{ "metadata": { "name": "Wisconsin Breast Cancer" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "data = np.loadtxt(\"data/breast-cancer-wisconsin.data\", delimiter=',', dtype=str)\n", "data[data == \"?\"] = \"NaN\"\n", "data = data.astype(np.float)\n", "X = data[:, 1:-1]\n", "y = data[:, -1]\n", "_, y = np.unique(y, return_inverse=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "X[np.isnan(X)] = 0\n", "X_ = np.hstack([X[:, 1:3], X[:, 5:6]])\n", "X_.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "(699, 3)" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.linear_model import LogisticRegression\n", "clf = LogisticRegression(C=0.1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cross_validation import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X_, y)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "clf.fit(X_train, y_train)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 5, "text": [ "LogisticRegression(C=0.1, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, penalty='l2', random_state=None, tol=0.0001)" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "clf.score(X_test, y_test)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "0.97142857142857142" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d import Axes3D\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "_, y = np.unique(y, return_inverse=True)\n", "ax.scatter3D(X[:, 0], X[:, 1], X[:, 2], color=np.array([\"red\", \"green\"])[y])\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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GopJ9+aqrqzFt2jTDY0yZMgU/+clPsHfvXrhcLrz33ntwOp228LUk5MeRniND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\n" } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "w = clf.coef_.ravel()\n", "b = clf.intercept_\n", "v1 = np.array([b / w[0], 0, 0])\n", "v2 = np.array([0 , b/w[1], 0])\n", "v3 = np.array([0 , 0, b / w[2]])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n", "from matplotlib.colors import colorConverter\n", "fig = plt.figure()\n", "cc = lambda arg: colorConverter.to_rgba(arg, alpha=0.6)\n", " \n", "ax = Axes3D(fig)\n", "x = [0,0,0]\n", "h = -np.array([v1, v2, v3])\n", "verts = [h]\n", "ax.add_collection3d(Poly3DCollection(verts, facecolors=[cc(\"blue\")]))\n", "ax.scatter3D(X_[:, 0], X_[:, 1], X_[:, 2], color=np.array([\"red\", \"green\"])[y])\n", "ax.set_xlabel(\"uniformity size\")\n", "ax.set_ylabel(\"uniformity shape\")\n", "ax.set_zlabel(\"Epithelial size\")\n", "plt.savefig(\"presentation/logreg-pics/wisconsin_surface.pdf\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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71lY6cPldvL35bf6x7h8Myx+GyWhCkiUWbl3IJUMi5ZBUhhYOZf9t6fOi3OPZ\nQ527Tis/lGvNpTnQTG1LbacFW5NFFZPo8/Onzn8K6R2J1797HYCTyk7ihXNf0CqbtJedJpPJFNLh\n2FLsKGZMnzGs2LUCm9GGP+xPuVLDHs8eRERtFyDHkkNNS+tMPLrw9TI6q3Yem1hZzbmZCRRF4eNt\nH7O1eSv9svsxJqd7Anv9fn/EGUSE3f7dFNuLIx57QiTmsKa5JmnhSyYQ/+3L3uaBxQ/wac2nlGWV\n8dhZj6VUV+7/5h2riZ7KnE0v8iDdJ3y/GP8LHl7+cKvXLhtyWUptrt+7nnMWnIM75CYsh9nWvI1z\nB5yLUTRqcXKZxGF2RM6/5TBG0YisyITlMFnmrJTbbg40U+OqId+a3+55VDTzzpvHvPPmtXk9tjp5\nouWeDhWiIPKHU/7A3NVzWbtvLQNzB3LDmBtS+g2oeVzV89f93v2MKWo9v+hbnb2AzmrhRdeKi60k\nkElL7Hef/46X172sZdc/r+o8fn/G7zOyQlUtPEmSEARB27atzK5kt2c3udZcQlIo4nKeW5VSX9/X\nfMXTL92KL+jh5Ik/5Kof3Nfle+448Q7u4I6476UjD0CAXYHuixXriHsn3UuBrYAHv3wQWZa5+Zib\nufOEjgurxsO0d6bhDrmxGCzIiowr4GJ53XKqcqoozy6n1JFaQueuyLHk8JPRP+Hvq/+ufQcXDLwg\noYKp7bF692p+uvCnBKUgkiJxw5gbmDF6RsLWVKLp2tIhiOkKZXCYHNw2/raU21EZUzKGy4ddzr82\n/guI1Bv88cgft7rG5/Nhs6XXc/RQISg9wTWwBxGv4Fmt1nZzTIbDYTweT9rjXepa6jj7pbPJNmdj\nECOlbBq8Dbx3xXtU5qRW2yya6OB69azEarViNkdWk9/t/44b3ruBlkALkiJx6/hbmTZqWtL9rdn4\nBT+Zcyr7baAAJhmmVV/KrBteTMv9NDQ0kJ2drYm46gkYCoUwGAyYzWYmzhnBet/2Nu91zXSlZQyJ\nEA6HCYVCaZlgKp+oxB/2YxSNKCh4Q16KbcVcN/o6fjL6JwmXCFLzrCa6jb9i1wq2NG2hr7MvJ5Sf\nkLJH46kvnYo36MVhdhCWw3hCHl6c/CJD8ockNb54+40VxNjsNPGEW0iSRCAQwG63p32M6aA50Ewg\nHCDbmA0KWK0HM+ucffbZLF68uMdYvqmgW3wHiK2FBwcFTw1TCIfDWK3WTou/Zsri84a8GASD5q4s\nCiIG0YA7P6OTAAAgAElEQVQ76E5L+7GCp8YaxubSHFwwmHcue4edLTvJteZqzibJ8sRzP2GfDbIP\nhJD5DfDW+leZRerCp36PLS0tkWB6o7GVS7zqoLTwR4upmltJWDh4n3cM/2nK/R9qKrIq+LbhWwyK\nIVIWSTRw+VGXc/txtyfVXrLWyrjScYwrHZdUn7H4wj4a/Y3kWyOibRQj2+21LbUMzhuclj7ao7P6\nh7HhFu0Jorrg6unB6zmWHLAQKY8WdeZ8pNlHvV74Oir+2p7gOZ3OuB7aTDwklTmVFDuK2eXehdPk\nxB1yk2/Np192ajknoxNkxxtcbzPZGJif/EF6NL6gt9VTaJTBb0jt84uOLQS02KNwOKx9f6rLu8Fg\nwGg0UvfT3cz9/BG+3/8dM8bfyoA+QwkEAtqEdSg9AJPl+cnPc9YrZ9Hkb0JBYXTxaO4+If4UXJr3\nYDfetzvoZkfLDrLMWe2e3dmMNvo4+rDft58sc1Zku11R6J/TH0hPftlEaG+7FDou96QSCAR65Plh\nZxyOv4GO6LXC15nghUIhbWssEcGDzFl8ZoOZ+ZPnc9f/7uLb/d8yumQ0s4+ZrdVDS5R4BS/T3qPH\njf0By76eQ8AABhl8JhjqS+4AXbVa3W43Z7x2BhsbNyIKIj8Z8xP+dNqf2lwfO2ndctqvW21pRZ/v\ndLSC78kTwYC8Aaz/8XpW1K/AaXZydOHRcZ0H+0I+nl/7PF/WfYnNaOOqo6/iuLLOwzvSwebGzcz+\n32w8QQ+SIjFl6BR+POrHrT5jQRB49PRHuemDm2gJtiArMr+c8EsG5Q/SnM96Ah2dH6rhTurRSXvn\nhz1hsRVrmYZCoYTzCfdkep3wtVcpQf2CVQtPPddKRPBU1Ovj3dKQQkEMpvi8scqyynhm8jPan5ub\nmxMWpWQsvEwK3/RLH6R2xwY+2rmIgAFG+3J4/N4VCbURu0178r9PZkvzFgAkReLJVU+SZ81j9rGz\nu2wreksr+nOJPd/pqGCrwWDI6IR132f38dL6lzAZTMw+djZXjbiq0+vNRjPHlx+fUB8vb3iZJTuX\nUJ5VTkAK8Pev/k6xvZiq7KoURt41Dyx5AH/YT5G9iLAcZsG3Czi277GMLB7Z6rqhBUN5d+q71Lnr\nyLPmaYV+e/o2YvSzpZ6Zw8HzQ9U67GixlWy5p2RQ+1ZJthZfT6XXCF9npYGiBc9ms2E2m5N+sOJ9\n39efvsLN79xIndnPwGAWT17+TwaMOS0jfcFBwVMrQsSbLzTZz0GW5bisC0EQmH3DK/wuiR9VRyKu\nil40c1fPZdaEWa3uJxFBj17BqyvfWIeHcDgcORtpZ8JSBTFewnKY7xq+IyAFqM6tJseSw12f3MUT\nq57QrvnZhz/DbrJzydBL4m43Hr7e8zUl9hJEQcRmtCEgsK15W0aFT1EUal21FNuLgQNndwjUe+oZ\nycg211uN1pS9Qw8F7YlzKueH0Wnb0imGsb+NI6kkEfQC4VOFTU0QHS14wWAQny+SHUP1XEzHw9NV\nYufG+q1Me28GPqNEbtjINqObq1+ZwqKhNZhtzoT76YxYwUu0IkSiW53vb36fq9+8GnfIjd1o55nJ\nzzB5cPLZP9oj+rsTRTEuEVeL0Kqk63uOZ8JKND4sKAV5dOmjrNu7DlEQcZqd3Hn8nfxj/T+AiCgA\nhOQQc1bNSbvwFVgLqPfUYzFaIgtGJC32LlOWhiAIDMwbyNbmrRTZighJkSTildnp81g+FDT6G3l0\n+aNsbtzMmJIxzBgxI+7jic7OD6PLPaUz3CK2f5UjqTIDQOZSFBxiVMELBAIEg0E8Ho82QQWDQVwu\nlxaXkp2djcViSduPuiux+H7NJwQFGYccWdVmyUYaDEHqNq9OWz/q9l9zczOhUAin05mWqhCd0eBt\n4PLXLtdK9njDXq5880rq3R0XSE1EWFXBc7lcBAIBHA4H2dnZbe5pXJ+2HoR3n5haXbUGXwPT/jON\noU8NZeLzE1m0vePSNeqEZTKZsFgs2O12HA4HNpsNk8mkne8EAgE8Hg9er1dLhCBJEst2LeObPd9Q\nnlVOWVYZASnAi+tebJVbU0UVwXRy1YhIdfedLTupballVPEoxvYZm3HPvjuPv5NCWyF7vHtoDDRy\n/ejrE8o92dO2Ov1hP1e8dQUvb3iZVbtXMffrufz845+n3K4gCGxq2sQ/NvyDN7a8gV/wd/p8eTwe\nfD4fwWBQ26KPZ8Ec/Vk2NTUdMcHrcIRbfKoXlcFgaGX5AK0eknTT1WSeX1hBWFCQZBmDIBJGRkYh\ntyixWm7t9RNrDSVT5Da2j3gzqyzbtYyQHNImYyNGJFniix1fcPHQi5Meg7qI8XojFQS6+u4WT1vM\nD175AYtqFmEUjNwz6R6mj56eUA2+Bl8Db3//Nvt8+xhVNEpz9nCYHLQEWvjpwp/y5qVvxp0mKl7r\nUJIkGnwNIKMlD7Ab7Ox27+aG0TfwwJIHtIK6BsHAL4/9Zdz3FC9VOVX87qTfsbV5KxaDhaEFQzGK\nRi1FXKYoyypj/rnz2evdi9Ps7LQyxeHA2r1rqXXV4jQ5td/q5zs/Z59vH2WW5Mv7LK1byuxFs5Fk\nCQWFVze+ylPnPEWeNS/pcAtZlrnn83vY6trKCeUnMOOoGUe0xXfECp+66pZlWXNr9/v92O12bcsz\nk313JnwDxpzGVe8ezwveL4CIqMzqM4XckuRDE9IteMlQ5oz8mBVZQRAjCaQVFPo6+3b6vs4+q1Ao\npJ2/2u32uBcrb1z2BhBZqWZlJZYiyx10c9/i+9jr3YvNaGPJjiUs3bWUIlsRgiBgNVrxhrysql+V\nUn5EaLudFQ6HI5XUxUiFBqNgZK93L6dXns7lQy7HIlh4cf2LmAwmbp94O6f1Oy0jlk6+LT/hAPd0\nYDKY6JvV+fNyuJNqpqUnVz2JxWAh2x5ZGOxy7+KjbR9x6dBL21zbVbiFuhU/7sVx1HnqAFi4dSGL\ntixiwQ8WaLsQ6bD45s6dyzPPPEMgEGDSpEk8+uijKbWXCkes8MHBLU31QXM6nd1SLSGe7bs7f/0B\nZ/z3GXbUrWfggAmMOinxvIyqNaY6eGRC8BLZihxRMoIz+p/Bf7f+V9VzTqo8iYnlEzttvz1UhyNJ\nklJyOOrqvDWakBTCHXKzqWETezx7qMiOWODZ5my+2PkFQTmIxWDR2su1pr714w16WVm/kj7OPgzK\nHwTA8MLhTB85nX+u/ydhOcykyklcOepKLAYLN4+7mRvH3qhNWtHJlmPr0/Wkbb/uoKdtdY4sHklV\nThWbGjdp5YNOrjiZAmtBSu16Q15MhqjfuBAJQUmEaEF86uunqPPUYRSMiKKIJEt8svMTdrXsYt3S\ndVx33XXk5ORQWlrK5s2bOfrooxk5ciQjRsSfn7ehoYEHHniAtWvXYrPZOP/88/nggw8466yzEhp3\nujiihc9oNGpC0NTU1G39xiMWgihy7FnXcWySfUR7qRoMhoxZeIk6t7wx9Q3mr57P6t2rGVE8ghlj\nZiTUnyRJeL1ewuEwNpstqZCSeIht89PaT7nvs/vwS35sRhsOY+u0V0cVHEWdpy5SAFcQOKbPMZxS\neUpKY/hy55dc8O8LCEqRLBknVZzE6xdFqgic0f8MTqs6DUmWWk1yyTg7xHr+dZc4eEIeGnwN9HH0\naT1R9xLMBjP/uOAfPL7ycTY3bmZsn7FcNeSqlC2+sweczfyv56NYFEJyCJNo4tiyZGcSqPdEzuC1\nfMMHKoXsC+7jvPPOY+fOndx///3k5ORgMBh48803efrpp1m0qONz7lhsNhuKotDc3AyA1+slLy8v\n6TGnyhEtfNGu55kOxI4mk33FeqMajcaMiUOyTB89Pe5r1c8qNg9qd9yT+h3VtdRx1yd3YTVYKbIV\nsc+3j7qWOuwmO3aTnZZgCzPGzGBk0UhW71lNnjWP0/qdlvJkftkblxGQAhGnFQU+q/2MOV/NYcbR\nkcWCKIiIhvhCQmIdfOKNDUskED8Ri+pfG/7FHZ9EkohnW7J5/vznGV40PK73Hg60BFsISSHyrHmd\nfiY5lhzuPP5gsnH1d5sK1xx9DSIiH2z9ALvJzo1jbmRwfvLp2iYPmszjqx4nJIUwCAYkRcJisDC6\nOFI6ymAw4Pf7ueKKKxg/fnxSfdhsNp588kmqqqqwWCzceuutTJgwIekxp8oRLXyxGR8OZ+FTBc/v\n9yMIAg6Ho1UQdabI9OemTsYulwur1Yrdbk9rtYno8Xf0OW1r3gagFUYttBUSlsOcXHky3rCXUUWj\nOLXqVERBZFjhsLSNrTnYrBUTFQQBWZFZWb9SE75U6MqZJjaVVjoD8Tc3buaOT+6ICLJopMHfwLXv\nXMvSa5Zm9Fntjq1OWZG569O7+Oe6fyIIAhNKJ/D0uU/HXWopHWM0iAamjZzGtJHTUmpHZULfCdw/\n6X5+u/i3hOQQdpOdZ858ptViKlXnlr1793LjjTeyfv168vLymDJlCu+88w7nnXdeyuN3u91aYvJ4\nP9sjWviiOVyFT01zpK4Uoz0a1QnscCQ2n2Z0aafupshehKRISLKEQTTgC/lwmBzMGD0jpXCBQDjA\nmr1rkBWZo4uOxm5qnZHfbrRHtk45cA6JwKC8QaneTqe05+wQbyC+el1XbGzYqCVRh0h+zX2+fTQF\nmrQsK4crCzYs4OX1L2M2mBEQWFq3lPsX38+fTm2bEu9w4tZxt3LruFuBgxUkomlubk5pa3LZsmVM\nnDiRgQMjzmBTpkzh008/TUn4du/ezeeff86yZcu45557CAQCbN++nREjRnTpy3HExvHFcrgJX3TM\nWnS8YbSTR3fcU7r7UBQFn8+npVtT0yAdKtEDGJQ/iCuHX0ljoJFGfyMBKcB9k+5LSfRcARfX/Oca\nbl54M7f89xauePMK9vta1/2be85cDKJBy4I/pGAIsybEX0m+yd/Eil0rWLd3HZKc/AIoOkWb2WzG\nZrPhcDhwOBxYLBYtHEgtxrx933Y+2fIJa3at0bz+op+RsqwyZEVGViIeTkEpiNVoJdt8eIcnQCRk\nJyyHEYXI9rBBMLB81/K439/THHDao70xpmrxTZo0iRUrVtDQ0EAgEOC9997jzDPPTGmcDz30EAsX\nLuTZZ58FwGQyMX369LgKgR/RFt/huNXZmYWXzn7iJV19xObTVAvbqm0f6gnhxrE3cnrV6ez17qV/\nbn9KnakVaX12zbNsatxEga0AQRDY4d7BnFVzWlVHOG/geay5bg0fbvuQEnsJZ/Y/M24rfmvTVu74\n5A58IR+SInFs32O5/bjb0xrQHmsdiqLI0p1Lmf3ZbMJyGEmWuGTQJdwy+hbt70VRZFjuMKYdPY1n\n1j6DUTRiEA3MOWuOZgF22ufmzQj796NUVKCUJvYdxOaXzARVOVUYBIP2vEqKlHKFlMMBSZJScp7L\nzs7mrrvu4qKLLsLr9XL22WdzyinJO4cpisJnn33G8uXL+eqrr7T6hpIkxVXr8IgWPjg4catBmt3Z\nZyIkIniHE7H5NFXBU8n0/UV/F12J66D8QVpIQapsb96OyXDw+zMbzNQ017S5riyrjGtGXKP9Od5n\n9IlVTxCUgpQ4S1AUhSU7l7Bk5xImVUxKy/jbQ1EU7v48Itw5lhxkRea171/j7EFnM7p4dKtA6V8c\n8wvOqzqPPd49DM4fTGlWKaFQqNNQC+Pzz2N65RUUgwEBCNx+O/LxiSXYzjTXjbqO97e8z6aGTQgI\n5Nvy+e1Jv437/Yd6gRcPsWNM15inTZvGtGnTUm4HIqFq48eP54MPPsDtdtPS0sLSpUu1rdSuOOKF\nTyWRDCTpIJE0XMkKXk+2+KK9TxNJip0pYh01Un0eFEXh4+0fs37fesqzyjl3wLlYjAdzMI7tM5b/\n1fxP2+4LhAMcU3pM8jdwgO8avuOz2s9YtmsZFc5InKF6bw2+hpTb74ygFKTJ36QVH1a3+/Z49rR7\ndjiqbFSrs8PoUIs2SbxrajAtWIBSXAxGI4rXi+Xhh/GNHw89qByOw+TgjUveYPmu5QSlIGNKxsQd\nz9ldO06p0p7Q9TTBtlgs3HDDDTz88MM4nU7uuusuVq5cyZ/+FN9Z6xEvfNEBzN251dkViabh6qif\n7rinRPpQhdzr9cYdUJ9IkHlP4anVT/HqxlexGCwEpSBf1n3J707+nbbVePmwy9ncuJm3vn8LgDOq\nzmD6yPjDPHa07GDh1oX4Qj6OKzuOMSVjWFG/ghs/uJFAOEBzoJnNjZs5o98ZCGLkc6vOy2y1ArPB\nTP/c/uxo2UGuNZegFEkBNyBvQLvXx5umLRQKIdXXYwYUQUCQZQSbDbG5GcXtRojTqSKVZ+jtTW/z\nSe0nDMsfxrUjr+10y9RsMHNC+QlJ9QPdXyw3VXribzMQCFBcXMy8efN47bXXMJlMPPLII7pXZyw9\n5YxPFbx0lEHqLosvHmItV4fDkfHUcPGS7s/IE/Lwxndv0NfZN+Kcoiis2buGTQ2btHAHg2jgnhPv\n4RcTfoGCEre7O8Ae7x7+uPKPhOUwZoOZFfUruH709Ty24jEACu2F5Fnz2NK0hTX71lCZXcn1Y65n\nRFH8mTSS5aGTHmLmJzPZ5d6FQTBw9/F3J5y2rT3rUBg8GIPJhOz1gsMBe/YQLi7GYzAgHEgwn0wg\n/pc7v+SeT++hJdjC1GFT+fmEtkmib/7gZl5Y94IWuD3vm3l8cfUXCd1TPPREAWmP2HF6PJ64zs26\nA3Vs33//PT/96U+56667mDp1KgBbtmzho48+YsaMGV1+1r1a+AKBQNpKEXXVVzoFL7bd7qCzBynZ\nfJoqmRTwTEw0arJmtVqCIAgICISVtkmcneb4y0yprN6zGl/IR2VOpCSPSTSxcOtCXAEXJjFiPRtE\nA/m2fKYOncrMY2dmpEpDe1RmV/L6xa/T6G/EaXZiNVrT0q5SWEjw7rsxP/QQQn09Snk5obvvxpGV\n1WUgviqIsc/Qyl0rOf9f50e+LwHuX3w/u1p28YfT/qBd0+Br4IV1L0TGcMC7dt2+dbz67atpL/eU\nLvZ49vD+lvfxhrxMqpiU9sQAsU5Czc3NPaYygzoP1dXVsXr1ap577jn27NnDD3/4Q7Zs2cK7777L\njBkzkGW505CGI174OnP9HzPmGHbu3ElJSQXl5RX071/JgAEVVFZWUllZSUVFBWVlZa2qJcfbZ3Rf\n0cKQLsGLvrdMriQ7a1fdqk33ffV0ss3ZTCidwJd1X5JrzaUl2EIfRx8G5qaWsPrhpQ8z7+t5eEIe\nih3FVGRXRJ4lFERB5Ozqs3n666cRBZGwHMYgGDit6rS4RU9RIimuzIbEnudYDKJBO+dLJ/LYsfhf\negl8PrDbQYiE93cViB99dhgIBDQnmge+iFSysBgtkYWJFOb5dc+3Er4aV1uHI4BNjZvSfn/p+J3u\n9e7lpoU30ehvRBREXv3uVR44+QHGlyaXUaU9YufJnliZYd++fUyfPp2ZM2dy2WWXYbfb8fv9cY/z\niBc+lfaE7/XXX2Xy5EuAKhyOm9i2rY7162sIBj/G49mOy1WLy7WLnJwiysoq6NcvIoxVVRFRrKiI\niGROTk67oRNqppVMCUN3iUzsGVw4HKbF08J+z35KckrIycpJaSzduQ0dTbJ9CoLA7cfdzvNrn2fN\n3jWMLRnLdaOu0zK/JMO81fP409I/YTKYUBSFzY2bWbh1IWP6jMEX8vGj4T9iVPEowkqYtze9TY4l\nh9vG38a40ra1B9tj+a7lzF09F1/Yx/DC4dw49kZyLD1rMgNAFCNbnV3Q3napx+PRfmOSJB1M3Kwc\ntOZkJSKW6nbpUQVHYRSMbaz1M6rOSN89pZEPt35Io69Rq2DRHGjmmW+eSavwQeu5pampqccIn+oY\n1dLSQjgcpm/fvjz55JM89NBDLFmyhClTpgBd/7aPeOHrzOIbMmQIS5d+xpQpP2Lz5jkcf/w/sVha\nm/SyHMbrrcPtrqGlpZbFi7fz0Ufr8fvfx+2uobGxBkEQKC2toKKikv79K6iqKqOoqIjy8nIGDhxI\nZWVlxkoEdZdjSHQ+zfV71vObpb+hOdiMzWTjNyf9ptMKDIeSjkQ11c/LZrJx/ZjrU2ojmn9v/Dei\nKGpbhwoKDf4GxpaMZULpBEYUR87vfj7+5/x8fGLFTGtdtfx1xV/Jt+VTYCtg/b71PP3108ycMDOh\ndnr6GZVqGRoMBoxGI9NGTmPJriWE5BAiIpIicVzpcQQCgVZp2p475zmmvT+NkBxCQODeE+/t1ANX\nXL4c07x5CH4/4fPOI3zJJRHB7oJ0fH4BKdCqDYNgIBDuOmA7EWLH2VMsPkVRNM/wk046idNOOw2A\no48+mnnz5nHttdfGnV3miBc+FXUCjP1S8/LyeP/9t5g5czavvXYCJ5/8Ojk5BxO+iqIRp7MSp7Oy\n3XYjll3TAWHczvr121i5soZAYA1+/w5crlrc7r0UFJRSVlZJv34V7VqNTmfiZ0HR95Vp1ATSoknk\nt8t/i1/2U+IswRP0cOf/7mTBJQsosCVXbuVQWXzdTb27nj3ePRTZi9oEyDvNTi30ASLPVXlWOdeN\nui7lfmtdtQBayrTSrFLW7FnT44UsUWLvZ+pRU9nr3csfl/2RoBTkuLLjWHDhAi1xgrpdelb1Wey4\nfgf17noKLAUYjUb8fn+bkAsAcf16rLNnI1ssYDRi/utfQRAIX9q2Fl4mOLHiRF7e8DKN/kaMohFX\nwMVVR1+V1j56qvAJgsB//vMfBg0ahCiKLF++nM2bN5OVlUVhYSFz5szRxtlV6FSvEr6OrCOj0chj\njz3MyJHP8Otf/x/HHfcc5eXxbXUIgoDZnEN29jCysoZq2y/BYPCAk4eIJAXxeHbg8dSyf/92ampq\nCAS+wud7A7e7lsbGGiwWK6WlETHs37+CAQNaC2NJSUm3p/VS82mqopSTk0O9p57mQDPFjmIAHGYH\nPq+PHa4dSQtfplHTpAUCgVaOEO0thDLF/7b/j7lfz9U8B68beR2nVp2q/f2sibNY9voyXAEXECnI\n+uvjfp2WvrMsWciKrN2rO+im0F54RIleLGv2ruH1ja9jMVr4/KrPKctqXfG8vVCL/rb+7YdaSJJ2\nre3jjyPxn9nZIAjIioLx3XfjEr50PGsD8wby0CkP8ew3z+IL+5g2YhoXDLogpTa7orm5maKiooz2\nES/qb3jJkiXMmzcPh8OBy+VCkiS2bNnCk08+yUUXXaRtiXbEES98iaQtu+66axkyZBBTp15JS8ss\nhg69pdMHVVEiCX0VRYk6b1Cvj9qOMJjJzq4mO7v9OKtIOq99eDw1uN01rFlTw/LlNQQCy/B4amhu\nrsXrbaK4uJzy8ojVOGhQJZWVFeTn5zNo0CCqqqqw2ZI/Y4omOoG02WyObMFZrYiiSK41F6NoxBfy\nYTPZCEkRp4JMODukiro9q96HxWJp5RQhyzIej6dNAdd0F3F1BVw8/c3TFFgLsBgtBKQA87+Zz9g+\nY7Xg5/Gl43n70reZt3oeoXCIq0ddzcSy9GwfDy8czonlJ7J452IMggGTaOJn436WlrbTjRoaUuOq\nocBWwLg+4xIu/7S4djGXvH4J/rAfg2Dg8ZWP8/lVn1OZ3f6uTTTtnR1GW4eC3Q6ShCTLoCgIwSCy\n2UwwGEy55qGiKITlcJf3O6p4FI+c/kjC7ScyjliLL96MKJnmkksinrYDBw7kqquu0saq7kipc2BX\nRsIRL3zRxLOlduKJJ7JkySdccMGlLF26lvHj/4rBYGl1TeeCp/YFihL5bzzjstmKsNmKKCxs/2wh\nHPbh8dTidteya9d2Nm+uJRD4Ao9nG273DpqaduB05tC3b8RSHDAgct6oWowVFRUUFna+yu8on6bL\n5dI+N7vJzt0n3s39n92PJ+RBVmRuGndTmxV1IqR7qzM6awxEsjxYbVYWbVnENtc2yp3lHN/3eAiD\n1WptlVmkvaoEidSsa4/mQDMoaJldLAeeJ1fQ1Srrx8jikTx86sOtfsDpQBRErh9zPadWnYon5KEy\nu7LHWucLty7k/S3vYzPa8IV9rNu7jmtHXhtXnk91Erzr07vwhSPffVgJ0xJs4bEVj/HwqQ8nNaZW\n1uHkyQhvv41xz57Ij1sU8V97rRbHqoZatLeY6szi+3Dbh/x+ye/xhXyM7TOW30z6Dfm2/KTGmwrt\n/Q57UjiDasm9+eabjBw5kv79+7Ny5Uo2bNjApEmTtKT3XXHEC18iFp9Kv379+PzzRVx11XV89NEZ\nTJr0b2y2Yk3wZFnBaGxf8FqTvsncaLSRkzO41fkjQCgU1Gqn+Xy7cbsjVuOKFTUsXrwVv/9TPJ4a\nmppqCIX89OkTCd2oqqpg4MCD26l9+vQhLy8Ph8PRJp9mLKdUncLQwqHUumopcZTQL6dnJOmNDqIX\nhEjNwlAoBMDcr+byn+/+g9lgJigHWVW/iptG3tTq/Ca6nWgxbK9mXbQYdiWIhbZC7CY7Tf4mcq25\nNPmbsBltFNq6z0oWBCGlYqXdQVAK8uG2D6nIrtBCNDY0bGCne2dc1ppKS7Cl1Z9lRda2kFNFKSrC\n/9RTGN5/H8HvR5o0CXHoUKKXxtFbpdGhFtBaRNXn57uG77h/8f04TU6y7Fmsql/F7774HQ+flpxQ\np4OeeMYHB4X53nvvZe7cufTv35+bbrqJvLw83njjDf7yl7/Qt2/fLts54oUvmkQsC6fTyauvvsR9\n9/0/nn76OI4//hVyc0dgNBowmboSPACB7vTXEAQRu70Uu72U4uJj270mGGw5YDXWsH17DRs21OD3\nf4zXq4Zu1JObGwndqKyMCGO/fhFLsbq6murqanJzcyNerM7SlCsYHBx76hZfdExhdBB9KBSiKdDE\nB1s+oDy7XMus/2Xdl1xYfSGD7G2TUkdvd6neuNHbXdGTmWodxq7woycOm8nG7Imz+fOyP7OzZSc5\n1hxmTpjZpj5fTyc2sDndSLKkxSyqiIhxlVyKfn6mDJ3Co8sfxRs+kA7QaOPSIelzPlGKighf1bFD\nSc3Xb7UAACAASURBVEeLqUAgoD1H0c/P17u+JiyFMVsj8ZUFtgJW1K9I23gToT2r1OVypVSLL52o\nY7NarZSWlnL//fdzySWXMGvWLE499VSCwWBc7ejC1wmyLPOrX/2c/v0rmTXrfCZMmENV1cVx9gXp\ntPg66SlugTWbszCbjyIvbxiSJCNJ4QOTvPFA9YowXu8u3O7tuN21LF5cw0cfbcDn247Hs+NA6AaU\nlkasxurqSqqrW2+n9u3bt1uTUUuShNfrJRwOY7PZsFgsbaz8oBREOPCP+poaBB4v0Sv16PuLzirS\nWRLm/jn9+euZf8UT8uAwOVpN7joRbCYbo4tH89Xur8i35tMSbKHYXkxfZ9creBVBEPjVsb/CH/bz\nwroXMItm7jz+Ts6qPiuDI49vXOrzE50QQ1EUip3FCEIkabpAxPko15KLz+dLeHchVToSvp5i8akL\ninPPPZeXXnqJRYsWMXfuXCCyJatvdR4gma1ONV4tFAphtVqZNu0aRo0ayUUXXYbLtY4RI+6K4wHs\nruByiF9glQMVtiMraKPRhCgKqGONhG5U4DyQ9V8lupxMMNiM270dj6eWjRtr+OqrGoLB9/B6a2hu\nrtFCN/r2raBfv4NWoyqMFRUVZGW1zluZjMUnyzI+n49gMIjVasXpdHb4nRTaChlaMJR1e9eRa8nF\nFXRRnlVOqSN1i1UQhDZC35lnoFE0ElJC2oTWHZPZ4cTUYVMpsBXwfeP3DMwfyNnVZ7eqehEPBtHA\nfZPu475J92VmkEnSnsUsCAKTKidxYvmJfL7zc0RBxCgYuefEezCZTO3uLqTr7LmjMca25/F4kg63\nyhQzZ87kqaee4p577mHQoEHs2LGD888/P26BFpReEEClOix4vd4DjiTtOw7ECp7Vam31ENTX1/OD\nH1yGz1fBxInzMRo73qqSpDCK0nU8SaqEw2EEAQyGzvuJWCTqmAwHfoDx/WDC4ZBmGXaFJAXxendq\nZ40ez3YCgVr8/hpaWmq00I0+fSIiWF1dSXl5Cf369aO6ulo7b+xoSy3a49RisWjeph3h8/ki3nJi\nmOe+fo7vGr6jKqeKK4ZdgU2wdVvy3eit0miv0tjJDCLfaU9JChyN3+9vtf3bk5BlGa/X2+Mm6Gg6\n+/xkRWZl/UpcARfDCoZpmVmiae/5iT17TnVBFQ6H2zhXnXPOOXz22WdH1AKtVwmfmi/TEZMSqSvB\ni8bv9/OTn/yUzz5bx0knvdbGOjrYZvhApoHMThJdCV9rD1QjBkP8gnewj/iFrysiZx37te1Ut3s7\nXu82gsFavN7aVqEbZWWRQP+BAyuoqCinT58+FBUVUVVVRX5+fqcOOCp+v1+ryqw6ugBamMOhFpjY\nyUySJG3VnWxFgkzR04XP5/O1+W33JHw+HyaTKa2L4XgXVNGC2Bnq7oTVatXaP+ecc1i8eHGPED7V\nSUi9Z/W+VBmLd4xH/FYntK7CLkkHD8pjBc/hcHT5wVmtVp57bi5//vOj/PGPJ3Diia9QUnJcpm+h\nQ9SwiVgS90DttJdUhti6JUHAai3Eai3UQjdixbt16MY2Nm2qIRD4Ap+vRgvdcDhy6Ns3soVaXR0J\n+o/eTi0qKuoRP9SuiHWkCQQDBINB7DZ7uxUJMh1zqHN40V4gPrTdbg8Gg+1ah6IoElbC7PXtxWKw\nkG3IbvM8HeoFVzTR99mqrFWC4+sVwqeiCmCs4Nnt9oS81QRBYObMnzN8+DCuueZiRo9+kIEDr4m9\nqhvTcB3sJyJ4kQkzfg/UzulIXDNFJHRjEFlZAwiHJU0U1e9IUWQtdMPjqWXlyu18/vl2/P7PDoRu\n1BIKeSkpqaCsrJzKyjIGD+5PeXkZ5eXllJeX07dv3x6VJk1RFJ5b8xwLvl2ALMtMHjSZ68dcj8V0\n8HyrIzf5ZFb2yY6xp0yAsfTksal05xi7CsRXn6F6Vz1zVs9hr28vAJPKJzFl8BRNJMPhcFw7K53h\n8Xi46aabWLJkCUajkfnz5zNxYuLJGRobG3nvvfcoLCzEZrPhcDiw2+04HA7NcIl3B6dXCZ+iRGri\nuVyupAQvlrPPPptPPvkvkydfQnPzWsaMeRDxQKBt93p1KiiKulWmCp6ZTDrYyIRxGTcjIJAVrkZM\n4VGKFdauziOjQzeg89CNlpZt1NRsZ9Omnfj9n+Dz1eBy1dLcvIvs7HzKyiIZcPr3L6eqKmItlpeX\nU1FRoYVudAcLty7kpfUvUeIoQZEV3tr0FkX2IqYOm6pd01XMYUcr++70CtTpubRnHb617i1cYReV\nuZWEpTCLahYxJG8Iw/OHM2nSJPr06YPH4+GZZ55h5MiRHHXUUQknV7j33nuprKzk73//O0ajEY/H\nk9T4Gxsb+eijj8jKyiIQCGjxtaIo4vV6GTVqFLNmzeoyXRn0kjO+QCCAx+PRYjxycnLSGo/U0NDA\nlCk/YtcuMyec8E/M5hxt8o4IUOaQpPCBcyG0FV66J7fY88qQ4GZZ7iyajBsAyA0PY0LTHzEpyZ2v\nqCJnMIgpn0e2bTti/ZpMRiRJ1jLpSFKIlpadBAJ1muUo+raQ5/6Oet8evmvZBSj06RNJE1dVVc6A\nAQdFsaKigtLS0rSd1zy05CGW1C0h35qPLMu4Q24G5g3kwVMeTLiteM59Ys8O4yETZ1Tpoqec2XaG\nx+PBZrN1e87dzpi9aDYm0aRVBdnauJUpQ6dwZvWZ1NfX8+mnnzJv3jwGDRrEN998w3fffceiRYsS\nsthGjx7NkiVLUs5G5PP5qKmp0XY71DjdQCBAU1MTBQUFHHvssXFZ1j3vCc4AgUCklIfT6cTj8aT9\nwcvPz9cqPLz++vGcfPIbZGcPyOj2oLplq8biZboIbPS9bLK/SKNxHXY54nnWaFzHZvs/GeqZkXTb\nshxx7Ej9PDI+RNGIw1FObm4VJSXHU+z6nsuX/hJrWEAUCvl87G182O9iPN4duN01fP99DWvW1BII\nLMTrjViNLS17yc8vOWA1llNdXU6/fhWaMJaXl7cJ3eiIEkcJAelgeRmf5Es6QUBX5z6xxVvVbbHY\nc8PDyTo8XLY6exr9c/rz9d6vKXOWIckSsiJTYo8kxO/bty/Dhg3jmGOO4YknngDQcpLGy44dO/D7\n/dx4441s2LCBiy++mJ/97Gea80wi2Gw2hgwZov15+/bt+P1+ioqKGDx4sPZbi+c56BXC53A4NLM4\nUw+fyWT6/+ydeXhcZd3+P+ecmTN79qRpku57Gwql+0ILslUQKCCyL4qyKCjqKyDID1REXtkEkX15\nFRAUQQVUoNCySOkGBbq3lC5pmqbNOsnsc87z++PkzJJMkplkkqaG+7q4QpMzzzIz57nPd7u/PPDA\nvRxxxJPcfPMi5s79P0pKFvXBTKJNRktrK6a2outaH9/0Eolu21bLTizCESsIt+CgRdmZ8ajJ5C2j\nqtY+3IdEV0Ofse6XWLUAXnsJsh5lwefPsKt4JlUFUykoOCLlaxJLNxobq3jvvaq2dlT/jHXdsFpt\nbb0ahzFyZAWjRydbjWbXjTMnnMmH1R+yx7sHIQRD3EO4cMqF2X0HOon7tK85NO+TiIjwad2n1Afr\nGeIawpT8KWlndL67511e/+J13KqbSyovYVhO6uznwYaBRs7nTT6Pgx8dZG/LXoQQnDzyZCqLK2N/\nb9+ENrH4Ph0Eg0G2bdvGXXfdxQknnMCVV17JX/7yFy655JKM12q6MHfv3s3y5ct59dVX2bt3L7Is\nU1NTw49//GOuvfZaNE3rNi45KIjPhJnc0pdPh9/5zuVMmDCO8867hLFjf0xl5XVZmiuZ8AySkNti\ne1kYvgu0j1fmRaZQa1uBqhnCtRH85EUnZzBifC+KYiih6HrffCZpxVqFoKh1N40Ow8LSZQu6JJPr\nr6GqYGqnL1MUFY9nFB7PqE6GNUo3TJm4jRuNRJxQ6GP8/iqamvYQCDRRXFxOeXkF5SNLGTF6JIVF\nBcwtmEtjdSPOcmefuu86I0NN11j2+TIO+A7gVt1sqN3AAe8BThx5IlaLtcsC6le2v8LN796MQKAL\nndc+f42Xz3o5axJ3hyMGorUHkGfP46dzf0pDoAFVUVF1Ncmi83q9vRKoHjt2LBMmTOC0004D4Pzz\nz+ePf/xjj4jPfA9ffvllWltbyc3NZdKkSSxYsIDnnnuOGTNmAF9afB3QX09bCxcu5IMPlvO1r53F\nqlVb2jo89DTWJ5LkxUzCa39Nf2KM/1y8lu3st/0HEAwNHcto/ze6fV1nezFKTPr7YEiwYiWJ2pyx\nFLbuocVehKJHkISgwdU7KyWxdKOwcFrKa4zSjWp8vt3U1VSx+/M9hEK7+WfoMbzePTQ17cXpzKGs\nzKhlHD3aEBhPtBq767rRk3W3Rlo5GDxIea7RdSPXkcuuhl1EpAh2xd6lePdDHz2EVbHisBgxnYZg\nA699/hrfOapnrvB0cDi4OmHgWXwAFtkS66/p8/mS1tjc3NxrubJx48axatUqZs6cyT//+U9OOOGE\nHo1jEt+GDRv4+te/TlFREQ0NDSxevJh//OMffPTRR8ydOzeth4xBQXyJH6ShSan3OkW3O4wcOZJ/\n//sfXHvtj1m27CQWLHgRhyOTZo7JJGFpe8o+NEi+WRVsTPf+gqBch4SETS+MuT1TIy6VJkl02Ev/\nZcB2jr9P+3+ct/on5AQOIKGzbOKV7MvPxIrtGYzSjbHk5hr9znRdxEpRwCzdONDWq7GKjz+uYsWK\n3YRCK2htNXo1JpZujBhhJOEkxhnLy8ux2TKX/QJDUUSWZHRh6EhaFAtWq7VL8e5QNASCGCkijM4L\nhws59QUO1717vV5GjhzZqzHuvvtuLrnkEoLBICeccALnnXder8abNGkSNpuNKVOm8OKLL/L0009T\nW1vL4sWLgS8tvpTIRieAdOfxeDyxDg9PPTWXRYtepqAL15mBrvU0U8zULzV27eeQkHDo3RN5b6TS\n+hMN7uE8uugZcoK1BC0eAraB0X/MKN0oxekspbh4VsprIpHWmDu1qsrQUA2H329LwtlDc3MNd9zx\nK66++qq05/WoHiYXTmZ93Xpsso2QHmJy4WRc1uTM3VTi3RdUXsD9a+9HFzpRPYpdsbNw6MJYYlmq\n/77EwEB7gm5qaup1L77x48ezcuXK3i4t9v268sorY42lGxoa+POf/8zFF1/MKaecAnTfhBYGCfH1\nRKg6W/NKksTtt9/G1KmTueaak5k582FGjlyS8nqD8IyOAemSRH9YSz15UM2GVFp2kP6cmqLS2Ev3\n5qGA1eomL28SeXmTUv5969YnWLduVcbjzimfw1DPUJqCTeTb8ymypNc/8PIjL8dhcfDK56/gUT18\nf8b3OaLkiC7Fu3urNTnQLaqBvj5IHYdsaWkZMJ0Zli1bxty5c9m5cyc+nw+n08mcOXM45ZRTCAaD\nGZXZDAriS0R/E5851ze+8Q3GjBnDmWeeS0vLRiorb4rdCNkhCdGD12Q6fhpXtVOOSa80YWAfCIc7\nnM4Kqqr+3u11Qggagg1ISOTb85EkiZG5I6Ht3PP7/WnNJ0syF1VexEWVFyX9Ph01kWg0GtPW7etO\nBF8iNRLf494mt2QT69evZ9asWfz9739nx44dqKpKJBJBURRaW1t54IEHGDJkSFpjfUl8/TjX9OnT\nWbXqfc444xt88MFGZs9+DFBjGow9q18bGAdBvDTBSCXu67rCbEGInlm0hxNcrnK++KK6y2vCWpj7\n19zP6prVgGHtfX/697EqfStInY7WZKpEmp4U4B9KHC4WX/s1Njc3Dxjiu/rqq1FVlauvvhqv10sw\nGMTv9xMMBjNe56AgvkPp6mw/19ChQ1m+/HW+/e2refPN4zjmmBfJyRlB7whM6uMDvKs4YnJpQk8I\nry+1QJPHjmdyprvEiORDEbZeSbIdarhc5dTW7uvymle3v8qH1R/G6u0+2PsBo3JHcdaEeOPlQ6U1\n2T6RJpV4t0mgib0jBzrRDDR01oR2oBDfU089hSRJlJaWkpOTg8fjIScnh7KyslgT6nRx+N7NGcIk\noUNJfJqmEQwGCYfDPPnkIzz44MPce+9CjjnmL5SUZC7aGp8H+t/VmVhX2FmZxeGLkNTEVs/jtFi+\nQBYqY3wX4dCK2en6K5oUZLj/axRGjjrUy0wLqppPJBKitbW103512xq24VbjzXzdVjfbG7f35zK7\nRWfWoa7rhEKG6s2hEO9OBwPV4vvZOz/juU3PoQudU0efyt2L7k76ezgczrhova+wa9cugsEga9as\nwe/3x3oHmj9ff/31tMcaNMRnoj+JD+IuG7NbuM1mi2mFXn/9j6msnMQ3v3km06bdxZgxF3U/YEr0\n7Q2VfL+KWCym87rCnqB/PpN0LePP3c/QquzGHR2BRpBNngdosm5FSBEkJHY7/868+gcpCff8gaW/\nIEkSubnl1NTUMG7cuJTXjMgdwdr9a8m35wPgi/gYkTOiP5eZEYQQBKNB7BZ7koVnHtJfind3j7tX\n3s1D6x7CIluQkHhhywtYJSv3L74fiCe7DJT35uabb0bTDAEPp9PJgQMHCIVCsRBLJhg0xJdo8WX6\nJvUG4XCYQCCAqqopxbFPOeUUli9/g9NPP4fm5vUcddQdsQ4PmaA/YlWmnqbZWX6gliZ0hMAk7Lhl\n3PW6m61bcEYNLVIFOy2WnURkLx7NIIOw1MwWz6OU1A984gNwu8uprq7ulPiWjF/C5vrNbKnfAsCU\n4imcPu70/lxi2tjdvJvHPnmMxmAjRY4irph2BUXWona1od0n0iS6Snsj3p0OurP4onpbNrfcf0fy\nnzf/GVmSYwLVelTn37v+zf3cn3TdQCE+U4vz4MGDvPLKKzgcDs4++2z8fn9Sk+l0MGiIz4Qsy31u\n8QkhYi5NRVHIycnpsmB+8uTJrFr1Hl//+gW8994S5s17FlVNP4W4r7+X5vtl9Obqm9KEvhX0pq0z\nRzyL1rQwTZ1T4+aO63k6tFLCcjM2vQCBjpCiSCKh8SUymhTuu0VnGQ5HBfv2dR7nc1qd3LrgVqq8\nVUiSRIWnol8P4XQRiAT4/ceGYPKwnGE0BBr4/Ue/56czf4pD6Vr9fyCKd+tC59Xtr/LGzjcQQnDs\niGP5+oSvxwQE+hJ2ix2R1MtToLZTmBpoNZZ1dXU8+OCDrFy5kpqaGs4++2zeeOMNnnrqKV599dW0\nWhIBDKxd9QP60tVpEl5TUxOapmGz2bBarWmpxBQWFvLmm69x7LHDeeONBXi9n2c6e88W3dWIwngq\nDoeNp6n4XrLNtH3D3Mb6o4DRUslisbQlS1iSan6MPo0a0agRL9A0jTHei9GlKK1KFT7LHkb6zkbB\nQVhqIiK1EJUCjPad2yfr7guoqmHxdQWLbGFU3ihG5o5MSXoDIU5VH6zHH/HHXLIFjgJawi00hZp6\nPKZJcKqqxvp0ms1NFUUxBLsjEQKBAD6fj0AgQCgUitUhpnOedPberdq3ilc/f5VSVyll7jLe2vUW\ny3cv7/FeMsFP5/4UWZJpjbTiixg98n5w9A9ifw8Ggxkr/vQVzPd4x44d7Ny5k5deeonS0lIARo8e\nTWtra9J13WHgPdL1EcwvXV8QnyFGHCIYDKIoCh6PB4vFQjAYzMitarVa+f3v7+fIIx/nZz9byPz5\nz1JW9pU0Xpld9Zb2pQk2m0oodPhYN2YtoRCGNF00KmJSdSZMC898ilcU0+oU6LrAFR3GkXW34FP2\nYREuPPowSgIL2JbzBLoUZpT/HIYHTjtUW8wYdns5u3Z9dqiX0Wt4VMPdFdbCqIpKKBpCQsJpcfaK\nlEPREPta92FTbAx1D03LVappWq9rDrc1bMOjemIPGnm2PDbXb+aEUT3Ts8wEp4w9hWe+9gwPfPQA\nuq5z8ZSLOWfCObG/t+/MMBCgKApDhgxh6dKlMdfnmjVrGDNmTEbjDBriM5FN4hNCxGJ4sizjdruT\nLImeznXFFd9h4sQJnHvuxUyadBMTJ363y5soe+otnZcm9OWDfrbWn0jYRvG82kZmxsNHQD5Ag3UD\nMjKF4aOQaC+/BSChKMZmHeRjF/mAQEiC4tAsig7MbPtMJTRJj7m+zNcOkHBIB7hcFVRVpZ/1NlCR\na8vl3Inn8sLmF2LVKRdXXtxBSi0T1AfquWfVPdQF6tCExvzy+Vw29TLkdklb6dQcmhmm7RNpjO+k\npYPlV2gvJBANxP7ti/godmai6ZsavoiPg/6D5Kg5FDgKOr1u8ZjFLB5jaFwGg8EBW7xurmv8+PHM\nnTuXF154Aa/Xy5133snmzZv53ve+B6Tvmh00xJdNiy/R9SFJEi6XK2Wfst7MtXDhQlaseIfTTjsb\nr3c9M2Y80IsOD90hdcujZAzQEx3oupbQeP9blSo+zvk5EfxICGx6EUfU3YSFrg+ZOKHF929ahkIY\n1qWui7bPWSBJMpIUPyQHChm6XOVs3ty1q/NwwTHDj2FcwTgagg0UOgoZ4hpCIBDo/oWd4E8b/0RD\nsIFyTzm60Hmv6j2mlkxlxtAZab2+O+vQdIeGw+FYI1fTKlw4bCGfHviUPd49gNGQ+KtjvtrjvQDs\naNzBb9f8lmA0CBJcMPkCjhtxXMbjNDU1kZOT06u1ZBs5OTl89atfxePx8OGHH+JyubjnnnsoKirK\nyBU/aIjPRG968hmxoGhMusnhcGC1dt48tbckO2rUKFaseIcLL/wmy5cvZsGCv2C3p9JL7OnJ2lel\nCZkikaQy2Us6LZsM7HL8HYGOJzoCJGhV9lDjWM7YUDrtlNqtNsm6a3/YmRaAiCXRxK3CQ0eGTmdZ\nt0XshxJCCDbWbaQx2MhQ91DG5o/t8vpSdyml7tKk1/fU1bm3ZS95dsOykSUZi2yhPlDfo7FMtBfv\n1nU9FiM3C/A1TcOiW7iq8ir2tOxBkiVG5Y3CpbjSTtJoD13o/P6j32ORLZR7yglrYZ7b+BwTCyd2\n2w+x/Xvo9XoHnKsTIBAIMGTIEM455xwcDgeNjY3Y7fZOa1RTYVASX09gWni6ruNwONJSKMmGdZmT\nk8M//vEiP/vZbfzhD3NZuPDlDh3Be6J8kiiIrVgsVDtfZ5fjb8jCwnj/ZR3q08w5BoL1Au0FvTtv\n2WS6UaNSK4qIB+plVKKyL6trSnR5mkiMG5oWQKLSiBFn7HsytNuL8fsNmSe73d53E/UAQgie2/gc\nb+x8AxkZgeCiKRdx0uiT+mX+sfljWb1vNeWecjShoelanzXNlSSpg5iyQzjIc+dlRbw7EA3QHG5m\nmMdQ4FEV45yqD9RnTHwDSa7MfBBYu3YtL730Env27KGlpQVN09i3bx833HAD5513Xlrd12EQEV8q\n2bJ0SDAajRIIBNA0LW3Caz9PbyHLMnfc8QumTp3MtdeeyOzZjzFiRPsaq0xEpJMFsatsb/BJzq+w\n6h4EGqvyfsK8xt+lUCbpyzKQ9GTXeiroXRKeQ73rE2TdipB0dClIYejoXq240bqJ/bb3kIVKRfAk\nXFpFh2vaxw2NPYDhKjUluPRY3NB8wDA60mevhkqSZHJzh7Jv3z5Gjx6d8ev7sgSoprWGpbuWUuGp\nQJEVwlqY5zc/z4JhC3Ba+677vIlzJ51LfaCeHY07EAiWjF/CEcVHdP/CDNDVeZNN8W6nxUmho5D6\nQD2FjkKC0SBCiLTihgPZ4jML1x9//HFcLhf33nsvFouFSCRCMBiksLAQIO0+q4OG+BIhSVK3rgRN\n0wgEAkQiERwOB263O+NDKNsZpOeddx5jx47lzDPPxevdSGXljWmvqauuCXscr2DV3ajC8OcHRC17\n7UsHlCSXQRBRNC2Trg9xDA0dS1QE2Wt/A0WoTPZeQ0GkMtFTmRHqrOv4LPdOFGFDlzT2299nZtOv\ncGpl3b62q7ihaREaP/XYdQYJyr1KonG7DfWWzohvw8ENrKlZg9Pq5ISRJ1DoKEyx9uybpYFoAFmS\nY7VrqqLGlFnSJb7euDpzbDlcP+d6moJNqIqKW03fZdZX6I1493eP+i6/+/h3VLdUI0kSlx95OUNc\n6XUtSITX62XEiIGh3mPmUEyePJmhQ4em3YWhMwwa4ku8KboqYk8kPLvdjsvl6vEN1RelEzNmzIh1\neFixYiOzZz+OJKmdzpNIGHWuD9ntfhmBzojA6ZSHTkRCQsGOLkVjBp0u6SiivTusPxreporx9V4E\nm7ZRh4VOpjxwUow0okR7vNI9zlewCjc23ciYa1Wq2G/7gNH+c7p5ZSfrixGajCQZ5C6EQjyJJk6K\nPY0bOp0Vndbyrd63mt+u+S1WxUpUj/Lunne5feHtXWYEZgtD3UPxqB4O+g+Sb8/noP8gw3OGx+Ju\n/QFZkvt0r9mqgUxHvHuIfQi3zLyFxmAjHrsHj82Tlnh3KlfnQLH4brnlFnbt2kUkEmHbtm2sWLGC\nmTNnkpeXh6qqzJs3D5cr/czeQUN8iUhFSJ3paWYD2S78LSsr4733lnL55Vfz1lvHMn/+i9jtpe2u\nSiYMr2sDm3Lvx6YXAhKb3A8hCxtl4UWM811KXd5H+JUaBAKrcDMycEbW1psOOr49XSeuCKFTVPcA\nk/c+C8isH/FtmgquSDVyn6xXoJOo/yAhIciuFF6ydZdsHZqHXSZxQ1Ut71S95eWtL5NryyXHZlj9\ne7x7WLt/LSeN6vs4m9Pq5IY5N/D4J49T3VrNxMKJXD718g7lBF1hIBTXd4VsPABvb9jOnzb+ibAe\nZsn4JcwcOhNIbR06HA5y3DlJ1mF78e6oiLKpYRP+qJ8RuSMotiS7QwdSOcO0adOwWq24XC5GjRrF\nnj17eO655/D5fOzbt4/XXnuNCRMmpP09GPTEp+s6wWCQUCiUdcIzv5B9cVM6HA6ee+5pfvObu7nv\nvmOYN+95hg6dR2elCQfsH6IIB1ZhFH3qIkyt7X3KwosojBzJgsZHqLa/jSysDAuegltL7kSevVrB\n7pFO4kp+4xOcsPE3tNhcSAhO/uw2/nWUm5a8C/pljcMCi1mfey8CDUEUCQtDQnN7NWad+jE7Fscv\nEAAAIABJREFU7S+jozEydBpDQvNSXheP/aUXNzRJUFXL2bUrdceFqIgmEY2EhKb3n6Ztuaec2465\nrd/mOxTozRmwpX4L5/ztHPwRP5Ik8dLWl3j45Ie7LFMwCS4R5oNSKBLiqc+eYnvjdhRJQRc65088\nn6OtR7Nnzx6EEFkpYNc0jRkzZlBRUcGrr77a43HOOusszjrrLP7973/z1a8ml3u0trbidBou8XTf\n40EjWdY+ucW08JqbmxFCkJubi9PpzLo2XV9KpEmSxA03/IRHH72X//znLLZvfyamQq+q1rZSC2M/\nVt2NLsWFXDVCWEU8lpEXncSU1muY5LuyA+m1zdYne0gcX9cFkUiYaDTSJiHVebbmqP0v4bfaCahu\n/KqHkEVl+IEX+3iNcZSE5zK1+QbyIhMpDE/n6KbbcGs9j4c0WjfySe7ttFp34bfs5bOc33BAXZX2\n600yNOM8FoulTabNbMUjcDjK2LmzKkl2y4wRnTTyJOoD9TQFmzjgO4DNYuPIkiN7vJ8vEUc27v8H\nP3qQYDRIiasklqhy/5r7u3lVR5iu0t2tu9nduptxReMYVTCKUk8p/9z5TyRJYtmyZZx55pm8+uqr\nnHvuuVx11VU8/PDDbNy4MeP57r//fiZPntzrB3+/348QgquuuoqqqqrY+Q0wZcoU6urqMhpvUFl8\nJuFpmkYoFEJV1W4FpLMxZ1+LYp988sn8/e9/4cILv0lLy0aOOupXHerZhgW/So3tXVqVXYCEVbgY\nGTgr5Xj9DdNKiUajaSeuhC0urFo8RmfRNcIWTydX9018sjg8g+JwekXO3aHGthxZWA1RbCFAFlTb\nl1ISnt3jMdsn0eTkDGPHjlocDkcH99fc4rmIKYIP932IW3Vz5oQzk9LfB7IrsT/bjPUGvXn//GF/\nkkVula34o/4ejxfRjfZa5rpURaVBa0BVVa688kquvPJKFi9ezO23386GDRtYu3YtkUiEKVOmpD3H\n3r17+de//sXNN9/Mvffe2+O1AixdupQ333yTxsZGHnroIfLy8mJKWVOmTMnYJTuoiM9sVW/EjNSM\nCh57g766Mc1iel3XmTRpEqtX/4dzzrmQ998/i7lzn0FV46oLDn0Is5vv5qC6GoFOUXg6Tr19XLBz\n9KRWsHvE3bIAVqsl7ZZMOyp+xNiDF1PccgAkCFpt7C77QfcvTEJCCYUQHFn1L2Z/8QKy0Fk7Yglr\nR3293woXZWFDT4gRCqIoZFcg2Oksp7a2OuYCS6wn03Wd40cdz3EjjouRos/nS0qI6KnwQ39hoK4r\nG+/ZkvFLeK/qPVrDrcjI+CI+vjbmaz0eb1jOMBxWB3X+OpxWJzWtNcwrTXatS5LEsccey3HHZa76\nAvDDH/6Qu+66C6/X2+N1mpg6dSoHDx6koaGBwsJCmpqaqK6uprCwkLvuuivjZrmDiviEEHg8npgC\nf3+gL27GWOZpIIAzEsFSUIA3EKC4uJilS//J97//I/71rwUsXPg3cnLi4q12vZBhwd7JIWUHiYkr\nRhzSiOml/14FnQv49/S/UlL/AgiJ2qKLiNin9nhFYw98yPGbH8JrL0GTJRZuf5qQ6mF9xeIej5kJ\nhgUXU+NYjk/ZCwJkrIzwL8nqHA5HKc3N9UQikQ4Se13FgxIbffp8vpi7bCB0Nh8sOH386TSHmnns\nk8eIiigXH3Ex10y/psfj5dvzuWraVbz6+as0B5s5YcQJLCpbFPt7bx/WX3vtNUpKSpg2bRrvvPNO\nr8aKRqOEQiG+/e1vU1RUxLHHHovFYol1jsi0Fx8MMuJzOp1J2nn9gWy6OhMzT527dpF7111Ira0I\npxPl2mth/nysVisPP/w7HnnkUW69dSHz5j1LWVnPntg6ovf7iEukpUpcyWz8sH06e8un93pNAGMO\nrCSsOIlYjJ5uAWsu42o/6Dfic2nDmNX4G/ap76KJCOWRRXi0UVmdQ5YVcnJK2L9/P8OGpYrjJiMx\ndd787pn3UGedzds3cu0PQuytRbV362r+/MovORCoY1LRJL5+/q9x5/euTiyb6zNx8REXc/ERF2dh\nRQbKPeVcNe0qgJhaTCJ68/mtWLGCV155hX/9618Eg0G8Xi+XXHIJf/zjHzMeq6WlhTfffJORI0fy\n+uuvs3Tp0pgCjizLlJaWcv3113+p1dkd2reo6UtkSxQ7GAwSDAaNTu6qivq//2v8cehQ8Hpx3303\nYupUpLZWHVdddSUTJ07gvPMuZMqUW5g48erebqVXrs5ExZX+7t6eTkaqX83Doodi/7ZoQXxqft8u\nrB1cWgVjfBfERAb6Am63UdLQFfFpukZdoA5Zkil0FCZne3ajMpIYNzTUdTpahgPJOvTWVfPgX34A\nQiJX9bDuwCf4//B9vnvdnw/10voV7UnDfJjpKe644w7uuOMOAN59913uvvvuHpEeGAbLaaedhqIo\nLFmyhNzcXEKhEK2trdTW1vZIgm9QEZ/5QfZHwkninD2dy+zzFwgEsFqt8UScPXsgEIC2RoxSTg5S\nczPSgQPgiSd4HHvsse06PNyPLHfsIpHmTuiJxddbxZXsI7UQ9roRpzO+9n0KfHtAQEDNZdXow6fR\nbLpwOrtuSBuMBnlxy4tUeasAGJc/jiXjl6BInRNxe0FmE4mWYSrJrfbW4aFAzc5PCWghKpxGIk+F\ncyibG7cRbG3C7s5ODdtAjot2Bq/Xm9UciN7s32azMWqU4f1YvHgx//nPf/D5fJSXl3PiiSfGXJ6Z\nzDGoiM/EQCe+xD5/iY1tY8jLM8yYQAAcDggGQZLQ8/I61KeMHj2aDz98lwsuuIxlyxazYMGfO+nw\n0N0+IDPiSyygV2KKKz6lmpDcgEMbgkMvSZyhH5RhOkervYg/zfktI+s+QhI6uwun4bN3lOw63NFV\nETvAyuqV7PXuZViOYRFubdjKutp1TB8yPePDK524Yfui6kwbuZpj9vRgtTk86OgIBBISIS2EVbZg\ntfVeIzQUDaXsZD8QkUqnM1stiRYtWsSiRYu6v7ATmGurra3l6aefZvXq1TGDYP78+Vx77bWUlJR0\nP1ACDo9PJUs4HCy+SCQSa3vUWZ8/cnLQrrsO5d57oakJAP8VV2DvJKXX7PBw003/j2efnceiRX8j\nPz/9tOTM0Hlvvyrb6+xwPY8kjH9P9F3FkF6k66cPqd3Ptn/FyNz4fUDNZXNaHe8PX9jtFezZU9Xp\n3w/6DyZpVbqsLuoCmdVIdYXOXKVdNXJNtAyzXWc7YvJ8ZpXOYmXNqlhniEvmX4Ni7XnvS1/ExxOf\nPMH6g+tRFZVzJ5zL7NL++J73HKYlbmKgdWZQFIW33nqLlStX8txzz+FyuQgGg9x44408+uij3HLL\nLWl3ZoBBRnwm+jM126wd7A6JpQlOp7PLPn8A4thjiU6ahFRbiygpIWK305WnW1EU/vd/f8WRR07h\nuutOYPbsxxk+PJN06O7eJ7O3n4Yk0UFiLCjX8YXzBZzRMmSsRKUA21xPUBg+Egv2flWGGcxwOsvZ\ns2d1p38v95SztWErubZcBILWSCvl7vI+XVNXcUNTf7KrVj29eYiVZJkLv/MQ01e/Rov3IKUVkxgx\nZUGv9vP8pudZf3A9wzzDCGth/rDhD5Q4Sphkn9SrcfsTA6kzQ7wONYcpU6Zgt9vRdR273c7o0aM5\ncOBAxmMOKuJLtPj6c86ubkyzNMG/8gOUR+5HHlqG9e7fp7fGIUMQbSrlUpsCTZcQggunTWP6z2/i\n+7+4gg3N32dK5Q0ZuJQ6+333iSthqRmQkDEsWItwEKKOqNyKRR9Y/eH+m+FylbN3b+euzllls6gL\n1LHx4EaQYObQmRxRcgRC79+HklT6k1216gEIhUJJpJi2fJViYfLc9EpH9rfupz5Qj1t1MyI3tVLP\nxoMbKXWVIkkSNosRf6purWbSkIFLfKlcnfn5/Zvc1RnMlkTNzc08++yzrF+/nuOPP54NGzawb98+\nLrjgAnbs2EFRUVHaZD2oiC8RfaWh2dk87ZFYmqD95jbK7nsUU33R/4fnkKtrkT3p+9jTcalKr72G\n8sILTJEkXp0znTs/e5yXmzcwe87jWNrS+Dsfv+PvTLWVVK2O2sOhD0ERdsJSM6rIJSgfxCYKUHXT\nndK3n0M6vf4GA5zOcvbv7zy5xSJbOH3c6Rw/8ngkpFhbIC3LAtw9QWeteiKRCJFIBEmSshY3TIVP\naj/h5a0vg2Tcv4uGL+LEUSd2uK7YWcz+1v0UOYsMohY6OWp24mXZRE1rDU3BJnJtueQpeUnvTXNz\nc9ZifL2FGe4pKSnh/PPPJxQK8d5778U+5wceeIDvfe973HfffXzzm99Ma8xBT3z9PY8QIqaTaIpi\nK781SE+0qaM4w4IDx84m76PNPZ6nA1pbUf76V0R5OVitODSNWx0Oanw+3nzrOI455mVcru56yYnY\nz2hUi/nU02kVZBVujmj9ERvdv8On7MGhlTCl9QfI/fAVNJdmWgpG65/ByYJOZxkNDfu7jYe4rOm3\neDnUMAkxUb2jq7517WOG6cQNI1qEf2z/ByWuEmyKDU3XeL/qfaYNmUaRMzlZ7KLKi7hn9T1Ut1QT\nFVFmls7MemPb3mLVvlW8sv0VZGR0dI4vP55Fo+IJKM3NzVRUdGysfCiwdu1aSktLOemkkzjppOx0\nCxlUxJdKqLovdTrNeUwXTcrSBMAiEqJbbeRn2V+b3YUEg8bAZrKMoqBYrTx83+38+s8v8sAD8zjm\nmBcpLp7Z6RBCgKZFUyaupIPc6DjmNv0WTQqiCEdMKxD6ShLNgBC0KcOIts89LmBgfD7xw/O/nQ8V\nRcXpLODgwYOUlqYvWTeQU/JTra2zvnWJSTSp4oaJlmHimCEthC50bIrhulRkBVmSCUQDHdYzPGc4\nvzjmF1R5q3BYHJQ5ymJNdgcCfBEf/9zxT4a6hmJVrES0CEt3L2V6xXRyFcNVOJBifI8//jjnnXce\nFRUV3HrrrZx66qnMmjULgJtuuolTTz2V+fPnZ/QdHTTdGdqjq2a02Yau6zQ3NxOJRPB4PLjd7iTC\nDSttjj6jxygSEBmZmdJ/txZffj5i+HCoroZIBGprEXl5MHQoP/3pDTz22H28885p7NjxfIoXC3Rd\nYCawtO/8kNE6kbEIZxLp9RUMV2wEIXRkWYopxZidC+KxSDMxJ0IkEm2zZnV0XRw2AsiZICen61q+\n/1aYZGi1WrHZbDgcDlwuFw6HI0aOkUiEQCCQ1MEiEolgl+0MdQ1lf+t+dKHTEGzAYXFQ5EhdGpRr\ny6WyuJIx+WOQGFhF+4FIAARYFWPPVsWKwOh4b2Ig9eL74osvYv+/fPlygsH4Oj/++OMejTmoiK+9\nxdeXh5pZi+fz+RBC4HK5OtbjtcF772/QJePDkIBmj5W8ZSszmq/b/SgK2o9+hDjiCPB6EaNGod14\no1EHCJx22mksW/Y627b9P9atuxkh9LZ9mE/GRieEnhJeNiDrUfJbq3CGGru50iiaD4fDxuvanuaF\nMMjMUBXRY3E/o42PEmvjY/SvE7EEilRkeDjzodPZdS3fYEJi4X0iGSZmVpvdXE4feTqljlL2Nu/F\npbi4aMpF2C2HX2JWri2XXHsuB/0HEUJQF6gjR81J6ng/kLqvK4rC9OmGNKHH40nqECFJUo+ScAaV\nqxOSk1r6o2uCw+HA5/OlrsdrQ+6V3yd89vm0PP4gltFjcZ+buR5fWvspKED/8Y87/XNlZSWrVr3H\n2WdfwLvvnsWsWU+hKK42MlAIh0P0bRJK5+vP9ddwwYpryfPvQxKC9yd8i/cnfLtdxkqcrIyYj3Fw\nxV1aZjwnTn6SFJevEwJkWUpwe0oIoWA0eCVGnIluUkmiLWYIcHi4Sm22iv8qi68v3LCpYn9Op5Nv\n5X4rVmKh63paot0DzU1sVaxcWnkpL255kb0teyl1lXLq8FNjGagwsCy+FStWcM455zBt2jSWLVvG\n7373OyZOnMjw4cPZunUrnja1qi+VW9JAXxCfpmn4/X6i0SgOhyMmpWNafV19MEpRMXk//XlW19MT\nFBYW8sorL3LddT/h7bePZdGiv2GzjSExseVQSI6d/vFt5PuqaXGUIOtRFm59gqrCo9jVFpNsX1Jh\nWKUiVphrWGk6mmbWVEoJh5th4cXjjKJtTJFAhibBSbFrDDI0SVS0jSG3XWu6twYeGapq1yUNAxVC\nCL5o+oKGYAND3UOp8GQn+WJT3SbW1KzBKltZOHxhp+OmU3yfSrTbjPEPJAIschZx9dFXowvdkOgL\nJMcqB1I5wxNPPMH27dupq6vjiiuuYN26dbz99tu0tLR8afFlir7qmmC323G73f3+Be/tfton3zz5\n5CM88shj/PznC1mw4E8MHdpzyaH0IBGU6jnoeJ+oFKA4PJO86MTYX4c2bcFnKwBAly1IQlDYupud\nRTNSaIHGSUuS4vHcJmkHn7ueJWJpoiAyhZGt38Ciu9ril4np8mZhSedkGLf2pJjr1/ybcRiKNnfx\nwCNDp7OMXbs+O3QL6CH+suUvvLT1JWTJ+DyvnX4tC4b1rth8/YH1PPnZk3hUD1E9yqcHPuWHM39I\nqTu9xJ90RLtNNZpQKNTBMmwONVPdWm3UBeaM6PdzQ5ZkNF3rMG8wGOyR+HNf4Bvf+EbWxxx0xJfo\n6uxthwZd1wkGg0mlCalSo/ujZrCn+xFCxGTSZFlOikN+73tXM3nyRM4//3wqK29l5MjL+qweLiQ3\nsib/esKWBiQUdjr/yrTmWyiOGB3O6zyjKPF+js9WiCQ0kKDBVkI4HEZR5LaSimTCM0lL0zQC1LOl\n8GEs2HDqpTTYPkOXokz2Xd32PtAW9zOf4BMtuNRkaD5oxB84UpFh/CA0lEhMMkx2qfYnGRpF7Jm5\nOg+1tVLdUs1LW1+i1FWKRbYQjAZ5eN3DzBw600gI6+Ha3t/7Pnm2vFh8a2/LXj498GnaxJcK7UW7\nNU3DZrPF7lHTHb/5wGbuXH0nERFBExqnjD6Fy464bMD0NxwIa+grDKrklkT0xkIya/Gam5vRdZ2c\nnBycTmen9UD9UTPYkzmi0SgtLS0EAgFcLhc5OTkdkm+OO+44PvhgOdXVD/Dxx9eh6+FsLjuGA/YP\nCCoHcGvDcWnlWHQ3nzufjf39laNvJWjNwRWswx2sY+WwM9lWNBtVtbat2bSy4sSsaXqsSWXEfhAh\nRbDp+cgouKLDaFQ3omMk7ZiWoZHoYmnLXFVRFMNaMw8ro4mxHiMCk+TMQ6K9uohxneEuNTIKzYxS\no9jfyDzViEYjsVqzOFH2yVuN01lBTc3h5er0hrwokhITfbZb7ET1KL6Ir1fjSkiIxNiyIKkNUzZg\nfldMIlRVFYfDwWMbH0O1qpR7yilzl/GvL/7FZ/s/w+fz4ff7CQaDhsBFH/cPbf9Q89+Yydweg9Li\nM39mvWtCF3P2x5cp3TliHdwjEZxOZ6wAXfrsM6S33wabDf3UU2GEUVIxZswYVq58j3POuZDly09t\n6/CQ3c4FGqGYeDWAjAVNivfHq/OM4vdf+TP5TZ8TsLhpzh2FNSl+klyobtZnWa0WJEnCgh0haQh0\nJGQ0KdBWVtFVux06ZLAmWnC6roMWRRIaumJrZxlCons08Wd7y1BR4u5Ug/iIHXZ9YRm6XGXU1e07\n5FZcJijzlKEqKs2hZnLUHA76D1LqKiXPnkcknHkHbhNfGfEVHln3CGEtjKZr2Cw2jhpyVBZXntpa\nFkJQ66ulzF1mfE8VKxbZgl/4cblcaYt2t683zNb6sjHuQMagIz4TmbgGTXdgIBBAkqTOuyZ0MVd/\nWHzdIdE1a7fbcblc8QeBNWtQfvELsFhA05DfeYfoPfdAW8PS3NxcXnjhj9xxx2944YV5LFz4N/Lz\nJ2dt/UXhGexw/YmgXIcsVEJyAxP93wHiPf1CQiVYeIRx45PKrSlihGEeDiY80dGUhOZwwLYSCRkJ\nifGtl2dcT2gSFkhU7l3K0bv+jiQ0tpXM48PR5xPV42Tc0U0K3ZGh+dNiURKSaOJEm0iGRoJO5mRo\nsThRVRf19fUUFWXeoupQINeWy01zb+Ke1fewt2UvI3JG8OPZP47F+3ratWFC4QSumX4NH9d+jFW2\nMq98HsXO4iyvviMkSWJi4US2N2xnqHsooajxkFeRU9Fl3DAd0e5MSas98YXD4bQe6A9n/Hfvrguk\nW8CeadeEVDjUrs7ExBVVVVPGIuWXXjJq+gqMBBL27kVevhz9kkti1yiKwp133s5RR1Xyox8dz+zZ\nTzB8+KlZWb9HG8m0hp+zK+cvRGUfo/3fYHjwlJhSTFwarfM4nqnEY7GkiLMiMdZ/IcXhGURlP05t\nKE6tO4m2zjGs7hNmffEX6l0V6JLCxNr3CdrzWTfijNg1ZulDovvSJMNEpRjzc4snxND2UBa3DM3P\nq976Kc2W7di0AkoC8xCape31cRJMhwxzc41avsOF+MAgqUcXP0pYCyel3vcWY/LHMCZ/TNbGS0RX\n9/0PZvyAO1feye7m3VhlK9+d/l1G5o5MeW1i3DBx7ES3evtmv+2l2dI9twZSDV9fYdARX7quTrM0\nQdM0HA5HWnqUXc3ZLfHt2IHl0kuRqqoQY8YQ/dOfYh3WezpHYuJKt65ZTYNEMpQk43cp5rjooosY\nN24cZ599Pi0t1zJ58v9kxS2SF5nETO+vMF1+kXb1ePGsybhbM6wFCNKAjXxUq7PLw15CJi+aHYX8\nkpYdhBUbeltH+1Z7EWWNG5OIL27pxd/XeAF8vCbQtN7MukJFSU6MMf5fsNv+KlvyHjJHosQxj2nN\n/w9JGDHOxASa9mSYSLQQL2KfOnVqWvsdKHEfSZI6kF6q7/2K6hW8sv0VNKFx/IjjOXn0yVmP3WWC\nVPdHkbOIu467C2/Yi8PiQFUy6wGYigwh7vkwXf6pRLv3+/fzedPnuFU3R+QfkWRdDiS5sr7CoCM+\nE52RUV+UJnRLfK2tqMccA83NoChIq1ZhnT+fyLZtkKaWaPs5TNesqRrTnWtWP+MMLL/+NULXIRoF\niwU9Rddkc47Zs2ezcuV7nHHGOXz44UZmzXoESzsVi3rrp+yzvY0i7IwIno5L67zuKp4padbj0ZYE\nEtc6TbTydF2nXt7AloKHEUoYi3AwueVa8qIT0nq/eotWWyFWLZ7oY4+0UpszttvXtSdDXTfcuIn1\nhmYBfjxxBoSksy33cRzaEGRhSEwdVFfRoGygIDK1g2XYmZvUJEGbrYyqqqq04nw7Gndw63u3sse7\nh8qSSm5bcBslrsw6Xvc1Evew4eAG/u+z/zMEpSUbf936V5xWJ4uG93VJjoHmUDPbGrahKioT8yd2\n+f5KkkSuLbskI0lShwfcRMvwo5qP+OWKXxLWw+hCZ/qQ6dwy9xYkSaKhoaHXFl9VVRWXXHIJBw4c\noLi4mCuuuIILLrigt9vKKgYd8aUKMpvxvnRKE3o6Z5fE98orBunZbIbVpetItbXw4YewILM6pZ5a\nqmLBAqK33IL8+usIVUWcfTaMHt1hH4moqKjg/fff5rLLruCtt45j4cKXcTqHAlCrruKj3J8hCRkh\n6ex1vMH8xodwaambmpoHdDgc6bQeLzGOF8HH1oKHseLEqg0hLHnZ6HmA2U13YxFdt1jKBnYMmcuo\nujWUNm9DIOOzFfDxyDPTfn2ie9ZQxun41G7WA+q6IIofnXCbdSchSxKSpKDL4SR3aaoEmlRkaLWW\ns2dPVUx5pLNO596Ql6tev4rmUDNOq5PVNau5dum1/On0Px0S4eWoHmVT3Saagk2UecoYm9/xYWP9\nwfU4rI5YS6UCewEf7f+oX4hvb8terl92PS3hFnShM7loMjdOvxEXh7bbRWLc8NHPHsVhc1BuLzeI\nsPYjVuxbwWT7ZObNm4fdbic/P5+f/exnTJs2jWnTpjFq1Ki0DQCr1cp9993HUUcdRV1dHbNmzeK0\n006LKawMBAw64jNhPlGbagvBYLBD14RsztWtq6j9l0qIZNdjNzCf6Lxeb48tVTFnDtqcOV0sMYU7\n1SL49SM/58mHn+bpB+dyzDF/pbh4Bjucz6HoDmzCUFXwKXuptr3FeP+l7WdtaxujAQJVtaWM4wFE\no/E4nq62oMsRrJpxM6kiB5+8l7DciEXre+KLKjberPwhxS07UHSNOvcIwmm28tE0PdZc04gZd7wm\n7sYy/m0lh+LILOqsa7FpRYQlL4rmwBUaiS7MVkvmZwQmwUGyK9Ac1+0eRnX1O7hcrth3x3SLJSZN\nbDq4iZZwS8wqKbAXsLN5p5FV2Ytat55AFzovbX2JjXUbURWVcDTMSaNO4ujCo5O+627VHUsWAQhG\ng1m3qjrDo+sepTXSyhDXEIQQfHbgM96tfpezcs/ql/nTQUOwgQJ7QYwMZVmmNdrKsGHD2L17N888\n8wxr165FkiSefvppbrzxRrZs2ZL2uVhaWhrr/FFUVMSUKVNYu3Ytxx13XF9uKyMMWuIzDwOv14vF\nYukTwjPRbQbpmWcibrwRqb4+ZvGJigqYPbvbsYUQBIPBmGJ5Ni3V7rCraRd3fXgX/qgfrVLjW785\nl8d//DWmT78fMT2KlFQmKqFLiWnnybqaVqsl1jqofRwvThRSjChUPQ9JyEQlPxbhJCr5kYWCVe/d\nAWeLtGCPtOCzFRJVuk6g0GULtbnpu1ZNtybEyywywVHeG9nkfph6dR152limtHwfl1ycZBkaccJk\nN2kyGRo/HY4ydu+uJhqNxiw80z2W6B51WV1E9SiariFLMlHdqDVUJTWWYt9fae+1vlo212+OKZxE\n9SjLdy/niLwjsBH/rBYNX8SqfavY3bwbAI/q4dQx2UnC6g77fftxW91Am8tRtlDnr+uXudNFZXEl\na2vWMjxnuNGRQcD4gvFAPOnvmGOO4fLLL+/1XJ9//jkbN26MtREaKBiUxGfW4gkhcDqdfS7N063F\n53AQ+fBDLJddhrR7N2LiRKLPPNNlfC9VTaHX6+3TQ6j9Ph5c+yACQbmnnIgeYQ97+OMes8hsAAAg\nAElEQVSrT3D1edfhUmcRmdaM0AVCiiBjoSx0bNvaO8bxzEQPgwjl2FyappGKKKzCzcTWK9jieZQQ\nDUhCZlLr1VhFz11KE2re4ZitTyEhCFhz+PeR11Pvzqw9VCoYbs0oui5SujXThVV4OLLl+uRfxtyZ\nifOJDmRoJrqYROVyDWPr1n2xg860+EyYZFhZWsnJo0/m9R2vowsdRVb4ZuU3cciO2D2USqC5L76H\nUT2KTDw7UZEUBAJNJCdh5dpy+encn7K5fjO60BlfMJ58e//oTh495Gj+se0fMSmwqBZlYuHE7l/Y\nj/jJ7J/wqxW/Yv3B9dgVO9ccdQ2Ti+KlSV6vl7Kynmc8m2hpaeHcc8/lvvvuw+UaWI2NBx3xmckr\nDocjRhp9jbRcneXlRJcuTWs8M1MTyLimsDdI3Iema9T6ahmeMxwAq2xFlmSKhhexatV7nHX2+fg/\n0HFPH44q5TDWfwGeyBgi0UgsrpUYxwODBE1LMFlM2rCWJMlMDjFQHJlBbuM4QnIDNr0QVeT0eG+5\n/n0s2vIEXkcJUcWGK1jPSet/y/Nz7u2VRptprRqyav1zu7V3k0J7MtRR1WJqa/fFarYS43pmIozp\npbhlzi3MK53Hft9+JhZPZE7ZnNhnl1hona10+s5Q4iyhwFHAft9+PKqHhkADkwonYWsTD0iEW3Ub\ncmbdIKyFWbNvDbX+WoZ5hnF06dG9il1eOPlCVtesZt3+dUiSxOJRizmy6Mgej9cXyLPncddX7iIc\nDaNa1Fic10Q2sjojkQhnn302F198MWeccUb3L+hnDDris1gssQ/VVEToa2Srjq+7xBVznv5wPSmy\nwojcEdT6ahniGkIoGkIIwRDXEEpySlj29r/53vd+wNIX/sPChS/hdA4nHA2jKAo2m5G23T6OJ0kS\nDWzHa/2CfG0COWIUZqzK1M+MRpOlwixSDqroffwmN3AAIUkx96bPXkhh626sWpCIJfOYYSr1mEOJ\nDjFDaxGSJBMMBnG73bHYHhBLgjDJKhqNsqh8Uez7lijHlkhuqhr/XBPT6bNFhjaLjYumXMTbu97m\nYOAgc8vnsmjYIqKhaI/eE13ovLDpBTbVb8JldbF632qqW6tZMn5Jj8YD2NW8izllczh97OkossLe\n5r1sadzCbE/3YYv+hmqJf17tia83LYmEEFx++eVUVlZy3XXX9XqdfYFBR3wQJ4j+6sLeW+JLt8Si\nrwvl249/zYxruHvl3VR5q1AkhcuPupxhOYbSi6qqPPro77n//t/x618fw5w5f6Si4rikejxjzPge\nNzgfYlP+PW2/l5nWeCvjA5d0qFVqXwvXngzjainpo8VehCQEihZGU1ScoUZabEVElMzc4Nlya/YH\n8vLKqa2tjRWxJ6qDRKPRpAdD04Vp/owX3euxa0zVnERii2eUxt2pqWrL2stwdbpmex5nTzw76Xc9\nJb6D/oNsqd8SixkWOgpZXbOaE0aegFt1J13ri/jY3rAdVVGZUDChU6uwIdSA0+qMdTd3WV00BBt6\ntL7+QKrzorflDB988AHPPvssU6dOZdq0aQD8+te/ZvHixT0eM9sYlMRnoj8UVUz0ZJ7ExJXOFFcS\n0Z/7ASh1l3LnV+6kMdiIy+qKpY9DXPHmW9+6jMmTJ3LppRfj99/G+PHfNqw8Q1I/lvDRatnDpoJ7\nseoeFGEnKvlZl/cLhodOwa4nq4ukUxieKRk2uir4z7jLmP/5HwAIWVy8WXldRm5O41DX+9Wt2Ru4\nXBXs27cv1tHafL/isVWj+aqiKDHCMkWTIW4ZpiLDRK1Rc2wzgSZdMkwkxK7IsKdeDl3osRgpGOo+\nEpLx+wTUtNbwg6U/oDHYiCY0Zg6dyS8X/jJlwXmxs5jNdZvJsxkWU0u4hcrCyozX1t9ob/H1phff\nggUL+sWT1hsM/LuzD9FfRJFxWUG7xJVMMk57vZ81a5Crq9ErK2Fsco1UquxUi2xJ0jbUdR2/358k\ngH3SSSexfPkbLFlyLsNq3uJCxwisWoTtRbNYM+x0FNVOwLYXECjCsLAswklU9uFTqjoQXypkSoap\nBH43VZzAruLpOCJevPaStF2cRnwrOev0cIDdXp7Uid2UtguHw9hstiRXull6YSKRsBI7CCSSYSLB\nJZKp+dN8/1ORoTm+2bEiUzJMByXOEkbkjGC3dzc5ag7NoWamFk8lx5YcK75/7f00BBsodhoZtB9W\nf8gbO9/gtLGndRhzYsFE6gP1bKnbApLx70mF2VEL6gukemj4UrnlvxSJsbCBFuPrTeJKbw8C5YYb\nUF54ASFJKLKMdscd6OedlzR+Z/tItE5tNlssRmAeYuPGjWPVc0+x4pzz2Fz3MaXDz2figfeJ2jx8\nNvxU8qLjkIQlVp4QkVpQhIo7MqrH+5FliZDUTFhuxK4Xowp3l/qZsizhU/Pw29J72jUPcyFE2+F9\nmDBeG1S1ItaXz1T6sVgsuN3ubl20Jgl1RoZmzLA7Mkx0k0KcDI0WTtbYtanI0LzOfH2mfewUWeGS\nykt4t+pd9rfuZ3bZbOZXzO9wXZW3qkOJwr6W1G2dFFlh4bCFzCg1+kgq+sDordcZUhGfkXz2300N\n/9276wb9afHFD9nUN0Fi4kqfi2ELAX6/IUptHnCrV6M8/zwiP9/o0OD3o9xyC/qSJdBFuUeidWrW\nQ8qynBT7MWOprtpaTvzqSUQ3bmbD+sewDP8GFQ2f8dnwU3HqZcxo+jUf5d1EUPKhYGN2473Y6HmQ\nvcb2Hhs9DxhrEFaO9N5EYeQIOrMMOyPDVOn5icX0qUSx+wo6UcJyk+ESpndCzQ5HObt2rcLn88VE\n2Htz4HVHhkYvw/j7lg0yNK8Jh8NJZNi+vKLT98DqYPHormNPU4un8vrO17Fb7GhCQxNatyUKpts/\nFAp1ed1AQ3+GSg4lBiXxJcYdDrWrMzFxxVFbS+53vgN+P/ptt8FpHV0p3c3T7X5qalAefRTq68Ht\nRvv2t2HMGOQ9exCybJAegNOJVFdnXFdennL89tapxWKJpbUDsQMtGo0SCASwOhy4ZJkzTv8aFRUf\ns/qV/4MxcSWXMYGvUxE4Ab9lL67ocFTSK0/Q0ZDb9dULynVs9NyPTStAwU5EauGznDtZWP80Csmx\nmc7cpI5QI6NrV+AIe6nxjKWq8CiEJCOE3nbA92+2Zouyk49zf0lYbkBG5QjvjygJd6600x0cjqHs\n2lWFoig4nc4+2UsqMjQt5e7IMDGDNFUCTaLF53Q6k1yqZuueYDAYc22nkmRLB9+d/l1q/bV8UvsJ\nkiRxweQLWDhsYVqvNdc6kPBxzcf8YcMf0ITGpZMvTRmDHMhWajYwKInPRH8mg7QvNWjvGszdsAHb\niSfGrreccw7hn/wEfvnLjObpcj+ahvLIIxAIGH32WlpQHn4Y7dZb0SsrUSQJgkHDwmtuRuTlwZAh\nKYbp2MjW/L25R/PQCq9ZA/v3Y5s1C+ucOUgbNiDt2MGM4mKGnn0Gp775N3I2jWTSpB8iSRI28rBF\n07PyIpKPz13P0GD9FEU4Gee7lMKI0W0gKB8EQMGwVq3Cg0+uJiw34dC7F1i26wHm73weixYiojgY\nWrMUmx5gW/E8pLYecJFIpFvLMFsQ6KzLvZ2o5MeplROV/HyWcxfzGx7BoWfWP85MKHI6y9i5s7bP\nBRzaw4zrJVqXPSFD8xowLL5EMky0DNuTYfs+doljp/r8PKqHe75yD02hJlRFxZWmNN1AxHt73uOC\nVy4gpBmW6N+2/o2nTn6Kk8efDAxMou4LfEl8/Ux8pmvQ7/cnaYNalizp0BLVetddRDIgvm4PXa8X\nqaEB0dZcFo/HEMeuq4OJE9F+8QuUn/8cqbUVkZdH5PHH4xZgG6LRaEwP1FRjMA8i8zARQhD0+7Fd\ney15b75puFMdDsJPPUX0iiuQduyASISS4cP5W0sLS5acy8qVG5g586EOHR66whfO56m3foJLG44m\n+dnifoSjvDfj0sqx6yWARFQKYBEOwlIzVuFG1dMj1XzfXmyRFhpcw9F1HZ9dZWzdR+wqTxY67omb\ntDPU2N5lj+M1BBoVgZMpD50Ua5QblpoJyvUxkW+LcBKmiYBSkzbxtS+1yMkZwYED1d2/sB+QCRma\nZGU+aDkcjg7u9e7cpO31SRPd8qnIUJKkHqm/9Fddbbr4+fs/J6JFyG+LYzeHmrl95e0x4mttbcXh\n6Hut20ONQUl8iZlq/ZV2K0kSkUiEUCiEJEkdeuNJgUBW5uiSyF0uhKoa8T2nE8Jh4zTMMVyK+sUX\no599Nhw8aLg3E7QbTbIGuozjmYLfjtdfx/Hmm5CXZ0iveb1Yr72W0EcfISbG4yMVubm8++6bfOtb\nV7Fs2YksWPAiTmd64sf16nqcWjkSEhbhIkg9PqW6jfgKqfT+iI059xGmEUXYOar55g5uzs4gJEMz\nVYtGkWQZqyKD6Hi7dJVNmgkZ1lk/YbvrGZxaKZKQ+cL1FyzCRWnY6M5hFR4swkFEasUq3OiEAYFN\nL0xrP4nC2GapharmEw6HaGxuNL6P8sA6DlKRoa7rscxTk5gCgUCMrBLdmYlJMRAnQ4gTXCp9UtMy\nTFWk35eSbP0Bb9ibVIOoSAot4Zb433tZvH64YGB90/sZ/WXxmVlogUAglqnZIZOqpAR5//5kqy9D\nObVu96Oq6Jdeivzkk9DQgKTraOecA4UJh6fTCSPi+pSJcTyHwxEL1qeK45lC2U6nE3t1tVEDZ+7B\n4zFihrreoeuEy+XihRf+yK9+dSePPDKfY475K0VF07rdr10rICK1YhN5CASgJ2l1lobnUVg/lZDc\niF0vSrtdka4L9qtlNNmHUBzcR1Sxo2o+Ph32tbRen4oMI1E/ofAthKQPkEUuNul6LJZFMTJssH6C\nVXfF1mjT86hX18WIT8bCVO8NfJL7KyJ4EQgmtH6r0zZPiXsxD/z2MUkh6agLXHz9b1/H6XRyxvgz\n+ObUbx6SdkPpwHSxA7jd7iTJO9MyTMwo7S0ZQtybsW7/OpbtXgbAVyq+QmVJZVpkONAsvuOHH8+T\nG56MuTojeoRFFXEvxmDovg6DlPjafxH76suZWNMmSVJMZiwVtC1bkIuLIWJ0MBBA5M03M5ovnfIM\nMXUq2q23ItXVIXJzU8bwIH7IRKPR2Lq1UAi/phEMBtuyGY1klmAwSDQaxW63x0hdnzQJSQhEW1Nb\nvF5EWVmnrZYkSeJnP/splZWTuPrqU5k+/X5GjTqny72M9V/ERs8D+KhClzSKQzPJiyTXTFmFG6vm\n7mSEdu9NoitQtbN23AVUNKzHFmmlzjOCupwxaY2TCqHI/9Bi+TeqVkBEriLCNeTxVyRpkuG+i3iI\nWP2ouo6EREQOdOg0URQ5imPqH8Ov1GDTC3DqXVvGZuZpZwoyexz/IDouilNzMsQ1hJe2vESZu4xT\nxp7S4332Bcx4eCQSSfqOmejMTZqqvKIrMmyfKQoGGW6q38Tj6x+PtTZ6YtMT/MDxA8bmje1Wkm2g\nZUneefyd1AXqeH3X6wAsHrmYu4+/O/b3L4lvECBRqSKbxCeEIBAIJDW1Na2mTmG3E2lpgS1boKYG\nMuldFQgYSSm2NNPbCwoQBQXdrt2M4yn/8z8ozz0HmoZ18mRa/vAHQvn5sT2ZOo1JsmKLFxO95BKU\nZ581xs3NJfzww90ubcmSJYwePZozzzwXr3cTU6fegiSlJsuc6BiObr4Vn7IXRdjJiY5t1wopfaRy\nBUZkBztLstNOJSC9g10rRUJFEW6C8l50sQyrMgWQGR49gUY+xmfdDUJC1XMo9Z5AWA8nuUlVKS/W\n47AzxAvqZVS18zrQOnUdlrCLYCCIIiu4VBef1H4yoIgv0/pCE2ZcL1H4IR0yNIkrkQzfr3ofp8VJ\njmqEBELREGv2r2Fi0cROVWhMMjT3kFiEf6gtwCe+9kTs/00vjYkviW+QIJvuTlP5IhAIdGhqm/Y8\nEyca/6UJ6a23kJ9/HkkIbOXl+K+4AnrQAqR90k1ubq5xgz72GMr//R/C7eb/s3fm8TGd+x9/n9mS\nySpEYgmxxy5U7GuvotWqVlWpoqWolqCLotVSrRbXemsp1YVfiyot3ahaom1IUWpX+xoRIvskM3PO\n74/JGSeTmWSSzGSRfF6v+7r3yplznucsz/f5bp8PWi2aY8fwefllEtauRaPRoNPprKEmg8GQfSGZ\nPh31qFFo79xBCguzhFGdQPM6dYje+xtPPTOU338/Trt2q9Fq7XttHmJFPET7RtwZyBWOguBeMmkB\nHSKZihyjBNwr5NFJ/oQnTeGu9hQSIhWMYeg0/kiSRcbpXohOAuznDCVJsgr6OtNQ72WuCloNqVkb\nGIPJUOTiso6gjCTo9XqXKJDk1xjK77GHxgMR0WoQTaIJjaCx/kbOA9pjoUlNTUWlUhWKn9SdsN30\nl+f47mPYhkkKa/jk0vb09HS7hSuuuk4OnDuHes0apGrVkHQ6VFev4rF2LUyZkq/TyHk8eexqtdq6\nGOh277aEJz09QZIQvb1RHzvmsNnZNt+SWbEiqRUqoBZF1FkUbA4pp+Li0I4di/r4cWqq1ewZPZoX\nj5zg11+70rnzt/j61irwrco5zqIlk/YRXuKu8CEmKQlJMOEhVkOjy062rJV8qJzZOtu/CQI5PF5H\nxtByfN5N2zLqpj3DOeEr4tKvcj35OjX8auQggC5qyN+SwWBAq9Xi6+vrVqPgjDHsUq0LB64d4GLm\nRVSCCk+NJ91Cu1nff1sZJ2WvIVg4TZXKFcp2jILyk7oK9gxfUFDe7T6lHWXS8ClRWIMkkzHLzBeO\nGFfcYfiEGzcsK6OcN6xcGdW//zr9e3syR/K/Wz+IKlUsivBZVW+qjAyk4GCHDB/OlKVnZGRgMmai\n1XlkCzF5vPoq6mPHkIKDITMT/ccf8+nSpSxq3oQPP+xCx45fUaVKp4LfMMW8i5pM2tNjNJWMVTGa\n9gCBeOpGolIXzFNVGkPLInrPQ7m3sFryVEqPUFZkl+EhVqTJlUiSYv/HjNEzaFSpEXpt8ZWyK4tX\nvL29i0Qr0x5sjWEjfSPe6fYOf13/C1EUeSDoASpqK1p17GzJusHyXDIzM63zko2ispneWUq2ojSG\niYmJ1LPh6L0fUSYNnys8PmUTt16vx8Mjpxim7TVd3joRECC7LqBWIyQkIFatmmeWyzaP5+NjCSNa\n+/EyMlBptUhqNSkTJuD700+o4uNRCQJotWTks6leaQzjLxzjzMfvoroRi7lqMHVGT8e/en0MBgOe\nR49iCghAAISsfKXqyBHGT5yYpfDwDE2bzqRBgxcKcLNsNfKKnkxaq+2LVtvXJeeSPdbceEJzeoY5\njaGvZ12un06jVZVWLhlXQSCnCOyRY+cHp2+f5r0/3rPybk7pMCWHvFBBEeIXQohfSI5xKzd1SuUK\n2ePz9PTMVn2qLJ5R9hrmZgzlFo6CULLlBXseX2GUGUoLyqThg4ITVdsWrlSoUMGpF88dHp/UuDFi\nz56ofv0VSa0Gb2/ShwzBN5exK3OQch7PWt6dno521SrUf/2FCKT07YvYpw8Zv/+O9osvENLSMPXp\nA+HhBRpvZnoKZ+ZNRjAakUJDEeLjuLjoLVrPW4+Xnx9CYCDCrVtIOh2S2QxmM+m+vhhTU+nUqRO/\n/voj/fsPJinpGK1azUHlZN+ZkkxayQ1ZWFRKvkjrC9/ilZnI1YAmHA7tWyDR2vxC6bHmxq3pTJhU\npwsiNvYqqampOTyXogi1yXR2KpUqX8UrtriVdovhPwwnzZiGp8aTLWe2cMdwh2W98y6oKijkeyRT\nskmSRFpaGiaTyWq85QgHZJdxkr1zpfEE5xrvZQ9SyU9aUEo2e4avvLilDMDZkmN7RiM/H6lbcnyC\ngDh4MGK3bmAwYA4KylaKrUSOPN6GDYhxcZhffhmw3Af1xo2o9u0js1o1MJnw3bQJU1gYUosWmCdO\nLPRwE2MvISQnQ4iFOUYIDIIrV0iKu0ylmg0xzZyJduxYVLduIYkiYqtWaIYMQchi6QgNDWXbti2M\nGPESu3Y9Svv2a/H0rJgjhKfEPSPhWjJp74w7dD29kkyVnhSPitSOP4BaMrOv3mCXXcMW2QtxCuax\n2hpDP79qpKUlW+nBHOntudoYKlsU9Ho9Go3jwqIrSVdYeXglt1Jv0a56OwY3GWwVepVx5OYR0o3p\n1pYDnaeOvZf3YjAZ8MwHG1BBIef45aK2bP2SuXiGylCmWq3OZgzzw0LjiJLNtoDGdly2KPf4ygjy\nMkhysj0tLQ2VSmW3cMVZOGX4UlPh66/hP/+B2k5I8gjCPRJpUURKTMz25xyqDykpaH18rI3y0ptv\nkrFuHWKfPnD4MOYKFVBpNKh1OgQPD1Rnz2Ju0SKfM7UPvV9FBAkkYyZodWDMRBAEPH0tuS6xQwcy\nvv8e1cGD4OWF2KMHKo0GFVg/dC8vL378cTOTJ09j06YudOjwDX6+9QABlVplNYKWUKD7NPIqpF5H\nLRpJ11cF4I53DWrcOcI+aVC+xGudgTsLcQRBhb9/VeLj46md9b7ltVDbU1Zwfi7SPdJyJ4pX7qTf\nYdz2caRmpuKp8WT1kdUkGBKY0GZCtuM8NZ5I3FNAMUtm1Co1WlXhq0Fzg1x9Kn9f9tYGW89Q+Vtl\nNanBYLBGJQqrXGFLyWaPn1S+78r7X97OcJ/DmVCnXLgiSVKBpYKU18sT06ejnTPHapTMOh3mpKR8\nXUc2rvIHaZvHU1erlo0dRgA8nnmGWzdu4Fu1KrpTpyxsK5IEmZlIgXmLwDoLn0pV8XvqOZI2foGE\nCiQJ/4HP4x2gqCILDUVUMMfYQhAEdDodCxbMpUXzpux4vSv9grrj7VOLY9V6cLTKg5itG4x7hQZy\n6b+rYFR7oJJEy30SBLSmdAwaH5cbPbm/0J2FOL6+IVy7ds1q+Owt1K4whjJ7UX4kkA7fPExSRhJV\nvC1tFnqNnh/O/sD4iPGoFJ5rm2ptaFq5KUduHkFCQiWoiIyIdBsLjW31qY+PT77XBmc0DZMNyfx+\n7XfiDfHUDahLxxod0Wl02VIUjpQrHFGy2fKTpqens3v3blJSUqzPpqCIiopi9OjRmEwmxo8fz7hx\n4wp8LneizBo+GfY8vvwWrhT0OrZQGj0AdWYm5k6d4Pffnb4GWJpS09PT0el0OfJ49va/AhYKKGHY\nMHj/fYSrV8FsRmzZErF9e+cmaA9376JZtgzV0aNIlStjGjuWxo+/yK2mbUm+eQnf4FAq121e4NO/\n0KQRj/Xoymc7fqOS2JmWxjSSVL5crtIua/GVP3Ypq6lbtKlwLLgxvOVXl8sVW1DzzhHErAV4b/2C\nFd3YQ25UY66GXp9did0eCmMMVSqVNdel0+nyJYFkyx8qSiIalcZK3i1Dp9bxaZ9P+e70d9xIvUHL\n4JZ0C+3m5B3IHwpiwJ2F0hgazUbWH1/PxcSLeGu8OX7nOHFpcfSt0zdX5QpHrRW2xlDuvdVqtdy9\ne5fvvvuOgwcPEhgYSMuWLWnVqhXPPfcc4fnI6UdGRrJixQpCQ0Pp1asXgwYNItCFm2dXocwaPqWb\n78hL8vb2dtmC44zhs3clzfHjmJy8hsyfmZmZmaMfD7LymXauI2X9jeBgjB98gHDxIuh0SHXrOs8X\nGhtraX1QQLtoEcLJk0hVqkByMtr33ydz/nwq121eKIMnQzh1iqAGDXixQQM+/2ItZ1MvExL4ANeq\nd5CPyPrY7/1GJpCWJEv/m8lUMDUFSVCxr+5gLlZujc6UToJXNZKcJNfOC3lRjbkaOl0I16/bVxTP\nDc4Yw4yMjGzGECzvqbNh0tZVW1PTryYXEy+iVWnJFDMZ03KM3WfkqfHkmSbP5HsezkLp5eXXgBcE\n11OucynpEqH+lghIRa+KHLp1iCcbP2kRxXVSxskRP6kc8VKpVAwaNIhnnnmGRx55hE2bNnH48GEO\nHjyYg9klNyRmpVm6dLFoFfbs2ZP9+/fTp08fV94Wl6DMGj4Z8i7J1kty9YLjjOGzNUoSIPrlLcaq\nzOOBpQdKZouQX255nnfnzqXi669n+33GoEH3/o+PD1LTnMKUjiB89RUekyZBRgZ4eJAxfz7S4MFg\nMCAcP44UEmIJ/1WoANevo7p8GdFFO0CTnx8kJeFTvTovvzyGnZ+vYcvpBRhC+6DX2+cgdZWaAoCk\nUnOjQqMc/15QOEs15mp4elbn4sWzLjnXPY9asC7Gnp6eaDSaHMbQtgfOnjH00nqxuOdiNp/eTHxa\nPK2rtXZaBNaVUHp5xdVjKFlJCoRsLULWv0vOaxqaTCarwoUytJqYmEhQUBA9e/akZ8+e+RrfX3/9\nRUMF61Tjxo3Zt29fueEraZAT7fJDL0zhSl6QDV9uvKCmxo3RnjiB0jyKJ044PKdSvV3O4929e9e6\nu1PHxKCbMAHh1i3MISHcnTcP9QsvkN6oEZoXXgCzGfM778CIEXlPwGiElBTQ6y0sLgBXr+IRGWnJ\nc/n6QloaHpGRGLp0gWrVLMcZDJbfiCKYTEgFoFOzN2+DwYA5IgK/EyfQxcYC8PDQZzmUnMb/vuhI\nly4bqVTJuRCNbAyNQhrnvL4mQXscnbkSdVOexcdY0wFNmONK0vwiv1RjroaXVzUuXdrjsvPJXpFa\nrc7WopAbO0puxtDPw49hzYe5bHz5gUzlV5AwbWFR3bc6tSvU5sLdC3hpvEjOTKZraFeHVar5MYZg\neR6//PIL1atXR6vVMnXqVDp06GD33PcbyqzhM5lMJCcnWwsffH0ddb+5Bk6Fzw4dInP6dFRffIFU\nqRLS3r12eTeVrRXWPN6HHyJGRKBu25bk5GTUd+9S6fnnISMDs7c3qkuXqDhmDBnR0dC9O+YLF5wf\n/M2baDZutFScajSYH30UqUED+OsvMJksRg8sXJzJybBvHzz1FKYxY9AsWmQxjKKIuWtXy+8KiNTM\nVFb/vZp/4v4hxC+EUa1G4TtxIqasuUh16vCmpyf1W4XzyiuP0Lr1YmrVesrp8wtQknUAACAASURB\nVP/r/SUJ2uN4matiVCdzqsISWt6djocU4FQzeEGMobLdQq12bZQhVvc71zx3oEJDjfQ+BBrtSz15\ne4dw/nzhBWnzw69py44CzhlDmQvTFRGZ1MxUdlzcwdXkq1TxrkKP2j2s7RBQ/EwyGpWGkS1GsvfK\nXm6l3aJ2hdq0rdY2X+dQGkO5mlbm2BVFkd9//529e/dy9uxZ6tSpQ2ZmJkuWLOG5557LN2dnREQE\nryuiScePH6d37975OkdRocwaPgAPDw80Go01Nu1uKCtJHWLmTMSZMx3+WSaSllsr1C+/jO6LL6x/\n1wEZKSmIf/4J6emIWS+vWKECqvh4Mo8dQ2jWzPlSdFFE8+23lgb5kBAwGFBv2YJp9Oh77RZGI2i1\nVkkl+d/FDh0wVq+OcOkSkr8/UrNmBa56NBqNfPj7h/wd9zeVvStz9PZR3o56m4UPLcSnceNsx/bv\n/yT16tXNUng4SbNm03I0cueYJiYStMfwNtdAQMBDDCBFfYVUzTU8jAE5+t/AOWYUR8bwXljTPe0W\ncbr9/OvzBZ7mypgxcNJ3Gc2SJlHBlJMA3du7OrGx+c/xyXAVv6YzxjAHEbodujBnIEoim89s5kby\nDSp5VeJS4iU2nNjA8ObD0ag0Vi+vMEwyroBeq6dnnfyFHG2hZMZRbkj+/fdf/v33X4YPH84rr7zC\nyZMnOXToEAcPHrTWC+QHchtEVFQUNWvW5Ndff+Wdd94p1NjdhTJr+OSXWc675WmQXIDCNLHn6MfL\nenm1CqMHlsyVtkIFkn74AW9JstCMqVRgNCIAYkAAZjvVdxqNxv7ikZ5u8eJqWJrOZbJqITkZKTwc\n86OPov7hB0tIEzA/8gg88ID151JoKFIu7Qm20A4ejPqXXyz8oI0bk/7LLxg0GhLTE/kn/h9CK4Qi\nCALeOm9upNzgwt0LNAtqluM8LVq0IDp6D/37D8pSePgUrdZxmFVAjVrSYxbS0UheSIhIiGgkx83P\nuRlDuZJUkkxA9vCo2Szi7rDmLd1+dGIFtJKljcUkphGv/duu4dPrq5CUFI/RaMy3CoLsFUmS5Bav\nyBlj6EheKDdjmJyZzLXka4T4WmjIgr2DuZp8lfjUeHxVlgiGO728E7dOsP/GfvQaPd1DuxPsbT8n\nXVjI64aSGcdsNrNq1So2bdrExx9/TPPmlkKz1q1b07p16zzOmDsWLlzI6NGjMRqNjB8/vkRWdEIZ\nNnwy5J15STV8yjyeXq/PwatpT9ZWbTKh79AB83/+g3rHDhAEBEnCNHgwnoomZad20h4elnBrcjKY\nzah370aIi0Py98c8fDjGNWswbtyI5sgRTC1awFPOhxZtoZk+HfWPP1p0BQUB4dgx1E8+ieqHHwjw\nC0CtVmOSTGgFCz2UWTKjU9sX9gUIDg7mt99+5qWXxvPrr13p0uVbfHzsG2EBgXqpQzjtszIrxyoS\nlNkOX1P+xGdlY6h0pu9VOopI0j2yYlE0I0mFa6twBLXkjZmMe2MQjGiwT6emUmnw8QkiNjaWGvIG\nJw+4il+zIHCFMZQb202iCY1Kg1k0YzQZMWYY0fpp3Tqfv2P/ZumhpXhpvDCKRvZf28/UjlOp7FXZ\nZddQPh+leO+VK1cYN24c7dq147fffnMojF1QdO3alZMnT7r0nO5AmTV8ypfaLXRiDq7p7HXs5vEU\n/XiA40ZhQFCrMa5ahfnbb1FduoQYFob42GPZxpLb4iFXfYmiiLZXL/QbNuCxeTNkZCCGhqL57jsL\nd+eECZZ8XiEMngxVlpFGo7HcJ60WjxMnkLKKaZ5u9DRfHf8KjaDBKBqJqBpBvYDcmeQ9PDz49NPl\nLF78Pz76qAudOn1NcLD9BH6gsSX6pGmkqq+hFX2oYGqYo1/MFhIiZsGAWtI7PFZmkbHkW3RYmGXc\n12MIUMPQiwTdP6RoLiEh4SEGUDXDcTWkn5+ll88Zw+cqfk1XoiDGsF1wO6KuRaERNBiMBtpUaUNI\npRC3z+fncz8T4BGAv6clNHg58TKHbx7modoPueT8shcuCIL1+YiiyNq1a/n8889ZuHAhbdvmL1d4\nv6HMGj4lSpLhU1KkqdVq/Pz8rC+ush8PLC94RkAAHgkJ2c5h3LqVrAMRBwzAWQpuQRDwaNAATWws\nApZ2ivQJEzDPmIG5fXvE3bsxV62KpNEgSBLq7dsxjh6NOqvBv7A7ZCkwEJSVr6KYrQp0YKOB1KlQ\nhzN3zlDFuwpdanZxiplDEAQiI8dlKTwMoHnz96lff7jdY73N1fE2V3dqvEnqc5z3/gazkIanOYi6\naYPwFCvdm08uVGP3euDunc9VPYaWeYQQnjiNBO0JBFRUzGyOh+S4WMHLK6uJPYuJxh6U/JpKL6Kk\nIi9jGFElgkCPQBLSE/Dz8KNuxboYjcYC5QzzA4mc0SVXrD/KClSlF37z5k0iIyOpV68eO3fuRK8v\nPumpkgJBKooVvwRCfknAQszqKpXn3JCSkoJWq8UjS3LHFrbafkp1c9t+PLl6zsPDA93w4Wh/+AFJ\no8G8dy8404d39y5cuwbBwSDH4QcNwnPLlns8nln/bUhNRXXoENp33rGI3gJSRgbcvk3i//0fMi12\nQXkcrWGZEycIeuQRSEuzLL5qNYZPPilU+NQWp0+fpl+/pwkIeISWLT90WuHBFplCEsd8F6KVfNFK\nPqSrbqET/Wic8jICQjaqscLkiZTGMD89hvmFcc8gRoUm0KZ1a8SOHREffBClVZZJmDUaDXq9vkQb\nPGeg9Fo9syIKSgFlVxTQOML+a/tZeXglvjpfjKIRlaBiWsdphcrzKStQvby8rOT7mzZt4n//+x9z\n5syhS5cupf65uQpl1uMrSaFO2zyebBjlnhuZXUE2EBkZGdmr577+2ml2FwBVdDSaGTMg00ISbZww\nAfGxx9D+9lv28cr/Y9cuxA4dEOvWRThzBkGnQ8jMxDx0KN5+fg7ZOuRSakcLh5KwWKPR4BMejmH/\nfjSLFyOkp2McMgRc3FcUFhbGn3/u5plnhrJnTz86dFiLh0f+yrYBMlR3kDBZi0f0YmVS1FcwSmkI\nJh0guIRqTNlwbxLSuaz/nkT1OXyModRIfQy1yYvC9hhWTThJWGocNzKAoCDUO3eCtzdi+/Zupecq\nDuSmCuHqAhpHaFOtDTq1jv3X9+Op8eSh2g8V2Og58vJu377Na6+9RoUKFdixY4fb27VKG8qsxweW\n1gBJkvL0xFwFWRZIDjXIH6FMgaTX61F5eaEFa6jRAEgpKZhMJgwGQw5xy3zDYED3xBOWAhI/P0hP\nR7h9m4w1a9B07ozm5s0c7DGGGzcsx6amov75Z7h1C6lpU8ROnXINiykXDttdtEqlwmg0WgnAi3pB\nNZlMvP76VDZv3k6XLpvw9w/L1+8NqniO+S7Cy1wNFRqMQiqZYgpNE15Hq9G6PE8kIXLEbw4J2qPo\nzBUwqhPxNzakRdIUBEmdzSO0NNw732PY/NIP+J9dQ6rvBV4cORwSE5ECA0kbNMjauO0KvtrihrzJ\nUqvVeHp6FkhZIrd32tWeYV4QRZG0tDQA9Hq9Vdbol19+4aOPPmLGjBn07t271D83d6B0b99chKL0\n+CCXPJ5ebzV6ZP23JxDv44MUG2vNqxQKt25ZWhQqZ1WQ6fUgSaiuX8cUFYUmLCwbc4xZq7UYPQBv\nb8xOhh3l/Ip+wABUO3cCILZrR9rmzRiydtDyfZdZPmxpldwJjUbDggVzaN68MVOmPEj79p8REuJ8\nv5SnGEhIem+u6n8BCSSzirqpz+Khc8/myaCK5672BN6mUAQEtCZ/ErWnSVfH4m2uXqgew3SdH9XU\nnlxLsPSzSqmppNeogdFoLDZ6LlfC1ssr6DeUW85QZkWRC8LcaQxtOUPlTUlSUhJTpkzBZDLxyy+/\nULFiRZdc735E8ZdjlQDIxSNFAbPZTHJyMunp6Xh7e+Pr62vtrXGknKDFop7gkhxk5cqW9oS7dy3/\nPy3NUgRTrRqEhGA4fRqzvz+iVktG06YY5eMKAO3zz6Patg3BaEQwmVDt3Yt24EBr872fnx9+fn7W\n3bfRaCQ1NZWkpCRSU1Oti5U7n83zzw/n22//jwMHRnLy5OJ8bYCCMzoQdmcsdROH0SxlEhUpOCtN\nXhCwqE1A9vEJkn2jZGnfVFl7NHU6LVqtNitkbuklNBozycw0cjagJYm+dfFLuIXp/HkytFqEBx+8\nL4ye0WgkOTkZSZLw9fV1eR5fNoYeHh54eXlZ32vZA5Nzb0lJSSQnJ5OWlkZGRgYmk6lAm23Zy8vI\nyMDb29uan4yKiqJv37706dOHL7/80mVG74UXXiA4OJhmze71yiYnJ/P4449Ts2ZN+vXrR0pKikuu\nVZQo06FOeVGVe9i8XcAj6QiiKJKcnGxtQJfDqnJ7giAIaHx8snl8MtLBQhfmIqj270fzzjsWImmN\nxpLje/RRl51fhmfVqghJSSCHMU0mJC8vDLdu5fo7e+EkcKLZvhC4fPkyjz/+NBrNA0RELEGtzt1z\ncyfVmD1ISJz0WUasx140ojcmVSpBGe1okjI+z5aL3M55S3uQBM0xdAZPrq15nj3bdkDNmmj8/Io8\ndOdKKAvASkJuUpkDl/9j6xnKdGx2CdEdeHlpaWm88847xMbGsnTpUoKDXdsIv3fvXnx8fBg6dChH\njx4FYM6cOVy5coV58+bx6quvUqtWLV577TWXXtfdKA914t5QpzKPJ6ske3h45OjHkyQJAxbvTlZp\nkLD05BXG6OmqVUOVRclmrlAB47VriG3bkrlhA1y/DkFB4K6QiL2cqRMehK1Ap5y7ksNJrqKtUqJm\nzZrs3buDYcNeZOfOXnTqtN6uwoO7qcYcQUCgYcoo/I0NSNZcxMdUg2oZDxbY6AFc9fyF0z6rEMw6\nzPpMbj6k4061IGpUruyWoo6iglyBWhj6NFcjLwJpZZjU9j4D1oIx2YhLkkRMTAxvvvkmY8eOZciQ\nIW7pP+zcuTMXL17M9m8xMTG89dZbeHh48MILLzB79myXX9fdKNOGT/4g3GH47OXxlAK3cqUm3BOE\nFLM07bywGD4zYHbW6GVmWsKWvr5W46INCUGVmGhdGtV370K9ehjPnrXk7ZyQPCoI5EqzzAkT8H/r\nLQuRNYAgkDlpUr7PJ+eklCwTtoUGytyKspI0P/lCHx8fvvnm/5g5831WrepIly7fUqlSi6zrWXry\nJKl4FBQAVGiontEDBSGL42NFE82u/kLdm/swqXUcDH2Ca5XuhaskJM56/R8emVXQ4IlKJRAfqOPP\nf/9kcMhgp/JY9tpXitPIKKM3JcHLywvOqCkYDAZrK9OFCxc4cOAAzZo1Y+vWrZw6dYqNGzcSEhJS\npONWyg81bNiQmJiYIr2+K1Cy34wigqsNn9yPJ/MXarVaq8ciiiIpKSnWxUJeUDw9PS2lyKmpGPM7\n/qNH0axdC0YjUqVKmEaOhOBg1AkJ2fwBAVDfuJHv8+cHcuWcIAjox40jvXJlPObMAUkic+xYpDFj\nXHIdR4UGykUjIyMjxwItl687WqBVKhXvvvs2zZo15pVXHqZ16/9Ro8bjWWFNVYlfTGU0vraDZld+\n4Y53CBoxk66nV7Kt2SRu+9aybMpMRswY8VBpUWW9JRqVnti42BznKui9LipjaBsGLM19hsoWIOt3\nlDUfg8HAzp07mTNnDnFxcYSHhzN79mweeugh+vXrV2RjvB+yY6XjK3YTXO3xyYlnuXrMth9P6fnJ\nPHryGOSEt9JbcerjvX0bzZdfIlWsaKnQjI9Hs3o1pjffLPR88gNlTiUbq8ezz5Lx7LNFMgZHO2il\n5qKsKJ1Xs33//v2pWbMmAwY8S0LCUVq0eLtEUHM5i5p3DpPoFYxZrcOs1uGdkUBQ8jnivGpkGXEN\nNTJ6ckX/Ex7mQEyqFLSSP9x27vz58Vbys/HIL0qCQKyroQzV+vj4WHptjUaioqJITk5m165dBAcH\nW1XSr18vuLJGQRAREcHJkydp2bIlJ0+eJCIiokiv7wqUacMno7CGT5nH8/DwsOpY2ePVlBdfmedQ\n7r3JrVlWNob2ds/C7duWOJxMQxQYiHD5MqSnYwwPR3f4cLbjjW3aFHieANqOHVEfPYqk1ZKxaBHS\ns89mE+osKTkVGYJgycUpq/lsQ6QmkynbTlteaMLCwvj9950MHPgcf/55irZtV+Wq8FCSYND4EJB2\nnUyNZbyCaCJV8kCSJGtusn7qULSiH/G6g/ibGuBzphbx/ncKfE17xtD2vXZ245EXbL28ohSIdReU\nbRfKUO3p06eZMGECjz32GNu2bbMa986dO9O5c+ciH2fbtm1ZvXo1c+bMYfXq1bRr167Ix1BYlOmq\nTnlnKooiiYmJBAQE5Ov3ci5LboqVqYLsGTxrHk8U8fT0zMYY4ejc9qrAbCsbVXFxaOfMQapa1aKJ\nl5QEJhOmGTNAEFB37442JgYJMHbpgvjzzwW+X7ratVHHxWX7t/iVK+HxxwvXVF/MUOaw5E0H3GsH\nsEisvMoff5ykc+eN+PjULOYR542AlCv0OP4/tGYDkmTmllcNdjYdh6j1cvibs2f/j4CAX/jqq9Vu\nHVteVbt5GUN7jdulHXJ6REkJZzabWb58OVu3bmXZsmU0adKkyMc1aNAg9uzZw+3btwkKCmLmzJk8\n9dRTDBkyhL///ptWrVqxdu1aq2pMaUGZNnyiKFrZQxISEggICHB616jM48n6eI54NTMyMjAajYWW\nb1GG7ZQLhkd0NJ4//YRKrUbQ6TCPGoVUp06BrpEb9HbaPcTKlcmwqfoqjciWm9TrrRsY+X6bTCb+\n97+lLFmykg4dvqZKlfYuDdm5A/q0W1S8ew5Jo+VmxaaYNbm3aNy4sZu4uJlERW0rohFaoKS8U77f\ncm5RGfEwGo0lQiDWVXDUXH/x4kUiIyPp1KkTU6dOdTuPcFlDueHLUg1PSEjA398/z5CLMo8nE0nL\n/y7348mhUzkEKLcwuJzGSlHmL8bFISYlYapQAcHX16neoPzCruELCCDj6tVCn9tdEA4fRr11KxiN\niN27I3brlo1mLT+KA5Ik8fPPPzNixEs0b/4+tWoNQebJvMeIkj+eTHdAWYGqVjtfgZqY+C/R0Y/y\n77/H3DzCvGEb/pcjM4A1nFrS2yrygj0KNVEU+fLLL1m7di2LFy8utDBsOeyjTOf48kNUXdA8njsT\n7tnK/LNKmp0pPc9vgYFsXD3VagSzOdvfMoYMcfm8XAXhzBm0y5YhVqwIajXqr78GrRaxU6dsOSJn\n+70EQeCRRx5h165t9Ov3NCkpJ2nRYrb13XFEDVaURTFKVYj8VqB6e1fn1q3r92ShihGytycbA0mS\n8PDwQKPRWA1iaewxhOwisUov78aNG0RGRtK4cWN27txpZWUph+tRpj0+pTRRYmIi3t7eORYLZR5P\njr+7Ko9nFxkZeDRsiJCVS5OCg8k4edJ+M3g+5mkbRgLsGkNbKOekv3kT7zZtEDIsjWTGRx7B/M03\nBR6Xu6HeuBFVVJQl/wkWmrYqVcgYP94q4SI/p/zizp07DBw4lNhYHe3br8mm8CDzZColhbLzY7pe\ncd2yObE8V42m4Av/+vVVOHHibwJlqapihFJQVf7ubGG70bPNhZeUHkMZZrOZtLQ0VCqVdU6SJPHN\nN9+wbNky5s2bR6dOnUrEWO9nlGmPTwl7Hp/JZCI1q4Fc2Y9nm8dThssKm3vQtW+PEBd3r//u5k10\nHTqQefBgoeamrLazzalkZGRYP0blYiFXPFrn5OtLxp2CV/0VNSQvLzDe61oUDAYyNBpSU1ML/Zwq\nVqzITz9t5rXXpvD9952yFB4sXJ2CQFb4UzEWyZHiuorC6uq5kj7N3786169fL1bDp/SI8go/l/Qe\nw7zmdOvWLV599VWCg4P57bffSl2RSGlFmTZ8jkKdSoYVZR4vL308Hx+fQoe1VOfO5Wg6V509W6hz\n2kIZglPSgikrG+Wyc9m7lZWpS8rO2RmIHTqg+uMPhIsXLZ67RkNmr14ueU4AWq2WRYvm0bz5aqZN\n606HDl9QvXoPu8feu+eK8YmS9b4XRGRWFCXMZpO1ZcMVj8Xb26LE3rx588KfrABQCsQW9DmVlB5D\nGUrPVZ6TJEn88MMPzJs3j1mzZvHQQw+Vmu/qfkCZNnxwz+DJFZgy83leeTxlFaAr83iSVgsmUzYV\ndKkIKrrkj04u9pHn5I4erCJDhQpkvv46poMHEU0mtM2b4ymHPV2IESNeoEGD+gwaNIyGDSfTsOHL\nTi1iSpFZGRZjKGa9c/Z19cBSvCKKEhqNa++/h4fF8BU18lNkVBAUpsewoMbQkUjs3bt3mTx5Mmq1\nmu3bt1vXGVdj5cqVfPbZZ2RkZNC5c2cWLlzoluuURpR5wwf3vB2ZLcGqj+euPF4uyJg5E8/XX88m\nPpPx4YcuO789KFsubBcdebFQqknYKq2XxOICa2hJpULXsaPbhVQ7d+7M77/vpF+/gcTEHKV16yWo\n1bq8f2gDizFUhu3u6eqZzSKSlMV7ipAV1nTtnHS66ly9WrSGT1ndqPTyzKKZ03dOYzQbaVCxAXqt\n3qXXtSVDh5zkBvntMZQhe3lANi9v165dzJgxg6lTp/L444+77Z28c+cOH3zwAceOHUOv1/Poo4+y\nbds2evXq5ZbrlTaUecNnMplISUlBFEW0Wq1VmsidebxcMXYshuBgdB99BEDmW29B376uvw7Zd6TO\nVjbaU06wRxZdnPkUV4TLCoJatWqxd+8Ohg4dqVB4CCrUOeV8oSUUakaSBDQai2G05AvNinxh4Ytn\nvLxCuHBhT6HG7CxyE4jNNGcS+Wsk+6/tRyWoCPYOZvWjqwn2dq3sji0cKYPYbvZsewzlzZ4jLy81\nNZW3336bO3fu8OOPP1JZFoJ2E/R6PZIkkZilzJKWlpZvgo77GSU0RlV0yMjIwNPT0+oRyHkuuOfl\nZWRkWMUsfXx83O490L8/mTExZMbEuM3oyQZfVtkuKLGvvADI5MCyEKfclyQXCBWFuKwcqk5LS8PT\n0xNvb+8iD8P6+vry7bdf8/TTHdm2rSN37vxT6HNaRGNNCIIKnU5rXZw1GjVarQadTmft15QkEbPZ\nRGZmJkajCZPJbM0hOgNv7+pcvep+7se8BGI3ntrIn1f/pIJHBfw9/Lmecp2Poj9y+7hsocyFe3p6\n4uPjg5+fn7XYTeaoTUpKsorNynl/OW0QHR3No48+SufOnVm/fr3bjR5YDN+yZcuoVasWVapUoWPH\njrQpJF3h/YQy7/H5+PhYw5dy9Ze8i5Nfalfn8YoTDsmkXYi88in2+DELEyJV7rJLAl+oSqVi5sx3\naNasMePG9SYiYim1auWfPT8/xSv2egbzLp7J2Wzv5VWdkyfdF+qUJIn09HRMJlMOL0+JC3cvoOJe\nlECv0XP+7nm3jSs/sK0kld8/g8FgTX2sW7eOKVOmULVqVUwmE2PHjqVBgwZkZmZa0wbuxK1bt3jp\npZc4ceIEAQEBDBgwgB9//JE+ffq4/dqlAWXa8ImiyJEjR6hVq5aV6NZsNpOammpdQGR9t3sLR+ms\nvCpu45BXiFTZjJwfPT13FRm5AgMGDKBu3br07/8MycnHadp0qtP3XPbUClO8Yls8o8wXOmq29/IK\nIS7umlve9fwIxDYJbMI3fIMoiQgIpBpTaVa5mcPjiwtKdQiZdB4sCgatWrWiV69eBAUFceDAAdat\nW0dYWBjr1693+7hiYmJo164d9erVAyzvYlRUVLnhy0KZbmAXRZHJkycTExODKIqEhYWRnJzMzp07\niY6OJjg4OEdzrDOKCSUNSiaZkkwmnRsxt60xdHcVoCsRGxvLE08MxGCoRbt2q9BoHBNFKxXe1WqN\n2+nP7DXbb9xYlWPH/qZixYouKVZSCsTq9XqnCAPMopn3/niP7898j4BA08pNWdJrCf4e/gUehyth\nqw4hpz+MRiPz5s1j3759rFixgjo2nLlFtXlOSkqiVatWxMTE4O3tzYABA4iMjOQ///mP269dGlCm\nDZ8Mk8nEJ598wvTp02nUqBE1a9bk/PnzVKxYkYiICNq0aUOrVq3w8fHJQRTtaGEuCVDuRt1RgVoU\ncMTkL/dgyTRWJX1eBoOBUaNeITr6FJ06bcTHp0a2vxeUX9Md+PHH5mza9ClhYWGF2vDZ0sJ5enrm\n+znFp8VjFI0EewejEkrOd2XPkJ86dYoJEybwxBNPMH78+GLfYH7++ed89tlnpKWl0bt3b2bMmFFi\n1qbiRrnhA65evcoLL7zA7NmzeeCBBwDLR3vz5k327dvHvn37OHDgAGlpaYSFhVmNYVhYGIIgZFuU\nXZm7KiiULBHK3Whph0z3BGRj0SktnrgkSfz3vwtZsGApnTqtJyioLZCdX7O4F0uAPXse4b//fYWH\nHnoIyFsiy15YWrnpctbLKw1QhmtlQ242m/n444/5+eefWb58OY0aNSruYRYKskkoad+PK1Fu+PIB\nk8nE8ePH2bdvH/v37+fkyZP4+PjwwAMPEBERQUREBBUrVszBElFYkmhnIXujck+UI37D0oa8Wkmc\n1S50xz0vCGSFhxYtPiQ0dBBQOH5NV2P//hcZO7YNw4cPd3iM7Tuu1DAUBAGTyYROpyuQl1cSIRfl\n2Hp558+fJzIykgcffJDJkyeXegMviqJ1zUhMTMTDwwNPT89SXd9gD+WGrxCQ+2RiYmKIjo4mJiaG\n27dvU6tWLatX2KxZM7Rard1Fwt7CXFBkI5O+T3bYSkOu0WisLRL5+a0jsVNX3POCQpIkjhw5woAB\nQ6hc+XFatpyNSlX8np6Mv/+ewcMPw7RpU/P1O/lZyZsOuWWlJNzzwsCelyeKIp999hnr1q3j448/\nJjw8vLiH6VJ89NFHHDhwgKCgIAYPHkzHjh2Le0guRbnhczFEUeTcuXNER0ezf/9+/vnnH1QqFS1a\ntLAaw+rVqwNkM4SFyaMUSWN9EcPVoTKldqHSGCpZZ1ypXegIyub6tLQ0N8zCeAAAIABJREFUnnlm\nGHFxXnTo8CU6Xcko3Dh1ahW1asWwcuXHTh1vWzEsh9ZtK3ft3fOSwvRjD8pvy8vLy/oOXrt2jfHj\nxxMeHs67775bJO0J7oStN7d161Z27drF/PnzeeaZZ7h06RI//fTTfdUAX2743AxJkkhLS+PQoUPW\nEOm1a9cIDg62GsLw8HD0en2ORSK3whll4UB+vaGSjKLMTzojaeOqsLSyf1LZv2Y0Gpk0aTI//LCH\nLl024edXzxVTKxSuXPmZ9PSP2bZtc57HKqm59Hp9njlKpTGU73txM/3Yg8lkIi0tzSpFJnt569at\nY9WqVcyfP58OHToU2/hcBUtuOfsz27JlC5cuXeKff/7hypUrLFq0iLCwsGIaoXtQbviKAZIkcfXq\nVWvhzKFDh8jMzKRJkybWXKHcf2NbOCP3w8mhu9yagEsblN5QceUnC6Nd6Oh8zlQ2rly5iunT36dD\nhy+pVu1Bl84pv7hz5x/++WcYR4/GODzGETVXQVCScrSOaNTi4uKYNGkSISEhfPjhh3h5OW5JKQ1Q\n5vKuXbvGjz/+SKNGjejQoQPr169nxowZvPDCC0yePBmAdevW0aJFi1JfuCOj3PCVEBiNRo4cOWL1\nCs+ePYu/vz8PPPAAbdq0oXXr1pjNZr744guGDh1q5eIrqsIZd8KRN1QSYKtdmJ9wXX7DtVFRUQwe\nPJyGDd+kYcOxxfYMDYbbbNnSiJs37TO45NfLKwgctbG4UxlEWRgmR1AkSWLLli0sWLCA2bNn8+CD\nD5aqbysvHD58mFGjRtGuXTtiY2Px9/fnv//9L3379mXQoEG0bduW3bt3s3LlShYtWkSPHvZlt0ob\nyg1fCYUkSdy+fZv9+/fz559/8t1333H58mU6duxIz5496dChA40bN7ZKBznyUEpyQYGj3FBJhzPh\nOpmazdPTM1/e0IULF3j88afx9GxP69aLCqTwUFhIksTatf5cvXopmzBqfgRi3TEme5WkrmgdUs5L\nufFKSEjg9ddfR6/XM3/+fPz93ZeDTU1NZezYsURHR6PRaFi9ejXt2rVz6TWUXh7AqlWrWLVqFb16\n9WLGjBmYzWaaNGnCnDlzaNKkCZs2beLcuXOkp6fz3nvvUbNmTZeOpzhRbvhKOO7evUuPHj3Q6/Us\nXLgQvV5PdHQ0+/bt48SJE3h4eNCyZUvatGlDREQEQUEWNQB7RRz5oQJzN5RUY+7yGooS8qJsIYe+\np/puuyg746EkJSXx3HMjOHMmmY4d16HXu5/U2BZbtzZi+/aNNGhgUZWXeyiLMwxtC2eKZ/IqWLI3\nL0mS+O2335g1axZvv/02jz76qNu/lddeew29Xs+0adPQaDSkpqa61NAqc3mJiYn4+/tz584dhgwZ\nQkhICLNmzSIoKIjvv/+epUuX8sMPP6DVaq3Hyuco7nXDVSg3fCUckiSxY8cOevTokeOFkySJlJQU\nDhw4YK0ivXnzJiEhIdZcYXh4ODqdzm7hTEEW5cIiN+2/0gx7FGr2PBRnKxpFUWT69Bl88cVGunT5\nlooVi5ancteuh1iy5HW6detWbF5eQeBss70gCGRmZuaYV3JyMm+99RapqaksXryYwMDAIhl3eHg4\n0dHR6PWu1RxUIiUlhUmTJqHT6ejTpw8PP/wwu3btYubMmUycOJG+ffuye/dutm/fzvvvv5/tOdt6\ni6Ud5YbvPoMoily6dMlqCA8fPowoijRv3pzWrVvTpk0bQkNDAQq8KBcErqCvKqmQ+7zyqq619VDs\nkRvYeuPr168nMvIN2rRZTmioeySq7GHfvuGMG9eZJ554okR5eQWBvQ2IXMJvNBrZu3cvrVu35tKl\nS7z11ltMnDiRgQMHFtn7efXqVXr06EG7du04efIkTz75JJGRkXh6ehbqvMo2hTNnzhAZGcljjz1G\nWFgY48ePZ9iwYbzxxhvMmjWLtWvX0qtXL7Zt28aUKVMYNmyYK6ZWYlHmDF9UVBSjR4/GZDIxfvx4\nxo0bV9xDcivk/MXhw4etxvDSpUsOeUgd5a0KU1mnLIaQOUPvBxSEfNkWth6KrAWpNISHDx9mwIBn\nqV17FE2avFkkC/KBA1N5+GENU6a8WaKKjQoD25yySqXi8uXLTJw4kb///huDwUDXrl3p3LkzERER\ndO/evUje1bNnz9KgQQO+//57evTowejRo+nRowdDhw4t8Dlte/MuX75MXFwc1atXZ9iwYWg0Gvz9\n/Rk8eDC9e/fmqaeeonHjxgwfPvy+a12whzJn+Fq2bMmiRYsIDQ2lV69e/P7770UWzigpcJaHVG6b\nsFc4Y6s87eg692NzvSNmflfBNixtMpm4efMmQ4a8gNFYjzZtPkGn83bZ9bJf26IBePr0JzRseIxl\nyxa75TpFDeXmy8vLy+q9Hjx4kDfeeIORI0fSrVs3Dhw4wF9//cXff//NL7/8UmRGv1GjRpw8eRKw\nUNp9+eWXfP311/k+z5IlSwgNDaVv377s2rWLs2fP8sQTT1jXuFmzZlG3bl0GDRpE9+7d0el0LFy4\nkDt37vD2228zZ84cWrZsed/k8hzh/th6O4nExEQAunTpAkDPnj3Zv39/mdOoEgSBKlWq0K9fP/r1\nswikKnlIly5dmo2HtHXr1kRERFCpUiXrsWazYw09mbhXDv/5+PiU2jCZLZQLqLv0/+xpF/r4+PDr\nrz8yZsx4dux4kA4d1uPtXR1BUGXT0ysMlBqAvr41uHx5uyumU6xw1G+YmZnJnDlzOHjwIF9//TW1\natUCoG7dugwcOLDIx1m/fn32799PREQEP/74Y4HaBuQe2E8//ZSzZ8+yadMmQkND+e6775g2bRod\nOnQgKiqKKlWqABAQEEC7du3w9fWlUaNGtGzZkjNnztC6dWtXT6/EoUx5fDt27ODTTz+17qSWL1/O\ntWvXeO+994p5ZCUP9nhI4+PjqV27tkMeUtk7kV8prVaLVqstUVJNBYWy5L04vVdJkpg7dz6LFq2g\nY8d1BAZGWMVlZYX1e4Ywp8K6PdzTAFSh0VgMeXz8IU6dGs3ff//p5hm5D6IoWtU8lJXDx48ft+bx\nXn755RLxbp45c4ahQ4diMBjo0aMHM2bMwNvbOa/eZDJZQ7KxsbEsXbqU77//nm3btlGlShVmzJhB\ncnIyb7zxBseOHePNN9/EZDLxn//8h7lz51rPc78RUeeGcsNXbvichj0eUrVaTfPmzQkPD+f48eNE\nR0ezZcsWNBpNNjqwoubEdCVKAqOMLX766SdGjHiJVq3mUafOYCC7wrqlkMbyaVsMoeV+K3X+ZA1A\nUZSynsm9v6Wn3+Snn1px/frFIp2XK+AoFG0ymViyZAk7duxg+fLl90UuS1ltuXr1ap577jmOHz9O\nnz59mDZtGmPHjuXSpUvMnTuXunXr8tJLL5GQkEBKSgr169fPcY6ygjJl+BITE+nWrRt///03AOPG\njaN3795lLtTpKshSLZ988gkffPABgYGBVKtWDR8fH2s7RcuWLa0sM3kVzpS0j68kM8oAnDhxgn79\nniYoqD8tWrxnV+FBaQRlhXXLhkNAksSsDUlOpXdJElmzxo+bN28UurqwKKFky/Hy8rJ6ef/++y8T\nJkygV69evPbaa/dNgRVYPNhx48bh5eXFmjVr0Ov1bNiwgQ0bNrB06VJq1qzJ5s2b2bBhA2+++SYt\nWrQA7r0bJe27KwqUKcMH94pbatasSe/evctkcYsrsXfvXoYOHcqiRYvo27ev0zykch6woIUz7kRp\nar2Ij49n4MDnuHXLh/btv0Sn88v1eItChTlrwROyhUhlj1AOkX7/fX327PmR2rVrF9FsCg5HXp4o\niqxatYpvv/2Wjz/+mObNmxf3UF2ODz/8kCpVqlj1E9PS0jCbzcyZM4f4+HiWLVsGwLlz56hbt24x\njrTkoMwZvj179jBmzBiMRiPjx49n/PjxxT2kUg25cjO3xltneEhldojiZpwpjcrhRqORyMjX+Pnn\n33NVeJBzefaU3kUxZ4g0Kuo/fPzxNLp06VJiae/AcVvJlStXGDduHG3atGH69OnodEVP/+ZK2FNS\nMJvNTJgwAUmSuHv3LlqtlqNHj/LJJ58gSRJTpkzh7bffpnPnztbflKVcniOUOcNXUnHlyhWGDh1K\nXFwclStXZtSoUQwePLi4h+UWSJLEnTt32L9/v7VwJjExkfr161u9wsaNG6PRaPLsccuPUkJeYyqN\nvKFKfPLJSt55Z3aWwkN367/LuTxJkpy+X5IE0dGDmTjxIfr161di87SORGK/+uorPvvsMxYuXEjb\ntm2LdYyuhlyhKhe1nDp1ir/++ovg4GDCwsJYvHgxtWvX5pVXXuHKlSvUqFGjuIdc4lBu+EoIYmNj\niY2NJTw8nPj4eNq0acORI0fw9fUt7qEVCcxmM6dPn86VhzQ4ODhPGrCCLMgyX+P9wBu6Z88enn32\neRo3nkZY2Jhcvby8cPDgZAYMqMTEiROLVLvQGcj5ZVsv7+bNm0yYMIE6derwwQcfuJUCrChgW3gy\nc+ZMrl27xooVK+wWpVy6dIlx48bxyCOPMGbMGIfnKesoN3wlFI899hiTJk2ie/fueR98H8IeD6nM\nPGHLQ1rQwhl7/JrF7cG4AufPn+fxxwfg6dmJli3/i05XsBzl8eOLadbsHIsWzbP7d1drFzoLe16e\nJEls3ryZJUuW8NFHH9G1a9f74lna4vDhw8ydO5clS5ZQsWLFbH/7/PPPWbZsGSNHjuTFF18sphGW\nDpQbvhKIs2fP0rNnT44ePep0L09ZgCiKXL582eoV2vKQRkREUKtWLWvpuq2WmzJXKOeF7if1ergX\nso2Pj2f06HGcO5dOp07r8PTMfwHXhQvfotV+zebNzjGIFEa70NnzyxsVLy8vq5d3584dXn31VSpU\nqMDcuXPx88u9wMcVMJvNtG7dmpCQELZu3erSc1+7dg2TyURoaCjJycmMHz+ekSNH0rRpUxISEnjn\nnXdYvnx5Dm/2ypUreHl5WYkmyr08xyg3fCUMycnJdOvWjenTp/P4448X93BKNArCQ5qSkmIN+ZU0\nqabCwlYgFuDtt99lzZrNdO26iYCAJvk6X1zcfs6fn8Bff0UVeEzOaBc6c+9NJhNpaWloNBr0er3V\ny9u2bRsffvgh7777Lg8//HCRPb/58+dz8OBBkpOT2bJli0vOmZaWhpeXF9u3b+ePP/4gKCgIjUbD\nlStXyMjIIDY2ltWrV9OtWzcmT55sraK2nfP9JB/kLpT8krUyBKPRSP/+/XnuuefKjZ4TEAQBT09P\n2rVrZxXtVPKQRkVFMX/+fNLS0mjQoAEeHh58++23fP3117Rv3z7bgmwwGAD3h+ncgdxYZT744D2a\nNWvMxIkP0bbtCmrWfMzp83p7Vyc29nqhxiYIgvV+ylWVyjyt3IIA9tXVlV6espcyKSmJKVOmYDQa\n+eWXX3KE/dyJq1ev8tNPPzFt2jTmz5/vknPGxcUxduxYvvzyS7y9vVm+fDne3t78/PPPhIWFkZ6e\nzsSJE5k6dSoBAQFcvHgRwO77WZpz1EWFco+vhECSJIYNG0ZgYKDLPqZyWHDs2DGGDRtGQkICDz74\nIMePH8/BQxoYGJhrmE6ZKyxJxtBZgdi//vorS+FhDE2avOHUHETRxNq1/sTH33J7876tXJOsri43\nWKelpeHn54enpyd79+5l+vTpvPHGG/Tv37/In8eAAQOYOnUqSUlJzJs3z2WhzpSUFOLj46lWrRqv\nvPIKkiQxYsSIbErsW7ZsYcaMGdStW5cNGzaUhzMLiHKPr4Tgjz/+YO3atTRv3pyWLVsCMHv2bHr3\n7l3MIyv9mDx5Ms8//zwvvfQSarU6Bw/pZ5995pCHVK5kNJlMZGRkWMN0tiHSoobSy3OmMCciIoI/\n/9zNE08MJDr6OG3arECjyb3iUaXS4OMTRGxsrNtL4pXE3LKXl5mZafUSV65cycKFCwkJCcFsNjNx\n4kSaNWtW5D1pP/zwA0FBQbRs2ZLdu3cX6lyiKGargvXw8ODpp5/mySef5JNPPmHx4sWsWbOG0NBQ\nqlatitlspm/fvrRt25bevXtz/fp1qlWr5oJZlT2Ue3zluO/hzOKYGw+pbAxDQkKAnE32kL1wxt3N\n3oXhDk1PT2fEiJc4cOACnTp9g7d39VyP37GjE599Njub1+FOOPJgY2JimDZtGr1798bLy4uYmBhi\nYmJo3bo133zzTZGMDWDq1KmsWbMGjUaDwWAgKSmJ/v378+WXXxb4nOfPn8fHx4egoCBiYmIYNWoU\na9euxd/fnwULFuDj40N4eDgJCQmMGDGCGzduMH78eD7//PPy4rcCotzwlcNpuLOSraRB7hM7dOiQ\n1Rheu3aN4OBghzykjlTVXdXf5qr2C0mS+OijeSxZspLOnTdQuXKEw2P//HMgU6c+Qf/+/QszdKfG\nZM+DzcjI4MMPP+To0aOsWLEih+cpN3MXB/bs2ZPvUKcoigBWgz5hwgT++OMPKlWqRGRkJA8//DBz\n585l27Zt7Nixg3PnzjFnzhxOnDhhpVxbsGABsbGxfPTRR26ZV1lAeaizHE5j0aJFNG7cmOTk5OIe\nitshCAJeXl506tSJTp06AWTjId22bRuzZ8/OlYfUUfGGUs3eWchenlqtLrS+oSAIvPnm6zRt2ogX\nX3ycVq3mU6fOM3aP1elCuH69cAUueUGuRhUEIdvcjh49ysSJExkyZAizZ8+2O+fiMnoy8kuUIBee\nHD16lGrVqhEYGMhff/3Fxo0bGT9+PH/88QevvfYa+/btY9KkScyfP5/Fixdnm+eLL76Ij4+Py+dS\nllDu8ZXDKVy9epXhw4dbK9nud4/PWSh5SPft28e5c+dy8JBWqFChwIUzjqoaXYVjx47xxBMDqVLl\naVq0mIkgZDcuR4/+l4iIG8ydO9ul1wXHIrEmk4kFCxYQFRXF8uXLrfI5pRW2ofalS5cyc+ZMatWq\nRWpqKocOHUKr1fL8889jNBpZu3Ythw4dYtq0aaxbtw4fHx/UanU23b1yFA7lhq8cTsFdlWz3G/LD\nQ+qIAkw2hLLRU/auuQO3bt3i6aeHcPt2Bdq3/zybwsO5c+vx8fmODRsKnsOyB2XPoZeXl9WbO336\nNBMmTODRRx9l0qRJpb40X1l1efnyZSud2vTp09m/fz9fffUV7du3Z9SoUZhMJurUqcO0adMYPXp0\nMY/8/kb59qEcecKVlWz3OwRBoFKlSjzyyCM88sgjQHYe0tWrV+fJQ5qSkgKQzQPMzMx0W+FM5cqV\n2bZtK5GRr7JtWxc6d96En18dwNLLd/XqNZddy5GXZzabWbFiBVu2bGHp0qU0bdrUZdcsLii17mbP\nnk3NmjVJTk5mz549eHl50a5dO2JjY/njjz+Ijo6mf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