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@ahmadia
Created June 12, 2014 15:38
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Elemental vis hacking
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{
"metadata": {
"name": "",
"signature": "sha256:22d67495c31824ad3a13430757a9da30346f83c0cf286b812502f1fb6d54c186"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = (10.0, 8.0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = !cat output.txt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in range(len(x)):\n",
" if x[i].startswith('FoxLi-img-discrete'):\n",
" start_idx = i+1"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in range(start_idx, len(x)):\n",
" if x[i].strip() == '':\n",
" end_idx = i"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"z = (''.join(x[start_idx:end_idx])).split()\n",
"z = np.asarray(z, dtype=np.float)\n",
"z = z.reshape((100,100))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(z, cmap=plt.get_cmap('bone'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.image.AxesImage at 0x109dac610>"
]
},
{
"metadata": {},
"output_type": "display_data",
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tMtfjJPVAS5Zhe7t90O320aCGm6F4M9K2cTlblYGVlrRPzhngxfJYhRGPMtsP\ntHXLsP0A6CY1QSiAvRMRVegSbRtPDNCtV0lBCb2ydfnUAyq+19J/4smcgROvw6c2/ajnqhhZ7nPI\ntuGaLrYZJ6oYDCcQvTg6zx50+e6x6/uqNV0XskHPInR9NrbNrl7THYSLoPtyl/JzYItR9oLznWEb\n571ah557bpeMB9prVra3Tls0B1sF0fDTnHMKcBw8bLU7uRzi5hisn73/cpyIgWXXaLVVW/4EugJa\nPi4ZbxuCoeSVndJrzSguRzgvV/2RlhPPJZBVJgY4QUCQFLc3yij3PloDx7Vo3Zb6Ho8mWjrABCSx\nVPUsWLkZ2W+hSyRrpQA7C10fcIIWXO7EYe/JCnRrzUs+DboUpwnOrUDXBVOOlYdlmsHJy5ccdFfC\nO0P35cA9JUy1Z29Nx2ZzBB492M7iLVyfwjYC+7wOK/lE8rmrC5OBmSw92LqSDWw1ePuwbcq35uEg\n3ZETnHntS5ZkZq1O1um8WzACRYK2w0mBpCluZnHTshWZcyJZE73RtuUaJzcAFgUlx2VDjatYgUP1\nPeLdTU2mRPqup+BTu8LFMr81uXK+UUqbkk9/IkT6yjXux2LVxt+hVkng5ckqzSNNBVZjg24rvLpt\njS+6QRcbW8vAl2JFLXF0uxi52/mee7nG4/t88pquF7vORKgnz1Hokit7BZ6HABtndCp0fwzgdkM8\nuz0zf60D+u7ZaT7u1DNgi4o+kjfpo6BuCK8ofZ/BvmwNJwZiBNsWSce1kO3CF9IGdY3cjkoRZxmH\nifV2E0kUle0boz7BkLM9IRmgcT7KDWvzAh1h9WBXZfJ98PMAP4oStnm3SloOyHSgtlvhtg7RdYR9\niYfA7XlNeLJULSf1iE0u7lFmcELoiYuX89CTFla73F/jeyMcy+5eSxzvQuXy7Z6BNmaMxS018pOA\nY9Alspu//KauAMoHoKsD5rcPui6noQUt9QgSngbd7xu4Q4vKKoSBslsxf6dpjsF2vxs5huRZsPUu\nY//FAi8KUfv4OCjHGmwJjhU4QclaxeuuN7BY6FpZ/UBHyNbdM3X9L1Wl59vVW7m6nBGGqcG2WI1l\nl6+FipXb6ohIoQhspL1jEbD5+3WRBG4SWuvB2eVw8lGv1Mbt67cItuLy1m1j24hlyBWNbMPWl2yQ\naaksdZQNcnxsrM4GXTs9M9KnmgbWcHvrm9bC1c/11prArMS6uaXf1nH00JqutB9LLW2DICQ1AW0n\nDXSjevfqgq1/AAAgAElEQVRDgrZ/HLolH5wYy7PTj0J3Fr5f4C7DdtwI58J2X17nwXYu42OwTfrU\nAtzjssLMd8GWy1+F7cz6xbKIqLn6EA+5ldzMnmYFtXcA85qZaxf9KcfiuLXgFWuXccUu5gJefKaW\n67bWj5N8WNdjuwxtgS3k+o//iydZ3q06uupKVnoO75/IYT0APddyU9AtU4ZuP2gLV8qWTWgAt8SW\nZedeZPhIcgLjR88Z956hRgs324v1WPI+/nIMWwGBE8cx66wIf4nkgLXP2uV7uH8jVZib61fnQHcW\nvk/gLiiXq2Ab5PIk2GKUGFa9c0v5hPKv5DOqdwz2XvqxG9mQyynTHmxH7kdS18vXavOg9WKsWzBu\n1aZaWdObtU3P1S4Ibt9Tq5wCiygHbL9Q56rrrVpk41igduTp1SjZ7zCJaJyPgGy/i3UosoH1ZKDL\n911buqM+UF/0Qbm6gnPNPxPRpt3v4ELNcA7XcbUCnuiACtkU7FC2zxlHliZ+Fi+ABo97BljJV+Ma\nGK5A19aP77W3EjV0HZxOAFZY1uF8epbuKNljdXgpcFeAt2Km2xRnhf2AWc3nCGw92I/BNpogOG25\nmEcnvcpmLK+9Zt29Ku9k4oIy7cNWQ7Zn/Ug5GT6T+TSBPYNZ71KdB14/bOqciFhh1udsU9nRu20b\nJboXCTKfuxO+TEL+tMKweqGxxdQhrJiqcwrO8+NJLBO3p1zjtr3f77RtpS45V+dt/cQXeei21yDT\n8ywPVn1OXhxi4+Zcy65yl0doMlHWL+Mo7aUnM9imoqzB4l3RDcLw9lW1cCV+qrMjvZs8eo2kvU99\n6DaLMhHRxDW7YjnqdF4e7XZviZx72bnUd1m+kSz9c5Nc1mD+AHRfBtzzYatnX+PZ+ELZF8LW5TIE\nHNbrEdh28hm1k5MtWA8bNklc5khmHa0P332wjS0flEsUqoBDlAUotLpZpulNhi5RczHPgqwH4iM5\n1b2ZGQCZtrwRbfcG5cSQUG9uApCZv6DkKnDvWnKHfEK721KVnOUp7SaPJmXiXclERNtWgasmBha2\nFMiNli2X7//w3uqXb/g3dhER5Y3lkB3fG+mXhuhG0BMZ9AroV2MuBDtGa1FoNLfv8JgRJRq8u5lB\nS3Cc6qRGCdxKjeHo+4Wt19wFTWTXdHdvpEr13IH12b3Q9RMLbBvScuuEh6D7EuDOOudRq/bdYbvf\njdyD7UJZR2CLAFIF9UA7uY9BnBUrt6VRVUgmDh2CbWT5Yv3QcrEWHdsbdigmkgG7b3aOIGdYMxA3\nylvB8J0qpCusCKyzbdMQ85YimXMrMiX9lcjcRlgHrOVu20a3Gz+rurV2JiqA2wxom5UbTBB6egzv\nEd/7Hmz1m6/krV05l7XMvKU6YeHq4UtDbIV1n7PuZe3q3RnqhK31qbpuEb1QYy90OR8NXZg0ddZD\nmxzhPRg9L42TVQ1dnFS4hqR43Oy3UI9B14uTKNqkNUm0FN7y14KO5Us0B8D3BFuMkiZxzoUtymbz\n2gvRqOy1NADD8Jr8edhqEHuljPEjWVhRxJZiNXJblfg7updLLp20SX8n5+Yr6TbKxcLNmfItU9pS\nzbXCqrl1yzuKBV6kPlGMHBypU8FsQk4306tFyJTr66NIvbJR7rmVyUBXyWEnDBj0PRZBscykYOvf\ngHUjolxc8pRoy6nYtVvNRUEzBq59TIgnaOMx2AvtQSKAOHLRv1ADrb8RdIktRDVDsE3bd6GO4OsB\nZtc/4zXdIy/HeB50/ZqumVL3CtsF3ff7taDd1u2JZe+GbXxtabBN49h10l42B6DtYBvnoa1Jr4jW\noQklT+vkrekI/s3KMVXAuvZgq6HLZQppZC0ULNu8aVAStYGWUrFEeSNVO48KRBmOGRQsNgiWS0S0\n0VbvVrrDZpkKPgEurEk2K1fyUVXBkONJgU6bUOzqPkeI17XPbSu7YJuyh5wytyEpOccucD1RUPiD\n/oGWrp506XdQl7d13Vo5GxGlLRPxS0Mo1V28fM96CpeP5VxR5nYYLWoyE6nlU4vICF0SaKyt6XJ7\njdd9j/yiUQRdnT6GrnRGgnPPge7+YCcS3cKWofteP16w0kUvs5CPwXbFAj0rzOC627JFgLlzfdju\nm82jHDrfMHaycXSZ1rotNbLKtm/Zxr/Ek6BMCwH5BZ5slIUoIiJ+mxO/2D6ELnH6CLJY//IWKYmy\nEaUEuopzRDlxcoBWJccfWY+jwHAvYjNv2fJt8lEiolsFhi4DJzC6bW08ONUzympIAHc5p6+hxXu7\n3ejj46M+x1waJqe6K7mCYGDH2NKJKHrF53o/V7FslwA5GnvrPWhWWKIF93IEnT509bPB/sjmN/tO\nTV6cnBDtXtN15xbXWW3ND0JYZB6UtQjdt/jxAqLrYHu+ZdsHyJWwdVKcBFsP2hrT1c/DtldfXY6W\nwcvXC1EcBirKbVKBotXHAll8yb79TVexvvin5Ij0ZhpQSg2qDNl2RQ1A27cZSs6NqAKXWeWqFnTJ\nHdQhwMvDTCzLKtXEqo1D40EDb9aASjzp4J/bs/XywFXHRl7bGNx+8m+/4/jlBnwf9TcqP/CwUd6q\n76BWoiKqlTBqIX2/ZL1P3elVXVA5l6QRlQEtkzhqLtkGnwXo4uTAbgwi9QpKHFS5HVrQ7IMuj+ET\n1nRrG7k6NBnXoVvSrI4Bbj8Wb1DWwj1/+XO4V1q1V63Z/lCwneSF+fTWPKeTEzWYZ8G3qXb/1jgp\nqTolLkeBUZSuXd8Td6O4H4nK4OXNNPJTcgxj0ITQPoUldVBWMGYDXR3QpOGNNzpq+54zuDoxvfxr\nXbYabCrJrsCWVWFBbjq5vRLR5asVbQTbcj7r75C0K2bth8mfdJ/RROvj46NauETb9kHpthFt0muy\nytlQD68wFxPev6TGUpOyNyvEyiYpA2HaJMgka7jJfGfoUn9Ntz+xK5mlBpFaFyNv5FJdgS5O9Pwk\noAjz+JouwnAdupHMk9g1DddpX1kYXg7cq8L1a7bPgu0M/lEddLpoUmNhO4N2DFu/JptsG3WVzjh4\nqHN5FrSgbFOkbBG6Frb2d1yp/m5rqj8hR+1TNsZ4WLK8zeWcALo4OCFpzqIoZLer5TOmT3A2qzgR\n0Bzc2NrVKWe3gYVtfYXl5gkIWrHYLjq5TAhQTi2fS2bCnkkw33M9ybrdyqTqdiu/zxvtS2hK3InT\nU7IyBnhi2Vu2UXmxNctB32LpD4SQBSgjdEkAgtDVEyAGMWlgJYJOl7BnQ/38Gu/cnWzbq7em62h+\nCLpHwn4X8+Ka7iC89sUXK0p4CjO/lrNU9kHYOpitgN3KNi07ANkS1IN1raDsGWx7dUS46SiJTIoQ\ntEcmJktpUhre/qYQEdopEf70XVHGicrvtn7WX+FhK4EHJytzop67rh1X6FJie6UXtCXidFDTJ1Je\ndun5OoGL1oIO81kMrOgrIDLWTwvXN+ZBDjkGpc9WTubNYMe0GbvpS33LM7YFqne639ssh7a80f3+\nWV/GcS+TE9rqlITllDVyDBFUdPfkCWE5jiebGjZ2SgVzmwC6UtkIujboCR3eK5k8tYhcoNRE293O\nBT2HbtxeXhbsv9g2WhY7/emt6Y7Kn4eVNEcsag6ve/HFQ7BNJspOAO6C7YNlPQTb+WTDpwtgC+f7\nsPXlKgvXzt4X2qIXdxaWXdbh6fGkSVvAsr738YFDIVdrYVOglWOnJlvezRKurmAiCtdeiVC5CtjR\nakS9U0qIMNAHWSFmjWPcdyOlUqYIUi/8zu5Ubd2OAstlZc31f/zUoFNjpza1NgTNfci1/Rp0qT1n\nm3OmfCvPA28MW/sMc2bcjoKHLBFMStkD0yapHM1ADmXHd4S2Nma5BbqUawwmM9V0jZtj1zKRhlvC\nQohaf23XM4GtX8d/lj6BZUo1j26kss08gW7VRXZNd7bmbEO0pjtOw5NscmWthOc/h/sQaKMoV8L2\nwbJOgm1voxLGHVu2M9gauHZgagHaco0UkP4nLHMtRBOC9bS+PbW7ucBWgIuP2MjrChm22DaoINFC\nBQu3KlN+lCaRnc0LaPsw84jRYQVo2cSdK4gGWVaw/NpKW0/qKMxAYmfV9mDL0di6jqTjdVO8D4nz\nyUTwUoucM+WtALe9nSvf1cs4WjrSbTUOOO6gX+Hk1KkA6/IV8ESgbce1GOwSbRNVF2oso4BIwJt1\nZCJYU+VxXn0zaNnWjBGA52ykSm5SuGTppgi6XM4adHsyE/XGCkJXlzUL3+EargcJ0VWwnQNwkNIW\nNCk7do2vA6oDW5xpd2Hbr1sEW7tuOpP5sXoFIcgPLgTntGXL5+XFCN8qcBPAVjZaebdyrDBlIIJS\nrU3EQPRw8ptaojhEyQzpAL0IVgPbhrMly9Z+z2CICXSLzEmXOwnWAud2sQAWnOpfvCkfVYY2uatt\nzXnSRpTLqxq3e10aSBvdt6rUq2uZ73UG2Bb2rqzTdWDb+lhvqQv6jDRta+cudGEi0voHmr4slbNu\nUVaBXAiUVKUwcLSbq5SFfdjSjdd0z9hIdRZ0xwEnDrqsUXjuiy9ChWgjrYCz5Lar7AOwjY6ftWYb\nlRWXHbu43JkuVAVAeNrFabzlA4DukqxRHdfuYTTpsXL1g7VarMUlVg8POP1ojS5b9724cFSUXI5e\nqxoNTu0ClLD1ojsQt3IQtqt6xEsj9zxnBV2eoBBL2rkXbvKQUaZgksDl4jsPSdrDHmVVCEN5q+1Y\nlHiDCdejQlZB19zz6BxOihi0Grj6vc0avAxUm68tl/NH8Mv4kUkZLj/0nrnVAO39gD16SDyM1ayx\nHDY4PgJdroeG7my2sw+6vThrYX1Ndy2/78jCRYW3M+XuRJFyfQZs+2W57+GEwJS+26r28BS3mHYh\nh+vDw0nEEZewpN0f2GIRpdP+to0yJdrSRvf7nSiLu/j++Unb/U55uxc3ZLPEzKwf1H4qGohgG2mJ\nAUrN7krGOkWDFRXgvJ5BmgC2vc01ulz/msLQ8lVKkkEW3aesDrM6F7iWwxzYhRn0hGxkaG++4sg1\nNTxWxaDl+2qhixvPRFw7+RrDlne9SzwWl8slKH9zfSDnbMZYZHVja9if7xNg6u/cZy14SX1v6dDi\nFNO6xHkYuqOJ56Ph+JqunxTsB3UvfCfAnVtx3ZS7tLyF+nvCFqN3UKuvpxiIURkOtio2wDYEra5P\nzzI9A7x78nDKleSXePj6LRcLsvyyzb39Ag9bQ15+3Zbi4ORCiXhraSaxcP1sOAd1sdp3Uj8XP1gP\nNZbbqD83ZQ9R1JpugvW7Jt9IeVoJs1LsFrbNI2BAz3HVhAbeaiX7h7ba0InQ/dwkZBdybSf/C0Zi\n/ba4EHQft3/4bDePDYGu7YveyoU3m0njEIxAktvAFnNqfQot2hi86AK14PUgbp4BmNhQJrEy2YMA\nVucRS/eMEFnmR9zLkbv9LJm/A+D2Ffc05QHN/nzYjuE6doV35AryDSKE5YN0LWqqM3oL2xjmekb/\n0FrtUpjlLzPyZk0QEW1VtWVes71TUTR3+HWbzQ0ycYFh+wE4UuOsPD9JevdopPhE1nq0bOFywZgD\n5GNRx5bvDLpkXboGulRklyqMZB3Il+33YLKR8C5W1Z6h/RuTshGDrVuQlbhNrJXJwEMLN4vsRi8U\nqPKnt27LrxMlIjI/DdjK2iilbN5mJvXB2rZK8aWs+yFatyxbfwMQrudifficBbHNM7V2buvO1vLt\nyPAM6Pq8n7WRai18B8DlcDVsY+vv3dZstQVKbQZqJbKy+LwlnrVuww1SFrYOqjKBuAq43q07TUGi\nNHjglacub5SJto3uKVPK/Jq/JJBFJcxKB5S2gi0qZHAty6GGLSo+u5HEWX+l4gs1jcE6OzfL0/Yu\nfU5RdJd8kTz4PbZy/f3POfNc0HgQYKJFeoyym735AdCyRas243o4tb4vQU8y5dWhfOxfH7qZ3+It\nbzPj92aX8/J6L4AuchfqiHsD7DGRntDE4LUWYW2hyfuYW4OzrZv8hqdVyHqvz+PhrDXdsycGt3kU\n+gsi+s+J6L8nov+OiP7Vev7vJaL/lIj+JyL6T4jo73lYGqec19b9jlmyfuBYi++VbuSwLCtzkM+s\nwXhm7mCr8qAK8lTLSSFstSstviZ1PvZHLIMqz9S5BavAcSDnZrAQuwwZps0wYkXEVkpVmrcb3eon\nWi9NRvUJ9cW2w7aeTEhc/Sb3dGVttlfWkbBa3ij+CLbdXJjvYJnyCbTc47+6Oc7uTrawZWlVn2gi\nBEHrKHQh324f9O3bz/Tzz7/Sr7/+iX759U/0yy+/0k8//UwfH98MlDl9yZPgo9cVYh2mx03plp1x\n5NLYOvX7rRZGhLf6cN7nfCX75UTpVsOaR3EppyE7xvmtAPd3IvrXiegfJqJ/nIj+ZSL6a0T0b1IB\n7j9ERP9Z/R4LSP5G+Ei2Emuu5MgqnDXijwDbEDpBW+i0+lPBNuF9akOxnRfYRnkn1e4RaKUz7vvT\ngLXyRy3FSlS+41HbRJSbRm0uRikFLJYGWwNh82tDnKZBF5UaTF7m0I37Yw+6e+GnJzPHw2q5Z8BW\nXW9eByL2PmQagbZ6NQYgVrCFCVnLe7G2OBaIEn18fNC3n36in3/+hX759U/0669/op9//pW+/fQz\nfXx8dCaWfU2Z1NEIQj5f1U/bRJoC8BLkIXnGE2ny/TIAT6+v+y64Dt1xS0kefb25T/9GeWtpukNU\nhRWX8v9R/4iI/m8i+ttE9FeI6J8hon+ynv/3iOhvUQDdKWiJHGzlPq+DtnduHOdHgG0jYCdNCtNZ\nxd/qk1qMDmyt7N667ZVxJLCu5Sz0d5+vrO0pP289ri5mszbGdcd1wfaZc3uhQkmRKXpEh/V/InYl\nVzdbPa9+7SVZ9zKpY5YtJSL3yISYXkMMnO0Ki8Je2KMbt51alTETtc1PObfHkzKvJya7dNDPpv2b\n8Ti3GM1aFqGlbNWvsB9qXSIW7k/088+/0s+//EopJfqtvs85b+UVk+UVojKxNMukJUPdLUj6Bssg\nfSSrneKBa5nHZIaxUMe5bz8ZM9a9rPoXd3rqpZ+FOI3rw6b/15TTfmjH1tE13Vm+fF9GYe8a7l8l\non+EiP5LIvr7iOgv6/m/rN/3h0jCCWzjbL4H2PagOJN1nI8XpzeLXIFt4oMubHH2XIw6UTgx2Edu\nYBu0stSgHW/0GebqQOy0GLHiVHWqmq0NUlDMPfDqn1NLoieaIo3WdKMBTNT7cfCpA/Zi2O4Oj8CW\napup9c3ceREH3KJJm+m1cr12bi1ebzjYscznxJq8fRSX8k+//Eq//PonutVfpNoqbMsvVHWer1YQ\n0/WSY4a0TAJweETjSGaGSdqUdJ+0ICrt4KGLwtqfBLSTnl46HHtrIMTZSEv5RtAdhz3A/buJ6D8i\non+NiP4vcy3T2lRmEtYU8+MuAD43L8uleciyHcsTljeMtwoy7woOonjwwmxdp7UQ9d+dpdjymwT8\n6TcSZRK9C1YJ7xRO7x4kkwbcx8Enuh/LIOVNLhvp3cpQBQLostJmPZHSDuhSy1+94crtxvXhGRbu\nnrDbGiZqbTPIVL1ykgjasf0TpAlOaMsX1ZlYw/hjFl2B6mfZP1DXiuujZjll2DSV990fF9VOFD1s\nnZy1T7YceO5C8iMIUZ+0QI3jaIk8hONwDIQ+zxXompLdpOBo2DPWVoH7ExXY/vtE9Dfqub8kor+f\nirv5HyCi/zNK+Pn5ezvmF8WDpIvFY5JH08RKcimfh2CbOnH653z54+82n6je9hqC1ceTGmvoajey\nXiuS83E5Vh7oqJlUHFS4Mrs3kZp8nKd1bdtJgv7DHaX2J/tut1tZ/9vkbVRERLdbGajlq35pQbPI\nCbjYYEvNHUoD5TV3L6Myw2BB/Rh0H1kKwHA2+GXncoVss9Ryu91lXtYhrjkURR1ZuX0psB8y4HAT\n1na/0+fvv9Nvtz8TUWnP3377M/3++290v3+atWSTu5lYZndNJmLRmHCTQJ6rQYbcPDI5xHpwHgLA\n6IftoUQi9+tFi6A+Al3tyuCUhyZ2Ko9wwjseR+XXpz6X8l8BbiKiv05E/wMR/btw/m8S0b9IRP9O\n/fwbPinRt28/BTk+B7Q+3cgKmuRzEWyPuJVDefq5jK1bC0EGlySSMgPYashZ0KKFi/l3BSDQgqI8\nG3gjyGA9tTwpEcCVguv693H5Z/rK+5U/KnA3Skme02XI6vJEdqUMWTJWbk2r0VQRrUJX65fEUsiZ\nk6B5JFxpYTfoVjJwncU5YoGgU5O9mrM662WPJ3ps+ZZ7z16Q8ktT9+1On5+/EaXyQpWUEn3+/jt9\nfv5egcvPeXN6JZ4UwA5EZXmXOgpse7oiaAMDWHSa+B+u7wGQ6x4ASpUag/o06BqXxVnQJaKBfDp8\nfHxThuT9/nsYj2gNuP8EEf0LRPTfEtF/Xc/9W0T0bxPRf0hE/xIR/R0i+ucW8noT2O7L76o12169\nRqD1ucZhBeTaEuSPyKrtw9ZDDI45MebqJiEesMRWC3nY8qzb1EjJh9aulIXXNXQZsuX4W/sFodvt\nWwUtzl5z+xUa72KUNm/gpWbMNiVSBu8R6Oo0SlPq1nhY6TwaroCtWLb8vbYKtJHwdlB+9l/4X2dZ\nwr3oZtesQY5fd0bfP+mT6prt5+9UJmzFvXy/3yln616uaa2cMETkHz12R3pNy0d13it9F61f6zq3\nG6nspI94nDZZanw97ZMYSW7XKdANxsBZ/T+Sj+ixvr0C3P+C+o8P/VO7SnvibPvd12yPupW5jPg4\nKrcvU7dsOEYrDmEbgVaDTNZtAeGBuHiiDuKcceyWK22wx5YGyofgxcmFlV/+yrO1bNWWz2/mN3IZ\n/rlZFZw+GyWYcA26/sOKiutwDLosv4UuXeJee/+Qm3rn73BpXy6ZXHutKdYiAQNTJoe5/cB9Sp/0\n+XmDPPUzwLhmLH1pXrbVZ/2Jus8Lx5P0MQGw+7lJNSA1hCkl/ys/5p5oUGMdToKuK/0a6D4a3uhN\nU8dhvMdNuyufh2DbHwhz2Fo5OuV38nWWKxyrNVVzxBDheGjhIlz5mK/Z681dWyMksIxdpXhyKn7X\nFqUN76YcdJUt6HxA+W17zAI8HuIGXNy+DNp4bRXrhpaB3byh4Vvkn22kImkgJ+droLuiqI4os2gj\n1cOKNUgeySXuYyKBLGZQNkkV+2SrcXgsYRz8C+CbeVBoG5GI6qNmMIZhXEVqz1q3OI78Z275So/1\nE8HhfYN+iL1cAdPav2dAd6H/L42ji8MbAPcRpfhjwjasgQVlt54A0oSfg9hJ3wNt1SJoycXTrlxc\nG0UrV6xdJ2fK8osjPKuGWBFsGbQa4iKHbgd7PAqoFPm7Vap2bFvQRgPXALapmwDCoAD2rek6wZpa\nfpWl+0zoHg6ZP2Cip+QRy5P7m+9/3F/4d5Q3GAtsASeTfwTdrUmSm0R1QNRFV6cpzEQW26W0Ex8L\nVCUOYLVZs0T8+7ftWecQugRpSubeytV9sI2CaBnkAuhG/X88jrhN9odVd/OLgXscto+5ZCf5vBK2\nnbZIeM6KBzLqIpL6VNatyyORlp3T+Y1Q+jhy0aJb2f4+qBayDNasBkod82F3ECtDPyKE7TbyFsz6\nmIjBj3ZIGT4fdsH1QIuThGBAN92j3cSi2B9/OUaJeRKcFoJzLF4IXZXHA3UcwdZ6Vfh81P8YurgC\npwHH90kmdD1Lly1cmNe1Z2ZbVmQnsvHkOqoDTmRFfnyhRhILlyx0J4AKrU0bZb4b+DB0g/4/hi6F\neR8JMwa93MLVVspqmneE7Riu67C1oJ3LQ2pAY17jdhHXlCT1VivmYwHuQRdbufi+WIAtcUfPdUiw\nRVmP8wYz6UhJ9J+j07JpmdeDWLh9/cEDVH/KjBfyaoBFJSDp7HOL8zVdVBaoKB5TGo+EaO3sKuhi\nOMOKj2BroYtWneWKhq6MlwawpMvguNF6Lq8rY9DjJ9X/XUdX/QYziV3J3L9h/ZZIv8GL7HO6pV0i\nK9cQXGQicj9wcBl0Ayt65sbWeV8XXg7cWTjHdRTDLIhlC5/IE88oz3Ij75Untm51PO+GEsWgJEp4\nDctI5rxAtkltwHur8KUk60/8gbN7yvatO/xYjigHNcBbRtbKjQJbJRqGVtmV520lo23b4GUF+r27\nfat2/qiEWKQEzy566CLA7Y5Zr4gwX25gop6cV4WzoHua23ghxLC1cbCPWXCWgJwRl24yeWYVBy1d\n6V+6v8i8FqbJfKzGHkeLx4jtiVIn2IVMCXhVJ4Vmj8WCEWsi1bSqv0d9+UTo2j44hS6LPJ6wPjI5\nfB5wnzh4oNBu0W+3ZmsmBPvlWQw2Cdahkx8rDRnM/CfrtAhZga78yg5Ct9UvUYVZqqAjKh0dwYtW\nHg8IcWv1XoRBFLvS2nnKxK5sVnb8YosSh13Kd/V2oG1D5YiKYjIAyxS/HrM2EyWEvkPrXu69Vo8t\nGLGgaluwMue8JxPNaTgA7R508VRklWrr7DmhD9sRmGSXOV/HPPRENZtjjq9dywjbgj1IqUDL40f2\nSNQohPdangkWsGP52mqHY8rwyLhYpdo6ljKHG6ocmQu8C3SlvdByLslesZHKj7kw3865lXA9cA8O\nnMcHXNwJo7zfbc12Jk+KzgWz3H7Z6ExOqnn0Oq3LwVi4NY/EK8DBGu6tvlQifYiVq8q407aVF0qU\n8nCXp7RLcTuzAuJdlGq+GlfaKbsKKVYkKRNleVuUfsaWre8tOI6UZByUMulMnmOFEkOX20PiUpWD\ngV6+qzW/A6G17h5oKzdi0vmYbBLZutTzF8F2riBj2OJ3/WgXTvoEotjfomfHESzKom1QlA+emAp0\nZbzx9zaekqTRyxV11CTemCVyhNBV4jazF07aToxTgz50lVyJ6g8o8NSCJy99kJ2xpst6b30j1bnQ\nfUuX8h8LtvvkGcM2DvF1BK0uVeTSVi3m1yxbTm1Bm1J9ppWfa/1oaQS6DDjJHN/k1Cy3GiUTyXuI\niXORnI8AACAASURBVOxTRIOAlh9At82Ac/3VFnZf8/O24kLWoMXjWkLLuy+QEjcl2Z0dDmoPXVRG\nY/DW0lqz7p+JExFYITvSB1aF7dNH3M2PhnXY6nh67Zygf/h1XG0BIvCINISlTC1btZ6dbAxZGGfu\nuMTjsZLI7irmcm+13K2WraHL9WjS1X+kbtgHEUp6DXQE3VZXtsxb3SfgdvletaYrE4Czoft2wD1r\ndnsItlN54uOnwXbXZKAXEnwoig7iM3yTT2MVAMTDdVx5o5O+xqGs1UpadBczaJuqbmMgMTrD9pS8\nS9pmGTQAM05YAdXccqrwvRkr1q7f1j+0TGzr4YC0E4RgwjCCLl8vdZqBl5wC2R0Sv+1reWbDlXDQ\nVZdFxUKSVA2Ra8Ebh96arT2p9xBo9zf3DQ0N3/YW7AGASesCmRfDmOJxlhKVTYk1JsO2QVJeN4mg\nRS8SQpe/S3/j7wLKch43T/X2VIxcvAliIrAn4HbndPw4jpZLzuxf030Uui8CLs8gDqScQuf9Qrhm\na+MMYJvMdw/WNav7mcGqC3RFI2z1p5bdK3qZEbeBmoiil9SLpYFNV4eXyTfRRjl4mRpvktJK0uwo\nzTJkxdodDz4ZoB6oRR5UBJ04ZpB78O67/7HMbGnw8Uo+RDy56Ucq//DSQKtXIvVzcc8JuXNsYilL\nsGfhMnglnVzPJr+1ctuk1v7nft1K4hFMANgjI7DlX7qSyUC8OzepupHyxaB4+lGh2QTRTsaSyhnS\nwRhYgdxkjvc24cnARYXqz01T/wiwjcDYge0YtNGkBc9FQDsz2PxS5xzKgPGSSSdx9dolDEOcZMNJ\nfJUiETUFoM+hWGZkZoZuKjBO8Bm6/bLRPHnHaI9m2uYMWymhpUtEE0Wk5V2UyjRYbB3P82z3mCcf\nUZrWD9CCrvkn/jDynA5gvq/6+zg+9get5LXCt+u6/fLjkFqmAtjgj3/VKt1IrF/2IuFPAeKmxK2C\nUdrc9ytSsluYiQVtNzSKhUrkN0G1yWkAXeI8qfYK6wIeQtcD+9lhddw93cI9AtqS7o8FW3sseVnQ\n2klMlObKkNSHA6ixcMtEXLuTR3KmBEPIuo2MJWiDXnND+WQwx8Ojbqoib7EwXHMtgHUKW2rWyu1u\nAGlls4qZPUrTX6+S+o4t3j1BK2SUejWDKl/kfWj/ioXFk6cMaVV2nbKP1W8vbLEsv1buf2yd3Hed\nT7/McCxU67VZu/grV/UpAAYt/7Rk6fNbfZ/zVvco8Bgsn3ad2YI2lI9S+w3iDP3WQrfkx+AVcqcO\ndHtt0d+pLE3zTpbtTOc+Ebipc7yQ8juCbSzX/jVb1VoA2zCfZL/7OM8MIG2z1iyIRdnKeb0xxeam\nptjUfqhemb4SZPBTy1flg9mqiXFueQ/fpgPQ1fTuKVJ0uZFWPq1ae6AbleHhe4Zbee9QQ3dl1A2T\ns6pSvQdtv2q9cp0mHUFvknLRhRx/l/L95IjlKkOijovm7eJRxNZtkkfu2k9K2t9xvhMR1ScAMt1u\n1MArVq4MgKi/6xiBBVnHt7Z0CfLLfes2ci+bcTGH7uus2iPhqRbuWYwcK5H4mk/TmUlOylm1IhUk\nQyn7sMXvI9g60LLimp07ebIC6lV95zWkLW+UMj7mIwOU3V7U1kQjBfXogIpB0izfbLhbH/JP7OLE\nnBSYIfc8xsNwFg6KJ4SuseQjl53PUivxcYisZX1tT5hb1+hyBYVpTCy3xtsp64iVyxOgR/qWn9T0\nd5XP8lnTaTKW2ybFlIjg9am3Zu3mZuXyNfGO9CcCUh5MTM3z49bKZXnQzez6acvSbLJSgtRIidzL\nMWaWblwnc393W9Vx/zja54jebJfyYyBAENnvHraupCls58DzstRybLqRZdtxI2PZK3K0MrpxLdD3\nBhxF8OgB8Y8R1A0bW1kb3ehO6cY/3H5r5fLvg278qA1pi/H44yIwDTAzgqwGPpHsxpUqNT0TFV/T\nC5MyXhi4k9fq4qBbFRDnYZ9bjMLIpell8aDFX8XZG+bWtXc7yi3PSmBtDUeyrynASJEKdH2ee4Ku\nr59IjIcYln9sLBZPs6ztFgsXd/3PyldEjM8zBOtAcdBNpCxdIt2X7Iaq0ZpuLUw9lja/x74e4aTK\nWdVrE9yV/RMr4S2A+7jFhSCS71Heob05hO0OyCUrBye5BrZz0EJcVdaj7W2DzGQZukV1brRVfuat\nDNiiBPgRHKKctwJlsHLbX1Ne54mZSZoBd1e2dcOq7wfGo8tQWWFBGhyYWq8k1EpOEZTswNLgKw34\n/fsoXaNvZTp5Wjqt/Pe6X9cs3JJnRuuJKNilDJvisqTXcVbKHEFXvq+E3oTCrvHKeZHZy4RjZ6n4\nllci6ScWusXqtdCVuPvHFEBQTUqzumd4H8TlLtBSu5jRfVyFEtilWiRspYL7p4+ljf0uaYIxylWZ\nQBcmDy3G0vO+8/By4J7l3rwGthglme82joVZYBFfCNtxXZMDMKaxn+sBFXOFLM9giZ/929pbpHDw\ny8YNBm5u0F2k3aJ4YEElrQR5wPD44+YdWYdDd3cWCByyzANNGO7WTfbKeObPyjwSKQazXvO2/XgU\nVh5L8s8MI3hrmeqlGwBlpRdna94+eOgSjdbF+7L7e+zXdLH+fue8j7MzlCHUxpIAtzz6I/sjePwN\n+kH71y+NAGIIfrevQrdYuuVqD7Y83mAXM9/KYNKpJpsI5WFDRBap5OvyWLF00/nQfTlwzw192MbR\nZ3HW3Mgalhh/DbZxXtEGKQ/GubucYbuzbZaDthjE3qtmLTz3J4qB2qd6nhUs25xJKdfHrVxR3AIg\n82gDTIXFCl7MvRNxPhhRWVBfI7bYoIxUHoMSkv6M5bMTOIxDWsZhWdLGvTTeGk3Q3mDdkFGc3Jcn\nitK1aVC+3XgTPeu8N/i12Gyuaxn43GhpQPJJcGgt/hXZ9N8oKMAy9Agt+AJddC+LOPheZDvOBLpS\nSH9N1z+FsOJaJgrvZzSuHoJuL844vD1wz97g80iYwVafh+ORZQvf91q2oes7LMND1+YRuZ1mQfex\n3Pnk5/74lXI862aowiM27EautOV14AZym3VfslZGVdvEG3BS/UdbuMkpy+Nrx+NQxjjOkPX3drIb\ntDVxJGjrNc5HgLlvlzKu2/UgwnlHbmC7ASnkV8Kv1hquzTd5gUakJP292f9WofkGKBsvaic/meJl\nGgYfe4Twl61IXct0v3/WPRL6B+45HpYlI07agsv396uIZZbfwf0LYCUcX0TevTxtKhILFdsLP/dB\n75XhrYH7atgqaC7ANgZgDFsErU67F7Z9y1XWc2fWrc2rryjREvHuVgSH7fz21YmSJ1XINvAyaBm8\nAIhxyOq4/EABVodXhwT4FrpEj/e70dolUfRidJpXTWI/JFspj5VuPy+9mYknLut5N1C4RP33QrcY\nzZKCstt9FLnaqxISgTVc43DXpyhvlnW0keox6Eb1iuL5OFJfqb/Ix3jMueyPuOXUfnCjQPVWf/Uq\nA2z9j26U4VUnsc30bRVkw1aNeSL4nrO8CzlXyQJLWENXQCyfaAFHVm4Vq9oM2chlvQavgu6qznhL\n4L4atDrEsvRhK0N86EY+BbZk0kF8+MfCvSe3jtafdTOo8HtJm+F71PFlVqoHTBYDFqzc5lo211te\nQRE4ZrHMXC0hggEeQbfksQ+8+wZ5rNiD2UuYUkXZUWqUEyv0WHwmFgJOl9yxHfU3dR8Q8rGFW9JE\nfQsiZDJPqoiCZ+3ck9Aq5f6a7mPQjepl64Z17HU1P9msjs/605Lbdq/jrjwClLO8+KJYwBvxiy8Q\nuHIP2XYWnHNLZOPdUBNukvlP8xDXsSptY6FLHQuXSxv1ab6qP0f30wL5HcJbAvfdgh0Msw1Ls0yS\nOv0IbH1cnzbOxwgX5iMhh+exY5fvUn5xXyX1hz9lhvFtfqwQNLhnIyer4zagYdojdhoCVkO3yB+D\nYG8YW7peseso8z716LRUW5K9SLqwDH1hvXyxPgXyHryRfN7Nn5S1Ux7pSuoa5fELNMbQLemu+KWY\nqE6T2OZ77a9ERFn/fOX9XvLlncnamo1+UpLMADRlJRg3pp+oyXKi5u5FwLHl2iZCxLDl9NgnqjzN\ndezrzMerP3Cg071PeAFwx51t3hl71h0CzeexsmkpgtneMLImbdn7NkhZxYhpIqBK/H4eTnKS9V5s\nM21xoKuvnLMzygQDTs43F2A3CGQVbMHd3A+jAYaWNSuAGLq2Po9jbRzE0l2Le0ZAS6QfiZqbEBPq\nDTKdhC7YJQToQ2391edhN2BZ+MrmHH1sC+P1e5RtDl28N+dCNw448RMg6arYctii3SBdascCVw9e\nAXeryUQ3jO94medY65brlUxsyXPNCp3Ds2/Zju+fLynahGfL0v1iT3gCcHFm+3heMXTUGacjj8BW\nK9u+8A7SDVa98myec8tW18nGG4FZ7wi29ejLaMFrg19/IdIwdlYjUdvV2G/P3PIh8SE7ZTkaEOK2\nEsm1y24GXWkBq+T2LHWsKWGZ4a/GPSNYN2EcCXwDoCPlcGy9+7zNJCbj+isWInkITGuJGfPxL1mw\n684ZKurWeEn3T/8dgXAddC1cZW+ElKlcudmmtZ4kqae2aGPoYh368rE8sXydmpn2Fqt02F5iAk9J\nPG/3BU9FUI6F7rhfcP3WwuXAtYA8no9NG0PkPNjulnBqEeHlCIRj2KLy0NCOdhqHeQ2hG7ejUroN\npnrwEOFA1ONlNG7ia2LVyrcsp4edWwaDy3UHdHmg2sa4bkPGuMOdZdnaMm2bhDLlOlFipUkksBwG\n3R+i/tWyBWe/iqJeYWm/+2c9W1ncdzP2l7XnKJ8P3WYfqjK9tTvJBSx+lEXgSg22xH+tRJ7yRLqR\nZVRn1XjH71oOPZGQPmAtUeMR4xgzpndDlHACXdAxVaJF6O4T9GkW7kM5LMK2u0tXIkzyjp67XZIw\nkCcAGwDRxhvBNtn4IUw9bCPQzqy0tcdN9OBB5cDlqQFHuT0rj+ltFw3dZjAwLGxj+Pbk14o5gq60\nnV4f0vU9P8wmajre40G7dYmi+qFuSYNzPm9USrYczEioqFdcMR/sv3rzTXzP6nGznv0LNI5BV/ry\nVZYu11l7aDyECeqi/yQdx+PxJJ8FtDnnNnZwQt/vXn5CIDL7+xtBl+XWE3FsWywuSR8xLzuR8rkv\nrFq5WvZo3X72YpV+vxgUb8J3uGnqIGyjnJY02LicKN6sbG3d6vR9yxa1XAxbDd3etVWoOqmDc5Er\nzFi4RPqHfTC7bke1kWeW7WqwYNHQbZMHoqZF9MaP86E7nQBdYN5iliPvg8TRYBPYRemSSTfL3N0R\nlQ8quNjC1ROIrNwqPGFFWKZQSb5yTdfukJdxpK1D+xu73kMUu2ztZkQeX2ihou4w0pnz/bohfP0a\nO1qDNm+uT9x2Fa0k7d7rt717swO6VqYhdPmc7hej8FLgXqFMrgxru5PNuYU6RlBsBoD6bh/x8Wu0\n7RNnrg7wCf5dC7YbGukkXpvV1s5JOfgVve6ImZYs5ZwBYCgCgFq+okZCMBPtabnVPj6Ox/d9udil\nEFknPo7drFQlGqSzQIwj1X8SejpgU1YHqqXseq9qv7LvI+4vESSyEyj0qqTEecZKW8BxLXS5vr4u\nPatO+m6NCXNWc0zcHlQnI4koMXB7y2JiJQuA5M9Otksb2DEqYwmBqUEcWa5ltq4n7HptVtbzbT85\nAN0+zU8JLwPu9wBbZRUOLNvkjmwMahpqtJ7qy9KfcT4IX47HM3sPXbzekzmyJkd3a7Ruk4jq5pVc\nXcqJoh8Y72cenbpgQBgDtugXVILokh5bu3v69iiuW+7wMQ5BWO/CrvlYd30WhYTnZnVbgzgpuaM3\nFfbWbwnjJgLr1fc96ff6sSTtmiUQJtfuKVbNI9Dt11+DBc/bdVsED1q4zYPkHi1LqiHDscJjP/HE\nXH7ejyNYD4e0KUyPlEVLrW3ku+QVA5GCe9d30Wpr026I8n2Y6/hO0H06cL8H0K4Eqwx9BDjv6uxB\nHq1Tt0/OK4QtWrVSloauHUhoMUVqvHbGQBHKmeg++o7fDBkigqWcTp3Dwq4BbBQCWuhTc+g+YtGG\n51w/0FePBFmXJtfebAlFrmE7+Yjz5lxSX3Fi+2Vqm7LEugWLzQCTPRH4i0kYx0OXyILXPgMqbVCt\n7bb224OuB91+q5bh2X/blD2H1npUVCIeK2agYYymE4hSuikLV/SJ6Be1GYp47TdTeXMcjg9/z6XN\ne21gJgrmWFm53M6qVni/40f7sB46jc5tvJEqhvmR8B2u4T4/jFzJjYU+VTefkU52gw8BqfIwsI1A\nC4UhePuQl4BWSBu+Runo+PqdxFpJ62f+WObrdv3uCda0tdDVA1lDV4e1JYe96ZL7t0ZaynsYAqve\nqXnn6kTLsZOtus/jODh2vBvZA1NeMVXlzQKZufL1cZoA3F/rv+4H1h1QrYV1BLpcb7uG63cn6/6H\n5dd2Id1no9C8XEn0h8AWrVyzDJVzRe0G7Ck/SkKt6axu06AVi5zchEiDXU8oPOrcqirE6N+LY2u6\n54enAveIdfs8i7i3fmFidS3bnjJM3U+O1nEW1nwEnAjK0JXMg4Xjc04pqfxauZ22jdyCseKNg1Ug\nuiy/2/SVwbX91PJ8BLaAzaTPpxTEUxGtpOEsby0E8yZenWvfDTQdRDu3P9OK23kO8d7aMdI5MRjB\nstIWbq2Z6osdK9hWtJY1hq4A5EylrZdm2HJEeASiJn1L4uWt1P5jvaFhe6NbSpRu8r08VlSf3d1S\nOaZMG8kvgXHeRaZoUu5unpIoB8BsxymVt0/JDW21k53WdcqRbJusQrcXEvndnj6fPdbvW1m4Ry2E\ng6WpY6v852VrF243Voo+DXwdeLUy9WvJA9jyzBQt3STfbV1T1F/adXZ76WpGCtO2lwWttXjLOV24\nZHHNfXf9a6GcPmzjvnIMvJjefIcJl0u/o5mMcRZLVOOw8sJ0aGGCQRPnw1G7llav7+i1VpQ9fqmF\nPPbjN07FfTaCbiRrA8EQujJxfBS6UTuEP6ZOtixpo1B27D+sOpKG7Y2he7vRjT9vH5TSjShn2vKd\n8rbRRvxDCfwg10Z+DRVkawLV+wIO7yau0T/aEpaTDbrNzTuCdT8cuTep1XgG7/mAfAvgrq5nnVtm\nOwpg202lP6ewNfGDMuJ1O/hXxTNQdbCV7w64AGplHbei1jrh2HqN42Mc/4iJ1BqtlEegu9J3vGXb\n/unksw+20Zq8xT2lKG7H2lWTsJW+KsF7LIL2zcpb69I5F/CguxQgZ9/GSqbY8yH9Qj/X3WRoa7j8\nrG1V5GpTVH9nbwRdtWYLmv5doCvXdXwRVZBACeTMqf2wAKRq8ikLt8L2dvug28dH+bx9UM4bpS3R\nRveWw5bvdNsSbaT1SpkQSd/iH6bvMRGBGbYpRk/6nlvznt/BPLZq++dmIcJ5BN1ZeDlwXwFbKMl8\n8uAeKU6MZ1PH5wSQcZn1qgASzymQYl4WtiKvhqwMLg1sJyWpmWkdyLm5fq0C7j903tvhKufitSmW\nQ1k0O8Mx2M764Dps5/0ZANq+zvNvKQ6MjTCJuW1aMcuaGhFYmDiD71B3jFnOb8WljHIDfACM8qJ7\nAbV961TUX3vQJQamgW5pn2dspIqgy1ewX4jnSc4141/KpjKCUecUHSJ6RaxcsWw/bt/o9vFBHx/f\naNs2BdWciW6UaasTnXatwRDQFDybymcUbOFY7gmZe2y+861SaaHuE+i6shbCvKz52Hw5cG04tM67\nopgXwMm5rWXhlShHimaUeDxSziomKEENzAi2ycHWDixdJn6aDlP8PzpkvBxvkLJh5dGSyNI5Alpb\nTjfOFLbewpxNwlrbmnvt8iHMB66n4FyvbOwUB0JPNyQTx0Ir29viTmA+ouojKI/7A8fx8rCFm+qE\ngMcar9WyAqU2aSvno99djd3LoHwBulg5C13tjo7cwPstrP7OZdtGFsy2/hq50peMzqh/DF0G7+32\nUfpbzpRTppxulG4b5a2CNYtOYhi2hgKcamsVx3lr1DrPCdZG2z2WjqF/jB6z6a+3++/+9qpyO99X\nAD8KbwfcfmBgyHE58gpoRak+Ksc8Gsrb5X3NkeuAEExyqLOUNCPYApwtfH2ZGfpUlpe+N6UKay+g\n/KwSEzn3K5SxO20BpEPYatTptuZTSUWwFqftd7bM2E0/6LNyQaeNIB1aulq+ftCKWstizdyKLQct\nTpNtRoPSxpJpaIjFZkHL7mCbVk8IRN5WttuFmgb9FqELAAezsedeLt2mt553NnT3x9Hx7SSEbzg/\n7JNLpMwbpeof4eNALtfl8gWixB3NuYJL+6+1Id+shnTzKs89lq6UQ2T3lpwZvhPgdhRX0NfW3IWL\npYYK1abvEJHiOKF1a2GrlJwFg0Rv6GTrF2CbEnxvf7eWC4KXFUlTTHXW3oNsG6SB5RC114ql68/Z\nNT3djqpNonvsZ2HqAPHXA62FblSW6hcWpHCsr8O3NhHql9v+dedTr0lQQgCXvyYQJeVWjqxcjDco\njbRQPjK6qzl/Ig13Hwcfl0G59DO17iUQNAJr39IV17VkZ6FbmgP7tn1k53HoRmE2jvYEGecZvmcq\nu5Plj5prN7eUu4JjmMCXJzByf+Md2q29ANQ681TzEwt4DtnoXpG2QU4M3wFwR7C1MFqBLYBNfT4Y\nlI7RUI1k9fIgd7UiRXdyU9AGsGPYmmfsOH4tNcEgKvqCe5tWyAQdMdV4I+jasLq72UIXmnTYftKO\nEWxNO6tM/X3qTbbC7xFo2z30Fi/mgZ6Gbvla6o7cPmiQYaTsDw0Au3ly1Cyw0WE+nixsrZXr42SI\nw2DTFitabRGABYhr0B1tpCKitiGofVfpSef1AHSjMBpHo3tXYxORjQuei5pf+yP5fAxBAlhS7UuE\nywQ4qUIPR7eNmpULE6AG5Bl0RTY3WUOow/1/NHwHwL0Ctt0onfInEVFRDvOZ5KfOa/diQgYn/BjA\nlhIlEtgWCzfVvAS6ueVcu2jmwZWl8xO1fSUlDkJXFMcV0CWKjldhG7R12M5j0IZl2XxI8mkTmg5o\n5Tguvwt1LiMaA65dnciSXs2ciqJiq60HX3VMK9uj+uWL1RKXxXXAcdBbzvAg7UHPxxmt6apnMI3S\nVQqeSKXHWcyzoFvP0mzC0wcyWrA89jfQBfra8QATJzOxt/eC4YsTLbRy1ewMJkR+U11HEnVLA+he\nEL4L4PpwdKBPcp0S2CjVOJMjJQ+OreLFcpKOYWGbbpRuaOECfCuIS8gy3DIOKv36tqKUa/dPpKzP\n0Uaq/etVvTZ8DLYOkGYGY2HnXbZSX/VdnYQ+0p1gCWTbZ43vLV5bMwF6XBcpU5TVKIACbO7F2NLk\nMLei9ofoEZhofTcq24O4M0loddqzkYqk78pso8nVFDwc6/7+HOjqdgncFiZdgRdYslsmum20bZJf\n+dto2zbK+U7bttG2GVczRqaGal16CFKcTGlPhI4rfWP43mQFXbyq09h7MxwfHWjjPd8bngbcR9YZ\nXhHW5D0+x/flxWWL9ZMaZEXp8h9bsKy6vTu57UBUb5Upa7q5zmaJcDBttG3wJhkeW8Jokl/xGCkv\nX6f1tkDAXQHb5K6J213nYb97uXQaDWsPahVXpenJBjUMJidR8+KkSAcNWCJS3gttKMXWqMot0D2j\n221hOgtrkNV9T6fru5t7eVjolgxrXnx/nFVFaj2SPUTPgS7cUyuzArFcyDkXyXN5c9RtK6M950y3\nm1i4OW/lxRe8iWorn4RuZyIPIZigxJMlvWRkXcjRmm7kneiGBkz0ehwM2hx20F29d5cD93sD7Wq4\nulYeulKwxkDSx0n+FHQrbG/ms6ydlDfG8MATpbC1/FtXytXtzMolUe2Ic+geaweum28XaYUJbG3s\npD8xX2Vh4sTGpff52fSx/EbqhBYxyubBL/F0zewERUkXvjhhADsEL1kliZuZ5iCeXUO5pJ1y5xqC\nEZVuX5FrwJJS3uXcjjVdIsIfTojWdi10JT2ZvPrQ9W0TX4+WZdxSjLqXSVnmbd91ykS5vKZxo43S\nxu2SKaXqUs4avlsDLZ/L0Lm09Yj9l4Hf3wC3Cl1pu7gnw1kVIam8dwdTWATdWfhOXcrXhtnaXb3S\nOT5cai3PnkOodlKydas+WYFryN5uH9Xa/SjnKbWZ67ZtdMupHme63VJzMeFAauO2mkWsqM6FrgYZ\n1zOIZRvDXMdzFmgaiAq6Qfnk5EEpANRhPCOXKou/I2BRRukDo7zigHLoWT4r3XIs+iQ5mJYrc1ey\nMqf6EqkJgnfYaatNnxutTUebbkShe+VdZFlZ05X+zWJPoUsW2gTHfeiujpd4DbddJXcfoDEq9uo4\nZtfVRpRSezc1pfrCi2rBUuY2QPjmVg/eXCUV4YJqq3S8CXZyNIYuThoZqLHbFwUZ/fTfPv3Ubjzm\nvsu9/AXcGlZmJ49j1cLA5mgVKR4DfEGxo8tRPkVhy8acm/zdPuijvr6NiIi21DrituUW3yqeEkQR\n9907eiY569T99dsHYWvy9bCNQMw5q8Yf5AuwDODtyw/kwe+J4Z2CfHt56HM+ZHMN8Sr3MQZgTWFg\nG33vy9QPdu12VGZ0bQTZGjOwXnvQ9fmVstBNjYqe3agAUFDAeuzIPVi1dPdMVMPNRqwq2vDNeFhL\n34jyDbpGdZnbpYjMfSU3uFro2iBtpj0SNlu5b6hLUHCtQwS8pr9Gkx+y8Xx+w6Ap78t0ZY3DS4Eb\nK64fI3gQRpF0DFG8CJqj5etj+Utg8X60ONtWNlGUjtgkqVYQz4ztzNm7j7JTKNLBWyozo+/JPaxf\nF7Z9KGlLcQDdqqn60MUyxqAVyxfj+PiJ7zuXC8D1E4I4LydmDbKO21dAKLEHsrZGsBzgT0eO3g2N\nlRgrXG/dWuXcg26GNNYdGcStj6YoWGciavkMwJuoLqvU9gqUPR/bCWnvmWEMjy3J5PaBt7+V2bk2\n9AAAIABJREFUkgiMtbJ0xE8rJN6hbbJrlm4xd015aMFKgXPIRpMmu1kK24RIT5SoTn7WkOf4ufP6\no+ElwA2tlSfDVgMphcd7Mxql1Uo/AEY5ab4chFFTfhb6YvXyq9s4lE6eiQdfolR/EgslqkoXcs1G\nvWhlHSmWx+91D7aj9VNnwQagRdkYeq7Ubv79ftDkdVAycE8il1i3+Dnrqz3rcgbX6FqQi4FPv7yZ\nPOWadg/bScE+maLNUivQxedtU+3v+ESQfZZXuzt1+tDCYigTTlq4bTBvnLygNffARiqoCxHV9dq4\nVUtVSh0y5TrfgMkFNHidGhmvhtmsVc+7+5lBAAddnBySRKrHuv07YBwS0+sh78W7kLb0AuC+A2yh\n5JfnJA5Fcx4UUaRYV6RgqxavFeBqC7d0urIjmdeBGbZs5cqMV9ZkSlBENo8NsfxidYyCh2BUwxi2\nUkUDzvBcBFvj4nUQn+Utx05Oc02Vm/QkIAXn8BPL8veWOgHvFSt9dOXac2JZ9Nfc+nrtmFzWuo2V\nX+Q6tut7WvmjpdqDLkKJuju2exa09HsjCFQzkSj16MfPR+GopVsllSkVW+MOulxJOZvJ1oOtW0yj\npIQxYO8nf7FWc67Qxf6E1q0FsW+D1jaqA3BUSdOb0Eg+WN3rwPvyNdxXu5HPKB4V9CAGfIug4ZWT\nny0uyOKi8Vovt3Ui3EBFVDp12SjFctR4lKDfeqWtANuGtihMq1jcOpiSu1+/0BtgKhtZfr1POU6d\nY5tn3208845o2VmLSz4oG8K1Z+n26tMrv5y3Ch6Vol1DtXH0vYqAF5cZtAWc89atlsFujopcu+jO\n1jDUx2gdRdClnNsPnKsJFoAX00p++kUMdk1XL8WgorcgmCv4Fehal7cFVxmvAt1WSZRTTXp8/ihP\nJGM9grwjQU0UcBv79VtMxHEGRiyXbzY3dWM+0bolejJw98NVK7p6JoplC5qU/QBlF+oQr8Eaq+2i\neYad+ReY8ieD9U7bdqP7/XciSnS/f9L9fid5YXkm4p2IRFXveuU7D/Fs3rr+fBqO767Alx4YZ7C1\n66F9kFkFgi5rvuTiKIjonisfANmap7ZuNWT1ZCmaJPjyvUIq98+Comdt9SzIFdi2O5Wi7wgsLR9M\nA+Q4c6VM/3NKGy0YUkrbWrTupRYpiTu1CVWUdu89v0PosonM/R3sTL+mq8fFyJW8Bl1738ymRoZu\ntSRJiyptMlBQY08R9hGxdEvD8D0seshyWcomaNuo/yUV37uGWSo7jZPvo7b0QDc5zYnfDS+3cOPg\nFUk5Sq4fHIGtznfesVo81JlL4SKqdoOd1Qtkc071ty03SumTPj9lYG3bZ4Wwhq5sjsiSPQwa7WLq\nB+mfesZq4cRxFeDaVw9b6+7dB1sP6QjGSZVX/01cdg94pr/Zxghk4XJ64EX4WhjLJ8phLVN8bAPh\nhTDrQ9cZHMMQrHebe4VN0eCYCH5kXCvoUAYGLRHvcSIyLu/RhinlykxYYXmhy37o0nQjlWstBxFS\neeu4M+gKYPGeOuiSdsXyrZKspX/o/o2fPW+MgFNP6vAW3ogQuoRr2zSo4wijPp73vM2CbrdSLyLn\nhTDQHd1fDG8I3A5sg8E+g21y5/prgzOZvCLtx7VpIrBcGwS8CF0iom27lxiZBwPVV7bJ69vaT3JV\n6Or/okE5Ch4AHr7k2sjCNpmIaG2W03th21m/jfLslBtZvCH8XD+FsxWwRaQ+bGP49uqKIYMCz6pP\nOKuRU6CbuQO5fkj634T3Mk6YKuxKt8jjHacNstVli9ClCLL6ux8bqX1a4B+Dbq12LjI6a4iBbKxc\ntCyjvHV7lXacuXglTqLI0uX2TLU9o5+BYtjIY2Metr5/on6xfW0DnNUbB54I6a+RDGgBawiGVm7I\n2D540TBY+gWhALqz8GbAHcHWwnQMW38ucE8v8S+ZTy/LvrTPCqWDc6fhTr9t/H7kTDnfqSgfeZAd\n3yjjFXJfSc/DersjbHtu5H2wlT4UW4r6WD6hDFMWOWjH6Xr3Xlm1mE8Hth64/IpOlh3rwNYFlyXP\nTIrSylTeJIQN6q1bZT0q2MaWlkxSpJ24nv32KIXpHxb3f+Xq1oeu4hsqYqL5mm4fukTFYj3kXgbo\nRlaQdSOLhW7XNcdjDtdv/XedZ5O11rGXdYI2tfpP+iX+OAp/JxJ9omFLVDZnVsS2/IrM0B9a+Umd\n0+fjDVWASdJW7ixgPh660keDRloMbwbcGK5T2Ib5rEDO5DuagS+GPXHDAEpNufSUtmOFiq47aomy\nilfiludsN7rd5Lh0ptQGBX5Gf1rOtS58OAxgm4LjPW7kHnyH+VmAVDjOyuxVrslg0ydt5VqlZpUd\n5yVpSxDIVOVLmXKS+1j0xI3sJKpn3TaFzepL9U2omWkvltm2lQ0FUtW6bYptC/pYfb83QJcotUkB\nyiXAwjaR8mLoUlOsRIlbpdT6EejijAUfJSILVMCFgfER6Epfs9AF45Lie6nvsfQz+azvabevi01U\nf+QA3sWs3s0OoFWTLF0WTpx00GB0xxEYbdROsPcigm7HBB9nXMNLf7xgDYrPCVaWp8oGZoQyIobx\n+TCbkSNqAs/nOrss67jacsKZKHdyAS0Um6VfgS2kZUuklMlq0HBt/9TvEWx7LlUNsxiKfUs3zh8l\nBLCpPGqMAN6mYlDF5D8DqHoLIhGRPV/TNt0A62bssWDLltriAInlkeC7DeUa91DrYsR4vl52EkE+\nXc5t52xuLmW2hli+GpWIkoEuIo0oGVBYS1/ul4auAXL9p0wy+ISG5Rp0CXYGs601hm6RZYEOQbDQ\ntRN1/8s7vrx+v9Vjg2HLz/Tf6hvsUir7Re73e90bwuOB+xlsGEulTZo7Gzdakb4vnnN6Y9U82Lrb\nT52vfPftc+QxLaIX/njBq2EbWUmD2NcKEwQZ/LAJAsBcY5ljIt5yyPqhdZLM0E3qD5WyfGbiNRiE\nLytk1dkagOFcKqp31in77Q74RYspgFkE28T1a0k8bJvl1ckDgeuhauIrOeVYrkHDBPXnuiUFJgtb\n+xOL5vPG8ZirDAq+f3XpYEPYMsgYbDpU+4gRgSdDBYft6Ot0M20O5WQGOVu4dRKZM1Gurx400CW6\nUVLQtRYZtzdMDSOwNkBJRmIBahAcX9PNaiOVdllH0H1Muc8tXVL3ALNH2aUN5TOa5N1uN/r4+Fb/\nfqrAvVNKn3S/JyL6rO9mZ8u3jq1m3aYGWjo40RCY2tPcWT1cxzDnc3xPj0+CMLzNm6beKfjOdn1A\nlmp3IMzISZ7tk4RsweoZongF2VJQJVGBrXfdoIVbvuNxJLWBLYSRsuhOxLB+GGcnbJsl1eDJn5F1\ny3lb2K5Zy+pcuw9K8KDOCGNjPbs/D9kb/tQi/+bxrcrLkyVcEtjKXdpuWUBG4lLOeVMKuLVJtdKU\nqoLJoB4jAv3k6nIjbFe8vW5i1/pMlZFlTRthaH0+AKiFq3zq6y0vFU8s4UwWtKWe+9zL1JjCa7rN\nZe2gO7foVkJk6TJALHgZVngfubxUbmP7k/NyX4tl+42+ffuJvn37mVLiRw5Zf5T9IGUp6ybt1NqB\ny2ytQD2wOQ/CSmhtz3kgPPX90m2AspGKfzS8xZumXhlmruTXiGsVGel7nUhmbU0ZZolHhLrSWbbc\nYZsy4CLgi7Z4teVrxRqFaGBEfcBNJCBO5I3wnwjbphkcKNHK7ee3FkdAzYAZTBg4FqSJ6jazaAW0\nAN1bohtAN28CLobYRhtRTnTbNqq/fkqxlav/sCdar4uepHD9cFJDYT1088iSBv8cXM6ZtsbWjTK/\nBY20pYvt6AFDcC2CrkxmUYFreNYyEpkNXeU+n7Gma/Pxin4nXFS9ozbxY9jC3adJ7VMgzO7kBMD9\nmb59+6X2y9S8ZLyWW97VXq1trmVKYNUm0WOVkrNqiw4bVYqJqyHLEw2x+K0rOan20tePgfeNXnyB\nA3eUJow0TWMV3Vw+h4DBWR/rjKAUHJQtli4oxAwduH5nZdJEah0HrVq5MIYvf4fPAxO947BdgaR8\nRLCNQeotXQ1lcCdDOT0LGCSHbiCTAqW89GU1IdDprGUOv2/8Uf4+vn2U49uNtnt9zKt+blsuqNrq\nT7CxO1Y1mAeqABG6FVq/gGNsO2w/O0ngTTWt7Wpn3PJGeSs/FUnbVuqxcbtsTY64LYmI+Net5Ewk\nd9eS7Vi8TeGmtPByDIb4ABSJgrc9QXO2JpnkQx4QURhNRAapqKfD2AEhMCXil+nc759UfmXsg+53\nfrYfnutv3jL0iY3kX4ea6DSYFJl71Xt3tc5nZOlG5e0Lb7BLGQeQfC/nAnC65CPYxoNz3gFTLE8A\nBlTquoxJEcvBbPQAt3Jg7BarhkWB8zi714MJwUruPM4e1fXsDroBZ/ruWge2qVWofhvClgB4Sd2X\nZnl24OlBgdd0nF46XX79ptLIMRHEJzyly0dLgtpEQdzIt1RcybePG3376Rt9/PRB3376Rrfbje6f\n97Jh5fNO9ElE1aJte0Q3eTzD9gV0O/K9j1ywRnglN7YngraA96PU6yZxcs6UtjttKRFtibZcZLb3\nAcvT7lEtD67LzqGr4SvKmsi9jAIHknM184ZH7RZdc4HquFrJ78knDjPorkPZT7yLNyIDcFM73rZP\nyvkOE/ZQgbg8dUjQpvqMtAneq3oXcgRdhWM5snEOtPFqeDFw12EbWpanwtZDcwbbiTgnBIRjnRHb\nQiBK2xXJ0Ysu6Kw8+FlsBFy5lnsRl8Ix2E4gixMdSDKGLYJNvkeu5qFF64AvAiTJXMvY/tVHfGjl\nFdAakN3kj63bn37+ib79/I0+vn3Q5++fdPst0SfhksFGGyVKORmZ0E0rMmnAshLToLJpNGzRlcw7\nWbUbnOuSc6Z0T0R0L0XdiktZHmHzwLUyyTWZHFrQYtDuZe1GRjclK/PpyzGaeUpEQ+sUB2XqjiVX\nbmcUr4YIIOuWr5+ks4Vb5Nzq8/2fLd8CXbZws/tr+eaWo1rMMJK2f+P9IjgpITh2aC3XGNgk924f\ndOM0K+HlFu41sMUog3w7Hc6lG8HWKdYrAs+dUd3IME9ETVEQAXgrdHGs4hjvWS3Sh4LOdNLMb9ym\n7Z8F2ML9YsXM1xRso/SxC9SDtQfayPrVkFXXo34MdVbQThTKhn+3dKOPj49i3f78jX7+9Wf6+PZR\nYFb7Cyu8lEt/SK158FEg+fSg6fcTuFlwL4yMt9RAy9BNde0v3W4CXM4g83purvW+kX4EyX4KmMSi\nTXDcsnV1iaErIBGg4+M0RJSSfzlGBa22cqVNvHXKA5IUtL2VC7hIMs7PsMD2upu9R4CI12jLa2Fz\ny9O9uQ7cySrPDkJntfNWrtmkZpTeyu/l9tpVwdvMkdrdGUyeMLwcuCX0oRhHn8XRim5JAhV1EbYn\nlT0Kvd2GKaXWp7S7GDqImW27ztJmz0uSuFEw78JxGLVpCo7HsEXwAWubVTRyR8/A68HqQYvX7Gdv\nMubbXHc/hApY2o2WfMyH2vK9oQXZ+ePEcv8TFG1B46HUHC5tkiDtrsu5kX5m+FbkS3VttwI3326U\nzDPi/PgIWrgiL4M4tomiYMcAAthvpCJCq6n3gwdq2ssWb9Pz0YZBtFyppYuqIBDheo9hcG7ACVj5\nLvJk9clvr5PzAmK+zjuV9Y70uGQ1ISIynrpg/bulS+Y+DsogghesPBbiOxOHNwHu9WHNup3Ap5OH\nt2hGcaSYocVjQugWIyK1O1nN7FOL5V8Vx3n2u4prnowfx7voGmyjtbleHPyezKcFsAcon+uBV1+n\n8NoIsggLaYNRSPrDdBt3W3Km7b7R/fNOn799Ur5n+vz9k+6f4s7rF27dy0ToPrRWYZv8Vagkk2lS\nR5w/mfvE3pmqHDMQUFWYoWtyTnansg2idLEO0l7krnnLLUGcHnSpsrIkblZpgy2m1ZargzecQ5cn\n1kms3CNrub14Unk7sUdPB7YrtwlRAentVq6V/Xi8E5mBK9Blt/PI2i3dRCBfu5r6fWL1PZOyckft\n1SZIePMIiN5Zz52GZPrvJPxhgIthBF99SU3dqXOlncHOuVr2viDKsH2vPbHNteEl7aysLGwteMOS\nQssX4b5P8tGyALpS5XQELsjNxdF/cn0MRw3wdSs3grtc8/IPWkEFpTYA1r17lbcK3N/vlFKi7Vbe\n8HP/vNN2559a9FaWKNCmxpqMGM+7W0lAQ7pupbnRHT6pLIFL0c4LWj+NPEb8LKdYuOKGtop3OwBd\nGyeCrqzpEir0Jnsy+S1Al9tC9D8A9qiVq2bKJqG//35SLvlge5Q0WwVtqqBl1z61e6LBq9/TLn2T\nH48qBSJ4HXTbZ66fvB7b20gVmcJ4Wk92HgoLHf4PB9w1S9cmCr52QBDl/RhkdXADmFD55faRm6Ky\n4C0RcPDbwOliASrctYkzDCPY1ghNjjWXso3vXcoIWh/Pwlkg4YGqz3NeHrgRfPFzIeT4y6j/NAs3\n3SlT1o8FbZlkJaDO4CFnb93q49jdWjReNB9L7V/MN5ZdrFtqfQrrqyeI40lHHLim9WX5A+jG9bWP\nQ42hK++AroAwcYbQJal/A4ezcqFmyVu5MXQRtiFx1VhGz4Bto+z6pnknMiXpHzUOWrLe4i2wtaIx\neNtquINu3RGe7PccVxHbRs8YST3/exZ0J+EPB1wM67C1xLXp+q7k3eXtCdwL25BN4H5Bq7ZeN1Yu\nn3fZqnR4XuLmqskP1SmA6ugYv0cQrd8C+JE5JtKQ9WuEIyu353buW8X72oe9FERyf2IokoAq1zWy\nz0y3jV84kNs1PlZKreapN/BwprovO4sPLI0o1Jao/xFMWHwdmrIPrTN2KSeQF+9hhj/rYrb9WqBL\npCGSEgXjwk4yOH4PupiYiNoEQccJ3cuU1Rpl2KYw2Rl5L0PodmFL2KCEVq69xPXlY1Jvr9ugjVLQ\nt6IdyrBTGeQtsIVHrOx9IoRs661+srLUXhayairab7Mwq14f9uGHAG7sbuxd7+YCg5nPjMuKrNs5\nKBL8W49S6Sx8Mrby+pLzjBg7Cb5gHmfBpbOjElDS6nxbuuX+dDDoezZrYxzYEse3kwWphTLjQQNY\n0s6AW77fACojS1eHqD1FQQj4FHRVRrkBK2+5nWFLhSdEfIxWLrYP3mNuqz6YykF7BamvgpKxqbHM\nG2zqL1RtnGGie33VZN5ys8hZtrLh79Zys5tyRm/JkjrYSQXCRO93iN3Kq2u6/vEiUdzewhWrixqg\na2MZ8MQwiKzco0F5rDK6xbkNCbwMXDe2cLntUbdIO3Pw45gzZ/DyP/DIjoG+TSqRiPSsJYLnTohS\nZwLzYPghgCsBldsMshGkEYMMwJ7yj8o0V9zMvgNlKCsGj/0sQUDbToj1Yd6qwuD10NVKPALwqM/t\nfbQAC5hNWBrs1CQl6bukWGRhGp+PwWnhixD1QO39ZB5OBrSF2m0GBVn8RLlSSuRyymBJZKK8bWVT\nCMn5tk7WuYkIG1ZI3GRWedauAy/hD3NU3RR3sxLlJiOv+TEjt4zrzdx+N7rRRplu7acFBbZiQfHv\n+voq6v7NkG31qbJiH34cugRlWheyhi63l1i5uI6poWvL2wuPbmiTJ95hnQB20FYNwNZyrOCFDoJt\nJeOK2jjCvBnwrVADSjtxUnOUJoN3wPN9cJ6IA+At+dmlgN1ZENEPBVyvvIliBV6OJW4IW5u7hWSg\nSGPLFGFp4ZyA6VoOTKfPu2KJSFu5hbeNvE2Z4qwYoYvy6Fmp7VVx4dqCXgvqbiX96fLi+jfo1Las\nx+gFwLz6MNTWK8a3fwjgctz7ubyedRtDF2fOAhEisdLGFrL41+r3jWi71abKJBZus3THEyfiFk2S\nNSWrPGU6wJM7n0f9N5hQFKUor2mUdgGXo8ujVIp/RSjnmo96DrQ2QEcakQPbFesZTxxj+EpeHoLS\nSgLeaL+EjBdl5cL6ZAjd2oo2vfZU7LXKeJZOrQy5CdpiF+habFkLMrW/NrGC86nWr/CP3cMWtDj5\nl/blOZpmZm7F67b2li3W4RXhBwCuhWgM2HHaHmxjyHlwx5ZpDNtY3hXYWllt0EO6DCR0qVmXFs8g\nUfGp/GAGWeTCEoLyF63dUiXf9r7+AE0bR+Uh8RCqvePIdaz7gnyP4RuBl6/fCO+/zhtqWjVb37pF\nBdTpyxk/shgblNWtbC5mYwV4oaj0GSLnKbHgMUztZNYEqBJm891Wh+XWFlK517nVo2yQgZkGrCeq\n/NRkQfouM47AskToalcqf843UmGZ1hqVcYdxjJVLHeiSFghhfk6Qdpc2qS3W5M1iXTapoX0IElAm\nXmrBsaT0WaJSs5ZproUCxlu1kzmHVgGB7Pqa67P0WJudAesXArfvirXxhlfV5T2wHafXZ3r59mGR\noJNJOXE+HrAW1vpaLAsGUdzRO0Y1dFcsVLGUZ9C1IfIW6DrUWEE0acsSMelEECfZ08EESOK0OxSC\nVEO2/VEqMgBo+VdRLIhZ1pRqmrANIlcku19jxSCyqFyqvtJuNWXl5DzVMw0c1DToELquDNXWUW3r\nv1lFNiPIUtxY1/gS/KR/UagkLOuJ5bETqVOcN5u2WE8y4yKCrga5hzS6GxN56Oo4YuXCTMYAluqk\nwFqBmH6/ZRuF6icTo1fVmS1J3BUsYrcGCXSk9vTIeBTPhn7MCydO6D2wk1AEYIZ7Za1cMsfrwbr/\nH83vacC1NwFnsHGcGs9n9HD5SzCexpm4/DrKH8uPQIv5tn+7bQfxgvYsQdu9Froohx2wup0sdKOy\nbHAV15+jCQvGwbolaRPlSsaB7Y6pgZT+f/beH9S+5+vveq997v38niio2CQBIdiksRAEG0Fi8VRB\nU0k6eZC0iiKKUWvBpFF7QYJYJFiksglCrKOIhRaKEDDF80SQ2CTP93PPnmUxs/7Omn32Offc+/nz\n/c6H+zn77DN7ZvbsmfVaa83sGQVniueAWR6n1ZJ0D9riWk2fsAAuGyBFsZcqPjEbdQrGDhWSqeI1\nkygmCnD0L73cCbqeTEfeDA83VVTglBaNOCtRvu3nm2QmtMbom9L3Dc2Z4cDbhfWsrEJBIqfjjklY\nupdrt3I9pivx5T4ihLOw9hCfJ1LdBuxJK/cBLsRJS5afQhKlZHayyveHzbaO9EopYMqTjN8rbKO8\niseVBXzL8lxXwozQM/2Pimd6Lnw4cEuInoBtaRXkOCWwnhCWaa1+SLDw95Wuy0BZQrf/GNMr6+2w\nwCOsLV1gbeHO5z107Xsq9XTsi+wt/0OFJd2f3aYJcCtbEuSIVeXTF9CaxXriT2ErG77n73a8bQno\nlOqPR6ce9Us8no0XuGIxLC3IGkjyXM+Eno5NJAnCH4jvlQqvSYA+dcWc+tR+uyJiQtk+5byrqynt\nXhfMDSAGN0Jfuaj/2jc5AMS93LPNOyGRtVZVULpFTANy90F3tvZ9X4wu5Qjp2rU8i35IHarbtY6T\ngV1beDFUgwuk8d37ryFdZ937OtPO7WFL2h+m/ZvHb7b6FEEWxmiN0LdarMCbATyHI0vfnlmsn+gb\nup1OrrVKGViFT3YpPwjbAiqnrNSqBJP2ezuvIpVzsEgdfsKwNtCYp/9u1kK6OpwjbUw9VA++n8uv\nC/l6PAJvhK7reGeCLytNPyDWx+LZSl25S72FKnEm68rFUUy7oggMzOU1/61gG9Ys3jx8XXoeuOwm\nBbFM+hmw5STU2KbJSPBw9CGqPXUQ0QJkgVzB4AC6Iz54FlL+2WndO5iOyrBnpc9L6svO5+bCzGiN\nsHGfeGW7CWlyIzT3HP0ykONdXK1/SzyA1h8XVvwMIg9dSQ32HJfQrYBsUDiS3xn6R3GsFl07OoCw\nX9CmgvjQ03Q2fBaXNNp79PpsbqeosYEFAa31OB26GKtWAfEZZtjG2cYRor7+j4GpNeKrhqTf5bqM\nr89ZP7x/tvInAvcdlu2TYDuleiYZourQlSnBYiH6gqBXIUzhXsLxBI6qEBHWNCTJsavDz06e3cpA\nDd5Z+MR04r3mOpi/m9xdPwQDcDhpnTHIb2f1woS2k91S8RNkDcyVO3kLx5s/v9nn5oHroFsBF8Oq\nJXWpDWE2AKxvXw6hLUKG9H6f0/6l3rKbNEO3n0SgEhMXz1lqH1rP+syk/uVZpXqWepK6k3gSZJyv\ntSZ2bIDuCr6BqqPNVAqKvBYD4M6JVLXyGeu0eiVFVYkDOHqoHKVTW7e1SnQcpH1KO1u6vCeZnGWa\nPdu4W1QHbv+97zIEkMJ223iAWOpxhm6cCBpKfiKMdBSuo/5CbR3Jz7nu74HvTzBL+XY4B+gVKot4\nR7AIkCRrnCTXkkZapRPgHRq3p4fLDIgdrSiWFxj52sfCbJnX0WqFYoL0JGTzJ4r7Ikz5a/06kCpY\n5TGQ+4P9LkK//OtgxQq2ug0d6bZzHiDyjqm8xiLjV2j9PBhd0usxKuXetS/77+ZzoJ62KlkutrxO\ntoIuQvY0rtZEF5nlthv7QaxXB9pUZ6H+GmPf975v7i67+25AExCMviWfGOdyhWVLVn9z1jDL6zgI\n0AWiZWmfs7BdWVwZngZbX+9nAJvjrB69TXBKDWJ90UMhy7SiJEnJ6nsdb6DRskzBlPQesyKfFc64\nlaOydDv8KoB7JlB19C5YVLCV+BanzsNbCXpBEh7rcpiV63/zreK9sJ3Dea/DSes2fM5g9ZcGi9dH\n9wIfBlnD8eJfgi2SoFjC9mLA3TYCXTbbgq5xX/SBGa0N8LbxPulYZSnbI4UzbYKrfg9tbQ7OmQ0y\nzKprOArw8YzElazPgEdaAl7f3vIzrdpwVGr0eWz2Nykvow65NdAbYae9Ky6NsRGhjf1yBbZ94QYD\nMDuQkhx76LqKlrh2V0jQHbVXQDe3y+iCPAKcz82fe4KVGwpn+ZD7/+NCVAS91WsWbn+nWpXfANuY\n1rp+1s/iqXfj4LsC8RlA/5TAXbpp/XH4/zyA1hqcpWwyMMPWwCFtLJcrCCqKjTWXoZa0ZPC7AAAg\nAElEQVSucQal75Qf1xjPxDmAa6mwyGd6UlTVg4tFzrIVEMlfAm/1Jy7mCrwZuuJGVthePHi3Dotx\n3DcT6J/UWocudQiHSbby1wj2XqIhEuU9H8NW63a4gnUmtIJTUuMA3TrJKOziuLK4MqVwuS3PwPVW\nrY7zbYTLywXbZcPlZcN2uYBtgK/DtjHaGHPUTerl2Tsr19dUL/WYnbyALrCZe1l+V+h6oNawna1a\nJCvNW7fV2KBPawXYKs4CoARUyx5K27nf6XwrxBaTFWPfh7pyMPZABqzfwerO19ePEG4ZHj8lcJ8d\nZhDYcTXeJNr8DFuR6waEnDbpNU5ACSSQskiNe3YpR0s3a9/PC16RqUV0LAPl25njE4VU1ynWmfg6\njvCVTg8HV+vsE3yPoKugkD8Bb4fE5bJhe7kocNveQDuhEaFP4OExHsloAwLUhhDcnBvQy9Ly1o2M\nqw4fx94cWOWMtp2ssOXMvQLHxXP07c33jVjvoX43sgloGyloLy+X/vd6QduHK35sR0g7gXgDbQLd\nkeZk5QJx8lS3ZI+hK6AdFj1hGtPtdSoxIzDtd57OV+901nHkd6nPo/dMfVqrmcoeuv5pfSR07fnH\nviP9R1zKaeehoRxWSkbMI49/f2w4Y8HeCj81cNdu4IUov6GdnIIFxbg+F691xzRW7pds5Zalros/\n+pY/d+u926eHw/pcKSzkbo/sf7FeEJWWWXmJCoYHa3weAuEE01DvIhw2IE+KCi7Q+GfQNQvXPzIG\nY+NtjEOOexLFKO2vrq++9kg363HRNIIiFMWwQXcd5Jk46ziAZ60NZNhOdQ4rd3DjO+WHIMIZ7rGZ\nMiqfDJemuJQFZKFdAbroPrcIXeQ4zVzr3r2st+vhK/DM7mQ7L+dqqy0CxuDpoZLiyBPUvI76tED3\nVrwzoa4x+61/+vkK8Z1bIO6RK0MqjLME9c935XLOkLwJ6FQ1tyF7w8OQwlngXgD8TwD+HoB/DcA/\nDeCvA/gzAP4ugL8I4B+cTOvpYYbVKk6PF1i4hBel32fgKSzKODEdb7FGQHiQF8AVAaXJ34IYm4Dw\n310diGZ+y/3xtDDV5a2oDgBO6IqgzYD1QjoIbA/ZINARPjWPoIUfWbguHw/1NEM5TAJiH39MyvFp\nbDRkO+tx6PzL/jyun4AyR4NaZF7w+nNIhM9JdGll47+jvHwklKSe7XgVvGBurVuxUr62M/Zr03Hw\nmJ9XNqKVq2mD0iQpOR6rZwx/g/+p14ppQMG9LCdgBybMyR1zOO/jyxl18Bau5nyPOoNdjvS5zpCZ\nrd07QrhZBlxaPlJ0d8vdkHtG8spPA9Herxr32NqOtu9obe/gbaybWOS/HDI4g3JVuuzjJLZ1YucA\n+qi1u92OAgD4dwD8764EfxnA3wLwZwH8D+P7NwoPQOMGuEJ/DILihnU7/s/2wgqsdtUN2AZN/9Zf\ngoVLw0P/0PVYHJ8LLs2DipKfauvdRSJXkwGYEbCmAE2XO+SKjbuuR8iyjCvobvV1E2iP4p6FeAD3\nfO8z1A/i6F+vGJttDWtfYSyV4MdU/R/lY3UFHyspoQ8VTUYW/NDJZI3Rrjv2647r2479esW+7921\nrNsRxvaiKRdtRftQcez7Tnw1TBrRpm1G+6G0J5dXVC7sN+3PXi+wFHw1FN1AWu06RPmyinOQQBk4\naRVRFnAwRH2cbqkGYDYGtx37vmPfr9j3N1yvb9ivb9jbtYO3JWt3KEFngt2blwfkfo/1Q/4BxZRc\nOvH7s8IZC/efAfDnAfynAP69ce4vAPhz4/ivAfjb+KbQ7WHdqFYVuYhJVUXHc/oQl5YF2YPV68g9\nfC+EoOdK4HorxgpZ5CnWLakF4qPFSR/PWn+1CA+2T6vTcNLqItThLMhjnY/4QWAJgWOcDGATkB7A\nZLDaENzKWXgLvCR+AKkDJYYWLufDmyni6CVEK3dR4VoHi2YxMotWrvs5NCmmZRMjkLNsBZR9tmlu\nSdbeHGwU8nP63lqWFYhIjhujXWVlIm/ahMKN8pkdCP+/3l99b1buDURpIwTAvafrHoiDElF2Ifff\nwnmIR5dhJ+xT+uTUN107IMhrS1WtE8R7tXwv17ep+e6RKyobu3J/+bqwLSEMmrJQSb/t/gx7Yh6y\nYyJhdjNrHRy5hamIk1fL8l6G7GHoB8UQ95Sffy6PyM8zwP3PAfwHAP4Jd+5PAvijcfxH4/t3EGat\n5jDODTLMwuII1AUs9MwM1qgERM1MhbIH7ihQVAiqvEQqQOUBiYCk/vu8afawGNzn0b0ehqUyECLY\nt0rLrDT2AogeNPabQE2Rq5ClIZC9VSIA8JDNVs9d1moVV1zKLZ4Xt7J8ArD9vE+7lHG7XYxrnfiE\nQ/rhI6raQR/D7Od5rBLELcex4uR+VIZh0Mg7o9xGHm0ItjYWvWhtrgcS4afUKu6MYCwhyzD8uYlV\nJXSH8ze8cmc3Ws04FsGvEBwP4uyj9b/faAIHY8M+rTOTpBx0PW31BIBUv/15sx73++x1ymNaIO3j\n2VBf7ELfTR9x4xivgfZwxagJgDNkoyKU3M36sIS4ubZvPZ1eF89a+OJfBfD3AfwvAP6VRZxD2//r\n1z/W48vlBS8vr7dLdUcw6+bzQrCiQv4UT8PLQG+pyWUL0HrYZvB64eXYakfWUNQKIdEufTxo3KwN\n17AN9Dtd7z6tXBdzvKzcRJDmdDxsfTpap2T1phbyqr4lXoLu5qCprlYHa2+9ejmuY5F7F9ptT5ND\nsvEy+rtvQxGJHH4bdx7bg294Psi4K7NZf7rSFcreSy6tlfLFzOCNxqby7l1i185uCiFOVpcoGnL/\nA1Le1ayWjyu/t1m0h4Umu+nKXrYFnkBBMt4gE8K64E8z2AQcdndSUEg/Grc06g2YrSFyIrx8MWvq\nj3ZB6shnWPDu4K1cp0XJHYR7lWNpY71OG9qY5W19zwNVb4asfizYDlCSdfbUSftfjXtLPr6MdRBw\n0sn4vRxfv37F9frLccQRbgH3X0J3H/95AL+HbuX+N+hW7Z8C8IcA/jQ6lMvw5cvvSdGONdzTgRbH\nnx+m+1EIxc5O/iuJMIvW2mRVeeAG6LqM/YdolWUPHFatiIiT2nB9rzX8TqQwxZ/cv+G4UEYcOCml\nd8tL0E97qLq4ktf0HOxv89/FlezdxS4IINpYa9BPBNKxSjihSaTrFsvzIxHk/tUdvd+smMC1pznI\nrFrJe+UClvJY3dLQUep7BPfJMEwEpoZGrb8/PNphkM9lwUwZDHUCrQZz30pezWAroJMI0v20BlVH\ncZoQsW5m72dcs1OSbI/d8TlmMksFGSKiLAoe4LBOcoKB70seqKJ5TZZVhJyd+zjazv6PpP4pXA28\n0jYj+Gy/YqcyzoFgr17BqyW2FnaGbs9/lI1jYlLnMzStLlfue98L9YiyJW3xX1+/4PX1Vcv1yy//\ncHWXN4H7H48/oI/Z/vsA/g0AfxXAHwD4K+Pzb95I52khWkn9M57/7EDp086HMyL8FZw1bHvjzMI/\nbmquMGIvonwn5WjdDsEk7xOa/euLN1u3KwHu6/1s3dg1RT0FeGSLNSUnAlrBsACts3K99eqVIpI8\nPYgR6zxCttpqzKCkgaETexo3rVu10ioth6Kt4+YCB9iSxo1A1DaVqtePi9pnV7jA3JeWdPWraTjQ\nVsCFCLQdaMQqVnkIP25IQDwO4qbO1r+/D/YrdAmgvaE0gBWbZ6+9/hM52Iow9kqqPzboMg3owhL2\n/6cMIQpudSMeAMZXcuc5xAvCvUzy48Dr50P7+xOQSf7Z4sxQDG4L9xfkN8bzme7Jexn8TOSch52v\nZzV71z6m55MhK23RtZ5FLUUF6RaH7n0PV3L9zwD8DQB/CfZa0CeGCnKfS9wAhUAB8pEMsho3Ro0g\nWli7CSIGEw4TOfJOF8NA0iEnHcuFKdJZW7tx1wVsz9b7EchnEK+sW98lEas6/Pm6tOfi6xgRtPnY\ngVZXlPLw9cep7FqfDbrIv8DB3KHx9n2H9yqRs23dfds9RMscThI5m8Tlq6/wMMNR0pXDIJ7v1fhC\nep8NBIyxzjYS4gb0lZ+yJaI1pB6WLkSdlcHRqg11yrCy5zrU2unSPww7xgY/YMsOcFYRfUF9eXmj\nu5X7WG6UOX5Slo4BaqF9W491EI4hReIUJwrxfG388vFhBqo9/1ycsmii+LtTcp+6+clQOOdFV5K3\nQV7RSspcBeBKacmwNbc9lTsF+XBbVt6WhfcA938cfwDw/wL4/TuufXq4pUk8kmAS+Yvj6toYJwDF\nNzR3YCA2wZnHBf1uG2L92vnRuFis2TF+pn/p3UGxaFX4SPDaWXSb3Aq5xqbfFXxzvZjFnuNGMLrM\n0rVi0SWwpjqtlJiQPs3pqBs5LHYR107u5+ct+XxQsJIJJ/101lSGLYsyJcKdoIrV3EYouLaJZmex\nt6y5dei21qZFNibgblIP/V79cwJBrXiRqNzk2i7AdNH8UsGKQdud3HC6C+8Oz0Kv8tbyIJovr3gQ\neAjWuFuTjLED22bQNdgacHl0pJ52hG2YqXsLRMs6uSXUI2hujzPmseB7Qq1MZPB64Bno5hSynAzt\nVq+R4Qh2+xxTun62ui3dozoRWTdbuXX0Z4DYwk+90tRDoQSB//ks6TN0R6e9eX2GhK12ZBs421qk\nOquP+0vj5s9zQsCVh8SCSB0jaoaPaDPB9jx9TXk2wVWsz0EawB0fupMrizXFmevZWXYK2u5K3i5b\nve+tvgZU31I1Czx7Q3OVhLV8ndY2Wd++LKNsS+A2RqM+Drph6+0F8B672sIVJSP8BvDm7k927SGR\nmmK5uCrxdSP3FuWmINHMP7hDJ/i8oStQZSfldYJPaktZATVXf4eubfHX+5C0E7+LTdzacgaglG8V\nTNj7vpdn1Vbg6Hmb1WZ1ZOUYz4ajAh3jHB0vgtZtVKIieI/EW93fRKZt26bufRtTb2HbxbgpfS7z\nQ9rEp4dfMXBDT7wZp4YQhUtN0DvNupLCwowpH2mUknZskLKfZABua2N1loat9W3LujTL7yIO4TXa\nJekZIFu5jwS93VAXvh7ief9blaey1WXgBbdC2HViX99HoJ3A64G+OaiSWyf5srllHCP09L4cFHPI\n0O1fYg3qOsbq+F8oHwRnfW4Rik5TlEtba+C9w7Zn29du3tqGtqX3edy9EJkbXcAOV28K8q319aFV\nORoTwIhRPNlYL0OAT/EYsX0qg70rOArYIHKl/UldaFtL6WFMZkMfzt4gG6ELvAi69R8EtE6hKD8j\nED04Dba3LOAjoGTIi1vepxHLpL8RYJsZ3AmpoBzN4I/3E58okclHAW7eIze+e9v3xdXRmcZ6PcRH\nHazdcc+U+th3Fn7FwB0hCHUnPPXrfQDy12RgVHlHF6GHUNwM3RrmBdv2Mhp6Q+uzVsDclwDv0OW0\ntJ0JcGub3so1zfmRYPk4IZePqD4OqSRoTuccZK3+ckdeg3eVdl7gQq3F/CfQJardyMVt+c7vx26n\nF/qTPDXlwrUlpwSoQnBxru7LVpapb5jQgL6yXofteF1ja5uCOD2NoHSs9vjt78duoG1MDtOHEhd8\nuNWNgrEmZ9j/JgpLP1O2VadkiLllwHVeiJQv0d7Hoscka1lUXxTQaOUmwY8jK7ICUgbndONTGu72\nQl+t0xNFgVO/dr+JPLgbuj2+LLohcBOZFS1cp+y7vtePZajMZNrl8gK/CAYP70sHrTyTkaa+0uWU\nijDuL1Z+VbffNvy6gXsSqGY0rOPOP2UBv/p9Phch7K3c3jAFuK3t45rdtPINoCaNE6mzWVlnTXiO\n90gQAec+juPT/L0+56A7QRThew3ZeenBHDe7iP0GBX4jAm8B+jYxjy3W1myEcKy9sI6rWGaiaBAM\nfg6EoWzbKJuj9gRhlg3cR93x/KBiG3SQd/DlxmgDtGZZQ/NXoX4miHAM9RQrLsP2eP6K3rwpSQrc\nCF6/jxADIJZJVQJdAZ2AN/YXA85hgfyNqsJix1bsnI7FdYBxZfZx5rhIx5oJFFSFjIjB5+mOHWHj\n+Gvd/70cNZdyl2kCXFlhjNWCZb0vIoEtDeC7wZOnbMjw8eH7B+4Zqf3xSXyD8EihZ4DbiF5ukKSd\nW/pfBPF7yxLzAaLCEixVHIF3pbBI2t6SNzhnYHhvQVZkPFwzdAW2slXcNiYPqcwWAWc9f65DhrpO\npztwgldgQP5YgBvKZN+3Lbq9g4vb5888NnJnHY8VK0WWmRTgmBXer2uNATRdMUvHa7kv7MHj/Vif\n313hIdiah2DVZlVRS/XnFZkRFXztEw+pcWo/Kw/QLOCJ5DYMxOcnTT1b9X1uyO/lzu/pFtcEizem\nJn/ejZzHcNfP9tuH0G/vCN8/cF04sjBPXP20cnxkeJ5yQPp5ZjG3oy7+TIVFQatGxi2grspB4dDA\nS+73hQWbJ0dV1q0cXwib7M366oALBDcndybddGNVT0Ktk3BrDhQCXT9JatuwEU3bANIlKTVqjDB4\nG7Btdn9qFYm7sZt4EAD2+xr28FgtyCsafX3jvBjFyeCUFOUtxx/ZfZ+FMKfPcdfkj7PXIrrGNe22\ngVtTKzb+jdTIjeeyf5LO8tRx6/wqClI6d9D3OwlnICsxzToV5YMnANs70Db587Yi9XiI9f5tKviH\nAe49Mj9YUuH4iQX6gPDe8lkTItGxkRuVaOxnG9us5LzT8g5UIXcqCsqV9StWbxSJZqlk6zaCN46L\n1zCO0PUW7svLC7bLpnBhsVzb+KvGwQ+s21BDqZ6DZSvQlUU3Nm/luh18LqSv74QqZ2fByx9b2vqu\nMPMkh3Sy1+4m1I1PsXB12Uq5YfcYNd0cEmzzuXhJhq2HcWFljsx9HWLUlXfDC3CZGVuTV4GaWrb2\nR3OfIehSnGt11oB+Twj9mGYX82eF6hXBjlLvYr4rRXirVs558Eq+cUGS54ZHrdN87SPp/BDAFY3a\nfcNjD/x7DSut+ln3uALvMYAjBKK1eXcJvOIzlc3ncZSJwFMu89CWfx669ncIXXE1+i3unEv5cunu\n5JdXAa7s3dlniTPQjwWMAlkJvmqP+ieZVSptvnZzGzw2N2FKXluaAgO89RWWmIaly2QgZrfIhrPc\n/HvEPZmEVJblFltXOPLY44DRWjAZbGdL1pUBPg5P56uKVMUsK1J+zPuyod9yQ9tteKHqi7G/WD6z\nWpu+af8yERbeGYW3B32KEeXvgcQjIU/2s35pDeIe7Nbu5exGjqC15/1R4J2a7DvSOvd8fgjg5nBW\n8L/PBf2MEF1d9W/S1WRygNf28hhHcxs5D8Hvt7OSBixCc3K9PbGBGRWO4wXjNisUDizpmgzl0tLW\n5NKxpmyWboauzfTdnNW4zZbgFgvDEMsWz6xMB1oKljoIwQW6eQvX/4kVl+sp+DIR6kMt3Y0Q1vF3\nMm60wmT1yqd7ZzILxWwQnhJIa9jGNny73lXAs3OFMrSPqHBngMNQwB3P1N1jrbI+Eu5L6Xn5ng+z\naxiwSZqi7Hg1Qr6bjOsya7xdIZM/5bkgb0J/1sof6kqhFNlvZ9z5PYF13T5e6z8kcH+MwK7xYakO\nRu1RGpYBFpBVcOwFcHXsDNjKPpKyOL5BV/7JNb5skl/+7WSY+EfxM4E1XCNgSdZt+E7eZpVTAxR6\ndXWc3LAK3vxn4BJX7JasH52RPCy5/bqDmlmBuuDIWNvXBAafqtJp6CODtrBwvSvZFr2wNI+ESXBT\nD9huG6Erb2O1MlljWRuI/yjGT6X9RK6XltlK2FVtcJ7xHT9Xwb+mohZU66DVmdlDgPeJXoz9ekXb\n99h/PtCyCuFbEPOBImQ55X5xqRS/8fiNojULyOYepFVtBkOhGKXcrOxOwI7nHnRM9Uy42f/uvCjl\nPLSIuKoUWbrltfeH34D7IWFB1xSF4R+edHCC7WDC6Ou5+tVWRBj55ej8pIPWNUQMocnQz5XFcCYE\nS9VBNSNTz5M/XtSFt5DJn8z2bUwdOrgmBaN4zpHdrFsH7PHXrcVtCVtxOQIAN8a+D+AC2uMYPCyk\nevz2Ziis2sqNHK1cH0dc5IjNzgsOLRhZNQ3XdMMGGtuniQIRNjfQZKPAsna4tgFA824sAboJ3t5y\nrsOxlSvPOQjY8dpLa/3dYzCwtx1EpIt+7NfdZlsHhTfm+ezQ6yKfPZdfUGpwblrkUWr1liapZA66\n9naD9XVv6QpoWazdsaCLgbeBW38li8mgKsqqepLShvRlBQBDkPqvsU35C7ybf1nfIX1CBvaj4Tfg\nfmhwjS88X0JkikSQzg54TdBeAhdBsmn8eUp93HdVLNyAWq4+z8wKXIEzW7c9bgXpyjNsVug6X3L/\n24VrqzqCFgYl95u9VlPDdrvYil5i/WiarjqiW9UJDvdZ3JLe2eQ6ngA7LzoRNxWw+w5CyQsxFTZy\nvdXrBpkIBrejkFntGDtMVQ2kZJIKP2crrKzb6eIijtzHDQDa82GI29Nn2VpT5aYXCgPGO/bJwgV8\nn3jUolmFoIQc3tW3CSuIRw9CfZ5V3rF8AOBhJHbY6j65Y80ARgsVoS330NvgLdBxRvukU/8pKgg+\nB7OA3dKgcgNpcY1nQPc34N4R1m6Vg7jj2THg1o1leYT+iuTyMNAyy16Qkn8LHTZ+5skHucEG9N5Z\nAytgxhPeul1GLqvRXMZTnORyFYhGaxbTeT926y1e71pW6GZL101A0s3VMcNbJxfhvGA21zcUtttw\nFU9gzdbtBFwE/UMKopB0wogF7A3AtvUt1amBGmm7UWt3uFy5+2ST0uiyqm9QPRMZtEFk3VD61i7o\nOkxWmMQf9aNuSxc/Dsc0ABG63x8OfXAy44aF+uyJV8Kn2Djk+yibk3kKXgC6IYGsXDUpzzGfMgj4\nffue4q7KtoqfslBIe6MI6fh8+KmBew8g6+sFfEfWl49b55kfuf/FuzzUHROEFI+JUjTO0+g4lK6P\nYyQ1fCvB9tnCJJOh7GNmzaqbuEpntl59ZIWsWtAZUAI8Azh5+F7GxtlShxytLXne8l3i9gOoeyze\nq7PAl+7itUXrl3X0Y72qkIjQFRcek1vKkfsmdMQA9TFMJu6wdcMYzAzdS74BG28Kqr528rgv2xs8\n7tE+Wry0NRH09wr8DEb3y6nrTCRKeaLGIOXrsI2uyzhhR65JCsE34PA9lrFZb+cVwTMhghYqH/2w\nQbBqtbTFkbRlbNqOvXcqD5v1cd9Nf+vty8qV779S+J4Z7m3TPzVwHw3vBfXN9AHVvC0ba7yxG9n2\nYB621YOugSu/SR5Rc49uus+UIGZ1Agm6hdVcf66OnTt5/BdjCYB7xjQK0Md1B/gu/XWgpgNNGLsx\njXoWYYbCWot+sVA8n5cC1E+E0pnHhaXrLXP9Hu+he8JoWLj9c8OGRoyN+mbqrTE2eUWIOcK22bmt\ndeuWebDV758btydV69EsDjYFYKqoe4O1zwi8Q9yoC3OopvAmuleQFLZ50qHzEkXwwu7xW4XK6JKf\ngmyIEWblh2DLO94TRImJm9ED0j9c/2PA3HvR/DBPz/A2ybwKB1xRiFrD2D0o7+QUy1UB+NlKRxXO\nwPenBO48uC/HtTV1kFLQ3mYIR+v3DKgNtn76urfKvFaPcOzLUQ36V67l+D3Gy9d/VpiryAEwRPLW\n8K0H52Eb07X0nSVIFtePa5J3Lb9swN5Bq2OyzoJ1H8sgVi4lsAfY+gUZFMDu1SXZpSdDV61bBOh2\nYFAfhx110Y3SYeVm0JKDrR63gZoNjeXK3g6bh618Ugc8DdCq8BV3Jx+7O6ua0xoslMJbgo2cd8H1\nEFT9IMLWXrHDZOHKdd8UtS7ctHERt/Pj9Ot778Pg6eWZjKNLFBYlECKA+3WqDLut+mQ3tG27AOjj\n60RtvDok81h6wnFIyRSM/LzCPX8weG/J/58SuHWImlUZYwHquWGdp7a7Mv1CKZYvR10ub9muZzjm\nSVcI53zcDPRvEWJVZsj683BwNGDmtOz8cCUPK0sAPrmq1Y1l4NXt+C6bWbTDyp0F/e125Qso5Rew\nyru/q09vzer1Wyyv3fw41BnHUBdzG0rXVsF1Am93Pnf7tgVYo7k9SgdsZQ/cYVCaWcPy9N47izZC\ndnoGRePl/E3lv6QxvgX3cRuQXayclfoRI+fzMSFbpR0aNS6lro+sLZsg5I3be/Dr27wHegE0SilL\nmxAlkUit3Lh70AUAYd9JYcvM6NMqxg5VYRJTLr+V7zOs27PhhwRuf7DnBd3Ssg2ujvcUKKYzwxoY\nOndwJUcrF3p9/Ztm1NNyP0QXihcKM2ijtbu2dKNSUR2LJVlZoN5i98cogz9/5ngdqkjSEdOfN5gG\nnETwNu5L/fG+jZWUomAOQZ+9lLMuaOC7h+rFNrf3sLWdf7Ib2YHWuZStjkifsd7T1sdkeYvjsN59\n3Lh14LZuFTP1yVQb9Q0P+jgw+v/D4pXXKHVNYr8/uHscs4v9tnCPbflmxHwyHUXI9mP7jLAdJu34\ny+O5seHY3X2uPJ/rjyBb1p2Lf3z+dlgbHhX05LyHY4wW5jYQoe/uJdavuZCzRzDex6P38z5b/55x\n3B8CuF2mCTWfAMgp8Qcu89YwZH/I0eAP3NmT6yXkXwkYs2YNwHmxjFgu/xkEQykwCoshBAPrCsGw\nWz4JxuN43iUcJ0TdG0QUUjjTW1EUqK31mbpt7xPUrsBwnw7g7h1Gvl+au7SXFfJ88w2KNp/dx5f4\np8s1hm0A01jt5Fq2ShP9R5+zcJdlGco4Tqv3Rv3d2ybjuq0fb+Mew/65GNat5L0BW6M+wYrQfdey\ncpPTOcXb4OtNH8iZJ2l+YH/yRno8/58Uzv61hbYgLmVDqct71KcqavfcRHU/D139cUG9Ee9j0N2h\nklvRiv+owpjb/f3gvh1+COACT8dsTNGbwEtz+FY6uYT2XSzyCbLMEE7rFWRFyJA9VwMrq9bOrWd/\nSljlM7TQZNVS+h3Ilu3tcteu5bPlqsKivpwM5SE0PXRBBFwRwHRo4UpOSdny7W5WN0MAACAASURB\nVEgc2d5a9esfb5dLegeY9B1gA2kxfrv1elJPA3lRYcoBc58A5aErCkbfQL6BGwE0rFwC0DpuGnnY\njncn9a4wNm0Q+DLQ+mSl4OAhUXDikwwyrmivsxfGV3qC7RJgyQ3sgct+rNYgyyOeWLUVhOXoPXLZ\nT8oKYD8bVOxQuP9nhXtn4D4assi1LDl9f3bwYPXg/bjw/QPXPY17x08/OljRVKo4epKT9x7uUIui\nb6TM4dIKugACeOdZiBnMUr4M2tXvq1BbtzEGDCykZ8b3+fjYsjXQPvMxM7jr7Swv2feFHVTQynjm\nsObCeSSrxqWp5ZbhAlWiivoKruG+jV6H66Vv/zdBdzOr1lXIPHHKQCtxK+AqdAdwaSd1G4MwxmEx\nzgEbsZsTxeOzgbBh44bm3dmyIFcbZRmPUcYJoW3Y9QE58M8pfC3aKS9GgvV8lV5UMrO7HXAwZdXC\nAK7+ciGtfVTlPhWeLeCfbJx5WSOfz5PBYoRkQ8DAd6h0PS3ESvsg/QXAjwDczwonLNs4cWE8pARW\nBukCJRSuGVYuzG1DQ0p3uWTWruBZkVqC1/L0E6iqST1Voz2vuTprlo7Q665YRjm69la693fyXo9O\n2Yk/ROulsVlvTCB53/RMPqJAiYLirduRdRiHTatbyW5E9t1WuZLiTmmUwK2fT7doBbp97W3ahvu8\nEWinvvgFUQRwrwo41PZj7jb7xkDbCJCZo1KWYSXnIRNtc8G89XeYj1cVLnitr6s8OBHaomyNVPw5\nD2BneVbWb5Hz7bI/PYzKJACLiVQa86TFenaS22wAFX3t8PpZVqzHyldlfSzGeiKaz/PJ2gt+A+6J\n0McSVhDp4Eyrpeh1iLDlWSB3RMOB2qxfsLdmZ5eHWJT1zFkP5nus2udal0XqiJ0yf39HOQ6UJrVu\n/Scz2C36AMbYbH1M2HDuU/9h5TOLbbol/ZgnO/ldfgJ4X7rFe3m54HLZ7F6cZSfjv/pakY7zjrxG\ndfoZ2o3HvrWtDcg2bPuGto3vW4cuNw4AlluT0Lgvjdi39tuArQNbIAsim7HsrOZQR06WhWV3i0fp\nLR3DaxLEyeoth0sq2EqaBWzNmvUAsHIUpX3c9eqVD5UNmOvrkaQHRA5dpQSVX2fzmruZPdT4mweX\nfO835fvh/NcG/NLkUP1nx92bZBp06IrafUT5fcxlnJothp30UFq/Afd0GPbSZOXO8RgYk6ikcfpm\nMKxgOeIx5sVi4Vrjry3bgef0wOsG4MF7b+t4z2Sls+nf8ig8At3xH0nHJs+tUE8iXPvaFt1tqrOC\nNgLaNjqXdGgEmK3bAA1rz1uh0TrdxnuHdCE3ceqCy+sFLy8duhBLQ4Q+Qxfl8OAVmMMda74bgfeG\nfW9o+4792iHbtgbaB/Sbg+8+rt17Gw0bVHnW8bB0aQMP65iHlattG06QO6lV2bW3KJPbdgXf05at\nfK9gq7eqo7RWgFQIG4ONUThddhxWtUHBcq4tsrrfeyU9oyKnU+MkH+dg8ix68Bax2eL7Zxaha9v1\n9S37RD44ZUa9KGTHLAr7UPTYb5iQS3J0T7Vc1fPB6n9cE/oNuAfBGpEIbt9ArXWxeyAKWkDHZw3U\nUeMkomThmlsZsMcM5wry8JCw0rbuBe1njY/7bD4sy9DHTRqEZypaMfcfGgM03KN9bf8GdfkXr4/N\nilePIyJAZYNAcGxw7/fdlVeALgOyLy8XXF5f8PJy6XmniVs2zmsTqxS2iyUi296wXXfs1w207brN\noMJ2zMwW9zR2X4mjzpinTev736gHcoJprPndvTViuUmluXaZ5NaR0hjKE1D0LNjatX68fnIucwTt\nCqjzhKg5aPsBkjd4CAEF6koZuS34o8xZpCMFUMXyMZj4MHvi/POR8rDWU2Xp9rgecjQdk1Zenl0d\nAe8NFqLYXqoQ3O+h/ZJu4ffIpLLfgHsYsmYWhXZl4bhYZskWQtkfi0DvkLb2EjarwPyATQM8cSfT\ndTF8T5PRJDxWpFkpmtQj0bi1U49jeY90LOxAmwAjWrcCEoZ/NSzhmOQe0iQnD8X0alCH7gteXl5w\n+XIBgfTVndb6spIWf1i6tAHTnrnDAh4TsPZ9x/Ym7/X2sk0u5c2Aq0MjgxV84V4pLPB1isTWt/aT\n/ANsxcWcDQMVktBGfuTuK93EC9A8OmYr1ygAvGUVcyjyzL/f7pBHAt0STIqcKuoewlPKACoL1uKb\ndbyOc0/wlnZ4G6OI1/OPz2J2LZtL2bsMgktZ2puzUMhbu77myOftj1fAFOVRayx9L644Cd8fFLjH\n46q3rq0g+tj1ixgOsNVxtnb7b06Yi+U1BJNYV9HKrRe/qMp2uyHka2xMcH3JUR2Qi/Y4yI/cVGV8\npBKLBqN1ZTHIzWzzFo1eB4xZt2KBOM0WVGU0lSfO0u7/SbWGNNKlHQYWT+AFIG4pKMCmaDHr+7xu\ntarOFweXjfv7s5e+sMV+3bHTrvKKmYELg3nDNizsaNm6PxqCMENXFBLC4aIM94+tRajOELZPqUv2\n38HuGC4N64vwcA7WKizOqRAtrX6mmpRUxFOI5fwq0X+2Hk9AdeUyuyucl625n3sFVVMZ3VU1PQZE\nNfRQxOHx/SFe/f50f1DgSrgfnt49WF3RZbS1gPU4XU7XzVwWzUyh5VzICl3R9JzbGGkC1kjDa2c9\nr6ityn2daQTzvWTFZVZkDA6Pw/PZYXbz2jNVi0B66RTPudekbivgQvTanrJ/3cf8FzcC5TovrhEY\ntnkBDvZlDFv2uTWftzGz2a1QFXYdYgDbBr5s4DYs1Y0B3tRFGmZFu/eOt220UYGtjK2JMZH+dDJL\nsLKsDVVjus8KzqiF9LlxhGDp+t+cBdW56mDs24G6mlnjODK7EIWyoDWAwSkf9oZBHpethXuoU5UN\nH1CZHx5sDod0j+gN2pw8tXpW5U76EeGBdbq/XfjhgGssjOOqx9aQb/J0k83ndbNV2XxCIvQNytN4\nLkgh76ELd94EiFnFkmfWjlfWae1KDt/qaydGU32M2Hk+P8Qnp/Bl33Gl/jhcoq8EJDk3EHQWrweh\nsG5VbnOALu+MnfawH6+6e4dA8msxX+TVosuGi1+DWf4uDG6X/mrQhcOta/obxTLI8o8b903C9dOg\nW/2JdevL60FLDjj3ikhvdM3WrT8fXZYKUBHL4Tf56gT75FZ2/U3+5/msq83Rv0MNj/8NDTU8JW4E\nbIYwuTY7r5T0fYYzIkFgKyutqaIzhlR6+5G2lRWT7z/8cMCNQvURNEbArdK437Id5RkWlU54yhbY\nBN3RcDJ0xTIel/qiRMj2CPH32GFXIVteFWwtDoWPIrVlPo+Gc8xetYFVO0mTR8QAriikQtVgOVK4\nH7+L6OrydNYtNeoTl9isWgDBupXJVwLbl5cLXgZ0RSiRAI+BdukLvrext21PM8ISDfbq0IV0YpVC\ndtsGdFFDF8U4rrd25TUhtio5LyqPY87DJpzgC4Owo2UAMjtbiuUC51Yef2wRyrIEeDoLzFu5rneH\n+Gs38pSLy9/a9lO8wR8aCFZeKtuh7B5kFm7fl4/HSnCTnDId7rsPPyBwY5hdi6t4q4lLU2I38jpT\nKMDP+NPtqVI5J/eyE+O5vNG6nUWV/V7fXw3X/P3omspyPq6M91q5Z+tbJn7M9y5KjpTH19349B2V\nACRLN9wyo3jf2keYg8Ql/y3qSirQ1a28227uG7a+klOyWv2Eq5eXC14vF7y+vODycukizUF6E/HO\nsmuQWJ6k6bbW0F4aLtcL9ku3rvliZZLNDjp8+04tKjvdX7B04eDL/tUKV7kPSMngDp5+4ODpjXD0\nVq2fLDWeg1i34nYGivIl0KbfIzzNXTy0aruovHffbuX74u0G9xy98n4Ungnj2iC5LYdve8AieP0e\nkKoYLuRVVaffm/37wwM3Bnvgpy1U3GoiJ3I9mdf7Qm5kFQzj+bpMt2FrY7Y+VpES5WMqY0bofFzI\nYJ3HvuP3UyHpFzZ+VNdtfawldNYTJtkt8I1agBdSsElTw338crngy8sLvry+4MvLK768XDqMBcpE\n+Pp2xT/6umGDueh4VEjbe15tb2jcRj49/epVDebhZl64lsWKDbClAQSCfp5iLufjqtLgIOrruVJI\nY3w7tvHdKfhyjjauKhvDrShXWaoyeQz2yp/mS6FdirJoQMWDrmKDdjWW/jHBKQhBoPo8/Vi1KAms\nn+tg8k52DvLQXdeMGDhQJTq+SWvfKPzyseGnAu5pC9SuwKMY+BzIWojIytBMsTJAyR/H+Asmp6+3\n7nMF/xyHwrdb4dFn6Tv2/IzNpVxNIDtbuNHlzZIskjkqa/jnYKblZw8AGRMlA+nWXcmvLy/48vKC\n372+4vdeX/G711cF8WXb8LJt+Edfv2IbQvzaGq5trDolLuTWsO973w0JrGPDfbyXlXHBCt9agG6w\ncuEgC7XTkn37qHk7PlYACZCe4Ww/eavXX15dY5Ld+pa7Fwfb3KQidKHTCfyMYrFg7fhc7USQmpv6\nEEJPBIu3sq2beescTnc89jDWr37NhkQYAoHT4FSTc0mXHoQDpcopTB8VfgLgWhcGjlaAqq/qx/0b\nTb98y5AszsUv4fwBaOfvJ93Iy7rI8Kepc/hjF3vKcxUeU6CqMqzSn9sK+T8iu/+KzeSP/Zfj7HOf\njrDtkOMitozh2tjtcCe/vuD3Xl/xJ758we99+dLdy+PvZXwygGvb8cv1DV+v29hqsI/X7vuOdm0D\nuOhwvvR9b/urQb1cl3ZR2G609fWXC0vXYDvcoEEe3olbPvwa601+nyMhg1VOq8uX4ziuBXHljvYt\nVu0QExm2FXw9dKNgtyElf0xwYIbIp3VYWrCE8L74R1q5Q/rCQDueB3kJ4GHMU/9m9/DsNw9aBvOG\n2EtTCNS0PK1O0/j5ZN2a6/4jwk8A3EcE8yIdnEYB7oH7I2GNOWnBR2CdU3gObG/Dd/37t1Biolp1\nXxli/Ya6uHmbM3Q5HziLUX/yVq1Ylr4MJDM4SS1ccSn/bgD3H/vypbuY3d/LtuHaGn55u+Ll5Su2\n7Q1ErY/ptob9bR8LawwhtI2NCgb41cvdGFvbdNGMjbbuQh6TqPS2M2ydUPOGyOmgdZIrc4p4K6Fg\n2fo/S7pKw6DrjF1rWWqx0g3o+vg93ek9fWTYSglOKChDERDzobqXD7HivPlOWAjkqi+aIiQu9SrE\niZteuQNElsV7ijXXX+lDUae2MMtnWLfATwLcZzHvfDI3YgaYzdaefhN3ZAE/u8KkWIbtsQU7rk6n\nplnHi2tvu5E/O1g3eUzBWmjD7tiqlmYlmhz05N9wpZpb2UBrWv26OHn8UzefH6tO6VZ9YabyKOtw\nMesEqq2P6V42e6VCak3+tA59sdgEPYhAl/7jxiwTpcGt2QbzmD/9mH+35IbkxxyPqzKcCrM0nF4N\nUgvJxWV3Wq8zJWJO2llFCsLxSyrztHBNAdvoNl4dO6wKsMpQASuX+vODn+6Z37CgqbE5O5jceYUv\no680taM1TKH/JvFGjtONczj2z7/4ZaR7/n7fE34C4Mbe/6jF+chVfiZoTMhNE6IokJZSy6fnr5vS\nEDDM1/lCxFPz9+o+XOzyfr+HkL0KM3wrMrhfh2ZM5O7Sw1Z/h0K1+tNH49uApktaKBUu6iaOPVvT\n3GhsRD92C3p9CWsuk7+tdLdW9J5vY8a1NTCAxoxf3t7wdr32sdshqLyw6WlvWg6FAAOtMVrRp8hf\n6+6FhxlBQHAhl02KBpifIuy8lQqoi1gt2Pw6TwLzuCv/xoNB0Vln3uSU7/4+cQa2R1Z0Tjx+n2H+\neah9zC0tdSJalwG5n7d7EY9Lnxi1o5pM1YHb/0ybekcoYP2R8P0JgPtYoHBMi1/uTHMyJ316zkKZ\nPsnFOg/bY9DG/Fbwmc59J7Ctx3fknHdPSVgQKSg080/qmhLYwh0LeD1sN3smqlZ52AqMTwS9zq2r\nrOspv75g26wN9GKJQhYSMdiO35i5j8u2hisRfrle8bbv2McEqWkpy6FY2MYIw53cGPtYa3mqUd+u\nnOJhsJVKreESzuvXR+ARbZZ8ebRu0ytDgDYsyzm3lwRbgnpQ83OOLmS7Pp/3fdNDnacqkcrkVEd2\nU5/lCtVyJeiqAswIr8z56ll6pJiBtGUmc0Nr++h38421tmsbZq9Usft0zzsciUUczn+uX+CnAu5T\n3Iyn81pDbyoMhQ93RCF+hC3ugu25Mdr5XCz59wFbC/7943NXREguY6kFq/TwGhBZXZtFHIGqz6qA\nrb8GWFk0sLh+1aiXrW/R93oBbZvC8YxlIW2gqTDq16mFu+/9N2f7aVOTV43GjkUC7e2yW9tKRaD8\nOdpwmBJ1tkk9wloNBqtqlnGvh/i9yqtuL/Z6WezHpLlVFltuuwGmAb7zO7RdYbHCSurVBJ/PsG7P\nWLbRrVzBNpy12EN7MTdx37igr3FRA9esXNOcpmc6KZVr0Ia3Az44/FTAjdrpuZ5+D2KOkqxfvUki\nSWHZz5lR4FE8A1jBrD9ZurFMs4Wby7Ys/52wvV+5uScs/XYhTt7Aor53/0nT8VSvGdgCYG/dFtDN\nsC1bVhIM6rKGpa/L2g13MtqshQexMVzETSZAjc/GrOd+uV7xdd/1daCwJjBD70XGkXXdZHJjwWwC\nS/Mv6rv6aicLYittCO9zL0fQxjrrv9mktNO0LX4iZ+KO7/n5JCUxe2fmCT4+rzjmaFlY/fiZzd9n\nyP3XnXcz5ngssSqLAnWIYozdMojmQdzm2nCwcjk/73G0et533sn87bE0fzLgvjM8jSJnYWcqcxzn\nneN4SE/WbMhyBeNYrttnc6Qq1tn6sg7I4/96ccRVR300+Lrz57xSI3Jf7BYbg1VLdZPv0PNr8I5U\n/KfmP6zV8dn0fdixKfx1x+7XQt4oavHEfUxVr2Nc9/6qz+Vrv5drcLd1gfP1eu0W7rW7lWUZyfBe\nLRpwBbg17NcdzMDb1zdc367Y9xY2NFBQF6676uvyZDA9H4NtsFxnM2fKt3/rkOwcIz3jla+p7SQA\niiBfL5mQJ/fV47PRrQwb63yPJRsSXV16Z5oHYZppHY5HXtq18/NmMBrAGwAZw5XbmOVAb7fSdt2x\n/JN2D1O65jZi5V7ckfu/+l7XwZnwG3AX4dmv+2QX9NSoPDWDdStxPGwXlqz8v7I84AXAYWlP3cu5\n9ASxkurQcp32bzM9zf323Oqvyutd9O7ZKFTl00+UipOm8phtnnVeeTAUug523FoH3d5A1z0AV68f\n+fEA5t4attZw3Xd8vV7V7fe278ihu5T37lLem9tj1wAq5+WeuDW8fb3i+vWK/bqjsYduhbJFOBPp\nfUbInJxzES7l4LAaY1eJz68f+/4ZMhmrR3mrmdGXIgRkOUJzG2fAGZQkz9ryvbdifD4rqNoErccm\nQt0Ocdyao3yTCP2g/98a+l4dPU5r9SuXvc164PpPZ+2me7KvfOp+Q5ygw7nJeQ/U22/ALcJzYHs8\nhhgEcvCL+k8fJ8M2aeb+2hIwx2U9Gx6vm2zlRg34+ZCdw+x+tnrzE6CiJevdvfYp10TgaurlvZgn\nN8K2jfdaaduxS/7cN5v3YN+2zVm4/fO6NxCuY8y14WXAV2ZhExHexMLdd+y7WdUC714mczXzsL73\ntyuub7Yohr03XDvaykkspcBfWbWPCf5a7jk7hyshS4hu4awokWvrheKKFWxl/V9/nd/oXcqGFGe+\nCesb7wXi86zZo3B7XQK2R07xHACn8PEYzsjWf48f3MkOthJZn8h0y4c26riHxfknuJOB34A7hdxc\n7gXM7L5cW7e5UwcIIMfJQsFbtpQvKdJ5f3gUtuJADlZuT/E5BTsVaP7zFii5+6MCrh662cL1ueRH\nsSCvCInWGFtraLuktUsUbG1zm8r3PD1s99ZAYyLUtTV83XZcNltDWZaBvF53fN0HcNsO3meB1fam\nVq4eC6DFpdy4jymz1+6TubuSS0fcfUIQRUA98EXaJXTlaOqj1u+qZ9gFfB5jFNh6UEurj8sw+ps3\nV7JZu/keZgu4CkOJ4KMLauv2mZZudCun+yFRtgFVUohgC2wT/LarRepB8fOwZWSlMB8/eD/F8aNp\n/Qbcu8OR5XruemAG8+zGotTpkQRAdCsnsb9k2X1a30eEuSPlTlkdPzNES1d8BFHQ6p97ZScAV66d\nymdClabTIhDI9pz1sE3pMTO2jcBb3yAeDLStj7FK3tx6nLZt2MciGRvJ5gX9eN93G8O9dlB3uHKw\nXM3qLs6r9RBdbQo4P+KVmtR07crwfTi8z/rInqMwjBDO908A9hy90tIEtjT0EIEIw/qtH8udFYDb\nywourNXPMWJDOAY0l315tljra00xrtL1wPXKVgSxlRPTsQ07eMs2N8xzFXqPovIbcA8DHR5nYR00\n5kVa1mmrq6IVXLuTkxAYEaacCy3Z8q9cWr7R/cqCGLwJtiCEbfDU0pTLRItXtxgjrKTjAqMbH966\n5dbQGoGoAfsMb2YGbxu2yzi+MOjqnhcYfGnd1Szv8Q6lYKMx45kIe9txvfa/fd/Rxju63Jp5RIv6\n6O2rmNx2oomkITqrHg6nPyjMQrcK2buUrdsZvPbZ3xeVT0C2j+uwte0Je3uIlm61OtW5cAbIzw/3\nAEWsW4Mth/s8hm4G7ZxvBCWH77fPrYAa8/nI+v0NuAchun795yK++386S+vfNI+A4MrKnTXxnvZK\nG8wWollfc0O3Mn7EJIpHwjOt2+Pn5k3e8Sd70Lp3ZLcXe00mXM+2JmsXGRVVukUkg0vcGI0YtDc0\nELrADtF7vLEn7XbZAAA72aQoZkYb2/Rtl7HG8UXGb63tyG5A+95sDHe3SVPs4TS47xW+ySOhY3HR\nco1CzaUp9xJjrx/IO0O0aOp88sS/7EmiobDkYwNuP5ZZxa0B4y0ugMarLmBbS1pdxmb1vteNex+s\nnxPOl1fahHdhHykZWU2t1NYatOY1mM972M7W7Vze94QzdfMbcG+GbIcW1u1dYIg2g7oy3X/H2rWL\nM/I+Am4OXrscZ5BfRfiomYv3hme6lKu08nNQUPln4Nc3vlzUwvUw6WNIMJBUK6WLicsAN4DJoAsa\nG86HCcYDtMxjxx62fATYreFyuaBdNmw74XLZ+ubw0k7G/TQ2F7JNmDK3sZc1BIDJtdGzTUuFGUJ6\nuR2VFvUnhwhbr9wCc//roO3rU296rruPd12goScz5iqQQbnPXWAYpE3pNajcssQjuL5VOJIJ8+tA\nsjHDMXT7Z9w1ySslqzLMoM2fUfkbV/uU9DOD+J4Geq+c/BUB93HJba7ddRqFU9dd661cDCvCgXrq\n9IA1umLcMLm3aus5hgm0aqF4F5c18u8FuhZqjfdpITkXpnHcC+k4rtadg61OTGXWbcBWrirCgB3J\nuF8KIiMuahxiu/ifI3i3tumG8TTGEbVNEBSsClqOsLWJMwA2wgWEBkuffbmKMnhrV6M5OdfH2VwF\nuLTOtbCoENa/399W5+Eb169cvxPYKnQ37+lwVhRRXzBk+DgENmbRShU8Vt5Y9mShPZDce/r3rWvP\nQLe4CvFZH1m4EidDuLJuqziY0qnvw//+zgrHrwi4kZX3WqV351akf8NU0EsMol4QVBp4Pq5DpSXC\ntHE2LdsExAzdR2coPzdYJ+wdN3ZQ28TbWw6zsL5lOQflST0JpJOmGKz7jM7lk49oOfaSyBVd4sj+\nswxGG6vqEMQt2a/b0ncpX0MC9aAabdYW5B6ZMYE2A5OIQBebbMWN8fb1DW/SBvZdr5G/AGw938th\nrmqrF47/lTUPq6Gwn7g0U7+J+4cGB17fz2Rnpq6QNPT9Wfv4LX9QH4lw8OemmI4NqwqqreRnKNdB\ncYNtPRihC/2e45xRRAymvsyzhevvcwXkCtqVUmh5FyfTvd8KvxrgWsgW4ceDxPdDBZe3fK1oyU42\n0Fburgq+PmgjZrb8mCErr5sbSGBVQ/fbBF74DOZ4Fkc6j9xL1Jato98XsrWryy1mxVf7HM/9khlh\n4zIyULXWsGEL4LXM05udRD2ONY+eIg8L1wE35M02ozOMrY6wbaQb2l9ehmlNfeeh/bqrEsLyj+0T\nLl2xZoW9GOfk5EC9GcArGZvPe/3pg2CbJYJzEoxnv+kQAxODeANx63sB50Q+IZxn5EdrJyk3pwzH\nSVRi4XpF3u5jtnxXcLPfKuhGAN8HW+vCy849pXlP+JUA17rQGffrs/KMoK3KIz+4PxXu0bqNsN0m\n0JaTedSmGlJqWAfxVT0eaayh+/mhF9QWpJJ7uHFNckdJp4p1c+KeRCcSdz0ZdDciiHyViVIhXVPA\nx9ceRxUboFvHYmWOtRJaGxDF5hKxBRQ2Gi5oB1uibukyEzZmcNtA23ybCj4Y5EN1EnChCy6XC16/\nvOLLl9dxXYft9XKN9ZNkULRw3W9aPckXkB+BtvMhhPXZOUuXI2tJFQ08NZh3Y+6TG9l4PoPBm8wy\nd3MqPtR7duZmizZZxMnW33OCh5IMVa3dyhJP+mgF4TKXYGlmt/CRG3kN2+N6uO16Pht+JcD1wdtN\nz+8ZNH0rQJhPUXEuWLc1bCNwt5xA7X9TYZu1zWhCfDvoJhqoL3EdX+5jJomB96xlO7cJ704cbuVh\n0YXaKarJW8EdtOMsIbikWWe4VgspePCmksmYIRO4EWjjbm0lC9ZmFbtyKhtI29/lZcPrlxd8+RNf\nsIGwX3e8fX3r2/W5+1QLl6Nw81Zv/BvXMS+aU4KtHJOVeToWIN8QzueD76sZu+Ld2PQ1MQYrbE0r\nkxQ+TqE/B0guD5dxnhIilDxgI3Tn5wf47+fmjsQ4t0F6GrbuWNXEuwG9Dr9C4H6LUHVAmiAgcEXq\n7ha/Au+2AO4AETgtQecEFybbQ/P66AlT5yDoAKoXcLqWUnpZeYiXm2urw0FdpRUsdGGKZgtOjPHN\n1mKcMD6a6q7DlvsYX6Epb+Nm/Mxzd2tWrsbgrSS7WsvisI1uXKgg0aIljccYOwAAIABJREFU632/\n7rh+veLrZgpd37xg72sptzbPcK4WyfDHkjnX7UxntVaw9VZugKpPx5TDozY7n/cQsGdiY8byDOVe\nhiXb9jGTnN0KXPI+c3P37PqZVECwxld9y1zyP1aYLUDrZxm6eSgLEA+bXHdPvv0a1u/+WddwTOcW\nsDVttZaQoRR3FPo34H7TQMWfgTdbt2b1jlcVdMbkhm0AN+hnDDCPtfjQzLjxAoYROoGflPB8LXgO\nHpRmqa4iD1GZDOBz1iu7P7tY4EAgtcIEbI0bWttAe9P3X3UHH3ZjomknnUqwentY7Sdy9yuPd4OO\nFXfrCVYukcbsWgxZVmrJhrK48jjwSdqS/3XAnpnRrt1t/cs//AVf//grrm/XDpe9AOziz4PWW/oS\nsiVDcItFAEMZkseUwerrlhbHq+dv44kKaXkEatD0/gLIVnEj6WuHL7fN3m1uOxrLHq3Oyh/g1apn\nXwYUn6m0CbzfF4QjmOqyGWxX0J1B65/zjRJMgLe6ncd11+W0n4Pk1HNBdbr5EG4/pN+A+10GKj8n\nC3e79GX8tn4MIDSSLgD6zi9DfMgvPc2TvbhqaPbO3Xl37SJ1STGeKtI0IXxvhl7QYnT6YN/O0JDX\ndvam2TGPpRa9YB6AM+AtBBDxEOjRipPb8ctG5iUkJW+DJwNBCRtPfMAhv/4ThI2rbg/dK/qWfPt1\nx/Wlj9l+/eUNX395U+CG7QSdpZvf663AG/L21eKsXFlAxJ6KFNWe322hVkM3KkERuvq7ElciC3TF\n+9HQeBvAkHebd2fhur2GtRTyfa6IyvJKpb7Levr8sFAugxJdzQ/p8SrXslx/fxmilc2c67r4rcjo\nfthWcF+H34D7jUN0I2d3cv/0cfqnvIS/Ydsu41WFDlyFwOisrbVuNfX3GDRNga5NnKrDrckE98FP\nOqClvQK3x+Gcz735uivZXMqkYKB+7MErwKW+TywYHS5bylcs0GDFReHTo1HowGJRA1mRstdP8i13\nwb5Z6mRCS61tjhBsrY18okBQ2I42xa1PkNo2wtdtA5hxfdtxvV6xC3D3edGM0rptiOcKCzcHfd0K\nabfkcKm3iqJL0sdajeuacJ8B3j2co1+EyXDN2kcjgHa10LqruY1Pf7+x38SisD4vKdNcVk5XfV/Q\njeVNdyfKhvZz8VxBz3fwRiv38fkiEYhZiakt4fqGImznPlylcVQXVfgNuN8oRMjWVqLOklVXsn3K\nrEnaBLoDuMzjlYU+CWfbbG9JdhOLKAisGM5oas+xbAvYnmZphPcyFluCXdDadV2wiwPQJkMFcPWB\n0f59Y11pygOLc0fzX51yYV/HUpDpugzdfC0z+spTTQg7FCvdYs9gq1boHoHX3ecwC1mUuT1a3OJa\n3mUP3d3SO7Rug3sd+ufrKI7jLZ+ultMqVdqsa8duSc11cAWBwMCUT61jeZ5sO9j0uAPOZPHhlbNi\nQ3QfR/IO7v0EVK803Q5z2/l8JM85VrAzhToqS9of6P2yZIbtDNqpfDz1Wnf+BqDni06X9VcIXCfo\ngxX1YwQTUt28IfkkmdHag1oLd/TEzx6/vRmO4Dv9JoJYLFjTpE3qC8REug0rc0i7bvVirK7Urdut\nbV1xQf8kdpACDqGh5RyhQ36UiwsX6dC/iKh7JZxgkkUy2t6wb2OjeifMvIUr2+kJdGcLPFu4krkr\n9vCO2FZ9LW1e36LreoKts259GI8j1Js7p67lkR7kvWQ2r8xNvKrVOINJHkrnKwHT6kcjD20uiv5e\nxl5pAbYG02JDdG/5I5WJc/lMscr345VjD+0IkcNqKdP+6GBgjQq+n+i28kjckctUR0EWFhXK7nhc\nuSz7rXMumZvhVwLcqB2v91r8cQIRHGxpLDlIGFNVx+2KQnH+XpMS+J2H+jmuNOYuzPuPQ88ekB0d\nnweoRUCONY8BKGxpG5OLSLwGdSVN2bvx1gDSBF17Tce5VJ3Qpp3Qth27GKPq3nTxmsFSlIeJe0Pg\n9WJZXlaHDrgFeNW65WRRa1nzc+q3T6r0uIpyj1G6pu50JwuNSHuHWLT+whrEBt5UDq9ws4OuT4Hk\n4YgJ5lJQS7RyqUfYpko13orQZ5fozWDpcXpW+Q7zl289FmwWLmDK8bNeP6z7UgXaFGP6XdWiE7B9\npE5/JcD1IUP3x4NvMnJ1PLffy1iXiKFLzd1/d5w+v1E46Vr2br75OH4yoLO0xeL10AUzSF+v6fvP\nUuuQ3Wis5jSUHIHumXvQEog7VQS5FNXF9xOmBJaNO+SoEfbd5UmiIIzYjMkSXT3GAF0phlpRPFmz\n1aSpyqWslttMvAm2Moas1sk41tW1miggHrQ20jvf3Nx2vYXZ2WnglcVLyB3b9W5ceYIip3QzbAsr\nF4JMJ9jlW82GRUggT/cbz/LNOJ8XpJ3OrwG9z6Xc07bvt8AY6/tMHT0DtsCvCLhxzMiE7Y8bhuDJ\nY35u4V21Jg5vlYu/7ySc1YWCSTtfpIATd7IIU3YW74AuGoO3kaZ/JYQHfB1oVUir9eWCL874TptB\nV/u8czWKDSyT5EQQ6Dht6+7iqkrM3ehA6S3cqWhUtgufTph8xdGtXO06JLD1gCmDemfsE/4Rou9w\ntBHQaKw4NuYg9PeZgfMLKs+CeNha8IK3Ts6g69OKY4Ze2alg64WzKCEwZcTpXGdk+MqyPb7oXLSP\nCLGMcSIVMLuan5dXUT+V1VrYu/NlR+neV/CfDLgmbG9Nyrgnzbjo9nGahbgfnwUEyH+fJwCJGwZg\npxH6Tt2FHoWZkyL0qm3YKhdY3dG/tQvqrhAqbn4+fgJSDgwE6I6BVquUsfSiHpP92SbjmpK5Hnkc\n+mfczLPM1MCNdMcg2gm7W7ZRkmy7TVyScVxJn1uDzX7uJxmYLU/EuQo8hJ6MKcswN/s02EE+L3ax\nL37T9jeqj2tBqlYt2bOx8hn5GvX7E8jqxL+Sjve116gOUOgE9ZhihG0GbQTurMRqX0v2rauskFaG\nEE9xqnta3Z+k4cvtr6gViveGpWXp+msc431SPpOyx7FyitqJ7v9ZSVvmBavXM+GnAm4wdB5NA14A\n+/QMfmoduUkelUD3gPZp5WMAbtYkQj6W30jPd+zW0HRDcjYh5+LYS/nyjqDcS25IVpYfCrbZR1ke\nr+L30J/5+EktqBShCk67kgk2k+dk1sAAYOyj2vq6zHsvlwKPgc1NkvLjpT0Kgzfur6nkYrKDpVid\nQBhrzottGEN4SiO4lb11u6/dynDt0O7fu8ExLP78OpT8TH2hkevoK81eF1o9hnwmWpYp1gKmSH1y\njmyQ7fE4nPOwnRXbuW7mXliV63asgxuTUtfnZ75MJ8/KgrMuV5WvEsIs5ncG6R85R+VtbgOzfRvG\nw09YtvfAFvgpgLuQaE9J0aAXV0356HJ52Mp3HjCQyT19uTkASbgkAdBaH//TTh5dXVkbX7phnuIt\nuDPczPJMmSh9pjCqmt1xXHEIc38SQrvXrMLjzqdkxwhnHQMYm89L3dts140Z2z5WDvPwHH9bo75w\nfrV+NoAs5O11n+ip6Yqfa+0O6GDUQE1/UxzT2rTayGk03V3eYbttsoCLAVfHxz209CKxig/Q4hTH\nUQxt7/4eF5cfhCiQl/1tAVztX9KqtKDSJ2OZbx3buapx3gqVIsLTpY8y8JYM8b9S+u3BDKd0I2j9\nr6vz74ftGaXhJwAuguB4livZhJJ/tWQlUXu3Wb1iZBYtLy1dC6ul61jXROYuDdE29A3Iwej7ctp1\nKgQaY1oFJ0mlZTvJvf2zoXuksxT1RoAT2t5NRSFOnY+vtxFb3MzJlZybAcCzR0QEPEV/Rf+pbxof\nt+Lrz5C2MU4rs6FVQPQE+6YHAh7ZQzda1erWhQOuumR7fJ1lzeJCNeWCpd1kC7ewcicIB2k26pQI\njuvqUiYi0EWWKJUFPwh+eKSNV4OMt3L/M3XXlqmrlxQlWn/x4UUvlIAU5afB3oCbFakAZPnf1dUs\n8HNa5xQHuaeVZRuuZ18Ou9I00Nv5lenaifoYgLwtUP72SMiQdP/LmcoivQXOZ8EW+EmA+7RwCipm\n5a4gyzA3sykDQFxlKWZlz8vWjJXvlq90U93TDSDGzqzCd74lm8ABZvhF1qNGPt/FUfgWBu/NUJRJ\nBHWEbeX/R/AGixCKL+7H+KXreHqwch4B2G2zd3x7+n2sktx2b/X9EPRunGcYCIU3YcsIrzD59ZmD\n8iD3yPG7H8tdbVjQpldhUpnRrVR7GcvKbMoAChdzuMEUKqE5nz8F3mWaHkr9IFu40dLNUF5YuXps\n6I1lOOp79W/P4NVR+o8ldSOtZ1i3PaFZ+SrawRlIPjJme487/FcP3Cw3PzfncRRkdCXgzcod60eB\nMCaUKEgWEEEG7gq2URCc63du3O0jCPyUJEftJLiEDIZpvPZQcABvfxrjmUwNSLQs+RYXyFdlDAgL\namzoyylynnUeSxpf9Up1Hvjvr+UEWwEw4nMLryK5BIN7dwVgnmHkSxZe45E0xoSxDRsaA8Rt3D/c\nbjwx/bntGsi8cho/7fjIbThfY6dMgXH2I+dPXyagAm12OY8kQ180K9YVISlC831yiFfHeQzMK6A8\nBvnsU4j95aGgImv9PN8P2zqdeyvhVw5c0bjft+JUvD5L4JEHe0vXW07Z0u1xPIDtwcuUWefjVGFa\njecJaE1owgmtWVgctP1CMEv5Pix8hDbkQVZC+KA4bG5Y2YyANSG27YcB65OVFUzQV44UutwGEHkC\nrqhboJhgNRwhH97qZUTYgkh3JZrqmMwXoG2aDR63/ur6kkxEQRFw9/bc0O+d2O67u65HHDZ3bbAO\nCzDJd/83hwzL+NuUmOWo9+Xv0T4roM51M8MzC/MI6eo6H9/OVxCJ9/vecI81V1xd2Z0YjfRd6dph\nUQcpzrNgW9bFjfr51QK3xmL1yz1pxp1OqlQ8YLtA8r9Fl7OkGl9TMNjKOq/6TmHOcWjjK0u2cosd\nlR3pvFm3i8jfTaD0iVTo9Q14aBg88nWOrivr1jPHvcersHUTh/RVHbInu7LOy7of19kkI9eoBmxH\nw4jDFw62/vYqC3da1rEArtWfVQuD+rvOkIER1jz8K0J55SpP0JWFa5aifyYC6gzoCKEaSOxOeVhU\nwF5BNvezFUhz3FSOqmzp+BjAc718drBijSNte67/PJ6qyrujON8StsCvGLhzeK+dezv92LgA38C6\nLGR3bOcBJOj6+AbeZc4JrFkQVI2qp1y4LKeJSPH4Q1zLHxryPSbrDhG6Pp65GaEza+V7qc3lT8Bg\nywZcKHBHOe6pUj9hzFvK5BpVk6jc2w5iXlMvGCArdwlK3xeFCjcvm0SAEd4TZpiy0vffFStX0o/Q\n8n9RIFaggYvv4bQSooHO7uwcv3Ihr2CbXe/xPFLcXIQM5GO4znHeFypl5o6rJRHXTwhxmd1HC3ps\n5esvd8NWzsV0H4Ut8JMDVwTls9LxIHxPnH4coSoToRkiCPtvHrTxuAvLE6VfaPScfrffRg6HqcaJ\nXXeGDKRlJkdlca+YKKh8XNJjH8cm4/hXUdx5wpRd1YbM9U/hu55z97hqg3qNPgrWyUUylqnCqQJh\nFciuJYJZ03quf99oQxsz3Bs1u/dR7gmo1XZ87r3b8ErQdKMIabcGEBo2JrS454aCl3UlK7/XbL0p\ngLcQffuOgDAIzVD0BfUf7noPvfz8EMtwBFuEaz0YYzlDQUIclHHOAbjo+1WaHH+pQi1LDuIvzvo1\nlR8JzwJtfa5wxb8DtsBPDtznB5Oi2dVYxe0gneMYbNmOGfq6Zncp3oKut5aPCXYfaIsw+Y5p+qkf\n12UozychXBe8+s0T8ejYQJrPC2yHvxU6rltYlTdXFsugRVSsVrONGTZ5qu+KI8+fbQlDuPIAy40S\nYhhWw0Y6ActbuEw0lkxkyBzpjbaR/7A0Zd1iD9s0QUqt3gTjqSl54yVb9wQQ76WGatsBdiu3VcBP\nVmM+b7+hPD9DUApqT6mCb7Q4/fERbBG+x/wqy3VWFmI5p9NFnGPrdrLcigTPwPR9oTeI92VzB/gX\ncT7SjezDTwncaEnWx4+m0wFZU0J+E9AepDw+KZzRJexOQje6mQ/IxRy71VnQuiJSgFUse3nZzfu/\nX6WNFt7xcQStWbDR2huzvB2Y7oFtDtnqVYBLG/KW0qiC0Im1WfD4uZfFW7l2MLeh/o31vddg4W5m\n9bYN2NqYriVLS3o4DxkvMI27AHHpWhZA5yAzpKV+aDRa9i5015C1eppNmlIrt9WWbg1WSc0DawXd\n8BRHWdND0T40958IyRVsI1Qr4M9wnYGeyxkKOykMPgqnzzKa5BTiHoVz1i1PRznGe8KsKFVxzoDW\n0nkEtre8AsBPCtzPCrOVO4Mkx6ncygpq0Gnouhxcnv7HdE5lvW9E/fsSLB6sNP1QHEs5T4KKOeZR\n5h+/m9WaI3W65d/D+5wuHgSs7vLqFZnj4q87mIeujO/au9lOoBFspyJAnz0wOrCzcF3O8diBmJFA\nqxY22ytHIACbupM3OAt3xJle+anGbzn+XsmboGSMLhIseX/eKhZN064nZ9Xb4EWYzlavJr8AXiG8\nOQOohtEt2OZ467g57agQ6G+uXHoixTkGUQR21i+m2Kn+bsWZpc06nAHmmfAe8I5fy3SeBVvgU4Er\nWu3NWDfHqt5jqb4/HN9HhmiwYgvYSpq6gG8QSmvo3rJu6aDBV8IiQylasd66vQ9K5+o9SuR+N1Td\nlksX048xq2QPZ+vWL7LgjmOCWPbfm7AdeWyXDdu2BTgR3LPLgtPziYrftWBVGZNS5yEqz3RcKgtu\n+HrW+kBPw6+XfBO8A4KLGtF7k3eptF2HOu2RFIhpu7u8wMbRn1XKDOEoWCXvCqBWr9lKreNkgEY4\nB7AGuMpDj+X2lvoZ6/Y2gDleE2SE/H8WfLfjnUHuGQv5VGlOpHMLtlGeHlzzIGyBb2DhZhB14QB4\nITJBN9Jpfe6+ktTgzEL+ZD4RWgkgHAFh9+zgKbGlTLy2dHMgtZrqct7bpDO6peyr8drlceXqPcrY\nWz3l774TywxHSVW0FJ/lsHqdVauuZCJs22bAHdDNqr7rek5OsYvSHyBJfgO0l5eL/V0uA167Lujg\nzBmTteHGe/sMdeYVND2MtaULXLA7lvYkigX3P27clYGNzZIenwLc/bpjv+5xWUe/E1WyNkNZtN17\nAUZ6bm7P0cqr95eVTRwYQGXl+usF3imXwsqMv83l6c+JyziVFXwIW4y0Jlh6sNflifG1lP4G3Efd\n88PZu0Hl6/ggnXdw9FkQXqe5uIf0W1k374At8AnAnUFULZpe8PQGdHmcqy3Gs+WxMqVI74C5gdy7\nmm3zg+FiHB2ixxNtX967lG3fPHTNmLkF2JVhJtdaLDmqjkkFcLZ4T8G2cPtS+p4Lt96iuNcIQpvw\n9++PY15SbAIMtput2duPbS1fc4HSaAfoz8FtIZQhTACw2Xjktm24XC54eX3By+sLLq8X7G879uu4\nz76sUocBxrMMvODwKatLyemEWLtB95VRWLmM3pg2e5WMG4M2qbOYjmwL6PfBnVeXiuANJePclbIC\n6uNyuq4p5FbQza7kyn1szyn+lkG8Bq9zCwvofFkna2iG5QRblrSQQI45Xkgn5eiUNU3D/T+Xwf/G\nPtrJ4OriMNr9wPw8S7dW9E6lcwu2XJxL4VMs3Mr6E8gEqw9R4p6ydDXN84A8xdMHLFsP2B7i+G4E\nsfwO2C5E/XHpUnwBujZ71Iela3lRdB4wWU38kkSNr+tJUvfD9qg+64bKemVQOdw1RbnG/2LZ9nYl\n45niPt4MthezdnlIYtVn2GAfihkAaTkrxF82XF4vePndC15fX/FGb/2yxqC9mWAc6azGv7oxaO0p\n1JS3eBXGtLBy2cZwR9vWSUt7oekwwgYF1a5A0bXcMEMqP5UI1Vih8Vy2XI+gO1u5R/A1cHmoxd8j\nIO2cFTK7bzMs57QK8E3AX1nGVZkMsbN1HcsQb87nfQ/kMrDvvb5I8QYcn2/pruumao+LCJJSTvom\nbIFPdClXluUE3QzY6ly2dM9xsYD++8F9Oz8gQrcCtCkfYVOEDN2RbhJbdXlXJu74cbXN4OwCPjdm\neyvOTdgyT65kAR6Fe/TQ7WmKpR8fbc7LwdeN23rYduD2Z8HMYwtEXxhLXo5Yfhtl965qsXBfv7zi\n9XevPX5jtH2PZcUMBi7zs29ax5USDmfZIsO2l7XrXM4NXqQBhgI1Q9a+Z/iZhZst1qpdrGEXAbSG\nbgXmSTaOcxnIRd1NCoO3bk0Jgo9nZ6dnGMtt6fg0zGJew7aCXCzfKs7tdObjdfB1tmRhoTjeTpcP\nvz8n1LA9ldct2C7OVeEscP8pAP8VgH8OvcT/JoD/E8BfB/BnAPxdAH8RwD84md4HBQfvCfB1/FsT\nuRhwG9LX0F4BNcRjNv8mxK0maXroQl2bfSu2OANahKEfA5ZUkc9V8AtWq5xMccZ/IUpKS76vx2z9\nmXUFZ5XByn58xTqeCNWDc1L2jXC5yFjr1p/x7rae23PnHP+xHTPD4CybxreGfd9xfbuqpfn29Yrr\n9TrGQ806bNkSO6Mpe+1r8Xu0cmFDFmNf3m4J14mooPYWbGtu5vAR9GIa/jul9h8LnJSZpIwYvOZ8\nPYRmOKdnf1C16uEISmmvQBkql9nVUrF+UwaCH5I4H25FPwfXHKfO6CwYZljX+Urmt1O9YXk/Pfi2\nOJ/r558E2zsUhLPA/S8B/PcA/vVxzT8O4D8B8LcA/FUA/yGAvzz+PjmIyC4s5lPQ9Wnk4/WZM3kF\nEAM2hqabpArIk1t5AHV0/fGQxRUoaUN/xYgrAkCIeeb+FZxKWLK7pRjn7PEJm1YuCl+jUK7DEZDF\nG+JUk/hU3W2plXsZrt/XFxAR9usOuu7wFp4mIPkPM4olV8bYV6IBjdB2wv62Q2YAy+Sj69sA7p7h\nxdM7rEvBnXW5Kph+pgobD2+B3w9XIpO2n5i3L1uA7AF0NYUg5KSP5EKnug1CcrZsM0ir31ffod+P\nQx7+CXcwYEsDykwzdO8OHD9r0PnI2fpeJFtYtxV3cp0/Euqr4nPOz/7+vM7Hr5P+9rAFzgH3nwTw\nLwP4g/H9CuD/A/AXAPy5ce6vAfjb+CbA9eEYhPFYBHC8JsDVIum1cxpzXksrF6Ytxz2KPGzTJzDe\n3xRXlJ+da4JSwUJw4I1lsU8gSm6DrVm3lOI8CtsFPE8pQhLGs3HPLFAFSMf+OlZxmEuzbRsuL8P1\n+7tXbER4I8KVu9s0pyRC2wRXBAu3Ub69YUeHdmsNl5cL2tVmKK/GQX1mS5vhVv+muR2qF0XhyhpX\nFBSTh6zHAWwBdOvXc7QugoC9dS/5biU9fzwDd/XbDN45U209rn/7SpS5Ft7aBZm+DLCbV+Fhewze\nhCE9s7rCwFmlwkWcBf5utRvf/ApYLy87kfAM2xuXLNO475rpzKp+TiQ+9cejPnoQzgD3nwXw/wD4\nrwH88wD+ZwD/LoA/CeCPRpw/Gt+/SXBcRAXdxVUIwno9Rfbw+gzduWx5UQxRZQdEOWvVNXQR4gEm\nKq00XSAInAkoLdwZlCGGNwN9nLthe1CZJ1z9dz6MEykM4Tb0CLFyL5cNLy8XvH55ce/Ljld3qkQZ\nClpmJ5wgHozxjuuA7bZv2N92W62pjQ3bx0IREWpn7+0gopf77tOUPDtP8YwqFQpcFLCF/+7BO9JQ\n+PnCVOXMiI3xb1u40O9ZIE8KgCs3Uj5aHUfeKSdfRE3m8cB12AfAeSs31TniPdRKQo5zkOahlVwX\n5xY8cv3eisThIMP2HlDx4vjk1bfq4BNhC5wD7guAfwHAvwXg7wD4LzBbsqaqpfD16x9bQi+vuFw+\nYp7WsYA+41rt/YcLGFjaswU7Q7e0coviMeLKQ5reiJsnUkn+gAPvSEvHThl97O5AeZirwVm3Aa6W\nbw3YPPYdXy66J9RPL549fobuGUH8FENAgU0xEZnr2FZ1ZwWpxBXowIS9uSldXHmWMvGqEdredwMK\nQjCk4dPP9/RomK1bf88AdJ5AyNEJQ1MmbluU8Rz0t+W9TF9zOea05vzX8WLWXAvH4QlKtaIlqid5\nAa7bq+DV1/xkj+TxW7eSYZHXVVCefZ51u1Y01nGfEKY2PZdh5YFIyZTnj7M+Ef8R2BZnrtc37Pv1\nVLnO0O/vjb+/M77/dwD+IwB/COBPjc8/DeDvVxd/+fJ7enxuPPXzwlqIO2E/OtIaIjN0J1hgnnUM\nnRgFuFNdSx5p+TFdwFzBEbwxBHtzAqWHpcBVvsd4dj5buPNrQpbNbO1OjXrRBgwQPpqvW/kuace6\nlk5p9RWtAQ+G1hhEY1z16zXc49vbFde3N1vsoXz3lFXYWseWhygfbkY0W/lEdrAQUAChwumcYFkJ\nofxamsWN7UHbkHxP5+XYQ63PQq4AiHTe139xP2wH06+uHiYlBbE8UxyvaOV2F77K8/b9tGi7qb2Z\nR8CeFGHUb3csFbDtMeU7BWV6rpo5HEWaQWpt/vZ1nD5DDJ7TPIoTy/k4tLNysW5D71UMHoRtofy8\nvLzg5cVQ+vb2x1iFM8D9QwD/N4A/C+D/APD7AP638fcHAP7K+PybJ9L65uG0tbs6IbAM6STAasc6\nyCtAt/fWvAqP77TSUYFkOQMG8kp2TGCsBEs/PoZtBm8F/GjjsmV6Kqg1BpqEVTwn+XvoesHr33dO\nllhjMDW0Rmj7juvbgNJYwF9WVhLgCmjzsoIzcA2mRADvDrgUGGPimh04PZDl98O6ulWHQJyBP9ps\njm+RHejyp9XtLavXnoFPYyqlq4d4v/65a5qiMMGDN5Ytwt/qogqmkhy1ZfvdxnMLMGF4VBaw9c8i\n3+tx8PWR6ybFDFA6ByKeDk5C+pRV+Iwww/Yh6/t0eW/EK9rrI8U569/9twH8twC+APi/0F8LugD4\nGwD+Euy1oB8inIPu7UU3MnTj2HGCsNOQzQU8uit56FrnN3h4K9fu0CCWAAAgAElEQVS5C3MZewz3\nv4fsbO1GsGaLl8q43hqurVz7TbeYuzt4y2KcKRQcs2qzxcsBtlJ/XSA3cCM0NOxXAvMV3LjPTiZy\nW8L114LaNDM3AreyTIeha9vjLbwjQYCwT+WM4DuIwfYcpSwYCpkHDYV83T25st1y70bQ+birsrJ+\nTPeazhlwRZmpYLtWEI6C9hunhM4KaZUOaZlALcTK3qp47/f1BF+fq+tznPjMDtIO/z8Hj5b2e9LL\nilrsU/Ul7yv/edhyOLG0vG+Es8D9XwH8i8X53787x28UbkPWkKiuuAJoDISx3trSNWu1yjem21Vj\nP/Y6jdUy4MFbz4T2gYLciICsLdwIVINtdCXPJvRhnRINl9v9DTM2aLP8o7svKiZROEWB7C1d2Xh9\nx67vzMqesPDC21vG6c9DQLujWGEYAp3Se8hVXU11c861fLtOrT60RFydTzm7e1i7l2foZdDl8lXl\nPY4TlRotQ1AMVq5ln9YCmgG0q/ac4esBCNjLuRKjly26k11qRCee23PD2fxOWa4HzxfINf1elB/n\n9V7QVvmsYzwHtsB3uD3fbUAhqpCLc1WUM/mJcC6hOxL1Yj+nUReteKXIC+aRov9/VRfvDasxWwHq\nDNts3UaBdOQxV1EfLPYbgUdtUDoZvAKjPGnzAlFMgGzdNrQGbBvcJ4Ow2Rjr5tytKugNNHk8U8Ek\nAj+AwCpBFkno+kIU0BbVCZf0fVVJt6rSu5a1flShrFJ09xTyqC3I2YV8DFwDaMhxsn6DRShKTYIv\nhzx9WkeQdXVBphABlRdnxAw68WhPWkcNwIa+gUKP5GXAlCtVdXI2VK7yM2nxdHwLmo/lxaeKc0sJ\n+0xd5Jw6kPvZY25kH7474AKPQVcExuxevAdYA3lH0F2Ukae8F/fBcbw1W7tntjB8JJQuXxU0NtbY\n486/5WuqdL2wjOOu94DXQ9SfHl1EhaLv5JK+HZtA9ssN9s823pelISQFumGmuF6TgTvSTgDIAk2f\nq3z3wry8/QJQB6Guwlh3EkfeyS7FjL9XB1uvPMzu5fwd4bymlhWK8LEWvgGcRT1nBSBfs7ZAMmx7\nm/dtfVYih2LHfba7hy2jAdp707yDlPNzWHJnKlP91wrJeszdP5Mq/mPFKtN4T2Jn8nsg3UNl8MHw\nXQIXmMEE3Ibu3ekfuIXX0F0D1SzZeK38BsDGXg9e3Xm+ZZsFikGTyFchLWBbT6CS63uZa/j616Xs\nmoVrLSTi6xkITcEL5+BKhjvugpF502MFLXUrF430BIvCUXQyDxYttwAgAFcAoVfbPTNwrq2e68wr\nwVh913eygfIh+dr0QtrubwVepM8bwNXDOV8fNwCzsHIjaBdxfQahyfbnrS7/pXIZ3cu6OQM3oHXL\ntsuDfgyQu7f5lauPCXdYXJmRi+43px0hPcO26nv3h6hwPZjGmfwnXeFMZudge8aD8d0CF0AJppuW\n7oOwmqELzJsrzIy8ld8Syu4+GFi8A/yMUKfp3cTRyq1hu3K7WVoSvJXej4Go3JRhIQECp5wAHepL\ncJFyeK9SXsUwiwRo+lt/NSjed1WyGSrxUy0wV8DKwuqnTMl5RlhbclPM8T/p8qDltRmGAtZxZjVO\nugKuj1PlkXIrLddcx6uJQZM72cHPOu4AbYJtbOdbaOPyrPrCYyPtrYHbNmK00e4IYdbUPG7wlBDr\n/NQVqc7j97o+a+/BMWzPhzPj+x8SQl89f9GZfnb2Hj4VuI/AsHLnFgmXUuwWw9Zu4YPSVKtYuYzE\nul0vWOGgq/lN+NXPZ1u7PikvbKLVWrmbayvAVYK7f7ln0ro4K3i68jGOg1WLITsZfenKftKn6pe8\ntI7iYSv1b67EeH+rQmV3ZhTwuUOW45fOEn+mbjX386qeTfjXsoP1HIfvM2x7nlkAZ0XEZ8Ipv1nk\nVQI9A3T1W2npZ8CERj97dXo73RxwU7sggJq8JiZDEr09hSEg9it4fxJEJOuyzeUz55SzU4rco6b1\nlMxz6unMvX1r2ALfwMLNlqQBDFj6WB/LCR5cc95VeVblWyTtv6oUzdrteaCH31Mezw/RLZwBFGHr\nhBCooMVKyNjzNeieE0ZdBRnHri7CutLocGa9nwhcCwJdgLmByAO4/y3HzjX9rO3P5xDi5TJYGye1\nMJ8Tbru7glpSx1VWufOFOzlDtbZKizrx16SM5/QsrWP3cnF/SwE5P1yZt+Db/bYRaNuwbRfdthEE\n7Ncr2r5jhyhMJhvUwpV8P5+3GmzI4zlFOAuT+FTPKKGfGdZj04dXnYh27319E5dyBTUATwOvWRCz\nRXo/dHs6U5myK9vFiB2yvqfKyjX316wsPDPUzKfwV8LWWQGxU0UJk8ey5zWiMV1jF8O55sZXcgJ2\nXKZXk7N2Nbkq7Tbyj7Bldi5ld8lokUGQrKATf8txyxtc/PaecHY876BcGWIsgjSPqzoB647PjeFy\nOlMpMCkGV9dnhaG2X9Y1HX/psN1AtOGyXbBdLri8vOByuYCIcKUNV3oDc9/YQmBt0MXwKn/W+O1x\nyErNZ+b8PcG2svzvK85993Erzjcbw11PVHpK6ghutIege6IsGboZnoWFXFq5QQYzZGODjzNxc7qk\nn9Gdlt1sEbjmOpabYMg4aQVd33jXVp6DLY0pUbJTS09YV0ciL/ghj0LqPaWqj0pgK5OpagtXJ2N5\nEPj/T8AlnhOl8uMF0LE2v7Bwx6n6HtP47KgTdhcpBst6iHWV87Eyr79P1+X4+UY0eE/O/9/e+71s\n0zz5QZ+57uf9rtHIbvYkGzWyISiEHPiDgIkIi7KCgnioHkQWxGMNgrtJ/gIJhHjkiYgsYiQaw5IF\n0USiOQmIkkRi4hqDSoxhNyYhKkGS73NN56Cnp6uqq7qre3rmmvt5r3rf+7nmR3VVdU9Pf7qqembo\npBLsOO3zj0cE2y9fvts/25jqsa4rlucTy8JB905U5LMPy/H2WQ1sbZlnkw22/TbMAFvgxYumNNA9\nSdMA6Fr2iOMGMrP8rPH1IraAioHsmW0RiYeR8+/u4ZL/HjvYPrA8uIebnnfNlBcnUdDNAF0Z8MmZ\n/ankQF9ViM2jDdmjAL2pM6hzQE/t+SBaVnDPm7zHWfGQWyGzVF97P21fMziPPnZRDrJKXSkP84Qt\n/SPtpcuRQLvbYJFobp6/lWAbQ8qPxwMfH1/w5bvv8N133+0fn4gvSUnv3tbAuxJLvg5nDukdw8NA\nfnpB+ip6PdgCN1+lfIimucuKlwq5kKsO5AdUc8/39ME6e2FgXm7KaX3s+a38aTb6m14CINumRcpM\nFEvOi28DOgVRua15tpknASvP2+Y/eo1zSFAfPpP3V9pdC1+ReAuuAV1q5wg/93I9OVnb6y/l5cNl\nTlezowR1X8XyMBCY2fu1DmHvv+sar/i6rlifX7f3bMf7OX7Q4mv+zOI2Gcl/qS10G4OIEihR8m2b\nyAv0vBGi7wU4ZXJ0lLzS2hOs+uSueuwkmgm2wLcEuHz0PUPB9rtnDAXoaiZJL7dP2z5IzwRxF+XF\nUQtdRPIRc1qPxxeEkL6m89w/1h4Ht7R6kwOkTcrgQb7pu4SwrVamzzcnXcu+ncoybxga6HLdybvd\ntxG2htceE5IDpg2wxaBp1vnM6xrUTX6o7lWy8GRQyjDAtEC2Xob/yEFZ2hhEtewOtqd3AoAUSYpn\nsvAtxJ+9+dinn1+3jzyGGDpOn2Bbn0/wryYpgEhAMzRstIkCuTgT+K9PWv06X02ehYaqfRK0J08e\nuKq5YAtcALjykZjPRHR2HNKjKI3nck+wIuujs/WpmmWeC8zDfSyPuIjk48v+TePn84ll+bqV/bo9\nKhHtkiHaXI8akZXHCAJ0t/K7V0KvSwmym/mqN8ztkeH7LZC9f/alYq0XcDU21Y7ZZCgV9mmTitLL\nFZwSMBUgLgdPqS0V0uyoAbdutUY5ZQMWLdn72gKkT/zEcSpGaLb5Y4zYrE8AC57Pr5uH+yRRHQrU\nyS4JtGTCgszPt0X/ZNt0QqIz1Qf9IhniKOMnEt8YhL7Xg+0ZwGrRZR7uZV7atFAywAdDzadt+7lT\nzTmZMtaKxyU2D/fj4ws+Pr7Dly/fYVm+4vlMJXk+N4JtJZ+lUB6myDulCfDt3i5sMLW921IbzavH\nmymvKM9+kH7h7IHfGMzkOFmInQ26jXYvBq6yTH0ATCAry9RlcB4dSHy2lDyJ9AWJW/smjxZ78gQS\n/HK0JmBdFyzPyEmjOTrYZts40Fr1kXXJctIh2SrJrlYbyOo3ebrBRLtKHaUb/eRbBVvghiHlHDbU\nc6RxzxHOBZpvb/JMArRHmLQFULUyFLR7Bta8mEocpS/VMHjyWyM0nQlouMfMm0suBtHs5scSSKve\nDOTgUhnMKegieyhhewSoDC2DyNcBOf/SFdPyF8axOpUAHCpF0znRnqdOykp7WmApgYTzVAbHUEjW\nowsF0Lbs6Rsc93TDdn/ENQDpm8ApXZDkrUTCgnWN1z+vDQBiqDmtU4h/FKh5XlfUFV6A1Mq36svr\nzfpgYYNX9hwg9+hxtcsA4E3z4CeH3W8GuHTgz0ChgbAHdKVs7bnY8nGg9iNDutl+MFV1pIFh0eul\nTkSKCUWum2ytdDwVAxIIlfXPf2l/RczZPrCuX/F8LljXr2zGTwcdfvPz7XJhTWDbMXdM4TaVpZOW\nrY4CbPO2lj/mLSJXMeshcO/1pHbR8srh/eAmX1brNCrt0Rb4yDYo20SpLwNZCsbWMV5Wt4eytCcD\niehiqLifX6Ma9k4SyAtTqI1p5fqyl802rEgrlRPgrqsEWnrPWDleeh+UbU55RI31CpczKSmsLFGd\n7CpFzYiNwV/InQ9cNbLzw0fkzKGbAS5QBV2A440FutuNFbZt/c1RVLYHdBuh4XSjdMaPbTCvDfhb\nJyK1z4BdKRWizLL+8TwHdA6i8WH/+O3Y6AU8ST5rBR10cjk6+Eg7JNjmeoBFESj45uuXvdY0sNJ6\neBdtyfpmfb4FX1SOxa8NVsnQ8vTM9IPqWSpMEiw9QKkO1PQaCr0FcO+AV7ZPDVw02zLRR9DIvY04\nkQWQgXYBeY77AYR1+4DFwvoYra+9Mp/2cc0uHZg4AGslQqUtuG2p1N6mon3b4DHD29R13Qds/Xac\nFWq+IeACuaHEs7NwfMxAkzYFdAX4L+VxobQffNNMXK0TnYhQ8SFBhGYquz/qC65yqJWCZQK1tHoz\nyeDhNQ7O2Qi+LUE56wXZ37bpoqn9nN4msZ78ed32oineLtmG/pBylVQQ4gAFmj8mxw4rddlD9cqB\nkh/Tr5OUx5S4wLwGspp3y+VkotEr6eEiYAde6t3GqyzfPJbk0zEjgIOt3G5FeNTa6dtBOa2VVpsm\n5F9NTdUOw54OeqWna4Ntn84z87o3BdxEZc50bOlSDXQtHm1fCesOEpVdC1mX2iQYLOqZ9HKIeo5a\nA5j0yweZ+IzikxzXB54MrCByUJxLN4IW3qJhQG2ik65DHhxlW2KfPKj53E261cLZc57obhoDgL7C\n+jjYj3o0ngGyGNg0OQ25Xl0em3N5IE9ecn8AOPDu3u2yTew2e+NkXqYWkmw9dWJPInM4Of3Rc7k/\nlP2/jbfaGQ0sQ3Uyw+tHtw1+BdBq26/zbNMxbs+onBEei17+taAa2BxUNjc+VyqAOgkw9eogP6SZ\nAYxUJ4FYdg76LdoSbNNK4/SSiPQyi3VfV8IHGg66cmFJmd9K9ltgq9dXq2PyxjNApe3s7ZZvqopP\nhkTkjSzyW71iXJlGsq7ac8Gz9du5TmpT0fahgMt0mO2Xg3lg3c3ntWo21uz2gnKkMqertS+dXNkD\ntwa4cV/3dDkQy/5O5UvAouBNgFhMVkfIvue8fUGTOWTKy2kEOI9OIl78tSD72CRlJ4Fu6XmXHNhX\nSXMz5M1tlCdlUvvoHjflAWSOU8oEMhiVc+nsQcSOlcE260lf26E3aM7z2mE2KlfL6fJ90+Pf24K3\nqfR24/nYvlneBspb9em4JQdmD1ET28UkQ2qD7InX5PR04wIYTR52EegQL37k9ZGyg8kb+TU7lLwu\nZP01veXxkrQQPfb7AwjJxQW9B3mkrLRPm2hKAKbRHb7fIjkplfWU96rcHiU5ES6t0srU7bo/HQfb\nsfre4GtB9rFJynjc7pAOAZA2XorTaasN1E2d6nkIHn2gkjlpOuDH83ywAFasK/B4xGP5o+0rkZuB\nt1xUIj1cOqiUM+p2H9AmKzRywM/LZ213UEXYXqaRBl8yEDuoBo69npkXaHvHhyHQZR5q6eXWATKw\nUzW/SPesuAw/uKoaSHkltaBKpf2p1C37rga8tJ/nSSbUeyBv1+ure7VauT6aEzqV9/KYLVfSqIfa\njsr46CZfC7KP3Ze2+fAO4jowlt4pgeEO/JdyeNjUym3Gsty7TscpSCU59IbOH26PQPvYwYs/Y5zt\n43/5BQJesPWS3qbYATa2g5zgbOcTbxK2ADDBVjtWv2AliNmU6mDpLR9V6qf+gTWBbqBHIOtUesgK\nRFd1l33AKnMkjKdOWPbLHchO7i9yEpJBVtpte7k8DCwjOrJuHLDosWQD56dtcqyD8LpJuwpGrlGb\nsN2Y5oNtv7wbfS3oxHIGsiWA6lkcw3UbZRtI6tXrqSdXRWXKEUbyl14Akbr90g+3P5G/G2vlqMtQ\nW6pHuS9tKOt8ZAKmTXASJNCwIQ8QeHSVOcKjXsZi6KY3+pIZm/YxR9XgKW3WgLYNfuUg1s4b2x5k\njxwf8TZOxwhDEVougczut3ZeN/OXvDoAB/In9Xoqql8vxlIFa2NGUPBlnt7LM8erbtfzGhqz4ear\nlCNlgALo6kOWz0Tv26fiDSbBr5DrHPQ9sK2DAD9X8ESjt+2wL/IxbZKT9nRwG0/L6Hrp3UXvNH3K\njn5hJ3mMFuCiGIDyOX6zH/NaFvbbO3HJN6wCvC79VLbU1S9HllmUnbTQy0eB/YijxV7plYdis+29\najnPln3K0Jn6h2G1wc5I656Rj+fLy/L5HqTHSs+2BaZlRKf0dDk4c3u0OvflWlPL2uAUKrqEZNFG\nI+RJI6gXc8asy0lHxiQvfYKPF1BgzPtJtjaQ1oCXQ50PdN02OkB/LxGSd6ToKsByyaDL6s+9VdPz\nTiKQ+y9dbKVT/lB7trEWOk92WANSsksesz288hosyvYiyuvtH4JybRZadyusrMlysbnlyMeAmFUE\nKAY0VEoZXq4woA9o6UAqBFnHTfDgPD21lxEIGfXR6k2jKvQ3nZdgV4/iWGCbebM8iHK8DhpQZR7F\nVrbd4PVQqO76RDjAVrVLHDvLs50GtA45n+TjBekitV9YEc/Wga8MCyfZ/aAr4YdIUGXVQtK7l4v0\nTCAH2QDp7Mp2ASmbVcTXRVKA1oA314GHSRPw0tyw1S41b6AcrHK99YVk2jXI3i3gAlnVs90PQA7G\nXrK9qP7y+7XgHNmqpc+2LLjYEHs2ABVHNGAkEYwsRwNZrd1t71Yy1yYNtGh5TbT3em9n5BxXDu7q\nJMKaQJagq4GtPiml4Ept1e2xwYFe1cB+Sx7nYqcDgKfb+f0GW+CThJQz5UGfHfWAo7gjyzJ0gc3o\nxCBJ8kigAFZ78cU2eaBoa2kp0D/suUkJtjKPa+cik9Bl56+1Ne3Aes6L/8rvBdOJUtrWBtJ9a9G3\n/TR2wx29TzXvNonML/xIzMd0ZTFyEG8L9oeO67I9g6rUI/9t2cfbtFWuolqVHcQxC0Dt/K4lh/9Z\nPLptRTtX6iGvm7oddGgLgn+0S94JbF9BLwfc0ZzpldSykWN5G251/vhbermcj/6bZW03+YL9AwjY\ngDHidNi9YoCCK3/5QvnoBKkLM1reABmMZbslfuYxFAM0mUQVUeNl/0th7eTdpjJaf7myD43Okmm+\nsOqJJ35vuqIxQNW9VUOiCrJ535RjyR0E21kLbzxk5XJpX26Dba5qyBtCZq05dL3arz7ZLeW5yNWG\nbX1X5EVd+eEpso/TywEX+BygKynbaABsuuClW8mY8qMs9luoeIhcesYADbVHa5ZcLiC+lD15uxve\nNUE3VS0iNjkQ9SXKIX4UAwLr9PtPuwMvO8iWQWMOtuUCriP95vjN1VeeemRSt/rFKG9oWXMaDNs0\nD1baV15f7ZgOtKpWBxjI0r2TBG8Upk4SXOV2G2zTTUTBdq9bOl/1pLOeos0Zi3ZQl0dFy/zvyB3g\nimacRDbYzpY9h24BuIAOusC1nookO/d6WDJ0LzgeZ15ukRFOtkkvOQFvvJED8XYp6KbUcA10NRu5\nx50Y+TPA1JZkowRc20njXm6G2+1vWXYglh4u4PNyazfQkZurtrDFJvlSDmGrkLOnFTz2OBjrg6Rx\nDSvH6Mk+kBVsqg39A/ocnjJcXgIt59NztlLfdo9uYMsBmOqrecBcFq9Xo1oGfTtge8yGM+twG8AF\ndFC7k7c7FEpWPVvG4PJyS1kCnIm3mwArgST9QsoCNEE3HZNh5eQxy9Cy1j+Ljr+JyU93aRXNnq08\nmjakZytXONf6ivWiif4Qq0Z9NzwL3xt2pXNR4sAgENrlvIPW0MDa1YbUUh1sfSHTPmqF0jUeO9RM\nwZaXtcC2OAbZ/vw3e8pJhuBRJgSzw/AW6xts2/Tyjxecpgs0DDvPHl7GAFnzuEeOBqQ7fHJ/d0PH\nzAvQd8jSXHD6sH0EUsvTNa1lmmX9qguuxH0RElCSw8xT3f/NHm3azh5uAtvsEvPLyGIBzKIauO0l\n3DednHD0DFri/c7WormBSM/YAKt5cwcmIt0DV/owZe1oTms4jXCYpc0WaT9P5TSQzTylZ0vB0Qbb\nQI8ZOuuLqCw5GukL3DQ+UaoiqyLlUgAGesF2dFJ9hG7x8YKz5Bagq3mbTQ/UpR2tFc4BIC/dqEhq\nsYRNx6JNKRJYA/QVhxx0N/gMAnRTaQmehCft036nga01qMnP7amUwslLlp9x11o4pXu7uj3ayw1K\nW+l2+770z7D1tQp88NLqMTZ4tQZFfcKg1iPQYdcSWruurXss9oslxH6dy219F7lP12R4r5WcC6o8\nKEHOnpToi6lyuznAlvAWICt+vZELLexd2l6RU+i5DkRn0rHQN22zY3bc5uMF0+TmBGA81gDdsB3L\nudpR/JWgWwKL1KXJYHlT08slfKaXy72nIrxMcroMcTeKoeeA9L3Q/ABwtjW/69f2KOnhsMg8MPeS\nmXLyy/zbHYhz+HkRhfM6taDuS9Cl23zQFBWQVQr2OYukx6otvqMD4+ijTh7bvEDLj3JwWKxrb9ht\nxYP2Drhs07LdlmWb9OU7ORiTJvva6RrtpiknF7RtrJByOpcxbh7YprGDWSf2bXC0ctF1Csoel3N/\n8D2eLpLjQj42Qrf6eMEUuZCP07RBl3K2QsFFCSZqA6hFSOr0bNW2kaYFACq4x20tZFnmdJWX+ae9\nJVYiAi9noAuv6T49xg3d+OhUQWnqDKLZk8Wy7N5tcncX9rtJVrxCuZjLE062bM91awGYfr62NiFP\nDFJZPukaI22gKM9nHllXHXhTWTKUkzRAneIlKvmWHRByH172jrcdSaCrdUhmbyNsGrj9NgWCyxJo\n7cVU+TcwOaNgyz1cDrxWTcrJo26r5C+5ObB6Ijh3ojlrM+bW+1N+vGArDTt8qwVbG55uGxP9djiF\neerPViwbr3hMm9IjloO6Gl7eytI3WDFiYxv1arfTWhmzLthBpbxCNCwMsb3seLs0QVfqy4CWBvL0\nRRgbgEsP6ehqTC0XK/P4CXSOv3zF6+E6BqSCJ4jB2GdnvZ9rUYjtJ7XbPjXcABpQr58EPpOa149D\nWc7RcrnaQq4usIUDbGmLG2BbS5HUJsEav3baA9J3p9Nyth1yb7VK2aJyYNK+fzpV4y5XzQ2LYwzY\nLIsICOtAy0PSNTDeJw8B+2KoJF8HXTCZciEVds8hyl+yOOHF0gFOe5SoJCuvKriMYxFQqedLjy3L\nY9/XWonPFgLy88P24KRtt1ap+ki/9vZ1Hu3bbbBVB57Ahm9RnENstc6iLla4vyKA6A/7IrvYIcE/\n7lOlcqKgHVZ93aCdLUPH+5nC8xX8NbDdJwilXGqPtNPy0fWFVdp5fZ8ptc44JmqeRXnq4CHlVDz4\n2XTFJOICwKWVGAfHOugek51kppvd815ll3fa8KpLOXoeuPRyuc0ZgANDSy/oAgvoV5Tod2WBJDKP\nctpCH0lZH9DrsUUw3ffIMQ62FHRJi5JydFAE5GNP+VzYeegvPVfuj86WG197Ivq1EHNLvga21YFk\nBwNZhu9LmS3i4WN+PeW1VWVvwLpsxuTnyuO5FLngXq5ir4qzQd20JhYcaOm2DrRQtrtytnI7H8yy\nqNUqAJb1Knns9ipl2RMCz4TU5SF/RrDtLHfB14Li7wyPVAOnLHsm+UDXKUkHXebx0jpQwHO8fWoL\nwaUQcRyo4nHd0036eJg6IJXJPJoXq4dhczuV+d1F1E+SPEEH6RRKLj3b/PtgfSKBPL3RuU0tILLP\n27P2Nvk8fapf/0JWrUwX2IZi2ObgIO1pYT+pHwVbK89etoeYIKUj+/0CpOXy+fYxUgICfyWMltgu\n6muUq3u1gRTPoLrLd4Jtq88VtaXVKmTYnbOdOvDRZWAblGOTaAhsB9vrMg+3+VIHrzQBuqNelC5b\nB77+cGC2bZNUZCwlL28fWpdUR+3tU3ndZgLaJQ0YZniZ1yVsrgR9fheQIFWe10h6jronUysvFz/x\nMDIPKUewfTyohxuIHesuN93wZVgchEcfHOR5qsfi1UimQdoTuL77RrOlP0erhJVFGbkgMR5c1H0N\nbMtnqDXKEZTsyVKQzcd9JADP4PG0YQm69VDpHLANxb+5WvU2cDWRsx3LruPpb8AbbDO9IIdbB8Z+\nT/I40PbI8gyUGrzyo9seQ/i8mjjqSSFQbTEQzRkTuSFsoLsLMEAX4IM+DR/nsHIGqRJ4M3H7s4xc\nrn45y8kF58/71MN9PB5Ylo/t94E8gMkc5rrLpflnHSjpwJQrHJMAACAASURBVECOqmAbDBmVmnb3\nbZ9HrI9hJbAWbCrY1gfH9uSRA2r53LTcp6ZwgEnHaUAohGBePe26lnlTfrbU7Wk7mp8VdjM8lLq9\nYNu/aE/zbk0ZSn8WtTPON4BTSpkE9iNgOyv0PEnMTrdcNDUavn0l2blYoPB0N4zR4L1W98JDxbLJ\n4YOgJ6cLcI+Ue3/Uo9WBN9FCbwbpPTfBVtYvbz8e2MLJAB+o49/j8YHH4wMfH1+wLA+EsCKEsP+u\nK5C+5Zvzz9pQLUFWeBXCy+DHYB471n9J+5piKFg07OsE2x7PXZKcLGnXLvLxxW7Zkw3keq27PSx6\nIi5jCop4QCDXTztmgV7YfwItJ8E08HPsLANCDWRtvYWn2/CEVduZBmkn067YMhl1ppFzwnRILpd9\nlG4JuMC3BLpxO4Mu37LrmctroeCNYw/xSZDdsrLxnhI53QSoFGzpozL5RrOBN1u5ydh1AxQw9HaS\nA7M29chUgm70aj8+vuDj4wsejw+s64p1XRHCE+u64vEA1pWCv+4X5ZtVAq9vILNu7tzOZrWs2pI6\n82NEOrOzNti0Q3g+sLX6oE7Zi6XXjv5JAM5gm3SvAB5goIuA1M2SFgB8hb1uvai6t/100N3PkQOs\n3SgQB8lX9hu+zfXV8rFWTpnaX5xnoRshz5xw3I38/X+m7Bl0W8AFPgfo1vO6G2gCoM/PyqBcS4YE\nZiukzBdSwczpSkC1H0fSgDeeKSBg2Y6lCUCg4MzrUqunxqeFlbOH+x0ejw8syxPL8tw82wXrGkPy\nydOmsuybyB7cclvUb267Tn7ieWzDUgUYZ4LtkYGLX3drdTnNy6f0SZz4xO0H1nUF7RNhCwvl3m4Z\nAP460sRv1K/pMQZFHy1P/w25TBD9qTtn2x1d0SdN/XlTra+XIl5J54PtORW+NeACR0B3bLCbQQVo\naVmvAALCVj15DtcEXQOAEfScLkBztaWHy3mAfAOSctsZVVfR9tq1SACf5Fq8NOyYBueYw82g+yHa\nLKiDukUh5BtYy4UlHu/AZ/XZdm8cX1h4FGxBtmteu/deTN4tXWnOwfZBrk+SHa9d1L9u5zYvl751\nivaRJddrAcpndDlKsvrVQFcDHQ11gtInan2nP2er21jP2Rr1CvokxefZjgLQmUg9E2yTHC53Nr0c\ncGd5sRE4KIDxfUCBvoQ2paBcQvkoQd0j9dRLnwy4ALUbdCFejgHkXC0EwOYxheXMIHO8ScxStCkN\nc6t1SxMN8U7l1NH5orF0PmygmAblFev6xPP5FTF/G7Cuz+1vRczjpr/sOeW2l9tJhxzk6KDb8kpq\ntOztlT06/VebYJS6cmQi28qRpvDjG2BbzyuWxPteeRvxunBPN0Yk8qQpylj3axc92yRzjaZvE70z\nxkIJfllNYMcIB6QhNgC2QKGds5VlvTnboq+qWxbYVuRUvWwpp1auPoGZSbMA+Si9HHCBGaCbB+0S\ndCVnHXTDdqy5AKoLdPXVxkg3pCEn14eaWQkvB20h1dY2aV/oLG1M+vKQrYFvfm53UXSlf1M54qXL\n9t8bogTaBJTS+0mAuywPPJ8/LAbrlMdd18ibZOQ/kF+BRcVAqYOtF2jVf1WwtYGWHy/TAXGiwuvh\nAlsBLJ46WZGYcgJJ6yM93gc+Pj7weHzZoxPxesbrGvdTmJlPCmeROsFIx6oeXxA/OhByr5YUgOxH\nXK43jEzLdoOkYvs5YFupgybHmMQcpbuALXATwAXOBN0MQpmz7ekWYWFtAZQDdH2mW6CbBxwOiI2c\nrraQCumtUoj2h5C9VMXDTfvJvOQzcS942W0PoBHyBATUS92l6uMza47IkIE3HYuAua4rlmUF8BUA\nNpDNK5R1D5fawQcICsj0PPWMez1A7FVc9h3aDzWw9eRuM9Am3oY9Fc/WAlurjuWEsowiJRv5Nl/w\nFj3bL/uityj7gXQ90wQrecR58eACJTk7hyTYBto6fCtOVCxwyGDb8nD1/tZXRuvTdZBsTSpmgG2j\nnJQr9Fq6RugqsPV65rcBXGAW6ALFCysICGXOa0CXi60gjQm6FICcOV1SN+Z9pkGafEAAu2zaOfkq\nZkCCL4nwLVJTqiMB96L6IQP0DkK0XJpg0HpTLzd7QtEW+nm9CJJWaJl7uFroyw+2dN+zajdt62Db\n9nCzThl9EMAbtGdVRRiZDIxezz31MTohbE0QklfLQ8qP/ZGuL19+AAB4Pn9IdDw2wA1YlnWvY/4U\nvWOi0UUEhGhbkH/3YwV40MGWgi1t05qcEbAF0eMvw+uV9zwgeRbYqhZ9MrDtoQsB1wirjkgaAGZj\n6ZIU3AG6tj2yjDYotUKrNTnVkLIBwAA48LIBM5Cq530A4KDPwSCWtr3wzLXjOvkWb2IJ2/90EKUD\nel5Ek2xKK5FzPR+EF3uZCMx5m4NuYPKpB83t9oESv1bl9U7RhJ1jB6F0tnzhh0ZpYpQnGXJyo8FE\nSQG+ejVJzpPYwSyXTjrzwBxI+/boJ9dIAmTgHMVxrb4JNOmcpQkCZaiZg6BWLvV1IakbbIva6TYq\nNnvmKcfCyPVyBU/3xEkH9hF6BSBf7uHGwZkOEJ4yvYuSDpACuvyYL6erCC7AqPSyQeOyhdzcdtYb\noxTQJSHNQAdC5qWkQ8lDTWzlimXu5QA53MeaiOHtju/FqbxHP75WAl98JnNdAx6PuKAmgm72gnIb\np7pQgJVgW+Z1pU5tgLMGGe06mH17WbZrQt+2RD3dSlky4eOg2yZmeWMAleepTdLLVfGWyU3laXRh\n3XLsTyxLSgt8RYpGJDBObbwDmVkjvbIsv2rWv+TS87KEPwj+IM/J/hKITdyaPrANii7DzqBAWSg2\nmtQHtgcnb3VLNrnKmQFdw/YdrNfFgJvAIt+EPaALCA/rItAN27He8LIi2Ae6EPoJOMqFTZ6cLoAY\nUo8bm9StDMAnE9u5RdhhySdGA/R7vfQQuVlyKHrzuIuBIe3RFx/kFyCsa2z3+GKLnOvL7ZvbjAKp\nBF0KuBlgrQGzBkiaV59oA9IdUPPkR4Itb0/u7VJ1eaFUtlPm3m3KAz+th1432q/jvtm300QxpMrR\n8vza52vwxPOZ2yStMreiEFnRdp3oGVonxie3pdFKSJZyNIBF37fAVvRz1u97wLamS5chjHXTPcHW\nUdeWtBH7JtXpRe9STmCR9v2gKQf7Kz1drksHXY2Xi3KArqKfg64M4Wo6+QSFAe9uM6Jm1pkiaCbg\nRbCBNtpBvC6E/RNq7JWPYfOEEjAQEyQgUxCh4BtCAt00QKdFNTLsnuVE78gGWAtsPaDLgcTowxxD\nsaRJxu7hyl9ZCKIt6ONT9TGAxy6yybVhQw7uViQqe7kaz35RBX8gvyvWdQHwJDwrybtLoOV15aAa\n4n+B7kveVCdNHqkzlW5OQsqBX9+nRTbZVKa2VQFOX5+cB7Ya6WB7HAAbWje5c3S9EmyBly6a8uVD\nXZLMMn1grgjuAN2qIGHHUdC1AFifkAACeAk/HaD0xVX66ycLsA0S+PLK5TT+5jA4B15tRXN5gyWw\nXfb6loBL7QtIXgQHWZBtMkgLb682qJWDTcd7o3e7M9jqXq6sDxMhgDe1H/Hwyb+8Ha16UrBN57Jc\nvR+Qfs26eLzoKWVA3yIVQkBYV6xMBsCjEOt+rfI1K9uh1kb2dgZyCrragJ75dR6PB7j/y8C2Vc7u\nf9V+6QDbVs7UAiTbs22XPUovBVuP3EabUrrVKuV55Av5qiB3VLMB/jXQqoKuAGszdLyDGX/Mx6y7\nZs/u1ybgzaCbEIUCPfNqzDrkwa3MRfM5RXk/lDyRMvhmry/Xda8NAddUZw409VByMXimuQixTbcv\nUz6ew6dpP08a6Dd9l+K65fbNduVrzW3RKA34O3QoYJvbSpbkLyXJ3m32crHIVdFxL3adFJ0IANaY\ne38AKe0eQtgnYwE57M+9XfkCkxkDJ5FT4JbdPpLH2k8NWSZMRsF2JGfb0u2ZaEwkB/jP0tsvR59E\nzKZbAq70ysbl4CWgm/W3Vy83QTfdEKanS8FrG+h2AEv7ftBNNkTYFaBbgD/1cjc0Eh5QSPlg9WMJ\nOa8HUjR3fA6ssb2yR5i2OajldkuZPg4mGujy4/zmo0A7dkcmG+PfQvYz2MaV1tjrlrxYHorN9ZQD\npR1ipgBVevJa+5Tlk04NdAGkNELY+nQqs6NwBM2Ui19X4LEErCFgeay77Aga2cOloMv/6OSJ/5VR\nizxpK6rETljX1s6d8naU8gigGOCrlbf6oDYhpDr7wNZZl5l0W7CV/cNftsezTXQ+4NLKTwsVu0pv\nMnyeLoBTgHcUdAtrhBulh5Qp8OqhQOmN0c5JVzTn9kqDKHV2pZdLeLaiYQnsBRzyI/cUXKltacJQ\nv2cSyKdyxDskLZvBkg9UPq9W7AcmlRHvorIPLcX2kv5byj/q+ZagshI5dPKjzc65rSmVIOuogS0f\niOn9k6/X3gfStd544xRLXj+68C3avobtWdtA+vx2rTKwWjldChJlX+GeYOIX4Xajf5nRDdEuddDT\n+ozkL49ZHnUtjKyCSwtsQ7bKKDKPFMGethhT1StDn3j4So7Ze0sPl9Ix0AXy4By3LdDdOF8Eumli\nwAfRYvA2QTd3Ng68NKycwZGCHBOfJh7qJ/+kHG5D1sX8YwLDdHIBYgevmnyJA+enj9BkeRloF+U2\n2OGWtZP1u5ehN2EaTHeepcRVUlY/uT8MFPcWCrrx7UsUbEFynxF0wOpLQ8x8W24RoIVex2pekACV\nnOCFrV8soNv0WlI563b9NqDF1ndJBwhEn/5KzqDYZ9mtcrHWoUf5Rll3LwDm9qZXoQds/br6wXZX\nz+0707MtdN8FbFO5zYieMgfsvQngWoOUwa2BZRWYKeh6y+xMTc+88FAd9uk8jfDydlQDPLoPcK9R\nfoLP0p81hOLNXLvmTURZnk4ciCTxFSIa7i4X/2TQze/RTXValEGcTCJ2iAdKAAp5ax9Ay2N00Jft\nyRVvg6qaq3cEctKkofBwH1geDzy27/3GsOoTISz7b14VXE5ONFt4/ekEQ9Sd1tWU51u0V6t2BFJy\nzcgjTvkyBGhgW7FM/LYosJ90PWUkRJNtAyCVuU8dSs0N0LTk10LX1jFPzlZrVxewg8sZs6cFXkcm\nV5Nosq6XAy71YCL5gLcfdH1yVJCreJZp0D8OuoYcaQ9FvUq9+YCYACyBH7DnzQhZXi8N1KpTgIZ+\n6RlTIM22pIlB9o7kr2gE0VY0EG8NeEboNOQS1H6uj8rT4yC8LxuRiiX/5tDyY/Ny4+cGHx9xO4SA\n53PB+nxubRUQV/9KD1e2TX0Q1cOlGshIo1N1UvuniRDPL9PrmNrFJn790rHo5dbKnU3a5IycJRM2\ncpDVgf+0QEzL2Rq8QYGpKriJ/m7a0AJbXU6/PS2iNsr9sU4xVO6EDvhiwE0XMIXZ0rHXg24xqN4N\ndFGzp6ghqIebvcrSNmALF0J4uaT+OYxsPZcLcZ6CPgVS3ypbG1xog+S20s9nG9WBI8jS+bgEY67R\nYVOqMyuzhVOJd/t4xK/ofHx8wePjy+YNRgFhfSDgWX7vldhGQYrnqQ0LVUDJshZxDKxf0DaV15aD\nMJ0wqfl58kGCHcaIl2vZfQpV20tOTvIvBUv+0we0kYdut8qjaJArwXY0rG0T1ePQ1ZI22llO6mQv\n93AjZeDtTdeeBboKzDlANw82x0BXkaP5llV7SrmcXfvQvE6eKVAGW/5cbgm6BIBCK5Rc83alVe0b\npJyZb+0i9rlEfsMvSGCje+2lvjR5CogLh5a9TMTbCLiPx4LHBrYfX77g48t3COu6ge2K9fEEnskn\nLmtrT1ysAcvmDXu76P0/LXCiaYLyc47lIjk2iO4HlKhK0i8mBKcBLesSog2aOsswbWyeNlDK69EC\ns+GcbSFXE3MHsJUivi2wBa4GXG1UmiL26MIqS44yIDRALgPLEdClqhqgK2xs53Qjf2kfCnuzPqo5\nltMAVYZRdR5K5SMmlpekk2cqwPlLB6M4oIBZYGeXCshSkeUbqKjkZf/bF0lhwfKIH2j/eHzENb2P\nx37eSxmoFPsZeJXtwQdVJdZDKp2vnRbZiXUsryuPfiTwNmqiHi17UisC0ibNK6TbQTbq1Z7jELjN\ny9leBba0dFXXYTLGlhPBFriNh1unaR6r+c7b+fbpg9BJ4eWunO4mpZgUaABh1TPxacAK8PA1B93s\nCfMcnxpq3Eh6xRGkctl+kjdbYD+Gn5CsERMUvS588gHSNlsudlu1GxdExdDyuj7x/Jr7y7o+8fXr\nD/Ek7xleA38JBN3W/7DL4+DBgUMbnGlrtFfvk2D5IrcX8YviV8qQfYxeo+xMh1zKnZ6YRz6gmgO2\nheTLwNbuF0fJlR/uluMqYWx7Sh5rh+sBN0//O4uNgW5URcEoAQswDLxKHT5DTtcGXex6AAmQHGS1\nvGwf6OZzUZ+e77NDySU4e7qFfk9SoFXyt2o5ueLaUk4L0usvV99uwLsueG7vFg5IL30IeH79Idbn\nVwT6EogCaLHt5z6fHbLAjpXAu2lsDHRy8dyRSWsG37ztpTi/JPfvki7fFUBLJimBHzsLbPs9SSeI\nT7JvlGxdR+Q0uYf1xNLH6/46D5e6Be4iR0PHqcHL53LHxNVAjuq6AHSb9mgsAZ68uQ666Vw8XoK0\nBbrJw+U5vgy8HIwlCGhgO3wDyZue4m8NfAIN0WveLeeN7ROBjnumEWzXNX+UISDgsa54PKJH+3w+\n9y/prEGCNQdZBggIrH7UC+aDqO0JFX0H9bul9GzTNv9N2yl/LaUu2PoVW5hFWogKouC7W3kmpX4S\n2KGC61Zge459o/Qaz1aCrb+sB2i9trw2pHwR6Nrh5S4xlvAGyM3I6RrgPQS6su52qJ2W5aBbTlrK\n0LEFutlE6rEm0ym1vFytTD/p3p19A9XemBXP0/L5fAQ7CrwxbLzi8Yjt9HwGLOuKdaFvmqJf0eFv\nXuIeKwVUDWi1waYedlT7jhJc5kCqgW75Fi0KtqzM/m+a/WTgjb1oIeZu/YrVyZP7HySl/eL/9b5z\nDdhSljpI+kLhbTkj9Low8pie2XSzHO5r86zJBrrvy1/16+oHXUOOap+oQwh7nmuvVaADoh4ebtVL\ner4Jdfzh5RyajmCU5JarlWv1O0b1Qa8MG6d66J6t5R1yMIyP+4TtjYfr/ukcCkLYAJW+T5j/ZplA\nGVKm3jTIdj7P66+DlNoX6reMIOnpLuxvf5f0xpAAl4bOQdssx5DhiYDYpFV2+6mUb4luga3mYRXg\nMQS2L87ZOhrdA+w+Vb26XguylG4GuJEyqADegbXf86UDJwXCEoSPg66l6+yFVCA8W+6rIptPdnTw\ntUA2W6EBqw263GPcyjOPlh8D/INqrTvw8vagKB934e3Pqh9rTrYVrURXwIoYPqagqwNuDkEn0OQA\nTHO6bbClNpRAS3e0fiqvO8fb+n2Y87bx7yF+04tAlm1xWP6IQXoX8x5qnjKGBgZcQVyf1C6j3h1t\nbw1oVdmhd4FUICxHwJbK6SRNV6uebtH9cobrNWhjD50OuKnh/YBFQSXvu0qa3oVHlwBdcLWfAXQj\nLZkNfOKyg248keu6q6I5VDvkzrxTLGSRdCAA6QPdPBhterHsE4PkmTfeYFix0y7Dz1uz/LjNgTbx\n8xXXoDiw7M1BJKdK0Bf5AysWLGuUk3LcFHCjLRxYQby/3QMkoNoC2zw4W+H0zWKjn7I7kl372r23\n7L8UZB+Phw6864J1y28/HoigGxbSRsdIQph+thy43fLV9qbntWOKjpeAbUddC/vK8mPh33Yd2uXs\niY4o1GXbEbrMw+0DrNQBxhY39Xm7VBcHMPk+4Tmgq+gaAt1SDj2Xy9HnZ4GwyBqUOV3ir8AMMctR\nN2SUCZsH5F1Ile3YvFdkB52CbQZy0xCDeLtZJD1A5mWbK66JV7sQuze1NESaaQXC9lHYJTKFhV4D\nCbh8sVUE8gy0YfOKRsFWG/xj/UX/IuAKKBdKuQzZo82eLQfd9FpL+rtgXVZgjau2121CErbOsWDZ\nFk4lO5JhYwNnBonSq+0Bi1bItCarH2xL+UoRVbYNtp3t9ynAtlHuQrAFbhpSzqR7Wv3h4x5dAnRL\neDoIuoaubtBNx8oQeFEvkAhDiAMXDy9z7yR7bvR519gxs5cTyCv+KOLEsyU4lW8lymFlqjsFpsPu\nNe41UWLJnvAy9+DrvPJG5R4/HdjlJ+pSU2xtyac5HPIDIthiQartggX5M4O0XgpIbh4uNlDN3u6m\nowm2mmyrLchko5iE0nul7IE5ZcCPp4iBBN/HIwNv1h927z/9tV5vWZwJxrbKY7TFPsnRT3N9fOLG\nj6kFmsfOy9nOAdtkU0vXCPWD7TzSJjlHdL8ecNnAX2Pht3QLdD0A5jNPkSNB11WHMxZSZVBI27w4\nKSdsTkOo3qY0tJwHSNXGgO17qDroauCb7Ez9tNhO1ocMvNmT4XW0vpjDeagt6VhRhLQM35agKz3e\nPZy8AEivr0zXI43Rm/qNpTC5vM7SfjLA7oP/5snuwKp4w3v5VB/ds5WDRjO3v08VwFIK1PZyhXuu\nW9qlfYt7vQHA2rxfy8HOM6nqJZ7p3Y8Efoaeb09msDdUOXe4Cmx9baWVK3h6AdvQPcsjviu9HnCB\nBmClgS2BE1ADKC42DdB+oLbkzAddWa8jnm5uF9r3ivYCAUaWk9R06QCjtsEGukhDMA0vm3lbsViq\nWDi1MPk7WiGDbK25y3uw56bUBiYbdFMJAlFsXY8+JUi1W5DfMZ2AR9aDg+I+wBDvNg3+mmebf31g\nm4/llM5ebyzyxWZETmk/7Wv8XNaZws081NwGW6m/do1HxuTc3nN5TaBVBLw6Z1vI1nR1eba27juB\n7WzPNtE9ABeAckfSkxtLmdP1AKgnNNs2bxv8mXOngK5ZB023BJw+0N2UEZWy46fHLXRgsHSxGhpe\nHQ0tRxXRzQsG6EaA1Dxc+txkHtQRyIKp3ZxUVzrA14G3l+Q9xD7/p4JuakNgr3ZYote/7WP3sOVf\nbJ+8na6/DJXzgbb8lWCaASgPzlq5LNtoDfWe20EU1Nf10d5WO1GgXQCkkLLWVlXJDt38t48IMFAv\nV+XRwveGtIoxPrBVyrnBtgNoFWXatMEPtj3lDGmfDGyBOwGui8ZzulNAF2cspNqkDIBuKhvPpX2+\nAErNQjd0yUlBBgBrwRNtmwxQWk4XgAq8fMVyCi1n1MmPInGg5nWfT+Uzwrwtku0JUxfSFjvophYh\nru4OVqS8FVLO+6m+2q8EUE/OlsuRxB7/2utO+5QEYVUKrQVs8Mygy1csG+zgbeSZPPC/mtygbltD\nMfduedsW24HIcIMtZbds04/dLWf7fQZb4GLAdYFTGtGusMcEXXtgMCDsZTld1UJl8PZ/mCDvAzQP\nB9XTZTwUaMyc7qYrFtw9ngy02ZsEiCdNOjkFP3nM5w31UKorSL15W9DLvQMoQpG/Bdney5NTuV1o\nPUL6f9+nnq/0arVQsu4RS1lKzQNf9EYna3miQFefM5OJHRTkcp55f490iB9uoG2+rl+3V1pqL/7I\nXn2uj/TmOU+uk7TLTxzgK2Dp4TPLq1A7CWw9UQ2lnKarF7CNvnYOcDrz+GfO1A263MM9C3RHPNay\nnAyhAdoAfrecbl22AbQBkMm4uq7E6/DGA/acbhp9qYcaWdJKaaAMOeveawa1LIsfA9A9ELRoKYA2\n6ZNh5WTPbvNW5xRa3r3dBeJe3+qcrN+vDa9OSP+GPOBJkNl5C1DlgFwDXbqQyQe6W7uQCQa/xzdw\nC6n8ihCAsMbnkLMd8dzj8dzfIf18SuClr7bkdd7bI/B92kaMb2+Hsq/ZdKB/BQumdJAlxcR+L9j6\n6zcfbKXu3knOSboGwfboBOElIeU971cD3uzy+OUKj6unnATdrFoHrPNyun7QldQ94Ug3sjPUTsFQ\neqBZ5HYN6EOpKQSNVKVl51wSeFbyu1k/rSs9JgF4ppdbTjDkcertUfu2+cT+GJZ8SdKCQJ4tpcPY\nQsYKOkmh6kkmMaTfwDhrnnA8z/lp6JheWw106WQqxcv5E0OiPghkEhEQ1oD1scanoza7lmVFCA+s\n62MHWQq260q94wSUIaNqAmKI82xSIRAZ+vG6B+vj0zRUj0vQ1LYUIX1ga0C+Llix5xqw7Qc2p64T\ngdbD89Ic7kj+0yV3wNu1ga9SBs6cbkNQqRttL7Ipp1ZGgIewz5vTzUBXy+mSOmFb4UohR3hypTeF\nnXffWgK7b5hz3XotVSfVvXua35Yh1u04WPHtd1tatm2XE4TKYE/PhzzB0fO4IOfKXzlI1dIOEnT3\nX2yTiC1fvUkqwDfpixrWqHldttdaBqRHgNZ12X5pGHll+/EVjwl4E8RSXaktZOiZmiP3eVuV9VcP\nu8kejMkkhO6bNtTAtQa2vgmEUCYlmTIUAS7dbntO0uWSPglsgfiOuRb9LgB/FsCfAfD7AfwIgB8H\n8EcB/HkAfwTAj7m0jVCro05VVXbWli4j43JQ9yZFdKAjF75dtH0j85k9tdHgER5VGhpz+wRsIyby\nTUN+i+vBB1LKmwbf2f3CCsHyUGS2a/8VnljxSwFBeSey/Ud4oeuQbSTbSq+H3t80b47/btczzwG2\n/aDYue7H17DGv3UlnuxXPJ9f8fXrD7ccLg0nZ/CNetet7+S/sIEWuTSbnfsWP9HwHFWa0b0GxrQg\nKwWwa6PtZ1WdRqv2jYxpY+VGyKXr6KxpArXcwJ8E8McA/CYAfwvAHwDwXwD4zQD+KoDfA+DnAPwa\nAL9TKR9+8IO/y2FEw4zCS6OrF+2ymnfn8Xw5zwFdkn9Ady62GDx1GXl7KeUU9vHzli5NphbKlWVl\nCJ5bQc/p8nw22eVGKMmVv1QPP5cexbLKadfBa7PmZ9BwMT0rcrPUgwpcUvLKsyULMazsS0V9l1zn\nZdtP21jSefLoz5K301ulZJ+VoeNislFMUjKYaxORPf1RwwAAIABJREFU3EZ0coIKD28zfkxOXuR1\nKM8zXjEplXIl6UDaAlsZRtdJKyfZ2w6E6GvDukedCsdk2yO3o/1rPF+//m3AuKFbIeX/F8APAfzd\nAJ7b719G9Hp/auP5eQD/LXTAhSsUipFHa+Jv7atCqRF6HwcqQ6hpgKnrci2k0qgSvs2h7bDr9dSB\nqqT5zuZXhhAq9hTSQRcPAXzglu2fPCE+oEcr0o1OQ8nlPEeXS4/l2G2bPE0YAg9zc92h5AFA0tLN\n+5xIcdnMObN+Cp6Usxj4ghzkST03o/d+sfcHwlOElTeZy5KfO0a5UEymfJHOL0/sj1Vh2dtMAiAH\nUOUrSQloxeBfercSBC1wyBMXqOc5ETx2E430WMX6wZb2ibzvkq3pcvTLGWB7JHrnKNhmucgTbwHu\nXwfwewH8RQD/P4D/CjGU/GsB/MrG8yvbvknaAFnwbBX2AW8eXDOgZCDR9B8FXa6rUkZ4ca7JhBBc\n6ga0nC7g8dhTGQO8Nfuq9ugTkvJlFCUYMuAFihwvQBdXpYE/nSZAutTaoAO4dtY0oVK5CqApdecJ\nAv+AAXlr1s5PAZJOPDpoxwAJHuW2DrRbvaQMLPvXpOQLR9I9VoIu9uBEvl752tHeR22KbZPaMrd/\n2tY9UOm1kv000AuQpgCQfzP4ml5p4C1TIw1gWtfD00uPgW0H0OZCXVYOeZqW/gYNge2NgDZRC3B/\nI4DfgRha/n8A/GcAfrvg4dPGS4mCUYNzKuhWwF0BsOOgu0kxXrHoJwO8p4AuED2U1E4lGJoer5xc\n0IE/lgB7hEnKGZ35IgMmEauep0AjdS+bfQHco8tvmsqyqK3UG+6l9mCsDH4UBNK/BIj3CQOIa07q\nn64vB90selmiVywXwuWdhfzl+ymqKT+7J0FQA9y8vdWZgCfXTf84SNrdh6JugH2dfEAnuOs83WCb\njvlsUArJg30yDoBt6/49cn/fjVqA+1sA/AkAf23b/0MAfhuAXwbwE9vvrwPwVywBz+fXfTt+DeTj\ngLkt6gOjUdBt6XKFlwftKzxUlac9uXB5uqKObbnlpCAPynU5AAfedIvxF2jko7wcBokAKD+Msn0z\n0EjdaZyJK4/DDlj5YwZ8kE/iR8bGTAksxbFdTxto45ZEOZAXl2xl9/YI+y9vC+xAnNiib7+t2N6v\nH0ill1RQ0RP3k63ZC02/NeClIG15ufQcbbfMFPY24rnVMn8rfzlA+EKlcn8EbEcBT9HV7JS1nG2P\n7hlgOl7eFy5v8zyfT8TV821qrVL+JQC/FcCvQrwTfhrAnwPwiwB+ZuP5GQC/YAn4+Piy/w2DbVen\nzbNYn+jeRpc5Cr282rladoVQ1NUTMpoVetIG32JIH5hlawOBZXPMx2X2NNxxzyWwvxxe3HS5/3KB\n/F86rIQZyQDO2jDxJRBMYCE9MKprr2v/315XWpm9/tS2sNuy125r31xb0v650Yv2KECpADvSPmEv\nyeoZ2J/y9qg1IChvlgIro734otzOv+C25cvF6yPBlrfI3iaSSiBXZJMWLkUE9jt2Lx8A2+KWb4xR\nkEOUHA+9uvVjfh5xD3bSLLANIeDxeDCcq5HHN/hZRFBdAfxJAP86gL8XwH8K4B8E8H8A+JcA/A3N\nnu+++5GszOGK9K9Y5qU5C+et6R9ZvVzTlY8uxSmXp7vUbKe6F4NHP+aSo9lXlaPpVlbjGm1sHi9y\nnFQW5xylxdojtlsrlOW1X4hh+bofWZXcokD+zce0AdAckDcgYauE1dwyrwdfdb3kNlLqndtFtOfG\nq/Ra8CFRADr45KLt2erli/0EtulcbiBuDZt0aPKVwTrQ2uR/JVi2JrSjE/CCpFxmk1WkBOyzwLZ+\nXgKtwavpnQi0FtVWKc+462s0H3CjoLYUMch59B8D3QqYnwK6m5TDoGvIGQBdDkJ++5r26qOysPcI\n6QBDbSkf6yGc5JzOq7WmptNJQd9R4bcY+O1Bp93u8nrSx8IW0LbRAJjroI8SlSTrUgIq0AbboJQt\nZWSgJXJzYxlgq8hRdG07lbqVYK3pKvfvArb9wHkMbP26RwD3KNgCNwJc4CrQ1Z+dHRns2zwTn9PV\nC1Z1Z5YjoGvIAd9v26PLHpn8tG02yhzu0hQILdDV7LEnFyqQTaQiNDwYvkvUU0/p6Up+azKy/7to\n7VEOiyW4US+35tlKADTOEdDdLaiAbU1HzbuVtSvTFZouH+CNgK20xyhkhJHng22bR59oKEKUkud7\nt8D3EnA3Kd8C6DoALbPNB13VUg2Yq/qo7FJ+M0Lg7TMDvVlvfypLf5GFbl/Zhmyb/DubFIiK/yre\nsDZe6JMifkzz3Le9vU/wtqLl+T1CAbdOfICVgGsDXwfYUnAlYWUbbDu82z1EvVvAzlnh5Br4WoDn\n8QxlNxkH21K/x5Z5oeT53m1bv4/nVoC7Kz4deBfBcj7ocnP08p8ip1vVrddzUXnjmYJ34edr9nnP\nEW1NHkO1KLuQHw4kui1WPVsTmVlkgSkduMtjmez+a3ms6mSCtZclRz9fkjbAlkAbeQY9201BWuSV\ngTcP0LanpoeDLcDVwdaqiyGraI8zPdtS/xGwrZ3ry9lW9Nd0f58BF7gCdImUy0G3AhyngO4m5TDo\n8vL7nvBWCi63bfa+Rh771XLerl3OLox6pWt7pJ7SI5xAgS8uMljMczrVo0M14NQ9VyX3y0TLxmAu\nYRpu9wM6ONkebw1sKU8G3rqHWXjHVf7SW9aAqw24FtjyfZWKkHa7zMycbeu8P2fb0N/S/X0HXODb\nBN3X5XSp/qOgq1hXTCQUi4dzvFJ2rcw4j6dcWavsuZllJtVzjOYMhvZkoQa6SnsN9sm2zXWPl/J3\ng+2+b/FIezzebWmfBR6aDCtnbOtSaKpne7R/1drTLDEcQlYktXnegHse4Lr13wl0T8zpWseYdVob\nNgZc3+NAXo+3fr6mr0V14FVAl/9D7Ku1a902r+m10HHm6fFqpR3Ss6fbDW8WtOjRSYcMJ+pAS4HM\nFUauesp+8GM2BDmk94OtR6dVrqRQdIurc7YtnjNztqW0N+BmQxojzbyVy70gM8pzIGR62NM9Brr1\n80a4cRB0a4NwWUSzXz/upWr7C7vUx2QYi6d9y8eK5HkfyUG6PFaUaAwUPXnpMkye/9VCxf3tYNXJ\nyn1qx9O2H2zpvgf4eB64rEDY5faBbUuvVlbqLg69IGdb47HL0Tq29c8A21mrpwHg69cfAq8C3C9f\nfhAVzQK1YeC1Adet+1BOt6K7GMivBd3a8d0aCTQDoFvXpQ3A0nPUz9Xl+sgEXrWepUEZpI943rK/\n6DRrEDStaACvCrbOfj82QdK9XBtAS556GFnb18uoni2U9k5lC+/XB7blfgfgSjlCr16kPrHxl2vz\n9C2QOhdo2/Z4eLjNz+cNABd4NejWAdet+xDoVnSfArqbFCfo+uTYcrejVfv69ailpuVDRxZBlVrT\ntevpW5a37qdZebWsv68t5Est+DG9zPj1kl4PBUMNLCWPBa46gHlywVo5ojyVGgLb8pgTcKeC7Xyv\n8FvM2Uqbt+8HfA7A9fL15zrbgOvWfaecbixY1Z1ZjoKuVa8W6JY8/bqKsxtPW3aL1Do47GnleL26\nCp7MWJIWuiyZPOORW/dwPyjklDx+KuuUAFMPD4Pt695wHWzL8q2cLQQQbOdDYIP/ONgS3Vq5Tx1G\nzvpmAO71YBu3gTfg7iX44es93dNA1zEgZrazQJfLJmeVU7reKtBU9Nt8TUlGmXob2blceVzXZ7K4\nvfbAfoyzNkO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"text": [
"<matplotlib.figure.Figure at 0x106da3590>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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