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@spmls
Last active August 29, 2015 13:56
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working with SLAB1.0 data
{
"metadata": {
"name": "slab_shape_mask"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Making a shapefile in Python for SLAB1.0 data"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<b>The problem:</b>\n\nI am trying to extract a user-specified array from Slab1.0 data. The first step is to define a polygon using the coordinates of a desired hypothetical fault. This polygon will then be used to extract from the Slab1.0 array. The polygon will be created using the shapely module."
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 1:</b>\nLoad the Slab1.0 data (depth grid, and top and bottom lines) using script I've already made"
},
{
"cell_type": "code",
"collapsed": false,
"input": "%matplotlib inline\nimport numpy as np\nimport os\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.basemap import Basemap\nfrom mpl_toolkits.basemap import interp\nfrom tsunami_maker import slab_tools\nfrom pylab import *\n\n\nname = 'alu'\nslabdata = slab_tools.slabdata(name)\n\nslabdata.top, slabdata.base = slabdata.load_top_base()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "(slabdata.x, slabdata.y, slabdata.depth) = slabdata.load_nc_depth()\nslabdata.strike, slabdata.dip = slabdata.load_nc_strike_dip()\nslabdata.plot_slab_contours()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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uGYR0q3jj32bCshlwz0IIDqu6gxmp8Mi5EBgKTy7WMECRMjTnSkRERKQJSeSf\nBDOUcK7iME9gJ4RQpmK69uLMG4o9KN1ducpdBql3Qp/fSxeO2PJ3KDoEZ75TvtGtn8KKR+H6FRDU\nqeJNN82F2XfCfUuhQ6+qO7drPTx1BVx2L/zxIS1YUQfN7T1Zc65qRpUrERERkSbkKJsJZgDgrlz5\nMQoAs+QnDK9LS4cEHvkE2txUmuAUHYbkt9z7WZWVsQVip8KV31WeWO2Og89ugz9/X31iFT8PHhsL\nU16CCQ8rsRKpRI2Sq6ysLK655hr69etHdHQ0q1at4qGHHqJfv34MGjSICRMmkJ2dXd99rVcamy5W\nUByJFRRHYgXFUfNUTBbFHMGfKFzkUUwiPp4hgmbJfAy7Z2U/swSyv4bQ60u/nPy6ewGLgM6lnzmL\n4ec/wbnPQPsBFW+YuRdmXgWT34MuZ5U7VS6GFn8ML98M076Fc66x6GnrmWnCj5/CvNmN3RM5jdQo\nubrvvvsYP348W7duZdOmTfTr14+xY8eyZcsWNm7cSO/evZk+fXp991VERESkRcslgSD6YWCniHh8\nOAMbfphmCWbJYgyvMZ4Ll4JPN/Dp6j52FUPym9BzavkGN74O/u3gjCkVb+YogHf+CBc9AAMur7pT\nP82AT6a551f1q2S/rNowTSjIB6ezbu2czJ4kuP1i+Og/0Klr/d5LpIyTzrnKzs5myJAh7Nq1q8pr\n5syZw9dff80nn3xSvvEWNH5SREREpL6l8A5O8onirxzhJUxyacM/MZ1rcBbcilfQ7+4L0+4Drw4Q\n9g/38b45sOMlOH9paWOFR+D93jBxCbSNrnizWbeBIw9unlX1EL9f3oavnoZ//wrh3Su/pjqmCfHL\nYOHXsG4pJHtWIHQ6oUtPGHIunDceRo0F/4Dat3+iokL48AX45GW4/R8w+a9gt9e93XrQ3N6TNeeq\nZk5auUpOTqZ9+/bceuutnHnmmdx+++3k5+eXu+a9995j/Pjx9dZJERERkdOBu3LlToSKiMcX93Lp\nZsmvGPYL3ReZJuT8CMFllj/f8z50PaE6te4/0OOKyhOrdZ/DjqVw/dtVJ1ar58LnT8C/FtU+sTJN\n+PVbuHogPHkXtAmDR9+AJYdgTQGszoVnZkH3fjDrVbgoHP4yHt59BlYvgryjtbtffh58PROu6gdb\n1sJna+HG+5tsYiUt10k3ES4pKSE+Pp7XXnuNYcOGMXXqVJ555hn+9S/33glPPfUUPj4+TJ48udLv\n33LLLUQtfIUvAAAgAElEQVRFRQEQGhrK4MGDiYmJAUrH8jaF47LjiptCf3TcPI83bNjA1KlTm0x/\ndNw8j4/9uan0R8fN81j/e9Q8j3PZRkrsKLxZTPeY9bTjOWJjY3EVziHm4gfd1y+cBWlHiOk70H28\n4HtYs4iYhz4tba+4gJikN2Dy6or3+3EOzLqLmOkLwK9V5f3JSIW37yHm9QXEbk+B7Sk1f57v5sAH\nzxNjZsP9zxHrDADDIGbgyIrX9x1MbOchkJdLjE8hbPiN2P+bCnt3EDMwGs48j1hbCHTpRcyE68Db\n2/19RxEx3SIgYS2xn38Mm+OIuTAGnvyI2KNOSNpNTERUo//3Wfb42J93796NnLrrr7+e7du3A+51\nIUJDQ1m/fj0A06dP57333sNut/Pf//6XsWPHNnj/TjosMD09nVGjRpGcnAzA8uXLeeaZZ/jhhx/4\n4IMPmDlzJosWLcLPz69i482oxBcbG3v8XwKRU6U4EisojsQKiqPmx0Em8UxgBIspIZX9XEEX1mOa\nLpxH22EPSsCwhcPhtyBvBXT5yP3FvZ9A2pcwam5pY5tnwq4f4cpvK97o0ykQ2Bauer7yjrhc8Pdz\niQ0ZSsy0V2v3ENs2wL2Xw+U3wl2Pg7dP7b5/jKPIXYGKXwabVkHiRjiQCt6+YLrcwwo7RUG/ITDi\nYrjgcmgXfmr3aiTN6T0ZmuawwAcffJDQ0FAeffRREhISmDx5MmvWrCEtLY3Ro0eTmJiIzWarhx5X\n7aSVq/DwcDp37kxiYiK9e/dm4cKF9O/fn3nz5vH888+zZMmSShOr5kb/ByRWUByJFRRHYgXFUfOT\nTxKB9MHAwMEmfDzLseNKBCPEnVgB5C6BVqNLv3jgR+j4h/KNbfkQhv2t4k32J8CWH+GfSVV3ZNH7\nAMQ88krtHiAhHv4yDqa9BmOvrd13T+TjC0POcf/nGJcLCvLAsLnnZ2kp+Ib334usbzNi4Cl9zTRN\nvvjiCxYvXgzA3LlzmTRpEt7e3kRFRdGzZ0/i4uIYOXKklb09qZMmVwCvvvoqN9xwAw6Hgx49evDe\ne+8xbNgwHA4HY8a4V60ZNWoUM2bMqNfOioiIiLQkR0jmAJvoy5XkkUQgPQFwsAVfzgDAdK7BsA8v\n/VLeCgjz7GVluuDgIuj/bOn5o6mQuRWiLql4w4XPwgX3gX9w5R1yFMJnj8Ej30Bt/sZ/3x649w/u\neVWjJ9T8e7Vhs0Fgq/ppW2rm0kctaSZ29QZi4za6D5ILTqmNZcuWERYWRo8ePQDYt29fuUQqMjKS\ntLS0Ove1tmqUXA0aNIg1a9aU+ywpqZq/8WiGNHxCrKA4EisojsQKiqPmIZ/DhNLV8+cdtGIwAA4S\nCMJd/TFd6zDsnj2oitPBlQu+vd3HR7eCdysI6FLa6K4foNt4sJ8wJC83AzbPhceqXgGa2I8haiD0\nHl7zGCoqhPsnwM0P1l9iJU1Db2sqVzG9LyLmxtLjJ15+u9z5MWPGkJ6eXuF7Tz/9NJdf7t424LPP\nPqtyzYdjjEaobtYouRIRERER66Wyknb0ASCPHYRzNeBOrnzoB4DpjMfw9Qz7y4+DgGGlQ+IOL4e2\n55ZvdPc86D2x4s3WzoIzLofANpV3xjThx9fg1hdq9xD/nQYRUe7V+UQssGDBgmrPl5SUMGfOHOLj\n449/FhERQUpKyvHj1NRUIiIi6q2PVWnYGV5NmP52T6ygOBIrKI7ECoqj5iGHVIKJxMRFAbvxpxsu\njuLkMF50dU/yd27EsLkrWhSsA/+hpQ1kroQ2Z5ceu5yQugS6XFzxZus+g7Oq+Zv+Xeuh4CgMdH+3\nRjEUvxx+mQ2PzdQcKGkwCxcupF+/fnTq1On4Z1dccQWff/45DoeD5ORkkpKSGD58eDWt1A9VrkRE\nREQagYl5PLkqZB/ehOJFEIWsxZteGNgxzWQwWmHY2rm/VBAPrW8tbeRIHPS4r/Q4YxMEhkNgWPmb\nZe+Hg9uhdyVJ1zHLPofzJ9d8rlVxMTx5J/ztFQipohomUg9mz57NpEmTyn0WHR3NxIkTiY6OxsvL\nixkzZjTKsEBVrjzK7kEgcqoUR2IFxZFYQXHU9BWShYEdX4IpYCf+dAfAwXZ86AuA6dyEYS+zmlrB\nevAf4v5z8VHI3wPBZ5SeT1sOEedVvFnCT9BnDHhVsTS6acLKb+Dsq49/dNIY+uotaN8JRl9d/XUi\nFnv//fe54447Knw+bdo0duzYwbZt27jkkkoWdGkAqlyJiIiINIKjpBFMJAD57CLAk1wVsx0fzzws\nXJvA5kmuSg6BMxd8otzH2RsgeADYvEsb3b8SuoypeLOEedD/sqo7k7oNSoqg2+CadT4/F95+Et78\nRcMBRcpQ5cpDY9PFCoojsYLiSKygOGr63EMC3RPuyyZXDrbhfbxytbm0clWwEfwHlSYzWesg9Mzy\nje5fBR1P2NfH5YTEX6FvJUnXMWt/hKGXlUuUqo2hL96Asy6APoNO+pwipxMlVyIiIiKN4Nh8K6iY\nXB2rXJmuTRg2z2bCBevBv0xlKSseQsssbpF/EAqPQJs+5W+Uuh6CwyC0mpXT1v0EZ42vWccdRfDx\nS3DbtJpdL3IaUXLlobHpYgXFkVhBcSRWUBw1TQ6KKMK9aWrpSoElFLCbALrjJAMoxk5HTLMAXHvB\n5q5iUbChdL4VVKxc7V8N4cPBOOH1bvtC6DO66k7lZsGOtcdXCTymyhiaNxt6nqGqlUgllFyJiIiI\nNCAf/ADIJpUQOlNIKj60w04ADrbiTV8MDHD9DrY+GIZnTlVBfGlyVZIL+bshuH9pw/tXVhwSCLBt\ngXsxi6qs/QHOuAD8Amv2AJ+9CpP/WrNrRU4zSq48NDZdrKA4EisojsQKiqOm6Qc+YAebcZBHMXkE\n0I48dhJAD8C9ebAv0QCYzg0Ydk91yJkLxXvBz32OrPXuVQJtZVb/27cCOp1NOUW5sCcOel9YdaeW\nz4ZzKm46XGkM/b4Gsg7DueNq+sgipxUlVyIiIiINJIN02hJGDikEE4mBjXySCKAXgKdyVSa5Or55\n8Abw7Q/HqlhH1kDoWaUNO4vhQHzFylXSEuhyFvgGVd6h3COwZSmMuLJmD/Dt+zDhf8Bur+kji5xW\nlFx5aGy6WEFxJFZQHIkVFEdNTzEO8sghlHZks5cQugCQxw4C6QmcULlybcCwH0uu1kNAmflV2fHQ\nukxydfh3aNUZfEPK3zRpcfUbB6/5HgZcCAHBFU5ViCGXCxZ9A5deX6PnFTkdaZ8rERERkQaQyUFC\naYcNuye56gxAPjsI4G5MiilmB970wTRd4NwMx5dhj4eAEaWNZcVDzwdLj9PXuBezONHOZXDV81V3\natW3MPKPNXuArfEQ3Bo696jZ9dLybPvM+jb921vfZiNScuWhseliBcWRWEFxJFZQHDU9h0mnLeEA\nZJNCOGfipAAHh/CnM8XsxE4nbARgmjvBCMUw2ri/XLAB2t7p/nNJvmcxi+jSxg+sg7Ch5W/oKID9\nv7uHBVbGUQibFsHdb1d6ukIMrVkMI6qpgknLt/M769ts09f6NhuRkisRERGRBpDBftrREXAnV6F0\nIZ+d+BOFgRcOEvA5Pt9qU+nmwS4HFG0Hf89+VzmbIahv+cUsDq2H6JvK3zB1PYT1A5+AyjuUsAy6\n9IfgdjV7gPUrYNykmj6utESX1UPlCoDH66ndhqc5Vx4amy5WUByJFRRHYgXFUdNzrHJVRA5OivCn\nLfnlVgrcgg/9APdiFtg8KwUWJYBPFNg8SVL2eggts5mwqwQyfof2A8vfcE8cdB1WdYfW/QxnVr3q\nX7kYMk3YtAoGVrLUu4gcp+RKREREpAG4K1fhxxezMDDII4nAMisFHqtc4dpYZjGLDeBfJpnK2gAh\nZY4zt0FQJPi0Kn/DvWuhSzXJ1fp5cOalNev8/r3uf3bsUrPrRU5TSq48NDZdrKA4EisojsQKiqOm\noZAiCimiGAe5ZNOa9mSxm1C6ApBXbhn2LfhyBnBsGXZP5apgfenmweCuXIWUOT60ATqUSbaO2bu2\n6vlWh/ZC9iHoMbTy85wQQ8eqVoZx0mcWOZ0puRIRERGpJ/FsI48CMthPazpgw04WewmhKyYm+Z7K\nVQkHMSnGTidMMxPMTLC5l2enIB78Pcuwu0og5/fylauD66HDkPI3LsiBrFQIj6ZS63+BwWPAVsNX\nwQ0rYPDZJ7+umXL+8hMlb73W2N2QFkDJlYfGposVFEdiBcWRWEFx1DQsIo5inBxiH+3pBEAWyYQS\nRRHpGHjjQ1scbMaHMzAwMJ3rwT4Iw7CB6YSCjaWVq6MJ4N8ZvMsMATwQD+1PSK5S1kHEQLBXsXZZ\n/MmHBJaLobhf4ayY2j18M2HuS8Nx1xSMMwY1dlekBdBqgSIiIiL1wEExWeTSnlC2eJIrF07PSoFR\n5LCaIPoAUMQmfPGsBuhch2H3VKqKtoNXe/DyLMl+ZG35zYNNl3ulwBOXYd+7pur5ViXF7iXY75xR\nswfZvxcy0iG66iGEVnOtX4frt2WYeXkYHcKwDRqCMXAwht1u6X1MpxPH/9yA1x13Yz/nPEvbltOT\nKlceGpsuVlAciRUUR2IFxVHjS+cw7WmNHTuHSKMDEeSQSgBt8MafPLYRiHuPHwcb8cVdOTGdazFs\nnsQofw0ElEmSjsRB6zKbBWftBJ8QCDhhI9bdqyFqBJXaugLCe0JoWLX9Px5DC76CmCvA4sSmMmZe\nHkU3XI3jT9fg2rkD8vNwrVyO47Y/Udg7kuKnn8DMz7fsfiUvTAfDhtdD0yxrU05vqlyJiIiI1IN9\nHKIT7TExOUga7YngIGtp7Vl6PZcEwvgjJiZFbKQN/wbAdMZh83X/mfw4CCiTTGWuhK5TSo/TV0N4\nmfPgXjY9eSX88YXKO7b2Rzjrspo9hGnCt+/DI/+t2fV1YLpcOG6aiNGmLT7x2zB8fcudd23fRslT\nj1F03lB8Pv0GW99+dbqfc9VvlLz5Kn4r4i2viMnpS5UrD41NFysojsQKiiOxguKo8aVxiAjak81h\nvPEhkFZkspM29MDEJJetBBGNk32YlOBFJKYrHcwcsPV2N5K/EgJGuf9cnAN5O8vvcbXvN+g0qvyN\nM3a5V/VrE1V5x+K+g+GXn7T/sbGxsCYWnCUwLKaWT197zhmvQE423jPerZBYAdj69MXno9l4TX2Y\noksvwLl44Snfyzx4gOJbrsfn9XcwOkXUpdsi5Si5EhEREakHqRwgkjAOkEI47v2hMkmiDT0pYh9g\nx4cOFBGPH0M9i1msxLCPwDAMcB51z7k6tlLg4RXu+VY2n9KbpC2HTueWv/GOJdDzgsqXTU/ZCo78\napdgL+fd6XDzg/W+BLt5IJ3i557E+433Mby9q73W68Zb8fnkKxxTbqDknTcxTbN298rPx3H9Vdhv\nvBX7+JMnmSK1oeTKQ2PTxQqKI7GC4kisoDhqXC5cpHKAzoSRzl7C6IyTYrLYQ2t6cJTfaeVZHbCQ\ndfjiTnZM5woML8+S5/mr3ImVzVPFObwU2l1QepOCTMhOrrgMe9Ji6BVTecfi5sLwK2uULMW08Yfd\n2+HyG2v59LVX8sE72CdMxNazV42ut597Pr4LllPy9us4bpqIK2Vvjb5nFhTgmDwBo2dvvKY9Xoce\ni1ROyZWIiIiIRVaSwg4yOcQRggggAD/SPZWrLHYTRDje+HuSK/fqgEWsLZNc/Qb2c9yN5S2HwDJV\nqYxYaHt+6fG+FdBxJNjLVHpMs7RyVZm472D4FTV7mJlPwa0Pg7fPya+tI9cvP2L/47W1+o6tZy98\nl8Rh692XorMHU3T1ZZTM+ggzJ6fye6Sm4Lh8NEabtu6hh9oQWeqBkisPjU0XKyiOxAqKI7GC4qhx\nfMNWinGyh3S6EI6J6/iwwMMk0Rb3XKqjbKIVZ+CiAAdb8WUwplkAzk0Yds8qf7lLIdCzPHhJLmRv\nhrZlNvJNXQKRJyRRh5PBWQwdelfsXE4G7N0CZ1SReJW1Ywuxy1fAVVNOfm0dmaaJa8tmbINrv9S7\n4e+P9z//jV/CHuzX3YDz268o7BNJ0YTxFL/8PM4f5uKc+w2Oh6dSdPZgbJdchvc7H2N4aU03qR+K\nLBERERELFOMkhWy60Zof2EQXwsnkEH74E0AQh9lOGANxUUQ+OwkiGgeb8KY3NgIwnUvA3h/DCARX\nERSsgUBPFStjmXu+ld2/9IYpi+HCV8p3orr5Vut+hoEXgXfFxSIqeP9ZGD0B/PxPfm1dZWWB3Y4R\nEnLKTRitWuE1cTJeEydjZmfjWjQf58rllKxYCjYbtkFn4rtiPbbOXSzs+Gnou0Dr22x7jvVtNiIl\nVx4amy5WUByJFRRHYgXFUcPbTRYdaYUfXuxhP4PpTTp7CKcrABlsJ5pryGUrAXTHjj9HWY0f7kqV\n6VyCYfcM+8uPA99+YPckHIcWQfuLS29WeASykiouw564GHpdWHkH1/4IQ2uwBPv+vbD0R2J+3Fmb\nxz9lZk42RkioZe0ZISHYJ1yLfULthhlKDYw/aH2bhg0IsL7dRqJhgSIiIiIWSOQwvWhLCSXsJ4PO\nhJFGMp3oRgGZFJNHMBHksJFWng2DC4nDD3eCZJYswbDHuBvL/RWCyiRJBxdA+9Glxym/QqdzwF5m\nPpRpQuIi6FMmCTvGWQIb5sNZ40/+IB+96B4OGGxdwlOtwkLw82uYe0ndeAVa/x97A1RHG5CSKw+N\nTRcrKI7ECoojsYLiqOElcpg+tGUvB+hAa3zxYR/JdCKKDLbRjj4Y2MhhPcEMxqSEQtbgxwhMsxDT\nGYfh5VnAomxyVZgOBXuh9bDSmyXPg65jy3fgwDaweUG7HhU7t3UFhHWDNp2qf4isw/D9x/CnqQ0X\nQ46iBlk0Q6QhKLkSERERscA2MuhNW3aRSg8iKSSfLA4TRiSHSKA90Zg4yWEjwQzGwRa86IidtuBc\nBfZoDCMEnHlQsA4CPUMED/ziHhJo88zmME3Y/TN0O6EKtXUe9Luk8vlWcd/BsBrs6fTZq+65VmEN\nuLFuYSH4t6zqhZy+lFx5aGy6WEFxJFZQHIkVFEcNw4mJC5OjFFGMkwiCSSKFnnQmjV10pCt2vDjI\nFtrTnzyS8KEdPrSlgOX44Z7M7ypZiGH3DOfLWwL+Z4Hds3jAgZ8h7NLSmx5cD17+0PqEFQG3/Aj9\nKxn2Z5qw+lsYcVX1D5OfB7NnwC0PAQ0XQ2Z2FkbwqS9mIdKUKLkSEREROUV2DEygFb7M5ApcuNhF\nGj3pzF6S6EIvisghj4O0oQfZrCGEswAoZDn+nuTKLJmP4TXG3ejRX6DVJe4/u4rh4HwIK5M07ZgD\nPa8qX6HKz4I9cdCnzLysY5I3uhOsboOqf5iv34Yzz4eoPqf4a5wac18aRseTDFcUaSaUXHlobLpY\nQXEkVlAciRUURw1jKZnkUgKAHRu7SCWMNgTiz2620ZU+HGAz7emHDS+yWE0ow3FRSCHr8ONsTNdh\ncG3HOLZ5cM5PEOypVB1eAYHdwN+TfJgmJH0Fva4u35EtP0DPGPANqtjJZZ/DORMrHy54TFEhfPgi\n3Dbt+EcNFUPmtgSM3n0b5F4i9U3JlYiIiMgpKMDJo2zHCxvp5GJisoVd9Kc7OWSSRw7hdGE/8YQz\nBCeF5LCJEIZRRBw+9MVOKKZzPoZXDIbhA0VJ4MoDv8Hum+yfC+FXlN40YxOUFED4iPKdWfc5nDmx\nYiddLlg6Cy6YXP3DfPse9BkE0WfW7Uc5Bc7lS7CNOPvkF4o0A0quPDQ2XaygOBIrKI7ECoqj+hdH\nFtG0ooRiXLgwMdlIEgPpxQ5+pxvRGMB+4unIULJZRxB98CKIfH7FnxgAzOIfMLw8w/5yvofgP7ir\nTKbpTq46lZkrtfVT6DOpfBXq6CHYtRwGXFmxkxsXQnA7iBpY9YMUFcI70+HOx8p93BAx5NqRhLl3\nD7aRSq6kZVByJSIiInIKDGAKkSxkF9+RyB7244WdTrRnO+vpzSAOk4gvwbQinEyW0IbzMDHJZyEB\njMY0izGd8zC8PJv7Zs+FEE+lKnuDe4PVYE9i5HLCtk+h35/Kd2TNx3DGFeDXqmIn570Jl9xR/YN8\n8Qb0OxMGDK/+unpQ8tKzeE25A8Pbu8HvLVIflFx5aGy6WEFxJFZQHIkVFEf173zaMowQlrGHc+lC\nHFsYRjRHOUIG++lGNHtZTmfOxsTpSa4uopgdmBTiwwBM51IwumPYIqH4IBRshCDPohRpX0Kna0qr\nVHvmQ1AEtOtf2gnThBVvwzmVJFAHkmHLErjgTxXPHZNzBN6dDvc+VeFUfceQc9kSnL/8hNdfH6zX\n+1jBkZZG7ooVjd0NaQaUXImIiIicokQOU4ST7oSwnu2M4Aw2s4q+DMUG7GE5XTmPbNbhQ3v8iSSP\n7wlkHAYGZvFX2LwnuBvL/hqCx4PNz500pX4OkdeV3mzzTDjjtvId2DYfvHyh+zkVO/fNczD2DvCv\nZJGLY2Y8BhdPgF5n1Pm3qA3Xnt04pkzGZ8a7GKGhDXrv2nAePcq+f/yDrQMHkrd6dWN3R5oBJVce\nGpsuVlAciRUUR2IFxVHD+IatXEZv1rCFXnQhCD82sIIhnEcqqwkmklZ04iA/0IHxmJjk8S2BXOEe\nEljyNYb39e7GjnwCoZPcf85cAXZ/CPEsbHE0DVIWQ99J5Tuw6Hm46IGKKwEe2A0rvoArH6i68wnr\nYN7sSqtWUH8x5NqagGP8hXg/+HfsY8fVyz3qyjRNjsyeTUK/fjhSUui3cSNhD1TzW0qD+fLLL+nf\nvz92u534+Phy56ZPn06vXr3o27cv8+fPP/75unXrGDBgAL169eK+++6r1/4puRIRERGpIROTLIoB\n2E4GO8nkQrrwK2u4mGFsZiUd6UI7wknkR3oxjmKyyWQp7RmPg42YlODLWZglv4CtF4atGxQlgmNH\n6RLse96HLjeXJk2b34K+k8GnzLyq5FVwMAmGnpBwAXz6KIy/B0LaV/4gxcXw+G3wwPMQ2tbCX6hq\nZmEhJa+/TNG4C/D6xxN4/fmeBrlvbRXt3MnOcePY/+STdJs9m6iPPsInMrKxuyUeAwYMYM6cOZx/\n/vnlPk9ISGD27NkkJCQwb948/vKXv2CaJgB33XUX7777LklJSSQlJTFv3rx6659XvbXczMTGxupv\n+aTOFEdiBcWRWEFxZD0TkwMU4YuNYpy8wRpuYjBr2UJH2tKJtvzEDCZwB4dIoIBMIhnJfmbRhvPx\nJpQMZtGKiRgYuIrfx+Z9s7vxzPeg9U1geENxDuz7BkZvdZ8rKYJNb8O1v5bv0M+Pw9hp4OVT/vPE\nONi8GO56o+qHee8ZaBsOl99Y5SVWxJBZWIhrxVKcP36H85svsA0bge8vy7D1aXr7Wjmzs0l/9lky\n3nqLsL/9jbD779dCGydKm2p9mz7da3V5376Vx87cuXOZNGkS3t7eREVF0bNnT1avXk3Xrl05evQo\nw4e7F2y56aab+Pbbb7n00kvr3PXKKLkSERERqQEDgw74YsNgJusIJ4ghtGP6/7N333FVVn8Axz/3\nXraIAiIo4EJFcaK5cu+Z5ja3pVma2bAsS/tpWZo2TNPS1NTce2/FvQc4EFEBZSOy1x3P+f1xKSRA\nUS6Kdt6vV6947n2ec87z/L79Xnw55/kedvAe/TjHQcpRBWfcOcwUvOgNKISzhurMRiGJFLbjymGE\nEo3QH0RtvQQULTz4EzyOGDu6txKc2oKVi/H45jooVQscvbIGc/s4RAVA4xHZB6kosOh9GDwdrHOp\nHghw/SKsngtrLz56Y+GnJDIyMGzbhGH9apRjPqhr1ELdsSuWB0+i9qhs8v4KShcVxf3ffiPm11+x\n69KF6n5+WLi6Pu9hFU0WFUzSjM+JW/icvGU8UIebpM3w8HAaN278z7GbmxthYWGYm5vj9tDMo6ur\nK2FhYSbpMzcyucok/7onmYKMI8kUZBxJpiDjqHCoUbGNAHyJZAbt2MA+GlIDG1Rc5CjDmEgEF0gn\nnoq0IZrt2FABW6qTwGKsaYEZLii671GZ90SlKgHxa8DKC6w8jYUsguZDrZ+NHQoBl+ZAk/9lDUII\n2PEFdJ6Sc9bq4FJjwtR6aO43kJ4GkwbDJz+B86OXuj1pDIm4OPSL5qP/fR5qr5poBg3D4vdlqOzt\nn6idZ0EXE0Pirl3Eb9hA8vHjlOzbl6rHjmHl6fm8h1a0OZlm5qrV68Z//jZ1ZvYkv3379kRGRua4\n7ttvv+W1114zyRgKi0yuJEmSJEmS8kEgWM91DnGHabThKjcJJ4Y36Mg2FtOQthSjGEdZQj1GAnpC\n+YOqTEegJ5FFODEPIRQU7e9orFcZG45dAKUy3z+6fwSEAZzaGI/DjkNGIlTskjUQ/72QFA0N/rWk\nLzEWVkyCr3aDOo/X6n/8BDzrQNdBpnsuDx6gn/sD+sW/oen8Gpbb96P2erbVBx9HKAqpZ8+SsGsX\niXv2kB4QgF27dtj370+FVavQFM9jlk96Lvbv3//E17i6unLv3r1/jkNDQ3Fzc8PV1ZXQ0NBsn7sW\n4sykLGiRSe4HIpmCjCPJFGQcSaYg48i00tDxI6c4Rxjf0o4k4tjGUd6kBzc4TypJvEIbrrGekpSn\nLPUIZw3F8MSOOqSwFQ1lsOIVhH4PqEqCpiGkX4OMQCiR+Wf8O/Og0tis5XoXf4J6442bCYNx2d+O\nL6DbN6D519/IV3wOzfqBR73cb+LoTji6A754xLtYD3lcDImkJHQzvibduyoiJhrLYxew+P3PIpVY\npV6+TOhHH3HV3Z2Qt95CZGTgOnMmtWNiqLRxIw6DB8vE6gX2d8EKgO7du7NmzRq0Wi1BQUEEBgbS\nsGFDXFxcsLOz48yZMwghWLFiBa+//vojWi0YOXMlSZIkSZL0CGEkMpPjVMGRb2hDFPdZwlaG0hUz\ntBxjOwMYTzx3uM1+OvEjWmIIYzm1WYpATzw/44ix5LnQ/oLaYhwqlQruzwfHUcZCFql34f5hqLfU\n2C9iSVEAACAASURBVHH8HQg9Cp1XZA3Gb7Px33V6ZR9kwGk4twN+9c/9Ju5HGqsDzloHdgXbV0pk\nZGBYuhDdrG/RtGyD5aHTRepdKiEEiTt3Ejl9OrrwcByGDaPKwYNY5VEIQXqxbN68mffff5/79+/T\ntWtXvL292b17N15eXvTr1w8vLy/MzMyYP3++8b8xYP78+QwfPpy0tDS6dOlSaMUsAFTi4ZTP1I2r\nVBRi85IkSZIkSYXqPGHM4ywDqU0HPLjFPZawjQF0oCqu/MWPNKY91ajDXiZQiwGUoxk3mIg15SnP\nGJJYTTIbcGEDGPwxpLZBYxuMStGBf3mo6gcWbnDtczCkQe3M9618PgS1BbSYaTxWFJhRB7rPgJpd\nswZp0MPHDaDnBGiZy3I/RYGxXaHGK/De10/9LER0FPqli9Avmo+6bj3Mp3yDunbdp26vMGjv3iVk\n5Eh0YWGUmTqVkj17otJonvewcvWi/Z5cmON90Z7Fo8hlgZIkSZIkSf8iEGzlBgs4z+c0pwMe+HKT\nJWxjGF3xoiJbWEwlvKhJIy6yBEeqUI5mxHKIFAJx400UUohjFg58aSy/rp2N2mIsKpWVcdNg29bG\nxMqQDsGLjUsCAbRJcH0ZeD+0F5TvRrCwgRpdsg927+9QrAS0GJj7zaydD4kPYPSUp3oWys0AtO+M\nIL1eNcS9ECy37sVyw44il1glHTrEjYYNKd6qFdV9fbHv06fIJlbSy+uxyVV8fDx9+vShevXqeHl5\ncebMGR48eED79u2pWrUqHTp0ID4+/lmMtVDJtemSKcg4kkxBxpFkCjKOnp4BhUVc5BBBzKAdnpTi\nNFdYzwHepQ9VcGcny7DGhla8TjBHiOEq9XkbLQ+4zUyqMAUNVsQzFytexRJvhHIXod+KymKsseJf\n7AJwfNfYadh6KOkNtlWMx9eXg3sbKO5uPBYC9n0LnSZnL5+eeB/WTIW35+VeVj04ABb8D6avgCfc\ns+nwrl1oPx5HRodmqCpUwsr3FhbzFqGuUeuJn2lhi9u4kaA33qDi6tW4TJqEyky++SI9H49NrsaP\nH0+XLl3w9/fHz8+PatWqMWPGDNq3b8/Nmzdp27YtM2bMeBZjlSRJkiRJKlQpaPmO44SRyLe0xYli\nnOYKuzjB+wzADSf2sJoM0unKMBK5yyWW0JRPMcOK23xDabphR1103CaJFTjwJQBKxgxU5iNRqRwg\n5QSIDLBta+w46Heo+I7xZyHAdwHUHZs1MP+9xuV/NbpmH/CqKdB8AJTPpYiEwQCTR8A7X0GFqk/0\nHBS/y+jeGwVpqVhduIH5Z5NROTo+URvPSsLOndwbO5bKe/dSvHXr5z0c6T/uke9cJSQk4O3tzZ07\nd7J9Xq1aNY4cOYKzszORkZG0atWKGzdu5Gz8JVo/KUmSJEnSy+0q0czjDPUoy5t4Y4aaywSwkUOM\nYwBOlOQQm4jiHn14F9CxjwnUYiDlaUEUW4lgLbVZhgozIhmADW0pwdsIJQRDSj00xW6gUjtByECw\naQBOH0LSDTjWGjrdBbU5RJyG3UNhREDWbNS89tBgMDQaljXgu9fhy1bw6w0o7pDzhv76GQ5uhsWH\n8y7Nngv9pnXoPhqL+ey5mPUZUKBnWthSL17kVseOeOzYQbFGjZ5p34aMDO4sW0bFwYMxs7F54utf\ntN+T5TtX+fPIOdOgoCCcnJwYMWIEvr6+1K9fn59//pmoqCicnZ0BcHZ2JioqKs82hg8fToUKFQAo\nWbIkdevW/WdTur+XLMhjeSyP5bE8lsfyWB4/z+NwkrjSypo3qUeqTyDHOYpbKw/WcYB6PmW5ji/F\nWincI5CyPnU5zgk0rY5TloYE+SjcYD0lW/1OTX7jqM8J0jhC7VZx2PEmPj4+KBkzaNlyDCq1Ez4H\nNsG97bQa8qux/41fg9KCVmrjsj2fVd+CTQtaZSZWPhv/hFMXaDV6R/bxH/8Ben+GzwW/nPcXE0Gr\nhd/AilP4HD2ar+fRsmVL9LO/4/C8OZh9NYM2mYlVUfjfJ7fjV6tW5XaPHoSMG8eDtDSM3xZu/0II\ndi1bRuShQ9gfPIh9nTrcdnDAqlSpx17/98/BwcFIL69HzlydP3+eJk2acPLkSRo0aMAHH3xA8eLF\nmTdvHnFxcf+c5+DgwIMHD3I2/gJloT4+Pv/8RyBJT0vGkWQKMo4kU5Bx9GTiSccOC9SoAQgjmvms\nZyjd8KQ8t7nKPtYyiI+wwx5f/iKWAFrxFSrgCqNwpB2uDMLAfUJpgwsrsKQOwnAJQ2pnNLY3Uans\nIPIr0EWC++8gFNhbEZpshxK1waCF38vC4ItgV844uLVjwNYJuk7NGrDfIZg30lh63dwy+80oCoxq\nC827wPBP8nX/Qgh0Ez9EOXoYy827UZUpW6RjyJCSQmDLlpTs1QuXSZMKty+tlmgfH8J27SJ81y70\nqamU79sXjzffpGStp3//7EX6PRnkzFV+PXLmys3NDTc3Nxo0aABAnz59+O6773BxcSEyMhIXFxci\nIiIoXbr0MxmsJEmSJElSYSiJ1T8/R3CfBWygL+3wpDyxRLGHVbzOKOyw5y7HuctR2jMLNWaEMB8N\ntpTlDQSC+0yiOP2MiZVQMKS/h9rya2NiZUg2FrLwOGbsLPYYmJcwJlYAIfvBoVpWYpWWCBdWwxfX\nsgZrMMCSj2DYzJyJFcDyH0CvgyEf5evehRDoPhyD8LuM5Z4jqEoWbB+swiZ0OoL698eqVi2cP/+8\ncPoQgpgTJ7jz55/c27QJO09PXLt1o9natdjXrfvP/kmS9G+PTK5cXFxwd3fn5s2bVK1alQMHDlCj\nRg1q1KjBsmXLmDhxIsuWLSvUXY6flaL6lxnpxSLjSDIFGUeSKcg4ejq3CWUJW+lJa+riSQZpbGER\nLeiOKxWJI4gLLKIV/8OKEsRzlii2UZeVqFCTzFZ03MCJXwAQuj9B6FCZv2nsIHY+FGsFVp7G47sr\nwH1I1gACN0LVvlnH5/8Cz3ZQomzWZ0f+Asti8GqfnDdw8Tj8ORtWnYV8lCEXQqD//GMU30tYbt2H\nys7un++KYgwJvZ7goUNBCMovXGjyJCctMpI7f/7J7SVLUJmZ4TF8OF39/LBxczNpP9LL67F1KufO\nncugQYPQarV4eHiwdOlSDAYD/fr1Y/HixVSoUIF169Y9i7FKkiRJkiQVCgWFQ5zjEOcZTBe8qIiC\nwg6WUw5PatGYDJI4zgzq8zb2VETLfW4yhapMxQJH9EQSy2RcWI4aK4QShZLxGRqbvahUGtDHQcxs\n8Dhi7FSfAuEbod31zEEY4M52aPJV1sBOLYbXvss61mUYKwR+vCpn6fWIu/BJP/jmTyhbPl/3rf95\nFoZD+7HcezRbYlUUKRkZBA8ZgiE+Ho+tW1E9YWn5vAghiPLxIXD+fCIPHMC9Vy9eXb4cx0aN5AzV\nvwjDtcef9KRUT14MpCh7bHJVp04dzp07l+PzAwcOFMqAnpeivK5YenHIOJJMQcaRZAoyjvIvklhW\nsQdzNExgMA6UAOAIW9GhpQ29ECic4ifcaUI5miLQc5MvcaEnJWmUuRzwI+wYhiXGzXWV9HGozN9E\npfE2dhT1PyjRC6yqG49DV4Njc7AqYzyOOAW2rmCXmRhFXIOkKPBsmzXY/YuhXE2o3jT7TaQkwXvd\nYNgEaNY5X/dt2L4Fw29zsTx0CpW9fY7vi1IM6e/f506vXpiVLo3Htm2orawef9FjKDodwatW4f/j\njyg6HVXHjqXx4sWYF/Ek83kypPUzeZsqTX2Tt/k8yR3WJEmSJEn6TxIITuLHDo7RhaY0pS5qjDMV\n5znMHa4zkA/QoOEa6zCQQW0GA3CXhYAad0YCkMhSFBIoyfsAKLpNCMUXjfUyY2dpfhC/GjwzZ6mE\ngNu/QM1ZWQO6vR0qdcs6vrAa6g0AdebyPr0ONs2ET/61YkhR4LOBUKcJDPkwX/euBNxAO+5tLDfu\nROVatJe8pfn5cfv117Hv35+y06ejUqsL1J5iMBC0YgVXpk7FtlIlvL//njIdOshZqnwwsy2EmSsA\nVhRSu8+eTK4yFZW/zEgvNhlHkinIOJJMQcZRTtsIoC0VKYYFAsEWfPAniA8YiDNZ+0Rd5jgX8OEN\nxmNNMSK5TCB76Mhs1JjxgBNEs4M6rECFBi3+xPMjZdmOCnOEch8lfSwa6w2oVNYgDBA6Glymg1kp\nYydRu4z/Lt0ha4BBO6HDH1nHlzfC4D+zjk9uAOeK4Pmv/ZwWTYekBPhxU86lgrkQaWloh/TF/Kvp\nqOs3yPO8ohBDcevWcW/sWNzmzMFh4MACt/fg8mXOjBqF2sKCV1esoHSzZiYYpSRlkcmVJEmSJEkv\nPT+i2EUgnakMwE6Oc5tQPmAgNpmVAgWCU+zlKqfpzzjscCCZKE4zh1f5GGscSCecW0ylGt9jgSMK\naUTzLg5MwZyKACjp76EyfwOVWebSvdgFoDIDh7eMx0KB65Oh2pSsZCghCFKjwTkz2Ym+CWkJUO6h\n5GfnXOj5afYbu3oO1vwKay9CPt9B0n3+EeoatdAMH/nEz/FZEXo9YZ9/TvyGDVTetw8bb++CtScE\n/rNnc33WLLxnzqTS8OFypkoqFAWbV32JPLzBmyQ9LRlHkinIOJJMQcZRFoFgJX4MpBbmaPAjkPNc\n5x16/5NYpZPKVhZzh2sM5ENKUgodqRzjO7zoTWlqopDBDSbiyjDsMt+resAULKiJLcYKf4puHUK5\njNpyurFzbQhE/g/cFoEq89euu8tAYwlle2cN8vZW8HgtawngtV1Qoyv8vQTu7jWIDoEGDy0bNBjg\n69Hw8Wwo/VA1wUcwbN+CcmAv5nN+e2xy8bxiSBcZSWC7dqT5+VHt/PkCJ1a65GSO9enD3Y0b6XTu\nHB4jRsjESio0MrmSJEmSJOmlFksaXahCU9xJJpW17GMo3bDFWKUsinssZxa2lGQA47GlBAZ0nGAW\nTlSjCl0BuMMPWFGWshiXpyWzhTROUooZqFAhlFCU9HForJdnLgcUxuWATh+BVTXjYDJi4NrnUHte\n9iV8NzdA5V5Zx/57watT1vGhZdB6KGgeWnS0cyVY2UDXQfl6DkroPbTvj8Z88coiWxkw8eBBbtSv\nT/FWrai8axdmjo4Fai8tMpIDLVtiXqIE7Y8cwbZ8/qooStLTUolC3A75ZdptWZIkSZKkF9NkDtEB\nD5pTnpXsxgYretIagJv4so81tKcfnhhnSBQMnOZnDGhpyqeo0RDFVsJYTm2WYYYtWm4Rweu4sBpL\naiGEASW1PSqz1qgtJxs7fvAnxMyBqmdBlblk79wbYFUWav2QNcCEIFjZAEaHg8bCWG59khNMDQEb\ne2OSNrI8TN4JFWoZr1EUeN0LvpgPjdo89hkInQ5tl9aoO3bFfELhbLxbEEp6OuGTJxO3ahXlly3D\nrl27AreZHBTEwfbtqTR0KDUnTy5ys1Uv2u/JhTneF+1ZPIp850qSJEmSpJfWTWKJIoUmuHOXSPwJ\n4kuM7z75c4HDbKYvY3HGWDFPwcBZ5pFBIi34AjUaEvElhHnUZBFm2KKQQjQjsedzLDEmO0I7E4EB\ntcUkY8e6cIj4FCrty0qswjZC/EVovTj7IK/8AdUHGRMrgODTUNrTmFgB3DoPFtZQvmbWNWcOgqUV\nNGydr+eg+/JTKG6H2UcTn/whFrKU8+cJGT4cK09Pql2+jLmTU4HbTAwI4GD79nhNnIjn2LEmGKUk\n5Y9cFphJrk2XTEHGkWQKMo4kU5BxZLSJ6/TAEw0qtnKEzjTFCkvucYtDbKIvY/5JrPRkcIJZpBNH\ncyahwYJ0QrnBp1Thf9hQAYEghg+xpB7FM5cHCv1RFO0vaKxXGjcLFgLujQLHd8Ha+G4WGbHg+x7U\nWwpmD22aqk2GK4ug7kMJwM2DUPWhva3O7YBGPbIvI9y5EnqMyFd1QP2yxSh7dmCxeOUTlTEv7BhS\ntFrCJ0/mdteuuEyaRMUNG0ySWCVcv86BNm2oPXWqTKykZ04mV5IkSZIkvZRCiCeAWNpRiQBCSCCJ\nxtQilWR2sIwuDMYJYyGINOI4xGTMsKQ5X2CGJTriucZ43HkLe4yV/+L5EQPhOPJt5ntWkRjSBqK2\nXopKnblf1INFoI+A0l9kDebKh+DWHxxfzT7Iiz9DubZgXzXrs4AD4PnQsrjL+8C7Y9axosDRHdC2\n52OfgWH/HnRTv8Bi/Y5cNwp+XtIDAgho0oTUS5eofvkyDgMHmmTZXvzVqxxs1w7v77/HY8QIE4z0\nySSGhrLrvfc4Mm3aM+9bKhpkcpWpKOzlIL34ZBxJpiDjSDIFGUewjmv0wBMLNJkbBTdDg5pDbKQa\n9ahIdQASCeUAn1GW+jTmAzSYYyCF64ynFG0oQz/AWMAiiTWUZglqrBBCiyGtL2qLkajNOhs7TfeH\niC+g3F+gzlzmF7UHYo+B1zfZB5h415hcNZ2e9VlqHIRfAY/M/ZcyUiHYD6o9lJTdvgZ29lCm3CPv\n33D4ANpRQ7BYtQl1Vc8nfn6FFUNxa9dys1kzSo0ahcf27ZiXKWOadn19Odi+PfV++IGKg/JX5MNU\n4kNC2DlmDAtq18bcxob6o0c/0/6lokO+cyVJkiRJ0kshFQPJ6CmNJUHE4U8M42jEVW6jx0BdPAkm\ngHCCGIHx3ah4QvBhKnUYTEWMhSEMpHOdjyiGJ+UYA0A6Z4llMmVYixmlEUKgpI9DpXJAZTHFOABD\nEgT3hjIzwMrL+JkuES6Nhnp/gJlt1mCFgANvQ/0PoWSlrM8DDoBHczA3lojn9kUoVwMsrbPOuXEZ\narzyyGdh2LUd7Zi3sFi5CU3jVx957rMiFIWIr77iwYoVVN6/H5u6dU3WduyFC/h07corc+dSvm9f\nk7X7KEIIws6c4ezcudzas4d6o0bxXkAAxUywtFF6ccmZq0xybbpkCjKOJFOQcSSZwn8xjqxRk4YC\nwGqu0IvqWKBhJ8fpQlNA4TCbaEVPzLEghWiOMA1vRmRLrPz5CEuc8eAzVKjQEkgUI3FiHhYYkyah\nnYswnEBt/Rcqldq4MfC9YVCsGTi+lTWoKx9D6fbGfx7m9xukxcIr/9oU+Mp24/5Wf7t9ATzqZz/n\nbiCUr0pelHNn0I55C8tNu9A0bf5Ez/BhpowhQ1ISQX37knToEJ5nz5o0sbp/9iyHO3em4W+/PZPE\n6sGtWxz77jsW1KrFpsGDcalXj/dv36bdjBkysZLkzJUkSZIkSS8HFSrKY81NYrlDHBNoykX8MceM\nWlTGl5NYY0sVaqMng2N8RzVepzzGBMRACv58jAVOVGEKKtToCSOSgTgwGRtaAqDodqFov0NT7CQq\nVXFj55FTQB8N5VZnDSh8M8QchDaXsw809jqcnAL9j4PGPOtzvRau7YTXvs36LMgXqjbKfn1MONRs\nmOszEDod2reHYjHnN9T1Hj279ayk+fkR1L8/xZo3p8KqVagtLU3Wduz58/h060bjJUtw69bt8Rc8\npcSwMK6sXMnV1atJioigeq9edJ0/n3LNmj1RkRDp5SeTq0xybbpkCjKOJFOQcSSZwn85jlZzhT7U\nQI1gJ8cZSCd0ZHCS3fTibVSo8GUFdrhRFeMv5HqSuc44bPDAg89RocHAfSIZQAneojjGGRFhuIyS\nPhyN9VZU6orGDuP+gviVUOUsqDMTh+RbxuWATbaD+UMb9uozYNdAaPYtOPzrPagb+8ClOti7ZX12\n9yq0fyv7eYlxUMIh13s3bNmAyqUsmh69cv3+SRQ0hgzJyUTNmsX9+fNx/fFHHIcMKfCYHpZw/To+\n3brRaNGiQkusovz8ODZ9Orf37cOrTx86/vQT5Zo3R63RFEp/0otPJleSJEmSJL00ArhPGIm0pSJH\nuYgLjlShHMfYQXk8caEcMVwnlFN0Zg4qVBhI4RpjKU4NKjIBFWoMxBHJAIrRgxK8A4BQgjGkdkNt\nNR+VWRNjhyknIfwjqHQIzDKXhOkS4HR3qD4VHP4163RyMpSoBDVH5hz8qcXQcGjWsaLAPX9wr5H9\nvLQUsLIhN4aNa9EMffNpHt0TMaSkoAsPR6Sno7KwQGNnh6ZECYQQZAQGEr9hA/cXLaJ427ZUu3QJ\nCze3xzf6BFLDwzncuTP1Zs/GvUcPk7YNkBwVxcHPPiNw925e/eQTXvvjDyyLFzd5Py+acF4zeZsW\n1Hj8SS8QmVxl8vHx+U//lU8yDRlHkinIOJJM4b8UR/4kY0BQk+Ks5xq98CKDDPZzhvG8QQIPuMxx\nhjERAzrOsYB6jMQCWxR0+DOBYnhSkU9QoUIhkUgGYk1LSvIxAEKJwZDaEbXFp6jN+xg71gYbC1i4\nLwPrzA1+DRlwuic4tYNK72YfaOgx8P8Lhvjm3J8qNghuHYWhK7I+iwmBYiXAtmT2cw0G0OT8FU4I\ngXLiKBY/LyjA08zydwwJg4HUS5dI9vEh5dQpUi9eRBcZiXnZsqitrRFaLYaEBAyJiQBYlC9PiS5d\nqHrkCFbVqplkLA/Tp6VxpEcPKr/9NhUHDzZ5+1fXrmXP++9TZ+hQxt28iaWd3eMv+o9w4CuTt6nG\nFphp8nafF5lcSZIkSZL0QlvAXdriiA16gohnIs3YwmHqUw0XHNnGUurREjvsuc4GbHHGjcYIBHeY\ngQYbPJiYmVilEskQLKmHPV8a97ISCRhSO6Ey64va8n1jp4YkCOoOpSeCXWYZdmGA84PBwhFq/5R9\nkNpk2Dsc2i4Am1yKHuz9Fpq9A5YPVRQM9oPytfL/ICIjQGOGyqXgpc0NCQkkHjxI0MKFJO7di7mL\nC8Vbt6Zk796U/e47LD08UD2npXHn33uP4h4e1Jg0yaTtGrRa9owfz52DBxm4cydlXyka76wVJVbI\nZ/I4MrnK9F/5655UuGQcSaYg40gyhf9KHN0hlQCSmUU15nGa7ngSRwIXucEXvEkIN4kghM4MIplI\nbrCNDsxChYpItpDIFerwJyo0KKQTxQjMqYQjX2cmVskYUrug0ryK2vJrY6fCAHcHgk1jKDU+8zMB\nvuNA9wCa7ALVQ4mHEHBwDLi3gsq5LGELvwpXtsKXN7J/HnQZKnnnPF+jAYM+x8fK3RBUFSo+1XME\n41K/+A0biFuzhuQTJ/Bq0YLi3bvj+v33Jl/W97SC16wh+vhxOl+4YJJNh/+WHh/P2l69sLC15e3z\n5+VslfTUZHIlSZIkSdIL6y/C6EsZ4kjFl0jG0IC17KEV9bHGggOspw29MMOcEyykGj2wxZlU7hDC\nPGqxCA02CPTE8C4a7CnFbFSoESIFJbUbKrUXaqs5Wb/Mh08AJQXcfs1a3hf4PTw4Cc2PguZf1fAu\n/gQxvvDGyZw3oCiwbgx0/gqK/atIxc0z0H5UzmvMLECvy/l5dBQqZ5cnfoa66GiiZ8/m/uLFFGvS\nBIdhw6i4fj0aW9vHX/wMpYaHc/7992m9ezfmJhxbYlgYKzt1okLr1nT86SdZrEIqEFk7MtN/cT8Q\nyfRkHEmmIONIMoX/QhxFkYEPD+iDC9sJoD0exBFPIHdpRX3Oc5iSlKIytQjhKOnEUY0eKOi4yWTK\nMwYbKiIQxDIJQTpO/IIKDUKkoaR2B3VF1Fa/G/eyAoj5CZL2QvmNoMosox6+Ce7MgyY7slcGBLi+\nHC78BK9vA/NiOW/ixG9g0BmXBD7MoIcbp6B6LhsAm5mBPufMlYiPQ1XSPt/PT+j1RM2ezfXq1VFS\nU6l28SKVd+zAYcAANLa2RS6Gzr/3HlVGj8axfv3Hn5xP0deusaRpU2oNGkSnOXNkYiUVmJy5kiRJ\nkiTphbSMMLpTGg0KRwlhDp3Zyn7a0IAMkjnHIQbzMRkkcImltORL1JgRwnwscMKZngAksIAMLlGG\nzaiwQAgtSlpvULmgtvojK7F6sNyYXFU+DmaZSUyCn7Hk+qu7wfpfS+f8FsLpadDnANiVz3kD0Tdh\n5xT48Dio//VL/c0z4FQOSjrnvE6lAkTOz5OToNjjZ3SEECTt20fYpEmY2dvjeeYMVpUrP/a65yl8\nzx7ir1yh6apVJmszYPt2tr31Fh1//JHahVAYQ/pvkslVpv/K2nSpcMk4kkxBxpFkCi97HEWSwV5i\nWIc3ewikIa7oSCOQewykE3tZiTctKIEjJ5hFJdriQGUSuUwUW6nLSlSoSOUAifxBWbajxhYhDChp\nQwBL1NbLUP397lT8eoiYCB6HwKKc8bOMWDjTE2rPAfuHXvQXAs5Mh2tLoa8P2OeSuOi18OdA6DIV\nnHOpqHdyAzR6Pfeb1+tzrxaYmoqqWC6zYw+J37yZ8C+/BI0Gl0mTsO/fP893l4pKDCkGAxc/+QTv\n2bPRWFkVuD2DTsfhyZO5snIlb2zbhlvjxiYYpSQZyeRKkiRJkqQXzkLu0gsXbFGzi0Cm0ZqDnKI5\ndYklnHCC6Mwg7nGSRO7RhA/Qk8RNplCZL7CgFDpuE8OHOLMEM1yNpczTx4OIRm2zG5Uq89ek+E0Q\n9h5U2gdW1Y2fKXo4/waU6QnuA7MGJgQcnQAhB6D/cbDNo3Lflk+gpBs0H5PzO206HFkFM0/kfm1a\nCljnkkSlp8Ejko+Ir7/mwfLluM+bR/EOHUxaEKIwhaxZg3nx4rh1717gtuJDQtg4YABW9va8ffEi\nxZxyqdwoSQUg37nKVNTWFUsvJhlHkinIOJJM4WWOo1ukcJw4huLKAe5QFUeKo8aPQFpQj2Ns51U6\noZDORRbTkPdQY84tvsGBZjjQAoVkongLeyZiRQMAhPY7hOEYapstqFSZSUrCFgh7FyruBus6WYO4\nNtGYSNWYkX1wxz6D0KPQzyfvxOrcSri2AwYvzbnfFcCBJVClAZTJY6lebCQ45rJcMD0drKxzvSTN\n35+YefOoeuIEdh075iuxKgoxpOj1XJk6lTpff13gZDDYx4c/GjWiWq9eDNyxQyZWUqGQM1eSJEmS\nJL0wBILZBPEW7lgAm/Hnc5pzmPM0pAb3uUci8dSkEWeZRzmaUgpPIlhHOqFUZRoChRjex4oGtfNY\nfQAAIABJREFU2GF810bRLkPRLkRT7CQqVQljZ4k7IXQ0VNwFNvWyBhG8GCK2QaszoH7oVym/hXB7\nKww4AVZ5FJa4cxI2fQjjDoJNLuekJMC6b+DLbblfrygQFgRlK+R8NlotKguLXC9L3LkT+/79MS9d\nOvd2i6jgVauwdnHBuU2bArVzY+tWto8aRe/Vq6nUtq2JRidJOcmZq0xFZV2x9GKTcSSZgowjyRRe\npjjaRyqGzAIOu4khCT29cWEbAXhSitJYcoartOYVjrODpnQmEl9i8Kc2g0jiKvdYhCczUGNJHDMx\n8ABHpgOg6HaiZExEY7MHlbqssdPkI3BvBFTYBjYPVaeL2gvXvzBWBrR4qHR69CU48YWxKqC1Y+43\nEn4F/ugJQ5ZD2Tw2B176MTR8DSrnsVlrdBgUswPb3Pdhymt2x5CUhMY+/5UE4fnHkKLTcWXaNGpP\nm1agWauQo0fZPmoUg3bvlomVVOhkciVJkiRJUpG1hWT2kUI6gli0/Ewwk/DgAalsJ4Ch1GE/Z3iF\n6sRyFy0ZVMaLC/zOK7yDIJ0APsODL7DGnUT+IoUdOLMYFRYo+sMo6SPQWG9FpcksLJF2GUL6Qrk1\nUKxR1mAenIbzg6HRRijumfW5LhV2DYRWc8C+au43EnENfu0IfX4Br065n3N4OVw9AsNn5f1A7vhD\npeq5fqWysEBotbl+Z1mxIhkBAXm3WwTd+uMPbCtVwrkASV7CvXts6N+fXitXUtaEJdwlKS8yucpU\nFNYVSy8+GUeSKcg4kkzhZYijALR8SSzDscMGFdO5RQ+c8cKWRVzgNTwxx8BZrtGeRhxnB83oyg02\n44gnLtTmJpMpRQccaUUKe4nnB1z4Cw2OCP0RlLT+aKzXoTLLTKIybsOdruA6H4o/tBQtwRdO94D6\ny8CxafaBHvsUSntD9YHkKswP5rWDnrOhXv/cz7niA0snwKQtYJP7rBQAt65CJa/cvytmayzHngvb\nVq1IOnQIkcv+WHl5njGUERfHlalT8Z4586nbEIrClqFDaThuHB7t25twdNLztH79emrUqIFGo+Hi\nxYv/fH727Fm8vb3x9vamdu3arF279p/vLly4QK1atahSpQrjx48v1PHJ5EqSJEmSpCLnAQbeJIqv\ncKAmlmwgkmi0vI07x7hLNCm8TjW2cZSW1COMAMyxwAUnbrEHb4YTxjIU0ijPGNI5z30+xpmlmFMR\nRX8YQ1of1NZrUJm1MnaaEQR32oHLFCjZJ2swSQFwsjPUmQcuXbIP9NYWuLMD2szP/UYi/WF+R+g9\nB17JI/m6dQFm9YMJa6BcjUc/mIDL4Fk3169U9vaIuAe5fmdZoQLm7u4kHz366PaLiEuffIJ7r144\neHs/dRsXFi1Cn5FB04kTTTgy6XmrVasWmzdvpkWLFjk+v3DhApcuXWLfvn2MHTsWg8EAwLvvvsvi\nxYsJDAwkMDCQPXv2FNr4ZEGLTM97XbH0cpBxJJmCjCPJFF7kOEpDYQRRdKYYfSnODZL5nbsspjZJ\nZLCEi3xBC4IJI4hw+tKWlcyiM4PwZQWedEdPBOGsog4r0BNKNCNx4hcsqYuiP5Q5Y7U+K7FKuwJB\nXaD05+A4OmswqSFwoj14TQfXvtkHGusP+9+G17eDVcmcN5IUDQs6Q/cZUK9f7jcb7Adfd4UxC6F2\nPoo2+J2BoR/n+pXKyRlx5FCel9r370/c2rUUz2dxiOcVQ3c3bSLq0CG6XL781G2kxcVxePJkhh48\niFqjefwFUr5EsdXkbZqTxzuKeahWLZd94QBr66xKmWlpaZQoUQKNRkNERARJSUk0bNgQgKFDh7Jl\nyxY6dcpjeW4ByeRKkiRJkqQiQ4vgbaJxx4xJ2JOAjokE8AmVKIcVX3OEjlSmAiWYyWZ60wZ/zuKI\nM9boeUAgDXmXq7xFRSZgTjHC6U9JPsCGNsZ3rNIGZE+sErZB6EgoOwfs38gaTHqkMbGqMgHKj8g+\n0KR7sLkLtJwNZRqRg6LA8iHG2apGw3K/2eAr8L+OMHIONM5jw+CHxUbBgyioXDP3713dEGGheV5e\nslcvbjZrhvuCBajURXPxUuz585wdPZrWu3ZhbveI5ZGPcWLmTKr16IFzrTwKh0hPJRFfk7RzxieI\nsz7BAJhRwiRtgnFp4IgRIwgKCmL16tUAhIWF4ebm9s85rq6uhIWFmazPf5PJVSYfH58X+q98UtEg\n40gyBRlHkim8iHGUgWA00Vig4iecUIBJ3KQVDnTEie0EkIKOvtRgF8coixNVcWUxS+nLWC7zK7V4\ngyjWY4UrjrQnhtFY0Qg7hiP0J1HS+mUlVsIAkV9B3DKosD178YqMWDjRAdwHg8f72QeaEAwb24H3\nOPAamvvNnPgd0hOgy7Tcvw/2MyZWb/0EzfN4DytHm3ugYRvIYyZGXb4CIiQ4z8utKldGY2dH2pUr\n2NSpk+d5f3vWMRR9/DjHevem8eLFODZo8NTtpMbGcnHRIkYXYOZLyl0VppimnVYwuFXW8U9Ts1eD\nbN++PZGRkTmu+/bbb3nttdfybLdhw4Zcu3aNGzdu0KlTp+fy/4EyuZIkSZIk6blLQeEtorFDxTxK\nYwbM4A5qYBwVuMUDNnCdmbQnjCjOcJWJDOcUe6lMbfREoCOFMnjhy3TqsJxkVqDnLqWZhzBcw5DW\nE7X1X8bEyhAPIW+Akg5VzoP5Q5vyZtw3zlg5dwbPydkHGusPmzrCK58Yk6vcJETArinwvg9ocvlV\n6+8Zq7d+zn9iBbBvPXR8xPnOLpCWikhIQFUi99kA2xYtSDl+PF/J1bMihODm/PlcmTqVV1esoGzH\njgVq7+y8eVTr2ZMS7u4mGqH0rO3fv79A11erVg0PDw9u3bqFm5sboaFZM7qhoaG4uroWdIh5Kppz\nws/Bi/bXPaloknEkmYKMI8kUXqQ4isVAXyIoi4b5lMYCFX9wjysk8R2epKFlNicYzSs4YMlf7KI3\nbdGSxDXO0pTO+LGSWgwklD9wpgcatMTxPU78CkoShtTXUFvORm3WEXQRcKsFWHiAx/7siVVyIBxt\nBs5doMYMeHh/pagLsKENNJ2ed2IFsHUiNH4TyuRSnCL0xpPPWAGEh4DvKWjbM89TVCoVqspVEYF5\nl1y3adCA1AsX8tXls4ihxIAADnXowJ2lS+lw/HiBEytdWhrn58/n1QkTTDRCqSgTQvzzc3BwMPrM\napghISEEBgZSpUoVXFxcsLOz48yZMwghWLFiBa+/no9luE9JJleSJEmSJD03wejoTjgtseYHSmGG\nihWEsZsYfsELa9T8zGka4saruLOdo7hSGm+qsp+1vEpnHnAFNWY44EIsh3FlGPf5jJKMw1xUQkkb\njMq8D2qLIaCLhNutoGQ/cJ0LqsyZJWGAO/PhyKtQ+SOoMT17YhV2AjZ1hrYLwGtI3jcUcBBuHYFO\nk3N+F3MXvuoAQ7+D5gOe7EEt/Bp6jwIb20eepq7iifKI5Mq6Rg3Srl9/sr4LQXJICGfeeYd9TZtS\ntlMnOp4+jV3VPPYIewK+y5bh2qgRpfIoeiC9+DZv3oy7uzunT5+ma9eudO7cGYBjx45Rt25dvL29\n6du3LwsXLsQu8729+fPnM3LkSKpUqULlypULrZgFAKIQFXLzJnX48OHnPQTpJSDjSDIFGUeSKbwI\ncXRVpIu6IkQsEwn/fLZE3BOvi/MiUqQLIYRYJi6JL8VBoRMGcV3cEZPFApEsUoWvOCmWi1lCJ7Ri\nhxgjwsUlcVN8JULEQpEi9ol7oqVQhE4Y0ucIXXJjoSg6IfSJQtyoI0TE1OwDifER4mBdIY40FyLh\nWs6BBu8TYn4pIYL2PvqGEqOFmOwuxLVdOb9LjhdirJcQW3580sckxLFdQrR1FSIh7rGnar+eLLTf\nTMn7+/Bw4evklK9uTR1DiqKI6JMnxbEBA8Q6Bwdx6bPPRFpMjMnaN+j14pcqVUTwkSMma7MwvUi/\nJwtRuON90Z7Fo8h3riRJkiRJeubOk86bRDGdUrxGMQSCuYRwnAcspBZOWHCA25wilJm0J5U0VrKb\noXQDdBxjO30Zw12OYoU9JXHiLseox2ai6Y09n4MSjqKdhsbmJCo0cHco2DQE58xZJW0c+L0P949C\nze/BtV/22SqAm+vh4Fjovhlcm+V9Q4lR8FtXaDgUvDpn/04I+GUE1GwJPT7M/0MyGGDLUvjlc/h5\nC9jlUu79X1Rl3VAunM3zezNnZ/RxcShaLWoLi/yPpQCSg4MJXr2a4L/+QtFqqfLuuzT87Tcs8ngv\n7Gn5b9yIjaMj5Zo3N2m7kvQkZHKV6UVamy4VXTKOJFOQcSSZQlGOoyOkMpYYfsGJNtigR+EbbhNM\nKgupRUnMOUsYK7nCdNpgizkL2EpjalGVcmznT2rSCEdKc5ppvMpHRLAaZ3qg4xwANnRASR+Eynws\nKk1VuP8b6EKh/FpjApUUAKe6GN+tancdzIplH6QQcP57uDQX+uwHpzwKQBh0cO4v2P4FNBsNnXKp\nprZ/MUQHw4TVj384QsCNy7BvHexeDS7u8MchqJLPkuLFi0Nycp5fq9RqzBwcMMTGoi5T5pFNFSSG\n9KmphKxZw+0lS0gMCKBcnz40/P13nJo2RfXvBNYEFIOBI1On0n727EJpX5LySyZXkiRJkiQ9M6tJ\n4jsesARnGmJFKgY+4wZqVCygJtZouEQE8znLl7SkLHbs4gR6DHSmKbe4QiT36MRAAtmFPRUpiSu3\n2UVd1hDHeOx4GwzXEIZDaKwXgi4KIidD5SOgtoDUu3C8LVSfChXeyjnItAewfxQk3YU3TkNxt5zn\nJEbCiYVwciGU9oRRm6FCLvtdxdyFFZ/DN4fB3PLRD+fCUfhhAsTFQKcBxtmqanWf7AEnJBgTrEfQ\n2NlhSErC/DHJ1dMwZGQQ8Msv+M+ejWODBlT/5BNcu3RBbW5u8r4e5rtsGdYODlQuzHdpJCkfZEGL\nTD4+Ps97CNJLQMaRZAoyjiRTKGpxFIGesUSzgAQ2UYaGWPEALaO5ghOWzKY61mg4SxhzOM1nNKcy\nDvhyk9NcYQTd0ZLGftbRiTdQyMCfLdRmMFFspSRNUJNGBlcoxmso2h9QW4xHpbKFqK/BfghYeYGi\nhTO9oPIHORMrRQ9Xl8LymmBXDvofy5lYJd+H9e/BdC9ICId3dsK4g7knVkLAr6PgtQ+gfB4b//7t\nrznw6QAYNgF23obx3z15YgUoly+grvHoWS6VtTVKWtpj23rSGIo5dYpddeoQfewY7Q4fptWOHbj3\n6FHoiVVGYiKHvvySDj/8IGetpOdOzlxJkiRJkmRyoeiZyQMsUXMPHX5oGUxxZlEKG9SEkc44rtEB\nJ0bjjgoVB7jNSq7wBS2ogiNBhLGGfbxLH4pjwzaW4Ik37lTmPAspx6vYUYZA1uHJtySzDlt6ohIZ\nKLrNqG1vgT4G4leBp79xYAHfglUZqPxx1mCFML5bdXIK2JQ2vl9V5l/JkhBwZhlsmwj1+sOXAVDc\n6dEPYdvPkBIPvSc++ry1C2DVL/DXaShT7skf9t9DTE/HsHMbZh8+uj+NnR1KYuJT95OjXyHwnzUL\n/x9/pMGvv1Kud2+TtZ0fR6ZOpXKnTrg2bPhM+5Wk3MjkKlNRXpsuvThkHEmmIONIMoXnHUc2qGiB\nNekIOmJDY6wonrlg5ipJTMCfN3GnH2VQEKzElxPcYzptKIsdd4nkD7YwhC6Uw4UL+BBPLF0ZRhx3\nuMdJujCXWI5ggRO21CCUkZRmEUK3CZVZa1TqUnB/Ftj1MO5llXoX7syFNr5ZhSuS7sGeYZARD61/\ngfLtcxa1iLhmnK1KT4J3d4N7vcc/gIt7YNNM+P5U7hsJ/+30Afh9Giw/UaDECkD/21zUrzRE7VH5\nkeeZOTqiv3//se3lJ4Z0ycmcGj6c1NBQOp07R7FnvHFvlJ8fvitWMObq1WfaryTlRSZXkiRJkiSZ\nhAHBNZLwwhYHNPQl+7s/CoKNRPI7d5lCFVrgQCo65nCaZLTMoB0lsOI2oSxhK/3pgBeVCOYGp9nP\nID5CDZzlV+owBAtsCWMZbowgg/OosMSCmij6z1CZDzZ2GrcCXOcZfw78HsqPAuvMpX73r8KmjlD3\nPXjlU1Brst9QUjTsmQYX1xoLVTQfk/Oc3BxfBwvfg8+3gHPFvM+LCoNJQ2DGKnCrlL+HnAflwjn0\nP3+P5cFTjz3XzNkZXVRUgfoD415VR7p3x6F+fdofOYLG8jHvlJmYYjCwY/Ro2nzzDcVKl36mfUtS\nXmRylcnHx+e5/5VPevHJOJJMQcaRZArPI47i0DGDO0SQTiNK0gR7qmOLDWquk8wqwhHAYmpTHmsi\nSWI6x6iBExN4FXM0+HKTNexjGN2oRgUiCGEny+nBW5TEkSusxpISVKQNcRxHIQMHWhLLJGzpBSIF\noT+G2noVZASC/j4Uawa6RLi30lgZECAlyrgpcPNZUH1g9hvJSIaDs+HIXGgwGL7wB9tSj38AEbdg\n1VcQcAr+txcqeed9rl4Pnw+C/mOgYeunfuYAylU/Mvp1x+LXxY+dtQKwcHVFFxr62PMeFUMPLl/G\np2tXqn/8MdU+/PC5vOt07tdfUZuZUW/kyGfet/TyGTdu3GPPKVGiBN98880jz5HJlSRJkiRJBZKB\nHg1qSmHBKupyHy0nieMM8awkjHQUKmDDQMrSllJoUHGVaH7gJP2oQWeqIBAc5Cw+XOBd+lAOF6II\nZRML6cgbuOFBBJe5zX46MhswEMI8yjMGQQYpbMeVfQj9QVSahqhUJSBxCdh1BZUawjdCqZbG960A\nDr4D1QdnT6yEgAurYeun4NECPj0Pjo+YeQKIi4QzW+HEOgj2gy5jYczvYG376OvmTzEuFxw5qUDP\n3nD8KNohfTH/YS6art3zdY1FuXIkHTr01H3GnjuHT7duxver+vR56nYKIu7OHY5Mm8abJ06gUsv6\nbFLBbdu2jWnTpiGEyPWPBUIIZsyYIZOr/JJ/JZZMQcaRZAoyjiRTeJZxdJggFnMJF2ypjTMtqcBr\nlKY7zjnOFQh2EMAGrvMBTaiLCxloWct+IrnPRwzCHjvCuMMWFtOeflSmFgnc4zQ/05QJWONAOKsw\nxxF7WvB/9u47LIrjDeD4d+/oKIIoimBvsffesCv2EjWxR6NJLDHWaIyxRI1dYy9RYy/YCzYUxd5L\n7KIoKk1B6gF3t/v741BETjz0bD/nkyfPw93Ozs1uBrLvzcw7sWzGmpJY4IZeNxrJoqnhw6L3Qeak\nUY1HXpCrs+HnBwfhyRXwXJfcsJgnsKobPHsI3TdAvqqvv+DocPBbC0fWwoOrULYRNP4JyjcBK5s3\n37DtK2D3GlhzBtQmTDM0QtFo0E2biO6fhVj9swp1nfomn2uVNy8JAQFvLGesD0Vcvoxv06ZUWrIE\n92bN0tFi85H1erZ27UqNESPIUrjwR2nDl2o95k9WkpUiZq/zbQwYMICuXbumWSYiIuKN9UiKoijm\nalSqyiWJ91i9IAiCIAifCC16HhLFWR7jwz0yYElTClMFd6yTvsv1J5wVXCIOLYOoSnYyEMJTlrId\nd1xoTwOssOQOV9jDGprQmbwUJYYQDjKSknQiD7XQ8IDLdKckS7EhF4/xxJEB2Cn10cfkQG1/FIlc\ncDULFLkPWIN3Nmj0ECwzwcY6UKw7FE0KtsLvw+y6UKoVNJsAaiOpw/U6uOILh1bAme1QzhNqdYRS\n9cHSyvQbtX0FzBxm2Bg4X/ofKpWYGPQr/kE7cwqqSlWwmjQTKYdbuupIuH+fW9WqUcKEqYEvS3z2\njN1lylB6wgTyfPNNus41pyPjx3PvwAG6+Ph81qNWn9tzsiRJ6BXde6lbLVl8VvciLWLkKolY4yCY\ng+hHgjmIfiSYw4fsR0e5SBzxuJONVhSmDUU5z2N2c5vFnMMdB6JJJBEdLSlCYwqgRsVFbrGefTSj\nJlUw7M10Dl9OcYA2/IAruYkmCF/+oAhtyEMt9MRzkxHkohe25EbDERRisKM+6E+AlBVJVQBijoB1\nIbBwgpA9kKmMIbB6eh3Cr0PhDobGa6JgXiOo2Qdq/5LywhI0cHYXnNwCF/ZAtnxQ8xvoMR0cTFiD\n9TJtIsweCfs3wmKfdAdWSmQkujnT0S2eh6p6LazXbUVVtnz62pDEyt0dXWgocmIiKqvXB4av9qGL\nI0bg2rDhRw2sAnx9OT17Nr3Onv2sA6vPlYq3G2n9nNy9e5fZs2cTEBCATmcIJiVJYvv27SadL4Ir\nQRAEQRDeSQZsecIz9nOSVeymFmXxoBzlcSOaBB4ShR2W5CQTKiT0yOzgCOe4/mJ9lR4dPnjxiHt0\n5Bcy4cwzAjjMOIrTnvw0QEHmDmOwJTfZaYeCTDgTcGQQEir02jWoLNsbGhW9HzImTZUL84GsdQ0/\nX1sBRTonj05t+hkK1EwZWMXHwubJsHsu5CsNVdtCt8ngnL4RIsAQVPlsgQVjIGcBw1RAp/QFZvpd\n20ns3xt1vYZY+5wwKWlFWiS1GgsXF7RBQVjnzm3SOTH373N//Xqa3779Tp/9LsLv3MGrQwdar1qF\ng7v7m08QhLfQsmVLevbsSbNmzVAlBfDpSdgipgUKgiAIgmA2oYSzm2Pc4xEt8KAMhZFIfjAJ5glr\n2Ys1VnShCRmwI4oIdrAcOzLQhM5YYUMo/3GMqZSjJ7mojoKMP3+hIYBizEaFNVH8SwybcWUrKBr0\nMblQ259FUuWBWxUgxxTI4AGHykOJGeBcHZYVhCYbIFtZCDgF/7SBkTfAOikBxYNrMLEl5C8HHf8E\n1/zpuwGKAoH+cPYwnPKB43uhYAnoNgRqeKbeQ+sNdP8sRDf5Tyz/XY+6chrrwNLpeunS5F62DLsy\naWQ0fMmFX39F1mopN22a2dqQHs/u3+ff2rWp/uuvlOvV66O0wdw+t+fk99neT+leVKxYkdOnT7/1\n+WLkShAEQRCEtyajZxFjyIgjruShFNXoRjP8eYgXPvhwmvIUxRILbvOAWzygMVWpThlUSNziEvvZ\nQHk8qEhdJFQ84CjnWEIVBpKdkijouMMENNynKLNQYU0id4hgCq5sRkJC1v6LpK5qCKy0jyDRH+yr\nQWIExNyEzJXg6VWQdeCSFFDs/sOwf9XzwCrgCvxRH7pOgjppL2xPQVHg/FHYux4O7zCszyrvARXr\nwMDJkO3tRln0vj5oJ47Bev9RVHnfbR+sV0nW1igJCSaVlfV67q1cSd0DB8zaBlOFXr3KGk9Pqgwa\n9H8TWAmfrn79+jF69GgaNmyI9Ut7t5Uta8Lm4ZgQXOXJkwcHBwfUajWWlpacPn2a06dP07dvX7Ra\nLRYWFsybN48KFSq8/VV8AsQaB8EcRD8SzEH0I8EcPlQ/klDxDQOIJoIAbrCOWRSlAjVoyhC6cI27\nXOMuevQUIjcdaIgt1ujRc4jt3OYSrfieHORBQeE6m7nFbmozGkfyoCeeW4xAJpFizEaNHXoiCaUH\nTgzHikIoigY5YSJq2w2GRj1bDw4tQLKEsIOQuRqorODuTsjX1DB6FHQNHl2C77cZzomNhAkt4Ltp\nhkQVpoiLha1LYe0csLAAz44wz9uwnuod931SoqLQ9u6G1aJ/zR5YAchRUagypJ0u/nkfCvPzw8bF\nhUxFPnxWt5s7drC9Rw8azphByY4m/ncRhHdw9epVVq5cyaFDh15MCwQ4dOiQSee/MbiSJAlfX18y\nZ8784r2hQ4cybtw4GjZsiLe3N0OHDjX5AwVBEARB+P8hIZGJzGQiM+7kpyy12M961jCT5nxHcfJT\nnJRT6yJ5yk5WYIMtnRmCLfbo0XKORYRzh/r8hR1Z0PKM6wzEBjcKMwkVlsjEEkJXbKmFA4aHbTlh\nApK6MpJFZcMo0tPF4L7A8GEhuyBbY8PPd3dCpZGGn48thCo9wDLpm+lVv0GpeqYFVhFPYN0cWDcX\nytWE0UugbPV3Dqhepps0DlXteulKsW4qOSGBxAcPsMqTx6Ty9zdsIFe7dmZvR1r0Wi2Hfv+dK2vW\n8M327bhXrvxBP1/4cm3cuJF79+5hlUayl7SYNC3w1TmQrq6uREZGAvDs2TPc3N5igecnRnxLLJiD\n6EeCOYh+JJjDh+hHQVwgkOMoyNjgSDZKko2SNOc7znOY1UyjFi0oSgVUqIgnjosc5SyHqEg9KlAb\nCRVxPOEYU7HBkbpMwBJbEgjmKv3ITA1y09eQsIJIQuiCJQXIzGgAFN1JFO0i1PYXDI2K2g6SDdjX\nBDkRgrbDV3+A5olhb6ucHqBLhHNrYNApwznBd8FvHcy/ZfxCNXFw7zrc+Q9O7Icju6B+W/j3GOQp\nZPb7Kt+5jW7VMmxO/2f2ugGi9+/HtnRp1G8YufLw8EDW6QjctIkGx4+/l7YYE/34MV7t22OVIQO9\nzp3DPmvWD/bZglCiRAkiIiLIli31Pn2mMGnkql69eqjVanr37s3333/PX3/9RfXq1Rk8eDCyLHPi\nxInXnt+tWzfyJH0z4ujoSOnSpV/8wff19QUQr8Vr8Vq8Fq/Fa/H6M3xdwiMHmSnIad//SOAO2T3O\nYkMmEn3LY40DbT1+5ABeLPGdjRU25PBwoiAlyO1bkTjUSB4qAjnOct+x5KQqXT2GIqFij+8aAvib\nZh79cKMjvr6+6HnKVx7zsaEyl33rIHGEWjW/Qq9px5FT/VBZ3MKjVlYI/g3fO99C0GE8CkdCxiL4\nnr4HAXvxyFUXLGzwXTYRol3xyJLPcD3Th0HOBnhkzJzyeqUYWD4F35OnIGsOPKpUgrI18K3SFhwc\n8UgKrMx5fxVFwafrt0jN2lIvW3bz16/Xs23oUBxbteL59rtplQ/evx9/Z2fOBQbikT+/2dvz6uvH\nZ8/yZ+PGFG7WjP5LliCpVJ9Mf3/X189/DjBhA2fh44mIiOCrr76iQoUKL9ZcpScV+xuzBQYFBeHq\n6kpYWBj169dn9uzZjBkzhj59+tCqVSs2btzIokWL2L9/f+rKP6HMH2/i6+v74pdAEN4llPO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iezoeBJUNmlrOz+v/DfEKiwGlzqp/4wXQL4DYPbm6D+Ysj7msXksU/B9284Og8KeEDD\n38DdSEZBWYatU2H7DBjmBUWqpTweEwU9akMNT+g7LvW1a7UktvZEVaIUlhOmpnmf4s6f506jRhQ+\nfRrrPHnSLPs29PHxXBo1insrVlBu5kxyt2//QdZzvSoxNpZt3boRGRhIu02bcDCSqlowr8/tOflL\nWXP1rsQ4ryAIgiB8JtbFyrQM0+OvgyhkBhJGPPJb1RXIIsI5ghNV0RNOCD1xZiyW5EXRn0HRLkZl\nM8dQOP46BI1Iygr4UmAl6+DKQLg5Dmr4Gg+snvnDuqqGfas6XzIeWCXEwu7RMLYQRD6CX45Bj43G\nA6uwBzC2MZzcAlNOpQ6sEuLh5xZQoiL0GZvqdEVR0A4dABYWWIz9K817pI+J4d433+A+a9Z7Cawi\nLl3Cu0IFYvz9aXLlCnk6dPgogVV0UBDLa9bE0t6ebr6+IrASvmg3b96kbt26FCtmyDh6+fJl/vwz\n7WQ3LxPBVRKxxkEwB9GPBHMQ/Uh4laIoTIiUGfJM5oCLmgKW0JtQbJGwec3/ytPqR0FsJAxvijAd\nSCSEbtjThAy0RlGi0Gu+RWUzG0nlCnIC3P8GXMeDTZHkShKfwYkmEHUVPE6DQ9HUH3R3J6ytAsW6\nGhJW2GZOXea/nTC+CITeMiSr+HYJuBRKXS5BA14T4ZeyULQmTPSDrLlSltEmwuCvwTkbDJ9jdGqi\nfv7fyEcPY/XveiSLtFdHBPbti33VqmT+5ps0y6WXIstcnz4dn3r1KDp4MDW8vLD5SJvyhvv7s7Ra\nNb5q1YoWy5alyAgo/hYJX6Lvv/+eCRMmYJW03UKJEiVYu3atyeeLNVeCIAiC8AmLlRV6hMvc1Smc\nzKbGxQL6EoY1EiNwYig3GEo+smD6vksSFhRjLhZYE0JnLCmIE8NRFBlZ0wVJXQ+VZTtD4aAhYF0A\nMn+fXIHmIRxrBFlrQ4kZoHrlcUKR4eRYuLIEWmyDHK/sRwWQGAde/eH2Iej0LxSqbbyxOi0cXA7r\nx0LBiobRKlcja6QSE2BIe1CpYfxKMJKmXL97B9rpk7D2OY70huxfT5cvJ+7UKQqfPZtmufTSBAVx\nvGtXdLGxNDp9mgx585q1/vQI9/fn39q1qTFiBOV/+OGjtUMQPiVxcXFUqlTpxXv9GTUAACAASURB\nVGtJkrBMI+HNq0RwlcTDw+NjN0H4PyD6kWAOoh8Jz93SKrR5oqe8lcSRbGokCX4glAQUFpOVydxF\nBVigT5Wc4nk/SiAaBT02OJLIE6zIQnZaoecpQXyNNSVw5i9QJOSEn0F5hsp2g6GSZ5sgagcUPJ88\nChR7D47Wgbw/QqGhqRudEAV7OoPmKXQ8azxpxZO7sLgl5CgJwy6CTcbUZRQFjm2E1SMhS04YuhEK\nVzZ+o2KiYGAbyOAAk9aCkQch+eJ5En/6DmuvXahy53n9TQc0ly/zaMgQCh46hNrePs2y6fF4zx5O\ndO9OwV69KP7776jeMHL2PsUEB7Oyfv00Ayvxt0j4EmXNmpU7d+68eO3l5YWrq6vJ54vgShAEQRA+\nQZvjZH4IlxmbSUXvDBJRkkwPQsmMin/IxmoecotYZlKYYRxgMFUpSMo05TJ6jjMVF4qRi6JcZyCl\nWYtEDMF8SwZa4MgQUGTk+J9R9MdR2/sgSVYQfxUe/gD5vMHCyVBhXKAhsCo4GPL1Sd3oiNuwrQW4\n14SmG0FtZDTtjh8s/RoajoSafYxnFbx1Ghb3N2wc3HselK73+hsVcBN+aQ3lPWDYLDASsMgP7pPQ\nrjlWsxaiKl8xjbsOuvBw7rZujfvMmdgWL55mWVPJOh2XR43i7ooVVF+3jmy1apml3reljYtjXYsW\nlOrSRYxYCcIr5syZQ69evbhx4wY5cuQgb968rF692uTzRXCVxNfXV3xDI7wz0Y8EcxD96Mv2TFYY\nEiHjE6+wK6uaCtYS99HShRBqYcsfZGYrIWwlhMWUYAEnqYQ7tuiRUYgmHBk9l3yv4eBxBwk1eanM\nf3xPAX4HQgmiI478jANdUZRnyJrOoMQkBVaOoA2Ge83AbQbYlTc0LOEJHKtvSLNuLLB64AO7v4Wq\nY6Fkb+MXd34DbOwLXVZBkQapjyfEwYrhcGwDdPkLPDrD6/ZY0uth4wKYPxr6T4A23xstpoSHk9ja\nE8ufB6NukXYKZTkxkbtt25KpZUsyd+yYZllTaYKDOdqhAyorKzzPn8fGxcUs9b4tRZbZ1r07mQsU\noNYfaW+cLP4WCa8ayB6z15kPI2sxP6L8+fPj4+NDbGwssiyTMaORkfU0iOBKEARBED4BOkVheazC\n789kWthJXHRV46CSOIaGnwhjAI50x4GtBLOUQBZQnIPcIh4ddXFlLhsYQHu8WUpJqvCYc8Ryl9qM\n4gZ9yUkPMuBMMB3IzFgy0AJFfwZ9XAckC09UttMMI1a6p3C3IWTuDk6dkhoXByebQY5WUHBQ6sZf\nmg8nxkCT9ZDTw/gF+s4y7FvVdz+4lUp9/OENmNQWcpeA2Vch42seuBQFjuyCub+DXQZY7gd5vzJe\nNCaGxK+bom7QGIs+A9K8/4osc/+771BnzIjbpElpljVV2IkT+H39NQV69jRMAzSyDuxDO/T770QG\nBtL14MGPkplQ+Lz1pdKbC6WTDWr6mb3W9Js2bdqLn439bgwcONCkesQ+V4IgCILwESmKwlaNwm/P\nZLKqYaqjYbRKQWExUcwlkjlkpQa2rOUxq3nMPIrxgDBWcJFxeLCYDTSiKmFcQEZPRSpwlEnUYQyP\nmI41buSiPUG0IjN/YK80R0n8GzlxPCqbeags2xoaow0yBFYZG4PrX4Ype7IWTrUGq8xQdnnKaXx6\nLRzqDw8PQ4vt4FQg9QXKetg2FK7uhp/2QObcqcuc84ZZXaHTBKjfw/hUwXgN7FoNq2eC2gJ6j4K6\nrYyXJTmwkvLmx3LOYqTXjYBhCKwC+/Qh/upVCuzdi8rWNo3/Yqa5u2IF5wcPpvLSpbg3bfrmEz6A\nswsWcHzqVHqcOIH9R8pOKCT73J6T/9/3uRo9ejSSJHHz5k3OnDlD8+bNURSFnTt3UrFiRVatWmVS\nPSK4EgRBEISP5FSCwoAIPRoFJjiqaGwjIUkS4egZyhMC0bEEF9yxYD4P8OEJcyjGU6KYyjFGUYtj\nnECNmtJk4QR7aEsPfBlJBX5CxxkiucBXjCeEVjjQg4zKt8jx36Por6C280JS5TM0JvYE3G8Pzr3B\nZYQhaFFkONcVEp9C5W2geilRhCYcdrYFS3tovBqsjWTf00TCik6QEAM9NoG9kdGoPQth3WgYtgmK\nVE19PC4W1s6GlTOgeAXoNAAq1X1tUAWghIWR8HVTVMVLYjlrAVIaI0aKLBP4449orlyhwJ49qN+Q\nRfBNFEXh8qhRBKxZg8eOHWQqaiRF/UdwZc0a9g8ZQrcjR8ic30i2ReGD+9yek//fg6vnatSowe7d\nu19MB4yOjsbT0xM/Pz+Tzhf7XCURezkI5iD6kWAOoh/9/wvTK/R4qqf1Ez0/ZFBxPrsaT1sVigQb\niKYOj3DHgm244oKaP7jNKZ6xhJLEEMtUjjGQqoTwkEBCaEAZDrKJJnTmLHMoQCPO+Z4ghO0U4k+e\n8jO21DYEVpo2oDxDbX/UEFjpY+HxUAhoBW5zINtvyYHVhd4Q9wAqeqUMrCLvGTYGdikDzbcaD6yC\nrsLUSuCYE37amzqwUhTY8CdsmQITjxoPrI56Q6uicP08/HMI5uyEyvXSDKzk69dIqFsFde16WM5e\nlHZgpdUS0KUL8TdvUmDv3ncOrPQJCRzv3Jmg/ftpePLkJxVY7Rs0iE779qUrsBJ/i4QvUWhoaIrU\n65aWloSGhpp8vlhzJQiCIAgfiF5RWBijMDpSppO9xPWkdVUKCgeIYzIRWCGxjGyUwZowEhnKDVyw\nYiHFeUQk4zlCHyqSGVjLEfrTngOspSJ1CecMKtQUoBZHaEJNFqJhLTJxOCm/I8d3B9SobDciSZYQ\ntceQEdC+GhS6DJZJyRZkLZzvAXEBUGUXWNglX0ToBdjaFCqOgNJGElsAnFkNmwdAy6lQqWvq44oC\nK36Fc7vhr6Pg9Eq6dr0e/h4Be9bB2GVQqY5J91e3YQ3aoT9j+ecULDp1S7OsrNFwr317FL2eAt7e\n7zwVMCEiAr/WrbFycqLewYNY2Nm9+aQP4PySJfj+8Qed9+/HpVixj90cQfjkdenShYoVK9K6dWvD\ntO2tW+na1cjfsdcQ0wIFQRAE4QM4lqDQN1xPJpXEHCcVxa0Moy/H0TCRCGKQGYITjbFDQuIkEYzm\nNl/jSnfcucVT/sKPH6lAEZyYziqaUwuFEG5wHk9a48so6jOF+4wjI8XJRlWC+RY39qJKWIOsXY/a\n/ggSFvB4EERuh5yLIONLmfu0UXC6nWFj4AobUgZWgYdh59dQbz4UbJP6IrUJhqDqpg/08AK3kqnL\nyLIhzfrNkzB6Lzg4v1JHIgzvBOGhMH0TODqnruMVSlgY2sH9kK9cxGr5OlQlS6dZXh8Tg3/z5lhm\ny0aeFSuQ0rFBqDHR/v74NmlCDk9PykyZ8kkkrgA4NXs2J6ZOpfP+/TgXKvSxmyO84nN7Tv5SpgUC\nnDt3Dj8/PyRJombNmpQpU8bkc0VwJQiCIAhmEqsH+1eeqx/qFH59JuOboDDFUUUHO8O6qrtoGUs4\nN0hkKE60wB41Es/QMof7nCCC0RSkAo6cIJAFnGUAlSmKM7NZT1HyUYWCrGYG3zKAC/xNLqqRkURC\n2EwJFhFEMzLRG3t9fvRxDVHbn0Eim2EKICrIvRrUjsmNjb4OJ1tD1jpQcpYhwHruzlbY3wuarINc\nRkaSooJhSWvImA06/Qu2RqbYaRNh9ncQ9gBG7gD7TCmP63QwpJ1h5GrqBrCyTvN+Kzod+mWL0Y7/\nA4uOXbH4bQzSG0aM9DEx+Ht6Yl2wILkWpT1t0BShR4/i17YtJUePpuAntGfUqb//5uTMmXQ9dAjH\n3EaSiAgf3ef2nPwlBVfvQqy5SiLmFQvmIPqRYA6iH31eZAVuxsLk+/DySqBYWWFMpEypYD15LOCG\nq5pv7FVESjJjeEozHlMBaw7jTmsyEI/MPwTShvPYoGI9ZSiLA6u5zD+cZxS1KEYWFrMFN7LSgErs\nYiVVaUQk19CTSC4q8YC5FGAk3r6/oSIzdkoL9JoeqKwnI0k54UFHUDlA3m3JgZU+AW5OhCM1DBsE\nl56bMrC6OBd8foLW3sYDq4cXDeurijQ0JK4wFljFPINxTUATDaP3pA6sFAXG9Yb4OJi2Mc3ASklM\nRLd2JQmVSqDfshHrnQewHD/lzYFVbCz+TZsaAqvFi985sApYt44jrVtT5d9/P6nA6uyCBZycMeOd\nAyvxt0gQ0k+suRIEQRCEt6SXYedTCEyAjtnBTg2yorAiVmFkpEx1a4lz2dXksZBIQGERkczmGY2w\nxxd3sqImHj3/EsRqHlOBTCyjJLmw5SFRjOMUdlgylYZYojCPjTiTifY04BBbsCMDRSnDHn6mJr8R\nyEKy0BAbnIhhM87sB+1CJMkRybIrhE4ybBCc/yBIFoaAJng7XBkIGYuBxxmwz5t8gboE8B0AD32h\n/VFwzJf6JlzcBOt/gK/nQtl2xm/Uo1swoQWUrg/fzQBjQc3i8XDzEiz1BUsro9UoIcHolsxHt3QR\nqq+KYjl5Fqo69U3ar0kfE4N/s2ZY5c1rCKzSSM3+JoqicH3KFG7OmUPdAwdwKmlk+uNHcmHZMvwm\nTKCbr68YsRKEj0BMCxQEQRCEt3A1Bk5HQTVHKJQ0YHI4XuGXCD22EkxzUlPZWkKPwiZimMozimDJ\nCDJTGCt0KGwnhEU8oBQO9CYX+bBDg5bNXGcvd+hACRpRgCDCWMo2SlCQ5tTiEn6c4widGMhFFmOF\nPYWpyVX6UhYvIhiNCkcyK/3RxxRGbXcAKVGBu/Wg4DmwygmJz+DC9xB1BUrNBpf6KS8w/CZ4d4SM\nuaDhMrB+ZaRJlsF7DJxaDt9vgZxljd+o09thTk/oNB4afG+8zO61MOtXWHUSsrqmOqxERqL7ayy6\nVctQt2mPRe9+qIqYnolPFx6Of9Om2BQp8s5TARVZ5tyAAYT4+lLb2xs7N7e3rsvcLi5fzsGRI+ni\n40OWwoU/dnOEN/jcnpPFtEDTiJErQRAEQUiH23Hw+10YkBO6uIJaggc6hcHPZE4nKExyVNHOTgIJ\n9hLLX0TggIo5ZKUiNigoHOQp87iPM5ZMpyhFyYAWPbu5hRfXKEk2ZtAIR2w4yBl8OE0b6lCeolzk\nKKfwoQP9ecIVnnCdBkznJr+Qk17ouY+Gg7hzBDlhEpJFEyRVcXhYDbKPNwRWcQ/gWANDQFV+Jaht\nki9Q1sOFWXBqAlQdC6V+TJ36PC4CVnYx7GM1+DQ4ZEt9o/R6WDsKDq2E37bzP/buOjyK4w3g+Pfu\nchHihARCgru7FA3u7g6hWCnSUqDQIm2xFitQoHihFO2P4BIsWLDgEiAhCZCQECMuJzu/P456jDZY\nO5/n6VPubndud3ZY9r2ZeYcydTOu0AvH4JtxsOZ4hoGVcukCukG9UDdtgaXfXVT5C2RQSObSHjzg\nYceO2Ldvj9s33/yjHiujTsf5gQNJDQ+nxenTmDs4ZL/Ta3Jp+XLOzZsnAytJesNkcPWCj48PHh4e\nb/owpHecbEdSbpDt6O0kBHwfBtOCYXpRqG0HRgSLEgRfJyh8aKtmY141VmoVl0ljFrEkojCFvLTA\nlOb7NLGs5jEC+Ihi1MMBBYEPIWzlFu7YMY3GFMORYMJYyzFssOIT+uOILafYwwNu0JsxaNBzmZU0\nZArxnMFAAvnpxDP64MAETp04TsNa36OxvgbxO0CkQ96hoIuFc82h6HDT/Krfi7kLRzzBzBL6XADH\nkn+tiMdXYENPqNAeuiwATQaZ9pLiYFFfSE+FhX7g4JJxpV45DZP7mLIClqr0l4+Nx46ge38A5ivW\noWnb4SWvl+D5li2Ejh9PwTlzyDcsk16zHNInJXGmWzc0efLQ9MgRNJaW2e/0GigGA8c+/ZQH+/Yx\n+PRpHIsVy36nHJL3Ikl6eTK4kiRJkqRsPE2Hof4QrYez1aGsNVzTCTxjjDhrVFzMr6GEVkUwemYT\ny3XSmYgj3bFBBfgQy1qeoCAYRmE8yIsKuEYEP3IDCzSMpQ4VcOE5CfzIAR7wmE40pgbliOUZW1mP\nOZb042PUGDjODCrSG3sKcI1xlOUbUjmBkWhs6YMw9ENl1huVqiCETwP3FYAK/AZAgQ5/DKz0yXBh\nFtxea+qtqjwCVH/q4VEU8PkWjs6DnsuhWo+MKysiCGa1h8rNwHMRmGWS5txnH8zwhG+2QY1Gf/lY\nuXYF3fv9Md+2B03dDBYYzkL6w4c8GTcOXUgIJY8cIU/1TIYs5lBadDQ+7drhULEitVetQm32djw+\nxT9+jNeAAWgsLPD09SWPU/Zp6yVJerXknCtJkiRJysLPkTD6Pox0g8+LAirBnATB8kSF+Q5qBlqr\nSFYJviWOrSQyAnuGYYclKs7ynO95DMAwCtGYvADcIYpt3CaOVPpThTq4kY6eY1zkLNdpQFVaUAcw\nch5vbnOBerShGg1IJpJTzKIIDalAT+7zKRbkpyijCaUZTnyFlVIWY1IFNDa3UMWfhJjVUOIUPN4I\nQcug8QVQvwh6Hp8A76FQsB40WgA2fx2aR/hd2DEKjAYYtBmcMukdeXAJ5nSGHlOh3YcZb2M0wrq5\nsGMlLPaCSrX/somIjSW9QXW0cxai6ZzBelqZ0EdEEDFnDrE//UT+iRNx+fhj1OYZJ8fIqaTgYE60\nbk3hrl2pMmdOjpJnvGqK0ciVVavwmTGDuh9/TP1Jk96atbWknHvXnpPlnKuceTt+epEkSZKkt0yK\nEcYHwInnsLcy1LEHf71gQIwRZ7WKawU0FDSD/aQwkxgaYMUJ3MiPGddJYBkhJGFk5IueKgH48RQv\n/Ikjje5UoDFFUAHnuclBzlGWonzKYOzIw03Oc45DFKc8g/kUa+x4gi9XWENFelKKtoSxmTRCKc2X\nxPM9WkqQhyYY00ehMh+CSuUKz+aA2xIwJMKdKfDeflNgJQT4fQPXlkKLdVCs9V8r4fkTODIbbvwP\nWk+Hhh+AOpOH+PNesGI4jFkPtTMZwhcaBNOGmOZw/XQJ8mecDEI/fhTqdp1yHFjpIyJ49s03xPzw\nA3kHDqS8vz9al0yGIr6E6AsXON21KxWmTqXMh5kEi6/Z43PnODxuHForKwb5+OBSocKbPiTpP2QH\n4bleZj7+2Q8gbxsZXL0gxxVLuUG2Iyk3yHb05t1Nhp63oYoNXK0FNhrB0kTBV/EKX9mrGWGjIkJl\nZDDRPMLASlyojSVPSGUiAfiTzCgK0xpnFBROEMxu7mGOhi6U4z3cUaPiHiHs4RRWWDCcrhSmACHc\nw+tFmvUejMIFd+J4xCmWkEIUjfgMJ0oRyQGesoXKrMdACPGspiCHEcbbCMP/OOO3libV94DaGmya\nw72ZpgQWjjVMJ+k7HR7ugT6XwPZPQU58OByZBVe2Qr1h8Pk9sM5kyJmiwM7Z4L0aZhyGkjX+uo0Q\n8L81sHQqeH4KAz7KOB07YPT6GeX2DSxW/ZDtdTImJhIxdy7Rq1aRt39/yt2+jXnBgtnulxMPf/iB\naxMnUnfDBtzbt8+VMv+JhNBQjk6cyOOzZ2k2bx6V+vZ95b1o8l4k/VkwKbleph4l18t8k2RwJUmS\nJEm/szoMPguCeSXA0xVCjYIukQqpQnA+v4YSWthJEl8Ry2DsWEN+DCgsI4TdPKM/bnxFabSo8CGY\n7dzBFRuGUZ1KmLLq3SMEby6QSDIdaERlSpHAc3azlkjC8KAzpahMImH4spBIblOObpSkFWo0hLKB\ncH6mAsvRYsdT+pKXzzAT7ihpA1BbTEeFLTybCPk/A30cBH1nWscK4PYGuL8dep+DPM6/nbxRD8cX\nmP6rO8QUVNlm0QOU9ByWDIaEKJh/EfJmENikJMPMoRB8DzachhKZp1AX0dHoPhmD+ZZdqKysMt9O\nCJ5v307YhAnYNm9OuevXMS9UKKvLmmOG1NRfU623OHUK+/I5T/n+KihGI5eWLeP0rFnUGjWKDmvX\nYm5t/UaPSfrvmkyJV1Ju/1dS6psh51xJkiRJ0u8segxtnKCcNexKURgVqzDOVs1kOxXPVQoTieYx\nepbgTAXMOUksCwmiBvaMpShOaLlIGJu5gSNW9KUS5XBGj4Er+OPDFQSCZtSmBuUQKFzmOFfwoTqN\nqU0z9CRxiy2EcZkydKAUbdFiRTKBBDEfgYEyzMEcJyJ5HzWO5GMRQrcWRbcajfUFVAkHIOJzKH0d\n7n0JqY+h+nqI8YftDaHXGXAq99uJRwXCxn5g5QC9v898XtUv7pyBbwdAnc4w6JuMF/6NiYQP20Hx\n8jB9FVhknWFPN6g3KteCaOctynQbQ3Q0j95/n/TAQAqvXo1NvZdLdpGV5zducK5fPxwqVaLOqlVo\n7exyrey/Iy4kBK8BA1Cp1XRYuxanUqXe6PFIuetde06Wc65yJtvgqmjRotjZ2aHRaNBqtVy6dAmA\nZcuWsWLFCjQaDe3atePrr7/+a+H/ooqSJEmS/jtSFdO6VYdSBVvzaahjoeIIyUwmhh7Y8AmOJKJn\nHg8JIZWplKA69jwklvVcIxkdg6hKVQqQQhpnuMYZruFOfjyoQVmKAoIH3OAUe3GmIE3oih0OBHCA\nO/xMcZpSnh6YY00S9wljI/H44c5QXOmOQE8UYxGkkJ/1YAzCmNIQTR4fVOrScL8quM6DPI3BuwQ0\n9gXrErCtAZQfYFq/6he39sEWT2g1DRqP+eu6Vr+XngpbZ4DPjzB6DdTKZMhcVDgMbQKtesIHX2Rd\nJmDYthnD/NlYnL2aaa9V6s2bPOzQAYeePSk4e/Y/TlbxC8VgwH/BAvwXLqT6woUUGzDgjSeuuLNz\nJwdHj6b+pEm89/HH/2h9Lunt9K49J8vgKmeyHRaoUqnw8fEhb968v7538uRJ9u7dy82bN9FqtURF\nRb3Sg3wd5LhiKTfIdiTlBtmO3qyrOlPSikpaFddcNaBWGEcsl0ljNS7UwoLDRLOIYLqSnzmUIR09\nK7nMJcLoQyWaUQwdeg5yjjNcozKlGENvCuCEESP+XOESx1CjoSW9KUoZYgjAm9lYYEdz5mFHQeK5\nQgDrSSGYgvSmJJ+hwRo9j4niA8xww5m1oCRiTO2E2uJrVJoKEPk1Plfz4NGnPdyfDflbgU0p03BA\nhCnV+i9818LBGTBiPxStk3Xl3PKBFSOgWBVYchPsnTPeLjYK3m8KHQbCsKnZ1rly4xr6Tz/CYt+x\nTAOr5EuXeNihA+5LlpC3d+9sy8ypeH9/zg8Zgpm1Na39/LApUiTXyv47DGlpeE+YQODhw/Q7eJCC\nNWu+sWOR9yJJenk5mnP150hy5cqVTJkyBa3WlMbV2TmTm6skSZIkvSMSFFPCio3JgkWOavrlUXFB\nlcY4ommGFcdwIx0jk7nPI1JZSnnKYs0JgvmRGzSgMN/RFgs0nOUa3lygHMWYyECcsCeZBHw5zA3O\n4YgLjehAMcqjJ4UrrOUJ56jKYIrQiFSCucMY0niCO5440wY1WhQSec5iEliLA2OwYzgozzGmtEJl\n1hW1uSekXIbIBeC8zLRg8MNvofF501pWvp9DB6/f1rC6vBkOfwnjToFzBgsG/yL4hilpxf0LMHwZ\n1OmU+bZJCTCqNTTvlrPA6tYN0ru1w/zb71FXqpLhNql37/KwQweKrFuHfS4llzDqdPjPn8+9xYup\n/OWXlBo58o33DkXcuIHXgAE4lyvH8KtXsbS3f6PHI0nSy8t2WGDx4sWxt7dHo9EwYsQIhg0bRrVq\n1ejUqROHDx/G0tKSBQsWUDODX1ZUKhWDBg2iaNGiADg4OFC1atVffwXx8fEBkK/la/lavpav5es3\n8vq9xo05libYdMyHI2mCLk09mOeg5vqZk2wniWseVVlAPtQ+F7lGAkc8XGmHC+V8gkggjRselqSg\np7pPOq7Y4uxRiN34EOMTSn2q0t2jMzFEsNbnO0J5SHuPTlSjIXd9AlDQ4+6h5y47CfexpyQtaerR\nlCes5ZDPBpxpQ1ePmagx45jPNlI4QhWPS1jhwU2fRpiRn8YN82NM7cxp3xqotMNoUr8kBNbHJ3gY\nWDfEw2EHqNT4PO8OdzfhUSQF2m0znX/4HTxufgFjffC5H/nX+lGMeGij4eByfK7fhfe64TFpEVha\nZ16/devA6Lb4YAf9x+PRpEmm9S+EoOHjIPQzPsXX8wM0jZpkeL0MsbH8WLEiToMG0XHu3Fy5/l5L\nl3Jv8WLqli9PrRUr8AsOfi3tLbPX3vv3c2vLFpSjR2kxfz7PixRBpVK98b8f8nXuvv7lzyEhIQBs\n3LjxnRoKJ4cF5ky2wVV4eDiurq5ERUXRokULli1bxgcffEDTpk1ZsmQJly9fplevXgQFBf218H9R\nRUmSJEn/PsmKoEu0Qj0LFX3yqCijVXGCFD4nhspYMBsn9BiYTxCPSGUaJamADXu5z2786U552lGa\nSGLZxQniSKQLTShPcWKIwJfDPCaA6jSiKg2wwppUYnnIUQI5Ql5KUIk+OFKcWM4QxHxsqUgxPsac\nfKRynnhWks5VbOmFLYPRUgghjAjdchTdV6gtvjb1WOlCIagZOI0A548h5ixc6gnN7oBBDz+Ug76X\nwaE4pMTBvCrQYxlU6vjXirm8H9Z9BI4FoP04U0+VmTbrytSlw0ddwcYO5mzONNU6gPGCL4bPPkHo\n9ZivXI+6QqUMtxNCENSlCxbFiuG+ePHLXNoMpYSFcW3yZCJPnaL6okUU7t79jc6tin/8GL+VK7my\nZg1lOnak6ezZ2LpmsIiz9K/0rj0ny+AqZ7IdFuj64i+5s7MzXbp04dKlS7i7u9O1a1cAatWqhVqt\nJiYmBienTNbAeAf4+Pj8+guDJP1dsh1JuUG2o9fHWq3C28UUBFwljd7EEYqer3CiMZZsJ5z1hNIL\nV+ZShmBimYg3Dlgyn5bYoMGLE1zlPq2oSwOqkkQcB9lMMHepSRNa0QctWiK4jh/eRHGHQtSnCTOx\npzDJBHKHsaQRRkk+w4E6pHOdcEZh4Cn2jMKFVaixQgg9imErSvosVCoX9x1GIQAAIABJREFUNHnO\notKUgZQrENIF8o01BVbpkfis745H/zVg7ginR0G5AabACsBrAlRo+9fASlFg4yQ4vwtGfQ/VWuas\nIpMT4eNuYGMPszZlGliJsFB0n36EuHwRs2lfoekzIMuheLGbNqELCaHYjh05O45MGHU67i1ejP/8\n+ZQcPpz2/v5obWz+UZl/lxCCh97eXF6+nCfnzlF5wACGXbqEY/Hib+R4siLvRZL08rIMrlJSUjAa\njdja2pKcnIy3tzczZszAxsaGEydO0LhxYx48eIBOp3unAytJkiTpv8eI4DrpnCENb5KJwsgYHOiD\nLVeIox/3cULLOirjiIq1XMGPMAZTjfoU4iK3OMBZqlCaqQxBjYIPu7nLZarTiPeZhgY1wRznPvvR\nYkUJWlGXcZhhSRK3ucdkEriOO4MoQA8UooliLKmcwYFPsKUXKswQSjBG3TqEfj0qdWnUFvNRmbVB\nhQEivzbNsXL/Hhy6ge45+LYF55bg2gGeXYXAXTDI33TiD07C/aMw9c4fK0QIU29V4GVY6Ae2ef9a\naRmJfApjOkD5GvDZCjDL+NHCuH8Pug+HYTZsFGarN2W5jhWYUq6HTZpEyUOH/lFWwMizZ7k4bBi2\nJUrQ6uJFbEu8mnV6siOE4J6XFz4zZwJQZ+xYum3dKteskqR/mSyHBQYHB9OlSxcADAYD/fr1Y8qU\nKej1ejw9Pbl+/Trm5uYsXLgww182/k1dfJIkSdK/gx7BGuJZSwIOqGmEFU3JQz0suUcSK3nMU9IY\nS1HqY89hAvkf/jSiCL2pSDQx/Mxx1KjoQXNccOAKPlzBh7LU4D1aYYGWAA5znz04UZqydCIf5TCS\nTDRHiGAXRpJwpRf56YwKI/F8TwI/YEt/HBiDSlgjjMcQum8RxouotP1Ra4eZsgEKAYkHIXwymBUE\n91VgUQySg+F8B1N2wIoLwKiDrXWgxsdQfiAYdDC3MnSaB5U7/7Fi9i0F79Uw9yzYOOSsMu9ehfGd\nocdIeH9KpunWDetXo5/3JRZbdqGuWTtHRYcMHozGwYFC336bs2P5E2N6OtenTuXR1q3UXLaMQl27\nvrEhgJG3b3Nw9GjS4uJoOmcOpdq2feOp3qU37117TpbDAnNGLiIsSZIk/esJIVCpVCSiMJAIrFAz\njbyUwxyB4BoJbCKMAJLxpBAdcOYioWzhFm7YMoiq2GPGAc5whyA60IialMMfP86wHzeK04gO2GBL\nIIe5x26cKU8FeuJAEZLwJ5ydxHACB2qTny44UAeFRBLZSDxryEMTHJmERrghjEdQ0qYDyajNJ6DS\n9kGlsgJFB/H/g6hFoKSA62ywe5G5L3Qr3BwPZadB8Q9N7x0fBSlR0OFnU+DjPReCzsGIfX8MhPx9\nYW4XmH8B8mezePAvDm6Fr8fC599Di26ZbmbYuRXD55MwP+SDunjOeo3iDx3iyahRlLt1C42tbc6O\n5/f7373LuX79sC5alDpr1mCZL99Ll5EbDOnpnP7qK66sXo3HzJnUGDECdRZz0aT/lnftOVkGVzkk\nXqFXXHyuOnny5Js+BOlfQLYjKTfIdpR7YnRCRKYL0SHSIK6kG8VAES4+EVHCKBQRL/TiB/FEdBF+\noru4InaIpyJVGMQF8USMF4fEJ+KIuCHCRbrQCW9xQXwqlold4oRIEWkiVASJTWK+2CwWijARLAxC\nJx6IQ2K38BRnxDzxXIQIRSgiRpwRN8X74rJoJ56IDSJdxAghhEgXd0SU+FSEiLIiUowR6eKBEEII\nRX9K6JMaCH1iOWHUbReKYjSdSNpDIZ5OFuJ2fiECmwgR5yXEL5/FXRfiTHMhjlUUIvay6T1FESe/\nGyzExkpCpMWb3osMEGKykxDRQX+spKQ4Id4vKsTFPTmrVL1eiAUThGhdTIj7N7Lc1HD+nEgp4iyM\nt2/mrGwhRPqTJ+Kmq6tI+Bt/DxRFEfeWLRM78+UTAatXC0VRXrqM3BJ+7ZpYUbGi2Nqpk0h4+vSN\nHcc/Ie9Fr9a79JwsxKs93pcpe8eOHaJ8+fJCrVaLK1eu/Pp+enq6GDx4sKhUqZKoUqWK8PHx+fUz\nPz8/UbFiRVGyZEkxduzYXD32P8vROleSJEmS9C5JN5r+vyIMytoL/HSCAG0KERhZS34OEMkSQqiP\nIzMpRUVsuM4zPuMYAkEfKlGN/FzkNl/hRVEK8hH9sELFCbbzmAAa0ZFyVOcJvhxiHja40pCpOFKM\nGE5ygykAuDGIfDRDoCeZ3UTzEwbCsaUvbpxEI/IjjCcxpo9EKCGoLaaj0vZHhRqST5l6qZJ9wXEg\nlDgFlmVMJ/f8MjyYBzG+UOYzKDYC1FrQp8DJcRB6Cj73BQs7MBpg82BoORWc/tQzte4jU+KK2hlk\nDfyzuBiY1NvU67X1MjhkPt9ahIWiG9AD81U/ZJoN8M8MsbE8bNcO5/HjsX3JRAr6pCQuDBlCUnAw\nLX19sStV6qX2zy2K0cj5hQvxnT+flgsXUnnAADkEUJJyUaVKlfDy8mLEiBF/eH/NmjWo1Wpu3rxJ\nVFQUbdq0wc/PD4BRo0axbt06ateuTdu2bTl8+DCtW7d+Jccng6sXZDYcKTfIdiTlBtmO/plNfqC3\nhoNhcNwc+pRXGGgNC1TPWYELG3jCEaJZSUVKkoebPGMal4knjX5UpiYFuMBtZrGfAjjxPp1xJS9+\nnOQKPlSlAUP5nASCOcanANRiNC5UJJZTXOdzVJhRmJE40hAjT3nOXBLZhgU1cGAsVjQFYUTod2LU\nLQZSUJtPRq3thwoNJOyHyNlgjAPnCVBkG6jzgGKAsP/BwyWQ8ghKfgw1fgSzPKaTDzkCJ8ZAgVp4\nfHEDzF8Mqds7GczzgMf4P1bWpX1w2weW3My+YgNum+ZXNe0M47/OMtW6SEkhvXdnzEaNRdOqbY6u\nm+7xYwLbtcO+TRvyT5yYo31+kR4by4lWrXCoWJGW586hsbB4qf1zS/yTJ+weOBDFaGSYnx8ORYq8\nkePILfJeJP2ZjtwfuveyPz2ULVs2w/f9/f1p8mJtPWdnZxwcHLh8+TLu7u4kJiZSu7ZpvufAgQPZ\nvXu3DK4kSZIkKSs+t8ElH2zwA7tiUKQAVFUEXmmCKQVSKIE5cSRxgCg2UIk00vkCH6JIoQcVqIc7\nftzhKw5QEGeG0AF3XLjNBQ6yAndKMICJmANXWEEkd6hCf4rQiHj8uMlgBHqKMBJHGmEgiGg+JoUj\n2NCTghxCS2GEEoKim/Yi819l1BZfoDJriwojxG03Zf9TacFlKth3BZUadLEQsgyCloNVYSgxFgp2\nMfVUCQGPjsLFOZAUBo0XQokOv1XMsW/g9gH42Bd+n/b8eQSsGA4Td4BVNmnJD22DeWPgk0XQYUCW\nmwpFQT9iMOrSZTH7aFKOrl2CtzchgwaRf9IkXMaPf6meHkNyMidbt8alUSOqL1jwxnqJHuzfz96h\nQ6kzbhz1J0+Wc6ukf6VShORKOWk+F0j3uQiAWy6FI1WqVGHv3r306dOHx48fc+XKFUJDQ1GpVLi7\nu/+6nZubG2FhYbnynRmRwdULci0HKTfIdiTlBtmOci5dB8mpEBIDA5dCjw5QyQ02PoUWrlDJWZBi\nJjhglsg4bJnPPb6lPMFEs5SLdKM87SjFI8JZxGbyYMlQOlEQJ25xgcOsIh8F6MIwnHHlPnu5xx5K\n0JK2LEPPU+4ynjQeU5hR5KMFBkJepFM/iR2euOOLWtgjjD4YdWMQxrOotAPR5DltWqPKEAtRCyD6\nOzAvAa7zwbaVaehdyhMIXAiPN0GB9lB3NzhUN528Lgn818L15abXNT+Bsv1AY1rs1+f4UTye74d7\n3vDhMbD+XWp1owEW9YOWw6BCw8wr2GCAxZPg5B5YdRTKVs3yegghMEz9BBEZgfke72wDHWEwEP7F\nF8SsX0+xLVuwffGrc04JITg/eDD25cu/scBKKAo+M2dyfcMGenl5Uahevdd+DK+KvBdJf/aIHCa8\nyY5HMfDo8+tL1RcL//BxixYtiIiI+Mtuc+bMoUOHDn95H8DT0xN/f39q1qxJkSJFqFevHhqN5rXf\nF2RwJUmSJL1zdDowN4eVO+H8LVCcYEQrWOwH49pBUys4FgfNCwiaWRs4jYI/0TTHCQPJLOMiU2lI\nEWzZwVHuEkQXmlCZEtzkPAdYTgEK0wlPClCYMC5xiLnYUYgWfIMVNjxmBdEcxh1PCrAQhWhimEwy\nB7FnGPmYY0qnbvDCmD4XSEJt/hFqqy2oVNaQehuih0P8TrDrAEV3Q54XgVPCbQiYDxH7ofAQaHYL\nrNxMn8UHw7WlcHcTuDeGJkugUNM/Zv8L8oXto6BmBVOPVR7H3z4TAlaPMQVhvWZkXsnJifBJT1CM\npvlV9lmveyWEwDB7BsaTx7A4fAqVpWWW2xuiownu1QtUKspevYo2f/4st8/IgxUrTHOszp17I4FV\nWnw8u/r1Q5eYyDA/P2z+xjlIkvRXR48efel9NBoNixYt+vV1/fr1KV26NPb29oSGhv76fmhoKG5u\nbrlynBnJfFn0/xj5y4yUG2Q7knKDbEcZ0+kEQUEK4RFQvjbcug+z10HX1nDuHhhtoVlJ2PYIirtC\nfUfBsXTBc6skumDJQaLoRj6+5TwTqIc9KuazCYDP8MQFLRv5mofcoRsj6cIw1MRznKncYgs1GEFD\nppDOLa7RA4UUqrGDAnQknsWE0Rw19rhzDnsxDvRHMSZXQUmfh9piGhrru6Z1qhJPwcNmENQStO5Q\n5h4U3gRWVSDiAJxrCWdbgE0ZaBEIlRaYAqvo23CwL/xU0zQcsP816LgLCjczBVZCwIMT8H072NAL\nj2FfwLDdfw2s1k+AgEswaUfm86ZinoFnY3AtDMsP5iywmjEF455dWOw/hsrRMcvt0wICuF+3Lnlq\n1qTkkSN/K7BKCAjg1owZ1N+y5Y3MsYq8fZs1tWrhWKwYA44d+1cGVvJeJL3txO/St6emppKcnAyY\ngjOtVkvZsmVxdXXFzs6OixcvIoTgxx9/pHPnzpkV+Y/Jda4kSZKkt15kpKB3bx2r12gZPEpNMw84\nHwp1K8H+QBjSEr48D9M6w8YgUNzhvcIKEVoD/k7hDEZBhUDwlELY0YSCLGcHHWhELcrjyyFucp4W\n9KQUlYniLrfYQgqxVKQXhWmAnigeMpd0IijBFGypQgoHiGEmltQhL1Mxww1h8MGYNhEworb46sV8\nKgXidkDkHEADLp+AfU9Qm4PuOTxaB8ErQesIxceAe2/QvAgYYu7C+ZkQehpqfASVR5kyAP4iJgQu\nb4ZLG8HMEhp9CHUGgfZPPUdpyfDd+xAZAtMOgG0mAdOThzCyFbQfACOnZ7ow8C+EXo9+zHCUe3ex\n+PkAqmzWlEq9eZPA1q1x/fJL8r3/fpbbZvqdisKxJk0o1KULZcePz36HXCSE4OratZyYOpWWCxdS\nZeDA1/r90r/Hu/ac/Lasc+Xl5cXYsWOJjo7G3t6eatWqcejQIUJCQmjdujVqtRp3d3fWrVtHoUKF\nALhy5QqDBw8mNTWVtm3bsnTp0ldyHiCDq1/JccVSbpDtSMoNsh39UXi4oGXLdDp31nA3WItGA26V\n4EYAVK0L98MgT2Eo5Ah7ksCzOmyJExgKGengnESyNpUHPOZTCuDFLWbRmKVsoR0NqEIJ9rIBIwba\nMwg1Bq6yjhgCqERvitAYFYJwdvCEdRSkL24MRBBHNJPR85B8fIMldRBKEEraBITxOmrLuajMeqJC\nBfFeEPE5aBwg/zSwbW0KWJIeQuAiCN0CBdqZFv51rPNbMBN9Gy7NgUfHTPOpqo4GrbXpM6MebnjB\nuVUQdgOq9TQFVEVq/7r/H9qRvy8s84QydWHkSrCwyriyb10yZQQcMR16jsz22oi4OHQDeoCFBeYb\nt6Oyts5y+5QbNwhs1YpCS5fi2LNnTi5/hu4vX07I5s20OHv2tSaOiAkI4PDYsSRFRND1p59wLl/+\ntX33myDvRa/Wu/ScDG9PcPW2k3OuJEmSpLfW1asKnTvrGOKp4cZ9M3Q6qNIY9p+FIf1g+WEY1h22\n3oB8RaFmHtgSB20KC86oBCfNEuiFwAF7DuLPAKqwE2+qUZbKFGcHy3HGjRb04Bk3uMgyitOCOozF\nDAviuEwwC9HiQGXWYUVRkjlEDJ9iQ29cWAkCFN2XKLqlqM0noLbaikplCUlnIfwTUNKh4MLfgqqE\nu3B/NkQegaLDofldsHQ1nbBihODDcH0ZRN2A6uOh+arfUqobdHBhPRydB46FodFoqNQZtJkMiwsP\nhK0z4dZJeP9bqN8j88o++jPMGgVfrAOP7Ne8UgID0PXqiLpJC7TzFqEyy/qRIvXmTVNgtWwZjj2y\nOI5sJAYGcmvGjNcaWMU9esTZuXO5+/PP1J80iboffYRGq30t3y1J0rtF9lxJkiRJb63gYIVDRwSr\nf9RQsTxoCsDtIOjaCb4/ChP6wjdnYXxbWB0AratCiE5wx8lIL5ckHmtTiCGUodhzhcd0oQCnucp4\nerOL1ThRgOZ05yFHuc026vMJzpQnlScEs5hUHlKEsTjRFEEKMUwnjfM4sxRLaiIMFzGmDUGlLoXa\nchkqdWHQhcDTiZByEQrMBsd+pnTqiffh3kyIOgElP4JiH4D2xfC+pHC4sx5urQWrfKZeqjK9TcP8\nABQFrmyBA9PBpTS0mQnF6mZcaUKA/zk4sAxuHIf2Y6DTx2Blm/H2igIrZ8LejfDtbihXLdvrYjx2\nBN2wgWg//xKzoSOy3T7l2jUC27T5xz1WRp2Oow0bUrRfP8qOHfu3y8mpuJAQTs+axT0vL2oMH857\nEyaQJ5thj5KUU+/ac7LsucoZGVxJkiRJb634eFPyimHDYO9VKFoQHIrAhQDo3Q6+vwTj2sC3/jD6\nPfghChqWMpKiMuLvFE5fBLGkkEgQg6nIHg7wAT3w5xRJxNGZodxnHwEcwoMZ2OBCGJsJYxNuDKQg\nfVBjTjrXiGQMltTCia9QCUuEbjaKboUpqDLrgUqkQ+Q3EL0UnMeZFv9V54HUp6ag6qmXKagqMRbM\nXqwrFX4BriyGR95QugdUHgH5a/xWAULAnYOw/zPQWkGnr6Fko79WlBDw8Apc3ANnd5jea/sBNPfM\nPKgCiImEzwdCagos3AlOWSdlEIqCYfE3GFYuxfyHbWgaZHAsf5J88SIPO3ak0IoVOHbrlu32WfEb\nO5ak4GAa7937SrMDGtLTOTNrFpdXrKDmqFG89/HHWOXNOqmHJL2sd+05WQZXOSOHBb4gxxVLuUG2\nIyk3yHb0G3ML6DcSvtsHw3vD3jtQJg1q1IVtt2BQc1h2H0bVhZUR4FlOYUe6wnuuz2mHBUd5xCCs\nCcGWAO5Si/Ik85QQ/BnIRALxJpBDNGMW5lhwl/EopFOFH7GkIAqpxDKXRLaSj9lY0wGhPMWY2g4V\nWjTW11CpC0LSaQgdBhblofRVMC8MhmS4PwOCvoMi70OLB2Du+LtFf2dBwmPT0L8Wq8HC/rcT/2VO\n1fH5oE+Ddl9C5c5/TC6hKHDnNJzbYQqqLG2gdkcYvwlK18bn1Ck8sgqsTu4xDQPsOAhGfwXZDOsT\nMTHoPvBERD7DwuciavdC2V6/xFOnCO7RgyIbNmDfrl2222fl3rffEu7tTasLF15pYBUbGMiO7t1x\nLFaMkTdvYvcKUza/7eS9SJJengyuJEmSpLeWmQaS9dCuE6w7D57tYccDqKOCMpXgSDh0qQEbomBw\nOYVNaQqDCyRxUaXHkji64MRxbjGCchzGh7F0Yzvf0pXhxHCXO+ygOXPQYsZtRmJLFYrzMSrMSOUc\n0UzCnAq4cQwzXBCG0xhTe6M2H4nK/HNUQgdh4yD+f+D2Hdh3NgVPodvg9kRwagBNrkKeIqYTeuID\n5z6DtFio8zmU6QXq3/1THOEPFzfCpU3gUgpafQYVO4L6dyunpCaC9xo48J0poGrcF2adALcyOavU\n4HuwaBKE3INvtkONLBYRfsF49DD6D4eh6dIDsx93ojI3z3af+P37eeTpSbFt27Bt2jRnx5YBIQR3\n5s4lcM0amvv4YO7g8LfLyk7IqVP83LMnjaZPp9YHH7yRtbMkSXq3yWGBkiRJ0lut+3ywtoF4S7gW\nDn0bwI9PoFVRCLECHYLShRV8dQp98idxWJNER/QEkURBYimDIw/xox0NCOQEBSlKZapyjCk05FMc\ncOM2I3GgLkX4EEEascwihSPkYw55aIkQAqFbiqKbi9pqI2qzVpAeACHdwaIMuH8PZnkhKRCujwRd\nNFT5zhRcgSnz3+lJ8Pwe1PsSyvQB9YtkDKkJpvlUFzbA8ydQqx/UGQKuf8pEl5Zsmke1ZxFUagId\nP4bStbNNlQ6YAr7rvvDTEvDzgUGfQL9xpq7BrHYLf4r+s4koF33RfrcGTZPmObpmMRs2EDZlCiX2\n7sW6du0c7ZORxMBA/MaOJT06mkZeXuR5hb1ID/bvZ4+nJ922bqV4s2av7Hsk6Rfv2nOyHBaYM7Ln\nSpIkSXqrFS8H6y9Dj9oQ5wT7nkHfavBDDPR2FJy3NPJMCJq4xnFalU4PjJwjjraoeYgRLVG44Ywg\ngjSSqYUHJ/iMivQiL8W5wxjsqEoRPsRIGM8YgpaSuHEcDfYIkYSSOhyh+KOxPo9KXQwSDsOTgZB/\nJjiNAhQIWAQP5kDpKVBinKlHKjUGfKfBg5+hzmfQaTdoXvT6xD6CE4vg8o9Quim0nQllWoDmT/80\npyXD4e/Baz5UbAyzT0GhcjmrvNBgOLId9m0CoxF6fWDKBmidxXBBQCQnY1i2CMOKbzEbMhyLZauz\nTbMOpl6m8BkziN28mdKnTmFZJoe9ab+jGI08O36cwDVriDhxgnITJlDuk0/Q5KC37O8KOHSIPZ6e\n9N2/H7d/EAxKkiSps9/kv8HHx+dNH4L0LyDbkZQbZDv6owpFoHot2BsHVQuBRRE4kyroV1Zhi9ZI\nazsDKfmeYVQZqUMKfsTRFQv8CKUV+bhNEE2pgC+Hac9AbvADthSkBK0IZDZa7CnGBPQ84CmdsKE7\nzqwwBVbGaxiTa4DKCo21rymwil4OT4ZAUS/I9wGkPYWzLSDcCxpfhFITTNkBb62FjeVBpYHB96D6\nOFNg9fwJbB0OX1c3LfQ75RYM/RnKt/ljYBX7FLbMgOHF4f55+MIbJm7POrASwjTsb/3X+DQrC/1q\nw9MQmL4a9t6D/uOyDKyEwYBh/WrSqpZG+N/B4tRltF/MzVFgZUxOJrh3bxKPHqXM+fMvHVjpk5K4\nO38+e4sX5/qUKeRv0oTOwcFUnDr1lQZWoRcusHvgQHrv2SMDqz+R9yJJenmy50qSJEl6qxXNByX1\nkFQADqYLOhUW7EfhroARrol4aRIYgRVnCCUfeWiMEV/CGEAJ9nOCobTjCBtpRnfiuEMkt2jJAsLZ\nSgqBVGItBoKJoDd5mYYNXRFCoOiWoOhmobZcglrbF4RiSrGesB9K+oJFMYg+DZd6QfEPoMxUUyD1\nPAC8h4JRB12PgEtV04mkxoP3HPBdC/WHw/QHYO30x5NNTYJLe+H0FlM69Ya9Ye7prOdTxTyD80fh\n4nG4dMKU6KJxe+g2DIaPyzZRxS+Mx73RT/4IlbMLFtv3oK5eM8fXKP3hQ4K6dsWqWjVKnTyJ2tIy\nx/sCPNq5kyvjxuHSqBENd+3CqUaN7HfKBbEPH7K9Sxc6/fADhd5777V8pyRJ/25yzpUkSZL0VlsV\nBmueChq6Cc6oFHQIeuRN56D5c8qqzChPOt5EMgQXbhCALeY0wI6j+DKYNlxgF0UpSzlKcYY5NOFL\n4BkPmEZlfsAMNeF0xIHx2NLnxTDAwQjlEZo821Gpi5sWAn4yGPRPoOhe0/yqx5tMSStqbgaXFqZe\noxsrwXc61J0GVT80zasSwpSkYt8UU+9U+1lgX/C3EzQa4NoROLkJrh6GcvWhYR+o2wWsbDKulJhI\nOPgTHN4OIfehdhOo2xxqN4WiZXI2D+sF5WEg+qkTEP530M5ZiLpdx5dK5BB/4ACPPD1xnT6dfC+Z\nBMKYno7fuHE8O3GC9zZuxPk1BjhpcXGse+89ao8ZQ60PPnht3ytJv3jXnpNVKhUDog25Xm4ZMxWf\nO2jeqbrIiuy5kiRJkt5aqYpCtA1EF1S4oBZ0dEzngnk8p1SCgWjxJoxnWDGYPBzmKt0oQxKPOUsA\n79OO0+zAneJUpgonmUEdxmCBhltMowyzMceOcLpgS19TYKWEYUxph0pTE431T6hUFmCIhpCuYOYC\nxY+C2goCFkLQMmhwEuzKQ1oceA+BxCfQ+xzkfdHT9Ow+bBsOuhQYvheK1PrdySXBkVWwbwnkLQjN\nBsOIFWDnlFFVmNzxg83fwukD4NERRn8JtZqAVvvSdStiYjAsmINhy0bMxn6C2aYdqCyyTnDxh/2N\nRsK/+IKY9esp7uWFTb16L/X9aZGRnO7aFQtnZ9r4+aG1s3vZU/jbjHo9O3v0oETLljKwkqSX0Nwi\n9zNoumhyvcg3SvZcvSDXcpByg2xHUm74r7cjIQRn0mF7ioJOEeTRCBxtUjiuTcQKFZ3RcpNnRKOn\nN46c5wHWmNMSF45xljIUoSbuHGM71WhIGUpxmllUYQBuVOUWQylIX/LTmUiGoiYv+VgISjDG5Gao\nzUegMp9s6oFJvQUhncGhBxSYA6jg3hemVOsNjoGVO8Teg90doWhLaLQQzCxAMcLJxXB0HrSeDo1G\n/5YdUK+Dwyvh57lQoRF0nQwlsxgGZzCY1qT66VsIfwx9xkDXoWDnmGU9ZtaORPhTDKu+w7BhNZrO\n3dFOnYkqf4GXukb68HBCBgxAGI0U27oVbYGX2z/u1i18OnakWP/+VP7iC1Tq1zcFXAjB/hEjSHz6\nlN67d6PO4bDJ/6L/+r3oVXuXnpNBZgvMKXlHkSRJkt4KQggCDIJ+MQoJCnzgaOChZSLeqhQaYslA\nzLhKNAdJozfORBPOIW7SkzJEEMgxztENDyK4yTG204Z+qInBh5mQDHA2AAAgAElEQVTUYDiuVOQO\nH5KXJhSgGzFMRyEZF1aDEoIxuQlqi09Rm48yHVDcDggdDW5LwLGvaXjf3akQsR8anQYLFwg7C/u6\nQYO5UNHTtF/8U9jYHxQDfHIJ8hX/7SSvHoE1Y6BACVOCiqKVM6+QZ6Gw5wf4eTUUKGRKnd6sa47n\nUP2hblNSUI4cxLB9M8rZU2h69MXi1GXURYu9dFnP//c/noweTb4RI3CdPh2V5uV+dn68axeXRoyg\n5tKlFO3T56W//5869803hF26xJAzZ2RgJUlSrpM9V5IkSdIbpygKPjo4marglEfHOfN4glR6emGN\nPSkcIhIbNHQmH4lEcYJgWlIcNwwc4yJ1qEBp7DjFbopSjno0w59tROFPPT4hD3nwZzwOvEdRxpHA\n9ySyHVd2o1ZSMCY3RG3xEWrzD02JKyI+h+dboJgXWFUzBVa3J0DUSah/FCzywePjcKA3tPnJ1GsF\nEHgaNvSGBiNNCwD/0luVEA1rxsKDizBsKdRsl3FFxEbBCS/TXKp716BVT+g+AspVe+k6FeFPMXof\nwnh4P8qpE6hr1EbTow+aLj1Q2Wadij0jaffvEzZxImkPHlBkwwZsXnJ+lGI0cnPaNII3b6bRrl04\n1cx5wozccvOnnzg+ZQpDz5/H7hWumSVJOfGuPSfLnquckcGVJEmS9MYkK4LbesH+VEELa4WN2lhu\no2MY1jwnjkNEUQ8HmmJHAGGc5TENKUwtHDiGL+ZoaU8dbnOSKMJpSS8EEVxjA4WoS2UGkMhlApmN\nO4NwpQ+JbCKe5bjihUaxxJjSGLW2H2qLKWBMhsf9wRgLRX8GM2dTD9T1EZBwB+odAnNHeHIS9veC\nDj+DeyPTyZxfb0paMeBHKNfyt5O8cgiWDYVGfaDfV2CR54+VoNfDyd3gtR5unod6raBlT2jYFiyt\nclyXIjER5aIvyumTGI8dQTx5hKZJC9Rt2qNp2RaVUxZzuTIrUwiSL1wgaskSEo8fx2XiRFzGjUP9\nEnOzAFKfPeNc374ANNi6FUsXl5c+ln/q/r597Bs2jIHHj+NSocJr/35J+rN37TlZBlc5I4OrF+S4\nYik3yHYk5Yb/QjsSQuCdKjiSJrBUC4rYJ7NUFccgrNGSyH4iaY8zNTHnNEEEEEMLSlANB85xhVCe\n0Z4GmPGccxykMvWoTFWus4404qnJSOzIRwhLSOAGpfkCW6oQz1IS2UIBdmAmHDEmN0dl5oHa4mtU\nxmgIageW5cF9NajNQZ8Al3uZDrr2TjCzgfALsLsDtN8JhTxMvVrec+DCehh5EPK/SGZhNMLmz0xp\n1T/60bQA8O8ZjbB7Paz6CtyKQffh0KQz5Ml+TSkwrUmlnD+LcvQwxlMnEPfuoq5aHXWjJqibtOB0\najpNmjX7W9fH8Pw5sZs3E71mDSIlhXyjR5Nv6FA0fyPpRMTJk/j2708JT08qzZyJ+iWHEeaG+/v2\nsXfoUPoeOIBbrVrZ7yAB/4170Zv0Lj0ngwyuckoONpYkSZJeqwiDwvYUwck0QSd7A7ssYvEHpmHJ\njwRTHTs+x5VD3GM7ejpQhvYU5CxX2UoMTalFU8pyln1oMacHI4nmEif4jHJ0pRQtiOBnHrKJ/HSi\nGluBVCIZioFwXNmDRlhiTGmNSlPLFFjpQyGoOdj3gAJfmVKZJwfDhY7g1AAqLwO1GUTdgj2doPVG\nU2AFcHAG3NgF48+CvavpvdREmN8LDDpYfBXs8v2xEvyvwcz3wcoaFuyEynVyXH+K/x0M61Zh/Hkb\nKvdCaFq3QztrPupadVD9bn0p1d9YADYtIIDIhQt5vn07dq1a4b54MbZNmvythBOKwcCtL7/k4dq1\nvLdxI64tWrx0Gbnh+saNHJs8WQZWkiS9FrLnSpIkSXpt0oXgQIqCQa1w3TKefapkPsSGIKII4P/s\n3XdUFFcbwOHf7rJLbwIKiig2FHtXbCj23jX2XmKLRo01lmjsscQajYpiib1rxAJW7AoqoBRBlN5B\nYMvM98eaqLGhQb+YzHOOJ9ll5+7MnTm78+5773szGYY9l3lIPJl0xRUD0jnLdQyQ04Cq2KPiKqdI\nIYF6tMYCkdtsxILCVGYAWdwhgp8xxYWijMYIB9LZTjJLMKcr1kwAIV5fbt3AHbnhMmTqcAjzAJuR\nkP9b/Y4m+OoXB3aZCsVG6oOt5BDY7Q71F0Pp7vrXnV4Cfr/CaF8wt9M/l5YAM5tD8SowbDUoXvod\nUxDAc7H+39iF0LZvrtek0l2+iHbBDwgBdzDoPxhFz37InYu9f8PcnJfwcKJnzSLt6FFshw/HbsQI\nlAUKfHR76WFhXOrVCwMzM9y2bMH4A6sJ5gVBq+XM1Knc272bHkePYlemzGffB4nkXb60+2Qpc5U7\nUuZKIpFIJJ9Nhkwg0DSV7aTTHlPGomA7IbQlP+VQ48UVOlIGG3I4xe8UwIZONEQkiev8TgBZ1MQD\nB2y4yw7CSKAyg7DAhHCmoiOLkszEgkpkcpAofsKAgtizA0PKImhPIWT1Ra4ag0w1AVnOfQhrDvmn\ngO3zKoGP1sP9aS8WBwZIDYe9jaHW9y8Cq5u7wHc5jL34amA1rSFUaw29f3w1cMpIgym9ITketl+D\ngkVy1WfCXX80309CDA7EYPwUVL8d/KD1qN5FHRVFzLx5JO/cid2IEZQNCUFhafnR7YmiSOiGDdye\nMoWyU6ZQesyYz1pm/Q8pERHs790bAyMjBl+9iomt7fs3kkgkkjzw+T/x/qF8PmL4hETyV9J1JMkL\n/8brKAYts0ikHlGkoWM6RgQSwQ1S+ZYCBHGfJ6QymvIE4sctguhDC2pRAF88uc0FatGU9nQhBR8u\nsQhHatGIyWRyiPuMwY5WVGAzCh7zBHfS8MSWedjzGyrBFl3WIISs/siNPZEbTkSW6QuhjcBhvj6w\nErTg/41+geB6518EVomBsKsBVJsIFYbon3t0BXaPhKGHwbqw/rlnaTCz2ZsDq9go6FsXbO1ho0+u\nAisxJhr1iEHktGmCoklzDG8FY9B/cK4Dq3ddR1l37xIxeDCBFSogNzHBNSiIgrNn/63AKj00lDNN\nm/Jw3Toa+/hQZuzYzx5YiYLAjV9+YX21apRq3ZpeJ05IgdXf8G/8LJJIPjUpcyWRSCSSTyYENWtJ\n4xiZdMSUaRiyn8fEYcAA8uNPOAcJ5ytceEQwh7lPO+oD8ZxkA/Y40Zo+QCJB/EYQCbjQjur0J4Yd\n+LMQezpTmT1ouEI0LZBhhA1zMaIeCHEI6smImvXIlP1QmN1FhjnEL4W4+eC0Hcw9QJMK174CQQMN\nLusrAsLzdaw6Q70FULav/rmkCNjQEXpuhEIV9c9p1DCvA5Sq+Xpg9egBDG0C3UdAvwnvHQYoxseh\nXbEErecGDHoPwOhWMDIrq791HkRRJOfhQ1IPHyZ51y40jx9jO2wYrsHBKO3s/lbbgkZD4JIlBC5e\njOvEiZQeN+7/sn5U9M2bHB81CkGno+/Zs+QvV+6z74NEIpFIc64kEonkP04UIT4N8n980uI118hm\nNalcJ5vemFOIHPbwFBtUtMeKYB4TQCxtKYkRqZznFrUpTyksucgRzLGmHq3IIYL77EWBktK0Jz/F\niWY78RzDjhY40h8dD0hmAQKpWDMJE5qBEIaQsxhR8xsy5VfIDb9DJneCnBCIGgZCBjjtAENnyAjR\nF66wdYcKy0Gu1B/Evc1wbiK02ApFm+mfe5YCy+pC7UHQ8JsXHbi8H2SlwcQ98HI1vPAgGOwBX8+G\njgPffR7iYtH+tADtts0oOnfH4NvJyB0Lf/Q50CYkkHbqFOmnT5N+6hSiWo1Fq1ZYd+qEuYcHsjwI\ngOIuXODq8OGYODpSY/VqzJw/fFHivyspNBTfmTMJO3UK99mzqTJw4P9lKKJE8qG+tPtkac5V7kjB\nlUQikfyHRcbDqA2QrYHvekARKyj+kaOoRESeoGUL6RwikwGYY0Qmv/EUZ0xoiQV3ieA+8bSiJNY8\nw4frFMcRN0pyhzOkk4w77VGSyl12osKcsnTFAguesoUkzpGfdhSkBwJBpLAMLdFYMw5TOoAuCCFn\nLqLuJDLlMOSqUcjkBUATq89UJW+F/JPA7huQGcDTfXBrGLjOBudh+gPRqcH3W3h0AtodApvnhRDU\nz2B1cyhcBToufZGB2jkbrh+BuT6vrmEVFQb9G8CoOfrCFW/rt5wctMsWoV21FEW3XijHfYfMoeCH\n978okh0UROqhQ6QePEjWvXuYN2iAeePGmHt4YOTqiiyXxTPeJ/PxY25Pnkycry9VlizBqUuXPGs7\nt+Lu3uXSokU8OHqUGqNGUXvsWAw/olS8RPL/8qXdJ0vBVe5IwdVz0loOkrwgXUeSvPA5riOtDpYf\ngXn7YFgLSFLBofswozX0KAumyg9v8xkC+8jAFJFE0viNaCpjQWPMuEE4D0mkNSUwJYPz3KQIDtSh\nFKFcI5KH1KYZ9phzl+2ICFSgF+aYEcUG0riFA92wpxNqLpHCSkQysGQUZnQAnT9Czo+IugvIVWOR\nqb5GJjPXZ6rif4KUnWDdS1+4QmkP6iQI+BYSz0G17ZDveSn0tEg42h2MbaH5FjB6PhxP/QzWtwfz\nAtDLE/7IjJz/DTwnwqIrYP1SRbzEWOhTB/p8C92Gv7XPhPt3Uff7CplzMZQLliEv+uGZn5ywMBI9\nPUnZtQtdejqWbdti1a4d1+VyGuVx+fOsmBjuL1xImKcnpb7+GtfvvkNpZpan7/Eugk7Hw6NHubJi\nBfH37lF95EhqjBiB0d8cNil5M+k77dP6ku6TQQquckuacyWRSCT/MVGJ0GURmBnBj0P0CZcGxaGH\nB0wPAAsb2JMCnq5g8gHrvSoBAzJYSxTVsGQahThPCLsIpg0lqYwB5/GlBIXpTl3CuMFZtlEVd6pS\niWD28ZQEyvMVdjjymPU85gaF6E0JppLFCWJpiwwzrBiJsdgMdGcQcloiCveRq75FbuyJDBN4dgni\nFkPmBbAZAi6BoCygn1MVthqCZkGhrtDojn5hYICH++D0cKj6LVQbD7LnAVRmIvzSDmyK6edZ/RFY\nBV+BX0bC7FOvBlbPMmFka2jV852BlXbfLjTjRqCcswhFz74fnPnJvH6dmNmzybx8GesePSiyeTMm\nNWr82Y48D4sRpAYGErRsGZG7d+Pcqxet797F2MEhz9p/n2eJidzcsIHra9ZgVqAANUaNwrVLFwzy\nqGqiRCLJnfMped+mxedfV/yTkjJXEolE8h+h00GWGk7cApUh7AiEa1EwsRmsC4f8xlCzFKx6Ct85\niwQZC8y1klNA8e6bfgERbxJYTSRFMKYb+TjHQ8JIph2lMCKNs1yjBIWpTlEecJlYoqiKOwUwIYQj\nZJGIK10oQDGe4kkSFyhIDxzoTBYnSGEpBhTCijEYitVBsxNB/RMgIleNQ6bsiQwFpB2CuIWgjQe7\nsWDdDxSmIKghcis8+BFMi0PZhWBVSX8A2cngMxaeXoAWXuBQ68XBRd/XZ6wqtIe2818EVjFhMKku\nfL0OarR5tZPHdgTLfDB74xuLV4g6HdrZ09Dt2Ylq+z7kFSt/2HlMTSVq3DjSTpzAfupUbPr3R25s\n/EFt5IYoCESfPEnQsmUk375NyaFDKTViBEb58+f5e73x/UWRKD8/bq5fT9D+/bi0bUv1kSOlhYAl\n/xpf2n2yTCaj7vW839+KZrCq9JfVF+8iBVcSiUTyH/AoDu6Eg4kRJIsw5hB0rwxG+eHXYJhYFU6o\n4Zkg0rWYyLxMgb6mUNUymy3yNNZghxOvjhXMRMdpEtjGU4yQM4iCPCQKXx7RHhdsyMEbP5ywpy4u\nBHOJaCKogQfWCARzEBlyytABK6yIZjupXMeBrjjQjRx8SGExCuywYgJGYnlE9ToE9U/I5OWQGY5D\npmiKTEiDpM2QsBIU1pB/Ilh2AJkC1Cnw6BcIXQEWruAyDWzr6w9A0OmLVlyaBiU7Q915oHppiNv1\nHbB3NLRbBLX6vXg+KRqm1Id246DFS5kpUYT5oyEsEFYfA6XqtfMgJiWhHtgTcnJQef6G7AMr9WUF\nBBDWoQPmHh4UWrwYhbn5B22fG9qsLMK3biVo6VIUhoa4fPMNRbt3R2FklOfv9VeiKBJz6xb3d+/m\n3u7dyBUKKg0YQOUBAzD9m1UNJZJ/mi/tPlkaFpg7UnD1nDSuWJIXpOtIkhfy+jo6eBV2nIfGleFi\nPFx4BNNawuIgcLYAj9IwNxKGFBYJNRW4oxGZaadlkzIRBTJGY4kjItFk44G+2oWIyBLCeUI2XbAn\nmxS88KcqBamDDcc5hxkmNKEKEVwnhACq0Qg7DAhkN4ZY4koHlCQTzU7UJOBANwrQmmzOkMIK5Jhg\nxUSMxGqgXoOgXoRM0QC54RRkikqQdRsSVkPqbjBvBrajwMRNny3KDNcHVJGeYN8SSnwLVs8zRKIA\nIfvh0gwwtAL3ZWBf7UWHZaXCntHwyA/67YTCL2WWkqLhew+o3xO6Tn21ozfMg+M7YPN5MH+99KJw\n1x91j47IW7RBOXfRB1frSz1xgog+fXD86Sfy9er13td/6HWUHRfHg1WreLh2LTY1alB63DgKuLt/\nlkIV6U+fcvPXX/HfuhVRp8O1Sxdcu3TBoUqVz14oQ/KC9J32aX1J98kgBVe5Jc25kkgkkn8pnQ6m\n7YDt5+GHvjDnPLgVhT4eMOEWTK8OJ9WwMRYWlhOZ/UxHEwX0tUnnB3kak7FCQSarCESBjFpY/xlc\nyZAxAidu8pTdXEWFgrHU5B4B7OUG7WmAmsd48yvlqUV7unCP7aQCVegPRPCEH1BhR0F6YoUrGezh\nKR4ocSIf0zES64BmI0JOD2SKWihMTiOTl4HUg5AwEtQRYDP0+Xwqe33mKPE8hC6HBB8oMhA8/MHY\n8XmHaCB4B1xbAAYmUG8+OLd6deje3SOw62twbQkTb4DhS5mspw9hVgtoPAC6THm1s3eugr3rwfPC\nGwMr7Z6daMaPQrlwOQZde3zwuUxYv56n06dT7MABzNzcPnj7d0n29yd4xQoe792LU9euNPb1xbJ0\n6Tx9j7dJCAriwvz5BB86RLlu3ejo5UXB6tWlgEoikXyxpMyVRCKR/AslpkOPpaDRQgt3WHhOHxfs\njQeNAL0rw/QI6OcgQj6BzZki820EDhknogSGYMQawnHAkCEUxgYZISQRQwYJZPKUDMJJxhlr2lAK\nE7LZwynK4EwNnDnLLmywpzaNCOcwsQRQgV6YoSaSVRjhhCMDMURNGpvIwgcTWmBBf1RicUTNJoSc\nhcjkrsiNfkAmr6yv+Bc7BxQWYDcBLNvry6nnJMDjbfBoPYhaKDYSivR7UahCnQ53f4UbS8GqONSY\nDE6NXw2q4kPhwHiIvgvd1oKLx6sdeuskLO0NPX+AZkNe/ZvXcvBaChvOguOr1f5EnQ7tzCno9u/W\nz6+qUOmDzqOgVvNkwgTSjh+n+NGjGJUs+UHbv402M5PIffsI+eUXMsLCKDl8OCWHDsXoMw29Sw4L\nw2fGDEJ+/52ao0dTfcQIjK2tP8t7SyT/FF/afbKUucodKbiSSCSSf5lrD6HrEmhTHRKM4G4MDG8C\ns+7AwDIQYwo+KfC9i8hPOTqKGsjonC+LRYpE+mOOgjSOEsd4nFGQzkGCyUSNC7YUxBwbTLDHjGJY\nkUQSx7lEIil0phHx3MefyzSmE3JiuMtvONMIZ6oTyXJ0pFOUsahIJYXl6EjEggGY0QW5LgZBsx5R\n44lM4YZcNRmZogak7oeY70FhBfazwMwDECH+NIT/AvHeYN9an6mydX8RNKU/hlsr9YGVUyOoNgHs\n/1IMISkSTi2Am79Bw7HQ6FtQvjS3SKOGnTPhjCd8ux3KNXjxN1GEX+bA4S3wyykoWOSVpsWsLNQD\nekBKMqqte5DZftgCYll37xLRvz9KBweKeHpi8DeDD01aGtGnThF14ABPDh/GtnZtig8ahGObNsiV\nH1F7/yNkxsVx7ocfCNixQ1qbSvKf96XdJ0vBVe5IwdVz0rhiSV6QriNJXvjY60gQYNkRmL8PJnaD\n9QFQqwio7OHUU5hQAxbHQgNrkYL2IuszBb63FvE3SSJQpmEipuwkggIY0gNrdnAHQxR0pxylyMdT\n4kkghWTSiCeZcJ4gINKQ6hTHGm92YkE+6uBOAJsAGVXpTxoniWE/TgzGmpIkMRuBVKwZh7FYHzS7\nETQbQQhHpuyDXDUEmawopB7QZ6pkcrD/AcxbgJANEZshdBnIjcB5KDj2ANXzdY5EEaLOwe2V8PgM\nuPaByqPB8i/rRz3xh7M/QcAhqD0IPCaA+V+yNo/8YXk/yFcQRm0Eq5eq5AkCLBoHV8/AupNga//K\npmJKCuourZE5FUW5ZiMy1evFLd4mJyKC2HnzSNm7F4c5c7AdMuSjhsmdPXuWipaWPDl6lOiTJ0m+\nfRvbWrVwbNcOp86dMba3f38jeUTz7BmXly7Fb+lSKvTsSb1p06QCFV8A6Tvt0/qS7pNBCq5yS5pz\nJZFIJP8CEXEwYJW+1PqQLrDgCnzTGLyeQkUdtKoMc6JhYkmRzYKOGA3MdHjGGkUy3TCjCjks5wFD\ncSSdWFYRTF8q4oCMs1xkC4+xxwY7rMmHBcVwpCHVMEXBFbw5QAANaIsRKVxiLmXpgi3WhDEeM1yp\nyC9ksI445mHNREyFeojqZQiafsgU9fRZKoMWyHQpkOgFCav0lf/sZ4JFW9BlQchSCFkMVlWh8nqw\nqfciS5WVAIHbIOAXfcGKiiOg2UZQvVRNTxDg/nHwWQoxgVBvBMwIBZO/ZISyM2HXHPDeAH3m6+dY\nvRzcZGfB1D76hYI3+YLFq9uL8XHktGuGvE59lAuWIvujfPt7ZFy+TPzy5aR5e2M7eDCuQUEY2Nh8\n8LWQk5zMw7VrubRyJekmJhRq04Zy06aRv149DExMPri9v0MUBPy9vDgzdSqOtWszyM+PfCVKfNZ9\nkEgkks9JylxJJBLJF0wUYb03TN0O/ZvCtTTI0YFbJdgSCqOqwrZ0KG8mUthBwCtL5DtrHX4mSaTL\nBAai4jce44gR7TDnN+7ggg2tcOIkF0khjcbUpDIugI4k4kglkURiiCKUOJ5QATfKU5kANpNNCtUZ\nTCI7SeUmxZiIIckk8j0mNMdK/BpZzipEzfrnWaqxyMR8kHYQknfoF/21aA02w8C0DmgzIHwthPwE\nNm7gMv3F+lSiABHe+mF/ESfBuTWUHwSODV4NhnIy4dpWOLsMVCb64X9VuoHBX7JJggC+28BrKrjW\ng/6LId9fFsqNjtSvY+VcGmb9ql8w7OXz8SSKnLZNULTvjMG02e/NOImiSNqxY8TMnYsmNpb8o0Zh\nM2AAio8YKqfLySFw8WKCli6lUOvWlBoxgnzVqv3fikM8vnyZE2PGIJPLabZ0KYVr1/6/7IdE8k/1\npd0nS5mr3JGCK4lEIvlCRcTBoNWQnKkvWrHmKvStDZeywcgAyhaHPYkwooTIdkGHixJq2KSzTZ7G\nIMxIJJHbpDEEBx7wiIck0Y/yPCWUGwTRHDfKU5gALvMQf9JJxho7rLAlHwVwoCiFcCKckwRxiFK0\nwpHihDALa9xwpBsp/ICGMGzFRai0kQjZ3yAzaIzccC6y7Fj92lSp+/SBlPVXYNEOFOaQGQbhayBi\nE9g1BpcpYFlBf+DZyfqA6s5qfSn18oPB5Sswsnq1g+IewIW1cHULFK8H7mOgxF8CL9AHVVcOwM5Z\noDKGAUugTJ3XO/zsQZg9FPqOh77fvtaO8PAB6vbNUAz+GuU3E957/jKvX+fJt9+iTUzEYcYMrDp2\nRKZQfMAV8ELynTtc+OorLEqVosqSJZgXL/5R7eSF1MhITk+ezCNfXzzmzaNCz565zt5JJP8lX9p9\nshRc5Y4UXD0njSuW5AXpOpLkhfddR6IIG0/DJC/o10SfrcrSQv0qsCkEBlaEYzlQxFikYEGBIzki\nY200HDdKxB4FDRHYxRNaYksBMjnOQ5pTHCdEfucS5SiOOxW4gy8PuE05alKGquTHERDJIIZkwogl\ngCj8KEAFytGFZA4Sx1GKMxUVT0hiLhb0w1Logpj9DaIQjMJoPTKNBURPguw7YDMS8vUHZQHIjoHo\ngxD1G6QFgFNfKDYCTJ/Pl0oNh5vLIHArFG0JlUeBfY1XgxytGvwPwMV1+sp/NftD3WFgU/T1jlRn\nw7ntcGAxGJpCt+lQvc3rwVdqkn5+1Y1zMM8LKr1eCl3ndwl1z04oZ8zFoM+Ad55fdWQkT6ZMIePM\nGRxmzcJmwICPDqoAIvfs4erw4VRduhTnl9a/+tyfR1lJSVxcsICbGzZQfcQI6kyciMrM7P0bSv6x\npO+0T+tLuk8GKbjKLWnOlUQikXxB4lL12arIBBjaGdZeg/51wDcTriVDt+qwOREGFRfZKeowl4l0\nd0hlu/wZQzHGj6f4IWMUNhzjPmqsGElZfPEjDgP60ZIn+LOb5VTAjYFMJY0wojjBbQJJ5ynGWGNJ\nUfLjiiuLUPOAEMZiSinKs5o05pLNYxzEXRhobyFk10CmHIRCtQFZ7A+Qsh3yT4Oi+0CdDBHb4cke\nSL8PBZpD8ZFQoBUoDF8M/buzGqLOQ7mB0DsAzAu92jHxoXBpPVzZDPZlwG0IVOwISsPXOzElDk6s\nheOroVhlGPwzVGj05ozWES9Y9h006Qx7/cHk9WBBu3UTmunfofrFE0XTFm89d8KzZ8TMn0/8qlXY\njRiB09q1KP5m8PFw7VoC5syhkbc3+Sp9WJn3vPIsIQG/Zcu4vnYtrp06MczfH4tChd6/oUQikfwL\nSZkriUQi+UIcvwkDV0GnuvBAA0nZ0KAqeIbCwApwOBucTUTsHAS81SIjbHPYa5hIHQwpQAY+JNIb\nOyJ5zFPS6UoJgrlHNAm0xA2BGK5zhuKUpzZNSOAWQRxEgZIi1Cc/ZbGkCAYYkkMMyVwkhgOIqCnC\naIxQk8B4TGmHtdAHMXs0ohCOwngTsqwMeNwfTBtAwcWQGejgDWwAACAASURBVA0PfoTYE+DQDhy7\ng10jkD+fB5UUDEHb4P5WMLSECsOgTC9QvRSMCDr9or/nV0PUTajRRx9UFXB5cweG3YYjK8BvP9Tp\nAm2+ASfXN7/W3w8WjgWdFqasgvI1XnuJmJOD5rtvEHzPoNpxAHnpMm89d2ne3kQOHYpJ9eo4Ll6M\nqnDh3J72twr86SeCf/4Zj9OnMS9W7G+396GSw8PxW7oUfy8vXDt3pu6kSVj/H/ZDIvlSfWn3yf+U\nzNWECRM4cuQIKpWK4sWLs2nTJiwtLfH29mby5Mmo1WpUKhWLFi2iYcOGANy4cYN+/fqRnZ1Ny5Yt\nWb58+Sc5DpCCK4lEIvnHy1bDd1vhwFUY3gGWXYWuVeGmFhRyKFsC9iXC4OICXoJAHWMBM+sUbsty\n6I+Sw0RRBXNKkMMpQmhFCZQkco17eFANGzT4cRIHilCbpqRyl0D2YUlhXOmELWXIJJBUrpPOXTII\nRCAHK2pgRwsscCGZeWRxATuWYqhJRMgeikw5BLlyPLLYWZC8EwqvB6NacG+SfvhfifH6UupKC9Bp\nINoPHp2AsCOQFQcu3aFMbyhQ5dUOSY8Dv01wYQ1Y2Our/lXu8ur6VH92XiZc3A0n10NCJDQfrl8E\n2OIta06F3odV0yHgKoz8Adr0gTfMFxIePkDd/ytkRZ1Rrd6I7C0FKISsLKLGjyf18GGc1q3DssXb\nM1u5JYoid6ZNI3LPHjxOncI0DwK1D3nvxxcv4rdsGY98fKgyaBA1R4/GvGDBz7YPEsm/xZd2n/xP\nCa68vb3x8PBALpczadIkAObPn8/t27ext7fH3t6ee/fu0axZM6KiogCoUaMGK1eupEaNGrRs2ZLR\no0fTvHnzT3MsUnClJ40rluQF6TqS5IWXr6P7j6H7T1CyINg5w4kHMLAR/PwA+pSF0zooZKTPVp1S\ni3xtm81uwyQaY4ScZILIoBfW+BCIA2bUxpKzXMaFIlSiAFc5gSkWuNGUTIIJ4gA2lMSVzphjQyz7\niWU/coyxohbmlMMMV4xwREcM6WwlDU/M6IKV+DVkz0TUHkdhvA2Zxhgi+4ChCziug/jLcHsIFOwI\nZebog6oIbwj0gvCjYFEUijYH51bgUAvkL81DysmEwBNwfTs8OA0VOkD9EeBU7fUOFAS4dw7ObtFn\nqVzrQuOBUL01KN4yGj7kHqyfA1dOQ78J0H0kGBm/9jJRENBtWIvmxxkop8xCMXj4W6vxZYeEEN6p\nE0ZlylB47VoMrKze+LoPoc3MxG/QIDLCw3E/fBijd6wVlZefR4JWy/29e7m8ZAnZycnUHDOGSv36\nSXOq/uWk77RP60u6T4Z/TnD1sv3797N37168vLxeeV4URWxtbYmJiSEhIYFGjRoRGBgIwM6dO/Hx\n8WHt2rV5su9/Jc25kkgkkn8oz7Mw3hPGdIC9YaDLhEa1YfMjGFYT1sTBEGeR3XIdFgqRtgVTOCjL\nZihK9vOIRljTGB0nCKAbpQgmgKuE04W6POAiftykAa3REckNFmBLaRowHSU5RLONh/hiiwelWYwZ\npRFRk8NtstlLMj5oCMaUdhTkKAbaGHTZ9ZHJq6IwvYksfh0k/AQOS8CiM9ybADFHoPpvYFMXgnfC\n5ZmgNIWy/aHeAjD7S/YjPgTun4DA4xB6HorUgCrdoedGMLZ8vcOSouHUr3BqIxiZQqN+0Gvu6+XU\nX3b/Bmz4EW5egN5j4ftfwNT8jS8VggLRjB2OmJ2N4e/nkbuUfmuzqceOEdGvHw4zZ2I7/O0B2IeI\nv3wZv/79sa1dm8Znz2Jg/Hrwl9c0WVnc3rSJS4sXY1GoEPWmTsWlTRup+p9E8h9V+re8b7Pa31hP\nfOPGjXz11VevPb93716qVq2KUqnkyZMnODo6/vm3QoUK8eTJk49/0/eQgqvnpF9mJHlBuo4kecGt\njjvD18GZABjfExZfhJEN4EASyHVQqxzsSREZVEZkfbbAt9Ya9hsn4IYhTcjiGOkMwYYT3KMi9nTA\nljOcxoNqGJLIObZTHQ+qUYYA1mBJERowDZEoophPNlE40IWqfIMBxmRyglgWksVFlBTFCDesGI0R\nbsiEFIScGei0h5AbrUBOfQjvBmI2lLwO6hw45wamJaDhbXiWBLsbgToNPFZD4ZcKSWSlQsg5CD4F\n94/ps1VlmunnUvXxen2x3z8EX4Ejy+HGcajbFSbuguJVXy9Q8QdRhOu+sHE+PLwL/cbD3K1g/OYF\ndsXUVLQL56D12oRy0vcohox4a3U/URCImTePhNWrKbZ/P2Z13lDS/QOlh4YSMHMmMadPU3XZMop0\n7Zqr7f7O51FmfDzX167l2qpVONasSUcvLwq7vV4lUfLvJn2nSf7qQLO8aefqBR+uXvABQPmG32qa\nNGlCTEzMa8//+OOPtGnTBoC5c+eiUqno0aPHK6+5d+8ekyZNwtvbO2929gO9d1hg0aJFsbCwQKFQ\noFQquXr16p9/W7JkCRMmTCAhIYF8+fK93vgXlu6USCSS/5e0DIhJBJUK+q0GM2NwKAE+4TDEAxbd\nhxEVYV82lDET0eYXCNUKdM6fyW+KVMZgwmEiqYw5DqRzlSh64sINrmGMIe64cJnD2GJPDWoTxA7U\nPKMy/TEgnkjWIUNJIXpjgwdaHpHBDtLZhQpXzOiECY1RkE//uS5cQ1BvRNTsQqbqh9xwOrKMm/ph\ngPn6g/1MeLwDAsZBmVngPBwe7IIzI6H6JKjyjX7YX+pT/VC/O/vhqT8UrQmlPKBMc3Cs9PYASZ0N\nl/fC0ZWQHAOtR+mH/pm+IaP1B40avPeA1zJIT9UP/2vT+7WFgP8gqtXoNq5Ds3AuiuatUM6Yi6yA\n/Vub1yYnE9G3L9qEBJz37EH1N+chJfv7c3/BAqJ//51So0ZRZtw4lOZvzqrlBVEUib5xg+tr1hC4\nbx9lOnWi9rhx2Lm+peiHRCL5W760++R/0rDAzZs3s379ek6fPo2R0Yv5tlFRUXh4eLB582ZqP1+4\nPDo6+pVhgTt27MDX1/f/NyxQJpPh4+PzWvD0+PFjvL29KVKkyCfZsc9NGlcsyQvSdST5GNk5sPUo\nKFSw/Ay4GPuQYO+OPBOa1IY1D2FSHZj/FEYUFdljoKOSXKSafRLnZRpGYsBOwhmGPZcIxBATeuDI\nSU7RglpoieQce2hIB7Q85AoLKUs37HHiET8hkEMRRmNFNZ5xjBi6oCUMM7pQkIMoKYYo6hB159Bp\nDyJqDoBMhVzZG7nZfWRYQvQ0fdEKJ08wqQM3B0OSH9Q9DeaucG48hByATichf2VIioCj38Pdw/qS\n6c2nQ0n3Nxel+ENyDNy/ADeP6xf9LV4VOkyEGm3hbetECQLcvQrHd+j/lSgPg6dCgzZvLFQBIOp0\n6HZtRzt3BrKSLhge/B15+YrvPIfp584R0bs3lh064LxnD3KVKpdn/1W6nByiDhzg4bp1pAUF4TJm\nDNVXr0Zl+Y6g8S1y+3mUlZxMwPbt3Pr1V7KTk6kyZAgjHzzA9B3zuST/DdJ3muSf6MSJEyxatAhf\nX99XAquUlBRatWrFggUL/gysABwcHLCwsODKlSvUqFGDrVu3Mnr06E+2f7kaFvimSHLcuHEsXLiQ\ndu3a5flOSSQSyb+VRiPi6amjf38FCoWMZ1nQ+hto7Abrz0KXBrD1NHRvADd0oHsG7avCshiYWkbg\nx2yBMeYCZ03jKSMzoCZZnCGDsdiyixt0xIVkwrhKKP1pwiX2Y40dnejNLdZhhDWNmUs8OwliOUX4\nGlsak4EXUYxCSQksGYQJTZGhRNQ9RKcZj6jxAllB5MoOyE0Og7wcMoD04/BkDBhXAZc7oH4G5+qC\nWSloeA10OjjQWl82vcc1MLKG82vg6HR9lb8ZYWDyhkIPaYkQeAEeXtWXUH90B3KegUttqNQEus8E\nu7dUydPp4NYFOLUXTu/Xz6Fq1hW2XAKnEm89N6JOh27fLrTzZyPLZ4NyzSYU9Rq883zqMjJ4OnUq\nKbt347R+PZatWuX6WnhZyt27hGzYwKNt27CqUIESQ4ZQuGNHFB8ZpL2PKAg88vHh5oYNPDx2jBLN\nm9N4/nyKNW4szaeSSCT/aKNGjUKtVtOkSRMAateuzerVq1m5ciWhoaHMmjWLWbNmAfrKgra2tqxe\nvZp+/fqRlZVFy5YtP1mlQMjFsMBixYphaWmJQqFg6NChDB48mIMHD+Lj48PSpUtxdnbmxo0bbx0W\n2LdvX4oWLQqAlZUVlSpV+vNXEB8fHwDpsfRYeiw9/k88jogQWL3aDet8MnTyS1SvJuNanDum5uAX\n6EPdinBe6c6IhrDypA8NCkFSLXdAxP7xWU6oRX5s48Zaw3jcfG4TTjyu7rWphJYdPodpjTMp7jk4\nYY/aJ4LbnKe/+3BMyWCnz1KK05hW7k0JYQb3fSywpwtu7pDIbG742GJGV5q490cUszh7ag7ojlG/\nzhNkyv6cu1QOmbyw/nhELT7H5kPyTtyr6aDgYnxumkJaAO7KeVBiHD5RVSEzGveEOeDkgQ/tQRRw\nj94GUbfxcfkWrAu/6J8zZ+DxfdwV0XDbG59b96BwWdybtoBilfGJzgIre9yfr1nyxv6OjcI96g4c\n24aPzhSq1sf962+huOs7z4+o1XJm1vfodnrRwMkRgykzOSdXIpPJ3no+z549S8b58xTdsAHzRo0I\n7dgRhYXFB10PgkZDsYQEHqxahV9QEIVatqTrzJmYFyv2ya7HamXKELBtGzt++gmFSkX3sWOp0LMn\nV/z9P8n7SY+lx9LjF4//+P9Hjx4B4OnpKQ0L/Axtf27vDa6io6NxcHAgPj6eJk2a8PPPPzNhwgRO\nnjyJhYUFzs7OXL9+HRsbm9cb/xd1lEQikXysxESR+fO1bNqkZfgIJcfOKihYSEa8EgoWhOtJ0Lo+\n7AmBAR7waziMrQ6rk6CLvUiguUC6KNDB9hlbFClMxJSdPKIZ+XjGU5LJoj2FOMRZWlAbDY8IIYBW\n9CSCg6QRRW3GksoJYthLcSZjSWkS+A4tkdgyDyNqIQqhCOoViBovZPIayFQDkBm0RSZ7PicpJwSS\nNkPyZlAWBrtvwLIzIIfw1RA4C6ptgQLN4ellONQBak2HSiNAkw2/dgKZAvrtAENTfZtpifqFfb03\ngLmNvlx6paZQujYo3zwX6hWiCJdO6udRBd6Edv2gfX9wfnslvz831WjQ7fRCu/hHZPYOGEz6Hrm7\nx3sr+2Xdu0fU2LFonjyh8KpVmD+/gcqtzMePCfnlF0J//RULFxdKjRqFY9u2yA0+TY2pzLg4Anbs\nIGjfPmLu3MGlbVuqDh1KYTe3PKliKJFIPs6Xdp8sBVe580HrXM2aNQuFQsHPP/+MiYm+qlJUVBSF\nChXi6tWr5M+f/9XGv6CO8vHx+fMXBonkY0nXkeRlwcECq1Zp2bZNR5u2CszyKfltn4z+g2DXJXB3\ng99DoW0jOBAGbeuCdyzU0vhw1tmdsaUEVmoFupgJpFgkEy3T0g0Z23jM1zjgyz1KkI9iaPAjgJ40\n5hbHUGJIAzy4xgpsKUM52hLKbGQYUIpZaPAjgalY0AcrRoMQi5AzDVF7DJlyMHLVMGRyJ/1BiDpI\nOwQJKyE7AKx6Qr4BYFxe//ecBLg9DDJDoMYeMCsB4SfgRB9ovhmcW4JWDRs6gMoM+nqBQqkPirw3\nwNYpULsjtB4NTmVz37mpSXDEC3atAaUKen0DLb4Cw3fM2XpOzMhA57UJ7fLFyIqVwGDSdBT13N+7\nnSY6muiZM0nZvx/7qVOx+/prZEplrnZXFEXiL14kaOlSYn18KNqjB6WGD8fyExaLOHHwILrff+fu\njh24tG1Lmc6dKd6kCQZG7+8jiQSk77RP7Uu6TwYpuMqtd/5M9uzZM3Q6Hebm5mRmZnLy5ElmzJhB\nbGzsn69517BAiUQi+a8SBJHly7UolDJ69DNix14ZzZpC696wxRe6tIMd16BtYzgWAW7V4WYqVCgD\nN/1EviqjY0WOyHe2arwME2iCEY5kcowMxmDHXm7QARfiCOYBz+hNA86wlXLUxAkrLjCHivQhH2bc\nZSAOdKUg3UhiBtn4YY8nKrEConoFgnouMuUwFGahyGQW+gPQJkCSJySuAQMbsP0GLDuC/Hk2SdBC\n5Ca4Px0K94RqXqAwgge79RUB2x2EgrX1c6229AK58kVgpdPC6qEQch3mnIUi5d7foWnJ8DAA7l4D\nv1Nw5xLUawnT10LV+m+vKvjyOQm8h3bzBnQ7tiCv3xDVll3Iq9d873ba5GRiFy0iYd06bPr1wzUo\nCINcfueJokiMtzf+s2aRExeHyzffUHvz5k9a9Q8g8sIFDg0cSNuePRn18CEmtraf9P0kEolEovfO\nzFV4eDgdOnQAQKvV0rNnTyZPnvzKa4oVK8b169elUuwSiUTy3NNoOHICdu2Hm3egfVswzA+7zkBr\nd0hUQGg8lKkED5LBpjgYGEK8NZS2FIm20qGSQS27NI7JMxiDMQeJpCJmOJLJFaLoS2nOco5SOFEC\nQ/z4naZ0I5PbPOYibkzgGeeIZjcuzMEYM+IYiiEVseFHZEIsuqw+gAEKow3IFCX1O595SZ+lSjsG\nlm3BZjiY1HoRvAgaiNoBwXPByAHKLQHrqvq/+a8Dv9nQ4RjYVdRnp3YMhsRwGHZUXwlQEGB5P0iJ\ngcn79Yv9vsmjYDhzAG6eh6BbkJEGxcuCa1Wo7g5uzcDM4r3nQggOQndwL7r9uxETEzDo0QdF/yHI\nixR977a61FTili8nbsUKrNq3x+H771E5Ob13uz8k3b7NzXHjyHr6lPIzZ+LUpQvyt1U1zENhp06x\nt0cPOmzZQolPOGlbIpH8PV/afbKUucqdDxoW+MGN/4s6SiKRSN7nyAlITISxU6CROziWhAexcNlf\nP/RPYQ0Hr0Mnd7icBE75IcwQyjnAZQW0LixwUC7Qw1LHPbME8svkVCKH34ljMAXwIwhrjKiFGae4\nTDvqksAdEoimOZ25jydyFFRnCBEsRksqpfgRDWdIYi75mI6Z2BVR44mQMwG5agoy1RhkMjlk+ELM\nNNA8BduRYN0XDF760UybAY82QMhP+gWBXaaAnYc+6BJ0cHEqPNwLHU+AVXF9YLVnNEReh5HeYGim\nb2fbdPA/DbNPgeFfFu0VRfA9DJ5LIOIBNO4E1RvqA6qCRXKVnYLnAdWeHfqAKi0NRZsOKNp3Ru5W\n962L/75Mm5xM/IoVxK9ciUXLlthPn45RibdXGfyr7IQE7kybRtT+/VSYNYvigwZ9svlUfxXr78+W\nxo3pumcPRerX/yzvKZFIPs6Xdp8sBVe5I/9/78A/xcuVXCSSjyVdR/9d2TkgKCEkGWq0hpNhEBgD\nJVzArQkcDgUMoXFjOBgFdSrANcCtBJyVibQsJnBArmNIgWfsu3GApjIlArE8IpN+mHKIG9TDkfwk\ncZ0A+uDOXY5ggJImNOUK87DDlap0JYjhGOGAK0tJZx6prMOBfZiJzRCyvkJQL0Zhcga54Vhk2jh4\n1A0i+4LNUCj9AOzGvgis1Mn6QhW/O0PSJai5F+qdgfyN9cHOszg40Aqi/eCryy8CqwMT4JEffH3i\nRWB1aS+c3QKTD7weWIXcgz51YNX30O1r+D0SpqyEJp2gUNH3BlaiRoN213ZyGtchp2VDSE9HtXoj\nRkGRqJb8jKJeg/cGVpq4OJ5MmcK9EiXIefSIUpcuUdTTM9eBlaDREPzzzxxxdUVhaEjroCBKDhv2\n2QKrjJgYdrRtS4sVKyhSv770eST526RrSCL5cJ/nE/8zSbp1i6Tr1ykxePD/e1ckEsl/gChCSjq0\nHgO3g8GlKFRxhdLlwLgwnL0L6jgoVxqwh8NR0LEqlLOG86nQqCKcfSZSv5TAJUFH64Kp+MizaQUc\nI5xe5OcBoQQAAyjBKXypRhnKYcIZttOQ9mh5yDVWUpPRwEPuM5piTMSSYsTQHhVlKcgxZNrb6LKa\nITNoicL0GjKMIGkLRI+HfAPBaRPIXwp4Mh5C2CqI3AIO7aDBJTAr+erBB+0A33FQbgDUnvWiUMWh\nyfDgNIw8DcbPF7+NCoI1w2DGcbB6tfgRh7fC4nEwai50HPTWxX3feA5SU9Fu+gXdmhXIipfEYMwE\n5C1aI/uAgEb9+DGxixaR5OWFdbdulL5xA8PnS4jkah9EkSeHD3Pru+8wcXSk8ZkzWJXLxTyyPJSd\nmsr2Vq2oPHAg5bp3/6zvLZFIJJIX/lXDAjMiIjhepQotb9/GtPBbFpeUSCSSPBSfAptPQmQqnA+E\n8Dio5wpFi0K8DrwfQll7qFISgtTgnwSdysJpNRQ3F4nJp8NepSMnXwJFZDKUJJGFjiYY8DvBtKME\n6UTwmFjaUoO7nEaBAfVoyD08McSCqvThMSvIIQYXfkTHNRKZiTWTMRO7gXoegnolcqNfkCvbgSYa\nooaC+hEU3gwmVfQHI4oQ5w2hSyH5BhQZAMVGgMlfPk+j/cB3PGgyofFacHheFEIQ4MB4eHAGRp4C\ns+dFFDJTYUJN6DABmgx8ta1tK2DrT7DqGBTPfeU8IfAe2g1r0e3ahqJJCwxGf4u8UpUPOnfZDx4Q\nu3AhKfv2YTNwIAXGjUPp4PBBbcRfvMitSZNQJydTecECCrZs+dnLmz9LSGB7q1YUqlGD5itWSOXV\nJZIvxJc2FE4aFpg7/6rgCuDO99+TERpKnW3bPuv7SiSS/w5RhNP+8OtpOHYTKhaFWmVAbgaBSeAT\nBpULQXlnSDWA35+Cszm4FYU7AoRli7R2FvlNJ9DdOgdfk0Q6yAy4whOaYkkyT8hGQzNsOcNlqlGG\nAmi5yVlq0xRjEgnmMOX5CmuMCWM+tjSnMD1JYhZq7pCftSgFc4Ss3oAcufFWZLKCkLIdno6DfEOg\nwHSQq/QHFHMUAr8HUQMlxoHjV/rqfy+LuwWXZuj/6zYLXPuC/PlQO002bB/4oniFibX+ea0G5rQG\nh5IwdOWr7e3fCOtmw6Zz4PDuQhGiVot45xa6M97oDu9HjH6KQZ8BGAwchqxgoQ84dyKZFy4Qt3Qp\nGefPYzdiBHajRmHwhrUa3yU1KIjbkyeTdOMGFX/4gaK9en2WYhV/9fjyZfb17Em57t1pNHeuFFhJ\nJF+QLy2gkIKr3PnXBVeajAwOly5N/T17sK1VK9fbfba1HB776uckmDt++veSfHbSmiD/bqIIJ27B\n1G2g1kLPRqAxgqPB8DABmpaCIoUgRoTjUVDYDOo6gcYEjqeApYFI04IiFw0EskSR+vnTOadIpzPg\nQyw9sMCHQBx9EnB2z08MibSiMv6cwggTauFGIF6oMKcKPYllC+n4U4LvUZFNAuMwxp18zADNUYTs\nkchVY5CpvtPPrYoaDuqQ59mqavqDSrsP/mMg+wm4zgWH9q/Pb4q7pa8CGH0Fqn8HFYaCwUuBV3wo\nbOoGdiWg5yZQGeuf12lhaW/IztBXBlS8NFTvwnGY3h82+fI/9s4zPIqybcPn7GZ303sjtNBrCL2D\nVAFRQHxBpEgHKdIFBKkKUqT3XpUuigiIoIBIb6EkoYQkkJBG6ibbd+b7MfDRIYC8r9E5j4MfZGZn\nJrOTZ57rue/7ugku9fT7nZGB/fut2PfsQjz2B0L+gqgaNEb9znuo6jV4qdQ/W0YG6Zs2cXfZMkSD\nAf/Bg/Hu1g21yzPcCp+BMTGRS5MmcWv7dsqOHEmpTz9F/T/oG5V85QrHZswgav9+3lm0iDJt2z6x\njzIeKbwuyjP0ZslrgkIQBGYe+uuvt4AHfFQpb92L5/GPqrkC0Li6UnHqVM4MHkyz48cRXiJ3/7+C\nVyn4thK0OwTeT59QKCgo/P24cQcGroSYFBjYCk7dhRlnoVVZ+E8NiDDCj7FQIhPqFoT2+eCXDNhl\ngXc8JT4sIfGLTeRHCTq6WzjilEaKINAAI5cx8h4Cx7nORxRmI4epQlGKo+JPtlGXFkhEc5Z5VKAz\nrhi4ygD8eIcKLCeTWWTyG75Mx0mqjGjqi2Q/idr5JwRVNUjfeK+2qjcU3iL3qrJkQOREuP0tlB4H\nRfrJvajuI0kQdxjOzoKks1BtJLT4DjROD/YR7XB0KeydCM3GwVufPhBmFhPM6QxGvWxg8bCwCj8L\nYz+GeT8+VVhJej22mVOwrVmOukET1B06o126FuElezVJViuZ+/aRtmED+v37cWvalPwzZuDWpMlL\nvxssmZlEzJrFtUWLKNq1K+9FRqJ7yWjX62JITSV8+3YubthAelQUVfv3Z8D8+Th6ePxXr0NBQeHf\nS2LWX39Mp3+YGvnHRa4AJFFkf926FOve/e9hbiGKcOs0BN+rS7i0Ck5Pgw7HwNnvf3ttCgoKzyUz\nB6bugB9OQbfGcAfYHAb96oCTD6y6Bs4O0LYYSG7wUxokWeD9AAkvT4mTosRJi0QLJ6jmZua0Noso\nwUpntBwkjiq4YiYeR1QUx8J1YnmXqlxiP+54U4VQLrEOL4pSjubcZgF2DBRjDAKRpDEZZ97Gm7Fg\nPYRo6o/g0AaV43QEWwbEfQKW2Ae1VaINYldBxATZqKLsV6B7aBwyZ0L4Bri4FCQ7VB4CZT5+VFQB\nXPsddg6XnQA7LIPAMg+2ZSTBtA/AJz8MWQ8a3YNt0ZHQqxGMWQSN33/ifounTmDp0RFVrbpoJk5F\nyP/yUX7j5cukrlpF2nffoSteHO8uXfBq3z7XjX8fxqrXc3XBAiLnziX/O+8QMnEiri9hdvG66BMS\nuPrjj0R8/z3xJ09SvHlzQjp1oniLFqg1mhcfQEFB4W9LXoxcKWmBLyZPiSvRZsOSk5OrVbr0sDAO\nNm1Ky7AwnF6yQPkvJ/MOTK8MH2+A0k3lnx0dC7d+hf8cBK2b/LO4LWBKgOJD/nfXqqCgAIDVBmdu\nwNhNUMQPaleBCQehWUkoVQJmX4a6gdCiOBzIgX1p8J6vRKivxBmVxF6jRGNHgfquVjIdDfwkZOOF\nmg9w5DapnCOTTnjxO1eoSxBpXMUNF8rgxAUOU593ZDGyfQAAIABJREFUsBJJHCepQk8kwrnDdxSk\nFz6EksZ4RLLw4Wt0oj+iaSiSGHavIXA9SFsFCWPAdwD4j5Frq5IPwqWhoPWGkLngWfHBL5x2Fc7P\nkx0ACzeF0H5QoMGTKYLRx2HPBLgbBe9NhUrtH93n0u8w92No3AM6THjU+e/6ZejXHD79Clp3e+Ke\n29auxDpxDNoFy1G/1+alvi/JaiVj506SFyzAcvMmPt27492t20v1p3oYS2Ym1xYuJHLePAKbNCFk\n/Hg8Spd+pWO9DMa0NOJOnODWH39w88AB0qKiKN68OWXatqV4ixZoXzKNUUFB4e9LXhMUirjKHXlK\nXJ1dsYKIHTvotHdvrop2w8aNI+3sWRrs3v3CFJA3nld84wis+o/cTDN/qJxyc+ATSI+E9/eAxgUM\nt+BMF6i1CzRKmkdeRMlPz5uIIsSmgLcreNybu0oS/HJBbsc060+ISoVRb8Oim3KkqlcorE+Fawbo\nV1BC4y6x0iCiFuBjVwmtSw4/qbLJRKQ1LpRB4hypnCSDNvjhSAbHucWHFOEox6hFWQyEY8GM+pAT\nrg3C8KYEpWlALDPR4EtRhmDkO/Rsxoth95wA5yJa5qDSDkTQjkYwR8vRKskEBVaCUwjk3IRLwyDz\nIpSfCUFtHwiipHNwairEHYHQT6BCP3B9bEFKkuDqQfj1a1lUvT0GanQDB+2DfYx62DhW7mX16Wqo\n3OzRYxz/FT7vDCPnwDsdHz28KGIbPxr77h/QbtuNqkTJXH93tvR07q5YQcrCheiCg/EbNAjP1q0R\nXjGqY0xK4uq8eVxftoz8LVtSbsyYNyqqLDk5RP3yC1H79xN7+DBZ8fEEVa1K4Xr1CG7YkIJ16rxy\nhEoZjxReF+UZerPkNUGhiKvckaeyHCt268bZZcsIW7eOit26vXD/kPHj+fWtt7g8dSohX3zx5i/w\nce7GwfVTUKstFK8P7RfD4uYwYD8EhUCTJbC/F+xoBm1+AudCUO/QC5tlKigovB6HLstuf7dTITIe\nrtySRdX6QdAoBMw2OHgd1lyGQ1EwtD6ElIPPwmB0FTgHjLkNnwVLpLlIzM4WqWMVGOtj54I2izWC\ngcY40R9n4sliP9FcQU1LfKkB/MQlyuLH+/hyhKO8R1Uuso9ilMMfOz+who8Zg8BVrjOSwgzCDTfu\n0hEdlckvHURlO4poCkFQh6J2OYUgBUDiZEhdAQHjwbc/iFaImAg3F8oOgNU2P3AATDgBJ76ElAtQ\nZQQ0Xycv8jyM1QTnt8Hvc8BmgsYjoVonuZ/VfSQJ/tgM60ZCaBOYdxHcH6pFEkVYOxM2zoVvtkLV\ntx45hWQ2Y+3bDSn+NrqDxxFyWcdkvHSJlEWLSN+yBY/33qPYDz/gXPnlrNgfRh8VRcSsWcRu3kzh\nDh1ofvo0bkWLvvLxnodos3HzwAHC1q/n+p495K9WjeItWlClb18CKlT4n7gOKigoKCj8NeSpyBXA\nnTNn2PTeewy8dg2dm9sL9zfcucP+WrUImTiRYt27/6XX8kLiIuGLhtBzDtS719Tx7GbYMRh6fQ9F\n64AkwskpUL7Xk6vFCgoKb4TdZ+BsFBTwgYL+oNZBnB4uJ8LZODgTBxXywYcVwckLpoRBVT+oVQym\nxcHH+SQ8fSXmZYu0cIKWHlZ+dMgkAgudcKUAFvaSRAoWmuFLCFpuksgf3KIkPrxFAKc4gxoVNQjk\nDPupT3PucgAQqMj73GI2GjwpyqdksxgTx/BhOk52X0TTICQpFZXjXFTqBrK9esIYcKkLQd+AJggS\n98LFgeBRCULmPOhVlXAKjo+H1AioPhrKdX/U+U+SIO4CnFwDZzdBgUrw1iAo+86TzX0vHYL1o8Fu\nhV7zoGzdR7cn34Hx3SFHDzO3QOCj/bKktDQsndqCjy/aFRsQnB6r63oMa0oKmT/8QOq6dViio/Ht\n0wffvn3RBAa+0nMAkHr2LOEzZpB08CDF+/al1KBBOAUEvPLxnkdOcjJnli3j3PLluObLR2jXrpRr\n3x4XP6X2VkHh30hei9YokavckefEFcDOLl3wKlqUBpMm5Wr/rKtXOdikCWVGjKDUoEFvvg+I1Qr3\n0zhiLsHEZtBxErx9z1wj4hdY3xnenw3Vuzz4XMR34OgJRd55s9enoPAvw2SFsAS4kgg30+B2hvzv\nZhokZ0NJPyjrD+UDoWwgqJzhaDJsuiH3p+oeAuvTIdsOPYuJfGMSKa8R+MjLwmaHdJKx0ws3bOjZ\nQQJFcaYl3mSTxmFiAYl6FKYoWi4STiwJNKUKmYRzlwTqUocI1lOExngjEs9aCtMPN5xJZSwuvIOn\nNBDMM5CsG1HpJiJo+iBkH4KEUSA4QNBscKkDOTFyCmDWRQhdCAHN5ZuQFglHx0DiKajxBZTvAeqH\n0/oy4dQGOL4SjBlQvSvU6Aq+T4neRByDTRMg6SZ0nAz1PnpUeEkS7FoHc0bChwOg91h4zDZdvHIJ\nS8e2qFu2xuHL6QjPiNbY0tNJ37yZ9K1bMZw7h3uzZnh37IhHy5avnPoniSIJv/xC+MyZ6K9fp/TQ\noRTv3RtNLhbsXoWs+HiOfv01l777jrIffEC1gQMJDA19I+dSUFDIO+Q1QaGIq9yRJ8VVenQ0K6pW\nZeDVqzjn0po3OyaGw61a4RUaStWFC9E+Zorxl+YVf9ENipSGnqPl/9+5DpNaQJ120HmKPAlJuAIr\n2kCZ5tDmG9lNK+4P2NMRSnwAdaeCxvmvuR6F/xpKfvrfj2wTlPkGfF3kaFRRHyjkCb6uIGkg1QZX\nMyEyAyIy4HY2hPpAk/wQGgS7M2FPKgwtLHHFWeSoWWKcj53fHdO5gZX+uKIni+9JpA5evIUz54jl\nIknUpRCV8CGVO5wmHA0O1KY8Tug5zUHKUBkfTERzkCp0JYtt2DFw51B9Kjc4g5nz+DEbrTUZ0TQA\nwaERKt1MBHMc3BkJlhjINwU82oE9B67NgOhFUGwIlPhMTgE03pUb/17bClVHQsWBjzr/pUbD73Ph\n9AYo1RTq9IESDZ+MUkmSbFaxfSok3IB2Y6FRN3B4TOBER8KU/qDPhEmroHRFHsf27TqsY0eg+Xo2\nDh91eWI7yFGqxK++Im39etzefhvvjh1xf/ttVC+Ibj0PW04O0Rs3EjlvHmqtltLDhxPcoQOqN+S6\nZ0xP5+jXX3Nu5Uoq9+xJrREjcH1DUbGnoYxHCq+L8gy9WfKaoFDEVe7Ik+IK4Of+/dE4OfH2rFm5\n/owtJ4ezw4dzZ88eqi1cSIFWrf5/24sGELtej2gwoMnNizEpHno3hiYfyK5YggCZKTD9P+DoCkM3\ngJs3GDLg2+6Qfhu6bQL/EmBMg98GQNIZaPEt5Kue699P4X+P8iL6+2Gzw80sOJYMZ+7C5TS4lgnp\nZijuDuW9oZwXFHIHnSPkqOB8NhxIgxw79Mgv4egp11V95CLh46lnq6CnH25oyGYLCTTAh7ro+J0b\nJKKnJSXwxcZpLpFCOpUoTVnyk0YUFzlOIAUJJZQbbEeHG2WoTSyzCKA1vhRm96HBNGnwEZ5iDzCN\nRBLPo3JcjkoqDQmjQb9frqvy6SXXNMWsgGtTwbchlPtart+0WyFsMZz8Ckp1gFoTZe/4+8RdgAPT\nIfJXqNlDTv3zeortuc0Kx3fAD7Nk04q2o6BB5ydFlT4Tln8FP66BPuOgw4AnolVSVhbWYQMQL5xF\nu34rqrLln/qdpX37LXFDh+LVoQOBn3+O5jUdX7OuXeP6kiXcXL8e/3r1KDV4MAENGryxLAab2cyZ\nJUv4Y+pUSrduTYNJk3ALCnoj53oeynik8Looz9CbJa8JCkVc5Y48K670CQksKV+ePufO4Vm48Et9\nNvG33zjdvz+uRYtSZc4c3Eu9uJlv9tGjZB8/jluDBrhUq/bEdslkQjx3BnXtezUHaSnw6XuQPxgm\nrQYnZ3mSsn40HNsOw76V6xMkCY4skptwvjtFXjUWBIjaBZ7FwafsS/1uCgr/VnIs4PJQlluKEdZd\ngw3XIdEIjYKguh+U9ARJB8l2uJwDYdkQngNZNijhDGWcobK7RCE3iBAkVuaIVNQItPUysUKTRgha\n3kJkA7epjAfNcOFXrpGGgTaUQkU6hzlLAD7UohwasojgDMnEU4YqlKAEiRwhgfOUpz0qrpDK75Rg\nFFZ2YuIkftJstNYbiObhCJruqLRjEFJXQtJU8OktW6ujgZiVcH06eIRCmcngWVkeU6J/hsMjwL0w\nNJjz6DgSfQJ++VIWVw2HQu0+4OT+5A1NioaDa+DXVRBUAloNhWrvPRnRslpg2zJYMQXqt4RPp4Dv\nkzVQ9iO/Y/2kO6qmzdFMnYXwFEtx0Wjk9oAB5Bw/TvC3376WQYUkisTv2cO1BQtIO3+e4j17Urxv\n3zfao0oSRS5v3sxvX3yBX9myNJk+Hf9y5d7Y+RQUFPI2eU1QKOIqd+RZcQVwaNIkUi5fpt22bS/9\nWbvFwtX58wmfNo2i3bsTMn78C/PtM378kVu9epF/9mx8ujyayiJGhGNu2QjN17Nw+LCT/EOTEb78\nBCLPyy5ZRe7Z+Z7eDYt6Q+Puch8YjQ4SwuHbbuDoDh2WP1nnIEmKi6CCwmPYRfj+Euy7Cpkm2P4x\nXLgLcy/DjzHQJhg6lQCTDvanwR8ZcNUgi6gQFyjnKhHoDGgl0gS4aZO4aoULVgk3Ad51gtpuVnZp\nMrmNlQE48xt3sCDyMX6c5AYxZPABpVGRziHOUIwC1KY08VwmnNMEUYRyVMUZC9EcJI0bFKcZAfhw\ni0W4U4EgGpLOGJyoi5fYC0zDkMR41E6rEUw2iOsDDv5QYBE4FIaY5XBtGnhWgdLjwOvegk/iafhj\nFOQkQP1v5PrN++PGrTOwexwkhkPT0VCzO2gcH72hFhMc/x4OrILoMHirk1wrWvgpESabDX7eCEsn\nQ3BJGDIdSj1ZRyRlZGCdMBpx389o5i9D3ezpNaXmmBhutm2LY6lSFFqxArWr6ys9E7acHKLWruXq\n3LloPDwoNWgQhdu3R+3o+OIPvyKSJHFt925+/+ILHJycaDJtGsHKar+CgsILyGuCQhFXuSNPiyur\n0ciS8uVpPm8eJd9995WOYUxM5MLo0RzYs4euixdT8IMPnpsqYrxyhZtt2uA3ZAh+ffo8UlAtRlzB\n8n4L1L374zBslHwcSYIdK2DBWHny0aa7PNnJSIJFfeTV4cFroVhlsNtky+MD06HJKHlVWX0vreb0\nTLBmQ7WRT9olK/xtUFIo/nvEpsGH38LHVaCABxh0sCQCorJgYDmoVgC23oVtyVDOBVr6QiV3Cb1G\n4qxN4rQZzlklnAUorxEo6QBFHSBAY0ejtRGjNrMPAzmIdMeFLDLYRwrdyEc2yZzgNm0ojRdGDnCS\nYIKoRxlucIqbXCGEWpSkJEmcJIZDuJKPIjTCAx0JbMBKOsEMQOIQOfyAjzQNJ2sMonkcR060omHD\nmQhJEyBju2xW4fEhxG+B8M/BvfyDSBVAwkm5V1XSWag5Dsr3BNW9sSPpKuweKzf/bTYWavaUF3Qe\nJjkW9iySI1XFKkPTXlC91ZP7gRyp2r0RVk6FgAIw4EuoUu+J3SRJwr7lW6xfjETdshWaydMRntEA\nPnPPHmK7dydg9Gj8hwx5pXQ9U0oK1xYu5NqSJfjVqUOZ4cPxq1PnjRoYSZLEzQMH+H3cOKwGAw2/\n/JJSrVq9edOkXKKMRwqvi/IMvVnymqBQxFXuyNPiCiDm8GF2fPQRfc6cea2c9p3z56NZtgyX4GCq\nLV6M63NSDe2ZmdweOhTJaKTA7NmP1ANId+Ixt3sPVdnyaOYve2AtfP0yfN4J8heB8cvAJ0AWXoe/\nhdXDH0SxdE6QEgVbPgFDGnRZD/nKgTkT/vwCYn+Fd76DgFdPl1F4cygvov8eMWmgF2FjFKy9BmU8\noXcZsLvA4nhItEDvIKjvK3HELrHLKBJhhZo6gTo6gRJaG2gtxKgtXMVCNDbisOGKQEm0VEJHBVTE\nksFOkmiENyFI7CScGuQnFGcOchxP3GlCJWI5y3XCqER9gslHFD+TynWK0JDC1MTIBRLZgYBAEF1w\nwUYaU3CkJt5iLwTjCCQpE7XTWg7v+4EGRZaCaxPZWj37FoQNBNEo26r71gfRDlE/wrk5oL8t96oq\n3/OBWUV6HOybDBd3QqMR8NanoH3MJOfGGdj5DYT9KptTvDMAAp/R2yk7C3augvWz5Sh8ny+e6Fl1\nH/HCOayfDUIyGtHOXoSqes2n72cycWfsWNK3bqXIpk241q371P2eR3Z0NBGzZhHz7bcUateOMiNG\n4F4y902IX4X7ourwpEkY7t6lwcSJlGvf/oXN6v/bKOORwuuiPENvlrwmKBRxlTvyvLgCOPLVV1zd\ntYuuv/2G9hVTSUBOFYyYOZPIuXMJnTKF4r17P3MFUhJFEr/6irvLllFky5ZHJgWSwYB1QC/EyHC5\naLvEvRe9xQxLJ8HO1fDZHGjR4UEUa/mncPM89F8GFRrJwuv4SvhpDLw3FWr1kveN3AS/D5Ydv6qP\nftRKWUHhX4DFDrtvwbIIOHcXupaE5kXgYDasvgMhrtAnv0S2s8SqbJEoG/zHWaC5s4SoM3FEMPEn\nRrIQqYyOULQURoUjImAjDQsxGLmCnnRsvI0PldDwC5GoEGhLEU5yBgMmWlKLDK5zgaNUoBYlKMo1\nvkfPHUrzPv4EkcxOUvkdL2oTQBscuEsm8wERb2kcOst5RMtkVNrhCEJHhDvDwHgJCi4DXRWIGA9x\nm6DMlxDcUzaquLwazs4CZ3+oPBRKtH0QqcpKkqPfJ9dB7V5yFNzF+8ENlCQIOwA7pslOpq2GyJEq\n56fUXQHERcPmhfDjWqjZBLp9BuWqPnVXKTEB65fjsO/djWbcl6g/7vFMi/WcEyeI7dkTxzJlKLRs\nGQ65bB58n7Tz5wmfMYOE/fsp0acPpQYPxuk1+l3lBrvVSvj27RyfNQurwUC9sWMp36GD0vRXQUHh\nlchrgkIRV7njHyGuJEnip169SIuK4qNdu9C5P2OSkEsyw8M51qULTvnyUXPNGhyf0+Axc+9eYrt1\nI9/Eifj16/fINdlXLcP61Tg0k6bJk4z7Qu3SKZjQAwoUgy+WgP+9iNupn2DZAKjUDLp/Ay4ekBQJ\nKz+AYnWh3UJQa0AfBwf7Q/pVqDcDirVS6rEU/tFY7PBnEuyIhq1RUNoTupcCrTusToRL2dA5EJoG\nSOy3i2zIkaihFejuKqFyMvGTkMOfGKmCIw1xpDCQTDbnyeIS2diRKIgjAegIQkdBHAlERQaZ/E40\nJmy8T0kyuMVZImlGTVzJ5gT7KUIZKlOdKHZxlwjK0Q4fvIlnDUZukY92+NEQE7+QxVpUeOLJQJxs\njoim4QiCByrdEoTMI5DwBfj2A7/PIWkvXBwM/k2h3AzQeMqi6sRk8K8E1T+HoNoPblLaLfh9Npxa\nD9U6Q9PPweMhlz1RhFO7YNsUMBvgg1Fyf6rHXf8A7HY4uhe2LYWLJ6B1d/hoIAQ9PaIv6fXYFszG\ntnQ+Dh/3xOGzsc9MAbTr9XK0ats2Cs6di2f79rlOo5MkicRffyX8m2/IDA+n9JAhlOjTB81rjvkv\nIiMmhvOrV3N+1Sp8Spak5tChlHz33b9dpEpBQSFvkdcEhSAIZGT/9derVoGbc966F8/jHyGuAES7\nnX2DBhF75Ajtv/8enxIlXurzj4e+7RYLF8ePJ3rjRmqvX09go0bP/Kzpxg1utm6Na926FFiwAJX2\nQTRJjLiCpUcnhEKF0S5YjuB/z8rdYpbdtbYugcHT4P0eskAyZMHaz+DcPhi6EcrVA5Me1n4kr1j3\n3A6O94w3ovfKxesaF6gzBQo9+xoV/jsoKRQvJjwJ8rnB0J/gUgLUKwJzWz+6T5JBtkvfHwcnk+FE\nMpTyhDaFoWp++E0P6xKhtDN0D5Kwu0isN0hEWiW6uwo0dLVxyEHPj+QQgo42OBOIjROkc5g0HFFR\nA09CcMEZK3pySCKHVAykYiQBPVrUVCCAGuQji0QOc5YKlKAigRxjN654UIe3SeFPbvIbpXiXApQl\njmUYuUVBeuJJWfSsJoedONEAd3qgtVmRzF8iiZGoHKch2MohxPcHyQIFVoDoyqG1nWhQMh0qLQXf\nt+DWQTli7eQH9WdA4D0DC9EuW6kfWw7XD8smFY2GgcdDKdJ2u2ylvvUrWUi1Gws12jzp+geQmiTX\niG5fDn75oN0n0OxD2e30KUhGI/bVy7DOmoa6QWMcxn+FKrjI0/eVJDJ/+IHbgwbh3rQp+WfOzHW0\nym4yyf2p5sxBUKspPXQowZ06oda+uci9KTOT8O3bubhhA8mXLxPSsSOVe/cmICTkjZ3zr0YZjxRe\nF+UZerPkRXHl3umvv97apWDf+Lx1L57HP0ZcgfzyPrN0KYfGj6fR1KlU7tUr1yuizxpAEn79leNd\nu1KsRw9CJkx4ZrNJu15PTJcu2FJTKbp9+yP9sCSLBdvUidjWr0Y7exHqNh88+OC1izC+B7h5wsSV\nsnU7wJk9ML87dJwEzT+RzS629IM7YdBvL7jcm5SIdri6BY6PB8+S0HAueD2l3uBxt0F7NqStBt/+\nIDg8tJv0tynGzosoL6IXsy0MahaC/dehmC84OIIoQP2HgizrrsFv8VDCA8p5g7MLnMiGnSmQbJGj\nVLX9JA7YRTYZ5ChVR1cJ0cnAFiGbJGx0wJUaqDlNGr+Qgi9amuBDKbTEcZez3OEWmRTBkyJ4EYgr\n3jjhhgMO2Mgik0hiiCCa8hSjJiW5whGSuU0DWiMRTzjbyU81StOCZL4jjSMUpCfeVCKTeRg5jBtd\ncJe6oLKdRbTMBPEWKt1oBFVbhOTpkLYeAieCVw+4MRduzOJQWhsadFoMhrtwaCgknoS35kDxNvLf\ncVYiHFsBx1aCqx/U7g1VOz5YeAF5zDiySW766+wBH46DKu88Pcodfg42zoHDu+HtdtC+H5Sp9Mzv\nUMrOxrZ6Gbb5s1BVq4Fm7CRU5Ss8c39zdDRxgwZhvnGDgkuX4vbW02u1HsdmMHB9yRIiZs3Cq2JF\nygwfTkCjRm9sjJJEkejffuPcypXc2LuXIo0bU6FzZ0q0bImD7inmHn9zlPFI4XVRnqE3S14UV0pa\n4Iv5R4mr+yRfvsyPPXrgoNPRYsECAitWfK3jGZOSONG9O+a7d6m9ceMzi6UlUSRh4kTS1q2j6M6d\nT/RosZ88jrVvV1RVa6CZtfBB2ozNButnwbpvYNhMaNVVngAlRMHEZtCsD7QdKQukXZ/D5Z+g/z7w\nKvjQwS1wYSGcnAo1v4BKgx9MokQbRM2VV8DvWzZbk+BWR5DMUGgjaIPlXa07QSiEyqHKa90zBYXH\nicuWm/ieuwthqXIz3zsGuZHvO4Vgeg2wiRBhgAvZcE4PZ7Lkhr7FnaCJF9TwlojVSHyXI3JXhO6u\nApVdLBxyyGYfBmriSBucMJDNTySjx0ZL/KmMIzdJ5iixWLBTgwKE4IMaIzHcIYEUUskkk2wcUOON\nB/nwpTgFKYAbEZzgBpeoSkMK4kMYa3HGh1A6Y+AkcazBn5YE8R+yWUo2P+BBb9ykjxGsuxAt0wFn\nVLoRCKr3ENJWQPI0cG8FgVMg6xqc7wvOhSF0ETgVgrBFcOJLqNAXqo8BjTOkxsAvU+DCdqjcHur2\ngwKPjW+mHNn174dZ4F9YjlSFNnlSVIki/LlPHndir0PHT+GD3uDu9czvUEpJxrZsIbaVS1DXa4jD\nyLGoQp60X///UxiNJM2YQfKCBQQMG4b/8OGociFSRLudm2vWcHHCBHxr1iRk/Hi8Qp99ntfFajRy\nYe1aTs6di4OjI5V79yakY0ecvL1f/GEFBQWFVySvCQpFXOWOf6S4AvnlfG7lSg5NmEDJd9+l0Vdf\n4foaxc6SJHFt8WIuTZhAhcmTKdGv3zNXT9O3b+d2v34UmD8f748+evQ4OTlYx45A/HUfmpUbUdeq\n82Dj9UswsgOUrSrXYjk5Q2o8fF4P/jMG3u4l73dwFhyaC72+h8KPNTTOuAk/twePotBszQPb9qxI\nONoASo6CYkPkiZYkQsosSJkJBVaCRyskKQt7dgVUulGotP1QUHhVbmfDqWTYFAXHk8AiQjU/qOIL\nZb3BzRnMaogyyoLqUjZE5EABR6jkCpXcINhFwq6TOGeTOGCSuG2H1k4CjVxtJGkN7BCy0SHQDleC\nsXOUuxwjndp40RgPssngCLGkY6QOhaiEL1mkcJHr3CaJouS/J6D8cUGNGhErJrJIJ5VEYrmGkWxC\nqUNxinKVHWQQS0W64YKVGOaiI4hghmLnOOlMx4V38ZSGorLuQTRPRFAVQ9B9jiDUQkhbCSkzwKmK\nLKpU/nBlNCTthwpzIOg/cq+qg/3kgrLGi8GnDBgy5Ma/J9fJgqrhkAfR6/skxcC+pfDrSihXX16Q\nKfUUlz6rBfZ8J4sqtQN0HSGn/j0jKg8gRkZgWzQH+85tqD/4EIdPh6Mq/uzUa0mSyNi2jfiRI3Gu\nVo3833yDLpfN3pOPHuXMoEE4uLhQZfZsfJ7StP2vwmYycXrJEo7NmEFQtWrUHjGCQvXqKdF7BQWF\n/wp5TVAo4ip3/GPF1X1MGRn8MWUK59esoc6oUdQcPPipefq5DX1nXb3Kn5074+jnR801a3B6KP3v\nYQxhYdx8/30827Qh//Tpj/TDArD/vAvLp31w6NUPh5FjERzupeYZcmByH4i9Bgt3y5bt8ddkgTVy\nK5S/l05z8QfY1Aeaj4P6Ax9dlbaZ4MAnkBIGbXaB270IV04MnPoAnIOh4nLQ3Zuc5ZyA2Hbg3RsC\nxiFJ0dhzGqLSfY5K+8kL74nCA5QUigecTJYb+qrU4OgCt21yRCosG2JNUEgHJZ3lf6WcJLycwaqR\nuGaXOGeF8xYJowTVtQLVdRJBThbuakz8JhhIRaQlzlQAbpLBb6SRHx1N8cYLM6eJ4zqpVKcAlfHB\nTBoXuU4SaZSnGOUojA4Td7hJPNGkkYQWHS48D1tmAAAgAElEQVS444wrrnjiQwBBBONADjf5lWSu\nUJrWFKAMt1iEmTsEMxQXPEllDCDhw9dobZnYTQNBcEatm4agqgqpSyF5JjhXg4Dx4BgCNxfD1SlQ\n6GMoPVGOJB39HG7s5JCuOw26TpFv5NlNsHMElHsH3p0C7g+NOaYcOLETflsnu402/Fi2U89X7Mkv\nRJ8JO5bDxrlQrJzs+lfzKRGte0iiiPjbr9gWz0O8cE4eq3r3Q/Dzf+73nnP6NHHDhiHq9RSYOxe3\nXP49GOLjOT9qFMmHD1NpxgwKd+jw5tL/JInLmzdzcPRoAitWpMHkyQS+wcjY/wplPFJ4XZRn6M3y\nd5gnvwyKuMod/3hxdZ/U69f5ZcgQ0m7coMWCBRR7++1Htr/MACJarVycOJGba9ZQe8MGAhs3fup+\ntrQ0Yj7+GHtqKsGbNqELDn5ku5RwB0vfbkj6LLQrNjxYCZYk2bJ9zyZYe0QWWOf3yzVYs8+C170I\nXMoNWNcJHN2h40rwfmhlWJLgzDdwfi68twPy3VvBtpsgfAzEbYbQhRDUVv65NRFiWoOuNBRYgcRt\n7DmNUOlGotIOyNV9UVBeRAB3zHAkQ/73RwZEm+RIVDV3iYKu4KCTMKgh1i4RbYObNolbdghQyc18\nQ7USQTo7Kq2FeJWZ84KFSCyUQUt1HPDHRiLZ/EkG/mh5C0/8sHKNJC6SRFn8qIwPAllc4jrp6Amh\nGMXxRySdaMJJ4hZBFKEwpfAnAB0iVvSY0WNBj4lMsrlDKtdxwZ8iNCYfJUhkE+n8QQG640cTMplH\nDj/hxShcpeZIplFItn2oHGciqP+DkL4WkiaBUzUInACOoXBnh/w36FwUQmaDWxm4vgMODYEi70C9\n6Rw6EUaDCkVg8yeQeQc+Wg7BNR7c5FvhsHs+/LlVjk41/Biqt5b75D1OUhxsnAc/rIY6zWVRVfrZ\nqdKSXo9903psSxeAVodD/8Go23dEcHR87vdujo7mztixZB86RL7Jk/Hp3v2ZNuwPYzMaiZwzh8jZ\nsynepw/lxoxB8xotNV5EYlgYewcOxGow0GzuXArXe7IB8j8FZTxSeF2UZ+jN8neaJ+cGRVzljn+N\nuLrPtd272TtoEAVq1KD5/Pm4PMdm/UUkHjzIn507U3rIEMqOHPnUVVZJFEmeM4ek6dPJP2sW3p07\nP7KfJIrYly/COm0ymglTUXd7yIRj0Xg49gusPgw6R/h2HFw/BeP3PnD6stvg4EzZgvmdyVD3k0dX\nom/uhl96QJ2vIKT3g22pR+FcL3AvJ9d4OAaCaIDYDiCaIHg7kpCKPacxKm1fVLpRWLhKNtvw5otX\nvmcK/zxumeBQuiymDmdAmhXqeUI1TwlXF4lElcQpC5y1SLipIEQjUFIjEaCRcHOwoVHbsaptxKls\nRGAhAgteqKmAhmKocMZKJkYuoycRM6G4URYNTpiJIoUbpFEOf8rhgQPZRBBFOnoqUJxCuGImmZtc\nwYyJYpSjIAXRkEMqkaQQgQU9buTHGR90uKPFFUc8cSUAd/wwcZUU9qHnEvloRyBtMLCVTJbhQhs8\npWGobAcRTUMQHN5H5fg1Qs45iP8U1D4QdC9ilfK7nAIoWqDcdAh4W07j/f1TyIqBJssgf13ZpObI\nIrkBcMNh0OQzuQUDwO0I2DgGIo9Di35yfyqf/E//Yq6GybWch3fLdZydhzzTSh1AjL6JbekC7JvW\no6rfEIdPBqGq8+IUOUt8PIlTp5K+eTP+gwbhP3w46lyII0mSiN2yhQujR+NduTKVvvkGt6LPaGD8\nF2DW6zk0fjyXvvuOBpMnU7lXL6U/lYKCwv+Uv+M8+Xko4ip3/OvEFYDVYOD3ey/Z1qtXU7x581c+\nVs7t2xx5/33cS5em5sqVqJ+xumu4cIGYLl3QFS9OoaVLH3ETBBAjwrF0/whV6bJoFq5AcHWVo08j\n2suRqzELZSH1eT2o+6Hc+PNhEiNgY1dw9oEu68HtIdGYdhV++gD8QuUaDt09Iw27CSInQ+wqqDAf\nCnwIkk2eFOYcgyI/IzkI2A1vIzg0A91EzMJJnGn6yvdL4e+NwQLOD2XNXs2QG/beyIQl9xb4ky3g\nr4XwHEixwMo7YBKhsqeEk4tEDBJ/mCWu2aCqVqC6TsTXyYJVYyFaZeEaVm5hwwWBIBwIwoH8qAkE\nnLFjxkwUOVxGjwqB8rhQAAEdZlLJIpK7uKGjPD7kQ4WFTK4RiwUr5QgmCCdyuMNNLuOKB0Upgzca\nTMSTRBhmsvAnBH/K4Y47ApmYuYOVNGxkYycbG1mYScSGHncq40sTPAnFwA6yWI0jtfHiMxzsNkTT\nYCTpNmrH5QiUhjvDIfsgBM0Bj7agD4fLn0H2VSjzlfx3ZjPDmRlwfgFUHQ5VhssNweMvwqbeoHGE\nDsshoJR8043ZsGkC/L4e2o6SU/+eFqW6b1KxfjZER8BHn0K7vs81qbCfPI5twSzEPw7h0KUH6r4D\nURUs9MJnxRwbS9KMGaRv2oRPjx4EjBqFJpeLVSnHj3N26FAkq5XKs2cTkEv3wFfl+p49/NyvH0Ua\nNaLpzJk4+/q+0fMpKCgo5Ia/6zz5WSjiKnf8K8XVfWIOHeL7zp2p1L07UsOGNHpOL6vnYTMYON61\nK8aEBOr/8AOOz3hxi2YzCZMmkbpqFQXmzcO7Q4dHtktGI9ah/REvXkD3/R6EwHyQlQEfhMCU9VC9\noewgOLImTNgHxR9z9LNbYfc4OLdZNrso+JBbodUAh4dDzF5oshyCH0qLTD8NZ7qAdw05iqV2kU0u\n7i6A4J1ITkWxG95HEHxQOW1EEJ7e80Yh76ZQZJng5C3wd5Xn+NtiYOtNyLJA00KQzwf0DnAwXRZX\nN2tJ3BbhF6PEFbvEUbNEsh1q6eT6KB8nM6kaEycFEzewEoKWEDT4YEfAhhUraVhIxUoKFpIxo0VF\ncZwpgRPe2LFjIJY0okgnH64UwxVPRCQM3CGJZNIJJh/B+OKGjQziieUqPgRShKK4YCaNcFK5ijfF\nCaAs7jgjkUgWYWRzBQ3euFAKJwqiwQcHXFHjggPuaPFChQEzZzFwADOnceYdPOiLRtQhmr9Gsu1A\npR2FoB2MkLUH4gaAZ1sInCovhkSMg7itUGoMFO0PgkZOATzyGQRUgbdmg3shsBjlSNXxVfDeVA6Z\nitLg/nh0bh8s7gvlG8jNxT2eImAM2fDTBvhuvhzl7jwUWnQAzdP7QEmiiLh3N7a5M5DuxOMwcCjq\nLj3kRZ0XYLx0iaQZM8jcswff3r3xHzr0icWiZ5Fz65ZcV/XHH1ScMoUiXbq80Ua82YmJ/DJ0KPGn\nTvHu8uUUfUYK9z+VvDoeKfx9UJ6hN8vffZ78OIq4yh3/anEFkJOczLb27blhNDJ23z6cvJ69wvs8\nJFEkbOxYbm3fToOff36mXTvIBd+xXbviVKECBZcsweGhc0qShG3mVOzfrkW37zBCviA4tAtmj4Qd\nl2RHrz+3w9oRMP04eOd78gTnt8PWfvDeVKjV69E0wZhfZLOLwGpQfya430sTsuVA2ABIPwXVt8np\ngpk74XYfCJqN5NUe0dQHyX4FtfMPCKoCr3Sf/unktReRxSY39dU6wJoIuJAj26Q3LwounnDRBJdy\noJaHRHkv0DpL3ETiiFnCQYB6OijnaMfZ0UKi2sw5wUw0ViqjoxIOeGIlFQMXySIRMyVwIRhHvFHh\njIQDImpE7FhJw0AsGdxBTzCeFMcNVyzkkEEM8UhIBBOAHzocsWEijURisWGjIMUJxBsNWSQTRg7J\nBFEZPwJQkUo2YWQTiQvFcacyrhRDB4jEYuEGduKxk4GEAREjEjmI5KChEDqq4EQDnKSGCPbTSJYV\nSPYDCJq+qLTDEexmiB8CxgtQcBW41IXbG+VoVdD7crRK5yMbzPw+GExp0HAeFGwofwkR+2FrfyhY\nBf4zD9wD5eeoakVYPQwu/QYDVkDFp0SMY67CpoXw87dQrYEcqarW4NkmFRYL9i3fYps3ExydcBg6\nEnXrDx4Y6jwDSZLQHzhA8qxZGC9exO/TT/Ht1w8HT89cPWfW7GzCp0/n2uLFlBo4kLIjR+Lg4pKr\nz74KNrOZUwsX8ue0aVTq2ZO3xo9H4/zvWxTKa+ORwt8P5Rl6s+SFefLDKOIqd/zrxRWA3Wrl188+\n49pPP9Fu2zbyPdaf6mW4sWIFYePGUXfzZgKeMyCJRiPxo0aRsXMnhZYvx6NFi0e2W6d/hf3nH9H9\nehRBq4V+zaH+u3IvGoCtU+DoFph8ADyf4t6VFAmrPwS/YtB+Mbg/ZENvNTxISQrtD9VGgfbeinXs\nGrg8EsrPgELdwHQZYtqCWxOkfLORbPOQpDRUuq8QBHlVXEJE4MHqsx0japxIJ5o4TlCa1mhw5jIn\nkZAoSzXUKLUO/w0Ss8BBDb5PmcfaRTiaALtuwXc3oIgHlCoIYVZIskCTAAkPN4k4lcQfFgl3FdTV\nQVEnKyqdmSiVibOCGR0CldFRBjVuWMnAyHmyiMNERdwogxZHLKSTxU3SSSIbTxzxxBF3HPFAhyda\nXAENVvRkEMVtcjBSgvz44wBkkUoc6aTgQyD+BOCBFg1mDNzhLhFocSGQULxwxkYUGfyJBh88qYEr\nPjiQhZVLmDiHhB4t5dFSBg0lcaAAajwRcEGQtAioUEkSgngbSbyIZDuKZP9V7gGn7Y6g+RhBFCFl\nPtydDz59IeALMKfC+d5gSoRKK8CrKhjT4NgXcsSq1iS59lGllo0qvh8GMSeh/SLZDfA+p3bB0v5Q\nvRV0nQ5Obo9+eeHnYPmXcOGY3JuqXV8ILMizkPR6bGtXYF84B6FkaRyGjULVoPEL66lEi4X0zZtJ\nnjULyWbDf/hwvDt1ylWvKgDRZvv/flWBjRsTOnUqLgWffZ2vi9Vg4MK6dfw5bRoBFSrQdOZMfEuX\nfmPnU1BQUHgd8so8+T6KuModirh6iMtbtrD300+pPWIEtYYNQ/WC1dxnkXjwIH927Ej58eMp2b//\ncycwWQcPcqtnT9yaNqXA7Nmo3eRJlCRJWDp9gKpYCTRfTpeL0z9pBj/fAOd79VibJ8GhjfD5TggO\nefLgVjPsmwTHVsqW7XU/eVAYD6C/DX+Mgrg/4K1ZULKdvOKddRlOdQCPEAhdDGo13O4N5ggovAlJ\nVxbR0ATBoR6CdiwIYOEKoEZLGc7RDk9q4EMbIvmFBM5Tmta4UJrjHCSTVGrTnPLUePKaFV6J2HTY\nGwnXUmBUQwi4Nxdf+Cd4u0JoQbiVDdF6uJ4Fl9LgTArkd4HQApDtCEf0UNdHws9H4owkkmyHxs4S\nwU5mRJ2FSJWJy1goioYqaMmPHQErt8nhMtkYsFMeN8rhhAdW0snkAonYESmPH0Fo0GDGRA6Z6NFj\nwICJHIxYseONO0H4EoQHOgzcJZY7RJOPQuTDEy0mzCSTQTQ2jHgSjCeFcMMZLUYMhJPFeVwojTeV\nccSClTOYOH4vAlUNR6k8OtEJlT0DxEgQryGJN0FKBEkPmO/dUUcQPEFVCEFVHkFdC8GhCYJQQK5H\nTN8ImdvA/T3ZWl1bFGJXy4YVxQZBydEgOED4OvhjNJRoC7W/AidvOX338ALYPxXq9IVmY0F7L6qS\nlgArBkH0BRi48kHrhfskxclR7DOHoMdoaNtL7of3DKTkJGxL5mNbsxx1/UY4DB2JqtKLG4TbUlNJ\nWbqUu4sX41i2LP7DhuHevHmurdElSSL+p584P3o0jv7+VP7mG3yqVs3VZ18WSZKIP3mSixs2cHnL\nFgrVqUOd0aMpWKvWGzmfgoKCwl9FXpsnK+Iqdyji6h73Q98ZMTH82KMHFr2elkuXElTlxRORp6GP\niuJI27a4lypF9SVL0Pn4PHNfe1YWcUOGkH30KEV37MApRBZKUkoypmrl0e09hKpMWRj1ERQPgd5j\nHrrwjbBqKLQZAa2GPr3GIuEK7BgMGfHQahqEtHo0bSj+KBzsD65B0GgxeBYFu1GOYCX8IK/A+zeD\ntNWQMFruheXdFtHUG0lKQO24FINDGqmMwZG6uNGXRA6SzC78aYU7TYhkL8lcoRTv4kxp0kijMvVf\n6d7+nflfpVAci4Glp8DFFYIDIToHrqTLhhTZVijoCvndwMsVXBxB0kKyBKf0UMJZorS/xG2txEWb\nxDuuNvxcjFx3MBIpWAhFSwhqPLBhxEQk2URhoCjOlMOFIFRosZJGFtdIJZFsSuFLGTxxwUQCCVzn\nFt54UJhAvNGhA9T/x959h9tRll0D/81up7f03kNISAgtEEqQjgRBUF5ROqIioAgiSLHQpdkQBUSl\nSxeUEiAEElpIIIQQ0kMSUk/q6W23+f6YoxBpob2fvJ6Va645yZm293725Flz32steYE8sjJa1dlk\nrRWyMgYYpqtCWStVm6lYV10NUCIhrlnWWi2WaFOtyABltlGip5RNWk2RsUiRfRTnRyvMtghyrwlz\nL5NfQmyYID5SEBse/RwbhG5IESYFQYwwR9hMdh1tS2idQ8sMmp4n2YfKI+l0Asle0cOIWaeTrWeH\nv1CxLRvnMem7UZV4vxsifRUsfjZqAazoxRG/e9uwIpfjiRu460IO/I7J3fe01/4Hvv0BZ7Pc9Ttu\nuoyvnRIRq+L3b6vLv7lY9tpr5P52r/gRX49Cfwe9R/bVv6F14ULrfv1rNXffrfLww3U74wxF2277\nkcbihpdeMvOcc7Rt2mT7K6/Ua/z4Tz2vKgxD1a+9Zs7dd5tz773iBQVGHX200ccdp3ILw4r/G9DR\n0tWBT4qOMfTZ4vM0T6aDXG0pOshVO955AwnD0Kxbb/XUuecafvjh9rn88o+lxcq2tJh1/vmW3XWX\n0ZdeatCJJ36g9e+mO+6w8oc/NODOO5XvH+krstf9Wu7ZZxTc+w+WLeT43fnHAio6vb1j9RL++L1o\nfdKv2fGgdx88DJk7gb//mMKyyLZ92L5vk6xchld/xctXM+YcdjgzqnKte4qZ36LLXoy8BjUsP54g\nKex9gzDxqnzr2YLEPhScpz72uHp/UeJLShxrtUdt8KTuDldmLws9ZY1XDXWQYQ5pbwb7v4P/jf+I\nbprH+lYaMmxo5a0GFtSxsZURVQzqFM2725JsyLOyjbfaiKNvYahvMZ1LSBSGquOhqenQzoV5W5e3\nWJxqtCbI2UdKN2k1ms1SL8SodqVSuawWTZbYZKlaVYoMUWWAcmVymtVaZLn1agzT30BVAnXWWGKt\nFYqVqdBJkVIFChUoUqhYkZiEVvUWW2OGcn31MljSBvWmy6pTZqRi/RQqkpATqJexQJuZYgoV2UdJ\nbphUdqkw8xBhtSC+vyC+hyDfh3RW0PYm6TdJLyW9nMxq8vUEBQRxBIgTKybRldRACodTtH2kp0r2\nIsyz8QWW/oF1k9j6pww8JfqevXwlM3/L2J8z+pSoBbBhPX8/mwWT+Mqv2e6rb3/3FkzjxtMoKOaU\n6+m3zebjaO6rXPRtyir5yfUMeH89Z37O7Eiz+cxEiZO+K3HK6R8a+guNU6dae+WVml58UZfvflfX\nU0+V7NHjQ/d7J+rmzTPrggtsfPll2150kYHHH/+pW53XLltm9l13ef3222VbWoz8+tdtc+SRuo8e\n/ZkFDn+e0TEx7sAnRccY+mzxeZon859Drs4++2yPPPKIVCpl8ODBbr75ZhUVFZYtW2b48OG2bm8H\n33XXXf3hD38AM2bMcMIJJ2htbTV+/Hi//e1vP5PXQQe5+kC01NR4+oILzH/wQQf97ndGHHHExzrO\nxlde8eoPf6ht40ajL71Un8MOe9+JQOPzz1vyla8YeM89yvbeW9jaqm30UKm//k1sxzFc8l1Shfz4\nN5vvGIbMeIw/nUG/bSKS1X3gu0+Qz/HqPUy4mNIuHHTh5iSrdglPn0bDcva5LhLdZxuZ+1NW/pUR\nv6DfsWy8nrUX0+kkYbfT5bN/FGauEySOEhacqj72gAZ3KfUVRY602j9s9JSuDlZhf4tN0d8X9PDR\nnop3gEtepT4TaaniScIkDQGL23i5gVTAdhWhzqWhoIDmeGgTqvOh5dmIZA1LhrYqzKkqarMu1WJm\n0GqclH7SFquzWqtdVBggENemWq3FNskLDdXZYBWqEGqx1gYrrFWnQV89DNJLF0ktqi3yOhhsG12V\noF6jlZptlNYoq1VWi4wWRTqpMkg3QxSqV2OSrDpd7KVEXN48bWbKq5E0RNIgSYOl8j0U5POC7OvC\n7MOETYLkEWL53WhcIWh8iuaXIrJUOIqCYRQMiUhTsh/J3sQrCd7DtS7Mk95I6xqal9M4n9oZUWZV\nQVf6nciAb5EsZ91MnjyJ4m7sfxNlfSNr9Gm38PB57HQ04y+KHm5A7VpuOy9yAzz+SvY6ZvOKcmM9\nf/g5j/2VM6+Msqre576Rf/01mSsuln/pRYnv/1DiW6cIysrec9t/vbQw1DBxourLLpNesUL3s87S\n+cQTxT6i8UPD4sVmX3yx1Y8/bsSPfmSr739foug9bOI/Jlpqasy5916v3367jQsWGHHEEUYdfbS+\nu+/eQag60IEOfK7xeZsn/6eQq4kTJ9p3333FYjHnnnsuuOKKKyxbtswhhxxi9uzZ79pn5513dt11\n19l5552NHz/e6aef7oufIIrpg9BBrrYAK1580T9OOkm3UaMcfP31ij+gxe/9EIah1RMmmHX++eJF\nRXb87W912Xnn99y24ZlnLP361w2bOlXBoEGy118bVa/uepBN6yNr9t88yOj30BRk2vjbVTz8G3Y7\ngkPOoO/wd2+XzzHjbh6/JMrEOvgShu71z4tl8YNM+SHdd2LcVVGrYO2rvHZK9HR/22sp7c2a82mY\nQLfzhFWHy2d/LczcJkieJEydpC52p0b3K3WkYkeo9pR1/qGTL+jrJIXeJwD1vxyZPK808GIdrzWw\nuIXqNHVZGnOEqEzQI8XAolC/EhLFoQ2J0KuZ0Moc26cYUJRRlsyKJbIysZymWM7aIGuJjEoxO0jq\nJWOdBnM02F25fnLW2WSe9XorN0xn3cUltKlRY7lqG9TqqYt+euipSrGctDprLLPSm8pUthOqInXm\nW2W6Yl10N1KFXpICcYFAKCYUSktb3W6RPleV3XU2Qt5ULSYpNE5xfozCXE4st4b8YmG4hPxiwpwg\nvr0gsacgHEvDAkHtXbS9ScWhlI0nsTXN1RE5al5Gy6rIdCK9IVqyDVEroCAa30E8ynzLtZCsoKAn\nxX0p3YqK7emyJyXtgbfN63npYhbey7grGdFOgla/EbUAZls58kb6bh9tn83w6HXcfzn7HM+RP6O4\n/O0PPwyZcFekrdrtAM68iqr3iXeY+4bMpT+Tn/6S5Blni3/zZMGHkKMwDNU98ojqSy6Rb2rS47zz\nVH396x/qGPjvqJ0zx5xf/MKaJ56w1fe+Z+szzpCqqPhIx/iga1w1bZqXf/97Cx5+2OADDrDtscca\ncuCB4qn3tpfvQAc60IHPGz5v8+QgCPzPOZ/+9Q4fyMWnfLz34sEHH/TAAw+444473pdcrVmzxj77\n7GPevHng7rvvNnnyZDfccMOncv3/jg5y1Y4PK31nW1s9fcEF3rjnHoffdpuBHzMTK8znLb39djPP\nPdeAo46y3WWXvWfw8Npf/1rt3/5mqylTaG3Vus1ABY89E2mvJv+Dy07j5mfp8x7VKahbH03gnriR\nXlux7wns/j/vdh3L53jlTiZcRJfBfOky+o+JfpdpiVoFZ/wqmjDucgGFVbx1C3MvoNt+jLiUoI7q\nC2iZRfefCSv3k09fKczeK0h+T1hwlLrgDo0eUGK8YsfY4CUbPG17fxX4eMYh/4n4uC0UzTleb+SF\nOp6u4flaBhWxe2WobwmxVCgTpzWgRagxZEOOVbnQ/CyFAbukGFicFha2WhJr9UaQ1lvCYHFdUCIv\nIY+cJm2WabZamx2VGSpQa5M3rDVKN8MUoclbVllpnc4q9NNDb52VIqfeOitVW6FJna5666mfHvoo\nlFFjnhWmKtJJP7urVKDJTHWmS9uoQHdxZWIKxBVKqFColxJDJdVodIesVSrC45RkQjJ/JbdQkNiN\n2PaC2FaCoB/ZAtIbBC0zaJwYaaPKD6HiG2RLWfUAax+jbR3loynbmpKBFPahsEdUfUp1JlEWZVDJ\nk89G6yBBvJjYe4zPbCtrXmLBPSy8h62PYtcLKepCawOP/ZyXb48qVbufHLUGwhtTIhfALn341m/p\n829OdrOnc/WZJq9Yb69f38J2u73neMmvWC576c/knpwgceY5Et8+VfAh1aIwn1f3979bc8kl5HJ6\n/PSnKr/ylY+UMxWGofUvvGDuVVfZOH26YT/4ga1OPfXTI1X5vPkPPeTFq6/WtG6dMaedZvTxx3+s\nB1od6Gjp6sAnR8cY+mzxeZonE13vPU98Otc7Z9Zkc1+fDIoLue1PF32s9+KQQw7xjW98w1FHHWXZ\nsmVGjhxp6NChKioqXHrppfbYYw+vvPKK8847z8SJE8Fzzz3nqquu8vDDD38qr+Xf0UGu2rGlN5A3\nJ0700PHHG3Pqqcadf/7HDsBs27jRtJNPVj9vnl1vuUXnMWM2+32Yz1uwyy66nXmmTkcdJXPVZcJF\nC6Ruui3a4J7rI3H7lXex47j3P1EmzSuP8vQtzHmW3b7K+NMYtP3m2+UyTP0LT1xC350YfyF9tot+\n11TN1ItYdD87/Yjtvo8ci65m6e/pe1wUkppdHJGs9Ep6XiIs21E+fakw+6hY6gz51NEaggfUu0Wh\nXVX6gQLbfKz37/8H8kIxURvSC22hJdnQEUWBotjbrUlbMo5ea+DG1VF73rhKfrSY9RlGFDO2IjSs\nguaC0EvZ0HNtodKA4clAnzhVsVBBPJSK5yRieeI5TYm0hbG0WdoMlbSdmFJpm7RYpMl6bboq0ENK\nZ0mdxZQJxaVtUGe2tfqrsJ1KeTVmW6RUsREG6q5IoNkGK1Vbrs5GXfTU0wA99FGqQF6tWm/aaJE6\ny1UaqJcddNFPk6nWe0yhXjrbT4VhYvCz6ToAACAASURBVOpkrRFqEMoIpeXVyFiizUwp2yoPv6Ew\ns0bYdrkgNkqQPEXQmhA0PkPLTNoWkV1DohcFW0V6qNK9SY5i5T0suwl5+h5Nzy9TPirKl6pZROPK\nqNrUVku6nnQDuVYExJIkCom366/yGbLNkTFFpjE6RsPKqG22y0gGHcrIb0ZmMGHI7L9z/+lstQ9f\nvoqydr1T7VpuPps3Jkctu7t+ZfMWv+WLue4nvPocp11icsWAt0OE34Gwtlb2V1fI3nKTxLdOkTjj\nHEF5+bu222yfXE7NffepvvxyQTKp589+puLQQz9SS10+l7PyoYfMu+YarevXG37WWQadcMKn1v6X\nz+XMufdez15yiVRpqd1//GNbH3bYp67Z+m9Dx8S4A58UHWPos8XnaZ7M/25b4P7776+6uvpd211+\n+eUOOeQQcNlll3n11Vc98MADIJ1Oa2pqUlVV5dVXX3XYYYeZM2eOBQsWdJCr/3Q0rF7tvv/5HyXd\nujn89tulSj+eKUMYht66+24zzjjDkJNPNupnP9vM/r1hyhRvnXiibRYsoLlZ6+ghCp54TmxY+9Pu\nZx+NhO5j9ubEcxg2+oNPWFPNU3/h8Rvo0peDv8euX93cYTDdwgs38tRVUQXrgAsY0N6+uGkBL1wQ\nPbHf5QJGnkRmEwsuZeVdDDyVwWeSnsGa85CnxyXC4kHymcuF2ccEyeNJfVND7Fl1blDueOWOE9dV\nm2oFPpqI/t9xkwe9aaWkhIS4vFBaRkZWF5XOdcLHOm6DvL2t9CUljlCqri3pkrrQ9HTo0KLAl4oC\nXywMlMY+fMK6qJknNoYqUgwsZUEmtClgViYK581j/0K2Ls4ICtosiaUtkrZKTrO8CjGV4rqI6SGu\nu1CJjDotZqoDOyrVSyimTYMW6zXZpFWNFkUSuivVv71BL6bRPG9qk7ajYbqJWetNb1mgWKneBumh\nvwqFaFRrqU0WqbFEoUpVButkiE4GKJDXYKZNpmizTjfjdTFOznSNHpK1VMpoCX3ElAmkBArEVEjq\nJxVuI5Z5Ur7tMkFskFjqQkHtNNZdQ6of5eMpGhMRqlTfqD+ycSGbprLmYTZOocehDPwOFTvz1uMs\nvI8Vk8k0ULUVpX0iXVRBJanyaEkUIoweMuRaybVFVd14kkQxiSKSpRR2itphKwe379OONXN48Eds\nWsaR17/dYpvLMfEm/voz9j6er/+confcL9av4caLefI+jj2To894TxfAsLVV9qY/yP7yCvGDD5W8\n4CJBrw9uqc2n0zbddpu1V14p0b27Huefr/yggz4Sqcq2tFh6663mXnONgi5djDjnHH2+/OVPlfQs\nmjDBUz/+sVRJib0uusig/ffv0FJ1oAMd+K/A522e/J+iuYJbbrnFTTfdZNKkSQrfowMM9t57b7/8\n5S/17Nlzs7bAu+66y5QpUzraAv/TkEunPfLd71r7+uuOevRRpd27f+xjtVRXe/HYYwlD4+6/X6qy\n8l+/W7Tvvjodc4zOJ54o85ur5Z+fInXfw29PPpoauOs67vkDXXpEovfxR23uJviui89GIaWPXsfK\n+XzxZA48map3EJt0C1P/zKSro3bB/c5m+Bejp+3VL/PiT9k0nzHnss0JtFWz4GLW/INB34+yfpqf\nYe3PIxe2bj8Wlm0vn7lRmLlZEN+D1Mka4kvVBdercqGsHkJZnYzbLJT435GRtsJiRUqUqlCiTKw9\nlDgt8y8ylZUTE5OSkJQUE0hJvut4jZqVinQqOXnzbLCNrgKBVVr90lJf0k1vpR7S5AFNygQOU2qn\nbLGXWxIebwn9rirmkZbQzU15lbFAQftHlAlpDUMtIU0h9Xlq8hQE9I4zIBEYnAj1KsyKF7RZFGv1\nYtCqu7idJHWTE5OVltEkq1ZWnYxN7UsPBYYq1FMorsVbNlmtwRCd9FOkXCAhh6ycjCbNNqlXbaMK\npYbpp6ekGm9Zaq5eBhhsmDIxjd6ysZ1IFShTZZBOBqvSX6G4Nss1WajJfE0WKdRHhZ1U2VWBVo3u\n1WKyYgcq9VUF+UHkZhGuJGyi/brCsDbKnMpOEcTHiBWcJ2huZdX3Iqe+HpcQ68vaCdRMo2EuTW9G\nRhNF/agaQ/eD6HkouZDXb+C131E+gOHH0G//iBB9mpP2TBuLJ/PiTbz5HPufy7jTSLQ/rFg8gxtP\njdoKT7lh8yy6lmZuuZq/XsthJ3LSeVS+u/UtzOXk7rlT9pKfCkaNlrzoF2LDP7jam29pseFPf7L2\nqqsUjhihx/nnK/vCFz5wn39HW02Nhb//vYXXXafzmDFGnHOOrnvs8amSntply0z4/vdtWLDA/ldf\nbdhHrKZ1oAMd6MDnHZ+3efJ/Crl6/PHHnXXWWaZMmaJLl7c1yRs2bFBVVSUej1uyZIk999zTG2+8\nobKy0i677OLaa6+18847O/jggzsMLf438HFK32EYmnLhhd64+27HPf208t4f35whn8uZcfrpNkyb\nZt9Jk/6lYWiYPNnyb3/biHnzyOe17ba9xFnnSnzj2M0PkMvx0lP84xaen8CuB7DPYeyyH50/wIr5\nrTcikvX8PZGF+xdPYcQem1u0z7ibSddEzmn7/JAdjyJZwOqpTLs0cknb4Uy2/Q6Z9Sy4jOqHGfBt\nBn2P9HTW/yoyGKg6Rlh5RGThnv4lQQ+5gpOsS/xRgV016S+pXA9fkZGzzDP62UOJt19DozoT3KlF\nkwa1WjUpVKJYqWJlipUqUqJAkZiYnJycLEhKqdRFb4NU6Sor51J/NkQfB9ldTsJlnpUX2s8gY/Tx\niiaPWmehJnvoZJwqKcUe1+JxzUoEdlVkpJTVT79oyLi9tOUD2TBqJcwHoTAgH+TlgrxsLK81yKsJ\nctbIekvWclm9JWwnoZectBZz1FsrbZhifcSVICmHvLysjIwmbdZo0KDNYBX6SimUVq/GCtUKpHTT\nSaUSxRIKxBSIScgJtdhgldWW6q6vwYYo0mqdmTZZrLNhuhquSh8pORkrNVmkyUItlinUV4mtlBim\nxDAFiuTM0+JFLSaJ66nMkYrze4hlHpbP3EV+sSA+hlh/glJRc2RCEFQQGySIjxOkG6I8tdbZ9P4d\niRHM+3mUudZlHzrvQfk2lAymuB+xdjKzcR6v38i82xh4MDueRbf21taWOla8yroFUd5b86ZIG5Vu\nIt0ctf8FsagaVVBCsvhtkpTPRS1/QrJpWuupXcHaBfQaxZhj2OV4CtorUvUbuP386AHGsZezzwm8\ns334mb9zxelsO5YzrqT3gHd9LZ955hl7pltkfnauoKxM4uIrxXfb44PvIem0jX/6k+rLL1e8ww56\n/OxnSj5icG/zqlXm/epXltx8sz6HHmr42Wer3ObTbd0Nw9CMG2/09E9+YuyZZ9r97LM7TCo+I3S0\ndHXgk6JjDH22+DzNk/nPIVdDhw6VTqd16hQVEv5puf7AAw/4+c9/LplMisViLr74YgcffDDetmJv\naWkxfvx411577WfyOuggV//CJ7mBvHDVVWb++c+OnzxZWc+eH/sawjD08mmnaVi82N4TJojF48Iw\ntHDPPXX97nd1Ovpo+dmztB2yn9Tt94mPe5/rrd3IpAeZ8jAzptC9T9Q6OHY/dtmX4vdoY2ysjXRZ\nj98QTQT3/WZkDf3PalYYMn8iT/+S1a+zx3cjoX55D9a9xitXseyJSH+y/enEsiz+JSvupMchUZtW\ncRW1d1BzJ/FOwk4nCEsL5bOXkdjHxsKcbFAjbScbvKKXb1pptdVmiEko00uRKgXKFChXpLMyPZXo\nLieuRZNmDZo1atGkTYtQXlxCvN00I61NjXWWW6RUhR3saaCRJpvpOTNta6hxttcgZpIlpllpkE7G\n6mOwrmZrMdkmszUYpcxYlSoUWStmgawZk5+V2GsXLUKhUFygQKBEoERMmZhygWKhIqGErJysBm0W\na7ZCi5FKDBKT1GqtWkvVKFOgm2Ll4oqQQkJeICurRY3adge/znorUSqU16jOenU2atOiUIlCRYqU\nKlWhUqVScTH11putwWq97KSHIZIaNZqtwWxZtYoNaSdSQxTrLyEja7G0edLmyZgnUKrADgqNVRzu\nJp5dIMzcKsw+I0h+WZA8VhDbU5BbT2YNYZsoUyok3xjpqOon0DyNrmfR5fssuZGFl0ctp0POJNWe\nN9eyiU3zourp+tdYOYWWDZHxynanRjbomTZm/JWXbmblTHqPpvtwqvpQ3DmyRE8VkyohnorcAjOt\nbxOuXDo61z8NLYJ2TVZhOZW96THibVt1ogccT/2ZO3/KuK/zjYsofbsKbdN6Lj+NBbP46Q3svPd7\nfn3zr79m0sknGZdulrzwF2Jf+vIHVnTCfF7NvfdafcEFCocO1euyyxR/xPDzxmXLzLniCsvvvdfA\n444z/KyzlPTt+5GOsSVoWrfO37/5TU1r1zrsttt0Hf4eTqYd+NTQMTHuwCdFxxj6bPF5mifzn0Ou\n/tPRQa4+JTx76aXeuOsuxz/zjJJuHx7a+X7IZ7OePvBA3caNs+2FF4KGp5+2/OSTjZg7V5BMyj37\njPRxR0r84EcSp50h+KCnvtks82fy8jO8+CRvTGfnfTjwa+x16LuJVhgy93km/YWXHmLYWPY6ll2+\nTGG7FmTNXKZcG+VlbXMwe57GgLHUvxWFp869jX77sd1pdN2G5Tfz1l+ivKweh9BjPIVx6m6hYaKw\n84ny5euE+Rc1F39VTfwxRY6z2iw5TTrbR8pAOQWyYtKatanXbIMGqzVYLZRXro9yvZXprUxPxbpI\nKGo3/A4FAglFClUKBJaZ72XP2GSdne1rkNFeMsdUrytSaAdb29pAq6RNt8qr1ihXYLTuhuqqWcpr\nmrym3kqteijQTUqpuIRYu94rr1lOk5xGOfWymmSVS+oqpbukLmJK5QVabVBnkU36KjOwvQrVpM56\nNeo1ttfmipRIKhZXKJCSR4smG22yVqUuuumiXLK90tUq154lldEso0mrWlltKvXX2VaqlGONWi/I\nqFFprHLbK1YlplbaAhnzpS2QUy1piJSRUoZL2Voy7C2We4vcK8Lc88LsFOLbiiWPFcQPFzS9RO39\nNDwekZhkH2LtOicBsZIod6r0C5QfRvMKXv1W5Ni3w5+jKtXKZ5l3B8ufonUjnYbTaWu6bEuv3eix\nc+TKl2njxT8y8YqosjTuVLY+MKq2fhbI5XjpQe65iJIqvn0tg7bbfJunH+LSUzj4GE67mMJ3G0GE\n1WtkLv6J3IRHJM+/UPzEb3+oPXrjCy9Y+cMfksvpffXVyvZ+b8L2fmhavtwbl15q+QMPGHryybY+\n80yFXbt+pGNsKRY//ri/f/ObtjvhBHtdeGFHtaoDHejAfz0+b/PkDnK1ZeggV58invnZz8z7298c\n99RTSnt8fGOG5tWrTdh+e3tPmKDTDjuARQceqGL8eN1+8AOQX7ZU5qzvCefNEf/2qRJHHv2hAndQ\nX8vkv/P4Pcx6kd2/GGm0dv/i5sYW0NrEtIeYfAcLXmLs4VEuz4hxUXWruSaqCjx/ffT0f/fvREGp\nsYC5tzDr+ug4I45n6BHE26J2wepHqXs90sj0Gk9uEk1Py/c4Vj75J/nU161PzRUEhVIO1iir0Twt\n3pKxUUKlAj0U6afEUKVGSOqjyUb1VmmwSoNqLTbKahXKC8SE8u0Eo0mVwfrYRX97qlXvJU9abamR\nxhphjDpZMy0w22IJcVsbYIi+EsosanfYW2CjbkoM0UlPZWKScuIyQjmEQu2NgcL21sSMrGZptVps\n0GyDZuUK9FGmu4RibeptstwaPXTSW5ECGTlNWtRpUKtFowJFSpS1N0AmFSGuTdomdZZJKFKpr1JV\nCqXExcXFxBATIiuvTrMlmsxXqI9Ku6nQs11p9oJWM8VVtpOoEVK2kgz7SuTbyM0V5t8gNydah3XE\ntxXEdxTEdxPEviBoWUTtPdTeS+EwKo6k/EukBry/9qlhIW/+llX3MvxCBp4Stfs9fSpNaxn1bQaO\np9Owd4f+tjVG4/Gpq6Iq1fiL6PfRKjhbhGyGTatZ/gazn4laarv05Yjz2engzV9b7UauOoNZU7n0\nVrbf/V2HC9vaZK/7tey110gcc6LEOT8RfIi1eduyZVb9+Meapk7V+/LLVR111EdyLm1Zu9acyy6z\n9M47DT35ZMPPOkvBZ2R3nm5q8tSPf2zBP/7hsFtvNfAjEsAOdKADHfi/is/bPLmDXG0ZOshVOz6N\n0ncYhp677DKv3XKLoydM0Hno0I99rDf/8heL//QnB7zwgiAItMybZ9Geexr2yisK+vf/13b5V6bL\n/uVGuYcfFAweKj7+UPFDDhdsPfzDxeE1GyKXsgl/5c25kUZr/yOiylbq357yb1rDlDuj1sG25khH\nss/xdOtPPs/CSbzwRxZMZNvD2OUEBo2j+iXm3R6FEqfK6T0uqjJ0G0njq7z1J/JtDD6G1j8KS3aT\nr1ojDDZJF35FXXyWtmC2AttK2UbSQFTJKdamSbNFGs3VZJEiA1XYXrntlBklqYvAu9+DjBYbzLfc\n81aapqftDXWQmM5mm2qeGVIKDDZSf8PElFtslUVWWGqVYoUG6q2vHuKK1GOtVus1eWPyy3ruNVIo\nlBBTIKFYUqmEAhQgLi8mK6dNsyYb1NigVleV+ihXKq3ZOuus0FUPXdsNz2mW0yitXqsabRoUKFeq\ns1KliiQkZYXqpK3SaqW4UildJJSJKRJXKKZIQrmUMikJCc0yXtfiBXEVinxBYThWQb5ULLdUmJ/d\nTqbmEa4ntpUgPlIQG0lspCA2glxS0DqXlldpnk7TsyT7UXkElUeR7M3GF9kwmfo3ouDeMBfppYIk\n+dYo3DfXRr/jGXoWyU7M+CWvXM1uFzPqO2/nRf0TjRtY/CxzHuX1Bxm6d2Qs0X/zaAP1G5n/Aste\nZ92yKAeuqZaWBprrojGdz0cPDeJJ4omIJGUzkc4qn4uWTFu0VPWgz/BInzj2K5ubVRAd65Hb+c25\nUZX4+5e/pwtgbtKTMmd9T7DV1pK/+JXY4CF4//tRrrHR2l/8wvobbtDt9NN1P/tssQ8JDd5s7NfX\nm3vNNRb+/vcGHnOMbc4/X9EnMOP5MCx+4gmPnnKKfnvs4Yu//a2iqqrP7FwdeDc6Wro68EnRMYY+\nW3ye5sl0kKstRQe5aseneQOZcdNNnvnJTxx2662GfEwnkjCfN2GnnWxz7rn6f+1roPqqq9Q9+KCh\nzzwj9m+2k2E6Lf/Cs3KP/F3+kYdIpcS+sI/Y2N3FxowVDN3qg59sV6+IiNakv7FodkSwdv9itPTq\n/44Thbw5g0m38Nzd9B/F3sdF+VnF5TSsY/rtTL81qmxt/z8R2RqwCzULWP0Cq16INDKxRFTR6rUV\ny66mbBu6FQlbXxT2OFI+9SBKSB4ik+ipLZaRDZbLWCpjsVBWoTEKjVNonDbN6s1U7zUN5iAvpauY\nIjEJgYS4UgV6KDVcpbEotNQzFpsgEDfAF/S2syY5S83zlgXWWamrXnoaoLu+YkrUSFtunVXWqbZB\nXFy5EisnL7HVXiOE7RbwrdKatWqTUapImWJlSpQrVCKQajeWaLbRWisUKdFHN8XSWq1Ub7kKfVSo\nUCAmrk2gRV6DrBpp6+W1KtRbke4KlUpJiMsKNMpbL6dGqFko3Z4r1SavSaBA0gApIxWGoxXlCgXZ\nOcLcZHIziPUXxLcXxEYRGyGIDSNDkF5E69xoaZtP67yIJBWOjPKmisZQOg6lrH0iMqJYO4HSoXTd\nl4rtKOjWniOVjswk4oUU9Yna/4IYG97gqZMjjdOBt1AxIBp/bU0RkZr/ZESqGtYycNfIyXK7IyI9\n1T+RzzPt70z4PYtejlpcB25P94FUdqekgqLyaNwWlkTnDfMRocplEbZbsaciUheLR62FBcWbG1Rs\n9kUMI2OZ35xLIsl5v2PkmHdvtn69zI/PkJ/2ouQvrxP/4sGb/f7f70dhPm/TbbdZfcEFSvfeW+8r\nrpDq08eWIpdOW3TDDeZcfrmeBxxg24svVjpgwBbv/1GxafFiE885x9pZsxx03XWGHnTQZ3auDrw/\nOibGHfik6BhDny0+T/NkOsjVlqKDXH1GeOvZZz1w1FFGHXWUvS66SPJjhG1WT5pk2skn+9LcueKp\nlDCft+yYY+Rqagy8917xsrL33C8MQ+HcN+SffUb+pRflX35J2FAvNnZ38S/sI3bA+IhsvV9la9N6\nXnyCFx5n6pNUdGbPgyON1na788+Mm0wb0x9myh1Re9To/djjSHYcH2X5rJnDa/cz+x+sXxS1avUY\nES29tqWkiCUP8cafGfQlupSy9j6GnkD2b8JUP2Gn/YSFK4W558gvaq+abCuI7SCfGK411qwleE6L\nSWK6KPElJQ6WMEROnbSNcpqFskIZWY3t/nqvq/WyElvp6os621eNFZZ7ziqviInpZpQuhqs0UKOs\naiustcI6KzWo1Uk3nfVQobOkYqFYeztgXiiU/9c526Q1a1KvUa16tWJiKnVRqUq5pJSMrA02mi+l\nRHd9FGuTsVSzNxXqrVgPBVISQjFpgWahOnlrZa0SKJI0QCLsIxVWSuaLxMKEuBhhTCDWXsmLC8K8\nQIMwv1SYm01+AfFRgvhegviegmxXQetiWufQNpfW+aSXkOhO4dYUjIgs0v+5VkTjgqgqVTczqlI1\nzKHzuMgeveeXKXyH2UsYvrs1MNvGmqnReFj2BLteyOjvRqSnbk2koZp+W0TUtzmYIV+g5zbvrmbl\n80x9gLsujEjTl3/ILoeReu8cjE8FuRzPPRrZq29cy/cu5YD/ec/2x9yD90uf9T2JI4+W+MnFgpJ3\nV7TeicYXXrDyBz8QJJP6/OY3SnbZZYsvKwxDy++7z2vnnad82DDbXXGFqm23/cgvb0tR+9Zbnv/F\nL8y9/367nnWWXc88U+J98kc60IEOdOC/HZ+3eXIHudoydJCrzxBN69d77LTTrHn1VQf+6le2OuSQ\nj5zj8sz48Xrsv7/hZ54JwkzGiu99T/1TT+nz61+r2MJjhmur5V54Vv6Zp+SeeExQVCT+pcPEvnSY\n2M5jBe8XCprPM+9Vnn0kEuWvX8N+X+GAr7Hjnm8TrcaaSNT//D3Mn8qovSP9yQ5fpGu/qIq18rWI\ncFXPZdVrrHo9qjrs9HVa3mDBX9nxVOruo6gX/cbR8jDppZTtLyzZlaLOwkSjMD9TmJtCuEmQ+Kog\ndax0jKbgEU0eF0gqNFbSEHGdxZQKFIspl9BLXE+htBovWm+CWtNU2FEnX1BhZ22y1pljg3k2WqhV\nrQr9VOinXG9FusmIa5FVr16jOq2a5WQQiEtIKWj/E5NETEZkLtGoxXoNVmtVp1xflXoqFYjZoMEM\nCeWqDFEoI7RMxhwkJcNBUmEnqXyBeEg8nxHPNwvCOvJr2vOj6gi6E/QQxLqinCCFmMidL4ZCgk6C\noJ8g34N0VtAyi+apNL1EonNUhSocSeEICrYmNZi2TTQtomF+RKYaFkTr1uqo6lQ+ksrtqNqFTmMj\n04q6JVGI7+rnWTsj+numKSJNyZIooDfMk26gy0i2OjLSVhVWRq14z17H45dEdud7/zBy6nsvZNqi\n8fe3q6Lq0jcuisbfZ5Wd1NQQaamee4yJ90WunEf/IPpuvIcRRVhbK/Oj78vPmC51461iO4/9wMOn\nV62y6pxzND77rN5XXBHpqj7Ca9kwfboZZ54p19Jih2uu0WOffT7yS9xSrJ4xw7Tf/Maixx6z43e+\nY9cf/UjxZ6Th6kAHOtCB/yv4vM2TO8jVlqGDXLXjsyx9v/nkkx4/4wyV/fsb/4c/qBo4cIv3rZs3\nz8Q993Tw668reofNe93jj1t1zjmCINDlO99RdeSREu8IUvsghGEonDVT7pGH5B5+SLi2WvyLB4sf\nMF5sr30FnT4ggHjFm0y8nyfuYd1q9vtqRLZ22JNke0BvYw0zHuOVR5n1FIWlDB1D90FU9Yz0Kt0G\n0L0/b06JnAdbatnvdOZfF9loD96JlTdQtTO9DqYoT+v0aPKfqaZkD8rHC8t2Epoon/4LQSex1PdJ\nfk02WKbVDFlL5WyQ1yjUIq9O1sr2lsLdFNtHkX1RbJMpajyvzisCKWVGKTVciWGSemrSoMHKdtOM\n1Rqt0WSDuJQC5RIKzJ68ysi9eslqldYoq1WhCkU6KdZFsSqF7dqoQKOM1ZoskNWo3CjlukraqM1z\nYoqV5HdQlA0kcuvIzSc/n6CC2EBB2It8pSBbRC4uyIsqKNlmQb6WXC25esLW9g8vEembglikd8o3\nkFkdEa+i0RSPoXhXCnegeV1UeWqYR+PCaGl6k0QFpVtRNozS9qVsGMUDozbPlg1snBtln1VPjxz+\nwhx996L3nvQYQ+WQSH8X5iKSlW2Jrqmw09u257BsGvd9L7JL//of6T7svQYzC6fz/N1M+SsDtuWw\nH7H9AZ+MVGXSkSZx41rWr44eKmysjsb8mrd4a2H078N3iDLl9vsqg0e87+Fyk56UOe1bYgcdInnp\nVR9YrQozGQ+dfrpB992n68kn637++eIfUt16J1rWrvXaueda88QTRl92mUHHH/+RzC62FOmmJnPv\nv9+MG2/UsGqVMaedZsfvfEfhO0LQO/D/Fx0tXR34pOgYQ58tPk/zZDrI1Zaig1y147O+geQyGVN/\n9StTr7nGfldeabsTT9zip9CzfvITtbNn2/OhhzbbJ8znNTz1lI0336zusccU77ijysMOU3n44VIf\nIaMmv2yp/OOPyD05QX7q84L+A8XG7ia20y4frNd6a1FEtCb9LSJdu+7PHgcxdn+6t1cXwpAV81jy\namQkUFNNbTXVS1i1gIGj2ft4ulbx0FlsM57eXZl9A6NPoXtPqh+k5iU67Uq3A+k8hqCahoepf4Sy\nA4VdzxYmq4Xpa4X5mYLk0WKJLxPfSRC8O9cra7UWL2gxSYspkgYpso8ie0gaJW29Bm9oNL89NHeJ\nvLRCfRTo2b50k9CJdjP0vJwXXr7pTwAAIABJREFUJ79m7F5bI402OfXS1mqzRqvVMmoU6qnIAEV6\nKxQX1yhnoTbTJAxUmttBcbZBkJkUVebi+woyfQRtedo2CNoW0baY3KbI0jzZh2Qv4t2JdSJWimKC\nIoJCJCPSEku2L4n24N0U+WRUjWqYS+1r1M6gcT4lQ6IqVNnwdhI1NFoSpWSaqV1E7WJqFlKzqH29\nIMqG6jyCrqMja/Tee1A5dMuJTi7Dwqd59vesmMEhl7PzcZvvH4aRhuq5u3jx/oi87/61KJet14eY\nyIQha1dG43X1MtYsj9ZrV0ZEqm4T9TVRFay8E1160LVX+7pn9HPP/vQbQr+h71mh2ux01Wtkfvpj\n+eenSF53k/i+B3zg9o3PPWf5KaeYWVzsq3feqfAjmOLkMxkL//AHb1x6qUEnnGDUT38qWV6+xftv\nCcJ83rIpU7x+++3mP/igvrvtZodvf9tWX/qS2Ie8Fx3430fHxLgDnxQdY+izxedpnkwHudpSbBG5\nGjBggPLycvF4XDKZNH36dGeffbZHHnlEKpUyePBgN998s4p/sw/+v/RGfVpYN2eO+7/2NX123dX4\n3/9eouDDs3dybW2e2HVXg044wdann/6e2+RbWtQ/+aTaBx9U98gjUn37Kj/gAGX77KNkt93eV5/1\n7wgzGeFrr8pPnyo//SX5V6ZFeq1d9xDfa1+xA8b/y9FsM6xfw/MTIp3WtElUdWWHcYzeNXq6328o\nRcWbT5IzbcyaxGPXRUTrxKt58xEWTebLl1I9gaWPMuzrDD2ceAPrJ0bmCEGCvkfT9xu0PMa6X1Iy\nlh6XCVMJYeYO+ewEcq8TlBN0IagQBFUEfQTxUYL4rsRGE+S1mqbFZC1elLFA0mAp20QZToZKGihU\nJm29Vmu0qZa2VtomWXX/0nUF//IILJVUJamLlHJJoZgWoXUyFkmbL2eNlBEKwm0V5jsryK4j8zjh\nOkH8K2It3ah/TdA4iVQ/inchPoh0IrLJb11H83JaVtK2lvSm6P1NlBIrIl4QVaWCWGQckWsi2xQ5\n84U5YgWkulDcn7KtqRhN5Y7ROp+PSFPtovb14mipe5PWTVQMikhT1dD29TCqtqKkx9ufcT7PpmWs\nmhUt1XPZ8GZkepLPkSqiqJKCskg31VLLuoWRjmqXE9j5+Gibf6JhE0/fysSbItOJLxzN7v9Dv23e\nf0Dn88yeFo3LGc9GLa4FRfQfSq8BEVHq1Z/ufencncrOlFdF+W+foPIVrlope8PvZG/9k8Tx35L4\n8U8Fpe8R3t2O7IYNVp1zjvonn9Tn179WecQRH6kFsHrSJK/84AeKeva007XXqviUw3nrli83889/\n9tqttyqsqLDtsccadfTRnyg0vQMd6EAH/tvxeZsnB0Hgiac+/eutrGCXMZ+v9+KDsEXkauDAgWbM\nmKHTO9rFJk6caN999xWLxZx77rngiiuu2Pzgn7NB87+FdGOjh44/XuPatb52//1blInVsGSJJ3fb\nzdg//1nvgw/+wG3DbFbTSy+pnzhR4+TJmmfMUDhihLK991Z2wAFKx40T+wgBnuGa1ZFe6+mJkV6r\nqkr8kMPFv/xVwejt3z0JzOVY+Dozn48mtvNnsnJJNCFOpiIXtbJK+g6JdFuHHs/aBVx/MjsezC77\n8bfTGbYfe5/GiseZf2fUPrbV19j6aJLZKJx4xV/pdyxbnU39X1l3NRWH0u1cCoYKwxzhOsINhPXC\ncCPhCmHuNWHuRfKrBIk9BfG9BYk9iY0WBhkZ87WZK2O+jEUylslaI65KXDdxXcV0ElchUCyQQl5e\nq7w6eRtlVctaIdQqaaCEQVKGSoZ9pXIZ8dxKclOF2eeJdRfEDxDLbE3dq4K6ByjemdJDaQ7ZMI0N\nU8g2RG575dtE7XmJruRiIieNINIuhXkEEakKYsRTpMooqKKoM6mKSOckpK2OxlURido4l/Wvs2FW\n9G8Vg99BnoZGf68cQlmfzTOmWupYvzgyLVm/KPp57fyITBVVRkYmvUdHpKnLEMq7R9WzTEtEqFob\nIrJVWE63rSj+t7ay1Yt46JeRnmrH8Xzxu5EF+vuRj3ye11+KWlcn3h+NtS8cwk57Rc59lZ+NFihc\nv15u4gS5B+6Rnz5V/MhjJH7wI7G+/d5/n3zexj/9yeqf/lSno47S86KLxD9CtanhzTe9+qMfqZ01\ny/bXXKPv4Yd/ZF3n+15bGHpryhTTfvtbbz37rFFHHWX7k07SY7vtPnznDnSgAx3owIfi8zZPDoLA\n/l/+9K931Ah+9YvP13vxQdhicvXKK6/o/D4C5QcffNADDzzgjjvu2Pzgn6NB879d+g7zeVMuucQr\n119vvyuvNPq44z50UrRh2jST/x979x0W5ZU+fPw7M/QOIr0KKIpgAVFswYq6UWOaJYnpbZONyc80\n990ku5u+STZlN9nNZpNoiskmmmos2LAjAipiQaT3jsAMTH3ePw4xpqioIIyez3XNJfV5DpM7w7k5\n59z37Nkk/vvfhFx7bZfvZenoQLt3L61bttCyfj36vDxcp0/HY+5c3GbNwuY8es8oFgtKZgbm77/G\n/N1XoNejnjkbzZTpqMdNRHW2axkNYDSKJKulEYrzYNcG+OETmL0Y7ngM3l8iJtMPL4eDK2H3exC/\nECY9Amjh2Odw9BNwCYCExyBkPBz7K1R+BbGvg18KNLwB9f8SjWtdJouKdrb+oPECGy9R8U5l0/nz\n1KKYt6KYtnZWJCwBzVBU6lhU6hjQRKNSR4IqBFQazNR2Puow04iFls4y56KQxa60UiYmJ6ChHzaK\nNxqLGbWlBiyHUcwHUSwHwFLe2XB3NCr1aFR6F1Rte6B5lXiePG8DoqHsS6heC/0niYbLLsOhqUxU\n1KvJhPrDoi+UazA4+YhzTDYOPyU+FrNItCwGMLRARxN0NIC+pfOck0p8j0uASJq8BoN3nNjS5xn1\n0/knRQFdY2cCdUKsPv2YTNWfAEM7eEeATxT0j4L+keAzSCRTThfY18higZwtsO4dOLJDJFS/e1CU\nUP8tZrNI5jd/DZtWg4ubKCwxYz6ER1/YGM5CURSUwgIsWRlihXf3DpTiQtRXTUYz9zrRa64rVQAf\nfhiVnR3Bb7+N02lJy7lej/RNTeQ+9xxFK1YQvXQpgx95BE03VeVTLBaOfv01O198EUNbG2Mefpi4\nW27B7jzOfUl9g9zSJV0sGUM9y5rmySC3BXZVl5KrAQMG4O7ujkaj4d577+Xuu+/+2ednz57NwoUL\nWbRo0c8vrlJx6623EtbZT8XDw4Phw4ef+h81LS0NoE+8/+Pbl/r+9Xl5NP33v9g4OOB19924h4Sc\n9etbjh/H/OyzBF93Hc3Tp2Pj5HTe9x83eDAn16wh9f330R04wMTRo3GfNYv9np7YDxjApM6qYue6\n3tatW1FKS5jQWItl6ybSdu5EFRBI8sxZqJPGsV1vQuXnz6RJk85+vWFD4YUHSNuXDQ8+R7JDLXzx\nLGmJD0B4HMmWfbD7PdIMg2DE9SQvfBCKfiBt+RPi+x/6HGwMpH04Hxz8Sb79c3DwJW3dG9CRS3J8\nB5iqSdtdBpZWkke2gd0A0g4Gg8MQkqctBsc40rbtRFG0JE9wQ7EcIm3rRlDKmDiuAZQKtu10AZUn\nyRPDQOXBth1awJ6rrgoFRWHb9iIOHCznoQfcwVLOtu2loPImOXkEqGPYtsMWlTqc5KQRqHTppG36\nAtoPkDw2DNx+R9qBQGipJNlnI5hOklaXAu5jSA5ogONfkrY7C/rFkpwyF/xGkXa0FWzdSB4RBW11\npO3YLZ6PcaPBzpm0zFywsSd52kywdTh3fGzZDCcrSA5zhKrDpG3fId53E9v40lr8wD2A5AljoX8k\naQWt4BFI8qxrQaU68/UnjIe6UtLWfgdtjSRHB4NKTdqxUnB0I/mqiWBjJ+7XVEWyXQNkriGtxQFG\nzSZ5yXPg4Pwb490Cx3NIrj0KW74mDXeIn0Dy7x+FiCHd9v/rVcOGYck7StrXX2EpLmRiSyOWQwfZ\nobJFNSia5Ktno04az/ZWLSobm3Neb0xgIJXLlpG2fTve99zD7GefRfWL5+9Mr0cWo5GAI0fIff55\n6hITGXDHHaR0/qHlYn/erVu3UpGRQdvKlWjs7LCfO5fgsWO7/Hog3+977x84cICHH364z4xHvm99\n7//4sb4yHmt//8e3i4uLAVixYoVVJRQyueqaLiVXVVVV+Pv7U1dXx7Rp0/jHP/7BhAkTAHj++efJ\nzs5m9erVv774ZfRE9SSL2Uzmv/7Ftr/8hZTXXyfu5pvP+vX6hgayly6lKjWVIU88QeRdd2FzgX9V\nNmu1YkVr3TpaN23CVF+P8+jROMXHn3rYBgd3rdy7wYAlax+WPTvFma3sTNC2oY4eAgGBYgWkpQW0\nbaBWowoORT15GprrF6Cyt4eP/g4fvw7vrAU64PWbIXw43P4quPWDfR/D1jfAwRVmPC2KXxxZATue\nhPhHYMQSKHgVCt6EkNsg7B5Rye5XT7heNL/V7QNdOmh3g7GsswHuSFF+3D4a7KPAxgdUKhTF1Lm9\nsKZza2EzKC1AOygmxDY8B1HJT+WDShUI+KMyFENHDrRngy5L/GsbIKoduiSD03hoKYSK1VDxhdjy\nF7FE3DvrNTj+pegBNmgBhEwBvQ6OboATaaKaXm0eOHuDS39RVQ9EUQm9FvRtovhERwvY2IN7IHgE\ngauvWFHS2IJBBy3V0FAoVqPc/cE/FgKGitUn7wixGuXiffYzSBYL1JdB1YmfHpXHofwY1JWIFaf+\noaJSpJOb+Pr2FnGOStcCJoMon+4TCgNHw8iZEHyGc0OVJfDNB/DtcrHl73c3wbQbIKjrVTh/Fbut\nrSgF+WI1qqgApagApeAEluPHQNuGamA06sExqGJiUcfEoo4bjqq/z3ndw1hXR/Wzz9K4ciW+jz6K\nz5IlqLvY/05RFMq+/poDTzyBS2QkI195BY+hQy/kR/1NzSUlrHvwQRqOH2fqyy8zaO7cbtteKEmS\nJP02a5sny+Sqa867WuBf/vIXXFxcWLp0KcuXL+e9995j8+bNOPzGlpTL6Ym6FGpzc/ls9mxGPfAA\nYx999Jxf37h/P7nPPkvt9u2E33orkXfdddEH2Y3V1Wj37kWXlXXqgUqFy4QJuE2bhvvVV2N7HofY\nlfp6LMeOoNRWA6BydQMXVzCbUYoKMH/1BcqJ49h9+BnqhERY/z946Q/w2ioYmgCrXxYFL6bcAdc9\nCS6ekPMNrH0GnL3ghrfB1R3W3QKoYOZHYKOCE29A+UpQacA1RjSwtfMCWw/xtksUuMWBXee2NXMz\n6DKhfX9n49xjoM8HRQ+2oWAbCLa+Ymuh2hXUTqCyF9fHApZ2UfbcVAfGctGby1gGdmHgECcSN6d4\ncIgHfRPUb4XajVC7CZwHQMC1ELQAtC2Q+Tco2QjDfg/DHwQbZziwGvZ9AsXponnuoCkQlgQBsT8v\n+vCb/xEUcS7qZAU0l4tkqr0ZzCaRkLn6QL9wkUzZnyVJVxSoLxfFR6ryxfbNqnyRSNUWg4sX+Ef+\n9AgYCIGDxNsX28BX3wFp34mkKncfzFoE19wBg0d0+RKKoqBUlKMcyUXJz8OSn4eSfxxL3lFoOYkq\nPAJVRCTq8IhTb6uiBqEKDLqoRMPU3Ezdm29S+49/4LVwIX5PP41t//5d/v66PXvY/9hjGFtbGfnK\nK/hPn37BY/klRVHY//77bF62jNEPP8y4xx5DY2fXbdeXJEmSzsza5skyueqacyZXOp0Os9mMq6sr\nWq2W6dOn88wzz2CxWFi6dCnbtm3D+wz9lazpiUpL6xv7ilvKy1menMzYRx8l4b77uvQ9bUVFnPjP\nfyhcsQKnkBAG3HoroTfeiH03NPFUFAVDSQlt27bRsn49LevX4xgXh+eiRXhefz023XAP83dfY3jo\nHuzeXYEmZRbs2QjLboJH/w5X3wyNlfD5X0XZ7asfgrn/Jyq+7foPrH0api2Dqx4SSUn265D0F4i7\nRyQ+2kJRWryjGoxNYGiCjkrR+LblENj1B88E8BgFHiNFpTz70+LZfBIMpWCsAFMNmJtEfyiLTqyA\nYQHUovKe2o20vY0kJ08Gu3DxMBvg5H5oyoDGdGjcDajEOar+U8E3BXCEgm/g8IfQXAAjHoK4+0Df\nDltfhz3/hdBE0UR36OyfVqgAWhqg4hg014rVHzsHkYC6+4jVImeP8696ZzSIpKn8GJQfFaX0K46J\npMrRVSRMAQM7k6goUf7cb4BYeepuxcdh9X/guxUwcBhccztMuRYczr3io5jNKPuzMKdtxrJrO5as\nDLCxRT1kqFiJGjgIVeRAVAOjUQUFd3svqI68POr/8x8ali/H/eqr8X/6aewjIrr0vWlpaYz09+fA\nH/9IQ0YGcc8+S/gtt6A+U7PvCxlfczPf3303Dfn5XPvpp/jEnKXqomSV+srvNcl6yRjqWdY0TwaZ\nXHXVOZOroqIi5s2bB4DJZOKmm25i2bJlREVFYTAYTlUQTEpK4p133vn5xa3oiepLLyCNBQV8MG4c\n161cSXjneYeusJhMVKWmUvTRR1SuW4f32LGEXH89QXPn4tDFBsPnvIdeT8v69TR++iktGzbgetVV\neFx/Pe5XX43N2ZoPn+u6Genob5yD3Ycr0UyaCvm58Mg8UeHt0ddEgYKqAlj5FORug1tegEmLRanv\n5QvBxQduXg7tlbB1CbQUwZDbIHgSeEWD429sa1Msojlu0z5ozoTmbJFwqWzEypbTAHAKA8fAzpWv\nfmDjBhqHzma8KlHS3NwuqvgZ6knbmkZynK24bksudFSBWyx4jgKvMaJXl2OYKGlevB4K10BVuhjn\nkFtgwBzQNsDmVyH9A0hYBJOXipUlENvpju2GXV/C/g0i8QweIhIpW3tRXKKtCU7WQnON2Ebo6Qc+\n4RA4UCRFfhHgFSCSIUOH6DtWdQLKjkDRAZFMeQdDUHTnY7D4NzAaXHq4QayiQEURbP9BVPsryYe5\nt8H190DwuRMTpa0NS+o6zD98i3nTelQ+fqiTp6CZkIw6cQwqv54rHX6qcMzmzZxcswZjZSX9Fi/G\n+4EHsA8N7fJ1dJWVrLj3XvqnpzN46VIGLVmCTRe3D3ZVVXY2X95wA5EzZzL91Vex6aZiGFLf0pd+\nr0nWScZQz7KmeTLI5KqrZBPhPqpw82a+vuUW7s3O7lKp9l8ytrVRsWYNZatXU5Waild8vEi0rrkG\np4CAbhmjuaWFk999R9OqVbRu2YLj0KG4zZiB65QpOCcmorK1Pb/r7dqB4aZrsf/ie9SJY6CtBV5d\nKnoUPf4GTBWFE8jbC+/9QWyH+8P70D8Evn0CDn4Fiz+GyIlQtRfy/geVu0SZcX0L2LuJMuROvuAR\nAd5Dof8I8EsQyReIyb2+BrQnxKqXruS0PlINYGwRWwAtJkARq2NqB7B1E8mXQ4DoG+UyUJRLd44S\n1fuajkPlbijfDmVbxTmt0BQInwVhKaJUevkB2PEOHFgFo26GqU+AR2cz5pZ62PQBbHgXbB1g4kJR\nljxsGJxtNcOoh8YqqCkUZ6Aqjou3m6pF4mVrLxIzvwiRpIUPg7C47luF0rZC3kE4kSuqQ1aVQHOD\nqBhpZy9WIO0dRLW/liYoOS7+G49NganXwbgZcI44UkwmLJs2YF75EeZN61GPGoPm6mtQz7wadVDX\nm2mfL2N1NW07d6Ldswft7t205+TgEBOD6+TJuM2cicv48ajOY6Wpo76eIy+/TMEHHxBx553EPPkk\n9hfxB4vfoigKmf/6F2nPPMPMf/6TofPnd+v1JUmSpK6ztnmyTK66RiZXfdjWp5+mfM8eblq//qK2\nA5na26lav56yr76iYs0a3AYPJmjOHAJmzcIjNrZbDq5bOjpo27GDltRUWjdvRn/iBM6JiTiPG4dz\nUhKOsbHY9OsnJps2Nme8pzl1HYZ7bsV+1RpxBgsgcxs8d79o+PrHf4oVDLMZ1rwFq16Au94QDWVz\n18Dn98KQWTDzafA8bWJtNoLhpOjrpKsRjXHrc6B2P9Rmg70H+MRD/zhRktwjQjTKtT/PbXVmA5ws\nhIbD4to1mVCdIUqeB4yDwPEQlCxW00A01z30LexfJQpPjL0Lxt0rzkEBlB6Gb/8Oe76C0XNhxv0w\nMPGiGtx2K0UBXRvUV0NdJVSVQnkBnDgsep3VlkNEDAyMg7BoCAwDD2/R68yghw6d+FetFsUpQiLB\nN6hLP59SX4/pg3cxv/9vCAjE5qbb0My7AVU3bFX99Y+poD9+HO3u3bTt2EHbzp2Y6upwHjcOl7Fj\ncU5KwikxEc0FFJbRNzVx7PXXOf7224TeeCND//QnnAIDu/1naKupYc0993CyrIzr//c/+kVFdfs9\nJEmSpK6ztnmyTK66RiZXnfri0rfFZOLj6dMJGj2aKS++2C3XNBsM1GzdSsX331O5bh3mjg78pk7F\nf/p0/KdPx+E8DtqfjampCe2uXbTt2oU2PZ2Oo0cxNzWhmM2gKNgFB+M2Ywa+Tz6JfWep/lNjXLcG\nw/13YPffj9FMTREfNBrgkzfgw7/BLY/AbY+JhsTFOfDy9RA7WSRZpg7Y+KLojxWSABETRONaF2+w\ndxWVBl36i8ePE3jFAs0noCZbJFyNx8TZp5Yi8XmXQNFHysFLFJfQdB74t5hEvyhDi+gfpa0m7VAN\nySNCwWsI+AwH3wTwSwTnztXH1lrI3wpHU+HYBtGXKnYODL9OFKhQq0XCcmirSKpOZIr+Tin3gnv3\n/Le5IM0NIlk6kQuFR6E0X6xC1VaIz/fzg/7+4BcCQQNgwGCRUIUPBhubbh2K5Ugupn+9hfnrL9HM\nnofN/Q+hjuvexraW9nZ0mZm07d6NtvOhdnISydT48biMH4/D0KEXdU6ro76evDfeIP/f/yZwzhxi\nn3oKl3Cx/bM7X48Ui4UDy5ezedkyRtx5J1c98ww29vbdcm2pb+uLv9ck6yJjqGdZ0zwZZHLVVTK5\n6tRXX0C0dXW8n5TEmIcfJvHBB7v12oqi0FZQQFVqKlWpqdSkpeE+ZAjB115L6Pz5OAf3zJYqxWhE\nX1hI46efUv+vfxG6YgXus2b97GvMu3diWHwjNnfcg83jf0L14wS9sgSe/z1Ul8FfP4CYBFHK++27\nxVmhRz4WW9v0bXBsoyhX3lgM2nroaBWrQ211YNKD/1AIiRfFIsLGiCTs9MmyooC+Gdoqob1WNOE1\nasXqFIgmuzaOYkufQz9w9iMt8zjJk6f+9P11+VC4Gwp3QeFOaKmCiIkwaCoMTgGfgT8ledWFsPN/\nsGUFaGxE8Y7kW8TWuTPRtUH+IZHkGA3g4ASe/aF/APgEiK135/UfR4GyAjicCfk5IqE6dgB0rRAV\nKx7hgyE0CgLCxCqTs+v53eMCKG1tmL9djfmj97EUnMDmzvuwueu+8y6HfiaGsjLxh4DOLX4dR47g\nEBOD89ixuCQl4TxuHHZBQd1yr7biYo69/jpFH39MyA03MOSJJ3AdMOBnX9Mdr0eKopC/di1bn3oK\nG3t7Zr39Nv4jR17UNSXr0ld/r0nWQ8ZQz7KmeTLI5KqrZHJlBZqKivho8mSG3347E//0p26vavaj\nH1e1Sletouyrr/CKj2fg/fcTOGdOt1YpO502PZ2CuXMJ/fDDXyVYSlUlhvtuR2lqxO7fH6Ie0tnX\nR1Hgh0/Feawb7oV7nxbnjrasgBWPw4QFcO0T0O8sW6t0TVCRA6WZUJIhSpx3tEDQCPCPEb2dvCOg\nX5joD+XofuatakY9tFZDU5noF1V1BCoOiGvbOcGAcRA+TvwbGAfqzufS0AFHd0H2esheByfrYMw8\nmHQLRI898/2qSmHDF7Dla3GeacBg8AsWK3ntOmiqE8lWfTU4uYgVpeBICI+GsEEQECoSMI2NKP1e\nWQIFh0VClZshErSYBFGdb2AcDBoGgeGXfCuiYjZj2ZGG+bOPMf/wLeqk8djcdBvq38057/N8p7N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ER7Tg7thw5hHxmJy4QJuIwfj9Po0diFhvZonJkNBurT06lOTaUqNZWWvDx8JkzAb+pUfCdP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\nAAAbYLkCAAAAgA18AkhZiGrHRwAGAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x15b33550>"
}
],
"prompt_number": 23
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 2:</b>\nDefine the 55 km depth contour to use as the new base"
},
{
"cell_type": "code",
"collapsed": false,
"input": "test = slabdata.extract_depth_line(-55)\ntest[0,0]-slabdata.base[0,0]\n\nplt.plot(slabdata.top[:,0],slabdata.top[:,1],'k.')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": "[<matplotlib.lines.Line2D at 0xdf49ef0>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UIi8vr8Pz2oe1UCh0ya4mmZkXsGPHeZw+ncbbsDb1roTGWNuHApt0O+3fogsE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\nNn8URkbPDtoAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0xdf49fd0>"
}
],
"prompt_number": 24
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Step 3: Extract the top edge coordinates between two coordinates"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Make a class for the top edge, the main function in it will allow the user to extract a line along the top edge by defining endpoint coordinates (or endpoint lons or lats, or a mixture of the two)"
},
{
"cell_type": "code",
"collapsed": false,
"input": "lon1, lat1 = -170,50.5\nlon2, lat2 = -160, 51\n\nfig = plt.figure(figsize=(12,8))\n# test lon1, lon2\nsubplot(3,1,1)\nresults = slabdata.extract_line_from_edge(slabdata.top,lon1=lon1, lon2=lon2)\nplot(slabdata.top[:,0],slabdata.top[:,1],'b.')\nplot(results[:,0],results[:,1],'r.')\nplt.ylim(50,60)\nvlines([lon1, lon2], ymin = 50, ymax = 60, linestyles = 'dashed')\nplt.title('lon1, lon2')\n\n# test lat1, lon2\nsubplot(3,1,2)\nresults = slabdata.extract_line_from_edge(slabdata.top,lat1=lat1, lon2=lon2)\nplot(slabdata.top[:,0],slabdata.top[:,1],'b.')\nplot(results[:,0],results[:,1],'r.')\nplt.ylim(50,60)\nvlines(lon2, ymin = 50, ymax = 60, linestyles = 'dashed')\nhlines(lat1, xmin = -200, xmax = -140, linestyles='dashed')\nplt.title('lat1, lon2')\n\n# test full coords\nsubplot(3,1,3)\nresults = slabdata.extract_line_from_edge(slabdata.top,lon2=lon2, lat1 = lat1, lon1=lon1, lat2= lat2)\nplot(slabdata.top[:,0],slabdata.top[:,1],'b.')\nplot(results[:,0], results[:,1], 'r.')\nplot([lon1,lon2],[lat1,lat2], 'g.')\nplt.title('full coords')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": "<matplotlib.text.Text at 0xdcd4cc0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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h2LpEQgrDu3dz/omIBhsDMpEX2Gotx9Vl32BrVdhWHbA5R8HXOgC/8ILlKrD0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\niIiISMf/B2T+xJ9WCGEsAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0xdbabc50>"
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Run some plotting tests to make sure the functions work. \n<i>NOTE: tested more extensively 3/17/2014, every case seems to work as intended </i>"
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 4:</b>\nDefine the edges of the desired shape, which will be the shortest distance between each top edge end point to the -55km base"
},
{
"cell_type": "code",
"collapsed": false,
"input": "ul_lon, ul_lat = slab_tools.top2bot_edge(results[-1,0],results[-1,1],test[:,0],test[:,1])\nur_lon, ur_lat = slab_tools.top2bot_edge(results[0,0],results[0,1],test[:,0],test[:,1])\n\nplot(ul_lon,ul_lat,'k.')\nplot(ur_lon,ur_lat,'k.')\nplot(results[:,0],results[:,1],'k.')\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": "[<matplotlib.lines.Line2D at 0x12fb8ba8>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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BDO+ZeVI/pVKJ2bNno62tDUIInDhxAhUVFcEO1ScT61daWopPPvkE//73vzE6\nOoqLFy8iMzMTX//61/HZZ5/hwYMHAL76hx7OvaGJ3NVvvB6rV6/Ghx9+CAD461//iszMzJDE6w1P\n/nbf+c530NXVhY6ODnz00Ud45ZVXQpoEvOFJ/YDoaFumq9+8efO8b1v8O789vT/84Q9CrVaLGTNm\niK997Wti+fLl9vc+/PBD8dprr0263mazCZlMJjIyMuxLL48ePRqscL3mbf2E+N8Sr5SUFLFly5Zg\nhus1V/V7//33RWZmpliwYIH44Q9/aH/9N7/5jX35aHl5uXj48GEoQveIL/X75z//KRYvXiyysrJE\nUVGRsNlsoQjdLV/qNq6joyPsVw15W79oalum+/t527aE/Ob1REQUWmG1aoiIiIKPiYCISOKYCIiI\nJI6JgIhI4pgIiIgkjomAiEji/g/uJSZ7FZnm1AAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x15d3d6d8>"
}
],
"prompt_number": 26
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 5:</b>\nExtract the points along the new base like we did in Step 3"
},
{
"cell_type": "code",
"collapsed": false,
"input": "base_results = slabdata.extract_line_from_edge(test, ul_lon, ul_lat, ur_lon, ur_lat)\n\nslabdata.plot_slab_contours()\nplot(results[:,0], results[:,1], 'k.')\nplot(base_results[:,0], base_results[:,1], 'k.')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": "[<matplotlib.lines.Line2D at 0x131e5c18>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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uGYR0q3jj32bCshlwz0IIDqu6gxmp8Mi5EBgKTy7WMECRMjTnSkRERKQJSeSf\nBDOUcK7iME9gJ4RQpmK69uLMG4o9KN1ducpdBql3Qp/fSxeO2PJ3KDoEZ75TvtGtn8KKR+H6FRDU\nqeJNN82F2XfCfUuhQ6+qO7drPTx1BVx2L/zxIS1YUQfN7T1Zc65qRpUrERERkSbkKJsJZgDgrlz5\nMQoAs+QnDK9LS4cEHvkE2txUmuAUHYbkt9z7WZWVsQVip8KV31WeWO2Og89ugz9/X31iFT8PHhsL\nU16CCQ8rsRKpRI2Sq6ysLK655hr69etHdHQ0q1at4qGHHqJfv34MGjSICRMmkJ2dXd99rVcamy5W\nUByJFRRHYgXFUfNUTBbFHMGfKFzkUUwiPp4hgmbJfAy7Z2U/swSyv4bQ60u/nPy6ewGLgM6lnzmL\n4ec/wbnPQPsBFW+YuRdmXgWT34MuZ5U7VS6GFn8ML98M076Fc66x6GnrmWnCj5/CvNmN3RM5jdQo\nubrvvvsYP348W7duZdOmTfTr14+xY8eyZcsWNm7cSO/evZk+fXp991VERESkRcslgSD6YWCniHh8\nOAMbfphmCWbJYgyvMZ4Ll4JPN/Dp6j52FUPym9BzavkGN74O/u3gjCkVb+YogHf+CBc9AAMur7pT\nP82AT6a551f1q2S/rNowTSjIB6ezbu2czJ4kuP1i+Og/0Klr/d5LpIyTzrnKzs5myJAh7Nq1q8pr\n5syZw9dff80nn3xSvvEWNH5SREREpL6l8A5O8onirxzhJUxyacM/MZ1rcBbcilfQ7+4L0+4Drw4Q\n9g/38b45sOMlOH9paWOFR+D93jBxCbSNrnizWbeBIw9unlX1EL9f3oavnoZ//wrh3Su/pjqmCfHL\nYOHXsG4pJHtWIHQ6oUtPGHIunDceRo0F/4Dat3+iokL48AX45GW4/R8w+a9gt9e93XrQ3N6TNeeq\nZk5auUpOTqZ9+/bceuutnHnmmdx+++3k5+eXu+a9995j/Pjx9dZJERERkdOBu3LlToSKiMcX93Lp\nZsmvGPYL3ReZJuT8CMFllj/f8z50PaE6te4/0OOKyhOrdZ/DjqVw/dtVJ1ar58LnT8C/FtU+sTJN\n+PVbuHogPHkXtAmDR9+AJYdgTQGszoVnZkH3fjDrVbgoHP4yHt59BlYvgryjtbtffh58PROu6gdb\n1sJna+HG+5tsYiUt10k3ES4pKSE+Pp7XXnuNYcOGMXXqVJ555hn+9S/33glPPfUUPj4+TJ48udLv\n33LLLUQtfIUvAAAgAElEQVRFRQEQGhrK4MGDiYmJAUrH8jaF47LjiptCf3TcPI83bNjA1KlTm0x/\ndNw8j4/9uan0R8fN81j/e9Q8j3PZRkrsKLxZTPeY9bTjOWJjY3EVziHm4gfd1y+cBWlHiOk70H28\n4HtYs4iYhz4tba+4gJikN2Dy6or3+3EOzLqLmOkLwK9V5f3JSIW37yHm9QXEbk+B7Sk1f57v5sAH\nzxNjZsP9zxHrDADDIGbgyIrX9x1MbOchkJdLjE8hbPiN2P+bCnt3EDMwGs48j1hbCHTpRcyE68Db\n2/19RxEx3SIgYS2xn38Mm+OIuTAGnvyI2KNOSNpNTERUo//3Wfb42J93796NnLrrr7+e7du3A+51\nIUJDQ1m/fj0A06dP57333sNut/Pf//6XsWPHNnj/TjosMD09nVGjRpGcnAzA8uXLeeaZZ/jhhx/4\n4IMPmDlzJosWLcLPz69i482oxBcbG3v8XwKRU6U4EisojsQKiqPmx0Em8UxgBIspIZX9XEEX1mOa\nLpxH22EPSsCwhcPhtyBvBXT5yP3FvZ9A2pcwam5pY5tnwq4f4cpvK97o0ykQ2Bauer7yjrhc8Pdz\niQ0ZSsy0V2v3ENs2wL2Xw+U3wl2Pg7dP7b5/jKPIXYGKXwabVkHiRjiQCt6+YLrcwwo7RUG/ITDi\nYrjgcmgXfmr3aiTN6T0ZmuawwAcffJDQ0FAeffRREhISmDx5MmvWrCEtLY3Ro0eTmJiIzWarhx5X\n7aSVq/DwcDp37kxiYiK9e/dm4cKF9O/fn3nz5vH888+zZMmSShOr5kb/ByRWUByJFRRHYgXFUfOT\nTxKB9MHAwMEmfDzLseNKBCPEnVgB5C6BVqNLv3jgR+j4h/KNbfkQhv2t4k32J8CWH+GfSVV3ZNH7\nAMQ88krtHiAhHv4yDqa9BmOvrd13T+TjC0POcf/nGJcLCvLAsLnnZ2kp+Ib334usbzNi4Cl9zTRN\nvvjiCxYvXgzA3LlzmTRpEt7e3kRFRdGzZ0/i4uIYOXKklb09qZMmVwCvvvoqN9xwAw6Hgx49evDe\ne+8xbNgwHA4HY8a4V60ZNWoUM2bMqNfOioiIiLQkR0jmAJvoy5XkkUQgPQFwsAVfzgDAdK7BsA8v\n/VLeCgjz7GVluuDgIuj/bOn5o6mQuRWiLql4w4XPwgX3gX9w5R1yFMJnj8Ej30Bt/sZ/3x649w/u\neVWjJ9T8e7Vhs0Fgq/ppW2rm0kctaSZ29QZi4za6D5ILTqmNZcuWERYWRo8ePQDYt29fuUQqMjKS\ntLS0Ove1tmqUXA0aNIg1a9aU+ywpqZq/8WiGNHxCrKA4EisojsQKiqPmIZ/DhNLV8+cdtGIwAA4S\nCMJd/TFd6zDsnj2oitPBlQu+vd3HR7eCdysI6FLa6K4foNt4sJ8wJC83AzbPhceqXgGa2I8haiD0\nHl7zGCoqhPsnwM0P1l9iJU1Db2sqVzG9LyLmxtLjJ15+u9z5MWPGkJ6eXuF7Tz/9NJdf7t424LPP\nPqtyzYdjjEaobtYouRIRERER66Wyknb0ASCPHYRzNeBOrnzoB4DpjMfw9Qz7y4+DgGGlQ+IOL4e2\n55ZvdPc86D2x4s3WzoIzLofANpV3xjThx9fg1hdq9xD/nQYRUe7V+UQssGDBgmrPl5SUMGfOHOLj\n449/FhERQUpKyvHj1NRUIiIi6q2PVWnYGV5NmP52T6ygOBIrKI7ECoqj5iGHVIKJxMRFAbvxpxsu\njuLkMF50dU/yd27EsLkrWhSsA/+hpQ1kroQ2Z5ceu5yQugS6XFzxZus+g7Oq+Zv+Xeuh4CgMdH+3\nRjEUvxx+mQ2PzdQcKGkwCxcupF+/fnTq1On4Z1dccQWff/45DoeD5ORkkpKSGD58eDWt1A9VrkRE\nREQagYl5PLkqZB/ehOJFEIWsxZteGNgxzWQwWmHY2rm/VBAPrW8tbeRIHPS4r/Q4YxMEhkNgWPmb\nZe+Hg9uhdyVJ1zHLPofzJ9d8rlVxMTx5J/ztFQipohomUg9mz57NpEmTyn0WHR3NxIkTiY6OxsvL\nixkzZjTKsEBVrjzK7kEgcqoUR2IFxZFYQXHU9BWShYEdX4IpYCf+dAfAwXZ86AuA6dyEYS+zmlrB\nevAf4v5z8VHI3wPBZ5SeT1sOEedVvFnCT9BnDHhVsTS6acLKb+Dsq49/dNIY+uotaN8JRl9d/XUi\nFnv//fe54447Knw+bdo0duzYwbZt27jkkkoWdGkAqlyJiIiINIKjpBFMJAD57CLAk1wVsx0fzzws\nXJvA5kmuSg6BMxd8otzH2RsgeADYvEsb3b8SuoypeLOEedD/sqo7k7oNSoqg2+CadT4/F95+Et78\nRcMBRcpQ5cpDY9PFCoojsYLiSKygOGr63EMC3RPuyyZXDrbhfbxytbm0clWwEfwHlSYzWesg9Mzy\nje5fBR1P2NfH5YTEX6FvJUnXMWt/hKGXlUuUqo2hL96Asy6APoNO+pwipxMlVyIiIiKN4Nh8K6iY\nXB2rXJmuTRg2z2bCBevBv0xlKSseQsssbpF/EAqPQJs+5W+Uuh6CwyC0mpXT1v0EZ42vWccdRfDx\nS3DbtJpdL3IaUXLlobHpYgXFkVhBcSRWUBw1TQ6KKMK9aWrpSoElFLCbALrjJAMoxk5HTLMAXHvB\n5q5iUbChdL4VVKxc7V8N4cPBOOH1bvtC6DO66k7lZsGOtcdXCTymyhiaNxt6nqGqlUgllFyJiIiI\nNCAf/ADIJpUQOlNIKj60w04ADrbiTV8MDHD9DrY+GIZnTlVBfGlyVZIL+bshuH9pw/tXVhwSCLBt\ngXsxi6qs/QHOuAD8Amv2AJ+9CpP/WrNrRU4zSq48NDZdrKA4EisojsQKiqOm6Qc+YAebcZBHMXkE\n0I48dhJAD8C9ebAv0QCYzg0Ydk91yJkLxXvBz32OrPXuVQJtZVb/27cCOp1NOUW5sCcOel9YdaeW\nz4ZzKm46XGkM/b4Gsg7DueNq+sgipxUlVyIiIiINJIN02hJGDikEE4mBjXySCKAXgKdyVSa5Or55\n8Abw7Q/HqlhH1kDoWaUNO4vhQHzFylXSEuhyFvgGVd6h3COwZSmMuLJmD/Dt+zDhf8Bur+kji5xW\nlFx5aGy6WEFxJFZQHIkVFEdNTzEO8sghlHZks5cQugCQxw4C6QmcULlybcCwH0uu1kNAmflV2fHQ\nukxydfh3aNUZfEPK3zRpcfUbB6/5HgZcCAHBFU5ViCGXCxZ9A5deX6PnFTkdaZ8rERERkQaQyUFC\naYcNuye56gxAPjsI4G5MiilmB970wTRd4NwMx5dhj4eAEaWNZcVDzwdLj9PXuBezONHOZXDV81V3\natW3MPKPNXuArfEQ3Bo696jZ9dLybPvM+jb921vfZiNScuWhseliBcWRWEFxJFZQHDU9h0mnLeEA\nZJNCOGfipAAHh/CnM8XsxE4nbARgmjvBCMUw2ri/XLAB2t7p/nNJvmcxi+jSxg+sg7Ch5W/oKID9\nv7uHBVbGUQibFsHdb1d6ukIMrVkMI6qpgknLt/M769ts09f6NhuRkisRERGRBpDBftrREXAnV6F0\nIZ+d+BOFgRcOEvA5Pt9qU+nmwS4HFG0Hf89+VzmbIahv+cUsDq2H6JvK3zB1PYT1A5+AyjuUsAy6\n9IfgdjV7gPUrYNykmj6utESX1UPlCoDH66ndhqc5Vx4amy5WUByJFRRHYgXFUdNzrHJVRA5OivCn\nLfnlVgrcgg/9APdiFtg8KwUWJYBPFNg8SVL2eggts5mwqwQyfof2A8vfcE8cdB1WdYfW/QxnVr3q\nX7kYMk3YtAoGVrLUu4gcp+RKREREpAG4K1fhxxezMDDII4nAMisFHqtc4dpYZjGLDeBfJpnK2gAh\nZY4zt0FQJPi0Kn/DvWuhSzXJ1fp5cOalNev8/r3uf3bsUrPrRU5TSq48NDZdrKA4EisojsQKiqOm\noZAiCimiGAe5ZNOa9mSxm1C6ApBXbhn2LfhyBnBsGXZP5apgfenmweCuXIWUOT60ATqUSbaO2bu2\n6vlWh/ZC9iHoMbTy85wQQ8eqVoZx0mcWOZ0puRIRERGpJ/FsI48CMthPazpgw04WewmhKyYm+Z7K\nVQkHMSnGTidMMxPMTLC5l2enIB78Pcuwu0og5/fylauD66HDkPI3LsiBrFQIj6ZS63+BwWPAVsNX\nwQ0rYPDZJ7+umXL+8hMlb73W2N2QFkDJlYfGposVFEdiBcWRWEFx1DQsIo5inBxiH+3pBEAWyYQS\nRRHpGHjjQ1scbMaHMzAwMJ3rwT4Iw7CB6YSCjaWVq6MJ4N8ZvMsMATwQD+1PSK5S1kHEQLBXsXZZ\n/MmHBJaLobhf4ayY2j18M2HuS8Nx1xSMMwY1dlekBdBqgSIiIiL1wEExWeTSnlC2eJIrF07PSoFR\n5LCaIPoAUMQmfPGsBuhch2H3VKqKtoNXe/DyLMl+ZG35zYNNl3ulwBOXYd+7pur5ViXF7iXY75xR\nswfZvxcy0iG66iGEVnOtX4frt2WYeXkYHcKwDRqCMXAwht1u6X1MpxPH/9yA1x13Yz/nPEvbltOT\nKlceGpsuVlAciRUUR2IFxVHjS+cw7WmNHTuHSKMDEeSQSgBt8MafPLYRiHuPHwcb8cVdOTGdazFs\nnsQofw0ElEmSjsRB6zKbBWftBJ8QCDhhI9bdqyFqBJXaugLCe0JoWLX9Px5DC76CmCvA4sSmMmZe\nHkU3XI3jT9fg2rkD8vNwrVyO47Y/Udg7kuKnn8DMz7fsfiUvTAfDhtdD0yxrU05vqlyJiIiI1IN9\nHKIT7TExOUga7YngIGtp7Vl6PZcEwvgjJiZFbKQN/wbAdMZh83X/mfw4CCiTTGWuhK5TSo/TV0N4\nmfPgXjY9eSX88YXKO7b2Rzjrspo9hGnCt+/DI/+t2fV1YLpcOG6aiNGmLT7x2zB8fcudd23fRslT\nj1F03lB8Pv0GW99+dbqfc9VvlLz5Kn4r4i2viMnpS5UrD41NFysojsQKiiOxguKo8aVxiAjak81h\nvPEhkFZkspM29MDEJJetBBGNk32YlOBFJKYrHcwcsPV2N5K/EgJGuf9cnAN5O8vvcbXvN+g0qvyN\nM3a5V/VrE1V5x+K+g+GXn7T/sbGxsCYWnCUwLKaWT197zhmvQE423jPerZBYAdj69MXno9l4TX2Y\noksvwLl44Snfyzx4gOJbrsfn9XcwOkXUpdsi5Si5EhEREakHqRwgkjAOkEI47v2hMkmiDT0pYh9g\nx4cOFBGPH0M9i1msxLCPwDAMcB51z7k6tlLg4RXu+VY2n9KbpC2HTueWv/GOJdDzgsqXTU/ZCo78\napdgL+fd6XDzg/W+BLt5IJ3i557E+433Mby9q73W68Zb8fnkKxxTbqDknTcxTbN298rPx3H9Vdhv\nvBX7+JMnmSK1oeTKQ2PTxQqKI7GC4kisoDhqXC5cpHKAzoSRzl7C6IyTYrLYQ2t6cJTfaeVZHbCQ\ndfjiTnZM5woML8+S5/mr3ImVzVPFObwU2l1QepOCTMhOrrgMe9Ji6BVTecfi5sLwK2uULMW08Yfd\n2+HyG2v59LVX8sE72CdMxNazV42ut597Pr4LllPy9us4bpqIK2Vvjb5nFhTgmDwBo2dvvKY9Xoce\ni1ROyZWIiIiIRVaSwg4yOcQRggggAD/SPZWrLHYTRDje+HuSK/fqgEWsLZNc/Qb2c9yN5S2HwDJV\nqYxYaHt+6fG+FdBxJNjLVHpMs7RyVZm472D4FTV7mJlPwa0Pg7fPya+tI9cvP2L/47W1+o6tZy98\nl8Rh692XorMHU3T1ZZTM+ggzJ6fye6Sm4Lh8NEabtu6hh9oQWeqBkisPjU0XKyiOxAqKI7GC4qhx\nfMNWinGyh3S6EI6J6/iwwMMk0Rb3XKqjbKIVZ+CiAAdb8WUwplkAzk0Yds8qf7lLIdCzPHhJLmRv\nhrZlNvJNXQKRJyRRh5PBWQwdelfsXE4G7N0CZ1SReJW1Ywuxy1fAVVNOfm0dmaaJa8tmbINrv9S7\n4e+P9z//jV/CHuzX3YDz268o7BNJ0YTxFL/8PM4f5uKc+w2Oh6dSdPZgbJdchvc7H2N4aU03qR+K\nLBERERELFOMkhWy60Zof2EQXwsnkEH74E0AQh9lOGANxUUQ+OwkiGgeb8KY3NgIwnUvA3h/DCARX\nERSsgUBPFStjmXu+ld2/9IYpi+HCV8p3orr5Vut+hoEXgXfFxSIqeP9ZGD0B/PxPfm1dZWWB3Y4R\nEnLKTRitWuE1cTJeEydjZmfjWjQf58rllKxYCjYbtkFn4rtiPbbOXSzs+Gnou0Dr22x7jvVtNiIl\nVx4amy5WUByJFRRHYgXFUcPbTRYdaYUfXuxhP4PpTTp7CKcrABlsJ5pryGUrAXTHjj9HWY0f7kqV\n6VyCYfcM+8uPA99+YPckHIcWQfuLS29WeASykiouw564GHpdWHkH1/4IQ2uwBPv+vbD0R2J+3Fmb\nxz9lZk42RkioZe0ZISHYJ1yLfULthhlKDYw/aH2bhg0IsL7dRqJhgSIiIiIWSOQwvWhLCSXsJ4PO\nhJFGMp3oRgGZFJNHMBHksJFWng2DC4nDD3eCZJYswbDHuBvL/RWCyiRJBxdA+9Glxym/QqdzwF5m\nPpRpQuIi6FMmCTvGWQIb5sNZ40/+IB+96B4OGGxdwlOtwkLw82uYe0ndeAVa/x97A1RHG5CSKw+N\nTRcrKI7ECoojsYLiqOElcpg+tGUvB+hAa3zxYR/JdCKKDLbRjj4Y2MhhPcEMxqSEQtbgxwhMsxDT\nGYfh5VnAomxyVZgOBXuh9bDSmyXPg65jy3fgwDaweUG7HhU7t3UFhHWDNp2qf4isw/D9x/CnqQ0X\nQ46iBlk0Q6QhKLkSERERscA2MuhNW3aRSg8iKSSfLA4TRiSHSKA90Zg4yWEjwQzGwRa86IidtuBc\nBfZoDCMEnHlQsA4CPUMED/ziHhJo88zmME3Y/TN0O6EKtXUe9Luk8vlWcd/BsBrs6fTZq+65VmEN\nuLFuYSH4t6zqhZy+lFx5aGy6WEFxJFZQHIkVFEcNw4mJC5OjFFGMkwiCSSKFnnQmjV10pCt2vDjI\nFtrTnzyS8KEdPrSlgOX44Z7M7ypZiGH3DOfLWwL+Z4Hds3jAgZ8h7NLSmx5cD17+0PqEFQG3/Aj9\nKxn2Z5qw+lsYcVX1D5OfB7NnwC0PAQ0XQ2Z2FkbwqS9mIdKUKLkSEREROUV2DEygFb7M5ApcuNhF\nGj3pzF6S6EIvisghj4O0oQfZrCGEswAoZDn+nuTKLJmP4TXG3ejRX6DVJe4/u4rh4HwIK5M07ZgD\nPa8qX6HKz4I9cdCnzLysY5I3uhOsboOqf5iv34Yzz4eoPqf4a5wac18aRseTDFcUaSaUXHlobLpY\nQXEkVlAciRUURw1jKZnkUgKAHRu7SCWMNgTiz2620ZU+HGAz7emHDS+yWE0ow3FRSCHr8ONsTNdh\ncG3HOLZ5cM5PEOypVB1eAYHdwN+TfJgmJH0Fva4u35EtP0DPGPANqtjJZZ/DORMrHy54TFEhfPgi\n3Dbt+EcNFUPmtgSM3n0b5F4i9U3JlYiIiMgpKMDJo2zHCxvp5GJisoVd9Kc7OWSSRw7hdGE/8YQz\nBCeF5LCJEIZRRBw+9MVOKKZzPoZXDIbhA0VJ4MoDv8Hum+yfC+FXlN40YxOUFED4iPKdWfc5nDmx\nYiddLlg6Cy6YXP3DfPse9BkE0WfW7Uc5Bc7lS7CNOPvkF4o0A0quPDQ2XaygOBIrKI7ECoqj+hdH\nFtG0ooRiXLgwMdlIEgPpxQ5+pxvRGMB+4unIULJZRxB98CKIfH7FnxgAzOIfMLw8w/5yvofgP7ir\nTKbpTq46lZkrtfVT6DOpfBXq6CHYtRwGXFmxkxsXQnA7iBpY9YMUFcI70+HOx8p93BAx5NqRhLl3\nD7aRSq6kZVByJSIiInIKDGAKkSxkF9+RyB7244WdTrRnO+vpzSAOk4gvwbQinEyW0IbzMDHJZyEB\njMY0izGd8zC8PJv7Zs+FEE+lKnuDe4PVYE9i5HLCtk+h35/Kd2TNx3DGFeDXqmIn570Jl9xR/YN8\n8Qb0OxMGDK/+unpQ8tKzeE25A8Pbu8HvLVIflFx5aGy6WEFxJFZQHIkVFEf173zaMowQlrGHc+lC\nHFsYRjRHOUIG++lGNHtZTmfOxsTpSa4uopgdmBTiwwBM51IwumPYIqH4IBRshCDPohRpX0Kna0qr\nVHvmQ1AEtOtf2gnThBVvwzmVJFAHkmHLErjgTxXPHZNzBN6dDvc+VeFUfceQc9kSnL/8hNdfH6zX\n+1jBkZZG7ooVjd0NaQaUXImIiIicokQOU4ST7oSwnu2M4Aw2s4q+DMUG7GE5XTmPbNbhQ3v8iSSP\n7wlkHAYGZvFX2LwnuBvL/hqCx4PNz500pX4OkdeV3mzzTDjjtvId2DYfvHyh+zkVO/fNczD2DvCv\nZJGLY2Y8BhdPgF5n1Pm3qA3Xnt04pkzGZ8a7GKGhDXrv2nAePcq+f/yDrQMHkrd6dWN3R5oBJVce\nGpsuVlAciRUUR2IFxVHD+IatXEZv1rCFXnQhCD82sIIhnEcqqwkmklZ04iA/0IHxmJjk8S2BXOEe\nEljyNYb39e7GjnwCoZPcf85cAXZ/CPEsbHE0DVIWQ99J5Tuw6Hm46IGKKwEe2A0rvoArH6i68wnr\nYN7sSqtWUH8x5NqagGP8hXg/+HfsY8fVyz3qyjRNjsyeTUK/fjhSUui3cSNhD1TzW0qD+fLLL+nf\nvz92u534+Phy56ZPn06vXr3o27cv8+fPP/75unXrGDBgAL169eK+++6r1/4puRIRERGpIROTLIoB\n2E4GO8nkQrrwK2u4mGFsZiUd6UI7wknkR3oxjmKyyWQp7RmPg42YlODLWZglv4CtF4atGxQlgmNH\n6RLse96HLjeXJk2b34K+k8GnzLyq5FVwMAmGnpBwAXz6KIy/B0LaV/4gxcXw+G3wwPMQ2tbCX6hq\nZmEhJa+/TNG4C/D6xxN4/fmeBrlvbRXt3MnOcePY/+STdJs9m6iPPsInMrKxuyUeAwYMYM6cOZx/\n/vnlPk9ISGD27NkkJCQwb948/vKXv2CaJgB33XUX7777LklJSSQlJTFv3rx6659XvbXczMTGxupv\n+aTOFEdiBcWRWEFxZD0TkwMU4YuNYpy8wRpuYjBr2UJH2tKJtvzEDCZwB4dIoIBMIhnJfmbRhvPx\nJpQMZtGKiRgYuIrfx+Z9s7vxzPeg9U1geENxDuz7BkZvdZ8rKYJNb8O1v5bv0M+Pw9hp4OVT/vPE\nONi8GO56o+qHee8ZaBsOl99Y5SVWxJBZWIhrxVKcP36H85svsA0bge8vy7D1aXr7Wjmzs0l/9lky\n3nqLsL/9jbD779dCGydKm2p9mz7da3V5376Vx87cuXOZNGkS3t7eREVF0bNnT1avXk3Xrl05evQo\nw4e7F2y56aab+Pbbb7n00kvr3PXKKLkSERERqQEDgw74YsNgJusIJ4ghtGP6/7N333FVVn8Axz/3\nXraIAiIo4EJFcaK5cu+Z5ja3pVma2bAsS/tpWZo2TNPS1NTce2/FvQc4EFEBZSOy1x3P+f1xKSRA\nUS6Kdt6vV6947n2ec87z/L79Xnw55/kedvAe/TjHQcpRBWfcOcwUvOgNKISzhurMRiGJFLbjymGE\nEo3QH0RtvQQULTz4EzyOGDu6txKc2oKVi/H45jooVQscvbIGc/s4RAVA4xHZB6kosOh9GDwdrHOp\nHghw/SKsngtrLz56Y+GnJDIyMGzbhGH9apRjPqhr1ELdsSuWB0+i9qhs8v4KShcVxf3ffiPm11+x\n69KF6n5+WLi6Pu9hFU0WFUzSjM+JW/icvGU8UIebpM3w8HAaN278z7GbmxthYWGYm5vj9tDMo6ur\nK2FhYSbpMzcyucok/7onmYKMI8kUZBxJpiDjqHCoUbGNAHyJZAbt2MA+GlIDG1Rc5CjDmEgEF0gn\nnoq0IZrt2FABW6qTwGKsaYEZLii671GZ90SlKgHxa8DKC6w8jYUsguZDrZ+NHQoBl+ZAk/9lDUII\n2PEFdJ6Sc9bq4FJjwtR6aO43kJ4GkwbDJz+B86OXuj1pDIm4OPSL5qP/fR5qr5poBg3D4vdlqOzt\nn6idZ0EXE0Pirl3Eb9hA8vHjlOzbl6rHjmHl6fm8h1a0OZlm5qrV68Z//jZ1ZvYkv3379kRGRua4\n7ttvv+W1114zyRgKi0yuJEmSJEmS8kEgWM91DnGHabThKjcJJ4Y36Mg2FtOQthSjGEdZQj1GAnpC\n+YOqTEegJ5FFODEPIRQU7e9orFcZG45dAKUy3z+6fwSEAZzaGI/DjkNGIlTskjUQ/72QFA0N/rWk\nLzEWVkyCr3aDOo/X6n/8BDzrQNdBpnsuDx6gn/sD+sW/oen8Gpbb96P2erbVBx9HKAqpZ8+SsGsX\niXv2kB4QgF27dtj370+FVavQFM9jlk96Lvbv3//E17i6unLv3r1/jkNDQ3Fzc8PV1ZXQ0NBsn7sW\n4sykLGiRSe4HIpmCjCPJFGQcSaYg48i00tDxI6c4Rxjf0o4k4tjGUd6kBzc4TypJvEIbrrGekpSn\nLPUIZw3F8MSOOqSwFQ1lsOIVhH4PqEqCpiGkX4OMQCiR+Wf8O/Og0tis5XoXf4J6442bCYNx2d+O\nL6DbN6D519/IV3wOzfqBR73cb+LoTji6A754xLtYD3lcDImkJHQzvibduyoiJhrLYxew+P3PIpVY\npV6+TOhHH3HV3Z2Qt95CZGTgOnMmtWNiqLRxIw6DB8vE6gX2d8EKgO7du7NmzRq0Wi1BQUEEBgbS\nsGFDXFxcsLOz48yZMwghWLFiBa+//vojWi0YOXMlSZIkSZL0CGEkMpPjVMGRb2hDFPdZwlaG0hUz\ntBxjOwMYTzx3uM1+OvEjWmIIYzm1WYpATzw/44ix5LnQ/oLaYhwqlQruzwfHUcZCFql34f5hqLfU\n2C9iSVEAACAASURBVHH8HQg9Cp1XZA3Gb7Px33V6ZR9kwGk4twN+9c/9Ju5HGqsDzloHdgXbV0pk\nZGBYuhDdrG/RtGyD5aHTRepdKiEEiTt3Ejl9OrrwcByGDaPKwYNY5VEIQXqxbN68mffff5/79+/T\ntWtXvL292b17N15eXvTr1w8vLy/MzMyYP3++8b8xYP78+QwfPpy0tDS6dOlSaMUsAFTi4ZTP1I2r\nVBRi85IkSZIkSYXqPGHM4ywDqU0HPLjFPZawjQF0oCqu/MWPNKY91ajDXiZQiwGUoxk3mIg15SnP\nGJJYTTIbcGEDGPwxpLZBYxuMStGBf3mo6gcWbnDtczCkQe3M9618PgS1BbSYaTxWFJhRB7rPgJpd\nswZp0MPHDaDnBGiZy3I/RYGxXaHGK/De10/9LER0FPqli9Avmo+6bj3Mp3yDunbdp26vMGjv3iVk\n5Eh0YWGUmTqVkj17otJonvewcvWi/Z5cmON90Z7Fo8hlgZIkSZIkSf8iEGzlBgs4z+c0pwMe+HKT\nJWxjGF3xoiJbWEwlvKhJIy6yBEeqUI5mxHKIFAJx400UUohjFg58aSy/rp2N2mIsKpWVcdNg29bG\nxMqQDsGLjUsCAbRJcH0ZeD+0F5TvRrCwgRpdsg927+9QrAS0GJj7zaydD4kPYPSUp3oWys0AtO+M\nIL1eNcS9ECy37sVyw44il1glHTrEjYYNKd6qFdV9fbHv06fIJlbSy+uxyVV8fDx9+vShevXqeHl5\ncebMGR48eED79u2pWrUqHTp0ID4+/lmMtVDJtemSKcg4kkxBxpFkCjKOnp4BhUVc5BBBzKAdnpTi\nNFdYzwHepQ9VcGcny7DGhla8TjBHiOEq9XkbLQ+4zUyqMAUNVsQzFytexRJvhHIXod+KymKsseJf\n7AJwfNfYadh6KOkNtlWMx9eXg3sbKO5uPBYC9n0LnSZnL5+eeB/WTIW35+VeVj04ABb8D6avgCfc\ns+nwrl1oPx5HRodmqCpUwsr3FhbzFqGuUeuJn2lhi9u4kaA33qDi6tW4TJqEyky++SI9H49NrsaP\nH0+XLl3w9/fHz8+PatWqMWPGDNq3b8/Nmzdp27YtM2bMeBZjlSRJkiRJKlQpaPmO44SRyLe0xYli\nnOYKuzjB+wzADSf2sJoM0unKMBK5yyWW0JRPMcOK23xDabphR1103CaJFTjwJQBKxgxU5iNRqRwg\n5QSIDLBta+w46Heo+I7xZyHAdwHUHZs1MP+9xuV/NbpmH/CqKdB8AJTPpYiEwQCTR8A7X0GFqk/0\nHBS/y+jeGwVpqVhduIH5Z5NROTo+URvPSsLOndwbO5bKe/dSvHXr5z0c6T/uke9cJSQk4O3tzZ07\nd7J9Xq1aNY4cOYKzszORkZG0atWKGzdu5Gz8JVo/KUmSJEnSy+0q0czjDPUoy5t4Y4aaywSwkUOM\nYwBOlOQQm4jiHn14F9CxjwnUYiDlaUEUW4lgLbVZhgozIhmADW0pwdsIJQRDSj00xW6gUjtByECw\naQBOH0LSDTjWGjrdBbU5RJyG3UNhREDWbNS89tBgMDQaljXgu9fhy1bw6w0o7pDzhv76GQ5uhsWH\n8y7Nngv9pnXoPhqL+ey5mPUZUKBnWthSL17kVseOeOzYQbFGjZ5p34aMDO4sW0bFwYMxs7F54utf\ntN+T5TtX+fPIOdOgoCCcnJwYMWIEvr6+1K9fn59//pmoqCicnZ0BcHZ2JioqKs82hg8fToUKFQAo\nWbIkdevW/WdTur+XLMhjeSyP5bE8lsfyWB4/z+NwkrjSypo3qUeqTyDHOYpbKw/WcYB6PmW5ji/F\nWincI5CyPnU5zgk0rY5TloYE+SjcYD0lW/1OTX7jqM8J0jhC7VZx2PEmPj4+KBkzaNlyDCq1Ez4H\nNsG97bQa8qux/41fg9KCVmrjsj2fVd+CTQtaZSZWPhv/hFMXaDV6R/bxH/8Ben+GzwW/nPcXE0Gr\nhd/AilP4HD2ar+fRsmVL9LO/4/C8OZh9NYM2mYlVUfjfJ7fjV6tW5XaPHoSMG8eDtDSM3xZu/0II\ndi1bRuShQ9gfPIh9nTrcdnDAqlSpx17/98/BwcFIL69HzlydP3+eJk2acPLkSRo0aMAHH3xA8eLF\nmTdvHnFxcf+c5+DgwIMHD3I2/gJloT4+Pv/8RyBJT0vGkWQKMo4kU5Bx9GTiSccOC9SoAQgjmvms\nZyjd8KQ8t7nKPtYyiI+wwx5f/iKWAFrxFSrgCqNwpB2uDMLAfUJpgwsrsKQOwnAJQ2pnNLY3Uans\nIPIr0EWC++8gFNhbEZpshxK1waCF38vC4ItgV844uLVjwNYJuk7NGrDfIZg30lh63dwy+80oCoxq\nC827wPBP8nX/Qgh0Ez9EOXoYy827UZUpW6RjyJCSQmDLlpTs1QuXSZMKty+tlmgfH8J27SJ81y70\nqamU79sXjzffpGStp3//7EX6PRnkzFV+PXLmys3NDTc3Nxo0aABAnz59+O6773BxcSEyMhIXFxci\nIiIoXbr0MxmsJEmSJElSYSiJ1T8/R3CfBWygL+3wpDyxRLGHVbzOKOyw5y7HuctR2jMLNWaEMB8N\ntpTlDQSC+0yiOP2MiZVQMKS/h9rya2NiZUg2FrLwOGbsLPYYmJcwJlYAIfvBoVpWYpWWCBdWwxfX\nsgZrMMCSj2DYzJyJFcDyH0CvgyEf5evehRDoPhyD8LuM5Z4jqEoWbB+swiZ0OoL698eqVi2cP/+8\ncPoQgpgTJ7jz55/c27QJO09PXLt1o9natdjXrfvP/kmS9G+PTK5cXFxwd3fn5s2bVK1alQMHDlCj\nRg1q1KjBsmXLmDhxIsuWLSvUXY6flaL6lxnpxSLjSDIFGUeSKcg4ejq3CWUJW+lJa+riSQZpbGER\nLeiOKxWJI4gLLKIV/8OKEsRzlii2UZeVqFCTzFZ03MCJXwAQuj9B6FCZv2nsIHY+FGsFVp7G47sr\nwH1I1gACN0LVvlnH5/8Cz3ZQomzWZ0f+Asti8GqfnDdw8Tj8ORtWnYV8lCEXQqD//GMU30tYbt2H\nys7un++KYgwJvZ7goUNBCMovXGjyJCctMpI7f/7J7SVLUJmZ4TF8OF39/LBxczNpP9LL67F1KufO\nncugQYPQarV4eHiwdOlSDAYD/fr1Y/HixVSoUIF169Y9i7FKkiRJkiQVCgWFQ5zjEOcZTBe8qIiC\nwg6WUw5PatGYDJI4zgzq8zb2VETLfW4yhapMxQJH9EQSy2RcWI4aK4QShZLxGRqbvahUGtDHQcxs\n8Dhi7FSfAuEbod31zEEY4M52aPJV1sBOLYbXvss61mUYKwR+vCpn6fWIu/BJP/jmTyhbPl/3rf95\nFoZD+7HcezRbYlUUKRkZBA8ZgiE+Ho+tW1E9YWn5vAghiPLxIXD+fCIPHMC9Vy9eXb4cx0aN5AzV\nvwjDtcef9KRUT14MpCh7bHJVp04dzp07l+PzAwcOFMqAnpeivK5YenHIOJJMQcaRZAoyjvIvklhW\nsQdzNExgMA6UAOAIW9GhpQ29ECic4ifcaUI5miLQc5MvcaEnJWmUuRzwI+wYhiXGzXWV9HGozN9E\npfE2dhT1PyjRC6yqG49DV4Njc7AqYzyOOAW2rmCXmRhFXIOkKPBsmzXY/YuhXE2o3jT7TaQkwXvd\nYNgEaNY5X/dt2L4Fw29zsTx0CpW9fY7vi1IM6e/f506vXpiVLo3Htm2orawef9FjKDodwatW4f/j\njyg6HVXHjqXx4sWYF/Ek83kypPUzeZsqTX2Tt/k8yR3WJEmSJEn6TxIITuLHDo7RhaY0pS5qjDMV\n5znMHa4zkA/QoOEa6zCQQW0GA3CXhYAad0YCkMhSFBIoyfsAKLpNCMUXjfUyY2dpfhC/GjwzZ6mE\ngNu/QM1ZWQO6vR0qdcs6vrAa6g0AdebyPr0ONs2ET/61YkhR4LOBUKcJDPkwX/euBNxAO+5tLDfu\nROVatJe8pfn5cfv117Hv35+y06ejUqsL1J5iMBC0YgVXpk7FtlIlvL//njIdOshZqnwwsy2EmSsA\nVhRSu8+eTK4yFZW/zEgvNhlHkinIOJJMQcZRTtsIoC0VKYYFAsEWfPAniA8YiDNZ+0Rd5jgX8OEN\nxmNNMSK5TCB76Mhs1JjxgBNEs4M6rECFBi3+xPMjZdmOCnOEch8lfSwa6w2oVNYgDBA6Glymg1kp\nYydRu4z/Lt0ha4BBO6HDH1nHlzfC4D+zjk9uAOeK4Pmv/ZwWTYekBPhxU86lgrkQaWloh/TF/Kvp\nqOs3yPO8ohBDcevWcW/sWNzmzMFh4MACt/fg8mXOjBqF2sKCV1esoHSzZiYYpSRlkcmVJEmSJEkv\nPT+i2EUgnakMwE6Oc5tQPmAgNpmVAgWCU+zlKqfpzzjscCCZKE4zh1f5GGscSCecW0ylGt9jgSMK\naUTzLg5MwZyKACjp76EyfwOVWebSvdgFoDIDh7eMx0KB65Oh2pSsZCghCFKjwTkz2Ym+CWkJUO6h\n5GfnXOj5afYbu3oO1vwKay9CPt9B0n3+EeoatdAMH/nEz/FZEXo9YZ9/TvyGDVTetw8bb++CtScE\n/rNnc33WLLxnzqTS8OFypkoqFAWbV32JPLzBmyQ9LRlHkinIOJJMQcZRFoFgJX4MpBbmaPAjkPNc\n5x16/5NYpZPKVhZzh2sM5ENKUgodqRzjO7zoTWlqopDBDSbiyjDsMt+resAULKiJLcYKf4puHUK5\njNpyurFzbQhE/g/cFoEq89euu8tAYwlle2cN8vZW8HgtawngtV1Qoyv8vQTu7jWIDoEGDy0bNBjg\n69Hw8Wwo/VA1wUcwbN+CcmAv5nN+e2xy8bxiSBcZSWC7dqT5+VHt/PkCJ1a65GSO9enD3Y0b6XTu\nHB4jRsjESio0MrmSJEmSJOmlFksaXahCU9xJJpW17GMo3bDFWKUsinssZxa2lGQA47GlBAZ0nGAW\nTlSjCl0BuMMPWFGWshiXpyWzhTROUooZqFAhlFCU9HForJdnLgcUxuWATh+BVTXjYDJi4NrnUHte\n9iV8NzdA5V5Zx/57watT1vGhZdB6KGgeWnS0cyVY2UDXQfl6DkroPbTvj8Z88coiWxkw8eBBbtSv\nT/FWrai8axdmjo4Fai8tMpIDLVtiXqIE7Y8cwbZ8/qooStLTUolC3A75ZdptWZIkSZKkF9NkDtEB\nD5pTnpXsxgYretIagJv4so81tKcfnhhnSBQMnOZnDGhpyqeo0RDFVsJYTm2WYYYtWm4Rweu4sBpL\naiGEASW1PSqz1qgtJxs7fvAnxMyBqmdBlblk79wbYFUWav2QNcCEIFjZAEaHg8bCWG59khNMDQEb\ne2OSNrI8TN4JFWoZr1EUeN0LvpgPjdo89hkInQ5tl9aoO3bFfELhbLxbEEp6OuGTJxO3ahXlly3D\nrl27AreZHBTEwfbtqTR0KDUnTy5ys1Uv2u/JhTneF+1ZPIp850qSJEmSpJfWTWKJIoUmuHOXSPwJ\n4kuM7z75c4HDbKYvY3HGWDFPwcBZ5pFBIi34AjUaEvElhHnUZBFm2KKQQjQjsedzLDEmO0I7E4EB\ntcUkY8e6cIj4FCrty0qswjZC/EVovTj7IK/8AdUHGRMrgODTUNrTmFgB3DoPFtZQvmbWNWcOgqUV\nNGydr+eg+/JTKG6H2UcTn/whFrKU8+cJGT4cK09Pql2+jLmTU4HbTAwI4GD79nhNnIjn2LEmGKUk\n5Y9cFphJrk2XTEHGkWQKMo4kU5BxZLSJ6/TAEw0qtnKEzjTFCkvucYtDbKIvY/5JrPRkcIJZpBNH\ncyahwYJ0QrnBp1Thf9hQAYEghg+xpB7FM5cHCv1RFO0vaKxXGjcLFgLujQLHd8Ha+G4WGbHg+x7U\nWwpmD22aqk2GK4ug7kMJwM2DUPWhva3O7YBGPbIvI9y5EnqMyFd1QP2yxSh7dmCxeOUTlTEv7BhS\ntFrCJ0/mdteuuEyaRMUNG0ySWCVcv86BNm2oPXWqTKykZ04mV5IkSZIkvZRCiCeAWNpRiQBCSCCJ\nxtQilWR2sIwuDMYJYyGINOI4xGTMsKQ5X2CGJTriucZ43HkLe4yV/+L5EQPhOPJt5ntWkRjSBqK2\nXopKnblf1INFoI+A0l9kDebKh+DWHxxfzT7Iiz9DubZgXzXrs4AD4PnQsrjL+8C7Y9axosDRHdC2\n52OfgWH/HnRTv8Bi/Y5cNwp+XtIDAgho0oTUS5eofvkyDgMHmmTZXvzVqxxs1w7v77/HY8QIE4z0\nySSGhrLrvfc4Mm3aM+9bKhpkcpWpKOzlIL34ZBxJpiDjSDIFGUewjmv0wBMLNJkbBTdDg5pDbKQa\n9ahIdQASCeUAn1GW+jTmAzSYYyCF64ynFG0oQz/AWMAiiTWUZglqrBBCiyGtL2qLkajNOhs7TfeH\niC+g3F+gzlzmF7UHYo+B1zfZB5h415hcNZ2e9VlqHIRfAY/M/ZcyUiHYD6o9lJTdvgZ29lCm3CPv\n33D4ANpRQ7BYtQl1Vc8nfn6FFUNxa9dys1kzSo0ahcf27ZiXKWOadn19Odi+PfV++IGKg/JX5MNU\n4kNC2DlmDAtq18bcxob6o0c/0/6lokO+cyVJkiRJ0kshFQPJ6CmNJUHE4U8M42jEVW6jx0BdPAkm\ngHCCGIHx3ah4QvBhKnUYTEWMhSEMpHOdjyiGJ+UYA0A6Z4llMmVYixmlEUKgpI9DpXJAZTHFOABD\nEgT3hjIzwMrL+JkuES6Nhnp/gJlt1mCFgANvQ/0PoWSlrM8DDoBHczA3lojn9kUoVwMsrbPOuXEZ\narzyyGdh2LUd7Zi3sFi5CU3jVx957rMiFIWIr77iwYoVVN6/H5u6dU3WduyFC/h07corc+dSvm9f\nk7X7KEIIws6c4ezcudzas4d6o0bxXkAAxUywtFF6ccmZq0xybbpkCjKOJFOQcSSZwn8xjqxRk4YC\nwGqu0IvqWKBhJ8fpQlNA4TCbaEVPzLEghWiOMA1vRmRLrPz5CEuc8eAzVKjQEkgUI3FiHhYYkyah\nnYswnEBt/Rcqldq4MfC9YVCsGTi+lTWoKx9D6fbGfx7m9xukxcIr/9oU+Mp24/5Wf7t9ATzqZz/n\nbiCUr0pelHNn0I55C8tNu9A0bf5Ez/BhpowhQ1ISQX37knToEJ5nz5o0sbp/9iyHO3em4W+/PZPE\n6sGtWxz77jsW1KrFpsGDcalXj/dv36bdjBkysZLkzJUkSZIkSS8HFSrKY81NYrlDHBNoykX8MceM\nWlTGl5NYY0sVaqMng2N8RzVepzzGBMRACv58jAVOVGEKKtToCSOSgTgwGRtaAqDodqFov0NT7CQq\nVXFj55FTQB8N5VZnDSh8M8QchDaXsw809jqcnAL9j4PGPOtzvRau7YTXvs36LMgXqjbKfn1MONRs\nmOszEDod2reHYjHnN9T1Hj279ayk+fkR1L8/xZo3p8KqVagtLU3Wduz58/h060bjJUtw69bt8Rc8\npcSwMK6sXMnV1atJioigeq9edJ0/n3LNmj1RkRDp5SeTq0xybbpkCjKOJFOQcSSZwn85jlZzhT7U\nQI1gJ8cZSCd0ZHCS3fTibVSo8GUFdrhRFeMv5HqSuc44bPDAg89RocHAfSIZQAneojjGGRFhuIyS\nPhyN9VZU6orGDuP+gviVUOUsqDMTh+RbxuWATbaD+UMb9uozYNdAaPYtOPzrPagb+8ClOti7ZX12\n9yq0fyv7eYlxUMIh13s3bNmAyqUsmh69cv3+SRQ0hgzJyUTNmsX9+fNx/fFHHIcMKfCYHpZw/To+\n3brRaNGiQkusovz8ODZ9Orf37cOrTx86/vQT5Zo3R63RFEp/0otPJleSJEmSJL00ArhPGIm0pSJH\nuYgLjlShHMfYQXk8caEcMVwnlFN0Zg4qVBhI4RpjKU4NKjIBFWoMxBHJAIrRgxK8A4BQgjGkdkNt\nNR+VWRNjhyknIfwjqHQIzDKXhOkS4HR3qD4VHP4163RyMpSoBDVH5hz8qcXQcGjWsaLAPX9wr5H9\nvLQUsLIhN4aNa9EMffNpHt0TMaSkoAsPR6Sno7KwQGNnh6ZECYQQZAQGEr9hA/cXLaJ427ZUu3QJ\nCze3xzf6BFLDwzncuTP1Zs/GvUcPk7YNkBwVxcHPPiNw925e/eQTXvvjDyyLFzd5Py+acF4zeZsW\n1Hj8SS8QmVxl8vHx+U//lU8yDRlHkinIOJJM4b8UR/4kY0BQk+Ks5xq98CKDDPZzhvG8QQIPuMxx\nhjERAzrOsYB6jMQCWxR0+DOBYnhSkU9QoUIhkUgGYk1LSvIxAEKJwZDaEbXFp6jN+xg71gYbC1i4\nLwPrzA1+DRlwuic4tYNK72YfaOgx8P8Lhvjm3J8qNghuHYWhK7I+iwmBYiXAtmT2cw0G0OT8FU4I\ngXLiKBY/LyjA08zydwwJg4HUS5dI9vEh5dQpUi9eRBcZiXnZsqitrRFaLYaEBAyJiQBYlC9PiS5d\nqHrkCFbVqplkLA/Tp6VxpEcPKr/9NhUHDzZ5+1fXrmXP++9TZ+hQxt28iaWd3eMv+o9w4CuTt6nG\nFphp8nafF5lcSZIkSZL0QlvAXdriiA16gohnIs3YwmHqUw0XHNnGUurREjvsuc4GbHHGjcYIBHeY\ngQYbPJiYmVilEskQLKmHPV8a97ISCRhSO6Ey64va8n1jp4YkCOoOpSeCXWYZdmGA84PBwhFq/5R9\nkNpk2Dsc2i4Am1yKHuz9Fpq9A5YPVRQM9oPytfL/ICIjQGOGyqXgpc0NCQkkHjxI0MKFJO7di7mL\nC8Vbt6Zk796U/e47LD08UD2npXHn33uP4h4e1Jg0yaTtGrRa9owfz52DBxm4cydlXyka76wVJVbI\nZ/I4MrnK9F/5655UuGQcSaYg40gyhf9KHN0hlQCSmUU15nGa7ngSRwIXucEXvEkIN4kghM4MIplI\nbrCNDsxChYpItpDIFerwJyo0KKQTxQjMqYQjX2cmVskYUrug0ryK2vJrY6fCAHcHgk1jKDU+8zMB\nvuNA9wCa7ALVQ4mHEHBwDLi3gsq5LGELvwpXtsKXN7J/HnQZKnnnPF+jAYM+x8fK3RBUFSo+1XME\n41K/+A0biFuzhuQTJ/Bq0YLi3bvj+v33Jl/W97SC16wh+vhxOl+4YJJNh/+WHh/P2l69sLC15e3z\n5+VslfTUZHIlSZIkSdIL6y/C6EsZ4kjFl0jG0IC17KEV9bHGggOspw29MMOcEyykGj2wxZlU7hDC\nPGqxCA02CPTE8C4a7CnFbFSoESIFJbUbKrUXaqs5Wb/Mh08AJQXcfs1a3hf4PTw4Cc2PguZf1fAu\n/gQxvvDGyZw3oCiwbgx0/gqK/atIxc0z0H5UzmvMLECvy/l5dBQqZ5cnfoa66GiiZ8/m/uLFFGvS\nBIdhw6i4fj0aW9vHX/wMpYaHc/7992m9ezfmJhxbYlgYKzt1okLr1nT86SdZrEIqEFk7MtN/cT8Q\nyfRkHEmmIONIMoX/QhxFkYEPD+iDC9sJoD0exBFPIHdpRX3Oc5iSlKIytQjhKOnEUY0eKOi4yWTK\nMwYbKiIQxDIJQTpO/IIKDUKkoaR2B3VF1Fa/G/eyAoj5CZL2QvmNoMosox6+Ce7MgyY7slcGBLi+\nHC78BK9vA/NiOW/ixG9g0BmXBD7MoIcbp6B6LhsAm5mBPufMlYiPQ1XSPt/PT+j1RM2ezfXq1VFS\nU6l28SKVd+zAYcAANLa2RS6Gzr/3HlVGj8axfv3Hn5xP0deusaRpU2oNGkSnOXNkYiUVmJy5kiRJ\nkiTphbSMMLpTGg0KRwlhDp3Zyn7a0IAMkjnHIQbzMRkkcImltORL1JgRwnwscMKZngAksIAMLlGG\nzaiwQAgtSlpvULmgtvojK7F6sNyYXFU+DmaZSUyCn7Hk+qu7wfpfS+f8FsLpadDnANiVz3kD0Tdh\n5xT48Dio//VL/c0z4FQOSjrnvE6lAkTOz5OToNjjZ3SEECTt20fYpEmY2dvjeeYMVpUrP/a65yl8\nzx7ir1yh6apVJmszYPt2tr31Fh1//JHahVAYQ/pvkslVpv/K2nSpcMk4kkxBxpFkCi97HEWSwV5i\nWIc3ewikIa7oSCOQewykE3tZiTctKIEjJ5hFJdriQGUSuUwUW6nLSlSoSOUAifxBWbajxhYhDChp\nQwBL1NbLUP397lT8eoiYCB6HwKKc8bOMWDjTE2rPAfuHXvQXAs5Mh2tLoa8P2OeSuOi18OdA6DIV\nnHOpqHdyAzR6Pfeb1+tzrxaYmoqqWC6zYw+J37yZ8C+/BI0Gl0mTsO/fP893l4pKDCkGAxc/+QTv\n2bPRWFkVuD2DTsfhyZO5snIlb2zbhlvjxiYYpSQZyeRKkiRJkqQXzkLu0gsXbFGzi0Cm0ZqDnKI5\ndYklnHCC6Mwg7nGSRO7RhA/Qk8RNplCZL7CgFDpuE8OHOLMEM1yNpczTx4OIRm2zG5Uq89ek+E0Q\n9h5U2gdW1Y2fKXo4/waU6QnuA7MGJgQcnQAhB6D/cbDNo3Lflk+gpBs0H5PzO206HFkFM0/kfm1a\nCljnkkSlp8Ejko+Ir7/mwfLluM+bR/EOHUxaEKIwhaxZg3nx4rh1717gtuJDQtg4YABW9va8ffEi\nxZxyqdwoSQUg37nKVNTWFUsvJhlHkinIOJJM4WWOo1ukcJw4huLKAe5QFUeKo8aPQFpQj2Ns51U6\noZDORRbTkPdQY84tvsGBZjjQAoVkongLeyZiRQMAhPY7hOEYapstqFSZSUrCFgh7FyruBus6WYO4\nNtGYSNWYkX1wxz6D0KPQzyfvxOrcSri2AwYvzbnfFcCBJVClAZTJY6lebCQ45rJcMD0drKxzvSTN\n35+YefOoeuIEdh075iuxKgoxpOj1XJk6lTpff13gZDDYx4c/GjWiWq9eDNyxQyZWUqGQM1eSJEmS\nJL0wBILZBPEW7lgAm/Hnc5pzmPM0pAb3uUci8dSkEWeZRzmaUgpPIlhHOqFUZRoChRjex4oGtfNY\nfQAAIABJREFU2GF810bRLkPRLkRT7CQqVQljZ4k7IXQ0VNwFNvWyBhG8GCK2QaszoH7oVym/hXB7\nKww4AVZ5FJa4cxI2fQjjDoJNLuekJMC6b+DLbblfrygQFgRlK+R8NlotKguLXC9L3LkT+/79MS9d\nOvd2i6jgVauwdnHBuU2bArVzY+tWto8aRe/Vq6nUtq2JRidJOcmZq0xFZV2x9GKTcSSZgowjyRRe\npjjaRyqGzAIOu4khCT29cWEbAXhSitJYcoartOYVjrODpnQmEl9i8Kc2g0jiKvdYhCczUGNJHDMx\n8ABHpgOg6HaiZExEY7MHlbqssdPkI3BvBFTYBjYPVaeL2gvXvzBWBrR4qHR69CU48YWxKqC1Y+43\nEn4F/ugJQ5ZD2Tw2B176MTR8DSrnsVlrdBgUswPb3Pdhymt2x5CUhMY+/5UE4fnHkKLTcWXaNGpP\nm1agWauQo0fZPmoUg3bvlomVVOhkciVJkiRJUpG1hWT2kUI6gli0/Ewwk/DgAalsJ4Ch1GE/Z3iF\n6sRyFy0ZVMaLC/zOK7yDIJ0APsODL7DGnUT+IoUdOLMYFRYo+sMo6SPQWG9FpcksLJF2GUL6Qrk1\nUKxR1mAenIbzg6HRRijumfW5LhV2DYRWc8C+au43EnENfu0IfX4Br065n3N4OVw9AsNn5f1A7vhD\npeq5fqWysEBotbl+Z1mxIhkBAXm3WwTd+uMPbCtVwrkASV7CvXts6N+fXitXUtaEJdwlKS8yucpU\nFNYVSy8+GUeSKcg4kkzhZYijALR8SSzDscMGFdO5RQ+c8cKWRVzgNTwxx8BZrtGeRhxnB83oyg02\n44gnLtTmJpMpRQccaUUKe4nnB1z4Cw2OCP0RlLT+aKzXoTLLTKIybsOdruA6H4o/tBQtwRdO94D6\ny8CxafaBHvsUSntD9YHkKswP5rWDnrOhXv/cz7niA0snwKQtYJP7rBQAt65CJa/cvytmayzHngvb\nVq1IOnQIkcv+WHl5njGUERfHlalT8Z4586nbEIrClqFDaThuHB7t25twdNLztH79emrUqIFGo+Hi\nxYv/fH727Fm8vb3x9vamdu3arF279p/vLly4QK1atahSpQrjx48v1PHJ5EqSJEmSpCLnAQbeJIqv\ncKAmlmwgkmi0vI07x7hLNCm8TjW2cZSW1COMAMyxwAUnbrEHb4YTxjIU0ijPGNI5z30+xpmlmFMR\nRX8YQ1of1NZrUJm1MnaaEQR32oHLFCjZJ2swSQFwsjPUmQcuXbIP9NYWuLMD2szP/UYi/WF+R+g9\nB17JI/m6dQFm9YMJa6BcjUc/mIDL4Fk3169U9vaIuAe5fmdZoQLm7u4kHz366PaLiEuffIJ7r144\neHs/dRsXFi1Cn5FB04kTTTgy6XmrVasWmzdvpkWLFjk+v3DhApcuXWLfvn2MHTsWg8EAwLvvvsvi\nxYsJDAwkMDCQPXv2FNr4ZEGLTM97XbH0cpBxJJmCjCPJFF7kOEpDYQRRdKYYfSnODZL5nbsspjZJ\nZLCEi3xBC4IJI4hw+tKWlcyiM4PwZQWedEdPBOGsog4r0BNKNCNx4hcsqYuiP5Q5Y7U+K7FKuwJB\nXaD05+A4OmswqSFwoj14TQfXvtkHGusP+9+G17eDVcmcN5IUDQs6Q/cZUK9f7jcb7Adfd4UxC6F2\nPoo2+J2BoR/n+pXKyRlx5FCel9r370/c2rUUz2dxiOcVQ3c3bSLq0CG6XL781G2kxcVxePJkhh48\niFqjefwFUr5EsdXkbZqTxzuKeahWLZd94QBr66xKmWlpaZQoUQKNRkNERARJSUk0bNgQgKFDh7Jl\nyxY6dcpjeW4ByeRKkiRJkqQiQ4vgbaJxx4xJ2JOAjokE8AmVKIcVX3OEjlSmAiWYyWZ60wZ/zuKI\nM9boeUAgDXmXq7xFRSZgTjHC6U9JPsCGNsZ3rNIGZE+sErZB6EgoOwfs38gaTHqkMbGqMgHKj8g+\n0KR7sLkLtJwNZRqRg6LA8iHG2apGw3K/2eAr8L+OMHIONM5jw+CHxUbBgyioXDP3713dEGGheV5e\nslcvbjZrhvuCBajURXPxUuz585wdPZrWu3ZhbveI5ZGPcWLmTKr16IFzrTwKh0hPJRFfk7RzxieI\nsz7BAJhRwiRtgnFp4IgRIwgKCmL16tUAhIWF4ebm9s85rq6uhIWFmazPf5PJVSYfH58X+q98UtEg\n40gyBRlHkim8iHGUgWA00Vig4iecUIBJ3KQVDnTEie0EkIKOvtRgF8coixNVcWUxS+nLWC7zK7V4\ngyjWY4UrjrQnhtFY0Qg7hiP0J1HS+mUlVsIAkV9B3DKosD178YqMWDjRAdwHg8f72QeaEAwb24H3\nOPAamvvNnPgd0hOgy7Tcvw/2MyZWb/0EzfN4DytHm3ugYRvIYyZGXb4CIiQ4z8utKldGY2dH2pUr\n2NSpk+d5f3vWMRR9/DjHevem8eLFODZo8NTtpMbGcnHRIkYXYOZLyl0VppimnVYwuFXW8U9Ts1eD\nbN++PZGRkTmu+/bbb3nttdfybLdhw4Zcu3aNGzdu0KlTp+fy/4EyuZIkSZIk6blLQeEtorFDxTxK\nYwbM4A5qYBwVuMUDNnCdmbQnjCjOcJWJDOcUe6lMbfREoCOFMnjhy3TqsJxkVqDnLqWZhzBcw5DW\nE7X1X8bEyhAPIW+Akg5VzoP5Q5vyZtw3zlg5dwbPydkHGusPmzrCK58Yk6vcJETArinwvg9ocvlV\n6+8Zq7d+zn9iBbBvPXR8xPnOLpCWikhIQFUi99kA2xYtSDl+PF/J1bMihODm/PlcmTqVV1esoGzH\njgVq7+y8eVTr2ZMS7u4mGqH0rO3fv79A11erVg0PDw9u3bqFm5sboaFZM7qhoaG4uroWdIh5Kppz\nws/Bi/bXPaloknEkmYKMI8kUXqQ4isVAXyIoi4b5lMYCFX9wjysk8R2epKFlNicYzSs4YMlf7KI3\nbdGSxDXO0pTO+LGSWgwklD9wpgcatMTxPU78CkoShtTXUFvORm3WEXQRcKsFWHiAx/7siVVyIBxt\nBs5doMYMeHh/pagLsKENNJ2ed2IFsHUiNH4TyuRSnCL0xpPPWAGEh4DvKWjbM89TVCoVqspVEYF5\nl1y3adCA1AsX8tXls4ihxIAADnXowJ2lS+lw/HiBEytdWhrn58/n1QkTTDRCqSgTQvzzc3BwMPrM\napghISEEBgZSpUoVXFxcsLOz48yZMwghWLFiBa+/no9luE9JJleSJEmSJD03wejoTjgtseYHSmGG\nihWEsZsYfsELa9T8zGka4saruLOdo7hSGm+qsp+1vEpnHnAFNWY44EIsh3FlGPf5jJKMw1xUQkkb\njMq8D2qLIaCLhNutoGQ/cJ0LqsyZJWGAO/PhyKtQ+SOoMT17YhV2AjZ1hrYLwGtI3jcUcBBuHYFO\nk3N+F3MXvuoAQ7+D5gOe7EEt/Bp6jwIb20eepq7iifKI5Mq6Rg3Srl9/sr4LQXJICGfeeYd9TZtS\ntlMnOp4+jV3VPPYIewK+y5bh2qgRpfIoeiC9+DZv3oy7uzunT5+ma9eudO7cGYBjx45Rt25dvL29\n6du3LwsXLsQu8729+fPnM3LkSKpUqULlypULrZgFAKIQFXLzJnX48OHnPQTpJSDjSDIFGUeSKbwI\ncXRVpIu6IkQsEwn/fLZE3BOvi/MiUqQLIYRYJi6JL8VBoRMGcV3cEZPFApEsUoWvOCmWi1lCJ7Ri\nhxgjwsUlcVN8JULEQpEi9ol7oqVQhE4Y0ucIXXJjoSg6IfSJQtyoI0TE1OwDifER4mBdIY40FyLh\nWs6BBu8TYn4pIYL2PvqGEqOFmOwuxLVdOb9LjhdirJcQW3580sckxLFdQrR1FSIh7rGnar+eLLTf\nTMn7+/Bw4evklK9uTR1DiqKI6JMnxbEBA8Q6Bwdx6bPPRFpMjMnaN+j14pcqVUTwkSMma7MwvUi/\nJwtRuON90Z7Fo8h3riRJkiRJeubOk86bRDGdUrxGMQSCuYRwnAcspBZOWHCA25wilJm0J5U0VrKb\noXQDdBxjO30Zw12OYoU9JXHiLseox2ai6Y09n4MSjqKdhsbmJCo0cHco2DQE58xZJW0c+L0P949C\nze/BtV/22SqAm+vh4Fjovhlcm+V9Q4lR8FtXaDgUvDpn/04I+GUE1GwJPT7M/0MyGGDLUvjlc/h5\nC9jlUu79X1Rl3VAunM3zezNnZ/RxcShaLWoLi/yPpQCSg4MJXr2a4L/+QtFqqfLuuzT87Tcs8ngv\n7Gn5b9yIjaMj5Zo3N2m7kvQkZHKV6UVamy4VXTKOJFOQcSSZQlGOoyOkMpYYfsGJNtigR+EbbhNM\nKgupRUnMOUsYK7nCdNpgizkL2EpjalGVcmznT2rSCEdKc5ppvMpHRLAaZ3qg4xwANnRASR+Eynws\nKk1VuP8b6EKh/FpjApUUAKe6GN+tancdzIplH6QQcP57uDQX+uwHpzwKQBh0cO4v2P4FNBsNnXKp\nprZ/MUQHw4TVj384QsCNy7BvHexeDS7u8MchqJLPkuLFi0Nycp5fq9RqzBwcMMTGoi5T5pFNFSSG\n9KmphKxZw+0lS0gMCKBcnz40/P13nJo2RfXvBNYEFIOBI1On0n727EJpX5LySyZXkiRJkiQ9M6tJ\n4jsesARnGmJFKgY+4wZqVCygJtZouEQE8znLl7SkLHbs4gR6DHSmKbe4QiT36MRAAtmFPRUpiSu3\n2UVd1hDHeOx4GwzXEIZDaKwXgi4KIidD5SOgtoDUu3C8LVSfChXeyjnItAewfxQk3YU3TkNxt5zn\nJEbCiYVwciGU9oRRm6FCLvtdxdyFFZ/DN4fB3PLRD+fCUfhhAsTFQKcBxtmqanWf7AEnJBgTrEfQ\n2NlhSErC/DHJ1dMwZGQQ8Msv+M+ejWODBlT/5BNcu3RBbW5u8r4e5rtsGdYODlQuzHdpJCkfZEGL\nTD4+Ps97CNJLQMaRZAoyjiRTKGpxFIGesUSzgAQ2UYaGWPEALaO5ghOWzKY61mg4SxhzOM1nNKcy\nDvhyk9NcYQTd0ZLGftbRiTdQyMCfLdRmMFFspSRNUJNGBlcoxmso2h9QW4xHpbKFqK/BfghYeYGi\nhTO9oPIHORMrRQ9Xl8LymmBXDvofy5lYJd+H9e/BdC9ICId3dsK4g7knVkLAr6PgtQ+gfB4b//7t\nrznw6QAYNgF23obx3z15YgUoly+grvHoWS6VtTVKWtpj23rSGIo5dYpddeoQfewY7Q4fptWOHbj3\n6FHoiVVGYiKHvvySDj/8IGetpOdOzlxJkiRJkmRyoeiZyQMsUXMPHX5oGUxxZlEKG9SEkc44rtEB\nJ0bjjgoVB7jNSq7wBS2ogiNBhLGGfbxLH4pjwzaW4Ik37lTmPAspx6vYUYZA1uHJtySzDlt6ohIZ\nKLrNqG1vgT4G4leBp79xYAHfglUZqPxx1mCFML5bdXIK2JQ2vl9V5l/JkhBwZhlsmwj1+sOXAVDc\n6dEPYdvPkBIPvSc++ry1C2DVL/DXaShT7skf9t9DTE/HsHMbZh8+uj+NnR1KYuJT95OjXyHwnzUL\n/x9/pMGvv1Kud2+TtZ0fR6ZOpXKnTrg2bPhM+5Wk3MjkKlNRXpsuvThkHEmmIONIMoXnHUc2qGiB\nNekIOmJDY6wonrlg5ipJTMCfN3GnH2VQEKzElxPcYzptKIsdd4nkD7YwhC6Uw4UL+BBPLF0ZRhx3\nuMdJujCXWI5ggRO21CCUkZRmEUK3CZVZa1TqUnB/Ftj1MO5llXoX7syFNr5ZhSuS7sGeYZARD61/\ngfLtcxa1iLhmnK1KT4J3d4N7vcc/gIt7YNNM+P5U7hsJ/+30Afh9Giw/UaDECkD/21zUrzRE7VH5\nkeeZOTqiv3//se3lJ4Z0ycmcGj6c1NBQOp07R7FnvHFvlJ8fvitWMObq1WfaryTlRSZXkiRJkiSZ\nhAHBNZLwwhYHNPQl+7s/CoKNRPI7d5lCFVrgQCo65nCaZLTMoB0lsOI2oSxhK/3pgBeVCOYGp9nP\nID5CDZzlV+owBAtsCWMZbowgg/OosMSCmij6z1CZDzZ2GrcCXOcZfw78HsqPAuvMpX73r8KmjlD3\nPXjlU1Brst9QUjTsmQYX1xoLVTQfk/Oc3BxfBwvfg8+3gHPFvM+LCoNJQ2DGKnCrlL+HnAflwjn0\nP3+P5cFTjz3XzNkZXVRUgfoD415VR7p3x6F+fdofOYLG8jHvlJmYYjCwY/Ro2nzzDcVKl36mfUtS\nXmRylcnHx+e5/5VPevHJOJJMQcaRZArPI47i0DGDO0SQTiNK0gR7qmOLDWquk8wqwhHAYmpTHmsi\nSWI6x6iBExN4FXM0+HKTNexjGN2oRgUiCGEny+nBW5TEkSusxpISVKQNcRxHIQMHWhLLJGzpBSIF\noT+G2noVZASC/j4Uawa6RLi30lgZECAlyrgpcPNZUH1g9hvJSIaDs+HIXGgwGL7wB9tSj38AEbdg\n1VcQcAr+txcqeed9rl4Pnw+C/mOgYeunfuYAylU/Mvp1x+LXxY+dtQKwcHVFFxr62PMeFUMPLl/G\np2tXqn/8MdU+/PC5vOt07tdfUZuZUW/kyGfet/TyGTdu3GPPKVGiBN98880jz5HJlSRJkiRJBZKB\nHg1qSmHBKupyHy0nieMM8awkjHQUKmDDQMrSllJoUHGVaH7gJP2oQWeqIBAc5Cw+XOBd+lAOF6II\nZRML6cgbuOFBBJe5zX46MhswEMI8yjMGQQYpbMeVfQj9QVSahqhUJSBxCdh1BZUawjdCqZbG960A\nDr4D1QdnT6yEgAurYeun4NECPj0Pjo+YeQKIi4QzW+HEOgj2gy5jYczvYG376OvmTzEuFxw5qUDP\n3nD8KNohfTH/YS6art3zdY1FuXIkHTr01H3GnjuHT7duxver+vR56nYKIu7OHY5Mm8abJ06gUsv6\nbFLBbdu2jWnTpiGEyPWPBUIIZsyYIZOr/JJ/JZZMQcaRZAoyjiRTeJZxdJggFnMJF2ypjTMtqcBr\nlKY7zjnOFQh2EMAGrvMBTaiLCxloWct+IrnPRwzCHjvCuMMWFtOeflSmFgnc4zQ/05QJWONAOKsw\nxxF7WvB/9u47LIrjDeD4d+/oKIIoimBvsffesCv2EjWxR6NJLDHWaIyxRI1dYy9RYy/YCzYUxd5L\n7KIoKk1B6gF3t/v741BETjz0bD/nkyfPw93Ozs1uBrLvzcw7sWzGmpJY4IZeNxrJoqnhw6L3Qeak\nUY1HXpCrs+HnBwfhyRXwXJfcsJgnsKobPHsI3TdAvqqvv+DocPBbC0fWwoOrULYRNP4JyjcBK5s3\n37DtK2D3GlhzBtQmTDM0QtFo0E2biO6fhVj9swp1nfomn2uVNy8JAQFvLGesD0Vcvoxv06ZUWrIE\n92bN0tFi85H1erZ27UqNESPIUrjwR2nDl2o95k9WkpUiZq/zbQwYMICuXbumWSYiIuKN9UiKoijm\nalSqyiWJ91i9IAiCIAifCC16HhLFWR7jwz0yYElTClMFd6yTvsv1J5wVXCIOLYOoSnYyEMJTlrId\nd1xoTwOssOQOV9jDGprQmbwUJYYQDjKSknQiD7XQ8IDLdKckS7EhF4/xxJEB2Cn10cfkQG1/FIlc\ncDULFLkPWIN3Nmj0ECwzwcY6UKw7FE0KtsLvw+y6UKoVNJsAaiOpw/U6uOILh1bAme1QzhNqdYRS\n9cHSyvQbtX0FzBxm2Bg4X/ofKpWYGPQr/kE7cwqqSlWwmjQTKYdbuupIuH+fW9WqUcKEqYEvS3z2\njN1lylB6wgTyfPNNus41pyPjx3PvwAG6+Ph81qNWn9tzsiRJ6BXde6lbLVl8VvciLWLkKolY4yCY\ng+hHgjmIfiSYw4fsR0e5SBzxuJONVhSmDUU5z2N2c5vFnMMdB6JJJBEdLSlCYwqgRsVFbrGefTSj\nJlUw7M10Dl9OcYA2/IAruYkmCF/+oAhtyEMt9MRzkxHkohe25EbDERRisKM+6E+AlBVJVQBijoB1\nIbBwgpA9kKmMIbB6eh3Cr0PhDobGa6JgXiOo2Qdq/5LywhI0cHYXnNwCF/ZAtnxQ8xvoMR0cTFiD\n9TJtIsweCfs3wmKfdAdWSmQkujnT0S2eh6p6LazXbUVVtnz62pDEyt0dXWgocmIiKqvXB4av9qGL\nI0bg2rDhRw2sAnx9OT17Nr3Onv2sA6vPlYq3G2n9nNy9e5fZs2cTEBCATmcIJiVJYvv27SadL4Ir\nQRAEQRDeSQZsecIz9nOSVeymFmXxoBzlcSOaBB4ShR2W5CQTKiT0yOzgCOe4/mJ9lR4dPnjxiHt0\n5Bcy4cwzAjjMOIrTnvw0QEHmDmOwJTfZaYeCTDgTcGQQEir02jWoLNsbGhW9HzImTZUL84GsdQ0/\nX1sBRTonj05t+hkK1EwZWMXHwubJsHsu5CsNVdtCt8ngnL4RIsAQVPlsgQVjIGcBw1RAp/QFZvpd\n20ns3xt1vYZY+5wwKWlFWiS1GgsXF7RBQVjnzm3SOTH373N//Xqa3779Tp/9LsLv3MGrQwdar1qF\ng7v7m08QhLfQsmVLevbsSbNmzVAlBfDpSdgipgUKgiAIgmA2oYSzm2Pc4xEt8KAMhZFIfjAJ5glr\n2Ys1VnShCRmwI4oIdrAcOzLQhM5YYUMo/3GMqZSjJ7mojoKMP3+hIYBizEaFNVH8SwybcWUrKBr0\nMblQ259FUuWBWxUgxxTI4AGHykOJGeBcHZYVhCYbIFtZCDgF/7SBkTfAOikBxYNrMLEl5C8HHf8E\n1/zpuwGKAoH+cPYwnPKB43uhYAnoNgRqeKbeQ+sNdP8sRDf5Tyz/XY+6chrrwNLpeunS5F62DLsy\naWQ0fMmFX39F1mopN22a2dqQHs/u3+ff2rWp/uuvlOvV66O0wdw+t+fk99neT+leVKxYkdOnT7/1\n+WLkShAEQRCEtyajZxFjyIgjruShFNXoRjP8eYgXPvhwmvIUxRILbvOAWzygMVWpThlUSNziEvvZ\nQHk8qEhdJFQ84CjnWEIVBpKdkijouMMENNynKLNQYU0id4hgCq5sRkJC1v6LpK5qCKy0jyDRH+yr\nQWIExNyEzJXg6VWQdeCSFFDs/sOwf9XzwCrgCvxRH7pOgjppL2xPQVHg/FHYux4O7zCszyrvARXr\nwMDJkO3tRln0vj5oJ47Bev9RVHnfbR+sV0nW1igJCSaVlfV67q1cSd0DB8zaBlOFXr3KGk9Pqgwa\n9H8TWAmfrn79+jF69GgaNmyI9Ut7t5Uta8Lm4ZgQXOXJkwcHBwfUajWWlpacPn2a06dP07dvX7Ra\nLRYWFsybN48KFSq8/VV8AsQaB8EcRD8SzEH0I8EcPlQ/klDxDQOIJoIAbrCOWRSlAjVoyhC6cI27\nXOMuevQUIjcdaIgt1ujRc4jt3OYSrfieHORBQeE6m7nFbmozGkfyoCeeW4xAJpFizEaNHXoiCaUH\nTgzHikIoigY5YSJq2w2GRj1bDw4tQLKEsIOQuRqorODuTsjX1DB6FHQNHl2C77cZzomNhAkt4Ltp\nhkQVpoiLha1LYe0csLAAz44wz9uwnuod931SoqLQ9u6G1aJ/zR5YAchRUagypJ0u/nkfCvPzw8bF\nhUxFPnxWt5s7drC9Rw8azphByY4m/ncRhHdw9epVVq5cyaFDh15MCwQ4dOiQSee/MbiSJAlfX18y\nZ8784r2hQ4cybtw4GjZsiLe3N0OHDjX5AwVBEARB+P8hIZGJzGQiM+7kpyy12M961jCT5nxHcfJT\nnJRT6yJ5yk5WYIMtnRmCLfbo0XKORYRzh/r8hR1Z0PKM6wzEBjcKMwkVlsjEEkJXbKmFA4aHbTlh\nApK6MpJFZcMo0tPF4L7A8GEhuyBbY8PPd3dCpZGGn48thCo9wDLpm+lVv0GpeqYFVhFPYN0cWDcX\nytWE0UugbPV3Dqhepps0DlXteulKsW4qOSGBxAcPsMqTx6Ty9zdsIFe7dmZvR1r0Wi2Hfv+dK2vW\n8M327bhXrvxBP1/4cm3cuJF79+5hlUayl7SYNC3w1TmQrq6uREZGAvDs2TPc3N5igecnRnxLLJiD\n6EeCOYh+JJjDh+hHQVwgkOMoyNjgSDZKko2SNOc7znOY1UyjFi0oSgVUqIgnjosc5SyHqEg9KlAb\nCRVxPOEYU7HBkbpMwBJbEgjmKv3ITA1y09eQsIJIQuiCJQXIzGgAFN1JFO0i1PYXDI2K2g6SDdjX\nBDkRgrbDV3+A5olhb6ucHqBLhHNrYNApwznBd8FvHcy/ZfxCNXFw7zrc+Q9O7Icju6B+W/j3GOQp\nZPb7Kt+5jW7VMmxO/2f2ugGi9+/HtnRp1G8YufLw8EDW6QjctIkGx4+/l7YYE/34MV7t22OVIQO9\nzp3DPmvWD/bZglCiRAkiIiLIli31Pn2mMGnkql69eqjVanr37s3333/PX3/9RfXq1Rk8eDCyLHPi\nxInXnt+tWzfyJH0z4ujoSOnSpV/8wff19QUQr8Vr8Vq8Fq/Fa/H6M3xdwiMHmSnIad//SOAO2T3O\nYkMmEn3LY40DbT1+5ABeLPGdjRU25PBwoiAlyO1bkTjUSB4qAjnOct+x5KQqXT2GIqFij+8aAvib\nZh79cKMjvr6+6HnKVx7zsaEyl33rIHGEWjW/Qq9px5FT/VBZ3MKjVlYI/g3fO99C0GE8CkdCxiL4\nnr4HAXvxyFUXLGzwXTYRol3xyJLPcD3Th0HOBnhkzJzyeqUYWD4F35OnIGsOPKpUgrI18K3SFhwc\n8UgKrMx5fxVFwafrt0jN2lIvW3bz16/Xs23oUBxbteL59rtplQ/evx9/Z2fOBQbikT+/2dvz6uvH\nZ8/yZ+PGFG7WjP5LliCpVJ9Mf3/X189/DjBhA2fh44mIiOCrr76iQoUKL9ZcpScV+xuzBQYFBeHq\n6kpYWBj169dn9uzZjBkzhj59+tCqVSs2btzIokWL2L9/f+rKP6HMH2/i6+v74pdAEN4llPO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iezoeBJUNmlrOz+v/DfEKiwGlzqp/4wXQL4DYPbm6D+Ysj7msXksU/B9284Og8KeEDD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+wR49YXyOB29TleWkM4t0fsOd6dhINRAN/ZAsZ1Db7kZQBULqxvu1VX2g5Ba5V5UxDUInwp0f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hF6yy2E3HgjXgkJnSrtrs/Pp3D+fGwCAwlbsQIrV9ffnsNsRjmZh1JShFJfBy0tKE2NKOWl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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0xdc82390>"
}
],
"prompt_number": 27
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 6:</b>\nMake a polygon out of the top and base coordinates"
},
{
"cell_type": "code",
"collapsed": false,
"input": "mask = slabdata.make_polygon_mask(results, base_results)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": "slabdata.plot_slab_contours()\n\npolygon = np.asarray(mask.exterior)\nplot(polygon[:,0],polygon[:,1],'k')\nsavefig('contours_poly.svg', facecolor='none', edgecolor='none',\n orientation='portrait', papertype=None, format='svg',\n transparent=False, bbox_inches=None, pad_inches=0.1,\n frameon=None)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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uGYR0q3jj32bCshlwz0IIDqu6gxmp8Mi5EBgKTy7WMECRMjTnSkRERKQJSeSf\nBDOUcK7iME9gJ4RQpmK69uLMG4o9KN1ducpdBql3Qp/fSxeO2PJ3KDoEZ75TvtGtn8KKR+H6FRDU\nqeJNN82F2XfCfUuhQ6+qO7drPTx1BVx2L/zxIS1YUQfN7T1Zc65qRpUrERERkSbkKJsJZgDgrlz5\nMQoAs+QnDK9LS4cEHvkE2txUmuAUHYbkt9z7WZWVsQVip8KV31WeWO2Og89ugz9/X31iFT8PHhsL\nU16CCQ8rsRKpRI2Sq6ysLK655hr69etHdHQ0q1at4qGHHqJfv34MGjSICRMmkJ2dXd99rVcamy5W\nUByJFRRHYgXFUfNUTBbFHMGfKFzkUUwiPp4hgmbJfAy7Z2U/swSyv4bQ60u/nPy6ewGLgM6lnzmL\n4ec/wbnPQPsBFW+YuRdmXgWT34MuZ5U7VS6GFn8ML98M076Fc66x6GnrmWnCj5/CvNmN3RM5jdQo\nubrvvvsYP348W7duZdOmTfTr14+xY8eyZcsWNm7cSO/evZk+fXp991VERESkRcslgSD6YWCniHh8\nOAMbfphmCWbJYgyvMZ4Ll4JPN/Dp6j52FUPym9BzavkGN74O/u3gjCkVb+YogHf+CBc9AAMur7pT\nP82AT6a551f1q2S/rNowTSjIB6ezbu2czJ4kuP1i+Og/0Klr/d5LpIyTzrnKzs5myJAh7Nq1q8pr\n5syZw9dff80nn3xSvvEWNH5SREREpL6l8A5O8onirxzhJUxyacM/MZ1rcBbcilfQ7+4L0+4Drw4Q\n9g/38b45sOMlOH9paWOFR+D93jBxCbSNrnizWbeBIw9unlX1EL9f3oavnoZ//wrh3Su/pjqmCfHL\nYOHXsG4pJHtWIHQ6oUtPGHIunDceRo0F/4Dat3+iokL48AX45GW4/R8w+a9gt9e93XrQ3N6TNeeq\nZk5auUpOTqZ9+/bceuutnHnmmdx+++3k5+eXu+a9995j/Pjx9dZJERERkdOBu3LlToSKiMcX93Lp\nZsmvGPYL3ReZJuT8CMFllj/f8z50PaE6te4/0OOKyhOrdZ/DjqVw/dtVJ1ar58LnT8C/FtU+sTJN\n+PVbuHogPHkXtAmDR9+AJYdgTQGszoVnZkH3fjDrVbgoHP4yHt59BlYvgryjtbtffh58PROu6gdb\n1sJna+HG+5tsYiUt10k3ES4pKSE+Pp7XXnuNYcOGMXXqVJ555hn+9S/33glPPfUUPj4+TJ48udLv\n33LLLUQtfIUvAAAgAElEQVRFRQEQGhrK4MGDiYmJAUrH8jaF47LjiptCf3TcPI83bNjA1KlTm0x/\ndNw8j4/9uan0R8fN81j/e9Q8j3PZRkrsKLxZTPeY9bTjOWJjY3EVziHm4gfd1y+cBWlHiOk70H28\n4HtYs4iYhz4tba+4gJikN2Dy6or3+3EOzLqLmOkLwK9V5f3JSIW37yHm9QXEbk+B7Sk1f57v5sAH\nzxNjZsP9zxHrDADDIGbgyIrX9x1MbOchkJdLjE8hbPiN2P+bCnt3EDMwGs48j1hbCHTpRcyE68Db\n2/19RxEx3SIgYS2xn38Mm+OIuTAGnvyI2KNOSNpNTERUo//3Wfb42J93796NnLrrr7+e7du3A+51\nIUJDQ1m/fj0A06dP57333sNut/Pf//6XsWPHNnj/TjosMD09nVGjRpGcnAzA8uXLeeaZZ/jhhx/4\n4IMPmDlzJosWLcLPz69i482oxBcbG3v8XwKRU6U4EisojsQKiqPmx0Em8UxgBIspIZX9XEEX1mOa\nLpxH22EPSsCwhcPhtyBvBXT5yP3FvZ9A2pcwam5pY5tnwq4f4cpvK97o0ykQ2Bauer7yjrhc8Pdz\niQ0ZSsy0V2v3ENs2wL2Xw+U3wl2Pg7dP7b5/jKPIXYGKXwabVkHiRjiQCt6+YLrcwwo7RUG/ITDi\nYrjgcmgXfmr3aiTN6T0ZmuawwAcffJDQ0FAeffRREhISmDx5MmvWrCEtLY3Ro0eTmJiIzWarhx5X\n7aSVq/DwcDp37kxiYiK9e/dm4cKF9O/fn3nz5vH888+zZMmSShOr5kb/ByRWUByJFRRHYgXFUfOT\nTxKB9MHAwMEmfDzLseNKBCPEnVgB5C6BVqNLv3jgR+j4h/KNbfkQhv2t4k32J8CWH+GfSVV3ZNH7\nAMQ88krtHiAhHv4yDqa9BmOvrd13T+TjC0POcf/nGJcLCvLAsLnnZ2kp+Ib334usbzNi4Cl9zTRN\nvvjiCxYvXgzA3LlzmTRpEt7e3kRFRdGzZ0/i4uIYOXKklb09qZMmVwCvvvoqN9xwAw6Hgx49evDe\ne+8xbNgwHA4HY8a4V60ZNWoUM2bMqNfOioiIiLQkR0jmAJvoy5XkkUQgPQFwsAVfzgDAdK7BsA8v\n/VLeCgjz7GVluuDgIuj/bOn5o6mQuRWiLql4w4XPwgX3gX9w5R1yFMJnj8Ej30Bt/sZ/3x649w/u\neVWjJ9T8e7Vhs0Fgq/ppW2rm0kctaSZ29QZi4za6D5ILTqmNZcuWERYWRo8ePQDYt29fuUQqMjKS\ntLS0Ove1tmqUXA0aNIg1a9aU+ywpqZq/8WiGNHxCrKA4EisojsQKiqPmIZ/DhNLV8+cdtGIwAA4S\nCMJd/TFd6zDsnj2oitPBlQu+vd3HR7eCdysI6FLa6K4foNt4sJ8wJC83AzbPhceqXgGa2I8haiD0\nHl7zGCoqhPsnwM0P1l9iJU1Db2sqVzG9LyLmxtLjJ15+u9z5MWPGkJ6eXuF7Tz/9NJdf7t424LPP\nPqtyzYdjjEaobtYouRIRERER66Wyknb0ASCPHYRzNeBOrnzoB4DpjMfw9Qz7y4+DgGGlQ+IOL4e2\n55ZvdPc86D2x4s3WzoIzLofANpV3xjThx9fg1hdq9xD/nQYRUe7V+UQssGDBgmrPl5SUMGfOHOLj\n449/FhERQUpKyvHj1NRUIiIi6q2PVWnYGV5NmP52T6ygOBIrKI7ECoqj5iGHVIKJxMRFAbvxpxsu\njuLkMF50dU/yd27EsLkrWhSsA/+hpQ1kroQ2Z5ceu5yQugS6XFzxZus+g7Oq+Zv+Xeuh4CgMdH+3\nRjEUvxx+mQ2PzdQcKGkwCxcupF+/fnTq1On4Z1dccQWff/45DoeD5ORkkpKSGD58eDWt1A9VrkRE\nREQagYl5PLkqZB/ehOJFEIWsxZteGNgxzWQwWmHY2rm/VBAPrW8tbeRIHPS4r/Q4YxMEhkNgWPmb\nZe+Hg9uhdyVJ1zHLPofzJ9d8rlVxMTx5J/ztFQipohomUg9mz57NpEmTyn0WHR3NxIkTiY6OxsvL\nixkzZjTKsEBVrjzK7kEgcqoUR2IFxZFYQXHU9BWShYEdX4IpYCf+dAfAwXZ86AuA6dyEYS+zmlrB\nevAf4v5z8VHI3wPBZ5SeT1sOEedVvFnCT9BnDHhVsTS6acLKb+Dsq49/dNIY+uotaN8JRl9d/XUi\nFnv//fe54447Knw+bdo0duzYwbZt27jkkkoWdGkAqlyJiIiINIKjpBFMJAD57CLAk1wVsx0fzzws\nXJvA5kmuSg6BMxd8otzH2RsgeADYvEsb3b8SuoypeLOEedD/sqo7k7oNSoqg2+CadT4/F95+Et78\nRcMBRcpQ5cpDY9PFCoojsYLiSKygOGr63EMC3RPuyyZXDrbhfbxytbm0clWwEfwHlSYzWesg9Mzy\nje5fBR1P2NfH5YTEX6FvJUnXMWt/hKGXlUuUqo2hL96Asy6APoNO+pwipxMlVyIiIiKN4Nh8K6iY\nXB2rXJmuTRg2z2bCBevBv0xlKSseQsssbpF/EAqPQJs+5W+Uuh6CwyC0mpXT1v0EZ42vWccdRfDx\nS3DbtJpdL3IaUXLlobHpYgXFkVhBcSRWUBw1TQ6KKMK9aWrpSoElFLCbALrjJAMoxk5HTLMAXHvB\n5q5iUbChdL4VVKxc7V8N4cPBOOH1bvtC6DO66k7lZsGOtcdXCTymyhiaNxt6nqGqlUgllFyJiIiI\nNCAf/ADIJpUQOlNIKj60w04ADrbiTV8MDHD9DrY+GIZnTlVBfGlyVZIL+bshuH9pw/tXVhwSCLBt\ngXsxi6qs/QHOuAD8Amv2AJ+9CpP/WrNrRU4zSq48NDZdrKA4EisojsQKiqOm6Qc+YAebcZBHMXkE\n0I48dhJAD8C9ebAv0QCYzg0Ydk91yJkLxXvBz32OrPXuVQJtZVb/27cCOp1NOUW5sCcOel9YdaeW\nz4ZzKm46XGkM/b4Gsg7DueNq+sgipxUlVyIiIiINJIN02hJGDikEE4mBjXySCKAXgKdyVSa5Or55\n8Abw7Q/HqlhH1kDoWaUNO4vhQHzFylXSEuhyFvgGVd6h3COwZSmMuLJmD/Dt+zDhf8Bur+kji5xW\nlFx5aGy6WEFxJFZQHIkVFEdNTzEO8sghlHZks5cQugCQxw4C6QmcULlybcCwH0uu1kNAmflV2fHQ\nukxydfh3aNUZfEPK3zRpcfUbB6/5HgZcCAHBFU5ViCGXCxZ9A5deX6PnFTkdaZ8rERERkQaQyUFC\naYcNuye56gxAPjsI4G5MiilmB970wTRd4NwMx5dhj4eAEaWNZcVDzwdLj9PXuBezONHOZXDV81V3\natW3MPKPNXuArfEQ3Bo696jZ9dLybPvM+jb921vfZiNScuWhseliBcWRWEFxJFZQHDU9h0mnLeEA\nZJNCOGfipAAHh/CnM8XsxE4nbARgmjvBCMUw2ri/XLAB2t7p/nNJvmcxi+jSxg+sg7Ch5W/oKID9\nv7uHBVbGUQibFsHdb1d6ukIMrVkMI6qpgknLt/M769ts09f6NhuRkisRERGRBpDBftrREXAnV6F0\nIZ+d+BOFgRcOEvA5Pt9qU+nmwS4HFG0Hf89+VzmbIahv+cUsDq2H6JvK3zB1PYT1A5+AyjuUsAy6\n9IfgdjV7gPUrYNykmj6utESX1UPlCoDH66ndhqc5Vx4amy5WUByJFRRHYgXFUdNzrHJVRA5OivCn\nLfnlVgrcgg/9APdiFtg8KwUWJYBPFNg8SVL2eggts5mwqwQyfof2A8vfcE8cdB1WdYfW/QxnVr3q\nX7kYMk3YtAoGVrLUu4gcp+RKREREpAG4K1fhxxezMDDII4nAMisFHqtc4dpYZjGLDeBfJpnK2gAh\nZY4zt0FQJPi0Kn/DvWuhSzXJ1fp5cOalNev8/r3uf3bsUrPrRU5TSq48NDZdrKA4EisojsQKiqOm\noZAiCimiGAe5ZNOa9mSxm1C6ApBXbhn2LfhyBnBsGXZP5apgfenmweCuXIWUOT60ATqUSbaO2bu2\n6vlWh/ZC9iHoMbTy85wQQ8eqVoZx0mcWOZ0puRIRERGpJ/FsI48CMthPazpgw04WewmhKyYm+Z7K\nVQkHMSnGTidMMxPMTLC5l2enIB78Pcuwu0og5/fylauD66HDkPI3LsiBrFQIj6ZS63+BwWPAVsNX\nwQ0rYPDZJ7+umXL+8hMlb73W2N2QFkDJlYfGposVFEdiBcWRWEFx1DQsIo5inBxiH+3pBEAWyYQS\nRRHpGHjjQ1scbMaHMzAwMJ3rwT4Iw7CB6YSCjaWVq6MJ4N8ZvMsMATwQD+1PSK5S1kHEQLBXsXZZ\n/MmHBJaLobhf4ayY2j18M2HuS8Nx1xSMMwY1dlekBdBqgSIiIiL1wEExWeTSnlC2eJIrF07PSoFR\n5LCaIPoAUMQmfPGsBuhch2H3VKqKtoNXe/DyLMl+ZG35zYNNl3ulwBOXYd+7pur5ViXF7iXY75xR\nswfZvxcy0iG66iGEVnOtX4frt2WYeXkYHcKwDRqCMXAwht1u6X1MpxPH/9yA1x13Yz/nPEvbltOT\nKlceGpsuVlAciRUUR2IFxVHjS+cw7WmNHTuHSKMDEeSQSgBt8MafPLYRiHuPHwcb8cVdOTGdazFs\nnsQofw0ElEmSjsRB6zKbBWftBJ8QCDhhI9bdqyFqBJXaugLCe0JoWLX9Px5DC76CmCvA4sSmMmZe\nHkU3XI3jT9fg2rkD8vNwrVyO47Y/Udg7kuKnn8DMz7fsfiUvTAfDhtdD0yxrU05vqlyJiIiI1IN9\nHKIT7TExOUga7YngIGtp7Vl6PZcEwvgjJiZFbKQN/wbAdMZh83X/mfw4CCiTTGWuhK5TSo/TV0N4\nmfPgXjY9eSX88YXKO7b2Rzjrspo9hGnCt+/DI/+t2fV1YLpcOG6aiNGmLT7x2zB8fcudd23fRslT\nj1F03lB8Pv0GW99+dbqfc9VvlLz5Kn4r4i2viMnpS5UrD41NFysojsQKiiOxguKo8aVxiAjak81h\nvPEhkFZkspM29MDEJJetBBGNk32YlOBFJKYrHcwcsPV2N5K/EgJGuf9cnAN5O8vvcbXvN+g0qvyN\nM3a5V/VrE1V5x+K+g+GXn7T/sbGxsCYWnCUwLKaWT197zhmvQE423jPerZBYAdj69MXno9l4TX2Y\noksvwLl44Snfyzx4gOJbrsfn9XcwOkXUpdsi5Si5EhEREakHqRwgkjAOkEI47v2hMkmiDT0pYh9g\nx4cOFBGPH0M9i1msxLCPwDAMcB51z7k6tlLg4RXu+VY2n9KbpC2HTueWv/GOJdDzgsqXTU/ZCo78\napdgL+fd6XDzg/W+BLt5IJ3i557E+433Mby9q73W68Zb8fnkKxxTbqDknTcxTbN298rPx3H9Vdhv\nvBX7+JMnmSK1oeTKQ2PTxQqKI7GC4kisoDhqXC5cpHKAzoSRzl7C6IyTYrLYQ2t6cJTfaeVZHbCQ\ndfjiTnZM5woML8+S5/mr3ImVzVPFObwU2l1QepOCTMhOrrgMe9Ji6BVTecfi5sLwK2uULMW08Yfd\n2+HyG2v59LVX8sE72CdMxNazV42ut597Pr4LllPy9us4bpqIK2Vvjb5nFhTgmDwBo2dvvKY9Xoce\ni1ROyZWIiIiIRVaSwg4yOcQRggggAD/SPZWrLHYTRDje+HuSK/fqgEWsLZNc/Qb2c9yN5S2HwDJV\nqYxYaHt+6fG+FdBxJNjLVHpMs7RyVZm472D4FTV7mJlPwa0Pg7fPya+tI9cvP2L/47W1+o6tZy98\nl8Rh692XorMHU3T1ZZTM+ggzJ6fye6Sm4Lh8NEabtu6hh9oQWeqBkisPjU0XKyiOxAqKI7GC4qhx\nfMNWinGyh3S6EI6J6/iwwMMk0Rb3XKqjbKIVZ+CiAAdb8WUwplkAzk0Yds8qf7lLIdCzPHhJLmRv\nhrZlNvJNXQKRJyRRh5PBWQwdelfsXE4G7N0CZ1SReJW1Ywuxy1fAVVNOfm0dmaaJa8tmbINrv9S7\n4e+P9z//jV/CHuzX3YDz268o7BNJ0YTxFL/8PM4f5uKc+w2Oh6dSdPZgbJdchvc7H2N4aU03qR+K\nLBERERELFOMkhWy60Zof2EQXwsnkEH74E0AQh9lOGANxUUQ+OwkiGgeb8KY3NgIwnUvA3h/DCARX\nERSsgUBPFStjmXu+ld2/9IYpi+HCV8p3orr5Vut+hoEXgXfFxSIqeP9ZGD0B/PxPfm1dZWWB3Y4R\nEnLKTRitWuE1cTJeEydjZmfjWjQf58rllKxYCjYbtkFn4rtiPbbOXSzs+Gnou0Dr22x7jvVtNiIl\nVx4amy5WUByJFRRHYgXFUcPbTRYdaYUfXuxhP4PpTTp7CKcrABlsJ5pryGUrAXTHjj9HWY0f7kqV\n6VyCYfcM+8uPA99+YPckHIcWQfuLS29WeASykiouw564GHpdWHkH1/4IQ2uwBPv+vbD0R2J+3Fmb\nxz9lZk42RkioZe0ZISHYJ1yLfULthhlKDYw/aH2bhg0IsL7dRqJhgSIiIiIWSOQwvWhLCSXsJ4PO\nhJFGMp3oRgGZFJNHMBHksJFWng2DC4nDD3eCZJYswbDHuBvL/RWCyiRJBxdA+9Glxym/QqdzwF5m\nPpRpQuIi6FMmCTvGWQIb5sNZ40/+IB+96B4OGGxdwlOtwkLw82uYe0ndeAVa/x97A1RHG5CSKw+N\nTRcrKI7ECoojsYLiqOElcpg+tGUvB+hAa3zxYR/JdCKKDLbRjj4Y2MhhPcEMxqSEQtbgxwhMsxDT\nGYfh5VnAomxyVZgOBXuh9bDSmyXPg65jy3fgwDaweUG7HhU7t3UFhHWDNp2qf4isw/D9x/CnqQ0X\nQ46iBlk0Q6QhKLkSERERscA2MuhNW3aRSg8iKSSfLA4TRiSHSKA90Zg4yWEjwQzGwRa86IidtuBc\nBfZoDCMEnHlQsA4CPUMED/ziHhJo88zmME3Y/TN0O6EKtXUe9Luk8vlWcd/BsBrs6fTZq+65VmEN\nuLFuYSH4t6zqhZy+lFx5aGy6WEFxJFZQHIkVFEcNw4mJC5OjFFGMkwiCSSKFnnQmjV10pCt2vDjI\nFtrTnzyS8KEdPrSlgOX44Z7M7ypZiGH3DOfLWwL+Z4Hds3jAgZ8h7NLSmx5cD17+0PqEFQG3/Aj9\nKxn2Z5qw+lsYcVX1D5OfB7NnwC0PAQ0XQ2Z2FkbwqS9mIdKUKLkSEREROUV2DEygFb7M5ApcuNhF\nGj3pzF6S6EIvisghj4O0oQfZrCGEswAoZDn+nuTKLJmP4TXG3ejRX6DVJe4/u4rh4HwIK5M07ZgD\nPa8qX6HKz4I9cdCnzLysY5I3uhOsboOqf5iv34Yzz4eoPqf4a5wac18aRseTDFcUaSaUXHlobLpY\nQXEkVlAciRUURw1jKZnkUgKAHRu7SCWMNgTiz2620ZU+HGAz7emHDS+yWE0ow3FRSCHr8ONsTNdh\ncG3HOLZ5cM5PEOypVB1eAYHdwN+TfJgmJH0Fva4u35EtP0DPGPANqtjJZZ/DORMrHy54TFEhfPgi\n3Dbt+EcNFUPmtgSM3n0b5F4i9U3JlYiIiMgpKMDJo2zHCxvp5GJisoVd9Kc7OWSSRw7hdGE/8YQz\nBCeF5LCJEIZRRBw+9MVOKKZzPoZXDIbhA0VJ4MoDv8Hum+yfC+FXlN40YxOUFED4iPKdWfc5nDmx\nYiddLlg6Cy6YXP3DfPse9BkE0WfW7Uc5Bc7lS7CNOPvkF4o0A0quPDQ2XaygOBIrKI7ECoqj+hdH\nFtG0ooRiXLgwMdlIEgPpxQ5+pxvRGMB+4unIULJZRxB98CKIfH7FnxgAzOIfMLw8w/5yvofgP7ir\nTKbpTq46lZkrtfVT6DOpfBXq6CHYtRwGXFmxkxsXQnA7iBpY9YMUFcI70+HOx8p93BAx5NqRhLl3\nD7aRSq6kZVByJSIiInIKDGAKkSxkF9+RyB7244WdTrRnO+vpzSAOk4gvwbQinEyW0IbzMDHJZyEB\njMY0izGd8zC8PJv7Zs+FEE+lKnuDe4PVYE9i5HLCtk+h35/Kd2TNx3DGFeDXqmIn570Jl9xR/YN8\n8Qb0OxMGDK/+unpQ8tKzeE25A8Pbu8HvLVIflFx5aGy6WEFxJFZQHIkVFEf173zaMowQlrGHc+lC\nHFsYRjRHOUIG++lGNHtZTmfOxsTpSa4uopgdmBTiwwBM51IwumPYIqH4IBRshCDPohRpX0Kna0qr\nVHvmQ1AEtOtf2gnThBVvwzmVJFAHkmHLErjgTxXPHZNzBN6dDvc+VeFUfceQc9kSnL/8hNdfH6zX\n+1jBkZZG7ooVjd0NaQaUXImIiIicokQOU4ST7oSwnu2M4Aw2s4q+DMUG7GE5XTmPbNbhQ3v8iSSP\n7wlkHAYGZvFX2LwnuBvL/hqCx4PNz500pX4OkdeV3mzzTDjjtvId2DYfvHyh+zkVO/fNczD2DvCv\nZJGLY2Y8BhdPgF5n1Pm3qA3Xnt04pkzGZ8a7GKGhDXrv2nAePcq+f/yDrQMHkrd6dWN3R5oBJVce\nGpsuVlAciRUUR2IFxVHD+IatXEZv1rCFXnQhCD82sIIhnEcqqwkmklZ04iA/0IHxmJjk8S2BXOEe\nEljyNYb39e7GjnwCoZPcf85cAXZ/CPEsbHE0DVIWQ99J5Tuw6Hm46IGKKwEe2A0rvoArH6i68wnr\nYN7sSqtWUH8x5NqagGP8hXg/+HfsY8fVyz3qyjRNjsyeTUK/fjhSUui3cSNhD1TzW0qD+fLLL+nf\nvz92u534+Phy56ZPn06vXr3o27cv8+fPP/75unXrGDBgAL169eK+++6r1/4puRIRERGpIROTLIoB\n2E4GO8nkQrrwK2u4mGFsZiUd6UI7wknkR3oxjmKyyWQp7RmPg42YlODLWZglv4CtF4atGxQlgmNH\n6RLse96HLjeXJk2b34K+k8GnzLyq5FVwMAmGnpBwAXz6KIy/B0LaV/4gxcXw+G3wwPMQ2tbCX6hq\nZmEhJa+/TNG4C/D6xxN4/fmeBrlvbRXt3MnOcePY/+STdJs9m6iPPsInMrKxuyUeAwYMYM6cOZx/\n/vnlPk9ISGD27NkkJCQwb948/vKXv2CaJgB33XUX7777LklJSSQlJTFv3rx6659XvbXczMTGxupv\n+aTOFEdiBcWRWEFxZD0TkwMU4YuNYpy8wRpuYjBr2UJH2tKJtvzEDCZwB4dIoIBMIhnJfmbRhvPx\nJpQMZtGKiRgYuIrfx+Z9s7vxzPeg9U1geENxDuz7BkZvdZ8rKYJNb8O1v5bv0M+Pw9hp4OVT/vPE\nONi8GO56o+qHee8ZaBsOl99Y5SVWxJBZWIhrxVKcP36H85svsA0bge8vy7D1aXr7Wjmzs0l/9lky\n3nqLsL/9jbD779dCGydKm2p9mz7da3V5376Vx87cuXOZNGkS3t7eREVF0bNnT1avXk3Xrl05evQo\nw4e7F2y56aab+Pbbb7n00kvr3PXKKLkSERERqQEDgw74YsNgJusIJ4ghtGP6/7N333FVVn8Axz/3\nXraIAiIo4EJFcaK5cu+Z5ja3pVma2bAsS/tpWZo2TNPS1NTce2/FvQc4EFEBZSOy1x3P+f1xKSRA\nUS6Kdt6vV6947n2ec87z/L79Xnw55/kedvAe/TjHQcpRBWfcOcwUvOgNKISzhurMRiGJFLbjymGE\nEo3QH0RtvQQULTz4EzyOGDu6txKc2oKVi/H45jooVQscvbIGc/s4RAVA4xHZB6kosOh9GDwdrHOp\nHghw/SKsngtrLz56Y+GnJDIyMGzbhGH9apRjPqhr1ELdsSuWB0+i9qhs8v4KShcVxf3ffiPm11+x\n69KF6n5+WLi6Pu9hFU0WFUzSjM+JW/icvGU8UIebpM3w8HAaN278z7GbmxthYWGYm5vj9tDMo6ur\nK2FhYSbpMzcyucok/7onmYKMI8kUZBxJpiDjqHCoUbGNAHyJZAbt2MA+GlIDG1Rc5CjDmEgEF0gn\nnoq0IZrt2FABW6qTwGKsaYEZLii671GZ90SlKgHxa8DKC6w8jYUsguZDrZ+NHQoBl+ZAk/9lDUII\n2PEFdJ6Sc9bq4FJjwtR6aO43kJ4GkwbDJz+B86OXuj1pDIm4OPSL5qP/fR5qr5poBg3D4vdlqOzt\nn6idZ0EXE0Pirl3Eb9hA8vHjlOzbl6rHjmHl6fm8h1a0OZlm5qrV68Z//jZ1ZvYkv3379kRGRua4\n7ttvv+W1114zyRgKi0yuJEmSJEmS8kEgWM91DnGHabThKjcJJ4Y36Mg2FtOQthSjGEdZQj1GAnpC\n+YOqTEegJ5FFODEPIRQU7e9orFcZG45dAKUy3z+6fwSEAZzaGI/DjkNGIlTskjUQ/72QFA0N/rWk\nLzEWVkyCr3aDOo/X6n/8BDzrQNdBpnsuDx6gn/sD+sW/oen8Gpbb96P2erbVBx9HKAqpZ8+SsGsX\niXv2kB4QgF27dtj370+FVavQFM9jlk96Lvbv3//E17i6unLv3r1/jkNDQ3Fzc8PV1ZXQ0NBsn7sW\n4sykLGiRSe4HIpmCjCPJFGQcSaYg48i00tDxI6c4Rxjf0o4k4tjGUd6kBzc4TypJvEIbrrGekpSn\nLPUIZw3F8MSOOqSwFQ1lsOIVhH4PqEqCpiGkX4OMQCiR+Wf8O/Og0tis5XoXf4J6442bCYNx2d+O\nL6DbN6D519/IV3wOzfqBR73cb+LoTji6A754xLtYD3lcDImkJHQzvibduyoiJhrLYxew+P3PIpVY\npV6+TOhHH3HV3Z2Qt95CZGTgOnMmtWNiqLRxIw6DB8vE6gX2d8EKgO7du7NmzRq0Wi1BQUEEBgbS\nsGFDXFxcsLOz48yZMwghWLFiBa+//vojWi0YOXMlSZIkSZL0CGEkMpPjVMGRb2hDFPdZwlaG0hUz\ntBxjOwMYTzx3uM1+OvEjWmIIYzm1WYpATzw/44ix5LnQ/oLaYhwqlQruzwfHUcZCFql34f5hqLfU\n2C9iSVEAACAASURBVHH8HQg9Cp1XZA3Gb7Px33V6ZR9kwGk4twN+9c/9Ju5HGqsDzloHdgXbV0pk\nZGBYuhDdrG/RtGyD5aHTRepdKiEEiTt3Ejl9OrrwcByGDaPKwYNY5VEIQXqxbN68mffff5/79+/T\ntWtXvL292b17N15eXvTr1w8vLy/MzMyYP3++8b8xYP78+QwfPpy0tDS6dOlSaMUsAFTi4ZTP1I2r\nVBRi85IkSZIkSYXqPGHM4ywDqU0HPLjFPZawjQF0oCqu/MWPNKY91ajDXiZQiwGUoxk3mIg15SnP\nGJJYTTIbcGEDGPwxpLZBYxuMStGBf3mo6gcWbnDtczCkQe3M9618PgS1BbSYaTxWFJhRB7rPgJpd\nswZp0MPHDaDnBGiZy3I/RYGxXaHGK/De10/9LER0FPqli9Avmo+6bj3Mp3yDunbdp26vMGjv3iVk\n5Eh0YWGUmTqVkj17otJonvewcvWi/Z5cmON90Z7Fo8hlgZIkSZIkSf8iEGzlBgs4z+c0pwMe+HKT\nJWxjGF3xoiJbWEwlvKhJIy6yBEeqUI5mxHKIFAJx400UUohjFg58aSy/rp2N2mIsKpWVcdNg29bG\nxMqQDsGLjUsCAbRJcH0ZeD+0F5TvRrCwgRpdsg927+9QrAS0GJj7zaydD4kPYPSUp3oWys0AtO+M\nIL1eNcS9ECy37sVyw44il1glHTrEjYYNKd6qFdV9fbHv06fIJlbSy+uxyVV8fDx9+vShevXqeHl5\ncebMGR48eED79u2pWrUqHTp0ID4+/lmMtVDJtemSKcg4kkxBxpFkCjKOnp4BhUVc5BBBzKAdnpTi\nNFdYzwHepQ9VcGcny7DGhla8TjBHiOEq9XkbLQ+4zUyqMAUNVsQzFytexRJvhHIXod+KymKsseJf\n7AJwfNfYadh6KOkNtlWMx9eXg3sbKO5uPBYC9n0LnSZnL5+eeB/WTIW35+VeVj04ABb8D6avgCfc\ns+nwrl1oPx5HRodmqCpUwsr3FhbzFqGuUeuJn2lhi9u4kaA33qDi6tW4TJqEyky++SI9H49NrsaP\nH0+XLl3w9/fHz8+PatWqMWPGDNq3b8/Nmzdp27YtM2bMeBZjlSRJkiRJKlQpaPmO44SRyLe0xYli\nnOYKuzjB+wzADSf2sJoM0unKMBK5yyWW0JRPMcOK23xDabphR1103CaJFTjwJQBKxgxU5iNRqRwg\n5QSIDLBta+w46Heo+I7xZyHAdwHUHZs1MP+9xuV/NbpmH/CqKdB8AJTPpYiEwQCTR8A7X0GFqk/0\nHBS/y+jeGwVpqVhduIH5Z5NROTo+URvPSsLOndwbO5bKe/dSvHXr5z0c6T/uke9cJSQk4O3tzZ07\nd7J9Xq1aNY4cOYKzszORkZG0atWKGzdu5Gz8JVo/KUmSJEnSy+0q0czjDPUoy5t4Y4aaywSwkUOM\nYwBOlOQQm4jiHn14F9CxjwnUYiDlaUEUW4lgLbVZhgozIhmADW0pwdsIJQRDSj00xW6gUjtByECw\naQBOH0LSDTjWGjrdBbU5RJyG3UNhREDWbNS89tBgMDQaljXgu9fhy1bw6w0o7pDzhv76GQ5uhsWH\n8y7Nngv9pnXoPhqL+ey5mPUZUKBnWthSL17kVseOeOzYQbFGjZ5p34aMDO4sW0bFwYMxs7F54utf\ntN+T5TtX+fPIOdOgoCCcnJwYMWIEvr6+1K9fn59//pmoqCicnZ0BcHZ2JioqKs82hg8fToUKFQAo\nWbIkdevW/WdTur+XLMhjeSyP5bE8lsfyWB4/z+NwkrjSypo3qUeqTyDHOYpbKw/WcYB6PmW5ji/F\nWincI5CyPnU5zgk0rY5TloYE+SjcYD0lW/1OTX7jqM8J0jhC7VZx2PEmPj4+KBkzaNlyDCq1Ez4H\nNsG97bQa8qux/41fg9KCVmrjsj2fVd+CTQtaZSZWPhv/hFMXaDV6R/bxH/8Ben+GzwW/nPcXE0Gr\nhd/AilP4HD2ar+fRsmVL9LO/4/C8OZh9NYM2mYlVUfjfJ7fjV6tW5XaPHoSMG8eDtDSM3xZu/0II\ndi1bRuShQ9gfPIh9nTrcdnDAqlSpx17/98/BwcFIL69HzlydP3+eJk2acPLkSRo0aMAHH3xA8eLF\nmTdvHnFxcf+c5+DgwIMHD3I2/gJloT4+Pv/8RyBJT0vGkWQKMo4kU5Bx9GTiSccOC9SoAQgjmvms\nZyjd8KQ8t7nKPtYyiI+wwx5f/iKWAFrxFSrgCqNwpB2uDMLAfUJpgwsrsKQOwnAJQ2pnNLY3Uans\nIPIr0EWC++8gFNhbEZpshxK1waCF38vC4ItgV844uLVjwNYJuk7NGrDfIZg30lh63dwy+80oCoxq\nC827wPBP8nX/Qgh0Ez9EOXoYy827UZUpW6RjyJCSQmDLlpTs1QuXSZMKty+tlmgfH8J27SJ81y70\nqamU79sXjzffpGStp3//7EX6PRnkzFV+PXLmys3NDTc3Nxo0aABAnz59+O6773BxcSEyMhIXFxci\nIiIoXbr0MxmsJEmSJElSYSiJ1T8/R3CfBWygL+3wpDyxRLGHVbzOKOyw5y7HuctR2jMLNWaEMB8N\ntpTlDQSC+0yiOP2MiZVQMKS/h9rya2NiZUg2FrLwOGbsLPYYmJcwJlYAIfvBoVpWYpWWCBdWwxfX\nsgZrMMCSj2DYzJyJFcDyH0CvgyEf5evehRDoPhyD8LuM5Z4jqEoWbB+swiZ0OoL698eqVi2cP/+8\ncPoQgpgTJ7jz55/c27QJO09PXLt1o9natdjXrfvP/kmS9G+PTK5cXFxwd3fn5s2bVK1alQMHDlCj\nRg1q1KjBsmXLmDhxIsuWLSvUXY6flaL6lxnpxSLjSDIFGUeSKcg4ejq3CWUJW+lJa+riSQZpbGER\nLeiOKxWJI4gLLKIV/8OKEsRzlii2UZeVqFCTzFZ03MCJXwAQuj9B6FCZv2nsIHY+FGsFVp7G47sr\nwH1I1gACN0LVvlnH5/8Cz3ZQomzWZ0f+Asti8GqfnDdw8Tj8ORtWnYV8lCEXQqD//GMU30tYbt2H\nys7un++KYgwJvZ7goUNBCMovXGjyJCctMpI7f/7J7SVLUJmZ4TF8OF39/LBxczNpP9LL67F1KufO\nncugQYPQarV4eHiwdOlSDAYD/fr1Y/HixVSoUIF169Y9i7FKkiRJkiQVCgWFQ5zjEOcZTBe8qIiC\nwg6WUw5PatGYDJI4zgzq8zb2VETLfW4yhapMxQJH9EQSy2RcWI4aK4QShZLxGRqbvahUGtDHQcxs\n8Dhi7FSfAuEbod31zEEY4M52aPJV1sBOLYbXvss61mUYKwR+vCpn6fWIu/BJP/jmTyhbPl/3rf95\nFoZD+7HcezRbYlUUKRkZBA8ZgiE+Ho+tW1E9YWn5vAghiPLxIXD+fCIPHMC9Vy9eXb4cx0aN5AzV\nvwjDtcef9KRUT14MpCh7bHJVp04dzp07l+PzAwcOFMqAnpeivK5YenHIOJJMQcaRZAoyjvIvklhW\nsQdzNExgMA6UAOAIW9GhpQ29ECic4ifcaUI5miLQc5MvcaEnJWmUuRzwI+wYhiXGzXWV9HGozN9E\npfE2dhT1PyjRC6yqG49DV4Njc7AqYzyOOAW2rmCXmRhFXIOkKPBsmzXY/YuhXE2o3jT7TaQkwXvd\nYNgEaNY5X/dt2L4Fw29zsTx0CpW9fY7vi1IM6e/f506vXpiVLo3Htm2orawef9FjKDodwatW4f/j\njyg6HVXHjqXx4sWYF/Ek83kypPUzeZsqTX2Tt/k8yR3WJEmSJEn6TxIITuLHDo7RhaY0pS5qjDMV\n5znMHa4zkA/QoOEa6zCQQW0GA3CXhYAad0YCkMhSFBIoyfsAKLpNCMUXjfUyY2dpfhC/GjwzZ6mE\ngNu/QM1ZWQO6vR0qdcs6vrAa6g0AdebyPr0ONs2ET/61YkhR4LOBUKcJDPkwX/euBNxAO+5tLDfu\nROVatJe8pfn5cfv117Hv35+y06ejUqsL1J5iMBC0YgVXpk7FtlIlvL//njIdOshZqnwwsy2EmSsA\nVhRSu8+eTK4yFZW/zEgvNhlHkinIOJJMQcZRTtsIoC0VKYYFAsEWfPAniA8YiDNZ+0Rd5jgX8OEN\nxmNNMSK5TCB76Mhs1JjxgBNEs4M6rECFBi3+xPMjZdmOCnOEch8lfSwa6w2oVNYgDBA6Glymg1kp\nYydRu4z/Lt0ha4BBO6HDH1nHlzfC4D+zjk9uAOeK4Pmv/ZwWTYekBPhxU86lgrkQaWloh/TF/Kvp\nqOs3yPO8ohBDcevWcW/sWNzmzMFh4MACt/fg8mXOjBqF2sKCV1esoHSzZiYYpSRlkcmVJEmSJEkv\nPT+i2EUgnakMwE6Oc5tQPmAgNpmVAgWCU+zlKqfpzzjscCCZKE4zh1f5GGscSCecW0ylGt9jgSMK\naUTzLg5MwZyKACjp76EyfwOVWebSvdgFoDIDh7eMx0KB65Oh2pSsZCghCFKjwTkz2Ym+CWkJUO6h\n5GfnXOj5afYbu3oO1vwKay9CPt9B0n3+EeoatdAMH/nEz/FZEXo9YZ9/TvyGDVTetw8bb++CtScE\n/rNnc33WLLxnzqTS8OFypkoqFAWbV32JPLzBmyQ9LRlHkinIOJJMQcZRFoFgJX4MpBbmaPAjkPNc\n5x16/5NYpZPKVhZzh2sM5ENKUgodqRzjO7zoTWlqopDBDSbiyjDsMt+resAULKiJLcYKf4puHUK5\njNpyurFzbQhE/g/cFoEq89euu8tAYwlle2cN8vZW8HgtawngtV1Qoyv8vQTu7jWIDoEGDy0bNBjg\n69Hw8Wwo/VA1wUcwbN+CcmAv5nN+e2xy8bxiSBcZSWC7dqT5+VHt/PkCJ1a65GSO9enD3Y0b6XTu\nHB4jRsjESio0MrmSJEmSJOmlFksaXahCU9xJJpW17GMo3bDFWKUsinssZxa2lGQA47GlBAZ0nGAW\nTlSjCl0BuMMPWFGWshiXpyWzhTROUooZqFAhlFCU9HForJdnLgcUxuWATh+BVTXjYDJi4NrnUHte\n9iV8NzdA5V5Zx/57watT1vGhZdB6KGgeWnS0cyVY2UDXQfl6DkroPbTvj8Z88coiWxkw8eBBbtSv\nT/FWrai8axdmjo4Fai8tMpIDLVtiXqIE7Y8cwbZ8/qooStLTUolC3A75ZdptWZIkSZKkF9NkDtEB\nD5pTnpXsxgYretIagJv4so81tKcfnhhnSBQMnOZnDGhpyqeo0RDFVsJYTm2WYYYtWm4Rweu4sBpL\naiGEASW1PSqz1qgtJxs7fvAnxMyBqmdBlblk79wbYFUWav2QNcCEIFjZAEaHg8bCWG59khNMDQEb\ne2OSNrI8TN4JFWoZr1EUeN0LvpgPjdo89hkInQ5tl9aoO3bFfELhbLxbEEp6OuGTJxO3ahXlly3D\nrl27AreZHBTEwfbtqTR0KDUnTy5ys1Uv2u/JhTneF+1ZPIp850qSJEmSpJfWTWKJIoUmuHOXSPwJ\n4kuM7z75c4HDbKYvY3HGWDFPwcBZ5pFBIi34AjUaEvElhHnUZBFm2KKQQjQjsedzLDEmO0I7E4EB\ntcUkY8e6cIj4FCrty0qswjZC/EVovTj7IK/8AdUHGRMrgODTUNrTmFgB3DoPFtZQvmbWNWcOgqUV\nNGydr+eg+/JTKG6H2UcTn/whFrKU8+cJGT4cK09Pql2+jLmTU4HbTAwI4GD79nhNnIjn2LEmGKUk\n5Y9cFphJrk2XTEHGkWQKMo4kU5BxZLSJ6/TAEw0qtnKEzjTFCkvucYtDbKIvY/5JrPRkcIJZpBNH\ncyahwYJ0QrnBp1Thf9hQAYEghg+xpB7FM5cHCv1RFO0vaKxXGjcLFgLujQLHd8Ha+G4WGbHg+x7U\nWwpmD22aqk2GK4ug7kMJwM2DUPWhva3O7YBGPbIvI9y5EnqMyFd1QP2yxSh7dmCxeOUTlTEv7BhS\ntFrCJ0/mdteuuEyaRMUNG0ySWCVcv86BNm2oPXWqTKykZ04mV5IkSZIkvZRCiCeAWNpRiQBCSCCJ\nxtQilWR2sIwuDMYJYyGINOI4xGTMsKQ5X2CGJTriucZ43HkLe4yV/+L5EQPhOPJt5ntWkRjSBqK2\nXopKnblf1INFoI+A0l9kDebKh+DWHxxfzT7Iiz9DubZgXzXrs4AD4PnQsrjL+8C7Y9axosDRHdC2\n52OfgWH/HnRTv8Bi/Y5cNwp+XtIDAgho0oTUS5eofvkyDgMHmmTZXvzVqxxs1w7v77/HY8QIE4z0\nySSGhrLrvfc4Mm3aM+9bKhpkcpWpKOzlIL34ZBxJpiDjSDIFGUewjmv0wBMLNJkbBTdDg5pDbKQa\n9ahIdQASCeUAn1GW+jTmAzSYYyCF64ynFG0oQz/AWMAiiTWUZglqrBBCiyGtL2qLkajNOhs7TfeH\niC+g3F+gzlzmF7UHYo+B1zfZB5h415hcNZ2e9VlqHIRfAY/M/ZcyUiHYD6o9lJTdvgZ29lCm3CPv\n33D4ANpRQ7BYtQl1Vc8nfn6FFUNxa9dys1kzSo0ahcf27ZiXKWOadn19Odi+PfV++IGKg/JX5MNU\n4kNC2DlmDAtq18bcxob6o0c/0/6lokO+cyVJkiRJ0kshFQPJ6CmNJUHE4U8M42jEVW6jx0BdPAkm\ngHCCGIHx3ah4QvBhKnUYTEWMhSEMpHOdjyiGJ+UYA0A6Z4llMmVYixmlEUKgpI9DpXJAZTHFOABD\nEgT3hjIzwMrL+JkuES6Nhnp/gJlt1mCFgANvQ/0PoWSlrM8DDoBHczA3lojn9kUoVwMsrbPOuXEZ\narzyyGdh2LUd7Zi3sFi5CU3jVx957rMiFIWIr77iwYoVVN6/H5u6dU3WduyFC/h07corc+dSvm9f\nk7X7KEIIws6c4ezcudzas4d6o0bxXkAAxUywtFF6ccmZq0xybbpkCjKOJFOQcSSZwn8xjqxRk4YC\nwGqu0IvqWKBhJ8fpQlNA4TCbaEVPzLEghWiOMA1vRmRLrPz5CEuc8eAzVKjQEkgUI3FiHhYYkyah\nnYswnEBt/Rcqldq4MfC9YVCsGTi+lTWoKx9D6fbGfx7m9xukxcIr/9oU+Mp24/5Wf7t9ATzqZz/n\nbiCUr0pelHNn0I55C8tNu9A0bf5Ez/BhpowhQ1ISQX37knToEJ5nz5o0sbp/9iyHO3em4W+/PZPE\n6sGtWxz77jsW1KrFpsGDcalXj/dv36bdjBkysZLkzJUkSZIkSS8HFSrKY81NYrlDHBNoykX8MceM\nWlTGl5NYY0sVaqMng2N8RzVepzzGBMRACv58jAVOVGEKKtToCSOSgTgwGRtaAqDodqFov0NT7CQq\nVXFj55FTQB8N5VZnDSh8M8QchDaXsw809jqcnAL9j4PGPOtzvRau7YTXvs36LMgXqjbKfn1MONRs\nmOszEDod2reHYjHnN9T1Hj279ayk+fkR1L8/xZo3p8KqVagtLU3Wduz58/h060bjJUtw69bt8Rc8\npcSwMK6sXMnV1atJioigeq9edJ0/n3LNmj1RkRDp5SeTq0xybbpkCjKOJFOQcSSZwn85jlZzhT7U\nQI1gJ8cZSCd0ZHCS3fTibVSo8GUFdrhRFeMv5HqSuc44bPDAg89RocHAfSIZQAneojjGGRFhuIyS\nPhyN9VZU6orGDuP+gviVUOUsqDMTh+RbxuWATbaD+UMb9uozYNdAaPYtOPzrPagb+8ClOti7ZX12\n9yq0fyv7eYlxUMIh13s3bNmAyqUsmh69cv3+SRQ0hgzJyUTNmsX9+fNx/fFHHIcMKfCYHpZw/To+\n3brRaNGiQkusovz8ODZ9Orf37cOrTx86/vQT5Zo3R63RFEp/0otPJleSJEmSJL00ArhPGIm0pSJH\nuYgLjlShHMfYQXk8caEcMVwnlFN0Zg4qVBhI4RpjKU4NKjIBFWoMxBHJAIrRgxK8A4BQgjGkdkNt\nNR+VWRNjhyknIfwjqHQIzDKXhOkS4HR3qD4VHP4163RyMpSoBDVH5hz8qcXQcGjWsaLAPX9wr5H9\nvLQUsLIhN4aNa9EMffNpHt0TMaSkoAsPR6Sno7KwQGNnh6ZECYQQZAQGEr9hA/cXLaJ427ZUu3QJ\nCze3xzf6BFLDwzncuTP1Zs/GvUcPk7YNkBwVxcHPPiNw925e/eQTXvvjDyyLFzd5Py+acF4zeZsW\n1Hj8SS8QmVxl8vHx+U//lU8yDRlHkinIOJJM4b8UR/4kY0BQk+Ks5xq98CKDDPZzhvG8QQIPuMxx\nhjERAzrOsYB6jMQCWxR0+DOBYnhSkU9QoUIhkUgGYk1LSvIxAEKJwZDaEbXFp6jN+xg71gYbC1i4\nLwPrzA1+DRlwuic4tYNK72YfaOgx8P8Lhvjm3J8qNghuHYWhK7I+iwmBYiXAtmT2cw0G0OT8FU4I\ngXLiKBY/LyjA08zydwwJg4HUS5dI9vEh5dQpUi9eRBcZiXnZsqitrRFaLYaEBAyJiQBYlC9PiS5d\nqHrkCFbVqplkLA/Tp6VxpEcPKr/9NhUHDzZ5+1fXrmXP++9TZ+hQxt28iaWd3eMv+o9w4CuTt6nG\nFphp8nafF5lcSZIkSZL0QlvAXdriiA16gohnIs3YwmHqUw0XHNnGUurREjvsuc4GbHHGjcYIBHeY\ngQYbPJiYmVilEskQLKmHPV8a97ISCRhSO6Ey64va8n1jp4YkCOoOpSeCXWYZdmGA84PBwhFq/5R9\nkNpk2Dsc2i4Am1yKHuz9Fpq9A5YPVRQM9oPytfL/ICIjQGOGyqXgpc0NCQkkHjxI0MKFJO7di7mL\nC8Vbt6Zk796U/e47LD08UD2npXHn33uP4h4e1Jg0yaTtGrRa9owfz52DBxm4cydlXyka76wVJVbI\nZ/I4MrnK9F/5655UuGQcSaYg40gyhf9KHN0hlQCSmUU15nGa7ngSRwIXucEXvEkIN4kghM4MIplI\nbrCNDsxChYpItpDIFerwJyo0KKQTxQjMqYQjX2cmVskYUrug0ryK2vJrY6fCAHcHgk1jKDU+8zMB\nvuNA9wCa7ALVQ4mHEHBwDLi3gsq5LGELvwpXtsKXN7J/HnQZKnnnPF+jAYM+x8fK3RBUFSo+1XME\n41K/+A0biFuzhuQTJ/Bq0YLi3bvj+v33Jl/W97SC16wh+vhxOl+4YJJNh/+WHh/P2l69sLC15e3z\n5+VslfTUZHIlSZIkSdIL6y/C6EsZ4kjFl0jG0IC17KEV9bHGggOspw29MMOcEyykGj2wxZlU7hDC\nPGqxCA02CPTE8C4a7CnFbFSoESIFJbUbKrUXaqs5Wb/Mh08AJQXcfs1a3hf4PTw4Cc2PguZf1fAu\n/gQxvvDGyZw3oCiwbgx0/gqK/atIxc0z0H5UzmvMLECvy/l5dBQqZ5cnfoa66GiiZ8/m/uLFFGvS\nBIdhw6i4fj0aW9vHX/wMpYaHc/7992m9ezfmJhxbYlgYKzt1okLr1nT86SdZrEIqEFk7MtN/cT8Q\nyfRkHEmmIONIMoX/QhxFkYEPD+iDC9sJoD0exBFPIHdpRX3Oc5iSlKIytQjhKOnEUY0eKOi4yWTK\nMwYbKiIQxDIJQTpO/IIKDUKkoaR2B3VF1Fa/G/eyAoj5CZL2QvmNoMosox6+Ce7MgyY7slcGBLi+\nHC78BK9vA/NiOW/ixG9g0BmXBD7MoIcbp6B6LhsAm5mBPufMlYiPQ1XSPt/PT+j1RM2ezfXq1VFS\nU6l28SKVd+zAYcAANLa2RS6Gzr/3HlVGj8axfv3Hn5xP0deusaRpU2oNGkSnOXNkYiUVmJy5kiRJ\nkiTphbSMMLpTGg0KRwlhDp3Zyn7a0IAMkjnHIQbzMRkkcImltORL1JgRwnwscMKZngAksIAMLlGG\nzaiwQAgtSlpvULmgtvojK7F6sNyYXFU+DmaZSUyCn7Hk+qu7wfpfS+f8FsLpadDnANiVz3kD0Tdh\n5xT48Dio//VL/c0z4FQOSjrnvE6lAkTOz5OToNjjZ3SEECTt20fYpEmY2dvjeeYMVpUrP/a65yl8\nzx7ir1yh6apVJmszYPt2tr31Fh1//JHahVAYQ/pvkslVpv/K2nSpcMk4kkxBxpFkCi97HEWSwV5i\nWIc3ewikIa7oSCOQewykE3tZiTctKIEjJ5hFJdriQGUSuUwUW6nLSlSoSOUAifxBWbajxhYhDChp\nQwBL1NbLUP397lT8eoiYCB6HwKKc8bOMWDjTE2rPAfuHXvQXAs5Mh2tLoa8P2OeSuOi18OdA6DIV\nnHOpqHdyAzR6Pfeb1+tzrxaYmoqqWC6zYw+J37yZ8C+/BI0Gl0mTsO/fP893l4pKDCkGAxc/+QTv\n2bPRWFkVuD2DTsfhyZO5snIlb2zbhlvjxiYYpSQZyeRKkiRJkqQXzkLu0gsXbFGzi0Cm0ZqDnKI5\ndYklnHCC6Mwg7nGSRO7RhA/Qk8RNplCZL7CgFDpuE8OHOLMEM1yNpczTx4OIRm2zG5Uq89ek+E0Q\n9h5U2gdW1Y2fKXo4/waU6QnuA7MGJgQcnQAhB6D/cbDNo3Lflk+gpBs0H5PzO206HFkFM0/kfm1a\nCljnkkSlp8Ejko+Ir7/mwfLluM+bR/EOHUxaEKIwhaxZg3nx4rh1717gtuJDQtg4YABW9va8ffEi\nxZxyqdwoSQUg37nKVNTWFUsvJhlHkinIOJJM4WWOo1ukcJw4huLKAe5QFUeKo8aPQFpQj2Ns51U6\noZDORRbTkPdQY84tvsGBZjjQAoVkongLeyZiRQMAhPY7hOEYapstqFSZSUrCFgh7FyruBus6WYO4\nNtGYSNWYkX1wxz6D0KPQzyfvxOrcSri2AwYvzbnfFcCBJVClAZTJY6lebCQ45rJcMD0drKxzvSTN\n35+YefOoeuIEdh075iuxKgoxpOj1XJk6lTpff13gZDDYx4c/GjWiWq9eDNyxQyZWUqGQM1eSJEmS\nJL0wBILZBPEW7lgAm/Hnc5pzmPM0pAb3uUci8dSkEWeZRzmaUgpPIlhHOqFUZRoChRjex4oGtfNY\nfQAAIABJREFU2GF810bRLkPRLkRT7CQqVQljZ4k7IXQ0VNwFNvWyBhG8GCK2QaszoH7oVym/hXB7\nKww4AVZ5FJa4cxI2fQjjDoJNLuekJMC6b+DLbblfrygQFgRlK+R8NlotKguLXC9L3LkT+/79MS9d\nOvd2i6jgVauwdnHBuU2bArVzY+tWto8aRe/Vq6nUtq2JRidJOcmZq0xFZV2x9GKTcSSZgowjyRRe\npjjaRyqGzAIOu4khCT29cWEbAXhSitJYcoartOYVjrODpnQmEl9i8Kc2g0jiKvdYhCczUGNJHDMx\n8ABHpgOg6HaiZExEY7MHlbqssdPkI3BvBFTYBjYPVaeL2gvXvzBWBrR4qHR69CU48YWxKqC1Y+43\nEn4F/ugJQ5ZD2Tw2B176MTR8DSrnsVlrdBgUswPb3Pdhymt2x5CUhMY+/5UE4fnHkKLTcWXaNGpP\nm1agWauQo0fZPmoUg3bvlomVVOhkciVJkiRJUpG1hWT2kUI6gli0/Ewwk/DgAalsJ4Ch1GE/Z3iF\n6sRyFy0ZVMaLC/zOK7yDIJ0APsODL7DGnUT+IoUdOLMYFRYo+sMo6SPQWG9FpcksLJF2GUL6Qrk1\nUKxR1mAenIbzg6HRRijumfW5LhV2DYRWc8C+au43EnENfu0IfX4Br065n3N4OVw9AsNn5f1A7vhD\npeq5fqWysEBotbl+Z1mxIhkBAXm3WwTd+uMPbCtVwrkASV7CvXts6N+fXitXUtaEJdwlKS8yucpU\nFNYVSy8+GUeSKcg4kkzhZYijALR8SSzDscMGFdO5RQ+c8cKWRVzgNTwxx8BZrtGeRhxnB83oyg02\n44gnLtTmJpMpRQccaUUKe4nnB1z4Cw2OCP0RlLT+aKzXoTLLTKIybsOdruA6H4o/tBQtwRdO94D6\ny8CxafaBHvsUSntD9YHkKswP5rWDnrOhXv/cz7niA0snwKQtYJP7rBQAt65CJa/cvytmayzHngvb\nVq1IOnQIkcv+WHl5njGUERfHlalT8Z4586nbEIrClqFDaThuHB7t25twdNLztH79emrUqIFGo+Hi\nxYv/fH727Fm8vb3x9vamdu3arF279p/vLly4QK1atahSpQrjx48v1PHJ5EqSJEmSpCLnAQbeJIqv\ncKAmlmwgkmi0vI07x7hLNCm8TjW2cZSW1COMAMyxwAUnbrEHb4YTxjIU0ijPGNI5z30+xpmlmFMR\nRX8YQ1of1NZrUJm1MnaaEQR32oHLFCjZJ2swSQFwsjPUmQcuXbIP9NYWuLMD2szP/UYi/WF+R+g9\nB17JI/m6dQFm9YMJa6BcjUc/mIDL4Fk3169U9vaIuAe5fmdZoQLm7u4kHz366PaLiEuffIJ7r144\neHs/dRsXFi1Cn5FB04kTTTgy6XmrVasWmzdvpkWLFjk+v3DhApcuXWLfvn2MHTsWg8EAwLvvvsvi\nxYsJDAwkMDCQPXv2FNr4ZEGLTM97XbH0cpBxJJmCjCPJFF7kOEpDYQRRdKYYfSnODZL5nbsspjZJ\nZLCEi3xBC4IJI4hw+tKWlcyiM4PwZQWedEdPBOGsog4r0BNKNCNx4hcsqYuiP5Q5Y7U+K7FKuwJB\nXaD05+A4OmswqSFwoj14TQfXvtkHGusP+9+G17eDVcmcN5IUDQs6Q/cZUK9f7jcb7Adfd4UxC6F2\nPoo2+J2BoR/n+pXKyRlx5FCel9r370/c2rUUz2dxiOcVQ3c3bSLq0CG6XL781G2kxcVxePJkhh48\niFqjefwFUr5EsdXkbZqTxzuKeahWLZd94QBr66xKmWlpaZQoUQKNRkNERARJSUk0bNgQgKFDh7Jl\nyxY6dcpjeW4ByeRKkiRJkqQiQ4vgbaJxx4xJ2JOAjokE8AmVKIcVX3OEjlSmAiWYyWZ60wZ/zuKI\nM9boeUAgDXmXq7xFRSZgTjHC6U9JPsCGNsZ3rNIGZE+sErZB6EgoOwfs38gaTHqkMbGqMgHKj8g+\n0KR7sLkLtJwNZRqRg6LA8iHG2apGw3K/2eAr8L+OMHIONM5jw+CHxUbBgyioXDP3713dEGGheV5e\nslcvbjZrhvuCBajURXPxUuz585wdPZrWu3ZhbveI5ZGPcWLmTKr16IFzrTwKh0hPJRFfk7RzxieI\nsz7BAJhRwiRtgnFp4IgRIwgKCmL16tUAhIWF4ebm9s85rq6uhIWFmazPf5PJVSYfH58X+q98UtEg\n40gyBRlHkim8iHGUgWA00Vig4iecUIBJ3KQVDnTEie0EkIKOvtRgF8coixNVcWUxS+nLWC7zK7V4\ngyjWY4UrjrQnhtFY0Qg7hiP0J1HS+mUlVsIAkV9B3DKosD178YqMWDjRAdwHg8f72QeaEAwb24H3\nOPAamvvNnPgd0hOgy7Tcvw/2MyZWb/0EzfN4DytHm3ugYRvIYyZGXb4CIiQ4z8utKldGY2dH2pUr\n2NSpk+d5f3vWMRR9/DjHevem8eLFODZo8NTtpMbGcnHRIkYXYOZLyl0VppimnVYwuFXW8U9Ts1eD\nbN++PZGRkTmu+/bbb3nttdfybLdhw4Zcu3aNGzdu0KlTp+fy/4EyuZIkSZIk6blLQeEtorFDxTxK\nYwbM4A5qYBwVuMUDNnCdmbQnjCjOcJWJDOcUe6lMbfREoCOFMnjhy3TqsJxkVqDnLqWZhzBcw5DW\nE7X1X8bEyhAPIW+Akg5VzoP5Q5vyZtw3zlg5dwbPydkHGusPmzrCK58Yk6vcJETArinwvg9ocvlV\n6+8Zq7d+zn9iBbBvPXR8xPnOLpCWikhIQFUi99kA2xYtSDl+PF/J1bMihODm/PlcmTqVV1esoGzH\njgVq7+y8eVTr2ZMS7u4mGqH0rO3fv79A11erVg0PDw9u3bqFm5sboaFZM7qhoaG4uroWdIh5Kppz\nws/Bi/bXPaloknEkmYKMI8kUXqQ4isVAXyIoi4b5lMYCFX9wjysk8R2epKFlNicYzSs4YMlf7KI3\nbdGSxDXO0pTO+LGSWgwklD9wpgcatMTxPU78CkoShtTXUFvORm3WEXQRcKsFWHiAx/7siVVyIBxt\nBs5doMYMeHh/pagLsKENNJ2ed2IFsHUiNH4TyuRSnCL0xpPPWAGEh4DvKWjbM89TVCoVqspVEYF5\nl1y3adCA1AsX8tXls4ihxIAADnXowJ2lS+lw/HiBEytdWhrn58/n1QkTTDRCqSgTQvzzc3BwMPrM\napghISEEBgZSpUoVXFxcsLOz48yZMwghWLFiBa+/no9luE9JJleSJEmSJD03wejoTjgtseYHSmGG\nihWEsZsYfsELa9T8zGka4saruLOdo7hSGm+qsp+1vEpnHnAFNWY44EIsh3FlGPf5jJKMw1xUQkkb\njMq8D2qLIaCLhNutoGQ/cJ0LqsyZJWGAO/PhyKtQ+SOoMT17YhV2AjZ1hrYLwGtI3jcUcBBuHYFO\nk3N+F3MXvuoAQ7+D5gOe7EEt/Bp6jwIb20eepq7iifKI5Mq6Rg3Srl9/sr4LQXJICGfeeYd9TZtS\ntlMnOp4+jV3VPPYIewK+y5bh2qgRpfIoeiC9+DZv3oy7uzunT5+ma9eudO7cGYBjx45Rt25dvL29\n6du3LwsXLsQu8729+fPnM3LkSKpUqULlypULrZgFAKIQFXLzJnX48OHnPQTpJSDjSDIFGUeSKbwI\ncXRVpIu6IkQsEwn/fLZE3BOvi/MiUqQLIYRYJi6JL8VBoRMGcV3cEZPFApEsUoWvOCmWi1lCJ7Ri\nhxgjwsUlcVN8JULEQpEi9ol7oqVQhE4Y0ucIXXJjoSg6IfSJQtyoI0TE1OwDifER4mBdIY40FyLh\nWs6BBu8TYn4pIYL2PvqGEqOFmOwuxLVdOb9LjhdirJcQW3580sckxLFdQrR1FSIh7rGnar+eLLTf\nTMn7+/Bw4evklK9uTR1DiqKI6JMnxbEBA8Q6Bwdx6bPPRFpMjMnaN+j14pcqVUTwkSMma7MwvUi/\nJwtRuON90Z7Fo8h3riRJkiRJeubOk86bRDGdUrxGMQSCuYRwnAcspBZOWHCA25wilJm0J5U0VrKb\noXQDdBxjO30Zw12OYoU9JXHiLseox2ai6Y09n4MSjqKdhsbmJCo0cHco2DQE58xZJW0c+L0P949C\nze/BtV/22SqAm+vh4Fjovhlcm+V9Q4lR8FtXaDgUvDpn/04I+GUE1GwJPT7M/0MyGGDLUvjlc/h5\nC9jlUu79X1Rl3VAunM3zezNnZ/RxcShaLWoLi/yPpQCSg4MJXr2a4L/+QtFqqfLuuzT87Tcs8ngv\n7Gn5b9yIjaMj5Zo3N2m7kvQkZHKV6UVamy4VXTKOJFOQcSSZQlGOoyOkMpYYfsGJNtigR+EbbhNM\nKgupRUnMOUsYK7nCdNpgizkL2EpjalGVcmznT2rSCEdKc5ppvMpHRLAaZ3qg4xwANnRASR+Eynws\nKk1VuP8b6EKh/FpjApUUAKe6GN+tancdzIplH6QQcP57uDQX+uwHpzwKQBh0cO4v2P4FNBsNnXKp\nprZ/MUQHw4TVj384QsCNy7BvHexeDS7u8MchqJLPkuLFi0Nycp5fq9RqzBwcMMTGoi5T5pFNFSSG\n9KmphKxZw+0lS0gMCKBcnz40/P13nJo2RfXvBNYEFIOBI1On0n727EJpX5LySyZXkiRJkiQ9M6tJ\n4jsesARnGmJFKgY+4wZqVCygJtZouEQE8znLl7SkLHbs4gR6DHSmKbe4QiT36MRAAtmFPRUpiSu3\n2UVd1hDHeOx4GwzXEIZDaKwXgi4KIidD5SOgtoDUu3C8LVSfChXeyjnItAewfxQk3YU3TkNxt5zn\nJEbCiYVwciGU9oRRm6FCLvtdxdyFFZ/DN4fB3PLRD+fCUfhhAsTFQKcBxtmqanWf7AEnJBgTrEfQ\n2NlhSErC/DHJ1dMwZGQQ8Msv+M+ejWODBlT/5BNcu3RBbW5u8r4e5rtsGdYODlQuzHdpJCkfZEGL\nTD4+Ps97CNJLQMaRZAoyjiRTKGpxFIGesUSzgAQ2UYaGWPEALaO5ghOWzKY61mg4SxhzOM1nNKcy\nDvhyk9NcYQTd0ZLGftbRiTdQyMCfLdRmMFFspSRNUJNGBlcoxmso2h9QW4xHpbKFqK/BfghYeYGi\nhTO9oPIHORMrRQ9Xl8LymmBXDvofy5lYJd+H9e/BdC9ICId3dsK4g7knVkLAr6PgtQ+gfB4b//7t\nrznw6QAYNgF23obx3z15YgUoly+grvHoWS6VtTVKWtpj23rSGIo5dYpddeoQfewY7Q4fptWOHbj3\n6FHoiVVGYiKHvvySDj/8IGetpOdOzlxJkiRJkmRyoeiZyQMsUXMPHX5oGUxxZlEKG9SEkc44rtEB\nJ0bjjgoVB7jNSq7wBS2ogiNBhLGGfbxLH4pjwzaW4Ik37lTmPAspx6vYUYZA1uHJtySzDlt6ohIZ\nKLrNqG1vgT4G4leBp79xYAHfglUZqPxx1mCFML5bdXIK2JQ2vl9V5l/JkhBwZhlsmwj1+sOXAVDc\n6dEPYdvPkBIPvSc++ry1C2DVL/DXaShT7skf9t9DTE/HsHMbZh8+uj+NnR1KYuJT95OjXyHwnzUL\n/x9/pMGvv1Kud2+TtZ0fR6ZOpXKnTrg2bPhM+5Wk3MjkKlNRXpsuvThkHEmmIONIMoXnHUc2qGiB\nNekIOmJDY6wonrlg5ipJTMCfN3GnH2VQEKzElxPcYzptKIsdd4nkD7YwhC6Uw4UL+BBPLF0ZRhx3\nuMdJujCXWI5ggRO21CCUkZRmEUK3CZVZa1TqUnB/Ftj1MO5llXoX7syFNr5ZhSuS7sGeYZARD61/\ngfLtcxa1iLhmnK1KT4J3d4N7vcc/gIt7YNNM+P5U7hsJ/+30Afh9Giw/UaDECkD/21zUrzRE7VH5\nkeeZOTqiv3//se3lJ4Z0ycmcGj6c1NBQOp07R7FnvHFvlJ8fvitWMObq1WfaryTlRSZXkiRJkiSZ\nhAHBNZLwwhYHNPQl+7s/CoKNRPI7d5lCFVrgQCo65nCaZLTMoB0lsOI2oSxhK/3pgBeVCOYGp9nP\nID5CDZzlV+owBAtsCWMZbowgg/OosMSCmij6z1CZDzZ2GrcCXOcZfw78HsqPAuvMpX73r8KmjlD3\nPXjlU1Brst9QUjTsmQYX1xoLVTQfk/Oc3BxfBwvfg8+3gHPFvM+LCoNJQ2DGKnCrlL+HnAflwjn0\nP3+P5cFTjz3XzNkZXVRUgfoD415VR7p3x6F+fdofOYLG8jHvlJmYYjCwY/Ro2nzzDcVKl36mfUtS\nXmRylcnHx+e5/5VPevHJOJJMQcaRZArPI47i0DGDO0SQTiNK0gR7qmOLDWquk8wqwhHAYmpTHmsi\nSWI6x6iBExN4FXM0+HKTNexjGN2oRgUiCGEny+nBW5TEkSusxpISVKQNcRxHIQMHWhLLJGzpBSIF\noT+G2noVZASC/j4Uawa6RLi30lgZECAlyrgpcPNZUH1g9hvJSIaDs+HIXGgwGL7wB9tSj38AEbdg\n1VcQcAr+txcqeed9rl4Pnw+C/mOgYeunfuYAylU/Mvp1x+LXxY+dtQKwcHVFFxr62PMeFUMPLl/G\np2tXqn/8MdU+/PC5vOt07tdfUZuZUW/kyGfet/TyGTdu3GPPKVGiBN98880jz5HJlSRJkiRJBZKB\nHg1qSmHBKupyHy0nieMM8awkjHQUKmDDQMrSllJoUHGVaH7gJP2oQWeqIBAc5Cw+XOBd+lAOF6II\nZRML6cgbuOFBBJe5zX46MhswEMI8yjMGQQYpbMeVfQj9QVSahqhUJSBxCdh1BZUawjdCqZbG960A\nDr4D1QdnT6yEgAurYeun4NECPj0Pjo+YeQKIi4QzW+HEOgj2gy5jYczvYG376OvmTzEuFxw5qUDP\n3nD8KNohfTH/YS6art3zdY1FuXIkHTr01H3GnjuHT7duxver+vR56nYKIu7OHY5Mm8abJ06gUsv6\nbFLBbdu2jWnTpiGEyPWPBUIIZsyYIZOr/JJ/JZZMQcaRZAoyjiRTeJZxdJggFnMJF2ypjTMtqcBr\nlKY7zjnOFQh2EMAGrvMBTaiLCxloWct+IrnPRwzCHjvCuMMWFtOeflSmFgnc4zQ/05QJWONAOKsw\nxxF7WvB/9u47LIrjDeD4d+/oKIIoimBvsffesCv2EjWxR6NJLDHWaIyxRI1dYy9RYy/YCzYUxd5L\n7KIoKk1B6gF3t/v741BETjz0bD/nkyfPw93Ozs1uBrLvzcw7sWzGmpJY4IZeNxrJoqnhw6L3Qeak\nUY1HXpCrs+HnBwfhyRXwXJfcsJgnsKobPHsI3TdAvqqvv+DocPBbC0fWwoOrULYRNP4JyjcBK5s3\n37DtK2D3GlhzBtQmTDM0QtFo0E2biO6fhVj9swp1nfomn2uVNy8JAQFvLGesD0Vcvoxv06ZUWrIE\n92bN0tFi85H1erZ27UqNESPIUrjwR2nDl2o95k9WkpUiZq/zbQwYMICuXbumWSYiIuKN9UiKoijm\nalSqyiWJ91i9IAiCIAifCC16HhLFWR7jwz0yYElTClMFd6yTvsv1J5wVXCIOLYOoSnYyEMJTlrId\nd1xoTwOssOQOV9jDGprQmbwUJYYQDjKSknQiD7XQ8IDLdKckS7EhF4/xxJEB2Cn10cfkQG1/FIlc\ncDULFLkPWIN3Nmj0ECwzwcY6UKw7FE0KtsLvw+y6UKoVNJsAaiOpw/U6uOILh1bAme1QzhNqdYRS\n9cHSyvQbtX0FzBxm2Bg4X/ofKpWYGPQr/kE7cwqqSlWwmjQTKYdbuupIuH+fW9WqUcKEqYEvS3z2\njN1lylB6wgTyfPNNus41pyPjx3PvwAG6+Ph81qNWn9tzsiRJ6BXde6lbLVl8VvciLWLkKolY4yCY\ng+hHgjmIfiSYw4fsR0e5SBzxuJONVhSmDUU5z2N2c5vFnMMdB6JJJBEdLSlCYwqgRsVFbrGefTSj\nJlUw7M10Dl9OcYA2/IAruYkmCF/+oAhtyEMt9MRzkxHkohe25EbDERRisKM+6E+AlBVJVQBijoB1\nIbBwgpA9kKmMIbB6eh3Cr0PhDobGa6JgXiOo2Qdq/5LywhI0cHYXnNwCF/ZAtnxQ8xvoMR0cTFiD\n9TJtIsweCfs3wmKfdAdWSmQkujnT0S2eh6p6LazXbUVVtnz62pDEyt0dXWgocmIiKqvXB4av9qGL\nI0bg2rDhRw2sAnx9OT17Nr3Onv2sA6vPlYq3G2n9nNy9e5fZs2cTEBCATmcIJiVJYvv27SadL4Ir\nQRAEQRDeSQZsecIz9nOSVeymFmXxoBzlcSOaBB4ShR2W5CQTKiT0yOzgCOe4/mJ9lR4dPnjxiHt0\n5Bcy4cwzAjjMOIrTnvw0QEHmDmOwJTfZaYeCTDgTcGQQEir02jWoLNsbGhW9HzImTZUL84GsdQ0/\nX1sBRTonj05t+hkK1EwZWMXHwubJsHsu5CsNVdtCt8ngnL4RIsAQVPlsgQVjIGcBw1RAp/QFZvpd\n20ns3xt1vYZY+5wwKWlFWiS1GgsXF7RBQVjnzm3SOTH373N//Xqa3779Tp/9LsLv3MGrQwdar1qF\ng7v7m08QhLfQsmVLevbsSbNmzVAlBfDpSdgipgUKgiAIgmA2oYSzm2Pc4xEt8KAMhZFIfjAJ5glr\n2Ys1VnShCRmwI4oIdrAcOzLQhM5YYUMo/3GMqZSjJ7mojoKMP3+hIYBizEaFNVH8SwybcWUrKBr0\nMblQ259FUuWBWxUgxxTI4AGHykOJGeBcHZYVhCYbIFtZCDgF/7SBkTfAOikBxYNrMLEl5C8HHf8E\n1/zpuwGKAoH+cPYwnPKB43uhYAnoNgRqeKbeQ+sNdP8sRDf5Tyz/XY+6chrrwNLpeunS5F62DLsy\naWQ0fMmFX39F1mopN22a2dqQHs/u3+ff2rWp/uuvlOvV66O0wdw+t+fk99neT+leVKxYkdOnT7/1\n+WLkShAEQRCEtyajZxFjyIgjruShFNXoRjP8eYgXPvhwmvIUxRILbvOAWzygMVWpThlUSNziEvvZ\nQHk8qEhdJFQ84CjnWEIVBpKdkijouMMENNynKLNQYU0id4hgCq5sRkJC1v6LpK5qCKy0jyDRH+yr\nQWIExNyEzJXg6VWQdeCSFFDs/sOwf9XzwCrgCvxRH7pOgjppL2xPQVHg/FHYux4O7zCszyrvARXr\nwMDJkO3tRln0vj5oJ47Bev9RVHnfbR+sV0nW1igJCSaVlfV67q1cSd0DB8zaBlOFXr3KGk9Pqgwa\n9H8TWAmfrn79+jF69GgaNmyI9Ut7t5Uta8Lm4ZgQXOXJkwcHBwfUajWWlpacPn2a06dP07dvX7Ra\nLRYWFsybN48KFSq8/VV8AsQaB8EcRD8SzEH0I8EcPlQ/klDxDQOIJoIAbrCOWRSlAjVoyhC6cI27\nXOMuevQUIjcdaIgt1ujRc4jt3OYSrfieHORBQeE6m7nFbmozGkfyoCeeW4xAJpFizEaNHXoiCaUH\nTgzHikIoigY5YSJq2w2GRj1bDw4tQLKEsIOQuRqorODuTsjX1DB6FHQNHl2C77cZzomNhAkt4Ltp\nhkQVpoiLha1LYe0csLAAz44wz9uwnuod931SoqLQ9u6G1aJ/zR5YAchRUagypJ0u/nkfCvPzw8bF\nhUxFPnxWt5s7drC9Rw8azphByY4m/ncRhHdw9epVVq5cyaFDh15MCwQ4dOiQSee/MbiSJAlfX18y\nZ8784r2hQ4cybtw4GjZsiLe3N0OHDjX5AwVBEARB+P8hIZGJzGQiM+7kpyy12M961jCT5nxHcfJT\nnJRT6yJ5yk5WYIMtnRmCLfbo0XKORYRzh/r8hR1Z0PKM6wzEBjcKMwkVlsjEEkJXbKmFA4aHbTlh\nApK6MpJFZcMo0tPF4L7A8GEhuyBbY8PPd3dCpZGGn48thCo9wDLpm+lVv0GpeqYFVhFPYN0cWDcX\nytWE0UugbPV3Dqhepps0DlXteulKsW4qOSGBxAcPsMqTx6Ty9zdsIFe7dmZvR1r0Wi2Hfv+dK2vW\n8M327bhXrvxBP1/4cm3cuJF79+5hlUayl7SYNC3w1TmQrq6uREZGAvDs2TPc3N5igecnRnxLLJiD\n6EeCOYh+JJjDh+hHQVwgkOMoyNjgSDZKko2SNOc7znOY1UyjFi0oSgVUqIgnjosc5SyHqEg9KlAb\nCRVxPOEYU7HBkbpMwBJbEgjmKv3ITA1y09eQsIJIQuiCJQXIzGgAFN1JFO0i1PYXDI2K2g6SDdjX\nBDkRgrbDV3+A5olhb6ucHqBLhHNrYNApwznBd8FvHcy/ZfxCNXFw7zrc+Q9O7Icju6B+W/j3GOQp\nZPb7Kt+5jW7VMmxO/2f2ugGi9+/HtnRp1G8YufLw8EDW6QjctIkGx4+/l7YYE/34MV7t22OVIQO9\nzp3DPmvWD/bZglCiRAkiIiLIli31Pn2mMGnkql69eqjVanr37s3333/PX3/9RfXq1Rk8eDCyLHPi\nxInXnt+tWzfyJH0z4ujoSOnSpV/8wff19QUQr8Vr8Vq8Fq/Fa/H6M3xdwiMHmSnIad//SOAO2T3O\nYkMmEn3LY40DbT1+5ABeLPGdjRU25PBwoiAlyO1bkTjUSB4qAjnOct+x5KQqXT2GIqFij+8aAvib\nZh79cKMjvr6+6HnKVx7zsaEyl33rIHGEWjW/Qq9px5FT/VBZ3MKjVlYI/g3fO99C0GE8CkdCxiL4\nnr4HAXvxyFUXLGzwXTYRol3xyJLPcD3Th0HOBnhkzJzyeqUYWD4F35OnIGsOPKpUgrI18K3SFhwc\n8UgKrMx5fxVFwafrt0jN2lIvW3bz16/Xs23oUBxbteL59rtplQ/evx9/Z2fOBQbikT+/2dvz6uvH\nZ8/yZ+PGFG7WjP5LliCpVJ9Mf3/X189/DjBhA2fh44mIiOCrr76iQoUKL9ZcpScV+xuzBQYFBeHq\n6kpYWBj169dn9uzZjBkzhj59+tCqVSs2btzIokWL2L9/f+rKP6HMH2/i6+v74pdAEN4llPO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iezoeBJUNmlrOz+v/DfEKiwGlzqp/4wXQL4DYPbm6D+Ysj7msXksU/B9284Og8KeEDD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ep0OPXrh0N0NPbduuEQGYnW9w+4Kt4CdOfPU7BxI3k//URJYiKtevUiYMwY/EaN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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0xdbbdbe0>"
}
],
"prompt_number": 29
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "<b>STEP 7:</b>\nUse the polygon to extract data from the SLAB1.0 array."
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Use the shapely function poly.contains(point) to iterate over a portion of the full array and determine if a given point is within the polygon (does not calculate a point on the edge...). If True, flag the indices to extract."
},
{
"cell_type": "code",
"collapsed": false,
"input": "extract = slabdata.indices_for_extraction(mask)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": "x = slabdata.extract_by_indices('x',extract)\ny = slabdata.extract_by_indices('y', extract)\ndepth = slabdata.extract_by_indices('depth',extract)\nstrike = slabdata.extract_by_indices('strike',extract)\ndip = slabdata.extract_by_indices('dip',extract)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": "sc_pl = scatter(np.array(x),np.array(y),c = np.array(depth), edgecolor='None')\ncbar = plt.colorbar(sc_pl)\ncbar.set_label('depth [km]')\nsavefig('extract_scatter.png', facecolor='none', edgecolor='none',\n orientation='portrait', papertype=None, format='png',\n transparent=False, bbox_inches=None, pad_inches=0.1,\n frameon=None)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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qHroid0XgvrZEZGmXXko90s5T6v6pZ+Gpn8Db3jU+v/D9gUk8R2lhvxQ4oPD0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\nHCzZAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x1349d518>"
}
],
"prompt_number": 32
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "STEP 8: Interpolate onto grid\n(NEED TO PUT THIS STUFF IN SLABTOOLS)"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from shapely.geometry import Point\nfrom scipy.interpolate import griddata\n\nlons, lats = np.meshgrid(np.unique(x), np.unique(y))\n\ngdepth = griddata(points = (x,y),values = depth, xi = (lons,lats),method = 'nearest')\ngstrike = griddata(points = (x,y),values = strike, xi = (lons,lats),method = 'nearest')\ngdip = griddata(points = (x,y),values = dip, xi = (lons,lats),method = 'nearest')\n\nfor ix, vx in enumerate(np.unique(lons)):\n for iy, vy in enumerate(np.unique(lats)):\n test = mask.contains(Point(vx, vy))\n if test == False:\n gdepth[iy,ix] = -999\n gstrike[iy,ix] = -999\n gdip[iy,ix] = -999\n\ndepth = np.ma.masked_equal(gdepth, -999)\nstrike = np.ma.masked_equal(gstrike, -999)\ndip = np.ma.masked_equal(gdip,-999)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "a = plt.pcolormesh(lons, lats,depth, vmin = -60, vmax = -5, cmap = 'jet')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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/qLMBlLyj5B9V+68bfn0skSMoRADpTN7aMjq4+i/JQOY96lrfMKbvJHblCKJ2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\nAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x13953a90>"
}
],
"prompt_number": 34
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "STEP 9: Save extracted data to netcdf file"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from netCDF4 import Dataset\n\nfname = r'i:\\Aleutians\\data\\SLAB\\uds_faults\\test1\\test1.nc'\nfault = Dataset(fname, 'w', format='NETCDF4')\n\nlat = fault.createDimension('lat', np.size(np.unique(y)))\nlon = fault.createDimension('lon', np.size(np.unique(x)))\n\nlatitudes = fault.createVariable('latitude','f4',('lat',))\nlongitudes = fault.createVariable('longitude','f4',('lon',))\nncdepth = fault.createVariable('depth','f4',('lat', 'lon'))\nncstrike = fault.createVariable('strike','f4',('lat','lon'))\nncdip = fault.createVariable('dip','f4',('lat', 'lon'))\n\nncdepth.units = 'km' # depth to slab surface, negative downwards\n\n\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": "#test = Dataset(fname)\n\nlatitudes[:] = np.unique(y)\nlongitudes[:]= np.unique(x)\nncdepth[:,:] = np.ma.filled(depth, -999)\nncstrike[:,:] = strike\nncdip[:,:] = dip\n\nprint(test.data_model)\nprint(test.groups)\nprint(test.variables)\nprint(test.dimensions)\n\nfault.close()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "NETCDF4\nOrderedDict()\nOrderedDict([('latitude', <netCDF4.Variable object at 0x0000000012D97BF8>), ('longitude', <netCDF4.Variable object at 0x0000000012D97950>), ('depth', <netCDF4.Variable object at 0x0000000012D978C8>), ('strike', <netCDF4.Variable object at 0x0000000014B822F0>), ('dip', <netCDF4.Variable object at 0x0000000014B82620>)])\nOrderedDict([('lat', <netCDF4.Dimension object at 0x0000000013CC6B88>), ('lon', <netCDF4.Dimension object at 0x0000000014C692D0>)])\n"
}
],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": "test = Dataset(fname)\nnewx = np.array(test.variables['longitude'])\nnewy = np.array(test.variables['latitude'])\nnewdepth = np.ma.masked_equal(np.array(test.variables['depth']),-999)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": "pcolormesh(newx,newy,newdepth, vmin = -60, vmax = -5)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 109,
"text": "<matplotlib.collections.QuadMesh at 0x1eef8e48>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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/qLMBlLyj5B9V+68bfn0skSMoRADpTN7aMjq4+i/JQOY96lrfMKbvJHblCKJ2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\nXC0goiQg3fmYTgXLnBgHEHX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QUbkAc4zk1T/gXv0rxAkIwsKlmrZTdhYLgiDUOCINJcGW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\nAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x1ea3ff98>"
}
],
"prompt_number": 109
}
],
"metadata": {}
}
]
}
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