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@darribas
Created January 26, 2018 22:21
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(De-)serialise geo objects in feather
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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"import pysal as ps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Serialise and write"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WsUHLdgjpaofYVTuODsc6fm9ZTld65x6N8ieAIiBsaJJthJTL9Ro92xlKm6XO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TQt1ipNOqN+JrqinF0scG6pwc6eKF3xILYt3frLI2NpTi+sMpur8sS2DIuFOkvFGgcGE67UbjRp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\nuE/gBXQPHjx4uE/w/wNnvyr6VG4eVgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129d37ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"db = gpd.read_file(ps.examples.get_path('NAT.shp'))\n",
"db.plot();"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"rm: test.geojson: No such file or directory\n",
"CPU times: user 9.98 s, sys: 114 ms, total: 10.1 s\n",
"Wall time: 10.7 s\n"
]
}
],
"source": [
"! rm test.geojson\n",
"%time db.to_file('test.geojson', driver='GeoJSON')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 408 ms, sys: 19.5 ms, total: 428 ms\n",
"Wall time: 430 ms\n"
]
}
],
"source": [
"%%time\n",
"db['geometry'] = db['geometry'].apply(lambda x: x.wkb_hex)\n",
"db.to_feather('test.feather')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## De-serialise"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.87 s, sys: 84.5 ms, total: 1.96 s\n",
"Wall time: 1.94 s\n"
]
},
{
"data": {
"image/png": 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WsUHLdgjpaofYVTuODsc6fm9ZTld65x6N8ieAIiBsaJJthJTL9Ro92xlKm6XO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TQt1ipNOqN+JrqinF0scG6pwc6eKF3xILYt3frLI2NpTi+sMpur8sS2DIuFOkvFGgcGE67UbjRp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\nuE/gBXQPHjx4uE/w/wNnvyr6VG4eVgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126e437b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%time gjs = gpd.read_file('test.geojson', driver='GeoJSON')\n",
"gjs.plot();"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 602 ms, sys: 19 ms, total: 621 ms\n",
"Wall time: 618 ms\n"
]
},
{
"data": {
"image/png": 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WsUHLdgjpaofYVTuODsc6fm9ZTld65x6N8ieAIiBsaJJthJTL9Ro92xlKm6XO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TQt1ipNOqN+JrqinF0scG6pwc6eKF3xILYt3frLI2NpTi+sMpur8sS2DIuFOkvFGgcGE67UbjRp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\nuE/gBXQPHjx4uE/w/wNnvyr6VG4eVgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129d39240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%time gjs = gpd.read_file('test.shp')\n",
"gjs.plot();"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from shapely.wkb import loads"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 244 ms, sys: 5.66 ms, total: 250 ms\n",
"Wall time: 249 ms\n"
]
}
],
"source": [
"%%time\n",
"ftr = pd.read_feather('test.feather')\n",
"ftr['geometry'] = ftr['geometry'].apply(lambda x: loads(x, hex=True))\n",
"ftr = gpd.GeoDataFrame(ftr)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WsUHLdgjpaofYVTuODsc6fm9ZTld65x6N8ieAIiBsaJJthJTL9Ro92xlKm6XO\nlv2pTIRhV5Wz2rRYdReXjx3MUKqbnJ1Ikq02ub1e7uDKA3ua0kCmPOoti+GETG9tlBoMxAKUGy3C\nusqJ0Tg3l4vMZCI4juMX4b2JSgJ5wBFj52snhCyievZ/tVBjrVAn5obwb68WfS79V+9ucXAg6vP+\nR1Mhfv5PnWc0GeLBVoXPvTBD2Oj+lW6YFn/yF17l9loRy5F8/TMTSf7Ktx360HU7fhhgWjY/9/v3\n+L/+4F5b+kTscUa82ollO5xzRf+qTZOf+q13+N6Tw3z6wvgHen3fjYf+PwHvAO0cr//FcZx//409\npCfDtmuMEkGdqOs5zm1XGIipvtded4W8pvoiXCllqTZNP8d4cSolw6K2Fbd9jb08l9vjFT4zFCeo\nq1ybz2Hajt8k1I5kWPeHIzwKB/ojVJoWAV1FVxUuz+WIB7UOnrWHextlpvrCHaEeSIplLNDdE/DS\nCsmwwdWFPOcmkjjAG0uSu39qNMFwMihDyn28fJBG3RvV9ijBv1oXkS/B3jeoXaiGXuEPZEjbbThz\nqd7i6vxeZk47PFaQh/sb5Q6j7BVAF3M1IobKmyvSWM5OpVEUWfwWSG9ZUYSr55P3decjhkq9ZfPV\nu9ucn0gx6xbDpvoivHhvy5cgEIKOlFv7dKWJdIipTIRjw3GEcFCF0lF4fv5AH/lai4AmF2LbcQjq\nin8PEiGdoXiAbKXF516YYSwlGTcH+jtzuHuun1t7eLBZptm0ePnBNrbj8Il/9AdcmErzA2dGuTid\n7mm5IxkqX7i+zL95baEjZ+7g7JG99rSX1gp1vzA/nZF6Q++sFPmBc6OE+JAZdCHEGPC9wE8Bf/V9\nPaInRK7a4uRonJCu+flgLzd5ZZfHKoT8onih+Ugy6IdRLcvxDehUX4Rcpel73e1pselMtKMjEqRg\n0zODUZZyNf8Le2IkTq1lM5oKcXMpz8EBz3N187uukXNwiAe1Do2RYt3s2tn4KO6rru03dcfh4nSa\nua3yHhlZgLppEQ/p4MBQIkhpH2bEYDzgpyLUfSx6LKB1Tf2Mp8NkYoZ3QIDA0AQvP+g8FkUIf6E9\nP6l1HScX1BRmp9J+s1JQV6m3LMmpd+QOgrosGCKk775WqJMIab541ngqhKII5rYrCOD5g32SFbJe\nwrQ9D1pwfCTuKyhmogaFWosLk2muLeRomDbjqRDxkMa9zTKL2RqXptM8N9NH3Z1iFdFVmfJyBIpw\nKNRNXwjailb0AAAgAElEQVQtEtD4yp2dLuPQLongrXKzQ2vnyFCML9/Z4vR4ghuLBa7O5zg5muAn\n/+gJjg0n+IWvPOBPPjuxr2e+WWrwpdvr/PTv3EFRBDP9EVRFwXFz+MOJEKv5Gv/sS/dIXTb4uc+e\n3fezvpXhOA5/+zffpGnKBjAcee28UYQgbc7uWkt78fPgQIT+aIB597tg2g7VhoVtOyQfQ8j4RuFJ\n79zPAH8diO16/aeEEP8b8HvA33Qc58lY9+8R1YZJMqQTNlQK9ZbfHPTOapFk2GAmE+ng4I4kQtxd\nL/tNKx4L48hQjL6I4RsK23E4O5HyDWjYUP0CXlBXSIcNIgGFeMhAVxXK9RbRoM6xETkFJ2QoXJvP\nUW3ZxIMal2b6OuR429HepdmOVx9mu866zFVkwfStXYMuPBM72RcmoCk73G7TZrvcZDAeolRv+R5w\nO0q1FkIIUmGdI4PRDpbHDnYWoqCu8MxgzC0E7Rh3j1fv6dp4nzG/XemgDoJMZbQ3gIHMG3sGtGla\nHBmKka00Oxayk2OJjkWp22zVgwPRjkEi0hib/ni7N5aLZKIGGVdVcWG7ymKuxng6hCqEvyi111ls\nRy4eLcsmE5XaMEOJIH9we5NoQOPUaEJ6bqbj90K0p7Nmp9Mdi/bHD2e4OJVCIFAVycYpN0x/alK2\n2uTjhzNUGrLo6hmHW6tS7bJYMzk8GOE7jg3y1/7dDT56MNPVANu2w79+dZ6pjOToV5sWQV0loKlc\nmc8xkQ75fRze83ZwIEqh1nqqDHrDtHiwWdlZ3JEpuaZl07RsTEsymEzbkXUN0TZU3JFd3w3TYa1Q\n49deWSBkqNSals+senu1xDODMX+RjQc1ZqdStGyH9UKdO+7r6bC0AS8/yJJ2I8Fay+Ij/+D3ODWW\n5At/6SMfiKb9Y++cEOJTwIbjOFeFEJ9o+9NPAGuAAXwe+BvAT3Z5/+eAzwFMTEzs/vPXhVcfZnn5\nwTaXptO+N35+UlK/NEXBQTJTvA7FiCGLj4Ptwkjuta2bFlfmdyRsvUEUwB6dEID+WGyXIdnZ5mOH\nMhwainFjsUCxbnbwhndjMhUmW2kikFzWdt3wRstmOhNhfnuniOvpwVycSjG3VaXUaLnsCnkiIV3t\n6tk+CrvzxNOZMA+39k+/3F4vSaO5S+P8+Ei8g6HhYUcFcQeqwp4IpL2F39NtuTSdJldt+iwQRQhX\nFmDnPZ64mtfev18zh+M4HByIyH4BQ/X3cW4iSUBXUYSktA7EgihC5kVPj+3sKxrU/IVZVwXRYIuP\nHZRdupoqJRJU0SkattPEpPivO8jRg15T16XpdNfJUPlEsGPyFchjujyX4299z1E+eWSA//P/u41p\nOfyR0yN73v9go8yf+5UrbBRr/N8/+hGWs1WODstMaSQgGTIBTWE4EXKv5Q5r695G2X/9w4wrc1l+\n9ZV5vvjmGk3LZjC2U/9qr2ENxAKMJUNcc6/5cCKArip+f8T5ySRX5/M+l7zWtHymmlcjWy/V/Y5l\nb/zkqdHEHl2hqwv5jiHyIB2CxWyVt1aKnGh7ft8vPMlS/DzwfUKI7wGCQFwI8WuO4/yQ+/eGEOJf\nAj/e7c2O43weafC5cOHCN4Sc6TXNzGerXJxKUW1aRAOqL5OqKvLBnMyECepSl+SN5f2VBBMhzVfP\n6zbwAaT3dHFK6pd3w6XpNF+9u0XEkOF2vtrqyuudnUqxVmxQbZkcGYoSDxrcXCl0pFq8nGq34qrn\nuU+kQ/S70gPDiSBD8QDxkM5KrsZGqb6n6t4N0YDWYdAL1ZbrUZZ8gavd6GY095tXGtAVxlMhf2F1\nHIiHtL1zRt2PNFRBXzTAWCqErgo0RWGlIAuzuxeBqb4wc9tV0hHdHyv3wuGMz3zyQpWtchMhhJ9u\nG2ibI2toisyBOg7VpkXZVbgcTAS5sZijYTpMujIKF6dSFGotEiFdRhQPtjkyFPN7EJ6dSZOvNrm1\nViYe1HhuJo2qKCiK1AARQmDbDqOpHWOpqcLPwwsh/GsbC+jMTsvXbVs6FhPpMIcGo8xOpfiHv/0O\nluPwjz99Zs8zVmmY/LlfveIP8/jUz77IkaGYv9ifGkvwxlLBv37QqWdzaizJxw71d72fHwZUGiZ/\n/7ff4ddeWeh4PdNm0Nv1eyIBjZA7mtHQZCfzmfEEm8U6R0Z2hpBvtM3+TYZ1Xl/Mc3QozlKuSrba\nYjIdZjwdIhHU/TrPpek00YDGZqnhf2cfblZ8FtbxkTjfcWyQdMTwF9T3G4816I7j/ATSG8f10H/c\ncZwfEkIMO46zKmQc8f3Am+/rkbbBo8JZlsP8dpWNUqODoWK58rNv+t5eCk2Rq6XtyAk8x0cT3N0o\n4zjSODRMm1trpX0GtUljZFlyzNpALMBQPIiNw+3VEkOJoO91VZoWpweizGTEHkOnCtnxuDsNAdJr\nPTWaQNcE2UqLh1sV7m2U6Y/KFJIjhKsVIz3zeFBDVxWuruZ9T9vL9WmK6NBA2Q+7q+/ZaovXHmbp\ni+icGk343qPDTiNTt4Eh+12zRstmtdL0jUg3HBqMkokYrBcbLOVrrBbqrBbqXJhM+cJomWiAgViQ\n1ULNZ7QE3bx+NLBj0AvVVodne3ggyng6RLbSZCId9mmNE2nZdbuSr7GQrTEYC7BeanByNM52pclr\nD7NEDJVnD8tGHK8+Eg/qhA2NB5tSjmA1X/f54G+tFCnVTU674whL9RbXF+UiNBgPsF5sENJV6qbN\noYGd4q1XPJV1Dvnz6bEEN5YK/nGBpGD+9s01vvjmGsW6yd/7/hNd87KWbRPWVU6Oxt3jVYmHNAKa\n9A4TYZ3T40k3z2/453V6PInjOB2RyYcNxVqTH/hnX+uq1x/WpSlT3XkBx4ZjhAyNSsPk9nqJrXKT\nU6MJjgzFCOoqR0cSXFuQnvlEOtThyAV1jZa1Y6Q/dijDvQ058HyRGucnU7zpRuk/+vEZri3IusZQ\nIkih2uJjh/v53pPD9McCHX0mHwTeS7LsXwsh+pEx/+vAj35jDunxyJabXJhMEjI06i2Lqb4IlabU\n1T46nCBXldKxQ4kgqhAYmtrBHJnpj3bkqD0jMJ4KMZ7e4bHvhqLIMH1uu+Lf7BNu80cqbPiv3Vgq\ncGEqRblp+rofQgj6YwaWq6vdDd77A5rg3ESSXLWFwOHaYn5Pc9KhwShvusXFjVLDF94CWYwpN2To\n2G00nH8+++T0tistEiGzQ5/EQyOxP198L+Qx15qWP2yiHZoi2QG5SnPPlKD2YRpvLBXIRAzG02F0\nTQ79GIoF0BWBrsr/HMdBUQS6Ow1J7t1hyQ2tHeRCvJCVMsmKgNGkHCuoulx/IQRr+TqaAocHY2yV\nm7y1UuSQOyjk1mqJZ2fSVBomjZbNg80yD7ekrG+1YXJkMMLba0ValmSmjCSDbJcbfpOJpgput6XF\n+mMBX3kyaCgcH5a9EPGQzvGROGFdJRMLAJLdMpYOEgsY1FoWZ8a7G97ffH3FNzaevHB7DtgbsD2Z\nDjHvXpuLUyluLOb57Ow4z30IG4scx+G/3FzlH/72LZJhw+823rUVAAPxQEdKVFcFZ8dTzGQcmpbD\nreUSipAp2pFkkHLDxAHGUkHy1QYHBqId7KyAJnh9MU/YNczHR+LEAxonRuKkowY/9smDHBmKc3wk\nxm9cWeL/+GOniO4jmvZBQHyQIjIXLlxwrly58p4/53O/coXfeXv9ibf3PB4Pj/IYvXRJO4bicqW1\nbIfRZJBXunDFAZ6dTlOot8hEA2TLUu1ut/EeTQZJhPR9B09AZ3EvEdJQhGAkKfP/AlnYeXNXCslr\niGrHhcmk3624G2cnkqRCBrfWigghB0UoLlFaiP1z8u2huocTI/Gu9YZDA9EOLR0P3iPXsmzub1Z8\nD7YdyZCGogjvjDk8FOXl+1lURXBiJI7pKlt6UUT7ZxwdjvHOasmfHwpSF//1xUKHbMB4KsRirtZx\nvb3h1afHEyRDBnU3SljK1SjWW5TqcvrUzeWiz3jIRA22yk1ChkrLtDk3kSJbaZCrtjg4EOXmUp4D\nA1EirhzERqmBEFJX/6X72/69Oz2e5EZbc5eneeOlRLy03B86OsA//cxZ2S3bhusLOf7sL18GIQhq\nCpbjcGggxp31kq/N3rIdDvbLQmnUUCm7QmcjyRC//rnnMDSFbKXJzWWZBvygPcxu+Bdfvs9P/9c7\n/sI4O51mrVBnJBmk1rTQVTljt2HaWLbTIdTXTjA4P5nCtKRS5kq+xtGheEcz3bMzaV55kOXEiJSk\nqDYtdFXw+mKBjx7KoCqCt1cK5KotJvsi/InZCX7ko9MfyDUQQlx1HOfC47Z7esrZbRDIvJ/jwHal\nsW+3JEhtkvKuppm3V4oyJNM1mpbFO+5QZoBnBmOucJQkyHnCUF46ZzjZvWAU1BQWslVGUyFefbDN\nVCbSYczTYYNDg1HurJc4MhRHEQLDZaXMb1U7psy3U9kSIcPtft32z+fkaMJn5kQMlULd3MOPBTA0\nmTtsWBaqkNrig/EAILjujtw7N5Hi9nqpQywL9tcE30+OdnfDBUhxMdMvWNKhW7ua36F6GqpCwJU2\nkEQEqUy5Uqj7Q589OXjLdvzFOWoovrRx2FB9TraqSGMdC2qMp0I4OIQMjdFUiFRIx9CkZEMyZKAq\ngmRIZyot3xvWpRJjodoiEdRYK9QAQSZioCmCvohBNCC3SYYNJtM2YUMlbKg+9XG9VCMTkV2/q/ka\nU30RijWTm8tFzk+k2hYhuUhH3aJwQBX0xwLSo14rcWAg4nePzk6nCekqs1Mp/uInDuwx5vLzArJB\nzIGaKtkbE6mQXycJalKCYDwVJFtuoCeCRIMaf/nbDvKHTwyhq4K//u9v8B+uLWPZDt9xbJBf+NOP\ntSHvOz51eoRffPEhLcvm8GCMt1dlemsoLovH6bBOttoibKju0PIdmJaU44gFNIKaoCkUGmWbesvu\neJZPjSb8VK6uqTgOvLlSRAiYcQesHx6IMZEO8/zBDAOxAGe+CXrnj8NTZ9BrTYs/uLPZoZUwkgwy\nlgx37WIcSYa4uUsx0LSdDg/55GgCXZWe6Uap/kimx37Eo8m+CBulOnc3ylycSnN3o+w3HvVHA0SD\nql/Yy1aaLOdrRIMai9kaybDOhakUd9dLrpFRfDXEhWy1Q1Rsu9JkMVclbGjcWS9xelzu4/jI3qKL\nZTsd12QgJr1YT3XRdnbG2k31hRmMB7m5JIdX7F4EPUSDex+Zbg1EIOmhu9MsIDVjksPSyxZC0gJ3\nRzK31kpoqsKFyRS2I6Vsn5vpo2XZKALqpu03ZEHn9KITo3EWczUMTWExVyMR0nn5/jYXplIdPQqj\nKYflXI2QoTLnGtlMPOA7CAOxgJ+W0PsjzLvbbJcblBqWv117YdaLDua35fuiAZWFXI3nZvoYTAQx\nVOEPYAnpCpmowVKu6jdFCaDesijXm9zfdCjXTVqWTSK0k7LaT/fpjaWdCVSapmI7FkLsOAfC61gV\nUvKi0rBYzNak527a/Mzv3uGtlQLHhuKoqjxPKacR7r7DDwileouhRJCgpnB3Y8f58PyDvmiAbLVF\ntWnxzGCMqUxEXsOGSSyg+/fRERValk2+2uL5gzuU4oAmSEcM5rMV93eFG4sFZqfSXJ7L8t0nhvnh\n56fYKjc4PBj7QOiHXy+eOoP+tXtbxAIaI4M7hnolX0cI4QtbecyDeFBlu9Ig3maEkmHDbyryRLmW\n8zUEMtXxKGP+KNg4BDSVpmlTrLfYKDXYKDV4bqaPy3NZNss730JvsPJMf5TFbI18tcWVuRyZqMFA\nPNCR3xfI3P2ladnY4jhSttZ2W8lfX8xzcjSB4+xNbShCMJEOs5Sr+q3qINMpBwciBHXV58JriiLF\nwWb6KNZagJCCQ7ue3XhQJzCmIrz+eyEbizzDK49Zvsnyh2oIHDfiGYgGeOl+Jzf/YH9nhydIo9U0\n7Q5N+nbu+dkJqST57HSKpiWbilJhHcfB118JB1TiId1fHKOG6h+nEMLVmwkQMVS/kzYelD+DLLh6\n+wnqKrGgjqLI6yplfeX5Gqoic/5uW//ZCdXn4+uuHrqhCb58R573ocEosYCGZUuO/0q+znAiyLbL\nvd8oNTpSBR5v/eSoSlBXOTfRbRKWFEiTImVSQsB7BrzFQlMFTdMmqClM90VIRXRmMhH+5Utz/Nor\n8/59aWdcvb1S/KYZdMdx+P1bG3zxzTXeWCqgK4JnhuQw8xOjiTZa8s7323B1bkCex/WlPM8MxpjP\n1qg3LSzbRiBrNxenUijuc/DivU3iIYMXDmWwbIday+K1uSzffWKIz8yO0xcN0BcNdDvMDxWeKoPe\nNG3+7v/7lhz4UGl2FHuWczWWd3l5xbrFM0Odgx5attO1TR1g4jF66bA/owMH1op1RhJB+iIBX2yp\n3jL3SG566nw3lwucGk34xdCtchNFCM5Ppqg0TGoNk3hY59pCnoCmEA1oaKrCRDpMvWWxlKtSqJnc\nXC7w7ExaDkhw+cVBXWUhW2U5X9sz0KLWsnwu9m4Uqq09U4PacWk6zetLe/PyXu65Hd0Kod1SOYOJ\nIAjhG0FPynY3Am0UvTtrJT9lc2EyxSsPtjk6HCegKVxbyHNsONbR1OW18Xv1k7PjSe5sVcBxsJEj\nB+9vlpnJRHz204GBCPc3pPCWl/I6NhTj4XaFwwNR7myUEUhNlbsbFU6NJvjqvOwC9fLyXodnNKBy\naizB/Y0yyZDuP5PjqRDbFckPT4Vlw5plOyhtK6lA8NpcltnpNN92dGDf8XOffGaAf/K7d3hzucjp\n8QSW5RA0FAxN8eshZyeSfOXuFuOpUMf98njYZyeShHQVVYDlph2+8/hQ1/29GzRMi+sLeW6vlbi7\nUSJbaaIqCmOpIAFN5dMXxrFtKTdtOw7z2xW+emeL37iyiO04KAKOjca5sVhAEZK+e24iiTup0JfM\nMC2Lo8NympmhKpTqJpGAHOAeC2q88mDb1/yPB3V/7kHIUDnUH2G73CDgpm1OjMb5y9926Jseobwb\nPFUG/fZaicW2gQnJLsMJ2mGoYs9M0G65Zg/78amfBJ7JXinUWSlIOlulaXadSXpoIErLtkmHpcHz\n0iUCGUHUTYvlXJWJdMQ3vA3T9oWAPE2Xdk+qVDdRFcHRXZOKQIbw7R2cj0LzCRa1J8V+LJrdaLTs\njg7P/XB+onvO8sp8juMjMWoti7dWiqiupO6FyZS/sAoh6Y+6KhhPh9zuTIdtN/00krApN+SAkfZJ\nTXWzM9fash1qLSnD622XCBmMp2zCAZXRVMiVYpb5+5CmMuZyz3OVJkFdRVMVTozEqZvyGYgFdea3\nKz5XHqSA2OHBKBFDo1hvcXQ4RthQST5Ca0VRBD/+nc/ws793F01VMLH50u1NhuIBf75tPKRzfjJF\nUFMYSgQRCIr1FvfcWbve8/T8gT6als1y7uuLWHcjX23x5//VFTRVkIro9LnduqVaiy/d2eRnfvcu\nJ0biPkMHZCRzbjLFnfUSuqqQChsdMhaaqsimLkWgqQoRV7XzznoZIeDsuDTM5YbFw+0KB/ujxEI6\n4+kwE31hgpqM2BzgxmIOB0G1ZdGwbP7IqWF+5KPTHOuSyvww46ky6F+6s8HsVJrrCzlatsPd9e5M\nkcODclzc/c3yHjaIqgjsfZpuntQAdcUuttCrD7Mc6I/40gKW4/DOSoFqS8rj3l4vcW4iuad9/dhw\nnFKjxWgqxJ0NeX4vHMrQtGzWCnUGXVVAx5Fh42Rf2Pfl6i27q/b6rbUSp8cSLOZqXeUG2lHZJ3fu\nn+a7eH2yL8xgIuC3uVu2TMN85ECaSlOGvgLJjfaGR+y+A07bD8mwwdnxpC9vgPvecsPEsmwMVeUj\nB/p4a6VAsWFyZT7XIYw1Oy2Hc58YiVNtWgzGQ3I4tYBU2ODYcIxkWOeY2wSSDOscHY6RCOq+dEIy\npKEOxUiEvNccNFU2sOiKIOFS1nLlJou5GumI4U9Kem4mzSsPs7x8f9uX8vUQ3KXpUmtJw9TezRsN\ndGr/dMP5yZTveZ9rWwC91JU3rnE0GfKLgOPpkBu1OgzGAqiKoFg3Wc7JDsef+gHrPbNdBuNB/s73\nHePH/90bVJsm6wXJ9BlJBLngjt9bztdJhHRZlK612CjUSIUNv+Yz1TR5bU4OSH99IcdqoUZAEwRU\nKUmhqQqKgFOjcd5YLhIP6lycStGybNJhnVvrJT86vzwnr8FqoYbtyDTkYk5OQgtqCt9/ZpSz+6S2\nPsx4qgz6nfUyr81lOT2WQFMUQobCWrGOpigYmpCCTU3bT2G0c7M9nBpLYjsOa24DSzss2+HUWAKB\nLD4u7cMX74oua8H9zUpHE4SnYeI4DsOJAIamyCalRJCApqAKuLZY4PRYwldA1FXBV+5ucWI0ztx2\nlVTYoNIw9/C2PW3s/eRpbywVmOwLEw92F9LyMBALdtWA/3qwkK36xqjdMHl0QQ9ykX60kiLARw9m\nMDSFpmlTbZrEQzoCuLlUIBHSGU2FsGyHY8MJqi2To8MxVvJ1To5GubVWxHGkxKlp2aTCBlcXdiIZ\nT4TpxMgO/fOYW+A8ObojHuZRIY8Nx3deG4xyd72MMZbw3+v1H7QvdC3LQRVgOvJZOz4S9x+bpXwN\nVQhOjyW5u1lmbrvCszNpn5nUFzFYyFapt2x+/Lue2fcaxYI6LxzK0HCLxh87mMF0HCb75LAQTRF8\n7FAGy3IYTYYAyd8fT4X9tJKnMnppOk25YX5DqItN0/bb7VWxI0MbDepcmZdGOltpcHwkgaYI3lop\nkI4EuDaf5eOHMlRbNtGAypmxJJYthedeurdNLKBxfTHHocEYmiJQBaCrPDuT5v5mmcVcjRcOZ1CE\nYDAepG7aBA2FI0NRWpbD+YkkK4UGDg4HMmFGkkFuLhf3TWt92PFUGfSf+O4j/OcbK9xYKjCekrQ2\nLxz2uMDt6OZxexzV2en0HoPeXoC7NJ3ex6Dvpxfy+OP3wtnTYwnyNZOA62E3TJvVQp3BWIDjwzEe\nbFbIuOPsvNb/W6tFmQdezHNyNM5WuSmHTQg5sNkr0JmPaPmf364+thMwHtLhXRj0I0MxQoYsAp6f\nSGE53jg4wWrb9Qu0eaC70zrOEyWDJG/du4aHBmRz2KXpNA3T9ouJIOUVbizuMJtMW0Yul+dyHOyP\nUGqY9EcNP28sgKChcjGgETE0X+wtbGhcMDSiAZXhRBCB7NiMh+RAjHO69IAjhkosoBEPyiKjg0Mq\nZPjTrcZTIWz3OCIBnUMDUdaKNTZLDdmB7NgENRXHcbBxqDZMmqZFvWWRLTdByGhnMVfF2Edd08Nm\nqcFX7u6oObbXNrxFtb3g6uWePb0ZkM9yfyzAz//QeZ9A8F4wv13hX7+ywL99bR6Qnx3QFIRQ3DSS\nNENnxpM0LYeX7m/zwqEMioCNUgAbuDwndYy8+o2XQio3TKYzYe5ulKk1LZ+zf2QoxmKuRiygcmOx\ngGnJoTHeaMJTowlurRVYNVSODsdZzlX56r2sLI7bDu+slljMVhlPPz35c3jKDLoXIkYDqt/o46Gb\n8a41H50++LrgdP9Cvdv+rFrT8ocsX3QNyNU2L9UrJo4lg37nmaEpsh282OC8G6a+dF9OB4q7AxHW\nHzMtqRtfvB3VpskzQ7GOgKN9ZJ83vFhVBHfWSgzFg3zpjhyDFtLVjppBu27KTF+EeFD352y2NxI1\nzCfL27cPvn7U/MuApnJsOE5QV6i15Bi55w5I9k6taZEOG7y5UtojK3xkKMbluZzf0DM7nebKfM4f\nTA2yAHp1Pt/Rlu81rh0ejPoqn5ERjfntKmFjh5IZUAWFWovNUp3JdMRnlbQb2EbLptK0ODIk5Zq9\nR7zZcijVLQZibQJzXfDqg21/ZGLCbZI7N5HCdNkdo8kQLcv2O1RVIWi6zTbnJ5MUaialusn//IcO\nkYoYpLoIrD0ptssNfumlh/z8lx/IrlxNIYpgPluTTVkbJW6vy2imXbNoJhPhZbfIfWe9yGy4jxcO\nZzrosaZtc2k6zb2NMg+2qj57SVOl/HEyrBPSVWb6o9xwi+CrhTqnxxOoQvg8/mrT4up8jlOjCYq1\nFuV6i7/9qaP8qeemPtT0xP3wVBn0A/1RDFWh3LBYydfQXErY14Ov91btN/z1vfTbNkx7XzmAtWID\ns23g8UwmQrlhcnU+50/EaVmOT8pdLdTpi0i2xKHBKA+3Kv6kHIGkrU16cgRt+5EPr0MyZOwZRdeO\naCDt5/0VQceko92edvvnF+vmnnqBh93zGPdD+6Lpfde6XfemZfP2arFDxvb8pKxXjCSDJMM6KTf3\nPjuV8j8sbKj+gIeA22n5sUMZv+dBVwSOkDWNlmUzlYm4MgKCFw5n+OrdLT+t8eZK0RdXC2gKDdPm\nwVaV2WnJbZ7P1nhuJu0O9Fb4yIE0li0XqvOTKQxNcHQo7mu7J8Iax0fiNFzPvVsaZCVf45e/Nsfb\nqwUapiMZSYt52RHqLuRCdF7HVFjfyVG7XcC/9mcv8dFDX58EgG07vPJgm/9wbZlXHm6xnNt5drOV\n7t7+7vSGd02LtRZjbipodirlKhbGiRjaHrG2rVIdRVV4sClFybZKDWoty+02lp8XD2no7oAVx3H8\nhRtkf8WhQSnb/PKDLO+slvjff/DkU2fUnyqDno4Y/PyfOsc//9J9VJcLrKqyi1BTBdNuuOut5EK0\nD6mQuULTljrIIZeT3I72hz3qKuztRthQfYW89uKcHEK8l6fqHY/jJyLwO/48BN2cnxyCIOSX2Nk5\nB8fbkSPpbZWmyVRfhIAmm1SkgNSOYfW8+8m+8LurAwCJ0GNC7Lbn23Y6jfHute7gYJQJd/GIBzuv\nZ8RQqTble4OGQibaQAiBocp75IlwSa11ybnPu1N3AHAcBuMBNEUw5HZcevl1L1pzcOiPBrAdB0NV\nSIZ14gGdO+tljvkj84TvHbbLJ3hedzv33Wv1b59U5Xnqs1Np/9nx7NPOpXIYS4VQhCDSxiNvWg66\nKoSTZVMAACAASURBVOmrI8lQx4J3fETqlXjMk48f7idsqHzt3jb/7Ev3+avfcXjPrflbX7jJlfkc\nB/ojtCyHgCYprroqSLtprom0lEhOhnWK9ZbU8ddVmpZNodbi4lTKV3p8Uti2FCf73XfW+fdXl/xI\n+rmZNKMJef91VTCWDPsOmKwfyYlZAU1hMB70v5u6q7rpuN+wgViQaEDl+GhcDg1R8PVcJtNhpjJh\n3lwpsl2u+RIWnkKmriqcnZA9CUFDLqwRQw6QvziZotK0EEIuKpGAnBP7pVvr1EyH7zoxxCeeGWBu\nq8JmucHFqfR+l+BDg6fKoAMcH0lwfSGPaTtMZyKsF2r+EOPHYbZNP70b2nU+PL2OJ0U0IHUxvl5c\nmk53jC3bDwFN8oo9z2IkGWQlX28zUO8Nj/NH9v69zWztyjs92Kz41/OZXZrvHRobEynK9RaaomAb\nCvWGhVDksmzZCg33/grhUHJljiMBjUrdlNocdbkIBXRp0L3F07IdWpb00rxGLFWRxl0IObA5EtA4\nM57AtB3CuuZrrifCOidHE4QNlZOjCfoiujslKwGOLEJnYlJGtT8eIBKQM0UFAk11G5ncz1YVxa/d\nTKTDrBVqBHWVSsNEUQS5aotctcVYSrJNDE0hpHd+NfPVJjeWCgzEAvznGyv82CcP+JOktkoN/sVX\n7rOYq3JwICI57KpcEFXXWNm2ANcJWs7XaFp2x0hDRcBwIsTPfOYshvb4Iqhp2Xzt/javPNjmN64s\nsVVu8Ox0moH/n703jbEsTfO7fmc/5+5b7PuWWbkvlRlZe3U19hibwYyQ0Qz2eGzLyIzxiJEsDAyC\nGX+whQyWZkAIrBEGAx7RwBiYsYUxnvF0VXd17ZVZlbXlEmtm7Hff7z0bH95zTtyIjKzK6sXq6upH\n6q6bETfufp/3ff/Pf0kZAmoLPhaDkNby3FGIa9C75sYxq+jjgd+hAhcEP3y12I7UnhvlNmfGkpSa\n/WhRDecGoRZiJGlQ6dj0HY/rs1k+3a6jKDK1js1IymC/3uOFpQKf7DSiofDvvLXJufE04xmL//Pm\n1k8b+o+iRlImv/jMDP/ge+til/eEzRy+uFn9ILDJv6ypeM/xmMpZUUMfTYmGnrE0To2ETnFCUq99\nice0NJwgYarYjneiy+LjKnSuC2tvYNCcMoXBlsTnp6C/t1kJ5Pwuzb57DLOORWySTEyPoIOQt24H\nYhQQ72+z70YnBcf1okX23Y0qrueTjemU233eWuvz3EKeYrPHZzsNuo5HJqZhOwLDfnomy+2tGovD\nce7vt7g6nYk8ZEKYYnk2F9Fir81mo8sJQ6XZcwLIo4amSJFPuyqLaDwkifNjCSxdI21pyJIQhfUd\n4Q2jBcEYuioyTn3fZzYfR5Fgpdjir/9vH3BxKs2bKyUq7T63HtSigWBIEFg5aGFqMl3bi5pUPq4z\nGjRd2/VwXY/zE2nu7IqQ9f/2j+7zwlKBnzk7iixxIuRw+2GN/+oP70bahzADdqXYihaJM2NJTFXh\nhcV8RKVNGGo0fJWi/yP6d1xXkCUJWZaYyVuYmkyrJ3bQaUsLPM0lFFnmI7vOw3I7EkCtFVu8uFig\n1XewNJk7gXdfwlApt/rMFRKYtQ6jaYO4rnJqVEj4FVm8vlPZGL/0zDSmKrNT6/Lf/Nkr/P3vrvEb\nv/+RCNR+jLvlj1t95Ro6CPraR1s1kVRyglNfKCb50jXwNyfxuT+vHpe3+aOomK7y1GiShKFGwbTV\njv0IR3l57skHWpamfCF18PRI8kh4AAg46P3Nk08WlyczxH0BOWmKfIRJMWiilDRVJjNW8J75A3mh\nonmGHPDuCSItzxMB0xJCSNZzfeK6zFOjSYrNHucn03z0sMZo2sRHYjxtCktaX1xfkSWuzWTFMFMC\nSVfIJ3T2G12mc4Kn3neEcjWkIiZNEZpgBBa5AAeNLqNpk8WhBKvFJqNpkwflNmNpk1MjCV69W2Qq\nZ0XS/c1Km516n/1G45HP8HJAyQMh8AkhmvVSnZSlBvqFGisHzUhjsDAUJ21pQSOVmR9KIAHvbwS7\nXl80TUkm8IOXuDiZptjoE9NVNFXhzl6TruOxst/k258dMBQYUO03uvzhp/uYmsxGuc1HW/WIPfPs\nXI7FYCCfMdXImTQ8fT27kA80E21MTeVusBAvzwou+TdODVFp91FV+cjA/vZWHc/zqXcdnp3Psd/o\nkYlp3NwU+QOFhI4kieD24aTOarHNd1eK+L5wTZzKWuiKTK1r89yAb8tQ0uCttTKjaVMseKrwTXpq\nLMXcUIJfeWWRU6MpLF3hZy8+mgb1415fyYb+8XY9ohhauoImg+1BQlc4HXyRO7YXbQDCXqspMsMJ\n/Yjr32D9IFbC8r+EHfq1mSx3dhvcDhgVjufTdz3OjyfxTmDffJlH9CRMk1bfORJgLOrxr9le45Dr\nb2hHLYvPjCa5NCUSY9KmyqsDVLuZXCwywhqsc+OPwkqu70c7+HAIWkjoJAwVWRILbccWgdjvbVTx\nfT/SBlydztDsOoLX3rPpOB6e56MpArf3fZ+RpMnDchtTlXlQbiNJ4tSwWxU2D7vVLpIkoLCO7TGT\ns9irdcnExCnD9wWUF9MVJjOW2MVLRPJzEO/T8myW9zcrXJ3OHTlZ2a7PuxsVXlwqsDybo9kTJlSh\nVcD12SxpS6Xatik2e+zVe4HWQEjkL06miesqPcfj8nSGpK7S6rs4rofriYDspKlQbfcDJa1wAN0s\nt7iz1+C794ukTI3X7h1wfTaLoSqcGU1GJ1LX96PTUkiLnMiY5GIaExmLDx9UafVdYrqC7faiHbuP\ncPo8aHRZL7Vp9V2uz2b58GGVnuPT7bskdJnnF/LUu3b0Wp2fSJHQVSYyMXZqHTZKLRpdm1xcx1AT\ntPsuqiyx1+gRD/JBX79f4mfOjvDcQh5Zlvi5KxPM5mKoqsxwwviB2Tw/TvWVbOh3B5pKp+8ynbMY\nTQvJ9VtrZSYyJj3He4RDu1vvPZKjOVgjAzS748q9LyoZ4XUOh14k1bb9hTTBsBRZGGlBOEg9rGxc\nJ2WK3XjXEV+OWsem7/qMpEw+3RHeHVOBxDw8Juvq4W2GFd52SEOUgmN1OqaKobLvRwtbsGEOjLgk\n0paGIgV+K8HvTE0Jdtdi6CxJICOOzUlTFcHVvrD5nclZEAx505YmEogAS5WYzlnRY0rHVDghY6SQ\nMLg+e/iRDWGKkDeuKzIz+RiyLOiBuiKJRjYlmt712SyWpkRZp7IkePcJQyWmq9zeqh2Ja5vJx3hn\no3I0tNsXfP7QuXEya/GwIuY4Z0aTvLVWiUKpQTTzO7sNzk+k8Xyfi1NpbNfDUBTWii1kSWI4ZfLJ\nTp1cXGe12GQ4ZXJ+PIXt+dQ6fZaCHXCx2Y0giW7PI24Ibv2V6Qwb5TZxQ7A0MpbG8wt5PN+n2BQ7\n8EGl6GapjecLOMoOBvE9R7znKweiOYfB2PiQHlN55fQQH23VcX2fVtfm8nSWXEyYlYUc/XRMi5hC\nHzyscWEyzU69K1TPwelxs9yJsHEriP+L6SrnJlJ8slXnxlyeetfBUCVqHYfXV0rRXEOWxKbsoNlj\n5aDFdM7i+myOb989IBvXI6Fex3bB97g+O8TFyTTffGqE0yMJ+q5PoyeM8Fq2S8FQ8CV+Ypo5fAUb\nuuv5Rxp6yCXeHPB4ycZ0tqonDzSNJ2zUXduLcN/5QvxEBWa1bUcBCkogXYZwp9iNZNZP+rxOCgwG\noud2fTbLGV3F0hQsXeyqbgUCmvcGgiwMVWJ+SLjS7VQ7DKdEEMDCcJxa246OvYN1UkAFHMIsqyWR\nlTiVix/xXQnplifln4Z1ZTrDG6tHfzeWPkzMycT0I+9fqn3yx7LRdY4YSi3PZo+IaMLB67PzOVaL\nLWQIGtah5D1kqgAsDsfFDluWuDqV4cpUhqShYkyKz0jcUMnGxGJ6ZSoTHXkkIG1qXJ3OYGpyxLdP\nGipm4LcSyu4d1ydtqry9JhTOH29UcDxh9ysiEf3A6tVlOhfHdj36jkc2pvHRwJA8E9PYqnaixhvC\nPwtDcRzX4+xYiqSpcnZMhDPYns/ba2XG0yaGJjNfiBMzFAxVNMTRlMGlyQSeLzYvc4U4Y2mT762U\nImZN+N+EqZKytIgC+sJinpWDFuW2GGQXEoIma2kKfcPj/eAz37E9is0+1XY/GhiH/vbDSYNsTOfO\nXoOO3aeyLqIKbdfDUIU//natwdPTaVRF4cxYkoSu8s5GhReX8uQTOo7r8+27Bzy3IBxNp7IxcjGN\nTt/lF65P4/lC7/Cf/9NPeXO1hO36ZGMav7A8zamRBE+NFk70lf8q11fu2fzera2oicKj6MlsPnbE\n4Od4Pc67+5HrSUQ7/MfxspeGE9yYy9G1RWrK8fDjHzas/s56hcXhRARd3JjPcXEyze2HNbJxnams\n8OcoNvt8utMgaYgv9la1gxXgmi8s5k9s6IMVhtwC3NlrROrSnuOzV+ucmOr0ZSukmYKwP10eYBDE\nDIV2wG8Pk2NALJovnSrQtcWXXpYkrs1kcD1xwkkEdrlxQz3iYwJEvh6WpkQNve/40ZC1Y7vcfFCN\nhqBA5Oa5PJuLPgMhjfT6rPBMCXfoIKwC1ostzk+kWSu20AJvkd16j+W5HIYicWY8hetC0hSN38OP\nuNFxQ8Hzxc49GxM+3lO5GMWmUERrikzPEY83G9PZC9w931gVi0Wz59DsOcR0lU7fYXlWOHC6nsdH\nW3VGUzqWJnN2LMlY2qIRKFI1R2at2CJhHNJpv3F6iEbXQZMlCgkDXZUiAZznw2jaYCprUe3YVNt9\n2j3xHdhv9HhmPofr+aQC2OvqjFjsVVmw1FKWRtJQ0VVhqGWoMnd2GxiqguMJ2qntulyayLBabLFV\n7aDK8Mx8nqGETs/2eX+jwpWZDGfGBPxzfiJNQldIWmrgf95mt9blm08N8/xCnj//zAzzQ3HmC3Fk\n+cudvr9K9cQNXZIkBXgX2PJ9/2clSZoDvgXkgPeBP+/7/uc7P/2A5fs+v/UH9x77+0JCfyTE2FRl\nhlIGpqqgKRKxgGt6XPZ/vJ7EqCtcWM6Np/jg4aM78ceJkH6QmsgIM6m0KXxMPnxYiyb5rudR65ys\njg0VnFvVz3/eAJemskd224OzhUbP5cWlLN8Z2BkH1zryr5mcxVCgapQliQsTqchnXQqw7UNo52gQ\nx2Bg8vJs9gidMzwJHIc84NCyNoRIBofjIQNkcTgRGHyJFKNskEDU6DqcGhE+LWfGkqwX2zystDk3\nnuLT3TrzhTilVh/X85krxPjwoYhoG5zlfLLT4OxYkrfXK+TiOvuNHhcm0uhBDioI3P72w+qx2Ls0\nlyczR1wyQxO1/UaP8+MpPnxY5dpMLvJy11UJTTFRZJm4rhDXFQ6afUaTJmvlFpoks10XG5vpnBXt\ntiezcT7ZaZAMVLtJQ2DqT09nSZoKPduj3LYpNnqsFlvMFuJs1zrMF+J0+i6OJyL0Ku0+lybSVNt9\n+o7H4rDIXR0NFhgQ8vqLkxmq7T6qLE5Jb61VhN3xmpDy33xQZTYfY2E4ge16lFvCQnq1KJhFE1mL\niYzJ3f0m371fCgLdHeaHE9Q6Dvf3m6RnNRpdh5ubVf7Gz5ziL78whywLeu/Xrb7MDv1XgU+B0E/y\n7wC/6fv+tyRJ+nvAXwb+ux/y4ztSkiREJI+DJs6Opyg2+pweTdKzXdp9l/1GL7LcXRyO88m6+EAp\nksRE1mK92DrR//tJd9ez+dhjFZD39prfP+PmMVVq9rkX4JEpU42CLwAU6Ys/wBLCIOqRnw/8zHZd\nNFmK4Iq4qTJfiJM0VTwfbm5WeT6g/MmyhKkqkZlYWOmY/kg4RQixzA/Fj0AlKUuLcFIQnP4LEylA\nImFq0QkhG9cpt8TRPGVqXJwUPPFslF4v4Kh4wB33EUIVH6EEPD+RImVqkQnVjbkcrusho4IPYykz\ngLNkUqbKXqPHQaOH4/q0+k50YstaOqdGEqiKRNpSAYmFIZGSkzJVludy6IpEuWVjux5jKTOClFKm\nxrWZLJaucH+/yYWJFO9vChbOi0uFYKcLni/EaGrgfOh48OZaGVOV6Toe01mLkbSJ5AtWkI/YYGgy\nZGIGvkzE4Hlvo8L8UJzl2RwJUxAHDE3mtbtFzgY73P1Wn46t03NcNsvCBO5feWqY3UaXasuj2XX5\naLuOpkicG0vS6ztsBu6dFycEJfNOYFt7Yy7Hnd06n+zUomjHhUIc1xeZvKYmc3UqzUFdeNnEDRUZ\n8CQhIlKCU4Xj+WyWmywOJ5grxLm5WSVuKNzZbXIxMEI7M5ZitdhicThBPq7zd//5XRRF5pdfXvjC\n78JPYj1RQ5ckaRL414C/Dfx1SUzdvgn82eAq/xPwN/kRN3SA/+EvXedv/ZNP+NY7D4Cj+8Ke7T0S\nlBzWSNJgMhPj/n6LdzcqqLLEw2qHpKGeiP/KTwjN5OPGY90Lmz0nwlkdLxJ7nnjLxhPuJowBul+9\n6/DWWjkawj0JF16WJU5kZA787OZmjavTGQxV5o3VMp5H5FESVq1rR0Kh8YwZZa5G93NsRfw8HxYJ\nIodMEA0hFHXdmMtF/O8bc7kIblqeFZdn8jE2gtf/1EiCu3vNiEM+qPy9NiN44qdGEtH97Na7bJTa\n4naD+786neHNVcEqmcrFMDSZlf0mpqbw9IyAHGpdm9tbdZ6Zy+H5IONz0OjS7LnIksUHD2uMpY0I\ngjs3nsLSlGAALeiXH2/XeOX0ELW2zXMLebq2S61j8+HDGtdmMlTafSxNYavaOVTHIvzZQTg8/uFn\nB9yYy1FqCUFNPq5j6QoPKwJiC1WYFybTdHpeFJJxZ7dBxhL895Sl8eEDETu4NJyk57hCpen7VNp2\nxK2fK8S4MJEmYaiRS+X1iTR7jS6e79G1fTzfo9JyKDbLvLCYpx980No9m3rX5d31Ktdmsnw3oBC+\nuJhnJG3Q6rnYnqC/ZiyVp0aF+dx0Ps5nO3XeDHb8LywWeH2lyIWJFJulFmfH0gE/P4apyezWhGL3\nONz2daon3aH/FvAfAiFvLA9Ufd8Pz/cPgYmT/lCSpL8C/BWA6enp7/+RBpUwVP72z53H0hX+8Qfb\n7NREarvv+ycGVCwOx4npgiESDnWASILc6Dm8HRz/BneZH2/XuD6bZfWghRKwN8LmEFrgHmbsPL7e\n36weGcQ9rl5YzLM8m/1cv/GQgjeUMMgnND7bDZkDbZ6eyVBq9jj44pyIL6wrU4Jj/I1TQwL7VQV9\nrG27EVc9a2lRNmYY8QZEkv3taofhpKDBeQNUQXg0SESSCJgnYrnbqrTJBuElsiQalR/cTzamieBk\nRVxudB2eW8hzb69JudXn2YU89/YaDCUMFocTUeK9pooA5mrb5tn5HGvFNj1bGDytl1pcn83ysNJh\nJwgncVyPO7t10jGd3XoPRZaihfulUwVhsywRzRJ0VabY7NNzvCgK8anRFPWuQ0xXolNco2ezVe3w\nzJzgVvu+T8IUoRcd2+bGXA5Fklg5qHJmLEmlbXN2PBWcWKKXiErb5uJEGl2ROTOWJG6oLA4nsHSZ\niYzguze7DrbncXOzyvKcwNP1IHA6bgQ7dVWmbXvBe9ZGkQ/TjV5cKvBsgIe3+i63t2oMJ3VGkgbj\naRPP9yg3++TjOp/s1rk0maZrNxlOGTwodyLq6VTOOgymCd56XZH4eKfOXD4RzbxCu4VGz6HVd/nO\nvWL0s4Su8OZqCd8X5mvpuI4eMGFub9UjUdjSSPIroej8UdUXNnRJkn4W2Pd9/z1Jkr4R/viEq57Y\ni3zf/23gtwGuXbv2QwEfFEXmP/lTZ/j9W9tHEowkich4KqxsTI+wyf3Ac+Od9TLX53L0HFfQwAL3\ntcEH5waUvJNCjgcrHOx9Xg3uTh9Xtus/kfRfyMIV9us9Lk6m2a11mcrGWCs28XzRGHVVxvN8cV1d\nOUrT9IUwpu+4DCVNUqaGFHhf3N6q4ft+ZFH63mYlUqQmTZHAc3U6g6UrwUKVYLPcQlcVpnIxYV51\n7PFKEtEOa/Bng+X7HAnesAdMk2zXj94Dx/MjIyl34LLj+tFiPZP3IhvluUIsSmuyXT9SMU5kLXYD\nV8pQ1DOcNCgHEJIfWNiOBXTMG8HCVW73kSSJRseJMPQr0xn8wH9kt96j0XVYK7WQAr+gZsfGdlye\nW8jR6XusF9toisxeo0+tI5p76CFjqBIXJzPYrmC5ZCyNuUKcattmu9phPG3xcXACDRk9ofVD0lCj\n8Ie318qH2Zg9TywGvs/ybA5FkXh7pRR51FyYSJE0VJ6eyVLr9InrKhNZi4Sh8p17RRQJLgTRec/M\n5XA8n71Gl1sPqsiKTKcvIt8SloauSBHUZQb+LIpMZDusSDKKLE5XSUOh43hI+IEPjo+pyTw7n0NT\nZJ6dz4vMVXxeOV3A96Hd9yi1enieoDp+ulNnIhvjxcUC37lf5Ppslqsz2a+codYPs55kh/488Kcl\nSfpTgInA0H8LyEiSpAa79Elg+0f3MB+t0E2wNNAsspaOJEtH4BNFko4cf1t9hxeXCrx2r8jCUJxK\n246ayUjSIGkonB1PY6jyEXrkSVVI6HTsz7folSWi5vR5pSvSUU9qjq6a4b9DzH9xOB7BD9M5EewQ\nKilbQf9+ajTJJ9uNIzh+wtC4H+yWxTDx8eZdg97qja6DJEm8v1nl9GjySDRX2hRsBo/AVCs4ufiA\nKgkcF0lcdoOhXhj9BQL7Do3SfMAK5Orh70JTr+QACyNpqMGJRrjohT9PWVp0WVEGghR0cTtxQ6Xb\ndwQk4HgossTLp4Yot/okTI1Sq0+n1uPlpQId20NX4K21CpYmczpIMtIVoTgttfqs7DeDcGk10gH0\nXY+9Ro+9Ro+RpIHT8lkcTtBz3IHFJs5Q0hDqUVUhaWYxNYVX74rZwvmJFLv1HrIEfcel0raJ6WpE\nU9RVmWuzGXq2T63dp2sL1fTDShtNkejaLrceVhlNGXRtl7mCCAVXZcHbdz2f8xMpYrrK6dGk2Mk/\nqHF9Jks+rlNsitdgrdSm0upzdSbH3b0GKVNQORVJImOpJEydVt/l0wDP3q51mchYtPoO72/WogF1\nLq4xljZJWzo+PuvlFpmYsCgwVZlMTOc790tcnhIU1+XZHO9slLkwnuad9Qp/8blZ/tH7D0UQ9nCC\nzVKLp8ZSqLLEq3eLnBtPsTyX41deWXrs5/nrUF/Y0H3f/zXg1wCCHfp/4Pv+n5Mk6f8A/gyC6fIX\ngN/7ET7OE+s4jLFV6zCeNiM/6JDjm0/EyJg6MUNho9TG1BSGkwaOJ1JbwszH3WoHQ1Wod20eVjqR\nrDw8gh6vTEz/QgOvs2Opz6VRhtVz/cfyuAdreS7HbCFOPTSkUiXe3TiZVqnIcjTYDKvVt4VDI4/H\n9KMU+4EK7WTDIWxojZCLaViGyjvrlRPtjAeDok8KjQai4OawQhtXOGqS9vRMJuLbD4p9Bo3Nlgcu\nv7CYF7YAErRth3eCHeynOw2MACIJb+v2llDfpiwNU5XZrHSIGwrrpR6256P5RPd3eSrDfr3LUMrk\nmfk829U2+YRBudVnI/C3n8kJ589Q/PTavSKaIvHsfA7b9SP716ens7y5esD5cYEb35jLoSoS68V2\n5Fr40lKBlCXUr6/ePaCQ0Kl0bJaGElRafVKWju16TGVj6Kosskw1lWfmc6wetDBUYRwXNv1m18Fx\nfXbrbQoJk/VSm8tTaa7NZFkvtTgIXpdTw0mGkyJZ69XI8z6Gh9hxu74YsOtB3mfoK15t96PsU0mS\nOBtAQru1Dju1HuVWn2fmc8iSxFBCx/X8KAjaUGWWZ7MossTybI4HlTb/9S9cpt13uTyZptV3mMxY\nuK7HH352QDamMZ2zWBhK8CuvLAmx0te4pC8jdx9o6D8rSdI8h7TFm8Av+r7/+Lh4BOTy7rvv/gAP\n92j9Z//3R/wvb24AQvavawqVVp+z4ynu7DZwPB9NllAUibNjKd7frEb0tSPqv6BeOT0UyLV97uw2\naNseqgyXJrN8vF3DD3agAPmETj6uY2iqwNg5bI6yfGjba6gyt7dqETzwuPo8Yc7xGqS86YoUDZ+O\n1+WpDLeOcegXh+LRDv14KYHRVj00XQp2mXFdIRPTKLfsR0KvXzk9RLEpsGBFliN4yYdAVq5FjfNx\nKt3QuApCkyY1sgNOmxq1ro2PgJPCBJ98wHgBcbkYXC7EDbZrgWDJ0ngzeE1fWipQ7djk4zr3AjbG\n/FCcRtchG9N5WO1QiOu8vlKKzK2eW8gjSWLY3u67FBI67b4YXqYsjU936rT7Yve7U+1gux6T2Rjl\ndh/f92n2xO+mshZOoAcAGE0Z+L4YcGqyxHubVc5PpKIB5MXJND3bZSxtsVPvMpw0gkg5CdvxiOkq\n3757wPWZLIYmbArE7v6ApeEEmiLxyU6Dq1NpZEWm1XVYKbawHY8XlvJ8tFVHAoZTJn3HYyxjHvGO\n6buCC64HPu71ro2lKSiSRNJS+KPPijw9k2W92KLU6vPsfA7HE4IoVZZYLbYZzwiF7KmRFLoqwlAW\nhhNYukq77wgKpOuhqYKP/95mhfl8nJVii7NjSQxFxgP+7eVprkxn+Vv/5BPu7DbIxjXu7DV5/T96\nhdVii1ubVf7ZJ7v87i8/90OJyvtxLUmS3vN9/9oXXe9LCYt83/828O3g8iqw/P08uB9WnRs49jf7\nLtfGUrzb6vPxdp0XFvMUm30kSTTfzVKHb5waYqvW4WIwYLoxJ3i9ja7DXr17RIkYKlCfnskdMdNf\nGIrjej7rpfYjQqLHlaUp3JjL8fFWLRKyHK8nRf2WRhJ4gXVwOJC8d4JQSAI+2z3hZHACvjibj9F3\nPfbrPd7ZqESLViGhc202S7vnoKsKtutzdix5JFmp3Xe5vVWPoswGazJjYQ/4pZuaHA2wff9wuBzT\nlYi7fGEizfdWS4fPN8jwhGAnH7BRnh5wPxQeIIdMmPBE9fKpoQiu6TpuwCDJ8rDaQVMkGj2HpkOW\n8wAAIABJREFUattmNG2yW+tyVxK2uD3H48xoimKrh+fDneD2nlvIs1vvBmk44rl4wTB+OJnBUCVe\nu1diIiMwek2RGEkavHavyEtLBSrtPnYYMBIMj/HFIqpIcHEyRdf2WD1o0uy5pC0dx/Ho2A7vrleJ\n6QrtvoupycwXYiiKxP2DJr4vRFDXZrMkDJXPdupMZi36rs9mscFcPs6lyTSmplBrCysBWZJo9MTC\ntHLQ4hunhiK1sI+I+9utddgod8QOWxdzl2rLESKmrki20hWZV+8dcHE8zYdbdUbTJpcmhaHXmbG0\nGPjKMlO5GLe36kxkTPIJg0SgB8nFDWzHZTIjTNMKSQNDlXhvo8pY2mS12ArMxGAyZ+F5gtb6f93c\n4le+uYSmyPz89amf6Gb+ZeorpxQdrH/z6iT39hrc3qrRdTz26l2h4NuoiPAF3+febhNDlbk8lcH1\nfTo9l1QAEQyWJguI5sp0hnu79UiRt3UsX3Oj1ObSVOZzg5aPV8d2eWutTDLgjd96UImUmF+mFEnw\n0AcHiLHHHDF9RNzYF7FrQsFJWLJ0ON0uNvvR7jp0L9xv9Dg3fuhNDcKnZW4oHu0ww0qY6pFIPAnp\niG1AWElTjbjxMj6aIkRHsiQGlFowqJTwUeWjvH4JjkTwKJIUhVp0bDd6nwczKHNxHXyf06NJyi2b\nuKHQC04eMV2l7/ZRZHGzcV3h1IhogL7v87DS4WGlw6UBmCiuybRsj6enszw7l6Pec9iqdnARk4SL\nE0k+2q7R7rlkYhqv3S1yeUpQEwsJPYKRnpvP43l2lDnb7IkB62ZFzFc2Sm1m8zGKTSG+qbZtqm2b\nc2NpurbLu+sVLk2mmckLEVDCVDAbMq2+Q9wwRQNN6Diej+145OMGkiTR6Yv72ii3KSR0bm5WGc9Y\nZGIaLy7F+c69Ik/PqHz4sMpkVpAO1ootbsRy9HG5Oi0gq1dOD7FSbLFZbrNeaqErMqfHknzwoMyL\nSwXSlsZKsUWp2WdxOE6z63DQ6LJy0GQyG8NxPT7ervPsfI5WX8Tt/elLY3RtkeglSz7jmRi6qvB3\n/7+7dGyXv/Ennvrcz/fXrb7SDV1XZf7Tnz3L3/l/7/D3Xl0BhLfI9Zks31sRqjJDkRhOGmyWWzR7\nLo2uw0TGZCpn4Xk+jZ7DdDZG3FB4ay348s9mSejipWn2jg40Hc/nvY3Kl4JIwmoEvPFn5nJ8EOw0\nw/2yqcmPJCSFFEDfh5guc3urTjPAzhVJPP9w13ZSCcHN0YZ+0klgOGkESS+C8XN8EQOotATDA9/H\n0tSoqb6zXmF+KEHW0snFBPUwbK+O62G7HpYmLEpDg6xBsqfvCypqiBr1XB/b9SNIrNyyozlAq+9F\np4AQqxdGYYfPysPHCU4FcV2JBs3JwIvb1BR2ax2QJHqux529BjP5WASJ7dQ6PKh0yMR0PtttMJGx\nBhJ48lyZyuD5PumYRtJQKCQN1optrs1keHdDGGXFdCXCr0Fi9aBNLmGwNJwMlKZx3lmvcHU6Tavn\nMp2LMZExef9Bhb7jCc+XYO4SUllVWWIyZ6LLCoWEwSfbNU6PpSg2ekiAKsuClqjKvLVWZixtYGpx\nloYTNLoOuirjuD6rB20aXZvFISGM6vRd7u83eenUEElTRZIkXljK89luE0tT+O79Is8t5AGfpeEE\nhiaT0AWjpd13MFThKXR6JMG7gYAp9GZ3vUNFdrVtc3urxlwhTqkpBEVdV3jPj2UssnGdnuPxb12b\n5Nt39jk9IobIrZ7LVM7i+cU8v39rm9GUFW1ofve9hz9t6MfqK93QQQxd/uM/+RQXJ9P8e7/zPgAf\nbdcZS5tsVzvEDZUHlQ7nxlK0++KLWe86PCh3SFkqC0MJdqod0lYiajbtvtjthM3geH4hwFalzXML\nOd5cLX9pJaiPcIkcrK7tPXJqGKypnKCSVdp2cMQ32K516dgn0yolCeodcd1BfFqRJdQgwcfzxXMz\nVZlsXA/EJIe3tzicIBfTor+fLcQjeXZYni/CJvJxERwxWElTjQImUpbKh48ZIIeBxfCoIGnQf/04\n60fEunFE4u37RM251XMjS4FBo7SzY0k+2WlELB7H9URIhw8xQ2Y0bQrF52wWQxVUO11VUBSJm6ti\nN/30dIZGz6Xviob17kaVF5cKdG2XVs9hu9al2raZDRSSm+V2pHAOfWtiuoqmCPvfbExjKGmwU+3i\nA+OBmCgc8GZiGjISli6Tixvkkyb39prMDcXFTGgmy5WpLDFDDhYumZWDJjP5OK2+S7vSIa4rmJrM\nUCJOsdWn2OqRMlTOTaR59e4Bzy8WKDX6PKi0mSvE6dguLy0WaPYd9mo9JNnH81VuborNyOJQDM8X\nlFBLVwPOvcpcIRYtbp4vePudvmjMa8UWL58qcG+/ScIQbpwTGQvf93nzYZVvPjXM8myeakDp/INP\n97gyneV/f+ch5ydSfLrbYHE4wUTGZGHoiynDX7f6yjf0sP7k+VH+6ssLvLNept13GU4Z9JxYFDmX\niQvTJsfzqLZtrk1n+HC7zs3NKjfmclECOxAFKry1VmY6FzvCugCBV+7Wu3xvpcz5iRQr+006XyI5\n6aSSJIIdLkdc/cLftXs2M/l4ELEmXCOHkwaKLD1WIdroOczmY0eGoH3XYzIjWD1+cNuaIpOP67y5\nVubZ+VzUeIYSBm8M4NlhxXSFl04VqLXtSOTz4AQ7hnAhKCR0LoynOWj1InTE0kQ2qrDSVSP+ciFh\nIMsiYGDQDkBCDEVDiClpahHk0bE9nl/I0+g5WJrCU6NJcaoxZM4EyTRxXYnyP6OoQN/nqdEEKVOL\nGmfoDROyZaayVuQoqSmHGa4xI4S6BPMHHzZLLTbKHa7NiCzLoaSBrkhcmsrgBQZirn8Y/da1XT54\nUOP5xXzwnFTG0hZxXeGznQaKJOZEGUuj2rExNVkYdNkepqYGYeAS12ey9F0xkGx2Pd7dqPLCYgGQ\neP1+KQqjCOmcpWaP+eEk376zz3MLeaptmxtzee7vN5jMxIibMcE6Ae4diAFyuWWTiWlBDqgQjhUS\nJh5wZ7dOp+/yzHwuslW4Piv44IvDCV6/XyJtqrRtl5dPFWh2XU6PJCm3emxVO2iKEDO9crrAGytF\nsnGdf/X8KDu1Lm+slPh3X17ge7/2Td5YKfFf/rPPiGkye/Ue//43v94UxZPqS7FcftD6YbNcjtfv\n3drit19b5bPdBv/ol5/ld997KHwwgqP/P/90P7ruy6cKvHr3UIn2yGMN2DAgvshXpoVh1ZWpDB9t\n144kGi0Mxdkst09MORpJGlFQcvhSl1o91opHG+BxLPt4DQYYP0lZmsK58dQRPxV4NKsxrLSlUUjo\nAeNA7EKfnRep8SctVuMZk3JLDPmeGk1FgpfBCr2p+46IORu0Eg4FMXCUmhi+7oNUxsuTGSRZpBOF\n79WpEWEGZWoKsgTb1S7bgcpz8HUMTbxAMDh2al18fNKWzk6tw169x8JQnEIQ8K0pErbrkzQVGl0X\nXZWCGDQpog2CsAjoOR6KJAlBVvDaTudEGLTr+3T6rsC5O0LrEDbW06NJ0qZK3/HQVYXP9urUOw7X\nZrJslNrM5MUON1Tghu99+NqIrFOZe/vClbFre/Rsl7mhOJVWn2xcJ2mq7FS7WLrCTq3DqeEkn+7W\nmcrFiWkyb6yWODeeRlMk9mpdxrJWpKhOWSqqLPHWapkb8zlublS4OCX8Z16/XyQf0zk9low4888t\n5PjwYZ1mTwxM44bCnZ0GpcDWoNkTQqynRhL0gojDtKXhej4Pqx0uTKTJmCqv3S+RT2jkLJ180sD1\nfP7cjWleWBqiENBCf/VbN3Fcj7/2jUWuBRDa16F+JCyXH/f6Ny5P8CfOjfJ7t7YpNvusFltslFqU\nW31Ojxym3UjAQaPP0zNZVvcbSIgMxEbPQZWFMZPn+yyNJLi31xQqzjWxG18vtR5p3CsHrShn8ngl\nrUcHsF+2hpIGypcwjrs2I5JgjjdzEAj3qZEEHdtFCpwPR1LieK8Aq6UWCV1gw2+slklbGlemMnzv\nmNpzu9rlylSG9VKLu/uNyMs6pisoSKwE4Q2PE1W5A6/h4J4iRFwGnSpXik0aXZHRGeL9pqYcNvyp\ntHDly1qPBJNIvnj9/ABiCj1pprJ+FPsmSYew2lDS4KDRizD8wR36hQkR9ZZPGFiqjO8LOt9MPkbS\n1MR9SxKv3SsKS4Fii+GUyVTWott3DlW0voAFxWynxtMzWVRZ5v3NCj3HY7YQi/zXN0ttTE0mbWnE\nDYVvnBI00XfWK7x0aohO38ULWEO3t2oYqsJQ0uDeXpOZfCx67JW2zcJQkq1qG0NVAg8Ym3zcpNq2\nhc7A8+k7Ln1H5qBjszCc4PZWnQuTabqOGOxfmkyTtjTeXa/w1GiSlKkiIWFqMs2eUPzuNQQV8tJ0\nhn/x2QHDSYNXTg/x7nqFU6NJOo5Lu+8IsddMFteH11fL3JjL0rHFIonvs1CI87++/YB61+GXnp0l\nFxdU4Yms9bVq5l+mfqIaOogv+h8/M8yv//7H/DsvzvNX/+F72K4XUd+W58SuM9ztXp3J0LVdPtk+\nFA/N5CwcTxyJx9MG2wE98aMtkSoTYrCD9VgPlic8AGmqFEE9rZ4TfREBprLWkWCHz6vxjMlW9fGU\nShnh+HcktNmHhKnQ6DjM5OLcP2hEME6tY7M7wB2/PEAd1IPsylublai5XppM815gHbA8l42sGIwg\n9FhVJBxXMFhmA9sES5cjf3NFliJYxdKUiBYIosmHPHZNlgcYPtIRNkvG0iI4aaPcjiCO+aHDN8Pz\n/YD26pMyNXaD10uRxAA1rotQC1NTGM9Y+Igh6739Pg/KLbq2R6Vtc302y3qpHQ1PR9MmN+aE7/qF\niXQUrXd1OkPf8bgwkabe6Qt82RO0zK1qB9cTg+Bq2yamKZT6PSRZYjxjkjBU5gsx3lkvEzc05vNx\nXl4q0OjaPKx2mMnFsT2PiYyFKkvc3W9SavYZz1jk4zqyJEV+NhlLx/PFcPnObgM1SJY6aAhPlkwA\n+40mTd7drHB5KkO51UdXFWH7oCm8dq/IxYk0G+UW2ViK21s1JrMx8gmDiYwIU7m718B2xSwgbWp8\n936R8+MpZHx2ayIm0NIVkCRkfJ5dyGEHvHzH8+nYAhqdK8R4cUlAUv/0ox0+2anzX/yZS19La9wn\nqZ+4hg6QtDQOGj3+5zfWeTY48hFQ0MIv2NMzWZpdh/c3qlwbYJfMFeL0HJftajdy93tpqfBI5ubz\nC3m+t1IaYGv8YNBV3znMxkyZQo6dMkU02s3NChlLQ1UO8fKT4B1dEWySB+XHe55LkvTIzj1tqWjK\noXLyxlwWVZGjXXJCV6OEHEsXDJeFoTirQcr7ufEUG8UW80OJIzTJt9cePSEMxrOFdX4sRS6uI0uC\nrZGN6eiKRDYuFp2ZXAwncA4MMWxDlWhvuyCJJnxjLoeP8PiQJaGSlSTxOGeDaL2koUbGTYYqRa5/\nwsBNLA6qImNoPu2+w80H1SM79KvTmch7/dpMlr4jTiRXpjJIks9IStAAe47PW2sHQdJRGtcTmH8I\n16QtlXirzyc7Da7NZCm1+uzVe+zWe/j4fLQt/Nd3al0xmDxVwFBlFoeSuJ5L3/Oo1PoYqsx8PsH3\nVktM5SwqrX7AX1d5biFPp++QtlQ6togV3Cq3Scd0bj1o8NxingsBrPXCYp5ap8vdvQYJU4siHLOW\nxnpJLIgLQ3GGkjoPKx3Oj6ewdJl83ODOXpNrM1nKbZuEoXBrs8Lp0RSlls3icJJmz6bveVyaSOP6\nwiMprsnM5OOYqgj1VmWJDx7UeHo6gy0Luqmlq/Rcl3IL1optZvMJvvX2A/77X7r202b+OfUT2dA1\nRciH31wrs15sR8ZNYeM+rhJ9f6PC5ck0hqZER++LE+no8kfbdWzXewQ+CLnZxWb/B/Y8Hxxr1rsO\n9aC5L8/lqD+BFww8KqF/khLhCCrbA4Ef9/ZbR5gsywP2sg8qwnLY0g+TfwoJQfEbtMB9XB23FADw\nJT+it+XjRkAT9COMHThyObzP8kCc2We7h4vEXCEeiWQ6fYdGMAQNjdlAnGREIxbGZPf3xUIfQmen\nRpJMZi1ycZ2dWjdyjbw2k0WSRPZmuWVHmHvIIHI8n4vBMLfeddAUhZsPykiSkMvv1LpcmcpS7dic\nHUuxXmyhKhKaLCTya8UWU9kYhbjgi4+mTdYPWoymLTRFQlFUbm1WIybM/f0Wzy3kubvbIJ8wGE5K\n5BM631spMZoyuPmgx425LIosBxRQcSqwHcHvvz4rNjZ9V8w5Ku0+XVvQe89NpNkJwi0+262zUWrz\n7HyenXoXS1MYS5uMZkzu7jcYSpg0ug7TuQQfPKzxx84M8eZqhWbPOQwlmcnguj6WoVLr2FgpA9t1\nUSSZs2MpXE/QGNOWYPxYgUXHs/N56h2HP352hOn8T5ktn1c/kQ0d4K99c5FPfucmXdtleS7LBw+q\nvLcuAnwHm/mNuRy1Tp/7+02afRHscGUmG6kDgQCDT9BP+EeyNz/bbZC2NC5OpFkr/mC+tZJEEJZw\ntFRJIhPTwPejcGZFkoQBVuB9MVeI47oeKwcthpMGXcfFDVLrZUlcTwIkWcLSZDIxLQqKPjWa5O5u\n85BhA6QMNbAHhp7jsV5sMZERWKvvCwc8zxeKPYB2z8EawK7Dxcn3fWRFOMvLkrBHMFTxfDzfx/PE\n/yQgFnDVteD3MV0hbSpIAbQS2un6no8nCXuAnuEiy8IrJfp9oDzNxUTwhBn4kCuyjKpIkU1vytQC\nH3Wf8YxFNqYiIRMzlIg62e65xA2XK4G/dkw/NM96fjFPz/GQQMAEAwC5qQoTMdcHSRK/mEgLz6DJ\nrMXKQTPa9b+wmKfT95gfSvC9lRLPL+QxNYU//Gyf2bxgm8wH6uTdusNascmNuRzldp+xtJDua4rM\ndF6kKJ0aSQZB2Bqz+ThzhXik0MzGdRo9m82yWAjHAoXsC4sF7h80A/tgMaTcq3dJx3QMVeHDBxVu\nzBeodWw2Ky12a13S4yLyTlgEKKyXWsR0mclsjMWhBK/dLTKaMjk1kqBruzw7Lxwr39wsM5uPkbE0\nHM+n1rL5tNah7/o8M5fDUBU6fZdX7xzwc1cmeFjp8v5mhecXh/i5Kyc6dP+0BuoniuVyvLwgePn/\nub3DuxsVbj+skrI0OrZLqdnj3HiacqvPdrWDoSlMZCw0RXivnFQnwQVhLc8KnvNxJGS+ECNmqKjH\ncgztIztVn6yl892VRymCYZ0f/2KTLxFOfYh3D+5UDx9P/JGwisFaGklQa9sneq6AgDeOP8eEoT4i\nwIJHT0Jw8inicX7xJ4m3BlksC0NxDhpd6t1DTn/4nAf/djCmDo4ymMLb9H1hXxw+5tDzZjBA49xY\nCkkWi9NOtcvcUJyNUotsTGen2sb1xWfO8XxyceGj/o1TQ3RsF1NTuL/fwPOF82Kt46ApMh88EKHR\nFybSpEyVD7dqTKRNfMSAdqvapWs7ZCyduCFORUvDCd5er3BtNovn+by/WeXCRIpWT9gCZOM6r98v\n8dJSgWbPpW07DMV1XF+kTT09k6HctnEcj2xC563VcuSR/vFWHUOVmc3H2K52GEqZqLLMrQcVzoyJ\noI5bD6qkYxo71Q4pU+PMWAofeGOlxHKwQdqt9xhLmXwabIzC1/XSVBrP81FlmdVik6lcjAflDlen\nM3y8XUeWYDIXQ5Ukiq0+f+zMMLs1Ycvxm79wmdSxiMmvS30tWS7HS5YlpnIxYrrCv/hsn+uzWW5t\nVnF9n+W5HO+ul3G8UADjHHFVjOsKs4U4CUMVhlT+IQPjpHp7vcLScIJ6xz4SaSdJ0iOS+JNq0Dr3\neCmy9KUoi2F9P4t1TFO413j8acP1jwZaLM9mT2TTfJk6vtg9aa0ctDgzmuS0ecgkCuHVwbcqfKyy\nJNwNT/S44ejfOZ6AV0xNwfeFUjMT0yK9wrnxFD3bZa/eY6/eeyT7NExwKrf70QJ2ZkxYJrT7HvWO\nMBwLgzV0Veb1lRLXZ7PoisyHweZjrdji/HiKWtcmn9AZz1hYuspTo0k0RUbXhPFcytTwPPEZ3a12\neOWpAp9sNcjGdartHq7rMZQ0SRoKn+02KDb7TOUs1jcqPDOf48MHVW7M55kJNBdt22Wz0mGl2ObZ\neRFy8u56BUOVuDSZoRes6oYic3uriqYoPDOf541V0dS3Kp0o31eRiAbT9Y5Nx/bYDSC2Qs+l2bX5\ndKfB2bEU37lfZLfe48WlPBulFu9vVCNx2HqxxcXJr28a0ZPUT3RDB8H5/pv/+BNAyNTDHd6bq2WW\nhhOsHDSPYONakOiyWmydmBV60q4zrHv7TZKmysWJQybID8NrPxFgjj8uNZGxIi67x5fLTA3tUQf/\nxFQVUsfgJlkSARHXAyvVsCnriqDIXZxIc/NBlU93hd/79dksn+7UGUqamJqCrgq2TCibNzUZz4e4\noXBmLM37m+VDMzFJwFggcO9n5nIYmsyrd4tHdASqIkWP3dSUCIPGF3DM8lwWfAlJ8vF9cXumJvPM\nfBbHE8/z2owaQEASriuSgCYyFrceVDg/niJtarT6DucnMiQC/3fB/BGy/I+365wdS0Wbj+XZLJ/s\n1JnMWOw1uvi+z7nxNO+slnl6Nkep2WMmn4hM6EbSJmsHrYjN0zY19updfCRublbE309k2Kl1GEka\n6JrMJ9s1EqbGi6fS3H5Y4+5+k3xCx1LF6zySOlTsnp9IYSgys4U4XcflldND7De6FBIGKVMjaaoQ\nDKurbUH7nM5btHouu/UuZ8eSyJJErWOzMJQgZSm8uJRHDwRVP63Pr5/4hj6cNHnl9BB/dEcwDN5a\nK3N1OhN4MB+97vXZLO9vVlkvt6Mh3fG6uVn9XMvaRtfhw60ay3OBoOUHRLTmCnEKCf2JuOz+sTv7\nvtC0L1iBMjGNQWFqPFBmer7P3b2jO/uTTgiSJD0CoySDhKKYJuLQQAycI2+dAYjkxlyOru3h+odM\nHy/wKtdVmTdXS3i+uF7ocdMzPLq2R9JUcX2fDx5WBMtCC6LhfAhBm5QpLHfPjAkK6V6jR6PnRLe1\nNBQnG9d5a7XEeMY6oiCOYIqkga4qAlpQhPXCaMrgu/eLkXK00hJio0xMQzVVUpZO0tTYa/S4vVXj\n3FiSdzea4BN52bywmOe5+RyNnsMLSwXwRVTiC4sFeo5QR5uagqbI+EhsVbu0eg4HjT71nrCsfXom\ny/nJNLc2K4GISGOr2uW5hTwPK4J+2eg55BMGW5UOqwftaBM0W4izMJxABhzPY7fWo9t0mchadGwP\nH3HyMFWZ/XoP2xXGbQ/KbUxVQE6FpE4mJqIAG12bqVyMP7pTYSYfw9IU8OH+foPzk2kKcWEd0ew5\njKdNtiodLkw6mNpPfNv6vutr8cr8/b9wnV///Y/4h29uAkSc7tngQ9Tqu8zkxK7T9XzGUuLDc1KF\nLIYvYnS8vVbh1EiChHHyS2yoMpcmhXjk0+06tc5RH5SzY0nafZe1YusRHPxx9Wj01vfT0Y/+zemR\nJHcGkpuqbZt271DV+OZaOaJ0hpTK8+MpPnhYY6feY3kuR8926Tken+02InrfYK83VQlLU9AVSHri\nIZiqzGhKqDd1VaROAdFislFq8cJiPmIA+b5gqFTbNqoiiV3ueIpMTKfaER75K/tNvnOvxNJwgtG0\nSaXV5+VTBfaDzNBrM1liusxTo0kShsrV6Qy265OJaTystCk2++TiBm+tlyNO9kjKRJYk6l2bnuNy\neSqLqsCtTRG8fGkqzQcPamwFDo2GqnDrQYW+63N5Ms1aqUXK0uj2HZo9m5WDFs/O57l/0OTqdDby\n3EkaKm+vlfAlCRnQ1A7Vts3ZUeHkWG3bvLiY5/WVEtmYxlOjSWK6yspBA0NTuDGepN4Rqun3Nmpi\nZ79dJ2lqLOoKEj5xXcX1fGKawnfvl4jpMs/NCzro8wt59utdRtMmfcen1LTZrnUxFAlFltmpNsnF\nNDbLwtgshB07tsdo2uK9zSoXJ0Wos6ZAs2fTtV1kSdgS92yP1YMG6ZhGK/A1em6hgOP6/OKNaZ6Z\nF3bYK/stzg1YQvy0jtbXoqHLssRv/OvnWC+2+e79YvTz9VKbXFzjyrQYaIbhDV8Ek6jKk+Eod/ea\npE01ym8cLEWW+Hi7RqvvospEgc+H9yGzXvr8CLwvqpPauY/I2jwaeB3s7n0oN/tMBUNEHwFZjaZN\nCgmd4YRJrWOzU+uIRJq8xUFDZiPIdQ1hESMAsrcqnWhhXBpOiPvzpEihGVbKVKMw5XAnnAmGiiAg\nnlAotTCcZDlQYbqef2TAenkqw4dbtej24BC3Hk4anB1LMR742NQ7fT7aFjmeV6dzdG2H21tVeo4f\nDVTDQI5rM9nIqsENXriDRo/tWhfX87kwcfj+vrho8fpKkWuzOTp9h7iu8vRMhp4tAiASpki1lySh\nlxhKGFRafS5PZXE8j7NjKVRFEoHfjR66KtN3PK7NZMjFRaO8MJGi3fdYDCyL+67HaMrk1oMqE1mR\n3tPuObyzXiYT09iqdkgYKp/sCN/65+bzbJRbLM/n+Hi7jh9w/A1VRpGEv/lLpwpslsSg9+PtOqdG\nEkxlhR7grbUSM/kYKVPlzFiKt9bKzBdiHDT6zBUEp//KtKAo+oEXZiamCevimM5ascXCUAIJMXta\nns3yXiBi6touFyfS7NY6TOctGh2Hm5s1yi2biazF1eksjuuhfhnp9NeovhYNHQQ3/X/8S9f51W/d\nYmW/eUjlk0TTOjOWDDI5Jdp9l7PBkTtseIPV6rvMD8WZCtSB4c44VOQdXxA8z3/EY6TddxlLG7T6\n7iPBENEd/4DlemJ3WT1mSXDcR+akCgMrQrHRQb1Lel4ky4AIWg6j70bTZkQbBGj2XM6Np9BVmQ8e\nVPF88dosz+WO0BvDCnf2g06L6iCuM3DRdrwIsslYWhQfCIcLyUTW4nRwMooFPHsQi1Yzo74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TQt1ipNOqN+JrqinF0scG6pwc6eKF3xILYt3frLI2NpTi+sMpur8sS2DIuFOkvFGgcGE67UbjRp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\nuE/gBXQPHjx4uE/w/wNnvyr6VG4eVgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129f0cd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ftr.plot();"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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