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{ | |
"metadata": { | |
"name": "" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"Desire Drive score analysis (from Touhou project)" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"The score and midi file are from http://easypianoscore.jp/sheetList.php?titleid=sinre" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"This basic analysis method is almost same as http://web.mit.edu/music21/doc/tutorials/graphing.html" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import glob" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"files_dd=glob.glob(\"some*/*Easy*/th13*/*/*/*mid\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print files_dd[0]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"somepiano/%F4%EE%F2%B9%E2s%E2A%E2mEasy%E2%E9%FC[%E2h/th13_%F4%EE%F2%B9%C9_%F9%FD%F2_/08_%E2f%E2U%E2C%E2A%E2h%E2%EB%E2C%E2u/easy/Desire Drive_Easy.mid\n" | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from music21 import converter,instrument,graph" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 19 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"dd_hard= converter.parse(files_dd[1])\n", | |
"dd_easy= converter.parse(files_dd[0])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 21 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"dd_hard" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 17, | |
"text": [ | |
"<music21.stream.Score 4411272464>" | |
] | |
} | |
], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph.plotStream(dd_hard)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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IgiA8hC6g/ESoPk8mv1q/DT0ybcWGHplw9ovG7l8bemTC2S/KgSIIgiAIgghzKAeKIAiC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AiJ0AKKIAiCIAhCIrSAcjOZmZno3Lmzu91owmuvvYb09HR3u+GxyOk3a5ldu3YhISEB5eXlTrPj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\nBEEQBCERWkARBEEQBEFI5P8BsgPTFZDNs54AAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x107085e90>" | |
] | |
} | |
], | |
"prompt_number": 20 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph.plotStream(dd_easy)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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Z7f/UfbEyvszm6fayIXKflBAdTrXtxudjuNEztaktU5fa1E5mbTd6lgGf80QI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\nxne0l+0SmYmdl6Si8W32sl0ifxPsumwXz/WYaKS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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x10c4dd150>" | |
] | |
} | |
], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph.plotStream(dd_hard, 'PlotHistogramPitchClass') " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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/jt7c1tDoWc58vaQcG+JbNERERiX+DF6Ld2E9thek9Ahtsc/KrJrw2LCf+AKv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\nscATEQnFAk9EJBQLPBGRUP8HxOGrzA4hdegAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x107059910>" | |
] | |
} | |
], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph.plotStream(dd_hard, format='scatterweighted') " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"ename": "CorrelateException", | |
"evalue": "cannot create correlation an object that is not found in the Stream: <class 'music21.dynamics.Dynamic'>", | |
"output_type": "pyerr", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mCorrelateException\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-24-16ff5ff6ae23>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgraph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotStream\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdd_hard\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'scatterweighted'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
"\u001b[0;32m//anaconda/lib/python2.7/site-packages/music21-1.7.1-py2.7.egg/music21/graph.pyc\u001b[0m in \u001b[0;36mplotStream\u001b[0;34m(streamObj, *args, **keywords)\u001b[0m\n\u001b[1;32m 4154\u001b[0m \u001b[0;31m#environLocal.printDebug(['plotClassName found', plotMake])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4155\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mplotClassName\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mplotMake\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4156\u001b[0;31m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplotClassName\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstreamObj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkeywords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4157\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4158\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m//anaconda/lib/python2.7/site-packages/music21-1.7.1-py2.7.egg/music21/graph.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, streamObj, *args, **keywords)\u001b[0m\n\u001b[1;32m 3688\u001b[0m \u001b[0;31m# get data from correlate object\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3689\u001b[0m \u001b[0mam\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcorrelate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mActivityMatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstreamObj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3690\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mam\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpitchToDynamic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataPoints\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3691\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3692\u001b[0m \u001b[0mxVals\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munused_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munused_z\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m//anaconda/lib/python2.7/site-packages/music21-1.7.1-py2.7.egg/music21/analysis/correlate.pyc\u001b[0m in \u001b[0;36mpitchToDynamic\u001b[0;34m(self, dataPoints)\u001b[0m\n\u001b[1;32m 123\u001b[0m \u001b[0mdstCheck\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstreamObj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetElementsByClass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobjName\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdstCheck\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 125\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mCorrelateException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot create correlation an object that is not found in the Stream: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mobjName\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_findActive\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobjNameSrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobjNameDst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;31mCorrelateException\u001b[0m: cannot create correlation an object that is not found in the Stream: <class 'music21.dynamics.Dynamic'>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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bx/bt28U8s0C1KKp39fX1JTc3l1u3bjF+/Hjmz59Pq1atsLa2pm3btri6ulKv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\nbG4u3zAAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x107007150>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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2bduGk0clTM1eXLiKysjYiMq1XNiwcQNTv5oKkG9YefHixfTu3Vv1B//rr79m\n8uTJ5ObmlurP77yMoKAgvpv9Pd4d3sDGpvCjVDvb8nTs8BpHj/3FrFmzmTFjGgD+/v5YWFgQEhLC\n+fPnCQgIYPjw4S+MKYTgl6W/8NuK/8POyR5TS1MyUjL4esbXjB3zPiNHjFD98Gxefw4dOhSAhQsX\nEhkZibu7+wvjxMTEMO3r6YScPU9FBydycrJ5mJLAwLcHMHHihxgZ/fcn5Mn37YMPPmDx4sXcvn2b\nKlWKN0/7snJzcwkKCuLIkSOAgk6dvGnZsmW+C6A2bNiAu7t7kdpeFGlpaezZs4djJ45jampC927d\nad++fb59c9CgQVhaWnL69Gk8PT3VElcX3Llzh107d3H37l08qnnQu3fvAkVc3f39smSBKyW6PC5d\nXH/t+Yuqjd2KvP6L5uDyeNSphv8ef6Z+NZW4uDi2bdtGeno6Fy5c4J9//kGhUNCiRQu2bNlCUlIS\nRkZGBYqbNvv7x8VLaFC/XaHFLTMrGVMTawAMDQxp27o7O3euYdy4sVSsWJEvvvgCePzL6I0bN2bp\n0qV8/PHHL4y5+Mcf+X3H73i/1RkrGytVXycnJfPbmt/Izs5i7Htj8/VnUlISsbGxxMbGFqno3Lt3\nj8FvD6GygzsDfIdhZGRMWlYyudmCvbsOEHP7NgsWLkChUBSIc+/ePWJjY3FycnrJ3iyeR48eMXr0\nGKJv3cXJ0R0jY/hz115q1nLnl19+wsLCgi1btrB27Vp69OjBrVu3cHV1LVHMW7duMWz4MDBT4OTu\njEgWTJn5JR6V3fl12a9YWFiwd+9eLl26RHR0NDNmzFBTa7Vv8+bNzP1uHq5O1bAtV47Tx8/zv8VL\nWPTjQtq2bQug9v4ujjJ7kUlQUBBt2rR57jryIhP1yczMpHmr5vQe1Rcj46IdFxW1wAkh2PXbdgL2\nBRT7YhNt9Xd4eDgDBwyhl69fobdKPFng8gSfOkjv17wZO3ZssWLev3+fLt274jOkO2YWj89sn+zr\ntJRUDmzcz+EDh0o0LPbNzG+4EHyVts06qJ5Ly0rGwsSanNwcduz/ncU/LaBFixbFjqEun37yKZcv\nR9GqRWcUCgWZWckYG1ly4uQ+2nk2Zvr0aWqNJ4TgjX5vYFTehDpN6wKP3wNjS2OC9p3Aq2l7vp76\ntVpj6oorV67g984IfL1ep5yNnWqfiL17myPn9rF3v79W5tsKU2bn4JRKpbZTeC59Km7w+AzDqpx1\nkYsbFG0TtN3MAAAgAElEQVQODh4fiNhWsFPNwxWHtvr7+PHjOFZ0e+Z9gE8XN4CqrrXw999f7Jh/\n/fUXTu7OquIG+fvawsqS8i4V8Pf3L3aM7OxsduzYRYPaTfI9b/Fve4wMjajhWofNmzYXO4a6JCQk\nsH9/AE0bt1cNy5qaWGNgYEDTJu3ZufPPQucNS+Ly5cvExMVSu0kd1XMm1qYoDAxo7NmUHbt2kJaW\nptaYumL9ug3UrFqPcv+OWOTtE5WcquBkX4WdO3dqM718ykSBO3bsGM7Ozixfvpw5c+YwYcIEbaf0\nysnIyMDIuPTmvIyMDIt18YO2JSYmYmzycnOSZmbmJD96VOyYt2NuY2Vn9dx1LG0tuR1zu9gxHj16\nBEqwtrR55joOdhWIvlX8GOpy+/ZtrG3sMCnkfbAwt8TM1JK7d++qNWZUVBS2Fe1UBTVfTCsLjM2M\nuXfvnlpj6oprYddwrlC50GUOthUJv3Zdwxk9W5mYg/P09MTW1paRI0cihKBevXp06NCBn3/+GXt7\newYOHPjM144fP57y5csD4OHhQatWrVRH+3m/Y1Qaj5/8jSRNxCvtx8bGxpibmOcbCstKzgR45uPU\nuBSMLYyLtL4yVxAfH59vqLEs9Hdubi65OTnA4+FI+O+sLTMrmezsNKwsHfMtz87JxtzCvNjx7Wzt\nSA9Nz9d/ef/Oe5yZmomBwqDY/WlpaYmFpRmJqQnYWtoDj4cnM7LTsP+3PSkZSdja/TcEqq3908HB\ngZTkJNIzkjAwMMDUxFrV1zm5OaSlp2Bra6vW+A4ODpAl8n0e8vZ3hamCjNQMHjx4QGZmpk58ftX5\n2NHJkYcJCdjalyOPhYk1aVnJpOek4uRUVyv5FabMzMHVrFmTL7/8kmvXrpGZmcnrr79O/fr1mTZt\nGosWLSr0NXIOTn2Sk5Np274tr415o8hfy1XUOTiA3Sv/ZOfWHcW+4k5b/X3q1Ck+nPApPl3fLvRo\nvrA5uJDzJ2jSrDrTpk0tVsyIiAj6vd0PX7/eqottnuzrnOwcdq/6k7+2/4mLi0uxYgB8OGEiiTFp\nNKr3320hefMtQgh2H/6DyVM/oVu3bsWOoS7vvDOMrHQz6tZtCvzX7xcunqSikzlLl/6s1ni5ubl4\nd/amZtvaVKr6+Gwm7z24ePIClSyd+HmJemPqiiNHjvDFp1/Rp1N/jI1NVPtEcuojdgVs5o8dW6la\ntaq20wTKyBAlgKGhIcOGDePbb78lJyeHw4cPs2vXLkaOHKnt1AqlT8UNwNramgoVKpD4oOj3sxS1\nuKWnpoFSULly4cMeRaGt/m7evDnWNhbcjSt8qO7p4parzOVW9D8MGvTsUYcXqVatGu3btCd4X5Bq\nLjqvr3Nzczm59wTdOnUtUXEDGPv+e4RGXSD6zk3VcxYm1iiVSoLPH8PG3gpvb+8SxVCXb76ZQczd\nq5wMPsCdO7d48CCBEyf3kZB4k6+//krt8QwNDfl+7veEHDjLhaDzPIx/SFLKI04dOMnDmwl8+cWX\nao+pK9q3b0+nbh3ZFbCFq9cv8ygpmQuhZ9l9eBsfTBinM8UNysgZ3LFjx3jrrbf45ptvUCqVHD16\nlN69e1O+fPnnfsDkd1Gq18xvZnLm+jkat23y4pVfwtVzoVSycGbxwsLPxHXd1q1b+eH7/9G5Uz9M\njAvehP6kc+eP4eBgwoqVy0sUMy0tjY8nfcyZC2epUssFKxsrkhOTuR12i7Yt2/LD9z9galry+xVP\nnTrFpI8+wcTQnPK2juTm5HD7XhQ1aldn0eKFJf6KNXV68OABmzdv5sD+AFBA9+4+9O/fr1RvsI6I\niGDl6lWcOHEcE1MTfLv3ZPCgQTrVL6VBCMHhw4f5feMm4u7GUa16NQYPGUTTpk21nVo+ZaLAFZcc\nolSv69ev89bgAfgO65nvZ3GepShDlEII9m3w5+eFP9GsWdG+IaUw2uxvIQTTp8/gwL4jtG3TAyur\n/y7MyBsqy8nJ5sLFILJyHrJhwzrs7e3VEvfKlSts37Gdu3fvUqlSJfq+1pd69eqVeNtPys7O5tCh\nQ1wNvUpmViY9e/ZUewx1k99FqTm63O4ycZGJpBuqV69Os8ZNuXz6Mg1bN1LLNq9dDKOKY2WdO/J7\nGQqFgmnTvqZixaUsX74SeztnXKrUxMLckpzcNGLvhHA75hotWzZnzpwlartHSKFQUL/+419LL80/\nMsbGxnTr1o1u3brp9B8zSXqaPIOTXsqdO3fo3bc3rXu1xb5iyYZhkpOSObzlIFs2bqF69epqylC7\nUlJS+Ouvv9izZy+JiUmYmZnRvFkT3hrwlk7NTUjSq0AWOOml7d69m6nffI1X347Y2D37PqnnSUtJ\nI/CPACa+P5HBgwerOUNJkqQydBVlWfPkfVn6pmfPnnwxaTJHth8mJvLZN/o+eW/Wk+Ji4ji87SDv\n+r2rtuKmq/2tqbz0LU5JaSPPstI36qbL7ZZzcFKx9O/fn8qVKzN5ymRuh0dTp0W9F57NpT5K4eq5\nqyTcesCcmXPo0qWLhrKVJOlVJIcopRJJTk5m6bJlbN66CUt7K2yd7KjgVAELawtAQXpqGvF340mM\nSyQp7iGv9X6N8ePGq+UqQkmSpOeRBU5Si4yMDA4fPsy5kHOcv3Ce+AfxCPH4RzYbNWhI0yZN6dSp\nE5aWltpOVZKkV4QscKVEXk6t2T7Q1f7WVF76Fqek5H1wmqPL7ZYXmUiSJEl6SZ7BSZIkSXpJnsFJ\nkiRJekkWuFKiy/eGaIom+0BX+1vf7k/T1X5+mrwPTnN0ud2ywEmSJEl6Sc7BSZIkSXpJnsFJkiRJ\nekl+VVcp0eV7Q0pTdHQ0u3fvJvZOLBkZGbi6uNKjRw+qVatWqnF1qb/j4+M5deoUKSkppKam0qpV\nK+rWrVuqMeV9cPnJ++A0R5fbLQucpBYXLlzgxyU/cjbkLJVqVMGynCVGwogr0VdZvmYF9WrX5YNx\nH9CqVSttp1pqLl68yMqVqzgUEEiFCpUxNjLD2NSAn3/6jSouzgwfPoyePXtiWIQfi5UkqeTkHJxU\nYnv27GHK119Ss0UtqtWtjpFx/uMmZW4ukWGRXD15hc8//pwBAwaolu3YsYPDhw/j7u5OtWrViIiI\nYNOmTRw8eBBzc3NNN6XYNm3axNy5C6ju0ZDq1etjamKmWqZUKrkdc4N/ws7RqHEdFiz4ATOzx8t3\n7NjBoUOH8PDw4MMPP2TNmjUcPnyYFStWqCWv8PBwZs+eTd++fYmKiiIpKYkqVaowYsQItWwf4MiR\nI4SEhLBjxw5Wr16Nq6ur2ratTseOHePEiROEh4czb948tf3w7POEhobi7+9PWFgYM2fOxNHRsdRj\nSv+RZ3BSiQQHB/PltC9p91p77CsU/gXKBoaGVKtbnQrOFZm7cB62trb4+PgAYGVlhbW1NTk5Ofj6\n+vLo0SPu3LlTporbrl27mDdvId5er2NjU/CPpoGBAa4u1alcyZ3jQf588smnLF68CENDQ6ysrLCx\nsSE7O5t9+/bh5uZGuXLlihQ3MzOT/fv3s3nbFu7fv49jxYq81e8tunTpgomJCQA1atTAz8+PxMRE\n7OzsSE9PJyMj46Xb+ODBA8LCwjA1NaVBgwaq7QN4eXnh6elJWFiYzhY3AE9PTzw9Pfn2229V/aEu\nubm5KBQKDAzyX9ZQt25dzp8/T1BQELa2tmqLJxWNPINTo9zcXHbs2MGGDZtITn6Ek5MTw4cPw9vb\nW2M5aJIQgh69fHGuVwmXagX/sGUlZ2JibZrvuXux97h06AKBAYcxMvrv+Gr79u3Y2tpy/vx5fH19\nX3pMX1vzAKmpqXh5eePZtg/2dhUKLM/MSsbUxFr1ODc3l/0Bm/n226/p1KmT6vk//viDuXPnMmjQ\nILZv387KlStxd3d/Ztz4+HiGjxxOUuYj3Oq6Y2luSUpaCjdDo7C3tGfl8hWqP+CHDx8mKSmJ1157\nDYCFCxfSt2/f527/yfZ9M3MW+/buo7xtRQxNDEl69JDxH4zj7UFvo1AoANi2bRtWVlaqAxdtCAsL\nY9myXzl8+Ag2Nta0bNmS9957Fw8PD9U6GzZsAGDQoEFqiXns2DGW/PITFy6cx87WjubNmjN+3Hhq\n1qyZb72dO3fi4OCAp6enWuLqEjkH9wpQKpV8+ulnBJ88T53azXGtYsGDBwl8/tlXDB02iPHjx2k7\nRbU7d+4cDx8l0MKj6PNqFStVRGFqQGBgIJ07dyYwMJDg4GCioqKYNWsWmzZt4qOPPirFrNXr77//\nxq6cU6HFrTCGhoZU92jImtVr6dSpk6r9kZGR+Pv7Y2dnx82bN59bfIQQjJ8wHoNyhnRo641CoSAr\nOZMKrhVxq+VOyNGzTPxoIqtXrSYuLo5t27aRnp5OUlISsbGxxMbGUqVKlRfmmpuby5h3x/DoXjr9\nuw/F1MSMtKxk0lMzWbL4F7KzsxnmNwyAffv2sWzZsqJ1Wik4d+4co0ePxcOtAV07v012dioR1yIZ\nMGAQq1Ytp169emzZsoW1a9fSo0cPbt26VeKzzR07dvDNnG+o26Y+b457i/TENKJuRDHonUGsXrGa\nevXqsXfvXi5dukR0dDQzZsxQU2uloirzZ3D9+/enQ4cOjB8/vsAyTZ7BHTlyhM8+m0rXzm9hZPjf\ncUN6eip7D2xk164/cHFx0UgumvLJp58QlXiLus3rvdTrIq5cxzjFkFUrVpVOYhrUu3dfnCrWpkrl\nF58N5cnJzWH336vZuWtbsfaJCxcuMOr90XQf0gOFQcE7fZRKJXtW/8W6leuoU6fOS28/T2BgIF9/\nMYPenftjoMgfJ+nRQ/Yc207g0cNaH04WQtCnT18c7Krh7pb/TOJa+CWUPGTjxvVqjZmRkUH7jl60\n7tUGu6eG5q9dDMMo2YB1a9apNab08sr0fXA3btygdevWLFu2TOsXk+zcsQs31zr5ihuAubkllZw8\n2LNnj5YyKz0RkRE4OJd/6deVd65A1M2bpZCR5kVFReLo+OKzoScZGRphZ1eBW7duFSvmwYAAHD2c\nCy1u8HjOz9HdmcOHDxdr+3n++vMvPKrULFDcAMrZ2FHO0p6TJ0+WKIY6REZGcic2jqpVaxRYVr1a\nPa6GhhEXF6fWmEFBQVjYWRQobgDV61XnUuhl4uPj1RpTenlleohyzZo1fPHFF4SFhfHHH3/w5ptv\nFlhn/PjxlC//+I+wh4cHrVq1Uo0X532HmjoeJyYlYWFpqZpzycxKVuVgYmLOo0fJao2nC48VQoFB\njkLVzqzkzMft/XfeLTUuBWMLY9XjvOWGRoZkZmWqNZ8nvw9PU+3/559/sLS0xNDg8WX/ee953pxb\nZlYy2dlpWFk6FlhuoDAkOjo63/xFUeOnpaViYmqcr7/z/p332NjMmPh/LwwpbvuSk1Mws/hvDjUt\nK5mM7DTs/22PTTlroqOjVcu1tT9mZWVhbm5Fdnaqqn+f/PyZmZmTkpJCYmKi2uKnpqZSzrpcvnnm\nJ/d3UzNTQkNDcXR01JnPa2k9zntO2/kUpswOUSYkJDB+/Hh8fHy4ffs2f//9N8ePH8+3jiaHKH/5\n5Rd27QygdcsuQP6LCw4e3sbUqZ/StWtXjeSiKYPeGYyps1mhF5hA4ReZANyPvUfU2Rvs+Ut9Z7Xa\nmuhu2bINHTzfwMrKptDlT19kkudAwGYWLZ5Hs2bNXjrmpk2b+HXD/9HO978LFp7u66N/BjJx9Ieq\nC0uK4+eff2b/n4G0b/HfxTBpWclYmFijVCrZ9PcqNmxaR40aBc+cNCklJQWv9t507TwQCwsr4L9+\nf/ToIUeP7+DosUBMTQvui8UVERFBv0H96TmsFwb/3teY9x4kJSRy8s8THD18NN/VpvpKly8yKZND\nlLm5uXz88ccMHjyYYcOGMWLECO7du8fPP/+stZz69etHQsJtom6GA4+PIpVCyeUrpzE3M9TLKym7\nd/UhOjz6mcsLK24AN8Oi8Omq3qvttPUB8+nWlYgboc9cXlhxe5gYT3ZOBg0aNChWTF9fXx7GPiAp\nIVH13JN9nXA/geT7yXTr1q1Y28/z5ptvEh0Xyf0H/w3vWfzbnpArp6ldt5bWixs8vtXkrQH9CD59\ngJycbOBxv2dlZ3H6TABDhw5Ra3EDqFatGk0bNuHckbOqg2gTa1NysrM5d/gsQ4cMfSWKG2jvs1cU\nZfYMrig0fZvApUuX+PDDj8jMUGJtbcfDh3FUruzI/5b8SOXKlTWWh6YkJSXRoXNHug32wcyiaBca\n5GRn8/eq3fy9azeVKlUq5QxL39WrVxkyZAS9egwtcA/Us5w6HYBP93ZM+HBCseNu3bqV7+bPoWmn\nZji5OKv29Ts3Ywk5dJZpU6bRp0+fYm8/z4EDB5j82RTcK9XAxdmNzKxMbkSHkWuQxZp1q3Fycipx\nDHXIzs5m6ldfs3fvfpwc3RBCEHfvJq/17c3UqV+VyrfHJCYmMnbcWCJu3aC8SwWUuUriIu/g69OT\nmdNnyG+s0QGywKlZbm4uZ86c4erVqzRr1oz69eur7hXSRzNmzuDI2aO07d6uwEUPTw+bCSE4HXCK\nmpVq8OOixWrNQ5vDJCNGjOR+XDrNm3UosOzpIcrYOzcJuXCIXbu2l7g4+Pv7M3/hfB6lJ1OhfHnu\n3b+PnZUtn33yGZ07dy7Rtp9069YtNv2+ibNnzmFuYYZPdx969+6NpaWl2mKoy61btzh58iQPHz6k\nV69epX5gKYTg3LlznDlzhoyMDPr06VOk+wv1iS4PUcoCV0p0+U1Xp8zMTIaPHMH91Pu06tpaNR8B\n+QucUCo5e+QshmkGbFy/ASsrK7Xmoc3+TkpKYvDgdxBKC5o29sTIyFi1LK/ACSG4ees6Fy8d4Zel\nS2jZsqVaYiuVSq5cucLVq1epV68edevWLdUDqrKyX8svW9YcXW63LHBSiaWlpfHZ558RdOYkVWq5\nULNhTcwtLQDITM8g/PJ1bv9zizo1avPjoh+L/FVUZcmjR4+YPHkKQSdOUqVyLdyq1sTc3JKcnGxi\n79ziVvRVLK1MmT//exo2bKjtdCXplSALnKQ2V69eZf3GDfy1+0/49yRCmavEp6sPQwYPoWHDhno9\nXAtw8+ZNNm/azIGDh3j06BFmZmbUrVuHd94ZTMuWLYs8TydJUsnJAldKdPm0vbTl5OSQnJzM9evX\nady4McbGxi9+UQnpan/r2++06Wo/P00OUWqOLrdbHk5KamdkZISdnR02NjYaKW6SJEmFkWdwkiRJ\nkl6SZ3CSJEmSXpIFrpQ8+T1trypN9oGu9rem8tK3OCWljTzLSt+omy63WxY4SZIkSS/JOThJkiRJ\nL8kzOEmSJEkvyQJXSnR5XFpT5Byc/s2N6Wo/P03OwWmOLrdbFjhJkiRJL8k5OEmSJEkvyTM4SZIk\nSS/JAldKdHlcWlPkHJz+zY3paj8/Tc7BaY4ut1sWOEmSJEkvyTk4SZIkSS8ZaTuBV01oaCj+/v6E\nhYUxc+ZMHB0dtZ2S2oWGhnLhwgWEENStW5dGjRrl+x248PBwZs+eTd++fUlISCAhIYHY2Fjmz5+v\nxaw1Z8uWLZw9e5bk5GQmTZqEh4dHqcXS1P725HtqYmJCSEgISUlJzJ07t1TiSVJRyCFKNcvJyeH4\n8eOsWLGCc+fOFTiDrFu3Lk5OTiQkJGBra6ulLEvH9evXefOtfgwdOZQ1O9ayefcW3h0/ht6v9ebi\nxYuq9WrUqIGfnx8AwcHBTJo0CUNDw3zrvCxdmgeIiIjgu+++w89vBB9+OJGjR4+Sm5urWu7u7k5i\nYiIZGRlUrFixRLFyc3MJDg5mxYoVnDp1CqVSmW+5Ova3Cxcu8Oknn9Ktiw9vvtGPJUuWcO/evXzr\nPPme7t+/nylTplC/fn0uXLhQrJglpcn9IS0tjXPnzrFnz5587/OrQpc+e0+TBU6NTp06hbd3FyZ/\nPo1dO/fx/tiJ9O71Gjdu3Mi33qBBgxgyZAinT5/WUqbqFxkZyZBhQzCqYEz3oT1p0akVtZvUwWdI\nD+yqOTB89AguX76sWj+v8I8aNYpFixYRExODiYmJttJXm5UrV9G/39ucPBGKoaI88ffT+fyzrxk1\n6l3S09MB2L59O0uWLGHYsGEEBgYWO9bFixfp6tOVj774mJ37dvLh5x/h4+tDaGhovvVKsr8t/7/l\njB4xhrjIRFrU8cK1QnUO7j7Ka31e58qVKwXWf5WmBJRKJT//8jPtO7bnw88+5Icf5+PdpRP79u3T\ndmrSv8r0HFxQUBBt2rRR/f9pmpyDi4qKol+/ATRt3InKldyAxx/2a+GXuB1zhb/3/IWVlRV79+7l\n0qVLREdHM2PGDL05ixs7bixxmfep36JBocuvXw4nJz6bzRs3ERcXx6xZs8jIyOCdd97h7NmzCCH4\n+OOPNZy1egUHBzPu/Yl4d3wDK0sb1fNKpZLjQf54tm/K9OnT+Pvvvzl37hwPHjzg448/xsXF5aVj\n3b17lz6v96FOu3pUreEGPN7fosIiuX76Gn/u+JPy5cuXaH87e/YsY98dR2/v/lhaWOVbFnEznMuR\nZzhwcD/Gxsaq9zQ9PR0vLy9iYmJ49OgR33333Uu3raxY9usyVm1cTZsebbEqZw3AvZg4Tu09yU+L\nfir0b5KkWWWmwK1cuZKUlBQsLS25efMmzs7ONGjQAAcHBw4fPsx7771X4DWaLHAzZswk5Ox1mjRu\nV2DZsRN/M3zEAAYNGqSRXDQtLi4On54++Pr1wugZv+CtVCrZs3o3G9dsoGbNmhrOUDPeffc9kpMM\nqF2rUYFlaemp7Nu/gcAjAdjY2BTy6pezaPEi9gXtp7l3ywLLTh04yWud+jB27NgSxfhwwkSSYtNp\nWLdpoct3H9rG51M/oVu3biWKUxalp6fTvmN72r/RAWvb/O9n5D83yLmXxcb1G7WUnZSnTAxRBgYG\nEhoaygcffMCIESOYMWMGLVu2ZP/+/cycOZMKFSpoO0VOnDiJq0t11ePMrGTVv50c3Qg6cVIbaWlE\nREQEthXsCxS3rORM1b8NDAxwcHbg+vXrpZKDLswDhIScx9W1er7n8vYDC3NLrG3sCQ8PV0us40En\nqOxRRfX4yb6u5FGZ4ydPlDjG+ZDzVHXJfwFM2hP7taNDZc6HnC9xnNJQ2vvDtWvXMLM2z1fc8t6D\nqjWqcv7C+VdmPk4XPnvPUiauojxz5gz169cHHh85bd68mTNnzjBgwACmT5/O8ePHn/na8ePHU758\neQA8PDxo1aoVtWrVAv57Y9Tx2MTEhKzsVDKzkjE1eTxckffHLTs7C1NTK7XG06XHRkZGCKVS9QE3\nsTZ93O607HyPTYxMePjwIXl0JX91PS5XzoaMzEdYmFsCj9//7Ow01f5gZmpEXFycWtpvYmJCTnoO\nWcmZqv7N6//srGzMTE1L3B5rGyvSspIpx+NhzbSsZDKy07D4tz0YKsnOyVZLe8raY2NjY0wNTfL1\nf97+jjEYGhgSHh6OQqHQiXxL83EebedTmDIxRHnkyBF27NjBggULVM/VqVOH5cuX07ZtW44fP067\ndgWHBjU5RLl06VK2b9tH2zY++Z5XCiUHA7Yy85sv6dSpk0Zy0bSUlBS8vL3oNLALFlaWha6TlZmF\n/5rd7Pt7X4mvHNRV06ZN5+L5SBo3altgWcLD+5w+u5fAwACMnzGM+zI2btzIr+t/o33vDvmeF0Jw\nZGcgE9+dwOuvv16iGLNnz+Z8UCitm7QvsEwIwba961iy9EeaNi18CFOf5ebm0sWnC9Vb1cLZ1Tnf\nsovBF/Gwr8qCHxY849WSppSJIUovLy8aNGjA4sWLWb58ObNnz2bw4MEIIUhOTiYqKkrbKTJw4EBy\nlMmcCzlOZlYGAKlpKQSd3I+rqxNeXl5azrD0WFlZ0bdPXy6cuPDMA4orpy7h5dlBb4sbgJ/fMKJv\n/8PtmMh8z6elpRB8ej/vvfeuWoobQJ8+fbBQmHP68Cky0h/vbxlp6ZwOOIWtuQ09evQocYwhQ4YQ\ndec6t+/cyve8EIKTIUep6uFKkyZNShynLDI0NGTqlKmcPXCK61fCyc3JITM9g4vBF7kbFsOE8RO0\nnaJEGTmDe5b58+eza9cu/Pz8GD58eIHlmv4mk7i4OL6bPYfDh4/g4ODAw8SH9O3bh0mTPsbSsvAz\nG32RkpLCO8PeITk3hfqtG2BjV46s5EyyRDahpy+T+yiX39dvxMHBoVTih4WFPXeoQlPOnDnDxImT\nMFCYYmPtgIFBDtG3Ixk1egTvvz823w3vJfXw4UPmzJvL3n3+2Ds4kJCQQM/uvnz26WeUK1dOLTFO\nnTrFhPEfYmdVHkeHSuSSTWR0BJVdnfll6c/Y29urJY66aWp/OHXqFP/7aQlnzp7B3s6O1q3bMGH8\nB1StWrXUY+sKXfnsFaZMF7g9e/bQo0cPgoODadWqVYHl2vqqruTkZM6fP0/z5s0xNzfXeHxtSU1N\n5ZelS9m0dRNGpkZYWViREP+Avn36Mn7ceOzs7Eotti59yHJycjhy5Ag3b94kJyeHfv36lWrbU1NT\nOXfuHE2bNi2VA6m0tDT27NnDxQsXEQh69epF8+bNMTDQ3QEgTe8PSqWSa9euUbt2bY3F1BW69Nl7\nWpkucC8iv4tSOzIzM4mKikIIgaurKxYWFtpOSZKkV5AscJIkSZJe0t0xhjJOl+8N0RT5e3D69ztt\nutrPT5O/B6c5utxuWeAkSZIkvSSHKCVJkiS9JM/gJEmSJL0kC1wp0eVxaU2Rc3D6Nzemq/38NDkH\npzm63G5Z4CRJkiS9JOfgJEmSJL0kz+AkSZIkvSQLXCnR5XFpTZFzcPo3N6ar/fw0OQenObrcblng\nJEmSJL0k5+AkSZIkvSTP4CRJkiS9JAtcKdHlcWlNkXNw+jc3pqv9/DQ5B6c5utxuI20nIEn6Jjk5\nmUuXLpGcnExSUhLm5ua4urpqOy1JeuXIOThJUpPw8HDWrVvPrl1/Uc6mPCYmZiiVuTx4cJeGjeoz\nbBzPuCYAACAASURBVNg7dOjQAUNDQ22nKkmvBFngNOzYsWOcOHGC8PBw5s2bV6q/9KyrwsPDmT17\nNn379qVKlSr4+/tjYWHBRx99pO3Uim3Tpk3MnTufqi51qFmjIRYWVqplObk5REWFcT3iIk2bNWD+\n/O8xMzMDYMeOHRw+fBh3d3eqVatGREQEmzZt4uDBg2r5NfjQ0FD8/f0JCwtj5syZODo6lnibT4uM\njGT16tVYW1szZswYrKysXvwiSdIAOQdXSp41Lu3p6clnn32Gm5sbiYmJGs6q9GVlZeHv78+0GdOY\nPHkyO3fuJCMjI986NWrUwM/PD4AVK1ZgY2ODkVHJRsu1OQ+wdetWvv9+Md5eb9C4Udt8xS0zKxkj\nQyOqV6tH185vEXb1JhMnfkRubi4AVlZWWFtbk5OTg6+vL8OGDcPLy+uli9uz2l+3bl2cnJxISEjA\n1ta2+I18Tpxly5Zhb28PgLGxcYljqIOcg9McXW63nINTs9DQULZt+4OYmBhq1apJv379cHFxybfO\nhg0bcHd3x93dXUtZlo6QkBDGfzgeIwtjyrtUwFhhTPCvp/h2zrcs+H4Bnp6e+dYXQnD37l3mzZvH\n+vXrOXfuHE2bNtVS9sVz9+5dZn87l45eb2Bj8/yzcUNDQ9q27U7AoT/YsmULAwcOpEuXLnTp0oXt\n27cTGBjI+fPnGT58eJHjnzt3jt83/05sbCxVqrjw9oCBNGrUKN86gwYNwtLSktOnTxd4D4ri+PHj\nLP9tORcuXMTO3h4vL0+Gjxiu2q8zMzPp0qULt2/fZvfu3bzxxhsvHaOsysrKIiAggOMnjqNUKnmt\nz2u0aNEChUKh7dQk5BClWv3008+sWL4aV5fa2NjYk5AQR8ydcGbNmoGvry8AW7ZsYcWKFfTo0YO+\nffvqzcUHERERDBg0gEbeTajsXiXfsnsxcQT7n2TVbytp1KgRcXFxzJo1i/T0dDp06EBkZCSJiYl8\n8803WFpaaqkFxbNkyRL+3n2UVi06Ffk1sXducjP6Anv2/MWRI0cIDg4mKiqKWbNmMWXKFJYuXVqk\n7SxavJh1m9ZRtZ4b9hXseXAvgZuXbzDKbxRj3xsLwN69e7l06RLR0dHMmDHjpc/iVq1cxS8/LaNh\nzea4u1QjMyuTf65f5ta9CFatWUmtWrW4cOECGzduJDs7m0mTJlGpUqWXilFWxcfHM2z4MJKzUqhY\n1ZHs7GzuXo+leePmLFqwSGfOZl9lZbrArVy5kpSUFCwtLbl58ybOzs689957quWaLHBnz57lvTEf\n0Nm7H+bm//2RTnh4n6PHd7Jnz1+lMv+hKz7/YjLX4sJp0KphocvDLvyDTa4Vvy37TcOZlZ7s7Gy8\nvLxp1bwHdnbli/w6IQR79q3n558X0axZs2LFPn36NGM/fJ9Ob3XBzNxM9Xx6ahoBmw+wYtmKAmdy\nLysmJoY+vfrSp9NbWFva5Ft2NfwyCZl32Lptyyt7tjJm7Bhik+/SpP1/ow65ubkc3RXIkDcG8+67\n72oxOwnK8BxcYGAgoaGhfPDBB4wYMYIZM2bQsmVLreWzYf1G3N0aqIpbZlYyAPZ2FXBy9GDHjh1a\ny620ZWZm4r93DzUa1sz3fFZypurf1epW59SZUzx48KBUctDGPEBsbCy5ueK5xS1vP3iSQqGggkMV\nLl68WOzYG37fiFsDd1Vxy+trc0sLqtZ35/fNm4q97Tzbt2//f/bOPDCmqwvgv8m+iKzELmIX+1Jb\nxBLUVmupUkv1K12UllJttZYqRRVtaUvttVS0qCKkaotYIiJCJJJIIoTIIslkm0lm3veHZggh28xk\nEvf3T/LevfPOuWfum/PuOffdS93qDfI5t8z/2tO4fjNu34ojPDy81HJ0ga77w7179zjvf54WnR49\n0CnlCoyNjWnRpRVbt2/VqXxDwpBzcOXWwV28eJHmzZsDkJWVxZYtW9i0aVOZ6RMVHYOjQ9UCyyrb\nOBATE6tnjfRHeno6MmOjfCOJJzExNcHS2rJCTazJzMzEzNS8RJ81NjFFLn/a+RWVmFvROFZ1LLDM\noYoDMTHRJb52HrG3bmNf2aHAMiMjI+wrO3Dv3r1SyymPxMXFUdnBFhPTp6cxODo7kpSURE5OThlo\nJniccjvJpEOHDppRkaWlJRMmTOCbb755qt7UqVNxcnr4hO3q6krHjh1p3Lgx8OjJQxvHdevU5n78\nfewdbDE3s8HczEbz9J4mT6Z27ZZalWdIxy4uLqhzVaQnyjEzN8PM5tGPvlKuwMzGnNycXEyNTElO\nTqZ+/fpa16dx48Z6b39CQgJmZo9uobzv29zMJt9xQeWq3BzUajVhYWElkl+7Vm3u30/E3tYeMxtz\nzGzMNaO4BwkPaFDbtdTts7O3JSbijkb/zMfao5bU5EhKlEql5pyh9Ed99Idq1aoh5UhkpWRiaWel\nsYFSriA9OwMHewciIyORyWQGYY8X4bggyn0OLi0tjUqVKhEfH49arWbu3Lmacn3m4C5cuMD7731I\n716jsLB4NMU7JSWJk6f3cujwAapVq6YXXcqCWbNnEZEURYuXWhRYHh58A8tsczb+ulHPmumOnJwc\nunXrQeeXBmJnV/BoqiAkScLbZyfff7+8xGH1c+fO8cHMafQa1Rtzi0cPFNlZ2fz7uw/r1qwr9YzU\nW7duMWzICIZ6jsbaKv+7bWGRIdxPj+XPfX+8sDm4t95+iwRlEq27tNGcU6vVnD5witGvjOLdd98t\nQ+0EUM4dXGHoexbl6lWr2bZtFy51mmFrV5nExARib4cxb/5chgwZojc9yoLw8HBGjx1N297tqV73\n4Sy6vNFb4r0Ezh06y4aff6VNmzaFXKlkPD4S0ierV63m6NGzvNS+Z4HlCqVcM6LL4+69WKJiAvD2\nPlRi5yBJEsu/XY7Xvj24tKiHva09ySnJRAdHMW70OKZPm1ai6z7J+nXr2bBuM62bvkS92vVJy3zA\nzagIbsbdYOPmX3Fzc9OKHG2jj/4QHx/PhDcnkC1l41yvOrIciL4RTaumLfnh+x8wMzPTqXxDoazu\nvaIgHJyWCQoKwstrD/fu3aNBg/qMGjUKV1dXvepQVly4cIFpH07Dws6SqnWdMcWEu3fukRafwrIl\ny+jVq+hT6YtLWd1kcXFxDBw4hF7dRxT4HtyTDk6tVnP85D6mvDOesWPHlkq2JElcuHCBnb/v5O7d\ne9SqWZPXR79O+/btS3XdJzlx4gS/rt9AUFAQjo6OuLu787+338LFxUWrcrSJvvqDQqHgyJEjnD5z\nGpnMiKGDh9CpUyeMjMrt9IZiIxxcGWGIS3VVdLKzszl69Ch+Z/1QS2o6tOvAgAEDyt37bcVh165d\nrFjxA927DcGmku0z66nUKs6e86F2HUfWrfu51Ku3CASC5yMcnECgBbZt+42VK3+gXl03GjVsmS8P\nq1ariY65QUTkFZq3aMjKld9hZWX1nKsJBAJtIBycjjDkYbu+0KcNDMHeISEhbNv2G96Hj2Jv74yZ\nqTlmZsbcibtFo8YNmThxHL1799bJbgL6ar8h2LkolIWe5cU22saQ2y1iJAKBlmjWrBlLlixmzpxP\nCAwMRC6Xk5aWRqdOnTSvRggEAv0hRnACgUAgqJC8OFN9BAKBQPBCIRycjjDk9dn0hT5tYKj21pde\nFU1OaRH7wekPQ263cHACgUAgqJCIHJxAIBAIKiRiBCcQCASCColwcDrCkOPS+kLk4CpebsxQ7fwk\nIgenPwy53cLBCQQCgaBCInJwAoFAIKiQiBGcQCAQCCokwsHpCEOOS+sLkYOreLkxQ7Xzk4gcnP4w\n5HYLBycQCASCConIwQkEAoGgQiJ2ExAItIgkSVy+fBlv7yMkJiZhZWXJSy91oG/fvpibm5e1egLB\nC4UIUeqIZ8WlfX19WbZsGW+//TYPHjzQs1b6ISMjg6CgIA4ePEhaWtpT5Y/bYOfOnSxevJhPPvmk\nVDINIQ/g7+/PK68M4Z0pH3DhXCj34rK4GRHPdyt+opt7d9avW49arc73mYMHDzJkyBD8/f0ZNmwY\nQUFBJZL9rPaHh4fz5ptvsn//fs6dO8e3337L//73P3JycrQmx8vLizlz5vD+++9z8+bNEl1X2xhK\nDi4kJITvvvuOKVOmEB8fr3ed9IEh3HvPQozgdIBKpSI7OxtJkpDJZPnK3N3dcXd35+uvvyYlJQV7\ne/sy0lL7pKSksPqH1fx14C8sK1thbWnN3Hlz6fdyfz6cNh1nZ2cgvw28vLz4888/2bZtG0FBQbRq\n1aqMW1EyTp48yUcfzaJVCw/at2mg+d4VSjmNGrYlNe0Bmzfv5FZsLAsXLkAmkxEYGIhCocDV1ZUO\nHTowdOjQYslUqVScPHkSrz+8SE5OxsnJiVGvjsLd3V2zqWrDhg2ZOHEiKSkpdOrUCX9/f3JzczE1\nNS2yHEmSCAoKIiQkhPT0dOzs7DTfJUC9evU4duwYOTk5VK1atVhtqAio1WoSExORy+VPlTVr1ozL\nly9z9uxZ7OzsykC7Fxvh4LSIXC7nxx/XsGfPnyiyFdjZ2TJ+whtMmjQJE5NHpt6xYwf16tWjXr16\nZaitdklOTmbMG2OgkhE9RnlibWMNQFZGFsGXrjLq9dfYtX0n1atXBx7ZICkpqcQyAwICWPPjWvz9\n/TE3M6f/gP68+9471KhRQyttKip3795l5ozZdO7Yn6pV8ss2N7MBwLayPT27D+Mfnz9o2XIPI0eO\nxNvbGysrKwIDA7l8+XKxZKanpzP5nSnE3I2mTlMX7Bo4kJT8gE8XfEaDOvX5ee3PWFlZAeTLQ3/w\nwQesXr2a27dvU6tWrULl3Llzhw+mTuPunXiqOdYkV5XDz2t+YfDQwXw+9zNMTU3Zu3cvP/74I35+\nfpw8eZKBAwcWqy3aIjQ0lB9/XMvpU6dBBp6enrz//rs63Wx23759rPlpDYnJiahUKpo1dWPWjI9p\n166dps6YMWOwtrbG398fd3d3nelSVhjqbt5QzieZnD17ls6dO2v+Pok+J5lkZ2czZswbpKepadmy\nEzaVbElKvk9Q0Blat2nCqtUrkclkeHl5sXHjRvr378/QoUOpU6eOXvTTNR/P+pjrd0Jp171DgeXB\n569gJ6vMpg2bNDbo168f9vb23Llzh7S0NJYsWVJkeceOHWPOrM9o3bgDDVwao8hRcjU0kLspt9j1\n+05q1qypraYVyurV33P0iB8vte9ZaN2792K5GR3AkSOHNKO8GTNm8O677zJ//nxq1arFp59+WujT\n/rQPpxN2O4yXPDsiM3qUaVCr1Zz3OUvrhq1YvnQ58fHxLFq0iKysLDw8PLh//z5xcXEsW7Ys30NX\nQWRkZDD4lSHUdKhHq6btHhuVKjjmd4huvTozb/48Dh06xKVLl0hKSmLGjBnUrl27UDtom6CgICZN\nmoyrSysaNnBDkiTCI4KJib3Gtm2badKkidZlbt6ymR/XraFtr/Y413RGkiSiQm8ScvYa69b8QocO\nHThy5AjBwcHExsayYMECMYrTM+XGwfn6+jJy5Ei+/vprJEkiICCAsWPH4ujoyIkTJ3jnnXee+ow+\nHZyXlxdrftxID48hyGQyFEo55mY25KpyOeqzk59+/p62bdvqRRd9k5SUhGdfT14ePwBzi0cTKZRy\nBWY2D49Vubkc3Pw3+7z24uLiUip5KpUKz169ad/YnRrVHo5CMpVyrMxsOBfoS+NW9fhq0cJSySgq\nubm5uLt3p/NLA7Gzc3yqPK8f5CFJEt4+O/nhh2/p0KHgh4HCuH37NoOGDmLAxFcwMX3opB63tVKh\nxHvLQY4cOpIvlFhcdu3axZZ1O+jj/mhElmdnhVKBl/cWvI8eNoiw5MhXX8PSohr1XZsBj+x+PfQy\nllYKNm3eqFV56enpePTqTvdXe2Jj+/D7zfsOokJvknUngz2792hVpqESFhZmsKO4cjPJxN3dHTs7\nOyZNmsSgQYPo2LEjPj4+LFy4kCpVqpS1ehw4cJB6Lm5P5dxMjE2oWaMh3t7eZaSZ7rl8+TIONZzy\nObcnMTYxoWodZy5evFhqeVevXkWtlDTO7XFaNG7Nwb8PllpGUUlKSkKpzC3QuRWETCbD0b4aERER\nJZbp5+dH1brVNM7tSczMzahSuyrnz58vsQyAI4eP4lq7YYFl5mbm1KxaF19f31LJ0Abx8fFERNyk\nnsvTo7SGDZsTcCmQ1NRUrco8d+4ctlVsNc7tceo2ciHiZmSFnVRSnihXOTiVSsXq1avJysrCzc0N\nV1dX5s+fz5kzZ575malTp+Lk5ASAq6srHTt21Dxt5M3+0cZxdlY29naPRm7mZjYolA+TzqamZmRm\nZmlVniEd5+TkYGxsjFKuANCMJCD/yMLKwoqEhARNWUnlKRQKzMzMyfzPvlZmNliZ2ZCplKOW5aJQ\nKpAkiRs3bui8/UlJSRj/FyLM+77zRmx5x3nkHctkRuTm5pZYfm5uLsYm+e1tZmOe79jY1IR79+7l\ne7ourrxcVS5GFo8e2DKfaI+llUW+H/Gy6n8WFhaYmpqRk5sBkO/+kyQJYyMTlEqlVuUrFAoqWVXK\n17/hUX83NTMhLCyMlJSUMr8/X5Tjgig3IUqApk2bcv36dc3xmTNn6Nq1q+bvk+gzRLly5UqO+Vyg\nQ/seT5WdOLWPj2dNLbPku64JDw9n9LjR9J8wCCOjgoMCkiThs+sI3y9bzUsvvVQqeXK5nB4ePRnq\n+TrWVpXylYVGXkNhlMqWbVtKJaOoZGVl0aljVwb2n4C5uUWRPnPy9H7mfPohffv2LZHMgIAA3vvw\nPfqO7f9UxABAUqvx3naITes20bx58xLJAFjx7QrOHg+gS7vuT5WpJTV7vLexYfN63NzcSixDG6hU\nKrp370WbVp44OeYPyd69F0tk1EWOHDn0zL5ZEmJjYxk07BUGPhYmziP5fhKBPpc4+e+JQvOcAt1S\nbkKUvr6+pKam4uXlle+8XC4nOjq6bJR6jNdff537idFEx9xAkiQUSjlqtZqr1/wxNlHTu3fvslZR\nZzRs2BBXl/pEheZ/BypvRAEQF30HG/NKtG/fvtTybGxsGDtuLP+ePUxGZjrwcHRx734cgdfP897U\n90oto6hYWlrSp48n4RHBBZY/OYqTy1NJkyfh4eFRYplt27bF0c6Jm6GRmnOP2zr8aji1qtcqteN5\nbfRrRN+NICHp0SgtbxR3+dpF6rrUoVmzZqWSoQ2MjY15//13ueDvQ1raw3dLFUo5KSlJBFw6ztSp\n72rVuQHUrl2bnt16cOHYOVQqFfDwO8jOzOLivxeZ/NbbL4xzE+/BaQF3d3fi4uLynTt37hyfffYZ\nEydOLBulHqNatWps2LCOjz6aSdiNAKo4VSHu7h1c6tVmy5aNFX4Vi7mffs6kyZOwsLSgZr38ubH4\nO/EEHg9g9bertfZDM336NCRJYvu2HTjaOmFsZkRGZjqLliykY8eOWpFRVN4YN5a3//ceDRu0eO4o\nTpIkrlw9x8iRI7CwKNporyBkMhnfLV/BhEkTSH+QTqNWjTHGiMz0TMKCQkm8eZ9tm7cVOLorDrVq\n1WLJ0q/5bM7n1HGuT63qdVHkZhJ16yaY5LJ566ZSy9AWo0e/RlZWFmvX/oyVZWWsrMxJTk5ixszp\nDBkyRCcyF3+9mE/mfMKhzQeoUtsZcyMzYm/eYsK4iYwfP14nMgXFo1yFKJ/k8OHD9O/fn/Pnzxf4\no1YWa1Gq1WoCAwNJTEykTp06NGnSxGB+BHTNxYsXmTn7Y3JluTjUdEQmk/HgbjLqLBVff/U1PXr0\n0LrMtLQ0QkJCMDc3p0WLFmX21PzNN0s5sP8IHt0GY2Fh+VS5JEkEXj6DSkpl587t2Ng8PTmhuMTE\nxPDLul84ePgQyECGjFcGvcKUtycX6R23onLnzh12797NpYuBWFha0K//y/Tv31/znp0hkZWVRXBw\nMDKZjJYtW+rlwTIqKopLly5hampK165dcXQs2oQjge4p1w6uMMRiy/pHpVJx5swZAi8HIqkl3Nzc\n6NGjR7FWziiPqNVqVq9azdat26lZoyH1Xd2wrmRDTo6SmJgIYm+HUtelJmvX/oiDg4NWZSuVSjIy\nMqhUqVKFt7NAUBye6+D8/f2ZNWsWOTk59O3bl4SEBIyMjFi9ejU3btxg/vz57Ny5E4BVq1bx4Ycf\nPlfY7Nmz8ff35/jx48+tp1AoWLp0KZIkIUkSN2/exN7enm+//Zb169ezfPlyoqKiCm9cGTo4Q343\nRF/o0waGYu/bt2+ze/duDhw4REpKCo4ODjRza8q4cW/Qvn17nY3m9dV+Q7FzYZSFnuXFNtrGoNst\nFcL8+fOlWbNmaY67d+8uHTp06Kl6Li4uhV1Kio6Olnr06FFovYkTJ0r79u3THKtUKqlz585Sampq\nkWVJkiQVoXk6IzQ0tMxkGwr6tIGh2ltfelU0OaWlLPQsL7bRNobc7iJl/KX/RkG5ubkkJiZSpUoV\nvv/+e81airt37yYlJYUFCxbw+++/A7Bw4UK++OILFi1axMiRIzXXSU9PZ9asWQwaNIj58+c/JSsp\nKYlDhw7lSwwbGRlx8ODBp/IW6enpDBo0iGXLlvHWW29x7Ngx4OETxaRJkwAYP3484eHhmnMrV67U\nnNMlBvtEo0f0aQNDtbe+9KpockpLWehZXmyjbQy63YV5wHnz5kldunSR5s+fL33wwQfSzp07NWWP\nj6Qe/9/b21saMGCA5njjxo2SJElSVFSUVKdOHUmSHo7KatWq9ZS8c+fOSS1atHiuTnmyMjMzpX/+\n+UeSJElKSkqSOnToIEmSJK1atUqaMmWKBEhRUVHS3bt3NeeUSqXmnEAgEAgqLoWO4GQyGV27dmXe\nvHl8//33jB49ulCnGRwcTIMGDTTHb775pub/vFGfkZFRgTPeatasWeQlbtRqNcePH2fRokWsX79e\ns0rG22+/rVkfb968eZiammrOdevWTXNOlxjyuyH6Qp82MFR760uviiantBjKfnAvAobc7kIdnPTf\nRI/CyNt/Km9Pr8jIRy+hbtq0SbPBYmFJ9lq1auHp6cn+/fs157KysujVq9dT68n9+uuv3L17l7lz\n5/LRRx9pzp8/f545c+YA4OzszNatWzXnzp07pzknEAgEgorLc18aCggI4PTp0+Tk5PDnn38yfPhw\nTdnatWtJS0vj999/57XXXmPgwIF8/PHHyGQyli9frnkJ28LCAicnJ0xNTfn111+5desWx48fJyUl\nhdTUVDZv3vzUi9qbNm1i+fLlBAYGAg+XxVm0aBG2trb55Pbr148//viD2bNn4+DgQFpaGn/++SeS\nJDFjxgwAEhMTef/997l48SIzZszA1dVVc06XGHRcWk+IHFzFy40Zqp2fROTg9Icht1u8BycQCASC\nCkm5WYuyvGHIcWl9IXJwFS83Zqh2fhKRg9Mfhtxu4eAEAoFAUCERIUqBQIvI5XJCQ0OJjIwkMzMT\nExMTatWqRZMmTahevfoLsy6pQGAIlJvdBAQCQ0WlUnHq1Cm2bNlGQEAg9vZVqGRlh5GRMZIkka1I\n50HKfeztbRk//g2GDh2Kra1tWastEFR4xAhORxj0+mx64kVYizIyMpLZs+ZwLz4ZVxc3XFwaY2L8\n6Lkxb4d3SZK4nxBHRGQwaWnxfPHl5wwYMEBrIzqxFmV+xFqU+sOQ2y1ycAJBCdm/fz8jXx2NmWkV\n+vQaSYP6bvmc2+PIZDKcq9aka+d+tG/3MgsXLGXWrNkolUo9ay0QvDiIEZxAa6hUKvz8/Pj74N/E\n349HLUk4OToxoF9/evToUaF2ON63bx9fLfwGD/fB2NkVf/+v3NwcfP0O08zNle+/X6VZKEEgEGgP\n4eAEpUalUrF9+3Y2bN5IriyXGg1qUsm2EjKZjIy0DOIi76DKUjF+7Djeeuutcr9nWUhICGPHTqBH\nt2Elcm55qFQqTpzaz6jXBjN1qm4XHhAIXkSEg9MRhhyX1iZKpZKZH8/kUkggLbu2okqNqo/K5ArM\nbB7uqJyckMyVM5epV82FtT+uxdraWqt66MveSqWSEcNHYlu5Lg0buBVaPy8H9ywyMuT4/Ps7O3du\no0mTJiXWS+Tg8iNycPrDkNtdcWJG5QRfX1/8/PwIDw9n2bJl2Nvbl7VKJUatVvPpZ58SHHmNHsN7\nPTfM5lDFAY/BPTjvc44Ppn/Aup/XaUKWUVFRbNmyBRsbGxo3bkxkZCS///47x44dw9LSUl/NKRIH\nDx4kLU1BuzbNtHI9a2sbGjVox/LlK9iwYT0A4eHhLF68mKFDh2JiYsLVq1e5efMma9as4fjx41y+\nfJlbt27xww8/kJqayrFjx7h16xbXr1+nV69eVK5cOZ+Mx68XFRVFRkYGUVFRfPfdd0/VLQleXl4E\nBAQgl8uZOXMmrq6upb6mLiiLey8kJARvb2/CwsJYuHAhzs7OOpcpeISYZKJlcnJyOHHiBFeuXOHC\nhQuo1ep85e7u7syePRsXFxdSUlLKSEvtcOLECc74+9Glf9cCnVve6C0PIyMjOvbpRFj0jXyLaf/y\nyy84ODgA0KdPHyZMmICHh0eRnNv9+/fx8fEhPj6e7OzsUrbo+UiSxObNW2nYoFWRZz8+b/SWR6OG\nzQkICOT27dsANGzYULM+68CBA/nkk08wNzcnJycHT09PsrKyMDExYemypXT37MHarT9x9Pw//LDp\nR7r36s53K79DpVJprv/49erXr09ycjLGxsZFdm4REREsmL+AoYOH8cXceWzevDnfwuf16tUjJSWF\n7OxszS4eZUVcXBx79+4lNDT0qV1JdHHvSZJEcHAwmzdvJiAgQPMd5tGsWTOqVatGcnIydnZ2WpFp\naBjq6A1EiFKrXLhwgY8++hgTYwusre148OA+dnbWrFn7Q76n2h07dgAwZswYvemmCyZOmkhOJRX1\n3RoUXvkx7kTdJv76PQ7s+wuZTMZHH33E22+/ze3bt0lPTycmJoYBAwY898bJyclh0Vdfc+Cvt1Px\ncAAAIABJREFUA1RzqklOjpLUjAd88ulsRowYUdqmFUhMTAzDh7/GoAETMJJp99nw/IVjDH+1L//7\n3/+Ahw8PqampDBkyhNWrV9OsWTP69OkDPPxR7dylCyY2JnTp3xULq0cPApnpmZz1PkPvrr1Z8NiG\nwidPnuTBgwf4+fmxbNkytm7dSrt27XBze36Ydd++fSxauJiGtZtSu7oLylwlEdGhpCtT2LJtM3Xr\n1uXzzz9nwYIF+Pn5IZfLGThwoFZtUxRyc3NZuOAr/vrrIM7Odf57LeMWI0eOYM6cTzQPYNq899LS\n0vhg+gdcCwuhSp2qqFVq4qPuMmzwMOZ+PjffQ9/+/ftxdHTE3d291HIFRUeEKLVEbGws7737Ae3a\nelKjel0USjlmppUIDw/mzYlv4X3kEJaWlnh5ebFt2zb69+/PrVu3qFOnTlmrXiKio6MJuhrEgAmD\nnlnn8Rzc49SoW4Mrp4O4cuUKrVq1YuLEiWzdupXc3Fw+/PBDjh49mm/7o4JYvmw5ficvMLLfBMzN\nzMlUysnOVLB08XKqVKmCh4dHqdv4JCEhITjYOxfLuRWWg8vD0bE6gZeCAIiPj+ePP/4gKyuLoKAg\nQkNDkclkdOjQAS8vL0JDQ4mJjeHNOZMw+W/CTp6trSpZ4TG4O39vP8CY11+ncePGxMfHs2fPHrKy\nsqhbty7ffvstMTExDBs27Lk6RUdHs2jBYvp7DMPe9uEIO1Mpp06NflwNvcz0aR+yd9+fdO3alW++\n+YakpCTNLh76ZvXq7zl54hwDB0zAzNQMhVIOUg8OHzqAg4MD7777jtbvvVmfzCI+I4H+4wYgMzJC\nKVdAt7Yc/csHZ+dqvDNlCkeOHCE4OJjY2FgWLFigpdYaFoacgyu3IzhfX19GjhzJ119/jSRJBAQE\nMGXKFFq1aqWpo88R3NKlyzhzOoh2bR/+sD7+w3by9AE+mPZWoT8o5Yndu3ezYfdGOvbp/Mw6z3Jw\nABdP+jOk+ytMmTKl2LJTUlLw7NGb4X3fwNLi4eglUynHysyG8KhQUnPus2PX9mJftzBWfreSEycu\n07Z1lyJ/pqgOLiUlicvB/3L8+D+F1v187ueExIXSomNLzbknbR3kd5l2Ddrw5RdfFlnXJ/nmm6Vc\nOhNMpzbdNOfy7CxJEn8c+Y21636kdevWJZahDTIyMvDw6Ilnj1FYWz+0dZ7dU1OTOXPuL06dOoG5\necF9sSRERUUx/LURDJg4SDNSy/sOUpJSuHDwLKdPnC73M4aLgiE7uHKbg3N3d8fOzo5JkyYxcOBA\nOnbsmM+56ZuL/gHUqO6iOX78R62KUy0CLl4qA610h1wux9js+QGAZzk3AHNLcx6kPCiR7Bs3bmBv\n66RxbgBW/9nbtU5DgoKCdPJgk5KSioW5RbE+UxTnBmBuYUl6enqR6obeCKNKzfy5ridt7VTdibDw\n0q3yHhQYRM1q+Uc5eXaWyWQ4O9YkNDS0VDK0wc2bN7GysNE4N3hkd1tbB2SYPJUbKy0hISFUqVkl\nXxgy7zuwc7RDhZq4uDityjRUDNW5QTkPUapUKlavXk1WVhbNmzcvsM7UqVNxcnICwNXVlY4dO2q+\nkLxtHrRxbG1tjSInPd8Tu0IpB0CpzKKSTSWtyivrY1NTU8yMzPKNHJRyBUCRjtW5KlS5qnxPf0WV\nb2VlRZYikwxFGjKZTPOjm6mUk5mVgaWlJTKZTOvtz1XlYGT8aNJQ3vf75PddkmNJraZy5cpFsoe5\nuTk5CuVz7ZujzMHSwrJE9s07tq5kTZbykdPN/E9fjZMzVpOZmakpL6v+aGVlRbYii+z/+sPj9lWr\n1SiU2VhbW2tVvqWlJcaSUYH938TKhByFknv37pGdnW0Q9+uLcFwQ5TZECdC0aVOuX7/+zHJ9hij/\n+usvvl3+Iz17DMNIZqRxdDm5ORw5uoNNm9c90wmXR44ePcqSVd/QbUj3Z9Z5XojSz/sMb49+i9de\ne63YstVqNX379KO5S1vq1KwHPAqdnbl4glYdm/HlvC+Kfd3C2LBhA3/+4cNL7XsW+TNFDVHeu3eb\nuPhr7N//Z6F1N2/ezPb9O+jcr6vm3JO2PnPwNG+P+R+jR48usq5PsnfvXn5avZ5+HkM05/LsnJWd\nxR9Ht/HPvz6aGbBlhSRJvDJoCFWrNKJunYbAI7tHRF5DkZPA7t07tSozKyuLbj260WVIN+wcH86O\nzPsOIq6GIyWr2LlduzINFRGi1AG+vr6kpqbi5eVV1qoA0K9fP+rUdebU6YMkJd9HrVZz9+4tjp/Y\nS9++vQqdrVbe8PDwQJ4kR56SVuzPZmdlkxibQN++fUsk28jIiK8WLeBM4L9cDrmIPCONVHkKpy4c\nIyU7gXffe6dE1y0MNzc3MjJKFlYtjMSke7RpU7QQ+9ChQ0m5+4B7t+8VWB4Xcwd5gpxBg549Aago\n9O/fHxNLGRcu+6FSP3rtIDMrA58zfzN6zGtl7tzg4YPsvPlfEHTlNNdCLqFQZqNUKrh6zZ/roef5\n4ovPtC7T0tKSObPmcOavU9yKiEGtVqPKzeV6YAhhF67z6Sefal2moPiU6xFcYej7NYHs7Gw2bdrE\nrp27SUhMoE6dOkycOJ5Ro0ZhZFRunyWeydJlSzkd5Etbj/bF+tzVC8E0qFKfZd8sLZX8kJAQ1v2y\nnvPnL2Bubs6gQQN4c9KbODqWfPms5yGXy+nWrQf9+47DwkK7L6AfP7mPT+ZMo3///kWqf/bsWaZO\nn0qtZnVo1LIRltZWZKZncuNKGHGht/l5zc+0b1+876UgEhISmPXxbK4Fh1DdqSY5uTncf3CXsePG\nMn36NINaQ/PatWusXfszp06dwkhmRM+ePXjv/Xdp1KiRzmT++++//Lj2R8JuhAEy3Lu68+G06TRt\n2lRnMgVFRzg4QYm5ffs2Q0YMpUO/jlStUbQXfB8kPuDM/tNs3/JbufwRmDPnU8LD4mnZoqPWrpma\nmozv2b84fbp4M/0iIyPZtGUzfx34C5VahamJCUMHD2XihIm4uLhoTb88WdeuXcPc3JxOnTqJ/eye\nICsrC2NjY8zMzMpaFcFjCAenIww5Lq1NTp06xfSPP6TDyx2pVqtavrIn80JJ8UmcPXiG+Z/PY/Dg\nwVrVQ1/2vn79OmPHTODlPmOKNIorSg7u9JlDDB7iybRp00qkk1qtJjg4mBYtWug8UlBe+rVYi1J/\nGHK7K17cTKBXPDw8WLPqRwJ9LnLW+wz378Q/9VCRFJ/IeZ9znD3gy5KFi7Xu3PRJ06ZNGTlqGBcD\njmvlelHRYRgZK5g8eXKJr2FkZISFhUWFDIMLBKVBjOAEWiE1NZV9+/ax9betZCgysKpsDRJkZ2Rh\njDHjxoxj+PDhmlc2yjNZWVmMGDESS/OqpQpVJiTew+/cQTZtWl+m73AKBBUV4eAEWkWtVnP9+nUe\nPHiAWq3Gzs4ONzc3g5qMoA3i4+N5440JWJo70rp1V4yNite+2Ns3Cbx8nOXffkOvXr10pKVA8GIj\nYho6Iu8lxBcNIyMj3NzccHd3x9nZmZYtW+rFuenb3s7OzuzatR3n6pXw+Wc39+8XvGpF3svceWRm\nZXD23FEiIv1Zt/4nrTk3fbW/vPTrstCzvNhG2xhyu8v1SiYCQVni6OjIunU/s3//flauXE3uFRk1\nazSgatWaONg/XMZJkiTS0h6QmBTP3btRJCTd5tVXh/Phh9O1vumrQCDIjwhRCgRaQKVScebMGQ4e\nPMyVK8HExMRgZGSMSpWLg4MDzZu74eHhziuvvKKVTUYFAkHhCAcnEOgAlUpFdnY2JiYmWl3FXiAQ\nFB2Rg9MRhhyX1hf6tIGh2dvY2Bhra2uio6P1Ik/k4PIjcnD6w5DbLRycQCAQCCokIkQpEAgEggqJ\nGMEJBAKBoEIiHJyOMOS4tL54kXNweVS03Jih2vlJRA5Ofxhyu4WDEwgEAkGFROTgBAItkZuby8mT\nJ9m29TdCw26QkZ6Ombk51ZydGTlqBEOHDsXOzq6s1RQIXhiEgxMISolarWbz5i1s2LAJYyML6tZp\nSvXqdTA3Myc3N5eUlCRuRl3jfsItXn65D7M/mWUQO2ELBBUdEaLUEYYcl9YXL0IOLicnh9mzP2HD\nht9o36Yvnj1H0KB+M6ytKmFiYorMKJdq1WrRpfPL9Ov7BleDoxk1ajSxsbFa1UPk4PIjcnD6w5Db\nLdaiFGid6Ohorl+/TkJCAjKZjEaNGj1Vx9fXFz8/P8LDw5k8eTJHjx7FysqKjz76SGt6eHl5ERAQ\ngFwuZ+bMmbi6umrt2gCSJPHlF/Pwv3CVXt2HYWJi+tz6FhaWdGjfg+vXA5k4cRK7d+/C0dHxKV3d\n3NxISUkhNTWVpUuXlkrHffv2cfz4cVxdXZk+fXqprvUsdG1ngaCkiBGcjjDUHW51ydWrVxk3YTzD\nRw1n5bpV/LZ3O6+Pf52Rr43C398/X113d3dmz56Ni4sL8+fPx9bWFhOT4j9vKRQKIiMjsbKyeioc\nXa9ePVJSUsjOzqZq1aqlaltBHDlyhBMn/OjmPvCZzq2g3bybNm2DtZUzCxYsfErXrKwsIiIi+Oyz\nz2jevDlBQUFF0uVZ/a1SpUpUrlyZ3Nxc1Gp1ka5VEHl2tra21rudS0JZ3H8v4j0Pht1u4eAEWsHf\n358Jb00kp1Iu/ScOolO/LnTq14X+EwZhUcOSKe9P4dixY/k+s2PHDurVq4eFhQVvvvkm5ubmXLp0\nqUjycnJy+OGHH+ju0ZPxY95kxNCRDBrwCt7e3po6e/fu5ccff2TChAmcPHlSm80FYOPGLTRp3A7T\nQkZuBdGieUdOnfQlPj4eyK/riRMninSN7Oxs1v+6nl59PHFr4YZn395s2rQJhUKhqdO7d2+++uor\nXF1dS2QDpVLJqpWr8HDvzvgxbzJs8AgGDxqCj4+Ppo6u7VxUMjMz2bNnD++88x7vvTuV/fv357OF\n4MVDTDLREWFhYQb9ZKNNsrOz6eHZkxbdW1K9bg3NeaVcgZnNw4WGE+8lcv7QWY4d+Qc7Ozu8vLzY\nuHEj/fr1w97enujoaFJSUvjqq68K3UZGrVYzfdp0Qq9E0KmNB/a2DmQo0khOeoDf5RPMmDWd1157\njUOHDnHp0iWSkpKYMWMGtWvX1lqbw8LCGDNmAoP6T8DI6NnPiQqlvMBRHMB5/38ZMLAbU6dOzadr\n27ZtuX37NmlpaSxZsqTg6yoUvPnWJOJS7tKsQzOsLayRZ6Zz3f8aLs51Wf/LeszMzDh58iTnz58n\nKiqKxYsXY29vX+Q2qlQq3n/vfaLCYunUuhu2le3JUKSRlJiEX+AJ5sydzfDhw3Vq56KSlJTEG2+M\nR5ENtWo2QGakIjo6Ajt7K7Zu3YStra3OdXiR7vnHMeR2l1sH5+vry8iRI/n666+RJImTJ0/yww8/\n5OvIwsHph7/++ovvflmFx+Du+c4/7uAAzh7xY+zg15k4cWKp5J09e5aPP/yEob1HazZTzVTKsTKz\nISXtAYdP/8mJU8d1ut/akiXfcP5sCG1ad31uvec5uOTkBAIu++DrW/xRz7Zt2/h15wY8BvdAJpNp\nbC2p1ZzYd5xp//uAkSNHFvu6j3Pq1Ck+n/0lg3uP0uxYnmfn5JREfM4e4MSp41haWpZKjjb48MOP\nuBlxn3ZtPYCHdjczrcQF/39p174JXy1aWMgVSs+LdM8/jiG3u9yGKN3d3bGzs2PSpEm4u7szYsQI\nvTylFRVD/cJ1wd+H/qZWg1pPnX/cuQHUbVKXAwcPlFreH3v+oGGdZvl2Crf6z4nYVbbH0bYqx48f\nL7Wc5xETcwtbW8dC6z3LuQHY2TuSlJSESqUqtvxdu3fRqE0TZDIZ8MjWMiMjGrVpzM7dO4t9zSfZ\n47WHhnWbaZwbPLKzg50TttYOnDp1qtRySktqaionjp+iRfOOmnPmZjbIZDJatujE3wcPkZ2drXM9\nXqR7/nEMud3lehalSqVi9erVpKam0r179wLrTJ06FScnJwBcXV3p2LGj5gvJm94qjkt3nCZPw8bB\nFqX8Yb4j78f2yWMzIzNycnLJo6Ty7scnYF+5OplKOfDoR1dzbG5DcnKyTtuflZmFqZlFvhGa4j/5\nRT3OycnAwd6e7OxsrK2tiyU/MTGRhhaN842S8+xd2b4yNxJCS93epORkHCtXJ48n7W1nZ09kZKSm\nvKz6n7m5OeYWVkgoUSiV+extZAwymTFpaWnExMSUiX7iWD/HBVFuQ5QATZs25fr16wAkJydTqVIl\nzMzMNOUiRKkfpk2fxv3cRBq1zN/eJ0OUtyJiUN7NZsdvO0ol78sv5hF5NZZ2LR49seeFzgAOnfiT\nOV/Oonfv3qWS8zymvj8NeZoxrvWaPLfe80KUarWa3X+s4dq1K8/N4xXEyNdGYl3HhjoN6gL5bR0V\nehOS1Wzbsq1Y13ySOZ98yp2IBNq4ddCce9zOfx/fw/yvv8DDw6NUckpLRkYG3dx70MdzNFZWlYBH\ndk9Le8DpM/vwPXMq32+DLniR7vnHMeR2l9sQpa+vLykpKaxYsYIVK1Ywffp07t69W9ZqvZAMGzqM\n2zcKf3E55no0I4aNKLW8Ua+NJPxWCNmKp8NOcfG3yVSm6/xHt2GjBiQl3SvVNe4nxFG7dq1iOzeA\n8W+MJ+xiKLmPjYgBcnNyCA+8wbix40qlG/xn55gQFMqnZyLevnuLHElBly5dSi2ntFhbWzN02GAu\nXT6d71UIlVpF4OXTvP76azp3bgLDpFyP4ApDLNWlH1QqFS8PeJkqjarRsHnDAuvcCo8h/EIY/xz5\nRyuTEpYtW87+PQdo69aRujVdyVXlEhpxjWuRl/hu9Qq6detWahnP4/bt2wwaNJRXBkws9AXvZ3HG\nz5txE4YzblzxnZFareaTOZ9w+oIvri3rY+9kT/L9ZG5eiaRPjz58tWChJj9XUiRJYvHXizn891Ha\nNutEnZou5OTkEBpxlZCbl/l+zWo6d+5cKhnaIisri/ff/4BrV8Oo5lwPJIm78Tdp36ENq1Z9Jxzc\nC4pwcAKtcPPmTcZNHI9dbXuatGmKtc3DGYzZmVmEXQ7jbngcG9dtoHnz5lqRJ0kShw8f5tf1GwgL\nDUNmJKNnz55MeWey1mQUxttvTyFDbkLjRi2L/dmsrAy8fbZz8uS/JZ4cpVarOXHiBDt+30FcXBy1\natZizOgxdO/evdTOLQ9Jkvj777/Z+Osmbty4gZGREb08ezHlnck0a9ZMKzK0hSRJXLp0idOnTwPQ\ns2dPWrZsqTVbCMofwsHpCEOOS+uKe/fusW79OvYf2I9FJUusraxJuHefAf0GMPntydStW1cnclUq\nFeHh4TRp8vx8mLY5f/4877/3IZ49X9Xkfp6koBycJEmcOetNV/c2zJ8/Tyu66KO/lZWdS0JZ3H8v\n4j0Pht3ucj2LUmBYVKtWjS+/+JKZM2Zy69Ytbt26RZcuXbCxefZUeW1gbGxcJk/pHTt25K23xrNl\nyy66ewzByrLw9+7UkpqLASexd7BgzpxP9KCl9igrOwsEJUWM4ASCUiBJEmvWrGXL5u00a9qRunUb\n5ntv7HESE+9x9dp5atRyYO3aNQb13qZAUBERDk4g0AKnTp3i55/WERoaTu1ajXF2rvVoP7jUJGJv\nh2FsrOaNcWMZP34c5ubmhV9UIBCUCuHgdIQhx6X1hT5tYCj2joiIYNeu37l27TpyeRo2lWyoUtWJ\nV18dQdeuXfOtvqJN9NV+Q7FzYYgcnP4w5HaLHJxAoEUaNGjA3Lmfa44N+eYXCCo6YgQnEAgEggpJ\nuV3JRCAQCASC5yEcnI7IWwj0RUafNjBUe+tLr4omp7SUhZ7lxTbaxpDbLRycQCAQCCokIgcnEAgE\nggqJGMEJBAKBoEIiHJyOMOS4tL4QObiKlxszVDs/icjB6Q9DbrdwcAKBQCCokIgcnEAgEAgqJGIE\nJ9AJkiSJhwuBQFCmCAenIww5Lq0r4uLiWLV6FR49PXBr2ZzOXbvQpVsXvln6DTExMTqVbaj2rmi5\nMUO185OIHJz+MOR2i7UoBaVGoVDw5fx5HPE5Qo2GNWnl2YbKDrbkpCtRqJT4Bvuxa8/vdOvszjdL\nvsHauvB90wQCgaC0iBycoFQoFAr+9/b/iEu9y0u9O2FqZlpgPVVuLgEnLmKhMmfblm2aTVCjoqLY\nsmULNjY2NGzYkKtXr5KamsrSpUv12QytkZyczB9//Mkerz9ISEzE0tKSXj17MPaNMU/thO3r64uf\nnx/h4eE0bdoUSZKIi4tjxYoVWtXp4MGDrFu3jv3792v1uoLCebx/T5kyhUqVCt75vSLyeP9etmwZ\n9vb2etdBhCgFpeKLeV9wJ+UuXfp1faZzAzA2MaGDZ0cUpkpmfDxDc/6XX37B0dERgBMnTvDZZ5/R\nvHlzgoKCdK67tvHz8+Pllwfwxx5vGri+xMu9x9KpwwCuXY1l7NiJLFu2HLVaranv7u7O7NmzcXFx\n4ejRo8ycORNjY2OuXLlSLLnR0dGcO3euwDBwYGAgCoUCV1fXUrVNkiTkcjnZ2dmluk5FJCoqir17\n93LgwAGSkpLylf3yyy84ODgAYGr67PujvCKXy4mNjS2wXzzev1NSUspAO+HgdIYhx6W1xZ07dzj6\nz1E69e2EzOjprqSUK/Idy2Qy2vXowKUrl7h27RrwcATo6elJ8+bN2bdvX4l1KWt7X7t2jQ+mfkT7\nNn3o3LEPVavWwMLCEnMLE1q17ETf3qPZu/cQP/30c77P7dixg3r16rFo0SJWrVrFnTt3MDMzK5LM\nmzdvMnrMaIa/NoKFS79i6MhhvDH+jXyOztvbm9jYWAIDA0v80ODt7c0rAwfj3sWDPr368P57U4mM\njCzRtfSFPvpDamoqk9+ZzPDXRvDz9l/4Zes6PPt6snjJYlQqFfCwf/fu3ZsWLVpw8OBBneukLxIT\nE5k542M83Hvw5vi3cO/SjcVfLyYrKytfvbz+Xa9evTLRs9yGKM+ePUvnzp2fW0dseKpbVq5cic+F\nY7Tv0aHAcqVcgZnN0ztXXzkXhFutZnz91SKCgoLYuXMnOTk5tGnThtjYWNLS0liyZEmxdClre7/9\n9hTkqUY0bdI633mFUo652cNwbGZmOkeP7eTEiWPY2tri5eXFxo0b6d+/P61btyYgIABJkpgxY0ZB\nIvKRkJDA0OFDqelWm0atGpObkYOJlQmhl0OJv3GX/X/u14wcAGbMmMF3331X7Hbt3r2bFUtX0rl1\nd2rXcEGe9YCbUTcJvxPCrt93ULdu3WJfUx/ouj9IksTYcWN5kJNC2+7tMTY2RilXIJlInDnoy+A+\nrzB79ux8/XvmzJnUqFFDZzrpi/T0dF4dPpLK5o60ceuAihxUORLnL/tStZYDGzdtwMjIKF//Hjp0\nKHXq1NG7ruXWwZ05c4auXbs+t47IwemWLt260r7/S9g52hXrc1kZWRz97TCX/C/pbIdrfXLnzh0G\nDhzCKwMmYmLy/DDUmbPejBs/nHHjxpVK5urvV3PY9wgveXZ8quz80bMM7zuMKVOmlEqGQqGge7ce\n9O40CAc7p3xl/kF+uDStwZJvivcgUlHw9/fng4+n0ef1l5HJZPnKsjKy8Nnuzcl/T2Jra1tGGuqO\nbdu2sXPzHnp3HZDvvFqtZv+x31n23ZJCBx/6olyEKH19falevTobN25kw4YNjB8/vqxVeuFRq9U8\neJBMZfvKxf6spbUlGMlIS0vTgWb658aNGzg5Vi/UuQFUcarJlStXSy3ziM8RXJoWHPap06Qu3j5H\nSi0jKCgIKwubp5wbQLOGLfE5+k+pZZRXTp46SVWXqk85N3jYvx2qO+Lv718GmumeI4ePUr/O06Nj\nIyMj6larzz8+htMvysVrAu7u7tjZ2TFp0iTCwsJwcnLi3r17rF27FgcHB0aPHv3Mz06dOhUnp4c3\nqKurKx07dtSELvLi9Lo4fjwHoA95+j6WJInKlSuTI1dgbmsJPMq55YUlM+LTMbUy1Rw/Xi4DIiIi\nqFy5crm3tyRJyJChUMoBNCFJhVJOTk4mlaydNcfGxmpNfqY08tVqNbKcR2Hgx/OdRsbGqFS5pW7f\n7du3sbK21Fw3UyknOycTB2tnjIyMsbK2yhcKNKT+qev+oFKpMTc2zxeGf7y/GxkZER8fb7D2Kc2x\nSpWLsbExmf/1dwArMxsylXJMzI3IzS19/y7JcUGUmxBlo0aNeP/990lNTcXDwwNTU1OaN2/OvHnz\nWLVqVYGfETk43fJS55dwH+ZBJVubAsuflYNTKpQc3PgXl/wvaW1mWVnaOyoqihEjRjNowASMjfKH\nXB/PwQGcv/APQ4f3YfLkyaWSuXjxYs6GnKdNt7ZAfltfPOGPZ/uezJw5s1Qy0tPT6eHRk1d6jsLG\n+uFIPVMpx8rMhqCQS1Subs4PP3xfKhm6Qtf94eTJk3z+1ef0GtlHc07zsKFQcnjL3xw9dBRnZ2ed\n6VBW/PTTT3jv/5fuL/UGHvUJSZL4+/gfzF0wB09PzzLW8iHlIkQJYGxszPTp0/nyyy9p2bIlKpWK\nv/76i7feequsVSuQiu7cAAYNGETE1Yhnlhfk3AAirobTs0cvrU6bLkt716tXj8aNGxIdfeOpssed\nm0KZTdy9KIYNG1ZqmW+88QZ3w+8QG3kLeGTrmPBoEqPvM2bMmFLLqFSpEpPeepN/zhwkOeXh9HcL\nU2siosMIibrMu+++U2oZukLX/cHd3R1bS1uuXgjWPESb2ZijVqm48M95+vXtXyGdG8CoUaNIkt8j\nODQQtVqNlZkNObk5nL10GluHSnTv3r2sVdRQLkZwvr6+jBw5ko8//hiAy5cv065dO1q3bk2PHj2e\n+TkxyUS3REREMHLsKAZOGIRRESeLSJLE0e2HWbNyDe3bt9exhvrj3LlzvPvuNHp0G4qdneNT5bmq\nXE6d/hvP3l348ssvtCLz0qVLzJg1gxxyqWRvgzwpDStTS1auWEmLFi20IkOSJDZt3MTAGvsCAAAg\nAElEQVT6db9iLDNBoVRQs3YNvvhyLu3atdOKjPLK3bt3mfzOZBJTk3Cs5YhKpSb+5j26vNSZb5d/\ni4WFRVmrqDNu3rzJ559+TkT4TWxt7HmQmkjHzh35atFCzXuthkC5cHAlRYQodc/bU97mTtrdAl8V\nKChEGXz+CsbpMrx+9yowQV9SDMHe+/bt46uFi6ldqymNGrXE2qoSmVkp3Llzm8ibwXTs1IZvv12O\niYn2Ut8qlYoLFy5w7do1WrZsSfv27TEq4J3E0qJUKomOjiY+Ph53d3etfne6QF/9Qa1Wc/78eS5d\nukR2djaDBg0q836oT6Kiorhy5QodO3akWrVqZa3OUwgHpyMM4QdXH6SmpvL62NeRVTambbe2+V74\nftzBSZLEtQvBPIhJ5vedv1O1alWt6mEo9o6MjOS337azb+9+cnNVVLKxpnHjxkyYMI7u3bvrxPmA\n/tpvKHYujLLQs7zYRtsYcruFgxOUmtTUVD6Y9gHXI0Kp3bQuDZs3wNzyYXhGqVASGRJB7PUYalSt\nyc9rftK6czNE1Go1WVlZmJuba3XEJhAIio5wcAKtIEkSV65c4bftv3HE5wjGpibIZJCjyKFH9x6M\nGzuODh06GHxoSyAQVByEg9MRhjxs1zVKpZK0tDQiIyNp3bo15uYFz6bUJoZq74oWOjRUOz+JCFHq\nD0Nud7l5TUBQfjAzM8PJyQk7Ozu9ODeBQCAoCDGCE2iFhIQErl+/zrVr1wiPDCczMxMAS0tLXF1c\ncXNzo1mzZjg7O4swpUAg0AvCwQlKTGpqKvv372fb9m0kJCVgX9UBK3trKttX1uwNl5ubS1pyGpkp\nGTy4n0xl68qMHTOWEcNHGNT7MgKBoOIhHJyOMOS4dGlJSUlhxcrv+PvgAZzqVMXVzZWqNZ8emT35\nHpwkSSTFJxEZHEF81F36ePZh1seztDKr0lDtXdFyY4Zq5ycROTj9YcjtFvOXBcXi33//Ze68udjV\ncqD3mJcf7gxQRGQyGU7VnHCq5oQiW0FoQAgDhwxi7pzPGTx4sAhdCgQCrSJGcIIioVQq+eLLL/j3\n9HHa9GpHtVraWbUgKT6Ri8f8aevWhhXfrsDKykor1xUIBALh4ASFkp2dzXtT3yMqPobOL3fBxFS7\nA3/VfwvU2pvZsmH9BmxsCt6dQCAQCIqDeE1ARzy+H1V5Jicnh+kfTicmIZauA9yL5dwe36PseRgb\nG9Opb2fS1OlMfmcyWVlZxdbTUO2tL70qmpzSUhZ6lhfbaBtDbrdwcILn8v0PP3A9OpTOL3fW2TqK\n8HC03aFnB+5nJLJo8dc6kyMQCF4cRIhS8EyCg4MZ/9Z4eo8u3mSS0pCjVHJ0uzffr/ierl276kWm\nQCComAgHJygQhULBkGFDcGpUFdem9fUqOy76DjfOhvL3X39TuXJlvcoWCAQVBxGi1BGGHJcuCnv3\n7iUbRamcW1FzcE9Sw6Um5g4WbN++vcifMQR7q9Vqzp07x3vvTaVzp660bNGanj09GTbsVfbs2UNG\nRobOZIscXH5EDk5/GHK7hYMTPIUkSWz5bQsNWzcqMx0at2nCbzt/Izc3t8x0KA6nT5+mb9/+fPTh\nHJITVbh3HcrgQW/Rtk1PnBwa8PPaLXh49GT1qtWoVKqyVlcgeCEQIUrBUwQEBPDuh+/x8tj+Zfry\n9b97jrHw0/n06tWrzHQoCn/++SeLvvqG9u08qVG97jNtlp6exvkLPrRs3ZhVq1aKfeIEAh0jHJye\nCQkJwdvbm7CwMBYuXIizs3NZq/QUc7+YS8jdUJp3aFGmeoQH38BWbcPPa3/G19cXPz8/wsPDmTx5\nMosXL2b+/Pm0atWKmTNnUqdOHWrWrMmrr76qVx1PnTrF9Okf09NjGLa2DoXWV6lUnPL9G/du7Vi0\n6CsAoqKi2LJlCzY2Npibm6NQKIiLi2PFihVa0fHgwYOsW7eO/fv3l+o6SqUSY2NjjI2NnyoLDw9n\n8eLFDB06FDMzMwIDA0lNTWXp0qWlklneOXXqFIGBgezbt48tW7ZQp06dslbphUKEKLVMfHw8Gzdu\n5Msvv2TXrl2kpaXlK2/WrBnVqlUjOTkZOzu7MtLy+QQEBlCtdulXKilpDi6P6nWqE3QlCEmScHd3\nZ/bs2bi4uODk5MTQoUM19apVq0Z8fDxKpbK0KhcLlUrFvHkLeal9n2c6N4VSnu/Y2NgY9y79OXzY\nh5CQEAB++eUXzcLTwcHBzJw5E2NjY65cuVKoDrdu3WL199/z0YyP+PHHH7lz506+8sDAQBQKBa6u\nriVpImq1Gi8vLwYNeIU2rdrSzd2D9959n6CgoHz1GjZsyMSJEwHw8fHhs88+o3nz5k/V0xf6ygtF\nRkayYOEC+g8awKujXmXt2rUkJiZqyj08PPjggw9o2rRphXVuIgf3grB79276vTwQr98PcyM0jg2/\n7sTTsy9+fn756o0ZM4Y33ngDf3//MtL02WRlZRF7+zb2VQofjega68qVyMzOIiEhAYAdO3ZQr149\n6tWrl29kPmvWLCZMmMDFixf1mrM7e/YsSqWaGtWL98NlampG3dpN2bljF/BwxqqnpyctWrSgfv36\nrFq1ijt37mBmZvbc62zbto3BI4Zw9OxRErKTOHTGm0FDB7F7925NHW9vb2JjYwkMDCy2s1Gr1cz5\nZA5rVv1Mw5otmPTqVPp2HURWkpr/vTmZo0ePPvUZQ4uY6BIfHx9Gvj6SgMhA6nWoj0M9J/46foDB\nw4YQHh6uqbd3716GDBlShpq+uJTLJICvry8jR45k0aJFZGdnExcXx5w5c8p0iafLly+zdOl39Orx\nKpUr22vO34u/zbRpH3Ho0AGqVq3KkSNHCA4OJjY2lgULFpSZvs/ixo0b2DrYFhiGKi6P7yRQEmQy\nGQ5VHQgNDeXkyZNs27aN/v37c+rUKXx8fLh+/Tp169blwIEDxMbGYm5urte81pYt26hbu+lz65ib\nFdwnGzVswd8Hd/DxrJlMnDiRrVu3kpOTw7Bhw/D396ddu3Y0adLkmdcNCAhg1ZpV9BrVm0qVKwHg\nSn3SWjXmmxVLadasGc2bN+fTTz8FICYmhlatWhWrff/++y9nT1/glV6vYmLycPujylYOtGjiQLUq\n1fn807l07doVa2tr4uPj2bNnD1lZWXh4eLBkyRLS0tIYN25csWRqC12vbp+UlMQnn31C51fccXR+\ntO1TNdfqhF+9wbSPpnPowEFkMhlHjx7ll19+0ak+ZYmh7iQA5TgH17RpU65fvw6An58fGzdu/H97\n9x1Y0/k/cPydTYYkRJImJARBbCEoIkZtNdpfB7WqRY3226J0o4sqqtWiNUuF2jViNrFCRErEzk6I\n7CH7Jrnn94fmVmRIcmfief3Dueee83zOc0/u557nOc95WL9+fYn3aLIP7n/vvc/9e9m0beNeal3A\npVOMGNmXd955RyOxKOPvv//mmx++5flhvbQdCgCXTgYw9fW3GDNmjLZDKaVz564MHDCWunWq94Bo\n39P7+G7ZYjw8PKq87bv/e5e43HjcOrcpte56YAgtGjZj6bfK9X9NmjgZk6J6tHRxK3P9iXOHmTJj\ngsb7PXXBxo0b2XlkF91e6F5qnSRJnPA+xurlP9GlSxctRCcUqxVNlB4eHly+fFmrMdy8eQsHh/+a\nqh7ve2nY0JGQkBvaCKvKCgoK0FPRI7mU7YMD0NPXq1Tfmqb7ASRJIicnBxPjOhW+78k+uMcZGhqR\nlZVVrfJv3b7Nc04OiuXH69q+sT03bip/voWHheNg26jEazmPHU8Dy4aEhYYpXY46qPt8uHn7JvXt\nSzbjF38Genp6WNlZExERodYYdIUu98HVyCbKJwUEBJT7K3jWrFnY2NgA4OLiQrdu3RSX1MUfjCqW\nLa2syM5JxcysjqJZqvjLLTs7EydnB5WWp67llJQU+Peqt/gPtripsarLBTkFSm0vy8zHxMBY0eyo\nC/VTvKynp4eNTQNy89IxM330RVf8eT/++RcU5JQ6H4qXTUwMSU9Pp1iVzjfLeuSkZGFmYlqq/rIz\ns7GsZ6n08TawaUBGdgoW5o+eJpMjyySvIAfTf+MvRFbi+aS69Pmoe9nK0oro5NgSk/o+fr7n5+ST\nl5dXYjJQXYpflcvFtB1PWWpkE+W5c+d45ZVX+PLLLxV9cB999BHm5uYl3qfJJsqdO3fyy8+b8Ooz\nEn29//7oCwoLOH5yB7/88kONaK7w9/fnk68+pffIPtoOBYCLR/3539vvMXToUG2HUsrgQUNp2sQd\ne7tGT3/zE+RyOYd8trB7tzdNmzat8vY7duzgl81r6DOqb4lxd5Jcju8+X+bNnKP0jQ1r1qzh6P5T\n9On2Qql1hYUF/OnzOzt3e9OsmWYf5aYLgoODeWvGWwwcOxiDJ/p9MzMyOb3rb874nin1nSRoVo1s\nouzVqxdxcXFMmTKFmTNn8vXXX2v9RBo1ahSNGttw5swhkpIeICuQcT8uCl+/vfTv54m7e+m+OV3U\nvHlzUhNTdeZuuIzkDJo3b67tMMr02uuvEB5xvVrbxsSG08zFuVrJDR6db/ZW9pw/cpb0lEdXgWnJ\naZw7fJYmdk4MGTKkWvt93KuvvkpGbgoht68gl+SK1/Nl+Zzy96Fv/z7PZHIDaN++Pc979OTsoTNk\nZfzXbJscn8S5A6eZNWOW1r+ThBp6BVdZmh7onZeXx9at29jhvZN8WT7W1vWZNGk8o0ePVutUM6ok\nSRLP936eHi/2xNxSubtSH2++qdb2+TKObDrIP4H/PPXuyMebgjQlPT2dvl4DGDRwXLk3muTLMsu8\nk9Lv9H7mzZ+t1JVpTk4Ov63/De+dO0CS0DcwYNxrY5kyZQp16lTcN1hZ0dHRfPD+HO7HxGFv44i+\nEUTGRDB8xDA++/zTpw5l0BZNnA8FBQX8+NOPbN+xnboWppgYGVOQX8i7M2c/UzfeaONvr7JEglMT\nXf7Qn+atqW+Rb1ZA01bVGxxcTNkE9yAmjpS7yezdteep79VWfX/99TecPHEez17Dy/wRU1aCuxsa\nQkLiXQ4fOYiJiXJDKeDRj5IbN27Qpk0btTxaTZIkrl+/zq1bt8jMzGTEiBHY2tqqvBxV0uT5kJOT\nQ3h4OPHx8fTr108lQ2xqEl3+rhMJTihl9+7d/PL7WnoN663VOC6dvMjoAaOYNm2aVuOoSEFBAVOn\nTic2OokePQZhaFDxlWZo6HXCo66wffvWajdPCoJQOTWj3UzQqCFDhpARn0b2w+rdwq4Ksrx84iPj\ndb6px8jIiLVrf6Ftu2YcO+HNjZtB5MvySrxHLsmJiQ3n9Jm/iEu4LZKbIGiISHBqostjQ57GzMyM\n0SNHczfkrlL7UWYcXNiNMPr16at4RuPTaLO+TUxMWPnDCtasWYWDoxlHfH7nzLm/8L94lMB/jnPE\nZyspaWH874NpHDlyUC3JTcwHV5KYD05zdPm4a8U4OEH1JoyfwN6X9tK8bQsslLzZpKrycnKJuBrG\nok1faLRcZejp6eHu7o67uzvJycncunWLrKwsMjIy6NSpE66urlqdekgQnkWiD04o18aNG9m0cwte\no/tq9Mv5/OFzDPYcxLy5czVWpiAItY9IcEK5ioqKeG3c62ClT+tOFT9UWFUiboWTfDeRA/sOqOQO\nQ0EQnl2iD05NdLldurIMDAz4fukyYkOiiAmLrvL2Ve2Di499wO0LN1m+bHmVk5uu1ndt6xvT1Xp+\nkuiD0xxdPm6R4IQKOTs7s37dem6cDSH6bpTaynkQHcfl44GsXrWaNm1KPyFfEAShqkQTpVApN2/e\n5K1pb9HQxY523dqhr6LBrHK5nFtBN4m5HsWa1WtqxPM6BUGoGcQVnFApbm5u7Nu9D7u6DTmx8zgp\nCclK7zMjNR3fPaeok2/M3l17RXITBEGlRIJTE11ul64uOzs71q1Zx8cffMSlIwGcP3yWB9Fx5V4l\nl9UHJ0kSiXGJXDjmz7n9Z5j55gy2btlK48aNlYpNV+u7tvWN6Wo9P0n0wWmOLh+3GAcnVImenh4j\nR46kf//+HDp0iM1bN3PtXDA2jRpibWuNjX1DLKwsFMMKJEki+2EWyfHJpCamkno/hbqGdRg/bjyj\nRo3CyspKy0ckCEJtJfrgBKVIksSVK1e4fPky/1z9h+vXr5OaloaBoT56enoUFRZhYWFB2zZt6dSx\nE13cu9C1a9caM7uCIAg1l7iCE5Sip6dH586dadGiBebm5mRmZZGVnYWsoAA9Hg01cHJyomePnowa\nNQpra2tthywIwjNC/IxWE11ul1aloqIitm3bhld/Lzb+uQkjO2NeGDeYl2e+wogJIxk8cRgWzpZ4\nH9pB3xf68cuaNRQUFKg8Dl2t79rWN6ar9fwk0QenObp83OIKTqi2rKwsZs6eSVhsBL3H9KGetWWp\n99SpWwfHpo1wbNqI7IdZ7PhrJ3/7nuLXtb9Sv359LUQtCMKzQvTBCdWSn5/PpDcnkSpLx6OfB3qV\n7FOTJImr565Appzt27ZjYaHZBzkLgvDsEAlOw27evMnRo0e5c+cOixcvxs7OTtshVcv3y5dz2Pcw\nvYb1rnRyKyZJEgEnLtKltTvffPU1AD4+PgQGBpKSkoK9vT0FBQU0atSIN998s9ox6nJdh4aG8s03\n3zBq1Cjs7Ow4d+4ct2/fZs2aNRgZGamsHE3UQWRkJFu2bMHCwoJp06Zhbm6u8jJqqnPnzuHv709o\naCjfffed6IPWMNEHpybltUu7ublhb29Pampqjb1FPjQ0lD92/kGXp1y5lfcsSj09Pdy93Dl26hhB\nQUEAHDt2jHnz5tGyZUscHR0xNjYmLy+vzO3LUlZ9a6uuU1JS2Lx5M198vpCvvvqKW7dulXpPixYt\nmDRpEgDdu3fHxMSEwsLCaic3dZ9vRUVFxMXFERgYWGrdunXrFM3NqkzOytCVPrhevXrx4Ycf0qRJ\nE9LT0zUekyaIPrhnRH5+Pjt27GCH95/k5uVi08CGiZPGM3z48BLTzYwdOxYzMzMCAwPp1auXFiOu\nnq3btuLk5kxds7rV3oeRsTEuHZqxcfNG3N3dmT17Nj///DMxMTEMGTKECRMmsHLlSiIjI8udIDQ4\nOJjffl1P4KVALK2t8PLyZMqUKSWuUjRd15s3b+aHH1Zjb+uMpaUNcnke+/a9SRf3DqxYuRwzMzPF\nex9vXZg9ezarVq3i3r17NGrUqFJlFRYWsnv3brZ5byMrM4t6lpaMH/sGY8aMweCxR6kpUwdFRUVs\n2bKFzRu3kJebTx3TOjg89xwfzH0fDw8P4NF5P2DAAO7du8fhw4cZM2ZMlcqoySIjI9m8ZTNn/c9R\nz9yCAf0GMHbs2BL9y9u3b6dp06ZiFnctqNFNlBcuXKBHjx6Kf5+kySZKmUzG1KnTiIyIx61VF6ys\nGpCYFMet24G8MLAPCxd+gZ6eHseOHSMkJITY2FgWLVpU467iioqK6NKtC/1fH4ipualS+yqQyTi8\n6RD+Z84TGxuLj48Pubm5tGvXjps3bxIXF8fy5cvLvCo4fvw4nyz4jLbNOuHi3AJZgYxbYSEkZNxj\nu/cfNG7cWON1vX//fr75ehl9eo/C3Lye4nW5XM7FgBM0dbFj7bo1ACQkJPDVV1+Rm5uLp6cniYmJ\nxMXF8d1332Fo+PTfnUVFRbz7v3cJvn2N1l3dsLatT2pCCjcv3aR7Rw++X/Y9+vr6StfBZ59+zjlf\nf3p06oNNfVvkcjnh0Xe5fMOf5T8sw9PTk+DgYLy9vSkoKGDOnDk4ODhUreJqqKCgIKbOmEajVo1x\nauFEQUEhkTfCKUiX4f2HN3Z2duzatYuNGzcyZMgQRo0ahZOTk7bDfqbUmAS3YcMG8vPzqVOnDsHB\nwQwcOBArKysaNGiAn58f06dPL7WNJhPc7t27+XHVb/T1GoW+3n/NdrICGcdPeLPu19V07txZI7Go\nU1hYGOMmj2PQG0NVsj+/PX+z4pvlVXoOZX5+Pn16e+HVZTC2NvYl1gWFBGDtYMbqn39SSXyVJZfL\nGTBgEK1a9MDOzrHM9Yd9fmfrto20bq383HrHjx/niyUL6f/ygBIPvi4qLOTUnydYungpffr0UaqM\nmzdvMmn8m7w0cBxGRsYl1sU+iCYkPJDjJ489k4P25XI5A4cMonF7Jxo3L5m0/jkbRGvHlixbukxL\n0QnFasSZ6efnR2hoKDNmzODNN9/k22+/pW7dupw4cYLFixfTsGFDbYfIrj/30KJ5B0Vyy5dlAmBs\nZIyzU2v27zugzfBUJioqCov69Z7+Rio3H5yppSmRkZFViuH8+fOY17Uskdxy/q3vdq06ce7seTIz\nM6u0T2XdunWLnJx8bG1LXr0Unwf6+vo4PNeMY0ePqaS8XXt30bStiyK5Fde1gaEhzm2asmfvHqXL\nOHTwEE0dXEskt+J6bmTvRF6OjJCQEKXLUQd19wuFhISQlZdFo2b/PUO1+DNo06UNx08cr1Ifck0m\n+uCUFBQUVOJXr6mpKf369cPIyIiFCxdy/vz5credNWsWNjY2ALi4uNCtWzdatmwJ/PfBqGI5LS0N\n24bNyZdlYmL86Nb34i83M7N6JKekqLQ8bS3HxcUpfrEX/0EbW5iUuVyQU1DhellmPnWM6yoGflc2\nnvT0dMzqWii+bE3/re/iZRNjEzIzM4mLi9NY/WRlZVHfuj6ygqwSn39BQY5i2dzclITERIopU15q\naioNmjZElplfqn4tLC1Ijk1W+vgSEhIwr/dfn2GOLJO8ghxMjR89a7RBgwbcvXuXDh06qL1+dW05\nIyMDmwYNKMiSlTrfTSzqoKevx/Xr17GwsNCJeNW5XEzb8ZSlRjRRnjlzhiNHjrBkyRIA4uPjiY2N\nRSaT0bNnT86fP0/Pnj1LbafJJsp33/0fCQ/ycGvdqdS6gMC/GTbck5kzZ2okFnU6e/Ysn3/7Bb1H\nKtf8VeziMX9mT57FiBEjKr1NcHAw77w9i5cGjStx8w5A+sM0jvsf4My50xgbG5ezB9W7f/8+w4eP\nYvjQSRgalP270f/iccaOe5GJEycqXd5nX3xOSMx12nfvUGrd1fNX6NaqK598/IlSZWzatIl93ofw\n6j6w1LrCokJ2HtnM/r/2Kj0TRE107949ho8ewdCJwzE0Kvl5pyal8s+xy5z1O1PiZh9B82pEE6Wn\npydubm6sXr2a9evXs2zZMhwdH/VzZGZmEhUVpd0AgYkTxxMWcZWsrIclXk9MiiMxMYqXX35ZS5Gp\nlqurK2mJaSr74fAw+SGurq5V2qZ9+/bYO9py9eblEq8XFRVx8coZXh/7mkaTG4CjoyMdOrTj7t2y\nm+yysh6SmBhdpURekTfGjiPmRhQZqSVvPU9LSuXe7Rhef+11pcsYOXIkcckxJCbHl1p39XogHTq2\nfyaTG0CjRo3o4dGdq+evlPhbKCwo4Orpf5g8YZJIbjqgRlzBlWf58uX89ddfTJo0icmTJ5dar+mB\n3lu3bmXF8lU4PNcMS0tLUlKSSU69x8qV3+Pp6amxONRJkiQGDBxAi+dbYetgW+F7H28+K8vDtIf4\nHziL/1n/St05+Lj79+/z5uQpFOZJODR0QtIrJDz6Lu4enVn5wwqtjMcKDQ1l3LgJNHXugKtrOwwN\nDMnLf0h6+kMuB51i9rvTmTBhgsrK279/P4u+WoSdy3NYWVmRnpZGQlQCXy38kmHDhqmkjFOnTrFg\n3sc0dWyBs4MLuYVZRESFUaiXz9Y/ftepwfOPu3PnToVNV6qQkZHB1OlTibofTUOnhhhKRkSHRTF4\nwGC+WvzlM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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x10d3b0ad0>" | |
] | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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