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@anaderi
Created July 25, 2013 15:04
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{
"metadata": {
"name": "analyze_FOM_bsmumu-mix_1"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "Quick overview of training results"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import util\nreload(util)\nutil.set_of_tracks(analysis=\"bsmumu\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 30,
"text": "{u'3_reweight',\n u'bdt13',\n u'bdt13-mix_1',\n u'bdt13-weight1',\n u'bdt13-weight2',\n u'bdt13-weightconst',\n u'bdt13_pca',\n u'binary_facrors',\n u'pca1'}"
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": "formulas = list(util.Formula.find({\"analysis\":\"bsmumu\", \"track\":\"bdt13-mix_1\"}))\nutil.formula2table(formulas, columns=[\"id\", \"FOM\", \"FOM_S20_abs\", \"corr_bg\", \"corr_bg_abs\", \"weight\", \"dir\", \"options\"], sortby=\"FOM\", desc=1, count=15)\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Showing 8 of 8\n"
},
{
"html": "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:1px solid black;border-collapse:collapse;\"><tr><td style=\"background-color:LightGray;\"><b>id</b></td><td style=\"background-color:LightGray;\"><b>FOM</b></td><td style=\"background-color:LightGray;\"><b>FOM_S20_abs</b></td><td style=\"background-color:LightGray;\"><b>corr_bg</b></td><td style=\"background-color:LightGray;\"><b>corr_bg_abs</b></td><td style=\"background-color:LightGray;\"><b>weight</b></td><td style=\"background-color:LightGray;\"><b>dir</b></td><td style=\"background-color:LightGray;\"><b>options</b></td></tr><tr><td style=\"background-color:Ivory;\">519a5a4cf6c0e66917e99957</td><td style=\"background-color:Ivory;\">18.4578</td><td style=\"background-color:Ivory;\">None</td><td style=\"background-color:Ivory;\">0.0876</td><td style=\"background-color:Ivory;\">-0.1110</td><td style=\"background-color:Ivory;\">WeightR2_0</td><td style=\"background-color:Ivory;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR2_0_b</td><td style=\"background-color:Ivory;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:AliceBlue;\">5197ad9208c0721e3f5813cf</td><td style=\"background-color:AliceBlue;\">18.4525</td><td style=\"background-color:AliceBlue;\">None</td><td style=\"background-color:AliceBlue;\">0.0970</td><td style=\"background-color:AliceBlue;\">-0.1124</td><td style=\"background-color:AliceBlue;\">WeightR2_0</td><td style=\"background-color:AliceBlue;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR2_0</td><td style=\"background-color:AliceBlue;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:Ivory;\">5197ae5e91e27679c6480951</td><td style=\"background-color:Ivory;\">18.4205</td><td style=\"background-color:Ivory;\">None</td><td style=\"background-color:Ivory;\">0.0976</td><td style=\"background-color:Ivory;\">-0.1119</td><td style=\"background-color:Ivory;\">WeightR3_0</td><td style=\"background-color:Ivory;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0</td><td style=\"background-color:Ivory;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:AliceBlue;\">5197ad5a08c0721df0a79524</td><td style=\"background-color:AliceBlue;\">18.1354</td><td style=\"background-color:AliceBlue;\">None</td><td style=\"background-color:AliceBlue;\">0.0958</td><td style=\"background-color:AliceBlue;\">-0.1028</td><td style=\"background-color:AliceBlue;\">WeightR10_0</td><td style=\"background-color:AliceBlue;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0</td><td style=\"background-color:AliceBlue;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:Ivory;\">519a5a35f6c0e6690651f5da</td><td style=\"background-color:Ivory;\">17.8533</td><td style=\"background-color:Ivory;\">None</td><td style=\"background-color:Ivory;\">0.0883</td><td style=\"background-color:Ivory;\">-0.1093</td><td style=\"background-color:Ivory;\">WeightR3_0</td><td style=\"background-color:Ivory;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0_b</td><td style=\"background-color:Ivory;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:AliceBlue;\">519a5a26f6c0e668f59a7189</td><td style=\"background-color:AliceBlue;\">17.7085</td><td style=\"background-color:AliceBlue;\">None</td><td style=\"background-color:AliceBlue;\">0.0849</td><td style=\"background-color:AliceBlue;\">-0.0999</td><td style=\"background-color:AliceBlue;\">WeightR10_0</td><td style=\"background-color:AliceBlue;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0_b</td><td style=\"background-color:AliceBlue;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:Ivory;\">519a553cc346741812fc9544</td><td style=\"background-color:Ivory;\">12.1937</td><td style=\"background-color:Ivory;\">None</td><td style=\"background-color:Ivory;\">0.0610</td><td style=\"background-color:Ivory;\">-0.0703</td><td style=\"background-color:Ivory;\">WeightR0_5</td><td style=\"background-color:Ivory;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR0_5_b</td><td style=\"background-color:Ivory;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr><tr><td style=\"background-color:AliceBlue;\">5197ae5491e27679b440b779</td><td style=\"background-color:AliceBlue;\">11.6616</td><td style=\"background-color:AliceBlue;\">None</td><td style=\"background-color:AliceBlue;\">0.0688</td><td style=\"background-color:AliceBlue;\">-0.0685</td><td style=\"background-color:AliceBlue;\">WeightR0_5</td><td style=\"background-color:AliceBlue;\">/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR0_5</td><td style=\"background-color:AliceBlue;\">&nbsp-i&nbsp5000&nbsp-w&nbsp0.02&nbsp-x&nbsp64&nbsp-E&nbsp-D&nbsp0</td></tr></table>",
"output_type": "pyout",
"prompt_number": 36,
"text": "<ipy_table.IpyTable at 0x2d5e6d0>"
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": "arr = util.formula2table(formulas, columns=[\"FOM\", \"corr_bg\", \"corr_bg_abs\", \"weight\", \"dir\"], sortby=\"corr_bg_abs\", desc=1, view=False)\nfig = figure(figsize=(8,4))\nfig.add_subplot(121)\nplot(arr['FOM'], abs(100* arr['corr_bg']), 'r+')\nxlabel(\"Pred vs BG_MASS corr\")\nfig.add_subplot(122)\nplot(arr['FOM'], abs(100* arr['corr_bg_abs']), 'c+')\nxlabel(\"Pred vs ABS(BG_MASS - MBs) corr\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 45,
"text": "<matplotlib.text.Text at 0x7f0a27d6f9d0>"
},
{
"output_type": "display_data",
"png": 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GXFFDjKQ8rjgwy95cuWd3dHMFQqQ6TuqSVkOuqCFGIiVo8u5oIrqLg6uIqJFYhImIiGTC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\nAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x7f0a41347310>"
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": "abs(100*arr['corr_bg_abs'])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 42,
"text": "array([ 3.82923594, 4.06003856, 4.58283398, 4.69438339,\n 5.59702788, 8.05591341, 9.46358343, 10.04353943,\n 10.22049682, 10.50386917, 10.88751492, 10.91068443,\n 10.93449599, 10.96656248, 11.16642114, 11.25252106,\n 11.33620435, 11.34562183, 11.376247 , 11.41139702,\n 11.41863173, 11.4193791 , 11.44986647, 11.48434607,\n 11.48782541, 11.55338865, 11.58378624, 11.71665548,\n 12.03757729, 12.1059848 ])"
}
],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": "arr = util.formula2table(formulas, columns=[\"FOM\", \"corr_bg\", \"corr_bg_abs\", \"weight\", \"dir\"], sortby=\"corr_bg_abs\", desc=1, view=False)\nfig = figure(figsize=(8,4))\nax = fig.add_subplot(121)\nplot(arr['FOM'], abs(100* arr['corr_bg']), 'r+')\nax.set_xlabel(\"Pred vs BG_MASS corr\")\nax.set_xlim(30,45)\nax = fig.add_subplot(122)\nplot(arr['FOM'], abs(100* arr['corr_bg_abs']), '+c')\nax.set_xlabel(\"Pred vs ABS(BG_MASS - MBs) corr\")\nax.set_xlim(30,45)\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 35,
"text": "(30, 45)"
},
{
"output_type": "display_data",
"png": 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MTBQVFSEhIQHz5s1rdpzt27eje/fuCAsLkz4vpXp8lmKZkvPYsBTrp59+UuzY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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x7f0a24489950>"
}
],
"prompt_number": 35
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "weight = 10"
},
{
"cell_type": "code",
"collapsed": false,
"input": "reload(util)\nf = util.Formula.grab(\"5197ad5a08c0721df0a79524\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": "f.plot_corr()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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evn17vP/++0hOTkZpaSmeffZZlJeXY/DgwUhLS0NGRgbeffddtzo9xdE9CXB+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82G2+2mtra2V+OuRDZOuUnNmAmFQsRiMVwuV1p3qu6yphUOHZx/jCxxs9lshEIhANMW5WYUKrmy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\nxw7mzp3LokWLcLvdDB8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R2iFbfuQVnxUsBU51hGULIdt/xaVQaLRDCyniU+Lb4kQKt2t2\nxoVQTo1V5ZTFutkYOa21EpmRViL9QjWuaOuPXcvxorWkRmkNPof4vERsj5U4m5ix523wnnxyt+TT\n6bNt+C0PBYWt0QHFsvNyye+Ra0eHI7UooBoGVeWT+3E+V+96mz2ftmFD615wAPIzcpnSfDJdYrZy\nWcliplwzGfZqXC0CjHjvHS5atIbOa3ZRRAsOFafiCNSxpnsvFqQPk52YciDKQjxh3ELWEEHOgaXk\nnCTaMiNtn4MKnxgte5y2Pw1otyV8iZLjHrTiPYbkraDLp1vpuH8n/7twFGodLM0ZzHs5uQ3zTB1g\nKZTb9inCnuugPQ9+8akhWc4r2vZSCsgcNcSPIzI+DC0dSAoI2Oc/bJ+DWNVwLppewirUhEDToPyH\n0ZEwqAS0pXA4IXwqfjfnSPz4OUfktG3blg0bNhx3m927dx9xv14+9XlMmjSJSZMmnXQNSinuvvtu\nnn/+ea677jpefPHFBlnXd4XM+TLJ1J49e5g3bx4LFixAa82VV17J5MmT6dQ0V/hbRl1dHT/+8Y9Z\nvnw56enp9OvXjyuuuIKcnJyGbfr27cudd96J2+3mueee45577uGtt946bTVHEUU9TKWIq/GwujrA\ngD6NhA1OJ3TvfpTZzIqqKqa0acOy5+OpvvMD9gcCZHs8Xzh2167ifWNZx5cobdsmhsjHaLg7LfB6\n4Y03xDz5sssk1So19XRXFUUUUUQRRRRfA2KRBXv9/80BZCVcg8hRDMBne89kg06TThxdCrQDHYMY\nE/uQVWG1Rr+loZ2BTkU6KCY64d9BSIuIofJaJUlMZUAy0AHYrwh9HIPZ1Y/RLIJ1yAHlITACsP8w\ntM5ChxWUga7V4EWIlswI2mnKWBlArAa/onJzM5xmHR5XDX4VI51CTg1eC/wGmBaYCrNFiMh+l0SD\nt1IiA6pCkpMS7TH3WPCBhl4GurWC/aBiIgzbOJ95V46Q11TCsu65LPPk8nTkZ+wqbsNfm/0MLnYy\nePcyHto9GW/Qz1Xb5vB6n7HghvyOuSzTuSzrk0vbij0siRvMS9ffgDdQQ83aRDEi3oVI1OIjmJkW\nwXIXS/sOYdlFA5k+8jYWXjmU/302GsMRJuW8EmK8VdQVxhAxTHCATtZwyEAXm+AJy/w4taRt7QRW\nmjAkgrfUT6J1mOLbhsLLK2BHEXTJgtagi01CB9wYSUHMUovlQ/uxOvMSRr8+m6urZzPlkslyPh0A\n4i2ET4mZ9T7QnwIXanScBZWGSMn8Cs5DurY227d3K4lI72nX5kQIE6c9B0El56Q5EDHQLQw4YKET\nFJRYDZ6G2rCvWw26HVBtPxYA3fsyWPEmJO+BouZE4k1JwjpZRFOrTi8Mw+Daa69l5syZgEhyMjMz\n6du3L++8885prk7InJtuuon4+HgmTJjAzJkzSbTjf89VMudvv4pFKUVMTMxRBE4kEuGjjz5i7ty5\nrFq1iuzsbEaOHMkrr7xCyhE6kNOH1atX0717d1q2bAnA+PHjmTNnzhFEzsCBAxtuX3LJJbzwwgvf\nep1RRHEsNA952XDYj3yya4ILLhAHYZvIqbMs1tfUkF0bz9r3HNz0eAZ/LijgyWPooRIT5Wf/fmjd\n+tj7/6pGx98UHA5JsfrNb2DAAJg///jHEUUUUUQRRRRnBTogMqiNyKI6GSFlvIiUpRxZPAeQRXVn\n+/Za5KNChr1tDoCW6PB9QIFbDHPH2i0TA23vl0J7vKUISZGDSG/6QzAYA0tj5PleQFEtVO4Bnx86\nZ+KIDWGEwgS3x4hZsOmAw4rEK8pQIY0/3Y2VrAitiiNY6qFoXnvU3gjxk8oJGh7qDnnEpDcAMSnV\ndGy5lSJfFqWBLCiUrh1vVg3JnlLKq1LRGZq6LjFCbL2jocRgcEo+uYfycQZC/HLzE0x95ddgQH5V\nLsvMXLgVqFTQxgm5LoiDZaWDWbalP5kdi7neP5MpYyYLmVEOXIp4xezTUGQRs70a79AaanSixK5f\nAjwDZkcfSedX4gqHKd6YhS5zQJUSD5jzwPIbDJi/nEE7l+PZHyBn/QaWDRuIZRnM73EFy1rmwnoX\naEgceQhPl2oCVfEMfn85ub/Np8PeXfTd8gGzBlwH4yE/uAvW7yJ3bT59tn3Ert3tqfM6qavysHr0\nRazp2RNvfI2QNp01MS2qMJwWNZ/FS/eMaUvQvPb15LQgwYIdBioSwTXKT2i7CyvXLWzCXxHyJcm+\nHi5C5n0DeDrXEDegkvLPUrEchvjcBBV0dDd6OJ2PdPFYyHgW8F9QiRZxvzhM+IAT/3/jIKUVDPm5\nkJfloLcD757C+yZK5JxexMbG8sknnxAIBPB4PCxcuJCsrKyTktu0adOGhIQETNPE6XTy4Ycfcs89\n95CXlwdAu3btmDFjBs2aNQPEOHnmzJmYpsmTTz7JFVdcARxbjqOUYvz48cTFxTFu3DhmzJjBgQMH\n6NKlC888EMMdj/u+5ln59tFUMqW1xu/388EHH9C+fXu8Xi+LFy9m3rx57Nq1i759+zJq1Cgee+wx\nnE7naa78aHxRFH1+fv4xt582bRqjR4/+FiqLIooTQ2unh521x0iuWrmy4e7a6mo6eb28/R8HY8bA\nL9pk0XPNGn7bpg1Jx5Az1idXHY8AOdXo8W8DSsHUqRKlPmAAzJsHPXqc7qqiiCKKKKKI4itgDLLo\nXYIshHsj5Mwg+3G3vZ0XIQ3KgFSEpKkVWxyygETQb4dQ5aDvdaK6KXTLECpWo7c6ReKzC/AjC/12\nSCdLHeKfEkSMjTORTiCloZMX6rpBDxdmbAhPp1oihU5U0ED7pab4lodJSi/HH/YQCRnU7YhBaYVu\nDyoBEn5QjjveT2BTLKrGQNdI61GvrmvxOvxsKb5AOjzKQfksWnfZhYWiqn0clt+EdFMIK6/Uuiwj\nl2XxuXj3+7h7/VNMGTYZPgG1F7gcVBpQAqoOSAHVCfR/gqidFoxSsMKeL1O2IwT8G5GSdXBQvSaJ\n6guTZE4cwEENbo2TCKlxZQTKYqDCkHmL0BCDHd+nknX9e5HvG0TXZTvo/cla/j71FsoqUvEF4mCb\ngdLgjA/iTfYRcTshQbOsXy7LLs7lyml5pBaVMeWRyUKglMv5X5ady7rlPXnmZ7ewoWtPive2xhlT\nR1KrUlR7DR8qPK18xHWpwr83FlVjol2gUkFXyHzoBOScfWKQ5jtIcr8SCnu0IPSpFyo1rFRiRv0D\n+9rwIgRNCRgpYdLGFxK2TCyHlmj6emIxC3ldNuJBFAe5H+aTuyafCxZ+TLjEybbLO+J4NcjC8itZ\ndPhKdA97W0AlIR1Hp0LknCPx42ctkQMSNTpnzhzGjBnDyy+/zMSJE3n//fcB+PDDD7nrrrvw+Xw4\nHA5mzpxJt27d2LBhA7feeivBYJCioiLeeOMNOnbsyIQJE+jZsydVVVU8+uijTJw4kQceeIBHHnmE\np556io8//pg333yTTZs2UVxczIABA9ixYweWZR1XjhMKhaioqMDlcnHeeefRpUsX8vLy8Hq9vPhI\nHD/8zcHTOYUnjeNJppRSlJWV8eqrr/L222/Tvn17rr76ah588EG6dOlyxhsTn0x9L730EmvXrmXZ\nsmXfYEXfHfzoRz9izpw5pKWlsWnTptNdzlmLzgle3rW+gCC+4AL4618b7q6sqqJ/YiIvvQTPPAPZ\nHg8jmjVjWlER97dq9YVjd+0qRM2wYcfe/5YtcN11cnt5ZSXPFhbynzOM2bnzTkhLkzSr5cvPDFPm\nKKKIIoooojgl2L69X/6YFrNa22sErexNxGOl4SNwvd+OQh5UDY4pDf9+YQ31ziYN4+gja2lak2rc\nn1JavFNUk9dg12BIbHX/91Zxwaub6LptGzEBHx92vYjsBXvYcllXlrUYCsA9s/8fT4+8i3qXlQHv\nr2DAklXkLN6EZRmsie8NGvJb57KsWW6T+dGN5TeRjmt0w5w11NZUWt50fnXTB1WTBzWNMycGMBrb\nC8Y+VoVGKY0yZH9Hz/CRJ1LV16Sb7gcadEnoJifzyBrrvYAa6qk/rvp51zB4cz6Ddy/j+yvfYmHX\nodSE48ANhxMSSTpUSe89a2gxq5C8kUMJbfOwNHsIlChyi/L5wYdv8m7v7xF0iDfs4UgSyeFyur63\nGSNk8UlGD3RQkZ92KQQVuevyuXrT27w95GrxcXJBfp9cpvxkMlM3/IrqqgSeGXsb3nE1VP21maR+\nqcbj04A6VSl/tCPn9GP8+PH8/ve/53vf+x6bNm3ipptuaiByunXrxsqVK1FKsWjRIu6//37eeecd\n/vGPf3Dvvfcybtw42rZtS0ZGBnl5ebRp04a5c+cCUFNTA4h0pl66NWfOHCZMmIBpmrRs2ZLu3buz\nevVqLMs6rhzHNE0WLFjANddcw7333suUKVMoKSmhXbt2wNkhs5r+cPOGKPXPw7Is1qxZw7x581ix\nYgWZmZmMHDmSrl278oc//IEbb7yRjIyMb7niU0NWVhb79+9vuL9///4jOnTqsWjRIqZOncp77713\nRnYWnY2YNGkSP/vZz7jhhhtOdylnNXLSvMxwf4FYuEcP2LUL/H7wellRWckQozmvFkH//rLJfdnZ\njNi4kZ9nZeH+gvd7t26wZs3x999UWvXfgwd5vbSUaeEw8ccxLT8dmDABDh2CMWNg1SqwLcyiiCKK\nKKKI4uzCbqTD5lKk46YFEp+9G0lrKgeagREbxnFBCFWjqVsWA7GgWyGeK0kW2mPARAf6ELBYo/sD\npQ60JwgdQrDXAYMt3LuDeDvVcLi4GXQEZ2EIV4cAgaoYzIwQ1Jm4mvshYOKKqeawIwmVFiFS4qGu\nKAYjKYzqEEaFIjgSwoQsJ/7qGEI1LpRbE9fpEF0/2c0mbw9qzESqDySzfMAlvN93AD988CUyyw8w\nZdJDxMVW077bFq6cN4c+y9bym5mPkkkRsWuqqXO5WNj3Mh755YP8quz/EQ44eXjE78Q7x23Pk01o\nOFMCuEbXEa52UbfEi77IgmxLtj0IjgvqcD7lxz/JA+9Zwh4UIfKhVkhXzi3A4/bctwSqLMzWYYz4\nkPgJ1SjqSryUVqWT2LYcT8cqfAfjMOIieDNqiOlSRU11HJ5gNTGxPgzChEMOamriMI0Qbqcf93mH\nqdsdRyRiUhdw43AFsJTCaB0kVOKF3hZs1LhULcFQrCR4OYEYC2oVh6cnEv6DAe4QQZ+bmgOJaFPI\nnMDOWEwVwnBZrLi4H6tHXsgPF77IM7f9lH3BVnKNVBpQqbht2TR6la3j0ft/ia428S1NhByDZWtz\nuetfT/PHsfdxODlZ5FhBDQ6LX6/9PZmhYh574BfUVcfAPieUKZZ1yWXynCnkXLNOTogT6SIrB9qK\nh1LNR4mooREGZy6m796PceyOkFuWz6L2l4MJ+Vm5fNtfqX9ZMM6zzz7LtGnT0FrjcrmYNm0aF154\n4TdSy5n16fokcd5557F3715efvllrrrqqiOeKy0tZfz48ezbtw/DMAgEAgAMGDCARx55hD179hAO\nhxk5ciQ+n4+ysjISEhIYMWIEgwYNAuAf//gHEyZMAKCwsJBLL720YfysrCwKCgrQWh9XjmMYBv9u\nktnbunVrJk2axLPPPks3e8VzJpI5x0uZqq2tZcmSJcydO5ft27dz0UUXMWrUKB5++OGGhC6A4cOH\nnzUkDkCfPn3YvHkzhYWFpKWl8dprrzFt2rQjtlm3bh2333478+fPJzXqmPq1YeDAgezdu/d0l3HW\no18rL/4UP+Gw+MI0wO2GLl1g0yZ0nz6srKqi99YOXHllozFxz7g4usfG8p+SEiZlZh41drduYPPa\nX4i6OgnHqu9wmVdeTobLxZLDhxl9Br5XfvIT+OADMUH+97+/+AusKKKIIoooojiT4ezjx9nZT+BA\nHFa1C+eFPhwdAgRWJKIDpkhYioGPDMKVDoyJGlItvD1qUC0stAN0EALPJKISLTz/9WFWholvXUWg\nOI6KV1KhvYZuCjM2jKt3DW6nj5ZGFeUHm1PXOo7Q4QjWHgcJ7Q4R17EaXyiGUNhJuNKLrvbgaV6F\nbhYgsDMRfchDUp9SnLEBUjmEwwgTCToIhL20nVPApeuX8PPn/sxLPx2Pwx0hGHHz8eW9WHzxZWiX\nwuPxM/ii+QSqYmnh3M/+YdksunoQD/79cf437QpMl0VYOwlHTC61FuKMDxBOVHC+3clRgEjAfIAB\nVqaDUDxYN5ji/xNWEFAiD+ugiaRbKKcDXnDDbAesAT5BzH0PIhKpEkRy5kA8iGoU1gYD1+AgniFV\n8G+NiomQHltCilFKpLODUIdDGElhnN399B64ilDEyebQeThDQdom7uX/s/fmcVJU5/7/+9TW6/Ts\nKwwwLLIMuIAo7hg0CgiiAVGvS/RqjEa9XLcYE0UTozcXjderiZq43Pg1btEY5aegGAURBJEd2WWZ\nBZh9pqf3Ws7vj+pph00IIQZjv1+vpqtPVZ86p7qbqXrqeT4fr55AGgqadMgNNaIJG724Ab8nxkj9\nU7bn9GaT0Q+PlsRXvhPPxjjkg79nhGLvLqIdOaj5Jv72JN6CGHbIS/OqnoSGtKEaKToWlZLYEkTP\nT5E3poGOhnxUzaL/ievRQia6lqJv7/X4+7URMXOobegFmxVoc92sYpEAasyBHIGnZ4zglDZ4FjfT\nJd+CgTZs1MAE0zKIxIJYc72wWSPnkja0oxN0/NF1g/b2D6P4bWRSQVFsgt4IgeJ2ZF+bgu830rK4\nlHfV8bw7ZAI5BWFufvJ/Oe2Rj93PsAN3v18TB2OMc8UVV3DDDTcAMHPmTG655ZZ/WAXHNzqQAzBx\n4kRuu+025s2bR1NTU6b9pz/9KePHj+eGG25g+/btjB49GoBLLrmEUaNG8fbbb6PrOg8//DBDhw7l\n7LPPRgjB9OnTOfPMM1FVFcMw+Ld/+7fDOt7q6mpeeuklLr30Uh566KFMhO6fHcw5kMtUXV1dxmUq\nFovx3e9+lzvuuIMhQ4bs9z2DBg067OM8UBS0i9dff50pU6bw2WefMXz48IPq2+v18sQTT3DOOefg\nOA6XX345w4cPZ/r06YwcOZLzzjuPO+64g2g0yuTJkwE3MPeXv/zlsM0vy/659957M8ujR4/O/Kaz\nfMlRIS+UJNhaIxnQd4/f5fDhsHQpW4YNQxOCxTM9TL1o901ur6xk2ubNXFlWhrLH77qrtEruJ2t3\n40bXdtwwYFMsRsS2ua2ykndaWo7IQI4Q8NRTcNJJrrV6+m9ulsPM3Llzv1JrLEuWLFmyHDrGyCjY\n4KzQIeBgDIshUwpSUb60gK4DZ7kC/VUkEm1YAm2wiVTdxJTkmz6oERiXJVDLLHIqOzH0FO1v+qFd\ngRIJUuAJxZGoGGoKRZEkOnKQjkpqaQCEJKcijESQtLw4pkqsPR9Ft1AMByuig6XgKYhjBFIM3rKO\nvo3bWXXyUDBM2jqK+OuIs1g+fhjXPf8Ub95+Hk6RQoQcLKHRuKUHSIUiXzN+b4yennoU4ZCntiNF\nOotYCBQh8YoE+aKViJ2DpWiu45WGqwmUcG26hQcQ4CgadkxDeIFS3CBOXIAHRF8LR6iYHR5kjgKf\npv2xz8LNHtmOq7Xyl/RzADeQ0SHAp6AU2ohmCR7ICXVSWriTpPCgKjYpqYMQBESUPDVMjdMTqQjy\n1HZ8WhwU0AwLgyQKEgMTBQc/MYJalAZPMQIIGBEUIUlF/CAFodx21+3bk0ARDsXFu0ATmAM8aD4L\nT06cVLMH2SnQclIoXhs7oEKhpDDQTCAUdQ8lkoAvit+IszNSAT4Jm1RXpDhfIlGwNnrAFuRUt6J4\nnS8ryXrabmZNVHGPk+YeV3uFB60ihbc8SmqrB9nknkxqhSnQBCLHwavH8OpxNI+N6rFItvogKRAL\nBDICYjzwVPr4e0H1fr1O4gdjjBMMBjPLkUiE8n3cHD1cfOMDOVdffTX5+flUV1fvdrKYSCQy2SDd\nM2K2b99OVVUVN954I9u3b2fZsmUMHjyYyZMno6oqt956Kz/72c/w+/188MEHmfftWXbTJYzrOM5B\nleN0p1+/frzxxhtMnjyZ6dOnZ5yQvu5gzoFKppYvX86sWbOYP38+JSUlnHfeeTz33HOUlJR8bWPs\nzsFEQQE6Ozt59NFHGTVq1N+8j7FjxzJ27Njd2u67777M8pw5cw5t8Fn+broHcrLsG4+i4IkaLN6W\nYEBf3+4r085VCy+4gFHBEHM+FDz7zO6bnJWfj6EozGptZXxa5L2L4mI3y2fXLtjX36TuZVWzWlsZ\nW1DAuMJCHklnLh6JGll+v2tNfvLJcNxxblAny+Flz6Br9/9Ps2TJkiXL34e0BYrjCuoqEnBAqI67\nUknfefHiaqqYIIWAlIojcAWMBSg5DlrLRTcAACAASURBVEKXyLAAG2zD/XuthiwUzcGJCwQO0lEQ\n0sGRCopjoyg2jqMgNVAckJZApBUHhOKOQbiSNaiajURy+qL5nP3qbI5dsZLK2jo+muheA70/fAyv\nDbgYx3KvS0ypoSBRsBGo6FoKgYPtqCAFthAoCBTh4KTFa0R3hRkBmkgLoci0QIz6pZxNlxpNl9SM\nBNC6n6sIZEIgpEQK6fYdSr+7QyLKQOogLJBed3+76a5Y7CYZ5DgqQrjzkQKUtC6NjYYDGIo7P0uq\nXao97vsQaTMngSLdZykFXpEgKoM4UkHDQlFsBBLpKKhKOrThCPfz7tLjsd0PRFEdpCNcO3hIby+x\nHA0HkTmOjgPSEehqCgUHJ+AgVAkW7nHRJSIlcVIKqscBAYoi3chKl6ZQl3aPkh6DmR6Dz0HKbueF\n6e+iYytuyVcaxbBcTSEfCA1kNL1ClQgE9n5kmw7M/tSO5wEf7fddB2uM89vf/pZf//rXRKNRFnYz\nGzncfGMDOV0/tB49enDjjTdm2rrab7vtNi677DIefPBBzj333Ez7H//4R1566SUURaGsrIw777yT\nBQsW8F//9V+UlpaiaRqmafL+++/j9Xoz+xs3bhw//OEPmTZtGrt27WLNmjWccMIJ2LZ9wHKcfVFR\nUcFbb73FhRdeyLRp0zg3rSD6jw7mfFXwJhaLMXfuXN555x3Wrl3LiBEjmDhxItOnT8fj8ezzPV8n\nBxMFBbj77ru58847mTFjBlIe8i88S5ZvJAVxH8uicS5jj0DOiBHwzDMsCIcpacyluhr2iNUghOC2\nykpm1NbuFcgBNytn3bp9B3LWrnXXA7zT2sq15eUM9PnQhWBNNMqwbncojiT694dnnoGLLnI1gEpL\n/9kjypIlS5YsWQ6O+PR8tOvjiCtsCjob8YswYV8uoZObiGwqwCnT3NKfW3FLgSrBsg3k+hBKu02o\nRyul362nsbkHnVvzCXW04gvE8Is4wUkb2VXRE7XcJJaTg+pNkkh42RUpI1CT4Iy35nF24j1K23eR\ntzXMptq+qJrNR6efwvxTT8Xbpw4lKvB5OkkYPvKHNfNF3z60ll9A6jmdxEKDx++9lo54HuFYDuXm\nNkq87jXQlmQVfZ2tlKo7qaeSqp7rKA3uREuaNIhi1jOA4SzDR4wUBiApohkPCZopooMcUqqXHBGm\ndWcRLJEwAqgUkAChm26AqXcUO2bg9Ufxe6JEl+S6ZVIFQJ2G3juCUmKR3JYDlwIfSDx92km1hyBf\nIX9QA6Fz22GCdLWKSgED5OcKsRdzMYepCOFQ6tuBJRUUIQkSJqKGUBWTuPDRSCFl6i46jCDtMo+m\nRCGWpWGnBHhUkhEv0YSfvEA77U4eO2Up5d56MCV+ouSLNkaWf0LQCHO0s5JmtQivmeCz+lG0txZi\nmTqaN0WwpB3RBOYWD4qeQgQdhHQo9e7CCMUJm3nsTJYihMRKadS+1RdrskJlz1rytHYCUzvRViSg\nXlIQbCZwWoT6Bf1oW1FK2SlbEZpD6Kgm9PwOGrb3gCIHPZTAWJbEE0xQev02kl/4kUlJMkdHnxyB\nX4BsgtS2AE5cIWEESPYySFo68TYfqbAHWWzDJQ6+mji5xU1u1M0SyJh0y6sOif2pHZ+SfnTxi93W\nHuxNyRtuuIEbbriBl156iauvvpoPP/zwkEZ5IL6xgZxwOLxX2xlnnMEZZ5wBwMknn8yWLVsy637x\nC/eDuOuuu7jrrrvYunUrkyZNYsyYMcRiMW655RZ+/vOfM2DAAGzb5uyzXRX0k046id/+9reMGDGC\nCy64gKOPPhpFUXjqqafQdR1d1/dZjnMwFBUVMXPmTKZMmUIkEuF73/seQojDGszpKpkCV9smkUjg\n8XgybTt37mTWrFm8++67RCIRxowZw7Rp0xg2bNgRdwf9YKKgy5Yto76+nnHjxjFjxowjbg5Zsvyj\nqcDH2o7E3iuOPhrWrWNheztDF5SxR+JZhouKi7lryxaWhMOMDIV2WzdkiBuw6SYXlmHdOjj/fIjZ\nNgs6OnglXXY5rrCQd1pbj9hADsCECfDpp64I8pw5e+gLZcmSJUuWLEcoyrVxDOLkHteGKLBpaisj\n0eLh9OL5BI7v5K9PjCfZ7INKIA9X00UF22vg7RXm2KplCF1SdEUbmODT45iKRgI/rdECWvPLUISJ\nnZL0D9cje0gSqg+1xKbuqFL+FJrEmNc/ZOxL7/Hy/RchsFGAi+e+ysC5m5n0/97irxPOJJIXpJgm\n1owexPM9rqCNPBw01zjJK8n3tJMnOjLZNSGjk1qlF+0yj6CIUqg00yewhVBHmBEspY18BBIPKQxS\nCKCYBiLkkkc7ldTjkzHwCPS+ScSpKaQhoM4AUyB36SAhv0cbqmKRSxhLaqRGe1BfT0GORB2YQi9I\nYpkassiCTgsMgbfSorRoE63rymhtLiXSkAc9BBRJVyNnNRCSeEfH0KMpvGqCfjmbaRcF2CgEiZNH\nmGLRwvHaEhRhkUInqMUJEqOHdwd+LcYIYymGTFEYaKXNl0enEiKoRMkREYppIWR00kAptfSiTc1H\nNWwa9HIi+GnX8insvQutVKIaFv36bUCrjOM4KnahYFN4IEZLHK9IYjgpkooPvzdKqaeJpONB6gL9\nOwm0cggQoW/wC3RSnDBoETnxKGrIJkQn/ce8R2cihKpYqNicPGA+64JDyBvSTkO4HEtXCXoiBIwo\nvoo4RonJrpW9sFIaBSPca934hjyclAa5bkZYZL2XRG0OybIAiVAQFDBCCQJDO3CWqeCA7o9jjI4i\nW7RDjOUcmv/4wRrjdDF16lSuvfbaQ9rXwfCtPV2tqqpi5cqVe7Vv2rRpv+/pCgLtyb7KcQ6W3Nxc\n3nzzTaZOnUokEuHKK6/8u4M5+8u6CQQCzJw5k9/85jecdNJJLFq0iIKCAiZMmMDTTz9N6RF+K/pA\nQRnHcbjlllv4wx/+kGnLZuR8M7jkkkuYN28eLS0tVFZW8vOf/5yrrrrqnz2sbyT9/T5WNMT3XuHz\n0VFdzZZYjNQrQW59fu9NAHRFYVrPnsyoreXV6urd1nUFcvbF2rXwk5/Ah+3tjMjJITcdDRlXUMB/\n19bu19b8SOHee2HcOLjrLvjv//5njyZLlixZsmQ5MD975kEumvk6G4/tz8bBA4hF/Cw+9QT085OE\nG0LY7bpr7WxJZK5ASLck6LuL3qV9ZABDs0gID4oqMZQUeW0d5G7rYM3wobS0lyOlwmmffsQZiz/i\nhy/9jg/OO4PGCldiYe0Zg1h25nGowi3lUdJqJRomn40ewazR5zLxj2/z/I8upXVAPgPZSAuFOGio\nbv0NFrpb/SUSKEjiuNUQhjCJC4EHEwEU0J7eh1t4pGIjMyVVZJ5NNHQsgkRok/mEiLtr/EBMIGyQ\nllsShQBVSDxKClU6dFpe1+3JUkARGKUJhAK26erZCOneBA/mhhEC4h1BQJBKpqsWdNxskTYQPgel\nh4l3s6tx4wgNB9W1GwcCxFBwUJHo2LSRDwg8JFGE464TDrl0omFjKzqKkGi4pUaWUBFAB7mAW/oG\nEMUPCPczBQxvEgEYRgohQFVtYnYQ4QVDMRFCEnP8SBQCagwNmzbLtfIM+cJ0ajnk0omCxCeTKEIS\nV/wgBAW0IQDNa7rHJ/0ZJIRba2YZKqqw098Pd+apqAc7YaCHkqhdJYCmAh6BUCUyldYh0lyPeqG6\nVumBvBhCQHJdwP1+DHQ/G0+BdYiBnH2cJx8EB2OMs23bNvr06QO4rteDu9LV/wF8awM5RxI+n4/X\nXnuNK6+8knA4zE033fQ3B3O+ymUqHo8zb948Zs2axZo1azBNkzfffJP333//gHo+RxIHioJ2dnby\n+eefZ/QYdu3axcSJE5k5c+ZBZ0ll+efw0ksv/bOH8C/D0YU+3q3dO2MRYNHZZ3NMR5wvWhT2qEjc\njWvKy/llTQ1b4nH6+r4s0Ro8GN54Y+/tLct1Nx84EH5f28K4goLMutF5eUxdu5YOy8oEd45EVBVe\nfNGtQDvxRNeaPEuWLFmyZDmSuf+OOxm2fg0zJ49l1pRzaGkoQpUOZzGHXL2No9rWs65gsCv4a8Lp\nK+dy5uq5XP7u/+OzE0aQGqZgo9KWl09ue5geW3ZQ/fFa3r5iLJ3RXN4eOoG5p5/OvFNPZdKHb/LS\ntVNYfXw1QkAuYfRuJSoirXYrkKhY6cCOe0M1lY5y+IgikTiogETDBCQ2KgIHjSQAtnCDE0l0DJLE\n+FLuQuIGjWxEen90G4ODjTsnr4inAxwyo4EjAaHbroaLq+GMLVUk4FFSRHBAdxDCwY6oqHkphGK7\nQRzFnWsy7kXXU3hyYsRbg+kRpHV4FAleV49GmGBJLT0uu5uCj8wcD/fh4CWRPg5KZo4gSaLjIYFH\nxEngycxWw8JEwU+MKIFMJpOKjY2Ckp63EE7Xgcn06hFJJBIrHZhyX4PpaIDEq7pBjjgGSElMePDK\nGCk0HCnwEUfBJoaXXEwUYeOguTORAk2apKSBKmxX80a6n6UiHTSP6X7+yS+1exwAR7p6Rbrj6jpZ\ngJRfHoeYgRGMo5e7Y7OaFPSQRTK+b7mQA3NoGTlfZYxz/PHHM2HCBB5++GHmzZuH4zgUFhbuptV7\nuDlyz6qPMPr06UMoFEJVVXRd59NPP6W1tZWpU6fS0NBAeXk5r7zyCnl5eQDcfPPN/PWvf8Xj8fDM\nM89kdFz+8Ic/8N/p270//vGPueKKKwAwDIMXXniB66+/nl/+8pfcddddKIrC/91fgmmaXHtf227j\nOZDLVENDA7Nnz2bWrFl0dHTwne98hxtuuIFjjz0WcIVj9yxVOtI5UBQ0Nzd3N+eyM888k4cffpjh\nw4dj2zZSSrQj+EIyS5bDwQmVXjq/2PedhoXHHMOQFVs5aizsRyoLgBxN49rych6pq+OxAQMy7fvL\nyNmyBSoqwOuVvNPaysxhwzLr/KrKqbm5zGlrY3Jx8SHP6+ugsBBee83NzKmudh3bs2TJkiVLliOV\n44o/I2hECCnt9BI19CvZSM93Gzh70fv03LmD42cu508Xfw8ZFbw34FyWXHAcyasUJl7wBpv+vYqF\n40ZSRyUFtJBHBwPf30TBjlZevPciLFTsuMrZ+mw2xQcgEVTKWkwhMPGikUTDwU8nHhIUsQsfSTSS\n+DHpQQ06FhXUECCCRFLBLoLMpYId+IlwNGtIoSMR5NOKjzgaFpXU4SWFhziNlFFHT8ANybRQQAKD\noaxFwySBP71GoJPEi0kNFcRFkB7KTpKOF91OEsREr0zQN38LmpVAKBK/3UmnnUee0koffSdl3p0U\nBJvp3fMLTu79Eat3jCDW7GfEwEX07rUVVbXxBcNUiu30r17Pp8vPIBwJEcjrJL98J8KwUE60GRBa\nRyAvTL7Rng7OCHxEKKAdDZMQURQcfCTwpZer2EISD+XU4yVJAa1YqHhIUEqcCDmk0IniJ4aXMhrp\ny0YaKKcPW9Aw6clWCggDDhYaOklULHQSlLOTFCqOouHTo+jSJOkY+NQEI72fUkAbirCxNRWvSNBf\n+4KdogKJwlazLzutMk6QyyiklaGsJkAnzZRgoZLAi4PCNrMPNfEeFPna0EUCe7OP2NYgg3I3MEou\nYIE4g5Kjt1PqtGKmY0y5pzWiWuD1xchRorRtz0eVJhop9LxOSgNN+P0RKkUtxSN3oWo2Rx+1gm1v\n9Kfto0N1Rd2fRs6BOZAxzmOPPXbIff+tZK9qDxIhBHPnzqWg253m6dOnM378eKZNm8b//M//MH36\ndB599FFef/11ampq+Pzzz1m+fDlXXXUVK1asYOfOnfziF79gxYoVABx77LGcc845mZImVVV58skn\n+cEPfsDFF19MJBLhySefpLCwkN/dk4eu6/sVKpZSsmbNGt555x3mzZtHbm4u48eP58knn6SiomKv\n7b+JziEHEwXdF7t27eKTTz7hlFNO+ac5bmXJ8nUxssKHXZKgo0OSm7t7oHdBWRlTfvcO+dcd2Gv7\n5vx8qj/5hHsnTKAwEgGgAljWBHYFqAquUvD777N2rcaQIbA+FsOWkmq/f7e+xhUU8E5Ly98UyPnl\nH/5Ar2CQy7/m1Jjjj4ff3LiOulE/Y2Drawjl8Ots3XWXu58LLzzsXWfJkiVLlm8RfUQt+UobIRFF\nlTbLmk5k+bGSynNqiC3z0WdZLX98ZArHyFWUyu2cQhhVWHhECq8Ro4xGerCDIBFS6BTRTIAoQ1lD\nHT2o81WSRxvnB/9CkdLEUPE5SElSeAkQQcNiAF+QRzvVrAegH1+g4rCTcnzEGcNcWiiggTJ0TIbw\nOdWsp4xGBrKORsrwEaOYJiw0NCzOYC4GrnaMG87xkkMnEhUHjVP4hHJ2sZWqjMtSGQ3IdDZKD+pI\noaOpCprRxsU9X0GRDiY6KWGwM14GSHxakiJtC33YhkESvxKjQLQSMYJ0qLmkSgWn93iP4/VlNEcK\nUITNQGUTOVYnKdvg1AFz0c0ERTRRVNfG+Z//mRE7l1JZU09oeycD1m+mcks9T5w9jc4+AcK9c+jo\nE6KlTwFa3MJJSgyZQhMWHpKU0sDpfEyAKGU0UBBppldtHcntXo6vWUnltjpGv/URlqGybthgtKBN\nGU2uLTwm43gPP1Fq6YWFRjNFeEkwnJXU0JOFnIKGxSBtA4ONtXiUFH6i9FZqSOKhkRKCdKJhUaI0\n0koBubQzRF9Hm56HJmwUJEFitFBMIm2s4RaOORylbyLP146DwPBYMEzSu2orZrtOhyhgkLEW0/Ds\n5jA2PH8ZqrDxE8dBYA3R6VlVQ3sol5Fli/EIkxw6CdGJlxiKcOjr30Lvi7djTjB483eH8ss5tIyc\nI41sIOdvYE+9lXfeeYdPP/0UgMsuu4xRo0bx6KOP8vbbb3P55ZcDcNxxx2FZFnV1dXzwwQeMHTs2\n4y9/7rnnMmfOHC677LJMn2eccQabN2+mqqqK/v37U1BQQCAQ2Od4kskkH330EbNmzWLFihUMGzaM\niRMn8uMf/xj/HhdSXxezZ8/m9ttvx7ZtrrzySn784x/vtc2rr77Kgw8+iG3bDB06lBdffPGg+z9Q\nFNRxnIzVcZdCeFNTE5988glz5syhsrKSMWPGcMIJJxziDLNkObLJ1TVUS+GzLSZjjjMy7ZaUfCoE\nzy2ZTfAlE7eYe/+Uv/ACFwjBb199lbvTAWwB/HAC3H03nHACMHUq/PnPrN18EYMHf2k7vmem4NjC\nQh6oqTloG/KWhgb+u6iIgliMS0wTTf/qsR5uJm/5FXbHm3z2y9mMvPvQ9M/2R309/M//QFUVTJr0\n1ZlRWbJkyZIly1fhFQkEEgcF29FI2Qb5ahsGqbSbE3hJoghACFQpUbvKbXB1TQxMFCQSNaNzoiCJ\npPVX8mlHFY5rBy4kltARgJ7Wr1HTRU6kl3WsdKkU6TIriURJ68GY6b12adoYCHC1YTIlV+AjBYBE\nTeviKCjI9JwERbSiIEnQ5f3d9a9ExUbDJkyIAG6QRMMGRaLZFoGaGL1W1aFaNtc98AzFHU2UtDeS\n0xEh0BGl54odjFRXMObxeahJm9xUGCORRE04GIkUc5TzsRWBranYmoqjKhhJk8EfbuTkoYvp7Btk\nR+9ylowdwYJxJ3LXPTNYdNsIira1krstTL93tnHMts8pX97AUfM2o17ikPLrpAIGTlCgCxNjh8V9\nhQ9gxE0ivQLs6lVKQ68SBFC2oZFrbnqeXmvr6KgMUX9MORF/gNxdHVT/eR1SEXhVC0vVKFZb8HYm\nGDDnC0oWNnNU81YKm5qpaN5F6ZoGAs1xrrvnaVpOLGTliUOhWKTLvMDEAwgCJFCExJaunlEXqfT6\nL5EoIm1DjkTBQaiu1brEtUIXgCqdzLL7nZFugEiCI9zvjHQlcjCEjSIkXpnK6At1fXcVVeIL2of2\nw/k7MnKOJLKBnINECMHZZ5+NZVn84Ac/4MYbb6SpqYnCtEVvUVERjY2NANTX1+/lrlRXV0d9fT09\ne/bcq707zz//PL1790YIwWOPPcb111/P73//+4wVemNjI++++y6zZ8+mpaWF0aNHc8011zB8+PD9\nZut8XSSTSa6//no+/vhjSktLOemkk/jud7+7mz34ypUrefjhh/n4448JBAK0trb+3fvcsmULGzZs\nYNKkSbsdg/b2dvLy8kilUjz99NMUFBQwbdq0f6joVJYsRwI5ER+La+O7BXJWRyLkW15sq4D8Xeug\n5Oj9d2BZ8Otfc9uLL3JmJMJt1dX40k53xcfBimY4oSdwxx1w//2sGziFMWcJXmht5aYePfbqrr/P\nR0hVWRGJcFxOzgHH/8Ts2Vxomnyhabz29ttcPGnS33wMDpn6esRbb7H88kfQfj0DDnMg53//F665\nBubPh1mzYPz4w9p9lixZsmT5FhHHvXGbQyeaYlLqaaA5WUjECdKTOlRs4vgABw0TIWycLk2X9MV2\nlz6Nh0RGU0bgUEEdYYK0UkCQzvQeJQGidJKDio2Dkgmg+IkTw4uJjk4KgZPRONFJoWJioiOw0/tx\n8BOjkxxSGAgcjLRGTgIdDyYKFjYKBvHMvgUOzRTSg3ryaaOFQoSUeNoSGFGTYFuEsvYGKtvq8C9L\noUZsjv18JeXrd1G6qYlIQYBtA3qhOA7+aJTmwkIi/fwkcw2cXMGoZ5dQ37cHf778fFYpx1Dpr+H4\n4Gc0tRdx32kPcOmO5wiIGEk8mGkNm/+88nH+etqZPH7p9QzybEBTTZoppnzdDkyPwaZz+lFLZVo7\nyCGFzvjz57Dw6hPYel4vtJiFGnEoirZw+oKP6f1wPY/99QcoRRb5IkwzhWyhHz89Ywbv3X4mS88Y\nQZuZx0kbFtNn5XaGvbGW3F1her9Qj26b9LbrcWwF21bJaYzQ791ttPTP54vifmwf0IuWkwpoqCqi\n1/x6LKkx5tEP+fclfyBcEGLziX3xhhOMfnke/Uq3YCgpgmqElGLQ+7NaSrc1MubZDxAJiRk38CXi\naHEbI24y6YGZtBfmEfP7SAUMUgGDHuvq0UyLXptraSgvwgz4SODJCDQj3DIwKZJuwM2ReBMJ4l5f\nRsuoXeZQQgJFWpnvoZSCdrnvZIcDk83I+VaxaNEiSkpKaGpq4txzz2XQAcQTDtUtqaqqKrN80003\nEQqFuOCCCzjttNNYsGABgUCA8ePH89hjj+0WFDoSWLx4MdXV1fRIX8hNnTqVt99+e7dAznPPPceN\nN96YyTLqXqp2sEgpWbBgATfffDOjRo3i5JNP5uWXX2bSpEl0dnbym9/8htmzZ9PW1saPfvQjrrzy\nSv74xz9mMqVycnIOOjMgS5ZvIqWWj9UtcSA307YwHCa4PZfIwBGwbJlrR74/Xn8devZk8EknMXL1\nap5vaOC6dInmbjo5EybAHXfg+3QevW86lcXhMH8ZOnSfXY5N25AfKJCTiMV4PDeXv1ZVsaW+nntb\nWpjqOIivK1D96KNwxRUc+8APaXxxButeWMrgy0Yclq7DYXj6afjsMxg1CmbMyAZysmTJkiXLoVNB\nHQW0cjyfIoRJqkAnJoPoSpK+fEE+LVzEK1iomOgE6MRPAj8xelGDQRQvCXQsVBx6pYMjo/gEG4UT\nWYRE0psaAkQpopEOgoxmPRoWHYSopIZ82jmeT7FR6SBEmDx8RPCQIp9WcghTyi4MLBQsymkgjw4G\nsY5+bMRDEhUbU+pojsWgjetghYaolfSp246n1qRgfjtah80J732GGnMQcYmIS9S4jWJJpg16knie\nDz0/RTLPIJHvxVufoDM3h8Xnj2DVHYNZeVQ1Zo6XZEzjd0W3sOSBY9JZQA6edBbQ0FnrkD2gZOhO\nzpTNNFPICnEM8ZQXQ5gcJTaQwEsLhZSzA4MEJTRyor6IJl8+jhCU0UA7uRTRioR0ICvFQDZiouIj\nSRFNHM1qytValBxI5HiRSNqaQlQGdjKyeAl5tLOTcjzE6MdmcgjTgx0kMRiuL8M3NE7b0DzaCoNY\nEUHNn125jhaKaCdEC4V8/9hXmP/QSHKPDZOEdHDMofDlZkJbOkjcr/MeZ+BxEuRsiFCxuAH9bZMR\ny5fT378Fx1bwOXEU2yG0qRNve5Kz5n+A9AlMr0bYl4P0KgghKdRa8LXFMet19KiJL5qk96oaQuEw\nR5/9OTk7I1gelfbyXNor3HPUGePvwtuapKCljZzWCEaHiaMKFEdyyeN/YmevMrb26o2/T4xUmYpi\n2kTw02oWUWMfqiPqoblWHWlkAzkHSZe2SnFxMZMnT2bJkiUUFxfT3NxMUVERTU1NmW263JVOPPFE\ngIyocM+ePVm8eHGmz9raWk4++eT97lMIwfe//33q6uooLS3lJz/5yX7LrI4E9hRP7tmzJ3Pnzt1t\nmw0bNqCqKo8++ihSSqZPn87EiRMP2Hc8Hufxxx/n+uuvJxgMMmvWLP7jP/6DK6+8kqVLl6JpGnV1\ndXg8HvLy8vi///s/FEXh8ssvJy8vj7POOouZM2cyc+ZMLrvssmwgJ8u/NH0ML5s7d/8jtaCjg6a5\n+eSPGQ5Ll8L3v7/vN0vpRhjuuQeA2ysruWbDBq4pL0cVgsGDYc6c9LaKgnPLrVx4wwx2lg9lVFuI\nYDpzZ0/GFRRw37Zt/LR3768c+/MzZzIiEqF60iQGDx3KHa++yodz5/Kd73znbzkEh0Y4DM88A8uW\noft1No2fhnHXDLjs5cPS/e9/D2ef7ZZV9ezp2rUvWQIjRx6W7rNkyZIly7eMQWwABApQQgtSuKUs\nRTThJ46CpIwG8mklQpAt9MNPHB9xKqgnRHvGZ8ogSQFtaFjkESaCnzzClLKTAAkEUEwrQTpRgHby\nUFDIox2DFGU04KCiIimind5sQ8ekF3XE8WGlFIztJvoWi+IPmwmtjnDyv38GjQJvQwKj0URrtFDi\nklOvXEqqt4GodKCngzlCx3YEVlyn8c5Cgv4wwgdJn4Ht0+kT2sGqhgHkGWEcFLbTGweVPvfUIDVB\n3qWteIkxGIMYAVrJBSSV7MBEggPplAAAIABJREFUI4kXLwkCxAjRiYnOIDZQINppppAIIXpQi47J\nIDaQwssWqkji5Si+SLt3CSrFDnpQh4PCVqoopB0fcQayiaPYiESQxMBBxUOKEhqpoA4zLdPsIPCS\nRCeFhk0KnXIaqKQOBYmGTS5hRrEIH0l8RMmngwBRdGyq2I5EoOFQQBs+UhiYDGUdHeRioZPDDnLo\nJI8weXQwjNW0UkBS8RAf7KN9cAj7XpUVv6pme5/eeInjwSSGj0FPbqZ8xS4+fXIEA1lHgDgJDFJ4\nkL+G5jvymZ1/LiY6ITpQcJjwq1n4W+Ms/9UwpBRY7Rr+nXGCOyIM+nAzy390NEqhQ0l+A20FuezM\n68Hp9yzECQpW//sQPNtMSrc34NmeQHxhoFo2xTRToTcwRF/HM4f0y8mWVn1riMVch3q/3080GmX2\n7NnceuutjBs3jhdeeIFp06bxwgsvMG7cOIBM++TJk1m2bBmqqtKjRw/GjBnDfffdR2enm544e/Zs\n7klfLH0VP/vZz/5xkzuMHExgxHEctm3bxuLFizOBrFNPPXWvzBzTNHnjjTc466yzKCgowOfz8eST\nTzJs2DDOPfdc5s+fnykxu+666ygvL+ejjz7i0ksvZcKECfzqV79i/vz5ALzyyitcdNFFVFZWsnXr\nVoB/ehlaliz/SAaHfLzSsnvZ4kctYcTnfaiYMRx+9vr+3zx3LkSjcN55AJyWm0uepvFWczMXFBfv\n5VxVO/oKhnMPd+/YzNh9lFV1cXpeHqujUVpNk4L9aN44ts3DUvJUv34AKKrKbarKjG3b+BrCOPC7\n38E550A62DTiiWtJ9XyA2o+2Unl61QHe/NWYpquN85e/uK91Hf7zP92Y2auv/r0Dz5IlS5Ys30Yy\n1tdpXH0bOy0m656XK+liKietM6NiudtJiSJlusAlrWmSrigQ0tXMQYAubYRIl0lJB++uFL66BP6a\nBP7aBCV/bcW/KkHVVXVIBBWyESVdBqU1WPS/fDv6ThNjl0Wyp0Gsrw81ZSE16BwVIFySgyh10Eos\nIiUBjqtay+cLByCLBcU04RUJEtJLTjQGOwSpow2kVBDCwZEqQkgQ4svxC5BSuHbWkNFWkWl1ni+P\nzO7Pavq4dWn7GOkyKAcVBQc9rQXkoCKQ2OnLaA0rc7wFTkbI11X2cQMGOqbrti1k5hlAkTZCdo3R\n7UOR6RFKUNNjUdL6M10qMbq0UISDIqWrW7NbH+78RbosqcsavWu3SlojKVPaBHRdFXUdByA9P4Ga\n7lemt+oqpXO1lZz098rJfNfMtAaj6PpOZWzWQQpBKt9DMt9L25B8ADaOG0CRaCJIJ3H86XI9iVAE\n0bIgbWUGqVE6TRSxNDycY19ag4qDEBK92xz+NrKlVd8aGhoamDRpEkIIYrEYF198MRMnTuTUU09l\n6tSpPPvss5SVlfFq+mz8e9/7Hh9++CHV1dV4PB6ee+45ACoqKvjpT3+aydS55557Mo5V/wp0ZSJ1\nUVtbu5e9eWVlJaeeeiqqqtKnTx+GDBnCxo0bGTVqFDU1NcyfP59JkyaxevVqLr74Ys477zwefPBB\nqqurGT9+PEuWLKGyspLS0lLq6+t55JFHKCsrY/ny5cyfP59LL72UWbNm4TgOixYtora2lrFjx2Ka\nJieeeCIPPPAAH330EWPHjuW66647ojOcsmQ5VEaU+3hyZyLzuj6ZpD1pc/FxPsTw42DVKrBt2Ff2\nzIwZcOutGRVeIQS3V1byUG0tFxQX07s3tLa6ySuhEHz+hZeGqht5p6WF//yKci2vojA6L4/32tq4\neD/ucW/Nnk3INDnj9NMzbZdNmMDds2ezevlyhnUr0zzspFJuWdVbb2WacipymHvCNYibHqFy5f/+\nXd2//DIMGAAjulVpXXMN3H+/a9/et+/f1X2WLFmyZPkW0oM69IRJUUsjba255Pg7afIU4hMxPJmS\nKZMAUVQ7hR1TsWI6ejxF7uYOQmoYtd1BaZcY7SbBFRGCG6Mc/YO1qGEbGRb4wwm0iIl3fYrTTl2C\nnaOQ6OXB7KHRXpmL9INdoOCcoJDwGDiOIKwEMewkcpYg8u9+Wk7NxSlVieb7EEgKn2mnZGEL5tUK\nSVNHpCSax8RvxBBIvMkE0lKwpYaKTTARQ3EcVMdBs02UFCi6Q048Sszn9qnbNl4niamp9EjsoDFQ\nhE8miEg3B8lDAm/aGalLCLrLEyuBhUTgIYFBEoMkKXQEDoU000xxRj8olw4iBBnKajYyIKN7U0AL\nAFH8+ImlX6cDQ6bEayWxvAJNWliOhi4tcASabSFUB+koCFtimBa6YxGwohik0ISNx07haAKfjON1\n4qimg66l8DpxbEXD78QASdzxECRGmbWLFq2QqtR2hJTkxKNYtorHNmnTQ/hEDAeBQBIggomBQTyt\nbeQGbirYSSdBPCTRscinFSOdLWSQpI18SmgkSCcxAunAjc1xLGM9gymmkSh+fMRRcAgSIYmOnxhx\nvARwEyVKaCSOFw2TMnalhbEtFAQFNBNOywRomBzHsrQ4dgIrnbd0aGQzcr41VFVVsXLlyr3aCwoK\nmJOpMdidxx9/fJ/tV111FVddddVhHd+RwsiRI1mzZg319fWUlJTw6quv8tRTT+22zfjx43nzzTf5\n/ve/T3NzM+vWraNf+u777bffzp/+9Cfee+89RowYwXXXXce8efN46KGHePbZZ7nooou48847ufvu\nu3n66aeZMmUK0WgUKSUjRozg/fffx7Is3nvvPc455xw8Hg8ffvghNTU1vPnmm0yePJmGhgaSySRT\npkzJBnGy/MtySh8fiW1xHMeNxyzs6MC/NcT4cQJyc6GsDDZscAVvurNmDSxfDn/+827NFxYXc+eW\nLSzs6ODk3FwGDoT1613nqnXrYN2FV6F3zmdgayt8hWPe2LQN+f4COTOam7k9L283PRyPz8dN4TAP\nL13K//0jAzkvvwwDB8Ie+xj025vxHD+U1k3TKRhQeEhdSwkPPQT/9V+7tweD8IMfwK9/Dfv5k5El\nS5YsWbLsl1NWLaZwaQc9P4ajb9kIKdxrVC9uOkcCLsyZ7babgAekASIBeVs6IR/wASEgCDIM2FAo\nW7CqVLzJFKIETEvDeVYi/w2ssyCwKYbsDflrwoidwEbw9UxiN4PdF4yNQInbV1mymbJ3mnFywbIU\nnD4C/TMHsV3S78UoiqhBhMEMqli5Ai1pU/3eF+648oBWwAC5GKQDRz1Rg+gN7AJKgbpOkHDMSxuh\nCqgDp3QXg2KbseIquR4/8aiPcrOBSnUXHtMk3BlAkzbnRueQJ8Mkkh5sqeHXohSlWumdqqFv7Av0\npKTT8CP8FkI66JgMtNaTq3Wgmg6Xdv6JNl8OFXYDeWYLFZ272G70pMreRp2nnJ7U47USnLdoDlIB\nK6FAEIwWB1ogZ0UUq6eC5SioEQfddBCbgE4YNXc50gdKFAiAY4OIwuiFC5EG0AxOb1AskLVAk0L+\n550U17Yje7QwoCN9c70N8lZ2QiOYfQUpRyfpNfB+kUJtd+i3uBZHqUVNOTiO6xFmpFIcs241R+9c\ni+lR8XSmIATKVqAdChe3Esn34e9IEi6IUdzSgurYjFq/lKN6fcGUtr/QGsylvLEJ2sFoNilsaCGU\n6CShGuRGwpg5bubOxbV/wjQNNK9JrhMmJT3oYRNSULF5ByIBCa8Hv5ogFVPw2Eku2fAnfHaKxYXH\n8+wh/XKyGTlZvmEcyBp8/fr1XHnllUSjURzH4cEHH+T8888/6P69Xi9PPPEE55xzDo7jcPnllzN8\n+HCmT5/O8ccfz4QJE7jgggv4+OOP6du3LzU1NVx//fUUFxcTj8eprq6mqamJDz74gLPOOoshQ4ag\n6zrl5eVceumlvPDCC3R2drJy5UqOOeYYfD4fixcvpl+/flRVVZGTk8OqVau49tpr+d3vfsf06dOZ\nMmUKjz/+OEPTAqyXXHLJYT2mWbIcifTJ1RFeh/W1FkN6a8xtCdOxIJcxXUklw4e7gsd7BnIeeghu\nugnSLnldqEJwS2UlM2preSM3N1NedcIJ7nPbuTZjw1HEY4/Br36133GNLSxk+rZtOFKi7FGKuXDB\nAnb6/VyYLlHtzg/HjaP/okXUb99OjwNo7BwSXZGWGTP2WlU2vIL5/SdhX/8Eo98/tDLXOXPAceDc\nc/ded9NNUF0N994LRUWH1H2WLFmyZPkGcaDz8WQyyRVXXMHatWsJhUK8+OKL9N7P376iuR1QBgwH\njgHs9EMCXwBvAtfhXvEpgAlCF/AHCScBhQICuIEcSyI2AjVg5DsYtg2agBaJISxIALWg/X9u6Y1Y\nlR5EPRADsQBUCern6TF84u6P5UAOKJ+D4XFgO7ANNxCzQoABOKA7Drom3feuA4ICPNIdQ4NENICI\nABtANoBQ0nMkPd/tQBOu/XUTiKBEw8Jjhzk+tgok9LAbkSbQ6mbKDE1sQKSkOzcV0AFbIh0IRmMo\nFnh9fpLoBMwICg49lB1YUqOyrRHNtgkYYTQJRakOCs0OejvbcRSBX+lEj1voSQvaQDSD4TikDbug\nE2gFbYuDFpcQwQ3AtQApEDVuxgzCPQ6KKiAsoQHEUnfaipYe8xog7lCyuB2EG6jDdo8VZvrY6KD5\nJJqTwp9MQTMQBmOz7Qb/THe/BCRY4NtsQYENZtoX3C+hDWgDY0eU3IYICMjfFXYH40BBe5gCMwwS\nire2uXVYrUACejfucOcdSX8Xo24wpWxHC1IToINwwO+Y0CnBhEBNAiyBDILwAJvcGrGTaz9DGHB0\ny1p+tM9fxoH418jIyQqFfEvosgafPXs2q1at4rXXXmP58uW7bXP//fdz9dVXs2bNGl5//XVuvPHG\nv3k/Y8eOZc2aNaxdu5af/OQnANx3331MmDAhs83DDz/M0qVLcRyHlpYWmpubAVi7di1XXXUVq1at\nIplM0qtXL2KxGD/84Q/p6OjgxRdfpKCggIULFwJwyimnsGTJEkzTpLCwkIqKCl599VXOPvtsfv7z\nnzN79mweeeQRrr322gO6jGXJ8q+EEAJfm5eF21zB4zk7OqgmRCiU3mBE2rmqO/X1blnR9dfvs8+r\nyspY0NHBxliMwYO/1MlZuxa2FrcybtQo15IpHN7vuPp4vRTrOks7O/daN2P9em4xTbR96OfkFxdz\nRWMjj77//oEnfyi8+677/N3v7nN1+YxbGfLh4yTaE/tcfyBmzIDbbnPPxfbquxwuvBB++9tD6jpL\nlixZsnyDOJjz8ccff5zy8nJWr17N7bffzs033/zVncpuzxL36s6DG6DRQPoA1c1mcR9pzRQJ0k63\n2V8uI7u1pV/jiO5SPLstS9J9yW5j6P7oClx0LdvdXtvdXnetS7cLp9tDph+kHwcyB/5SlsXVdOl6\nf1oXqOsCWJFORhdHQaJ0O5YZvaBu2jNdK7v63Bfdxyf2aMs877ksZWa5+7i/XL/3/Pe5vOdDfjkG\nuvfndN9Ouvt35O77cbptu+c4uo13r7HtOdc927uNoWtMipQozh7j6DYGRe4+Nve1dMvTDgnzIB9H\nNtlAzj8I27Y57rjjMgGMN954gyFDhjB06FBGjRrFhg0bAPc/9KlTpzJs2DBOOeUUtm/fnunjwQcf\nZMiQIQwbNoz33nvv7xpPd2twTdMy1uDdqayspKOjA4D29vb9Rv8PB/n5+VRVVdGnTx+eeOIJFEUh\nlUqhaRplZWUsWbKEo9N6G+vXr+eZZ55h586dLF68mAULFgBw+umnM3/+fBobG/H7/dxyyy0ZYejB\ngwdnsnCyZPk2UpjwsbwxTsy22SqjTBnWzfZ7eNq5qjtp223y8/fZn19Vub6igodraxkyxC2pkhLW\nbrfYpHRy5qBBriXT73//leMal7Yh787GtWtZUFTEVWmB5X0xbfRonikpIdzW9tUTPxS+KtIC9D+/\nmm2FI/j0puf/5q6XL3eP1VclA956K/zmNxD/13DDzJIlS5Ys++FgzsffeecdLr/8cgAmTpzIwoUL\nkfL/b+/Mw6Oqsr39VlUGkCkQEqFJCDFoyJxIoAmDAjKPgjaChu5Pmlb7iggoKtqo3Bbkg4hXtAVt\noEVUcGgEhIACmiCESSLNmIAQIAlDQghkgExV6/5xKkWGqlDBJFXx7vd56knqnL3P/u196qw6Z9Xe\na1n3Gmz+EvKvQXISpB6Gb7+Gk4fgh3/D2ZPavpOHYNcWSDkEexIh5SfIvwIZaXA0WTi+S0hNEo4n\nQUYq5OfBqaPCod1w5rjw8w44lyLcyIfcM3D6B7hyEs7sgKun4HIylBbAua2QcxJObYerpyHzJzCV\nQu5euH4K8pOhNBUKd0PxBSjNgZIjQsnPQtlhwXhUMB1Ec+YcQpt9sdf89xTaDJZcIAPYiTYT6Cja\nzB6T+W8y2oyW02hLvlKAQrQZQNeAS0Ae2iwRQZuVYgRM2gwQCgXdDW1Gi9zQ3rc8e4MmBSW4FGnO\nBK/sXO4ouEGpSY/uOrhmmJ0SRjDpoUwH+muCx6nrGIxG7Wk716yrELhq/luKNjvlglnTdfOsnDzz\nvhyBLCBXtD7nmyMWF5rrFAMn0GYhFZnHINu8Pw3LTBjE3Pdcc/mL5vEoNB/jhnnfVeCKuS2juf4l\ngfPm7WfNZS6b2z9uPtZRNJ1G876T5uOdN493hrn9RLRjHEI7n+X+y+NmPUfNr2Rzvcvm8hcEjgGn\nzNpMwH5zv5reyqNnixt2vpwbtbSqnnjnnXcIDg62ZKh65pln2L59O4GBgSxZsoQ33niDVatWWbzu\nn3/+OevWrWPq1KmsX7+eAwcOsHbtWg4fPszFixfp3bs3qampuLm53ZYee1KDz5o1i5iYGN59910K\nCwvZvn37bfffHiZNmoS7uzsmk4k5c+YwYMAAWrVqhZ+fHz/88AOzZ8/G19eXxMREYmJi+POf/8zG\njRv57LPPWLhwIT169GDZsmV0MGfK8fHxqVe9CkVjwkfflJS8Ivbl5aM/25zRQysENo6KgoMHsQTR\nKU+7XdW5U4WnO3QgcN8+/hjoz7Fjbly4AETn0sejFXcYDDBzJjz4IEydqqVlssLQNm2Ydfo0r3Xq\nZNm2KCmJpwwGmlmmDFXHLyCAwT/8wIcbN/K8+Qa3TkhOhhMnYPz4Gou5vTyTti88ielfk9G72P8b\nSFycNhw1me6gIG2Z2sqV8NRTdh9aoVAoFI0Me+7HK5bR6/V4enqSlZVlNUHKW0l6NplMZOl0tEoV\nAgwGju0yojMYSDcaGQx897kencFAqcmEQafDTYSRJhMpSToumJMe6EUw6HS0NRoJEWH3Nj0uej1i\n1I6lLytjkAind0CxiwvZyWXoDAauHDLSWq/HxWTi8iUDGT9riRSu/ceIwcUF77Iy8k8YuJ4quLjo\nERehFB0UGWmqg7K9Bgw6HQa9oNODQa9DX1oKR1y0ZVWuekgxgosBckrBqIMDAAa4XAauLnDWPCvj\nJ8DNAKXm8iVGdNnmJUHnXaDABCYDFJmgGHRihGxXbT1Y+Q85BYKuyIQuH8g3QLEJg1GPh2sx3NCD\nCZrm62iaf03TkAt6kwuUlSEmHSVNdGAy4J5eiotOaJJTrE0hOaHlg8LFpP0tMYHRBIU6uGTQli81\n02nLu66ZtP3nDWDQaV4ivR5KjJrDKVfAxQXcjOBugKNlkK+HUhMUGqDACDoDnDGC3qBNrSo1wFUT\niEEbB1cDZJdpS6lyDXBdpx1Xp9OmvZSVQbaL5pAp0UETE7jpIaMM8nRwULSxPmtu42KZ5mA5CjQ3\nQJZRa+uiEa7qoEDgqAv8YtZWbNLOEaVw0kWbQXZDB9dE03LWCK2AU4byVFuQb4LrOhLKykhYq4fj\nJmiuh9vKXOX8s23sQTly6oGMjAzi4+N55ZVXWLRoEWB7tkt8fDwLFiwANK/7X/7yF0wmE5s2bWL8\n+PGW1OUhISHs27eP3r1735Yme1KDz5gxg8mTJzN9+nT27NlDbGwsR48eva327GHcuHFMmzaNzz77\njKFDh5Kfn09SUhIlJSV89tlngPYFt23bNvLz8/H09GTNmjVcu3aN9u3bIyJERkbWmz6FojFzd/Om\nJGXns/4Xwf1kS4ImVdjp6Qlt2sCpU1oqpQ8/1JYVVXCuWMPbzY1HvL2JN2SSmenPgQNwR78chrZp\noxXo2lU73po1YMPZ0rtVK1KuXye7pAQvNzeyzp/nizvvJKViOicbzIyMZNTZs0wtKsKtShyf22bh\nQnj22Zo9LUDE1Ps59kpL9s/ewO/ffNCuQ589C1u22LdsauZM+POf4S9/sZ5MTKFQKBSNH3vux2vD\ni1On0nP/fk56eND86ac5s3Urd/XvT0ZiIv7t2tEsLo4h777L5YMHaR0aypWUFFr7+9Pi738naORI\nfufjg97NDZ1OhxQX0zIjgxbffMPv//Y3is+epUVgINeOHKFNVBRNpkzB7/nnKbh4kVZ9+5K/fTut\nBg6k7B//oPnVq3h360bzQYPI3bqV1v37U5iYiMunn9Ji5EiaDBxI2cGDNAkLwe1kKrrT59AdOoTL\nfz2J5OVhaOIG6NCVFMHf5sCUqXDPPXA+DQK6wKkjcDwdUo/Dq3+DXT9C7/vhwPcQMxD6joC31kHy\nD9B7ABzbDpH94I154OMHAZ3AuysU/Afcg+HyUdAvhHZzwKs1SAHoXKGtHlquAQ9f8A4F145QeAru\n6AJlu0G/CjyegCY94cYO8O4HudvB7RA6NwNNDdMoNWxDwgegy94GLgHgOhv+33L4ZS/43guXDoFn\nMCTOgZhBcG97cGsNJdehhQt4nYO9X8IfZkPhJWjdEa6cgjuDYO0LMGoyNC+ALr3hQiL49YPVy+H8\nOYjpA50HwS/fgf8gSNmmTdOKvA/6PwgZ+8ArEs4fAa8rcDURBs+A65egzEPToDfA6v+G+5+ATgGQ\nfRG8OsHVk+CSCfuS4YnZkL4HOveCEzugSz9Y/hCM/Rhyd0PnwZD2HXQYAPPmg4sXPBAAd8fAuf3w\nO7OGd/8OfWeDly8UZoGxFZQUwfWNWkaIQT2hmSfkX4DWneDEEfp+tpi+L0+HLtHgsYc5SxfcxpXz\n24iRgyjqnIcffliSk5MlISFBRowYISIiP/30k7Rp00Z8fHwkODhY8vPzRUTknnvukUuXLlnqBgYG\nyoULF+SJJ56QNWvWWLY/+eSTsnr16tvWtGPHDhk+fLjl/YIFC+SNN96oVCYwMFAyMjIs7++6665K\n2uoak8kkrVq1EpPJJPv375eXX35ZSkpK5MiRI9KrVy9JTU2V06dPy86dO6W0tLTedCicH2Wqak9c\nQo60XPazBH19SAa9kVW9wNixIqtXixQXi/j4iBw4YNdxTxQWStudOyUoqkwen2SSO+J3ycnr128W\niI8XCQsTMZlsHmPM4cOy6uJFERGZvWKFPPnPf9rdrwdWrJCVX31ld/kaSUsTadNG5No1u4rvmva5\n/KdFT7sPP22ayHPP2VfWZBLp3l3k3/+2+/CNksZ+LTd2/QqFQsNR17I99+P9+/eX/fv3i4iI0WiU\ntm3bitForHYsSx/GjhWx9r24f79I167WhTzwgMjWrdW3b92q7bNG167aMavy1VeaBmt07ixy4kT1\n7cuWiUyaZL1O27YiWVbuW+LiRGbMsF7H1VW7n6nK7Nkic+ZU315YKNK0qfVjPfOMyDvvVN+emSnS\nvr31On/8o8hHH1XffuyYSJcu1uuMGiWybl317UlJIj16WK9z330iCQnVt2/eLDJ4sPU6EREiP/9c\nffvq1SKPPGK9jp+fdo9UlSVLRJ580nodDw+RK1eqb58/X+SFF6zXAev3iy+9JDJvXvXt166JtGhR\n5RC1u5YBgfftfDn3d76KkVPHbNy4EW9vb6KioizrWcszOG3ZsoX09HQef/xxpk+f3qC6KqYGLy0t\n5YsvvmDo0KGVygQEBLDNHEz0+PHjFBYW4ul5e+l27UGn0zF69GjWrl1LdHQ0s2bNwtXVFT8/P5Y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"text": "<matplotlib.figure.Figure at 0x7f505e599150>"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "r = f.update_FOM_S20(\"/mnt/w76/data/sidebands2_Strip20_DiMuon_GP_PID.root.t\", plot=True)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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fftkYY8xll11mzjzzTHP++eeb888/P3C2PREN9HvRXSIne2OsHYvVq1ebtLQ0\nM23aNPP3v/89VqFG3UDHYv/+/WbOnDkmLS3NzJgxI/BvJ9Fcf/315qyzzjKjRo0yDofDPPHEE2bt\n2rWBTiRjjLn11ltNWlqamTVrlqV/H0nGJGgxFAAQwG0JAcAGSPYAYAMkewCwAZI9ANgAyR4AbIBk\nDwA28P+RO1ZPw9W9pQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x7f509bcbc710>"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": "f",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 35,
"text": "FORMULA (5197ad5a08c0721df0a79524)\nFOM : 18.1353934278\nFOM_S20 : 0.00021151405607\nFOM_S20_abs : 11\nFOM_S20_bin10 : 4\nFOM_S20_bin7 : 19\nFOM_S20_bin8 : 12\nFOM_S20_bin9 : 7\n_id : 5197ad5a08c0721df0a79524\nanalysis : bsmumu\ncorr_bg : 0.0957679950238\ncorr_bg_abs : -0.102793151901\ncorr_bg_abs_mass : 0.00157941873616\ncorr_signal_abs_mass : 0.010453487826\ncorr_signal_mass : 0.000314482118393\ncreate_at : 2013-05-18 19:49:11.615000\ndir : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0\neval_at : 2013-05-18 20:33:30.522000\nfeatures : [u'B_s0_TAU_1000', u'sqrt_min_IPCHI2', u'isolation_sum_D1_D2', u'B_s0_PT', u'B_s0_CDFiso', u'min_muPT', u'B_s0_cosnk', u'B_s0_doca', u'B_s0_IP_OWNPV', u'abs_delta_eta', u'abs_delta_phi', u'B_s0_otherB_ang', u'B_s0_otherB_boo_ang']\nfeatures_csv : B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang\nmatrixnet_bin : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0/data/matrixnet.bin\nmatrixnet_inc : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0/data/matrixnet.inc\noptions : -i 5000 -w 0.02 -x 64 -E -D 0\ntest : /mnt/w76/data/bsmumu5_real_b.t_weight\ntest_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0/data/test.MN\ntest_MN_mass : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0/data/test.MN.mass\ntest_mass : /mnt/w76/data/bsmumu5_real_b.t_weight\ntrack : bdt13-mix_1\ntrain : /mnt/w76/data/bsmumu5_real_a.t_weight\ntrain_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR10_0/data/train.MN\ntrain_at : 2013-05-18 20:32:18.356000\nweight : WeightR10_0"
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": "util.plot_ROC([f,], xlim=(0,0.4))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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tVuv69eutkydPtlZXV1tLSkqsUVFR1qysLGtFRYU1MDDQeuzYMavVarU+8cQT\n1ueff95qtVqt586ds4aFhVkzMjKsVqvVmpOTc8m4mvDIIiJOo7y62uqelGRl2zZrQWWlo8ORNqgl\n3nuNtiy4urrW+es9Ly+PqqqqRpOQ5ORkwsLCCAoKwtXVlZkzZ7Jp06Y656SmpnL99dcDEBsby5Yt\nW7BYLKSmpjJx4kSMRiPe3t5ERkbywQcfkJmZibe3NwMGDADghhtu4P333wdg7dq1zJw5k+7duwPQ\nuSbbFhFpz9yNRsJ9fAD4Qq0LYieNJgsPPfQQt956K5mZmTzxxBOMHTuWX/7yl41eOC0tjZCQENt2\ncHAwaWlpdc6JiIggISEBgA0bNlBSUkJWVhYREREkJiZiNpvJzs5m27ZtnDlzhsDAQMxmM/v27QNg\n/fr1nD59GoCjR49y9uxZxo4dy9ChQy+5poWISHukCZrE3hodOvmTn/yEUaNG8dFHH2G1WvnXv/7V\npFUom7J+xMqVK1mwYAGrV69m3LhxhIaGYjAYiI+PZ+/evYwcOZLOnTszevRoAIxGI2vWrOHBBx/E\nbDYzdepU230sFguHDh3i448/prS0lDFjxjB27FjCwsLq3ffJJ5+0/R4bG0tsbGyjsYqItFVRNRM0\nqchR4EL9XlJSUotes9FkAaC0tBSLxYLBYMBsNjfpwsHBwZw5c8a2febMmTotDQBBQUFs3LgRgLKy\nMvr162frRnjqqad46qmnAJg7dy6DBw8GYOLEiXz66afAhS8kNTUVgN69e9OrVy+8vLzw8vLiuuuu\n48CBA40mCyIizi6ypmUhRS0LQv0/gmvfpc3RaDfEkiVLWLBgAcXFxRQWFrJgwQKWLFnS6IVHjhzJ\noUOHSE9Pp7KyknXr1nHzzTfXOScvL8829nPFihXMmjULuNBKkJ+fD1zoXkhOTmbKlCkA5OTkAFBR\nUcFzzz3Hj3/8YwCmTZvGzp07qa6uprS0lD179tgSDBGR9myojw9G4FBJCc+eOuXocKQdarRl4V//\n+hdHjhzB3d0dgMcee4whQ4bw+9///rKf8/T05MUXX2TKlClYLBZmz55NVFQUS5cuJTo6mvj4eLZu\n3cqSJUvw8PBgzJgxrFq1CriQCMTExODm5oavry9r167Fw8MDgGXLlrF582ZcXFyYP38+06ZNAyAy\nMpKbbrqJoUOHUllZyfz58xk+fHizvhwREWfg7eJCtMnEZ0VFPPrtt9zTsydBNf9mirSERmdwvOGG\nG3j33Xft5DIhAAAgAElEQVRti0kVFhZy++238+GHH7ZKgC1NMziKSHt0trycoD17AHg/PJz4rl0d\nHJG0Fa0yg6OPjw+DBg1izpw5zJkzh8GDB+Pr68tPf/pTFi5c2Kybi4hIy+jl4cHPa+rCNCpCWlqj\n3RC33XYbt912m207NjbWlqU0ZcSDiIi0jtpREZ8XFVFcMz+Oq8GAp7HRvwtFLqtJC0nVys3N5eTJ\nk0RFRdkzJrtSN4SItFdflZQw5PPP6+xzNRhYM2QIM7p1c1BU4mit0g0xceJESkpKyM7OJjIykvvu\nu0/dDyIibdBAb28mBwTg4+KCj4sLHkYjVVYrCVlZjg5NnFyj3RBFRUX4+Pjw1ltvMW/ePJYuXUpE\nRERrxCYiIlfAaDDwwUWT5u0vKiJq3z5N1iTN1qQlqrOyskhISLDNk2BU/5eISJsX5uODm8HA12Yz\nRU1Y00ekIY22LDz66KPExsYyceJERo0axcmTJ+lXs366iIi0XbWLTO0vLuapU6cIqZl7YbSfH2Nq\nhsOLNMUVFTi2BypwFJGOZEFqKi+dO1dnn4+LC9kxMRol0UHYtcDxySefJCMjo8EPnjt3jqVLlzbr\n5iIiYl+P9enDr0JCWBgUxMKgIHq4u1NSXc2hkhJHhyZOpMFuiOjoaO644w4qKiqIiooiMDAQq9XK\n+fPnSUlJwcPDg1/84hetGauIiFyhEE9Plvfvb9vOrqzk7cxM9hcVEV2zAJVIYxrthjhz5gy7du3i\n9OnTAPTp04eYmBiCg4NbJcCWpm4IEenI/njmDL84fpz7evXixWuvdXQ40gpa4r2nmgURkQ7k47w8\n4r78El8XF0I9PfEwGvlT//5M9Pd3dGhiJ60yKZOIiLQf0SYTnV1dKa6pW9hXVMSq9HRHhyVtnFoW\nREQ6mPyqKs6UlfGN2cz0w4cZ4OXFsdGjHR2W2IldWxYeeeQRANatW9esG4iISNvi7+pKhK8v07p0\nwd1g4BuzmQJN2iSX0WCy8P7772O1Wnn22WdbMx4REWkl7kYjETUrVa7PyuKzwkI+Kywkp7LSwZFJ\nW9Pg0MmpU6cSEBBAcXExpu8MrzEYDBQWFto9OBERsa8oX1/2FRUxPzXVtq+rmxtnxo7VpE1i02DN\nQllZGZ6entx666289957rR2X3ahmQUTkf/YXFfGz48cpra4G4KvSUoqrq/ksKoqRmhK6XbBrzcK4\nceMA6rUqiIhI+xFpMpE0fDifjRjBZyNGcFvXrgCkFBc7ODJpSxrshiguLuatt95i9+7dvPvuu3Wy\nEoPBwPTp01slQBERaT2Rvr68kZGhZa2ljgaThX/84x+8/fbbFBQU8J///KfecSULIiLtT1RNa7Ja\nFuRijc6z8I9//IP58+e3Vjx2p5oFEZGGFVRV4b9zJx5GI0Xjx+OmIken1yozOM6cOZPHHnuMefPm\nAXD8+PFLtjSIiIjz6+TqSn8vL8otFr4qLXV0ONJGNJos3H333ZhMJpKTkwEICgpiyZIldg9MREQc\nI7Jm7gV1RUitRpOFEydO8Mgjj+Du7g6Ap6cnRjVLiYi0W1E1ycJ+FTlKjQYLHGu5u7tjNptt27VL\nVYuISPsUWVPkuDI9nf+7aJGpbu7u7I6MpJ+Xl6NCEwdptIlg6dKlxMXFkZaWxj333ENMTIymgBYR\nacdi/PwYUJMQWC76yaioYFNOjiNDEwdp0qqTGRkZ7NixA4AJEybQo0cPuwdmLxoNISLSOKvViuWi\n7RfPnuWnx44xp2dPXh00yGFxyZVrifdeo90QAD169GDGjBnNupGIiDgPg8GAy0XbI2qLHlXH0CGp\nUlFERBo11NcXI3CktJQyi6XR86V9UbIgIiKN8nFxYaC3N1VWK4dKShwdjrSyJnVDVFRUkJmZieWi\nbLJ37952C0pERNqeKJOJr0pLSSkqIlqLDHYojSYLK1as4JlnnqFnz564uPyvB+vgwYN2DUxERNqW\nSF9f3srIYL8ma+pwGk0Wnn/+eY4dO0aXLl1aIx4REWmjolTk2GE1mixcc801BAQEtEYsIiLShg2/\naBro8fv3A+BqMPCb3r2Z0rmzI0MTO2s0WejduzfXXXcdU6dOtU35bDAYePjhh+0enIiItB0Bbm5E\n+fqSUlzMroIC236r1apkoZ1rUrLQu3dvKioqqKiowGq1YjAYWiM2ERFpY7YNH86BmtEQhVVVTDt4\nkC+Ki7FYrRj1bmi3mjSDI0B2djYAXbt2tWtA9qYZHEVEWk6v3bs5V1HBsdGjbVNES9vSKjM4pqSk\ncPfdd1NcU/1qMpl44403iIqKataNRUTE+UWZTGzKyeG/OTnceJmuCG+jkRBPz1aMTFpSoy0LI0aM\n4M9//jMTJ04EYMeOHSxevJh9+/a1SoAtTS0LIiIt54lvv+XpU6eadO7LAwcyLzDQzhHJd7VKy0JF\nRYUtUYALC0lVVlY266YiItI+zOrRg8TcXAqqqho8p7i6mrMVFfw3N1fJgpNqNFno1asXzz77LHfe\neSdWq5W1a9cSqP/YIiICDPT25rMRIy57zsHiYobu3avJnJxYo2tDvPXWW3z77bdMmzaN733ve5w6\ndYq33367NWITEZF2YLCPD55GI8fNZvIv0wIhbVeTR0O0F6pZEBFpfaP27ePzoiLu7tGDnjVz9kzs\n1Il4Jx9h5wxa4r3XYLKwaNEi/vrXvxIfH3/JG7///vvNurGjKFkQEWl9C48d4/n09Dr73A0G8saP\nx/uidYek5dm1wPGee+4B4Oc///klbywiItJUT4SGco2XF2U1qxc/n57OmfJyDpaUMNrPz8HRSWMa\nTBZG1BSsfPHFFyxevLjOsb/85S9cd9119o1MRETaja5ubvw0ONi2faikhNczMkgpKlKy4AQaLXB8\n7bXX6u17+eWX7RKMiIh0DFEmE4BGSDiJBlsW1qxZw9tvv823335bp26htLQUf3//VglORETap8ia\nFSxfPX+ef2dn82y/fvxYw/LbrAaThXHjxhEYGEhWVha/+MUvbMUR3t7eDB8+vNUCFBGR9ifaZCLU\n05OTZWVkVVby93PnlCy0YY0OnTxx4gSBgYF41SwQYjabycjIIDQ0tDXia3EaDSEi0jZUWa2klZfT\n99NP8TIaKZwwAVcV0Le4lnjvNVqzMGPGDNxrxsQCuLq6cvvttzfrpiIiIq4GA6GenoR6emK2WEgt\nLXV0SNKARqd7rq6uxuWiMbBubm5aG0JERFpMlK8vJ8vKePX8ecZdYmSEi8HAdf7++Ls2+soSO2n0\nmzeZTGzatIlp06YBsHHjRkw1VawiIiLNNcJk4t3sbP545gx/bOCcGd268U5YWKvGJf/TaDfE3//+\ndx599FGCg4MJDg7m8ccfb/LQycTERCIiIhgyZAjLly+vd/zEiROMHz+e8PBwJk2aRPpFs3stXryY\ngQMHEhERwbp16+pcMzw8nPDwcObMmUN1dXWda37++ee4urry7rvvNilGERFxrHmBgczp2ZPbunat\n9zOtSxcAtufnq97MgZq8NkR2djZWq5Vu3bo16cLl5eUMGjSInTt30qNHD8aOHctLL71EZGSk7Zz4\n+Hh++MMfMnv2bLZt28aqVatYv349CQkJrF69msTERMrKypgwYQJbtmyhU6dO9OnTh+3btzNgwACW\nLl1Kt27deOihh4ALXSaTJ0/G29ubuXPnXrK2QgWOIiLOw2q1ErBrFwVVVaSPHUsvDw9Hh+R0WqXA\nMT09nbvvvps777yTbt26kZqayksvvdTohZOTkwkLCyMoKAhXV1dmzpzJpk2b6pyTmprK9ddfD0Bs\nbCxbtmzBYrGQmprKxIkTMRqNeHt7ExkZyQcffEBmZibe3t4MGDAAgBtuuKHOGhXPP/88M2bMaHJC\nIyIibZvBYCCqZk6GFE3g5DCNJgt333038fHxZGRkANC/f39WrlzZ6IXT0tIICQmxbQcHB5OWllbn\nnIiICBISEgDYsGEDJSUlZGVlERERQWJiImazmezsbLZt28aZM2cIDAzEbDazb98+ANavX8/p06eB\nC0nNe++9x/333w9o/QoRkfaidgKnR44fZ9qBA0w7cICHjh2jSq3ErabRAsecnBxmzpzJsmXLLnzA\n1RXXJlSkNuVlvXLlShYsWMDq1asZN24coaGhGAwG4uPj2bt3LyNHjqRz586MHj0aAKPRyJo1a3jw\nwQcxm81MnToVo/FCvrN48WKWLVtma265XJPLk08+afs9NjaW2NjYRmMVERHHiPX3509paRwpLeXI\nRcMrb+valbiAAAdG1jYlJSWRlJTUotds9K3v4+NDTk6ObXv//v14NKHPKDg4mDNnzti2z5w5U6el\nASAoKIiNGzcCUFZWRr9+/ejevTsATz31FE899RQAc+fOZfDgwQBMnDiRTz/9FLjwhaSmpgKwb98+\n7rjjDuBCfcV///tf3NzcuOWWW+rFdnGyICIibdv3unRhd2QkuVVVAPz93Dney84mpahIycIlfPeP\n4Np3aXM0miz86U9/4sYbb+TEiRNMnDiR06dP88477zR64ZEjR3Lo0CHS09Pp3r0769atY/Xq1XXO\nycvLw9/fH4PBwIoVK5g1axYAFouFwsJC/P39OXr0KMnJyfztb38DLrR0dOnShYqKCp577jkeeOAB\n4MLIilpz584lPj7+komCiIg4F4PBwNhOnWzb5yoqLiQLqmFoNY0mC2PHjmXPnj0cOHAAgKFDh9aZ\n0bEhnp6evPjii0yZMgWLxcLs2bOJiopi6dKlREdHEx8fz9atW1myZAkeHh6MGTOGVatWAVBRUUFM\nTAxubm74+vqydu1aW2vGsmXL2Lx5My4uLsyfP982/4OIiHQMtQWPW3JzqbJaNUV0K2hw6OTWrVuJ\ni4sjISGhzrCL2lqETp06MWHChCYlDm2Jhk6KiDi3cosF044dVFqthPn4cDA6WkXtl9ES770GWxa2\nb99OXFwc//nPfy75HyEvL4/f/va3fPLJJ80KQERE5Ep4GI38NCiIP6WlcbikhJNlZfStWexQ7KPJ\nkzJdyty5c3n11VdbMh67U8uCiEj7cNOBA2zJzSUhLIzpml+nQa06KdPkyZMB6kzK5GyJgoiItB+a\nrKn12G1SJhEREXuqnazp39nZ/O7UKdvPi+npVFosDo6ufbHbpEwiIiL2NLJmOevDJSU8/u23dY6Z\nXF25u0cPR4TVLtltUiYRERF7CvX0ZO2QIRwsKbHt21tUxJbcXD4rLFSy0IKaNCnTlClTrnhSJhER\nEXub2b07My/a3pKby5bcXNUxtLDLJgsWi4Xk5GR2797NgQMHsFqtDB06VC0LIiLSJtXWMXxRXIzF\nasWo+RdaRKNDJ2tncGwvNHRSRKR9C9mzh7TyckI8PHD5TrLgbTTy94EDGXfR9NHtXUu89xpNFn72\ns59hsViYMWMGPj4+WK3WC+uLR0U168aOomRBRKR9e+Drr3nx7NkGj/84MJB/DBzYihE5VqskC7Gx\nsZecwXHbtm3NurGjKFkQEWnfrFYrZ8rLqf7Ov/X7iov5weHDRPn6si862kHRtb5WSRbaGyULIiId\nU1FVFX47d+JmMFA8YQLuxkanGmoX7Lo2hIiISHticnXlGi8vjpnNvJGRQainJwBhPj70dLJFEVub\nkgUREekwokwmjpnNzE9Nte3r5e7O6bFj6xVDyv8oWRARkQ7jFyEhFFZVUV4zHXRyURFnKyo4ZjYz\nyNvbwdG1XY3WLCQkJNQrcPTy8mL48OEEBgbaNTh7UM2CiIjU+v6hQ7yXnc1bgwdzVzud8bFVahZe\neeUV9uzZw6RJkwBISkoiKiqKY8eO8eijj3Lvvfc2KwARERFHifL15b3sbPYXF7fbZKElNJosWCwW\nvv76a7p27QpAdnY2s2fPZt++fYwePVrJgoiIOK3aGR9TioocHEnb1ui4kRMnTtgSBYCuXbty4sQJ\nunTpgm/NlywiIuKMokwmAFKKi9VFfRmNtizExMQQHx/PjBkzsFqtbNiwgXHjxmE2m/GrWR5URETE\nGfVyd6ebmxtZlZWcKi+3DaeUuhotcKyurmbt2rXs2rULg8HAuHHjuPPOOzE66WQWKnAUEZGL3XTg\nAFtyc0kIC2N6t26ODqfFtfoMjpmZmQQEBODm5tasmzqSkgUREbnYb06cYNnp0zzSuzdP9Olj2+9u\nNOLaDuZeaIn3XoPNA9u3b2f8+PFMnz6d/fv3Ex4eztChQ+nZsycbNmxo1k1FRETaiqia+rvlp0/j\ns2OH7afn7t2kl5c7OLq2ocGWhYiICP74xz9SUFDAT37yExITExkzZgxHjx5l+vTpHDlypLVjbRFq\nWRARkYvlVlYSs38/p8rKbPsqrFaqrVZeHTSIOT17OjC65rNrN8TQoUM5cOAAAIMHD+arr76yHRs2\nbBhffvlls27sKEoWRESkMctOn+Y3J06wMCiIv15zjaPDaRa7dkO4uLjYfvf8TnWosxY3ioiINIVt\n/oXiYgdH0jY02LLg4uKCd8082WazGS8vL9sxs9lMVVVV60TYwtSyICIijcmsqKDH7t34uLjwbN++\n9Y53cnXlju7dnWKZa7tO91xdXd2sC4uIiDir7u7u9Pbw4HR5OQu/+eaS51RarfzYCddIuhpadVJE\nROQSXhs8mHezsvju3+RflZayNS+PTwsLlSyIiIh0ZLH+/sT6+9fbvyM/n615eR1qPYm239kiIiLS\nhgyvKX48WFJChcXi4Ghah5IFERGRK2BydeVaLy8qrVaOlJY6OpxWoWRBRETkCkXWrlbZQboilCyI\niIhcoagONg+DkgUREZErFFXTsrC/g7QsaDSEiIjIFaqd4fGL4mI+LyzEcNHqlJ5GI2He3nX2Obsr\nWqK6PdAMjiIi0hL67NnD6QZWpXyuf39+ERLSyhFdml3XhhAREZGGPRkaSrTJxIiLfq6tWRrho7w8\nB0fXstSyICIi0kJOlpXR99NP6ebmRsa4cW2iK0ItCyIiIm1IHw8PAlxdyaqs5GxFhaPDaTEqcBQR\nEWkhBoOBKJOJrXl5PPD11/Ty8LAdu7lzZ27p2tWB0V09dUOIiIi0oCe+/ZanT52qt9/XxYX88eNx\naeWuCbsuUS0iIiJX7pchIfTz8sJcXW3b99tTpzhfUcHXpaUM9vFxYHRXR8mCiIhICzK5ujKnZ886\n+z7Iy+Pf2dmkFBc7ZbKgAkcRERE7s00P7aQzPipZEBERsTPb9NBOupaEkgURERE7u3jhKWcssley\nICIiYmeBHh70cHenoKqKb8vKHB3OFVOyICIi0gpqWxecsStCyYKIiEgrqK1bcMYiRyULIiIirSDy\noroFZ6NkQUREpBVcPHzS2YoclSyIiIi0glBPT/xdXcmsrOScky0ypWRBRESkFRgMBqftirB7spCY\nmEhERARDhgxh+fLl9Y6fOHGC8ePHEx4ezqRJk0hPT7cdW7x4MQMHDiQiIoJ169bVuWZ4eDjh4eHM\nmTOH6pr5t9944w2GDh1KREQE0dHR7Nu3z96PJyIi0mS1RY7xBw9yuKTEwdE0nV2ThfLycu6//34S\nExM5cOAA69evZ//+/XXOWbRoEQsWLODQoUM88cQTLFq0CICEhASOHDnCV199RXJyMsuXLyc7O5vK\nykrmzZvHv//9bw4dOkSfPn148cUXARg4cCC7du3i4MGD/O53v2P+/Pn2fDwREZErcr2/v+33Fy76\n47its2uykJycTFhYGEFBQbi6ujJz5kw2bdpU55zU1FSuv/56AGJjY9myZQsWi4XU1FQmTpyI0WjE\n29ubyMhIPvjgAzIzM/H29mbAgAEA3HDDDbz//vsAjBo1ClNN1hYTE1OnlUJERMTRbu7cmT/XvL+c\nab4FuyYLaWlphISE2LaDg4NJS0urc05ERAQJCQkAbNiwgZKSErKysoiIiCAxMRGz2Ux2djbbtm3j\nzJkzBAYGYjabbV0M69ev5/Tp0/XuvXr1am699VY7Pp2IiMiVMRgMzO7RA4Avi4updpJREXZdotpg\nMDR6zsqVK1mwYAGrV69m3LhxhIaGYjAYiI+PZ+/evYwcOZLOnTszevRoAIxGI2vWrOHBBx/EbDYz\nderUevdJSkrilVdeYdeuXZe855NPPmn7PTY2ltjY2Kt+RhERkSvRxc2NPp6enCor4+vS0hZfsjop\nKYmkpKQWvabBasfBnjt27GD58uVs3LgRgOeee46KigqWLFlyyfPLysro168fZ8+erXds7ty53Hbb\nbdxyyy119iclJfHXv/6VDRs2AHDgwAGmT59OYmKiraviYgaDwenGt4qISPty26FD/Ds7mzcHD2ZW\nTUuDvbTEe8+u3RAjR47k0KFDpKenU1lZybp167j55pvrnJOXl2d7iBUrVjBr1iwALBYL+fn5ABw9\nepTk5GSmTJkCQE5ODgAVFRU899xztkLG06dPM336dN58881LJgoiIiJtgbOtE2HXbghPT09efPFF\npkyZgsViYfbs2URFRbF06VKio6OJj49n69atLFmyBA8PD8aMGcOqVauAC4lATEwMbm5u+Pr6snbt\nWjw8PABYtmwZmzdvxsXFhfnz5zNt2jQAnn76afLy8rj//vsBcHNz47PPPrPnI4qIiFwxZ1snwq7d\nEG2RuiFERMTRzpWX02vPHvxdXcmNiWlSjd/VavPdECIiIlJfoIcHPdzdya+q4mRZmaPDaZSSBRER\nEQcYXlO3cNAJZnJUsiAiIuIAITV1eGedYFEpJQsiIiIOEOjuDlyoX2jrlCyIiIg4gC1ZUMuCiIiI\nXEpPJQsiIiJyOYE1NQvnlSyIiIjIpagbQkRERC6rthsio6ICSxufLFDJgoiIiAN4GI0EuLpSZbWS\nXVnp6HAuS8mCiIiIg/SqqVtIa+PDJ5UsiIiIOMhgb2+g7c/iqGRBRETEQWqXqm7rq08qWRAREXGQ\nyNqlqouLHRzJ5SlZEBERcZDImpaFnQUFrExLc3A0DVOyICIi4iA93N0ZWFO38LNvvqHSYnFwRJem\nZEFERMSBtg0bBoAFyGyjQyiVLIiIiDhQoIcHw2q6I9rqbI5KFkRERBysrS9XrWRBRETEwdr6OhFK\nFkRERBysNlloqytQKlkQERFxsNrlqtWyICIiIpfUU90QIiIicjm13RDvZWeTWlrq4GjqU7IgIiLi\nYH08PW2/zzt61IGRXJqSBREREQcL9vDghWuuAWBfcXGbm8lRyYKIiEgbcH9QEP08PSm3WDjaxroi\nlCyIiIi0EVE1q1Dub2OrUBqsVqvV0UG0JoPBQAd7ZBERcRLPnDrFkm+/JcDVlQBXVwBCPD35T3g4\npprtK9US7z21LIiIiLQRN3XujIvBQF5VFSfKyjhRVsYn+fnsLChwaFxXl6aIiIhIi4symcgYN478\nqioAHjlxgoSsLIfPv6BkQUREpA3p4uZGFzc3AAZ4eQGOn6xJ3RAiIiJtVFtZYErJgoiISBvVVpau\nVjdEjc6dO5OXl+foMETanYCAAHJzcx0dhohTaistC0oWauTl5WlIpYgdGAwGR4cg4rTaygJT6oYQ\nERFpoy5eutqRf9AqWRAREWmjfF1c8HVxodxi4a6vvmJtZqZD4lCyICIi0oYN8vYGYG1mJvOOHqXK\nAS0MShZE7Gzq1Km88cYbTTo3NjaWl19+2c4RiYgz2RAezpuDB9PL3R2zgxaZUrLgBEJDQ/H29sZk\nMmEymfDz8+P8+fMAlJeX85vf/IY+ffpgMpm49tprWbFiRZ3Px8bGYjQaOXDgQJ39t912G0ajke3b\nt7dovOvWrWPcuHH4+PgwadKkese3bt3K0KFD8fb2JiQkhJUrVzZ4rW3btjFp0iT8/f3p27dvvePX\nXXcd3bp1w8fHhwEDBvD888/bjiUlJWE0Gm3fm8lkavJLe+DAgaxbt862vWvXLoxGY719fn5+WBpZ\nSnbz5s3Mnj27Sfc1GAwNFgSePHkSo9FY537//Oc/cXFxwWQy4ePjw6BBg1izZk2dz917770MGjQI\nFxcXXnvttXrX/fOf/0yvXr0ICAjgxz/+MRVNKKQ6efIkkyZNwmQyMXjwYLZu3dqk5xORKxfs4cGs\nHj0Y4+cHQEpRUavHoGTBCRgMBjZu3EhRURFFRUUUFhbSs2dPAH7wgx+wZ88ekpKSKCoqYv369fzz\nn/9k0aJFdT4/cOBAXn/9ddu+nJwc9uzZQ/fu3Vs83i5duvDwww/z61//ut6x8vJyZsyYwU9/+lNK\nS0vZsGEDjz76KJ9//vklr+Xr68v8+fN57rnnLnn8hRde4Pz585SUlPD222/zy1/+koMHD9qOBwUF\n2b63oqKiJr+0r7vuujpJ1Pbt2xk0aFC9fePGjcNobN3/G323yCkmJoaioiKKi4t5+OGH+dGPfkRG\nRobt+PDhw3nhhReIioqql4hs2bKFFStWsHv3btLS0khLS2Pp0qWNxnDnnXfa7vuXv/yFGTNmkJ2d\n3TIPKCKX5MgVKZUsOLGtW7eydetWEhISbH91Dx06lLVr17Jq1SpOnDhhO/euu+7iX//6l+1Fs2bN\nGqZPn45bzZSiLSkuLo4ZM2YQGBhY71hWVhYFBQW2l3Z0dDRDhgzhm2++ueS1Ro4cyaxZsy7ZqgAQ\nFhaGi4uLbdvX15euXbs2+xkmTpxYJzHYuXMnjzzySJ19O3bsYOLEiQB8/PHHREZG4ufnx6BBg0hM\nTLSdd3HXQnV1Nffffz9+fn4MGDCA//u//6vXWnDy5EkmTJiAr68vEydOJCsryxYTgL+/P35+fnz6\n6afA/5IHg8HA3XffTVVVFadOnbJd74EHHuD666/H09Oz3nO+9tprLFiwgNDQUHx8fHjiiSf45z//\nednv5uuvv+bLL7/k8ccfB2DKlClER0eTkJDQyLcqIs0R6esLqGVBLuNSQ2Y+/PBDJk6cSJcuXers\nDw8Pp3///nWahnv16sWQIUPYsmULAG+88Qb33HPPZe+5bNkyAgICLvnTuXPnq3qO4OBghg4dyiuv\nvB4hoAkAABczSURBVEJ1dTW7d+/m1KlTthfh1fje976Hl5cXsbGxvPLKK3WSlMzMTHr27ElgYCD3\n338/JSUlTbrmhAkTOHz4MPn5+VgsFvbu3cvMmTPJz8+37du9ezcTJ07k+PHj3H777axYsYLCwkJW\nr17NHXfcwblz54C6XQsrV65k9+7dHD9+nC+++ILNmzfX+WvfarXy9ttv89Zbb5GdnY2LiwvLli0D\nLiQnAAUFBRQWFjJmzJg6MVdXV/Pqq6/i7+/P4MGDm/ScR44cYdiwYbbtiIgIMjIyLjtB2eHDh7n2\n2mvxqBnSBReS1MOHDzfpniJydS5uWbC0cpGjJmVqAkNSUotdyxobe+WfsVr5/ve/j2vNWuaTJk3i\n3XffJTs7m27dul3yM927d6/XLHzPPffw+uuvExoaSn5+fr2XzXf9+te/vmRXQnO99NJLTJs2zdZV\n8re//Y2goKCrvt7GjRsBeP/995k3bx4pKSn07t2bIUOGcPjwYQYMGMDZs2e55557eOCBBy7Zb/9d\nffr0oXfv3mzfvp2QkBCuueYaPD09iYmJse2rqKhg9OjRPPPMM8THxxMXFwdc6MIYM2YM//nPf7j3\n3nvrXPedd97hZz/7me2/2/+3d/dRUZV5HMC/F3kbHVipI4mSwGIRzgw4NB5QlAa1DAzxbaVdshXM\ntVhTt9yVdU9Wmy+RtGfbkxodW7WO2obKSsHBCAfGLG0FAsWXSAGBMsB0GZGBGee3fxB3mYRhcHgd\nfp9z5hzm3vvceX7zzNz58dx7nyc5OdmsF0IQBCQmJmLChAkAgCVLloj/sXd1j/XJkyfh4eGBpqYm\nODo6Ijc3F24/HVS6c/PmTYwaNUp8Lv3pPxedTgcPDw+ryrSXu3LlilWvyRi7O2OdneHl7IzvW1tx\nWa8XJ5nqD9yzMAQIgoAjR47g+vXruH79Og4fPgwAGDNmDOq6uOf2hx9+MOuOFwQBCxcuxLFjx7B9\n+/ZuexX6Sm1tLZ544gns378fBoMBZWVlSE1NRXZ2ts37njdvHqZOnYqMjAwAbQnTxIkTAbT1rLzx\nxhs96ipvPxXR8XTD9OnTodVqodVqERoaCicnJ9TU1CA9Pd2s5+XEiROdDnFcX19vlhh1liS1X48C\nABKJBC3djAkfFhYmfjbmz5+PlJQUq2OUSqVmvS03fzoXainZ+HkZoC25cP/p4ivGWN8ZqFMR3LNg\nhbvpDegPs2fPxj/+8Q80NDSYJQZnzpzBpUuXMHPmTLPtJRIJoqKi8M477+DSpUvd7n/Lli3YunVr\np+sEQUBjY6PF8p1d1X/8+HF4e3vj0UcfBQA8+OCDiImJwSeffILo6Ohu69Qdo9HY5d0ERNSjEdAi\nIiKQlpYGHx8fJCYmAmg7PbF37174+PiICYSXlxcSExOxffv2bvfp6emJ2tpa8XlNTY3V9elu2ORR\no0Zhx44d8PHxQUFBAR555JFu9ymTyVBSUoLY2FgAQGlpKe67774uexXay5SXl6OlpUU8FVFaWool\nS5ZYHQtj7O6EuLkh+8cfsffqVdQbDP32utyzMITNmjULkZGRWLRoESoqKgC0HbSffPJJJCUlwd/f\n/44yW7ZsQUFBgdjNbcmGDRvM7iTo+LCUKJhMJuj1ehgMBphMJrS0tMDw04c6MDAQ58+fh0ajARHh\n0qVLyMzMxKRJkzrdFxGJ+yIitLS0iLf2ffPNN8jLy4PRaMTt27eRnp6Ozz//HHPnzgXQdlHid999\nB6Ctp+XPf/6z+KMIAMuWLUNCQkKXcURERKCoqAharRbh4eEA2s7pX758GRqNRkwWli5dioyMDDEm\ng8GAEydOiK/d0eLFi/HWW2+hvr4eOp2u07s8ukpoRo8eDUEQxLbuapvf/e534nUOAGAwGKDX62Ey\nmdDa2gq9Xi++xtNPP413330XlZWVaGpqwmuvvWbxPQHaErygoCBs2rQJJpMJOTk5KCwsxKJFiyyW\nY4zZTvVTr1/2jz9iVXm5VY9eQcNMVyEP5rfC19eX8vLyOl2n1+tp/fr1dP/995NUKqWJEydSSkqK\n2TZqtZree++9Tst7e3tTQUFBr9Z39+7dJAiC2SMhIUFc/84775C/vz9JJBLy9PSktWvXktFoJCIi\nrVZLUqlU3Faj0Yj7cHBwIEEQKDIykoiIzp07RyqVitzc3MjNzY3CwsLos88+E8umpqaSl5cXjRo1\nijw9PWnFihXU2Ngorp81axbt2rXLYixeXl4UHBxstiw6OpqcnZ3p1q1b4rL8/HwKCwsjNzc3uuee\ne+jxxx+n6upqIjJ//41GI61cuZLc3NzI39+f3nrrLRIEQdzPz9tqz549NGPGDPH5unXraPTo0eTh\n4UEnT568Yz0RUU1NDbm4uFBJSQkRET3yyCNm758gCGZt/re//Y3Gjh1Lv/jFLygxMZFaW1stvidE\nRJWVlaRWq0kqldJDDz3U5eeTaHB/txgbagwmE71WWUlJFy9a/eiN76BANLymWhQEodP/3LpazuxT\na2srlEolSktLzW697G95eXmIj48XB9myR/zdYmxg9cZ3kE9DsGHJ2dkZZWVl/Z4o6PV65ObmgohQ\nX1+PV1991ezUCGOMDUacLDDWj4gI69evFwdlGj9+fJejUw6k48ePmw2T3XGoccbY8MOnIbpZzhiz\nDX+3GBtYfBqCMcYYY32uT5OFnJwcKBQKTJo0qdOBYi5fvozp06dDLpcjMjLS7P7ztWvXIiAgAAqF\nwmymv5ycHMjlcsjlcixbtgy3b98W161evRoymQwhISEoLi7uy9AYY4yxYaPPkoWWlhY899xzyMnJ\nQWlpKQ4ePHjHD/iaNWuwcuVKnD17Fhs3bhSH/z106BDOnTuH8+fP49SpU0hJSUFDQwMMBgMSExPx\n73//G2fPnoWPjw927twplrly5QrKysrw3nvvdXuvOGOMMcas02fJwqlTpyCTyTB+/Hg4OjoiLi4O\nWVlZZttcvHhRHGVQrVbj6NGjMJlMuHjxIiIiIuDg4ICRI0dCqVTi008/RV1dHUaOHCkO4Tt79mxk\nZmYCALKyssSZDJVKJYxGY49Gx2OMMcZY5/osWaipqcH9998vPvf29r7jx1uhUIhj9WdkZKCpqQn1\n9fVQKBTIyclBc3MzGhoaoNFoUF1dDS8vLzQ3N6OwsBAAcPDgQVRXVwNom3Ogu9ezxMPDQ5wdkB/8\n4EfvPSwNHc0YGxr6bG4IQbA8jj3QNl3vypUrkZaWhmnTpsHX1xeCICAmJganT5/GlClTcM899yA0\nNBQA4ODggAMHDuD3v/89mpubER0dbfY6P7/as6s6vPLKK+LfarUaarW600l/GGOMsaEmPz8f+b04\nWzKAvhuHVavV0ty5c8Xnb7zxBm3atKnL7Zubm8nLy6vTdcuWLaMjR47csVyj0dCCBQuIiCgxMZHS\n09PFdTKZjGpqau4o04chDwoajWagq9Cn7Dk+e46NiOMb6ji+oas3fvf67DTElClTcPbsWdTW1sJg\nMOCjjz5CVFSU2TbXr18XewNSU1MRHx8PoG0iohs3bgAALly4gFOnTmHOnDkAgGvXrgFoG65327Zt\nWL58OQAgOjoa+/btAwAUFRVhxIgRnU7/a+96PZscZOw5PnuODeD4hjqOb3jrs9MQrq6u2LlzJ+bM\nmQOTyYSlS5ciJCQEL7/8MlQqFWJiYpCXl4e//OUvcHFxQVhYmDjFb2trK8LDw+Hk5ASpVIoPP/xQ\nnAr39ddfR3Z2NkaMGIFnnnlGnGFw0aJF0Gg0kMlkcHFxwe7du/sqNMYYY2xY6bNkAQCioqLu6E14\n9dVXxb8XL16MxYsX31HO1dUVZWVlne5z27ZtXQ6P+/bbb9tQW8YYY4x1ZlgO98wYY4wNJ7b+1Pdp\nz8JgNMxyI8YYY8xmPDcEY4wxxiziZIExxhhjFtlVstDdxFUtLS2Ii4uDQqFAeHg4qqqqxHVbt27F\npEmToFAo8Omnn/Znta1yt7FVVlZCIpFAqVRCqVQiKSmpv6tule7i02q1CAkJgZOTkzjqZ7u9e/dC\nJpNBJpPh/fff768q94gt8Y0YMUJsv/nz5/dXlXuku/i2bdsGmUwGuVyOiIgIVFRUiOvsof0sxTfY\n26+72Hbs2IHg4GAEBQVBpVKJI+gCg/+4Cdx9fPZy7Gx36NAhODg4oKioSFzWo/azeaSGQUKv15Ov\nry/V1NSQwWAglUpFRUVFZtukpqbSmjVriIgoIyOD5s2bR0REp0+fJpVKRUajkWpqasjX15daWlr6\nPYau2BJbRUUFyeXyfq9zT1gTX2VlJZWWltLTTz9NBw8eFJd/99135O/vTzqdjnQ6Hfn7+9PVq1f7\nOwSLbImPiEgqlfZndXvMmvi0Wi3p9XoiItq5cyfNnz+fiOyn/bqKj2hwt581sel0OvHvzMxMioiI\nIKLBf9wksi0+ezl2EhE1NjbSjBkzaOrUqVRYWEhEPW8/u+lZsGbiquzsbHGyqXnz5uGLL76AyWRC\nVlYWnnzySXEgJ5lMhq+++mogwujU3cZGQ+RiTmvi8/HxgUKhgIOD+Uc2NzcXUVFRkEqlkEqlePzx\nx5Gbm9uf1e+WLfENBdbEN2PGDHGslPDwcHE6entpv67iG+ysiU0qlYp/37x5E15eXgAw6I+bgG3x\nDQXWxAcAL730EpKTk8XPKNDz9ht6R6YuWDNxVcdtHBwccO+996Kurg61tbXw9va2WHYg2RIb0Nad\nNnnyZEybNg3Hjh3rv4pbyZr4ujLY2w6wLT4A0Ov1UKlUCAkJwUcffdQXVbRJT+NLS0tDbGwsAPts\nv47xAYO7/ayNbceOHZg4cSJeeOEFbN26FYB9tV1n8QH2cewsKipCbW0toqOjzZb3tP3s5tZJex4/\nwZbYxo0bh9raWri7u6O4uBhPPPEEysrKMHr06F6soW3sue0A2+Orra2Fp6cnKioqMHPmTAQHByMg\nIKCXame7nsS3b98+FBUVoaCgoA9r1LtsjW8wt5+1sSUlJSEpKQkHDhxAYmIiNBpNH9esd9gSnz0c\nO00mE1544QXs3btXXHa3Pc5207Pg7e0tTlcNANXV1WYZV/s2V65cAdD2Jl67dg1jxoy5o+zPs7WB\nZktszs7OcHd3BwAolUrI5XJcuHCh/ypvBWvi66jjF6SnZQeCLfEBgKenJwDAz88Pjz32mNkFSoOB\ntfF99tln2Lx5MzIzM+Hk5NSjsgPJlviAwd1+PX3/4+Li8J///KfTsoPtuAnYFp89HDt1Oh3Kysqg\nVqvh5+eHkydPIjY2FoWFhT1vvz667qLfNTc3k4+PD9XU1FBrayupVCrxQo52HS8CPHz4MMXExBDR\n/y/0MBgMVF1dTT4+PtTa2trvMXTFltiuXbtGt2/fJqK2C3bGjRtH9fX1/RtAN6yJr91vf/vbTi9w\nbGxspMbGRvrlL3856C6QsyW+GzduiJ/FhoYGCggIoJKSkn6pt7Wsia+oqIj8/f3p22+/NVtuL+3X\nVXyDvf2sia2iokL8OzMzk1QqFREN/uMmkW3x2duxk4hIrVbfcYGjte1nN8kCEVF2djbJZDIKDAyk\nLVu2EBHRxo0bKTMzk4jarhz91a9+RXK5nKZOnWr2Idm8eTMFBgaSTCajnJycgai+RXcb28GDB0km\nk5FCoSC5XH7HlfaDRXfxffXVV+Tt7U2jRo2ie++91+wq5X/+858UGBhIgYGBtGfPngGpf3fuNr4T\nJ06QXC6noKAgCggIoO3btw9YDJZ0Fd/HH39MRESzZ8+msWPH0uTJk2ny5MkUGxsrlh3K7dddfEOh\n/br7bK5atYoUCgXJZDKKiIigc+fOiWUH+3GT6O7js5djZ0cdkwWinrXfsJsbgjHGGGM9YzfXLDDG\nGGOsb3CywBhjjDGLOFlgjDHGmEWcLDDGGGPMIk4WGLMDL730EgICAhAcHIzg4GBx2NYVK1bg/Pnz\nvf56HYfI7S/h4eEAgKqqKhw4cEBcXlhYiDVr1lgsm5aWhg8++AAAsGfPHnz//fd9V1HG7BDfDcHY\nEJefn48NGzagoKAATk5OaGxsxK1btzB27Ng+e003NzfodLo+278l+fn5ePPNN/Hxxx/fVfnIyEik\npqbi4Ycf7uWaMWa/uGeBsSGuvr4eY8aMEUcNdHd3FxMFtVotTrnbPv59eHg4VqxYgeeffx4AsGzZ\nMqxZswYRERGYMGEC9u/fD6BtUp3IyEg8/PDDeOihh5Cenm6xHo2NjYiOjkZwcDAUCgX+9a9/AQC+\n/PJLTJ06FUFBQYiMjBQnWVKr1UhOTsa0adPg5+cnjr1fUlKC0NBQKJVKBAUF4dKlSwD+35uRnJyM\n48ePQ6lU4u9//zvy8/MRExMDIoKfnx/++9//inV68MEHUVdXh1deeQVvvvkmDh06hNOnTyM+Ph5K\npRLZ2dlYsGCBuH1ubi4WLlxoQ2swZp84WWBsiJszZw4uX76MwMBAPPfcc8jLyxPXCYIAQRBQVVWF\n119/HcXFxTh+/Di++eYbs2Gl6+rqoNVqcfToUWzYsAEAIJFIkJWVhcLCQnz++ef405/+ZHFc+Zyc\nHPj6+qKkpARnzpzB3Llz0draiueffx6ffPIJSktL8eyzz2L9+vVi3QDgiy++wI4dO/DXv/4VAPDu\nu+/ixRdfRHFxMb7++muMHz/ebPuUlBTMmDEDxcXFWLt2rVmssbGxyMjIANA2I5+vry88PT3F92HR\nokVQqVTYv38/iouLER0djQsXLuDatWsAgN27d2P58uW2NQhjdoiTBcaGOHd3d3z99dfYvn077rvv\nPjz11FPYtWuXuJ6IcOrUKcyaNQtubm5wcHDA4sWLxR9+QRAwb948AEBgYCAaGhoAAAaDAWvXroVc\nLsejjz6Kuro6i+f6lUoljh49iuTkZGi1WkilUpSWlqK8vByzZ8+GUqnE5s2b8cMPP4hl2mdnDAkJ\nEcepnz59OjZt2oSUlBSUl5fD1dXV7HUsJSxxcXFij8aHH36IuLi4TrfruI+lS5figw8+wI0bN3Dy\n5ElERUV1uX/Ghiu7mXWSseFsxIgRmDlzJmbOnAmFQoFdu3bhmWeeEdcLgmD2A/nzH1xnZ2ezbQHg\n/fffR2NjI86cOQNBEODn5wej0dhlHR544AEUFhYiKysLL7/8MiIjI8XTElqtttMyLi4uYv1NJhMA\n4Ne//jXCwsKQlZWFmJgYpKWlITIy0qr3ISwsDN9++y0aGhpw5MgRbNy4sdPtOvaqJCQkICYmBq6u\nrliyZAkcHPh/KMZ+jr8VjA1x5eXlqKysFJ8XFxebzR4nCAJCQ0Oh0Wig0+lw+/ZtHD58uNvpbfV6\nvdiFr9VqUVVVZXH7q1evYuTIkYiPj8eLL76I06dPIygoCFeuXEFxcTEAwGg04uLFixb3U1VVBT8/\nP6xatQqxsbFi2XYSiQS3bt3qtKwgCFiwYAH+8Ic/YNKkSfDw8BDXtSdIEokETU1N4nIvLy+MGzcO\nmzZtQkJCgsW6MTZccc8CY0OcTqdDUlISmpqaYDQaMXHiRLPTEAAwYcIE/PGPf8TkyZMxduxYPPDA\nA5BIJOL6jolD+9/x8fGYM2cOgoODoVKpEBgY2On27UpLS7Fu3To4OjrC0dERb7/9NpydnZGeno5n\nn30WLS0tMBqNWL16NQICAu4o377Pffv24cCBA3B0dISXlxeSk5PN1iuVSrS2tkKhUGD58uVQKpVm\n9YmLi8OUKVOwd+/eTve/dOlSJCQkwN3dHV9++SVcXFzwm9/8Bg0NDZ3WizHGt04yNmw0NzdDIpHA\naDRi4cKFeOqpp7BkyZKBrtagsHr1agQHB/PFjYx1gZMFxoaJdevW4dixY7hx4wYee+wx7Ny5s9tT\nEcNBaGgoXF1dkZuba3btBmPs/zhZYIwxxphFfIEjY4wxxiziZIExxhhjFnGywBhjjDGLOFlgjDHG\nmEWcLDDGGGPMIk4WGGOMMWbR/wC2lT0+/FugPwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x7f509bca9850>"
}
],
"prompt_number": 29
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "weight = 0.5"
},
{
"cell_type": "code",
"collapsed": false,
"input": "reload(util)\nf2 = util.Formula.grab(\"5197ae5491e27679b440b779\")\nf2.plot_corr()\nf2.update_FOM_S20(\"/mnt/w76/data/Strip20_DiMuon_redux.root.t_b\", plot=True)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "CMD: test-matrixnet /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR0_5/Strip20_DiMuon_redux.root.t_b.MN /mnt/w76/data/Strip20_DiMuon_redux.root.t_b B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang is_signal /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR0_5/data/matrixnet.bin\n>>Success"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\nPrepare data from '/mnt/w76/data/Strip20_DiMuon_redux.root.t_b' (31,947 lines)\noutput: /tmp/24053.test-matrixnet/Strip20_DiMuon_redux.root.t_b.MN-tmp\n/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR0_5/Strip20_DiMuon_redux.root.t_b.MN\n\n>>ERRORS\n\n"
},
{
"html": "<pre>\n&ltclass 'pandas.core.frame.DataFrame'&gt\nInt64Index: 31947 entries, 0 to 31946\nData columns (total 1 columns):\n0 31947 non-null values\ndtypes: float64(1)\n</pre>",
"output_type": "pyout",
"prompt_number": 8,
"text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 31947 entries, 0 to 31946\nData columns (total 1 columns):\n0 31947 non-null values\ndtypes: float64(1)"
},
{
"output_type": "display_data",
"png": 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Tp7skO3ZuO2XKFJ566ikAXn75ZWbMmEFCQgK///57seWPZ82aRWJiInFxccyY\nMcMl18eWLVt0Q2JxOXI8Hc+6devyxRdfMHXqVJKSkujUqRMdO3bk3//+t9u2DRw40KXsdFl4Efbu\n3ZtbbrmFVatWERsbqycDf/nll4mNjeXYsWMkJiZy9913A7B161b+/ve/6+tnZmZy7Ngxt3LY3r4b\nb7zxBitWrNAT5O7Zs4cePXowcuRIkpKSSE5OZuzYsbq3RCChfpGRkWzatInk5GS++OIL/fc8b948\nxowZwzXXXEN2dnaxoZje/r8NBgNdu3Zl0qRJtGvXjqZNm3Lrrbdy5MgRPTny2LFjef7550vU6Q/J\nyckMHDiQxMREOnbsyLhx4+jYsSMAN9xwAydPniQ4OJg333yTm266ibi4OObNm6cnzQbHDQ+j0aiv\nN3LkSDp06MDatWsZOHCg23lKo0mTJrz++usMHDjQxcvFn+uVko6bwWCgW7du3HzzzXTo0IEbb7yR\n7t2706tXL/r370+7du0YNGgQ8fHxZRJCq4VHxsXFsWXLFp588knAkQtNOw/u2bNHPz8tX77cLS/R\nlClT+N///gc4QrLnzJlDp06dKrSMuiAIVQ+DKotSBIIgCKWgb9++fPDBB14nalWVvXv3Mn/+fK+V\nvS5HXnvtNVq0aMGNN95Y2VKEGsTAgQNJS0srt/7tdjtWq5WQkBAOHTrEtddeS0ZGhktYVVXgtttu\n45FHHtErtgnl/90IBLPZrBsBnn/+eY4cOcLrr79eyaqqDl9++SUZGRlMmjSpsqW4oB23vLw8+vTp\nw+uvv+6TUV0QBKEyEEOOIAiVzldffcWPP/6o370WBEGoSC5evEjfvn2xWCxYLBZmzJjhU+WwiuSP\nP/7gjjvuKLEku1D5LF68mOeeew6z2UxsbCyLFi1yyYclVE1Gjx7Nvn37uHDhArfffrvPucEEQRAq\nAzHkCIIgCF6ZNGmSW/WdBx54wGOVLEEQfOfZZ591y6txyy238Pjjj1eSIsEb3bt3p6CgwGXZwoUL\nXSo5lcQ333yjl+jWuPLKKz3mthJKj+xvQRBqOmLIEQRBEARBEARBEARBqCZIsmNBEARBEARBEARB\nEIRqghhyBEEQBEEQBEEQBEEQqgliyBEEQRAEQRAEQRAEQagmiCFHEARBEARBEARBEAShmiCGHEEQ\nBEEQBEEQBEEQhGqCGHIEQRAEQRAEQRAEQRCqCWLIEQSh0nn++ee5+uqriY+PZ86cOZUtRxAEQRAE\nQRAEococ1rZYAAAgAElEQVQihhxBECqVbdu2sXDhQnbt2sXOnTv54osv2L17d2XLEgRBEARBEARB\nqJKIIUcQhErlwIEDdO/enbCwMEwmE9deey0rVqyobFmCIAiCIAiCIAhVEjHkCIJQqSQkJPDDDz9w\n9uxZ8vLy+PLLL8nKyqpsWYIgCIIgCIIgCFWSoMoWIAjC5U1CQgIPPfQQqamphIeH07FjR7c2BoOh\nEpQJglAeKKUqW0LAyLlIEGoO1flcBHI+EgQNf37LEQYDZh/b1qtXj7NnzwYmqgIwqOp+FhMEoUYx\nbdo06tevz3333acvMxgM1f6Ca9q0aUybNq2yZQRMddcP1X8bqrt+qP6/5eL0V4fjU9U1ir7SU9U1\nVhV91f1cBJohZ1qRpWuAVKc2oNSfz0Yj2O1gNBqw25W+3Lmt1qbour7hOr5nDY6xK1dDee4H9/Er\nVoPn8YvX4DpOZWoorm3R55AQExbLVL9+ywaDgWd8bDuFqm3wFY8cQRAqndOnT9OgQQNOnjzJkiVL\nWL16dWVLEgRBEARBqNZoc1DtWZso2+3KZbmnNkXXdWAAQoCCUmhQpdTgP2W/H2qaBvf+K0tDcW2L\nPhcW2gLSEBzQWlUPMeQIglDp/O1vf+PixYsEBwfz2muv0bhx48qWJAiCIAiCUMOIxmCohVK/efk8\nBsjHYDjtZcLeA+gALACsfo/uj1eHf144oqE8NJTX2GU1TqDaaooBpKZshyAI1Zh169ZVtoRyJzU1\ntbIllIrqrh+q/zZUd/01nepwfKq6RtFXeqq6xqqur/rTspjPGgOjUeoIkAUUdYHoBFwLbEKpM4Cn\nWfJmYNOl0DRPE/DixvfPq8NXA0fV01D8+OWvoeTxfdXgq6EkUA3+jlNWhFfscOWG5MgRBKHKUxNi\n2QVBqP6/5equXxAEBzXht+w5R463tqDU1RgMN6DUPgyG71DKVsQA8VcgGYPhM5Q6EGB+mpI0eH/2\npW1FaPBHZ3lp8Na2rCjNfihvDf60CQ42Ulj4X79z5LzlY9u/IzlyBEEQBKFCqF+/PufOnatsGZc9\nVb3SgyAIwuWEYy76G0r9DjRBKSNgKzJx3gFciVJXAgfKLCeKqwZPzyFAKGBBy73jrW35afCvTXlr\n8Na2rCjNfihvDf60sVo9JNbxgZpiAKkp2yEIgiAInDt3rkrfPblckLK4giAIFUkjIAnYBOR4aVMA\nLCqmj1PA3DLW5QuNgRbAYeB4JYwvVFcCvdyrKcmOjZUtQBAEQRAEQRAEQQgEIzAGaAfk+byWJ3u7\ntszX59Li6CcL2ACcqBQN3nWJhsoYu2ifxY0d6PhBPj6qOtVBoyAIgiAIgiAIguAR3+7N+5r3pKTQ\nm9I4vnrSAMqtz4rWUBX2Q3XVUBp8zcHjaWyj0RCQBvHIEQRBEARBEARBECoRO/AZcAaoW2zLkibi\nFRGZ7EmDp9wsFa3B0+eioWprsNsDExjs46MoWVlZ9OnTh4SEBNq2bcsLL7zg1mbmzJkkJyeTnJxM\nQkICQUFBnD9/PiCdJSFVqwRBqPLUhOoSQsUg35WqgbfjUN2PT3XXLwiCg5rwW/atalUKjlLQHwPm\nclYkVB0SgK7Ap0BNLwAxze+qVd/52PavuFat+v333zl16hTx8fHk5OTQqVMnli5dSlJSksf1v/ji\nC2bPns3KlSt91ucP4pEjCIIgCOVMy5YtWbVqldvydevW0a5duzIdKzU1lXfeecentqtXr6ZFixZE\nRUXx+eefl6kOQRAEoTJphGMyX3jp4V+Ok/LKveKLhvLOl1+zNQQBA4Aw4IJfY1fkfigLDSZTYOIC\nzZHTuHFj4uPjAahVqxaJiYkcP+49QfeiRYsYNWpUQBp9QQw5QoWglMJqtWKz2SpbiiAIQoVjMBg8\nVnLq3bs3+/fvL3H9adOmMXbs2FKN5Yknn3ySRx55hOzsbIYMGYLRaOTw4cM+rSsIgiBUZSyAAUeQ\niMOroKQwFufJtCNvieHSe4Pb587P/uCLhj9z55RPwt3qoEFb5tj3hhKPwZ8aFGDDcew9C/M15015\n7oey0GCzlW1o1R7gfadHcWRmZvLTTz+RkpLi8fO8vDy++eYbbr755oA0+oIkOxbKBaUUSilsNht2\nux273Y7FYkEpRUREBMHBwT5PNARBEITy4dixY3To0MFlWXUPNxAEQRAAzgNLgFg0Q05JuE+q44HW\nKPUNYC6XZLcla/DtuaZp+FNLHHAlSn0P5PigwQa8C8ThME8EfhO9KuyH8hjLmwGk66WHxjwv7XJy\nchgxYgRz5swhKirKY5sVK1aQkpJC3brF560qDeKRI5QaZ6NNYWEh+fn55OfnU1BQgNVqRSmFwWDA\naDSilCI3Nxez2Yzdbq9s6YIgCBVGeno6ycnJREZGMnToUMxmM2vWrCE2NlZvM23aNBo3bkxUVBRX\nXXUVq1atIi0tjeeee47FixcTFRVFcnKyX+O+8sortGzZktq1a3Pttddy6NAhAFq3bk1mZiaDBw8m\nKiqKnj17ApCUlERUVBRLly4tu40XBEEQKoGjwCYcCZEDYS+wGsmvU5nsA9YAuX6scxZYB+SXh6BL\nJAEPA/HlOEbxBOoTEGiyY4DCwkJuvvlmRo8ezdChQ72O8dFHH5VrWBWIR44QAJrhRvO0sdvtLndw\nNbd+zeNGa1tY6IjPDQoKwmKxUFhYSHh4uHjnCIJQYZTVqcbfO0FKKZYtW8bKlSsxGo306tWLt99+\nm8TERL3N7t27mTdvHjt37qRJkyYcP34ci8VCy5YteeKJJzh06BDvvfeeX+MuWrSIV155hdWrV9Oq\nVSuef/55hg8fTnp6OocOHaJVq1a888479O3bFwCj0ciuXbu48sor/dtAQRAEocrircy0p5LPrp/Z\nMRgulEuZaU8a/NFZ3TSU1K93DTYMhuxLN8YrS4OnNt0BE3CoTDX40lYjONiExeL/fgjUAKKUYsKE\nCXTo0IEHH3zQa7sLFy6wdu1aFi1aFOBIviGGHKFEPIVJOaN52zi3t9lsWK1WrFarbsAxGo3YbDaU\nUgQHB+veOaGhoYSFhbn0IQiCUB5UVtSQwWDg3nvvJTo6GoDBgwezc+dOF0NOeHg4BQUF/Pzzz0RH\nR9OsWTP9M+087C9vvfUWjz32GK1atQLg0Ucf5emnn+bgwYNcddVVpdwqQRAEoXIx4ou3jePvw4RS\ndkCVmJfF/dnIn+FZgf2R+hIiU94hO5WpwZ+wJPfPVBXQULTN70AEUB84VmYafGmrYbEEFjbmzdum\nJDZs2MDChQtJTEzUvaOfffZZjhw5AsA//vEPAJYvX86AAQMIDw8PcCTfEEOO4IJ2otAMNprhRaOo\nt422TmFhoW60sVqtmEwmgoKCCA4OJjw8HKPRiMVi0Y07VquVsLAwTCaTi3dOSEhIhW+zIAhCRdCk\nSRP9dUREhFulgzZt2jBr1iymTp3Kvn376Nu3L7NnzyYmJibgMY8ePcr999/Pww8/7LL81KlTYsgR\nBEGo9twDvO5Du2YYDPEogx1D0FaU5Xyx3h3un3UHOuBIAVvgtLwO3iojFdevL54lZeWFU101lLU3\nUmk0eGY5cCXwR7lqKA8CNa+kpKT4lBpk3LhxjBs3LsBRfEdcIC5znMOeCgoKKCgoID8/Xze6wJ8e\nN0ajEYPBgFKKgoICcnNzuXDhAufOncNsNqOUIiwsjLp161KnTh0iIyMJDQ3FZDLphh+j0UhYWBhB\nQUHk5eVRWFioe+Lk5OSQk5MjuXMEQbhsGTNmDBs2bODIkSOEhoYyefJkAAINP23atCnz58/n3Llz\n+iM3N1fPhyMIgiBUZ970sd1xVHA6tOmGajoMMBY7cXb/bBOwAEclLI1hwF04ypz7hj/eLeU1sa8u\nGsraG6k0GrxzGK20fXlpKA9KkyOnKiGGnMsMT4abgoICLl68iNnsSGTmbLgBsNls5Ofnk5OTw/nz\n57lw4QIWiwWj0UhERAT16tWjdu3aREREEBISUmKIlMFgICQkhIiICKxWqz6uyWQiOzub7OxsPRxL\nEAShJuIpTOrgwYOsW7cOq9VKSEgIoaGh+vk0OjqarKwsv8Or7r77bp599ll+/fVXwGEwX758udf2\n9evXJyMjw68xBEEQhMrCWuynLiWbQxtgNCmwnMZoMrp87tbW7VldGsv5P+gKHDlSTvmuAdCmCUaj\nazltT21KU95bNPijwb3/itbgqd+SypyHhJgC0hDk46OqI4acGo5zNSnN28a5mhSge9pod3w140p2\ndjbnz58nJycHq9VKUFAQUVFR1K1bl6ioqFInKjYajYSHh+veOZoHEEBubi55eXkB5YQQqh9PPvkk\nV199Ne3atWP48OHk5eVVtiRBKFecz7nac35+Pg8++CD16tWjQYMGHD9+nBkzZgAwYsQIzGYzderU\noUuXLj6PM2bMGO6++26uv/56ateuTdu2bYs15EyZMoWRI0dSr149li1bVootFARBECoPR/CIi8eD\n+Rj2wnwIa4rd7p5zxf/cMD/jyM/TvFglRfvRHO+L06C1Ka/8NKKhqAb3/itagz85crTnwsIAc+QE\n+fao6hiUzJRrDM7VpDQDTtH8Ns7P4MiFoxlutHVNJhPBwcEEBQURFBRUZkmICwoK9P6LYrfbyc/P\nx263ExERgcFgwG6368ae4ODq4OAmBMKvv/5K//792b9/PyEhIYwcOZL+/fszYcIEvY0W0icIJSHf\nlaqBt+NQ3Y9PddcvCIKDmvBbdlzPTyuyNBzoDEQDK3BLhGwwgTEYbGVVljoS/8piC85UdG6Yqqmh\nKQZDJEr96vHTkvVN8+u3bDAYuBDmW9s6+Z49qKsK1cDWJHgj0DLgztWklFK6YSU4OFg3opQX3vrW\ncufk5eWRl5dHaGgoQUFBaJWtQkJCCA8PL1dtQuVQv359goODyc3NxWg0kpeXR4sWLSpbliAIgiAI\nQjXDDGzEayUrZQOb714MJZerzq0wI0B5lQUvi7ED1eDPOjVTQwwwAqUO48i34/69LdpfWRz34MAi\nsqocYsipRhQ12jgnBXZOJuzcXisDrlWTAnRvG+dExLm5uS5JiSsLg8FAWFiYHv6l5YjQki+Ld07N\no379+jz88MNcccUVhIeHM2DAAPr16+fW7sknp+kxsampqaSmplasUEGoQtSqVcvj+TotLY1evXpV\ngiLPrFmzhjVr1lS2DEEQhMsI98mwPxNvT5/5H3bljmioXhqK+6zsNNS69JwXkIagICPW4tNEeSSo\nhlhAJLSqiuIpTMpsNhMcHOxicClaBtzZaONcBtw5TMrTxb9myAkL89HXLAAKCgpQSnkN1bLb7ZjN\nZiIjI9FKmhcWFhISEqJ75yilxDunhnHo0CEGDx7MunXrqFOnDiNGjGD48OHcdtttehuDwcCxY4pm\nzSpRqFAtqAnu8jUBCa0SBKEqUxN+y55DqwQHRiAER4jZsUrWIngnFBiC41gtpqTk3UVxGHb8D61S\nPhZaM/whoVWCD/gSJmW1WgkODnapJqUZbKxWKzabTTfYaCW+yyq/TVng748sJCQEk8kk3jk1nC1b\nttCzZ0+io6MBGDZsGOvXr3cx5AAcPYoYcgRBEARBEKoEDYAewGZKqlxV8QQDLYF6iCGnKlMALA14\n7YBtLDXEAlJ1ZvmXGd6qSRUWFuohU1oJcM0Yo5TCYrHoZcAvXryolwGPjIz0uwx4dcBkMhEeHo7R\naMRsNmO1WjEajSil9FLlVdlSKpRMmzZt2Lx5s55we+XKlbRp08atXVZWJYgTBEEQBEGooRR1bi+p\n3LMrI4F2wLlSa9Ae/mvwRgGwH9jkswZ/nssK534rS4OzlsoaO1ANAeupIfXHq4HE6o/mbaN53Hiq\nJuWclFhbxzlESisXbjQa9dAib2FSNQ2DwaAnP3b2ztEqXSmlxDunGtO1a1eGDx9OYmIiRqOR5ORk\n/vWvf7m1O3q0EsQJgiAIgiDUYLSpRHH3RT1/Vro5iLdktUWXBZJ/xV8dlanB21SuIjQ45pHeO6zI\ne+X+7odSUUMsIJIjpxzwJUzK+RlwqyZls9ncyoDn5uYSGhpKSEhImWsuzxw5mvdRfn4+RqORIC8Z\npmw2GwUFBURERBTblxZapeUKCg4Oxm63ExYWRlhY2GVh3LrcMBgMPPywYubMylYiVHVqQt6DmoDk\nyBEEoSpTE37LlZ8jpwnQC9gAnKxEHYL/1AUa4chJc7gc+m+JoyLV+nLouygB5Mi5yse2ByVHTo1H\nM9xoBpiihgSDweBWTUoz3GheN0op3WATERFBUFBQtTVIaEmXnR+ax5HFYtG9awLZPmfvHLPZrHso\nabl0CgsL9f0n1CzEI0cQBEEQBKH0ePOGcVAfGAxkAGuL6eUk8HEZK6tYit8P1UFDa6Af8B3+GWQK\ngNNAedXhPoMjgXEVpYZME6t/EpUKRjPaaPlt8vPz9fw2+fn55OXl6YYb5/w2VqsVs9lMdnY258+f\nJzs7m8LCQoKCgqhVqxZ169YlKipKDxGqTkYczYiVl5fHxYsXOXfuHHl5edjtdkJDQ6lTpw5169Yl\nNDSUsLAwfb+VxsKpVeMCyMvL0z2YtNw5Wr4VoeYgOXKE6kzLli1ZtWqV2/J169bRrl27SlD0J1FR\nUWRmZnr8bMGCBfTu3btiBQmCIAjlgrecOK7LeuLw1jhSLmP7knelPPPAeOq/+moYCNQB/LtINhjM\nwFkMhtMljhPYfsgGfilBg+dnfzSYTAEepFAfH1WcGmKPKj98CZPSHs5JiYvmt9EMDyEhIURERGAy\nlZcFtPwp6k3kT7Uso9FIeHg4FouFvLw83bsmEAwGA0FBQZhMJvLz8/XcOdp78c6pWYhHjlCdKZoH\nTaN3797s37+/xPWnTZvGoUOHeP/998tcW3Z2dpn3KQiCIFQ9iuZZ8ZyjJhdHyE2EHoKmeY14ey7N\n2N7y5JQ0pmgApfIwGMJQKgyDoTAADcrr2L5rKNv94I8Gmy3Am/Y1ZGooHjlF0Iw2nqpJ2Ww2wL2a\nlN1up6CgQG93/vx58vPzAQgPD6devXrUqVOHyMhI3dBQXdC8jwoKCsjNzeX8+fNcuHCBgoICjEYj\nERERflfL0sKjwsLC9H1cWu+ciAjHn43mnRMUFKR755S2f6FqcOIEXPoJCoIgeCUtLY2EhAQ6dOjA\njBkz3D5fu3YtnTp1Ijg4mI8/dg0LMJlMJCcnk5yczNChQytKsiAIQoDc7vS6rKZ1a4BVwEW3ib4/\nk+/SUtKYogFgEUqtq2QNlbsfAiLAqlVZWVn06dOHhIQE2rZtywsvvOB1iJ9++omgoCA++eSTUggt\nnsvakFNcmJSWt8ZbmFR+fr7HMuAmk8nFsFGWYVIVkZhNy29TdPsKCwsxmUylCgMrql0zwMCf4VH+\nanVOHB0aGkpoaKhuHDIYDJhMJj2kzWq1+tW/ULWoXx9+/72yVQhC4KSnp5OcnExkZCRDhw7FbDaz\nZs0aYmNj9TbTpk2jcePGREVFcdVVV7Fq1SrS0tJ47rnnWLx4MVFRUSQnJxc7TmpqKlOnTiUlJYWo\nqCiGDBnC6dOnue2226hTpw4JCQkcPvxnLL3RaNTf//777/Tr14+oqCi6d+/OoUOHymdnlBMFBQVM\nnDiRtLQ0du3axbJly0hPT3dp06JFC959911Gjx7ttn5ERATp6emkp6ezfPnyipItCIIQIDsuPQ8G\nHsSR36a0KGAXIK7QVZ8CYAuOUKbLj4Cn2CYfH0UICQnh9ddfZ/fu3Wzbto23336bnTt3urWz2Wz8\n+9//ZuDAgeU6d7+sDDnOSYYtFos+4deqIAEuhhvNSFBYWIjZbObixYucP3+enJwcbDYbwcHB1K5d\nWzdshISEeHWfr6o4h4Hl5+fr22e1Wl22r1atWnrYVFlun8FgICwsjNDQUCwWi25cCxQtWTTg5p1z\n4cIFcnNzxTunmhITI3lyhDLAYCibh58opVi2bBkrV67k6NGj/PLLL7z99tsu59Pdu3czb948du7c\nSXZ2Nj/88AOtW7dm4MCBPPHEE9x6661kZ2e7GSY8sWTJEj766COOHTtGZmYmPXr0YOLEiZw7d44u\nXbowdepUj+vdfffdNGvWjLNnz7Jw4ULefffdavWf9uOPPxIXF0fz5s0JCgpi5MiRfPnlly5tWrRo\nQUJCQoneo4IgCFWf3ThmnG2BfOCCx1aB5KfxJXeJL3jrz2g0uLyvKhr82Vel0aD9BXnq/3LWUFzb\nos/BwQFGuQTokdO4cWPi4+MBqFWrFomJiRw/ftyt3SuvvMLw4cNp2LBhYPp8pIZEiHnG2eNGC5fS\n8qiAa34bDa1dIPlfqkMpQ83jxjmHjxbqpRlBKuPiNigoSPemMZvNpQpB04xDVqtV964KDQ3Fbrfr\nxp3IyMhqFeImQGysI0/ONddUthKhWlNJ52iDwcC9995LdHQ0AIMHD2bnzp0kJibqbcLDwykoKODn\nn38mOjqaZs2a6Z/5Y+Q2GAyMHz+emJgYAAYOHMjevXtJSUkBYMSIETz66KNu65nNZr766it++eUX\ngoODadOmDRMmTGDlypUBb3dFc/ToURcPp5iYGNasWePz+vn5+XTp0gW73c5jjz3GLbfcUg4qBUEQ\nyopoHNWHzgGRODK05rm18jcvS0lt/MFbf3a79/wslamhvMKG3Mf23v/lrKG4tkWfLZYAcy54sYCs\nOed4+EJmZiY//fQT8+fPd1l+7NgxPvvsM77//nt++umncr0ZVqMMOUWTEtu1bwaOC1vNGyc8PNyl\nvbNRoyaVAYeSExNroVG5ubmYTKZyN+IUty81b6jg4GDy8/MJDg4uVWialgi5oKCAvLw8jEajS+4c\nzROoOh/fy4nYWPHIEao3TZo00V9HRES43cVp06YNs2bNYurUqezbt4++ffsye/Zs3SDjD40bN9Zf\nh4SE0KhRI5f3BQUFbuucOXMGm83mMl7z5s39HrsyKe35/NixYzRq1IiMjAz69u1LUlISbdu2dWkz\nbdo0/XVqaiqpqamlGlMQhPJnzZo1fhl1qw9nLj0vAJrhbsQJAWoDp/1KTOtP0lp/8Ccp7uWuIZAE\nwuWlobwo7230ihcLSGpDx0PjqQzP7XJychgxYgRz5swhKirK5bMHHniA559/XnfwKE8nj2pryHGu\nJqV53XirJuW8zG63YzabdcONVvlIM2yYTKZSXQhWpkeOc+iYZrypboYpg8FAcHCwboCxWq2EhYV5\nNDA558gprj/NO0dLQK3tA7PZrFe2Eu+cqk9MjFSuEmo+Y8aMYcyYMeTk5PCPf/yDyZMn8+GHH5bq\nvO3rutHR0ZhMJo4ePUqrVq0Ah4dLdSImJoYsJ4tvVlaWi4dOUYruG83g1apVK/r378/27duLNeQI\nglA9KGp0feqppypPTJmizTtsuJegjgAmALnAuyjl8F7wxbOivKYz/nh1XO4ayjuBcGV+D/zRUC6U\norR4YWEhN998M6NHj/ZYFGHbtm3ceuutAJw+fZqvv/6a4OBghgwZEvigXqg2AeKe8ttoVaK85bdR\nSullri9evKjntrHb7YSGhlKnTp0yzf9S3gaSoqFb5ZmYuLIxGo36McnLy9ONUoGihcQppcjLy8Nu\ntxMUFITdbpfKVtUE8cgRahKezjcHDx5k3bp1WK1WQkJCCA0N1Y3Y0dHRZGVl+XyeKvpf4Qvh4eEM\nGjSIp556CovFwqFDh5g/f361+d8A6Nq1K3v27OHYsWMUFhayZMkSrr/+eo9ti94pu3DhAoWFhYDD\nO+mHH34gLi6uQnQLgnD5UFJlvf3793PNNdcQHx9Phw4d+OyzzwIcKQpH/pxcDAbHf0lVz09TFTRc\nzvlpPGkork15aCiubdHnkJCKzZGjlGLChAl06NCBBx980GPXhw8fJiMjg4yMDIYPH84bb7xRLkYc\nqMKGHOdqUkXLgGshU97KgOfm5nLhwgW9DLjBYCA8PJyoqChMJhORkZE+lcmuamj7RKvCVNGJicub\noh42BoOBkJAQIiIi9KpizuFy/qL1Fxoaqn+fNOOf2WzWDX1C1UQ8coSahLPHqPacn5/Pgw8+SL16\n9WjQoAHHjx/XL/JHjBiB2WymTp06dOnSxaf+PY3l7XONuXPnkpWVRXR0NLfddhvjxo0LfCMrgbCw\nMN544w0GDBhAUlISw4YNo1OnTjz55JOsWLECcJQEjY2NZdmyZfzjH/8gISEBgL1799KpUyeSkpLo\n1asX9913n0sOI0EQhNLiS2W9Z555hjvvvJM9e/bw8ccfM2nSpABGMuDIm1MARKOUY87jnhvGiCP8\n6s8Jsed8JAagVgA6JEeOt36rYn4aTxqKa1MeGoprW/S5sDDAeVuAVas2bNjAwoULWb16NcnJySQn\nJ/P1118zd+5c5s6dG5iWUmBQVdANoaCgwC2/jfMz/GnUcM7/AhAcHKyHEhUNk7JareTk5FC3bt1y\n0W2327lw4QL16tUrk/48JSbWjBHadpaVMUrLkRMWFlYm/XkiLy+v2NC1wsJCbDabRw1ada3CwkJ9\n+81ms74ffMG5vVKKgoICfTyTyaQbcSR3TtXDYDCQkaHo0weOHKlsNUJVpjoknb8c8HYcqvvxqe76\nBUFwUFm/5bVr1/LCCy/wxRdfADBz5kzy8/OZMmWK3ubxxx+nXr16PProo2zatInJkyezfv16t74c\n16nTiiytA7QGfsNRyepK4FccYVf1cVS5cqY10AbYf2kdb3S51O4TwOLbxgpVgLo4vgM7cYTf1USm\n+fVbNhgMqFE+tv2wctOmlESVzJGjeWYUNdw4V5PSqi0FBQXpXhvOJcM9UdUn5sUlJtaqmWi5fKoL\nziFxhYWFGAyGgPLRaAYsk8lEfn6+HiLn7zF1NgqGhYXpnj7a9wiQ3DlVlGbN4ORJsNlADosgCIIg\nCNUNXyrrPf744/To0YNXXnmF3NxcVq1aVUyPzuu2Bh7EUYZ8J7AP6A40whGEcQTYCzh7tx8CvGR0\nxWPSG+EAACAASURBVDkZ7TaU2nrJAFYxSWq9JWf2J2nz5a0hBLgDRwLsnZWkoez4s+/MS49SUCUt\nIP5TZTfDOWmvv2XAvVHe1nd/+i9q4PClYpbFUvUt4EUrgWn5BoKDgwH00uKBhn2ZTCYiIiKwWCy6\nV5avxhZPx8Y5sbJz2XObzcbFixcJDQ0lPDy8yhsBLwdCQiA62mHMqWaFdAShzKlVq5bH81JaWhq9\nevWqBEWCIAhCSfhyPfnQQw9x11138eCDD7J582bGjBnD3r17vbROdXodjsNgY730PuTScxCOpMgW\nDAYjStmLTLxd0xZ4mpRr19B/PuPy7Av+TP49ayj+ubw0+DJ2+WkweN3nJWsIxvX7ULKG4vQGpsE7\ngWqAlpceYDIZsNnW+D6oRg25IVwlDTmFhYXk5uZWq2pLJeEcClbUwOFrxayq6NLtKcRNqwQWHBxM\n2LIXXdoXjpysV6NyTuTpDwaDgdDQUH1MLXl1oN8PLbGyljhaK3teWFio580R75yqgZYnRww5wuVO\nTk5OZUsQBEEQ/MSXynrr16/Xq2p1796d/Px8/vjjD72qnnfMwAYgEUcYVQGOPDlBOMqUR6GUCbA6\nTbwjcSRFzrn0KLtcKEXxZ/IfmIZaQHPggM8aii4vaVlZ4Pt+qIVS9YDfCSycLRfYCCQAkcDFEjUU\np7esKQsNNluA4qqkBcR/qmS23+DgYOrUqVPm1ZYq0hCihYIVTUxss9mqdWJiLW+Pp+0KCQlx2a7Q\nUPfabsGL/x/h4eF6gmEtt1EgaAYdcOTfKU2iYq3seXh4uJ5QWgvdstlsUtmqiiCVqwRBEARBqK74\nUlmvdevWrFy5EoB9+/aRm5tLdHS0lx5jgOFAg0vvNwNvAtk4jDmFwCngS+B9HMYdZyKAhpeeqzsN\ncGyL71TeZb0BR9jbALxbFWoDjfnTsyoQNuH4PlwsqeHlRZiPjypOlbRHGY3GUlUnKomi1ZHKqk/N\ny+bixYsuOXxCQ0OJjIysdlWy4E/DjbPHjT/bFTT+vwBYF0zXl5k+nEE4Du+c/Px83TvH3+OitXf2\nptFy3Xjqx5f+nb1zCgoKXKqi5efnS+6ccuLAgQPceuut+vvDhw/z9NNPc9999+nLlFLExBikcpUg\nCIIgCNUS58p6drudsWPH6pX1unTpwuDBg3nxxRcZP348L7zwAkop3n777WKuO0fguC9/tsjyfByT\n90Y4cuJ4vnFqMJwCTgMVn/PkTw1/vnYey/+xMwkkd4o2vqftLb/tbw30wGDYjyPszZOG48CJSjkG\nFbcfSqchYF01ZBpXJatWWSwWbDZbuRg+zp49S7169UptyPGWmNhqtVKrVq0y8yJyJi8vD62Uelmj\nVa1yDllyTirtXA0s0OPibMzRsI36t149Sgst8+TJ402z5t0Df5afV0rpuW6Ka18SWlJlzVhkMBh0\nA2N4eLhXg5FQOux2O82bN2fLli26u7HBYOD3ggLenRPCyZMwa1YlixSqLFUxBPVyRKpWCYJQlakJ\nv2XHNeh5HIac2bgmMQaIBsYBJ4HFeKpa5G3yXNFJbKuCBl/GLjsNrYEhOKqFfQvYKi2RsHP/UNH7\noXQaHG2n+fVbNhgMqId9bDuLKn2eqJIeOeU5OdZO3P56fviamPjs2bPlYsQpL5yTShcWFpKXl+dS\nKassQ74stzyCyWTC9OEMfZnpwxlEAAUjHtY9YAL1mHL2pjGbzXqZ8kD1a7l+jEYjeXl5en/gMKoV\nFhYSHh4u3jllzMqVK2ndurVbzPjPeXnExISwdWslCRMEQRAEQahSnLv0qI/DcNME+OHSZ2eAr3Ak\nhjXhyZDjLVdMaZLY+kvgGq7CUVr7W5y9WkqjoSyT+RbPIRzHqS6a9oob2xVP/Ve0lgrXUCUtIP5T\nQzajbClNYuJADEW+UhZ3D7x5EoFj+yIiIsrdCGUf/RjGRc+7LAtdOgv7zQ/qRpiwsLCAEyFrlai0\nsC2tr0COi3N/WpJm7fhbrVays7PFO6eM+eijjxg9erTb8plPP02jc1Fs3Ahr1qSSmppa8eIEIUBa\ntmzJO++8w3XXXeeyfN26dfz9739n//795Tr+oEGDGDVqFGPHji2xbWpqKmPHjmXChAmlHnfNmjVu\npXUFQRCEsmIdcPjS6xwcIVXO7L/0qIlk4QgZq7oeE8WzvQz7SgCuBT7DsV8uDy730KrLzpDjyRji\nnAdGe2gTeC0BrtForJYT9aIGKWdPosjISN0gpYVWlec2Ou93T8ac8I9fAiB/+EPk5eWVWKa8OKOW\n0WgkPDxc9zLyNVyraP+aMUnz9tH6E++c8sFisbBixQpmzJjh9tmV99zDQ8FXsXIliA1HqG4YDAaP\n57LevXv7ZMSZNm0ahw4d4v333w9o/K+++srntt60AmRmZnLllVditVp9MranproaXbVKLIIgCEJZ\ncNjpdT7wm8dW/pW8Lv/wmbLRkA9klIkGX9qWFeVzLK7DkRTZNyNOdfk+lKTPZDISUN2cGmIBqZKb\nUe4eIXa7i4GjLBMTV2bMrRYC5pzfRjPcBAcH63ljqopByj76MQA3g07YshcxOZUp1/LTeKKkcu0h\nISG6Nw04jn2gxhatv6CgIBdvH/HOKTu+/vprOnfuTMOG7lUHfs7Lo1l7OHkSbDYQm5kglIz2f1Qe\nCf4FQRCE6oHv4SmGS8sMKPVnzp2yyJXiT4iM82fexzailN3D3MuIe74g38f2T0Np94PxknZViv0A\nSuVe2h/hOMrQ+6OhLI5F+XwfPH3mPJbVGmBxpCppAfGfKllGqawvOO12OxaLhdzcXOx2u15KGhxJ\na+vVq0edOnWIjIwkJCSk2lSX0jyJ8vPzycnJ4fz582RnZ2O1WgkKCiIqKoq6desSFRVV6SXOi7vo\n1ww6zjiXKc/LyytVmXKTyURYmKOGnGaAKQ2at09QUJCuTatupR2D0pRCv5z58MMPGTVqlMfP9uXm\nEhIC0dEOY44gVDfS09NJTk4mMjKSoUOHYjabWbNmjUs+qGnTptG4cWOioqK46qqrWLVqFWlpaTz3\n3HMsXryYqKgokpOTix0nNTWVKVOm0KtXL2rXrs3hw4dJTU3lnXfeARyemhMnTqR27dq0adOGV199\n1a1aZGZmJr1796ZWrVr06dOHU6dOAdCnTx8A/b/lxx9/LOvdJAiCIJQjxU8FEnCUM3ctd17WeUr8\nmY54H7s7cEcRDUFATxzVvIofxBcNzsl3fXn2jxYYDP2ARIrT6puGd1HqexxhZr6VK9f6LZtj4frs\nK75oKPpZab97AIT6+Kji1BB71J+UlJjYZDLpXhPVDW3bzGazSwiY5nFTHULAvGnzFGqllSm33PKI\nXtkqUG8XbZ2wsDCXkufF9VVcTh1P3jmhoaG6t5d45/hPbm4uK1eu5K233vL4+QWbjQtWK7GxQWRl\nQfPmFSxQEEqBUoply5axcuVKjEYjvXr14u233yYxMVFvs3v3bubNm8fOnTtp0qQJx48fx2Kx0LJl\nS5544gkOHTrEe++959N4H/5/9t48TIrq7P/+VO+zMcO+zbAIsgoKgoJbjAtKjMYFF3BJTGLy+Cb6\nxuRJzPXLkyjRLPqEJObx1Z9JjDGJghKfaNxIJAYVVERFIkHEBZRBkEUGZqb3rvP+cfr0VHdXd1f3\ndM/0wPlcV181032qzl1VzdDn2/f9vZcu5ZlnnmHs2LGYpplWLvWrX/2KF198kffee4+amhouueSS\ntL9TQggefPBBnn32WYYMGcL8+fP56U9/ypIlS3jhhRcYO3YsBw4c6DNfemg0Go2mi/wL4DeRnjqx\nXozBKS8Cb0CaR04cWA3UZjxfWgyVTT79ECFakSJO7omcxRBFXovPAeOB+1Ft5QsdtzcTbIvJjLKj\n5HKvQ0QB6fOnUawxcSwW65GuWOUg07tHxa5EhO6UgFUjoYtuSPnkWPE9/DPcyTbloVAIv99f8nm7\n3W5qa2uJRqNpPjylkunFo54zDCPlnVNbW3tI3adKUVdXx969uf/TmVhTw+ZgkObmfmzfDnPm9GBw\nmkMGo0zGu6JIoybDMLjuuusYOFB+y3nuueeyYcOGNCGnpqaGSCTCpk2bGDhwICNGjOiaTwjH/7cY\nhsEXv/hFjjjiCICsctLly5dzww03pEoYv/vd77JixYqs/UeNGgXAJZdcwiOPPJKKQ6PRaDR9g8yS\nF5cLTBNcLgPTFDZ+JALDiCW35fFGKT6GrjGFYwjmmDX9+crGUOp1EJhmIhmDvTdM8TFMQIpw+xzG\noK4DZYyh2OuQPXeusZlbr9dNNFpCEH1eAZH0udPorjFxb3rYFEKdm9Xjxu12p/xtPB4PpmlSV1fX\n26E6wnqv1DmpDKJchBd8U5a32WTnqDbloVAoZTTsVJSzZtcYhpHyC8qX6bPrC5cAMPahx/Me2+rF\nEwqFiEQiqePH43EOHjyos3PKwOS6OjZ1dtLS0o/W1t6ORtNXKVaAKSfDhg1L/VxbW8tHH32U9vr4\n8eNZsmQJ3//+93nrrbc47bTT+OUvf0lzc3PRcw0fPjzna3v27GGkJaVtpE16mzVWJTBpNBqNphox\nkG14sq0DMjMeVAWtaYq057t+NhDCSP6ePSb3XOp5E+nc0fV68TF0jSlX1sjhE8NOYDDQDzhQRAzZ\nxy8uBheZ9z0XuWKwO26hEq5otEQri0PEZ7Mq0wSsi13lbxMMBjl48CD79+8nGAwihMDv99PY2EhT\nUxN1dXVVYeZbjFBkd26hkDSoCgQCNDU10djYSG1tbZ8QAYQQxGIxQqGQ7b3yer1EIhHC4XDBa2Qu\n+q6td45/+RJqa2tTHjRWT4di8Xg81NbWIoQgGAzm9LXZeum5jo6nsm6UoGP1zgkGgymPJk1pTK6t\n5a1gkOZm2H74dFbUHGZcccUVrFmzhg8//BC/38+3v/1toLzecUOGDGHHjh2p31uLUEar/f8hjUaj\nObxwAVcAXyo4MtOPRG77k+6HMxNYiGFkNp0YDgSAE4Evkp0LcCrwFWQL7EvI5flSjC9L15jhyFKp\n8lBaDOWlGG+Y4mJ4AFiKnYjj7PgDko9i5z4RuMbp4AIx9AAeh48Mtm/fzimnnMK0adOYOHEit99+\ne9aYzZs3M3fuXAKBAEuWLKncOVClQg5IU9oDBw7Q1tZma0ysxI1iS1Z6MyPHarpsPTfDMFLn1q9f\nv5LPrafJJ9zYCVEul4vaWvmH2E44sfOksRNzPMtuT5kXh0KhVDldKRiGQSAQwOfzEQ6HiUQiqffH\n0PseYtSDjwJSzHEq6Ph8vlSrciVaWbNzrHNonDMlKeS0tKAzcjR9Hru/Ae+88w4vvPAC8Xgcn8+X\nVkY6cOBAtm/f7vhvR75xCxYs4I477mDPnj20t7fz3//93473b2pqwjAMtm7d6igOjUaj0VSSzyMz\nMJYWHJmd1TAW+AIwhy7h5XXgQYSwlrqfCVwGtCB9aX4DZH75+Rzwf4HngWXk8nwpJrtFjjklOfcR\nhXdwSPExlJ9ivGGKi0EAzjqCZB9/HPL9dDzq/eB87jXAPeQS8JzH0EOUKOT4fD7uuusu3nzzTV57\n7TV++9vfsmHDhrQxAwcO5H/+53/4z//8z8qeA1Us5CgvE6u44fV6u/1tYE8KOaZpEolEUsLNgQMH\niEQiKUFDnVtNTU1Zzq3SKOHGLjsqEAg4EtkyhZNoNOooOycTz7Lb6ffXOwkEAkSj0YJZPvmMi4FU\nWZ4ykzZNM7WPtbQqn5hjnUOZartcLp2dUyYm79+vM3I0hwxW82G1DYfD3HDDDfTv359Bgwbx0Ucf\ncdtttwFw8cUXEwqFaGxsZNasWY6On4vrr7+e448/nnHjxjFjxgzmzZsHkPY327q/NdbGxka++c1v\nMmvWLAYMGMArr7xS5JlrNBqNpnyobJr2vKOys3EMYCCG4QLa6BJeBIYhANMydjjgBfYgS6cE2UKN\nmXwkyNX62z4jKD0bI/s1Obdh7M57fk4pLYbsMZWYu/djGIhhuIFPkO+DYmJQ97/wGtv+vWh/3EJz\n+3wl1ki5HT4yGDp0KEcddRQA9fX1TJ8+PatMfvDgwcyaNStlA1JJDFGFqQFCCMLhcEUyUjo7O9Pa\nUZcL1VGqo6MDwzBSQoDqKKU6ZnVHrIlEIsRiMerr68sYucTuuth59qjuX+qcivGoCYVCaf44pmmm\nMpL8fj/RaDTlCWRHpm+OIrHwRqLRKPF4PGVunTUmkSASiaQygvLFGY/HU34QNTU1acdTQo6db44S\ngTI9jNTc6jzV+0Mdvy+UzfU2hmEQffBBGkaOZEPLiZxxiluLORpbqtkHrVr5xz/+weWXX86uXc6+\nxXNCrvvQ1+9PX49fo9FIDoV/y/Kz4ypgFvA3ZMepQriR3+O7gRpgEdCBzKLJ5YU2ETgH2Q2qp8X7\nccC5wKvJ+TXy/jUC+5O/G8hyKHuDY+cMAC5FCnaP4ESUKQ61rq9DCo9uZOxeIFTSEaXp8c1F/Vs2\nDANROIFNjl2YO0N527ZtfOpTn2Ljxo00NDRkvb548WLq6+v51re+5Ti2YulzZsfdpVx/uJVwYxU5\n1HF9Ph+1tbW97tdTLCrjxk64qampKUq4cYK141MoFMIwDFsRRqEyc/K1KQ+Hw3g8nm61Kfd6vbjd\nboLBIJFIhEAgkBIVxz70eFqZlVXQyZX1o7JzotFoquuWx+NBCEFnZyfhcJiGhoaqL6Xrbbwvv8y4\nyy+no3+Ijz+uJx6HbjQc02gOW8LhMC+88AJnnHEGe/fuZfHixXzuc5/r7bA0Go1GUzSvA7OR3jZO\nhJyhyDKlNmAj8BRSLBkKfJg+1PBA/9kQ3AHhX5Ir06ayvAf8qpfmrlamI1uMP4o0F56Z/P2hbh73\nE2R5XKnr5HrgaOBf2GeINSBFQR+yFGswMu52YEPGWAOYhhQX3845Y8lL+hzrh1X/lo9CdHR0cPHF\nF3PHHXfYijg9hV45OkRlaoTDYdrb22lra6O9vZ14PI7X66WhoYGmpqZUpkq5RY9KIIRImS0rkUGZ\nLWd69lSq9Et1fAoEAilhrJRSK5Btymtra1OZMbnMi51gNS5WbcRVXE5LrayobJxAIJAyfLYev729\n3VGZ2WHN2rVMrqvjnWiQQYOgjMkDGk2fo76+noaGhqzHmjVrCu4rhODGG2+kX79+jB8/npEjR9r6\n5Gg0Go2m2vk8UuR4wOH4j5A+N2q1uhV4Fkg3HzQMYPi5GENPA7cnWW5V/lIfO7LnMPPO3TMxONtW\nguy5NgB/xjASyd9fBx4q0zrNfh3i7PyvwjDmAOEcxz4ArENmVikvnxeRwk8ms4HTgYas0quyXPMc\npVSnToebF3Y97IjFYlx00UUsWrSI888/vxtBdJ+q/j67kK9JKTjNyBFCkEgk0rJTVLaGNeOmL2Ga\nZlo78EQikVYmpTJvKkGha+52u1PiSTAYzFkipYhf9h08y7Kdwt1Lb6OOrjblPp8Pr9db8nvJ5/Ph\n8XiIRCLE4/GU+agSc6zZOS0P/KXgHMr7SQloSiAzDINgMJjKUuqJuso+x5tvMtnnY1NnZ8onp4Su\nzBrNIUFHR0fJ+9bU1PD666+XMRqNRqPR9A6+5NbZl5dyHWQmS1JUaYqZMSb5mqcWgRvMLh/KXG2g\niyF97q6tIvM5p9tDLQbrmPS5RN5td+Z2HoPd1ocQdq3prXQdXL337GMIINWVSHINZz+n221Q0vf2\nJSogQgi+9KUvMWXKFG644YaCYytNVWbkVDKTJZeQY9eBSRnS5mpzXu1Y25tndsnKNFt2uVwVue6h\nTYW/HVao7Byfz0coFMqboSKEoOP863MeS7UpV1lUxf5jso63My5WWLNztl9+gaNjW7NzrJk+LpeL\nt99+m69+9atFxXrYMGECk3fv1p2rNBqNRqPRaAB4HFkmNQzpcTIlx7haYChCjADyCxDyuf6Ij7dC\naC/UjC5rxE5EkEqvgQ/3GIoRpPLH0B9Z6mUATwB7ke3iuxvDa8AHwBDAyBlDIlHiBSqxa9WaNWv4\n05/+xD//+U9mzJjBjBkzePrpp7nnnnu45557ANi1axctLS384he/4NZbb2XUqFHd+vKt0GlUJZUu\nS7Iz8lVGu4FAAI/HU5JnSSXN0wodW2XcqHOyZtzU1tb2SLmXnXAT2rQG/6S5jo+hPGrC4TCJRCKt\nBW8muXxzQHa2qll4I7FYLNUtrFisXWWUt004HE5l51i7Wm299Fx2feESwN4MORO3243f7yccDhMM\nBvH7/YRCIfr161d0nIcFc+YwZeNGfjxzJqfrzlUajUajOQzYvx/a2mDs2N6ORFOdRJFGsQIIIA2M\n7XAnX3e6DvBBpBO2/Y7cpTKanmcAcAayHGlzL8cC4KfrPfdu8lEKHuBUpBFyAvmefoSKeSOVmI9x\n0kknFew6PGzYMLb30CKlaoWccqNEjmg0muoiVEkj357ATrhRZVI9Jdw4JbL5Jflfx/jZjsarEqNM\ng+Bc5DNCdgPiohuIxWKEw+GUAFMKqjQqEomkxBcVV/Of/pfWKy4EpKjjRMwxDAOXy4XP56O9vZ1l\ny5bR1NRUUmyHPMcfz8SVK3lv8mSubBG0tlbHe1uj0Wg0mnKzapV8bNwImzfDggXy+VNPlQ+NRnIh\nUpz5GCnmfJRjXDvQnvxSOL2MBbqyIbpKWD4GdlP+zkX25Tz2MVSOQiVF1RvDZ5AZLyt7MQYru5KP\n7sYwGcOYjhCu5O/KRyd/DC6XQQFdxZ7yNq/uNQ5ZISdXdorqjNTQ0FARkaOSGTmmaWKaJp2dncTj\ncUzTTIlRdXV1VdElq2bKiXnLqRLvrsPtUMzJzIJJJBIFu1HlEnRqHvkF5gX/L+DMgyefp45hGAQC\ngVSbchUXwPD7lxMIBHJ2tso1j+q09fHHH7Ns2TJOO+00zjjjjJz7HZbMmUPN4sUM//rX8Y4OsX1t\n/lbymsOT/v379/rfQY28DxqNpnSUYLNsGTz6KNx8cy8HpKlSEkinDBdOfHKsXjfZC2T1f6ewLOyN\nNI+SzN9LwVpCk+84hXxcqiGG7uDUZyd9zjiGYSKEuxdjqMR1UN2fBfJ96EpuMz11MrclTl79DimO\nqFohp1hBJJFIpBn5CiFsRY5oNEokEukTH/St7c1jsRimaaYyOKpFuLGjnGIOpGfBqOycQubFdoJO\n3V/uAMrTphzA4/HgdrtT2TnW+6HalIPz7Jy6ujrOO+88hg0bxj333MPpp59elfe315gwAdramOLx\nEBkWpLVVCzmabD755JPeDkGj0Wg0mh7iT8CxyNbPByzP1yFbO9cCL9numb7MGgOMQoi3gD0IMSH5\n+0tAp2WhPxk4AiGexqnBcj7yebI43doTACYgPVyeJ19mUXdiqCT2cz6GECcAgV6MoRLX4S1UmZY0\n346jyqoqMnfVKiDFUZVmx4VQHaUikQgdHR20tbVx8OBBotEobreb+vp6mpqaaGhoyCqbqmTGTHcx\nTZNIJEJnZydtbW0cOHCAaDSKy+Wivr6eurq6PlEKJoTAc+Rxecck3l1H4t11Wfvly4Lx+/14vd6U\n4bCT+2gu+m5Wu3Lfwz+jpqYm1abcrtbRaZcrFZfP50tlfuVqU27XqjxznmAwyOzZs1m+fHnB+W+6\n6SYmTJjApEmTWLBgAcFgsGC8fRqXC447jsn79tHWr1N75Gg0Go2m19m0CXbs6O0oNIcv+4C/ky7i\ngPQY2QS84/A4HwEbkMbJANuAN5LHUUxAlvbEKV7E8QKXAF9GLtgLMRz4f5AtqEshgjz/t6hEeVjv\nEQL+AfTGh+BRwHXACUXudxZwPVDIA/QNpOi4Fml2XJiSl8Ilmh1XG1Ur5FgXscqYOBwOpwk3sVgM\nj8dDQ0NDSrhRRsW9JXIUIxQpMSpTuMklRrlcrqoUodT9CYVCtLe3s3//foLBIOboYwrumynm5EO1\nf6+trSWRSGCapuPrEV7wzbTfPctuJxAI4PV6CQaDad2jikXF5fF4EEKkiUNjH3o8S9DJR2dnJ/X1\n9QXnfPfdd/njH//Ixo0b2bx5M263m6VLl5YUf59izhwmv/MOOzxBdu+GeL4OhxqNRqPRVIhVq2S5\n05VXwrXXyp9vvlk+r9H0PiYQQ3YR6lrw5tpK0+QDQCz5XBTD2AeYljGfQi4dny8hnhEYxkhgD4aR\nyBFDF4ZxHFCPYWzJOSY/Aik47c44bv6t0zHdoZjjl3vuYmLIfu0kpLHxliJmagCmIj2a0r9wLuX8\nM8d4PCVKGYeIkFO1IapsCVUypXxEvF5vt9pl92ZGjjoXVS6lyr+8Xm+qpXm1ZtlYURlR1o5fLpcL\nj8eD3++nrq4u1SEqVOBYUHyplTIHVq3VCxkhK0IX3UDNI79I/a6MkN2XfSetE1Up3a2A1HvU5XIR\nDAbx+Xx4vV5UZytrqRVIkSczI8epkDNgwAC8Xi+dnZ2p+UaPHl1S3H2KOXOYvHQpd82dy+DBsHMn\ntLT0dlAajUajOdxQHjY7dsBxx8E11/R2RKXR2Ql33w3/+Z+9HYmmNNJ9RHJRSrtpq5+OZB8yq6I/\nhhFGCLMIj5SO5LjaZOlMoRj2Iku4BgCttmu3bJ8WF/JaFC6jyncdirlWpXjFlHYvch+vUjFkv7YX\nGIosV9tHupdSrhgiSEHN6ziGYsbEYiV2tTpEPHKqOiPHNE18Ph+NjY00NTVRX19f9YKHEopylX+p\nLCJrxk1vZxEVwpoR1d7eTltbG52dnZimid/vp7GxkcbGRurq6vD5fGlCSM2UE6mZcmLBOYrJzFGo\n9t2RSIRIJJJXoFOCiV2plWfZ7Slx0Fq2Vez9EELgcrlSWUPqmhWTnRMMBh0LOd/61rcYNWoUI0aM\noKmpqU+bI7e1tXHxxRdz9NFHM3nyZF56yb6em+OOY/Izz7C5s5ORLYLW1p6NU6PRVD8rVqxg2rRp\nTJkyhdtuuy3r9eeff56ZM2fi9Xp55JFH0l67//77mTp1KlOnTuUPf/hDT4WsOYTZuhU++KC3Mkbn\nmwAAIABJREFUo8hGZRQtXgw33aQzivoudgpirhbkkvSPt17AV2AMSM+Zx5CZO5cihPys6vy78X3A\n/RjGOtKzfKz46Frwr8Ew/o7siGQ/Sfbi/mTgyoKRFJPlUmhMqX4t1R+DvBfpr/0deBLYg7onhcWY\nKHAv8EJyH/v3Zo8vgXVGTmVxuVzU1taWnB2Ri0pl5AghUp2y4vE4Bw4cQAiRKrnpThZRT6NEKGv2\nkCof8vl8aRk3TvFNnEP07ZfzjvF/9G/5QxHZOcpwOBwOEwqFCAQCjmIzF303zQjZvfQ2aoDYpd8m\nHA53u4xNtU+PxWKEQiF8Pl9KrLNm5+y48iJG/rFrIdHR0UFdXV3B47/33nv88pe/ZNu2bTQ2NnLx\nxRfzwAMPcPnll5ccc29yzTXXcOGFF7Jw4UJM06Sjo8N+4MCBNDU00E8IBk2KsH17gLlzezZWjUZT\nvUQiEa699lpWr17N0KFDmTt3LvPmzWPGjBmpMaNHj+b+++/nZz/7Wdq+O3fu5JZbbuGNN94A4Jhj\njuGss85i6NChPXoOmvISj4PbXfxCQbX/fvVVmfmp3gZO23+r/Z99FjweOOWU4vavNCqOPXvgvvt0\nV6y+i1VwdgFXIDMmfkNmKYui6+PtMOBSYAfwCFbBJP0j8HFIkSRGl7/NV5L7bC0i1k8Q4hOb4wO0\nABcB7wGPA5MR4izgVWQrdCc8h5O+0sUIH5Uq4qjuGEYDFwDvIsQTGa8VU1al6ATeBa5GCkS/RQo8\n2bEUS8lds5zYNPUBqlbIqRTlEnKUcGPtKgVyAa+6SvUl4Ua1Ni+XcGM7z5gZGNvWFxxXbKmVtR24\ntdSq0LXPFHMAvA/9N66FN6Z8bhKJRN425VYys3gMw8Dn86U6W8XjcQKBQErMAbnosOK0tOqVV17h\nhBNOYODAgQBceOGFrF69uk8KOfv27eONN95g+fLlgPw31K9fHkO0OXOY3NmJb0KQ1tbC/2FrNJrD\nh7Vr1zJ16lRGjhwJwKWXXsqTTz6ZJeQAWf+vPfPMM8yfPz/1N/jss8/mmWee4Yorruih6DXlRAkp\nv/qV9LHp318+71RIUeM+9zk4+2y5LQa1fzwOgQD8138Vt79G44yw5ecAMAg4iFooZ5a8uFxgmuBy\nGZhmM4bhQYidWMtk1JiufScjhJv0ltAuwFladP4Y1LyjAB+G8WFyzERM04NhbC2ybChs+6yzGNLH\nZl+H7okq1R2DdZ7RyHuxrYwxNCI7q+3GMETeGPLFm7n1et1Eo3bzFeAQUUCq9jSqTQCxE26UJ4o1\n4yYajRKLxRwv/kuJoxzHyDwXIQRut5tAIFA24cYO9/jZjsqo1Bingo4SnlR2jlU0yYedmONeehv1\nQMf51xMOh/F6vSmvm1Jwu93U1NTYevqociyF09Kq8ePH86Mf/SiVhbRy5UqmT59eUny9zTvvvMPg\nwYO55JJL2LRpEzNnzuSuu+7Kug43q68L9+2j3z/+gXnMNLa/PqDnA9ZoNI5ZtWoVq3qwVqO1tZUW\ni3FWc3Oz4/l37NhBc3Nz2r6tNvWbN1tSF0499VROrYb0isOYDRvgqKNk1o0VJaT88Y9w/fUwblxv\nRKepFnr6b1HvEAY+QfrY+IB4VtaFaRqAkdzuQIgEMjOn64tutZju2nczUiCKI5eOMWQJ1Ejgg+Rc\n6V9MWsmOQW2t5TnbgRhCtABvYppbgXEIMRbYXkA4MMoUg/2YUkuXejcGP3bXI3cM1uc/BI5Nimsb\ny3QdDiIzxBoRwsgbQ754M7fRaLHd05JUrQJSHFV7GpUScpxm5OQTbrpruFwqpc7l5FzC4XDKc6bS\nKHHGqaBjJ+bk8rBRJU2ZokmmYGLFTswBqH/0V8Qv+05aNk0hgatQ+3SPx5NmrJz5XnRaWjV79mwW\nLFjA9OnTcblczJgxg6997WsF96tGTNNk3bp13HHHHcyePZtvfOMb3HLLLVneFqnF02uvcddvf8sj\nA4PaI0ejqXIyhY7FixdXdL6e+D/5Zl2DUhWojJsf/1ga9fqSNh/VUrqkqS56+m9Rz+GmqxW4CdwP\nNGFXVqUyXwxjCkLsBl4H7gEMCAwHkYDIx5axQN1YCG+GxGZk56FGZIvyJmA/cAowCfi1o2hzZ3V8\nmIzFBI4GJmEYf0EIJ222TwImlyGG3GPLjZMYSs+AOQUYQ3rZXTHH34a8lokynn8UWVLVD2tZVbky\njYqmahWQ4jhETqN4MoWAXL4wVrHDSZZNb3bFUjgRbiqVMVQMxWTnFFtqpUyxI5EIiUSi4D3JJeZ4\nlt2OsfBGYrFYwbItJ/fd7XZTW1tLJBIhGAxiGEZW1yonQg7IxcShsKBoaWlh5MiRzJ4t7/GCBQu4\n5ZZbcu8wfTqT33iDfRcfpNPJ/+8ajeawobm5me3bu/4wbN++PS1DJxPr39/m5mbWrl2btu8JJ5xQ\nmUA13UYJNj/7Gfyf/wMOkllteeQROPFEGDasnNFVHiVk7doFGzeC6neghazDjTpktoNCIAWWbOTH\n1A8QohUpmAggBP2mwfBzYf+rsPsZQJa+MGQeDJgFHz0O7RuTB1DHVtvVSCNbZ+TP6lDi0xvAG8nM\nDSddiV5MxlGOGOzHFqJYIcJJDE7jzBZDnN2T/MfvdDR3rljsMZEioNMYKofo/WVwWTjshBz1oa2Q\noW9tbW1ViB1OsWtt3heMlisl5gCpVuBKzCmUTZNLzHEvvQ1j0XdtvW5Kwerpo7JzVCc20zT71Puu\nHLS0tDBo0CC2bNnChAkTWLlyJZMnT869g9fL5KYmPqSDmlaBTKnVaDQama24ceNGduzYwZAhQ3j4\n4Ye55557bMeqDpOKM844g8WLF9Pe3g7I7lc/+MEPeiRuTc+jhJB774WzzgJVVddXhBAV57PPwpYt\n2qz48KXd0aj0xX4i/XffAHB5IfYJVq8co2YowvBiRPfk+bLSefvnbJ8TI/nFeuZCXj2X3d7aHufl\nNYU8V5yMtaMYISLX+dt55BQzd9frhe9Jd65DPpxch3LeA6/XRdKmtigSh4gCcoicRmGswg3AgQMH\n0oSbSvrCVIK+KtzYUSnfHJClVoFAgGAwSCwWw+Vy5TVCziXmuB78KS7AtfBGW68byF3ulQsVh2ma\nqc5Wfek9WE7uvfdeLr/8coLBIKNHj+aBBx7IO37o1KmQiLM7EiMe9+E5bP6SaTSafAQCAe6++27O\nOussTNPkyiuvZObMmdx0003MmjWLc889l3Xr1nHhhReyf/9+nnjiCW6++WbefPNNhg8fzve+9z2O\nP/54AH7wgx/ojlWHMEoI+dvf4EtfQndA1PRRxuCkc1Rer5GDG6HpaKg7Ava/lhJtxN4XYORwRMNk\nCO/qdqRdc3oBD0K4gE7bxb99vB5gALDbwWwG0pB5ALJddr7j2gsQTsaUghAewI0QPqDd9viVmjv3\n8WUbeumZFM47tvxz5z5+oTHxuHMh0YoWcipMZslJsSjhRgkd1owbgIaGhrRFeLmoVGmVaZpEo1ES\niQRtbW19TrjJ/OYzE6diDkhBR7RMd3y+hmHgcrlwu93EYjESiQR+vz+vmBOJRKh55BfZcS69Db8l\nOyeRSODz+bp17f1+P6ZpcsMNN+DxeIjH4xV5b1YzRx99NOvWObv/AMacOUzevZu3pwfZudNHnsoJ\njUZzmDF//nzmz5+f9pzVD2P27Nlp5VdWrr76aq6++uqKxqfRQFdG0GuvQVsbnH66fL5cGUHq+Hv3\nwuOPg3pb95WMI41TCos49hwFNAARiLrg3V9lD+ncBltuR3bDOhXZGtzub+cAYCawFmcZQgOQAtQB\nYHMRMU8EjgBWIA2X8+FHevc0IduSZ65BJiPbtL9k81ql6Y88/zDwZg/PnYuhyLbjO5AeORYMLww6\nCUIfQcfbPR9aHkpdckf8PocjS2mJ1XNU9df/xQgiQgji8TihUIj29nba2tro7OzENE18Ph+NjY00\nNTX1mbbgpmkSiUTo7Oykra2NAwcOpMSo+vp6mpqaqK+vJxAIpMpyqg11Dh0dHbS3t6eEqFyEhuUp\np8nAs/1fRcejjJANwyAYDOaNBSC84Jv2x3nwp3g8HmpraxFCEAqFUj48pdwHJTB++9vfZtOmTZx8\n8sl88MEHRR/nsGLOHCZv3kzD1E5yrMc0Go1Go6laTj1VlkOdeSbMmCF/vvnm8oks6vjXXiv9g8p9\n/Gpi1y745JPejqIvMQE4EzgB+DTSZyd9Sag+zsrteRjGsUA043m1vRKYhp3Bsj0fA+sAe1HAfg4w\njH8Dj2MYcdvX0wkjvXZWkS3UjAHORgoq9kvhXDE4fT0/e4BXgY15R+W+DuWIIZNWpNdQ+vrDMIBh\n8zEGnYAseTPKOreT/Spxvgm329Ejky9+8YsMHTqUadOm2R53165dnH766UydOpWJEyfmLO0uF332\na3+7jBtVNuP3+/tcqZRdO3BlTqyMe03TpL29vWqzNUzTTMWfeQ4+n49IJFKwnbdr3CzM9151NJ/7\nww3gsMxKiSxWI+RwOIzH48mbUWMu+q6MK6PcSv3uX3hjSkC0zuMU6/hRo0Zx5JFHsmjRIkctyA9r\nmpuZvGsXr0zcSWvryN6ORqPRaDQaTQ+jso5WrICmJpgzRz6vs45yIz1GPMmtkfLMUWKH8iBJL2Xx\nJsugstuZy60bWcrkrMxFzmGm+Z5Yj6nIXYIjbJ93jid13rm8VwqV9HS/9CnbG8dpDMWUJhUife5s\nvyIhALcPgQtENOe1LzUzxolXTr7zdbkM27blhUhQmh/p1VdfzXXXXcdVV11l+/qdd97Jcccdx09+\n8hP27t3LkUceyRe+8IWKdYWuWqUjczEshCAWixEKhTh48CD79+9PZdz4/X4aGxtpbGykrq6uoNdI\nJTtLOT22KpWyZtxEo1Hcbncq46ahoYFAIJDX06U3sZ7DgQMHOHDgAJFIxPYcVGlTTU1NyuQ313Uq\nxgMn8e46xyVZVlRJmvKnMTP+CmQKMkrQyYp16W2pTmAA4XA461hOiUajeL1e/uM//oOBAwfmHPf2\n228zY8aM1KOxsZFf/comJfYQZ0pDA+bAvTojR6PRaDSawxCVdTRnDpx9dt/JOlqxYgXTpk1jypQp\n3HbbbbZjHn74YWbMmMH06dNZtGhRnqMdX9Tc8qP3FoTYCLyHEG9jzcix/2i+AllSlau126NI35rB\nRcSQvrVbuHcPDzLeo2xe24oQbwD+pEBVfg8aJ2RfhwHAkchysN6KwWbQrmeg433wD++9GHJgmqXd\nuDhuR49MTj75ZPr375/zuC0tLRw8KLvIHTx4kMGDB1dMxIEqz8hJJBJEIpFUporb7cbj8aTEjVIz\nbnqjRbg1WyUej2OaJh6PB4/HQ319fdWWR1lR5Wsq4yaRSKQybt7dV5Mad+wRuesOVXmTMgxWpWGZ\nFOOZA6V1tVJGyNbW4spDyY582Tli4Y2AFIiUcXG+Y0F26WBnZ6ejTJyJEyeyfv16GZNpMnLkSC64\n4IKC+x1qTB49mj0DBK3FV9lpNBqNRqPpI4RC4PFAgY9VfYJIJMK1117L6tWrGTp0KHPnzmXevHnM\nmDEjNWbDhg0sWbKE1atXU1dXxyd568Y+BUwBnkKWLDkhDjyD9JGZh8yoybcu2gcsy/P6+8lHNSGQ\n5xm3eS0B/LOIYw0A5iP9fF7rfmg5SSC9f7qzRp0IzEW+H5yYQgN4kaV2HuBJsrqAxQ/A9vxNSPoa\niRwSyEurYry0qoQ2WEmuueYaTjvtNEaMGEF7ezsPP/xwycdyQlULOaobU3eFm55EiUSZwk0ikUiZ\nE9fV1ZUk3PS0AGUVblT5mp1wk8lr70fzijmZ5U3qumRSipij9rM7F7vrbRgGPp8vFYsyQs5XImXX\n2cq99Db6JV/LPFah+6xeDwaDRZdUrVy5knHjxtFyGLr9jjrmGDrCEd7/OE6V/ynTaDQajabPoUqX\n/vY32aJd4bR0Se3/17/CySeD+iK72P0feQQmTABlS9GXS6fWrl3L1KlTGTlSloVfeumlPPnkk2lC\nzn333cfXv/516urqABgwYECBozrt5JRZvjIVwzgSIdZiJx44aTddCsW0nS6dBLA3+ehuDKcDI4B/\ndCcgBzEcQIgD3Tzquchz31NooCWGSRjGJIR4HcMQFbgXTmIo7f3gdhsUsDy1JVdp1XGnujnu1EDq\n958vDhV13B//+Mccc8wxrFq1ivfee48zzzyTDRs20NDQUHyQDqjq1Y9aBJc7U6USgogSbqLRKKZp\n0tbWlhI9ShVueprMjBuVBeX1enlnb6DwASwUEnOAlDinRA/ILqkrVsyB0tqUu91uamtriUQiBIPB\ngvcqr3fOou9SW1tbMOsoUyzq7OxM/aftlGXLlhVIuT10cc2axaQHH+SDyH6cpvNqNBqNpufYtw82\nbIDTTkt/Xi3Qg0FYs0Ya/kLXAl29nkjAc8917d+XF/B9EXW9Fy+GF18s3lxU7f+//ytbvE+fnv66\nus+PPQbHHgvNzen7qceWLfDZz8Kh8HGntbU17cu35uZmVq1alTbm7bffxu12c8cddyCE4KabbuK8\n887LcUSRfLjpyj4xyJXVkV6+ojxP/MjSqmzPGKfbwqg3jxIKXMm5cwsH5Y8h13XILRzIbRjDSCCE\nP7WG7IkY7GMptI3R1Xq9sMKR/j7wVtG9MFC+S/nmSiRKW8+X6pFTiNWrV/P9738fgHHjxjF27Fje\neustjjvuuIrMV7VCTiUEnHKiPHuU8KHKjJRg09TUVNXxgzwHZRgdi8VSnjeqfO3N1u4d/7X3Zcs2\np6VWiUSCRCKRJXqUIuZA8YKOYRgEAoGUh48SsvLdR7vsnJQRsiU7p5CpMkBHR0dRGTnRaJTHH388\nZ331IU9dHRPbDrDJtQUt5Gg0Gk31oBboO3bA00/Dl78sn89coG/bBg8/LH1NrKjXg0FYsgSef76n\nItcUg7rPf/kLzJ8PgeR3fk4FNzVu9Wq47DI444xKRVo9OFkbmKbJtm3bWLt2Ldu3b+eEE07gpJNO\nypGZswjZfekjZNbIJKQvTH9k+VQ+NiI7OB0DvAt8mNdYNt8WZgHNSL+cTAYA45EL81eQ3jVjgTZg\nU9bo0mMoH+nHXoEQ+5Cik+ixGOxjKbS9H3k/A0CnwxneRgqBfjINq3vnXoxFtpnfDOywmWMbsK1b\nc0Vw2n68OMaNG8fKlSs58cQT+fjjj9m0aRNjxoypyFxQxUJOJSklIyeXcOP1eqmtrU0ZEisxpBpF\nHFXyZc24Ua2vXS4Xfr8/ZdqrRJieQJU3xWKxnF2tMsWYYkuuAoAxbpaj8dZ7GQqFUmbNuTAXfVeW\nzj3032nPux78KR6LmJN5rMyMnGJLq55++mmOPfZYBg8+fEWMKT4f7wxsJRY7NGrnNRqN5lBALdDX\nroV//StbqNEcGqj7fPfdcMMNMHRob0eUjhKaXn4ZolE45RT5fG9mdTU3N7Pd0qVh+/btWeXxLS0t\nnHTSSbjdbsaMGcOUKVPYsmULc1RbrjRUSdY1wHTgj0gfl9yGrOmsQJYM2XnJZDIVOAtYCWQaFL6K\nXetqudw6kIypFpkptBvpu+NGGvteCuwH/gwMARYgPXeecngOlSaGbM3dF2hDtlwvlmxBrYsW4ELk\nPS/GW6hUtiP9nnJ51YxJPtR7bFXRM+TyyCnEwoULee6559i7dy8tLS0sXryYWEzG+dWvfpUf/OAH\nXHHFFUyZMoVEIsGtt97KkCFDSprLCVrIyUE+fxircFPtJBKJtHIpwzBS2SHWFu2dnZ1p56OyaMop\n6Di5XjU1NWn+MrkElOjIo7K8dQqJO+Z7rxaVnePz+VJijhPz4o7zr6f+0fTuUa4Hf4q56LupTJ9g\nMJjzWMWWVi1dupSFCxc6Hn8oMmX4MB4LB9m5E0aN6u1oNBqN5vBALZA//BA2b4Z58+TzuvRJU02o\n9+NPfgIHD1aHoDh79mw2btzIjh07GDJkCA8//DD33HNP2phzzjmHxx57jC984Qvs3buXt956i3Hj\nxuU5qhuZhRFEesIIIN0gOXd5Shwh4o7GwgnIpeO7OeJI92XpWmop+4SO5PESyNbfBtKnpwEh3kRm\ng0wDajGMd7pdsmOHk5KgcpYNlTuGSs9tH8PsZFnZlh46/y6T6kLXweNxESvBm7jU0qqlS5fmfX3o\n0KE880yhTLjycVgKOXbkEm5Um2qnwk1vtzbPzLgRQqQEj5qaGlwuV1ECVDkEndfej3L0KGdG1dZS\nq1AohN/vtzVCtsNJCZbT7lYqW8bOCNnu+qnxdt456mcjwwg58z1VTGlVZ2cnK1eu5De/+Y2j8Ycq\nU6ZOZW98I62tWsjRaDSankItkB9/HH796+pYIGs0fYFAIMDdd9/NWWedhWmaXHnllcycOZObbrqJ\nWbNmce6553LBBRewevVqpk6dSiKR4Kc//WmB7GsTaEeW0wSQgk46xZTC2I9xIUWifsBA2zkk6vN+\nskTHcCcPYGaUJbkRwgQ+QYgEMjPHQGbrxBBiCLI9ugCM5Nju4+Q6KI+Wrq2ZNab7MajzFxkxGLZz\nlnfuYq4DCLETGJ28Jx9Bt7pq5X5/ya2z0i5FLFba+6JSHjk9TVULOZUSRVTZjLVUqlThprexdseK\nxWIIIVKZQ6UIN7k49ghft8ScDR+agJtpzfavW8uMrF2tIpEIiUSioL+MQok0+QQdp2KOmi/TCDmX\nebGVnN45i75LTU0NsViMSCSSlnHktP04QF1dHXv32jvxH06MmziRXa2t7Nj4EZwworfD0Wg0Go1G\no8nL/PnzmT9/ftpzixcvTvt9yZIlLFmyxOERBfB74ArgEqRPTVvWqPSsBj9yGZjpo1IHxDGMSMai\neQ4wCHia3B2R3MBJyFKcJ8DjgoGzwFULHz8OpjJTHo1hTEWIj4HXgT8hBSABbABCQAeGMQshJgKP\n255PqTjLcpkJTMIw/o4QzjpAOac5ef7tGMbLFpFqMrJ87XXg/bJn42Ti5PjytZeAVmSJXHkDkcc/\nAsOYjBAfAevLevxcxLWQ07dQGTfWzlKxWAyv10sgEMjyZCnHfJUSgqLRaEq8MU0zJUDV19dXtDtW\nObJz3mwlp5iTiepqFYlECIfDaaVWha5voeyc7hohZ/r42MVTKDtH+S6pcwsGgwwbNsxRPBqJ1+Nh\n5N52dmx+DWnyp9FoNBqNRnO4EUaKOV8GrgR+ixREuujKahgCLAR2AsvpWpwfCXwWeBMhVmYc/yWk\nUXE+L50EsKYrhvhv4eNnklk5CUsMHyCE8gkSpAtDE4BzgH8hxD+R3jrlycZROMtyeR14o2yZQOm0\nJkWLzEyjt5DGw+nxVcpI2cnxu17bnntQt2N4H2lg3HOU6pFTbTird+kluiNIqEVyKBTi4MGD7N+/\nn2AwmMpY8fv9NDY2Ultb6zjbo9Ix26HOIxgMcvDgQQDC4TCGYVBXV0dTUxMNDQ19KouomG5YLpcr\nlQETCoWIx52YsUmciDS5xJ5cQpHK2FKCjmkW/gOvBB0rrgd/isvlSmX27N27lz179hRldqyRtLQL\n9hzc2tthaDQajUaj0fQiPqShcAhlFKs+yqqt/D50KC6XG9iT9lnXMMYAXgxju82+AmeGyJkxCAyL\n30lXDCYul0h73hqDy/UhsvW0LD/q7vLG/jqAy2WkPd/1s8DlSp+7vDGYyeNnxmCiWm5b4yx/DEba\n8TPnsf6ceY0qcy+63g/5xmZufb7SMmsSuB09eoq33nqLp59+mr/97W9s3rzZ8X5VL0c5zWzJbKWt\nWkerjBuV3QGkPEqqEWvmkF3JV0dHB/369eu1+MplflxMZo6dV43Tkrty+uYolI+PEgr9fn/B96ld\nqZV/+RLMi27A7/ezceNGfve737F3715OO+20gsbKmi5GeZv4xJ/PbV+j0Wg0Go3mUKYGKZ58jCyB\nCgAdWVkX8vvHHZhmFBie4YnyDnAUQowF3i6QsWEk5whlPG+NwQ/EbWKQPjCm6Uq+biDLskyE2AJM\nxTSPAN4hs913qdhfBzDN7ON3jRG2+5YvBuEgBvt9JbnuQb4YVCWBF4harkP28ZVnj2l6kPdJ+RX5\ngEg3YkjfZt6LfGMzt7FYaev5aIXajxfD1q1b+cUvfsFTTz3FyJEjGTFiBEIIdu7cSWtrK5/97Ge5\n4YYbGDNmTM5jVLWQk29hbBVulOjhdrvxeDxZwk1Po7x9uitAZWbZdP0xq1zZVk9SjJgD0qumpqaG\nSCSCEMKxmGMccSzi/dccz+PkuJnikmEYBd9vmZk50Wg09Zdo1qxZnHPOObz99tvceOON/PznP3cc\n7+HO+FHjWL99LbS3Q0NDb4ej0Wg0hwz//jd89BGceWZvR6LRaOzxA19EZr/8FngAqAc6kq83IVt6\nb0n+PiTZJeoeZGGGNbN8G3A3zjJv5iI9Xe7NeF4AjyVfy7W4b8YwpiQ9cjYgS7qmINtbv5+KIeXd\n0jAZwrshts9yDE9yv2155smPE++ZSvnTlCeGOcjrfD+qM1hhBiN9eBLAalT2T26PnGMQYgKy5fw+\nYBYwCdkqPoR8H0xClvVlVinUINuEbykYX2GfHvvXSr031eCRc+ONN3LNNdewZMmSrC/wY7EY//zn\nP/nOd77Dww8/nPMYVS3kWMkUbuLxOC6XK1UmZW2lXYhKdpYqhDoPa8aNOo9CAlQ1iDczx3qJx+P8\na3t5rl+xYo4qters7CQcDqeuWSHCw6cQ2Jk7a8MuK8eRuXLSCDkYDBKPx0kkEgWNkBV2gtzvf//7\nw9YnZ8yYMfTr1y8lZL7yyiuO9jt+/GDu3TGJ6PJH8X3xygpHqdFoNIc+qr34+vWwfTusWSOf1+3F\nNZpq42rkgvn3lueUiNOQfH0fsmX4UOAyhPgA2Ioqv0onbDtLdhvolxHiRZs1lRf4EjJjYz32/jbb\nEWIHUvQRyIW+taW5jEEIYNg50HQ0tP4vRvyT5GdnEOIyDGMIQtyHYYRKWtA72SdzTLmbBzI7AAAg\nAElEQVRbk3cvhrUI8XKRMexGvh9k2VihGIR4A3gDmXkD8CrwavK+Z74PrDG4kV5JJvBO0eeY77Vy\nmEBXg0dOPoHG6/Uyb9485s2bl/cYvX8WeRBCpEpp4vE4hmHg9XqLFm56EyFEVktwdR4+n6/qz8Mu\nY8jj8TB5mCfV1twwjG4bIE8Z7jzLyDCMVEZMsV2t8qFKsFzjZhW1n2EYeDweTNMkFArh8/kcmWdn\nCjmdnZ00NDTQUCCrpK2tjWuuuYYtW7YQjUb53e9+x9y5c4uKuRoxDINVq1YxYMCAovY7dXQdewYN\n4NXb7uEELeRoNBpNt1GCzb33wosv6vbiGk31UodckNtlpdQmtxEMw40QDcnFb9Bm4d2F3UI5e6va\nY2eupL3Yd8PKPK5p+T27vXjqNf9AhOGFeFtGmVUjQniwlo85oRghxtl1SN/2bAyltihP2Mytqkm6\njiN/FllbOZfamhm/qzncyGyxDsjR6aqU88+8Dh6PiyLsUy1XoPczcp5//vm0363/lgzD4JRTTil4\njKoWctSbqtyCR09k5CiBIRaLpRb6Pp+P2tpaxxkbvUGhjKFcAkV3O1pt2ulmXHHr91Q2TDgcJhQK\nEQgEbN8jxZaime+9ijF8SnHBJOPx+/0p8dHaZSsX1riCwaAjs+NrrrmGCy+8kIULF2KaJh0dHQX3\n6SuU8u/S53Ixv24oT43tx6zW3fiah1QgMo1Go9FoNJpqYxVwIjAS2f1pKF0dhvYgM2/GIMRwYBtC\ntAKDEaIWcCFEgq4MHkn3PGGCyEycmcgOVF3Z8NlChB8IIEScTOEnNWbPP2HEQGiYCOFdlhHPAmcA\nY+kqGytMMUJM965DdcfQdXw/4Esevz1tnu6IVRAF1gLHAI3AJzZzFz6+/Rg/0oNpJ4lEaV3FqkHI\nuf32223Xp//6179obW115Odb1UKOMpUtd8ZKuYUclXGjxA9lWKx8blwuV1WUReUikUikxJtQKFRS\nxlA5TJDf+6QWPimu1Eq1BbcaD9uVWvk/+ndRsQR2biKB8/bkQghcLpetEXKu0i+7jJza2lrbsYp9\n+/bxxhtvsHz5ckD+G+lN8+tyYhgGZ555JvF4nK985St8/etfd7zvt49t4aJdn2X+dx7ixAevq2CU\nGo1GU/2o0qi//Q2amuD44+XzujRKoznU2A68BwwEFiHLkt4HPkSKOy8jS1sGJJ9bntxvGDACucAu\n9QvBgcDxyLbke5PHOyb5+y6gP7Ikx27NZQBnIn1uHkUKTjYE98C7G5Gt0q28lXx0BwM4FmnWuyZH\nnMUwFOkhswZos3l9IjAa+Cf2ZW09R9cyuBFoRsbbnjHKixQJ9wFvljDL+8jyvkJrRCX2vICzVvMt\nSAFvD0KUtv6sBo+cJ554Iu33NWvWcMsttzB8+HDuvPNOR8eoaiGnWjFNMyXaKOHG4/Gkyr46OjpS\nRsWVoLtmx3bCk8oaqq+vLzpjqFydrBROfHOs18Cuq1VmqVVkxFRqa2sLdrDKpNiOVk7jscM0zYKi\n2TvvvMPgwYO55JJL2LRpEzNnzuSuu+46JNqWv/zyywwZMoQ9e/Zw9tlnM2nSJM4444zU6zdbcvtP\nPfVUTrWsRo5raMDX1MCWt1ZzXOw6dNMvjaY6WLVqFatWrertMA47lGDT1gZjxsA3vtHLAWk0mgqx\nCLngVpnkNcmfpyDFlWeQokrmZ9BdwMepNs7p5TROy38uQ5ZvPYM0Tr4MKVCsSM6dG8OYiBBHYhgb\nURlE9jGcjWGMQ4i3ym48bBiTEOJkDONfyG5M1tKWUrxwFiW3T9u8Ngg4B/gIq1hhPS44u/blvQ67\nMYw9OWI4CcOYiRBPZZVeFY7Bg3w/hJHvh1yMAz6NYWxGCMPhdXgXId5NratKuRZR/MXvVCFWrlzJ\nrbfeCsD3vvc9ziyiu8BhKeQUm5EjhEgTPhKJRMofRgkf1kV6JbNvSjl2ZvymaaYJT263m2AwiNvt\n7nURR1GsCTLkLrWyij5KlClG0HEi5tiJayqeSCSSys6xXt/MfZxkPpmmybp167jjjjuYPXs23/jG\nN7jlllu47bbbHJ9PtTJkiCyJGjx4MAsWLGDdunU5hZxMDMPgmkljee6M8fT75Xtc9O1xlQ5Xo9E4\nIFN0Xbx4ce8FcwihMm42bYKBA2HoUPm8zrjRaA43DLqyXgzLc5CeYWK37sn0NcleFOcvf3El51LC\nhPM1ihAui1eOmfGa9VguZMtsUYESJyPN/wW6fi90Heyxu+4KV/J562vZ4kj2XF3HrFyplyBzeSnn\nUNfezHjeSQz5roUVV1oM1uuQO96uuF0uo6TrUQ2lVU888QQ/+tGPaGpq4pZbbuHkk08u+hhVLeT0\nVjmSKo2ydshSwkdtbW1aS/BqpCfjV944UJnMnKNGFpd9ZFdqZYd7/OyixRy1XzEYhoHf70+VreUz\nQnYiLra0tDBy5Ehmz5ZxLFiwgFtuuaWomKqRYDAIQG1tLZ2dnaxYsYJvfetbRR3jyhEjOOr0TzHl\n6mUkvvk9qtiKSqPR9HGUkPKjH8H3vtf1fE8JKWqeRYvg5JPlthQ++ADicRintW+Npo+yB1m6sh04\nia4FdBBZMuVP/mxPro+eXc+PRJberCe7RObPwMnIlta7gL8gS4v6YV9aZOVthBgE1CTFAivDgeEI\nsQWZ7XMV8Blkm227tcYoZJvr521ecxJDACGGAgMRYhfWbKLiRII/I1uCD0CWI1nZjfQzGo3MzmlA\ntuTemkccsV6HYsrf1PX4AFnuVbgLrP15rkG+f5ryrFGak3O9SHpZVAxZMncs8lwP5Nj/vWR8/VLv\ng2I8hEyzNFWrGkqrzjvvPJqbmxk0aBC33347t99+e+o1wzD461//WvAYVS3kQGXEnMyMHCV8WMUP\nj8eDx+NJlUgVKyb0ZHvzzNbssVgs1cK5lPhLpRKizsYdRklijrW0SWXlZFLO7Jx85W7Kc8haauX3\n+0sqkWtpaWHQoEFs2bKFCRMmsHLlSiZPnlzUMaqRjz/+mPPPPx/DMAgGg1x22WWcd955RR2j2e9n\ndo2f2umbeGiZYNHl1Su2ajSavo0SUhYvhptuKvwNYrWhhKjVqyESgdNPl8/rjB6Npq+xH3gy+fMm\n5MK6FSkWvJc+1PDAiHPB0w+2LwUz87N6P+BcpFhSi/RMaUGKEq/ZzL0TsLZQ7gc0gaNFcoLcwktn\ncs4Yso35H4Eh5PZPaSNbOHGCNYZ6pAhm337dGR8mH5mcDIxHXqv1yPK3BOnXqQZZeuVLxrEX6W/0\nCcX76bQhBaM5SN+ZXHiBs5Nz/8VmnjDwlOX3IckYP0G+v15Fehvtwz7z5j2y3oMYwGlIP6U/I7ut\nrSl0QmWnGtqPP/vss4C9buB0fdj7Z1GA7vrB5EK1is4UPvJ1ZqoW7FqC93Rr9tfej6YJN+q5SrBx\nh8GU4YlUWZJTkUyVNoVCIUzTzOlBU6ygU2p2jjJCjkajhEKhkv/R3nvvvVx++eUEg0FGjx7NAw88\nUFQc1cjYsWPZsGFDt49z1cSJ/Ons46n/r/VctnAmFf5noNFoNH0SJdj85Cdw8KBuL67R9F2sfiwH\n6Mp8sMmAqBuP0TAZcWAjBglZjJXmdTIbGIFhiGR2hOoC+g+gUI9nN7KLVBgpLuWmsOfLQQyj3fI5\n+WDykYuDgLOmJrl9VzoQosN2bPfoj7yue5CiFBhGCCFCpLeAPwrDGI0Q6oPrRuAAhnGwhOSAEDIT\npwPZOSobOecRGMZ4hPg3hmHm9L7peu40ZPbVIKQgs43C9yaT4cB0YDuGEXPs/ZPrNbfbwEFzpyxK\nLa364he/yJNPPsmQIUN4881sA+hVq1bxuc99jiOOOAKAiy66iP/6r/+yPdapZfjW5LBY5qiMm3A4\nTHt7OwcPyjecaZr4/X6amppobGyktrbWkSltISqRkWOaJpFIBCEEBw8e5ODBg8TjcXw+H42NjTQ1\nNVFXV4fP56u4iANkiTiVJhwOE41GM4zICt8nZeLscrkIBoPEYrlVbff42UWJM1bhx6ngqEqtAoEA\nQOqcotEoXocOvUcffTTr1q3j3//+N0899RT9+/d3HPOhzoWDB7P2qMl8OvBnHnmkt6PRaDQajUaj\nqSRFmLaaESnQuAM5ylWCQDz5mdYElH9NDYYh1xZdWyNtK7Nl4nR59uRGCMBwJUULl0W8UCiBQ3rw\nGIY7uVVzYru17i/JXg8VU7Zj9Wtxus1GfcntQV4j5TujvphWv4cQwkyOMZGdtLo8dOznNGy3MjvG\nei8yr4d1TgB/an2V/zp0YhhxQL0/ai3vh0LXQaEynrxZc6bPbaA8mAzDlfNeJBKlrbcTuB09Mrn6\n6qtZsSKfeTN86lOfYv369axfvz6niANwzjnnsHz58pS9hJVgMMhDDz3EZz7zmbxzVXVGTqmCihAi\nqzOTtaV2bW0tBw4coK6urswRl49cnbEMw6Curq5iWUP/34p0geZrZzvPsjn2CF/FsnLe359+r8Y2\nOd/XMAxcLhd+vz+ttCnX9TNHHyMNrVsLt9orpasVdBkbCyEIhUJ0dHQcEp2neps6t5sLGhroPH4P\nP74lwUUXuXVWjkaj6XFU6dLy5XDuuZDU7osuXVqxAqZNg5Ejyx+jRqM5FHCaWTAUgs3Q+i74toKw\nK1N6CZnFEUKIeuAAQvQHIoim46F+PKL1z8nXZwETEEJlhQvgPmAycnmZJ00iMAoaJ0KoHxzsQJbn\nbLEMOAoYjxAHkP4s+4AhCPEEXeJDLgHAi/RlGZc8bj/gbxQ23bWnkPBT2Py3E/gT0kdmKHBEMpaX\nkP5D45FlVBuRpU3KQDqaijn3nMci78EypBny8cBYYCld96IRmJCcd0cyhl1IoecVZElVI4Xafkvh\n5ymEOAbYjRCfBS5GiLsAswgT5E+Ah5CZOZlzKtPuccmYQYpMLybntL8OpVBqRs7JJ5/Mtm3b8o5x\nmsxx3333ceedd3LTTTfhdrsZPnw4Qgh27dpFPB7n0ksv5f777897jKoWcoohkUikCR8AXq835ROT\n2S1IbaulhMpqUKw6YymDYmtnrLa2tqwuWd1Fijf2GTZK2Mkl6GSWeUkFufJsbatP81Fz0uEqs4uU\n6mqVc7xDQ+TEu+vkWR9xbOEgMggEAkSjUS644AJaWlqq6j3ZV/n8pElcP+/TzHnxOf7619M4//ze\njkij0RxuKMHm7rvhhhu6ukoplNCzahXMnAn9+qXvp177wx/gpJMgmaWtPWw0Gk0GTk1w98hHpw86\n/cBXkJ/ZTeBjYDlyEZ35JeZWYCrsPwk6DBBfA/4OrAPeyRh7AOnrUoDIDtjdCcbnk/s8Z3lxJLJE\nazvS38WHzOKoQZYMFSKWjGEzcqHQQKkiTvnYnXy4kCJKDTKmj5K/q7XI20Ue9zXkPVCCiDpv6LoX\nBtLL5hhkqdwypPfR1cBU4PfIEql8jAXOB94A/pl87v8ir22hkjs7Pko+rDQBC5FlWg8jhcAFSL+n\n3P5HpZa/RXJksr27agfvrcqMzTmGYfDSSy8xbdo0hgwZws9//nOOPvpo27FDhgzhhz/8IT/84Q/Z\ntWsXH3zwAQCjR49m2LBhjubrs0JOZsaNECLVErympgaXy5XXfLaSOCmtsvO5UQbLle6MlZl143Sf\nr50dTct2UnG7XC48Hg+BQICZY9MzhSqVoZPJm61dP2eKOlZxxNpFKhgM4vf785Y0FeOfI95/DUrs\navXDH/6Qr3zlK5x//vksW7aMmpqaoo6j6eKUxkYODhzI+bOf4vu3nMbnPtf3jEg1Gs2hjRJkpk+H\nL3xBbu1eX70arroKzjijx0PUaDSHEF0eKBGEOBLDqEMIT9IPZwdWsSPbP+ZYmZERk6VA8G5yZKHO\nVDmORwIhRmBgIHgfw4haFuNTAC+G8S+EiGEYqtSrs8gFu4qtPcc5ya3LZWCaIk0QyO2j070skK57\nEErOLf07071yiolBkO2FlHlPBDLjpgbYjWHsQ4hmDMOLEB/gcglM0/74Xc/NQAgvhrHFMkZQnDeO\n9Tpk3gMwzdEYRg1C/BspDo0BXBjGmwiRyHkdvF430RKWmrkycsaeOoqxp45K/f73xc4b4gAce+yx\ntLa2EggE+Pvf/87555/P1q1b8+6zY8cOWlvlQra5udmxiAN9RMgRQqRlrMTjcUzTTGWs+P3+krJU\nejL7QQk31nOwCiCVNFguRbjJdZzL5+xOiWY+n6+gsXIly61y8WZr/gwdVWbncrlsS63s3hfFZOeo\n8fnInKOpqYlFixZx7LHHpvxzNKXhMgyuGjaMvw8TGBvCPPVUgHPO6e2oNBpNT7FixQq+/e1vk0gk\n+PznP8+NN96Y9nokEuGqq65i06ZN9OvXjwcffJDRo0ezbds2Jk+ezKRJkwCYO3cud911V2+cgkaj\n0RSB+hyeuzymqxxFAHuTW5F8fgBdZS1G8jmXZcwOYCBdXitDKJzFYTe3dbsv6QnTP+PL753AUQgx\nDHgn+ZpBV4tyJSapnwWyvEw4PP/0rWpfbQ2h+PIpZ6TfAzBN6++u5OtmnrnVdVDnrci8Hpl0IsWR\nhuT+bclr3w/TtJ9P/mwk4/oIGIsQw4EdGdeh0NzZZN8DkO8HgTRTVplLseT7YJOlmiZ932i0BKdj\nSi+tKoTVJmPevHn4fD527dplK86sX7+eq6++mng8TnOzXLi2trbidru57777mDlzZsH5qlrIMQyD\nWCyWWmyrjJu6urpulxdVUsBRGTmZ5V5Wn57udJYqlO1TLuHGjgdelg721eKdk4tCYg5kl1opQTDn\neIs4U0jUKdY7p7Ozk8bGRq688sqCY8eMGUO/fv1SndZeeeUVx/McLlw1YQInfvrTLHc9xXduuZDP\nfEZn5Wg0hwORSIRrr72W1atXM3ToUObOncu8efOYMWNGasydd97J8OHDeeihh3j00Ue5/vrreeyx\nxwAYP34869ev763wNRqNpgQuQpam/CbvKJnFUJPMCHk+mWnxDtKfRa0tZgCTkd2S+gN/RXatehvp\n5TIZWSY0EOctv33IMpx9lhiCCPG75GvWdc1GZHenjmS2EMB8ZDvtPyBFiROQZUG/RZbgnI/0XLnT\nUTTFZNiUp3OVB+nV80mOGCYgr+t7yPNXY5oQIoph+BEihLo3sjzKapB7IjANyPXFQxjZ6vvM5GMF\n8FsMowEhTBmDqx5cHoipjJ6jke+DEEI0IMvp7DJLTkB2oXoEWaJXHF3XoRUh1iSPNQnZhWwvUoAq\nf2lcvEJCzt69exk0aBAAr732Gp2dnQwZMsR27Je+9CXuu+++tM8nAK+//jpf/vKXef311wvOV9VC\nDnQttstdalSpzlJKuFEtpq3lXvlEAqfkugaVFG9yzVeMmHPUSFmSlXkNVMcm1QLeWlJkLZcqBSXm\n5Mu8MgyDQCBALBZLiTlOMrWclFzly87JnCMYDDo2OzYMg1WrVjFgwABH4w9HxtfUcKTbzX7xIgcP\nXsgzz8C8eb0dlUajqTRr165l6tSpjEy6A1966aU8+eSTaR+UnnrqKW6//XYAzjvvPK655pqyfx7Q\naDSanuEKYBjS3DY/QgwErkCIPcAyhFCitTWTZT3whk3mRytwNrL06VRkds5DSAPdfNQCX0IKD79H\niKZkDLuT+2dm0UwBzgLWI8ROYC5SvFhFl3jxItIs2AQuAUYBfyx4/opiMmy6/1+DH/gyUpC4F+Up\nkx7DFrrK1RRTEWIeXRlSa5CtxNeSLWysQV4Tw+Y1xU6k6TLI69aJEJ0yhkAzjLoSOrdB67LkMTYA\n/0J2FBOQM+PmRaSIdgXwADKTxjnp1+EVpJ+PYm9RxyqGRIkSyMKFC3nuuefYu3cvLS0tLF68OOXN\n+9WvfpWlS5fy61//GgCfz8eDDz6YM3EjEolkiTgAM2fOJBKJOIqnTwg5UHlfm1IQQqT59KisIcMw\n8Pl81NTUVDzunhZwFMWIOPlQHjGqdE614TYMg2nN5RFzJgwuPM7r9eJ2uwmHw6gOYU5wUnLlJDun\no6OjqC5qetFRmM8feSR/WL+exTe08cMfNnHmmTorR6M51GltbaWlpSX1e3NzM6tWrco5xuVyMXDg\nQHbv3g3Atm3bOOaYY6itreXWW2/ltNNOy5rj5ptvtvx2avKh0WiqmQ8/XMXNN6/q7TAqwDDkwvyT\nvKNk5sPA5BfZn+ByuTDNuE3GiUhlwmRnrrQgl46y3Elm5hSiH4bhRoj2ZBvpgcnt/mQMZkYMI5Ee\nOTuSc49GCDeGsd3y2dcq/oxAluLkj8Xel6UnPHLqkFlHByxeODKZoCsGsq6DYbQghDfpYWNgGB91\nZc9kxZC/45R1nO118A/FcLkQ0T0ZMQiESGRdo/QYTOR70I1T4SXXvZC/m3nHZm59vvJ65BRi6dKl\neV+/7rrruO666xwd6/TTT+f888/nyv+fvTOPj6o6///73FmzAQkQ9kVANgVlEwVRcAeLWrXuoNaF\n6lettrWttW5fv9a22sW9/KTuWnetK9Va0LoBKiq4s0PYEhLINvs9vz+ee2fuTCbJJCQQ5H5er/u6\nmZl7z3nOOZeQ85nn83lmzUoWvFm/fj2PP/4406ZNy6mNDk/ktBdak5Fjkw1Onxvbp8eZNVRfX49S\nqk1JHJuwOeeQhu99H2D7Bdn+R02VB28pvi0PMKy0+X/lhmGQl5dHfX09sVgMr9ebUxaVGjROjI6b\nQCaZk5mRU1dXRye7bElz/SnF0UcfTTwe5+KLL+ayyy7L6b69DacNHMjV48bxt7IXuaHyPF5/HWbM\n2N1RuXDhoj2xM/9v9O7dm7KyMjp16sTSpUv5wQ9+wBdffEGXLl3SrnMSOTfd1OruXLhwsQvRv/9U\nbrxxavL1Td+bf7zrkIyUUtKlLXZ2Rj5Qb228N6J1BOiLafqAuGNDbiDbwnhyM90wc2UpQlzXAoWI\nIe13iGyoMePbbWi9HehmZXdsROuwFUPA0b5d/ehrYCRaDwFWoo1vIdEHrfdFKm/lI/IqG58j5cZH\nInKc7Mjuy9LWHjnZ5mGHFXcxWttzHgDCjhgatq/1l8BwTDMOBNF6FLBhp7/IzToP9avR8RDk9XNk\nYjXuI2T79QhJVYtUs5qIPIersvRqt1mAZAJliYHs89vcWsRiHcsjpyW48847ee6553jttdfSzI7P\nOeccTjnllJza6PBETntIoGy0pLKUTd7YviR5eXntWlnKiY5I2DRXljwbmpsrpRR5eXlEIhHq6+st\nmVXrfIQy8c1Wf04lypVSSfLGllo1t85aayK99yM/P7/VUqv6+vqkFKA5fPjhh5SWllJeXs5xxx3H\n8OHDOcotadIAnb1epgNPf/MVf/gD/PKXIq/KMdnKhQsXeyD69u3L+vXrk6/Xr1+flqFjX7Nu3TpK\nS0sxTZNt27bRvXt3DMPA75f/28aMGcP+++/P119/zcEHH7xLx+DChQsXuSMPuAvxlQEhEwYhMqSj\nkY31fGQjXQu8hkiVhiLyGRvHA0MQ/5XNiE/JDtLLRH+ElCePIJIhBfyP1fa9CLkzBCFUYuDrCgUD\nYPtjyN/zUeve1xDi5RikpLiBePCsRMqOvwXUQfEsKOwBmx+EWDkw3or7GWkfgP9Y/Y+jKSKndVDI\nXFUh0qSmcAgy9kyJVwJ886FgKGzvhIzBRORQTe1D1wH3IATXQcA+yPzWZFznR+ZyBbmXos9AtBJW\n3GGFY2fE7IusV77V5wZknUYihOFAZC2eQsrELyb1DGYiH/HcGYR4AH1O01lEg5BgnJ489lpU4pRv\ntZYiiNAx9tannHJKzqRNNuy1W5psG3NnaW2buLENigOBQM4GxW1NPjnJkurq5tueNamCeDzOPxbn\nXr6stchGMu2M7MrpWVNfX8/wHlIefGclVpCbAbINj8eD3+/PWtWqyfuakVoZg8cD2TNycpVW2aZZ\n3bt359RTT2XJkiUukdMIzh09mhvWruXDsRu5vWtvHn4YLrhgd0flwoWL9sKECRNYvnw5ZWVllJaW\n8vTTTzN37ty0a2bMmMFjjz3G+PHj+ec//8khhxyCYRhUVlbSpUsXDMNgzZo1LF++nCFDhuymkbhw\n4cJFLnjY8bMP+DGy4fYgpajfJJ0wWIuQJc73DkBIiI+Q7JHDEWPdN1Bqk/U3qy1piTjOF1klo++1\n+rwAMR9eDt4CGDQH4tthx2ego1liANmcH4eQAKsR0uIQwEBtB131GkpViphLfYzWH1nSLKfM5u0G\nkpy2wVSUOhCt56PU5ox5yDwvQusPGjbhLYBBF0O8CnYsAr2V3Cs82WTVYmCxQ5rl7PsslCpB61U7\nZ8ysnZktY5DMK3vP+29L6jYdpYah9fPWWixxxBRJiy0ddQiBc7DV9rImAtkPIfg+QZ4Te12PQIyQ\nX0OpLWlr0Rq01iNnV+Hiiy9Oeu00hY49CtovI8du1yZubPLGLq1tZ920hUFxe0BrzU+ODhGLxfj7\nwpQk57wpVfh8Us58d6GlRsjZ4CwPbpom+/fxs7xs1xqc2FIrO0MoGAxmfR4ySZlMI2TPkAmStROJ\nkLDayXym6+rqcjI7rq8Xo7f8/Hzq6uqYP38+P//5z1s9xu87ju7Zkx/37cs3L77Abbf9DyefDGec\nAS2wI3LhwsUehGAwyH333cexxx6LaZrMmjWLsWPHcsMNNzB+/HhmzpzJZZddxqxZsxg1ahRFRUU8\n8cQTACxYsIAbbrgBw5Cyu3feeWey+oQLFy5cdHx4EQLH/ls1lSFh73vknOmVUmDdWwPErWpGXpSq\nTf69ml3akm/JpcJIxoRIh8AEIyBvJaJWJ5kEhB1DnhVTSO6jEPA64q1GWyRDKpZM6VfuJE5L/G+U\n6mTNQ10z89BEDEZQzsl5SLQsBkOhk/402WIoQGsvEGoRqZHq055nZ9+yBqlr66xriqy+6h1rkH1e\nGsLel0axy9hnH38B8vzW48zaaWwtvF6DeJwWoyNIqyors/taaa159dVXc2pjj50gDMMAACAASURB\nVCFy2krCZFeWSiQS1NfXYxvb2sSNYRi7RC7VGpimiWmaySwRm3S6cFpNkvgQ/WHHgS1Ni0QiySyX\nXGFXLAuHw4RCIfbrHcQwjFZn54zoGSeXR975vGVWtfL7/Ukz5mbjd0ioMtvxeDwNMnJyIXK2bNnC\nSSedlPRiOuOMMzjhhBOavW9vhUcpzgkGeXjTJm6doJk8WfHXv8K11+7uyFy4cNFemD59OtOnT097\nz+mHEQgEePrppxvct7Mpzi72PmgNFRWwcWNqI9LW2LRJ+miv9l18nxACPkRKQscQ+VNnIIbWJcB2\ny6elPGPjvQyR7vRBKhW9j3jaDESyIpwoQKoUrQT+BUwD+iJSoIXW64Mg+iFULoaiEeDJA7MmC/mR\nb8VSjXj8GEhW0FBrQ1+L1vtYbbcNsseQj9ZRMv1tpBx2iTUPdgwFQA9gDTmZDEe3wfaPoGAYeIJg\n1jZOBnkKwFsE8RqI10FhIbq4BLZsQUcjVt+l4K2EvB5QswIpC34k4k+zsgXzEATy0FpMitMJmM+Q\ncu8mEEDrAcBKtF4InIFkx7wOdEOke80xSLasrgqRAgZw+jOln78ABiPPmIE9x1q/i/gMDURkXoJE\nonWZWB2ByOnWrRsDBgzI+ll5eXlObXR4ImdnYRsU21k3iUQi6XlikzdtTdwopTDNnU/xy4zdbtMw\nDPLz85slnZrKimkv351LjgkTj8epq5OYbbLJMIzka7/fn/OcZysPPqInfLW55Y/uV5u9DO0eaVH/\nNpxVrRKJBMFgMNlGSzLG7HZCoVDyXqVUztKqffbZh88++6zZ61ykcO748RxTU8ONv/oVv7vlD0w8\nWHHRRWAp1Fy4cOHChYucoTV8+ik8/bQcFRXw3ntw770wdSpMmwZHHAH77tt64iUUgueeg3nzpK94\nHA47DK67DrcCo4tmsBjxEOkKLEFMaCcjm/MNiPTJ3iR6rM8U8ASpDfk20suZFyEEzSbrej+ygf8A\nuM9x3SfIZt2ydtj6bznSoKDkYAh0hc0fgy4CXiVVxnw78BJSjeorGnrCNIcBwFjEO2dHDtcXWPFW\n0tCouIKGZd27kSKu7L1eD2Re3iVr9awtbyCEixMKmAB0QTyBFHhnQt4ACJVBfBV0KYM+fWB7FUQj\nyJr2hkAAgn2gdhXo7xDD6ZYiaMUdR9bsYIRgWYjMw2PW66nImmjkuXoeIY16IPO2lpRRdWPwIUTd\n50DTxWEki2wT8pw691flwAOO152BqWj9bTPtZUe8AxA5gwYN4q233spK5mR6+zWG7x2R4zQotuVS\ntkGxs7JUbW1tg6yI3Y1ssWdWxaqpqcHv9++05MsmedqK0Dn/sO3EYjG2b5cS7F6vN+kpZJpmsqx4\nIpEgHA6nESHQUJ7khF3O3TAMIpEIq6pan3X0bbk45O/X22zU76ixWGypVTQabSC1aslzZBgGHo8H\n0zST7eSakeOi5divUyfG9u3LXZEIv3jm95x99jXcfDPcddfujsyFCxcuXOwJ0Bo+/xyeekrIG9OE\n004TsuXuu2HiRDHTX7BAjltukWumTYPt22HAAKiuhuaKUy5dCn//O/zjH3DQQXD55ULqvPQSnHgi\n/PSn0Lkz/Pa3cPzxLqHjIhtiSGbGSoR0mIRsjBciG+7UQ6PUKMR8V6wAGpf7/ADJ1hnm6GcfhIBx\nwnT03QgKh0DpNKj5AtRWlMO4NhXDBrQua1JylB0e4FSEDMiVACpHqQpH383JntbSMEvpNIQY+WeO\nfYJknUxGqnSBUqMh0hsd0Sh6ofkCytZB2bpkzSel1qH1OrGcqfu6BX1lw3brUIiB8UEo9SngHO+h\nKLU/Wr/qUMhYMQCQK4kSIZdsIenzAJQai9bvN1j39NczgZ4oNaRFkjIbHcEj58orr6SqqiorkXP1\n1Vfn1MbuH8VOIpvPjV3KOhgM4vV6s27Y27MaVq5tNxd7YxKetjZSbgsy58F3pDzrT46WTJNEIkEi\nkSAej2NXgkokEg0IjJYQUl6vt1WZONnwxUaDET2FKGsJlFIEAoFkds7OeBHZ6/vggw8SCoUIBoOt\nbstF07h9xAgmn3IKsy+/nFtmlzDw1jlcfjkMHbq7I3PhwoULF+2BWEwkT+Ew/Oc/sGiRkCk1NXK2\nj2+/hd/8Brp3B49HDq839fNnn8Fll4HPJ+TNk0/C2LEpEsU+DxgA550nh9awcqWQOnfcAUuWwEMP\nQTAI++yTOgYOhC+/hG++gXHjJLvngguE0OnfX9p98kkwDDj7bPF4e+45iff66yVDp6io9XNkxxmN\nCvGUQz0PF3sUtOOscZI46Z8rRMaScLzOdl1jr1salgZt95HZVmPvt4TQaXFAOV/ZNjFk39spBWgz\n+bGy3m8wQ206D6mGtFbW77PG16DtkeorXT7qJBwzCR1lvbYprpajI0irLrvsskY/u+KKK3Jqo8MT\nOdmIDJsgsAkQpRRerxe/37/bKkvlisyqWLb0KNfYW5pB5CRpGpNatRWZA/C3N/PSXs85qj4Zs8fj\nIRYTB3bbyNj2nNkd2BmplU0QhsNhtNatzpDyer3MmDGDv/71r8ycOZPHH38853S6XGEYBj/72c+4\n/fbbAbj99tupq6vjhhtuaNN+dhaJRILx48fTt29fXn755TZte1h+PrN69+b6efP420knMe+YLvzm\nN6fz7LNt2o0LFy5cuNiFiMVEdjR3LmzZAuvWwfr1ct6yBXr0gG3bJMOlZ08hPTp1kmPQIHn93nsi\nVxo8GBKJ9CMeFwLonHPgF7/IPQNGKRgyRI61a4XAufZaKC+H1atTx2efwdtvC4ly991w5JFCHjUG\nj0fIpFNPlSydm2+GqiohmV5/HXr3lqNr1+ykTEUFLF4sY1q0SH4uKIC6OiGSbr0Vjj3WzfT5/mAb\n4mWyD9AdKEHImm8A0Ho5UmZ6LCLP2YTW/YA+6PwI5HVGb18C8VeQSlabEcnTekReU4xk6uyDVMcy\ngMHgHQg9NkBRV/j63fSQalfA1rdEWqUzCYne0rdeAVQ16iXTOBLAc1B0OgROgIoXc5olZ7uNmxk3\nFcNTSKWtElKytWzohIzRg8jG/otIhEC8iQoBD2Ig7WuwT819HvZF1mVhcxda+AqRzwXQuhfQE63X\nA+9aseQ1MDVuGxQjXjgxbHmY1p8i5cpVgz7FH6cvWlch8q96tG5dyfloByk/DvDcc8812Ifm5eVx\n4IEH0qtXrybv3SOIHNug2CZubPLD6/V2eIPibD43tlwqGAzustibqyJ13pQqHvpvcZv3O/ff+cks\nHcMw8Pv9yXnw+/1Eo1ESCfkGYHesYTapVa7m2rbUKhQKJQ20cyV0nH307t2bfv36MWPGDNavX9/m\nRI7f7+eFF17gmmuuoWvXrh3238odd9zByJEjqalpqR46N1w/YADDt2zh0pdf5sTp03nW7MwHHxzH\nIYe0S3cuXLhw4aKdsGYN3H8/PPCAkDlffy1EzIEHSiZL//5CaHi98v7998s5G+6/XyRQjf1f8Npr\nkr25s/91KiXebKWlIsWyceedsGKFSLNyhWHASSeJ3OrWW0Uq/Ne/SgbSxo1QWyskVu/eUFgIGzYI\nqbR1K0yYIP1fcgk8+KDM0YgRkt1z5ZVyz+9/L9IuF3sCDkQkOmUISfA04u1i4yvrEINZ+CF4Doe+\ncdBx2PAimH6kShAI+ROXVDZdCImIdZ8to7I9Tj61znmksiJMYIMwk+WbIGq36YQXqvpa9zmzgDoB\nJyCb+i8Q4ukEYAXwdgvmYy3U3QVmzxyuDQInIj45cUSO9U9yMjFOw1aallUdBQwCnkV8ivIBE6U+\nchAjBQg5Vm+11QU4HzEJzgdqkTn6DDG0zkCXA6H7kVD2HNTbXkgO9JwOBfvC2gfFTDkNpqPNPKvP\nWuvs9DjqDfwA8bpxxjDMGuO/kPXKFfXIc+vcOyUQgisbtiLrVA0F3aHXOFRdBL2pBV1a6AgeOTYe\neOABPvjgA6ZNmwbAwoULGTt2LN999x2/+c1vuPjiixu9t8MTOVrrpJ+N1+ulsLCwTbxt2isjx5ZL\nxeNxqqurs/rc7MqNdK6Gx7Mn1zB78jYeea/rTvX3k6NDDbJynLD9bmzjads3xzTNnOZlVF9aXbWq\nKXyx0Ui23xLYsjE7O8cuXd/SNTYMg1//+tc5XdvSzBWfz8fFF1/MX/7yF/7v//6vRXHtKmzYsIHX\nXnuNa6+9lj//+c/t0kexz8f1Awfys4oK3nz+eeZNP4kr5/yTgz+b5H776MKFCxcdHPE4vPqqZN8s\nXgyzZolkasIE+MtfhLDY26AUHHww/Pvf8K9/pd4Ph2HzZiF1Fi2Cr76Cf/4Thg9vmPFTXi7tnHwy\nnHCCkDsnnyzE1i23uBLkjo8jkY3wvkjVquwljZWKoHV/KSFd6Efl+9CVi1C6Fp1GXNSjVAid0KjQ\n9hz2SiHS/U9CYK4UDqA83UtGJDL7oNQAtP4KpUyHH8soJCvk31YMR6F1V5R6s4VZIBrMeqhb1cg8\nOD1g9kWpPmjtsV5/R3rJ65Z69GRDCTAKydSpRsq712XxfhmJZKe8a8UwHuiGUhqtDZTqgtYKMZnO\ngh7TwfBD/VqZA+d1/m7QeQyEN4MZyjq21DmElILPNmeHoXUXGvrdHI2QTWtaNDPyTEaSUqls853+\nnvVsag09hoOvEE/JGOKtIHI6gkeODdM0+fbbb+nWrRsAFRUVzJo1i48//piJEyfu2USOUoqioqKd\nNvdtL2TzubE38U353LQncpFTZUqpdpbAsfG3N/OSGThNwa7eFI1G8Xg8aK2JxWJJwq4pDO8hJNB3\nFW3vKSMkUQH75bWMjbezjbJVtcqGzKyfljwjrclcufTSSxk9ejS//OUvc75nV+Kqq67itttuo7o6\ns2JA22JO797cW1bGy8OGcfxTj3HLCT9kwR1vcsSVo9u1XxcuXLhw0TpoDTfeKBWc+veHOXPEJyav\n8e+M9noEg+K/M3CgmCPPmwf77df8fV4vXHSR+PHcdRdMngynnNK6GLQWIunzz0XS9c9/ivHzoEGS\n9eP68bQVQqSyW2yvm4Z/w8rGuE42wYk42vSCp0ByaZS1GNou9ayT54YbfQOtTYf5rbzOBakYAIIZ\n0plaJNvCltUI6aF1J4SoSjj69KB1IksM1tiVB3SiQf+pvjLmg4RFkuSRXvIaKxasuTWbnY+GiFn3\npn5hNZQM2eNPWOM3EEdjbUmbtNWHRutClCpvuDbxWpS/C9qTB4mMTCgzLGdvINlpet+GFZN2jFVZ\n82CNXxloXYNSCbQuQqkKRwy1KBVE6wKUqm6G/JPxpPpqbD7snxUolXzG7P2Tju5A+bsRj++55cdt\nrFq1KknigJQlX7VqFV27dm22EM4eQeS0BxGyMyXCm/O5SSQShEIh/P720d81x45nI28yJV6Sstg+\nyJXMMQyDQCBANBpFa43X6yUSiWCaZpMEmP2P2M6e2d0ZOlprDMNosqpVLm3kgtZmrhQVFTF79mzu\nvPNO8jrYX7+vvPIKpaWljBkzhoULFzZ63Y033pj8eerUqUydOrXFfXmV4s9DhnDZd99x3LFHs/4X\nd7Lf1dOJHfs2vhFDWh68CxcumsTChQub/HftwoXW4hezalXD86pVkl1SXi4Sp9Eu575LkJ8Pv/qV\nkDq//728N3BgSrbWr1/6z4kEfPQRlJXBsmVC3ixbJsTQqFEQiUgW1b/+JWtaWSnm0IMGienz2rVy\n/WGHQTv96fw9x0IkG2IAYIDHB4kYss1zlobeCDyFquuMXh8Cbz4UjoBOI2H7UqhrKItJba6lLa0P\nAoah9dNACK0PQbKBHrLu8CHkRWMokxhUZwcBZADLEfIihmz0FwL9kGyPdUA1Wk8Ahlr+LQPR+jGE\nhDkEGIrIeoZA1zUQ6AVl/6ApM1ylVqH1c4jEyiZczIxrxqL1EMRrqNoxHzJOrSda8/FwRus+pEz7\nAVabBcARSMZRZtaPgXjERKx3RyDlvROkJFgr0LonUOsgPuwYgNX3oztfCfo84N70UOIRWD0X8gda\n0+F8Lvoj0qjNwDKr7+HAUuSZGg3sC8V1UFiK3vQhxGoyyJfH0XoOMButmyoJWwKMIbW+ZnL8Qohl\nlDHvPA4Kh6MqF6BDG5Nvaz0eynzozu9B/edN9Nc4OhKRM3nyZGbOnMmpp56K1poXXniBSZMmEQqF\n6NRMqcMOT+RA+3intERa1VKfG9vzpT2Q61w0V8q8vZEpr3ISO075mX3Y/jRO2VVzWS022pPQWbah\nZXKrbFWtspFSzoyclkj8diZz5corr2Ts2LGcf/75Lb63PfH+++/z0ksv8dprrxEOh6murmb27Nk8\n8sgjadc5iZydwbElJQzNy+PusjKu+t3p/PXF7Vxw2DH4Pnlb/iJ14cJFmyGTdL3pppt2XzAudgu0\nhk2b0k1+7WPFCjEnPvzw1KZ+0CD4wQ/k5169YORIuOee3T2KvRMlJfDHP8Jtt4mMbcMGMZJet07I\nmldekfWrrBQz5zFjhGw78UQhcHr0kHZGjxaZlk3EhULic2STdq+8An/7G9xwg0i6jjhCjrFjs5s/\nay1m1l9+KceCBVJ1bNgwmDRJspD2GuS/A/XL5WdVCYfNguL+8K8qCHmA+5GsHRsb0Xqj2JMESmHA\n+RAttyQ5jeEAxANlIbAIMam9DHgBeA/xbQE4GTE+/jtS2roxWDEA8sXyGQiR8CzpxMtjCBlif0G9\nBCF8QsBHpHxg7BhqgaVQUQveQpoiccAmIdY1c80niGdP2PHuRGAKQu58gHjGOPs6BSHVHkSkUksR\nkiqPTKJI6xLgTKAKeNL63EBKe2skWyaGlAifBryPeMUcDByKeBd9BeZhUJUA3nK0bgCnA6UQnQfR\n5cC5yJw+gMzrBoRcMxDy6BhEBmZvqj6X9isTsN0HZoSG8xoD7gaayh7xIp5HRci62hk2nYCz0bou\n7X3oCzsOg+r1aL0lo62PQAdh+0SR6XF5E/1mR0fyyLn//vt58sknef/99wE47bTTOPPMMzEMg3fe\neafJe/cIIidX89m27K8pEmRX+9zkCqfEy67mZZNNdmaIXRa8MZw1cQt5eXn4fL4mvW5aCicZFo8L\n42pXGrMNq21Sx+v1kkgkqK+vT36WC2zCRWtNOBxmxba2id8miBojdLI9n86qVolEgkAg0Og4otFo\nTqXHc81caQzFxcWcdtpp/P3vf+eCCy5o8f3thd/97nf87ne/A+Dtt9/m9ttvb0DitDX+NGQIU5Yu\nZVaPHhz++Bz+fHgtv5h4BAWLF6L69mnXvl24cOHi+4qtW2WDbx8ffgjffQcHHEBa2e2JE+H006Xa\n0nnnSUZGNtTXuxWUOgoGDWrcMLpHD8m2sYmb5pCXJwbLI0bI6xdfhF//WipnvfOOkEY//rEQR4cf\nLmSRxwMLF6bIG6VELjZyJHTpItk/t90mmT/DhsGUKZLhM2VKmwy/TTF//nyuvvpqEokE5557Lr/6\n1a+yXvfcc8/xox/9iI8++oixY8dmb6z+y9TP/jwo6Qf1CqIFwGaUimdIgZSVSa4wCwahPD507UrQ\nsSZ8Uw5Eaw/ijaIR414F2P9waxH50yCEZEmX/me2ZxgK07RiMAeglB+tywDtuAZMU6NU1CHh0aRM\nmesyJqI2/RyvTfu0YQziyWzH0rgvi7a8XJzeLQcgxIftQ+OMxYeQWfWIJ07qc/F3yYyhH4YRwDQ3\nWtIpkEwVM22ulBqNePmsyIhhjdXHftaafOOIJR/x3dmOkDbdUaoTWm9I9mUY8uW6YZjWWviQqmHx\n5PgNIyYxaBNN+lxlX4Ns6GIdW5MeQfIs9sEwgpjmyqRXjmAw4EPxFZpEljUZgtYGPl9Xok3X88mK\n1nrk/PjHP+bVV1+ltLSUZcuWNfj80Ucf5bbbbkNrTSAQYO7cuYwbN67JNj0eD1OnTiUQkAI8kyZN\nynnvu0cQOe0BZ0ZONp8bwzDwer2t8rnZVaXNbV8ZO+ZsmULxeBytNdFoNClT83g8zDmqnrn/bpiZ\n88SiHP8XbiGqq6vxer14vd4Gfjx2to5Nfti+OR6Ph1AoRCAQaNY3xwmlVE7ESEvR0uwcp9QqcxxO\n8qeuro6CgoJm28s1cyUTzmf35z//OXfffXfug9gN2BUk6fD8fM4qLeWGNWu4d+xQ1j/2c+6/xOTk\nwdP4/M4FzLiwT5MlYF24cOFib0d1tRA1X34pFZc+/xyiUcm6GD0aDj1UNtL33iuym2xYs8Ylalyk\nUFws2Twnniivt2yRbJvrrpOfTzoJzjpLyJvu3VPPzpVXivTryitFxvXxx0IIzZsH558PgUB6pbDd\niUgkwiWXXMK7775Ljx49OOSQQzjmmGMYM2ZM2nU1NTXccccdHHzwwU03GOgOEStjIR6HcAh8QTDi\nkMjP4oUCoDFNDaGNaDMBgR5kL/dsn1cDXZGS1tuRLJZ9kQwOO3NDAzuQjItC6+fMdiQGUysgITGw\nxZJYdXfEoDBNhfiopMckMMTXRydoLusmewxC4si5YfsNx6+t2Gz/nDXA/kAvUGsknqQsKI5U/pJy\n3pLJI/dpa9zpMVRYY+1mfW5n65uOeTDQeh1SensgYmi9AZnnnsBqJKumL7JOlQixFkZIpAIkC6fG\n6ruTNSbDisF6HtiM1glkXVPPQ2qOsq1FrqhByKTCZN8aBZRb7Xe3xm+jDJGN9QG+yLIma4BiolFn\nplTuaG358fPPP5/LL7+c2bNnZ/182LBhvPfeexQVFTF//nwuvPBCli5d2mSbjzzyCNdccw1HHnkk\nIAqKW2+9lVmzZjUbT4cnctprU2eTN3V1dVl9bnJlwnYl7Jij0SiRSCQtU+ixD1KeNxcdUZskcJRS\nGIaRlYxqrsJUW+IfixsvA9gwhhSpcd6UKiKRCIlEAr/f7zA2a/q5aK/nxinfyoXUcUqt7HH4fL60\na2pra5s1s4LWZ644ZVilpaXU1WV+i9FxcPjhh3P44Yfvkr5uGDiQ4YsXc2mfPpx4YgH6hKv5+nyT\n0VcewdTbF3Lx9b0480z5ls+FCxcu9naYJnz6KcyfL9kXn3wiGRo+n2ygR4+GPn3SiZlFi7JLY1y4\nyAU9esAZZ8BLL4nc7qyzmr8nEBB51aRJkuWTSMjzGW7dfq/NsWjRIvbbbz/69JHs39NPP51XX321\nAZFz3XXX8etf/zr57X6jsEkcDCg5DL6ug+1PQ6wKIVs8iDeJF6X2R+s6lHofrU1UeB165T2W2XF6\nH0p1R+sQ5BVC5CMwv0bkPwAvA2MRiY/VN2cCna2fTwQebdAmweGo4sno2EpU5Tto0wTWI5Iqj+P6\nY4DBKPUMWpc7GugBbIfuk6BoNKy+2yJzegOb0vtTPpGOhcut8W92jM2Z3dEZ2Q5vyzq9qeyTgxHv\nmKeANxApVzl0mwqdD4QVf8E28YWHrVgNYAqoAyGww4plPiQzTA5AqTFItayvEa+a/YBPgFWWP88I\nK2MpH9iCVLMqtsb8DCki7Wkk+2YbMBXYF4KvQ/gZaz7PQTKqtgJfAkNQ6iC0XoFSH1rE0TpgHkIm\n6Yzx7ywiiMyvBAIDoPgwSGxAbXsLbb5lzcNoGbuvBKiE2IMIMdYdIaWcmV4LrHFkr9LWHForrZoy\nZQpr1qxp9PODDjoo+fPkyZMpKytrts3f//73LFu2jJKSEgAqKys59NBDvx9ETlsh0+cmkUgks1Oy\n+dx0FCQSibS4bVPgYDDIj6+vSF53yNSUIFhrzYU3ph7sh29pnyybXYGH/lvM+YdtJxaLEQ6HW5Rp\n016lym3YbQ8uaZ5YsrONIpEIYeuvCfue+vr6nIicTHTE53VPQonPx3UDBnDVihW8MXo0SilGPPQr\n9L4J5s+dxqz7FnLDDT255hqYPVv+OHThwoWLvQk1NbBypZT6fuMNyZg49ljZIB9+OLz1Fvy//wcz\nZuzuSF24yA6PR6pktXNRzJyxYcMG+jn8+Pr27dtALv/JJ59QVlbGjBkzuO2225r5e89xb/lqKN8H\n2d7Nsc5HIpvdR9B6M3YFJLA26PFsEzMeradANz909cLm12CHM6vgFMQkdyNCkJwLdEMIgBjwHA0z\nZbpA+Dj0pu3Au46S5wOBHyKeMGuRTJf9gI/R2rlJP9r67BWoeAfK3walgbMQ0uQhkkST8sKQy4EA\nrIyCWY341cRT4wYr2+M0JMPmxSwxO0mMDxF/IPsNi0CrWAjlCzPuMhFiCTA+giGHQELBqiewq2lp\nXQocgZhId0dIn5cQQsfOyvkE8KH1ocB/gY+xK0mlSCNnzHYd7ndh8FjwnAUr7gTzaev9TsD5SBaP\nskiyxaRXHUuXxbWtwCQG1EPkDNhcCyxAkwCWofWXMpbCfaHPj2DHctj8MiIhm4bM/QfWeNfQ0lLn\nmdgV5cfnzp3LiXZ6YTOwSRwQK4xclT3fWyInF7Nfu7JQW2NnpFVOuZQzU8iWS533W5v9TtchXnxk\nHUop5v47n3kLinj4Fi/nXptpDpWOXLNxzpq4pd0kV7lAa43H48E0Terr6/F4PDmTGPv30Swva1/C\nY2VlPiN7NW9wbRgGwWCQaDSaNHv2er3U1tbmJK1yYldmrnyf8ZPevbl340ZerazkB11F8qeu/Q0F\n2uT5x6ex6K8LufG+Htx8M/z3v1Jlw4ULFy6+r9Aavv4aXn5ZsiA++QRKS+HMM+Hmm0W+4sKFi9aj\nub9fTdPkZz/7GQ8/nKqC1PSeYmpmC0hmuxfxaxFfGakKFEv6kKQy3Btu1pXqjdY+VIEPbXhQ0U0Z\nFEdPq207i6UrKXIhSroxsI3OVl9VjhhA625IOfEqxCOnJ1p7UWoTUmLczp6RmGBrkgyRoEqtWBzm\nyp4gePIgasuvQhl92ueu1rxUNeGR4/Rl0Q2JjeZKr3vzJOMpUZO8X2IpsdpVlk/NdutzTcorSKNU\nL6Sq00a0jmddrwZQCnwF4hOkY6QMhPOtPnzWucoxxobPQ+OeSTtD8HSyjfCivwAAIABJREFU+tqe\n4RVklZMPlILhgViFNQ+9rHi3OOIbiFID0Rr8fg/R6MIWR9FY1arqhUupWfhpaweXxMKFC3nggQd4\n7733mr32yCOP5LjjjuOMM85Aa80zzzzDUUcdlVM/ewyR05ycpqU+N7bh7u5GU4TTZb+3Db0aL+Wd\nmW3jrA7VFpk4Fx9ZRyTia/7CdoRdycqWidkeOrliny61rN7e8oyXluDLTZ6cpVY+n49YLJaUWtXV\n1bUqI8fFzsNnGPx58GB+umIFxxQX47cllb/9LZgmE685gtcXLODmuaX89KdiyOjChQsXewrCYdi2\nTcp3FxZCMNjQk8Y0xUT2pZeEwAmH4YQT5NfgmjWwZAnMmbM7onfh4vuHvn37sn79+uTr9evXp2Xo\n1NTU8MUXXySr/W3evJkTTjiBl19+Obvhsb8rRLdBoCtEtiGESjWSWdEZVC3oHmhPF4iXWz4vBmJe\nHM6yIfeI1EcNQ1cnIA904QgI2dIkBf4VEB2FmPp+i0iBxiIZMcXW+yuwM0vEy2WzRdb0SHqhSN8r\nkbLifZEskS9A7Y82DoTESsuzBbReDExHyowvccT7EXAIUtb6E3krXge130HBUPBWQayEtFLdYI1/\nI1IRqo/1uYGUWM/M3Ek/Z4eyxl6Z/l60CsLVEOiKVkHEI6cQ2GT1Y2KadgwpSZP05UHrb4F90Hpf\noMy6t9rRZxdSkjcLOgY1y6FwJPi6yPOBArahdQRZ/zprLbyk/H8i1rz4cpgHhUjpdmSJoSRjHrqQ\nItq2onUF4okjf3PbfkVaG1CzFkpMyB8J25ag9TJgX6QE/MoGscRirasU3RiRUzB1PAVTxydfl930\nUIvb/vzzz7nwwguZP38+xcXFzV5/xx138OSTT/Luu++ilGL27NmcfvrpOfXV4Ykc26A3G2zixpYe\ntcTnpj0NiZtrO5O4sT1s8vLyOP+68kbvy4Zzr92SJGyyZeDsDJlz9sFbqa3VLSJN2gP/7y3JVvnx\n4TtIJBLJ7JxwOEwgEGiW4NtVEqTmqls5oZQiLy+PzZs3c8899zBp0qT2Dc5Fo5jetSv3btzI7evX\n8xtnys3114u4/ogj+OX8BYx6tDuvvCI6fRcuXLjoiNi8WbIH335bzF6/+UYInL/9DWprxYy4oEDe\nKyyEujopHf3WW0LePPOMVJiy/9v8+99373hcuPi+YcKECSxfvpyysjJKS0t5+umnmTt3bvLzzp07\nU16e2gtMmzaNP/3pT41Xreo1E2pXQN5o2PApIs0ZgnjPPATeLtB5fzCPhcpvEfnNAGRjvTzVTqcD\nxLDXMxaipeD/HPK7wMo3LL8dC8UToLAU1t+F+J6AECsxq89TEVJnBWL4OwIIAu8gvia9rGux4iyw\nPrNJjE1QtA0KB0GFTUIAagUUL4HacohOtNrfhpT3jiPeMUHEu6YONvwHVBnodUA/R6w2eiJVtv4D\nfAVFxwPDoOYpUiXJDeBApBz3ehpHAXCR9Mv9CKEzHCG5BsPab0H9B7RdQnwTIkl7D/iUlDwqc+84\nTO7nEWS9LgDVBYqXQu1yiPZGiK2nySxrTtkLoF4CXYz4+9RbfX8BvI2sgYGsxxDEO+crUmSZ7b8z\nGiGOVqfaVj4ongO1BkSXIM/TU1b8ByFE3lPWHJ9htfOsdXMMKTNuG0c70Reig+G7pVZbpYjp8btW\nDLYv0waEbBqD1o2UPGwGjRE5O4t169Zx8skn89hjjzFkyJCc7jEMg7POOouzcjEBy0CHJ3KcyPS5\nyValqSP6htgymky5lN/v55JbappvoBk0J6FqDI2ZHZ9zSLlVYSoPj8eTtbqVsw3IXaa1M3jg7c6c\ne2ilVSbPQGtNKBRKrn1TyCRX7BLlWmtWVjY+vtaguepWThPqHj160Lt3b26//XbGjRvHDNdoYLfg\nrn33ZfzHH3NGaSmD8hzP8o03gmkSmHEkc29dyAVXlHDEEZDfto+MCxcuXLQYWgsR8957klHzzjtS\n/tuuFjV7Njz2mJSNvvJKuScel3tqa+W46y55v4MXM3Th4nuDYDDIfffdx7HHHotpmsyaNYuxY8dy\nww03MH78eGbOnNmyBtc+BMoDejxCZixCiBU7ZaECtn0Dehwie/oY2Rw7SIOSg6D0KMAQ6cqmf6F2\nLEVvt+QuOGQ125egqxZnSJXOQ6oiHWz18bzVcDWw2OqrJ+Kts8GKbzAwE9nQg2TTGMAhUNMNqv+F\nUttTfff9EapwH3QojpRUX+GQ+ixC64OAiVZ/fmAWaAOYBFQgHjdOlJE0SO4yGnruD9s+gtqNjqk5\nAin7/WoD6VH6eRZKedH6EcS0+VyEXFqcWgtdAhyFkELPIyRGpsdNOpT6Eq2/svo+HqU6ofsGUIWH\noOu/RKmlaP1JA9lYEtor84BhHdsQMs3OYjHT54FRiEH2J4j/0aEoNQGt30wff9/TUYVd0PUPWJKn\nDxwxLLGyp7yIAXYceCHL6LJJ0taSIsykUhhMQanxaK2s8b1k9fVDlOqH+Add0ugcNoYIrTO+PPPM\nM3n77bepqKigX79+3HTTTcRiQkzOmTOH//3f/6WqqopLLpGYfD4fixcvztpWYWFho7yFUiqtWE1j\n2COInHg8TigUauBz4/V6W03ctGdGjtaicayvrycejxOPx/H5fHi93pzkUm2JbCTPgzd3T8Z11kR5\nSOz4ZE5TMp+mCJqLjqgFi9HcVRWwHn63hPOmVCXXziZzWlui3P7H19ZoisxxZgl5PB4OPPBAevfu\nzYIFC1wiZzdhYDDI1f36cdl33/HqqFGp3ytKwf/+L4RCTPvzTCaN+Te33prHzTfv3nhduHCx9yES\ngaVL4YMP4P335di2TTJozj4b/ud/YP/906tEPfFEehteL3TuLAdIlamOYgLrwsXegunTpzN9+vS0\n92666aas1y5YsKD5BrVGtnRhspID2otsnKPW/ieRTkQYQSGDsEgbM+TwY0kvOe38+zv1vh+SGQ4J\n0jfpdix2ueeY5UsTtGLxWP1ErWuDoD0oFXLIqgBvPhovJOINZGESi8/qN2H1ZZCqhJUgMwNE+jSt\n8edZMYVJkRygVL6jr8x5cJ4DlkwoavXpRTJPnGvht362/YPMZr1n5D3bNydP+vCCxgAz3MhaOOHN\nmIcottwtnZiyYwk65sG0+vSgVMb4vfloPGA61yg9FunHg2RCZd9vZx+/6ZgHDeRbMWhLehZ2zIcH\njydBohXqqtZm5PzjH/9o8vN58+Yxb968nNqqra1t/qJm0PFqbGeBvekuLi6mU6dO5OXlZS2n3dI2\n24rIsX1uwuEwNTU17NixI/lZXl4eV/wxzCW31HDRTVVNtLLrcP515Vx0UxWX3FLD5X8IcfkfQq2a\n07q6OqLRaPL1T44OpXn0tBce+m8xD79bkszA8vv9RCIRotFogzVtao3te3c36urqGDduHLfddluj\n14TDYSZMmMCYMWMYOnQoV1111S6McO/AVX37sjYc5vmKivQPlII//hEGDuT++rOYe2+Cb7/dPTG6\ncOHi+w/ThE2bpHT3li1SFWryZCgpgUsuge++gxNPFAnVD38IP/0pXHGFEDpuqW8XLvZGdEIyKMJI\nBaRipPJTCVIVqgwpPT0QrcWPJ42IqPoY6lZD3UoIrUfn90F8U0D8TYYhValGkNo6dkEyOBTwKqnN\nej4w2frZZ8UwAtnQRxG/l77Ad6SqaO2wrlNIFkuNlWlhfUFcUAzeNRBLQL6B+LH0T8XgK4HOm5FC\nMKWIjOhtJANludVuegZGavxFsKMcXVMJgW44t8Za/xfJVmnOM+FVxBOmN5KB8qY1Xqc/yhZgqRWH\nLyOG9LOs5wCExLDfWyBtbFoG4Qjkz6D5bXwdIluz58EDnmLwl6KDfbP0vRytV5Myr/4Q2IBU93Ls\nDze9AuEtkD+wib5jwFtAAagp4OsKRUPTrmhs/Fp3QuRwfREJWhVar0Lm9AiEFHsDKMc0s2e7NIcE\nnpyOjo49IiPH6/XuUq+TXJDpzwMSZ7pcKptre8eE02vHiWyZNjZZk0gUUFdXh2maaV41uyo758F3\nuiR9c2xD5MxYoPkKAaP6ynp+sXHneM2RvYTMs5+DtF96DmQ+y7mUHw8Gg7zzzjvk5eURj8c59NBD\nWbBgAdOmTdupmF2k4DcM7hs6lLO/+opjiospcmZ4GQY8+CB5M2bwxvDL+Z9L7+GNN1UD01AXLlzs\nffjTn8R3Ji+v4RGLSeWnwkLxp7GPSETOlZUwd64YDK9dK8f69VBUJFXytmyB8eMlMfCgg+R9J9zf\nQS5c7OUITobwJMSP5Qlka9cTOBQxo61BpEVvI/4ohyIEzOtWA1MhoWHdEzSUu3QCzkH2M/+2XtuZ\nLfmIBw6IL08tQj6sQ8qBg/jLHO64ZxFCKilkUz4fIYh2IB4wxyIkzD9JleTuBIFZ0t+aKMTLgUet\n+y4APOBV4FuH+NMMQbxg1lkxvUuqpLaCrodCXi/Y+CKYUcAHCQ9seI5kSXHyEBlUBfA4TcmfBCus\nYyAiJ3oT8epxQpNWKh4DIby6WmM2rPsSCNlTRLqBcDnwiCzF6sUI0dHUfwD7AuOQOXaaQxeCtxSM\nbIVs4sic2Sku1UCWDJTwRlj9N2SNTkfIt9UNr0uqTyaCZyIYHyLPKVbsByPE22ukfJNAiJoiUhlW\nT1ux9ETIMvv5qUPr1lmUxPcAkiYX7BFETnvA3kjnShBl+vMkEolkWfA5N+9o9v49GY1l2Xg8HgoL\nC6mvryeRSJCfn7/LyRy/35+UiXm93mSJ8ry8vGZ9c5wwDIP9+4hvTiKRyLnK1X69TQcR4yE/P59w\nOJyzdw9IRk4u5cfzLO+WaDRKIpGgR4/dVxL++4rDunTh6OJirl+zhr9kmpT5/fD88xww5TBmrryV\nZ575DaedtnvidOHCxe6H/e1hWRmEQtmPmhq49lohevz+hkd9vRA6EyfCj34k5E3//nI9wFFHiWzq\nyCN33zhduHDRgRGZjGx2X7LeiCObXvvv2CKEJNmGEDHdgW0oZaL1aJQaBSxuJIP9KMRA+AWEgFnj\n+GyjddjYYB0gPiedgSmkyIYNwAdWfLa8pxKtKy2VxERgJJJ5shnYbElsToZKP1SZFp/ystXGSSQz\nUkIaQk8jUh77/X7WuG1LCyC/P3SfIubQFlkhMaSXH4dJKDUMrb+jeRLHiVMQ8mFbcxciHkHjAVta\n9jGp8ublQHnSd6YhNllHY/ACJyJESoZ2NlEL9bUNvgWQGEaj1P5o/QH2uJsuNX4Ckkn1SpbPfMDx\ngLIUZZUQdpbi7o8QOSutZ9EpsapAKlvZz4kdw2aEbNPAaUBPDKNfsupVS5D4nlAge8Qo2tPPpjHY\ncikneePxeJL+PFJdas/JuMkFjWXlNAXDMCgoKCAcDlNbW0t+fj73/2fXltL2er1pZckNw0j65rQk\ni0splcz+agyZvjemSYPsH9t7pzHvnkzyMNfy46ZpMnbsWFauXMkll1zCyJEjcxyZi5bgj4MHs9/i\nxczu0YMxmV9/d+qEev01Lh4/mWvm9Gb69PMafEPuwoWLvQP2r/E//7nxzJgePeD11+WcDaNHw+WX\ny9mFCxcuWgyFtcs1SGVSpDnekpLgyI5XfFBs/xVFykvF9s5R1t7LdPjYpJv9pqpMNQbTusa+znBc\nn2ka7PSSMRz7PmXFpBzxWobM2mmMYrdvZvTr7BOZHw0oLyTNc3EQKDbiVjsNx92Yn41zfpufGysW\nAGVYhs72GjjbcBIZzhia2xfb89nEl8kNrChAKbtvw+o01V728SesucuW3aIdhz0e+6wd4/TgLEef\n/nylI338dt+t4wf2BNlULtijiJy2llZltmvLpexDKYXP5yMQCLRJdak9AbY5cksIHZu8iEaju5TE\ncWYKGYZBIBBIyqts35yWZOWA/KLMLLe+f5+WPXu2947H40lm+Pj9/kbbyJXIMQyDTz/9lB07dnDs\nsceycOFCpk6dmnNcLnJDN5+PWwcN4ifffsv7Y8fiyVy33r0J/ud1bhw7lSfP7cFFz0/P3pALFy5c\nuHDhwkV7wgtEv0T8YnqBMRCKysAfh3IPIs/ZikhYOgOb0LoW6IXWtm/MOOA7oAytBwH90IURyAe9\nTUH8BLSehxjNDkeySdYhUiqnP46NoPVZGCnNXYVkmaTIpnRflL5IBscaxDNnH4lB1wIxx7VfIya3\nIOWtL7Qm4Ask86gSeBo6nwOBCGxda8ViZeXUb4BNH0DwIND7o/k0LZYU3kNrEzAaGAk39LNx4jFr\nLgtpkAnTAKsg8CUUHABRha49AJFnrbbmbgC6IAb5ReiqxRDb7uh7KFI6/d+IJGmk9drOjBmByMm6\nIJkrXyDZWO/TFMGk9WfIOmgoGAR5A9DVn0GkopHxP4vWFyIlxueRLs2LI7KsA5C1nwb8EHnO/MBH\nSHWs8Va8yxzt9kMydkzAj9bLgEq03lfmRb8HvIjWk605azlcIud7gmg0miRwnOXMf/J/bhmHlsIw\nDGZNquDR97sBMGtSBX6/P1ldrC2lVtnkXjbxFo/HSSQSBAKB5Pq2lAgc1VdInUgkQihkNiqTaqpd\njye71CpbRk4u0iobnTt35vjjj+fDDz90iZx2wnk9e/Lg5s3cv2kTP+ndu+EFw4djPvM8P5x5Iiv+\n8RpDzpyw64N04cKFCxcuXOzd8C+B6AJExjQR9H+g5isYOBm6+GDNAoitBHxghKHfFFA9Yd1wMDXi\nNxOxDhAJVR7UzYCYsniXfGAO4hnTCwZ44cBx8EkE1g8BXkRImCnAGOBJ4BuEwKkEzkaIhndJeaHk\nAycjm/UXEeLhI4QEOdO690WEMPoPQkJtJUUWVAN3Ib4pdslqgMFQnYDgArCImjRUvwvVi7ANhwVF\niCzKzorZhJAiuWZ7jAEOQyRo862fD0T8dTJkVsoH/U4DbydY/zhUfwrqLCuemcj8vybzUR+DWBDi\ntQi5cYI1piXWfMWB/YHjECNlG98gvkObEb+irYjxcmPjKUDWIgY8AySgPgDRKojXAL0QydpXpPv8\n1AL3ICShCYwFpkC3CijpB+segfB8ZE6XQ5+LIW8orHkC4hp4HzzLod85wERY9zCYeYgkK2rNpyLl\ncbQOWfcI4kc0HKWCTUi/GkckuvuL3bQF9oiqVW0F2+cmFApRXV2d3KgrpcjPz+fyP4S45JYaLryx\ncneH2qa455rcSQIb2cqWO+Gs1FVbW0t1dTXRaBSv18sFU6s5++CtPPp+N/6+sFOab05boTFSyCZz\nfD5fkjBRSiV9fJxYtiFrE2ltBQIBfD4foVCIeDze4jjtbCWv19toG7lk5Gzbto2aGvlFFgqFePPN\nNxk1alSL43GRGwyluG/oUK5fvZotjspsThQfP4mP59xPl3NPwPxu5S6O0IULFy5cuHCx16P2bcQb\n5mAgBPpT8OSDrxPEtkJiHQBKxaCgJyqvECL5KIqAb1GqAtn023YREZQaDKZCWZWj5c/4AGI0a8Ao\nP/gUbNJIdsVaK4aJCPNTgZACZQgBI8a9SsWsWAAGo1QpsAmlwo4YxgB5KLUEqEWpciCEUptpaMYc\nI53E8QITQNdBaFnW6ZIY6lGq2hHLcJTqhpAdna3x6KRkNvPcEIdb87MOIWQOQkiW7Q0vze+Pyu8P\nka2oRD3Ee6LihtV+EPESCgGVYNagohWg4yg1GSFcvkVIjo0IMTMV2c6/nWVeYlZ7UVJGztnGNASl\nuiNrYc2xGUHFtoEZRamDgSKU+i7L2O11dsxDt8HyMmz7+JgQ6ASFRRDbBGaZ1XcMCnrJMxnehMJE\nsnMKkSpbVShViZSsB3k2bTLvcCAPrze9ElauSMS9OR0dHR0/wp1EY3KpYDDIj6+3ywzX7dYY2xMP\n/V8pkUgk62ct9cMxTTNpLByPx5OeMrYPjDPLxOkL016mx3a7jWXnOKVzNpFiEzPQ0O8GGmbY2M+L\nYRhZZVK5ZPpkSq2AZAwgxIxtZNwYNm7cyOzZs9FaDJnPOussjj/++CbvcbFz2L+ggPN79uQXK1fy\n6IgRWa856u6TuO31zVx66HF0+mqR1Ad24cKFCxcuXLjYFfAWWlkT9Uj2ghfMEGgTPAE5Y0lW4jtE\nKuQ10aYGCjOyGRQohdbbEEmTYd1re83I37y61kT5QeeBqo2jdQGylwpL//hIZfjUWfcGLbmSLZ+p\ns7xROif7EVRafXcmJW3yJKVOYPv2mI341USs6wzLjsXEmYki13kyYtlhee7Ye5fOSPn17LIqyPSK\nqUapztY8RK0Y/Ai5lf4lMol6Ga+3k7U0OyQW5bGiLLY8fBLW+E3x0dHbECKtBFQV6ATK8KDNHSiV\nh9adUKpaxqGMjHGn1i9tHpQ9D9ZzQWHSr0bGb8/RNqR0fTGSraQda5BSGsg8dELH/eDRYPjBjEm/\niZCcPcGMZ7JWzt5C65ncYc1ZUWr9leGQupnWvFahVAmxWMb85ohE3JVW7TK0RBKjtU4rC763y6Xs\njJD7bzC46Kaq5m9wwGn4bMuVvF4vXq+32YpMu7JUvE3oXDitpkGsfr8frcUMKxgMEolEkrKrlsTo\nlEmFw2ECgUCL/Xc8Hg95eXmEQiFisVjSpDkXMmjUqFEsXbq0yWtctD2uHziQ/ZYs4T9VVRxRXJx8\n39SaTdEoq8Nhok+exMX3hLjuylsZ+fBtTXxj48KFCxcuXLhw0YZIWGkz/B0pvZ2ARBRW3Qv5Ay1C\nwEJoI6x5AOXvjKYeyXywMjA6HwCd9odti6H+Q0SWU43IdrqDZwkkvkB3PR02BNFrXofICrTuh2Rl\nBIFHgIuBH5Es2+2JQeIhRAJlIARHKUoNtciT/kiFpQTik/IxQv7UoNRYtB6GSHhKwFMOiZ5o41lI\nOD1j7AFOQoiU98EogG7jwNcVNj6bJA+gN0qNROtalFpskUhrgc8RmdIyYCUNqzYFSRE0kYy+H7Xi\njAKHIAxS3JqHJ5Jt4e8JnUdDXQxV0xnNeIkhfyl0GQcqDxgPVflQZ0CJAYVFqC0voSNvIhKn6dB1\nDRT1RtetgIIS9OoQMAutPwWGQtdV4nGzdh6SxTMW8ct5JbXewX6o4lHo8A7Ujg/Q5pNIVtH+SFaM\nlBRX3gA6/j5C4FQi2UZD0foVxLdmGjAYrZ8AHhEPpVVroGgwmD4kY6gTxJ+FlX+D/CGpZzKvP3Te\nD3Z8japbjsYAVgHPyuddDoLC4bBtG4QKkAynbthSMa0XIp47LYdL5OxCNLXJtckGO+PGLkPt8/ko\nKCjgvN9u3YWRdiw4M278/qa1gE1JqeZe15lgMIjH49mlBE1LMW9Bw/JBPzk6lJTU2QSOXVEq1/Lg\nNpymzvb9LfXeMQwjmS3UmspaLnYtCjwe7hoyhIu++YbjSkpYHQ6zKhxmbThMF6+XfYJB9ukUZMWp\nU7h0xfsU7fcNP7hiGGefjVvNyoULFy5cuHDRvtB25ksYkaNYiFdD9ecNr49sQUfiwFmIf8s3gIYd\nn8OOEOLDshz4l3XDY1ByGJROhS1hqPgbVAUgYUuxdiAmtoOtGEzgTVAe2OcikXmtugcS64GLEDLk\nUbTeALxFqsqUnTEyCJgOfInWb1p9TIMSL5T2E18f43LY+AJUO8YLwDsIARGWZre+BUbQQeKAmD1v\nRrI7iq15qACeRvxfnBWVbKLmAKQUewzJNnqLdP+dmGPu30E8bEII+eNI44lugS1vgLEQbcZIZpjU\nvQ11K0GdDmwA/bLMQ+UJUPWllRED4md0KFQcDJXvgLkYPP+15j1onRdDRQiqbGPjWiumQNq4CG9A\nbypzZLtsQoiiIxGp1DooHIrucyrs+BQ2v2bdWGnNwY+ttQxa6/cThIBZJt3s+AzxOuqBmEB7IX4y\nVAcQ0iwCofUQ2mDFUAxcipA0TwH9YPsk2L4KeB27gplQF3HsrK+my6M3jnjs+0Hk7JEeOYlEgkgk\nQm1tLdu3b6e2thbTFEPaK/4Y5tLf1XLRTVUuidMMzr12C1rrJkmch2/pkfR4aSnh0JaeODsDWx5l\nZ+cYhoHH48nqWdMcMWP75gQCAcLhMPF4PJl62dJ4AoEAV111FX6/H9PM1P3uXQiHw0yYMIExY8Yw\ndOhQrrrqqt0dUhIzu3XjV/37Mzw/n0v79OH5/fZj2+TJbJo0iffHjuXxkSNZdMI4goP70++sV3nz\nTRgwAC69FJZll2i3GKtXQ1XLEupcuNhrMX/+fEaNGsXIkSP5wx/+0ODzSCTC6aefzqhRo5g8eTJr\n165NfnbrrbcycuRIRo0axRtvvLErw3bhwoWLNkemv4t8f9kbw/Ahnij237wapQYAHgxjjeMejeoy\nTOQ6dSsQmUyYdAxGtpR5yOa+AnydwdcFYjtQ2gS6oVQA2GbFYGIYcaS8uJxFNjUE8GEYqxyvFaqL\nRwLyKCuW1Y2MOCM2M5wxD9rqOwH0ccyDdsRgz5Vd/nsEUoo8gMh6Guvbhr3/SY9F+tAoHXXEYK9J\nTym4rdcgnjD7AApDfeuISSfnA/Nr0iRLOM9Y7zsRyZgHJAbljKEfSnkQ4+oEqtNwMHwY9Suse5Qj\nBoMUiWOXOneaj/oQYsjy+0l6JW1P+vAk10IlSD2TG6379wG8li9P3HpGTMvjyEQpGY/P17qcFDPh\nzeno6NhjiJxYLEZdXR3bt2+nurqaWCyGz+fj8j+EuOz39cy5eYfD88ZFrmiK7Gqph042dBQyByQb\nxvaqsX+ORCJEo9EWkzFer5e8vDxM00xWxcoVTt+eq6++ms8++4yZM2dSWfn9MtluCYLBIO+88w5L\nly7lyy+/5IMPPmDBggW7O6wkLu7dm8v79uUHXbsysqCA/IwS9R6l+MdRR/Hmvn04+fKFLFsGPXrA\n9Olw6KHw+OOQaJ2Ml/p6OPJIyLIfdeHCRQYikQiXXHIJ8+fP5/PPP+fZZ59tIEu9++676dWrF8uW\nLePqq6/miiuuAODjjz/m+eefZ9myZcyfP585c+YQbcTs3IULFy755jeIAAAgAElEQVQ6FrJn3mfK\nj+R7w83WF4i90NqDbAc9aL0eSGCa/RGPFK+cd3wFOg75+2TpQYGxBUnDiCKZH10gVi3Vlnz/n73z\nDo+jOvf/58xsVe+yJdmWC9i4gW0wNhgwBLANoXcImBYICUluSIgvcElIuDwkQO4vySWhJCSQC4SQ\nEHo1xWCKbUJcMMa9S5bV20rbZs7vj3dmtZabJFxhvs+zz2innPOeM+P1nu9+3++bg0YBTU4MBdi2\n+N7YKQ+e9HjXAglse5DzXhbyujUqyhrbuSBj2LYxEHBiCW673xfYwTwY2LYJ1GLbCihL8+lRzt8m\ntm04750YdAIhewal9bkzbH9cfGkU2pDqWO74ZT6qnVSzCuReuPMwsFv8K50YBqT14aasbT/u7jFp\n7Xe2pjMPbgw4MSQRLx6FblsFdhI7dKgTk+lc68YQ77btnxaTBb5W5HkII8qgJOKJ5PqMkjb+Wmfr\nrj03Il5JAxHlkpG2Vc61ini8jz6sSbNnrwMcBz7VhDCAyWQSwzDIyspyyIcDhyA4ENFdZfPHO3Zu\nwvrnO4t77fdysMIlcFz/pPS/g8Fgr1KlDMPA5/NhWRYdHR2p9LPeYMCAAQwfPpxJkyb1mkz6ssE1\nfI7H41iWRWnpFycS9yUKsrJ41jQ5qb2d17Na+OlPc7n1VnjxRfjv/4bly+HOO3vf7n//N2Rlwauv\nwi9+sefj9uDhy4T58+czatQoysvLAbjooot4+eWXGTduXOqcV155hXvuuQeAM888k29+85vYts3L\nL7/MxRdfjGmalJeXM2rUKBYsWMCUKVP2y1g8ePDgYfcwgSsQv5uX2E4tYmZBqAh0EyorD127AaXq\n0PpNYCxSVtxGqhqZSOnrdSg1Aa1HAguhYRG0fQbxFqdRA/G22QpFl0F2Aaz7E6JA+RZwHug3Yc3v\nIZAHdgVSknsFSs1Hhw5HFUxEW5uk/HZHupJjNfAHRIUBWn8CxKG+GqxLoS0MhoL4ycBSUBpKroTa\nLCheBuFhsOFBCBTC8HMgqwPmPZWWXlWOUqPQuhilWtC60RnPccBnzpyMgAINmSFU3f+ho584cUUQ\nVUkL4sczEvgTokgZBGyBjHLoqEa8ZIYg1aTWStfFw+GQE8HWqE016E5QTQvReiOSzvSe0+YgYCUq\nw0QnWlHJCrRuc/r9AFiGlOS+FCgGFjvXvQpshNFToeww+PBVaF/tjLsASREbjChnDkOpKFovQal5\naH8RmDbYL8jpMQ1tn6NqNqGjI4FyhJT5c1oMLYj3TpPTfgswEyiC0S1QGoC3nnD6nyjzw7tOO/2A\njc49nuD4Ic1D0q6KEOLnRSAGhWdAdJCjCCukq1z9JU47P6TXiB4UFMhucdCMwrZt/H4/yWSSP/w0\nv9fGvV917Kqkent7OxkZGdtUmoLtyaDuCp1dVY06UPDg7PB28blVpBKJRMoU2bZtOjo6+uRX4yp8\nulfF2hnSyaJYLEZmZia33377Lq/ZtGkTl112GU1NTcTjca655hp+/OMf9zrWAxm2bTN+/HjWrFnD\nDTfcwMiRI7c5fscdd6T+njp1KlOnTt23AfYAY847jweuu45zQyE+Pv54igMBzj0XJk+GI46AM8+E\no47qeXuffQZ/+AMsXAhjx0JVFTjrUw8eDgrMmTOHOXPm7LP+Nm/ezIABA1LvKyoqtus//RzDMCgs\nLKS2tpaqqipOOumkba7dvHkz3ZH+WSRGjlP3WPwePHjYO9i4cQ533DFnf4exF3AVsphWwNeBh0lV\njPJnw+DvQMiAoQa6uRrqHnU8UZY6550FLAdeQ1QVCrAdAiUHOBV4FeLL0vq8gFQp8kYF9Q8jxsjX\nO9fnAtOAP0I8BpyBLLxno3UhdB6Pbg7CgGIww9DxD7bxkqEdcBUbJwJHQP8Q5JqQSELERjxtNJx0\nLeSUwuv3Q10r6LeAAMQvhc806L9088ipcjxydJoSaJgT4zgnfmdcjR+gletP45JY7vrzI+BD5+8r\nUKoAPSQDfBas/i1Y8yRupgF/AF8GFJwLtc2w9hG0LgV9ERofQqzYiNHzvyWG/Inokq9BvY1uSABv\nI4SNdmI4FyEx/oYYUw9GqbPR+g/w+bsQPwLKz4FVvwU7hqQ3vYf4AJUAY9A6AnyMDlfCgEtwq5bR\nvAhq1kH+UeiSAVBvQywXmI1UR0ufB3d92QBciVJFoppZlgOfPZB2/gfOGLOBa5zrHpd54HjHM2kB\nQjR93bkPCg7xwWg/fDYHVs1zjJLdZ70/Qj72Acndn3Iw4KAgcpqbmzn99NN5+OGHGTJkCIZh8Nhd\npbv0dvHQc3z3l518EYXTrgidvVV6vDfYEZkDUgLcNE3i8XiKjHHVIN1JrV1hRyXKe2piHIlEyMzM\n3O15gUCA3//+94wePZr29nbGjx/PtGnTOPzww3sc54EOwzBYtGgRLS0tTJs2jTlz5mxD1my7eDpA\noRTnX301//7737kwP583xo3Dbxj07w+/+Q3MnAn//jeEQrtvSmu44Qa44w6oqIBTToHXX4err97r\no/DgYY+hO+n6s5/9bK/2ty/M49M/i/bycDx48LCHMHDgVO64Y2rq/d7+LNp3yKPLKcNGjHcdmFmy\nMA/4UYZGd7ahTBOddEt456KURusmula2bilpjVLFaG2iVEM3Q9kixANFg60QksNAKiS5n8FO2Wmy\nnH1taX2C9inZJlpS/aWjq7x3CVr7UWEfWhkQjzucT4OMN6sATAM6m9NytPzyslvYxuAXnL6sbuXD\nc539LingVqyq3cG5bkvp7eZLypLfFNLI6gQyEJLBSc/1Zcs0xFrFVUZnOXPvzovbvuOjEy5FGwFU\nIorGh1L13eaoyGm/ga6UJR/QJtWijLCktul0xsIdSwZK2WjtzH2gAGUYaEwUGp1ocmLohzZ8qHgM\nyQqrc9K/dob8rhQ1O8m2a0v3umxnvBGUMtE6z4mpxZmPAmdcQuSoPBNtmqi2WrROps1RMWDi90Mi\n7ZHvMb4AkfPaa69x8803Y1kWM2fOZNasWdscX7t2LVdccQXNzc0UFxfz+OOPp1TCexoHRT5NQUEB\nf/rTn7j22mtZvnx56ovanvBw8dBzzLxta+q1s+PpOBBIHBc7i8UwjG1IFzeNLxaL9TrVyS1RrrWm\ns7NzpwbG6Yqc9vZ2srKydtt2aWkpo0ePBiArK4uxY8dSXV29m6sOTuTm5nL66aczb968/R1K3zB5\nMndWVxPesIGb165N7b7oIhg1CnYjvkrh0UehsxO+9S15P2OGpFd58OBh56ioqGDTpk2p95s2bdpG\noeOes3HjRkCUgA0NDRQXF293bXd1jwcPHjwceFif9ncGhNLUzLFaiFZBp0ZHkpDfH20GwQihzQxg\nFVq3ABXiLePLBjMD7csFFUJrqWil9TGg/BAscRr+ACE7XNJmkrwPuesAC8gClQM0QaADKETrIFDj\nVGqy0AkN2cPRZi5CAnX5unR5wswHZaFbk0IOZDc6fR8jJyx/TypZlUxOm4dOMJpA5UNupbPPBHxo\nnd2tfZx56HDajSPqog60HpZ2jk/URPgQEiEdH8m1jUnAgHB/JA1rucwD2RBrgI52CBajVciZBwsp\n3Z25TUwAuvFfkGxHZ7YDUbQ+1Om70Jn3DxE2wvUK+tCZ94GiWoltkfuZPVJiUiWAifYXIKqkRmCA\nECftm9AJS+61nZCy9RhdMWS1gmGh/ZOce+TGgLRNibNdS5eyKgDqcDkv6KzXlRBPOpgAVY72FQAb\nnFj6O945K535bwci6NWNEEugy4+W+FNzJAofy+qjLUWyh69u6IkP3/e//32uv/56li5dyk9+8hO+\n//3v9y3GHuCgUOQAjBo1ir/97W9ccskl3HvvvRx55JEAnjJnP2FXZM5jd5UeUCSOi/SY0hU6rvGw\na3ocCASwLItoNEooFNrlL7xuFaz0tkKhUKrEeTAY3Ebd050cikQiPSJy0rF+/Xo+/vhj/vznP/fq\nugMZDQ0NBAIBsrOz6ezsZPbs2dsx3AcTzLvv5okTTmDiX//KuKwsZvbrh1Lw+99LitRZZ4kJ8s5Q\nXw//+Z9C3Li2S9Onww9+AMkk9EIw5sHDVwpHHXUUS5cupaqqipKSEp5++mkeeuihbc457bTTePzx\nxznyyCN5/vnnmTx5MqZpctppp/Gtb32L//iP/6CmpoalS5cyceLE/TQSDx48eOgBMocIZ0Ad5C+D\n4BCoWQqUgz4Eqt+EnEGwxYDGDyFUBgVDIV4GreuAP0o7GYdA5nDQY8SDpjGZEpNgHALDbgHdAWt+\nC/YqJOXJtRI4DvKnQrgBqt8CxgAbwfRD9hFgroT6OQgBMhgwnUrSFhTlQe3R0BZFfGiqgSORxfxy\nYD3kzIbAIbD6VbA6EB+bw4FTYMVCWNEJTECqKC0CKiWVaaAfMkbBkjVIutdQJ95/sW0qVzPwslzH\nasSvJh1+JB0oAMxDUnpeAV8QCo6B5oWiFKqthNpn0677N6JKGQp6Kmz8BEltmuy8TKfNCuBzZ0yO\nGiWWhMb5EG8DMoWYKvo2tIehYxHwKfA/CFF0IuItMx8ogPxZkDCgOQEZZ0DrDGk2xwT1L2h4E7LW\nQfgYiF0tIVQvgcwodGyQUuhMgGgcVn0ANEFOADKHQd0ESBYDb4gSqvDbEDdhoAnrGqDtbWA8kA+c\nCvkzINgBNZ9CTgT6nyLPa4cF9jCnTPpj3e7Fx879WSQZXC8Od56bLGc+j0Y8nWLYdh/Xm31R8dAz\nH74VK1ak0rSnTp3KmWee2SsP1t7goFoODBkyhGeffZYLLriA22+/neOPPx7wyJz9hclTK1N/fzRn\nferv9HuRfs6BhO5E06VHb8Xn86UMj03TTPnm9NbE2PXgMU2TaDSa8ndK/wfs/t3R0dErIqe9vZ0L\nLriA3/zmN2RnZ/f4ugMd1dXVXHHFFWitiUajXHrppZx++un7O6y+Y/Bg8i+5hOeeeYap553HyIwM\njsrJobgYHngArrwSFi+GnWXV/fjHcMklMH58175+/WDwYPjoIzjuuH0yCg8eDjqEQiEeeOABpk2b\nhm3bXH755YwfP56f/vSnHHnkkZxxxhnceOONXH755YwZM4bs7GyefPJJACZMmMA555zD2LFjMQyD\nhx56aLeeZx48ePCwXxEDSfP5P2hyJQRZwEVAEyTeg8YtjoBGi0Inlo2QJa7Rrw2RVRDpDyRAG5LC\ngpPuUx5AmaDXPYnSCTSXO2kxaelGTXFo+hPCGJwABCE5B5pr06QmtYjyBig34DAfbFwIHW8hzI4G\njkWpiWg9uyvFq/VTdMsSeQ8o9SlaT0Spw9H6Q5RahNbHI0TIu8AyiE+FNc2gX3LabaTL12VHKo4N\nSKWkbSHjm4FSmWj9D5TahNZOatrA61DBAnTDB04M6cqMIGJGLFWWoB7xqOmHEBHuj8DLERXKWISQ\ncc4v9qEKfOgtCZSy0P0DqBwT3R5HqbFovdCJ7RKUykXr+c77K+Q5aOpGGiSBxq3A22LIXD4FDJ9M\nRetSaHgDOt30p6OAKWkxvopq+wzdutS5B+74v4kKhdHDFCoAesXjKNWB1sd1TXOTJXPhnwD9whC3\nYXMc2Ax6/g7uxeGI79wC3GdTqRVovdIZ31koNRStVSolrU/oYyXZnvjwjRkzhmeeeYbvfe97PPvs\ns0QiEWpra/dKEZeDisgBKCsr4/nnn+fcc88lEokwY8YMwCNz9jdcwiad0On+3j1nZ+bI+1PFk52d\nnSJXbNsmHo9jGMZuTYx3xbCapkk4HE755oRCoe0UOe3t7T3yyAFIJBKcd955XHrppZx99tm9HOGB\njTFjxmwnTTzoceutjBo+nIcuvpjzPvuMTyZMoDgQ4Oyz4Z//hFmz4P77t7/svfdg9mxYtmz7Y9On\nw2uveUSOBw+7wowZM1LfDVyk+2EEg0GefvrpHV576623cuutt+7V+Dx48OBhj8EGWQynr0zNtIOq\ny+xXux4xJspwvWKcxbAG8AtzQbfUI9M5bMed77EBxwtF45aS7opBSpZv13dabEqBNpV4xSTjKG2j\nlXY6C0rbKpla4rvfnbfd+p0Yks57nxOD0y+qmz+MG6Ogu+9Nl/dKtys0XTERc4yinXONABoDdHIH\n17o+L4bTrxtL11pCPGESTt9+hxxz5tM0xRNIG9K2aUgZdxvnnIQTW/o8kDb/6WNO9y1SoAKpXdJ3\nXDxzbNsh8AJO/M61KrntuLuP39BopcBKpN2L9L41KNc7x9mvuyQx294DP0oZTtqZ2xdpfbv3QjlZ\nERY7cbLYNXbmkbNwDiyas9PLeqKq+e1vf8v111/PQw89xDHHHENlZeVe8+87KDxyuqOoqIgXX3yR\nBx98kKeffjr1UHmeOfsW3Ukb6JkC58HZ4d367exrpP8Dc31z3JSpUChEPB4nGo322jfHMAzC4TCG\nYdDR0YFlWdv01dPUKq0111xzDSNHjuQHP/hBr2LwsJ+Qmws/+Qnn3nIL5xQV8V/rukqC/uY38Pzz\n8Oab214Sj4snzq9/DTsSXHk+OR48ePDgwYOHFCb5IeSD/LMh1B/yJiDmw3OQ1WoBkgp0OFCBDo+G\nkjg6zwZGo/UIYCgEh0F2M/h28D13SwI6tkJGBZIetRlJbVmArMw1YrpbCnl5cEgb5OXDoGO7NZQJ\nxNE6CZst9EYLQmPQwRGQeQgECoB5UNQGh02FsPtDZxGiWCkDjoBgGeS764ezINgfCrZ2xRDKhdw2\nxAj6eEQFc8g2kWzrkQNa58s8MBQ4FKmu5OJNYJPTfxqqnoHOBITOZlvyBKRa02yk5PYnCMkVdNr5\nBNiI1puA4Wh9GBBB63pgNQRaIOoQc8U+4VRqElKtK+wu3b+OHHjB6aO/s/85uoijGlCLpdt803k+\njgXbglgMOmx0SyOYmULIgHjoZLVDoB5YKelQFSdBoPuPzsVQtQ46a2DJPGisgnzX0Pd56ZsFznaR\nKHHq2sDeAuYihILw7eBeLEH76yFrovM8gHjyjADCMqfBBOQZoOqw7bn0CdGdvA6bCpfc0fXqhp74\n8JWXl/PSSy/x2Wef8b//+79Eo1FKSkq6N7VHcNApclzk5ubywgsvcNFFF1FVVYXf7+fCCy/ktz8O\n8b17ovs7vK8sdkTu7AiTp1amzp1529b9noLVXQ30rVM6CQQCJJPJVBUq1/cmFAqlSJ6e5DwqpQgG\ng6lUq65qAKrHRM4HH3zA448/ztixY1N5mHfffTfTp0/v44g97BNcdx3cfz93LF/OiIICbiwvZ0xW\nFvn58Mc/wjXXwJIlwvkA/OpXkj517rk7bm7yZFi3DmpqJNXKgwcPHjx48PAVRgRZt48cLSZ8s+eJ\nzUi+H3JCUKUgqZBUmSDwLmhHGW8GofRsJwUm6Qgg0omcRuB1iA2DDYMgVAqV0yHDgIkN8K4J6wBW\nIQSCAl3qNKEg/2hQh0J2NRT0g3mtEKsEDOE1PkkACQhoKUPO2XSle+UAF0L2Vhh/GFQ3w6pX0mLb\nDHwAJVPhqG/CyuXQ+HRXDLuEiaTv5AAv0VVhix1sd4FOG9bHgIHATOANxOPnMCQ9yV3wq66XQspp\n5/lh3uuQzIF+54rfjm4EFYVAEFQMNv4Dwv1g0AnQUg8bXwaGIx40/YHLgfeB/0M8ZGaSMr/O8UFB\nCKJ+yAuKIkZryfCKaqhNQIcJpYARAGYgZjm5SMWtJyE7DhdeDdFs+MdFCGGUjxBmh0nb6+sgwwKt\nIDIEIc7Wp40ZpGz6YmgshMbPdz+vqflPuwf+fOh/HES2ONXpa4En6LPZTR+rVvXEh6+pqYm8vDyU\nUtx3331cdtllfeusBzhoiRwQ6dKnn37KO++8w3HHHcdZZ51FUVERj92Ve8AoPb7s6ClxA10pVd1J\nk/1N4uwIbslyt6x4IpHANM1URaruJsY9gevBE4vFiMViBINBIpEIhYWFu712ypQpO62C5eEAhs8H\n991H/k03cfsbb3DTmjW8MXYsSimmTROFzU03wSOPwNq1QuR8/HFK2bzD5k4+WdKrrrxyn47EgwcP\nHjx48HCgYUlC1stTFMQ6YO1s8OdByckQrwdLKgIJibMO1bkY3TFcyk3nmahcE12fhJgWRULa9w+l\n3nZUIycAxVBWAUETTtVCMFQ7v0LxgrPV0NIMLdmSQRQNQ34YBpdBvQXJQqfd9FSapajECnTiaNAF\nQAHUK2jQQCEc2x+KTfj0rwhJUi2+QDGncuukSggoWP2PrhhiLY4PUDPiS2MhyhAXQxyfmeVOGW5Q\nqhmtm3cyyScDAxCVUzrOoCuNrcTpwwecjpBRpc6E9nOORaGoEoZNhC2rUXYTOrcClRtAKwNFEZoi\naa7mFehYA3lHyJxHZyPk1Ulp/Zcg5ArAmcg9LpGJLQuB6i/3yb2p0Wpo/ADsclA+yDJQeQXolhwU\n/dBoVEKh4+8DjXDSDCjKgecSECuSe4NClEkuUVMC5QPAZ0A0Py0u5xgRhD2yEfJle2z7PIxFJYrQ\nccdkGYAGKK2AzH7QkA8xG2IvAwkMQ+3Z1KrdoCc+fG+99Ra33XYbwWCQSZMm8bvf/a5vnfUAB2Vq\nlYtjjz2WF198kaamJioqKrap4uOlWR24+NYpnSlSx1XmuC/32M58dPYHTNMkEAhgGEbKyDgWixGP\nx7Ftu1d5j0qplJonEonQ0tLS66pVHg4yzJgBFRVc/8YbbI7FeLmxMXXo3nvhnXfgpZfgxhvhRz8S\nRc6u4PrkePDgwYMHDx6+4lAAWrgKpZzVsLNKNVyfE/d9wBHLJNC2DbaWdBZlIwttG+WkSol/i1uo\nI4pSNtjI8SQobTuWOjbb6gJ018u1rAEwlag2sB2/FcvZOh4wJJ2xyHdtNCiU0xfg6yoaohy/FeX4\nsiitwdxRDK4/TXe4/jJOOWvDSKUWpaZVyeRKnzFnnMFt+ybh7Jf56iJ1XH8X1ysIUt44tiVx+QLi\neaOTO9YAqYCcZ0VRWKD8Tt/x1I990qc7L0nnvUrZ0qTugRjrdJkbm12eSdpxtBbfHSM1LygF8YQ8\nGinrJKNb387WfS5U17x1jXv3a6RtU6tcHya/U65cybitOEoeim3Gbdt9pDL6WH4cxIdv6dKlLFu2\njFtuuQUQH74zzjgDgPPPP58VK1awZMkSHn744b1aNOGgJnKmTJnC6NGj8fl8PPjgg1iWxc0334xl\nSV6hR+bseUyeWtlnBU13lZTbjttm9/t1IBE6hmGkKlFprQkGgyST8i+8t745bqrVypUr+fWvf83i\nxYv3RsgeDhQoBf/1X/jvvZdfDR7Mj9asIeH8fJCdDX/+s1So2rBB1Dm7w/TpYoac7OOvCR48ePDg\nwYOHLwnMf8ia+dF2WLIIQiFItsPGx6BtJagSoAJyNRwyGAZPQEpsL4PmJNSshPg7oN8BZqO1fFfX\nehlCtmjgBbReAJv+hs6Jw0aF/uQTCD2D1p8gqTgghM5oICoZLxvjsCUJH8ah1qbLN+UV4APgNaAZ\nMoZAST6EXNsCaU3nGFCl0KvFU0XrMcDZaD0BOEe27zSjVyUhOFNSucrOl/55AliBpAt1x3onhjoo\nGgQjp0K/YducofVwYBpa5wKvonUEOAutA87xsQjpsBD4hzNPlyOr/6fEk6ZfDPHDeQtJSToPGspg\nURzUEOh3FgSLod2GuoR4EdUkYGsCklNEobT1NXTdXNA2Wo8EbHSlCZP9aGMxEEDnToAKq8so2UZS\nvhqSsKkRGubD1tchUARjL4avVcJJpqSGVSdE4ZJayqwF2iHrUFgeRi+wpZCZy/3oT53nIeq8XwQb\nnhRisDLo3DvLGfc/5DkjuIN7sDMsRvL1JkLWCdDvNHTgOKix0HWLQb+E1vMQs+MxwIW9aDsNiR6+\nDnAc1KlV6TAMg3vuuYe77rqLG264gd/97nf4/X6vmtVeQrrHze7Oc/HRnPXMvG3rTgk2N50JhBxJ\nJpMkk0kum9SG1pon5+87Ym5HBJKrxkkkEliWRSAQIBqNEo1GU4bGu4PrjaOUYvz48Xz961/ngQce\nIDMzkx/+8Id7YygeDgSccALk5zPjvff49bBhPFhdzXcrKlKH7r4bJk2CwI6+b3RDeTlUVMCCBXDM\nMXs5bg8ePHjw4MHDAQuV1Gjug/pL4K0xUDYQKkpg3e+h9k1EJVIL7WthdQICl4MeCTwFmUtg0jcg\nWQYbFXQkYLMJVCEki2O4mz0YyqZAfT0ssCG3E5oPQ0yIi4EKJI2mjq50Ihs6n4XONUAB1DQBmWAm\nYOA3JK4Nj4ih8QnXgJ0p/Ep7NWx+EvBDaxSMMZBxqqR1HVMIy5Kw8lAhSkrHQPV7sORRUOdD5Hjo\ndKtIHIn4yQxCvHD+hKT5gJjmHi0xND0FrZ2gL4CcU+C4EDQmYJ4JugZoc+bhD4jvzbcRH59ip61i\nxAvnV8AFwA9B1UnZ7eAbCJl0DqKdqJTXeoRo8Q+B5BBQFoQUHB9wCDAFEQNavwHhTijIhZZWiGTC\ncB+cFYB/J8EaA/SH5hLICsAIEzbFIKKhwAc5BrSEoXYMDOgQnxxrKGwuh7onwKqFtgyZa77hbAdA\nTj84IRuaffBeHAoNODMEG1bA4jcgeziU5Uus/qNh6wBYEYfwPISguwAYD/2HSFvrl4i5Mmc796MZ\nCDn3JObMYzZCynQCzwA+GUenD6w46CDUtzlzeIpzTxZgGJG+pVb1sfz4gYaDWpHTHUopbrvtNo4+\n+miuuuoqolFhCz1lzp5DehpUb+Eqb2betnWnpcYfnB0mEonQ2tpKLBZDKUVGRsZ2JM43Jtf1Jfyd\nIj2la3cqIL/fTyAQSHnW+Hw+Ojs7Uwqd3iAUCvH3v/+d008/vU9xezhIoBT853+i7r6b/xk6lDs3\nbKAp0UX133gjHHlkz5vzqld58ODBgwcPHrRejyznysE0IacMkq2QaHfOsAALZTeA1Q8VCwBbUCoO\nZYNQmSGIZ4OZBRFZ1CslVZZSaTRFJ4ghblu+pEc1gxBEpap1ahcAACAASURBVM62X9p7N5WmGVFW\n2IhHioVSbZBRiQoWQ7RKUmXKRqDCYSnypBREFgIdKNUKOobKHQWGH1VRJD4sVc4KvMjJ92n/QPrQ\nA4EkRBch1bGGI3qFEsRrRQgDGdNAlCoEqlF2HOIVqGQAKnIhnIWqyQDdfR4slBrhtFlMl0eMiahY\nNEJSmI7ZcgRiK5HKWQNJTzFys+FUQkJXNlBuojIUxBSYCtVhyb0oLAQzhGrPkfs8xS9pah9bTt+O\nH02mkw4VkfQjck2wFMQVBHyQITErS0PbJlTjViRNqwUoS0sZC8DAXAgGUZuTEt+hPggoVNVHEnDx\nCWAYEFSSvtdWJDF0OscZKPtzy8GKQLwZ8dcZ5DxfRUAtSllp92QISuUhPkBxmT+7A2W1go7K84CN\nUpMQldUqwMI0N2z/j6In+AKpVQcSvlREDgiZc+ONN3LmmWdy6aWX0t4uH2QembN/0J0UcQmgXZEl\nfr+f7OxssrKyeHRuPn94e3sPmcc/Kt7Blb2PrTfpW65KKBqNEolEiMfjmKbkw7q+ObFYbJepVt2r\nXEUiESoqKhgxYsROr7n66qspLS1lzJgxPRyZhwMSZ54JHR2MnjePc4uL+fmGPv7ng+eT48GDBw9f\nFhx5JJx66v6OwsNBC5UHpgGqQ7gECzDCiM+JeIyIF4wCWpwUmWz5rtrWgLYs8GvJnfFLA1oXk/KP\nAXRnDeiErJ9VuvxBOYtxG0wNhupaWSonhhSc9hJtaG1AIF+yedoaJC3HD6DBXwLKJ8cMA92xBUii\no4CtIdsQBUssKbEEClGGD2hFOs9wJsH13FGIAkeDcueh2RmbMw+0yPs2DUmNzjak+JUuBnxyjTKc\ntLN09gWJhTyUYToxdI1XXh10lWiXEFOeOI6ljdZAuy33xmeBttB+J4ZOMbJx31Mr3kYUK2d6nW1C\nowwNfvHLIWmDkZA4le345jieSL5MmXNce4hWZz6SaG1Bqy3zkOXE0GSDpdE5pWKSHK2lywPI6VNZ\nSMUrE2gDOwmWLV4/yp82DwnHGynT2bqpdE4MRkHXc6uMrmfQmSyt652+xDg7kegj27Kz8uPdXwc4\nvjSpVelQSnHllVeSk5PDRRddxOOPP05+fn6KzPFSrfYt0omS675WTDKZJBKJIB+sXbj+5A6H5JD8\nkp2pdvZULD2BS94kEgmSySRKKXw+H+FwOEXiJBIJbNtOlSiPRqOEQqEemSBHIhEyMzN3ec5VV13F\nd7/7Xa644opexe7hAINhwKxZ8Itf8PNXXmHkxx9zQ1kZh2Zk7P7abjj2WFi1CmproaRkL8TqwYMH\nDx72KubMkZeLf/1LtlOnysuDhx7hhutg7r+hXybMboE1WtQZvqshfy0Yw2DrFvB1okIfotueRKkC\ntPZBTRW8txDMsdC2BPgcGAuMR4Wr0PFNYAWlglJkOXTWgHklJEPyFb4TdPb70LoEzr0JRgAPt0Bm\nLrT7IHARVD0POhN8EyFZjIo1ozss1KGVaP8EWLsAPvlUqjM1W9A+FoZmQHk2avGr6No3YOChECiA\nhXFossH8CDZ+CifdCEOvRr/4IRCGbBParoXweoiZUNQBgRhUvQeBEsg7HGyNangTbT+GUploNQqM\nUZA0YJMFEdvhXSLABFTRIHRmHmx5EuKvIpWzNkDhBZBbDBvnQqIVXXgCZOfC2haElZqPKEsAngff\neZBlQqUPLI1aZqFzFKrYh044pcEXfwqtn0JsHFhDUPkmOtNANSXQHRaU+mGZAcMVnBeAp2whUQo0\nFINu1nCKCW+8A2uXQmYlZDTCUedCvyDMtWDrZshcDoaBCoTR0XKU73B0YhWwHBgGG0dBe1ziBPSy\nJDS0QvuxUDgUQiWQaJOS8TW247HzCkJkHQv4IPw+rFkDed8E+wKkstmfgKHARqAClInyZaAT5VJF\nrL8PKkdBaya0AE1LoH0lqfSromNkTLULoLMWyEIIoj7gIFDb9ARfSiLHxbnnnktmZiYXXnghTzzx\nBCXOisfzzdl3mHnbVh75WWGKDNFa4/P58Pv9XPe1SDdfmZ5Xf+op+kLc2LaditeyLHw+Hz6fj1Ao\ntEMfnEAgkPLzcc2QOzo6CIVCKbInvf3uipzdVa067rjjWL9+fa/G4eEAxSWXwO23U7J4MT8eMICb\n16zh+T4orfx+OOkkeP11uPzyvRCnBw8evhIYNgw6+vg9eG/CJTlsG6ZMgTvukP17kuRw+zjpJFE4\nvv76nu9jV/gqETZjxkB4z/825wHgj09BfCN8/i5gg30ttIWAJ6E2AWoEZA6Dq4PojnHw50605XwP\nDRtQHBTrmLpRiJriJRg0Dj3+MlgVh6UWMBfaFkDJqeLX0l+Jd28JkHMqvDsVlhrw+iPQWgvGN8HO\nBqMfGNfC4ABoH6yNof0FEPaj19XAhn+D3R82DoOGBAxwUmbWPA9rNBobmACfhMCIitCmxAcFX4P+\nx0G+Hz76m1xz6TAoz4V1IUiMgjcegtpGp1JTQriArVsdlYcFNKIDfhj0dYiaYswM0KgRQuMVYDS6\n/hRo+BfoFoSkmAS8AfV/hOD5MPRk2LgF6uZAw/tIkFcBxwCfgxGHwWeByoC1MVicFFVOroKZQeGL\n3ldOoa3RUHgYYECrjd4iqU26nx/y/LJMmoRkKL2nIMOEckQI82FMSJUhAYlp7SpoWyZj+uhPcP13\n4bwwvFkJxkAYcrIQSGtBdyrYEAOGkVqLNTpqGQAWwda3gIkQmQINc4GPgVMlZl6WsYI8KyeMgIJT\nYVUC4n5o7Q/Ja525MWXrN6HydHRSwfooWptQraFmLfAPsCuRkuoVgOMlUP8h4INBJ8DWo6FJIw/v\nT3r3bwY8IudgwbRp08jMzOTiiy/mL3/5C8XFxSileOj2XK6/s2V/h3dQoKfGxjvDNT9t4KHbc1Mq\nlofe3F6B0J1wmXnb1j5Xx+qr6sZ9aa3x+/0Eg0F8Pl+PlDU+nw/DMIjH4yil8Pv9dHZ2EgwGd1l2\nzlXvePiKIBCAH/4QfvlLvv/00zxYXc3bTU2clJ/f66ZcnxyPyPHgwUNv0V0NsjeIki+CfRHHgTLW\nvY3MTJg8+Yu1ccMNuz7+jW/smKhxn7NDDoEnnuja/1WZ+32C+EZAQzKOpBVlIMqICFCIQqELDZRf\noRsMDNOPbYFhaOywD2WY6GgSKS29Ga1tVNkQtGmi6hQaE6U2SIpLznAxzM110qhytaiN24JSVrt1\nCxAG23kYbA0hH8r0oztslAE6qDBMsNu2YKCxHX8WHTZAKVR0LVonMQyFbWuUOgStDZRbWCnHdGII\nirlK7VrAhgH9SaX6JKMQa5a/bfEjVAoZG7YUJjcUdrgMwzSwo7ZzHOfc9U4Mg7FthWI1Go1Sw4Rw\nwJnzjEESS2eVxGDHETVOHqIU6QRfPvgyIObE4GQ66VIDwwd2m8IwZPqUUmjlAxQqKmXJjWwDWymU\nodFaoYZotAG42flZ2pkHZ4L8BmgLEs1dz0hWNvh90KrkHoR8KFOjOxSGT2PHLGe+fU7ZeXcenKrl\nxlps20KpwRIDqx0yzPX+WZf2QGoo6ge2AsuQZ8ACIXAM3HLiOmCiTB86YmMYPueZBNuuQliWcsBE\nqY1o7cyN1qisIWhlojpMNJpAIIt4nN7DI3L2DCorK8nJycE0Tfx+PwsWLOCDDz7gO9/5Tkrh8MAD\nD3DMMcegteb73/8+b731FsFgkEceeYRx48YB8Nhjj3HPPfcAMGvWrG3SUCoqKvja177GySefTHNz\nM88//zyHH344j/yskGt+2rBfxn2wIL1EONBnQsclK7qnS+2IdOmtWupbp3SitSYajZJMJrGsjO2U\nMN2RrrpxnzOfz0dGRgaGYfSIvOkOwzBS6VWWZREKhYjFYliWRTAYTH0Ipat6uit0PHwFcO21cNdd\nBFeu5J6hQ7lpzRo+mTABcwfPQUMiwQv19TxXX0+2z8e5RUVMLyggwzSZPh1uuQUsS/wNPXjw4KGn\n6OlC2jD27udLRgYc7F7/Rx0FQ4bsv/4DAdjRbwHpZF1FRd/IOreNkhL42c+69rttuMezs+F//mf7\n47vry73+2GPh/ffl1dsYPZQhVabCiOykDakAlAe0opUF9TY6qqFE4Trc2LaCDseXJWwANloPAhah\nN30G/Q5Fl1iwFbQ6TCoxJVdBYCK0K1GBtCjpJh+oNyA4EGKbgXakUlQM4iF0UkNQoRUQ1dhJIFiB\nbZvAJiEFIhYU+tDhQ6FpsVOJSKNZDWoA2qfEnqbFgkIlqTcFQOlhUPUprN8MlQPECDiYAbkl0LQF\nKX0dS/NaEZNi2zagYzO2lYSQP3VczhkGLMO2VwND0HqIE+cypFLXYGAxtK6B/NGQMRAia5yrE879\n6A9mMSQaIRmDoA8dQNLRtA1bLOF9cv3YtgbbQqfMk7UQW01J7OZOyMyUY1qjl2kR+wwElmpoikJh\nGIoUbNUQtSHkg3AFdG6SkFqaobUVsgrRpoKocD0ENHZSQ8jG1nGkxLtGGCFTvIxQ2Ho4qHVo1gBl\naD0UaABzHVhHgDkcrMVIJaoo1FVBUbk4ZVgI25Cq72GjdRxiAXQSCPpSVaekiEx/wAC1CfQEtK4E\nPncItCS6eQmEKtCZBsQsEok+2v0eBKXFe4L9TuQopZgzZw4FBQWpfbNmzeKXv/wl06ZN49VXX2XW\nrFnMnTuXf/7zn2zcuJHPPvuMhQsXctVVV7Fo0SK2bNnCnXfeyaJFiwA44ogjmDZtGqWl4olz//33\nU1dXx/e+9z1eeOEFMjIyUsSCl2a1b9EbtYxLGvXEqFopRTgcJh6PE4lECIfD2yhhtNZYlpUib2zb\nxu/34/f7e1w6vCdw1ThKqRSBk0gk6Ozs3KHyxiNxvoLIzITvfAfuvZfz/vhHfrN5M4/W1HBN//4A\n1MTjPFdfzzN1dcxvbeXk/HwuKCmhNZnkd1VVXLV8OacUFHBeURHFlYX8618+jj56P4/JgwcPewUn\nnPDFfLAOPxyK+1AbIJ0EKCvb84qd9PaLiw88RVBPkD6G6mqYO1f+7j6GgQMhGNy7/Y8Zs/0c7om5\n3F0bX7SPg+l+H7ioB04A/+FQmoSGLCgwoO5KyItBTjZ02vCXLVDSDtmVqEYbHQbyTNgaF3Pb8Odg\nfy5c0OZlYPqhtR7GnAMcD0ePg8Mz4UUl3EgtsFxDzBJVSkMSuBAqIlDVBvopMAsh4wLYHIcin5QM\nr7dgdRTly0bnnQyB5bD1begcCasGAgNg8LchYopZbmYIctdDUSF8lAX1SRhkwlYL1q2AjFNg6Inw\naS7UKqjRkK1h9FUwtxFxrJ0HbEUMcqMoNRytI6jEfPTqF0CNRpQ0Wkp25+RC42nQEUapv6N1NQw7\nFBrXQUJDx2awZsLWImh4C5L1SJWsKkRJ8hYUXw3BC2HzEmhWMN6GMT6Yb8OmjaiWFehHs1HFx6Ib\n34XWxWAPA0ZCySBRjGQugfhyVPx0dKAYNkQl6+tfPsCATe/AimVQci3UJaB4o3gitfmh4iLofBWq\nNkGiHzw1G0afA/lBqFGwIIlqTqKja1C+lWjdAoQhbCEVqMYCQ2GAHzImgB4BBGDdY5CohaKrpLS4\nYYLvTKg+BtoyoSgCmzNg42dAGWzeAMlSZ/4VMAf8AQgNhDUmmMeBrkepCFongBVQOg1yx0D1S9C+\nCgafC5EB0PEhRNbC6jpIZgGr0LqPxYy+JOXH9zuRA64TdRcGDBhAS4ukPTU3NzNo0CAAXn75ZS53\n8gjGjRtHMplk8+bNvP3228yYMSPlNTJ9+nRmz57NN77xDQDuu+++VNvnn38+F198MXfffTdHO6sf\nj8zZOb5ISlVf8UUqjAUCAQzDoKOjA8uyMAwjlTLV3ah4b5EoLpljGAaJRCLlm9PZ2ZmKwcNXHDfe\nCIccgvrZz/ifoUM5a+lSWpNJ/llfz6eRCKcVFPCtsjKeGz2azLSfw79dXk69o9J5fOtW1t69kis2\n5fGfA4u4sKRkm3PT0dEBK1bsOqSBA6GwcE8O0oMHD7vDoEGiqOiO9EX6P/8pL+j5wjf9+g0bem+k\n29PzcnKgsnLn/be1QXn53iEZXHzzm+IbtjN8+9uQl9f7dt0xZGXB22/DwoWyv7dqExd7mqzySBAP\nAPgCYH0A0yeCP0/WylENr9lSTvxYH7TVwduPwtp+oMvRmE7mT1LEF7km9BsPjVGoXweHnQDDJzvV\ngxB+4qMc+FA4Gz0QVCnoRTFURKOHBMWId7gfbBNqHgFMGHIRWH7xhqlOdJVrAnSBAZMnwJYg1D4n\nZc3tCjjKDyfkwdyElNhueB2Mz8CegTKGo48NokoUes5fUM016MrrUMEi9DAllbM+iAoJYoOogrKB\n05C0nq3Ak2i9BVGGaNCfA+4XJA2tClq1DBRbFDzTpsOYI+DfJmqLjd6QQHXakvJlTUZzDErZjoLF\nlr7qO0E/CAShYRzMT8LJQTjUhqqBaLsMWgx062rQC5CgF0OlH8YNhQYD6o4GPVGmrSaRqqKk1iSd\ndKPJ6EFTUSGFbvwTqqEFXXedlJI/PQP0WbAlIdLtVgP+raESiNtQk3RUSEPQiUGAkopgZUFoTkA0\nKcRbpunY5mRB9QuQ3Ap8HdWQj84wUJkKjUKVF6FXx1ANWei634GKSh4ZaXOCDYF8GPxNiGloT0Cy\nCvi7o7w5C3IOhbwgtCyEyAqYdDRMORSW+WDdqVAVh7Yk8AJKrXUUVn3AQVCRqifY7ytKpRSnnHIK\nyWSS6667jhtvvJFf/OIXTJkyhR/96EfYts1HH30EQFVVFQMGDEhdW1FRwebNm6mqqqKiomK7/TtC\nZWUlzz33HOeffz633HILJ554IuCROXsTv781a5sUop5Uo/pozvo+ETqWZWFZFkopYrEYSikCgQBZ\nWVl7THXTU7hkkasAckuUu6lcSqkekUmXXHIJ7777Lg0NDQwYMICf//znXHXVVftgBB72GgoL4cor\n4f/9P4761a+Y2a8fSyIRZg0cyMn5+YR28awW+f1c3b8/V/fvzwtvJ/nB7AYeH7aF15uaeGrkyO3O\nX7oUzjtPFjo7W+xoDTU18Je/eGVwPXjYF3AX+RMmwFNPde3vLUlQVib/xvcmUbKr/kE+zvZ1/+kx\n5ObC3Xd37e+e9gPwv/+7/fHdwVObfHkwaRLEYvs7ir2EZET8agJhMTVBCyegcYvAQrwdZSh0MiPl\ngeL6nygF2q+kjWQLaI3KKUKbAZQ4w6Di2ilb3pWSo1HQ6ez3KWnI1JBMSOlpX5bkZsYRIsBO71Oj\nw45fS2e7sz9LTiw0wK9QLdK2Uo1oOwEqH20ryFJoQ0GkCW0nwZ8jsfgRlUXKL8Utjw3gc+xzouLP\nohNpsSjxznHsD1Jsk7a6jhUVof1+6NBofJBMOKQNTsqPlipggBAWWgyWsXDqqsuKWyNeOYZG2z4Z\nv93ivHfmJzNH5i0pbaW8cRLJbcuVg8TgN9FKQbIVrZNAZld/MR+Sv+TEppzvlgktfVvuPXFi8ftQ\nhoFOGqANVMhAK+X4CilUokHS4FSBjDugnHQw53lIuv46kTTSztp2a2aC0mCZKGWhdZsTQ6Y8F24M\niSbQSVRRIdrvR3VqNAYq6c55I1on8ft9JPqSJuV55OwZzJs3j5KSEurq6pg+fTojRozgF7/4Bb/9\n7W8555xz+Pvf/87VV1/N7Nmzge3VO31Bv379eOGFFzj//PNpb2/njDPOADwyZ2/BMAza29vJzMzc\nLZnipl59NKdnbbspU67XjVsVy60YFY1GSSQSBHb0k+c+gGEYBAIB4vE4tm2nUq5isViPY/rrX/+6\nl6P0sF9w000wdizcdht399FgYdqxPurPKeXtnxdx7NoFzGttZVJOTur4E0/Af/wH/OpXsLvq9e++\nC5deCtdfD//1X/I9woMHD32DSyKceKKQCK4Qc08RHfubJNjf/fckhgMhxi8C9xmqq5P3eyv9zDRh\n+PA9196BhO6qqHnzZLu/n4vXXnuNm2++GcuymDlzJrNmzdrm+L333sujjz6KUoqCggIee+wxBg8e\nvOPGsqZC+9uw/D0YdjQ0VUNuf8jYAs39oMaCwgp0RiW01qF9STB9Ypjb4ZACLZaoL/KPhNbV6BUr\noWAEOgaEDbTfhk5DyBALWGfDMENShT5PQoEFDRZsrILySug/Aeo/hZw2MPIl1aveRliWuKTQbMlD\nR3xQcRh69WLoqALThk8tOMREj/TDmhjaPA5iz4FeBUYprLbgcAWHnwILnoets6HidMfoV8E4AxZ2\nAjVAKZiNoMogS0FzuZOKsxmtA4AfbWSAERciJmkjDRlgJNH+EMQb0XPnwFlFkNcMDQWQVQuNJciE\nOC8DCCnoiAJbgH6IgVAjqNXQehg0xSEriQ43gV2IzlIQOQTtWwqRiMSwYQMMmwz9TEiIOTQtoIt8\nYMWhQEGDdsajxVsoy4SsE6HzXcjfBHWlsKoahg6WdmotyLaguRM6GyGrFJ2TgKYoOmCBP088iKIW\nOpmEcDsoH7pRQTiOtlvBzERnDwerFopWw5Yc2FoN/csgVgPhQVDqg8Yk9D8eNsyTOVA1kFEGHVsg\nWAjRaujYCOEh6AwDOgejzQKIr0brsdCSgS7KguIjoG0R+uP5MGAEOi8AmxU62xS1UPBEiL1EMnMY\npPk69xhfEo8cpfcEM7KHcLfzk8pdd91Fe3s7IAv17Oxs2tvbueaaa5gxYwbnn38+AKNHj+b111/n\n7bffZv78+dx///0AfOc73+GYY47hsssu22V/bW1tXHDBBVxwwQVcfPHFKXWER+bsWTx2VymxWIxY\nLEZGRgZ/fCc7day3FaZg50bFbjpTuspFa008Hk/1vT/SmlyyKR6Pp0gl27a57777WLlyJc8+++w+\nj+lAw6ZNm7jssstoamoiHo9zzTXX8OMf/zh1vOuXki8Zrr4aBg+G22/vcxNnnQUXXQSxE7fwSE0N\nc484gnhccdNN8MYb8Mwzwhf1BFu2SFtZWfB//+elWnnY8zjY/y13j18pKZHt2Z15ONjQneRwcSAR\nYG6Ma9dKepxrp9k9xjvvFEPn3oiV99dnUSwWY8SIEbz//vuUlpYyefJkHn744VTxFoC5c+cyceJE\ngsEgDz74IK+//voOvysqpSDQAfFPgfXAICjaBIOGwtL5ECuGglOgJAtqk9BowSAfVPjAb0OD7Sxo\nk7D5IwgHoW28qBVG+iTFKOpIQI73i/fNvLfAHA3jhkFQQzwJR5vw4aew/EMw+8Owk2BsLpQi3r1z\nLVhpw9YtoDcjOoJRMDQAZT4p41TnkEVhMdjF0lCfkFMbLYkp24A8H5SZkAUsXwL1K2HY12F8AHwG\nJOLw1jJgDZQNhpomGDgVmpfD56uBkYjBzzKgP4w5RbyCFn4A7XGEyAlD1pEQNqF5BVjroLifpBUN\n6g+bN0HtiUAn8BEwDnLKoMCE2FKoXwWJgZCxGXIGQ6IJiqdCqAnUBuiwYOgEqDAl6ygbaATetaDN\nghwbKg0o8ss430lAp4IiDYMNaDaFyEkiJceXxiBbwSlBaE7C2wuBKsg9DYb65ZqOZqhbB8UROG4y\nvFcHNRuhzoTyUVARhEYFbeugbc3/Z+/M46Oqzv//PvfOlpWQPRAg7EuQTURFENwqIIsVv+5WrXvV\nfq1WbdUfFqylxWrbr23FfaNWqFZpWQ0CgoKI7Mi+BJIQEsKWZZLMzL3n98dzZxJWQ1gEnM/rFZKZ\nOfec55x7Z7jnM8/n8wgRpFsjZNQ2RKa2Fzr2h/aJsHo9lH4D/nxpk3gPxLkhxYYcBVNCkGpANw/s\ncmLdsxhKpkNKX1mP/d9CTTGE2kNFEVJpzQsdcyA9G759F/aUArc4i+RcX216AH7YNQfiO0Jhx2N6\nLyul4BcNbP+n0/ue5XvNyPH7/QDExsZSVVXFjBkzeOSRR2jVqhWff/45AwYMYPbs2REWesiQIUyY\nMIFrr72WpUuXYpomzZs357LLLmP06NFUVFQAwnSPGvXdNeUTEhL45JNPuOmmm6ioqODuu+9GKfWD\nz8w53gpVB+PAtawG6iqFHZx5czg5VX2jYqlKZTXYqFgphdfrjfjm+Hy+U5KdU7+keTAYPMCfx7Zt\nTNMkKSmJTz/9lMmTJzNixIiTHtPpDI/Hw9///ne6du1KZWUlvXr14sorr6R79+7fd2gnF489Jm6m\njzwiJsiNQLgM+ds3ZvLnwkJeW1fGG7en0ayZ+GI0adLwvrKy4LPP4MknRfLxr39JRZYooogiiijO\nLpxOhM2RcCw+RNu2nRmm2YsWLSI3N5fmzZsDcP311zN16tQDiJz+/ftH/r7ooot48803j9xhCKCr\n/LiA/n0gsB+WTQGvBWmx4pmz14J4Q8qBW6AzDZExAWrD12j/AqjsJ14vPb2oHBNdCKoC9EWgUkDP\n+wCld6JbDpDiWEtqhYjIckPLrrB0Cpjl0HK4JN80B/YCewwpaEQaYjgMqolLZDS2xKKUgS6VKSlA\nlwZR5Vad5AhQlTY6VaHKNbpcQeI5sLM9rLGhvQJDwzoPJHeHjt2FDPIrKCmFrZ8gWTKZiEFKCapl\nMrqdicpfBtVfoCMyoIGoKhtdCUq1RTfvhEow0a1AxYHenOtI1N5BymcNgHILsjzg7QbFHSWWln1E\nRqSVFBVrnQI1ycK57ZbnVBboNqD8QJyBrrIgX0O1QiWDLnbWwZLCYbrKRMWCTgIVD3qBoyUb6JWs\noM9DdddDjQU5HlnQuCbQrDv8SMk2LDEDKlJgZQDlNtDZoFKB1Bz02u1COOnWKCVVuyJStA2gaxUq\ntgvamues13VC+pUHJRFqNRJLf4+cuJ1AYC+UzgRfOqQOgOpCKJnikEXpznkBlewC5Uavmy8eSAxA\nqWS0noFSa9FZ16NcoPMnoWqKoHwFjaJZotKq40dJSQlXX301Sin8fj833HADI0aMIC0tjZ/97GcE\ng8FImXGAkSNHMmfOHHJzc/F6vbz11lsANGvWjKee9lzXCQAAIABJREFUeipiXjxq1KhIxarvgs/n\nY+LEidx555388Y9/5Je//OUPnsxZODc/QuYcD46HEAoTIeGsmzAREpZMHatRcThbJ2yC7PP5TrjZ\n8eEyhdxud0RSFh7Ptm2CwSCDBg1i/vz5/O53v+Pyyy8nrpEb+bMBGRkZkfdsfHw83bp1Y8eOHWc/\nkdO5M/TrB2+8AT//eaO6GDQIRo0CpRU37mvLzzZt5LfXpfDEI0ajsgTcbnj+ebjwQikL/OyzcM89\n0YyDKKKIIoooTi+czoTNkVBYWHiI3+fcw6VGOXjllVeO/mWf/Vzd37o/qB85Rr8KKeOM41eiIyog\n8T0RfkGh0bbl7NJN8TpxiiKhlRxqgFYaLLEwiHithC1llDOetuW3QggMqLNICdc9x3CIGe148IRD\nVBHGRh/Utw53X/8x1D3Qql4MiN+Pqvd82OAn4pkjj7Uy5WVtocLxKkCbB5roKic+Q7pEK8cLxiIi\nxaLemFDvpknVDSuLX+9x/XMgbjMHsBLaGSLsT1TfIye8DrazUOH5R879wVBSmj0yfQ22AmUcci6w\nbSInHvkd9g8Kr4s8DJ/ceoU2wvGHVWfh9YicA6dt+NjIehlOc2e/pENSph2Xs4YhidBwoas+h+An\n4q9z2Lk2AGcJkXNaSau+T1iWxUMPPURMTAyjR4+OZHn8UMmc7wuvjkoiGAxiWRYulyvyYx6hGs+x\nQmuN3+9Ha01sbOxxGSBrrSOkTP1MoXDMR+p7x44dTJs2jY8++giXy8WsWbOOSip9l5b6bEN+fj4D\nBgxg9erVJCSIDE8pxTPPPBNpM3DgQAaeaXdvR8LXX8O118LmzUcvvXIUdO4smTOffQbZ/1jJLe2S\neaieAXxjsWGDGCX37Anjx0Ns7HF3GcUPDHPnzj1gkzJ69OjTOk35uxCWY4QzAcJmoWGciRvLKKL4\nIeL7klb985//ZN68ebz88ssAfPDBB8ydO5fx48cf0vYf//gHf/vb3/j8889xH+b+QCkFLUPgD0G6\nAfk2dHKkNPnLoGA1ZF0Ge/ywrxLiO0EzD9QYkhzjBqotqKyG7XmQGCfloNNNSHOL1GY34p/b3oIV\nO2FNHvh6Q+dccNmwNwQXu6DYlPKYWxZA68FwUQZk+cFfAlP2g5UrpcdNBWov+HdBai14fdAuGZKa\nQb6SZJkYwKVhdwCaKvBryFKwzoYUEzwuiFFSecuwYHFA5t/fA5VKKrJnIIRFEVIyvPQr2LMJuAhJ\nJ1oo/j2XD4dWBsyfBcW1UGNDbTzQHyEydoBrB2T2BO2B3m7w27AwBN5S2P02kAXcCHEuaOGB8gDs\nyIfEQmjSGgK7IflcaGZAM6DcCaEDEAsklMLWXTCnCQTSpapUigGxbpljSUAMpRO0xOpzQUsl/ey2\nYc4mSNkOvS+FLVp8ajIMKLWhu1skZ35nrBZI5ao8W+b6TQnYu6BrE/BlC7kTrIFV74BdhciakmQd\n2AEx3aBJLDRzg6sU8mdCah/Y1tqRxdl112IHF7Q15RraqWHXPNg9F5peAHGtYMdcsBPAMxS8XiFX\najWk7wV7G+xaBbolJA+Apn7YnQfe1pDcB2p3w9ZpoNsDfY9dWnVXA9u/fujnREP2ZZMmTWLs2LFY\nlkXXrl15//33GxzfseCMIXJycnJITEyMZDl8/fXXALz00ku8/vrr2LbNoEGDeP755wHx23nvvfcw\nTZMXXniBHzmlWI62+LZt8/TTT7Nr1y5uuukmvF4v7dq144GxVad+wj9AvPRETMTrxuVynbTy4Fpr\nampqCIVCxMbGHhNJdCTJlNvtPmKmkNaa5cuXM336dObNm0dKSgpDhw5l6NChpKWlHZVMaoiW+mxC\nZWUll1xyCU899RRXX3115Pkz3VfjO3HFFZICM2ZMow5/6in48kv45z+hLKGSy1esYP3555N0Ajyh\nqqrgrrtks3qS/h/6TixcCPfdB198AQkJ390+itMXZ/p7+UyPP4ooohB8X+/l+fPn84c//IEpU6YA\nYmwcCAR46qmnDmg3a9Ysfv7znzNv3jxSU1MP25dSCs7XkA1sCcK3lhAJcQqqQmJye4EFugq2+yG+\nFTRXsln+OihMdC83VNuwOgixFaCmQnImuK+UjXkvYPMOmPUxJPeCXudDrQ29TKhFzHc3huDjkPjq\nZBiw2ZaS5vG1UFABtfvA00aIlVgDQpVgVUBmFbh8UBYDrmTYHhTO4BGHkFmFHFOIECCKepk9Doos\nWBiAXBMGuaFYiaxrXRDWhyBmIVSvAU8mVJVB5tUQoyEk1Zeo/A8ka0i5Fva4YFuNDJTlBreGluVQ\nXQJxrWG7IeMlG1Cqxdx4/x5gOyJnWgPuhZD7Y8iIhbLtkNoCzDJo3RG8SogUC7CCMHEK+Cug2xDY\nWw2pMVBlwpzJkJkClw+BHXvh04/B1QbcfaGlC2JckKagAPACZXsgIx+G9IAiBa0V/CcIyyxouhh2\nroCY66A6HmI+h2ABnHsTxMRAYiV4K2ChG4LJUOSUpGcfootLB28cZFWDqwTat4FSF6wPQnNTSCXb\nlsc+JXK23m5INOWa2mVBshND82tlbQsmgFUNmSPBkwM7p4CnBs69DiwXFJSLFKs4TjJ34qZDYnMo\nH+BUQtOQZUJHE7XDQq/yHDuRc2sD27934OdEQ/ZlK1as4J577mH27NnExcWxZ88eksMGXycY33vV\nqoZCKcXcuXMPWIipU6cyc+ZMlixZgsvlYvdu8V5ZsmQJ//73v1m1ahU7d+6kX79+bNiwAdu2uf/+\n+w9Y/B/96EeRxV+xYgWFhYV8/PHH5OXl8eSTT5Kbm8vbv43j9qdLv5d5n2xcODCnwdKnE+2dczAe\n+sOBxseNKT/eECiliImJIRAIUFVVRUxMzGG/6QijoZKp+qiurmbu3LlMnz6dVatW0bNnT0aMGMHT\nTz+Nz+drcKwN0VKfLQgGg4wcOZKbbrrpABLnB4EJE8QrJz4e6pk8NxS//W1dVkAW8QxLTWXstm38\noW3b4w4tLk58BwYPPu6uGoVvvhFD5/R0mDhRSKUooogiiiiiOBNx3nnnsXr1aoqKikhPT2fSpEm8\n8sorB7RZtmwZ9913HzNnzjwiiRNBc4SQWRYS1YpbQZWGLSFooiA+FmriJMPFBcoDuthCVVjo1iYq\nWaHXavGZrVoEejvK3RudoFC9xYuF1dPALoNz24vhcI6ScXwIKfEvpwRQWxMs5zW/Ar9PMm68qdTT\neKHc8ejUePGH2eO8UhyC/TaMdEEzUAucCt7bgEqE4Ik5zPwXOx4xV7nlRiiAeAJ9G5LOgwskyOBu\niG0NSSmgXCIl2rcCtW8zmt4ot4neGxLz50wXxBqobNBNmjqDK/EEqgKqHDapVjuvNXHmNx1sE9o0\nF8IhIVnWomWKkDhp1Kndlm1ErV6Lbt4VZSWhW6WgUkHPnwOV26FtV2hioObMQVfvANVfznOSAbWq\nrlJTDeBOhmubgkdJKAENX4RAV0LlXIkxGAMUQ3AppLdEpXnRTQxURiJ6eyIqVqN3WfXOUhPnB1Sa\nBx3jg5wkIQk310KlhpAJAQUbAk7pd4fwSDWE0MkPx/A5eJo6VatKwKqB2BxUk7boig2o4EZ0s3NQ\nyS70HgNik6Ai1pFfzYSqQpS/tyPrc2Rf7UxIMDA6KqxVR3+LHBaNlFY1ZF/21ltv8eCDD0YsM04W\niQNnEJEDh5Yef/3113niiScilYhSnBIrU6dO5YYbboiYIefm5rJo0SJs2z7q4huGwYUXXsjo0aOZ\nMWMGU6ZMYeTIkbjd7gipcDZJrcLETEMImpNN4hwO4bU+WYSOx+M5wDfH6/VGvqGpL5mybTuSdXM0\nc+WdO3cyY8YMZsyYwf79+7n00kt54IEH6NGjR6Ozi45VS32mQmvNnXfeSZcuXfjFL37xfYdz6pGR\nIbqoiy8Gn++Y/XIOvrzG5ORwzuLF/Kx5c1odA3F4JLRtKxWtqqoa7cncKKxcCUOHwmuvyT3R2LFR\nIieKKKKIIoozFz6fj5dffpkrr7wS27a59dZb6dWrF8888wznnXceQ4cO5fHHH6eqqipSpbdVq1Z8\n8sknh+/Q1uJHE04u14DhlNEOl9MO37Zazl7K7WzWHWsc3I5vix0jPjnBKhQWOmCitELHxKJME13r\nR8VpMd51hT1VNNqDyJcs6nmj6Dr/HA2oEGgDDCU+K2EvHNOxSXEpMQiusCBooN0GCoU2HOucUL2u\nFHUmyG5nbx9AqmgpwAx7xngO8pwJSEDK8bgxfU4sAcd/xfGbCYXEBydkyPyViswzYvp7wG/l/PZI\nYHYIlPMFseUEoJ2YLGe+Pp+cCysg/ju2k/nh8YrHT00NaI32xaIMF9quRhlCbimvs/aGqluHgBIT\n4LDRjgsIOmZHyhlUeWU97CBaKbBsmb9boTHAtB0PIOpuLBXokPj3aMvxVvKITZK2HG8dU6FsTdg+\nSYeQtTSQDBtkjdEKXI75sh1AawPMGDkXdkDGDo/vUrIOdgwoF1rXSN82KEOja22UBquxHjlHKj++\na678HAEN2ZetX78e0zT5y1/+gtaaZ555huHDhzcuzu/AGUPkKKW44oorCIVC3HPPPTz44IOsW7eO\nmTNnRrxtXnjhBfr27UtRURGXXnpp5Njs7GwKCwvRWh918bt37x4xV73vvvtITEzkxhtv5L333ot4\ndZxNJsjHYmp8Kgmcg3EyCR2Xy0V8fDx+v59QKIRhGA02V9Zas2rVKqZNm8bnn39OUlISV111FePH\nj6dZs2YnJL6TJS873fDll18yYcIEunXrFiFWx44dy6BBg77nyE4hmjeH2bMlM8fnE4fhRqKZ18tD\n2dk8tXUrEzp3Pu7QXC7o0AHWrZNqVqcCa9eKkfNLL0lGTigE994rz5+AKUURRRRRRBHF94LBgwcz\n+KA019GjR0f+zsvLa3hnn9VCCxM8QJwJgUqoWAZ6A1S2gKUW9L5SyljnW+JX0swF7T0Qa4tXS4zp\nFA26GPZtg5I8dPMcKMtA+4A+16IL58MXQXSHEHxhoa/yQMBAb5sHno3Q+jbZHMcAWRpWWFBpSUz+\nEojZKB4tbS6Wct9eJCaFFLJKNWH2RvhwPXAhBFtIFauw0qcA9EALsgz0HGAf6HgFrX1oOwSbbMno\n2WzBhV4Y4IU1LlA/hpKPwZ0Cce1l3CSkbWlbSB8GzWqlwlO1Br0Odm2C+L6wMxudpSEF9MJQXSwQ\nITx0UxPiTXRBALgD7JWQVwGtEqHEgnQFG4BrPLDdhlW2VHjq3RquvA68eyFTQQlQuA52lUL7TpDY\nBFZZUHEJOicZMhPRKxQUBtAXeqGJIQRaGugFGiYpdC6wXUOcJfMM+sC8FZK2yHmozYCsW6B5AcQV\nwOLN0DQOOvaGRDdYYSNiDYlaMro2hWBnEN3VgGwDvSIoZFRrA7JBrw8Bum4dqkKwXotPTo4HNgNc\nDcGPoXwynH81tLgJ5m2T8vLpbaDPNdB8n0i0tlvgMaCrC7YC1ZeATgYzCR3vgmSFXv41LNiI7jNS\n5GKNgXWE55MHyk8Ya0Yf8HJD9mW2bZOfn8+iRYsoKCigb9++9OvX76Rk5pwxRM5XX31Feno6u3bt\nYtCgQXTq1AnbtqmoqGD58uUsXryYkSNHkp+ff0LGU0px8803Ex8fz3XXXceECRMiGT9nG5nzfeJY\nMp0ObnO8xE59yZRlWSilsG37qFKrmpoa5s2bx/Tp01mxYgXdunVj2LBh/OpXvyL2JDjBZmdnU1BQ\nEHlcUFBwABl5tqBfv37Y9sHC5x8gWrWCWbPgkkvE+O222xrd1S9btKDDokV8U1FB7xNgLJObC99+\ne2qInI0bxTZo3Dj4n/+R51wu+MlP4M03papWFFFEEUUUUfzg0dUDexUMNaCNAXNc4LkQ9i8F/Q0M\nvB3SHD1PshLip8KGR72ACUsRY+BrXeJ5s+c2WP8tTHsduvaE7kOgaB3ULoQ2XujUBpbZ8FYtJMyH\nioXQczC0cQkhEa/hgyCUOfd0NSEgCWp7Q1MNex2j5QRgJCKF+hqRBd2bC+XtYL8XirWYLWcClwFL\nVsIr/4GmF8Pu86CrG9JMIRs8bslK8hrQxhTv4VaGyJD+0gkSfwVb98DeBDFLLkXSfLMMaN1VPH/m\nBiQW2kNKa+iWACUhmBQU8+cmbuhmQm8lHjtdFfxLwyol9jg3+WCOF/ZfDhkaUjQU/AvWbYWcn8Ek\nD3Q2wGdIxlA+UNReCLh2skQkt4etHnhlosi3zsuFbBNKLxDS62dI1lE3BWVajImnBmFNCLLd4A8T\nMS7IMEV2l58O+9Pgl15opuDxDFiTDp3dEEyExW/At8vh0ruhqQvyXWLmvKUWcgz4qU/WtoWCTRr8\nLsm22WKJKXOSS0git4Jds2D3Qoj/CZS2hF1h/VIOmL+AywOy5gU5MDxHpFh2OczLg0I3/OJcMWde\nAezfAQX/gOwcuOZa2GjLXFNNaHUBlAVg4Z9Q8S1PafnxhuzLWrRoQb9+/TBNk5ycHLp06cKGDRu4\n4IILGjfoUdD4kj2nGOnp6QCkpaVx7bXXsnjxYlq0aME111wDiObU4/FQUlJyyCKH06AasykeMWIE\no0aN4vrrr2fnzp2R50+W3OdsxNHW6ranShpNih3rcVprLMuipqaGiooKKisrCYVCuN1uEhMTSUhI\nwOv1Ul1dTUVFReS4kpIS3n33XW666SZGjBjB0qVLueeee1iwYAGvvvoqw4YNOykkDhyopQ4Gg0ya\nNOmQb3GiOMvQrh3k5cGvfw0ffNDobuJNk9E5Ofxy8+YTYugYJnJONvLz4fLLxZfnllsOfO2OO+C9\n9yB4pJTYKKKIIoooovghYb+SSlBtDQgqqFIQKodQFaSmQVoaBJVUDN+npSp4BwMVB5Q7CppMJJNG\nAx4XavMGsC1U185gKNSyrwALOnQRucsOh6Sp+EZ+t+4tzycA1UDhwV/MmRDjQbkTINYpGJ0NKgbY\n78TgA9wulBErMTi3+KqdHK5WLwTLgt3tJc5Wphzopa70tqGkupVHQar0jd+EgIGyEsBn1CmGtIIE\nhfICxTYqsrF3oXLiJZZCC0KgPCagUJ2VSH46Omu+VWRatHZ+lzsxpCqo9UPVFnAngScePAply3HK\np8CvUEGgqbMZjwXlc8HGfAgGURntwTBQNaI3UjkytgqPHS6xPt8JPM4komtTzhpYyjEGVtBKQaGN\n2q/BbaACJlQXo3QIUlpgmIDfWcoKyT5SHU2JO9MZe42ss6pwfGq8Zt1YSsGer+UiimklJFN5+Dow\noKkJGUkQUCjLWYcYBbu3Y9RWQOtslMcQbyUTKFoDwWpUbgfwGKi1FligYkxQJqpyLaBxB3ccw5ul\nHkIN/DkIDdmXXXXVVRHFT1lZGWvXrqXtCfCsPBzOCCLH7/fj9/sBqKqqYsaMGeTm5nLVVVcxe/Zs\nADZs2IDf7ycjI4MhQ4YwceJEQqEQhYWFrF69mj59+jR6U3zZZZfx4osvcuONNx6Q8RMlcxqGE5W9\n1Jj11loTDAbx+/1UVFRESo/HxMSQkJBAbGwsHo8HpRRKKbxeLx6Ph0suuYR7772XIUOG8NBDD6G1\n5q9//Svz589nzJgxnHvuucdVuryhqK+l7t69O9dccw29evU66eNG8T2jUyeYORMefhg+/rjR3dyR\nlUVZMMh/HSP440GXLiefyCkshMsuE7/nw3nhdOwI7dvDtGknN44ooogiiiiiOCMQi2RM1FLnleOK\nBdMNVX6p8qSCaMuGWPEYoVT8TIhxPHIqEKmJG0Cj05uLL0lBEQRtdEY2mC7Yt0M8eZoYsoNU6eB2\ngX+PPB9w+vAhcRjOj0L8XhQQcORJe5xY4pzHtRKDdimwbXQTG7DQu8VMRzd3YtA7JaOl3PH/wekf\nZK5BJb9tZ21MwKOcsZ154/yuBW0rSDDEI4cQKAu9T0u8TQzx8KmxQWl0GeJ5U4l4AqU7a17u+APF\nOYGElEjkvTFi7KttsGUENI4vjePlWylLR8BZj+YZ4DLRu4vACqG90qXe7axPuRIJmwJCDkkDUkoc\nXbcmqLpzsF8LKZFkyLyt8PlPkXlX7MK2NficcxRrgAt0sS1tq2W+OlXmq2NkXSJj2s7EfOlguCC4\nV86Ru975r3Hamc41h7MOcanYNrBzj6xHjGOs1CQTDBNdVAjBEDpDiCtd5aylJxtwEahteOXhAxBs\n4M9BONK+7JlnnuG///0vAD/+8Y9JSUkhNzeXfv368fvf/560tLTGxfkdOCPKj2/dupWrr74apRR+\nv58bbriBMWPGEAwG+elPf8qyZcsAePHFFyNlxn/3u98xYcIEDMPghRde4MorrwRg+vTpPPbYYxGD\nsV//+tcNjmPlypXcddddjB8/nk6dOkWeP1tkVqcjXnoihtjY2IihdUNQ36i4fpUpl8t1xFLjtbW1\nfPHFF0yfPp2lS5fSpUsXPv30U6666ipefvnlU0LaRHFk/GBL/i5dKuWi3noLhgxpVBfTdu/mkc2b\nWdW7N+7juI43bBDPmi1bGt3FUVFcLPZA994Ljz565HZvvSXc1n/+c3LiiOLk4kx/L5/p8UcRRRSC\ns+G9rJQClx9+GQNtNfw9KF4xF3pB1ULhDqjxgLUCdgZR8VegPS5Uaxe6oykVrFZViF/MoCaQC/w3\nCF9ZqP070ME4SE+CPRYM2AltMmCOW3xoct0iYUpZDJf0hPd8UAachxAHpg0pCrZqSHIkV00N1EYx\nGlYa9LlAG2AesB4hRuKBDV/B1tUoYwg6JgtuVdBSwy82wN5UuLMJdDRhjYIKDR5bJDvLlZBS9wKd\nkPLlKzSs1mDZsCYIvlpUBxvtSkbtBR3QQjrsXgnlK6HTudClM2wvh1IX6rxYdA/g/RCstaB/JfgS\nYLuCtTZc5IMEJeROgTOHLKAPYFfDi/ngzoEf+ySTZhFQCyoJ9A7EoLiNc0wckh31yRRYvg7V4X/Q\nqpXwYAEgxpaMlXZKKp5bAVhnCWFSCQzwQamSNTWQ87EnAJ690CJVSK7dClJtyDRRTUF/Mwe18Ev0\nRZfDueeBx5Q4SmzhtZbsRm80IDlOqpFf6pES9qttiDNgeRCKQ9C7UjJu8rdBqDXkuoTo2WZBa0OI\npBxDxrcQcxe/XKZ6aRlqfwW6c3PoYEKNKeTPqiki6zv3OtAtYWst7LNFFldjgb0caAtkHnv58f4N\nbD//9P6cOCOInNMJGzdu5JZbbuFPf/oTPXr0iDwfJXNODl7/TTLV1dX4fD48Hs9h24QlU2G/G601\nLpcrUmnqSMZUu3bt4tNPP2XGjBmUlpYyYMAAhg8fTu/evTEMg/379/P+++9z3333/WBMh09XnA03\nXI3GokUwbBh89BH073/Mh2utuWLlSvomJvKbnByMRl7LlgUJCbBr16GVq74uL2dlVRV3ZWU1qu9N\nm8TQ+MYb4emnj962shJatIA1a6Chw2kNf/kL3HmnzOFkYOJE6NVLMoaiODJO5nt5z549XH/99ZSU\nlJCVlcXEiRNJSko6pN0777zDuHHjAHjiiSf4yU9+AsDAgQPZuXMnMTFS4zYvL++Q0r8/6M+iKKI4\ni3A2vJeVUnBJCFKcDIkgTsUfREpTo+G1Gqh1NCIeF7T2CVlwjYLN+fD39yGtLfT9H8m0SdewByEB\n1gaFvOjqgo6uuopC25Ay3AX/gJp8uP0uSMkQOU34+yIT8d4JIR44BtAKIVo+B3KAMYj58hynXeT2\nxIZvAjDbgo4eGX91EDZYcL0b+prSn63gpVrYbMPtXiGOPlMS40tIsENrpET3j3xQvQ8+ewXim8Kl\nd8I+Az6vhRYGXOeGnTZ8o6B8NRRPgaRzIfNKOE/BuRo+zIP5X4MaBLoL9PFCdrieuBJj3yBwI9DU\nGT8AFDvrtt2Rgg1y1iEPaAbcjhAz7yPGz11s8THap2ThlIIvgrAgBN1c0NYFRUoIs2xE0jYC+XsB\nIq/LAOwgjPkbVARB3Q0JXnjaB4lK+I/8EnjgDUhOh5t/AvFukYVVI9fAqhUwfQpYPYGB4qvTxVUn\nZQNJJ/pyIpRugodvg9bZ0FRJufuHa8XLp51DYinEE+gyJ+a+ztqMczKsCgIQb0C2R2JsbkO8Ld5L\n4QtrnhCN8BmwHFnQx4+dyLmwge0Xnt6fE9E0g2NE+/bt+fDDD3n00UdZsGBB5PmozOrkwO12ExcX\nR21tLTU1NZE308GSqerq6iNKpsLQWrN27VpefPFFhg4dyv33309tbS0vvvgi8+fP57e//S19+vSJ\nZN80adKE+++/P0riRPH94vzzxeH3jjuguvqYD1dK8XrHjszcs4dBK1dSWFvbqDBMUypXrV1b91zA\ntvl/W7cyfPVqHt20ifLQsbnHaQ0vvwwXXAD33//dJA5AfDyMHAnvvtvwcd5/H37xC/jXv44pvAZj\nzRq49Vb44x9PTv9RNAzPPPMMV111FStXrmTw4ME888wzh7QpLi7m2WefZdGiRSxatIgxY8ZQWloK\nyHvl/fffZ9myZSxbtuwQEieKKKKI4rRDU0e7Yjm+KSbi42IClY4nDi6UMsFriFdOisJQQFExCgua\nZkjdaJ8G5Xi3GAq1RzxOVJbjhRL2X6lF/vYXQMiClHQZ26Xr5FSm8xNwtvwuUFpDhTSllSRWsF9K\nmIdlQMoADAOjSIE2UJkyP1ViizSnk+F04JBG22zJ8EhVQqZUI3v7OGCPFhInxvEIqt6DMjTEJ2Mg\n5IFhaMgwUKaCcgla+beDHULFtQKtUNmIp8uWLaKHspvLWOlGvXVB1sUAmtQ7P0o5pcCVnItEUCZQ\nJSokshB/mlJnnRJk/so2wTSljQGqQHxpVIYp8692+o6X2MhGDIernXX3ALXV4K8CHQO2AcmGjO1z\nYti+S85BRqbsfdxSRl1Mn0EVbAMrhGG0kHOQKfNVEcZNSyx7t8u6tMyUWGIQYm6XXE8RAtCRuykD\niJcy4pQ68w9oGdvjUBMxWtYhQdZBmY6vTpF4kq9iAAAgAElEQVRzTaptgIXHE2jIu+RQNFJadbrh\nrCRycnJyImWM+/Tpc8BrL7zwAoZhsGfPnshzP//5z8nNzaVXr14RmRbIt3a5ubnk5ubybr1dQ4sW\nLZg8eTJjxozhww8/5M0336S8vJz/e9x38if3A8NtT5Xw01FlPPh7P/c+u5/bny7ltqdKKC8vp7a2\nFtM0iYuLIyEhgZiYGFwu1wHESyAQYM6cOTzxxBNcfvnlvPTSS3Tu3JnJkyczbdo0HnzwQVq1avU9\nzjCKKBqAoUOhd2+oV570WJDj8/Flr15cnJREr2++4b2dOxv1DUN9w+PVVVVcsHQpyysrWd67NwOT\nkvh3WVmD+yoqqlONffEFPPhgw+P46U+F22rIFMrKRKr1+OPwj380fIyGwrbh7rvhkUckaSrQyHuK\nKI4f06ZN49ZbbwXglltuYerUqYe0ycvLY/DgwcTHxxMfH8+gQYP49NNPI6+fzt+8RRFFFFEcgn31\nvGIAYpVsogNAU4V2fFu0UhCw0SawA+wA0L4N2vTCzm0QsCQLw9LoeMAA3dElXim7LPkPN+QMFe/c\nZ6d0l0168TZ5vcLxaDGRthbiw+PSUON4rTTV2G5gA9i1GppodIjIHMIzsXNN8VMpsgCNbiuPWePE\nUuM0znVkOHtskUhlAOWIzKmZgpYiv9IaaJKJdsfAnkLsWj80tbEJQpGFDtnQNAA6hI7tArjRe9fL\n2Os0hDT6nJ6yMOZmCbI4dOCNSIoz791aMlX2O7ItQ4EHKRe+F3QtkAq2B9gmiTPkgDaQiloh0DEK\nTI3tkTXVHSXzRxc6808AlEa5bHm8GhnT1HXnKj4OWjSTBUmogZ0h9D4/VDtr3jkb2xsDBUXYllwz\nWiNSLQ26Uy643djuTWDqyNg65IxV7cwzsweg4Ost0kGVFjKttSGeQi5njWKBCtCWBfssiaV5CNsO\nQJxCuxDJFDbsC4hHUIUTi7PEuptLrk1PdwCCwUaWn7Ia+HOa46yUVrVu3ZolS5YcUq+9oKCAu+++\nm/Xr10de/+ijj3jvvff45JNPWLZsGXfccQfLly+nuLiY/v37s3z5cgB69OjBl19+SUaGZN4899xz\nfPDBB2zatImBAwfy17/+lYyMDAzDiMqsTgHeHJN6RL+b3bt3RyRT4fM4fPhw+vTpc8Rjoji9cTak\nQB83SkrgnHPg00+hnqzzWLGsooJb162jY0wM4zt0IO0IksXD4Xe/gz37NBkPFjCuoIDft2nDTzMz\nUUoxqbSU14qLyeve/ah9aF2XIfPQQ1Kc6xgssCJ9dOkCr78OF1109La33QbJyTB2LDRrBqtWQfPm\nxzbe0fDyy1JJ64svpGr8I4+ITCyKw+NkvpcTExMpLy8/4mOAsWPHYhgGTzzxBAC///3vAfjVr37F\nJZdcQllZGbZtM3LkSEaPHn1IRmb0syiKKM4OnA3vZaUUPFAJC9ZCThfoGwstgS8RoqMZ8E0ICizY\nbYuvjCqGdRXQIVdKSu+uhnUh2OqS3fIID7Qw5dhsIF8LQTHb8WVxO31fjMivWvohIwbygvDlfrh0\nG/Q5B7xeKLZhlS2ltdfb4rtyjgkXucQ3Z70F31rib9PbgMWOFCnDkU65tVSeSlAybryWUt3TlRAE\nrS1YYIqUKVfBbKQ0doYFZSa0VxL/Fwj5VAwUb4Y1y6F1JaQ2heRM6NkLvlkH69ZCKBestuAOQK0B\nw2IkdWhOEEot6G3Bfp/4v2QpIb9Sa0Gvha6doHm8xDY1CBs1DPRIqfKWwD6EZKpASpYHEcIJZI32\nA98CHYGOGm+fCmhqEfxTAvYSF2RpIRf2KigF10/9qL5Bgs8kwHYDQgE514/6pCy7U6mMlGpYWQX/\nXAFtauDHg8DnnO81ITkHfbxwLiIPK0CIojjArAVtwn5TiKkvHY+aDpaQaq0MWGdDbA2Ue+Epn0jC\n8oENGjoAOY7UqwohqsqKIO9bCBRCWoZMvuMFCEMDLJkMhd/Cj2+A5LYiyQPYiRBVC0KQaEDRZ1C0\nASofOnZp1TkNbL/q9P6cOMbb5zMHh1v0Rx55hHHjxjGi3l12/W/wevbsGal0NXv27Mi3dgCDBg0i\nLy+PW5x6uK1ateKVV16ha9eu3HTTTcyaNSvy2jvPZUTJnBOMN0anREiY2tpaqqqqsG074n+wYcMG\npk2bxqxZs/B6vQwePJhx48bRunXr7zPsKKI4ccjIgN//XtI/vvpKtE6NQM+EBL4591xGbd1K92++\nYXyHDgxvoIQkuWs1fyxfxzm74etevWjteIkADEtJ4d4NGyiurSXL6z3s8WVlIqFaswZmzBBPmcZA\nKcnKeeONoxM5eXnw+eewerUUkLj6aqnofjQz5WNBURGMGiVjGAbcfLNk/USJnJOHK664gp07dx7y\n/HPPPXfcfX/wwQdkZGRQWVnJddddxxtvvMFdhymf9pvf/Cby98CBAxk4cOBxjx1FFFGcXMydOzdS\nEviswhvjIVQDLbvCUiQTojNCBlQDARPSFLwbgOLtYE+EuDawozO4TOjpg0AItoSgnUt0Lzs0FCtY\ngmSTpEsZcO0FVQP6R45Z77egArHoNOBGE/LegKkGXNgN/Br+WCteJz/1itxrqQWJNtyK7EDTDehp\nCLGxIAQfhqC9S2RAPRR0cAiBvcAOUNUKvUJC1I8EUZkaHWugtirJ9knWMNhJi11mSr9vO+a6NhCw\nYUszaJMFD3qF9FEKdhnQJBd6d3YW1QA80BNoD0zWKJ8LfY0LlQH6n7WoHRq9RiRK2nod5apEX9FZ\nJEE7gPPcQvJsA+50zktTxBPoU2ALQpCBkDcdgEsRk+ZScLWowUixCGyOQZ9rQo5G1Sj0buccNAHr\nsxj0hhhUR9AejQq60Ve4xfi4D5LBpBTsi4V5MdB6IAw0oELJ2lQD5S7x3WlHJBuIsFtIApDo3M9l\nAe8EUdss9OMeVHcXep9LzIqXgKr0ooeDigXt0+JXVONkh+UiBN08hATc1AzSM8T8WNmy3mG53LYV\nsONbGNAL+reEJC3VwJaB2gX6qyBqh4U+34Pqejm6yyXw8UPH/r5pZCLP6YazkshRSnHFFVcQCoW4\n5557ePDBB5k8eTLZ2dl069btgLaFhYW0aNEi8jg7O5vCwkKKiorIzs4+5PkwwqQNwEcffcStt95K\nZWVlxBg3SuYcP46UdePz+SgvL+eiiy6if//+bNu2jXbt2jFs2DAefPBBEhMTv4doo4jiFOCOO2DC\nBPi//5OUlkbCZxiMa9uWYSkp3L5uHR+XlTEmJwffUapafVxWxpNJW2FqS+bcnH2IaXKMaTIiNZUP\nSkv5Rb3P1DCmTJGKVDfeKBksvuNUot56K3TuLCbGhzMw9vvhvvskY8bh47n5ZnjssRND5GgNDzwA\nP/uZZAcBXHut9F9eDsf6MWSL7JtogbyjIy8v74ivpaWlUVZWRmpqKrt27SI9Pf2QNtnZ2SxatCjy\nuKCggL59+wJEMm7j4+O59dZbmTt37ncSOVFEEcWZgYNJ19GNlCqfdqj1Oz4szoZbIbs7hRAYCqhx\nyI9glWQimbEopdEeJzPJjxAdjqRK4VSWwimR7dJohBDRIGXMHfmUY8EjpbBrAhAXIwTRPucLdQ/S\nqMYhPeKdilXKGcfxxdH7pT98cm+h4kRqpMJjhJzy3Di/m2i0G6hRUsY6XObaTZ23STV13iwQ8WHR\nCSZKGWiXilSEUoA2DtxzqATQblDl1JVKN4FKZ13C60MVOhSC2BiZmKMwQ2vwOvdKphNfEJSp0Ur8\naCJjx8jao6WdEWvLuagx0Fqh0CK90nIsFlI63XTWx5KhIyXHw9cAsvagxOxa1V0mOiSXjvY658Cq\nGx/q+ghb3Kh9WtqkKbRb5qldSGlyQ0GMRpuqnj7uwHlD+LcCl0vGVEZd/4CurkBpG90kAdwulMu5\nRvxyDlRYFhar0MrA5VKN42TOAP+bhuCsJHK++uor0tPT2bVrF4MGDaJly5aMHTv2iDr4402Z8nq9\nvP/++9xzzz384Q9/4PHHH8cwjCiZcxS8MTrlmKtM7d27l7y8PKZPn05hYSHDhw/no48+4vHHH+eX\nv/zlKZ5BFFF8D1AKXnkFLrwQfvxjyMk5ru76JyWxvHdvHtuyhV5Llhy1bYeYGD7v0YPzB8Xhf6GO\nHKmPm9PT+fXWrYcQOatWSQbNhx/CxRcfV8gRZGZKufJ//Uv6PhjPPCM+0YMH1z03cKAo1NauFRLo\nePDvf8P69VKtKozkZBnj3/+G228/tv7+938lyerPfz6+uH7IGDJkCBMmTODhhx9mwoQJDBky5JA2\nl19+OaNHj6aiogKAGTNmMGrUKCzLYv/+/SQnJxMMBpk8eXKE4IkiiiiiOG3RYzAsmwrfzoKel0Ol\nkk3qOg2pGgrFT0XHAYEcdFwbqN2FdllQ6EI3A3JMKWNdI2Yk2jEM1iYiIfrWhp4mtAA2KqkyNRDZ\npINkcmS64I7LYPJCqCmDxHSRcq23oERDOwPd24TtNroKUdEYCDkSAgaaUtbcsCHGRG8C0iTzhAr5\nm1JpT0hL6fEeGtpbsMkFHo3hsvBW+6n2xkJTLdWbsqiTL8Ua6KYmFNvovYDbGTveISQM6rx9AL0K\nIa3aI7KefYiR8RVu+G9A5GG7NPgGQfVsmJEPA9s4zyHZJiUGLFJwPhjKQjfTuFpbBIs8QvJkOiTW\nLuS8JQJlEFrhw2gexJVTQ2i3Cx2vMGpCuLoECXzrk3OxU4nvjI1k9GxCyKt4Z87NEQPmeESetBvJ\nsgk6xJEXYU/8oIOyHgScPpKcxxboSsTraJBbvGu+sSBZQYkCj4ZaC2pN+I8FQ03Ho8lhgELO3MJS\nLQOR7RUhBGKcQyCFQPuAc7qjy9bDN0XQw0bvFpmfzgS2gW7tgrIArAhCbzfWzjBLd4xoXN2P0w5n\npUdOfYwdO5ZgMMjf/vY3YmNjAcnCad68OYsWLeLJJ59k8ODBXHvttQB07dqVmTNnMnv2bBYtWsRf\n//pXAB544AH69u3LzTfffMSxbNvmkUceQWvNc889F6l+FCVzDsVffxUbIW5M0zwiebNp0yamT59O\nXl4epmkyaNAghg8fTtu2bQH5NnXhwoVcd911pzL8KE4xzgYt+wnF2LGi55k+3amYcOrQsye8+iqc\nd96hr1lak71wIXN79KCj83kL8NJLQua8+uqJjeU//4E//AG+/PLA55cuFQJn1So4OCnj0UchNhae\nfbbx4+7bJ8bPEydCv34HvjZpErz2msi6GoriYsnqUUpIpoyzuAjiqSo/npmZyaRJk0hKSmLJkiWM\nHz+e1157DYC33nqL559/HpDy47fddhtVVVVcfPHFWJaF3+/nsssu46WXXsJ1kIFT9LMoiijODpwN\n72WlFIzU4s+yYRtcdCV0dLJTvrRhuw1bbJE1VYUgyYCeDoHQBdlof4sQAV6E9HAjG+9zED+XFRZs\ntCDNDecjvjPLnNc3I5tyL1LSvBaH1AFWAV8h0qLWQDcNgy3Z+G9ySfrIHufYTtSV37GAtYifSjOE\nxKlA5EKliNfMZRY0tSS+pS7YaEBLTYy/Em9/P/sK0iWzZxmwBiFgTCDZ+TsVkT8VA1cgEqf5gBGA\n7XMgGAOhPtDEFNnRfiVytRhgK9BcQ98QLDIg34SNiPwrE5FjbdOQbMEnIahWMNwNgw1UZhB3hwBq\nr6a2KJaYNpW43EEqPmsqcrJM51xUAPvB9ASheRB7uxetDDwta3Al11A9KVEIqJUhGOyCdFMyn0qB\nEuf4ZMCPlBnfjRAzFwHrgWIN51tC9G1wSez/DEkWVTc37HFImK4IGbQTIYICzjmxEXPljUCKBV9a\nEv9+W+ZarWCds15XONdRMUJSdXLObSWwASHo5sp8GYpIvNYhRFSS0249IkvLdeZYHRK/pU4GLLdh\nqffYPXKyGti++PT+nDjriBy/3w9AbGwsVVVVDBkyhEcffZThw4dH2tQ3Q/7oo4+YMGECH3/8MUuX\nLuWOO+5gxYoV7Nixg4svvjhSxapHjx4sWLAgknp9JNi2zejRoykoKODPf/7zATeBUUJHcDSj4lAo\nxKJFi5g+fTqLFi0iJyeHYcOGMWjQoIgfThQ/PJwNN1wnFMGgVLF6/HHRC51C3HILXH75kTNOfrFp\nE4mmyeh6/lTXXSeFt37ykxMbSzAILVvCnDnQqZM8FwpBnz7w858fPsYlSySeTZsaz4Hde68cO378\noa9VV4up8po1kJXVsP6eeEKOsyxISoITYPdy2uJMfy+f6fFHEUUUgrPhvayUgsecSkWbEBLmGiUZ\nFVO0bOS3AFU2bA9ApgEXeqCTgktBFSGb5j3AbtDtQGUjWTpNcXxJNHo+qD2gnwdaOQSM7RxrIZ4q\nWtoDdQTMBCemNkA7G34WhAoDNrqgTME2Ga8+kaOLnbGaIRv5baAqQS9FCIEbgBQNOQHRlTzlEWIA\nJZqti8N9OeuwyImhBUI0FTn9FCJk1NXAN6BmgC6dhyqbh9YDUPRCD/Wick00jgyqwOnj8YAQAe+4\nJQNqqpMFdR91WUpVNjxZK5krL3nFbLmVFplTAXgzqknss5valTFUfJKCTpEy5zosZdrurD3O4xRQ\nPlkHVQ56Zq1UCRvjlTHCeqi51Emb3EBfJGvnPITE+hTItGFYEMqdczHHgleC0N1EXepGb1CoDaCv\nAtUHdAIoT73YwjI4jfwzGVnrNs78NzpkYn+nTTFC2OU6MYUJmm0IGZiHEDgDxf+H/Y4ELwH0PFDf\ngr7C8WkqAxXQ6FTpU1mg/9c4diIntYHty07vz4mzTlpVUlLC1VdfjVIKv9/PDTfccACJAxyQ/TFy\n5EjmzJlDbm4uXq+Xt956C4BmzZrx1FNPcf755wMwatSo7yRxAAzD4De/+Q1/+tOfuOuuu3j11Vfx\nOFVhfshSq7d/m37ErJv9+/cza9Yspk+fTn5+PhdeeCEjRoxg3Lhxh3wbeiowY8YMHnvsMSzL4rbb\nbotUNwnj+eef5+2330YpRXJyMu+8807UVDmKUwu3W9I+hg+HK6+EBpoVnwh06VJXgvxwuDkjgxvW\nrOE3OTnOjbJUdHKKA51QuN1CDr35JowbJ8/9+c8icbrttsMf06uXHPfVV6JQO1bMmwdTpx55DWJi\nxOx44kR4+OHv7m/fPqm+tXSp+OScd54QO1GrryiiiCKKKBqGw91fqwP/VAe9ZNT7Cb8e3q8aHNLl\nAXvZg/s7Yli6Xl9H2wzXe03V/RZnmPrP64PaHMMG+yjxqoPnX7+9pi5biCO0Oew4zh+RYw89UDnE\niFJaiDHH9zeyvvViGrBpLpds+5yBS+ewOq4ru2qbgoa5Wy/l8+RLjjy5w80n/PtIczncehzi33fw\nOTuGb8bC7JTSdXHIQsh1FnnModdieKzw8Y1NSj8DSos3BGddRs7pAq01b7zxBp988glvv/12RNYF\nP4zMnFf+XxO8Xu8RyZutW7cyffp0Pv30U7TWXHnllQwfPpwOHTqc4kgPRG1tLZ06deKLL74gIyOD\nCy+8kFdffZWePXtG2syfP58+ffrg9XoZP348M2fO5OOPP/4eoz77cTZ8c3ZS8PDDsHcvvPPOKRty\n8mSRSE2devjXtdZ0+vpr3u3cmfMTE9myReRHRUUnRwW2bp340hQUyE+fPrBoETjqy8Pi2WfFK8dR\nzjYYNTVS+X3sWLEoOhLy8uDJJ2Hx4u/u83e/kzm8+648vvlm6N5dkq3ORpzp7+UzPf4ooohCcDa8\nl5VS8GtnDmFj33ORDJlC6qoElWmwQ1CqYYBbskP6IV/nh2VMW5EMngsQ6ZEPkVjNt2CtBYZbKjjd\nrUQG40bKj1uIB4sHyXTZi2TkVAI7LVShheppYa/0wqU2NNGw3SUlxTcjmTt9bWhm4/YEcbsC1G6M\nwVJukTTlO/0lgm9TJb7zqqhOi8eVVkNVdYKUTf/EgEyNh2rcF9dSVZAklY7WIxKd/YiEx3T+rnbW\nZydwDZADfABsC4A1G5r6oPgCOWCkC2Kdm5egM+dsGy6y6qRVG6iTVt0OxMKA2XMZOH8OcUUVdE9Z\nxYK+fSFeM7f7JXze5hJAk9aziKTEvZT9OY2981KgqwEtDdytanFn1hLc7Mb2gb3Ki/Yb0Ekxd+wA\nRnUaw7zM/hhb/Bg3akK+ePHrWeXMqQLJetmJSKs6OLGVAguQylrnWKhUC7XdxI4zYaIjrfqRG9xK\nJHfxwABn3ZKc3wHnmvragmUWjHRLufGZzmvnOa8XIfKu9s6aW4jUSjvXWTdEFlViw2Ig2YQLlFxH\nNU7bNKf9v5znrkaIG1vWmG0WfGXBkkZIqxIa2L7i9P6cOGOJHMMwuPnmm3nvvfcAkeRkZWVxwQUX\n8N///vd7jk6gtWbSpEm89tprvPfeezRp0iTy2tlI5rz1bBqGYWBZFlVVVRiGQWxsbOS5xYsXM23a\nNBYuXEiLFi0YNmwYgwcPJjk5+fsOPYJ58+Yxbtw4pkyZAsAf//hHampqePrppw/bftWqVdx55518\n/fXXpzLMHxzOhhuuk4LKSujaVbJzrrjilAy5aZNIq/Lzj9xmTH4+ZcEg/9e+Pe++K6RPfVPgE41+\n/aRa1N/+JrF9FwmyebNk4xQVSXZOQzFqlJQy//e/j97OsiA7W2yMjsZNV1dD69bw2WfiuQOwciUM\nGgRbthx/Za/TEWf6e/lMjz+KKKIQnA3vZaUU3K9F6tQMSADXldUYHWsJfpmAzjeFjEHDpSFIs2Gb\nB2KUbJBdGtKCsjHe64YiBdORDftaRPJ0kw2bbGhmikyrTAlRlIVstlsAVkg8YZa6oMwUHxsPsM6G\n/RqztY21z8Rzvh+VaBH4JgHtMiAEhmnR5OJd2KaiclYyRqJF6ByNrnbBZpf4tWRJTGZlEE9qDbU6\nBm/zSnQcBPfEYFV5yfAW0rLDFnbqTKpCsZS/mf7/2TvvOCnK+4+/n5nZvnu938EdTZEDRBFEQTlF\nEUGRiArYCOanscsPE3sE7MaSGI0RY2JUFPVni0hTlC6CFJGi9Ha9l+07M8/vj9k7QeliS/b9et2L\n29kpzzyzu8x+7vv9fNDn2y1BKoLVRuXG8naJAWdhPefBaiOrBHYBU6FYrCOQ6mFHegcYjDW/K+Jz\nfCKWqGDHEqvygCk6Q2e/z65fdWTdxF6WcBEAXoGuq77inZoL6fbYOuivgwIDn/mUki8WMODrxezy\nFtAwLBk9orL45FNZOPB0Ai1puNL8tMvdhmFqGEGVUK2LSK6Dd8+4hHuGPsjCwhIwTVL61pBxbDWV\n29vh35liiSTtgSVAuaTzkK/JPXk3K57uT+hzD1wAAxvnUzJ3Pt13r6Pr1q95q8tItL4xFg/ox8Yz\nj0UP2Sj7sAjhk9gGBDC3a8ReclkCYGP8ddHFhLkmNKiWeHissHyGVCw/nULQzBDK8RFiG71InwYv\nYwloGUAW4DatuVwtwR0vvXFhtcfZARvYfBEyepYTWeSi/k/ZUCAs7x4vIE3EGgP5hv3whRzXIa4f\n+nl/TvxiW6s8Hg/r168nHA7jdDr56KOPKCgo2G8FyL4oKioiKSkJVVWx2WwsX76cCRMmMHv2bAA6\nduzISy+9RHp6OmAZJ7/yyiuoqsoTTzzB4MGDgf234gghGDVqFF6vl0suuYSXXnqJiooKunbtyjN3\nuLnxkeBRnpUfn321TKmqitfr5fe//z21tbXY7Xa2bdtGv379GD58OA8//DC2w/n29COyrzj6+fPn\n73f9KVOmcMEFF/wII0uQYB94vVa+9rXXWs6+e1T+/VB06AA1NZaGtK/kKoBLs7Ppv2oVT3buzOLF\n4juGwEebq66C666zTIInTDj4+p06WT8ffQT7CDbaJ+vWWVO9Zs3B11VVGD0aXn0VDpRw++KLVrJW\nq4gD0LOn1f718stwzTWHNrYECRIkSPBfSg1WlYID0Ey048LIoIIsV75p18mTiI4mMqJYviPxTWSy\ngUiWyLBqtbAsBYKWd45sAjEYZL5iCT+msMQJifUlvPULuwpkGNZxKhXrscvaD+XWY6NOQcnVUQtj\nGHU2y2zZBGEDR+cAtowogRXJGHUaRj4gTESLgnSDiCd60wiGbiMU0EAVSBcIVWJE7aBBh2M2I4Ug\nIhyIAOjzbVYVSAArMckHNEHJtvkMjM5HM3Qunfcar1xwJVKHBcUlyCVQsmM+50ZnUe9KY3mvk5Gz\nYEG0hPlaCfZOEXrvWMnSrvFEwwIYuGY+JR/OZYT5PtsbOrLmuV4QhPldSliwpsQSJFSsc3YCZYKF\nvhIWtD+D91ZewKzTh7DosVOt1CwJeo0DI6SS6q7DoUSJKSZqkkrY50RVjPi1EpY4ZShkdqxGs+n4\nNvg5YfeXLDrzdOu8K8Dhi1B06laCFW4iq5yW6NTNOp+FuSVc8u7rjKh6jwcuvwvHZUF8ribSnA1U\nf5aLjApsnUMoXgN9oRMaBaIp3mLXBchQICxAF5ZI5sI6VxPLGFqVaD3CYAhkrmpVA7WmZrX626QK\nZLVAeKUVLQ7IIhAp8UQzILl7PfZ2EZo+zYCgQGTHo+BdgE1BHSDQj+QPhYn48Z+eoUOHMmPGDEaO\nHMm0adMYM2YMixYtAmD58uXccsstBINBNE3jlVdeoVu3bqxZs4ZrrrmGaDRKeXk5b7/9Nl26dGH0\n6NEcf/zxNDc389BDDzFmzBjuuOMOHnjgAf70pz+xcuVK3nnnHdauXUtlZSUDBgxg06ZNmKbJdddd\nt1crzuDBg9tacWKxGA0NDdjtdnr06EHXrl2ZPXs2LpeLfz3g5df3VP+UU3jY/GNy+gFTpnbt2sWs\nWbOYM2cOYLVQFRQUMHfuXDwez4851CPicITAV199lVWrVrFgwYIfcET/HVx11VXMmDGDrKws1q5d\n+1MP55fFuedaxipPP22Zq/wQzJsHjz0G776L6nBw7LGWmW/fvvtevbPLRZHTydyGBhYvTuO6636Y\nYbVy8cUwaZJVmHSotlqXXWYJLYci5LUFJR4AACAASURBVITDlnHy/fdbRsaHuv/Ro61x7etjRdet\nKX3tte8+d8cd1vGuuurQz+fPf7b8e/7v/ywhKUGCBAkS/JcQ9zMRMRGvcol7hyjSUkFCcUcT1bRE\nEV0ihYCosKKfW71mvBIUYYkKKsg6EIZEaiBiEukEERZIHYRmRXcLsYd/job1wBTffMNsfS4qLLNc\n1bS+tAsTiUBGFKQExWVYgkfE2kYq0jotYaIIMJW44bBhCTgyJlA0iVBMhCnQDRuaoiOERHFIhCZB\nSKQhLGFDWGOan1HC/IISXGcHmfDWk0y6YZJ1TD/QAAu+HkhaQz1bMjvxdMnNiM6C09+az6R1k/DW\ntXDN0ud5YvitCGDeySUs7F3Cgsx+dKjcwSennMXLo8ZCg7CErDexhA1A6BIpJMIVNzD2xJWLoGjz\nDD51wVL6zl6FszJC9/K1bD21I6YQLBvYh09KSuJ+PdLy1FEkQkLvuasYsHIpKcuaOXndcqZ+dbk1\ntsBANE3n8snTOHbpZj4tG0CLz4cMC+b3GsiCzDOs9jiw4scBw1CRpkDzxBCqxPQLVB1INRE2a86F\nYsWRiwxpGRKHJDIYF9wcIKLx14Vi+f603f449/TUEfGXhrAi4GX8sQCiWPNkWhMXC6jWtc7WEXaJ\nDAvrdREDoYIuj7BnXz+yzX5u/KKFnFGjRnHfffdx3nnntbW4tAo53bp149NPP0UIwdy5c7n99tuZ\nPn06zz//PLfeeiuXXHIJHTp0ICcnh9mzZ1NUVMTMmTMB8Pv9APTv37+tdWvGjBmMHj0aVVXJz8+n\nuLiYZcuWYZomxcXF5Ofnt41pxowZbUKOqqp8+OGHXHrppdx6661MnjyZqqoqOnbsCPwyDJBbW6b2\nhWmarFixglmzZrFkyRJyc3M5//zzmTp1KhkZGUSjUSZNmkQkEvlFCDkFBQXs3r277fHu3bv3qtBp\nZe7cuTz44IMsXLjwZ1td9Eti3Lhx3HTTTVx5tGON/lu4+mq4++4fTsh57TXL8OXmm2HKlDbD4/0J\nOWCZHv9zZxVlZWn06PHDDKsVn89q9drPx9Q+ueQSuOeeA1cWgXVPeu210LmzlVZ1qPTubQkqy5db\nVTff5o03rMStfRkuDxgAOTnw9tswatTBjzVnjmX23KWL5c3z6KOHPs4ECRIkSPAL53ggE+SHELnZ\nh+OZFmyntBCb44WIgE0KfCCwXRDGUAzMjS6okaArVlz2STp8LqBUs6K1e4KolcgagcvXhL1jiKbV\nmXCihtxqWmLPRgkfCeQYCbts0CsCA6Mwzw47JHSS0Fux0rRSdJQOUYwtKnK1Dbv04x3kx3BBxO+m\nuTwJExscG4MkCdUCGhQKC7aQkV3JhuoeBHNdyEYFkiTCL4jU+nC1a8CR3UyeXolmxijdWEhjTTpZ\np5dR+MTXNK5IQ8kwqJ+aC7usKiDay28qSADCpiVCfCUgCsrIKMrKKMJrQrJA1sKCHiUsECXkBsoZ\n45zG5FEToUJYvjgB4FEH3CJgLjAkLhwFTBitwEqgVuLp3oQz3Y8tRcf2PzFi1U5ca/0kHdeIEjRo\n9qfx2Ql92TKwiOxn6+j35DL+9I+bcbUPUB9Jwx90Yxg2cEns7QKknFdJaKuH9/LPZ457MP3KV5Be\nX8/kMRNxdW3EbkZo+jydT4tP4vN3+vP6nRezJaMDdJU0fpUFTRKRLVE6GHhObiFWq9KwLRNRBO7j\nmnF8lEL4cQ/yJhVzkAKGBA1kyKos8rWrwzmxhepp7UFRUXMD2C8LEVyXBHkSWWMn8nUySkoE/AZq\nbhTlZoPYHDekq5aIFIH8naWUufMgWUC2YGDDfEpmfcKgVZ8QaXGwWDsN+/ER5vUbyNyhQyAD5Epg\nAcg+WNfgR+ZgoTjPPvssU6ZMQUqJ3W5nypQp9O7d+wcZyy9ayOnRowc7duxg2rRpDBs2bK/nampq\nGDVqFDt37kRRFMLhMAADBgzggQceYPv27ei6zvnnn08wGKS2tpakpCSGDh3K6aefDsDzzz/P6NGj\nASgrK+PMM89s239BQQGlpaVIKQ/YiqMoCi+3ulgChYWFjBs3jmeffZZu3boBP08x50ApU4FAgE8+\n+YSZM2eyceNG+vbty/Dhw7n//vvbErpasdvtPPTQQz/GkI8Kffr0Yd26dZSVlZGVlcWbb77JlClT\n9lpn9erVXHvttcyZM4eMHzEt6D+Z0047jR0HMl1JcGBOO81yzK2qsvqLjiamaZncfPihlT0+ZQrF\nxb9lw4YDbzYqK4u7Nu/g5NMMNO2HLxE5HBEHICsLTj3VMm8+UIL700/D6tXw6aeHZ9YsxDdVP98W\ncqS0Urwee2z/299xB/zhD5bgdKDjbt1qJXe99ZaVKNanD5xwglUNlCBBggQJ/rOxjw8R1R2QZcAQ\nE7nbRrgqGZEWhZExmGoHVcBiG7GVNhgmEe0MHBf40exRUjyNRKudVK9vh5Ifw36JH03TcflCKDED\nhyNCy4YU5FqVpN61pPymlkjYielUkPUKIt3EDCkIp0lTJIvYaZKUnBq05AgNc/MwOqtQbKJ7FZzO\nKLKDSbTJSdSrcXrmIvz1Hha/dxb29BAdzv+KQNBL2e6OZHcoo2fRKgLCzZjVr9H13c1kf1lLmrOW\n+n6phAwXy8/sTbJs4tSFn9H3zZV8OrIvuyKFROfYIVOS1NhM/kdV6FGNDScUg0PyaUlfFvbvD/+2\ngYSC7luJSY0qby6coGBW2zHX25CFCvSX1n/AK4AvgN46LAeKDEuMUIXlr/OFgCTF8g+6RpLyWg3a\n6WEaXs9FhE1sa2K077WNIrETFZ0N3m4YLoVwqZumTakku5rweVuICDt1sQyS2gVRUnWc+UHC0kHE\n7iDfVsExYhOuSJjIGg++E0J07fM1u0Ltqe+TBjOwWpdsMUJRF9GwBzpohDYlEwvayexUSdOpLppl\nChmFpTiiUdJEJbatEbT+EVpq0pB5Ct3+vpkzy+Zxw4fP8urQ0dS/kIktOcKXY7rxoT6YgieqyOhe\nzfz+Awjs8EKewrCWdxn06sdc+8gLPDXyFsJJTlAEjZ4UUvyN9NiwFkc0zMYzOyOEyQfmCMyQSsln\n85n05mQm3XC3Nc+7Veb3O53Jg+7GMSlMc00Kjwy+E7IskQ07KAGDHo61rDm/F3TGavd6+QBvkKNM\nJBI5YCcOwJVXXsn1118PwPTp05kwYcIP1r3xixZyAIYPH87vfvc7FixYQE1NTdvyu+++m2HDhnH9\n9dezc+dOSkpKABgzZgz9+vVjxowZ2Gw2nnjiCbp3787ZZ5+NEIKJEydyxhlnoKoqdrudyw50h38E\nFBcXM23aNC699FIef/zxNoXupxZzDtYyVVpa2pYyFQwGGTx4MLfddhvdunU7rHako8XB1NBW3n77\nbS6++GJWrFjBiSeeeND9Op1O/va3v3HOOedgmiZXXHEFJ554IhMnTqRPnz6cd9553HbbbQQCAS66\n6CLAEufee++9o3p+Cb7LpEmT2n4vKSlpe08nAOx2y+x41iyrJ+dosnq1lYV9wgnw3nvQvz8Dbu3O\nw+v7H3CzbLudzNok0s6rxXJG/PnRKrTs72N+/nwrVWrpUjiSgsJLL4X+/eHJJ/dukZo506rWOeec\n/W87dCjceaeln+1vPb8fRoyAiRMtLQ/g3Xetl8Jxx1npVz818+fPP6DPWIIECRIkOHKiptPqX0ky\nrf6YFAFKvHWqWSAMkFEQJshkgTBBSTdQnBK7K4rqMIlsdoMu0IqjCAc4nDGEBg41hhAQ3JACUuA7\ntgmhAC6rzUmkW70zqstESoiFHAjNxJYawQhomBEF3BIR97NRVNBREC5Ic9SjoVNfmgW6wFvQTL/F\ny+k2fTNXvDKVjy89A1tKhABelpb0ZeIFD3Bt83P0SfqMqZNGUyszMIVCV/k175x5AcMfmsEb91zE\n7MgQVGFQ4C0l2ujg16umEXPYeOCWPyDcOs50P3K3hmJgjV018Ycd8VYxxfKfUQUIgVCtdh+xIe4r\n1MeEvwFh1RIeUqx9sC5+MYJAssTWI4wZVjH8WlubklNEcBClBS8ShcgmN+gK9rwIigBDFSgSAhEv\npqKgaTqKKgnjBgR5VKIISSTkACnILKpCCGgxkhACzKr4TUY7ywHJiNgs/5qg1eZkc8QwhYoUAhUT\n1WkghXUdY1G7FfXeoLCw8xl8OrIfY5e+xF8uvIWtHEP2Kbsp2TiPWx/8C702rSFndwUfMBQqFOZ3\nPYM1t3dnneM4fv3Eqzx66R00FqV+ExdvCG7766NkhGp4ZvLVRPxOata2wwwrLCwqYdKbk7n/tnsw\nDRUR0pAOA4QBfgEIRLJAqlCyZj4D18/H0RxhwtIneeSCO5GrYUlxCXN/xPfbsmXLDtiJA+Ddo8zb\n7/eTm5v7g43nFy/kXHXVVaSmplJcXLzXzWI4HCYnJwdgr4qYnTt30qFDB2688UZ27tzJqlWrOO64\n47joootQVZVbb72Ve+65B7fbzSeffNK23bdbblpNcU3TPKRWnD3p1KkT7777LhdddBETJ07ktPgd\n+I8t5hysZWr16tXMmjWLRYsWkZWVxXnnnceLL75IVlbWjzbGfXEoaihAS0sLTz31FP369Tus/Z97\n7rmce+65ey2bvIdj6UcffXTkg09wxOwp5CTYB+edBx98cPSFnBkzoLXisUsX+Ne/OOWqS6hVlwP5\nB9xUnZdF6cXV/FyFnAsugBtugOpqq0JnT3buhDFjYOpUy+D5SOjcGYqKYO5cK4mqlYcftipuDqSB\nK4rVKffww/sWcqSEceOs9rY9PYiOP96KVf/Vr6xuuLhX/0/Gt0XXyQdyf06QIEGCBIeF6oliBGyW\n50frLb0pAQk+iVQBZ/xfv0QiMP0qJhDTbZh2gT0nDKrEKFdRe0E0puLUdHShoEkTe36QSL2dcIUT\nb1IMIQyk1OKWLRIwkUJBtccwdRUMgeqMoWgGRkxFIhEmEPe7kUj8EQ/CMEjKbADFJFLn4vPBvZnb\n6yyuevFFnr76BnK77aZBptAskvGsbUIIk0jYgZSgiShRnASFE5e0ui6QEpcSJGy6MKSC6tCteTBk\n3H9FYJognAZmVANpFR3bRczyCrLH582w5lDGsESxIqAU5M74/DpMqy1Nj3sB5VmbYbO2NSpVlCwT\n4TQwalSQEJU2pAAHEWvVdhEkEr1OQyoSBQMpNJy2MAompml5B9lElBBO6kUyPpqx26MoikFLpQ+H\nL4xb9dOiJ6GkW+eqNBrIFBCqjmlqVjuUtIanYmDNflygwrSWa7pl5ZNsIhUVsz7+QvLp4JeEatx8\nNrAvs68fwpjH3+b4lNVMnnA3bFMRdSqZDbtxZocs8UZI6/XXVohtzak0BVIKbM5WVTHuz4RlqYRq\njYuYsIy7nUBYIuNeNvN7lDC/w0B81c3csPyvTDpjImSLNg+iw2d/bscLgIX73epQQ3GeffZZnnzy\nSQKBAJ9++umRDvKg/GKFnNYqkPz8fG688ca2Za3Lf/e733H55Zfz8MMPM2TIkLblr776KtOmTUNR\nFHJycrjjjjtYsmQJjzzyCNnZ2WiaRiwWY+7cuTj3yH4dOnQo1157LePHj6eyspJ169bRt29fDMM4\naCvOvsjLy+P999/nwgsvZPz48QyJ3+X/0GLOvx7IQtd1QqEQhmHsJeQEg0Hmz5/PzJkz2bBhA717\n92b48OFMnDgRh8Pxg43pcDkUNRTgD3/4A3fccQePPfbYzzo6LkGCo8K558Itt0A0alXoHC0++GBv\n05WhQ1FuuoG/3nshLTUL8GXuOyM7GITyNzOoGbOZ2liMjJ+hl5TXa2lU//d/lqDTSjBoCSG//70V\nZ/59aK36aRVyFi+GigqIF/QdkNGjrfaqpUu/66XzyCOwe7dVNfRtQeiSS2DlSstfZ/bsQzdMTpAg\nQYIEvyzM7BguI0hY2kiuDNFYk0RK10ZsaUHqmrIQY1twRyOEWpwYK9xIRaC4ILzLSyzFQN/tRDSA\n54ImRG4MpV4l0ujD1zmITBLU1GUR6eigQ8eNaKlhGvwZ4DJRYibBmIuevnW4ZQubZFcyOu0iM9SI\nV2vAKWK0DNrO+ppe+FIayHdUomg6Peevp9+C5Ryzaiv5ZWV8Prw3v46+zOr84/lS6UFKSgOaqpOc\nWsemumIqmvIoLNhCx55f06HTFnx1jdhFBDthBJKtdCDY7EOi0KJ4yfWUoRiSpqYkxKc2ME0cnYJ4\nvbUEVqYTnuFBWxNBqYiBhKp/tkfxGDgcJmQZxDSJwERbFUX7qAXneEm0kwNHvyBOEbAEszUCOsb/\n4/0S6IgloklQHw/T4nBBo4YYFMa1ppnYyxqKLqnTUhFC4CKArb2Or0cTRYO3UaMmI1EI4QQXnJC6\nEo8aICrsBHGhoVNKAW49hCs5QK/TVuAtKqRC5JHmqiXXqOC4c9eQuraeocdOp8lIxZnt59Om09Hy\nwzg9YexqCDtRfDQRxYmDMD4CKLpBrNlOckoDjswYZsf490IJwiHwFjeipYRxiyAZo2rwrm1C2aaT\nk1aOmhNFaxJ4kpopb84HBTztGmhMdeBUdSIhDe/WKKLZwJEVRDcFSdEgnZM2ULq8I0ER/25pgJAS\nWWvAThWKVHCCUmii9I5BSGDGBM6UAKoMwIPAK6CNi6DXHekNzv7cjvvHf1q5f69nD7UL5frrr+f6\n669n2rRpXHXVVcybN++IRnkwfrG3d83Nzd9ZNnDgQAYOHAjAqaeeyrZt29qeu/9+60Lcdddd3HXX\nXWzfvp0RI0YwaNAggsEgEyZM4L777qNLly4YhsHZZ58NwCmnnMKzzz5L7969+dWvfkXPnj1RFIUp\nU6Zgs9mw2Wz7bMU5FDIyMpg+fToXX3wxfr+fkSNHIoQ4qmLOvlqmbDYbQggef/xx0tOt5+fMmYPf\n72fQoEGMHz+eHj16/CQtU4fCoaihq1atoqysjKFDh/LYY4/9bM8lQYKjRlYWdO0KixbBoEFHZ5+V\nlbB5M9/OD1fuupPGx1cT+s0N+P79wj5LSz7/HHp00uiYns6b1dVcn3/g6p2fissugwce+EbIkdKK\n/e7WDf73f7///keNgnvvhUDAas965BFLIDoUcUXT4He/s3S0Pbs3Z860qm6WLwfnvnU0HnrIas+6\n/XZ44onvfx4JEiRIkODnx/F5a0mtrCfV20A4x8nc186jqTID5/Bm3O4QeVll6IbG9pqOMCyK0x3G\nDKoYW304lRAFxdtRpIFN6Ggihg0dVepoGOxoLiIccdMpaTN5nnKSXg2xOL2QnJN3k5zawCmffcaJ\nC9aQs6GKTuu2s+CSAShISktyWD+wG6tjQ3GkhOjrXYmBykZxDJ+f2RvjTAXHPyJ4PvUzd1IJy+kb\nD7cS6KiYCITN5Jj09WSmldMskvDKAB6Xn1Slid6spo4UIjjZSieCSSEUTLrLdZwsliM0aExJIXi2\nC/uCCBHTjv+ldITHxPnrADKiQqkNSiD5f2pxESRXVBDAQ7XIxvNGM2mn1tLjurX4RAC/6iEoPMiv\nLcNf0iR8FQ9xl1iG0T2APmDkOjHCKoqqMyB3EYWNO0FAabiADt7tACiYKJh4bX6yMiopZgMteNlF\nIVlUcYK6GpuIIpAk0QJAQziFldHexKQdb0ozUbsTHwEcIorUFNxKCJszil3TydRqWCu7k5VWTXfW\n4VAjJIsWkmiihXxsRMmlChE2CTd6Mcvt5PTYjSkE0SQHCjqaopOWXUmZJxtdUamT6dhFhPz8XaTV\n1pPibKIFL+E0Ozai5CRVoQqd4/I3kJzaiIlCOrWI9pCyog5bXZSqFR2p06J06L2R3C47KA/lwf8C\nu+zImIBmUNrFsHcPYPeGcKWBr0st0YiTJFsjKc4mQh97QQXvC/W4jg0idUHtPUfyzjmy/PFDDcVp\nZdSoUVx99dVHdKxD4Rcr5HxfOnTowJo1a76zfPPmzfvdplUE+jb7asU5VJKTk/n3v//NqFGj8Pv9\njB079nuLOQdqmZJSsmbNGmbOnMnq1atZtGgRw4YN44UXXiD7aJuk/kAcTJQxTZMJEybw0ksvtS1L\nVOT8vBkzZgwLFiygrq6Odu3acd999zFu3Lifeli/PFrbq46WkDNzJgweDN+uphGCN855kd6LT4G/\n/Q3ipm57snix5dtSkp3Nwzt3/myFnLPPtrrRtm2Djh3hT3+yotUXLz48c+P9kZ0N/frB++9DcbFV\nKfPWW4e+/bhxcN991pi6dbN0tXHj4J134EBTqqowbZrVenXiiQc2dE6QIEGCBL9Mfjv5Hwx+82PK\nu+ews0shfdesZX7PgSxTTkBVdBQh0U3NamlSTRQFjKiKIsDhDqMgUVUTBYkmTRQh0bD+9UeTkAjO\nXDqfU5Ys45y/fsz0fufDpzqqavLVwC5MnTSGHm+vY4jxES9NugwVg3bspvMn27jtoye56l8v8fnF\nvalPS6GRVDaUHEu4xIWKgUDix0u8JwcAGe/J8WC16ujYEQLchBGADR0FEwMNBUkUB0o8Pl0VJhoG\nEoEQkphqj8esKwgTRJJEEaCrCkr8tkZRJA4lgiIlUWyWb44wEYrEZY+iCBNDagghiejxqKtGJZ6V\nHRdzvNKqyFGxbhwE2ISOXdEx41+1HUoEARgoCECLV4SoGChAFAcC8NGCgsRAQ6K0FvoQMxxIFDSh\nIwTo8f3K+Lxpe/QYmShEhR0bMbR4b5J1bC0+hzEEEItYFTEOVwQFMIQSH5O1L8O0gxDYVAOEwEcw\n3hqnWL48aEiEdS3j90uKsPyZFEw0aWBoqqV3mQrSFKh2A4FAVzUUVca3AVMXKEgUn4lQrOsiBGBa\n27ttERRFEqlyW2POiyLsEvsRZ2mEjmirQwnF2bFjB0VFRYCVen3ccccd6SAPyn+tkPNzwuVy8dZb\nbzF27Fiam5u56aabDlvMOVDKVCgUYsGCBcyaNYu1a9fSq1cvhg8fzj333ENVVRVjxow5mqfzg3Mw\nNbSlpYX169e3+TJUVlYyfPhwpk+ffsjVUgl+XKZNm/ZTD+E/g/POs3p2nnzy6KgQH3xg9Rjtg869\nvEzxvsedk0+F7t0hnvbXyuLFVlz3OampjPv6a7aHQnRwufa5r58Sm81qRXrtNUtweewx+OwzcLuP\n3jFa26uSk2H8+P1X0ewLt9tKfX/0UasKZ8QIS9jpf2CvaQDS0izz4zPPtMyPEx9/CRIkSPCfxTO3\nXUfntVtZfEk/Vo88niWzzqD7x+u596GHSK+vZfCCj3n/8qE0BVOY2+8M7I4opy9cwkmLv2B7u0KM\nrgIhTIIpbpIaW8gpq+SY1VtYdl4fQvrbvNVrJB+dPYhNZ3Wm97tf8Pzwq6k9L4XcnFKcIoKdCE7C\ngMRARSAJ4WLHGe1YdPLpjHrzLabfMISKY3PYSidMFPryOQYKEkE6dSgYmCgIJA4s45QmvCTTQrJo\nIEIWMTRAEsaBBNwE8eOlgDJ2YX0HkEA43jYE4FOa8SgBYm4Nd5afYI0bxTRQHRJVa71HMgnhxJAq\nTjMCChhxMSkoHGhE0USUiGnHo/oBEJ1jyLU2HL4wkRYndn/E2lXc4FeRkohpp0lPpp2yyxLFDA+6\n1FBFDB0VK39bxI9l4qOFWjKoIwMDBTvRuMijY6CRZqulwsgjZtqQ0qrqMVGwEyOKjdaziWLHToRc\nKqkgm4DwWGPCxEEYLy348WCg4HIHUBSTSIsTgYGG2XZdAHy2ZjRiEDNRNINGkYQEaxkmyTRST1p8\nfbPtGqjSQEfFH03CY29GEwZCM7F7I0SDDqQBDi2MTbGqYoRdB1NF6CY0giJNDENFSlBtMRRdIRyz\n41BDeDo3ARDa4saT2kSo+kjb9o+sIudAoTgnnXQS559/Pk888QQLFizANE3S09P38uo92iSEnEOk\nqKiIpKQkVFXFZrOxfPly6uvrGTVqFFVVVeTm5vLGG2+QkpICwM0338zHH3+Mw+HgH//4R5t/y0sv\nvcQf//hHAG6//XauvPJKwIrpnjp1Ktdddx0PPvggd911F4qi8K8HsojFYlw9uWGv8RwsZaqqqorZ\ns2cza9YsmpqaOPPMM7n++uvp1avXXtsUFhayZMmSX1Tr0cHU0OTk5L0SzM444wz++Mc/0rNnz59i\nuAkS/HgcfzyEw7BpExx77PfbVyQCH38Mzz+/z6eLi+HZBZ248+WXLTOXZcsgLqgahuXr8vLLYFMU\nLs7MZFp1NXcVFn6/Mf1AXHaZZWz8zDNWFcvRHuaIEXDjjVar1LPPHv72118PnTpBWZnV5fbb3x76\ntj16WEVTF15otbtlZh7+8RMkSJAgwc+TnRs74SCMX/jYLQpIP6ec3adn8rp6IVmL6umzciWvThxF\nYzSZmnAWNiVCxdAczhw8j9W/GcbOwQUomNSRhorkpLkryd1exQeTzgFMkmUdfahACgWHLUTPnp+z\nLOckXCJADDsZNJJPKUk0k0QjeZSzm3Y4hY2h7g9IUppop2wnhQbSqUXHRjo1pFNHBDtVZFLINlQM\ncqnAQRQNnfbswkMQgcHZzEEjRibVqOhUko2XFo5jPS7CbOIYACI4qCUJO1E0YhSKnbSz7cSlZtDv\n+vlU6rmgSVRMrGITSY5SDgiCfhf+5iSSkpuwE8JOBAcRyskljANfeRBRoaAIg9Tjq2jfpxTFrmPX\no4RsbjyuJmyeEEpGAE0zUFWDrbGOOBsi2EWEc3xzMIRCEDdgkkodKjEKKKWKdCSCzmwCJHWkoqMy\ngAXYiJJCMyG7k3pbOl6lhQaRQgVZFLOBCA7sRMmkijBOKsliOO/TjfWs4CQaSEUicBKkO+uIYmMt\nPakjhRabl7S0agb3ms6OSCEB00u2uwJVGNiI0V1bi8MXQiCRQkEjho9mHETIpYJ06jARRHDgJhiv\nsHIRwElzTTo7Q17at9+KkxBe4Sfr+J04zTBZaiWpNOL0BAE4ps8a65ogcBOmPpyKME1MQ0GzGeRq\n20mnlqbyDCKmgtAkzuJmnGuiToIBDwAAIABJREFUNGxOOsJ3zv48cg7OwUJxnn766SPe9+GSEHIO\nESEE8+fPJy0trW3ZxIkTGTZsGOPHj+fPf/4zEydO5KmnnuLtt99m165drF+/ntWrVzNu3Di++OIL\nKioquP/++/niiy8A6NWrF+ecc05bS5Oqqjz33HNcc801jB49Gr/fz3PPPUd6ejrP35uCzWY7YMvU\nunXrmDlzJgsWLCA5OZlhw4bx3HPPkZeXd9BzO9ocSjz4m2++ycMPP4xhGHTv3p3XXnvtkPZ9KGro\nnkSjURYuXEhhYeFPnriVIMEPihBWVc6MGd9fyFm40FJrMjL2+XRxMaxfjxWpNH48XH55m/PuunWQ\nk/ONaHB5djbjvv6aO9q3RzmCz5uGWIxLNmzg7eJiko7EuVfXrcqiP/3JipL6Fv36gcsFEybAGWcc\n/u4Phs9niTnt21tVOYdLaqol3ixaBH/5y+Fvf9FF8MUXVujYHqmYh03XrjBnjtW2lSBBggQJfnpG\n9pqGOy482KRBaaA9mtDxOQNkplbhsEWQQkVxQIGjnBQaMNBQMclU6kimkQpyaSYVBQM7Ok5CpNFA\nMz6iQiUJPy4i2NDJUys5VmxpM+dtIZVUGvDh52zmEsPOVxQTw0EnsQgNnSJKqcCklkzSaKAz27Ch\nYydGO8qQKKTQQBY1bKcIgAzqsKOTQzk+/DSQgoMoYZzUkUkW1YTxUks2TmKAJAl/vMPJ4CRW4MfL\nbtpjCJVakYXDFsNOhDBOmoX1h3cXUXw0k+6rI+R1ERQeXETQMAnjwo5OZ7aSkt9EEBeKMOns3YaK\nSRq12GwmTfjw2QOYUsHUbUR1G0gINaURaK7AToxk0Uw6dQgkbgKAwEsAA40o7rhrjkYKjeRRhZsQ\neVSSTi0+AmykCzZhYKCRQjN9WIkNnbUUEsVFHlWcwDqGMgtQaCKVTuyggca4J49kJ+1pxocAQniw\nE8NBlKpoDusajyfDWUuGux4ffgSSZpJoESmo6GiYFLKLNBqIYaOKXLKoJhU/NqLxwDSBjxCNIoYj\ns4p6YvjxkUYjLkKowsShRunBelrwocfNjvNFBSHhpp40AnhxuGK4nGHCqgsk1IoskmmiU95mmj1e\nhDA5zrMR7XgD2WPbATKmDsSRVeT83EgIOYfBt31WZs6cyfLlywG4/PLL6devH0899RQzZszgiiuu\nAOCEE05A13VKS0v55JNPOPfcc9vy5YcMGcJHH33E5Zdf3rbPgQMHsmXLFjp06EDnzp1JS0vD4/Hs\nczyRSISFCxcya9YsvvjiC3r06MHw4cO5/fbbcR/NvoDD5FDiwdesWcMTTzzB4sWL8Xg81NfXH9Yx\n9qeGmqaJYRgIIdpEr/fee4/HHnuMSZMm0a5dOwYNGkTfvn2//4kmSPBz5LzzrNaqCRO+334++MDa\n134oKoK6OmhuhqRbb4W//73NGGfx4r39kU9JSiJJ03i/ro4R+xGGDsRfy8uZ39jIlPJyft++/eGf\ny9tvW/FNubn7rDASAtasObphX9/mhRe+X3rUgw9aMalHuo/777cqe8wjjuq0BKH33oORI498HwkS\nJEiQ4OhhE61fSK14528QVhQ0YAqBAJR444web51R0VFQ2lqJlDbLYWlVYcSXtMZWw95/iGltwVEw\n48+DGd9ajbdIxUeylzeM2GNbEY+n1uLeNzGsVhlb3EOn1RNHxqUCiYpEoMX3L/nuH4eU+Cii2NvW\nEXusbbWAtc2aJXQIGZ8yE0U3cQQjpNY0YsYU8mIVJMeaCJc5UWM6nddtBUWQIhpQhMQnfLib/HTc\ntp0x775BYekuinbvpHBHKcfu2kh2eTWTix8klO0ikOMmlOMkkOMmaXcL+cvK6eLdQtDrJOh14/IG\ncTaFUWMG+cvKKdq8k4wt9RRv2Ujq5kbarS7jpnHPsePk9pT3zMHTI8jXPbtaSQ18473TeoX2xHLj\nEW3XwhaLIgyTqOkAKVAVIz4frddOtSLm45Hl9ri3jomKiYItLqCJ+HH2OlqrZ078tWFdA9k2Pj3u\ncWSt8801kuzhDCCsqikpwY7eVhkEoAgTIeQR/XGQ+Aj+E0gIOYeIEIKzzz4bXde55ppruPHGG6mp\nqSE9PR2wEqiqq6sBKCsr+06qUmlpKWVlZRQUFHxn+Z68/PLLFBYWIoTg6aef5rrrruPvf/97WxR6\ndXU1c+bMYfbs2dTV1VFSUsL//M//cOKJJ+63WufH5lDiwV988UVuvPHGNpFqz0qnwyESibBt2zY2\nbtzIiBEj9pqDxsZGUlJSiEajvPDCC6SlpTF+/Pgf1HQqQYKfnDPPhEsvhcZGiLd6HjZSwvTpe0cl\nfQtFsSo0NmyAfv1UuO02K5IpLuScc8436wohuKN9ex7euZML0tMPqwowaBg8XVrK1OOO43+3bOGm\nggKch/NZJ6U1rr//3RK3Jk2CfVQp/pAiDnzXL/pwURTr50gRYp+nfVjceaeV8HXhhUfHgilBggQJ\nEnw/NtMZCbgIoikxChy7aYimkmRaVRB2YqRSTyqN1JGKkzB2ImjoVtw1knxKCeBBxcBHCwKJnQiZ\nVNNAKio6tni7kopOEs1EsJNFFZXkEMQF8RYbO1G6sY4yCuICkSCMAydBkmm0DIWRuAhiI4qbICCI\nYkdFpytfx1t0PKRRTwgnDkK4sFp8UmjAQYgWfGRTSQ4V1JERF4lipFBPLO6j46UFFzFqyCCvuYzM\nzbV02byFnE2V5H1dhT0SYWrPq3AEIngCQRyBMPZgFBDodo1LH3+DmM2GYVMRNokpBMmNLTww5j4r\natzUUaSJkJKUiiaKMnaxtEc/dhfls7F7F1YNOZGaQAZ/eewW/vHGlbSv3E1SZQupVY24K0N4aoIc\nM3cr7T4rw+6PYfdHcfijuBpD2II6Q2/4iEBnN8EuThrOTmLhdadwwa0zmXP1IGw2g8Ivd/Kbp18i\n98sqPC0BDFUl+/RKpEsQddkIuL2EXQ7SS+u58g/TwABfrR9PbYCk2hacwQgCyTsbR7GiuDdrevYg\nPMBO9QnpKJjkU0odqdiJEsFOPamYCNKox06EMvIpoJR60kijHhG/rl35ip0UkUo95eSho+GgiWPZ\nSBkFhHHgJoA3nshlCXkxHPHXJig4CeMkRAY1NJopbDE7kqbVk09ZXJQ0iRh26vX0I3znJCpy/qv4\n7LPPyMrKoqamhiFDhtC1a9cDrn+kKUkdOnRo+/2mm24iKSmJX/3qV5x22mksWbIEj8fDsGHDePrp\np/cShX5OHEo8+MaNG1FVlaeeegopJRMnTmT48OGHtH8pJUuWLOHmm2+mX79+nHrqqbz++uuMGDGC\nlpYW/vrXvzJ79mwaGhq44YYbGDt2LK+++mpbpZTP50NK+YvyBUqQ4JBxu624qA8/tFx8j4Svv7ba\nkXr0OOBqxcWtQg5w5ZUwaRJyzZcsWtST++/fe90RGRnctW0bC5qaKDkMgekfFRX0T05mVFYWL1dW\n8kplJVcfjiLx4YfWuYwda/UX/fnPEPcpS3B4nH++JeZ88snRC0ZLkCBBggRHTnt24yVAAaVcyDus\ncPRBOiy/lb6swEczI3mLKA4kggbS2r4gn8YimvFhJ8LpLAAgm1oyqaEzWzFQSKaJKDYCeLEToS/L\n8NCMgxgqMXrwJe0oI51a2sVbb7y04GMezrhYk0cZbgLkUIWbIM0k4SZEKg30YjVhnCiYFFCKjRiO\n+HjchBDSQPoVaJQcU74JyuC3s/8OfkG+vxzdr6L4JYphctWtLyNDCkn+FkSLRPoFjk0x7P4Y1zz6\nIrVd0qntkk79MalsKumE8bbK3175DQ2eZLI9VWjuGLWeTC6c8D7VnbOYd/NptGdXfLxB1HKDm076\nO39cdxNpNFBHGjZ0TBSuGPs668/syodjz6YZHyezHJUwRV9txv5nneO6b0B2Bx9NSHQkOoFNTqqv\nSqXsglxs6LgJoGISXeqgeMImli09ARcBNEyCOOjEFjyOIB07b2XTwC6UkkMpOXRhM47XYxQ9VUrp\n/dmkhxooDeVTH0wnNVSPMscg2lcldqJKdUY7tIwYuzLa0X5mKQXvVLH0jj4UrCrj4lVvk/27atLW\nNaJETW4d+Rea03zobg08EPY4SNvWgL0myhtjL8NsVPE1+BGNEl+DH29TgNe7jiXoc9Ps9RH12gh5\nXWSV1aCpOhMdDxDOcVKZk01Ljo/inA0A9Kz4Aq3ZJKupmqzGGmST4MQv1mB4VDJnVuFP97I5vRPJ\n+Y04CKOhU8xavpLF36PK+MhSq35uJIScQ6TVWyUzM5OLLrqIzz//nMzMTGpra8nIyKCmpqZtndZU\npZNPPhn4RtgoKChg2bJlbfvcvXs3p5566n6PKYTg17/+NaWlpWRnZ3PnnXfut83q58ShCCSmabJj\nxw6WLVvWNg8DBgzYb2VOKBTimWee4brrrsPr9TJr1ixuueUWxo4dy8qVK9E0jdLSUhwOBykpKfzr\nX/9CURSuuOIKUlJSOOuss5g+fTrTp0/n8ssvTwg5Cf6zaY0hP1Ihp7Wt6iDvkTafHACHA8aPJ3Dv\nI+j6a3TqtPe6qhDc1r49j+zadchCTsw0eXz3bt4sLgbgjvbtuWrjRq7KzUU91Pfvww/DHXdY5zJh\nApxwgqVGpKYe2vYJ2lAUuP12a0oTQk6CBAkS/PScziKchOnMVlQKMVBxEuZYNre1JVmiSRMxbHGv\nmyhOImRSQzLNaETb2mSSCLS1LiXTjI0YfpKQqNjRSaYFD0F0bPF2F+jMFhxE6cIWDFQaSUXDIJsa\nNAyO42sCeJBolmgjJVoghrM+QsGcCrRyg7TyelLKm9HKdWyNMc4/+SPUFhO10UDaBUaqgmKY6IqK\nsyGG6tWRXkHEa8fwWi1AshBINmn0+pA+CHudMFUllOzkvcfPQxUmLsLUkMnG4DGMHT+NLcd3JpMq\nnEQJ4ELFil+3EaMrG0mjngCN6Gj48SKQtKMMGzphXJjx1CkFiYMY2VTRC8sLVUMnk2rcBEmhCTch\nnITJoJYoNpxEcBEmhRbshHERpp7UeG6UlQKmxa+fjZgVP46OLy6KSRQ6shUNnUCKFz1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"text": "<matplotlib.figure.Figure at 0x7fa3d8b5a4d0>"
},
{
"output_type": "display_data",
"png": 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3yufzqbCwUJdccknKjfCtnIvFixfr1ltv1d13360tW7boxhtv1K5du05DdImn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\nSPYAYAP/D+nhMVaAiAY/AAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x7fa3d8b54190>"
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "weight = 3"
},
{
"cell_type": "code",
"collapsed": false,
"input": "f2 = util.Formula.grab(\"5197ae5e91e27679c6480951\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "f2.plot_corr()\nf2.update_FOM_S20(\"/mnt/w76/data/Strip20_DiMuon_redux.root.t_b\", plot=True)",
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": "f2",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": "FORMULA (5197ae5e91e27679c6480951)\nFOM : 18.4205160241\n_id : 5197ae5e91e27679c6480951\nanalysis : bsmumu\ncorr_bg : 0.0976094824455\ncorr_bg_abs : -0.111871303041\ncorr_bg_abs_mass : 0.00123058359361\ncorr_signal_abs_mass : 0.009868287959\ncorr_signal_mass : 0.00020209407714\ncreate_at : 2013-05-18 19:49:11.615000\ndir : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0\neval_at : 2013-05-18 20:37:50.088000\nfeatures : [u'B_s0_TAU_1000', u'sqrt_min_IPCHI2', u'isolation_sum_D1_D2', u'B_s0_PT', u'B_s0_CDFiso', u'min_muPT', u'B_s0_cosnk', u'B_s0_doca', u'B_s0_IP_OWNPV', u'abs_delta_eta', u'abs_delta_phi', u'B_s0_otherB_ang', u'B_s0_otherB_boo_ang']\nfeatures_csv : B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang\nmatrixnet_bin : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/matrixnet.bin\nmatrixnet_inc : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/matrixnet.inc\noptions : -i 5000 -w 0.02 -x 64 -E -D 0\ntest : /mnt/w76/data/bsmumu5_real_b.t_weight\ntest_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/test.MN\ntest_MN_mass : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/test.MN.mass\ntest_mass : /mnt/w76/data/bsmumu5_real_b.t_weight\ntrack : bdt13-mix_1\ntrain : /mnt/w76/data/bsmumu5_real_a.t_weight\ntrain_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/train.MN\ntrain_at : 2013-05-18 20:36:38.625000\nweight : WeightR3_0"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "f2.evaluate(test_file=\"/mnt/w76/data/bsmumu5_b.t\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "CMD: test-matrixnet /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/bsmumu5_b.t.MN /mnt/w76/data/bsmumu5_b.t B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang is_signal /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/matrixnet.bin\n>>Success"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\nPrepare data from '/mnt/w76/data/bsmumu5_b.t' (337,000 lines)\noutput: /tmp/4759.test-matrixnet/bsmumu5_b.t.MN-tmp\n/mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/bsmumu5_b.t.MN\n\n>>ERRORS\n\n"
},
{
"output_type": "pyout",
"prompt_number": 11,
"text": "array([ (0.66547704508299999, 4.0563622020999999, 0.00300843198115, 0.33843966660399999, 0.89842057544800002, 0.99999547467200001, 0.059380458602000002, 3.4373211860700001, 1, 4.1328169799300003, 6.1949321901100003, 27.46492348, 0.018637004008800001, 0.99250838695400001, 0.038248508403000002, 2.68633101019, 5032.0439999999999, 0.033849858119000001, 1.1622786485800001, 34.833023071299998, 19, 1.7827204217499999, 2412.8400382099999, 1.37367540777, 6.1949321901100003, 0.0, 0, 2977.9124462099999, 2306.5039090599998, 0.98910332040100002, 0.68807260509299994, 19.099851353599998, 0.23623897355699999, 9.4191329555899994, 0.23623897355699999, 0, 23, 4, 20, 0.99786031246200002, 0.68807260509299994, 0, 12, 0, 11, 1.6419146060900001, 29.0, 1.83331700375, 19.099851353599998, 9.4191329555899994, 9.4191329555899994, 19.099851353599998, 0.054061999999999999, 1.05555, 0.51351199999999997, 0.056829036112716488),\n (1.4327500791400001, 3.4214898753199998, 0.0097379418644700007, 0.27571382757200003, 0.32516553792899999, 0.99995258661899999, 0.055671989848800001, 5.8631277084400004, 1, 4.0467045164600002, 2.9906856304199998, 64.004776498799998, 0.029122662527299999, 2.1339020479199999, 0.0276613739298, 4.1497878376699999, 5451.4189999999999, 0.032322163448700002, 2.17566264421, 172.65748596200001, 199, -2.7088580228999999, 1446.6266211100001, 1.26513038287, 2.9906856304199998, 3.0, 0, 2916.88835457, 1600.8259864199999, 0.95991052873899996, 0.55606055009499999, 50.302825181499998, 0.27519193132100001, 13.916290079099999, 0.27519193132100001, 0, 21, 4, 16, 0.91236972808799999, 0.55606055009499999, 0, 24, 4, 10, 1.58021771908, 89.0, 0.86762555759799997, 50.302825181499998, 13.916290079099999, 13.916290079099999, 50.302825181499998, -2.6812339999999999, 0.068478999999999998, 0.064089999999999994, 0.0034523206994447808),\n (1.4025216061200001, 3.2773266626800002, 0.00480477823837, 0.77165797969799999, 0.29862629624999998, 0.99998845707499995, 0.060185491203599999, 6.4994339942900003, 1, 4.7698762910500001, 15.250444995800001, 235.069821542, 0.073274724304800004, 4.9659626791599996, 0.074466827882500003, 22.582009020299999, 5280.6390000000001, 0.034398970842300002, 0.414205790174, 39.570812225300003, 51, 1.21738354934, 756.48290483000005, 6.0265799193199996, 15.250444995800001, 5.0, 0, 2481.92902417, 1781.16945979, 0.96390852984499997, 3.0534689534999999, 168.946763573, 1.0388691677499999, 60.888522930400001, 3.0534689534999999, 0, 21, 4, 10, 1.123041749, 1.0388691677499999, 0, 19, 3, 20, 0.91285163164100003, 22.0, 0.77589827892800001, 168.946763573, 60.888522930400001, 168.946763573, 60.888522930400001, -3.8619219999999999, 0.021028000000000002, 0.020594000000000001, 0.0015686378343767059),\n ...,\n (0.240437010098, 5.3466689841099999, 0.00078499355645599998, 0.68777159286, -0.93636032377800005, 0.99999969189299998, 0.0106518435642, 1.07032358646, 1, 2.8538287004399998, 9.3236031049600001, 70.854449601499994, 0.0073189676077499996, 0.786730052056, 0.0048748924494000003, 0.250013490211, 5407.3819999999996, 0.099640259076400006, 1.0546251894300001, 46.8417604614, 45, -2.7772103910500001, 10645.275302399999, 1.8115944027499999, 9.3236031049600001, 0.0, 1, 7226.2708418700004, 4625.1267228999995, 0.993149866411, 0.60548805052200005, 44.363086854999999, 0.48939656550299998, 38.9783608065, 0.48939656550299998, 0, 21, 4, 13, 1.0075050592399999, 0.60548805052200005, 0, 20, 4, 13, 1.1308107376100001, 54.0, 1.04092801025, 44.363086854999999, 38.9783608065, 38.9783608065, 44.363086854999999, 7.6957380000000004, 2198.9556870000001, 0.99954500000000002, 0.92565570159978527),\n (0.75722073632700004, 3.12644449678, 0.0013885572741300001, 0.76046832574099998, 0.0085716325671999997, 0.99999903595499995, 0.0195759914131, 0.38290143013, 1, 3.3900190869800002, 3.9576305878900002, 33.938026504699998, 0.0054953949751799999, 0.430544384389, 0.015889961086799999, 1.30360298798, 5376.6199999999999, 0.071784116593800004, 2.69589707009, 56.979539206600002, 53, 2.47296350987, 3838.8258883799999, 1.2563541657799999, 3.9576305878900002, 0.0, 1, 5073.80947062, 1236.0003007299999, 0.98041645893399998, 0.51399319079299999, 24.579468721000001, 0.28288697238999999, 17.790958533000001, 0.51399319079299999, 0, 19, 5, 16, 1.07004880905, 0.28288697238999999, 0, 22, 4, 13, 1.19971728325, 23.0, 1.07508564541, 24.579468721000001, 17.790958533000001, 17.790958533000001, 24.579468721000001, 4.0989420000000001, 60.276497999999997, 0.98368100000000003, 0.41991572128721344),\n (0.60455211367100004, 1.0046410401600001, 0.0037904730426499998, 0.82051847975500003, 0.83623121454899996, 0.999992816166, 0.0049342244033299997, 0.11793458461799999, 1, 2.91134548428, 3.1149329201999998, 31.3371813919, 0.0118070409902, 1.1630269635899999, 0.014563398566699999, 1.5227319499800001, 5404.0060000000003, 0.091761969970600002, 1.8297467650000001, 106.33306885899999, 101, -0.21996910286599999, 8357.4904901000009, 0.72340658921900003, 3.1149329201999998, 0.0, 1, 5294.4101737600004, 4223.4536354299998, 0.98987866693299997, 0.25267814891000001, 19.122899544500001, 0.18908323161400001, 13.6429201282, 0.18908323161400001, 0, 20, 4, 14, 0.88931143283799996, 0.25267814891000001, 0, 20, 4, 12, 0.39860171079599999, 47.0, 1.0528026619699999, 19.122899544500001, 13.6429201282, 13.6429201282, 19.122899544500001, 7.8152749999999997, 2478.167649, 0.99959699999999996, 0.93820449694178909)], \n dtype=[('abs_delta_eta', '<f8'), ('abs_delta_phi', '<f8'), ('B_s0_ACOSDIRA_OWNPV', '<f8'), ('B_s0_CDFiso', '<f8'), ('B_s0_cosnk', '<f8'), ('B_s0_DIRA_OWNPV', '<f8'), ('B_s0_doca', '<f8'), ('B_s0_ENDVERTEX_CHI2', '<f8'), ('B_s0_ENDVERTEX_NDOF', '<i8'), ('B_s0_eta', '<f8'), ('B_s0_FD_OWNPV', '<f8'), ('B_s0_FDS_OWNPV', '<f8'), ('B_s0_IP_OWNPV', '<f8'), ('B_s0_IPS_OWNPV', '<f8'), ('B_s0_MINIP', '<f8'), ('B_s0_MINIPCHI2', '<f8'), ('B_s0_MM', '<f8'), ('B_s0_otherB_ang', '<f8'), ('B_s0_otherB_boo_ang', '<f8'), ('B_s0_OWNPV_CHI2', '<f8'), ('B_s0_OWNPV_NDOF', '<i8'), ('B_s0_phi', '<f8'), ('B_s0_PT', '<f8'), ('B_s0_TAU_1000', '<f8'), ('d', '<f8'), ('isolation_sum_D1_D2', '<f8'), ('is_signal', '<i8'), ('max_muPT', '<f8'), ('min_muPT', '<f8'), ('mu_cos_angle', '<f8'), ('mu_MAXIP', '<f8'), ('mu_MAXIPS', '<f8'), ('mu_MINIP', '<f8'), ('mu_MINIPS', '<f8'), ('muminus_MINIP', '<f8'), ('muminus_nITIDs', '<i8'), ('muminus_nOTIDs', '<i8'), ('muminus_nTTIDs', '<i8'), ('muminus_nVeloIDs', '<i8'), ('muminus_TRACK_CHI2NDOF', '<f8'), ('muplus_MINIP', '<f8'), ('muplus_nITIDs', '<i8'), ('muplus_nOTIDs', '<i8'), ('muplus_nTTIDs', '<i8'), ('muplus_nVeloIDs', '<i8'), ('muplus_TRACK_CHI2NDOF', '<f8'), ('nVeloTrks', '<f8'), ('OWNPV_to_NDOF', '<f8'), ('sqrt_max_IPCHI2', '<f8'), ('sqrt_min_IPCHI2', '<f8'), ('sqrt_muminus_MINIPCHI2', '<f8'), ('sqrt_muplus_MINIPCHI2', '<f8'), ('MN', '<f8'), ('expMN', '<f8'), ('ctrMN', '<f8'), ('MNflat', '<f8')])"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "f2",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"text": "FORMULA (5197ae5e91e27679c6480951)\nFOM : 39.2970487758\n_id : 5197ae5e91e27679c6480951\nanalysis : bsmumu\ncorr_bg : 0.126553442207\ncorr_bg_abs : -0.147229474177\ncorr_bg_abs_mass : 0.00123058359361\ncorr_signal_abs_mass : 0.009868287959\ncorr_signal_mass : 0.00020209407714\ncreate_at : 2013-05-18 19:49:11.615000\ndir : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0\neval_at : 2013-05-21 02:39:42.923675\nfeatures : [u'B_s0_TAU_1000', u'sqrt_min_IPCHI2', u'isolation_sum_D1_D2', u'B_s0_PT', u'B_s0_CDFiso', u'min_muPT', u'B_s0_cosnk', u'B_s0_doca', u'B_s0_IP_OWNPV', u'abs_delta_eta', u'abs_delta_phi', u'B_s0_otherB_ang', u'B_s0_otherB_boo_ang']\nfeatures_csv : B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang\nmatrixnet_bin : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/matrixnet.bin\nmatrixnet_inc : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/matrixnet.inc\noptions : -i 5000 -w 0.02 -x 64 -E -D 0\ntest : /mnt/w76/data/bsmumu5_real_b.t_weight\ntest_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/test.MN\ntest_MN_mass : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/test.MN.mass\ntest_mass : /mnt/w76/data/bsmumu5_real_b.t_weight\ntrack : bdt13-mix_1\ntrain : /mnt/w76/data/bsmumu5_real_a.t_weight\ntrain_MN : /mnt/w76/notebook/bsmumu/bdt13-mix_1/f13_i5000_w0.02_x64_E_D0_wWeightR3_0/data/train.MN\ntrain_at : 2013-05-18 20:36:38.625000\nweight : WeightR3_0"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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