Created
August 1, 2014 14:45
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array notebook
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:4aaee1e3bc00204a4d5cf1974ee454a7529b0a5a808ca117b319965d9fb2bd3e" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%pylab inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stderr", | |
"text": [ | |
"WARNING: pylab import has clobbered these variables: ['inv']\n", | |
"`%matplotlib` prevents importing * from pylab and numpy\n" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from obspy.signal.array_analysis import SeismicArray\n", | |
"from obspy import read_inventory, read\n", | |
"\n", | |
"\n", | |
"ch = SeismicArray(\"ChileArray\")\n", | |
"\n", | |
"\n", | |
"inv = read_inventory(\"./stationxml/XG.BH.xml\")\n", | |
"ch.add_inventory(inv)\n", | |
"\n", | |
"\n", | |
"closest_station = ch.find_closest_station(**ch.geometrical_center)\n", | |
"closest_station = \"XG.BH08\"\n", | |
"print closest_station\n", | |
"coords = ch.geometry[closest_station]\n", | |
"\n", | |
"ch.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"XG.BH08\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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5c4cvvvgCgClTpvD333/LsZybN2/Srl07JEl6iufwZMyqzMlpSqGOt7OLpFWr5rIaM2P+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\nIpNIJBJJhUYmMolEIpFUaP4fHzTaLyoyursAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x109ee8b10>" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"st = read(\"./processed/XG.BH.mseed\")\n", | |
"st.decimate(4)\n", | |
"\n", | |
"sr, rest = ch.derive_rotation_from_array(st, vp=2000, vs=2000, sigmau=1E-3, **coords)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"d2 = st.select(station=closest_station.split(\".\")[-1]).copy()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from obspy.core.util.geodetics import gps2DistAzimuth\n", | |
"\n", | |
"ev_lat = -35.98\n", | |
"ev_lng = -73.15\n", | |
"\n", | |
"_, az, baz = gps2DistAzimuth(coords[\"latitude\"], coords[\"longitude\"], ev_lat, ev_lng)\n", | |
"\n", | |
"d2 = d2.copy().rotate(method='NE->RT', back_azimuth=az)\n", | |
"trans = d2.select(component=\"T\").copy().differentiate().normalize()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"start, stop = 12000, 13000\n", | |
"\n", | |
"plt.figure(figsize=(20, 5))\n", | |
"plt.plot(trans[0].copy().normalize().data[start:stop], color=\"black\", label=\"transverse acceleration\")\n", | |
"plt.plot(sr.select(component=\"Z\").copy()[0].normalize().data[start:stop], color=\"red\", label=\"rotation around z\")\n", | |
"plt.legend()\n", | |
"plt.xlim(0, stop - start)\n", | |
"plt.show()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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KSVECJI1G6YkkhBAddLcKG0gFUruKigoSO0wRlh5IZlJVBR98AIcPn7/OzU2Z\nxrZ3L0RH225sQog+O336tDZAiomJIS8vz8YjEs5IKpCswJQKpIEDBzp0BVJ1dTUBAQFdrpcKJOGU\nmpuVM7bx8eevCw0FDw+QaRZCCD26W4UNpAKpXedqLalAMpN33oE5cyAmRvf6iRNhzx7bjEkIYTZZ\nWVkMHjwYgLCwMGpqajh79qyNRyWcjQRIVuAKU9ikAkm4lNxciIqCzisrDh8OJ07YZkxCCLul0Wik\nB1IPSIBkIR99BHff3fX6CROUCiRhdhqNhrvuuouhQ4eyceNGvdtkZGTw3nvv0dLSYuXRCWfTcQqb\nm5sb0dHRMo1NmJ0ESOZUXAzZ2V2u7skqbBqNxkKDsyxjq7BJgCScTufpa+3i4yEnx+rDEULYt4aG\nBjw8PPDuHDp3EhQUJBVIdA2QBg4cSFlZGWq12oajcnAZGcp+6rRpXW9rD5Dk9TW7zz//nH379vHC\nCy9w//3309DQoHN7dnY2EyZM4KmnnuLHH3+00SiFs8jPzyc2NlZ72SX7IFVXy2wAC5MAyZweeQRu\nuknpgdKBKRVIPj4++Pr6UlVVZckRWoyhACkoKIjq6mobjEgIC8rJ0Z2+1m7QIAmQhBBdmFJ9BDKF\nrV3nflGenp74+fnJ/kRffPEFXHcduLt3vW3gQAgIgNOnrT8uJ6ZWq3n88cdZsWIFN954IxMmTOCN\nTivevfnmm9xxxx0sWbKETz75xEYjdU2VlZU8/vjjZGVl2XooZnPmzBmdY87Y2FjX6oOUm6vsiyck\nSFWlBUmAZC5nzsCmTVBZCZ3OIHT+YzbEkaexGVqFLSAgQHb4hPMpLNTfbDQ+Xm8VohDCtZnSQBtg\nwIABEiChP3CTKfF9tH49XHut4duTkpQqJWE2P//8M/7+/lx22WUA/PnPf+Y///kPra2tAJw7d473\n3nuPxYsXM3/+fNavX8+5c+dsOWSX8tVXX/Hll18yYcKELpVhjqq0tFRn1ovLNdJ+4QW47z5YskRZ\nMEBYhARI5vLBB8qZnSVLYOVKnZvKyspMCpDCwsIoKyuz1AgtRqPRUFtbi7+/f5fbAgMDqampscGo\nhLCgwkKIjOx6vVQgCSH0MKWBNigBkqufdDHUL0oCpD6orYVDh+Ciiwxvk5AAmZnWG5MLWLNmDQsW\nLNBenjhxIqGhoWzatAmATz/9lAsuuIDExESioqIYNmwYv/32m62G63LWr1/PM888w6hRo9i2bZut\nh9NnarW96ZzPAAAgAElEQVSayspKQkJCtNe51BS2khJYuxYefRRuvln5f3OzrUfllCRAMpedO+HK\nK5WVLI4d07mpoqJC54/ZkNDQUIcMkBobG/Hw8MDDw6PLbVKBJJxSYaHSRLszqUASQuhh6hS2wMBA\nh53Kbi7t/aJ8fHx0rnfUfSS7sGOH0ueoXz/D2wwdKhVIZtTS0sIXX3yhEyCBUoX09NNP09rayhtv\nvMF///d/a28bPXo0aWlp1h6qSzp79ixbt25l9uzZzJ07lw0bNth6SH1WUVFBQECAzvGYS01hW78e\nZs6EsDDl8yw+Xjk+F2YnAZK5pKVBSgokJipzyNsSz7Nnz6LRaPD19e32IUJDQx3y7FpdXR39+/fX\ne1tAQAC1tbUO2xxcCL2KivQHSLGxkJ8PbeXpQggBPQuQXP2ki6HXSiqQ+mDLFpgxw/g2UoFkVmlp\naYSGhhLfqV/i/Pnz8ff358orr6SkpIQ5c+Zob0tOTpYAyUp27tzJ6NGjCQ4O1gZIjn6soq/nblRU\nFIWFhTYakZWtW6c7TXf8eDh61HbjcWISIJlDY6MybSUxEXx8ICZG+yVcXl5OcHAwKpWq24dx1LNr\nxgIkd3d3fH19qa+vt/KohLAgQxVIPj4QEqIETEII0UYCJNMZeq0c9SSbXdi2Ddr68BgkFUhmdeDA\nAcaNG9flepVKxTvvvMOcOXPYtm0b7h2amqekpEiAZCWZmZmkpKQAMGzYMFQqFRkO/v7XFyBFRERQ\n7AorktXWws8/w6xZ569LSVEKPITZSYBkDqdOKWVy7cvzJifD8eOAUk5oSt8DUM6uOVuABDKNTTiZ\nlhYoL1dWrdFH+iAJIToxNUCSHkiGG4476j6SzdXWwsmTkJpqfLuhQyErC9Rq64zLyR08eJCxY8fq\nvS0pKYmHHnqIwYMH61yfnJxMenq6NYbn8rKzsxk0aBCghHrjx4/nwIEDNh5V3+gLkAYOHEhpaam2\ncbvT2roVJk2Cjgs6SYBkMRIgmUN6uhIatRs+XLkO0/sfgeNWINXX1+Pn52fwdmmkLZxKSYlSZaSn\n5xcgAZIQogtTV2Hz9fWlpaWFxsZGK4zKPhlqOC5T2Hpp714YOxa8vIxv5+cHQUFKha3oM0MVSMbE\nxMRQX19PRUWFhUYl2mVnZ+tML7zgggucMkDy8vIiMDDQ+T87t2yByy/XvS4lpUtfYmEeEiCZQ3v/\no3a9rEBy1ABJKpCESzE0fa2dNNIWQnRi6ipsKpXK5aexyRQ2M9u1C6ZMMW3bIUOkD5IZaDQaoxVI\nhqhUKqlC6k5rK3z2GTz7rHJCr5dycnJ0AqRx48axf/9+MwzQds6cOaN31W+XmMamr89bRIQya6C0\n1DZjcmISIJlD5wqkYcPgxAlAAiSQCiThZLoLkKQCSQjRialT2ED6IBlrou2I+0g2t2sXTJ5s2rZx\nceAqKzZZUE5ODn5+fnoP5ruTlJTEyZMnLTAqJ9DYCDfeCK+8AsXFMGZMr0OkjlPYQKlA2r9/v0M3\n0tZXgQRKgFTSh7DN7hUVKf86V/ypVDKNzUIkQDKHrCxl7ni7Dl/A7U20TeGsAZJUIAmnomcFNnXH\nnhFSgSSE6EQCJNNJBZIZaTSwe7fpAVJsrARIZpCZmUlSUlKv7hsfH0+OnITS7y9/gaYmpVnyypVw\nxRWwZk2PH+bcuXOUl5cTGRmpvS4yMhJ3d3fy8/PNOWKrMhYgOXUF0vbtcPHF0KEhvdbw4UoPOGFW\nEiCZQ3a2ctDYLiJCKZdrbnaJHkh1dXXSA0m4jk4VSGVlZYSGhvLcc88pQZJUIAkhOulJgOTqjbSN\nVSBJgNRD7QeN0dGmbR8TIwGSGeTl5REbG9ur+w4aNEgCJH3WrYOvvoIPPji/aNGtt8KHHwLQ1NSk\nezLPiPbfT8cV8FQqFaNGjeKoAy/77rIB0m+/wbRp+m+Li4PcXOuOxwVIgNRX9fVQUwPh4eev8/SE\nsDAoLu7RFLYBAwZQV1dHS0uLhQZrGfX19d1WIEmAJJxGYSF0OGv15Zdfkpqaypo1a/jhhx/OB0gO\nXAYthDAvU5tog3LSpaqqysIjsl/GVmErLy936CkmVnfkCIwcqUzlMIVUIJlFbm5urwOk+Ph4sqWK\n+bz6eiU0uuce+OILpdF7u0svVarCT57kwQcfZM6cOTQ3N3f7kJ2nr7VLSUkhzYGnO5WVlblugGSo\nylI+0yxCAqS+yslRDhjdOr2UMTGQn9+jAMnNzY2goCCHW33BlB5Irnw2VTiZThVIa9eu5b777uOR\nRx7hzTffVFay6d8fzpyx4SCFEPZCo9FQVVUlU9hMZKjhuK+vL+7u7tTX19tgVA7q6FEYNcr07eVg\nyyzy8vKIi4vr1X1lClub3buVaUmhofDRR0r10YQJutu4u8OFF6LevZt169ZRU1PDCy+80O1D5+Tk\n6A2QkpOTHTpAMnTM6dQB0rlzyufc+PH6b7dRBdI333zDpZdeyksvvWT157YGCZD6qvP0tXYdAiRT\np7CBYzaJNKUHUo8rkFpb+zgqISykQ4BUVlbG77//zqxZs1i4cCE//fSTMn9e+iAJIdrU1dXh7e2N\nV3fLqLeRAMnwdL/g4GCHO8lmU0eOSIBkA32ZwhYbG0tBQQGtrrwffPQozJ0Ld98N1dXw/feGpyiN\nGkXxjz8SFhbGE088wc6dO7t9+JKSEiIiIrpcn5KS4tAr4Bn67HTqAGn/fmUhq3799N9ug4UBWlpa\n+NOf/sTNN9/M//zP/7Bnzx6rPr81SIDUV90ESD1pog2O2QfJ7E20S0uVnZgNG8wwOiHMrEOAdPjw\nYUaPHo2vry/9+/dn4cKFvPvuu9IHSQih1ZP+RyA9kIy9XkFBQVRWVlp5RA6spwFSWJgyZaihwXJj\ncgF9CZC8vb0JDQ2lsLDQzKNyEGo1LFyorLR2663QXfA+ciS1v/7K3LlzGTlyJEeOHOn2KUpKSgjv\n2HqkTXsFkiNOk21ubqaxsVHv8VhERARFRUU2GJUV7N4NkyYZvr29r5sVf6efffYZsbGx3H333bz4\n4ossXbrUas9tLX0OkDZv3szw4cNJTEzUW6a1evVqxowZw+jRo5k2bRqHDx/u61PaF0MBUmxsj6ew\ngeMGSGZtov3YY8rSnHffrYRJQtiL5maoqlJ2soH09HSSk5O1N9977728/fbbqOPiJEASQgA9D5Bc\nvQeSBEhm0toK6ekwYoTp91GppJF2H2k0mj71QAIX74P044/g4QF//KNp248aRWB+PhdffDFxcXHU\n19d322z/zJkzDBw4sMv1YWFheHp6OmS1TmVlJQMGDEClp99ZVFSU8waSR44ox4yG9OsH/v5WPZ78\n4IMPeOCBBwCYP38+e/bscbpewH0KkFpbW3nggQfYvHkzaWlprFmzpkvp35AhQ9ixYweHDx/m6aef\n5p577unTgO2OsQqkvDyXCJBMaaJt8tnUvDyl8uizz5Ry1c2bzTRKIcyguFgJj9pW7ugcII0ePZq4\nuDjSGxpkCpsQAuhdgOSqFUgajUYCJHPJy4PgYOXgqSdkGluftP/tBgYG9voxXHoltnfeUU4gm9r4\nffBgAhobGRoWhkqlMqkKyVAFEjhuH6TuPjebmpqora218qis4OhRZaEAY2JjrdYHqampiZ07d3L5\n5ZcD4Ofnx6RJk9i2bZtVnt9a+hQg7dmzh4SEBOLj4/H09GTBggV8/fXXOttMmTJF+yE6adIkpT+I\nMzESILXm5qJWq+lnaF6mHo4YIJnSRNvk5PXzz+Haa5UmxFOmgBPOGxUOrFMD7fT0dIYPH66zyezZ\ns9ldXCwVSEIIoGcrsIFrB0h1dXV4eXkZ7BclAVIPnDoFiYk9v19bCwbRO+0NtPVVgpjKZQOkykr4\n7ju4+WaT76JWqUgHBtXVATBy5EiOHj1q9D6GKpAAkpKSyMjIMPn57YWxAEmlUhETE0NBQYGVR2Vh\najWkpXUfIFmxD9KePXtITEzUKR658sor2exkBRF9CpAKCgp0SjS7e3O+++67zJ49uy9PaX9ycgwG\nSJq8PIKDg3v0JeKMAVKPKpA++wzmz1f+P3GiBEjCvugJkDpWIAFMmzaNrVlZUoEkhAAMrypmiCsH\nSN29VtJEuwcyMnoXIEVHK991olfy8vKIiYnp02NER0c738G+KbZtU04eDxhg8l1KSkrI8vLCpy1w\nGzVqVJ8qkIYMGUJmZqbpY7YT7VPYDImJiXG+Io7TpyEkBAICjG9nxQqkrVu3ctlll+lc94c//IGt\nW7da5fmtpU8BUk+CkW3btvHee+8513J2DQ1QUwP6PoQiInArLSW4B2cdwXEDJLP0QMrNhRMnYMYM\n5fIFFyhzWxsbzTRSIfqoQ4BUXV1NTU1Nlz4HEydOZEtGBpqcHKs27RNC2Cdpom267l4rqUDqgYwM\nSEjo+f2ioiRAMtXevfDWW9BhalBRURFRHU409YbLBkg//ghtU39MlZ2dTW1wsDYgSExMJCsry+D2\nLS0tVFdXGwyqhw4davT+9qq7z86YmBjynG1qqinT10AJxa309/TTTz9x6aWX6lyXkpJCXl4e9fX1\nVhmDNXj05c7R0dE6b0ZDqfvhw4e5++672bx5s9E397Jly7T/nz59OtOnT+/L8CwvJ0cpi3PTk8P5\n+NDq7U18d6loJ6Ghod02f7M3plQgmRQgrVkDN9wAnp7KZT8/5ezZ4cMwYYKZRmsZ6enpPPXUU7z+\n+utER0fbejjCUjoESCdOnCApKQm3Tn//fn5+xIwYQcvx43hWVChnR4QQLkuaaJvOlADJKZvBNjfD\nyZM9a3jdnVOn4MILe36/qCjYvt1843BWzc3KCc/ISPDxgdtuA6C4uFjvEvE94bIB0g8/KK0seiA7\nO5vmqChtgNRdw+jS0lJCQkJwb+tl2dnQoUMdtgLJ2GdnbGys81UgmbrKZGSkMtXNwjQaDfv372f8\n+PE613t6epKUlERaWhoTrHw8u337drZb4PO8TwFSamoqp06dIjs7m6ioKNauXcuaNWt0tsnNzWXe\nvHl89NFHJHRzJqRjgOQQDPU/anMuMJDBvr49esiQkBCHrEAyFiD5+fnR0NBAa2urwQ9sAD76CN54\nQ/e6Cy6AgwftPkD68MMPyczM5KKLLiIjI6NLqCCcREEBXHQRAFlZWQwdOlTvZlOnTqWioIDwnBwJ\nkIRwcZWVlT2qSHD1KWwuWYH0/vtw333w2mvQtnpPn/V2CptUIJlm/34YMgQWL1YqZzoESN0d73TH\nJQOknByorjYtENC5Ww6hgwebHCAZ638E56ewaTSaPvWxsraqqqpuK5AOHjxoxRFZwfHjplWsRUZC\nUZHFh5Obm4uvr6/e6ZGjR4/myJEjVg+QOhfk/PWvfzXL4/bpKNfDw4N///vfXHHFFaSkpHDTTTeR\nnJzMypUrWblyJQDPPfcclZWVLF68mHHjxjFx4kSzDNwudBMg1fr7E2egEaQhjjiFrbtV2Nzc3PD3\n9zfe/f/wYeWLo/PZsiFDlDmudkyj0fDFF1/w9ttv4+3tzb59+6zyvL/++isPPvggGpkmZT25uTBo\nEKDstAxq+39no0aNosDDQ/ogCSF6vQqbK362d/daOW0PpI8+ghUr4MknwRzVZ62tyr7TkCE9v68E\nSKbZsQMuvlg5gP3xR+2U9eLiYiIjI/v00OHh4ZSXl9Pc3GyOkTqG3buV/kc9PAGbnZ2NX3KyduGS\n4OBgzp49S0NDg97tjfU/ar+/u7u7w80GMWUKm9NVIJm6UICVAqSDBw8yduxYvbeNGjWKw4cP9+0J\nKivh55/79hhm0ucyiVmzZnHixAkyMjJYunQpAPfeey/33nsvAO+88w7l5eUcOHCAAwcOsMeZmiJ3\nEyBV+fgQZaziRg9HC5DUajUNDQ3drjTXbSPt1ath0aKuXxyDB4Odz0VOT0+noaGB1NRUrr322i4r\nEVrCqVOnuO6669i8eTNvv/22xZ9PtGmftorxACklJYWTjY2yEpsQosersPn4+ODm5sa5c+csOCr7\n1N1r5ZQVSDk5cOyYUsly6aWwfr1Jdzt06JDhkDE/X6l+7cEqwFqRkVBcrKxwJAz76SclQBoyBLy9\nIT0dMM8UNg8PD8LCwiiywkGv3fj9d0hN7fHdsrOzCR47VjnB11Y1FBkZafC1664CCRxzGptLBkim\nVllGRFglQDpw4ADjxo3Te5spzd279frryrRZOwiRZJ5NX3QTIFV4ehLRwy/gwMBAGhoaaGpq6tvY\nrKShoQFfX99up2wZbaStVsPHHysBEkpFz1dffaW8BoMH230F0s6dO5kxYwYqlYprr72WdevWWfw5\nV61axR133MGXX37JE088gVp29CxPrVZ2ytuaZhsLkJKTkzlYVYVGKpCc2tixY7nyyisdKvQX1tfT\nVdjAdfsgdfdaOWWAtHkzzJkDXl5w443w6afd3mXLli2MHTuWnw0dSPR2+hooYUhgIMjnmmEaDezc\nqUxpV6mUIGnnTsA8ARJ0v7K109m3r1cBUkFBARFDhyp9U9ves9HR0QansZWUlLhsgORUTbQrKmg+\ne5YtplT1hIQoje4tvCiTsQqk0aNHc/jw4d5XFms08OGHsHQptBXp2JIESIbs2aPMRTeWWHYTIJWo\nVIS0tPToaVUqFSEhIQ5TOtndCmztjFYg/fwzBAdrO+nffvvtzJ8/n//7v/9ziCls2dnZDB48GIAJ\nEyZQUFBg8QPKjRs3cs011zBq1CgCAgI4ceKERZ9PoJyRHTAA2vqaGQuQgoKCKO3Xj7PHj1tzhMKK\nKisrycrKoqWlhS1btvT58fLy8khNTWXTpk1mGJ2wJz2dwgau2wfJJXsgdWyefdVVytQoI1P+W1pa\nePDBB7nuuut4/vnn9W906lTvVmBrJ9PYjCssVIK29qlQycnK7xHzBUgu1QdJo1F6SnVqPmyK0tJS\nwsLClOrwtqpvY32Qzpw5Y3QKG0B8fDw5DlZB3t1nZ2hoKGq1mtLSUiuOynJajh8nvaWFu+6+u/tq\nXTc35W+1uNiiYzIWIEVGRqJWqykpKendg+/apSwy9cwzSj9WGwf8EiDp88svMHcubNsGV18NZ8/q\n3+70aaMBUqFGQ1AvStAdaRpbXV0d/v7+3W5ntALp88+Vs24oX7zffPMN3377LS+99BItoaFQV6f8\ns1O5ubnaIMHNzU2bMlvy+QoLC7X9xKZMmcKuXbss9nyiTW6udvqaRqMxGiABeCQk0OJgZ7CE6dLT\n0xk+fDgXXnhhn8uS1Wo1M2fOJDU1ldtvv935ysxdnARIpuvutRowYABVVVXOVXV78iQkJSn/9/eH\nSZPASCh99OhR1Go1a9as4eDBg/qXHM/IkADJkjr3XklKghMnqKuro7W11aT94u64VICUmam897up\nDOpMrVZTXl5OaGiosn9mQiNtUyqQHLFap7KykgEDBhi8XaVSMXr0aA4dOmTFUVnOvjVrKB0wgNGj\nR2v7LhvVPjXXQiorKykvLze4uI5KperbNLYtW5RMwt0dJk+GX3/tw2j7TgKkzhoaYOFCZUWMr75S\npqu89lrX7UpLoalJmVdpQG5TE/719T0egqMFSMYaaLcLCAjQHyBpNLBuHVx3HaDMH73ggguYOXMm\noaGhfP/DD0rTYjueCtQ5SLB0gLRp0yauvPJK7Yp2U6ZM4Vcbf5C4hJwcbQPtyspK3NzcjH5ZDxgz\nBi/ZAXdax48fZ/jw4Wb5ez9w4ABqtZo333yTBQsW8Oabb5pplMLW1Go1VVVVRj8r9JEAST9PT0/6\n9etnfFEOR9MxQAKYNUuZ1mbAwYMHGT9+PN7e3kyYMEH/AWFfprCBWQOkhoYGysrKnKspfOfXd9gw\nOHFCW33U49W7NBp45BGlkXQblwqQfv+9V9VHVVVV+Pn54eXlZXKAZEoFkiMueW/KiYoxY8Y4TYCU\n/cMPhE+dyqJFi/jpp5+6v4OFG2kfPHiQMWPGGG3p0r4SW6+kp5+vVJ06VQIku7NqlfIhNnu2Mq95\nyRJ4913t6gpax44pU66MfEmcPnsWX0NVN0Y4WoBkypkWg1PY9u1T5i0nJwOwf/9+bQOya6+9ls2b\nN9t9H6TOAZJZOu0bceDAAZ3VDKdOnSoVSNbQoQKpu+ojgEHjxkFzs7K6oHA66enpJCcnm+XvfePG\njcyZMwdQpvCuXr3auQ62XFhtbS2+vr54enr26H4DBgxwyQCpvLyckJAQo9s41TS25mbl5ETHs9ZX\nXgmbNnXd72zTcZrEiBEjOHbsWNeN+jqFLTLSbAHSXXfdRUxMDH/5y1/M8nh2ofPrm5AAOTmU5Of3\nbgW2H36AL75QpjC2LTYUERFBsYWn3HS0YsUKVq9ebbXn09HL/kfa6WugE3pGRUUZDN9MqUCKjY11\nyAqk7gKksWPHOk2A5FtYSPDEiYY/AzuzQoBkaPpauz7tL6ana4+VJUCyNy0t8Mor8Pjj56+bOFGZ\n57xjh+62R49qe/YYcqquDq9e9DJytB5IplQgGZzCtnGjUpLXFsS1VyABXHHFFXYfILW0tFBUVERM\nTIz2OktXIB07dowR7Sl02/OdPn2aOnud5ldaqqwc4OhnjDtUIJkSICWnpFDo5SUrsTmp9gBpyJAh\nlJWV9elg/9tvv9UGSGPHjqVfv35SVegketNAG1y3ibbLBUjZ2cqBr7f3+evaDxLaVvXq7MCBAzoB\n0tGjR3U3UKuV1WsNTKUwSXg4nDnT+/u3qaqq4ttvv2Xv3r28++671PeiKt8udZ7C5u0NUVHUHj7c\nu/5Hr74Ky5bBo49C28q6AwcO5IwZfgemqKur47nnnmPFihVWeb4uelmB1CVAagsIzFGB5DABUno6\n6ssvR1VfT0BAgNFNx4wZw8GDB600MMtpampiYF0dYZMmkZiYSG5ubvd9kCy8EpupAVKvKpDUaqVS\ndfhw5fKkScrfTGtrL0ZqHhIgdfTLL0oz58mTz1+nUsEf/whr1uhu216BZERWVRVu9fU97vruaBVI\npk5h03uAtWMHTJ+uvdhxCcQxY8ZQXV1NRf/+YKcf5AUFBQwcOFApn20zcuRI0tLSaOlhA3VTaDSa\nLgGSh4cHQ4cOJSMjw+zP12eNjTB6NLz4ohIWOrLsbJ0KpHgj/c8AUlJSyGhulpXYnNTx48dJTk7G\n3d1d/0GciSorK0lLS+Oiiy4ClHny119/PRs2bDDncIWN9Kb/EbjuFLaysjKln4kRThUgdQ4iQNnv\nnDVLqULqRKPRcOjQIeMVSAUFyr6sCQucGBQeDr1t9trB2rVrmTlzJqNGjeKiiy5i7dq1fX5Mu6Bv\niuCwYbQcO9bzAKm8HH77DW6+GW65RekL2tBAeHh47xvu9tCqVau47LLLKC4uJt1AcGkxarV5AqQO\nFSaGAiSNRsOZM2e6rUAKDQ2lrq6OhoaGHo/Jqurq4JprUOfm8oSXV7crYo8YMYJTp07RaOHVyCzt\n9OnTDHZzwzMhAS8vL4YOHcrx7hatsYMKpBEjRpCent7z48OcHOUzvX3GT0CA0i9MX/87K5EAqaNv\nvoFrrul6/dVXw4YNuuXER4+en4uoR2NjI+eampRfcA/PIDhSgFRbW9v7CqSmJqVUd9o0AKqrqykp\nKSGx7UvZzc2NP/zhDxwuL1d2iOyQvkoUf39/Bg4cSLYFgoPi4mLc3d27fPklJSVxsm0FELvyww/K\nTtbSpUabgjqEY8cgJQUwrQJp4MCB5Lq5UdfLYMHuNDaCrPYHQHNzM3l5eQwZMgRQ/v5OnTrVq8fa\ns2cP48eP1wmhL7nkEsPLcwuHIgGS6Zqamjh37ly3Z9GDg4OpqKiw0qgs7ORJ/b2KDARI2dnZ9O/f\nX3vQPHz4cDIyMmhubj6/UV+nr4HZAqSvv/6aBQsWAPBf//VffPjhh31+TJtTq5Wmz50rvJKScM/M\n7HmAdPgwjBqlVDFFRyszH779lvDwcKtVIG3YsIE77riDBQsW8Mknn1jlObUyM5UVbtuDoB7oEiB1\nmMJWWFjYZSp4dXU1Pj4++Pj4GH1cNzc3x+hBtWEDDBlC3ltvcW9TU7cLDvn6+jJx4kTWrVtnpQFa\nxsmjRwlRq5W/F5QT992exLNgE+3GxkZOnjzJyG4KS/z9/RkyZAj79+/v2ROkpZ2vTG03ciT0cQGX\nvpAAqZ1GA+vXK2FRZ0lJytLd7WV/Gk23U9jay9ZVERE9fsM6UoCkrUDSaGDBAoNvZr0VSL//ruw4\nBQYCyo7RkCFDtM2hASZNmsT+khKw02Z2hoKE+Ph4ctua+ZnT0aNHGTFiRJcGjXYbIH36KcyfD5dd\nBlu32no0vVdbq+xMt+2UmxIgqVQqmiIiqHKG+eYnT0J0NOoJE+Cf/7T1aGyusrKSwMBAbV+biIiI\nXp8p3rNnj05PM4DJkydz8OBBzhpaAVQ4jN4GSK7YA6m8vFzZb+qmAbFTVSDl5elfzfeyy5SGyp0O\nCE+ePMmwYcO0l/v160d0dLRuBXKHkx29ZqYA6ciRI9qq8ssvv5zff//d8Iq8jqKoSKkE6Nz/c/Bg\nvIqKehcgjRlz/vKMGbBjB2FhYZSWllplxcETJ06QkpLCtGnTOHDggMWfT0cvq4/AcAVSe2/Wzs32\nTel/1M4hprFt2gRXX02Znx8FPj7Ke6kbDz/8MK+++qpD91ks2ruX2v79wcMDMNILriNLVCC1TSE7\nduwYCQkJ3QaTALNnz2ZjT2dkdOx/1G7UKCWLsBEJkNqdOgXnzoG+8jOVSmls9803yuVjx5TQw0ha\nXlFRofQ96MUb1iEDpO++U5Lwu+9Wzs50orcCaccOuPhi7cX8/HydXkIAqamp/HL6tN1WIOXn5xMb\nG9vl+ri4OIsESJ2nr7WzywCpqUn5m7n+emVntq7OrlfTM+rYMeXDuy3cNCVAAnAfOpSmXlam2JXH\nHqPynnuIr62l+fnnlYaXLqz9QLddX5qd7t69m0mTJulc5+fnx8iRI9nT1kxVOK6+VCC5Wg8kU6av\ngeUh+FcAACAASURBVJMFSIWFyn5iZ/7+SqPU9v3ONrm5uV2+e5KSknQDJBN6dHbLDAFSdXU1lZWV\n2vH6+fkxdepUfvzxx76NzdZOn4a26lMdcXH4lZf3LkAaPfr85WnTYOdOvL298fPzs/jnQENDAyUl\nJcTHxzNs2DBOWLvSeN8+mDChV3fVCZCCg5WVtM+eRaVSER0d3WUamyn9j9rFxMTYd4CkViurNc6a\nRWVlJdlBQecLHYy46qqrqK6u5osvvrDCIC2j+vBhznX4PSYnJ1t3CltZmVJwMnIknDlj0vS1dnPm\nzOl5gJSZ2bWqdNQoqUCyC7/9pnxoGzrzdeON8OGHSqXNV1/BtdcafThtI0hXqUD6xz/gjTeUNPbb\nb7tsp7cCaf9+nS8NfQHSmDFj2JGZiaaw0OCKJLZUVlZ2/surA0sFSO19VzqzywBpzx5lJysqSvm7\nmjZNu7qIwzlyRPmwbmNqgNR/7Fh8LPA+sKrffoMjR3jb15fK/v3ZmJSkNEV3YRUVFTqNfntbgaTR\naPRWIAFcfPHF7Oi8eINwOBUVFTKFzUQuGSAVFekPkADuvFPbULmdvu+eqKgoijoeGJkhQKoCWurq\n+OCtt3r9GGlpaSQnJ+v0ZZk9ezab9EzNcyinTyuLu3Q2aBBBNTU9X4Wtc4CUmgrHj0NtLQMHDrR4\nH6RTp05pq/8TEhLIycnRnRJpafv2macCSaXSOebS1wfJqSqQDhxQQrPBg6msrKRo4ECTAiR3d3dW\nr17N4sWLSUtLs8JAza85MxO3DpWbXT4D9Rk4UFnUxxyNpx94QPncvv56WLCgRwHS1KlTycrKIqcn\nC+zk5WkX8dGSKWx2Yv9+4x9gkyYp09i2bVMCpOuuM/pw2gokFwiQgry8YOdOWLgQ5s4FPb07AgIC\nulYgpaXp9JHSFyD169eP6KQkWj09wQ57Hhja4bVUgJSZmUmCnt4GdhkgbdsGl156/nJ8PDhqmNIh\nQKqvr6eurs6knZDoSy8luLJSb1Wew3jrLTSLF/P+mjWsXLmSR48dQ/PNN2aZ3uCotJ/vbXpbgZSd\nnY2Hh0eXzz1QprFJBZLj68sqbK4WIJmyAhs4WYBUWKicZNHn2muV6tcO3+05OTnEtS3m0C4yMvL8\nwZMJLRZMseiWW6hwd2ftv//d68fQVzE9Z84cvvnmG1ptuHpQnxkKkOLiGHjuXM8qkFpblX3hjr8v\nb28YNw5277ZKI+0TJ05op0V6e3sTExNDlrWa86rV3R9/GaETIIHyt9SpD1JH2gqknBz46COlgbkB\n0dHR3YcStrRrl3YWR2VlJWWxsUqoZILU1FSefPJJli5daskRWoxvSQneSUnay5GRkQZX3dPy8lJm\nD/X1+PrgQfjpJ2XlxGeegf37yd692+QAydPTk0cffZRFixaZPp03N1e7iI/WsGHK+7i71ecsRAKk\ndvv3Q9vy8XqpVHDPPcqKbEVF2sbPhrhSgBRdW6v0ifLyUl4XPctPd5nC1tysrGLRviQh+gMkUD7o\nqvv3t8tpbIZ2eC0VIGVlZTG0c+PG5mZCQ0PRaDSUG/kytLrOAVJsrN2uptetDgFS+w58d306AFKn\nT6dCo+Gco05jq6mBr76iYMYMKioqWLhwIUFDh1I2cSI4eBPGvjDXFLadO3cydepUvbelpqayd+9e\nh+5TIKSJdk+YWoHkVE20jVUgeXnB/ffD009rr9I3hU3nQDkvT1l9zYQgzpCtW7dy/PhxQkaMoD4z\ns9f7FfoCpKFDhxIeHs6uXbt6PT6bO31ab98qdXAw3hoNA/v1M/2xsrKUyojO/ZQmT9YGSJZupN0x\nQAIYNmxY99OBzOXkSQgN7fX7tUuA1M1KbNoKpOeeg+XLYc4cg4/dl6npVtGhd1RlZSX1Q4YoYaSJ\nK3zdd9997N+/n71791pylGanVqsJqq2lf4fPlsjISEpKSrrfXzJHI+1//hMefRT69wcvLzQzZhB1\n+LDJARLA0qVLSUhIIDIykqFDh/Lmm28av4O+AMnLS2nkb+1VE9tIgARKAn7woJL4G7N4MaxZo/zR\ntjXuMkSnB1IP36z9+/fXrkZi7+rq6oisqDhfSTRpkpKAd1oisssUtsxMiIlRqrra5OfnE93WUb+j\nsWPHUuLubpcBkjUrkJqbm8nPz9fdefzuO4iNRdXYaF9VSOfOKdPV2pYmBxw3QKquVgLmtmlGpk5f\nA+VvubB/f071dL6zvVi7FqZP51RNDcOGDUOlUpGcnEzaoEF6VwhyFZ2nsIWHh/c6QJpm4GREbGws\nGo3G/leBEUaVlZWZVFXTmSs20Xa5KWy1tcr+p7FV5/78Z+W7dPNmQP/3j04FUh+rj5qbm3nooYd4\n8cUXcY+MZHpyMtu2bevVY6Wlpent2Xj99dfz5Zdf9nqMNpedrbcCqbyiggI3N7x68l1gqJ/SyJGQ\nlmaVKWz6AiSr9UHat0+ZstdLPQ2Qzpw5Q3RgIHz5Jfz4o9L/1sB+aUREhH1XIHUofKisrMQvPFyp\nwDLxhKWPjw9Llizh+eeft+Qoza60tJQhbm54dpiN4ePjg5+fX/dhd1/7ILW0KP1+b7pJe1VxaipX\nqVQ9+p53c3Pj/fffp7q6mrVr1/L0009zyNCCOzU1StGFvhNRNmykLQESKH9soaHKXFJj3N3hwgsN\nlxt3oFOB1MM3q0qlIjQ01L6qSQyoq6sj5MyZ8yt++PsrK6t1WqKwSwWSnlVCDFUgjRw5ktNNTXYb\nIOn70IiNjSU3N9es1QN5eXlEREScX+67uhruuktJob/7jsTERPsJkPbsUX6/HXeMY2MdcwrbunVK\nJdWAAUDPAiSApsGDKdq+3UKDs7B334W77iIzM1O7ZH1ycjLbvLyUCrOmJhsP0DY6T2ELDg6mrq6O\nxk7BeXeMBUgqlUpbhSS699prr3HjjTdy2IRVaKyppKTE5KatHbliE22Xm8LWXn1krJrV1xfefx9u\nu43WdesoKijosp+kc6D866+9ng4E8OqrrxIdHc0NN9wA4eFMHTq0102vT58+rf3e6GjevHl8/vnn\nVlldzCIMVCAVFxdT6uvbs/2cnBz9q/CNGAFpaVapQMrIyCAxMVF7efjw4dYLkH7/vdcBkkaj6XGA\nlJeXx4TsbGXqV0yM0nbj66/1Pr5dVyCdO6ccu7aFxdpK18GDlfeUif7rv/6LnTt3Wr9xeh8UFBQQ\n5+6u/P460AnSDelrgPTLL8rfa4fFk7b7+DC9paVXfXo9PDxITU3lr3/9K8uWLdO/UV6eUn2k73vC\nho20JUCCrktomkFfprCB40xjq62tZUBhoW4YNHlyl2bJPj4+tLS00NR+wHnsmE7/I41GQ15ent4A\nacSIEaTX1KDJz7fIz9AX5eXles+Y+vv74+PjY9YQMDMzU3f62pYtymu4dCmsXWtfFUi//KKErR3F\nxTlmBdKaNbBggfZiRkaG3j5UhviPH885Q2cW7NmxY8rv64oryMrK0h4IDB8+nP25ucr0019+sfEg\nbaPzFDY3N7cenymuqqoiKytLu8S1PhMmTJAAyQQajYYVK1bg5eXFX//6V1sPR0dfAqSamhqXmsLo\nchVIxvofdXTJJfDJJ7Q++SS5ajXed9wBHQ74dA6cNm2CWbN6NZy6ujpeeeUV/vWvfylTtMPDSfD3\nJ70XUyQ0Gg2FhYV6q8pHjhxJSEhIryubbKq5WTkA7TydBCVAqgoM7HmApO+EVHIynDhBeGioxSuQ\nCgsLdfa9k5KSOGWtafd9qECqra3F09MT3w4zGToHSJ0reLOyshicmXl+IaTrrjM4Hb89QLLLz+Aj\nR5TWIW3LxmsDpLi4Hr3/+vXrx/33389TTz1lnz+nHgUFBQxsaYFOny0mBUi9KOrQsW5dl0W0fjhy\nBI2fnxIs99JVV13Fr7/+qv93oG/6WjsbNtK2qwDJZmcj9C2P10f/n70vD4+iTrc+1Z196ewJIXsC\nhCSEsMgmi4rsLqCi4oaOjqifIveOo6NzZ646d5zRe9VxvyquoDKKCKIiixEQgRAggRDInpCN7Pu+\ndX1/vN2dqu6q7qrq6k473vM8Po/0Ul3prvot5z3nvBYEkswb85dCIHV3d8O/spJHBiEjw+KCZhiG\nr0K6cIEmSAM6OzvBMAx0AlLu8PBwNLi5odfFcmSGh4eJQDMoU8yhto2Nu4kHQJWbOXOAtWuBb79F\ncmKi6xBIR49aEkgREUB7+5gFvskGy1JnwaIi4LrrTA/n5+cLyvLFkLhiBXxra9HV1cV7vKurC8MS\nvepjgldeIYWbmxsveyslJYU2FIsXU5DgrxDmCiRAfrXy+PHjmDVrFtzd3UVfM2/ePPz8KyXp5CA7\nOxs+Pj54/vnncfjwYZdSNiglkNzd3eHh4YGenh4HnJVr4leXgWQt/8gcixcj++238WBGBjBtGs2v\n+/cDoLGnqakJI7W1lKkzb56i09m6dSsWLVo0WiAJD0fg4KAiG09XVxcYhoG/ebaPAffeey8++OAD\nRec5pqiupnW9wLhdX1+P3tBQWQoQXLwoTCD5+QHh4UgAHKpA0uv1qK+v5wV/JyUlobS01GGfacLI\nCMWHWMuftQIL9RFgEaLNJZD0ej0qKiqgKyyktTNASqTsbME9mp+fH7RarcXazSWQm8uLXTERSAqi\nIp544gmcP38e27ZtU/ssHYLGsjJoGcbC+usUBdJPPwFXX8176Oeff4Z+2jTJAeZCiI6OhpubGyqE\nSChrBNL/WdgIslraqYmyMgqiUhGmCrWPD1mMpCatG/BLIZCGOjvh3tzM//7S00nVZQZeDlJpKSXI\nG2C0r4kFE3skJLgcgWRsz8xtUcuFpMFMBrg2IgCjAXphYUBoKKb4+roGgaTXk4ze3Jqj0UAfGYnH\n1q3Df//3f4/NudnC0BBZs555hqpir78O/PgjhZIaIBQMag1+M2diiocHdu/ebXqsoaEB06dPx0MP\nPaTm2auHsjLqNrlpEwA+eTlhwgRUV1djaNYs6gLyK4R5BhIgn0CyZl8zYsGCBcjJyflVkQhK8MUX\nX+CWW25BdHQ0goODcW4MW9ty0d/fj/7+ftEigy382nKQpFrYAgIC0NXV5VJEoSJIVSAZUFVdDY+J\nE4EnnqDx+c47gb174e7ujsDAQHR/+SVtbqyQ0tbw9ttvY+PGjaMPRETAr6dH0Tqmrq7Oajv722+/\nHd99990vIqqBh/Jy4Q5sIAJpZPx4eRt4MQsbAKSlIaq93aHfUUtLC/z9/eHp6Wl6LCoqikKZHT3v\nFBbShl7h+ChIIHEIgpiYGNTX15ucD/X19Yjz84OmuXl0/xEcTOs7KzlILmljM+tibQ+B5O3tjS1b\ntuCxxx77Rcw3XcXF6PH3t7B0SerEZk+Idl8fFZQ5xF1jYyOamprgv2iRRXSLHDAMg7lz5yIrK8vy\nyaoqnmWOh7g4KsyPgSLXpQik8+fPj80Hl5cLh9jZAV6FWoFk7pdCIAV2dkIfGckPFTeE/5m3Ljcp\nkFiWCCQO6SSWf2SELiUFcDELm61qqeSJ58gRCpu2EWTHs7CxLL/1aXIyEoaGUFJSMvaL6vPnidQS\nqLqXDw+j9cwZ7DUEgroUsrNJPff446SSeuEFuo45i8WOjg60tbXJykBCXBxCh4exy1DdYVkWa9eu\nxY033ogDBw7gwIEDav8l9oFlgd//Hnj0UVMuHJdAcnd3R3x8PEpDQ4ETJ6iK+CuDuYUNgOx2y1II\nJF9fX8ycORNHjhxRdJ6/Fhw6dAgrVqwAAFx11VUuY40xdvyR0rFRCA7NQTp/XnZhy9FoamoSn1OH\nhsi2fekStFot/Pz8fhGbHauQo0CCWf7eggWU3bJ+PfDOO8gICYH33/9O3YIVwGipveKKK0YfjIiA\ne2srRkZG0N3dLet4ly5dwngr5FhISAjWrFmDzZs3KzrfMUNxMVmHBHDp0iVoY2Pl5XWKWdgAIDUV\noQ0NDt0LCBF9Go0GCQkJKC8vd9jnArA7QFtwDc4hkDw8PBAdHW36O8rLy7EyNJQ+U6sdfU9aGo2H\nAnBZAqmwkNfFWqmFzYjLLrsMq1atwnPPPafmWToEAxUVGBCYJ8aPH+9YBVJuLsW1GGyDALBv3z5c\nccUVYGbOtEuBBECcQDJmIAlBo7F6/ToSLkUgXbhwYWw+uLxcdQUSr0IdEQHI9DCHhoaiqalJ1XNy\nBAK7uy2Z0YAACiU3m3x0Oh0RSEbpOWcDVisQDMlF5GWXwcvFJOu2qqWSNpS9vWRBu+su4IMPKG9H\nBMXFxZhkXLjU1NDAYVygTZoEn+pqBAYGjn3XpqNHLdVHBpQNDOD/XXcdTp8+PfZEFxfZ2RSm+Mwz\nwMmTwPPPA0uW0HfMwYULF5CamiqqOhOEmxuQmIjGY8dw5swZfP755+jt7cXzzz+Pxx57DF9++aW6\nf4u9+OADUiD94Q8AiDQbGBjgVfqSk5NR0NxM7YfHatweQwhZ2MLDwyVbDYaGhnDy5EnMk2A1WbJk\niWCI7SuvvILNmze71n00BhgYGEBBQQEyDDmGV1xxhcvY/pTa14wICAhwDEly5gxlFa5bZ1HoGSuw\nLCv+fVVWAlOnUuvktDQgM/NfIwepvp4KjBJRVVXFL17Mm0eWig8/xJ6iIlxcvBhYtkzRqZw6dQrT\np0+HlruxjogA09ioSE1ti0ACgE2bNuHNN990bSu3OYqKeOp5LmpqauCbnCydQBoaomtAICcKAJCc\nDF1Dg0MVSGJKsQkTJqCsrMxhnwuACCQ7At8FFUhhYdRgxqA6Sk5ONinzy8vLscDd3dRR1wRDYLkQ\nXJZAKijgxYC0t7eT0tWObsfPPPMM3nvvPQwNDal1lg4BW1sLVuCadbiF7cQJi2tn586duOGGG0iV\nZIcCCQBmz56NU6dOWT5hzcIGjFkOkksRSE4LbeNicJBkxNZ+HAXgbTAUEEhC4W+uBpZlEdLfD43Q\ndyeQDG+ysBktg5yqrC0FUtLcufAaHHSp/BxVFEgffkgL+Q0bgLfeAl5+WfBlIyMjKC0tHSWQjO07\njd9hcjJQVOQaQdpCAdqg66WwsxOpwcEICQlxjsdeCtragJtuAjZvBm65xWpHHLn5R0ZoJ0/G0+vW\n4cYbb8TDDz+MV155BRqNBhkZGa7TNWpgAHjxReDPfyYi0yBpr6ioQEJCAk9FMWHCBPr9Lr/8V2lj\nE7KwydnQ5ubmIiEhQZK1acWKFdi5cydGOEqvvLw8/O1vf8Obb76J1157Td7J/4shPz8fSUlJ8PHx\nAQBMmzbNZe4plyWQ7r6b8t06O4kwdgF0dXVBo9HAz8+P/8TgII3Ld99NFd7t24H16xHn7//LJ5Ca\nmmjDKxGVlZWINV9vTZ4MZGVhw/r1OGKWzSEHJ0+exKxZs/gPGtaujiKQpk+fjoSEBOzcuVPu6Y4d\nioutEkjB6elU4JOSe1pTQxtaMcthYiI86+rQ1tbmsIBjawSSw9doR4/S+lchBAkkjYbuKcPam7sm\nLi8vR+rAgCVp9UtTIPX0AI2NJuujXq9HZ2fnKIEk9fozQ0xMDJKSklymACMGt8ZGuAvsO2WFaCu5\nn7KzeQRSb28vMjMzce2111JHuOFh5fY4APHx8agWIv9sEUhj1InNpQikMdn4VlWRikOhZ1wIQ0ND\n6O3tHQ2EVtCJLS4uTtUAZkegr68PcVotNELeTIEcJJOFrbTUIrTcFoGUlp6OOgB6F7KxNTc3269A\nev11skwBlF1QW0vSVDNUVlYiLCwMvsYsnsJCfue7SZMAg0LJVQmkyspKdHl6wre317Xak//ud8Dq\n1fSfDSglkJCcjKvGj8eTTz6JrKwsLFy4EACQnp6O/Pz8sVWRjIwAr75KpO6BA/T7cf7G6upqxJjd\n46bF5bx5vzoCaWhoCH19fRbhsHIIpOzsbEnqI4Ck5WFhYdhl6BTDsiw2btyIZ599Fk899RQOu1iQ\n+fvvv4/09HR89tlnTvm806dPYyZnQzBx4kTU1NS4RG6USxJI1dU0z9xxB7Bxo2gLa2ejoaGBF+Rr\nwgcfUFjqH/5A5P6SJcCVV2LtwMAvP0i7qYlUnBLBs7CZITgkxC5CTZBACgkBOjsRHRGhiECyloFk\nxKOPPopXX31V1rHHFEVFoha26upqRCYnE4khxR5aWWl9Y5iQAE1FBXx8fBxm1xQjkBwepN3RQW3o\nza85GRAkkADa0xmu1+TkZFOL+vLyckR2dvKUOwBsEkhqZpmqguJi2kMZ1IIdHR2mwG/4+FCmk0IH\ny+rVq/G1i8wJYvBub4ePQOOr8PBw284dPz/63pTYt7OzR8PXARw4cAAzZ86kfSDDkErWjo7LkZGR\naGho4BULodfTfG1lfzxWQdr/RyA5wL5m9KKaKvYKFEixsbFjFyouEd3d3Yh3cxO+sKUokDiwRSAF\nBgai0d0dDXZKBNVES0uLVQWSTQKptJQmUaPdS6sFbr8d2LrV4qVFRUWYzPE7W1TBkpNdg0CqqaHq\niMAC69y5c/CNiwOamnDZZZcJSzWdjaIi4Ntvgb//XdLLs7OzLRfZUpCcDKakBBs2bMDEiRNNDwcF\nBSEwMBAXL16Uf0w1MDBAFsodO2gjuW+fRR5cbW2tRSvmXzOBZAzPN8+1CQ4OlryBu3DhAqZMmSLp\ntQzD4PHHH8dzzz2HgYEBfP755+js7MSGDRswe/Zs1yFiQaT673//e1x//fX45z//6ZTPNCeQ3N3d\nMWnSpLGzxHNgL4HkkBDtffuApUtpvlmyhCxQBrvHWKK+vt7yuzJ2wnzySb4y9J57sKKp6ZevQGps\nlKxAYlkWVVVVlgokA+ztTCdIIGk0QEgIJgQEyN5E19XV2VQgAcCaNWtQXV2Ns3ZsvJyGgQFyLAiE\naA8PD6PRYPdDVJS0zE5bG8OYGFKAhYQ4LAdJTCnmcAXS0aOk5vDwUHwIUQKJY1PirokLzp6FrrXV\nsut2SgpZwgRUKS6pQDKzr1lY6u2wsV1//fX45ptv7D1Dh6Gnpwfhw8OCBJLk6BclQdpNTUBLC29v\nY7KvGZGRIdhASio8PDwQHBzM3zc2NFDIPCd3yQJGC5uDVIpicCkCqbOzc7TNu7NgpaOCUljczBER\nsi9WYwt4R8lW1UBXVxdiNBrhCXDqVAsCyaRAUkAgAUBfUBDqXGyzZJeFbe9eYMUK/sL4+usBgbyT\nwsJCJHMJI/MqWFQU0NGB1OjosSWQjPlHAjawvLw8BE6cCDQ3Iz093SU2ePjb3ygsWqTVMBcDAwPI\ny8vDZUpCHydNot9MAFOnTh2brlEsC9x/P/3/Dz+IZhFYJZCmTKEF9S9dCSADHR0dgtazoKAgyRu4\ngoICpJhXQa3ghhtuQGJiIhYtWoRHHnkEr7/+OrRaLeLj49Hf32+784iT8Oabb2Lt2rX493//dxw6\ndAgDAwMO/8ycnBzMMGsDPWb3lBnUUCCpHqJtnHcAUphMnkzj9hhDUIH0889kC1i8mP/44sUIGRgA\nO1aNV9QAy8qysLW1tUGj0YjaXu0hkNrb29He3s7v8mpERAQSfX0dYmEDADc3N6xZswbff/+9rOOP\nCUpLKfBawLFQX1+PsLAwuLu703pMSgTFpUvi+UcA5SdGRSHNz89hOUhiCqTJkyc7do3200/AokV2\nHUIqgVRUVISamhq4V1aCiYsz2fNNCAqi+1Fg/ykn29BpKCzkFZBNAdpGREfLC3LnID09Ha2tra73\nNxtQW1uLOHd3MAJjS3BwMDo7O21nOCnJQTp5ksLXDfmnw8PD+Pbbb7FmzZrR19ipQAKA6Oho1HDJ\nZ1v2NYBUrB4eNJ44ES5FIE2cONH5uSi2KgAKYNGhZ9w42Qokf39/eHl5uXSL0+7ubkTp9cLf36RJ\nxID39poeskeBBAD6qCh0uALpYIDdIdrchbwRs2aRFNHMfiGoQOISSBoNkJCAFC+vsSWQDh0CuF1c\nOMjPz8e4KVOApiYkJiY6PqDRFpqbSXXzyCOSXn7mzBlMmjRp1EYoBwaLoRDS09PHJrNl61aqlnz6\nqdUqoBCBFBMTg8bGRvQNDlIVUahzxL8ouru7LXNaIM/CZgxjlwqNRoNPP/0Uv/nNb3Bi+3YsMKgW\nGYbBrFmzXEKFxLIsNm/ejE2bNiE0NBSpqakOz1JgWRaFhYUWttL09PR/GQJJVQUSywIHD5LyyIhl\nywSLFs6GoAJp506y2pkXJLRaFCQnI8wVVKxK0dlJ4663t6SXWwRom8GeUPGysjJMmDBBuFtgRARi\nPDwcRiABwOLFi/Hjjz/KOv6YwGzjzkV1dfXoGlbqBr62drQRihgSEzHZ09PpBFJsbCz6+/tldRaV\nhR9+EF0rSoVVAsmwmY6KioJWq8WTTz6JWzMywAgVbhiGfjMB1ZgkW5SzUVrKW/+3tbVZihYUEkCu\ntKYQQk1NDcYzjOB9o9FopBHpSggkM/vakSNHEB8fz493sFOBBND1yss/lkIgAWMSpO1yBJLTN78y\n26hKQWNjI8K5vnYFFjaAcpBc2cbW3d2NccPDwgSSuzswcSKvs4FJgWQ2Cff09KCvr8+iq5E5fCZM\nwICj24rKgC0FUlBQEHp6eoSr8P39VIFZupT/uLc3sdjZ2byHeQqktjZ6v3m1Njoa0QyD6upqDI6V\nJeHgQeCqqwSfKi0tReTUqUBzsyksbky7r3z6KXVe41ZurCArK0tybo0FwsLoN+vqsngqJSXF5NF3\nGnp7gf/4D+B//5c881YgRCC5ubkhLi4OFRUVZGM7dsyRZ+tSsJdAamlpQX9/v+TNlRGenp548Npr\nkbRyJYWdGzB79mxkm40XY4G8vDx4eXmZyJylS5c6fFNYn5+P27VaBHI7R2EMSVkzuByBVFNDczP3\nfp41i7qyjTEEFUg//GA5Rxpfn5KCcQ4eNzs7O3HkyBHHZNSpEaDNgT0KpNLSUkwQsIQAACIiMI5h\nZBNIDQ0N/HWwFVxxxRU4fvy4UxSLdiE7W7TtfE1NzehmUo6FzZoCCQASEpDEMA6zsIkRSAzDtCsi\ncQAAIABJREFUYNq0aTjjiLGhrIwKzAJZmXIgRYHEMAzeeOMNfPrpp1g8frxl/pERIgRSWFiY66lx\nSkt5RXijrd6E8HDFBBIAlyaQamtqEDo4KEq8hoWF2Sb8jEHacmDWgc3CvgZQLm1JCVldFcJCgVRd\nbdnpXAhjEKTtUgTSmOS3OIBAshjUFIRoA6M2NldFb2srfEdGxBdBZjY2nU4HfWMjtS7lLBRra2sR\nHR0tXP3iIDg9HRoX8iLbUiBpNBqEh4cLV3COHCHGWIg0W7CApPsGjIyMIDc3F9OmTaMHjOoj8+8r\nKgrujY2Ijo6mjb2zUVdHk9bUqYJPl5eXIyojA2huhqenJyIiIoQ7DjgLH34I/OY3kl+elZWFOZwK\nhCwwDFURBP7eyMhI53vsP/iAJkMJhJgQgQSQja2kpISO80tWAsiEGIEkdQNntK/ZGu8E8dxz1JHq\npZdMoZ+TJk0am/vdDHv27MGqVatMf9fEiRMdWwApLUXIokX4/fAwcOedvHb0/yoKJNUzkPLyqErK\nhQqyezVgoUCqr6fxUsRa2zV9OuKrq6kJgANQVFSEuLg43HfffZg9ezY2b96MLVu2YPXq1QgLC8Pt\nt99uH7HU2KhagDZgP4GUJJYFGhGBkOFhWUqUwcFB9Pf3jzaSsYHAwECkpqbiuKvn6R07Rp1HBcBT\nIMmxsElQIMXp9Q5TIImSMKAuebm5uep/6BdfUPaim5tdhxE9dzMC74YbbsCHH36IFJYly64QrBBI\nLqdAKivj5ThZWNjCwxWJFoyYNWuWSxSlhNBUVgZGoxGNnZCUgyRXgcSyvA5sLMti165dfPsaQDlF\niYmCjZCkQpGFDRiTIO3/I5CcoUAyssEy84xcXYE0Ul2NNm9vkyfUAmaMqE6ng66ujgZwzuappqZG\ncINqjsh58xDS0cFPqB9DiCqQMjOBe+8FDJsHwYXX998DK1cCoMXb7bffbuqyhPnzeZkU+fn5iIyM\nHP0sc/uaEYYJcMyCtI32NYHrobOzEwMDAwhNSiL1y8AAkpKSUD5WirKyMppgRdRSQjh9+rSy/CMj\nYmNpMjDDmBBIn346mn9kA2IE0uTJk1FQUABMn07ttV04r01NiBFI/v7+6O/vt+m/l5t/ZEJbG7Bt\nG/Dyy8A11xAJDWD8+PEukYFkJJCMiI6OdhxBbGjtnrVsGf6xbh3dyx9/bHp6/PjxGBkZcZz9QiJc\nLgMpL49H8A8MDGB/URFGOjooIHQMYaFAyswErrxSdJPpHReHZi8vh6mn3nvvPTz00EMoKirCn/70\nJxw8eBB79uzB9ddfj5ycHFy8eBEvvfSS8g+QqUCqqKhAgpW8TjUsbIKIiIBfT4+s69AY4yCHJJ81\na5ZLqAZRU0P2bvM8nIEBmudEiki8GAY5FjYJCqTI/n6HEEi2iD6HEEgjI/T93nqrXYfp6+vD0NCQ\nRTdUANTe3mzvdM8998CtpES2AsnPzw96vR69nDiOMUVrKxXhOWOHhYVNJQWSK2bwdhcXo9eKayAs\nLMy2Wk9uiHZ5OXW2M3AFOTk58PLyEo4hsLMgEx0d/X8WNiWYNGkSVbSdCQcpkHgEkpcXWZNkTu6u\nrkBia2vRaS0PxoxACggIQGhTk0UFQEr+EQD4ZGRgIsOgzNk5WSJobm62VCDl5QG33UaLw6eeEieQ\nOPlHN910E7y8vLBp0yb09/eTRDonx7QhP3bsGOYbO7UBlh3YjDBUvcaUQBIhZCoqKhAfH0+Vg9BQ\noKVlbHOQ9uwhAk+M/DRDV1cXamtr+UHmciFCIDm9y0d5ORFoV19t86W9vb3o7+8XtJdmZGRQ55yo\nKFJ/uFqrWwdBjEBiGAaBgYE2N3GlpaW8TnySsXcvhY6GhpIq4/RpACoQSLYCJyWgt7cXOTk5uIKT\naRETE+M4Aumll4Bx4/BleDgmpKYCzz4LvPKKacxkGGbMVUiDg4Po6uqyac22BtUtbGYE0gMPPIBH\nNm7EWZaFfoxVSBYKpJ9/tpqREhQUhFx/fxORqiaGhoawdetW/OY3vwHDMFizZg0+++wz/POf/8R9\n992HmJgYvPXWW3j33XeVf4iMDmwAzaGCIdcGONLC5tXZKZtAsqbOFkJiYuLYFZSM+PZbuj+2bqU1\nFnc/kptLsQwiygfZFjaWlbb/iI1FcE+PQyxsxoY/YkTftGnTcNowz6iG114jB8LChXYdxqg+Ejz3\nuDgikLgEiF5PjUysKZAESD+GYVxLhWRUH3H+brUtbFFRUdBoNC5RmDLHcFUVhq2Mm5J+K7kKJDP7\n2u7du7FmzRrhay8jwy4CKSoqiq9AunhRGoGUlkbKJycKLFyOQCouLnYe6zkyQkG6dlQIhdDY2Ggp\nq1QQpO0qrYhF0dCAHoGNlAkCCqSI9naLCoBUAgkhIdBotShxAZnz8PAwOjs7+YM2QF29nngC+Owz\nYN8+zPLwsCQHKivpups5E8XFxWhsbMR7772H6dOn4+2337bYkB89ehSXc2XT5h3YjBhrBdLBg1Qx\nFkB5efno4jc0dOyDtPfsAThqCVvIy8tDWloa3OyRXMfGWlTFACAkJASdnZ3Oy63avh1Yuxasmxu6\nBDKZuKitrcX48eMFJ0oTgcQwpEIyKAF6enpcsnKlFnp6ekSD1IODg20SSJcuXZI23pnjm2+A666j\n/58xg0hmjBJIir5zlqUN01//Kv+9HOTk5CA1NRXenEBgYyVN9fyY6moikN56C0XFxdRcYNkyUiUd\nPmx62VjnIBnXARqJJLUQHEIgGSxs7e3t2LVrF44dO4YyX1+c3bJFvc9RgPr6er4C6fRp0bwZgAik\ncxqN3aGlQjh06BASEhKsEr0ZGRno7e1VXvRsapJlYSsvL7eqQAoICEB3d7eiXMGysjKrFjb3lhb0\n9PRIPrYSAikhIWFsrbilpaQc//57YP9+4I9/JGuskWA/cMBqZo9sC1tzM+DnZztEPTYWAR0dDlEg\n2fqdUlJSMDIyol4ezldf0Rr5nXcEO/XKgTXrHfz96XvlEgk1NYBOBwQECL/HCunnUjlIAk2IBC1s\ndp7vlClTcN4Fu1yyly5BY0W1J9nCJocc49jXAIqzWCTWQXDqVLvmJJ6FjWVpXJJScPTzI57BiQIL\nlyKQQkJCwDgwLM4CjY2UQWOnD9fysI2W4YEKgrSN4aiuuhnTNjejT2wwBmhAHhw0DWQBAQGI7e5W\nrEACw6AtNBSNDu7sIwVtbW0IDAyElhveWlQE/Pgj8OCDNIHddx+WXLpkqUDau5c2PBoNduzYgRtu\nuAEajQaPPfYYNm/eDBYwbchZlsWRI0f4BJKYhc0wAY4JgVRbSwq7KVMEn+bJ78PCgObmsbOw9fZS\ndVsknFUIubm5mD59un2fGxcnqEDSaDTOXaBkZgLLl+PLL79EbGwsjlip4IvZ1wBaXFZUVKCvrw+Y\nNg3IzcWPP/6IwMBATJ48WbGdwtUhpkACaFNrSwUgpzuRCUNDNG5cey39e+pUoKAAGByEv78/GIax\nSQYK4uhRapP+0UfAvn3y329AVlYW5s6dy3vM29sb/v7+6lduX3sNWL8eiI9HUVERqQIZBnj0UeDV\nV00vS09Px4WzZ4Fdu3j5SM6CvfY1QGUCaWCA1IeG+ffzzz/HkiVLEBoaigk33ID6/fvV+RwFYFkW\njY2No9/X0BBlfBlz/wQQHByMnKEhh8j2T548iQU2An4ZhsGKFSuUt5+XYWFjWdamAkmj0UCn08m2\nPPb09KC1tVU8RiA8HExjI3Q6HTVBkYBfpALp73+njqwGixr78MPIq63FieuuI4vnG2/Q2k4EvHVs\neDjQ3m49TFdK/hEAREbCs6sLHQ5QwFh0jDaDVqvFgw8+iLfeesu+D+roIHLud7+jeUyJAtcMVgkk\nwNLGVlAgbl8DRC1sgIvlIJWW8vKPAPUtbACQlpaGfCdn6kiBR3MzPK0Q6ZJ+K6MbQOremtOBjWVZ\nnDp1CjNFsvlMCiSF+3aeBa+xkTp1Smz04+wgbZcikAAn5yBduqS6fQ0QsLABRCDJtKmMGzcOOp3O\n+bY+iXBvacFgYKD4CxiGd0HrdDokDAwoJ5AADCckoM8FfPKCC6S//x3YuJGYYAC47TZMLy5Go7lU\ncu9eU/7Rrl27cOONNwIAFixYgP7+fpIMT5sGnDmD48ePw9vbm6rsAG2ESkqEJ2CDBHdMCCQr+UeA\nGYEUGmoikMbk2s7NpWvQGvlphjNnzoyGmCuFiIUNcKKNbWgIyMoCFi7Ee++9h1tvvRU33nijaPcb\nXlXVDB4eHpg0aRJVqaZPx1B2Nu655x58++23SEtLw44dOxz5l4wZbBFIUhRIsgmkn3+mRaNxvvLx\nobBGQ4VQsY1tyxbgt7+lPKzvvpP/fgNOnDghGDCvuo2tq4sC4DdtQm9vLxoaGhAfH0/PrV9PdiaD\nimFaYiL+31df0eNPP63eOUiEGgRSYGCgehlI5eU0Bnl4AAC++uor3H777QCACddfj+CGBpv5XY5C\nU1MT/Pz8RhVs588T4W5F4RwUFIQTPT3U6VVl2X5OTg5mzJhh83WrVq1STiDJCNFubm6Gu7s7AmzM\nWVIUkOa4ePEi4uPjxZVyhuKnnGvRHgXSmBRML10idczDD5se+vnoUfxWo0FSZiaapk0jdbWhw6Q5\nhg0h46ZxXaOxrXKQkn8EAFothkNDoXXA+kDK73Tvvffi66+/xo033oj58+ePZnVKRW0tBY+7u9Ne\nQGzjLRM2CaS4OLL/GFFYKG5fA6wSSOHh4S5NIFlY2EJDKSvJjnExLS3N5RRIg4ODCOjthY+Y3RYS\nM5B0OroepVh+BwdJUWS4bisrK+Hl5SXYuRAAkcIjI4pDzHlKUoHf2irmzqXu3k7Cr5tAckD+EaCe\nhQ0A5s6di6ysLJXOTF14trdj2EobewB8Aqm7Gzq9HqyZ/FIOgeQ9dSrcXKDjkEWAdlkZWUw2bhx9\nLCUFQ4GBCOKy+IODpFJatgyDg4PIy8szqYsYhsHdd9+NzZs3m4KJP/74Y9x9992jFqLaWiI+hEIP\ng4OB/n5EGzax3d3dDvjLRfDDD1YDqS0IpKYmJCcno6SkxDEtkq3BhjVCCGfOnEGGefciubBBIMlt\nk6wIp08DiYmo7unByZMn8Y9//ANpaWnYs2eP4MsvXrxo1TZhsrFNn46en3/G/PnzsXz5ctxxxx3Y\ntm2bo/4KRVArBNMagSTVwiabQNq9e9S+ZkRGhkkqrYhAYlnaNN12G7B4MVlQFcIagVQjpZ21VOzc\nSdkZcXEoKSlBUlLSqArU1xe47z7gqaeAkRHMeO01nOvrQ/+5c8DmzaQQdSLUIJB0Oh26u7vVGSM5\nhQeWZZGTk2P6zfxnzcJkhkGuwRbpbFRVVY3mxwBkz7Sx0dTpdGjo7QUbEUHzr4o4ffq0eIWZgzlz\n5igPGZahQLKlPjJCSQ6Sre5uCAsDWlsRLCPQXQmBpNPp4OXlNTYb9Y8/plBnzjm/+OKLuPePf0TF\nli34++Ag9G+8Ifr2+vp6hIaGwt3dffRBW0HaUhVIANiYGPg4KAPJ1u8UFhaGc+fO4aabbsKjjz6K\nDRs2SLe0sSywYQNwww1kWxPJj1ICSQokLoFkS4EUEgL09QE9PRZPuZQCSYqFzc0NCAyURpCIwBUt\nbHV1dUjw9ITGyn5RkoUNsLoe5+HcOSrWGdZ8p06dst5Mh2FIAKBwLtVoNKPNM0pK5BFIK1aQBddJ\ncEkCyWmqBAcQSHpDu02L7lwKFEiAaxNI3p2d0NtaAE2daiKQPH7+GUc0GvSZZb3IIZCC585FSGur\n8/JiRMBbILEsEUePP06DNgety5djJnfjcvAgVUHCwlBQUICEhAT4+PiYnn7ooYewY8cOVAUHY/j0\naWzfvh133XXX6PvF7GsADVxRUdDU1Y22WFcDJ09S6/Dnnxd+fnCQNrirV4segpffYLCw6XQ6BAYG\nOi5oVwynTsmqgrEsi6KiImWds7iIjqZFo0BVyGkKpMOHgSuuwLfffovrrrsO3t7eWL9+PbaI5J8Y\nq9NiWLx4MXbs2IGh+Hi4tbXhCYPEf9WqVcjJyXF+dzkR7N+/H0FBQfjTn/5kd4XbHgtbd3c3hoaG\nbCoJeGBZIqevv57/OEeir4hAamigY8fEEGFdXa1I9t7Y2Iiuri7BEF7VO7Ht2WMi0goLCy1D7Z9+\nmr6T8ePh1t2NdzIycKq6mhZWdhBkSqAGgaTVauHv76+OjY2zGK2trQXDMKNEZmgotG5uOOXExScX\n1dXViOUGhZ4+bXOMNlq2hpKT1ZPtf/89ev/jP8A2NYmHSnMQFRWFvr4+Zfk0MhRIvAxBK5BioTWH\nTQLJsBmN9fWVfB0qIZCAMcxB2rULuPlm0z+7u7uRmZmJ9evX47J16/BTeDj2WwmTFlzD2grSlqpA\nAqBNSICuo0N1dZbU3ykqKgp33HEHbr31VvzhD3+QHh6/ezeROP/5n/adqABUt7AxjKj1y6UykKRY\n2AD6W+zoQmpUILlShEptbS1itVqrxKtkss8YtG4LZvlHNgkkgBR3x47ZPrYITIVIqflHRkybBnR3\nOy0HyeUIpIkTJ/6iFUhtbW3w9/eHh0EmboJCBdLSpUuxY8cO7NmzB3fccQcefPBB5ypLrMC3p4f+\nLmuYN4/UKSMjQGYmTvj58RY4AwMDaG9vt7T8icBjyhSku7mNTUg0BzwF0o4dxGQ/9pjF6/S33IIF\njY1EsgDAJ58Ad9wBQNgWFRYWhk2bNmHd009jqLISj91/P39hYo1AAhyTg/T739PE+/77dP7mOHCA\nnhchAVmWxcWLFy1CtAHK0SksLFTnPKVCwuaEi/r6enh5eVkGpsuFpyepxwQmt8jISOeQLceOAfPn\nIzc3F7MNk+LatWuRmZkpmKFj7J4nhnXr1iEnJwf3bdiASp0OxpQob29vzJs3DydOnHDAH2GG3l6y\nHohk+PT09ODBBx/E5s2b8eGHH9p9vdljYaurqxMNJRdFfj6NH5zuWQB4C6Dx48fzW79KgXFBzTC0\nSVy0iKyoMpGfn48pU6YI/k2qWtiGh2msMdh/i4qKRq29Rvj4kEV4zx4gMxOzFy7Ez8ZuXpyAbWdA\nDQIJUEYKCIKjQMrNzcWMGTNGfzOGQV9cHGp++MH+z1GA6upqvgLp7FlT2Lc1BAUFoTshQR0CqacH\nuP9+9Bw8iN1aLTQS7lGGYZCamqqs2YkMAomn4LUCJRY2mwQSAEREINbT06EKJGCMcpBqa2nDxQnF\nPX78OGbMmAEfHx8wDIMHHngAH330keghLK5fwHaQdm2tZAWSW0ICYqGeitYIJb/TmjVrsHv3boxI\nsUe9+SaRR+b7IRUgy8Km19MYIWJBNCEsTHB95jIKpO5uypMyu24sLGyA3TlIgYGB0Ol0tjuBO3Ev\nVlNTg3F6vToEkkhTGwuYdWA7d+4cppqvxcyxYAHFDiiESUkq18LGMFQssyOOQA5cjkBKSkpyXmcm\nGRO49EMKBGgDikK0AWKB//rXv+Kmm27C1KlTUVZWZl/rWBWh6+2F1hYBl55O3/HevUBmJopiYnhW\nHaOdQ3KnmilTEDMygmK1ukIoRHNzM028nZ3Av/0b8Pbb5Kk1Q8j06ShgGNrQdHeTkmDdOgDiuTpP\nPPEE7rnvPrSOH4+nrrmG/2RhIbWXFUNkJFBfrx4RW1NDE+8f/wh8+SWFIJpXIT/9lOTfImhoaICv\nr+/optugQAKAyZMnO5dA6u6mRYWthQQHJSUlmGSNtJODceMElYhOUyAZ7Htnz541XXs6nQ5z5sxB\nZmamxcttKZC8vLywceNG5OTkIPHGGylfyoBp06bhjKEzm0Px8svUAe7eewUJkLfffhszZszA+vXr\ncd111+E7OydXe7qwKbKvvf46/W3mG1ozAkm2Asm8IjtnDl0fMnH+/HlMEQnPN3ZiUwUnTtCiz/D9\nCSqQACJpZ84EGAYLFizA0aNHKb/k0CHFwZZKoBaBpIQUEIQZgWTeFMBj6lSwBQX2f44C8CxsLEtz\nTnq6zfcFBwejPSyM8p3sxWuvAQsWYNvNN2Mcw0jOklCUFcKysixsBQUFkuYgh1jYACAiAlFubtYJ\nJJal4GiWVUwgxcfH4yLXduQMfPMNkdKc9dtPP/2EhZw28zfffDP27t0rGiIuqECSYmGTqEBCTAwm\neHqq3mBIye+UlJSEiIgI286I2lpSe5srZ1WCTQIpOdmUEYjiYpoXbBW8RQgkl8lAKi8HEhJ4WaND\nQ0Po6+uDzjzWQqUgbatj2+uv0/fspDV8bU0NggcGrAo/wsPD0dzcbJvglKNA4tjzy8vLxTtWGjFv\nHl37Cp0ypqKRWN6tNWzYALz4IhVWjXBQtqFLEkjl5eXOkc01N0uewKVCMP8IUGxhA4D7778fLS0t\n+MMf/oAXXngBL7/8smjordPAsggcGIC7FOvZ/feTPHjyZAwlJPA2OnLsawAAT080REej68ABBSet\nHkw2xRdeoI5qIh1bgoKC8CIAdtMmsrktXmwiLcUIJE9PT2zYsAFRq1ZBc/Ys/8mzZy2VCFxERgJ1\ndUhISECllMHRFr74AlizhtQzGRnANdfQ32zEiRNkDbnzTtFDWFRPDSHawBgQSOfO0aZZRkWsuLjY\najtnWRhLAqm+HujtxXBMDPLz83lVlBUrVmDv3r28lw8PD5NkmGstEcBTTz2F3NxceF9+uQWBdNb8\n+lUbra3AP/4BbN1KIfZPP80jCQYGBvDyyy/jT3/6EwDgmmuuEc17kgp7FEiyCaT6eiJuH3nE8jm1\nCaS0tNEFtwzk5+cjTYSQlRRoKRWHDwNXX236p6ACyQzz58/HsWPHoI+NpQ2iE0P7XU6BxJHDCxFI\nfpddhsiODvQIZIA4GjwLW1UV5VnZylcEfTfNfn78rBOl2L0beOABlF28iDPLlwP/8z+S3paWliZf\ngdTeTmo5T09JL5faBdQhFjYAiIhApEZjnUDauZN+s6lT0WossMmE05S4XBw+DCxZwnvoyJEjvDbd\nISEhuOKKK7Bz507BQ9TU1AgrkGxZ2KTOBbGxiNdqlVklrcBWFzYxrF69Gt988431F332GXDTTYAx\nGF9lSCKQurvJmn38OG3qbcHVFUgCipT29nYEBgZaKoDDwuwmkKzmIDU2An/+M907Vjr5qomWsjLo\n3d1pfhCBu7s7AgMDba87RLoi89DRQa8xrG/0er3NoioAyqidOFFxDlJwcDDaGhspt9HGGscC8+bR\nfxs2UFfa1FQ6HwfsmV2OQAoKCoLWAQOlIJqbJS1S5EB0UFNoYTPCmJMzY8YMJCYm4sAYEyjo7oYe\ngLcUAu7OO4mp3rMH46Oi7COQAPTNmAFvBZVyNdHc3IxIPz8KBvzzn0VfxzAMTkZGovPaa2kxYZBB\nsyyLs2fPWg9mnj6dlBVGsKxtab+BoFCtkrd/P7+C9Je/AO+9R+2/L14E7rmHFtpW7F2CBJJhMnY6\ngVRcLHtAdoYCKTw8HA12jA+SYLDulZSWIjIyEv6cQMuVK1fi+++/5xH3tbW1CAsLg6eNTY5Go6Hw\nUEPwuxEZGRmOVyAdPEidJxITgdtvp6quoTLKsiwef/xxzJgxw0TULl68GCdPnpTcjloI9mQgySKQ\nWBbYtInUR0LzVGwsLY71emUV0sJCVQgkawqk0NBQ9QikkyeBWbMAjOaSCSqQOIiMjERgYCAKi4oo\nON8ZijgDXEqB1N9PC34DSVNYWGhB+mlTUzHd23tM7OE8C9C5c9aLJBwEBQWh3svLfgKpr48C6WfP\nRnl5OQZvuIE2RRLImNTUVPkKJBnq976+PpSVlYmStFwo6donlUAKZ1nrx37vPdP6Jq6mRhGB5JR5\n0BwnTvAUBoODgzh16hTmmREOt9xyiyiBJNit1BaBJEeBFBuL6JER1fdFUkK0hbB06VL8YMvuuncv\nFR8dBJsEEsOQLfGnn4hAmjvX9kE56nj+wy6SgSSlA5sRoaGAnddLWloa8rlNgLjIyQFmzKB8VCd1\n/uovL0e/BMJTUkFWioUtK4vWDW5uACjOwt/fX3T9x8OVV1J8iwIEBwdDawzvFmqYZAtvvEFigmPH\nqIHIvn3ULEXlsdXlCCSAfNBOsbE5gECqr68Xbu9nlBOq0E1l5cqVY08g1dejWauVdiP5+FB3HDc3\ni6yOqqoq2QSS7/LliHV28LIZmpubMf30aWLfbWQTREREoOjuu4kBNgwGra2t0Bs2fqKYNo2/4amq\nou/S2nsMCiTVCKT8fDoPI2JiaJG4bBltOO+/35TpJAYLAokzSaelpSEvL4/XZeitt95yXPcHBZLQ\n4uJihxNIYWFhjifNT52ysK8ZkZKSAr1ez9s8Sqq0cDFlCi1w+vsBABMmTEBjY6M6AcBi+Omn0ewK\nNzfgnntQ/pe/4Morr0RUVBSysrKwdetW08t9fX2RnJyMAjusOk5TIP3v/1KL8v/6L+HnfXxoPGlo\nQEhIiPzrx1yBlJhICwwZGXssy+L8+fOim1tHEUgVFRUIDAyUFEY+f/58srGlpNDf7CS4lAKprIwq\nrlotWJYVzmyZPBmTWNaue0MpeBa2vDxJ9jWAFto1LEvXrT2NNU6fpkqtry/Ky8sRl5YGLF1K4co2\nkJqaKv87k0EgnTt3DpMmTbJJ5ANEIMkZbwcHB9Hc3Gx7TIqIQMjwsDiBVFtLm/QbbwRuvx1LGxsV\nERMRERHOJZAaG4kk5BDRFy5cQFxcnIUlaPny5Th48KCg+l+QQDIS/EIYHATa2qRHaMTEINzwW6kJ\npVbDuXPnori4WHxcGhwk64+IMl8N2CSQAFobHD5MG+l/BQVSWZm0AG2AusqpQCCJrsVzc4lAWrjQ\naQqk4epq6G3ZECFRySjFwnbkCP19BkjthgmAmn18/bW015ohODgYAefPUxi3EoSHU2H/88+B+fPp\nPrj6auDbb5UdTwQuSSAZbWwOhwMIpLq6OowTusA9PUl2p0KWgST239FoaEAjw/BUDFL+EpXLAAAg\nAElEQVQQZaZAUrI5j7zpJqT29aHfAW1NpaKhvh4TMjPJlmYDQouisrIyJCUlWQ/TnTqVVAJ9ffTv\nM2f4ZI4QDBlIsbGxqK6ulhZ0KIa2NpJwmluYVq0iEqSxkTKRbISNilrYWBaRkZEICwszWZ3effdd\nbNy40XE5X7ZCyAVQUlKiroVNYIGs6kZbDAYFkpB1kmEYLFq0CEc4CwHZBJKnJ5FzhoqVVqvFlClT\nkGdoNe8QmE3wbStXwn/fPvzbww8jKysLR48eRaBZZ0RFBYqsLFLdwTqBZEstIjo/mOOTT4C//Y1s\nIdYsAIZFkGwCqaeHFpfce1urpXtDxmb40qVLcHd3F13IKyK2hFBXR+OgYRyR2mYdGBsCadiw2bbo\nxqoAqiiQOMR5R0eHqYMZDwkJCB4YQIkj71cBDA0NobGxcZTEyMuTrECKiIhAQ0sLWYGsqT1s4ehR\nYP586PX60fnq5puB7dttvnX8+PFoaWlBv4E4l4SmJgvyYHBwEFlZWRgeHuY9LtW+BshXIFVXV2P8\n+PHQarXWXxgRgUBDwxNBfP01KZV9fMDedhuu6e9HsNm4KwURERHOVXoYA3I5mTJCBRaA5uiUlBQK\n5TeDYC5KVBStkYSIzfp6+v1tfe9GBAXBjWXRac81LgClBJKHhwcuv/xyHBJrunDyJM0lcrqNysDg\n4CB6enos5nYLLFpEyjh3d0mh/GIEkr+/P4aHh+0OMd++fTuefPJJ5QcoLQXMrrO2tjZxBZKda8rU\n1FQUFhbyCrwm5OaS6jw5mfJ2nFDU19bXw8288CEASQqkiAhaB1kj3AUIJCnNDADQ+8rLreegiSA4\nOBjh5eXKCSQhXH892bRVhEsSSE5RILEsLaCdpUAC7LaxGTF9+nTU19erF06qBA0NqNPrpSmQODDP\n6lBCILmHhuKsry8aPvhA1vvURGxVFbQeHpJucKHBTFJbXh8fmvSOH6d/nzljexIcNw6oq4OXlxdC\nQkJ4geWycf48qYyEAs79/a36kLkoLy/nD7qenoCXFwWQA1iyZAl++OEHdHd346mnnsK2bdvw3Xff\nOSYHTaYCSa/Xo6ysTFJLZ0kQUSAFBQWhvb3dPsLPFvLyAIOtTMg6aU4g5efn28yYsYCZjW3KlCnK\nOhRJQUcH/Z6clqovfPEFOsPDscbHB7GxsWStM4PsAsXWrSTFv+km4KOP7FIgNTY22lalfPUV8Pjj\nZB+1dd2ZEUiS75maGgp5Nb+3ZdrYSkpKrNrI/Pz8TCGfduHkSfqdDWS1pFa6BpiCtJ1IIDU1NZEM\nXeoG0QpUUSBxxj1R27ibG3ojItDlZHt4bW0tIiIiRu/V3Fxpmz1w5tb4ePtsbIaMlPr6euh0Orq/\nV62iTjo2No1arRbR0dHyug02Nlrkb77zzjtYvnw5pkyZwtuo5uTkYMaMGZIOGxAQIItAkmRfA4CI\nCPj39oofOyvLtNHqCg5GB8PAQ0ER2OkKpBMnLKxNYvMjAKxatcqiCUNXVxe6urosCwNubjTfC5E+\ncvKPAIBh0BkQgBEVA8ZZlkVra6uiDCSA1m379+8XfvLwYep86SAYiS+bzXemTSMS4NQpabmXnHgF\nLhiGUUWF9PLLL+ODDz5Qvs4rKLCIYBC1sKmgQNLpdAgJCUFFRYXlkzk5tN5jGFo3FBXZ9Vm2oNfr\n4d3eDm9bAdaQSCBpNERyip33wAAVXTnKNYu9jDW4u1M4vwLSJjgoCHE1NeoSSCtXUuSDip0cXZJA\nckontt5euvAN2UJqwWqF2Y4gbS60Wi2uuuoqcfbfCWDr6lAzPCzajUgMahBIAHA2ORnaHTtkv08N\nsCyLNU1NZMuT0OrXmgLJJhYvBn78kf4/K4sko9ZgsLABQFxcnH02tvPnyZZkwKFDh3DVVVfJVgcK\nsvac6sjSpUtx4MABfPrpp1i0aBFuvvlmDAwMqJ/FwbKyCaTq6mqEhITIvs5FIUIgubm5QafTyc6v\nkIzOTloYJSaKhrcvXLiQRyBlZWVhrpTcAC7MCCRZGVd9fUBmpvSg4+xsuh84C8NPPvkEfg88QJ0B\nRSC7QPH886RE+OEHsE88AXR3i14Ptjb7DQ0N1m2r584BDzxAXRtTU22fmyEI0svLC25ubtIDkKur\nyY5qjrQ0ss1JhC0inGEYhIaG2q9CMnQPHP2ndAVSSkoKWlpa0BgcTNeWI0laAxoaGqQpzSTAFikp\nCVIIJACsEzvqGMGbC9vbaXMt5dqHigRSYSGQns6/nv39RzegNhAXFyevaYWZhW1kZASvvvoqvv/+\ne0ydOhUvvvgiAKC/vx87d+7E8uXLJR1WroVNDoHk09UlfuzsbFOr67a2Npzz8qLHZCI4OBgdHR0Y\nclDXIAvk5VmousXmR4DWKgcPHuQ9ZrxmBNXk8fHCNhk5+UcG9IaFgVFR5dHb2wutVgsvLy9F77/x\nxhvx1VdfCf9WR4/ylBtqQ5J9DaD1+fz50pVeIgokeso+AunChQuorKxEaGgoTirpIt3RQes4s3nb\nqoVNBVW7oI2to4P2GcbiUUyMwxVITU1NiHN3h5uNpi4AzQuSiufJyeIE0qlT9DzHZSPLwgYAq1cr\nsrFNqqxEj0ZjoTazC8HBVARVkYT+9RJIzc10g6mM+vp68YWjyOZRCebMmYNsBRO0WhiuqUGTmxvc\nDOFiUsHNQGpvb0dvb6+4YssK2q+8EqFnzwJdXbLfay+6SkuxSq+Hx4YNkl4/btw4+wmkpiaqkq5Y\nYf31wcGUYTIwgPj4ePs6seXn89rd79+/H62trbjpppskH0K0kxen0nPllVfi5MmTeOKJJ7Bx40Yw\nDIMVK1Zg3759o6/fv58GY3uUDHV1RBjLkFWrmn8EWB0DHGpjy88HUlJQ39SEoaEhwQ1kSkoKurq6\nUFNTg6GhIeTm5mKWIXNGMpQSSCxLKp8nnqCFpxQSIz+fZ3Wpra3FwMAAwh95hAgYkSwfWQqkCxdo\nsTR/PjBlCvRXXIEHAUFlE0DNDvR6vaidpbGxUZxA6uoC1q4FXnqJvkcpiIqizQjILib5+jEqkMwx\naZKsTmVSFlSqXNcXLpjIbJZlkZOTI5lA0mg0yMjIwNnSUtogOKFNuFr5R4Cy1uwW4HRgs0Yg+c6c\niYD6egsblSPBmwtPn6YNvcR1hSoE0sgIvTchAWVlZfzredkySd1r7CWQ9u/fj6CgIMybNw//8z//\ng9deew1nz57FF198genTp0ueg+Ra2CQTSDEx8G5uFj52WxuNQYa1Qnt7O4oCA0ndIxNarRYhISHO\ny5spKeFZ2m01N5k5cyZKS0t534NVEj0uTvi6lKtAAjAUEQF3FTvUtbe3CytXJCIxMRGTJk2y6N4K\nQJCYUxOSCSS5cCCBtGPHDqxbtw6rV6+2ULFJglF9ZEZUWrWwqWAfFySQCgvpXIzEXEyMfRZiCait\nrUW8pycVyW1AclfjyZPFCaTMTNp/cSDLwgbQfu3YMZPbQhL0eqR++SXej4yUJFCQhQ8/lFyckQKX\nJJBiY2NR4+CL0RH5R4ANCxtHHWIvZs2apYzFVgnDtbXokNiClovQ0FB0d3ejv7/ftDm3mgMkgoQZ\nM5AfEgKMgQpp8PXXsU+nI7JGAiIiIiwGM8kE0rx5pEp45hngmmsAW5ZBjcakdLM7SNuMQMrOzsaz\nzz6LoqIiyUqH6upqREREWAaAcoK0AwICUFJSguzsbCw2DNipqamjJHJODnXya20FDJVZRTBbLEp7\ni4od2ICxI5DOnQPS0035DkL3HMMwWL58OXbt2oVz584hPj5eUkgxD9Om0WcZVB6SCaStW2nhduIE\n8NxzwPr1RCpZg9FiaUB2djZmz54NJiyMCJ+vvhJ8mywF0o4dVLUxSOW7NmzA/VbOi2EYUcXIyMgI\nWltbhRe+LAv89rck+1+/Xtq5AbQJ4RBIkpU+YgTSxImyCCQpVlxVrmtO4HdRURF8fX1lETTp6ek4\nd+4cLRidYGNTk0BSTYFksENaI5Dc09MxzdPTORmUBvBIm1OnTEHpUmDaKIht1KWguprmI29vy9y3\npUupeGEDstW+ZhlIR44cwbXXXguGYRAXF4c33ngDK1aswGOPPYZNmzZJPqzDCKSwMGj6+zEgRGSe\nPElKUMNmsr29HRfDwxURSIATc5CGh4GKCl6Vv7q6Gh4eHqL3roeHB2bPnk2WWAOsruXEgnqrq4XH\nXytgY2Lgo+L6oK2tzXaGkA3cdddd+Pjjj/kPtrZS0UXKdaUQTU1NquTLWcAKgaSo0ykHxk6KS5Ys\nweHDh+UfwLzphQGiNkSVFEhTpkyx7MRWUUFNN4xwggKppqYG0QwjiXiVFKINWFcgZWZS8LT5Oci5\nb/39aS0qRLKa4/hx6ribkgKttze2q00eOQAuSSAZVSqCwV1qwQEE0sjICJqamsQrzOPHq0YgzZw5\nE2fPnnWe1NcM+ro6dCmw9TAMg8jISNTV1dml7khJScFn7u608XQm2tqg++QTfCNDWihkYZOUgQRQ\ngO777wMffwzcfbe0DzSQFHYTSGVlJsJFr9fj1KlTmD9/PlJTUyUHI4sy9mZe89DQUF6WSnR09CiJ\nvH07ba4/+QT4xz/I5qAE5eX8SU8CiouL1QvQBoCgILLPCihUHK5ASk+3Ks8HgDvvvBOffPIJsrKy\nMIfT2lgydDq6/gz2w/j4eNTX19sOn3zxRVLeuLkBv/kNVbVtbUAuXOBVU4wEEgDgwQeB118XJKFi\nYmLQ1NQkLfT2hx+IuDWgY+JE+DCMVb+/mI2ttbUVAQEBwqrNN96g7+y112yfExdKCSQxC1tSEt0n\nEudeKeOY3UHaw8M0FhnGh/fffx/r1q2TdQgegeTgrAbAxRRIvb203jH83lYXwZMnI1WjkW47VQG8\nDTin054UGIszLOc+kA1Oa2wL6+Fll9G9YmMzokiBxCGST58+zcs5WrduHbZt24bDhw9j1apVkg8b\nEBCAjo4OyVlokgkkhgEbHQ2dEJFp9pu1t7ejMSqKVAoK8jacloNUWUlzFadJQUFBgWhHSSMWLVqE\nnzhtyy1Ua1yIWdgqK2127zWHNjEROhU7mtqrQAKA2267DQcPHuRf+4ZilWB2pkpwmAIpIIDWZgKd\n9sLCwuwiNquqqhAbG4vExERlzgARAklUgeTrS/O4nZk3ggqkigr+9eskAil8eFgSgSSmQNLr9Xx1\nrRiB1NNDaliODZNlWdTV1UnvomuEFBvb9u2kwJ8+HdiyBd1ff40WB8RZfPTRR7wIGXvhkgSSt7c3\n/P39HduVyAEEUnNzM4KCgkTtDbBnkWMGf39/xMfH06J4DMA0NKBbZoC2EZMnT0ZOTg4KCwutBrBa\nQ3JyMj5oaAB79iy1t3cWnn0W1TNnol/G5G9uYevv70dTU5NlG2Ux3HILha8vWybt9Qalm10E0uAg\nfaZho1FSUoKgoCCEhYVhxowZOC0xaFXU4sJRIAkhJiZmNJR01y4aXOPiKPBSgqVAEJWVsqtiqiuQ\nGIYqzyKd2Bwm3Tcs6g4fPjxKsghgyZIluHjxIp5++mnccsstyj6LY2Nzc3NDUlISSqypWgoKSGpt\nDN3UaICHHyZSRQwsa0EgnThxYpT0uuYaqoIKdMzRarWIjY0VDoY0/wwzm1x3Tw9+0umstkMV65ol\nal8rKgL+8hfgyy8pXF4O1FYg+fkBgYGSO4c4RYFUXk5jmrc3+vr68NFHH+HBBx+UdQgTgZScbCI3\nHQmXUiCVldFi36AQsUogpaQgpq8PReYVZwfCRCDp9ST3l0Fce3t7w9vbG51+fqoQSBb3qJsbcNVV\nRCRbgT0WNqMl0zwo+8orr0SqTLuBh4cH3N3dJXeLkkwgAWASEhDa02NJTp05w7PctrW1wTckhO41\nBetTpxFIAnmIhYWFNhtHLFq0iJc/KtiBzQgxZdzFi7LXIt4TJyJEasadBKihQNLpdLj33nvx6quv\njj5oJJAcCIcRSAwjGqRtr4WtqqoKcXFxiIqKQl1dnfwgbbkEEsOoEqSdkpKC4uJiPvEyFgRSdTUC\n+vrssrC98sormDp16mhxetIkGv/NC2ZHjgAzZ/IaBXV2dkKj0cjuPI7rrwe+/x4QE3t0dQGbNgHf\nfENdvefMQZChaKR2I6GXXnpJVV7FJQkkgBQIDu0y5gACyWaL5shI1QgkAJg9e/aY2di0TU3oVzj5\nrF69Gl999RW++uorXHXVVYqO4evrC7+QEHSvWGE1MFdVfP898MUXOLh4sayAVHMLW0VFBWJjY+V1\n6JGj9lJDgVRVRfkqBrVEdna2KQ9n5syZsggkUQWSFAKpqIj8w8YA3ZUr6XdQgqoq2Ys21RVIgKiN\nzaEKpAsX0BIRgWPHjuEajqLGHG5ubnjjjTewa9cuycGtFpCbg7R9O2X/cCuWd91FJI1QC2SAxlFP\nT9MYzrIscnNzR3NxNBrqZPbnPwuqkOLi4mx3TTJWGzlEQE9PD06EhtJkLwKxDb8ogfS73wFPPqks\nMNE4p7CsYgLp8ccfx4/GoH6ANtMSbGzd3d3C3YfMYPd1zVk4v/fee5g7d640+y8HaWlpKCgowEhS\n0q9PgWS2UbZKIPn5oS84GO1y7EelpcALLygq5LAsO0og/fwzFRZk/rbjxo1DPcOoQiAJKsgl5CDZ\nQyDV1NRAq9XKr2yLQKqNTa/Xo7a2VnIhSxMfjyShoH5Dd08jTMoWs3lAKsLDw51DIBUXW1japRBI\nl19+OQoKCkz3ZElJifwMpIsXSZ0kA36pqRgnNh8qQHt7u90EEgA8/PDD2LJly6hjJC+PV3RxBBxG\nIAGiNjZ7CCS9Xo+amhrExMTAw8MDoaGh8jskX7ggz8IGqJKD5Ovri8jISL7t35xAio52OIHUUV6O\nES8vnmJQDIGBgRgaGrII/d+2bRsmTJiADcb8Wj8/Wt+Zr3cE7Gt1dXWK8noxfjzNLxzVIg8vvQQs\nWWJqQgBQIcDDw0N6UxSJaG9vlx9LYQV2E0h79+7F5MmTMXHiRLzwwguCr3n00UcxceJEZGRkIFfi\nhBIVFeXYHKSWFtUJJKsB2oCqCiQAmDZtGs6ePava8SSDZeHe2ooBOwik7du3g2VZLFq0SPFpxMfH\no+zyy8nG5oiW71wcOUIWsi+/xMWeHlmbg8DAQPT395taWVuVPKsBgwIpNjYW1dXVyqyg5eW8CaK0\ntBQphslLFQLJitccoE1BS0sLhg8epIHcSC4YCSQlf1NlJSChg4MRQ0NDqK6uVv+3cjaB1NoK9Pfj\nnz/9hGuuuUa0Bb0Ra9euxfz585V/nlwC6YsvSGXHRVgYLe45WRM8mKmP2trawLIsPxfh3nuJfPzs\nM4u3S1oMGjOWOF707u5uFEZGUlaLSKC7LALp++9p8bJxo/VzEYOvL3Wha29XZGE7deoUtm7dittu\nuw3Hjh2j5yZOpE21DVRUVCA+Pt5mhp1aBFJnZyeee+45/PWvf5V9CH9/f0RERKDSy+sXp0Dy8/PD\n4OAgBgRsFZLACdAGbOc4DE2ZAnepCqSqKsrp+/FH4J57ZM/Dzc3N0Gq1tAHatg247TZZ7wdorrjU\n10fWEyV2jbIycQUSQDlIBw5Y/dtiYmJw6dIlaaqCkRGyYRuauBjVR0qyIIUglUCqq6tDUFCQ9C5c\nsbGY6OGBLm7jkt5eGks4RIyJmFBIIDlNgVRcrEiB5OnpiYULFyIzMxMXL15Ed3e3uEo5Lo5iK7j3\nbk8PzUsyxwff5GREsixGVIqtUMPCBtA6PCwsbHRv90snkEJCaM1kBnsykBoaGhAQEABvA/kRGxuL\nKjmEe0cHqdYFipmiCiRA1U5svBwk8wykoCCymssJi5aJwYoKDEncszMMg5SUFBRw8g4rKytRUVGB\n1157jb9/mT3bMi5BgEC6dOmScpJfzMY2NAS8+y7wxz9aPGW0I6uJjo4OVUhjI+wikEZGRvDII49g\n7969uHDhArZt28b7wQBgz549KC0tRUlJCd5991089NBDko7Ny0BxBBygQLIaoA2omoEEAFOnTpWc\nRaMq2tow7OEBT4VM5vjx4zF79mw89NBDdi2a4uPjkefrSyoFiYSGIhw6REG6n30GXH657BbNDMPw\nFkVWJc9qIDISqK+Ht7c3goKC5Fc6AIsKA3fTMWXKFEtJq+hhlCmQtFotxo0bh97jx/ndPCZMoKqB\nkutepgKppKQEcXFx8OC0iVcFziaQiorAJifjw48+wp133qn+8c1h3DgYNlxWCaQLF2gzNW+e5XMr\nV4qHD5oFaAu2UtZqgbfeIiWS2UQsmUAys5B0d3fDLSCAJPoiKg0xxUhDQwN/czo0ROqjl14iEkgp\nDPNKaGioNAKpp4c2fiEheOGFF/Dkk0/i0UcfxZdffknPSwzSltrS1u7rurAQSEnBhx9+iMWLF4t2\nSLKFyZMn43x7+2g7ZAdCTQLJGMyuWIXECdDu6urC4OCg1Y2j9/z5CK2psS2fZ1nggQeAf/s34Lvv\nSIr/+eeyTq20tJTmwtZWsnDeequs9wMGhW9Dg/L1VWmpSfXU2NhouTFNSqL70woJ7uHhgcDAQGkb\nzJYWsoka1L22cunkQurGQ459DQAQF4d4hkEn997JzyerGie2wWSNsoNAckqIthmxClBAvy0CCQCW\nLVuGffv2Yd++fVi2bBk0Ynk/Hh60juKS1kYrvcyMII2vL7oYBh0ymhxYgxoWNiOWLl2KH374gQp7\n+fmmjpmOgkMJpOBgQQLJngykyspKXidi2QRSXh59pwKuhdbWVvHxXKVObLzYipERIo25YwfDOLwT\nm6a2Vji3UQTm2U07d+7E6tWrERcXh8HBwdHfcu5c/lquuZmKCmZRD4oVSABFcOzcaVn4/vZbmpsF\nxpzAwEBVCaSRkRH09PTIt+BZgV0EUnZ2NiZMmID4+Hi4u7tj3bp1+NqMZdu9ezfuNoT/zpkzB+3t\n7ZKqC79EAunSpUvWiQV/f1p0qdR6Pj09HXl5ear7JG2ioQG9/v52SeH27NmDjUqr7gbEx8fjYmUl\n2V22bLHrWKKorATWraPq6JIlAIgolLs54BJIkjuwKcW4caaFdHx8vLLAPisEkpeXFyIiIiRNgFJD\ntIUQHR1NGVfmG8YrrhDMtrEKvV40OJhlWRw6dMhicZCfn48pjlgIjQGB1BgcjI6ODuW2NDkYN46U\nMQarkFUCaft24OabhRfTK1aI2xXNFEiiWTxz5wKrVgFPP817WFI18cIFHkkFEIHk5+cHLFokKkm2\npkC6ur4e+M//BHbvBu64gxYP115r/TxswaBslaxAqq0FoqPR2taG/fv347e//S2WLFmCzMxMen7C\nBEkKJKmNAOwO0TZYjL777jvluVwAkpKSUFZRIbvTnBLIJpAyM60GNduVv8GxsNXW1iI6Otpq4cZ3\n/nxkGAJDreLoUTr2E08QGfLII3Q/y0BhYSFSJk8m9dKdd8oOFgY4eRdKIwJqaoCYGJPlQdAOsnCh\nuBrS/DxswSxAu7S0VFWbtFQFkjHUVzLi4hDLsnwCycy+BnCULRkZRMJLKDRx4dQQbY6NrKOjA52d\nnYiKirL51pUrV2L37t3YsmULVqxYYf3Fqak0l3A/V2GHsnp3d/SqFHCvlgIJoOzEAwcO0LoxJIQI\nUgfC4QokgfnKnjHY/F6TTSDl5vJyxrhoa2sTt7CppECaO3cusrKy6B81NTR+mXdWdmAOEsuy8Gxq\ngoehECIF5gTSt99+i9WrV4NhGKSnp48qqubMAYx/GwAcPEjjvVmWsV0KpNRUKnybR868+y5gtNOZ\nISAgQFZHTVvo7OyEv7+/ONmtAHYdydw/LZRbJPQaKcRQVFSU4zOQDBJitXDp0iXrk4+xBaFKNrbQ\n0FD4+/srIwjsQX09un197SKQdDqd3ZJtU8bPnXcC//yneEiZPXj6aaqycuSMLk8gGRRIAOc7kgsz\nAsm48TBi4sSJ1oORAfT29qKtrU140LURog0AMdHR8C4psSSQFi4kS6EcNDZShzAfH4un1q5di3Xr\n1uHOO+/kkbH/MgRSYSF+rKnBpk2bVJ08rGLVKlIlgALvi4uLha2UX3xBBJIQZs8m1ZhQ1U9EgSSI\n558nAphj95VUTTT7DMA+Aik6KwtLf/yRKnhvvUWL7O3beRY5RZBLIBmI1O+++w6LFy+Gn58fZs6c\niaqqKhqjJBIsUgkku6/rsjL0jBuH48eP42ozWbkcJCYmUnv6SZMcamMbGRlBS0uL9A1ObS1J3G+6\nSXQOs2tTzSGQJLUhnjYN01gWhWZqcgu88ALw+9+PLrRXrqSwaRlWu4KCAtzT0kL3uEgEgi1ERkZS\nZxklCqTeXrKiBgejubkZISEhwtmE8+fbJJCM3WVtgpN/BKi/HpBjYZO1IYqLw/jhYT6BdPashV3J\nZGHz96ccRZmZY07JQGJZi4JSUVERkpOTJc2RkyZNwrPPPovs7GwsXbrU+ovNCSQF+UdGNHt7o18C\nuS8FamUgART4fuzYMYycOeNw+xowdgokewgkrtpPNoF05gxfiW9AX18f9Hq9yRpnAZUUSLNnz8ap\nU6fIonvxojDRP26cYHMYNdDe3o5YhoGHjAIDl0Dq6urCiRMnsHjxYgDkojA1oJo+nWzyxkiC7dsF\ni3p2EUgMQ+tco8oboO/x5Ema9wWgtoVNzfvdCLt2E1IJAHOFjNj7nnnmGdN/LS0tvzgFUm1tre3q\nhcpB2mNiY6uvR7uXl6phXEpgIkeSkmhTsG+fuh9QUkKb4N/9zvQQy7IoLS3FBBlMOMCvTkrdeCmG\nmQJJDQKppqaGd21LIZBKSkqQlJQkvCCzYWEDgHSdDgNubpb36cKFpECSo7wTyT+qrKzE4cOHUVZW\nho6ODnz88cem55xNINnbJlYMbFERvr94EbcqsIcoxrXXmjqV+fv7IygoyHLBdP48WYnmzhU+hlZL\nv7U5USPQgc3qPRUaCvzXfwGPPmp6yOZikGVFLWx+fn60oTxxQjDkW9BupNdj7ZFwycQAACAASURB\nVNGjOPXEE8Bzz5E179135XddE4JcAskQoL1z506sWbMGAIWnX3nllRSmnZREEm4bOWNOIZB6eoD2\ndmQWFGDOnDl2ya+TkpIoCFSsda9KaGlpQWBgINwMFiWb+NOfSL3j4wN88IHgSxTbenp6gLY2U2C6\nJAIpIgL93t5oOHhQ/DWlpXT9G9TlAIgUSUsDDh+WfHpd2dmYf/w4Wd8U2jgTEhKoo6KStVVdHd0/\nDCMcoG3EggU2Va+SFUhNTQ4lkKRuPGxmdpojJga+IyPo4xZ2s7NHG1wYwNuoKLCxOUWB1N5O84tO\nZ3qopKRElhLsoYceklZMVJFAavP3h95W91Cpx1LRwqbT6RAaGoqOI0cc3oFtZGQEbW1tCFFZAGCC\niAJJp9NhcHDQlGUqB1VVVTwhBa/LsBSIKJCM6iPRvbhKCqTg4GBERkYSIVNVJZwlGh5u01WgFLW1\ntZjo7a3YwpaZmYm5c+ea8j9NXVkBCuW+7DJarzY0APv3C2bx2WVhAyjn87PPRomq998n8YMI+Se1\nECAFhw4dwvPPP4++vj4888wzqhwTsJNAioqK4t0E1dXVFosT89eYb0S54BJI11xzzb8mgfSvkINU\nX49WDw/oOJPvWIBHjlx/vc1Wu7Lx1lskL+QQZXV1dXB3d+eH9UqAcVGk1+slZ4cohrESoNerQiAJ\n5WZIIZCsBlIGBgLd3VZVY1NZFtVCC5yEBNrgy1lIieQfbd26Fbfccgt8fX3xzDPP4J133jE952wC\nyVjBVtuSOnzuHGp8fBxXsRPC1VdTLpmBSBG0sVmzrxlx5ZUkKeairo5UD5y/xyaZcd99RIoYFhQ2\nCSTjBsZsc9DT00OLkMBAsnoJZK8JZhEdOoQWjQbuCxeKf6ZScAgkSURNTQ2GIiKQmZmJazmVtrlz\n51JXTz8/CsW0oQAuLy8XtqeawS4CyRDmn3nwIJYtW6bsGAY4S4Eky742NATs2EE5XXfcQXl7AlC8\nqS4ro7BTwz0miUAC0JiaCq1Y1xiAiK677rJc/K5aJauQk3H2LHpuvlmxpQfg/K5K1la1tfQ+WOmS\nCBAJ0NxstcL+/9m77vC2ynv9St57xnvLdoYTx1nOchZpAgFCCDRQoMyWstvbcSmUC7SMQm+BlMKl\nLVBWKbukYYWQQXac5Swnjvfeew/ZOvePn46sc3SmdCTLKe/z8JBIsqxIOud83/t7hyoLm/n39Pb2\nore317GNCQ9KNx6qCSS9HjXh4fBibSHDw5R3wzZfmsEJ9c3JUU0gRUVFoa2tzb7yD6UQsLPbMxhU\nRGLwCSQ2N8oO9IWFaWYT0tLCBpDSeOT4cacrkDo6OhASEqKcoFcLEQWSTqezW4XEV/slJSUpd46M\njNDAQ4CYkwzQBjRTIAFWNjarBlcOpkwRVotrgLq6OiTr9aoIpKSkJHR3d6O9vR3/+te/sG7dOst9\nHAIJIBv2U0+RWn3jRs6ej4VDCiSAMqwWLgReeolI5L/9jdwtItBSgbRy5UrccMMNmDZtmvsQSPPn\nz0dpaSmqqqowMjKCDz/8EFdddRXnMVdddRXeMefT5OfnIzQ0VNHiyiJLdgYYhg4qjRlsxQSShta8\n6dOno8QFrTIcNDWhRa+fcAVSYmIi6uvrKcxZwYRQFYxGYotvu41z8/nz5zGDp0pQgvj4eFRXV6Oh\noQGhoaEICAjQ6IUKwMeHNoEdHUhJSaHFtRr09dHk2nycCuVmKCGQWEm4IPR6ulBLXNyS+vpQIcTO\n63TqbWwiCqT3338ft9xyCwAKgqyoqEBZWRkGBwdRW1urekGpCCIEUkBAAHx8fDT1PWNsDPqaGgRq\nGNKqCH5+wDXXAC++CECAQGIY4fY1PlautN1U89RHgAICycODpj3/+AcABQQSm3/Em+z19fWNH7si\nNjZBC8a77+Jjb2/Nqro5sMPCdr63F/PmzeNsgDjDCBkbG8MwqKqqUkQg+fv7g2EYDNjTkGUOOD56\n9CgWiSnVFCItLQ1VVVUwZWQ4VYGkikA6cYIInogISZuU3QSSlX0NUE4gjS1fjhixrJXRUeDtt6nl\nkI+lS7l5EhIYGhzEZd3dCBbJgFAKDoGkds3Y0EA2K4gEaLPQ64ElSyRtbDExMcotbObfw2YEamkt\ndhqBBKAxJgaB7Pfi1Cn6bvHWMo4qkLy8vBAcHGx/aLwSaEQgKcLUqUSEDw/TdS8/X7g0QgEGp0yB\np0YDaK0tLZmZmfApKZncDWyAqAIJsN/Gxn/NcXFxysttzp+noanAWliWQNJIgQQAeXl52Lt3ryUz\nzgZOVCDV1dUhdnRUFYGk1+txww03YNOmTdi5cyfusLpeZWRkcPdFV1xBCtiTJ23yMlmotvwK4fe/\np/+WLgUeeggwN1sLQUsFEkDHu9Z7doeuWp6ennj55Zdx6aWXYsaMGbj++usxffp0/O1vf7NM8i+/\n/HKkpaUhPT0dd911F1555RVFzx0aGorh4WEMDQ058hKF0ddHE2wx36gdGB0dRWtrq/wFOTmZNrMa\nITU1VT1BwEd9PREGStHUhCZgwgkkHx8fTJkyhbKy5s2jlhSNAsrxzTdk5eBJmu0lkNiTb35+vqaN\nK6KIjQUaG5Geno4ytZ75ykqSWJs3z0KbDocJJEA2SDuyuxvlYgtr1samFAIKpJ6eHlRVVWG+WYLv\n6emJ66+/Hu+88w727duHmTNnwosXpKcJoqOJQBJQGsXFxWlLnNfVod/PD9NEAhidit/+Fnj5ZaCy\nEtOnT+cEGuKbb+j/vKYLG+TkkKrAerHFyyYyGo1oaGiQbxS6+Wbg3XcBk0l+ISiQfwRYWdgAUQLJ\nxm5kMoH57DO82d+vqdLAArN1JyQkBIODgxgRsNVxUFeHb0tLsXHjRs7N2dnZOH36NCng0tMlCaSm\npiYEBQWNvxcS0Ol09gdpl5djLDUVZ86cwdy5c9X/vBX8/f0RGhqKxqAgUiA5qXxCFYG0dy+VAgD0\nng8NCSoM7CaQzp/nNLwoJZAivv99zGxvF7Yxbt9OC3mB4wPz51Mujtx3EEDtv/6FMS8vePEsUGoR\nHh4OhmHQGxhoH4GkRIEE0KJf4poTGxurWoHkjDxEZxJIrUlJCGPXm0eO0ESdBxsC6dQp1cea03OQ\nBAik8vJy5xBIvr50Hdu3j86pgYGW75xaGGNi4KvRJl1LCxsAzEhORkBnp2DVvJZwOoEkokACtCOQ\nIiMj0dHRQZlCcpAI0O7o6BAP0KZfpJkCafXq1di9ezeY2lrXK5BqaxE+OCj8eyXwwgsvoKWlBS+8\n8ALnux4VFYX+/n709fXRDTodcOgQqd0F7KUMw6ChocHx9du0aXQO+PBD4Oc/l3yo1hlI3d3d7pWB\nBFAbQXFxMcrKyvDwww8DAO666y7cZSXNevnll1FWVobTp08rXgTqdDrnXUScYF9rbm5GRESE/IYz\nJUWd9UYGlumbvRgboyl/RobiySGam9EwNjbhBBIwrkKCjw+dZEWqtVXjnXcAszLFGufPn0eW0MJZ\nBjNnzkRPTw/+/Oc/26j0nAKzyiU5ORlNTU0YVhFsKtXAxiItLQ21tbWSm1VJCxsgG6Qd0taGIrHn\nz8tTr0DiEQynT5/GzJkzOVLoBx54AK+88goee+wx3H///cqfXw0CA6m1SIDsjIuLsykPGB0dxW23\n3Yb/+Z//Uf+7KipQ5+ODbBcEW9ogJQV44gkgNxfrjx5F8/HjdDvD0JTn8cflq4w9PKj98Ouvx2/L\nz+fYJmpqahAbGyt/7s3KosyLEycQFhaGvr4+GMUslAL5RwCPQGKbmXiLQDbLymJFvHABpqAgdAQE\nwFeLzCM+zNYdpXXvTG0tthYUYMOGDbyniYPJZBoP0pYgntXmuNltYysvR52vLwwGgyKySg4GgwHl\n7e2UN6ShldwaqgikPXvo+gvQIlZEhWQ3gcRryVJKIMUtWIAWhkGfkC38738XVh8BFJyclka/VwZ9\nn3+OoqQkh0PkdTod0tLSUDM66pCFTTIDCaBrjowCSW0GkjMIJDUZSGo3RN3p6YhioyUOH7bJrxsd\nHcXAwMB4Vll0NBEoKoemTs9BqqlxnQIJoIiFrVvpPbNTfQQApoQEBGqkzNLawjbXywtVfn427VVa\nw+EsGjlIKJAUtbcKgE8geXl5ISQkRJnKTiRAGwDa2tqk4zQ0VCClpaXB19eXQtzFCCQnKZC6y8sx\n5u1to3aUQ2BgIM6ePYsbeJlGOp3OtqHay0v0WtTb2wu9Xu9QBqMFU6bQtUTmuqd1C5vbKZCcDadd\nRCYq/wigjbk9mTQiiIuLQ0dHh13BbgCoTjoiAnj4YeCFF5T9TFMTakZG3IJA4ig2tLKxdXXRhlXA\nXnPu3Dm7FEh6vR6rV6/G/v37XUMgmRVInp6eSEpKUkcyyjSwAYC3tzeSkpIolFYADMOgpKTEIQWS\nX2MjzorZXmbNIhWP0guWgIXt5MmTmMOb7GRkZOCOO+5AQ0ODzUVHU4jY2IQUSE8++STOnTuHt956\nS30uRHk5ikdGJoZAAoD77gMOHECUry/eOnUKzO2302La01O0fa22tpYbMHn55cBXX9GfGYYmuaxq\nAyrJjCuuAL78Enq9XjoziLWw8cAhkKKiaBPCq2b19fWFv7//eBPb/v3oyc523qLXfKyDYRQpfUar\nquCRnGxT4a3T6cZtbDIWNlcSSGf7+7FQQOlgD9LS0uic5cQcJMUEkslEU0/rXKxFiyiYmAeHCCSr\nY7+uro4T5ioGnU6HnbGxGOArxltagN27gR/8QPyHFy5UNMjRHT0KnQObaWukpaWhtL/fuQqkBQso\nv0ZErW1PBtJEKZBGR0fR2dmpOstx1GCA7+AgqdC2b6dzsxW6u7sRHBzMteS5Y5A2T4HU3d2NgYEB\n1e26irFhAxFI27Y5RCB5JyXBb3CQlIoOYGxsDH19fZrmmKb39+OUM3OrzHA6gSSjQFJbZmAymdDR\n0WGTl6VYICGhQFJEIGmkQAJIhWStQGIYBrt27aJBclSU0xRIxspKjNh5bIoFjKekpFD5ggJooj5S\nidDQ0ItfgeRMTCYCSXHAVkoKEUgayec9PDyQlJRkX1AyAPz5z8Avf0mp89u3K7OyNTWhamjILQgk\nTlbWwoWCi2/V+PhjYM0aupBYoaenB2fPnrVLgQRQxs6CBQuUEY2OIjbWQlAosZtxoECBBAAzZszA\neetwSCs0NDRYLCOikFIgDQ3Bo60NZwTq0AGQMmXxYuUqJAELmxCBBBBhs3//fnjb2QqkCCIEUnx8\nvA2B9OWXX2Lz5s0ICQnBEZUKO1NZGU719UkTec7G1Knw/dvfsDYuDu2JibRh3r1bUH30hz/8AXPm\nzMGCBQvGSxQuu4wC8o1GCgXW6UjlYIYqMsOKjBKVo7MNbHIEEkBtc59/bvM4jo3twAE0pKU5J/8I\nICu2vz9gXqRKEkgDA0B/P1Z+//uCd1sIpMxMyZwgpQHaLBwhkA40NmLBggXqf1YABoOByHQnNrEp\nJpBKS2mBb70WmT5dkNiyay00MEAb5cxMAFT53NfXp5g0OD9/PkJ27qTnYfHcczRYkdp4KiGQGAZx\ndXVIEvkeqkVqaiqKm5spZ0ZN1hYvA0mSQPLzIzJOZI1hTwbSRBFILS0tiIiIgIeHh6rnDgoNxXs5\nOUTE33abTcmAYK6OnQSSMxpJLeARSOznoLRZWjWmT6c1WXMzZQPaiZDwcLT5+zs8hO7p6UFQUJCm\n2VsR9fU4OjxsX9adCriMQBLYo9ljYevo6EBwcLCNQlrRd9xkIkuwvQqk4GAiG9U4ECSwfs0aePb3\nWwjwp556CldffTWWLl2KLi8vpymQPOrqwKjIP1ICNQVDDgdo2wGtLWzfKZD4aG21T4Y+kQqkoCBa\niKi5ONbWAo89ZmOVYGG3jW1oiBZDV1xB78fixZbqbVGMjQHt7ajs63MLAokTRrdgAf17HCXn3ngD\nuPVWDA8P4+9//zsefvhhlJeX45lnnsHGjRulF5kS+OEPf4jPBTabTkFMjOXYUJ2DJEAgCX23pQgk\nRUqtyEhxAqmyEkhOhlEqfHfVKtuGLiH09tIFlDcBEiOQfHx8kGJnza5iSCiQrC1svb29uHDhAhYs\nWIBNmzbhk08+UfVrhs+fR4s5nHuiEZ2TgwNz51LjhQA5V1lZiT/+8Y8oKCjAAw88MB56GBNDdrIt\nWygzZvlyjvxXFYGUl0cb9OZm8Wkie80ROM4tLWws1q8XJJA408X9+1ESFeXcRa85QFiwAc4KTF0d\n6nU6bBTZxHAIpMpK0SwbtQokuzKQjEagrg67Kyo0y43jKJAmmkA6cQLgW/pFlFGsdUKVAvHcOcpc\nMFt02TWK0k1y1Jw5KEtIAJ5+mm4oLyf7mlyLy9y5soRB59mz0I2NYbpVM44jSEtLQ3lFxbgaTyl4\nLWyy2SpLlpANSQAhISEYHR0dz9UQgwsUSHIbD3vyjwCqMv88MpLWow89ZHO/KIF06pSq3+P0DCRe\nELAzPgcOdDpam377raogYD7CwsJQ5+MjaS9WAqdsJs+cQVN0NGpqajR9Xj6cTiB5e5PtUiBiwB4C\nSSyzSdF3vKqKSCCRwidZAkmn01SFdEVODpo9PJB/9Cg++eQTvPnmmygpKUFUVBQ+272b9odOIBCD\nWlrgLRE4bQ/UEEiaBGirhNYh2t8pkKzxzTe0yZ0/Xz1h0NY2MQ1sLNTY2Hp6gHXriNT4/e8FH2I3\ngXTyJC0w/f3p7xs2cLNGhNDaCoSHo6Onxy0IJI4CKT6espAcmc6cOkWLyssvx7PPPovXXnsNQ0ND\nWLJkCV599VU89dRTdj+1l5eX8yTSfEywAqmwsBCzBGpHOZCysJWXQ2cwSG+I16wBduyQ/h0AqY94\nWRujo6O4cOGC/Gt0FhRa2I4cOYI5c+bAx8cHK1eutEuBNOhi6a0YOC1fAnj++edxzz33ICkpCQ8+\n+CCKiopwkt2IPvYY8OijpJjk1bmrIjO8vCyZSqKLQVZ9JLDR5rSwAaS2aGqyybWzXLtqa4H+fhQD\nLiGQ5Iia0t270ezpKUruZmdnU72tjw8dMyIblcrKSudb2KqrwcTGorCkxG7VJx+Wa+WsWYpyeuyB\nYgKpoMCmAh1paXS+4hF3Pj4+XFukEgjY15TkH7GYOnUqNmdkAG++Cdx7L9lGn3xSPgA4K4vIJglb\nfek//4nyiAh4apSXkpGRQUMSc6C8IjCMOgsbQBZDEQJJp9PJDz0HBmiYERYGo9FI9dRy4f8qoSQ7\nwxECqbevj87HAu+VYCtUTo57WdgYxqaKXGmj5EQjLCwMlR4eDhNI3d3d2q7fTSbg7Fn0GQwuIZCc\nvpkXIV2ioqJUK+PECCRFCqTCQrpWiUCWQAKkB7Uq4dnUBI+kJNx44424++678cEHHyA2NhYbN27E\ntq+/dkoOUn9/PxKNRvjaER0iBbUKJFdb2L5TIDkIyYvI1q00CfP1Bc6eVffE7e2aK5BULc7UBGm/\n8w7J7Y8dI/m4wEnNbgIpP58bgigxXbOguRmm6GgYjUb4adhiZy9sMmNYFZK9+OtfgTvvhEmnwxtv\nvIG//OUv2Lx5M5qbm9HS0uIa+5kW4CmQFBNIDKOKQOI0a1nh7NmzmDlzpvTvkrKwmeu7JTees2fT\n8SDQWsSBQP5RTU0NoqOjJ+47rJBAOnDgAPLy8gAAWVlZOH/+/Hg4swJ41dbC5CYLY7blSwzffPMN\nvm+2tHh5eeHee+/FSy+9RHeuXUsqpOuuA269lfNzatUwuOIK4KuvEB4eLrwhF8k/AgQsbB4ewPXX\n0ybbCpbF4YEDQF4eGu0IrFUFhQTShV274JGcLKpCycrKQnFxMYWLz5hB74UAXJKBVF6OgZgYJCQk\ncEk7B2AwGEiBxNpqnNDE5pACydubNrYC6wPVm+r8fM7z20MgHa2upqDvlBTgrbeISJKDjw8pqQoL\nBe9mGAZlH38MD41yrQCqEC8pKbEEyitCdzcRyubjWTZEGyCVdn6+6PdGVmnHKp50OtTU1CAmJkZz\ndaiSybW9BFJQUBB6enpE7xdUIKWm0iBUxfHvVAKprY0+c3ZwCloP8DPh3BGhoaEoMZmIoHUAPVoP\ngCsrgdBQhLuAQHLJZl4kB8nlCqTCQkBiHa2IQNIyB6m2FrG5uXjrrbewY8cO5JpbdC+77DLs2LED\njBNykOrr6zHD2xs6jQPu3V2BpHWI9ncKJGvs3EmT5EsvpeweNXCCha2mpkb5JCk1VTmB9MEH1HgS\nG0uWHTZM1gpqDgQO+ATSzJk0kZNqBmhqwmhEBEJCQpznF1cBjoUNcIxAqqmh/KOf/AS7d+9GREQE\nx+KkNi9gQmGlQJo2bRqKioqU/Vx7Oy2qzSeaoaEh9PT0CF4Ap02bhtLSUoyOjtrcV1hYKE8gySiQ\nkJ4uvfHU64HVq+VVSAL5R05tXFGC6GhFGUj79++3EEhTpkyBp6ensqBWgMLgjUYEqyFXnIj58+fj\nxIkTgvdVV1ejq6uLowi788478fnnn5MiRqcjC9sjj9gog1QTSOvWATt2IDwoSPgCLdLABggQSABw\nzz3Aa69xVCOWxeGBA8CyZc6X3ZuVF5LB4ACajx9HmESgur+/PxITE2kzPmMGIHDeGBoaQltbmyoy\n3V4CqSkgQNMA+OjoaAwMDKDH35/IGjnyWSVMJpMyIsJkIgJLqJVWxMYmFLAviV276PxohloCKTMz\nE2VlZTClp5Pt9HvfU/yzzJw5GGNbF61vZxi89957iG1pwRyBllN7kZiYiPb2doxMmaJcgWRlXxsc\nHMTw8LB8qHBCAg0tRTbwiggk83HjLNuUn58fxsbGJJtXHVEgqSaQ9HrVKiRHCaTBwUFxu6dADXlt\nba2icPmJRlhYGDXTaqBA0jJAG6dPA7NnIykpafJb2ABR0sVeAkmI5JmMCiTU1UGXmIjly5dz9kYJ\nCQmIi4tDtxNykOrq6pAKABqfK909A0nrEG3Bc7ODmJwEUk0N0NlJ8mw3IpAUTzAMBsmGG6snpZyG\nNWvo7yJ5G3YHDvIJJA8PImCkbDJNTRgODXUL+xrAs7ABVINsbxPbE08Ad90FREdj69atzm3hcjas\nFEjJycno7+9XduETaGCLi4sTDFv09/dHXFwcbTatYDKZcP78eXkCSUSFA4AW6HIWNoDUJFu3Sv8e\nAQXShBNIIv/22NhYtLe3o7e3F0ajEUePHsWSJUss90upvmxQUYG2kBAkuMnC2GAwoKurS/B7uGvX\nLlxyySWc71lkZCR+//vf44477hAkKQGyTJhMJoTzAu8lERMDGAyY1dUlTiApVSABRLRMnQr8+9+W\nmyzXrv37gbw85y9AzMoLqQ1sb28vdHV1SOBVb/NhsRpOny6oQKqqqkJSUpIqQt1eAqmEYTQlkNjK\n94qKCrvCfeXQ2dmJwMBA+QD+igrKthDK3BEhkJKTk7m1w1KorCQLmRURqpZACgwMRHh4OLcRUQFq\namrw8oED+PDhhzl5QDU1NVi5ciWeeOIJLA4KgqcQeWYn9Ho90tPT0ebpqZxAsrKvsSoBRUMxCRtb\nRESEdDW3CwgknU4nu/loslMRqYRAEqyGV3msORqivWHDBqxevVr4OXj5R8DkUiCdGRgA4yCBpLkC\nyUUE0uDgIAYGBtRd7+2BiAKJzaJTg7a2NvsVSGfPyiqQZHPbtFQg8ayf1sjNzUULoL0CqboaUcPD\npILVEFOmTMHg4CB6BbKu+HAJaclDYGAgBgYGRNe+aqG5bRWTlUDas4fUOHo9/f/QIdGAaUFoTCCN\njY0JVp2LYs4cyj+QwwcfUGMDuxi98krKfuLlI9jjy0V3N51U+AuYxYulbWxNTRgIDnYbAikiIgL9\n/f0YYmtNFy2iDaBa5nbHDsp/+u//BgAcPXoUi2Q2Wm6N0FD6ngwMQKfTYfbs2ZL2IQsECCSp73Ve\nXh7285rQKioqEBkZKT/hio+nBbUQzASSnKICV11F5wOpz9v8XNYoKytzbmimHEQIJC8vL8ydOxf5\n+fk4deoUUlNTOQvyrKws5QRSeTnqfXxUbRqdCb1ej3nz5uG4gDLh22+/xWortQSLH//4xwgJCcHz\nzz8v+Jzs56haDXnDDZhTWGhrYZNoYDOZTBgcHIS/lfXBgnvvBawqz6OjozFYV0fH05w5FiLWaVBg\nYdu7dy+yQkLgI/O9txBIM2bQe8GD2gY2wM4Q7fJynOzu1jynzJkEkir7Gj//iIVIwLcqAmnXLuCS\nSzhqPbUEEmBHfh6A1157Df0ZGcj18sIvf/lLAJQvtHTpUlx++eUoys+Hb28vp0lRC2RmZqJ2bEy5\nhU1t/hGLZctE2z/dQYEEyNsfnKVA6uzsFJ5yqzzW2M21Grs2i8bGRhw7dgxJSUl47rnnbB8goECq\nqamZFAokb29v1Hp60r/BgY3lZFUgscSn090PIqRLcHAwjEYj+pW0VZthdwYSqzSbNk3w7tHRUfT2\n9sqrSjRWIIkRSOnp6WgaHdVcgdRdWIiBwECyRmsInU6HlJQURdfUiVAg6fV6WcuwGnynQGJx7hzl\nnwA0xYuKUhecrDGB1NzcjPDwcOVe9uxsmjBKhEwCAN5/H7BWwURH00b42DHOw+wikC5coKk5X1ki\nRyA1NKAnIMBtCCSdTsetz/X1JRJp3z7bB2/eTO/f5ZdzJcCnTlGuyttvA2FhGBkZQWFhoWBD16SB\nTschKXJycnBKSROKwgY2FitXrsSePXs4txUUFGA2e3xKITycmgD5F+OxMVINpaXJKxdCQoCVK6VV\nSKWlQEYG56by8nK3VCABwLJly3DgwAEcsLKvsVBFIFVUoJxh3Cq3a/78+YIE0vHjx7FQIBNFp9Ph\n9ddfxx//+EdB+05ZWRkyeJ+tItx0E1LPnMEQ/7vV0EBKTIHN5ODgIPz8/ISrj6++mjb95s8mOjoa\nGcXFwPe+h8HRUTQ1NTm32U8BgbRv3z6kennJtgBZsqpmzKDzJEvOm6HaG6OeswAAIABJREFUMgiI\nN95Jobwc+a2tmCaygLYXBoOBCKS5cwGB76IjUBWgLabAMRgELVKqCKQvvxxXLpthD4Gk6neasWvX\nLiy86y4YBgaw79tv8eSTT+Laa6/FLbfcgl//+tfQnz9P3y0NK8QBs+VuYECdhc18blRkO2SxciUN\nLQTgLgSSXA5SY2OjXQSSr6+vpD1OdJOikkDy9/eHl5eXXZunTz75BOvXr8ePf/xjfCvU0srbBA8M\nDKCvr09eyeEm8AsNxdiUKbRGshPOUiAlJiaqViyqgcvCjEUUSDqdDvHx8airq1P8VHZnIJWWknJe\nJKezo6MDYWFhwusRa2icgSS2fkhPT0fNwIB2v8sMY3Ex+p1UPqTExsYwzISEaAN0HldVnCEChmH+\n80K0w8PD0dvbixF+lXBJCU3pWEybRoSIUmhMIKmeXvj60muWaoG5cIGkgMuWcW9fscJm8RIaGorB\nwcFxFY4SFBUJ53wsXEgZQmKKrupqdAYFuQ2BBAhkQ1xyiW29+0cfUYPTv/5F9y9aBNx9N/CTn1C2\nw4svWvIiCgsLkZqaamtVmWywIin4CqTDhw/jmWeesZ0uV1QoCtBmsWrVKuzZs4czKdy7dy+WL18u\n//p0OlrI8VVItbVk7fD1VWZ9ufFGCngVAsMIEkgTbmGLiqJJjcBxtmzZMhzZswfXPv44fsAjpaWa\n72xQXo7zQ0Nuo0ACgAULFuAYjwDv6+tDdXU1povUtKakpGDlypWCm4HS0lL7PsfoaHTPnImZfKvQ\nkSNAbq6yBjZreHuT/XXzZgCk3JhfUwNm40aUlpYiLS0NnuY6dadAAYF06NAhhA8MiE4QWcyaNYty\np/z8aMjAUy6Wlpaq3vhGR0ejtbUVY0qVwiYTmPJyHGxqUk1WySEtLY2CtFesICUJf33hADRRIKWl\nCWYkKiZzWlro+nfNNZybXUEg9fT04MyZM1i0di10sbHY9qc/4bPPPsO6devwu9/9jh7Ea4fTCpmZ\nmShsb3e+AmnmTNokCahn1RBIxcXFyLRex2oIJRY2ewgknU5HTWwitg9RC9v06RTJYGVplIO9OUhb\ntmzBpk2bkJubiwsXLti+D7xNcG1tLRISEuQ34m6C4OBgDKWmCubTKUVPT492CqTublrLGAwWAkk0\nf8pBuMxKFBEhmgWbmJioCYHEKpBEVXYyAdpi2Uo2kMoaVQsZBVI562zREJ6VlRhzUhFMSkoKKmXy\niLu7u+Hh4YGgoCCnvAYpREREaEIgDQ4OwtPTU/PCBrc+Y+r1euHJpSMEEsPQFzwiQrPXaZd/ev58\n6enn229Tuw8/Z2LFCmDvXs5NOp1OfbhbURFd1PmIjCSlk9gmtboaLX5+bkcgcYK0L7uMAnfZzUpz\nM3DffUQe5eQAv/oVLeAzM+m/U6eATZssP37s2DHMnz/fxf8KJyA21rKYtlYg9fT0YMOGDdi7dy+e\neeYZ7s8obGBjkZKSAh8fH1ywOv727t2LlStXKnuN8fF0UbKGleVMNgMJADZupHOCkEWvsREICCCl\nkhkmkwkVFRUTa2Hz9qbXJPBvW7JkCRbv34/O0VHk/fOfHKWSpa5aAZiKCpzs7nYrBdLChQuRn5/P\nWTSdOXMGWVlZ8JKo9F66dCkOHjxoc3tpaal9CiQA3Rs2YBV/Wnr0KJHoAhDMP7LGAw/Qeae6GlP8\n/LBsbAyN8+bhwoULmqtobGAmiyPDwwUJ1+HhYRQVFMBreFh2eJKSkoKuri5auOTm2pQSnDt3jvLN\nCguBX/yC1C4y8Pb2RkhIiPIcpIYGjAUEIDg+XvNFj0WBFBlJa4dDhzR7bkUEEsOQAkmMQEpKIqKB\nZ1FRTOb8859k7bXaII6MjKCjo0M5SaL2d5qxf/9+5ObmUrvlnDlI6ezEsWPH8Jvf/GacQD1zRjIY\n1l5kZmbieEODXRlIqggkvV5wHQbQ0FMJgTQ6OoqKigq7z11ycJaFDZC2sYla2Ly8aGApNTTlwd4c\npKKiIsydOxc+Pj7Izc3FAX4mJm8TXFtbOynyj1iEhISgNyFB0F6sFJrmoRQUkCPEwwP+/v4ICgpS\nnROkFNXV1a75rMLDRYmQhIQETQikgIAA6HQ6Tk4cB1oEaAPjw0pHMTxM2cMi50mDwYDi1lYwGhNI\nkY2N8HSSG0SJAmki89HCw8OlM/UUwhnqI8DNCSRAYAoxNkYqCeup8/Tpytn4nh6arMqFXKqA3QSS\nWFtYTw+1+jzwgO19y5ZR+LXRyLlZtY1NjEACpG1sNTVo9PbW1j/tIGyCtOfOpYUhG2r7q18Bt9/O\ntQwkJ9Pm51e/smHUT5w4cXEQSFZB2llZWWhubkZxcTFefvllrFmzBm+88Qa2bNmCQWsrJY9AUqKu\nu+aaa/CWWQHU1taGuro65OTkKHuNCQm2BFJZmYVAks1AAuhYvv9+i/qDg5ISG/VRY2MjQkJCNKsG\ntxsiNrbQgAD8xtcXaUePQr9uHZESZsTGxqKnp0d80WEFU1kZGvz8hDN7JgiJiYnw9fXlkGAFBQWY\nKxOou3TpUtuNABxQIAHQXXUVMvr7aTLOglUgCUCWQIqIIFXj7bcDP/4x8qOicLauzjUEko8PEBKC\nSNDmgG8xKSgoQF5qKnTx8bLWIb1ej6ysLBQWFgoSSIWFhcieMoWswDodkfOvvy77EmNjY7lEvxTK\nytATHe2UDbZFgQRQCcfXX2v23IoIpOpqWoOIPc7HhxbpvPNiYmIiGhoapFVcDENrhzvu4NxcX1+P\nmJgY1U2iagmkw4cPYxmrms7JoeEMH1LqKweQmZmJ42VlYIaHgYEB+R+wUgO1tLSoszCtWkVNwDwo\nDdGuqqpCdHS0087NUha2vr4+jI2N2T1RlyKQJHM2xL4PIlAUMsxDf38/urq6LCqVFStWYB8/zoCn\nQJos+UcsQkJC0BETIz7kVQDFCqRTp4iQllJp8oYuzsxBcqbtkwMRCxugHYEEyJCkMgokVQSSA42G\nFtTX01Ba5BoSFBSEwYAAjKhpCpUBwzBI7u5G8NKlmj2nNZQQSBNJMMsOJBSiu7tb8/wjYDISSDU1\nZG+xvvCqUSBNdAMbi3XrgC++EA7/ffFFWtgKyfbCw0nizqvDVk0gnT+vnkDq6wOGhtA0OureCiSA\nyKHHHqP/FxTQnxXiwoULyBJpYZpUiI21EBQ+Pj645557cN9992Hz5s147LHHEBcXh/nz5+Nzttlv\nbIwWV1ZZLUpk9g888AD+/ve/o6+vD9u3b8eSJUuU23WEgrTLyy0EcVhYmDIJ509+Anz2ma19obSU\nq1YEtUg5NY9GKcRykE6ehFd6OoJmzaJj0crypdfruRtgMRiN0DU0YMyN1EcslixZwlETnTx5UjZv\nbM6cOaisrLTZFNmdgQQgJDoaW7y8gDffpBvGxui8ai+BBAC/+x3lfbS14Zvvfx+FhYWuIZAAIDYW\nHs3NtoQ6yL62KiND1r7GwmJj4xFIra2tGBoaQuz//R/l8z3/PBUQPP448OGHMi9PHYHUFBDgFAIp\nJSUFtbW11G5y+eXAp586FEhrDUUEkhILV1oaDcqs4OPjg8jISMEsMAu+/XZcIWMFezdeagmksrIy\nTJ06lf4ilHtjNNLGSOmAQQUiIyMBnQ6m6GhlNjZ7FUgAfW+2bQN4Vh1JC5vJROf7uDgUFxePv09O\ngJSFrbm5GTExMXYHEcsRSIIWNoBIQ559WQr2WNgqKyuRkpJisaPNmjULRdbDZYbhEIfA5FMgBQcH\nozky0vkKpM2bqeX2L3+hyAex4Gje0OWiIJAkcoPU5DwxDCPZlCZJkso0sLW2tiJCiZMmOlqbZjSB\n9kI+ApOTMaoFWWVGd1cXZphMCHBSoZG7K5BkBxIK8Z0CiQXfvgaMK5CUNDY4iUBSPcFITCQS6dVX\nubd//DGdsJ96SvxnBXKQVBFIQ0N0ERU7ES9eTConPsx16D29vW5FIAltmLBxI03Gq6upuU5FnlFJ\nSYnTsglcithYDjlz//334/jx4/jrX/9qWbxec8012LZtGz2goYEISl9fANTyUFlZKavwSE1NxZo1\na3DbbbfhwQcfxH+bm+wUQUiBVFqqnkAKDwd+8ANOE5bluXib0OrqaiQnJyt/jc6ClUKMg337ADZD\nasECm0V3enq6PIFUU4Ph8HBEurg5Qgn4drQjR47IKv68vLwwb948HLUiMzo7OzE8PKzalsMiNDQU\nm41GMH/5C50Tjx2jY0akIlgRgeTpSaTKzp2YmpODwsJCFBUVieY7aYq4OKCxUXBCevz4ccyLilJM\nIHGa2FpbLeeRc+fOYVVGBnT//jfw61/TgzMySMXzs58BL7wgeh22yaqTQmkpynU6pxBIPj4+iI6O\npk3AwoX0nihQUCmBIgLp3DnJjQEAGh7Zk4P08sukxuSRA/Ze0xSpnqzAyZZjbfrWP3vuHKl/nZAv\nqNPpkJmZif6QEHkbm8lEU3mzjUtViDZAa6eQEBuCTJJAamykc4u3t0sIJDEFEttkZS/sViAtWSJd\n0MKDYgJpcNBCAPOt6TYtgq2t9N2zGkBPRgVSfXAw7XnszBqSVSDt2wf88Y9k792/n9ZjQgpvgAYM\nFxuBpJECqaenB97e3vA1r6n5EFUg9ffTNVdi7a24GWzKFPreO5pLJZF/xCIsIwN6DS1sTceOwejp\nCZ2TAu5TU1MVEUgTdX7QysL2nQKJhRCBNGUKHRzt7dixYwceeeQR8aYiJxBIlZWV9gV9Pvgg8Oyz\ntOB76CEgL4/+/9lnwuojFgL+e1UEUkkJPb9Y5khWFilR+BOs6mogOVlb/7QGENyY6PVUrf2vf3Gm\nTXLo7u5GX1+fyysbnYKUFE47IZsndu2111puW7JkCQ6zi7oLFziVoZWVlYiNjaU8Cxm88cYbCA0N\nxd13341Vq1Ypf41CIdpWNeqqTqD/9V/A3/7GbTcsLLSpQXUbAikpiY4zPvbtG1cQzJpFSgSr6Z/B\nYJDPQaqsRHd4uN05F87E0qVLsd9cg93Y2IiGhgZFjYc5OTlEapjB5h/ZO0n39PRElb8/RnNygL/+\nFXjmGSKdRdDf368qWH/mzJnYtm0bKioqnLpZtMAcpC20wC0oKECGjw9HXSiFWbNm0Xvt4QFs2ECD\nDZB97f7hYbLpWRNts2bR0OHtt2njIQC1CqQzg4NOy4hJS0ujHCSdjgi/Rx6hkgUHJ7WKCCQZawIA\nUQIpNTWVXrcQWluB3buBm26yuctewsLHxwcRERGKiD+GYbgEUlQUEbLW2XRS2U8aIDMzEx3e3vIE\nUksLEUDmfC3VCiSAVEhffcW5SZJAshpmOJtAkspAsreBjYVdGUgAfecbGhRXiisikLZvB0JD6Rpv\nNKK8vJyzFjcYDKiqqhonQAU2wROpMLAHwcHBaDMagbAwu5vYuru7xQkkhqHz4f/+L5G9Oh1dG//0\nJ1tVTn09ZeNY7VecRSAZjUbU1ta6Rj0uoUBSQyBJ2dcACQVSUREVWEgo+evr65WVIvj4EGnqaBhz\nba0sgRSRkQHv/n5lYg4F6D10CDVO3GtGRERgeHhYsnDguwwkcUw+AqmiguTd1tDpAIMBFTt34sYb\nb8SFCxfwv//7v8JPqDGBxDAMKioqkGpPSnx2Ni2uYmOBoCDg4YdpEy+Xv7N8OU0GrGT3qggkqfwj\ngE5ac+bYhny7MYGkeGMig5KSEoc2pW6F1FQOgQRQmK01srKyUF9fTycptl7ZDDWLXD8/P7z++ut4\n9NFH1b1Gfoj20BBdqMwL7ZCQEPT29iqbgGdmkqLg3Xfp70YjcPCgTZOh21jYeAQfACLCDxwYf83e\n3rTwLiiwPCQ9PV2eQKquRqu//4RUj8ohJycHAwMDKCwsxM6dO7Fq1SpF2SwWUsOMs2fPYoZQk6QK\nhIaGovXnP6fp6vHjwJ13ij5WsoVNANnZ2Vi/fj327t3rmgYPKwLJWmLf09OD2tpaRPX3KyaQ5syZ\ngzNnzsBoNJKy74MPAAAVx45haXk5WYP5SEkhW/bmzWRr4EEtgZTf1uY0AskSpA3QtW73bpq0Z2YC\nL71k9/NqRiAJWNgAYPr06VxLjjU++ogsJwLfNUdUtUptbO3t7dDr9Qi3JhZXruQOu5yUf8QiMzMT\nDYC8ha2hgTNYsotAuuqq8ZxFM0JCQjAwMGDbHAxQtp+ZXCsuLnaqrVVOgeQogSTUwjY0NISxsTHx\ngZOHB12fhdTtAlC0pn3xRcr8iokBvvrKRoHk5+eHKVOmjBMaAjacyWZhCwkJIQJv1izh4hAF6Onp\nEV/D79lD6rwf/GD8NoOBHBPs2orF/v3kWLBaLzuLQKqpqUFMTIzmpQqCCAsDuroEVTtqLGxyBJKo\nAun0aVmbc319vfKClKgox21sCixscSkpGPHwEI5msQNjJ0+i3YkxDDqdTnY9/V0GkjgmH4FUXy/I\ngjJpaXjjf/4HTz/9NF566SV8/vnnwrX2GhNI7e3t8PLysv/DSUggtv+RR2jxJ9FEZEFkJKkXrDaV\nmhJIgGB4qrsSSIIWNjtx0djXADrZNzRI5nt4enpiwYIFOHLkiEMEkt1ITiYShZ1YXLhAixXzccDW\nZ0pNCDhgyQCTib6/6ek2x7vbKJCECKSyMpqMWy/w58/nHOsGg0HewlZVhQYvL7dUIOn1etxwww34\n5z//iZ07d+J73/ueop+z5PKYcfLkSdnwbTmEhYWhNSaGFmy7dlG4sQgUWdis4O/vj9dee015oLyj\nMBNI/Jrh06dPY9asWdDX1CgmkEJCQpCUlERK3ksuITXM7t2Y+8UX6F2zRlzVmZhIxQR/+YvNXYoJ\nJIYBU1aG/NZW+wYzCmCTIzZ7NqmsTp2iSTuPGFAChmHQ0tIiTSCNjpICWO76K6JAmjFjBs6Lhee+\n+66g+ghw7LqmdEPIUR+xsLbbMwwpRnj5TFpi6tSpqBgaklcgWeXgsJ+bqhBtgEj+ujoO0afT6cRt\n12VllsFIeXm53eH/SuBMAikoKEhQgdTd3Y2wsDDp4dvSpYpbD2UVSJWVZDvetAn40Y+A11+3USAB\nPBsbT0XBMMyks7AFBwfTemjhQkGiXgkkFUhPPEH7Eb76xfwec9QlX35JSjwrOItAcpl9DaB/e2Cg\nIBESGRmJ/v5+DCgI6rdbgSRR5sFCFYEUHe14kLYCC1tCQgK6PD1F1VtqEXL+PHodHBLKwcbmysN3\nGUjimBQEEocYEfkSl46OImZgAHfeeSfi4uKQnZ2N7du32z6hxgSS3eojR7FqFU1NzdCcQFq40JZA\nqqx0SwIpIiIC/f393DYxO1FSUuIau4kr4O1NFw4Zue3ixYvJxjYRBFJUFE2v2DDpwkKLfY2F4hwk\ngI6L4GCaxu/cCQiQE25NIBUUcNsCAdp0WG1209PTJS94AIDqalSYTG6pQAKAm266Ca+88gq2bt2K\nyy67TNHPZGVlobi4mMKPoay9TQ6WjRZrg5CAWgLJ5RCxsFnep6oqxQQSACxYsIAyp7y8gA8/BLN+\nPWZ2dSFMTqHzwx8CW7cCPJWCYgKpsRFjvr4ISUqCl5KBih2YNm0aLggVb6SkUI7Tk0+qluF3d3fD\nx8dHNO8CAJEI8fHcEhAhSBBIgvb8piYi39essblreHgY9fX1dq9TlGZXiRJI+/eTsvT0aSL2nVTJ\nDJAC6Xxnp7wCqb7eEqDd29sLT09P9Y1oHh6UtWi2d7IQtbGZs/2MRiOam5uVb/7sgJSVTgsFkhCB\nJJl/xGL5ciLqFUD2fPHJJ0Qe+fkB110H7NmD5rIyaQKJt3/o6OiAj4+PaxSiGiEkJIQIpEWL7CKQ\nGIYRz0Dat49INiEiesUKOo5ZBdnoKAXJX3EF52EXBYEEiOYg6XQ6JCUlKVJl2q1AOnKE02wnhLq6\nOtcqkBRY2BISEtDOMNoQSAyDhNpamGTeB0chRSCNjY2hsbHRqedqKXyXgeQgBBVIvA+TYRh8cPQo\nrpo50zL9uOqqq4QJpPZ2TQmkysrKiSGQ1q6lcGgz2HwbReARBYJgpcbWi+hTp4DZs92OQNLpdIiJ\niUGTUKOVSlxUCiRAmKTgYfHixTh86BBlD1l9L4qKipxPIOl041ZOgJN/xELVSVSnA55+mvLFXnuN\njhMrsBNHtyCQ2Awka3veyZO2GyyenSU5ORmtra3SE7CqKhQPD7ulAgkge9c//vEPFBYWKj5/BgQE\nIC4uDqWlpRgbG8OZM2ccVveoIScnBYFkzkWwJpCOHz+OeTk5tHlSMUnLzc3FMTbAfeVKfPPMM/jd\nmjXwlJvWR0fTRnHLFs7NigmksjL0REU5zb4GUD5VYWGh8J3r19NGSaCmXQqK7GtFRfLXXoBs7d3d\nNs1H6enpqK+vtx2W7NxJSjEBwq28vBzJycl2k3FKPzdBAik2lrIdX399fMPvRHu4wWDA6dZWMHKE\nl5WFTXWAtjU2bVJOIJktbHV1dYiJiXEaOQpIDxSdRSBJ5h+xyMsDiouF1RB3302b9t/9DgAQHx+P\nhoYGMGJE7p49wOrV9OeAACAnB/G1tTZqIhsFktX9k019BFi9/7m5pMBSGHDPYmhoCHq9XtgK9sQT\nwG9+I5y9o9NRUcIf/kB/P3yYCAXe+xcdHY2uri5NBrrWOHv2rGvKKFhI5CBlZmaipKRE9ikECaTj\nx2nACREFUl8fkc0SFraBgQEMDg4qa2EDXKZASkxMRKPRqDjnTBIlJegDMMXJCu6MjAzRz7KxsRER\nERE20R+uglYWNkXkvh2YXASSyUSTJV7AcUFBAUpNJiQajZbbZs+ezbE7WNDWRicGjWB3gLajWLmS\nFELmBaZiqdvoKC1k5IiBpCRajLIX3t5eOoFMmyYtf50gqGr4kUBFRcXEfJ7OggICadGiRag8cgSM\nXk+B9CCP/KlTp7DQyew/ALKPsNk2AgSSKgUSQIvKBx+kevZLLuHc1dbW5j4TR19fOhdZb86EFEgG\nA0eB5OHhgfT0dOkFTFUVzvb0uK0CCSCSX1EIpBWys7Nx6tQplJaWIjo62uGLopTVgw+3J5BSU4Hy\nciTEx3MyGg4fPoxl6em0OVORH5Gbm0vWVjO+KC3FEnbDJofvfY/yx6wQGxuLpqYmmOTaYEpL0RgY\n6FQi32AwoKGhAf1C1dR6PfCTnwDvv6/qORWFE1vZmCSh14/be63g6emJ9PR0FBcXcx//zTc2ZDmL\nc+fOOZS3o5RAYivUbfD448Cjj1JDpojFTisEBQWhNzAQo3IKCKtBpF35RyxWrABqajgEvyCBxDB0\nDk9Pd4klQsr+5UwCKSwsTPqHvb1JJcc2v7L45hv679Ahsr8eOwY/Pz8EBgaiTWgzOjpKWYFWdkhj\nbi5yjUaba3tGRsZ4xglvEzzZ8o8AKwVSeDjthcQKg0Qgmn908CB9R2++WfyHf/QjUsfs2QP893/T\neZIHvV6vKmhaKY4ePeqa9SgLiSY2uwmkrVuBK68E7rkHKC8XViAVFFC+lcS1mrWvKc5qdVSBNDJC\n74XMeSMkJATtAAa1+OwPHcJRT0+nE7yZmZmiCiQ2E3ei8J2FzUFERkais7OTbAstLWQ14B1Y77//\nPnKuuQY6q4v4rFmzUFhYaDu9uFgsbIGBlI1iDqgMDw9XtsmuqKCTgJxcW6cjkorNLzh9mk5qnp5u\np0ACtAvSnmyNHLIQsUJYIzIyEnnBwehPSbFMh3fs2IElS5a4ZsOcnU0E0sgILQoXL+bcbZeM8/77\naaHKu8C6jX2NhTXBxzDCCiQ2DN1q4y1qwQEoPLy5Gafa2txWgWQv1q5diy1btuDgwYMO29cAIpCU\nkpNqW9hcjshIgGEQ4+WF9vZ2DA8Po7m5Ge3t7cjw8lJlXwMo7LylpQWlpaUYHR3F1q1bcemllyr7\nYQELtJ+fHyIjI+UDSMvKUK7TOXXh5unpialTp4rnCV19NfD555L5cXzU1dXJL3bLyogQVgKlOUgM\nI0kgnThxAvPlijkkoJRAamxsFG4vnTcPePVV4OxZ2WBYLeBnMEAnp0a2srA5RCB5epKN7ZNPLDcJ\nEkhNTaSSCQ52yTUoMDAQY2NjggRpU1OTQ4MFKQKJE6AuhiuvpKZhFgxDuWl/+hPZiJ9+mghHSDRe\nFRQQwWq1lu+YPh3LvbxsNtWcqu6LQIFkCdEGKFOKXaMrhOgA+IknqMhHShnn50dE8HXXUVj/3XcL\nPkypxUspBgcHcf78eU2u+YrhDAXSRx+RPfrnPwceeURYgXTwINkTJaAq/whwXIFUX0/7RpmyE51O\nh+HgYHTLZXQqgOnAAeweGlI9ZFQLKQubS2I8JMAOz8WGbr29vbj11ltlydr/WAubh4cHwsPDaQoh\nIKEzmUz48MMPse4nP6GLtLn9IioqCt7e3qjnV4RrTCBNmAIJoAXjjh0A6KLS19dnyQcRxalTgFJJ\n4IoV4w0qBQXAnDkYHR3F4OCg222ktAjSHhkZQXt7u1urNlRDgQIJADZGRKDUahH95Zdf4gqet91p\nYC1se/dSCxJvE6JagSQBtyaQampoQ8L//vn7E3FutYmTJJDq6mCKikL/yIhTLhoTieuuuw7bt2/H\ns88+izslGtOUQq0CSU0Lm8uh0wEZGfCsrEROTg4OHTqEw4cPY9GiRaoCtFl4eXnhpptuwltvvYUt\nW7YgJSUF2UoJgNmzKSyaZ7OcOnWq+PeWRVkZzgwMOH3yJ2ljS06mjSZPRSWFuro6+cWuVROXLNLS\nBAmkefPm4aD16yotpaGayCDr+PHjLiOQRK+dmzaJB69rjKjMTKoWl7L4WlnY7ArQtgbPxiY4NT5z\nxmJddMU1SKfTISoqCq2trZzbTSaTY4QZxAmkjo4OeQUSAGzYQNd6lkhmoxjWr6f/33ADkc/mTbLg\n5ujbb2nAaYW6pCTMNRptLF3JycmoqqoCYzLZRGBMxoGhJUQbAK65xsZCKQdBBdLRo2Svve02+SfY\nuJHOS1u3klJSAKmpqaiUGVyqwcmTJzF9+nTxhj9nQGsFkslE+7XWflEZAAAgAElEQVS1a4H/+i/g\nq68QDiIBOK2NX30FyORCqso/AhxXICmwr7EwhYWhX4MMrLH9+3E+NNTprXtTpkzB6OiooFVsogkk\nLy8v+Pv7C7ZeMgyDu+66C8eOHcNVV10lXBpmxn+sAgkgX2VNTY1g/lFBQQECAwMxIzubvuBWrDe/\ntQcA0NqqKYFUUlLi1DYNSVjlIOn1eoSEhMhvhoQsMmJYuZIu1CaT5ed6enoQFBQEvciFY6KgqiJa\nBPX19YiJiVFUKT5pkJ5OmQMyyB0YwG7zwqu3txdffPEFrrzySme/OsKMGbSYfPJJmvzzoFWQHABU\nVVUJ2ywmCqmptKkESH21dKnw4wwGjk1CkkCqrsZwbCxiYmKUS5wnCcLDw7FmzRrExsZijUBgsFpY\n7AAK4PYWNoDsUaWlWLduHbZt24aDBw9i6dKl9N2x43t/66234tVXX8VDDz2En/3sZ8p/0MeHrKhW\n7YEAfW9t7Fd8lJYiv61tYgkkgDa6n3+u+Pk0J5BSUznHPIsrrrgCn3/++bi6uqCA1MgCYBgGJ06c\nwLx585T9TgFoQiC5EIb0dPQEBEgHaVutJR3KQAJonVRVZSH7BHMr8vMtqgJXDTGEcpDa29sRHBzs\nUKaHFIGkSIEUGgrceispjkwm4NlngV/8Ylwt7O8PXHst8O674gqkPXuoMMMKDcPD6PT1tbF0BQcH\nw8fHB+1FRaTct1LfT1YFkuWatXYtZZry36MzZ4CZM6ksZ98+zl2CAdpPPgn8+tdkMVSCgABJF4Nc\nNbpaHDlyxLX2NUBSgTR16lT1BNLJk0RKJSfT93D1aui/+gqRkZHjRG97Ow1Ted9tPlQrkGJj5Zsp\npVBXZ5N1JQaPqCiMOOoG6eiArr4efS5w9+h0OtHB1oULFxyyf2sBsUy98+fPY9++fTh+/Dj8/f2x\nwywmEcJ/rAIJoLyCsrIyQRb066+/xrp16+gvvLBZGwJpdBTo6tKMQOrp6UFbW9vEWNgAsro0N1su\nHoo22moIpLQ0Otm9+CLw9dfAsmXi/ukJhhYEUq1AAOOkx6xZtKCSyh0ZHER0YyNeOnECHR0deP75\n57F27VrXKet8fWmjVlZGEzUeLmoF0qJFRBwBtCgWq7hOS+PkIEkSSFVV6A0Pv+jsayxefPFFvPfe\ne5qQYxcdgZSZCZSW4rLLLsOnn36KDz74AGvXrhXMFlOC7OxsvPbaa3juueewceNGdT+cm2tjY5NV\nIDEMmLIyFPT0OF0ZMGvWLJxmw/uFsHo1RnfsQFFRkaLnkyWQhofpeq303yVhYfPy8sIZNjdO4ppe\nUVGBoKAghwiSsLAwDA8PS4b2j4yMoKenB5EaDufshcFgQKunp/iGaXCQgmrNWZiOKnL4NjbBBb9V\nq9JEEkiO5h8BDmYgsfj5z4F//INs5mNjwI03cu+/9Vbg7beRIKRAMhpJGbh8Oefm5uZm1MbEULA0\nDykpKWg9dMiGvK2urnavgZICcN5/b28iut94Y/wBJ0/S+/rQQ8Azz5BCzorMsYmgOHmSziE/+pFm\nr1FrAmnfvn00CHElJBRIcXFx6O3tFTwOrMEpVti1i2szvuYa4F//4uYgbdtGuZ1STZ6QyJsTQ3Iy\nR1yhGgoa2Fj4xMXBxFM+qsbhw2hPS0O8i9bqM2fOFGw3nWgFEiAepP3ll19iw4YN8Pf3x/r16/GN\nVakWH//RCiSDwYDy8nJBBdLXX389XgMtQCBxJoxtbXRS0Ehhcv78eUyfPn3i1DgeHhQYbGYew8LC\npAkkhlFHIOl0wB//SNOhm2+2BGhfzATSZJMzyyI0lBbKApNsCw4fhj47G5deey2uvfZavPTSS3j6\n6add9xoBYNkyOr4FgnO1VCC5HYG0fDlNp4eGSNbPk+VbwCOQ2AnYmFADS3U12gMD3UIN4AzEx8dr\n5ou/6AgkswIpNzcXXV1duP3225Gbm0v5MzNn2vWUV199NTZu3Kj+OpedDfAUPpLEJwA0N2PUywvx\nWVnwFGoC0hALFizA8ePHRfMFRufOxci5c9iwfLmNFUgIsgRSZSVNcZX+u0QsbDqdDuvXr8fHrHWl\noIByhgRw/Phxh9RH7O+LiYmRvL42NTUhKirKLZTJBoMBdWNj4gRSYyNN5M2v1WECCeDY2GwIJIaZ\nMAKJn6/iTAJJsQIJoOPg6FE6R3z2ma3yZelSYGQEOUajLYF04gQdG7wynJaWFrSlptqQ1gARSH0n\nT9qsL9xuPaAAgYGBGBwcHI+rePRR4OWXgd27iaS48krKKfrhD0nR/ctf0hreDBsF0lNPUQaVDGmh\nBlK5MmoxNDSE3bt3K8/f0woSCiSdTofMzEzJa9no6Ciam5vH12HnznHjQ9avB/bsQUpY2Phx+uGH\nREbLoKioSF0jXUwMtXra24ynwsIWmJwMvaPr9YMHUR4T47L92MyZM23cSoODg2hsbJxwgjk6Olqw\nYfyrr77C5ZdfDgC49NJLJQmk/2gFkoXN5hFInZ2dOHPmDJazkwgegWQwGFBhvXFubiYvqEY4d+4c\nsuyY6moKqxwk2SDt2loKyFOzsczLo+C3J54AIDC9cBN8p0CSAJsxJIa33wauvhq/+93vkJKSggMH\nDkzMokpEUXJRK5BCQkgZ8umntFgR2+SnpHAmSIGBgYiPjxdewFRVodHH56JVIGkJTiCpDCYNgVRS\nAg8PD5w6dQq//e1vSflSWUkBta7E1Kk29tmpU6dKW9jKytAeFobZs2c7+cVR9kFERITo6/nrG2+g\nKDgYv8nLw89//nPZ55MlkNTY14BxC5tAjflPf/pTvPrqqzhx/Lgln1AI+fn5mlg/5K6vjgYzawmD\nwYCywUFxCxtvHakJgbRqFX1WNTW2BFJpKVlWYmNhMplcNqhytQJJFYEE0DVt82YacvGh0wG33oqc\n06dtCSSB/COA1B4DM2eKEkhjFy5wCKShoSG0tbUJB7+7MXQ6HbUNsrkoqakUUn/33fTfq6+SBZDF\nz35GRP633wLgreG/+YYIOYE2NUfADv1tSozswN69ezFr1izXqxslFEgADSAOHz4sen9zczO3Ar64\nmNt+HRoKrF6NK4eG6DitqQEOHyYyWgaqCSS9nggge7OJqqsVK2cjpk6Ft0BmjyocPozT/v4u248J\n2dlLS0thMBicPsiSQ2Jios05sKurCwUFBVhltjpmZ2ejq6trvCzACqOjoxgYGHDK2nVSEEgWBVJr\nK4cA2rlzJ5YtWwZfljnnEUic9gWACCRWTqgB3IJAWrOGCCSTSV6pkZ8vmpUgiU2bqH0BEg0OE4zv\nCCQJzJ5NnnghNDXRBPDOOxETE4M333xT3YXJBbioFUgASZZvv50CLMUm+AJh6AsWLMAxAbk+qqpQ\nDbjNhs6doUaB5PYtbABtkEpKgNFRJCQkkCKkqIiujU4Oo7SBAIGUmJiIrq4u8fe8tBRVHh7IUVr0\n4CAWLlyII0eOCN63ZcsWBFx5JX4QE4PPPvsMgxLT25GREXR0dEgTEZWVokHXgggNJbWSwBQ8LS0N\nmzdvxmO33ALGz090XXP48GEsWbJE+e8Ugdz11V3yjwAiTupNJgyLhfhaNbABGoRoA/Q5XXEF8Nln\ntiHaO3eSwtb8uwIDA10Sxi9UEa4F0RcYGIiBgQEb9asqC5sS3HorYvftQ6+19YZhSKUhkM/Y3NxM\na53iYhulRUpKCryrq4lgN6O2thYJCQmTMvPS5rp19dV03i8tpe+hNXx8yMr2q18BJtO4AqmzE7jr\nLuCvf6VMIw0RHByMwMBAyWIbhmFw33334YMPPpB8LpfmcVpDQoEEAMuWLcMBNn5AAJxWToah7yVf\nYX/LLVhZV0ff3b/9DbjpJtmGbLZhVfVx7IiNraJCcXtoTFYWAiQCnWVhztw9ZDS6bK3Oxt1YE55n\nzpyZ+P09aM3Eb649ePAgcnNz4W/+ruj1eixbtgyHDh2y+fnOzk6EhoY6RR08+QgkKxaaY18DbGwe\n8fHxaG1txfDwMN2ggkC69NJLsWLFCvGaXwCFhYWYaactQDMkJdF7cuqU/EZ72zbAQRmouyqQpkyZ\ngu7ubm6bgUpctASSlALpqacof0DN5NDF0EqB1NPTg5GREUTwpO8TjnvuAbZsAZ5/XvwxAhd/UQKp\nuhqlRuN3CiQFUGthc+sWNoBIh+Rk7vF+9ixlobka0dGUV2K1CNfr9Vi0aBH2su2efJSV4czgoEsU\nSIA4gdTf34+jR48i6dZb4Xv4MObOnYtdu3aJPk9DQ4N8AYOKIFILRGxsAHDjjTcibWgIrSLH+dDQ\nEM6ePetQAxsLJQSSu5xvdDodxqKj0S9mobFqYKO/NmijQrn6amDrVlsF0kcfWVQFrmz9cpYCSa/X\nw9/fH319fZzbVSuQ5JCUBNOGDdhYXT2+sTt+HOjtpaELDy0tLZiSmEilHCdPcu5LSUlBWGsrZwPv\nlsMkhVCjnAUAXHcd2QTfeIPsLAEB1Ha3YYNs45e9yMjIkMxB+v3vf49Dhw7hgQcekMyi27Ztm8Wq\n41LIKJCWLVuG/fv3i6qsOIrUtjZS1fFVVJdfjpjubsz/+GPg9depnU0GrPpIdQakvQQSwxCBpDAT\nNT47G2FjYzDauxcrKQEiI3G2ocFl9rGYmBgwDMOx/J48eRJzlca9OBFCBNKRI0ewyFzKwGLWrFmC\nOU5tbW1OU+9NCgIpLi4O3d3dFMxlnhQxDGNLILFNReYD2sPDAwkJCahmDxqFBFJjYyOOHTuGNWvW\n4N577xU8QTAMg7Nnz7oFQ8m2sUkSSCYTEUgOnojdlUDS6/WYMmWKjedfDS5aAmnBAuDQIQqRt8YX\nX1B49VNPTczrUgitFEjsgtHtmsmSkuSPy4QEUotZfYaCBNLYGFBfj3M9PW6jCHBnXHQZSACpHawn\now7kHzkEnY5USLy2miuuuAJffPGF4I+YSktxuK0N2dnZrniFogTS3r17MW/ePPgvXw5UVGDTJZfg\nc4lGNkUNbAIZjrIQCdIGiCi5My8P34oQOydOnMD06dMtU0pHEBMTI3ltdScFEgB4JSXByFt0W2D1\nOQwNDaG3t1ebBfbatcCRIwgHqQQYhiGy6vRpy+DOlaSFEIGkFdEXHBxsUy2tOYEEwPvxx/GTsTH0\n7thB17ZnnwXuvFNQqdvc3EwKwAULbIK001JSENPXx7GQTsYAbRbBwcGKr1sA6Fz86qvAb36DBQcO\n4Ia33yZXwXPPOe01pqeni+YgGY1GvPDCC9iyZQsee+wxPCWyBi0vL8fAwABmTcQAREaBlJycDG9v\nb1GSjHNNYNVH/LWntze++c1vkFhZCbz1liKFqmr72vgLtlGxWzAwYLs/YNHcTKoohc4Tr+BgjOl0\nqJXKOpTCsWPA/PkubUzW6XSYOXPmeDEFqOHdXQmk/Px8GwJJrFW2vb3daUPzSUEg6fV6pKamgmlp\nsTC4Z8+eha+vL9KtMwUEJN+pqamoZBdgLS2KMpD27t2L5cuX4+GHH0ZXV9d4WKUVLly4AG9vb/cI\nXTbb2CQ32idP0vtjxSIfPnxYOIRXAu5KIAGO29g0m0S6G1JS6L/du8dvO3qUbFPvvQdoKTt3ArRS\nIFVVVU3aiSO8vIj8tvJCz5kzB+fOneOq7hoagMhI1LW2uo0iwJ2hlEAyGo0YHR2Fj6ttYPYgLw/Y\nv3/87zt2WCw0LoeAje3KK6/El19+KTiYGT57Fj1TprjsGpOTk4Pi4mKbhrEdO3ZgzZo1dNwtXYqr\nw8Oxbds20eepqamRJ5BUBJFawOYgiSDLwwMHOzoEz4+HDh3C4sWL1f0+EQjZoazhbgRSQEYGPMQI\nLysLW319PeLi4rSR9wcEAOvXw++jj+Dh4YH+/n7g3XeBq66yBBS7mkDih6/W1dVpssYJCQlBV1eX\n5e8Mw6Cjo0NbCxsApKXhkYQE+G/aRCrKzk7g3nsFH9rS0kKNVwLtj+l+fuhkGBitgqIn83pAzeDD\nglmzgC1bEN3UhNY5c6g10In5LllZWYIbWoD2WOnp6UhJScEtt9yCHTt2CBYVbN++HWvXrp2YoV9I\nCKndJPZIK1euFK1P5xBIJSXc/CMr+M2ejfvnzQPYNnEZOEQgCSmQnn6a1FaXXSaYt6dGfcSi19sb\nDWKxGXI4fhyDM2fCZDJpfz6RQG5uLo6azxsMw+DkyZOYI5It6ErwCSSTyYSjR4/aZBt+RyBJYMmc\nOcDICBAUBAB47733cO2119qeWKRykBQqkL799lusXLkSHh4eeOmll/CrX/2KFgNWYNVPbqFmWLkS\nOHoUUQEB4hvtTz+l1H8zPvnkE+Tl5WHTpk2qbF8XK4E0NjaGzs5Ox8M03RU33AC8/z79+fx5WtS+\n8Qa1nbg5AgICYDQax62odqKqqgppKi+EbgXeAiAgIAAGg4EzNUFVFZCS4nYbOneFr68vTCaT7HeL\nzT9yi/O9HPLySIHESs8bGui2iUBmpg2BlJmZiYCAABw8eJD7WIaBR1UV4lescNnL8/X1RVZWFk6c\nOMG5fe/evbiEtcmsXIm44mIMDw+jRiSEtLy8nDvMEoI9CiQJCxsAeJSWwic7G3v27LG5j13HaAGh\nRi9ruNv5JmLmTPiLbbCtLGz19fWaNToCAO67D3jlFUSGh6OjthZ44QXKnjHDlQRSUlISampqOERt\nVVUVUtXkcIkgMjKSY9MbGBiAp6fneB6phqicPh17X3kF+L//A77+WlAJMTo6iq6uLtooLVhgQyD5\nXLiASj8/isIwYzJb2MSCzGWxdCn+MH06Gm6+WbM2ajFkZ2dz1yZW2LJlC6655hoARIZdffXVeOed\nd2we980332Dt2rVOfZ2i8PAgEklieHndddfhvffeE7xPUIEkALlzKx9nzpyxT5HFK2IBQKHaL7xA\nBFdnJyDwGdhDIA0FBKDVXgXS8eOoj41FSkqKS9dbixcvtmQIVVZWIigoyPFsPA0QHx+P+vp6S1ts\ncXExIiIibF6bwWBAY2OjDVfxHYEE4PrVq9Hu4QHodBgdHcU777yD22+/3faBAgSSRYGkkEDas2eP\nZeG1bNkyLF26FM/xpJ7bt293fa2kGAIDgXnzYKivF1YgjY3RieGWWwCQFePuu+/Gvn370NzcjE8/\n/VTxr+rs7NRcpqwVHCGQWltbERYWNikDFRXh+uuBrVup0vWSS0i6bEUoujN0Op0mKqTy8vLJTSAp\nCdKuqoIpKQmtra0XLxmqIXQ6nSI7wKSxrwFENMbEUK7Wli2UczFR5zUBBRIAPPLII/jFL35hWRQB\nAFpbMWwyYd6aNS58gbY2tu7ubpSWlmLevHl0w6pV0O3Zg7y8PNHQ1LKyMmkCiWE0t7ABAC5cQMpl\nl9nkMxmNRhw4cEAzAmmyKZASZ82Cx+gowFtMA+B8DnV1dYhX+5lIYfFiIDQUvx4bg9/jj5Pyz2qz\n50rSIjw8HHq93kL0jIyMoLm5WRPCLDIyEm1tbZa/O0V9ZEZCQgIqBgao6Y5ttOKhra0N4eHhtH6b\nPp3s3tZr4YMHUZ2QwGktLS8v14RMmwjYpUAyw1VFOLNnz8bp06dtlKYmkwlbtmzBRqu6+jvuuANv\nvfUW57FGoxF79uwhJehEQSYH6dJLL0VxcfH4HtMKHAKpslKUhJE7t1qDYRicOHFi/NqkBgYDEUXW\nn8dTT1FzX1ISNSL+4Q+2KiQVAdosxkJD0WVF1ioGwwCFhSj29na5vXTx4sXIz8+HyWTCsWPH3EJ9\nBAD+/v4IDAy0KPSOHDki2Kzq6emJzMxMFBUVcW7/j89AAoDl06ejeWwMDQ0N+Pjjj5GSkiIs4+MR\nSCkpKaoIpKGhIVRVVXEY3qeffhp//vOfLRfMrq4uHDp0CKtXr3b8H6YV1q5FYlGRMIG0ezf9u83/\npoMHDyIrKwtLly7F3XffjXfffVfxr3HmQsFRxMbGSrY+SEGLcEm3Rlwc5SANDFDu0Q9/ONGvSBW0\nyEGqqKiY3ASSkiDt6moMRkUhNDR0vD72O0hCyWJ8UjSwsdDpKJD9gQdoQTiRx7oIgXTzzTfDy8sL\nb775puU2prgYpQyD5cuXu/IV2hBIbMOJ5fiZOxeorcWanBz7CaTOTtr8qv0OSVnY2tqAsTEsufpq\n7Ny5k3PXsWPHkJ6ertnkcbIpkAzp6WjU6zmWXwC0QWlo4FjYNFUg6XTAv/+Ny3t7oauqAl55hXO3\nq1UvaWlpqDB/f2praxEXF6dJLXVkZCTHcuSM/CMWCQkJNjXWfFjyjwAiy+fN46qQDh5E3+zZFgLJ\nZDLh7NmzLsta0xp2K5BAZSKucBFER0fDw8PDZk1+9OhRhIeHI9NKkZOXl4e+vj5OmHZ+fj4MBsPE\nqkBkcpC8vLywadMmwSY5DoEkUaAwZcoUtLa2cocpIqioqEBgYKB9w8GEBGrkYzMJu7qAjz8eD+7O\nywP6+gC+DcoOBZI+Kgp9YnlLUmhqAnx8UNrR4XICKTY2FiEhISgpKcGWLVsmJrhdBImJiZZzYH5+\nviCBBAjbRr9TIAHw7umBV1wc1q1bh5/+9Kc2iiALBAgkS4i2ggwkNsvAWomSlpaG66+/Hr/97W8B\nAM899xy+//3vu5eVa906RB46hE6hk91f/gLccYflr3v37sUKs01g48aNOHDggKD/WAjurECKi4uz\nW4F00RNIADBtGn0XFiyY6FeiGlookP4jCKSqKnQEB1/832UNoYRAmhQNbNZYvRp48EFg+3bAxYQM\nBxkZdD3m5Ujo9Xq8/PLLeOSRRyzEcMvevSj18nL5wnHhwoXIz8+3TL/37dvHJbE8PYG8PHzPy8t+\nAske9RFAx3xdnXDA6YULwLRpmJ2Tg7a2Ns4me9euXeMWPA0gFMjMYmxsDK2trZQ/4yZISkpC+dgY\nRngB7ujspE2U+VjWXIEEAPHxeGjdOuz6xS8spS8sXE0gWRqMAU1DafkKJGeuC5UQSJb8IxZr1wKf\nfUZ/HhkBCgrgu3KlhUCqqKhAeHi4265l5eCIAqmnp8clCiSdTmdRIVnj008/5aiPALoe3HzzzXj7\n7bctt7mFy0NGgQTQHmrr1q2c24xGI5qamsbPLRL5dz4+PggICOBkionhxIkT9rdq6nTAihUA24D6\nj39Q7hF7jtLrqa3vo4+4P1dURNdxFfBPTES/iN1bEuZrmisDtK2xdOlSvPvuu9i2bRuuvfZal/9+\nMSQmJlp4DKEGNhZTp05FCe+a9x2BBACtrZi6dCkeffRRbNmyBf/f3p1HR1nf+wN/TzJJWLJP9j2Q\nhJCNJKwuLBqCLBW5ilqwQBWvtdZ7oPW2pdffaW17rVC0LV6X9lhvtXopVEWEiiiIQZRNCJtJIDvZ\n92SSQPbM748nM2SS2bdnnsn7dU7P6TwzmfkaMtv7+Xw+39tvv1337cYESJpQYXgYaG42GiDpe4P/\n7W9/i4MHD2Lbtm14/fXX8atf/cqq/xyby8yELDAQ6WOGJqK0VBioummT5tDoAMnb2xs5OTn49NNP\nTXoYe55pspY1LWyNjY380u3ErK1AUqlUKC8vl2zJOgCdLWzp6ekoLy+/1fd8/ToaJ03i37IZTA2Q\nJFOBpLZlCyB2GfaUKcJ7ro7hnVlZWbj//vvxy1/+EgBQeuAAJmdlOXzOVEJCAuRyuebM3eHDh3HX\nXXdp3+iuuxB//ToqKirGBdmdnZ3o7u42XIFjaYA0aZLwxUNXO8C1a0ByMtzc3HD33XdrtbHZ+gyq\nt7c3VCrVuK3bAaFE3s/Pz6kqHuVyOZp8fNA+ZrbV2H8Hm1cgjQgODUXjmMBNqVRicHDQoZ+fRlcg\n2TNAsncLmykVSFoB0sMPAx98IASv584BiYmYnpmpCZAuXLiAzMxMu6zXEczehW0UR84xHRsgqVQq\n7Nu3TzP/aLQNGzZg9+7dGBgYACDMPxI9QDJSgQQAixcvxrVr17S+e5SWliI6OlrYdGNoSKisMTC8\n3tQ5SOfOnbOsfe3WYoUAqb8fePll4Ic/1L7+4YeBvXtvtbH19AgVSWY+pv/06RhuajJ7kyaxA6Rf\n//rX+POf/4wFCxY4xfwjtTlz5uDkyZO4ceMGiouL9b52JSYmjtsVkAESALS0QBYcjLVr1+JOQwNB\nxwRIYWFhaGhogKqhQdiFzMguOvoCJIVCgffffx8NDQ3Yu3ev8w3fk8kge+opbOzs1C6FfOEFYdvT\nkTNuN2/exMWLF7USzDlz5uDChQsmPYyrBkgNDQ1OdQaVtFlbgdTY2IipU6c65Myb3eioQPL09ERa\nWhry8/OFA5WVKB0YcL7XJyfmsgGSs9DTxgYA//3f/4333nsPJ06cQP+lS8hav97BixPOlK9Zswb7\n9+9HYWEhmpubccfYzQWWLIF7Xh7mzp2LU6dOaV1VVlaG6dOnGw6+LNmBTW3mTGHjg7FGPmwDwNKl\nSzVtbAUFBWhqatKcJLIFmUymtwrJ2drX1G6GhuLGlSvaB0ftwAaMaTOxIV2fRaqqqhATE+PQgHR0\nBVJFRYXNTqAEBwdrBUgtLS12+5JidgsbIMxsiYkRdqDcvh1Ytw4pKSkoLCxET08PLl68KOkAyc/P\nz6IWNnUI7DOyGZG9LVq0CJ999pnm8ueff45Jkybp/N0nJiZi+vTp+Oyzz1BUVITr16/bbBdJi5lQ\ngeTp6Ynly5fj4MGDmmMFBQVISUkRLjQ1CfdjIGA39buLxfOP1BYvBj7/HNi2TXhfHludPGeOEHhd\nvKh+QCAlRTgRZAbPiAhETp6sczaUQSIHSNOnT8fnn3+OHTt2OPyxDVm+fDkOHz6M8+fPIz09Xe9u\nwImJiSgpKdE6xhlIgFA9ZMovIToaqK8XElYIu6xMnToVysuXhS9gRhgqMZ47dy7eeustLF261Kyl\nO4p8wwYku7mh509/Eg7s2ye8WPzsZ5rbXLp0CTNnztRqx8jOzmaANBFa2CTM2gokybevAcIH4upq\noZpyFE0b2/AwUF2NK52d0q60cjAGSHZmIEAKDAzEyy+/jFKFSZIAACAASURBVPvvvx8pMhmiRTrj\nvGbNGuzbtw9vvfUW1q1bN34zhcxMoKUFK9PTx+0eZ7R9DbC8AgkQPsCbGCANDQ3h/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UAgMD0aprF1AALS0tDJBoPGMBkgu2rwFCdfOaNWvw6quvmnxiisgW5HI5MjIycOHCBbzzzjtY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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x107d75750>" | |
] | |
} | |
], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 13 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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