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@jorisvandenbossche
Created October 9, 2012 09:48
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{
"metadata": {
"name": "Test_color_plot_pandas"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import datetime as dt\n",
"from pandas import DataFrame, date_range, rolling_mean"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: Qt4Agg].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"pd.__version__"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"'0.9.0'"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"index = date_range('1/1/2000', periods=1000)\n",
"df = DataFrame(np.random.randn(1000, 3), index=index, columns=['A', 'B', 'C'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def figuur(data, label):\n",
" fig, ax = plt.subplots()\n",
" data[label].plot(ax=ax, grid=True)\n",
" rolling_mean(data[label], 15).plot(ax=ax, color='green', linewidth=2)\n",
" rolling_mean(data[label], 60).plot(ax=ax, color='red', linewidth=3)\n",
" ax.set_title(label)\n",
" return fig, ax"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = figuur(df, 'A')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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kNNVhx8mTsoqavBYD8XH5qoskNLMjieucQXM0c4IJzfffzzcdXQEboSkuBmLv\nH89DaE6fDlx6afJwTZ9trq+HhnvAgAHew2xvB2bM8B5sbGw6f1+W86zmemaxGEgM2yaustYJG6H5\nhz/YW6vi4KsuqtqnLJ7N7NnAwoXpx1MUXFznImTRzBkfQrOsDV7W6ESTajFQnhbNNOLoyhbNNLjy\nSqBSAV56Kd71eczjYh1GkriffjqsEy+/7CdNOrKco9kVsHGdT5hgvj5uvGkgPscsrPbHHw984Qvm\n8+qlbBVdaD71VFim161LN85SCs2ddw7/xxGaXbGRTIJNI5TXYqC0hCZfNnhrrW2Zqac5mmnwzjvh\n/zLsBe+zE3722fB/XIHtQh6ucxeLZtna3yK4zn1TRNd5vS4G6tatmGWgqSn8v3hxNC7fcZZSaCax\naKbR+W/aBCxd6j/cImCzGEh0nZddaIpxyD67XltWJk2a5D3MpAsrssSn0HR9lWkS8lgMVA/lXQVf\nZvMSmr7qouq5FeH5+W4T5s4Nw1y50m+4trjM0RTJY24mWTQ5kgjNNDL0nHOAffcFtmzxF2ZR0G1v\npHoFZb1tb1REt1dWNDc3ew+zTEKT4bOclVVoqsJudOhFyvjsgeTp9rGPpu+6WESLJsNXWu67L/z/\n5pt+wnNF5jp3neufJmJ5JqHJseOO4f+iCE22efwTT/gLsyjEWQxUdoumL6FZD67z66+/3nuYZRQb\nPuZoZmHRNFkd0wjbJU+KKGpcyHofTR5fdVElMMvaXunyNmm+v/VWWL6ffjre9UWfo5mVV6KUQrNb\nt/A/ewWaC2k0wGzO6COP+AuzKCRxnactJIIgm30016ypfna9lqglL6H5yCPR8uLyfMh1rg67TAOG\nuGQxR/O559Tx+kQlNIvUXvlOS9wyyhbuzZoV73redV6Glz6Q0ORgmfH++2Hl/MpX7AVHGhnZ0hL+\n/+AD/2Gb+NOf0i24NhZN0erHnkUW8yfTtmhOmhSWr6Th5MHppwMXXphvGmTkIVAWLgSOOgq46qra\n33TpEMt/0S2ajLji4eCDgWuukf8mWjT5TtQ2rrzrRFxshKbu3mzKz5e+5BZmUoooNOPUryzyKC5p\nWzT/9jdg113d08Ug17kGXmhefDHwzDPA+vV21/q2aAYBsHx5NGzG1q3AbbelWxFYp5BWHLaucx5m\n0Uy74UpLaPI8+aT7NUVZdf6XvwDjxuWbBhl5CM333gv/r1jhdp1Pt2KW9xtXPLzwAjBihFvYcYRm\nEUSNC74ZlohWAAAgAElEQVTmaBZhxbHqGZTpmbzwQvVzHnMZbUlbaP72t/bax1eccSil0GRs3Vr9\nLCsITzyRfmV6911g82Z52NdcA5x5JjBvnt84eXr2DP/zeSGS5J5VjdJ3vlPttFWu87IKTXGOpuyz\nazhlpVKpeA8zTxdS0g7DR9xFtmjGCdtlMVBZ8WXRjBsvkE5d5OPIe2DswsEHVz8XuZ2Ns+rcpe6y\naYRJ8yDtAWApmwiWGeKrD3meeQY4/HBg8uTocd8WTV7giRWVLVbatMlPXDJ69Aj/6/YkTHKvqlXn\n994bPacrCM0k4ZSVYcOGeQ8zTkedRpyyY6tWVa2fPGVxnWe5GIi31tjGVXaLZp6LgXzVxTLM0fRF\n3vfk8q5zhotxjAlN235w2bLoCyPEtKQ12Ci90GSIGfbuu+F/5tYWr/VVAPk05DEiZEJTJ2bTsGjy\n2AjN//xP4IIL4qdDFW/aec6H75qPZbIQqDjuuOO8h6myhLnmV5xyLWvk+WN77QX893/XnhPXovnq\nq+EcX37rsyzn3aURp2gBi7O9UdkoguvcV10sg9B0SYvNuXGfm685mt26pWvRZH2uiX79gP33r40r\n7UFw3QhNEdUD8J2RfPiqsNN0EdpYNJMIHhu3is0czbffBsaPj58OVdrIdV5espqI7ho2P48zqVvx\n8stD78qyZW6Wv6SkISJUFs0ir6L1Bd8h5+U6900RhWbRFgMxkg4w0pqjydqUpFN70i4DKe90mA4y\n17lYENgejuID8O1SsrFoplkRZBbNBQuA++83p8sGm45WvL+yu87FOPK4tp7JwuqmIq5FKW4549uh\nsszRtHXtdaVV5wzeBepCkRcDlXGOJk+W9cmVOIuB0rRoitCqcw02QtNk0awX1zlbDMRbNI8+Ghg1\nqvrdh9C0Ga2zc7IUmrqR3PPPy/emswlX9hkIrVNTp1a/H3KIOpyyNtw806ZN8x5mUqGZhwUtrlCQ\ntUNFF5omV7joUeoKQjOp6zzuffPX+a6LRbRoxiHNdCdta2RzNE3EmaMZV2ia4pbxk58Ad9/tFm7d\nCE0R9gCytGjmUVF5i+bGjaEISjr3jcfFdZ6H0NSla8AA+d50NuGqPt9+O3DZZdVj8+erry9rw83T\n1NTkPUxVmcrCTZj1qnN+sn4WAtnHYiBVOk2LgeoZfl5xEtd5kjLgqy6qhEw9tFcied+TzKJp6zGI\nY9HcsCEM/5//dEunS5wTJwInn+wWfimbCJs5msxlleUcTbHjzKJj4S2aF14InHIKsHp19JyuKjR9\nxcEjLnzSXZN3I8dIMn9nKm++9UQervO4QtOmrdHBz6Eqi+tcJRzF9McRT0WrG7bYCE0dPuZo+q6L\nade/RYvCsvHUU+5pckmLzbl5LQbKeo7mqlXh/7/9zS0ulzjjUEqhySiSRXO77fJfdb5unfycJOmy\nya96E5o617mN0Exja5kkbNyYdwqi5GnRjHtd3HLGt0NZbuSfptBMsr1RWUlqEe+KczRffDH8H0do\nuiBec999tVuUJc3HLDdsT+I6j3uftOpcgszKoMogUWj6zkheaObR0PIWTVVlSJIum0ZIbLB8C80g\nqG6Kz5PF9kai6GR/NtcUZY5mUYVmlhZNBl9HXOJLOkeTF5pZkERo2rr24qw6L6sYLYJF0xcqoek7\nrjjbX8WBT3dnJ3DiieGLUnh8vHAhDnltbxR3QENCk0M2R1PVaYkPoN4smmyKwKZN6sKV1WIghu93\nnU+aBPTqVd0An09bES2aRXMPFlVoZmnR1GHTKPu0aJbdda5613na6coTF6Ep+z3p1I00KKLQTGrR\nZC9QeecdeVqyhs8D1w3bXVzncacIqlad+y4LdSM0RUT3jnitr4xkD1gnNNNsLNj98RZNn7v921jn\n0nads62a8hCaMjHUlYTmkCFD/CXkQ/KwaCZ1nSddDJSV0ExzMRBDzJM4rvP2duCqq/ytlk0bF6Eo\nywcf7ZSvuqiqd77LJS/OXa+JC3sxAjPA5O1dymp7I18WW7JocsgKj61Fs95c5yz+TZuqFbreVp2r\nGvm0hKYsbj6+srjOWWObRGim+WaguBbNJOUqqevcFVlHUFaLphh2ku2NXn4ZOO+8cBeHMsC3Qar7\ntPH6FOHNQGJ7nVZ7FWdXgjjlVmbR7C7sEJ7X1IU4QtMlDb5c5zZx8bhOhyi10Ixj0aw317nMopmG\n0LRpRNMWmrLjacy9UbnObYVmURYDsfm7uteTmhg8eLCfxHAktWjKzlu4MCz/zz5rfw1D1yiLnXDc\nOZr89kZFFZomV6dP1zmDfzVnGYjrOvchNH3VRZXLvEiu87hCU7RoimmJS5ZvBopj0cxyH02gCwpN\n8RjD5Dr3BQu/e/d8tjfiLZppCk2yaFa/J3Gdz5oFHHOMn7SZyFLYuODLosmf//zz4X/TCtekHYYr\nZdreyHUOmY9V50Urmyp4N3Aci2Ya1qy4ZCU0s3Kd2wrN9ev1r2pOA9mG7a5zNHXni3M0k5YzEpoS\ndEJT5TpP06KZdaO5ZUu14vCuc5+vlRKtFzLE8NPa3igroWmyaNpeLzv3pz8F5s5Nlj5XitaZqxq1\nuG/O4ElrcBf3vd55vYIyTjsX16LpQtxnnjc2nb54Lk+RVp2ryobPuK64Avi//ws/p70rga3rfNdd\ngYMOcg8/CXnN0STXuQeSuM59j95sFgOlxb77Vl+HyLvmuorrXLe9URJXgkposu9JLJpZbnHjY9/G\nefPm+UkMhy+LZpw444aTdI5m1otesrRouuSNT6HZ0RFaqbLAxqIpnsvjw3X++ON+6qLKkumz//rr\nX6ufi7QYaPHiZOG7kmTDdobuOtWqc1vEwa9t2e6yQrMrWjTffrv6OW2hWTbXeZJ5iTxi+Em3N8ry\ndX0+hOb48eP9JIbDVGdtr49zbV6voNS1VWmgi+uJJ4Ann6w9Llu8sW5d+IYXWdg+piXJrpkypfbt\nZjJ+/vPQSpUFSV3ncYUmzxVX+KmLqnrno1y+/TYwcGDVsgjQYiCg+HM0beOMuzdq3QhNkaznaOa1\nGIjR2al2ndeLRVPWQKruTbbBu2t8suMyoan6LktbHu+FTvIcpkyZ4i8hH5KmRdP00gL+d5dO38eq\n8zQsRyp09fbww4Gvfa32uKwTOewwoH//8LPKde7SMdpYNAcPBr73PXNYru9zTkJS13ncss1//+tf\n/dRF1XOzSeO6dcC116p/v+YaYOZM4NVXq8d0bd6jjybfkYG/hlk0t9suek5ei4H4Dduz3EfTFdu6\nHGcnAaAOhKZ4jJH1qnPZYqAsSVtoulg0xWuTohMmaQhNWdz8d9N96spYlq5zRpLn37t3b38J+ZAy\nWjSTrjrXDYrTII6IkN3ja6+pw2ZtX1zrEx+nSEuLfZhZwAvNJK5zE7rBV69efuqiqmzYPMehQ4Fz\nz63dEF0Mm0clShYvBo48EuCdJkmFpm+LZlL4OpWmRTNOXYwTJxO0LF5b6kZo8qxcWc0Q1T6avhp9\nFn6PHvFcKr7I03WeVDjYpsHFopnEdc7HY+M6d3FFsWeTRcOX5bu1XRDLlOsiGZ3QdHkNqy6+xx8P\nrTeMpBZNfj5xknqxfLmdRTdOek3WCtW7zpPcj+raDz6IH6Ytq1cDw4bZWYNsXOc6bAcqOqHpqz1N\nso8mqxM9esh/dxGabH/fZcv017uQ1vZGcZG5zl0HKrrzfb+C0lROu6xFU3x4HR1Anz7Ar38dfs9y\nw/Y8tjdi8EJTHG0kqWQ2naOqcfSd1yrroiwek0Xz1VeB1lZzPPy9qeJzuX/2jLJ8926WljQbxPyJ\nKzSfeCK8ln+OLkJTd80RR4RzzRhxnxe/vVHSerFqFbDPPsCECeZz48RlO/9K7JR8us7Z71m8NnXM\nGOD664EXXzSfm9R17kNo+iKJRTOOp0hVnny9zEDmOs9TaL77bvic//WvZBu2u1g0ky4Gsh0E17XQ\n3Lo1mpE61znLsPnzw/+qxUC+sHGdZ2XRTGN7o6K7zlVpMzWI++0HHHKIezpkFk2XdGVpZfQR18iR\nI/0khsOXRZNtE+WyktTlzUCvv179HHd7I74zjWPRvOsu4Jlnws/vvhv+b242X+fLdc7jw6Jp6w3g\nF5OkBW9ttiXpqnMTuvMuuMBPXfQhNF36OlV5kuV/nAGSznXuYq01hW3LG2+E/6dMibYbac7RzMp1\nXtdCs2fPcC6HiM28pywXA3VV17nYgfoWU6pKIC5K4LFxnS9fro9PFacP17lYLi+4IJxEnwZJnkPf\nvn39JeRDVPmTxHUe5xqXtsPnYiCX9F96KXDrre7xxhERtp2IONBPYqlNYsFL2q66TGOxcZ3r0mOb\nVl1+fPKTfupiEoMIa1dN5/JlSFWeZG1hUS2acbyTzDDBPsdt33TXiRZNEpoJeeKJ6me+oTM1qGlb\nNG320czCepW20NQVwLQtmqrwbCyaSVd5i6LTxlqhs1yphOb48VFXrQ98bBA+fPhwP4nh8GXRNB2T\n4WLRlAlNVYezYgXw2GPq+Nrb47uzk3S+cSyarq5z8bjNtWKcqu9poqqLMsRBtM25PC6u80mTgO23\nrw3rZz/zUxdVZcMm71m7ahLbNkKTf5lBEmQWTZ/Tx1zhn3EcEe1SZ3VC89xzgQED7OIk17kEmdBU\nkYVFs6Ehun2BiG0hv/de4JvfVP8eBGpLHe86jxu/Kk5TGD6E5ty56rlSpo5NljZVg2MDn26bxUD1\n7DpPA98WTf67yxxNU+fP55spDw86CPjGN9TxtrfrLfAq4i4iijN/MgvXuQh/7fXXy8W6jPPPB5Yu\njR8v4OY6T2rRdBGav/td1TKXhjdMVTZs4rJ1nfPtrmlxWVKLJo8q3/JeDGSyaMYdPOuE5rXXVl/N\na4IsmhJE1w1/TMwo1fZGvujoCB923AaI50c/Au6/H5g+XX7N738PqHab4S2ast/iYlMA4973889X\nF3Mcc4z69WAmISu7P1+dnyxOk0DS5ZmLFcUXaXRWSUhiEXM5T0Zci6bpea1dq/+dt2i61EcXl5t4\nney/Dtc5ZHGEs04ADBsG/M//2IVz5ZX2carw7ToXz+VxmaOpan981WNV2XARmqZzbSyaun7cBZlF\n01e/75KeSiUqsIMg2nfp6lfceapif2Jbh0Vs4+yS2xvZPJwsVp136xad7CviWshPOgl48MHa49Om\nqa8p0hxN8VpVnt9xR/iff/PIsmXAt74lXwywcCFw8812aYtjBTLBGgtbiyZ/3kMPhc9nw4bwexZC\n04dFcxH3cF5+GdhtN+C99xIm7ENEd6RtOuOO/l2v8TFH06dFM847o106rbjbG4lx2qTL5Zq0UA36\n7r8fmDOn+n3ZMoCtiYsrNG0H47qBxSLxFU0GbrhBXmaSCE3mUTOV4aRC06Vc8Ocyi6bY/rvW36FD\ngaOOqn63qXszZkT74SCwF9G683TXiRu2u9Yn1apzVThd1qJpeihZWDS7dw8zPqnQ5NMu68x14okv\n4D5Xndt0jiZXjCp+1mj16lU99vvfA7NmhaKSwa6vVICzz649LhNtcRsYMb2+XOdNTeF/9trQsrjO\nR40a9dHnyZPDlc8228HoSNOi6WsfTcBtjqYKXmjqyquKIs/R9OE691EP4sYv214HCKcvHXts9fv/\n/R+wZEn4Wff8demwHfjqLJq//vWo2gs0XH65XVpc2kqfczTTsGiKQpPhWs5uuAF45BH3tADyOZom\nz0Rcsc23L0DyAbFtm9jlhKZ4LGuLZnt71aJpO2pVwZ+nM6+rhGaaczTjNKKmBow1WrLNf21cnGL4\nsgY66fOWiSHd4GbFCnncLBxV55YmSfJgArdpY5ztYHTpES2aSYSmTQfOx8UfU+HTohn3FZTMis6H\n5RJvHKFpu9ejD9e5TbviGqYttq5zvhwkfTOQ6f51g6+rrrLYQFUTlipOlzJispyx47xr1TSly6dF\nU3SdJzE4JIWvu3xaZPgSmnHrQtpCs7v5lOISx6LpW2jyczTFwux7MUZci2ZRXefMohlXdIkdnS+h\nqbIosIZD1TksWhS+F7pnz9pr2Tm+Vlq6kOT589sb+RLJvi2a69eHUxMAvxZNnrj3zHcEcV3nLul0\ndYXx2LrOVZZZl47R5pqtW6urr13CtMV2s2v+PpPO0bQRmqr2x3V7I1U6kywGEsNQYSNEZO1A0v7Z\nl+tcJE4dBKKCV5cGnVfOxoqe1LtgO5gtrEVz48aNGD16NE444QTstttuaGxsxOTJkxOFKbMSqCpL\nlouBbFyoSePiw+UpstA0WTS3bbNLgyltqgbaFV18Mosmi/+tt8L/MvdNHkLT90An6VsoGL4tmoMG\nVef7mqwnLouBZNe7wgtNlUAzXZ/VHM2krvM4dU6Xr0ks3Daw8mxqf0SLpks6WNi2gwyd0HTF1G66\niH7XsPkyZBK8aS4GijO484ns3mRlKO4cTdGimXSKT2mF5po1a/C73/0Or732Gg76cFlxQ8J3M7o0\n2FksBureXe9S8eUCsnWdpyE0kzQAJqEpe+vT0qXmUVZaQlMWB0Nn0dTNjeXfIMVfkwW+8qKoFk2b\n92LLGnmXRjnum4F8WDSTzDOOIzRttzdK23WettBk7aWL0HSxaL7zTjgt6K677MWdzoLtep+2QjOO\nQUQ89513wvLx7LPhd3H1tS4daS4GEgVnXNLesF3Wd7l4CIruOk9daPbp0werVq3C0qVLccUVV3gJ\n08WimXRSsAk2R1PnOvfVYBbVdS6ea9vJMde5zEJ20knAuHH668W0+XLBqAQrazhUnYVOaOYxR9OH\nRXMcewjwLzR9WTTjXpOXRTOu6zxO5+tybdw3A7laaHnyXAzkW2iK5Zjt8/n44/EWA4ni5Kqrxskv\n0oSlOx6njDDEc195Jfz/r3+F/20smjqh6QJ/DXuWRbNoFlVour7rnMVTOKHZo0cP7LnnngCAwJNp\nxWUk5DKCjoPOdc4os0XTZSGC60hZJzSB6jud4+SLr+dsY3WzsWiyz2Wbo9nW1vbRZ15oPv54dGcA\nF8Ry4SI0H3kEOO009e9FcJ1v3lxbB5Lsoyl2li5vp4lj0XTd3siljVDFKSNti2barvONG8P/O+wQ\nb46mOKjdtKkNLpj6RJ9CU8wXGyHiy3UuCzOJ1T0pfFy292Y7EH755eiLCkQtlHRAbGvR7FL7aNos\nBhLxUeA2bgTOOAN4//3oPpqquOPEGWfVeRrbG8WxaIqVO45FUxau6lhWFk0Wh62VXDZH02WTaBfu\nugv45z+jx+J0ICJjx4796DMvko84AvjCF6LnbtkC/Pa39nNu4wwCL7zQfI4uTt0xXfyy5xUEwK9/\nDbz5ZvVYW1u4XdeNN0bD5F3ncbc3snmeSRYD2QpZnSfBhEuepy002X3y5VXWFsV1ncuEZmdnOJ+Y\nvQFOJzRFK9gvfzkWLqievWrwnGTgJQpLl11DfFo0VcIrb6HJDxht65fs+/77A/vuW/ubb9e5Kpwu\ntepcJjSztGj+4x/A7bcDX/mKnUXTt3UtiUXziCOA114L59TYEEdo2lo0bRcD6eIC5IukfEwXkH3m\nGwzZOarjYiPT0QGsXAncfXe4OXBS/t//k6eXjzspJtf55MnA6NHAZz+rDyeJRVO2kb8NskbeJX7Z\nHM329nDf18cfrx5j4mLWLOBnP5O3VXHnaKYxfYXHdh6qqjO3icMkenTnJj1PBd/+tEmMhrbbG4nH\nWVi9e0fbqB/+UJ0WXmjefXf0JR2u98mXG5kr26dFs2hC05dFM056+Ppga/yQ3YNLfUoqNG3rcGHn\naKaBrICKv9l+1/H++8Ds2bXH+Y6pvV29YbuPN57w2Fo0dY35448Dq1fbpYcPK04jZLpWtxhIFh6P\nzFroy6LJI9u1QGXRtJmjyQvNPn3C1+69/75dWhYvBh54wO5cPn4+HX/4Q9iBxcH0+kzb9zPbuhFl\nmIRmku2NdPVUds9MoGy3nT5NgF/Xue11POvXh695bW1VX+PqOrf1XOjIc44me6Z8mWIDBdl5gNu0\nBZXrvHv32nMZvNCcPRuYMsUcnykdJgtm3AEQj5gvNvmkc53HFb2iNvC9GOjPf7bfZzYIsp+j6TK9\nRhZOlxOaJ554IiqVCiqVCoDw79BDD8U0bojX2Qm8995sABVJRg0FMCmScc3NzfjVryoAoq3t6NGj\nI4seAKClpQWf/3wFxx8ffe3Xddddh6lTR370vaMDaGhow6xZFWzYMC9y7ksvNQEYUlPIBw0aFLkP\nAJg9ezY2b67U5MPQoUMxadKkj+4XAJ5/vvnDfKneR2cn8PDDowGME+JrwW9+U6l5fdl1112HkSNH\nRo61tbWhUqlg3rzqfYT514R584bUpA0YBGBa5NzZs2fj3Xcr3LUs3eHz4NmwoRlABevWib1feB/R\nytKCsBwsioQNXIfLLhspHGvDlVdWAMzj4geampowZEjtfYjPIwwnLFfis1uyZCg2bYrex0svhc/j\nvfei9/HEE9VyxcJpbw/vY8mS6vMIBct1APTP4/OfB044AQDCcvXpT9fcifQ+bryxWq5GjgROPjla\nrhjNzeF9tHJqpLW19aP6EZ1fGt4HX67C49ehqUl/H+w5PfVU9Hmw46r6UalUJEKztlzJ7iMMezTm\nzRsnHGvBn/8c3ke0kY0+j/D5tWHBggoeeii8DyY016wJnwcQbeAHDRqEl14K76PqOp+NGTP09Zy/\nj7VrK9i8uZVLA/DCC/L2qlKpoK0tWj8efzy8j9deA+bOBf7+9/A+gGg9B4AHHgjvo7YTqS1Xs2fP\nxpw5lUi6dPfBnkc0j0fj2WfFBS7Ves6fK2uv2H088UT0PmzreVheZ+NPf6o+D2aF7Nateh9VIdSM\nmTMraG/X9x9BED6Pq68O76N372oetbREy1V4j20f3vO8iNBcvLgJQVC9D1aedfWDJwxnKG69Nfo8\n3n8/bHc/+CB6H7fdpi5XYv/xl79En0dY7qv3wfPoo/LnceGFYf/Bl5+XXpr9YRhRhg4diokTJwlH\nw/tYuzbaDwKjsXBhtN1duzbafzDEcvXii8C4cfL7aGpqwvnnh/fBW8HF58Hq+f33VyQiurb/aG5u\nxumnV/vzqkU77AejdSba7rLfnnsuvI/oufJ6DtQ+j87O8D6am9XlqqmpCb/+dajFXnihHw466CCM\nGDECVgQZ8uyzzwYNDQ3B5MmTlefMnz8/ABDMnz//o2NsPMA4/fTqsYMOCv8vWRL+tnZt9TcgCHbZ\nJRr+nDm14an46lfD8zo7o8dvvz08ft11QTBsWBAccEAQDB8eBPvvHz1v9OjwvJtvNscVBEHQu3c1\nbf/4R+3v//mf4W/vvx9+5+/zsMOC4JJLws+f/GT0t/vuq4Zhe++Mc88Nzz/11OhxPnz219IS/rbn\nntX8CYIgaG2Vx7vzzuGxqVOrv595ZvXz978fnvf1r0fjCYIg2LKl+n3RovDYe+9Vj7FnBATBtm21\n96XLhzffrP7er1/181e/GgRf/nIQ7LBDND1vvBFe99hj0ePnnlsNc+DAaHjPPFM9b+VKu+ciy3Pd\n/ey6a3js2muD4Oc/D4If/MD9+Q8cOPCjzzfcEF57223ycK64olp2dfEcc0z428SJ4XeWn6+8Yk7P\n3nvL84H9TZokv46Vsd/+tnrs5pvDY5dfHn7fvFkd7q9+Vf3805+G569ZE37/5jerv7FjJ54YnvOH\nP4TfzzgjCC67LPx89tnm+2T8x38EQaUSfmZl5kc/Up9/5JHhOXfeGX4fPz56H+wZyp4NK7+HHlo9\nxp971FHV+hoE1fLU2Bj+v/pq8/2I6Rk+vDYu9rd+vToc/rwNG8zxyvjtb8PrL7useuzFF8Nju+5a\nPca3Ab/4Rfhdxm67hee0tobfL788/P73vwfB738ffj7yyCD42Meq/cqmTdF7eeWVajg//GH0txNO\nGCiPWAGLZ+PG6HHWr/3ud+H3Qw8Nvz/0kDlMPp08Tz4ZTWvfvtXP99xTe30QBMHTT4efDzqo+jtr\nt4cNq427vV1eN1nfHwRBMHhweOw73wm/DxpUfcY2bV+vXtGwp08P/196afj7N74Rfl+7Vp03jz8e\n/j/rrCAYOjT8fNFF1XZxzz1rr+X7gGXLwmOTJ4ff+b5XvIf/7/8Lv59zTvj94YfD7z/+sfx+xWOj\nRoXf77gj/M7axI99TJ4/990X/v61r4XfZXpNRqnnaALmt1OI3/nR08MPA0cdZY6vs1P+Sq0giM7R\nVMUdx3WeZDGQz03qWVyyOE3nmu6fWU5Mi4FUCzHE31Wuc9f7113rshiID4d9lj0jXxugq44HAfDH\nP8YLe8yYMR99Ns3RtF2RqCpTNs/Jp+tcrE+6+Pnf1qyJpkXnCmXffbwZyKYOmrYr0bnUXLc3iuM6\nN7XPtr/xxG3f2P3K5mj27l17HhBvMRA/rzMIqlMt+OkUDNlCEsaoUWP0ESvSoWqvVO21DS6uc1P7\nZLs4zhQO/znuHE1THrBysWEDsNtu8nNUz9C2rMfpc4u+GKiwrnMdfCaIGSxmkE6IHn20e3xArdBk\nG7arKrSvxRhxhWbcwsfHaTP/Uazkpg7cdnsRXVyy+MTPrlsJqcJh40GVkNctwhLP4cVlnPvnUW1Y\n7qP8DRgwoOaYKr22QlOcN5XXYiBVeZXBP3NRoPBzNFWdeJJ9NJPM0YwjHkydiGxuHX/cJl0u17iG\naYtMaDJx2KtX7XlAvDmaQRAtF6y8sDnNPPzAQsybAw+srYs26VDN0TSdZxM2Q7cYyBSGrRhzGdDH\nXXVu2rFlxx3D/xs22KXTdo6mLM4shaaq3RJh8bhub5SJRXPChAlYv3493n77bQDAvffei5aWFgDA\nOeecg5133tkpPBeLpq31yTY+oHYxkOkVlKqH9q9/AXvuiY/m2pkKSZ4WTZloUp1rOzqSvdLQdmSX\npkWTRwxTZtG0GWmL15i2VHFh/Xp9/L4HOkmFZpqLgVToypCrRZM9L5YP/P2q2iOXV1C++274soJL\nL7BJzaIAACAASURBVI12UC4T/VV1R3etKXwf7zoX8WHRTNq5+rJoisdZWCqhuXlzNB6WJl/5a6pn\naVo0ed5+G/jpT4Hrr5eHYbsYKG2L5rx51S33xPDY/e2wQ/jfRmiKz93Voqn6LvtNvM+ki4F8WzQz\nEZpXXnklli9fDiB8/eQ999yDu+++Gw0NDTj99NMTCc0kFs048QFy17ls2wtTIT/ssGj4RRaaLsLN\npQMH/O2jqaqsRXCdiw0AL5iSWjTfey/8L3ZacToQHTILkOz3PC2aJte5zKJpk08yK4XMda4ahHR0\n2Hd6Y8cC11wTblmVpUUzrutcPG5zrc01aQtNWXlmO2H07Fl7HhDPdc4Ljs7OqEWTt5yy330JTXb+\n0qVhG3vIIdU4+N/jlBWXAcyvfhXurHHuufIwkmxqLh4Xw3RZdf71r5vjZEJTt1OIynWuE4Euwlp2\njsv0FV04aQnNTFznS5cuRWdnJzo7O9HR0YGOjo6PPvft29c5vKwtmqrR29at4ZtKVBbNrF3nss9J\n45d1KiqLjOtImYWpEpo21hc+Pao8SPIWHllnqipjLq5zndBcsaI6D9AGZtHcaafatIrpcIVfQczC\nUYk9ls/hyng1NhbNZ54J96sVkbkbbZA9I9spHuJvokCxEZournP+NW+80LQRBK6vlOMxuc5VbwYS\nr9dhap915yY9T0QmNGV5ENd1brJomlznYv7eeae46loPi/Pgg4Evfak2fT6Fps51ztoLcRswWX2w\nHeyZ0hXHoqkLj8HP0VQha/dNFk1ZnEmE5i232MWlai9U+VVooZkm4mbdSS2aH3wALFlid80f/wgs\nXx6OGHWuc9tCzscTZzGQqoHKyqKparhM55fFosk6DJVAstlHk6ETmp/6FPCJT9inl1k00xCazew9\noFw4JoumCRuL5le+Anz/+w4JNaArQzb5JFu8pROasrBVAk2Ezxe+g0rLorl6NXDVVfZutyQWTVVY\nSYgbhmzgJOtIbTdsF+H35OSfR48e4Wf+VaV8mlTt+IsvNsMF0wDfpfyL4Zlc5/x31X6zOte5KX7V\ncTHvfAtNV9e5LG2m/iyO0HTdL1TVh5XaoukbPhNMk2BdG8Nvfxv4zGf017BKxEak//633nUeZ2Re\nNKGps5iK57paNG1fWag6lqXrXGdNtnnXucyiKbMQujQYrNFjjaAYZ5LO/HpuYpUvoSk+LxfXuYk4\n7zq3yaekFk2+ftp26KJF01YI8mGo2i6en/wEOO88YN26arwyVBu2i3HapIthY9F84QXgscfsw7Ql\njkXTxXUex6LJixOxPl1++fW1F1ikQ3VcJTZswjNZNHlkb247/3yAjWFt52ia+h3+c1oWTXafrkJT\nFJ26eFzKs3i/rlrDtc8u9BxN3/CZYGOx7Oy0e8f07NnAo4/q4wOqDe4++4QT9wE/Fk0TeQhNWUU1\nuc5tzfDs9zhvBpKJQZULxqfrXHYvNg2gzqIZd4ELC1c2V5CP31f5k71JRfa7bTiuQuWee+zCl5HU\noikr/7o5mrKwbZ8HL3ZcLZou4pnBOk2T61yMIyuhefDB+vA3bAjbEBcvAKAXmrwgt3GdX3RRtS94\n9llg4MBoWeDbKF5oulg0XbGxAPLfXYRmnDaFv58rr5Qft7X6mdLl26Iprn+wdZ3L0mbrMXCpT0mF\npqrdEukSQjMIai2HpsVAQFRo6h7E8cfLj6vcBLwrIIs5mrKRIR+XqoFKYimS5autRcZ0/+x42Vzn\nqvNt5mgyeLEWd94hC5d1lGLlT2ugk6VFk6+73/ueXfi6OHVzNMX4e/asPhs+D3Wuc1Xdk1kmbdLK\nX+dieXWxaLL7YWUyrus8TjkLgnCeuy4eE1/+cvhqTdd2TlaebYSmLJ5LL61+rlSAmTOjz4B/LnFd\n5673pzpfVUZM4asElOy7rAyZ9t81pcVloKUSnK6oBkZprjoXj9lc56o1OjvDtSWuFk1+/rgLpXKd\n80JL9d5lWQbJVn65oKpE/HFZA+QyMrE5z2TRlH2WfXdB1qkkcZ3LPrtaNMVKa7Jo+rDo6tJnY9EU\nR4JpWDRV8ScZaIhxAdlYNG32q5MR513nKuF04IHVz7p9NHWuc/64raWKnccGr3Esmi4WDlFoZu06\nP+oouxdnqNC9v12HzKLpa45mS0u0fPGf4y4G8iU0Ve2zrQFBFrbLgEakKNsbmcLmw3G1aJqEpi5O\nG6GpM0LprnMVmq7xMEolNFmDEAS1ezDqMsh2srEKUwF/4QU/Fs2kQtM0go2DD6GpcrubLJo60SAT\nkqqGMMmG7S6uc5vFQLZzNG3hLZo6a1pc+Pcnq1yNr74qj1+Fqhzz39nCJt02IjJMQlNWRlRtxy67\nVD+7us7FOOJYNJnrXLxOZ3F0tVIB1frHhI9KaJqESVyhaXuub3y6zmVh8/nFl3lb17mYN2ecUfsO\ncB0mT5JrWdG1izbiKKnQtBnQi8IrLaGpa7NNhhXba2yei0pYmxDLgKvrvK6FJi8qWeNu6zqXfdah\nKyDiyH7fff0LTZvFQGwPtn33TV9o2gg3m9GRbLTnuhiIb7j5MH1ZNHXp1Y20425v5Mt1rmr8k3TY\nw4YNi8QFRJ/XVVcB++0HvPWW31XnTGiyFfUubNoUvh7u6aerx2TiVtXYMrbfvjbNgH7DdlWD7WKZ\n5IWmi0CVxWvz7Nl9mFznpk7Nh7fI9jcf6FznSdPFC00+3M7O6IbtOqEp1qchQ4bBBZOBJInQNAlL\nWVlQCc3168PFQfPnhxu7A2GbeOeddkJNdo5vi6Y4R1PX1qksmraDqiRC07bOmMoACc0PUb13WZYB\ncSyaOne72DE2NJhd5w8/HFo+kyAWpu23B8aPB045pT4tmmK4/HeZ8FU1Sr5c56rGwmWkzUjDopl0\noCPjuOOOqwmPT+8rr4T/338/uUWTT6dMaPIWRhUNDeEuEO++C0yYUD0ua0BNFjp+025ZGXZZdc4L\nD1eh6SIa4whNW9e5Kb9c0sfo7AQ+/nG7c33DniPf/pg6bFvXOf9ue77dCIL4rvMjjjiu9oIY6Pqp\nF14wT8Vh6dSF6SI0AeDqq8OdDxiTJwOnnRaKT12YYtxi3qVl0bQRmmJ/oTJImOK2EZpxXeeu1u0u\nJTSDoNq429x4HIsmP8o1WTQBs0Xz6KOrqyeTwheSxsbaDknEt0XTVWiaLJq+5miq4kniOrdpQFUu\nTVl60nSd69y2PpBZgMS3ZLmEo7NospeF8UJzt93swmfh8IJJVkZM1gC2aIM/B6gVmvyiQNW+vrxl\n0nYfTXa9T4umrJNj92HrOlelR9X+bNgQLpCRLdgJguqzzhrZXGHTs3ERmvwz4D+zvkvlOrdNS1xU\n4qKtLeyjLrhAfl1Si6bufvr0kecr3za6DGTEupaH0OSvF8uALh5T3sp+cxXUKm8OCU3IhaaIi0VT\nFQbgJjQbGvxv2C5y4YXycG2EZhLLgKwA21pksrJoytKYlkVT10joGlsxDTau8yAAFiwwp880R9OX\nZUi2vVEcoalqrPjvsjmatkJTJvxdLZrduqlXk4sWQJnrXIzDxXWuavxdhKaLK81m1bmso7TdRm3W\nLGDGDOAvf6n9rbPTPBUnLXRtm86iaYNujiaDve5STJMqf33lh6pdYO0Qm3Otuk52rfhd9kx17cNe\ne8nvTzZYtElX2hZNXXiqfshVaOrONwlFEzZGIZ2WqmuhyS8GUu0ZqHso4u+8xUIVlyxMmdCM865z\nEd3DGzeu9rwsLZo2I21VoVUJLva7L6GpqiSu96+7Nq7rXDyHL18qi+bEicABB6gbfhYuu16VDtnx\nPfZQh8kzbdq0mnBUc2pNz1EMR2fRZPOP47jOWTgyoSlLh6zt6N5d7RIXLZq658zXAdv2QDwviUVT\nJO72RjKhaWvRZM/wYx+Tt5GqcpO20JRZu2w6bJt0qYQmXw5c99G8//5p8IGqnWbl2WbnBtOzl/UR\nuvZBJTT5QZyNIUVl4bMd3JmOu8zRFOuMrRi0EZpi2+MqAFVtHwlN+LFo8gWOn4MlIpsgrorLZNGM\n02DarCzNUmjaCDebUZLsWZgWA8nikaVHNaDwuercRrDowhHfKgWoheYbb4T/2XvPVQJA5jo3Pa+1\na+VxijQ1NdWEI3tefENqQmysdPtosreruMDCsXWdy4STKDR12xvZCk2VgBBRuf18uM5liKvOTULT\n1XXOC01ZuHlZNOMITVvXuWoxEF9PXIXmtGlN8IGqjJgWJaraF9l3WVnVCc2dd5Zfo/MWyOIW8862\n7pjKoGhciiM0dXVS1y7ZCM24Ri3xehKa0AtN3UPhM3Hq1Orx3r3NccnCVO2jqbJ+JRF6MvjCwYtc\n1cNPMtdH1gm7Cs2yWTRVcavElKpz0uWZzRxNsXGTzZ3r7DQLzSQd9lSuwvhyndsIFfbbpk3VYx0d\n4Vwu2/BdXef8b926qTs5MR9kgxpZHZDVBxmqxt/mOfoQmqqOUFevdXExobnzzvK67Lt9tEUmGmzm\naNqgc53zQlOWJpXQvOGGqbUXxCCu0HRpU2W/6/J22zZ5+eHbPFX50hkdZG3NAw8Aq1ZFw7Ddi9hG\naPJtlqxNNglNm99UQtO2rbcxCrkYVUx0CaHJCsXMmeEfo18/dVwq1/lbbwG33x49zsSeSmikJTSD\nIP05mrJOJcn2RrL5snEWA8lEnItFT4cuv2RhqcqerNLKrIKqBl58bapqyyvZHE1fQluMC5ALTTF+\nHWJ+yQZu7DM/j62jI7rwRobKdZ7Uosn/Jm5vpKsbfNiu1hUfrnObui9ub2QSmqr0qNK3fn34X7Uz\nR5ksmqbfGLrFQHz+yfoMldD0lR+qdkpshxoagCuukF+na+sAN9f5gAFqoWlj0ZSlQ3Rx89eecEL4\nx6MSmqoyrmvrzj67mhZVGdBhU4d9uc7F8q6zWpvSpKNUQlM3R5Mhy4C99w4XFXzwQfXYqafqM0sl\nNL/5TeCuu8LP7OGm4TrXwReKNITm6tXA2LHqyqGr8DpxxX/mz7Od28eHK0uPqiH02WC7jPJ0I20b\ni6b42tS4Fs00hSaPq9B0tWi2t5uFJh+OzBqiKze2QlPnOvdh0RQ7M9vr+HNUZdJmjqYMWVvgatFU\neQPKNEczjutcFJcmt2tWQlP8L5s6wb9aMy2h2aOHndC06d9UgyGx7L31VvS77Wt1beZomtJmMqbE\nEZpZuc7rVmiqBAlfAMXzZCxeHL2Gf8+nDNUczTffrD3uazGQLXy4KqGp2gPQhhEjgDFjwteoye5B\n5zo3CUDZyCvp9kau+2jajihlx3Wuc93xJELTZNGULQYyNRhx0AnNILAfMIiNlW+Lpi/XeZw5mrq3\nn9hYQ/jwsrZopu06V1nwfFk0Xc93adsYtq5z0aLJt1F8u6jqM4D0tjcyCU3TdYD52cvyMY7QNIUp\nxi2KdFXdEZ+j7eDZtg6ztMgGG2kKTds6IJ6vax9l1LXQ5Curi0UTqO04ZK5uHl5o/vnPwPe+F37e\nuLE2Ll/bG9nCh6sSml/4Qvi9d2/3QsHunc8jXSPDp0s3uuQ/88dMi4Fk+SpLj61Fj//OT6WQXauL\nVzxfN8rXCU1VA+86RzMN1/mQIUM++hxnjuabb9a+RtJGqMgsmjZCkw8nqetc5bYTLYC2rnPb9kBl\n0bSpx6ZOysaiaRKacV3nsvrT0WEvqHjrmgzXcp7VqnMxXFuhKd7P+ecPgQ98CE1dWwfIn4XqOffs\nqRaaNsJH1+fYDtJMQlNsi23KGj+45NPmY+AverFc9wtVtX2mfiPuPZRKaPI36TJHE6id3G9ygfDi\n5ze/Ae65R5823YbtcQqWadU5C1MlNNn1skVKJnhhI+scdRYIk9A0WTRtCALgX/+qTa+qkuhcUAMH\nusWts2jaCE2ZWEvbdZ6kYTO9Gcg0R/PTnwaOPDJ6zEaYs8+iRVO39y1Ljyy/dCN22W/iwNTVdS7G\nYRKaf/5zdXcBW6uMDBtriEiernOd0BTDu+gidfoA93ZE1jmb5rq5uM5V4lLXL+jarcMP9/tmIDF+\n04sjdCJENoAQUT1nZtHUCRtZHLo0ulo0bV3nLhZNvs7L6o8s3fxn3fl5WTTrVmiqRpsq13kaQtOU\nNtMrKONYlEwjal4M6uZomiy3MkxC09WiKWugZBYi8VzVtjdBAAwerA/TpVEU0Y2ckwpNUaz16JHc\ndS4Tmi7uQJ6ZM4E5c6rfB3MZLROajCBQN77PP197Lh+e7DnHtWjyz8hk0RSPiRZN33M0VeWkvR0Y\nMgQ444xoXK5WGVm8YlyqrYsAe9e5Kj2qesO8QLI2qrPTzXWuq7uurmaZaDB12C6rzmXiUiwHsvzg\nw+CpVAbDB6oyotveij9P/Cz77jJHk1k0Zdj2O+Jnk6XPVmQnmaOZpdBcujQ0vtj29SqB2mWFpuoB\nJHWd+xCa7HqV69ylg1CFrfqN70xlcfu2aOqEG58uXaUH5BYDU16bGjWdW5SPU3W9Cy6VTyZ8RbG2\n/fbm7Y06OsKFbC5C0+Z5ybjmGuBPf5L/pnOd87+bUHXmsvS7WjT5a23naF57LXDuudHfxIEpf286\n17nYmfLPXTXwZMdFy1+cxUBxLRxA8jmaJiEgE1YuFk1dHIAfi6ZLHuvQvetcVU/F+PNada560YEu\nn3T3wYgzR9MkfFTniM/W1DaZhKZY5tvaqlNCVIgDK9s6aerv+PSy39asAQ47zL6tV9XlLis0ZZVS\nJjRNGSCzaD7zjHr05mrRzFpost/TtGjy6dA1gGLaxM8y0cfnHf/7nXea06dq1NK2aMrC4o/pGgjx\nvnmhadre6KKLwlcymhYDqeZoujx/3aT8uBZN0eUvlilbi6bNqnOxbojhqfLlppuizzap61zWkJvK\niarxdxGNNtYQFbauc1eLpji/jUfVbunSocKn0NTdi016RYumajGQSFoDZBliGfE5R1OWVpPQlJUP\nWwOH+NnkDUjqOn/2WWDXXeXX8NfKrNe2glp3vqztUZ0rQ2XJ7LJCU/UAXC2aQK3Q1CGrFGJDzMel\nc53HaSBMQpO3OjY21k4+T2LRlFkgbF0YJpEq5olp9T9/ruq7SUT4Epp8fsji14UjppGVpZ49za5z\n9r7zLLY34lfLAsC8efNqwnG1aIriUFUvZM/PddU5XwZtLZrsXD6fGhrUq86BcN42v68vw8aiaWon\nRAEkq0cqkgjNtFadM2SiUjdoXbSo9th229VOxWC4Ck2ZCMl6jqaqLePTwnjuuXnwgaqMuMzRjCNw\ndIuBtm61F2A257jOb3a1aNoglndboWlzflKhqSoDXVJovvAC8NRT1e/8zblubySKU5PQlI1wxBGf\naNEUGw6fFk2x0xSFZhoWTdXo29V1rsuTOEJTZTlWVRKflgHdqFuXTvG+XVznqu8sPJ9CUyz348eP\nrwnH1aKpEpquFs0kq85NAwSx7DY0RNsY/p3rAHDJJcDLL9eGbbMYyCQ0RXefyTqjC0vXjojYrjpX\ndbqmciYTVjpxM3So/Pj998uPZ2XRtA1bVf91ceiE5s03j4cPVGXE5/ZGMkyLgUz5YdOOqeqKyaJp\nKzRd5gGLdd5WpNkMFlVlyLatVw1iu6TQHDs2utKQv0lX13lnZ7RwxRGaqoaVCU0xfttRkM0Ih+9g\nZUJT1lGy/65Cl50/bhxw773RY+JnMc2m+xcLdLdu7vkjni/rMJI0irrfXV3nrMNRCc1evaINvGhV\n45FZNIPA76pzscGfMmXKR59Fl7GYxrgWTZ3QjGPRZOG4uM75c1ia3nmn+p2JSh5mWdOJA76DMnUO\nKiGn+n/ppcDrr8vji9Mh6IQGn682rvPWVuC006LPT1Z3dEJz2TJtcmtwXQwkW9jhYjXWIe6jqXKj\n68qgeD9//OMU+MAkNFUDtLhtCsO0GMjUD6rilJ3jatE0uc5t+3LxWlmb5nqfLoLP9rmoygB//YYN\nte1eXQrNNWvkb+iRCU3xHCB6jkqIqZAVPN1D1XWWpvmeNiPxHj2i8fJCk1leZA1tEovmNddE42Qk\n2d5IrPi69KlWnavmzagqa5zRtwxZx6CKn33v3h04+mi10BRd5zfeWP0sCkvfr6BcuhRYsiR6TGzw\ne/fubQyHoZuDxaNqtGXPT7RomhYD8XXDxXUufm9oAN59Vx+X7DrdHE1T5yDmiy4sIByEn3yyPCxV\nmRTLEP+7T9f5NdeE860fe6x6TOZ1MVnRXPDhOleJfobPOZqy8HVCc/vte8MHJqFpug6wa1P32Sf6\nPanQ1Bk4xM8qrwAjrkUzrutcVn94ZPegO1/X54jce290JxH+PF15P/lkYP/95dfVldBct85eaMoy\nwLfQ1FUucSsa/nfT3BdZBRQfpMmiCUQbJh8WTdUxG9cd/1k3qvPpOhfTyJ6/q+tcN3KO4zp/9NHa\nkbbKdT5sWPWzi+t8u+3cXef77gt85jPRY7rOWhYOPxhQXZulRVMWLh+eKl/EetLYaO8m1Q3C+Abd\nZAkU06iyyvDxvfxy9KUDJqGkS3ta2xvpfs9TaNrso2kS6rq08M8ijuvctd02YSoT7Fm4CDrVdwD4\n3Oei+RVn1blOlOvSJZbRWbPk1zJc3wxkg/isXUVaHKEpS993vgMce6z+ell48+eb02ZLoYXm2rXy\nV0HKhCaDzwC+UxJH075c57ygE89JYtEUH6Ro0WTvW+fd9qLQfOedcFuc117Tx2+KG5BXePGtOqKY\nl40CXSyaKlRCU4ybWXp9us5NeaM6V2XRtFl1ztCtOt9++3Rc5zwyS7bpzUBArTi0ESrsc5xV5ywd\nthu2M266qfrZ1nIF6K1Q/DmqjkM8rhKWqnzjXzpgYw1Rpd3Wda6y7qgGInzbKKanaELTpq2wKRdp\nLAaSxfvgg8C//21ODx+2qoywNimOG1t2vjhYS7phu4sAVlkyGWJbqnt1rCxcG0TXuare8L/xn3V1\n2NSWmFDFYeo3XMUyo7BCMwj0Fk2bDdtFi6ZowdBh4zrnhaZsjmaaQvPHP67GKxOaAHDmmeFmyU1N\n4XwLW2wrvGzbGl2F4a9lx3QWTVWhtrFo8oMRn65znbVXV+llQrOhIRROqvIhLkCRwSya22/v7jqX\nIXYyI0eOBBBuBvyPf+ivLcoczTiu8y1bgMmTq98bGuxFEB9OnFXnKkGpWwxk6nRdOxw+7aoOxiQ0\nbURtmkIz7obtMqGpysc4rnMxXFuLpvj7+PEja84/7jjgy182p0dMAxBO01mypPqdPQvVCnBXQc4P\nMoD05miK5/PtiY04BdTn+XSd6567q4h3sWiq0sZf32WF5saNYcGUvTUmCNSuLZ3Q5H/zbdFM4jq3\nEbWi65yhc50zd0FnJ9DSUhvH+ecDO+9ce1wnpvj4ZUJTZ72UHfOxGEhl0fTtOhd/Y6/BtBHEMqHJ\n9nZVCc2HHop+17nOe/ZUp8VVaPL07dsXQLgZsAlX17mNRXPr1uiiDZsN22VCU1VGVDQ0REWujrfe\nqn5OYx9N8buN0NR1arLzbY7J0mG6zvS7y5Y6JtrbQy/L/Pnh81u+XH++bjGQTmjaYLuPpotQWL++\nr/T4qlW1x2zFyaBBtUIzzusgbYRmWqvOde2+q/ASMQlN3eBGHFjZijSd+DOF5TrA1LUXXUJoMmuO\nSmiK24/IMkDccNm30JSFJ6sYPuZoihZNhkpoiumXWTSvvFJ+3HaknbZFU5Ue28VAcV3ntukQw9dV\nerFz3ratuim4Smiayg0LjxeaKuuuLeI+msOHD9eeb+M679EjHDg++mg0Pab8YgKVdYC2Fk2d63z6\n9OpKbV0n1NAQddvruPvu6mcf2xuZ5mbaWGpsOyLbjpiv26pO1+SmdLVo9uzpZqVcuTKcRnDIIeF3\n3RwzwG57I1shLgtbZsUUBwkuz+Puu4db12VZvsnaKV7g8ULTdN/NzeGuJLLfGLbuaebVMcWpunfx\nHN672NEBXHGFOW0moak6T+etTHPDdps+R4dKYLqKYFsKLzRlrnNALTR5bF3nsmtthGZHR61F87/+\nC5gxIxquD9e5q0WzrS16vel1WTy+Xec6y57NHE1Th6YSV77naIrhiFZsnSCWpbF79zCNKkEpiiob\ni6YsLa4WTZdGxHaO5k9/Chx5ZO22L2IYDz4IfO978ueXxHXOjr35ZnUlpe4+XYQmj8qiyXc6qvIo\n1hed61y384Psv/i76rvumJg+13olE5q6wVTPnm7zLkULtMn6LbsPk/fD1nVu8wpK04BeRmNjKKhN\n2ApNfh4hP0fTZOG68krgwgvlv/FpNVk02fQhVZlm4ba02Fs0eaHJD1hVtLWF60FkmOZo6sqvi0VT\nd8xFaPp0ncuoW6GpsmgCtfM0+d8Ae4umLNNkDZx4TCY0V60Kt41hcQLprDpnqISmGKeL0DQ1gOx3\n1b6O4medxUBn0VS9uk4m+Ds7gWOOicbt23UuxsvCV1U+WdnlwzBZNMWO0rQYCJC/2cSlUXAVmjw6\nofnmm9W0qCxiQQCcfjpwzz3hbzKhGdd1zt+TbmNyRkMDMHu2OS4RH3M0VdYGF9e5rdA0DSr5YzLx\nbLrO9LuuY2xvd7Noim2erH/g6eionboTx3UuEyk6oWm7j6aKJ580n2MrNPmBn4tFk8EMGrLfbOZo\nNjZW+zbViyCeeQbYe2/gn/+s/V2EbzdYvsvaDD5dX/4y8ItfyMMzuc51RiSxzrt4D3g2bQIuvzx6\n/datYTtpM3DUxaFqa2yvs6WwQpMJI9ViIFfXuVip41g0dUKTD098PZTJopnGHE0xTJ8WTZXQFPNY\n9kxEK4KN69zGoim64GQWMTFdrojhqMJnmCyapjmaNtYcZgnwZdEU41wkew+gBL4DFeG3XpIJFtmA\ngn9+7Dwfq87Fc1WYFs/95CfAJz9Ze1y0QtoITZmQlIWVhtB0sa6o0slQtRuyPLBh61Y3i6bYBpgG\nJR0d4bSOpK7zPfaQh60Sl/EtmouU18niV4XNX89bNJlFeOtW+wEIE9kqockje5bMognIp1EsrwBA\nqQAAIABJREFUW1bduP/VV2t/F+MOglqLpmnA8cor6t9Ugz2GzojE562qb5R9F8veM88Av/wl8MYb\n1XPGjw89Py+8oA5Hh2lwa5s2WworNN9/P/yvE5omi5qt61yWubKFADYWTT7NPi2a3boBn/hE7W+q\n7Y2SWDRl+SFrjJO4ztlvNouBZBZMU3qTCE3V72I4bLGOquPgn6soHgCzRdPGdcuEprjCPq7QFK0Z\no0aN0p5/3XXV+HRzsGRiQ7Q8snrNfuOFJvtL6jrn0eWLOPVEZMSIqhWZh+WBrINSlRPVd5UbXmcd\nMVkobIXmMceEHRx/zNQpmQbyrkKzvT26E4AJsc0zlRXmVnW1aNoKPdUAWzboEs+TM0qaJlX8IrJ7\nktVZF4tma6s6DTYWTV5oyvrJX/2qGoZpugj7LApNmU5wWdTFxxHXoilLJ4+NmOPvf/Xq8P8HH9TG\naYNqQGp67nUnNGWuc76C+lwMJHs4stefiRWFv44vzA8+GLrQ2fnia+JM4QLygsgsKPxvvEWTT49Y\nAWzfciKGIzvG4jetOpc9E9Ea4muOpqzBjus6t03HiBHR8HQNgyxP2RxNVQPqIjRZY83yok+f6jku\no1wxLydMmGC9BY1uMZCNRVNs0PiBAgvbZsN2k+tcd4xhctkyt6vqOlkHpSonKgGn+x93jqaNFXLr\nVmDu3HBXCj5cWTpNVmM+jjj17txz7c8VhYqNRbN792he2szRtMFmH01Z+PpyN0F6jQxZn2JynTNU\nczRlZYUJTVmabOZoNjZWF7rKhCa/o4NpcMU+2whNW8Q0i99NQlM1qIhTF0xTsWTfVajaGlm6TH26\nDRYznvIhS9f56tW1BWjRoqo7kqEakYnhzZ0bTpR+++3w+8aNtdfx2Kz8FisQI405mrbmc18WTR9C\nU2ZdkQlwPm4VvAAyNbRA1fothss/A9m1zKKpQrSqqeZoBkG1se7oiFrjXd4MJWs0+/bt+1E51hEE\n6k6ye3d9WeDD4H/jLZosbJtXUMpc57auQIbJZdverheaMoumSfyJ/1XWFFl5Z5iEpvhdtrBEdi1f\nt/l08B4JGytr3EGeDXHmaG63XXRAZ7Joqo7JwjYJTfew+1rFv2qVXLTJ4hUtr0A8i6bsN5vtjUwW\nTXaOKg7xON/us/hk5cCXRVPnrXz++eh3ZoXkw5N91xkuxD7JRfjyuLjOfQjNwls0VTcpCk3xHED9\n2kYgWtA+/3mgX7/q98bG8G06YmaqhOa//w2MHh09PnmyXEC+9hpwwAGhiGCut0ce0d8HEO14RUtq\nXKGpqmymUY3KdS5e+89/ho1eFhZNmWhh0wpchObZZwMnnVRNG49KSLFpHmK4pn0Y2RxNFTYWTdaw\n8BZN3p1iMzWBwW/YvXUrMGFCeK3Jjcyu0VnZRPHEjovn8Z1KHIsmH1cSi6ZY13v1in5XWTT5rZjE\nOGTb6fDnuFg2ZXXgoYfMQom/bs4coH//2ntQ5ZUsfeJgXgafbh9CUxWGzXZgPJs2ATvumJ7rnA/L\ndh9Nm7BN5+y1F3DKKbXH41g0TfGahCaPaTGQanDHjtssDJMJTVM/pSOJ61yMj58LGldoiojpsZ3T\nrGpzbOKQpc1E4YUmj2iRdNneSOc6FzvSz342PCZacmSFqqEB+OMfgRdfrP1N1hFdey2wYAGwcGE1\nffffX3uei0WTNbC8MBEbXd4FwV8L2JnfbV3nfNpWrAi3tYlr0VTNzbFxnbP8amx0c53ffDOwZk01\nbbp4GUxoiiQVmvwIGJAPDESh+ctfRi3oLq/45BexTZwIDB8O3HeffQOvauT45yMrC6o3A8ksmiah\nyXfwJqGpE+DivYjxqoTmU0+pw5aJT/672Nir3FoyUX/LLcD//E+1ntsITdUiCJkgES2a7LupDdal\nxTfiFI81a6r5tHhxtJ4GQdjGq4SmiqTbG+ncqeyYCZtz2MskeGyFpurNQLJjrK20sWia5miqYP2z\n6xxNndC0JYlFU0zjq6+GRi0+PNW5snP4NSEqbIWmzOPC4lCdq0ubiVIKTV6kqM4B9K7z669Xx73j\njuF/0aKkGr1MnSo/buqggwDYfXf5HE5bi2ZnJ3DBBeFncfI+z3PP1QofFp5u7qksPPZZLPSyhnP6\ndP3cEh+LgXhxwcfDBiOurnOG2ECp0sks12K4Jotk9+522/XoYHnLGutbbolaNLt3T+Y6v/32cVbX\n6yyafOdqsmjyn3mhKd6niokT7Vznd9wBTJqkDkesE2LeyMocUN16RiYqVa94VFkyXVznogtc5Z7V\n5b/uWtGiKWuDs7JoqjpbsdP/7ncBtpbts58Fjj66+tuWLWFadtopmpeqBVimuEXE8uHHdT7O4hw1\nLq5zWyuWatoQUDtHUyU0TW0ga89MUzPYZ3EXiySLgcQ86+iQL/w1sWpV6FXcb7/aNH/3u+GA3oRN\n3U3bolmXQlNmMWP/48zR5DNM5w5UzQlRVRTVu2ZNLscgAPr2DUeFoijRWTT5wjB3blWo6rZk2bIF\nePbZ6DEWnlhZfFk0GbxlzsWiqUpPmq5zHluLpkpomiya/LQHG2wsmoAf1zkbbG3Y0GZl0ZR1WLLf\n4lg0XVzn8+fbWTT/9Cd9OGKdEEXM5s36Rl1lPZKlxTRfysZ1LmJj0XRJu2jRZOfwbaxqYKWyBvlG\nZl36+9+rn/k3BbG2eYcd5Iv2dB2qTfshm6PJ2jpZW8rQz+dv08b/4IO1293w2Fo0RWusKq2qMBmm\n+YSAXRvI2ldboZmGRfOyy0JvV2dntA2ytWiye9htt9o0T5sGXHxx9buq7LW3J7Noyp5ll7dobtxY\n+x5undAUzwGijWBzs/3oQ4VKaKoqgKzREB/2h6+SxooV6vOAaMfLFwa2EbYKvpKxjeQZcS2avDVS\nPEd2LS+4xU7TxrVr6ixNQjPuqvOkQtNk0XztNeCqq+zSosIkNOO6zpnQPPLIsVYCQSdG41g0Va5z\nGwswK2+6nSVM4ci2MuM55hj1vn78+bKOVnXfYt3QWTTF9Mi8C7K4+OtUnZZJaPL7LPJ1ZMaMqFeF\nXefboqkKQ9bpr1snP5eVEVbOxTzWWTRt7kF8A1ZnZ3VRnKocAMANN+hCHau8DgB+85vqdmMybC2a\nQRCKKpE4QpNH1X+aFm2x9szVdc7i87G9ERDO3xeFpuviG3FvYBm6uhvn1dkM2Q4+MoutSF0LzY6O\n2n3qXC2afAE799xwTy4bXC2aKkuibp4WgwnNf/87etzWomla0c6vnBfPVVk0dQ0K/7uN6xyIWvbS\nsmjK8su361x1HWsI+d9Njacv4lg0f/tbfVhBUBViGzbYzdG03U9OZj2S7aPJz4F0sWgC1a28dBZN\nm61vkmBj0WSiQyU8VSvYVQM6WRi6QZqqPJuE5ubNcotmEISdMSDPe1X74AuZ0FS1j6LQFDtehkxo\n6n6XpYU9Z1YX+fwVrze9KABQl832dncru2o+5kUX1R5LKjTFPR/ZOaa20mTRFNMjGmS6dbMXliKy\n9QF8mbe1aIrW1bhCUzxHRPf8xTIp+09CE8mEJmC2/jFchCagXgwiQywsn/pU+NlFaPLp8CE0bSya\nNq5zQF5QZduH8CM8205TlT5frnPRAik2gC6rzm0EkQ+YwGPbGwHRzkpm0WQb/6vCAqr3+sEHdg28\n7X5ythZNXmi6WjRl87vFe0h7IGCz6vynP41u/aSybNq4zuNYNHnEhZPitSqhKebjSy/Vhq0ScXFR\niQbb/V6Bal0XhaZpjqZ47J135OGL89JlrvO4wltV12SWbvF3Fi+fNp3npb0dOO00YMkSveFEdh9i\n2/Pcc/JzTK5ttp7Cp+s8jkWTfefb2jQtmrK0yNLN35+t0BTLAl/+dZ68uhOa7e21+1jymWPzZqC4\nczNUq7FdLZoyxI62V69wQrr4hgWZuJK5zk1Ck9+WRRxRqlznpsZV5zqXbQzPdwAyi6ar0OTvX7QS\n8PG4us7FtNsuBnruOeBvf4vGwzdGvpA1MrJFMvzLfGT5qxLBvMWNfW5tbbWy7pksKTKxoRsAqISm\njYBnW3mJHRBP2kLTxqLJ3JMqQRlnH01d/PxxET5fTUJzyxZ1GyAro3z6s7ZoqmAWzZ12Cv+rXIkm\niyb/WkAe2eCdDSp0VkCRaHxhJ6ETmjZz9MR4dfm2dStw553AyJHJLZqyaQw2Fk1GnqvOGZ2d0fBc\nLZpsipzNs7e1aPKDRJ3wtbVoioN5WTtaN0LTZNF8/vnoHCmbgm6L7N3LgHp7oyRCk4khnXWHfTcJ\nzV12iV7T2BhOdpedy34H4i8GkllRZK8k01k0ZRZHXdzid7aqWpZfrq5zsSG0FZoAMGhQdH5aVkJT\n5jpftar6WXb/qoadd52zDmvu3DOtLFG6Do5fGCFrLPn6xj7zG6LzHagvoZl0tb+JOHM0VZZNmdC0\n2dFCFpfqWfLlVSYe+E28Va5zQD4VIKkFT0QVRhyhqXKd2wrNJUvk4cssmqLQlIWv50wAajHR0WFn\n0YxjWW5r0wtNGTb9b2NjuN+yDUmEppgW26kx4nltbdH21WToYbB8uuee8L/uTX2qsqdaDMS357p2\nWGfwCYJw66W//a22Tte1RbOjo9aiyd/kM89EM2Du3Og5QPyRjKqC+LBoim86shWaKosmb6Xcc8/o\nNfvtF+1AbC2atkJTZgldu7b2Wt2bN+JYNPnvKosmn7d8fs2ZI98gH6it/LaLgRi33lr9LJbdtGDl\nSSWcGhujrmRZoyuGBVTzbN99x3hxnfMjZv44YJ6j6cOimbXrXCbW4u6jyX7jwxTvR3xhhKojiCs0\n+/evbqHEC01ZWTr8cPkb3Xy5zlWoXOeyvBCFpizPVdfyx1VCU7x/1RxNN8bUhM1jsmgmyf+NG+NZ\nNE1is6HBfu2ET9f5ypV2L6IQhaZoSLn3XnMYQG3a77orNJYtX157rkrMqXb2iCM0ZYPX114LP3cp\noQmoLZqyisYWOPAZkNSiKRtRiASBfJKzCr7TZx2rbOW6rDOSLQbi4xavOfDAaKER08nC27o1+spM\nWSGSddr/+7+157ANfHlkIylfFk32rnDZOY2NtUL22GOBIUPk8YhzlVwsmgDQu3f1c56uc55t26Kv\nQuPFnOxcdg4Lt1u3AV4XA+ks46Ioi7sYiM13LppFM+4+muwY/3tc17nqWcpc5/x2QHz6eaEpE3dP\nPhl1KfN13odF03YfTd1xfnsjljb+v8miyerI9OnyOFVzNMU43PJjAIB8hKbJoqkSmj6eN8Nmj0i+\nn6y2YbXndXZWjVM6xPoi5j2zUMpgC31ZfDytrcCAAcA++9Rep8qzpEKTN6SovChAbRsrKzddQmjq\nJn37tGjaus5d4F8F6eo6Z/fzxBPV4zqhucce0Q5VNPOzAtrSAowbBwwbFn63tWguXBg9Z+VKuUXT\ntOrc1g0oS4vNHE3bBtZk9TKlk833AuwtmuJ0B1dYmVTVCXGxgq68yuZotrXZ5Z/tHE3bPQv5jZF5\ni6aNQFy2rDY88R58Ck22Nx6PbCPruPtosmMurvMFC+Rxqa6TWTRV8EKzpUV+Dj9o4+/LtYP62Mei\nc45N6ZJhY9EUy6eN63zWLPniJ0DtOhfjMOWH7Pcki4H+f/a+PM6Ootr/3DszmRCyEQLIkrCFRVll\nExAQREFQwibkoaCCiLKouKDsiyIKPnz6EMX3E33iEpAn5okLBkVBwJUIChIWHwoqWwIkZM/M9O+P\n4qRPnz6n6lR19507Id/PZz53bt/uquruWr71PadOpYb4S1E0LeNvaPykVjptIpGiaALYiKtlks13\nEETQRZc8nS9+0Z/eAw/4FU36G+3LfPf03/+d/+/re192iqZmOvcFwq6DaOLgbFE0Y8E7YE3R5KAz\n4i98IT9OySMv7/jxRbKkKZraogOev5YP4nOfA7j00vJxiWjiZ8h0LuUlLQaSBm9tMZAGXo5YRZMS\nTYuiefDBzsm+CnDgsPoKAQDMnOlPCyB/ZsuW2Z5fiGhKpnNpMlWH6RzbmE/RtJjOJ00CuP/+8HnS\nKvfnny/3U/h8ly0rmsxwAB0aArjmmrz/4aSctp1QXcStMH2TNApJ0dRAiSbFDjvk/1N1vIpvYLst\nW04kxJrO+/ryMcaqaNI0rffDiSY+G42ghODz0Qy1w1BsXw2pimYIIcKCEwEA20RCI5pSWUIbatA0\nfNAiD9Dxg6cj9RmIz3wG4OST7ZNE2pf5JhI0mL9vUvuyI5qaoulz+q7DdI477fAX2xTRjFU0fedR\njBtXHEA4KeU+nz6i6VOHENqgvHy5bDYCSCOavFH4FE2AdKIZ68dHy2pRNKdOBVhnHXv60n1gnYwJ\ns6E530um86efvrayoqktBgopmvj8v/1tgP33d//HtOmqRHPTTfPwYz5o9euRR4r5on/XsmVFk9kJ\nJ+T/n3qqnC737YshORRNEk1NWaH9SuwApfV7EmKJ5pgx5QgjIRcmaeGaBVShR/z0p3H+/QDXAoA/\nbnPIhSXGzYtCI5q+8EYW03nod+qOVIVoStCC+VNYxg4tvKFvwwgfFi+W75VvAoCwms6lLXnXKJqg\nK5o+00EdiiaC5yPlG/vAaQXCay0+mlTR1CApmvQZcDM7b5A+5cGiaGqQiKbFR1PrqCym88FBN9N8\n/HGA//kfWzljieZaaxWVSzrQWQah/v44E640C8Y6KTmVx0IynS9ePKdxH03pO111fskl+b3HKDK+\nyZGFaE6dmj5ZBXALz2gZNNUZza+cVPFnRZ+hVWXmz5j6UNOtYa2m8/7+YngjCm0PaO6TGDOBk87X\n3olGRKS6uXRpkWj6guNT4PPbaSf/ymGKLHNlkxYOoahhwxwAcCFypIUsQ0N+EWZoKM7yQbF4sX9c\nsBBNyRoRImA0PJ9GsP/yl2JQdy6gaIqm5ObFUYVoam05BNwC1Gc6p7CGN6Lg9ftlTTS5ook3rLF2\nPltrtfKVkimwmM6lB77uunqaSEYoybQEFbfM7ENEkyuaPLyRxVzk+10DEk0k1M8+m3fSVRVNn48m\n+o898ojcwR5wAMAmm8jpAoSf95gxRR8iOtDxhRQS+vvjBl2po/3e99znT35iT0cDrQfYwY4efbWp\nkwwRTXw20nsPKZoU1Mc5BJ+iaSH4m25ajWiec05ceRcvLpariukcwBESft/XXpv/f8st+f9WRXOt\ntXRFUyOafJIRIwAMDVVXNKX9v5cscffCFc2Qjyb6iz74IMDtt9vKlWX6xgdxxM9FLv/BD5xJ+Zhj\nir82STSXLYs3nfP3JvURIbJHQwlpk8xzzgF4zWtc30LHNboYaCQRzZUr44gm7Sd9Exe+EJmW62Vt\nOtcUTe3lv/BCWdGsMlBwWE3n2s4rADLRlJS7OhTNceOK988VTUyP+ojRTy39WLPRsmVFQr3++gCH\nHOJ+Cy0GkspCz0fTOR9kuLohqYH8HlKIZm9vfh4tA78nidjEKpoSrLtdWUAHArrCmN7Lu98tX+tr\nGwMDeaeOu3xo7iKSjyZFyNxFlTmfoml57m99a/gcH5Yvj5sAvPhikSj8+tf5/9RcbiWajz3mBkFL\nOCvtuXEg0dRCvUlp03LHmMKxLJ//fPmYBE3RxCDZFMuXu/YXazqnkCJsSPClkWLKxm0juaVmcDA8\n4bOE9NEQSzQXLEhffISgO+b5xokHHwS44grZUveLX8j1tWnTuc9H04eBAZlUav7ttN3xHQYpqAK/\nxnROoPloYqXhHRbOaBDa7kEAaVsEWonmwEB5tonASokvr05Fk1dmrmjSjvGpp8oEyeejSY9bKhk3\n2eNWY5IJs4qiOTAAcP31ADvvXDyHDwJSZ8DJDn9+oeeNagvWJV80BBo4HxGraDYFJOGSj+bSpflz\neeYZgH//dzkNX9t49tn8nc2a5T5TFc3Q4ECJmuQniAg99913B9h333onqrH47W/z/8eNA/jqV93/\nVh/N++6TV68itHBcvkFxrbVcPZEmbtqOKfT9xhLNRYuKKiyAfu9a+5N271m50rVbzaXHMqBaFLFQ\nGhaiaa2DIR/NLAOYO9eWlgRp0YtvTLj++jglryo+8xnX5jEeJO68dfHFcvlSFU0+1lh8NGOJpvTc\nqq4RoX3namc6z7IMPvnJT8JOO+0E6667Lhx66KHwO7qFigca0cSXxlf2HnGEXdFMiXMoNWKpAq1Y\n4cIX0BVz/HysNFUXA1Hwyjl+vO6QfNZZ6YomVZ400LIuWKATanpMIuchovnEE/J74f5T2sBYxY/v\nn/+0E006qCN6e5uP52jBppsWySU1nVO1uN3Wy+tbRSntFkXfu9R5ab581JQWgtSxIkL1d8oUd9/v\nfa89vxgcf3z6tVYfzd/8xq+6Uf+3GNM5gJyuZDqn/ucppnMJ2oYLmqIpqf4rVrgxQFM0LQPpP/8Z\nPicEC9G0Duohovngg7pFwgJJ4f/zn8uL3hCxZKQOPPts7q5yww3+cx97LJye1M7Gjy9+13xHLYqm\n1BY007lv4myBb+MU2uZ9cTS7lmieeuqpcMkll8A+++wDF1xwATzzzDPwhje8AX7/+98Hr5VM53RA\n5L//7W/Fl4EqmiVtC6QZhdSwFy925mEpvh7igQfcpzVgu8V0LhFN7f7vuitN0Zw7F+Cb34wjmosX\n60STKltaYF3LMQ5OfCyKZizRfM1rikTTFy6DPi9MFwPKN41QXV+wwDnUS6ZzgOmrBsOeHj0tVBGs\n6Onxm87xHA7L4ICgZCjGJArgynH22W7Fewh8QmxBikUFYTWd/+Y3/nzos/Y9Kwq8Vyk0j2Y6p/1K\nrKIp4ec/l49jP8ZN7RhXFSAf8FeulIlmyEeTwmempPClEbfqfLr315CPplHficLcuS4Uz0jEgw/q\ncVAREkHkY9/ChWEfVW1CIU3ctcVAmqKZQjpXK0Xz0Ucfhf/3//4fXHTRRXD11VfDmWeeCbfddhtM\nnjwZPvnJTwavlxRN2jClQY8SDN8WWCmKpvSipYqIDte+VYn33ec+61Q0eVm4jyYFJTlc0dQq0dAQ\nwKtfXfQd0yBNEkKKprS6NKRoauDEMkXRDD3vD36wqPL5/J9oeVAV8imEdcJCar7/fdl0DnDGqvqM\npHrbbcvX33xzXJkk07mF6Gtb/kngOyJRhBTBVgvgppts+Vji8XF8/evx1yCsRPPxx/0KF/2NPiuL\novnOd5Z/o3VciqOJ76CpyRUSTb4AlJJoPGfFCleXtVXniDpUOV8adOV/GGd4fx0c9BPNH/4wnEPK\nBhL33Tc86mUdoEHMJViI5mOPFduPdJ42ofCNtVaimQLe51qJJr/eikaJ5je+8Q0AAHjf+9636tj4\n8ePhbW97G/zkJz+Bp7VIpy9BIivUDCcRTbrKU1ttBtCs6XzJEoBbb/XPVv/wB/ep7UJUh6I5bpxO\nlnp6iltQ0jy1SpRl9kGVV1Zc6MCfFyUc1jihFrMhf/Ypi4FCz/uII9w5kmmYg85o0V+TvoMmYSGa\nF1yQ7/RETecAB60imvg8JKIZi6VLy++Iv2vp2Uj+dhr++td80idFJfBhYEDf9caHHXcE2GOPuGv+\n8z/jzi++H/95PuLhCxOngZrbOXA3Ipo2n8jVoWiGgJEYENQXD4mmpmjG+Gha4UsjLmj7Qd5fuemc\n98GW+rzppjHlcViwIG2y1Q0IkW9JieTjxg9/CLDrruXzrG1UQshHs2q99E3yeb2hE7euVDTvv/9+\n2HrrrWG99dYrHN93331hcHAQHuR7GDJIRJPOmiWiSVVE30Bel6IpIcsADvL3CavMGB//uDPt/OpX\n5TT4d34vZ55Z/E4ry6RJ7vloRFtaLS35aN51lzOV8+Mh07nUUFaudCZaCp/pXFv04BsIN97YffJ3\nlWI6Dw2I6JoR2+jw2bXbcfEvJeL72temXSfh+uvz/+nzo4omQPruIhTLlxfjR+JnyHQem7e0HSVA\neDWs5uBvQU9PnGoXS0yfeALgTW+KuwZB60vdRJNC2p2pU0ST+2RSX10kRKho4niBilQTRNM3btAF\nX1Xw1FNhomlByrgIIIeQsuKii/Tfzj0379OrQJtshyau0oIhny8+hSW0okZGpVXnTSiaFtP5W9+a\n30vIvU5Do03+ySefhHWFoJKTJ08GAICnAp79UhxNOsOQKg8lmj7TeYqPZh2xCjmeftrd1913F49b\nFE0+i6SVdvfd3afWqVP/Va5o0ko0Zkze+dAyhSq91oB446O+etLgHGs61xz0m1gMhG4PdOs9CzDP\nVgvgy1+2Xyfd94QJ8dedfbZ8HiqzRdM5lBTNKiFSKLgvEn/XdZhY0aeTp60NFrj457bb0vLDHWCk\nKAMa+PvZe2//+VVCxtC4sSlE02rqRbWaL/ACaJ5o8vLTukwVzUWLAN7+dvf9uONc6K0YH00r6lb7\npLp1441lopnSflJdeb7ylbTrNtgA4Pzz9d+32ALgyCPT0t5/f/f5pz/pdS7l/UpmcgnUN1hDjOlc\na68p9xAT3mjx4nzb665UNJ977jkYz5doAaw6Nj8QX0Dy0aREU5p9UdP5jTfqDtspM7cYs13V/CyK\nJh8sLf4kCErwfIuB6Mr9mFmMdi4vD70nqTNIXQzEIRFNviBFMuv7gH6uktnEB8zzu9/NzdUx11FI\nhJ+Xm97XBhvkHbAvnzy80KxGFE0EXdzD768O/1VUt3id0YhmbDvldRaJJt33PgRe76ZOdZ/MEFQL\ntAU7vvJQWBU4rJf0uXdK0fQB7235cudbiHU7ywA+9KGyq0F3EU0XG0xaZPqd75R9NFPaT5VFaqnw\n9bPz55etYFZstZX7TLE6+WDp/37842qhnZ5/HuCOO4rHNNN5Sgg2Thh9pnOA/B10JdGcNGkSLBRs\nUHhMUjtzHApXXjkd3Eo793f55XvBbbfNWnWGGxRmA12Nlyuap8Nzz10Lhx9O05zz0rnzmKJ5EQBc\nzvJ//KVzeeCxqwDgLHZsyUvn3smOzwSAEwGAK6gzADuNHMX7wBd5+umnw7XXXss6aHeYdWHhAAAg\nAElEQVQfCxYUnQMXLcrvA00Zy5bJ9zFv3lXw97+7+8BBd2BgCUyfPh0GB/P7aLUA7r7b3Ue54ej3\nUT73dAC4lg3wc+BHP3LvA4B2OPl95BU6v4+iD5btfSxYADBzZv4+8N4AAGbMmAGzZs1iZZ4N998v\nrfJ09wGQq8ILF86BUaPy+8gh16sXXnD3UVxU5e7j7W/PZ4+WelUkC+59UKKw0UazYdGi/D7yiUN+\nHzlcvVq0aB4MDCBZmgl33+3uo0g062kfRx99omA6d/dRHICK7SNH8T5cGfN2XlQ08/eRq7L5fYwe\nTf3Yyvfxn/+5BLbbrngfrlPO3wcSTdfew+0cr6H3gX3F9tvn91FEPf3VQw/J9ao8kOb3kbdH2/tw\n57v7WLx4HmSZ3M61++jrc4vuUvtdfh+zZ7v7WLgQJ5/5faxc6epFqwWwYEHe7+ZIex/FUFBV7mMm\nAAA8/3y5Xv3+97Nh+fLpBTLi6qbezqX7eOKJZsfBImbAkiWzmOWxWK8+/nG0LsTdB8Dlq8ze7TbA\n4GCz90Hfx7rrAmSZex9l2O5j6VKAe+4p1iv3bt19rFxZ7T6+9CV3H0Xi6O6jSDTd+3joITd+3nmn\n42LPPbc57LzzznAm99/TkDWIww8/PNt6661Lx2+55Zas1Wplv/jFL0q/3XPPPRkAZAD3ZD/5SZa5\nR+D+rr46y77+9fz7a19b/D3m73Wv038bPz49Xe1v3XXjzv/0p4vPZZ11suycc4rnvP71/jSefjrL\npk+Xf5syJct23dX9/653uc999nF59fbm591/f5bddJP7f/58e/lHjZKP77FH8ftHPpL/f/rpxd/e\n+MYsmzevnuf/hje4e6PHjjkmyyZPzp/xl79cvsaX5tBQlr3mNVl28slZNnWqvSyTJ+u/XXFFlv3n\nf9rT2mef/P+JE8u/H3polo0enX/fcMMsu/VWf5qtlrv3TTZx3w8/3H0iNt+8nncCkGVrrZXn89nP\nZtkWW+S/nXJKfHrtdvH7jBmuzIccoj83/FtvvSzbbTc97f/933IdGjOm+H2LLbLsgAOybNtt7WX+\n+c+L39/znrx+1vWcO/En1b9vfzv//9RTs+wd73B9jzXNvr4se9vb6ivjww+7d7jVVvLvY8dmWU9P\nlq2/vjvv4YeH/7niH/ap22wj/97TU/y+/vrNlmeLLbJs3LjqdSbLymUHKLdl398OO5SP7b+/+3zo\nITn9pv7GjcuyE0+sP90PfjD/f9Kk/P/NNotPa+ZM99x33NF9P+ig/DfkBfSvtzfLBgay7Oij8/wp\nX7vnnnu8XLBRRXOHHXaARx99FJ5hjj133HEH9PT0wCtf+Urv9dJiIGo6p6b1WDOBz7S13XZxaQEA\nbL21fByDtseW73e/c3vpZpn7nmVlk9P99/vTeOgh3Uy1cGEul/t8NOlssw7TOY/lRlUrXtZbb/Wv\nmo2B9KyqLgZCH83BwXJAdt+1PtPkK14RZwqhiqZUp3t7iyYXn98yIsvc4jT0BVu8uHg/dZrO6c5D\nsT6yEnga6DJB3zM9TrH55v7dQrAN0+fHTY0DA1TRtIHXB7y2iuktxke0Cuiz2Gyzct364hfz/1NM\n5ytXOrNwXZg/37lAaVu3rlzpykc3L2gK1ugNuBIc64nWfi3b3qZCqs9jxrhwdzvtlJ4u3Y+cQ7pP\ndCuhOPtsebU8Wjd/9KO4nXmq4sUXq4Uv00BDj2vbUVpBeQVAcRy5557y+QMDbitXfp0VjRLNd77z\nnZBlGVxzzTWrji1YsAC+853vwCGHHAIbbLCB9/qQjyb9/aX1RSa0WgC77KL/ZlnJy/GWt8jH0X8v\n1vfr+993vnTveIfb8kpaDBQKqzN9ur5l34svFv2VAORV53TRUMzAZ23YIR9N7qeSiqeeKq/wRqL5\n3e8CzJ4dT3SyLA+2z1fj+jpfn8dIbMgj2kEI7tClveS1bVl5p758eV5nFy8uPgv0a4uBb9DTOq86\nFgP99rdussLfLfXlRrzpTeWA8Kedlv8v+a9hGffbz30uW+b6JevqbACdaFYZHKW60AQ23DD/v7cX\nYNq04u/UPQR3mfLFF24ae+3lfPe0Z7typft77jk3OW2SaGpkl+MjH3GfWGZr/1An0ZR8mvv63POx\njL3aAkRfHZeIJi5ypdhmG3lRJLrHfPjD4fKloI7V8DGgC4arTELp9RLR1PB//9elRHPatGlw8skn\nwyc+8Qk47bTT4D/+4z/gwAMPhOeeew7O9y01ewkhRZOqSNtsYy/XDjvojWOTTdyuPhLe8AY9zd12\nK35/29vc5/bbu09N4fDtHgQA8K1v5QFxeQcTqmwvvKATNbqNnW/2TolJTOWynkvJhLSi9d/+zZ5n\nCCecUPyORHPGDICDD44nmjvv7BTa++4rT4p89dGXrm/bVAlU8ZXIheQIL6VPQxsh8LolS/J0Lr00\ndjeTvBwapAkOQD1E8/nn3XarFkXzpbC/BZx3Xv6/NHDjMWzHixa5fqnKYqCqRLPVSg9TE4sdd8z/\nHxoC2HNP/dzBQberT5XQUU2D1sHp0+slmrw+c2uNVL/23RfgzW8uHrP2DymLRGLw4IOOoPgikGC7\n33df+XckOLztr7ee3GdI9bqvT+776rS8cKyzjrNWhsbvpkCfeWzUEwC/oqmha4kmAMB//dd/wYUX\nXgh33XUXXHrppbD++uvDrbfeCnsYgsdJiiYNLUBVAx8J5NhySz1e3xFHyPtSAwD87Gd6mlycfc97\n3CeazrVt6jTFkcMSsD0W+SIg9ylVHmpGqrLqXgPtTGbOrD99Ch6rdHCwvCqWIqQc/OlP7tnce285\n5A9Vejh82zXGEk3amW60Ufl3PnhppvNJk8oTLDcQnggrV7q699OfusDusejp8Q9GlGiG4mim4Kqr\nbFuScsV7r72Kz1RSNPEY3R1qzBh99a6kvHBCiYNpqmqRZe5ettwy7foYUHV+cBDgqKP0cx9+2O+a\n0G147DG/+hpbP0PB0HGsoDj2WNompIUoOqxbZKZi2TK3zakljI/Wl0rRCQCc6CD1U1q72myz8rF/\n/CNcrlTgZh0Bo2wJeE8HH+w/r6dHvicE7fdTxmVOGC2REWjA/64jmgAAF154Idx3330wf/58+PGP\nf2wimQAy0fzxj/Pv1A9p553L5soDD5TTnTq1WInpQ9t777RtuHgoElResfNIidtJEevbZAEOvlpj\nB3DP6brr3P/T/VvtJqEuMpGyW81NNxUJSBVFDbcURYT8ZzVQVwUL6JaMErGQtvWU0l+6tKzCPfww\nAMBBsGKFu+ZyviDVCE7oOSTfYID66kaWxW1diXj3u4vfpUEOCSYl9GuvrQdtl/oWX9DmKki551hQ\nRWdwEOBVr9LPvZMvfq0RlniyKfDFTIx9P94gK+DGCgzJgyiSrXwXEE0MoahqXrXCsulEygYf0jWS\nopllsu9mUzjwQIBPfcqVL9Z8/vrXu89QXejpKSvZGubyBegGYFg9fO6W2MjPP9/FimYVcHLGKyNt\nbFnmFlJQ7LcfwIUXltNF3zop3XY7zt8Twa9BP7bUxUAcg4MA//u/1dLgwLAbPkXz3nudvyhAWH3l\nz9+COshEXx/AlVfGX8dNV3zgqELsUwN++7ZNDWHatHKZpXonpb90qebXd9yqGXNd/rIcmum8zg0S\nUpS0E5mA5DOd09/GjHHvYffd3XH6XKUJZ1NEsxOgxHlgIG2SriGmHaBFa9y4sFqE2GWX3P9Rw29+\nYy9DCHQxh4QxY8p1rGjhOA4AXL1YZ536ytUJpPRpMUTzQx+KTz8VP/uZs1jFLvoDADjlFPcZ2vCk\n6UnCZz7j6iOO+Ra/++eeWw2JJgbDpuA3x00NP/1p8Xt/v9yRvPGNesVvteKJ5pgx5bJwRTNEqEIz\n1OXLyyu2fddOmeL8TS2+Yj5FE3dKsSB2Kz2A9B0lKPr763F8r1NRs5IETs4nTkwnmltsUX4O0j1o\niqZkekcsWtRc56eZzlNV4Tqw22420u4jmuus4xQMqrZLLjS8rmgKL8Dw+YRpoAP/4GC9RHPqVPce\nrruOxpaVgQN+fz/ALbf4z33zm105jz0W4NRT3TGt7t98c1yZUzF6tFO5eF2QXF2GhrqbaOKYR618\nKX2a1UcTwC327ARof91qxW8LiaZ2C9FsciFalgEcf3zRDz+E1ZJo9vbGEU3pxnt6yipNb6/raHxE\nM7Yznzy53CiQaKJ5P+R7x51xY5z5JX/AXXZxPjqHHRa+Hiv98uUAF19c/M2nYvKVtZofqg91+NH0\n9+eDMglwEA0+sD/ySHpaFuywA8C3v51/v/lmF2kgVUnddtsyGbL6aC5dmvb+6gCPetANkPzppPBG\n+K4k0zneD+3HpHYdQzSbHHxSQO97cNDdn8Wsa8HQkHu+J5wAcNJJ+XEpfay7obbz6lcD/PCHrqx9\nffn5X/86wOteVz5fik7QBL7xDVceiWhyNEk0cRErx6tfnf8fesZTprjPk07Ky1+Xoim5r9A20dsb\nNkun4sYbAf71r/x7u60votG2zcT2MtxEE8CNb1j+ly3RlHycfvSj/P9Wq0h0NKLJgYqRj2jGrtic\nPLmcF0rRSDRbLb/qxiusFi5Jgs/JnHYKmiKKlf6BBwAuucSeL1c7h8vUN25cPijjM0aFQ4sgIIEP\n7NY9bWOx114uNuBvf1uMv/qWt9jiXEp4+9udv5CFaGqKJtbBorojO9bV2ZmjC8NwE81ttsnbknR/\nPoVbUjQloin1AVq7kZ6HJTRQlbiGsZMcTjQBiqrmJz4RTmPUKH37WYmocD9GgLy9S+/ouOPy/9Fd\naMWKYr7ttn+xZ9N41avcPUruO/m9u7YYYzo/6qjcXGuB5Os6dqwj5whf3jvtlE8Eqk44YkznFJZ+\nJIWoc7HIp2hqlkCsn5ZV3k0TzSzLeYolXvX8+asp0eSd8i9+kf8/fXrRP0KqXFKng8e0wTx21S+A\n61h5R8l9NAHi9pHdfnsX39GaP4fUQWuENFb+R/BVcanpVEVfX3lQ33ZbFxfxgAPs6cQSnU98woXt\nsLgn7LxzXp8PPtgNfmutlSvu1Mc0hWj+x3+4T4vpXEp/yZL8/a23nlNWXdmuEK83RCczQzOddxoX\nXgiAO6pJ5YglmoOD5UV8EtH8/OflNFMnbhtvnL74MNb0Te8H6w9Nw7JfO1UWKagvPf1d8iX2KZo0\nRBpGG+BEsxv8YTEmLz+W10XXFq2K5m67AXzve0U1MgTp+Y0bV1x4i/3d29/uNjehodxuvDFPg5Oy\nWFhN55T0ZJmtH8exOOSjS8HvgSqa1KQ+YYK+KM6qaAKUyVzKRjIh0HCRIayWRFMynVPsskuRuEnS\nr88/zadoxjaK8eN10zkSzSyL8yPMMoCjj7ad61txSculNUBpJ4AUSI3nla9snjz09+cVn8b8HD06\nTqGRFo75cM45Ts32xQ5EUJM4fR7jx7u4lDSocIrpHP2Kq5jOsdPMMvcu3X2VA2xOmxYf1sOC//u/\n4VU1aX9RhWiuvXauaGZZWNGcM6f4HetyKvlZa61in2BxicA4h1KIHYrNNwd45zvz75KiSUnQrbeW\n0+B+yVp9pxMPeo70HpBYS2kdfnj+/4svunqeZW78wLSGhuInytb+WQJ/Btgu/T6ari1KiqZkqkVy\nKMUn1qDVe/78R41y1qIsKyqXW21VH9G0ms7pQpYsk9sNd/PC8EAxfuC8blFFk5Z11Ch9goXtxdK2\nudtaE32uxWSOeOGFcqB3K7qWaA4M+Gfl3MQtMfNOEc1x48I+mgDxRNMa6kYimpKiWbcUz8MvSB31\nrrsCnHyyU/RiVRb09fFBM1PiINUkycXJULsN8IEPyOfgu6GryXmZ+OAeW2aqwvOOOCa8ESeaG20E\n0N9ftn/tskv9obYAnIL/5JP1p2sFfY7SO5DaL7Yp+pzHjMl9NJHQICxWDTTbp5LuMWNc34jhhM46\nK3zNxz/uPkML4D76UbeYEiERTVrum27K/99vP4CDDiqHotHqu2Y6l+qe1Uczy3LzOVU0h4Zs5kyK\nvfaynYchcGjQck7+sV36I1+4tigpmvvvX84X301VotnbKxNN7Hd5v0/fGbaPuoimZI4/44z8/yyT\nd+Xi7Q6/+wifNEmnoIomNz1rkztsX5ZJzS9/Wfwe8x6bQJbli65WG6K5aFHxRUsDJq08VqIZck7W\nBmIA3Xdz/PhyeosWufxT92OXBjCNePnMXVoYp6pYd93yrFxqPL29+buK3RbPYsabNMndl0Y0m1bI\nsLO94oryqvu99gK49tq8XFbH+NhOmXasVRRN+v5wsQSayehkZvJkOQ1tmzmKkO9xzAw7BnSS88pX\nyueE3lGKjyYnmqE+4Lzzcv8uq6KJK6dp/oODbnIHYIsxiH1bqHxUBeTnY3m1MD7rrefqkdSXS4hR\nNLGftQyASDSpyT6FaFqCXAPkZlRqwtfGJsuqc0nRlPo5fDd/+pOtnJiflA7fKhif3eCgTjTpNXWZ\nzkN+n1kGsM8+4bSxnvh8Ezlh9SmaUt3BmJlSGpa6hvUUEVJfq8bqtuDee90nvnce6UdD1xJNDqlh\nUuL30Y/argkN9j4fzXXWkX8bN658fPFiVz66UjWFaNLKfdFF8rk+H00pzTpgjQeIyk677VbHx+wB\nbVF/xo8vEk3qc8U77rpWw1JgZ9vfX9zi8pRT3OYC+G4oiQmpLlUWZFQJb8QVTeq+Qp/dhAly/Tr+\n+HBZX/ta9xnjOxuLww7LSRaCPhdNbaBtX3pGqT6aMUTz3/4tzo8LoLwxBRJNvN6yuJHvcKSh1So+\nB3pvmB/f6hWgaHWQBmytv7K2mZhtOzVFM8ZfDcBGNHt7ywsV+f8AVtN53p9yoinFiR01ykX1iAmU\nH6NoYll8iqYv3ZSyWPpwvgBU6q/wnfjeoaQ6U/gUTYDiQk88H59j3esZ9t+/udX2ElCIOPdc2/ld\nSzS/9rXid6lzChGRJkznUpqSUrd4sev8YgYZCsnkoHW2Vgd+SjSpuTbFDMqD3gPIjYcSzVGj4lbE\nxhBNrgBzRZOaEusEDWNDn+9FF7n3ggNHk4omrZP8XUrqkZT+4sVlotnTA7BoUdnuOmGCXGcs9Qif\nh4X8pLo99PW5tqaFP9PaYYqiien6fDRj+gC0AADoocV4GB5uWeBE06J04DmhNseJJv0f3600+PT0\nuGcRs8MZThYxX4TUzyApsBDNefPcJ18MZFnRT2HZS3vttfMy+Sx0ALIFpviszlpFXPn1EtEcO9Yt\nzokRGLQJFlc0qemcq3NNEk3qiqYBy4p+krjhCAXWIR/R5KIIL0+rJRNNrQ+hRLPuxWdXXNEZRTMV\nXUs0eYWXiGZosEo1nWu/zZ8vpymtOl60qB6iSaF10NIKRLwHmg7txCg5toYAevvb5TwQ0gCAnRE2\nMt9Wkfz5WMjIuHHFLQ450cQGzU1+dYH6VdFnjXnRQaYTRJPfo3VnoAULigMGKpp9fc7uSu9NCyof\nQzQtK/V32SV8jgR81nSHGNqxa3szh3w0fVYV2s59Ppr4PrQB85hjctP+00/L59Bt784+uxxHN0XR\nnDoV4KtflWNJUnCiyQO2A7jFYoccUryOPg8pTQmaj6Y0SOPztJgkkWjSPuG3vy0+b0tdtiia/f0y\n0QwpmlQQye99KvT2unP49dKkZO21HdFEWCbuVkUTTeeSoknLXsVHM8V0Tq879lj3ud9+5XPwOS9d\nqpctZDqniqbFRYu65cW6aYQwfnx8WEYAm4Vxk03i0+XoWqLJO3VJmQk9WN8gm0I0Bwb08A8cS5fi\nQO0vj1aWmA7Zp2jy0A8IGurI6mtEfU6k8klEE8NNINH0deA85p6lY5wwwe+jSTv5kLliiy3C+XFo\niiYnmjGKZqzC7COaVtP5woXFrUhxMBs//v2rjiE003kM0eztDXdyFlO8BCSaEyfmbZOSE+77hIhd\ndX7VVfkgxk3zVNGkaeF5dGMEuqjk/vvDGwXQkCyf/nS5XKNHxyua7bbb2z20Qp0TTZo2fcZ88ovt\nJCYQtRbuShrUUb229GWo/o0alW8WcMUVLuZkDCyKZk9P/h5of6Yt0sNnSF0G8mfw/lWK5mGHFeuc\nRDTHjgV4+OH8uyX6gNVHkyqaWpD5qj6aqaZzOgZgOSQ/VwD/O+R5SYqmb0zxKZp1m84tRFPauW/8\n+PC4Z1305kPXEk3pJfHfmzCd+3w0AeTZtGQ6X7HCpeWbxSKkCiJVRDo7pfD5aGqKJt0xyNJhApT9\nUCyKJieavpkf9zEJhVoBKJvOqc8VNUX19ITNFZZdlDjabRcy5fnn/UQzpJZR1Gk6ty4GWriwaDpf\nubI4wHBFM9V0LgUxp6DquuX9S0CimWU54bEoDqHJAN8Z6D3vkU3n+NzQR5OmhX0WfVaauisRsk9/\nuqz0SpMLSjRjlCxL3bQQTd4n9fbmLhnSgC1BM7NL7RjrChJHH3B3l97eorpNw+RY2qCF1NJ+x2I6\npxNTPMYnKoODjjQ++mh+XDKdjxlT3Nko1V2Ftgv87lM0u8V0zkk7hU/R7OtzPo98K2qfoilB4jB4\nrG6iOXFi+P1yv3UA18ZCRFPaeTAWXUs0QysTNUXTN2uk6cQqmmjOkpx+JWVm+fIi0Wy14ogm7oJE\ny0J3Z6BIWQxETWShSo+DdUjulwYAVDEsRJM3ZK1TwZ1B1l47vOo8RtFMQbvtVnXybUurKJq+3/fe\nu3wsRtGk5hsKajrPMld/aRxS+t6qKJoYM1JrC7SOSe33Xe8K50GJJrYNC9GMXQxE1WxONKmpWFI0\naVvRiKbU3vgCA6msfDWwxWXHqqIvX64vBqITPt4n0YUjVmuNpmj6iKaljf/973mZNL9MTqglWImm\nVEc032lOjiSiienReiPdx6hRxWeVSjSlBYaoaA4OdtZHM8Z0PjioC0v4DCWi+d73Atx2W/l5xSqa\nUrmaUDQnTXIcJPR+pT5waCisdNNnTv3B77pLXvgnoWuJpmUwlmbqtGHVSTR9L0PqOJFo9ve7wL5f\n+EKxwaLfw7nnyhVk7lyAP/zB1kB9u0RopnM6WwspfTi4UZJtXQwUo2haw56glP/1r7sGZvHRtBDN\nlFBItMySookq7ZQp9ZjOjzoK4M9/1s+vQ9EEcIPo6NEAAwNzAaCoFG2ySbqi+eMfu09cHMJB1XWp\n/X7lK+E8+vqK/mFWxC4GovfASQSt65KiSducptxK5Zf6ipCiaSGa1rq5ZIl/YoP3xc312gplH1KI\npgUWogng3wgDwEY0qTnc4qPJ+7Giu9HcAtGkwB2PeN4UVXw0ebojwUeTurpp+S9dKhNKSRiSFEpp\nMujjFk0QTSR/IaLJ1XIsR6jtaC5OV10F8M1v2srYtURTMpVzSA+WNsLUVedSBfe9RJ+i2WoB/M//\nONmalgcX1uy7r572zTfreSJGj5bzt/g2WVUMJMUpRDNG0eTvK8vkBSE4iO27r+t4liwph07BPGNM\n5ylEkz5DiWi+7nUAd9zhtpysQ9GUiGIdi4FwxxQAdx9INOfP/xgA5ARw8mS3GCVV0aTllIgUrWOh\nkGYaqKIZ43cbuxhIIgb4PzWd87IBFNtKDEnqNqLJ3zkutOFot3PTubTNogSNaEr9jGVxGeKhh/Iy\naeUFkIkmvXeroim9B61d0igZeCx/xh9bZToHKNatBQvK6dHnvPHGbrFXCFIb1hRNnDxoPprdYDoP\nqdK+KAgSwebl66SPprbbEJq2fX0jnfDQZ7JyZRzRpO2FW/F86FqiyStIXT6aoQ5V89HUHOr7+4s7\nPiBWrCinQysuVTu0tP/2t3AD1VYAIzRFM0btwYroC24LYFM0ffnydzwwIAebps9u7Fi3wl8LbxSj\naKaEnAgpmgCuflCCGCJkvt9DRJNfazWdAxSJ5tKljmhuuOEXASB/dq9+ta6K1kE0QxNFCyjRjFlQ\nFBoYpfvz+WhWNZ1LkPoKTWnF91mn6XzxYn9923BDN2mRgOqX5tMH4BY6oTlOmsxiOhwxZB3f2YIF\nAO9/v36e5JJELVsW33Y6wFsWAyEo0cyfwRcLiiZtP1LfRuvYsccWd3TSYJlgcUVTM50P12IgyXQe\nmw9AdUVTOh+Ppaw618bOzTZznz6i2dcnu3AMDobbzpgxeblpPUNfZwu6lmhaVB/+YC0rblNN5xqp\n3XprudPAxUAUTRFNqTHhdbRy4kyeHw8BZ5Epi4FQ0cSONEbRvPFGgFmz3P+/+hXA44/naWL+48a5\ncqG6QH0jO2E6DymaFN2gaGr1GyCvswsW5HvF9/cXmf5227nPVNM5LWfoeVt2GpJAiebRR8etmrS+\nI4RmOg/5aNK6iL8fckh4P2OrogmQt9dOKpoAAE88IadvIZqnngrw+c+7/2NM5xali+Mb3/D/Lima\nlGhaFM1x43JCSpUhX/8AkL/noul86iqiiTFJffAtztp7b4BDD/WXQSsrX3Xe1GIgqW5ZIygA+H00\nQ/kA2MSumDGjqqKpXYPrR3xEkyrhlMsMDobbTrsthzjyWQNKadhP7SxCakYq0bSYzq1mepoeRX+/\nHApJ2q7NRzTRl8iHSZPsiubhhxePW8kmznjoLKwuH00awN33zseOzRsEXcmNahD6KGmrzjtBNEPH\n6yKaHHWENwJwxGRoKI8nuNZasmKllaNuommp/xIo0cS8rIglmtpCD03RlHw08f/vfldeGUoRQzTR\nr7ZOohlSNAHcbjRS+hg2SzLz0vzxfyvRbLdtoXsAimX/+c/18+hCMgr6/C2KZl9f3p7oQgptMRDP\nhyud+C4t/TcVBjhpvuyy4uJSOi7+4AfFcyV/W6pockhjbF2KpiWdTiqaMaDvsk6iiX1KiGhKfdXA\nQJhoDg3JLkhLlgBstJH/WkTXEk2L8shVRsv2e6mKpvYSfedaFU3N90LqsDm0Fx1qkDHx7NBcwX00\nObRV5+gHQ81IAG5wuOCC/Luv4VKzAzedAziiKQ1SVNFswkdTM51LsA7mdZrOrSLm6w0AACAASURB\nVD6aAOWOjK46R6DiZt1QwKcW1LklKgUnmgcdJJ/Hw5fQZ2sl+z6iKYU3kkzndOJ0xhl6vgCyZUVz\nl4ghmtZB06JoShMEnHAODOhxTAHKz91CNHn4HR8oeXzqKf+5kqJJSZdP0fzEJwDuu8/9v2SJu47m\nHbI0YD78OK0/MUSTk2aeLiWHPMwbXwNw0EHODK8RzboUzZRrAOTFQCn5hIhmrGAQq2i+5jXF73iN\nVg6rokknZVlWXlzK71sjmosXhxfMIbqWaGJnhg2ON6qmTOeaj2aTRHPCBHlGbulMkGhqDUq7vg4f\nzRRFk0cFoGn4lCdpcEfTOYBTSTgZHU7TuQ9VFE2pfsaGN7J24KNHAzz77OWFY75dpKT3p71TJJq7\n724rSwz4qvPTT5fvWdoFx0I0JV9n2rZbrbjwRtS68Za3OJNUuy37o0mkkT7jc85pVtHcYw9/fQPI\nXVwosB9Ytqy8QpoTkhBBkRRNKyjh0iaeEyfqiiYl+r6YnRdcALDjjnn5N9gg/NzCpvPLV71Li1BA\nyycRTQqfpY8TzY9+1E2IeH/O067qoxnzXumW1dJioFgrEUB4MVCsohlLNKU1CwB6dBafWwFVNLmC\nOXNm8TuPYjM0BLDlluU0Fy60WxK6lmiGWLqkaA6Hj6YEfOFW03m7re/uQ4MIS0CiGTvbiln4gmQu\nhmhed5375KvOuW9aDNEMKZoS0aSrgkPPslsUzVCnyH+ndTOkaHJTnA+jRwNk2ZLCsVhFU2u/WK7v\nfCdt6zQfuKI5aZLflUH6bh0YJUUTILwYiLYDHjtx3XXdef39tsGN1sHLLqumaPru+5lnAD7wgbCi\n+fjj5XTQ1BsyN6cQzRjXCGlzDT5Af+QjLt86TOdY/vXXLz6rmMVA+fElhcWOIVAXBUm9p6DhlDg4\nmcBrNfeXphTNI4/Uz5WebdOm8xRFE49ZiCav5yGi6WvnVH0Omcr5AtyhIXlR7uLF9v3Vu5ZoYgXR\nFE2ANKJp8dGMGTCldKjZg8JHNFPNiBrRRGjpxhBNaTFQaAvKI48EOPBAv6LJ1Tmr6Vzz0eRklCua\nktJC0bSiaSWasaZzXyDokHICIA++AG6AmTLlksIxVDR9vlkU2gQKy7Xpps0TTQC5vrfb5U0QLAPi\nG96Q/4/PgfdFKaZzPjAPDYVVFelYFUXTh/XWK/ePUnkkpQ8nnJK5uaqiGUM0pfrIrx8/3r03ySxI\n37NlMRBVNH1Ek55L8yn2kZeYTefnn1+METptmp4X5iMdB9DjKFb10bzySn9cXH7NTTfJ573vffI4\nYiWa2liYqmhq/XxRnQ5DG4+kRUk+UFcegHCUC7o9NZbjnHPK561YsRoomiGiKQ24TSqadZvO6eBC\nCVEssNJola8OoiktBqJ5ICjRxA6yaUWTEs2Q6Zz7jtG92wHS3kEK0Qx1NnUqmpbwRh/8oJyX5KPp\nM51L96VtJkBNgBq0UCbnnpuvtNTKQSdvPI+DD87Pe/ObAT78Yfdda/sc3/9+PmmRTOeYNlU0ueqg\n+WgisO6GVr7iuRR4DSr4FtXBOgmi6WvlkdrRvHkADzwgWxXo87GoRlVM5xJ55O+ur083neMgvM46\n1YhmyEcztBgoZDo//XSARx5x/48bV2632nOWnrdGJqr6aJ55JsApp8hpY/ohfPWrAFdfLeeF446W\nP0ILNVRV0UTQMsTUVW080hRNrT7QsRjAvU/f5FMimv/8p1y+1Y5ocuDD/fWv82N1LAYaDh9NydfF\nGgx1t93kctRJNCXTOVdq+D1QpVYjmnyGZ1XyJNO55KNJO8KenrKiOWVK8XtV03kI1sE8lmj6FE1L\neKM3vUkmm5xojh+f123NdD53bjH9kKLpGzD56lfEpz7lXzSD9UAjmriyW2ozlsFjrbXyuiMFbMfv\nEtH0rTrngyUnmttvbwtAj9c895z7tDjsWwZknj69jkJ7pwsWyDvYUDStaIaIZquV+w9L526/vTOZ\nb7utLT8s/zrrhE3n9F6pVUwimiFFc2Ag38d9q63CJMn3/rUxOEQ0Qz6aVfpBBIb3CymavrS0+NB1\nrTrH82IVTc28Hks0uaIpueRQbLZZ8bs2Lg4Orkam8099yoWF4CtI8eH6wuNIrN1iOo8hmhKo2UMr\nT0jR3GefcD7f+lYe38o6u+L5W2AJ2C4RzVhF02o65zFI+/rKpnMpjiZXNPk7XR1N5xaiOTRUVncB\ncHvPPFiaZmJHtNsA22xTXGSjBQO2+Jr5Zt0+csGJJq/rmC4+Z/reYpQ9eq2maGJaFkWTE6yhoeJ9\nXnVVXuZzz9UDcOM58+djLNTwfcT0HzFEMzbofgrRjBm8JV8zahHAhWQAjqBxjBtnf6YUONgjQsSL\nihX58XlmRfOpp/L6J01ONBU8lmj6yhB6j3UQTVoW/v/AgK3+cULna9Mx5eN9iSZiadDG6FjrJS66\npUTTVw7ccjpUjqGh1YhozpgB8OST+UPETkEaEIZjMZB0Lh/I+HGAsq8iH3A32igPXKwBt7GU8mpa\n0aR5aPlzRbPVks3riBTTOZYvZDpvt91OBjQcFG8kL4fFQNI5Q0MAm29ePm/0aIBHHz1p1Xfq2+Nb\nDBQaYABkRZOb2X3PwULGrURTyq8OomndglIynQOUiSYt06c+BTB7tlwmqmhaw4/EEGyL6Rzv27Jj\nD3/uocmnpmgefHAxVrAErtYA6ETzVa8qn4umQusAS0lGqM7S3+WdgU4yK5qLFuX/84VAtFyIVEXT\nB197stQzywQCn4GmaMZOHCmGW9HUxqMU0zlXNLVzDzusLDr4Fi5ZBbiuJ5qI4SaaMaZzXkaEZjqX\nFM0sAzjqKDlPazl8sBLNVktWNHlFlQZtHOzr9tHkA/OYMW7bO0o00WRJt2tbsaLo2M79S7ivjqVT\naELRjCWaMYuBNEUTA7FT9PUBrLvuxau+U6JpXQykPUNJ0dxxx+KgGFK4NYSIJm+fkqJphbbqvAnT\nubVseM38+brrAkdTpnNLG4olJJqiecst+U5iGiZOLCvztIyUaLbbxSDrAPl9WQdYjWhK90mP8Tia\n7reLzYom9YWVFn9opEl6X00QTQtirpGI5pIlti0rNVRVNBFULa7DRzNV0cS+SiKauOB31qxy+jhm\nSxMWq8VixBBNBL586SXXsepcyzeFaFpN55KPZpbJg78GrYPWKp91Z4JXvCJ/jrFEE5Van49mSL2Q\nzuWKZl+fI4k8vVYrNwMMDblnTNULTjT/+tfid0tIq06bziXzSx2KpkQcv/AFgIcf3mXV99BqRanc\nMYrm6NHFgd33HGJM5/ze6O4qAHkdCe2yJcEa3gjTlUznmp8bVzStg1SnFE1NoaH344s1qeUfIij8\necWa59/85vz/yZOLRIq3eb5Y5a1vdZ8pimbovugx7ufvftvFTDSpoim5vNShaIaee4hYhxDTFiXT\n+Ysv2hR1DVUVTd6mLIomzaOuxUAS0eRtCN2dpDKiALPxxm4Rpk/Y0DBiiCY3UUmSeYyiqb1wrcON\niaOpxSSLXXXe2xsvz3NUNZ1vummetrQ6T3uedLDXwhvxGV6q6by315VNGqRmznQ+SlnmSC59j3zy\nwHcKsbxzXubRowH+8hf9HuinhiYVTSl9JOH8/IsvLp5HByypXsWQFWnA5FsO+tKpw3SO9eh97wO4\n915HOGOJZuqqc2461wZivlDFAko0rYpmzH2HiCY161q3qKPlCNWBKj6aWZab12+7zbVVTdHMMoDX\nvrZ4PfrExxLN0H3x30NWsVD/3QmiGUOaYn6LOUc6VyKa+DudZISQqmhKBBM/Q8JKHUTzpJOKv/Ox\nd9Socto33ADw4IPlMgDkfVW77ZRP65hdKIPttM4jZDqXVIC6TOdS/iFiKp0bo2jy+4kxPUnlCM1y\nrERz6tQ8LZ86IeUfq2hWIZpSeq2WU3T23DO/X0oeeXw4/g5SFM2JE/XQO9LkSEIs0aTlDIXDka7X\niCZHyEczpNJQSKZz/vxTTedc0dRM57SMuKgwhiwD+BVNGkeTqu+8TNJWeXh+FdP5cCqa+Oy3286e\nN/4fSzRjFE2q3r/mNeXtfznR1PrP2MVAFpLiI5q8r6tL0eTjXR1EEyMLUItRqF7ddFN5TULMBEIa\nRyRF83OfA/jSl2xpNq1oSuOLhWhqdQnr9Uc+4mKUIriiKeU7dmweSYHfJxWYssyvVGvoWqLJb8Ci\naFrCG4VM51qHGzpfytdHNLmPJu80qhLNECS/MAlTp+ZlkEznvuclKZp1rzoHKD5vaZBqtfJ86Tvg\nnRDf6SNW0eQhnzSE3qlFraOg94TX4upaiVRJpnNt1wmAa1f9FyKaWnl33LF8XDKdc6Lpe5aWSUlI\n0bSumPUh1keTKlJ0BxOtv+mUj2ZMHjFEUwv1puVp6Xe5208M0cyyso83rQe0vdRBNDXhQjqPChTy\ngrVrkxYD+YimtvaBIpZo/vKX7pNGTgnVqyOPLIdYs9RF32KgpUvLu+BI/Z+GJuJo+vgKPRcgXdHk\n5eLhjfj1oVCKSDTb7fIYN+KJptZ5NK1oakQ0hmhqafjiaHJ0StEMddKa6ZxWaon8NKlo8oGC+u1q\nRBPL7lP/eABmy7Pniqal4VVVNLWVzAD5PX38426w4e4B0rv6xz9g1arzcuc3Z9V/VqLJ38Hvf18m\n8ZqiGTPx8OVvIZq+GIBWVDGd02dgIZqxPprLluWK5r/+Zbs2Jn2L6RyfsVb24493YdoQFkWTI9Z0\n7uv7qKKJ50tIWQwkHaffaX8lE785ZkXzxRfz/y2mc4z4UAfRxODw1G0ihaTFtEXJRxOgbDqX+j8N\nde11zk3nvC/Q0oxVNPE9S7uUUUUTr0cBIKTw4piNfSrN/3e/81+LMGxONjzQFE1ONH1EpYrpvA6i\nySsE7Zy4jyZHbBy6mM6W5h+67qij8vJpcTQ5YURwRXP06GLQdH7vlgUeAHbTOX0PSDQl9U9DKLg0\nT6NTRJNDWgwk+dPwcxB0a7f+/uIgBXD1qv9SiaY0KFdVNC3q9w9+4LaYpLF2AfxKdSzRjDWdU0Wq\nt9e1qaZ8NAHyd7bhhrKLDkfdiiYlddICxG9+s5hvCtGMVTR5kH2uMtFJelOKptZf4rmyoHK1d3IC\n4O5pcDCeaKKqJb1PjVRrbXDOnLKbVWy78qUvQZugcqtVJxVN/u7pJ1+YKqVpVTSXLHGfl10GsMMO\nbrtRPq5KiuaVV7pYvLx/5PARzT/+0X8tomsVTY66FgOlms5jKr1mOteIpk/RtHaiqYpmaB/kjTaS\nFU2aj0aWuaJ5xhnl+KHaTFTLByDORxM/sbHQxh3qKLAB+5BiOq+baEqKJj5La3gjhG8ADQVsl6Dd\ni0Y0aVl89cGqfh92mHN0p/CZzuskmvi7j2gCyD6aCKvp/LrrAP70p/I1tL5b4sTWTTS15+PLv0lF\nk/ojS31k3T6aVuGCK5rSojGA8M5A+L47oWhiPeB+wBtvXA4SbyVpP/gBwB13+M+REEM0relKyqDv\nuwZONDH/ENG0xtHEPe3HjZO39MRxkYtL0pgoAcd9iWhaMWKIJqJTi4GaUDSlTj9V0dx7b385Qo3J\n6qMJkN/H8uXlLQh9DZcrmjwAcoyiaSWakqOyRjRTGgyHRalAWBcDhdRC/rumaGrl4/lT8u/buzbV\nR1OCZDrngye/9sQT8/+t/rwAAGedVfwdn1cdRFMznXP/S4loxprOfWU74QSnZvBrpDb11a/q6VgQ\nYzq3uuggYvsxLe1DD5XPfeABgNNO060wfOI43Iomn9yHTOf4eyzRRLIYQzTxniwLzqzt6rDDAPbd\n13+Nb8zl/3PTOf9dwsYbu0++WLSqosm/12U6f+EFfzlwMRAXl9BCGZoEckUzNpwYQBebzjl4h96U\n6bxOH02LoimdBxAmmnfdJeeppcMRszMQ3uOKFe4epB2CLIqm9LtVvZBM5wjqoykNzKmmcwv4wGRB\nFaIplVm6J60OSsdoXeCdKwV2wHVAUzTpvdNnS/ct5r9xhFQLn48mTcMCrZ1iWZFo4ne66pySTq2/\nSamvIb/O0LOzpu9TNPn/nVY0f/QjgD//ubwQ7bLLyuWhdY6azvlvFFVXnXPQOkKJpk/RlIDvhrr9\nWAK2S24EAAC77qpH0ahCNOtSqn2LgQDifDS33hrgy18G2G8/911aSGQpn3Ye/5TaBL029I7Hj3fv\nGRVNCt6P0jEQr5fGRAk43r8sFE2NaFIMh6IpQSOrVHmy+mhaX6pW3hDRtHSY1HSO54cWA+FvqGhq\nv1sHFXquRjrabZlotlryYqDQs7Ws2G3CRzP2WskdQFLE8DhPg9aRsqI5HQBcKJgDDpCv8ZVRe8ZS\nO+ZEk9bNGLOVplbxvCWE+gcO7u/Hy8ctB5LpvO5V5yFCXpVo0gHT6qPZJNHU7sdiXZDSon1npxRN\net+tVv68iormdLOi+eST7nP06LhtQHm5/vAHffLZhKKZek2IaNLzfH3H61+fP0NONGOsV/R3Xgf4\npFPLI6Rool9t0adePr/VKkdesSqa3HRubcuFMsRfMjyoS9G0+mhaBzapsVt8NFNWnf/bv8llwHSs\n5QPIK90GG+hp8rRXrNDD5UgxNutUNOlvnLhS07lGNFN8NM8+O1wern7UQTRjTefSgpEYRZOSvfKW\nbWcAgCOZ9NlKIYt4Gfj/FBYfTd9gbvXnlVCn6VwjmiHTOV11zidOtBxVwhtJ5dKOpSDGRzPkB6Yp\nTk0RTU3N1hYD/eIXxZ3DYledW4QL2na5j6b77YygjyaSjieecJ9TpvjzCpXTB3z3Ft/tOolm6H7q\n8tFMVTS1ssX6aEr9AkBe3zfeGOC884oxM6V0tMVASDRjfTRj1XyAEUg0uW9XLNHspKLp89G0Kpr0\ntzPPDOeJCJUX8/f55ElpSx1sq6X7AWFnLTWY0OxSKkOrpRPNVitsOo9RNLffXv9NUoxDRNOqUsfG\nd/QRzdjFQGX146BSHgAuuO/3vqeXMwTejmncSYRvMG/KdB47IFpN5zxvqmjef7/e32i+Zz6EiKZF\n0QUAOPpofz4xPpoxiibPIwSLCZMvCNPamFbOV72quMAl1uc0VtGUTecHBRVNJA8YR3PKFH+5QuX0\nAa8ZTtO5dC79H8kifbbWdJtWNC2mc59Q0NMDcOml+W5VGlCl54pmiukcIG6XxFVljr9keOFbMUob\n/6c+1ZyP5qJFAF/5il7GGB/NkKKp+axxxCqamhIjQSKa3HQ+bZp8Xd2Kpo9oWhTNGJ+3kGoGEBeS\nJ+Yc37W+xUAIn6LpI5qau0CoU9RgVTSxrmimc46mTedWWEznnETgcSzHggXlUFp0cIpVm+ry0URf\nNQ11Kpo0/yYUzVe/2pa/Zjrn5aibaPJzZdO5fWcghJVohix9EjDucFNEM6YsmuDEhRQf0fzsZ4vf\nrYpmqC5ohBPbhNZeh4bSrLLS+T5FM9ZHM8UiMmKIZoyP5oQJAOeeK6djNZ37Gsbaa5d9FaU8rIqm\nj2jS+7QQMcu5NH/LAEDT4kQTf0ez/iteUTxOV51L6aYQTT7To0RTUvdarbTFQBaiyRVNC0LvpmlF\nk9+XRUWMIZqWd8qJJiqaw206p2lYECKaAwPF8tDjFsJLyVwK0Uw1nYeeIQDANtvIaXWaaFoUTV99\n0RYD1UE0Lflj+nTc2HNP9z+PcWjdGQiBO4RJ+QG4OKY/+EH8ZAYgN9M3ZTq3QHo/GunE36Tx7KKL\nAKZPL54bIpr43epGoSma1IpkcdnTFm5pqLrq3BfeyLrz2IghmggpLAqCmlA1hBqU9nuMbB7royml\nxU1PUnq+8vF0OKoqmggs//ve53aY+e1vAb7+9fy6Oled4zkLF9oUTdqwJdO51fTh+43Ww+FaDESf\nrTZ7pr/zNGgdK3c6s5Tj9Sma+D1G0fTV25Ci6etDYt+NZjrXfDQlRdMH6doQqhBNSUmVcNddLtB/\nyHSOz9g6IKUoX7F9WCitJhTN0H3x97zzzu7Z7bwzPWtWtKIZIprHH+9CClUhmk0tBoqJjKKZzvkk\njU+0UfGUyhcyneN3aUykn9xlCo/jWESJZoh3SOmEwIlmrKLpI5pXXy1fUyqz7bThB+/QfabzJohm\nTAeoVYSYxUDf/S7AM89UVzSrBmwHsBHNVss5J0+dCvCud+W/1a1oDgw4R3e6XSR971UXA9FQILGm\n8xDRtD7zkNLmq4ucYFpM51zRKWKmcrw+oqmZzkNk0penhWj6ymvtxLGua4NQKtGUFM0UH81U07nW\nLyH23tuRx5DpHOv85Mn+Mlv7XQkWRdP6Pvk7GS7TuXzOzGB4Iw7Nz1x7zjGEEPtKjczy9GPfh3aP\n9NpQeCMfoQfwE01rHE1NrddIIzedc6JpnShaxic8TzKdr1ypu7/QvHzhjbbdVr+WYsQRTZ/p3KJo\nhmYDFh9Nax5W07mU1uCgM0fTxjZcRJOmLZkdtYrabgP85jcAf/ub/Fx5JY+5PwqLj6bVVWDDDYvl\nC5UnZjFQHUSz3XYd+6WXAnzhC8Wy0P99pnN+DW1LeD7O5rfb7gZTmaU8+P8UmqJpnVjVQTTrWHV+\n8snyew8RzRjTeSwJ6JTpHMvHISmauP+1JV/pEwDgwAPlayw+mtb7qdt0biWaUh0pn39DtKJpJZop\nPprHHQfwk5+4bQxDSCGaUiQTX/oITd3E8+gxtJr4iL+WlqZoaunwuiCZznl6dSqaKLZQRTPUr/f1\n6Yqm1WUAYDUjmk0qmlpHkRreKOSjCeACsVq35ItVPWJM5wDl2RtfDOS7hpaLE0Fr5+O7rxDRlPw5\ntfx8sRsphlvRPO+8PI6alKdWH6T6TVe2Ytk23BDg4YcB9tnHfQ+F4rAcp+DtWFI0feD19nOfy/8P\nmX3xmdRBNDVg+dBH85prnApIFc1YZbEuomnpH0NKhy+tv/41nwRhnV933fx338IcH9H82c8A/v3f\ny9dYiablfqym89hV9DFEM6QwAdjbihZDUxMmrOMHnvumN9nrSWzbWrrUli79xHLx/7VxJsbfUXtm\n1nA/mo8mNdG3WmGiGeujqSmaVqKpKZq+zT1KZbCf2h3oFNG0dAwaLIpmyEcTf4s1nfOGlaJofuMb\n5WM+hUwrl9Tg+TEr0ayqaCJCpnPrYiHp+YbMWXURTX6e9AzxUxuE6b3RnZ7os9xqq/z6pkzntPOL\nIZr83XzoQ3nkA6uiWcfOQKHyoaJ51FHOr5ESzeFaDOQDrT+x73f2bIAzzij+Lu0MdPHFtvx5+gDy\n4GY1ncdMgAAAHnqovsVAlrwt75ku5Ai1lUsusZcnNC760BTRpO5RGqSQcTE+mhYrKEITn0Kmc15G\n/MR+l5vO6yaaWngjC9EcNUpXNC2hEREjjmj6BgnLCwg1Zq3BaZUsZtV5zBaUmKd1MVDsjNS3B/E7\n3qGnn7r6uBOKZqulrzrn52r5hfzb+LV8r27fPVhV5DqIZkjhptdIRNOi4NRBNH2mcx/qWAwkoS5F\nE587D8VFCWis6bwuH80q782HN74xV9kRUj+z5Zb2fPn38oYC9ZrOqaK5xx759n6pRFOLnZuqaGKd\nOfTQcugjxMSJbmHmhRfq6fD8NUJtgbU+Wft6RB2mc+k5pxJN7R1qJmSNM+BxVGy5okmJax3hjXp6\ndB/NkCuZT9H0teNSme2ndgescTQ1hGZuPh/Nr3wlN9GlkFmLj+bdd+d7y6I5kZfdkmdI0bzgAveJ\nzzP07LjcbzGdpyiaPLAy/U0DVeGkToYeCzWsJolmbPBqX74A8iDG71nz0Qwpmnjez39+olrmOhXN\nWNO59G4sdZJe6zOd16Vo8rSootmU6ZzmXcV0Xoe6JU2uensBfvpTF6ie51unoknBCQaFFt4IAOBb\n35LLgffT358vCPOlHSKa9Jh+PycW2qFGxNpttzDTh5A4IO2PriFF0bTULU3R9D07Xp6QolnFdI7p\nhEznvC7jdXh/sT6alsVAvJxUtKIxWi2KJieauBlAKM5uoQz2U7sDVRXN0ECi/d5uA5xyijPRhfKI\nDW9Ez5s2LW/krZbdR1PrpEIDt880SsGJJs3XopppiiYfkI89NpwWB33e0sBMrw2ZzqsQTW1Pd0Qn\nTOeIGB9NOmBxornJJvLOQD5YBhRLeCMfqhBNi+m8KkIqm7brBz+PEr4YBcNXjir9Ywj8niRFs7cX\n4KCDALbbLpx/XYqm9F0CJ5qPPSZfS8ca36KIFEVTL+dBhXZIFc2NNnKfe+xhJ37Sd/x84AEnelgw\nnKZzqQy+PrzVKvZlIUXzuuv8aQGUiWZIeMHPt7wF4IQT3IJCei2tT6mKJv2NqvQ0zZTFQAAA663n\nPmfM8F9bKLP91O5At5jOfYqhxUdTUzTpzIPK3b4y09/4/R12mH4NQF7RYokmD9juKxO9nncC1lmu\n1XRO85DId8h0Huuj2YSiudVW4XwB/KE9QuoIvYYqmvzZbbnlcWqZLe89VtGsYjqng7qFaEqwEt0Q\nQormwEC8EpdCNGNN57T/SyGb/NlqiqYlf/qJaMJH0xdSi/bTFDRyQYoa5iOa+js7rvDs6CK+nXZy\nIaQ22SSNaPLjU6YA7LVXOB1fWvycuohmiqJJz6PvGMdkrWwnnFDexpKnHWs6x8+xYx2RXWed4jWh\nbZJTfDSlMdDqo8kVzb33dqpmMcarHyOOaA7XqvOY2XGMj6ak6hX3t7XlqXVSp5+em38k4DMLmZR9\nptjQDE67XiLZGny/UdM5zUMaoJtcDFSXojl1KsDf/+7PF/Pjx3g9sCiaPtO5r8ypqhdAM4omLZcv\nHV94I5pGFVhM51ZFM+Rvq10LEL9oBREzCeTXUUj1J8ZHti5F00p0uKIZIppDQ/4YoZqiKcEyodAU\nzZUrXZl6e6sRTWsdi70mhWjis/vpTwEefbR8nP4fIpq035MUf1/ZQqp0qo+m9L5breI7rINo8rZM\nfTRTVp23WuVg9iFU8BYbHiBRaIpo+nw0fd+lNKoqmjHqimYubrX8PiSxE+4StgAAIABJREFUimYM\n0ZQaf8hHU0MK0ZTedcxioNjyWIMox8YupaDPz2I61+qtlWhKq4ZDZbScwwNP1+mjiWmFrrXmdcst\nAJtuajtXKl9Vohnqs3yoy3SeSjStiqamZPoUzSxz/uxWRdNyXizRzDKA88938SpHjwY48sjieTR8\nl5YnfvcpmrR8CE402+2ymVSDpc+2oikfTcTrXmf3g+TlkZ6zVBctRFMjjtbwRvz9SnwFy4d9mPRs\nYyeemqJpsapwYcaq4HOMOEWzU6Zz7brQeb5yWHw02+1c0cQKjuZvaTbPyxNrKotVNGNM57GKpg9V\niCYtR+g+rYom/nbaaQBbbOH+D5nOETGL1nzHLavOtevpNVRB58/uySfvBID0OJraOVp4ozpM562W\nPx2foikdO/hg+w4YUvmkQXBgoLnFQFo5pPL48q0jP8lHM0Zx4+dKu7VUVTS56TxW0Rw92m2uccQR\netqW8SNMNO9sXNFskmj6CKAP2haPWhliTOdVFgPhd41oasRU+0TQdyjV7dTwRrwcoT4IoPjsX1ZE\n07LqvIqiaT2O31PDG2lxNFutMtE89li3r6xvJSHvpKyzx6o+mlUVTWvnY7kHPId/p9fWvRho7bXz\nINJWohm77aeUL4AtjqaG0OQAP++//woASF8pHyKaa0zn/vypolmXWbPKoBqbn6RoxhAhni+fbPuI\nJj8vpW1aiKYPmhrmUzT1cl5RKB+1RKxYkSuanSaa1vqU2qZi1cZOmc5DPpocGsGUFE0a1YAj5FfK\nf6PjLH0PODnxYUQomk899RScffbZcMABB8C4ceOg3W7D7bffXilNi6Lpg5Vo8kHI0vGi6hFrOueD\nEjedt9v6Dg8IzXQulYOiquncl36sopnaEXGfTL6SnqZbVxxNCkwn5KMplSGUpu+49O5SJ1Laefvs\nc30pj5i0rIpmk6bzQw5xiyS48l3Xwp9Q+aoSzboVTR8kghuTN7+nVEVTy1dSNKuaztEigeWk10l+\n0HheDCym87BJ9Pqg6bxbFc3UtK3phIgmPU+qi3Uqmtp5VqLZ25v3VZIlyUI0KWidpv3JaqNozp07\nF6644gp48sknYccddwQAgFbF2uYjmhZ/iyVL/OfgS+Dp8/OlwWrOHIAXXrARTYuiGbNNpI9gWNTA\nkHMvVzRp2jGKZuqqcx844eLuAJrpvA5Fk57XaaL59re7XVZomImqnTmvR+22k5DqXnXO21ndpnPa\nLg89FOCJJ8p1UMqrKvnE+9VM53Qia6lfNqVLR6d9NC2rzutQNDWFSkoD/9fu4bvfBTj+ePc/99Gs\nSjRjFgOF3/MYE9GsMgFsimjWJSpYyiBN8mh+sUQzpGiGTOdcdeV9hKRo4nuW1NKYIPNYTmkCaSGa\nI0LR3G233eC5556DuXPnwocwAGVFVDWdL1zoP4eqUxQWH5u11gKYMKGssEnXWBRNLW9fuWNN51hW\nq2JaNWB7E4omlgnvgRNNTdH0pQUQTzQ7sRiIHu/vB7joIrkzChGmUPq8HaQSTQ38mfX0uP/rMJ1z\nRRPrwTHH5HmFkFoXpUmmVseHS9G0EpE6FE1ccOBTmaT0NdKFiibt662KpnYP66wDcMABxXQRWpu2\nEs26FwPRfCnRXLEiN7mmKJqWvK1paefUTS61MsSYzmOIpvbMQj6k2tis5d3bm/dZPkXT+q5oneCK\nZiiNEaFojh07FiZOnFhrmr7FHHUSTavp3Oej6SuHtrVku1320bRUKJ/ZxWI6j1U0Y+NoSh1Z3Yom\nBrrHeoCNhKZbd3gjel6nfTSr/G49L4Vo0kURIbeKVB/NmMVAWPb//m/X/ps0nWOoG81FI7a+04Eh\nhQRYSJ30W12m86VL3WIZK8Hm+fF8+YQ1RtEMTU7wPE0QoIhVNLXxg373kT38rSnTeTduQZlahk6Z\nzkOKJoemiMYqmlVN56udotkEtt3W7eH6mc+Uf7NIygsW+M/BBsdNPqGOgsIyMFjCG1UxnTelaMaE\nN6L3L83sJTU3BZxo4jusYjoPKQNNE81UtdA3AaK/WxXNP/7xLACIWwx04okA99zjz4crmqhCWk3n\n0ruhEzO+rSB+jhsXv+rciu99D+DXvy7mCaAPgtZV59bJgYThNp0vWeJUyJCiGSqPls/ppwO89a3h\na0OKGu3n6Xmd8tGkx/RynqUqmsMZ3siCphRN62IgWo66TOd4Teyqc4RmOqc+mnUQTT5Zxf8ti4G4\nohmTb6EM8ZcML3p6AC65RA6SW4eiicAOBk01MR2vZjqX0pfIFg/YnmI6t17Pzc4afETTor5piwLq\nVDTxHvDZSg3SqmiGFJAqRLOK6TZUF6xEM/TO8HOttaYCQFx4IykdDsl0jormEUcAPPKInja9nkJT\nNLUOvu5V50cdBbD55u5/jZjTdC1EswnTuQWpChR/1lnmFM1YoumrP5ddBnDHHe7/U04BeP3rbelZ\nxAHtvKqKJqb/3e+6uKzSeBIWKKZCuw2w557um0Q03/rWfJtkH4abaFry0cYk6VqtftVhOtfyxWs1\nK+tBbvfeVVutcktKk4om72fqVDRTYCaaWZbBsmXLTH9Nwuq/oiFENLmiiUTTMiPlZZTK+qtfAey/\nv38xkLTqPASeZ6yi6YvRSdOQBmkLKULyzEl1HUQTy4Tviiua2mzXp2hyvzIOqdydXgzkQ6qPJv99\niy3eDwDxq85D+ftM5wccADBtmv/6EElLDdhelzndYjrvhKJZxXRuvSaUX52mcwCAc84B2HVXexr4\nv2XssLa7VKJ5zDEuLqsvD/1Zvx9aLYBvftN9k3w099oL4NRTw+XShJNuUjSfeALg2Wft6SN8fXwV\nRVN7Zlp/vuee7trNNiuez617TSuamo+mRdHk/VjjpvPbb78dxowZY/p7+OGH40vCcOihh8L06dNX\n/QFMB4C94OabZxXOmz179ku/FUnQ6aefDtdeey1LdQ4sWTId5s2bxx7WRTBhwuUAkL/EgYHHAWA6\n9PbOBYD84V511VVw1llnFZSjJUuWwPTp0+HOO11wa3yRc+fOhBNPPLFQgn32AXjssRkAMGtVuu58\ndx/tNieap8PPfla+j+nT3X0gXHkughdfvLxw5uOPPw6XXDIdAOayNK4CgLNWVSRH0pYAQH4fiJkz\nZ8L8+ScW7g0AYMaMGbBixazCs5w9e/ZL76tYIW+80b0PWrFffHEOvOc90wFgHjv/IgAo34dLt3gf\nV111Fdx4ozPvIlkeHHT38eijxffRbs+EK64ovo+X7gTwfeTlm/1S2ThOB4BrC/f217/OAYDpsGxZ\nsV5ddNFFcPnll7PrH4cZM6bD3Lnl+zjrrLNWfXdldvcBkL+PVsu9D16vANz7eOghdx/YOWL7QPMO\nlm/RIncfRcyB//ov9z6KneJF8LWvld/HeefJ7+Oss84qdM7YPuh9uPubCV/5Sl6v0HT+3/89A2bN\nKrdzrFf59QD4Pug9P/roHPjd7/J6hcD3QfsJrFf8fdx9d/F9AJTbOUJ6H64fcfWK1olf/rLcX+F9\n0P7KXTMHbrttOmTZvMI9S/VKu48bbijfx/Ll5XqF93HddSeS/B36+2fAxRf73wfiW9+S69XnP5+/\nD+k+MD+8j6Ehud+lCL0PPoC/8ELezvl9lBXN4n20WgBz5uT9Lh2Afe9j8eK5hXvm48dLdwLHHDMd\n/v73Yn8l1at2G+DMM919UKK5bNls+Nvfyu9DGwdPOKE4frx0JzBrlq1eSe8DQH4fADPh1FNPLBGU\nGTP87XzixNxyqd3HlVeWx/MvfSkfP3JS5cbzhx+eW2h3jz3mxkF6Pa9X2K9cf33xfWDaN9xQrFet\nljwOttvuPubPd/eBwsj997vxA9tHrmheBI88UrwPgMfh+uv1fhfhyuza+VNP3Vkow+zZMwHgxJKi\nKb2Pp5/O+6t//GMmPP/8dPj2t6fD5ptvDjvvvDOceeaZYEJmxFNPPZV94xvfMP0tWLCgdP2NN96Y\ntVqt7Pbbb/fmc88992QAkN1zzz2F4+7RZdny5eVr8LcvftF9Tpki/45/WZZlDzxQPPb1r2fZI4/k\n14wd645vs437vPnmYpq33OKO77ZbuTxf+IL77dxz5Xt897vzfJ94Ii83QJatXJllfX3u/+22c5+3\n3FK+F46993bHN9vMfZ55Zv7b7NnlZ4B/n/60+zz77GLaPJ8tt3TfL7jAfbZa7vgGG2TZ1lvL93nx\nxcV8sizLdtklP/bmN2fZ3/6Wf3/++WLe/J3x3xDf/rb7/oUvuO/rr198Z5dd5r7392fZHXfk1996\nazmf005zn2uvnWV//7v+3DbeOM//ttvcsTe8Ict23VV+FrTsAwP6OYgXXpDz/dWv/NfhM//JT/Jj\nN9+cZffem5cxy7Js8mQ5/auvdp977unOe8tb3PfHHivndfvt8vvIsiz7/e/z58nvHyDLXnzRfX7t\na+7z9a93n6NGufbAr+FYsKCc9ytekT+jQw7Jf/vmN4vXDg664+99bznd733P/Xb55eLjNeOZZ/L8\nr7giPz5vXn785JP154dt/93vdu2Ltg8LMM0HHsiPTZvmjv3613r7uuYa933q1Cy77rq8X7XklWXu\nWfO0d9stb6MA7vlzTJxYLMeECe77xz9uv2eOp5/O81y4MMs22kh/3jfemL+rH/9Yfz6If/5T/o0f\n228/9/2nPy2ed955xfSXLcv7YmlM6e93v917b5b94x/l8vX1ub41BDx/3rzi8Y98xB2fNUu/drfd\n5Gch3Tc/vnhx3i8DZNmkSeGyasBnAZBl3/qWO/aXv+THHnww//+pp9zvW23lvi9dWuzXjz467/c0\n9PTI9/bZz7rjV15ZfBebbVY874wz8racZa5tAWTZj37kvtP3udVWWXbccVm2007u+zvfmb9fPOfy\ny93nscfqZUYOApBlH/xglh1zjPt/3XWz7J573P/TpuXjAQde+4EP5P8fdVSWrbdell16aX6extc4\nzC7+G2ywAbzjHe+wnt4YLOaPLCsenzvXycQ77JAf47Or3t6iuQ7TSDGdh8ww3MGWS/3cdG4x0/hM\nAHWYzrlpnj5ji7kJTefcbFHHYiD01hg92n1qPpp8gY+UHw3q3ZSPZsqq0NBx/jt9P295S74Izpo+\nfi5cOBcAto3eGQjzD7lV0MVA+N3yDH1tgi8Gkn7/058Att66/Jvvuhh0i+mc5vGHPzjXoX/+M5wv\n9eWKeSYW07nlPuow5caYzqXnLaWDqBpH09dP6+4Oc6Hdltsi+mhakdK/3HlncTeiGNTlJsUh9TNS\n30zfb6rpnAOvtfaNeP7y5e4Txyuf6dy3zsAXTo/6VtJxj76H2IDtSDkbNZ13C1KI5jbbAGy/vfv9\n6KPdsVBnUmUxUMipm65Skxog5q11UnvsUU4T05BC+vieGVbWWKJJ8w2RCQCZaNbV+Sxd6j7xXeE9\n8VXnfEWmbwAJEU2KWJJUhYxaiaaWnnUAx98ffPBjABDvo4mLYo48Uv4dnzOvF6EdcxAxi4Ek7LCD\nPyxJ1YGQPi/a6dNyxy4GiiESUn4TJgBMmZKnvc46er60bVqIJlrRpTLyVefDRTQtZMI6Ua+baFIi\nrL/nj60iIhJSF375ykXR359H9khJty6iGXpH2mYJ+D11MZCWZ4ho8rrMiSZvG9JiINoGLUTzpJNc\njGVMX5pAxi4GqkI0E3cwtuPSSy8FAIAHHngAAACuu+46uOOlJYPnn39+dHoWdU7rGOlq7liiqQVw\nl/IKdRghRZOXgYe08Dn4SzMg3zNDPx++tRuHj2haSJGmaNbR+aCiyd8VJ910ZqeFAUlRNPF/K9G0\nwELefQiRg5Cigflsu+0X4dln44nm5MnlMhx1FMBNN7n/sZ6iQuIbHCRg+SZMAPjXv9z/MURTQ12K\nJu2gpRAhAHZCXZeiycuw664AP/uZfB3NK/RMaJ8k5cdXnVvgU/dSEEM0O6FoamXU8nP4IrTbOrFp\nWtGsAj5O+OJhp6aP8BHJblA0sc+zKJo+ounr4/r7AS64wEXoqbIYiPZduFizK4nmhRdeCK1WC7Is\ng1arBV/72tcAAKDVanWcaPrSCRFNbjLwzfarKpq8DLQyhMKmxBICvK9UohlKH2FZdZ4KrmhqpnO6\nPZv2HKuEN3rqKTnsVgq052KdPWttIDSY8d/7+6eq+dI09trLXy4AF2eSEoieHoDf/Cb/LqWrgQbl\n52p8yHRuQVOKpjYgavnTelg30fTlyyeBPoQ2OeCmc1++1uMWpCia0n3XQTRDadLy6f3OVK+i2e1E\nk6YtraauAs1SILWduogmwtonc6KpWUupounbGSg0mZba8nApmo2bzoeGhmBwcLDwif/XjRiiyZFK\nNH3l0M7xKZoUkgqoAe85FNIHAOBNb8r/R0WzCdM5fQ9NKppozpk0qZivz3Te1+cfQFJ8NP/612LI\nkSqom2jy79aBn5N26ZwpUwDuvtufnoS+PoCZM93/Uufvg2RRqEPRrAv0fnxE8/e/l6+XBoakDt4z\nMZTSq5KXlh83nVtQtRz82tDEUQs3p5WhCdO55Z7bbV0NrINo1qUgS/mdckr+vYqi6au3AMV7kJ67\nNDFKqWe+XdMkYF44FvoUTXw+kqKJ+YUoFKbr24IyVI/p71UUzRHno+kDvgDLIMMHXl4h8XesDDFE\n02dWBwjvjYqQzIoauF+iL/2PfjT/P5Zohho5BX0P2LhoEF7e+acOKqedBnDjjXkgY8tioBDRTNkZ\niOZdFVreoboQIpqximbM7lSx0HwXLfUAz6fPmw7q9HhTKo0PNE+NaLbbALvt5r++qo9mSDW99FJ5\nZx1azpiJe92m804rmtb+rdOLgeg5dfhoamS6SUXzwgsBbr3Vfa9L0ZTem2/S2mrV56OJYy5/H9Zn\nKxHN3l73bCyKZgzR1BTNULtcQzQFNKFoIgGrk2hy07n2sqsQTZ9SSL9zfxENKYqmRDS/+lW3MAvT\nqkPR7Otzg6WmwkkNjprRKaym86lT8//peXUJ9amK5hvf6D533LF4HN/voYfK6b/tbQB//GO5U1y5\n8nI136qDEh1sYn00EZqiSY8fcEBaenWhm03n553nJmnSb3UpqBbTOcdwEs3hUjTD7kmXey0tVRTN\nUJSIquDvs24fTc10zvPlRLNKPbNOwrUJhEQ0v/xlgPe/Pz/XF7DdOtbwyWqMjyb9vUodWUM0X4L2\n8NB0jivF+Pk+H00N3HTetKLJy0O/V/XR9BEySjTXXtt9brABwAc+kF9bB9HU8pVM5yEHbmo618oz\ne3a+qIWmT/OuilSiufvurk5uumnxeH+/23f6/e+X0586FWDnncv577//EvjLX5ohmrSuvvhi/n/M\ngBkimn/+M8BGG8WnV+eAW4VoNrkYKKTe+fo4Dammc+wffOWJBb8XWoZzzy2e2xTR9KXBfw+/5yUm\ngaNKeTpFNOv20eSWAul/PK8uoqkpmhp4WSQfzde+FmDzzf2E3OqjiaiyBaWkaKag8cVAnUSTRDPF\nR1PDcCuaND8si9bR82tiFgNhQzjssDzUAj2/LkVTyze0GMg3gPhM56gaImg6w61o+kAnE1qd4B3v\npZdeoqZXp6JJ9zaPSVfqbOlioFSfszoHXHqfvkFQyr+qolnFRzOFaKaazn/xC7c9r6WMKaD3c801\nAO99b/H3WNO5tV7Vazq/xJvvSCCaiE6vOqfn1WU6t/poau+V79YmITW8Ec2bE03qdhSraHbtqvNO\nIoZoWhdH4ODMF3lUmVkOt6JJ87vwQhdnlKpZEqqYzk8+uegDKg1mvFxVUMVH0xreiKIJ03mqj6YV\nVqIZk0YsaF098UQXjiM23dBioCZ8S2NRl6LZhI+m5bc6FM3QO502rbhhRh1Ek/ctdJLJEatoWsH3\ntdbStCma1QSOUP6h9KuAp9/kYqAQkZT8wTuhaKY8cySjseGNaB7cdG7tg/jva3w0X0ITiuZOO7nP\n3Xe3nQ9Qn48mVuQmFc2xYwFOP91m2uHX4vEQ0dScpTmZq5toIqGnpvOQotktRLMJRdOXfgrRRKSa\nU+iEa9ttAT796WJZYvOWFgONVKKJoPUwpX2khjdKzU/z0RwOZZnfi89tpimiWfdiIJ9CXYeimfqe\nYvOtezGQZimwjmtVFM1UH03+u3RMIuTWVeeYjmY6B+gc0VytFM0QwfNBe3ivfKVTFvkL9+UVIrzW\n8EY8Lx9iVp1bzXfSNSmmc16Zm1Y0Eb7FQFXDG1GsTkSTY968eTBZCQ5ap6LZasmRD/7nf/wREaRV\n561WddN5nfCtOtdA20hTRNM3wKW+25Gw6txHNH2+2VUQIq+29zwPWq1yW+zttW9BiW2D59H0YiCa\nP0CzPpoxodLqUDQtkwhfWXx5pwZsp2lTSx7nG6HnU5fpvAu64fpAfQ9Sr+Xo6fGTtyYXA9EyhOBT\nNH0NwVppUkzn2l7t2uzKUpaFC8PnICQfzZjFQMNJNDV0ynSOOOmkk8xpxIK3K/QTxgD8AG7L2EMO\n0dOQ2l+rla5oDsdioKuuAvjYx4rXSG2kLoXRkg49p6rpvL8/vuzDRTR95DsFKTsD6Wblk8R08H6q\nmM5Dx+tGp3w0Q/WoTkVTi9ySomgi6HPiIY+siiZ3v1mjaFYEPpQUoqk9PO1F+B52qFOxms5DZaDw\nBdbmqKJo+mbiWpk003mKohmz1y5fdW5ZDFTVdN50oPBOmc4RF198cTCN1MGJm7iQaC5ZYk8jFEdz\nJBDNM84oX0MHhioqWx2rzmOgEaHhVjQB/JPMPfZwn3vtBfDcc/50YpBiOtfVvou9RLOK6byO5x2T\nb5PhjWJ8MOtSNP/yFzeub7mlnkcVRRP/HxiII5qvex3AdtsBPPRQXgZajk4tBlqtFE18KCmqUhNE\n02o6r1PRtBCRFL9Iqmi+/vUA114bTiNkOk9RNGPAd2iiA16dpnOaTtOKZqdM5/j7LrvsEkwj1UeT\nXtdq5SbyxYvT0uhW03nVVeeWPkJD7GIgaRJYVdFMIZq8PHXAp2i+6lXuPnfYQSdhKUghmlSIKGKX\nYJ8VgpV4NYU6iGZogiTV+c9/3oUO0q6rqmi+8pUudJ8PWh6+90afE9aLGKJ5660ABx64RtGsFbhC\nfNmy+GvrJJox4Y0s51uIJgZEl3w6fCvsrZWGVtSf/7x4PEQ0fYpmE4uBpHwAbIuBLHE0Oeg94Hto\nCt206rxuoKIZQzSl57E6LAaqS9FMNQWnEk3pnmi7s6IJRdNKcpogmpY0w0RTJ/LabxqGo33TfJvc\nGUi6twMPdH9aeaoQzZBvbZ2KJkB8HE1ehhhFk1vr1iiakA9UdS4GClUOn4+mVdHkL5uqhQDVTee+\n7Ta1+/7d7wD+8IfyeXUuBmpa0URgmXl4Iwm807Z03iPRdM6RsuCk6vviimas6fzLXwb47W/L6XWb\noqnVtRiiWed9WE3niOFQNEODc0waiJB/tjWdGMQomniOj4RJ19Xpo9kpVCGaqZMnX1pNEk1EDNGU\nCDlOQGK22uZ58zE3djGQVt5g/vGXdC9C+3X70ITpXAP30eR5nHRScXFA1TiaseUDcOGcdt01fK1F\n0bSuOrdi4sS48yVia/HRpNf6MBIXA/H3qA2E1/JZj3BOKjiBiTWdv+99ztTJ02u1utdHk6bdCdO5\nL21LvrHoZh9Nn+nccl0KQhOeyy5zO43RfPTFp9dWVjRXB9O5tAK7qmtGyn3zVedWRfPeewF+/evy\n7xLoc0LSGRPeSCpDqo9mlZ2BViuiGdrdxocmiGaqosnzreqjSVd//+531ToTiZCEFgPx8muzKyv+\n+leAf/zDfn6q6Zx++tBJRbOugSBkOkfMmTOn8bJgWpts4v6P2ZtcQjcvBqJpx8TRbIJoWghnatoU\nKabzquWQru0moolpTpiQ7zQWNivPMU2OLRhuRbOOxUBnnglw7LHu/+FUNDUhRctrp50A9tzTfz7W\nG0nRjN3rHEAfc9f4aCYghmhq5Cd0HqJKJ90k0fT5aL7//U6pvP/+cHoaUkznWiebqppMmhR3vmY6\nb4JoNq1o1gUr0bz66qvNacSCT8QmTZJj1sam122mc04cLESzSUWT5xE6FqNiSOeuUTT1NOnxMNG8\nunEfzVTFygq+liAFWPaPfjS/9+EgmqmKpva7hKqLgaQypBLNNavOXwLdyzmEadNc/Lp3v9t9j1U0\nQ6qlDyHTOc+3qunc56MZixTTuUY0223X4Rx/PMAdd6SXKYQqpvMYcxSAv/HffjvAbbeF0+sEQkSz\nKcXjttvctqcAZR9NgHpMat28GIjCYjofLh/NVHKrbWAxHESToxt9NOOIpr/PstT14VYycVvlOhYD\n0Xtp0nQuuZABlPuYpokmXwyUqmhWNZ2/7Ilm7IzujDOc6QK/Swgpmj6i2W2m8zo67zqJJl77zW8C\n7Ltvepk4NtpIzo8+x9ACjSYUzf32q24Wrgsa0UxJI2aydcABAJdcUr6ujgFwJOx1DhCnaOLkqAnT\neeiclPerKZqx5V/dFE3fZBsRWqhIz3nzm/NjKYomR6cI6MqV7rPJ8EYpafmuv+02gEcfLR+3KpqI\nlMVA9Dl98YsARxyR84fUVefDoWiuVqbzFIQqScosJNRB0x0ELETT0oFYFgOFZlYWxDRyi6LZBObM\nAXjyyfw7NZ2j6aYpH83VzXQek8Zwgw7qqabzJkyH2va1VtN5J300JYUt5plIg1+KoimVp+q13UQ0\npbRjFM0f/rA8YekGN5EQ6iCaCOnZpabhu378ePfHEatohn6XQOvqrrsCfP/7AMuXF/O3gPcniJhV\n52sUzQoIVYKR5qPpM51XIXjatVUVzSawwQYAO+9czq/dbp5ojlRoRHP69OnqNVXfY92KJk0rVdE8\n/HCAGTMA3vGO+sqjrfAfLtM5z0PLF7G6+GgOp+lcI68SWdJXnU+vbdW5tZx1oynTeZNEU8Ob3uQ+\nX/EKWxopopVUV1NWnde1GAhgjaKZhJCSU8V0roE3kKYVTV5BUioiOmZ+AAAgAElEQVSKzwQUWnXe\naUWTg878Q0SzahzNkQKN/CDw2Zwh7Y/IzqljZ6A6IC0Giq3rY8cCXH99veXiiFE0h8t0ri2WC0Hz\n0ewm03knA7YjLCQD+0udhJ3h7bPqcBNpejFQnUSTokkfTQ3HHOPGXa3v5N+r+mgiMJ1OhDdC9RQg\nX0S8RtFMQKqsbXnYlkYbIprWzqNTpvOYVecxjvAajjwybu9rCXRgx9nnEUfI53KiiSF3LOmPJFgU\nFgCAgw46aFjKkwJpMVC3mfcBRobpPHVjgG5WNLvddI5mZZ2EHVTbqnNfOZrESDSd+0Cfeaqi6YPU\nR2A+dQRsD/GL+fPL563WiuYvfwnwwAP1p5uqylhM59Y06yCaCGzAvi0ou2nVuYSenmK4pphoAhJo\nfuuumz+P++7zn4vnhJ5XN5KZEDSzYkzHW/W+O7EYqBvRzYomJWPjxrn/YzZIWH/98rEqu1nVed9W\n03kM0dxjD39aWh8oEVBU+yxiAUUdpvNOActY9+Yqw0U0LWWokofvmk4omriwdrfd8l3YVmtF83Wv\nAzjttPrTxYfeBNG0piN1EKlEU+pEd9rJDQDvele4fNtu60+/Ez6azz0H8KEPydemgJrOpeMUmB86\nf1veZZOKZqsF8OyzzaRLETL/+NJo2twWC7oYqBsRs3ijCR9Ny8DX1wew//4AN9wA8N732tOeNg3g\nppuKx4bLdK6lWZeP5ooVAHff7b9Wc+GQjocVTbke1KFodgrHHQfw6U8DvO1t1dOiz244TOe+8kjH\nY8poKU8nFM399wd4/HEXMaUKRoyi2RRSZGh6XdUBrS7TOS8XxfjxAE8/nX/XKvwzz4TVwxjT+fnn\nA/zznwAbbiifr5Vj/PhcRamj89QUJKnc48YBXHMNwFFHlX+7/fZy6KS6yujD5Mn1pxlSNBGzZs2C\nIxQ/gzWKZho6YTp/4IHwxgwh03mrle+8EoMttyx+7+3NfaOtGE6iac0zxvxrMZ2HFc1Z0GqV2+JI\niqPZ1wdw9tn1pNUNpvMYxIwT558P8Le/Aayzjn5OHQHbLWWaMqX6sx4Bc6A4bL553PlNKJqITvpo\nxpRLq1zrrecWQ8RcqymyAADbbw/wq1/pcQQtqnCdiqZFtWu3nYKz3nrl3/bbzyk20jUjHRrRnDlz\npnpNJztpC1ZHoplqOn/Vq3SS6HtvqaqflAaiSsD2OttWE6bzEGJ8NH0LZdx5M73Wr5FgOm8K3Uw0\nU+ry7rs7ty1fXe2E6RwR44sqXh9/SXfjL38BWLTIfn6qoukjqLGmcx/RTO2gfSS3SqOqwz/G0vA6\nQTQlpOTXJNFsygQcUjTx84YbbmimAADwnvfo5amCdhvgsMPqS69uWNp2VUXTB8sErwrR5PeVErCd\nl6cOpCqa3UA0HW4Qy4Lnrw4T3hiszoqmBVJsz1DesaZzxBpFk2H06Lg9z4db0QQIhzeKQVM+hT5V\nsAn/qzqJZozpvNuIZlMIhTeyoKr7yAc/GOf/FwJVNK++GuD55+tLOwVXXglw8MHl4/jcYhTNJupY\nyEczFbys3bIFZd0+mhaEFgNJPpqxzx4X1gxnP/TVr7pg4p1AHWIHv67JiVwTedxwQ9g/mALr1HAp\nmmt8NCv6aMb+JkF62dgZNmECrFLh6ySaw61oSuWW3sUGGwAsXhxOvwk0FV0opGimpFGlHHWkRdWj\n3t641dJN4MMfdn8csabzuhVNX4zRJkznwxXeSEuzk4qmloakdFoWA0lAv/o6fDRTJ43vfnfadVVQ\nh6KZ0u+los6JQKzvdH+/++Tj9Rqi2SGkqjKW66oomlgxUp3ofagzvJE1T+l8y3V1dvKpiuYTT/jf\nZVNKwr/+1RxZ6hai2URH3+1+aLGm85TJnA8Wt5o6Tecpq86b2KlmJPto+lCHotntbUZCt010Q3kM\np+KMfCJV0VxjOq+IqkRTApruJ02ypTWSieZIUDQtChI/l6KvLz7kSB3YcMPqMUQ1aEST/37iiSea\n00hBHbuZcHT7oBlbH+sOb4TolOk8RdFE1D0BsZDe4Saa+rOX2yL2EVUWA3VzODCOJialLxeiCVC8\nV2uZ1iiaFYEPsE7T+atfDXDjjW7fZAs6TTTrNp03YRYbLtN5FV/FkQxNWWx6Z6AmFM1u95m1EE1K\nUJoynUtoStHsFqKZcl+dIprHHAPwpS+Vw0PlkNsiKpp1TNpGUl9WpayXX+5WbdMtFpvGcD5b5BPo\nnoHolKK5hmg2tBjorW/1/z5qVD6D9RHNmBAGVnSL6bzTPppNLQYaibCazo877jhzGil4OSqaseFo\nmjKdd9JHM7X8dU9ALPfVhKKp+WjS4/vvHxqH5LYYo2iGMJKUzSr42Mfc5yWXuM8675vXsW5SNK1E\nc+7c4vc1imZF4EPrdMD20aNtRDMWlnJ1i+m8U4pm06vOAdzz7naCQ2E1ncekkYI1iqaMJhVNRDeb\nzpvw0bQqmp0wnYeUzlCZKJBoVmmzI6nvQtTpo1kX0bzySoDp0+XfRhLR3Gab4veqZV9DNBvw0bRg\n9GiAhQvd/3UQzcsuA/j5z5sjCFrH2LSPpm9nhKr5vZwVTS28UYzP0hpFMw2xRDPFPcWHphXNNabz\nHDGm81Sg6bwJ61c3oxuJphRlYiQqmhxrFgNVRGpFSzW5IyiRrINonnMOwM9+Zju37tWJTSiaCGmH\nnlRYGlUTxKcbYTWd33nnneY0UvByXHWO92w1nTelaGr5AdRLNKuUf3U1naelLbdFVDTRQra6o4m+\nohMuA93oo9mpNQkve6LZlI9mCB/4QP5/E6ZzH6pUrjoXA/muw92d1l8/Lm0J6BaxxkczR4ho4ucV\nV1xhTiMFqYvxLGl2KyyKJg303ck4mogqpnOJqKVOKEa66bxeyG0RFU3LwhbtXj72MYBTTgHYe+/E\nog0DulHR9OUxkhVN2j+vIZoJGC4fzY9+NL+20z6aVRpop3w0n33WfdZBNNGktMZ0rkO77+uvvz54\nbZVOGut+nUSze4iBDAvRfOEF9zlx4shbDCTVpZe7j6b1uB9yW4xRNI8+Wj6+7roAX/lKtQlGp/H/\n27v34CqqPA/g35sQBGIIeUBQICS8XVFBdhGR8NCR8IwBRUZxWEgK0RhQrAqDu5RCYeEA1mhBojIa\nZRzWSBF2cMbygTgBIjVVUGZXHATNKCXIO4HwiknAnP3j7r3kPtP33u4+p7u/n6pbIZ2+p09f+tf3\n1+fRzURTu1gTzbZ3v2GiGYU773T/HDQosvfpeQK0QotmuPcaMUbTk2jq0XXuSTTZonldqC9T/+Vd\nPM0lGsqIhufz1nN8meqJppZZ56dPu39mZOh/H81wX6qehF/vRFOVrvNoEqlY6hDqAiq6RDp4LHpC\nVEui+dZb1+cGkLld59HG8OjRwPr1sW071kSz7fk5ms/K8ZOBxo0DLlyI7AH1gPFjyjp10q98f1aY\ndV5X5/5pZNd5ME5NNKPp2tRzMpARj1pVlZYWzTNn3D8zMvRv0fQIVqan5ULPrnMg8uMr0lnZWqjU\nohlp2eHW87Roauk679ABSErStk3VGdHKb4RI5iQEs3dv7HXQM9GM9N7eAFs0AUSeZALGt5oY2aKp\nZ9d5NOVpadH0JJppaZGVHQy7zgOFSjRD/T1cGXocT0w0fXmShh499B+j6dl+sHOM50tEdte5h9W7\nzvUS7uEfnAwUe1kqt2jqwRPr/seI1gtKJpqSGH2ARtuiYHbXuVEtmu+9Byxbps8scDt0nRcUAC+/\nrF957d3eyKOkpCRkGXrEgBFd56qLZNZ5QoL+LZoDBwLr1gHB5nl5WjxkJ5pGPetctRZNrd5+G1i0\nKHgsRtKiaScco6ldqBbNaBJN/zK0cHzXebSMvso1ckyT3pOBIg0gLV+0t90GvPRSZOWGYodZ5+Xl\n+pantes8MzNT3w37YYtm+2bNAv7lX/TbvsvlnowYjB5d5+F6Paww61xPek0G6tABGDgweCyGaq2y\nO6skmh5WTjTbtmIy0dTRl19en/kZjArdKTKEm6kaaRlmfYaRdJ075T6a/kJ9NosWLQr5Hj0nAzHR\nDG3MGPfLDHp0net5AWf1rnM9JwOFisWOHd0/nZZo6oEtmtreH2vXORPNEDyz0UNRNdE0OnDMejKQ\nnkJ1nQcTy//r8uVAz57Rv99MnAwkj5ZZ5z/8EF3LQaxU6Tr3sHqiGem2ouGZdd63b+xlWYlVWjTN\nblgJxnMx4n9O0RrnTDQlifXJQEYx6mAOlRwaNUZTT21vfh2sHu0t02rVqujfa7b2Ek2jh2D4b9eJ\nYzTDXfhkZ5tTF3+qdJ0bMUbz0UeBc+faX0/FMZrhJCa6ZyYPH278tlTAyUDRb1uPrnNOBjKRmQeo\nSvyD5e67gREjIivD7BbNSBJNp9CaaB4+fFhzGdFwYotmpF3nZrLzrPOpU4Hf/Ea/8rQYMEC/ssLF\n4ujR1ycFOYXVWjRVGP8vq+tcgV23JlWTFKPqFeq+dq+8Ajz1VGRlyRqjqWUykFO0d3sjj6VLlxpa\nDyeP0VThi8efncdoRrvNWJKQTz4BqqsDl0dTptGxaISSEuDmm40p2yqJpocK8e5/njVr1rkCu25N\nqiYpZo/RjIbZV3iPPAIUFrp/kpvWMZqlpaXtlsHbG0VG1WE3gHFjNFWYdS5jm+npwSdyRTM0IFws\nqmrtWuD4cX3LtFrXuQpjNENhi6biVDxoAOPrpWeiadZnmJjofvTajTcGr4cT6XF7I3adR8czlk7F\n50obPUZTKyPGaEbLjCREC6NvNWY1bNGMnH9jC2edK45jNKOnypgVFb7EZGmv65yTgYyzapV7rKD/\nhY8KPF88sTwCV9VnnUe7Taed453ESWM0m5sDeyq09lzEOhmIiWaUzDgB/vDD9dsSaMUWzcjr4US8\nvZE8HTroewN2PS1e7E42J0yIvoxwx4UVu86ZaKrJKvfxVSXRDJZLRNOiGWlOArDrPGpmnACzs4Fe\nvSJ7j9H10rO7QnbgMdEM/L/w/0zWrFljaD2cOBlIZZ06AUuWyI/NUJMPzWRka1c0ZRodi1Zjta5z\nFb9vtN75wpNo/sd/AM89F/l2mGhGScWDxkh6JoeqtGg6mdau88bGRs1lRMOJXedOUlUV3ftkjtH0\nf2St56kqeopm/8LFopPoeUx4uo7NuCm/7Iu3YLTud2Ki++ezz15/QEAk2HUeJVVnjlqp61x24Dk5\n0dXadb5y5cp2y4glBjy3PrnppujLIDUlJADjx/sus0LXuUd8vHs8WizjVdsTyf6Fi0Un0uPY+Pd/\nB44dAx5+OPay2iP7+y4W69cD48YBaWnRvd/QXf/8889RUFCAQYMGITExEf3798eCBQtw6tQpIzdr\nClUnA1np9kayEz3Z21eJrDGa997rfqrJgw/GXhapRY9zkIwY9e+2NzLRpMjpeUx06gS8+GJ04w61\nUqVhJRapqcCCBdG/39AWzd/+9rc4e/Ys8vPzMXjwYOzatQubN2/Gjh07cODAASQnJxu5eUOpmqSw\nRTPyejhRe7PMI5l1HuvnOHp0bO8nNcWSaIZ6mpcZPPX2dKsy0VRLqGEH27YBt9xifn20cvL3jaGJ\n5rp16zB27FjE//9gl6KiIlRXV2PcuHF47bXX8Fw0o0oV4dSDRs8B2E79DFXQ9v9AiNCPoKyrq0N6\nerr5FSTLiyXRPHPG/bNHD33qEgkzx2hGgrHoy//7Y+ZMOfVojyoNKzIZuusTJkzwJpkeOTk5SElJ\nwcGDB43ctOFU7zpXuXxVAq/tvqSmyquHDFpnnRcUFLRbhmoxQGoIdlxoPX80N7t/9u6tX3208tTb\n89WlyhjNcLHoJFZroFDl+04m0ycDnTt3Dg0NDbjZqAegmkTVg90KX/6qtGi23f7+/YDFr30iojXR\nXLFiRbtlEAWjxzlIxgWg/xjNzp21v7dDByA/X/s2IhEuFp3IaucfJpomWrduHYQQmKlqO7fFGRV8\neiawqlzhtf2s+vVzv5xC6+2N7rzzTs1lELXHCrPO/cdoRtJ17nlWvFaR7F+4WHQSq513VPm+k0lz\noimEQLOnP6MdnUL0NVRVVWHt2rWYO3cuRo0apXXTpIDycvfzwpOSYi9LxRZNp5M165ycxQrHjP8Y\nTU4Gsp4PPgBSUmTXwpcVjn2jaM6xd+/ejS5dumh6fffddwHvP3ToEB566CEMGzYMZWVl7W5vypQp\nyMvL83ndfffd2L59u896O3bsAJAX8P6nnnoK5eXlPstqamqQl5eHuro6n+UvvPBCwFMXjh49iry8\nPBw+fNhn+YYNG1BSUuKzrLGxEXl5efjiiy98lldUVGD+/PkBdZs9e3bAfgD67Md772nbD2ADAO37\n8fzz87FypW+wBNuPHTt2IC8v/H54yjhyRI3/DyC6/fBQ+bgKtR//8z9PASj3udquqanBsmV5ALTt\nx0MP5QGQux92+f9wwn4AdT6tOuH249ZbD+P+++Xsh7tF8yn8/LN7PzyJpp7/H217hnhc6b8fhw6t\nQU6OGvvR9hwbaj/c3/3m/X8Ake9HRUWFNxfLzs7GsGHD8MwzzwSUE4xLCG2doadPn8ann36qqdD8\n/Hx07drV+/uxY8dwzz33oGPHjti7dy8yMjJCvrempgYjRozAl19+qbmrQNa4RJcL6NMHOHpUn7KA\n2Pdh715gzBhg0SL3TVaN3l40vv0WGDLEfdUZ5JximgsXgG7d3P9WeUyrEX79a2DLFnf34LVrQH29\nezyc5/h59FHgv/4LKC8vR2FhYdAymprc49cyMgAVbo1rhfHJThHs/2L9evcN3G+/XW492vP11+46\n9unjvpn3ihXACy/oW6/nnwdWrQI+/RSYOFHbe/xj0anHe8+ewOnT1tnvDRuAxYuB2lpgwIDg65j9\nf6nX9rTma5q7zjMyMjB37tyIK1JfX4+JEyfi6tWrqKqqCptkWpFeB8bevc4Zw6HKmBUnd2X4n2hC\ndZ3X1NSETDSd/PlR5BYvll0DbYYMcT9AICcHeOYZY7rOo/neCBeLpC5Vvu9kMnQy0JUrVzBlyhSc\nPHkSVVVV6N+/v5GbszS9blpthS9/jtGUz7Pv/jfG9v9Mwg1zcfLnR/aVkABUVgLvv+/+XZXbG2kZ\ncuYEVjvvqPJ9J5OhieacOXOwf/9+FBQU4ODBgz73zkxKSsIDDzxg5OYdyQrdKbzCky9Ui6b/37WU\nQWRHnrmvqtywnazNyd93hiaaX331FVwuF95++228/fbbPn/LysqyRaKp2gnDCl/+qlzhyd6+SqKZ\ndU5kZ01N7p+qtGiSNbFhxeBE88iRI0YWTxalSuCpkvDKEOo+mtHc3kiVi639+90TzYj0YEaiSc4h\n+/tOJgfvuj1ZIWlSJcHzbN/vKamO0F6i6fkZ7FYjocqQ7V//FZgzR3YtyEPmHSX08JvfuJ+fPW2a\n/mVHc3EWLhZJXap838lk+pOByFiqtTIF07s38MQTgOwHXTg50fS/ug41RrO4uDhkGU4+cVJ4Fy9a\nvyUwNRXYts3YbUQSQ+Fi0Umset5xcosmE80YqZbQWSEIExKA11+XXYvrnJhoau06nxjmJn9WONZI\nDj2eIGZn0XxvhItFUpcqQ8VkYqIZgxkzgCeflF0LipaTWzT9k0R27xCZj/Fmfyommv/5n0CvXuZt\nj4lmDP77v2XXIBBPXNo5OdH0FyrxjOQ9RERGs+p5R6V6v/iiudtTKMcmPah0MKvOyYnmoEHBl/sf\nP/7PviWi2EXTdc5YtCYVWzTN5uBdJ3JzYqK5dCmwb597YlZb/olmRUVFu2WpNk6ZSHVpae6fiYna\n36MlFkldTk402XVuM2zR1M7JLZrx8cC//Vvov3s+my1btphTISIHefppIDMTuOsu7e/xj8WKCoDh\nqT62aDLRtK32Wpn+93+Brl3NqYuqeAIIPE6iuVDhxQ1RZBISgIcfjq2MX//a/SJrcPL3DBNNh7rj\nDtk1kM/JLZqhMGkkIpVZ7RzFO3pwjCY5GBPN0C2akZwUOUaTiCg49pwx0bQdJ181RcvJiebGjcD4\n8YHLPcfR/PnzTa0PEQXHWLQ2JppEDsQWTfdznKuqrv8eyZOBiMg8jEVrYosmE01yMJ4AAvknmo88\n8oicihCRD8aiNaWlAd26Oft7xsG7bm8cN6ddB06JC8AhGESkotxc2TWIzPTpwPffM9EkG2GCEDkn\nd5374/FDRCp74w3gzBnZtdAuLg5ITZVdC7mYaNoMWzIjt2CB7Bqowz/R/OKLL9p9D485IuNpiUUn\nSEgAuneXXQuKBBNNcjQhgKIi2bVQjyfhXLt2rdyKEBEAxiJZFxNNm2HXJ8XC//h5//33I34PEelP\nSywSqcgW0yA2bgSSkmTXQi3sziQ9dOnSRXYViAiMRbIuWySajz8uuwZE9hDNBQovaoiIKBR2nROR\nlydpZHc4ERHpgYmmzTBBID2VlJTIrgIRgbFI1mWLrnMi0od/i2ZmZqa8yhCRF2PRvm65BWhtlV0L\n4zDRJKIAnkRz0aJFcitCRAAYi3b2zTeya2Asdp3bFCdokFny82XXgIiIVMUWTZvhGE2KRaQXKBcv\nArzrChERhcIWTZthSybpwXPBcvjw4bDrJSXxWfFEZmgvFolUxUSTiEJaunSp7CoQERiLZF1MNG2G\nXeekp9LSUtlVICIwFsm6mGjaFLvQKRr+xw1vqUKkBsYiWRUTTSIKwJZxIiLSAxNNIiKyrW7dZNeA\nyNmYaNoMW6IoFv5d52vWrJFTESIdnD8PHD0quxb6YCySVfE+mkTk5f8IysbGRnmVIYqRnVozGYtk\nVWzRJKIAnkRz5cqVcitCRAAYi2RdTDRtirPOKRo8boiISE9MNG2GYzRJDzyOiIhID0w0bYYtUqSn\nuro62VUgIjAWybqYaBJRSAUFBbKrQERgLJJ1MdG0GXZ5Uiz8W8RXrFghpR5E5IuxSFbFRJOIvPr0\ncf+cPNn9884775RXGSLyYiySVfE+mkTk1aMHx/kSEZF+2KJpU0wWiIiISDYmmjbDMZqkp/LyctlV\nICIwFsm6mGgSUUg1NTWyq0BEYCySdTHRtJnsbODmm4GiItk1ITsoKyuTXQUiAmORrIuTgWymSxfg\n+HHZtSAiIiJiiyYRERERGYSJJhEREREZgokmEYWUl5cnuwpEBMYiWRcTTSIKqbi4WHYViAiMRbIu\nJppEFNLEiRNlV4GIwFgk62KiSURERESGYKJJRERERIYwNNHcs2cP8vLykJmZic6dOyMjIwP33Xcf\nPvnkEyM3S0Q62b59u+wqEBEYi2RdhiaatbW16NChA5588kmUlpbi0UcfxYkTJzB16lQGDZEFrFmz\nRnYViAiMRbIuQ58MVFhYiMLCQp9lq1evRr9+/bBx40bk5+cbuXkiilH37t1lV4GIwFgk6zJ9jGZ8\nfDzi4uKQlpZm9qaJiIiIyESmJJoXL17E2bNnsWvXLhQXF+Py5ctYuHChGZtGRUWFUuWwLJZlpbL0\nxFg0vyy9jwUV91HVslSNQ0Cfuqn4mbMsuWWFYkqi+fDDDyMjIwP33nsvKisr8eWXXyInJ8eMTSt5\n0mBZLMsqZemJsWh+WUw05ZWlahwCTDRZljFlhaJ5jKYQAs3NzZrW7dSpk8/va9asQUlJCY4ePYo3\n3ngD9913HyoqKjB69OiA9zY1NQEADh06pLVqYTU0NKCmpkaZclgWy7JSWfv27VOuXqp+ViqWpWed\n9C7P7mXp/dmrFosqfuYsy9yyPHnazz//HH5FoVFVVZVwuVyaXt9++23IclpaWsTQoUPFlClTgv59\n8+bNAgBffPHFF1988cUXX4q/Nm/eHDZ/1Nyiecstt2DTpk2a1u3Zs2fIvyUkJGD69Ol45ZVX0NTU\nFND6mZubi82bNyMrKwudO3fWWj0iIiIiMklTUxOOHDmC3NzcsOu5hBDCpDp5LVmyBGVlZWhsbESH\nDobeYYmIiIiIJDF0MtCZM2cCljU0NGDbtm0YPnw4k0wiIiIiGzM005s8eTL69OmDkSNHokePHjh6\n9CjeeecdnD17Fn/+85+N3DQRERERSWZoi2ZhYSHOnTuHV199FUVFRVi1ahVuv/12fP311xgxYoSR\nmyaFxcXFYeXKlbKr4VibNm1CXFycrjNiyXoYh/IxFgmwfywammgWFRVhz549OHPmDP7whz/A5XJh\n1apVGDhwoJGbJRPEeoJ0uVw614jIeRiHRGpgLIZm+iMoiYiIiMgZpCWaBw4cwLx589CvXz8kJiZi\n8ODBWLx4MS5fvuyz3ooVKxAXF4cTJ06guLgY2dnZ6NWrFxYvXoyWlhZJtSeyD8YikRoYi2RH0hLN\nnTt34siRIygsLMS6deswcOBAbNy4Efn5+UHXnzNnDk6fPo1ly5Zh6tSpKC0txfPPP29yrSmU8ePH\nY8KECQHL582bh+zsbAk1Iq0Yi/bBOLQ2xqJ9MBavk3Z/oaKiIjz77LM+v2/ZsgWPPPII9u3bh5Ej\nR/qsP2DAALz55pve3+vr61FeXo7f/e53ptWZwgs1xsTOY0/sgLFoL4xD62Is2gtj0U1ai2bbJwI1\nNTWhrq4Od911FwDgm2++CVj/iSee8Pl9zJgxqK+vD+hSIPVIeCYARYCx6AyMQ/UxFp3BabEoLdFs\naGjA008/jYyMDHTp0gU9evRAv379AADHjx8PWD8zM9Pn95SUFADA+fPnja8skY0xFonUwFgkO5LW\ndT5v3jx89tlnWLJkCYYPH47k5GS0trZi0qRJ+OWXXwLWj4+PD1qO064MiPTGWCRSA2OR7EhKotnU\n1IQPP/wQK1aswPLly73La2trZVSHdBBqzEmwkyOpg7FoL4xD62Is2gtj8TopXectLS1obW3FyZMn\nfZa/+uqrMqpDOkhJSQnaXfPjjz86buCzlTAW7YVxaF2MRXthLF4npUWza9euGDt2LN555x1cvXoV\nd9xxB3bu3Ilz587JqA7pYMCAAfj4449RV1eH9PR0AMBXX9UzbxAAAAg+SURBVH2FvXv3om/fvpJr\nR6EwFu2FcWhdjEV7YSxeZ1qLZmtrKwAgISEBAPDee+9h8uTJqKysxO9//3ukpaXho48+Cnify+Xi\nLQIsoKCgAFevXkVubi7KysrwwgsvID8/H8OHD+d4IcUwFu2LcWgtjEX7Yiy2IUzy8ssvC5fLJc6c\nOWPWJslA5eXlwuVyiQMHDniX/fWvfxW33367SE5OFvfff7/4+9//LubNmyeys7N93utyucTKlSvN\nrjL9P8aifTAOrY2xaB+MxdBM6zrft28fkpOT0b17d7M2SQbyjD3p2bOnd9m0adMwbdo0n/VGjRoV\n8F7PVTzJwVi0D8ahtTEW7YOxGJrhiea2bduwa9cuVFZW+jzxgKyNJ0jrYSzaD+PQmhiL9sNYDM3w\nRHPp0qUAgCVLlmD16tVGb44MxhOkdTEW7YNxaG2MRftgLLbPJYTTRqVSLPr37w8AmDFjBl566SXv\nIHYiMg/jkEgNjMX2MdEkIiIiIkNIe9Y5EREREdkbE00iIiIiMgQTTSIiIiIyRMyJ5v79+1FcXIxb\nb70VN954I/r27YvZs2ejtrY2YN2ffvoJs2fPRq9evTBw4EAUFRWhsbExaLmVlZUYO3YsUlJSMGbM\nGLz77rtB12tpacGSJUswZMgQ9OzZEzNnzsQ///nPWHeLyJJkxuOpU6ewbNkyTJgwAUlJSYiLi8Pu\n3bt130ci1cmMw88//xwFBQUYNGgQEhMT0b9/fyxYsACnTp3SfT+JNIn1ju8PPvigSE9PFwsXLhSl\npaVi/vz5IikpSSQnJ4sjR4541ztx4oTIysoSWVlZ4qWXXhLPPfecSE5OFjk5OeLq1as+ZW7evFnE\nx8eLKVOmiA0bNoiZM2cKl8slXn/9dZ/1WltbxaRJk0Tnzp1FSUmJWLNmjRg0aJC46aabxA8//BDr\nrhFZjsx4rKqqEi6XSwwePFiMHj1auFwusXv3bjN2m0gpMuNwxIgRIjMzUyxevFiUlZWJWbNmiU6d\nOonMzEzR0NBgxu4T+Yg50ayurhaNjY0+y2pra0WnTp3E448/7l22fPly0blzZ/Hdd995l33wwQfC\n5XKJbdu2eZf98ssvom/fvuL+++/3KXPmzJkiPT1dNDc3e5ft3LlTuFwu8e6773qXHT16VCQnJ4tF\nixbFumtEliMzHi9duiTOnz8vhBBi69atTDTJsWTG4d/+9jdx7do1n/X27NkjXC6XWL16tS77RxQJ\nw551Pnz4cHHPPfd4f+/du7eYNm1awHq9e/cWU6dO9f7uSR4rKyt91vvss8+Ey+USW7du9S577LHH\nREpKSkBQzZkzR6SkpARcERI5lRnx2BYTTaJAZsdhW6mpqWLOnDkx1J4oOoZMBmptbcWRI0dw8803\nAwAuXLiA48ePY8yYMQHrjhkzBl9//bX393/84x/e5W3l5OT4/N3z77vuugvx8fEB6zY0NOCnn37S\nZ4eILMyseCSi0GTG4blz59DQ0ODdNpGZDEk033zzTVy4cAEPPvggAODkyZMAgLS0tIB109PTcfr0\nae/voda94YYbcOONN/oMaD558mTIMgFw8DMRzItHIgpNZhyuW7cOQgjMnDkzpn0giobuieahQ4fw\n7LPPYty4cZg9ezYA99UUAHTt2jVg/a5du6KlpQVXrlzxrnvDDTegQ4fAx7AnJSWhvr7e+/v58+dD\nlgnAZ10iJzIzHokoOJlxWFVVhbVr12Lu3LkYNWqUHrtDFBFdE81Tp05h6tSp6N69OyoqKrzLU1NT\nAQAXL14MeM/FixfRsWNHJCYmetdtbm7GtWvXgq7b9oouNTU1ZJlA8CtFIqcwOx6JKJDMODx06BAe\neughDBs2DGVlZXrsDlHEdEs0L1y4gEmTJuHSpUv45JNP0LNnT+/fPP+uq6sLeF9dXZ2mdZubm3Hl\nypWAdc+ePRu0zLZlETmNjHgkIl8y4/DYsWPIzc1FSkoKPvroI2/SSmQ2XRLNpqYmTJ8+Hd9//z0+\n/PBDDBkyxOfv3bp1Q69evVBdXR3w3urqagwdOtT7+2233eZd3taePXsAwGfdoUOHYt++fQFXeXv2\n7EG3bt3Qu3fv2HaMyIJkxSMRXSczDuvr6zFx4kRcvXoVn376KTIyMnTZJ6KoxDpt/dq1ayIvL090\n7NhRfPzxxyHX89wv7Ntvv/Uu2759e8D9wlpbW0VmZqb41a9+JVpbW73LZ8yYIbp37y5aWlq8yzy3\nfPjjH//oXfbjjz/yPprkWDLjsS3e3oicTGYcXr58WYwcOVIkJyeLmpoanfeMKHIuIYSIJVF95pln\nsH79ekyfPh2zZs0K+Ptjjz0GwD1r7u677wYALFy4EJcuXcJrr72G2267Dbt27fK5RdGf/vQnzJs3\nD7m5uZg8eTKqqqqwfft2lJaWoqioyKf83NxcVFdXo7i4GOnp6Xjrrbdw+fJl7N27F9nZ2bHsGpHl\nyI7HF198EQBw8OBBbNmyBQUFBcjKygIALF++3IhdJlKOzDjMz8/HX/7yFxQUFGD8+PE+201KSsID\nDzxgwB4ThRFrpjp+/HgRFxcnXC5XwCsuLs5n3WPHjolZs2aJm266SQwYMEA88cQTAU9P8Ni6davI\nyckRycnJYvTo0WLTpk1B12tubhZPP/20GDx4sOjRo4eYMWOGqK2tjXW3iCxJdjx6ttP2Z7BtE9mZ\nzDjMysoKue3s7GxD9pconJhbNImIiIiIgjHkhu1EREREREw0iYiIiMgQTDSJiIiIyBBMNImIiIjI\nEEw0iYiIiMgQTDSJiIiIyBBMNImIiIjIEEw0iYiIiMgQTDSJiIiIyBD/B9OLaMPQGS2SAAAAAElF\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x5c67830>"
]
}
],
"prompt_number": 5
}
],
"metadata": {}
}
]
}
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