{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sys\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import random\n", "\n", "import caffe\n", "\n", "from datasets.cityscapes import cityscapes\n", "\n", "from lib import run_net\n", "from lib import score_util\n", "from lib import plot_util\n", "\n", "plt.rcParams['image.cmap'] = 'gray'\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", "plt.rcParams['figure.figsize'] = (12, 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Configure caffe and load net" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "caffe.set_device(0)\n", "caffe.set_mode_gpu()\n", "\n", "net = caffe.Net('../nets/cityscapes-fcn8s.prototxt', \n", " '../nets/cityscapes-fcn8s-heavy.caffemodel',\n", " caffe.TEST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Handle dataset details" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "CS = cityscapes('/x/cityscapes')\n", "n_cl = len(CS.classes)\n", "valset = CS.get_dset('val')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation\n", "\n", "Inspect output and check scores on validation set." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DMcanR8mWBrj0Cp98zwj1uQbHDj1Bplgg7ysSJ2Drli1MT4zj+hHlwkYml+dR\nU5P0D1zO/MlHuGnL67GhJVabWZh/lFs/9kHqrqXaEgRxzBt+4s2gEmrtmGaljhIuUkCkLVkl6Mor\nas0IgYfnKUxkKeUVOjYoz2OxskiSRMyOTTKydzeyobj3rq+SG8piliosl05SbS+T1AXDxRzCWow2\ntE0MvgIMriMRUiGlh2Nj+oc2QxTRDBtYawibTfKupNG0SK0R1mCNJU40iycmkHEIjkOtMsOqXaFc\nynU6HIpO8ifodG90O4eXITo76VBKdGp5BqI4wvd8Or33DSpJu1ycbaO3beWJxgfP2XtdiDe+7/nJ\n8Q9wLs3Tk53v7Bvf/0ty7/2+3+MH8U1PsW/74Sckz0xSv1s7/9Tz27dKqr7V/5+L67gQ4s3NN9/M\nJz76/X3+9/7Q5xueHWu+fez55nh/LmLOs6tm2/nhx+XpJP0Lv3T0WzZmuhDG/ly44BIsL+gmTgyu\n72K0IY4TdGyoxG3K5RKmpSmUCyTWIKTEFQLXExRzLovzCW4+IG620FbQ21MmidpobUjCNkkU4WU8\nrBTUaxGFriLLK/OUBgcRJmFm/AR9QYbBTRtZnTrFxTtGiDLdLB47zFNPHSfoznLDzhx7X7qFQ3ce\nZfTxMQa3duHky9RnmzzmHkFECUcfmuCqV1/Oo199iK8dfIAkjhgY6aPeqJHpXk+lcoKtW3dyauI4\n1ahNcybB6jq+E9OKBLXlWfKbu7DWEjgOU4fv5f/9kqGvVj7zXUpQxlDqHcB1xwHQcUyQz+E5HuVC\nCd8pEukWS7UVEILeUolGVMeTBdxMlihsYA+GvP+J/0Yh6OKy667HD1y2ljcRZPLksll6XZcw140b\nZMDrHDS8tLwIWzYw1D/C0IbdDPaXKGZjeoqjrEYZUIo8OQIvR5TEoBQWhfAs0uZQOchgMObMnjpH\nYBKBUeBisUbgKotQEqslVsdIz8NYw+TcGCMDGxE4oDUf/cR7+YnrXsFKbYXF40foHRkirNVYCSuM\n5IsIpVE9vbRmFilfdBGnTk4ydmoUqQosjp1kZnKBbKGLTRdfxJ23/yVbNm1DvPx13P7QV8lHk2za\n182Ltm7m0PFJ7MIic4tN/vqv/pKMkydzZkWcjdqdVurtkHxPAelamsArX3kt+ZzHv/m5N3L7o48g\nVid4/U3X8vAdDyKFRDoutZkpHojm6Mr5BItD1KZX+OqhSYxU9PWUUKrTvl45klbT4vsS65cQwmLR\nBLkibqOLmFG1AAAgAElEQVRJxpO4MstafZUkThBCsn7jIEuHGp0KkxCdE8SU5sBTh8BA4CimDo8h\nbYCrZGf/lrEgFQaJFZ2Kl7DJmb1XPnGUoKRASNk5ly5J0GiiUJMLvHMeK55Pvt1N+5Lce1/wSdZz\n5ft9inzrfGcczlWi9bSztXQ0TaxS31wV/0bCcK5/puHCizefWH0fN/Ovlwo++yHPzTfffE4OGr51\nfuSbYv85e8BzFsblbeUP8InV933HRP5CGvvnyoWXYLk+WmuM1p2JtdFIJVCOIttVpB0ukyRtXN/H\nqARRyqKNpllrYDFIa3GGe4lnlpgbO0lQzqOsxGiL53U6DgohyKmQS7eUKV6xnlZkmIyaVOeWUV3d\nOPMV7jxwlK0bB8nINdpIlqZm2J4ZQihYODVD73AXiU2orYX05iTrdu9hduoYXs7HNhOyEQxv6CYo\nZslnXVSQY3p6gcrMEUIRU20+hchnWTkxT1emQO9AAetn0O2I0kiJpfoEw+XdaJ1gbczhz9+PIxVP\nPPIooa7h04NHgKM6Q5jNDCOcQ0jX5Zp9e1httHCly7rCME53N1JJRBRTb7fwXAnawVUBvnKIkhr7\nv3Ibnxyb4MNveyPSddi+dQ8//mOvIsHwkUf/kdZ0A4B1OQUoNvSN8AtvHMFQ595Kja2zD3PfI02i\nxhoA9sx2KsSZ84QtdLaSaYyQIEAqidWddvLKClxfgO40utAIPFcgvQygQfpsHdn5Ly9s0dz0pl/l\nsf1fZ1+3Yv7ia8jEJ7n86hs4fOQAopUwtHs3MrPAi27ewwMHH2JwrZfpyiq53AJezicQikpljeMP\nP4yMBZ4x/MEfvJsX3/BaxmZm6R/awAP3T5DpjlmqaAo9PVg5yZ7tL+PksTvwKpKuviLBYoVtW4bo\n7x2iVHbIiDx10+afP30H01PTCB/merppfPFB9uzYhTGGVqvF0JYCvf19VNoxx0+MoqxleNsQk6OL\nNJoJPfbM4cPA5v5+aomhHsZoEyMkZPNZxGJnT5QjBNZ0DnPWicEvBp1KlOkkSp0mGw5KSRKtQYA6\nc/aVEBJrO993YwGdoBOFwaKExM/nMI02CQKlBEI5tOptWo0GVms2bByinlawviffLpG6+eab0wnw\nBe7pCc7Tk57zMSlNpc6WS3LvZfS29Of4QnXzwPQ3VbqeaHzwrIzVc7nP65lLkc/23r0fRRdcgtXV\n3c9qdQmTaIgTLBZhQTkenitQEkyk2XTldo7uPwi2jRCSCINFYBNwhGT3i/cwN7OICEMGuzxevGcb\nibKcWKjhrVYJsyUOTi6ycPAkq3MVNgyVGdq5noMHHqN8MkO43OZ49TRKQbaUp1ltggHr+dRXIbhx\nH63HTiDnlqnMu7jJJOVcjoWVeYS2PPLoQdycR7NZpRpIKnOnufjSTTx+YBwv6zE80s3M8QqO41Gr\nt9m4ZYC52WU2XbSRvJclcjqNDASQ8bKdfo/GMDd3nHK5h5XFSX7tL/6YF6/bBIBzpoW2MDE7L9rL\n/ge/jjQJ7/md9zI/PcMjx5/i9Lhh9ImDlAZ66O/tp1KtUgzyOK6P7ws2TRzmQ7/3JFK5XLpnB3dP\nHubgqTlWTpzCqdQBmFxcJnrqIbqLBR647y5OTy1S2jLCgfsnGX/sMfLveBvTc1OgDI4VnSqU6Bw1\njBIIJNKKThXGgFW201FQCXQskAKkkJ3G+MbCme6C0urOXiEhkDah3rbccc+DrE3MUu2xXD3Sy+lK\nF8dHH+PSq1/F4Xu/wsW7X8INLx8gbK3xpc/+I17Ox8xVWV4N6e/OslKtMTTUS66ryNzJKepJFccm\nPHn7FxncOsixo0/xupt/mZF8Dw8FX+HyG27grvtu5clHH2d+rZfBfIhWGSIvJNI1WpHLU194jHLf\nCIePTeJ7HlGc0N3VDW2LFwS8aN9OjoyOoZRD/8ZBdCWC1THWZIlCd8DU7ApeTnUafsjOnichJDt2\nb+P4sTFaicZGBuFI4jgGYRFKEBkLwqCBMIpwvS6EEkhryGQ9hFT09vdSXal0unNq00m8sMRad9rI\nWzA6QViJMaCUJYpa1KfWCLIB0ussFxVCUi4PEIensY7DS666gjvue/T8BIwL1HdKpC5UL4QnimfD\nuawqPi0dm9TZMnrb1u9rov5cNLr4kXfdO89JFet8xBr4wavmF/L97Xy44BKs5dXjZDODREmzc9Cw\n4wAGY2KWZ1YwUYzxFWNfP0iiwLEWJQ3ZwDLY3YVfCkikw8rMJIQSqSzLoWTp8AKVWou+cpFs7wiV\nxWUMYKXEGMPsco3qoTGGNvWAzlNMIlaWW6AtfibBk4qJuWUc6dI70MX0p7+OSQxO4FBPaoRxG0yC\nEQ6OK1mcr3PVy/dx8sRJ8iUXv7fE7GSdyzdtYd5ts7ZYoWsgR22mTdbzWKwsUGvHtFttTh2b4PJ9\n11NrNij4AVZYXCmIraTc3YO1Fh3HhEee4N7jh3jyvv1UowqOI5HKwS0G2HyRxsoqwwP9rFSblLp6\nsfEYb33Lz/HP9+0H4xAlMdWohdSCghsQ+AGSGOW6vPr6KwCXfeuLjH5+DzONCQCkhYOP3sm117+G\nmdUKq0uzbL38RfgqoW9ggN5iDqXbSOkRmSYIg0IhtAbH6VRKzrRtF0IjcUFZrLEIbGdJnBK4stNV\nUGqF4whAdg5PthatFdDgsu0bqZULTE7NsbAwz3JlkUw+R3x6nqtecj0HD92BK1/O/qfGEJkYm6yS\ncRTl4UEGN2TpaUUsr9XJZQ1bLx3i8FNTZIs5hA+nx09w2cWvpX9ghMPjY1z88ito6CbD61/EwqE1\nciNtNvUOIi3o+YiGbHDssWmiRoTNtOnq76ZUytAcm6NRb1Ls7cETEuV4WJMgpWRubInaWh1rFUOD\neerNFnktiUWC8pxOa3XTOWy4e6SXgfl55psVJJK4HeLahARJEoccm1+g35UYfBwpWWlU2L59MxiH\nWlhD+Bny2QzV1So2SUi0xiBwlej84gmBxZ4pEBrKPQGTE4sMb1rP7NgEXuCf6ZQoQUou3jHCvWtz\nhGGCFoJW/MK9AX+rZOps32g+tC5+TtomX4i+8EtHv2tnr/Pt6YnPuXj6nyZXqXPp6eVdqfPr6UrT\n+UqyftC484PsUXu+uuASrMpcC2c4Ittbor5URUoJqtO9zUpBZa3CtZsGGNw+yPTiIpOnK7SbCdq6\nzFYj2rMNrJT4gY/jaAp9A/QODtNqt1g5dJzYCqZXq8TtNioIkJksqlxCSgiUg23mWF6aR8cgDCQR\n1JbaqIyiPlfF1ipUV2s4vuTpQ5r8rEuzHuE5kigOSZQkm/MYOzxKUJCcHF1k9/qNLFeaPLB8EtlK\nSLRFeU0cJE7GobbcwMgy86cX6O0tY01IzvOIk4Qw1NTEPAVvHdaCkg7CFTi202VubuU03d1lgiBA\nWXCFQAkfbVwCJ0OgJF2ZgKidcPPNN7P36iv5zKf+iZUQrO9RVGtEbU0jalHM+BT8LBDw1nf8Dm/8\nqZeRYOjZvR6AoaEhhrtfSU+xiz1bd/JUo8bejd2oH3sVZd8j5zo0Y4FJWkgpENZFCo12FNYKlLBE\nApQxGCtwhO1UKQUoqcAVSKFQ0oJwQYI2FkFCHEdYo2jEEf/zI3/E3PQM5YKLn3WYqld52b4Xc//B\nE1x22UY+d8cX+Kmf/EmU59HtzzI3VWVwpMzGHZJ8IcfiUpXJ43NEWqBcQ40uiCW9AxuZOnkSIRLu\n2X8b3UM+11zxWj7+0f+Pt7zlp/jqXV9m7+VbGZuYYfz0PDaok7ge4+OzeJ7f2cvk5vFUSDs0uI6D\n0ZqtuzcyfWIe6XoYa1FKkS8VWZlpk+nyqa81sBYiBEYpTCvEJBqdJFhjKOV8Cr5LNvBoRg10EnN8\n6hTNpma22SBrNNLNolxJV6kHIQVCahqNkGa9jjSCuLqGSRKM6iS5rhS0Wy3qjSYDgwMILEoIHAFX\nXX0Jk+NfZfcl66nMzSGVBG2JYwM2ZmRoHb48iHXBBgHJ87xL+3eqSD1fn9qdz3Xy33dy9Rw/UT7X\nB38+/X5pcpU627bfOPYd911dknsvrH7j4+d79epCfJDz7HhzvpKs1A/ngjtoeM9l12NtAlojlEJb\ni5DQZxPMyhovumQnY7MVxudCRidWWFkOadQiKpUWq8t14iiiWa2xtrxCtdLm1JEJnnjkIIceOIgW\nluVqneWZRbSxtGsNpIB8dwlHQEsK3vSmm8hnA2Ip2bh9GM+HJI5IYk2cgJyZAS3AQJJodJwQ1UMc\n1yHSFsfzMFqjtUT6DsVynuGtA8yvTLISVlBaoJTDa254CTZMcGTE+p3bAQ9pmqyu1HE9nxOjx6k3\nK3iuxMiQoZ5e2lFCrd4ijEOMtZ0ERihy+QJJApddupOurgKlQpbufBcQAZ1mIF4uQJEBPHq6BygU\nc1y2exeveMV1vOSGm/CDDDZuETZj+roGACj6ipGebpI4ZG5xHgCZzTC8aSNrrQTHz+O6ReKm5Ojk\nKT5+62cQEmYWl7j70L1IC1JarBVIIcBqpJC4gBISVwmksihlEIB0BA4CISCxYOKEKElIYkuYWJqt\nFg89eYDb7/wi01OTKEKcAGJdpVapYk3ISqPBLf/7j1DhIseffIpP/Z+P8dVb7yZTdtBKs7y6RqUe\n4iFZt22E/v5h3DCgXW8wvKnM3MoqYV2TU1kyns9gbw9dXXne+Zu/D2vz/P77focvfek+8iRUKk18\nE2IqFZRy6e7pxkqPnv4iUlhyhRxD6/pQnkOoJY4n+LtP/V3nwGELuy7dzrZd67juxito02ZkQwFt\nDbqV4HoOyulUl4w1dJWK3HtinMX5KeIkQjkOnukstZQSPFd1/i4SEp1QqSwzcXKMsVMTzEzMsXhy\nmlazQWwta2sNmtUGxfVDRM0QYeXTR2WhhEEJsNJHOpJs4BNFGh1HQGfZque6BPk8Jd8l0ZqscDt7\nt56nnrkh/Nl/zqUPrYuf08lOugfsW/tOydVzNenZnn/XWen4lz5NTv0g3lb+wHMeb+Cbuxqm8afj\n28Wb5yrJ2p5/17+0an/6gc4P82An3dP3DRdcBau5eAhjXaLEYoFiTxdr0/NMtSWuhCOPjIIjcU/N\nk+3pp7VyphOU6FRBrIFcPkejXsdEIQQerbUGAsCCDdtEq2tEy+Dksvi5DIk2kCSszTf50w99BKks\nSQinKlMYbVGeQscaIQTj42OU8gHdw1n8TJHJsQmSRsSmves4deAksQ3BQNgKidqWydEmW3aM0Oru\n4arhfiYnl1lZmOf+B4+gfAfpZ3niocfYsWcQ6YW0oi4mJmd40cUbMWeqOpX6FFZ0kSn0oFcM0nT2\nm7VjCzZCKI/A9di26xL2XHoFB548StRYIBP4vP033k6SHeLlL78UKzoT9u5MARXGBD1DrOsfolBw\nebSQ5Vd+9j1k44Tb73kEgJzS9BVcCpksJyanAIjbCaJHYnRIHFaoRWsIHfHQQ/uxxpDJKPp6irhL\nLYzstNMXUoGxnWPM6DRiMAKklQgJ0jpIRyIMIARSdrp/WyVwrcBIi5KwlrT47P/+U3I9vazrK1Dq\nK1CrNojbmmy2yPJKHRk3aQufhZNL3L/4T2R780gVUw580BF+t6Bdjch09bFw9DhBpsTs1AJbdw2i\npcSzDRqmTTOU7NjYz8NHHsfLDTPS288f/ff/hexxiRqrNOYzrM0vsXVdF9JRKM/B910uefGLcGwT\nKQXb1w/z4MNPEgRZctksyxp27dvEwftPo5OY0ZNH2bi9h8ceOMjuncNonbBt1wbmJ2ZptxPCdgzG\nYI3hj//k4xgp8Z1OkxZXSYwUuFGClGASTavVwlrJSjzLzOQiOjnTUMRYMBopBQObNrA8schyvEqg\nBMVsiZXmGpzp7Cht53dIAkopYqdEYgXC8TAxnOlUQv9QgUKhiKjWQbZR9vnb5OL5WqH6Vp59Rs4L\n3fk+aDitYKXOtu9lD9a5nCSnseYbzke8efosrLORXKVj+c0uuArW/EqEDmN0mICARq3TvW44k0X6\nWaI4wUngmpv24fkZjDZoY+npK6GkxPMdyj3duL6HcD2sBZtE6DCkPrtMXK9jtUFKge8IGnOLeNU6\nOjIEeZ+oFRE1NUliwAh0YjBRgjiTnEwuV5lfXmbq+BwTT40RroXEieX04+OU+7sxMfiBB1bTqCVs\n3LGJw49NsH6gn6lDc0xNzpIZDli/bwvKV1RWV0BZFleqnB5vIJsxpUIvCzMRB4+MUzNLxO2YTFD+\n/9l77zDJrurc+7f3PqFO5c5huidqgjTSKIPJxgJZBkwSmHsNxgbMZ5LxlQP4Gtt8tuH6M74IjA0Y\nfLERwQbbGGEQQVlCAQWENEGj0eSens7dlcMJe+/vj9MjdGUJEJKGltTv8/R0T3V1hXOqVq13rfW+\ni1wwTs7tJ8jl8ByJTiK0ddHGUmnUODw7ge7WEU6O/rUbcFwHX7kki0f4wdXfxdgqhr0p2Qyy9OY8\nenuLDPT3o4TL5s1bOO20sznhuP0/P/AHnDJ+Bq//7Xdx6f/3P4Eq5UDhCFBeQL44SG++SFeAMAKM\nQwx0E4srNaBhucuChOX+FFJI1LL+xxEOjpt2axxX4nupBksAwqbdLEu6C6qU7eGqb36bf/67j/LK\nC57DnbuPsLRg6YSW4TVraEaGgYE+fu6sTeSGQfpdjk9MEQuHuak6U/Mx1g7RbggWNLzikj+ktG6U\n8kgPQbFEo94kabfpK5dpVVvojMt9++4ldkMaYYeo0yCaq1Eu9eMWyhT7e1IrdalQrocOYxwT0Wot\nYKyDsD7WWLK5ImEc06g02HrKmViboBNNNDVDGDWZrTdp1DW77z6Gn2lT7UZ045AYiyJ9HSqVEhuL\nxVhLrC2JgSSOiWNDpA0m0YRxvOwYKGD5usjUKAMLpZ5elHSRjqLWisj5mXQWdjkUCJEe89jPYYEo\n0SgpabQ7pCUP0FHMbNimMJJnaLSPL3/j25hu8+QEiCcIV1759Fmu+ePweNmCn3Q8jgsyT+Cdl17x\nwNdD8UQloT9rUreKpzdWR9F+QjwB8eaRsLP1odXz8iTEiutgZbIGqTyygUet3YVuCFgWoxAvyLBx\n4zD5db0E2VESZwqxbEEtlYNJNMLzcLLgOg7SEXRCA1oDAmsNcSdGOS46iRHdiFYYEXoxjqOIWwmZ\nYomwVke6irM3reeOfQeJujFKx0gpmV9qgIZCb5Z2PcJYjUUQR4JWp4P0FbGxZAIfqQySNus2l7Aq\npPeMIj2dIs1Oh6Q9S6aQIax38FzF3EQNi8VTDoObtxI3l7joJS/n/l3fZfZ4lYHCDPnyVt7yhpfw\nlW98h1DPgN/DyGAvB/fdTr7Qz32793Dr8ePIYp7TzzqPokj3iJWLRSB1mXvb7344Pc5OlnJPFi/I\nsCY7gOfmKOEDkJgQgF63F4BzR7YCWwFYXNrL/OwMxd5e4vYCs4vHyOYd/uSP/pBsIWDn0X30qz62\nbjsNV2tCKfGMREiZpvAyXQKtlk0sHCftmiihsAKMMUSJRbhgjcGRiowDrU7MZV/6IL+36wii2aB/\nME+mYxBlgen2Ul53LmJmN+edcz5LixV6MzVmOscZWztINshTmdA0QklcrWOTOtWd0/zrvbsoZBSV\ncoA6NIVJNLlcP14moNRbpNutoOuab33lKywcmSHRBieSjJ82hHZzdJotFherKCUxOqERxYxiaTc0\nsbBk+nso9ORoxCH1pRk2n5PlmuuuSt0eBTTigP33zuAkAfcdnWd8zQBkithkFqvTHW+RVSBAa4nW\nEQZSF0ABobYIa4iSmHYjpJj3sRako/A8HysAY9AJgMBYKGRSQog11JdqrMsF6AXApvTJWplaw6ss\nwlrmajXGh8s02xHNyIABbTVf+Nhn6XY6KAmlngKFtX0nJ0Cs4qTh6bKr5Efh47/70kf83ROZ8Oxv\n/s1jXvj50PHAk2XKsYpVrOLR45EKKw+NM0/E+3h/828e81Lz1e7Vf8WK62AlsU8UhjRrNZQx2DgG\nBFFiMYnmyJEZJu85yG3f+Q7ScbCkNt6OlGmFXUrmji+SJAlhJ0G5DlI5addECqxJl/J6vs+JCr/W\nhijSGCNI2hFO4JAtBRxYqNDbW0QIhQUcoXj2L78Y1ZulWelS8FwsAqzFaGg1Q5JIE3dCuq2QjdvH\nmTlaZ/pgjXtvP8DcxAK333mEcn8f1cUO+azlgtc+h7OfeyrDYyVOO2cjp5+5iW3rx3jTa15F77qt\nJFrTN9pDRbeZWrobx40QpF2KtcMjbDxzO5s3XIAvJQrF/HSN6sQCA66HjmJiHaZJNwqLxEfgWkuc\ntLnu2mv45Ac+hmaRjPNDEU2n+cjjXpV6B2khCEBYxXDfGH/6/r/ija97Pa991ev5o3e9ny1jZVwh\nqXQW6TamsdbgCoGvJBklybgC31P4rosSEisgMppukpBYjRXgWPAAISxaJ0xXj7PrjoO0Fupo1yFE\n4K87hWc+55UUhwPmDt3F3QcW+MrXvsPho0tMTM0xOjzCC37hBUwfnmGx3sVRIZXZWerVGq5IKA/k\nEb0FzKEKM1NVcn1Z3EyHsbUlYtrMHluiPluhNnOc+blphJQEg0VG156O68V4foZmnO6KQicgJKV8\njq2bT0MKS/9AP622RnZjwlpEa6pKa6GOUgopJJ2og/DLrOnvoc/3WJqqceCugziOJB3FM5gk1VQh\nBUIIYqPxPAclBf0DJeLIkCSaXC4DpMuClaMIlEqNLkj/ztp0rDTjKlw37SR22yHlUoEHwoDVGCtA\nG7AhyjUcvun7VNshibVgQipLFZK4y+Bggc2nbmDjls30DwzjrS4afkriSfeh+ThWlX9cJ+mJJCtP\nd2L7dMXJ0sz9uI7Iz6pb8nSON4+EHbn3PPD1UKx2tVY2VhzBkirdTvuylz0b5TjLy2rThxnFMcpz\naBuHVphQdlS6eFZKrLXp9aSkWMqipCSTDTjvouchXIXvuKggg3QkylEkUYSQYIVIOwpqeRuuK1Bu\nlk7X0K02qMwv4fgOjhS4OYVQGRwvIOomNLIu46NFhJT4fVlsGCNMurcLCfvvOYZUmp7AJ04snZZl\n3UiOyYOHkY5F+C6Tx45QmZvD7/XxlaVWX2CpVePyq/6Fm7/1SWpLVXKFDPW5LqLtcO4znkexb5A4\nDhkaXcPG9afwa294BV5mC1nfR3kOXjbHulPWUq3W6IaaVjeiFbVJ4i6JNWgLWT+L7ylCscCbfutd\nHD96mHe8P7VmDZctt//+si/QiKv85m+/lV/9rTczu3AEqTWzlSlECEHWo9DbT19fL14uRzafJ/Bd\nIKDY38s93/0Kd952M1PzkyRJhBUJWksSLKEOSZKQTpTQCROSJAFjMNoibWogEmHpxgnNWDN1eILN\nm8/kLe+4BM/VLM628ZoNdn7vVu664U5srcMFz34mZ27fwFTlKEEp4dj+Cf7pY19m08ZT8VxLvRqy\ndtMgjuMzcsoYM4cWkIs1RkYLFHoc2qaFlQ633HIPiVJYIygVM8zPVXCVw9D4AC991WspFkeQiUer\n0cDNBUglcFRqMpFojaaB53n8x39eQc/wEMoRNCqzdKIBfuPX37SsNYNN24eYPTyDk0whch4XveIX\nGD93EzvOPZXBUh6LQguJQEHUIee42G7qAigdxUhPgOe4SGFxtSXRMdZYdJwwPjaAsBIpUoLlSIVA\nEzguQkp6ygVkkpAf62FguBchBEq5aCDWCd/8wuU4jkcUdbFJSF9fwMZN42zbvpW168cJciWkcDAi\nNVqRYsU1w1fxOGA10X/0WAlJz6q5xZMTTye951MGJ3FUEP7vws5KchfcfNHB1VHGh2DFESwrBEoK\nMDHKaIRMncscpZDKQUeasN6iMt8mUQ7SVaA1SaIBixKWkXKBRFvixLD7B9/D9zykEvg9BYy1WASe\n76TJq7VIR6K1RUgHoy2tahWrJM8940wypRLWaJSSRO2Yf/37zxPX24wN9uJ2I44db4CxxPVuutgV\nS282SxJqAj/DwmKLYwsN+of7kcJjYE0f5ZFhbLuJwtJox0wdb1CdazFTrTA5UeHQnls4eHiSQEp6\nRnLUpyoIz6UxfxDQFEsBSIeMUgT5PKdtXYenJEpoHNfDcRyCjI8Qlna7ReIF9BUDlKPohDFxpEkS\nizUamxh6ikWEI1CNBX7rf7yVZbkP18636HbbKOkwM7PI1OwSZ5x7Lp7fS2gMXSPJ+gatDY6fBeHQ\njRJ+/W1v4547d/HXH/hHXv2yC9l7+7e5+mt/w+zSNGESEScxRkOSmJSQpkbtmMRQaS9R7yzR7lRY\nXDqOTSLQ8PXLL+Povju5+VuXM1DaQLUT8+pX/wr37roDJRV79k8SGwjbMd3GInHbQwPFgs+GNSMY\nAz09WdpVQ9dKHCPo6c/TjA1hlOAHAUlb0lMuUsg4uG1JEiW02zGl3iLl0gAvfM5GMt06ob6HSn0B\nP5sh6hqEVIjlhcATUzWsDojjmJyv6M+5jI+Pku3pR2BJcJDSR2uNne7wutdcyLk/9ytEUcw9e+5i\nfGyQQlkSjBdwl0m/kJZT1o6xbt0IPQU31VdZQxwZAlcilYeSaZcWIUgS6B8bSPVhYtkxBIsxcOWV\nN9JoLtBuNMllPW6/Yxcm0RjSAob0NI6yFEoO4+uGOXX7KYxvXE9Q6Ec67rImLrUcNNamJibCIKT4\nGUWMVTyReNJVlCFNeB5j0vNYdFCrY3ireLQ42S56q6/RxxmPMeasBN3lajHt8ceKKzsHgU+QCbjq\nmt10wgRhLQKNkRKswZECazUdr0GhkCVeNsOoLNQxVhI128zUXQbWDFFbqPML5z2Ta665FR1aPM9F\nKEWhGFCvNvH8tOMFEqlStulkM+RyDom0TFYn+d9//R4++PHP8caXvoLPXPZZmotdGtJFN+rL+i+N\n9HxsHCOlQieapU4HIQVr1/Ux3QqoHlxg5uAkWgvm53yUhc3nDRG2LOXApxMklF2LsdAz7mFiB3dk\nlId1OH8AACAASURBVFq9weJ8HdMJCZMWcv0Qt11/A91unC6gna9S6CsDHrm8g1yQuJ5LkMkgdaqp\nef2rX0cY9PLqXzyfP/njv2B6aoLiQIl+p8B8aFDWIpQgY1LtToBDI05591i3Q9ZxmZs+SmV+htr8\nEmdvP4ejhTKeVPQWSyDXk8/cQ7kU0O4CRpPJBFgTA4rnnvcinnveizg+cz+fuuxvqcxUOf0559Lb\nu4NCrow1mihuMzF9gGy2h29d8TniuIt1JLbVYsvp23jus97ABa98A7u/9x0WFjqMjo2wY3QtM4tL\nKDTZUhEhE1rN9JyUBwbxXY+lmkCEMaXBtRhHEvQXmDo8jXIUzVqdVmgZ6ikxO1djcEsvPY5gemGO\nTivhnPPGGBgscufuI7z45edw3Tfu58pr9iLtD9DGY3SwjEk07U6dXN7lD/7ozRz4/jyHJo8wV61R\nm1+g0JOlbQV7D0ySGSzS47q4vkTJVEd1wS+/Acdx2XnHHfgZn+HBfu655QcEpRwLE1XG1uQAjUAw\nODZO4AsWZxZZ7NTACzg+W6Enn6cbdqAjEDZECInjSIwh7e7adPRTCgFSII3E6hiDwFOpc2Cn28X1\nBCOj/YixYRwlQUnSG0kLHtrY5VHDZeMRY1FSYTBgl6+6ilWsJDw44XmEHVkPl9icsC1eCUnP441V\nh8iVh5N9Pn7ca2CVfD0GPELM+VGxZCXEm1Vy9cRgxREsIQ3WWrSJcRyBTsBg0k6TtvT2lak1m5iO\nxvdk6pWWCrGQ1uIFWWxHs1iZZuT0YX6w/x5G1gxx9L4JGsdmGN98KrV2BS9JkF4GoVtYk4BwUSpd\nfNuqttly1nb23r2L337Xn+H4Hv/7w5dihIfUsH54lJn76ihXkMtniEKNWwjo1NsoJK4fkMRd7rnz\nMFqAkpbyYIH8QBkRdtA64f67Zukb72Np6ghO7wC9Q/00KwssVSIWqw36/Clmqi4bt5VpzMPImERK\nxd984TOUClmM1qiBHAOlPsDBL2YxCFw/YMPAICJwiWJNYXAEmSiyzhDCCt75lnfR9mFmdpZo/2Fm\npw4iyGC8gFanSS6bQyapyUXOF2QyGaIkAiEIGw0AslmXRBva3Q5JWKM0cApnFka4+eZrCLshi0sL\njI2MAxpQAKwZ3sKfv/dj3Ln3Tj7x8b8g0TczuGaQc8+/kMv+6SMszNfxAomXMST1iMn5Dj25DMYc\nZH7uUrqNmP2778NGmqljc/T0BVx7101cc9W/wswkO3cfxe9a1Jb1GB0TLy0SXPAq3vGbbyLb30eS\n8ag3Ggir0B2Dtz4gSDqInGTj5j7aHYM3lKXYienkPe7euYexNWWecfZ6Jnbup7k4je+7qFyJvmIB\n5YCX8bBhC+uV+fxXd5NpLVLXhtmj8+gk7exlPINBU52ewx920DpCYNBxwqc+/wnWbxyiMrVEY6HD\nXimot2BhYh43l+qnZBJhjGGgtw9faDZs2czk7bdTcCyZYgGv2aa3WMJ3MswdO0YSC4KMi+sqXM9F\nOhKZWEQmw9BwP/Ozi3Q6MaUen77+fjzfRyy7DBoDxujUZdIIrEhHcI1ddi80BilUOo4LQDrOqVl2\nilzFE4LVhOdxwInE56aP/dhE5kf9/iP/+V8T02v41AM/X/Lyn32i8qPGA1fJ1crDySS9P+n9rBqi\nPA5Yjjk/7pg/2ePNKh4ZK45gmTiHcCGXy9JsdNE2RkgX6Up0nFCtt3BdB7+YgSTGy6Q6rUTbdG+S\n79COI6TjcsrGbUSVGrt37cNaQ1D0mbp/H7gSHWt834BJwBqSsEO2UKCnVxJ1PBw/NcVIwpgoSpCu\nCzpC+hn6SmXmHUESa4yWmCQBRGrU50ie88u/xA2Xfw1jNSSGwc1DNBZqMN+gt+Rx/HgIScTi0Tny\n5QAThhy/f4JSj8exwzVcx1CzPoXA5fDeJc46ZwPNasT4+AgLi0uUizmCbJabbrmBa66+move/N9Y\nnFla1qEJnv+8n8MRPq6S+ArcXHqajdGsXT9GrRXhKsP85Cx/9t73sTQzw39c+S2arRrWQD6fEqyx\nsRG6tRpLUrFp8zgWBYTkSgV8N4Nfq1KzilJOEZSHUMpjYO0YmUKBzaecSkqw4ATJAsuX/+lbqLiX\nu3d+n/pN36Nc7qecKVM3C9SXElQmoL4Ysnb7WdRmjnH86Dz1xQql/jxeIctYfxZZLLJvzyTKgogE\neugUzh4/B8cV6MRiSLj7X77Ou976VozVlGVELtbUZxsMjfZQ6MlTmaiienJIIQi7HbJSMHU4pNyb\npZs0cDR04gRjlhgoF/nNN72db17zdbb8/Ov4f//bRWzath3o8rxnPYu5qMO73vJy9n9/H1/4539H\nOC5nnbYRr1Dmtnv2UugdYHF+lrU7tqGkjxUhUgoGR/pYmqrRrkmkyrB0rEIpkIR5F2NVOoInJAKB\n57nYKKK3v4yfyWCwNJeqTC7VcV0nHWGNNYkWaC2Ynq+zYfM6lhYWWVpYwBExUbvJho1rsJywbRfp\ny9YaTkgY48TiSYmVFmtY1kCm34VQ6TinAGPS8UCLQqKf0ouGV/EUwnPfzWaeul2cVe3VKlaxsvBY\nCPQlLz/4sCTrwVhpRHgl6cJ+1lhxGizX1XQijZQK6XuwrJEy2iCEwlWSSKQ7ljrNLkJ5SKlwPAcB\n6DBmTbmXntES61yPTivh/Gedh1SKc5+9g7H1/ZQHA9yiQAbptiDX9XCUh/B8Ju5fIO6GJLl+TKwx\nWIxOjQOyro+NNKJvI3EYY7RBORInyGB0mqRiLJ3KNKNrx8lmHdat62dxtobrKjJ5l2NHq2Rcw+kX\n7KBYzNJsJnRalpH1gxw90kbhIoo+fiaDzhnGtw6SyfmMbV7LxPQRhvoHkUJhrCYfKHJZuPJzX6TZ\nPIinFBnPZd32LQQq1bPJsIXNBgBINUBPOY9xMhSCEsV8hs2bd/DM510IieJVL34DmzefS9RIdxqt\nGyxRmZ9meGgrg0PraXci5hanaNZrBDmXTtQlIxKaXc22NXkcR+IIxZ9d8k62bd9OSrBOvMTSTL2/\nP8s/fOozrF+/jfXrN/Nvn/s3rr7xFqaXqniuT0/JZ2BNEaczydqRMpnBAvlSiaVqh2JZcnhynuHx\ntfzVX/wpl7z9zbz/bz/A0s7bMFh0IjBAdWqGZiamPJ6h3FPAy7gksSYxir5iQFFYdlwwSjhdpZhz\nSWRAprfI2i299I/toOjlGB/u4/CeKVotl04zZGL+NgZHhujPuhQz/vJzynDW+T9P7+AAvlfEdTWb\nz9vORReez8bTt5JkPUzSJWrXKZcLNI4dpNlYoic3iOu5vOQFL6E6k1Aa8Dj3GadSyMLSYpdatcPA\naIAQIKWD1oYvfOWLfPlb1/PNq64jiWMwGmMsrhK4bjoa6rseSkK73ebooYO06vMMD/Vw2pmnsuW0\nLfQNjSCki5LL5jACLKm7YHqKBBaBFBaZ0jAkNj11qUoOEGBsSuatQFiNseZBXa1VrGLl49GOxJzY\nhXXgwMOPGsLjW03+aROyiy++eNUo4UmIzRcdPCljWjtbH1rR42Ar+bGtNKyEePNQXHzxxavn8EFY\neR0sFCbu0GpqpOuBlGhtEAgcTxAnGoGkb00P1mhcV6AThSMtxkianYilRgPtSPYdnqDdDNHCYI3h\nzhvvpq9Y5syzzuf6q24kUwoQIsFogzEGR1jiwCUnLW5nMSVfmQw2jDHC4LmCsTVFesoBBoEQhigM\nUVIilKIUZCmNlrjzpjvQWpPLuRybrlIYDMj1CbIiS//5BY4dq3Nk3xGKBYkbRzQXIu5td3B8iwky\nDPYUsQZGR0qs713PzNIcOeWyfnwbJk5SgwShlpfYBuQLDp1uh5HRcSr1OtLGyDjGyzlcd+u3GD/1\nHDj1fKSKqTYX8YXHwLox9u6+94HjLtw8L33tRVTm5/nbj3wWgIsu+EUAvvrx8x+43pW3XAdxm4G+\nMgbF7gOHmZ85zFdn59DakBhDKReQK2UAl5RkOQ+c3V/9tdcCikxmkPxAP1bBzFwV3RB4/Yaw0wET\nE7kDqLhFyXexukNzoU6h12douMS1/349V/771Yxu6AclWSj04M0doTw0jo4tC3ffxu6JPdTnq8Qd\nB+uky583FiyBp9m4dS1a5nn7r2b49o3TZD3DWSMjHK63cNwldpw9xEylQa5Ypt5ocPHr/4Dfecsb\n8cnw7auuphPVueyyP+Z7uzNkMhHteofbr76FXffsJFE1brrjbmYWKjgqXaqshaDVTscCZ86qIRKI\nwpBv3nw9r33tL3DH3rs4cN8e+keH6YbzFAYKlIb6ac8mWKFINARuAUdKjJRYY5ACrJJ0wxjluSSd\nBo6r2Lx5DUEmIEnWYHRKorRN3z9WWFLJlF025RAYm473WSRYjbAGYyUgQIJOBFKAEmCswNgf6rIw\nLL+3QPDI1v6reHLhse5CeTJ8wD7ahOL/3of10oetKj+eY1XvvPQKuPSH/3+0i7Avvvji1W7WKv4L\nLr744qds9/apip+ki/VY8aNi9ok4slq4efRYcQRrdHgtR47sJY7Ahh2EVEgpEUoQhwlSCiSC6WOL\nlHvK6YJhEyMdFxtHlHM+Sjlke0rMVFp0Bei5eYSAbiyYm68yf+1NSGkp9Hq0mxKTWDzXxc+79FgX\niSSxkte8/kK+/IUrcTxJ0jXMVxpUGiHPfpngetIKvpQCa8HEmoZu0djfRinwfY9mI2Z4fS/dZgOn\nnUcHCVOHq2TzWbaetpHK7CLFQoGglGPueIWR8R7iuMuRhZg+EbF+ZBNXX30DhVyGZDSkVBxBCYET\nRdgowvMyVNs1cn6eMI6IdMjaDaN8b9f9uBKUI5laqHL46mv4xr9+iWJfib//ZI1nX/BCzt32c2S9\nzAPHvTTQQ94pkB8pYG16eSus0pQtdKtCKVdgsStptWqUsgrfkQyWMmzdsJGD+ycYoMEhC0vTE3zo\nC1/gz3/nHaStjxPjgQJQ9JbSbtrzX7iDPfv2MiVznLFjFOkHHDs4S3mkjINizVCZVrtOuxNhjUPf\n2BDVuQVm6w2MThCOg406TB9t8aG/vpQ/+e9vJigPsXTgANGmc/n633wKJTIURgoYDXEUUbMwe6AN\nLIBY4P5ui8WlGi+44FRuuLfOaLbL0amIs7b2sTQ1B55D3+g41Xobn/SYZLI+b3/P71NNFM3aPFP3\nH2N823pe/JoLWbe+jz/7s0tpt9rEcUI256OTCJ2ko5vGz3DzlbcR6RDH83n5C34JEcacvkkz8Jx1\nVGYm2Xfn1wgbitbcYaLEks0MoKzB9X0QFgdLNxEEgUurUee009eTzxewJl0kLIBYx2l3SgHGpO6C\nNiVVRtiUbFkQQiCs+OEUoJVgo2WyZVOPDGGxpD9ro1NiZy06MTSaLWqLS+mCb7XimuFPKZxMTcSD\nE7CH++B9MIk6cd0HX+/hEriVRLqeiATzRDV5JWlXHo5kPdJ5WE26V7FS8aPiyUqPNU927P/2pp+6\nWPPQz4Sno8HOiiNYuWIPibGgYxAKKS3KTe2nRRBAHCEFBNkM2XyeqBuhPInVhh5PsXF9kbm5hFat\nxVk7tjE5NYOf8xDdBkHGob+vl7Lv0rCWloYdw0WuvWMCYwWlcpFWpU4nDBHdNl/64p04jkMSxTgy\n7URs27EWP5dHLLtr6MTiez6RjjAmrfbH2mI6EaXhAlMH5+nvy1Fe30vBE1SXKiweX+L2qSXOeNY2\ndt2+h57BLKPr+zm4f55Ot8uG8T7qHXB1lnUDAxyamcYyy5qB9bTDFkZm8NwCjWYbITIs1eaRWnBv\n0qV7ZAIbdciPrmVyfpai59C1CaFqUvBGqHVnuO6qr7Hz1muJtWAyvpAxd5y4237gHGgvHRm768hR\nin6DZCmkVZhleO0Gtm49lcP77qfeqNGMHTptTWIirFRs2bqGffcdY+cNt/Leo5N85NI/R+IDASnR\nilFemoi/7Y2/ytGpY1x3wx3823/8PdP1OoWxHjwhmJpYwtiIQs8abDyPlgVyrsdMu8u252xkz23H\niKpNFmqAlEwcneOyG67hlxtNenyXy669muu/ey0qiQhbIUYpnvNvz6TdiagsNDg2O8tHP/wXPPec\ndbhOm5uvOwQqYTGbY/2GdSw0umxYN8Sd3z8Mo5rzn/lzDxwbIR3u3zPJYnWRRGuU79M30MvvveV3\nOXjoCKWePEK5iFjT7cYP7KESUuD5Pi992QXc8J1bmenM0Y4TPCXw/R6QLlK6+F5ArgytrsZ3fLAJ\naIPRCh2H5AoB28/YQi7Ik2hDpx0RReEycVo2opAuRsfp+B6p66awEoxFLOv0LAZjBdZaLHp5PBCk\nXSZKxsKyuYw2hrAbMrdUQXe6iGX1ldEnOmNgk9URwYfDhRfe97CXP9qOxErDQz8on24fnA+tKj/4\n5weL0B/6NycbP0ly9HQ7d09nPFXO9Y96Hk+WLvqjwcN1sU78/4mMK4/XcTxxO083krXiCFYmF2CN\nAaVYnkIijBKkI1CuQCF41qkDOH5Aojs8/wXbSTpdesfWUJmZICNgsbnIcCFHotp4fQFF0yFbWke1\n0cEvlWlHHRCS/nLA9EIdoxQ6TMhFMQGKdqLRYQzGIKTGaIsVFiEFbeHwlcuvoLenh/n5JcoFn2YS\nI2W6sNiI1OHaDVyiWkS2x6HebDF3eIFkMMeaTYNMTkzTnIE9tx0gm/WJI9hz51GCIEPUjmkWu8xO\nVfjm1PW4rstZ566ncrTLq9/wem6/6SZsMc/RH9zJ1NL9qChPbNss1bvkcz6h6XLo+H7k1AH8nOLQ\nXILttBjaMEwricnn0z1KJ9zi/vS33wvSpa9U4i1/+ue8470vwoZLAES1BjdefwOXf/caDh04xmt+\n+fVc8p63MrZ2DUkocUxEvujhCsVidYHevlGUY9FaE0qzTK5cIOGEBstxHNrhItO1WWr1OpvPO432\nlxVxLcTLw5qRQfJn5IjjDt3mPF6hh3a1AWEdiWX3NYfotjuUhos0F1rkelz6ihnmu1Oc84Jzufa6\n7/J7v38JRxttto8M4hcs2AhHuXhKwI489Uad3XuvYM/unVTDHF2/ScY4LNUb+NEkphYT+z7GJOy7\new9XfPVaXvXslGSVkHi+QzGfodKJcRBUFxfZuGWcQwePpLoppZZlSxbHT/VfSipcR2GswlVu6sxn\nIhwVkHMMRqcjqq999Qu54Qd3UTk6QzlfRHqC9WtH8TJZ8rkc2WxANuNjrUCSpIu5RUqUzLKtutHJ\nsgOgxmIQyHSpthWYBzzVDaCw1oBIvxutiaMujWbE4twsrnRS5wtj0/1x1iCRy6qt5U4YBqstynnq\n7sF6JJL0WG/zJyVZl0y6wPugAh8Zix/3x/Jo8HT6cPxxOBmjO48HVscFV3ECP0mCeyLefCR38mPN\nQ8nRTxtvVhLJerxi5iPFm4e7bNVdcGVgxRGs0884lVtvvDIV8TsurqPQUYyJwJoQV7nMWU3ZV0xN\nzdC1EqUNg52IdhSR8yR9Az10YgjCGoOmTd3pw5Wa3v4+wCKdLJ60tFpNkjjCy7nEMRycmWft+gEW\n97TI57IgJEopMDHSTXUplel5WscWiBCc+6ztxEnInrsPMjI8yFxlkTgyOL4ibHUp9JaIOwkjmwts\n2nIKd9++n/Zck1/6tVfy9cu+ShxCHIe4HYHjejSrbYTr0A2bIB1irbFSsW/3DIWc4e7pY+SDDBWR\npGuKtGR80xbGevPccutVTFTrZLSmE2iQlowbcOa2Ib5360EO7pqhO7hE//AApWw/WmUxwlDuzWG0\ngzWGXOc4H/u9j9NTzDNx7G6uv/kaepVPu9FCKcjkHLyMT2FwiGhpgSTpUi73o9wM73vf/+Lv/vaj\ndLoNSn2GhaVjaNslihMCzwA5wEEhyfplnKRCIBI++5kPk4R1DIrYzTGx1KGpDWes6+X7d+1HLdWJ\njKS3bEE4DJ9SZna6QacW0u2E4FrypSzH753lPX/1l4TtLuWtmxk0LXZWjzPa34t0JMIGeDkfp6vp\ntms0kxajwzl2nD6Ebi9S11n27p5mab5Jd76Nl3HxfAdpE1wn7diAwMu5ZDIB1WaDjJS0O122rh8j\njlJnvnB5KbaSAhC4novRIKXEWonAYKxFCEu9nRDkU+2gR2qS4udy1GbruNJl22mn0OkaPM/Fd11c\nx0EoiZECR6e0FSFQSpAs6wiNtQgrMCYBIZAmtQe01pBKstJOkzECbEyn22V+YQHiBGsk1mqM1iSx\nwM/KVIrlKKIoQQiJkgrlKIQEoTVWOggB5ilscnHlldueEJL1UPzkyc/JI1oPNwL4097Og5/fI40e\n/jT39eNGGp8InDgPnDPB2rvW/vjrryY8q/gZ49Em+pdMuj+Tgs7jRUh+EpL1aInYz3ok8cFx5GdR\n3HnHOy4E4BOfuPKk3/eTESuOYB2dnwUswoCwmiRMll3LDAqHWEi69YhuOMvm9cPcc6TKO9/2K1QW\n21x/y/dwhEUKQeBJao6H2wiptWcp5gLmm1MIfPJBhk69ydhgDuO59BQC5hoJz3vla6gf24l/YIql\nhRpIgZUgHYnW6Y6uZrWJclyk1ezfN4GxluHxMZ7x/E3054b5x8/8OxiB4/uEArads4bEWA7vPsxf\nf/ADJJ7lsx/+NE7OpVPr4jigyjlsN6FvvEy71qG6GGO1xCsozjt/I4cnZvFcxcGbb+RFz3k+a4I8\nu268jnw2S2mwn/mZI8xVLaeMlFioh+iki+O4LM5XODZxjFany/hgH9OzHTI9mrqaw20vQiwY6BnC\nzUQI+vCUS5BRVGpV7l/S3Hjjl9g29mx6xxyKgz1I6eE5ioIMiAo5Dh6+j4xyyGcE2XwIyqdcVNS7\nHTb3F7ll5wE2jOf59g138eZXvRRJQKwjPAWf/NZ/8u6XXMQZO36eyal5csUQGycIKZi8d5Zd7UU8\nJ8DELYSOqFQcegYD4kaV7kITrVPiUerLkQuy1J0208cPcsq6Lbz3XX+A6yk++IkP8f/8yffIKIEM\nHN7xojrT9Z106jET+2v84gu3szg3Q6t/Haf1ldm5ew5XQ5xxyAYB1aUQYyAbdzlBsLK5HNsuPJ/j\nn/8GURihpGTLjmdwaPdBzn/uufzgvmNEuoNbGiQf+BQLWSZm5hFJBwMY+0O9kq+S5VUDWZQyCMeh\n02wSmQ5xV6evOWGwUqSdJilQQiC0BeniWIOSDjF6eQkwYJb7SzbBmtRO3dqIJImp1ep0G02sedB4\noE3NWtLFxBptLVZDu91CEZAJXDQWP/DALhNNAek/BkSq7VpVYD318VgTnwf//Y+qVD+apOfHjSqe\njOTnRyU9TxSxOpHo/CisJkGreKz4WZGsxwuPVLR5aLw5gZ8mXjxeRaifFD9K5/lEFnIeHHMeLv6s\nxpv/ihWXF2X8VAtkrcHECSaKwRqETM0SkiSh1N9LlClw+OA8non5/Oe+yle/dgU6alNvNel0u7Tb\nHUS9xmSzi4fBtFsQO5jY0G1H9A30Uo8dHNelp+ij44gDd1zJkckJwjhBZiS5fB48D8dxcIMMUioG\n+vNs3DqCVA7ddpuo26VSWeDqK27msi9fgRaQWIO0lqzWzE1XOXLvIm9665tp6Q6z07N8f9c+3v32\n30Cp1Ay7W2nSbYW0FruU+0ogY5SUfPFfvsaddx0h4xcYXvN8/s+HP8vg0HqCwGO4t59u1MGjRm2u\nwlnnn0PSMkRRRBSDTWLcnM90pcu2zacxUe9QKiuatSqy3mFybpFGp8mhI/tpNxVWaqaqi4Rxl4PT\ne/nj97+NucNtjtSPEMWGj/3lp3nN615ArTGBosu1t1/Lfbv2cPd9O6l2hxnvO5PJI8eYqcYEDuw6\nfJgrr/gME5MHyYYLfOJrX+L+I4eYr6QW8FvcQaSTQcbgC5daJaa/d5h99y0ysnWIpcUOnXqFVr1L\nqS+PZ7IknS7a6cEIgXAl28/eQNzq0j84SHuizuz9DRwl8Yo+737nG/nAX9+P8CS/8eJNfOmvXsE/\n39LDd269jbF1z+TX3/hr3L33ODrbx/dvvZ/LLruKnDC0O4Z2LWLi8AJRkmDViWVQy28V6TKaONgk\nSS8VkiCTJ1dqse/QBBmlWT/cQ+AJwqhNpbqI71gQFoSCZUc+AMcmxMYQNqvcd/c+dk8c4Y7v3YPV\nLspzQdiUUFmWDSwkUkoUAmnSnWtYg7DJspbKYowmjiLqtTqHDhxg4tAhjh06ytSR47SqDYwGbdKO\nFtZgrUZKgedJ/MAlG3hk8xmkdHBcRWIsRuvUKVAucyvEsvGMTDtiAoRccaHkKYmPjMUnNeE5GfbR\nD0fcHpoAPfTrsdz2E4WfdHznZGA12VnFkxVPRLw5EQceTfx4tDrTJzrWXDLp/tj9Uo9XvHm0z+Un\niTePNnY/FbDiOljN+i6kEqAFQkqsSEethFJYIRHCMnNoljWDOdxSgKw3ESbmjHV97D94nGo3XYdr\nhCLM+jiuROuYLaeUOdIKUFIQC4e8oxAmxo27mGaMEILpqQ5/9MF384fv/l+E8zXa9Qa5giGULlbH\nOEIQFErcv/sw2gre/rtvxnMtf/fhy5C+gxOYNOk1qcJlcCjHxJEKL3v5s7ns05/jFb/yGkrFDH7g\n8amPfw6dxFgESkmksISdiMXpGsPjfcxMtXntK1/BUH8vWzdsYU15GICzTj8VWyrzncsvpx4qXvqq\n3+IHw9dx/5G7mPIzVI/Msu30IWrNEJFoiiNDvOLXfp2JD36AKJKYKCQolhkfKlKZn8LPZZmcPUQQ\nnEotqiDbTdavGWa62qbnlH6mphdIanWuv+FrXHvDnbzrfX/BNZ/7BO3OJDMzVbw4QuV6ecd73k+Q\nM4xqnyNHpnj+Cy/inrvv47a7/4qzz3k2V333Fo5cOMdv/MJL8DJdXvny5yKk4owdO/jnf/4CM5MV\nBksltp++gVq3ytjYABkVUu9oqpN1znnWFhYriyzWm/QN5Rk/ZYBaq0W7Ybjj9r2EroujFI12qgan\njgAAIABJREFUzPOfcQbj216Ie9WtfPp9L+TSy25kcI/H9FzI6571Kq74+lcYGc4xNDTMwT330z+W\nx1UtulqxrqfAnAOLMw3aUUS5EGDtDxPayBg6QYb3/dEb+cq/XMXuA5N4rmTztrNof+lGhCto2oRW\no42OQ0YG87SqbVzXQWBYqtVBJ1hjma00GCt6REbQ0G323rWP5561hSPT84ShRpzY8LvMbgwmdQOU\nCuEk2DihE3a5f/+9TE1UcF2XIOvjK4dumIA40c0CYxOkEHiBv2xSoVLGZA1IhbXLBhikhMoYQzvq\nAgqrE3oCPzV2UTI17sCghUgfy1NXfrXicLJGBB8uyXm8BcqPJWF5tCTrwc/n8X4eP4ulmhdc8FvA\n42OdvFK0Kqt4euOJfI/CTxYzHqt5z0rSfj1WPLQzdyLmXHPNpx5TAefpZHSx4gjWrtumINFgU+G/\nRSBcB2E1AotyPQIpSLIBBSUojvbT1oLplmZg7VpGXEVXeOR8iel26AqXjJJMtkMSAxlhaUVtEhng\nthq0EZTKJRxVYetZG/nHT38RxyYYa8n4kv6eMTqyTmWqAzohSpLUgENKLvvUF9l4zha2nDZGaUeB\n/mgt119zE8Nn9FDZO8XhA0tIKbn88lt4+WtexCc//Ene+Jtv4iUv/3lu//5umnubWJPuI8JXOMbi\nBQ4bztxIrlxh+vgc8/UKxw4epXjqBgBMs0p/aQQLuL7Pv/2fT3Po8B30rh1mrtbitDO3EoZNRteW\nWJiskI1DvvyPl7J12yhHjk8zesomWtOzrNm8nbmJY4yN9yF1mbZuc/bGU7nx1uuYbzVpLUWsWzfG\n2duK7Dy8n69/71Y2jo9w47Vf5z+//h84niSOupDJsm09LNWnIA7pxBHKy3D8+BQVU8cLfa6+7mrW\nDBT47tXf4NbL/5WPXvohJpohF57/8yhRQ7ounq9o6CV0G2q1Fr3lEjE5jGix7ZkbQWqCwOfczRuZ\nPjbNQqOLbUdsPHUM33H5/vS9xEmMdBzu2LOPs3d8m6H+Ih/5h+v5/sGIu/buIuNLdu29G5MIpmY1\nM5OTnP2sU5iZPcyWM0aRapB8qZfPff5KEmFxlEs9MkgZ8YAGy89ww3duw7lolMLpO3j2cJ4kDLn5\nymsZyBeYqVSIlYeOIhDgKrmsUQKlJH3lMrMOICy+50DWp12pceDwDFnHozQ0hOc5NBsN0o1VFqs1\nxkjibsjOY5Mcvvd+khC0MWASjBXL/TWBShzCbkTY1fT355HLWjCLi9YWpRwwGiHTt77WKbGSQmBE\n2iUT2mJ0gtYubma5OyUlUqnlCUEBcvk+Raq9WrVpP3k4GR2sp1KiAE/s8zkxrvNI7oFPFFb30qzi\nqYQnuhBysvBExJoHNJ8rAI+VXD34+1MdK45gHbp3mkJvH8KkFXgTm5SAKInjSYQVHJmrs33DMA0T\nM5LJUPIUS/joMKLsQjdOaLViAmNR1hBiyLgSoxy0kPT4LgUdUWmFZF2FsoKevjxnbj6FIzN1zj33\nfIgVO4/txDYjXvycV/P5f/pHhtdupOw6ZJ+TZ98dB/jvb3gtr3vda0mMxvMyLC4e55ZD+/noH/4l\nWlje95cf4/jdPyAkdSTYtP1MLv/mV+nORuRKlmxfP+3FCo6SSClQrke3HTF93xRHD81TzBd5xjNP\n59DR/ew+eBMvfd2LKGVLxFGTQrmfkZzk1S84jw/s+T6Vw1P0uwmLSwvEsWZmcR6lFevHh7jkkg/y\nP37/XSzM1KlVdqNiwZbTEoLhXsIo5vznncPhXbvZtfcOltotatNtxscLHJueYH4mQluYPSo57/St\n3H7LbbS6EQUvS08pwCrF7NwSVodgXeqVGgNDRY4e24uHZrIpKfd61BYbxI0m5H3+47o9PHMT7DxY\nZveBA6hCwqbtQ2SkwWYVodPP9MF9+EWFyHo0KnWqWuNlsuzde4Sw02ahFjGQh27Y4cC9h0AIXFeS\n6JggdPjoP1zOb//OH/BPXz2OFBaUw/CmO7G1LrWKpqurDPf0cu++eQYHLJ0oYNPaPLv238tYb5mJ\n2NJudFBotHYxREh8fE/QK0NuvWWCpDvHQO9aIjfA7x1gqX0fCHjmc8/mmv+fvTcP06wqz71/a+3p\nnWueunqemaFBlMkoaINxiEpMzKBHTWJHiDESPcmn0ZNcicbodzDGcEwHEjV+nxoNahAVURREZpqm\nB+im5655fuud97TWOn/sqqZouqGbpqGQvq+rr3p7v3vv2lVv7Wc/93ru535+eC9K+YxNBwDYlkAY\ngzEG10mBEdRi6FSGnTt24+qIqShid/8ARiRSwG1btzE5Xk36qrRGysTtz8zYpGMScwmJSVwJLYHf\nKGM7Ns2FPJZjIUmGCM9WmaQUIJ+87YWwsWQy28pCJhJAI0BIHFfioImtxOxllkMJQbIwYBk0Emu2\nR+xXGC+U0cWz4fMLo+Ny2TqRJOWF7i042ThZs1herJ6IUziF48Hh9/Eqrmb3bcd33OEx4WQSoJci\nuZrFyVrQ+XLx47y35VPAkV0Fn494c7I/01+V58mxYN4RrMxCg+2micerGKMTRzbHQesYaTsIDF46\nhR2HZFM2kdbENR9taQqFAuOlEo7r4dg2udin7ri4toRII6TE0xpfa6YV5Hs7qY9OIBs+y9ecxvYn\nRpDCcPGrL+G/br2V37zqbRTSmp/3P8JnPvf/snJRDx/+8IeYzknSHS289S1vwnNdHCGwpE1393I+\n+2d/wcOP7eFV607jvb91JX+96VHe+a7fZveBIVKuyzmnvYJoWcCkP0zYXyTOpbClzerTutj68H7O\nOWcZj+/tp9CeZ2q4yM9/eg+rz1zF9Ng4p59+BpGJENJBOIJGaHPTd39IS3ueYnEKoTVLutvZNzhE\n1riMjJUZbQ741lc+T2Fxjmq5QQqLum4wMTJNXrlcds7rWP+Gt3HD1kH+4H3/g69+7RY2TW6lQUxb\nLsvIQIOeJW1MlOp877/+Gyud58zTenl8/wiVRkh3S55qfQIdeEjLRwnwayH1SozTlKK93SGsVjG5\nLCJlgzL07f4FfbtcXnFunW989/v4qsGC7laGRqe55j3v59Fdu9nmTeEXU0yU+yDVhJ22GBor4dCg\nOh1hYRgYgowTIIxDtt2hZ00vcVSnt3cXb7/0aqzaL3nba9rp6VjIDf/6BSbuMkx3Ss5c20NgJFOj\nJRpTigPjJUpRzI5tu8h3Fljoltkf1DCWhV1IESuDnLlVWvI5srakWKmwYunZ7N3+IDf+4z+yZuky\nbFsShoLpQNGSzTFZChLpHQKBZGJykm9+5dtkU3m00VQaVWLTxvkXns33b7mL3p5WHt+0E41AxTHD\nfVNwyJ1PkM04+JFCCoNBzBkGPCMlVImEUCPQCGzLxmASLwoBQhosS6JNQrQMMwrBhFUhhEAbg6Vt\nLFuCsBC2hQ78xERDSCwhMMJgSVAq+X9idGEd+YY+hePCER8+N6096vtHIwyHrwTP4ngfnr9qD8OT\nmTzMJjefv2XFvCBWb5rzd/PelhfxQk5h3uLZ4s2tf/jURaW5xOpoMWYWJ3KvvZTJ1SxeiJ/hZMSZ\nw58px/tzzI6EuPnmm1/2VfZ5p+up90Eqk6apo0Dbgh5aujtxHAvbsbGsRGoVxQE9nkUqjKhOTWNp\nKJerDI9MQKOOPzVJveHjK0MQRIShQHseGePjooixsb0MkRFYTQUc28IWFh0dTbR3dhD5ISaV544f\n38XjD/bxN7/3V1y87kw6Wts495wrKW8eYHVblmxzK7ERCCPREiSaRb29VGo+X/n+rYwXp7Etye49\nfTTqdZRSjE9MUa5XUDWXtnwL7W1toA1NhS4WLW9FNQSXX3YJ0nFoa3N4/RXns2RRN2vPXIO0BelU\nmlwuw+joKKWJfgI9yXStznQ1Zu9Ig83bD5JNW+Tam1hzVg/j+0e4e+vjyKqiqdMhvbCd01Ys4BN/\n8sdUa3X2l6b495tuZGffjxmZnqRYn8bEmpSVpadtFQGCff1FauUalkjjKM3e/aME5ZCc14oUHnFo\nYRT49ZhVhbWErmTt6l7sXJbp8SLVUsTYwAT5fJaOQorHdh3kwXsf4Bvf+x7dHc1YpIgadZx0jp9v\n+jnF4hQZL0VTc0guk6d/aIzRok8+n8bEaRr1kO7FPaRch+b2PE46Tfrs5Zzzrt+k4Wsy3Vcy7VcY\nK6YIrQa7t2/DaljIlIsbK7Y/MY6nhlh0WjcQseq05Vx68Vp+421vYd3569hi4LVvP496NUZXGoyM\nTJEMSgZpwYozF7Nm5Xk0dWxnuppYpGfbm8lkPAAsHXP6mYsRUqKMQZnEbS+o+ZxTSLOoswcBjB48\niFEGZ0Z+t3dXH6E2WI6NZdvYdmKKIYRACBLbfjNDrpiZzSZmOJgQyd1sDEZpwjjGssCyJa4nceyE\nNEnLxrYlUlrYUmJZyT9mqmZSWkjbIo4UcRhRqfioEKQkGVkgBEJYGGyELZAyuQZxqhHrRcPxkKDn\nSphejg3Kx4Nrr//BodfzgVydwvzFzTffzM0338xnZv49V5ys+/FwUvVcv//hBjnP1Rn0FF5cHE+P\n6dxFncPxQhgmzTfMuwpWNpUmChWNYoU4DhHCIpXPIi0HKSTSMkS+plSt09TbgazHTBpFNu0SxxFK\nSDwpIGxQUhDGYAqQEg74mkLOQWiLWGlCZUhl8kRGoaKQuh8RNSpMl30IYqRjs3jhAjAkluEy4uLX\nrOCOH6T5sw9dh4rrBLEkZcH9uw6wtr0VPwi54PRecqM+//DRL5B3PSKj0XFiVCCMIg41tpQoy8aW\nDt0LehCx5Nwz1+E6DlorLj7nPBpRyD33P0g+nWfdurMxBiLlU/WrTBQHWLV8LeVKBVfFCFMjlRJ4\nFlSnBU5TjIxico6grS1NsVwm56aISpNsGyrxWx/4cwpdWUb67mbvvgnc1lZu/NevEcsM3Ys7qVVC\n9pp9eJaFZStShRaioI4nLbJZF78R4teKeHaGIKjTUmihPqlwF9pU7itTisfRxqapM00YS4gaVKs+\nJZnBkwqvu4VSsUYgBJm0w8D+CdI5B6kX8ujBRzhjYQ8HB+q0duWoVxsUTIhvFRgbHuCCV53D+OgA\nwmpQjz2aO10G797Bd+7azuvfdDEZK8+mHbt47Tk2xQN1qiqNdATd3ZrW7sW0ZJrYPzBGlx3j1wVj\nAzV29h2kNPELQqPwbPjRzkeRaKrFmNCPSGxLEiLiplr4s99fz+2/7KZW+wo5x6ZerDMxOY0Q4EoH\nnxCY4TwSEElf0wPj05zTvhQjBHse3sdrL3gltitZtrCJibFRTByjpMF1JLGQpDwXFSeDmoVIZlDZ\nljVTFYPQjzBGkcqmkEKihcG2bGJA2i6CmSqXJXCMQcrkWCOSkcFaGYSUuNKgTLJIoKXAtiXNLSkq\nJR/LsWYcEzUagZixExTGwkiTGCSe4lfHjWMdNvzelk+xceMZT9t37iry8UjfjmU2zLHsdwpHxzPJ\nBl9MHM+A61M4ufjLE1jdn+uKNxfP1z37bCTrucabZ7JLP4X5jS8XPw7A1bz4UvmXCuYdwTK2jRUr\nQq0SBzStwHYQcQwClDG0tGaoV0PCkk+nrSiVfSYtj+aUhZQWfmxI2xrLsnF0g6Z8C8V6mbybgkwB\nWQsxlkhm/0SK1t5l9O8ZpclpxksViKIKwpI4lqTsBwQGpF9H2pJ0Q/CGt17KP376i/z9P38aS6TA\nsrlkzSp+9MAdfP2r32Qsbegd9jjjojXs3bSfyA+I4gihIkINtjUzn0iHGAxRFLPvQD8rlyygraMV\nKQXScrFsi9e/5tXEkZqRSSqkkgSNiIwyDPf1UzcNcpkC+fYWdDhNpdIgkorTlhQo1xWpVAtBFGDp\nCGfBcszoIItXL6QlnybyG+x8fBQvl2Fs1whnrOniYKnKdDXEn6jiOl1geXR0eOx+YoxCm0elrrE8\ngfZcVi9YQN/AEGFoU/cDvFya6YEirZ1tjE7VWdAmGRwoEQYxXQvydLR4TDd8+nfWaO/I4KQsCpFh\nolKkc8kCGv4Ujz2xF9Pw2Dw1gRPXGQks2nvynLV2Jbfc+jDZfJqH7t/KktUdWJHD2MA0ksQoxGiD\na6W47N1XIb5Z4JYf3cE5Z11IGEfkW22amzrRIYzoIuVKTHMvBDpkz64R3IKb9HHZkuJ4iLQVKtJI\nKXBcYGZAr5AO3csW8gd/9iF6CquRjqSptQknm8a1XbJtBXY8tofexe0IKdCxAmGjjaBjUS9xUGFg\nen/SS6UNB0dHWdzVTqqtOal4xTGBr4njpOoVaz1jj55YoltixltQa5CzNhgabRJDjXQhzaIF3fT3\nF5FCgtAIkxSqIwRCCoQRM5I/G2kUUggMIpEeGht0jIo11VJIGMRYGmwrkQzKGamgYI4JjZAkBPQU\nTgY2bjwDeHpyfLKawE8lQc+O8FvfA2DDhsde5Cs5PpwiV/MHs9Wrv7z66qdUsk6UeJ3MhZHnOxac\nWsQ5fny5+HEW37H4UKX8ZC/mzO37gqRKdTQCnmy/+pBM8OWOeUewPDeZTWU5FiYCow3StiEKQNug\nNVOTPl5kOOf8tUwOj1Noa6YRSYQnqdYDUgJCy8MYQ2BsBseHk+qPZVELYlwLrHQa4Vj4SrGv7yAm\nELz+da/ihz/6JUMDQ8RxiDGCycEawmikZaOFYtP2HQSlOu3LO6lWyhTyNo6dQtjw669cz/rzL0cL\niCPDD+79OQc234QlJbaVrPa7GiqlIrEBRwq0TnpYbCGYLJYptDahtcGyFDoGaVm4notSCqE1jTik\nNDLFeCVk9cp2hvaUoFOTTkvK1Qb5QiueJSlO1KjWAqJQ4XjgZQ3Fg3tpyeVAa4YGx3AcBzeXYrSv\nTKYrx+69B/DyLaSsGJOxaTRKtLV0sm//EK981ULuvnM/XcvaKJfrtHT0UA2LFPIZwlhTrzdo62ln\nsDIA0kHGddx8M0ZHLFhWwLEzTIzUqJuIRWvaqZYb1EsB+R6XRsMwWaww0Vfm7PN68PIedR1Qm4rp\n6M6g/QZjAw08EdAoCxatamd4/wTZQppFbTlqlZipsRqWMUjLYfttmwhrUwgnzfIlSxka38u6VWsY\nHR8hqAaUqxFGWzz+i0EaKqR32UIO7Oqjs6eF6fEqrqcIgxitNUJISuWxhEgAWC6PPbyTuJpmW/82\nWtoLXP3b7+Ghn/+UxWu7WbNsCb+8Zxsp1wMhsSXEOinxpByPS6+6lGrfGLff/QDaGB6571E49zQm\nJ6fRWpE4/hmMkHgZB+XHyRwqAbZrE6ukp4rZ8QVCYhBopZGWII4EWki8lI1BI4SFFAkRE1YiA9Ra\nIKRBmJmeK0uCSWZjSQlKCBLrDEVLa45IA2aWSJFYxYuEqBljkDZoPe/Uxi8LHCsZmjsY8tSMpJcu\nZiU472158vUzJzsJZvOdUxWs+YfDZYJzidcsjnf49skiLs93r9UpPDf0resDnmc32V/+E1z6p0/Z\ndCT3woRsPfMiwNVXnyJZMA8JVjpbwCukaD3rEi7vbeFrX7+NTMqmUU9W36XWxAaKtZCJoQniyFDB\nJ1YWKlRoY+FkHfzIJHN+nERa6Hg2RkgqYYRjJHatTm/WZbjhI7Qgjqo8uH0ffnWS/WWNMAY31Uzo\n2khjEEJiGXjl617Nt7+8gzNOewX5fCvS8dAGCDRSaiwrGT6LiQmdNEZCqGO0VqRtm0pYJwgNNorQ\nGKRtIZBoYxCOPdMUp7GFREmRJLwqTmReGDw7zfI1y+ksFtm0Yw+9CzqZGhoizOdpa+7GywRkczZx\nzWL52g627+5jUU8rPoahfSNMC0nOtimFdZpUhqoP2WaLjBDE+XZKjSphRZFKu2TyHqRili7Psn1X\nhfZFGabGKiw/exHTo0OUpi1aupYQDg7R3dpK2GhQm/QJ6hVUbBjvt2npbGJ6JECrCm1Legn6xxkc\nH8dohZ212L+riJMRdC7tYvkFy/jNt15F3/gYSxctwRDzvf/+/6kIKE77BA1BoxFSmqyTyaeZHKlj\nTA3bA9tyiI1FzjNMDo9w3z0Pks/YaJNjRfsS9u3fh5fP0tWbZ9umQTL5HGE1IIxt9u8YRJmY8aEy\n5VpCrNUMibBth/GJQWYVcBKFtiXFqSJKRUyNlPn+129kyYrToO7yk5/fTy6VJ+PZyMSMb6a4YxAY\nhofGWODO9lJpatWAu+5+BMtyEAi00UghkkqRSuaqWZbAqGR6gW1biUnFzBmFSOZcJVVPC+F42K6X\nnMOyD7kCJi1aGmu2pwsJFmiVyB6FSOzaDQJLCkQmx9ozlrBnxy6WnbGWuFIlniVUQoBInDOktDDa\n8KvgcXGkfoi5Sc58cRI8HswlVvDcyNVL1S75WDC3dwrghuveeEzH3XDdG5927EsBp8jVi4/dwKpj\n2O9p8egI+erV81CGegpHx3N1/fv8wugQ2Xlvy6ee/4rVL//pmL7vl4sf58vFjx+TTPDlbnAB85Bg\nlSuTFGiit7OVoDRFoSVDNgNLFq7EzTYxOTHC1OQ0Qb1GhIWbSRGh0VGAMUk1KKdCApHCskGpJL/1\ngwgdRxgjMDEoodnvx4lUSwgiz2XHww9TmZxAWBZohW1NcMbyHnZs3cLp554G2mNa2Gzd1c973/uH\n2BKUjkFLhInwI5ugVgLp4nopssrFYFMrT5MuNDFdKVOaKtK7qIdKuY42htAPZyoAhonxKVYv7EKm\n0wgBDoIwDMHMJNzCIKQgji2cfI5lXVmMjGhZ0MX0SIn1r1vFXXc9zOjQNB0Luhkc2EuutZ2pepXh\nQZ+c6yB0mj27huhavhicMqYWY9mCWrVOT28ztmOzr3+QQnMzUb1KtewjHA/phoRTAV1dBZxqhbCu\ncPIZpgYPEsUug0MN/MDn7HOXsGPPMC15C8e1if2Inp42xmolpsaGcbIQFmP8nEPBsbnosgXU6wEL\nurNMl6f4p6/cyNrzLuEXd9+GpauIQiv1Wkh3cxPSdlh9ep6RgQrdi9sYH65gC0FzW4p6LSZNmsmJ\nMYStOe/MNrSwyOY80oUlWP0HmBgqMdZn0C5MTU5ip2yuvGg1t357C5PFBvnWNO3NOSaKJVBJv1EU\nxSgFsxJBgyTjWmQKTYT1Go1qwFStxlIUYT0grCqu+o1LicMYZoZIxyqZPG0JyXD/GCYtE/LlOsRx\nhO06zAyYSuR/BmzXSYiVJvnMVYCXcoljPTOI2yAlJIUjATKRSaZdaGpqZmxgAmumQmols69pbs7g\nVypEWuK4bmKWIUTiIqhBzxh5IAw0aoz0D2OEYKTvIPlCHku4TzoWIhCWACNm+rBe2k1YR2s2P3z7\n5RuOfPzPZmR8JwPPB7E7WVWrE5WnvJi9SknzdvK5rVz5p8dtTnHDdW9ka+2xQ69P4am4cv2T5P7H\nt5+qms7F7ufpPDcfxYDgL5+lwjCf8au6oHOiluqfXxi9YEPNj/QZzPZgHSteaBfBufEG5kfMmXcE\nq617BUprutIeg7smKE5U0MJl5OBOUvkcOorROkRrQXliikYQgBHkmprJ5ptIew6BA26osB0Iw5iM\nnSGIIowtiU2M0AYtbCyhk16oMEZLydTEFDYGE8c4joPtpXnda15D58LlFNJ5LDuLHh3ioosvwvXS\nSMvDoIlijW0ZXCGYCKcp5BawdGEPZ5y9BCk0S1etQQcN/GwO2/HYc6BCV4eHZZJkOZEESrTRDJWr\nnLd8GSaCcqWMigFdJ5NrJVVoIo41u/v2EJZqtC9YTaUywZrF3cjTCsRWB01tBxgfHKJRrlAcD+lY\n6iO1prkJqpOKemkM17EZ23uQTMbCDwO6Fi9g7UWvpLNnET//yY/oXt6BDCOqtkcwXWb12QUwAj+/\ngOLEAK5ToLW1jSCsY7SD5SR9SjLj8PhjB3GzKaKGYnoqIo4DJmsNCuk0nd3t1CNFa2vInj3TRJ4k\nFIb+A5NMlxze+bsbOKvJxX/0IeTaC/jU1geZODjJ0rYMYyPjKBMThYoggqEDYzieh2ODLbIUsg3q\ndUO+pZsndm+mHjRYsHABOqjyvZ/eRatXY2Kyjh/HpB1DtaHpKXjc+oPt5FryVH3QQcTYdBGtVEI8\nADCoyKCJkFgoEyOkoKm1hYbjoeIJAl+jjGRqsojjSpA2cqbCE82QMyFmh/fG7OgvJRVJDSBxsjam\nkcySsmybOFYzPU8C4czMvJKSOJ6VCrqoRoBlW0R+UhlzbIERFnVf0z+sSQsHpTUCCwUYZdi94wCx\nVpx91mrGimUcL3E9FCKxeheA1hqMRiAo1wI8J0XYUARZScpOLAulNBhjIYRGY5BCYo50M7+McPkx\n9OKcCAnbsOGx5/SwmiVW11yz/oRJ1uEP3VVX7WXrzYmM5IUYfvx84sMDziHr8pUrE1nMfLFXfybM\nyv7mk/pmlvw/U3XsyvXr50XC83LB0RaMTqS/63hwovHmZM3Zmq/mMyeKkxG7ZuP9rX+48ynx5lhc\nJk/JAxPMO4JV6MgQNyrYbhMTw1UsxwGjsS2J0YkjWhTONNc7LgXbQVoSJ+OglE+9XqchkspD2rMx\nSlE1VbxMFmSW+uQokwPTOFmBY3lIV9KebyZlDG5OE0QhCI3rZkhns3zmb2/gLe//bV79ykvo6s3y\njne8lQfufwiDhZGgoxiBQCERMmLvwBQXnrWaveV+RKOM1jH1Wh3HdnBsQb3hk814WECk9Kx6DKUU\nxggCH/T0NE2rVpIaCRmII1QQ09PdTb7g4AeGVHYto7ufQDopFi9dSTaXxQhDa1MHd91VYUlHF6tX\nLebOex9gfKjG+Rct5pEH+smkBLFwSTmGqaqmqbOFtG8oTkl+/cq3cs+jmyjkCuhMhFCG8u4JlBbs\n3jrGijNXMjU6SM33yOUzjA+WqcUNMq6Ni4WXcwnKNi2dFtISWG6Bev8ERII4VFRrdT7z2etxXI8P\n/8kfs2JFF5Fw2PHoAFrE5IXmy1/6e37vsqtZpg7QKGTJpyCKUpSrPn6+iXzeId+U4Yz41kGTAAAg\nAElEQVSuAjUfdj5wgGxnBqVqVMqw8lWXkk2nKesWUnnFmpWrODg1RE/HVShdorvt2ziFFibLNVrz\nNfpGiiw8eyHlkQkKDYexMR+lNPl8jmqtjpnpnZoqVQkBF4UyMbaQ1MslVBTgOjKR4CGoFX0SKwnD\nbNErGfKbDAJGQhiECaknGe6r0TQaIY6ysGwboRUKsBxB4McAKGUwSmGkQEpJ3PBRcYzlSIRMHP0C\nP8ZyYtCaZcua2D5+kPwhxz+NkYqWFV2EU3XGJyt0L+xmcnJ6ptdKPlmfs6zkmm2JKy3K1QbGKHLt\nYqaXSxBrk7zWBoNCCIdf8TnDzwuORMI+c/OzE7MXKil6Jsx1KzwS5ivJmpXxHV5hSlaDn7rv85Gg\nzH6/DUepdD6fOFY77fmCUyTrxcfhxOtoseVEqg+Hy5JPBIfHm5tvvvk5EaRVV+3lmmvWc8UVL8CN\neRRcccUG7rhj4wmf5/Cf//k459Fw+O//WMnVfJAHzod4M+8IVq6wgOn6bvKeQLsOa05biteaQTcq\n1EMIGwGVSg0RRNTrdRxPkXPz2KkUuZRF3oqo4WBIUchYKDtD3a8ilU11aprWlhyVsQlUKUQ7AbZr\nMV4qI3MeQUVhOzbSgBQxjoai8nF1ikLeIqqNMDA6Thw3+M/vfJWD/dO0FfIIN8LKdPAHv/U29m3f\nT326yIMDAWZ0O1KCYwlqYZ2hPfsRRtC9vJvpocnEHW5mUKwxBqNjRkcHuLNeJLN/D4u6l5NyNa6X\n4poPvIe/+dyNtGZTNDsF/JZOsk47r33DudRKDabHJ5kIbdxcwDV/9EdMVRtsengzi1Yvoas9zUev\n+wOe2HmAvr4hNj30GO9+3+8yODTIimWrwDZUqiP0PXo3Unrs3DzOqt42liztQDc057zp1bzrtW/j\nbz/7Dxzo20ut4tPV3sqitnZEaxv7du0kimJ+7bLVlMbGqQQN9u8coWdpB3FcxXNT+NMBWjugBdLL\nMLB/nEVrFtLW1czk8DRxvUprczP3HbyTn4YpQnEAIolDSC2Ai86/hJ+N7KMRSTwUQ7uLYART4z4G\nQ6Gtlfdf/nbuf/wn9GQyHOzzGVsY0t6eZctwheYCuJ6hr7+Pc8/v5cCjZdo6FWeu6WC3bHBwRxlt\nkgpNuTyTeRmDMYowLHHfL39Kfwmmq1WkZdG1ehGTe0doPq2Xye27AYMnNb5KBHTaqMSAQjLTAyUI\nY4NlG7QxaG2QliCTdqnXQrQjUbGitbVAcapEoxoy00AFRuA4FkpplNLMWsYbZQ4NG0YIhLQwytA3\nOI1GI4WV9IwZgcRiZFsflmuhWgXywAhFv0Iu34QxEiFn5mmZxJcQI1Cxwa8GCEsgjMIgZ+SqiYtg\nYshh87IvX51kzCZFz9Yj9kw42YnF7IP3pSbtSXqpnk7AjkbM5uLzt6x4URO2UziFE8WRDDVOFFdc\nseGkJ9hHkrAdqcJ+uOHHHXds5Oy3nLwK1rPJGz/8lr1PkwoeK2aPOynXf5i5xZFwLOYWL1bl6nB5\n4HzBvCNYfjCEH0fkHIXubWJxTye10VG6Vq9MmukdFyGSVX2lI2whMLZLBkPdb2Asi7TlIoxBS4mI\nIjK2QzUUZAp5HrrjPuqhxrYlLTnJVENTLZVY3NPB+GiZziWdCEeS8tKJxTWKn953O1/5j39jYmSS\ndDbHeReeydZNW7GEw9vedhUNHTKwq59SqcTd99+DLJZZfNZaRiam0Fon1QatqVeqtLa3c9kFF/Hd\nW25FNXykAK3AqAgFqMjQ1ZVl7MAoU8MlquNFPvmlL3D5+qsxcYAwiko94BMf/hD379jKX3zs+6hA\nUav7fOBDH6KQXcpXvvpfCGk457R1XPTW3+XbN36OHVtuxdKC9e9+C9u2PMztP/4pX/jrT3DDD7fw\nyC++xerlq3jnQhdkmtbWy3n3H36AjRs3Uhns4zcvvIJfPPQjTj/nPN7/7nfyqc/8C7l0hgoxb3nl\nCs47ey3VSg1HCpaefzGbd+5iauRnSe+QbmJhrhnVleYHP/4edrVMIWdTL3l4yuH05c08VhfUIs2f\nfPADfOJTn+as5V301aFar5J3PJqaBPWGRT7bzPDBUcoTDXLtKbpXtuGqiMG+KlKGfPybu/jNC7M0\nZ3NsjzzufuhePv7nf87efd9lYtcYNe1x0brT+fmdD7CqexWxneM7Nz2AbVs0ag2ETJz50imXhh9i\njMZ2PLRRfPITf4vj2oRRzMUXvIq+R3dhScH0Q1twPI9MLkOgkj6qOI5nhgMLMgs7qR0YSdwwpUjc\nIGHGLt3QaERYdsK0BYKlS7soTpQScwxh4bV4GF/TKNcTcwmSapgQJpEASomVTPpNLOENtI3vQ8nE\njVAZwcTQKNVaiJtPU6vXaE/ZjE9WCP2IRn2UhYsWYrRGz5hhzJajZMqmrbclmZU1Uw3TgDACJUCI\npOpq4BTJehnjRCopd9yxkTvYeNKkec/WG3Xt9T846j7Ppa9q9pjZ3qyXIk505feZkp35sKp8Ck/H\n4TbxcwnS8ZKwk0muknM/tZp++DzAuThSxf1wOd3cfY5Ejq69/oanbbvhumuP/+Jn8OG37D1iL9Vz\nlS9eccWGl7Ts8Zp1Gf7PI/XnfPx8jjfzjmCVx2vg+0yNjNLkKOqNGNuzUb4idm1cAcZoQqVB2MQI\nbKXxjaISSRzLxhMCYxQSiKVExJqmtMNA4OJ4Dp4jMErRsWgRWsTs2lYFx6YR+uiaj9fROmM2IKBS\nJ10LaMvlmTRTWDrGlV7Sx2UpGpUAsilEoYknHt9NV287pUodJ5MmlXaTpFQadKCxHZuWbJ7Vq9fQ\n03oPYxOTGKWQNijLwtIG6biMDI+hkWA0Rkhu+tyn+M5/3Mg73vcHoG1s43Dj177O4gVduNkOIlkm\nhYRqmUvXnc+WbY/ihzEPb99MMWjgejmEBWODY/Q/eBCls0jL4wtfvolXXPpa7vtJTP++PuTl13L6\nmja++P/8Df/9jZt46N6fkpMZ/ujaD1EpBixeYvEfX9IsW7GEro5Odu3czHe++zNKYw26VnXgT9b4\n+sEiH/uLj7Fz+3a6Fi1k3579/M7vvQs3k0UjaPTv4Pp/+Gs+/ndfxe5pZUlKsHrFOJl8G+lUmlTs\nYLt51NAIwWTEkjVNlMbqNFkRSjfRaAxx9vnrGNr7GJXxOk42zZJV7QT1iPWvVrjkyLQ0sbg9w/6D\nVVLpZmqBT7EYU5qcoDo1xdSkoVzw2fb4PgSGKAxwbAtpSZQ2ZJsL+MPjCMsi35qhOlElnXGRGIy2\nwNbUa43EVt0I7FQKIRKjCmOSnjo5Q1KqfaMIAdoYYqUS4wljmLWKQOuk8qQFmUKGLdv2EBuFl/Hw\n6yH+ZJXQj8nkc+g4Qik9Q7SS482sv6FRWDYYLVn5+suo3LsdMWO1PjBUpL2tgDCGtuZmVGiwLbBz\nHl7GSyptRiBk0nslZipsfhiAMDi2RGuVLHDMkDwJaCNm3C1P4RRme3F2HjMxea4ruc8Hrr3+B0+R\n8R2e3My6BL5czStOZmLyYic9p/DMOFr/1nzFsVjSH06c5t7vR6p6PRuuvf6GQyTrKQTs+idf3nDd\ntU8539VXX83u25711M+Kw2PV2dn/eVJ7y95009pD/arPhuO1Z79mXebQ1xMhWfMV845gBZVB0rku\npJNi0bKlBA1BuskQWBKlNeWaD3GAth0caRMoSZcdEzgOhawLAoyJwRhUrBAqGdYa2A2603mmO7sp\n16cJKz5BI8RLWTiui5KQyWUZGh5nTVcnIRYmNri2ZHw6ZroySaGtmfHJMnbaozpdxs5nUVJzcM84\n6RTs6N+NPWMFv3/PXoIgQArwazUmhidJpzxqsc+WLfdRqdcR0prpvZqRZwmDwGJkcACQNLe0Yowh\nb2ep1QNGh6fpWNiMa2UZny6TTWfo21OiXu5nxWnLQEqanTxh0CAWDlOTNXoW1RgeLdHe0QFS4rp5\nsmmH5qZWdu8Z43P/++38y5duItSG67/xJbq7u6nGDh/90w/yw1vvoKobBGHM+etWcM9Du1mzKkNp\nYpIr/+idVCb28Wtvfhu7B/ZQmqiQtppJL1yO19zKBz7wabbsvAMn3ckdd2/FszRucxtBZZofXfMR\n9uwe4F++9GmGBg7wrf/uo3e1Jl9pI4oVO3cPMTxYw5IOj++v4GaaaDBB6NRpb22ib3AfjToooQj9\nKp7M0L2wnXOWdbPpkc0UCs2c8arTeOOVv08YRAztLyGExys6uthaH2fJ0gy5jGTx8k4qo1UqpsaS\nsxZSK9boauvg8ccPINxkqG6t0kC6FqVyhSjWOK6Fig3GGJSx6FmUpVaCnq7mhOwYlbgBimSulBAK\nIWzUjPTOCEHaE2Qti7FiTKw0WhmctE2jWqelI8PUUJU4UIlVvAIpbarTFVzPJlYxtpMQIkvImVlX\nEh0bhNEY4ZBNOfiTY3iFBex/9AAYjTSaRj0iVppM1kM7HlIaLMth/9Akqxd3EitFrBRaWEgxM4tN\nG7ROrgVm/k5nhy7PbBBCYkT8YoSLU3gJ43irVkdaST4ezF11nusAePT9n5lcHW0l+lcFx0qE5rpc\nzlepzimcOD5z882Hqljzpc/mWLHqqr38n6tuP9Qfdnb2fx6RTM39/7PFm2d7f25VbfdtK56xfyw5\nVxZ48pzHUiU7mcRq920rjjgH6/nALLE6fNvxkqxnizcv9kLOvCNY6CydLVmkA06gCKwUgZNFxjHS\nEqQFaFwsz6URR7SnJLUIMhhsqajHkNIR+WyG0WpAVvtMK4nnNeM5NpWJcQJhEI5E1WuIbDMIQWwE\nji2JXYfBfQdZtmYNriUIs1kq0wpX2oTCoAID1TpBGGCbAr1NWQ7s28fopE+5WKbeCFEIKqUyoR9g\nlMDO5ghq/RjLwok0addFm8RlTietLKA1ymgsS2NbNsJ1cKWNnRUMl8bomxjHdRzW9Xbz2GQI1RK9\nvQuws508sS/GzRSI/CpCC5xUloMHB2hqbmJhdzeNWoRrSUw6GXgcG5tCJk09m5AAy3NxpcvfffJj\nXP/FL5DKOGgdI1Ieq3rybHpkP1u2H2DdK3rIurBiWY53r1nIRj/FLf99G+mUSyZnc8EFl/Cx338t\ntF4IwFvffBHfue0ONm/fxCOPPEpj124a1QqXXnARl3VcyLd/8iNEsUh//yZGJ57gic1buOz1F7Nz\nfxEru5CgUScKQtJ2nUW9ixn/5ncRlo1QGqzEWGLZ8nYsmeYNr3kLxUfuJZVuwQQRr73kUop7A848\ncx0f+eRfUe0b4ba7foh4bIKYFI7jkM14TEVljBSIwOfyiy7hrz77Udatfh2W7SQugib5gNxUBofE\n6CHSAam8S1RXaF+TbnUYGhqhtTWFbSumSsMUR6ZxMjZaQRzOzJhSGoUgqGtqZR8hbaQU2LZAqxjb\ntqmMV/GamgkaGXSwj1Qmje8nf/tC2EgRoeOkOuZX4xmpocDEMaFvYacd9v/4XmzHxq/U8I1CCBgZ\nmyLXlKejKUc6kyblGbRSREqj/BCDQhszM18rqWClnKQxK1YaR4JOVi8QYqZ30Mz2mxkMvwKDsE4Q\nfXdsZPGpnpyTghMlV7PnODxpSSpVT09unglHSnwOv74XwuTi2Vbaj3XY7Pr17zn0+vbbv/KU965c\nvx7DgiO+dwovP8wlWbM4WUONn2/svm3FITnd0SpV2774Oc764Eefl3izfv1t3H77VUchbc8ebw6/\nhpUrn/r+5z82zBUffyo5m41NJ0K85hLBWeOiWUOg2Z/lSPLMw89xJAJ+JGI1F+vXv+eY4sxLZSFn\n3hGshb0plpyzCj8K8DW4XhplInwNOVdSqmscyyY2BmEkUmi01oRGI7BpJaKp0c9H/vxd/N3Hv8a+\ndDcP/OIRLr/q1UiTotoIMAjaFzRTnKqy7KxljI2NI4QgihQpx8JozciBPhatWoyRkijU1P0qfhxj\nCYmTFpDNEMcRWlpMjhcZHJkkl0qhYo1t2xhbQErgtbRQmaqxcNVKQOClbH65eSdjwxPgB7j5LLbj\nJAYLM9KvfHMWN2vzu1f9DlPVPYwXy9jTDbqXdrO5b4iPfuqz/Pg/bkRrQS6T5pJLL+Odv/1m7nvw\nYbp7m0nvSrFwSS/b79/CyHg/9UoR1zP0Ll/EY7vuwbYDHt39BJYM2PDhP2Tl0hxduRyf/PRfoUWe\n171uPQ9s2kRHV5qh0gRnX7iYaqOKMJqJqZC/PO93+Kdv7CCTy7FkzWraOruwbWhfsoDvPV6jbfFm\nLlt8Ht++805qwSROZwvnXvIqlB8xNtzH/ff8gs/98jZ++yN/T1dYoxo5LO7tIopdihMVRkdLBOUq\nhRaXKAr50J/8Tz7ygetwmzM0ilW8bI6Ua2hUAwaGSig9ya3f/E/e/NY30NHcSn18iHvue5RYL2fR\n5DAHdu8kkxEUcq3kmloJKiUqjottaRYub0Y5Dul8C09M7eTKK6+iuTuFX/IxOYtzVi+gHgTUajGW\n5eI5IXt2PMplr1xIve6jhIc2Aecvj3hir0N5VHH/zx5BIbEt8BshnucSK1BRSBxoLGkjLRuDQQpF\nEBgcRxDEIY5lEUyPIzM5HEcmM7FsgQo9wiBEOIWE86lSQsyVQWAfMtIQtoV9VjfejnF27DyI0jFG\nQ8rJ8p6PfIRPf/DDh+41TcCugwcojg/x/337v9i3ZxeNWgMzM6S4ra0dy/YQwiIKQpTRCDMjcdQK\nhM2MVWJijPEyRt+Mk9OLTbIOPZSvP/ydLBs3PqlPuf32q16wa5qv2Ljx2EnVXMxNfJ6JSB2J0D1X\nPBfzkN23rWBr7bPHVWlYv/49h4aqzxKrue89U/JzeNLzmdqBo+67GTjvnl3HfF2nMH/wmZtvfsqg\n5PXrn133djLizZFMLg5/b9sXP/fUg96XkI9tbzzy3Mbni1zNYv362w7FgCTePHfs2XMdK1cmgf3a\n629g5cfeftR9j4dcJb+jj7K19lnEvwt439N/b2I2Knww+TL3d3+8JOto2NP+W8CTCz6zseZEqqWz\nMenFqmTNO4LVu2Y5aeFTV1lkDHZaEtQicFM0ajUcqZFCUqvF9HqC6YBk3lCoiCLD2zMOj+qQb95w\nC1FUp3/yINlCHkcIssIHIfEyLvmUS1FXGRyeBARp18ZPewgJsTaU61UiE9OYKiKyWSrKJvBDmlMW\n0kqTzrfgRQ3CuExXW4HJqRLSsmjvyDOydxChI7z2BURBQHVoBCFd3FSKVWeuZdf9D5BpakW2gR8o\nsG1oVACIlaJaDZCNmB/f+x0uvuxyrHKVIAiolUsU0mnOWbWSW6IIX1U5c/Gr2HDd+/ivr34TV4W8\n8vTzuOUHP6YRTtDSlsO4kO/JMjU1SflAiaamFIXeLFbDEEc2tbEJLMdh53idIIpx0habtv2MB7aA\nl5G0O60gDVKnyKSyjA6WKC9v5bZffIueNSvQWjM5NoYtbUpT0xQKI4R3htzi/Jhs3mV0YBitFKGO\nmJ6eJu3ZVMMGX//SvzPy8x/yYKmOn5YUMnWamqFSVazpdMitWkC+eQGXve51HNy7m7e/5x3cefud\ntOWzuJbN4FiRVCbNitMWU2hN8chd29k3XGZpayuOm+bSc17Bp/7xbzlz1TXsfvQBlGymHk2QbXKp\n1gROyoYMZHyLgZEpPBNScHpRTQ0KXSn8mmIwKCGQvPKCq/jWf34PYxSFnE1Ur9GzoJNUJoffqGNh\nmPJt0ri0LmmmUW3wRP8UaI1jSeIwAiEJ6hUs18bxLIwB6QjqNT+xa48jLCGxc3mqtSxOtYywC+Ty\nDuXSFAaJZUEUl3FsB+E46DCaGa4Nlm0RxgbbGCaHy5QqVaIoRAh4zRsvZd8DO1m2OnksJmOCQeKx\ndskaWLKGiy54LYPFAb765X/mBz+4E6MNpWpI7Ffx/YBCe5aMm02ONgYlJFIahDIgDUkp9hReTBxL\nojN33+ea9MwderxhQ/L/RE53cmzDn8+E5/k819Fww3XXsrX2WTZsqD37zkc9xxsPORmeCJJE6+gV\nhrnVq1kYFiAYQjD0NJJ1rPjx7bez+Vn22XzJauAU0Xop4uqrr+aaa9azZ891L/j3PlxqN0sGtn3x\nmY8764NzSMQLiOcz5uzZcx1XXJHElT3t3+GKDRxXnJlLnM764EcPfZ2VOs9u28ZTCZZ53zMvoM4l\nXLM9YfBUcrT7thVccfNnueNT7zrqef6hdi9/kb34acc+V5ySCB4GL5ulYVwkEDR88k0R00EdEcXU\nY0XGNTQiyHk2B6fGCeshza1N6AjqfhWWdLCyqZV/3lFmcG+RsAbaEqiqT1GFaKWI/RjjSEykGO8f\nwhiB79jESuOSzNwKlGb35p3Ybp73vqWZ238+hdXUCo4gVWgm5Qmiko/RKfYdGEDHMb4y+L7gC5/7\nX7x+/ZX872/9G9/+yvdZsmgRbsoGIehNaQqnLWeMFOXpItlUSBTEFHWd2nRIJteMijQYSHtNbN+y\nlf1P7OWqtZcQN0LillbaLc3d924m32LT3XQhfr3GLx/cwbnrVhAaRVaXidIWU2hQAZ6I6eloQhqJ\nJWO62zsgtlnQ1okQEZabJTbgiohAFAjDgDf82joaykFENSJfMTBdo6WpjX2P/oALLzqX+GvfxhKK\nWqNOOpehkM/gujkmJwfIpTz8yCLwFbVGlSgMqdam8atVQjcNSLbuG+PvPvkRPnHDTbS0FGhqaSGT\nzpD1LCzHQ2nJlReez91bthAFAc2pNL/xptcTR1HSt4YCbdBCIi2LxW9fwuM79tCztJl6aHjgoU0s\nal5AsVIjNIbGaD/VeplKI2JBoYBRLk6ljpu26O0s4KYcOjvaCNINgskq0pa0h4bOtjYe3Xonb3zj\nxdz1sy24VgSWS851ENkcOW3widn62BR+QyHsmImaT3PGoVjyWbJ8MQMDQ1i2xETgxxFuHCHQ9Cxq\nZXKsjNJJZTMKYlaubOGRyb1oI8h4Fum0w+Wvv4Kbv/ETLMvGEgIVa4SCt7zj17j/Z1sYn6yijSad\nySCUZuGSLgb2juOkUrzykrPwrBSnv+JMXvPqSwH4txsfYsHSAX799W/DH9mM7j6PDHBwzwHufnB3\nIgXUMaN9o4kZhuOgI4lxDejE8VAKgVYGIyyk0U+abbxMsfiKDS9q9eqaa9YfkpAca9JzvCTryYfo\nsRMpZ+3fH/O+R0fheTjHycHGjdmnJDhHS3aei2Tn8B6wo51j7vYj7fP2Fe/m9/iNQ6/nYsOG32Dj\nxu8ftu3N/OvGjU8jVxs2vPmoSY/gSZvnFzupeTngxYw1fXds5JrjnL00u/jzbPFmrgTtcDnaXByr\nGcVcbPvi5+B9T9++7oakf/j97y/AC7AAcyLYsKHGxo1Z/vrOJCYOf+PJeDP3vj88DhxekTpEpGa2\nCwTmfeaQRHL2/bnnm/v1meLN4X2pR/ucrvj4155Ctv6hdi/w1MrVidq+b75k9Yu6gDPvCFZlvESp\nOoWrHUTXEgrlMpvvfZQ4FgRBALGPli5p28H2JDUfbHsfGc/FLaR5opCltrRAS7nGnduf4Jqb/oaf\nff47RMVJqqGF7Vh4KQctbFzHIo41GE1YbZBybPxYkU+72E2ScjXAzaTQoc07fuvN7O/fwVndreyZ\nKmEMTPshP/3JnQweHKZzcQdeph0hbDpXrODLX/lrTns8IA4jBvv2YTku2eYOxkcrvOGCNYz+5JcE\nVp7QryCQNLkFzr2sl0c27SOVcpGORaVUo6kli5PNsL9Y5LwLzkWg+V+f/jTXfuCPWdTTzPC4j+vm\naG+2Genfiwkv4z3/4xr6+/ez9H3d3HXfFrSMITLosIFCYbkpTBjhpVL/l703D7SzLM+9f8/zvMOa\n9trzlD1kHpgnERAFD9bZiq1tj2ht0Vrl2J7TU8ux1vPZcmqPPXLoaNsP/dpTv1Zsay1FrVZBBJkC\nBEggBDIP7GTvnT3vNb/v+wznj3ftGEISkhAgQK5/svZa77iGO/f1XPd93WQzWWbrDTqyeeJGjWh+\nmnyQReVa6ArzYFqZ3L+fW797B1Mj2/n7D/4aHR2tVKoNonqCcwlJFDA5OUWiJyjPVdBxA+X7rFrd\nQ94T9J55BjMTEcnkDqJIMx4EOJ3jTVdfy+rvPsH37/4XPnztx+ntCxGepDxRRhvB9x98jL1TOxjq\nW8nA4gH27x2jFlXwPA9jHc4ajI6ItUU4y5LhHqYnptBxg/s2rGWguIiHH7yTnlaPai0hV8wSzwnO\nOWc1v/HR3+KzN3yKYmsLJVMh9CRWevgyZvWalUzPTmJkK2euWc3rR3JsdTWENFx83iqm6wm9fX1U\nKjWWXXAxPooNj6znwve+jSCTwTmJ7yz4kpHRWbq6Onhi5w7WP/gEotLACggyIW1dnUzuK2G0odZI\na50vOftcNqzbCQiiumZfqcyi4UHCIEjL/VBIlSpQ9chQrlqkTHvpIMLzcuzavR8X1VlSDCCKeXJm\nF0sG+inPjMNAG+/46RKleQ3sINPX4IlN6/joJ/6Id//8MDOV/VR0DYGgtSvPuResoVaqsn+q3hzJ\n5VI796bZhbAW6wy8xgnWwSWCwEuW/CwkLofW5x8rjnWVcPfub+CvWfjr3Oe87q/5Q77ylYW/njix\nizkIH//4qUuqng+//WuX86Ebr35B+97y6W8957UP3Xg1v/1rlx/z44Nxy6e/dcRrKuw4RH2+EfI7\n+kjn7T37efgJSbt+5DqyF1/LBfdvfVY54HrgM/klRy0RPBgvdxL0SsVLHWsOhxUr/vikqlgLZOqT\nF+b49O6FxZlfeNY273//+58Vjy48Dk706KPqAKE6GK+kePOJT1S54c0LjzkQK8Sa9P/gQ8nRc8ok\nD3nOfdQdUPW+tvk24DZ+cc37Drx2cOzov6afm4Zu5hbScx4abxZi18Gx5tDXx+d/DoA7/+c3gZRo\nAdSv6QfggeC593zw/1OHK0X+TH7Jc/ZZiD8LSvkCXspYc8oRrE2bd+FLxUB/Dw3i3uwAACAASURB\nVJlcFl2rsXLFYibnakxVyoQmA1bSSBwBBi0MysvSSDSqYnnnH/xPfvh/vsSVHXu5+ZPv46/+6jYW\nf/Eb7J+cQzmFsY4kjtO5P0IgSBNGq1OnNBPH6NAj0o6lbUUyA11sXruNxW8eYOzxUR67+2kuvvR8\nQiXwhSIThuQKeaYnZmnoCVpyPSA9LnjDL7Fv7zfQtRraJCRCMP7Ig3Qu7mfj+DR7GiDcPJ0D/Qz2\ndrNzbD+REUTVCh393fjKI3KWsdFJgkKGUmWeUHUxMbub2cl54vkKA92XkwstVmo++Z8+wt7SPF39\neWbKIUZI4iTBkw6kh/MNdZtBaY3TGmM0OjHMWYsyMXHDYaxGZTtAl5gYGUNKRUNbSnOz/Pw73sC9\nm3xmSnfwU5f8MXFbP1s2bsIPfIRUJEmNQqZArRETx6mBw/ToKCrw4amdzI3uoVGP0EmE1Y5/2nsz\nP6W2kGxazzvefiXTEzuZm5FoHVPIFuldPERbdx/Lzl3Jro1b+PGd3+CpDfuhtchQfwfEjvnSDEJr\nLBJnU/vw5SsX09oSMti5GGcs1TnN+W96O2ehUc6h/Cz1+TJ/882vcNVPvQ8rQCuBqhvK1Tny8xl2\nP7Of2XlHFCVs3f4gH7lkFXff9zSzDc3dG/chjGDj5n2cffYQX/vG7SglOW9ZP7fceg/CpeqO1hqB\n4cM/dxV/83e34bQBSHuvbIJxDhkGeF4W5RmccygpkEqRa2kB56iUqjhhUconzOWafU4OGUi6OtqQ\nXoZMNksc11Gexyc+cg0feN97+J3P/g5iIMOe/XPUJ8cx85rRCvzVn/wD11/zLv71tvWc9bqEv/jC\nnzNhlzNR3UamJ2FqtBWiOo1SHQdUyg0ee2Ajg0v7qNRqtLZkAQWkCqt1qZuilCLtIXyN4pnjXM09\njcPjU2/5twOPCzvS/4xfaN/Cy4WFJOP5iM+R9j3ZuH7kOsYY40M3Xk1/M5EBGGOM60eue9a2h33u\nH8aedSyA7MXXAs9NYE7jpcXL3ff5YuHGn732sK5yu3d/46Sd41Nv+Tf++M73cMPdRW54c+mkHfel\nwIJavvB7vGnzzc1Xbnt2vHmeNtAP3Xj1c0oAU6LFs4jSwXHp+pHruGno5medH4Brnnv8g18fY+xZ\nrz3zyWE4xAL+4FhzKI7F3OJYF3ZeCpxyBMtFhoZOeCaZ5LIzz2B262ae2LUXl2g8X1EiHazqYkPV\naYzwqEUNVMbHtxH9Pb1c9gufYtv5j7H3h5toNMZRnmCmHBGwYDUtQCiUtfiBT6Q1KIeyjiCXIZMJ\nCPMhjZkynnWMGVjmLHK+RN/yXowx5AsFuvoMWscMLupk/abdLO9rZ7ZW59G/vY3zP/guhv/jB2ld\nt4U4nmZk8w7Ov/BcNj69nU0btpIJFVEEU3v3MjM6itGa7NIlAEyPTSIlCCnp7SwSiix1W+Ocs1cx\nMe1TmZrj0je8nl37pgi8EF8JeoYGoNJOJhRE83PM7S8z2N1KZEHpmKheIzINUIpQhWRbcmQzIU5r\nisUB8CW1ekLSaIDXzkwdnC6jpA9hnvLcJINzls5Vb2JPZSO3fubn2b1lP5/4//+J7sVDtOTb8QKP\nlcNDtLe04ZyhFDeYGpuiWqlhrSCuJ1z7a+/gr//0uxgcrqRR5Tq1SoQxJcLAQ6qAcjxLsr2BJ300\nkqheIisL/P3tX+Gj7/wZBrtWEwQB2vRjjcZog3YaYSWVygyFrM+yleez8+nHsLrBth2bUYFH3KiA\n9ZifrVOqzDE90WDl0kEGh5ewc2wrUaLJKY8VS4dBa7RJGB2f4Lov/iW3v//jJG47WJO67JESEBvH\naCCbyUNiEKndHtZahFA0IlI3Ql/R093JzEyJpN6g0JJFJJZcPosIFEkcgXPkc5nU7MQ5Cq05nBM8\nuXkj2lgg7T9sLxZYsriP2kwJ2xxq7IC4MkM9nuPGm36fDVu2cf/6R7nv3x8myigmxyb40fe+xq5t\n9/Nbn3orrz97DV//t51ccdkiqjOdzG6ZgkQxF9cIlQ8InHHUkpjtm0fItbemZYBNxUoIiUNinUYK\nH0+YlyFanMZLgZOR0BxMno4Vr1RydSChuOYnjw9HWo4bRzjekR6fLBwt4TkSTqUk59WGV/KCzrEo\n5odzmvvZ5b/ErTv+7oTPeyD+vAVu4Se/o+tHrmP0Fbg+cMPdxWeVB8JBRGvo5uc8t4DDkaIF0tN/\nTf9hF1uOdKyFRZtDcazq/fj8zxH8IXDQ9keLNUdyIDycenUkvNRK+SlHsMpzVRASVdc4GTI9XSWK\nLMI4jLH42QCdJGAcCIV1jmzopS6A2lKqNXBIlq24ED/aT7mmkb6PFIJKrBGBjycFMo7ItGZp1BMC\nX+EHknPW9LH2kT1kjEeUCBq5VqZ37qNt1VLufPxp2tu7eOaJvRQuKOCHPqtWDfHEk9vJ+IpQKWTR\nozI2S7USsfavv8Ilv/KrTO7Zw9zcXoSVzDZtx8d2jeCsQymBkA6BQFtJf18XQ0vbkTJMVQHjCIOA\nUHpMl6cYf2iMOKpTLAbcv/bHWC+kvdDHbd/8F4xOmKlGjI3vYfGiZUR2ni07Qzo72pA4tFE43SAO\nMgSuSUrimM6OLp7auY3OQp6ZuTmE51OvN/AkSCERKrXqtlaT7NpG9zlng1LUGjEiH5DNBUzs2kXr\nmhX83l/8KeWRXXT19HHrLX/PGy65gJXnLSNKAq557wdBwN/ffAdhqMAJnt6ynjM7fO6an0YIkCJD\nIASxVbhahb5FSxnZs41yuUaQzfEn//13aGsvIgGBJW5UadQjogVF0mqQAmPgnu98l8GVA3T09DI+\nOQdCAhYhBFEjxmhDtRqzYdMuNj69C2McMutzxtIlxHOTjE/OEScW6YU4PJYuP4taPMHI3jEakUuH\n7nqKaj1C4CBQRHGMSARKKZLEIIShUq8SRwbnLCPPjDcVUxDSYI0gTgw2ihEiVadMUxFSng9CIpzl\n7NVnsP6BXViT3qdw6ewricDP+IRkEFJyxusvZveefXi1Fl53+Rt471vfz63L/5nP/Pc/xRqDs4Zs\nZy+f+e27+ODPbCROZtk91Uby1FPcvlnQ3/44qiqQSoCQXHjBEpCCwFPs2T3dHDRMOsDYOXAWnWiU\nL+nq63lZ48ZpnDgO7ct5Dp5TQp+WCBZ2fAFuvJrCji9wvEVCx0ICbuCVtaJ8KmPsH8bov6b/hMjS\noVhI0j7HtYd9/XjKA08EaV/GWS/a8U/j+HC8ZYIPBA886++DCQEA89DX+s0D6tVCfDoQp5bDH9/5\nHuD4F25O9uLDy4Ub3lx63lEQh7vXBeXppqGbj/u9ODiGLKhZC72dx4uDFbBjwfvf/37uPKEzvbw4\n5QiW195GMjuPxdGqLFOVOsYP8V0NYy2iXk8TfilSjuUgihIgQUqFrmisaSBlwLIL3kW+rQ+bJJQS\nSXGgl6GcoDQ+ytTMHC7SBF6Qzhhygkce34cvBeVSg0A4yATEiSab8eno7mRy03Z8JahXyiRSsXV8\nhHwmQHoeVkp2Pb2bnu4e2i7qo/S9H7H5y19n5aphqpUsnd3tFApZLr1gJRmZIZNvRfqKKIqYb1SY\n3DeGcxLhehBKYq1BKYWxFuegHmukAM/LUWsI6vWYRFd5Jp5g3aMJcRzhnMM5y8bHNhFb0Nrg+Yqh\n3k727JvEaofneWQyqZFEIeshPJ/2jg4auSK5XAGjY4J8BislM5NTdLYVEEis57MxX+D6Jx4iwfGh\n/30zqIBEG4RULB0eZll3jiizGJVV/Obv/h67Nj9OaDMkODxP4RA4a8A5VOCzfulZ1OpVpvbP8tQT\nO3DOctkV57N9yzP0D/UwMjJBXRs2rX+arq4WVq9azNj4DKMzG5gdn8Q5R5jLIprzqVQgueyyc8i1\nFMkX6yAEXR0FrLZUGzHtxRz5XIb5uTqj43WWDHTjlEQKiRSgraE0sx/PDxkYGmDR0CJCK3h6dAeF\nfMRFZ6/igrNXgYPEROwYGSGbD8EY8qFHEHhkCllMI8HikEpRLdXIZNOfmXXiJ8N5pSCqzJPLh8Q6\nfU8EkpqBMJPBmGb/gxDEtQjpHBaJEALtHG5hgJpQ+JkMWMeffvFLvPNtV3Hdr38c3/PwwwwdtNFI\nLLV6TDWKePSeByi09fJH/+8InYsWIas7eWzrNGflG2zY5ahHMcMDLTgElVqEs03CF3rp0OEDlQQW\n6yBJNHomoZorv+Sx4jRS3HB3ka997Nl/H3j85tKz/n4uisefdNw9k/47ct2zVJVXKg73/hxLuVBh\nx9fTByfYb3U0LCQzJ4LDJi7NPvQPcfWzXj/07yNtczxY6Ik4rWK9dnD0GHMwnrvdYePHyA8P9OIs\nJOMHb7egOr3SY8/xoLDj69xCqhDdcHeRm4a+zodufO7vdwHPR6IW9lv4fR/uOAf/9o+FVN00dDN8\n+ugq1oduvPo5avzRcMunv5X2fM0fdbNTEqccwcq1ZSnNlwFHIAwNbenua2N2pIaSEiEl1lo8JfC8\nAIPFszad3RP42Mkx7vofv8llv3szeS+PiaPUklo5pvfuQ7RnqY2X8QoZpPCJag2kdEgrUEGI8jx8\nAVb6uKhKqCSFYpGOQLJzcgKZ8XBaQ8ZL5xwllhapKPoKv7uPMJfj/MuuZLSnwNh3/pHu9k7y+Q6k\nlNTrCVrPgRD48zMIociEkksv+g9Ul0+zbftOfD9ASEEjajA6OtlMvFMiaVxKBNAWpEMpSTabo5AX\nGGvAmtQBDlKVQ6Y9ZmBZtWIYEBjtsDgCJVG+JI40UkfMTY3SiAxCCjK+JZ/N09nWwtDQUgLf46kt\nmyEISbTED0OsEARK4Ckf1RqwfuNG3vX2n8NTPpkcXHTRe7jzzn8FHM5oZJjFRKlNPkKSxIbJ2RKN\nKMFaR1sxj3GODRt2UggVu7eOIIQgDAxLBnx+6h1XMbioj9dfcAZxEvGDex/mTRefTyETIj0PFMjY\n8tSeMYw2vOftb+PBx3cw2NmGdI7ZxB1wu5PSR0qFw3H2mjU8ufkprAiRgYevJG05RTXKMbu3Rrk2\nTvylPyYmIFdoIZcLsU5hkzqtxSJvev0l1KOIxDk++IF3MTk9jauXeWaixPRsGecgCAOsE6kdu21+\nQg6CfBFRreJ5AmfSsjupU+Lk+wrrQOLYtfcppJKoZg+WEunvIAg8PCzWuQPfh3kzh9VldLEHRJ3f\n/99/gvIEQRAQxw3ed/UbSOYNt/7LHXRfcTEza3/ACl/SbfMMD3YRRT5aW6xO2L17CinT+Voq9Mnl\nskiR3odANI01wDl7YPjxaby0eL7E5tgTn9cmjvT+pAnMsa+wHky2DtubcII40jUcTIIOffxS4fPj\nl/K5vgeP+PrzkazTxhancax4NRCpo8XigxfCjiXuHGtsOtbtjtT3ufD80fpCD3eOg40uDrdYc6Tn\nXsz4daLxZsHJ8K1vfetx73vKEay2nm4a49OEnmRmpoyXDQgLOfLZLGmRl8MpQZjP4ztNoi1xrMl4\nAi/I0ti5BRU3WHfDJ7n4c1+kmgsp5DOUyw0IfAo93VRHp3FR2jtjjU2VLxy+sEjPByRhGBJFMcXO\nIp2BoLPYwwev/Rn8bCtOJ2A16378AGVdpjw1Ta6vh7YwR7GtiHKOoeWvo/tXz2DD128naGzD8wIQ\nIiUwoURJn2q1Rm9PP+MTO5mYnGW4vx/pFE9s34xAMDTQRalSRRtHLsyQGIMnJZ5SSCwWgR94eFJS\nqSf4QiI9QZTUqTcMl1zwembLdbZt24gQaeLe0l2kNZ8BpSiVqsxNz9KSy4EKmZ4bZVl/G7GxaOMQ\nJGzbsY2eri4KrR2M7p1gQkj6hzuZ3DeGRJFoh01iYuGwTiIllGYE3x/9O4QTGBMjhEBikMoReAqZ\nyaE8j5n5Gnu27+byy89heHgRygtZvniY+WqJqBaDdBSzGfwgpKOtSLWR4DJFYlPm4vPPYdO2fdQb\nMYEPHa2S7p7llGbnyGYzbB+torWl1LC0tebpyoLDQ0mNkiFzc5Nc+9FfhnqD/uGl3H//nUgkfmER\nV1x1Ie3FDlwCY6N7ePyO7yEslM0Ul575Jtrae7FGsX3nk2zbvhsnPUI/QAaOxX2DIB2DiyuMTE7R\n2lLkAysGcDZmdq7C6Ng0U7NldGLI5CHTX8BZhZSp2Yo2MYv6WtFaY6zDOkVH+zDFtnmSJHU/ete7\nf5ZP/tdfJu9leNtV76EW1VFScuXb3042X+Bfb/k3wlwndmacvIrxTUTUJGVrH9iAsxIpBY9/+1aC\nMKCjr5P9wkNVKkRRTKw1OEfcaOCsAwG+y5ANAxIHQqSGIkIIBKlt+2vcRPA0XmF4KYjnC1GBFnCk\nHoqDE54XwxTjWHA0cnUap3EaP8GLsRB2ok6lLxQvNN4cbf+juZ0CLJ+6jx1dbzzi6/kdfUdc+Dm4\nFP6F9PMdD045gjU7OUtnbydxqUQyPUuiNR1tbcybZxC+QFuH0JK4UqNuNZ5U6ETjEkEoPPZPx6BW\nkOh9rPuDz9Lyuf9BYgx+LsTmMnR3tTONI/RSPSAWzczQgTEWl2gyviKfzWKqFWqVGi25Ajk0ka6w\nd9dO7vz2Q/zyNVchPct8rUpOBaxYsoiClCTSMbZjC7mOdvKtfYStGXK5VibGJ2nJ5QGP8dkKBaU4\nZ8157B7bze7dI/ieYO/oOIm2SJkmrLNz8wghMcYyRwkpZDpUFodxCoFLLbpJ3dz8wHDRhWcxXS0y\ntWkLj69/mHKcAGmvl7WSZHqOqWmLEgqlHI0koTQ5TVshoLujwPh8hDMa5wRSQibw2Te2H+cp+nqL\n7Ni2j/LmCvlsSGIMwoETIJE4YfE8D+kcrW1FpmfnMU6ASR0aJWmfnK2XccYyridw1lIpVWnr68CT\njj179yGFwfc8PClo6ASpPCbn5skWcmzbtYMLli+nrXUxba05PJHBOoeSYIyg46JzwSREKGYmZ9Pr\njBtoqfCkwVmBMFWEkHzzn/6Zrv4Bzjv/DN751qsol2a598eP8INvfx+rJJe86fVs3jzKu3/l15iY\n2csPv38/96xdn/avFUOuPPdc3rZkCVu272JkdAxX07QXA+qJwZdZVg0MU6/XscJDeln6Wj0W9abG\nHLOz0+wr11izdAmdhQ4SlzA3PUumtZO+Z/ayf3KGailKzS2SiFo5wmDACaK5BBMlVOsa4UAbcNaw\n75k9xIlmqM+hR2dZefFqojAlSlZ5KOkxPl7GVwqnBF6QSVWzxHHWmgt48P4HiKIY6xy5go9DIVyq\neNpIMz8zj/Q9JALPVwjp4axOFa2jzyF8VWNhBtZpvLpwrH0Cx5pwnAxl60iE63iv5flwJKv448XR\nVKz1l6/i8+OXPuf5lyr5OY3TONVwPPHm+cjIseKF/M6fjyydbCxYvB8J1eXjzRETz8Xn+h48EG8O\n13f8YsSdU45g2SRmppGQC0IqM3Oo0Ke1vZVRIXBOIKQiEwaYJMHzAoQSqCBAaIMnBVsna1zy+d/i\nwd/7bwhn2fiN+1BeSCGn6F7WitM1PN8jQYAQOCyBFMQYjE3LrKJEY6YnqdY1YVsBz8sSRyUGB5bS\n27eCM1dfSOAp4o37kCpLPY6Ynptn3vooTzBbitn69S+w5EMfZnZijPL0HlatWIZBMTs7RU4KGonl\noQ0PEXiKbC5LHEdoaxFYjAUpFVJYBAIvUEgZoCQIIdHWIo1FJza9ZkFKtKzPo+t2IKRAqZCpcgPr\nbFo6aB1WyjQRtmlZmVSpI6MUHnPVBEyclloKkEKQGHBYoliDhfGZKm0dRdpa82TzOQI/RGuNtoBz\nIDx8z0NKhbEJQTbAWYuS6fUZK4jjJCVZTlCtVqiUyuzdO8ng0qXoRCNIDRyS2KK1IGNjSnFMR1sb\ncaVGW87nwXWPcs55Z5ANMni5dkwUIZ3BCIkUDkuGQFtef/H5SKmIY3AY4kTjq4BcNqDeiMEKZif2\ncvft4xgr0XGFSAT0ti2hXNrLt2/9Ps4Kdm57EiR0Dbdwdv9qHnjocYIk4kd3PUQQKBr1OrFJTUum\n5ss4mxD4GTwc+0f3sv2ZUZLI0t+do3/ZMvrbW8nki6xp64SGYU5P0ahV8bN5PCKuuPJKyqUSnkjt\n9Kfmq7zzXZfgrGNyYhYnZ6hbS4uAQPpIUcM6y9qHn2TF4k6m9iUoT7L5e08Q4aPCDFJrfN9Rmy8T\ndndggYLnUY0jnHAMz2zmYSFRgY88UGbqMMagnAUkxll0pBHOETVSFcsKQSEf8hp2aT+NVzGOtxn7\nWJKKQ493OMJ1rP1Xh9v3aNd76PW9kCTo+UoETxTPZ7ryUpZBnsZpvJR4MeLNqYTnK0U8Fhxp7tUC\nTjQmvRik65QjWJ7nEYSWTD5LpV7jpi/9Jn9zyw8RUgKObOijcDghMFYQBAqFwAiJkIZSyeD77Vzx\nB3/GA7//X5BVUDJDZWYar6eb1Uv72WifwFoBTbvpWKS+dE5IfC+kLeux+sIz8DxFpA15qsTSZ2Tj\n45CHf7n1IT76Kx+g0aiTzQb4hRAlIJtR5As57rjn33nT1T/N3/7rVymNC4YHhxibmkQKibUObQxG\nG6I4pmod1hisAScESliUVGBirBRY6/CVwhcG6wRSKJRS5Ao+M1M12trayGVD4qhKuZIm2nFk0Noh\nVNrbkzp8G6RUWGuwpGWGOo7RB4bUJijp4RZKv5wALCZ2+H6AEQm2XqdhEnbPzCOVj5Ci6SaXfnZp\nh5BAuJ8YNDhr0r4r17TIF+Csw1qDs6CUJNaacrneLDUTKCzI9HONtSDwJKVqlZwvKAQFgqGAdQ9u\noLu/nQvPPIeSi2nN5Jgrl2hoR84Da1XqgGhcSrpcjHQ+ibWYqI7AgnCYWCBUgrMCJXxywrB//xby\n+Sy5MIvBEicJOMnYrgr7dz2McwKjYfGyHs5YvpLb73sQpyOwYJzAGUElaaCkJWzr5LzOHoLAxxdQ\nrZR56InNzM+kA4azbUWKOZ81K5bhEh89p9FynpyfxQiJn2uhzw9RKlWMtEl44N6HmZ6+niDI8IYr\nzsI6y+zsDPsnZ5menqdai+nt76Q2XaEcxVRjg6dEWmLqpd+p9o4WqrNVwmxItRpx2+651OzFqvQz\nbbodSqU4ECasTT9lZ5tmF4LUuoQDn+9pvDz4xb++ga997AY+/emPwda9jK4afLkv6VWD4016jhdH\ns1U+ERwv6ToUx5PsLKwIV5Z/li9W33vM+53Gqwe/+Nc3vNyX8KrCix1vXiieT0U/XhwvSfz8+KX8\nr+puPj9+KdXl4y/o3M+Hn13+Sy9oQeeUI1hRtYEyBqt8JmLDf/4vf8bb3vVmPM9DYEiimIQ0SQxD\nibKCbMbDU4q5isOU6ijpEC7HZTd8me1f/Qad3YuYma7SVswTKEAKpAMrFNJaJCA9HyEcSaPBmkte\nByKmMhsTFHyslFhj6VtzDrVGRHfvJvZOjOI8Q60aYUZKzE1P0d7Wjgp8WnIZvvPPPyDWPu0tPkqB\ndIpqvUaUWHQSpSpNYtKRRzZVCJTysAaESO3EMYDTNKqahkuNPHAVQKSqlHPsb1TwvYBMEFCp1/Gz\nIeedcwFLBnM4FZL1HbUIlPOJjcXYiHKpwsz0LG0dbYzsKTM1tw9rfDA1dCLQJkB4Rd757nPYPzXH\nts27qUdV6rWIJEmIE42UMUpInHQIJ+npbmXf6GRacqa8tF9IpCqIEKJJsmyzV0ekduNKIRJHkmRS\nm3VSUmelwxcCHVusb9FOIHVEXQjaWrNksjnOOedc9jzzFHfdt5a23iIrh5ZTa8yRD1rRBrARTvh4\nUmK0QfkZtLXYpIFCsGLlYkqleVAeoe8R4jCej0CS8RXOaQoZHykdxmVwWCZny8QmVdisdezasY8d\n2/ZincNXkMTp9ADfUwgPcB5BAK3FbuKozGypDC5gcNEAwwNDeL4g9HysTdiw6SmqczUSLXDGYoRj\n0UAbS5cM0ZLvQJAQZFpYOjTII+4pSnWNatRYccZqfOFoyedRGcG5560g8Ars2TdG+6ocj256mvmp\nMvV6lcRaih1FkiSmXtc4Y8i4ACcgCD1m66apRAIuVUvdgcep4okQgEA6B81Bw+nA4ZclXLxm8YGL\nmnPHtu498NynP/2xI2z92sOhPQ0vdIjo4WbMHA+Ot4zw0PO+ULxQ0rWAo93Hb+e/zRer7z2uuTSn\n8crDQkn0aWL14uGlijfHiyNZvx8JLxZRXFjYOVTNOtWcS085guWcIMzlUS05OltbiPbPkvMkwhMk\nDQvKQ1hHkPFwSlGfLzE/7XAIit1F6i5m/9w83a0FfOlx1sc+wpov/R826inaWwpkjCNbyGETTdSI\ncFJgrcVZQyDTVf5MoYCzdUqxYPPWXXTl5jjrnBVs372Dp+5/BCmr/PA7d7Jk2SLGxmboKwT0DfbS\n29uHxUPiMNYSJoZao8G+kdFmUr5gopf2KoWeQvgBnYU8XiagsyvgkguuwApF4CmqlQqTM6PMTCXs\nnzT0tO3j/qcmsbVGqlA50EbTIKHsqmnZX6XB3XfddWBYrRDgmnOL5IJ9HQACpTz8UKCTBUc4h5IK\nldVc95H38fU7voEe87AAxiBwaOOwNlWhNLqpdsCefVNgQUgHJknP4wSW9Dod+kDpGcI153xZhIBK\ntU4jjhFC4nse1rgmkbG0DyqiyQY6lhhgYrJBLhtQzBcYGlxNMVfnvod2UJ2usHz1aiq1Bl0Dy2nM\n70MohdGGMJ+hEc8RZtqQeESJJS8hMA4jBQ6HwhFkfEziiHWMZwUuoxBWpoQdxWB3G5Woio4c5XqE\nsSnZwDqS5vtgnSMxjtbudi4772ymJsbYtHUknZHlwDZLQA0W7SS1egMpYXBwCWpYkssE+FKgTcKu\nnSOse/gpjLZE9YhSJd02yOTodakyN7JzKz0Dg4SFIqvbzsYmGikla5YvwdmYeH1M20ArHZFPl5/B\nXzzMg3etp7W3hXpcItsSYhNL3LB4aS0niPQaVbO/D+uwTaLlmmTKOYsng5urfQAAIABJREFUVfrb\nQRz4HpzGycUBInUIXmsK1anihvhSry6fTEfCQ3GySBc0Z6IB8N7TNu0vA56588sMv+V5BiO9QFxx\ncNnqNTe8qOd6peCGu4svePHmaDjV1aznw8Ex5sW6j1M5zpxyBOvsJd0YZfGcoqurSF0bPJeW1Akc\nyjUNGPDwnMPmM5hynY6WHNlChh9vehDxrSIrz2pl6XmXks34CK3ZPzbByvPWkFTnqM9XCTzwAklr\nsUB3bzeFYgvbtm3DlWO+9+0fEQQ+Z589yAVnr+beO9cxPjfOiqXLKMcxXX29XHLxCnL5Vt79ji5C\nT5Bva8fzOpkq72VmbAdTMwm1+hz1ShXjAAw6Nkgp8JTESEGiLIG2iLYiU9NTbNlSZe0D21mYMbR8\nwOOic87n3g3riUtpWZ01BiEU0FS+hEhVIgmBr8jlQnTiUF5AuTKL0SnXkirtL/P8HFnfMV+J8AOf\nJIrTYwBSCf7j+9/OwPAy/vzPv0JLMYevICg4PvuR93HZPQ+k771ISQmAaPayScAp0XSWS8nVgS2E\nA9RBSXhK/qQUOAG9Q+1Ip3FOYa3CuQRrLUrB5I55pKeQLh3660lFrW4I/BrZsIVSPceF55/LIxue\nYOP6TZx55mqmx3czPDzMzPz+tPRPBhQLvSSNBoqArK8xDpyNEU4gPQ+jHSbWhL6HswHaRXgyQOGI\nY4MKfDwfihSZiWYo5vM04ohYawypApnen8AYS2lilu/dfg8OUCJVelASD4UAjEn3UkpgbDrQLdEJ\npXKCw2Gto6Onh85Fg2R9ia8kjUaDLVt3MD5RwTmLs5Lv//s6nHiYXD4DnuTc8xazdGgluUKIICDW\nGd555fkkyuPB2+4hV58hF+TQiaG7p4fWzhCTKFpaQ5Yt66c0X2Pf+CRTU2USDRiLtgblLczySkm0\ns+n9CpEOXT7Nr04cVxzSb3NPcxjsweTqtUaoTjZOZiL0QleXTwQnMhj0RHC4czzfnJrD4VROek7j\n+XFoTHot4HAx4lgWdk50jt6x4uWIN0fCC1nwOdZ9TiTenKo45QhWqVrHJKnhxPj+Ej1nrsTTdXwp\nSIQk0QaJJa5rEs+jrTVHearCdFSmP44wXTmWDWYZ/+bfQXWSFZe9nflajcXDfWx87FHWDA4zvKyT\nvt4BwkKWibFRyvOzxKV5LrtwDUEmh68EsXbEkWbXnl1cccU59Ha0Uoka9HdfynypwtjkLNHIPqp1\niyTtJ1poRxKCprGDhycc3d2d7J+YJcx6eNKRyWTo625nx8g41Wqd7TtGwIHWCcODHm+48BK+d986\n9owbdo8+gvAEoaeQ0qdWr4JMj6+kj+f51OuNZmuMpVyOsUYjRKNZctckOMZhrEMnNSKh0oQ+aqCU\n12Rg8Lufu56dIxP8+Z99mVxLHiElLSLP//Pr7+KOH6/nhs/+N+788V0YY6hrQ+h75EKJH7YyuX8M\nqw1IRZANkQ6UFDSiBM9PHQFTZ0JLFCdYBDaxGGNRnkcjcSjPIpo9W76vEFKk92IF0vNTtUQ4nFDM\nzkfMewmdrUWckpx/ztlMTu8iTmIyKqA8Pw1WkQs8lBDEWiNk06ghsfiBT2zS4bkeqf0/iSVq9oV5\nsojEghQEoY8WIIM8yocWZ6jUEzzPBxxWKpyzaNOcSYUicQYlSMmwaypCAqywOGNAerzx8svoKGRY\nu+ERavM1Gg2NdWCsRirQxqF0QjURzSt0DC9bwvz01rQdyoer3/9mPCfYuXuE8clp9o/MMLr7Iepx\nhBWCqCEoJ5aCtMzMVxkeWEVhZJTIFQnjCE8V6c7DTKlGZ2cXHW0xvd0d1Ot15isxM1OTNGp1KtU6\n9dgRRwlJnBJAHBgMuVzwMkaMVw4OVaOORpquuKaf0Rf7gk5xnGzV6mQf79WkZh0rjnTuE3kfDucg\neBovHR4+qIzs1TBn6mTgZMWIF0NxPxWJFpz+7hwNpxzB6uxspauzE1S60t/IdDI3N0axLU91vkIU\naZTvIR0Yp4lrMddccxWVuWlaOnuZmqmSa9MEKy9ETyQ89E//zH333051vsJ/eOPZ3HHfgwx2drF3\nZDQtVXMQBgGFtgITE1P09XbS3l5kb6OOs4Le9n7myxHz8xOAwQ9zRLUq5XqCjuoYawiCLL4nUx1D\nigPmDUiJ5yuyrQEXLlrBo09uw8aORqNMaa6M8ASXnbeEc9ecwb1PPMb23SVmypLv/ugJGkmqTBkH\ntqGJrEHJZokWDoGPFJaOgTzjezRJnBIR6wxI2VQUBBKBcSCVB8aiVDqLy1mR9tQAq950ER+48kpu\n/MtbsOUZCsUCSsKiVst//cQ72bhxlB+s3YrVBt8PUTJVl5I4om4gSSrkcgWsc4SBxDqJJ9NzFooq\nNbpwlqpqcOHyM8Av8PSmjdSqCdqQGjgIgSUtoVMonACrNZ7ysDZVMC0yLTN0JlW0hGRqtkRbax4l\nBG3tgyghCEKPUr1Bay5PHFuMSUvrhOchjMA4TVJt4PAIAh+HREuDIP28nJNNkm/I5zIkToNx6DjG\nmAThoFjMYrSHIoeQEMeOWr1GpdHAWIfUabkr0jbVOIVuWs5L4eGc49771qJEWoInlGLR0BKWLmpn\nYnKCLTv3oQQkRiOFA6EwxiAOMqBAwNRMGU8qip0dtHd1EGZ8Mn6II/1x33fn40xO72fnxAwV55gf\nmyWX7aIzXMHnPnUBN/3FHeQ72/mlX3g7921ai0DhBx7ZoI32omD5cA+RNs3vkcUTPtKT1KMalVpE\nrVLloYc2p/OyTuMAnrnzyyfcE/VaXD1+peLlUrMOPf/LjQPXcYhDcn3dV7lp6ObTM7NOIk50LMSh\nceWKU+S7cxrHh1OtbPDF6hs90vGe795fLHfTE8EpR7CMsWzZsZu+ng66Otsp+I6p2LFm5RJq1lDw\nA+YTR1yaQhsY6O/DSYXN+GRzEE0k/MVX/4FivhWva4h4ah/ZNp+Wljbue3QLLoGZ2RIrl7UxtHSA\nmsmiG+k8rbqx7JusMTpRJ45jjHUYnSoH1hjAEXgVUAopJH5YIJAunUelBL6UhC1ZXnfB65gsz/PU\nusdo1A27to2yG4nvw7lntnP5ZZdx37oNPP7UBA8/Nc7Dm/bhebBoUcDb3/FB+nq6+Mfv/Q1Zk6W9\nrYfpkqa30EF3X4bOtnYgQGvN3Nw096xdh7A2VahEUyVxDutsSqqcbSblEqkkrllSKJXEH2jnd3/1\nEzy4Yytf+F9/Rksxj2zJIoXiqotX846rzuYvv3EvO3fsS0v/pMBZhRUgFcgm2RLSB2tQQmAMDA+u\n4pLLzyDvSb5+67fSni3jKKgMLcUhqvEcDS1wQiE9AWhi7fC8AClE02RBYJs9ZkEASaKwLnVE9KVI\nXSSNRgvJ9EyJlnwGqSSB71GtRlSr+wn6lmNxGJ2WRzrTQEiPwC/gQkcS12joiLZCFqkVSaLxPR9j\nYoIwQ0M3aNQqqfMhDo8QtMNiUEamrWYSTAxOOfL5PKEvSLRBBSGzcyWiJCWCzpmmMyNNjxIDTpKQ\nXpuJI3bv2sWe3TvB2eZIAoGnFMYahLX4XoBA40uJtQach5QeWieARSOpR6l6uWCesmR1LxWrGBga\n5Ok985yxeiVnrIHqfIW//IsHmJweo9gZcsNNX+KM85ayf2KW2Zl5tHF4GZ8zVvXT2daREnOl8IRD\nW4tSIZ0tIW3FAoqtB0pGXws4bF/URSmZuvHGvz4qsTpd6vfqxMuV9LzYyc3xor7uq2QvvvZZz10/\nch31kcM/fyoliq9GnF6seXXiVFKzDsXJVtqPdo+HkqnPj196xHjzcuCUI1hLhweRnod1UIrqzO95\nksWLlzIzW6XVc2zbPUY8N4fVGiV8SvN12nI+Kuux9oGtnLV6OUaEqCBgbM+T9LT3Up6o0pCWFUMd\nDC1eggoCkihmfCoiimaxxpL28ltAIKVsqg4C35M4JMKTIDykSk0bpOehhKOjL8sbX/cGntqxh41P\nbiaettx1R2oyoTxoz3u866pLCMN2vvadb/PY03Os2/R9rNEAtPg+v/mZ36BcKXHLv36T/+/Lf0tX\nfzsf/fCHCZTj2/ffx+MPb0AAy9YMs2x4gDt//Ci6EeEQyLS4Le2HUSq9F9LyPJxO7c6FxFeprb11\nFhX4fOI/XUNrcRFf+LO/RUTztLbmD6gir3vDubz18vO4be16tm7ZDS6dYWWtTkvDSHutfKVwUqbq\nhVQoacEpfu4X3o1yUNc1dJzaeBsLjTrcu/Y+nHUIkb6/1nk4Kwl9i7WgTYISCmsdgedhnSGKQEqN\nEgrpDNpIPE9iLAhnMQ7K9YTWQpAqYdaRy/dQrlQJAx+QGAN+JsCXEiM1omGQIiUMtbpG4VBCUq9U\nMFLgCUdiE4RLz5PxBFonKJfOB4viBE+ltuyeEKlpRaLxghx+6DDGkc1kyOcSpCpQKs8TuwYChbGp\nE2EqxjXN7YXEYlhwkxCpIwkW05wh5vCEZcWyZZS37aOEQEjJww9vIK4naJMSSbtglt/sB7PG4oUK\noxtc/MbzmZydQ0mJEpLpZApfefQML2XTEyO0tmRRSjA02I3vK8IwxFpLuVzGWhjfP8nEVAUdRXih\nYmDZEgY7iq9am/YjGUwcDYeSq9OE6rWDU4EwnIrq1tHwcjiQvRpwJBXrNKF6beFUiDlHwskiWsdr\nlHGkftX6uq9yPS++6cbBEKea+9cHP/Ye1927iEajwt79c6waGkjd4JKY++9/tOmM51BS4HkKKxRh\n1meot5XBwR5aWrtob2mlikd3eyfFfJ7EJfzjP3+HWqmKSRKc01gnUzMGCzTnLjV9CNKZWza1q5ZK\nkbqMS3w/4cKLz2F46Cx+eNd9TI2ON33xTHNfSRjCxWcNs2RwmLvXP8XevbOYRONwGCRYiyAt4ZMy\nVTW8wKdvIMeVV76VRb19/Pt9d/LE2qfxRLqdkIBzqWudcIima5uSAm1TK/R0gnCzLE2AFDI1nqB5\nACHwhOWiC4f56ff8Mrc/8iPW3f4wuUIWgQShgAaf+Y1raJHwhzd+mRnXgvADTJykg4oRiObQYs/3\nwNo0r1YSKR3Swpve+jbaigFz5XnyOY/vfeseJBZtU5c6Y5tk1jqMc+BUk2jESBUgpQBr0Y7UBl6A\nEhZk+nlpK1KncGvIZ0JirVFKNJUviR8GtOZDrHVIIbBJROwcvR09OAnKk6i0Uw6FQpO6gGgdoUSI\nkobEygUfDkwUo6RC+h4Ci3MSYROs9PC8dHaZNg5pmsRTahAhxqY9X2lJp0RJS6k0Sy7fyuz8HHHi\nQFicTS3r3ULZHwIlJdqa1EDEOYSUWJ2gPAVOsu2JbWS7WijmM+Q7i1x48dks7uxl15697Nixg0fW\nb2Vqao6orrFGY61Fa51+55rELJv3Ec7jdZeuoTZTZSKucdbSYaSnCPwAXymscOjYMDk1AUKRCXz8\nwCcIAiQCqQCpuP3f1tLZ18a6ex99RY4bFuJL7oa7Z4DUYGIhSVl0kAX64XCaPJ3GkXCqJT0vJMkZ\n+4efNJ0f6wDkw+HQFeX6uq+e8PV8+ctn4dx/fkXGm7dcd90JJ12n+6ZO43A41eLNkXAs39mD4w0c\nOeYc7Z6vH7nupMYbgJtvvvm4480pp2BVqxHtUQNfZajX6zz44Fpauto5f9VZeJ4g8BSZvOPMZYN0\nDiwBkWXf5DRO18i2dHLmORewfXyOu773Q5JGpalO/SR5TV3d0l4e6xxSAnhYm/b7OBxKCAh8vMDn\nvPOWcO4ZK/nho5sYeWInD967mbX2yTTRlg4pHWHoc+GqLvLtee5+6BnueewZfvzobmySOsUJUit4\nwULZniMIFYX2Ale88U0M9bZD1vFXX/4nRE1jbFoipkVKxqzRKCGxrql8NF0GE23xPJlanjvRVDo0\nwkmktEipcFYgZOqY+PFrP4T0Fb9/4x9gI2htbcVhkUoRZxx/9OsfpjI3ze/+7Q+o21aQAh0lSClx\nmCbJA6Vc+r7KtL9KNP3ng6CdK15/IbHV+FKBdXz3tnuwgO/7TVv2tOQtMc2ByjbBipTgCcC6dDaY\nLxRWpmRISoV1AqVAOJMaY/ge2gmU56NEc8ixlET1BrPa0NqSAwQqyFDwFNWoglSKDNm0/E2B88Ak\nFhWEeE0TCWP/L3tvHmzZdZ33/dba+5x739SNRmMGMZIER1iQqMnWYEY27TglWZbjOFHZ8ZQ4cSpD\nVSoqV+I45eEPV+KKE8VyKnZVEimDhyiVSHE8KBqtiKJYEAGCAzgIBAcQA4HuRk/vvXvP2XuvlT/W\nvg+wQokiRYIPwF1VKDbRr9+7Ux/s73zf+n2OuGBtYswDbZmRNFLLjBi0Fi7e7n5GgLnOgTFXDaiF\nDkzziiSBmx+GxNRmpDkHezdg7pw7e4bDw2sc7J3n4tXLzFOIYq8VyQPWSlAdNeEoZhWXuAGQkzAM\nCQVQpc3GB3/lo3xYH4feD/fWB+5H36ZYKydI/dYqkjKtVVotPP7Jz3F8eMj73vthqhe++zu/kWmq\n+NxYp9YpjzAMmRtvuoXlGK8zwHouXLxwIYQ8uf+9slfyMvF1ma2g2s5vdU7bneWvlrP13N9/7isW\nWS+PD36lh53X22wE1eY92+5NbeeLzWm73vxG89V02L/Unz8N15tT52D9uR/6131azxwdXubcuXPc\nfHafdS28cGlFsyDz3X/frTz44DsRSfzcY4/x6Yc/RKuKewUUc49dJCPEgdvLEkyBNBc0RJcbO4sF\npIHFUviOb3sX58/fyD/6hV/k+gtXwxHyFj1SGmJmZ3/kB/7Ad1HXzk+992GuXjoM+lurmCloI0nG\nrWEWQgeClvfAW27lHW97kLvveSOo82P/2//K1WeOsBYH2kjgae+lAvcGnhgGxVujuqL9OCu95yp1\ngYVsenw3uHRBFb7nPe/m5oMF7/3Qk3zhc59mZ7mDpIy60cx4+113ctQucnjoXD6uWG1R1uvgSDhl\nLciOWBzU3aJoNgm4wpDCiWpNyKnH01xwb/35O1YNUogyFyUplKnE85UuRD0w9njFTSHF8T3ex3gt\nUnLMhOZO6s8DcUiJDrDHJXPDmUV0jWlANLJCbRPLvXMkbyF2EVSFVtboMJBdMJUQO5qYZ2dnJzFP\nM8Ni2QUzHB29yP7+WZJm1qUhbcIZMFuTx11aLSBdCOGYRcmySMIwqI28yJTmTHNDBXKGFy5cjtfN\nOsbejVIrKeWT0t+nfu0pxrO77O/sMu4tSSo9VhlxQvDY+4ofTXPvWHcnJelYdY/dsv5rkXAVzUMs\nd9h+RCppqAzglWEccGAcR8YsiCg//0/ez95Nezzy3g++Ku8ov9zB2s52vtpz2g8+X+5d5d+Oi/XV\nmFe7g3Xw6du/5KFr605t5yud0369+WLz8s/7b9XBeqXmt+NgnTqB9ef/wp/w5y4fY5bYP1gwpJl3\nf9fvx1jz2YvP8sivPMql5476kn8IAAAcRAI4IaI4PUrmcYCOw2qcwyUlVJ0hCw++4x7e8vbfwS/+\n8od46nNPod4oxdAuUtyNYVTO3wjf+3vfw+eefpb3vv+TTHOldfBFa1HiGz/dEcJ5ahZxPgHufMON\nXLtWcKuYVUotQOqH2gBPxNpMfK9N35B4QMTt5Pcj6ufk/rPoPVPxOsRjhqyxnSU9LgjGcm+flDOD\nAOq0FoIVV6wdY0g4c0lQd2prlDn2pUQT63lmmRNzc7KAJMVaQ1MctNfzTPZwhATppcqJpBmrhWaQ\nVSit4C64aMTj3CKCqYm5ltgRSoq1cKVUQDXw5oaGiDCjuTAmJZKTThoCyV5qI6uimhgH52B/F1cl\na0QUh5xwn1gsz5KIbl1MkGVmdXiNxWIfJbqfVqsVyMCwUKRCaY2cUryraniZaMt9snl/LRxkQA3W\nNrGbF8w0MkKtFl1Yokx1xtvEkHcQEcpsyAC4s5om8jhy+cVL8e97fNV7fPLpT30e2R3Z39tlubfD\nkAQnYS0+eykJzTsl0kISBuYk4qLjAO/6tm9kN49cneHxRx/h6HiitoYhJK+YCdUcTSlEljdsE1Ht\nfzfClRU++L4Ps3fTAR9832OvygPPVmBt52s9r5ZDz290sN8KrK/efDGBtRVU2/lqzqvlevMbzR/7\n699/8uvTcL2B10hE8Ju+43todsznrx3zyz/3Xo4uXOXxj/0oGL1jqO+RSMT+RLqjI37iFOW0KX0N\nl4S+d9LMOHfmgHvuvZ9nn/ssL7xwlV995NP8yq9+itSdrgqoBCxAzUhpoBbj+eeV//7v/j+0ZkFo\nawCOm2FCOEjeUKCJkpOiEs6ZiPD00y+SlOim8s2ht5A0k3AqdoJ4d+jkOe9C0kEluqQEjHieeIic\nFI1NIdJwkioi4TwFQEHY2ztDc6PVmTyOtBbST6wxe0XRvhsVe0FC4MVFEyrOVGaGNPQgWEUlUZvF\nU9F4NrvLBVmFaQ73x8xI3hBNoCG4ajPmEu7RzgDTHHFD0cR6msNlWSTmaix2Rqb13KmIkFMvK+4U\nRGnx2rsHFKKsJ1gEidDFMSrrWZguH3PL+T1qC6JfrY2kCw6vXGB//zyehTQO2Dxz9uAcAlybhFxK\nxAWlUNaGIpTS0L09EEObouMeUgsp5+itkgFJIM3IpgxDpsiCOq9OdrLMKikljueB4gUvM3nI+AzV\nnN2dA1Qat956B7SCGByurnH9uFAtdg+LxY0E3PHqaE6QAE9deHfBhyIJrDhNHbXK2hPve++juFkI\nWTfufOO9PPTGe8g584lPfJLPPPssZXZKqVQr8R1Fu2saFMOIHkaE9LUIudjOdr5ac5qpXy+fVxsk\n49U429d1O1/rebVcb34r80qVrP9Gc/sP3v7/c9V+q3PqBNbf+ds/FrE6oheJ1mK5vwsQrCGaEVdE\nnKyC0XuXiB2YJIJJuDDmFTfpsUHnwuUrXHrxsQAYmHcBFvEoD0ts44nRXGg1dm5EDJVwkaLzJwAU\nLtojaoKrxu4MgreGqMahulnfEwoBpf1rk0WcsdcBR0wLYq9JNqXFivTn5vTOJOngC0khqiS+hxOR\nyIgHhsOT8sDucsTYvFYjzaJsNymYJ8xmXMNhccJVat6gdagDhmuitBl1QbMytRoiUgXt8InSZjyN\nNANkwpoyLpe01kIohiJmSIDCNEccLY3x3GUQSgmaY9bEfLxmyInSPPahvAWe3R01IWelltodngY5\nMc+FPAwkc4oIYoZZ5YXLlb3FDnlIKEpVZ7E8w7qsmI6PufHMzbgkLrx4CZVwmWRnSXHjYGcP5oor\n5Nyok1HaEXt7+5QG2loIc3Om+Qi1TBoyjcrxah2Fv6tVdGxVI4ljklkAxRrLvV2wikkie2bywsEy\nM1dBKqzqipQT+3tKInG4v8el40PcDVU9EZ6xlyUR5QyUSri5zTAg4ZiEPbopxK4GSRLPPvkUzzz5\nuQBqCNx11108+La72Rkzn3jiOZ588lOsp5nWIi6aVPAsiA4McsJY2c52tvObzKtlVwL++cPZH+P7\nf5Ov3M52tnMa59V0vfli83f7DuKXAlqc1jl1Astq7Q6E9P2eiNolkYi6JQkEuia0o7UHDaGCh/PU\nmoNZdEFJ7GaJJGp3QjRZp/hpFPOKIj0CpTjFg0DXLJyZ+FrDXCJxRQigEEbxfdAg+0W1r4MqZpAw\nqm9wzxEXdPd+yBWSbKKEsVcUxMAcUUfCiUG80wGjGymof35CtaN/T9X+9Q7Vnd39XZLE144bpHo1\n5nlGSaADc6ukLhaTJqo1UgdxVAuBZx5wiTSO4RpVBw/SX+DfwVsjDxnDwmmzjKgzl0pWoVXru0DC\nkDKttnhOGOSBTBAFNVu4gprRRHRYSWDzs0J1Q4Bhd5/V0bVwCM1obmiGcRhRic9AyhJlz0lwU66v\n1ixtZGfMKL24V5TluMfh9Ss8feELtLWyWh1zdDzxtnfcxT1330+dC57jZ++MC64fX2ax2GW1MoYd\nRVBqsy6uU/ytao1hOVKmRiJczUUecbGIMCZnvT4iLw6o00QTBV9Ty8xy9wyH19bkUUACTEEKZyoP\nC/Z3F1xaHSEO584u2d87AxYuY9LM6vgS4+459hYD0PjChWuoa9AsrfU9vc3OVUPyS6LMzcjJeeqz\nn+Ppp56CZlRzhkEwV1KOMmi3+Ks4NyMN4+uqB2s72/ntzKv97vIXe9yn+ZCzne28nufVfr35UvNK\nuO5faUxRv8qP47c/3aGInarUIQ6JlBMpCSnFLg108YTQrNHqTKsNqw3c4uDosUOFpB6to5PqIlIX\nCO0QB/HHWogA6CS/FpQ9DTcLB6WRUyZpQrqD49JjbrLBdgdIIKfY/RpyCrtAQoQVDz8KhNosHm+z\nQFd0MoGFqondLoufLT1uuBF4kFC1EJ/dxciqLHd32d/dCZQ2QpYUxEMruJfAoNfCdLyirSdKKczz\nxDxNuME8T3jzHptspAQpJaR6d/oMHQZEhOagQ2ZcDDQ3csrkISHiDCmRUyDHXYUhZ5I6mjOaEmnI\nuGj0SfXDfmDEw5Fq1dAhUfHoHxNFPZEUjq5dAYfFmElJowgXDbesRXFxmdfUVuP19EYtzmo1c3i0\nDiJi/9pWK5IG7rnjXvLykGvXV4Dw6See4xff9/4eSUwMwMVLz3L+9ls5f+5m8m6iTWtWpYtbFdwn\nUt958tnwVhEay+VAa4XiU2Dh+1stLYiQbSpIE5SRul5j3iiTUY6PWI47ZFcWeYfWKuO4wdKDSqKt\n12RVFoslw5g5d+NtWJ2ok7FaVc7u7XHLjfvcecsZdvaWQZXM2qOVjtXoKROJz2JrRitGrfH+IkKr\n3eXtDqymFMIra2Dl25ffGbWd7bye57UkSv7Lu/72P/fPdrazndM1r8brzct3sX4rc9quP6fOwVKV\nwKX3vZo0LHr0jdg3sSiWdResFoZEp9XFHXQRsNZOup9iHHyDm4jImPim6ipcqZeDImIRKlwzC4Yd\nccwn0OSEo0N32MSCyEYPNuYUrldpLYJaVrtLFj2yo4JZj/5JxA14Wr44AAAgAElEQVQ1RcjPWvQe\n5dx3Xgi63KYQK6kjZN71ex/kB9/zR3nx8Dp//b/9m8yXVix3dhhTlAlrVjDBcuI/+3d+H9euG61e\n5od/7JfD9fLWy45TUOIgXtc2h3vlEdNs7sgcGbCkieYWe0kdB59yotXWXcV42escyPtixpBDBIgb\nmoRSnNX6kGUeQrSK4K0CwjBk5mKklCiloAi1FbKkTg0M6mHOiiSlTjOok1OiFaVRyZJxCQw7MiLq\nlBYEw2FMCI1qcOnKIWf3l7EfhpETJHXuvOUB7rjVePjhDzHmBdcvHfML/+z9vOnt93LfnXdx0/nb\nmS9f4dnV8yyHs9xx+31ceOE5mmncDGAMKqJN6LhkSAvEnGVSile8gIyKWmKx3KEm4fh4Yv9gH2+Q\nXWheabNhEgj9VmbMFWyNi3T0eii0uc7sntlnrhM5jeHeCuws9zBPqDWO68zZrBRz9haJG/duxNyY\npjXX1oVWG8nCj1WNWKzmFJ+R3sW1AYlYjxyi0e/l4qS8uWGwne1s58uZ1+rd5V//fF6Nh7vtbOe1\nNq/V682vn9Ny/Tl1AmvMOdDbIhgWzkZr1NrpZR6ltdq3jsw78KHvDhnSxcxLy1TWAj+dJHqOooQ2\n8OmttaD4qUNtnVoXAT3tAk3cTg62SYMUiIZLJWK9w6lDJ4iDp3mAIERA80DDwRraRYUqHdudT/5M\nwpDhpcgfKqgLQjwudycvE3/pL/4njGmXp1+8yN/6Gz/CVBqLReyeNe8AEHNGrfx7f+J7cdnl4OwV\n/toP/yy1LeJw3sEcgp3s7bi1zZpUOGfen29HwLuCdgHo/bm2WhGDqVaGPHB8PEeUL1VEhKO5knK4\nV2agSRlkGRARF1JOiEVprZshYrGvpYqKhsi1DrIQCwdwMrKE+9JqgBs28UxoFIOEkLQxz86QQFOm\nWWFII/NcQeDq9WP29hYkyTQ6kETjnXjXN30DH/3Yh8l5YLWe+MijT/Dc8xd455sfYH9/h1uGe1jX\nidXhRc7fcJ7r168ylYksCW8t9v5qZZ4KY15y9fB5zt14B1M94vDyVW677Tyt7ZLMueGGkTq12N/S\nETxctyEJKY8crSvihStH17n93C0cDR2WgbOeGnV2FsNIJTremjRsmvBhgQ7K0jNTaZQ2MZkw5gmz\nRGkrbjl3lkTmuMxcuXKEi0FOtDbFY+mQFRPi7kDrXWzWosfMO1SmlVf6UrGd7bxm5tW+K/Gl5rQc\neLazne289q83v36+XvCeUyewXJSpFFQiJuaduGcGeGEYxpBWIgwDvOWeXW6+4RYWu4mf+egFygsX\no2togzWn7y85kBPmFaDvZL3UJaWiyKAdc+69U0oYOmp8g2FXVWqriDtNZJP8i1ibhVPmHs5VqU6S\nhqeEiAY6WwBrOOFoOTXsOTGsiwnVIAAGxS+HO5QGvvE73sIfevcfoszG3/nxv8Vzn3weEycrlLni\nyajNyMPArMJ//R/9EYa0z+Hhi/zVv/mPMBvi+Z/0bIUztYF2SFK0d4OFIWE0U5KGCMMiBhZ7a9IR\n8QBKSrkT5YZuHgoiiZyCfthKDeEErIuFoPXN61YxF4ZhiP0vhTLNzKJkj86vRR6Yq0REc4ji3zzk\n2B1KGSuVpI5pQqx1pzP2vcwMl0ZW4Xg9M6TY76oFDg9ndvcAhg5XMbw/33d907t44dqLfOZjT9Gs\ncvXiEe+/9Bh333c7b77/Pg7GHcrxxEc+9wh333E3qjCXRh6ApBwfHbFII9UKKe9S14XFcmQUqIdr\nJo99tjTG81zmkakaV4+OuGF3n597+ANc/sIxkoTv+s63Mx1PXB4Paa0XK7vRWovooSRas4gp2hxR\n13mFpkV0gI1LclV2JLEuhwya2F/u4RVmiSLrm87tR7wxJ168ep15augQuHzBqL6JzUb01KxGDUJW\nbKuvtrOd39a8Xu4uw1ZwbWc7X+95PV1vXj6vpNg6dQIrENpR2ks/yFsvSFVVhoXxfd/1RnZ372Q1\nX+EnfvpRKNfxMKDiwCfRGyUi4VLV2FlqtRBek8fCfqeqRTyPIPRpt2rcEIVmgnij9gjiptkqwBkD\nrVXSyyAbKWkXHcaYA25Qm5FoBM9cadYCYpEUiAJhyQk3O6HltVaDlkhlccs+f/7f/g+BiQ9+8jF+\n4n//h9A6ZcNDiEoKDD0Ifnfmb/+pP4akXa5ef4H//L/7CUgLhoEgK7Z4ntUqNEf7zhuu3TVURC2c\nPlqIxr4HFhM7cF2DIRqAB+mOBuT+nkXU0ntx7qazTFPqr5tjrZI09V4w78LYGfNIaxX3hIpRW+s7\naIrVglt8VrKmcCyJ92wQZ91a4O/FmLvD5iRMjN2dRfc7IQ1OMePwaOJgVxiGMaKPRER1vZq4ee8s\nZ9/1Th595EMR1RPlqc88y9HRiofe8VY8Ze679U2sVyuu2wotA2f3znDtyossF7t4guPD6+yMC+ay\nxufCOO7FbpM5w5iZ54mmEdXEnfMH+7RW+dYH3448CEmVxz/3WZ5+8iJWf40H3ngXSnSRrY9XrBaJ\nooU8ZI6nwv5yJ/YUo1EbbY3j1WWWaYdGZdBlB7GMzGXFuNyh1oK4MlslVefM7kg+GFAR1tPE4TTB\nJJRS+kelFxTj5DygrL7GV4btbOf1Ma+3u8uwxcNvZztfr3k9Xm8287VGwJ86geUWdLoNd3zIzoNv\nu5lveOAhZjvmFx/5KD/xU58CPkWz2JAyjzvpEpxqAJIE0y2idoT46eIqpaDSRQQvBcRABLRDHNxR\nDVx4kNUc0oB6dEM5cegdBijrxpA6CVCkl+86swlDUtQEvKI501q4aiklVAPIkIcEfR/LzU7IdpoX\n5MWSP/ln/jXuvvkOnr9+kf/mf/xRdo8q3hLjOFBrOSnpVQF04KE3neHP/ol/mePray5fu8B/9T/9\nLKVkqre+U9aC4mdBINQe/1IxDKWVgqQRTSPD6MxzJSWhlhpYcBKSGtYkoBQ5I7xEfMSFlDbxQw+x\nSkAsEOv/LpFUEMmkFIXGG+croBNOKYU0DKiE24g4lYa0AJeM40irldIKySvuvQy3eaDqtdFc8Qpp\njL0ofGYuNfD6LiyGXkatymoqlDpx0PvC1MMlXc+NYUx8yzc/xKMff4J2eEydC1devMYvv/9R7nvj\n3dx56y3sDXsMdWStx1zziZvP30pKiReufIEzZ87hpXA0H7K/s6B6o5aGpIx7JaUhPuwWe4GlzjjK\nmDPr9cRnnn2KnbnxlnfcwU0H5zk6vIJr7JQljVLs1hrXrh+RhgGnMcrA7I1lDsJfM6em+Htyvay5\nYXkG98qQFrGfJktmW0ftQKhmSgkgR87KwjI37I0AXFvNHB6tUDGEREoEJn8729nOV2Ver3eX4Uu7\nW7f/4O3wd17JR7Sd7by257RdbzZ49ldivpYiSzZwiNMyv+f73u2LhfM93/EmdncOuHz9Gj//vo9D\nyZgHyWxTampujMPINM8ICSROqCqbA30v01VQAskumnq0bVMCrB1EMSMpo6onAIFmRpIUi/wamHd1\nDyS3BigieqfisTePOBxsurJCKVp/iVN3y2KXq7thAuB97wuyBFr8wXfeww/+kT9JsYmf/pVf4ld+\n7v2xd9MR7zkrpQZBUFLANf7aX/zTnFkuaKXyMx/7GP/kJx9BVZhn6ztpISBzypQWcTjbPE5N1FoZ\ncuxXhdrxIAPm+DUeRcEAWZ2UUuzDbYAhIpjFaxJPLL5GRLDm/TUyrAU2XwBJEVdsBoNGf1krFUnd\n9fJ4nXLOnaAISC/QlWh7Kic4/g4zkXD/1KECO8NAMWMx5AB6uNBaUB7NLIAO1pCUWIyZveWy0yuV\n1rfjVGEYhHme+eAHP44bjGNGUkJV+NZvfYjdxRKzmcP1zOHRVa6+eIF73/xNKJUr1y6xkIT3vTKV\nhqeBeYq9MPfAypsHuXEqM2PK4I2pNNxm1nM4dyYaAJJWSQKlVqw5ecy4wYXDS9x6480sc0Y1d+Hr\nLBaLXiLQ9wUlM9cVY168tDuIRZ9cylw7usaZ5V6UGivh6krQKmtrpBS9bp/5xOd48pkX+NhjH/+y\nm85Pw4j8iP/lf/bi1/thbGc7X3ROy6HntMwPff7P8ZfffSPu//6r8nrzV37xr5yuQ9d2tvOyeT1f\nb34zofWXfvdf+rKvN6dOYP0PP/Jv+eePZx7+wJOsV9Gf1Ct2cbcuSqJAtvUeLOmHa+8L96XEId97\n3Ey7yEI0eqQcVJ1m0st2G5CRHoejH9yjbsoDHIGDZsRb0AgVVBPeLI6mEo/L3HqATjq6PXqkNpoj\nxF0HR7CJHTpDTrHrool/9Y9/H2974ztYTRf5Zz//szzygSdRzd3d2rxS8RiEwJ7/p//B93Lz7g2Y\nKs88e5Ef/rF/imiiuVPnBnnAWyEPiTb3+GNtaFKSQqmOa3+e1ZEUiG6x1iOUIQyzKrUWxkViLkar\n4YhJ31FLOXbXvFnsVwk0byRREkqprb++cVhvHkjwYUxUC4hJQDgCVuJtishiSmBBEdzd3z057M9z\nIacECGkjmFQCy9+EnDfff2AjeVU8eriA3F+jcci4eUA3BM4c7CEECCUw7fF5GDT2+z722OMcl8o4\n5uj2Woycv32fh972Tub1TDWjzTOf+swTPHDPfVyTkYc/8BjPP3MlRPtmtxBDEGqrgbXPiZRC5C6H\njLmwtxwYRhAZcHf2dhdA4fD6Mc+9cJ3jdfRbQTihw6jccMM+9919E7s7O5BHFjkEo5mThpGcQxjm\nnKm1MaTEel4zjktUhFWrDP0GgKhy7fo19vbPMkgOt1SkQ1Eal575Ag9/9LN84sOffFUeeLYCazun\nfV7Ph54vNodv/AtbgbWd7XwN5/V8zfliQusrEVinLiL4P//jj56gob27KCJOqxbYdu2FvAJYQsSo\ntXZHyZlr4MAVheQBipDEkONuezML18Q4IdRB6jtXCdcQSMUaainY5RoiK1NwCfJgcqW2OURCC8Kd\ndrqei9OakXLc7VfxXtYLIAwJ2ODdFcTj8b7hgZHvf8+/wtkbbuNDn/g1fvLH/w+GDIu9Paw1vGSG\nobtQeaCZs3Nmwb/xB7+d9dVjpp09/s9feJIPfuAjNM2Mg2Cz41S0wz3qXBBRclaMBK3SOv49ABmZ\nkjadSPHfgSRKLdERpuIMiwV1rkjO0KyLGqV5RZvSOhUwMPQJafGeFas0N4Y8dGGk4EqziWSK14Jr\noN+tBhmwuYa8thaxQlWm1YqUBxaLkcxEayAJhIE0hLszzxVNjlVnGAdqa4EXd8Oy9n0xwoVp0FqA\nMXIWWnWuXjvk7Jl9zFonIDrq4YI6yjseeicvXnuRT338s50K2bj8nPD+y4/y1nc+wM1nznLkxgMP\nvJXja5d59vgi7/mOb+XwcOKn3/s+Dl8MHP6GligOtUKtcxRqKxwdHpPywJXr4UDGzRDF3KhWQxy2\n1t3CTrc0Y7VqlPk6zz/3YnzOOkwEHBdHCOEb3WrWHd6MqZBk89/+6HdTSXGjQIN8eeL6SaJZI/Wb\nH0nTK3eR2M52Xmdz2iI829nOdl7b83rfzYLf/j7oqXOwvvv3/y6PKl2N+qqO7g7yXfeyOh1QPQJN\nKQWaXCT0oiah1ehRkn+uDwtUFbOGN2InqDsUtTtdWWKXxztC/KS0WDIvfZcWZ+M41XeBJSddVuKK\n04uHDVx6hM2k76sEgS/qqITFcuDP/Ok/yv33vpnV8RH/4J/8Qz794SdprbK/v3dy4J5mY8xRUjsM\nysFZ5U//wHezXO5hGH/vlz7Acx+5yFxnajOGHEW/zZ1andoq6nEkLmVGNAAcOecoOnaP8t9SY0/N\nG6qgRLTN1aFYRCYj48g8t9jFUSFr9FXVNrFc7GAe/14k460LJjOSBsVvnjvsQ6E1OvyjO1HxOyTx\n6CnrqHy3SjMYd3ap88RisUTVGFNmXZ0kQVJ0j9d+GDPTXBmSkMeReVqxXASqPaeBSo33RaMceTkm\njCivHoV4/VVjX08iikkv+M05dp8efuQj7OzsoOYMg7Dc3eHG287x4H1vZV2OOT4qVC98/sJznD9/\nI4vmXLk6809/6X0sdTc608pMSqmj4vWEgKkpUeaJlMcI91mgQsyiBqCUAqok0ZOdwSBnWsRUxVE0\nXjuICG0KKIt6REPjb9UmXhldcdoF08Zt3ez6gdFq3DywvrtoZWZ3b5df++jWwdrOdr7W83o99Lx8\ntg7Wdrbzysz2ehNz/f7nXv0OVrM47AlE91KP7Zm3AFHEClAcCSU2SiCDW3RYWYtupJS6iAo3LHat\nhFZbgC6E7rwMNKsogiYNWp1KRANbBTO078K0DQyDOHzaCc68PyKLeFmIiAA8qDhGjybiNIt9sDwI\nTuLN77iNf/F7/iV2Fwt+8v/6h/zqIx/ETBmGxN7OPnMLGIPVyphzHJiT80N/9vvYXyYcYz2t+C9+\n9P/Fjo5IfVdpTJnqxmoVEbpWQxQ2m+OFRamlooSrlZNCUrzVHmuMvqvWse1mlTQMFHeWKXDkAG4N\nWWTUhVKNYczsjHsAJ0CKnJ1SAz8v0gVuB3tUgxEhZ5AaJcHugZ5vHs5fNQvUuwesAYtoYpKEaMQO\n52kGhbQYUFGsC0i8sbscmKYZoTHkJaUVFouB0hqpA1VUrEdQE2U+JuUFppmr11fsHywZdAjBiPSv\nqzgKkvmWd30DTzz1aeZrhWbCelV4/umLHF36Ve65/y5u2D/H+nDNm+64m1oKn37+Ke667Q38qT/8\nBzhaH/OTP/s+ko14h7VYL6hGlTIXhjxGpFC0i/YQQLUZaVigNGq13h3XdxQt9t8caK3vVRGF2Lb5\nO6YBe+koF0QcN8U2TpcZjoXATRltNW545EDaizsvoS3sa3hV2M52trOZrZu1ne1s55Wa7fXmKx/9\nej+AXz9m4Nb3pzpswiQOjY6i6jDE14pAyrkj0y3ibniU49ZQPtKhE9UqtRfSJhFqbSAhMlLWcJ/c\nOkI8OqlUBEmp73Jp0OyIfR/vmHJrRtZ8cncfUZJKZNb6gxRRaPRdLEUkCpR/4A/+C7zn3d/F4eVn\n+PGf+r/5wMOP0aqzGAdSSsxzRWjMtdFaRBt3zwr/8b/53eyNAq1w7dpl/uqP/GNkmsLp8ha0QhHE\n6B1UJYQJTqnxs2udSTmRhhyFvdbw1qA5pbUQrN0FKhbuYOso9bkpi8WC1MuSaX4C7LBmXUBVUnI0\nZax67wuTLp37jQAXElDNQ8hpQPBVE1OHaWAF9egm82ZkEYY80KY1Zk5tBRVlscjR4dQsYpA5Ryy0\nNayXS2NKqxPWnKlUWglhUj1ilKKJOlXcMznl/pkzjo8nSl1vPqHxc9DeZRb7fm+7/4285W33YDjz\nPFGmyrXraz7x+Gf4yBMfYzzYoxEC5Y1vuBdpldVc2Ts4xx//gd/Dm998A+dvOiCNiXEYcIykkJMi\n0nf83Ho/nJNTIudw1MwFTQnJQkrxnuZxOPk7kpNExC8PsXfVd73Mre8MenesIo6pmvqvpFMhc6c5\nBlAF95fisB7xQN8KrO1s5xWdLc58O9vZzis12+vNlz+nLiL4O3/Pt7mm1HejevROgA2cQhyzRm3O\nOAzUWnv3lEZ0yoMiaN7DUhvYggahr7WKS4q+LI2Oq+aJiEX13a9+kDVauFDB7O6ctV4KDPF76SWH\nLPWoVdAEA/qwiW1pB2dIkr6XFe7BkEPQVTP2D3bJOVFnQ7NSayWnFBAED9dtuRwQA20VK4U6LDg8\nnjq23aGViPJ5RCPdWxesEW1rtZEztKpoUtwLQhy2N0nKvNjHptVGQmJovHYeoJEhZ8yN5I11CaJf\nopLGEdFMkg4htA6RQJjXazzF94l+sZdF1Pr3lf6HoqcsHMaUNMSlOOISFMUuNpoo4zCwWCwo8xwR\nQ1XGJJgm5vXMMChzMYYU75ubMAwJVFnkzLXD6yyXA5Cw5tTmDFlZLndodcbcaNYYhox64syZJQjk\nlHv3V8Qvh2HYmKU89tGPkkxIw4CIMmZlGITb7r6de297A9M8cXx0RE7C7MrTFz7PfbfeycG52/jE\npz7JLWdv6M6scH294mC5S/NG9cZOThzNgXa/eOUyi2HJPE9B9evgkmrhgF24dpmbbzhHIsqA1+uJ\nl7rYjEuXL6OeeebpC5R1jeoCYLk3MC60A2bA0XCFRaitkYegFUpKeGuUuTAm5YmPfepVGdnZRgS3\n82qf19vd5W1EcDvb+frN6+16A19ZRPDUCazf9Xt/p8cZOmJ+J4xzCRETIsgo1VCNJfwNi09PIlTx\n5zdUNauxyC8i/ffi6zadVkGrq+EC9NcjmGyBCUcTqTPojI7vtihZRZSsErhyIWJa3qt4Oyo+5U4N\nlAAlOJ1K5xsyIiyXC1QUTZlSKotBaSh1nkk5k3o5b+2lyZqUcTHS5hnIlDozpEytFdOEt8IwLijT\nHFAOjcJmEY1Y3TR1AQBgAabYcPY04dZYLBas1usQTHmBxDIU4pDSQG0z0ChzwDFCUAVd0SAifClE\nbm3W6Xjxmpg3rCltXqNDjt4yVUoLwQYEWU+1C4Z432I1qe8RNScvFuTIe4Yz540xZyoJaS/tJ4k4\n1ZVFjvdOpcVnRoMCiDdIiTEL87qEqMwabs4Gbz9kmsP5gyUuASYJxyc+E/TPIaIcHl7h889cxOZK\nM4/etEViZ2fBW9/yFpaLgfV63XcMnWcufYFbz95K2llwfHjE4fE1zp85h6SMNdDkPfIK1eMzF3ch\nQgQ74QSqOkfHKw52zxKtZ53KSN/tapUr6zX740gjYoC4cXy05sOPf4rnL6wwix9057038tY33c0g\n4X5Za31/K3bUluPIaj2RzHj/B57g4x/aYtq3s52v17yeDj1bgbWd7Xx95/V0vYGvTGCduohgmBo9\nVteDeL7ZK5HolwpnqJHQcLjoPVdmAZDQTRQtvt66E2Yufdk/XLCkEbcKHHccPs1i90fdKbWj/7zR\nTpyo1PuWwi1xoHpE22J3SXBRTBKaQhBaI8STxGMbunAUYHd/l72dXYZhpDaj1ZmkPcJoRk4Za7X3\nT20CdoKgzKugGppHNMwsRIK1gHRYa73vKly9vEyICs3KCTRBPAh/VgveYRMSNBHWq4lBU8A8amWe\nZ6zOlNIodUXOCZGBlBOtVsQb1t81VWWuBe9dWk6j1soGwkBz5mlNbY1Swiny1uLnecQhxxxwDc2J\nvIEuELtcbqA58Q3f/BDf8NC3hajzELVlLvFEIB6TV9bris1TuH7zjJuQh7G7NtEH5ibMU6V5iE1r\njeP1GgNqmRF3ynri6uExtRhG6y6g0lo4fLVFrHXv4Ebuf9O9zKVgZtRSmabCxYtXePSxj/DMs0+z\nu7PLYm+BpMQ9t93DYhx44tlnGLJw7uBGmisvHF3FrNBqCMLVvCbRUEJoG9H11bmZVGucPXMDQgER\nskgvXo7PzHGZuHFvrxdqN6bZmA2KG+P+ECXDBM79mc9c5Gd/5lF+6qcf4eFHPsJzFy9hzaitQms0\nq+SUOVod9Yjsdrazna/XbCM829nOdl6p+aHP/7ntNedLzKlzsL7z9327O0E2CyERwkpUyRIOUm1g\ndT7ZKZETcpqgEjGvrBHYMzfEJByAoGZERE8Vp6HeHRKRfoffejluOGHm1sVLOBNujbxxpDYjJ1tF\nQWHrJDjw2NFKm92Vl/6MWWXv4Ay22TXyRhoG/IRwSEA7vMVeGvH9cGMcFpQyBWGuFIYuRKwapNiF\nmo7XSMoREWwgSfrPNbwZw2JE3JlKkPx08+0dUsqkLNTWMd4S0cthyFi12HHzvnelymq1Ysi5d0jF\njk9rDWuQh42IDeGaNGJmQacz5rkypBx9WdX61zVUM3SHMfqtIm6ZJIKaOQ/87j/8/fz5P/nvAvD3\nfubv8w9+9H+hrUIMDyljVgMYIfGzhUzKFvHQlEkKczF2dwZwqK2QNaGqFJPY/+oFzKm7a5KUBAyL\nxLmDs+HoEYTBcCblhCqZ+k7Zhz75SeajwqByAp5Iqiz3dnjn29/M7s4Oq8NjHGfMytpmnrt8gXNn\nzrLUXV64cImbzp+N2KoZQxZMBrB20v9WHUbN0ekmTmkv61zDOJpnzi13OZ6PERkotaJZ0e4Qr6eZ\nxWI4Eby/+uFPcum567htwoqc0Dhvu/OAN91zO1MxzpzdxWrj8cef5sMf+Oir8o7y1sHazpczf/nd\nN77061P6uXmt313eOljb2c7pmdf69QZeIxHBb/+eb/MxZ6oXcspRjuqxOyOyAUUI0zQzDjniXhqY\nbTPHxMlunZI2gAURLdQDfZcqonxxOG19DygEVM8Qkk9oa4qosQnQBZjOGHeWzNPMRt4p3tdbMtJ3\nfTQLtW72f6J7q4PmycPAYhgpdQWiPV6ozLOjKUTRmRvORozs5LGHqFFVrIUgayUw43M7QmQkp9Th\nII3mA0mM1hrNOu5cu+gTQvQR8cYxD7G21eNozRrmitBQHbAeb8RqYMXd2V0MlHkmx7+miZHzCDiJ\nimEkMw4b7G1ETIWpCM7EkBZkdebSSFZpQCuFcTEwN0NSYhgyowxcO14z5EQ1Z+ds5s473sbHP/QY\n977lW7hp74Bfe/Jhrl8/5La77uDo8jUaQisTWUO85dT3zIieMrNKbcrOcsBqQ1Ii46yqsRwSjtDc\nSBAwDxIujWbCOEBrgi5Gbj5YYp1W6XAi1HVD+0tKSkotMx/68MfIGq9DHnMAWEwoWvn2b/hGlssh\nXgsVXJ2rh9dYjAlNI+LCk194kvtuvjcikqIcTSuWy13UYV1msiaEiurYEfnK9ePrHOyeYVqvyUNm\nPa/JeQxv2OOzbIRRm7JSa+NoVdhdRAWBmfGhjz/BF56+Ri3hhloH0IgojMLZ/ZFxsctHHt4KrO28\nNuflouqL/v4p/Py8lg89W4G1ne2crnktX2/gNSKwvvM93+6q+YQo9/LCXrdAjUvKsbuThtjVUsVb\n7MlEGW1CMOYWQiPlBBYEP7cg7HkLqEWzILWZWfwvvXsLCaUDVcgAACAASURBVDHiGx8tXLKNg5JS\nd2LoN/Y7eU16OXJejrTSwJ2c5EQILhYj1aPrKf5sf6xzA4ykUYIrHYM9u6AZFsOC9XrCraKaTvaZ\nRIT1qjLsDpR1iR0oEaZa++6ZU2s4ccOQUPQEVADRF5Z6zE2z4KWQUoY84PMUnVvjwDAI1cLiEozW\nhEFhd1ww18qb3nhHPHdVMr3Tyhtp3MUErh1NHOyM1HnNcnePeT1jWaKkt9ROHjQGHdk9s2B1WCHT\nhSQMaYc0Ki9eOeJDn/o1vvnND/DRxz/LwdkdXrx8GHtxVMyEi0eXecONt5GzMs+1Q0gCPjIMA+IV\nJKNq1Op4ayFcsyDmjDtLrl65wsHBQWD9DfLQ3y8UUcc1o13kHuwtet9aeD0q4b8G4y/gEDkFaOTx\nT30COw66peSMW+Dm53nmjvvP8+Ab38L1w1V3bgUT4ekLz/DW+x7g+GhNSsITT32Wu2+9HdVAqFsN\n+qUjIeZa3CRIHbISKP+ZcVjSzFmMwqVrVznY2aWWhtNIMnA8rRmXC+o0gyRKi2qAWiuqwno18f5H\nH2d12Du2zLqT6dx518188Fc+/Ko88GwF1nZ+s/lS4urk607hZ+i1eujZCqztbOd0zmv1mvOa2MFq\nZh2nLif7WNEL5J1+BnVa0SyIaW7So3wN1aDttb4LlFQDPmDxNDv1PUSWOnPfG2oeu1bV47AdTHFo\n/lJpq7VG6k6YSuzaBEI74SSySi+A9cCwlxIumkSPUzMj5UzzRtKAJ8zTHPtVc+1uAcwtIPClNdJy\niOheDQjBRiQmzVHa24zSGotlxsuEajzm0gLkUM0oc7goQ48oOsZyb8G0mhCrSApaXM4Rf5ScI8pH\nw1TIKUActVS8/0OLGOAwLsjauP32G2kimCtWC3N/LsbIepqYVhO7KTD2rpmp1Shvtg2mvUFaIOOC\nNCQuX50oi4FSE3kcKFWZm3Ll6nU+/OjjfPOb3oKbcO+9t3H5wkWaNWZrYAOL5chNB+c5Pj5kKoEq\nKa2iKSMGXmeqObVWylxRGstFprp3xxLmakjKTFOh1pkh9zo1ABXm2lgdXmf2Rpkmrl49PhFXsuH/\nuVFbsPmj2LmCKm9/89t505vviNd0rmAeBMCsPP+5K/z0z/8ypsK4XDBqfBbuuuUeDq9dI+t1Wqnc\n+4Z7SHnJCxdeiL80HX9/5eg6tRaSKnUq1BbVBFlHhrxAk3I8H2IGB7sHgLJYjExTRQdlf3+P5Tiy\n3FmQszKO2jHvcP3qNeYy863vejvv+Z6H+P2/7yG+8ZvvZxiVIYfTuJ3tvNbmtyquTuts9yS2s53t\nvJKzvd68NKdOYKkODDn1ctvoMHKRcHgccnKQIWAWAqjFYV3yCW0u3K74Bzq5bvP1DiIWxcIS0T3p\nv68EehoJgEInsIfLkqQLtKC2BZUvInf0/qdGIOFbR2GrO9YqDWNvf5dBwynCnXm9JuccBLpxCLGm\nTiJcgWExMK0LKoaJMg7CsFBUobaZuVachlVjLhXJQ+wvWcWloQhDVtI4xNKaymYph7ZuEBBDyjTh\nSZnmKTqhSgiFuVTUI0ZYW2GeCi5KE8iL1IEcEysTdveWqAXV0QVkbljHXagUFjsjeUhYccY8wmwM\nKZETmGTGvEteZBLOulTGUclVEKlYL3tuzHz640/xTd/yOwJ9PmZ29/fZ2dnFXTnY30OzM5cSGPhS\nEYzaZpY7S6b1CscofT8vDyHgHUWSkjXAJzklEo3lYgRgGEYMaNUp84R5JamwXO6wXARNcCqF51+4\nwuXDVd/7i11BTQI9konAPM+4Gbt7Z3nHg2+l9rqBWmrfC1OswXt/6RE+9tmnMQ1Ev9cJAco8cri6\nxqUXX6DVyi3n72J37waefuEZzJ39caSUylTm/kGHnAaaO1ObUISzezeEC2wBx2jAwZl9AF64ehk3\nY54LKAwpc+3wiHk29s+cYbm7SxZlqo1ajDP7+3zndz3Ed3/3O9GcXrmLxHa2cwrnNIux7aFnO9vZ\nzis12xs7MadOYNVaKCW6kNwhq4EFYME3gssjsqTieIsNKFXYhLhiIT92bVrrFEINV8i94STcnJQk\n9l2k4RIdS4EBF7zVION1Z0pF+n5NDlJgJwfG6tVmf0v6DkwCb1Q3dnZ32d/ZxVtjXY1xCBiEavR2\n1WaUKQ7QOQ0R8TKnrCtzaT26KBgwTxOlOEY4Us2UcZEBY1qXINqLxA6WNYpZdEkNQi0hakoxSBbA\nitYfd2koxnKxRLsT08oc70dpDCkjecQ9BMg8zeQB3Ee8eOyBEUXESQaGRQIGZAT3TFlN1Fpxj9cU\nb3g1qgm5NvA1Ps9Ype+6JUwT+7tnqNXJOqDNefH6EUMnQTJmaIWVD5gqVlaAMagyqrK3f6aLUWde\nF9I4kHKIGBFjtZ7ZXe6gOXecirIzjIHfF2dnTKQxoqO1Bjkvj0tsrmjvkZrWq0CXZ0HVadPE8Wrd\nWSTGNFVqi86v1uLzXFtjLhFJ/MaH3sHibMRfa23UUk5Q/8888Xl+4b2/SkuFcblEJOMoe3tnuOng\nRi5efQFjZppWvOW+t+J5yfNXryIaNwZ0SEylsa4V8xo7hV4wK6gqmmEnJ6wV5lbIaeTmM+do3Zlt\n1Zmnyv7uDoudBcfrFcudHfb2D9jb22FYDDSMOk+UVrn1lrOv9KViO9vZzpcx20PPdraznVdyXu/X\nm1MnsFK3jcyFpLCaotuottrdAellwoFDh4hvtdaI/xswhxPx0FHW7hJxQU0I3WkRwcVJklGJHiuc\nXlQspJTJSTtCzZEEeHdqECR10UX8fkoJdzBrSB5ZjsuTn116D9R6vWIuM8OQmb3vsgiU2ig1KHUC\nDMuB5WJAyNRmOMJiHEkZhgTTVGmtMU8FcWeRlJQg990xRNhZLlgMSu3luqU2Fguhzo1andIKowrN\nK5oXlPk4EPfWWOzugQrjYgHEB8VdyaoR3WxGkhVnzizRpORR8LQA8YicJfAZSANoOI6OdmgJNEl4\nmSi14joyqvWYXYty6HrMdHy1v0cReUzjQKUx7AjZHdm9kbe+820Mw4Kb7rqf2+66A++CprT6/7X3\nprG25el51+/9D2vt4Zxzz51q7K6e3INT3U08gN1tMEKdAAIrFkiIfIgFSCggoUhI5Av5ZEsgIfiA\nUCATRjIyiC9OgE4ggji248im47Tb5XJP1V3t6q656o5n2Huvtf7Dy4d37dO37Gq7HV9X36r6/6Q7\nnXP2vO7Wevbzvs/DOEwEqagmcqqMU6brAqU4ovdMeQJRhjGxXq9IVfEBprGymwplSNjGmQk1qYrE\njikVuhgIIRC7iCB4lBAiu2Ei6bzTNXePqVaqWhR8VTVBlSyt72Mf+Cgf/+SHydVCJ0qxMu0QbW/w\n137lKX79N5/CLzu87yAXlMp7HnoE5yPPvfhNNumcqJUPvvcJlss1r283OHGs+47egUNYdAscVhVQ\nqdza7KgKXVywjCtACU7ouojzkfUqEqJ1rXUxcPX4Mk4rOY3kaUSLY9H3HB8fEUL/hoTMRuOdwIPs\nSP1xeLef9DQajbeOd/P7zYO3OCFzZ484KkqM+5hopRYhl2RBD7FHqeDMBXIKiCXeqc5dPiUT5xQ5\nVYvnZj/2p0Itc5mxWCSBKmjNaPCIzsKsWPJcCO4iLQ4U75Q8R5YDUK37KVdhueyJYRZ31YIHIJBr\nRSTgfWAcre9KJFDIRCAET5oyXhxTKqw6x2ZIxNDhnUWLB4XtlIgxzsGCmdD1pLHgilLV4UQp85gk\nKlQnOAoxRhtrlELX9VBNbB6uV6Q0oS6gzuOlkFJGUHLezYENFnu+mxMNk4D4jtPNwO2zDS5N9IsF\nU4ZV55myOTspm9AwEawWo59NLF1eR26f7SjZdtws7c8hpVpsu6rF3YujErj56i2efeZ58rrnyY9+\nlF//R5/jaNURHbz47NcRCXzoyY/w3Ne+yrLr2e12mLtpHWghONKYbJRUQVTovEItnJ+fEkLHOFa6\nIOzGiS54rr/nYV57/mXWfUdSqDnhVTjb7VgER9/1ZIF+teD0dMNiueLk7oajwwOcQq1Wdmz7eoKW\nQhE3R89jMfv9gh/8ge/n6We+StmoFQaLhaIgwvZ05Fd/6XN86lOfmANCdkxDQiXzgUffi6py59Zd\nLl3pef3V11kdRc7HjY0NLg/waiXNN+7e5dKlQ6J4rh+srZ5YmbvRwLnAlBJFM530LBdLmAWmqhK6\nQC0FdubslQohBo7WK3J+q98oGo3GPyt/+YX/+B27jN5oNB4s9iLr3fae88A5WCK2u2NlUIbWSinW\nHaVFQQNaBnKxGG0nYrYTYXYB8mxeiQVezO6AOHO+5kUsGwusxRyVqqgDH8McCT87U9WcrlrN2rpw\nztRGzWwqz83BCZW+d1RV24tSIXhluzs3XXYR4a0cXTqkqhCjsIgOvENrJcRAqYVSElM2UVh0YpoS\nuSTE6/wcFNws+sZtopbMah1QClnBe08aRiTAwpnHMqVKmhKlOrzM4365MuxGtEIXhIgy5jx3Yzmc\nQgyRKQ1oKdT96GApDGOywmcvuMUhm2J7PZukbKfC6SYz5ZHtOHE+jKRS2AyZrJUxT7zw+l3Oh8zd\n0zPGoqQKY64MCKM61Huywm7MTNOO649dYXFpzd0bd/j85z7PtUtLUrEERh8iKpXnv/YNpmFg2Ba0\n7ouUFe+hpEp0Ftnug8fFjt1YqFUoeLxYumNBbUyuKi8/9xIobEcrWO6jRxxE8dQqDDlRU2EYCoeX\nj8k5QVXu3jmhOp37zyDlRM6JMo9t5pytdqBW8phIWfnERz/GR/7U+yml2vG4L7BW2zP83G98iS9/\n/RnCcsXqcI13/bxq5bh8ZcWUMt3RmoPldQ4XhxwvL3N38xqpFnLNXDpcI2ofUkw5W/CGWNLgydnp\n3OPliHFJqmo7Ymr3UahMKXG62dD3Pf2i43B9YLUEwVNqU1iNdxYPYirg/aSNDDYajbeSd9v7zYMn\nsNThZY5dzwmtSq0VxE460UrsPCqR6KDYx+smqrCgAucDVU0YOedx3uO9oOXbJcOOuT/LO0q2cAxK\ntdHC/S7WfMJpyYACVAS1wmPN9nWElCb6LtIve4ILlichjpQK41jougVasYRCKnlKnNw5g1LQClOC\nmjOKIw0TiHCwXDJOGe/A4QnRMw2JUsxNU4RpGKlYsayIcHo6UnNGamXMia4LkJSCpRvGYJ1MVZVh\nyIzTYL1ZKFphu81MxW5zH2/uYsBR7XnsoiUHxkgXrVdqs8sMQ+Fsc44Xu61cClUq6hTvIz54gp8L\nnZ2NQ2quOBGcZhbLhSX1oZRpokyJUiZqsbj86MWEiQS+9NvPcLDuWXSBcUp4MdHrBYITEplH3/d+\nnLNjxbtK13e2NyewK5YCSbYAkjD3lkUnJFWqFrQkitj9HUum6/u5Y7eyGxKl7EubMzLvVaU0sDk9\nQ6uNQHZ95OTuOWfbcY4ytx60XC0psxRlSnU+dk0MjlNm2a34oR9+ktBnUimUWuf/A7YP99JzN/jc\n557ipVdeIczjm1oLuST60HN5dcSdk5u4YE3ZDx+/n0Xf8cIrN0ipcLbZcHJyypRGtpstwzCw2e44\nOliS08QwbQmilCmbGC+JcTeQinWHrRYrCpXdOJFS5nwzstnuGMdCo/Fu5u0qyN5tJz2NRuN7x7vp\ng50HTmDlUpnyHDrhLACg5EyaCsFD1/c2OqWQi6PMkd+2WwLiTKDtV6dKKeRsRbviTJjIfqzPzsFx\n3lmqoJsTBOeRNu/lYv9KZ6eg4MlVLrqoUsqsVmtCjGip1rGl2SLbKaDZkgK9p4ue4CNJha7rwHty\nzvjgCMFje14O1cJmu8M5KyQWVfKUKPMd7nqPiMMjIJFS7UTdoUgIF07blCaGnIidI9fMOIyUkqws\nVixBL0/TXABc8FGQWvBzJ5RSSZMl3aEVV5O5a+PIOGZSgkVno29BlHE3kseRYUjUomguTCmx71oL\nPtj42xza4WKgXyxMRIojeMHFiDqH6hz+UAqpKn2MBKc8/Ph1Xrlzkw99/KP0h8f84Kd+gp//e7/M\nZ37yp/h3/+J/wOPvfYIbL77GYulx4sh4akoMKTNNE+M4kHNFvSNNE+fbiVwLVYVhGME7nIu4nFAc\n0Tk2Z+fEGAgdUCCVDM4i2afJBHvJc6rk7MDmVCh5Yrcb2OwGQGdXqhKDR5ztGNZqv4pWqDDliZyF\nTz75Sb7v+z9ImqzYuWRzvsQJZ3fP+NrXnueffv4LbIYzNtsB5zxdXOAQrl26DLlw4+wGlIk0jbz3\nkeus1j3n53c5PjqkDz2XLl1isViy2W5RcfgQWC+WtuMYPctFz6Jbslp1RO/ZbEdiDKy6yHq5JHae\ng1Vv+2ttRrDxDuS7FU1vV3G159100tNoNL73vBvebx44geWduU2OilShFOsyCsHbSXetlGKjec5Z\nsa/M4RXeCYilBqrW2XWYswXVU9WCMnKuSLBi2H2Ee52T34Kzy6gqqhbhLmL/ts2ugmhlNyYLo1hG\nlIpWG/mSeTcJsa4o8T3jVOaSYBMaHhuHk3nfTHOm6DwKVitevBXUOutwmrIy5dkty8q0y6SaSVrR\nbCf7OMEFN7s/mVqUGBd459ieTzgcIQTwnqLKMkRUCxIdIIRudg59oBRlGe2xX7l6hA+OxaoHF/HR\nU+Yi5oODyJgtIc+Hzop8A4TO48Xhgp+fE7FRxzLRdd7G2hRKKuScmFImKwyjuYLd7DiWUhCERWf7\na8vY0QfPtdUxX3nqd9joDf7NH3sfDwO71wf++l//OV783efnoI2JqpWUC6Hz9KLm1qmw2422Mxc8\nwVdi7JjKhCKk7ciYFAmevnMs+oCLjmmaoAaqlAthXTGRJOJQZyLcQiyKRb7HHj/Hs9+5ewpO5/26\nTCl1ThisFE0XYRioOWPjOLLulvzADz9JLjr3t1n4PSIMu4HtduKLX/oWr9++i+KhJKZi+3PTNHJl\ndUSumZunt5mmiTwkHn74EV47uYOPHTL/X7l+9SpOFScOxeHE0/tAUbh1ehuRQPCea1eOERGK2rEd\nQkeMni4EhnF4y98rGo23gu8knn76V25f/Hqn8G446Wk0Gg8G7/QPdmTvLjwo/OhnflTNjbIy2KoQ\ng5t3p8R2fuZ0wFL24mcOR5jFkAse1UrJNrbknI3F+TlK3XvbuXJObE/HOyuEdeBUQYLtgIlc7Mn4\n2f2qNTMlODxcmaCzqi1qsfuZUsJ7b71AtupFSgnnPWkqHB+vSFNmGkdc6HEIhbm/KytpdjjylAgx\nmjCpiRA8ed7JcqIMYyZ2Nr4YO8+4m+yEXyvEnpoSzlsJc6oFp4oPASdCzoWuC2ipTKUSfCB2jkCl\nEKyDDHPNvI82ulcT3u2DOpQuRpw4xilZMIkoeSr46HHizYlLBdm7VUCMgVISJVmZ9GKxNLFclalk\novf4EBnHCSGz6JeoQM6Zw4MV22Eg+IALFlRy9eiA7CIff98n+fxTv06ZtiQCSas951hKpBMLMDFB\nYXtWOVWuHx9xOuyYRttJ8t5ed+8DIQaGXaKLAA7vlWkqtufUWZx+13f2WuwywZugzMmcr76PFK24\n/YN3oEVZHa2JAqjDOStfFp0/SPBWjm07gIqXigs9SuKoU37p157BW40azgulKou+o4vWJ/axjz3B\n5YPL1FrIs8jzzqO1cPv8nFIrx4fHuGDO5Ws3bvHQtWukcWSz23JwdERKE6i5rdvdxOHBEgXGMrEI\nHbthxPc9nVTunpxzfOmIaZoYxon/9X/67NsySlDkr+o76SS58SfHd5ss+HY/nh70ZfTzD/0VVP/S\n2/L95mf+0c88WCddjcYDwIP+nnP2wVf+yO83D5zA+rE/+6NaVOdOJY+6OUXQ0sxx3pFLJYRgoQvo\n/Gn7PO+ngjgr/KViCXii1CoXMe5uDq1wzpk+EtC6T23b/91TVRGnaKk479kNOy4fX6Kqs1TBauOH\nIShpsi4uS/erOAmoWueR9872iIq5PTEECjb6aDeYcC5aWl6erJtJleVyxbA5Z7Vacb4dcGGO/Z7T\n+FQrPi7QPFn9cVHUOWR+HlLJ5t/twxuSdWWFGAjiqGIJibVCDJ5xyiy6npQTzju2ux2rrjfhFsQ6\nuUI3d1qBc9YBloslKIqYaNBa5udHCaFnSuYmxShEH8E7xHmkKCUNTFMhzWOIdd65032KI5VaTXik\nbP1dXR85OlhSg+f0bGQ6O2d5tGK1WHB299TCUOaOMnHMgSUmWlQdzpsg9t6OLfYBJk5MlKGI8ziK\njZ2KpS2Co8xlxHYRtXHTCkPK9DFQKDYGmjMeN+9C2TGXigWqLFc9R8slFSGEuTagKmb0VQQPFIo6\ngshcDeA4H7Z86be/jvd+7mSzYBQfBCeexTLiFws++uHHWHUHnG63rKIDb+OSXhwnuw3BBWpO3N1t\nuX33DsdHC65eeggv0RqIxXN6eso0FuIicPnSkblyZa420GzXiafWys07t1l1K37ub/3C2/KEpwms\ndw9vl+j1B+V4fFBPeprAajTemTyo7zn/LALrgYtpL8WCJfAdqnnea7FwBrSipeDNVgIBqUrKhblj\n2E5+syUHiiiijioWRa0lU8UjTq0XWC20QnBkrdRS7RN/NWfLi4mWWitTUa5cucZmNxBdodZg14+D\nut/bspCEnCteIOWJ9XJBwgINumh7VlOeLGjDWUly362ZpmQjjcF2u0SF3fmW2EXON+eIj2hRuuhJ\nWqk5s1gvqSkxWtIHlqFhYRbTVBCBTMUBkpVczcWppTBS6PpuHoMcSQliCOzGCe9g1XtKjrYTVQpO\nPD6YS+hn56+qaRNKptaA1oQNdMI4mnMFw2wGCtuNuYJYjggiBRFPKbZbtI/Rz8Wi6vWiNFrmPSlI\n00DNmWE7zNdlO2K78y3j+Q6ROS5/SsQuslz2qCoeh4rdvpd5124f2S9WZpxLZhhGclYclpBYwYIo\ngFodIjBiLqif97BA6INATtabVjKr4AnR2Tiq91QtBJylIm62lFQ5PFgwjQUnbk69nHf9XL4IVSl4\nXLW/9aHnh374Sb7wO8/AZK6kOaQ6h7YAufD007/L+z/wKFePDqyGAEW0krVwsOhQ8dw+v81Dx9d5\n+PJlijpu3blB1cqVS5fxTlmvVxys7f9iztn+rzmH954pFU5OTrh66TIiypWjI84227fwXaLxbuXt\nIpD+uPxxH+f9Emgtzr3RaLyVvJPecx48gVWh6rzT5PzshFRSqRbiIDYuqKrzp/eeWjPBR6pWSi1I\nCMg8PojYXkx0gkic93q8jQgKqAjILHbUBM++fwhVxlJZL5cchGABBd4DFWpCxaMCNVeW/YKsBYew\n7ANJFSmeYSp4Xwmhp2gl5UzsIrUUvDomzeQMuRZiEKQ60jjhfEe/iIxpInQ9NVvgw37sMWklVCWl\nOTWx5nnksSIu4HxBFXpvIQ9VAiEoqCN4GFOykT4y+IDH0vCYHaO75ztqhpS3OIShzsmKOkfeq1ro\nRrUSZJEyj+N5grfXxxLxTSjM4fuzG2m7b3UuZUYFmdPy8ALq5qFJEN2Lrzq7Y47zYcfBah7RxHaa\nDpYBrcqwG9gVz7XLa9brJSUlLDMSkGhR5OLndD4b/XRz51YfAn1vpchOdO6J2u/5zYEns6oUb8Ec\n+54otNrfVfHe2eN3QtfJ3BllttkwWShL2W05mwZ8mF2x6ImdOZfWUGBVAU4cBI84TwwBzZU//eRH\n+PrXn+d8s8PPY6xTzvhio64BeP65V7h7vOLS4QHHx5cIc9cVWFH21cvX2IwDU1V8rlCUs3HgbPsi\nlw4OOD44BhGm3UiZ+7/wgeBthPR4fcCUE7funHD9yhUT943GH4F3i1j6XvBHfW7/IEH2TjrhaTQa\nDz7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "item = random.choice(valset)\n", "im = CS.load_image('val', *item)\n", "gt = CS.load_label('val', *item)\n", "out = run_net.segrun(net, CS.preprocess(im))\n", "plot_util.segshow(im, CS.palette(gt), CS.palette(out))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running 0/500\n", "running 100/500\n", "running 200/500\n", "running 300/500\n", "running 400/500\n", "val results: acc 0.942 class acc 0.764 iu 0.664 fw iu 0.895\n" ] } ], "source": [ "hist = np.zeros((n_cl, n_cl)) \n", "for i, item in enumerate(valset):\n", " if i % 100 == 0:\n", " print 'running {}/{}'.format(i, len(valset))\n", " sys.stdout.flush()\n", " im = CS.load_image('val', *item)\n", " gt = CS.load_label('val', *item)\n", " out = run_net.segrun(net, CS.preprocess(im))\n", " hist += score_util.score_out_gt(out, gt, n_cl=n_cl) \n", "\n", "acc, cl_acc, iu, fw_iu = score_util.get_scores(hist)\n", "print 'val results: acc {:.3f} class acc {:.3f} iu {:.3f} fw iu {:.3f}'.format(acc, cl_acc, iu, fw_iu)" ] } ], "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": "2.7.11+" } }, "nbformat": 4, "nbformat_minor": 0 }