{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from __future__ import division\n", "\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "from salishsea_tools import nc_tools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "restartU = nc.Dataset('/data/jieliu/MEOPAR/river-treatment/15days_nowcast_restart14/1hnowcastrestart06150629gridU.nc')\n", "restartV = nc.Dataset('/data/jieliu/MEOPAR/river-treatment/15days_nowcast_restart14/1hnowcastrestart06150629gridV.nc')\n", "coldU = nc.Dataset('/data/jieliu/MEOPAR/river-treatment/15days_nowcast_coldstart14/1hnowcastallthesame06150629gridU.nc')\n", "coldV = nc.Dataset('/data/jieliu/MEOPAR/river-treatment/15days_nowcast_coldstart14/1hnowcastallthesame06150629gridV.nc')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n", "4\n", "5\n", "6\n", "7\n", "8\n", "9\n", "10\n", "11\n", "12\n", "13\n", "14\n", "15\n", "16\n", "17\n", "18\n", "19\n", "20\n", "21\n", "22\n", "23\n", "24\n", "25\n", "26\n", "27\n", "28\n", "29\n", "30\n", "31\n", "32\n", "33\n", "34\n", "35\n", "36\n", "37\n", "38\n", "39\n", "40\n", "41\n", "42\n", "43\n", "44\n", "45\n", "46\n", "47\n", "48\n", "49\n", "50\n", "51\n", "52\n", "53\n", "54\n", "55\n", "56\n", "57\n", "58\n", "59\n", "60\n", "61\n", "62\n", "63\n", "64\n", "65\n", "66\n", "67\n", "68\n", "69\n", "70\n", "71\n", "72\n", "73\n", "74\n", "75\n", "76\n", "77\n", "78\n", "79\n", "80\n", "81\n", "82\n", "83\n", "84\n", "85\n", "86\n", "87\n", "88\n", "89\n", "90\n", "91\n", "92\n", "93\n", "94\n", "95\n", "96\n", "97\n", "98\n", "99\n", "100\n", "101\n", "102\n", "103\n", "104\n", "105\n", "106\n", "107\n", "108\n", "109\n", "110\n", "111\n", "112\n", 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"output_type": "execute_result" }, { "data": { "image/png": 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Rl6cQwRVtU1MiVJua5LqKNd9noM6fiTY/RUSb62zlEV1pC2mixnd2BuPd8GhH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qNGKbSJSH0UmfjbgdPN7EnC1Eefdvdn8z2HQpuIpJUmtP0jsBU4BOhfYtuaGzkydI8eOAAtaeqG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\nxNXZqJHUd+vVS5b36yeZr8cfHyjYAHHTNmokCRaXX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(10,10))\n", "ax[0,0].plot(rms)\n", "ax[0,1].plot(mvel)\n", "ax[1,0].plot(abse)\n", "ax[1,1].plot(maxerr)\n", "ax[1,0].set_xlabel('Time (hours)')\n", "ax[1,1].set_xlabel('Time (hours)')\n", "ax[0,0].set_ylabel('Normalized RMS error')\n", "ax[0,1].set_ylabel('Mean Velocities (m/s)')\n", "ax[1,0].set_ylabel('Root Mean Square error (m/s)')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dRHRNCKEyILG1lU25fvnx49kKLmPDXgPraZ/fdzr2NGqM9gjn7zuddqUspKyEc6FPQ4dc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\nrGuowatQKBQKhUKhWNf4/0JCooMN9bPbAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize=(12,5))\n", "mesh = ax[0].pcolormesh(rU[0]-cU[0], cmap='bwr', vmax=0.5, vmin=-0.5)\n", "ax[0].set_title('Difference in u')\n", "fig.colorbar(mesh, ax=ax[0])\n", "ax[1].set_title('Difference in v')\n", "mesh = ax[1].pcolormesh(rV[0]-cV[0], cmap='bwr', vmax=0.5, vmin=-0.5)\n", "fig.colorbar(mesh, ax=ax[1])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FNbh64YVYvfDC4edX33df3SN8FsVghi8B+BIR/Q2AJwPYkYZugJlodmwwmqbXfqIEQGZk\n8H536bXTUo7FKMtx6eXMXbeHmuUGzsocm6X3urXf0f8/N705a/vIz37WBBssvH1kqNlNrogegEcw\n89OJ6GkAbgLwlYGytf6N2p/XGTad/qgL3r/+pe1S938le1aA8e62XTvg/+JfkwwCtVwIYvpW19Cl\nwdnijbvbypgYXyQt5cz2M/9z/ScAfpWIugB2A7gSwOvmfdCWMRPNnrbn2Wlr0aJCz7tSi/zQBU3s\nNbxQuHNb1J5Y1Wnwz4ecKa6thPIej/341TAIFEqiL2ZZmzgfLb+37Qgy1OwmV8UxAO8EAGb+MBFt\nEdFBAJ8DcJkod6RcN8G1r3kNQIXQrV59NVZXVycLeQLnRKzX6wZDsqpCeWJxv76mFBNMlGK8E0Sz\npLWegAjyIWR9vfhNLtyX+D3OnBntDIzSy7iRjYCJYw3W1tawdssts6twStEkohsBXA3gIBF9FsCr\nUHR9gZnfyMx3ENG7AfwDgC0Ab2Lm26ZrdHZMrdkA8JrXXIuiDuCZz1zF1VevBu0aibR1Jn5uafCG\nUo9plUkj2Ft2Ot3hlOJZj7WYxhvaNmrG2RJ4cippp93S0DXtrsQ0GyDmuBCU8V5/6vKdEdHLABxm\n5lcR0WMBvJeZH1UObHg7ihivSwG8F8Bj2DsAETGriucR6BvjTneiS0zGvceEVzN0/f+LtIOcQZ2z\noeuHAeRg6PoTRThctgyghqF76tRoZ2D0A6+smKHbFCLxlsDMjdKWEBHzVVfV2+f97298vGVh1ppd\n1sFbW8VqbdyY/BzS4E5npKn+X6/bYX3AaKh7R+uqdoNYxT0iR0N3GLqw+XCxwmnX1hawb9+CWpXA\n5ubIseAbqVtbwNGj9eo7fXq8DnlzNkO3Hkuu2dGrRFjeF5WW988BuAHADWX6mk0A3w0AzHwbEd0E\n4DYAAwAv1wRzSM34q1H31BZ2lRf3Vn/y3IVEVoZkalqpDfh121dW2jOJQl3c98rJWHdt9h078kFe\nxYmrW66vT3ZxaWJpLA77DWbKPDVbamlKEhMfmeVmgh6Nwhg0Q9cXbc2DUTaKeoVXN3tC372txIK3\ne72R02H//uq6Tp8e6bjUbFdX28/FTibDc1/p0Z35AYmY6+RA1P44zrvbK2beceK5uTkeziR3r9v7\n4/L5AiMvxO5+PsbiBHI6uFwuVE/gz23RxO87nMJ5YyMcvC3rShFZI84svQPPfGa9ff7mbxbuHVhG\niIg3N4v/Wsxrq9mmcqn1nAGjtLqAcCjEBl3EBF0MJj2HcvBbRg/6Q5xH09HrtX/q4xMniqV/AwZG\n953Dh8f3kfaAfGhZXy/eOy922797m1lyzTa/v2EYiyOXhy7DMAwjS81ejKFblTMsNghBxCC4R4Re\n6dmt2i22XVvvJzx3g9OyivtyT8WOaRJ3bxfuCd+Lv+oC6JardvfL76ANctC6+toc27bMtP1aNIbM\nYkyU/3fVfv5eOUANne5ogpjYoIuIt7c7lJAMrzNtEFbbCV0kMmWji+OVv632W7obsHly20WGmt0O\nQ7dOGSVRY7c0evr9ybisWJdarHotH+RoUDCNBgo4EWob/ghm32qvYJR/dgFGvTundYZ0a08yORj1\ny479PtkwC0NXy5gF6EkUal8ampHk1pXxZ2cH1H5HhR/al8ugWTkmQnv4cOvc94ulP8ohTGNZyVCz\nW/7PMQxjR5OhaBqGYSwtGWr2Yj26oae/0LrQNuHZHXZ7jW8aIzZwN2WGn04H2O2erts633oob1oF\nC/Xkokz27j7U8eiGtrfdC7LsZCiaRvxnq9NhJz26mva6cDFKCW/TtnmzVfT6u/HwZlFnKwcXy5QW\nbln33rLdWRq03HKxkDJ/liaJXNfW3tJlJ0PNXpyhW3PWm6Rtnc4wXtdHG4Af6zmJpR7b2ACwUphj\nu9tk4DbsW3R5azsdb8SzW+kxT2O422Fgc0apM4z2k6FoGnHqDLmQEVaxv3ndGRFDlRGAfn83ALRz\nUgnZ3roP6XViP2S+zWlx9QwGerYFv33+51A7zNBtJxlq9uLcXfKPVseYjZUZDIZP/i6PYmimwNSq\ntfIyF+RCB6jFplUsRdKJuYv/l+ljk3JuS+EqCw595p3OfIzelBxxVd4AIw/sN9vxxGRe/tX9NLry\n0hjqjBSvJq5jUUenoztFtoPoRD4J/4kJ3VXGKDBouH1beupihm4sx66m6zLfnNEuMtRsu5IMw1gc\nGYqmYRjG0pKhZrcz60JV3KVDSz1Tvu/23JPh6Mm5znTbVU5mP4nBrr3pdTfCpQmT8x07/FG5ypNw\nrBcoKSYuwFw8BP6I6ZRrIIR1f7WbDEVzWZGe1llFEUmHqx+6GQ1h0DKqaDv4lYnp2borw8oatb0x\ngwHghdgNPa5SuyMezYkQM+nRFefFn069rr7XQs7YNDpgs7rMo9teMtTsdsbo1h2cJst4ailDGFJ+\nn5iYa/b3yP4sBOSiAzM0/E6fHs00E5ok3jVWIr5sJ1BEot8fRrks3TIWUjUzg9d931S02BT3fu+8\nnz6MqclQNJedpkZuLHxMGroyhMHfZyyEQdO9FHxnwbxybLuZzdwXEhoePoeETmkE+2EHct2QWHpF\nhH+rTodm76SQOdtjoWWx38lta9PYF2OcDDXbHpkMw1gcGYqmYRjG0pKhZi/Ooxsb9Vnl0U1JSl0+\nrVPfeXYp6feRVdcZK+ecAw+eIjxif8MnZefNlCPHfDfHoUOT+2nZ1z1Svdmh8QLAyBHiogHmMgCv\n14uP3I15BTL8Ay499ptlzbQhDFWTYyXt7JCu4FAGAq1y54mcxQQFTrs3NibrE+0NhWmMd0yNhx0A\nkUFlgdAF//bhmKk39/77RwcJu5DTPLo2SUT7yVCzFxuj21QlQ/sNBnrcLooQhjqGbt3Dy3SNp04V\nYuR6zt1/d2WlTJ8lccbtyZN6xY97XHWD/HCGra2JUb0pWSdizxe9HnD+njmO2HXnIRZI3euFuys7\nnckuQqP9ZCiay07TyLIq6mQTZFA8zjRwH4heb2fO1A93OnWqWDrNccszZ6JGm5/D1+X2bTwcIRAK\n6FbNNSuQC9GQ2u0btVWGrmuoGbrtJ0PNbudgtFnU7S2p01GfkH00p0DK4eR/2J+afOz/7Z74nUDG\nEvxOEQw3emIf5chVik0cJnSTmcVPFk3UHksbpMXfhpZGXtjvlg11Ddy6P62mPSn2aW0PRkKlzlEg\n2zQ0Fp2Gr6yMDDM/V+PBg9VtEjhNdOkgk9G6IEsIjH6/Zn11cJ5cvy3yvXTC+DdE+UObcyIfMtTs\n/FpsGMbOwXl6Ul8eRHQDER0nok9q1RPRfySiTxDRPxDR3xHRV839OxmGYexUMtTsxXh0ZYjBNKS4\nJMXSZWCYN9Gv5nevuymEtVQqM0iN5bdFxmb54Q0a8jQ6j6z2/fwwYZlpxtXhvvJgQDi/f7b4cN99\n1Y2X3gHfU2Ae3byZ/nd7C4BfAfC2wPbPAHgmM3+RiJ4L4DcBPH3agy4jqb06sbjTlDkDUibXSu7G\n1w4Q2lmsdzrp0pl1O6IOp8vSi1rqkUvndWZ9Fy7cVz9cYFePJ7y6WnMnJtCQYxscW1vY1Zvu/zWc\nPW7r4WKFvCe5Xkl5bv0wOtm+WLow8+jmQ4aa3c7BaHWR9YSi/Le2xIw403fnxAQ3ZHttbQFd92d3\nguHaK6csk3z848Xy4ouL5eHDtdqp5lt028rjdYfHnTwvKbG9oW1a7xVQapqb5td1/fm5c7UdpaGr\nLS1nbn5MqQHM/D4iOhrZ/vfi4wcBHJnqgEYyKTamls4xNYRhYmCW1o1fJxxMpqf0DxxqTFmvH+pw\n//3AhXPKWqYixygkkuLoGIZrrJfnZWNj0jmjxeb69zltfIXEtDsfMtRsSy9mGMbi2F5P/PcD+Ivt\nPKBhGMaOIkPNXmzoQopbNEaKa1FLqK2EMMzyt6vl0dU8mHKdK+dS4NxzT7Hcvz+e6NzPe6adK697\nSRtLUJeY48R9le7W2cmk7TFXsD+6TzughS7kyTb9bkT0LADfB+DrtuWAO5iUKACNqhCGqGTXuUy0\nAa0p24Bw6ofBYHK/sVnMdo3t3usBX7h/PNQrdTIhV34iQw8mvbBjXu0aJ4lBwYHHnY44ttNpt5Qe\nXW0WtJBmm3bvHDLU7HZmXagSI1kuVJ9v6Ik6tRCGFEFNFfhQ99zWljLVo+yy0UTWT7fitq2vT3Yh\nxSxVKSreNr/bLfRd1NyNntgNwyBkTJtbNyg/b27qoQqurDsn/lK7U5pI5k3F77d2771Yu/feqQ5R\nDmZ4E4DnMvODU1W2xKRkXYj5LKpCGPxymm2p4Rt/UaNPO5Dcphm4bqmFNZTa62e5WVmZrOpf10ft\nDKZq3NoaaWjKyS1hpM10Js9VLJPjcKrgLaHZQHHP8e9T0jHha7Zm4Pr7WdhCXmSo2VFDl4huAPB8\nACeY+Unetv8K4H8AOMjMJ8t1r0RhgZ8D8CPM/B614tjTtr89ZDVq+2nlNPeAMHjrxOvWjVfVyo6e\n+N00j8oBhobhaF726NOvplixQVteXf7AC0kwQbnb34mUS7kjbxAy/li2QRq6sTrdAIWYgWtegbyp\n+N1WjxzB6pFRiNarP/rRWtUT0aMAvBPAS5n5rgYtzIq5aTbSnQGz+itqdmfKLWLM6NNidVPidlMM\nXbnda8uePZOdVtLn4gb2+vJMmpPHiwOWzdO8vjGkjm9tjTs4pE06rF87DyEDXBq6Sm531TD2D2y0\nnww1u+oKU0fHEdFlAJ4D4F/EuicAeDGAJwC4FMB7ieixzFzDFDQMY6mY0ioiohsBXA3gIBF9FsCr\nAOwCAGZ+I4CfA/AIAL9BRABwlpmvmOqg7cY02zCM+ZGhZkcN3cjouNcB+CkAfyLWvRDAjcx8FsDd\nRHQXgCsAfGBi72nDElLq0bIvRDIPpHh26/acpzgKxjy7bqNMQr5/f/HeeUxll38o/lZ6bd0TdsMZ\nZ5KninQzCrlZcmQXl59hYnMz7JmVaWjKpepVruNKN9rL9CN4X1Kx/QcA/MBUB8mIuWm2oKpTbVZ/\nTelE9YcvVMX7ToQzpF5nocBV7f4hQhfcun6/GP+xu884fkJPxxhtSiS0Quqf1vtWl/NWivq+tDHZ\nTnfeu9p3dvie2ZWVUS+cNt7EYZ7cvMlQs2tfaUT0QgDHmPkfSmvbcRjjAnkMhZdgkqquo6qBaild\nT35ZbXpggS+EmuE7y9AFvym93i5090Z+Dmkkuh1D56jfBw4cSG/YLHED5ORAORdLnDJVpOj+iqa/\nsZCFnYH9fnNnJpqN2USUpdQt18XG0tapS+p50OhNPYg0+rzQMmmMOgnUnumdjTcReiAN3W36bziD\nVzLU3nXlB/ANVGfc7tkzGW8buzDsv58nGf5utQxdItoD4GdQdIENV0d2Ud2B1/7arwFEABFWr7gC\nq1deWacZhmEsiLW1NazdcsvsKsxQNHNiVpoNANdff+3w/TOesYpnPGN1ytYZhjFvTLPre3QfDeAo\ngE+UnoEjAD5CRFcC+ByAy0TZI+W6Ca79oR8q3sTcAnW8tbJsLOVBqFtKIp7Mfa9uyu8bC1eQjmqt\n6ef5k8OcPDkKWfAbIcMT3BO2m1SibYTS0QCT30F4gtUsD/5+xrayurqK1Wc9a/j51a9+9XQV2u84\nb2ai2QDwEz9xLYC0AWH+9hBVZUI950rymGid420NhDUoA3XFTpPvpctZ4Tx8qXizpxB2N8vYWNV+\nbEZLuvNp/V+LN0675YkPeXTl7GYxT25LvuOyYJpd09Bl5k8CuMR9JqJ/BvA1zHySiN4F4O1E9DoU\n3V+XA/iQWpEzSEOjN+tmVpBltNgqt/TjBioCy/z43ZR4XK0JkUOMNe/06eI4lxwop8ft9+W8ucVS\nCuKiwhNSkfG6gN795bq6Ur9Lhn8yI4L9nnNlZpotSPVH1DV+Nen2Mxak2EgxDZbHmWif1uCQgetw\n+c0dTutEvKofgtXpyNncWmr0ue/lG/LaVL5aPnftHmv/9Z1Bhr9jVXoxNzruonJ03M8x81tEkaHL\njZlvI6KbANwGYADg5cxcL/dJ3RQw/n6xbaHBBA4tDY1Hqkc31OSqh1xn057rFAPUunvE07MvOG3P\nPXj6dNgk4OSqAAAgAElEQVSTqww4G0s3FvCqsJjoI3mQnNFuMhTNNjNPzY4NBJvWqK0qp6UYH6bk\n8rQgZWpbWdcwZ2zxwa0M7yi3uUG+J09ObisFXfsOu9ss36dP65NBuKWf/jGG5i038ibD37Eq60LV\n6Liv9D6/FsBrZ9AuwzCWgQxFs82YZhuGMVcy1Ox29JvEYm1T8nj59fh1uaX/aB3rqmqYgsxvhv85\ntE3rbuv1utjlhy60dcSq88jef3+xjGVW6PfDM+iI7+XP2LY1AHb1zJO7o2jbdWxUEhsKMeufM9QJ\nF/MIy/EVdbI1JDdea4QbSyHTag2763aP7b6731INc17pzU29F84tPc2OzawJFL1wY+EaRt5kqNmL\nM3Sr1LJO6IIjFnOrhS4MBpMGVszyFF3nTZBNiDFuI5bxwWW+Xbd/t22i4QxcF64AhGfJWVmZMHTP\nuVl6IhPvmJG7A8lQNJeVmDz7ZWZxHIkWqzvUQuUSckZVzOBVL72YI0GztkNd/MCwa7/T3x0+3iLx\nx1Bo07L7A8g0JwVGu4V+/9Ya90Z9WnchV9MOj65hGMtJhqJpGIaxtGSo2e00dGMjulJSH4S2aU/k\noXxfCr6XoIoUp7IjFKvvO5zrzm0+F1zjT50Cjh0b3ya9tg7XeJGGhksPte+p0cI82j7uzpiCDEVz\n2WkaWdb0WHIpdWJyMNmkNtbV7AlS7ze+oIvuf7epdV7N++4rlr4XW0tdKQeguQl9yh5OTbvtb72D\nyfDHXYyhW5VezJXx18n1GlUpy7QY3VjQV40fNNZ0TQ9jX0MKh9OZVnXbu9Qz6+ujUcfaefeN3nJ5\nrrMLg7KXzO/5GwxGmnr+nhZ9Z2M+ZCiaxiTzNnJ86ZY6kdIYZ/BWZmTQjD6g0DItZ25o0MXm5jAk\noKul39puXNvlVPL++A+Jb+CKMDRn4Gr3stYa9cbsyFCz2+nRNQxjOchQNA3DMJaWDDV7cR5dSawf\nrG7WhZgH2K9rMGgWIqEUiyV80JqjRUxozgTnPJ2YNW2RnDpVLM+c0VJFFEsl36LLDyxT5vrhCebF\nXTIyFE2jef7c0M+dOsmDNg5sFNYV3r82se58bcCa1kDnPW3DjJVu4JlbxnowZWYF5/UVHl0bcLbk\nZKjZizN0NaNUSy8m9/HLherWCIUphNJ2RVSXOp3gaF7ZtLq6qJVzA2LdrGlfcXRBYnL//cA99xTv\ntVQz7ovIcIUyrIHLUcebYoI0V+yCvSaOS02GommMqOsfSDGCUwzewWBSQ4eGbpXV7NXljsug8emA\ngfEJe2KC7jMYjIzKNuDicR0y7kPLiuNC0pyhW35XBg3Pmwun69oYiuUiQ81uh0fXJ5a/JmX/qmNq\n77XculP+oJoehqoMOZ59vf38fYXB+8hD22QgOoEcDID9+8e3SevcnT/pCfBmBjpvxYxawyND0TTC\nzCJWN6VHbDCYnBbYxd/Wzdc63uayDs3glTlyJ3ccX9frjdY5DT10qFa7pubkyVF79u4tlq47rdcb\nvfcHC+/dO0r7WObBdeksCYxdFvC43GSo2XbJGoaxODIUTcMwjKUlQ81ebNYFbb1j2vw1odGwofe+\nZ1dmJE84dizqQhu4q329WLYGn8/dS3CDeefS/e/ShsWSiPf7o/eunGuUGGncipRoRjuZgWgS0XMB\nvB7FNEy/xczXedsPAvhdAIdQaN7/ZObfnvrAS0pqDG6dWN3UTjotRlcNYWh4/xjV4XWlyXgr7R6h\n4R/TzTx24EBSWxojZ6cMheZ1OiPNdu3xwxXQwomJjMWToWYvdmY0n5TY29QgMF/oQrEBodFhMh2Z\n0lZ/WmCtSkfKeIaQgZyS7ebBU0UbnD7JXrZoN54bLCHThbl10pj1GyNTz7j3R46Ej2MYIaYUTSLq\nAvhVAM8G8DkAHyaidzHz7aLYKwB8jJlfWQrop4jod5lZyatkTEOqrDeJPvP313wTxfEoqHsEnkgx\npj3DD8MgUgej+cTKO70FRsblLHAhErH4ERmP6wzdgwdn1wZj55OhZufngzYMY+fgDILU1yRXALiL\nme9m5rMA3gHghV6ZzwNwXQz7ADxgRq5hGEYDMtTsxXl063pmU4ilEquatSHk2a1oizaneqjJnc7k\neAZ5iIgDeawOn57yKw49Gs7dIecz9wchyAEUvodB82hoWRcMownTd4NdCuCz4vMxAFd6Zd4E4P8l\nonsBXADgRdMe1ChI8eDW7bxLPW4odKEuUgYne+NKz64cXFbXo+sLtDaIV6nz3FZx7LHQL+cN1trg\nTwChfSHZQ2eeXKMJGWr2YgzdFCM3JT1BCrGhu1WGbkrQrNdOLdbWIUO6/Krk5DTaV68T1jBWVouj\niIV1+KIsK/PT0MgYCcNowvSimRJE+DMAPs7Mq0T0aAA3E9GTmfmhaQ++TMQMQkksw2OojBby5R/T\nP4YfuiBDGCZy6iqiHJN1f11X7lBl4LplyrWtGbrl+66m0zHt1toX87q4TAyGUYcMNXsxVkpVEP8s\nSFHimHDEXKwRzy6DotdByKOrNUGj8TUmRdAfVCHLxL6rZuhOf9Eby0zF9bP2qU9h7c47Y0U+B+Ay\n8fkyFB4CyVUAfgEAmPmfiOifAfwbALfWba4xToqMawZlitc39djaciJNmDhAaDrgmJOidqNiFVR9\n2ZTeyFhddT0lhlGHDDXb3HGGYSyOCtFcffzjsfr4xw8/v/rP/9wvciuAy4noKIB7AbwYwEu8Mneg\nGPjwd0R0CQrB/MwUrTYMw1hOMtTsdoYuzONJMxSmEHpCjnl0I0/R2mhf510QxdQe/zqxZlM9kPuN\n0Dzcflkt5sy8Asa0THn9MPOAiF4B4K9Q9DC/mZlvJ6KXldvfCOC1AN5CRJ8A0AHwU8x8crqGLy+h\nMIMQmic3oZMsud5pY3Vlm0Lyh0Gg0tAXibmvY/vHtsU8u1obtHV1QysMwydDzV6coVullrHYIkdK\ncJVGShxulaFbo+9NpiILxdNq8bsxrdTCsNRTVncARWx/bTCaiaUxDTO4fpj5LwH8pbfujeL9/QC+\ndeoDLTmxmFZHVU96il2Yiq+TMlbXSdTYtMAefgiDdinS1rnRQWIC7Teqal2IWY5P0YxZM3SNaclQ\ns6MtJqIbiOg4EX1SrPsfRHQ7EX2CiN5JRBeKba8kok8T0R1E9E2zaqRhGDsUd8NNfRlRTLMNw5gr\nGWp2VSveAuC53rr3AHgiMz8ZwJ0AXgkARPQEFLEWTyj3+XUi0ut3nsDtPDnuibzqFdunbl3ei8AT\nX9MlLtBOgdumbQcanqrYgUIHd69+fzRJhHlzjVmQoWi2nPlotkednyUkr3LbNMRkl0Hjg86Ug9Gw\nlHhtnSu8ua4iN8vYYDDp3Z31yz9O6kmq+/+x/5TRhAw1Oxq6wMzvKwOG5bqbxccPAviO8v0LAdxY\nJgC+m4juQpEY+AMTFTfpmol1q6f2pYUMWbktFrqQGiMVodPplkt//eT7qm7A0LpoCEO8cZPvNava\nXxpGU+wamilz02zof/u6MuhHisn1TS8FLVY32q6U+8Us7weRFGLRLx06WVX71SljGHXJ8LqaNkb3\n+wDcWL4/jHGBPIYiMbCOppYphussaWrodjrxOK3IheBPHezQYnRj11Pytaad0zoiKZdl4JvzkMgq\nx5KaG0YqGYpm5jTWbCkFMY1KkW9t/zq3AdkGf3/nDJXrxvLqhiqOaf7m5mTCXud9DdXlvkhKrnHt\nhPgnInayJClek1m40o3lJEPNbmzoEtHPAthk5rdHiqnWz7W/8ivlVsbqFVdg9alPbdoMwzC2kbW1\nNazdcsvsKsxQNHNlGs0GgOuuuxZAYR9deeUqrrpqdabtMwxj9phmA8Qc98SV3WB/ysxPEuu+B8AP\nAvhGZt4o110DAMz8i+XndwN4FTN/0KuP+Y47ig+hR3JtW0oXT1WdPnJmL5kyK7QtNdtAqFtKeEXd\nNjfN4zQP2JrzdZjmrG53WygOotMBl2EX0nPiZhN2Mwy74i6cFwB2983bu6MgEm8JzEyR0pFqiPmm\nm+rt86IXNT7esjBrzS638cmTxf/YhZACetiAo46e1b13xhyZKyuj2XDdcldPTIkeukdoHl3pxXXv\nnehp5WVjQqFe2nTC2herE1MbCzvT2ic/2wxpO58l1+zaHl0iei6AnwRwtRPMkncBeDsRvQ5F99fl\nAD4UrKgN3SaaUMmunlhYQwitT03WKeepxGiax06HatnoWvW1qRPwK9Zrp0GLuXP3g83N4ho3w9eY\nwKaQnjuz0mwtxDTWq74oYvbnREG51GIepHGrhS40+bKDQb3xDqkhCzFi8SBOqLU67f9p+GR4TURb\nTEQ3ArgawEEi+iyAV6EYsdtHMfcwAPw9M7+cmW8jopsA3AZgAODlXOUuNgxjucmwG6zNmGYbhjFX\nMtTsqqwL/rRsAHBDpPxrUcxoEadNgfApXfsxV2vK8GHtu3ojcanXGw6YiCUwT0GbnW2I5nGW2/z3\nEU+u/Bl9h4F2ikbjNsi8ukZBhqLZZuam2UhLGpAqf/NE8+g6TSW5UgtP0Na5pebRnQd10+7M4zgO\nf7Bdht48Y8ZkqNmLuWqT+pUC+8zyJEtVTsmsUHf0q/b9/PLKfpTyHavKpBjpWl2BesdyUUYOV7UO\ncPeToj6nm8MYOmO5yFA0lx3N0NVkU5aXZTQ0A7kpmh9lmH1BWymXvjHruvW1wOR5Uyf1WN0T2DTW\nRE47ZywnGWr24q7YVK9uzGUwC8GJuSRDromYRze1XZqBXCcV2KzvDD5K3TGP7rTNc4PyxgbSGTuf\nDEVz2dHkaV4xuiGjuWpd0JeiNTRm6Gre3tT7wLSk1DlLB9A8nEnGziPD68MezQzDWBwZiqZhGMbS\nkqFmL8bQDcWJVmUzSCnXlKZZF+o8dcf2kyNxZZkUl0bKsUOfq6jw7MaiOuo0L8P/jjEL7IfPhhR5\nniZGN9S5FirbRHq72j6aoPlhCprYxRofKhci5pZOrbNOyNs0J9drl5xAyCYOWgIy1OzFeXRTc/zF\n9psHKTG6WvhESv9ZlUCmpJppijx2yvdyucCGbepOFI+lpDSD10jCfvCsqTPcIjYOVqszti11iMJE\nWG2vE965yrkRu0/VCTuLNVjbr+o4frkUI1WrIzXFmWLguqX6IGHsLDLUbAtdMAxjcWQomoZhGEtL\nhprdfkPXf7KWIz5nkccm9FSreW21p/vYsGPN3TGPsAtHSheX1j0nRxiHPAYr5yU5OWbyHzD37vJg\nv3GWzFPGmlI1zgwovJCk7ZBSedORcXWJHSfkQg8dN6TnTT3C9n81MrwGFpteLIRmLLqTK9ObzNsg\niolDqH2x7i+trqZZG+oi2+IbuOvro6V/bkuo34dLzqMNRG4adeF/1eLnLY5j2ReWgAxFc1mJ+QAc\nKWEHs6BpjG7RvV4jljXlS8tyoc+pDdXq0O4jWn5brQ3ThjrUxGXPcVjM7g4kQ83Or8WGYewc3M04\n9aVARM8lojuI6NNE9NOhQxHR04hoQET/bm7fxzAMYyeToWYvNo+uTyygXwsNmAWh8IeqgP5Y2ETI\nk5s6qCBlCLM8D6mDD/z6HTJ0wXl0XaJ0x9698D26VREcMS9vaD9Zf6czOUOcK2eegh3ClN4BIuoC\n+FUAzwbwOQAfJqJ3MfPtSrnrALwbqJj9xIhSJcEpHVmheqvq1NqQcglJzer6wiSXsRCAul370w4u\njnlynT67QcO93uQAYhnmF8siobW9AdruzsNrer2DyFCz2xujm9I3pllXVfVpdaaiiUSKmm9Tt5Fa\nZ+zhYWWlWJ46VSy/6quidTsd1Q45y/Cu0OmT9xob3btDmP76vwLAXcx8NwAQ0TsAvBDA7V65Hwbw\nhwCeNu0Bl5WmfoiYVGrlUtAiCWIP1HJYQm+lDI3SDNGQERwKXYiFLIQM3aprPnbCnIHrws2cKO/b\nN1H0oTOEPXuK913NgdH0qaNBUTmzpoWkZU6Gmt1eQ9eheTRDT6KpShkbRJAa+BWL0ZXlUury29DU\nCK5rZTqRfMxjkurulgJ1ycXFqgdOEs6cCR+uTnNSTn8bB8AYUzK9aF4K4LPi8zEAV8oCRHQpCiH9\nBhSiaXfaKQlJ1SyM2RQN0BysqQbv6GHZE51eLzzooOo6TTGa/fVV62KNdwbr0aPB3S7YKy7zjjf2\not8f1VHnPzhLx4yRJxlqdvsNXcMwdi4Vorl2661Y+8hHYkVSBPD1AK5hZiYigoUuGIZhNCNDzV7c\nzGhA+PE+FgQW6xub99Om5k5IybDg7+/qiNU/DXVjyBpy0QHGRQeK98dPTMbT+odJ2dbrWdfWUlFx\nDa5ecQVWr7hi+PnVb3qTX+RzAC4Tny9D4SGQfA2AdxR6iYMAvpmIzjLzu5o1ejmR/9WUXm9Nppvs\np9E0dCHq0a0aWOA3NLauqq7UnkNtCYzCzuqyf//oveuOS4nVFes4YnOYdi8BGWp2Ozy6qcFf7nPo\nRMe2VR27DrGY26qBav66ado7bUDsDB8MLrm4ELgHTo4M3pSeO7+MCeWSMf01eCuAy4noKIB7AbwY\nwEtkAWb+SveeiN4C4E/NyK1PzB6sO1Z42hAG/5ipDAajcVm7+gnhCdq2lBhdLXYrVn/VPcUt3fve\nDG7dF5cxaCdPhtuXgGn2kpGhZrfD0DUMYzmZUjSZeUBErwDwVyjSgryZmW8nopeV2984fSMNwzAM\nAFlq9mJDFxyxEQ1NXQZ1ji/X1RmUJttVtW5a6rhFq0aCzZGLDhRP9w+doaQBZ3VPt7HDmMEPz8x/\nCeAvvXWqWDLz9059wCWlaedTajRXHQ9t3baoWbViglT34CkanNIDt4gRtwfK+DMXypB4/xh6crcr\ndNBoBxlqdjsMXUfMmE0ZlTrLtlRti7UhJXQhZtSnEjLOI8K9XWleLtjLODsojjXKi6s2CYC8ERF2\n9awrbGmwm2N2aKELWmSZJuF1hjTIen2aRKm5/dwxnRaqacZSaaDBY+tiJ8kvM+vQBZ+9e4vlxkbU\n8J4wcM3QXS4y/J0XY+j2epNTGFZRNw1X6oAB/31TV4Gsp06Qmhb7leIVqGpnud0fODAYyCpKoZ+T\nwesM1l3lVeaSh2s3PPPsLin2g+8oYj6KmIRLYn6BWTIxKC1WSCNm8ad6iTWnyCK9u8D4QDd/4iAN\n+w8vFxn+3tEWE9ENRHSciD4p1h0gopuJ6E4ieg8R7RfbXllO6XYHEX3TPBtuGMYOwBkLqS8jimm2\nYRhzJUPNrmrFWwA811t3DYCbmfmxAP66/AwiegKK0XNPKPf5dSLS6085Mf5J0k5cnZOr7acdJ1Y+\n5YcLuShSXjFC3t3E7y8Ps7lZvFIOO0u6HUa3wyDw8P2uXvFyzbapIpeMDEWz5cxHswWpP0/qOiBd\nBmU9qeVqXTYhTa7TsKp7S9X+fl2yHteu7fo/9PvFK3Y8+28uFxlqdrQVzPw+AA96q18A4K3l+7cC\n+Lby/QsB3MjMZ8up3e5CMdXbJL1e8ap7wlKM07rGs7+vVl8MTZ1jBqwmoCERDfXhVRm8KEIWZNiC\nbI5LseMM3jZAZYuNJSND0Wwzc9NspP8EKb4Dv2zI+JXv69qayZdPXSdEygGqDNZpv8B2eyk07D+5\nnGSo2U1idC9h5uPl++MALinfHwbwAVHuGIqp3gzDMHRaIoQ7HNNswzBmQ4aaPdVgtHJ6tpgbTt/W\nxNrXMjKkug1iZTTvaBPqPl1rI2vrjGKtOH/OO+oPRpOH2dgoluc1nGTHMKYmQ9HMmcaaLfA7yfzl\nrAajVUl9VRtT2z48yGBQX8djJ2JaXB0uw4IcwF13MLdhzIoMNbuJoXuciA4x831E9EgAJ8r1/rRu\nR8p1E1z7utcB584BW1tYffrTsXrllelHr8orU9fQDa1LPcYsu4/q1JU4NNkZvL3eeKovAFhfL5b3\n319sO3wYOH+PhQ8YYdbW1rB2yy2zqzBD0cyQqTUbAF7zmmsBAMzAM56xiquvXk2SSWmsauumRbMx\n/XVaG2jrXPHGiaLmbKh7oFl+If/zysqorU68DaMC02yAmOOGTTlN258y85PKz9cDeICZryOiawDs\nZ+ZryoENb0cR43UpgPcCeAx7ByAi5pMni+BQ96eVQuOWWmyrXMr3s/Ds1t0vlBAy9SLwy7m4Zfce\nGA0CkOU1kZV1OAJulXPoDuNy3dIV7ffN0DUSIJGLmQjMTJHSkWqI+d576+1z+HDj4y0Ls9bssg7m\nUigYNJRspyFSykOyLrf5slnlTPXlLySX/jbf0O31gD17ivfdwcPFG2c0bmyMurn8hmqNceNMtAZq\npAxuixnPbiSxxH2ZXg/Yvx+GobLkmh316BLRjQCuBnCQiD4L4OcA/CKAm4jo+wHcDeBFAMDMtxHR\nTQBuAzAA8HJNMA3DMIZk6B1oM6bZhmHMlQw1u9KjO/MDEjGfOjWdRzf2NKy9D9E0BELr4kr16Ia6\npTqduGtC2z/mTQgFyvV6OIcuAN154YpduM/ud0aAWXoHTpyoLij3ufjihXsHlhEiYhZTHLrJX1I8\nulJfNC+v+1w3akDKJDD63O+HZXNlBdjVKUMWnADKpS+KsUZoHl2N0L1MQ3p0fbe0bJffHdfrAUeO\nhOs1lpsl1+zFzYwmlS1FJJqGBNQ1PFOQba8zKEAbXaF1Z8mlP3+uJpIp00GK79kti+/ZM27wLjpb\njbGEZOgdWFqEQHQ6hXY46dFiYLWe95iM1WlC1fO+f1k5I3hXj4HNgCUe03J1FFvDxvvvU+uUzhAt\ntOL06WK5b1+z9hlGChlq9mIMXcMwDCBL0TQMw1haMtTsxXl0B4P40FiflNw0sdCFWL6ZVLR+tlg7\nU4h915gHQH6u8kTIpWg7ld6BlZVdAArPrusRe+Bk0dNw0QELYTDmSIaiubQ4nen1QOXv1ulQucRw\nGRs/60t8agKb1IyLPs6Tu7vPo+8QGhE360kYQuFt/nsgLexOrvdd6QBw5kyxNI+uMU8y1OzFGLqu\nC8bvltf6uDTqZFtIjdutE2Ml11UlgqyDNhTZryN2XA0/3kuByrr6/d2tmSnNWBIyFM2lRTEItRCG\nOolimg6rqApd8ON21SBiP8B4loZuldUeclzU/T/IOF733hm8e/fWq8swUshQsxdn6MYe/YF68buy\nXv/9LGJ0Y0/+szR4/bhfbb+U0RvagIaYR7xcdvt9oJxgYpRxp/i8bx9wwV7z7hozJkPRXFpkz1H5\nu2me3Zih64eYys++VFUNSvPTi0nJcwYuDc4Wb2RORT+/om/wNkHT+tA9QuZSiwUt1xlk3O+Ptpmh\na8yTDDU7vxYbhrFzkA+9KS8FInouEd1BRJ8mop8OlHlDuf0TRPTVc/1OhmEYO5UMNbsdHl25fhZ1\na3U18exqT+JuGYrzqmpTqH1ahgWtLdL7EEpt1umMXBqaByD0vXo9dDq73dsxBgPgoTOF18Y8u8bM\nmPI/T0RdAL8K4NkoZvX6MBG9i5lvF2Weh2IihMuJ6EoAvwHg6VMdeBmJZINxIQxVHl2H/7O7RDz+\nYXyk19b36LrlyoqYDMJPISbTWvopujTq9hLGevbk/SPU2yeFN3Y8V5fT+RUxj7srv74+Oo55d41Z\nkaFmL8TQZVDRQa7F5srPcp2kTqxtVRBYbFBZKP1MqqEba2coPlluk+99Q3dzc/KYMjAtpR/QIco4\nI/YCTxcfPEU59lgYbWf6i+oKAHcx890AQETvAPBCALeLMi8A8FYAYOYPEtF+IrqEmY9Pe/ClQmqW\npysyhCFm6NaJ5tLKaOEJvq3X3fzSqPteGrjuO4S0O+aIqEKLufUNXM1JEboHSmL3LbfNzZAmOX3a\nwhmM2ZOhZpvpYhjG4pi+G+xSAJ8Vn4+V66rKWHZ9wzCMumSo2YvLoxt7XJ9X1oXUdrhjhAYr1PXo\naiMotOP5T/WxEcJaerZYiETsXPkjQxQesd/CFYw5ML13IPXC9GfmsQu6Llo2GE/3msptFb6MydCF\n4WQQgy8Vb06d0j25rr11ws005P0nNuDM7wnUZuYZpoUQdccGWTu80IWil9S7pC3NmDEPMtTsdk4Y\nUbePy9839lmiCZ00LDXj0i1TAso0fKMy1gbN0HXlZd+dDE4DivX+Nrn07xAXX5zWdsOYMTyhZeOs\nra1hbW0tVuRzAC4Tny9D8fQfK3OkXGfUIWUMAbpJoQs+VRFmDildwxy5nTKzwslTxXJ9fVIvtZnE\n6qJlSgiNd4hld3BfIHSM2EnyT2ppzE4YuYYxJ3LUbGLe3j8IEfHWFhdpX/ynbvkHD+UZrMp1OEtD\n15/3vK6hG/O0xqbtnaeh2++P4rlc+ZQphA3DMcN50weDevrT640fj4h6AD4F4BsB3AvgQwBeogxs\neAUzP4+Ing7g9cxsg9FqQETMx8p7Ub8/rjXAUEPOodt4aEOKDSplzDXh/H5p6N5/f7Fsauhq+hzr\nJdO+SF1D130Jp8m93uQ6V7bTGd2T3HS/R4+Gv49hOJZcs9th4fjGaFXoQp26Ugeg+YO95DRhvmJr\nxnYsT62GlrMxlt3B9wSvrEwKobzp+F5brc/PRpcZC2YaBxsAMPOAiF4B4K8AdAG8mZlvJ6KXldvf\nyMx/QUTPI6K7APwrgO+dstnLiWaV1vgBwyF7afsC48/tw/FXJ04WSzfgSg7UbZoVRyNmnfv3Cmno\n+iEL/X58EFqozdK5YYPKjAWRo2YvzqO7+bAePxWiqUc3hqzLiZGbKUELXagr7prRHYsJTklD4wRu\n377Rey1zeko2dTN0jSbM0DuwsVFPf1ZWmh/PaA4RMd9zT/FhZWXSIxnx6EpZi9mfKZ1i8jn/vI0H\niw8nS0NX9sDV7Wlzy7o9gqExFFqPoMyQ4HvENSeFs+SlQ8M/uRaHa6Sw5Jq9EI9uMJ5oWsMrdX8p\nfv5AAdnNFFLs1DakGu5uqXWz+eljDhwolnv3ToYepAxG6/XAZc5LX6PP32NxXsb2Mq13wFgQIYNw\nhqiIq2UAACAASURBVL+nJmNO6s7rPDzqvk+ZylcbQNbUKeKIhZZpTgqp16FetZgzJDaY2TC2iRw1\n2/41hmEsjBxF0zAMY1nJUbMXY+jOMvwgtF8s9kl+dqEKscTiWjxtShyuf1z5tK55b7VRvc4LsH//\n+HJlRffk+sfxlgzK8kI1diZ2LWZELFVhhFj4ad0osLG4XN+LWqX/sYZVIcMUqtYB4ynYAgP3xtDa\nrp1vPyTNMLaZHDV7cYauJJbjtU43U+poBxmXG0shphm4fh2hz3KdZuimxP32eqMYLGfgyrjcGrly\nXUoQ7RnDQhaMRZGjaC4tVRkIKqibYUFWP5z17MwXizcyg0GsLb5DQTu41jBtgLQWuhC7P7lGu2VK\naFns3HY6w7Azd9iupRUztpkcNdseCw3DWBg5iqZhGMaykqNmNzZ0ieiVAF6KYvjBJ1GkfzgfwO8D\n+HIAdwN4ETOfmtjZfzqOeQVSPLup2cYdMu1LaMBZ6q+peQdCuRvlYAJtgJs/icTeveODz4Dx7i/P\nW6sN8osld97VM2+AsVhyFM1cmUqzgZlkaakznlfK5Xm9MlfuqfVRwViaRF+DYxP0pGh+aD+nx/7x\nZL5y/9gVg4WDIWmiim7HtNtYDDlqdiNDl4iOAvhBAI9n5oeJ6PcBfCeAJwK4mZmvJ6KfBnBN+Rqn\nyajXGKndaNqUvrFuLK37KoTW/RWK3wrVpaUSc6ELShqfLa/6Xq86g0e3w+haVjGjJeQomjkytWYD\n6flmI6RGoAGF1A3TxZ4+M16o3w9fPFtbI43XYnWnHQMiddoZum6Mh0NmxdFC9bQZK90yErpgoQrG\noslRs5t6dE8DOAtgDxGdA7AHxQwXrwRwdVnmrQDWEBJNYHvSicmY2NhMbFqdvrDFRlX467V1nc6k\n8asJsRPPffsm4rzODmiieGzchdtmU0QabSRH0cyU6TW74WA0f/cqZK7c7uaXxjdqU+f6F5GM362b\nEjK0bmtrsjdOzkDp7i1+7lutTmno+gPUpniIMIztIEfNbvSPYuaTAP4XgHtQiOUpZr4ZwCXMfLws\ndhzAJTNppWEYOxIX6ZP6Mpphmm0YxizIUbObhi48GsCPATgK4IsA/oCIXirLMDMTUdiNWDdDQt04\nXH9/OdNZSmozmb7Fn9mm6teLeXtDsWJbW6P6lTjcc1s01hRZPPY1hp7cWYeLGMYMaIsQ7nRmptlu\nOaWOxJyow7jcFQbWt8ZXSrQsCCkHqtMohwwp8L2x2rpeL6y5Mg7XpmM3MiNHzW4auvBUAO9n5gcA\ngIjeCeBrAdxHRIeY+T4ieiSAE9rO1/78zxdT0hFh9eqrsXr11Vqx6fCNTTn/eQwpZqHynU48DU2o\ni6/KwPb3E4axNnZNy17mGGpwKFTCMBqwtraGtVtumVl9OYpmpkyl2QBw7XXXFW86Hayurha6HUlf\nWOe3lfI31C4thVhVJW7phwTUCT/T1oUGkLly/sCzULtcmZR7g+XMNWaAaTZAzPVjN4noyQB+D8DT\nAGwA+G0AH0IxcvcBZr6OiK4BsJ+Zr/H2ZV5fr+/RrYs/IOz06dHkENo0v1JUgXFD18+167+XyPV+\nnZpHVzFqhwPQjhwpXgAexu7oYWVVwEjnu1tnxwuZaBrTMsN50+++u57+HD26+HnTc2QazS73Zz5V\nJmNQPJJyWvFYIpuY78DPmbsbD9fLZS6ncw9l0Wlq6LpGSuQ9wi2lvvoaHzN05TGceKdMNGEYKSy5\nZjf65zDzJ4jobQBuRZGq5qMAfhPABQBuIqLvR5mqRj9q5I8ONB8hq4mTlmFBqz/2tK61JdSuXm8y\npY0f+qDt3+tNDrQQXmjXkpg2yxvFMP2MK2ciabSQHL0DOTK1ZgPRSQ2aeHF9JiICNhHWLdlz5huU\n8v6iORRkHXKpOTLkYOaYtzYWgqCFw/ltcMgBbrH9DGNB5KjZjf9BzHw9gOu91ScBPLty51IoY/lf\nGxMSr5ChGzNmQ8S80VrIgxaXq4mYX07M3NZZOW+sSukdSdFaw2gjOYpmrkyl2UBy1oWQEzX2cC4T\nEQzvB3WFTMY+hHQ9pv0yvM0v3+/Hww0iuW9VYQ7dI/p9C1kwWk2Omr2QfxJ3up7NN+7VpmksNc3A\ndevr/EIpXl+/nNvmnshjk1CkPK1vbAzDLXp7LwQwGQ0RbnpxTrsmlkaLyVE0lxalR0rG5rplk99U\n9R3UvQ9IrQsZpVoQsdT1kMBqo381PdfCDDStjz002MBho8XkqNlmBRmGsTByFE3DMIxlJUfNXoih\nGxpf4B5gY9PWaoyFPvge3bqDEGSZWAhCbDSv/wSveRO0DAt++zY3i0F0ALrlVMC93mhQWqhrcHNz\nNI7hvJXwVzSMRTNP0SSiA0ic3paIuijiV48x87fOr1UZo8To1h3rFXJWys/DkLa63k6hu/49hAZi\nUK4Wk1vuNxaTq5Xxjx2KH9NmOCtF+dwWjTJdirknAGAXzsYH4BnGgslRsxdi6MbGBzTBhT5QVWUp\no2ulCMZCFvzGS8PaH4SmN3rys39iBgPgTDn1ZWnw9vZ/2XDT+vpkFY7hJHB7inNz4T6bGc1oH3P2\nDlyD1OltgR8FcBuKwVlGDDG+ImXYQ9V6f/toHBgp4QxFdocx54YXRqHbpruGRSdigOXAM1+DtZnY\nZIP9+4Bm6JbrHt4s2rexEfZ37Op3zNA1Wk2Omm1BQIZhLAzXyZH6qskLUExri3L5bVohIjoC4HkA\nfguo2Z1kGIaxROSo2Qv16MZIyac98bSvDTSQhevk7ZVP66FUNUA8o0LTUcPys3PbuhyWpUf3zJnR\nuInYYZxD4ksbxbVw3op5do32MGfvQOr0tr8E4CcB7Jtra3JH6Foss0JKtgWfra3JjF6aZI8+T97b\nYhFism7XA9jrFV5ekvoec0f72RM0z6s8cFnOzWqpjUVz+jx0HMvBzK43b+9evU2GsQBy1OyFGbpa\nL1HTEzgxzW0VdQ/oC1vV6NmQoavF9sZy63Y6o2Db0tDdtf5FAMDm5oXRDAyuKmcnu4l7DKNNTCua\nRHQzgEPKpp+VH0LT2xLRtwA4wcwfI6LV6Vqzwym169wWJc3HUIdQHG8sljelDv+zFm3QKcMhOp0u\nur3AvUTs6CbHoH4nfCAA51CUczqtZRlz64YT+2yKwRfuJJuIGy0iR81uZYxuR9EPf7taYeyJPKSa\nfiNirmNZ1k/bFTN4gw0PlNfKuaf8kycBAAcPXoh77ilW+Z5d2Ty3m4vZtcFpRpuoEs1bb13DRz6y\nFtzOzM8JbSOi4wnT214F4AVE9DwAKwD2EdHbmPm7E5q/VMSm+Y15dDUidqR6X6hj8Gr1x5y2Y/ej\nHpXvlVjgibppspxomHvntNg5aLU0v8MV6+vhk2uGrtECctTsRlMATwMR8enTHI0kqBIxXxC7OFe8\n2dwcn94XEKOylG2yv8x3UciZcPy8uJ3OpKGrdWNpdTr8wQvaF5PHdstyeuAH9n1FkqHrZhM+eLBY\nPmK/hS4YUzLD6SQ/9KF61+MVV6Qfj4iuR8L0tqL81QB+wrIuTEJEvLVV/FZyml9tLG4d727qc35T\nQ7eu8ex7XbXeQuepVcsJ/MFxmqHrOux2bT08KuSfQNeoMvOOYdRmyTV7oXl0Y0/dPlHxq+tKlweK\nKaivlilTQMrGx6YAjrVLC1Jzy9Jw33dkdChny8tmu0M7J0CZtAH33Ue4+OLi/UUHzOg1Fsuc471+\nEcr0tkR0GMCbmPn5yj72pwigeW21EIYUQzem9bX1X1nvS66cVdevPzanzjBNWWdk3EL5rv6kRxrR\nuXs0j64ff2aGrtECctTshRm6mo0ZEzgtpHVix7q/QFWYQcgSl9P8xhroP5FXhVZoxwmcpF0bD2Hf\nviKrhjN0tana/ew4Kxa6YLSIeYomM6vT2zLzvQAmBJOZbwFwy/xalDey8yvm0XWkhC5ochkjNTLM\nr0vqYWyMcd2wi+h9KdD2U6dGDgin3bv2rowqdIbt/v3F0t0/yrA1AGb0GgsjR822mdEMw1gYc/YO\nGIZhGDMkR81uvaEbe2LW4qJq9ZvFDtDrjcfyunVuqeXC8Y+b4u3VvLdyGervOn0aBw9e4N4CGD3k\nf8XR0Xk5fqLoUpPhyaM5KGiivGFsJzmK5rIyz9CFkEc01Kmm7aPF+GpDMPw43JTsYlVtS9lPnjP/\n9vHPdzstfhRwxx2TDQMKoXfvzaNrLIgcNbv1hq5GMOvCNJX5MbbSmNUIpQmTAWKhY/nvXX2xrBA+\n6+t4xJ4HAQBf85T9wWZecnFhxH7h/kJIT52aHFv3sY+P8jw6g9gZw6637MSJyZtar4dhvK8WC+fr\ntKt7MAC+49+ZcW3kKZrLSsyYlUZczNANGbip14HmR/DrkL4Bv96NjclwLi0izd9fk24ZfpcSayzP\n0YlyLPkTn1Do4IUyG+jjHlcsZagCMC7ex44VyyNHJg9sGHMkR83O0tA1DGNnkKNoGoZhLCs5avbC\nDN2U4P1tITZ0N9THJVOP1R0OHOqL08IUNLeoYzAYPfHvD3t0HV92kMvlyLvrp7iR3hifjY3J5knv\niObhcfVKT677WoYB5Cmay0qKRzcWulCV5KapLvhe18EgfJzYJDuRsb9jdchlyGtbFdaQNCjYD0/4\nzGdGXWhuNFtZ+Tl01eyZLr3kMA3aoJyY4vTp0X1DcVvLFGqSTicQMmgsDTlq9kIM3TqCpolLUoXa\nDinJFOV635iVsy/4/WSaympGbeiL9Hpps6bJOmOqnYCfJlg2zwmx09pv/zZd3P7u/YXR7EYPy6Xb\n1x3nhJb62VhqchRNox6aERzLeOCoa/jKumLz+fh5x2UWSH+/qlRnIUPX1ZdSRzIHDowMXCnaAAab\nI+11YWdnzih5090XvPtu4N/+W72Bm5sY9M4fW7W7X9RzbovQNUfFUpOjZmdp6A731x6fY4ZrnUZ1\nOvFgLn9dipppHtqYQa7F6DZNpaZU4dvoskpn6DpPcIivuyq8/dN3FUaw0+ZnrZonwBgnR9E0pid1\noFpMtkMD2bRBZbI3KeRr2NqaHF6hHT8Wj6t5cjUDPjb8I4j08Jbirc1W53j84yJ6+5SnjN7797l7\n78XgYGHouoHOjywnbO12TMOXnRw122J0DcNYGDmKpmEYxrKSo2Y3NnSJaD+A3wLwRBQzU3wvgE8D\n+H0AX45yVgtmPuXvG4uD8stoy6QYoWisQ6S8/OwHoEqPbuiRvCqoy6FledDaFAo229oate/97y+W\nV12lt8nDz8Qgm+6HM5wdjMfzAqNurCouf4w9/RtxchTNXJlGs0OEOqjkuhS0DAap0p2S8cDJtSaz\n2kQ7WuhDLFNErKPNX9frFQkUarN/f3BHebtyPWiNedSjcH55jz1/2rqMHUeOmj2NR/eXAfwFM/97\nIuoBOB/AzwK4mZmvJ6KfBnBN+Ro/qJLGxSdkIxI4PBKiqsIU5YwZyFoeGs0IDqHNqCaJhTP4bZB9\nVS7O4KMfLZayWyqCC0t46MxoTnbf0JWHzfECN9qNXVPbSmPN9klJC7aoQadaCIKGlgo9pc1aXHHK\nIDS5n5Psf/pMob2P/spEp4AbQFYG5DqnT69HtX07htGEHDW70V+CiC4E8PXMfAMAMPOAmb8I4AUA\n3loWeyuAb5tJKw3D2JG457XUl9EM02zDMGZBjprd1KP7FQC+QERvAfBkAB8B8GMALmHm42WZ4wAu\n0Xbubp1Ft9cbC6QPMebJdYVj+WtCFcRGIVSV10YTxIb1hjyzVSMhQm0JrfOzQTgXxZ13AofK0QN7\n94brKrlgr4UYGIuhLUK4BEyl2YAucf62WXh4Na9o6qCw0H7us5ZZITQOuKrNKcfX6uh0RuEFTrI/\ne6y4F152JFGLvfxk3Q5bNgRjW8hRs5sauj0ATwHwCmb+MBG9Hl53FzMzEen/2jJhK5UKMMzYp6qZ\nW0YCorT8NSmBv1WqHFK5WOhCLK52FuETsg0OJ3ouv4zou+POZD5Ey4NotIUcRTNTptNsxIcfzCKL\nglY+pS11Y4H9sIbU/N5NsgW5Y/rrvOxgwzY8cJKGuW99g9x022gDOWp2U0P3GIBjzPzh8vMfAngl\ngPuI6BAz30dEjwSgZk699jWvAah4gl39+q/H6upq+pE1hZMJC1Pid6tSevnrNPzBZI5+P55XJmTE\nyvy7KW2Q39WVcQav2GbiaMyStbU1rN1yy8zqy1E0M2UqzQaAX/iFawEAzMBVV63iGc9YHW6r01kW\n2pZyLaQOAIvt7xuQ7vYhxyVoA+OaeJDlOg1/vLOctMe025gFptkAMTf7MxHR3wD4AWa+k4iuBeDG\nZz7AzNcR0TUA9jPzNd5+zKdPpxuUPk0N3cFgVM5fyjbIZciY1UYhpGyTU+9ohq7fFq2cQwuAkefB\n5Vw8eFDf3zCaQiTeEpiZIqUj1RC/4x319Oc7v7P58Zadpppd7sunThW/VZXMNjFANUNS27+uoavJ\nZ2hSiH4/PKa46hYVM3RTcJ1xKyuj8Wap2W0Mo5Il1+xpsi78MIDfI6I+gH9CkaqmC+AmIvp+lKlq\n1D2d97KpKmjq6j6HpqNJjYyOxdPGAsbk/r6BnJKtvCqGWFsXym7epihww4hgl+m20lyzEY8Qq/s7\npnRe1R2OkdqGUAqxWGhF6hCKlG0asi2xxD2GsWhy1OzGfylm/gSApymbnl25cyi+1d8u0YzimDFb\nN35XO15IrTQjXX4X39CNBbelxu9q3uXYg0JdpTWMBZCjaObKVJqN9N8qRWa1oQ2OlDAIYNKnETN+\nU/wEsdnbQ6EIvgdYi80NtUnStIPTMLabHDXb/lKGYSwM9/yZ+qoDER0gopuJ6E4iek85YYJW7pVE\n9I9E9EkiejsR7Z7FdzMMw9hp5KjZizN05Zlw8bPupZ0tbVvd49T9BZyX1b16vfE421gZ7RUr1+/H\n99Xq0upwL7fOMFrMPEUTRVaBm5n5sQD+GspECER0FMAPAngKMz8JRVf+d07znXYqqUljfEIyPxgA\nm5ujl7a9SXuqrqHY7aburchvix+Bpr2qvkvKdzeMRZGjZrfLEoqFJaQqbCiedpqgLi20IjZQLTSi\noWrwm59rRisXalOIM2eKpcunaxgtYs7dYC8AcHX5/q0A1jApnKcBnAWwh4jOoRig9bm5tipzQsal\nvz1FcrXQgpRorqrY3tjxYtIZuh5DM7SH9q86R345Wb+T7EeovizDWCw5avZiDN1QfGuVQsl9U48R\n+qwdI7QuZdSBlq3BD9xyQ2s1QqMR6hxbO48W8GW0mDmLZuVkCMx8koj+F4B7AHwJwF8x83vn2qod\niGbc1jF4q5LOpIzTlbeIWIytL5Oxjq+q2OHQbUYz0uWYZP92JlObuW3ntoqB6t2OZV8w2kOOmt0u\nj65hGEtFlWh+6lNr+NSn1oLbiehmAIeUTT8rP4QmQyCiR6OYIewogC8C+AMi+o/M/HsVTTcMw1g6\nctTsxXp0HSmP3/Jzk258rYyc4Swlt03KcOBY6IL22K65ADTXhO9+0NwKrox0j1icrtFiqkTz8stX\ncfnlq8PPf/Znrx7bzszPCe1LRMcTJkN4KoD3M/MD5T7vBHAVADN0I8S8taGyqeWbRm6lJubxy8t0\nY6FOxip59tsph3JoZZwsuzl+pEy79mxuFsvzxmf7NYyFkqNmL8YKkooCpCmUJCX+dpYhDnXqloPA\nfKO005nMiSPLaP10/vyUiqHLKLq4aOvcqB3+OTp5crS/m2PSMBbMnLvB3gXgPwG4rlz+sVLmDgD/\njYjOA7CBItXWh+baqkzRDNa6EWJ142lDQzVi4QNa+dSwBn9dilEr30vp1wxph/N5+DOjyeEf6+vF\n0gxdo03kqNkWwGkYxsKY8wjeXwTwHCK6E8A3lJ9BRIeJ6M+BYW7ZtwG4FcA/lPv95iy+m2EYxk4j\nR81ux2A0bX2oTOzMpTza++tSXAYp9WkhCKmhDkA4xKBcfw7d8d0w6XXY1RN1+e4H10c258cxw6jD\nPC9HZj4JZTIEZr4XwPPF5+sBXD+/luwsqrINxBLmpPzesYFjss5Uqa6qu+54XTmATAtZcEvXw9Yt\n13GnOzzucIBZ2YhuWUGnQ8N2Ocl+eJOGddrANGPR5KjZiw3gDGUNqJshISWEIZRXJtb3VmdIrVQ6\nZ5xuedM7d3ahu+KlJYvdBTodnB0Udbh4LdfVpYXvjo7XRac3bhjTnj3YTlw4BQAQTJwNHXvuypMm\nUWNV/ovYuljMbEzC61xfVR4oZ8TKsAO/DUNDdDAYZdkpK6Vyx26/Dwz0pwECozv0TdBwnWG0hRw1\nezGGbuhMTaNQ/v4xUoxZ+T7FIysMXffkPticbN6gNAA7ZRmMCfe4cToYjOK0HE5kC/Gjsfpl+K8T\n5V292YukNGLrlDfBNnxyFE1jemKGsjRqQ4auFvcb80M0vc60OuUwCfd+qG3OI7GxMTJ0YwOII/eW\nhellLKjaWHpy1Gwbkm8YxsLIUTQNwzCWlRw1u10eXUfVU2Ro/1B4Quw4sXjaOttEcJbzrPoJFjS0\npAuOjY00Z7Vf5ryV+XgCYp5c89YaTchRNJeVlA6umBe2qu6U7Aep10uT+FvNayuX2jCKoe75ou88\nu1qj/IMCwxC1efTAqczzRBo7mhw1ezGGrj+R96wCveQ6LSRByw+jpQDz2xALb/D2Z9CE1sXyQrom\naeloNjYmxdWVPzugCfF3++3uY2Zoxm3UqJ3lv6BOLiJtPxPn1pOjaC47Vb6AOr9pTMpjxAaVxYZQ\naOsS/RfxMcaaJa5Zy27H8r0Lc9s2pao7GlD7gUxXl5ocNdtCFwzDWBg5iqZhGMaykqNmL8bQ3dzU\nH/1TJh1PdRlonl3tMT/0mF6Vvybw6D8YjDy5KR7dnkjCoI0sDjVd82i4sQ/nb2eChdhvMe0/wvf8\npxI7geaNaBU5iuayIvUpRTZT6pLEnIdNk+5oxwi1PTbXj7at2+GRyLtRw+5zhdt7OGBZmUxiptRJ\nzxnbP2WgeKczOfA4pedNYAOX20+Omr24GF3N+tNyx8h9fJr2e8UM19hMZVr5culSe21uToZpac1z\nh4kZwTFDV+LyLV64b/biUFtwpumDnFWdKdeFGbytIEfRXFa0mcWVjIjRqLMQVf6LFCO4bi+7Fp7g\nz1gWvR1sbo68C/4MlhUH9O3jR+yfg2EXC/VK/ePVOalbW6CQ9mrjZ5Q6zcBtPzlqtoUuGIaxMHIU\nTcMwjGUlR81ejKF76BBw772TT8Gy/yb01Kh1oaR0q4SI9cEpA818/IFgMnTBz7ogH2r9XnnZNSYf\nihMegocsdOTuPDyzTYmdJBtU0SpyFM1lRyYUaJoVIeYoTHGKyn1j5WMD1fzbTr8fHj8m9ZkGZ4s3\ng8Gokr43AlgeyK9M4O82c+r8QNqJ1Fz22rpQ+dg9okJ/LYyhneSo2VMZukTURTHf8DFm/lYiOgDg\n9wF8OYC7AbyImU+pOx8+DNx9t15xrP+rStVSVbKqLtEGF5aghYz6hq4MXfC3yfe+2FbF6Kb0PLny\nu9rip9/Of0SVAdu0f9OYKzmKZs5Mo9kXHSgMjs/fN3rgTwnRj8XXasT+jjJkIpS+sWrohTbDGVCE\ngLkwMD90odthXaBj9xTP0JWOEt8GnouTQrupNA0BTPW+1G2fq9vTZ3muzOBtFzlq9rQm0Y8CuA3A\nBeXnawDczMzXE9FPl5+vCe599GixPFXqasqIhmmMkpR9RRtk3C2gP5xqHt2Qtsxi3FZKbt5WDEZr\n+mUXYXTW9DQYs6PpeEOjMdNpNoBHHmJ8+q5CG31jUaNux09sSITU21CcsCyveW+lYSuXe/aM3ndx\nzjtgwPUcM/oCU8Fr9ufcmecBp+lR1eowWk2Omt346iKiIwCeB+C3gOHj1wsAvLV8/1YA3zZV6wzD\n2NG4m37qy2iOabZhGNOSo2ZP49H9JQA/CWCfWHcJMx8v3x8HcElSTe4xWusS8h8fqsIN6njnKrZt\neZPdyKY08ejKQ2rxaL63Vnaz+Whekrk+aWlXrezGmucVHTvGNN5hLYDP2FbaIoRLwsw0OzSRTWxd\n1W8dyqKglel00kIX/PDYfn/Sk7t3b7Hc3efwAAtZiTyQFrvm2FN2rXV2jVUlwy5CVU+FPFDoR9C0\nWwu7iMXTNdVlbX/vxyZwdCbOieOYdm8bOWp2o78XEX0LgBPM/DEiWtXKMDMTUb2gmtiIAb9Mal1V\nZQKWp5zhzNcyqR/agLOQrR2LyJDiFxrf4Jf3y33ZwTmmqNG+NFDvQUIT2ZR6YjQd1VKnnDE3chTN\nHJm1ZmuhBG590+fHWAiCRkgfpYPA18h+f2R/OgO3O3i4eHN6YzJOTbOsZaNceZdmzH3u9Yblu/v3\nF1VilDtXzn4JAJdcPOPYXLeMxdHFjMSmDoQ6f+iKJMJJM3Cadm87OWp20+fIqwC8gIieB2AFwD4i\n+h0Ax4noEDPfR0SPBHBC2/naa68dvl9dXcXq05/esBmGYWwna2trWLvllpnVl6NoZspUmg2M6/bj\nHv8sfO3Xrs63xYZhTI1pNkDM0z1JEtHVAH6iHMF7PYAHmPk6IroGwH5mvsYrz+yfKfdYm9J1osUG\nOJp49QL5ZLjTHSbz9h/Wq8ITQhdCbOyCloy93x95ImLdeA43KnqmaCkjZPfcrD3vVd6F2OC3Pds5\nCm+JIRJvCcyc0MeoVUP8Iz9S75p9wxvSj0dE/wHAtQAeB+BpzPxRpcxlAN4G4GIADOA3mfkNtRqV\nGXU1u9xnTLf/5R49E43UOF+7pG764WCheL4Ux2Iss4JbynCF8/eU15wTeCn0oVC5kC7FBnm5g158\nMQDg4a0ihEGmoHTtu2DvDLVbu1HFTrg2Ys/hfz+Zg83fL0WnJa5Mrzc6V8Z8WHLNnlVkkPvmvwjg\nJiL6fpSpapL2dlkXZG6XkIUnuoSi+H9GiRYE65WXOuBP6VulbyHbLbUbTjbp9Oni/YnSz+I0tnuE\ngwAAIABJREFU+VGPKl4AcN7KHLq9tKksU1I+pIYypAQf+/tp2yI5Ko32M2fvwCcBfDuAN0bKnAXw\n48z8cSLaC+AjRHQzM98+15Ytnqk023X7O30KPajLz1rqRW2GSIcW4aQN49Cm6w1lVtjdOwecPlN8\n8Kft3dysN8ZDHtzXn40N4OTJ4n3ZmN0HDpQbu8NDztTAdcRi7DQN9w1eLX43NnBEqysW2+uXNSM3\nK3LU7KmtA2a+BcAt5fuTAJ5du5JDh4rlmTOT27Q/SCivjPxja7Mv+HV2OkMR8gPfZcxsTCNizY0N\nPPO/itwutdN5k92zwJ13jpaPfWzx/jn1z3g1/jmOeVJDhG4Svd5wrvek3IixY+TYj2IMmefPx8x3\nAIUHI1LmPgD3le/PENHtAA4D2LGG7iw02/UefeYzxbl1ciFTdMVSj2l2kDYYN8Veckj9lCnDAGBX\np0wXtr6ud9G5g8R6CX008ZaOgnvvLd67fPH7ijGAuw8cwO4jR8od94frr0Oom9H30mhPFH7be734\nILY63loZ1xzyBBtZkaNmmxvMMIyF0abnFCI6CuCrAXxwsS0xDMNoJzlqdrsMXS02qM7TX0rXuHe8\n0Kxnmkc3ljSgLpr3Vgt5ctsPHy6W7sH82DHgjjuK96dPF9/Bzb9x+HCR1H2qhjlSQwlSPLuizMxm\nuTGvQNZMK5pEdDOAQ8qmn2HmP61Rz14AfwjgR5lZ6VoyNHzHndRGbfiDNuQCGA9FkGVSetEc8rgT\nEQUbStxqSpdbrEcrFhqgzZN8333F8tZbR+V+6qcqv1cS0nvre6xlu1Jj7lLSA8XSrfkhcPIGFwsr\nNFpPjprdLkPX9XHJQQHan6pOEGwkrpM7XQy8nh25W51erJT/rLwJxAxdWd59fRe64GLi9u0DDh4c\nvQdGZT/zGeC22wrj93GPK9a5sr1eOZ1lADcVZa9XhhZ0FOs+ZuBqQXSxQQsx6vRbGllSdSnce+8a\nPv/5teB2Zn7OtG0gol0A/gjA7zLzH09b3zKSMpBMDq/QbCSHtBWbSIeUnokHatmF7oe5aQfwDVmf\nWEyqi5vwvRXPeMYoXM8fEHfmzMhjUYfBYBT6FwtTkO2uMzI6NlZDu/9qA1u0YGojO3LUbLvSDMNY\nGFWieejQKg4dWh1+/tjHXt30UGrQFxXBYG8GcBszv75p5YZhGMtAjprdDkPX996ur4+eTuUoB6AY\nZeAN53UDmwDxBK910XhPnjLNS2wwqr+79PbG0n7VdUBqD8hlrvHhQ74rc/LkZGIK+dl9L9db5jzC\ne/cCX/6ocBv8fOm7++ISqfIQ+J+1jBmugbG0ZCFPrtyvItm4kQfzjPciom8H8AYABwH8ORF9jJm/\nmYgOA3gT///svXu8JEd15/k7VXWrq29ftZrWRRKtltyApBEChM0sQoi11caYEWYWrR9jjMceA/bM\nfIbBeD32GoRnQcx6WR4eG2OMP4zHsH4s8jDYMGINWGKGK4N5ipcASQZZCKnVtJpWu91qrq5uV1fs\nH5mn8lTkycjIemfV+X4+9cmqzMjIqKysX548ceKEcy8A8GwAPwPgdiL6Yrrr9c65j0yuZYuD75hc\nW8tnUggN2JeapYWPxeisj9yPQ9Oa0ovrX3TabBeaBoXc1po31E/9wCer1QKOHUvec5iBTHHGI455\nf87WsLZW/KW3t8M3Mybm5lTUe8d1+x5x6aEt8oCHQkaMWlFHzZ4PK4H/FGzcnjyZWWhs4HL//N69\nfeFgA1fqVDP030n/WJxhQQuxig079akyKliWl8cvisiQ7ePl7t2Dtj+QGcUnTmTbeCkNXx4pzfop\np8L0tbndTspSUfxW6CRpdy6/jlC8lnJC+jeutonkIjDhEbzvB/B+Zf1hAC9I338CgF1MFWEN5ZAo\nGYrp2278N5Z2mvZcrNlBMVMN+9ukA4Pr6nSSHLYDLiJfg6Qxph1QE+2YeYg53ozvb3v2ZAIrnTtA\nIt68jdvFXorV1SzVjo9mwMfE3MptoZuYlnXB/3E0Y9bfru1n1Io6avZMrzgWS/KTHa6vA094QvL+\n9tuTJatnr4cz6VSKUB66+3XyQZQ/u9Spogf4kG6UaUoR2oOyNhhDlmH9Y63k/JWrq3m94bKtVj9H\nec7QPXkyM3AZLZel/9DeLGpgUZxX6AYh47UYzWurwG08ng7A4/Mx1lzCxtSYpGgak4N6SbquXauN\ndJltO3w4cyTI5dqaHB+QL6NpapGhW2Z/+oZu1uu1kj20F83x7h/Ab2DI0JWGqz8ojJ01nU7+RiBT\na7Jo+96NRgO4++7kvZb/XdPiKl5TebKK/phFowZlW2Rd8kbiD4QxakkdNdserQzDmBl1FE3DMIxl\npY6aPTND15+goZArrkiWPDVYqzXwgCsZ+Bzo9tbyg8d4dAuPVYDWi+O3PZReR4YqS68IUzQDUaNR\nPDPQ1lbmaAjNSpRrb5syT4gWYxWKX9Mq9U+4DNYLDLHekTZ6797mQJFHt6n/fUJZJYz5oo6iuew4\n0GAok8c/ujT5/93614N6u74O7Ej/5kW6C+ghn0xIn7UwMG2Cx0Ya8tZqe5PWhCrt9fIeVokWpsUH\nZU8uC9TJk3mPJ5fRjsNt4JnWgLywy9nFho2/k8Tc4Pwy8sT7SzldHXc9ajc1Y+6po2bXx6MrLL7G\n6tn8NkdmXA7GljpQZWO2iFCsrUZIdzQ9kTFu/lztsnyRoaulKuM6t7by2hiKTx5oryZivjUfcyJk\nGX/0m0yC6e8naKZpz/rDEFuZgZyFr5jBO+/UUTSNuP8Yx+9K7dnhDaCV8hGyrcqmCi5a56e1lVFT\nWcgopW1ootHyjN+QOMoYCf6SHGMWEm85xb12U+I6/bg1Kez+F+t2s+OE4mQlRZ6i0HgJzTsUSkEm\n9/f3859GAH0aPWOuqKNm18fQNQxj4aijaBqGYSwrddTsmRm6lb1tPDjt2LHc4CvtYZPXseehaOBZ\nqAvNJybZQMhLXNYz5q9bXc0PCpMDV32HgfTs+g/Z7HBot7OeIm28QNFDfa+XDkiTG7Uwg9CIXUYb\n7CBdLkVe4tAoE9EW8r+YVt6YC+oomstOrHY/+fKk3Mc2Eg0+cQI4O+2h5/CiXoO9qdl+MdmxytaF\n5ncokpfBybu8Qc0ypEB6cf0JH7iyvXvz+R+17jhNaKULXNbJn2Ub/G45WbckxlurEaOX8thFg5O1\ntGSyjNYjaFo9l9RRs+vn0T12rJ+loYezkmV64mWYEqMZtTIEatg43JAxqx3bb0MoNk3+52XaHkA3\nZrUYXV/ruPdL2ph+imLtHA20KeZkVf0XaAZvURC2RGugNueoNjqZlyakM6eOomlUg9PHDgy6T/+/\nK+n/ksdPANWdDppt5euYpsGaPViY+aoodpZ34NyOWliX75HQwrMYOSso1yWNWf8LyRtETBiYpEj/\nNMMzJiNDyJMj3/sDSELHM+aOOmp2/Qzdyy7r/6Fb3n9dQwqcplNaKJG/b+hhs4oxG0pnJu0u6ZD0\nnZPaQ7F/4bXbeU9ujFOh3c47D7jMgBdnEld6KNAudHJlWflFeOm7u2UMmInpzKmjaBrVeNJl2eC0\niy5KDNodvUR4XSvJb6vZSNoQgBgtlmgyERp869c10Ivlexa0uFNZkaZH8iDaflKzfO2S3l7Ngvd7\nu0Ldi9rJDRH6o8bc/EI9fTLdmlLOxlzMF3XU7PoZuoZhLAx1FE3DMIxlpY6aXWtD1/dIElx/ZjSn\nJCTXcnuHurGqZFgpC5Hwt8U8TMcOfg3BZTg8QTom/IlqqHem78HodNIZyHAmLVwSd1GFssYXHSfk\nMZDbZEAyf8lVkdEe0ONcjKlTR9E0hmP3bmBHK9WTY0ksFaXis9JqodcbTDlZ1hPOVHFIajNQynpy\n9VeNn5BdcEWT4sh6QzFsvmbJ8ASORZNxvKEbjn+zLAtpGDaEoChmRK7zPeMS4c32U5DKz+bdnR11\n1Ox6Grr8h2nvAADsaJxO16P/x+xhMM+q/177LAmFMGh1lBnUvAxldNG0UusR47q17CxFdckQssLB\nHqJxzd5p/UtoX1qtLJKYkIVhEx8X9Yfy0o8ZM6ZOHUXTGI59+5BNZ8tTvDOdDnakhl17NQtnKEop\nq42viBkmUCZZuR70bTEATabyKtsxdgwAN4LrlsdhePSwnF+ZYaNxaytfl3Z86eUouhkV7RtDSLuL\n4v3k8WT70rAWP2S51wNW6mm5LAR11Gy7XAzDmBl1FE3DMIxlpY6aXU9DNz3T/OC60sinN2mks94M\nmzlFPoCGPLmMlslBPqT7xwwlCJAx+n7WBa0NmkfXH9gq99ectABwupt1Da34rpTYecpDHtaqxIQu\naLMVyUd/Xu+PrpMj/fyTbIPUpkYdRdMYjrU1ANvef449vELsKBWvZqeDZvqeJwCSMhQTQTXs9aVO\nGFE1RVdRF6Jc798kpI754t1q5XNDMjL1ogwRKNJtLfVi6LtUJdRT5994tGwSvV4wuoPvVSstC2GY\nNnXU7HoauumffVdfjISBkv5hWKja7Uwg/dhU2btU5ceTOhDK5ODrTrudD0+SA2t5m7S7/LAmzWD1\nw7BkrxRv6wv31lZ/NjG+iTzazcI8+t9Ndolxpb5AhazvcaL1Nxb1aQJ6yjFG/jj+U4dWhzFR6iia\nxnDsWnXAahpDJbvjgcGudzmTGDsuGiv9VUyVUH5JqAc9hya4XIGWRoeRelnmUSk6jp8urNPJ3zi4\nzNpafka12Jhg/3uVGfX+fpKi9Bhlxyuqp+BwvNkyMkyfOmr2UHdzIrqQiD5GRF8joq8S0SvT9XuJ\n6BYi+joR3UxEe8bbXMMwFgk2SmJfxnCYZhuGMQ7qqNnDenRPA/hl59yXiGgNwOeJ6BYALwVwi3Pu\nzUT0KgCvTl+Tgb2NcgS9552j/uqmOtjLd1L6D5saReOegMEHec0BygNp2aGh9URpPTyhnLdaeel0\nSMqLmX68GXfaq7ty34vzW5L8olruxopP5f31Rf+AWE+q5inQpoormjBinv6FS4z9BFNjPjSbkV5b\nXmoZAXhwsdKRE4piigln0Pbv6x97Clv53sKBHfzZy1jg5cQ3PjJsqkranu3t7IbBx+FRxnKWNin+\nRSOjte7MmJufxC9X1KvGy6KbLaDqdNHvpKUv5mxLg92SxiSoo2YPZeg6544AOJK+P0VEdwK4AMAL\nAVyTFvsjABsoEM2hU4Vsb+e6e2QqsaZv4fW7vvI91GWhCzE/aChvtwxZABJtYp3anU6FyTq1vQ0c\nO5a8P/fcZHnoUP44oRAGqYu+RvJypd3OGnj8OIDMmG2urfVj4frwDYlFVB5Qi/+SIhNKr1PFCNaM\nU79Mu52Jv2bo+nVpamkCOXUmKZpE9M8A3ADgMgDPcM59oaDcHgD/GcCTATgAL3POfXpyLZs+49Ds\nscCG4d69yVKKpfKg6hpJWNW2N09CSOO0BDGMZm9pWW4yvU0f+Luns5Wc2uvEiew9s74++L0kUme0\n6Sy1Bst13W52k+Abh8wb6dd56lTe4yHrLAohqOK0KEILfSjS2VZLPx8F2qBFQTRNuqdGHTV75Bhd\nIjoA4PsAfAbAec65B9NNDwI4L7Rvdt1XiLNRjCX1xHsrqdHoH6dq+JGmQaEUYr6myIdv1vDUxhyw\nx/0HchlX7DuvpVPAR3omcoZuR4lbPXWqf2DyZ+/hzzKtjeZ9YAaEKiIWS0PzBhTtz8dbW8ueHqT4\n+2je6BS+qVq81/SYsHfgKwB+FMA7S8r9DoAPOed+gohaAHZNtFUzZljN5ml65d+m8n/F1xfptPAM\nXddayYWpxmQalOUYKUX+WA1GbvPtz+b2NnD4cPLh3nuT5dbWgHb21zG+DskD+rOlabOmhRrv3yyk\nscjHkaOZ/fMtvTxFx9MIxf1qx5Fli+4VMvbYc15ph66jR3GRqKNmj2Topl1gfw7gl5xzDxNlF6dz\nzhGRqoI33HADHAjOAddccxDPec7BUZphGMaU2NjYwMatt46tvkmKpnPuLgCQuuRDRGcD+H7n3M+l\n+3QB/MPkWjVbhtVsAHj9629I6wAOHjyIgwcPTraxhmGMjGk2QM4N570iohUA/x+ADzvn3pquuwvA\nQefcESJ6HICPOecu8/Zz3W74mM1GtTZJTwP10pl3/JRRrRYe3U7KyZAnP0NCzI/Y62UP7vxAL5MT\n+Jms9u1LluvrWZ50Dks4cCBZdjpZeXZMypzq/gRfrVZ+ci8t1syfNn1tDaCtR5IP7FbmBq+tZQfw\nJ1HY3Mx/WRlG4ntf2+1i13koRlf2H/oxIPLk8jb+Yueem3WH8jrN7aP1b/ojmY0wQoSICM65YlUK\nVkPuyiur/dc/+9nqxyOijwH4Fa0bjIi+F4n34A4ATwPweSRG4KZftu4Mq9lpObe9nfxWmjNw6F4Q\nGeOa/g+dmCjA12dtXgUtdKFwUhwUTxLWbmfayyFmO3vfTd7cey9wxx3Zex/WEK6g08mHFzC9Xt51\nLD27oZ4sv/EyXEt2BfJ+W17MRygsQfPwFvWuaXX1enk3Obfl1Kl8/B2fn/X1XBYO12gGY6l9dq1a\nL1yQJdfsoTy6lJjbfwjgDhbMlJsA/ByAN6XLD2j7h+ycYeD/HsEFK9YGow3TDq0XRtbtG6ysRffd\nB9xzz+A6LaML25Nra1kPlR9tsLmpj+dgirruul1gRRv0wZX6hBL9hgZ0yS9U5STL/cqmqQSyk7B7\nNx5t7Eyq6D9oNIE0mVorvY9QKGYsvSmcbu3MuiwrPnQZ1RhVB9IBVecrm17jnPtgRBUtAE8H8Arn\n3OeI6K1IYlRfO1rL5otRNbuMqmme+uVld7v3fw/JSyxa77r/t9eygPUN3C99KVnec0/medAGdPE6\ndh50Otk6jtuVBq9mJPJScwxo74HsZsHHBAZ12g+JKBog59dd1L5QaIW2ThvPoQ0aVuoNjdfzH4B2\nec8SxuSoo2YPG7rwbAA/A+B2Ivpiuu56AG8E8F4i+nkA9wL4ySHrNwxjCSgTzYcf3sDDD28UbnfO\n/fCITTgE4JBz7nPp5/dhGlkHpo9ptmEYI1NHzR4268IngMIcvM8t25/g0GhQ4SDPXo9yM55weAKQ\n97L1vQihka6CmMFo2nbNK+CXlSnEeMkDc48cyfbzx3hpo4HlgDP2DvP+p07FeZWDX0w7Ef7gCtmd\n75+QkHdAG9Urt8V4LXwPspZFQaS02N4cLN5oADvanodJ1llwAoPnzhgrZaK5a9dB7Np1sP/5yJHX\nD3sotess7bK/n4gudc59HYl+fW3Yg8wro2q2RBt7VDV0oV9ehDr5A5Ckw1STqpCOx3R3M9LB2Je7\nr399cLm1lQm6rJTvOX6aMRnqxQfnGDYZdxaTdSEk7NJj6odBxGZKqJJlIeS91bpqtZnlZBoi/qz8\nmP415Q8ml3BY4o7WmXy6I2Os1FGzZ3ZLp94ZNNJR7lr40Pb24Hcc1INkW65bud0OxiJptlVR94jc\nFhPWJHv4WcNkrxIwmOqQQ5I4W4wMj+WvcOJEFsbESz7eyZN58dZsUtVY53V+nJgM7tVG9YZym/kH\nLiPUFebXJQXLP+Hplz6DZn/Vzk5k9o6CY1vWhekx4VQ1PwrgbQDWAfwlEX3ROfd8ItoH4A+ccy9I\ni/4igP+XiNoA/g5JblmjAM3QHdiYrvSzNIT+V6e7pBq1WkpIIDxhmXyG1SZQDA3+P2s1HePBgyhY\nqIEsLIG1cXMzPxZEhmL44wl42/p6Vt6P3w1Z95pmyc9+hgWZiUGL340dkFK2LVRG/gC+B0jE753u\nJbbASnpP164VXpdLgek3wdIyTJQ6avbsfFeNRu6ExWQribWjtErZsA4Zrv4Ddhm+LSYHlbGhy9tO\nnco00tfA1dWsLtbWzc1BTQWAx6ydBgCce+4Kjh4drF+2PeQJCW/EYMNCuXJDwdYxKWe0OqUA+0/k\nrVZ2s+FtqZekCYedVcaSyQBtLQisqH3GWJnwCN73A3i/sv4wgBeIz18G8IzJtWQx4F62726SYoCm\nxkejqexZjnT4aQaNNks3o3lriwxdbTKJAd8IizZ3oXGjDh/OdpSN8T2sWsosFvv77suX02YMKvKi\n+OWK0LRXM3hDEziE6i5qgzy5WkywHBENDBj5KzHOhbRuOflT1fu1MTp11GzrpDUMY2aY88UwDKM+\n1FGzZ2roFqUPCTnUQg+UwUp6PdXb4D/watPoau3zPQxi8P9AeAGQPcB2Opln1u/Nkj1d2nwHvO3R\n1ST1zmN2n8Hx42lGAcXbEeXRDT0Oc2UyAbpfmZyH2N9PI+TZld4S/4T7MV0AcFkuA1J1QhfSsCEZ\nRiXqKJrLjux0Cf1Nho3fZah3JpvpsjUYBqFlNgwhR+n7qSQHHK8s1v7MbXJaS44363TyOqndQBj2\nFh86lJWXcbvcqJjAZJ+i3jU/3CzkEi+78TJFP3ooLgTIvOQ89WdV0uNQ7ww6ncGwx/5h5PkbuhvY\nCFFHzZ4Lj67WzVQ0Hqn0mmXVKpoRRtBoZMVDgq2Jut8lxvXs2QOs4HS6bWWgztXV/PfhzydPDk4H\nzG0o6l3HqVNot88GkOkvG9barGnycz+1Tyh0ITRtkDR0fZGMibktwy8n1ewpT4mrYxTkibeRaROl\njqJpZPh/+2GN2h1th9NdNmZTfRKGExu8jVYWfhYTgaUNSiu65rpd4LtbSf272Bhj7Tl0KDPU2Eht\nt5OBFEDm6ZB6qM0BDySawrOssefDH+imfaHAuILSeDVfx+SJKLzJKHXFGLxym7w5PeEJetur0mig\nyeEtbb5WzhS32RgrddRsu4sbhjEz6iiahmEYy0odNXuuDF3ZvSQntxoKOaIrRRvkUBSeIB+Q/W2h\n3vWVxhlgM3ni37Mnm+EHAK64ImsO934xJ0/mH+5lz1guAcF2lofcnyGI21jU9pzXJeQKkT+KNvRZ\ni/nw6wgR45ZhZIqfSRDygBgToY6iuexIZ6WvM02EB3KGJpbgwW7s2V1pNHI9RtROPbsNPUsDt6nI\nEbm9nems32nTaqE/wPfxB84drGBzMysoRxRrU2NyZf4oYf4sMzmwR1h25w/rtY34Mw1M1BEaSBzq\noQttK+qy5O7KMZO7jky3J04dNXumV4UfnsA2zGPXx5jeSebsSn+hRiBWV34uinrQ4oT79tf2dl+8\ndqwnX6y9mszY9T3nP9q3St1lZwHIDN777stCD6Tx7A/OZR1t9nrYufkQAKC1+5xkKQR7qF4brWvM\nDwGR77XZ0jR8YYxtnF/n1lb+5mHUmjqK5rIj7SA/Ocvjzg//t2NCG9jgdWiCGkUDOPIj77WsM4z8\nzBrqp77d3pZRBolBeN65qTfhyJFsRw5hkBVr8xH7DZRl2JPDN4CLL843ImZmyLJQMW97//Q1VtD0\ns9T4zo3QcYuQqSol8pxNAgtTmBp11Oy5MHS1LCpjp9Xq//k4NlXLxyfbwnE/zYa3sdfDjjavpH55\nAIOjHVLLldgDIDKS06mHAQCPbSVt2vu9j+lPpc7F2+3BgWzpobM3qTdhJf1e6+vn9TcV2ZaNBpSb\nhnICNFeI5gIpCqYuqr8KmlfZn6Z4//7RjmHMlDqK5rKjDUabxO9IcMWDNJQYXW22cn9YgWbw8jpp\nm7KEP7KV6PvO1dUsPRhbyFtbmaeSBZrTH25vD1Ysy2xtZdvYo8v7aV7bGAs+0tCTv1ejnfQ4UqvA\nPa/tqCHb4DtGeLl7d/YdeaCfUUvqqNnmFjMMY2bUUTQNwzCWlTpq9kwNXfaYrrS8p9EjR4Dzzx//\nAT2XsdaN1mqJUZzaZAlA8oSePqWflcYsPIodybbt7ezJ1Rt5enr3OUkML5A96aZBYc0jR/DUy5Lu\nq7+7b6VfhEMiqJtkcmjKmDVv+sldYnSva+/oN0ceLvHo6l9rAN9DIAPzmG43P6mDlqom5CGI8UTI\n7kB/JPPttyfLK67Q97UUM3NNHUVz2Wm18j31MgvhJDiDJNys2R9d38w5DbWhA9rSjySQDtN77kne\n8/e68spkufPIkSxTAnthZQiC3x0pe8C4jAxJ4AP4gzZWV6uFLpStK0B65ZtFJ7Jox9Bxi0IXtrf7\nN7NQnLYx/9RRs2dn6Gr5Wf2+pGng/Wr9YAY5c4yWo4bbz/G4WgySlzR3Ze9egOffZZXl/Q4fBu69\nFwDwxAMHAAAPb63049VwKj0eD36Q06b5iSH37gWl9e5IRXZAXIquVJlWy0f26xXF68o2lHV1aYHP\nRcjwCf6u/N35uJ/85GAyY2Aw96V/szHmgjqK5rLTUWYgZKn8zjEa7xiLlP50793kgmm1snEW/nhY\nGbrgG7qdTiYJbK8eOZLtxwN82VfRv03t3p2fXezIkbwxKzXZ9zJwZdogCh6gIbv/tSkvmZiwM/He\ngdSihRQNUCmjKPSt2+1/Lzr2HQDAQ43HAgDO2atcL9rIamMuqKNm2xVkGMbMqKNoGoZhLCt11OzZ\nGbpajhrZH3boUPJ+koONQjNAyPb5nt3t7ezpnD2svNyzZ3CwAjDwtO/2PAYAQP6oW5mzLO0/O+vc\nc4GTIr0NkD35b25m9fM2bkOrlXO7kPRkhryuRUnAtREoofQOw/4btJQWjExy7vedynQ5fF4ajeLR\nKOYlmAvqKJrLihMDb7X5B4D8WNGxk/5/Ca4fZqaNkfUHo0nPLoeDsfdWypocLwZkt6HHtXt5XV9b\ny/SbwxqUtuYacepU3tXMJ27YgVpFqcfSY2vz/2RecmXSn6KQr5hBaVp55X6696Lk40PHM29z5nkX\nvZkWfjZX1FGzZ3e3l/lQvTAAdLuDuQYnhfxD85IFR27zDd5Tp/KGFrf96NHM4GTRElOecbaFfhnu\nI9vczFLMcDLHRiPrhmcDl48jDV0ldCFn4FXJaashDV05w0+o/iKDWhs9LPcJxYr5v4XMv+bf3eTd\n2P8tzdCdC+oomssKx1QmWWgGs83IvywbLmqX9KiIrnhuT8ubHrjRyEcoSZliufRnor1yEQHRAAAg\nAElEQVTnniyMgSWuX+aytcwylgnMWcc5ZQ5bxpubugXOjfHneWddWl3V54D3iQgjc43mQMIawIu+\niJn6V1tfRde1NBdp+2jzu2mbdvVPo2wSp3jrj+Exg3cuqKNmz8fdnh+j09hUHD6cXcw8OmBc0wf6\n8HG4Dbw8cSJvzErPqZ91XA5Ak+nEgMxIveeezPj1XQfHjuUF7uTJTBzZwJUPA3wcP7a53c7Hd0lx\n8oUq9CSuwe2UXtQqhrQ244ZmMIfazuW5LXv25KfR1LzDdfyXLjD2c9STXauDRuw992TGJjs5z5lg\nFik5kIk9k91u3uPMkuAPPAMyf4LM/sU2LNP3hK6u5nPBbm3l713SEVE0yOvUqXxsLzds9+7MyRMa\ncBbIqcYD97rbg51bctnEmeJ8ubGGpK/Zmt5qmu95uHubelXcvJX5sFKMlDpqtl1ChmHMjDqKpmEY\nxrJSR82eT0NXZjVgOFn3RRdNpw3alIXcPSVH2/rT68i4UO6PYQ4dysqzZ1dOIZlmXcBTnpKt8xOK\nc3n5yCuHFKd1n0aSogx9Z2+anqeBvDdVSwWmPe37GQy0OjTvq488R1qmDd9boc02xL9PmobuzO7H\n9HdvIk1BJFP8MJOcQtioTB1F08jDntBTpzKJ+7vUy/vEJ0wnjZQaKpFeYI92E/2TMcR87XF4wtra\n4PTrQOaoxd69+el+d+/Oj4+QIXC+1vhhV7I8l929Oz87kPyTFHl02+3+1MnyluRP5jagjVrgrt8u\n7bhFWZK63bxm872p18vep415tLfSr94PNVGHf1jIwlxQR82eT0P3oouyYCn/z3j4MLBv33Ta4cft\nXn55trz55uS9n6tGGunawCnfQGbkP11+Zw574PPB5WS3GeccTo2/M+vnYVOMS5PLZluJsZLGrS9e\nobgyrY7YEIaiNF9aTkaZlocfENIHnn84mYr7MRl9ktzUdnQ6FpM759RRNI08jzs/MTI/9Wnq/6Ys\nXd+8N/mPPv7ADPKmps6DHWno2+HD1JcTflbmdrZamZyz1LH9+o37duAS1ll2OsiCXAnr08mTA44H\nAIPpxtjy5KW0trV+fN7P6/Z3rcRY3NrKDwSUh1nB6bQNQ8TlyvIyBMHfT+ad92NFOp1+Y860dwIA\nulvZV/GrlLmQjfmijpo99kckIrqWiO4iom8Q0avGXf842djYmHUT+mx87WuzbkKfjc9+dtZN6LPx\n8Y/PugkA5uxamaO2jAo7/mNfVSCitxDRnUT0ZSL6CyI6u6BcbTRrUtTlHMzTtb/xqU/Nugl9/vqv\nN2bdhD7zdF7m5XqZl3aMgzpq9lgNXSJqAng7gGsBXA7gxUT0pKEq29pKXpx4m7tMGo3kiVo+VQ9J\n6cXHx+t0gE4HDpQl3n7e85IXt+XYseS1ezdw6aXJa//+5MX1HDiQPOmfPJl4aNlLC2DjW99KXAx7\n9iRuhFOnEm8k188vvno2N7PyF1+cvNLjHjuWnTZ20vYvOu7Pkiv589YW0Gph47bbEs8C9+Xxiwc8\n+PvJurQrXLviuS4eOCc/8/tWCxt/8zfZ/uvrOL3ve3B63/fgwaOEB49maWnOO9fh7N3Ja0c7eQ0c\nZ0TmSajmqS2jMknRBHAzgCc7554G4OsArvcLjFWzaso4z8Hu3dlfjjWI57b59hEqr6CEytf++ecP\nzLL57Ksdy/mAzPIkZ7zuxInktXdv8jr/fGQ6mOruxle/msRsrK/n7hVYW0tOBg8uW1vLDsQzU6yv\nJ57cc8/NPrfbg/c6+RJ66VorcK2V/rm9+eaN/vmWTVjpPoKV7iO6TvsUHddvg/9i0niDjc98Jjse\n6zsPFl5dRbPh0Gy4/u47Ow67VgdfO9p8tx2tF2BetHJe2jEO6qjZ4+7PvRLA3c65e9MG/RmA6wDc\nWbkmDo7iobHcDSRnjmFjd9jcg7GI3I05fuInkuUnPpEsu90sjOGUFz/ARqzcxnmC5ZQ9HI+8d29+\n9jNerq4Cl10GADi9/jgAg4flqtQLzY8V2xJ9SGtrSVv84cqyMm3dMCEMfMyi8izMT396f9VK+huc\nd26+uFE/JtkN5py7RXz8DIAfV4qNT7Pqy9jOwZMvd7jlo4lB6yd+2dqacOoxRo7+V2aGfPbVybF/\n9+3JOu7e37Mnux759sPSePgwcPHF6TiH9Auddq2sAGs2V3bRRfkUmXwvk8a3H8IgY2BlyAIAtFo4\n3UvasJ3eFljzibLb4I5GGqYgQ9FCaLOZhdKE+etkWEOrBaysZD9+IMyw74wwakUdNXvcoQsXALhf\nfD6UrjMMw8gxYe+A5GUAPqSsN82yc2AYRiR11GxybnxPVUT04wCudc79y/TzzwB4pnPuF0UZe4wz\njAXCOTdUn/SwWiCPR0S3ADhfKfYa59wH0zK/DuDpzrmcdyBGsxYd023DWC6WTbPHHbrwAIALxecL\nkVjbfYY9wYZhLBbj0ALn3A+HthPRSwD8CIAfKihSqllLgOm2YRil1FWzxx26cBuAS4joABG1AbwI\nwE1jPoZhGEYpRHQtgP8dwHXOua2CYqZZdg4Mw5gDJqXZYzV0nXNdAK8A8FcA7gDwX5xzyzSowzCM\n+eF3AawBuIWIvkhE7wAAItpHRH8JmGYBdg4Mw5gbJqLZY43RNQzDMAzDMIx5Yapz6s0yKTkRXUhE\nHyOirxHRV4nolen6vUR0CxF9nYhuJiJl7t+JtKeZPrFw8PWs2rGHiN6XJmm+g4ieOcO2XJ/+Pl8h\novcQ0Y5ptYWI3kVEDxLRV8S6wmOnbf1Gej0/bwptKUykPam2aO0Q236FiHpEtFesm9g5MWaDafZA\ne0yz820xzS5uy9Q1u6gtYttS6vbUDF2afWL20wB+2Tn3ZABXAfi36fFfDeAW59ylAP57+nka/BIS\ntzu71GfVjt8B8CHn3JMAXAHgrlm0hYgOAPiXSEZaPhVAE8BPTbEt70ZybUrUYxPR5Ujigi5P93kH\nEY3zv6S1RU2kPeG2aO0AEV0I4IcBfEusm/Q5MaaMaXYO02yBaXZpW2ah2UVtWW7dds5N5QXgWQA+\nIj6/GsCrp3V8pT0fAPBcJCJxXrrufAB3TeHY+wF8FMAPAvhgum4W7TgbwD3K+lm0ZS+AvwXwGCTZ\nQD6I5E85tbYAOADgK2XnAYlgvUqU+wiAqybZFm/bjwL402m0RWsHgP+K5Ab7TQB7p3VO7DXdl2n2\nwLFNs/PHNM0OtMXbNjXNLmrLMuv2NC33uUlKnj6Jfh+SmTfOc849mG56EMB5U2jCbyMZWSjTKc+i\nHY8H8B0iejcRfYGI/oCIds2iLc654wD+I4D7ABwGcMIls6TM4rwwRcfeh8F0JtO+lmUi7am2hYiu\nA3DIOXe7t2nW58QYP6bZGabZHqbZlZiZZgOm29M0dOdi1BsRrQH4cwC/5Jx7WG5zySPNRNtJRP8U\nwFHn3BcBqDnpptGOlBaApwN4h3Pu6QC+C6+baVptIaInAvjfkDyJ7gOwRkki6Km3RSPi2FNpFyWJ\ntLedc++ZdluIaBXAawC8Tq6edjuMqTEXv59p9gCm2ZGYZvePv/S6PU1Dd+aJ2YloBYlg/olz7gPp\n6geJ6Px0++MAHJ1wM64G8EIi+iaAGwE8h4j+ZAbtAJLzf8g597n08/uQiOiRGbTlfwLwSefcQy5J\nH/IXSLpOZ9EWpug38a/l/em6iUJZIu1/LlZPsy1PRHJT+3J6/e4H8HkiOm/K7TCmg2l2gmm2jml2\nCXOg2YDp9lQN3ZkmJSciAvCHAO5wzr1VbLoJwM+l738OSRzYxHDOvcY5d6Fz7vFIAvf/h3PuZ6fd\njrQtRwDcT0SXpqueC+BrSGKtptoWJLFVVxHRzvS3ei6SgR+zaAtT9JvcBOCniKhNRI8HcAmAz06y\nIVScSHtqbXHOfcU5d55z7vHp9XsIyUCUB6fZDmNqmGbDNDuAaXaAedBswHQbwPQGoyW9CHg+kuD1\nuwFcP+Vj/89I4qu+BOCL6etaJAH1H0UyKvJmAHum2KZrANyUvp9JOwA8DcDnAHwZyRP52TNsy68h\nEe2vAPgjACvTagsST81hANtI4hJfGjo2kq6gu5GI/T+ZcFteBuAbSEbL8rX7jkm3RbTjUT4n3vZ7\nkA5qmPQ5sddsXqbZuTaZZg+2xTRbb8tMNNtri+l2+rIJIwzDMAzDMIyFZPHypRmGYRiGYRgGzNA1\nDMMwDMMwFhQzdA3DMAzDMIyFxAxdwzAMwzAMYyExQ9cwDMMwDMNYSMzQNQzDMAzDMBYSM3QNwzAM\nwzCMhcQMXcMwDMMwDGMhMUPXMAzDMAzDWEjM0DUMwzAMwzAWEjN0DcMwDMMwjIXEDF3DMAzDMAxj\nITFD1zAMwzAMw1hIzNA1DMMwDMMwFhIzdA3DMAzDMIyFxAxdwzAMwzAMYyExQ9cwDMMwDMNYSMzQ\nNQzDMAzDMBYSM3QNwzAMwzCMhcQMXcMwDMMwDGMhMUPXMAzDMAzDWEjM0DUMwzAMwzAWEjN0DcMw\nDMMwjIXEDF1jrBDRQSK6P7D9/yGi/3OabTIMwzB0TLONRccMXUOFiH6aiG4jooeJ6DARfYiInj2G\nql36MgzDMMaEabZh6Jiha+Qgon8H4LcB/AaAcwFcCOD3ALxwXIcYUz2GYRhLj2m2YRRjhq4xABGd\nDeD1AF7unPuAc+4R59wZ59xfOudelZbZQURvJaIH0tdvE1G7oL7vI6IvENFJIvozAJ3AsW8goj8R\nnw8QUY+I7Do1DMNQmJVmp3WeIKIni3WPJaJNIlqfwFc1jKEwA8LweRYSYXt/oMyvA7gSwNPS15UA\n/r1fKBXSDwD4IwCPAfBfAfw4irvBrHvMMAyjGjPRbOfcowD+HMCLxeqfBLDhnDs2zBcxjElghq7h\ncw6AY865XqDMTwP4D865Y6mgvR7AzyrlrgLQcs79Tuph+HMAnwvUa91jhmEY1ZilZr8HwE95x3lP\nteYbxmRpzboBxtzxEIB1ImoEhHMfgG+Jz/el67RyD3jrvgUzaA3DMMbFLDV7A8AqEV0J4CgSb3HI\ns2wYU8c8uobPpwA8CuBHA2UOAzggPl+UrvP5NoALvHXfg+IQhVMAVsXn80MNNQzDMGan2c65MwDe\niyR84cUAPuic+25Uqw1jSpihawzgnPsHAK8F8HtEdB0RrRLRChE9n4jelBa7EcC/J6L1dNDBawH8\niVLdpwB0ieiVaR0/BuAZgcN/CcAPENGF6QCL68f3zQzDMBaPGWs2kIUvWNiCMZeYoWvkcM79FoB/\nh2SwwlEk3VwvR9Yl9RsAbgNwe/q6LV3XryKtZxvAjwF4CZLutZ9EMnih6LgfBfBf0jo/B+CDsAFq\nhmEYQWal2ek+n0XSG/c4AB8ex/cxjHFCzhXbEUT0LgAvAHDUOffUdN2VAN4OYAVAF0lKk8+l264H\n8DIAZwC80jl382SbbxjGMkNEFwL4YyS5Qx2A/+Sce5tS7m0Ang9gE8BLnHNfnGpDp4RptmEY88ws\nNLvMo/tuANd6694M4P9wzn0fku6PN6eNuhzAiwBcnu7zDst/ahjGhDkN4Jedc09GMmL83xLRk2QB\nIvoRABc75y4B8K8A/P70mzk1TLMNw5hnpq7ZQVFzzn0cwN97q78N4Oz0/R5kIzSvA3Cjc+60c+5e\nAHcjydVnGIYxEZxzR5xzX0rfnwJwJ/KjyV+IJC8onHOfAbCHiM6bakOnhGm2YRjzzCw0e5j0Yq8G\n8Aki+k0khvKz0vX7AHxalDuE/OhNwzCMiUBEBwB8H4DPeJsuAHC/+HwIwH4AD06lYbPHNNswjLlj\nWpo9jKH7h0hiud5PRP8MwLsA/HBB2VwAMBHZ4CLDWCCcc0PlRR5WC7TjEdEagPcB+KXUS5Ar4lcz\nzLFrykiaDZhuG8YisWyaPUw81pXOOR7J+T5kXV0PALhQlNuPfOJpAIBzbi5er3vd62beBmtLPdoy\nL+2Yt7aMiqv40iCiFSQjw//UOfcBpUi0Ni0oI2s2MB+6PU/XvrXF2lK3dji3nJo9jKF7NxFdk75/\nDoCvp+9vAvBTRNQmoscDuATAZ4dtmGEYS0CjUe3lQUSExGN5h3PurQVHuQnAv0jLXwXghHNuWcIW\nANNswzDGRQ01Oxi6QEQ3ArgGyfSC9yMZsfuvkCSm3gHgkfQznHN3ENF7AdyBLIWNdXcZhlGMIoRB\nerkZTp8N4GcA3E5EnH7mNUhmfoJz7p3OuQ8R0Y8Q0d0AvgvgpaM0eZ4xzTYMY6LUULODhq5z7sUF\nm55ZUP4NAN4wSoOmycGDB2fdhD7WFp15acu8tAOYr7aMTFXR9HDOfQIRPVPOuVeMdKCaYJo9Pawt\nOtaWPPPSjrFQQ80OThgxCYjInAaGsSAQEdwIAxtcp1Ntn62toY9nDI/ptmEsBsuo2cNkXTAMwxgP\nI3oHDMMwjClSQ802Q9cwjNlRQ9E0DMNYWmqo2WboGoYxO2oomoZhGEtLDTXbDF3DMGZHDUXTMAxj\naamhZpuhaxjG7KihaBqGYSwtNdRsM3QNw5gdNRRNwzCMpaWGmm2GrmEYs6OGomkYhrG01FCzzdA1\nDGN21FA0DcMwlpYaavZMDN1vfxvY3k5egDZDXDX4vDcaQCv9RpzTmJftNrCzYwnPJY9uJzmctd+B\nz+lZa/lzdqaX7NdshM/nw6eSct3uYJ3yOPyey2jXwupqsmy38/+xsv9clf8klyWI78UN8pdllbQW\n+BmSxpj7u4aiuaw88ECy7HQG/5OA0IJer/g/I7cxmujI/xAfwACQaS+fNtZu+Z619LHreR07gyaA\nEu3e2spunBq+WPNn2Zg9e0q/g/zrD2iurLuMKvrB7dSQx1vEa27JNXuB78aGYcw9NRRNwzCMpaWG\nmj0TQ7fd1h/8mdiHOW1/fmjb2sqXbzSSp5odbfPsAnnnY6+Xd6polHlyGd8bzB5k7bfnNnS7+XWx\nzlG/zZNwChhjxk5+bZCOO/9na7e5l0f5PWVXju8FlGiCvgw9JBXwT5E8tUG9TAs2fc+phvTm+gfy\nD6ocA0Dm3ZU3lKr/9VG7eqtgOhRPDc+VqYdhGLOjhqJpGIaxtNRQs2di6LZayasolKvRKH6Y0x72\nQyFg8sEye7hMvA8rreX27A7r0R2WkCf9dDeLF+bfjNulOXX8duZivAA0G1k8mEal7ygLF7lVZJC4\nEYedr9ognbFF/1G0CI1GEgdKRZ6/gR1E5X65bjdfbsmvl6L74jAO0yhCHnrtBsIXhn+BtFr98n6V\nmnarAzm0NsReWzEs+bUVTQ3P00xa3OkMdlFry9B1zGjdN/42rbuNf6eV+v1eYyULQcgPDpj2Qxs/\ndDQa1P/teEzAKL1f/B0dig3eUqGVn7UbsnWvDk8NvQPLjrQ/tR5qhh0KFDKWNLRYNLtOAOTvdVVP\n7ViRBi4vNzf1skqjVN2VdcvBbT4hiz/GS+a33bQ7nhr+F2cWo8txuoA+Kr9KeI5W1jeepRci+53I\nMjFgvq7bZsPhrLXkve+NbTQycWTDNSiWAQgu7ilKg0/YIo7OnTbzdPEZQfin6nbzA+2lZ9e3GQYM\n3iILTXo3NPyY3iX977FD4JGt5JzmPOqzgA/e6QDHjxeXSRurPviE6o3JeCPLxnh0J9l1uejU8JzV\nr8WGYSwO7KaPfXkQ0buI6EEi+krRIYjoIBF9kYi+SkQbk/w6hmEYC00NNXsmHl3qnkans5J7SB/H\nIMtQj3ORF2JZ0byio3pKx0kolmtoT27vTPKmareBxeFOhtG9A+8G8LsA/ljbSER7APwegH/inDtE\nROujHnBZkX8BvzeOl3LshfrTFv3eckeNUHzbEhJySMZmxZkIvjbG5h/XKIpf1AbqaNv9k9TrLW1P\nwFipoWbP5o69vY2VTgOdTjJowQ/rkUIa8z8pu+65jC/OSQqyxLDTJkZYJAYM2PQE5LqQGo25MHD7\n7UtFcyC+Vt5RK9D/XvIiCKXHUc6Nut4YjRHPp3Pu40R0IFDkpwH8uXPuUFr+2EgHXGLkX86fM0A6\nD4qzT1F8tzVTZORsb4cnNVhwfHut15uxgeujxQ5WpUroQsz+ZuSOhxpqdrDFRS5mIvpFIrozdSu/\nSay/noi+QUR3EdHzRm2cYRgLzojdYBFcAmAvEX2MiG4jop8d8zeYK0yzDcOYKDXU7DK3WM7FTEQ/\nCOCFAK5wzp0mosem6y8H8CIAlwO4AMBHiehS51z+MSxNQ9Lp7ASQ7/6q+uAmB1BW8QB3u9nEEr10\n4BNPbbkoqce06RZzzJuXUvPkpp9p2LABf55jebFo3lvLpDAdJn/trQB4OoAfArAK4FNE9Gnn3Dcm\nfeAZMRnNhp79RHPc+QPaB+sIZGLwD1R2I+D/9KJ76rRwjTSFGzMXEr69nf34vt5qqeJi0bzBMdeP\n9cJNhhpqdvAuXuBi/jcA/m/n3Om0zHfS9dcBuDFdfy8R3Q3gSgCfzlWcGhnUPQ0A6HRWAGRGp/xP\n+Nd4KHtIiKJQnqIelkaD5qsraBLMqQD4Bq78vZujNjnUhWZxuNOn5BrcOHkSGw8/PMoR7gdwzDn3\nCIBHiOivATwNwEIauhPTbOjPfr5zQmZkCNkZ/VAqLVwolCxdI93mOH/vPIRfjUD/3PB4AukJSsM1\n5vY7FmU8GOamXRS2UhZiZto9WWqo2cNcEZcA+AEiegOALQC/6py7DcA+DArkISRegjxsYaZ/4JVO\n0oxemwaKAHqqPh+phVVDgTRDmpeN9vwMzBoW/5ocySs6ZTSdq2zosmchc90nSymI/nJOHwAWkpJz\nfXDPHhzcs6f/+fXf/nbVI/w3AG8noiaAHQCeCeC3qlZSc0bXbA9tnA8waOiGPbvJUjV4QwRySXId\nDlRrze6jjfirizb5N+xQTlwFBwL5Xb2MDAT3z0dN7m21poaaPcxV0QLwGOfcVUT0DADvBfCEgrKq\n2tzwxjf2+78O/sAP4ODzLDTMMOrAxsYGNm69dXwVjnjjJqIbAVwDYJ2I7gfwOiRdX3DOvdM5dxcR\nfQTA7QB6AP7AOXfHaI2uHSNrNgC8+c03JAUc8KxnHcTVVx8cczMNwxg3ptkAORd+8k27wT7onHtq\n+vnDAN7onLs1/Xw3gKsA/ELa0Dem6z8C4HXOuc949Tl37Fg2DzDQj7FyrSSEYXtb7xLjzzGTVsV4\ngLUeENkkHtQbmrp23vHDAOrg6fDjiqVTgB0DZ++O/B4nTmQ7A9kPvLqa9+QacRCJtwTnXPG0c8Fq\nyLmrr662zyc/OfTxloVxa3a6zR09mvznwiFfmW5y6CwvpSOO0e6ZAxpVJOiasIv/M2tIHcPP+l7u\n7UeTFTLedffuGbUqgm4XOHkyeS/jEHn5hKJnK4VeDzh1arAOeXM27a7Gkmv2MFfJBwA8B8CtRHQp\ngLZz7hgR3QTgPUT0W0i6vy4B8Fm1BlZKTyW566ndbg4U1XaV26RBFKOLUlz9+mUvSWYQJ79RnQeo\n1cHALUI+hAQfJv0whZMn8+EI8u5bl27ARcZ+g2kwumZXoCh0oSz01g9nAEpCGgLi3VwEAyiU/nAe\n0dondZdnTdu7t7yukyfzzgl+giq9ERgTpYbnPqgGwsV8Tupifi2AdwF4V5q+ZhvAvwAA59wdRPRe\nAHcA6AJ4uStzFxuGsdzUUDTnGdNswzAmSg01uzR0YewHJHLu6NHkZLF3zY8baLX6I2i1EIaQt1YL\ndShC20+GNXDzOOXYzk6N7wGyb7EuF6r3ozhQbnY7/m1o65Gwe563iSB5Y0jG2Q128GC1fTY2Zt4N\ntowQkTtypDh0QfPMsgNOOuKqjPeUZXITvsiRx5rIe+FwtezR4q57ptHIBG9eOXo0WWq/Df+g+/YN\n7sM9cLJ8t5t9fw7XWFsbb1uXiSXX7Nn073A+QC32AAC6XVDaspVWso1jrtLNA2jdYDHZGuR6rY7B\nGdSyXLu7Vmskmn62gTp02XObve5HArCSNn2FJ0XqFo/CHvie8xzbtszM+7Vo5AjlK9f0Uz5jV+mN\nl2ljoxvGpE/CVOdZsfwYkDqEYxTdaGWWGzZgQzdd+d4M3Pmihpo9O0O3bHYHLxkjx1w12pTLsSvt\nmlCMbox3V4vf9fXGgbKBAvMqoH5+NnaBRl6kA1MGTxs+p/4PoBH6gevkvV5W7PepDVoPWGgMBaNN\nNBEK59S0uHJj/EakOni615z/sRbSwwkMjuabZ7a28vcbRl4Y/P3KJn2Yd+/1slJDzZ7zf45hGAtN\nDUXTMAxjaamhZs/O0I1Nn+CdVGo00Go1B3aTFE1NWRRXVjSRi7ZODurf2WlnH4AsEG3eqNjt5acj\nKyXK/RJPkuw9xXfZxwZcS+bdC7Ls1FA0l5XQ31Db5sfTax7dUKrHYCOKGlLSiJVOB49uJwozl2kj\nlWxElXsNYzS5clxIxPHkbCFad2tRzKHWVpmnzpgvaqjZs43RlZ/lUkOEMlDfdhs0eEO7+4dPq6oc\nMwawbZuI5c55+jMqgf8xIQgyb21MqMJAnWO+6AkunES5iBr++QzY71YjypwGcinfy1AzPwwshJpP\nt+hzqLHesr26CwDm0+DVBppU3Xfahi7XoyXAj3kq0sbryJheY76ooWbblWQYxuyooWgahmEsLTXU\n7PkIXZDrmKIYBHGSm21+H9fdHvugW7au25Xx9DP0ChR5OkUfIXcbbm4m7dSmCZcPzk0+N4HfhkQF\nExm05vd5xrrqmeh+UGPm2O+zcGh6CSR/56JsOIW9SSGXcdmBC/Zj/Wq1dxbXNWGiZqwMfNfczG/K\n/TQJA3MDx5vo4GItdEFSNNpQ8y7L/J7GfFFDzZ6tR1e74GP3ETT7f4iwwVv19wnZ4X7qsR2T/k/6\ns35JIfHjcJUun1D+Svkz9AUxNHWRYCLCyd81FLIQG9xn3V/zTQ1Fc1mp+rzpRx41GvnJrtS/Z0x6\nB42Y+4jwUvRnT2tMWSN6PaDRHFjV1115QpSTw+UGDFxeKp4cmZYz2aQcZ1xsbaTrsVcAACAASURB\nVOmxuTH45W32s/mlhr+LWQGGYcyOGoqmYRjG0lJDzZ4PQ1freo8ZmCbLI3lCL8oaUDX2XpYP5YrM\nPLvJcc87d4wezs3NbH5w3wUS+WWqjGrudmV5HqCWeh48D4TP2Dy7R4+OPuiMy1ii8fmnhqK57Izi\n2fV7tuXgNDVsKsajW1XY2a184kSyXF+P378Km5vJ0psqzjWaga9Dmac5JSoTjhK6QHDo9fR9Gw0a\nf2/c1laxJzc2nMw7V8YcUkPNng9Dl6mqoN6kEklsatggk5T9XkWRFaFmfucY4bHrQwrIsWPJkgWy\n3c6+I//xNVH2u4sUgz8mLll7vpCf+f7AkSITSbzeahXH5pYJZA3/gEuP/Wa1ISazV2i/UPapgQ+x\n4QqVZphQ9mNOnkyW45g9kbV7e7vQWCM4dLtZphutRPG2eByo8NSM1cjl+1arVZxCrGy2EMYmiZh/\naqjZ8xGjy1SJ1ZUItwDHlrJHMqSBsV7eGIezjNk9cSI59p49yTp2LLbbIraK4bnB2XPrH+jAgfIG\nRsRbhWJztc9atpeJTn185Eh24BgDV0vEyefBvAH1oYaiaWQMK9WawdvULoUqWlAynqCwPC9PnMhE\nOxY2kvnpn5ebm0Ed8gcvc6qzss7Mqn8XPr8T1W72jIfOv9Tn0M3IDN35p4aaPV8eXcMwlosaiqZh\nGMbSUkPNnt2EEUD+hA0b/CUzkvc9fE31EOMg5Alut7MHed/R2my4zAPAT8Gyq8cPxdBStFSkimND\nvq/6U8QQTNBeNEe6RPMK1PBPZwhG/P2I6F0AXgDgqHPuqcr2fw7g15D0Bz8M4N84524f6aBGjtiE\nOVzOT6zS7QIrnYC3tgoht2goVrTV6u/nGvnJiPqhWqdOJctOJ++BZH2q6BlmTTzdzULOQr2Ruew4\nyncmOHQ6FWe6rAL3RoY86lKvfe2W5a0Xrj7UULPnw6NbJcZKEzBpIKZ1UCDHrjzMMAadpqMxsfYO\nBOKuLf5jc7owrSEjpIDhGCwO4dDapoUuhJ49ZPeaj3YD829mfE/odgm72qeTD4cPD1aknUg5EE8T\n0KJGGfPP6L/buwH8LoA/Lth+D4AfcM79AxFdC+A/Abhq1IMuM1p0UQhp1/gP0lIjgqkNqx4otM7f\nJj+n5Vg1ecRHsyVEnzVcCKZrrfS/BwBsba3grLXq4QIrLTdg7Iaam9uoJClujvj/4rasdB9JVkiD\nVAtZ8HWZP7fb+fuZ/G3M0K0PNdTs+TB0DcNYTkYUTefcx4noQGD7p8THzwDYP9IBDcMwlpkaavZs\nQxcYbfRs6Gm+aBRVt5t7qm0oWRiqDtLV9i/aNzS4tNcTScr5CTYUwN/rAV/9avKesy2cf36ltrJn\nV0vdkz3tF3dvxQxi09bJc8QOEPlw33d98Eg9LdOCNhGGNgiNlzaTTv2Yrif+5wF8aJoHXGZCSRH8\n9Izb29n7lUB3fK5yWVloW2wMV1G4WJFHON3X/z7HjgFnjZjdMKazKucF93cIfP+YtGX9cI1tMWDP\nn/VDnjOtF46XRd2Fpt31ooaaPR8e3aI8XloZjUCcK4cw+F34fpWh325cWa4GDF3Z/cU7ajl3uDyH\nONx3X7LcsycuHY5WZ4SCxkYEFN3M2u38eeOv3OydDs9+pnV7yc/DNNSYT6b0uxHRDwJ4GYBnT+WA\nC8yooV9yPxmj27efVhPnBDUCMRLySXqc11BRijMZdyH1ydMkWeSh44P3nHP2Vgtl4MPIVGBFxqkD\nDRq73JiCcyNTj2n3t352IP5Rsrnk89otd/Q127R78aihZs+vR7eobNE6Xq/l1gWANIZKO2xZM0Ne\nTS3My38vBSU31aN8ktV2KIpd2toqnk9Ta3AgiDg2nU0u92KvB2wn57sfyya/A+/L67oiMC+UK9cX\nSV6O4w5rzBclf8KNw4ex4cdxV4SIrgDwBwCudc79/UiVLTEx4a7Stgr5LzSPLksCS15Teg2GjdeN\nIdQw+SCuiX66vdEZvL90Onk78LubmZEaSvfFMu7rrTROGdmU/r2F9yvx4oZm6+1PFewHU4em+W21\nig3ckJfZvLn1ooaaHTR0Q6PjiOhXALwFwLpz7ni67nokFvgZAK90zt08agMNw1hgSkTz4P79OLg/\nC9F6/Re+UKl6IroIwF8A+Bnn3N1DtLBWmGYbhjFRaqjZZR5ddXQcEV0I4IcBfEusuxzAiwBcDuAC\nAB8lokudc/lH8bK4qyrxuXLd4By2yTJ9oqTemVy8ruZ90JqjHS7GYaB5NLK5LRIPwEBHlN/27e0s\nZMHvzpeEHs21UbBe40MznOW8BH57+WmcU+7I34Lb5T+xy35Kv82h7i9tuHfovBjzz4jdYER0I4Br\nAKwT0f0AXgdgBQCcc+8E8FoAjwHw+0QEAKedc1eOdND5ZjKaXUCsl5c/h4ZX+L3kO7V0Y1plMfG3\nMWhpIWQDteOl2sT62Golerm6mk+oIzvg/Aw2chkzaxnXmZuAqARZN08PHOpIbWoe7iINlrk1tV64\nwt5W0+5aUUPNDl5hgdFxv4Ukz9l/E+uuA3Cjc+40gHuJ6G4AVwL4dHRrYmIFytYV5aJtNEQMU34W\nmkmGnYR6xlSDl8VibQ3Yuzd5z4akzDNbFGSVVJwsfWOxItFTRfKgMs4TLLu4+NjayBP/xCvdXwMD\nLjTD2KgvI/5+zrkXl2z/BQC/MNJBasQ0NLtsHFiVKIOQodtu02AolL9jKORt2OsqZrCGbAs3Ns2d\nyNK1o+1w8mSiW5odV3TfIbhC5wLB9QcVq7PIVWRnJ6lfhlQwLM85Q7dsLEVRTK42YM1CFupJDTW7\n8qMUEV0H4JBz7vbU2mb2YVAgDyHxEhiGYejYg8rEMc02DGNs1FCzKxm6RLQK4DVIusD6qwO76O7A\nmNCFYTIwaIPR+IlbDGxoeLPehJpSRoz3Qpbxm8fb2u2VbIBaqJLQkzXTbmce1mnDmSBkRojNzWQp\nR+sWeWbFSObcCOMyL45RP+z3myhj0+wSYgejFcm6jHSSMtFsNfKVyJ3kNr8x2rYQVdPwSDd0ivTC\nsgSGkjXkJL/Xy2dPmDDawLi+9p4KpH1kuAdydTUfshBKPWb//XpSw9+tqkf3iQAOAPhy6hnYD+Dz\nRPRMAA8AuFCU3Z+uy3HD294GEAFEOHjVVTh49dX5QiFjNmadFsLQ/4Plc+syMb9hqHsuNrxYuwns\n9BMsHD+eGYl+A+WIZP5eHOYwb/h9kvKO5yu+MJCDYRMW1zUTNjY2sHHrreOrsIaiWTPGotkA8Nu/\nfUP//TOfeRBXXXUwGIdbJWGC9FFIuWi301Rj6OZ38N/HirdWB28LGc2hRiuc1UlmfzzTSMLTpM+F\nyWncnPwf6NTDyRttLEXI0GVCP7pp91QxzQbIufADfBrv9cGCOYm/CeAfO+eOpwMb3oMkxusCAB8F\ncLHzDkBEzt1116CoFC01NIHT8OOAOp1coPwZNCt5ZLVDh8Jkq8Kaec7ao8mbra3iKYLb7fk1bBme\nIpK/g/R+8O/DvwlPiKER62kxpoPo/iYiOOfKM8+r1ZBzv/qr1fb5zd8c+njLwrg1O93P3XuvHMg0\nuD0kyyHdlPiSsLaWPffuaJ1J3kjDq2hQlDTGYgxX2Sg/R6z8HEo5dvHFyZIdE50OnNdzKAejhQYA\nzwVHjyZL1m5p0PuxtWKEfR+/B1JisbnTZ8k1O2g1pKPjPgngUiK6n4he6hXp/1udc3cAeC+AOwB8\nGMDLNcE0DMPoww+8sS8jiGm2YRgTpYaaXZZ1oWx03BO8z28A8IaRW6Xl74rx5IZCGLa3c93kjVYW\nwjCOeN3YZmq0WlnPz5nWDgBAc00Ec/lPxvP+VHzihO4NAJIT6o/O5bK8vWAZTHdm1I85EcJFYWaa\nHSAmhEELvZWTSPRDGLSA37IKZSNiGxtblvXr2LFkKTzJlLqm/TRe3S6wMs+99ydP5s+f9JCzdstQ\nBR9LHba41FCz5+sqDCVcjNlPW6cNHODcuo0GtNy6RU0YVmPL1gODGbe4XKfTRJP78ebd0OVzy4Kv\ndVnJcBIZUsLrvHL+YLTkBmEG7kJRQ9E08sSOI9bK+0hDl59/+2m72HDSct5WCQquinY8zash28eD\nn1PHBTeP03rNHcePJ8utrXCuXM9JwTqth6Nk91dzTiwINdTs+TJ0DcNYLmoomoZhGEtLDTV7NoZu\nlfRisfuWHUuOkM1ma1AnkdCaozUzFi0jWKhO6dHgLrtmSyk4T7AnlwdjyG49f9np5CaFOINs4EZP\niXQAzJu7kMzr9WwEGdZrG9pPSzmWn0RChDAUjXor6xEc9prTPLr+SDOZXit932gnHt2568WXk/sA\n+QwLQD4EITAphDwdfnaxHW3T7oWhhpo9X3+9UI6aUPmYOrX8NWI63FBu3ZA4hwbxamhGL9ejHYe1\nZBwz4YwNbuCJE8B99w1u02ZikwYuL9Ptp7v5+DX/MPMWpWGMkRqKppGhpRdjNI0L+ThC0Wb+ckfZ\nfaGKJR7aFsoEpGV+kDnE0hhW7rKfu7jcw4eTpfZd/awVUtd5xsp0Vs+ie5rc3VggavijzsdfT4ux\nGne8lRQlafCmx6H+/7rc4C1rVpH4y3kSNGeEpqmsNyurc3Rx8XTEm5vZgAT/y0qx9OJxXXuHmqmH\nP3NxLZG5sWDUUDSXndD4BaDYR1G1o076JnKxumutsIVVxVGideNpyzKjVy63trLerT17itswLfhc\nyank/fEf2neVzgkAaLf7Bm4oVNk8uAtMDTV7PgxdwzCWkxqKpmEYxtJSQ82eraFbNFq2LHQhlNYg\n5gleug+9p1mO2W00aCivbWwZ37mseXGlB3hXIJPL1OGJIE6dKj4BMg1N6g3gtGnd7fxPwd/ZvLhL\nRg1Fc1nRHJ8+WmdcbE9YUX1APursdJewIjMcDFO5j/YF5TH8VI+hWIxuN/OezgMcj8tLbWpeptVS\nPbm8reh0mxd3SaihZs/O0C3rx6oSuqD1nWj9ZowYjFY0Xzq1Wmg0BtNbxcTvhnrBtLpC3T9A1mV3\n8mTSlksunpGYHDuWxePKwWV+AK3s8krDGlxnJwBgW0mVO7epdozpUEPRNIoJaV3sT62N9dKmB15Z\n9QzPqoZuyDvhG7rdbpzxy3S7mVE5D3A8LtNu6wYuMKDdfUNXpHzk02yDg5eUGmq2hS4YhjE7aiia\nhmEYS0sNNXs+DN1QH1fVtAYx+zPyKd1fdrsgLyF22YhiXl9UpXQgFzXXx3ciPHA4acsF+6b0NM1z\nnm9v5wdVyEazq2VtLVmurva9AlzMvLdGjhqK5rJT9pNVGYxWJuW+R3cw9WKihWoIQ5XrShN231Pb\nag16cnkpt0ukx5S9qfv2xbdpHBw/nrV19+5kyV2E8mbkz3S2upqFm6VpH5tp5giCm7/sEcZ0qaFm\nzy6PrhaHO2pQV6zAaX1jvqIKIfANXr+JftP9r6FMlhM9GNhvFn/+5r2EvXuT92fvnoAByeKs5VZk\nZNgCN5CNYRZWAM2GGbhGATUUzWUl9qeqmnKsCC2cSxq6/H6lUxA+MAxF3fmyEWXxZlyPXxc7Dc49\nd/R2hpCzU/qheTLsjGOI+UYiDd2Ups1mZvjUULPr12LDMBYHNghiXwpEdC0R3UVE3yCiVynb14no\nI0T0JSL6KhG9ZNJfyzAMYyGpoWbPRydEkWdXrgvtV7auqB7Z9aSELvhdVSTqkN7dsmYysvfL7wWT\nGRa0ev383Y1G5mz9zrGkLXKAbDbRROCJXObDBZJuLV7nN1TLIykPdNFFxccxjCJG9A4QURPA2wE8\nF8ADAD5HRDc55+4UxV4B4IvOueuJaB3A3xLRnzrnxuACNIqIyUwjifH2So9uNhlZon9N1iLeEKq8\n4EC+rpPUPE28Q1lniga2bW5m+3Go1zg4cmTws3Yfld+Bz9P6+vjaYCw+NdTs+cq6MMnQhVBKMrmU\noQtFeVQajf5sNz4OVNiEIq0sap72QKSFPvhG8MB7mcAcGLxD+LRaA91WuQNqwm3TlhmjMHo32JUA\n7nbO3QsARPRnAK4DIEXz2wCuSN/vBvCQGbnjJZQkRxu/4BMbvyv10p8tbWdb6FPovhETMpfChi/J\n+4GWicFH6qUfvyu/rJb1J31/ppca8NJZ4Tsi5H7+BBDSEGfkDcgMXGMYaqjZ85FHl6nq0dXqqeLR\nleV9wdHidyPqkwawn54sFO5VtK5oYJtmd6pNC8WOaQdkw9UXf0245bznhjEMo4vmBQDuF58PAXim\nV+YPAPwPIjoM4CwAPznqQY1BYvwRIfuzqm0qw0956TrJwCkKVRZKXRm4Fh1o0LvLy5CFX4SW6lIR\n82a/vNivyENSNgBEu0mIcRSGEU0NNXs+QhcMw1hOSkRz42//Fhtf/3qoSMxomdcA+JJz7iARPRHA\nLUT0NOfcw/ENNQzDMOqo2fNl6I4auhCqs4gi72aZRzcCOcsaI52hEjmKOOTQDnl0g9efFmsW8mL7\n3W1yP+nZHf3pzlhmSq6fg096Eg4+6Un9z6//y7/0izwA4ELx+UIkHgLJ1QD+LwBwzv0dEX0TwD8C\ncNtQbTZGRgtTKBpGoX2Wwys4dKGfhSEUdhai1+trth+rO9BoTXDLYja0z/K9LBPqfYz5XmoMm/Id\nTLuNYaihZs+XoctUzYMo9/MpC4coEqExGLr+ILYmgGYrb/yGmlpUJlqnQt1YfjeYfwCJNGq1AWqG\nMQyjXz+3AbiEiA4AOAzgRQBe7JW5C8nAh78hovOQCOY9ox7YGB+xNqNEy60LACurkSEFgW19dQ7d\nK8qu3SIrXaI5G0L1lo01kWgGrxm6xqjUULPn09A1DGM5GFE0nXNdInoFgL9C8iz5h865O4noX6fb\n3wngDQDeTURfBtAA8GvOueOjNdwwDGMJqaFmBw1dInoXgBcAOOqce2q67i0A/imAbQB/B+Clzrl/\nSLddD+BlAM4AeKVz7ubCyssGnMXmpPHriqlHO3aVZOBl7YsYEMepcFZXm/1NvoeizLM7dOhCWRmt\nvDYYzTwCxqiM4Rpyzn0YwIe9de8U748B+F9GPlANmKRmDzPuahhiLwl/HDEvz/QoG8gV2jEUShAT\nZhAzCFqizaKmeYlDg+RiR/0VrQuFNRhGDDXU7DKP7rsB/C6APxbrbgbwKudcj4jeCOB6AK8mosuR\nuKAvRzKq7qNEdKlzTv9nyj90FaO2jCoqrIlKVfEqy4GjHRPIzbrW6ezod71pIbNaNUW2q3oaq4zI\n1cpXtqwNIwK7hsbN5DQ7RZNNjWFtstjwU7+8dBA0fY2KCUMra3BoHIdWxh/nwGhTz8v9x/WfKIvV\ntf+eMQw1vG6Chq5z7uNpHIVcd4v4+BkAP56+vw7Ajc650wDuJaK7keRL+3R0a0Le11FPbsgg1eqX\nIqZtK6orNrZXmYyi3V4ZOFxZVUPZnWWFtNhcXh8YqFGUV9gwgtRQNOeZqWu2wqge36qeY18ju93I\naYH9bbFGML/f3g57eYum3w3VX1WfQ2Xsv2VMghpeV6PG6L4MwI3p+30YFMhDSLwEhmEYOjUUzZpj\nmm0YxvDUULOHNnSJ6NcBbDvn3hMoNpybb5zdN369RccZNb1YaDaaMm9yuj9nZ2i1mkM1IZqic1sS\no8ueXK1NKzas0RiGGopmXRlVs7XEAJOM1616aUgJ7s9opul7KNwgJpRNLv0BFaETIj28w3THyZiR\n2BA0n6qheYbhU0PNHso8IaKXAPgRAD8kVvu50fan63Lc8Hu/B7hETw8+4xk4+IxnlB+0aghDTI4a\nLTwhxtCNHRxQRfzEtLwct9tstcBpyGJsZ6mZuVCCKl1efmVIbhza4A9+v7WVtFObNG1H28IaFoWN\njQ1s3Hrr+CqsoWjWkVE1GwDe8pYb+u+f9ayDuPrqg6rBGxPppRFjPMdkx+p2szrUQWlF4Qaa5pcZ\nwTHCPCyh+N1xGLx8z7HZLRca02yAnAsbIWm81wfFCN5rAfxHANekI+O43OUA3oMkxusCAB8FcLHz\nDkBEzn31q+WCEON1ZEJP3dq+cinn/pbbWq3ibZqhGyOWWls0y1Ac1/ei+oct+np9QzfGQ+FX4FeG\nGEO3+OuYobtgEIm3BOeckl0/phpy7n3vq7bPT/zE0MdbFsat2WlZd+RItrqKfVd14Fqocyw0Npb1\nZnUVWFtL3je7jw5WKkVr0oZukdc25NEt8/aGRh7HeIe1H4NPlrG4LLlml6UXuxHANQDWieh+AK9D\nMmK3jWRKNgD4lHPu5c65O4jovQDuANAF8HJNMAFUU74qnsiyejXV9AUtNBJMO05VQ7foexW4KORk\nE3I/bcKJykSIpjS0Q3a7P85COgy2t5M6zPA1ctTQOzDPTEyzMXy4QkwHWFmvfJVbhtSqpl+ZJmTS\n8I0xgkMHnyRV/yuxPY9+uh9JaACdsZzUULPLsi74s1UAwLsC5d+AJNFvGBaNKl5bue+4TnTIYA2p\n7bDHLwuHiOmGSj9TqO+uKgEDVxLj0NDKcvXZIGcyY9dIqKFozjMT02zESWJsR90oxnJoHdfdr78V\n4d0MGboyM0OVRkvLPbb8MJTdk4pc4rH3Pj8zhRm+Rg01ezZXLStRTNf5qMZllTb5y5ALs2pdfp1+\nWZlbUeJ3R8nzUWUgQyjWIWK32OiQskMCHEM3GNO70jLDdympoWguK1V7xGPqGna/UG/+gMyGrHPN\nqK1q6Bb1ikmHTMx+sfpc9X4Y04YqTyvdrhm7y04NNduuWMMwZkcNRdMwDGNpqaFmz4ehG3qCnMRJ\njXm6DcXoxtYditXVymjJzYu8tmWDFmKo6B2oErZWNcLkTOrhHRhIZyw+NRTNZafsJxumx75ML6rU\nqepS2QBiYDBdgzYPu9YDWeQNHTboWGvnsJ7dquGB0+o9NepNDa+P2Ri6RV0kUni4jN9NUiYgZcco\nQhOskKE6rCqHLENNeEc1ZkMEzlE//2RgMFpZ9EkMpq1Ljv3wtaNqL/s4iJF67dj9fLqhymPisoqc\nFOO+fqvWGXtPCsXmamEUMfc3ZcBys2FOioWnhpo9Hx5dwzCWkxqKpmEYxtJSQ82ejaHbaund9NrT\nJpeTnt1xnuhQIH7RU31MN1jRulA7YsrLNow6KCDkqU5zgTUazcLissmjjh00z+6SYj94bagqbcMO\nOBsVGQXGy5UYl3NosLDGLK/dmDCK2F7HIQe4aTNlNu3vvPjUULNnF7oQG+hVNWygirqGRsZK4RjW\nwNWOV7ROO14Z2kMAExrVq4VIAEk+RU52m26j1dV0J1J3HzV0wafXA5owq3dpsN+4doRkbBx1SYY1\nlnNSOomQL63e0LZYQs4Xv4z8PGqQc8jgnUTonFFPangNzKehqxmgZYMCxk2oDcPE4I6jPUCc51ka\nzVo9voG7uZktPUOXjehGY0dut9DYuTKCjpJW4kW2QWlLQA1Fc1kJPef76zWm6dnNta+lGGox115o\ntJxWV8hIrIqm+b4Iy7EsofaF7qNj/A/yoGLGYnYXkBpqdv1abBjG4sAPvbEvBSK6lojuIqJvENGr\nig5FRM8goi4R/djEvo9hGMYiU0PNnk+PbhkxXTvyWGVltO1aKEFM/O6whMIouD1ym/a0Hnsc//tk\nc/Vm9W5tJUv26O7e0a9Cy7yjNa9Kb5esK3NWZCnH/HLmKVgQRvQOEFETwNsBPBfAAwA+R0Q3Oefu\nVMq9CcBHUDII34gn1PFWlVHDH0KOT3RGDCko8gQXiVxseEOI3JfAYJgZkIWtra1lvXGMDGkLDbDQ\nGOIcabuwh9f0eoGooWbPLutCyFDTAuvL4luL6tdiYGMIGZ4x8bixTDv2SR7HD1N4ylOKd0NeR+Wu\nMb1gw4Y1aD+hDXpYEEa/7q8EcLdz7l4AIKI/A3AdgDu9cr8I4H0AnjHqAZeVmPFcjYYe0jQruH39\nNGNl11tobINmsI5q6MacVPmZDVwON9u9e3ApeHSb+prd/94y5CEUAlghrCHmLyynlLeQtJpTQ822\n9GKGYcyO0UXzAgD3i8+HADxTFiCiC5AI6XOQiKbdaQ3DMIahhpo9H4au9hQd01Vf9YRXLV90nJB3\nuaxLaFrEuFa5a+vii0urIzjs7CTvL9iXLB86Tjh1KnmvOQeKmjDsoN55OK3GmBldNGME8K0AXu2c\nc0REsNCFodA6uKpIo1Z+UhRFnTWrxlSViVXIo1tFAGXDQz2J/gDiK64orGpHW/w12LXLgt1uZ97h\nKu0zjBpq9mxnRgsxTIoVKS5V4nhjqarYwx5zEuEMIcEeknP2OpyzN3n/4NHi6zD0dfxtrZZ1bS0V\nJdfgxm23YePznw8VeQDAheLzhUg8BJJ/DODPEr3EOoDnE9Fp59xNldtrlEad+b3kknE+rMb0vAcN\n3SoUxeVOwtAtCniWJ7TTKW+zxt692Xs2equcD6Us67UDmXYvAzXUbHJuuhcmETl39936HzrkFQ0N\n0NKEZ9jBYlpd7PnkpSZiWturfgf/eGVxXtr3L2qfdnH632sEfEO33c5/DTN0FwQS8XZEcM4N9bRN\nRM594QvV9nn60weOR0QtAH8L4IcAHAbwWQAv9gc2iPLvBvBB59xfDNPmZYWI3MmTyf9SG+wlJS+U\nfnBYQkatL5sStgc5hHWl+8hgOkUgG3i7vV2s3dM0dLX3QHJCeR23+Xu/t7iuMo4eTZa+UMtUZdq2\nlGx6ZTN0554l1+z5CF3QGNUzGwp9YLTciBox3uSqxHpYiwzWcRi6Y/QYn3duInAPHc8yJYTuAf57\nXppQLhkjXoPOuS4RvQLAXwFoAvhD59ydRPSv0+3vHL2RRhGh0IWQZ3cSveOhKLd+u2IPHPNUPqyh\nW3bcIk+ufIoYg3MC556bLI8f19tR8Nk3cLm9pQP9jMWghppdv9CFIoO1aFtZP1sMVdo7qUDSKm7R\nMkN3EqERKefsTcTv4VMUtNGn0BSjDozhh3fOfRjAh711qlg651468gGX5SVgFwAAIABJREFUlBhf\ng9apJj8X7Vt0GcxNXH7Ve0VVQzfmi04q2JnDGU6ejKrbnBFLTg01e3aGbtkfexiPriYEsT/KsAPc\nytqhfdYo6xrTyg9jSU7JojxrzeF0N3ny9yfxCT2r9HqElZYJ6dJgTzgLS0iyq3bUVb1MCiW41civ\nHCasjZdVetVCDY09EeO8T/lwfMfWVuYxDuWPrJJb0lgcavg7z2/ogmEYi08NRdMwDGNpqaFmB1tM\nRO8iogeJ6Cti3V4iuoWIvk5ENxPRHrHt+nRKt7uI6HnFR22Uv/yy8nPUNyvweGrHKCofs61qOrGy\n71e2X8w5C5Q/06P+y4EGEnmPm5WWw0rLYWcneWlN5dNX9DWMBSfmuraLI5qJabag7GeoInFl4QzD\nynIhfMAqXtxIbS29h8Xcd0JfelpxHJ1O4tGVccBj/yGM2lJDzS5rxbsBXOutezWAW5xzlwL47+ln\nENHlAF4E4PJ0n3cQkV7/MCdJfq5yAof9MTRrLMQk8udWvaACLzZqeTwDD+CdZgxcs+HQbCQt4fds\nDMsyxhJRQ9Gccyaj2R4xP4cm4UVMSodUjZPGblWDN9boldu0uorqL1vnewYmTbudvMzQNZgaanaw\nFc65jwP4e2/1CwH8Ufr+jwD8r+n76wDc6Jw7nU7tdjeSqd4MwzB0aiia84xptmEYE6WGmj1MjO55\nzrkH0/cPAjgvfb8PwKdFuUNIpnrL02gk3SJVEi2GctDGUFQ2NmND0X7D5usdB9JzoC0FMu+l38Rm\ne0Ltq4CN5F1S5kQIF5zRNRvZTxUa/B+SaW3Sr0mPY8pJohTAYTPlBHQ2V2YY/H05hEDeL+chHYX9\nd5eTGv7uIw1GS6dnC1ko+jY2cv2RnbGGb1l+m1i0sjGZG2YhMhHGbCzcfM6XvmMODF1jSamhaNaZ\noTUbuvTEzE4mtw2b4bEqflv74abbkRP6xIQR+GEK2n4aVe9f8kvwtL3jnI3DMKpQQ80extB9kIjO\nd84dIaLHAUinV8lN67Y/XZfjhre8JfmzO4eDV1+Ng1ddlbZGeXKNIdYrG+Oh1cr7y9iZ28ZhEI/p\notJ0mA3do+msZvv3A7tWzbNqFLOxsYGNW28dX4U1FM0aMrJmA8Bv/MYNABJZe/azD+L7v/+g6uVl\nRvUAhwhJvfQc87If+1/Vo1t2PygycDWrfljPcVt4ItjQ5el7DaME0+yIKYCJ6ACS6deemn5+M4CH\nnHNvIqJXA9jjnHt1OrDhPUhivC4A8FEAFzvvAETk3LFjYcEJbQsZmZrw+CNHfUJiVzSH7SiGriaI\nftvl1LxFbQh5ExRx5uwK29uZVnJ+cNZMM3SNKMY5neQhf4rzkn327x/6eMvCuDU7rcNtbyereTAr\nkO+Mk9IYs23Y1OdaGdlByNtXV5PlY/akX+nEiUzw+Enf/zJaYzjcTq6TU+VOwtD12d7O2s5LdhIZ\nRogl1+ygR5eIbgRwDYB1IrofwGsBvBHAe4no5wHcC+AnAcA5dwcRvRfAHQC6AF6uCWZy1BLPbewT\nQ5UAr6IyodhdzcCt0q7QNr/OcT4lKcfn6Rlbrex64/zgfDMwjKlTQ+/APDMxzYb+jO1vi/Xs+tvG\nTc4Zqlnbw1Qo34c8upIYgzfkOZawaK+tJcujqXO+1cpmODOMSVJDzS716I79gETOnTo16BbQ3AMh\ntwATEizNE1pVjNptvUyoDaMMbJCeXF5GeGuD25SyrtEEkEyAA2QeXtn0vgfEMHzG6R04cqTaPuef\nP3PvwDJCRK7bTTSBUxQCYen2t5V5dJnY+2jRmK1eL0kFC2R24Q48mryRHt1QvKvfu6bpc5mhO8yg\nt7K4X24zL+V+F11UXr+xnCy5ZtvMaIZhzI4aegcMwzCWlhpq9mwM3VZLDw1gygaVFXX/F+0bqmuU\nMpKYGN1x1iljwCp6dKmR7Lez00pXJQ9bNpDXmDo1FM1lJdSZFJKlmLFeo4Sv+nXIoQ39IRpbgUDh\nUKXyc2ichE+s+7roeP5xGD/sT57sEyeS93v2wDAmRg01e7aGbpV41VDX0DhOfJU6tIEGfpvKtmkK\nHxLEYUXZLyPDIdI6d6QhGr0e9XvEHjqeGL/n7LUQBmOC1FA0lxXOdd1oUGHvuvRfxMjzKBJetK82\nbiwXaxFLlRFyRVQNXQht80MqZNwZD64zQ9eYJDXU7NkYuqxELDoxYlIlvlbbL3bgQKj+WOO0igtD\n81TL8+K3NXQc7cnfF0a5zmtLp7PTvLrGdKmhaC4tqThQqzUwqBXQ5SwkXeOgSEqlbFLvTPJGGrpa\n8LC/Y+iAIULZgWSZUG9ciKLAZOnG5hhkHrBmGOOkhpptMbqGYcyOGoqmYRjG0lJDzZ6JoXumR2jK\n/qVQ/9WwfVvjjMPlcqGEkEyZ26KKWyPkOdY8BvL7cMYI/xzLdQx7atpt9HpJRgbuBdvaSjw3u3cD\nZ61ZGIMxZsYgmkR0LYC3AmgC+M/OuTcpZd4G4PkANgG8xDn3xZEPvGyI7h5qDcb3S0nxO+qqhDAU\nEeNolctsJrS0a59TzGgeXdmISdzEY7Q7dpxJkea329k28+gak6SGmj0TQ7fXA5qtkjQqMcYvEzvq\nIdRNFCMuclnU/RWL3+YikQ2lWfPjDGSYApf3U6Rp3XOiW6/Vavar8Is8fCq5qZnBa4yNEUWTiJoA\n3g7guUhm9focEd3knLtTlPkRJBMhXEJEzwTw+wAs035VFEOtkaYqDEWIxUx4qQ1ii8U/TrsN7Gil\nIQvH0llxsif3Ys0OjbYLDTorIqTdcuScX0/MfZHr4v05n5osv7mZlTej1xgXNdTs+vmgDcNYHNgy\n+v/be/9gSa7qzvN7qupVv37dajWPVvdT0xIt0TCybMNYATa/HGpmYIcBBx52GS+OwcsyDsf+scyA\nZ8eLwLG29McQBofD8uyGI2yvx4s9nvUPjAkIWEx7zFOELQfihwCBkNsyaBq5/fqpaTfN0/Pr1/Xq\n7h+Zp/LUzXNv3azf+ep8IiqyKvPmzVtZld88ee6556a+yvwggCedc085524A+D0AP+qVeROADwGA\nc+6zAI4S0YlJfi3DMIx9SQ01e2YeXQdCbzhDbOiutnNolEPsiTxEqJx0MfiJxavOl56K1p3ljxaO\nJTlPmWii0Sh7ecUxDq1k2w55s6X9/VUaeCoNozJ+10F1ngfgW+Lz0wB+KKHMKQCXRj34QqFoDvUk\nJ/PsSnn2PbmyoyllDG9qJJvsvQfyHqfLV7IPPM+5DF0YNu1jyj1FelxDmq3dK7ReSf9Eym1cF3ty\ntektr12zcAZj/NRQs2c2GK3bRRanqzHqyNdUtH42KTiagcvbRjV0U7q8Op1yG2Q6mZQurlj7fAH1\nDWCBzZRmTITRr+fUP6Y/M4/9oaviz8YF9H4/bYpxP1ZXQ/NtVP1LsIz1smptbuoGLh8o1piYgyCG\nf4+IaXdqvbEyXGeu2ZnjyPtL87RwhjFOaqjZM/PoqsQ8uqMGcIXd6Hq9u7vl6Rb9+Ci5blSPrmY8\nx9ogR1zI4DRe+oPRtGkrucza2mhtN4whcSUt62d9fR3r6+uxIn8L4Dbx+TZkT/+xMqfydUYVtLSH\nnjXbaDQr24ihMqmdcWzP0Wbu7Ll2Lc3A1RpaxWsr3/vGrKbd8lyFnAqxtGRS87l9uXVfMnINY0LU\nUbPJueleIETktrcd2m2g2b2RrUwxJIf1psYMXbnOd8fv7BRiOa+Grm/McjdWu12814xg7ubi5ehd\nEcYiMcZ50zudavrTavUfj4haAP4KwD8FcBHAIwB+XBnY8E7n3BuI6OUAHnTO2WC0ChCRcxcvZh+0\nB2n2LDaaqnMTiCer0Zi6oatNqSa3xWIphjV0Wac17fY1HCi+15U8NOPMmXKbDMNnwTV7PiwcPz5J\nxsf6ZYatW1snn5AZFpKdnXBsVSywbNgQhlA8rr+O2768XDZUUzy6UswNY8aM+nzonOsQ0TsB/Amy\nVDW/6Zz7OhH9L/n2X3POfZKI3kBETwJ4FsA7Rmz2YqKlx/KW1GiAU47FnKNaSKq/LbQvr2f56zNw\ngUw3YxZ1lfAELRxMfg7F4cr7h++kaLfDx9TuA9Lo5vcWlmDMiDpq9nx4dLVHf0YT1GE8uvK9fErn\nfaWBy22JtctvX+hzCC31jOYK8QeA8GCCI0eK934owiDPhG8E2ygzowpj9A7s7FTTn+Xl4Y9nDA8R\nOXfhQvYh4tFFqwWXpxyLeXQZbexV6LM83IG2AzY2sg/SwOUDxrr//cq0Xr8UbdQGnGkeXS0VGFvp\nmkPC76GTDg3/eDbdr5HCgmu2ufYMw5gZ40hWYhiGYUyHOmr2zAzdRgNAbFDasIPP1AN577WYJ04o\nLp+YYx7jlKwJMXwvsTZjj/RMsPd2dTVbHjkSH3CmeSt4me+3180esnbyr35oxQY0GNOljqK5sGi9\nav42QdUsCjGPLsvZUiOfCGJjE7h6NXvvhwZo7YvF12rlUjRfZlbQxnH44WYytGyY+5oWamcYU6aO\nmj2TqyZ4jceyLozjIFo8rpwxB0jvZ4utC22TBnxqyjLuvmID99ixbNluh8MTBqTJGTRq0jCmRR1F\n04jQ7fZSjXF2oJiNOSgstmTgXhH5cUNjJ2LxEIP+cH6YQWw8hnRE8HFkuAKv08IUqqQV08aUmMFr\nzIg6arZdLYZhzIw6iqZhGMaiUkfNnplHt3Lev2H7v5hQuEIohVgsn6EsF9sWK5MyAK/VKgYbsEdX\nDkCLhScw+Xv24mpNspAFY1bUUTQXnkE5ySswyLO71Mq16Wo+4IwHnslBuimj2IbtjdNCGVJD2tiT\n66cJiw2QHpDLt6fjyAb8NS1/rjFl6qjZQxu6RPReAG9DFmn7GLL0D4cA/D6A5wN4CsCPOeeulg7a\nQnqmBCa1ryskeo1GYcxK4zZkcA76NasYsVrbUjI5HDlShCqwgat1f3nGrHyI0Axcft+7iRjGjKij\naNaVUTQbwMjGbSyPrhat1mqhCC3jpXQCyJ39ZYoxOg5jnfXYD33T0j9KYvepSOgCN73ZMO02ZkMd\nNXsoQ5eITgP4KQDf45y7TkS/D+CtAL4XwDnn3AeJ6D0A7stf/fv7T6EpcVTak3XsSd4XiW637L2V\nMVYpBm4sXksr5xuzUsRix2NhXF0t8iXKhOIA9vInegDoemMeOI+lRJ4aE0ljXqijaNaRUTUbQJox\nppBif2rS3ezeKDSbYR2MpZnUBvb6jamKlk9Xpmrc2irWAf2DhWP3M212y0BqMwcy7TZmTh01e9hH\n2msAbgBYyWe5WEE2w8WbAHwoL/MhAP9i5BYahrFvYXsl9WUMjWm2YRgjU0fNHsqj65y7QkS/BOAC\ngH8A8CfOuXNEdMI5l09Tg0sATqgVDDoD4whd8Mvt7MTDBWJ1ppSPxXDJZWi0rDwn7MU9fLg0VSR7\ncmMhajGnt82JbswT8yKE+52RNRtIyxcmsroM+9v2JHJnt1jJOshIvUyZ2Mdro7qUEwjFGsZlZJu4\nDr8HLnR8bZIff5uHabcxD9RRs4cNXXgBgHcDOA3gOwD+kIjeJss45xwRVbsyYzkMY6nHYl1qKbPl\n+HX4VPllYwavTC/ml+l0ovlw2cCVY+ZSQsy4DHX3+lcYxhxQR9GsI2PR7MQ4Up+YnMvPLHtN7BUb\nfINRaqqfp5aRqb1iup4wiFeNCZYzl3FoBcfj8lLuG/uyoQHFoTYbxoypo2YPOxjtpQAeds59GwCI\n6CMAXgFgg4jWnHMbRHQrgE1t5/sfeADIpx4+e++9OPvDPzxkMwzDmCbr6+tYf+ihsdVXR9GsKSNp\nNgDc/4u/mL1pNk23DaMmmGYD5Fz17hAiegmA3wXwMgA7AP4fAI8gG7n7befcB4joPgBHnXP3efs6\nt7sLlaohArEnci7HT9xbW2lZF7Q6/NRjjUY5o4LWPn+ksOaGldu4G4u7v06dAk6eBABcx4G+ZmrI\nqrmqPu+IX8gwhmGM86Y/9VQ1/Tl9evbzpteRUTQ739+5zdwG1iarEZ5JnnFRS2QTGoTWaAjN6t4o\ndojppa/drOuxMDVZZ5XeO82L3W4X9wY/JG1QCESsV1J6jPk4ofYaRgoLrtnDxuh+mYh+G8DnkaWq\n+SKAXwdwE4A/IKKfRJ6qplLFVfritfIyNEAzUv2uJCleKTPNaPtpdfqz63AbBnWfaRkZ8nXdhOxn\nUn97o3M7StebYcwJdfQO1JGxaLYWR6qkOAxFZw3yUfTkkcuJGNhS6kQZnuC3b3m5mqGrOSI0j4K/\nX6dTjrHVHCYphrWWySElJtowpkwdNXsoj+5IByRyLuaWTEFJuwLkIsh1s3Epp/j1PQBaGhopYr6x\nzLRaupeXkXHBchmLL5bvWejW1oDTpwEAz3b6Pbqa3S7HrfUM3dggPsMYhjF6B558spr+nDkze+/A\nIkJEzl3N0+sqxphrFINktWxfPto4MLYV2ZjVjGa5f2/cga+3u7vxsRAhDZYNjVnnsow/SC4Wx6y1\nx99vedmm+TXGz4Jrtl1JhmHMjDp6BwzDMBaVOmr2bAxdDjEYwsvI3lugfMKbDZTdCFWf0v12hpax\n/WIpxEJ1a6nHdnZ6cWeN9oFSVSFnbXZqcy+3eXKNOaaOormwSPer58nV4nB9T26q5LPGa9Ld3wGW\nHZv8rn6ZJszvldMy38gusdhsllq4mt8w6Y0dJvODYcw5ddTs2Xl0xYUtjddBxAY0lApqy4T2lNb5\nXUnSKNVUPbSf7NfTus98Id3d7Rm67cM3lw7D+NEXu7vFOIaDkXSOhjFr6iiaC4sSo6vJbExyQ9qt\n7adlapSfi+bks0S2i9kie2ENmrXta7Y2ileL8U0xWLUp2r0UkX3j6Hb7dzvQ2gsPcDOMOaCOmm2P\nkYZhzAy2O1JfVSCiVSI6R0TniejTRHQ0UrZJRI8S0cdH/U6GYRj7lTpq9kweGUMe3NhJSck2EHUn\nhM66NvKW8b22sZG02sjdmOtZK+OX39kBrlwBADQ55RgOAuhz9qqOBt7WOZyd65sO26w6xvwxYe/A\nfQDOOec+SETvyT+XUmflvAvA48iyEBgaQmj82c9SPbqhbGGA7nzV3ofKS9ptDmtQMiXERrjxtqop\nvbQQhvw9e3JlVstQx96BdiP+xQxjxtRRs2di6IZOVFVDNxqyoO2YGsbAlfshCLyfjAHzDVY5qjcl\n5Uz0y6A/awSAnc7B3mq/h0uznVmv/2EnuzEdXDaD15gfJiyabwJwb/7+QwDWoYgmEZ0C8AYA/wHA\nv5toi+qMMHRDYQaaPyEWwpA67ME/jhYeKz8XGR5zp0prCUA+ZiG0Y+zAjUY8V65iuXL8MpTz4Ue1\nsU47EIhXbm1ly8OHw+0zjClTR82eC0M35cQlG7rDNCCEb7DKNGMhQ1WLq5IGb8hLrO0n1X9jAwBw\n9MxzAACbm+GYNs2zK2emNIx5YcKiecI5dyl/fwnAiUC5XwbwMwCOBLYbQDEATaT9GjVGN+TZDK2T\n+8XsVD+VeXGcZjFAN+ZejgUMpzRWPAywvcoavLVVdhgvtXIHhLzHcAXs7DARN+aAOmq2RbsbhjEz\nBonm5z+/ji98YT24nYjOAVhTNv2s/OCcc0RU6s4goh8BsOmce5SIzg5usWEYxuJSR82eyYQROzv9\nx0zpOZL4D+T8dEydG+VpfmVglJ9YPOYW6HSKJ2h2C3BdofL+et8bMGj+Xs2rK2eBAIA77wQAPPrV\npeDkP9IRvLrav7z5iIUuGCMyxuTjjzxS7f/4gz+YfjwiegLAWefcBhHdCuAzzrm7vDLvB/ATADoA\nlpF5CP7IOfc/VWrYPoeInMuFZq9L6lw4vBzGoyuJRXjFykgp5/cs4fy5N7PaoAbGPLlSp0PjMEQD\nn92mvrZsbpZn9z3YuJ692dkp3y98MTeMqiy4Zs996ELKeK6eeA0zzC/WGBYaf5rHRiM8rW/VgQSx\nmXS0lGN5P9iRI8/haAa1Kb7NzJMaXbxIOH48e//cVTN6jdky4W6wjwF4O4AP5MuP+gWcc+8D8D4A\nIKJ7Afx7M3J15AC0KjG6TFUjOBa3G9M6oDxBJhuWfWMotMbHxk74B1Ia6A/SA4rbx+XL+nfp22F7\nuxx3waELZugac0AdNdvSixmGMTPY+El9VeQXALyOiM4D+Cf5ZxDRSSL6RGAfe/ozDMMIUEfNnplH\nV5ugpuoYsb60YuNo1KB1cqhs6JjyCV8bWhzr6vK7xjR3Ru7RPX78Obh2LVvlO5E7HT3RAyA8G4Yx\nB0zSO+CcuwLgtcr6iwDeqKx/CMBDk2tRvUnJrDAoGiBUbkACg+j8Or4DVMqsHNsFAAeXlVnT/BFr\n2gEhsigE2p3yPbhN7OXl9h08LFb4HlyOebh82cIYjJlTR82e2WA0TRBCn4F4Dz86iQFiVQkFwWrT\nO8rjhqxMzXBVZhvqM3j9Y+dxwjc1nsXq6iEAhS6u5eHdL7izeMB55jLJ3bC7W4wCvnYt23bHaXNi\nGbNhwt1gxhiJGaya7Gq6HjN0R70PaMkU2JAsjktotZp5uWzZ4hA4JT9wf4P665LHiQ3RKFWjfNdv\nXsjacsfp24HHH9d33NoqdjRD15gRddTsucq6EDuBmo3YF5vLy2F/Be0AoUEBnU55qkjpFQipeasV\nnks9dW50rvPKFTz/ZNaG598e/hlvOZadIzZ4r14tN/3RL1GvCXxjYGM4n68Cm5tlMW+10Iv39QcG\n8nZ5HLn8H/57M66NeormopJq6Fbx2srPVXr45NjdmGz6Er67Wx6gVsq5q7QhJsWhdaHzsLsLXLyY\nvf/+78t08Dly/qe7786WLL6MFO+nn86Wp06VG2EYE6SOmj1Xhq5hGItFHUXTMAxjUamjZs80RjeF\nWGyWWnGsL60KMtDLf6zf2YlPERkKa9DS0si431hdWggDp11IeKpnz+4txwrvLlfJXyXmVdnZKQ86\n3t7u39dvpt/0UESHsbjUUTQXlVh4gubRrTqlbxWP7oBw2pK3V87542epGTQxBZfx9UzzHMvPoVtQ\no5E494MfnvCNbxRdaFxBXvkemr3vJcM1eOb4Xoaizo3szbVrwNGjwS/E0xb7NBpeijZj4aijZs/E\n0B2UMib5RKYoYUqfWqhR/jqplpqVCOizn8n6/PKD1DY2ew8H5w4JN5MHqMnMO9xM1sJQqMFfPNwf\nAyyXrNN8nM3NkZpr7EPqKJpGPDxBy62rlQ3VOWgdkzIUQhv2wIag76uITVwZqj8WwhE6D0M/6K+u\nFgau1/iOGMPGy60t4DlHPd3mL/jUU8A//sf9DWN2d9FpHepbdaCd1bPXJTTNUbHQ1FGzLXTBMIyZ\nUUfRNAzDWFTqqNlzYehWcab2hS7wCU8586F++SoJwgf12fl1pIySSEk95r/X2lMBLZIC6B9Ixl5e\nDnkI8apXhrf/9ZP9MwK95qx1eRn91FE0F5Vho8HGMVY4Vq//WZsTgmm1wlFnMtQiJWGOvH3Ezo3m\n0a06rxCA/lCGXLxjWSK+566I3t5zT/FeCj8AXLyIzrHMo8spLG/NM/o0G6bhi04dNXuuQhe0eCht\nWcq2EENTIE1lUpRNbgsFosljaTPppPRfpWRdkNs///ls+dKXhusUnDjen4lBdtfxe9a+G52ykHI3\n1iBeeMZE0YhTR9E0Rv/dUqPHquyvGap+ZgU1PaXYJxZRFovNjcXo+rRahQFZiaNHiykuPWRUXFL8\nb4zbb8eh/B57aNS6jH1HHTV76GgbIjpKRB8moq8T0eNE9ENEtEpE54joPBF9moiODq7JMIxFhQ2C\n1JcxPKbZhmGMSh01exSP7q8A+KRz7i1E1AJwCMDPAjjnnPsgEb0HwH35q4/Q+CrtKdpf12y4+AgA\nv1LtQHIZCy+IjY7zGy3dorH9Yu7slDy6sSHGTzyRLe+6Sz+GB4clfHcr89rKwRh+b5ZhTIJ5EcIF\nYWjNrkIoO0HVwWipnWqxAXF+p5qGLKN1wvnHiN1mUsI7Go0iNOxbT2fae9upxN4vHh2cj/rl3s1W\ni5KySBjGqNRRs4cydInoZgA/7Jx7OwA45zoAvkNEbwJwb17sQwDWkWDopmTo6gtXiA3rrfIrxMIZ\n2u24RR6yBGNxtaltiymWZlD7mRyefho4dqx/W0T9bjpsIQbGbKijaNaRUTUbiPsTUn7HQZFYmmEc\nuldo22Q9oXbJh3m5juseNv5YI2Tgy/RifOy/28gM3lvXErXYm8u92XCWDcGYCnXU7GE9uncAeIaI\nfgvASwB8AcC7AZxwzl3Ky1wCcELbOeWJUzVweRnz6MZ+hZTympJqy9B+MVdDasxtbB8/6AwoT3Um\nvhfnQ5S1WB5EY16oo2jWlJE02yfmyQz9pin5auV7LWZW26bVleLtZWQq89D3GkQsflfzW/h+Em7T\nd7eoNHMbY7ptzAN11OxhDd0WgHsAvNM59zkiehCeF8A554hIvTIfeOD+3vt77z2Ls2fPDtkMwzCm\nyfr6OtYfemhs9dVRNGvKSJoNAO9///0Ast/sFa84i1e96uzkWmsYxlgwzQbIuepPiUS0BuAvnXN3\n5J9fDeC9AO4E8Brn3AYR3QrgM865u7x9XbebHTP6hBpzGfDjr7bkcv42OSWOvwT6H+uB7JE71O2v\nDd2V+4Xa15cbTfm+seP4yO/qf+dWq4jl4qlxDGNcEIm3BOccRUpHqiH3e79XTX/e+tbhj7fIjKLZ\neXl39Wr2W2kSLCUo5hUdxhMMxDMkxMr7M6TJqDNfwpeXy+tS2q4dV/s+Wnn/PK6sFNJtHlxjbCy4\nZg/l0c1F8VtE9CLn3HkArwXwtfz1dgAfyJcf1fYfmB4sFgQ2KHQhpMCSlDCDGIOCimP5d7Xy/jqt\nH8zfJvvZ5LrYMQ1jzrC/6XQYVbMlVbvzUwzSYaQ4ZaxwzLj0jWDpa/B9B1rdsTSYqXlytUk0qbvX\nX5lhzBF11OxRsi78GwC/S0RtAH8D4B0AmgD+gIh+EsBTAH5s5BYj6javAAAgAElEQVQahrFvqaNo\n1hjTbMMwRqKOmj20oeuc+zKAlymbXjtw55ScLFX6uFK9vSmpxDRiaSJi4QYxz6wfKqF9Hy10IfZd\nU7+PYcwJkxRNIloF8PsAno/ciHPOlTLuE9F7AbwNQBfAYwDe4Zy7PrmWzYaRNHvCpGZ1rIqMGgP0\njrAU722oUy6UICd14F1KecOYJ+qo2bO9vEKBWbxee6Xsn1qm1SperFqacalt89fJbbJe+ZL7adv9\nukL1DHpxajRTT2POiV3qgy7/BO5DliP2RQD+K5S0WUR0GsBPAbjHOff9yDycbx3lO+13fKM0VWZi\nvyf7IWKyGmuPn+0g9Op0iuEanU745bdPyrOUa/+YsXZp50LWz0b4Hpq9bDmGMW/UUbNnMgVwiVgc\nbqisxDc+/XX+vinKPOhxPbRNrvPz26YcUy5j2c610RhasNn2drYceV5Iwxg/E+4GS8kRew3ADQAr\nRLQHYAXA3060VTUlZTjBoEFioc64mIym1JOKFoer4cfOhqQ4JMFVU5XJ47Fk33Q4XN4wZkUdNXs+\nDF3DMBaSCYvmwByxzrkrRPRLAC4A+AcAf+Kc+9OJtsowDKOm1FGzZ2PoysfqlLKhdZpbYdg43JQy\nmudYy18Tyrow6PhaXb63u2pmBQtfMOaYUUWTiM4BWFM2/az8EMoRS0QvQDZxwmkA3wHwh0T0r5xz\nvztay/Y3sTRcw8TYyk48rWNKO35K/ZrHNRZ36+8n26LJeqgTTh5HZrH00aZc5/32ullGpmbD0owZ\n80MdNXt2Ht3YwLGqaMroK4+c+zGW+yUlDKLqNpm4MfRdpYGshVtog9f8kRZaSjUzdI05ZtAl/1d/\ntY7z59eD251zrwttI6JLRLQmcsRuKsVeCuBh59y3830+AuCVAMzQ9YhFgWnP5imhB4P8GFWizbQ6\nQp8l2hTAWgqyWNRcbKZ1bcph38DVZJ2XzcBs84YxC+qo2Ra6YBjGzBgkmi984Vm88IVne58/8YkH\nqlT/MQzOEfsEgP+DiA4C2EGWgeCRKgcxDMNYFOqo2bMxdFNGLAzj3Y2FKbRa5cf0TifeNxZap3lf\nlVAJh6zrieTjvu91jXmCRX9ZbxSu2I3ybb3jNCLujytXsmWrZbOlGXPDhOO9fgFKjlgiOgngN5xz\nb3TOfZmIfhvA55FdXV8E8OsTbdU+IDYYzZef1N9Y88KGjjMKVeqIeXFlMp1eeIHYgfMmNNrNvv3k\n7WOp0T85hAP1tm1tZcsD5tE15og6avbsPLqasRvLupAyPHdQl70fuiCHxqZkVogZpVrYQU4v1srP\nSTOIRgPXd7N9uZkylovr5W1LsSwNy8voK2wYc8Ak/47OuStQcsQ65y4CeKP4/EEAH5xcS/Yvmmz6\nMquFPKQQ83dUHXrh1yuXsQQ62jFl2EFvFrOO11DOU4bCIbGUi3druVns531BajTQaGS6zpJ9o0O9\n41u8rjFr6qjZs/PoymXKqAC5DClTquLJXC7jMnSV/cpNJzQazVJxxp/b/EaHsLPT32RZtusZumz4\nNlpL8KGYETwB2MsM2JztRhh77qoPKQarLKPFpqZ4e7X43VAaL/+99jlU3r/9aLcWzXvLzgbq7pUb\ny9b99nbZO5F/VrVYNJCN4HbuCTb9NOaJOmq2xegahjEz6iiahmEYi0odNXsmhm4vppRXpHh4Y2e3\nat9V7PFerh8y6wJ7Vv3Rs6HDMK1Wv4d2Zyc+OtlPtqAdZ6k1fm+A9NZWKW+eCcOnjqK5qKR0wMX2\nk7KZmhUhpH+xKDUtTjhFurV1sdhjdLtl8eVcYjs7wx1IvJ+ZXlrWHiNCHTV7JoYuwcWNJa2PzLfq\nUvZNIWbo+nG3/jS+gW1dT/tSspkBZVHf3Y1PjhbiQHsyApli4Joxa1ShjqK5qEipq5KLVu4fsu9C\n2SZHNXRTBrOlDr3gdUVcbqds4GpJc/2wBuVAU8uZW/WCG+coQGNfUEfNttAFwzBmRh1F0zAMY1Gp\no2bPxtDd2SlSbklS+8aGycgQKh/rq/InaUjo/9rrUsmTq83j4Dev0SiX1w7T8w63KDjfxjjT0cS8\nuFHv7TiuhtjIlZRQFvNCzD11FM1FJSabfhm5TVunzTKW8l9IHajmHyemvRqaZ7eJ3JPLXlvp0fU9\nu9r9Q35p7wBzJVWpP6KxkNRRs2dj6G5v908P46PFMmnT5fikXoxa/bGpfEMGLwpDUPZOhbQvJrZy\nmzbLTsx2k6EOAHBopVxmnKgGbpW7VCqDwlQGHScWrGfMBXUUzUWFL8d2Ox4Dy8QyJfjrtJnBqvo7\nUsoMej4OhS40sddv4PKS0+LwUlYQOgEihYPzsvCMnSonILZ/7IdlGo3yeIyKY2tsPMf8U0fNno2h\nu7ubiYQ//2HkibfPIowZKykXVopHV+aT8UQp5n3QDF0p3LHYNi8Ljdp0bR3nW7zp8PjFgQXHgaoZ\nuKNcDVU89qlPD6Eyxkypo2guKjLVYcrlE/P2+mViUhzatwqaDyRB8ouY2V1F2Hd2CuM3kkddeyrg\newlPCjEJ7Vbd3sOOJExxInW7oJD2avdtRdfNwJ1/6qjZFqNrGMbMqKNoGoZhLCp11OzZGLpra8DF\ni+X1sf55bcgvE0tHluoW8PuqWq2ei7WXLiwSgqCFLvgDcTudcBO0kczaA3ksSwPPoDOJlGLJT9pV\nhmFXJXX/VC+veXVnTh1Fc1Hh32pnJxz7GsqeMAgtrhbQZ20PtUt+joVW+LcZ2bHYm5qXNVSKuC/s\nALCy0l9Z7AuJA3ObtaEqY6XKj5HSYxYLydDKDwqm5vUWxlAb6qjZs/PonjwJbGxk76tefFW6R2LE\nFLHV6hm4fmhWrLmx0AXN0JVfpepgDL89XNfSLH7VSRq448A/SWbwzgXz8Ncw0rjlWGZwPHO5PBBW\no2p4qH8ZSoPX3zdm8MbGNmgznMllLzVjbCSxHEQRGwMQSk8JAF5bJ+akGOapQyNmlA5bpzbuJq9b\nDoI2g3e+qKNmj3SHJ6ImET1KRB/PP68S0TkiOk9Enyaio+NppmEY+xF+wEt9GaNhmm0YxijUUbNH\n9f29C8DjAG7KP98H4Jxz7oNE9J78833BvdfWsqU/YlWiPTGP6j3UniSV43aU0INBh5AeXRnOwMsU\n56FML+Z3baV4dKfGoH9ylYFqKVkyUo9V9UTEuuKMiTIvQrhAjKbZyDy733o687Jp44hDDJJu7bKL\npQfz9VVzpvrLdrvQVB7Ey8ulltMzK/DBNM9szLvJ3snWUmnTqA7WJGInrWrvZ4xhRw2mDjA35oo6\navbQhi4RnQLwBgD/AcC/y1e/CcC9+fsPAVjHANEEoGdWSNmWUiczSGWUrhM/JEszdP1maTFqsmzs\nevaPEwuZ0gzdiRL6YlV/l2kySDz9JwQT26kzj3+b/co4NVvTvVAZZpA9Ews90LTU10m5vx+eII3a\nkoHbyPPjbu+EQxZko2SuXN6uzYx25AgAgPJlt1ukovS/zzAzYAaJ3Yy0bSnhgVV+HK0tgxhWe2fm\n5Vlc6qjZo1xevwzgZwAcEetOOOcu5e8vATgxQv2GYexz6iiaNcY02zCMkaijZg9l6BLRjwDYdM49\nSkRntTLOOUdEavT4/fff33t/9uxZnH3lK/sLDOrGTplIwPfSyX20J1HvyVV6TLXBtiG0h+gUh6HW\nPJmPPDaRHHsDbj4ywVyM8otp3XkpYSejXiGD+j794w56yjdPbmXW19ex/tBDY6uvjqJZR0bVbKBf\nt+/+3tfgFa84G+21Spn9bJRQhpi3N+bR5UQJS7iRvdnazpa7u+VutVhjut2iPAu13I/f8wFRhDD4\n95Tnro5Ru2O9lwm9mUPFmGjHTm2nUt/AgWfmyU3GNBsg56pfYET0fgA/AaADYBmZh+AjAF4G4Kxz\nboOIbgXwGefcXd6+zvlnSptVJkZoqjH52VdZLe+XPBaXz0Vpr30Q165lqzipd4qhK5tRJVxYa0qr\nVRyT28CCfexYeVDvRAxdKdzaTSD0mw3qDksp76PdKWWdfHKMyUIk3hKcc+F5oqPVkHv3u6v9Zx98\nMP14RPQvAdwP4C4AL3POfVEpcxuA3wZwHIAD8OvOuf9YqVE1YBTNzvfv022O0fXDB9rtspEpH9xT\nJtPRSNFULUaX28C25soKsNS9nn3Yzg1cvv/EDN1BjfCtbq4TAF70IgDAP7RvLlXFHFoZo3bL+2PK\nCddSU/gN5aX8gbUnGe19CC7Tapl2T5oF1+yhPLrOufcBeF9+0HsB/Hvn3E8Q0QcBvB3AB/LlR5Mq\nvHo1W7IaLS+HDahutzxCQbuotKCnWJyRdxzpmfAdmVqzUhyaGtJYlTcLXl65kr1/6qlsydp85gxw\n553Ze077Mxa0L+tvG/Zpn0mdWsk/bux4E09IaUyCCXsHHgPwZgC/FilzA8BPO+e+RESHAXyBiM45\n574+0ZZNmXFrNks165HmY2DbhS/RmKMg1EmXEkaq2Wd+G/q8uP60vdLQ9WNzYzGt0nXsN7DTKdJn\n5vUfvPvu7PPRo7jRzWZGm0TO876T6eu5NrDD/17aRakFQMfKxWJ7/bJm5NaKOmr2uELg+Wr9BQB/\nQEQ/CeApAD82pvoNw9iHTFI0nXNPAJkHI1JmA8BG/n6LiL4O4CSAfWXoKphmG4ZRmTpq9siGrnPu\nIQAP5e+vAHht5Uo4zRi7B4BwtgXN1ap5Gv2nTu1JVHqHPQ8wwaHR6D/ZqWFBKZmy/GZKJ6d0EvDD\nLp+iJ5/Mlg8/XEwu9+Z/EW9PJfxGDMq0EAolGHAMnuud6cVkVb2K6hgwZPSYp5+PiE4D+AEAn51t\nSybLODSbY0ovXMg0knVKm5CBullWg26rGfy9ZVhoLIxUlvffa+ETamYF6cEF9O78mEdXa4TfUOlV\nvXAhW3L33NGjWDp2LHvPXt5R0WYjGhQrwvj301hv6KAYE7+8jG1RZogz6kcdNXt2M6NphLqBfEJx\nAzJRrdYNoxlxgYSLDqTGzPpVaddsSk+73+Ou9eZ3OoXt749rWF4uesY+8cnsZrO6mn0+fRq4dW3E\nLjHtYSIm7LLRvH9E0IKDDVIHnPntNGrJqKJJROcArCmb3uec+3iFeg4D+DCAdznntkZr1eIQG5/a\nu8bzjS1h6Go2ldbLHoqWioX5SwdBb6azncg87Foogh9LERrgFfoDiynke3WxofvVrxb7jcvQlQPj\ntDnntZCMlKcHWT8v/XmZ5T7+DyZTsWmeHKN21FGz58vQNQxjoRgkmhcvruPixfXgdufc60ZtAxEt\nAfgjAP/ZOZc2rsAwDGMBqaNmz6ehKwcF+O5U8WRY6v5uD3Crxjy6+dM31ykf6PnBPHUMVsoTj+ZI\n1h5wpQfXX8+9X+zJ5f0vXADOn8+8vGfO9Jdpt4FmI+zt5TnXuV2U6rJOGTKt1RVLQZYyoMG8ArVm\n0LWytnYWa2tne5+/+MUHhj2UGvRFWTDYbwJ43Dn34LCVLyoyZAEIjAnNf+RmowgHizkDtUxdXlXq\nOi26LRp6Feui1z6nxFRIV7VM9QAU3tu1tUKQeSA277e9DZw6VW7XILrdovsvljlCa7fWlcho5yg0\nmUarVfbk8lJui51/Y+6po2bPxz/Nv0B3dop1Wn6Y/ELpIjNKC22hXjxYNEOAvNDyi20vr6ujZGZh\n/HQ5oeqrhC7EbLd2GzjqzTzPbbp8uXxT8XvKgCK8gVOlHT4M3BbRUT9v74G2OFepiYR5GetbrHKz\n0boWZZeYUVsmGe9FRG8G8B8BHAPwCSJ61Dn3z4noJIDfcM69EcCrALwNwFeI6NF81/c65z41uZbt\nH06ezJasOfKBnB+al0TahXb7AAD9svcv6aqXtuyl79lXK5muUyxTgFaJDIfjz7G4XS3v7uHD/eWl\ndvEAC+3ex3WxCOczq8l7Xwn5pWNTZlY9uVpoWkrcnn8+ZBiFxejWmjpq9nwYuv7FsbNTxDP1km2j\n97nnya1ywrWLqtXq1bXreRE0QzfFIcn7Djp01f38U7S8XOgf31z485aIVuFtbMBubQFPPUV95bVk\n6ny8djsrSwNibtV/f+wEaoMMQ3WL/ffyaTSblk5sXzBJ0XTO/TGAP1bWXwTwxvz9nwOwO25F2Ihl\n7Sj0opx3/DlH82t1exvE3l3Pa7DXJVX/QqlaY47W3d2yjCwvZwZ2s9EoP7DLh27fSNQMZCnGsXRk\nvI1PCBu1164VQusnSt/aKt6zocxeina7yCmZwqAb1TBIQ1fLVR+7oEOxvUatqKNm2z/OMIyZMU8j\neA3DMIw4ddTs+TB0+cmVl8eOZakDAOD8+WwpPH+xMKoeKW7URqP0QK5lmvFn/5Hvq6QSi5WRPf3S\nMyGdAEC/99avn722rRZw++3Fe6CoZ2ur8ORqIcuyDqD47kvyn6JltPCJeXgj2S6C2R28Kq5cyzxK\n/Jc5uDyBxOvGxKmjaBpFuq6l5fK1ei2/NgvJzj7f3C73CnEPjdazrWW50eZC8D/LqdN9R+vy8lLR\nZl/kBqV5iHlt/W0y/M6P65ATIvmByUARsuB7ntvtYuYgbewKo91UUoiV1QKgY8HR2s0ldWpRY66p\no2bPzNB1Is44Oq91Pn1iL5Sh242OTapiee51qZRekNE0TKtq1B89Fu4le7F4mx/JAZQHhDQa5dBm\nNgiB/nTF8nhauwojn9D0bwzDBivHbihaLJzgQN6G1dX+gYjXd6n3/WOD7Yz5oo6iacR5/u3Z9feF\nL/YPPLv5ZLv3g7OBGxsTJQfo+pofsjt5GRuH1Wll2tFuZ8umHNwQsp41gdasbjn9LjeWxVd6HXxD\nkL0PsVnN2NuRNb5/KYOjY4PlNEIn2X8f2k87lvZjtosQlr7y8uZkzD111Oz58OgahrGQ1FE0DcMw\nFpU6avbMDF2C6/PqDkS4NhurBwHojkWus+cl5lRkoN46LiMf0hntAb5qZoUYse42ORYP6H/w98de\naTMQxSa24IfonZ2yB1hL9u47E1otoNlSRttqrpYQmqdBekD8LxYqC6DZ6D9Os9WIex+MuaSOomkg\n6Vrj9IesIXtoopmPIC56XahUXcyJKnvCfX2O9UxJmfF1r9Viz/MSGl4kQF8Wn9ikC3K0L3/2BVrq\npp+zkkVZuxFwCrJWqzz6T7bJz0FZlZRUQPLY/oA9WUYbiKyFOgD9owdtoNrcU0fNnum/Khqy4MNB\np9eu9a4hFq/YAHxp1HKsmGZchkKtJPL6TPmxY3X4Ary7W9YuLZRL1unrqDRgfc1izdQyK6SGYfQe\nIrTsCUxqRgZ/nRYcrRHKQRSLD9PKG3NBHUXTSMMPYTh6FHjOSr/wNaWR1CridYF4yJhGzAiOOTDk\n0peOVh7m0OeSkTvItGCygceOhWcA03RTCzD2Ewrv7paP54u5PF4sBKFqeIJWv/aEEfteoRuN5gAx\nnZ5b6qjZ9Xt8unoV7dtvBlB4KfmaONAue4kHCVxI9Pz3fp3D/Niah0J6GrTr37/utQkmNAeonxXH\nj8sFynG8MhUjM1BvYkF0g8pKtHyVGqEnEe2EyLiwmGFszIw6iqZRDc4FvrsLoO11wwlXbbfbnxdd\n07+YvaURciKGyoQcikutgFb4sbLaAbSut5BBuL1d7qrUYoj9B36ZGk2uG9bA9duVQqyLVL73vdha\nV6JoX6mX1pgpddTs+hm6hmHsG+oomoZhGItKHTW7foYuhzAIej0n3W6vW12GLPAy5tH1SQ01Tdku\nP/uhEqnddL6zMqULD4hndIlNQxydeEyL0Q2VAaqdzJhXQPsRZRnfA9Jul2cZinlejKlTR9E0qvGC\nOzNP3NefIJzgAfZ+yq1GA/4EQIMu0Zi3NyYTfq9aihS0WlTMriY9tKEZ12SPUUx7/IaurJS74eQX\n9AVd7u9rnUYs/i7mNk9BO7mxeqRn10LLakMdNbt+hi4A6twAkA0eyJb5hr4LtFlapYWFxozS2LqU\n8rHjaQaulpHFF/NYeh0NfxBHTJulPkZ1Rztw7G6TQsqJTE3/I+dX12LYuL0mqjOnjqJpDMfKCvoH\nawF9I9Zay9kgYyklMUcAk6LhEt/AHTT2iutsxgpp4wO0cKlBjWw0CuOf025Jo9GfSU16THyxHzRd\nbwitnbH9Yp4cub92M/IRuYb9MMTklKTGRKmjZtfS0DUMY39QR9E0DMNYVOqo2fU0dL0zfbDNKWCK\nbV3v+VvLhDXoEFUGOcTCIWIT78QcALLnXX4Pub+sXyvH+LOh8TH9dfzez1TTNwnDsP/0lBAEvxyg\nZ2SIucZjc6rLE877xLr6jIlSR9E0hmN1FcDlvDt+czNbCrGj/LrlTAzNdhuNfFIHzVEYkpBBA858\nUpIONBsO2Nntb0Qs20CjEU6TKNFi2fx0QnJCBfbk8vE4vGF3t5yWTKZqjGmhjwwDi7Vd2y90Y4xl\nXZBt6Zshs/+3l7sv1dNy2RfUUbNr/Xfh6/mmlhJQGskwJfGvvZT4XUmKAO8KfdTCE7isb3i22+XB\nyVrogpYpgeuSIXC8DN0YZIqz3sMDsxuZe1NbN46rIfajxIKctZi2WEYGGeogyxoTp46iaQzHygr6\nMwgAxWxfrVbZwFtZQZNDj1qDQ9GGJWYE9+4fUhxT9S/UQE28tRsIi7eM7fW1SUs9Jh/0tQTsPv66\nceqfds602BFF69lZpTmHbnSyMIalloUwTJs6anY9Dd384r3lWP4n7wohyC8ivoZ6Cb8bjV5icM2z\nm5JHVxKzt3wNk/Ou+7ZUzPge9BAesi01g7onCLu7ha87P488HWefEex7DAa5jau4TGI3ikF1pngM\n5NI/ifIHi3lczNidCnUUTWM4mg0HnDyZfeAp3aXh6z+USjFthFOPpWq2T0xySpe/NDJTRTjF0PUP\nKL2p/k2m3S4nTeeby+HDZY9utxsecSe1UfvSqTG5/ufYfqHg6EHeKO8w8j5qqcemTx01e6i7ORHd\nRkSfIaKvEdFXiejf5utXiegcEZ0nok8T0dHxNtcwjP0E3/NTX8ZwmGYbhjEO6qjZw3p0bwD4aefc\nl4joMIAvENE5AO8AcM4590Eieg+A+/LXZMi9jW7lUG8Vp4DpeXLFUyRnaYjNTZDqHfA9wNrgV36w\nlo6K0MOsjNGVdYZidGO9WLIcrzvAPVgylis/UDP3DvDMcUDh5W3KExIKA5CNTvlnx+InYmieEPlj\n+vEaMsWE70rv8xaZ93ZWzIsQLgDzodkMDxpgZJyWnFghv2473kzhWgYbRrvBxuRJ082SvLSXyhPW\ny3AGrdKQ11biC7WmcUy7XWgbh3Tw/ltb8RPh37Da7fBxquqhFnurpQmS7ZJLqd3i3tIN9LJqkQ5N\nbrL0iBsToY6aPZSh65zbALCRv98ioq8DeB6ANwG4Ny/2IQDrCIjm0KlCpIB4I6a6Xe8PL5dAaR7z\nQdleYj9oKHRBzuDIvf6yuf74Ap41SGZf4fEGcpIcOR6By4ciAmSvfG+eeTZc2+1yA3NoebkX3tFD\nVqT1FYZOkmxglStDM4IlmoELZCeWxV8aurEYkZDAm1BOjTqKZh0Zh2aPBX5YZuFjLQLKD6rLy71Y\nTH8mSekESJGllMgqzYCStmO7nTlKSM7bHpqSXNumHTSU61FrxM5OUac/Wlg6HfhmIW8g/gDdmEEd\nO0nyfeziTbnJynPgOST81GJ+80yiZ0cdNXvkvwsRnQbwAwA+C+CEc+5SvukSgBOj1m8Yxv5lkt1g\nRPQv8676PSK6J1LuKBF9mIi+TkSPE9HLR/1e84xptmEYw1JHzR5pMFreBfZHAN7lnPsuUfEU5pxz\nRBR01fafgNzb2Ej07KY8zikJqwvPcflpUfMKhNB6hKSnwQ9ZkF7c1dX+dfz5ypXyoNmrV8tODibm\n0ZV1+O1syqdnHvEsIKULqUQs00GVQQyy/CBXS6gMt+/w4aI71E81obVBqcvlA15sYMP0mLB34DEA\nbwbwawPK/QqATzrn3kJELQCHBpSvLaNotuZlq3yt+JMFyD+AN9BqD81gcpVYT3isx15DG7uqdRzR\n7vXsw9NPZ8srVwoN5YkvpKc6NC2l1lWf2vPE3X2MnHVNepP9ddpgYq1+LhtqT6zHTbspyWP4XmUu\nK7s6tfsN+otrzuimeXinRh01e2hDl4iWkAnm7zjnPpqvvkREa865DSK6FcCmtu/P/fwDAADngHvv\nPYt77z3LtQIYYPAqFwKLbaNBlbpjBmmKH1olqw5N5St7rLg896jL8IONjWzJ1/e1a8X2q1fL6zjK\ngD9rkQGx3qLe99IyEUjx9Ker1JB3AX6vxcKGrohBV0pI/LXuM27nkSPlp4jYHU8JzDMDdzDr6+tY\nf+ihsdU3SdF0zj0BANKY8yGimwH8sHPu7fk+HQDfmVyrZscomg0AP/dz9+f1AK95zVmcPXu2+qh3\n/7pVDF1+4OyUhxMkoemzdlvQ5MUvz3J2cOfvgfPnsw9PPJEtd3cL7eRsEnfeWa7MD7NqtfR1vIwZ\nvVzO96JIo1Z+QS3nb6hupupFqd00/c9aPLNsu3JfD0V3SFnn09DLq2sxDSVMs4c0dClrxW8CeNw5\n96DY9DEAbwfwgXz5UWV3/PzP3w+gnrEehrHInD17Fmdf85re5wceeGCk+uZAA+4A8AwR/RaAlwD4\nAjJv53Z8t3oxqmYDhaEbc9wZhjFfmGYP79F9FYC3AfgKET2ar3svgF8A8AdE9JMAngLwY9rOIWff\n0N0Q+Y4EhF0A4qCNRmnW8oHx96HysW4z6WwEst6sCxf665a97b5Ht9st0k1yndwrLx/8/fZqHl0+\nLQ4E8r0q7C7e2tJjJHjpd4Pt7urubl7GYit8NG+tv9TyLXJ7jxzBdRzIDrPDX68Jzr/ZXPZG52nt\nyWNObrQO9qpPDqcxhmKQaF67to7vfnc9uD3PHLCmbHqfc+7jCU1oAbgHwDudc58jogeRDcb6uYR9\n68RImu3j9yJV9ez2woT4+tXyWiOswaljVmMhDJo8+d7DQ/mqfHcAABlySURBVHg2e/Pnfw584xvZ\ne5kDmHfgddx9d/x4uTFMLIf3oHAwPzyBtXt5uRwWIjU7JURM+xwaQBaqy0frQdOy4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7cL\n94E/qEo+YXOfWqNReIDZkyuzOxRDVLNl7la53l0qOZzb7ezpOZgknNvin285XNl/7B40ctdHSyyu\neY79bjk+n61W7/ztrT0PQOE42d2SkRXZQLyl5ZYNPptzJimaRPSLAH4EwC6AvwHwDufcd5Ryo2tW\nzRn1HNy6lnlTP/sI9S45lqz/diHz7D7/9hlMEJBnsGnmoW8bG1RKIcbO2N3dwrF65ky25M64b15o\n4g5eyRmBpEeXXb+cAefKlXIchOzF4vfsCuf7guxx0sK7/HC4/PONbhPb1/qLt1rAoVbuydXuN8N4\nSGNhZ/J7sWbz9xHpLvbaB7PdRQSIdhswyZ5P6qjZY+0LIKImgP8LwOsB3A3gx4noe4aqbHu7yFO4\ns1N0mbRaxboRWV9fTyuYB305UDHa9/Wvz17XrhXxvDyV2dpa/4vDIM6cKQLIeL+tLWBrC+sXLhSZ\nKDjV2PZ2ZvBvbPTK9b77zk5/vWfO4MbqCdxYPdFLCiFffT1V/kr+nJ/T9UceyRRfvlZWit9A7sfv\ntVcI/h1breJ8cN0yiK7VwvrDDxf1HT+O68eeh+vHnofLl7NnAN7txHGHm49kr6WWK1LTjEkxk/8r\nU2Ce2jIqsb9Plb9UgE8D+F7n3EsAnAfwXr/AWDWrpozzHHCoPM/OyOGoW1vo5RAfhcr/fdbgnFe8\n3PUkx5dUafc98UT22tzMXisrwF7rAPZaB4q2fOUrmYF76lShxaw3R45kRuyxY5mhy8YukB2c23X6\ndPaS+7OoyXte4HWj28SNbhOf/OR677bBt5Gb2teLewm/QiELqS+tHbIeAOt/+ZfF8fhkr672GtbE\nHprY61V5cNnh0Er/60Cb77ajPRzNi1bOSzvGQR01e9xBLz8I4Enn3FPOuRsAfg/Ajw5V0513Zi8W\nCb56+ZEbyJ6s+el6CJL/fDFj6S1vyV4sXJxbcXu7UElWzatX+9OqAT2hW//mN4t1Fy9mL7bmLl8u\n/jWsyisrPQP3+sk7cP3kHb2iu7tlW7b3p9P+iSxKrRZw9CjWH3usMHClIeobxjFDF8qxYueWjyPf\ndzrZb3TPPdnr5EkcaGcieOK46zNuJ808CdU8tWVUJimazrlzzjne67MAtKTc49Os+jK2c/DCMw5X\nrxbZtfj5eWcnk8S/v0r4+6vDG7xJ//1ut3BK5Fa3dFK86pUOr3ql68ksy5+0TXNpxfHj2avVKnwT\nWF0FVlex/tnPFitZfFk3b7+9MGLz8j3L7siRwkDm+wbrIHtaNWfA8jLc8kG45YO4gSXcwFLv8H/x\nF+u45ZjDLcccDux8Bwd2vpOd8BQD1/88yMDl9viv/Fyvf+5zxbqTJ7OXdGDkdbKWT5J50cp5acc4\nqKNmj9vQfR6Ab4nPT+frDMMwSkzYOyD51wA+qaw3zbJzYBhGInXU7HFHwYzt8ayXdFx2+QD9kzzw\n0yhnQ1heLmKkXv3q0RvhxTBFu1HuuSdbcrgBUMRdccztnXcW3lz2RPM2osJrzHG5cjpIzjLA3/3M\nGVzqZjPL7OSH4z/V8rL+8N4r5M/fycGtrVb2fmmp2FFWxO9l3GsoRlfGgPkxXVrD/AwLQNbOvb3y\nPsa+YdR4LyI6B2BN2fQ+59zH8zI/C2DXOfdflHIzCBydO8Z6DmSnG1DImsy8eGkz0/dJTBeMRqPQ\n6lxXNO1+8YuzJQ+hkNFwfoZI7lTMNubLZ58tJohgzZYpKVmzWW9ZZ7m3EihidKXu+ZooUpZxu/z2\nrSzd6E/LKffT6gqVC23T9td6Odnjy9/d2HfUUbPJufEJDRG9HMD9zrnX55/fC6ArA4WJyG4shrGP\ncM4N1Rc9rBZUOR4R/c8AfgrAP3XOlQL7UzRrv2O6bRiLxaJp9rg9up8H8EIiOg3gIoD/EcCPywLD\nnmDDMPYXk9aCfGTuzwC4VxPMnIGatQCYbhuGMZC6avZYY3Sdcx0A7wTwJwAeB/D7zrmvj/MYhmEY\nifyfAA4DOEdEjxLRrwIAEZ0kok8AplmAnQPDMOaGiWj2WEMXDMMwDMMwDGNemOqcekT0eiJ6goj+\nmojeM+Vj30ZEnyGirxHRV4no3+brV4noHBGdJ6JPE9HRQXWNqT3N/ImFg69n1Y6jRPRhIvo6ET1O\nRD80w7a8N/99HiOi/0JEB6bVFiL6T0R0iYgeE+uCx87b+tf5//m/m0JbfjH/jb5MRB8hopsn3Rat\nHWLb/0ZEXSJaFesmdk6M2WCa3dce0+xyW0yzw22ZumaH2iK2LaRuT83QpdknZr8B4Kedc98L4OUA\n/tf8+PcBOOecexGA/5p/ngbvQuZ2Z5f6rNrxKwA+6Zz7HgAvBvDELNpCWbzNTwG4xzn3/chmPHnr\nFNvyW8j+mxL12ER0N7K4oLvzfX6ViMZ5LWltURNpT7gtWjtARLcBeB2A/ybWTfqcGFPGNLuEabbA\nNHtgW2ah2aG2LLZuO+em8gLwCgCfEp/vA3DftI6vtOejAF6LTCRO5OvWADwxhWOfAvCnAF4D4OP5\nulm042YA31DWz6ItqwD+CsBzkA2S/Diyi3JqbQFwGsBjg84DMsF6jyj3KQAvn2RbvG1vBvCfp9EW\nrR0A/hDZDfabAFandU7sNd2XaXbfsU2zy8c0zY60xds2Nc0OtWWRdXualvvcJCXPn0R/ANnMGyec\nc5fyTZcAnJhCE34Z2chCmZFuFu24A8AzRPRbRPRFIvoNIjo0i7Y4564A+CUAF5CNpLzqnDs3i7YI\nQsc+iez/y0z7vywTaU+1LUT0owCeds59xds063NijB/T7ALTbA/T7ErMTLMB0+1pGrpzMeqNiA4D\n+CMA73LOfVduc9kjzUTbSUQ/AmDTOfcoADVVxzTakdMCcA+AX3XO3QPgWXjdTNNqCxG9AMC7kT2J\nngRwmIjeNou2aCQceyrtongi7Ym2hYhWALwPwM/L1dNuhzE15uL3M83uwzQ7EdPs3vEXXrenaej+\nLYDbxOfb0P8kMXGIaAmZYP6Oc+6j+epLRLSWb78VwGZo/zHxSgBvIqJvAvh/AfwTIvqdGbQDyM7/\n0865z+WfP4xMRDdm0JaXAnjYOfdtl6UP+QiyrtNZtIUJ/Sb+f/lUvm6iUJZI+w0A/pVYPc22vADZ\nTe3L+f/3FIAvENGJKbfDmA6m2Rmm2Tqm2QOYA80GTLenauj2kvwSURtZAPTHpnVwIiIAvwngcefc\ng2LTxwC8PX//dmRxYBPDOfc+59xtzrk7kAXu/5lz7iem3Y68LRsAvkVEL8pXvRbA15DFWk21Lchi\nq15ORAfz3+q1yAZ+zKItTOg3+RiAtxJRm4juAPBCAI9MsiFUJNL+UdefSHtqbXHOPeacO+GcuyP/\n/z6NbCDKpWm2w5gaptkwzY5gmh1hHjQbMN0GML3BaFkvAv45suD1JwG8d8rHfjWy+KovAXg0f70e\nWUD9nyIbFflpAEen2KZ7AXwsfz+TdgB4CYDPAfgysifym2fYlv8dmWg/BuBDAJam1RZknpqLAHaR\nxSW+I3ZsZF1BTyIT+3824bb8awB/jWy0LP93f3XSbRHtuM7nxNv+DeSDGiZ9Tuw1m5dpdqlNptn9\nbTHN1tsyE8322mK6nb9swgjDMAzDMAxjX7L/8qUZhmEYhmEYBszQNQzDMAzDMPYpZugahmEYhmEY\n+xIzdA3DMAzDMIx9iRm6hmEYhmEYxr7EDF3DMAzDMAxjX2KGrmEYhmEYhrEvMUPXMAzDMAzD2Jf8\n/072MGJBNfkVAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,2,figsize=(12,10))\n", "mesh = ax[0,0].pcolormesh(rU[0], cmap='bwr', vmax=2, vmin=-2)\n", "fig.colorbar(mesh, ax=ax[0,0])\n", "mesh = ax[0,1].pcolormesh(rV[0], cmap='bwr', vmax=2, vmin=-2)\n", "fig.colorbar(mesh, ax=ax[0,1])\n", "mesh = ax[1,0].pcolormesh(cU[0], cmap='bwr', vmax=2, vmin=-2)\n", "fig.colorbar(mesh, ax=ax[1,0])\n", "mesh = ax[1,1].pcolormesh(cV[0], cmap='bwr', vmax=2, vmin=-2)\n", "fig.colorbar(mesh, ax=ax[1,1])\n", "ax[0,0].set_title('Restart u')\n", "ax[0,1].set_title('Restart v')\n", "ax[1,0].set_title('Cold u')\n", "ax[1,1].set_title('Cold v')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }