{ "metadata": { "name": "", "signature": "sha256:4d67509ea65ad3cdc47eb8ef09a2ec83174469ac9e83340a368ef81a11262b58" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# built in python modules\n", "import datetime\n", "import logging\n", "import os\n", "import inspect\n", "\n", "# python add-ons\n", "import numpy as np\n", "import pandas as pd" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "extra-terrestrial radiation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "times = pd.date_range('2014-01-01', '2015-01-01', freq='1D')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times.dayofyear, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times.dayofyear, method='asce'), times)\n", "ephem = pvlib.irradiance.extraradiation_ephem(times) # approx 100x slower than the above" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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H4Kgx+PXpq3c8j3BTS76qqmoFfknLKfkLbtuT98PD/W/XoW/JjeT6bug9FDUW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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "et_diff = spencer - ephem\n", "et_diff.plot()\n", "plt.ylabel('spencer-ephem (W/m**2)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gHbBfaz064wCtdQkjTf0/UkoleyGfT1mzMIWCkgZ2n6iVokAIP7TjSDXP7jiN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\nL4nvS4AVwBvufnYu19UQZjYGeBwY4O7eiHEU9HZ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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "clear sky model testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pvlib\n", "from pvlib.location import Location\n", "\n", "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "print(tus)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "times = pd.date_range(start=datetime.datetime(2014,1,1), end=datetime.datetime(2014,1,2), freq='1Min')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "ephem_data = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", "ephem_data.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zr6ys4NChYmBwCPrdd9/myitXsWXL/zF/fgEwmOi3bt3CokWLKSraT2hoGCEh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\nctauxBJlgybj+bUDyS8WhUIh+usbaH7ldRIaLuL2TQAwaXc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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "irrad_data = pvlib.clearsky.ineichen(times, tus, solarposition_method='pyephem')\n", "irrad_data.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KuYHpcL0S7mJiZJFnIcYgG+6NZRjuqXCYc//49yQ7Oqi55z5q77mvKII9y7tm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\ny1tNQmS5lyxDsVoJbt0yquvonswqi9m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OXdKGwNbAVsARxI/zu7Z/D8yQdHHd5TcAH2/x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\nt4lONLAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Diffuse ground" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['GHI'], albedo=.25)\n", "ground_irrad.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vh+WNMYXGmBL36yLgTcBeb6sScUxNz3KsbZCl1cUUF2i+Xa6NaSxnZHyaM12a\nd5fU8G24AzXAs8aYV4CfAo9aa/+fxzWJAHCi3bmal06Bk1Q4N++u890lRXw7LG+tPQFs9roOkYvR\nfvKSSskPiYdb+vm5Gxo8rkbCwM9H7iK+lTzCataRu6RAVVk+laV52NP9JBIJr8uREFC4iyzQ9Mws\nR1sHqK8qorQw1+tyJAQikQimoZzhsSnaeka8LkdCQOEuskAn24eYnJrVUbukVHK/BM27Syoo3EUW\n6JA7375Gm9dICp27iIw2s5EUULiLLJAW00k6LK4ooKw4V/PukhIKd5EFmJ6Z5Uhyvr1I8+2SOsl5\n98GRSTrOjnpdjgScwl1kAU60DzI5pfPbJT007y6ponAXWYBD7nyo5tslHZJTPYc17y7XSOEusgDJ\n+XatlJd0qF1USGlhjubd5Zop3EXmaWp6lqNnBqiv1vntkh6RSITmhnL6hibo7h/zuhwJMIW7yDyd\naB9kcnqWNQ0akpf0OTfvrqF5uQYKd5F5Sg7Jr2nSkLykz7nz3bWoTq6Bwl1knpKL6Zp1frukUV11\nEUX5cR25yzVRuIvMw9S0s5/80uoiSjTfLmkUdefdewfH6RnQvLtcHYW7yDwkr9+uU+AkEzTvLtdK\n4S4yD8n95I3CXTJA8+5yrRTuIvNw6FQfEdDOdJIRDYuLKciLazMbuWoKd5ErmJqe4VjbIEsXF1Nc\nkON1OZIFolFnn/mu/jHNu8tVUbiLXMHxNme+XVeBk0xat8yZAjp4ss/jSiSIFO4iV3DAfXNdu0zz\n7ZI565ZVArD/5FmPK5EgUriLXMGBk2eJRiJaKS8ZVbuokPLiXA6e6mNW+8zLAincRS5jdHya4+2D\nrKgrpSAv7nU5kkUikQjrllUyNDrFma5hr8uRgFG4i1yGbekjkTg//ymSScm/uwOad5cFUriLXEby\nTTU5/ymSSWubnL+7A6c07y4Lo3AXuYz9J8+SlxtjRV2p16VIFqooyaOuqojDp/uZmp71uhwJEIW7\nyCWcHRyn4+wopqGceEwvFfHGuqYKJqdmOd424HUpEiB6xxK5BA3Jix+cPyVO8+4yfwp3kUs44J5f\nrMV04iXTWE40EuGgzneXBVC4i1xEIpHgwKk+yopyqa8q8rocyWIFeXFW1JVyvH2Q0fFpr8uRgFC4\ni1zE6a5hBkcmWbesgkgk4nU5kuXWLasgkYCDpzQ0L/OjcBe5iD3HegHYuHKRx5WIwIblzt/h3uM9\nHlciQaGZ2o5xAAATk0lEQVRwF7mIPcd7iUTOv6mKeGlFXSnFBTnsOdZLQlvRyjwo3EUuMDw2xbHW\nAVbWlekSr+IL0WiEDSsq6R+epKVTW9HKlSncRS6w/8RZEgkNyYu/bHL/Hvcc09C8XJnCXeQCyfn2\nTSsU7uIfG5YvIhI5//cpcjkKd5E5ZhMJ9p3opaw4l8aaYq/LETmnuCCHVfVlHG8bZHB00utyxOcU\n7iJznGwfYmh0io3LF+kUOPGdTSsXkQD2HdfRu1yewl1kjpcPdwOwZXWVx5WI/KzrVjp/lxqalytR\nuIu4EokEO20XuTlR1i/XfvLiP/XVRSwqzWfv8V5dJU4uS+Eu4mrrGaGzb4xNKxaRmxPzuhyRnxGJ\nRLjeVDM2MXPu2gciF6NwF3HtdIfkt5pqjysRubQb1iwGYIft8rgS8TOFu4jrZdtNPBY5N68p4kcr\n6kqpKMlj1+Eepmc0NC8Xp3AXATrPjtLSNczapkoK8uJelyNySVF3aH50YloXkpFLUriLANv3dwBw\n07oajysRubLXuEPzLx3U0LxcnMJdsl4ikWD7/g7ycmJsbdZ8u/jfyvoyFpXmscN2MTE543U54kMK\nd8l6R1sH6O4fZ2tzFXm5WiUv/heNRLhlQy3jkzPsPKyjd/lZCnfJes/vc4bkb96wxONKRObv1k21\nADy3p93jSsSPFO6S1UbHp9i+v4NFpXmsa9LGNRIci8sLMA3lHGrpp6t/zOtyxGcU7pLVntvbweTU\nLK/fupRoVHvJS7DctrkOgB/uOONxJeI3CnfJWrOJBP/+8hly4lFuu67O63JEFuw1axZTXpzLM3va\nGB2f9roc8RGFu2StXYe76eob48Z1NRQX5HhdjsiCxWNR7ryhgYnJGZ7Z3eZ1OeIjCnfJSrOzCb77\n7AkiEbjnpiavyxG5ardvriMvJ8aTO07rYjJyjsJdstKLBztp7Rnh1g21LKks9LockatWlJ/D67fU\n0zc0wU/2auW8OBTuknVmZmf53nMniEUj3HfrMq/LEblmd21rICce5fEXTmm/eQEU7pKFXtjfSWff\nGK+7ro7q8gKvyxG5ZmXFedx2XR09A+O8sL/T63LEBxTuklUSiQRPvNhCNBLhnpsavS5HJGXefGMj\nsWiEx7afZHY24XU54jGFu2SVQy39tHaP8Jq1i6kq01G7hEdlaT6v3VRLZ98YLx7S0Xu2U7hLVnnl\nSA8Ar91Y63ElIql39zZnNOrFA9pvPtsp3CWr7DvRS15OjOaGcq9LEUm5mspCqsvzsaf7NTSf5RTu\nkjUmp2bo6B1leW0JOXH96Us4rWmsYGximjPdw16XIh6Ke13A5Rhj7ga+AMSAr1prH/C4JAmwzr4x\nEsCSRUVelyKSNo01JUA7bT0j7teSjXx7+GKMiQFfAu4G1gHvNsas9bYqCbL23hEAbVojobZkkfP3\n3XF21ONKxEu+DXdgG3DUWnvSWjsF/BPwNo9rkgBLvtkp3CXMqsryATg7OOFxJeIlPw/L1wOn53x/\nBrjxUnd+9LnjDA+H94+5uDgvtP1lqrfdR52V8kurNSwv4VVRnAfA8fZBfrjzypeC1XtLcP3y3Zce\nzPZzuC9oqedbXrtCF+OWy7rcCyHdqqvDPfep/vzl+5/TIGe28/OwfCvQMOf7BpyjdxEREbkMPx+5\n7wBWG2OWAW3Au4B3e1qRiIhIAPj2yN1aOw38LvBvwAHgYWvtQW+rEhER8b9IIqFdjERERMLEt0fu\nIiIicnUU7iIiIiGjcBcREQmZwIW7MSZwNS+E+gu2sPcn4ldhf+0ttD8/nwp3jjGmGPgA8DjQDowa\nYyLW2lCsBlR/wZYF/eVaaye9riNdwtxfmHuDrHjtXXV/vl8tb4x5A/BlYB/QA0xaaz/sbVWpo/6C\nLQv6+wjwfuB7wEvW2kdD9uYZ2v7C3BtkxWvvmvoLwjBGHfCQtfbngf8E3GqM+SCEZhhG/QVbaPsz\nxrwRZ+OoDwAW+K/GmButtYmg9wbh7i/Mvc0R2tee65r6890/gDGm0Rizdc6P1gAjANbaLuATwJ+6\n389mvsJro/7Un58ZY3LmfFsFPG6t3WWt/Ufgm8D/gmD2BuHuL8y9QVa89lLan6/C3RjzGeAnwAPG\nmM8aY8qBHwAfSt7HWvsksMMY8588KvOqqT/151fGmBxjzF8Bn3WP+gCmgTuS97HW/jWQY4z5gPuY\nwFysKcz9hbm3pDC/9iA9/fkm3I0xVUAzsAr4JZw/zv9irf0JcNAY82dz7v4gUHPBJ1VfU3/qz6/c\nIb6/xTnaexn4lDHmN6213wYWG2PeM+fufwz8AkBQ5m7D3F+Ye0sK82sP0tefb8IdmAJuAqqttX3A\nPwMYY34V+A3gPcaY29z7GqDVWjvlSaVXR/2pP78qAzYBv2mt/SbwOWCzMeZ24HeAPzPG5Ln3bcN5\nw4kFaF4zzP2FubekML/2IE39efYEJ4eF3D+0iLV2AKep5CfNvcB24GagE/ivwK8YY55x7/NS5que\nP/Wn/jJf9ZVdOBxrjIm6byincBZfgTM8uAP4ZWvtj4H/B/yNMeYXceb9iq21M36c1wxzf2Huba6w\nvvaSMtVfxsPdGPNbxpjNQAmA+4eWHCJ6Fmg2xmx0rwp3HGfFYLG19kHgo8AD1tpN1tqnMl37fKg/\n9efn/pjzmnfDYdY9ivsecL0xZrG1dhDYA0wbY5YDHwcexVl9vd9a+1teFD5PYe4vzL2F/rWX6f4y\ndp67MWY98A/AGfd/+dba97u3fQv4G5xho/cBK621ySX/zwK/bq09lJFCr5L6U39e1D1fxphfAT6G\n8yay3Vr7sPvz+4AjwCjwH4Fua+0D7m3bgY9aa19wv8/x63BnmPsLc2+QFa89T/rL5JH7Ypw/zLcA\nfwBUGWM+6972cWvtS9baVuBrwGpjzN8ZY36KsytPewbrvFrqT/35kjFmLU44/D7wQ+C33cAAKAci\nOG8ujwJvNca8wxizCic0ppP/HR+HQ2j7C3Nvc4T2tefypL+0HbkbZyl/M7DLWjtljPktYJ219j+6\nty8HdgHrrbWtyWEm97ZqYDNQ6y4S8R31p/7wd39z670DeOec3t4MfNVaW3+Rx70VeAdwC/AFa+2X\nM1f1/IW5vzD3Blnx2vNFf2kJd2PMbwCfwZn47wH+yL1pB05Dve79Pg9UWmvf537/H4AnrLVnUl5U\nCqk/9Zf5qufPGPNfgBrgR9bafzHGXI8TCFvm3OcJ4BVr7Sfn/Cw5j5sHTFmfLroKc39h7g2y4rXn\nm/5SPixvjCnAWeX3OmvtvUAL8ClgCPhH4O/m3P1bQMz9pAMwgXNagG+pP/WXwXIXzBjzxzhHbk8A\nHzbG/IG1difQZpyNMpL+ELjNGFPmPu4vgF8GsNZO+DgcQttfmHuDrHjt+aq/lIe7tXYMp8HF7o++\nBfTi7LTzceA645yWAbAS6LPW9ruP/Za1tjPVNaWS+lN/GS553owxceB1wB9aa/8VZz/qOuNsZPIh\n4EPGmKXu3c/irKpO+jPrbFPqW2HuL8y9JYX5tQf+6y9l4W5evTHCg8DbAKy1h4HngWXAIuDDwBuN\nMU/h7JP701TVkE7GmHjY+nP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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_palette('husl', len(pvlib.irradiance.SURFACE_ALBEDOS.items()))\n", "\n", "for surface, albedo in pvlib.irradiance.SURFACE_ALBEDOS.items():\n", " ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['GHI'], surface_type=surface)\n", " ground_irrad.plot(label='{}: {}'.format(surface, albedo))\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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L0jgVvaHC8r3ti9YN/zvxzKNo3mNjw4Z1jBwZyBtvjCYhIZ6oqMhK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\n2NxjRin1XfTI7QXgeqXUN0RkGVCvdKGMAb4JnKmUy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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "for surf_tilt in np.linspace(0, 90, 5):\n", " ground_irrad = pvlib.irradiance.grounddiffuse(surf_tilt, irrad_data['GHI'])\n", " ground_irrad.plot(label=surf_tilt)\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lb6iC5ME//7LmXQZHIsT4+cWYO3C2pmk1qqragI2qqn7sIGVN03RVVfWxCrHZ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\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Diffuse sky" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_palette('deep')\n", "\n", "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['DHI'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['DHI'].plot()\n", "irrad_data['GHI'].plot()\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XnHTLG2O+aIyZZoyZBdwEPGuMuRl4FLg1e9itwCPZ7UeBmyzL8luWNQuYB7yW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\nvTp+XyPTJ89nToMLf1UvQ75Odsd2sX7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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "irrad_data['DHI'].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZXI4tO1sZMaSCopS+ElIYxgyrormti72tnUGHIiGkI5nE3u697XR0Zhg1tDLo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\ncP4vM3sRWOWc+1q3p/8YGH7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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['DHI'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['DHI'].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ecPvLyy/jlcOv8/bxTdxQvXJQp0SKXIhU6LmLeMr62ndP9drPNUO+qyfKI6/u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\ntniUwl3SRv8xSB1zFy87NaEO9dzTmcJ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"text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Klucher" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 40\n", "surf_az = 180\n", "\n", "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "sky_diffuse.plot(label='klucher diffuse')\n", "irrad_data['DHI'].plot()\n", "#irrad_data['GHI'].plot()\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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t827B5XLxm833YbbtGtP9Dc+aX1elBW3EPgp3kShZGx6qPdkYu1nyrf1t/NeG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\ngFuAi/DtL4WnCP1N0p2ZdrnX14a2gcBc3J1SD2w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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 40\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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1RoRPOO4GN+LyE7kufCE6be96tCD6NknuQthRbnU+2VW5jPSPxGgw2jucs6hW\nKxW7f6Dos0+xlpWBTofnpCl4XzET50GDm+/Mu+J5syEgAJ+58/CZO4/67GzKd33beO0N6yn5agu+\nc+fjPWsOWmfHWZJXp9UxJnAU32Xv4WjpcSL9hts7JCGaSXIXwo5Od8mPDXSsLvnqpEQK16/FnJOD\nxskJn3nz8Z49D4NP929B6xwWRuAty/BbfC1l32yjdPvXFH3yMWU7dxBw/Y24jxvvMAPYxgbF8l32\nHvbnH5LkLhyKJHch7ERVVQ7mJ2DQGoj2j7J3OABYysspXPcBlft+Ao0GzynT8Ft8bY8k9XPp3Nzw\nW3QN3rPnUrL1C8q2fUXuq6tx3bmDoNtX4hQU3OMxnWuw1wB8XXxIKEzCbF2Ck85g75CEACS5C2E3\nmVXZFNQWMSZwlN13gFNVlYrdP1K47kNsNdW4DBlC0PKVOPfvb9e4oPEZfcB1N+A1dTqF6z+kOv4Q\n6X/7M/5Lrsd75mw0Wvst16HVaLkscDTbMnaSXJxKbOBIu8UixJlkERsh7OT0Aihj7TxK3lpTQ96r\nq8l/83VUq5WAW5bR/7E/OkRiP5NTYCBhDzxIyN33oXFyonDtB2Q98y8aSortGte45gVtZK154Tjk\nzl0IO7CpNuLyE3HRuRDlq9gtjtrjx8h97WUsRUW4DA0nZNXdGPwD7BZPW3iMG4+rEkHBe29TFXeQ\n9L//hZC7foFb9Ci7xBPqFkyIWxBJxanUWmpx1bvaJQ4hziR37kLYwcnyDErryxgdMAKDnZ7Tlu36\nlsyn/oGluBjfBQvp/8jjDp/YT9N7ehJy7wMELrsNta6O7Beeo2jjBlSbrcdj0Wg0jA2KwWKzkFh4\npMevL0RLJLkLYQf27JJXLRby33uHgnffRuvqSr+Hf4f/Ndf1uiVgNRoN3jNm0v+xP2Lw86dk8yZy\n/vcStrq6Ho8lNrCx1yCuILHHry1ESyS5C9HDrDYrhwoScTe4ofiE9+y1q6vJeu4ZynfuwCmsHwP/\n8BeMkY4xUr+jXAYNYsCf/ooxMorq+ENk/utJGkpKejSGIGMAYe4hpJQcpaahtkevLURLJLkL0cPS\nyk5Q2VBFTODIHl3VzFJWSuZT/6DWlIp77GUMePyPGAJ6Rzf8xejc3Ah78GG8ps2gPjODjCf+Tn1m\nRo/GMCZwNFbVSmJRco9eV4iWSHIXoocdsMPCNea8XDL+8X+Ys7PwnjmbkHvvd8glXTtDo9cTuPx2\n/G+4EWt2XcuEAAAgAElEQVR5GZlP/5PaY2k9dv0xTdPgDknXvHAAktyF6EFWm5WEwiS8nDwZ6j2o\nR65Zd+oUmf98EktxMX7XLCHg5lvtOje8O2k0GnznXUnwnb/AVldH1rNPU32kZ+6kA40B9HMPJaUk\njZqGmh65phAX0jd/woVwUKbSY9RYaokJHIlW0/0/fnWnTpL17FNYq6sIvG0FfgsWOczSrd3Jc+Ik\nQu99AGw2cl58jqpDB3vkumMCR2FVrSQUyah5YV+S3IXoQYcKGvcxjw3o/pXMGhP709hqawm+cxXe\n02Z0+zUdiXvsGMIefBh0OnJe/h9VCfHdfs2fR80ndPu1hGiNJHcheojVZiWhKAlPJ49u75I/N7F7\nTpjUrddzVMbIKMIefBiNTkfu6v9QnXS4W68XaPSnv3soqdI1L+xMkrsQPSSt7ATVDTXEBER3a5d8\nfXYWWc8+c8kn9tOMwxXCfvlr0GjI+e+L1KR0b5f5mMDR2FQbCYUyal7YjyR3IXrI6VHUp7tuu0ND\nUSFZzz2Draaa4JV3XfKJ/TRjZBSh9/8KVJXsl56n9sTxbruWLGgjHIEkdyF6gNVmJb4wCXeDG+He\ng7vlGpaKCrKeewZrWRkBS2/Gc9LkbrlOb+UWPZKQe+5HbWgg+8XnMOfldct1Aox+9PcII7U0jWrp\nmhd2IsldiB5wvPwkVQ3V3dYlb62tJfv5f9OQn4/vVQvwmTuvy6/RF7jHxBK0fAW2qiqynn8GS3lZ\nt1xnTOAo6ZoXdiW7wgnRA5pHyXdDl7xqsZC7+j/UZ6TjOXUaftde1+XXaI3NppJfUsOpvEryS2so\nKq+jpKKO2nor9Q1WLBYber0Wg16L0VmPr4czPp7OBPsaGRDkQYifEV0Pzrv3mjYdS1kpxZ9vJPuF\n5+j3u8fQuXbtTm5jAkfx2fGtxBUkMCl0XJfWLURbSHIXopvZbDYOFR7G3eDGMO8hXVq3qqoUfPg+\nNUeScRsdQ9Cy23tkHnt+SQ2JJ4pJOlHCiZxyquss55XR67S4OOnQ6TRU1zXQYLVhbjh/1zaDXkt4\nmBdRg3yIHuzHgCD3bm+D78LFWMrKKP9uJ7mr/0PYrx5Co++6X4f+rn4M8AjDVHqMqoZq3A1uXVa3\nEG0hyV2IbpZadJxKcxWTQ8d3+VryZd9so3zXtzj370/Iqnu6dWe3koo69iTnsTc5n+yi6ubjof5u\njBzix6AQT0L9jPh5ueDn6YKT4fxYGixWSirrKSmvI6e4hvT8Sk7lVpCSXkpKeikbdp0gwNuFy6OC\nmBAVTKh/9yRFjUZD4K3LsZSXUZ0QT+H6Dwm8ZXmXXmNM4GgyKrNJKExicujlXVq3EBcjyV2IbrY3\nMw6A2ICu7ZKvSoyncN2H6Ly8CP3lr7tlrXhVVUnNKGPb/kwSjhWhAnqdhthh/owO9yd6sC/K0AAK\nCyvbVJ9BryPIx0iQj5HIQb7NxyuqzRxJLyHhWDHxaUVs3p3O5t3pRAzwZvbY/sSE+6PVdu3dvEan\nI2TV3WT84wnKdnyDU2gY3jNmdln9sYEj2Xh8C/GS3IUdSHIXohvZVBs/ZR3CTW9kuM/QLqu3PiuT\n3FdeRqPXE/bAgxh8/bqsbgCbqhJnKmTz7lNkFFQBMCTUk6mjQhgXEYjRxdCl1/N0c2JCVDATooKp\nN1uJP1bEdwk5pKSXkppRhr+XCwsmDWLyyOAufT6vdXEl7IEHyXji7xR8+D5OwSEYIyK7pG5/Vz/6\nuYdiKjlGTUMtRkPXPtcXojUOkdwVRfEGXgdGACqwEkgD1gEDgVPAUpPJ1D1DW4XoJifLMyitK2di\nyLgu65K3VlWR858XUevrCLnnflwGd91zfFVVST5ZwoZdJ0jPr0SjgbERgcwd15/wMK8uu05rnJ10\nXB4VxOVRQWQVVvHNwSx+PJzHW1tT2bI3ncVTBnN5VBDaLnoubwgIIOS+B8j691PkrP4PA/7wF5wC\nA7uk7piAkWRV5ZBUnML44DFdUqcQbeEoU+FeALaYTKZIYBSQCjwGbDOZTMOBb5peC9Gr/LxwTdes\nJa/abOS+/goNRYX4LlyMx9iuG4mdX1LDs+sTeHZ9Aun5lYyPDOTJVRO475roHkvs5+oX4M7t8yP4\n1z0TuSI2jOLyOl7bdIQn3z3IqbyKLruOcbhC0LLbsFVXk/Of57HV1XVJvbGB0QDEF3TvsrdCnMvu\nd+6KongBU00m0+0AJpPJApQrirIImN5U7G1gJ5LgRS9iUxtHybsZXFF8wrukzuLPN1KTdBhj9Cj8\nFi7ukjrNDVa27E1ny950LFaVEYN8uOGKcAYEeXRJ/V3Bx8OZ5fMU5l8+gA27jrMvpYD/99YBpseE\nct2Mobh1wWMCr6nTqc/MpGzHdvLfeYvgVXd3etR+sFsQQcZAjpSYqLeacdY5dTpOIdrC7skdGAwU\nKoryJjAaOAj8GggymUz5TWXygSA7xSdEh5yqyKSsvpzpgyag13b+R60q/hAlmz/H4B9AyF2/6JI9\n2U/mVvDapiPkldTg4+HMzbOGcZkS4LDbwgZ4u3LP4mimjy7hvW1H2RmfQ/yxIlZeFcnIIZ0fdxCw\n9Cbq0k9RuW8vLuHh+Myc3ek6YwOi+TJ9B8nFqYzpxqWHhTiTIyR3PTAGeMBkMu1XFOV5zrlDN5lM\nqqIo6sUqCghwnDuN7tCX29cX27Y1KxWAif3HdLp9tbm5HH/zNbROTkT94RHcB4d0qj6L1cZH24+y\ndvtRbDaVRVOHcOv8iA4PlOvpzy8gwINJY/qzYUcaa7eZeG59AvMmDOSOhSM6PdjP6w+PkPDQbyla\nv5bg0VEQoHSqfVfoJ/Bl+g5SKlKZN8IxlwTuiz9/p/XltrXGEZJ7FpBlMpn2N73+GHgcyFMUJdhk\nMuUpihICFFysorZOx+mNAgI8+mz7+mLbVFXlx/SDuOhcGBkU0an22cxmMp74J9bqGoLvWEWtRwC1\nnaivqKyW1Z8lczK3Al9PZ+68KpLIQb5UV9ZRXdn+Z832/PxmxoQSHuLB65tT+GpvOvFHC7n/mmj6\nBbp3olYngu66h6xnnybln08z5oV/U2bueC+Jm+qFn4svB7MTyckrwaDr2pkGndUXf/5O68ttg9b/\ncLH7gDqTyZQHZCqKMrzp0GwgGdgE3N507HZgox3CE6JDMiqzKK0vY6R/VKd/mReu+wBzdhZe06/o\n9GYwh08U87e39nMyt4IJI4L4+x3jz5pv3hsNCPLgzyvGMm98f/JLavi/dw7wQ2Jup+o0Rkbhf+11\nWEpLMf37eVTb+SvrtZVGoyEmIJp6q5nU0rROxSVEW9k9uTf5JfC+oigJNI6WfwL4JzBHUZSjwMym\n10L0CvGFScDPo6U7qvLAPsp37cSpX38Cbrq5w/XYVJXPfzzJ8+sTqG+wseLKCH7RBV3YjkKv03Lj\nzGH8cslIdDota7ak8OaWFCzWjidln/lX4TY6hvKEREq/3NKp+GKaZkvEFyR1qh4h2soRuuUxmUwJ\nQEtzejo/mkWIHqaqKvEFh3HSGoj0VTpcT0NhIflvv4nGyYnQu+9Fa+jYSOv6BiuvbTpC3NFC/Dyd\nue/akQwO8exwXI4sdngAfwl0Z/WnSXyfmEt+aS33XxuNh7H93zuNVkvwyrvI/H9/pmjjJ7gqEbgO\n7dish0Ge/fFy8iSxKBmrzdrlyxALcS5HuXMXos/Irc6noLaIKL8InDrYJa9aLOS+thpbbS2Bty7H\nKSS0Q/WUV5t56oM44o4WEjHAmz+vGNdnE/tpgd6uPL5sDOMiAjmaWcb/vXOAnDPWwm8Pnbs7wx96\nEFSVvNdewVrTsf3ZtRotMYHR1FhqSSs70aE6hGgPSe5CdLHTe3jHBHS8S75o4yfUnTiBx+UT8Zw0\npUN15BRV88Q7BziZW8nk6GAevjGmQ3ewvZGTQcfdi0ewcNIgCsvqeOLdg6Sml3aoLq+R0fhevYCG\nokIK3nsbVb3oxJ0Wnf7/cKhQFrQR3U+SuxBdLKHwMDqNjmj/iA6dX52cROmXWzAEBhG0/LYOzTk/\nmlnGk+8epKi8jmumDuaOqyPR6y6tH3etRsO104awamEU5gYrz65P4NDRwg7V5bfwGlyGhlO57ycq\ndv/QoTqGeg3G3eBGQmESNrXjYwGEaItL66ddiG5WVFtCZlUOik84rvr2bxRiraoib81roNMR8ot7\n0bq0v47kkyU8uy6e+gYrdy2IZNHkwQ67KE1PmDgimAdvGIVWC//9NIkfD7d/JP3pHeS0rq4UvP8u\n5rz216HT6hjlP4JKcxUnytPbfb4Q7SHJXYgulNg0Sr4jXfKqqpL/7ltYy8vxv2YJLoMGtbuOuKOF\nvPBxAjYV7l8ykknRnVvspq+IHuzH726KxdVZxxtfpPD1vox212HwDyDotpWoZjO5r7+KarG0u47m\nUfPSNS+6mSR3IbpQfGESGjSMDIhq97mVe/dQdfAArsOG4zPvynafvyc5j/99moROq+WhG0YRE+7f\n7jr6sqFhXjx66xi83J1Yu+MYW/e2/+7ZY9x4PCdOpv7USUq2bG73+YrPUFz1LsQXJHX42b0QbSHJ\nXYguUmGu5ER5OkO8BuHp1L4lLxuKiyn44F00zi4E37Gq3evG703O4/VNR3B20vGbm2J6/cI03aVf\ngDuPL7sMX09nPtp5nC9/av8dfMDNt6D39aV48+fUnTrZrnP1Wj3RflGU1peRUZnV7msL0VaS3IXo\nIomFyaioxLRz4RrVZiPvzdcbp73dfAuGgIB2nX8gtYDXN6fg4qzndzfH2G171t4i0NuVR26OxcfD\nmfXfHmt3gtcZ3QheeRfYbOS9/io2s7ld5zdvA1soC9qI7iPJXYgucvqX9Wj/Ee06r+ybbdSmpuAW\nE4vn5Kntu2ZaEa98nozBoOXhG0czKLhvz2HvKoE+Rh655ecE//X+zHadb4yMwnvWHMx5uRR98nG7\nzo30VXDSGogvOCxd86LbSHIXogvUNNRiKj1Gf48w/Fzb3iVen51N0YaP0Hl4EHTbynaNak86Ucz/\nNh5Gp9Pw0A2jGRoqd+ztEeRj5JGbY/F2d2LtN2l8n5jTrvP9l1yPITiYsu1fU5Oa0ubznHQGRvhF\nUFBbRE51XnvDFqJNJLkL0QWSilOwqTZG+7e9S161Wslb8xqqxULQbSvRe7b9rjstq4yXPjmMRqPh\nwetGMby/d0fCvuQF+Rr5zU2xuLnoeWtrKnHtmAevdXYm5M5fgFZL3prX27V63enZFIlNCx4J0dUk\nuQvRBRJOT4Frx/P20q+2Up9+Cs+Jk3GPHdPm87KLqnnx40SsVpX7r42WwXOdFObvxq+XjsZJr+Pl\nz5LbtZKdy+Ah+F69EEtJMYXrP2zzeSP8I9BpdCQUSXIX3UOSuxCdZLaaSS42EWQMINgY2KZz6nNy\nKP58IzovLwJubPtub6WV9Ty3Pp7qOgsrr4pg1FCZ7tYVhoZ6cf+SaFRV5cUNiaTntX0PcL+rF+Lc\nfwAVP3xPdXLbBsm56l0Z7jOUzMpsSuvKOhq2EBckyV2ITkopOUqDrYHRAdFtemau2mzkv/VGY3f8\nstvQubu36To1dQ08uz6ekop6rps+hMkjZYGarhQ92I9VC6OoN1t5bn08RWW1bTpPo9cTtPJO0GrJ\nf+dNbHV1bTpvVNPAS7l7F91BkrsQnRTfzlXpyrZ/Td2J43iMvxz32MvadE6DxcqLGw6TXVjNrMv6\ncdWEgR2OV1zY+MggbpkznIqaBp7/OJGauoY2necyYCC+V16NpbiYok8+atM5o5oWOpLn7qI7SHIX\nohOsNiuHi1LwdvZigEe/i5Y35+dR9OkGdB4eBN68rE3XUFWVNVtSOZpZxtiIQG6eNeySXiu+u826\nrB9zxvYnp6ia/36aRIOlbZu8+C5YhFNIKGU7vqHmqOmi5b2dvRjo0Z+0shPUNHRsK1khLkSSuxCd\ncLTsOLWW2jZ1yTd2x69BbWgg8Jbl6Dzatordpt2n+OlIPuFhXqxaEIlWK4m9u904M5zYYf6kpJey\nekNCm+ajaw0GglbcARoN+W+vadPiNqMCRmBTbSQVp3ZF2EI0k+QuRCckNu/dfvGFa8p27qA27Sju\nYy7Dfey4NtW/LyWfjd+fxM/ThQeWjMSg13UqXtE2Wq2GXywcwcBgD7bty+CLPW1bh951aDjes+fS\nkJ9P8ecbL1p+dNP/G+maF11NkrsQHaSqKolFRzDqXRnqNbjVsg1FhRRt+AitmxuBty5vU7f6ydwK\n3vgiBWcnHQ9ePwpPN6euCl20wenve4CPK598d4IDqQVtOs//miUYAgIp/WordSdPtFo22BhIoKs/\nySUmGqxte74vRFtIcheigzKrsimrL2eEXyQ67YXvqFVVJf+9d1Hr6wm86Rb0XhdfcKakoo4XNyRi\nsdi4e9EI+gW2bUS96Fre7s78+c4JOBsat4rNKqi66DlaZ2eCbl8JqkreW2ta3RpWo2ncQdBsNWMq\nPdaVoYtLnCR3ITrocOER4OdRzxdS9MNuapISMUaNwGPCpIvWW99g5aUNhymvMrN0Zrhs3Wpng0I8\nufPqSOobrLy4IZGq2ovfYRsjIvGaPgNzdhYlX21ttezpVQ0TZUqc6EKS3IXooMNFR9BpdET6Dr9g\nGWt1NSdfX4PGYCBw2e0XH3SnqrzzpYn0/EqmjAph7rj+XR226ICxEYEsnDSIovI6Vm9Mwmq7+Ah6\n/+tuQOflRcnmzzHn51+w3GCvAXgY3EksPIJNbdvIfCEuRpK7EB1QUldKZlUOw32G4qp3uWC5og0f\n0VBWht/CxTgFXnz1uh1x2exJzmNwiCfL5yoy5c2BLJ46mJjwxhH063ccv2h5ndGNwJtuRW1ooOD9\ndy444l6r0TLSP4rKhipOVbR/f3khWiLJXYgOOFzUuAvYKP8Ld8nXph2l/LudGAcOwGfu/IvWeTSz\njLXfpOFhNHD/tdEY9PLj6Ui0Gg2rFkYR6u/GtgOZ/Hg496LnuI8dhzF6FDVHkqnc99MFy50eNZ8g\no+ZFF5HfHkJ0wOGixuftIy+Q3FWLhfx33wJg6H33oNHrW62vtLKe1RuTUFW4d3E0vp4X7g0Q9uPq\nrOeX143E6Kznna9MZOS3vga9RqMh6NblaJycKFz7Adbq6hbLKT7hOOmcSCxMlj3eRZeQ5C5EO9Va\najlaepz+7qH4uLQ88r3kyy2Yc3Lwmn4FnhFKq/VZrDZWb0yivNrM0iuGEjHQpzvCFl0kyMfIqoVR\nNFhs/O/TpIsuUWsICMBv4WKslRUUbWh5aVqDzkCUr0JBbRH5NW2bcidEayS5C9FOR4qPYlWtjLzA\nwjXm/DxKNn+OzssL/+uuv2h9a79J41h2OeMjA5kjA+h6hdHh/lw9cSAFZbW88UXKRe+2febMwyms\nH+Xf7aQ2La3lOqVrXnQhSe5CtNPpLvmWnrerqkrBe++iWiwE3nwrOqNbq3XtSc5jR1w2YQFurLwy\nUgbQ9SLXTB1MxABvDqUV8dW+zFbLavR6gm5bAUD+u2+1OPd9hF8EGjSyFK3oEpLchWgHq81KUnEq\nPs7e9HMPPe/9qoP7qUlJxhg9CvfLWl9iNre4mne+NOHipOOBa0fi7CRLy/YmOq2WuxdH4+XuxMc7\nj2PKKG21vOvQ8Ma57znZlH795XnvuxmMDPYayMnydKoaWn42L0RbSXIXoh2Ol5+k1lLLSP+o8+6y\nbXV1FK5bi0avJ/DmW1u9Czc3WFm9MYn6BisrrowgyNfY3aGLbuDl5sS9ixsXoXn5s2TKq+pbLe+/\n5AZ0Hp4Ub/6chpLi896P9otARSWl+Gi3xCsuHZLchWiH01PgRvpHnvde8RebsJSW4DPvSpyCglqt\n54PtaWQVVnNFbBjjI1svKxzb8P7eXD9jKOXVZl75PBmb7cLP33VubvhffwOq2Uzh+nXnvR/d9P8q\nqTil2+IVlwZJ7kK0Q3KxCSetgWHeQ846bs7Lo/TrL9H7+uF71YJW69ibnMd3CTkMCHTnplnh3Rmu\n6CHzxvdnzPAAUjPK2LT7VKtlPSdOxmXIUKoO7KMm9ewkHuoWjLezFynFR2W1OtEpktyFaKPi2hLy\nawoY7hOOQWdoPq6qKgUfvgdWKwE33ozW2fmCdeSV1PD2VyacnXTce020bOHaR2g0GlZeFYGfpzOf\n/3iy1efvGq2WwFuWgUZDwYfvo1qtZ9UT7RdBtaWGk+WyWp3oOEnuQrRRcrEJgBF+Z89brzoUR01y\nEsYR0biPueyC5zc/ZzdbWTFfnrP3NW4uBu5eFI0GDa9uOtLqBjMugwbjOWUq5uwsyr7dcdZ70jUv\nuoIkdyHa6EhJ4xSlKL+I5mM2s5nCdR+ATnfRQXRrv0kjs6CKGTGhXB4lz9n7ovB+XlwzdTCllfWs\nucj8d/8l16M1Gin+7BMsFRXNx4f7hKPX6kmWKXGiEyS5C9EGDTYLptLjBBkD8Hf1bT5e+vWXWIqL\nGxcpCQ654PkHTYXsjM+hX4A7N80a1hMhCzu5asJAIgf6EH+siB1x2Rcsp/fwxG/xtdhqayn65OPm\n4846J4Z7DyW7KpfSurKeCFn0QZLchWiD42UnMVvNRJ3RJW8pL6Nk6xZ0Hh74Xr3wgucWl9fy1tYU\nDHotdy8egZNBnrP3ZVqthrsWROHuamDdjrRW15/3njETp7B+VPzwHXUZ6c3HR/g39g7JgjaioyS5\nC9EGp7tIR/j+3CVf/NlG1Po6/BZdi87VtcXzbKrKcx/GUV1n4aaZ4YT5t75inegbfDycuWtBJBar\nysufJVNvtrZYTqPTEbD0JgCKPlrX3I0f3fTo50jTOA8h2kuSuxBtcKRpCly492AA6rOzKP9+F04h\noXhNm37B877el0lCWhEx4f7MiA3rqXCFAxg11J+54/qTV1LD+9svvCiN24hojCOiqUk5Qk1yEgD+\nrn74u/pxtPQ4VlvLfxgI0RpJ7kJcRHFtKXnnTIErXL8WVBX/G5ai0bXczZ6eV8mGXcfx9nBmxVUR\nsm78Jej6GUMZEOTOD4m5xB0tvGC5gOuXgkZD4cfrUW2N89sjfIdRZ60jvTKrp8IVfYgkdyEuIrWk\n8a4r0m84ANVHkhunvkVG4TZydIvn1JutvPJ5MlabykM3jcHT6NRj8QrHoddpWbVwBAa9lre2pl5w\neVrn/gPwnDgJc1YmFXt+BCDCp3Hg5en/f0K0hyR3IS7CVHoMaPxlq6oqxRs3AOB/3dIL3o2v25FG\nXkkNc8b2Z0xEYI/FKhxPmL8b188YSlVtA29uTb3g9Di/a5agMRgo3vgJNrMZxWcoGjSklrS8RawQ\nrZHkLkQrbKoNU+kxvJw8CTIGUJ2YQN2JE7iPuQyXQYNaPOdQ2s/T3q6fMaTFMuLSMuuyfkQN8iHx\neDG74nNaLGPw9cN71hwspaWUf7cTo8HIAM9+nKzIoM5S18MRi95OkrsQrcitzqeqoRrFNxxUleLP\nPgWNBr/F17ZYvqLGzNtbU9HrtNy9KEqWlxUAaDUa7rw6CjcXPWubenVa4jvvSjTOLpRs3YLNbCbC\nZxg21UZa2Ykejlj0dpLchWiFqalLVPEJp+rQQeoz0vEYfznOYf3OK6uqKu9+ZaKipoEl04YQFuDe\n0+EKB+bj4czyeQrmBhuvbTqC1Xb+xjA6Dw+8Z87CWl5G+Xe7iPA9/dxduuZF+0hyF6IVptLjAAz3\nHkrxps8b79oXXtNi2Z9S8jloKmRYPy/mjuvfk2GKXmJ8ZBATRgRxMreCzbvTWyzjO3c+GmdnSrZ+\nwUBjKE5agyR30W6S3IW4AKvNyrGyEwS6+uN8PBNzViYe4y7HKTj4vLJlVfW8//VRnAxa7rw6Eq1W\npr2Jli2bMxxfT2c2/XiK9LzzV69rvHufjbW8jJoffiDcewh5NQWU1ZfbIVrRWzlEclcURacoyiFF\nUTY1vfZVFGWboihHFUX5WlEUb3vHKC496ZVZ1FnrGe4bTsnWLQD4zL/yvHKqqvLW1lSq6ywsvSKc\nQB/Z7U1cmNHFwIorI7CpKm9uScFiPb973nfufDROTpR+/SXDvRoXTjpWdrKnQxW9mEMkd+BB4Ahw\neo7IY8A2k8k0HPim6bUQPepoU5d8ZJUbtaZUjCOicRkw8LxyPyTmkni8mKhBPrIKnWiT6MF+TB0V\nQkZBFVv3nt89r/PwwHPyFCzFxQzJbBwpf1ySu2gHuyd3RVH6AVcBrwOn+zIXAW83ff020PJDTiG6\n0fHyxl+mPnsb99X2nX/VeWVKK+tZuyMNV2cdK6+MRCur0Ik2unFmON7uTnz+4ymyC6vOe99n1lzQ\naNB/fwCDRi937qJd7J7cgeeA3wFn9k0FmUym/Kav8wHZ/Fr0KJtq42R5OgNtXtTHJ+DcfwCuEZHn\nlftg21Fq663cMCMcPy8XO0Qqeiuji4Hb5kdgtams2ZJy3uh5p+Bg3EbHUH/yBLG1vuRU51HVUG2n\naEVvo7fnxRVFWQAUmEymQ4qizGipjMlkUhVFaXlJp3MEBHh0ZXgOpy+3z9Hall6WRa2ljgnZrqCq\n9Ft0NYGBnmeV2XM4l4NHC4ka7Mt1s5VWB9E5Wvu6mrSvY+YEeJB4ooSdcVnsPlLAkiuGnfW+0w3X\nkhR/iNHHa9g3AorUfAYHtLzkcWf05c+vL7etNXZN7sAkYJGiKFcBLoCnoijvAvmKogSbTKY8RVFC\ngIK2VFZYeOF9k3u7gACPPts+R2zbgaxkNDaVwPgstK6uaCJHnxVjbb2F1RsS0Os03DJrGMXF53er\nnuaI7etK0r7OWTJ1MHGp+bz3ZSpKPy8CvX/ePlgN7I8hOBhjcjrO4T7EpR9hkFPXrnrYlz+/vtw2\naP0PF7t2y5tMpt+bTKb+JpNpMHATsMNkMi0HPgdubyp2O7DRXjGKS9OxspMMzjajrazGY8IktC5n\nd7lv2HWc0sp6rp44iFDZo110grurgZtmDaPBYmPt9rPns2s0GrymTgeLlah0szx3F23mCM/cz3S6\n+xDCpU8AAB9mSURBVP2fwBxFUY4CM5teC9EjVFXlePkpYk6YAfCeccVZ75/IqeDbuGxC/IxcNeH8\n0fNCtNflUUFEDPAm/lgR8WlFZ73nOXEy6HTEnGggszKLeqvZTlGK3sTe3fLNTCbTLmBX09clwGz7\nRiQuVSV1ZZjLSumXU4fzoMFnLTVrU1Xe33YUFbhtnoJB72h/H4veSKPRcOtchb+u2ccH248SOcgH\nZ0PjvgR6T0/cY2Lh4AECilzIrMwm3HuwnSMWjk5+MwlxjpPlpxiWUYdGVfGcMPGs93YfzuNkbgXj\nIwNRBvjYKULRF4X5uzFnXH+KyuvYsufsue+ek6cCoKTXcaoiwx7hiV5GkrsQ50ivzEI5VQcaDR7j\nxjcfr6238PGu4zjptSy9ItyOEYq+atHkQfh4OLP1p3QK/397dx5vV13ee/yzpzNPmScSEhJ4SBgE\nsYhDEdFXUYpTrVPlKtbbKg51ntCOUpWiV7T48l4LeivW2VYqiq1VC6KIwAWhEJ4kaCAJmXOSc05y\nhj3dP35rJ5s0kOmcs9Ze6/t+vXx59rDgedh7rWf/xrV7dP/z3atOI9fVycmPjrN+96H3pBdppuIu\ncpBtG9eyYGeFjpUrKfYf2Pn4pl+sZ2jvBBefdyIz+7SmXSZfR1uRV1ywnEq1zr/ceuA2r7likd6n\nPo2e0Rr71q6JMUJpFSruIk2qtSqdq9cD0H/ugS75XUNj/Oiujczsa+cFT18SU3SSBeeumseJ83r5\n5YNbH3djmd7feToAC9btZM94epd3yeRQcRdpsmXfNk7cMEo9B91PObBZyE2/WE+lWuMlz1pGWzTR\nSWQq5HM5XvHc5QB886frqNfDIqKuU1dS7WpnxQZ1zcvhqbiLNHl08xoW7ChTXjyfYm/YkW7r4D5+\ndt9m5s/s4pln/PfbvYpMtlVLZ3L6STNZ/cggDz4yCECuUCC3yugeq7Fl7a9jjlCSTsVdpMnQr+8h\nX4euplb7jbf9lmqtzsvOP4lCXqeMTI+Xnx9a7zf9fP3+52afFSZ4Vh58KI6QpIXoSiXSpO2hsAPY\ngt85Hwit9jse3MriuT2cY3PiDE0y5sT5vZy5fBa+YTdrNuwGYMaZT6WWg77fbN3fXS9yKCruIpGJ\niTHmbBxipK+dzoXhvuz//qsN1Otw8Xkn6nauMu0ueeZSAL738/Cjs9DVxdDCAebumGDH9o0xRiZJ\np+IuEtnod9NWqTO2bAEAQ/smuO3+zczu7+Bpp6rVLtNvxaJ+Vp44gwfWD+6fOV+zk8gBW++5Pd7g\nJNFU3EUiux+4D4A2C7fd/MndGylXalx07hKNtUtsLjo3LL388d2hpd57RpgPMuoad5cnpiuWSKS+\nNmwaMuu0s6lUa/znPZvo7ijy7DMWxByZZNnpJ81k3oxOfvngVob2TbBoxVMYK+VoW/9Y3KFJgqm4\niwC1cpmujTvYMVBk0fwV3LN2B0P7yjzz9AW0t2ldu8Qnn8tx4TknUKnWuPXex+jv6GfbvE46h8Yo\n79oVd3iSUCruIsDow+soVOvsXNRHW6GNW+7dBMBzzloYc2Qi8OwzFtBWyvOz+0JrfXTJXAD2rL4/\nzrAkwVTcRYDBh8JFsrLsBLYN7uPB9YOcsniAhbO7Y45MBDrbi5xzyly27x5j7cY9lE4ONy7a9aA2\ns5FDU3EXAUbWOQDdy0/h9ge2AnD+UzTWLsnxrGh3xJ/fv5nZJ61kopijvO7hmKOSpFJxl8yr1+vU\nH93IUHeeefOX8avVWykV85x9spa/SXKceuIMZva1c+dD25jbs5DNs0uUdu6hOjISd2iSQCruknnl\n7dsp7Btn86wS+bE+Nu/cx1OWz6KzvRh3aCL75XM5nnHafMYmqmx+LMe22W0AjK3/bcyRSRKpuEvm\njf02dG3unNPJQ+vGATh35bw4QxI5pKdZmEh379qdTCycDcDo+t882SGSUSruknn71q0FoLZkAXf5\nNtrbCpy5fFbMUYn8d0vm9TCrr4P7Ht5BcfFiAIYfXhtzVJJEKu6SeSMPr6Gah/q8E9i+e4wzls3U\nPdslkXK5HE89ZQ6j41Wq7XMY6cwz8cj6uMOSBFJxl0yrVypUN21mx0CRsbFeAM5cPjvmqESeWOPu\nhLu2t7F1ZpHc0AiV3YMxRyVJo+IumTaxeTO5apXtM4rs2BJa62eoS14SbMWifno6S2x4FLbOKgEw\ntn59vEFJ4qi4S6aNb9wAwPaBIhs3wtL5vfR3t8UclcgTy+dzrFo6gz27imyf2Zgxr0l18ngq7pJp\n4xsfBWBwRjvVsQ5NpJOWsGrpTKjn2TsrfF/HN2yIOSJJGi3klUwbiy6Kw/0zgRynL1Nxl+RbtXQG\nAKO5Afa158hvVHGXx1PLXTJtbMOjDHXn2Vfuo62UZ+mC3rhDEjms2f2dzJ3RyfCudnYOFKnt3Elt\nbDTusCRBVNwlsyp79lAfHmbHQJG9u9tZvrCfYkGnhLSG05bOpDzSxY6B0AE7vmlTzBFJkuhKJpnV\nPJmuNtqDLRmIOSKRI2dLBqiN9rBzf3HfGHNEkiQq7pJZjeK+Y0aR+lg3tljFXVrHikX91Me62NEf\nivvERhV3OUDFXTJrYvNjAOzsK1Io93DSwr6YIxI5cjP7OpjZ28XOrm7qqOUuj6fiLplV3rqVWg4G\n23o5af4ApaK2nJXWsnxhP+PlXoa680xs2Rx3OJIgKu6SWeObH2Oou0B1vIdlarVLC2p0ze/uLVDd\ns0cz5mU/FXfJpOrevdRGRhjsK1Ab62bZAhV3aT0rTuinNtbN7t5o3H3btpgjkqRQcZdMmti6BYDd\nvQXqY90sVXGXFrR4bg+Fcg+7e8OQUnnLlpgjkqTQDnWSSeWouA/2FWmv9TKnvyPmiESOXrGQZ0HP\nHHZXQ3Gf2LY15ogkKdRyl0yaiFo4g70FFg/MI5fLxRyRyLFZOns+u6Ju+fJWFXcJVNwlkxrd8rt6\nSqyYOy/maESO3bJ5/ewp9lDNHfhei6i4SyaVt2+nUsgxku/mpAX9cYcjcsyWzOuhNtHDUE9BxV32\nU3GXTCrv2slwV576eDeL5/XEHY7IMVs0uwfGu9ndW6C2dy/VfXvjDkkSQMVdMqdWLlMbHmakK0++\n3MOsPk2mk9ZVKubpK8xguCtMqqvs2hVzRJIEKu6SOZXBQQCGuwr0l2ZoMp20vPk9sxnuDpfzsoq7\noOIuGVTZtROA4a4887pnxxyNyPFbPDD3QMt9UMVdVNwlgxoXv5HuAicOaKa8tL5ls+cy3BUu55Wd\nO2OORpJAxV0ypxxd/IY7C6yYuyDmaESO3+LZ/QwXuwAoq+UuqLhLBjVa7kOlDhbP7Y05GpHjN3ug\ng735bgAqe/bEHI0kQezbz5rZYuDLwFygDnzB3T9rZjOBbwAnAuuBV7r77tgCldQoRxPq9hZ76O9u\nizkakeNXyOcpFfuZKObI7xmMOxxJgCS03MvAu9z9NOA84K1mthL4IPAjdz8F+HH0WOS4TQzvoZYD\nSn2aKS+p0VcaYLQ9R2VoKO5QJAFiL+7uvsXd743+HgFWA4uAFwP/GL3tH4GXxhOhpM3E8BBj7Tl6\nSroTnKTHzI4Z7OvIw9591Ov1uMORmMVe3JuZ2VLgbOAOYJ67N+6CsBXQtGaZFPWRvYy25xloG4g7\nFJFJM6d7gNH2PPlajdroaNzhSMxiH3NvMLMe4DvAO9x92Mz2v+budTM77E/ROXPSPTkqzflNV271\napX82DhjvSUWz547bf/eNH92oPyS4JQTFvFoR2iv9ZeqdB5FzK2Q37FKc25PJhHF3cxKhMJ+g7t/\nN3p6q5nNd/ctZrYA2Ha4f8727cNTGWas5szpTW1+05lbdXiYHDDanmdWqX9a/r1p/uxA+SXFjGIP\nHhX37Y9sobN0ZEWtVfI7FmnODZ78h0vs3fJmlgOuBx5092uaXvpX4PXR368HvnvwsSJHqzoSTvSx\n9hyLZ86JORqRybNwYIDRUtilrjoyEnM0ErcktNyfBVwK3Gdm90TPfQj4BPBNM3sj0VK4eMKTNKmO\nhDtmjbblWTRDY+6SHh3tRSbyYWlnbXws5mgkbrEXd3e/jSfuQXj+dMYi6VfdG1o0Y6USXe2lmKMR\nmVzVQnv4f02oy7zYu+VFplOjRVPOt2mNu6ROrRRuXzw2orXuWafiLplS2bcPgFpRO9NJ+uTaOgEY\nHtIWtFmn4i6ZMtJo0RQ74g1EZAoUOsLNY0aH1XLPOhV3yZTh4dCiybV3xRyJyORr6wxLo8b37o05\nEombirtkymi0FK7U3h1zJCKTr70rbKlcG9OEuqxTcZdMKUeziNs6e2KORGTydXT3hz+0FC7zVNwl\nUxqz5UsdarlL+vR291HLQW5iPO5QJGYq7pIt0UWvrUvFXdKnv7OXiVKO/EQ57lAkZiruki3lCQA6\nu9QtL+nT19HNRDFHsazinnUq7pIpuYkydaC7K5t3ipJ0G+jsolzMUajW4g5FYqbiLplSKFeYKObo\n6dBSOEmf/q4uKoUchYqKe9apuEumFCoVKsUcvR2dcYciMum629uoFnIUairuWafiLplSrFQpF3P0\nqeUuKZTL5ajk8+TrUK9U4g5HYqTiLplSqFapFKFPLXdJqWohXNbrFU2qyzIVd8mUfK1OJZ+js003\njpF0qubDZb2m5XCZpuIumZKv1anl8rrdq6RWtVAAoK7lcJmm4i6ZUa/VKNShpsIuKdYo7mVtQZtp\nKu6SGfVqFYBaXl97Sa9aVNxH9+nOcFmmq5xkh4q7ZEAtXwRU3LNOVznJjMbSIBV3SbWo5T4+pm75\nLNNVTjKjHO0rr+IuqVaIWu4ac880XeUkMxotGRV3SbWouKvlnm26yklmTIyH273WVdwlzaLiXinr\nnu5ZpqucZMb4+CgAtYK+9pJeuWjMvRINQ0k26SonmbG/5Z4rxByJyBSKWu5VFfdMU3GXzJhoXOzU\ncpcUyxWj4q695TNNVznJjPL+MXe13CW98oUSALWy7gqXZSrukhnliai4F1TcJb1yxai4V9Qtn2Uq\n7pIZ+ycYqbhLiuWjbvl6pRpzJBInFXfJjP0TjKIJRyJplC+G2xnXqxpzzzIVd8mMSnR/65xa7pJi\nhVLolm9styzZpOIumVGrNlrupXgDEZlCxai4U1VxzzIVd8mMSrnRcle3vKRXsRS65Ws1jblnmYq7\nZEajm7Ix4UgkjYrFRstdxT3LVNwlMxqbeuTVLS8pVmh8v2u1eAORWKm4S2bUG8W9pOIu6VUshZ6p\nnIp7pqm4S2Yc6JZXcZf0KhTVchcVd8mQejQGWVDLXVKsUdxzdRX3LFNxl8yoVxst97aYIxGZOqWS\nWu6i4i4ZkouKe7FNxV3Sq6iWu6DiLlkSdcs31gGLpFEp+n7navWYI5E4qbhLdkQt91Jbe8yBiEyd\nYlvUcle3fKapuEtm5KO7ZLV3dMQcicjUaYvmlOTqarlnmYq7ZEZjzL2jsyvmSESmzoFuebXcs0zF\nXTIjF425d3R0xxyJyNQptanlLirukiH5amjJdHar5S7p1RbtUJfXhLpMS/QdNMzsBcA1QAG4zt2v\nijkkaWH56C5Z3V0q7pJepWKJWk4t96xLbMvdzArAtcALgFXAa8xsZbxRSSsrVGvUctDZ3hl3KCJT\nJp/PR8VdY+5ZltjiDpwLrHP39e5eBr4OvCTmmKSFFWo1qvkc+XySv/Yix6+ey6lbPuOS3C2/CNjQ\n9Hgj8PQnevNXrv4YlUp6f6kWi/nU5jdduS0YLVMtTPm/RiR2tTx0jlf4/nWfOex7dW1pXZd96CNP\n+FqSi/tR/ey89H1X5KYqEJHjNWdOb9whTCnllywXfvvbcYcgMUty/+QmYHHT48WE1ruIiIg8iSS3\n3O8CTjazpcBjwKuA18QakYiISAtIbMvd3SvA24B/Ax4EvuHuq+ONSkREJPlyda2FFBERSZXEttxF\nRETk2Ki4i4iIpIyKu4iISMq0XHE3s5aL+Wgov9aW9vxEkirt597R5pfkpXD7mVkP8AbgB8BmYJ+Z\n5dw9FbMBlV9ry0B+be4+EXccUyXN+aU5N8jEuXfM+SV+tryZXQh8HvgvYAcw4e5vjzeqyaP8WlsG\n8nsncBlwI3Cnu9+UsotnavNLc26QiXPvuPJrhW6MhcDX3P3lwJ8DzzKzN0JqumGUX2tLbX5m9jzC\nxlFvABz4azN7urvXWz03SHd+ac6tSWrPvchx5Ze4/wBmtsTMntr01KnAXgB33wZ8APho9Ljl7gig\n/JRfkplZqenhbOAH7n6Pu38V+DLwv6E1c4N055fm3CAT596k5peo4m5mVwI/B64ys6vNbAC4Gbi8\n8R53/xFwl5n9eUxhHjPlp/ySysxKZva/gKujVh9ABbig8R53/wxQMrM3RMe0zM2a0pxfmnNrSPO5\nB1OTX2KKu5nNBk4BVgCvJHw5/9Ldfw6sNrOPNb39i8C8g36pJpryU35JFXXxfY7Q2vt/wIfM7E3u\n/h1grpm9tuntHwH+EKBVxm7TnF+ac2tI87kHU5dfYoo7UAbOA+a4+yDwTQAz+x/AnwKvNbPzo/ca\nsMndy7FEemyUn/JLqn7gTOBN7v5l4FPAWWb2HOCtwMfMrD1672OEC06hhcY105xfmnNrSPO5B1OU\nX2wfcKNbKPqi5dx9DyGpxi/N+4HbgWcAW4G/Bv7IzG6N3nPn9Ed95JSf8pv+qA/v4O5YM8tHF5RH\nCJOvIHQP3gW82t3/E/h34LNm9grCuF+Pu1eTOK6Z5vzSnFuztJ57DdOV37QXdzN7s5mdBfQCRF+0\nRhfRz4BTzOyM6K5wvyHMGOxx9y8C7wKucvcz3f0/pjv2I6H8lF+S86PpnI+KQy1qxd0InGNmc919\nCLgPqJjZMuD9wE2E2dcPuPub4wj8CKU5vzTnlvpzb7rzm7Z17mZ2GvBPwMbofx3ufln02g3AZwnd\nRq8Hlrt7Y8r/z4A/cfeHpiXQY6T8lF8ccR8pM/sj4D2Ei8jt7v6N6PkXAWuBfcCfAdvd/arotduB\nd7n7L6PHpaR2d6Y5vzTnBpk492LJbzpb7nMJX8xLgPcCs83s6ui197v7ne6+CbgeONnMvmBmdxB2\n5dk8jXEeK+Wn/BLJzFYSisO7gR8Db4kKBsAAkCNcXG4CXmxmLzOzFYSiUWn8cxJcHFKbX5pza5La\ncy8SS35T1nK3MJX/FOAedy+b2ZuBVe7+Z9Hry4B7gNPcfVOjmyl6bQ5wFrAgmiSSOMpP+ZHs/Jrj\nvQD4g6bcXghc5+6LDnHci4GXAc8ErnH3z09f1EcuzfmlOTf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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 40\n", "surf_az = 90 # east facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FolJpMFNYVkV+cRWp2aUkZ5dyIC6LA3FZAMjBbgzv6cfAHj7Y2zbtT5Nea8Pi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\nDFwEPNvMfgx4O/AVd98C3JjcFllw47P7WZnMlC+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rZDm/Q3L7Y3f/YMohLahk\n6Vt7u9yPuftHUg5pQXXrteV4d6irAM0uHXs+KuXX3bKcn5n9LnAa8FZP9mHIkiznl+XcACwcaPNq\nwiZYs0d7fjfqxmvLKTnPXUQWls3bXCiLspxflnOTzqXiLiIikjELfp67iIiIpEvFXUREJGNU3EVE\nRDJGxV1ERCRjVNxFREQyRsVdREQkY/4/gDMHFZP5MOIAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 40\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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QUb0a76N3BKVSQZ9+0fTpF01VuZM92wo4uK+EDSusZG0vYMT4ZFIt0Wd9uTq3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\nrglSiILQJn5/gKwdhag1SjIyE5BlGVd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NKPnBm/ZIPP/+JjZuDXPS7FqObtpxbfG+5cto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wAAAA\nLUlEQVS7JLkLIYQQOUaSuxBCCJFjJLkLIYQQOUaSuxBCCJFjJLkLIYQQOeb/A7EJwk580YkUAAAA\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 0\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Jh8ocEtu0vuT1/GvtArZULQOvjZnd72XkZX5RCDQ9ktvy1ICHMXoiyGYbLy2d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\nx0mQ3kZYydub5auN332nMrRiYdfT05NzJI4zdvR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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Reindl model testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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YysvxmH8vNgGBTZ9jtRKVsgeFpGBq0IQOiLLnGO8/GlulLbvS92E0G5s8Xu3m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\n4sjBDhY21bJ46cjm+F+/vJdt+8wKdDeNsba8yK1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KuaMdO1ld3di1MD/wc3zTHZtrmUVB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\nZGxz87OlSV74UDRqllbu6O7LcUlErklyF4HhZtJkbHPzC4dz3mglxJS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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KDz/8jE8//YrXXnubw4d/Yd2695o9/tINZJrbmEZoHbFDnSAAxoqGjS60DuZP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\nD8zcF+6R4i58Y3iCkbTcxQQIRKPEFi0mc/IE2Y4OFwMx/zeYkpa7n0l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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Hay-Davies testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 180 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 44, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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88DQVFRWYTEYWLFjKtdfO4NSpNN57rzVmJydnnnvuRdzc3Lv13ojkLgj9SFOD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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 45, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sBAYG8dZb77FhwzrWrl2FRqPBy8ube++dfk6fvL29mT79AR58cBo6nQvR0fJf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\nhzNYZhoj4JkrrcJlbrfchcgZ03RGyzvFfXCin8qAQX8iRCwSpLFG9m/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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "King testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "king_diffuse = pvlib.irradiance.king(surf_tilt,irrad_data['DHI'], irrad_data['GHI'], ephem_data['apparent_zenith'])\n", "king_diffuse.plot(label='king diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 46, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ANuakXqnVajcDXlqttujUYUWAuAEmdKjaY+Y9qu1jYtvl/DK5HHVsPwJefAW/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"text": [ "" ] } ], "prompt_number": 46 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Perez testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Perez algorithm shows some strange discontinuities, so this section goes into the algorithm in more detail." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['apparent_azimuth']\n", "DNI = irrad_data['DNI']\n", "DHI = irrad_data['DHI']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "kappa = 1.041 #for sun_zen in radians\n", "z = np.radians(sun_zen) # convert to radians\n", "\n", "#Dhfilter = DHI > 0\n", "\n", "# epsilon is the sky's clearness\n", "eps = ( (DHI + DNI)/DHI + kappa*(z**3) ) / ( 1 + kappa*(z**3) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "eps.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 48, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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yfQp3kUkkEklauwapryryuxQR5lUXMzwyTne/biAj06NwF5lEZ+8wY+NJ6ioV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\ngQHgz4FWM/t86ndPAH9hZk+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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "ebin = eps.copy()\n", "ebin[(eps<1.065)] = 1\n", "ebin[(eps>=1.065) & (eps<1.23)] = 2\n", "ebin[(eps>=1.23) & (eps<1.5)] = 3\n", "ebin[(eps>=1.5) & (eps<1.95)] = 4\n", "ebin[(eps>=1.95) & (eps<2.8)] = 5\n", "ebin[(eps>=2.8) & (eps<4.5)] = 6\n", "ebin[(eps>=4.5) & (eps<6.2)] = 7\n", "ebin[eps>=6.2] = 8\n", "\n", "ebin.plot()\n", "plt.ylim(0,9)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 49, "text": [ "(0, 9)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "ebin = ebin - 1\n", "ebin = ebin.dropna().astype(int)\n", "ebin.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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REZGeJBojHi1VLV8SEYmKdtYaMTVd9EFEJCpavjRisq4NtYhFROJRSRKNEY8KjRGLiMQn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\nW8KuN9cD/yu97cliU26vS2a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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "delta = DHI * AM / DNI_ET\n", "delta = delta[ebin.index]\n", "delta.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+LlldQ2lRXs5ypOvinrJAW2ujwCeBnwG7gR9aa/cYY241xtzqbvbnQBXwdWPM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\nsMgY8/6Uzf8MuBlyd+7cb3nBf5n9lhe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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "z = z[ebin.index]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "modelt = 'allsitescomposite1990'\n", "\n", "F1c, F2c = pvlib.irradiance._get_perez_coefficients(modelt)\n", "\n", "F1 = F1c[ebin,0] + F1c[ebin,1]*delta + F1c[ebin,2]*z\n", "F1[F1<0]=0;\n", "F1=F1.astype(float)\n", "\n", "#F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebinfilter] + F2c[ebin,2]*z[ebinfilter]\n", "F2= F2c[ebin,0] + F2c[ebin,1]*delta + F2c[ebin,2]*z\n", "F2[F2<0]=0\n", "F2=F2.astype(float)\n", "\n", "F1.plot(label='F1')\n", "F2.plot(label='F2')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DZIrPk+BwzUIS9baWZ1BRkMLFuj4u1fdRuSY90uYtOdNNN/nUU9/mqae+HdHzzCrQiqJ4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\nGGNMIUVDRRwkJiIR4D5gJbAAuF1E5g9Z7QjwIeALI9j2LCN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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "from pvlib import pvl_tools" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "A = pvl_tools.cosd(surf_tilt)*pvl_tools.cosd(sun_zen) + pvl_tools.sind(surf_tilt)*pvl_tools.sind(sun_zen)*pvl_tools.cosd(sun_az-surf_az); #removed +180 from azimuth modifier: Rob Andrews October 19th 2012\n", "#A[A < 0] = 0\n", "\n", "B = pvl_tools.cosd(sun_zen);\n", "#B[B < pvl_tools.cosd(85)] = pvl_tools.cosd(85)\n", "\n", "A.plot(label='A')\n", "B.plot(label='B')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 60, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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q1PfOfQc+PCpr38Wfk3AXI9rd0ma+ulvHmEg/5k+MtutYha0lvHd3JzqNju9P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\nur6TaPutfagemISVjIWI1ABzgc728dm+rq0Z64B3ms23r8HK52laAXA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"text": [ "" ] } ], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "sky_diffuse = DHI[ebin.index]*( 0.5* (1-F1)*(1+pvl_tools.cosd(surf_tilt))+F1 * A[ebin.index]/ B[ebin.index] + F2*pvl_tools.sind(surf_tilt))\n", "sky_diffuse[sky_diffuse < 0] = 0\n", "\n", "sky_diffuse.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 61, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7YDqnLCIiMnhRds7ddIynlh9j/TuBO48nRLdqsoiISDBm9BIREZHhn1MeUbokSmRwrW2d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\n0NHZzYzi4d1Q6US6r6cDNWb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"text": [ "" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['apparent_azimuth']\n", "DNI = irrad_data['DNI']\n", "DHI = irrad_data['DHI']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tQWhoD55++vkWy/+uu+5l/HjLQNWdO7czcuRoFi1ajq+vH7///jOffPIlr732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"text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['apparent_azimuth']\n", "DNI = irrad_data['DNI']\n", "DHI = irrad_data['DHI']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 90\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['GHI'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['DHI'].plot()\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 65, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Pug/ti+AuCOVMeXlgNoOXLwV5JbQIqb4G/MIMd7Cmfa38uDFlFmfxv9ivKCrT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"text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " AM, modelt='allsitescomposite1990')\n", "perez_diffuse.plot(label='allsitescomposite1990')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " AM, modelt='phoenix1988')\n", "perez_diffuse.plot(label='phoenix1988')\n", "\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 66, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Pra1LWqYOC+HS0xOIC/c70WEKwilj0CbfnCILVXV2Jo8MP6UXoK+x1aJWqfHT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\ngVomZk7ibsc7CahUf4CaTM3sH4B/A/cH/59Utdl/PyP3Y399y4Bf4u5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"text": [ "" ] } ], "prompt_number": 66 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "planeofarray testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pvlib.irradiance" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "proj = pvlib.irradiance.aoi_projection(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 67, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LC0rJ7ZDK+f3aOR1HJGIN7tmWwSaLwuJyPl69y+k40kTU3CXi1Nb7eH5eAVFe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\nb+6/BcYaYwqA0Y23Mca0N8b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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "proj = pvlib.irradiance.aoi(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj.plot()\n", "\n", "#plt.ylim(-1.1,1.1)\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XDSRncE/WF1XyeUHF6Z8gIgFh294alq3bQ68esdw2cZjrOHICNXdxKizMwz/c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\nHRwsknbiIYf8PZqKuz2zMNLKevStFlTqkyfXzTS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"text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "ratio.plot()\n", "plt.ylim(-2,2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "(-2, 2)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ylWbrvi4a68t1CZzP5L3lboyJADcCq4HlwLuNMcuO2OZyYJG1djHwV8D38x2n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\npfFh406ls5QPed1P+Y1XkHM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"text": [ "" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 90\n", "surf_az = 90\n", "\n", "sen_alt_rad = np.radians(90 - surf_tilt)\n", "sen_azi_rad = np.radians(surf_az)\n", "\n", "alts = np.radians(90 - ephem_data['apparent_zenith'])\n", "azis = np.radians(ephem_data['apparent_azimuth'])\n", "\n", "dotprod = np.cos(sen_alt_rad)*np.cos(alts)*np.cos(sen_azi_rad-azis) + np.sin(sen_alt_rad)*np.sin(alts)\n", "dotprod.plot(label='dotprod')\n", "\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wBLLY6l7B/RP/x879+4/9QBGROFG5l3Nz1q3iqUUvEPHvpU60LY8PvJ2qGVl2x0p4TavX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\nQqFQKBQ6jP8DDsr8EUToVrAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 180\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot('surf_tilt=32')\n", "\n", "surf_tilt = ephem_data['apparent_zenith']\n", "surf_az = 180\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot('surf_tilt=sun_zen\\nsurf_az=180')\n", "\n", "surf_tilt = ephem_data['apparent_zenith']\n", "surf_az = ephem_data['apparent_azimuth'].copy()\n", "surf_az[ephem_data['apparent_azimuth'] < 180] = 90\n", "surf_az[ephem_data['apparent_azimuth'] > 180] = 270\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot('surf_tilt=sun_zen\\nsurf_az=90,270')\n", "\n", "surf_tilt = 90 - ephem_data['apparent_zenith']\n", "surf_az = 180\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot('surf_tilt=90-sun_zen')\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xTHp6GrNnT68wcQzAvn17+f33vajVGlxdXXnnnRUYGhoxe/b08jJxcTf54ouv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\nYJVzbgXwO+CmWMcpIiKSrOJyn7uZTQemV3vud9Ue3xLToER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"text": [ "" ] } ], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 180, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", " total.plot()\n", " plt.title(model)\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 74, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KDz+cwubNW6auCV5/8vNVV6/i0ksv5667biMtLZ01a9YuSTlky9cYEc9bF8Zz2SA6yxcI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\nQ3HoEMXhYb8conT4MKXRUYqjI4STx58JLJXLkVm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fuGTlH5RryU0XlmG1GPn9681MTvkW3NeRmkheUSqdrUOMLLHKnYhfSUlJeDwe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\nisgV7rkCHFTVVEEsPTusPqvPq9QAa4F3q+r3gS8CTSJyJfA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uuOEmqqoqeemlF/jpTx/D6XTw0Y9+mI0bV57cpVteiHXk7dfqcLvhrItKMJnC68/fMAzO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\nDeWpDSpbXyVrg6q491ZUX0mZu4hcDfwRuEZErhWRFuAmYH7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g4coz8xkaneClg62Lnh8Xb6GgJJWerhF6HSMhaKGIVMnJKWzfvpO7776dEyeO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\ndwzRv2uE+kY7P4PFYJ27pWjp7jAOKdZUkZfBdG4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mhrvvvp3Pf/7TfOYzn8PhyKamphaj0cjdd9/BY489yk03fYRnnvkdd999B21t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\n52dtvn/3JlrfhI1zF5ETgP8G6t2fmKpe6x67D/gxptno08B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kf+hMB40dQ+zbnE7OGq1Et1T2OAvXnJfLwPA4LxxeeIOYDZt9q3C1EzI0v94l\nJiaxdet27r33Tk6dOkFJSQn33383n/70x/nEJz6Fw5FMSUkpRqOR+++/hyeffILbb/8Azz77e+6/\n/x4aGuqJjbVNvl649nlXomhPYz1aMz5BMlrXsmDfn2tsgh9943USHbHc+dE98755uD1e/v57b9Hd\nP8ZXHthHWtLit4JdrEj9+Y2MTfD/vvUGigL/8pcXYltguP3pJ47SXN/HPX9x/rQtcyP1/oIlmu8v\nmu8NwOlMmPOPX3ruQqwx1VonXo/Ohs3pC/YKXj3RSkfvKJfuyFqVwB7JbDFmrj8/j+ExN/sPNSx4\nvrolkFjXttpNE2LVSXAXYo2pPOWbFy4tS5/3PLfHyzOv12ExGbjlwoIQtCzyXH1eDgk2M/sPNTI0\nOjHvuUVqKiazAe1k+5L2hxciEklwF2INGRp00dLQR0ZOIgmJ869tf/1kGz0DLi7bkU3SIjeUiTYx\nFhM37ctnbNzDH9+ev/dutpgoUp0M9o/R1tQfohYKsTokuAuxhlSdDvTa0+Y9z+P18oc36zEZFa4/\nPy8UTYtYl+3MJsFm5oXDzQtuKhNIrKs6I1nzYm2T4C7EGlJ5uh2DQaF4o3Pe8w6d6aCjd5SLt2bi\nSFifvfYAq9nItXtyGXW5efHI/Jnz2flJxMSaqS7vjIjlTEIslwR3IdaI3u5hutqHyC10EDvPhi9e\nXeeZN+oxKAo3rPG92oPlip05xFpN7D/UiGti7nXvBoOB4o1ORkcmaGnoC2ELhQguCe5CrBGV/iH5\nkgUS6Y5UdNHSNcy+zek411mG/FxsMSau2p3N4MgErxybf//2Ev+UR+D7LcRaJMFdiDVA13UqT7Vj\nMhsoLJ17cxNd13nmjToU4KYLpNc+1TXn5WIxG3j2rYZ5a85n5iQSl2ChRuvC45ahebE2SXAXYg3o\naB1koG+MwtJUzJa5i7FUNPZR3zbIrg1OMlPiQtjCyJdgs3DZ9mx6B128fWbuSnSKolCyMY1xl5vG\n2p4QtlCI4JHgLsQaUH0mMCQ/f5b8/kONAFy7N3fV27QWXXNeDori+z7Nt5Y98H2WrHmxVklwFyLC\n6bpOtdaJxWokt2DuHd3ae0Y4WtlFYaadkuzEELZw7UhNimX3BicN7UNUNM6dMOfMSMCeFENtZRcT\n4/MvnxMiEklwFyLCdbQOMjTgoqAkFaNp7j/Z599pRAeu25sbts0q1oJr9/jW/f/x7cY5z1EUhZKy\nNNwTXipKmXmQAAAgAElEQVQksU6sQRLchYhwNVonAEXzrG0fHpvg1ROtpNit7FbnXwO/3hVn2ynM\ntHOsqov23pE5zyvZ5BuaP3W0OVRNEyJoJLgLEcF0Xae6vBOzxUhuoWPO8w4ebWF8wstVu3MxGuTP\nej6KonDd3lx04E+H5i5qk5waR1JyLFXlHUzMszZeiEgk7wJCRLCu9iEG+8coKEnBZDLOeo7b4+XA\nu01YLUYu3Z4V4hauTbtVJ8l2K6+eaGV4bPYNZRRFoUh14p7w0lgjWfNibZHgLkQEqy73D8nPM9R+\nrKqL3kEXF2/JXHDPcuFjNBi4ancOrgkPrx1vnfO8wPc9MDUixFohwV2ICKXrOjVaJyazgbyiubPk\nXzzimxO+fKf02pfikm1ZmIwGXjzaMueyuNT0eJKSY6mv7paCNmJNkeAuRITq7hiiv3fUNyRvnn1I\nvr1nhNN1vWzITSLbGR/iFq5t8bFm9mxMo71nhDP1vbOeoygKG7dmMu7y0DTHOUJEIgnuQkSoam3h\nIflAr/2KndkhaVO0uWKX7/sW+D7OZuPWTECG5sXaIsFdiAhVo3VhMhnIK5q9lvz4hIfXTrRit5ll\n+dsyFWfZyU2L50iFL29hNrn5DmzxFuoqu2QbWLFmSHAXIgL1do/Q1z1CbmEyZsvsQ/Jvn+lgeMzN\nJdt9c8di6RRF4Yqd2Xh1fc7d4hSDQuGGVMZG3bQ09Ie4hUIsj7wjCBGB6iq7ACiYZwe4F480owCX\n7ZBEupXYtzmdGIuRg8da8MzRMy/a4BsZqa2QoXmxNkhwFyIC1VV2oSiQXzJ7cK9vG6S2dYBtxSmk\nJsqe7SsRYzFxwZYMegddHKvqnvWcrLxEYmJN1FR0zbvhjBCRQoK7EBFmZHictuYBMrITibVZZj3n\n5eO+IeTLJZEuKC7zF/95dY417waDgYKSVEaGxuloHQxl04RYFgnuQkSYen/vsaA0ddbnJ9we3jrV\nTlK8hS3zrH8Xi5eXnkB+egLHq7vpH5o9sS4wRVJX1RXKpgmxLBLchYgwtf759sINsw/JH67oYsTl\n5sItmVJHPogu3paJV9d5/VTbrM/nFCRjNCrUV84+dC9EJJF3BiEiyMS4h6a6XhypNhIdtlnPedU/\nJH/xtsxQNi3qnV+Wjsmo8Orx1lnn1c0WI9kFDro7hxnoGw1DC4VYPAnuQkSQxtoePG7vnEPy3f1j\nnK7rpSQnkYzk2YO/WJ74WDO7Njhp7R6hpmVg1nMK/AmO9XMk3gkRKSS4CxFBAkvgCucI7q+dbEUH\nLt4qvfbVEBgNeWWOxLr84sC8uwR3EdkkuAsRIbxeL/XV3djiLaRlJsx8Xtd57UQrFrOBPRvTwtDC\n6FeWn4wjwcrbZ9pxjc/cwz3eHkNqejwtDX2Mu9xhaKEQiyPBXYgI0dY0wNiom4KSFBRFmfF8RUMf\nnX1j7FHTiLXK1q6rwWBQuGhrJmPjHt7ROmY9p6A0Fa9Xp7FW9ngXkUuCuxARIrDEaq759ldP+IaK\nJZFudV28NQOA107MPjQfmHevk6x5EcEkuAsRIRqqezCZDGTnJ814zjXu4V2tk9TEGDbkznxeBE+a\nw0ZpTiJaQx89A2Mznk9NjycuwUJ9dbdsJCMilgR3ISLAQN8ovd0jZOc7MJlmbhRzpKoT14SHfZsz\nZh2yF8F1weYMdOCtM+0znlMUhfySVFxjbtqaZs+qFyLcJLgLEQEaqn3zt/kls1ece/OUL8hcsDk9\nZG1az87bmIbRoEx+3881OTQv1epEhJLgLkQEqK/xzd/Otnf74Mg4p2p7yE9PIDMlLtRNW5fiY81s\nLUqhsWOI+taZvfPs/CRMZoOsdxcRS4K7EGE2MeGhub4PR6qNhMSYGc8fKu/A49XZJ732kAp8v186\n3DTjOZPJSE6+g76eUalWJyKSBHchwqyloQ+P2ztZIOVcb55qRwH2bpLgHko7SlJ9+7wfacI7Szna\nvGLfFEpgSkWISCLBXYgwa6j2De3OFtw7+0apau5nY74DR4I11E1b1yxmI7tVJ529o1Q19c94PjCF\nEphSESKSSHAXIox0Xae+ugeL1Uh6tn3G82+d9iV07SuTXns47NvsW/P+5iw7xSUkxuBItdFS34d7\nYmY1OyHCSYK7EGHU1z3CYP+YfzvR6X+Ouq7z5ul2TEYDu1UpNxsOm/IcJNutHCrvwO2ZuaY9rygF\nt9tLS2NfGFonxNwkuAsRRvWBJXDFM5fANXYM0dI1zPaSFGwxUm42HAwGhUt25DA85ubkLOVm82Xe\nXUQoCe5ChFHD5BK4mcH9ULmvtvn5kkgXVhfvyALgnfKZteYzchIxW4ycOtKCZ5aevRDhErLugKqq\nScD3gM2ADnwYqAR+DuQDdcAdmqb1+c9/CPgI4AE+qWna/lC1VYhQqK/u9i2BS7Fhi5+eLKfrOu+U\nd2AxG9g6Rxa9CA01z0GK3cqRyi4m3F7MprN9IqPRgDMjgZaGPl77UxWXXrchjC0V4qxQ9ty/BvxB\n07RNwDagHHgQeF7TtA3AAf/XqKpaBtwJlAHXA4+pqiqjDCKqvPlSDQAFG2ZuFNPYMUR77yjbilOx\nmmeWoxWhoygKu9U0Rl1uTtfNHH7fcX4uINXqRGQJScBUVTURuETTtB8AaJrm1jStH3gP8Lj/tMeB\n2/yPbwWe0DRtQtO0OqAK2BuKtgoRCh63l4FeX/GT8y7Mn/F8YLtR2bc9MgR+DodmGZrPL04hp8DB\n8OA4I0OuUDdNiFmFali+EOhUVfWHwHbgXeDTQLqmaYHize1AYHIxC3hzyvVNQHaI2irEqmtr7sft\n9rL1vGxM5/TMdV3nUHknFpOBbbOUoxWhV5Rln3NoHiCn0EFTXS9Ndb1s2JIRplYKcVaogrsJ2AX8\nlaZph1RV/U/8Q/ABmqbpqqrOLAN11nzPAeB0JqyslREumu8vmu8NZt7fiUO+kqabt2fPeK62pZ/2\nnhEu2pZFTvba2N412n9+aWl2LtmZw28OVtPUO8resukBfNuuHN58sYbOtiEuumLtfS+i+ecXzfc2\nn1AF9yagSdO0Q/6vfwk8BLSpqpqhaVqbqqqZQGDMqxnInXJ9jv/YvDo7B4PY5MjidCZE7f1F873B\n7PennWrHYFCIT7TMeG7/G3UAbC10rInvy3r5+W3OS+I3wIG36il0Tt/Ax2BSiLWZqSrvoKNjYE1t\nyxvNP79ovjeY/4NLSObcNU1rAxpVVQ2kkl4NnAJ+B9znP3Yf8Bv/46eBu1RVtaiqWgiUAm+Hoq1C\nrLax0Qk62wZJz7Zjtkz/fB3IkjebDGyTLPmIcu7Q/FSKopBT4GBkaJzerpEwtVCIs0KZgf7XwP+q\nqnoMX7b8V4BHgWtUVa0ArvR/jaZpp4EngdPAs8AnNE1bcFheiLWgub4XgNwCx8znOodp6xlhW1EK\nMRYpXBNJpmbNn5olaz7H//NsnOU5IUItZO8emqYdA/bM8tTVc5z/CPDIqjZKiDBorPUF95zCuQvX\nnCdZ8hFpz8Y09h9q5N3yDnaUTF/CGPh5NtX2sn1P7myXCxEysnZciBDSdZ2mul4sVhPOjJnzZe9o\nviH57SUyJB+JCrPsOBKsHK3qwuOdPjQfn2DFkWKjpdG3ha8Q4STBXYgQGugbZbB/jOz8JAyG6UlX\nrd3DtHaPsKUwWYbkI5RBUdhRmsrwmJvKxpnbwOYUOHBPeGlrnvmcEKEkwV2IEAoMyecWzpxvP1rp\nq3C2s9QZ0jaJpdnl//kcruyc8VyO/+faVNcb0jYJcS4J7kKEUOBNP6dg5nz74cpOFAUZko9wal4S\nsVYTRyo60fXpeb5Zub4RGQnuItwkuAsRIl6vTnN9LwmJMSQ6Yqc91z/koqZ5gNKcJBJsljC1UCyG\nyWhge3EK3QMuGtqHpj1nsZpIz7LT0TrI2OhEmFoohAR3IUKmq32QcZdncsnUVEerutCBXaUzN5ER\nkWfnBt/Q/JF5huab6/tC2iYhppLgLkSIBN7ss/NnlpQ94p9v37FB5tvXgi2FyZiMBg5XzNwJLjvf\nF9xbGmRoXoSPBHchQqS5wRfcs/KmB/excTen63rJccaRlhQ726UiwsRaTZQVOGjqHKKjb3Tac2mZ\nCZjMhsmftxDhIMFdiBDweLy0NvbhSLERF2+d9tzJmh7cHq9kya8xuwJD8xXTh+aNRgOZOYn0do3I\nFrAibCS4CxECna2DuCe8ZM06JO8LDjs3yHz7WrK9JBWFmcEdzg7NS+9dhIsEdyFCIPAmn33OkLzb\n4+V4dTeOBCv56etza8q1KjHOQnFOIpXN/QwMj097LjD10iLBXYSJBHchQiCwWcy58+2VjX0Mj7nZ\nWZq6prYJFT67Sp3oOhyrnp5Y58yIx2wxSsa8CBsJ7kKsMrfbQ1vzACnOOGLPWcMeyJLfKVnya1Kg\n4NDx6u5pxw0GA1m5SfT3jjI0MBaOpol1ToK7EKusqb4Xj3vmfLuu6xyr7iLGYkTNnTkXLyJfRrKN\ntKRYTtX6kiKnCix5lHl3EQ4S3IVYZXVVvl5ddt704jVtPSN09o2x2b9mWqw9iqKwrTiFsXEPFY3T\ng/jkvLsMzYswkHcUIVZZXZVv6D0rL3Ha8WP+oL+tWGrJr2Xb5hiaT02Pxxpjkp67CAsJ7kKsookJ\nD031vTgz4rHGmKc9d9yfhLWtSIL7WqbmOrCajRw7J7grikJWXhKD/WMMnFPoRojVJsFdiFXU3tyP\n16OTdc6Q/KjLTWVTPwUZCSSeU9RGrC1mk4GyAgftPSO094xMey6w9FGy5kWoSXAXYhXNVU/+VG0P\nHq8uQ/JRYnuJrwDRub33QBKlrHcXoSbBXYhV1NzQh2JQyMyZPt8emJ/dVixV6aJB4EPa8XPWuyen\nxhFjM9Pc0Dtj73chVpMEdyFWycS4m46WAbJyErFYTZPHvbrO8Zpu7DYzBZlSlS4aJMX7KgxqDX2M\nutyTxxVFITsvieHBcQb6ZL27CB0J7kKskrbmAXQd8s8Zeq9vG2RgeJytRSkYpCpd1NhekoLHq3O6\nrmfa8cCoTWujDM2L0JHgLsQqaW3sByDvnGz4wJD8VplvjyqBKZZz590z/QWKAr8PQoSCBHchVklr\nkz+4FyZPO368uguDorDlnONibSvITMBuM3OiuhvvlPn1ZGccFquJFum5ixCS4C7EKvB4vLS3+OrJ\nx8SeXd/ePzxObesgpTmJ2M5Z9y7WNoOisLUohf7hcRrbh84eNyhk5tgZ6BtjeFD2dxehIcFdiFXQ\n2TqIx+0lM3d6lvzJGqlKF802F/lGY07WzjE03yRD8yI0JLgLsQoCb+KZuTPXtwNslap0UWlzQTIK\nZ3/OAYEPeZJUJ0JFgrsQqyDwJj615+7VdU7V9ZAYZyHbGReupolVlGCzkJ+RQGVTP2PjZ5fEOTMS\nMJkMtEhSnQgRCe5CBJnXq9Pa1I89KYa4KaVlG9uHGByZYHNhMoosgYtaW4qS8Xh1yqeUnDUaDaRn\n2+npHGZsdCKMrRPrhQR3IYKsp3OYcZeHrHOG5APzsJIlH922FPqmXGbMu/vXu7fJvLsIAQnuQgRZ\na9PMIXk4Ow9bViDBPZoVZdmJsRg5OWPe3V9nXobmRQhIcBciyALFSqYGd9e4h8qmfvLS47HHWcLV\nNBECJqOBTfkOOnpH6Ziy1Wt6th2DQZn88CfEapLgLkQQ6bpOa2M/tngL9qTYyeNaYy8erz45ZCui\n2xb/aohTNWeH5s1mI86MBLrahpiYkmwnxGqQ4C5EEA30jTIyPE5mTuK0pLmTNb4h2s0y374uBPIq\nTtTMXBLn9eq0twyEo1liHZHgLkQQzTYkD3Cqrger2UhJduJsl4ko40yKJd0Ry5mGXtwe7+TxwO+F\nzLuL1SbBXYggCrxpT82U7+gdobV7BDUvCbNJ/uTWiy2FKbjGPVQ3nw3kZ3eIk+AuVpe80wgRRK2N\nfVisJpKnFKk5onUCMiS/3pwtRXt2aN4aYybZGUdH6wBer3euS4VYMQnuQgTJyJCLgb4xMnPs0+bb\nj1R0ALK+fb3ZmJeE0aDMWBKXkW3HPeGlu2M4TC0T64EEdyGCpK3ZlySVkTOl5KxX51hFJyl2KxnJ\ntnA1TYRBjMVEcZadhrZBhqZUpUv35120NcvQvFg9EtyFCJJAcE/Psk8eq/O/sUvJ2fVpU0EyOqA1\n9E4ey8j2/X60NUnGvFg9EtyFCJL25n4UBdIyzwb3U3WBJXCyvn092pTvAOB0/dngnuiIJcZmlp67\nWFUS3IUIAo/bS0fbIKnp8Zgtxsnj5f439Y15SXNdKqJYUZYdq8XImbqzwV1RFDKy7QwNuBgaGAtj\n60Q0k+AuRBB0tg/i9eikZ52db59w+0rOFmbZSbBJydn1yGQ0oOYm0dYzQu+ga/J4hn/eXYrZiNUi\nwV2IIGifTKY7OyRf1TyA2+NlW4kzXM0SEWByaL7ubNa8zLuL1SbBXYggCMyfZkypQHfGPyS/rTQ1\nLG0SkSEQ3M9MmXd3ZiRgMCgy7y5WjQR3IVZI13XamweIi7cQb7dOHi+v78WgKJObiIj1KSctnvhY\nM2fqe9F1HQCT2UhqRjxd7UO4JzxhbqGIRhLchVihoQEXw0PjpGefLV4z6nJT2zpAQWYCthhzmFso\nwsmgKGzKd9A76KKtZ2TyeEa2bxOZjrbBMLZORCtTKP8xVVWNwDtAk6Zpt6iqmgz8HMgH6oA7NE3r\n85/7EPARwAN8UtO0/aFsqxCLNduQfGVTHx6vPjkkK9a3TQUODpV3cKa+l8wUX2nijOxEjh9qoq2p\nf9peBEIEQ6h77p8CTgO6/+sHgec1TdsAHPB/jaqqZcCdQBlwPfCYqqoyyiAiUiCZLj37bDJdYH5V\ngrsAKAvMu9fNUsymWZLqRPCFLGCqqpoD3Ah8DwiU6noP8Lj/8ePAbf7HtwJPaJo2oWlaHVAF7A1V\nW4VYirbmfgxGBWd6wuSxM/W9mIyKbPEqAN8WsCn2GMobevF6fX2buAQrCYkxtDf3T87FCxEsoewN\n/wfwWWDqVkjpmqa1+x+3A+n+x1lA05TzmoDsVW+hEEs0Me6hq32ItIwEjP7tXIdGJ2hsH6IkOxGL\n2bjAK4j1QFEUNhU4GB5z09Bxdo49I9vO2Kib/t7RMLZORKOQzLmrqnoz0KFp2hFVVS+f7RxN03RV\nVef7+LrgR1unM2GhU9a0aL6/tXpvdVVd6DoUljon76HyeAs6sLssY/LYWr2/xZL7W9j5W7N49Xgr\nDZ0j7Nnq66uUqGlUnu5guN9FqZq+wCusnmj++UXzvc0nVAl1FwLvUVX1RiAGsKuq+hOgXVXVDE3T\n2lRVzQQ6/Oc3A7lTrs/xH5tXZ2f0Zp06nQlRe39r+d60020A2B0xk/fw1okWAPJSbXR2Dq7p+1sM\nub/FyUqKAeBweTuXbs0AIC7Rt3SySusguzA8+RnR/POL5nuD+T+4hGRYXtO0z2malqtpWiFwF/CC\npmkfAp4G7vOfdh/wG//jp4G7VFW1qKpaCJQCb4eirUIsRaDC2LnJdFazkcIpG8gI4Uiwku6I9a+k\n8M1OJjvjMJoMdLRGbwAS4RGuDPTAEPujwDWqqlYAV/q/RtO008CT+DLrnwU+oWmaZJyIiKLrOu2t\nAyTYrcTF+3pgfUMuWrtHKM1NxGSUBR5iOjUviVGXh4b2IQCMRgPO9Hi6O4aYkGI2IohCus4dQNO0\ng8BB/+Me4Oo5znsEeCSETRNiSQb7xxgbmSB749na8eWyBE7MQ81z8PKxVrSGvsmRnbRMO23NA3S1\nD5GZI6srRHBI10KIZQoMpU7dv11r7ANgY54EdzGT6i9WU+H/PQFIy/LNm3bIDnEiiCS4C7FMHa2+\nN+PAmzP43rStFiN56fHhapaIYMn2GJxJMWiNfZPr3dOzfB8OZftXEUwS3IVYpvaWQRSFyeI1/cPj\nvvn27ESMBvnTErNT8xyMutw0dvjm3RMSY4iJNUtSnQgqeQcSYhm8Xi9dbYMkp8ZhtvgK1VT6h1o3\nSJ1wMY/A0HxgCkdRFNKyEhjsH2NkeDycTRNRRIK7EMvQ0zmC2+0lLWvmfLsEdzEfNc8f3BvO1plP\n9+dtyLy7CBYJ7kIsw1zz7WaTQda3i3mlJvrqzFc09uH115SfTKqToXkRJBLchViGwJtwoMc1PDZB\nU8cQxVl2zCb5sxLz25iXxPCYm+bOYeDsigtJqhPBIu9CQixDR8sAJrMBR6oNgMqmfnRkSF4szgb/\n0Hy5f2g+JtZMoiOWjtZB2SFOBIUEdyGWaGLcTU/XMM70BAz+rPgKmW8XS6D66yBUNExf7z7uctPX\nIzvEiZWT4C7EEnW2DaHrM+fbjQaF4iypMCYW5kyMIdlu9a139/fUJalOBJMEdyGWaDKZzv9mPDbu\npq51kIKMBKwW2b9dLExRFNTcJIZGJ2jp8s+7+1deBH6/hFgJCe5CLNHZsrO+nnt18wBeXZchebEk\ngd+XqqZ+AFLT4jEYFNpbJGNerJwEdyGWqKNlgFibmYRE3/7cgfXtgfXLQixGaY7v96Wyyff7YzQZ\nSPXvEOd2yw5xYmUkuAuxBCPD4wwOuEjLtKMoCuCbb1eAkmwJ7mLxMlJsxMWYqPT33ME31eP16nT5\nt4QVYrkkuAuxBIFkp0Ay3YTbQ03LALnp8dhiQr6DsljDDIpCaU4SXf1j9AyMAeD0T/V0tsnQvFgZ\nCe5CLEHl6Xbg7E5eta2DuD1emW8Xy1Lq37+9qtnXew/kcXTIvLtYIQnuQiySrus01PSQYLeSne9b\npzxZTz5HgrtYusl590ZfcE9KthETa6ZG62Tc5Q5n08QaJ8FdiEUa6Btl3OUhPScRg8E3317t73GV\nSs9dLEN+RgImo4HKZt+HRINBQd2agdvtlTrzYkUkuAuxSJ1tviSntAzf0KlX16lq6ictKZbEOEs4\nmybWKLPJQFFmAo0dQ4z6e+rp/nyOznYJ7mL5JLgLsUiBnpTTH9xbu0cYcbkpzpaqdGL5SnOT0HWo\nbvGNAgV+v7okqU6sgAR3IRYpkMGcmh4PQJV/fXIgKUqI5Qj8/gTm3RMSY7DGmCZHioRYDgnuQiyC\nrut0tQ+SlGLDYvUteQtkOJdIz12sQHF2Igpni9koioIzI4H+3lFcYxPhbZxYsyS4C7EI/b2+ZDpn\nRvzksaqmfmKtRrKccWFsmVjr4mLMZDnjqGkZwO3xAkz+nknvXSyXBHchFuHc+faBkXHae0cpzkrE\n4K9UJ8RyleYkMe720uCvTBf4PZOkOrFcEtyFWIRAclMgU77aXzK0RObbRRBMzrv7h+YlqU6slAR3\nIRah49xkOplvF0E0WamuSZLqRHBIcBdiAb5kuiEcqTbMFl8yXWVzP4oCRf4ytEKsRIo9BkeClcqm\nPnRdl6Q6sWIS3IVYQF/PCBPjnsmh0gm3l7rWQXLT4omxyGYxYuUURaE4O5GBkQk6+/2byEhSnVgB\nCe5CLKDznGS6hnbfZjGlssWrCKIS/yhQTfP0YjaSVCeWQ4K7EAs4t+xsYP/t4hwZkhfBE6h0WN3s\n21ZYkurESkhwF2IBHW2DKAqk+JPpJjeLkZ67CKK89ARMRoWqlulJdbKBjFgOCe5CzGNqZTqz2Yiu\n61Q29+NIsJJst4a7eSKKmE0G8tMTaOoYwjXhmUyqG+gbk6Q6sWQS3IWYR3/vKO4JL850//xn/xgD\nw+OUZCeiSPEaEWRFWYl4vDr1bYE8D0mqE8sjwV2IeXT5K4adu1mMrG8Xq6E425fHce4OcZJUJ5ZK\ngrsQ8+hqn168prrFl+wk27yK1VCcNXtSXafMu4slkuAuxDwCPfeUNF9wr20ZwGRUyE2Ln+8yIZYl\n2W4lKd5CdXM/uq5PJtUFfg+FWCwJ7kLMIVCZLsFuJSbWzITbQ2PHEHnpCZhN8qcjgk9RFIqzEukf\nHqd7YAxFUUhNj/fvSugOd/PEGiLvUELMYWRonNGRCVLTA8VrhvB4dQozZX27WD2BKZ8a/xRQqn+U\nqLtzOGxtEmuPBHch5tDV4R+S98+317T63myLJLiLVRRIqgtsThT4/euWoXmxBBLchZjDuZnytYHg\nLpvFiFWUn56A0aBMJtUFeu6BD5tCLIYEdyHmEMiUdwZ67i0D2Kwm0hyx4WyWiHIWs5G89Hga2geZ\ncHtISrFhMCqSVCeWRIK7EHPoah/CGmMiLsHK0OgEHb2jFGbZpXiNWHVni9kMYTQaSE6No6dzCK/X\nG+6miTVCgrsQs3CNuRnoGyM1PR5FUajzD8lLMp0IhXOL2aSmx+Px6PR1j4azWWINkeAuxCy6OwLz\n7b5M+UDmssy3i1A4W8zGH9xl3l0skQR3IWZxbjJdjfTcRQilJsZgj7NMVkQM/B7KvLtYLAnuQsyi\nq+NscNd1ndrWAVLsMSTGWcLcMrEeKIpCUaad3kEXvYOuyQqJXVJjXiySKRT/iKqqucCPgTRAB/5b\n07Svq6qaDPwcyAfqgDs0TevzX/MQ8BHAA3xS07T9oWirEOB7EzWaDCQlx9LdP8bgyAR7NjrC3Syx\njhRm2Tla1UVd6wA7NzixJ8XQ3TGEruuS1CkWFKqe+wTwN5qmbQb2Af9HVdVNwIPA85qmbQAO+L9G\nVdUy4E6gDLgeeExVVRllECHhcXvp7RohxRmHwWCQIXkRFoFiSYHfv9T0eMZG3QwPusLZLLFGhCRg\naprWpmnaUf/jIeAMkA28B3jcf9rjwG3+x7cCT2iaNqFpWh1QBewNRVuF6OkaxuvVz863SzKdCIOC\nTF8yZ6B4kiTViaUIeW9YVdUCYCfwFpCuaVq7/6l2IN3/OAtomnJZE74PA0Ksutkq0xkUhXx/5rwQ\noRAXYyY92UZt6yBeXZcytGJJQjLnHqCqajzwK+BTmqYNqqo6+Zymabqqqvo8l8/3HABOZ3S/+Ubz\n/UXSvb07WA9AiZqOIzmO+vYh8jMTyMlOWvZrRtL9rQa5v9WxqSCZlw434VYMqJsyeJaTDPa7gt6e\naMOlvk0AACAASURBVP75RfO9zSdkwV1VVTO+wP4TTdN+4z/crqpqhqZpbaqqZgId/uPNQO6Uy3P8\nx+bV2Rm9maROZ0LU3l+k3VtTQy8ABpPCsTNtjE94yHXGL7uNkXZ/wSb3t3oyk32ljt892cq+zenE\nxJpobugNanui+ecXzfcG839wCcmwvKqqCvB94LSmaf855amngfv8j+8DfjPl+F2qqlpUVS0ESoG3\nQ9FWIXq7hklIjMFsMZ7dCU7m20UYTE2q8+3tnsBA35js7S4WFKqe+0XAB4Hjqqoe8R97CHgUeFJV\n1Y/iXwoHoGnaaVVVnwROA27gE5qmLTgsL8RKjY749nDPL/YnM7VIprwIn7z0eIwGZTKpLiUtnqa6\nXro7hsjMXf40kYh+IQnumqa9ytyjBFfPcc0jwCOr1ighZtHbNQKAIzUO8PWYrGYj2f6vhQgls8lI\nTppvhzi3xzutUp0EdzEfWTsuxBQ9XcMAJKfGMepy09I5TH5GAgaDFA0R4VGYacft0WnqHCLF6fuQ\nGfg9FWIuEtyFmKI3ENydcTS0D6Jzdt5TiHAozDw7RZSUbENRoMc/wiTEXCS4CzFF4E0zKdkmxWtE\nRJiaVGc0GbAnxdLbNYyuSxqSmJsEdyGmmC1TXpLpRDhlpsRhtRipbfUt6XKk2nCNuRkdmQhzy0Qk\nk+AuhF8gUz7ZnzxX2zqAPc5Cst0a5paJ9cxgUCjMSKC1a5hRlxtHiu/3s69bhubF3CS4C+EXyJRP\ndtroG3LRM+CiKNMuO3CJsCvItKMD9W2DOFJtgCTViflJcBfCL/Bm6UiJO7u+XebbRQQIzLvXtg7g\nSPEFd+m5i/lIcBfCb2qm/GRlOplvFxGgcEpSXSC4S89dzEeCuxB+k5nyKbbJimCBbTeFCKdkuxV7\nnIXa1gHMFhPxdqv03MW8JLgL4dfTNYw9KQajyUBt6wDpyTbiYszhbpYQKIpCUaadngEX/UMuHCk2\nhofGcY1JjXkxOwnuQuDLlB8bmcCREkd7zwijLo8MyYuIEhhFqm0dJCkw794jvXcxOwnuQjA9U16K\n14hINLWYTWC5ZmtjXzibJCKYBHchgMbaHgCSnfGT8+3/f3tnHiZXWeX/z61bVd1dvafTne5sphOS\nk0AIARxAB3efwQ3RQdRxxXEcwW0YFRdwG0UdRAdUfPz9HMB5REXHYRxGBWZcwQUQEJQlnCRkT+/7\n3rXcO3+8t6qrO4npJN2pW1Xv53kqd68+39y697zLec9rk9dYwsSavIj5NeuX4jiwe0d/ga2yhBXr\n3C0WYO/T/bjRCO3rm9jVMULUdVjVUlNosyyWHDVVMVoaq9jdMUJVIkb9kgQDvWM2Da3lsFjnbil7\nMhmPwf4J09QZcdjfM8aqllpiUft4WMLF2rY6JqbTdA9O0tRcTXI6w9jIdKHNsoQQ+/aylD3Dg5N4\nGZ+m5mr29YyR8XwbTGcJJdmkSrs6hmemf+21490th2Kdu6Xsyb4cl7RU54Lp2pfb8e2W8LE259xH\nWBJ0G/X3jhXSJEtIsc7dUvb095iXY1NeMN3a5fWFNMliOSyrW2qJug67OkZyNff+HltztxyKde6W\nsqe/Ny/tbMcIiYooLY1VBbbKYjmUWDTCqpZa9veMUVkdIxZ3bc3dclisc7eUPQO941QlYngRh57B\nSdqX1xGxM8FZQsra5XVkPJ/9PeM0NVcz1D9BJu0V2ixLyLDO3VLWJKfTjA5P0dRSM5O8xgbTWULM\nrH735mp8Hwb7bdO8ZTbWuVvKmoFZTfLDAKxbYZ27JbzknHvnCE25oDrr3C2ziRbaAIulkPR1B8F0\nLTU88GQXYDPTHS++70Mmg5/J4KfT+JkMYCY9wXEg4oATmbXtRGNm2zJvWhqqqK6MsqtjmFeeuQKw\nQXWWQ7HO3VLW9HaPAtC0rJrdPx+hpaGK2kS8wFadXPx0mszYGJnxMTKjo2Z9LFiOj+NNTeJPTeFN\nTeFNT5vl1BTe9BR+MsnOTAYvk4HAmR8rTjyOE4sRiVfgxGNE4nGcWJxIRSWRRBWRRAI3UT2zrE7g\nJhK4NbW4dXVE6+pxouXzKnMch/bldTy+a4BYjfmtDtigOsscyueJsFgOQ1/3GG40QtJxGJ9Kc/q6\npkKbtGD4mQzp4WHSQ4OkBwdnL4eGSA8OkhkZxpucPKbvdSoqiVRWEKmsxKmtI14ZJ+07OK6L40Zx\noi64Lo7rmhq674Pn4/ueWfd9fM8H38NPpfCSSfxkEj+VxJuaIjMygpdMHlNhIZKoJlpfb5x9btlI\ntGkJsSVNRJuWEq2vx4mURk/k2jbj3A/2T1BbV0Fft0lDa1tBLFmsc7eULZm0x0DvOEuX1bCny9Tg\niymYzvd9MmOjpHp7zacvb9nXS3pgALwjR1G7NbVElzTh1taaWnBtjVnW5C2rq4lUVhGpNA7diVcc\n4iCbm2vp7R1deH3pNJmJCbyJ8Znl+ATexASZiXHTsjA8THpkmMzIMOmREZKdHUf+Qtcl2tgYOPsm\nYkuaiDU3E2tZRrylBbe+oWicYzYPw66OEZa21rJ7ex/jo9PU1FUW2DJLWLDO3VK2DPSN43k+S1tr\n86Z5PXnJa/ygFnu02mRmYpxkZyfJri6SXZ2kurpI9nST6uvFnz58XnG3oYHK9rXEliwh2tBItLFx\n1tJtaCASiy2GrAXDiUaJ1tVB3fwLXH46TXp01Dj9oUFSA/2k+/tJD/ST6u8nNdDP5I7tsP3QyVac\neDzn6GMty4i1tBBvWca0sw7f//OxAX46bVorTlLhID+o7gWrG9m9vY+ezlHr3C05rHO3lC3ZYLrm\nZTX86pGDRN0Iq5ct3kxw6eEhpnbtYmrvbqb27GV67258z2PNZz6PW1NDqr/POO7OTpJdM5/MyMgh\n3+VUVBJrbjE1z6XNM8ulzcSWLiUSL6+4gSxONEqssZFYYyOw5rDn+Ok0qcEB0v39pHp7SPb0kOrp\nJtXTTbKnh+SB/bPOP4D5/463tRFvbSXettx8WtuIt7SQHhlhz8evwnFdKtvbzWfNWirb24nWNyyK\nzvwZ4l57zmoAejpHWSvNi/L3LMWHde6WsiUbTFfflOBA7xhrWmuJugvTJ+ulkkzv28fU008z0LGP\noW1Pke6fPfd2pKoKb3KSfdd8iszIiKn95eM4xJqWUrF5S+BU2oxDaW3FrasvmibksOFEo8SbW4g3\nt8DGTbOO+b5PZmSYVE+PaR3p6cEZ6mN0z36SB/YzvWf37C9zXdyaGvzpKZxENRNPPM7EE4/nDkeX\nLKFyTTuV7WupXNNOxZp23KqFyX64dnkd9z/RjV9pXuO9XQvfNWIpXqxzt5QtvV2jRCIOIxnPzAR3\nAk3ymYkJJrcrE/oUUzt3MLVv76yAMLemluotZ1C5dp152T9jDenREfZ9+pNkxieIr1iZc9xZJx5r\nWVa2NfBC4TgO0foGovUNVK3fAMzEFPieR6qvj2Rnh2lV6ewwrSydnTjxOKuv/gRudTVTe3YztXtX\nbjn2h4cZ+8PD2T9AxarVVG0QEiJUrRfcmuNrLVrbZpz7gf5x6hur6OkctUF1lhzWuVvKknQqQ1/X\nGE0t1ewOajxHS16T7O1h4vHHiTY0UL3lDCZ37mD8T39kQp9ieu8eEwkO4LrmBb52HZXr1rH87C2M\nuolDXrpubS3rvvp1nGjUvpCLACcSId7SQrylBc7Ymts/N3aievPpVG8+PXcsPThgnP3u3Uw9vZOp\n3buY3reXoZ/9LwDxFStJyEaqz9hKQjaS6u9j4qltJDZuIr6s9Yj2ZAujT3eM0NpWy84nexgenKRh\nSWKx/gssRYR17paypKdzFM/zaVvZwIP7hwBYv/LQ/tFUby8jv7+f0d8/QPLggZkDkchMJLrrUnXK\neqpkI4mNm6hcu25WjbuquZaxI0SThz2ozXJ0ckl5jnAstsRE5tee/RcAeMkkU7t3zbT07HqaoYMH\nGPrFz4hUVuJNTeWuj7e2Ub31TOrPfw7x1rZZ3716WQ3xaIQd+4fYcvpydj7ZQ0/nqHXuFsA6d0uZ\n0nnApJpdtrKOnY910NxQSWNtRe745NM7Gbj7TsYffcTUyqJRqs/YSqq7m2RXJ25tHTVbz6Rm65lU\nbRAiFRVH+lMWyywi8TgJ2UhCNtJ04UX46TSTO7Yz9sdHGP/joznnXn3mWUw88TiDd9/J4N13UrVx\nE00vv5DEplMBiLoR1q2oZ9veQWqbjEPvPjjChtOWFUybJTxY524pSzqD2jpVMSam05y5fikAmdFR\ner73HUYfuB+Ayva11D/vBdScdRZuohrf80gP9BNd0lQyCVEshcWJRklsOpXEplPxX/cGUt3dJvdA\ndTVeMsn4o48wdO+vmHxqGwee2kbitM0se+vbiC1pQlY1sG3vIAPJNK7r0HVwuNByLCHBOndL2eF5\nPl0HR6hfUsXePpOTe/2qBnzfp/MbX2di25NUrGmn+ZLXUbVBZvWHO5EIsaV2uJFlcXAch3jrTD97\nJB6n9pxzqT3nXKb27Kbv9h8w8cTjHPjiF3jGJz+NrDZdSTsOjtDcVkv3wRGS02niFfbVXu7Yqoel\n7OjvGSOVzNC2sp4dB0wN/pToOB03fpmJbU9SveUMVl/1cRKy0Qa6WUJD5Zp2Vrz/Shpe+GJSPd3s\nfPc7ae3fTdSNsH3/EK0r6vF96Ok8NC+Cpfywzt1SdmT721tX1qP7h1gRm2bs+s8y/sdHAWh586W2\nyd0SShzHYenFl+QC+Lq/9hXOqp1iX88ojcH0r50HrHO3WOduKUOy/e2RRJzxkQle1fGr3LFll749\nyG5msYSTSEUFK6/8SG77/G13UZmeYgwzFLPrgO13t9g+d0uZ4fs+nfuHqa6Ns6t3lJf03k/taDd1\n5z+Hpa+6mGjD4qQLtVgWksQGYcNN/0b/j+6g/44f8squX7Pj4DoallTR3TGC5/lEIrZLqZyxNXdL\nWTE0MMnkRIq2VQ1M3/NTNo/uIrp6DS1vfLN17JaiY8nLLySxZSvtk53E7r2L1pX1pJIZO7+7xTp3\nS3mRbZJv8EfYtPO3jMerWf2+K4jEbJpXS/HhRCK0/d07GE80sKXrUeLjvQB02X73ssc6d0tZ0X3Q\nvPQiv/whacfl4Iteb2vslqLGTVQz+aq3kHSiVN57B4Ad726xzt1SXgz0jRPBo3qsh582n8Npzz6j\n0CZZLCfMaeecxp0tz6Jmso+Yn8yNCLGUL9a5W8oG3/cZ6BkjMT3E/uo2Dq7YzJrW2kKbZbGcMPU1\nFfinnsmfak+hfqKLsZFpxkanC22WpYBY524pG8ZGpklnfBLJYe6v28R5m1ttkhpLyfCsza3c37iZ\nuqk+wCRrspQv1rlbyoaBINVsVXqUfYk2nnfG8gJbZLEsHM+UFiaqG/H8DABDfda5lzOhHucuIi8B\nbgBc4CZVvbbAJlmKmL79pkYzBpy+voWlDVWFNchiWUASlVGet3U5fV1RXC+FOzYIPKPQZlkKRGid\nu4i4wI3Ai4GDwIMi8t+quq2wllmKlejYIPH0BMNEePVz1xbanOMm42VIeinSXppkJkXaS5H00qS9\nFCkvFexL587J+B6e75HxM3i+h+eZ9bn7M9l179D9XvABHz/7r2+WsZhLMpnGD47h59bMPn9mC8DB\nwXGcYBkhkt12nJl1IrlzIrlzzf5IcK7ruEQjLq4TfCIurhPJW8/ujxB1orhOhEjEJTrneMyNEovE\niEXMMhqJ5tYjTnE1bl5wzmq+dU8dF+z6LvVnvb7Q5lgKSGidO3AOsFNV9wCIyPeAiwDr3C3HxfiB\nHTxnz8/R8y9hVZCH+0TIeBlSXoqUlzbLTN563rJqwqV/aCzYTpHKpGfW867NOuTc/jlOOrs0TrZ4\ncDBxDdn4Bj/P+YcdB4e4GyPqRIm5+Y4/SjRXIMgWCoJtN0o0EiUeic0UGlxzPB5cFw8KEXE3litQ\nxIPvzx47noJFY20Fm19wLhPfe4gDvWnaFuH/xFIchNm5rwD2520fAM490snX3f0fJKfTs/bN/wVy\n6HmHv3J+33di1x7mPB/iFdE5+uZr8/xsWXCbj4FY3NT85vOXjr7nyHun4n1ISxOps5L818478fFJ\ne+ngkyHtp0nltmf2pwKnOuOwjfNdTCcbjcyuTVbGK3Prs5Zu/nb+vljggKJEHZdIxCXiREzt1cnW\ncM16xIngRkyNd+45M0tTyw7cdFCLNs6vubmWvr6xQ5x4trZ9JLJO3vd9PN/Dx8fL22e2vVnb5lw/\n17KQ8TNkPLNMB0vT0pC3ndufIeN5pP10rvUi7aVJ+eZem0JXtgVkpnBGxGMyOZ37bUymJ3OFr8Us\npEQd1xQY3KzDnykczL7vwTLY5y2P8P1nn0Vj1RC7fveTo/6diooo09Pzef6Kj1LWBnD1RUdunQmz\ncz+mp+bKl7zGhj1bLAWibZmdbCdMXHZ+oS2wFJowdygdBFblba/C1N4tFovFYrH8GcJcc38IWC8i\na4AO4HXA3xTUIovFYrFYioDQ1txVNQ28B/gf4Eng+zZS3mKxWCyWo+P4fnFErVosFovFYpkfoa25\nWywWi8ViOT6sc7dYLBaLpcSwzt1isVgslhKj6Jy7iBSdzceC1VfclLo+iyWslPqzd6z6wjwULoeI\n1ABvA+4EOoEJEXFUtSSiAa2+4qYM9MVVNVloOxaLUtZXytqgLJ6949YX+mh5EXkh8HXgcaAPSKrq\newtr1cJh9RU3ZaDvCuBS4A7gQVX9cYm9PEtWXylrg7J49k5IXzE0YywHblPVi4GPA38pIm+HkmmG\nsfqKm5LVJyIvwiSOehugwD+JyLmq6he7NihtfaWsLY+SffYCTkhf6P4DRGS1iJyVt2sjMA6gqj3A\nh4HPBNvFNT0WVh9WX6gRkVje5lLgTlV9RFW/C3wL+H9QnNqgtPWVsjYoi2dvQfWFyrmLyDXAb4Fr\nReQ6EWkA7gIuz56jqj8FHhKRjxfIzOPG6rP6woqIxETkX4DrglofQBp4fvYcVf0yEBORtwXXFM1k\nTaWsr5S1ZSnlZw8WR19onLuILAU2AKcAr8X8OD+pqr8FtonI5/JOvwVYNqekGmqsPqsvrARNfF/D\n1Pb+AHxURN6pqrcDLSLyxrzTPwa8BqBY+m5LWV8pa8tSys8eLJ6+0Dh3IAWcBzSr6iDw7wAi8mbg\n74E3ishzg3MFOKiqqYJYenxYfVZfWKkHtgDvVNVvAV8CtorI84B3A58TkYrg3A7MC8cton7NUtZX\nytqylPKzB4ukr2A3ONssFPzQHFUdxojKljQfA+4DngV0A/8EvEFE7g3OefDkWz1/rD6r7+RbfXTm\nNseKSCR4oezFBF+BaR58CHi9qv4K+F/gKyJyCabfr0ZVM2Hs1yxlfaWsLZ9SffaynCx9J925i8hl\nIrIVqAUIfmjZJqJfAxtE5PRgVrhdmIjBGlW9BfhH4FpV3aKqPzvZts8Hq8/qC7M+8p75wDl4QS3u\nDuBsEWlR1RHgT0BaRNqBDwE/xkRfP6GqlxXC8HlSyvpKWVvJP3snW99JG+cuIqcB3wEOBJ9KVb00\nOHYr8BVMs9FbgXWqmg35/zXwDlV96qQYepxYfVZfIeyeLyLyBuADmJfIfar6/WD/hcAOYAJ4H9Cr\nqtcGx+4D/lFV7w+2Y2Ft7ixlfaWsDcri2SuIvpNZc2/B/DBfAXwQWCoi1wXHPqSqD6rqQeBmYL2I\nfENEHsBk5ek8iXYeL1af1RdKRGQTxjm8H/g58K7AYQA0AA7m5fJj4JUi8moROQXjNNLZ7wmxcyhZ\nfaWsLY+SffYCCqJv0WruYkL5NwCPqGpKRC4DTlXV9wXH24FHgNNU9WC2mSk41gxsBdqCIJHQYfVZ\nfYRbX769zwf+Ok/bS4GbVHXFYa57JfBq4NnADar69ZNn9fwpZX2lrA3K4tkLhb5Fce4i8vfANZiO\n/z7g6uDQQxhB/cF51wNLVPWtwfbfAXer6oEFN2oBsfqsvpNv9fwRkU8Cy4BfquoPRORsjEM4M++c\nu4FHVfUjefuy/bgVQEpDGnRVyvpKWRuUxbMXGn0L3iwvIlWYKL/nqOrLgX3AR4FR4LvAN/JOvxVw\ng5IOwDRmWEBosfqsvpNo7jEjIh/D1NzuBt4rIh9U1YeBDjGJMrJcCTxXROqD6/4ZeD2Aqk6H2DmU\nrL5S1gZl8eyFSt+CO3dVncQIbAl23Qr0YzLtfAg4Q8ywDIB1wKCqDgXX3qqq3Qtt00Ji9Vl9J9nk\neSMiUeA5wJWq+t+YfNTLxSQyuRy4XERWBqcPYKKqs3xOTZrS0FLK+kpZW5ZSfvYgfPoWzLnL7MQI\ntwAXAajqduB3wBqgCXgv8CIR+RkmT+4DC2XDYiIi0VLTF7xQsuulfv9KXV9UzRCaJzDDnsCMef4d\n8CJgELgB+KKYgKyrgRWYwCvUDKEKLaWsr5S1gekyKPFnL5TvluN27iLyFhF5XrZZQWcnRvgN0CAi\nLw62t2NKM42qehdG5HXA2ar67eM3f/EQkUtF5OUishpAVdMlpu8K4DYR2QIlef/eJCJ/mW26LEF9\nlXnrbuAcwDTprhCR04J9j2FqeqcDnwP+DfgrwMMkOgllU6eIPFNEarPbpaRPRNpExA3Wo6WkDUBE\nJH9bVb0Se/aKwvcdU0CdmMw6bZj+Aw/YCdQA/6CqvWLC+3+PyYr0Jkwz05tUNS0idwJfVNVfLLCG\nBUVEzgf+GTMbzxPAKuDtqjoiIp/H5G8uZn1xTMajZwIfCfr0ssdKQd9aTHPYMCYidQWmqbNUfp8X\nAFdgxsv+WoOIWhE5D6gEHsYMnapS1Q8Hx+4Avp9tupVwj3l+MfApjGP7oKqOB/vPARIUsb48bT2Y\nMenvDPaXyr3bikmokwT+SlV35x0r6ndLMfq+edfcgx+Vj8muc1BVXwi8C1OyzAYKXKuqP1CTTu+7\ngA98T0TuwvxHbF9Q6xeQoGklBrwUuF5VL8BMkdgJTAWnXVfE+rITDbiYmsDrVfXhbM024IsloO9U\n4B5VfZmqXo15EL8cHCvK36eIOEG30IcxNbgbgV8CLxGRVwWn1QKOqo5ixjxvFpH3i0gjEMMUdoDw\njXkO9Lki8m7g28CNqnp51rEH1FOk+gBE5FRMpeEGTB/sapmZwa1o7x2Yd2ewejrweeB+4CKZyWkP\n8IVifPageH3fUWvuwY27FogDt2MSJ1ykqn+bd7wDeK2q3pPfzBTUEs8DNqrqNw77BwpMnr5K4PvA\n71V1Ojh2MyZ69TPB/p1FrC8O/Ah4FLgKU3B5G3AusBsz3OZ3MnvMZTHpq8A4hpcBp6jqG4PjH8bU\nll6oqvcV4f2LYF78maC/9SFV3R40WX8CeFBV/11Mjmo/77qtmBr+WcAdqhrKaTDn6LsUMwnKtara\nLSIvw+TYHpvr1IpBX7YfVs0QtbcAz1LVy0WkDtM3ewXQo6rJOdeFXhvknr1rgCjwE+ApVe0SkWdh\nCqHvV9VHjnBtMTx7Re37/qxzl5npBOsw/UGvA+7BRP69SFX/FJx3OfA6VX1+sP1qoENVQx0QMUff\nXZj0f3dgSmOXAOdgskI9H9ikqi8NritWfW8EfopJdPELoBr4LPAOTKKM84LrilHf/wAXYwJYrsIM\nF4oDG4EMsFZVLwyuKxZ9f4u5P99U1atEJIFpRXLVJMe4DfipmtzT+dfVBd1I8eDcyZNv/dE5jL4W\n4D3AmZjpLxUzRGiHqn4s77rQ6zuMto3A9ZjulAuAPcB+wFfVN+VdF3ptAGJmnfsypvD1MGb2sitV\n9Z7g+PWYVrNrVHUwW/gsomev6H3f0ZrlazHZci5T1VuB/49pbujCTC2YLb38EOgVkTXBdT4Q6gjO\ngHx938Zo2gi8UlW/o6r/oGZYyjVATEQ2B9cVq76vYVooxjEOXlV1UFW/ANSIyXAFxanvW8BNwf7/\nBCaBF2D6378G7JWZAK3Q6xORGkzU7bXAS0XkFFWdUBOclApe/hXMmSFKRN6LmeoTVU2G2DnM1bdB\nVXswUeJ7gb9R1Vdhnr0LReT04Lp3E3J9h9EmavKD/zWmlewaVX0u8HZM18qzg+veQ8i15eEDXwq6\nT27CNMW/JO/4lzBxPacG29nuvwghf/YCit73/VnnHvQf7GFmOsF7MMEgdwFbxGTj8YCVQFpV9wTX\n/ZeqblskmxeMw+j7DaYU+kIRac07VTAl7m3BdcWq716MjicwiRWqRWSFmMjrbcCTwXXFqu8ezBSJ\nk8BdqnpxUII+E5gO+jSLQp+qjgHvVdUbMK0Sn4ZcYA9AI5BQ1ceCe/iaYP9Nqvr5k2/xsXEkfZiW\npatU9dFg+ylMYGRW9y1h13cYbZ8KDqWAV2CCsVDVKeB7wJLg+M1h15bHg8AP8vrb78PE82RHABwA\n/hX4sIj8BBNrgKreHvZnD0rD980noO4/ga0i0qZmPOV2zLjLT2BKNj8CbsNEQhYj+frGMMkhpjFD\nUtpF5Grg68DDqpoppKHHydz7p8AQpjYbwzQVPgBsV9WdhTPzuJmr7zHM/VsjIk0i8hlMkM99hTTy\neFDVfcHqDZgJJS7I61dvxwy5uQLT39kaXBPm2t4s5uhbF+jzMC1LWT6EGbFyILimKPTN0XaKiLws\n6I/9CXC9iGwUkaswUdXZQnVRaANjq6pO5b0TL2DmHmWH9p2GCVD+owazoBUZRe375uPcf4PJkXsp\ngJopBC/EOLt3YZooXqCq1x3xG8LNXH0PY/rafcyY0vXAhar61UIZeILM1fcA5oF7Orhn1wIXqIks\nL0aOdP8imCxQUUww3X8UysATRVW7MF0O+ffoPEyzZ7Yb6cZC2LYQzNWnJrjuFSJyL8ZBvEVVBwpp\n4/GSp+2jwfZnMRHxH8FEl79CVXcVzsITQ8woDheTD//OYN8mMTnxx4H1qnpVIW08AYra981rnHvQ\nJ3Qt8FVMc8zNmKaz+xfXvJPDYfR9EzM/8uMa0jzNx8Jh9N0EfExVi642ezgOo+8W4AOqGsoSlLyj\nXAAAARtJREFU9bGSF4x0O6bPrx84CGxT1XsLa92JM0dfJzCGGdWxvdjv4Rxt3ZiAyNuAx4Jm+aIn\n6Nb7V0z/89sxv9Eri7VAlk8x+755J7EJhqVcgsmde2Mx1xQOh9VX3JSBvgSm/3YT8BlV/fJRLikq\nSlnfHG2fVtWvFNikBSUY+pZNl/tNVb25wCYtKMX6bjnWDHVxIFOkfc9HxeorbkpZn4h8AFgNfEiD\nPAylRCnrK2VtAGImtHkLJglW8mjnFyPF+G5ZlPncLRbLwiJ5yYVKkVLWV8raLOHFOneLxWKxWEqM\nBZ/P3WKxWCwWS2Gxzt1isVgslhLDOneLxWKxWEoM69wtFovFYikxrHO3WCwWi6XEsM7dYrFYLJYS\n4/8AWPGjmp3WAI8AAAAASUVORK5CYII=\n", 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Hepl1yVKc4V7Wbt9ldiwhTosUdyHSyPrdNeQFA2QX5hHq2o8ra7rZkTKCJ3cu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\nz94q5LnuwSj5S+wGV7qF4hetIOkpgqnKm+b9wB3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"text": [ "" ] } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(0, 180, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", " total.plot()\n", " plt.title(model)\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 75, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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csiGD5CjbouL01/dnA264II9n99bwo6ePcNeu0nnvyS9J5p09lby3t4aMvIQF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\n6JvPnnsF5of5CuAjQJmI3Onsu0lVn1DVbuA7QKOIfFNENmO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j5j1Wfj/DVyRfG8z/xSUgzfJKqTilVKL3cTxwDXAUeBa413vYvcDT3sfPAncq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\nV2ZqOFZEvM4D5Qgm+QpMeHAX8D5V/TvwP8APROTdmHG/VFU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G93X5Pv6p83n6F/s5drCVN16p5tZPbcEUwEF2ofz+nYlwLp8vyrZz506efvppkpKSfBCR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\nQ4wf7GK8q5Nwl3kf7z5IZGjopG18eXlk1CzGX1B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Ba+a552Hg4RUumhARQx/1jAL3Ba+FNHcOs/9IG7npcey5ILzHqm4qSaOiKIXj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\n3drGoqXTjvENlomKde4Wi0OdGkdeLkUAhPuH2Lx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2XRTeY1U3lKRRUZTC8bpejtX2sKEkbcHri1enY7NbqDrewfYrioOyIY4Qy03m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\npgUkLVaf1TeB5h43InILpuf2R+B6Efmyqq4FmsUUyojxFWC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6JQ2ke+pADaMTTm67tHDF92b3F5vVzF1XlWAY8MSr1Ut6Rm3yjEXQx9tXMzQh\nAsovzfJa6zpg2xzne4Gr53nmYeDhVQ5NiLChj3vGpqpNGYvcCc2dw7xxpI3s1Bj2nBfaY1U3F6VQ\nXpDE8bpejtX2sLkoZcH7i1Qab+yrovJ4BzsvKQjIhjhCrDaZOy5EGBgaGKe1sZ/M3ATil7Bk7JMH\najCAT15ZjOUs1p0PRiaTiTv2lGLCU3t3ud0L3m+zWyhSaVM/MyHCUWj/VgshAKj0NjH7mpwXvLep\nnyM1PZTlJi5ayw0VuemxXLIlk5buEd482rbo/b5V6nytHUKEG0nuQoQ4wzDQxzuwWs0Ur09b9N5f\nvubpm/7kFcVh1ST90cuKsFvNPP9WPQ7nwrX3zNwE4hIiqTnViWPS6acIhfAfSe5ChLiOlkEG+sYo\nLEvFvsj2rIeruqlpGeS8sjSKs5c3pz1YJcZGcOV52fQOTvD6kYVXoTOZTJRtysDpcFOju/0UoRD+\nI8ldiBDnG/W92Ip0bsPg6TdqMZngY5cV+SM0v7vhgnwibBZeeLueyUW2d/V1YVSdkKZ5EX4kuQsR\nwlxON9Unu4iJtZOdv/CiLIcqu2nuGuGC8gyyUmP8FKF/xUfbuWpHDgPDk7x2aOF1rxKSokjPiqOl\noY/RkUk/RSiEf0hyFyKENdX1MjnhpGRDOmbz/P3nhmHw/Ft1mICbLirwW3yBcP3uPCLtFn7zTgMT\ni6whX7ohA8OAmiWuTy9EqJDkLkQIqzrpSUol5ekL3ne0pofGjmF2bkgnMyU8a+0+sVE2rjk/l8FR\nBwcOL1x7L96QhskE1RWS3EV4keQuRIhyTLqor+omPjGStHXzrzHtqbXXA3DThQX+CS7ArtmZi91m\n5uX3m3C65h85HxMbQVZeIu0tgwwNjPsxQiFWlyR3IUJUQ00PToebkvL0Bae0VdT3UdvqGSGfkx7r\nxwgDJzbKxuVbs+kbmuCdRQbM+Vo9qk9K7V2ED0nuQoQoXzIq2bBwk/yL7zYAcHOY97Wf6bpduVjM\nJl58twG3Mf/WFMUqDbPZRFWFjJoX4UOSuxAhaGLcSWNND0mp0aSkzV8bb+wYoqK+jw35SeQv0HQf\njpLjI7lgYwZtPaMcrpp/LntEpI3comR6Okfo6x7xY4RCrB5J7kKEoPqqblwug9JFau2vvN8EeGqx\na9ENu/MB+PXbDRgL1N5LvU3zVdI0L8KEJHchQlD1EkbJ9w1N8G5FB5kp0WwKkzXkz1ZWagzbS1Op\naxukumUnQpZQAAAgAElEQVRg3vsKSlKx2sxUV3Qu+CFAiFAhyV2IEDM2OklzfR9p6+JISIqe9779\nHzTjchtcuzMXcxitIX+2rt3pabXYd7B53ntsdgsFJSkM9I3R0ylN8yL0SXIXIsTUVXbjdhuUbJh/\nk5jxSSevHWohLtrGhRsX3ykunJXlJpKTFsuHuovewfmnuxUpz8+zVnf5KzQhVo0kdyFCTG2lZ3CY\nLxnN5ffH2hmdcHLl9mzsNou/QgtKJpOJa87PwW0YvPrh/Iva5BUlY7GaJbmLsCDJXYgQMjHuoKW+\nj9SMWOITo+a8xzAMfvtBM1aLiT3n5fg5wuC0uzyD2CgbBw63zLuhjM1uJa8wmb6eURk1L0KeJHch\nQkhDTS9ut7Fgrf1kQx8dvaPsXJ9OfIzdj9EFL7vNwuXbshgZd/LOAvPZi1QqIE3zIvRJchcihPiS\nTlFZ6rz3/M7b9Hyl1NpnuHJ7NmaTid8ebJp3RHx+SQpms4la2eNdhDhJ7kKECMeki6baXhJTokma\nZ8vWvqEJDlV1k5ceS3FWvJ8jDG7J8ZGcvz6N5q4RKpv657wnItJGTkES3Z3DDPSN+TlCIVaOJHch\nQkRTXS9Op3uq6XguBw634DYMrjwve8H15teqK7dnA3DgSOu898ioeREOJLkLESJqK31N8nP3tztd\nbg4caSUqwsIF5Wt7+tt8ynITWZcczcFTXQyPOea8p7AsFZNJkrsIbZLchQgBLpebhuoe4uIjSM2Y\ney35w1XdDAxPcvGmTCLsa3v623xMJhOXb8vC6XLz1rG2Oe+JjLKRlZdIZ9uQbAMrQpYkdyFCQHN9\nH5MTLgpV2rzN7b875BtIl+3P0ELORZvWYbWYOHCkdd6Bdb6m+bpKGVgnQpMkdyFCQN0iC9d09Y9x\nsqGPspwEMlPmHmwnPOKi7exQ6bT1jFLVPPd68wWlnnEN9dWS3EVokuQuRJBzuw3qqrqJjrGzLnvu\nEfC/9zYxX7o1y5+hhawrtnl+TgcOz71iXWxcBGnr4mhrGmB8nr55IYKZJHchglxHywDjow4KSlPm\nbJJ3uw3ePNZGhN3C+WrhLWCFR1luIhnJ0by/0MC60hTcbmNqBz4hQokkdyGCXH11D+DZlnQuJxv6\n6B2cYPeGdBlIt0Qmk4nLt3oG1r07z4p1vqZ5faLdn6EJsSIkuQsR5Bqqe7BazWTnJ855/Y2jnjnb\nl2yRJvmzceHGDMwm01SXxpmS02KIi4+g+lQnLpfbz9EJcW4kuQsRxAb6xujrGSWnIAnrHLu7DY85\n+LCym8yUaFmR7iwlxEawqSiZ+vYhWrqGZ103mUwUlKYyMe6kbZ4V7YQIVn5N7kopi1LqkFLqee/r\nZKXUPqVUpVLqFaVU4rR7H1RKVSmlTimlrvVnnEIEC99o7fzSlDmvv1vRgdPl5pItmbIi3TJcvDkT\ngN8fn7vpfWrUfFWP32ISYiX4u+b+R0AF4Jtc+gCwT2tdBuz3vkYpVQ7cAZQD1wOPKqWklUGsOQ3e\n/vb84rmT+5tH2zCbTFy0UVakW45tJSlER1h5+0Q7LvfspvfM3AQiIq3UV3XPOydeiGDkt4SplMoB\nbgR+APiqGLcAe73He4HbvMe3Ao9rrR1a63qgGtjlr1iFCAYT4w7amgZIz4wjJjZi1vXmzmEaOobY\nUpxCwhzXxeJsVgu7yjMYGJ6kor5v1nWLxUzphgyGBifo7ZI93kXo8Gdt+FvAnwPTPx5naK19Q1U7\ngAzvcRbQPO2+ZkCW3RJrSmOtZ+/2/JK5a+1ve0dxX7RJau3n4mLvz2++gXVlGz1/luqrZEEbETqs\n/vgmSqmbgE6t9SGl1BVz3aO1NpRSC7V7LdomlpYWt8wIQ0M4ly+cywbLK98bTVUAbN+ZN+t5t9vg\n/VOdxERaueqCAuxzDLbzp1B+/1JTY8l+6RSHqrqJio0kNso243pcbCRms4nm+j6uv21zgKJcXaH8\n/i0mnMu2EL8kd+Ai4Bal1I1AJBCvlPoZ0KGUWqe1bldKZQK+1SJagNxpz+d4zy2oq2tohcMOHmlp\ncWFbvnAuGyyvfG63m6qTHcTGR2C2mWY9f6qhj+6BcS7dkslA/+hKhnvWwuH9270hg6der+XFN2u4\nYtvMRsK0tDgycxNoaeinvrabmLjw6gIJh/dvPuFcNlj4g4tfmuW11l/TWudqrQuBO4FXtdafAZ4D\n7vXedi/wjPf4OeBOpZRdKVUIlALv+SNWIYJBe/MgE+NO8ovnXpXunQpPk/wFMpBuRVy0aR0m4O15\nRs37ukYaa3v9GJUQyxeoEei+JvZHgGuUUpXAHu9rtNYVwBN4Rta/CHxJay1DVcWa4ZsCVzDHFDiH\n08X7p7pIiotA5c29sI04O8nxkZTlJlLVPEDv4OxtXn2zFRprZUqcCA3+apaforU+ABzwHvcCV89z\n38PAw34MTYigUV/dg9VmJmuO5H20poexCSeXb8vCLHPbV8zu8gx0Uz/vnezk+t15M64lJEURnxhJ\nU10fLpcbi0Vm5orgJv9ChQgy/b2jDPSOkVuQjNU6e6DcOyc8E0wuKM+YdU0s3w6VhsVsmnOteZPJ\nRH5xCo5JF+3zbBMrRDCR5C5EkGny9uvmFSfPujY67uBITTfZqTHkpsf6O7SwFhdtp7wgmYaOIdp7\nZw9S9L0f0u8uQoEkdyGCjC955BXNTu4HdRdOl8EFGzNkudlVsLvcs2XuXLX3rNxELFYzDTXS7y6C\nnyR3IYKI0+GipbGfpNRoYuMjZ11/76Qn6eyWJvlVsb00DZvVzLsVHbOWm7XaLGTnJ9LXPcrQwOxB\nd0IEE0nuQgSR1qYBXE43eUWzR8kPjk5yqqGfoqx4UhOiAhBd+IuKsLK1OIX23lEaO2bvFJdfJKPm\nRWiQ5C5EEPEljbma5D+s7MJtGOxcn+7vsNYUX6uIr5Vkuql+9xrpdxfBTZK7EEGkqbYXq81MZk7C\nrGsHT3kWcDxfSXJfTVuKU4iKsPDeyQ7cZzTNxydGkZgSTXNDHy7n7F3khAgWktyFCBKD/WP0946R\nk5+ExTrzV3NwdJKTDX0UZ8WTkjC7L16sHJvVwvbSNHoGJ6hrHZx1Pa8oGafDTWtTfwCiE2JpJLkL\nESR8o+Rz52qS110YBpwvTfJ+4fs5H9Sds67lS9O8CAGS3IUIEgtNgXtfmuT9amNBMpF2Cx/orlmj\n5jNzErHazDTIoDoRxCS5CxEEXE43LQ19JKZEE584cyT84MgkpxqlSd6fbFYz20pS6R4Yp+aMFeks\nVjM5BUkM9I4x0DcWoAiFWJgkdyGCQFtzP06Hm7zCuUfJGwYySt7PdnhbSd461jrrWq73fWqqk6Z5\nEZwkuQsRBBoXWHJ2qklekrtfbSpKxm4z8+aR1llN877k3lzXF4jQhFiUJHchgkBjbS9Wq5nM3JlT\n4Kaa5LPjSZ5jxTqxeiJsFrYUp9LWPUJz18iMa75d4loaPbvECRFsJLkLEWBDA+P0dY+SlZ84axe4\nQ1XeUfIykC4gzldpAHwwx6j53MJkJidcdLYN+TssIRYlyV2IAPP1287d394NwHllaX6NSXhsLkrB\nbjVzUHfNupZbmARIv7sITpLchQiwJm+/7Znz28cmnJxs6CU3PZa0RFlLPhCiIqyctz6d1u4RWrtn\nNs1n5SVhMkm/uwhOktyFCCC326CloY/Y+AgSkmYm8GO1PThdhtTaA+yiLVnA7Kb5iEgrGdnxdLYN\nMjHuCERoQsxLkrsQAdTdMcTEuJOcgqRZ+7N/WOlpCt5emhqI0ITXrvJ1WC0mPpirab4gGcOA5npZ\nilYEF0nuQgRQc72nSTenIGnGeYfTzdGaHlITIslNjw1EaMIrJsrG+rwkGjuH6R6YuWhNjrffvble\n+t1FcJHkLkQA+frbz0zupxr7GJ90sb00bVaNXvifr/XkSPXMJWfTM+OwR1hpqu2dNRdeiECS5C5E\ngDgcLtpbBkjNiCUq2j7j2iFvk/x5ZdIkHwy2lXrGPRyqmtk0bzabySlIZGhwQpaiFUFFkrsQAdLW\nNIDbZcyqtbsNg0NV3cRG2SiZY1934X9JcREUrItDN/YzesbgOVmtTgQjSe5CBIivn/bM5F7bOsjA\nyCTbSlKxmOVXNFhsK03F5TY4Vjuzf933/sl8dxFM5C+HEAHSXNeHxWIi84za+ekmeZkCF0y2z9M0\nH58YRUJSFC2N/bIUrQgaktyFCIDRkUl6ukbIzE3Eaju95KxhGHxY2YXdZqb8jBq9CKyctBhSEyK9\n6w/MTOK5hck4Jl10tA4GKDohZpLkLkQAzDcFrrVnlI6+MTYXpmC3WeZ6VASIyWRiW0kqYxMudNPM\nee1TU+Kk310ECUnuQgTAfMn9SLVnLfltsnBNUPJNiTvsXfPfJzsv0bMUbYMkdxEcJLkL4WeGYdBc\n30tklI3UjJkL1Byp7sYEbClOCUxwYkGluYlER1g5VN01Y167PcJKemY8na2DTE44AxihEB6S3IXw\ns/6eUUaGJskpSJyxQM3wmIPqlgGKsxOIO2PeuwgOVouZLcUp9A5O0NQ5PONadkEihgGtTbIUrQg8\nSe5C+FnTVJP8zF3gjtX2YBiwtURq7cHM12VyqGpm03xOvqeLpUXWmRdBwOqPb6KUigQOABGAHXhW\na/2gUioZ+AWQD9QDt2ut+73PPAh8FnABX9Fav+KPWIVYbc3zLDnr62/fWiz97cFsc1EKFrOJQ1Vd\n3HpJ4dT5jOx4LFYzLdLvLoKAX2ruWutx4Eqt9TZgC3ClUuoS4AFgn9a6DNjvfY1Sqhy4AygHrgce\nVUpJK4MIeS6Xm9amfhKSoohLiDx93u3meG0vyfERZKfFBDBCsZioCCsqL5HGjmH6hiamzlutFtZl\nx9PTNcLoyGQAIxTCj83yWutR76EdsAB9wC3AXu/5vcBt3uNbgce11g6tdT1QDezyV6xCrJbO1kEc\nk66pqVM+1c0DjE442VqcKhvFhIAt3taVY7UzN5Lxtca0NkrTvAgsvyV3pZRZKXUY6AB+p7U+AWRo\nrTu8t3QAGd7jLKB52uPNQLa/YhVitbQ0eP7o+/pnfY7UeJKE9LeHhq3e2QzHamYm9+x83xaw0jQv\nAssvfe4AWms3sE0plQC8rJS68ozrhlJqoT0TF91PMS0t7hyjDG7hXL5wLhucLl9n2xCYYMt5OTN2\ngjtR34vdZuGSHXlEhODiNWvl/Zv+OjM1hoqGPhKTYrBZPfWklJRYfh15lPbmgZD6mYRSrGcrnMu2\nEL8ldx+t9YBS6tfADqBDKbVOa92ulMoEOr23tQC50x7L8Z5bUFfX0IrHGyzS0uLCtnzhXDY4XT6n\n00VzfS8paTEMj0wwPOLpr+3sG6WpY5htJakM9o8u8tWCz1p5/860sSCJ3x5s5q1DTZRPm/mQmZtA\nfVUPNVWdxCdG+TPUZQnn9y+cywYLf3DxS7O8UipVKZXoPY4CrgEOAc8B93pvuxd4xnv8HHCnUsqu\nlCoESoH3/BGrEKulo2UQl8sgO2/uJvkt0iQfUnwLDR09o2l+akpcg/S7i8DxV597JvCqt8/9XeB5\nrfV+4BHgGqVUJbDH+xqtdQXwBFABvAh8SWu9aLO8EMGsxTvIKis/ccb5ozIFLiSp3CTsNvOs5J49\nldyl310Ejl+a5bXWx4Dz5jjfC1w9zzMPAw+vcmhC+I1vBHVW7uktXscmnJxq7CcvPZakuIhAhSaW\nwWY1U56fzOHqbjr7RklPigYgKTWa6Bg7LQ39GIYhsx9EQMjccSH8wOnwbAeamhFLRKRt6nxFfS8u\nt8GWEqm1hyJfV8r02rvJZCI7P5HRkUn6ukNvDIUID5LchfCD9pZB3C6D7LyZTfIyBS60bSmau999\nakqcNM2LAJHkLoQftM7R324YBsdre4iNslG4Lj5QoYlzkBwfSU5aLKca+5mYdE2d9y1m0yLz3UWA\nSHIXwg9aGvsxmSAz53Ryb+kaoX94kk2FyZjN0i8bqraWpOB0uTk5rZYelxBJfGIkrU39uN3uAEYn\n1ipJ7kKsMsekk87WQVIz4oiIPD2G9Vidpyl3U1HyfI+KELDZ1zQ/x1K0kxMuutqH53pMiFUlyV2I\nVdZY14fbbZB9xhS447W9AGwslP72UFacHU9MpJWjNd0YxukZuzIlTgSSJHchVllDjWcee9a0wXTj\nk04qm/rJz4gjIcY+36MiBFjMZjYVpdA7OEFL18jUed/7LZvIiECQ5C7EKquv7vH2t5+e336qoR+X\n25Am+TCxqdDzPh6v6506Fx1jJyk1mrbmAVwu6XcX/iXJXYhV5Jh00trUT9q6OOwRs/vbff21IrSd\nTu4z+92z8hJxOtx0tYXv+uYiOElyF2IVtTUPzupvNwyDYzU9REVYKc6WKXDhICE2gtz0WCqbBphw\nnJ4S51vXoEWa5oWfSXIXYhVNzW+f1t/e2TdG98A45QVJWMzyKxguNhUm43S50dMSeWau9LuLwJC/\nLEKsopbGPsxm04z+9mO10iQfjuZqmvf1u7e3SL+78C9J7kKskskJJ11tQ2TlJmKzn+5v9w268iUD\nER5KchKx28ycmDaoDiA7Lwmnw02n9LsLP5LkLsQqaWsewDAgf9q68Q6ni1MNfWSnxpAcHxnA6MRK\ns1nNrM9Loq1nlO6BsanzU1PiZL678CNJ7kKsEl8/a8G0fdormwaYdLplClyYmmtKXFaep0tGBtUJ\nf5LkLsQqaW3sx2w2kevdRARO97dvkv72sOQbR3Gi9nRyj4q2k5wWQ0fLIC6n9LsL/5DkLsQqmBh3\n0tU+RHrWGfPba3uw28yUTRtgJ8JHelIUqQmRVDT04Zq2YUx2XiJOp5uOtsEARifWEknuQqyCdm9/\n+/QpcN0DY7T1jLI+Lwmb1RLA6MRqMZlMbCpKYWzCSW3r6UQuS9EKf5PkLsQqaGn0DJ7KzjvdJO/r\nh5UpcOFtqt+9dnq/u3cxmwZJ7sI/JLkLsQpaG/sxW0xkTFuBztcPK1PgwtuG/CQsZtOMQXWRUTZS\n0mLoaB3E6XQt8LQQK0OSuxArbGLcQXfHMBmZ8dhsnuZ3t9vgZEMfqQmRpCdFBThCsZqiIqwUZ8VT\n3zbI0Ojk1Pms/ERcTjedrTLfXaw+Se5CrLC2Jm9/+7T15OvbhxidcFJekITJZApgdMIfNhalYAAV\n9afntss688KfJLkLscJ8f7yzpw2mq6j3NNGWF0iT/Fow11K0ss688CdJ7kKssNaGfixn9LdX1Pdi\nwtMfK8Jf/ro4YqNsnKjrxTAMwNPvnpoeS0fLgPS7i1UnyV2IFTQ+5qC7c5iMrHis3ulu4xNOqlsG\nyMuIIy7aHuAIhT+YTSY2FibTPzxJS9fI1PmsvERcLoOOFpnvLlaXJHchVlBbk3eL12k19BN1PThd\nBuUFUmtfSzZ6u2B8XTJwehyGNM2L1SbJXYgVNFd/++HKLgDKZQrcmuL7MFcxbcOYrFxZZ174hyR3\nIVZQa0M/FquZjKzT/e2HK7uwWsyUZsuSs2tJcnwkmSnR6MZ+nN693CMibaRmxHrmuzuk312sHknu\nQqyQ8TEHPV0jrMuOx2L1/GoNjExS3zZIWW4CdpssObvWlOcnM+FwUdMyMHUuOy8Rt8ugo1X63cXq\nkeQuxArx9aNOX0/+pEyBW9PKC71N89Pmu8tStMIfrIvfcu6UUrnAT4F0wAD+Q2v9r0qpZOAXQD5Q\nD9yute73PvMg8FnABXxFa/2KP2IVYrl8f6xnzm/3/FHfKMl9TVK5SZhNJirqe/noZUUAZOYmYDLJ\noDqxuvxVc3cAf6K13ghcAPwvpdQG4AFgn9a6DNjvfY1Sqhy4AygHrgceVUpJK4MIaq1N/VitZtIz\nPf3thmFwor6XuGg7uRmxAY5OBEJ0pJWirHhq2wYZHXcCM/vdHdLvLlaJXxKm1rpda33YezwMnASy\ngVuAvd7b9gK3eY9vBR7XWju01vVANbDLH7EKsRxjo5P0do2wLidhqr+9vXeUvqEJtpamYpYlZ9es\n8oIkDAN048ymebdb5ruL1eP32rBSqgDYDrwLZGitO7yXOoAM73EW0DztsWY8HwaECEpz9bf7muS3\nlaUFJCYRHHzjLU5Mm+/u2wpYmubFavFLn7uPUioWeBL4I631kFJq6prW2lBKGQs8vtA1ANLS4s49\nyCAWzuUL9bK9/3o9ABu3ZE2Vpdo7GnpbWTppydGBCs0vQv39W8y5lC8pOYaoXx1BNw1MfZ242Ehe\nfPIYna2DQfGzC4YYVks4l20hfkvuSikbnsT+M631M97THUqpdVrrdqVUJtDpPd8C5E57PMd7bkFd\nXeG7lWJaWlzYli8cylZT2YnVZsYWZaGrawiX283R6i7SE6PISI4O+fItJBzev4WsRPlKcxI5WtOD\nrukiOT7S83XXxdHS2E9rSz82e+CmSYbz+xfOZYOFP7j4pVleKWUCfghUaK3/37RLzwH3eo/vBZ6Z\ndv5OpZRdKVUIlALv+SNWIc7W6Mgkfd2jZOYkYLF4fqXq2oYYm3DJqnQCOD1bYnrTvK/fvX3aHHgh\nVoq/+twvBj4NXKmUOuT973rgEeAapVQlsMf7Gq11BfAEUAG8CHxJa71os7wQgTBnf3udd3677AIn\nmLYU7Rzz3aXfXawGvzTLa63fZP4PElfP88zDwMOrFpQQK6RlzsF03i1eZbMYAWSlxpAQa6eivhe3\nYWA2mcjM8cx3l3XmxWqQueNCnKPWhj5sdgtp6zz9X2MTTmpaBynIjCMm0hbg6EQwMJlMlOcnMzTq\nmNoC1h5hJW1dHF1tQzgmnQGOUIQbSe5CnIOR4Qn6e8c889u9/e2VTf243IYsOStm2OhdivZE3bQp\ncfmefve2ZpnvLlaWJHchzkHrHFu8npD15MUcNuR793dvmDmoDqTfXaw8Se5CnIOp5J4/fbOYPuxW\nMyWyxauYJikuguzUGCob+3E4PVvA+vrdJbmLlSbJXYhz0NLgmaOc6l07vm9ogpbuEcpyE7FZ5ddL\nzLShIIlJp3tqC1ib3Up6ZjydbYNMTki/u1g58tdHiGUaHppgoG+MrNwEzGbPr9LJBmmSF/PzzXef\n0TSfn4hhIPPdxYqS5C7EMs01v/1EnWcec7lMgRNzKMtNxGI2Tf07gdPjNWR/d7GSJLkLsUyn+9s9\nidwwDCoaeomPtpGTLlu8itmiIqwUZ8VT3z7IyLgDgHXZCZjNJul3FytKkrsQy9TS0Ic9wkKKN5G3\ndo8wMDzJhoJk2eJVzKu8IBnDgFMNntq7zW4hPTOOrvYh6XcXK0aSuxDLMDw4zmD/OJm5iZjNnkTu\nW1pUmuTFQk5vATttKVpvv3tbs/S7i5UhyV2IZfD1j841v32jDKYTCyjMiiMqwkLFjP3dpd9drCxJ\n7kIsQ8sZ89udLje6sZ91ydFTW3oKMReL2cz6vCQ6+8bo7h8DIEP63cUKk+QuxDK0NvQREWmd6m+v\nbR1kwuGSJnmxJOVTU+K8/e42C+lZ8XR3DDExLv3u4txJchfiLA32jzE0OEFWXiImk6+/XZrkxdL5\nPgTOWGc+z9fvLrV3ce4kuQtxlqb62/Nn9rebTSZUntTcxeI83TcRnGzow20YgKwzL1aWJHchzlJL\no6cpNdubyEfHndS1DlGYFUd0pDWQoYkQ4dsCdnjMQVPHMADrsuMxW0wyqE6sCEnuQpwFwzBobegn\nKtpGUmo0ALrRU/sqz5cmebF05b4tYL1dOlabhYyseLo7hpnwLnAjxHJJchfiLPT3jjEyPEl2/vT+\ndk9NfmOhJHexdL4Pg9OnxE01zTfJfHdxbiS5C3EWWr1N8lnT+tZP1PcSYbNQlBUfqLBECIqPsZOb\nHktl0wCTDhdwer679LuLcyXJXYizcOZgut7Bcdp7R1F5iVgt8uskzs7GgmScLjdV3pXpMrLjsVhM\ntEq/uzhH8tdIiCUyDIOWxn5i4uwkJEUBp/tLZYtXsRy+KXG+pnmr1UJGdgLdncOMj0m/u1g+Se5C\nLFFv9wjjow6y85Jm97fL4jViGUpzE7FaTFMfEuF0v3ub9LuLcyDJXYgl8jWV+v74ug2DivpeEmPt\nZKXGBDI0EaIibBZKcxJp7BhmcHQSmLbOfGPfQo8KsSBJ7kIs0ZnryTd3DjM06qC8IHmqJi/E2fI1\nzfu2gM3IisdiNcugOnFOJLkLsQSGYdDa2E9cQiTxiZ7+dtniVayEqS1gvUvRWqxm1mXH09M5Iv3u\nYtkkuQuxBJ6FRZxzbvEqg+nEucjPiCMm0kpFfS+GLEUrVogkdyGWoPWMJnmH00VlUz/ZaTEkxkYE\nMjQR4sxmExvyk+gZnKCzz7MFrMx3F+dKkrsQS9Dc4Fu8xvNHt6p5AIfTLbvAiRVR7l3d0NcalJ4V\nj9VmprleBtWJ5ZHkLsQiXC43rY39JKZEExsfCUh/u1hZvg+Jvn9XFouZrLxE+npGGR4cD2RoIkRJ\nchdiER0tgzgdbnILZi45azGbULmS3MW5S0uMIi0xkpMNfbjcbgByvP/epPYulkOSuxCLaPI2lfr+\n2A6POWhsH6IkO4EIuyWQoYkwsrEgmbEJJ/VtQwDkemvzTZLcxTL4bfNppdSPgI8AnVrrzd5zycAv\ngHygHrhda93vvfYg8FnABXxFa/2Kv2IVYrrmuj7MZtNUf/vJhj4MTveTCrESyguSee1wKxX1vRRn\nJ5CUGk1MrJ3m+j4Mw5C1FMRZ8WfN/cfA9WecewDYp7UuA/Z7X6OUKgfuAMq9zzyqlJJWBuF3E+MO\nutqHSM+Kxx7h+Szsm48s/e1iJa3PT8IEnPDW1E0mEzkFSYyPOujpHA5scCLk+C1haq3fAM5sX7oF\n2Os93gvc5j2+FXhca+3QWtcD1cAuf8QpxHTN9f0YBlP97YZ3ydnoCCuF62SLV7FyYqNsFGTGUdMy\nwPikE4CcQmmaF8sT6Npwhta6w3vcAWR4j7OA5mn3NQPZ/gxMCIBmX397oSe5d/aP0T0wzob8JMxm\naZen5zoAAB8hSURBVCYVK6u8IBmX26CyyTO/fWpQXZ0kd3F2/NbnvhittaGUMha4ZaFrAKSlxa1g\nRMEnnMsXrGVrbRwgItLKxs1ZmC1mDlZ1A7B7c+ZZxRys5VspUr6VcdG2bH79dgO1HcNcdUEhpEFG\nZjxtzQMkJkZjs63OAM5wfv/CuWwLCXRy71BKrdNatyulMoFO7/kWIHfafTnecwvq6hpahRCDQ1pa\nXNiWL1jLNtA3Rn/vKIVlqfT0jgDw7rE2AHJTo5ccc7CWb6VI+VZOaowdu9XMBxUd3HZRAQDrcuPp\naBvk2KFmcldhEGc4v3/hXDZY+INLoJvlnwPu9R7fCzwz7fydSim7UqoQKAXeC0B8Yg1rPmMKnNPl\npqKhl9SESNK9m8cIsZJsVjNluYm0dI/QPzwBQI53SpzMdxdnw2/JXSn1OPCW51A1KaXuBx4BrlFK\nVQJ7vK/RWlcATwAVwIvAl7TWizbLC7GSmrz9nLne/vba1kHGJlxsLkqRaUli1ZRPrVbn+XCZmZuA\n2WKSfndxVvzWLK+1vmueS1fPc//DwMOrF5EQ83O53DTX9xGfeHqL12O1PQBsLkoJZGgizG0sTIbf\nwYm6Pi7alInNZiEzJ4GWhn5GhyeIlo2KxBIEulleiKDU1jSAY9JFfsnpWvqx2h6sFhPr8xMXeVqI\n5ctJiyEhxs6Juh7c3i1g84s9Hygba3sDGZoIIZLchZhDQ/X/b+/M4+M6qnz/7V27LFmSrc27fbzH\nTkjiEEgChEmAhBCWYR0mDA9I2CZDIIEAMwxkYELgQSA85rGEGcIemHlAIAtLcAA7iePYidcjS5Zk\na7Gs1dq7W+p+f9RtuaPYsWzL6ttX9f18+tPLvSWfn7vrnlunTp0yo/RFy8xF9dhglEMdgyyvmUNO\nONN5qBYv4/P5WLdkLv3DcZqPmGSwhc7vsMn5XVosp8I6d4tlEslkkqb6LkLhAJW1ZpS+26lKZ0Py\nlplgvTNS39VgnPmc0jyKS3JpaeplfCyRSdMsWYJ17hbLJPp6RujvG6V2cQmBgOkix+fbbT15y7ln\n9aJS/D4fzx48PlJfuHQu8dg4bU6BG4vlhbDO3WKZRCokn5rnTCSS7GnsoaQwQlVZfiZNs8wS8nKC\nLK8pprGtn4HhGHA8NN9sQ/OWKWAnDy2WSTQ7odAFjnNvbO9naHSMC6RiVi6BS0SjjA/0kxgZJTE6\nSmJ0xDyPmOeRQIKhY0Mkx8dJjo+Z57ExGB8nOZ4Avw+fz2+e/X5IvQ4E8Icj+MJh/JEIvkgEv/Pa\nn5OLPz+fQEEBgfwC/JHZlyG+bulc9HAfuxt7uGTNfCpriwmFAzQ3dHPplctm5W/RMnWsc7dY0oiO\nxmk/3EdFVSF5+WHAmyH5ZDLJ+OAAY909jPV2E+/uYayvl/H+fsYH+hkbGGB8oJ/xgQGSsVimzcUX\nChlnn19AoLCQYEkJweI55nlOCcE5zuuiYnxBb1zW1i+Zy8//1MCuhm4uWTOfQMBP7eISDmoXfT3D\nlMy1USTLyfFGL7BYponDjb0kk7Bo6fHEuV0Hewj4faxamF3OPRGNEu88SqzjCPGODmJHOxjr7ibe\n081YTw/JePykbX3BIIGiIsKVVQQKC80IOi/PjKhzcswj17wumVdK/1AcAgF8wSC+QABfwDwT8EMy\nCYkkyUQCkgmSiaR5HhsjGYuRiEZJxGIko1ESsSjJaJTxkRESQ4OMDw4xPjTI+NAQicFBxnq6ibW2\nnNRufD6Cc+cSKisnVF5OuLzCvK4wz4GCgnPwP31uqC7Pp6Qwwq6D3SQSSfx+HwuXzuWgdtFU322d\nu+UFsc7dYkljYr49bQlcU3s/K2rnkJfjvu6STCYZ7+8n1tZKtOUwsfZ2Ykc7iHd0MNZ74jXRgcIi\nwlXVhErnEiwtJVhaal6XlBAoKiZYVIgvkjPlsO+c8kLiM1i/OxGPMd53jLG+Xsb6+hjr7Z14He/p\nJt7Vycj+fYzs3/e8tv6CAiKVVYQrqwhXVhKuqiZcWUmwpNR1YW6fz8f6pXPZvLONxvZ+llYXO3UX\noKmui40XL8i0iRYX476rlcWSIRKJJM0N3eQXhplbYUZ4O+u7SAIbl5dl1jhgfGTEceItxFpbiLa1\nEmtpYXzw+Y41WFpK7spVhOfNI1Qxj/C8+YTnzSNYVoY/FM6A9dOHPxTGX25G5icjEYsR7+oi3nWU\neGeneRztINZxhJH6A4wcqHvO+b5IDuHKSiI1NURqF5hHTS2BvLxzLecFWbfEOPdnG7pZWl1Mbl6Y\n+TXFtB8+ZqvVWV4Q69wtFoeOtn6io2MsXVk5MYrb6WzxumGGnfv40BDRQ82MNjUx2txEtLmJeOfR\n557k8xEqKydn+XIi1dVEqmoIV1URqpiHP5zdDvxs8YfDRKqqiFRVPe9YIh4z0xTt7eYGqb2dWHsb\nsZbDRJsan3NuqLyc7mVLoKLKOPwFC2Z0lL9qYQkBv49nGrq4/rIlACxeUUb74WM0Huhmzcbn67NY\nwDp3i2WC5nrjyFNL4KKxcfY291Jdlk9FybkbwU3Fkfvz8slbtZpITS3h6hoi1dWEq6pnZRb52eIP\nhYnU1BKpqSV9w8zk+DixjiNEDx8ieujQxHP31iee0z5QVETO4iXHHwsXnbO5/NxIkFULS9jd2EPX\nsRHKinNZvLyMLX9ooLGu0zp3y0mxzt1icWis6yIY8k9s8bqnqYf4WGJaR+3JRIJYaysjB+sZbahn\npKGBeMeR55zjz88nb/UaIgsXkeM8gmVlrpsT9hq+QIBIVTWRqmq4+BLA5DQUB+K07dxrHP6hZkab\nGhl6ZidDz+ycaBuqmEfO4sUTDj9Su2Daoifnryhnd2MPO+q6eOWFtRTNyaVsXgGtzX1ER8eIuDAX\nxJJ57K/CYgF6u4fo6xlh8YoygqEAADsOdAJnF5IfHxigp0np2rGbkYZ6RhsbSUZHJ477c3LMiHzR\nYuPIFy0iONc6crfg8/mIzJ1LwfoNFKzfMPH5WF8fo02NjDYeNI+mRgaeeJyBJx43JwQCRGoXkLts\n+cQjOOfMNhzauLyM+x5Wttd18soLawETmu/qGKS5oZsVa+adtU6L97DO3WLBjNoBFjuOPJFI8kx9\nN8X5YRZXFk3pbySTSeJHOxipU0bq6hhpqCd+tOM554Qrq8hZupScJUvJXbqMcGWVKexiySqCc+ZQ\nsGEjBRs2AiYiE+886jj7RkYPNjB6qJloUyN9v38EMPP3ORPOfgXhysopfffFBRGWVhdzoKWP/uEY\nRXlhFq8oY9ufm2is67LO3XJCrHO3WICD2onPd3wJXH3rMQZH4lx2XhX+k4yik4kEsbZWRuqU4bo6\nRg4o48eOTRz35+aSt2Ytc9etJjG/lpwlSwjk2bXJXsTn9zsrEuZTtOnFgMnYH21qZNTJzh9pqGdg\n6xYGtm4BwJ+XR+7SZeQuX2GiNwsXndTZn7+inPrWY+w80MVl51VRWpZPcUkuhw52MxYfn4g2WSwp\nrHO3zHp6u4boPDLIwqWl5OSGAHhKTULb5CVw8d5ehvfsYmj3Lob37SUxNDRxLFA8h8ILLyJ3hZC7\nQiZG5eXlhXTO4Dpwizvwh8PkrRDyVgjg3Ay2tzNSf8A4/Po6hnY9y9CuZ835eXnkrVxF3qo15K1e\nTahi3sT0zPlSzs8erefpuk4uO68Kn8/H4hVl7HziMC1NvSxywVJNi7uwzt0y66nba0Lny53wZiKR\nZNv+o+TnBFm9qITo4UMMbHuSwZ07iLW1TrQLlpZScN4G48yXC6GK2Vl73jI1fH6/WbJYXQ2XXwGY\nufvhuv0M79vL8N49DD69ncGntwMQKiun4PwLKLjgRZQvXkJNeQF7m3oYiY6RGwlOOPeG/Z3WuVue\nh3XulllNMpnkwJ6jhMKBiQvkgZY+4n3HuC6vg5bP/Jb4EZPN7guFyFu7jvw1a8lbs87MmVpnbjkL\ngnPmUHTRJoou2mRyNjo7Gd63h+G9exjes5veRx6i95GHCJaUcHXtGu4frWBnfReXrJnPvKoiikty\nadBOXvLKZURyQpmWY3ER1rlbZjWHDvYwcGyUlevnEwoFiHd30/Vf3+P9zXsJkmAsHKbgghdReOHF\n5K9bb9eVW84ZPp+PcEUF4YoK5lz+MhLxOMP79jC4fTuDO7ZT9uxfuBHo+MFOou9/F5HaWlZtqOTx\nRw+iuzpYf2FNpiVYXIR17pZZze6nTZh97fnVjByoo/Xrd1M+PERvpJjl119D8aUvIZCbm2ErLbMR\nfyg0sQQv8fa/Y/Cpbey5/1fM7zxI8+c/S+V7bmTlunU8+Vgje3e2se5F1TaSZJnArsGxzFr6eoY5\n1NDDvOoiclr30/LlLzI+MsLD5RdTd+1NlF75SuvYLa7AHw5T9OJLGXzbB/jF/CtIJH20f/MeRrf8\niSVSTm/3MK3NvZk20+IirHO3zFq2/7UZgGWRbtr/4/9AIMiOC69nR7Fw6Xpb1tPiPi5ePZ+GwoX8\nbu3rCBQV0fmTH7Hw2F4Atm85lGHrLG7COnfLrKS3a4gDezsoDseJPPJDAkVFlH74o/yhr4Ca8nwW\nVxae+o9YLDNMUX6YtUtK2TGYQ+h9txCurILNDzAvNEjboT7aD/dl2kSLS7DO3TIreeqvTSSTsLD5\nz0Qqq1hw+6fZ1hdmPJHkpc46YovFjVx2nokqbW4cofa228lZuoyaxscAeOovTRm0zOImrHO3zDq6\nOwep33eUwtFuquf6qL3tdgIlc9m8s5VgwMcla+Zn2kSL5aSct2wuc4sibNl9hGgwh5pbbqV6ZTUl\nw220NPfR3mJH7xbr3C2zkCce2AH4WJ5ooubmWwgUFLDjQBcdvSNcsmY+Bbl2vbDFvQT8fq7YWE00\nPs5fd7XjD4epfN9NSNgUY9r6q6czbKHFDVjnbplV9HX00XxkjIJYLxtufAvBoiKSySQPP2mSka66\naEGGLbRYTs1l51URCvp5eNsh4mMJ/KEwaz9wA6WxDjr6/Rze3ZxpEy0Zxjp3y6xixwPbwOdj9eIc\ns283sOtgD/Wtx9iwrIyqMruxi8X9FOaFednGanr6ozz2TBsAoZISLrjYFLLZ+YfdmTTP4gKsc7fM\nKlqPRvEnxlh73UsAGE8kuP/Renw+eP1lSzJsncUydV69aSHhkJ8HtjQxPBoHYMmVm8gZH+LIUIix\n+FiGLbRkElc7dxG5WkT2i8gBEbkt0/ZYspuBjh4GfAWU+geJFJmlbo9sO0xr1xCXrqukpqIgwxZa\nLFOnKD/MazYt5NhQjJ892gCAPxCgqmiMMX+Ylh11GbbQkklc69xFJADcA1wNrAbeKiKrMmuVJZtp\n230QgHnlpj58fcsx/uexgxTlh3njFUszaZrFcka8atNCasrzeeyZNrbtN9sUz68pBeBofXsmTbNk\nGNc6d+AioF5Vm1Q1DvwEuC7DNlmymL4jxwAorShiT1MPd//8GRIJeM81qynKC2fYOovl9AkG/Lz3\n2jXkhAN8+9d72br7CIsuWkHB+ADFFUWZNs+SQdy8cUw1cDjtfQtw8clOvuuhnxONxk/9V5On8fFJ\nzj2bU5OnZcBxwpEgsejY6Zh0wr958vbPP3LW/ydTPDccDhKLPX9+8MTNz+z/D6DsaD8ka3iwq4G6\nP9bhL/bxkrXz6Azt408tU7P1TCjsy2FgcPTc/QMZxurLPJe/IsZjz7Rx75ONlBXnMP/SPP4U7mDz\nlt+csm0kEiQa9eb8vJe1AXzyurec9Jibnftp+bGPXf1GW1LM8sL8baYNsFjOHR+8MtMWWNyEm8Py\nrUBt2vtazOjdYrFYLBbLC+DmkftTwHIRWQS0AW8G3ppRiywWi8ViyQJcO3JX1THgg8DDwF7gp6q6\nL7NWWSwWi8XifnzJqWY9WSwWi8ViyQpcO3K3WCwWi8VyZljnbrFYLBaLx7DO3WKxWCwWj5F1zl1E\nss7m08Hqy268rs9icSte73unq8/NS+EmEJEC4F3Ab4F2YFhEfKrqiWxAqy+7mQX6wqoay7Qd5wov\n6/OyNpgVfe+M9bk+W15EXg58E9gNdAExVf1QZq2aPqy+7GYW6LsZuAH4JbBNVR/w2MXTs/q8rA1m\nRd87K33ZEMaoAn6sqm8APg1cKiLvBs+EYay+7Maz+kTkFZjCUe8CFPhXEblYVZPZrg28rc/L2tLw\nbN9zOCt9rvsPEJEFInJ+2kcrgSEAVT0K3AZ8znmfmHkLzw6rz+pzMyISSntbBvxWVXeo6o+A7wP/\nAdmpDbytz8vaYFb0vWnV5yrnLiJ3AH8F7hSRu0RkDvAgcFPqHFX9HfCUiHw6Q2aeMVaf1edWRCQk\nIv8buMsZ9QGMAVekzlHVu4GQiLzLaZM1mzV5WZ+XtaXwct+Dc6PPNc5dRMqAFcAyzP5dY8C/qOpf\ngX0i8vm00+8F5k26U3U1Vp/V51acEN83MKO9p4FPiMj7VPUXQIWIvD3t9E8BbwTIlrlbL+vzsrYU\nXu57cO70uca5A3FgE1Cuqr3AzwBE5O+A9wJvF5HLnHMFaFXVKWzg7hqsPqvPrRQD64H3qer3gS8D\nG0TkcuADwOdFJOKc24a54ASyaF7Ty/q8rC2Fl/senCN9GfuCU2Eh54fmU9VjGFGpO81dwFbgEqAD\n+FfgbSLymHPOtpm3eupYfVbfzFt9aiaHY0XE71xQmjHJV2DCg08Bb1HVPwGPAF8TkTdh5v0KVHXc\njfOaXtbnZW3peLXvpZgpfTPu3EXkRhHZABQCOD+0VIjoz8AKEVnn7Ap3EJMxWKCq9wL/BNypqutV\n9fczbftUsPqsPjfrI63PO84h4YzifglcICIVqtoPPAuMichi4FbgAUz29R5VvTEThk8RL+vzsjbP\n972Z1jdj69xFZA3wQ6DFeeSo6g3OsfuAr2HCRn8PLFXVVMr/n4H3qOr+GTH0DLH6rL5M2D1VRORt\nwC2Yi8hWVf2p8/m1wAFgGPgw0KmqdzrHtgL/pKqPO+9Dbg13elmfl7XBrOh7GdE3kyP3CswP8xrg\no0CZiNzlHLtVVbepaivwXWC5iHxLRJ7AVOVpn0E7zxSrz+pzJSKyCuMcPgL8AXi/4zAA5gA+zMXl\nAeC1InK9iCzDOI2x1N9xsXPwrD4va0vDs33PISP6ztnIXUwq/wpgh6rGReRGYLWqftg5vhjYAaxR\n1dZUmMk5Vg5sACqdJBHXYfVZfbhbX7q9VwCvT9P2KuA7qlp9gnavBa4HXgx8VVW/OXNWTx0v6/Oy\nNpgVfc8V+s6JcxeR9wJ3YCb+u4BPOoeewgjqds77ClCqqn/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fNcYctta2iz7uAw5Za9sZY34DLLLWPh197E/Aq9ba55v5EZryNUF5uTaIbX0H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\ndu3cRsgXIE8TxUiiiPhYPO9Nt1NInFJ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"text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 90, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", " total.plot()\n", " plt.title(model)\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 76, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FzpMXQiyOJHchVkioSb68KmvS8baeEeqa+6kpc5I9w6I2a4XNauHqc0oZ8/h4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\nxibcHsuxs3B2Na7joMF8d6+8nGkLFzJt4cKD5/j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JkrsQK6C9dRCLxaCgJHIt/YXdbRjAxdvXVpf8ZOdtLiIn08GvXmliaHR+e77b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\nx8POwbf6/KwtD98+ey4F0XfYWu5iQvmPBJapalJEPg4sVNV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Q3izlaIWIFQnuQiywFiO4z2UL3AvvhEbAV59duahtWiipDivXfKSSUY+f37zV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\ngbXeLRYvYJ27paDocJ17IBIk2tnKlF1rCdfUUHH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t+8377wBuM+//nNb6qVi1VYiFOJNvnzm4v3SgHYALzorvee1L4d1bSnnylUb2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\n741V9G/cwOCWzez5w0OEamopnzOX8rmnUTJ9Bk5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RWJKDzf7W/eQHxly09k7StK2A4vzMBEQYGxaziaveVovXF+Cxl9e+7t0wDOoa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\nOnHFIL5rJ+tfeIYtz72wfw568fCT6HnmFErHTSB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TukdWzQuxiiS4C7GCOtuGMAwoKE6f+55+J41tQ9RXZZOflRzB1q0si9nEdRdU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\nrM/P2qAi7r2i6BvLmvskzA/zTOArwEQRuc47doWqLlHVduB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Jw+Fk+/atALz22isHy/p8A6SkpALw6qsvHZxNAnD++St46aUX2LZty8GWgUMtXryEv/zl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\nsiDo8OZFmD6/o4U5txMJurj3iUibqvaKyGLgoL9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"text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "model = 'haydavies'\n", "\n", "total = pvlib.irradiance.total_irrad(ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='soil')\n", "total.plot()\n", "plt.title('dual axis tracker')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 77, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xDKrLcrnhvBoWzCwY1+uMp36GYfD4g+/RfKSHaz6+Gnf58Pttp4pU/f3FQzrX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\ngUy7aQmaKBhbx20h1tG4OOfuaChGrXMft2PcM+0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"text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "times = pd.date_range(start=datetime.datetime(2014,3,21), end=datetime.datetime(2014,3,22), freq='1Min')\n", "\n", "pyephem_ephem = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", "#print(pyephem_ephem.head())\n", "pyephem_ephem.plot()\n", "plt.legend(ncol=3)\n", "plt.title('ephemeris data')\n", "\n", "ephem_data = pyephem_ephem\n", "\n", "# for horizontal single axis trackers\n", "axis_az = 0 # radians\n", "\n", "plt.figure()\n", "rotation = np.arctan(np.tan(np.deg2rad(ephem_data['apparent_zenith'])*np.sin(np.deg2rad(ephem_data['apparent_azimuth'] - axis_az))))\n", "surf_tilt = np.abs(rotation)\n", "surf_az = axis_az + np.arcsin(np.sin(rotation)/np.sin(surf_tilt))\n", "surf_tilt = np.rad2deg(surf_tilt)\n", "surf_az = np.rad2deg(surf_az)\n", "rotation = np.rad2deg(rotation)\n", "#surf_tilt[surf_tilt < 0] = rotation + 180\n", "#surf_az[ephem_data['apparent_azimuth'] < 180] = 90\n", "#surf_az[ephem_data['apparent_azimuth'] > 180] = 270\n", "surf_tilt.plot(label='surface tilt')\n", "surf_az.plot(label='surface azimuth')\n", "rotation.plot(label='rotation')\n", "plt.legend(ncol=3)\n", "plt.title('panel angles')\n", "\n", "plt.figure()\n", "aoi = pvlib.irradiance.aoi(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "aoi[ephem_data['apparent_zenith'] > 90] = np.nan\n", "aoi.plot()#label='surf_tilt=sun_zen\\nsurf_az=90,270')\n", "plt.legend()\n", "plt.title('angle of incidence')\n", "\n", "plt.figure()\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot()#label='surf_tilt=sun_zen\\nsurf_az=90,270')\n", "plt.legend()\n", "plt.title('aoi projection')\n", "\n", "model = 'haydavies'\n", "\n", "irrad_data = pvlib.clearsky.ineichen(times, tus, solarposition_method='pyephem')\n", "\n", "total = pvlib.irradiance.total_irrad(surf_tilt, surf_az, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='soil')\n", "\n", "total.plot()\n", "plt.title('single axis tracker no shading')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 91, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kngU8HrzvbgT+qmnaaqXUFuBZpdTXCXaFA9A0bbdS6llgN+AFbtI0Te6WCyGE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\ngv/m8xjNTMc4GY/LhpR0YrKySFieS3pJHi4111xRFEW5DwaDgbTcTNJ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UanS89PluNDX1XD2lD2e3GVK2Pdh3YBYWG8WE556gYvKl+JgaCPruUzY88Rzl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\ndNbiIVlN84dzKjt8rdcp987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EonItOn3zTnUtUXDoOL5mA/UOcKYTA12Bq+g5VEJ55WyU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gfi35uboCXCarKBnD7Mll1O/poK3zaNDhSAZQcRcZIc/6XfKXLpkQcCQSBhfM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\naCU7K8a8aRVBhyISuEX+vBO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PbHT3OndvBx4GrunVZhrwHIC7O1BlZmUAZlYJXA3cB+iTISlvZrxrdrW65tNC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\nqoBdwHXA9b3arAeuAF42s5GAAZvc/U5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9Q3E6+mJ0DcQO6/MuDXpYt6yiEMAXSkuE0+lg08oqNq2sYsf+QX76yE6e3d7N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\n", "text": [ "" ] } ], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = ephem_data['apparent_zenith']\n", "surf_az = ephem_data['apparent_azimuth'].copy()\n", "surf_az[ephem_data['apparent_azimuth'] < 180] = 90\n", "surf_az[ephem_data['apparent_azimuth'] > 180] = 270\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot(label='surf_tilt=sun_zen\\nsurf_az=90,270')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 82, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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q7+D0GSXkZDpniuZIzJlciI+jP8Qltim5S9T19vWzo6qFCSVZ5DlobvtIJLuT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\ngX8A24DHrbWVxpibjDE3BQ6bDWw2xmw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"text": [ "" ] } ], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = ephem_data['apparent_zenith']\n", "surf_az = ephem_data['apparent_azimuth'].copy()\n", "surf_az[ephem_data['apparent_azimuth'] < 180] = 90\n", "surf_az[ephem_data['apparent_azimuth'] > 180] = 270\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "proj[ephem_data['apparent_zenith'] > 90] = np.nan\n", "proj.plot(label='surf_tilt=sun_zen\\nsurf_az=90,270')\n", "plt.legend()\n", "\n", "model = 'haydavies'\n", "\n", "irrad_data = pvlib.clearsky.ineichen(times, tus, solarposition_method='pyephem')\n", "\n", "total = pvlib.irradiance.total_irrad(surf_tilt, surf_az, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='soil')\n", "total.plot()\n", "plt.title('single axis tracker no shading')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 85, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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q7+D0GSXkZDpniuZIzJlciI+jP8Qltim5S9T19vWzo6qFCSVZ5DlobvtIJLuT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\nXDcFuE7SZeH754BXJRU6IKJC31q8/N9qfDZ2LXA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ooccmfI1QkOQuxBHefrmS7s5BTjipaM5MiyrCT2ZOEmvXl/Duqwd4/fl9nHvZ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\njyT3wz3m7Q4bCUkOSe5RRsaOi4hhGAb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67F+AS6PPTwY+ISJtEbkL+Bnw8F6UVUmGOJjO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\ngojcnmzJlCNleW4JwgH833gs7kGKTjvoMFefY3pVwGdXxXu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"text": [ "" ] } ], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [ "def irrad_to_power(irrad, scale_factor, peak_power):\n", " power = irrad * scale_factor\n", " power[power > peak_power] = peak_power\n", " return power" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 440 }, { "cell_type": "code", "collapsed": false, "input": [ "nrg_peak_power = 25\n", "nrg_scale_factor = .05\n", "\n", "nrg_power = irrad_to_power(total['total'], nrg_scale_factor, nrg_peak_power)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 441 }, { "cell_type": "code", "collapsed": false, "input": [ "nrg_power.head()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 428, "text": [ "2014-06-24 00:00:00-07:00 0\n", "2014-06-24 00:01:00-07:00 0\n", "2014-06-24 00:02:00-07:00 0\n", "2014-06-24 00:03:00-07:00 0\n", "2014-06-24 00:04:00-07:00 0\n", "Freq: T, Name: total, dtype: float64" ] } ], "prompt_number": 428 }, { "cell_type": "code", "collapsed": false, "input": [ "import DbController" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 425 }, { "cell_type": "code", "collapsed": false, "input": [ "dbc_util = DbController.DbController(database='utility_data')\n", "dbc_irrad = DbController.DbController(database='irradsensors')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 445 }, { "cell_type": "code", "collapsed": false, "input": [ "nrg_data = dbc_util.get_data_util(1101, datetime.datetime(2014,6,24, tzinfo=aztz), datetime.datetime(2014,6,25, tzinfo=aztz))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 430 }, { "cell_type": "code", "collapsed": false, "input": [ "nrg_peak_power = 27\n", "nrg_scale_factor = .027\n", "\n", "nrg_power = irrad_to_power(total['total'], nrg_scale_factor, nrg_peak_power)\n", "\n", "nrg_power.plot(label='modeled')\n", "\n", "nrg_data.plot(label='measured')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 442, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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UWF0vv/7B1g8qzUL+Ys8XWrzbzX4oTpAorxnOZpRXNUkuBcZr0rmz\n7e/G8ePdFDzVRNp+tcf17srYpdsX3e72oSAAAIBgERAzyktKSrRnzx5t375dhw4dUmZmpiIiIpSY\nmKjWrVurR48eio72zbJdAAAACC5rDqzRgJmu1zUPM4fp7eFvq2ujrlVqw2qVpk+3zRAqdJNDOOcc\nW4K8XbsqNYU6xpOl1xMieZoC8IXpl0/X+1ved1nm9u6311I0tSs5Otnh+Zwi3yfKw8xhVV7evCJX\nS+EXW4pdJtLf2viWw/Nv//S2rmp/ldexkCivGc72KK+OyNBIn9dZE6KibMuwX3SRdMstthnkDi1+\nVYo+JrX41qN6F+9erJR/pOi9K9/TpWdf6ruAAQAAApBhE+UHDhzQxx9/rGXLlmnVqlXKyspyWjYk\nJERDhgzRXXfdpWHDhnnVzr59+3TWWWdVK1aLhacwAQAAAtHOYzs1ZNYQl2Viw2N1/OHjVf5QPy9P\nuvNO6d133Ze9917p73+XIgPj81vUAk+WXm9dv3UtRALUfdFh0Xp7+Nu6deGtDq8PbT3Uo4dXAlGD\n6AYOz3u79HpBifs9yn217Lrkev/vEovrGeUbD290eP7z3Z9XKRZnM9hJlFePsxnl1TGgmesHJI1m\n+HBp82bpuuuk1asdFMg+Q3r3G6ne7zI3/lm6boQscv3+z8jL0JXzrtTuu3ezKg0AAAhqhvxrffTo\n0WrRooXuv/9+LV682GWSXLLNOF+yZIkuu+wyDR8+XGlpabUUqWczPADUPYWFhZo0aZImTZqkQndT\nAwHUKsYnvHHjghuVV5znsszi0YurnCT//XdpwAD3SfL4eOnjj6WXX677SXLGqHc8SbBEhHi/ly7g\nCONTurjVxU6vtU9qX4uR1K7YMMfJyJqYUR4d5rsVAV3NGC+2FPusHU/UxozyYByjzt6b1dEorpHP\n66xpjRtLX38tPfSQsxImKbOZLDuGyzL3I5mt4W7rLLYU66GvnFYILwXj+AQCCWMUgDOGTJTv2rWr\n0jmTyaSmTZtq0KBBuv766zVy5Eh17dpVZrN9FxYtWqRzzz1XR48erXL7JpPJoy8AwauoqEhPP/20\nnn76aRUVFfk7HADlMD7hqV0Zu/TDoR9clhnUYpAGNh9YpfrXrZN69pR+/NF1udRU2x6UV3m/ymtA\nYox6x5N/d0SEkiiHbzA+pSbxTXROw3McXuuY0rGWo/EtVytUOJvlXRN7lMeE+XBGuZul152xWq0+\ni+G09za95/C8LxPlwThGfb30esuElj6trzaFhUkvvCAtWGB7yNKpnVfK8uZ6Rea6X3Hmo+0f6cfD\nbv5YhUeCcXwCgYQxCsAZwy69Ltk+FOratatuueUWDR06VC1bVv5j9tChQ3r66ac1ffr00nO7du3S\nNddco5UrV3rd5siRI/Xiiy9WK24AAAAYV3ZhtlbtX6Vh77vesifUHKopg6dUqY1Zs6TbbpMK3KxA\nO2aM9J//SDG+yxmgjvFk6XVmlAO+9XD/h/WXj/9id65BVAMNbzvcTxH5htlkdro8uLPlrY0+ozw8\nxPms2SKL8w/B3S0pb7VavZog4Sop7yqZD/d8vfS6L99//nLllbYHMUeOlH7+2UmhI12U/9nfpetG\nuq1v4oqJ+mzUZ74NEgAAIEAYMlFuNpt12WWXadKkSerWrZvLso0bN9abb76pLl26aPz48aXnV69e\nrXnz5um6667zqu3Y2Fg1a9asSnEDAADA2HZl7NKwOcP064lfXZZLik7Su1e8q95Ne3tVv8UiTZgg\nTZ3qulxYmPTvf0vjxkksVARXPJmJ6CpRBMB7o1JH6VTBKU1dM1WHsg6pb9O+ev3S15UUneTv0KrF\nZDJJTiZSO5vl7e0e5UZKlLuK5XjecZf1Hs877nTfdkd2Z+x2eo1EefXkFbneIsdbUWFRPq3PX1q1\nkr77Trr3Xqnc3CF7xzzbLmLRrkVauX+lzm1+ru8CBAAACBCGTJR/+OGHat68uVf33HHHHfr666/1\nv//9r/TcrFmzvE6UA4AnQkJCNHLkyNLvARgH4xOujF883m2SPCYsRukPpXtdd1aW9Je/SJ+5mZDT\ntKn00UdSb+9y8HUGY9Q7LL2O2sT4tDGZTBrXY5zG9RinEkuJQsx14/9FbSy9XlDsZikVF21Vhauf\nf65iOVVwymW9h7MPe5UoLyhx3tZ5Lc7zuB53gnGMdjmji0/riwqtG4lySYqKkt56y7bVz/jxUqWV\nhNPbS2kdpZRtbut66KuHtH7s+poJNEgE4/gEAgljFIAzhkyUe5skP238+PF2ifIVK1b4KCIAsBcZ\nGakPP/zQ32EAcIDxCWd+O/Gblu1d5rbc1zd97XXd+/dLl10mbd3qulz//tLHH0spKV43UWcwRr3D\n0uuoTYzPyupKklySejbpqe9+/87hNWczygN56XVXsWQWZLqs92j2UaWmpHoch6ul1y87+zKP63En\nGMfoWYln+bS+urD0ekW33Sa1by+NGCGl2z3raZLmfyjdeKEUf8hlHd8f/F4xk2P02ajPdEHLC2o0\n3roqGMcnEEgYowCccb+OXwDp0sX+KdO8vDydOuX6KWEAAAAEh3nb5rktE2YOU68mvbyq96efpD59\n3CfJb75ZWr48uJPk8B5LrwPwlSfPfdLh+Xt63eN0Oer84nyv2giURLm7GeXe9ruoxPl+6PyMrp5Q\ns2/n+NSVpdcrGjBA2rBB6lJxAv6x9tIre6T3F0pzFkkb/ua0jtyiXA2bM0w/H3G28TkAAEDdU6cS\n5aGhlf94Lix0/480AAAA1G1FJUV6bPljbss1jW/qVb1Ll0rnnisdOeK8jNks/etf0ttvSxFM/IWX\nPFp6nRnlADwwqMUg9Wjcw+5cQmSCxnYb63Q5am/3h/YkUe5s9npVuPr553JGeb7rGeWe9KO8Iovz\nRLmvE73BxterOtSlpdcratZMWr1auuaaCheKo6Rdl0u7L5WWvOyyjoKSAnV9s6vuXny35m6d6/Ih\nEAAAgLqgTiXK9+zZY3ccGhqqpKQkP0UDAAAAI9h8dLMSpiZ4VPbMemd6XO/MmdKll0rZ2c7LxMdL\nixZJ//d/kgf5TqASj5ZeZ49yAB6ICI3Q8huX6+F+D6vfmf10S5db9O1fv1Wnhp2czrLNK86T1Wr1\nuA1Xe3WfVlszyl3F4m5GubeJcldLr4eY6s7y/f7g6/9/dTlRLkkxMdK8edJzzzkpUBwpLXd2scyr\nP7yqUf8bpavnX+31eAAAAAgkdeqx1o8++sjuuEePHk5KOvfTTz9pxIgR2rx5sw4ePCiLxaL69eur\nYcOG6tmzp8477zyNGDFC0dF1b08jAACAumbdH+vU9+2+Hpcf0W6E2zJWq/Tss9LEia7LtWolffaZ\nbc9IoKqYUQ7Al+Ij4jV1yNRK550lDy1Wi4osRR4vH17bM8pDzCEym8yyWC1exeIuUe5Jwr88Z7Nu\nw8xhHv0ch3O+npFfF/cor8hkkh5/XOrQQRo9WsqvuJPAmoelDh9Jjdwvsf7Zrs/05a9f6rKzL6uZ\nYAEAAPyszswoz87O1owZM+zOXXXVVV7Xs2nTJn3yySfau3evCgoKVFRUpKNHj2rz5s16++23deON\nN6pZs2Z67rnnVFzs/IlhAAAA+E9+cb7GLRrncZI8xBSiu3repbt73+2yXFGRdNtt7pPkAwdK339P\nkhzVxx7lAGqDq32bvVl+vbb3KJecPyzkcun1gtpZep1l16vP50uv19E9yh256ippxQopObnCBUuY\nNHuJx/Vc/sHlLldNAAAACGR1JlH+2GOPKS0trfQ4MTFRY8eOrXJ9JpPJ6VO/x48f11NPPaWBAwfq\n4MGDVW4DAAAAvme1WjV24Vi9ufFNt2VTU1K15pY1Ov7IcU0bNs1lUjI3V7ryStte465cc4305ZdS\n/freRg5UxtLrAGqDq+Wo84qNnSh39rBQQbH/l14PCwnzqh5UxtLr1dO7t7R2rXT22RUu5DSUXt7r\ncT3T1k/zbWAAAAAGUScS5QsWLNBrr71md+75559XQoJne1FKUlRUlIYNG6YXX3xRS5Ys0c8//6zd\nu3dr48aN+vDDD3XnnXcqPj7e7p7169froosuUmam6yeRAQAAUHsW7VqkOVvmuC2XEJmgd4a/o35n\n9lN8RLzLspmZ0iWXSIsXu67z/vuluXOlyEhvIgacY+l1ALXBVzPKPVmyPCbcd0uvS84T5dWZUe4q\nye6Iq6XXUT2+npUfTDPKT2vVSvruO2nAgAoXTraUFr/iUR33f3m/Jn4zUblFub4PEAAAwI8CPlG+\nadMm3XjjjXbnLr74Yo0bN86j+2NjYzVt2jQdPXpUixYt0v3336+LLrpInTp10llnnaWuXbvq6quv\n1quvvqoDBw7opptusrt/x44duuWWW3zWHwAAAFTdroxdGj53uNtyF7S8QBtu26CeTXq6LZueLl1w\ngbRqlfMyJpP00kvSP/8pmQP+L2wYCUuvA6gNgTyj3NmqGtXZo5yl143D17Pyg2GPckcaNJC++kq6\n9toKF76/W5qxVlp3r3Sqscs6nln5jIbOGaoSS0nNBQoAAFDLAvpjvAMHDujSSy9VTk5O6bkWLVpo\n9uzZHteRlJSk8ePHKzY21m3Z+Ph4zZw5Uw8++KDd+QULFmjt2rWeBw4AAACfs1qt+tuiv7kt17p+\na3055ku1qt/Kbdk//pDOPVf68UfnZSIipPnzpfvu8yZawDMsvQ6gNgTyHuVOl153MbudpdcDR72I\nej6tL9iWXi8vMlL64APp4YcrXPijj7TkZemlA9IfvVzWsXL/Sk1ZPcXrVRcAAACMKmAT5WlpaRoy\nZIgOHTpUeq5Ro0b66quv1KBBgxpt+4UXXlCXLl3szr3++us12iYAAABcW/jLQq3Yt8JlmUvbXKpv\n//qtQszu97vcvdu2ROXOnc7LJCZKy5ZJI0d6GSzgIZZeB1AbanNGeUyYAZZez3ez9LoHS8iXx9Lr\nNScqLEqRob7b0yYYl14vz2yWpk61rYJUiTVEmrHObR1PfvOkur/VXYezDvs+QAAAgFoWkGtAHT9+\nXBdeeKF2795dei45OVnLli1Tq1buZwb5wiOPPKJRo0aVHn/55Zc12l56erqsVquioqJk9mI9z+Li\nYoWGlr3MJpNJ0dHePb2dn5+vkpKyZZXCwsIUHu7d8o7lZ/1LqlI/CgrK/qFKP+iHRD9Oox9l6EcZ\n+mFDP8rU9X4UlhTqwa8edHGn9Mz5z+jJ855UTk6OXV8c9WPbNmnwYOnoUYc9kVSghg2lzz6TOnY0\nSeL1kOhHeb7qhydLr5+eUW7kfniDfpShHzb0o0xN9SPUHCqzySyL1VKpfMUZ5a764WxmdXnRYdE+\n7UdocahUKNsnXOVeDrdLr5fI9lVeuPt7yzvdj+ycbFsMZtl90ubJ0ut1+X3lq37Uj6qvQ1mHnN1a\npkiStdxxhddDkkJMrh+WDJbX4/77bcux33qrVGI3DkzStJ3S3zrJ9j+0nHIhbEvfpge+fEDvX/2+\nX/vhTqC8Hu7QjzL0owz9sKEfZehHGfphU5v9qBirq2vl++HqvlpjDTAnT560du/e3WoymUq/GjRo\nYN20aVOtxnHixAm7GMxms/Xw4cM+qTstLc0q25/2Pv/q0KGD1/GMHDnSro6JEyd6XUfFOLZu3erV\n/fPnz6cff6IfZfzZj5ycHGuHDh2scXFxAd2P0wL99TiNfpQJ5n6cHp8dOnSwzpo1K2D7UV4gvx7l\n1WQ//r7q71ZNktOvIf8dYs0uyPaoH5s3W63JyVar5OyL1+O0qvSj/BjNyckJ2H5UVFP9GPzeYJfv\nbU2S9X/b/2f4fniDfpSp7X5UHJ+B2g9H6EcZZ/2IeT7G4c+YT3d+6nE/zp15rtufWT8c/KFG+qE7\n7duZunqq03tT/pFi1TUV7k8uu/feL+71KIaK/dB59jF0eM39a+zN+8rRGDX6+8pTrvrR6t+t3L6v\nNElWdZDL10OTZJ21aZbf+uGp2nw9Pv3Uao2IcPD3buOHnY6P8l85hTmG6Icztfl6OBqfgdgPV+iH\nDf0oE0j9cDVGA6kfrtCPMvTDpjb7UTHW6nylpaV5HWd1BNSM8qysLF1yySX6sdwmkfXq1dOSJUvU\nuXPnWo0lISFB8fHxOnXKtq+V1WpVenq6zjjjjFqNA4B/WK1Wbd++3d9hAHCg/Pi0/Z2Gum7l/pV6\ndPmjTq+/Nuw13d79do9mdW3aZJtJnpHhvEzTpra9y1E1jFHveLL0Okv7wlcYn8EtKixKOUWVZ3R4\ns0e5pzPKa4OrPZTd7VHuq/2Xff3zOVjHaL1I3+1TXmKpuIxAcBs+XFq6VLr8cikrq9yFQz08uv+K\nuVfoqxu+qpngAkywjk8gUDBGAThjsgbIT4WcnBxdcsklWrNmTem5uLg4LV26VH369PFLTI0aNdLR\ncutxrlu3Tr169ap2venp6UpJSbE7t23bNiUlJbH0+p/oB/2Q/NuPnJwcxcbGSpKOHj2qmBjbPnuB\n1o/TAv31OI1+lAnmfpQfnydPnuT34J/qaj9+TvtZA/47wGn5W7rcoreveNvunLN+/PijNGSIdPy4\n8/Z79ZIWLixWbCyvh1S1fpQfo9nZ2ZWuB0o/Kqqp1+Pi2Rfry19db/P0+ejPNazNMEP3wxv0o0xt\n96Pi+IyJiQnIfjhCP8o460ezl5rp91O/Vyo/84qZ+muXv5Yeu+pH7xm99f3B7122/9u9v+mMyDN8\n1o9hc4Zp5f6VlZZef2LgE3r2gmcr3VdYUqiI5yJcLr3u6O8HR06/Hi+tfUlPfvNkpaW+uzfqrg23\nb/CoH6e5el85GqNGf195ylU/Zv40U7csvMV9JR4svf7O8Hd0c9ebnVZR18e5Mz/+KF18sXTs2Okz\nxVLISWnMJVKTjbZTTkJ4pP8jurvX3WoS38Tv/aiotpecrTg+y18rz8j9cIV+2NCPMoHUD1djNJD6\n4Qr9KEM/bAJh6fX09HS1bNnS7npaWpqSk5O9irM6AmJGeV5eni677DK7JHlMTIw+//xzvyXJrVar\nMspNNTKZTEpKSqqx9pKTk2v1jVFeZGRkteso/4unKkJDQ+0SHVVBP8rQDxtf9ON0HNWJxQj9qCuv\nB/0oQz9sQkNDq12HUfpRV14PX/bjx8M/ukySR4dF67kLnqt03lE/NmywJclPnnTe9qBB0qefSnFx\noarun9F18fWoKvph46wfJrmfUX56tQQj98Mb9KMM/bChH2Vqsh9RYVEOz2cX2j/U5KofnswojwqN\n8mk/omOiHSbwnO0zXjqbPOTPLwcKLZ7tUX66H+YIs8MYwkLczyiv6+8rT7nqR/fG3T2rxIMJ/ENa\nDaZQGB4AACAASURBVHF5PVhfj27dpG++kS68ULLNCQqVSpKkD76RBk2U+r7k9N6pa6Zq1uZZ+vrG\nr9U2qW3peaO/rzxFP8rQDxv6UYZ+lKEfNvSjTLD1w1Wsrq7l5uZ6HZOvGT5Rnp+fr+HDh+vbb78t\nPRcVFaWFCxdqwADnH4zWtJ9++knFxWX/ADSbzSy7DgSRiIgIzZ8/v/R7AMbB+AwOBcUFGjl/pMsy\nY7uOVaO4Rm7r2rDB9qFgZqbzMhddJH3yiRTlOIcALzBGvePJ0uuebCsAeILxGdyiQh3/kvtq71e6\nq9ddHtXhSaI8ItS3763wEMczcwpKHC+fvitjl9s6vV16vaikyOF5Xy+9Hqxj1JOHxjzRs3FPNY1v\n6pO66qLUVGnFCumCC6TDh/88WRgnLf2XFJMmdZ7j9N5DWYc0efVkvXfle7USqxEF6/gEAsX/s3ff\ncU5U6x/Hv9m+7NJ7ryoCSlFAVEREBBHRiyAqVvQKYgFR7AUs2C/6A1TUiyhXrgIXFFFRFESxIDak\nKVKUpuwiUpbtm/z+iG6dSTLJZJLsft6vFy/JnDMnZ1zObnaeeZ7DGgVgJqrvqOTn52vo0KH66KOP\nio+lpKTozTffVN++fSM4M2nu3LllXp9wwgmWSxYAiF0JCQkaPnx4pKcBwADrs2qYuGyith/Y7rPP\nlH5T/I6zdq03CO4rSD5woLRokWTDw8AQa9SqOJf/smoEymEX1mfVZvZgTpP0JgGdv+PgDv2w9we/\n/ZLjnQmUl88o35e9T0PfGKpPd3zqd0yzbHQzBW7jQLnd35+r6hoN5GehP10addGiEYtsmE3l1r69\n9Mkn3mD5ztI7MSx+yWegXJJeXfuqHu33aEAPqlZGVXV9ArGCNQrATOifNMOksLBQF154oZYuXVp8\nLCkpSQsWLFD//r7LJIXbjz/+qGeffbbMsfPOOy9CswEAAKhasvKzNO2raT77vHjui0pL8l2iauNG\nb7n1P/8073POOd5McoLkiJRAsujiXSa1gwHAgu9//97weHxcYN9jzv3vuQH1szuj3CzwXj7Yfcn/\nLgkoSG50rj9mmfSBlF6Hf4FUVzHSu0Vv/X7L79p20zZ9N/q7Cntow1i7dt5geZntQgtTpI/v83vu\nBfMuCN/EAAAAwiAqA+VFRUUaOXKkFi9eXHwsMTFR8+bN06BBg2x7n6+++kqrVq2ydM7mzZs1aNAg\n5ebmFh+rV6+ebrghsDJkAAAACM0dH97hs/2U5qfo4k4X++yzZYu33Hpmpnmf886T/vc/iapsiCRK\nrwNwSv82xkkJM9bM0OC5g9Xl+S4a8t8hmrN2ToU+W/dvDSibXLInO7i0QEqv78/Zr4+2f2TYz9+5\ngXCq9HpVFey/meSEZDVMb6jWtVv774wyWrWSVq6U2rYtdXDVHdK2fj7P+2LXF/px349hnRsAAICd\novKOyqhRozR//vwyx6ZMmaLOnTvrl19+sTRW48aNTfec2Lhxo0aNGqWTTz5Zl1xyiYYMGaJmzYz3\nKtq3b59mzpypxx57TFlZWcXHXS6X/vWvf6l69eqW5gUAAADrtv+5XTPWzDBtn3LGFI07aZyqJZpv\nifPLL+X2XjTwj39Ir78uJRnfewccQ+l1AE45pu4xWrZtmWHbOz+/I0lau3et3t78tnYc3KG7T7u7\nuN0sG90JgZRe33lwp9wed8BjRmvp9aoq2D3K7S7zX9U0by4tXy716eP9/KzCVOk/S6XuM6Szx5ue\nd+yMY5V3T57p2gQAAIgmUfmJfc6cik8nT5w4URMnTrQ81ooVK9SnTx+ffT7//HN9/vnnuuGGG1S/\nfn116NBBtWvXVlpamg4dOqTt27dr/fr1Fc5zuVyaMmWKLr30UsvzAgAAgHX3f3y/adtFnS7Snb3v\n9Hn+7t1Sv37l9lwsZ/BgguSIHgGVXg+wLDIA+NIovVHAfZ/84knddsptxaXFI1liPJDS64fzD1sa\nk9Lr0SXYjHICtaFr0cIbLD/tNGnXLknuBGn1OKneT1L350zP+2jbRzr7qLOdmygAAECQojJQbier\n+xhlZmZq5cqVfvs1aNBAL730kgYPHhzs1AAAAGDBZzs+05wfKj5Q+bdnBj7j8/z9+6WzzpK2bTPv\n07+/NH8+QXJEDzLKATilec3mAfc9kHtAm//YrI4NOkqSpWxtu5mWXi8sKZ9+OM9aoLz0uYGg9Hp4\nhVJ6HaFr3VpascIbLC+uyPTudJ+B8kFzBynn7hylJKQ4M0kAAIAgReUe5ZI3wG3HH1969+6tW2+9\nVT179lRqaqrf/nFxcerSpYumT5+urVu3EiQHAABwyO5Du9X75d6m7Y/0e0QN0hqYth854s0U37jR\n/D1OO016800phft5iCIEygE4pUXNFpb65xTmFP89tzA3oHNu6H6DpfcIRCCl18OdUU7p9fCymgTz\nN0qv26ddO29mecOGfx3wxEkr7/V5zvNfPx/+iQEAAIQoKj+xu93OPInctm1bPf7445Ikj8ejn376\nSdu2bdPu3bt16NAh5ebmKi0tTbVr11bz5s3VvXt39iIHAABw2IHcA2o2tZnPPtd0u8a0raBAGj5c\n+uIL8/N79ZKWLJGqmW9tDkQEgXIATrEcKC+wFijv3qS7JvedbHle/phlDZcJlFvMKLet9DoZ5bYI\nOqOcQLmt2reXPvpIOv10ad8+SZ/eJfV50LT/ze/frJt63hT01w8AAMAJ3FH5i8vlUvv27dW+fftI\nTwUAAAB/ySvMU/85/X32mTl4pupVq2fY5nZLV10lvfee+fnduknvvivxPCSiUSA3l+Nd7FEOIHQt\na7a01N9KRvmr57+qEZ1GhGXP6HBklOcVWSy9bpJRzh7l9nApyIxySq/brmNHaelSqW9f6fDhFOl/\n/5EuuNS0/10f3aVHz3zUwRkCAABYwyN9AAAAiFrPrH5GX+/52mefKzpfYXjc45EmTJBee8383Pbt\npfffl2rVCmWWQPiQUQ7AKfFx8WpTu03A/QPNKL+o00W6rPNlYQmSSz72KC8Kfo9yy6XXTfYo5/uz\nPcgojy4nnCAtXiwlJ0taf7HPvo999phmfz+7zPcLAACAaEKgHAAAAFFpz+E9evAT83KOkrTmn2tM\ns4UefVR65hnzc5s18wbJ6xknowNRgUA5ACeN6zku4L6BZpTPPm92KFPyyywY6uQe5ZReD6+g9ygn\nozxsTj9dmjdPio+Lk2Z94rPvVW9dpYGvDVRWfpYzkwMAALCAQDkABMHtdmvDhg3asGGD3G53pKcD\noBTWZ+Vxx4d3+LyhdnLzk3VikxMN2+bOle66y3zsOnWkDz6QWljbjhU2YI1aE1Dp9ThKr8MerE9Y\nKXEdSEZ5n5Z9wh6sDKj0usWM8rzC6Cy9XlXXKBnl0WnIEOnllyXtPEU62Mxn309+/UTzN8x3ZmIR\nUlXXJxArWKMAzJB6AABByMnJUadOnSRJWVlZSktLi/CMAPyN9Vk5zF03V3N+mGPa3rxGc80fbnyz\nbeVK777kZtLSvHuSH3tsqLNEMFij1pBRDiexPmElc7d0cNwsUJ6SkBLynPwxLb1eKtgd7oxyp0qv\nV9U1GnSgnIzysLvsMmn//jiNv+9zaYLvJ1BHLR6lS4+/1PYHSKJFVV2fQKxgjQIwQ0Y5AAAAosq3\nv32rkQtHmraP6zlOO27eoSbVm1Ro27RJOv98Kd/k/nZiorRwodSzp12zBcKLQDkAJ1nKKA+g9LoT\ngXKzYGgopdeLPEUqchcF3J/S6+Fl5d9laWYPUcBe48ZJd9/YXNp8jt++9398vwMzAgAACByBcgAA\nAEQFj8ejl797WSe8cIJpn2PrHasn+j9h2LZ3rzRokHTggPl7vPKKdNZZoc4UcA6BcgBOspK5W7r0\n+uY/Nhv2iWRGeSil18uf749TpderKkqvR78HH5SGpkyX9rfx2e+RVY/I4/E4NCsAAAD/CJQDAAAg\nKtz50Z0atXiUzz6P93/c8KbzkSPS4MHSL7/4OPdx6eKLQ5wk4LCA9ih3sUc5AHtYKb2eU5gjt8et\nMUvG6L0t7xn2iWjp9aLgS69L1gLlZhnlPMhkDyv/Lkuj9LpzXC7pv8+1Up+fvpG2+H4q9ZYPbnFo\nVgAAAP4RKAeAIKSlpcnj8cjj8bCnDRBlWJ+xac3uNXrss8d89mlTu43OOapiSUe3Wxo5Uvr6a/Nz\nx4yRbr011FnCDqxRa8goh5NYn7BUer0gR3PWztHMb2aa9nGk9LpJ1rCjGeUme5TbXXq9qq5RMspj\nQ1KStHheLR23bonPflO/nKqDuQcdmpVzqur6BGIFaxSAGQLlAAAAiLgeL/Xw22fVVasMM4ruvlt6\n6y3z8845R5o2zZvpAsSaQIIDwQYQAKA8qxnlc9fP9dknkhnlhe5CuT1uScFllJfOSPeH0uvhlZqQ\nGtR5ZJQ7r0YN6b13EtVw/o8++/WbOdyhGQEAAPjGHRUAAABE1IKNC/z2Oe+Y89S4euMKx197TXr0\nUfPzunWTXn9dSiDhFjHKXxA8IS4h6JK0AFCelYzy3MJcfbD1A599Ihkol7xZ4R6PJ+wZ5ZReD6+U\nhJSgthkhozwymjaVPnz9GCVsP9u0zzcHlumt1d85OCsAAABjBMoBAAAQUcPn+84oaVennaYOmFrh\n+OrV0tVXm5/XooW0ZImUnh7qDIHI8RcoZ39yAHaymlHujyOl131kDdd5rI5aPt0y7HuUO1V6vapy\nuVyqnlzd8nlklEdOp07S3BGzfPa58I1L9OefDk0IAADABIFyAAAARMz0r6b7bL+n9z36fvT3al27\ndZnju3ZJ558v5ZlURa1eXXrnHalxxSR0IKYEklEOAHaxuke5P04Eyn19H8wpzNHOQzuDGjevkNLr\n0SQ9yfqTj2SUR9bwsxupR8qlpu35NX9U32vfUYHx8gEAAHAEgXIAAABEREFRgW5870bT9hrJNTS5\n72SlJaWVOZ6d7Q2S//678Xkul7fceqdOds4WiAwC5QCcFIsZ5f6+TwaL0uvRpXqS9YxyX2X54YyF\n1/nYI0nS2kYTNGGCQ5MBAAAwQKAcAAAAEXH38rt9tm8Yu6HCzW+PRxo1SvrmG/PzHn9cGjTIjhkC\nkee39HocpdcB2MfujHInMnrDtQUFpdejC6XXY1PTGk11a6/bzDvU26zpHyzRq686NycAAIDSCJQD\nAADAcYXuQj3x+ROm7We1PUvNajSrcPzJJ6U33jAf94orpFtusWOGQHQgoxyAk6xkZweSUV6+Kkw4\nhCujPK+I0uvRhNLrseuu3nf47jBggq4d7fH5ICwAAEC4ECgHAACA45ZvX+6zfc4/5lQ8Z7l0h4/7\nbL16STNnekuvA5UFgXIATrJSej23MNdvn2qJ1UKZTkDCVVmD0uvRJZjS66mJqWGYCayqnVpb08+e\nbt6h7s/KO/ZlDR0qZWY6Ny8AAACJQDkAAAAi4JNfPzFtG3viWDVIa1Dm2M6d0kUXSW638TnNm0uL\nFknJJA6hkvFXBpkgDAA72V16PS0xdjPKKb0eXYIpvZ6aQKA8WlzZ5Urfe8afd7V2/HZEF10kFRo/\ndwIAABAWBMoBAADguJ2Hdpq2Teg1oczrvDxp2DDzDJPUVOmtt6SGDe2cIRAd/O5RHqa9eQFUTVYy\nygMpve5IRnmYvg/mFVJ6PZqkJ1ovvU5GefRIS0rT4osW++50d7qW/7JMd97pzJwAAAAkAuUAAABw\nWE5Bjl5d+6ph24C2A9S2Ttsyx8aNk776yny8F1+Uuna1c4ZA9KD0OgAn2Z1R7kSgPNIZ5W6PW26P\ncckbvkfbh4zy2Deg3QAN6zDMd6dLB+rJJYv0xhvOzAkAAIBAOQAEIT8/X5MmTdKkSZOUnx94ST4A\n4cf6jH6Pf/a4aVub2m3KvH75Ze++42ZuvFEaOdKumcEJrFFrCJTDSaxPWMkozy7I9tunKuxRbrY/\nuWR/6fWqvEbrpta11N8ll+9S34iI14a+5rtDnFs65QldfbX044/OzMkuVXl9ArGANQrAjMvj8Xgi\nPQmUlZmZqQYNyu7LmZGRofr160doRgDKO3LkiNLTvaXfsrKylJYW/r33AASG9RndcgtzlfqweXbP\nvafdqwf6PiBJ+u47qVcvb+l1I6ecIi1fLiVxDzSmsEatmfzxZE1aOcm0vVODTlp33TrnJoRKjfWJ\n/677ry5ZeIlt4227aZta125t23hGfs/6XY2famz7uM+d85zGnDjGb78j+UeU/ohxWfDV16xWj6Y9\nbJtTVV6jb/34ls5/4/yA+6clpinrrqwwzgjB+u6379TthW7mHTwuaXKROnVyafVqqVr4n7exRVVe\nn0AsYI0C0Ska4qFklAMAAMAxU7+Y6rN9YLuBkqRDh6QLLzQPkjdqJM2fT5AclR8Z5QCcZCWjPBCx\nvEe5HRnlfI+2T4f6HSz1Z3/y6NW1cVc9cPoD5h1cHikhV+vXe6tHAQAAhBOBcgAAADjC4/HohW9f\nMG3v0qiLejXrJY9HGj1a2rLFuF9CgjdI3tj+5DEg6hAoB+AkK3uUB6Iq7FFe4C4wbbO79HpVZrUy\nAfuTR7c7e9+p7k26m3dosEGSNGuW9OqrDk0KAABUSdxVAYAgxMfHa9iwYcV/BxA9WJ/Ra/fh3frl\nwC+m7csuWyaXy6UXX5Ref918nKeekk491f75wRmsUWsIlMNJrE/YnVHuRFZvuPYozys0KWtTTkGR\nj0B5vL2B8qq8RhPiEtS3VV+t+GVFQP3JKI9uCXEJemPYG2rzf22MO1xyjvTkXknSdddJJ54odbBW\nVMBxVXl9ArGANQrADHdVACAIKSkpmj9/fqSnAcAA6zN6/ZH9h2nbWW3PUr1q9fTDD9JNN5mPMWIE\nJRhjHWvUGn+B8nCVHEbVxPqE3dnZTjzME+mMcidLr1f1NXrHqXfo0x2f+vx//jcyyqNfq1qt1LR6\nU+0+vLtiY3qGNPxC6d1pyj7SUMOGSWvWSNG8pXBVX59AtGONAjBD6XUAAAA4YvFPi03b/nfh/5SV\n5d2XPDfXuE+7dtILL0g2J7sBUY2McgBOsrv0uhMivUc5pdedc1bbs7TssmUa1mGYjm94vM++TpT9\nR2hcLpfGnDjGvEPH+dI/e0q1t2nTJm9mOQAAgN0IlAMAACDs3B637vv4PtP21IRqGjtW+ukn4/ak\nJOmNN6QaNcI0QSBKESgH4CS7S687IVwZ5XlF0Vd6HdLprU7X/OHztXbMWjVMa2jaj9LrseGWXrf4\n7lDrV+m0ByVJc+ZIr73mwKQAAECVQqAcAAAAYff1nq9N29IS0/SfOXGaM8f8/Keekrp1C8PEgChH\noByAk2IyozxMe5RHY+l1lOXrQQRKr8eG1MRUTeozyXenrrOl9N8kebPKt28P+7QAAEAVQqAcAAAA\nYecrUN69QR/dcIP5uUOHStdfH4ZJATHA7x7lYQoQAaiawpWdHU6UXq+6fP3/JaM8dtxz2j06ufnJ\nvjv943JJ0uHD0siRUqH/beoBAAACEnu/AQEAACDmHMg9YNr2x4IHlJVl3Na6tfTvf7MvOaouMsoB\nOCkWS4VHuvQ6GeWRkxSfZNrGHuWxIz4uXq8N9VNTve2H0qhTpLqb9cUX0kMPOTM3AABQ+REoBwAA\nQNjdvfxuw+M11Vzr3j/BsC0x0bsvea1a4ZwZEN38ZpSHKZMSQNXkK/AYrVwuV1hKxlN6PfpRer3y\naFWrlX675TffnVp8Lo06VaqzRQ8+KH32mTNzAwAAlRuBcgAAAIRVxpEM07aDPx9n2vbww1L37uGY\nERA7KL0OwEnJ8cmRnkJQwpFVHmigvMhdZNrG9+jw8ll6nUB5zGmU3kgbxm7w3SktU+o6S263twT7\nwYPOzA0AAFReBMoBAAAQVu9sfse88Ug9w8N9+0q33BKmCQExJBb3CwYQu+zMKO/exLmn3cIRkM4u\nyA6oX5HHR6Ccqh9h5evfK3uUx6YO9TtoUp9Jvjs1+1KS9Ouv0nXXhX9OAACgcuOuCwAAAMJq8ebF\n5o1bB1Q4VKuW9MorUhyfVAG/gfJwlBsGUHXZGSgf1XWUbWP5E46HirLyswLq56v0Og87hRel1yun\ne067R10adTHvkFSyNv/7X+9WTQAAAMHiEzsAAADCJqcgRx9s/cC8w/oRFQ7NnCk1bx7GSQExxG+g\n3EWgHIB97AqUX3DsBbq669W2jBWIcGRuH847HFA/s9Lr8a54vkeHma/S69USqzk4E9gpPi5eb130\nlnmHpmukCy6WUv6UJI0dK/3+u0OTAwAAlQ6BcgAAAITN8u3LzUuXzl4hecre2L78cunCCx2YGBAj\nyCgH4CS7AuXzhs/zme1rt3Bkbh/ODzBQblJ6PSEuwc7pwACl1yuvFjVbaMagGeYdjntdunSgJI/2\n75f++U/J43FsegAAoBIhUA4AQcjOzlbHjh3VsWNHZWcHtncdAGewPqPL4p9Myq5n15F2nFrmUKtW\n0rRp4Z8TIos1ag0Z5XAS6xN2BMo7NejkeMnxcOxRHmrp9bDsm84aLYPS65XbgLYVt2gqo9lXUrPV\nkqQlS7xbN0US6xOIbqxRAGZ4vBUAguDxeLRx48bivwOIHqzP6PLelveMG34+R3KXfBSNi5P+8x+p\nRg2HJoaIYY1a4y8QTkY57MT6hB2B8uT4ZBtmYk1YMsptKL1uN9ZoWb5Kr6ckpDg4E4RD2zpt1b9N\nfy3btsy80zW9pAfzpKIkjRsn9esXuS2cWJ9AdGONAjBDRjkAAADCIqcgRzsP7TRu/OncMi9vv106\n5RQHJgXEGKezMgFUbckJoQe57SrfbkU4gtI5hTmm2eKlmfWh9Hr4+fq3xv//ymHa2dP8Vwc47jVJ\n0qFD0qhRlGAHAADWcNcFAAAAYbEve5954x/HFP+1Uyfp/vsdmBAQgyi9DsBJdgS5I7E3dLAPFdVM\nrql7T7vXtP1I/hG/Y5jtUR6O0usoy1fpdf7/Vw7H1DtG7400qVD1t/NHSfH5kqQPP5Sef96BiQEA\ngEqDxysBIAjJycmaN29e8d8BRA/WZ/S486M7zRsLvDfR4+O9+wnypao6WKPW+A2UU3odNmJ9wo5A\nefu67W2YiTXBBEWXjlyqfm36aev+rXrwkwcN+xzOP6yaKTV9juNk6XXWaFm+Sq9TkaXy6NOqj765\n9hud8MIJPjo9IC1/SJJ0663SWWdJbds6NMG/sD6B6MYaBWCGQDkABCEhIUHDhw+P9DQAGGB9Roec\nghy9tu418w6F3kD5XXdJ3bo5NClEBdaoNWSUw0msT/gKPAZqQLsBNszEmmCCot2bdldCXIKqJ1c3\n7RPIPuVOll5njZbl68GOcDyogMjp1ribHj/zcd324W3GHY55qzhQnp0tXXutN7vcyY9JrE8gurFG\nAZjh8UoAAADYbs2eNeaNObWkrIY6/njpnnucmxMQi8goB+Akl8sVcrC8a6OuNs0mcMEERf/e9zg9\nKd20T1Z+lt9xKL0eOWSUVy0TT5lo/jWvs1VSyebky5dLs2c7Mi0AABDj+NQIAAAA2/12+DfzxvUX\nKSEuUa+8IiWFXuEVqNTIKAfgtFDLr9dPq2/TTAIXTFA0JSFFku9A+eF8/xnlZqXXw5FRjrJ87VFO\noLxymn3+bOOGxByp3k9lDk2YIP3+e/jnBAAAYhufGgEAAGC7JZs+MG98d7ruuUfq0sW5+QCxihv9\nAJwWSqA8PSm9OADtJKvZ26kJqcUPGsW54pSWmGbYL5TS65T+Dj+fpdfJ6K+UBrYbaN7Y994yLw8c\nkG68McwTAgAAMY+7LgAAALBVflG+/rNxlnHjvqPVpXO87rrL2TkBsYrS6wCclpyQHPS59arVs3Em\ngbP6UFFqYmqZ12ZZ5ZRej26UXq966qTW0cnNTzZu7LhApcuvS9KCBdKbb4Z/XgAAIHbxqREAAAC2\nmvq2j2zywmqaNUtKDG37U6DKoPQ6AKeFskd5/WrOl12XrGdv/70/+d+qJ1c37BdI6XWzjHJKr4cf\npderpnOOOse8sd6PFQ5df7108GAYJwQAAGIanxoBAABgm7w86b5PbzFtP75uD3Xt6uCEgBhHRjkA\np4WSCR2J/cml0DPKqyeZBMoDKL1utkc5pdfDz9fDCPz/r7zOPfpc88aaOysc2rNHuu22ME4IAADE\nNALlAAAAsM2jj0r51X4xbX9u1BjnJgNUAgTKATgtlABjxDLKg9ijvDSz0uu3fXib3t/yvjwej2G7\nROn1SPL1b5WM8srruIbHmTe2XGV4+IUXpJUrwzQhAAAQ0/jUCAAAAFts2iQ9PMUjFaYatp9Qc4BO\nbkM6OWAFN/oBOC2kjPIIBcqtfq+sllitzGuz0uuSNPC1gbr9w9tN2ym9Hjm+/q3y87Ny69e6n3HD\naQ+q/D7lf7vuOik/P3xzAgAAsYlPjQAAAAiZ2y2NHi0VpOyWUow3Abz1zCudnRRQCbBHOQCnhZRR\nHqHS65b3KA+w9Prfnvj8CW37c5thG6XXI8fX/2My+iu38445z7Stfr/XDI9v2iRNnRquGQEAgFhF\noBwAAAAhmzNH+vRTSQ3Wm/YZ2G6gcxMCKglKrwNwWiiZuLGSUR5o6fXSFm5aaHjcrPQ6GeXhVzOl\npmlb+a8xKpdzjzHfpzyz92XSyEFS0uEKbQ88IO3YEc6ZAQCAWEOgHACC4Ha7tWHDBm3YsEFutzvS\n0wFQCuvTeQcOSBMn/vXCJFDetHpT1Uqp5dykELVYo9aQUQ4nsT4hhZaJW69aPRtnEjjLe5RbzCiX\npKVblhoeNyu9Ho6MZtZoWWblt2ul1FLHBh0dng2c1KpWK98djnpPGjymwuHsbGn8+PDMifUJRDfW\nKAAzBMoBIAg5OTnq1KmTOnXqpJycnEhPB0AprE/n3XuvlJn514smawz7cLMSf2ONWkNGOZzE+oRU\nRUqvB5FRXrdaXcPjTpZeZ42W1bJWS93S65Yyx1xyaeqAqWT0VwETT57ou0P7xVJ8xU3JFy2S48Lw\nJQAAIABJREFU3nnH/vmwPoHoxhoFYIZPjQAAAAjad99Jzz5b6kCneYb9Tmx8ojMTAioZMsoBOC2U\nTOhYKb2ekpBS5nX1ZP8Z5XVTjQPlZhnlBGqd8UT/J3R6q9O1bOsyVUuspiHHDFGv5r0iPS044JF+\nj2j297OVmZ1p3CEpS0o5IB1pUKHpxhulM86QUqnQDwBAlcendgAAAATF7Zauv977X0lSTfMN/7o0\n6uLMpIBKJpS9ggEgGKFkQtdJrWPjTAJnNbhf/ntrIKXXzQLlZnuUh6P0OipyuVwafPRgDT56cKSn\nAofFx8Vr5ZUr1eHZDqZ9OnXJ1frPKh7fvl169FFp8uQwThAAAMQE7roAAAAgKK+8In3xRakDPaaZ\n9m1du3X4JwRUQpReB+C0UB7QqZlS08aZBM7qnMv3D6T0evks9L85WXodQFnH1j9Wb1/8tml7n+v/\nK7PiO48+Kv38c5gmBgAAYgaBcgAIQlpamjwejzwej9LS0iI9HQClsD6d8eef0u23lz7ikY7/j2Hf\nxLhEdWvczZF5IfqxRq2h9DqcxPqEFFomdKSqYFgNSlfIKA+g9HqBu8DwuJOl11mjQEUnNTvJtG3G\n5jt05ehDhm35+d4S7B6PPfNgfQLRjTUKwAyBcgAAAFh2771SZuntAOtulqr/btj3gg4XUD4aCJK/\njHEyygHYLdhM6JY1W9o8k8CFmlEeSOl1s4A4pdeByKqRXEOpCeabjZ95zUrVq2fc9v770rvvhmli\nAAAgJnDHEgAAAJZ8/7303HPlDrb81LT/zMEzwzshoBIjoxyA04IN8PZq3svmmQTO6pzLP2QUSOl1\ns0C5kxnlACpKik/SmW3ONG3Pj/9DTzxhfv6ECd7scgAAUDURKAcAAEDAPB5p/HjJ7S7X0GKVYf9u\njbupRnKN8E8MqKTYoxyA04LJKE9NSNUN3W8Iw2wCE2pGeb1qJummpRQUGZdeZ49yIPKm9Jti2pZf\nlK/LL5dOOcW4ffNmafr0ME0MAABEPQLlAAAACNibb0orVxo0dHnFsP+pzU8N74SASo5tCwA4LZiM\n8hVXrNApLUyiUA4IdY/y1rVbKy3R936llF4HolenBp1M2wqKChQXJz3zjGRWiOeBB6SMjDBNDgAA\nRDXuugAAACAgeXnSxIkGDUlZpue0qd0mfBMCqgBKrwNwmtUHdO477T71bNYzTLMJTKgZ5XGuOHVu\n1NnnOZZLr7sovQ44qXND4zWcX+Stq37CCdJVVxmfe/CgdO+94ZoZAACIZgTKAQAAEJBp06StWw0a\n2iwzPadOap3wTQioAii9DsBpVrOzPfKEaSaBs7xHucFDRl0bdfV5ToHbpPQ6GeVAVEiKTzI8/vw3\nzxf//eGHperVjc9/8UXp++/DMTMAABDNCJQDAADAr8xM6cEHTRob/WB63hmtzwjPhIAqgoxyAE6z\nGuD1eCIfKA81o1ySujTq4vMc09LrJnuUJ8SRUQ44KTE+0fD45j82a9WOVZKkRo2ku+82Pt/jkcaP\n9/4XAABUHQTKAQAA4Nd990mHDhm31Tplnul5TWs0DdOMgKqBjHIATovJjPIQ9yiX/GeUWy29bnVO\nAELTtLr57x0LNy0s/vv48VLbtsb9Vq6UFi40bgMAAJUTgXIAAAD4tH699MILxm0pJ83WgcSNhm3n\nHn1uGGcFVA1klANwWlXNKO/UoJPSk9JNz6H0OhDd+rbqa9q24+CO4r8nJ0tPPmk+zq23Snl5ds4M\nAABEMwLlAAAAMOXxSBMmSG63QaPLrZSBk0zPTU1MDdu8gKrCavAHAEIVkxnlVvcoN6jGkZyQrNEn\njDY9x2pGOaXXAWdd1vky07ZDeWVLY513ntSvn3HfX36Rnn3WxokBAICoxl0XAAAAmHrvPWnZMuO2\npsdt0QH9anpu3dS6YZoVUHVQeh2A06w+oOP2GD1N5yw7Msol6dEzHzU9x+oe5ZReB5yVnpSuYR2G\nGbYt27ZM+7L3Fb92uaSpU6U4k28dDz0kHTgQjlkCAIBoQ6AcAIKQn5+vSZMmadKkScrPz4/0dACU\nwvq0T1GRdPvt5u3/uHG1z/PPanuWzTNCZcAatYbS63AS6xNSbJZet2OPcsmbBT7hpAmGbaaBcgdL\nr7NGAd86N+xs2nbHh3eUeX3ccdK11xr33b9fetT8uRlDrE8gurFGAZghUA4AQSgoKNDkyZM1efJk\nFRQY71UHIDJYn/b5z3+8+5Mb6d1b8jT5yvTcMSeM0ZBjhoRpZohlrFFr/AXKyViEnVifkKx/X2lc\nvXGYZhI4uzLKJfOS6QVFxmvCydLrrFHAt9a1Wpu2Ld2ytMKxSZOktDTj/s88I+3cGfh7sz6B6MYa\nBWCGQDkAAAAqyM2V7rvPvH3qVGnNHuNA+UnNTtKz5zzL3sqADfytI9YZALtZCZTHueJ02fHm+wI7\nxa6McslHoNxtfFOd0utA9BjQboBpW2Z2ZoVjDRtKt95q3N/f70MAAKBy4K4KAAAAKnj2WWnHDuO2\niy6SOnct1Pe/f2/YfnXXqykHDdjEXyD8wo4XOjQTAFWFlZLhV3e9WnWr1Q3jbAJj9aEhX59TEuMT\nDY9bLb0ejoxyAL7Vq1ZPfVv1NWzLL8qX2+OucPyWW6QGDYzHe+UVad06O2cIAACiDZ/aASAI8fHx\nGjZsWPHfAUQP1mfoDh6UHn7YuC0hQXroIWl/zn7lFxnv69W1Udcwzg6xjjVqjb/gT7s67RyaCaoC\n1ick/993qiVWU8+mPTX46MEaf9J4h2blm9X9wJtWb2ralhhnHCi3Wno9HHuUs0YB/x4+42GdPOtk\nw7b/W/1/Fb5vVa/uLcE+dmzF/h6PdMcd0jvv+H9f1icQ3VijAMwQKAeAIKSkpGj+/PmRngYAA6zP\n0D3+uLR/v3Hb6NFS27bSzoN5pufXSK4RppmhMmCNWuMvYJWelO7QTFAVsD4h+S8ZvvfWvVH3vcdK\nRnlyfLLOanuWabtZRnk0lF5njQL++fpd5Ob3b9bY7mOVFJ9U5vg110hPPy1t3lzxnHfflVaskPoa\nJ6oXY30C0Y01CsAMpdcBAABQ7LffvPuPG0lLk+691/v3w/mHTcdITkgOw8yAqslf8IdtDgDYzVcm\ndHpSetQFyaXAg9J1Uuto8cWL1bSG9Yxys0o6ZhnllF4HIuOoukcpJSHFtP27376rcCwxUZoyxXzM\niRMld8Wq7QAAoBIgUA4AAIBikydLOTnGbbfcIjVs+Fe/lZNNx0iOJ1AO2MVXoJy1BiAcfAWde7fo\n7eBMAufre2WnBp205cYt+n7098q4NcNnNrnkI6PcpPS62R7l4Si9DsC/pPgkXdzpYtP2Q3mHDI8P\nHSqddJLxOd98Iy1aZMfsAABAtCFQDgAAAEneUoMvvWTcVr++N1AuSbmFuZq3YZ7pOGSUA/bxFfwp\nXzYUAOzgK8AbrT/jfc05KT5Jbeu0VedGnQMKXpvuUR4FpdcBBObhMx42bfst6zfD4y6XdwsqM/ff\nLxUZL3cAABDDCJQDAABAkresutnNn3vukWr8td3fks1LTMdonN6YPcoBG/kKlFvZkxcAAuUrwBut\nD+j4mrNZ4Nu0v8WMckqvA9GncfXGpp+TrnjzCh3JP2LY1ru3NGSI8ZgbNkhvvGHXDAEAQLTgzgoA\nAAC0bp00zyRJvHVrafToktcvfPOC6TiXHHcJwTvARr72IGetAQiHWNzywdeczQLfZsweBjDNKKf0\nOhCVWtdqbdq2bNsy07aHHvJmlxuZNEkqNH42BgAAxCjurAAAAECTJpm3PfiglFzqvrivDKnH+/uo\nVwjAMjLKATjNXxnzaORrzmmJaZbGMi29brZHuUnpdTLKgcg6scmJpm2rd602bTvuOGnECOO2n3+W\n5swJdWYAACCacGcFAACgivv+e2nhQuO2Tp2kiy8ue2zt3rWGfY9veDyBO8BmBMoBOC0WS6/7+n7Y\nuWFnS2OZll43ySg3K73OHuVAZP2z2z9N2/KK8nyeO2mSFGfybWXyZCk/P4SJAQCAqMKdFQAAgCrO\nVzb55MllbxLty96nPYf3GPa9v8/99k4MAIFyAI7zlZ0draXXfQWlW9c2L79sxHJGOaXXgajUr00/\n0zaz9fy3Y46RLrvMuO3XX6VZs0KZGQAAiCbcWQEAAKjCvvlGeust47YuXaTzzy97bO3vxtnkktSr\nWS8bZwZAIlAOwHmVLaM8NSHV0lh2ZZRTeh2IvBEdjWuo5xf5Twm/7z4pwWQZP/SQlJsbyswAAEC0\n4M4KAABAFXa/jyTw8tnkkvTD3h8M+9avVl+N0hvZODMAku/gj1kwBwBCUdn2KE9NtBgot2mPckqv\nA5Fn9j1rT5ZxhazS2rSRRo0ybtu9W5o5M5SZAQCAaEGgHAAAoIpavVp65x3jthNOkM49t+LxD7Z9\nYNi/c6POcrlcNs4OgCS55DJ9CGV4h+EOzwZAVeDrAZ3khOgsvd60elPTtuY1mlsay+whJI88hkFx\ns9LrZJQDkWf24MuSzUu069Auv+ffc4+UZPJ80JQp0pEjocwOAABEAwLlABCE7OxsdezYUR07dlR2\ndnakpwOgFNZn4PztTW4U9166Zalh/6PrHG3PpFDpsUatcblcOv+Y8w3bzm9vfBwIFusTUmyWXu/f\ntr9hifUm1ZuoR9MelsYyC6xJxuWazUqvh2OPctYoYE2N5BqmbU9/+bTf85s3l0aPNm7LyJCee67k\nNesTiG6sUQBmov7x1qKiIm3ZskUbN27Unj17dPDgQSUnJ6t27dpq166dTjzxRFWrVs3W98zOztZn\nn32mXbt2ae/evapVq5aaNWum7t27q2HDhra+F4DY5PF4tHHjxuK/A4gerM/AfP65tNQ45q0ePaRB\ngyoezyvMU1J8kuFN4ibVm9g8Q1RWrFHr/jXgX/ot6ze99dNbkqRqidU0dcBUndri1AjPDJUN6xOS\n7wBvcnx0ZpQ3SGugJZcs0YgFI7Qve58kqXWt1nr74rctB6x9bWtR4C5QqsoG5J0svc4aBaw5scmJ\npm0f//JxQGPceaf00ktSTk7Ftqeekq6/XkpNZX0C0Y41CsBMVAbKd+zYoYULF+rDDz/Up59+qsOH\nD5v2jY+PV//+/XXDDTdokNEdXQu2b9+u++67T4sWLTJ8qig+Pl5nnHGG7rzzTp1++ukhvRcAAEAk\n+comf+AB42zy5duXGwbJJalr4672TAxABamJqXrzojeVeSRTvxz4RZ0bdY7arE4AsS8WM8ol6YzW\nZ2jvrXu1PmO9kuOTdXTdo4PaFsbXNRrtU07pdSB6DWg3wLTtUN6hgMZo3NgbDH/yyYptv/8uzZrl\nbQcAALEp6kqvX3LJJWrVqpUmTJigd99912eQXPJmnC9dulSDBw/WkCFDlJGREdT7zp49W8cff7xe\ne+0109IbRUVFWrZsmfr166dbbrlFbrc7qPcCAACIpK++kpYtM247+WTprLOM2xb9uMh0zP5t+tsw\nMwC+1E+rr+5Nu0d1oApA7POVgR3t33/iXHE6vuHxOqbeMUEFySXfpdcL3BUD5U6WXgdgTb1q9dS5\nYWfDtpxCgxRxExMnerPGjTz2mJRv/CwxAACIAVH3eOvmzZsrHHO5XGratKmOOuooNWzYUIWFhdq6\ndavWrl1bJli9ZMkSnXbaaVq5cqWlEulz587VqFGjyhxLTExU9+7d1bx5c2VkZOibb77RoUPeJw09\nHo+mTp2qvLw8TZ8+PcgrBRDLkpOTNW/evOK/A4gerE//pkwxbzPLJpekF7990fD4xZ0u9lmmFCiN\nNQpEL9YnJG+w2UxyQuX/d+Gz9Hq5jHK3xzyBIhyl11mjgHV39b5LIxaMqHA8pyDwQHmDBtK110rP\nPFOxbedOac4c6YorWJ9ANONnKAAzURco/5vL5VLXrl01atQonX322WrdunWFPnv27NHkyZP14osl\nN203b96s4cOH65NPPgnofb799ltdddVVZY6df/75mjZtmpo2bVp8LCsrS4899pgefvjh4mPPPvus\nOnfurH/+859WLw9AjEtISNDw4cMjPQ0ABlifvq1bJ731lnHbKadIZ5xh3Lbr0C7TMYccM8SGmaGq\nYI0C0Yv1CSl2S6/bxUpGuVk2uRSe0uusUcC69KR0w+N/5PyhNbvXqHvT7gGNM3Gi9Nxzxtnjjzwi\nXXEF6xOIZvwMBWAm6kqvx8XFafDgwVqzZo2+/vprjR071jBILklNmjTRzJkzNWPGjDLHV61apTfe\neCOg97vttttUUFDyi87w4cO1cOHCMkFySUpPT9eDDz6op59+uszxe+65R1lZWQG9FwAAQKQ9+qh5\n2913m2eTv/vzu6bnHdfguBBnBQAAokUsl163g5WM8iK38f7kEqXXgWjh63eVHi/10Nx1cwMap2lT\nqVxB0mJbt0oB3ooGAABRJuoC5fPnz9fixYvVrVu3gM+57rrrdMEFF5Q5NmfOHL/nrVixQsuXLy9+\nXb9+fT3//PM+z7npppt0+umnF7/OzMzU1KlTA54rAABApGzZIr3+unFb167SwIHm5769+W3Ttg71\nO4Q4MwAAEC3IKDcPlOcV5ZUpt17kMQ+UhyOjHIB1zWs29xksv2zRZco8khnQWLffLsWbfIt8+GHJ\nbb4bAwAAiFJRFyhv2bJlUOddf/31ZV5//PHHfs959dVXy7y+5pprVLt2bb/n3XbbbT7HAQAAiEaP\nP25+8+auu8yzyXMKcrRk8xLDttNaniaX2YkAACDm+MqE9hVErix8ZZR3fr6zqj1cTWe8cobW7V3n\ns/R6OPYoBxAcX1tFuT1ufbT9o4DGadVKuuwy47ZNm6SFC4OYHAAAiKioC5QHq0uXLmVe5+Tk6NCh\nQ6b9i4qK9PbbJZlRLperwl7lZgYMGKDGjRsXv966davWrVtnccYAAADO2bVLmj3buK19e2noUPNz\nV+1YZdr2SL9HQpsYAACIKr4CvFWhnLi/hwHyivK04pcV6jO7j3Yd2mXaryr8vwJixdBjffyyI+mP\n7D8CHuvOO6U4kzvqDz0keTxWZgYAACKt0gTKExIqlrTKz8837b9mzRrt37+/+HXjxo3Vrl27gN7L\n5XLptNNOK3PsvffeC3CmAAAAznvqKamgwLjtjjvMb/ZI0mvrXjM8nhSfpJ5Ne9owOwAAEC18VYqp\nClnSvjLKS/sz90/N2zDPtJ3S60D06Na4m4Z1GGbanl9kfg+5vKOPlkaMMG5bu1Z65x2rswMAAJFU\naQLlW7ZsKfM6ISFB9erVM+1fPgO8V69elt7v5JNPLvN6/fr1ls4HAABwSmamNHOmcVvLltIll/g+\n/2DeQcPjzWo0I1sKAIAqJM5VaW4jmbJSXv773783basK/6+AWDJ36FzTtgK3yRPFJu66y7ztsccs\nDQUAACKs0nxqX7BgQZnXJ554os/+mzZtKvM60Gzyv7Vp08bneAAAANHimWeknBzjtttukxL93A/+\nZs83hscP5B4IcWYAACCWVIUH5FwuV8DZ4H/kmJdrJlAORJfE+ESd3PxkwzYrGeWS1KmT9I9/GLet\nWiV9+aXV2QEAgEipFJ/as7Ky9NJLL5U59g+zTyt/KZ+B3qJFC0vvWb5/+fEAAACiwaFD0vTpxm0N\nG0pXXeX7/L1Ze7Xz0E7DtllDZoU4OwAAEEuqQul1KfCs8s93fh7mmQCwk9nafvLzJy2P5Sur/Ikn\nLA8HAAAipFIEyu+8805lZGQUv65du7auueYan+ccOFA2A6pBgwaW3rN8/8OHD1s6HwAAwAn//rd0\n0LhyuiZMkFJTfZ//zW/G2eSSdFKzk0KYGQAAiDVVIaNcCnyfcl9cMt/rHUBkJMUnGR4/mHdQH2z9\nwNJYJ54o9e1r3LZokfTzz1ZnBwAAIiHmA+WLFi3SjBkzyhx7+OGHVatWLZ/nZWVllXmd6u8ucTnl\n+3s8Hh05csTSGAAAAOFUWCg9/bRxW61a0nXX+R9j7e9rDY83q9FMDdMbhjA7AAAQa8goBxDL2tUx\n33pz4aaFlsebONH4uMcj/etflocDAAARENOB8rVr1+ryyy8vc2zAgAEaM2aM33PLB8pTUlIsvbdR\nYL38mAAqL7fbrQ0bNmjDhg1yu92Rng6AUlifJRYskHbsMG4bO1aqXt3/GGZ7b3ao3yGEmaEqY40C\n0Yv1CX/IKA+cy2V/RjlrFAjNececZ9pmtt2ULwMHevcr93JL2vDXH7dmz5ZKFUAFEGH8DAVgJiHS\nEwjWjh07dM4555TJ4m7VqpX+85//BDWe1V9gwvELD4DYkZOTo05//TaUlZWltLS0CM8IwN9Yn14e\nj/TUU8ZtSUnSjTcGNk5eYZ7h8bTEqvn/FaFjjQLRi/UJf8gojyzWKBCa/m37m7blF+VbHs/lkm69\nVbrySknKkfR31DxLublpmjFDmjw5iIkCsB0/QwGYicmM8oyMDPXv31979uwpPta4cWMtW7ZMdevW\nDWiM9PT0Mq9zcnIszcGof/kxAQAAIuXTT6WvvzZuGzlSatQosHHmrp9reDw5ITnImQEAgFhVVZIG\n2KMcqJziXHEafcJow7ZgAuWSdPHFUtOmxm0zZkjZ2UENCwAAHBJzGeX79+/XmWeeqZ9//rn4WP36\n9fXhhx+qbdu2AY9jd6Dc5XKF9SmkzMxMeTwepaamKi4u8OcbCgsLlZBQ8mV2uVyqVq2apffOzc1V\nUVFR8evExEQlJSVZGqP8/u3BXEdeXklGG9fBdUjRcR3l5xGr11FZvh5cRwmuw6uwsLDMGLF8HVa/\nHk8+Wf5IriTvdVx3nZSf7/86Mo5kaH/O/pIDpe4dxRXEye12V9l/V1yHF9dRguvw4jpKcB0luA6v\nynAdHo+nUlyH5PvrEXBGeYEkT6nXcbJ8p41/V15cRwmuo0Q4rqN5jeaGfQuKCgyP+7uOpCRp3Djp\nttsqnvvHH9LLL0tXXsnXQ+I6SuM6SnAdXlxHCa6jRCxdR/m5+morfR2+znOMJ4YcOHDAc8IJJ3hc\nLlfxn7p163rWrl1reaxzzz23zDjPPfecpfPXrVtX5vxatWpZnoOZjIwMj7y/atn+p0OHDpbnM2zY\nsDJj3H///ZbHKD+P9evXWzp/3rx5XMdfuI4SkbyOrKwswzUWa9fxt1j/evyN6yhRla+j9Pp89dVX\nY/Y6SrP69fjxR49HKv/H+nU8uPJBjyap5E8V/ndVGtdRIpjrKL1GjX6exsp1lMd1eHEdJWLxOsqv\nz1i9DiNcRwl/1/H6utfL/vwv9Wf93vUxcx3++LqO4549zvT/QZk/Hcp9PupT0rZ1/1bbr8NojVaF\nr0eguI4SXIeX0XU8vupx0zXtdruDuo4DBzye9PTSn2uzPPrr97A2bfh6/I3rKMF1lHDqOox+hsbi\ndfjCdZTgOrycvI7ycw3lT0ZGhuV5hiJmSq8fPnxYAwcO1Lffflt8rGbNmlq6dKmOP/54y+MdddRR\nZV7/+uuvls4v37/8eAAqt7S0NHk8Hg0bNizSUwFQzt/r0+PxKCUlJdLTiYipU+0Z594V99ozEFBK\n6TXKvnBAdGF9Al52lF4PB9YoELqkePNsvn998a+gxqxZUxo9Ok0l9/hL1ue2bUENCcBm/AwFYMb1\nV6Q/qh05ckQDBw7UZ599VnysevXqev/993XSSScFNeZLL72ka6+9tvj10KFDtWDBgoDPnzZtmsaN\nG1f8+rLLLtMrr7wS1FzKy8zMVIMGDcoc27Bhg+rVq0fp9b9wHVyHxHX8jesowXWU4Dq8quJ1ZGZK\nLVpIubnlW3LVqVORvvhCcrn8X0dOQY6qTSn3HqVKr/86/lc1q9uMr4e4Dq7Di+vw4jpKcB0luA6v\nWLmOeRvmacSCEYbnbhi7QUfXPjomrsMfX1+Pk146Sat3r/Y/iI/S69tu2qbWtVv7HaKq/Lvyh+so\nwXWUCMd1vL3tbV30v4sM+x9b71htvH5jmWOBXsfOnVKbNlJhYcVxu3c/ohUr7L2OyvL14Dq8uI4S\nXIcX18F1SLF1HcGWXs/MzFTr1mU/M2dkZKh+/fqW5hmKqN+jPCcnR4MHDy4TJE9LS9M777wTdJBc\nko477rgyr7/88ktL55eejyR16tQp6LkEon79+o7+wyjNjmy8UJ/SSkhIKBPwDwbXUYLr8OI6SnAd\nJbgOL66jRKxdx7PPGgXJJSlFt90mpacH9p4/7P2h4sG/Pge/cv4ralG/RWADlVIVvx5muI4SXIcX\n11GC6yjBdXhxHSWcuI7eLXobHk+OT1arWq1i5jr88XUdAWeU25B4XlX+XfnDdZTgOkqE4zpOamZ+\nP3nTvk3yeDxyuVzFxwK9jubNpYsvlubMqdi2Zk2aNmyQevQIbN7lVeavh1VcRwmuw4vrKMF1lOA6\nvJy8Dl9z9dWWnZ1teU52i+rS67m5uRoyZIhWrlxZfCw1NVWLFy/WqaeeGtLY3bt3V506dYpf79mz\nRz///HNA57rdbn366afFr10ul84+++yQ5gMAABCqnBxpxgzjtqZNpRHGyWGGvv3tW9O2iztdbHFm\nAAAgVjSu3lg9m/ascHxAuwGqlmgtAyVWJcaFHgEvHWgDED1a1mqpGsk1TNtzCw2fOg7Irbeat02b\nFvSwAAAgjKI2UJ6fn6+hQ4fqo48+Kj6WkpKiN998U3379g15/Li4OJ177rlljr388ssBnfvBBx/o\nt99+K37dtm3bsGeUAwAA+PP6697S60ZuukmyUuHpu9+/MzxeM7lm1O7bCQAA7LFwxEJ1bdS1+PVp\nLU/T7PNmR25CDuOzDlC5zR0617RtQ+aGoMc9/njpjDOM2954Q/r996CHBgAAYRKVgfLCwkJdeOGF\nWrp0afGxpKQkLViwQP3797ftfS6//PIyr1966SXt37/f73mPP/64z3EAAACc5vGYZymkp0vXXmtt\nPLOM8ss787kHAIDKrkn1Jvp29LfaPm67dk/YrZVXrlTt1NqRnpZjbMkoFxnlQLQ6qu42zGA+AAAg\nAElEQVRRpm09Xuwhj8cT9Ng33WR8vKBAmjkz6GEBAECYRF2gvKioSCNHjtTixYuLjyUmJmrevHka\nNGiQre/Vt29fnVHqMb99+/ZpzJgxPj8M/d///Z8+/vjj4tcNGjTQzTffbOu8AAAArPriC+k74yRw\njRol1aoV+FiF7kLTQHm3xt2CmB0AAIhFrWq1UpPqTSI9DceRUQ5Ubs1rNFdCnPGerR55tD5jfdBj\nDx4stWpl3Pbcc1J+ftBDAwCAMIi6QPmoUaM0f/78MsemTJmizp0765dffrH0Jy8vz+/7PfHEE0oq\nVYd0wYIFuuCCC7Rr164y/Q4fPqx7771X48ePL3P8oYce8rkRPQAAgBN87Xl3ww3WxtqbtVceGT84\n2LlhZ2uDAQAAxBj2KAcqt9TEVJ3V9izT9p2HdgY9dny8+e9fe/dK5W57AwCACHN5QqklEwZxcfbF\n7lesWKE+ffr47Td37lxdeumlZY4lJCSoR48eatasmfbt26c1a9bo8OHDZfqMHTtW06dPt22+f8vM\nzFSDBg3KHMvIyFD9+vVtfy8AABD7fvtNatFCKiys2DZwoPTee9bGm/XdLF29+GrDtr237lWDtAaG\nbQAAAJXBpQsv1WvrXgtpjF/H/6oWNVvYNCMAdlu9a7VO+vdJhm2LRizS+e3PD3rsP/+UmjWTsrMr\ntvXoIa1eHfTQAABUKtEQDzWuMVNJBPr07iWXXKL8/HzddNNNysrKkuTdJ/3zzz837B8XF6dx48bp\nySeftG2uAAAAwZo50zhILkk33mh9vE2ZmwyPJ8cnq05qHesDAgAAxBA7Sq+zRzkQ3Xo262nall8U\nWn302rWlyy+Xnn++YttXX3kD5T3N3x4AADgo6kqvS94Atx1/rLjyyiu1du1ajRw50rSUenx8vPr3\n76+PPvpITz31FGW0AABAxOXnewPlRtq08WaUW+HxeLTox0WGbYnxiaZ7+QEAAFQWdpReBxD9Gqc3\nNjxeUFQQ8ti+Hlj+v/8LeXgAAGCTqLvT6Xa7I/berVu31pw5c5Sdna1Vq1Zp9+7dysjIUK1atdSk\nSRP16NFDDRs2jNj8AAAAylu4UPr9d+O266+XrO5qs2nfJm39c6th2/ie4y3ODgAAIPawRzlQNSTF\nJxke/3rP1xp5/MiQxu7QQTrzTOnDDyu2zZsnPfGE1KRJSG8BAABsEHWB8mhQrVo1nXXWWZGeBoAo\nlp+frylTpkiS7rrrLiUlGf9yBcB5VW19TptmfLxaNemqq6yP9+I3L5q23dTzJusDAuVUtTUKxBLW\nJ+AVraXXWaOAvcwC5U+vflq3nnyrmtZoGvBYRuvzppuMA+WFhd6qYJMnBzVtAEHgZygAMy6Px+OJ\n9CRQVjRsXg/AtyNHjig9PV2SlJWVZbplAwDnVaX1+e230gknGLdde615SXZfmk9trl2HdlU43rlh\nZ30/5nvrAwLlVKU1CsQa1ifgNfGDiXryiydDGmPXzbssBdkCwRoF7NVndh998usnhm0zBs3Q2O5j\nAx7LaH0WFUlHHy1t21axf8OG0o4dErE6wBn8DAWiUzTEQ6Nyj3IAAAD4N326edsNN1gfr8hdpCP5\nRwzbjql3jPUBAQAAYpAtGeWUXgeiXq9mvUzbNmRsCHn8+Hjz38v27pXeeivktwAAACEiUA4AABCD\n/vhDmjvXuK1PH+m446yPuWbPGv2Z+6dhW5tabawPCAAAEIPs2KMcQPQb1XWUaVtuYa4t73HVVZJZ\n4upzz9nyFgAAIATsUQ4AQYiPj9ewYcOK/w4gelSV9TlrlpSXZ9x2443BjfnWj+YpDff1uS+4QYFy\nqsoaBWIR6xPwitY9ylmjgL2Ornu0UhNSlVOYU6Ft1vez9OKQFxXnCizPzGx91qolXXKJ9OKLFc9Z\nsUL68Uepffvg5g8gcPwMBWCGPcqjUDTU5AcAANHL7ZaOOUbasqViW7Nm0vbtUkIQj0O6Jhvf0B3Y\nbqDeG/me9QEBAABi0F0f3aVHVj0S0hh7JuxR4+qNbZoRgHC54d0bNGPNDMO2qQOmavxJ40N+j+++\nk7p1M267+WbpX/8K+S0AAIhJ0RAPpfQ6AABAjPn4Y+MguSSNGRNckNxXacGeTXtaHxAAACBG1Umt\nE/IY7FEOxIYGaQ1M2xZuWmjLe3TtKvXoYdw2e7aUUzGhHQAAOIRAOQAAQIyZOdP4eEKCdPXVwY25\nfPty07YujboENygAAEAM6li/Y6SnAMAhp7c63bRt56Gdtr3PmDHGx//8U5o3z7a3AQAAFhEoBwAA\niCEZGdKiRcZtQ4ZIjRoFN+7nOz83bevXul9wgwIAAMSg01udrpY1W1Y4nhAXeNmecOxRDsB+vVv0\nNm3LL8q37X1GjPDuV27k+edtexsAAGARgXIAAIAY8vLLUkGBcdvo0cGPu3r3asPjPZr2UPXk6sEP\nDAAAEGNSE1O18sqVGthuoFITUtWsRjM92u9Rjes5LtJTA2Azl8ul6WdPN2yzM1BerZp0xRXGbV9+\nKX3/vW1vBQAALCBQDgAAECPcbunFF43b2rSRzjwz+LG//e1bw+MXdrgw+EEBAABiVMtaLfXeyPd0\n+M7D2nnzTt1+6u3WMsrZoxyIGU1rNDU8XlBk8oRykHw92Pzcc7a+FQAACBCBcgAAgBixfLm0datx\n2z//KcUF+cnO4/Fof85+w7bjGx4f3KAAAACVQHxcfPHf41zcRgMqo6T4JMPjB/MO2hosP/ZYqU8f\n47b//lc6csS2twIAAAHiEz4AAECMmDnT+HhCgnTllcGPW+A2v/mTlpQW/MAAAACViJVAOXuUA7HD\nLFAuSZe/ebmt7zVmjPHxw4el+fNtfSsAABAAAuUAAAAxYO9e6c03jdvOP19q1Cj4sX3tvefrphEA\nAEBVQkY5UDk1qd7EtO319a8ruyDbtvcaOlSqW9e47d//tu1tAABAgPiEDwAAEANefVUqLDRu87XX\nXSA2/7HZtI1AOQAAgJeljHL2KAdiRvt67ZUYl2javv3P7ba9V1KSdLlJkvqqVdKPP9r2VgAAIAAE\nygEAAKKcxyPNmmXc1ratdMYZoY0/ful40zYC5QAAAF5klAOVU5wrTmO7jzVtzy3MtfX9rr7avM3s\n9z4AABAefMIHAACIcl9+aZ5ZcPXVUlwIn+gO5h7Upzs+NW1PS2SPcgAAAIk9yoHKbNLpk0zb7A6U\nd+wo9exp3PbKK1JBga1vBwAAfCBQDgBByM7OVseOHdWxY0dlZ9u3VxWA0FXG9fnyy8bH4+KkK64I\nbew3Nrxh2tYwraGa1WgW2hsA5VTGNQpUFqxPwLdIZ5SzRoHwqZlc03SN/5n7p9/zra7Pa64xPp6R\nIS1Z4vd0ABbxMxSAmYRITwAAYpHH49HGjRuL/w4gelS29XnkiPT668ZtZ58tNWkS2vgfbvvQtO3Z\nc55lf03YrrKtUaAyYX0CvkV6j3LWKBA+LpdL9avV194jeyu0vf3T2xp89GCf51tdnyNGSOPHe3/f\nK+/f/5b+8Y/A5g0gMPwMBWCGjHIAAIAo9r//SYcPG7dddVXo46/PWG94PD0pXUOPHRr6GwAAAFQS\nkc4oBxBevVv2Njz+wrcvyO1x2/pe1atLF15o3Pbee9Lu3ba+HQAAMMEnfAAAgCg2a5bx8Xr1pHPP\nDW3s7X9u16Z9mwzbBrQdENrgAAAAlQx7lAOV27lHm/+C9f6W921/P7Py6263NHu27W8HAAAMUHod\nAIKQnJysefPmFf8dQPSoTOtzyxZp5UrjtksvlZKSQht//sb5pm3Tzp4W2uCAicq0RoHKhvUJ+Bbp\njHLWKBBeg44aZN42d5Dy78lXYnyiYXsw67NXL6l9e+nHHyu2vfKKdNddEjthAfbgZygAMy4PGzJE\nnczMTDVo0KDMsYyMDNWvXz9CMwIAAJFwzz3Sww8bt/3wg3TccaGN75psfNela6Ou+nb0t6ENDgAA\nUMk8/eXTuvn9mwPq++ftf6pWyv+zd+fRVVb3/sc/J8lJQgbmhHmeCSDzJCLiAKK0imAdarG1/dXe\ne9X+rh3VXm1ry21vb6/9tbWjtrZXrWhVRAUBBRUQAZEpyDyPCRggI5nO748IIWTvEJKzn/PknPdr\nrazF2d/kfL/Pcm2fnHyfvXdLxxUBCDfbZyRJ+t0Nv9O9I+8Na75f/EL69rfNsZUrq5rpAABEKz/0\nQ9l6HQAAwIcqKuzb7Y0c2fgmuSS1T2tvfv+OIxv/5gAAAFEm0ivKAbh3+6DbrbFFuxaFPd9dd0nx\n8ebYM8+EPR0AALgAv+EDAAD40NtvS4cOmWNf+Urj3/9UySkdLThqjGWmZhrHAQAAYhlnlAPR78Fx\nD1pjJ4pPhD1fu3bS1Knm2AsvSCUlYU8JAADOQ6McAADAh/7+d/N4UpJ0222Nf/91R+xbq98x+I7G\nJwAAAIgyrCgHot+IjiOssdKKUic5Z882j588Kc2f7yQlAAD4DL/hAwAA+ExBgfTyy+bYTTdJrVo1\nPsfaw2utsQFtBzQ+AQAAQJS5pBXlAVaUA03VnKvnGMddNcqnT5datjTH2H4dAAC3aJQDAAD4zMsv\nS0VF5tiXvhSeHB8d+cg4PqXXFP6wCwAAYMCKciA2pAZTjeOuGuXJydIXvmCOLVwoHTvmJC0AABCN\ncgAAAN+xbbuemSldd114cry16y3j+MiOI8OTAAAAIMpwRjkQG5ISkozjm3M2q6jM8kRzI9m2X6+o\nkJ57zklKAAAgGuUAAAC+cuiQ9Pbb5tjtt0sJCY3PEQqFdLLkpDHWu3XvxicAAACIQqwoB2JDy2TL\nPuiS7n71bic5x46V+vQxx9h+HQAAd/gNHwAAwEeee04KhcyxcG27vjlnszXWNqVteJIAAABEGc4o\nB2JDXbtsLdy5UJWhyrDnDATsn/c2bKj6AgAA4UejHAAAwEds264PHCgNGxaeHG/ueNMaG5gxMDxJ\nAAAAogwryoHY0KNlD2ssvzRfhaWFTvLedZc9ZvucCAAAGoff8AEAAHxiwwZp0yZz7K67qlYZhMMb\nO96wxnq26hmeJAAAAFGGM8qB2BAIBHTPsHus8eLyYid5u3WTJk0yx55/vuq8cgAAEF40ygGgASor\nK5Wdna3s7GxVVoZ/yy0ADdeU56dtlUAgIN15Z3hyFJQWaOWBlcbYw1c8HJ4kQB2a8hwFoh3zE6hb\npFeUM0cB73xvwvessRc2v1BrLFzz07b9+uHD0vvvN/htgZjHPRSATUKkCwCApqi4uFiDBg2SJBUU\nFCg1NTXCFQE4q6nOz4oK6dlnzbGrrpK6dAlPngOnDqgiZF6KcGvWreFJAtShqc5RIBYwP4G6RfqM\ncuYo4J30xHRr7P6F9+urw7+qZsFm58bCNT9nzJC+8Q3pzJnaseees684B1A37qEAbFhRDgAA4APL\nlklHj5pjdZ1Vd6kKSgussW4tuoUvEQAAQJSJ9IpyAN7JTM1Um2ZtrPEVB1Y4yduihXTjjebYSy+Z\nG+gAAKDh+A0fAADAB55/3jzerJl0yy3hy/PgogetsfNXRAAAAKAmzigHYkcgENCMATOs8dzCXGe5\n77jDPJ6XJy1c6CwtAAAxiUY5AABAhJ05I/3zn+bY9OlSun3Xv0tSVlGm9/ebD7aLC8QpGBcMTyIA\nAIAoxIpyILY8MvERa6y4vNhZ3mnTqlaWmzz3nLO0AADEJM4oB4AGSE1NVSgUinQZAAya4vx86y3p\n5Elz7Pbbw5dn36l91ljL5JZOztIELtQU5ygQK5ifQN0ifUY5cxTwVtcWXRUXiFNlqLJWrKS8pMbr\ncM7P5OSqXcWefrp27LXXpPz88D1MDcQK7qEAbHgUFgAAIMJs2663aCFdf3348uzJ22ONzRo4K3yJ\nAAAAohAryoHYM7T9UOP4J7mfOM1r2369pER69VWnqQEAiCn8hg8AABBBhYVVqwJMZsyQkpLCl2vP\nSXuj/ImpT4QvEQAAQBTijHIg9gzMGGgc/82a3zhdnTppktS+vTnG9usAAIQPjXIAAIAImj9fKioy\nx267Lby58orzjOMjOoxQckJyeJMBAABEmUhvvQ7Ae1N7TbXG/vnJP53ljY+3fx5cvFjKyXGWGgCA\nmEKjHAAAIIJs265nZkqTJ4c314Xn6J3VLNgsvIkAAACiEFuvA7Fnau+p1h0i1h1Z5zS3bfv1igrp\nxRedpgYAIGbwGz4AAECE5OVJCxaYY7NmSQkJ4c23OXezcZzV5AAAABd3KY3yxPhEh5UA8EqblDYK\nybzFel1HW4XDyJFS797mGI1yAADCg0Y5AABAhLzyilRWZo7dfnv487205SXjeFJ8GA9CBwAAiFL1\nbZQH44KOKwHgpT6t+xjHTxSdcJo3ELCvKn/vPenIEafpAQCICTTKAQAAIsS27XrXrtK4ceHP1zG9\no3G8bUrb8CcDAACIMvVtlP/4qh87rgSAl+4Zdo9xfOOxjQqFzKvNw+XWW83joZD0T3dHpAMAEDNo\nlAMAAERATo70zjvm2Be+IMWF+be0owVHdTj/sDHWLIEzygEAAC6m3ivK41lRDkSTYR2GGcePFR7T\ngdMHnObOypIGDDDH5s51mhoAgJhAoxwAACACXn1Vqqw0x1xsu/7BgQ+ssR9c+YPwJwQAAIgy9W2U\nJ8QlOK4EgJdGdRxljX148EPn+W2rypcvlw6bn4UGAAD1RKMcAAAgAl4yHxeuPn2koUPDn++Dg+ZG\nefeW3a1bsgMAAKAajXIgNrVq1kp92/Q1xh5Y+IDz/LNmmcfZfh0AgMajUQ4AAOCx48ft267PnCkF\nAuHPuTlns3H88i6Xhz8ZAABAFKJRDsSu0Z1GG8e9OGohK6vqy4Tt1wEAaBx+cweABigtLdVPf/pT\nSdJDDz2kxMTECFcE4KymMD/nzZMqKswx22qBxiooLTCO92ndx01CwKIpzFEgVjE/gbrV+4zyODeN\nM+YoEDltm7U1jucV50lyPz9nzZKys2uPL18uHTokdeoU1nRA1OEeCsAmEAqFQpEuAjXl5uYqMzOz\nxlhOTo4yMjIiVBGACxUWFiotLU2SVFBQoNTU1AhXBOCspjA/p06V3nqr9njPntLOnW5WlI/58xit\nPrS61vicq+foexO+F/6EgEVTmKNArGJ+AnVbfWi1xvx5zEW/7283/U13XXZX2PMzR4HIeeWTVzRj\n7gxjrPjhYlWcqXA6P7dssa8qf+IJ6QH3O8ADTRr3UMCf/NAPZet1AAAAD336qfT22+aYq23XJRmb\n5JKUGM9T1AAAAPXB1utA7BqQMcAa23p8q/P8AwdKgwaZYy++6Dw9AABRi0Y5AACAh157TSovN8dc\nbbv+1/V/tcaS4pPcJAUAAIgyNMqB2NWrVS/rQ8YfH/nYkxpsnxdXrJAOHvSkBAAAog6/uQNAA8TH\nx2vmzJnn/g3AP/w+P21P+3fvLo0Y4Sbnl+d92RpjRTm85vc5CsQy5idQt0g3ypmjQOQE44Ma0m6I\n1h5eWyv20ZGPdPuA253Pz1mzpEcfNcdeflm6/34naYGowD0UgA1nlPuQH/bkBwAA4XfypJSZKZWV\n1Y5961vSf/1X+HP+bcPfNPvV2db4+19+XxO6Tgh/YgAAgCiz8dhGXfb7yy76fa/d9pqm95vuQUUA\nvPT1+V/XH9f90RgLPerNn9iHDJE2bao9PmmStHSpJyUAABA2fuiHsvU6AACAR157zdwkl6rOJ3fh\nvgX3WWMBBTS281g3iQEAAKJMpFeUA4is4R2GW2P5Z/I9qeGWW8zj770n5eZ6UgIAAFGFRjkAAIBH\nXnrJPN6lizR6dPjzHTh1QKfPnLbGs/8lmz/kAgAA1BONciC2DeswzBpbf3S9JzXMmGEer6yU5s/3\npAQAAKIKjXIAAAAPFBRIixaZYzNnSoFA+HNuPLbRGsvKyNKAjAHhTwoAABCl6tsoD8YHHVcCIBJG\ndBhhja07ss6TGgYNknr1MsdeftmTEgAAiCo0ygEAADywcKF05ow5Zts+r7EKSgussRdmvuAmKQAA\nQJRiRTkQ2+Lj4q2xX676pSc1BALSzTebY4sXS/ne7AAPAEDUoFEOAADggVdfNY+3ayeNG+cmZ2lF\nqXE8PTFdWZlZbpICAABEKRrlAH446YfG8f2n9uvg6YOe1GDbfr20VFqwwJMSAACIGjTKAQAAHCsr\nk15/3Rz7/OelOEe/kdka5W1T2rpJCAAAEMVolAP4XL/PWWPPb3rekxrGjJE6dDDH2H4dAIBLQ6Mc\nAADAsXfflU6dMsduusld3mc3PWsc59xMAACAS0ejHMBl7S6z/r/gO0u+o2MFx5zXEBdn/xz5xhtS\nSYnzEgAAiBo0ygEAABx75RXzeHq6NHmym5xFZUVaunepMZYYn+gmKQAAQBSjUQ4gEAioMlRpjT+5\n5klP6rCdU15QIL39ticlAAAQFWiUAwAAOFRZKc2bZ45NmyYlJbnJO2+rJamk1GCqm6QAAABRjEY5\nAEn63Q2/s8aW7VvmSQ2TJkktW5pjtge1AQBAbTTKAQAAHProI+nQIXPM5bbrKw+stMau7Halu8QA\nAABRikY5AEm6NetWa6ygtMCTGoJBafp0c2zePKm83JMyAABo8miUAwAAOPTqq+bxYFC6/np3eXd8\nusMau2/Mfe4SAwAARKn6NsqDcUHHlQCIpNbNWmtA2wHGWGlFqWd1zJhhHj9+XFppf24aAACch0Y5\nADRAUVGRsrKylJWVpaKiokiXA+A8fpuftm3vJk+WWrRwk7OorEhv7XrLGLs161Z1bt7ZTWKgHvw2\nRwFUY34CdYv0inLmKOAfD4x5oOZAqaTfStt/tN2z+XnddVKzZubY/PmelAA0GdxDAdiwFxQANEAo\nFNKWLVvO/RuAf/hpfm7bJn3yiTnmctv1v3z8F2usW4tu7hID9eCnOQqgJuYnULdIN8qZo4B/JMYn\n1h7MlUpV6tn8TEmRpkwx72L22mvSf/2XJ2UATQL3UAA2rCgHAABwZN48e+xzn3OX940db1hjbVPa\nuksMAAAQxSLdKAfgH0kJSdbY7k93e1aH7Zzy7durHtwGAAB1o1EOAADgiK1RPnas1LGju7ybczZb\nY1N6TXGXGAAAIIrRKAdwVmZqpjV2y9xbPKvjhhukQMAcY/t1AAAujt/cAaABkpKSNHfu3HP/BuAf\nfpmfx49LH3xgjrncdl2SCssKjePDOwzXZe0vc5scuAi/zFEAtTE/gbpFulHOHAX8Y1THUTUH4iXN\nqvrn7vzdKiorUkowxXkd7dpJY8ZIq1bVjs2fL33rW85LAJoE7qEAbGiUA0ADJCQkaNasWZEuA4CB\nX+bnggWS7dgr2/Z44VJWUWYcf/TKR90mBurBL3MUQG3MT6BukW6UM0cB/2iR3EKtklsprySvaiBe\nUlbVPytUoVMlpzxplEtVny9NjfIVK6QTJ6Q2bTwpA/A17qEAbNh6HQAAwIHXXzeP9+wpDRjgNnd+\nab5xPDE+0W1iAACAKBbpRjkAf5lz9RxrrKisyLM6Pvc583hFRdUD3AAAwI5GOQAAQJiVlUkLF5pj\nN95oP0MuHPae3GuN0SgHAABouPo0ygMKKD4u3oNqAETajAEzrDHbcVguZGVJ3bubY5xTDgBA3WiU\nAwAAhNny5dLp0+bYjTe6zf2dxd+xxoJxQbfJAQAAolh9GuWsJgdiR3pSugIyPwW96qBhL3RHAgH7\nqvIFC6TSUs9KAQCgyaFRDgAAEGa2p/bT0qQrr3SXt6isSK9sfcUaT01MdZccAAAgytEoB3C+5IRk\nZWVmGWOPv/e4p7VMn24ez8+X3nvP01IAAGhSaJQDAACEme188ilTpESHu59vP7Fd5ZXl1viQdkPc\nJQcAAIhyNMoBXOiGPjcYxw+cPqD8M/me1TFxotS8uTn22muelQEAQJNDoxwAACCMtm+Xduwwx1xv\nu15QWmCNPTntSf5wCwAA0Ai2LZbPx+9bQGy5sa/9Q97y/cs9qyMxUZo61RybP18KhTwrBQCAJoVG\nOQAAQBjZVpMHAtL117vNXdf2fveOvNdtcgAAgCgXCAQu2iynUQ7ElrGdx1pjOz/d6WEl9u3X9+6V\ntmzxtBQAAJoMGuUAAABhZGuUjx4ttWvnLu+249v01q63jLHUYKoCgYuvgAIAAEDdLrb9Oo1yILbU\nNef3ndrnYSXStGlSnOV/UQsWeFoKAABNBo1yAACAMDl5Unr/fXPM9bbrE/860Rprm9LWbXIAAIAY\nQaMcwIXuHHyncXzdkXWe1tG6tTRunDn25puelgIAQJNBoxwAACBMFi2SysvNMds2eOGw7sg65RTm\nWONTek1xlxwAACCGNAs2qzNOoxyIPaM6jjKOf3TkI1WGKj2tZdo08/jy5VJ+vqelAADQJNAoB4AG\nqKysVHZ2trKzs1VZ6e2HHgB1i+T8fOMN83jnztKQIe7yPrXuqTrjP7n6J+6SA5eIeyjgX8xP4OJS\ngil1xoPxQWe5maOAP43oOEKqlJTz2ddn0/P0mdPa9ekuT2u5/nrzeFmZ9PbbnpYC+Ar3UAA2NMoB\noAGKi4s1aNAgDRo0SMXFxZEuB8B5IjU/KyulhQvNsRtukFweEb7h2AZr7D+v/k+2XoevcA8F/Iv5\nCVzcxRrlLleUM0cBfxrafqgCFQHpSVV9nbfL2P9u/F9vaxkqdehgjrH9OmIZ91AANjTKAQAAwmD9\neinHsvv5DTe4zX2k4Ig1NnvobLfJAQAAYkgkG+UA/CktMU392/Q3xrYc3+JpLYGANHWqObZggRQK\neVoOAAC+R6McAAAgDGyryRMTpauucpf3WMEx7c7bbYx9f8L31T6tvbvkAAAAMYZGOQCTzs07G8eP\nFRzzuBL79usHD0qbN3tbCwAAfkejHAAAIAxsjfIrrpDS0tzlvX/h/dZY3zZ93SUGAACIQanB1Drj\nNMqB2NQiuYVx/MNDH6qgtMDTWq69VoqPN8cWLPC0FAAAfI9GOQA0QGpqqkKhkFuct3EAACAASURB\nVEKhkFJT6/5DCQBvRWJ+njwprVxpjtm2vQtL3pKTmps91xpPT0x3lxxoIO6hgH8xP4GLu9iK8pDD\nfY2Zo4B/fe+q70mPqeorsXq8tKJUi3Yt8rSWli2l8ePNMRrliFXcQwHY0CgHAABopLfflioqzDGX\njfJ/e/Pf6oxf0e0Kd8kBAABi0MUa5TmFOR5VAsBPhnUYpoyUDGPsK/O+4nE10rRp5vHly6XTp72t\nBQAAP2syjfLdu3frhRde0Le//W1NmjRJzZs3V1xc3LmvHj16NPi9z3+fhnzt378/jFcKAACaGtu2\n6506SVlZbnIWlRXp2U3PWuP3jrhXmamZbpIDAADEqIs1ynu17uVRJQD8JC4Qpym9pxhjrZu19rga\n+znl5eXSkiXe1gIAgJ/5+uCkZcuWac6cOVq7dq3y8vLq/N5AIOBRVf7ICwAA/CEUsjfKp06VXP2q\nsPKAZa/3z/xm2m/cJAYAAIhhifGJdcYHZw72qBIAftOtRTfj+N6Te1VeWa6EOO/+FD9kiNSxo3T4\ncO3Ym29KM2Z4VgoAAL7m6xXl69ev1+LFiy/aJA+3QCBQry8AAIDsbOngQXPM9hR/OBw4dcAae3Dc\ng4qPi3eXHAAAIEbll+bXGb9j8B0eVQLAb27qf5NxPKSQjhYc9bSWQMD+eXTBgqoHvgEAgM9XlNsk\nJyerU6dO2rVrV9jfe+zYsfrHP/5xST/TqVOnsNcBAACaBttq8vh46eqr3eV9c+eb1tjPr/25u8QA\nAAAx7GTJSWvshZkvaHSn0R5WA8BPerbqaY1tPLZRnZt39rCaqkb5U0/VHj98WNqyxd0xYQAANCW+\nbpQHAgEFg0ENGjRII0eO1KhRozRy5EgNHjxYy5cv11VXXRX2nMnJyeratWvY3xcAAEQnW6N83Dip\nZUs3OXMKc/TSlpeMsWHthyku4OtNgwAAAJqsuhrlswbO8rASAH7TullrdW7eWQdP195ybP3R9ZrW\nZ5qn9VxzTdUD3BUVtWOLFtEoBwBA8nmjfPbs2frGN76hxMTa5z+F2B8GAABEWEGB9P775tjUqe7y\nPvT2Q9ZYSjDFXWIAAIAYN7TdUK06uMoY45g+AEPbDzU2ylccWOF5LS1aSGPHSisMqRcvlv7v//W8\nJAAAfMfXy41atmxpbJIDAAD4wdKlUmmpOebqfPITRSf01MeG/fM+w3afAAAA7tw99G7jOGeTA5Cq\ndvgyeXOH/egsl6691jy+bJl05oynpQAA4Eu+bpQDAAD42aJF5vHMTGnoUDc5n1zzZJ3xrw7/qpvE\nAAAA0KhOozSp+6QaY80Smum+0fdFpiAAvmJrlEvSnrw9HlZS5brrzOPFxeaV5gAAxBoa5QAAAA20\neLF5/LrrpDhHv2W9svUVa+z+0fdrYMZAN4kBAACguECc3rjjDT1yxSO6vMvl+uKQL2rZ3cs0tvPY\nSJcGwAdGdBxhjW04tsHDSqqMGlW1BbuJ7fMsAACxxNdnlAMAAPjVgQPStm3mmO2p/XDYfmK7Nfbw\nxIfdJQYAAIAkKSWYoh9P/nGkywDgQ11bdLXGVuxfoZv63+RhNVJCgjR5svSK4XnrRYukOXM8LQcA\nAN9hRfkF9u7dqzvuuEP9+/dXamqqEhMT1a5dOw0aNEh33XWX/vSnPykvLy/SZQKIsNLSUj322GN6\n7LHHVGo7oBhARHg1P5cssceuucZNzorKChWWFRpj3x7/bWWmZrpJDIQR91DAv5ifgL8xRwH/On9+\njmo3yvg9v/jgFx5XVcX2IPe6dVJurre1AJHCPRSATSAUCoUiXURDLFu2TJMnTz73unv37tq9e3eD\n3ivuEvdGTU1N1de+9jX9+Mc/VmpqaoNy1iU3N1eZmTX/0J2Tk6OMjIyw5wLQMIWFhUpLS5MkFRQU\nOPl/AYCG8Wp+3nmn9NxztcezsqTNm52k1K9W/UrffOubxtiKr6zQ+C7j3SQGwoh7KOBfzE/A35ij\ngH+dPz9/t+J3+sbibxi/b9nsZbqy+5VelqZdu6Tevc2x55+XbrvN03KAiOAeCviTH/qhrCi3CAQC\nCgQCxlhhYaGeeOIJjRgxQlu2bPG4MgAAEGmVlfYV5dde6yZnKBTSz1f+3BpvltDMTWIAAAAAQL1N\n6T1FAZn/rrzm8BqPq5F69ZJ69jTHFi3ythYAAPyGM8o/EwwGNWHCBF1zzTUaMmSIOnfurPT0dBUU\nFGjfvn16//339be//U05OTnnfmb79u265pprtGrVKnXtaj9/BgAARJfNm6XzfiWowdW267vzdutw\n/mFjLCEuQb1a93KTGAAAAABQb5mpmQrJvInr7ryG7YjaWNddJ/3+97XHFy+WQiHJsl4MAICoR6Nc\n0k9+8hN97WtfU9u2bY3xIUOGaPr06frxj3+sH/7wh/rZz36mszvWHz16VLfccovWrPH+aUAAkRMf\nH6+ZM2ee+zcA//Bifi5ebB5PSJAmTnSSUvtP7bfGJnWfpOZJzd0kBsKMeyjgX8xPwN+Yo4B/XTg/\nO6R10JGCI7W+71jhMa9Lk1S185mpUX7woLR1qzRggPc1AV7iHgrAhjPKG+C3v/2t7rvvvhpjzz77\nrG6//fawvL8f9uQHAAB2118vLVxYe/yKK6T33nOT89Glj+pH7/3IGCt5uERJCUluEgMAAAAALont\n81u/Nv209d+2el7PyZNSmzZVx4hd6IknpAce8LwkAAB80Q9lRXkD/Ou//qsWL16s11577dzYk08+\nGbZGuUlubq5CoZCaNWumuLj6Hy1fXl6uhITq/8yBQEApKSmXlLukpEQVFRXnXgeDQSUmJl7SexQW\nFtZ43ZDrOHPmzLnXXAfXIXEdZ3Ed1biOalxHFRfXUVkZ1Lvvmq/Dtu16Y6/jTOkZ/WjJBX9k+ayE\nVsmt6tUkj9b/HlxHNa6jCtfBdUhcx1lcRzWuoxrXUYXrqMZ1VOM6qnAd1Rp6HYPbDa5+UVr9z21H\ntim/JF/pyen1riEc15GcXKIRIypUvSlqUGc/VC5aVL9GeVP+73E+rqMK11GN66jGdVThOqrV9zou\nrLWu2PnXUdfPeSbURC1dujQUCATOffXo0cPT/KtWraqRPzExMXTq1KmwvHdOTk5IkpOvgQMHXnI9\nM2fOrPEejz766CW/x4V1bN68+ZJ+fu7cuVzHZ7iOalxHFa6jGtdRjeuo4uI6Zs9+NFR1ilvtr5Ur\n3VzHf/zmP2q+R4ZCeqzqq9N/d2rQdUTLfw+ug+vgOqpxHdW4jipcRzWuoxrXUYXrqMZ1VOM6qnAd\n1Rp6HduPbz/3me3C63huyXMRvw6p+nNtamooVFp68fdoyv89zsd1VOE6qnEd1biOKlxHtfpex4W1\nNuYrJyfnkutsjPo/eoAaRo0apVatWp17XVZWpuzs7AhWBAAAvLBrl3m8eXNp1Cg3Obcet2/NN7rT\naDdJAQAAAAAN0qt1L6UGU42xP637k8fV1K2wUOetNAcAILZwRnkjDB06VBs3bjz3et68eZo+fXqj\n39e0J392drbatm3L1uuf4Tq4DonrOIvrqMZ1VOM6qri4jkmTglq7tvZ1fP7z0quvmt+jsddx/xv3\n69crf11z8LMSls5eqkndJ130PaL1vwfXUY3rqMJ1cB0S13EW11GN66jGdVThOqpxHdW4jipcR7XG\nXMf4p8brg4Mf1Nh6XZL6t++vT+77pN41hOs6iosr1LmzVFQknb/1uiQ9/rj08MN1v0dT/+9xFtdR\nheuoxnVU4zqqcB3VXG+9npubqx49etSIe31GOY3yRhg3bpw+/PDDc6//8Y9/6NZbb230+/rh8HoA\nAFBbXp7Utq1UWVk79utfS//2b+HPGQqFFPcj8y/BHdI66PCDh8OfFAAAAADQKNf+/Vot2b2k1nj3\nlt2154E9EahIuv56aeHC2uOTJ0tvv+19PQCA2OaHfihbrzfC8ePHa7xu27ZthCoBAABeWLrU3CSX\npGuvdZPzvX3vWWPX9nKUFAAAAADQKGM7jTWO7z25V4fzI/PA83nrzmpYsUIqKfG2FgAA/IBGeQOd\nOHGixgr2QCCgjh07RrAiAADg2tKl5vHOnaW+fd3kfPmTl62x9MR0N0kBAAAAAI1y99C7rbGnP37a\nu0LOY2uUnzkjffCBt7UAAOAHNMob6Pnnn9f5u9a3a9dO/fv3j2BFAADANVuj/OqrpUDATc41h9dY\nY/U5mxwAAAAA4L1erXtpYMZAY+wHS3/gcTVVhg6VWrY0x955x9taAADwAxrlDXDs2DE9/vjjNcam\nT58eoWoAAIAXcnKk7Gxz7Kqr3OU9WXLSGrux743uEgMAAAAAGuXm/jcbx+MD8corzvO4Gik+Xpo0\nyRyjUQ4AiEUx3Sjfvn275s+ff0k/c/ToUd14443Kyck5N5aUlKTvf//74S4PAAD4yLJl9pjLRnlp\nRalx/P9N/X9KTkh2lxgAAAAA0ChTek0xjleEKrTtxDaPq6li23599WopP9/bWgAAiLSESBdwMQcP\nHlR5eXmt8aNHj9Z4XVZWpn379tXYDv2s9PR0tWnTptb44cOH9fnPf16DBw/WF7/4Rd18883q3bu3\nsY78/Hw988wzevzxx2s0ySXpkUceUffu3S/hqgAAQFNj23a9Z0+pa1d3eUvKS4zjzZOau0sKAAAA\nAGi0CV0nWGNL9yzV2M5jPaymiq1RXl4uLV8uXX+9t/UAABBJvm+UT5gwQfv377/o9x06dEg9evQw\nxmbPnq2//OUv1p/dtGmTvvvd7+q73/2uWrRooUGDBqlNmzZKT09XQUGBDhw4oA0bNqiioqLWz379\n61/Xww8/XP8LAhAVioqKNGrUKEnSmjVrlJKSEuGKAJzlan7aGuUuV5MXlRXpUP4hYywYH3SXGHCI\neyjgX8xPwN+Yo4B/2eZnIBDQZe0u04ZjG2r9zEPvPKTvX+H9LqUDB0qZmVXHi13onXdolCM6cQ8F\nYOP7Rnk4BAKBen/vqVOntGLFiot+X3p6uv7nf/5HX/nKVxpTGoAmKhQKacuWLef+DcA/XMzPI0ek\nbZZd8Vw2yn+/9vfWWGJ8orvEgEPcQwH/Yn4C/sYcBfyrrvl55+A7jY1ySdpxYof6tOnjvL7zBQJV\nn2NfeKF2jHPKEa24hwKw8f0Z5YFAoNFfNgMHDtQjjzyiiRMnKi0t7aIN9UAgoH79+mnOnDnas2cP\nTXIAAGJEpM4n//vGv1tjSfFJ7hIDAAAAAMJiWp9p1ljf3/TVL1b+wvPGnW379Y8/lj791NNSAACI\nKN+vKN+zZ4+z987MzNSPfvSjc693796tnTt36tChQ8rLy1NJSYmSk5PVqlUrdejQQaNGjTKedQ4A\nAKKbbdv1vn2ljh3d5CwsLdSGo+ZVB5I0suNIN4kBAAAAAGEzMGNgnfFvL/62AgrowfEPelSRvVEe\nCknvvivdfLNnpQAAEFG+b5R7qWfPnurZs2ekywDQBCQlJWnu3Lnn/g3AP1zMT1ujfNKksLy9UW5R\nrkIyryoY0WGEOqR3cJcccIh7KOBfzE/A35ijgH/VNT8DgYBGdxqt1YdWW3/+6fVPe9oo79VL6tJF\nOnCgduydd2iUI/pwDwVgEwhxIIPv5ObmKjMzs8ZYTk6OMjIyIlQRAACx6+DBqj8gmDz/vHTbbW7y\nbj+xXf1+088Y2/vAXnVr2c1NYgAAAABAWJ0+c1ot/rNFnd9T+R+VFz0aNJzuvlt65pna44MGSZs2\neVYGACCG+aEf6vszygEAACLJtppccruivLSi1BpLCaa4SwwAAAAACKvmSc310qyX6vyeorIij6qp\nYtt+ffNm6fhxT0sBACBiaJQDAADUwdYoHzBAat/eXd5Piz+1xoLxQXeJAQAAAABhd8vAW3TviHut\n8fQ56frnln96Vs+VV9pjy5d7VgYAABFFoxwAAKAOy5aZx6+6ym3eby36ljWWGJ/oNjkAAAAAIOwe\nGPuANRZSSF946QvKzsn2pJZu3aSuXc2xd9/1pAQAACKORjkAAIDFvn3Snj3mmMtGeV5xntYcXmON\nB+NYUQ4AAAAATU3H9I6KD8Rb4xWhCs3fPt+zemyryt97z7MSAACIKBrlAAAAFnU9Re/yfPJ399kT\n92rVi63XAQAAAKAJap7UXJO6T6rzew6cOuBNMZImTjSPr18vnTrlWRkAAEQMjXIAAACL9983jw8a\nJLVt6y7vodOHrLEvXfYld4kBAAAAAE797JqfKSWYYo2XVZZ5VottRXllpbRihWdlAAAQMTTKAQAA\nLGzbzdmeug+Xuv4w8oOJP3CbHAAAAADgzIiOIzT/dvv26qUVpZ7V0ru31L69OcY55QCAWECjHAAA\nwODYMWn7dnPMeaO8wtwoH9lxpAKBgNvkAAAAAACnJveYrK8M/Yox5uWK8kCAc8oBALGNRjkAAICB\nbdt1SbriCnd5Kyor9Ni7jxljifGJ7hIDAAAAADwTjA8ax20PTrtiexB87VqpsNDTUgAA8ByNcgAA\nAAPb0/O9ekkdO7rL+/MVP1dRWZExFowz/yEFAAAAANC02B6ELi4v9rQO24ry8nJp5UpPSwEAwHM0\nygGgASorK5Wdna3s7GxVVlZGuhwA5wnX/LStKHe5mrysokw/X/lza5wV5YgG3EMB/2J+Av7GHAX8\nqyHzs3lSc+P469tf1wcHPghneXUaMEBq08YcY/t1RAvuoQBsEiJdAAA0RcXFxRo0aJAkqaCgQKmp\nqRGuCMBZ4ZifJ09KGzaYYy7PJ39337s6WXLSGu/cvLO75IBHuIcC/sX8BPyNOQr4V0Pm5+hOo62x\n8U+P18u3vqybB9wcthpt4uKqPue+8krt2LvvOk8PeIJ7KAAbVpQDAABcYOVKKRQyx1yuKH9t22t1\nxm/qf5O75AAAAAAAz0ztPVVtmlmWckt6YOEDCtk+mIaZ7YHwDz+USko8KQEAgIigUQ4AAHAB2/Zy\nHTpUnVHuyq9X/9oam3P1HH2u3+fcJQcAAAAAeCYxPlF3Dr7TGj9w+oD2ntzrSS22c8pLS6ua5QAA\nRCsa5QAAABeo63zyQMBNzqKyImvsT9P/pO9N+J6bxAAAAACAiLhn+D11xgvLCj2pY8gQqUULc4zt\n1wEA0YxGOQA0QGpqqkKhkEKhEGfaAD7T2PlZXCytWWOOuTyffN7WedbYmE5j3CUGPMY9FPAv5ifg\nb8xRwL8aOj+HtBui/zP8/1jjpRWl4SjvouLjpQkTzLHlyz0pAXCKeygAGxrlAAAA5/nwQ6mszBxz\neT75thPbrLGerXq6SwwAAAAAiJgnpj5hjZVVWD6cOmB7MHzVKqmiwrMyAADwFI1yAACA89jOJ2/Z\nUho0yF3eDcc2WGOpiTztDAAAAADRKBgftMa8WlEuSZdfbh7Pz5c2bfKsDAAAPEWjHAAA4Dy288kn\nTJDiHP7mtOGouVH+yBWPuEsKAAAAAIio+EC8AgoYY79e/WvP6hgxQkpMNMfYfh0AEK1olAMAAHym\nrExaudIcc3k++amSU9pzco8xNqrTKHeJAQAAAAARFQgElJSQZIy9uOVF7T+135M6kpOlkSPNsRUr\nPCkBAADP0SgHAAD4zPr1UlGROebyfPKtx7daY5e1u8xdYgAAAABAxPVr088ae2vnW57VMWGCeZxG\nOQAgWtEoBwAA+IxtNXmzZtLw4e7yZudmG8eT4pPUtUVXd4kBAAAAABF3y4BbrLHcolzP6rCdU37g\nQNUXAADRhkY5AADAZ2yN8tGj7We1hcPTHz9tHG+T0kaBgPmsOgAAAABAdHhg7APW2NGCo57VMX68\nPcaqcgBANKJRDgAA8Blbo7yuPxY0VigU0sHTB42xHi17uEsMAAAAAPCF5knNNbT9UGPs16t/rU+L\nP/WkjrZtpX6WXeCXL/ekBAAAPEWjHAAAQNL+/dJBc7/aaaN8S+4W7Tu1zxhj23UAAAAAiA192/S1\nxv700Z88q4NzygEAsYRGOQAAgOyrySVp3Dh3eVcdXGWN/Wrqr9wlBgAAAAD4xrD2w6yxZfuWeVaH\n7ZzyjRul/HzPygAAwBM0ygEAAGRvlPfvL7Vp4y7vltwtxvGRHUcqIzXDXWIAAAAAgG/cNug2a6yg\ntMCzOmyN8spKaZX9OW8AAJqkhEgXAABNUWlpqX76059Kkh566CElJiZGuCIAZzV0fkbifHJJKior\nMo5zPjmiFfdQwL+Yn4C/MUcB/wrH/OzesrtSginGz4ilFaWNrrG++vSRMjKk3NzasRUrpGuv9awU\nIGy4hwKwCYRCoVCki0BNubm5yszMrDGWk5OjjAxWlQF+UVhYqLS0NElSQUGBUlNTI1wRgLMaMj8L\nCqSWLaWKitqxP/9ZuueecFdZ7Z559+jp9U/XGr9z8J363xn/6y4xECHcQwH/Yn4C/sYcBfwrXPPz\nlx/8Ug8uerDW+LD2w7Tu6+saVeOluOkmad682uNXXy0tWeJZGUDYcA8F/MkP/VC2XgcAADFvzRpz\nk1yybzsXLmWVZcbxYHzQbWIAAAAAgK8E48yfA71cUS5JEyaYx1etksrLPS0FAACnaJQDAICYZ9t2\nvXVrqW9ft7n/vvHvxvHEOLYBAwAAAIBYkhhv/hxYUl7iaR22B8YLC6WNGz0tBQAApzijHAAaID4+\nXjNnzjz3bwD+0ZD5aWuUjxsnxTl8rDA7J9saY0U5ohX3UMC/mJ+AvzFHAf8K1/xskdzCOL735F4V\nlRUpJZjS4Pe+FMOHS0lJ0pkztWMrVlTFgaaEeygAG84o9yE/7MkPAECsqKyU2raV8vJqx37yE+mh\nh9zlvvf1e/WHj/5gjP372H/Xf0/5b3fJAQAAAAC+siV3i7KezDLGOqV30uZ/2ayWyS09qeWKK6Tl\ny2uP33679NxznpQAAIhyfuiHsvU6AACIaVu3mpvkkvvzyW1Nckka1WmU2+QAAAAAAF/p37a/mic1\nN8YO5R/S9c9eL6/WvY0fbx5ftcqT9AAAeIJGOQAAiGm2bdfj46VRDnvVJ0tO1hmf1meau+QAAAAA\nAN+JC8RpYreJ1viqg6u09fhWT2oZN848vmePdOyYJyUAAOAcjXIAABDTbI3yYcOkFIfHv605tMYa\ne+OON6yrCAAAAAAA0esLWV+oM56dm+1JHWPG2GMffuhJCQAAOEejHAAAxDRbo9y2zVy4rD281hq7\nvvf1bpMDAAAAAHxpxoAZ6tqiqzVeXlnuSR0dOkjdupljbL8OAIgWNMoBAEDMOnFC2rbNHHN9Pvna\nI+ZGeZ/WfRQIBNwmBwAAAAD4UkowRS/OetEa96pRLkljx5rHaZQDAKIFjXIAABCzVq+2x2znsYWL\nbev1Owbf4TYxAAAAAMDXRncarc7NOxtjfmiUr14tVVR4VgYAAM7QKAcAADHLdq5ax45Sly7u8n5a\n/KkOnD5gjI3sONJdYgAAAABAk5AUn2QcL6so86wGW6O8sFDK9uaodAAAnKJRDgAAYpatUT5mjNu8\nh/MPW2ND2g1xmxwAAAAA4HsJcQnGcS9XlA8bJiUmmmNsvw4AiAY0ygEAQEwKhSLXKP/r+r9aYxkp\nGW6TAwAAAAB8LxgfNI6XVXq3ojwpqapZbvLBB56VAQCAMzTKAQBATNqxQ8rLM8dcN8qPFBwxjrdM\nbqlmwWZukwMAAAAAfC8YZ26UP7DwAYVCIc/qGDfOPM6KcgBANKBRDgAAYpJtNXlcnDTS4THhFZUV\nemvnW8aYbWs9AAAAAEBs6dKiizW2aNciz+qwnVO+dav94XMAAJoKGuUA0ABFRUXKyspSVlaWioqK\nIl0OgPPUd37aGuWDBklpaY6Kk7Tm8BqdKD5hjM25eo67xIBPcA8F/Iv5CfgbcxTwLxfzc2LXidbY\nwp0Lw5KjPmyNcklavdqzMoBG4R4KwIZlSwDQAKFQSFu2bDn3bwD+Ud/5GanzyZ9a95Q1dufgO90m\nB3yAeyjgX8xPwN+Yo4B/uZif0/pM07cWf8sYyy3KDUuO+ujaVWrfXjp6tHZs1SppyhTPSgEajHso\nABtWlAMAgJhTXCytX2+OuW6UL9mzxDh+eZfLOZ8cAAAAACBJGpAxwBrb+elOz+oIBOyryjmnHADQ\n1NEoBwAAMefjj6XycnPMdaPcdg551xZd3SYGAAAAADQp3xzzTeP4h4c+1PYT2z2rw9Yo//BDqbLS\nszIAAAg7tl4HgAZISkrS3Llzz/0bgH/UZ37atl1PT5cG2B/ab7S84jzrk/9tmrVxlxjwEe6hgH8x\nPwF/Y44C/uVqfrZJsX9O/Mn7P9EzNz0Ttlx1sTXK8/KkHTukfv08KQNoMO6hAGwCIQ5k8J3c3Fxl\nZmbWGMvJyVFGRkaEKgIAILrcdpv0wgu1xydPlt5+213exbsW67r/vc4Y2/fNfawqBwAAAACcs3Dn\nQl3/7PXGWNcWXbXvm/s8qaOwUGre3Lx6/C9/ke6+25MyAABRxg/9ULZeBwAAMcd2jprrbdfXHF5j\nHM9MzVSX5l3cJgcAAAAANClXdb/KGisoLfCsjtRUacgQc2yN+WMuAABNAo1yAAAQU44dk/ZZHrp3\n3Shfd2SdcXxUx1EKBAJukwMAAAAAmpSkhCR9ccgXjbHSilJPaxk92jxOoxwA0JTRKAcAADHFdj65\n5L5R/s9P/mkcH9p+qNvEAAAAAIAm6YuD/dEoHzXKPL5hg3TmjKelAAAQNjTKAQBATLE1yrt2ldq3\nd5e3vLLcGstI8e7cHQAAAABA05EYn2gcL60oVSgU8qwOW6O8tFTauNGzMgAACCsa5QAAIKbYGuVj\nx7rNu/X4VmusbUpbt8kBAAAAAE2SrVEuScv3L/esjqwsqVkzc4zt1wEATRWNcgAAEDMqK+0f4F1v\nu77h6AZrbHKPyW6TAwAAAACapFbNWlljE/860bNV5QkJ0vDh5hiNcgBAU0WjHAAAxIwdO6TTp82x\n0aPd5t5wzN4o75DewW1yAAAAAECT1LdNX6UEU6zxnZ/u9KwW2/brNMoBuJkv/AAAIABJREFUAE0V\njXIAABAz1q41j8fFScOGuc1ta5R/ccgX3SYGAAAAADRZCXEJuqLrFdZ4blGuZ7XYGuVbtkj5+Z6V\nAQBA2NAoBwAAMcPWKM/KklJT3ebeeGyjcfyydpe5TQwAAAAAaNJ+OOmH1lhRWZFnddga5aGQtG6d\nZ2UAABA2NMoBAEDMsG0HN3Kk27xlFWU6WnDUGBucOdhtcgAAAABAkzam8xhrbPrz01UZqvSkjt69\npZYtzTG2XwcANEU0ygGgASorK5Wdna3s7GxVVnrzYQRA/djmZ3m59PHH5p9x3SjflLPJGuuY3tFt\ncsBnuIcC/sX8BPyNOQr4lxfzs0NaB+N4SXmJ1hzypksdCHBOOZom7qEAbBIiXQAANEXFxcUaNGiQ\nJKmgoECprvdsBlBvtvm5datUZNmRzvZBP1yW7V1mjWWkZrhNDvgM91DAv5ifgL8xRwH/8mJ+ju40\nWvO2zTPGlu5dWueq83AaNUpavLj2OI1y+Bn3UAA2rCgHAAAxwfahPRiUhgxxm/vtPW9bY+3T2rtN\nDgAAAABo8mZfNtsaO33mtGd12B4037NHys31rAwAAMKCRjkAAIgJa9eax4cMkZKS3OUtKivSO3ve\nMcaGth/qLjEAAAAAIGrc1P8ma2zNYe+Wc9e1I5vtczcAAH5FoxwAAMQE2wd21+eTrzm0RiXlJcbY\nk9OedJscAAAAABAVAoGAZg6caYwt2b1E2TnZntTRqZPUwXxcOtuvAwCaHBrlANAAqampCoVCCoVC\nnGkD+IxpfpaWSuvXm7/fdaP8SMER43haYppGdxrtNjngQ9xDAf9ifgL+xhwF/Mur+dk5vbM19seP\n/ugs74VGWz7K0iiHX3EPBWBDoxwAAES9zZurmuUmdW0bFw5Ldi8xjrdu1lrxcfFukwMAAAAAosY1\nPa+xxlYdWuVZHbbP0atXS6GQZ2UAANBoNMoBAEDUs227npwsDRzoLm9lqFJPffyUMdYsoZm7xAAA\nAACAqHNdr+ussaKyIs/qsDXKc3KkAwc8KwMAgEajUQ4AAKKebfu3oUOlYNBd3o8Of2SNpQRT3CUG\nAAAAAESdYHxQdw25yxjbnLNZlaFKT+qo6wgz24PqAAD4EY1yAAAQ9Wwf1F1vu772sP0vBKM6Ok4O\nAAAAAIg6U3pNscYeWPCAJzW0bi316mWOrVvnSQkAAIQFjXIAABDVioulTZvMsbqegg+HzTmbrbF7\nR97rNjkAAAAAIOr0am3pUEt6IfsFz1aVjxhhHv/IvrEaAAC+Q6McAABEtQ0bpIoKc8x1o3zJniXG\n8WHth2lYh2FukwMAAAAAos7IjvYPsrlFuTpRdMKTOoYPN49/9JEUCnlSAgAAjUajHAAARDXbtutp\naVK/fm5zbz+x3Th+Zbcr3SYGAAAAAESlhLgEfemyL1njpRWlntRhW1GemysdOuRJCQAANBqNcgAA\nENXWrDGPDx8uxce7y1teWW6NtUhu4S4xAAAAACCqPTThIWvsTMUZT2oYVscmaWy/DgBoKmiUAwCA\nqGb7gD5qlNu8e0/utcY6pHVwmxwAAAAAELWaJzW3xrxaUd6mjdS9uzm2bp0nJQAA0Gg0ygEAQNQq\nKpI++cQcs20TFy47Tuywxu4YfIfb5AAAAACAqJUYn2iN5Z/J96wO2+dqVpQDAJoKGuUAACBqbdwo\nVVaaY8OHu81tO5+8Q1oHpSelu00OAAAAAIhaaYlp1tjoP4/2rA7b52pWlAMAmoqESBcAAE1RaWmp\nfvrTn0qSHnroISUm2p/kBeCt8+dnmzYPSao9P9PSpD593Nax41PzivIBGQPcJgZ8jnso4F/MT8Df\nmKOAf3k9P5MSktS/bX9tPb7VGN9+Yrv6tunrtAbJvqL8yJGqrw6cOgaf4B4KwCYQCoVCkS4CNeXm\n5iozM7PGWE5OjjIyMiJUEYALFRYWKi2t6undgoICpaamRrgiAGedPz9nzy7QM8/Unp8TJkjvv++2\njuv+fp0W715ca/zrI76u39/4e7fJAR/jHgr4F/MT8DfmKOBfkZif98y7R0+vf9oYe+amZ/Sly77k\nvIbcXOmCP2Of8/rr0g03OC8BqBfuoYA/+aEfytbrAAAgaq1fbx53ve26JO3K22Uc9+KpfgAAAABA\ndLtj8B3WWFFZkSc1ZGRIXbqYY5xTDgBoCmiUAwCAqJWdbR73olG+O2+3cbxLc8tfEQAAAAAAqKfJ\nPSZbY141yiX79uucUw4AaAo4oxwAGiA+Pl4zZ848928A/nF2fp48KS1ZYp6fXjTKbdIS0yKXHPAB\n7qGAfzE/AX9jjgL+FYn5GQgENK7zOH1w8INasYOnD3pSg1T1+frVV2uPs6IcfsI9FIANZ5T7kB/2\n5AcAoKl76inpq1+tPZ6UJOXnS8Ggu9yrD63WmD+PMcbevftdTew20V1yAAAAAEBMuOOfd+j5zc/X\nGu/Vqpd23r/TkxrefNN+FvmxY/YzzAEA8EM/lK3XAQBAVPr4Y/P4kCFum+SS9Pr2160xtl4HAAAA\nAITD1T2uNo7vytulbce3eVJDXTu2sf06AMDvaJQDAICoZPtA7sW2669te80a69Gqh/sCAAAAAABR\nb2rvqdbYrz78lSc1tG8vdexojrH9OgDA7zij3KC0tFQrV67U/v37deTIEaWlpalTp04aNmyYunXr\nFunyAADARVRUSOvXm2OuG+VHC45qw7ENxth3xn/HbXIAAAAAQMzo1LyThrQboo3HNtaK/W7t7/T4\n5MfVullr53UMHy4dPlx7nBXlAAC/axKN8t27d2vNmjVau3at1qxZo3Xr1qmgoOBcvFu3btqzZ0+j\n8+Tm5urRRx/VCy+8oLy8POP3jB8/Xv/+7/+uGTNmNDofAABwY9s2qbjYHHPdKF+8a7E19i+j/sVt\ncgAAAABATOnftr+xUS5J/7H0P/Sbab9xXsOIEdLrhhPIWFEOAPA73zbKly1bpjlz5mjt2rXWpvVZ\ngUCg0fkWLFigu+++W7m5uXV+38qVK7Vy5Urdeeed+sMf/qCUlJRG5wYAAOFle2o9IUEaNMht7vnb\n5xvHkxOS1bVFV7fJAQAAAAAx5bErH9Pc7LnG2IKdCzypYcQI8/i+fdKJE1KbNp6UAQDAJfPtGeXr\n16/X4sWLL9okD4dly5bppptuqtEkj4uL08iRI3Xrrbfq2muvVdu2bWv8zLPPPqvbb79doVDIeX0A\nAODS2BrlAwdKycluc58sOWkcb5HUIiwP9wEAAAAAcNaAjAEa02mMMbYnb48qKiuc11DXzm22Y9EA\nAPAD3zbKbZKTk9WrV6+wvd/Bgwc1Y8YMlZWVnRubMGGCsrOztXr1av3jH//QW2+9pYMHD+pXv/qV\ngsHgue+bP3++HnnkkbDVAgAAwuPjj83jrrddl6RNOZuM4+lJ6e6TAwAAAABizpyr5xjHQwopr8T9\nQrSOHaXMTHOMRjkAwM982ygPBAIKBoMaNmyYvva1r+mPf/yj1q1bp/z8fP35z38OW55HH31UJ09W\nr/y6/PLLtWTJEvXr16/G9yUmJuq+++7T3Lk1t7H55S9/qf3794etHgAA0DiVlfYV5a4b5afPnNbR\ngqPG2G+n/dZtcgAAAABATOrdurc19peP/+I8fyAgDR1qjtEoBwD4mW8b5bNnz1Z+fr4++ugj/eEP\nf9BXv/pVDR06VPHx8WHb7nzHjh165plnzr1OSkrSX//6VyUmJlp/5vOf/7xmz5597vWZM2f0wx/+\nMCz1AACAxtuzRzp92hxz3SjfcWKHNdavTT9rDAAAAACAhurUvJPSE827mH1nyXdUGap0XgONcgBA\nU+TbRnnLli3rbFiHw3PPPafKyupfEmbMmFGvbd2/+93v1nj94osv6syZM2GvDwAAXDrbavJAQLrs\nMre5d3xqbpQnxSepS4subpMDAAAAAGJSXCBOQ9tbOtWSNh0zHxEWTrZG+SefSCUlztMDANAgvm2U\ne+GVV16p8frLX/5yvX6uf//+GjNmzLnXBQUFWrRoUVhrAwAADWNrlPfrJ6Wluc29J2+Pcbx3696K\nC8T0r10AAAAAAIeu6n6VNZZblOs8v61RXlEhZWc7Tw8AQIPE7F9sjxw5oo0bN557HQwGdfnll9f7\n5ydNmlTj9YIFC8JVGoAmoKioSFlZWcrKylJRUVGkywFwnrVriyRlffZVPT+HDXOfu7i82DiekZrh\nPjnQRHAPBfyL+Qn4G3MU8C8/zM97R95rjRWXmT+rhlPfvlKzZuYY268j0vwwRwH4U0KkC4iUzZs3\n13g9ZMgQNbPdyQ3Gjx9f5/sBiG6hUEhbtmw5928A/rFxY0jSls9eVc9PLxrlpRWlxvFgXNB9cqCJ\n4B4K+BfzE/A35ijgX36Ynx3SO1hjtoe6wyk+XhoyRPrww9qxjz92nh6okx/mKAB/itkV5Z988kmN\n1717976kn+/Zs2eN11u3bm10TQAAoHFycqq+TFyfTy5JZRVlxvHE+ET3yQEAAAAAMa1bi27G8e0n\ntnuS37b9OivKAQB+FbON8p07d9Z43bVr10v6+Qu//8SJEzp16lSj6wIAAA23YYM95kWjfMFO81Es\nwXhWlAMAAAAA3BqQMcA4/oOlP/Akv61RvmGDVFnpSQkAAFySmN16/eTJkzVeZ2ZmXtLPp6enKykp\nSWfOnDk3durUKbVo0SIs9QHwt6SkJM2dO/fcvwH4Q1WjPEnS3M9GquZnu3ZVXy7lFObok+OfGGNs\nvQ5U4x4K+BfzE/A35ijgX36Zn5O7T9bCnQuNsS25WzQwY6DT/LZGeUGBtHu3dImbugJh45c5CsB/\nYrZRXlBQUOP1pZxPfv7PnG2Uh0Ih5efnh6U2AP6XkJCgWbNmRboMABeoapQnSKo5P20f1sNpbvZc\na4wV5UA17qGAfzE/AX9jjgL+5Zf5eXXPq62xhTsXOm+UDx4sBQKS6Qjo9etplCNy/DJHAfhPzG69\nfmGjPDk5+ZLf48Lm+oXvCQAAvGXbet2Lbde35G6xxga2dfvHCAAAAAAAhra3PyW+/9R+5/lTU6V+\n/cwxzikHAPhRzDbKLxQIBDz5GQAA4MaZM9In5p3P/z97dx4fV13vf/w9maxN0jUJbdJ9o1kodKWF\nAgVaoEVAakGviID4uFZxu4o/lMu91HsRRdQLV8WNRYF75RZFKgiUxWJtkUJbuiTpTveFpC1ts0+S\nOb8/Ah3SnO9klnMyZzKv5+ORh5nvZ853MXwf0zOf8/1+eyRR/u777xpjnyj7hPsdAAAAAACktDSf\n+ev+ky0ne6QPph3d3nmnR5oHACAqKZsoz8vL6/S6qakp6jpOv+b0OgEAQM+prpba2uxjPZEoP9p0\n1LZ8/rj5mlAwwf0OAAAAAABS3qIpi2zLd76/s0faNyXKWVEOAPCilD2j3OlEuc/nU35+ftz9Mqmt\nrZVlWcrJyVFaWuTPN7S1tSk9PfRn9vl86tOnT1RtNzc3q729/dTrjIwMZWZmRlVHQ0NDp9exjOPD\n8+AlxsE4OjCODowjhHGEpOI47Lddb1NmZouGDpUaGtwdR6A9YHv93NFzU/LvYYdxhDCOEMbRgXGE\nMI4QxtGBcYQwjhDG0YFxhDCOEMbRIVXHUV5U3rWwVXpr11s6UXdC6Wnpro7DlCg/eLBNu3a1qKio\n43Wq/D3sMI4QxtGBcYQwjpBkGsfpfQ0X++g4wl3XY6wktHz5csvn8536GTVqVNR1fOUrX+lUxx13\n3BHV9XV1dZ2uT0tLs44fPx51P+zU1NRYklz5KSsri7o/Cxcu7FTH3XffHXUdp/ejsrIyquuXLFnC\nOD7AOEIYRwfGEcI4QlJxHF//umVJp//03DhGPjDS0mJ1+XnorYdS8u9hh3GEMI4QxtGBcYQwjhDG\n0YFxhDCOEMbRgXGEMI4QxtEhVcfx9oG3u96blqnHxnH4sN29ec/enzsxDpNU/e/KDuMIYRwdGEdI\nqo3j9L7G81NTUxN1P+ORsluvjxs3rtPrPXv2RHX96e8fNGiQ+vXrF3e/AABAbOxXlPec3cd325Zn\npWf1bEcAAAAAAClr4hkTlZ2enbD2zzhDGjIkYc0DABAV3weZ/qTy+uuv65JLLjn1euTIkXr33Xej\nquPVV1/VZZdddur15MmTtWbNmoivf+6553TNNdecen3BBRfob3/7W1R9MKmtrVXRh3vQfKCqqkoF\nBQVsvf4BxsE4JMbxIcYRwjhCUm0cliUVFEjHjp0eadN997Xotts6Xrk1jqONR1Vwf4Ht9U9c+4Su\nHXNtROMwSba/hwnjCGEcIYyjA+MIYRwhjKMD4whhHCGMowPjCGEcIYyjQyqPY9ajs7Rq36pQQask\nqyOJ/satb7g+jvnzpRdfPL20Tddf36JHH418HKdL1r/H6RhHCOPowDhCGEdIMo0j1q3Xa2trNWrU\nqE7xmpoaFRYWRtXPeKTsGeUVFRWdXm/atElNTU3KycmJ6PpVq1Z1en16fU4rLCzs0f8wPio7O/4n\nEHNzc+O6Pj09vVPCPxaMI4RxdGAcIYwjhHF0SLZxHDhglySXpHSde2664vm/I5JxbKrZZIyV5Jek\n3N/DhHGEMI4QxtGBcYQwjhDG0YFxhDCOEMbRgXGEMI4QxtEhlcdR0rekc0FGx/8caTsSc3+iue6c\nc+wS5emqrHT//rw7/HfVgXGEMI4QxtGBcYREOo5wfQ0Xa2xsjLpPTkvZrdcHDx6siRMnnnrd2tqq\nlStXRnz966+/3un1vHnznOoaAACI0vr15thHPu5dEbSCenF7l28ATpk1fJa7HQAAAAAA4CNmlMyw\nLT9Yd1C73t/levvnnGNfvmWL1NTkevMAAEQsZRPlknTttZ23QX3ssccium7Lli166623Tr3Oy8vr\ntI07AADoWabzyYcPlwYMcK/dtQfX6syfnakfvvFD23h2erYy/BnudQAAAAAAgNN8suKTxthj6yP7\nDjwepkR5MChVV7vePAAAEUvpRPkNN9wgv99/6vUzzzyjHTt2dHvdfffd1+n19ddfH/XZAgCSWzAY\nVFVVlaqqqhQMBhPdHSDldU6UByVVSarSxInuzc/G1kZ9YskntOOY+d8O10641hgDUhWfoYB3MT8B\nb2OOAt7ltflZnF+syUMm28b+c8V/ut7+mDGS6YTTjRtdbx7owmtzFIB3pHSifOzYsbrppptOvQ4E\nArr55ps7HW5/uqVLl+p3v/vdqdfZ2dm6++67Xe0nAO9pampSRUWFKioq1MSeUUDCdU6UN0mqkFSh\nsjL35ucfq/+oPSf2hH3PmAFjXGsfSFZ8hgLexfwEvI05CniXF+fnNWdeY4wdrDvoatt+v1RRYR/b\ntMnVpgFbXpyjALzB04ny/fv3a/fu3V1+Dh8+3Ol9ra2t2rNnj+17jx49GraN7373uxrwkT1Z33jj\nDc2ZM0dbt27t9L6Wlhb99Kc/1XXXXdep/Bvf+IaGDRsW50gBAECsGhqk7dvtY2ed5V67K/as6PY9\nYwaSKAcAAAAA9LzLxpiPCh314ChZluVq+6b7cVaUAwC8JD3RHQhn1qxZ2rt3b7fvO3DggEaNGmUb\nu+mmm8KePV5SUqJnnnlGl19+uQKBgCRp1apVKisr05QpUzRq1CidOHFC69at05EjRzpde9VVV+me\ne+6JYkQAAMBplZWS6f7ezUT5kaYj3b5n9IDR7nUAAAAAAACDc0vONcYC7QFteG+DzhlsOEzcARMn\n2pdv2NBxD+/zudY0AAAR8/SKcif4IvjEveiii/SnP/1JhYWFp8osy9KaNWv09NNP6+WXX+6SJP/0\npz+tp556yvH+AgCA6HTedr2z0S7lqYNWUM9uebbb9w3KGeROBwAAAAAACMPn8+mKsVcY46v3r3a1\nfVOi/MgR6b33XG0aAICIeTpR7vP54v6J1Lx581RZWalFixZ12or99P7MnDlTf/zjH/Xkk08qJyfH\nqaECSDK5ubmyLEuWZSk3NzfR3QFSWtdEea4kSzNnWsrPd2d+RpIkl6T8rHxX2geSGZ+hgHcxPwFv\nY44C3uXV+flvF/6bMdbc1uxq2+F2eGP7dfQ0r85RAInn6a3Xd+3a1aPtFRYW6qGHHtKDDz6oVatW\nae/evTp8+LByc3NVUlKiSZMmacSIET3aJwAAEN769fblZ5/tXptPbHwiovflZ5IoBwAAAAAkxnnD\nzjPGWtpbXG27oEAaMkQ6dKhrbNMm6TLzEeoAAPQYTyfKEyUjI0OzZ89OdDcAAEA3gkHzk+huJsrf\nPvB2t+8ZP2i8+mf3d68TAAAAAAB04/xh52vVvlVdygPtAdfbnjjRPlHOinIAgFd4eut1AACAcHbt\nkurr7WNuJsqPNR3r9j3fOu9bUR0DAwAAAACA0zL9mbblRxuPut626ZxyEuUAAK8gUQ4AAJJW1/PJ\nO/h84c9Di1e4J++vPvNqPX3d0/r85M+71wEAAAAAACKQl5lnW/7A6gd0ovmEq22bEuXV1VJrq6tN\nAwAQERLlAAAgaZkS5WPGSHn23wXELWgF1W6128aW37RcSz+1VAvLFrrTOAAAAAAAUSgtKDXGntj4\nhKttmx5gDwSk7dtdbRoAgIiQKAcAAEnLlCh3c9v1ptYmY8y0pR0AAAAAAIlw7tBzjbHlu5e72vaE\nCVJ6un2M7dcBAF5AohwAACQt0421m4nyH73xI2OMRDkAAAAAwEsuHnmxMVbXUudq21lZHclyOyTK\nAQBeQKIcAAAkpbo6adcu+5hbifL2YLvuf+N+YzwjLcOdhgEAAAAAiMGAnAHqn93fNtbS3uJ6+6bt\n10mUAwC8gEQ5AABISlVV5pjpRjxeW45sUUNrg20sIy1DoweMdqdhAAAAAABidMf5d9iWN7c1u972\nxIn25Zs2ud40AADdIlEOAACSUmWlfXlurjRihDttHqo/ZIxdMfYK5Wflu9MwAAAAAAAxyvJn2ZY3\nBOwfBHeSKVG+d690/LjrzQMAEBaJcgAAkJRMT59XVEhpLv0LZ8WeFcbY09c97U6jAAAAAADEYVCf\nQbblW49uVVNrk6ttmxLlEqvKAQCJR6IcAGIQCAS0ePFiLV68WIFAINHdAVKS6Ya6rMyd+Rm0gvrP\nFf9pGxuYM1BZ6fZP6APojM9QwLuYn4C3MUcB7/L6/Jw8ZLJteVuwTe8cfsfVtktKpP72R6RzTjl6\njNfnKIDE8VmWZSW6E+istrZWRUVFncpqampUWFiYoB4BOF1DQ4Py8vIkSfX19crNzU1wj4DUU1Qk\n1dZ2Lb/vvgbdcYfz83PtwbWa+puptrGhfYdq37/sc6QdoLfjMxTwLuYn4G3MUcC7vD4/24PtGnDf\nANUF6rrEfjT3R/rmed90tf2LLpJW2GzQ9oUvSL/8patNA5K8P0eBVOWFfCgrygEAQNJ57z37JLkk\nlZe702a4bdenl0x3p1EAAAAAAOLkT/Mb71tvf+V219s3bb/OinIAQKKRKAcAAEmnstIccytRfqj+\nkDH2lelfcadRAAAAAAAcMGPoDNtyv88vtzedNSXKN22SgkFXmwYAIKz0RHcAAJKR3+/XwoULT/0O\noGeZzicvKpIGD3Znfgba7c+wGpgzULNHznasHaC34zMU8C7mJ+BtzFHAu5JhfpYX2j9V3m6161D9\nIRXnF7vW9lln2ZfX10u7d0ujR7vWNCApOeYogMQgUQ4AMcjOztbTTz+d6G4AKcuUKD/rLPfmpylR\nfsmoSxxvC+jN+AwFvIv5CXgbcxTwrmSYn+Ee8H599+v69Fmfdq3tigpzbNMmEuVwXzLMUQCJwdbr\nAAAg6Zi2Xjc9pe6ER955xLY805/pXqMAAAAAADhgSP4QY+yVd19xte28PGnMGPsY55QDABKJRDkA\nAEgqwaBUVWUfC/eUejzWH15vXFFOohwAAAAAkAy+NPVLtuWvvvtqws4pJ1EOAEgkEuUAACCp7Nol\nNTTYx9xaUf6zt35mjGWkZbjTKAAAAAAADpozeo5t+f6T+7X16FZX2zbdr5MoBwAkEolyAACQVEzb\nrktSebk7ba49tNYYKy0odadRAAAAAAAcdPGoi5Xms08JvPruq662bVpRvmOH1NjoatMAABiRKAcA\nAEll0yb78tGjpdxcd9o83nzcGPv4hI+70ygAAAAAAA7qn91f04qn2cYSlSgPBqXqalebBgDAiEQ5\nAABIKqZEuVvbrtc21Gr38d22sdum3aZRA0a50zAAAAAAAA6bO3qubfnSrUsVaA+41u7o0VJOjn2s\nqsq1ZgEACItEOQAASCqmrdcrKtxpb9FfFhljF4640J1GAQAAAABwgemccklaUrXEtXb9fqmszD4W\n7og1AADcRKIcAAAkjZYWaetW+5gbK8qPNh7VM5ufMcZz0g2PwwMAAAAA4EEzh81U36y+trEvv/Bl\nV9suL7cvJ1EOAEgUEuUAACBpbNkitbfbx9xIlN+y9Jaw8anFU51vFAAAAAAAl2T6M40PfZ9oOaE/\nVP/BtbZNO8Gx9ToAIFFIlAMAgKRheso8I0MaN87Zto40HtFz254zxq+dcK2G5A9xtlEAAAAAAFz2\n2bM/a4w9+s6jrrVrWlG+b5904oRrzQIAYESiHAAAJI1Nm+zLS0s7kuVO+tvuv4WNL7nOvbPbAAAA\nAABwy9fO/ZoxVlXr3vJu04pySaqudq1ZAACMSJQDQAwaGxtVXl6u8vJyNTY2Jro7QMowrSj/6Lbr\nTs3PQ/WHjLF/nvzPSk9Lj7luIJXxGQp4F/MT8DbmKOBdyTY/S/qWGGMtbS2utTtsmJSfbx/jnHK4\nKdnmKICewze8ABADy7JU/cGjrpZlJbg3QOowrSj/6FPpTs3P1vZWY+wnl/8k5nqBVMdnKOBdzE/A\n25ijgHcl4/z85ZW/1KK/LOpS3tLuXqLc5+vYfv3NN7vGSJTDTck4RwH0DFaUAwCApHDihLR3r33s\noyvKndIatE+UTy2eqtzMXOcbBAAAAACghwztO9S2vLmt2dV2Tduy9N9nAAAgAElEQVSvV7m34zsA\nAEYkygEAQFIId9PsRqJ86daltuUZaQ4fhg4AAAAAQA/LTs+2LW9ua9bJlpOutWtKlLOiHACQCGy9\nDgAxyMrK0pIlS079DsB9pm3X+/btOOfsQ07Mz6cqn9Ib+96wjWX4SZQD8eAzFPAu5ifgbcxRwLuS\ncX6OGjDKGFt7cK0uHnWxK+2Wl9uXv/eedOSIVFDgSrNIcck4RwH0DJ/FgQyeU1tbq6Kiok5lNTU1\nKiwsTFCPAABIvC9/Wfr5z7uWn3eetGqVc+20B9s18sGR2n9yv218zug5euXGV5xrEAAAAACAHmZZ\nlgruL9CxpmNdYj+49Ae6Y9YdrrR7+LA0ZIh97PXXpYsucqVZAIAHeSEfytbrAAAgKZi2YXN62/W/\n7vqrMUkuSQNzBjrbIAAAAAAAPczn82l6yXTb2K/W/sq1ds84QxpouK1m+3UAQE8jUQ4AADzPssxb\nr5vON4vV4xsfDxufM2qOsw0CAAAAAJAA04vtE+W7ju9yrU2fz3wfX1XlWrMAANgiUQ4AADzvvfek\nY113g5Pk7Iry9mC7ntz4pDF+ffn1uvmcm51rEAAAAACABJlWMs0Y2/W+e8lyU6KcFeUAgJ5GohwA\nAHheuKfKy8uda+eeFfcYY98671v6/Sd+rwx/hnMNAgAAAACQIJOHTDbG9p7Y61q7pvv4ysqOHeUA\nAOgpJMoBAIDnVVfblxcVSQUFzrTR1NqkxX9bbIzfOPFGpfn4pxMAAAAAoHcozi82xrYc2eJau6YV\n5e+/Lx0+7FqzAAB0wbe9AADA80wryp1cTb7+8HpjzO/za2jfoc41BgAAAACAB5xbcq5t+dsH33at\nzXD38my/DgDoSSTKAQCA55lWlJeVOddGbWOtMXbp6Es1IGeAc40BAAAAAOAB00um25a7mSgfNEga\nPNg+RqIcANCTSJQDAABPs6yeWVG+cu9KY+zJa590riEAAAAAADzClCivrKlUQ6DBtXZN26+b7v8B\nAHADiXIAAOBp770nHTtmH3NqRXlDoEH3v3G/bWxo36EqzC10piEAAAAAADxkWvE02/KgFdS6Q+tc\na9f04DsrygEAPYlEOQAA8DTTtuuScyvK/7TlT8ZYdnq2M40AAAAAAOAx4waNU7+sfrYxN7dfD7ei\n3LJcaxYAgE5IlANADILBoKqqqlRVVaVgMJjo7gC9mmnbtaIiqaCga3ks8zPcU/KlBaUR1QEgMnyG\nAt7F/AS8jTkKeFcyz880X5qmldivKn9z/5uutWt68L2+Xtq717VmkaKSeY4CcFd6ojsAAMmoqalJ\nFR88+lpfX6/c3NwE9wjovUyJctO267HMz7qWOmPs5nNu7vZ6AJHjMxTwLuYn4G3MUcC7kn1+Ti+e\nrlfffbVL+Wu7XlN7sF3+NL/jbYbbIa6yUhoxwvEmkcKSfY4CcA8rygEAgKeZtl53att1y7L08DsP\n28Z88mlB6QJnGgIAAAAAwINmDZ9lW36s6Zhrq8r79pWGD7ePmR6YBwDAaSTKAQCAZ1lW9CvKo/Xi\njheNsUVTFznTCAAAAAAAHjV75GzlpOfYxp7f9rxr7ZoegK+sdK1JAAA6IVEOAAA8q6ZGOnbMPubU\nivLfbfidMWb6ogAAAAAAgN4iJyNHl46+1Db2g1U/0Or9q11p94OdsLsgUQ4A6CkkygEgBrm5ubIs\nS5ZlcaYN4KJw262ZEuXRzs8NhzcYY9NKpnV7PYDo8BkKeBfzE/A25ijgXb1hfn5s3MeMsRmPzNDx\n5uOOt2m6r9+8WWpvd7w5pLDeMEcBuINEOQAA8CxTorywUCoocKaNhtYGY2z+uPnONAIAAAAAgId9\nouwT6pPRxxh/butzjrdpWlHe3Cy9+67jzQEA0AWJcgAA4FnV1fblTm27Lkmt7a225Q9e8aD6ZvV1\nriEAAAAAADyqoE+Bvn3+t43xqtowW77FqLRU8vnsY2y/DgDoCSTKAQCAZ5lWlJeVOddGa9A+UV6c\nX+xcIwAAAAAAeNzt591ujB1pPOJ4e336SKNH28fCHcUGAIBTSJQDAABPsizzjbFTK8pb2lp0rOmY\nbSwjLcOZRgAAAAAASAI5GTm6fMzltrFH3nlET2580vE2Tff3ph3mAABwEolyAADgSTU10jH7HLZj\nifLvr/y+MZbhJ1EOAAAAAEgt10641hi78U83au3BtY62Z7q/Z0U5AKAnkCgHAACeFO6m2Imt19uD\n7frv1f9tjLOiHAAAAACQaj4+4eNK85nTBl9+8cuOtmdKlG/ZIrW1OdoUAABdkCgHAACeZNpmrbCw\n4ydeu4/v1vvN7xvjpYWl8TcCAAAAAEASOSPvDF088mJj/M39b2r5ruWOtWd6ED4QkHbudKwZAABs\nkSgHAACeZFpR7sRqckmqC9QZYxPPmKihfYc60xAAAAAAAEnkrgvvCht/YPUDjrU1YYKUZshSsP06\nAMBtJMoBAIAnmVaUO3U++d92/80Ye+XGV5xpBAAAAACAJDN75GxdNuYyY/zN/W861lZOjjR6tH2M\nRDkAwG0kygEAgOdYlvmG2IlEeVuwTV9f9nVjvKBPQfyNAAAAAACQpJ76xFPGWGNro6Ntme7zTQ/Q\nAwDgFBLlAADAc2pqpKNH7WNObL3++u7XjbFMf6bSfPwTCQAAAACQugbkDND3L/2+baw+UK+WthbH\n2jIlyllRDgBwW3qiOwAAySgQCOjee++VJN15553KzMxMcI+A3iXcU+PdrSiPZH4ufn2x8frpJdMj\n6SKAGPEZCngX8xPwNuYo4F29dX7OGj7LGJvzxBz9/Za/O9KO6T5/61aprU1KJ4uBOPXWOQogfj7L\nsqxEdwKd1dbWqqioqFNZTU2NCgsLE9QjAKdraGhQXl6eJKm+vl65ubkJ7hHQu/zsZ9JXvtK1vKBA\nqq0Nf20k89P3XZ/x+meuf0bXll4bVX8BRI7PUMC7mJ+AtzFHAe/qrfNz34l9Gv7AcNtYmi9NR751\nRANyBsTdzvr10qRJ9rHNm6UJE+JuAimut85RINl5IR/KvqIAAMBzTCvKnTif3LIs5Wfm28byMvNI\nkgMAAAAAIGlYv2EaM2CMbSxoBbXt6DZH2pkwQUozZCrYfh0A4CYS5QAAwHNMN8JOJMr3n9yvukCd\nbexb530r/gYAAAAAAOgl/t/5/88Ya2prcqSN7GxpjH0+nkQ5AMBVnO4BADHw+/1auHDhqd8BOMey\nzDfCZWXdX9/d/KyuNR+A/tVzvxpRHwHEjs9QwLuYn4C3MUcB7+rN8/PWSbfqC89/wTb2p81/0uyR\nsx1pp7xc2r69a7lpxzkgGr15jgKID2eUe5AX9uQHACBRamqkM86wjy1fLs2eHV/9P/nHT/TNl7/Z\npbwkv0T7v7E/vsoBAAAAAOhlBv1wkI41HbONHfjGARXnF8fdxl13Sd/7Xtfyigpp06a4qwcAeJAX\n8qFsvQ4AADwl3LZqkawo787G9zba113oQOUAAAAAAPQy5YXmc9Be2P6CM20Ymti6VWptdaQJAAC6\nIFEOAAA8xbStWkGBdNoDhjHZe2KvbflZRWfFXzkAAAAAAL3MgtIFxpjpHjtapgfjW1ulHTscaQIA\ngC5IlAMAAE8xrSg3PV0eraa2JtvygTkDnWkAAAAAAIBe5HOTPmeM1QfqHWnjzDOlNEO2ItzOcwAA\nxINEOQAA8BTTDbAT2663trfqzf1v2say07PjbwAAAAAAgF6mb1Zf4/br//Xmf6mlrSXuNrKzpbFj\n7WMkygEAbiFRDgAAPMW09boTK8r/e/V/G2MkygEAAAAAsDdj6Axj7Odv/9yRNkz3/abvCQAAiBeJ\ncgAA4Bk1NdKRI/YxJxLlD7/zsDGWk5ETfwMAAAAAAPRCU4unGmPLdi5zpA3TfT8rygEAbiFRDgAA\nPCPcU+Lxbr3e0taiLUe2GOPTS6bH1wAAAAAAAL3UgtIFxtiRRsMT71EyJcq3bZNaWx1pAgCATkiU\nAwAAzzA9JV5QIBUVxVd3Y2ujMdY/u7/xvDUAAAAAAFJdUW6R8jLzbGOB9oAjbZgekG9tlbZvd6QJ\nAAA6IVEOAAA8w5Qoj3c1uSSt2LPCGFt+03L5fL74GwEAAAAAoJe6f+79tuUtbS2O1H/mmZLfbx9j\n+3UAgBtIlAMAAM8wbb0e7/nklmXp5qU3G+P9s/vH1wAAAAAAAL1cdnq2bXlLuzOJ8qwsaexY+xiJ\ncgCAG0iUAwAAzzDd+MabKK+urdbx5uPGeH5mfnwNAAAAAADQy5kS5XtP7NX7Te870obp/t/0YD0A\nAPEgUQ4AMWhsbFR5ebnKy8vV2Gg+9xhA5GprpSNH7GPRbL1uNz8fXP2g8f3lheUa1GdQNF0FEAc+\nQwHvYn4C3sYcBbwrVebniH4jjLFZj81ypA1TopwV5YhHqsxRANFLT3QHACAZWZal6g8eZbUsK8G9\nAXqHcDe90awot5ufr777qvH9pjPWALiDz1DAu5ifgLcxRwHvSpX5OWnIJGX6MxVoD3SJVddW64vP\nf1HfueA7Gt5veMxtmO7/t22TAgEpMzPmqpHCUmWOAogeK8oBAIAnmBLlgwZJhYWx19vU2qTD9Ydt\nY6P6j9K8cfNirxwAAAAAgBSRnZ4ddlX5L9f+Uhf99iIdqjsUcxumHeXa2qTt22OuFgAAWyTKAQCA\nJ5jOGysvl3y+2Ot9bddramprso3dcNYNsVcMAAAAAECKuevCu8LGdx/frf+r+r+Y6x8/XvL77WNs\nvw4AcBpbrwNADLKysrRkyZJTvwOIn+mGN5pt16Wu8/ORdx4xvvfu2XdHVzmAuPEZCngX8xPwNuYo\n4F2pND8/e/ZnddOzN4V9z1sH3oq5/qwsadw4acuWrjES5YhVKs1RANEhUQ4AMUhPT9d1112X6G4A\nvYppRblp2zWT0+fns1uetX3fpyo+pfQ0/ikE9DQ+QwHvYn4C3sYcBbwr1ebn09c9reueNo/X7gzz\naJSX2yfKTd8bAN1JtTkKIHJsvQ4AABKutrbjx060K8o/qqahxhgb3nd47BUDAAAAAJCiFpYt1L2X\n3GuMt1vtcdVv+h6AFeUAAKeRKAcAAAkX7qnwaFeUf9QL218wxqYWT429YgAAAAAAUth3LviO5o+b\nbxtrD7qTKN++XQrEt1gdAIBOSJQDAICEMyXKBw6Uiopir/f5bc8bYx8b/7HYKwYAAAAAIMWVFpTa\nlse7otz0wHxbm7RtW1xVAwDQCYlyAACQcKZEeXm55PPFXu8fN//RtvyWc25RTkZO7BUDAAAAAJDi\n/D6/bXm8K8rHj5fS0+1jbL8OAHASiXIAAJBwphvdeLZdf6/+PWPs6jOvjr1iAAAAAAAgf5ohUR7n\nivLMTGncOPsYiXIAgJNIlAMAgIQLt6I8Vst2LjPGBucNjr1iAAAAAACg9DT7Zd/xriiXzN8HmL4/\nAAAgFiTKAQBAQh09Kr1nWPwdz4rytw+8bYxNHjI59ooBAAAAAIB56/U4V5RL5kQ5K8oBAE4iUS5p\n8eLFSktLi/nnlltuSfQQAABIWuGeBo8nUb76wGpjLNOfGXvFAAAAAADAuPX6ij0r4q7blCjfvl1q\naYm7egAAJJEod4TP50t0FwAASFqmRPmAAdLgGHdIb25r1vrD621jD1/1cGyVAgAAAACAU0wryiXp\nxe0vxlW36cH59nZp27a4qgYA4BQS5QY+n6/bnw/fBwAAYmfaNq2sTIr1Y3bHsR1qDbbaxqaXTI+t\nUgAAAAAAcEpxfrExdv8b98dV97hxUrr9Eehsvw4AcIzhoya1PfXUU5oxY0bE78/NzXWxNwC8KBgM\navPmzZKk0tJSpaXx3BEQK9OK8li3XQ8Gg9q4aaNUI6lAXR4LHDtwbGwVA3AEn6GAdzE/AW9jjgLe\nlarzc9bwWcbYWwfeiqvuzExp/Hj77wxIlCNaqTpHAXSPRLmNwYMHa/jw4YnuBgAPa2pqUkVFhSSp\nvr6eB2aAOJgS5abzyLrT1NSkG+bc0PHiTkmnHUfO+eRAYvEZCngX8xPwNuYo4F2pOj9HDxhtjDW2\nNsqyrLh2ZC0vt//OwPQ9AmCSqnMUQPd4bAYAACTM++9Lhw7Zx2JdUR6O3+eXP818hhoAAAAAAIiM\nz+fTz+f/3DZmyVKgPRBX/aYH6FlRDgBwColyAACQMOGeAncjUc5qcgAAAAAAnDNz6Exj7EDdgbjq\nNiXKd+yQWlriqhoAAEkkygEAQAKZngLv108qLo6tzm1HthljJMoBAAAAAHDOsH7DjLEXtr8QV92m\nB+jb26WtW+OqGgAASSTKASAmubm5sixLlmVxpg0QB9OK8rIyKdZjzB6rfkxarI6f0/LiQ/sOja1S\nAI7hMxTwLuYn4G3MUcC7Unl+FvQp0DmDz7GNfeXFr8RV97hxUkaGfYzt1xGNVJ6jAMIjUW7DsqxE\ndwEAgJRgSpSbtleLxE/f+qkx9vEJH4+9YgAAAAAA0MXV4682xk40n4i53owMafx4+xiJcgCAE0iU\n23jooYd04YUX6owzzlBGRoby8/M1cuRIzZ49W3fddZdWrlyZ6C4CANArmG5sYz2fvK6lLmz87ovu\njq1iAAAAAABg66ozrzLG7nj1jrjqNj1Ib3rwHgCAaJAot/H0009r5cqVqq2tVXt7uxoaGrR3716t\nWLFC9957ry688EJNnz5dr732WqK7CgBA0jp+XDp40D4Wa6L8pR0vGWMPXP6AMvyGPdsAAAAAAEBM\nJg+ZbIz9au2v9O7778ZctylRzopyAIATSJSH4fP55DMckLpmzRpddtlluuuuu3q4VwAA9A6bN5tj\nsW69/vz2542xz036XGyVAgAAAAAAozRfmgblDDLGn9v6XMx1m74f2LFDam6OuVoAACRJ6YnugJcM\nHTpU8+fP1/Tp01VaWqqBAwcqLS1NR44c0bp16/T8889r2bJlp95vWZbuvfdeBYNB3XvvvQnsOQAA\nycf09Hd+vlRSEludj2943Lb8s2d/VvlZ+bFVCgAAAAAAwnrsmsd09VP2Z5XvObEn5npNO84Fg9LW\nrdLZZ8dcNQAAJMol6dxzz9Urr7yiSy+91DY+btw4zZw5U7fddpvWrl2rT3/609q+ffup+A9+8APN\nnDlTV11lPosFAAB0ZjpPrKxMMmzoElZtQ60xNnPozOgrBAAAAAAAEZk/br4xVtdSF3O9Y8dKGRlS\na2vXWFUViXIAQHzYel3SvHnzjEny002ZMkVvvvmmxo8f36n829/+toLBoBvdAwCgVzIlymPddn3l\n3pXGWHF+cWyVAgAAAACAbvnT/Jo7eq5t7OF3HlZja2NM9WZkSGeeaR8zfa8AAECkWFEegwEDBuj3\nv/+9pk6dKsuyJEmbN2/W8uXLI064R6u2tlaWZSknJ0dpaZE/39DW1qb09NCf2efzqU+fPlG13dzc\nrPb29lOvMzIylJmZGVUdDQ0NnV7HMo6WlpZTrxkH45AYx4cYRwjjCEmGcZi2Xv/otmrRjGPdoXVd\nC9s7fs4tOlcNDQ38PRiHJMbxIcYRwjhCGEcHxhHCOEIYRwfGEcI4QhhHB8YRwjhCUmkcZ59xtl55\n9xXb6+//+/26/dzbT72OZhzl5VJlpSQ1q+NGv8OmTRmS+HtIjONDjINxSIzjQz05jtP7Gi720XGE\nu67HWIjZFVdcYfl8vlM/t99+uyP11tTUWJJc+SkrK4u6PwsXLuxUx9133x11Haf3o7KyMqrrlyxZ\nwjg+wDhCGEcHxhHCOEK8Po4TJyxLsv958cXYxjHvyXmWFqvzz3V8Dn6IcYQwjg6MI4RxhDCODowj\nhHGEMI4OjCOEcYQwjg6MI4RxhKTSOJZuWdr1vvyDn/GLxsc8jv/4jw+/M+g8joED3RlHOMn09wiH\ncYQwjhDG0YFxhEQ6jtP7Gs9PTU1N1P2MB1uvx+GKK67o9HrTpk0J6gkAAMkl3PZoH11RHinLsrT2\n0NrYOwQAAAAAAOJy2ZjLjLGTLSdjrtd0RNuxY1Jzc8zVAgAg3weZfsTg2Wef1YIFC069njRpktau\njf9L+traWhUVFXUqq6qqUkFBAVuvf4BxMA6JcXyIcYQwjhCvj+PRR6Vbb+16TV6edPKk5PN1vI50\nHMebj2vAfQO6Vtgu/fn6P+uSUZe4Mo5Ief3vESnG0YFxhDCOEMbRgXGEMI4QxtGBcYQwjhDG0YFx\nhDCOEMbRIdnGMfXXU20fZB/SZ4i2f2n7qdfRjGPLFqm0VDp963UpQ++8k6lzzomoGkmp9/cwYRwh\njCOEcXRgHCFub71eW1urUaNGdYrX1NSosLAwqn7Gg0R5HJYtW6Z58+adej1hwgRVh1siFyG7RHlP\n/4cBILxAIKB7771XknTnnXdG/SEHpLrbb5d+/OOu5dOnS6tXR1/fnuN7NPLBkR0v2iT9/YPABdK2\nr2/TuEHjYuwpAKfxGQp4F/MT8DbmKOBdzM+QP1b/UQufXtilvE9GH5349gmlp6XbXBVeW5uUmysF\nAl1jTz4p3XBDLD1FKmGOAt7khXwoifI4/M///I9uvPHGU69nzZqlFStWxF2vF/7DABBeQ0OD8vLy\nJEn19fXKzc1NcI+A5DJvnvTSS13Lb75Zeuyx6Ov7/t+/rzv/emfHi4Ckez8I3Ckd/PZBDckfEmNP\nATiNz1DAu5ifgLcxRwHvYn6GrNy7Uhc8doFtbMXNK3TBCPtYdyZOlOxOPr3zTul734upSqQQ5ijg\nTV7Ih3JGeRxWn7bkrbi4OEE9AQAguZg2YInlfHJJWrZzmTGWn5UfW6UAAAAAACAqU4ZMUU56jm3s\nwt9eqLcPvB1TvaZzyquqYqoOAABJJMpj1tzcrGeeeaZT2ezZsxPTGQAAkkhdnbR3r33MdOMbztHG\no1q1b5VtrCS/RHmZedFXCgAAAAAAopaTkaM5o+cY43OfmKv6QH3U9ZIoBwC4IfoDQSBJuu+++3Tw\n4MFTr9PT03XllVcmsEcAepLf79fChQtP/Q4gcps3m2OxrChfuXel2oJtoQKfpA/quXXKrdFXCMBV\nfIYC3sX8BLyNOQp4F/Ozs6vGX6Xntj1nGzvRckJ/3fVXXX3m1VHVaUqU79wpNTVJOfaL2AFJzFEA\nZil/RvkTTzyhyy+/vMse+OH85je/0Re+8IVOZZ///Of161//2pE+eWFPfgAA3PLb30q33NK1PDdX\nOnlSSotyv5tpv5mmNQfX2MaC/x6Uz+eLvpMAAAAAACAmB04e0LD/GiZL9qmHn837mW6bfltUdW7d\nKk2YYB9bt06aNCnaXgIAEs0L+dCU33r9kUce0ahRo3TzzTfrhRdeUGNjo/G9a9as0YIFC7okyYcO\nHap77rnH7a4CANArmLZFKy2NPkneHmw3JsknDZ5EkhwAAAAAgB5W0rdEN559ozEeaA9EXeeYMVJm\npn2M7dcBALFi63VJTU1Nevzxx/X4448rLS1N48aN04gRI9SvXz/5/X4dPXpUGzZsUE1NTZdrBw0a\npJdeeimqFekAAKSy6mr78li2Xd9Us8kYK8rlsxkAAAAAgET4xZW/0OMbHreNxZIoT0/vWFG+cWPX\nmOl7BgAAupPyifLTV5oFg0Ft3bpVW7du7fbaOXPm6Le//a2Ki4vd6h4AAL2O6QbWdN5YOCv2rDDG\n5o6eG32FAAAAAAAgbn0y+uj8Yedr1b5VXWKxJMqlju8N7BLlrCgHAMQq5bde//rXv64bb7xRo0eP\nVloE+73m5eVpwYIFeu211/Tyyy+TJAcAIAr19dLu3faxWFaUrz6w2hiL9rwzAAAAAADgnAx/hm35\niztejKk+0wP2JMoBALFK+RXl11xzja655hpJUn19vaqrq7V3714dPnxYDQ0NCgaD6t+/vwYMGKDS\n0lJNnDiR804BAIjRli3mWCyJ8v/d9L+25bdNu03Z6dnRVwgAAAAAAByR5c+yLf/H/n9o3aF1mjxk\nclT1mRLl774rNTZKffpE20MAQKpL+UT5R+Xl5Wn69OmaPn16orsCAECvtMlwpHhOjjRyZHR1NQQa\njLFBOYOiqwwAAAAAADhq3MBxWrZzmW3sfzf9b9SJctMD9pbV8WD+5OiqAwCArdcBAEDPqay0Ly8v\nlyI4AaWTl3e+bIyN6D8iusoAAAAAAICjPjb+Y8ZYVW30+6WPGSNl2S9SZ/t1AEBMSJQDAIAeY0qU\nn3VW9HU9u/VZY+zKcVdGXyEAAAAAAHDMpaMvNcaaWpuirs/vlyZMsI9VV0ddHQAAJMoBAEDPMW29\nXlERfV2Pb3jctnxEvxE6I++M6CsEAAAAAACOSU9L12cmfsY21tBqPk4tHNM55awoBwDEgkQ5AADo\nEUePSocO2ceiTZTXB+qNsZ9c/pPoKgMAAAAAAK6YUTLDtnzrka0KtAeiro9EOQDASSTKAQBAjwh3\n0xrt1uu/3/R7Y2xo36HRVQYAAAAAAFxRXmSf2a4L1GnV3lXR12dIlO/aJTU2Rl0dACDFkSgHgBg0\nNjaqvLxc5eXlauRf4UBETNuuDxwoDR4cXV1vHXjLGCvJLmF+Ah7GZyjgXcxPwNuYo4B3MT/Nzht2\nnvIz821j//z8P0ddX1mZfbllSZs3R10dUgRzFIBJeqI7AADJyLIsVVdXn/odQPcqK+3LKyokny+6\nuv6+9+/GWP/s/sxPwMP4DAW8i/kJeBtzFPAu5qdZpj9Tc8fM1TObn+kS23Fsh1rbW5Xhz4i4vtGj\npexsqbm5a6yqSpoyJZ7eordijgIwYUU5AADoEaZEebTbrtc21Grr0a22sd9e89voKgMAAAAAAK66\nctyVxtii5xdFVZffL02YYB/7IA8KAEDESJQDAADXWZZ56/WKiujq2nZ0mzE2Z/Sc6CoDAAAAAACu\nmj9uvjH2zJZn1NreGlV9pnPKq6qiqgYAALZeB4BYZGVlacmSJad+BxDegQPSiRP2sWgT5S3tLbbl\nPvlU0rdEbW1tzE/Aw/gMBbyL+Ql4G3MU8C7mZ3iD8wYrJ4hnEFkAACAASURBVD1HTW1NXWLHm49r\n1b5Vmj1ydsT1kShHtJijAEx8FgcyeE5tba2Kioo6ldXU1KiwsDBBPQIAID4vvSTNm2cfe/99qX//\nyOt6ZecruuzJy7qUZ6RlKPBvgRh7CAAAAAAA3HKw7qBKflJiG3vi2if0mYmfibiuP/9ZuuYa+1h9\nvZSbG0sPAQA9zQv5ULZeBwAArjNtuz50aHRJcklqC7bZlvvT/FH2CgAAAAAA9ITi/GJj7N+X/7uO\nNR2LuK6yMnNs8+ZoegUASHUkygEAgOsqK+3Lo912XTInytPTOFEGAAAAAACvunLclbblu47v0oyH\nZ6imoSaiekaNkrKz7WNsvw4AiAaJcgAA4DrTivKzzoq+LhLlAAAAAAAknylDphhj249t13df/25E\n9fj9Ummpfay6OpaeAQBSFYlyAADgqvZ2841qtCvK24PtWvSXRbYxEuUAAAAAAHjXlGJzolySHlrz\nUMR1lZfbl7OiHAAQDRLlAADAVTt3Si0t9rFoE+V3vHqHcSs2EuUAAAAAAHjXRSMuUl5mniN1kSgH\nADiBRDkAAHCVadv1tDTzVml21hxcox//48fGuN/nj7JnAAAAAACgp/TL7qfvXfK9sO8xHbd2OlOi\nfPduqb4+yo4BAFIWiXIAAOCqykr78rFjpZycyOuZ9ptpYeOlhVFk3QEAAAAAQI/76rlfDRs/XH84\nonrKysyxzZuj6REAIJWRKAcAAK4yJcqj2XZ9z/E93b7nprNvirxCAAAAAACQEGMGjDHGDpw8EFEd\no0aZH75n+3UAQKRIlAMAAFeZtl6PJlH+6ruvho3/4spf6DMTPxNFrwAAAAAAQCLcNu02Y+xg3cGI\n6gh3nFt1dSy9AgCkIhLlAADANc3N0vbt9rGzzoq8npX7VhpjjXc2atHURVH2DAAAAAAAJMKNZ99o\njB2oi2xFuWQ+p5wV5QCASKUnugMAkIyCwaA2f3DgUWlpqdLSeO4IsFNVJQWD9rFoVpSv3GufKB/W\nd5hyMjrvtcb8BLyNOQp4F/MT8DbmKOBdzM/oFPQpMMZ2HtsZcT2mRLnpCDikLuYoABMS5QAQg6am\nJlV8kOWrr69Xbm5ugnsEeNOGDfbl2dnS2LGR1XG8+bh2HNthG/vxZT/uUsb8BLyNOQp4F/MT8Dbm\nKOBdzM/ofariU3qq8qku5Q+sfkD/dcV/RVSH6QH8vXul99+XBgyIp4foTZijAEx4bAYAALjGlCiv\nqJDSI3xc73jzcWNs0pBJMfQKAAAAAAAk0rTiacZYbUNtRHWcfbY5Zvo+AgCAjyJRDgAAXGO6MT3n\nnMjraAu2GWPZ6dlR9ggAAAAAACTavLHzjLFV+1ZFVEdJiTRwoH2MRDkAIBIkygEAgCssS1q/3j4W\n7qnv04VLlKencYoMAAAAAADJZkLBBGNs2Y5lEdXh85m/XyBRDgCIBIlyAIhBbm6uLMuSZVmcaQMY\n7N0rnThhH3MzUc78BLyNOQp4F/MT8DbmKOBdzM/o+Xw+XTjiQtvYX7b/RZZlRVSPacc604P7SE3M\nUQAmJMoBAIArwj29PXFi5PWES5T7ff4oegQAAAAAALziS1O/ZFu+7+Q+VdZURlSH6UH8qiqptTXW\nngEAUgWJcgAA4ApTonzkSKlfv8jrWXdonTHG1usAAAAAACSny8debnwA/qG3H4qoDlOiPBCQtm6N\ntWcAgFRBohwAALjCtM2ZaVs0O+8ceke3/vlWY5xEOQAAAAAAyal/dn+dP/x829iv1/1aG9/b2G0d\nZWVSRoZ9jHPKAQDdIVEOAABcYbohjfR88rZgmxYsWRD2PSTKAQAAAABIXteXXW9bHrSC+uWaX3Z7\nfWamVFpqH+OccgBAd0iUAwAAx9XVSTt32sciTZTf9de7tPv4bmM8LzOPRDkAAAAAAEns1sm3amT/\nkbaxFXtWRFSH6XsGVpQDALpDohwAADhu0yZzLJJEuWVZum/VfWHfM2f0HPl8vih7BgAAAAAAvCI7\nPVtfnf5V21hVbZUO1h3stg7TEW/r10uWFU/vAAC9HYlyAADgONP2Zvn50siR3V9fXVsdNj524Fj9\ndN5Po+8YAAAAAADwlAWl5mPXXtrxUrfXmx7Ir62VDh+OtVcAgFRAohwAADgu3PnkaRH86+PZLc8a\nY9+c+U1tWLRBQ/sOjbF3AAAAAADAK0b0H6GywjLb2AvbX+j2+nA717H9OgAgHBLlAADAcevW2ZdH\nej750q1LjbH7596vPhl9YugVAAAAAADwovlj59uWv7zzZbW2t4a9tqBAKimxj73zTrw9AwD0ZiTK\nAQCAowIBaeNG+9ikSd1fb1mWNrxn/8j3PRffw7nkAAAAAAD0MvPH2SfK6wJ1WrVvVbfXm84pX7s2\nnl4BAHo7EuUAAMBRVVUdyXI7U6Z0f31bsE2BdvsKLhxxYRw9AwAAAAAAXnT+8POVn5lvG4tk+3XT\n9w0kygEA4ZAoB4AYBAIBLV68WIsXL1bAlBEEUpTpJjQrSyov7/76o01HjbGcjJxur2d+At7GHAW8\ni/kJeBtzFPAu5mf8Mv2Zmjtmrm0snkT57t3SUfPXDEgRzFEAJj7LsqxEdwKd1dbWqqioqFNZTU2N\nCgsLE9QjAKdraGhQXl6eJKm+vl65ubkJ7hHgHV/8ovTLX3YtnzZNeuut7q8/75Hz9I/9/7CNbfri\nJlUUVYS9nvkJeBtzFPAu5ifgbcxRwLuYn854ZN0j+vxzn7eN7f7abo3oP8J47YED0tCh9rGXX5bm\n2ufgkSKYo4A3eSEfyopyAADgKNOK8ki2XT9Ud8iYJJekLH9WjL0CAAAAAABeNm/cPGPs0XceDXtt\ncbF0xhn2MbZfBwCYkCgHAACOaW2VNm60j0WSKF9/eL0x1iejj4b1GxZjzwAAAAAAgJcV5xfrnMHn\n2Mb+Y8V/6EjjEeO1Ph/nlAMAopee6A4AQDLy+/1auHDhqd8BdKiullpa7GORJMqb2pqMsX+q+Cdl\np2d3WwfzE/A25ijgXcxPwNuYo4B3MT+dM3/sfOND9H+o/oMWTV1kvHbKFOkFm+PMSZSDOQrAhDPK\nPcgLe/IDABCLRx+Vbr21a3lmplRX1/G/4Vzyu0u0fPdy21jgroAy/BkO9BIAAAAAAHjRqr2rNOux\nWbaxGyfeqMevfdx47dKl0sc/bh87ckQaNMiJHgIAnOKFfChbrwMAAMeYntKeOLH7JPkb+94wJsmH\n9xtOkhwAAAAAgF5uxtAZxtjeE3vDXhtuJ7t162LtEQCgNyNRDgAAHGNKlEey7fpnnvmMMZaTnhNj\njwAAAAAAQLLwp/k1d/Rc29jf9vxNRxuPGq8tKZFOW5h4CtuvAwDskCgHAACOaGuTNmywj3WXKF9z\ncI12Hd9ljE8vmR5HzwAAAAAAQLL4xsxvGGNfe+lrxpjPZ/7+gUQ5AMAOiXIAAOCI6mqpudk+Nnly\n+Gt/uOqHYeNfmvalGHsFAAAAAACSyZzRczS071Db2OYjm8NeS6IcABANEuUAAMARb75pX56RIVVU\nhL/2jX1vGGP/MuNfwp5RBgAAAAAAeo/0tHQtLF1oG9tweIMaAg3Ga6dOtS/ftUuqrXWidwCA3oRE\nOQAAcIQpUT5pkpSVFf7aukCdMbZ49uLYOwUAAAAAAJLOxyd83La83WrXq+++arzOlCiXpNWr4+0V\nAKC3IVEOAAAc8Y9/2JfP6GYx+MmWkzrZctI29q8X/Kv6ZvWNs2cAAAAAACCZzBo+yxj789Y/G2Ml\nJdJQ+13bjd9bAABSF4lyAAAQt/ffl7ZssY/NnBn+2kXPLzLGLh11aRy9AgAAAAAAycif5tct59xi\nG3tu23NqD7YbrzV9D0GiHABwOhLlAAAgbuG2LwuXKD/WdEy/r/y9MZ6V3s2e7QAAAAAAoFe6+syr\nbctrG2u1pGqJ8TrT9xBvvSW1tTnRMwBAb0GiHAAAxM10PvngwdLw4ebrLn08/Irx8YPGx9ErAAAA\nAACQrOaOnqssv/0D9P/6139VS1uLbcyUKG9okKqqnOodAKA3IFEOAADiZtq+bOZMyeezj1XWVGr9\n4fXGOuePm6+CPgUO9A4AAAAAACSb3MxcLShdYBvbdXyXfv72z21jkyZJmZn2dbL9OgDgo0iUA0AM\nGhsbVV5ervLycjU2Nia6O0BCBYPmrddnzDBft3TL0rD1Pn3d0zH1h/kJeBtzFPAu5ifgbcxRwLuY\nn+65+6K75ff5bWPffPmbOnDyQJfyrCxp8mT7+kiUpybmKACT9ER3AACSkWVZqq6uPvU7kMq2bJFO\nnLCPhTuffPux7cbYDWfdoD4ZfWLqD/MT8DbmKOBdzE/A25ijgHcxP91zZsGZ+vzkz+tXa39lG//F\nml/onkvu6VI+c6b9MXGmo+PQuzFHAZiwohwAAMTF9DR2ero0ZYr5unWH1hljP5z7wzh7BQAAAAAA\neoO7L7rb+DD9c9uesy03Pbi/bZt09KhTPQMAJDsS5QAAIC6mp7HPPlvqY1gUvu/EPm2q2WQb+8KU\nL6g4v9ih3gEAAAAAgGQ2JH+Izht2nm1sc+1mnWw52aU83A53rCoHAHyIrdcBIAZZWVlasmTJqd+B\nVLZqlX15uPPJ7379bmNsYM7AuPrD/AS8jTkKeBfzE/A25ijgXcxP9y2+aLFefffVLuWtwVa9uP1F\nfbLik53Khw6VSkqkA12PMNcbb0hXXulWT+FFzFEAJj6LAxk8p7a2VkVFRZ3KampqVFhYmKAeAQBg\n7/BhacgQ+9iTT0o33NC1vLahVkU/Kuoa+MBD8x/SF6d90aEeAgAAAACAZBe0gurzvT5qaW/pEvtk\n+Sf11MKnupRfd530hz90rev886WVK93oJQAgGl7Ih7L1OgAAiNnrr5tjF11kX37na3eGrfPK8TzW\nDQAAAAAAQtJ8afrcpM/Zxl7Y/oKaWpu6lF9wgX1dq1dLDQ1O9g4AkKxIlAMAgJgtX25fPnZsx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2ldvY2GD48OFcn5x/DDqdDp9++imWLVuGHTt21BiL\najQaAFW26rFjx/Djjz8iODgY/v7+LPLKnf2oXq/H6dOncevWLQBAXl4eunXrhtDQUIvDpktlWVlZ\nYdu2bRBFEUQErVaLHj16wNPT8678fg6H88+CL5RzOJx7yptvvomXX34ZN2/eBAC4ubnB1dUVQ4YM\ngYeHB4gI5eXlMJvN7CzGU6dO4bfffkNMTIwsfA/wu0FUUlKCuLg4mEwmiKIIvV6Ptm3bIjg4uFFn\nODo6OrIwmfT/oTC7dOmC3r178wEQ5x/B4sWL8e9//5tp1MXFBU5OThgwYAC0Wi0MBgN0Oh2AqqMP\nysrKcOzYMeTl5SE6OpqdCVddL1qtFmlpaTh58iREUYTJZILJZEJ4eDh8fHws1igA2Nra4urVq7h4\n8SIAoKKiAsOGDUNYWJjFIWg5nOYK1yeH07T56quv8NRTTyEpKQmiKLIQzl26dIGNjQ0LzSyKIlQq\nFYqKinDw4EFUVlYiODgYjo6OMqdQAHBwcEBKSgoSEhJgMBgAALm5uejbt6/FGpVQqVTIysrCqVOn\nAFQ5xvTu3RuRkZG1hq/lcFoSmzdvxhNPPIHExESIoggHBwc4OTmhW7du8PLygiAIKC4uhiiK0Gg0\nqKysxIkTJ5CRkYHOnTvDxcWlxsKaRqNBXl4e4uPjUVZWBgAoLCxEcHAwwsLCLA7tDFSdtVpRUYG4\nuDgQEQwGA8LCwjBkyBDeh3JaPDt37sSsWbNw9uxZiKIIR0dHuLm5oUePHujYsSNUKhXKy8uh1+uh\nVqshiiISExNx9uxZ9OzZs8ZCmKQXk8mEY8eOMQex0tJSuLm5oU+fPo0O7Wxvb4/t27fDbDYDAPz8\n/DBkyBBYWVndxTvB4TRdXn31VSxduhRZWVkAACcnJ9ja2qJ3794wGAyorKyE0WgEUNU/5ubm4siR\nI1AqlejZs6dssVzq1xwcHHDq1Ck2ftTr9SAi9OnTB46Ojo1qn1KpRHJyMnOEu337NqZMmQIfHx8e\nfp3D4TSev3L7OofD+WfxwQcfyELqdOrUiT744APKyspiabKysmj9+vXk5eXF0knhraZPn043btyQ\nlVk9LOWgQYNk5c+ePZtu3bpFRJaHYCci2rhxI9nZ2bFypkyZ0ugyOJzmhCiKZDKZaOnSpTINde3a\nld5//32ZRi9evEgrVqwgrVZbI8TW888/X2vZRET79u2jjh07ytK/+eabVFJSIkvXEAaDgd58803S\narWkUChIEAR66qmniIhrlNMy4frkcJo20rP91VdfybTn7+9PL774Ip07d46IiEpKSigzM5Peeust\ncnZ2JkEQmE5sbGzogQceqLPs8+fPM40qlUqm6eLi4ka3d+XKlWRvb8/s64EDB/6JX8/hNG2k/uv7\n778nBwcHpk8fHx9auHAhJSYmElFV/1VUVERff/01+fr6Mm1Kn759+9bQm1R2amoqDR8+XKbpKVOm\n1Btyti527dpF3t7esuNQOJyWzuHDh8nd3Z09956enrRw4UJKSkpiafR6PcXGxlLnzp3JysqKBEEg\njUbD5pWkvpaoSnOS7nJycmj27NkyPUdFRVFCQgJLaylnzpyhkJAQWXhpvV5/l+4Ch9M0EUWRKioq\naMGCBTIdRURE0HvvvUc3b94kIqKKigo6fvw4PffcczXGoQ4ODrR8+XJWnoRk527YsIFcXFxkeb76\n6qtGH+Gl0+lo9uzZpFQq2fthyZIlsro4HA7HUviOcg6Hc0/IyMjA888/j7y8PABAYGAgvvjiC/zr\nX/+Cvb092z1jY2ODLl26ICIiAuXl5bh48SKUSiXzGLa2tkbHjh1hZ2fHPAIFQYCnpyeysrJw5swZ\n6PV6AFXe/G3atEGnTp0s8hyk//doLC4uxt69e9mOn4KCAkybNg02Njb39B5xOH8XgiAgJSUFCxcu\nRGFhIQAgLCwM69atw7hx42Bvb8886V1cXNC3b18EBASgsLAQ165dY+Hn4uPj4eXlhcDAQGi1WplG\n27ZtiwsXLiA5OZl54d++fRvh4eFo27atxRpVKpUoKCjAtm3bmEcyAEycOJF783NaJFyfHE7TRhAE\n6PV6vPTSS0hJSQFQtcPmww8/xPz589kuN41GAwcHB/Tt2xedOnVCVlYWrl27BqBKP5cuXYJGo0H3\n7t2hVqtBRGyHt4eHB7KyshAfH8924Vy+fBl9+vSBv7+/RRqVNG9vb4/Vq1fDYDBAEATY2NggOjoa\nzs7O9+gOcTh/H1Lo5ZdffhkXLlwAANjZ2eGDDz7As88+K9uFamVlhfvuuw+RkZEwmUxISkoCUBWJ\nISMjAzqdDh07doSjo6Nsh3erVq1QVFSEhIQEFtUlIyMDHTp0QGhoqEXHmEjXtVotvvnmGxQWFkKl\nUrHILFJoaQ6npWE2m7Fo0SKcPHkSQJUOP/jgAzz//PPw8PBgaRQKBQICAjBgwAA4ODjg6NGjEEUR\nSqUSOTk5KCwsRLt27eDl5SXrP+3s7GA0GpGYmMjCROfm5sLZ2Rk9e/aERqOxOGKDIAg4cOAA0tPT\noVKpUFBQgEGDBqFt27b36O5wOH8/giAgOTkZr732GoqLiwEA3bp1w6effiobi2o0Gvj4+CA6Ohr2\n9vbIycnBrVu3oFarUVFRgUOHDiEyMpKFYZd0JwgCQkNDcfjwYaSmprJjivLz8zFgwACL7VMpGkxe\nXh527drF5pHd3d0xatQoFhaew+FwLObvWZ/ncDgtHWk3uUqlIpVKRd988w27Vt2zr7p3YVlZGXXt\n2lXm0e/t7U1Lly6VpZfynzt3jvr37y/zQhw1ahSdP3++Rj0N4e/vz8ro0qULFRUVcQ9ETovmlVde\nYTvVrKys6MCBA+xa9Wdf+r/ZbKa0tDS260WlUpEgCNShQwdav369rGyTyUREVbsF2rdvL9PonDlz\nKCMjo0Y9tSG9H8rLy2W7DgYPHmxRfg6nucL1yeE0bTZu3CjTzqpVq9i1uuzc5ORkGjx4MAmCwHbH\nOTg40BdffEEVFRUsvaTRzMxMatu2rSzaUkxMDF27ds3idkr1Dxw4kLXVz8+PKisr/8zP53CaNPv2\n7ZONJ5ctW8au1aXPkpISeuCBB2R9qK2tLb3++uss2orZbGb5c3NzadCgQaRQKFhdgwYNohMnTljc\nTqn++++/n7XVzc1NFjmGw2lpnDx5kmxtbdkz//TTT7Nr9dmOs2bNYhFWpH506tSpdPv2bZZX0lRh\nYSFNnz6d9Z2CINB9991H27dvJyLLdpVLaR599FFmk9vb27Od6RxOS2bWrFksaoqDg4Psua+uU8lm\n1ev1dPDgQXJ1dZXZud27d6eDBw/Kypby7Ny5k7RarUzXb7zxBhUVFRFRwzqV2nH9+nUWuUkQBJow\nYUKNdnI4HI4l8EPJOBzOXUUURZjNZhw6dAhAlbe8n58f+vfvz9JUPw9R8uQ1mUywtbXFxx9/LEub\nlZWF9evX48cff2TlS/k7d+6MsWPHygzK3R8AACAASURBVHYGHDt2DBs2bGDppN1tdWE2m2EymdC1\na1f2XXp6OioqKvi5jZwWiSiKqKioQGxsLPuuY8eOiIiIYH9Xf/al/xMR2rZti3Xr1qFdu3ZsF+qV\nK1ewbt06/PLLLwCqNKVUKgEAAwYMwJgxY2Bra8vK27lzJ77//nvm+U9EdbZV2kWn0+nQrl071paM\njAwUFRVxjXJaHFyfHE7TRtLEjh07AFTtGndzc8OwYcPY9TvtXClPx44dsXbtWnh5eUGv10OhUKC0\ntBSrV6/GkSNHWHqlUgmz2Qxvb2/MmzcPgiAwe/a7777Drl27UFJSAgAN2rmCIECn07FdNWq1GiUl\nJWxnO4fTkpD0sGfPHhARtFot7Ozs6tWnlM/e3h6ffPIJ+vTpw67rdDps3LgR3333HYCqPlcaX7q5\nuWHatGnw8PBgGj98+DC2bt2KW7duydpTH0QEb29vCIIAtVqN/Px8dtYqh9OSkPTw008/QafTQa1W\nQ61WIzo6GkBNfUpINu3bb7+NyZMnQ6vVAqg61/j777/HmjVrAIDtVBVFEU5OToiJiUFoaCgr58KF\nC/j666+Rnp4OQRBYuQ21NzQ0FIIgQKFQoKysjOmbw2mJEBEKCwsRFxcHoEpXERERCA8PZ31ddZ1K\n40qNRoOoqCisWrUKSqWSRf08c+YMPvvsM/z2228AwKJCAMDYsWMxZswY2Xdr167Fzz//zHaf1zcW\nldpRXl4Oe3t7qFQqAEBOTg50Oh0fi3I4nEbD3xocDueuolAoYDKZ2AScKIpo06YNvL296x2MSEZN\nr169MHv2bHTs2BFAlWGWkZGBd955B3q9noXTkQYukyZNYoMrACgpKcG3336L9evXA0C9hhVQZdip\nVCqkpaWx7wICAuDq6trg4InDaY4oFApUVlYiPz8fQJVGfX194eTkVO+EnjR4iY6Oxpw5c+Dj48Ou\nnTlzBmvXroXRaGQalfQzb9482SJfbm4uNmzYgB9++AFAwxoVBAF2dnbIzc1l7QsMDISTkxPXKKfF\nwfXJ4TRtpOdcmig3GAxwdHSEn58fANQaylX6zmw2w9/fH8uXL4e3tzcrKyEhAZs2bcKNGzdYHVKe\n+fPnIyoqCsDvE4KfffYZ9u7dK/uuLkwmE2xsbJidbTQa4ebmBm9v7z94BzicpovUZ2VnZwOoWkiz\ns7NDhw4d6s2nUChgNpvh4eGBhQsXonPnzuxaamoqNmzYwCb5zWYz0+eUKVMwatQoWFtbs/Tbtm3D\nV199xcqtD0nrpaWlICIYjUa0bt0a/v7+jfvhHE4zQnIEMRqNsLOzY3qry+aUbFdnZ2c88cQTGDJk\nCICqvrWoqAjr1q3D2bNnIQgCTCYT0+fw4cMxfvx4tGrVipV16NAhvP/++6zchhxCgar3CRGxBXge\ndp3TkhEEASUlJSgrK2OOYf7+/tBqtQ2OCwFgwoQJmDdvHhwcHNh3+/fvx9atW9nxm0TExomvvfYa\nc/IWBAHXr1/HmjVrmJN3fXVK1zw8PGAwGGAymQAA/v7+sLGxschZjcPhcKrDF8o5HM5dJzMzE7du\n3YJKpWIDltLSUjaRXxeSITN69GjMmjVLtpvt8OHDbFAD/D7x4O3tjYceegg9evRg39+4cQOvvfYa\n0tLS6q1TKjsnJwfFxcVQq9UAqs6dU6lU3AOR02JJS0tDZmYm06i9vb1sYqEuJI1OmzYNMTExTCMV\nFRXYu3cvmxgEfp98CAgIwNSpU9G+fXt27dy5c1ixYgWysrLqjfwgaTQ9PR1lZWVsR5y7uzuA2hck\nOJzmDtcnh9N0USqVKCgowJUrVwBUPeft2rWD0WhscEJO0uTUqVPx4IMPwtHRkV3bv38/tmzZwtJJ\nC3cqlQovvvgi/Pz8WPkXL17EmjVrcOLECQBgE4O1oVKpUFhYiJs3b7LvfH19odFo+AQip8WhVCpR\nWlqKy5cvs7/d3d1RWloKoP5+SdLn6NGjMXXqVFnEsoSEBKxevZqVKe1GVSqVmDVrFrp168bSZmZm\nYs2aNdi3bx8A1Os0plQqUVlZKdOnk5MTbGxsLFqQ4HCaE5IzqLRBQdpRnpuby67XhaTdyMhIzJ49\nG/7+/iAiKJVKpKWl4Y033gDw++YLKbrghAkTZJsqiouLsXr1amzevFlWbl0QETIzM1mZGo3G4vOT\nOZzmytWrV5Gfn8802bp1awANO1BL/d1zzz2HwYMHM30VFRXhu+++Y1FCgd/Hovfddx9mzZoFJycn\nVn5sbCxWr17N2tCQ83VycjLKysrYfK7kvMrhcDiNha8CcTicu067du3YxD4RwWQywd7evkHDSjLE\n7O3tMXbsWMTExAAAC6G1atUqXL9+nRlLUnkDBgzAnDlz2I47rVaL7OxszJw5k01kAnLDrvpunZ9+\n+gnp6elsonHcuHGsXg6nJeLv7w9XV1em0ZycHDaxUB+S84qbmxsmTZqEAQMGAKjSyq1bt/Dll18i\nJyeHLa5JmouJicHkyZNhZ2cHoEqLx48fx9y5c1FZWVnrxEh1jcbGxiIvL49pdNSoUaw9HE5Lg+uT\nw2m6iKIIKysrtqOMiHD+/HlotVqLjiuo7tDSt29fdu3WrVvYtWsXzpw5w+qRnD2HDh2KadOmwcvL\ni6X/+eefMX/+fJSXl7P3w512rvT38ePHcfnyZabJAQMGsPZyOC0JKYS6NEluNpuRnp7OjhixVJ9j\nx47FAw88wK6Vl5dj9+7dOHjwIKtH0mePHj0wY8YMtmtdqVQiNTUVs2bNYuNWKU/1dkptSUxMxOnT\np1mfOmjQIDg6OvJxKKfFIfWfkhOK0WiETqdj9md9zlvVQzD3798fjz32GIAqjSsUCuzdu5cdkVD9\nqL4OHTpg5syZ6N69O4Cq8NBGoxHz5s3D0aNHYTAYWDnV2ymFgb9y5Qo7GgWo0md1JxoOpyXi4eEh\niw4mOZ81ZDdKi9++vr549NFHERYWxq4lJydj69atKCgoYP2tpOk5c+ZgzJgxsLKyAlAVrWnLli14\n6aWXWLl3Un0sun//fpSVlTEH00GDBlnUXg6Hw7kT5eLFixf/3Y3gcDgtixs3bmDHjh0sLGV2djb+\n9a9/wcPDQ2bQ1IejoyNcXV2xb98+lJWVQalUoqSkBEqlEkOHDoVCoWADJpVKhcDAQGg0GjaBAVTt\ncktJSYGbmxsCAgJY+urnXx06dAhPPfUUO+sxIiICb731liyEHofT0rh27RrWr18PvV7PQj2OGTMG\nLi4u7Dyo+hAEAR4eHgCAo0ePorKyEkDVRKKzszMiIyPZOXFEBI1Gg3bt2sFgMODkyZNMf5cvX0ZO\nTg48PDzg4+Mjm6SQ0uzfvx8LFixAWVkZiAj9+/fHa6+9xs6n43BaGlyfHE7TRRAEVFRU4H//+x8K\nCwuhUqlgbW2N7t27s8Xz+jQqXXN3d4fZbMaFCxdQWFgIoGrHjbu7O/r06cMmG6UJ/+DgYOj1ehw7\ndgxA1a65zMxMXL16Fd7e3mjTpg1bMDCZTGzX65UrVzB//nzcuHEDRAQfHx8sW7YM7u7uFr1POJzm\nhCAIKC8vx/r165GRkQGNRgO9Xo8uXbqws4ot0aejoyNsbGzw66+/Ijs7G4IgsPNOR4wYAZVKxcaU\nUlQJOzs72dnoRUVFuHDhAqytrREaGsq0XF2fV69exZNPPomrV68CADw9PfH222/D29ub65PT4hAE\nAXq9Hj/88AOSkpKgVqtRWVmJ4OBgRERENPjMS9ekxfZff/0V6enpUCqVMJlMuH37Nh588EGo1Wq2\n6C4IAnx9feHv74+NGzfCbDZDo9GgvLwciYmJMBqNMru4uj7T0tLwxBNPIDk5GYIgwNXVFf/973/h\n5+fH9clp0Vy9ehWrVq2CSqWCKIpwdHTE8OHD4eDgYPFY1N/fH/n5+Thz5gyMRiOICDqdDm3btkVo\naCjTnCiKsLa2hp+fH/Lz85GcnMycus+dOwdBEODp6SlzIhcEgY1F9+zZg1dffRUVFRUgIgwbNgzP\nPvssi3TG4XA4jYEvlHM4nLuOo6MjvvvuO6SlpUGlUkGr1cLf358NQixBGoyUlZXh+PHjAKp2ARQU\nFKB3797w8vKSeQtrNBr07dsX586dQ2pqKpvQT01Nxb59+6DVatG2bVtoNBp2JvmqVavw9ttvy84n\nf/nllzFgwACLF/Q5nOaIu7s7tmzZgqysLACAtbU1unbtio4dO1o08JFC3Tk7OyM7OxtJSUkAqkI8\ni6KIyMhIuLi4yDTq5OSEyMhIHD9+HBkZGayepKQkxMbGok2bNvDz84NWq2WTE6tXr8by5cvZua0a\njQZLlixBREQE1yinxcL1yeE0XaQdcRcuXMC5c+cgiiJEUUTv3r3RuXNni557SR/e3t64ceMG20Vu\nMBhgNpsRFhYGb29v2USgnZ0dAgMDUVxcjMTERDaJePHiRcTGxsLT0xPe3t6wsbGBQqFAaWkpNm/e\njNdeew2nTp1idT///POIiYnhk/ycFokUWezSpUs4ceIE6w+DgoLQp08fi6KzSNpwc3ODTqfDoUOH\n2HmqFRUVaN++PYKCggD87jSm1WrRpUsX6HQ6xMfHs0W6a9euYe/evbCzs4O7uzucnZ2ZPjdt2oTF\nixcz5xcAmD17NqZMmcIcwjmcloQoilCr1bhy5Qri4uKYQ5iLiwuGDh3aKCdL6YiCnTt3snmf4uJi\neHp6okuXLgB+X1hXKBQICAiAVqvF8ePHodfrAVQdv7d//37o9Xo4OjrC29ub6XPjxo1444038NNP\nP7E6H3zwQUybNg0ajYbrk9Oi8fb2xubNm5GXlwegaiw6ePBg+Pj4WDQWlbTu5OSEy5cvs/nWgoIC\nODo6IiIigkUclRbMvby80L59e5w6dQrZ2dnQaDQwm804efIkfv75Z3Ts2BFt2rRhjizXrl3D6tWr\nsWzZMuTk5ACoikz6n//8B6GhodzO5XA4fwzicDicu4jJZCIiotWrV5MgCOzz+OOPU35+fqPLO3ny\nJIWEhLBy7OzsaMmSJTXSGY1GIiK6fv06zZ8/n5RKJQmCQBqNhuVt3bo1de7cmUaOHEmtW7cmZ2dn\nds3e3p7efffdP/fjOZxmgNlsJiKiV155RabRN954g+m3MXz77bfk5+fHyvHw8KAvvviiznpTUlJo\nzJgxpFAoSBAE0mq1JAgCqVQqCgwMpMGDB9O4cePI39+fXF1dZRr96KOP/tRv53CaOlyfHE7TRxRF\neu+998jKyoppZfr06UT0u5YsKYOI6IcffqDw8HCmJa1WSytXrmR27Z2YTCYaOXIkOTg4yDRqZWVF\ngYGBNGrUKJo1axaFhoaSj48Pa58gCPTkk0/+ofcIh9NckHS1fft2srW1Zc/+2LFjqaCgoNHlJSQk\n0KBBg1g5arWaXnjhBSorK6szz9y5c8nDw4MEQSBra2sSBIGUSiV5eHhQz549acqUKRQYGEheXl4y\nfc6ePbtO3XM4LQGpfzx79izZ2dmxZ79v376UnJzc6PJu3LhBEyZMIEEQSKFQkFKppIkTJzKtS++D\n6v3yihUryN/fn/WbUhtsbW0pMDCQ2bhubm4yfU6fPp30ev1duAscTtOnpKSEHn30UdlY9PPPPyci\narQd+c4775Cbmxsrp127dnTw4EFZGkmrREQXLlyg++67j+lPms91dHSkbt260aRJk+jBBx+koKAg\nWbn29vb06aef/vkfz+Fw/tHwHeUcDueuInnWZ2Zm4sSJEyykeV5eHsaMGcPCwTYE/b8HoL29PYqK\ninD06FEAVWdZSaFjHR0dZfUSERwdHdG/f3/Y2tri/PnzKC0tZeHxKisrkZ2djZSUFJSVlbFwtL17\n98Zrr72GadOmsbTc+5DTUpGebWm3jXQ2W2ZmJmbMmAGNRmORBqQ0rVq1QlpaGtu1Wl5eDh8fH/Tv\n318W8kra6eri4oLevXtDoVDg9OnTMBqNUKvVMJvNKCoqwrVr1/Dbb7+huLgYFRUVAIC+ffti8eLF\nmD59OiuHa5TTEuH65HCaNtLznZWVhd27d8NsNoOIkJiYiGnTpqFVq1YsBHpDCIKANm3a4NKlS7hw\n4QJEUWTnK44fP57tmpEwmUxQqVTo1asXnJyc2E5X+v8jhfLz85GSkoKzZ88iLy8PpaWlAIDg4GC8\n8MILWLhwIaysrHjEB06LRXquc3NzcfjwYRQUFACoOkrkgQceYMeINKRPSeeurq7Iy8tDfHw8jEYj\nO5t8yJAhaNWqlSyPVG5kZCT8/f0RFxeHyspKdkyYTqdDZmYmLly4gIKCApSVlQEAgoKC8Pzzz2Ph\nwoWwtbXl+uS0WKTnurCwEKdPn2YRiW7cuIF+/frJzjO2BDs7OxCRTGsKhQI9evSAr68vq0/a4SoI\nAiIiIhAWFoaff/4ZRUVFTJ+iKCI/P5/ZuDqdDkCVPp955hm88MILcHR05Prk/CPQarU4efIkjh8/\nznZ2p6WlYe7cuWzetSEdSFpxcXHBmTNncO3aNQiCgMLCQnTo0AH9+vVjaaSyRFGEh4cHunbtCoPB\ngKSkJIiiCJVKxeZyL168iF9//RUFBQVMp/3798fSpUvx6KOPAgAfi3I4nD8MXyjncDh3FckosbW1\nRWxsLG7cuAGlUomioiJ4eXlZHNZcuq7ValFZWYnTp0/j9u3bAID8/HyMHj0aPj4+MiNI+letVqNv\n374YOHAgsrKykJuby0LOVqdz586YOnUqHnvsMYwYMQJWVlaycjicloikPycnJ2zatIk5k+Tn58PX\n1xfdu3e3aBJR0om9vT3y8/Nx8uRJlJeXA6ha1Js5cyZsbW1r1aiTkxOGDRuGsLAw3LhxAzk5OezM\nqep06tQJjzzyCGbNmoXo6Gio1WpZORxOS4Prk8Np+giCgODgYHz99dfIy8uDtbU1TCYTKisrMXr0\naNmkX31liKLIHFYOHDjAJvwuX76MmJgYeHp6yvQu/duqVSv069cPwcHBqKysxJUrV2rYuADQunVr\nxMTE4LHHHsPEiROZgynXKKelIvVpvr6+2LNnD9LS0mBlZQWTyYTCwkJMnDjRYn1KC2gKhQK//PIL\nbt26BQC4fv06oqOjERgYWKs+bWxs0KlTJ+Z09ttvv0Gv19foQ1u3bo2JEydi5syZmDhxIpydnVnd\nHE5LxtXVFSdPnkRSUhKUSiVEUURxcTEeeeQRi8uQFsXVajWSk5Nx9epVAFVOMhEREejevbtszunO\nMOzR0dGws7PD1atXUVpaWqMP9fb2xkMPPYQZM2Zg4sSJcHd3l5XD4bRUpH7N3d0dn3zyCXPgzMnJ\nQXBwMMLCwmTHd9WFpBVXV1dcu3YN8fHxzPZNS0vD/Pnza3WwFgQBPj4+GDt2LJycnHDjxg3W/97J\nfffdhylTpmD27NkYNmwYlEqlrG4Oh8NpLALdabFzOBzOn0QydhYtWoTly5fDysoKlZWVcHBwwJUr\nV+Du7m6RcSWVk5+fj7lz52L79u1QKBQwm8146623sHDhQpjNZmYQ3ZkPqNp9k5OTg7i4OMTHx8PO\nzg6lpaUYMWIEgoOD4e3tDQcHh3t2LzicpoikkVmzZmHdunWwtrZGRUUFvL29cfXqVWi1Wos0KqXJ\nysrC2LFjcebMGajVahiNRqxZswazZs2qtZzq35WVlSE1NRVxcXE4deoUHB0dUVZWhrFjxyI4OBj+\n/v6y6BEcTkuH65PDadpIO7tXr16NefPmQalUwmw2w8PDA/v27UPnzp1rtU/vpLq9OnDgQBw9epTp\n/emnn8b7779fa77qGjUYDDh37hzi4uJw+vRpWFlZoaioCEOGDEHPnj3Rvn17eHl53d0bwOE0YSTt\nbdmyBQ899BBUKhWL/HD8+HH06tWLadhSpk2bhg0bNkCr1UKv12PSpEnYtGlTrWnvnPRPT0/H/v37\ncerUKSgUChQWFmLgwIHo0aMH/Pz8LI62xuG0BCR9/vjjjxg5ciRbKCci7N69G6NGjbKo/6zO4sWL\n8d///hcGgwFmsxlDhgzBgQMHak17pz5LS0uxb98+FkWpuLgYkZGR6NGjB7y9veHm5vanfzOH09yQ\n7Mzx48djx44d0Gg0MBgM6NOnDw4ePAiNRtOosWh6ejq6du2KoqIiVtbWrVsxfvz4Wnd/V38H5Obm\n4ty5c/jpp5+QlJQEJycnVFRUYPz48QgJCUFAQACcnJzu2b3gcDj/LPhCOYfD+UPUN4CRDKK8vDz4\n+PjAaDSyxfInn3wSH374ocUDIMlweu+997BgwQI2QTFo0CDs2bOH7QKvC0sMOA6nJVKfxqRrly5d\nQlhYGIiIDVoWL16Mf//73xZrVNLYSy+9hBUrVkCj0cBoNGLGjBlYtWoV22VaFzw0FuefCNcnh9O0\nsURjGRkZGD58OC5fvswm+6dOnYrPP//c4nqkBbvNmzdj8uTJUCgUEEUREydOxKpVq9gu09q4U5+S\n3hu7yMDhNDfqe8YlXRARunTpgvPnz7NxaPUFNEv6N6meAwcOYPjw4UyfPXr0wNatW9GmTZs689ZV\nPtcnp6Vj6TPet29fnDhxAjY2NtDpdAgPD2dHBVka2lmhUCA+Ph79+vVj+dzd3XHo0CGEhIRYlP+P\ntJ3Dae5YMp+7b98+jBkzhv2t1WrxzjvvYO7cuRbPs0rpJAdwKVLL66+/joULFzZ6rpbP73I4nHsJ\nf7twOJxGIYVflYwqs9lcI41CoYDJZIKbmxteffVVAGDhrD7++GP89ttvbEKxISRfnocffhjW1tbQ\n6/WsvLKyshph7GprS3Wk9nIfIU5L5U6N1oZSqQQRISQkBPPmzQPwuyZWrlyJ9PR0tkPOUh5++GFo\ntVoYDAYQEYqKiqBWqxvUeW0exNXbw+G0JLg+OZymjXROeHWN1qU1T09PzJw5k6UhIhw4cAD79++v\nN191pF2tPXr0QGBgINPk5cuXG4x4VF2fUhha6QxlS2xsDqe5UZs+76R6KNeXXnoJAFBZWQmlUom4\nuDhs2bIFgGX6lOqJiopCp06dmK5u377d4I702hb5uD45LZk79WkwGGpNZzKZAAD/+c9/AAA6nQ5q\ntRoXLlzAp59+yspqCGmep1evXoiMjGQ70xUKBcrKyizOX739kg3O4bRUahuLSpqUkLTRvXt3TJw4\nkX1fUVGB9evXIysrizlmNoTUF44dOxZqtRomkwkGgwHXr1+3uAyg5tiT65TD4dwL+EI5h/MPxmw2\nN2qgLooiVCoVBEHA3r17ERUVhfj4+FrTSobX008/DS8vLxgMBlhbWwMAnnnmGQA1Bye1oVAoQERQ\nq9Xo06cP+/78+fMWnTFXV7v4DjlOc6C2c4Hr406NRkdHIzs7u9a0kgZmzpwJNzc3GI1GqNVq5OXl\nYdGiRQBgkUe9pGOlUomgoCBWbkJCAsrKyhrt8cs1ymkucH1yOE2bxjiTAL/vUlEqlUhNTcWoUaNw\n5coVKJXKGpOIAKDVajFs2DBEREQAqNJbTk4O3nvvPRgMhkYtiFlZWcHFxQWCILBzjS9fvmxx26uf\nv1r9Xw6nqXI39FlXeGVJD9HR0Rg8eDCA3zXx+uuvQ6/XQ6VSWaxPnU7HdqcqFAqkpqbi2rVrjWp/\n9TZwfXKaOn9Wn6NHj8b69ethNBprpFWpVCAi9OnTB+PGjWPfAcDChQuRl5dn8YK1tDjev39/AFXa\nz87ORn5+PoDGLaZJuuQ2Lqe5UJttWh/SeeOCIGDPnj0YPXo0gN81eScuLi6YNGkSnJycIIoiBEHA\n+fPn2dFAloxFJT3Z2dmhVatWTOsJCQnQ6/UWR3C4087lOuVwOPcCbqFzOP8ASktLkZSUhA8++ACf\nffYZPv74Y5w9exYmk4kZGpYMhhQKBa5evYoxY8Zg9OjROHz4ML755hsUFRXVSCt58zs5OeG1114D\nUOVVrFAocODAAXz99dcWt18QBNjb26O0tBRAlSHn6OiI0tJS7knIaRFUVlbi4sWL+Pzzz7F161Z8\n8803SE1NhVKpZIMASz3rr169ivvvvx+jR49GbGws1qxZU2+eDh064PHHHwdQ9R4QBAHffPMNm3y0\ndKKkbdu20Ol0bBePp6cniIjvmuE0e7g+OZymjclkQkFBAb777jscOHAAu3btQnp6umw3myX2okKh\ngNFoxDPPPIPg4GDs27cPL7zwAoCak4FSeQEBAZg8eTIEQWAT9keOHMHKlSstrhcAWrduDWdnZ6ZL\nT09PtGrVyqK8HE5TRq/XIycnBxs3bsTmzZvx1Vdf4fz58ygpKWFpGqPP+fPnM32uWLGCRRurDScn\nJ8ybNw+CIDCHsytXrmDJkiWN+g0ODg7QaDSsHa6urswBnMNpzlRUVCA9PR3r1q3DqlWr8NFHH+HI\nkSPIyclhaSy1cY1GI55++mkEBwdj7969+Pzzz5GRkVFvvkWLFkGhUKCiogJWVlYoLi5mc0eWLIQp\nFAoIgsAWDNVqNaytrdnffDGN0xIwmUxISUnB1q1bceDAAezbtw+5ubmyyCaW6FRyZLn//vsxZswY\n7N27l9mrd44ppegM3bt3R0xMDPter9djw4YNOHHiBGtbfUj9e7du3SCKIkvfunVraLXaRjvlcDgc\nzj2FOBxOiyUzM5M++ugjGjlyJAmCIPuo1WqKiIigl156iSoqKlges9lcb5nTp08nQRDIxsaGBEEg\nKysr2rNnT735RFGkvn37kiAIZGtrS4IgkJ+fH509e5ZEUWRp6kKv1xMR0QMPPMDa7+zsTLdv327M\n7eBwmhw3b96k1atX06hRo0gQBFKpVOwZd3JyouHDh9OqVatkeerTChHRuHHjZBq1sbGhX3/9td48\n6enp1K1bNxIEgaytrUkQBAoMDKSCggKLfoderyez2cx0Lmm8+ruFw2lucH1yOE2bkpIS2rFjB82c\nOZMcHBxIoVCwZ9zT05OioqJow4YNVFxczPLUp1Gj0UhLly5lZVhZWZEgCHTgwAEiIjIYDLXmS0lJ\noZiYGNl7olWrVnTlypUG65Tq0fdirQAAIABJREFUFUWRHnnkEVaGSqWitLS0xt4SDqfJUFJSQtu2\nbaPp06eTnZ2dbBzq6OhI4eHhtGzZMsrOzmZ5GhqHrlmzpoY+169fX2+e0tJSevzxx0kQBNJqtSz/\niRMnWJr6NCrp/qWXXmJjaEEQKDEx0ZLbwOE0SUpLS2nLli00derUGvrUarXk4+NDjz32GOvHiIhM\nJlO9Ze7cubOGPpcvX046na7W9JLuFi1aJMsjCAJt3ryZKisrZelqQ9Ln+++/L9Pn4cOHG3U/OJym\nyM2bN+nTTz+l+++/XzYOVKlU5O/vTw8//DDt3r1blqc+vRQVFVFUVJRsLGpnZ0elpaVEVLfGjxw5\nQiEhITKN9e7d2+LfYTQaKT8/n0JCQpid3Llz5wbtYw6Hw/mr4QvlHE4LxGQy0f79+2nUqFHMmJI+\nSqVSNkkgCAJFR0fTl19+SUR1G1aS0VRQUED29vbMqJKMpOvXr9eaT5rwOHfunGyRXhAEmjhxIiUl\nJdVbb3VCQ0Nlba5rwpLDaeoYjUbau3cvjRw5kg1S6tPoI488Qvv27SOihicRz549y7QpaXXUqFEN\ntmnXrl2yCRJBEGjevHlsArMhjer1evL29mZlTJ482aJ8HE5Tg+uTw2n6JCYm0vTp08nLy0umR4VC\nQRqNRrZoPmzYMDp48CDLW99zn5SURJ06dZLZuW3atKm3LWazmQ4ePEhubm6yyf7BgwdTWVmZxb+p\nV69erM1hYWEW5+Nwmhrnz5+nmTNnkqenZ40+VK1WyxzPevTowcahDVFcXEyRkZGyPtTd3Z2ysrLq\nzZeamsreFVK/3qtXL7p48aLFv0lymhMEgXx9fRulbQ6nKZGcnEyzZs2qVZ8qlYrN1QiCQCEhIfTG\nG29YXPagQYNk+nR0dKRjx47Vmrb6hgk/Pz9Z/xkeHk4//vhjjbR1MXXqVNZmFxcXysjIsLjNHE5T\nw2Aw0A8//EAjRoyQjUUVCgWzc6tr97nnnqPTp08TUf1jUZPJRNu3b2eblySdPvzww0RUU2fS3zqd\njj7++GNWn1T/4sWLLR5LVp9HFgSBnn766Vrr5HA4nL8TvlDO4bRAvv76a/L392dGiLW1NSmVSgoJ\nCSFXV1c2AJEMHGky8dtvv6WioiIiqt2b0Gg0EhHRe++9JzPMIiMjKT8/v872SMbaiy++KMunVqvp\n4YcfpszMzFrrFEWRfffjjz+SjY0Nm1hZvHjxn79RHM7fxLp169iEQPVJgfbt25OtrS0plUrZgphS\nqSRHR0f6+eefmSbqGwS9/PLLMq317NmTSkpKGmzXjBkzZO8GjUZDr776KuXm5hJR/RrdtGkTKRQK\nNrmycuXKP3p7OJy/Fa5PDqdpc+zYMerZs2cNB0xnZ2dydnaWTfpLevX29m5w5ylRlVPJqlWrZBpV\nqVSUkpJS72ReRUUF/ec//2HppXpfeOEFunr1KhHVb1snJCSQVqtldu7cuXP/4N3hcP5eTp48yRaz\nq/dZHh4eMoet6jpRKpX03nvvMSfo+rS2e/dumT6trKzowoULDbbryy+/ZHVJY9+HH36YEhISiKh2\nfUrfXblyhdzc3Fi+SZMmNbi7lsNpiiQmJlLv3r1l+lSr1eTt7U2BgYEy21ZalBMEgV5++WXmkFKb\nPqW+rPrmCMnhTFrAqw0p3+7du9kGD6nOqKgoFtGlPn1mZ2dTYGAgq3PIkCE8ahKnWbNmzRrZWFTq\nR318fGSOLJJeVSoVdezYUdYX1tWP3r59m2bNmiXTaUREBFVUVNTb9+bm5tK//vUvNr8s9b+ffvpp\nnXPI1ceiH330key3bNmy5c/eJg6Hw7nr8IVyDqeFIIoiiaJIn3zyiWwXTUBAAM2bN4+OHj1KRqOR\nUlNT6fTp0zRu3DhycnKSGTq+vr60aNEiWZl31iHh4OBA9vb2tG3btgbbJhlH5eXlNGHChBq73MeN\nGycLISuKomy3eH5+Po0YMYKld3BwYJMa3AOR01wQRZHMZjO9++67Mq/goKAgmjt3Lv30009UXFxM\n586do++//5569erFPIglzQQHB9Nnn30mK7M2bt68SVZWVuTo6GiRRqVySktLqXv37mziUlp4ePzx\nx2ukr67R3NxcFsZLEARyc3OjS5cu/ZHbxOH8LXB9cjhNG0kHu3btIgcHB/Y8t27dmiZMmEBffvkl\n3bp1i06dOkXffPMNRUVFMW1Kk4q2trb05ZdfMseUuhxarl+/Tt27dydBEOjNN99sVDuHDx/OJi0F\noWo33YwZM2S7T0VRZIsDEk8++aTs3bNnz55G1cvh/J1I+ty/fz+LrCAIVUcgTJo0iTZu3EglJSV0\n6dIlOnbsGMXExLDdrJIzmrW1Nb3++uuUl5dHRHWHgDWbzTRkyBAShKqwzo1h2rRpsqgwVlZWFBUV\nRTk5ObLy74xatmDBAtkC3qZNmxpVL4fzdyLp8+jRo+Tr68uef1dXV5o0aRILc37jxg1KTU2luXPn\nUlBQkEyfWq2Wpk6dSjdv3iSi2vUp9akTJkz4Q/pctGgReXh4yPrCwMBAunTpEuszTSZTDX1Kodsl\n+3jNmjWy383hNAekReVly5bJHD6Dg4Npzpw5FBcXRzdv3qQjR47QypUrKTAwkNm30uJz165dKTY2\nVlZmbRw7dowEoeqYIEvGohLZ2dms75bs3Pbt29eIOnGnnZudnU19+vRhv8vX15euX7/ONcrhcJoc\nfKGcw2lBVFRUUL9+/ZgB4ujoSBs3bqwz7aZNm8jFxaWG1680uKhtAlEamFQ/r4qIakz43Yk0mDp1\n6hQbPCkUCjagGTp0KH377bc18v3www9s0lH6vPDCCw3fDA6nCVJYWEjdu3dnE20uLi51etNmZ2fT\nBx98IHv2BUGgoKAg2rp1KxHVr7szZ87I/m5Io9L1/fv3s4FMdY1Onz6d4uLiauTbvXs3C7MnfZYu\nXVpvXRxOU4Trk8Np+kycOFHmELp8+XLZGeQSBQUFtHr1aubQIk0mBgUF0apVq+qtw2w2U0JCguzs\n5IaO+5Hs3JSUFOrevTubQJTaOnbsWFn4d4mEhAR2Nrn0mTJliiW3gsNpckyfPl2mzyVLltSqz/Ly\ncvrxxx9li+qCUBVG/dVXX22wnvT09EbpU+pDr1+/TjExMex9IP3br1+/WsO/JyQksGgu0uf+++/n\nu8k5zZKnnnpK5my5aNGiWvVpNBrpwoULFBQUJNu9qlaradq0aXWWX31zxB/pP2/dukXPP/88q1Ny\nagkPD6c333yzxi7xhIQEmjNnjqyNUVFRFkVp4nCaIjdu3KDQ0FDWj3p6erJx5Z1cuHCBFi5cyGxN\nKc+AAQOYvVlXX1VeXk5HjhyRfWfpfO7mzZupbdu2MocW6X1y9uzZGvm+//57FsVCGru+//77Dd4L\nDofD+TvgC+UcTguieqhIhUIhWyS/c9Fb8t77+uuvqVu3bjJPREtC2En5/8g54WlpaTRs2DCZYSXV\nP2zYMHryySdp+fLlFBUVRUFBQTLP/5iYGLp9+3aj6+RwmgLVPYStra1p9+7d7Jqk0erntRERvf32\n29S+fXuZp7yvry/dunVLlq4uLNVo9XJ++uknFjZT0p9CoSBra2t65JFHaMmSJfThhx/S8OHDqUOH\nDjKNTp48mYXf4nCaE1yfHE7TRHr+v/32W/Ysq1Qq2W41s9nM0lW3edevX09t2rSRLXQFBgbS0aNH\nicgyJ5X6jlKojpQuLi6Oxo0bJ9Oo9P+ZM2fSsmXLaMuWLTR9+nTq2rWr7MzGiIgIunz5sux3czjN\ngUOHDsl0tnDhQnatuj6lCC5EVRPo0jEK0phQo9GwiAoNaa8x+pTqv3DhAgs7e+c5r2PHjqVnn32W\nPvvsM5o8eTJ16tRJFsGic+fO9Ouvv8rK43CaA+fOnZPNu1SPRnSnPqV+8dixYyzUcvUjC2pzKqmO\nVNYf0WdeXh698sorsneC9G/v3r1p6tSptGLFCoqJiaGwsDCZPsPCwmpdqONwmjpSvzh//nz2zLdq\n1YoOHz7M0khaunNM+tRTT8mOHVKr1TRgwIB6j9Sszh8Zi3755ZcUFhbGxsxSvS4uLrRgwQL66KOP\naN26dTR27FgKCQmR9bXTpk2j0tJSy28Oh8Ph/IXwhXIOp4VgNptp8ODBzEjx9/envLw8MplMtQ7k\nJQOrsrKSnf9d3dAZMWIEOzv8XpCVlUWTJk2SnYMl7b6p7dO6dWt66aWXLF584HCaGhUVFSyUq0Kh\noPDwcCorKyOj0Vjr8ywNaoqLi2nNmjWys6AEQaAHH3zwrrexejtSUlKoZ8+eTJd3Tibe+fH29qZX\nX32VHaPANcppTnB9cjhNn8cee4zZjO7u7nTp0iXZ+YfVqf6Mf/LJJ8yhRdJMeHh4rWn/DNXLuX37\nNvXr16/Gu6Guj62tLU2fPp0tknM4zY0XX3yRjUOrH5PVkD737t1L4eHhMp34+flRbm7uXW3fnTqf\nMGEC29Fe3aGlto+NjQ09+uijdP78+bvaJg7nr+Ktt95iz7pWq2VRiBrS54ULF5hzpjRf1Lp1azp5\n8uQ9be9zzz3Hdq2q1WrZTvja9DllypQa0Zo4nOZEUVERhYSEsOe6b9++ZDQayWAw1DsWzc3NpVde\neUV2XrkgCDR37lwiatjhrDFUL+vkyZMyR9SG7Fxvb29avHix7CgiDofDaWooFy9evBgcDqdZYzab\nUVFRgf/+978oKSmByWRCcHAwnn76aSgUCgiCUCOP9J1KpUJAQABsbW2xf/9+UJUDDa5evYrWrVsj\nPDwcWq0WRFRrOX8EURTh4OCA0aNHo127drh27RpycnJARDXS2tnZYeTIkZg5cyamTp0KDw8PWfs5\nnOZCTk4O3nnnHRiNRpjNZvTq1QuPPPIIBEGo9XlWKBQAAK1Wi5CQEBgMBhw7dgwKhQKiKCI5ORkh\nISEIDQ29a22U2iGKIlxcXDB69Gh4eXnh/PnzKCkpqTWPnZ0doqOjMWvWLDz66KNwdXWVlcXhNAe4\nPjmcpk1JSQlWrFiBnJwcAEDHjh3xwgsvQKFQMD1WRxAEiKIIQRAQEBAAjUbD7FyNRoPs7GxoNBr0\n69fvrtm4Uhlmsxm2trYYNmwYgoOD8fPPP0On08nsXIVCwf7u1asXZsyYgTlz5iAoKOhPt4PD+asx\nGo14//33kZqaCkEQ4O7ujkWLFkGr1dapT0l3bdu2hZeXF7799luYzWZoNBoUFBTAbDZj8ODBteb/\nI0j6NJlMUCgUGDp0KHr06IFTp06hsLAQoiiytNX12adPH0ybNg1z5sy5q306h/NXIPWDn376Kc6f\nPw+gynZ9/fXX4eDg0KA+3d3d0alTJ6xduxYmkwkqlQolJSWorKxEREQEHBwc7mp7zWYzFAoFBg4c\niEGDBuG3337DzZs3YTKZWJrq+uzXrx8effRRPP7447jvvvvuals4nL+SK1eu4L333oNCoYDZbMaY\nMWMwevToOudzJR3Y2tqiffv2KCoqwrlz56BUKiGKIk6fPo1hw4bB19eXvQf+LNXHoj4+Phg8eDCc\nnJxw6tQpGAyGWvPY2toiOjoac+bMwSOPPAInJ6c/3Q4Oh8O5VwhU28oUh8NpduTn56NNmzbQ6/UA\ngGnTpuHzzz+H2WyGUqmsM1/1ycHo6GjExsZCpVLBZDKhffv2WL16NYYMGXLP2/7DDz/g1KlTSEhI\ngLW1NSoqKtCzZ08MHz4cwcHBCAgIuKdt4HDuNSkpKejQoQP7e8GCBVixYkWDGpUwm83o0qULfv31\nV1hZWaGyshJhYWHYtm3bPZ9YT0lJwfbt23H69GkkJibCyckJOp0Offv2xYgRIxASEiL7bRxOc4Pr\nk8Np2hQXFyMsLAw3b94EAAwePBixsbEWL3IXFxfjiSeewKZNm5hG1Wo1EhMTERISclcdQiWkMpOS\nknD06FHs3r0bly5dgq2tLQwGAzp06IDx48ejU6dOCA0NhY2NzV2tn8P5KwkNDcWlS5cAAN26dUNC\nQkKjdPXkk09i1apV0Gq10Ov1UKlU+P777xEdHX1PnLtEUYRCoUBGRgbi4+OxZ88eJCYmssUHPz8/\nxMTEICwsDCEhIVyfnGZNnz59EB8fDwAICgpCUlISNBpNg9qSdLJ48WIsXbqUOYQqlUp89NFHmDp1\nKqytre96HyrVW1RUhFOnTiE2NhYJCQnQ6XRQqVTw8vJCTEwMs3Gtra3vWt0czt/B8ePH0a9fP/b3\n22+/jRdffJFpoSFSU1MxfPhwpKamwsbGBjqdDj169MCRI0eg1Wrvalvv1PuJEyewbds2nDt3Dpcu\nXYKLiwsqKiowcOBAjBw5EqGhoQgJCbmrbeBwOJx7AV8o53BaCMnJyRg1ahSysrJgMpnQpUsXxMfH\nQ6PRNJhX8g5OSEjAuHHjkJWVxTyJZ8yYgaVLl6J169b3pN13GlkVFRUQBAEmkwl2dnb3pE4O5+/g\n8OHDGDt2LPR6PQwGA8aMGYNt27ZBrVY3mFdarDt8+DCioqIgCALzNn7llVfw73//2yKtNxbJRKiu\n0bKyMhgMBqhUqru+i4DD+bvg+uRwmjZpaWmIjIxkOz8jIyOxfft2FmnIEjIyMhAWFoby8nK2WD5h\nwgRs2bLlni6UV+f27dsgIuh0Ovj6+t7V+jicv4tbt25h6NChuHTpEkRRhJ+fH2JjY9G+ffsG80qL\nADqdDkFBQcjKyoJGo4HBYMCwYcOwYcMGuLu73/U216bP4uJiqFQqlJaWwtPT867XyeH81RARysrK\nMHHiRBw4cACCIECr1eKXX35BeHh4g32fpM+KigoMHToUJ06cYIvlPXv2xMqVK9G1a9e/5LfodDpo\ntVoUFxfD2dn5L6mTw/mr+Pbbb/Hggw+y/m/evHn43//+B5VKZXEZ27Ztw8SJE2Vj0Q8//BBPPvmk\nxQvujaG2MouLi1FcXAwHBwe+e5zD4TQ77u5bksPh/G14e3ujoKCAhaXSaDTIzMy0KK9KpQIRISIi\nAtOmTZN55H733XdITEysNSx6XRARzGazRWmrh+8RRRHW1tbQarWws7NrVJ0cTlNFeo7btm2LiooK\nWVgqg8EgC/VYF0qlEkSEgQMHYvr06SAiNihZs2YNrl692ug2WaLR6mGnRVGE2WyGnZ0dWrVqBQcH\nB65RTrOH65PDaR54enrC3d0dZrMZRITS0lLY29tbnP//2DvzuKqK949/zrkbl1VWAXEDRFFEFDfc\nCjds00QtV8JSM/cyW7RvZqaVpZn2dcu+paXmlrm0aJq75oIKbokrIYgIsi93O8/vD35nuof1YhvQ\nvF8vXuI5M3Pm8jqfO8/MPPM88ubd3LlzAYBpbPPmzTh06BBz0rQVW8pabz5IkgQigru7Ozw8PPgm\nOadOUb9+fej1eqZPURRt1pNc1t7eHvPmzQPwuz737NmDvXv3Vrs/D6pPFxcXODg48E1yTp1BEAQ4\nOTkxbRIRnJycWBqTqhzE5M02vV6PGTNmoH79+sw2PnHiBH766ScUFRVVq0/VGWsBsOfZ29tDpVLx\nTXJOnUJ+vwMCAiCKIpuLFhcXQ61W27yuCgCDBw/GY489xtIMAcC8efNQWFjIHFxswda5qPUmuTwX\ndXFxQcOGDVGvXj2bn8fhcDg1Bb5RzuHUASRJgkajQWRkJLt2+vRpZGdnA4BNRo5sxEyZMoV5F6tU\nKuTk5GDdunWsraowm80QBAEqlQpGo5GFgq8K6xyT8oSN51Dl1AWs3+P27duz33/44Qfk5ubaPGmR\ny8yZMwdeXl4wmUzQaDTIzMzEihUrFGUqw1qj1VmoEEWRhaDmGuXUFbg+OZzaQX5+Pho2bMhOyVy4\ncIGFkbXVsQQApk2bhuDgYJhMJhZKedasWQBg06kds9kMIlKUtUXbFeWY5HDqAkVFRWjTpg2AEq3d\nuHED58+fB2CbPuXx65lnnkGvXr1gsVhYqNhFixahuLjYpn6Up09b4Prk1FaqcoqUxyc5pDMRIT09\nHVeuXAFg26a1vEYzYMAAPProo1CpVEyza9euRVJSkk19La3P/Px8m+r92adgOZyahPx+WywWNGnS\nhGlr69atyMvLYznHq0IeaxcvXgygZFzW6XS4e/cuPvjgAwBVf18Ayrmo3KbJZLLpc5Sei3Ltcjic\n2gb/1uJwagiy8XPo0CH8+uuvOHv2LDIyMsrcLw9RFKHVauHq6goA0Ol0sFgs+PLLLwHYtlguG2Be\nXl6IjY2FTqdjhtSGDRtw6dIlAFUvdsgTn6VLlyIwMBD79+/np9o4dYoTJ04gJSUF165dQ0FBAbte\n1Xvu4+PDwjjb2dnBbDbjiy++AGC7Ri0WC/z8/DBp0iRFvU8++QQ3btxgXv+VIWt0yZIlaNasWbVP\nu3I4NRmuTw6nZnP16lWkpKSwVEHA7/qsTKdeXl7w8PAAETGtbtmyBcDvm2yVYX1i/P333wdQsoio\nUqlw9OhR7NixA0Dldq4kSVCr1RAEAfv27UPTpk1x9OjRap2e5XBqIrL2Ll26hMTERFy7dg05OTk2\n19fr9eyUp52dHQDg888/B1B9fc6ePRtASVQXlUqFM2fOYOPGjQAq39STN+BkfQYEBGD9+vU2fwYO\np6Yi6zMhIQFxcXE4d+4ckpOTbUoZIm9Uubq6QqPRMAeU//3vfwB+jyxYGYIgsLFx4sSJqF+/PiwW\nC0RRxOXLl20aP0vrMzAwEEuXLrX5UAWHU1uIj49HdnY27ty5o9BEVTpr06YNO5Wt0WhQUFCAzZs3\nA6jeXDQgIABTp05V3Fu4cCHS09Or3HS3dmT5+OOP0aJFC2Z389PhHA7nXwFxOJx/FKPRSEePHqWZ\nM2dSUFAQ6XQ6cnZ2JpVKRU2aNKHx48fTgQMHqKCggIiILBZLmTbka6tXryZBEEir1ZIgCOTv7083\nbtyosF5F7ZjNZurUqRMJgkB6vZ4EQaChQ4cSEZEkSZW28dNPP1Hz5s1JEAQSBIGGDx9Od+/etf0P\nwuHUMIxGIx0/fpzefPNNatmyJTk7O5O7uzs5OTlRq1ataM6cOZSQkMC0UZ7WzGYzERG9//77JAgC\nqdVqEgSBevXqRampqRXWK41cxmQyka+vLwmCQPb29iQIAk2ZMoWIbNNoixYtmEYnTZpk+x+Dw6lh\ncH1yODUbSZIoMTGRli1bRn369CEPDw9q2rQpOTg4ULt27eidd96hw4cPK8qXRtbozp07mTYEQaAe\nPXrQuXPnKqxXGX379iVBEMjOzo4EQaDo6OhK+yCTnJxMUVFRrA/dunWr1nM5nJqEJEl05coVWrJk\nCUVGRpK9vT01aNCABEGggIAAmjJlCu3cuZNpojJ9njhxQqHPgIAA2r9/PxHZNoZatz948GDFGNqu\nXbsyZcrj9u3b1KdPH9aH8PBwysnJsenZHE5NQ5Ikunz5Mi1cuJB69OhBarWaPD09SRAE8vb2pqFD\nh9KaNWvo/v37rHxpZO0lJiYyXajVarKzs6OtW7cqytjSHyKiyZMnK8ZPPz+/Sr8jZFJSUqhXr16s\nH61ataKEhATb/yAcTg3EaDTSiRMn6O2336Y2bdqQt7c3eXt7k4+PD0VERNCKFSsoKSmJlS9PbyaT\niYiIZsyYQYIgkCiKJIoiPfvss5XquzRymTt37pCbmxsJgkA6nY4EQaD33nvPps+zd+9eCg4OZjp9\n8803iej3sZ7D4XDqMnyjnMP5B7lx4wZNnz6dgoKCmCEiiqLCoBEEgVxcXGjAgAF069YtZlhZG1iy\nQZSTk0NNmzZl7bi4uNCCBQuq1SfZSFu3bh0JgkAajYYEQSBXV1e6cOFCmWeXZurUqSQIAjk6OrL+\nb9iwgbXL4dQmrl27Ri+++KLC+UOlUpXRqJ+fH02aNIlyc3NZ3fImM+fPn2cLkIIgUKNGjWj9+vXV\n6pOspaVLlyo29cLCwuj69esVPltm5MiRJAgCOTg4sH4cPXq0Wn3gcGoCXJ8cTs0mMzOTPvzwQ4qI\niChj58rakPX66quvMudOovJ1cvHiRerYsSOrV69ePfrss8+qtXgnt7tr1y7Fpl5ISAjbsK9IoyaT\niebPn8++a2Rn0g0bNhBRyWIph1NbuH//Pi1atIg6d+6s0Kcoimz+J/8MHTqUOaUQlT8XzM3NZQ4o\n8ib3f/7zH6YLWxb5ZS0nJCQoxnUPDw/69ttvq2xnzZo1ZfT50UcfVevvwuHUBLKysujjjz9mhxes\n9VBan507d6b9+/eTwWAgorL6lP//1FNPsfFXrVbTqFGjqKioiIiqp8+kpKQy9vZnn31W7rOt2bt3\nbxl9vvbaawr7nMOpTSQmJtK0adMUTs6yNuTDS4IgUHBwML3//vuKuuVpbvv27eTh4cHqhYaG0sGD\nB6vVJ7ndN954Q9Gf/v37MwfwisjOzqZ+/fqVmYsmJycTEfE1XQ6HU+dRvfXWW2/906faOZx/I1eu\nXMG0adOwdu1a3L9/XxFOR6fTwWg0smuSJOHy5cs4e/YstFotQkNDAZSfhzQjIwNHjx4FABgMBqjV\narRv3x4eHh6QJKnKsD2CIEAQBLRu3RpbtmzB3bt3oVKpIIoi/P390alTp3LbkNvu06cPVq9ejfv3\n78PJyQlGoxEXLlzA448/zkLDczi1gfj4eEyfPh1fffUVMjMz2XtP/x82Sw45BwAFBQU4ceIErly5\nAg8PD/j7+wMoGyZLkiRcu3YNCQkJAIDc3Fy4u7sjPDwcTk5O1Qqh5+vri507dyIzM5M9q0OHDmjR\nokWlbbRp0wYbN25EdnY20+j58+cRGxtrU3hMDqcmwPXJ4dRs7t69izfeeANLly7FzZs3y9yXtarR\naGAymXD06FEcO3YMwcHBaNSoEQRBKKM5nU6Hy5cv48yZMwCA4uJiaLVaREREwMXFxaZ+ye3p9Xpc\nunQJ169fB1DyPdG9e3eEhoZWqFFRFOHj44OzZ88iKSkJdnZ2MBqN2L59O2bNmlXtvMgczj9FdnY2\nZs6ciY8//riMPq3zkqo2TjYiAAAgAElEQVRUKgiCgAsXLuDgwYNwdXVF69aty9UnAKSnp+PAgQOQ\nJInlOW3dujUaNGhgU+hYURRBRHB3d8fVq1dx4cIFACUh15s3b46uXbtWOhYGBwcjLi4OV69eZfrc\nvXs3Ro4cyULDczg1naKiIsycOROLFi3CrVu3FPfs7e0V4co1Gg1+++037N+/HyaTCd26dSujNWsb\nefv27SxXuNlshr+/P4KCghTlKkJOIeTq6oq7d+/i9OnTrI6bmxuioqJYapTSEBH8/f1x6dIlXLx4\nEXq9HkajEUePHkVkZCQCAgKq9TficP5pTpw4gVdffRXr1q0rdy4qSRIbrzIyMrB3716kpKTA398f\nXl5eAJTalMfVM2fOsHE5PT0d/v7+aNeuHbRarU1zUfm+VqvFTz/9pEij8sgjj8Db27vCujqdDj4+\nPvj++++Rm5vL5qIJCQmIiYnhOcc5HE6dh2+Uczj/AMePH8eAAQMQFxcHoGRi0bVrVzz33HNYvHgx\n+vTpg4CAABQVFSE1NRVAifGUnJyM3bt3Izw8HIGBgey6bAyp1Wrk5eXhxIkTzCDKysqCt7c3IiIi\nbFqgEASBbXoXFhbip59+AhHBZDKhc+fOeOihhxQbENb1zGYz1Go1vL29sW3bNhiNRgBAnz59MHLk\nSL6AyKk1HDx4EAMHDsS5c+cAAB4eHujcuTNiY2Px7rvvolu3bvDy8kJubi4yMzNZvqfExEScPHkS\nHTp0gJ+fX5l2HR0dkZycjFOnTqGoqAgAcO/ePYSEhCA4ONgmjcqoVCrcvn0bJ06cAADk5+ejV69e\naNeuHcxmc4UTGTc3N4iiiD179jCNduvWDQMHDuQbcZxaAdcnh1OzuXXrFoYNG4Zvv/0WJpMJDg4O\nCA0NRf/+/TF37lx07doVgYGBuHPnDrKysiAIAkRRREpKChISEuDs7IyQkBBIksS0QkSws7NDdnY2\nDh8+jIKCAgBAYmIiwsPDERwcXK0FPDs7O/z22284evQos3MbNWqEfv36lWvnyjg7O0Ov12P79u1s\nsyIgIACDBw+Gg4NDtb4nOJx/gtu3b2Po0KHYunUrTCYT7O3tERYWhujoaLz//vuIiopCSEgI8vLy\nkJKSAqBknpeRkYHjx4/Dzs4OHTt2LPOuq9VqFBUV4fTp07h37x57VpMmTdC2bdtqL/IXFhbixx9/\nhNlshsVigZ+fHwYNGlSpPlUqFRo3bow1a9YwfQYHByMmJsZmZxoO55/kzp07GD58ODZs2ACTyQS9\nXo927drhqaeewqJFixAdHY0OHToAAK5du8Y25XJycrBv3z6Ioohu3bqVqxGLxYLLly+zzffMzEw4\nOjoiIiIC9vb21TpU4ejoiC1btsBgMICI4Ovri6FDh7L7pZHH806dOmHJkiVMnyEhIZg4cSI/UMGp\nVezduxdPPfUUc6728PBAeHg4YmJi8J///Adt27aFvb09MjMzkZ+fD61WC4vFgnPnzuHGjRto164d\nPD092Xgma8bDwwMJCQk4e/Ysc1hLSUlBjx494Ovra5ONKY+zarUaFy5cwKVLlwCU6P3RRx9F8+bN\nKxxHBUGAp6cncnNzcezYMTYXbd++PQYOHFihvjkcDqfO8PcdXudwOEQloXBGjx7NQk8KgkBTp05V\n5K2RKSoqogkTJlD9+vUV+cKbNWtGP/74o6JNOcROSkoKxcbGKsJx9enTh06fPk1EtuegIiL65ptv\nyNfXl/W1Q4cOVX42mcDAQGrVqhWdOXPG5udxODWBwsJCio6OVmho+vTpdOvWrTJl7969S/379ycX\nFxdFiK1WrVrRr7/+qihrnSOuZ8+eihC0MTExdPPmTSKqXp7VxYsXk4ODA3tuv379bKqXlZVFDRo0\noNDQUK5RTq2C65PDqfm8+OKLCo0OGjSITpw4UabcnTt3aMSIESxdj6w5e3t7unTpEitnbecWFhay\n8M5y+PbevXuX+x1QEXJbmzZtIp1OxzQaEhJCeXl5VdZPS0ujXr16kV6vp40bN9r8XA6nJjB37lxF\n6OYnnniiXH2azWZ68cUXqVGjRop0XIIg0O7duxUh1WVNGQwGGjduHMtdLM8fHySFyM8//0yNGzdm\nYWPd3NxYrtaqePrpp0mj0XB9cmod//3vf0mv17PxMCoqqlx9EhG9//77FBYWpgiBLooirVixgnJy\ncoioxL6V9WkymWjevHnk7OzM9BkUFESbNm2qdj/Pnz+vSNugVqvp9u3bRFSxrSyHbp84cSKJosj1\nyamV3L9/n3r16qV491999dUydqjZbKaLFy9SeHg406c8nnXu3JkKCwvLlCciOnv2LAUGBirKv/LK\nKw+UomD69OkkCAIbk5977jmb6p05c4bc3NwoLCyMz0U5HM6/Cr5RzuH8TcgThs2bNyuMqtdee01R\nRl6slxcf8vLyWL5wa2Opb9++tH//fiIqu/m9fv168vf3Z3UcHBzo9ddfp4KCAkVfqurr1atXqV69\nemxxpHXr1pSSklJpXbnfGRkZivaqs7nA4fwTyO/oypUrmXY0Gg29++67ijKlNZqcnEwffPCBQtfy\n5tr58+eJqKxGFy5cSK6urqyOi4sLrVy5kuWWq0ovcnvx8fGK74ZHHnmE8vPzbdKbnGtKfh7XKKcm\nw/XJ9cmpHRw6dIhtfAuCQLGxsYr78kKg/G92djZ99NFHZG9vr3AK7d27N128eLHculu2bCF7e3tm\nEwv/n4c4Pz+fiGy3c41GI/n6+rI22rdvT+np6VU6lUqSRNevX1dcq44jKofzTxEXF0fu7u7snR88\neLBCL7LG5DE0Pz+ftm3bxnKVyovtnTp1ot27dyvaljWwd+9etshv7dB2584dIrJdn2azmVq2bMnG\n+6ZNmyocaCqj9IY61yenNnDlyhXy8/NjuomKimJaJCqrT4PBQGfPniUvLy+FjduiRQuWM1xG1kBc\nXBw99NBDCn0+9dRTlJiYqChXFRaLhbVjZ2dHzs7OtG/fvirrEJX9DuD65NQG5Pd0wYIFzClFq9XS\n0qVLWRnruaicz/vChQs0bdo0xfxV3vyuaFyUN7jlsh4eHrR7926btSJ/Vxw9elSh9TFjxijuV4TB\nYKArV64oPhefi3I4nH8DPMEEh/M3IUkSAODIkSMASsLaaLVaDBw4EABYHjc5BI6c38nBwQHDhw/H\nG2+8AS8vL9bOgQMHsHDhQmRkZEAURUiSxO7169cPXbt2ZaHOCwsLsWPHDnz33Xc29VX4//DrgYGB\nLB+62WxGcXExPD09K60r91vOAyeH8OIhejg1HWttyTg4OGDAgAEAKtaon58fXn75ZYwZM0aR13Hz\n5s1YuXIlcnJyymh0xIgRCAkJYdrIzc3FunXrcPLkSQC25YiTJAkBAQFMo5IkIS0tzebQr3Loaa5R\nTm2A65Prk1OzkfXz888/o6CggNmgQ4cOBQCYTCYAYCkEVCoViAguLi6YNGkS3n77bQBgYR737duH\npUuXshCx1mHYBw0ahIcffhiSJLHnrFixgqU0qkovgiDAYrHAaDSibdu27Pqvv/4KtVpdZQh3QRDg\n7+8PAOw7hedt5NRkZH0eP34c9+/fZ2NkdHQ0BEEoo0/reeiTTz6JTz75RJEb+eTJk1i6dCni4+NZ\n+7LuevXqhV69ekGn07Hnb9q0CXv37gUAloe1IoT/T+elUqnQtWtXACVj/K1bt+Dg4GDT55XDOHN9\ncmoDsj7j4+ORkpLC9PfEE09Ao9GwcbG0PtVqNcLCwrBq1So0a9aMve9XrlzB0qVLcfjwYQBQhFlu\n164d+vbtC3d3d/b8n3/+GZs2bQJQopXK9AmApRDq3r07AMBgMCAvL4+t/1RU3zqVitwv6+scTk1G\nfm/lsYyI4OHhUeFcVLZPW7VqhbfffhvR0dGK9pYvX45169ahsLCQjYuyJqZOnYqGDRuysTAzMxMr\nVqzAjRs3bOqrnHbM3d0djRs3Ztfl+lWl89JqtQgKCgLA56IcDuffBbdIOJy/CZVKBYPBwCYsRIRO\nnTqhXbt2AFBh/m554jR9+nQ8/fTTsLOzA1Cy4Hjw4EH897//BQBmlEmSBFdXV4wYMUKx+Hfp0iWs\nXr0a165dYwsQlSGKInJzcxUTGEmSkJGRYdPnlQ0pPvHh1BZUKhUKCgqYMwsAREVFITg4GERUoUZl\njbz77rt49NFH2eJFcXExdu3apVh4kHVUv359jBs3Dg0bNmSTrsOHD2Pt2rUsH6TcbkWIooiCggKW\npxUoybGck5NT5QJH6XY4nJoO1yeHU7OR39WffvoJQMmCYWhoKKKiogD8vrBvjWwrqtVqTJ8+HUOG\nDFEs3m3btg3bt29XtC/br7NmzUL9+vXZwmRiYiI+++wz/PrrrwB+t58rQqVSwcHBAbm5ueyar68v\nCgoKqqXRqhYbOZyagKwfeYHfZDLB398fjzzyCIDy9Qn8vjEQGxuLF154QZFH+NChQ1izZg2IiLUv\nj40TJkxA69atWdnbt2/jyy+/xNGjRxXtVoQ8pmdnZ7P/e3h44P79+9X41FyfnNqBrB/ZGVSSJHh7\ne6N3794ASjatykMeQwcMGICJEyeiUaNG7N7Fixfx0UcfgYjYppk8Lj799NN46KGHWNnMzExs3LgR\nO3bsYM+vDFmfso2r1Wqh1Wpx7949Rb+q+rxcn5zahEqlQkZGBo4fP86uRUdHs/liRXNRIoKTkxOW\nLVuG1q1bs3EyPz8f69evx88//wygRDeyU3fDhg0xbdo06HQ6psdvv/0WGzduZONgVToVRRH29vYK\nO9fLywtGo7HKuqXb4XA4nH8L/BuPw/mbICKkp6crDBWz2VyhQSUjT2xcXFzw3HPPoX///gBKDKn8\n/Hx8+umniIuLY5vf8sSkT58+GDRoEPPsBUoWNObOnQug4o15a5ydnZGfnw+gxBDz8fGBj49P9T44\nh1OLSExMRHFxMdOHPJGpbMJv7bE7depUREREsHtJSUn44osvcPnyZdae3NawYcPw2GOPKU7HbN++\nHcuXL2ftVoWdnZ1isdHT0xMuLi7c45dTJ+H65HBqLkSEO3fuIC0tjS2q6XQ65OTkVFlX3vyePXs2\nunTpwq6np6dj48aNbBHReiGyS5cuePbZZ2Fvb8909s033+B///sf8vLyIIpipQ4tVJKCTHHq1cHB\nAZ6enlyjnDqHJEnIyclBZmam4pp8UrUi5OgLADBx4kQ8/vjj7F5eXh62b9+OzZs3AwDbkAOA0NBQ\nPPPMM2jQoAErf+jQIXz88cfIzs62SZ/A7xv4ZrMZdnZ2aNasWXU+NodTK5C1KOvTYrGguLgY9vb2\nldaTowACJdFbYmJi2D2z2Yzdu3czu9XaoSUgIAAjRoxQOLNcunQJc+fOxf3791nEl4qQ78nPNhqN\n0Gq1ikMaHE5d5MyZMzAYDMx5RdZUZXajPI56eXnhjTfeUIxjZ8+exbp165CUlARAGZ1l0qRJ6NWr\nF0RRZNe++OILNubaEv3BYDBAp9OxsdnNzQ1arZZvfnM4HE4F8G9HDudvQhAE6PV6dhoNAJycnJCf\nn2/TyTSgZNFh7Nix8Pf3Z4uFqampZTa/5fCUgwYNwpNPPsnaMZlM+PLLL7Fs2TJ2rTzjSg6/t2/f\nPiQkJLBFCtnzuDoeiBxObcLFxQUZGRls0V4+OVNVBAZ58tKzZ0/ExMQoHErOnTvHNKdSqdiihkql\nwrPPPsvCSgLAvXv38N///hcbN26s9HmyRvfs2YMbN24wjfbo0QNA1addOZzaCNcnh1NzEQQB7u7u\nICJmJ9rb28PFxaXKd16tVoOI0LJlS4wdO5aFewSAuLg4rFu3jqVJsA5NOWXKFHTt2pUtABYUFGD9\n+vVYunQpgIpPwciOpWfPnsWJEyfYd0SXLl2g0+m4Rjl1DlEU4eLiwk5oAyUO0Xq9vsr3XdZXkyZN\nEBsbyxzOBEFAUlISVq5cWW4qsGHDhuHRRx9lGwoGgwE7duzA7NmzFe2WRtbn1atXsWfPHna9c+fO\ncHBwqHLM53BqG6IoQqvV4s6dO+yai4sL8vPzbTo1CpScFB0+fDgee+wxACX6KioqwsKFC3Hnzh12\nUlVe++nTpw+GDh0KvV7P2omLi8PkyZNhMBgq3PiTnUpTU1Oxbds2dr1Dhw5wd3fn4yenTiLrxt3d\nHSaTiTmZ1atXD0DVc1FZp0OGDMHTTz/N6gElqQ/kuaUc4cxisUCj0eCll15CixYt2POvX7+OpUuX\nYvfu3QAqXpe1Xs+1dmDt1q1bpfU4HA7n3w7fKOdw/iZk78CWLVuyawkJCdDr9VV67QK/G2cdO3bE\nuHHjAPyeH2rv3r2KUFnW3sKTJk1i+aPkhYrXX38dq1atQn5+vuKkgPyvvKi/detWACWGllarRWRk\nJAAefodTdzEajWjSpAlzOjl27BhzSqkqn6I84YiKisKgQYPYvaKiIuzZswcHDx4EoNRoeHg4Jk2a\nhLCwMAAlGs3JycH48eOxZ88eFBcXA/h98lVao3JIWpPJBCcnJ7Z4yUPZceoiXJ8cTs0mIyMDDg4O\nTKPnzp3DrVu3qmXn9u/fH4899pgi1dDhw4fZhpkcmlJOkzB9+nRm54qiiNTUVLzxxhv49ttvWT5l\necFQ3sST+7djxw4UFxezZ8uOMdzO5dQ1iAgFBQXw8/NjG2AJCQlITk5meqqqPgBERERg6NChcHR0\nZE4x586dw/r16wH8vshPRHBzc8P48eOZ07ZKpYLRaMTSpUuxbNkypKWlAahYn999950iEpvssM3H\nUE5dQ7YfrU+aJiUl2RQdBfhdn82aNcO4ceOYg5parcbNmzexZMkSAGAnU4kIjo6OGDVqFMaMGaNo\na8OGDXj77beRmJgI4HcbV9anrL8ffvgB6enpbLyMjIxU5GfmcOoS8riZk5MDJycnFo3o0KFDAKqO\n1lk6+oN16oN79+7hxx9/RHx8PAAodNazZ09MmDABAQEBAEo0fOnSJYwdOxZXrlxh2rceR4Hf56Lf\nffcdu+/l5YU2bdqwdjgcDodTFtVbb7311j/dCQ7n34AgCDCZTFixYgUyMjKg0WhQUFCAkJAQBAcH\nszKV1QdKwlj6+PggPj4eSUlJEEURJpMJubm5GDx4MDQaDTOYBEGAt7c32rRpg//9738wGo0QRREG\ngwFHjhxBcnIyunXrxsJ6yQbT+fPn8fLLL+Pzzz9nzx8/fjwmTpz4l/xtOJyaAhHhgw8+QFFREURR\nhF6vR7t27dC4ceMqQ7HK952dneHg4ID4+Hi2CFhYWAidToe+ffsqNgwEQUDjxo3h5+eHjRs3Mu/h\nwsJCHD9+HFlZWejZsyfTprVGp0yZgq+//hpAyaLhjBkzMHLkyL/k78Lh1AS4Pjmcmo2TkxNWr16N\n1NRUCIIANzc3hIeHo0WLFjZpVA6FXq9ePSQmJuLWrVsAgPv378PFxQWdOnViG3SCIEAQBPj7+8PN\nzQ3Hjx9HdnY27OzsYDabcfjwYWRkZKBXr15sAVOuc/fuXcyfPx/z5s1jjqwjRozArFmzFCEuOZy6\ngiAI0Gq1WLNmDYt0otfrERAQgI4dO9qsT41GAw8PD6SmpuLChQsQBAFFRUWwWCzo1q0bXF1dmaYE\nQYCPjw+CgoKwb98+ZGRkQKvVwmKx4JdffsHVq1fRt29fNg+11ueCBQswa9Ystuj/+OOPY968edBo\nNFyfnDqHbD9+8803iI+PZ5FNXF1d0adPnyo3tWRNiKIIb29v5Obm4pdffgFQYjvfu3cPkZGR8PLy\ngsViYe05OzujS5cu2L17N1JTU5kNHBcXh1OnTiEyMhJubm5Mm4IgIC0tDYsWLcJrr70Go9EIIkL3\n7t3x4Ycfwt7enuuTUyeR7U5RFPHBBx8wBxJfX19ERETA09OzyjZkbXh6ekKSJMTHxyMrKwsAkJWV\nhQYNGqBTp05sk1weSwMDA6HT6bB7924QEbRaLbKysnDq1CkYjUZ07NiR1ZGfcf78eYwfPx47d+6E\nIAjQ6XR466238MQTT/zpfxsOh8OpS/CNcg7nb8JisUCv1+Py5cs4deoUy+MWHByMzp0725QzXMbJ\nyQkajQY7duxgCwi5ublo0qQJQkJCAPxuJEmSBF9fXzRs2BDXrl1jnr/FxcU4c+YMvv32W9y7dw93\n7txBXl4eli5diuXLl+Pw4cMspFDbtm3x3nvvwcPDgxmJHE5dw2KxwNHREQkJCbhw4QKICCaTCd26\ndUNoaKhN772sDzc3N+Tk5ODgwYMgIpjNZhQXFyM4OBhNmzYF8LtG1Wo1WrRoAUdHR8TFxaGgoACC\nICArKwuHDh3Cvn37kJOTg6ysLOTl5eGTTz7B8uXLceTIEabRDh064O2334abmxvXKKdOwvXJ4dRs\n5MX3O3fusAgNeXl56NixIyIiImx+9wVBgJ+fH9LT0xEXF8ciN+Tk5CAkJATNmzdnC/Zym82aNYO/\nvz+2bNnCFi/z8/Nx7NgxHDx4EOnp6Syc87p167B48WLs2rULBQUFAAAPDw/MmzcPAQEBivyQHE5d\nQY5CVlRUhF27dkGSJJhMJrRo0QLdunVjUccqQ9aFm5sbLBYLjh07hry8PAAlWvfx8WGb7tYaql+/\nPsLCwvDzzz8jOzsbRASj0Yjz58/ju+++w/Xr11FUVAQiwvr168vos169enj33XfRsmVLrk9OnUQe\nP4kImzZtYifI/fz80LVrVzg5Odk8htrZ2aFevXo4cOAA7t+/D0EQmENo6U13SZKg1+vRuXNnXL58\nmeVJFgQBt27dwrZt2xAfH4/s7GyYTCZs2LABixYtUkR7cHZ2xoIFC9C2bVuuT06dRT4Rbm9vj5Mn\nT+L69esAStZgn3zySTRu3Ngmjcoa8fb2xvXr13Hu3DkAJalJiAjh4eHw8vJizwQAvV6Ptm3bwmKx\n4MiRI+z7ISUlBT/88AMuXryIoqIiFBUVIScnB8uWLcOyZctw9OhRdtK8S5cumDVrFlxcXPhclMPh\ncCqDOBzO34IkSURE9OWXX5JerydBEEgQBHr00Ufp9u3b1W7v5s2b9OSTT5IgCCSKIqnVapo8eTLl\n5eUpylksFvb7jz/+SCEhIezZGo2G/V7ej1arpREjRtCNGzf+2IfncGoJJpOJ5syZQ1qtlkRRJEEQ\naNSoUWSxWJiGbeX48ePUrVs3hZ4WLlxIBoNBUc663VWrVlHTpk2ZPlUqFauv0+nKaFSn01FMTAzd\nuXPnT/n8HE5NhuuTw6n5fPzxx+To6EhqtZoEQaC2bdtWq75st168eJH69u2r0NSsWbPKaJTod52u\nWrWKOnbsWK4mHRwcSKvVkiAIrG+CIFBkZCTFxcX98Q/O4dQCvvnmG/L29mbvf8uWLSk1NdXm+rLW\nkpOT6dlnn1VobPTo0XT37t0K6+zcuZP69eunmIPK46g8l7W+JggCPfTQQ3T06NE/58NzODWcM2fO\nUGBgIHv/mzZtSsePH7e5vqy1nJwcevPNNxX67Nu3LyUmJirKWf9++vRpGjFiBNOjKIoKLcq/W1/r\n0aMH7du370/8C3A4NZvCwkIaPXo0qVQqNmZNnTqViIjMZrNNbcia+/bbb6lFixZMT3q9nrZs2VJp\n3VmzZpGPj0+5dq6rq2u5c9HY2FjKysr6Yx+cw+Fw/iXwE+Uczt+E7LWXlZWFY8eOISMjAwBw7do1\n9O3bF4GBgdXy7nNyckJeXh4OHDjAwl6pVCpERkbCw8ND8Vy53cDAQPTs2RMmkwlnzpxhp9HVanUZ\nD+CwsDCMHTsWL7zwgiJfFodTV5E1lJGRgT179jDP3oSEBAwdOhSenp6KcHWVtSMIAjw9PXHz5k2c\nPn0aZrOZ5V2Mjo5WhI6UPZQFQUB4eDg6deqElJQUJCYmshDQarWanYaTadOmDZ5//nm88MILNnsx\nczi1Fa5PDqdmI+vEzs4OX3zxBQwGA9RqNVJTU9GqVSu0bNmSnWqtDFknnp6eSElJwcmTJ9mJmNTU\nVIwbNw5arVahKfn3Nm3aoEePHvj111+RkpLCTpdrtVpFLnIiQqNGjTBixAi89NJLCA8PVzybw6lr\nyBpRq9XYtWsX0tPToVKpkJ6ejmbNmqF9+/bV0qezszPy8vJw8uRJdqo8MzMTgwYNKhOCVn52UFAQ\n+vXrh7S0NNy+fRuFhYUs3YI8hhIRiAiNGzfGsGHD8OKLL6JTp048nyrnX4EkSTh+/DiuXr0KURSR\nlZUFPz8/PPzwwzbZkfJ9nU4HQRBw8uRJtuaUl5eH7t27o1mzZmXaEQQBvr6+eOKJJyBJEpKTk1n0\nBzldgrU+mzRpgqeffhpTp05Ft27duD45/wokSYJWq0VaWhp27doFjUYDi8WCM2fOYMyYMXB2drZp\nLgqUaK5Ro0Y4deoULl++zNJparVaREdHl2lH/n/nzp0RGhqKc+fOsRRiQMlc1NrOBYDQ0FBMmDAB\nL7zwAnx9fflclMPhcGyAb5RzOH8TsmHSuHFj7NmzB4mJiSz/VHZ2NoYPHw7AtkU6ImI5FM+cOYPk\n5GQAwO3bt/HII4+gWbNmCuPKeiHR09MTjz/+ODp37oz69esjPT0dOTk5qF+/PogI7dq1w5QpUzBm\nzBg8+eST8PPz+4v+IhxOzUMQBAQHB2P9+vW4e/cu9Ho9zGYzsrKyEB0dXSacZEVtSJIEjUYDSZJw\n4MABZGdnAwCuXr2KQYMGwdfXt0KNNmzYEIMHD0bLli3h4OCAu3fvIi8vDx4eHjAYDAgPD8fEiRMx\nZswYDBw4EL6+voo2OJy6Ctcnh1NzkRfRvb29cfbsWVy6dAlarRZmsxkpKSkYPXo0y39alR7kTff6\n9etjy5YtyM7OhlqtRmZmJpo3b442bdoo2rFuz8vLC/3790enTp1gsViYRmWb29fXF8888wwmTJiA\np556Ci1btrTpu4PDqc3I77e7uzsuXLiA06dPw87ODmazGQkJCXjxxRchiqJNoZPlMm5ubjh48CCS\nkpKgUqmQnZ2NgPPyR6AAACAASURBVIAARERElDuGSpIEBwcHPP7443j44Yfh6OiI1NRU5Obmws7O\nDqIowsfHB88++yzTZ6tWrfgmHOdfg7OzM27evIn9+/ezTbiLFy9i9OjRcHBwsGn8lMs4Ojri4sWL\nSEhIgCAIKCgoQMOGDdG7d2+FU4zcnsVigVqtRs+ePREVFYUGDRogNTUVBoMBOp0OdnZ28PX1xZgx\nYzBx4kQMGTIEISEhXJ+cfw2ytsLCwrBq1Srk5uZCp9OxVFt9+/at1lxUtpG3b98OoGSMPH/+PGJi\nYuDm5qYYj2WdqdVqBAUFYeDAgWjSpAkkSUJ6ejqKi4vh7OwMg8GAtm3b4oUXXsDYsWPx5JNPwsfH\nhz2Xw+FwOJUjkLXLEYfD+UuxWCxQqVTYunUrhgwZwk6hAcD333+Pfv36wWw2Vytf+fjx47Fq1Sro\ndDoYDAbExMTgiy++qLB86QlWYWEhUlJSWP6q0NDQaveBw6kryO/+6tWrMW7cOIVGjx07hs6dO9uk\nD2udPfroo/jxxx+h1+tRVFSE119/HfPmzbO5T+np6UhNTQUAmEwmdOjQgS1acDj/Jrg+OZyajWzn\nHjx4EJGRkQBKFvd0Oh2WLFmC5557jpWpClmnkyZNwrJly5idGxsbi1WrVlWqc0mSWL7XlJQU3Lx5\nE/b29khPT0fv3r1hsVhgZ2f3p31uDqc2IGsvMTERLVq0AFASbcFoNOK9997DK6+8Um19vvPOO3jz\nzTdhZ2eH4uJiPPzww9izZ0+l+rQeg7OyspCcnAw7Ozvcvn2bRT7TaDR/zofmcGoJ8riVkpKCoKAg\nFBUVsXFvxowZeP/996utz9WrV2PSpEkgIphMJgQEBODy5cs267O4uBipqamws7NDUlISIiIi+KlU\nzr8aWYPz58/HG2+8AZVKBYvFgoYNG2Lnzp0IDQ21SafWOgoNDcWFCxeYQ+fixYsxYcKEKusBJXPP\nmzdvIj09nUVH69KlC4qKiqDX6/+8D87hcDj/Erj7H4fzJyIv2FeEbDANGjSIhbizt7cHALz22msA\nSrwEbfFfsVgsAICBAwcCKDGSBEHA3bt3ce/evQrrlZ7Y2Nvbo1mzZggMDERoaCjrA4dTk5HDPFaX\nqjQqv/vDhg1DSEgIzGYz2/CaM2cOK1OVRgVBYBodNWoUgJLFBgDIyMhAUVGRzX328vJCWFgYwsLC\n0KFDBwDgm3CcOgnXJ4dTs7FYLCxtD4AyWpPt3JCQEAwaNAhAid6Kiorw2WefITMzEyqVStFGRchl\nYmJiIAgCDAYDACA7O5ulXqgI65Nyfn5+6N69O8LDw/HII49Ao9HwTXJOnaS0Pksjay8oKAhjx45V\n3Fu8eDHS0tLYon9VyPqLjY2FIAhsDDUYDEhJSam0rvVc1NXVFaGhoQgKCkLPnj0B8Hkop25SlT5F\nUYTFYkGDBg0wZcoUxb0PPvgAv/32W7X1OXjwYOh0OphMJhbR5dy5c5XWtdannZ0d/P394evri4iI\niCqfy+HUdkrPRSuyc/v374/AwEC2KZ6amopPPvlEUaYyBEFgz3r22WcBAEajkUVKA1Du94W1PokI\nGo0GQUFB6NatG3r06IEuXboAAN8k53A4nAeEb5RzOKV4kCAL8sRHntgfPHgQ6enp5ZaVDaJ3330X\nQMmJbo1Gg4SEBKxYscLmPsgGWNeuXdGyZUtIksROzjg6Olb7M3A4NRmLxYKcnBx8/fXXeOqpp7Bw\n4UJcvXoVgG16Ka3RX375pdLyDg4OmD59OoCSRT9RFLF79258/fXXrL2qkDXatm1bNGnShPXz/Pnz\nfPLCqdNUdxzl+uRw/j4exM4lIpjNZqhUKoiiiIsXLwL4Pdx6aVxdXTFq1Cg4OjoyPZ4/fx7Lly9n\n9apC1qi7uztzQgGA/fv32xQemsOpbRw9ehSLFy+udr3S+jx//nyFDqWyE8nEiRNRr149GI1GaDQa\npKWlYe7cuYoylSGHaXd1dcWjjz7Krp85c4bVf9DAhVzbnJpOVY6d1pTWZ3x8PBITE8stK7/7M2fO\nhLu7OwwGA7NJZbvXVn1aLBbUq1ePOa1ZLBb89ttvXJ8cTjmUnoueOXOGXS8Pf39/PPPMM6yMxWLB\n999/jx9//LHSetbIzwoODoanpye7fuTIEQBVa51rkcPhcP58+EY5hwMgNTUV9+7dQ0pKCgoKChSG\nja2b1qIo4tSpU+jYsSMiIyOxc+fOcidR8mm3Xr16YcCAAewaALz++uu4c+dOtXI95efnw9XVFYIg\nQKVSIS0tDXfv3rW5PodTkzGbzTh+/Dhmz56NiIgIDB8+HFu2bMG8efOwe/duFBcX27zgbq3RLl26\nYO/evZXWiYqKYqFjZY3OnDkTRqMRarXaphNxcl1RFNlPQUFBhY40HE5tRD7pKY+d1Z24c31yOH8t\nsjZLh2y0daFcEASo1Wqkp6dj9OjRaN26NZYtW6Zo2xpRFBEeHo7o6Gj2/4KCAqxevRrnzp1TnKSp\nigYNGrD8j2q1Gi4uLkhOTrapLodTG0hPT0dsbCy6d++Ol156CSdOnKhW/dL6bNOmDRYsWFBpnebN\nm7NT5fJ4uXz5chw7dsxmfYqiCLVazZxatFottFotbt68yfrF4dR20tPTsWXLFnz33XdYu3Ytrly5\ngsLCQna/KnuztD7btm2LBQsWIDc3t0xZ2QHFyckJM2fOBFASNRAAtm7dip07d9qsK5VKBZPJBCcn\nJwBg+ZBv3LjB+sXhcEqwnot26NAB7du3x7Vr1xRpvqyxt7dH3759ER4eDqBEu3fu3MGCBQtgNBpt\nip4k2+De3t4oKChQ5Dd/0OiJHA6Hw/lj8I1yzr+WtLQ0/PDDDxg1ahR69eqFyMhI+Pv7o3379oiJ\nicFXX30FwPZJxLRp09CpUyecPn0aAPDZZ5+xhYKKeOuttyCKIoqKimBnZ4ecnBzMmjWrWmFfvb29\nodPpQESwWCzQ6/Vwc3N7YC9hDqemcPXqVbz66qsYO3Ys5s+fj19//ZXds1gs2LRpExISEmxqS5Ik\nTJ48WaHRBQsWsA2+8vDy8sLUqVMhCAKMRiO0Wi1u3bqF119/HYBtHv0AEBgYiHr16kGSJBb5wcvL\ny6a6HE5N5d69ezhw4ACmTp2K2NhYREdH44UXXsCnn36K8+fPs80zWzzquT45nD8fg8GA9PR0LF++\nHDNnzsTkyZMxbdo0rFy5km3EVWeh/KuvvoK3tzfWrFkDAJg7d26ljikNGjTA008/jcaNG0OSJKhU\nKvz222+YPXs2ANvCK8u5xMPCwgCUOM9lZGSgfv36Nvebw6nJzJ8/Hw0aNMDatWuZJt555x2bnb1k\nNm3apNDnypUrKzy1CpSkCImNjUXz5s2ZzgCwkM+26FOSJOh0OgQFBQEoCRtbUFCABg0aVKvvHE5N\nIzMzExs2bEBsbCx8fX0RExODJ554ArGxsWjfvj2ioqLw6aefArDN3ty+fbtCn9u2bcOJEyfKXa+R\n23v++ecRFhamSNX36quv4vbt2zZ9BkmSoNFo4OvrCwDM4czPz8+m+hxObSAnJwf379//w+2YTCZM\nmDABnTp1QlxcHADglVdeAVA2lLqs25YtW7L0QHKko0OHDmHRokWKchUh2+AtW7aEn58fm4cWFBQw\nBxcOh8Ph/M0Qh/MvIz09nZYuXUpRUVGkUqlIEAT2U/r/Y8eOpUuXLhERkclkKrc9i8VCRERr1qwh\nQRBIr9eTKIokCALNmzePCgoKyq0nSRIREc2ePZsEQSCdTseeu2zZMsrNzVW0X9GzzWYzde7cmURR\nJJVKRe3ataOcnJwH/vtwODWBPXv2UJ8+fZiWZG05OzvTuHHjaOHChbR27doKdVke8+fPL6PRL774\notI6xcXFNGnSpDIa3bVrF9OmrOWKyMnJIX9/f1Kr1SSKIvXt25eMRmOV9TicmkhGRgYtWbKEHn/8\ncTZmlh47nZ2d6ZlnnqEbN26wemazudJ2uT45nD+HwsJC+v7772ns2LHk5eVVrkYFQaBhw4bR3r17\nbWrTbDbT559/ToIgkCiKZG9vT4Ig0GuvvUZEZW1kWT85OTn07rvvsmeq1Wpm51aHLl26kCAIpNVq\nKTAwkHJzc6v8TuFwajJbt26lxo0bl9FlVFQUHTx4sNrtHTx4UGEvC4JA48aNq7Lel19+yepptVoS\nBIHmzJlDxcXFVdaVdT548GA2Dnt6etJvv/1W7f5zODWB4uJi2rx5Mw0cOJDq1avHtKHRaNi/1nPT\nCRMmUGZmZpXtJicnl9HnkCFDKCUlpdzysrb2799fpg8TJkyg5ORkRbnykO3gKVOmkCAIZGdnR3q9\nns6dO1fdPwuHUyOZN28eCYJAH374IRkMhj/UVl5eHk2cOJFpVLab9+zZQ0QVrwUnJSXR0KFDFRpV\nqVQUHx9v87OTk5PJ2dmZfb+MGDGCiCpfB+ZwOBzOXwPfKOf8azAajbRjxw4aMGAAOTs7l1mYsP6x\ns7NjC3qPPPIIa6OqhfMePXqQIAjk5OTE/r169Wq5Za3bat68ucK4at68OX3++eeVPtdisZAkSXTt\n2jXy9vZmk7bRo0dX8y/D4dQsNm/ezBb3BUEgd3d36t27N33wwQeUlpZGRFVrsTxyc3OpQ4cOCo16\neHhU6ViSkpJCvr6+isWNdu3a0b59+1iZ8vojL+LHx8dTvXr1mL5feumlavedw6kJHD9+nIYNG1bp\nGCq/54IgUEhICC1YsMCmtrk+OZw/hiRJFBcXR2PGjKFGjRqV6wiq1WqZTmSN/fDDD2xTrLKx9d69\nezRq1CgSBIEcHR1ZG/KCfUXcvHmTevfurdCok5MTHThwgC1slrcYKEkSmc1mys7OpsDAQKbRhx56\niDuycGotCQkJ1LNnzzJjZ4sWLeirr74io9H4wG1PmzatjD5PnTpVaR2z2UwDBw5U6NPR0ZHWrFlD\neXl5RFSxPk0mExkMBmrXrh17Xtu2bamoqOiBPwOH80+RlpZGr7/+usKBRV5fcXR0VGyQy04lgiDQ\n3LlzKSMjg4jK14q8wTZ37lyFjSsIAu3YsaPC/shtPfvsswr7Wq/X05w5c9gGfXlOY5Ikse+Shx9+\nmD2vWbNmlJWV9cf+UBzOP8w333xDDRs2ZO91WFgYXbx48Q+3e+HCBQoJCVHotEGDBpXWkSSJjhw5\nwtauZEfS7t27U2JiYqV1Ze0ePnyY7OzsmNP3O++884c/C4fD4XAeDL5RzvlXkJ2dTe+++y75+/sz\ng8re3p48PT0pIiKC3nnnHZo4cSKNHDlSMfGRT76sXLmSiCr2JJSvnz17ltUNDw+nn376qdJ+yfV+\n+umnMqcKAgICaOPGjURUYoBZn46znoQtXLhQsTGxYcMGVo7DqS3I7+uuXbvI3d2dvc/e3t70yiuv\nKBxO5EmFJEnVfs937typ0KjsJVxVv7Zs2VJm0aRHjx60e/du1ie5bGmNvvnmmwptV/W9wOHURA4c\nOECtW7dm77GjoyP5+/tT9+7dacaMGTRgwAAKDw9XaET+WbBgARUWFhJR5WMT1yeH8+B8/fXX1KlT\npzI2rJubG4WHh5Onp6fiXZcX5Nq3b0/ffPNNle1LkkQHDx4kFxcXNj5/9NFH7F5lnD59mvVHtrMj\nIiJoy5Yt5da31ujmzZsV/V6yZEl1/zQczj9Obm4ujR8/vswGubOzs2Kj7Y+QlJTEbGhvb2/6+OOP\nKy0v6y45OZnq16+vcKpp0aIFq186Qou1Pvfs2aNwvpk9e/Yf/hwczt9NZmYmDRo0SOH0GRQURAMH\nDqSvvvqKfvnlF9q4cSPFxsayDTR5/SUwMJDWr19fYdvWevH29mb6rGosk+e7GRkZ1KlTJzaGCoJA\nXl5e9MorryjaL/0vUYmDq/W8euLEifyUKqfWkp6eTtOnT1c4rMg25euvv86cux4Ug8FAy5cvV8xF\n5blkVXbuihUr2Bgqz0WHDRtGJ0+eJCLlOnLpuejkyZMV89i4uLg/9Dk4HA6H8+DwjXJOnefevXs0\nZMgQxcJhixYtaPz48eUuiG/bto26deum8Kxv1qxZladtZGNn8uTJbOGwsvKl+eijj9hGvjwRcnFx\nobVr11J+fn6Z8kVFRfTxxx8rjKoBAwbwyQ+n1pKXl0f9+vVj73S9evXo66+/VpT5o++3xWKhmJgY\nWrx4Mbtmq0ZffvllxWKDIAjk5+dHhw4dKjfcV1FREX344YcKjQ4fPvwP9Z/D+TuRtbFz505ycHBg\n77KHhwc9//zzZcLD5ubm0vz589mGuhydRavV0uzZs+n+/ftEVLGOuT45nAdj3rx5ivQDPj4+FB0d\nTatXr6bCwkLKyMggk8lEO3fupGeeeabMZl10dDTdvHmTiCofZ3Nzc+nll1+m8ePH23xqVG5vyZIl\n7DtB/vH19aVvv/22zAKizLZt2xQRZjp37vyHF0I5nL+bxYsXs1Nm1j+xsbF0+fLlP/VZixYtonHj\nxin0Wdk4Km/GrVu3jpo2baron1arpVWrVik28a3b2rFjB4voIooitWnThu7evfunfh4O56/m2rVr\n1LVrV8W7HxUVRVu3bi33kMSOHTuoQYMGivJjxoypNAS73M6GDRtozJgxCn1WNubK+vzhhx9YChJR\nFNlG3Jw5cxSnVq3b+u6779hBDJVKRc2bN6fr16/b/ofhcGoA8phz+/Zteu2115jTp+yoIq+benp6\nPlDaktLcvHmTnnzySYUji61z0aFDhypSHel0OmrTpg1du3at3JRgRUVF9N577ynmorakTOFwOBzO\nXwffKOfUabZv364Iy6NWq+nhhx+mjRs3KiY+JpNJcdrs8OHDCuPLx8dHEca1PMoLe2VL/mTZaMrK\nyqIVK1awhU7ZO9LJyYkee+wx2rFjB128eJHy8vJo27Zt9MwzzyhCa9rZ2bET6HyznFMbWblyJXuf\n7e3t2UkzoqrzG1cH6wmKLRqVn52Wlkavvvoq06a84O/n50cxMTF09uxZunXrFplMJtqxYwfFxsay\nBUTZ8UUOscc1yqlNPPXUU4pT4h9++KEiPKzRaGTvtNlspgsXLrDcjvKCgZ+fH82fP7/KZ3F9cji2\nk5ycTGPGjFEs2Ddp0oTmz59P6enprJz1GCpJEo0fP16Rf9XHx4c+++wzm55p7XhibT9XhPX9l19+\nmXx8fBQa9fDwoJEjR9KlS5dYvtazZ8/SK6+8wlITyT8fffQRC8nO4dR0du3aRa1atSqzQd6jR4+/\nLHpJ6TG0OvpcunQpBQQEKJzFnZycqGfPnvTzzz9TYmIiGY1GOn36NM2YMYNatWqlsA3eeecdMpvN\nXJ+cWsWiRYvI3t6ebbj1799fkTtcjkpkrZV58+YpnLgaNWpE9+7dIyLbN9Wqq8+dO3eysNDyepFO\np6OQkBBau3YtxcXF0f379+nEiRM0ffp0Cg0NVZxCnzlzpsJe53BqC2azmSZPnszmePK4I+tAXrcd\nOXIk0+GDUvq0d3XmoklJSfT000+z/sh2bkhICL388st0584dZpt/9913FBsbq/geqV+/PrMNuE45\nHA7nn4FvlHPqJBaLhX744QcKCQlRTBBiYmLo9u3binLlYTabFQuPKpWK4uPjbX7+g4SEllm2bBm5\nubmx51p7JXp7ezMPZutTOa1bt2ZhgTic2oYkSVRUVETt27dXePIbDAayWCzlaqm88I/VoaJ2K+sj\nEVF+fj7LMVdaoxqNhvz9/alp06akVqsVGg0NDaX9+/c/UF85nH8S67DmgiDQf/7zH3avslyMX331\nFQsxaR0lQg6nXtnCA9cnh2Mb8+fPJw8PD/YuBwQEKE7UWCwWhU7lxbzLly8rwswKgkDTpk2zeRG9\nupvV1iFkP//8c8VCp7yg6OTkRH5+ftShQweyt7dX5Fn29vamFStW2Pw8DuefZv/+/ez9ld/xBg0a\n0Lp16/6WqAjV0aes+eLiYvrxxx9Jp9OxsdPagdvNzY1at25NarVaEWWmfv36PCUCp1aSnJzM1l0E\nQaDg4GC2VlSeLSprJSkpiZ3wljfvqrMWUx19Wvfh1KlT1Lhx4zL6FEWRHBwcqFmzZgpHF1mfCxcu\ntPl5HE5N4vTp09S9e/cyDmdjx46l1157TTHGiqJImzZt+lOctR50Lnrjxg2aNm0aO3AliiLTq7Oz\nM4WGhlJQUBDZ29srdBoWFkZHjx79w/3mcDgczh+Db5Rz6iQmk4k+/fRTxQLbsmXL2H1bDJ933nmH\nNBoN6fV60mq11doofxCs+7N9+3YW/l1e7NdoNGXyvrq5udHQoUNp7969ZDQaeV5yTq1EkiS6fv06\nubq6kkajIZVKRZ9++im7V7psVZOfv0MHn3zyiSJfs1qtZn0vrdHhw4fT/v37bTo5wOHUJCwWC0td\notPpyNXVlRISEti98rB+x8eOHcsW8WSntaCgoHLL/plwfXLqOpIk0bx588qcUr148SIrU9WG95Il\nS8jFxaVcbf7VLFu2jNm51ieDSmtUo9FQ7969afPmzSwNEdcpp7YQERHBNtLUajXFxMSwe1WNobKt\n+3eezpb7tHXrVoqOjmY6FEWxQn327NmTNmzYQDk5OYr+czi1gS+++EKxsTxt2jQiqnz8lN/xGTNm\nMBtTrVbT2bNn/9K+yn06fPgwPf/88wotarXaMutEGo2GIiMj6auvvmKpj7g+ObWJvLw86t27t8Ih\nxdPTk9577z1WJiwsTHH/oYceYqmE/klmzJjB0mqKokgajYbUanW5c9GRI0fSkSNH/tBhKw6Hw+H8\nOajeeuutt8Dh1DFEUYQoirh58yZu3ryJOXPmIDY2FjqdDhaLBSqVCoIglFvXaDRCpVJh7969OHDg\nAMxmMxo1aoSZM2dCq9X+ZX0WBAGSJEEQBDRv3hz9+/dHo0aNkJGRgfz8fBQVFbGyarUaQ4YMwYQJ\nEzBy5Eh07Nix0s/E4dRkBEHA6dOnsXr1ahAR7O3t8fbbb8PT01PxTpvNZqhUKoiiCLPZjFOnTiEp\nKQn79u3DvXv3kJWVBScnJ+h0OgCAxWKBKIp/al9ljXbs2BGPPPII1Go17t69i8LCQhiNRhARAECl\nUmHw4MF4/vnnMWrUKLRv3x6iKHKNcmoVWVlZmD9/PnJycmAymeDt7Y3//Oc/0Gg0Fb7LgiAw7Xl5\neWHnzp3Iz88HEUGtViMjIwMqlQo9evRg5f8suD45/xYMBgO2bt2KU6dOsWtvv/02IiMjIQgC+ykP\nWSdubm5YtGgRJEmCWq2G2WxGVFQUvL29/7J+y8/u0KEDBg4ciJycHBQUFCAjIwMWi4VpFAC6d++O\nsWPHYvTo0ejduzcb27lOOTUds9kMURTRunVrrF69GpIkgYhw//59tGjRAs2aNStjo1osFoVu5Xul\n7di/wraVISIIgoDg4GAMGTIEOp0OBoMB6enpMBgMCn0+9NBDeP755zF69Gj07dsXer0eANcnp3Yg\nv+ubNm3CkSNHAJSMTyNGjEDHjh0r1ZkkSRBFEVlZWdiyZQvUajXq1auHSZMmwdXV9S/ttyAIaNSo\nER5//HEEBgbCbDYjKysLeXl5AErWiCRJQmRkJCZMmIDY2FhERUXB3t6e1edwagNEBJ1Oh8TERBw+\nfBiiKMLPzw8vvvginnvuOWi1WoiiCHd3d2zduhVUcggQSUlJaNy4Mdq2bQu1Wv2391v+7ujVqxci\nIyORkZGBtLQ0FBUVMVsAKNHqwIEDMXbsWMTExKBt27aV2u4cDofD+XsQyHrGw+HUAeSJj8lkwtq1\na5GWlobp06fDzs6uWu0MHjwY33zzDURRxPLlyzF27FhF+38l1s/Izs5GSkoKzpw583/t3XdcleXj\nP/7XfQaHKSCiiKCZoxy5c6LmfCeuMs3MBqJWroalZd800U+aHzXXW8tFzjeZI3Nhn0zNlHfgJFFJ\nBUciLkCQfcb1+4PffckRlS0HeD0fDx/FOedePM6La97XDScnJ6SkpKB79+5wc3ODi4sLK1NUIcyb\nNw+TJ0+Goijw9fXFqVOn4OLiAq1WKzvW1e96SEgIvvvuOyQkJCA2NhaZmZkAAIPBgGbNmuGVV17B\nxIkTZeNI7dAoSbkzGh8fj9jYWBw/fhyOjo4wGo3o1asXqlatCjc3t1Lr0CQqbbdv30b9+vVlB1zv\n3r2xd+/eQmVq6NCh2Lx5M/R6PSwWC8xmM/R6PU6cOIEmTZqUSpnKfFJlEBYWhpEjR+Lvv//G2rVr\n8eabbxZ4W4vFAovFgs6dOyM8PBwAUKNGDURFRcHDw6O0TllSJ60CQHJyMk6ePIkjR47AwcEB6enp\neOGFF1CvXj24ubnJATii8kQtJ9966y1s2LABOp0OQgj4+/tj8+bNsLOzg8ViAZBTZql5iI2NxZkz\nZ5CcnIwjR47Ax8cHWq0WHTt2hJ+fnyyzSrM9mjufWVlZiI6OxpEjR2AwGJCamooOHTqgfv36cHBw\nYD6pXAsMDMSaNWug1+thNpsxadIkzJ49+7HbqPmYPHky5s2bBwDo16+fzHVp983kroObzWb8888/\niIiIgFarRUpKClq0aIEGDRpAp9MVuv+LyFaoZVxqaiq8vb2RmpqKRYsWYfTo0Xm+1wMGDMCuXbug\n1+thNBpRv359/Pjjj2jRokUZnb11Ti9cuIDo6GhERkZCr9fDzs4OvXr1QvXq1VGtWjW2RYmIbAgH\nyqlCUitWmZmZsiKVX8e+uk1GRga+++47fPzxxwCA7t27Y8+ePbBYLFaVsqJ2UBR2u9IY5COyFWpn\nw3fffYexY8dCURTY2dkhIiICzz33nNX3/+jRo5gwYQIiIiKs9mFnZ4fs7GzZOAKAvn37YsSIERg0\naFChM1TQjKqfy92hSFSRHD9+HL1790ZqaiqMRiNq166No0ePwtPTM9+cqLnYtWsXBgwYIF9Xczps\n2DBs3LiR+SQqpNydh3PmzMGePXvw888/o1atWhBCFDhPd+7cQfv27REbGws7Ozs4Ojri+PHjqFu3\nbilfwX3qhyMOtQAAIABJREFUQCHruVTRqGXP7du34e3tLe8Yd3Nzw9dff43Ro0cjKytLrpQQHx+P\nOXPmYP/+/UhKSkJcXFyefTZr1gwvvfQSPvzwQ7i5uZX6NQghYLFYWIZShaPWPefMmYMpU6bI1197\n7TUsWLAANWrUeOz2d+7cwcCBA/Hf//4Xrq6u2LVrFzp16gTgydxUoR6H+aSKTC1Hd+/eDYPBgJ49\newK4n1+TyQSdTodjx46he/fuSE1NhVarhdlsxocffojp06ejSpUqZXb+6t8C9ucSEZUf/GtNFZLa\nOCnoILnJZJLbHDhwAKtXrwYAuLi4oFWrVhg7diwGDx6Mt956C/PmzUN0dLTVXQAFZTQaC91wyn3e\nnNdCFY3auL927RqAnO+7m5sbbt26BSDnO282m7Fq1SoMHDjQapBcXUZOzaLRaJQdjqGhoXjnnXcQ\nFhZWqIZJYTKqfk6r1cpsqudCVBE888wzVhNQgJzBcyD/5RvVbGdnZ8POzk7+bDabAeSsDHHixAnZ\n0VEQzCfR/e+2s7MzRo8ejf3798PHxweKohS4vDOZTHB1dYVerweQk9OqVavC29u7WOf2YJbzy5z6\nqCSV+veB9V0q77RaLUwmEzw9PREUFAQg5/t+9+5drF69GtevX4fBYIDJZEJQUBCefvppLF68GFFR\nUXKQXKfTQVEU2Z7966+/MGPGDLz99ttyJYjClGsFLWtViqJYDcKxDKWKQi13atSoATc3N1mu7tix\nA+Hh4TIr6nLOuSUkJGD+/Pn473//CwDo378/6tSpg127duHixYu4efOm3KYwZRnzSWRN/X737dsX\nPXv2lKshqflVV2pp06YNAgMDAdzPdnBwMCIiIkq8Ppm7TQw8Pne5H6XCtigRUfnAgXIqV8LCwnDj\nxg1cvnzZ6pndBemIexi1oqNWsqZMmYJ+/frh7NmzAICMjAzMmzcPwcHBCA0NxYYNGzB58mR07doV\nH374IVJSUgrUaa82fPR6PYQQWLNmDa5evVqga86Ny6yTrStsRtVO8Q4dOsifb968iStXrgDIaSDF\nxMQgODgYN27cAJCT51GjRmH58uXYsWMHDh48iGnTpqFmzZpyf3q9HomJiRgzZgzOnDmT73k/mNGQ\nkJBCNWQefKYkkS0qbD7V5xyqrl69itOnT8vHHTyO2iFQo0YNZGdny2xaLBY5oeXLL78EgHyfIcd8\nUmVSmE49Hx8fuLq6FrrjTafTIT4+HpcvX5avNWjQ4KGDAgWhdl6qWd6xYweAnMwV5tzUTlHWd8lW\nFSYfapnz+eefo06dOvKu8qioKKxcuRJnz55F9+7dERQUhKysLLmdq6srAMjVW9QyV53YsnPnTgQE\nBODGjRsFKtcezOf27dtlnbowWIaSrStoPtVy6eWXX0adOnUghIBOp0N6ejoWLlyI/fv3y/3lLo8S\nEhKwePFiLFu2TL526dIlNGvWDAMGDEDjxo3RqlUrDBgwAMePH5d9TWod+FHnkjufP/30E44ePVq4\nCwfzSeVTYeqID06uzL39lClTULt2bRiNRuh0OqSkpGD58uXy5ovierAt+tNPPxVqe7ZFiYjKCUFk\nw9LS0sRvv/0mPvroI1G7dm3h4eEhnJ2dhaenp3j++efFnDlzxLVr14TFYhFCCGE2m4t0nJCQEFGz\nZk2hKMpD/+l0OvlfrVYrtFqtUBRFBAYGijNnzgghhDCZTPke54cffhBeXl5CURSxcOFCkZWVVaTz\nJbIVJZXRPXv2iOrVqwu9Xi8URRGtWrUSQgiRnp4uunXrJrPYuXNn8dtvvwmz2Sz3qTp16pT49NNP\nhaIoQqPRyNyOHz9eXL9+XQgh8mzzoJCQEJnRrVu3FvfXQ1SmSiKfkyZNEvb29rLca9mypYiKisr3\n2Oo+/9//+39CURTh5OQk+vTpI/Op1WpF9erVRXh4+COP/SDmkyqqiIgI8eOPPwohClafLAm7du0S\nBoNB2NnZCUVRxIQJE4q9z6NHj4quXbsKRVFEUFCQEEIIo9FY7P0SlaXi5FP9/m/btk0oiiLLUh8f\nH9G2bVvh4OAg67iNGjUSM2fOFP/5z3/E2bNnxblz58SuXbvE559/LmrVqiU/ZzAYhKIoYsSIESIu\nLq5Q16Hmc/z48YW6DiJbVdR8qp9dtWqVcHR0tOr7qVWrlli+fLk4d+6cuH79uvjjjz/EihUrRIsW\nLR7ZX6RmW82nr6+vmDZtWqGuo0uXLkJRFDF06FBx586dwv0iiGyQ2h48cOCA2Lx5s1i/fr3YsmWL\nOHHiRIkdQ83yokWLrPpuFUUR69evL9F6aO62aEREhBCC9VwiooqEA+VkkywWizhx4oQYOXKk8PX1\nzdMAUTv1FEURTZs2FVOnTrUaAMtvMEz9zM2bN8Wzzz6bp6HToEEDMX78eDFt2jSxfft2MXfuXDFk\nyBBRvXp1q8qXi4uLeOeddwp03DfeeMPqGE2aNBF//fVX8X5RRGWkpDKq/vfy5cvCxcVF5svFxUWE\nhoaKixcvyk7Ep556Svzf//2f1YCaxWLJM8A2fPhwq5y6ubmJH3/88bEDcSaTSQwdOtQqo61btxbJ\nyckl+WsjeiJKIp9qXsLCwoSXl5fQaDRCo9EIRVHEpEmT5OSTx+UqLi5ONG/eXB4rdyegRqMRrq6u\nYsmSJfleD/NJFdXt27dFQECAUBRFODs7ixs3bgghSnewXO3QW7JkiVVZ+cMPPxT52BaLRSxcuNAq\now4ODuL27dtF3idRWSvpfPbo0UMoiiL0er1VR767u7uYNWuWuH79+iMnUYeHh4shQ4ZYleE6nU58\n9913IiMjI99jr1ixwiqf9vb24tixY0W6DiJbUNx85q73jhs3Tnh6eubJV7Vq1YSzs7OoXbt2nv4i\nd3d38corr4g+ffqIV155RTRs2DBPfVtRFLFp06Z8J4Nu3LgxTz63bt3KspPKLZPJJI4fPy6++uor\n8dxzz8mc5p5M0rFjR/Hdd9+Ju3fvCiEK1of7MLnz1a5dO6sct2/fXly4cKHY15OWliYGDRpklVM/\nPz/5flHPnYiIbAsHyskm7d27V7Rv3z5PY0O92zT3/6vvjRkzRhw9elQIUfAGkslkEnXr1pX79PDw\nELNnzxYXL158aAf8kSNHROvWra0qSL6+vmLbtm1CiIcPGKiv7d27V1ba1HOfOHEiO/qpXCrJjKoZ\nefvtt+XndTqdGD58uJg6dap8bf78+Y89J3Wf169fFy1btpR3raoz8/PL2sqVK2VG1cbV//7v/xbn\n10RUJkq6DA0MDLQaUKtatar46quvRGZmphAip3MgOzvbapuEhAQxZcoUuf9BgwYJIYRYunSpVRmq\n3sWaXyci80kVzcKFC60mrSiKIj744AMhROl2uKn7fuutt+SkFU9PT7lCUlGYzWaxbds2ObFN/W9A\nQIB8n6g8Kcl8qpNT/vrrL7kvdeJZz549xb59+/LsU/05951qKSkpomnTplZld5cuXURsbGy+5xAZ\nGSmcnJys8jlo0CAOxFG5VFL5VL//t27dEt9//73w9PSU2XzwX+7XP/74Y3Hp0iWRmJgo93Xv3j0x\na9YsOUFVvUu9adOm4uLFiw89vnquqampcsK4ms8ePXoUKNtEtubChQti0qRJVpOl1X4ZjUYjDAaD\nzJNOpxMBAQHiypUrQoii352tbrdr1y6h1+vlsRRFEbNnzxbp6enFuqb09HQxbdq0PG3R9evXF+u8\niYjItnCgnGxOSEiInGWoKDlLX/n7+4sFCxaIsLAwERwcLF599VW5BJ1aSbG3txft2rUr8BJ0asPo\np59+EoqiiHfeeeehjRj1c2rlJzQ0VHTo0EFW+PR6vQgMDBSpqamPPJbaCHr55ZetGk4uLi4iJiam\nUL8forJW0hlV87F161arTo+nnnpK1KhRQ2bl7NmzQojHT4RRO+NXrlwpXFxcrGb0qys4PGr7rKws\n0atXL6uMuru7W3WCENm6ksynWu5dvHhRrr6idjo4OjqKCRMmiPj4eKvjZ2ZmitjYWDFhwoQ8S98J\nIcTvv/8uO/oVRRENGzYs0HUxn1RRXLlyRXzwwQcyAwaDQZZVLi4ucsJKaXa6JScni7Zt28pzeP75\n54v9OKC7d++KcePGWXX0K4ryyAECIltUWvlU655jx46V+27Xrp349ddfC7Sv3Eu4qyucqf/WrVtn\ndYxHCQoKypPPP//8s1DXQVSWSrv8jIqKEsHBwWLUqFEiMDBQDBkyRLRq1UrWfbt27SoiIyPzbKdO\nHBVCiN27d1sNDCqKIubOnSuEeHhG1XP99ttvreq4iqKI3bt3F+k6iMqCxWIRO3bsEL1797bqg1H/\neXh4WP2cewK3v79/iZ3Hg6uv1K5dW/5tKI6LFy/KiehqTj09PUvgjImIyFZwoJxsSlxcnByEVjvu\nv/7664c+oykqKkp07dpVDgioFaG+ffuKa9euFeh46gBdQe6iUT+bkZEhFi9ebNXJ0K5dOxEdHf3I\nbdVG0eXLl+U2Q4YM4SA5lTulkVE1W6dOnZLLUubuYNBqtaJVq1YFGhDLfQeO+hw5NauTJk3Kd/tD\nhw4xo1RulUY+1fJr9erVclnJ3APgzz77rBgzZoxYunSpmDp1qvjoo4+Et7e3fL9q1api+vTpcn9J\nSUmiZ8+ecj9169Z9aKfjwzCfVF6pk7hu374tJk+eLKpVq2Z1V2juXPXv319uV1p3lkdFRQknJyfZ\n+T9u3LgSOd6xY8fk8rVt2rQRe/fuLYnTJSpVTyKfalmakpIiJ7EdP368wNvnPtbgwYPz3HlaELdv\n35Z3u7Zp00b88ssvBT4+UVl5Evl81GcPHTokJ4q2b99enDx5UgiRk+eHrZSi7mfkyJFWGfX19ZV/\nAx61eoQQQtSvX5/5pHJr+fLl8iYHRVFEtWrVRKdOncRnn30mIiMjxeHDh8Xu3bvFRx99JMsijUYj\n8xscHCyEKPoqRGrGoqKihLu7u9XfhrFjx4qkpKRiXZ/RaBQbNmyQ1/fqq69yMigRUQXDgXKyCWql\nZsqUKbLh4+LiIjZu3Cg/YzabZaVJnXn7999/i4kTJ+aZkfjJJ5/I5XtKcrlHtSFz7Ngx8fzzz1vN\niFQbTo86nnrOixYtEnv27LG6LiJbV5oZVT9rNBrFrFmz5NJzuZfMql27doHPVd3fv//9b9lA0mq1\nIjAwUGRlZeXbcTJjxgwRGhpqdV1Etqw086kuqZ6dnS1WrFghatasKXOVe8Bc7ex48O6B4cOHi8uX\nL1sd97PPPpPvu7u7F3hymxDMJ5Vf9+7dE2+88UaejDRo0ED+v1ru/fjjj0KIkr+rXM3L2rVr5QQZ\njUYjNm3aJIQo/rPE09LSxPz588XChQuLfa5ET9KTyKf6+ZCQELFmzRr5ekEH9NR8/vrrr1YTSn19\nfeWqS/kJCQkRCxYsKNR5E5W1J1l+qttFRkbKwTatVis2bNiQ77ZqRi9duiTPy87OThgMBvHzzz/n\ne8zff/9dfPPNN0U6b6KycuvWLavVUhRFET4+PmLKlCni77//fug2Bw4cyHN3to+Pj8xCcZ9XrrY1\n1fato6Oj2L17d7HbjdevXxcTJ060mgjKtigRUcXBgXKyCSaTSZhMJtGpUydZuWrcuLG4ffu2fD+3\nBytO//rXv6xmFXt6eoqgoCD5udK4I6dbt27yjj1FUcTKlSsf+/nHzTomsnWlnVG1URQREWF1DLVz\nonr16uLQoUMP3ffDWCwWsX//fuHu7i4H7wYOHFjo62ZGqTwo7Xzm3n7Pnj2iSZMmVhnN/cgENW/V\nq1cXq1atsjqOWg6uW7dOdhw6OjqKU6dOFem6mU8qL8LCwsRzzz2Xp5N/woQJIjo6Wq6yoGapRYsW\ncin00uiAGzNmjJzw4uHhUaznkz8ody7ZeUjlwZPKZ+5sFGdSys2bN0WjRo3keXp7e4tbt24Vej/M\nJ5UHT7r8VHM6e/ZseaxGjRqJjIwMq/cfRW3T9u3bV27v6Ogodu7cWaDtVcwnlQdms1lMnz5drvSg\nKIrw8vISW7Zssfrcg4+zFCLn5iN1G7VPddmyZXK/RaEeJykpSU6kUf829O/fv8CP6SwotkWJiCoW\nDYhsgFarRUxMDE6cOCFfGzRoEKpVqwaLxQKtVmv1eUVRAAAmkwkAMH/+fHTs2FG+f+fOHWzZsgW7\nd+8GAAghSuxc1WM2b94cAJCVlQUAqF+//mO302jyxk29DiJbV9oZVT///PPPw9/fH56envK4FosF\n6enpiImJgdlsLlBuFEWBXq/HvXv3ZPa0Wi2MRmOh/h4wo1QelHY+c+vTpw9CQ0Mxe/ZsdO3aFQaD\nAc7OzgCAli1bonv37pg9ezYuX76MkSNHAgDMZrPVce/duwej0Yjs7GwYDAb4+voW6bqZTyoPLBYL\njh49iqioKPmd9fX1xcKFC7F48WI888wzGDlyJBRFgdFohE6nQ2RkJL755hsAJVuHBYC0tDScPHkS\nQE4269Spg8aNG+e7XXZ2Ni5duiS3e5TcuXxY3ZfIljzJfObOhlarLXK2s7KycOfOHSiKAp1Oh4SE\nBMTHxxd6P8wn2bqyKD8VRcG9e/fw008/yddat24Ne3t7WCyWfOueOp0OWVlZspw0GAzIyMjAvXv3\n5P4Lgvmk8mDJkiWYOXMmEhISAAB+fn7Yt28fXnnlFQD364tqW1Sn0wHIyXbr1q0xatQo+TMAHDly\nBFlZWUX+/mu1WpjNZri5uWHSpElW+961axf27NkDo9EIIO/fh5s3b+Lq1asAID/zKOq2bIsSEVUs\nrH2RzTh//jwsFgvs7OwA5HTIAY9vJOh0Oggh0KRJE4wfPx7NmjWT7507dw7Lly9HQkICNBqNrCAV\nl1r5ioiIAADY29vD3t4eNWrUKJH9E9mq0syoVquV+3v99dfRq1cvADmNK51Oh7S0NISGhuLOnTv5\nnqfacMnMzIRer5ev+/r6Qq/Xs0FDFVJp59Nischs+fr64tNPP8WBAwdw6dIl7N69G6dPn8bPP/+M\nTZs24dNPP4WDgwNMJhOEELJzRN1enWAGAN7e3vJciSoijUaDLl26oE2bNhBCwMfHB+PHj8fw4cPl\nZ3r27InXX3/darslS5bg6tWrst5ZUq5evYpjx47JsrBLly4AHj/4feDAAfj7+2Po0KFITEws8XMi\nKitlmc+i1EctFgsMBgO0Wi0URYHJZELdunVRp06dIp0DkS0rq3ympKQgLi5O/qy2Pws6eGcwGJCW\nlgbgfp03dx2bqCJIT0/HokWLZD+rk5MT3nvvPTRq1Ei2Gx+crK1Sy78BAwbAYDDIgenU1FQYDIZi\n9d2qOR09ejS6du0Ks9ks+4SWLl2KmJgYq3PIysrCunXr0KRJE/To0QMAoNfrHzvRhv1JREQVEwfK\nqcypFRAHBwdkZ2fLSpKHhweAx3fc5d6+X79+GDZsGBwdHeV2hw8fxurVqwGU3KxcRVEQGxuLy5cv\nQ6/XIzMzE08//TRq165dIvsnsjVPKqNqA+app57Ca6+9hpYtWwK43xDZsmULfv/990fOAlap7+/c\nuROZmZnQaDSwt7fHv/71r8duR1QePckyNHengMVigcVigZeXF9q3b48mTZrAx8cHVatWle/pdLqH\n3l26b98++VqTJk3g5eVVrN8Bka1r3rw5+vTpA1dXV0yfPh2TJk2SGQWAatWqYfTo0fDw8IDJZIJe\nr0d8fDy++uorAHhkR2NhqFn/888/ZaehTqeDn58fgId3+l24cAGjR49Gjx49sH//fkRHR2Px4sUl\ndk5EtsAW8llQGo0G4eHhuHnzpsx0vXr14OjoyPotVUhlkc979+7h+vXrsh576dIlnDlzBgAeO4Cn\nrtS0e/duHD58GBqNBhqNBq1bt2ZfEVU4jo6O+Oyzz2AwGODo6Ihly5bh9ddfl9/7xw0mq++pGVP7\ngc6cOYP09PRi9d2qk8gA4IsvvoDBYIDJZIKiKIiMjERISIicwKJOBA0ICEBiYiJiYmKwbNmyIh+b\niIjKNw6UU5lTK0mKosDNzU0uxxMWFgYg/8aNRqOBEAKOjo7o378//P395f6Sk5Oxbds2nD9/HsDj\nGzb5UQcbMjMzMXfuXMTHx8sBiXHjxsHJyanI+yayZU8qo+qyeQDQvXt3vPvuu3BycoLRaITBYIAQ\nAgsWLJDHfbDxpebbzs4ON27cwMGDB+U+69atixYtWkAIwRnAVKGUVRmqdoKocnfQP/gecL/zcPv2\n7QgNDZUdIn369AGQ/4A+UXmmKAref/99nD59GoGBgQDy1klbtWqF0aNHA4B8zMiGDRtw+PBhAPcz\nVJxzAIDw8HC5P2dnZ3mXW+7MJiUl4euvv0bbtm3lZBkg504fIYTVChNE5Z0t5DM/ZrMZQgjEx8dj\nzpw5AHIGGDQaDd59912umEQVVlnkU203qisjJSYm4rfffgNwv96cm1omqnXwzZs3Q1EUOXF04MCB\ncHFxYblJFc6IESNQvXp1dOnSBQMGDABQsD5XNQutWrWCTqeTfUD169eHvb19sduFahZ79OiBV199\n1SqfK1euxPbt2+VE0AMHDlhtq54/y1QiosqHA+VkM9zd3XH37l3ZkLl27Rr+/vtvAPnfAapWYho3\nbozXX38dPj4+cpvz589j8+bNAIp2V/mDywatWLECGzdulO/36dMHb775ZqH3S1TePImM6vV6WCwW\nODo64o033sDkyZMB3B9ECw8Px8yZM/H7779b7V8IIfN96NAh+Pv74/Tp01AUBe7u7vj6669Rs2ZN\nNniowirrMvRR2crdeZiVlYWNGzfKCSy+vr5yiTvenUoVnYeHB3x8fGQmHsyTs7Mzhg8fjiZNmsgV\nGTIyMjBjxgwA9x+VUBwZGRlyoNxisaBevXpo0KCBfN9kMmHTpk3o3LkzPv/8cyQnJ8v3OnfujOPH\njyMoKCjfO4WIyhtbyOfDqBNT1KXWQ0NDERUVBY1GA6PRiHbt2qFDhw4lflwiW/Kk85mRkYG2bdvK\nn+/cuYPt27fj4MGDAO63Sy0WC8xmsywTz58/j8GDB2PdunXyeAMHDsTEiRMBcOCNKh69Xo+dO3di\n8eLFcHV1BVCwPlc1CxcuXJD7AYC0tDRoNJoSaReqbeKpU6fC09MTRqMROp0ON27cwNtvv201ERQA\nAgMDkZCQgPHjxxf72EREVD5xoJxsRsuWLdG+fXvZqIiPj8fVq1cBFKxRoW7Xvn17OZsRAO7evYt9\n+/YhKirK6nMF2Z/FYpENH3X5yQ8//BAZGRkAcmY8Tpo0Cc7OziX2DHQiW/WkMqpydHTE1KlT4e/v\nL2cAA8D+/fsxfPhwBAcHIzExEWlpaVAUBdHR0QgKCsLHH39stTyev78/OnfuXLyLJ7Jxtl6Gnjt3\nDgMHDsTWrVshhICHhwfmzZsHX1/fQl0nUXn3uEHmBg0aYOzYsQByHiOi1Wqxb98+rF27FkDRV0ZS\ncxsTE4PIyEjZialOVBFC4M8//8RLL72EYcOG4ezZs3Jbb29vhISE4Pfff0fLli0hhOBdcVRhlUU+\nH0W9M1aj0eDu3buYNm0aRo0ahZSUFFgsFjRo0AALFixAtWrVSvS4RLbqSeXTzc0NHTp0QJ06deRr\nhw8fxmeffYbLly/Ldqk6oHf37l18//33GDt2LEJDQ+U2Tz/9ND755BM+GoEqtGbNmqF+/fqFypia\nB0VRkJqaKu8of+655wCUTHmq0+lgNptRv359vPfeewByylWtVmuVRz8/Pxw/fhyrVq2Cu7s7Vzkj\nIqrEOFBONuPevXuyYqQoCuLj4+VyWQWpKKmNJi8vL/Tp0wfPPvusfO/06dM4ffq01edyUytK6nFy\nd0wkJyfLho96Vx0A1KhRAwsWLMALL7wAoOSegU5kq55URtUsqbOAly5dajWzV6fT4fr16xg1ahRa\ntGiBTp06oUePHmjbti2++eYbHD9+HEajEa6urvj888+xfv16uLm5lcBvgMh2lWUZqlKPY7FYZBma\nkpKC4OBgjBgxwurZ5J07d8YLL7zAQTeiXOzs7NC/f3/07t0bwP3ycM6cOUhNTYVWqy1S56Ga2yNH\njgDIWcFBp9OhS5cuuHr1Kt5//3107NgRe/bssdpu+vTpuHbtGoYOHQrgfrZ5VxxVRqWVT7UMzH2X\nKnB/pZW9e/fivffes3puqlarxccff2x11ytRZVZS+VQ/M2DAAPTt2xd2dnbyvYiICPTo0QMBAQFY\nvXo1fv75Z8yaNQv+/v6YPn069u/fL2+oGDx4MP744w906tQJAO8mp4qvMP2hah5OnToFADAYDABy\nlmLP/X5xabVanDx5EhEREQBy7lw3m80wGo1yIuihQ4esJoJylTMiospLO3369OllfRJEQE7lKCYm\nRi6pbLFYcPbsWYwdOxYGg0F2zj2O+vzhqlWrIjo6GpGRkVAUBRkZGahRo4Z8FuqD+8n9jFfgfiVv\nzZo1mDlzJn788UecOnUKWVlZAHIaTmvWrIGfn1/J/QKIbNyTzqiaQzc3N3Tr1g329vaIiYlBUlKS\nnAmcnp6OGzdu4NKlS8jOzkZ2djYAoEOHDpg4cSLeeustODs789nkVOGVZRmqUl9XJ7msWbMGX331\nFbZs2YKzZ8/KwYB33nkHa9euhbOzMwfdiB7g7OyMKlWqYNu2bXKZyFu3bkGn06Fbt27FKs9WrlyJ\nEydOAMhZtaVKlSqYOHEi9u/fb/W51157Db/88gv69esHgAPkRKrSyOeD7U/153379mHGjBkIDg7G\nn3/+idTUVABA27ZtsWHDBgwaNKgEr4yo/CuJfCqKAiEEHBwc4OnpiYSEBJw9e1YOtN+7dw+nTp3C\nzp07sW3bNuzbtw/Xrl1DSkoKAOCZZ57B2LFjMWHCBNStW5dtUKKHUHOxdu1aHD16FFqtFmazGV98\n8QVq1apVIpm5cuWKXIklJiYGwP0JadOnT8fPP/+Mpk2bAoDVKmhERFR5KYK38ZANuXHjBpo0aYKk\npCQa5K15AAAQu0lEQVQYDAZkZWVhxowZ+OKLL+QyOflRK11r1qzB5MmTkZCQACEEHB0dceXKFXh4\neMiKkCopKQlnzpzBnTt3EB0djcTERPznP//B9evXZaUNyGn4DBkyBEOGDEHTpk1ZkaJKpywymruD\nITo6GlOnTkV4eDiuXbuWZ9/t2rVD37590aVLF7Rr107OTiaqDMqqDFX9+uuv2LJlCxRFwY4dO3Dj\nxo08Zeibb76JkSNHokaNGo/cD1Fll5iYiE8//RSrV6+GTqeDyWRCt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"text": [ "" ] } ], "prompt_number": 442 }, { "cell_type": "code", "collapsed": false, "input": [ "surf_tilt = 32\n", "surf_az = 180\n", "\n", "reload(pvlib.planeofarray)\n", "\n", "model = 'haydavies'\n", "\n", "total = pvlib.planeofarray.total_irrad(surf_tilt, surf_az, \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='soil')\n", "total.plot()\n", "plt.title('fixed at lat')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "DEBUG:pvlib:planeofarray.total_irrad()\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "DEBUG:pvlib:diffuse_sky.haydavies()\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:pvlib:surface_type=soil mapped to albedo=0.17\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 468, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SlBQlmHn4JEkjgoJ0b9u2Do6o8XMzGPRW9+6ytOffS0lJ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\nrEBAuvlm6dFHu8ZeeCG+48zPrrIZFRXuSQzsgAEAAEA3S/Sec4bPJAarC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pe+1GGMv//7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ajw0EPZ+7ZulT74wbHtjtZWdxIDk0cAACCFtZREnc+nNSkVV7u7JaNwIEkMAFDlNm92JzGk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253wHVD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\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oRkdHY8iQITCbzXA6nSgsLATgmRetoKAA27Ztw6VLlzBy5Eh1bqaiQWg2m5Gamor4+Hgo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\n4MCBtmTJkr2+v61bt9qFF14YjHPEEUfY3Llzzaz+8FdVVdmgQYOSJuR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"text": [ "" ] } ], "prompt_number": 468 }, { "cell_type": "code", "collapsed": false, "input": [ "fixed_data = dbc_irrad.get_data_util(407, datetime.datetime(2014,6,23, tzinfo=aztz), datetime.datetime(2014,6,25, tzinfo=aztz))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 450 }, { "cell_type": "code", "collapsed": false, "input": [ "fixed_peak_power = 5000\n", "fixed_scale_factor = 4.1\n", "\n", "fixed_power = irrad_to_power(total['total'], fixed_scale_factor, fixed_peak_power)\n", "\n", "fixed_power.plot(label='modeled')\n", "\n", "fixed_data.plot(label='measured')\n", "\n", "plt.legend(loc='upper center')\n", "plt.ylabel('Power (MW)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 474, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lCPZRgn2YsI8S7KOEo/so7zV/SkqKw/MCwOWqop+Tnvrv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\nZyrW7560W1g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cLN+mIuvHewvOfVIrzn336tzZ/sw2i/9Y7JrOqBznPqkV5z6pFec+qRXn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55RetW7dOUtW+lL3pppvUqVMnFRcXKyYmRm63W88++6zPuIBgOzbHKpO7iYmJ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\nXKZswTEex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"text": [ "" ] } ], "prompt_number": 474 }, { "cell_type": "code", "collapsed": false, "input": [ "dni_data = dbc_irrad.get_data_util(11181, datetime.datetime(2014,6,23, tzinfo=aztz), datetime.datetime(2014,6,25, tzinfo=aztz))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 480 }, { "cell_type": "code", "collapsed": false, "input": [ "reload(pvlib.planeofarray)\n", "\n", "model = 'haydavies'\n", "\n", "total = pvlib.planeofarray.total_irrad(ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'], \n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", " DNI_ET=dni_et, AM=AM,\n", " model=model,\n", " surface_type='soil')\n", "total.plot()\n", "\n", "dni_data.plot(label='DNI')\n", "\n", "plt.title('dual axis tracker')\n", "plt.legend(loc='upper center')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "DEBUG:pvlib:planeofarray.total_irrad()\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "DEBUG:pvlib:diffuse_sky.haydavies()\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:pvlib:surface_type=soil mapped to albedo=0.17\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 482, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LROQ7eHwS+TYeo0RERG3D71Ai38Xjk8i38Rgl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\n4WlrWRis3PDqTQqWF7Dv4n0O299nRFtt9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sJYX2eMYbDRnDgOmDABOHcOePBBdr9ceKEf\nkpntV1+9itwtucj4bwYKfi8Ar3bGf0TpvGQyvNBYOHAss6oKP+Xl2XlGhJCGwjnuUhJCCCFE0K6C\nAlyqrBRse65RI/h5uN4bFDk/5OB4l+OS+h4MjMaPm41ffI8fr8m+8Mgjls6OEAewRhCDifdEWHVw\no55wrnIEzZsDf/4JLF7MzsoAAGrI8HVuHAZ7JuPkp30l3dirpbimQEWakSgpJyKWunlxVpYdZ0II\ncXepqanYtGmTdrlly5YYMWKEA2dECLGX3OpqbMjJEWzrExyMrkFBNhmXV/Gi14ptN7S1ybi6CguB\nhx8G3nwTYCRE1Lr7buD4cWDePMDbSSuUBSQFoMVHLdBmWRtEjHDtUpRuT+J1oV+iyIVR7a7cPIiB\n51n1JKyz/0aNgG3bRMb/d6DtYL9Bc+7Rc8h4JwOnh5zGxWcuglc54T+kCaY0bgwvRlbARXQdSgix\nEQpiIIQQQpzY54y3XzwATI2NFWxzZjWFNTg/+rzk/stKxevqhYYCGzcCa9ZYnu6PEEcRSmVpaxGP\n1L+Byck5kx7+24tMpqktfPo00Lu3eN+aGuDV1zi8F9ARbXZ1QmDXQPi2MZ7q+EjiEfaNMCeTFBCA\nPsHBgm3rs7ORW80uz0MIISzl5eXIyMhARkYGjhw5go8++ggPPfSQXp958+Y55DOLEGJ/K27fRhXj\nu5FYQKUlagpqsFe+V7SPb4JtSljUOnoU6NwZ2LFDvB/HAbNmAX//DXTsaNMpEXcj8jFq+Bkb0j9E\nsF/sVAn3gkx56mPs3RjXuEzSsOLXFLGvPLX/JGmQVjsme3U2ilKLLJ+UA0V5eeFJRlbA/cXFOEFZ\nAQkhNkBBDIQQQoiTulBejt8LhUstPBoZiXgfHzvPyHJXphvJxanjM7TCDbDThA4apEk1/9hj1pgZ\nIQ7kgOdBCXMSED4iXLss85Oh3dZ28IoSrnPpDFq0AFJSgA8+0JSbELNpEzDglRD4r7kH3S92RzKf\nbHT/Rzu4TlmJaYwgtiqexze3b9t5NoQQd7Bp0yY0b94czZs3R48ePfDWW2+hVOdm9ODBgzF69GgH\nzpAQYi8qnsf/bt0SbIv39saD4eGCbZa6MP6CaHv8TNuVsOB5YOlSoFcvICNDvG/TpsDevZrvpIwS\n8YQwmRIMGPtibL1rxbAHwuDb3Hgwj+RMDJzxvk4Z7O0kU/oT0jMZZq/PtuFM7GO6yMtUrFK4hBBi\nCQpiIIQQQpzUV4wbRwAw3UZvv9ha9lppF22vIAk7IHxx5O0NfP458NtvgAsmoyDEKXj4eqDDtg7o\nkdEDnfZ1Qs/8nogY7vzpZT08NG+97d8PJCSI971wAejaFdi8WbPcR9FHtH/FuQocaX/EOhO1sYcj\nIhDHyFn8v1u3oFSr7TwjQog7S0pKwvr16x09DUKInfycn48bVVWCbS80bgy5zPq3k3meR8HOAtE+\ntiqFoFAAEyZoMn8ZS2g1fjzwzz/Gs4MRYhaDWILIRyPRbnM7hA0Ng3+SP+JnxqPdj+2k7cqJykko\ny5Qo2F2AirQK6wVEsKpJ2CljVO3wCshhpOqM1p1v70BZqrTVlOyiU2AgMyvghpwcygpICLE6CmIg\nhBBCnFCFSoXVd+4ItnUNDMS9NqpBakvZG6QFMMxHG/wD4doQrVoBhw8D06drUswT4hYcmJnbp6kP\nQnqFwMPHWA5R59KjB3DqFGDspeCyMmDUKGD2bACeMnS72E20f8W5CqRyqc75tpEOuUyGFxo3FmzL\nrKrCtvx8O8+IEOLqam/6cxwHjuMQHByMe++9FwsXLsSRI0cQFuZ85YYIIbaxhFHb3Ivj8Gwjdv13\nS1RerTTaJ7in8IMzS9y6BfTtC6xdK97P3x9Yt05TxpDx/I4QywlcF0aOjETHXzui66muaDG/hfTr\nNlOuMY3dW7Hg0ij/13wcjDyI04NP40jiEZwZfgYqhdTH/maw07V1QFDdQEvQUvJ2+4P248JTF8Cr\nnft6Uwzrpapqnscqxn1MQggxF93+J4QQQpzQxpwcFKuEL+ymxsa6ZD3iC2PE04NuRyM8ie74DcI3\nxh57DDh2DEhKssXsCHEg1zudnUJwMLB+PfDtt4CvkYyqH3wAPP44wMf5ISRZuLasrnOPnbPSLG1n\ncqNG8GZ8FvyP8fCBEEJYJkyYALVaDZVKBZVKhcLCQhw4cADTp0+Hp6eno6dHCLGTC+Xl+INR0nB0\nVBQibVQ/4fLUy6LtLT5pYfUxjx7VZO06YiQRV9u2mr5jx1p9CqQhErn2s+Z9HlP2ZatMDMoSJc6O\nPAu1oi5LXMHOAtx4/4Z5O7TCnKwlMorDtm1ASAjwC4SDy1my12bj/OjzNpqZ7T0UEYGmjKyAX9++\nDbWTvxBACHEtFMRACCGEOCFWKYlQuRyPR0baeTaW4VU8zow4I9qnH5KxEG1wG/WfRHp6AkuWAD/8\nALhgAgpCjHLFoCRnwXHAxInAoUNA8+bifTdvBvr0AcL+197ofvM250Fd49wlGSK9vDAmOlqwbU9R\nEa5WGn+jkRBCCCFEl1hJw5dsVMuv4koFCn8XDpwAAP8O/mj8vGkPCY1Zv15TEkLkcAEA48Zpghzu\nusuqw5OGzI6Xfp32dpLUz1gQg7lZ6nJ/zAVfVX/bm5/fNGt/uphzste/rwwYMQI4fhxo18n0R2y5\nm3JRfLDYBhOzPQ+Ow2RGVsArlZVIKSqy84wIIe6MghgIIYQQJ3OqtBSHS0sF2ybExMDXw3XSvtfk\n12Bf8D7k72CnNk8FOyijaVPgwAFg6lTNw0pC3BL937ZYUpImU8vw4eL9TpwA7h0gh8d9xtOi/+X1\nl9PXLBV7mPDN7dt2nAkhhBBCXJ1CpcLabOESgN0CA9HVRhHlR1qxUyHIQ+W458Q98PC3zjUwzwPv\nvafJqlBVxe7n7Q0sW6YpH+Hvb5WhCdGw47VfSJ8QRI8XDnrWZatMDLdXCF+PqMpcv5yEzEfzWK15\nc+DgQeBKc+P/zoZuLLBCRgoHeSYmBnLGTbplxqLDCCHEBBTEQAghxK1UV1dj7ty5mDt3Lqqrqx09\nHbMsE3nwNMVGNUht5UDEAajLxd9mno82guv79tU8lOza1RYzI47gDuenTVjjRgtlbERoKLBtGzBv\nnnjQ061bwJCTHaHsEW50n/uD9uP6R9etOEvruicwEJ0DAgTbVt6+jRq1adkk6BwlhBBCzOMOn6Fb\n8vJQqBQO4HzRRlkYys+Xi7a3+aYNZHLr3L5WKoEpU4D//Ee8X6NGwL59wHPPUSC9u3CH89NciasT\nRds5jgOMxQiZe61py2tUO13/hg8XvmZs/lFdGkBfXyD5YdNLb9Xk1pg9L0dr5O2NEeHC/zZb8/Jw\nRyxKTEBDPkcJIeIoiIEQQohbqampwbvvvot3330XNTWud0FQqlRiHePtl+SQECS60Gsg6e+kS+qn\ngLzeuhdfBHbvBiIirD0r4kiufn7aDN0ctRqZTHNjevt2gPFsHwBQWQkMPdoBd2YmGd1n+qx03Fxk\necpTW5nMCG7LrqnBjnx2FhwhdI4SQggh5nGHz1BWFqdgDw+blTRxE74HAAAgAElEQVRMm5wm2h4x\n0joXhGVlwEMPAcuXi/fr2pUC6d2RM52fnmGmP+y2BMdx8G8vfh/JVpkYeDV7Q3NLVNTtQHi1tUs1\nRj0ZVW+dVyMvhCSH6K1TK0wvRVhysATHuhxDKpeq+SNLxb7AfTja8SgyP8+0/N/Ixp5nlJRQ8jxW\n3rlj0r6c6RwlhDgXCmIghBBCnMj3OTkoUwmn1mNdIDgbdY0aZ0acwfX/Gn97+WO01luWy4H//Q9Y\nuhTwtO+1PSEOY+0bLURTVuLAAaBJE3YflQoYsyAUGQ+2NLq/K69ccdqbSE9GR8NPJnxZt5xKShBC\nCCFEgisVFcw65uOio21S0rA6rxolB0uY7REjI6zyPTk7G+jXD9i5U7zfuHHA3r2Ai1x2ExcV80yM\nYBB7YJdA2w1q5AmQsSAGs6+DRJ7rl58Rz8JiNitfWkePiUbLRS3hFesFyICge4PQaW8nePjq/04s\nO1Fm1v7Ljutsx2tKbZSfKcfVGVeR/p90p70GBYABoaFo7uMj2Lb89m2onXjuhBDXQUEMhBBCiBP5\nlvHAKdLTEyNdIC0Bz/M42fsk8ncYf/s3H174DTHa5dBQTfaF55+35QwJcUIUw2ATHTsCR44APXqI\n95u0Q9qd6vyfTctqYC9BcjlGR9V/QwgAdhUU4LpCYecZEUIIIcTVrBB5a/ZZG5U0vL1cPNgycZV4\nGnwpbtwAevfWZFcQ89FHwJo1mrTwhNiSV4SX4Nv9sS/ZpmQLAHAy8QtOR2RiuPX1LfN2qt25ZZub\nIu7lONybeS96l/ZG54Od4dfKr14fr1gvq4974/0bONT4EEqOsYO9HEnGcXiOEfWVrlDgj8JCO8+I\nEOKO6udvJoQQQlyYh4cHRo0apf27K7lQXo7DpaWCbRNjYuDFeNPWmdz87CZKDwsfg67diMJStIT6\n33jKpk2BX38F7rrL1jMkjuTK56dNURCDzURHAykpwKRJwPr1wn3UkGEA+mAP/hLd19kRZwEAbTe0\nReSoSOM3++xocqNG+Fbg4QMPYMXt25jXrJmk/dA5SgghhJjHlT9Da9RqrGIEMXQJDESnQNu8IV78\nVzGzrdmHzSAPsuy29eXLwMCBmkAGFi8vYO1a4PHHLRqKODlnOz8TVybCt4Uv8n/Oh2eYJ2KeiUH0\nmGjbDWgsE4PcNkEMEE4yqhnTSGCFMcwMBTa6ROM4Dh5+7P87jSY1Qt7mPKuPW32nGie6nkDMMzEo\nOVSCirQKtFrSCrEv2C7oxRQTY2Lwn/R01Aj8PFbfuYPBYWGS9uNs5yghxHlQEAMhhBC34uPjg02b\nNjl6GmZh3TgCbPf2izVdfOYi7qw0XvduBHqiFHW1Ijp3Bn7+GXCBQyQWcuXz06ac51m4W/LxAdat\nA+LigAULhPuoIUN/9MXayFOIzWXfUAeA86PPAwB6FvSEZ6hz1L3pHhSEDv7+OFNePy3ryjt3MCch\nAR4S0jHTOUoIIYSYx5U/Q3/Jz8ed6mrBNltdh/I8j6K9wuUrACD+9XiL9n/2LDBoECBWlj0kBNi2\nDejTx6KhiAtwtvNT5ilDs3ebodm70gKNLWU0+NrYM2Nzq0lUs+tJGA2cMJeDrq0DOgbYdP93vq37\nZXb5xcsoPVaKxBWWZ6uxVJSXF0ZGRGBjbm69ti15eShWKhEsN/4I0tnOUUKI83D+VzoJIYSQBkCp\nVmNtdrZgW8+gILTyq5+uzlnwPI9ULlVSAEMKIvUCGIYOBVJTKYCBEGJbHAfMnw989hm7Dw8O43Lv\nxrkmMexOOg6EHbDS7CzHcRwmM36R3qyqQiqjxjUhhBBCyDeMkoZ+MhnGMEpWWarySiXUlcIPOBNX\nJUImN/+W9bFjQN++4gEMTZoABw5QAANpICzMxMDMemCEWiESxOBpYbSBHctJSCHzse9jtjvf3oGy\nRGnXMVkmxghfPyvUamzMybHzbAgh7oaCGAghhBAnsLuwELcZb788zbggcLSqrCqkcqnYK9sreZt5\naKf9+1NPAdu3AzbKTkqIy+AkvCFPrGPGDE1WBrGXQd69kSB5f+UX6mc+cJRx0dHwZvxfWiN2F58Q\nQgghDVZ2dTV+KygQbHsiKgpBEt6gNcftFcKBEwAQ/lC42fv9+29gwACAcUgAgI4dNf3atjV7GEJc\nimjpBk5CpgZ2LIL4ZoxAJcAKmRhY1SQcdG1ts8wSItLfSbf7mEIGhYWhsZeXYNtqug4lhFiIghgI\nIYQQJ7CS8cXeVybD4zZ6+8USqkoVDsUdMmmb+9FL+/epU4GVKwFP58jETohjUQyDXY0dC/zyC+Dv\nL9yeCx98A2mpXY+2PWrFmVkm1NMTIyIiBNs25+aiTOkcb+oQQgghxHlsyMlhlq2fZMN0eZkLMgXX\n+7b2hWeIeReJx45pMv2VlLD7dO8OpKRQJkDSwFiYicHschJiQQyWZmJg7tg2uzU6rAOCGLIWZdl9\nTCEeHIdx0dGCbQdKSnC5osLOMyKEuBMKYiCEEEIcrKCmBtvy8gTbHo2MtNnbL+bieR77/PZJ7q8C\n8AB6QQHNcfzf/wGLFwMy+hZCiAYFMdjd4MHArl3sTDDfoSl+QJykfVXdqbLizCzzFOPmUblaja2M\nzxlCCCGENFxrGcH0rXx9cV9QkE3GrM6uZj4U5WvMe1p68qTm+11xMbtPcjKwezcQFmbWEIS4LNFM\nDHBMOQmZp4U3hJysnAQ8rLObiehqnR3Z2QSRDLKUjYEQYgl6fEAIIYQ42IacHFQzLgqdqZTEiV4n\nTC4fcQZBGIhkVPwbwPDBB8CHH2rq0xNC/kXng0P07An88QcQEiLc/hVa4nl0NrofZ8rGMCQsDFGM\nFDdrsrPtPBtCCCGEOLML5eU4XlYm2DYuOtomadmrblXhYMxBZnuTt5qYvM8zZ4BBg4DCQnaf++8H\ndu6kUoakgTKWicFYOQlzMzGIBDFYmrmAGVjhwpkYlqMZMuCP7xEveZvKa5UWj2sNbf390Y3xC3ZN\ndjbUZgbCEEIIBTEQQgghDsaKSm7i7Y1+rKdrdqQsUSKVS0XJAZG8nAI+QCJe1nkAuGgRMGuWtWdH\niOsLG0yvgzlKt27Anj3sN/LSEIR+SMam4ew3YpSFSpSdFn4AYG+eMhmeZGRj2FNYiJsKhZ1nRAgh\nhBBntVYkwJGVGtwSmZ9l4lCseEnC8GHhJu3z/HlgwAAgP5/d55FHgJ9+Anx9Tdo1IW7DWCYGo0+I\nbPD8mfN2r0h+o4EgEqRCU0p2hcTShgCQv0Pkl5+dsV7Cyqyqwp9iUWaEECKCghgIIYQQB7pSUYEj\npaWCbRNiYiBzcMoCnuexP3i/yds9jPuwG3UXMJ9/Drz8sjVnRojrafScQPFdGRA93vo3iYl0nTsD\nqalAZCS7z5c/+4vu41jSMetOygKskhI8gO9ycuw7GUIIIYQ4JTXP4ztGEEPPoCA0t/IT/8I9hbj6\n2lWj/bwbe0ve5/XrmgwMubnsPiNHAhs2AF5ekndLiPsxlonBWJCDmUEM8nB2aVR5sIVlU1lzclQm\nBo6z+EnbLWh+76ogwyx0kLRN+dlyywa1otFRUfBi3MOk61BCiLkoiIEQQghxoA0iX+RZD6Lsqfgv\nkaKiAjLgh0Hog2LU3SX6+GNg+nRrz4wQ19NsXjP4tfWrW8EBbZa3gWeocPp/Yj8dOgApKUC4yMt/\nU3G36D5SuVQU7C6w8sxM1ykgAO39hYMu1ty5Y3ZNW0IIIYS4j7+KinCjqkqwbbwVShryKh5XZ15F\nKpeKVC4V/wz8x+g2CXMTJO8/Lw8YMgS4dYvd58EHNQEMjEpbhDQYolkCOBh98G/u9UPogFDxcS3B\nqibhwBeBLMnGkCv30Vv+G+G4BvFAegC4/c1t8CrnuL4L9fTEQxERgm1bcnOhUKnsPCNCiDugIAZC\nCCHEQXiex/eMIIaugYFo6ecn2GZPp5JPSe47DL0wEd2g1Pl68cEHwOuv22JmhLger2gvdD7cGe23\ntUerpa3Q7UI3NHpGIDsDcYh27YDffweCgoTbzyPY6D5ODz6N3M0irwPaAcdxzCC48xUV+IdR+5oQ\nQgghDQerlIQXx+FxsfRUEu2V70Xmx5kmbdNkVhNJ/crLgQceANLS2H2GDgU2baIMDIQAxjMtGH3w\nb+Yzcg8/D3aj2rx9OjNLghgaNQbi4vTXTUJXvIaORrfdK98LVaVzBAiMZ1yHlqhU+LXA8QH/hBDX\nQ0EMhBBCiIOcKS/H+YoKwbYno6LsPJv6DjURr1eq6wRCUAn9dIBz5wKzZll5UoS4OHmAHBEjIhD7\nYiz82jg+UIno69wZ+PVXgJHIAOPRzeg+zo065/BsB2Ojo5kXej+I5VwmhBBCiNtTqFT4kfF9YHh4\nOEItTF1w9U3jZSMMNXu/GWRexm9T19QAjz0GHDnC7jNwILBlC+AtvTIFIe7N0idAZl7a8Er2hrza\nwuslJysnYenYck9gzx7AMAbgBMIkbX/rS5G0NHY0JCwMIXLhUiFimWgJIYSFghgIIYQQB2FlYeAA\nPO7AIAZezSOVS0VVpnB6UUNKcHgDSXrrXnsNeOcdW8yOEEJs6777gO3bhW9834S0wJP0t9OtPCvT\nNPb2Rr+QEMG2DTk5Dg+yIIQQQojj/FZQgBJGWm/WW7RSlJ0tQyqXiswFpmVg8Ir1QtO3mhrtp1YD\nkyZpAk5ZevYEtm0DfH1NmgIhbs1YJgajbBDEYGkmBub1jIsGMXAyDq1bA7t3A2EGcQt/QbhEg66r\nr5sePGYLXjIZHmWUlNiRn48ypdLOMyKEuDoKYiCEEOJWKioq0K5dO7Rr1w4VjCwHzoDneXzPSOGZ\nHBKCxg58bWSvx16jfVajKb5GM7yCJAxCH6h1rtbGjwcWLAAcWIqQOClXOT8J6d8f2LwZEHqJ5Bl0\nMbr9jQ9uODxQ4AlGMFyGQoGjpaWCbXSOEkIIIeZxpc/QjYwsDKFyOYaFh5u1z5yNOTjW4ZjJ24X0\nD0GXk8a/WwGaIPm1a9nt7doBO3YATlCVkTgZVzo/bcJBT4BsmonBGVlyD+zfbTt0AHbtAgID65p+\nRYykXdxcfNOCCVjPGEYwXKVajW35+YJtDf4cJYQwCed2IW5BoVDg5MmTuHDhAgoLC6FQKBAUFITo\n6Gh07twZLVu2tMo4arUahw8fxrVr13Dr1i14eXkhLi4O7dq1Q2JiolXGqHXnzh0cPXoUWVlZKCoq\nQnR0NOLj49GzZ0/4Upg1IQSa4IDz589r/+6sDpWU4HqVcKaDMQ7KwqBSqLDPd5+kvqvQTHD9sGHA\nihWAjMIkiQBXOT8JATS1llesACZM0F+fjgBMw91YjJOi2++VaQLCgvsEo8msJggbEma83qwVPRIZ\niRcvX4ZS4Fz7IScH3YKC6q2nc5QQQggxj6t8hlaqVNielyfY9khEBLzMuJBTXFfg/BPnTd7uvjv3\nwSvaS1LftWuB999nt8fHA7/9BoSGmjwN0gC4yvlpKxZnYjCTLTMxOGM5CYuu9XQ27dIF2LoVuP9+\nTQmdvxGBlUjARGSI7uLKy1cQMSICPk19zJ+HFSSHhCDa0xPZNTX12jbk5GCsQJBDQz9HCSFsFMTg\nho4ePYqFCxdiy5YtqK6uZvaLjY3FpEmTMH36dISa8S2/rKwM7733HtauXYvbt28L9unYsSOmTp2K\nyZMnm7x/XX/++Sc+/PBDpKSkQK2u/y0nICAADz/8MObNm4eEhASLxiKEEHtglZLw5Dg8Ghlp59lo\nSA1gmGFQOqJWjx7Axo2AhSVUCSHEaTz1FHDzJjB7tv76swjGKNyLH3HI6D6K/yrGmb/OAAD6qvva\nLZAh3NMTA0ND8VtBQb22jbm5+LhFC8goZQ4hxIXMnTsX8+bN0y6npKSgb9++DpwRIa7n14IClAvc\nVwPMK2lYcrQEJ7qdMGmbFgtbIO7lOMkPVvfvB559lt0eFqZ5czkuzqRpENJwuGMmBlY1CUde31hY\nTkLXgAHAypXAuHGa5TVIwGbEojnK8QVOMfeT+UkmWi1uZf5ErMCD4/B4VBQWZ2XVa9tVUICCmhqE\n0Y1DQohE9J6kG1Gr1Xj99dfRo0cPbNiwQTSAAQCysrIwb948tG3bFrt27TJprCNHjiApKQkLFixg\nBjAAwOnTpzFlyhQMGTIEuYx0dWKUSiVeeeUVDBw4EHv27BEMYAA0ARXr1q1DUlIS1q1bZ/I4hBBi\nTyqex0ZGEMOQsDCHfJm/8fENSf0WoyVOoX7g2113AT//DPj7W3tmhBDiWLNmAS+8UH99PrzRH6Y9\nPDva/qiVZiXNE4yguJtVVThUUmLXuRBCiDVxHOfYBxWEuCjWdWi4XI5+ISEm78/UAIZ2W9oh/pV4\nyQEM164BI0cCrFucvr7AL79orkcJIcJEzzcJp6K5b8bzKpHt6GV7fQI/h7Fjgfnz65bL4YkzCEGV\nyCO94v3FNpic6VgZZmt4HpvNeEZECGm4KBODG5k4cSLWGhSH4zgOiYmJuOuuu+Dr64ucnBwcO3YM\nhYWF2j7Z2dl46KGHsG3bNgwZMsToOOfPn8eQIUNQXFz3ochxHNq3b482bdqgvLwcp0+fRpZOtN3u\n3bsxfPhwpKammlT2YerUqVi+fLneupCQENxzzz2IiIjA9evXcfToUahUKgBAaWkpJkyYAG9vbzz2\n2GOSxyGEuA9vb29s3LhR+3dntL+4GDkCadUAx5WSuDbzmtE+U9AZl1A//XhUFLBzJ2Bm+VTSgLjC\n+UmIIY4DFi8Gbt0Ctm3Tb+PBYTsaYQTYQb26Ks5XQF2jhszTPrHkD0dEYMqlS6hmlJToGRyst47O\nUUKsLyMjA82bN9cuT5gwAStXrnTgjOpbtWoVnnnmGe3yypUrMcGwlo6ToVTDxNm4wmdohUqFHYx6\n5I9ERsLTxFIS5RfLJfeNmRSDuOlxCOgQIHmb4mJg+HCAUf0CHAf88IMmIyAhYlzh/LQpD8cM29DK\nSVg0NmPbN97QZAZcvLhu3WR0wRocEexf9k+ZBZOwnh5BQWjq7S1YRndDTg4mN26st67Bn6OEECYK\nYnAT33//fb0Ahr59+2Lp0qVo27at3nqVSoW1a9dixowZ2kCE6upqTJgwAZcuXUKQQH3cWuXl5Xjg\ngQf0AhjuuusurF69Gl26dNGuU6vV+OGHH/D888+jtLQUgKbMxbPPPovvvvtO0jEtXbpUL4BBJpPh\n7bffxsyZM+Hn56ddf+PGDbz88svYvn07AM3NjAkTJiAxMREdOnSQNBYhxH3I5XKnD2JiRR37ymQY\n4YBIgP1h+432mYEkwQAGb2/gp58AquRDpHCF85MQIR4ewPr1QJ8+wPHj+m2L0FpyEAMAFO0tQtjA\nMCvPUFiIpyeGhIUJPrDYlJuLhS1bwkPnTWY6RwmxPVfIHuAKcyTE2bjCZ+jO/HxUsEpJmFjSUFWh\nwvnHzkvqe+/Ne+Eda9pDKbVaU9brwgV2n08+AR580KTdkgbKFc5PW5Ka+cTabFpOgsVFgxhYPyOO\nAxYuBNLTNdlPASATfoJ9AQA8kP9rPoLvC4Y82HGP/jiOw+ioKMzPzKzXtreoCPk1NQjXyULb0M9R\nQggblZNwE7p1IQFNAMMff/xRL4ABADw8PPD000/jjz/+0Itsy8nJwVdffSU6zmeffYbr169rl1u1\naoUDBw7oBTAAmoCDMWPGYM+ePfDU+UD6/vvvcfjwYaPHU1xcjHfeeUdv3eeff465c+fqBTAAQJMm\nTbB161Y88sgj2nUKhQIzZ840Og4hhNibmuexhRHEcH9YGALk9r3IKDlSAmWhUrTPf9BOsIQEoKnR\nd++9tpgZIYQ4Fz8/TSaGRo3016vB4TCkByWcHnQaNYXC2Xhs4QlGhp871dXYV1Rkt3kQQgghxLE2\nMq5DIzw9kWxCKYmSYyU43Oowys+KZ2JI+iMJyXyyyQEMAPDhh8C/7yoJmjwZmDHD5N0S0jA56AmQ\nLTMxOGNGJouCQEU29fAAvvsOaN++bt3z6Mzsf2bYGRxqcggFfxSYPx8rGM24DlUB2MFKsUMIIQYo\niMENXLp0CWlpadpljuPwxRdfwMNDPFfUPffcg8mTJ+ut27FjB7N/UVERPvnkE71xvvnmG4SIXOh0\n6dIFb731lt46w2Uhn332mV7Ji/79++Oll15i9uc4DsuWLUO4zhvMu3btwr59+4yORQgh9nS0tBRZ\njIKej5r49os1nOguXsO0P/piP4TnNXcuMGaMDSZFCCFOKjZWE8jg46O/fhZMy/51IOwAKq9WWnFm\nbCPCw+HDSA+9lW4eEUIIIQ1CuUqFnxmlJB6NiIBcYikJXs3j4viLqL4lfE1bK7hvMEL6Sw+M0PXb\nb8B//sNu798fWLpU84YyIcQ4izMsmRkvoK5mRypYnInBzcpJGMuWERQE7NgBRERolvMgHhymKlHh\n9KDTUJaJv7RkS0kBAWhmeOH8ry10HUoIkYiCGNzA5cuX9Zbj4+Mll1F46KGH9JavXLnC7Ltt2zZt\naQgA6NGjB3r37m10jOnTp8NH5wMrJSUFN2/eFN1mzZo1estvvvmm0XHCw8MxadIk0f0QQoijsbIw\neHIcHrBzKQljFzM/IhY84yrs8ccBg4Q5hBDSIHTtqslCo4sHh35IxgK0kbyfwy0P2+UNokC5HMPC\nhDNF/JSX55RvMRFCCCHEun7Nz0clq5QE421ZIZmfZaLiYoXRfh1/6WjWg9Nr14AnnwRYX09atQJ+\n/BHQSfpKCDHCWNYUWyk9XMpuO85us4RDS2JZMrSEbRMSgK1bNb//CuAlabdpE9OMd7IRjuPwSG3U\nhYHfCwpQqnRcgAUhxHVQEIMbKDJIAxsXFyd5W8O+utkPDG3dulVveeLEiZLGCAkJqRcsYbgvXadO\nndIrWREbG4tBgwZJGstwTtu3b4eacZFGCCH2xvM8NjOCGAaGhiLYjqUkeDWP412Oi/ZZilaC6zt0\nAL79lt58IYQ0XKNHA2+/XX/9r2iEfkhGPyQj/aUko/vJWZ9jg9nVN5Jx8+hGVRVOlpXZZQ6ENFQO\nvZlOCCH/+onx1muUpyf6BAdL2kfhn4W49sY1o/2S9iTBw188O6yQykrgkUcA1q1Jf3/gp5+AUOFK\nh4QQhrJT7O/7jvqekrfVwjfxnTEO28ZBDADQqxewbJkmiP4cgoz2z9uRB8VNhcMC1x9hZJyt4nns\nLHBsuQtCiGuwb+FtYhNhBm9WKRQKydsa9jXcVy2VSoXdu3drlzmOQ3JysuRxkpOT8cMPP2iXf/31\nV0ybNk2w72+//aa33LdvX8njtGnTBjExMbhz5w4AIDc3F8eOHUO3bt0k74MQQmzlTHk5rjJ+R9u7\nlMTlaZdRmcZOZT4RXQXXh4RoIr/9/W01M0IIcQ3vvgscO6ZJeSzkuf+FYLdwk9aFcRcQ9WSUzW8e\nPhAeDjnHQSlw82prXh46BwbadHxCGjLDm8bWuIlcWVmJI0eOIC0tDfn5+eB5HqGhoWjdujW6d++O\ngIAAi/ZvjTlevXoVFy9exPXr11FSUgKlUomgoCAkJCSgc+fOJr18QQixTI1ajV8YD4seNqGUxPnR\n5yX1C+1vXpTBK68A//zDbl+1Cmjb1qxdE0IsYebXAnmYHMoC4bft+Wr3KydhyTWdsXISuiZOBA4f\nBrKXeaOdkb58FY+/4/8GAHTc3RFhA4Wf/dhKj6AgxHh54Y5AWd0tubl4woRMQISQhomCGNxAly5d\nwHGc9kbD+fPnoVAo9Eo4sBw/rv8Wbteuwg+trl27hsrKuodd4eHhaNmypeQ53nfffXrLZ8+eZfY9\nc+aM3vK9994reZza/rqZHs6ePUtBDIQQp8DKwiCDpma5vShuKnDry1uifTJQP0qB44DvvgNatLDV\nzAghxHXIZMC6dcA99wA6ScS0lCoOO4Ka4MGSG6L7OdziMHpc62GjWWqEenqiX0gIdgu82vhTXh7+\n26yZTccnpCFKSEjAjRv1z//Vq1dj9erVzO1WrlyJCRMmCLalpaXh/fffx+bNm/Wuz3V5eXnhgQce\nwOzZs9G5c2fmOBkZGWjevLlg28SJE0UzL2ZkZKBJkyZ668rLy/Hzzz9jy5YtSE1NRS7je2+tjh07\nYtq0aZg4cSJkEh+gEkLM81dxMYoYabsfZmRrMqQsVaImt8Zov/ty7jPaR8jGjcDXX7PbZ84ERo0y\na9eEEAkiH4tE7ibxz26TOSI5sqsmwDJx3osWAf2PJqL/Cek/s9ODTust+zTzQZtv2pgdeCaFjOMw\nMiIC/7tV/x7kL/n5UKhU8PEwPXMPIaThoCtFNxAZGYn7779fu6xQKLBixQqj26lUKixZskRvHetm\nyYULF/SWW5j4BMvw5khWVhbKGKlrDccyJVhCaCzD/RFCiKNsYaTw7BsSgkgvafXsrKE2CptlOYQf\nZr37LjBsmC1mRAghrik8HNi8GfD2Fm7/vKQZrjYWfzigSFcg5wfbl5VgPaQ4W16OKxXGa1sTQuyD\n9Rbfp59+ig4dOmDdunXMAAYAqK6uxtatW9GtWzfMmjXL6umDWfMbM2YMxowZg02bNhkNYACA06dP\nY/LkyejduzdycuxTWoeQhopVSiLAwwP9JdZmKDthvPxU2LAweEWafl177RoweTK7vX9/4P33Td4t\nIcQETf6vifFOJuLVtith4KjyCKLsUE6ilrc38P1WD8wI7mL2kIp0Bf4Z8A9KjpSYvQ8pHmFch5ar\n1YJB9oQQoosyMbiJTz75BCkpKdqbGTNnzkRiYiIGDBgg2L+mpgbPP/88Tp06pV03YMAAPPLII4L9\nr1y5ords+NaFMf7+/ggNDUXhvx9MPM/j6tWrSEqqXytYdyyO40wey7C/4dwJIcQRLlVU4Gx5uWAb\n6wu9LVTdrjLa5zfE1Fs3bBgwe7YtZkQIIa7tnnuApUuBZ5+t36YGh2dvtcc3S1VoMXUfcx/nR59H\nxKMRkMltF2P+UEQEpl6+LNj2U14eXjfxOzdxfUq1GjerjF8whQMAACAASURBVH8vcCZx3t6S0547\nGsdxehkTDdsM8TzPDBB466238NFHH+mtk8lk6NixIxITEyGTyXDlyhUcP34cKpUKAKBWqzF//nzc\nvn0bq1atEp2nKXNkUavrXrfkOA5BQUFo27YtoqKiEBgYCIVCgczMTJw+fVovCOPQoUMYOHAg/v77\nb/j5+TH3TwgxD8/z2MYIYrg/LAzeEn6n8ioep5JPGe3X8nPTXkICgOpqYMwYoITxDC0uDtiwAZDT\nHWxCbCqws/XLy/EqGwYaOGE5CUvGNqWcRK0mTYAFmwLQf0gy7uNz8R7OmTX2ie4nkMwnm7WtFH1D\nQhAql6NQICPQlrw8PGjHe6KEENdDXwHdRGJiIrZu3YpRo0ahrKwMlZWVGDJkCEaNGoVRo0ahTZs2\n8PX1RV5eHg4dOoRly5bh0qVL2u27d++OH3/8kbn/oqIiveUoM+oVRUVFaYMYAKC4uLheH7VaXS9D\ng6ljGfYXGocQQuxtR34+s21kZKTd5nGo8SHR9mLIUQD9V4obNwZWr9akTieEEFLfpEnAwYPAt98K\nt0973QM7jezjL8+/bHrzKNbbG90CA3GktLRe21YKYmiQblZVodnhw46ehknSu3dHgq+vo6chyf79\n+6FSqZCZmYnevXtr148aNQqffPIJc7twgxJjGzdurBfAMHToUCxatAitWrXSW5+VlYU33ngDGzZs\n0K5bs2YNOnXqhFdeeUWvb3x8PDIyMgAAmzZtwhtvvKFt++STTzBKJG97bGxsvXUcx6FTp04YN24c\nhg0bhsTERMFtKysrsX79esyePVubgeHs2bN45513RP9dCCHmOVVWhkxGwNpDEh4cqSpV2OfHDsSs\ndc/Je+DXyvRApNmzgSNHhNtkMmD9esCOl8uENGjyUDmUhQKlZ8yNRXBAOQlWQKh9Brf/toMGabKm\nvvNOJJahOabgmln7qUirgF8b2wSTespkGBEejtXZ2fXatuflQalWu0yQMiHE/iiIwY0MHjwYJ0+e\nxP/93/9h69atUKvV2LhxIzZu3MjcJiIiAq+++ireeOMNeIjUHzIMLPA148aR4TalAjdQhUpMmDqW\nlHEIIcTefmYEMXQPDEQsKw+5ldXkG69hOh7d9ZZrbxxRYDQhhIj74gtNIMPFi/XbKiuBGR37YuHp\nvaL7qLhcYdYDAKlGRkQIBjEcKinBnaoqxNjp84iQhqD2Qb9uhgIACAgIkJxtsKKiAi+//LLeunHj\nxmHNmjXMMdevX4/GjRvjs88+066fPXs2Ro8ejZiYumxbHh4e2nkYBk5ERESYnBFxyZIlaNq0qdF+\nvr6+mDRpEgYPHoxevXohMzMTAPDll1/i7bffRkhIiEnjEkLEsUpJyDkOw8LCjG5/uKXxYLd2m9sh\nsJPpb3H/8QcgFrv07ruATgwYIcTWrPz835blJMwOrLAhiwIoLNj0rbeAP/8EfkptbHYQQ+YnmWiz\nvI35kzDikchIwSCGAqUSh0pK0Ju+/xFCGCjEyc20aNEC8+fPx8svvwy5kVxr8fHx+PjjjzFjxgzR\nAAagfnCBj4+PyXMzDC4QClgQWmfqWFLGIYS4L7VajXPnzuHcuXP1bho7SlFNDfYZZLSpNcKO0QEH\nIg6Itg9EH5TCU2/dO+8AffvaclakIXHG85MQa/H316Q79mKUgj51msOhkR1E95ExN8P6E9PxMOMz\nhwewPT+fzlFCnMyqVau02QoAICEhAcuWLTO63YIFC9CpUyftcmVlJRYtWmSTOdaSEsCgKz4+HgsX\nLtQuKxQKbNu2zdrTIsRunPUzlFVKIjkkBKGenoJttdRKNapvVYv2afZhM0Q+YnqqhKIiYOJEdnv/\n/sCsWSbvlhBBznp+OgVbJi5QsZvkYRa+W0vlJLQ8PIB16wD/cDleQ/3S3VLc/ua22eNLMSg0FH6M\nbAu/0HUoIUQEBTG4kYKCAkyYMAGtW7fG559/DqVOnaHaepy6EYGZmZmYOHEimjRpghUrVpg0ljmR\nheZGI5q6nUPTRhFCHK6yshLt27dH+/bt9ertOtKuwkLmtdtwgzffbEFZosT196+L9nkWXaAy+FqQ\nnAy8/bYNJ0YaHGc8PwmxpqQk4OOP2e2zfwoHN7Ixsz1nfQ4q0213biT6+yORUXP+5/x8OkcJcTLr\n16/XW37rrbckZSqUyWR47733RPflDB588EF46jxEPXBAPOCWEGfmjJ+h6ZWV+Ke8XLDtIQnXofk7\n2CURazV5w7xyVC+/DNy8KdwWGal5IGfkfStCJHPG87MhEMvEoCwQKFthDQ58LFB9WzzoS5SF846N\nBVauBE4gFEPQG6+ho8n7qCk0nr3VXL4eHhgYGirYRtehhBAxFMTgJtLT09GlSxesXbtWG60WFxeH\n+fPn49SpUygqKkJ1dTVu376N3377DRMmTNBmasjNzcXkyZMxZcoU5v4DAgL0ls35MDHcxnCfrHWm\njiVlHEIIsSdWKYl4b2908Pe36dhZX2Zhf/B+pL+dLtrvKvR/V4aF0Y0jQggxx7RpwAMPCLfxPPDM\nP61Ftz/c3HjaZkuMZGRj2FNYCIVK5HUpQohdVVZW4u+//9Yue3p6YvTo0ZK3Hzp0KCJ1CslnZmbi\n6tWrVp2jFCqVCnl5ecjMzERGRoben6ysLITppLO/dOmS3edHiDvbzrgOBYCHjGQEVFercW2WeFry\nuBlx4DxMf/K2ZQuwdi27fc0aoFEjk3dLCLERnjezdoORF+otKTdh9pyclRWe0j34oOZatBoeOIEw\nDEdPk7Y//8R5yych4gFG8Ny5igpcp8AFQgiDhXl7iDNQKBQYMWIEMjIytOtGjBiBdevW1XuAHxUV\nhcGDB2Pw4MF4/vnnMXz4cOT/e1GzfPlytGjRAjNnzqw3hi2CGAID69fLYwUx+DHeGDN3HGvKzc0F\nz/Pw9fWFjJEWSYhSqdQr+cFxnEnHCWh+9iqdm82enp7wYuUwZig3iMo35ziqqqq0y3QcdByAcxyH\n4TwcdRwVCgV+uXkTUCoBjgN0SuQMDw83mj3Gkp9H5qeZuPr6VVRC//eiN7wh07lCehdt62371Vea\nSO7a46D/Vxp0HHWscRy6+3Dl43CGn4ex89wYZzkOd/h5cBywZEk5jh0D6sp++qL2ztS1a8CeRztj\nwOYTzH0UHCqAd0dvnX1a7ziGh4fjwxs36vWvUKuxv7hYb507/DwA9zkO0rCcP39eL51uu3btTArQ\nl8lk6N69O37++WftujNnzqBFixZWnaehsrIybN68GTt37sTx48eRkZEhOS1wbm6uTefWUJSXl2t/\nR9Hv3YZ9HL/UBjEY3Ce7Ozwc8UZKt95ceBOVaZrtVFChGnVvGHPg4AMfNP+ouaR5AHXHkZ0NPPcc\nAHgCqH8cL70EDB0qvA9X/3nUouPQoOOo4yzHUYlKKKHJkFB7nptC9zh4nkcNauAJdtma6jvV8G7s\nrbdO8nEwYhiUvHPcZzD1+tzw3qC5/68WLAD27gVOnwbKodKbhxxy0Z+HIl0Bnuf15mLN86Ofjw+g\nUOjdF631W2Ehe15Ocn64y3lOx6HR0I7DcK5ibbrHIbad3fDE5S1cuJDnOE77p23btnxVVZWkbffs\n2aO3rZ+fH5+Tk1Ov36effqrX74knnjB5nuHh4Xr7OHXqlGC/wMBAbR+ZTMZfuHDBpHEWL16sN87D\nDz9s8lxZcnJyeGi+Jln9T9u2bU2ez6hRo/T2MWfOHJP3YTiPs2fPmrT9xo0b6Tj+RcdRx5HHUVZW\nJniOOcNxoGlTHikp2j+/5OUZ3Ye5Pw/FTQWfghQ+BSn1juNbfKtt07Tzen/GjhU/job4/6oWHUcd\nc45D9/xcs2aNyx6HLmf9eeie51I463G4y88DOGvwu1at93vY8M8czLHZcSjVaj5s3z69z6PaPy+c\nOqXtL/R56i4/D2c9DqFrDaFrM2upUan49IoKl/pTo1LZ7N/DVtLT0/WuTydOnChpu59++snia/DX\nX39dbx9LliwR7Ldy5Uq9fqtXrzZ5LJ7n+aVLl/JhYWF6+zLlT/PmzUX3P2fOHL3+e/fuNWue7sTY\nPQr6vWu/49D93CwrK3P4cZQplbxXaqrmM97gOKbu2iW6beWNSn6v317m95KmaMrn7TR+LSt2HMAc\ng+9GPN+qFc+Xl7P30RD/Xwmh46gj9TiEzk9XPA4xYschdt2R/UO24HE0RdO6PpuyzTqOCZggOnZV\ndv3nF1J/Hmkvpgnu89Menzrs56F/n419fS7052S/k3r7suT/1alTPO/pyfOAaT+PFKTw5Rf1fwlb\n+/zwadZM8Dp00KFDzHO0of2+EkPHoUHHUUfqcRjO1ZI/trxHIYQyMbiB1atX6y2/+eabkqOG+vfv\nj969e2Pfvn0ANFkMNmzYgGnTpun1a9Wqld6ybtYHKcrLy1FQUKBd5jgOLVu2FOzbqlUrnDx5EgDA\n8zwyMjKQmJgoeazr1/XrvhvOnRDi3vz9/cHzPB577DH8+OOPjp4Ok69Mhn4hITbb/6G4Q5L6fQD9\n36+xscDixbaYESF15ycAbNq0ycGzIcSROCwLT8SU/It2H9mD4zAkLAzf5+TUa9utULhfalbCJJfJ\nkODr6+hpEIbS0lK95eDgYJP3YbhNSUmJRXMS8/zzz+Prr78WbBPLPKb7O4d+/xBXpvs91xmkFBai\nmjGf3kZ+n1yZcQXqCnYGFb9Wfgi/XzgtuLlkMk0ZCTMSMBJilLOdn/YW9kAYCn4pMN6RxUb/dOaU\no9Fytx+nFYu+JyUBc+YAb78t3H6D80MTvkKwLW9HHpq0aWK9yRgIkMuhEFj/V1UVypRK+FNNW0KI\nAY5vyJ/gbkChUOilGOE4Djdu3EBsbQ5wCf773/9izpw52uUnn3wS69at0+tz5coVtG5dV783IiIC\nOQI3PlnOnDmDpKQk7XJ8fHy9YINa48aNw/r167XLX3zxBV566SXJYz366KPYunWrdnnFihWYOHGi\n5O3F5ObmIioqSm/duXPnEBERQeUk/kXHQccB0HHUUiqVSDp4EOdr96NTTuLB8HBs79DB6D5MOQ5F\npgJlJ8vg09QHxzod064XS2PXD8l6bb//DgwaVP843OXnQcehQcdRx12O41fuV71l3fM8mU82ur2z\nHIe7/Dxqj6OkBOjWDbh5s66chK4UpApur5u2uVdRL3h4elj1ONbduYPxF4UDKNK6dUPrf8dyt59H\nLWc9DqFrjZycHERGRpo0FnEuGRkZaN68LuX6008/jW+//dboduvWrcNTTz2lXZ48eTKWLVtm0tjv\nvfce3nnnHe3y+++/j1mzZtXrt2rVKjzzzDN6y7pjG7NmzRo8/fTTeus6deqEJ554At26dUOzZs0Q\nEREBf3//egENCQkJuPFviZuEhARcu3aNOc7cuXMxb9487XJqair69OkjeZ7uSOj3Rnp6uvb3Bv3e\nbbjHMfXSJXx565ZmQaecRKSnJ2716wc540FRwa4CnB56Wm9d7fcSj0APdD3VFd4x3iYfR1aWAp06\nqZCXpz0S6JaTmD0beO898X248s9DFx2HBh1HHVsfR9aXWbg89bLgdm03tkXUY1FQKpVIjUlFTX4N\nAP1yErV9TDkOlUKFwxGHRcsX9CzoCc9Q/XapP49LL1zCra9u1Vsf+mgoWq6ue3HSnj+PVC5V+3dT\ny0mEDgxF0u66ZyeW/r9SKoEePRQ4flyFJijHAGQjFDxOIgYpiEQK9jK31b1/YO3z41hpKZIZ16Hb\n27fHgxER9dbTeV6HjkODjqOOrctJ5ObmolmzZnrt9r5HQZkYXJxudoNaMTExJu0jOjpabzm/tmae\njmbNmsHPzw8VFZoovby8PFy+fFlyloMDBw7oLbdv357Zt4PBQ71Dhw6ZFMRw8OBByWNZQ2RkpMNu\nLPoYqWEohb+/v0Xby+VyvWAMc9Bx1KHj0HCX47hZU4PzajUg8Jbj8HBpb65IPY6sr7JwZfoV8NX1\nYxN9IfyW5RD01lueOrV+AAPgPj8POo46dBx13OU4WOe5VM5yHO7y86g9Dn9/YNUqYOBA4X5z0Bbv\n4ny99R7w0P5Mcz/KRfMPpdecriV2HEPCwsBB+AWmnfn52iAGd/t5mMtZjoM0LIGBgXrL5mRRKC4u\n1lsOCgqyaE4suoEFgOZFidmzZ0va1pbZIRoqf39/i37v0e/dOq56HDzPY6fu/UKd69Gh0dHMAAZ1\nlRqXp9V/0Fn7vaTl+y0R2jzU5PkAwOzZPjoBDPo6dQJ04q2YXPXnYYiOQ4OOo46tj8Mr2viDOblc\nDl/OF3ILHhfpHoeSV4oGMAAQvBix+OfhIbd4Hw65PjdISmHp/yu5HFi71gd33w3cqPLHSugHoXyD\nZngW6YLb5m7OReSjmmcd1j4/evv5IfLqVeTW1NTr+3N+vmAQA53ndeg4NOg46kg9DrG5irXVPg92\nJCsmqiGOEBAQUG+dWFSNkLKyMqP79PDwwECDu6+pqamSxzDse//99zP7DhkyRG/5r7/+kjzOxYsX\nkZ2drV2OjIxEly5dJG9PCCHW9ItAoFmtByQGMUhRfqEcV6YJBzCwTMPdqEbdzauEBGD+fKtNiRBC\nyL8GDABefFG47SDq36QxdOOjG1BVqIz2M0Wklxe6Mx5m7hT57CKE2E98fLzeclpamsn7MNwmLi7O\nojkJuXDhgl72hL59+0oOYKisrERRUZHV50RIQ5dWUYEMhVDCbuD+sDDmdllfZqHycqVgW0CnADR+\nobFZ89m9GzCohKsll2vaTHz5kRBiCguqNphrf+B+450syA/udsnFbfCU7q67gA8+EG47BPY9yXOj\nzqE6r9r6EwIg4zgMY3wO/ZKf734/V0KIxSiIwcUFBQXBVyeimud5nDhxwqR9HD9+XG+Zlclh5MiR\nessrV66UtP/CwkJs27ZNu8xxXL196erUqROaNm2qXc7KysLvv/8uaaxVq1bpLY8YMUK0/iYhhNjS\nLsaDoM4BAYj19rbaOLdX3AavlPZFfwo6oz/64iz066B+9ZXmjWFCCCHWN3++JljMkBIyjEM3o9uf\nf6J+tgZLsW4e7S0qQplSafXxCGmozL0eTUxMhIfO29Jnz55FaWmp5O1VKhUOHz6sNw/DrIeWzhHQ\nBDHoGj58uORtDx06ZPa4hBC2XxnXoTIAg0WCGK6+epXZ1mppK8jkpt9GrqgApkxht7/5JtCxo8m7\nJYSYwtInQCY+V875QVoJaoseWLM2ddHHALZ6fjF9OnDfffXXX4M/ssB+g/vmwps2mQ/AzkybVV2N\nfwxetiWEEApicAO9e+unA//6668lb3vnzh29AAOh/dV6+OGH9dJP/v3335KyJHzxxRd6tV369euH\n2NhY0W0M62/Ol/B6cH5+Pr755hvtMsdxmDBhgtHtCCHEFqrVaqQw3iwbZsUsDLyKx81PpV1c/IIY\nXEIQeIOruvHjAYMkOIQQQqwoIAD43/+E27Lgh6FefUW3z/853+pvw7A+i6p5Hn/Sm9GEWI23QeCq\n7rWxGD8/P/To0UO7rFQqsXHjRsnj/v7778jNzdUux8fHo3lz4dI05s4RqJ8JMjg4mNGzPsOXEAgh\n1sEKYugWFIRwT+H07kc7HmXuL2ZiDILvk35u65ozB0gXzliO1q2Bt982a7eEEBNIfkBupefo50dL\nDMC2wUv3Lvsyo42m7eEBfP01UP9XP4e9YJfHvv3NbdtMCMCgsDDIGT+n3wsLbTYuIcQ1URCDGxg1\napTe8g8//IDvvvvO6HZVVVUYP368Xl2TwMDAeuUcagUHB+P111/XW/fss8+Kpn88evQoPtDJW8Rx\nHN5//32jc3vttdcQphMdnpKSgiVLljD7q9VqTJkyBQU6F2pDhgxBr169jI5FCCG2cKikBGUq4fTf\nQ0LNqyMq5Oob7LdlDK1As3rrIiKAzz6z2nQIIYQwDB0KjB4t3FZVzeG//cQDGQ5GHgSvtt6dvrsD\nAhDNeJDxS36+1cYhpKELCQnRW75165bkbceMGaO3/MEHH6CyUjjVuy6VSoW3DZ4MGu7LWnM03NYw\nMwPLsWPHsGHDBsnjEEKkKVepsJcVTM/IwlD0VxHKz7BL08ZOFX8RieXMGWDhQnb78uWAFUpSE0KM\ncdbn+pZc2rhb1QEbPqVr1w6YObP++hUQDm4FgJqcGuT8KC2jhqmC5XL0YgS97qYgBkKIAQpicANP\nP/00WrdurV3meR5PPfUUZsyYgTt37ghuk5KSgh49emDPnj166998803RNydeffVVJOjkwr1y5Qru\nu+8+HDt2TK+fWq3G999/jwEDBqCmpka7fsyYMejevbvRYwoKCsK8efP01k2fPh1z586t96bHjRs3\nMHLkSGzZskW7ztfXFwsWLDA6DiGE2MrvjLdfAj08mHXITaUsVkpO8XYawShE/RIWX3yhCWQghBBi\ne59/Dhg879P6M4VD7ltJotufSj5ltbnIOA73M7Ix/FpQQPVICbESHx8fvWvoo0ePori4WNK2Tz/9\nNKKiorTL6enpePHFF41uN2vWLJw8eVK77Ovri+nTpzP7t23bVm9ZajlHAOhokAd+9erVyM7OFt0m\nMzMTjz/+OJRUuoYQq/uzsBDVjM/w+xlBDGnPpYnu07elr2i7EJ4HXnoJYMT147nngD59TN4tIcSd\n2CKIwVkDNoywdQaJt98GWrXSX6cGh5lg1/M5/9h5KEtt811tMOPlrn1FRahgfXAQQhokCmJwA3K5\nHD/++CNCdX758zyPRYsWIS4uDp07d8ajjz6KcePGYdiwYWjUqBEGDBiAf/75R28/DzzwAN58803R\nsfz8/PDLL7/oBTpcvHgR3bp1Q1JSEkaNGoXhw4ejadOmGDt2LMp06hh17dpVr9yDMS+++CImT56s\nd0zz5s1DfHw8Bg8ejNGjR6Nnz55o0aIFduzYoe0nk8mwatUqtG/fXvJYhBBibawUaP1DQuAps87H\n7z9D/jHe6V/T0aneumHD2G8FE0IIsb7oaODjj9ntr6wSz9RTvK8Y6iq11ebDeiMzs6oKVyS87U0I\nkaZfv37av1dUVGDo0KHYuHEjzp49i/T0dGRkZGj/6Abt+/n5YdGiRXr7Wr16NYYPH44rV67UGycr\nKwtjx47FJ598orf+v//9L2JiYpjza9KkCZo1q8vYdejQIYwbNw67du1CWlqa3vwyMjKg0rm53LRp\nU70XFQoKCtCvXz8cPny43jg1NTVYs2YNunTpgoyMDPj4+CAgIIA5L0KI6VilJKI8PdE5MLDe+tur\nbqMyjf2Zz8k5yIPlJs9jwwaAVYG2USNAQtVYQog9SHl2bqPYZpsETbtoEIOtn9L5+ABffVV//VGE\nIRdezO0yP820yXwGMYIYqnge+yQG+xJCGgbTv4USp9S+fXukpKRg/PjxOHPmjHa9Wq3GqVOncOoU\n+60tmUyG5557DgsXLoSHh4fRse666y7s2rULTz75JK5du6Zdf+bMGb2xdQ0ePBjr1q2Dj4l54r78\n8kv4+vpi8eLF2i82RUVF+OOPPwT7BwUFYcmSJXjsscdMGof8P3v3HR5Vlf4B/DslbdIDofcqEHoT\nkI6LurtWRBFcUdyibtPfquiqgAXLugq72NiCSlHsursCCiJFpBchNCkhQAKElEkyM0mm/f4YQjIz\n50zunZIp+X728Xky95x77gV2MnPuec/7ElEwXaypwa6KCmHbTyQLRmo5bA5UbBNfw9NNGAnPmVxi\nIrBoERCt5QKJiKLVPfcA774LbNrk3VZQAGydOQhXvr1bev7uK3djyJ4hQbmXSZmZ0ED8XHJtaSm6\nGwxBuQ5RU/f73/8eS5cuvZx5YNu2bbhdEkm6ZMkS3HXXXZdf33bbbdi9ezf+Ui8C6ssvv8SqVasw\nYMAA9OjRA1qtFidOnMCOHTvgcLgHOs2YMQMPPfRQg/f40EMP4Xe/+93l1ytWrMCKFSuEffPy8tCh\nQ4fLr1966SWMHz/+8rUPHz6MESNGoGfPnsjJyUFiYiLOnz/vloVCo9Fg0aJFeOaZZ9w2PxBRYGQZ\nASdnZUHrMfmrKarBkbt9Z2Fofov6tH0VFYBHNVo3vjJTEVEYNfbzoQBiGGIua1wj/N1PmADMnAm8\n/bb78cXoij9DXA7s1LxT6DzXuzRtoAampqKZXo9iQVaur0tKMDlIz06JKPoxE0MM6devH3bu3InF\nixdj2LBhDaYhMhgMmDFjBrZs2YLXX38dCQneacZlhg0bhn379uHRRx9F69athX00Gg369euHxYsX\nY/Xq1WjuR75ynU6HBQsWYO3atZg4cSK0kt3LKSkpuPPOO7Fv3z7MmDFD9XWIiIJpXVmZdC4mS5mm\n1sGpB322j7GPw2NXjsN4jEOZIKp69mygc/DnIURE1ACtFnjrLUAvCSefsyINKTPbSc83HzGjurA6\nKPeSGReHIYJdmQDrkRIFU//+/bF48WJFQf2iefyLL76IF154Afp6vzicTif27NmDlStX4r333sO2\nbdvcAhi0Wi3+9Kc/4Z133lF0jw888AB+/etfK+rrafTo0XjrrbcQFxfndvzIkSP4+OOPsXz5cqxd\nu/ZyAINer8fChQtxzz33uC1CxNyCBFEjy7NYcLyqStgmKiWRe0tug2N2mS+vmS7z7LOuwEyRiRMB\n7jsiooBFYDmJ1GHieZUSoS4nUevllwHPj4O1aCHufInxu+BnRtBpNJgkeT4qy2xLRE0TMzHEmLi4\nONx777249957UVZWhl27diEvLw9GoxHV1dVITU1FZmYmcnJy0LdvX2lQgBLJycl4/vnnMX/+fGzd\nuhUnTpxAYWEh4uPj0aZNG+Tk5OCKK64Iyp9r/PjxGD9+PM6dO4ft27ejsLAQZWVlaNGiBdq3b49R\no0YhKUl9jT4iolCQ7X7pnJiIrkH4XXXm72dw8dOL0va2v22Ld94Btm4Vt3fuDDzySMC3QUREfurV\nC/jDH4C//tW7raYGeLq4Gx7CGeG5DosDp186jW6v+F3CgAAAIABJREFUdgvKvUzKzMQOQfagb0pL\nYXc6oWPKHqKgmDlzJiZMmIB3330XGzduxJEjR1BaWgqz2axo8f6RRx7Bz3/+c8yfPx+ffPIJLJKS\nL/Hx8bjuuuvw+OOPY8gQdVlb3njjDdxzzz1YsWIFtm/fjhMnTqC8vBxVlxZFnU6n9CH7rFmz0Ldv\nX8yePRvffvutsI9Op8M111yDZ599Fv379wfgemhfO2ZDD/CV9iNqqtaVlUnbRItFxk2+F6YG7RiE\npC7q5q+HDwOvvipu0+uBv/2N2QCJok3IggxDUU0ijL9g9JkBLLU10lbjZs1cgWb331//qAZ/wAAs\nhDiT94WVF5A+Kl3YFoirs7KwsqjI6/h+kwmF1dVorWLDLRHFLgYxxLCMjAxMnDgx5NfRaDQYMWIE\nRowYEfJrtWrVCtdff33Ir0NE0aumpgbz588HADz++OOIj5fXdgsFp9MpjRr+SWZmwBOqi19cxLHf\ne9dAri/zvvaYPV7evmABwLgvCodwvz+JIslTTwHLlgHnz3u3/ec/wAP/HIaEe7cLzz239By6/rUr\nNNrAH9JNyszE8/n5rhdWK7B8OQDAOH06dlVUYFhaWsDXICKXDh064IknnvD7/F69emHp0qVYvHgx\ntm3bhqNHj6K4uBiAa/7fvXt3DB8+HKmSDCtKDB06FEOHDvXr3GHDhuGbb77B6dOn8d1336GwsBAW\niwWpqano0qULRo4ciUyPhdSTJ08qHn/OnDmYM2eOX/dGFGqR8D13nWQe2i85Gdke92M6bPI51pD9\nQ5CSk6Lq+k6nK0jTahW3/+EPQO/eqoYkCopIeH9GBcnUonJvJVre3jL41wskiCHWkjc1YuzFr37l\nygy4b1/dsR8gr/Fz7u1z6PJ8F+iSGy5DrsbV9b8T1puHYvp0rC0txZ2tWgX1ekQUnRjEQEREMcVq\ntWLevHkAgIcffrjRJ6eHzWacqRan+f5JgDXdHDYHDtxwwGefjk90xKvLE3Hhgrj9uuuAn/88oNsg\n8lu4359EkSQtDXjhBeDuu8Xtf/iLActHpqFiS7lXm63YhoufX0T2TdkB38fItDQkabWwOByAzQbU\npp6/7TasLS1lEANRBEpKSsK4ceMwbty4cN+KUPv27XH77beH+zaIGlW4v+c6nU5pEIMoC8O+CfsE\nPV0yr85UHcAAAGvWAF99JW5r1coVwEkUDuF+f0a70y+eRpfnuwQ9y0FAGR4isJxEIBozg4RO58qK\nM3as+/GdyMQQeH+O2Cvs2Hf1PgzaMiio99EhMRE9k5JwxGLxmod+xSAGIrqkkRLVEBERNQ2yLAxa\nABMy5JHNShQuLmywj35WR7zyirgtPh5YuJDpO4mIIsUvfgEMGyZuO3IE2Hp9X+m5uTfnwmFzBHwP\niTodRqeL04N+zXqkREREUeGAyYQLkhQIEz2CGCp2V6CmsEY6Vt//yb9/yNjtwMMPy9v/8hdXACcR\nRZb6i+f2Cru03/nlgvRxAqoCE0KRTSGMz7sCCkRo5FW6MWMAz3jTPyNH2r/8+3KUfhv8uaFss9fX\nJSWhK2NCRFGFQQxERERB9FVJifD48LQ0ZMTFBTS2cYvvmqU5/8nBU/O0uFS22MtDDwHdglNCnYiI\ngkCrde2CkZn7chxSx8gD4M4sOBOU+xDt0ASALUYjTHb5w0wiIiKKDLIsDHqNBmPqBSs6nU7sGrxL\nOk7KwBRo49Q/Ln7nHeCAJGngqFHA9OmqhySiRuYwywOkD//isLJB1Kw7B5KIIdYWuMMQfPHSS4DB\nUPe6Bjp8gHbS/nlP5gX9Hq6WzEPPW63Yb/Jd9oiImgaWkyAiopii0+kwZcqUyz83JpvDgY1GcaDB\nTyRfzJVyWB24sFxSIwJAi2ktcLZ988vZ1zxlZwOPPRbQLRAFLJzvT6JINXw4MHMm8Pbb3m0XLwI7\nkrNxBcqE5+bPz0fre1sjLiOwILnLQQw6XV1eUZ0ONU4nNhuNmBxgOSQiIqJYF+7vuWslQQxXpqUh\nRV/3+PfCe/I5JQB0mtNJ9bVNJuDJJ+Xtr7zCbIAUXuF+f4ZdMN5/SmMGGimIISLLSQRw7cYsJ1Gr\nfXvg8ceBJ56oO/ZftMZUiAPljZuNMB00Ibl3ctDuYVxGBvQaDWwe81DAlRWwX4r60kZEFFsYxEBE\nRDElMTERH374YViuvbuyEpWSHaueKTzVyn8+X9rW5v426PFaD/zkJ4AsGH3uXKbvpPAL5/uTKJI9\n9xywciVgsXi3zf62FT7Dj8LzbKU2nJh9Aj3f7BnQ9funpKB5XBwuAq4PjHrWlpYyiIGIiKgB4fye\na3U4sEESTD/Ro6ThoemHfI7V/Ibmqq+/YAFQUCBuu+02eeksosbCeWjjcTqURyaEIptCOIIBgiJM\n+dIfegh4803gzKW4hdNIxgGkIQflwv4Fbxag+9+6B+36qXo9RqSlYZPR6DUPXV9aiv9r3z5o1yKi\n6MRyEkREREHybZl4p2ySVothAUQQ2CpsyJuTJ21v98d2WLMG+PprcXuPHsAvf+n35YmIKMTatHE9\nQBIxWnT45qf9pecWvlWI6sLqgK6v1Wi8FjlqyXZ2EhERUWTYUVEhDaavXzKq6oyk7uAlV7x7hepr\nX7gAvPiiuC0uDpg/X/WQRBTNwp2JIZwCiZ8IU+xFUhLw9NPuxx5FP2n/s38/C6c9uH/5sk1fm4xG\n2BzyEidE1DQwiIGIiChIZEEMo9LTkaD17yPXYXNgc9pmaXtSjyQkdEnCI4/Ix3jpJdcDJCIiilyP\nPAI0l2x+nL86E8n3d5Seq7hGrQ+TJA+P9lZWoqimJuDxiYiIKDRkAYfJHsH0xZ8X+xwn++Zs1dee\nNw+oqBC3/fa3QJcuqockomgW7iCGKE3EoNGG78Z/8QsgJ6futRl6vAB5pr8N+g1wWIMXXDBeEkxf\nbrdjT2Vl0K5DRNGJQQxERERBYHM4XOnPBMZJvpA3xOl0YkefHT77dP97d3z0kQY//CBuHz0auP56\nvy5PRESNKC1NXk/abgdeyu+AhHYJwvbStaWwGW0BXV8WxABA+vlGRERE4bdOEsQwJiMD8fWC6Y1b\n5J/ng7YNgi5Zp+q6eXnA4sXitowM9zrrRNQ0qCoREYpsCuEMYojCTAwAoNN5Z9TZiGxU+1g6PPHo\niaBdf3haGhIlG79km8WIqOlgEAMREVEQ7KqslKbw9DeI4eC0g7AcFRRIvyR9dDrSJ2Z5lo1z8/LL\nQLSWBCQiamp+/Wugc2dx20f/1cH+8zbSc3+4RhLNplCnpCR0SkwUtvHhERERUWQy2+34vlxcu9wz\nQLFiuzhlQvqYdKQNU1/+8JlnAJskhvLPfwayslQPSUSNLdjPi9TEMKgJeAjiuREpzM/trr0WGDeu\n7rUFemyD/Jf4mVfPwG4SPwNVK0GrxUhJCV7OQ4mIQQxERERBIPtibdBqMTQ1VfV4NqMNRSuLfPbJ\nviUbK1YAhyVZxG+9FRg2TPWliYgoTBISgOeek7f/5Yg8iKF8a3nAD5LGpqcLj2/gwyMiIqKItK28\nHFbJYl79OuNlG8tgOSYOkG/3+3aqr3vsGPDOO+K2Dh1cpSSIqAlSU2UgxspJaALYQRTOchKAa/PT\nSy+5H1uJ9j7POfSLQ0G7vmzz1yajETZH8EpXEFH0YRADERFREMiCGEalp7ul8FRqc8bmBvu0uK8t\n5s0Tt2m1kLYREVHkuu02YPBgcdsX38RBM0Se3efYg8cCuvZYycOj/SYTSqzWgMYmIiKi4NsoKfmU\nqdejb3Ly5dennjslHSPtSvVZGJ5+2lXuSuSppwBJciciinHhzpAQSCBBWEXAbQ8dCkydWvf6INKx\nC/K5p+kHU9D+vcdL5qEVdjt2V1YG5RpEFJ0YxEBERBQgq8OBzZKHR/6UkiheVdxgn5HnRmLpUg2O\nHxe333EH0KuX6ksTEVGYabW+szH8LfEKaVvFTnGaaKVkQQxOuHbBEBERUWTZKAmmH52eDu2lxbzy\n7eUo/apU2C9jQgYS2iaouubhw8Dy5eK2rl2BX/xC1XBEFEvUrGmHIhNDtIqAIAbAVSao/j6sP2GA\ntK/lmAWVu4MTYDA0LQ1Jkg1g65kVkKhJYxADERFRgHZXVqJSsg3FnyCG/dft99k+eNdgIDMezzwj\nbtfpgDlzVF+WiIgixE9+AowcKW77ZLN8a2PlnkpUna7y+7qdExPRLkG8kMGSEkRERJGlxuHA9+Xl\nwrYx9eahvrIwdHyio+rrzpsHyLJ7P/UUEBenekgiihXhDmIIZzBAANcOdzmJWj16ADNmuB+bhSHS\n/mcWngnKdRO0WoySlDaUZb4loqaBQQxEREQBkn2hNmi1GJKaqmosu8kO6OTtWddmIXVQKv71L+CU\n5FnUXXcB3bqpuiwREUUQjcZ3SaAV/fpK20rWlARwXQ3GSh4eMYiBiIgosuyuqIBFEk0w+tLneeW+\nShR/Ic70lzYyDRnj1AXdHzgArFwpbuvZ05URkIiaMBWBCSEpPREZsQDqRdB9P/mka3NUrRNIkfY9\nv/S86zlmEMg2gW0qK4NVFjlHRDGPQQxEREQBWl8qTs15VXo64iXp0GQqdlUAPr7/9/uyH2pqgOef\nF7fHxbkmHEREFN0mTgSuukrc9o8fmgGZ4m2OsnTRSslKSuyprESZ1RrQ2ERERBQ8GyWlnpK1WgxM\ncS06NZSFQW39+HnzANm645w5gF6vajgiagy+3uZBXjx3OtREMfh/HWtpBM5LAvm7jKAghm7dvMsC\nzYe8pGHhvwqDcl1ZEIPJ4cDeyuCUrSCi6MMgBiIiogDYHA5sljw88qeURNEnRdK2kUWu3OLLlwOn\nT4v7zJoFdOqk+rJERBRhNBrg6afl7VvTWgqPl64thdPu/xNB2WeXE5B+3hEREVHj2yjJkjQyPR1x\nWi1Mh0wo+kg8v0wZnIKsa7JUXe/wYeDjj8VtffoAU6eqGo6IYlEjlJOoOlWF0jWSwO0ICgZQI1LK\nSdR64gn3oLRNaA6LZCmxYHFBULJqDE1NRZJkIxjnoURNF4MYiIgoppjNZvTp0wd9+vSB2WwO+fX2\nmUwwSdKa+RPEcHbhWeFxTYIG8c3jYbcDL7wgPjc+Hvjzn1VfkqjRNPb7kyjajR8PjB0rbvvolHjh\nwVZqQ/kOcX3shpjNZtw4dCj0d98NVFV5tW/gwyMiIiKhxv6ea3c6pYs6Yy6Vksh/Pl+6SOhPFoYX\nX5RnYZg71z39OFEk4Ty0ETVCEMPxR45L29T+XguqGMnEAABdugAzZ9a9roIeByAuO2jONaPkS/9L\nGgKu9+jAvn2hkcxDGcRA1HQxiIGIiGKK0+nEwYMHcfDgwdDU1/PwneSLdKJWi8GpqarG8pUOr/Ws\n1gCATz4Bjh4V97nnHqBdO1WXJGpUjf3+JIoFc+eKj/+AdNgkO1WkO5MaUPseteXlCVcpNkl2fBIR\nETV1jf09d39lJYx2cR3C0RkZsBy34PyK88L25JxkNL++uarr5ecDy5aJ23JygJtvVjUcUaPiPLTx\nqPn79fffougDeQbTaBVpmRgA1yap+sFp/0AXad/91++Hwybe4KVE7XvUfOKEcB662Wjke5eoiWIQ\nAxERUQBkQQzDUlMRL1lckjn8i8PSNsMVBjidwPz54nadDnj4YVWXIyKiKDB2LDBihPdxK3TY7RDv\nhsl/IT8kD3l2V1bCIlkwISIiosazSTIPjddoMCw1Ffkv5gOSj+wOf+6gesHs5ZcBm03c9thjgMqp\nLxHFKjXr2KFYkw5nIoYAskBYTliCeCfB0akTcMcdda9/RCo2QRIA5wCOPyjPkBGoC1Yrjlki7++I\niEKPXzGJiIj85HQ6pUEMo9LFC0syNRdrUPzfYml7m/vaYPVqYO9ecfu0aa50b0REFFs0GtfigMgO\niEtKOKocPj9T/GV1OrGzoiLo4xIREZE6G2XB9Glp0BRace7tc8L2pO5JaHFrC1XXunAB+Oc/xW1d\nugBTp6oajoiikOEKg7KOjVBOwqfIS2igSKDlGEJl9mz318vRQdq3YHGBzwyzSsn+CVlSgqhp0of7\nBoiIiIIpISEBH3zwweWfQym/uhpna2qEbWqDGE49fcpnu1avlWZhALwnFkSRqDHfn0Sx5Kc/daVq\nPnDA/fgmZOM3OA5RCeoff/sjmv9cXaro2veow+nELxMTIQpX+M5oxOiMDFXjEhERxbrG/J7rdDqx\nUVLiaUx6Os4vOw+nVbw62OHxDtDo1K3yLVwIyDbAPvIIoOfTZYpwnIcGLr51vKJ+qrLBxVp1gCgN\noPCld2/gxhuBzz5zvT6CNOxGBgbB+zPIWePEhZUX0PY3bVVfp/57dH5mJvZWVXn12Ww04u7WrVWP\nTUTRjV8ziYgopuj1etx6662Ncq0tPqKAR6SlKR7HYXPg/DJxvdJa338PbN4sbrvxRqBPH8WXIwqb\nxnx/EsUSrdYVrDZjhvvx80jEAaSjP7w/j6rPVqP6XDUSWil/UFv/Pbpk3z6sKS316vNdebm6myci\nImoCGvN77lGLBRes4t2uo9PTYdx0VtiW0CEBLae3VHWtigrgtdfEba1bA3fdpWo4orDgPNQHpQvv\nSgMO1MQwhKD8XSwGEoTbY4/VBTEAwD/QBW9gt7Dv+XfO+xXEUP89uunHH7H3rPfnGDMxEDVNLCdB\nRETkJ1kpid4GA7Li4hSPU761HLZSSYFRAEP2DcGrr8rPl6UZJyKi2HHbbUDnzt7HN8vqktqB/Pn5\nfl9PllFoi9EIRygeOBIREZEisnmoFq5g+vJt4oDDljNaQhun7lHwkiWAbN3ooYeAxERVwxFRlHI6\nFH7/b8rThBgNoBg2DJg4se714UvZGETKt5bDfMQc0PWuksxDj1osuCDJhktEsYtBDERERH6S7UYd\nqbKURMn/5LXv2v6uLS6mpeDjj8XtEya4JhRERBTb9HpXymZPn0K+06XwX4WwW+x+XU8WxFBis+Go\nObAHU0REROS/7yXz0P4pKdAfr4GtWBwgnzkxU9V17HZgwQJxW2Ym8OtfqxqOiKKZQ1k3xcEOQEgC\nHjSaGI0kCDPPzVML0EPa99zb5wK6lq/yvLIgPiKKXQxiICIi8kOFzYYfKiuFbaNUlJIAgNMvnxYe\n16Xo0P1v3fG3vwEOyYTxT39SdSkiIopiM2cC2dnux+zQ4i10EfZ3mB0o+qDIr2sNS02FTtLGkhJE\nRETh871kEWdEWhr2X7dffJIGSB2Squo6n38OnDwpbrvvPiBV3XBEFCbBWNgPSSaGUGRtYAxDSEyY\nAAwaVPf6NAw4CPGHwIX3L8Bp9/8ft21CAjpL0vxsYhADUZPDIAYiIiI/bC0vlwai+4oa9lS6vhRO\nm/jLfdeXu8JoBP75T/G5vXoBkycrvhQREUW5xETg/vu9j3+CtjBCLzzn8MzDfl0rRa9H/5QUYRt3\nwBAREYWH0WbDQUlGpEkf2lB1skrYljY8Dfo08XcFGVlJw7g44IEHVA1FRNFO6Zp0iIMYnJFc1i6G\nAyg0GuDBB92PrUErYd+qvCoYtwQ2X5SVlJBlIiKi2MUgBiIiIj9skXxxzo6LQ7ekJMXjnH3trLQt\n67os/OtfQEWFuP3BBwEtP8mJiJqU++4D4uPdj9VAh03IFp8AV8CcP2RBeQxiICIiCo9t5eXCdb+2\nZ4DMJy5Iz8u6NkvVdXbsADZvFrfdfjvQpo2q4YgoymniFK7Qq6km4U9AQkOnRGkgQZv7I/+X6tSp\n7r/7v0ELad+KHZIHmQrJ5qF7KipQLUtVS0QxiUsfREREfpAt4IxKT1ecqs9usePixxeFbcn9kqFv\nnYiFC8XnNm8OzJih6DJERBRDWrYEpk/3Pv6tjyCGfRP2qatPe4ns4dFRiwVFNTWqxyMiIqLAyHah\n3vCN70e8GWMzVF1HloUB8N6NS0TRS+nzq/gW8Q13gsrABH9iGBqa04QxiCGQsh1Z16gLNAuH+Hjg\nt7+te12JOBySlJQwHxZnDFLqSkmZ3mqnE/skpX2JKDYxiIGIiEglu9OJrZKHRyMlX7RFNhk2SdtS\nh6bis8+A/Hxx+/33AyoSPhARUQwRLR7sRqbPc7a03gKHTd2ulVE+PtNkn4NEREQUOrLP31F7fD/i\nTR+jvOThmTPABx+I28aNAwYOVDwUEcUIxQHRaqYb/lSGiOBqEoHQZ6gr9xMuv/41YDDUvT4E8Xyx\n8B+FqPyh0q9AegDoYzAgWZJ6lvNQoqaFQQxEREQqHTCZUGG3C9tku1Y9NZTau9sr3fD66+K2+Hhx\nTXQiImoa+vYFJk1yP+aEBm+ii/Qc6wUrChcXqrpOu8REdEhIELZt48MjIp86deoErVbr87/ExESk\np6ejS5cuGDlyJO6880688MIL2LBhA6qrq/2+9rhx47yulZGRgZKSkoDH2rVrl8/+M2fOdOs/b948\nf/8YROTBIQmm19mAVofE81MA6PKXLqp2CL/1FiCZ7jILA1FTpTQ4Qc2adQiCGALJhhCwAC6t0UZH\nHYysLOCuu+peH0OKtO/O/juxIX4DStepL22o12oxVBJQzyAGoqaFQQxEREQqyb4wJ2g0GJwqTqXm\n6eSTJ6VtyX2TcfSMHuvXi9unT3elEycioqZLtIiwEu1x1MeDpLOLzqq+znDJw6NtFYHVOSUioKam\nBhUVFcjLy8PWrVuxfPlyPP744xg/fjyys7Mxffp0fPfdd0G5Vnl5OZ577rmAxtBoNKoXB8K6mEAU\nY46YzSiz2byOdz4JaKvFK3vZU7PR7o/tFF+jpgb4xz/Ebd26AT/7meKhiCiGKC0ToaachKrSE7Xn\nRHA5iYBE0SrdH/9Y9/N2NFAGww78cN0PKN+uPvBAVlKCQQxETUsU/XokIiKKDNslX5gHpqYiQZLu\nrL6aCzUo/07+pbv9n9rjjTfk59evQUdERE3TNdcAPXt6HtXgbXSSnmM+ZIbpkEnVdWRBDDvKy+Hw\n48EjUVNWGwRQ/z+ZyspKvPfeexg9ejSuvvpqHDlyJODrv/7668iX1SpTwJ/FBiIKnu8l89A+h8X9\nNXEa9FrWC1q98se/n34KnD8vbvvd7wAF010iikVRkonBXiHPShNyTSATAwD06AFcd53r52Ik4ICk\npEQtZ40TJ5+Sb+SSkQUxnKyqwvmaGtXjEVF04ldPIiKKKQ6HA7m5ucjNzYXDoa72t1LbJbtPhyvM\nwtBQKrXkm1rhnXfEbVdeCQwapOgyRBGnMd6fRE2FVgvcd5/38e/RHJ+grfS8svVl0jbRe3SY5LPN\naLfjqNms7qaJmrD3338fJ0+edPvv6NGj2LFjB77++mv84x//wL333otevXp5nbtu3ToMHjwYH374\nYUD3UF1djaeeeiqgMYhIrDG+58qCGK48Lq6lnjo4Fdo4dY9+ZSUNDQb3FOJE0YTz0MA1mAGhlpq/\n3hAEMZRtkM91IlqUrdLVL3H7FVo12L90TSlsRu9MQrVE71Ffz1hZ2pCo6YiyX49ERES+WSwW5OTk\nICcnBxaLJejjV9hsyDWJd7EOk0QJeyr7Rj6pGusYi+XLAVmW7gceUHQJoogU6vcnUVNz111AUpL3\n8b+jG2ySHd7GzUbpeKL36ODUVOgk/VlSgki5Vq1aoUOHDm7/de3aFYMHD8bEiRMxa9YsLF68GLm5\nudi8eTNuueUWt/PNZjOmTZuGlStXBnQfy5Ytw4EDBwIag4i8Ncb3XFkK7Z7HxZ/5qUOUBdnXOnAA\n2LhR3DZjBpCermo4oojBeagPShMAKAxOUJW1yY8ghoaCKZzWMGaNCiSZQvQkYgDgygrYqZPr5w3I\nhk3BHyD/L/JsYKL3aKuEBHRMSBD2ZxADUdPBIAYiIiIVdldWSudZst2qngr/WSg83vrXrQFo8Npr\n4vOaNwemTFF0CSIiagIyMoA77hC1aPCRU1z/+sJ7F1Q9XDTodOibkiJsk5VXIqLAjBw5Eh9++CGW\nL1+OlHrvP4fDgXvuuQe5ubmqxrvxxhvdxpg9e3bQ7pWIGkelzYaDgmD6rGIg84BVeE7KAPHnt4yv\nkoai7E9E1IQonT6oiWHwp0xVA6c47dFZ+iqaykkAgE4H/OY3rp/LEYdSxDV4TuFi8bNQX2QlJWRB\nfUQUexjEQEREpIJswSZLr0dX0XZYD8WriqVtmeMzsXmzaweMyKxZQGKiotskIqImon4qz/oOQL5d\n8vxSSbFrCVmQHnfAEIXWtGnT8Omnn0Jbrwi9xWLBAypSc2k0Gjz44INo3br15WNffvklNm3aFNR7\nJaLQ2l1ZKdwI/dIj8nOS+yYrHr+iAnj3XXHbyJHAgAGKhyKiSBOE9fHy7Qq/94c6hiCCq4FoJJnw\nFInCVbp77gHi410/z8LQBvtbS6ywVchLSojIghi2V1TA7k8QDBFFnSj89UhERBQ+sgWbYWlpDU5Y\nnE4n9l+3X9qeMS4Db74pbtNo6qKciYiIag0aBAwb5n18P9Jhl5xT9HGRqmsMlzw82mcywWKXXYWI\ngmHixIl48skn3Y5t3LgRGzZsUDyGwWDAnDlz3I49+uijQbk/ImocO0QlnJxAuqSyU3zreKQMVJ6J\nYdkyoLJS3MaShkRkK1G4+KxmXdmfRAwNLFxr9NGV0aBWQAEQYZKdDUyd6vq5AnG4GmPwNHqhAJLd\nV3bf5XVFZEEMlXa7tNQvEcUWBjEQEVFMSU5OhtPphNPpRHKy8p0nSm2X1P9WUkriwI3y+sOG3gaY\n4uPx8cfi9p/+tK7eHFG0CvX7k6ipEmVjKEccdiBL2L9kdQlsRu8HkbL3qCyIweZ0Yq9sxYOIgub/\n/u//kO5RjP6tt95SdK7T6YRGo8GsWbPQo0ePy8e3bt2KTz/9NKj3SdSUhfp77g5BMH3X40BzSVxi\nm/vbQBun/LHvP/8pPp6dDdxyi+JhiCIS56HBYTluabCP06GmnoQfN9HAOdEaxBCtq3T156E2aLEe\nLTEDw6X9zy8TZwSUvUcHpqYiXhLgsVPyfJaMmF9SAAAgAElEQVSIYkuU/nokIiJqfIXV1ThdXS1s\nGyZZ4KnldDpR/IW8lETKgBSsWAFIhmcNUiIikpo6FcgSxCtsQnNhf2eNExc/v6h4/CsMBqTodMI2\nlpQgCr2UlBTcfffdbsdWrVoFu4pMKDqdDs8995zbsccffxwORwTnZSaiy0SZGG7+RN6/xe0tFI+9\ndy+we7e4bdYsICFB8VBEFMPMR80NdwpxJoaGykmENYghkEtHaezFlVd6lxtyQoM1aCnsX7yqGLZK\n5SUlErRa9E8RZxViEANR08AgBiIiIoWEKTwvGdpAJobqfEl0wiU9/9ET//qXuK1tW2Dy5AZvj4iI\nmqikJOCuu7yPr0Jr6Tnn3j2neHydRiP9nNvGh0dEjeLqq692e200GnHggDzLl8gtt9yCYfXqzxw5\ncgT//ve/g3J/RBQ6xVYrTlRVeR3vv09+jqGbQfH4vn4N/PKXiochohjntCuIOlCTiKGB0hB+nROl\nwQAabXTeuEYD/OpX3sfXQRxI5zA5UPp1qaprDJHMQxnEQNQ06MN9A0RERNFiu2S3aafERLSIj/d5\n7rl35ItFzW5ohn2HddizR9x+992AZAMsERERAOCee4BXX3U/5oQGH6IdbsUZr/5l68pgPmZWvMgx\nPC0N68u8a5jKPhsp8jlsDlSf8R1kGWkS2iVAq2+aezGuvPJKr2P79u1D//79VY3z4osvYvz48Zdf\nz507FzNmzEBioqR+MRGFnWih5opDQNsCcf8OszsoHruqCli2TNw2fjzQpYvioYgoGqlZO1eQvCnk\n5SQaugd/xgyWQOIQovjr7bRpwEMPuT5Pau1BJiqhQwq8s4aVrCpB9k3ZiseXBTHsq6xEjcOBeG0U\n/+URUYMYxEBERKTQdkmU7/AGsjDYjDbkzcmTtvdZ2Qe/e0h+vkf2YCIiIi85OcCwYcD27e7H1yNb\nGMQAAAWvFaDbq90UjT9M8ll3oqoKpVYrMuPiVN0vhV/1mWps67wt3LehyvCTw5HUKSnctxEWmZmZ\nyM7ORlFR0eVjp0+fVj3O2LFjcc0112D16tUAgIKCAixYsACzZ88O2r0SUXDtEAQMjl8v79/yTnEa\nb5HPPgNKJZti77lH8TBE1AQoClBQU6XKj4ADU64p6GNGAo0mOjMxAEBGBnDLLcDy5XXHbNBiK5ph\nEi549S9ZVQKn06n4zywLYqhxOpFrMmFgA89kiSi6MUyJiIhIAafTKU1VNiwtzee5u0dKCowCaHV3\nK1Q7tG5f9uubMIG7X4iISBnRYsMhpOEsxDusC5cUwm723h0jInt4BAB7KisVjUFEgcnMzHR7XT+g\nQY0XXngB2nq71l588UWUylYxiSjsRGUNB0mmmIY+BiT3TlY8tqykYXq6a1GKiOiyCMjEcPpl3wGc\n/pSoCJommokBAGbN8j62Gc2FfavPVDccjFJPb4MBiZJsCywpQRT7ovzXIxERUePIq6pCqc0mbPO1\nsGOrtKE6X56qucPjHfDJJ4DRKG4XTQSIiIhEbr8dSPLapK7BR2gn7G832pH/Yr6isdslJKC5JNvC\nLj48ImoUnkEMFovFr3H69euHO+644/Jro9GI+fPnB3RvRBQ6nkEMrQqBbsfFfdNHpSseNy8PWLtW\n3HbHHaLvFETUpClZSVKRicGfgAPzIXPQrh9JNNrozcQAAGPHem/A2olMQTEJl5LVJYrH1mu1GJCS\nImxjEANR7GMQAxERkQK7fewyHSj5Mg0ARSuLYK8Uf23PnJQJQzcD/v1v8bkZGcBNN6m6TSIiasLS\n04EpU7yPr0JrVEgqCRa8UaDoAaJGo8FgyecdgxiIGofD4f5kPpDUw8888wzi4+Mvv37ttddw5oy4\n9AwRhU9BdTUKa2rcjuUckPfv8EgHxWMvWSJvYykJIvKiIOYg1JkYwjKmQgGVhIjuGAZotd6lcE2I\nQy7EgXWVu9Vl8pNtHmMQA1HsYxADERGRArIFmh5JSUjVixeGAKDwn4XStjb3t8Hp08B6ST3T6dO5\n+4WIiNQRZfCphg6r0UrY31pkxfll5xWNPVjy8MhXoB8RBU9ZWZnb66QAvih27NgR99133+XXVVVV\nePLJJ/0ej4hCQ1RKoqskC4OhtwFJXZX9XnA6gXffFbf16wcMHqz0Doko4gVrgVzJOGoyIfgTcNDA\nalZYy0kEIgZW6WbOdAUz1LdfEsRgPtpARg0PsiCG/SYTquzKyiMSUXSKgV+PREREobdbEsQgW9AB\ngOqz1SjfWi5s06XqkH1TNt57z/UASYS7X4iISK0xY4Bu3byPr0FL6TmHf3EYVflVDY4t+8z70WKB\nUVJyiYiCp7S01O11dnZ2QOM98cQTSEtLu/x66dKlyM3NDWhMIgou0S5TWSaGlAHyDIGetmxxlZMQ\nmTULCGRDMRFFERXvdae14QCBUGdiaLDsAstJhE27dsDkye7HTsMg7Gs5alEVcCILYrA6ndhvMike\nh4iij3zrKBEREQFwRXLLdpkO8lFK4uj9R6Vtg7YNAgAsWyZuz8kBBg5Ufo9ERESAa9Fh5kzgiSfc\njx9HKn5ECrpD/Hl2/E/H0eeDPj7H9vWZt6eiAuMyM9XeLoVRQrsEDD85PNy3oUpCu4Rw30LYXLx4\nERcvXnQ71rFjx4DGbNasGR5++OHLGRgcDgcee+wxfPHFFwGNS0TBs8cjiCHRAuRIYo3SR4l3vIrI\n5qF6PXDHHYqHIaImpPiLYrS4tYXvTuEOIojSRAzRXk6i1t13A6tW1b0+DXF2IHuFHTUFNUhoq+y7\n/RUGAwxaLcwO7/+D7ayowNB6QblEFFsYxEBERNSAM9XVKLJahW2DJNHATocTxV8UC9visuOQ3CsZ\n+/YB+/eLrzljBne/EBGRf6ZP9w5iAICX0RNvYZfwnKIPi2Art0GfJp8idkxMRJZejxJB1oVdlZUM\nYogyWr0WSZ1YtypabN261etY//79Ax73wQcfxGuvvYZz584BAP773/9i8+bNuOqqqwIem4gCt8cj\nmP7//irvm36VsiCGmhpg5Upx23XXAc2bK707ImpKzi87j15Le/nso2Z3vV+lHxp4TqYqE0QEiYVM\nDADws58BaWlA+aWktGckmRgAwPi9ES2mNBAUc4lOo8Gg1FRsNhq92kQZi4godrCcBBERxZSamhrM\nnTsXc+fORU1NTVDG9FXre6BkV2rJ6hLpOVmTswDId79oNNz9QrEpFO9PIvLWqRMgWn88ilR8k9JG\net6Pc3/0+R7VaDTSkhKysktEFBxff/212+usrCz06eM7e4oSBoMBTz31lNuxRx99NOBxiZqaUHzP\nvVBTgwKPscavF/fVpeuQ3CdZ0birVgEe1WkumzFDzR0SRQfOQxuRmkwMLCdRJ0ZW6ZKSgClT6l6X\nIw7nIc62cPDWg5d/VvIelZWUYBADUWyLkV+PRERELlarFfPmzcO8efNglWRPUEu2MNMlMRGZcXHC\ntv0/laRYAJA9NRt2O7Bihbh93DigfXu1d0kU+ULx/iQiMdkixKuVnaXnnP/ifIPvUVkQwy4+PCIK\nmfLycrz99ttux6677jpogpS265e//CW6d+9++fX333+Pzz//PChjEzUVofie65mFoccRQCdZoEvu\nnQyNTtnvBFkwfVqaaxctUazhPLTxqMqEEIKkCX5ld4gEsZGIAYArK2B9+T6yMZRvd6VsUPIeHSzZ\nRHbQbEa1oMwEEcUGBjEQERE1QLYwIyslUX2u2ud4zX7WDN9+CxQUiNu5+4WIiAJ1662AKM6uEnHI\n695SeI7luKXBcQdJHh4dtVhQISgzQUSB++tf/4qKet9HNRoNfvWrXwVtfJ1Oh+eee87t2OOPPw4H\nHwgThdUej3non5+TdATQ9oG2isYsKwP+8x9x25Qprl20RER+C3EmhgYX+8MZwxBAIEKslJMAgLFj\ngbb1PpI2QV6jaPfw3YrHHSh5BmtzOnHQZFI8DhFFFwYxEBERNUBWTkK2kLN3zF7pWIbeBmg0Gixd\nKm5PTARuuUX1LRIREbnJynLVtRZ5+XxHv8eVZWJwAtjro/wSEfln7dq1ePbZZ92OjRs3DleJasYE\nYMqUKRgyZMjl14cOHcKSJUuClu2BiNSrn4lBaweyi+R9W04XByh6+vhjoFoSc89geiIKlOXHhoOi\na/mVNaGhryXRGn8ZQ6t0Op17idxNyPbZv3xbuaJxeyYlIVEr/oviPJQodunDfQNERETBpNPpMOVS\nATadThfweIXV1SiU1GMTLeQ4ahw+J21XvH0FLBbXwyOR668H0tP9ulWiiBfs9ycR+TZjBiDKCJ9b\nboCjWQK0xe6rGDroMCl7EjLGZkjfo50TE5Gp16NUkHVhV0UFRmdkBOXeiQh477338Ktf/crtIX9y\ncjJef/31kFzvxRdfxMSJEy+/njt3Ltq2Vba7m6ipC8X33PpBDJ3ygKQqcb+2v1X+PpWVkmjXzrV7\nligWcR4qF+xgxQsfXFDeOQSZGKK1nESsBY3OmAH85S+un8sQjyLEIxviZ6sX3r+Ads+3a/A9qtdq\n0Tc5GTsE2XL3VFbi7uDcOhFFGAYxEBFRTElMTMSHH34YtPFkWRgAYKAgE0PRhz62xwBIG5qGTz4B\nZMPeeaeq2yOKKsF+fxKRbz/7mau+dblgc8u21m0wovik27F4xOOJsicwasko6BPFU0WNRoNBKSlY\nV1bm1baPaTyJguL777/HK6+8go89ol71ej2WLFmCnj17huS648ePx+TJk7FmzRoAwNmzZ3H27NmQ\nXIso1gT7e26FzYYfLXXB8T/9n7xvxyeVZVgqKAA2bBC33XEHINngShT1OA9tPMaNRuWd/UnE0NBi\nf3TGMMRUJgYA6NcP6NsX2L/f9XoGhmMNNgn7XvzsIrq+0lXRe3RASoowiIGZGIhiF4MYiIiIfPCs\nQ1qrfUICsuPjvY4fmnFIOtbA7wYCAD74QNzerBkwebL6eyQiIhJJTHTVt/73v73bVvyYhRE46XXc\naXWi7NsyNP+ZvHZpf1kQAx8eEUkVFhYiLy/P7ZjNZoPRaERZWRlOnTqFbdu2YfPmzTh0yPv7ZEpK\nCt5++23cfPPNIb3PF154AV999VXU7mQkihWen6k3fyrul9w/GfEtvOelIh9/DMje2iwlQRTDInWT\nfwgyMURtOYlI/TcKwPTpwOzZrp9roMM3yMYEeG/8qsqrgnGzERmjG87oN0BW1reyEg6nE9oYy2hB\nRAxiICIi8ukHya5SURYGS57v2n/pI9NhNgP//a+4/eabgbg41bdIREQkdccd4iCG3OoUONLioC23\nerWdW3KuwSAGkVyTCVaHA3HcyknkZdq0aX6dp9FoMGnSJCxatAjdu3f363w1+vfvj2nTpmHFihUB\nj0VE/qufEbDlOXm/7Jt91xqvTxZM37u3a8csEVFj8itgMlbLSWhj7zvWtGl1QQwAsBA9hEEMAHBo\n+iGMyB/R4JiyIIYKux15VVXokpTk170SUeTi0yUiIiIfZLtKRQs4Ba8XSMdJuzINALBqFSDLtj11\nqvr7IyIi8mXsWCBbsL7hhAbHMjKF51z85CKcdvkDQFkQQ43TiSNms1/3SUTuUlNTcccdd2DTpk1Y\ns2aNXwEMgH8P85999lnECzKORevCAFE02lNvHtpGPs1E6uBUReMVFADffSdu4zyUiMLCj68VqYMa\n+J0XzkwMgcQhxOAqXYcOwPDhda/LEYedEM8/qwuqFY3ZNzlZ+tfMkhJEsSkGfz0SEREFh8lud6tD\nWp9oAef0X05Lx+r3VT8A8t0vzZsD48apvkUiIiKf9HpXph+R1efkKTvLvvUuF1Grl8GAOMmObD48\nInLRaDQN/hcfH4+0tDR06tQJV155JaZPn4758+dj/fr1KCoqwrJlyzBy5MiAr61Wp06d8Jvf/Mav\nsQK9NhG51C9rmFUi75c5Wbwg5MlXKYlbb1VzZ0REQeJHEENSD9877Z2O6Ay4jNXvTJ6fL1uRJe5o\nB6pOVTU4Xqpej26SbAt7OA8likksJ0FERCSRazJJ51T9kpPdXledln/ZNvQxQJ+qb7CUhJ6fykRE\nFAK33gq89Zb38W018iCG4i+LkTlRvDASr9Wil8EgLLm0z2QCy2oTASdPngzbtdevXx/wGAsWLMCC\nBQtUn7dkyRIsWbIk4OsTNWU1DgcO1stsZJAkOdIma6HVK9ufJgum79PHVU6CiJqoaFs7byhGITpj\nGGJ2q/GUKcCf/lT3egeyABwX9i35ugRt7m3T4JgDUlKEG84YTE8Um2L01yMREVHgZKUkkrVadPWI\n/D3/7nnpONk3ufJ4f/klIMuyzRSeREQUKmPHujL+eCqAQXrOuXfOwWa0SdtlJSVkn51ERESkzGGz\nGdZ6aRO0kvToiR0SFY3nq5QEszAQUTDp0nTKO/sTcBCjQQwabbRFkyjTsaN7SYl8JEv7XvzsoqIx\nB0rmoQxiIIpNDGIgIiKSEO0wBYC+KSnQeqR6K/q0SDpOx6c6AvBdSmLsWP/ukYiIqCG+Skq8Htdd\neNxWbEPhvwulYzKIgYiIKDR+8Pgs1cgW5RQ+1WUpCSJqLAntExT3dcp+MQVwTpvfNLyTPyLFZgwD\nAO/PmffRXtiv5H8lcNRIovbqGSCZh56prsbFmhrV90dEkY1BDERERBKyhRjPUhKOagdM+8QBDymD\nUqCN08JkkpeSuOUWlpIgIqLQki1SrLa2gDNBPC08/pA41ScA9E8W76K5YLXiXHW16vsjIiIil/0e\nwfSyTAxKd+6ylAQRNRo1cQn+ZE1oYI279b2t/Rg0AsTwKt2UKe6vd0JcshAACt4oaHA8WRAD4Cpt\nSESxJYZ/PRIREfnP6XR67YCp5bn7tGJ3BZw28ezriiVXAABWrQIEJdsAsJQEERGF3rhx4pISFYjD\nni7tpOdZy6zC47JMDAAfHhEREQXCMyNgIJkYWEqCiBpVqIMYfJzTfVF3GHrIy+VFslgtJwF4l5TY\nj3TUSFJPnH39bIPjtYqPR4u4OGEbS0oQxR4GMRAREQnkV1fDaLcL2zwzMZSuKxX20xq0MPR2TaA+\n+0x8nexsYMwY/++TiIhICb0euOkmcdt7J5tJzyv7pkx4PDs+Hq3j44VtLClBRETkv/31Pkc1DqDn\nEXE/JYten3/OUhJEFBz6DAUpREMcxCArJ5HYJRFtH2irfsBgCiQOIXZjGAC4f97UQId9yBD2sxy1\noHx7uc+xNBqNNKB+P+ehRDGHQQxEREQCvhZg+nl8WS7+T7GwX8aYDGj1WlitwP/+Jx7rxhtZSoKI\niBqHbLFid1Wq9JzSr8WBeoA8lSd3wBAREfmnxGrF2Us1vdOMwOv3A1evlXRW8FT388/Fx3v3ZikJ\nIlInvq04gLk+WZBBoH0vk5STSOyQqH6sCKLRxHYUg2dJic/RRtr31LOnGhyvr6S04QFmBCSKOQxi\nICKimGI2m9GnTx/06dMHZrPZ73FkQQydExORVi/qwFZuQ8X2CmHfjImuyOJNm4Ay8UZW3Hij37dI\nFHWC9f4kIv+MHw9kCkqQOqBFcXYqqlCFmZf+V4UqAEDpWnkQg2wHDDMxEBFRUxOs77n76y3APPAa\ncIUkCwPQcCaG8nLgm2/EbbLsTESxqKnPQ30ukKtZO/en/EOwx5OdE9sxAFGvY0dg0KC6198hG0dR\nN5esPw89+5+z0oy3tWRBDLlmM+z+BMcQUcRiEAMREcUUp9OJgwcP4uDBg/5FdV/iWYe0lmcpCfMR\n+QS4+c9dxcdlpSRSUoAJE/y7P6JoFKz3JxH5R68HfvpTcduKmnZwwolTl/7nvPSE0HLMgqpTVcJz\n+kseHh0xm1ElKclEREQUi4I2D60NBHQCV25toHMDT3VXrwasVnHbDTeovjWiqMV5aJAo+asLUzkJ\nrnJFPs/PnffQ4fLPnvPQs6+d9TlWjmQeWuVw4ITFEvC9ElHk4K93IiIiAdkuUs9dp+bD4iAGbZIW\nSd2T4HTKU3hecw2QGN0Z74iIKMrIFi3WGwUpGi4xfmcUHpdlYrADOMKHR0RERKrVZmKIswJp4oR/\nlzWUiUEWTN+mDTB4sD93R0RNmdOhIOogxEEMsnNivRxDLPDMRLsZzVEA8UPR0rWlcNRIaocA6J2c\nLE2+sZ8lJYhiCoMYiIiIPJjtdhyTLL54LticmH1C2M/Q0wCNVoO9e4H8fPF1uPuFiIga2+TJQLyg\nnG0p4mFqZhCeU7lPHNjXLSkJ8ZIHhqxHSkREpF5tJoabPlXQ2cdTXasV+PJLcdv11wNaPhEmIrWC\nnInBr6wYsnVtxjBEvL59gU6d6l7boMUSdBb2tVfYpYH0AGDQ6dA1KUnYxnkoUWzRN9yFiIgoeiQk\nJOCDDz64/LM/DpnN0nlX/bprDpsDNQU1wn5JPV1fpmVZGHQ6eUpvolgVjPcnEQUmNdVVymj1au+2\nH61ZmIM5AIB41EU6VOwSbwWN02rR02AQ7nbJ5cMjIiJqQoLxPdfhdOKAyQStHbjvzYb7+8rEsGED\nYJSs/zCYnpoazkODREkiBjWBCSwn0aRoNK7Pn4UL646tRzb+iKNIRLzXPLR0XSkyx8uzBfZNThZu\nQGMmBqLYwiAGIiKKKXq9HrfeemtAY8gWXhK1WnSpF+lrPiQuJQEAacPTAMhTeI4dC2TKv4sTxaRg\nvD+JKHA33CAOYthTnoH7Mc7ruHGjEY4aB7Tx3k8Hc5KThQ+KuAOGiIiakmB8zz1ZVQWTw4FBe5X1\n1+jkQQyyYPrUVGD8eD9ujiiKcR4aHJYfLag+W42EtkEKBImxchKRcA+RzjOIwQ4tdiETY3AR4zzm\noZW7xNkAa/VNTsanFy96Hd8vKQ9MRNGJMWpEREQeZEEMvQwG6OpNSixH5fW+m/20GfLygH37xO2e\nteCIiIgay/XXi48fQLrwuNPqhHGTeDtnTr0MRfUxEwMREZE6tQsv05crPEHyVNfplAcxXHstwI3o\nRHSZynX379t9D1u5Td7Bn8AENWTjM34gKowe7b2h6xDShH1LVpfAbrZLx5LNQ3+0WFBll59HRNGF\nQQxEREQeZLtH+3h8QfZZn62HAV98Ib+GbAGJiIgo1Nq0AYYO9T5+BCmo0umE5xT/r1h43POzsdaJ\nqiqY+PCIiIhIsR9MJsRXA4P2KOsvKyexdy9w+rT4HJaSIKJAlX5dKm9UE8TgTzkJhywVg/qxqPHp\n9d6ldWVBDABw+K7D0ra+knmoA64ywUQUGxjEQERE5EG2e7SPweD2+syrZ4T9mt/UHADwv/+Jxx84\nEOjY0f/7IyIiCpRoEcMBLfbaxdkYSr8RP6yU7YABgIPMxkBERKTYAZMJo75TcYLkqa4smF6vB667\nTvVtERG5yZ2SK29UEZjgdPoTxSA+LAvqosjjOQ/djzSUS6reF31UBLtJHBjfLSkJCZISHixtSBQ7\nGMRARERUT6XNhlPV1cK2+gs15TvKpWOkDEiByQR8+624nVkYiIgo3GQ7MXcjU3jctM8E02Hvh0Gd\nExORpBVPK1lSgoiISLmDJhOG7FTeX7Zot2qVuP/YsUBGhh83RkSkkKrABH+StrGcRNSbPBmIj697\n7YAWG5At7V/8X3FGQL1Wi16SgPr9nIcSxQwGMRAREdVz0EfKsfopsy+8d0HaL2VgCtavB2pqxO3c\n/UJEROHWpw/QpYv38Y1oLj2naGWR1zGtRoPeHpmKanEHDBERkTJWhwNHLRZ0O6biJMGiXVERsH27\nuPvPfubXrRFRtIvQBX6nXX0mBpaTiH6pqcCECe7HPkE7af+Ln1+UtslKSnAeShQ7GMRARERUj2zX\nqEGrRcfExMuvL3wgD2LIuiYLX34pbsvOBoYMCegWiYiIAqbRANde6338PJJwWC+uSyp7gCQrKZHL\nWqRERESKHLdY4LA60SlP+TmiBcCvvgJkG6EZTE9EIaemnIQ1eOUkIiKIIRLuIUp4zkPzkAyr5C+w\ndG2pNMOHbB7KTAxEsYNBDERERPXIghh6JydDe6nWmtPpRM1ZSZoFABq9VprC85prAEnWbSIiokYl\nCmIAgK9tLYTHK/dUoupMldfxPtwBQ0REFJCDZjPaFADxVuXnOG3eizqyeWiXLkD37n7eHBGRUiri\nEqpOe88r/B1fVl6HIpNoHvoUcoR9rUVWVOeLy/7KMjGcqa5GmVXFByoRRSwuoxAREdUj2zXap16q\n7JLVJdLze73XC4cPA3l54nbZghEREVFjGz8eSEjwPv6dj5ISopqksh0wZ6qrYbTZ/L4/IiKipuKg\nyYT2p9Wd4xnE4HAAa9aI+157rSsLExFRfRo/fjHo0nXyRhVBDOf+dU71tSM6EwMp1r070LWr+7H9\nEGcDBIDybeXC47JgegA4zKyARDGBQQxERET1yHaN1v9ifPzh49LzM8ZmSHe/aLXAT34S0O0REREF\njcEAjB3rffw8ElFoED8QEgUx+Hp4JMtwRERERHUOms1oe1bdOZ5BDDt3AhclpcNZSoKIgiWlb4q0\nTZb2X8R6Uf1OeadDlopB9VAUZp6bvEyIQz6ShH3Lt4uDGNonJCBZku72EIMYiGKCPtw3QEREFCmM\nNhvOVItTlNXfZWrOlX8RTmidgC+/FLcNHw40axbQLRIREQXVtde66md7+sbcDNPhHYBQtq4MdrMd\nOkPdDqz2CQlI1elQYbd79c81mTAyPT2o99yUXJStRhERgb8jYslBkwkP/k/lSR5rebJg+oQEYNw4\nf+6KiMibmkCF4F9cfNifjBIUXtdeCyxa5H7sMNLQARavvhXbK4RjaDQa9EpOxs4K73YGMRDFBgYx\nEBFRTHE4HDh06BAAoFevXtBKInJFDvrYLVq7y7T6nDjIAQDi28ajshLYuFHczt0v1NQF8v4kotC4\n9lrgwQdrXzkAuN6j36ENpiPfq7+jyoGyb8vQ7Lq6qDyNRoOc5GR8X+69Q0aW4YiU6d27d7hvgYiI\nFAjke67d6cTFPBM6en/s+uaxmCcLpu8SpGwAACAASURBVB83zpV9iaip4jw0yLzjluuEOr5BNj7/\nSaPOuHGuIDvXXjLXPHQbzmESNNB6/INW7KqAw+aAVu/9D93LYGAQA1EM4693IiKKKRaLBTk5OcjJ\nyYHF4h2964ss5XWqTof2l4qGy6J/AaD38t5Ytw6wSjLiMYiBmrpA3p9EFBo9egCdOtW+sgDIAZCD\nw4iDJSFOeI5xk9HrmKykBB8eERFRUxDI99wTFgsmf6H+mvV3QxcVATt2iPt5puwmamo4Dw0uaUkH\nIORBDCwnETsMhvpZglzz0G8wCdXw3jzmMDtgPiieV/aSROn52qhGRNGDQQxERESX5EoWWnobDJdT\n01XslgcxpI9Ol6bwbNkSGDAg4FskIiIKKo1GvLjhhAZ7kCE8x7jZO4hB9vDoMIMYFMvMzEQ6S28Q\nUQDS09ORmZkZ7tsglQ6azRi7wY8T663lffUVIMvwzmB6Igompz18QQwRXU4iAm4h2og+n6ySv8jy\nbd5Z/wD5PPRkVRUsgnKHRBRdGMRARER0iWyhpf7u0rN/OyvskzIgBRqtBmvWiMe+9lqAGQuJiCgS\nyXZo7qgWL6iXby+Hvcr9gZDs4dHp6mpU2mwB3V9TodfrsWjRIgYyEJFf0tPTsWjRIuj1rBwbbQ5W\nVqLDaT9OdNT9KAum79oV6N7dr9sioqbAn4V3h7zJKYumChbZ8AwgiEqieegJpAj7lm+VBDFIMgI6\nARxl5hWiqMeZDRER0SWyIIbahRlrsRW2UvFCTItpLXDiBJCXJx77mmuCcYdERETBN2ECEB8P1NS4\nH98P8WK6s8aJih0VyBhdl6nhCh/Fto9YLBicmhqUe411M2bMwO23347S0tJw3wpFGJPJhM6dOwMA\nTp48iWTJA1tqujIzMxnAEKXyTlZihD8nXlq0czqBtWvFXVhKgoiCzWcmhlBfWxYkwSCGqNS9uyvY\n7vjxumNHkIoB8J4LlXxZAqfdCY3O/R+7a2Ii4jQaWAX/3zhkMqF/ijgogoiiA2c3TcTBgwfxww8/\n4OzZszCbzUhKSkLLli3RvXt39OvXDwYfDx0bUlNTgy1btiA/Px+FhYVISUlB27ZtMXDgQHTs2DGI\nfwrXw5q9e/eioKAAlZWVaN26NTp16oSRI0dysk5EAIDk5GS/Ir/NdjtOVVUJ22oXZo49eEx6ftqI\nNHwgeXCk0QATJ6q+JaKY4+/7k4hCKzkZGDMGWLs2GfW3N52EE1U6HRIFaTiNm41uQQwdEhORqNWi\nyuG9Neuw2cwgBhX0ej2ys7PDfRsUYbKzs/kZShTBAvmeW3Gg0q/zamvD5+YC58+L+zCYnojz0GAv\n8Ie1nIQMgxii1jXXAK+9VjcPPYQLgCCIoeZcDYxb3OegAKDXatEjKUlYIvgQSxsSRT2u+saw4uJi\nLFiwAEuWLEFBQYG0n06nw8CBA3HLLbfg0UcfVTx+UVER5syZg5UrV0p3Co0cORIPPfQQbr75ZtX3\nX99HH32EV155BVu3bhW2Z2Vl4bbbbsPTTz+NZs2aBXQtImqafrRYpHOt2iAGWRYGAEgdkoq1fxe3\nDRwING8e4A0SERGF0NVXe+/idECD/Y50DEWJV3/jJiPwWN1rnUaDHklJ+MFk8uory3RERETU1Dmc\nTmgOV/t1buUuV/CDLAuDXg+MHevvnRERSXjHN9cJdRBDE45FiVWTJgGvvVb3ejuyUA0tEgR1S/aO\n2YtxznFex3slJwuDGA5yHkoU9VidO0YtXboUXbt2xXPPPeczgAEA7HY7du7ciQULFigef9WqVcjJ\nycGbb77pM9Xpli1bMGXKFNx5550w+/GhUVlZiWnTpmHq1KnSAAYAKCkpwRtvvIGcnBx89dVXqq9D\nRCRbYInXaNApMRF2kx2l6+W/7zQJOqxbJ26bNCkYd0hERBQ6ss+qfU5xSYny7eVeO9p6SbK7HRIE\nNhARERFwqqoKbU8Gtionm4deeSXALNpEFGy1WWDEjcrHSR0SvExtGg1TMUSrceMAbb1VSgv02I4s\naX/TQe+5JeehRLGLmRhi0MMPP4y//vWvbsc0Gg26d++Ozp07o3nz5jCbzTh79ixyc3NhuvTLXOmH\n/bfffosbb7wRVqv18jGtVotBgwahS5cuKC0txZ49e3Dx4sXL7cuXL0d5eTk+++wzxdex2+2YOnUq\nVq9e7Xa8RYsWGDhwINLT03Hs2DHs2bPn8gPU8+fP44YbbsDatWsxatQoRdchIgLkQQzdk5Kg12px\n7qNzcJi8o4ABoPOznbF3L1DivVEVAIMYiIgo8g0YAGRleX+W5SJN2N9WbEN1fjUSOyZePnaF5OER\nMzEQERGJHTKb0SnP//OtVuDbb8VtLGlIRCEhfjQGAKrKdmgS/Ag8YCaGmJORAQwZAmzfXndsI7Ix\nGheF/S+8dwGdn+nsdkwWxHDUYoHN4YBey73cRNGK794YM2/ePLcAhri4OPzhD3/AsWPHcPjwYaxa\ntQpLly7Fxx9/jK1bt8JoNGLDhg344x//qKgMw5kzZ3DzzTe7BTBcddVVyM3Nxfbt2/H+++9jzZo1\nOHPmDBYuXIi4uLjL/f7zn//giSeeUPxnmT17tlsAQ3x8PBYtWoQzZ85g1apVeP/997Fz504cOHAA\nI0aMuNyvuroaN954I86dO6f4WkREsgWW2gWZ0m/kWRja/r6tNIVnQgJw1VUB3x4REVFIabXA+PHe\nx3+EfIdUxc4Kt9eyIIYfLz08IiIiIndHTSZ0POX/+du3A5WV4jYG0xNRKDjtQYokCOb0IBISMUTC\nPUQpz8+rTZDX5C3bWOZ1TBbEYHU6caKqKqB7I6LwYhBDDNmyZQuefvrpy6+zsrKwefNmvPrqq+jc\nubPwHK1Wi9GjR+OVV17B3r17G7zGnDlzUFZW90ExatQorF27Fj179nTrFx8fj9/97nf44IMP3I6/\n8soryM/Pb/A6J06cwMKFCy+/1mg0+PDDD3H//fdDr3dPINKrVy+sW7fOLZChuLgY8+bNa/A6RES1\njkiCGHpe+iJcvqVc2N7mgTbQp+qlQQwjRwJJSUG5RSIiopD6f/buPDquu87z/qcWqaq0ere8yJJs\nS5Z3OwuJY0LSrA3dTNImC8v0kAw8PTQDDz2h+8k0PWcSd/cAc4ZhDoduoNMDJP10B4jTCZB5khAS\nHLInOHG8yLstWZb3XVup9uePsqRafr9ylVSSanm/OD7RXetepKure+/nfr+mhx0DcuuYzCeyy69e\nThq2hRiCsZi6uHkEAECaY0f6VT3GgkV1N9ZZW0lUV0vvec/YtwtAmRhLMYQ8tZPIuB6UldTr0IBc\n2i9zP6TeN3sV8UeSxi2rqrL+KO+lKiBQ1AgxlIihoSF97nOfGynZ5Ha79fTTT+v666/Peh0ulyvj\n9IMHD+qRRx4ZGfZ4PHr44YdVWVlpXea2227TZz/72ZHhQCCQVbhg8+bNCofDI8P33HOPPv7xj1vn\n93q9advywx/+UJ2dnVf9LACIxmLWEEN7VZWCZ4PyH/Ibp0+7dZqGhqSXXzavm7dfAADFwlZ2+oCl\nGsOFZ5J7T7Rx8wgAgJz07bb3665Zb36AM6xqeZU1TH/LLVKG23UAMHaRDNNyySWMpRIDuYeStGGD\n5PUmj/uWlhnnjQVi6n0z+UUzn8ulltQVXLFnwH6eBVD4CDGUiIcfflj79+8fGf6P//E/6j15jlw/\n+uijiiaUgd20aZOWLFly1eXuv//+pOEtW7YoEAhY5/f7/Xr88cdHhh0OR9o6TFpbW3X77bePDIfD\nYT366KNXXQ4AegIBDVrKXLdXVan3DXMVBkmq31Cv116TbC+YEmIAABSLpUulRYvSx2/TdOP8g/sG\nNdQzegKscrnUZLl5ZGvbBABAOYvtM19IBhtcavzzxozLhkLSG2+Yp9mCiQAwXhnbSeQSMshnIIFW\nDkXN65Vuvjl53BHVqE9u4/yDHenXlraWEoTpgeJGiKFE/MM//MPI106nU3/+53+e98948sknk4bv\nvfferJZrb2/XDTfcMDLc39+v5557zjr/r371K/n9o288b9iwQW1tbVl9Vuo2PfHEE1ktB6C8ZXqw\nsqyqSv3vmpuMeho98izwWN9+qa+Xrr02H1sIAMDEczjMDz3e0gzrMhd/fTFp2NZSghADAADJ+sJh\nzThsfqXZvdyn6R+cLmeV/dbt6dPxIIMJYXoAEyVTiGG4SnRW6xlDO4lc1o/iknodGpVDR1RtnHdw\nf/q1pe069KDfXFkXQHEgxFAC3n77be3YsWNk+Oabb9aCBQvy+hknT57Uzp07R4YrKiq0cePGrJe/\n9dZbk4afeeYZ67zPPvtsxmUz2bhxY1JbjO3bt+vMmTNZLw+gPNkerMyvrFSd262u/9plnF5zTby8\np60P6fvfL12lUw8AAAXFFGK4II86Zb4pdPH55BCD7Q0YQgwAACQ74Perucs8bdqqGlXOqdTqX662\nLn/ihHn8nDnSqlXj3z4AMBpLG4iJXI9EJYYSYArfdVuuQQf3pV9btlmuQw9wHQoUNUIMJWDr1q1J\nw7mEC7K1e/fupOE1a9bI5/NlvfxNN92UcX2Jdu3alTS8YcOGrD+npqZGa9asyfqzAECyP1hpr6pS\nZMje7K9mdY0uX5a2bTNP5+0XAECxsZWf3mapxtD3Vl/SsO0NmL2Dg7w5BQBAgv0DA9YQw9w1dZKk\n6R8wt3SSpJOWEMP73y85ueMLYFieH/Dnq51EqV0bOBwkKcZj3Tppesop71gOIYZlluvQC+GwztvK\nFgEoePxJWwLefPPNpOG1a9eOfP3qq6/qC1/4glatWqVp06apqqpKTU1N+sAHPqBvfOMbOnLkSFaf\nsXfv3qThpUuX5rSNixcvThret29fVp/lcDhy/qwlS5ZY1wcAJplCDOd/ed66XPWaar3yihS1pMfp\nQwoAKDYNDdLKlenjd6neOL//kF+hC6M3hWwhhovhsM5y8wgAgBFdh/rkGzJPq1llLqGd6KmLM43j\nCdMDyNoYnrtnbAORSy5hLJUYSiv3gAQuVzyEl8hWiSFwLJB0DSpJbRleuKUaA1C8CDGUgG0prwA3\nNjbqzJkz2rRpk26++WY99NBD2rNnj3p7ezU0NKRjx45p69at+qu/+iu1t7frC1/4ggYGBjJ+xqFD\nh5KGFy1alNM2ps5//vx5Xb58OW2+Cxcu6NKlS+P6rMbGxqTh1G0HUNqCwaAefPBBPfjggwoGg1kt\nkynEsOfuPdblaq+v1Usvmac1NEhtbVl9PFA2xnJ8Apg8w8doTc2DkpKP0QOqtS7X+2bvyNe2EINE\nSwlgPDiHAoVtLMfopd391mnVK0ZDDPP+w7y06bEql96UOcSQ+hAIKHecQ/PMXrA0t0oMmcIQOaIK\nQnEbPkb9/geVeB3aZQkxSOltDRsqK1Vj6el7wO/Px2YCmAKEGErAyZMnR752OBzq7+/XjTfeqJ//\n/OdJ85lO5uFwWA899JA2btyYtJ5UqcGCOXPm5LSNtbW18ng8SeNMIYbUz6mqqsqpbYVp20yfA6B0\nhUIhbd68WZs3b1Yoizc+e8NhnbRcxC67yu8fX7NPv/2tedott0hcQwHJcj0+AUyu4WP0zTc3S0o+\nRk/Lo3OqNC7Xv330IczsigpNc7uN8x3k5hEwZpxDgcI2lmM0std8XvTPc8ldN3ouXfzNxaq9YTRM\n6Kxy6vWPrVLYcFu3sVFqbs5t24FSxzk0vzKFD3JpERHpy5SGsH1A7oug8A0fo08/nXwdelpenZLH\nuMzF3ySHGBwOh7UaA5UYgOJFiKHIDQ0NJSVIY7GYPv/5z6urq0uSVFdXp/vvv1+/+c1vtG/fPr3z\nzjv60Y9+pI0bNyatZ+fOndq0aZP1D7n+/uR0eK7BgtRlYrGY+vr60ubJ9+dIMn4OAAzbn+EP2SWn\nzQleSWr5by3q75fefts8/X3vG++WAQBQSBzWagy9b41WYnA4HGq1/A1/kJtHAABIit8X8x2wvBHe\n7k0arJhWoWteu0bXvn2tVv9/q3XTqZv0ROd046KE6QFMuLG0gTAIdAfysyJpTG0xUJhmJhUZcmib\nZhjn6387vZpRm6UqIJUYgOJFiKHIpVYukKTu7m5J0tq1a7Vv3z594xvf0K233qrW1latW7dO99xz\nj15++WV961vfSlruzTff1De/+U3j56SGC7xer3G+TFLDBanrnMzPAYBhtrdCfU6nqt+1X1A1fLZB\nr78uhcPm6bfcko+tAwBgaqxYkT7ugGqM8/a+2pv0RpY1xMDNIwAAJEnHAwEt7DRPq11ZnTbO4XSo\n9ppazfzYTA3G3Nq+3bwsYXoAEy0WyVAOIcdKCeFey021PK0fxSfl3VvtUZ1xvv6d/YoGkhM1VGIA\nSo+5zieKRjRqjj7OnDlTzz77rObOnWtd9r777tPx48f1v/7X/xoZ953vfEf33XefqqvTL5gSjaXP\nVCEvA6B0uFwu3XHHHSNfX43tgcpSn0+9r9jb0XgWePTSD8zTZs6Uli+/+rYC5SbX4xPA5Eo8RmfM\ncGnPnuTpu1VvXC50LqS+d/pUd138BpPtDRhCDMDYcQ4FCluux+j+gUE1HTVPm7fW/MBm2GuvSZbb\ngYQYAAPOofmVzxDDpa2XNOu2WePbIBS9xGP0hhtc+uUvR6fZqgHGgjH1be9T/Y2j16iZrkOjsZic\nPDcCig4hhiJXU2N+G+r+++/PGGAY9jd/8zf60Y9+pMuX4w/qLly4oKefflp33nlnxs/xj+EGZOoy\npm2frM8BULq8Xq+2bNmS9fy20tatPp8uv2wOMcz7/DxJ0m9/a17n+94nOal1BKTJ9fgEMLkSj9Gf\n/Ux66KHk6R2qU0gOVRjuTp5/6vxIiMFWieEQN4+AMeMcChS2XI/RIwd61TpknjZ7TeYQg+06dO5c\nqa0t600Aygbn0DyLxlviGF8kzLUSQ1+OlRhsCuHyohC2oUglHqOplYY6VSW/nPIZ+pjs/fRe3Xjk\nxpFhWyUGfzSq44GAGsdQ9RvA1CLEUORMD+gdDof+3b/7d1ktX1VVpU2bNunHP/7xyLjf/va3Ex5i\ncDgcqq1NT9FNRIjB9Dn5dPbs2XgvQ59PzhyeWobDYbndo4egw+FQlSUtaDM0NKRIJDIyXFFRocrK\nypzWMTAwkDQ8lv0IBEZL7rMf7IdUXPtxyPJ7ZvlQpc7tPpY0ziOPnHKq/n318vulN980f/ZwKwm+\nH6PYj1HsRxz7MSof++FX8u+y4d9X2SqU/SiV70cp7MfNN0tS8n4Myad3NU3X62La/OeePKeWzS2S\nEkIMkYgUHO337Xc4dCIQ0MIcbh7x/RjFfsSxH6PYj1HsRxz7MarQ9+Pcrl61WparWjG6r6b9eOkl\n8368732S6Zki34849mMU+zGq3PdjOIgQDoeTrikdcsirDH+zRyWlFLUYGhrSYHRQsStJBrfcqlBF\nVp8/7Gr7EYtlTkkUyveD6/O4sezHmjVSfb105Z1bRRXUu6rQOsXbqif+XA11DikyFJHLG/9htIXp\n5fdrx7lzmjF9+qTtR6pi/X6kYj9GFdN+pG5rpmmJ+5FpuUkTQ9Grq6uLORyOkX8tLS05Lf/QQw8l\nLf+BD3wgbZ4vf/nLSfPcf//9OX1GX19f0vJOpzN26dKltPnOnz+fNp/f78/ps7761a8mrePP/uzP\nclo+kzNnzsQUz5Tm/d+KFSty3p477rgjaR0PPPBAzutI3Y7du3fntPxjjz3GflzBfowqpv2Y8fLL\nMW3dmvbvX368P20/fqQfxbZqa2ywczD24ouxmGT+9847k78fmRTT9yMT9iOO/RjFfoyy/b7aqq1Z\nLV+o+1Eq349S2Q9pd+yPdGzkZyvpn2NrLNwfjsVisdjFYDB+Pn3ggeTlm5piv7lwYcr3o1S+H+wH\n+8F+jGI/4tiPUYW+Hw985Q3j+fSp+S9l3I+vfe2BWEWF+Tr0u9+d/P3IVqF/P7LFfoxiP+KKYT/O\n//q8+e93bY1deP6CcT+a1GRdZqu2xiJDkavux2f12Yzr2KqtsVP/fCrr/YjFYrGOz3QY17P3c3uN\n+zGZ3499/9e+ke1J3Y/E63PTv1TF8HOVjbHuxx/8QeL5LfPP1blnziUtO+eVV9Lv85bBcZ4N9mNU\nue1H6raO59+ZM2dy3s7xoNh1CVi2bFnS8Lx583JaPnX+8+fPp83T2pqcDz961NK4zyJ1/pkzZ6q+\nPr2n7owZMzT9SiJuWFdX17g+K3XbAWDYhVBIF8Lm0nXzH+s3jvcs9Mjb5LWW8Kyvj6eGAQAoRW9q\nhnlCTOp/N37unFZRoVkV5reuDo6h0hoAAKWmcn/AOD68LPNbgD09Uihknva+9413qwAgO9FQemn/\nSRGbmo/F5MrlfNa3rS9puC3HN9kBFDbHlRQGiti9996rRx55ZGT41ltv1W9+85usl//1r3+tj3zk\nIyPDy5Yt0969e5Pmef755/XhD394ZPiaa67Rtm3bsv6Mp556SrfddtvI8M0336zfWp4Avve979Vr\nr702MvzLX/5Sf/iHf5j1Z1177bXantA86YUXXtDv/d7vZb18JmfPntWcOXOSxnV0dGjWrFm0k7iC\n/WA/pOLZjzd7e3XjO++kLxyTtn7YIX94MGm0Rx41fKpBKx5doQ9+UHrhhfRF/+APpP/zfyZ3P66m\nWL4fV8N+xLEfo9iPUc84nkkaTixXeWvs1qsuXyj7USrfj1LZj4ceGtB/+A+JY3xyyKGn9IqqFUmb\nv/V7rVrwpwskSTe9845ev3gxqZ2EHA59delSfWvp0kndj1L5frAfcezHKPZjFPsRx36MKuT9CEWj\n+nH7S2o7mL5M4Euz9JHvrhoZTt2Pb36zQn/7t+n7MX26dO6cZNo8vh9x7Mco9mNUOezHxRcuascH\ndxiXW/v8Wk3/wHSFw2H9uuLXI+Ov1k7ivb3vlbs2uVP50NCQXqx9UbFw/HFTNu0k2v/fdjX824as\n9kOS9nxmj848eiZtPfM+P0/L/nHZlH4/9v/Jfp38x5OScm8nkXrNXgw/V9kY63688Ya0YcPw0JCk\niJ7WS5LSf65m3T5Lq54cPW9+bt8+/ejUqeQV+v368PTpemL16kndj0TF/P1IxH6MKqb9GGs7ibNn\nz6qlpSVp+pkzZzR79uyctnM83FefBYVuTcorv5cuXcpp+dT5Z86cmTbPqlWrkoZ37dolv98vn63P\nUIpXX3014/oSrV69OinE8Prrr2cdYujv79fOnTtHhh0OR8bPyofZs2dP6kGbyJtDP2Gb6urqcS3v\ndruTwhhjwX6MYj/iJms/Dg4OGscvP+qQwjH5lP47rv7megWDUsKvqSS33DL6Nd+PUezHKPYjjv0Y\nlY/9MP2+ykWh7EepfD9KZT8+9KH0/YhJOqwardHltGkDu0Yvflt9Pr3e2yulXC/kWomB78co9iOO\n/RjFfoxiP+LYj1GFvB9dg34t6jYvM3NVTdJw6n6k3F4bcfPN5gCDxPdjGPsxiv0YxX7Eud3u3K4p\nDYUYvF6vfPIpNo5yCaXy/eD6PG6s+3HttVJVlRS/bRvfj5+pXfcovTp43ztZVGLw+XTE4Rjz/pT7\n9yMR+zGqmPYj07ZmmjZoeXYymWgnUQI+9rGPJQ0fOHAgKX1zNbt3704aXrhwYdo8DQ0NSWGJUCik\nV155JevPePHFF5OGP/rRj1rnTawKYVo2k1deeSVp39evXz9lAQMAhe+Q5UHK+zvsSfFpvzdNb78t\n2Z7BUMITAFAqmpslw6WBOmW+yB3YPRpisJXxpJ0EAKDcHdl3WV5zNwktWjvNulwwKL3+unka16EA\nJpOtuPeEF/0uwZriVStpf5CqokK66abkcftVZ5w30B1Q8Nxo9b82y0u3nX6/gtEpaoMCYMwIMZSA\nZcuWacWKFSPDg4OD1lYNJs8++2zS8M0332yc74/+6I+Shn/84x9ntf59+/bprbfeGhmuqalJak2R\n6iMf+UhShYfXX39d+/fvz+qzHn744aTh1G0GgES2BynrzFX2JEnV7dXWKgzV1dI11+RhwwAAKAAO\nh/mhiDXEsGtg5MZlq+Xm0WG/XxE6GgIAytipnX3WaTNSKjEkevttaWjIPC2xIiAAZM0xxuUK7Vnw\nWPcjn8a4DYv/2+L8bkeJSL0OPSD7+fHUj0bbR9jC9BFJnbaTKICCRYihRNx7771Jw9/+9rezWu7l\nl1/W7373u5Fhl8uVVtlh2Gc+8xm5XK6R4SeeeEKHDh266mf89//+35OG77rrroz9ZXw+n+64446M\n6zA5cOCAnnzyyZHhiooKffrTn77qcgDKlzHEEJMa3wkb51/w5Xifb9vbLzfeGE8LAwBQKkwhhiOW\nEEP4UlhDnfEbQ7YQQzAW0zFuHgEAylh/h7kv8cX5Drlr7GWFbWH6mhpp3bp8bBkAZCcWtYSSJzqr\nXORZaE+TJ2l45sdnasbvz5iirSlsqdehF+TRWZmfKZ34wYmRr5d4vdY8ia0iL4DCRYihRHzpS1/S\nokWLRoaffvppff/738+4zJkzZ9LCD3fddZdaWlqM8y9dulSf/exnR4aDwaDuueceBQKWGniSfvGL\nX+iRRx4ZGfZ6vXrggQcybpckPfjgg6pIeBL48MMP66mnnrLOPzQ0pHvvvVehUGhk3Oc+9znrvgBA\nLBYzhhimXZI8582R8hkfm6FYzH7zaMOGfG4hAABTz1SkzRZikKTLL1+WJC21hBgkWkoAAMqbY585\nzDfQan/hR7KH6W+4QRpnS2UAyI0tTDBVIYNCqMSQhTXPrlH7P7Vr4X9aqOU/Wa6Vj6+U08MjOpPr\nr08/t72gucZ5hzqH5O+MX2N6XS4t9HiM8x3mOhQoOvyGLBEejyet+sKXvvQl/cVf/IV6e3vT5n/+\n+ee1ceNGHTlyZGTcjBkz9PWvfz3j52zevFnTp08fGX7ttdf0wQ9+MK3dQyAQ0He/+13deeedSePv\nu+8+NTY2XnV/Wlpa9JWvfCVp0jj8IwAAIABJREFU3B133KHvfe97SUEFSdq7d68+8IEP6PWEq7lZ\ns2ZlFZYAUL7Oh0K6FE6vuLCwx75M7fpadXdLJ0+ap6f2awMAoNi1t0vTUtpzD6hChy1BhksvXpIk\n1brdarBUXyPEAAAoZ7WHQsbxznavdZlYzB5iIEwPYNLZ2kkUeaWEieaqcanhjxu09NtLNfeTc+Ws\n5PGcTVVVepWhx7TQOv+FZy+MfL0kQ2tDAMWF35IlZNOmTfrbv/3bkeFYLKb/+T//p+bMmaNbb71V\nn/rUp3T77berublZH/7wh3X48OGReT0ej37yk5+oqakp42csWLBATzzxRFI7iFdffVUrVqzQe97z\nHt199936/d//fTU2NuorX/mKwgkPCD/+8Y8nbd/VfPOb39RHP/rRkeFQKKQvfelLamxs1Mc+9jHd\ndddduu6667Ry5cqkAIPX69WTTz6puXPNyTwAkOwlxGwhBledSxVzKqxVGKR4OwkAAEqJ0xl/wzPV\nDk1LH6n4zaPh8rK2lhKEGAAA5SocjmpOl/kpX+0qe6WjY8ekEyfM0wgxAJhssVie0go5riZvn4ui\nkHp+uyiPtSrgxecvjny9xGsOBRJiAIoPIYYS87WvfU3/43/8D3kSSuYEg0G99NJL+tnPfqZf/vKX\n6u7uTlpm3rx52rp1qz70oQ9l9Rm33HKLnnzySc2ePXtkXCwW07Zt27RlyxY999xzOnfuXNIyn/70\np/XTn/40p31xOp167LHHdPfddyeNP3PmjJ599lk9/vjjeuedd5KmNTQ06Oc//7k2btyY02cBKB2D\ng4NauXKlVq5cqcHBQet8tgcoi4+ba9BVtVXJ4XBY335ZvlxKKFQDwCDb4xPA1LAdo6aHIztVb1xH\n8FRQA3vivb7bLCGGAxz/QM44hwKFLdtjtGvfZXmC5mnz1tRZlyNMD4wd59AJYKvEMFWKpJ0EzHK5\nDn3XEqbv39E/8rW1EsOQuZ0TgMJFiKEEffWrX9X27dv1yU9+UtXV5mSaw+HQ/Pnz9Td/8zfav3+/\nbszxiuejH/2odu/erS984QtJ7SVSP2PDhg3613/9V/3zP/+zfBn64tpUV1frJz/5ibZs2ZJxG2fO\nnKkvfvGL2rVrlz784Q/n/DkASkcsFtOePXu0Z8+ejAltW4hh2XHzqdHXFv8dZrt5xNsvwNVle3wi\nd7PvnG0cX7kgc29lIJHtGDWd496WPbk33FKitarKOJ03YIDccQ4FClu2x+jRHZeN46MOaek6+7nV\nFqZvb5dmzMhpU4Gywzk0/4YrryWNG8P/tw53jumDIv/2ORykLUxyuQ7dYQnTD3UOKTIUkWQPMXT6\n/YryOwAoKu6p3gBMjPb2dj366KPy+/169dVXdfz4cZ0+fVoej0ezZ8/WunXrtGLFinF9xuzZs/W9\n731P3/nOd/Tqq6+qu7tbp06dUnV1tRYsWKD169dftT1Ftj7xiU/oE5/4hLq6uvTOO+/o5MmTGhgY\nUENDg5qamrRx40a53fw4A8ieMcQQk1a9HDHO72v1aWBAevdd8/puuimPGwcAOVr4Zwt1dsvZtPHN\n/7V58jcGJeeGGySHI96Pe1i/KtShOq1Ub9r8l168pIVfWmgt49k5NKRoLCYnN/EAAGXmwq4+maKn\nZ+ZJ0+o8hilxthADYXoAV5XpT+6x/jlueg48lmfDeXqeXBDhgALYhFLT1CQ1NEinTo2O61SNeeao\n5D/gV82aGi21hBgCsZiOBwJqtFynAig8PPUtcT6fTx/84Acn9DMqKip06623TuhnDGtublZzc/Ok\nfBaA0nbIEGJY2CM5zRkG1a6v1bZtUsQynZtHAKZS3YY6LfraInV/fbRt2KxNs9Rwb8MUbhVKRX29\ntGKF1NGRPP5dTTOGGC7/9rJi0Zj1DZhgLKYTgYAWcvMIAFBmgnvN1YguLrXfovX7pe3bzdO4DgUw\nJUztJMYQSDBVdMi8QO6fgeLlcMTPc08+OTruuLwKyaEKww/DQMeAatbUWK9DpXhVQEIMQPEgxAAA\nKCkej0ePPfbYyNc2RwwhhuYu+3rrbqrT6z80T5s2LV7GE0Bm2R6fyJ3D4VDL37ZozqfmqPeNXtWs\nrlHtdbVyuHgdBNnLdIxu2JAeYtiuafqMupUqdC6kgT0DWtye4ebR0BAhBiAHnEOBwpbtMVq5P2Ac\nH2qztwDbtk0Kh83TqAgIXB3n0PwztY4YU6uOfIUSuOwtale7Dk0MMUTlVI98atFg2noGdg5In5Lq\n3W7NdLt13nDyPOT361ZLe3QAhYcQAwCgpLjdbt15550Z57kcDuuC4Q/ZhT2WdU53q3J2pV57zTz9\nxhslpzPXLQXKTzbHJ8bO4XCoZlWNalZZyisCV5HpGN2wQfrf/zt5XIfqFZZDbsPdx8uvXNaCVTWa\n4XYbz7lH/H7dMm1aXrYbKAecQ4HCls0xGovENK3TXNqvckWVdTlbK4n6emn58qw3EShbnEMngKkS\nw1SuB0Ut0zFqCusdVo0xxNC/o3/k6yU+n8739aUvOzQ09g0FMOl45AIAKDudhioMkrT4iHn+uhvq\nFIvZbx7x9gsAoNSZylUPyaX9qjXO3/tqvM3EYkspzyPcPAIAlJnBQ4OqCJqnzVhtPp9K9uvQG24g\nTA9gahjbQIylEEOu1RtoJ1F2rr1WqqhIHndY5hc3et/sVSwS/yGxtZQ4bLknDKAw8acuAKDs2B6c\nfOh58/y+pT4dOiSdO2eeTogBAFDqli2Lt09KtUd1xvkvvnBRsVhMSywtI7h5BAAoNz07LhvHR5xS\n0+p64zTC9AAKkilMMJaAQb4qMdBOomR5vdL69cnjDlhCDOELYfW9Ha++QIgBKA2EGAAAZeeI4Q/W\n6Rfs8/tafdYbR06n9J735GnDAAAoUE5nvH1Squ0yt4QIngxqcN+gvRIDN48AAGXm1M5e4/iT86TW\nGdXGaZ2d0unT5vWZqiQBQE7G+vDfFD4YS4gh10IMuVZumEQORxb/ZxK2GJPU891u1StgebR54dn4\nDd5MYfpC/jkCkIwQAwCg7JgqMSw5bJ/f1+bTm2+ap61eLdXaK38CAFAyTA9LdmiazN29pcuvXtZi\ny80j2kkAAMpN3+4B4/jjLQ7NSK2VfYUtTO9wxNtJAMBUMD0EHsuDYWNbirEgHFDSUq9Dg3Jph8wV\njEZCDJYw/eVIRBfC4bxuH4CJQ4gBAFB2TG9/Luyxzz/9A9P1u9+Zp3HjCABQLkwhhkG5dUDmNF/f\nW33WSgxnQyH1cfMIAFBGYvvMAb6+Vrd1mbfeMo9fsUKqNz+/AYCJN0WVGFCeTNehv9MM47y9b/Yq\ndCmkpZbrUImWEkAxIcQAACg7prc/G4/Z5w/HnNqxwzyNVhIAgHJxww3xNz9T7VWdcf6+3/VZ34CR\nqMYAACgf0XBUVUdCxmmxdnPVIknats08njA9gKmUrwoKOa+H0ENZamyU5s1LHveWJcSgqNS3rU8N\nlZWqcpoffxJiAIoHIQYAQFmJxGLqMjw0aTtgnn/e5+dp504pGDRPv+66PG4cAAAFrK5Oam9PH7/f\nUolhYPeA5scq5Lb0hzVVRgIAoBT5D/nlMmcY5FtRZRwfDkvbt5uXuf76PG0YgNI3Ea0WTGGCsQQM\nTBUdxsBhud5AaXA40s973arSBZlbMfVt65PD4bBWBSTEABQPQgwAgLJyPBBQKKVPnzMitR40z19z\nbY317RefT1q5Ms8bCABAATM9NLG1k4iFYxp8t1/NXvMbplRiAACUi8GOQeP4iFOavbzGOK2jQ7I9\nZyHEAGAqRYcM6YPJaCdBJYaylX7ec1ivQy88fUGStMRyHXqY61CgaBBiAACUlU7DH6otnZLHUmmh\n7vo6/e535mnr10tue/tSAABKjumhSbeqNGS5tLz464tabLt5xBswAIAycWlXn3H88QVS8/Rq4zRb\nmL6yUlq9Ol9bBqDkTcCD/8svX07/mFjuH5SvthQTUm1iIhTLdhYg03XoHktbw8uvXFb4ctja2vAQ\n16FA0SDEAAAoK6bS1cv2m+d1VDpUvbraGmLg7RcAQLkxtVGKyqGdqjfO3/tWr7WMJ+0kAADl4rwl\nxNDVLLVYwn6269C1a+NBBgAYr7G2YTj8/xxOH1nulRgIKEwo0z3YVzTLPHNM6v1drzXEYGozDKAw\nEWIAAJSUaDSqjo4OdXR0KBpNL29nKl1tCzHUrK2RP+RUR4d5OiEGIDdXOz4BTK1sjtF168xViHZq\nmnH+vt/1aYnHY5xGOwkge5xDgcJ2tWN0cI+5nUR3k9SUY4iB61AgN5xDJ0AkP6vJWyUGFLVsjtEZ\nM6QlS5LHdapaF1VhnL/vzT5rW8PjgYCC/C4AigJFsAEAJcXv92vVqlWSpP7+flVXJ5fmNL31uXyv\neV2119dq+3bJ9nctN4+A3Fzt+AQwtbI5Rr3eeAnr7duTx++19CMNnQlp6XnzZWfX0JAisZhcY3wD\nDCgnnEOBwpbpGI2GonIcDhiXu7zUJY8z/R2zoSFp1y7zZ5mqIgGw4xw6SSajEoMNlxNFLdtj9Prr\npcNJRUAc2qs63aTzafP2vtGrlj8zV2qISToWCFgrNQAoHFRiAACUldS3Pr1+afER87y119da+5DW\n1UlLl+Z54wAAKAKmEN9+S4hBkubvNr+qFYrF1BMwP9QBAKBU+A/65QiZp8XazQ9Qdu6UQpZlCNMD\nKEhjCSTk+DJ8LEblhnJmOv/tUZ1x3t43e7XIUhFQkjppbQgUBUIMAICyklqJoaVTclkumuo31FtL\neF53nWR4YQYAgJJnunk0oAodk/lBTM079rYRpgpJAACUkoGOAeP4iFOqaa8yTrOF6auqpPb2fG0Z\nAORPxoCB5f5Z3kIJVGIoC6br0L2WEEPobEjO7pDmVJjbTXTR2hAoCjx+AQCUjf5wWGdSXmdZesg8\nr6vWJV+rjz6kAACksJ0DbW/BBN4e0CzLzaPUCkkAAJQaW4jh+AKpqc4cALRdh15zjeSmOTCAXExW\n8YIMn+NwWlIGOVZimLR9mSiELcblmmvSXyjbp1rrj1HvG71q8XqN0wgxAMWBEAMAoKRUV1crFosp\nFoul9VDrNPyBagsx1Kyt0eVehw4eNE8nxADkLtPxCWDqZXuMrlghme4F2d6C6Xu7T0vc5lKeR7l5\nBGSFcyhQ2DIdo4Mdg8ZlupplfbhCmB7IH86hGUzWQ3XbU6h8FWJwkA4oZtkeo9XV8WvRRINy66jM\nVY163+xVs+U8a7pHDKDwEGIAAJQN09uethBD9dpqawlPiZtHAIDyVVEhrV+fPn6vao3zR/1Rreuh\njCcAoDz17TFXYuhqllp86ZUY+vulvXvN67ruujxuGADkU6ZKDC5zyCAWLfbSCgnIUUwK0/1YW0XA\n3jfsIQauQ4HiQIgBAFA2Uv9AdUakxUfM89asq7GGGObMkRob87xxAAAUEdPNoyOqUdjyFtSqXeYb\nlNw8AgCUsmgwqqEDuVVi2L5dilpqYxOmB5CzyXq4nimPYHsKVW7tJDBupvOgrSJg/7v9Wuw0VwTk\nOhQoDoQYAABlI7Vk9YLjkjdgnrdmXY21hOd110lUqgMAlDPTm6BhOXUwVmOcv+nVkHE87SQAAKXM\nf9Avhc3TelqkBZ70hyu269D6emnJkjxuHADkUSxmTxhYKzFkWCYn3KMrG9dckz7OVokhFoyp+YD5\nZ+xEMKihSCSfmwZgAhBiAACUjdSUra2VhFxS9cpqbd9unszbLwCAcmdqJyFJOzTNOL7mpUFVGoKD\nPYGAQrbXTQEAKHIDHeZWEmGX5FjqkcuQjrdVBLzuOsnJnVwAhSpTOwmnJWVAJQbkaM0ayeVKHndU\n1RqUyzj/rB3mML0kdQcsb7YBKBj86QsAKBupb3vaQgxV7VXqC7jU2Wmebkr9AgBQTtrbJVN70bc0\nwzi/IxhT+7708VFJx7l5BAAoUbYQQ89CaVFdlXHau++a12WqggQAUyUWzSFRYHsKla9QApUYyobP\nF78WTRSVQ/tUa5y/coffui5aSgCFjxADAKBspIYYlhw2z1ezrkY7dtjXY3v7FACAcuF2x9+CSbVD\n0xSz3ERcvcs8nptHAIBSZQsxdDVLLYY04OCgtH+/eV2E6QGMyQRVL4iFUlacqRKDrZ1ELkGIEuCg\nN21emM6HthDDwLZ+zausNE7jOhQofIQYAABloT8c1vlwcjNSWyWGmnU11rdfZsyQFi7M88YBAFCE\nTKG+qBzaX2+uxrBmv/mm3VEqMQAAStRgx6BxvC3EsGuXZOuytG5dHjcMAKRxVTCIBlN+WWXKI+Sp\nEkMsVsChB/IJk8Z0HbrfEmLwH/CrPegxTuskxAAUPEIMAICykPqAZPoFaeYF87w1a2u0fbt52vr1\nEsFpAADslYm2DdQZxy+zvFnKGzAAgFIUDUQ1eDC3EIMtTF9dLS1dmseNA4BxSq3EkClgMOGVGLhP\nV1ZyCTFI0rWHXMbxXIcChY8QAwCgLKS2krBVYZDiIQbbzSPefgEAIM5W1npXyHwDqf5sTDPPpY9P\nPUcDAFAKBg8MShHztK5mqTmHEMPatZKTu7gACkhO7SSclpRBrhmGAi7EgMljujd7Wl5dUIVx/qVH\nzeshxAAUPv78BQCUhdQHJKt2m+ernF+pWH2lOjrM021vnQIAUG5Wr5ZchpdabP1IJal9X/o4bh4B\nAErRQMeAcXzILfUslJpyCDEQpgdQaKIhS+8bE9tTqBxWkYmDkqllZdo0afHi1LEOdaraOH/DYfMP\nWqffn98NA5B3hBgAAGUh9QHJeku7iNprarVnjxQOm6dz8wgAgDivV1q+PH18ryo1WJf+YEaSWg+m\njyPEAAAoRYMd5lYSPQslV4VDcysrk8ZHItLOneZ1cR0KYEKMo7JBPioxZGpBYV4gt9lRukxVAbss\nIYbag+abvKdDIfkjlpJJAAoCIQYAQEkJBoN68MEH9eCDDyoYDI6MT6zEUBG09+We/sHp2m4JOHi9\n0rJl+dxaoLzYjk8AhWEsx6itQtFRT41xfJOhlOexQECRXG9gAmWGcyhQ2EzHqK0SQ1ez1OjxyJny\n5vDBg9KgOfdAiAEYB86hEyOXEIMM1dsk5a0Sg4qlEEOxbOcky9d1qK0Sg2v/kPXnk9aGQGEjxAAA\nKCmhUEibN2/W5s2bFQqFRsYfDQRGvl5wXKoMmZaW6m+pt5bwXL1acrvzubVAebEdnwAKw1iOUdMb\nMJK0s898A6m5K31cOBbTiYTzNIB0nEOBwmY6RjOFGHJpJeFySatW5WtLgfLDOTSDcTxUTw0xZKqq\nYK3EECXIjPxdh9oqMcT6opp7xryeTkIMQEEjxAAAKAuJpapNb4FKkpxS9cpq+pACAJAlWyWGvUPm\nG0iNxySf4S1T3oABAJSSyFBE/kPmXttdzdKiHEIM7e2Sz5fHjQOAPIiGUsooZGon4bKkJXLNMBRw\n5sHhoMzCZDJdh9pCDJJ07THzW2m0NgQKGyEGAEDJG4pEdCqhHNlNr5nn8y7ySi6n9eaR7UENAADl\nyhbwOyhzOwlXVGrflz6em0cAgFLi3++3lknvbJGaPJ608YTpARSTWDCHRIHtKVS5tZNA3sydK82b\nlzxuQG6dVvr5VZJWHzP3NDlGRUCgoFEUGwBQUlwul+64446Rr6X0P0jnnTQv62vzqbNT6uszT+fm\nETA+puMTQOEYyzFaXy8tXiwdOZI8/oR8ClW5VTEYTltm+V5pe0r5z6PcPAIy4hwKFLbUY/Ryx2Xj\nfCG3dGJ+eiWGWEzavt28bq5DgfHhHDoxUttJZKzE4DanDKLB3FIMmVpWoHiN9Rhdt046mXKPt0vV\nmqv0a8uWLvPPICEGoLARYgAAlBSv16stW7YkjUsqUR2TWjrNy/oW+6w3jhwOafXqPG0kUKZMxyeA\nwjHWY3Tt2vQQg+TQ8do6NQ9eSJt/+d70dVCJAciMcyhQ2FKP0RMdJ4zzHWuUIm6pKSXEcOqUdMbS\nr5sQAzA+nEMnRi7tJNx15sdQkb5IfjaGSgxFbTzXoc88kzyuU9W6QenXoA2HzT9r3VyHAgWNdhIA\ngJKX+GBk/gmpZsA838x/M9NawrOtTaoxV8YGAKCsrVljHr8rXGccv3yv0m5yEmIAAJSSgQ7zRWdX\nc/y/i1LaSdiuQyVCDAAKU2olhkxVElw15rfro/589ZNAOTJdh3ap2jhv7ZGwMWjTTSUGoKARYgAA\nlLzEEtULe+zz1W+sp4QnAAA5soUYXjlfaxw/84I0J+Vt06OEGAAAJWSwY9A4fjjE0JhliGHhQmnW\nrDxuGICyM1EtGHJpJyFLh4Cct63Yu0lQMSKvTNeh3aoyzuv0xzTrXPr4nkBAEdqUAAWLEAMAoOQl\nPhiZd9I8T+WCSrnr3NabR+vXT8CGAQBQAmwhhr0yV2KQ0ltKHB0aUpSbRwCAEhDxR+Q/7DdO62qW\n5lZUyJvS89t2HUqYHsCEGsdD9bQQQ6aPcVo+KE+FGBwO0gHlqK1NqqxMHtctn3X+Rd3p48KxmE4F\ng3neMgD5QogBAFDyEktUL9tvnsfb7NX589IJc+tSrV07ARsGAEAJWLxYqjK88NKnCgXnmm8ipYYY\ngrGYzoZCE7B1AABMrsH9g9a3hbuapSavN208IQYAxSYaSkkgZMo02J5C5ZphLuTMMzmKSVdRIa1Y\nkTxuQBW6oArj/I3HzOvppiogULAIMQAASl5iJYY1O83z1Kyt0e7d9nUQYgAAwMzplFavNk87Nc1c\njSE1xCBJx7h5BAAoAbZWEsEK6fgCaVFKiGFwUDp40LwurkMBTKhxhAJyaSdhq8SQt1YXBAjKlqkq\n4DFLS4nFlhbD3QltiAEUFkIMAICSFonFdPzKH6O1vdICS6WF6e+fbg0xzJghNTRM0AYCAFACbC0l\ndkdqjePbDkiucPK4Y9w8AgCUgIGOAeP4Y41S1CU1eTxJ4/fulWzP8QgxABiviWq1EAsm/+LKGEjI\nVyUGIEUuIYYlx80/iITpgcJFiAEAUNJOBgKKXPm66ah9vrob66whhtWrJdrrAQBgZwsxvHjGXInB\nG5BaOpPHEWIAAJQCW4ihqzn+39RKDLbrUK833rIJAApRLu0kbJUYSqqdBKaEOcRgbmm4wHJfmEoM\nQOEixAAAKGmJD0QWdZvncdW5VDm/Urt2maevWjUBGwYAQAmxhRi299bI4THftExtKUGIAQBQCmwh\nhs6W+H+bsgwxrFghuVz53DIA5ShvLRtS15vaTiIT24tB+dq0YnnxqFi2s4jkUomh/lRUHkPRhW4q\nMQAFixADAKCkZRNiqFpeJclhvXlEiAEAgMxWrzaPD8upSIu5pcSKPcnDlPEEABS7yGBEQ0fM57OR\nSgwp7SS4DgUwZcbxUD0txDCGSgy5BiwmKpCB4jV3bvxfom5LiMERkxYcTx9PJQagcBFiAACUtMQQ\ng62dRFV7lXp6pMuXzdNtD2YAAEDc9OlSY6N52pkZ5hDD6pQKSFRiAAAUu8F9g9YHecMhhmwrMRBi\nAFDIcgkxWJ9ClVIlhkLYhjKVWo3hpLwKW74hC3vSx1GJAShchBgAACWtJ+GBSOMx8zzVy6utN44k\naeXKPG8UAAAlyNZSYl/UHGJYcEKafmF0mBADAKDY2VpJBCqlk/OkaqdT093ukfEXL0o9hgcqEiEG\nAIUtGoomDWeqkmCrxJBziIFCDDBIvQ6NyqkT8hrnNd0bPh8OazASmYAtAzBehBgAACVlcHBQK1eu\n1MqVKzU4ODhSmtodij8sMfG1+awhhsZGadq0CdpYoMykHp8ACst4j1FbiOH5C/YT6aqE8++JQEDh\naNQ6L1DOOIcChW34GL35P92sIaW/0dm9SIq6pEVerxyO0Yd5HR32dVIREMgPzqETIx+VGGLR/KQS\nEn+vovhMxHXoMUtLCVuVXgL1QGFyX30WAACKRywW0549e0a+Hv4jdGWGm0NVbVXa9aR5Gm+/APmT\nenwCKCzjPUZtIYa3Or3yLvYae4Sv7JBefl/864ikk8GgGr3mt2aAcsY5FChsSceo4UnecCuJRR5P\n0nhbmL6+XlqwIJ9bCJQvzqETIy3EkEHeKjGgJI33GDWF/o6qSht1Pm38om7zOrqHhrSsyhx8ADB1\nqMQAAChpwyGGTU+YpzsqHRkrMRBiAAAgO7ZzZigkxVbWG6ctPpI8zBswAIBSNBJiSAnqZboO5cVi\nAIUsGkypoDaGSgzl1k6CihETo71dcqb8jNkqMcw7Y15HN9ehQEEixAAAKFnBaFSngkFJ0vSL5nnc\ndW7FnE5dCfymoYQnAADZaW2VXC7ztPPTaozjm7uShwkxAABK0XCIYWGWlRgI0wModLFg9u0kJrwS\nA9mAsubzSYsXJ487I3N1v7pLUqXhkrN7KL1qIICpRzsJAEBJ8Xg8euyxxyRJ5zV6PbTacnModC6k\nQ4ck2zMTbh4B+ZN4fHpSbuACmHrjPUY9nniQYd++9GmHY9Vaa1hm9jmptlfqq4sPH+PmEWDEORQo\nbB6PRw9/42F1/mWnKlWZNt0UYojFCDEAk4Fz6MQI94aThjO2AbC8Sptz64Air8QAs3wcoytXSocO\njQ6fln09c85IPY3J46jEABQmQgwAgJLidrt15513SpJeuXRJUvzhiE3r37XqDcuNI6czXpIMQH4k\nHp8ACk8+jtGVK80hhncumkMMktTSKe28MpFKDIAZ51CgsLndbn1k3ke0T+knwSGPdHJe/OvEEMPp\n09L59HbdkggxAPnEOTQ7NdfWqP/t/qznj/RFkkeUeyWGQtiGIpWv69Bf/GJ0+GyuIQbC9EBBop0E\nAKBkDT8ImX3WPk/16mrr2y+trfGSZAAAIDsrV5rHbztSKfd0c4Z+8ZHRrwkxAACK1UDHgHF89yIp\nduUObGNCiGHXLvu6CDEAmGwLv7LQOH7ardOM49PaSWRie8BPZQXkyYoVycNBuXRRFcZ555xJH8d1\nKFCYCDEAAErW8B+g0y6CFjA8AAAgAElEQVTZ56nbUGe9ecSNIwAAcmMLMRw46FDVqmrjtOau0a+5\neQQAKFa2EMNwKwkpuRKDLUzf0CDNmpXHDQOALMz9t3O14EsLRkc4pbZ/bFPN+hrj/LFwSgIhUyDB\n9hQq124SubafQNkwXYfaqjGYQgzdQ0P8fAEFiBADAKBkDT8Iaem0zOCUnBVO+pACAJAnqW/ADAuH\npeACc4gh8Tx9jDKeAIAidbUQQ53LpVr3aFUirkMBFBKHw6HW77Zqw/ENWvPcGm08v1HzPz9fjgpz\nGYVoKJo8YgztJPL20JhWDmWvvT3eFjjRaXmN884/kT4uEIvpfCg0AVsGYDwIMQAAStbwg5C1O8zT\n699bL79fOnjQPH316gnaMAAASlRbm+Q2d43Q2WpziGHxEY3c9DwdCikQjRrnAwCgUIX7wwocNVcT\nGg4xJFZhkAgxAJgkOeYEPPM9mvGhGaqYFi/FbwsxxELJK84YSLA9hcr1z/5if1GesMWE8XqlJUuS\nx52whBgWHDev43gwmOetAjBehBgAACVruBLDzPPm6VXtVdq3T7I9K+HmEQAAuamslFpbzdMORswh\nhpoBada50eEeWkoAAIrM4J5B6zRTiCEalTo6zPNzHQpgsjgcV3+q7qwwP0JKDTGMpRJDvkIJ2ewH\nSl9qS4keVRnnazxmXp7rUKDwEGIAAJSsnkBAzojUdsA83dvs1b595mkej7R06cRtGwAApcrUj1SS\n3rlgDjFIV6oxXEFLCQBAsbG1kvB7pVMN8a8TQwxHj0oD5kUIMQAoKNlWYsjI8hQq53YSxV6JARMq\n9Tr0mHzG+ep7pbrL6eOPE2IACg4hBgBASQpEozoTCmn2WckdMc/jbfFq717ztLY2yeWauO0DAKBU\nWUMMBytUuaDSOK3p6OjXx7h5BAAoMrZKDN2LpNiVu6+JIQbbdagkrViRzy0DgPGxhRiioZSyplNY\niaEQ2jRQDWLqZVuJQTK3lKASA1B4CDEAAErS8B+et75on2fmH8y03jxqb8//NgEAUA5sIYaDB6Wq\n5eZqDIklPQkxAACKja0Sw3ArCSk5xGCrCNjYKNXW5nHDAGCcsq7EkCmQYHsKRWUF5FHqdeh5Vcpv\n+eEztZSgEgNQeAgxAABK0nApalsriYpZFXLXuq03j5Yvn6ANAwCgxNneIA2HpaHZ5rdhFvaMfs0b\nMACAYpNriIEwPYBCkE07B2eF+RFSaogh07ryVomB0AMyaGuTnEk/rg4ds1RjSLz+HMZ1KFB4CDEA\nAErS8Fuc799qnl61okrhsHTAEnIgxAAAwNi0tkput3naGY+5L2nimzC8AQMAKCbhvrAC3eZzV66V\nGAgxAMi7cXY5mMhKDNmEKLJSLJ0cimU7i5TXKy1dmjyuR1e//hzGdShQeAgxAABKSjQaVUdHh97e\ntUuKRK3zOZwOdXZKwaB5OjePgPwbPj47OjoUjdqPTwBTI1/HaGVl/C0YkyMh85sws85LVVdeYuXm\nEZCOcyhQuAb3DCqqqDqv/C+q0WO0s2V0vmxCDITpgfwr+3PoOHMCjkrzk/foUPb/Xzoc+anEkLfQ\nAwpKPo/R1JYSPVRiAIqa5f0YAACKk9/v16pVqyRJtT99WrIkbhvuadDvLDeOHA77wxcAY5d4fPb3\n96u6unqKtwhAonweoytWSHv2pI/fdalK6yzLLOyRDiyTjtsShkAZ4xwKFK6BjgEFFNC/17+XJD2t\np+WTT36vdGZOfJ5qp1PTrpQpOncu/s+EMD2Qf5xD7azhggTuevMjpEBPygPfMVRiyFt7CCocFLV8\nHqPLl0tPPjk6fMxyX3jBcckRlWIJP5uXIxH1h8OqsZUVBDDpqMQAAChZsyw3hiSp5toaax/Spiap\nyhzUBQAAWbA9hHm72yOnz3wZuqg7/t/TwaBC5fiWHACgKPVv7zeO72oefTiy0OMZeVhoq8IgUYkB\nQOFx19kf6MYiCSmEDIEEhzM/lRgKGkGKgpB6HWqrxOAbkmafTR9PoB4oLIQYAAAlq+GUfVr18mpK\neAIAMEFsIYb9Bx3ytWbuSxqTdIqbRwCAInHh1xeM47uaR7/OppVEfb00d24eNwwA8iAyGLFOu/ib\niyNfZ2z1YHkKFYvm2k8it9lRflKvQ49ZQgyS1HQ0fRytDYHCQogBAFCyTP3NJMm31CeHy2GtxECI\nAQCA8bGFGIaGpNhC842k4UoMknSCEAMAoAiEe8Py7/cbp+1YO/p1YojBdh3a3h5vbQgAhSTqt1dI\n8x9I+P2XqRKDa2IrMWTTFgPlYdmy5OEBuXVWlcZ5TSGGHkIMQEGhuQsAoKRUV1crFInI89JLWvQt\n8zy+Np9iscw3jwDkX3V1dea3MwBMqXweo6k3jxL11lcZL0SHKzFIvAEDpOIcChSmoe4hSZJPPm3V\n1qRpO9eMfp1NJQbC9MDE4Bw6Pg63PSCQ1E4i40psK8hxY/g2lqR8HqN1ddL8+dKJE6PjulSt2UoP\nyVOJASh8VGIAAJSc06GQojL3NpMkb4tXp09Lly+bp3PzCACA8ampkRYuNE877jJXYljYIzmuvOjF\nzSMAQDEIHDWfryJO6cyc0eFsKzEAQN6N99lwhiIHsXDCyjNVYnCaV5K3cEmxFGIolu0scqnn025L\nS4nmrvRxVGIACgshBgBAyTlx5Q/OOWfM072NXuuNI4mbRwAA5IPtfLpv0Gcc7wmOnrsJMQAAisFw\nJYZU52ZJkYSyQ8MhBr9f6uoyr4swPYBJl8VDdfd0ezFvR2XCCjLlEWxPoaisgAmQeh16VNXG+RZ1\nK+1nkOtQoLAQYgAAlJzjgYCckfgbnSaeRo+1hOesWfF/AABgfGwhhndOm9+Eka7cSJJ0PJhe7hMA\ngEIT6DY/7EiswiCNhhgOHpRsLx4Tpgcw6bIIEdS/t946zdvkHV1VhqoKtkoMtJPAREg9n3ZZKjHU\n9UkzLiSPoxIDUFgIMQAASs6JYFB1vVJF2Dy9qr2KEp4AAEww2zl1xyG3KudXGqc1Hov/lzdgAADF\nYOiouRJDaohhwZUQg+06tKJCWrw4n1sGAFeMs4WB021/hJRtO4kJr8RQCG0aCmEbICn7SgyStORw\n8jBheqCwEGIAAJSc44GAWjrt0yvnVlpvHlHCEwCA/LCFGE6fliqXmN+GGanEQIgBAFAEbO0kTjWM\nfl3hcGhWRYUkWSsCtrZKbnvFdgCYUu6Z5l9QSSGGTGyFGDJUb8jH/ChPqdehvarQWZlD9KkhhtPB\noELR6ARtGYBcEWIAAJSc44GAZp2zT3fPdFtvHhFiAAAgP5Yts0/zzzKHGBIrMXCTEgBQ6LJpJzG/\nslIOR/wJnu06lIqAAAqZw21OIWRbiSFv7SSsH5Cn9aAkLFggVacUXzisGuO8Sw8lD8cknaQaA1Aw\nCDEAAErOiWBQDafM05xepwZDLvX0mKdz8wgAgPww3TwadsabOcQwEI2qNxKZoC0DAGD8oqGoAsfN\nIYbTc0e/nn+llYRkbydBmB5AIbOFGIY6E6rRjKWdRK4vvBd5xnk40IaJ5XSmB+ptIYbWg+njeqgK\nCBQMQgwAgJJzPBDQvJPmabU31FrffpG4eQQAQL44HPZwYGfUHGKYfU6qGoh/TUsJAEAhC54IWh/A\nJYUYKuMlrKNRaf9+8/yE6QFMmDw8+LeFGDr/qlPBM/G31jNVUXO4LJUc8lR5jXAAUqWeVw9aQgyL\njkk1fcnjuA4FCgchBgBAyckYYlhvDzH4fNKiRRO3XQAAlBvbQ5mdF80hBkla1B3/LzePAACFrH9X\nv3VaUjuJK5UYjh6VhobM8xNiADAlsnz2bwsxSNK5J6/0c82UR7AtXuSVFVC4Us+r+1RnnzflPjGV\nGIDCQYgBAFBSBiIRXY5ErO0kvIu91rdf2triJccAAEB+2B7KbDvqkbPKfNIdDjGcoBcpAKCAXfrN\nJeP4s7OkwYR2SsOVGDJVBCTEAKCQhS+ErdMOfOHAVZe3VkrINcRA6AFZSj2vnpZHF1RhnLe5K3mY\nEANQOHhUAwAoKScCAblD0pwz5uneFq8OGvqdSen90gAAwPjYHsocPOyQr81cjYFKDACAYnDxNxeN\n499dlzw8XInBFqZfuFCqMVe5BoCCEL5oDzGMmMpKDIXQTaIQtgEj0q9DHTpsaSnRdDR5+CRheqBg\nuKd6AwAAyKeuvj55v/+w/ikmfUafUUVKyta32GcNMbS2TsIGAmUsGAzq61//uiTpa1/7miqvvJUG\noDBMxDFqCzGEw1J0YZX0bnopbkIMQDrOoUBhCfeGNbBjYGQ4pJD+Rf8iSTq9+jNSwnXocCUG23Vo\nW9uEbSYAcQ6dNLZAgkPWB/yxWI4pBioxlKSJOEZbWyWHQ0r8EetWla5XegAxtRIDIQagcBBiAACU\nlGMDA+p/8hE9Iulu3Z0WYvA02SsxEGIAJlYoFNLmzZslSX/xF3/BzSOgwEzEMbpkSfrNo2GX66tk\n+gRCDEA6zqFAYRncN5g0HFZY8atQqWHl3UoKMVypxMB1KDA1OIdODmsgIUOIoaQqMWSjWLZzkk3E\nMer1So2NUnf36LijqjbO23RU8Z/FK9+fE1yHAgWDdhIAgJKSKS1b2VCpc30u9ae/9CmJm0cAAOSb\nzxe/eWRy3G1uJ7HguOQKS8d5AwYAUKAG9w9ap51qSB6+WiUGrkMBlIQMlRgcDlsphgnbGiCt0tFR\nma8/a/ulmedHh6nEABQOQgwAgJKSKS3rbbFXYZAo4wkAwESwPZw5MGS+ieSOSPNPUIkBAFC4MoUY\nEu+2+pxO1bvdCgSS3wZNRIgBQEmwFWJwOPJWiSHn9hMoa6nn1y5LJQZJaukc/bovElF/ODxBWwUg\nF7STAACUlFORiFbMukWzz0kuuZKmeRd79a4lxDBtmjRz5iRsIFDGXC6X7rjjjpGvARSWiTpGW1ul\nF15IH//uWZ8+4pQUTZ+2qFt6fVFQ4WhUbifZe4BzKFBY/Af8ScMuuXSLbtGZ2dLehGN0fmWlHA6H\njhyRoobznUSIAZhonEOnWIZ2EnkLJdCmoahN5HVool5V6LwqNVPplRaau6Rt148OnwwG1erm8Skw\n1TgKAQAl5ZSk/3vGg1p2Ln2ar8WnAwfMy7W2xnt2A5g4Xq9XW7ZsmerNAGAxUceo7eHMviMueVu8\nGjo8lDZtUbf0qqRTwaAWer153yag2HAOBQrLUFfyuatSlXpQD+qffl/am9DKe77HI8neSsLplBYv\nnqitBCBxDp00GfIIDqflhpsl3DWWz5hq1pYZuKqJOkZNFXc7VW0MMSRWYpCkE8GgWqvMlQMBTB5e\naQEAlJTjgYAaTpmneRfb20nw9gsAABPDdo49elTytplvDC26UnKbfqQAgEIU6DG3PDozJ3l4fmU8\n0WC7Dl20SLqScwCAomatquCQ9SlULJqfVAIBApiYrkO7ZL7+TA0xnKS1IVAQCDEAAEpGLBbTpQsB\n1feap/sW+wgxAAAwyWzn2FhMCjaY+5I2HY3/lxADAKDQRENRBU+Zz09nZycPX60SA9ehAEqGLY/g\nkBxuc8ggFs4xxFDAlRhQeFpapNTuFJ2yX386EiqDnOA6FCgItJPAuAWDQb322mvq7u7WyZMnVVNT\nowULFmj9+vVqamrK62d1dnbq3Xff1YkTJ9Tf36958+apublZN910k9z0KALK3rlQSLNO2qdXNnl1\n6JB5GjePAACYGIsXx8tlm3qBn6uqMr4L03RUUowQAwCg8ARPBa0P0tJCDFepxMB1KIBSEIvErL8X\nHQ6HNcSgSJ42oFgKMRTLdpaIigqpuVk6fHh0nC3EUOWX5pyRTjfEh7kOBQoDT33LzCc/+Uk99thj\nSeOamprU2dlpWcLu7NmzeuCBB/Szn/1MFy9eNM5z00036b777tOmTZvGtL3DHn/8cX3729/WG2+8\nYZw+Y8YM3X333frrv/5rzZw5c1yfBaB4nQwGNf+EZWKFQ+cdHvn95sncPAIAYGJUVsZvHh05kj7t\nqKNKyw3LVPmluaelk82U8QQAFBZbKwkpPcSwgEoMAKZaHqoXNP55o45965h1ejQYzVyJwZWnSgxA\njtrakkMMRy0hBineUmI4xHCCdhJAQaCdRBn5xS9+kRZgkMbWM+qZZ57RqlWr9IMf/MAaYJCk1157\nTXfccYf++I//WIODgzl/Tn9/vz71qU/prrvusgYYJOnChQv6/ve/r1WrVum5557L+XMAlIaTwaAa\nTpmneZs8OnTE/vuOm0cAAEwc23l2d7/9JtKC47wBAwAoPLYQg98r9dckj5vviQfpj1me/XEdCmBK\nZflYYNr7p2WcHg0YSq4lfIa1nUSEdhKYWKnn2UG5dUoe47zNXaNfcx0KFAYqMZSJS5cu6U//9E/z\nsq4XX3xRt99+u0Kh0Mg4p9Opa665RosXL9bFixe1fft2nTt3bmT6v/zLv6i3t1c///nPsw5NRCIR\n3XXXXXr22WeTxs+ZM0fr169XfX29Dh06pO3btysWi/8Fc/r0ad122216/vnntXHjxjzsLYBicjIQ\nsFZi8C32accB87RZs6Tp0yduuwAAKHetrdKvfpU+fu9RtyrmVih0OpQ2jRADAKAQ2UIMZ2cr7YHg\n/MrKpDdAUxFiAFAMXFWujNNjgdjI/XmTCa/EQJsGWJjOs12qVoPSz+UtCcXKqcQAFAYqMZSJr371\nqzp1Kv56cm1t7ZjX09PTo02bNiUFGN773veqo6NDb731ln7605/qV7/6lXp6evSd73xHFRUVI/M9\n9dRT+i//5b9k/Vn/+T//56QAQ2Vlpf7u7/5OPT09euaZZ/TTn/5U27Zt0+7du7Vhw4aR+QKBgG6/\n/faR/QVQPjJWYmjxUsITAIApYjvXHjwo+Zb4jNPmnyDEAAAoPLYQw7lZ6ePmVVZar0NdLqmlJY8b\nBgC5yjJD4KjInBIIXw5nbieRp0oMmYISU44gRUFqa0sf12VpKZEYYuA6FCgMhBjKwK9//Wv9+Mc/\nliRVVFTor//6r8e8rgceeECXLl0aGd64caOef/55LVu2LGm+yspKffnLX05rX/Htb39b3d3dV/2c\nI0eO6Dvf+c7IsMPh0JYtW/TFL35RbndyAZHly5frhRdeSAoynD9/Xps3b85p3wAUv1MZQgy+Fh8h\nBgAApojtXNvTI1U0m0MMC47HqywBAFBIMlZiSFDncqnG7bZehzY3Swnv/gDAxMjDw3VHZeaVDB0d\nsoYYHA6HZCnkQCUGTDTTdWinJcTQdFRyRuJf90YiGohEJnDLAGSDEEOJGxgY0J/8yZ+MDN93331a\nt27dmNZ18OBBPfLIIyPDHo9HDz/8sCorK63L3HbbbfrsZz87MhwIBLIKF2zevFnhcHhk+J577tHH\nP/5x6/xerzdtW374wx+qs7PTugyA0nMyENCcM+ZpniYPIQYAAKaI6Q2YYYPT7CGG06GQooX8xhUA\noOwEjmcXYpjviffc5joUQLFzVmR+jBQ6GxpTJQZFC7y6Qr4Rtph0ixZJqY+vbCGGypCS2hQTqAem\nHiGGEveXf/mXOnr0qCRp6dKlevDBB8f8h8Gjjz6qaDQ6Mrxp0yYtWbLkqsvdf//9ScNbtmxRIMMJ\nwO/36/HHHx8ZdjgcaeswaW1t1e233z4yHA6H9eijj151OQCl48KFoKr85mkV873WXqTcPAIAYGI1\nNUkpBdVGnKm0t5OIRGI6l9DKDgCAqZZtO4n5V56aEGIAMKXykBG4WiWGaCBqf+bgkBwu+/I5tZQo\no7wD8sPlklIfYR1VlWw1FpqOjn59gpYSwJQjxFDCXn31Vf393/+9pHgQ4Ac/+IE8V1LgY/Hkk08m\nDd97771ZLdfe3q4bbrhhZLi/v1/PPfecdf5f/epX8vtHn0Ju2LBBbZle3cqwTU888URWywEoDcH/\nn707j5Ksru///7rdXdXbbN0z3dOzzzCDGkAQERQ3EAUE0agMmmiUNR6iRhP9odH4DRCFr5jkq6ho\nOHIUlywCAkGNRMGBABIBITDMsM3W00yv0/t0dy1ddX9/VE+tn091Vdd2q/r58Myh69a9de/Hmju3\n772v+373BKzvjdQ3yva7JxePAAAorYYG6ZhjzO8dCJlDDE1BqauffqQAAO9wI65Ch8zHJSoxAKg6\nOVYGqPNnv43khrKkC7JVYlBxWko4DiUOYJd+vA2pXv1qMs67oSfxM+ehQOURYqhRgUBAl19+eTwB\nefHFF+uss85a8Of19fXpmWeeib/2+Xx605velPPyZ555ZsrrX/3qV9Z577333qzLZvOmN71J9fWJ\nJltPPfWUBgctteUB1BznUFgBBXTJ3P8CioUaXEfaP2FvfcPFI6A8pqendfzxx+v444/X9PR0pTcH\nQJpS76O24+2zky3WZda/TBlPQOIYCnhF4EDAeMMtoICeuOkS6ZJLpEDsPHSN36+pKam3N2N2SZyH\nAuXCMbRwjm+eSgyhaNYqCdlCDNZH4k2oxFCTKnEe2iPzOejGg4mfezkPBSrOUtAT1e7aa6/Viy++\nKEnq7OzUP/3TPxX0ec8++2zK6xNPPFHNzeYnpkze+MY3Zv28ZDt37kx5ffrpp+e8niVLlujEE0/U\nU089lbKuQgIcAKrD5OysOrtduXLVrVjtL3fu7Mbp8unFfebcXleXtHRp2TYTWNRc19Xu3bvjPwPw\nllLvo7abNS8cbJB/jV+hvswnXajEAMRwDAW8Yeq5KeN0V65CfXM1qOf20TV+v/bssX8WIQagPDiG\nFi6XdhK2gIHjONnbSRShEkOuFSXgTaXeR7dty5zWoxa9QSMZ06nEAHgLlRhq0JNPPql//Md/jL/+\nxje+oba2toI+87nnnkt5vc30L38Wx6TVjn3++edzWpfjOHmva2tak6P0bQdQm/pCIXX1m99rfGUz\nJTwBAKiw9F6kR+3dKzVtNpfzXD3AxSMAgHdMPjZpnD7QmTmty++3noc2NEibNhVxwwCghLJWUpBi\n1RRs957naycRqZFgCUEKzzKdhx60VGJIDjFQiQGoPEIMNWZ2dlaXXXaZIpFYHabzzjtPf/Inf1Lw\n5+5Ji45v3Lgxr+XT5x8eHtb4+HjGfCMjIxobGytoXRs2bEh5nb7tAGpTXyik1QPm95Yd06y9e83v\nEWIAAKA8bCGGQ4ck33pziIFKDAAAL5naaa7EsMfw/E22EMMxx8SCDABQDZy67Hfo3Yhrf4LeUdZK\nDFO7zf+umleU+6zAUabzUFs7ieUT0orR2M+chwKVx6/LNearX/2qnnnmGUmx1grf/e53i/K56cGC\nzk5DxDyLpUuXqrGxUcGk9Nr4+LiWL1+edT0tLS15ta0wbZspLAGg9vSHQlrTJ/nl19W6WlLsZ0lq\n3dysff9jXi7PYi8ACtDY2Kjbbrst/jMAbyn1PmoLMbiuFFhhr8TwHE/AABxDAY+YfsHcq/vAsX7p\n7Nh5qPyx89CuLO0kCNMD5cMxtHDZQgiS5EbdBVdi2P+3+3XygycXsHWqmioIjlMlG1pmpd5HN2yQ\n6uulued+JUndlhCDJB37kvT4aVIvIQag4ggx1JDdu3fry1/+cvz1l7/85byrGNgcOXIk5XW+wYKj\nyxwNMbiuq8nJzBJ8xVpPMtN6ANSevpmA/uhlqV71OlNnprzXtKVZ+/aZl0vrdgOghBoaGnTRRRdV\nejMAWJR6H920SXKceKvwFCP+JpkuV1GJAYjhGApUXnQ2qpk9M8b3Dm2ql848M2Val99vPQ8lTA+U\nD8fQIpivnndknvfr7W+N//e43Ig7b1BCkr3aA6paqfdRny92Lpp8TB6TX0Pyq0OZ55qvej4WYugj\nTA9UHO0kakQ0GtXll1+ucDgsSTr11FP1qU99qmifnx4uaGoyPymVTXq4IP0zy7keALVn9OCMGi33\nOKZXNisQML9HiAEAgPJobIw9BWNyKGJ+4mbVsDR0hItHAIDKCxwIyA2bb6D1pB3f/I6jFQ0NhOkB\n1IRCKjE4jpO1EoMkzY7PLnTT5lZS2OKofaaqgC9oqXHeV74Q++94JKLpyHwJHQClRIihRtx44436\n/e9/L0ny+Xz63ve+V9LyRAv5bC8vA6D6BV80PxEjSYcce4kwLh4BAFA+tpYSe4/Yw8uRl0M8dQUA\nqLiZF+znnC+vT33d5fcrHHbU02Oen/NQAFVlnrtIbmTh7STiy+eCUwIsUD4hhj96TvG/a1QFBCqL\nEEMN2Ldvn770pS/FX3/mM5/RiSeeWNR1LFmyJOX1zIz9xM0mfZn0zyznegDUoH3mXyoDq+q0f9Dc\nPWnZMqm9vZQbBQAAktlu2uwetocY2npdjc8W+HQWAAAFmn5+2ji9f7UUTDuMdfn96u42t1CSCDEA\nqC5O3TwPDUaztHpw5q/koOjCtiu+Ci881OiBTYCd6bj7gpYZ520fldb2xn4eIMQAVJT5rg6qhuu6\nuuKKK+I37rdt26Zrrrmm6OspdrjAcRwtXZqZdCtFiMG0nmIaGhqS67pqbm5WXV3uuaDZ2Vk1NCR2\nQcdx1NJif1rcJBAIKJJU0sjn88nv9+f1GVNTUymvFzKOYFJ/KMbBOKTKjKPuUDjldUghRRTR1LpG\nPf/8lCSfpNRxbN0a681tw/cRwzgSGEcC44hhHAmMI4FxxJjGsXWreRwvHKhXXadP0cHM43lnd0R7\nR0f1qtZWz4yjVr4PxhHDOBIYRwzjYBxS5jiOPG9uV5reSkKKhRj27JmVlNwSyZEUG8fmzbltA99H\nAuOIYRwJjCOh1OOYt51ExFUgGNCMEtflG9Qgn3x5VWKole8j+f8HSWpUo+ryeJ7YK+Oole9jampK\n69YlT2mWVKfdWqaozE96/9FzUu86qT8U8tQ4klXz95GMccSUchzp25rtveRxZFuubFxUtZtvvtl1\nHMd1HMetq6tz77///nmX2bFjR3wZx3HcLVu2zLvMX/7lX6Ys8/nPfz6v7ZycnExZvq6uzh0bG8uY\nb3h4OGO+mZmZvIWlHVEAACAASURBVNb12c9+NuUz/uqv/iqv5bMZHBx0FSsmVPQ/xx13XN7bs337\n9pTPuPrqq/P+jPTtePbZZ/Na/rbbbmMccxhHQiXGce3ZD7g7tCP+5wydkbYdV7ux52ASfy680Hvj\nSFet30c6xpHAOGIYRwLjSGAcMbU8jn//99Rj8dE/jY2u+/gbnkg5lpuO514ZR768+n3ki3EkMI4Y\nxpHAOBJqdRy3n3J7xnFqh3a4f/m+Ha52pP752PPPu1dccVvaZxznSq67Zk1lx1Er3wfjYByMIyHb\nOIbvHTb+27VDO9yx343lNI5oNGr9jB3a4e75//a4F5x2QcpnXKyL3R3a4T7S9YgbGg5lXX6mZ2be\ncbiu6/7+j35vXP7lb7+c0zhysdDvY8/n98S3J30c39f33R3a4c5Ozeb0WdXw9yoXXh2H9KyrufPQ\nH8j8d+ojl8aO5ze9/LJnx1Er3wfjKP04MveBhf8ZHBzMezsLQSWGKnf11VfHfz7//PO1detWHThw\nIOsy/f39Ka/D4bC6u7tTSj6tW7dOPp8v/vrYY49NWaa7uzuv7Uyff+XKlVq+fHnGfO3t7Wpra9Po\n6Gh82oEDB/SqV71qwetK33YAtScUjWr5gDv/jGko4QkAQHmZepFKUjAoOetaJE2WdXsAAMjVzAFz\ntVBbJYb/HTR/DuehAMop+Zr/Qs3XruFoJQXr8vNUYlAk+9vzopUDFuiQmrVZme2iVg/E/jsQCqmj\nzNsEIMFxi3EUQ8WsWLFCExMTRf/c//3f/9WJJ54Yf33ffffpnHPOib9+7WtfqyeeeCLnz/v5z3+u\nP/7jP46/fstb3qIHH3zQOO+b3/xm/e53v4u/vueee3TBBRfkvK5TTjlFTz31VPz1/fffr7e97W05\nL5/N0NCQOjs7U6bt2rVLq1atop3EHMbBOKTyj+NgIKBHtvyP1iRltI62k1hy3QZd9M0tGhjIbCfx\n3e9KV17pnXGYVOP3YcI4EhhHDONIYBwJjCOmlscRDLaovd08/wN/3i33e/tTpoUUUv+qiF5+aIs+\nvWGDZ8ZRK98H44hhHAmMI4ZxMA4pdRzhsbCeXP+ksRz4Z/9RevKU1GnfOfZY/eYvV+uuuzLbSXzk\nI9KPfpTbNvB9JDCOGMaRwDgSso1j+N5h7Txvp3G5kx89WcvfsDyncTzgPGBd/7pPrZP/NX7tvmx3\nfNrRdhL+NX69/qXX66ElD1mXf/2+16t5S/O838djf/SYpp/PvOF87E3Hat3H11X0+9j7N3vVc0OP\nJHs7ibdMvUX1LfXzflY1/L3KhdfGsXmzdPiwdLSdhCR9Ui/pQh3KWOaJU6Sr/lH62Jo1umnrVk+N\n46hq/z6OYhwxXmwnMTQ0pC1btqS8Pzg4qI6O8kV7qMSAnJxwwgkpr3fu3KmZmRk1NzfntPwjjzyS\n9fOSvfrVr04JMTz66KM5hxiOHDmiZ555Jv7acZys6yqGjo6Osu60yZqamgr+jNbW1oKWb2hoSAlj\nLATjSGAcMfmOo28mqI6h1Gn+ucBCx5ZVGhgwb898T8DwfcQwjgTGkcA4YhhHAuNIYBwxpnG0tEgr\nVkhjY5nz97UuUVfaNL/82nhYem7cUeurFrY9fB8xjCOBcSQwjhjGkcA4EpLHMfHshLWfua0Sw4ED\nDTJdes2nEgPfRwLjiGEcCYwjoeLjcKVGX6OaZbhX4MxfieFoJYcFj2Pu473yfRj/f8iDV8ZR8b9X\nKu44tm07GmJIGJD585MrMXhtHAvFOBIW2ziybWu296anM0Nj5ZZ7LASe5DhO3n9y+Zx0XV1dKZUZ\nwuGwHn744Zy384EHHkh5fd5551nnPffcc7Mum83DDz+ckjw6+eSTKxYwAFA+Awem1GApPRf02w/E\nlPEEAKD8bC0lXowusS4TfaryJ88AgMVr+gXzcWimSTq8KnP6ap9fe/eaP4vzUADVaPXFq63vuVE3\n1i3dxJE0X/GB6EK3Csid6Tx0QI3GeTuGJLlSfyhU2o0CkBUhhio3OjqqSCSS158dO3akfMbmzZsz\n5kkOLBz1vve9L+X1D37wg5y28fnnn9djjz0Wf71kyZKU1hTpzj333JQKD48++qheeOGFnNZ16623\nprxO32YAtWl0r70kUs+sOf1cVydt3FiqLQIAADa2EMPzQ42a6TJf4ax/MWicDgBAOczsnTFO79kg\nuYarq80Bv2zdXwkxAKhG276+zf5mVNYQg+M4cupzq8QwHy93Rrc9PArvMB1/hywhhqagtHRSGgiH\nS7xVALIhxLAILfRg/+EPf1j19YmLinfeeaf27Nkz73I33HBDyusPfOADWfvLNDc3a/v27Vk/w+TF\nF1/UXXfdFX/t8/n0oQ99aN7lAFS/6QOB+M9RRbV/7n9Hlka1t99clmnDBinPVlcAChSNRrVr1y7t\n2rVL0SiPWgBeU6591HbzZu9eKfwK88G5dR8Xj7C4cQwFKivUb34Ss/9oH6RoVNq/P/YnGtVUj/1k\nkxADUF4cQ7PI4zaBr82njg+YKx5nDSE4OdzgL/RrqZb8QLVsZ5mVax81heltIQZJ6hyMVWLwcngG\nqHWEGJCzbdu26eKLL46/DoVCuuSSSxQM2p+K+o//+A/98Ic/jL9uamrS1VdfPe+6rrnmGvl8vvjr\nW2+9VT//+c+t8wcCAV166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ajhRtxkD+ehAKpMnhUMrJUUormto9BKDNaWFcACmM5DB2RK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\nkl796lenvP6f//mfvJZP3h5JWUMJr371q+MhBtd19eijj+YcYnj++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0fKO2AgAJOd6q+L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7pbvWzcqPlRga00c+krOpORTC6qEhANohBgCIDkcr1SqiumCrdQOIirVv3z5s2rQJR44c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\nM+icuOdKqkvcMag7Hi1eo6L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mrkvXX3+9+4uzWJxeffXV\nZv/+/e6xsZgqKSkx1157rRubjuOYr3zlK+b55583xrTsVzCxfa666ir3ep+Wlub+kgboqrjHBexG\njAL2YhwK2ItxKIDuikWi0Kai0aiqq6u1ZMkSt2zkyJE69dRT3e36a5PFHhtjlJ+fr8cff1yDBw92\nM+Y3bNigxx9/XO+9956kuoxCr9crSTr77LP1jW98QykpKe75XnjhBb344otuJqExpsm2xrJ+q6qq\nNHjwYLct27ZtU2lpKWuooUsiRgF7xeJhwYIFkup+5ZKTk6PzzjvPfb7++z4WI1JdHM+aNUt5eXmq\nra2Vx+NReXm5HnvsMb355pvu/l6vV5FIRH379tWPfvQjOY7j/rLsueee09///neVlZVJklveFMdx\nVFVVpYSEBEmS3+9XWVmZ+0scoCuJxcPrr7+uqqoq+f1++f1+TZ06VdLh8RkTu14+8MADuuKKK5SY\nmChJqq2t1Ysvvqg///nPkuT+gjQajSozM1PTpk1TYWGhe55PP/1Uc+bM0datW+U4jnveI7W3sLBQ\njuPI4/GooqJCe/fuPcZXArAT97iA3YhRwF6MQwF7MQ4F0N1x54025fF4VFNTo3379kmqu3ANGDBA\nmZmZzd6ExgabU6dO1Q033KB+/fq5z33wwQeaNWuWQqGQvF6votGoe8H80Y9+FDfoLSoq0pNPPql/\n/OMfktTswFSqu1CnpqaqqKjIbV9BQYEyMzOPeFEGOiNiFLBX7D0eG9wFg0FlZGRo4MCBktTotH2x\nskgkokGDBun+++9X37593XOtXLlSzzzzjLZv3+7WETvm5ptv1sSJEyUd+qD4f/7nf/Tyyy/HlTUl\nHA4rOTlZPp9PkhQKhZSTk6O+ffse5SsA2G/r1q2S6t7vqampGjNmjKSmr2ex62LPnj114403avLk\nyZLqYre0tFSPP/64Vq1aJcdxFA6H3fg8//+xd+fRURXZH8C/9XrLSkISQkjCTiCRsBNIICA7KC6H\nVQTZQVEYdUT0JzIOiOi44AIDiCMOOgoiqCAowyayyyYJCJGwG7IQCNm3Xt79/ZF5ZZpsHUV4Cfdz\nTk6g+716lT59u+pW16saNAjDhg1D3bp1ZVnff/893n33XVluVV/AAEBqaiqISA5K8RKerLbiPi5j\n+sYxyph+cR7KmP5xHsoYu1PxJAZ2050/fx6XL1+G0WiU+5SVbgwronV0J0yYgOHDh8tOa2FhIb77\n7jv85z//kcdqDWaLFi0wfvx4NG/eXD537NgxvPHGG0hJSXHau/BGWoN78eJF5OXlyRm8gYGBAMrv\npDNWG3CMMqZP2t67iYmJAEre482aNYPNZqvybhQtHsePH49Ro0bBx8dHPrdlyxasWbNGHqcoChwO\nB4xGI5577jk0btxYln/q1CksX74c+/fvB1AyQFQRo9GIzMxMJCcny8caNWoEs9lcZX0Zq2m0L1/O\nnz8PAPIOmPT0dPl8RbT2Kjo6Go8++iiaNGki99s+f/485s+fDwByIFZVVSiKghEjRsg7bAAgOzsb\ny5Ytw+eff+5UbkWICJcvX5Zlms1m3ieY1Wrcx2VM3zhGGdMnzkMZ0y/OQxljdzqexMBuuiZNmiAg\nIAB2ux1EhLS0NNkYVkZb0q9evXp46KGHcPfddwMoaRivXLmCjz/+GGlpaTLZ1BLL4cOHY/To0fDy\n8gJQ0lDu27cPjz/+OIqKisptzEvPAN62bRuuXr0qO8iDBw+W9WGsNuIYZUyfVFWFm5ubnKFORDh+\n/DgsFotLy96WHuCNjY2Vz125cgUbNmzA0aNH5XW0u9r69++PCRMmoEGDBvL4PXv24KmnnkJ+fr78\nbCh97dLxvW/fPpw+fVrG49133y3ry1htosVnUFAQgJI7YAoKCmTbVtmAaekld3v27IkpU6YAKLlz\nTVEUfPfdd/jyyy9lOVr8tGrVCpMnT0bnzp0BlCzta7PZMH36dOzevRtWq1WWU7qe2pKiiYmJchlf\nAOjdu7esP2O1EfdxGdM3jlHG9InzUMb0i/NQxtidzjB37ty5t7sSrHa5cOECVq5cieLiYhARbDYb\n7r//fvj7+4OIqpytJ4RA/fr1AQC7d+9GUVERACA/Px9+fn6Ijo6W+zUREcxmM5o1awar1YqDBw/K\nBvf06dNIS0tD/fr1ERoa6tSwasds2bIFzz77LPLy8kBE6NmzJ/72t7/JfaIYq404RhnTJyEECgsL\n8c477yAzMxNGoxHu7u7o3LmzHFCqLD615wIDA+FwOHDixAlkZmYCALKyshAYGIju3bvLO9S0JDU8\nPBzFxcXYu3cvgJJZ+JcvX8bZs2cREhKChg0byiTXbrfDYDBACIHExEQ89dRTSEpKAhEhNDQUr7zy\nCgIDA136LGGsJhFCoLi4GJs2bUJ8fDxMJhOKiooQHh6OqKioKt/z2nPaANTPP/+MixcvwmAwwG63\nIyMjA6NGjYLJZJIDUUIINGrUCE2aNMFnn30Gh8MBs9mM/Px8xMXFwWazObW5pePz/PnzeOKJJ3Dy\n5EkIIRAQEIA333wTjRs35vhktRb3cRnTN45RxvSJ81DG9IvzUMbYnY4nMbCbLjAwEGvWrEFKSgoA\nwN3dHR07dsRdd93lUlKqLWvk5+eH1NRUxMfHAyhZKlBVVURHR8Pf399phqCvry+io6Oxb98+XLp0\nSV4nPj4e27ZtQ8OGDdG4cWNYLBbZoC5btgyvvvqq3J/NbDZj3rx5iIqKcpp9z1htwzHKmD5pM+xP\nnDiBY8eOQVVVqKqKbt26oX379i6957XYCAkJQVJSkrzrxWq1wuFwIDIyEiEhIRBCyPj08vJCWFgY\nsrOzERcXJ+9iO3XqFLZt24agoCCEhITAw8MDiqIgNzcXn3/+Of72t7/h0KFD8tozZ87E8OHDOTFl\ntZKqqjCZTEhMTMT27dvlIKy/vz/69+9frS81fH194eHhgfXr18svTrKzsxEUFIQOHToA+G2wSVEU\ntGjRAhaLBfv27UNxcTEAIC0tDVu2bEFxcTF8fHwQEhIi4/Ozzz7D/PnzsXPnTnnNUaNGYcKECTCb\nzRyfrNbiPi5j+sYxypg+cR7KmH5xHsoYu+MRYzeRw+EgIqLZs2eTEEL+zJ8/n+x2e7XL++KLL6hx\n48aynPr169O///3vCq975swZuv/++0lRFBJCkMViISEEGY1GCgsLo759+9KQIUOoSZMmFBAQIMv1\n9vamxYsX/6G/nbGagGOUMX1TVZXefvttcnNzk3EyceJEIvotjlwpg4ho06ZN1KZNGxlHFouFlixZ\nQjabrdzz7HY73XvvvVSnTh2n+HRzc6OwsDAaPHgwTZ06lVq3bk2hoaGyfkIImjFjxu/6DGGsptDi\n76effiIvLy/53o+NjaWTJ09Wu7ykpCQaMWIECSFIURQyGAw0cuRIun79OhH9Fsel4/6NN96gJk2a\nyLjU6uDp6UlhYWGy/axXr55TfE6cOJGKi4tvwqvAmH5xH5cxfeMYZUzfOA9lTJ84D2WM3el4JQZ2\nU2kz6hISErB//365R9Lly5cxadIkmM1ml2bGasfUrVsX58+flzPs8/PzERoaip49e8JsNjtdl/43\nC7Fbt25QFAVHjhyBzWaDyWSCw+FAVlYWLly4gF9++QXZ2dkoLCwEAMTGxmLu3LmYOHGiLIdnBrLa\nimOUMf3S3tspKSnYuHEjHA4HiAhxcXGYMGEC6tatK5fTrIoQAg0bNkRCQgJOnDgBVVXhcDhgNBox\nbNgwudSfxm63w2g0IiYmBr6+vvj+++9BRHJPw2vXruHMmTP46aefcPXqVeTm5gIAwsPDMWvWLDz/\n/PNwc3Pju9NYraW9rzMzM3HkyBF5d2ZSUhJ69OiByMjIapXn5eUFIsL27dtRVFQkY61Lly5o1KiR\nvJ743z7DQghERUUhMjISe/bsQVZWFogIRqMRqqri2rVrsv0sKCgAALRs2RJPP/00Zs2aBR8fH45P\nVqtxH5cxfeMYZUy/OA9lTL84D2WM3el4EgO7qbRGydfXF6tXr0Zubi6MRiOuXbuGRo0aoXPnzi51\nfLWGzdvbG9euXcPBgweRn58PoCTJnTx5Mjw9PZ2SSO23r68vBgwYgMjISCQlJSEtLQ12ux1E5HSN\ndu3aYezYsZg6dSoGDhwIk8nkVA5jtRHHKGP6JoRAeHg4Pv30U1y9ehXu7u6w2+0oKirCfffdJ/cc\nrKoMVVXlAO7WrVtlMnn69GkMHz4cQUFBTrGu/a5bty569OiB8PBwFBUVITExUe6LWFpwcDCGDx+O\nKVOmYOTIkfDx8ZHXZqw2CwgIwMGDBxEfHw+DwQBVVZGdnY2xY8e6XIY2UGQymXDy5EmcPXsWAJCe\nno6oqCh07tzZaaDnxiU9Bw4cCC8vL5w9exa5ubllYjQkJAQPP/wwJk2ahJEjRyIwMNCpHMZqI+7j\nMqZvHKOM6RvnoYzpG+ehjLE7laAbe+uM/UFasjh16lSsWLEC7u7uKCwsREhICM6ePQuLxeK0R2FF\ntGNSUlLw4IMP4ujRozCZTLDZbFi+fDmmTp1abjmlH8vLy8O5c+ewfft2HDp0CD4+PsjLy8ODDz6I\n8PBwNGnSRHZ4GbtTcIwypl/anSjLli3D9OnTYTAY4HA4UL9+fWzevBnt27eHw+GAwWCotJzSA7e9\nevXC7t27Zaw/+eSTePfdd8s9r3R8Wq1WHDt2DNu3b8eRI0fg5uaGrKws9OvXD127dkXz5s3RoEGD\nm/sCMKZjWuz997//xb333isHj4gIGzduxODBg12Kz9Lmzp2LN998U+4X3K9fP2zdurXcY2+8AzQ3\nNxebN2+Wd5RmZ2cjOjoaXbp0QUhICOrVq/eH/2bGahLu4zKmbxyjjOkX56GM6RfnoYyxO9rN3Z2C\n3Skq229Me+7UqVNl9hucN29eleeXpu2/9Pzzz8tyFEWhKVOmkNVqrfJ8bR8nxu40HKOM6Zcr8XXx\n4kUKDw+Xe/UqiiL3JHWVtufo6tWrSQhBBoOBhBD00EMPUUZGRqXn3hibWqzzfqOstnP1Pd69e3e5\nD6gQgtq2bSufc6Vt02Jq//79ZDAYyGAwkKIoFBQURKdOnXL5/N9Td8ZqMu7jMqZvHKOM6RfnoYzp\nF+ehjDFWvqo3s2KsFG2pvcpm9hkMBhARIiIiMH36dACQy/MtWbIEFy9elDN6XfXII4/AYrHAarWC\niJCVlQWTyVTu0mKl3bhckXZN4gVIWC3FMcqYfmn7gZaOz4riLCgoCJMnT5bHEBG2bt2KLVu2VHpe\naUajEQDQpUsXhIWFyXg8ffo06tSpU+m5pWOT/rfkoKqqcsY/Y7XNjfGp7dV9I7vdDgB4/fXXAQAF\nBQUwmUw4ceIEPvjgA1lWVbQ7zWJiYhAdHS3vpFEUBXl5eS6fX7r+WvvOWG3EfVzG9I1jlDH94jyU\nMf3iPJQxxirHkxjuYOXt/VcZVVVhNBohhMB3332HgQMHIjU1tdxjtU7n5MmTUa9ePdhsNphMJly9\nehVz5swBAJeWONIaRoPBgJYtW8pyDx8+jLy8vCqXGbyRdk3ei4nVBByjjOlXdQZXgd+WxzQYDDh3\n7hwGDx6MxMREGAwGmYyWZrFYMGDAAERFRQEoibW0tDS8/fbbsFqt1RrEcXNzg7+/P4QQUBQFv/zy\nC06fPu1y3Uvvg1j6N2N69Ufj87777sPKlSths9nKHGs0GkFE6N69H8gbfgAAIABJREFUO4YMGSIf\nA4Dnn38eV69edXkQRxsw6tmzJ4CSWEtNTcW1a9cAVO+LFC0uuf1kNQH3cRnTN45RxvSL81DG9Ivz\nUMYYu/m49b8DFBUV4dSpU/joo4+wdu1arFq1CufOnYPBYJANjKsz9c6ePYsHHngA9913H7Zt24bl\ny5dXek6rVq0wbdo0ACUNuRACq1atknssudq4N23aFAUFBXIPpqCgIBARz8JltQLHKGP6Zbfbcf36\ndXz55ZfYunUrNmzYgIsXLzrNjnclwVMUBTabDU8//TTCw8OxefNmzJo1C0DZgVqtvBYtWmD06NEQ\nQsgkc9euXViyZInL1wWA4OBg+Pn5yZgMCgpC3bp1XTqXMT0rLCzExYsXsWLFCixduhSLFy/Grl27\nkJaWJo9xtf202Wx48sknER4eju+++w4fffQRLl26VOl5c+bMgaIoKCwshJubG7Kzs/G3v/0NgGuD\nOIqiQAghB5BNJhPc3d3l/3kgiNV03MdlTN84RhnTL85DGdMvzkMZY+wWuln7UjD9SU5OpmXLltHg\nwYPlXmZCCBJCkK+vLw0aNIiWLl3qdE5VeycNGTKEhBDk4eEhf//888+VnnPx4kXq1KkTCSHI3d2d\nhBAUFhZG169fd+nvKC4uJofDQbGxsbL+jRs3psLCQpfOZ0yvOEYZ06+cnBz6+uuvafLkyVSnTh25\nb68QgoKCgqhPnz70ySefUHZ2tjynsvi02Wz08ssvyzLc3NxICEFbt24lIqpw794zZ87Q8OHDnT4j\n6tatS4mJiVVeU7uuqqo0duxYWYbRaKTz589X9yVhTDdyc3NpzZo1NH78ePLy8pJxpe2JHRoaSlOm\nTJFxQlT1Pp3r168vE5+vvvoqFRQUlHu8Fntz5sxxOkcIQZ9//jkVFRU5HVceLe7fffddEkKQyWQi\nIQT98MMP1Xo9GNMb7uMypm8co4zpF+ehjOkX56GMMXbr8SSGWshms9F3331H9957r0wgtR+DwUAW\ni8XpsbFjx9LmzZuJiMjhcFRa9k8//SQbaW9vbxJC0ODBg6us04YNG5wadSEETZ8+nVJTU4mo6s5v\ncXExhYSEyDJGjx7t0nmM6RHHKGP6FhcXRxMnTqQGDRo4xaKiKGQ2m50GkgYMGEA7duyQ51b2no+P\nj6d27dqREELGacOGDSuti8PhoB07dlC9evWcEtS+fftSXl6ey39TTEyMrHNkZKTL5zGmNydPnqSp\nU6dSUFBQmfbTaDTKARghBEVERND8+fNdLrt3795O7aePjw/t3bu33GO1WFdVlRo3buwUn23atKH/\n/ve/ZY6tyPjx42Wd/f396dKlSy7XmTE94T4uY/rGMcqYvnEeyph+cR7KGGO3B09iqIVWrFghG7HS\nDVnz5s3J09OTDAaDU4JoMBjIx8eH9uzZI2cHVpagvvDCC06NddeuXSknJ6fKek2aNImEEGQ2m+Xv\nF198kdLT04mo7MxEVVXlY6tXryZFUWSHYMmSJb/35WHstuMYZUy/9u7dS127dpXxo72n/fz8yM/P\nzylR1WI1JCSEVq5cWWXZxcXFtHTpUqf4NBqNdObMmUqTy8LCQnr99dfl8dp1Z82aRWfPniWi8mf3\n22w2IiI6fPgwWSwWeQfN448//jtfHcZur7i4OOrWrZuMH7PZTCaTiUJCQigsLMyp3VQURQ70vvDC\nC5SSkkJE5Q/kaLFy7Ngxp/j08vKiI0eOVFgf7byNGzfKO0i1a/bp00fe4VZefGqPpaamUlhYmLxm\nv379+A5SVmNxH5cxfeMYZUy/OA9lTL84D2WMsduHJzHUEqqqksPhoIULFzrN1G3ZsiU9/vjjtHPn\nTsrOzqZjx47RN998QzExMXLmvdbYhYeH07/+9S+nMsuTnJxMbm5u5OPjQ+vWrXOpbkQlSy517txZ\ndnq1zvi0adPKHF96ObP09HTq06ePPKdevXqUkJDwe14mxm4bjlHG9EuLgQ0bNlCdOnXkezk4OJhG\njBhBH3/8MV25coUOHTpEq1atoj59+si41AaXPD096eOPP5YDtRUN8P7666/UuXNnEkLQggULqlXP\nQYMGyQEkbXb+pEmTnO6EUVVVJrSaGTNmOH3ufPvtt9W6LmO3kxafu3fvpkaNGsn3ckBAAD300ENy\nycykpCQ6d+4cPf7449SyZUunL2csFguNHz+ekpOTiaj8wRwtZkeMGEFClCzhWR1z5syh+vXrO8Va\nWFgYJSQkyJi02+1lluzVlgHV2t7ly5c7/d2M6R33cRnTN45RxvSL81DG9IvzUMYY0weexFCLZGZm\nUufOneXMO39/f1qzZk25x6amptJ7773nNMtPCEEtW7aktWvXEhGV6XyWdvToUaf/V3Zs6ee3bNlC\n3bt3l42q1lBOnDiRtm/fXua8jRs3yiWVtJ+XX3650msxplcco4zp28iRI52W6Hz11Ved9hrVXL9+\nnZYtWyYHeLUBpJYtW5bZP/hGDoeDDh8+LJfIJap4H1KNluieOXOGOnfuLAePtLo++OCDTkuJag4f\nPiz3INV+xowZ48pLwZju/OUvf3H6cmPOnDnlxqfNZqMTJ05Qy5YtnZb0NJlMNGHChArL1+IsPz//\nd8XnlStXaObMmfKa2t04bdq0oQULFpS5q+Xw4cP02GOPOdWxT58+Lt2xypjecB+XMX3jGGVM3zgP\nZUy/OA9ljLHbiycx1CKvvPKKbHzc3d1p48aN8jltVl/pfZOIiP7xj39Q8+bNnWbeNWrUiK5cueJ0\nXEWqalA1pcvZuXMnRUdHOzWsiqKQu7s7jR07lubNm0eLFi2iQYMGUatWrZz2ZRw9ejRlZWW5/qIw\npiMco4zpj/be/+KLL+T72Gg0Os1+dzgc8rjSd7asXLmSGjZs6DQ4ExYWRrt37yYi1wZtq9pfuHQd\niIi2b99OQ4YMcYpP7d+TJ0+mV155hdasWUMTJ06kjh07yj0VhRAUFRVFp0+fdvq7GasJjh075jSw\nW/rOzNLxWfoOsL1799LQoUNl+6md//HHH1d6La2s6sSnds7Vq1dp9uzZToO72u9u3brR+PHj6Y03\n3qDhw4dTZGSk0x13kZGR9NNPP1X7tWFMD7iPy5i+cYwypj+chzKmf5yHMsbY7ceTGGqJwsJCuSyY\noijUpk0bysvLI5vNVm4HUZutl52dTcuXL5fLkWnLHY0aNeqm17F0Pc6cOUNdu3aVs3i1vQ8r+gkJ\nCaEXX3yRrl+/XqYsxmoCjlHG9G3KlCkyyQwMDKSEhASn/XZLK/3+fv/99+UArxYvbdq0KffYP6J0\nORkZGdSjR48ynwsV/Xh6etLEiRPlwBFjNc1rr70mB0ktFou8I7Oq+Dxx4oT8MkS7Yy04OJgOHjz4\np9b3mWeeoaZNm8o7b0rfuXPjj4eHB40ZM6bMnauM1RTcx2VM3zhGGdM3zkMZ0y/OQxlj7PYzzJ07\ndy5YjZeWloa33noLNpsNDocDMTExGDt2LIQQEEKUOV5RFACAxWJBREQErFYr9u7dC0VRoKoqTp48\niYiICLRu3fqm1VGrh6qq8Pf3x3333YcGDRrg+PHjyMnJKfccLy8vDBw4EFOnTsW4ceMQEBDgVBZj\nNQXHKGP6lZOTgzfeeANpaWkAgLvuuguzZs2CoigyFksTQkBVVQgh0KJFC5jNZmzZsgVEBLPZjNTU\nVJjNZvTo0QNEdFPiQSvD4XDA09MTAwYMQHh4OPbs2YOCggIQkTxWURT5/5iYGEyaNAmPPfYYWrZs\n+YfrwditpMXZBx98gOPHjwMoaRf//ve/o06dOhXGpxZ3gYGBaNeuHT788EPY7XYYjUbk5OSgqKgI\nUVFRqFOnzk2tr8PhgKIo6NWrF3r37o1ffvkFycnJsNvt8pjS8dmjRw+MGzcO06ZNQ9u2bW9qXRi7\nVbiPy5i+cYwypl+chzKmT5yHMsaYfggq3dtgNdaZM2fQqlUr+f9nn30Wb7zxBhwOBwwGQ5XnOxwO\ndOjQAT///DPc3NxQVFSEyMhIrFu37k/vbJ45cwZfffUVjhw5gri4OPj6+qKgoACxsbG45557EBER\n4fS3MVYTcYwypl/Z2dmIjIxEcnIyAKBv377Ytm2bywM/2dnZeOKJJ7B69WoZnyaTCXFxcYiIiLhp\nA0ilaWXGx8dj9+7d2LhxIxISEuDp6Qmr1YpWrVph2LBhaNeuHVq3bg0PD4+ben3GbqXu3bvjwIED\nAICWLVsiPj4eZrO5yrhSVRWKomDu3Ll4+eWX5RcwBoMBixcvxvjx4+Hu7n7TY1S7blZWFg4dOoRt\n27bh8OHDKCgogNFoRIMGDTB8+HDZfrq7u9+0azN2q3EflzF94xhlTL84D2VM3zgPZYyx248nMdQS\nP/zwAx588EEUFxfDarXi/vvvx7p162Aymao8V0tef/jhB/Tp0wdCCCiKAofDgdmzZ+Oll16C2Wy+\n6XXW3nqlG+u8vDxYrVYYjcabPiuRsduJY5Qx/Tp//jyio6ORmZkJVVURHR2Nr776CvXr13e5jEuX\nLiEyMhL5+flyAGnEiBFYs2bNnzp4VFpGRgaICAUFBWjUqNFNvR5jtwMRIS8vDyNHjsTWrVshhIDF\nYsGPP/6INm3aVBlb2iBOYWEh+vfvj/3798sBpK5du2LJkiXo2LHjLflbCgoKYLFYkJ2dDT8/v1ty\nTcZuBe7jMqZvHKOM6RfnoYzpE+ehjDGmH2XXvmE1ipbcNW3aFIWFhbBarfI5q9UKVVWrLMNgMICI\n0KtXL0ycOBFEJJdFWr58Oc6ePVvtOjkcjiqPK718oaqqcDgc8PLyQt26dVGnTh3w/BpWG3CMMqZ/\nQUFBCAwMhMPhABEhNzcX3t7eLp+vqioaN26M+fPnA4CMr7Vr12L37t0QQjgt41cVV44tnTCrqgoi\ngr+/PwICAnjgiNUaQgh4e3vL2CQieHt7yyV3qxqU1b5ocXd3x6xZs1C/fn3Z7h48eBDbtm1DYWFh\ntepUnVgGIK/n4eEBg8HAA0es1uA+LmP6xjHKmP5xHsqYPnEeyhhj+sGTGGq40o1m586d5b83b96M\nnJwcOcuvKtox8+bNQ2BgIGw2G0wmEzIyMvD+++87HVMZu90OIQQMBkO1GldFUeRShtrfxHsZstqA\nY5Qx/cvLy0PDhg3l3WU///yzXDLQ1YFWAHj66acREREBm80ml8188cUXAQBGo7HKcux2O4jI6VhX\n4lpRFI5HViNV9SWE9v7v0aOHPD49PR2nT58G4NpAjvZly4MPPoh7770XBoNBtmeffPIJLl265FJd\nb4zPvLw8l84rb79UxmoD7uMypm8co4zpH+ehjN0enIcyxljNwZ9mOnPw4EEkJyfj7NmzyM/Pl49X\n1bg2aNBALgfo5uYGu92OlStXAnAtwTMYDHA4HAgNDcWMGTOczvvnP/+J8+fPy1mEldEa1EWLFiEs\nLKzaM/MZ0zuOUcb068yZM0hOTkZKSopMKrXYrCxGAwMDERAQACKScbpu3ToAcGmv4NJ3uLz++usA\ngMLCQhgMBuzbtw/ffPMNgMoHolRVhdFohBACO3bsQNOmTbFv3z4oilLtGfeM6YkWe8ePH8fRo0cR\nFxeHpKQkl5a31QZe6tatC5PJBIvFAgD46KOPAJS0aVW1v0IIGXvTp09H/fr14XA4oCgKEhISXIpP\nbdBIi88WLVpg8eLFKC4uduEVYKxm4D4uY/rGMcqYfnEeypj+cB7KGGO1BLHbymq10oEDB+ill16i\nu+66i+rUqUP+/v7k7e1NrVu3pnnz5tHx48dJVVUiInI4HGXKsNvtRET0+uuvkxCCjEYjCSGob9++\nlJKSUuF5N9KOsdlsFBwcTEII8vDwICEEPfnkk0REsh4V2bZtG4WHh5MQgoQQNGPGDNdfDMZ0iGOU\nMf1SVZUSExNp6dKl1L9/fwoICKCmTZuSp6cndezYkV555RXas2eP0/E30uJz48aNMi6EENSzZ0+K\ni4ur8LzKDBgwgIQQ5ObmRkIIGjp0aKV10CQlJdHAgQNlHWJjY6t1Xcb0RFVVSkhIoIULF1LPnj3J\naDRSvXr1SAhBQUFBNGrUKPr444/p+vXr8vgbae1eYmKijAuj0Uhubm705ZdfOh3jSn2IiP7yl784\nxWdoaKh8rrL4TE5Opr59+8p6tG7dmo4fP+76C8KYznAflzF94xhlTL84D2VMvzgPZYyx2oUnMdxG\nZ8+epb/+9a/UqlUr2RAZDAYSQpDFYpGPhYaG0owZMygnJ0eeW17jduLECQoJCZHnNWrUiFatWlWt\nOtlsNiIiWrx4sVOS2759ezp37lyF19Y88sgjJIQgT09PWY99+/ZVqw6M6QXHKGP6lZGRQW+99RbF\nxMTI97KiKE5xocXq888/T+fPn5fnlhcjJ0+epC5dusjzfH19acWKFXJwyRVauZs2bXIaiIqMjJSD\nWBXFp81mo1dffVV+zri7u5MQglavXk1EJQPZjNUUmZmZ9N5771HXrl2dYsFgMJDJZHJ6LDo6mnbu\n3EnFxcVEVHYwSPv/yJEjZXwbjUYaO3YsFRYWEpFrA7xaLF+6dKlMW75ixYpyr13a9u3by8Tn//3f\n/zm1/YzVFNzHZUzfOEYZ0y/OQxnTL85DGWOs9jHMnTt37u1eDeJOFB8fj5kzZ+LTTz9FRkaGXMaI\n/rcUkba8EADk5+fj4MGDOH36NAICAtCsWTMAZZf+U1UVZ8+exfHjxwEAOTk58Pf3R6dOneDt7V2t\n5ZKCg4OxceNGZGRkyGtFRUUhPDy80jLatWuHNWvWICsrC97e3rBarThx4gQmTJjg0lJojOkFxyhj\n+nXlyhXMmTMHixcvxoULF8o8r8WpyWSCzWbDvn37sH//fkRERKBRo0YQQpSJN4vFgoSEBPz0008A\ngKKiIpjNZsTExMDHx8elemnlubu749SpUzh37hyAks+IHj16oG3bthXGp6IoaNCgAY4dO4ZLly7B\nzc0NVqsVGzZswIsvvujSXqaM6UFhYSFmz56Nt99+GxcvXnR6zsPDw2npS5PJhF9//RU7d+6EzWZD\nbGxsmRgp3f5u2LBB7glqt9vRrFkztGzZ0um4imhLXdetWxdXrlzBkSNH5Dl+fn4YOHCgXMb3RkSE\nZs2a4dSpUzh58iTc3d1htVqxb98+9O7dG82bN6/Wa8TY7cR9XMb0jWOUMf3iPJQx/eI8lDHGaiee\nxHAb7Nq1C0OGDEFcXBwAICAgANHR0ZgwYQJee+01xMbGIjAwEDk5OcjIyIDBYICqqkhMTMShQ4cQ\nFRWF0NDQMuV6eXkhKSkJhw8fRmFhIQDg6tWriIyMREREhEv7HWoMBgMuX76MgwcPAgDy8vLQt29f\ndOzYEXa7XSawN/Lz84OiKNi6dSusVisAIDY2FkOGDOHElNUYHKOM6dfFixfx8MMPY/369bDZbPD0\n9ETbtm3xwAMPYP78+ejevTtatGiB1NRUZGZmQggBRVGQnJyM48ePo06dOoiMjISqqjJOiAhubm7I\nysrCnj175D7DiYmJ6NSpEyIiIiqMqfK4ubnh119/xb59+0BEsNlsaNSoEQYNGuQ08HyjOnXqwN3d\nHRs2bJAJdvPmzTF8+HB4enpW6zOCsdshNTUVo0ePxurVq2Gz2eDu7o6OHTti5MiRePvttzF06FBE\nRUUBAM6ePSsHerOzs7Fjxw4oioLY2NhyY8ThcCAhIUEOSGVkZMDLywsxMTHw8PCAqqpVxogQAkII\neHl5Yd26dSguLgYRITg4GKNGjZLP30j7vOjatSsWLVok4zMyMhLTp09H3bp1/8jLxtgtw31cxvSN\nY5Qx/eI8lDH94jyUMcZqsVu15AMrUVBQQEOHDnVavmjmzJl08eLFMsdeuXKFHnjgAfLx8SEhBJnN\nZrn30S+//OJ0bOm9mvr06eO0nNm4cePowoULRFS9/dTeffdd8vT0lNcdNGiQS+dlZmZSSEgItW3b\nln766SeXr8eYHnCMMqZvf/3rX53ic9iwYXTw4MEyx6WmptKYMWPIy8vLKd48PDzo1KlT8jhVVWXc\nFRQUyH1EtaVA+/XrV278V0Qr64svviCLxSLjMzIyknJzc6s8Py0tjfr27Uvu7u60Zs0al6/LmB4s\nWbKE3N3dZbwNHDiw3PgkKtmfu3379k7LaSqKQu+//z5lZ2cTUUnbqcWUzWajBQsWUJ06dWT8t2zZ\nkr744otq1/PEiRMUHR0tyzEajXT58mUiqrgd1pYBnT59OimKwvHJahzu4zKmbxyjjOkb56GM6Rfn\noYwxVnvxJIZbRGuIli9fLhsqk8lEr732mtMxWoKp7TmWlJREb775plPjpiWbJ06cIKKy+yYtXLiQ\n6tatK8/x8fGh5cuXyz2eqkpOtfLi4+Od9o665557KC8vz6XkNikpyenvqk5CzNjtwDHKMcr0b/fu\n3XIwSAhBEyZMcHpeS+6031lZWfTOO++Qh4cHCSHk/oH9+vWjkydPlnvuunXryMPDQ+5VKISgd955\nh/Ly8oio6vjUnrdarRQcHCzL6Ny5M6Wnp1e616F2vravsKaqcxjTg9OnT1NoaKh8zw8cONBpD10t\nxrTHiouL6dixYxQYGOjUfoaHh8u9QTVaDBw9epTuvvtupwHkkSNHUmJiotNxVXE4HLIcNzc3qlOn\nDu3YsaPKc4jKfgZwfDK94z4u93GZvnGMcowy/eM8lDH94jyUMcZqN9fXpGJ/iKqqAIAffvhBPubp\n6YkHH3wQAGC32+VSYwDkXkihoaF49tlnMWXKFBgMBjgcDgDA2rVrsXz5cmRnZ0NRFKiqKq8xZswY\nREZGyqWIcnJy8Nlnn+HQoUMAXNurSVVVNG/eHG3btpX1T0tLc3kZMW0JQ21JJVfOYex24hjlGGX6\npcXO999/j/z8fLkv56hRowAANpsNAORStAaDAUQEHx8fzJgxAy+//DIAyKVrd+zYgcWLF8vlAEsv\n6Tls2DD06tULqqrK67z//vs4evQogKrjUwgBh8MBq9WKDh06yMd/+eUXGI3GKpcDFULI/Yy1z5Pq\nLCHK2K2mxWd8fDySk5Nl+3j//ffDZDLJuNPiU3veaDSiffv2+OCDDxAWFibf76dPn8bixYuxZ88e\nAM57f3fs2BEDBgyAv7+/vP7333+PL774AkBJrND/lgatiLbUdY8ePQAAxcXFyM3NhZ+fHwBUeH7p\nZX+1epV+nDG94j4u93GZvnGMcowy/eI8lPu5TL84D+X4ZIzdGfjT7hYxGAzIz8/H3r175WMDBw5E\nREQEiEh2UG+kNUyvvfYa7r33XtngFhUVYdOmTU6NpZZQ1q9fH48++igaNmwoG7g9e/bgk08+QXJy\nslO5FVEUBfn5+XI/NqBkH8Xs7OwqG+Uby2GsJuAYZUy/tPfptm3bAJQkf23btsXAgQMB/JaMlqYN\n8hiNRsycORMjRoxw2m/366+/xoYNG5zKt9vtAIAXX3wR9evXl4PGiYmJWLFiBX755RcAvyXLFTEY\nDPD09EROTo58LDg4GPn5+dWKT94fmNUEWvxoX76oqoqgoCD069cPAGA2m8s9T4vRBx98ENOnT0ej\nRo3kcydPnsQ777wDIpL7fWtx99BDD+Huu++Wx2ZkZGDNmjX45ptv5PUro7XnWvtpNpthNptx9epV\np3pV9fdyfLKagvu4jOkbxyhj+sV5KGP6xXkoY4zdGThruIUSExNRVFQkGy0tOayskdIaTH9/fzz1\n1FOIiYmRz126dAkrV65EQkKCLE8r6+GHH8bgwYPh6ekpj9+wYQOWLVsmy62Km5ubUye3Xr168PHx\n4ZnyrNbiGGVMn4gIqampSEtLk4mbxWJBdnZ2ledqA0J///vf0a1bN/l4eno61qxZg++//15eQ4v9\nbt26YdKkSfDw8JAx9tVXX+Gjjz5Cbm4uFEWpdICXSrbrgsVikY95enqiXr16HJ+s1lFVFVarFRkZ\nGQBK2rqioiJ4eHhUep4QQg70jBo1CuPGjZPP2e12bNmyRbaJRCRjv3nz5hgzZgzatGkjjz916hTm\nz5+P69evyzvgKqI9p13barXCbDY73bHGWG3DfVzG9I1jlDF94jyUMf3iPJQxxu4MPInhFvLx8cG1\na9dkR7Zu3boAfuvYVkTraPbp0wfjxo1DgwYN5HNxcXFYunQpgJJkU2uIDQYDJk2ahO7du8tjr169\niiVLlmDNmjWVXk9bDm3r1q04f/68nFncs2dPAFXPzGespuIYZUyfhBDw9/cHEcmEz8PDAz4+PlW+\n341GI4gId911F6ZOnYqWLVvK544ePYrPPvtMLrdLRLK8J598Et27d5cDufn5+Vi1ahUWL14MoOK7\nx7S7Zo4dO4aDBw/Kz4du3brBYrFwfLJaR1EUmM1mpKamysd8fHyQl5dX5d0oWhwFBgZi9OjRGDx4\nMICS9rKwsBALFy5EamqqXCZbG/jp378/Ro0aBXd3d1nO0aNH8Ze//AXFxcUVDtJqX+KkpKTg66+/\nlo9HRUXB39+f45PVWtzHZUzfOEYZ0yfOQxnTL85DGWPszsCTGG4hq9WKJk2ayBm2+/fvlzNuK5up\nV3qG4MCBAzFs2DD5XGFhIbZu3Ypdu3YBcN5PrVOnTpgxYwbat28PoGSZouzsbEybNg1bt25FUVER\ngN8SY63B1BJRbXkzm80Gb29vObOfly1itRXHKGP6de3aNXh6esr4jIuLw8WLF6uc7Q78NuP9gQce\nwODBg+Hm5gagJHb27NmDrVu3AiiJZe2utvr162PmzJlyv0JFUZCSkoI5c+Zg/fr1KC4ulmUAkMsM\navX75ptvUFRUJK+tDRTz0rmsttHaprCwMPnYpUuXXLpbDPgtPsPCwvDoo4/KQWGj0YgLFy5g0aJF\nAEpiRwgBIoKXlxfGjh2LKVOmOJW1evVqvPzyy0hMTATwW/upxafWPm7evBnp6ekyHnv37u203zhj\ntQ33cRnTN45RxvSL81DG9InzUMYYu0MQu2XS09PJ19eXhBDH55BMAAAgAElEQVRkMBioSZMmtGvX\nrmqXs2vXLurYsSMJIUgIQe7u7jR9+nSy2WxERKSqKqmqSkRERUVFtH79enms2WwmIQS1aNGC5syZ\nU275x48fp5EjR8pzjEYjvfTSS7//D2eshuAYZUzftLhSFIVCQkJo/fr1Lp+rxdyPP/5Iffr0kfEj\nhKApU6ZQWlqaPE47VlVV2rBhAzVp0kTGshCCQkJCaNasWeRwOMpcJy0tjV544QVZtqIo9Mgjj5Dd\nbr8JrwBj+jV+/HgSQpCbmxsJIei5556rdhlZWVn0zDPPyHZYCEGtWrWin3/+mYioTBxlZWVRhw4d\nZFsohCAPDw+KjY2l8+fPy1jWpKam0rx582RbK4Sgnj170rVr137/H85YDcB9XMb0jWOUMX3jPJQx\n/eI8lDHGajfD3Llz597uiRR3AofDAS8vLxw/fhw///wziAg2mw2xsbFo27atS3uTERGEEPDz80N2\ndjZ27doFIoLdbkdRUREiIiLQtGlTAL8tK2g0GhEeHg4vLy8cPXoU+fn5EEIgMzMTu3fvxo4dO5Cd\nnY3MzEzk5ubin//8J5YtW4a9e/fCarUCKFna6OWXX4afn5+sA2O1DccoY/rlcDigKApSU1Pl3WS5\nubno0qULYmJiXH7fCyEQGhqK9PR0HD16VN5llp2djcjISLRq1QpCCDnLXgiBsLAwNGvWDOvWrZOz\n6fPy8rB//37s2rUL6enpcunOzz77DO+++y42bdqE/Px8AEBAQAAWLFiA5s2bQ1VVjk9W62jxSUT4\n4osv5B0voaGh6N69O7y9vV2OUTc3N/j6+uKHH37A9evXIYRAQUEBLBYL+vfv73SHiqqqcHd3R3R0\nNBISEnDp0iUAJXF+8eJFfP3114iPj0dWVhZsNhtWr16Nt99+G99++y1ycnIAAHXq1MEbb7yBDh06\ncHyyWov7uIzpG8coY/rFeShj+sV5KGOM3SFu3XwJZrPZ5Kw7RVFICEFjx44lh8NRZoZeVQ4cOECx\nsbFOs+YXLlxIxcXFTseVLveDDz6gpk2bkhCCTCaTnFkohCCLxeI0G1h7bNy4cZSamnpT/n7G9I5j\nlDF9e++998jLy0vOdO/QoUO1ztfuWDl58iQNGDDAKZ5efPHFMvFJ9FuMfvDBB9SlS5dy49HT01PO\nqNfqJoSg3r1709GjR//4H85YDfDTTz9RixYt5Pu/adOmdODAAZfP12ItOzubXnrpJacYGzBgACUm\nJjodV/rfR44coTFjxsi7zhRFcWpDtX+Xfqxnz560Y8eOm/gKMKZf3MdlTN84RhnTN85DGdMvzkMZ\nY6x245UYbhEigsFgwLVr17B161YUFxeDiHD8+HGMGjUK9erVkzMIqypHCIF69erhwoULOHLkCOx2\nu9z/bOjQoTCZTHIGn/jfHolCCHTq1Aldu3ZFcnIyEhMT5d5PRqNRzt7VtGvXDo899hgef/xxNG7c\nmGfVs1qPY5Qx/dJixM3NDStXrkRxcTGMRiNSUlLQunVr3HXXXbDb7VXGpxYj9erVQ3JyMg4dOiT3\nEk1JScGjjz4Ks9nsFE/av9u1a4eePXvil19+QXJysrwbxmw2O+05SkRo1KgRxowZg2eeeQadOnVy\nujZjtZWqqjhw4ADOnDkDRVGQmZmJ0NBQ9OrVy6U2SnveYrFACIFDhw7h2rVrAErueOvRowfCwsLK\nlCOEQHBwMO6//36oqoqkpCRkZWWBiGA2m+FwOORdbUSEJk2a4KGHHsJTTz2F2NhY3n+U1Xrcx2VM\n3zhGGdMvzkMZ0z/OQxljrHbjSQy3kBACERERWLVqFa5cuQJ3d3fY7XZkZmZi6NChcumwqspQVRUm\nkwmqquKHH35AVlYWAODMmTMYNmwYgoODnZLc0h3ghg0bYvjw4bjrrrvg6emJK1euIDc3FwEBASgu\nLkanTp0wffp0TJkyBUOGDEFwcLBTGYzVZhyjjOmTlvgFBQXh2LFjOHXqFMxmM+x2O5KTkzFx4kQY\nDAaXElRtIKp+/fpYt24dsrKyYDQakZGRgVatWqFdu3ZO5ZQuLzAwEA888AC6du0Kh8Mh49NiscDh\ncCA4OBjjx4/HE088gZEjR+Kuu+5y6XODsdqgTp06uHDhAnbu3AmTyQSHw4GTJ09i4sSJ8PT0dCk+\ntWO8vLxw8uRJHD9+HEII5Ofno2HDhujXr5/TQLFWnsPhgNFoRJ8+fTBw4ECEhIQgJSUFxcXFsFgs\ncHNzQ3BwMKZMmYLp06djxIgRiIyM5IEjdsfgPi5j+sYxypg+cR7KmP5xHsoYY7WbIG3KJvvT2e12\nGI1GfPjhh3j00UflrHYA2L9/P6Kjo+UxlSnd+N57773473//C3d3dxQWFuKFF17AggULXK5Teno6\nUlJSAAA2mw1RUVGyoWXsTsMxyph+ORwOGAwG7Nq1C7179wYAKIoCi8WCRYsWYfLkyfKYqmgxOmPG\nDCxduhQWiwXFxcWYMGECPvjgg0pjXFVVue9icnIyLly4AA8PD6Snp6Nfv35wOBxwc3O7aX83YzWB\nFhfJyclo2bIlCgsLZVzNmjULr7/+erXj88MPP8SMGTPk3uDNmzdHQkJCpfFZuv0tKipCSkoK3Nzc\ncOnSpWrtW8xYbcN9XMb0jWOUMf3iPJQx/eI8lDHGaj+e9nUTaUlmRbTG7uGHH0ZkZCTsdrtMAOfN\nmyePqWpeiRACDocDADB27FgAJQ0kAFy7dg2FhYUu1zkwMBDt27dH+/btERUVBQCclDLdy83N/V3n\ncYwypl8OhwOqqsr/3xhnWtIZGRmJYcOGASiJtcLCQqxYsQIZGRkwGAxOZVREO2bcuHEQQqC4uBgA\nkJWVJZfwrUjpmfehoaHo0aMHOnXqhHvuuQcmk4kHjlitdGN83khRFDgcDoSEhODJJ590eu7NN9/E\nr7/+CoPBINvGymjxN3z4cFgsFthsNnmHW1xcXKXnlh4YcnNzQ7NmzRAcHIyYmJgqr8tYTcZ9XMZu\nDc5DOUZZ7cN5KGP6xXkoY4wxnsRwAyJyqeNZmtagaonnjz/+WOnxnp6emDlzJgCguLgYiqJgy5Yt\n+Pzzz2V5VdE60R06dECTJk1kQ3vixAm4u7tXq/6M6Z3D4UB2djY+//xzjBw5EgsXLsSZM2cAlE0w\nKzqfY5SxP9/vWdyJiGC322EwGKAoCk6ePAngt6U7b1S3bl2MHTsWXl5eMhZPnDiBZcuWyfOqosWn\nv7+/HJQFgJ07d8plPhmrrar6IqW0G+MzPj4eiYmJ5R6rxc3s2bPh7++P4uJi2d5pbaory2ZqA1G+\nvr5yoNjhcODXX3+V5//eheQ4tpmecR7KmP5wHspYzcB5KGP6x3koY4yx34MnMQDIzMyE1WpFUVER\nhBDV3pdIa1APHz6MLl26oFu3bti+fXul5wwcOFAuQ6YltLNnz4bVaoXRaHR5AMtoNEJRFPmTn5+P\n9PT0atWfMb2y2+04cOAA/v73vyMmJgajR4/GunXrsGDBAmzZskXGbFU4Rhn782gDODcuj+dqcieE\ngNFoRHp6OiZOnIg2bdpg6dKlTmWXpigKOnXqhKFDh8r/5+fn48MPP0RcXByEEC4nxyEhIbBarQBK\nYtXHxwdJSUkunctYTZCeno5169bh22+/xSeffILTp0+joKBAPl9VW3ZjfHbo0AFvvPEGcnJyyhyr\nKApUVYW3tzdmz54NoGT5aQD48ssvsXHjRpcHbwwGA2w2G7y9vQFA7j18/vx5WS/GagPOQxnTJ85D\nGdM/zkMZ0y/OQxljjN00dIe6fPkyffnllzRmzBiKjo6mmJgYio6OpunTp9OmTZvoypUrRETkcDiq\nLMvhcNCMGTNICCF/+vfvT0VFRZWes2HDBlIUhYQQZLFYSAhBzzzzTLX/lk6dOsnrtmnTptrnM6ZH\niYmJ9Mwzz1Dr1q2dYkv76dGjBx08eNClsjhGGbu5ioqK6MqVK7R06VJ67rnnaMaMGfTkk0/S+++/\nTz/++GO1y/vPf/7jFJ9BQUFUXFxMRBW3w9999x01adKEhBBkNBpJCEEPPPCAy9e02+1ERDRx4kR5\nXU9PT7p27Vq168+Ynly7do1WrVpF48ePJ4PBQO7u7vI97uXlRdHR0fTBBx+4XN769eud4tPPz4+2\nbt1KqqpWeE5+fj516NBBxpUQgiIiIigpKcmla2px/49//MPp2gcOHHC53ozpFeehjOkb56GM6Rfn\noYzpF+ehjDHG/gx33CSGzMxMevfdd6l///5kMBhICCF/az9ubm7UsWNH2rt3L+Xm5hIRkc1mq7Tc\nV199lYQQ5O7uLpPNlStXVnpOUVGRTGi1xFQIQZs2bZKNZmUNMxFRdnY2NWvWjIxGIymKQgMGDCCr\n1VrleYzp2datW6l///4ylrTYqlOnDj366KO0cOFC+uSTT6qMy9I4Rhn74woKCui7776jqVOnUmBg\nYLltqBCCHn74Ydq+fbtLZdrtdvr3v/9NQghSFIU8PDxICEH/93//R0Rl218tdrKzs+m1116T19QG\nkJYuXVqtv6lbt24khCCz2UwtWrSgnJwcObDEWE1SVFREa9eupSFDhpCvr6+MDZPJJH+XblefeOIJ\nysjIqLLcpKQkp7ZYCEEjRoyg5OTkco/XYnTnzp1l6vDEE0/IAaTK2kGtjX3yySdl39zd3Z3i4uKq\n+7IwphuchzKmf5yHMqZPnIcypl+chzLGGPsz3VGTGM6dO0fTpk0jHx+fcmfUax1Xs9lMQggKDg6m\nSZMmuVR2Tk4ORUVFkRCCvL29SQhBAQEBlJ2dXel5ycnJFBwc7NQgd+zYkXbs2CGPKa9x1Tq28fHx\n5OvrKxvl3zM7nzE9Wbt2rUxKhRDk7+9P/fr1ozfffJPS0tKIqOoBm/JwjDL2+6mqSkePHqUpU6ZQ\no0aNnNpNbfDIbDY7zbQPCAigzZs3yzvNKovbq1ev0tixY+UMfa2MqmbLX7hwgfr16+cUn97e3vTD\nDz9UegeNqqpkt9spKyuLWrRoIePz7rvv5oFdViOlpaXRCy+8QI0bN3bq02oxVXrQSOvnCiFo/vz5\n8q6v8mJFG7ydP3++U/sphKBvvvmmwvpoZU2aNMlp8Mjd3Z3mzZsnB63KG6hVVZWsVisREfXq1Ute\nLywsjDIzM//YC8XYbcJ5KGP6x3koY/rDeShj+sZ5KGOMsT/bHTOJ4fz589S9e3fZAHl6elKrVq1o\n8ODB9NZbb9HkyZOpb9++To2t1tA9/fTTdPr0aSKqvPO7ceNGWX6nTp1o69atldZJK2vdunVlGvqe\nPXvSli1biKikYdWOVVXVqXF/6aWXnDrx27Zt+0OvE2O3g/b+3rRpE/n7+8v3c1BQED333HN05swZ\neazW0VRVtdpJHscoY7/P559/Tl27dpXvY+1uEz8/P+rUqRPVq1fP6X2u3THWuXNn+uqrr6osX1VV\n2rVrl/xyJygoiN555x35XGWOHDki66MlxTExMbRu3bpyzy8dn2vXrnWq96JFi6r70jB222VkZNCw\nYcPk+9hkMlHLli1pyJAh9Omnn9KPP/5Ia9asoQkTJsjBH62P26JFC1q1alWFZZeOl6CgIBmfVcWK\n1lZfu3aNunbtKmNUCEGBgYH03HPPOZV/428iogMHDjj1CaZPn+7S8vqM6Q3noYzpF+ehjOkb56GM\n6RfnoYwxxm6FO2ISg91ud2pUhRA0evRo2rVrV5njli1bRl26dHHqhJrNZhozZgylpKTI48rjcDho\n3Lhx9O6778rHXE1un332WacGUghBoaGhtHv3bjmLt7TCwkJ66623nBLa0aNHu/qSMKY7ubm5NGjQ\nIPme9vX1pc8//9zpmD/aaeQYZaz6FixY4LSMbYMGDWjo0KH04YcfUkFBAV27do1sNhtt3LiRxo8f\n7xQjQggaOnQoXbhwgYgqj+GcnBx69tlnadq0aVRYWOhS3bTyFi1aRG5ubk7XDQ4OpvXr1zstA1o6\n3r/++munu+2io6Pl0t2M1RRnz551+nJUCEEDBw6kL7/8stylrr/55hsKCQlxOn7KlCmVLueplbN6\n9WqaMmWKU3xWFtNaf3nz5s1yuVxFUeSXMPPmzaPExMRyy/r222/l3TwGg4FatWpF586dc/2FYUwn\nOA9lTP84D2VMnzgPZUy/OA9ljDF2q9wRkxi++uorp8bq8ccfl8sDERFZrVanBuvXX3+lmJgYp2WO\nPDw8aNq0aVVeq3TH1JV9ErWGNS0tjZ5//nl5Ta0THBoaSuPGjaNjx47RxYsXyWaz0TfffEMTJkyQ\nSwsKIcjHx0cup8SzA1lNtHz5cqd402avE1U8YPt7cIwy5pqkpCSaMmWKU5LZpEkTevXVVyk9PV0e\nVzo+VVWladOmOe2D2KBBA1qxYoVL1yw9EGuz2aoc3C39/LPPPksNGjRwis+AgAB65JFH6NSpU3Lf\nxGPHjtFzzz1HrVq1cvrb3nnnHbm8J2M1xdtvv00eHh7yDpMHHnjAaY9Q7Q7N0rGyYMECp4HTRo0a\n0dWrV4nI9S9UqhufGzdupMjISKc75CwWC0VGRtInn3xCR48epevXr9PBgwdp5syZ1LZtW6e7ZmbP\nnl2mv85YTcB5KGP6x3koY/rCeShj+sd5KGOMsVul1k9icDgc9Mgjj8hZd/7+/pSQkEBE5Sek2mP7\n9u2j4cOHl5mtp83Ir6zBdDgc1VpeUDs2Ly9P7vWkzfjT9ngzmUzUrFkzatq0KRmNRqeZvm3btqWd\nO3e6fD3G9ERVVSosLKTOnTs7zd4tLi6uMJa0x35vJ5JjlLGqvfrqqxQQECDfx82bN3e6c9ThcDjF\noNZ+JiQklLnr9Omnn3Y58avuAE7p5QL//e9/y3Zbi0shSvZPDA0NpaioKPLw8HDa7zQoKIjef/99\nl6/HmF4kJSWRn5+ffC9HRETQ5cuXiaj8dk6Lv0uXLsk7UrQvRLRlqV1RnfgsXYfDhw9T48aNZbup\nDSIpikKenp4UFhZGQginPY3r169PCxcudPl6jOkJ56GM6RvnoYzpE+ehjOkb56GMMcZupVo/iSE3\nN5caNmwoG6F77rmn0uNLN3Lx8fEyofXw8JCzBJOSkv7UOv/zn/+kNm3ayDobjUYymUyysdV+/Pz8\naPTo0bRz506XZiIypkeqqtK5c+eobt268n3+r3/9Sz5347FVdVpvRRxwjLLaTFVVWrBggdN7uWfP\nnnTy5El5TFWDQIsWLSIfHx85g71ly5Z/drWlpUuXUmxsrNMgksViKROfJpOJ+vXrR2vXrqW8vDwi\nujWfH4zdLCtXrnQabHn66aeJqPL41N7js2bNku2X0WikY8eO/al11eq0Z88eeuyxx5xi0Ww2y1gt\nHZ+9e/emTz/9lK5fv+5Ud8ZqCs5DGdM3zkMZ0xfOQxmrGTgPZYwxdisZUcudPXsWly9fhslkgs1m\nQ+vWrQEANpsNJpOpzPFCCBARhBBo27YtXn/9dfTr1w+FhYUwmUxISkrCm2++iddeew0eHh43ta6q\nqkJRFEyfPh2DBw/GkiVL8PXXXyMlJQVFRUXyOIPBgKFDh6J///6IjY1FeHj4Ta0HY7eSEALnzp1D\nVlYWhBDw8PBAt27d5HMau90Oo9EIg8EAu92Oo0ePwm63IzExESEhIfDz80OrVq3g7e0NAHA4HDAY\nDDe1rhyj7E5QXFyMlJQUp8cmT56MVq1ayfZRUZRyz9ViZNCgQXj66adBRDAajbh69Sri4uLQvn37\nP63e2rUff/xxjBo1CrNnz8bu3buRkJAAq9XqdGyPHj0waNAg9OrVC126dJGfFaU/cxjTKy0OT58+\nDaCkfQSA5s2bA/gtFsqjqioMBgM6d+4MAFAUBT4+PvDx8flT66zFVmxsLGJjY9GjRw988cUX+PHH\nH3H16lUAgNFohN1uR+/evTF48GB069YNUVFRHJ+sxuI8lDF94zyUMX3hPJQxfeM8lDHG2O1Q6ycx\nqKoKPz8/ZGdnAwAyMjIAoNyBI43WOBER+vTpg6eeegrvvfeefHzZsmUYMGAA7r333pvakGkNPRGh\nSZMmePPNN/HMM8/g/PnzOHr0KDw8PGCz2dC/f3/4+fnB19e3ws4BYzVJfHy8/Le/vz+Cg4Pl4I+q\nqhBCwGgs+bhavXo13n//fWRkZOD8+fNy0MZisaBt27YYNmwYnnnmGXl8ZZ3o6uIYZXcCNzc3jB49\nGjt27MDp06fx8ccfY+zYsS6dqygKVFVF06ZN0aVLFxw8eBB2ux0WiwUNGzb8U+utxZrD4UDdunWx\nbNkyZGdn49ixY9i3bx/c3d1RUFCAXr16oXnz5vD19YW7u/ufWifG/gxa3zMtLU3+X1EUJCcnA4Bs\n/ypz5MgRACVfpkZHRyM4OFgOSv2Zddba5DFjxmDUqFFISkrCoUOHYDAYkJOTg/bt2yMsLAxGoxFu\nbm5/Sl0Yu1U4D2VM/zgPZUw/OA9l/9/encdXVd55HP+eu2QPJLITlqAjDHSRAmpB2VSGTaSjIrWi\nBZQ6FmxneJWqM5UB6tK+BKXSMoPi0pl2xAVkWESZSoViqkRQFEFRdlkDCSRmvTf3N3+k58BlTSCQ\nk/B5v16+hJtznnNuXvnyPL8nz30O/I06FABQFxr8IoaSkhLl5+d7q+dKS0tVWFioRo0anfFctxN9\n9NFHtXDhQu3YscP7JM3s2bN1zTXXKCMjo0b3U52O+dhP4TRv3lytWrXSNddcU6PrAPWBO0GUlpbm\nvbZ//37t2rVL3/rWt+ImfnJzc3X//fdrzZo1cW0kJCSooqJCsVhMubm5ys3N1V/+8heNGTNGN998\nc43viYziYnbsJ0BvvfVWvfHGG+rfv7+s6vFT1ZoMDQQCys/P91a1JyQkqLy8XIWFhWrSpMn5fgte\nfx+LxZSenq5+/fqpX79+5/26wIXi9o2dOnWSVDUBJEk7duzQ/v371aJFi1OeGwwGdfDgQb377ruS\npMaNG+uBBx5QYmKipOr1gefi2F/CSFJ2drays7PP2/WAukQdCvgXdSjgL9ShgP9RhwIA6kKDX5p9\n6aWXKjs7W5WVlZKqtvVMTU2t1rmBQEDRaFQpKSmaNm2apKoOW5KWLVumFStWSDraAZ5JJBKpdofs\nHhcMBr323WsDDYVb5H311VeSqjKXkZGhAwcOSKrKVmVlpebOnavhw4fHTRy52+i6uYhEIt7gd9my\nZfrRj36knJycGn0ChYziYuf+XKelpWncuHFasWKF2rRpc9qtO48XjUbVuHFj75OmFRUVuuSSS9S6\ndetzujd3q0LXmfIWCATi7tkdB1S3zwb8yv25btGihTIyMrzcLlq0yPvUmSRv0vdYhw4d0owZM/TX\nv/5VkjRs2DC1b99eS5Ys0Zdffqn9+/d759QkK8fn80wcx4nbapv+Ew0RdSjgX9ShgL9QhwL+Rx0K\nAKgL9WoRQ05Ojvbt26ft27ertLTUe/10HU4kElGzZs0kVXW2a9eu1cqVKyUdHUiejtux3XnnnerT\np48qKyu9bYUef/xxSWd+NpLboYbDYZmZXnrppRp1km77bAcIv6tpRt0M9uzZ0/v7/v37tWPHDklV\n+duyZYuef/55b7uyQCCge+65R3PmzNGiRYv0zjvvaPLkyWrVqpXXXjgcVn5+vu677z59+umnZ7xv\nMoqLRU2KwTZt2qhx48Y1LupCoZD27t2r7du3e69dfvnlJy1kqyMWiykWi3lbEy5atEjS0S1Dq4vn\nGcLvqpsP9+f+H//xH9W+fXvvmb8lJSWaOXNm3C83j/15P3TokJ5++mnNnj3be23btm369re/rZtu\nukldunRRt27ddNNNN2nt2rXeJ2tON14+Pp+vv/66cnNza/bGRf8J/6MOJaPwN+pQMgp/ow6lDoV/\nUYcCAHzNfKy4uNjefvtt+5d/+Rdr166dNWnSxNLS0qxZs2Z25ZVX2q9//Wv76quvLBaLmZlZZWXl\nSdu59dZbzXEcS0pKMsdxbOzYsTW6j0gkYmZm77zzjjmOY4FAwEKhkDmOYwsWLDAzs2g0esZ2Xnrp\nJWvZsqU5jmPz58+v0T0AflRbGX3jjTesefPmFg6HzXEc69atm5mZlZSUWP/+/c1xHHMcx3r37m1v\nv/22VVZWem26PvroI3vggQdOyOiECRNsz549ZmYnnHM8MoqGaM2aNfbKK6+YWfX6qtqwZMkSS0xM\ntISEBHMcx+6///5zbjM3N9f69u1rjuPY1KlTzexo/wzUV2ebT/fYuXPnWkpKitdPOo5jWVlZNmfO\nHNu0aZPt2bPH/vKXv9gzzzxjXbt2jTvu2P+CwaA5jmOJiYnmOI61bdvWJk+eXKP30adPH3Mcx0aO\nHGkHDx6s2TcC8BnqUMDfqEMB/6MOBfyLOhQAUF/4chFDLBazdevW2d13321t27Y9oWNzB6OO49g3\nv/lNe/jhh+OKQvfPbse6aNGiuA6ye/fu9t5778UdW517MjMbNmyYOY5jycnJ5jiODRky5IRjjheN\nRm3kyJEn3MORI0dq/s0BfKC2Mur+f/v27Zaenm6O41goFLL09HRbtmyZffnll17WsrOzbfny5XET\nULFY7IQJqTvuuMNrx3Ecy8jIsFdeeeWUE1dmZBQNU15eno0ePdocx7G0tDTbt2+fmZ3fCSR3MmfW\nrFlxOZw3b95ZXzsWi9nMmTPj8pmcnGx5eXln3SZQ1841n8f2qePHj7dmzZrF9b+hUMiaNm1qaWlp\n1q5duxMmizIzM+2WW26xwYMH2y233GIdO3Y8oS93HMdefvnl0/afZmZ//OMf49pOSkqy+fPnk03U\nS9ShgL9RhwL+Rx0K+Bd1KACgvglOmTJlSl3vBnG85cuXa9KkSVqyZIkKCwsVCARkZgoGg3HbBcVi\nMR06dEgrV67UgQMH1KJFC7Vu3VqxWCzuGWTBYFBr167Vrl27JElFRUXq0KGDrrrqKu85gs4ZtvVy\n28zKytKLL77obfvnOI66du2q9u3bn7KNQCCgw4cPa6cZXaQAAB0SSURBVPHixQqHwwoGg9q9e7cy\nMzN1zTXX1OJ3DrgwaiujjuMoFospMzNTn3/+udavXy/HcRSNRhWLxbRz506tWLFCgUBAv/jFLzRq\n1Ki4nDmO4/29srJSgUBAPXv21IoVK7Rv3z4FAgGVlZUpEAho4MCB3rNKj0dG0dD85je/0eDBg7Vu\n3TpJVVtaRyIRDRo0KC43tc1t+3e/+50+/vhjSVLTpk31wAMPqFmzZme1VZ+Zad++fVq0aJGi0aiS\nkpJUVlamAwcO6Hvf+553XaC+qI18Oo7j9XtXXnmlsrOz9e6776q4uFhSVW5KS0sViURUWFgY1+bE\niRP13HPPacSIEbrnnnt02223acyYMUpLS9PmzZt15MgRJScnKxqNatOmTRo0aJAuueSSE+7BHT9f\neumlmjVrlioqKpSUlKTy8nIdPHhQffv2VWZmZi1914ALgzoU8DfqUMDfqEMB/6IOBQDUS3WzduLU\nXnrpJW8LIedvWxENGTLEnnrqKcvJybHnn3/ebrvtNsvKyopb6ZeUlGRXX3217d6922vLXbFXVFRk\nEydO9FbiOo5jN9xwg61bt67G93fo0CG78cYbvXbS0tJs4cKFZnb6T9OUl5fbgAEDzHEcb7ulzMxM\ny8/Pr/E9AHWpNjNqdjQ38+fPj/vkTHZ2trVo0cIcx7H09HTbuHGjmZ1+dbCb+WeffdbS09PjVvF+\n/PHHpz2fjKIh2LFjh/30pz/1fu4TExO9HKSnp1tubq6Znd/tL48cOWJXXXWVdw9XXnmllZeXn1Ob\nhw8ftvHjx8d9AtVxHPvyyy9r6a6B8+9853PDhg32/PPP2z333GNjx461ESNGWLdu3SwQCJjjONa3\nb19bv379CeeVlZV5f166dKk5TtV22O69PfHEE2Z28v7Tvdf/+I//iOs/HcexpUuXntX7AOoKdSjg\nb9ShgH9RhwL+RR0KAKjPfLWIYffu3dazZ8+4bYB+9atfnfR5Rhs2bLC+fft6RaxbdA4dOtS++uor\n7zi3mFy4cGHcFkXhcNimT59uxcXFZlb97TzLysrs4YcftnA47HWq//qv/xp3rVNZtWqVd/0RI0bY\nli1bqnVNwC/OR0bd7H300Ud2/fXXe227A9dgMGjdunWr1iSO21YkEvGeueYWmpMmTTrj+WQU9ZHb\n9+Tl5dnPf/5za9q06Qlb8bm/PBk2bJh3XnX7vZrasGGDpaamegXr+PHja+V6H3zwgbdVYY8ePezN\nN9+sjdsFzqsLkc9THbtq1Sr7+7//e3Mcx7773e/ahx9+aGZVk0AnG7O67dx9991x/Wfbtm29iaPj\nr3Xs3//u7/7Oy+dbb71V7fsH/IA6FPA36lDAf6hDAf+iDgUANBS+WMTgdkgPPfSQ16Gmp6fbH//4\nR++YyspKr6NzV9t9/vnnNnHiRG8yyO2Ef/azn9mOHTviji0rK7Mf/vCHlpCQ4A1or7rqKlu9enW1\n79PtIF966SULhUJeUdyvXz9vEupMpk2bZsuWLYt7X4DfXYiMRiIRe+yxx7xnkgaDQS+r7dq1q/a9\nuu399re/9QblwWDQxo4da+Xl5WcckJNR1EdFRUU2atQoL2Puf5dffrn3ZzdTr7zyipnV/qdg3Kz8\n/ve/9yaMA4GAvfzyy2Z27s8ML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