{ "metadata": { "name": "", "signature": "sha256:0d7e407edf2e663399d4a3f4c1e1005160ab9819070c34a080b81cee58f829cd" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Video annotations\n", "=================\n", "\n", "Special events renditions to ilustrate ideas from about the data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "\n", "from utils import annotations\n", "from utils import data as d_module\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of clustered of the interactive group compared to the spreadness of the control group" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(10, 5))\n", "plt.subplot(1, 2, 1)\n", "annotations.plot_frame('A', 2, timestamp=827)\n", "plt.subplot(1, 2, 2)\n", "annotations.plot_frame('B', 2, timestamp=2257)\n", "\n", "# Annotate clusters\n", "annotations.plot_clusters(\n", " (9, 8),\n", " (4, 6.5),\n", " (1, 5),\n", " (8.5, 4.5),\n", " title_pos=(4, 11),\n", ")\n", "\n", "d_module.save_to_graphics('annotations-clustering_example')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAE4CAYAAABG/ce3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERERERCTefxKKFLxEdNFkAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Participants moving in corelation in the interactive group." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(10, 10))\n", "\n", "# utility function to plot the corelate movement\n", "base_timestamp = 2211 # starting from the next one\n", "i = 1\n", "last_loc = None\n", "def fast_plot(x, y):\n", " global i, last_loc\n", " plt.subplot(3, 3, i)\n", " annotations.plot_frame('B', 2, timestamp=i + base_timestamp, title=None, legend=False, b_size=150)\n", " annotations.plot_cluster((x, y))\n", " if last_loc is not None:\n", " annotations.movement(last_loc, (x, y))\n", " last_loc = (x, y)\n", " i += 1\n", "\n", "fast_plot(3.5, 2.2)\n", "fast_plot(1.5, 2.7)\n", "fast_plot(-0.5, 4)\n", "fast_plot(-2, 6.5)\n", "fast_plot(-3.3, 8.5)\n", "fast_plot(-3.5, 10.7)\n", "fast_plot(-3.3, 13.6)\n", "fast_plot(-1, 14.7)\n", "fast_plot(0.5, 14.7)\n", "d_module.save_to_graphics('annotations-correlated_movement_example')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAJZCAYAAAC0vQHVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XecFdXh///XzNy+vS/LUlaKdHZBAgjIEqQJKpaYGEsk\nakz8fmJM9BdjohFTFBKNUTSJvcTYElFRiiJFiqI06XUb23u7e/vM+f0xsLKywMJ2OM/HYx/u3js7\ncwbve+fMmVNAkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiSp\n7U2ePFkA8kt+dZWvtXQymQn51cW+1tLJZCbkVxf7WksnEifz0EMPnfS9ztCVytOVyiLEuVOeo4Ho\nbG1+Xu2lK5WnK5VFiHOnPMhMnJGuVJ6uVBYhzp3ycIpMqK34kM8HCoDtR79mtmJfknQumI/MhCQd\nbz4yE9I5xNKK3xXA345+SZIkMyFJ3yYzIZ1TWtPSBKC05pczMzNbefi21ZXK05XKArI8Z0Bmop10\npbKALM8ZkJloJ12pLHB+lKc1H+aHgHlALbAFuAeoaWa7o48IJanzKYoCrfwjfgoyE1K3IzMhSU2d\nKhOnC8pKILmZ138HbALKj/78R6AHcGsz28owSF1GG1wgZCakc4rMhCQ1dapMnK5P07QWHuMF4MOT\nvTl//vzG7zMzM7tcE5507lq7di1r165ty13KTEjdmsyEJDV1Jplozd1FD6D46Pe/BMYAP2xmO3kH\nIXUZ7fwoQmZC6nZkJiSpqda0NJ3KQiAdc3REDnBHK/YlSecCmQlJakpmQjqntNfdxfHkHYTUZbTz\nXXVLyUxIXYbMhCQ1dapMtHbKAUmSJEmSpPOCrDRJkiRJkiS1gKw0SZIkSZIktYCsNEmSJEmSJLWA\nrDRJkiRJkiS1gKw0SZIkSZIktYCsNEmSJEmSJLWArDRJkiRJkiS1gKw0SZIkSZIktYCsNEmSJEmS\nJLWArDRJkiRJkiS1gKw0SZIkSZIktYCsNEmSJEmSJLWArDRJkiRJkiS1gKw0SZIkSZIktYCsNEnS\neSw/P58pU6YwdOhQhg0bxlNPPdXsdvv372f8+PE4HA4ef/zxNjn2RRddRDAYbJN9SZIkdQRLZxdA\nkqTOY7VaeeKJJ0hPT8ftdjN69GimTZvG4MGDm2wXFxfHokWLeP/999vkuDk5OfTs2ROr1dom+5Mk\nSeoIsqVJks5jycnJpKenAxAeHs7gwYMpKio6YbuEhAQuuuii01ZywsPD+fWvf82wYcOYNm0amzZt\nYvLkyfTr148PP/ywcbsVK1Ywa9YsDMPglltuYfjw4YwYMYK///3vbXuCkiRJbUhWmiRJAiA3N5ft\n27czduzYs96Hx+Nh6tSp7N69m4iICH7/+9+zevVq3nvvPX7/+983bvfxxx8zc+ZMtm/fTlFREbt2\n7WLnzp3MmzevLU5FkiSpXcjHc5Ik4Xa7ufbaa3nyyScJDw8/6/3YbDZmzJgBwPDhw3E4HGiaxrBh\nw8jNzQUgEAhQUFBA3759iYqKIjs7m7vuuovZs2czffr0tjgdSZKkdiFbmiTpPBcMBrnmmmu48cYb\nmTt3bqv2dfzjO1VVsdlsjd+HQiEA1q9fz6RJkwCIiYlh586dZGZm8q9//YvbbrutVceXJElqT7Kl\nSZLOY0IIbr31VoYMGcLdd9/dou1b61h/JoDKykqsVitXX301AwcO5Kabbmr1/iVJktqLrDRJ0nls\n48aNvP7664wYMYKMjAwAHn30UWbOnMmzzz4LwB133EFJSQljxoyhrq4OVVV58skn2bt37wmP8hRF\nOenPx77/7LPP+NOf/gRAYWEh8+bNwzAMABYsWNA+JypJktQGlNNv0mqiLe5OJaktHL1wd8Tn/lTO\n20wUFBRwxx13sHTp0s4uinSUzIQkNXWqTMg+TZIkdZjU1FRZYZI6REsnbj1m8+bNWCwWFi9e3Opj\ny4lbz12y0iRJ0lkRQrBq1SomTZrEb3/7284ujiQ1cWzi1j179rBp0yaeeeYZ9u3b1+y2uq5z3333\nMXPmzFb325MTt57bZKVJkqTTys/P5z//+U9jJUlRFFRV5dJLL2XDhg1ERkZ2dhElqYmWTtwKsGjR\nIq699loSEhJOuj85cavUVmYC+4FDwH3NvC8kqasAOqLjxDmViezsbOF0Oo/92wlAjBo1SixZskQY\nhtHZxZNa6XzIRE5Ojujdu7eor68/4b2CggKRmZkpDMMQt9xyi3j33Xeb3YeiKGLFihVCCCGuuuoq\nMW3aNBEKhcSOHTtEenp643ZXXnmlyMnJEVu2bBHTpk1rfL2mpqaNz0pqL6fKRGtHz2nA08ClQCGw\nGVgCNN8GKknnvnMuEzabjRtuuIG3336bnJwc4uLiOrtIUvfSqZk43cStd999NwsWLEBRFIQQJ308\nJydulaD1j+e+AxwGcoEg8BZwZSv3KUnd2TmXiZ49e/L8889TV1cnK0zS2ei0TLRk4tatW7fygx/8\ngLS0NN59913uvPNOlixZcsJ2cuJWCVrf0tQTyD/u5wLg7BeukqTuT2ZCkprqlEyIFk7cmp2d3fj9\nvHnzuPzyy7niiivO6phy4tZzX2tbmuTEGpLUlMyEJDXVKZk4NnHrmjVryMjIICMjgxUrVgDw7LPP\nNk7e2lItnbh18uTJgDlx65QpU8jIyOCmm26SE7eeI1rb0lQI9Dru516YdxFNzJ8/v/H7zMxMMjMz\nW3nY7kOIAIZRgWHUACFAQVGcqGo8ihJ1QhCltrV27VrWrl3bkYeUmZC6tPMlExMnTmycaf7b7rjj\njmZff/nll0+6v7q6usbvH3rooRPeKygoICEhAbvdDsCIESPYunXrmRZb6gRnkonWXrEtwAFgKlAE\nfAVcT9MOfuJkHevOVUL4CQb3EQx+jq4XYf4zH/s3EBz7Z1cUOxbLSGy2MWhaj04q7fmlA2Y/lpmQ\nuhWZCUlqqj1nBA8B/wd8DOwF3qYbjxJqLSFC+P3rcbsX4PP9F8NowCCZ7DyV8eNfxmLpjcXS5+h/\ne3PbbUsYOfLHjBgxkh/9aAJ+/wk3X1L3IzMhSU1120zk5OQ0joyTJJBrz7UZXS/F5/sful6IQQKF\n9WXsLttNpaeSqhI///z1fl5bdh0D4wYS64xFURQ+/ng3M2YMA+CWW55h/PgU7rzzfmy2CSiK1sln\ndG6S62xJUlMyEycyDINLLrmEjRs38swzz3DnnXd2dpGkDnSqTLS2T5MEBIPZ+Hyvoih2fEY8n2av\npNpbjdPqItYZi+7wgqHw27uWcuTg2wwa1IN3/v2LxgoTwOjRF1JcXIffvwzDKMDh+B6KIqfhl7oe\nIfzoej66XoKuZ2EYVeTllXPdda+wefNjWCwXoKrJaFovbrzxZrZu3YrVauU73/kOzz77LBaL/LMj\ndV2rV69m6tSpALz22mty1JvUhFxGpZVCoTx8vpdRlCgCRjifZH2CO+Am3hVPmNXV2NG7OK+BOdcP\n5PF3M/Fp9fzhb2837iMY1HnrrS+ZMWMEmpZGMLgHn++/CBHqrNOSpBMYRhV+/0rc7oV4PC/j9nxE\nVuUmthd/ze6ygwR0P17/Qfz+pXi9z+N2L+T7389g797N7Nq1C6/XywsvvNDZpyFJJxBCEAwGueCC\nC5g6dSrx8fF4vV5ZYZJOIG/5WsEw6vF6/42iRKOq4Rws30mtr45414kTAMYlORk4MgaA716extI3\n9tMQaCDMFsbdd7/BxIkDGD++PwCa1ptgcCeqmoLdntmRpyRJJxBCJxD4gkDgY0DBIJavS/ewr2I/\nuqFjUTUqqn3U+7zM+sEzlGYFyRh+AS88fz2ZmTU0NPwNq+0KRmSMYMfOHQwfPpxdu3Y1OcYtt9zC\nunXriIqKAuDVV19lxIgRnXC20vnG7/fjcDgaf/7oo4+YPXt2J5ZI6spkpeksCSHw+5cBIVQ1At3Q\n2VO2h0h7RJPtAn6dx361meoKH/dcs5aLMpMYPtZcFDK7Opvf3b6aVav2kp//t8bfURQFTeuF378S\ni+VCObJO6jSGUYvX+ya6fgRN64kuFNbkrKawrpAYRwyaava9C9g9lB3x8rP5I0kYoPC/xwr513Of\nc/PtYzhUuYuS2v/xzAu5DJybQXlDOduLtzMscRhWzXwErSgKjz32GFdffXVnnq50Hjq+9TMUCqFp\nsj+pdHLy8dxZ0vUsgsGvUVWzQlPlrSKgB7Bptibb2ewadz0yCkMX3P7AcPZsrmTpf7IZMiqOv//9\nE7ZsyaF379gT9q8oVlQ1Ap/vvZOuhSRJ7ckwqvF4nsMwyrBY+qIoVnaU7KCwrpA4Z1xjhemYuCQn\ng0bGE+uMZfh3w3j34/V8ePAjDlcX8MKCGkaPjWLuJAuBkJ9rf3AtPfv1ZO7Vc/F6vQDycy51ijlz\n5rBs2TKys7NlhUk6LVlpOkuBwHpUNbKxz1LIOHn/I7tDo0efcD55J4+8g3XoQYNLr+3L24sOEhHh\npLi4lpkzH2fhwqVNfk9VY83ReIacikDqWEJ48HheQQg/mpYMQEAPsLd8L9GO6OYnZT36kqIo+EMB\n6gP1RNoi+PTVMhpqQ1z/ywxclgZqCmqYct1krnjqCvJ8eTy56EkA7r//fkaOHMmvfvUrAoFAR52q\ndJ7r06cPs2bNIi0trbOLInUDstJ0FgyjglDoMIryTQuRRT35k864ZCdWm8q29aXM/EFffvuPcez4\noowZP+jDgQOPkpISzQcf3MWyZTsZN+6PjB49n9///j0A3n//MMOHX4ymaWzbtq3dz02SAHy+jzGM\najQtsfG1grpCQoZ+0s96ZYmXQzur8YX8fLGimN7DnKx49zA7N5Xz80cyAPDo4cQn2xk9GlIjU0kc\nl8hHqz5iwYIFHDx4kM2bN1NVVcXChQs75DwlSZLOhOzTdBZCIXOBx+PvtmOcMVhVK0EjiFVtOlWA\nqiosfOsSPPVBHvl/X7J9QylLXs7ihTeub9zGZrOwfPk9uFw2QiGdSy/9K59/fphhwwbx+uvx3HPP\nno45Oem8FwweIhj8Ek3r2+T1Ol8tmtr8fZYC9OgTzsfv5HJoTyXRvRRGz4ngb9dkk5ji4ve3bARg\n6Jh4QKVX2GFqg3FEOaLIbsgmIdHs52ez2Zg3bx6PPfZYO56hJEnS2ZGVprOg6zmoaliT1yyqhaGJ\nQ9lWvJ0YRzR79x6grKwCu93G8GGDiYqKwhVhJWNSIln7aqgs9jPvindRlcUUFlYzceIjfPbZb3C5\nbAQCOrpuEBPjYtCgFHTdkNMPSB3i2AAHc23EljdEJ6S4+NviTAD2lO1BURSCRoi/rsqgZ2TPxu3K\nijws+082+3a4SRmUyzufZRE7MJadWTtJ75+OEIL33nuP4cOHt/WpSZIktZqsNJ0FXc9DUcJPeH1g\n3EAOVR5iy85tVBYZ6MYIqsqrqCjdxPSZk7CodnZtKufSHyWxbPOPGdVjFABDhvyWDRt+R3S0k3Hj\n/khOTjm33TaZwYNTgGMdZIMdc3KBAGRnQ0EB7N8PlZUQCoHNBqmpMHCg+d9eveAkrQ5S92UYBUc7\nfvc54b1IRxT6SRZAPV5I6NhVG0IY2C2OJu8da5Fa8mYZefv3E9mrNyNmjuPOW+/EXe1GCEFGRgaP\nPPJIW51S6/l8kJMD+flmJqqqQNfNTPTpA/37m3lITQW5AHe3JoRAiDoMowJdLwUaEMJAUcLQtISj\nNxMxZ3RDcU7yeL7JxIEDUF1tZsJuh759v8lESso5lwlZaToLQtShKFEnvO60OpnebzqfrvwUwz4a\ngna87jjWLD7EZ69/jqqpjJkRz7WXTSTG34sxYx5m8+aHGh/zqarKiBG9qK318txza1myZDtvvPFT\nhgwRgN6+J1VRAevXw8qVcHQ0Ey4XOBzmh76hAQoLYd06EAJ69IBZs2DMGHA627dsUocJBDajKPZm\n3+sVmYpVtRAyQqfsw6cpGoYwUBSFaEfTnBzfIhVmqSW/oT+bS+G/H/63SYtUl1Baan7eV60ybyaE\ngLAw88JwLBMFBbBmjfleaipcdhmMGmXmRuo2hPASDO4jEFiHYVQAytFr/bHPeejozauCoriw2SZh\ntY5AVSM7rcydoqgIPvvM/MyHjj79CAszbyAUBdxuOHLEzAyYFahZsyA93dzmHCArTWfIvBMRzY8e\nAiLsEWjZDgzXKEg8QkxfD7PvjeCCtFhGDxiF0+KkwlPBzoIs6v11PPzUo0yd5mPRokXceutNKAos\nWHAt+/YV43BYGT48FV0/0n4nFArBp5/Cf/9r/uFPTDS/mhN59A+EEFBfDy+9BIsXw223wbBhzf+O\n1K2EQgdQ1ROnwACwalaGJA5hR8kO4pxxJ81AjCOawvpCUiJSsKgWAn6dh2//glDAIBQ0uCgziet/\nPpjPVtTwxj//S3FeAz/78mf0vKiLVJqCQVi+HN5/37wQJCWd/A/+8Zmoq4PnnoP4eLj9drjwwo4r\ns3RWhDAIBrfh9y9FiCCqGoPF0vs0v+PD7/+YQGAFNttkbLbJKMq5USE4Kb8fliyBZctA08xrxMky\ncXSCWoQwW2X/8Q/zJvsnP4FzYISirDSdIUVRUBTtaJPtiU20iqJw2YyZLF++hEDVFDSbm7BIhQnT\nL+Zw3WEQ4LA68Af91NU38M47BlWFgghXA4WFT6Drg/H7Q6xevZf7758D0HiH0+bz2FRWwjPPwOHD\n5l1yS+8EFMW8WERGmheKhQvh0kvhhz8Eq1wvr7syDDdCNKAoTWe09/mCzJjxGH5/iEAgxLCJ0UyZ\nB9GOaCyqhY/+ncV//r6P51dPxxmhoSgqDouDpHBzqgKbXeP3z47H7tTQQwYP/fhz9m+vIqVfDHf9\nJcibj9lOmPOp05SWwtNPm3fLqakt/zwrinmxiIqCmhr485/NVqfvfc+8yEhdjmHU4PUuRtcPoWkp\nJ21h/bYjR9xce+1LfPXVA/j9awkGd+N0fp9bb/3tuTmrfWEhPPWUmY3UVGjp2pGKAjEx5ldlJcyf\nD3PnwpVXduuuHbLSdBZUNQkhPM32awKYPXsmiYlx7Ny5n6jocBJGzuBAzQFiXbFoivkHtDzkpbZc\nMPaKdBKuCeezNzez+IMGrOoOFi/eSmxsOCtW7KK6uoHf/OYtKisDzJ49m4yMDJYvX976kygrgwUL\nzObUtLSzf+4cGQnh4bB6tflc+847z5lm2PONENXNth45HNYmIzunTv0LSn4iDX2qKStuYNvnxcQm\n26nyVhFhdzAqOYOgEWR/xX7iXPGoioLdaX7uQ0GBYQjCo6yE9TDoFxZLZMuuVe2vqAgefdRsfW3N\nHXF0NEREmHfl1dVmq5NcpLhL0fVyPJ6XAD8Wy+n/X7sDbvJq8qj311Na3EBADxIyDKyWPkcngf0X\nQrjPvVnt8/LMm2JVNR+1na24OPOGYvFiqK2Fm2/uthUnmeSzoGkXEAxuBpqvNAGMGTOGMWPGUFRX\nxIqsFcS54lCPa5nSNI2wSEjoHQ6GjQvHpnFQ+ZoXF93ChO+MIhAI8X//9zoHD5ayd+9dhIffh6pG\nnPR4Z6SuDv76V7PvUkpK6/d3LFDbt8OLL8JPf3rOdf47HwgR5GSNmS6XWREOBHQMQzB2QAb9BsZz\n3Z+f5v978FJ++9OPGZ86nmF9B2LTbOiG2QfvQOUBrJqVMEsEv7thA6UFDUy5uieOZD/h9hjG9hyM\npn7ZUad4clVV5sVBCPNxXGtpmlnx+uILs8/fj34kM9FFGEYNHs9LKIqBqiafcltP0MOm/E0cqTsC\nAiyahYoaH/U+N9OvfZiy7BDpw9J47rnr0PVD6HpZB51FBygthb/8xWxtjYlp/f4sFjMTq1aZmfj+\n91u/z07QPat6nUzT+iCEv0Xb7i3fi11zNKkwgTkfjcVqQdM+Bw6gchCr1UJUH9vR9y3cdNPFbNmS\nhapGtF2FSQh44w3zItEWF4djFMWsOH3xhfkldUMKjdN6f4thGIwb90fS0u7lkksuZPDgFD5ZvpeB\nfVO5bso0bJqNvjFpjcsIaarG+F7jmTVgFj0jelIXqOG+l4fxp8WjOPR1Hc6ivsweMBuXLeykx+ww\nhgGvvmqOCIqPb7v9HsvE6tXmDYXU6YQw8Hr/B/hR1RMXVj9eQ6CBZYeWUVBfSIwjljhXHFH2KCLs\nEZQd8TLrBxdwzysD8ai1PP/CZsDG/fc/wMiRI7r/rPa6Di+8YP63LSpMxxy7wV66FPbubbv9diDZ\n0nQWLJZ+KIoNIYIoysn7PHiDXgrrC4l2NP+hq6sMEePoSWyKwaH1NsZO7sEX+3cwLGkYQgiWLNnO\n4MFRWK0T267w27bBxo3NPn7Iranh8jffZNfPftbk9Vs/+ICtxcUYQtAvNpZXrrySqOZGBykKJCeb\nF6BBgyC2+Q7FUtdkdmZtvqlJVVU2bXqQ2lovV175JCtW7OKxx1awZMkvGrc5vs+drut88MFSdu06\nQFRUOFdfO5u4xDg0RaNm7qeUHApinW1F1w06vdL0xRdmpaY9MqGqZqfZl14yh2FHnmejrbqYYHAz\nup512kdyXm+AizP/iM8fQISUxsELx7jCLfzh1i95dtU0Lpxcy6fLdvDiP+8gLq4OIYbzi18sZeHC\nhTz44IPtfUrtY80acyqB9siEppmP6154Af70J3OUdjciK01nQVHsWK1jCQa/QNNOPuLHF/IBoDbT\nLH9svpqtq9zk7KsltV8EM77Xj0fu+pznfVkIIRg5MpUnnsjEam2jif503WxlSkwEVUUIQbWvmqK6\nIjwhD2UNAYJ68IQh5X+fOZMIu9nx5J6PP2bRV1/xwCWXNH8Ml8vs9Ld8OdxwQ9uUW+oQqhoPfDM6\ndNOmr1i//itsNitz5lxKv379iIpyMnPmcHbsOEJubgXjxv0RoMkErYmJkbz22pts3VpBIHAF2dnZ\n7N//JI8++gAORxhr1uzj/vvnHG2tjQC0zlusNxiEt94yK/uKOdiiyltFUX0R3pC3bTIRHm5mYtUq\nuOqqjjgrqRmG0YDfv/yUf7OP8eDmzr8PoEdMAoYuGgcvDMqIpbrcRyBgEN/DiaooOC1h1PnzSUgM\nRyEcXd/OzTfP4YknXu2As2oHXq85mrpnz8ZMVHgqKKovwq/7KW8IEtKD6IbeZADHGWUiKgpyc81p\nbmbM6ICTajuy0nSWbLaxBIOfI4T/pKMuvv1I7njHz1dzjCEMfrloBDePvAmAUCgfm21c280FcuCA\n+ce7b19qfDVsK95GuaeaB1dnEzIE3qBOmSdA9IIFBHSBVVXpERGBEAJfKERCWBgFdXVcf7rpBZKT\nYe1a8wLRze4izmeKYj/6yMLHhg3beOut5QQCV+HzVbF79zM88MAvSEzs0Tiy8777Zjf+7rEJWmNj\nwxBC8NVXX6DrfwHC8HjCWb36EzZuXIjT6eL668cyZcpg3n9/Hb/+9XIqKz1tO8jhTOzcaU6fERdH\nlbeKbcXbqPLW8cDqrLbNRFKSOQfa7NlyoEQnCYV2I0SoyfQAtb5aqn3V5B+p5q55i9m8+SEsqoXD\nlYdxumw8/cB2svfUUlHqZdl/shkwPJr3XjhEKGAQDJgTvW5eWUbf4U725mQz7IL+gJ3Fi19h+PBu\nOnJu2zZzigG7nfKGcraXbKfG5+bB1VkEj8tE1IJHW5eJhATz5vrSS7vVCFNZaTpLqhqD3T4Hn28x\nFssFzW4TZgvDoloJGiGsp5gM8JiGQAPJ4WY/I8OoQ1UjsNuntl2hj3bAq/ZWs+HIBjRVI9EVy1Oz\nonFYNArrvNz43lfcNqoP2dW1fJpdw4x+/ThYWcnu8nJK3G4GxcfzxMyZpz6O1WrewW/bBhPb8NGi\n1O6s1uEEAuv45JP1BAI3AIPxegtZvXol69Y9RVRUVGOl53jfHnWnqhq6HgDCiInpyZVXXsj11w9n\nwoQJjdvMmdOHa69dg83WiReXTz6BiAgqPBVsPLIRm2YjMSyWp2ZFnTQTM/v350BFxZllwuGAkhLY\ntQtGj+6Yc5MaCWEQCKxD08x+TKXuUr4u+Zqi+mJUFCqLfbgDbt7Z/Q5DE4dS6anAqlg5tLOauuoA\nM7/fl8oyHy//ZTfR8XZ69AmnstTLg7dspPeASK6Y24u7fvoO7hpzEswRI+JYsOClTj7rs7RiBcTE\nUOIuYVPBJhwWB4lhsTz5rUzcmtGH3Jo6VmZXn10mwsLM1qb9+2Ho0A45tbYgK02tYLVeRCi0D13P\nQtNST3jfoloYkjCYnaU7iXWevn9PQA8wJGEoQvgwjCpcrp+gKG00s7BhwO7d6HGxfHlkDRbVgtNq\nzuTtsJi1/FK3FwV4Z08RZQ0+XBaVnaXFlHl8lDc0MCwxkZ2lpfR64gmK77nn1MdzucwLhKw0dStW\nawZ+/xoURXCsf1NMTE8uuyyTSy6p58Ybmx/xsmfPnxu/VxSFqVMvZfXqpwkELkXTCnA4jpCeflPj\nNmZ/QBtWaydOABkIwKFDBHsk8WXOpzgsDuwWs9XYYdEoa/Dxp/VmZ9X/7i2iIRAi0q7y9p7dKChU\neb2kRkayv6KCP69bx0OZmac+nt0O+/bJSlMnEKIKIWpR1d5kVWWxLm8dDouDOGcsiqIQcnrAUHn5\nDwfJ3vcV8b0t/PThkTz14dTGhdZ7D4hg62elPP5uJq5wKz+fs4o/vDyBiGgbld5KXnz7etJizD5A\nodARHI5q4CQTBXdVbjfk5+PrmcTm7HW4rK7GwR3fzsT/9n2TiXf27IazyYSmwcGD3arSJEfPtYKi\nqDid16GqKeh6QbPbDIgbgEW14g16T7mvWl8tsa5YksOi0fUiHI7rsFj6tl1hKyogGKTUV4kv6Gus\nMAEYQnDbki3cv3o3douKy6qhCwga4At5uH7YMAwhEEC800l4Syb8i4gwJ82UuhVVjcNiGcjll4/C\nZvs38BWwBpttFZMnX9zi/Vx11eV8//tTSE/fy8SJggcfvI+wsG8Wudb1Umy2cS2eULBdlJQAUOwp\nJWgEGytMYGbivk93kV3VgMuq4dA0av0hekY6GZYQyZ1jxmAIgScYJNbp5POC5vPfRESEeVctdThd\nL0cIKG9Hbqz6AAAgAElEQVQoZ13eeqIcUYTbwpu0kBbnuZkytyfX/yYav97A6899RSAQwBVhZeTF\nCWzfUEbAp3PfD9bx8zmrqCrzcf8N66mp9Jkr7Ni+mYJGUTR0vagzTrV1iotBVSmsL0IXemOFCU6R\niQgHwxKjzj4TBw604wm1PVlpaiVFceJy/QhVTSMUykGIpsNMw23hXHrBVPy6nxpfDYZouuBp0AhR\n4anEZQvju31GoFCN03kjNlt62xa0tBSA7JpsbBYb1dXV5OTmUlhYiKHrPDKuNw9dlIIvZDB7QDJh\nVo2QEChKiMw+PYmy29l2++0U1tdjacnzZ4fDnNbAe+rKotT12O2XkZExmHnz5jJkyDbS07O5996f\n06tXrxbvQ1EUJk2ayJ133soNN1zXOEsymDOPm4MpOrkVsqwMhCCrKguHxUFVVRU5OTkUFRVh6DoL\nxvXmoTEpeII6cwYmowIHKhpwWkNMTetNlN2OTVVxWa2Uut2nP57LZU6gqbfzOpLSCQyjCEXR2FW2\nC5tmxaqeeOMXm+SgpHYv5WXhJPdJ48ieEBu++oL6Wj/vv3gYn1cnOt7BxTNSWPTRVMIirNhsKj+b\n8SnVuZDg+ma6CkUJR9dzO+4E20ppKRgGh6sO47K4qKioICcnh5KSEgxd59GxvU7MRKUHhyXEtAv6\nnnkmjj2i60bk47k2cKziFAx+hd+/DFBR1UQUxfznTQpP4ooLr2Bn6S6yq7Oa/K5FtTAqaQADYuNw\n2vvidF59dBRTGzs6Z4g74KaytIqcnHwMPRlVrSQrOw8FJ9UBBw4F/rklGyFAILggOoxfffIpnlCI\n+MceIyQE2dXVLPryS34+duyp/lHML79fLujbzWhaAjbbZYwc+SGjRt1x0jXmzoYQOoZRhtM5D1UN\nO/0vtCe/H4QwM1FcxZH8Egw9EVUt43BWLgouqgO2xkwYQLTDSpzTxt0ff0JDMIg7EKA2ECCg66fP\nhKqa86QFg92q4+u5wDDceIJBjtQcIeYkXSWEEIRCVgQX4m/Io/yQ4L9/qeethrUk9w7j8XczmywD\nZLGq/OwPI3j177sZEDugSU4UxYph1HfU6bUdnw9DCLwhLxWFVRQXVaDrCahaEQcPZaEQQXXAcmIm\nXFZ+seLjM8+ExWLeWAvRbSZ/lZWmNqIoKjbbOCyWAfj9nxMMbgFCKIoLVQ0n0h7JpD4TuShlNJWe\nMnRRj00NEuuIxGrpic02Gat1eLPr2bW1nNwcDH004MIdLEbVvDjCUhCOGqIrNLy6Doq5htiQxDBS\nIqNJDo8kq7qayX364LJa+UFLF+jtJkGQmrLZxmIYuQSDe9G0Xm1ScRLCQNfzsNkyO7cv0zFHK/ZC\nCPKO5CGMsYAdd7AA1VKCw5WMcNQSVaFS4TcYkxJBfm2AgXFhJIXHUN7gJTk8nOuHDWNzUZHMRJdm\n4PY3oChKs1PAAFSX+SnLU4jtKajMr2H4d9OwRmdT+rWNh543H00fvwzQ35deQq2vlnBrOKmR3+7T\nqnCyOc+6OgVznrXCwgKEMR6w4g6AalFwhCUgHHUnZGJArIvksHjKGjxnnolutpyKrDS1MVWNw+m8\nHIdjKsHgQXQ9G13PxTDyAbAqCj3CrWhaOpqWhsXSH1VNbdO7+WYdnWQs2hGNoRqAAxSDensF7xf5\nERwmqINfN2jQwaLqCKHzyPpsoh1Oav0BgrpOWnQ0z86ZQ0LYaVoJhDC/7F1lYTHpTCiKhsNxLUK8\nTSi072jF6exbR4QIoOv5WK2TsNu7yLwsRzMRaYtEWICAzcyEo4L3Cz0IsgjqgpqjQ8t3lbkJ6oI/\nr88i2uGktMGDTdP4LC+vZZkwDPMCIRe17nCK4sAgdPL3gR59wsjeFuTzxSuISgzjwrEqbz8MyT1V\nHvzRBkrzvBgCpnyvB47kAEFD4+JeF/OOvZpvT9BqTm1w8mW2uiyXC0VRcGkuFIuGCFhA0al3VvN+\ngRuBp9lMPLo+myhHCaUNDWeWiWDQfGzdjW4kZKWpnSiK62i/JLNvkhA6EMLsRmZp/0rStyUngxD0\ni+lHeGQEDVUHEWEOkuxB7ggXQBxCWHknt5j9dTr3TUgmNVLw+s56JvcZwtObd9EjPJxKr5d5H3zA\nU7Nm0f9UM357veYkms3NCCt1C4piw+m8Hr//UwKBz1DVWFQ16vS/+C26Xg54cTjmYrWO6/jP/skk\nJYGiMChxEF+GbcYbOgzhFpJsIe4IEwgRx/v59fQO87OjWuee8Un0jDB4Y7eb1MhU/rf3MD/OyOC9\n/ftblgm3G3r37nZ31ucCVe2BQ1MQx03eejxz3rwp6IZOVlYO9fUN2MMtPLnkQi6KvYi+A/pS6imj\npLKSe+YtJbK0P3Onj0dTNRRl6QnHE6IBi2VQR51e20lOBlVlaPJQvnbuxB/MgUhBkkXnjoEgRDzv\n59fRO8zHjmqDe8YnkRKh89ZuD70ie/HO3oNnnonWLI7dCdoivbnATmA75lAbqRmKoqEodhTF2jkX\njdhYcDiIt0Qy8sLhuBIaUBxHIFQPRAHl5DcUsL9OR1PgtR2V/Hl9Jf1jovk05yCeYJCLUlLYfPvt\n3D5qFD/+4INTH6++HgYM6Igz64pyOUcyoSgWHI6ZhIX9DFAJhfIwjMrTzuBtPoorJRTKQ1Xjcbl+\ngc02vutUmMCsNKkqCfZYRgwahiu+FsV+BEIeIIr8hjJ2VnsoaNBRj2Zib3mAWf1T+TQ7B01RcFos\nZ5aJQd3wQto2cunETGhaIlGOKCLtkfh038m3UzUGDujPhQP7caS4gG0rK3nhheU8vuBpeoWlMmng\nWK6+fCz5+z1NZsP+NiECaFrv9jiV9tWjBwhBSkQPhl44GEd8BYqtAHQvEEF+Q8nRTBiNmdhfHmJW\n/56szM4680y43d0uE21RaRJAJpABfKcN9ie1B0WBUaNQqqqY0GcCsUnRxMRGo6gqZqWpF73De/OL\nwSpRdpX7J8awaNZQRiTHo6DQJyqCv06bBsDcQYPYeXQ03kl5vTByZLufVhd1zmVC03oTFnY3Ltct\nqGoPDCOfUCifUOgIul6Crpei6yWEQkcIhfLR9UIslkGEhd2By/UTNC2hs0/hRBYLDB2KVl3DxL4T\niU6KJCYmpjETvcN789DI3tzQTyHKrvLbSbFM73cBDouDfjEuekWFc/Vgc5LPFmUiGIQhQ9r/vLqm\nTs2EqsajKFaGJw7G7XefttK/fc8udG9fApW/oqbmTgoL41i5chVeb4DVq/cycuS3R5J+sz9z3waq\nmtz2J9LenE7o1w9LbT2T0iYRlRhBdHQ0imoBoukd3oeHRvbihn4Q5Tiaif4XYLc4uCDGRe+oiDPL\nhGHAhV2gf+MZaKvHc13o9lE6qSlTYONGhDCIdkTjsrpw1zcQCJaAcIDix6KoVPtCeIKxRDuiWZVz\ngPTkaGp9IVbn5DAvI4PP8vK48FSrwR8bMTeimy4j0DbOuUwoiobFMgCLZQCG0YBhlGMYpRhGNRAE\nbKhqApqWgKomtN3ErO1p+nTYsQMj0k6cMw6f1UddXT2hUClgB8WHVbVQ7QviCcYSYY9gVc4BRiZF\n4Q7Q8kx4POZ6W4MHn3ybc1+nZcKcSHUsfSO/oDD2ArKrs4lzxjW71FVD0IMv4IXcS8HQ8HrrWL06\nh3XrDhAdvbVxRvwlS7Zz771vU1np5uqrn2bkyF68//5dCFGDpvXtmjcKLTFzJjz9NIYjgoSwBHw2\nMxO6XgbYQPFi02xUewN4g3GE28JZlXOA4UmR+EOWlmeirs5s7e3Xr8NOrS20RaVJAJ8COvAs8Hwb\n7FNqD/36Qc+ehCoKsagW4lxxxDnjyM7Pwe3x4HJG0Sc6iV45h/k4q4pFXx2hb7SLuYP6UeNz8/rO\nfTyxaRMRdjsvXH75yY9TUgKXX34+dwI/5zOhqmFHpwzo29lFaZ1BgyAujlBNBRbVQs/InsQ748k6\nko3H5yPMFYMzOole2YdYcbiSp77Mo2+0iysHpeENBnj56xZmorQUrr/ebN06P3V6JqzW0QQC65nY\nawJOi5P9FftBgN3qQEUhaAQJ6EEibOEMtg5jd2AbQYYTExPN3LkRXH99ZpNlgK64IoMrrsg44TiG\nUYvTeYrPQlc3YgSEhRFy12FVrcRHxZvXiSM5+Px+wsPicEQn0yvrIMsPV/Dkl7lmJi7sgyFUntva\nwkxUVMCtt3a7Pn5tkeAJQDGQAKwE9gPrj99g/vz5jd9nZmaSebqp1aX2oShw001Y5v8ORTdHP9gs\nNgalNW0efXVu09Zz3dCJtNv46IdzT3+M+npzVffp09uq1K2ydu1a1q5d29GHlZnoLjQNbr4Zy58f\n4tgjFrvVzpB+TVuEvp2JoB7E6rDz0Q9/ePpj1NSYi5NOntxWpW6V8zUTmpaI1TqaUGgnY1PHMixx\nGDnVORS5iwgZIcJt4fSP7U9yWDKBfgGeqXiBw4fvBgwmTpzCxReffkZ8w6hA01KwWAa2adk7lM0G\nN96I7W+PgGpmwmlzMrR/00fLr84d0+Rnf8iPw9LCTFRUQK9eMH58mxW7Nc4kE23dXPoQ4AYeP+41\ncbrnx1LHCv77Vba8+ggNKQlYWrCQcL2/npSIFEannGbNLF2HvDy4994u+2juaEfkjnxMIDPR1QmB\n79ln2PK/p/CnJJ2yg+8xdf460qLTGJ40/NQbhkJw5Aj87nddtu/G+ZQJw2igoeHvKIoTVT39lAA+\nnw9N07C2YJoIIYLoehFhYT9H07phf6bjCYHn8YVs+fglQinJzT7G/LZaXy0Xxl/IoPjTdOwOBMyZ\n8R9+GPr0aaMCt61TZaK17WIuIOLo92HAdGBXK/cptTPrtdcRNSgdW3HZabcVQqALvXEhypMyDHM6\n/FmzYPhpLiTnNpmJ7kZRcNx4C1Fpg9FKy0+7uRACQxj0iT7NH/xjNxFXX91lK0wdpMtkQlXDcDiu\nwzDKEcJ/2u0dDkcLK0w6un4Eu/2y7l9hAlAUXLf9lMikPqhlFafdXAiBQNAr8jRLLR27ibj++i5b\nYTqd1laakjCbWL8GvgQ+Aj5pbaGkduZ0kvzgQtwJUdiLys1JKJshhKDOX0dSWBIxjpiT7y8QgJwc\nuPRS+P73u9VEZe1AZqI7Cg8n6cGFeCMcOIorTpmJWn8tPSN6EmGLaHYbwBwMkZsLc+bAlVe2T5m7\njy6VCat1AA7H99H1IoRo/dqYZgtTLnb7VGy2li9q3eVFR5Mw/y/47SqO0qpTZ8JXS1p0GmG2U0xm\n6fOZNxHf+16X6b5xNjri6iYfRXRReYV7+eLPP6X33iJCCXEYYd+sERfQAzQEGoh3xTM2dWyT1a6b\nKC83RwZde63ZytTFO/V1wqOI5shMdFFZOdvY+uf/R6+scgKJ8QinOQJQCGFmIthAj/AejOk5pvlH\n20KYnb6DQfNueurULn8Tcb5mIhjci8/3DqCgqslnNYeYYVRhGPXY7TOx2SZ2rXnI2si+/RvZ+8jd\n9MivIZicgLCb1wIhBH7djyfoITUyldE9Rjf/aFsIKC42/3vzzTBxYrfOhKw0necqGsrZ9tFzWF97\nA6s3gCfcjsep4bKFMSB2AL2jep8YBMMwO/J5POYMx7ffbnbq6wbO1wuE1HKl9SV8vfif2N98B0sg\nREOEA69TI9wWzoDYAaRGpjafiWM3EAMGmKOCevTonBM4Q+dzJgyjBp/vA0Kh/ahqJIoS26KKj2HU\nYRhVqGoPnM5r0LSUDiht5ymqLWDn24tw/e99VN3AHeHA59CItEcyIHYAPSN7ntjvSdehrMxsYRo6\nFObNMwdEdAOy0iSdlre2ksoNK3GsXI2jogaXNQxV08xpAxTFvCj4js6kK4TZ0Xv6dHPIdjdasf18\nvkBIZ8ZTU07Vuo9xfrIGe009YdYwlG9nwuv95q45IwOmTYOBA7t8i+vxzvdMCCHQ9cMEAhsJhQ4B\n5lp1ZkfxY/2ZdIRwYxheQKCqPbDZLsFqHYyinD9rCboriqhdtxLHyjU46r24LE4Uq9UccddcJr7z\nHbO1tX//Lt+6dDxZaZJa7tjjheJis59SebnZec9mM1uTeveGlBSIju7skp6V8/0CIZ0FwzAzUVQE\n2dlQWWneRdtsZmfWXr2gZ0+IjOzskp4VmYlvGEYloVABhpFHKJSHEB5AoCh2NK03mtYHTet51o/z\nzhm6bs7HdywT1dXmaw5H00yEd8NFi5GVJklqJC8QktSUzIQkNdWeUw5IkiRJkiSdF2SlSZIkSZIk\nqQVkpUmSJEmSJKkFZKVJkiRJkiSpBWSlSep0Pp+PsWPHkp6ezpAhQ7j//vsb31u0aBGDBw9m2LBh\n3HfffZ1YSknqGDIPktRUV8rE6VdrlaR25nA4WLNmDS6Xi1AoxMSJE9mwYQPBYJAlS5awc+dOrFYr\n5eWnXxdMkro7mQdJaqorZUK2NEldgsvlAiAQCKDrOjExMfzrX//i/vvvb1wwM6GbzCYrSa0l8yBJ\nTXWVTMhKk9QlGIZBeno6SUlJTJkyhaFDh3Lw4EHWrVvHuHHjyMzMZMuWLZ1dTEnqEDIPktRUV8mE\nfDwndRq3282RI0fo2bMnUVFRfP3119TW1jJjxgzWrl1LKBSiurqaTZs2sXnzZq677jqys7M7u9iS\n1G7q6uooKCigV69eMg+SBNTU1FBUVESfPn26RCZkS5PUKT755BN69Ehj3Lir6NGjL2+88RYAUVFR\nzJ49my1btpCamsrVV18NwJgxY1BVlcrKys4stiS1m8WL3yM5uS/jxl1FcnJfliz5UOZBOq+9+uq/\nj7tOpLF69epOz4SsNEkdzu12c801N+B2L6a+/gBe7wfceuudFBYW4vV6WblyJRkZGcydO5fVq1cD\ncPDgQQKBAHFxcZ1ceklqe+Xl5dx44214vZ9SX78Rj+dtfvjDeRQVFck8SN1afn5+4+O0YcOG8dRT\nTzV5//HHH0dVVaqqqpq8npuby89+9it8vs+pr99Iff0LzJ37A6qrqzs1E/LxnNTh8vPzUZQYYNLR\nV2IIBAJMnjwZl8vFTTfdxNSpU7nkkkv48Y9/zPDhw7HZbLz22mudWWxJajdZWVnYbBfg9Y4CdgG/\nxuttYPLkyfzkJz+ReZC6LavVyhNPPEF6ejput5vRo0czbdo0Bg8eTH5+PitXrqRPnz4n/N6BAwew\n2Ubi9Q7GzMR8GhpqGD9+PLfeemunZUIu2Ct1uLq6OpKT++D1fgaMAHJxOsewd+9m+vbt267HlouT\nSl1RcXEx/foNw+vdBAwA9uF0TuDIkYPEx8e367FlJqSONHfuXH7+858zdepUvve97/Hggw9y5ZVX\nsnXrVmJjYxu3O3ToECNHTsDr3Qr0Arbick2jvLygcSRde5EL9kpdSmRkJC+//BxO53eJipqE03kR\nCxf+od0rTJLUVfXo0YMnn/wrTuf4o5mYxD//+VS7V5gkqSPl5uayfft2xo4dywcffEBqaiojRoxo\ndtsBAwbwhz/8DqdzFFFRk3C5ZvDvf7/Y7hWm05EtTVKnKSoq4uDBg6SlpTXbPNse5F211JXl5+eT\nlZVF//79SU1N7ZBjykxIHcHtdpOZmckDDzzA9OnTmTJlCitXriQyMpK0tDS2bNnSbH+knJwc8vLy\nuPDCC+nRo0eHlFW2NJ2nTtYBb/78+aSmppKRkUFGRgYrVqzolPKlpKSQmZnZYRUmSerqmejVqxeZ\nmZkdVmGSpPbKxMcff8zkyZczYcJlvPnmW1xzzTXceOONzJ07l6ysLHJzcxk5ciRpaWkUFBQwevRo\nysrKTthPWloamZmZHVZh6gqE1DmKi4vF9u3bhRBC1NfXi4EDB4q9e/eK+fPni8cff7zDynHkyBGR\nmZkphgwZIoYOHSqefPJJIYQQ9957rxg0aJAYMWKEuOqqq0RNTU27lwXoCrez7X6eUvNkJk6EzMR5\nrT0ysWrVKuF0Jgl4XcA7QtNc4rLLLjvp9n379hU7d+7sFpmQLU3nAE/Qw+6y3Wwu3MzyzcsZOmwo\nAMnJyaSnpwPwyiuvUFhYyNChQ/F4PIgObAovKSmhoKCAPXv2sGnTJp555hn27dvH9OnT2bNnD5Mn\nT2bp0qU8+uijHVYm6dzmDrjZVbqLDzZ9wIDBA2gINADfZOLpp58mPT2dgwcPsm/fPgCZCemcVuev\nY2fpzsZMeINeoH0ysWjRy3i9DwM3AD3QdS9r165vbLVavnx5k+0VRaG0tLRbZEJOOdCN1fhqWH5o\nOWty1xDUgyiKQn1pPcX1xby0/SXmDJxDYlgiABdccAFRUVGNHUsXLVrEa6+9xkUXXcTjjz9OdHR0\nm5XLEAZZVVlsLdpKta+ahvIGhEUQ0AOEh4czePBgioqKmDZtGlu2bKGmpgZN0ygoKGizMkjnp0pP\nJUsPLWVd3jp0oeMudVPhqeDuFXczqc8kZg+YTZwrjokTJ5Kenk5mZiYXXXQRu3btavdMHKw8yJai\nLdT762kobwALhIyQzITUrkrdpSw9tJSNRzYiENSX1lPhqeAXK37Bd9O+y8z+M4l2RLdpJiwWDQge\n/Wki8CYZGa+yYcOyxm10Q2d/xX62FW/j3rfvZWf5TrCYr3flTMiO4N1UqbuUhRsXUuOtITkiGZtm\nA6CmpIbX73ud6LRoqrKrGDdqHK8+/yqzZs3igQce4Je//CUrVqxg4MCBADz44IMUFxfz4osvtkm5\nsqqyeHHbixS5i7CqVmyajZqSGpY+tJTEAYl4cjxUlVWRl5dHbGws06ZN44033iA1NZXXXnuNH/7w\nh21SjpORnV7PXYV1hSzYuABPwENyeDJWzUpNSQ3/ue8/JA1IovBAIfF941n+v+UkhyWTmZlJfn4+\n+/btIxQKNS722daZ2F+xnxe3vUi5pxybZsOqWqkurmbZ/GUkDUjCk+uhsrRSZkJmos3l1uSycONC\ngnqQ5PBkLKqlSSYKDhSQmJbIysUriXPEtVkmvvjiC6ZOveJoa5Mdp/MB3nnneebMmQPAjpIdvPL1\nK9T4asxMaFaqiqpYNn8ZyQOT8eR4qCit6JKZkI/nuiF/yM8Tm57AF/TRO7p3Y4XpmMr8SmrtHphk\nZ3PeFi6ecHFjBzwwV4JWFAVFUbjtttv46quv2qRcByoO8MiGR2gINtA3ui89I3sSroZj1+3UFtWS\nMSsDr8XLwPSBvPbaazz99NNceeWVvPjiiyiK0u5BkM5dDYEGHv/icYQQ9IrqhVWzNr5XkV9ByugU\nHJOiOVJcwIxbZjL3qrnceOONjcOXExMT2yUTO0p2sGDDAkJGiL7RfUmJSCFMCcNhOKgtqiV9Vjoe\nzcOgjEEyE1KbqvXV8vjnj2NTbaRGpmJRv3mwVJFfQeLIJBwTo8krKmDGLTO46uqr2iwT48ePZ+XK\n97nyys+ZPftT3nvvlcYK01eFX/G3L/6Gqqj0ie5Dj4geOIUTp3BSW1TL8BnDadAaGDpqaJfMhHw8\n1w3tKNlBibuEvtF9T3ivtLQU7AoVgYuhMAyK3sAX9HL33Xc3blNSUtI4idh7773H8OHDW10mT9DD\nk18+SZQ9ikh7JAArP13Dpk1foPitKA6VTW9uYtT0UajJKu999B5KSGHevHm8/fbbOByOVpdBOn9t\nLtpMlbeq2UyExYaxZtvnhEKzIayK7M9WEXlRJHfffTdPPvkkYE4ueWx0TmsykZ+fz80330xZWRkC\nQcyEGC6+9mLCbGEIIXjp4Vco+OwI6lgHqlPjy7e+JGN6BloPjQ+WfoAICpkJqU18nv857oCbPtEn\njk52xbhYv2szoeAcCCvjwOrVRF8c06aZmDBhAhMmTGjyWnlDOc9tfY7k8GScVieGYfDeex+yd98+\n8CmoTo0t72whfXo69hQ7Hy77ED2gd6lMtLSl6SWgFHMu82NigZXAQeAToO06AEintPzwcqLsUc2+\nd+DAIRA2YBjUalAWwl3vbuyA5/V6efjhhxkxYgQjR47ks88+44knnmh1mbYWbcUb9DZWmA4ePMjm\nr/Zg6L9AD96K8EOlr4YJ103AptnYvm07e/fu5ac//SmFhYV4PJ7GR4bdhMxEFyGEYNmhZcQ5m19z\nKhAIEgpNBAZDgwZewa5du8jIyKCoqIhPP/2U++67r00ycWzJiD179vDIG4+we+luPMUeAL5c9yWF\nu0vAEYURvAnDJ6gJ1DPxuoloisa2rdtkJqQ2ETJCrDi8goSwhGbfDwSChIJTgIHQYAGvYNvWbe2S\nieNtOLIBIQROqxOALVu2sv9AFYb+K4zQ7Rg+QZ3ewKTrJiGEYOuWrV0uEy1taXoZWAQcv7DLbzDD\n8BfgvqM//6ZNSyedIGSEyK3JpXdU72bf1ywa+P1QWwDRvSF5ALaUAlZvWE2MM4a0tDT+8Y9/tPmi\nhp9kfUKMM6bx5+LiYoLBwUAY1OWCYdCQV8eztz9LTVkNvcf2JpT9/7N35/FRVff/x193tiSTycqS\nQAJJAFkTIIqCghJFEESLUvSnVtm00sXdun3dsKKo1brVrVatVmtLW0VxwQ2CCiKrggiIZCELWQnZ\nk9nO7487hISEMCEzmUn4PB+PPJhk7txzbph35nPvPfdcfRBsbGws+fn5nHvuuT7tk59JJoJEnaOO\n0trSNveoARzVdqgsgSigtgQGjyHyrCLWvrSWUUNHMWXKFC699FKf9CU+Pp74+HgAviz6kr5Jfaku\nq6ZPUh82vL0RlTIWfvgJaorB7aYyu6IpE0kTkiQTwicqGyqptle3+JvcnLPGAZXFzTKRSuy5B9n0\n/CaGDB7i00wc4nK7+Czrs6aLkwDy8vfjdKQBFqjaD243FXsO6JkoPkjK6Sk4shxBlQlvjzR9BVQc\n8bNfAK97Hr8OXOSrTomjc7ldoDUNVGslLXUUhGtQuAI2PIHmzmbcJafwwnMvMGDAAAoKChg9ejTX\nXnutT/u1v2Y/Nout6fuYmBjM5hzACVEJYLVh6ROG0+FkUPogTr/2dDI3Z5Kbm8vWrVsJDw/n+eef\n98x3mnEAACAASURBVGmf/EwyESRcynXUPABEJ0SjFW2DDX8CVyHGgXvoUxXF0JShfsuD0+1kX+4+\nSveWkjgykV1f7yKqTySm6DJ9gYh+YA0nrK+1KRPjrxnPN999I5kQneZSLrR2xvZH949GK9rULBN7\niTlgIzkp2W+ZqHfW0+BsIMQU0vSzPr1jMJqyAOX5nLAS3i9cz8TJgxh3zTg2/7A5qDLRmTFNceiH\nYvH8G9f57ohjsRgthJnCaHQ2tnjzHTJw6ECuf+M61q37lsZGB6PShhIeF87N59/M//3h//zWL4Nm\n0Of08OQ0NTWVH3bsJif7eQwhUXCmYt68q5rOkedV5mHQDtfsVVVVfutbF5JMBECYKQyjwYjD5Wgx\nABwgOj6aG9+8kdLSUr5ZvxGnw0XamOGE9w3n+WXPtxgc60u1NbVkPpbJededh6ZpfP3W11zx6BUs\ne+ddcqnCHPkhpslGFi68qmkakLzKvBbFn2RCHK9DO7Autwujwdjiuej4aG5860b279/Phg1bcLvd\njD55KlF9onj238+2uwPSGQbNgDpizsjTT5/Art1vUVb2AlpIKOZzLFx99bymqQ32Ve4Lus8JX/3F\nCJZZZXs8TdOYOmgqH/z0AQOiBrR6vrKkkhVLV1BbUQsaRDaGMX/RfLZv3c51112Hw+HAZDLx/PPP\nc+qpp/qsX8nRyRTVFBEbpg8wNxgMXH7ZHAoLC2loaKBfv35NV2U4XA4MmuGoh457CMlEFzEbzUxO\nmsyanDUkRCa0eK6ypJLlS5c35eGUC04hrE8YA6oHcMaEM3yWh40bN3LVVb+jsHAfJ598KppWS/q0\ndPqf2p8DhQc4WHyQlxe9DIDmUFi2VbDgLwvo1Vs/TX5oJ+jQmMAeSjLRRaxmK6clnMaW/VvoF9Hy\n9iNtZcIcbSapJonx48f77TMi1BRKdEg0tfZawi3hgD4G8Jqr55Kfn4/T6SQhIYGQEP1gQJ2jjsiQ\nSKzmwN6g90idKZqKgXigCOgHtL5pjMfixYubHmdkZJCRkdGJZsXEgRNZ8dOKNo82GU1Gzvv9ecQP\niaeuto6Xrn2JgQsGcvtdt/Pggw9y3nnn8fHHH3P77bezevVqn/Vp+pDpLP1wKSueW9EijON/Ob5p\nmXXL1vHZi59x5T+uZFrqtC4JQ2ZmJpmZmX5vx0MyESCTkybzedbnrY42Nc+Dvd7OS9e+xJlDz2TH\nsh0+y0NRURFTplxAdfVTwFl8+eU0YmMP8O7fl/Hq1ldJGpTEH975Q9PyT1/+NNe+dC1hkWFNPyup\nLWHm0Jmtpg/xB8nEiWHKoCmsy1uH0+1scUS1rUxkDMtg+b+X+/UzwqAZOP+k8/nn9n82FU2g72AP\nHNh6jG5pXSmXjbqsxZEmf+lIJjpTNL0PzAMe9fy7/GgLNg+D6Ly+4X2ZO2Yur2x5hYTIBEJNhy/D\ntMXasMXasLvs7G/cz/DhwzHUGOjXrx+VlZUAHDx4kISEhKOtvkMOXWJdXFJMUVURSeOTmHfdPPJ2\n5PHGLW+wYfkGeg/szbnXnkvWpiyi+kahlOKclHN80v6xHPnH94EHHvBnc5KJABkQNYBLR13K29vf\nJjEysWln4lAeAJRZYe1nZXzkeLYlbvNZHr755hs07TTgcuBrlNrJgQMav73gt5TUlTBh3gROPuvk\nwy844uxHjb0Go8HImQPPPO4+dIRk4sQwOGYws4bP4t2d7zIwamDTzkTzTLhMLqz9rZwRcwabEjf5\n5TOiufGJ41m+azmVDZVEhbZ9BTjot3wJNYUyPnH8UZfxpY5kwtuTl28Dk4He6HsO9wHvAcuAgUAO\ncClwsI3XykyvfrJ231re+P4NGl2NRFgisBgtON1OKhsrMRlMTIqYxP3z72fHjh2Ul5czadIkNE3D\n7XbzzTffMGBA69N7HVVUVERRURFjx47l5/0/c+qppzLlrimse3YdJrOJjPkZVJZUsu5f65h6x1RW\nPLCC5auWM2XUFB/8BjrOh7MfSyaCjFKK1dmr+deOf+FwOYgIicBsMONwO6hurKahrIFV96/i510/\nc+DAAZ/l4YsvvuCii26hpmYz+n7ofkymFM44Yzz7S/ZTVlfGiPNGMOXyKZTsLeHDJz/E3mAnOi6a\nybdMxml2cvOEm0mL6/x8acdDMtFzKaX4+OePeWfnO7jcLiJDIjEZTNhddqrt1TjKHXxx/xf8vOtn\nv31GHHJoBzt/fz7l9eWMPG8k51x+TqtMTLppEoZQA7dNvI2hvQIzvUCgZ8n3+x2JTzTN75A+cuRI\nddPim9Tjax9Xs++Zrfom91UGg0F9suoTdcopp6h3331XKaXUlClT1DvvvKOUUmrZsmXq3HPP9Uvf\npl8wXd3wlxuUOcyswvuEq1/981dqwu8mKIvNov6Y+UeVMDBBlZeX+6VtbxAcYyoCtv09VfNMjBg5\nQt1w/w3qsa8fUxffc7GKS45TmqapYcOH+SUPTqdTnXXWDGW1nqPgXmW1nqRuvfWOpjvH7ynco/oO\n7KsueuYi1WtILzXjoRlq3rvz1BnXnaHOnne22ntgb+d/AZ2AZKJHOjIT1913nXoo8yH1y/t+2ZSJ\n4cOHd9lnxP79+5sysTN/p+ozsI+a9cws1WuwJxPv6Jk4d/65Kvdgrk/b7igCnImAbnxP1PzNV11d\nrYYMGaLGjTtTaZpJmc2hKiVlkJowYYJ68sknm14TERHR9NjtdqvIyEif9aeiokK9+uqrasmSJSoh\nIUEVFhaq8PBwddXvr1LLty1Xffv3VeG2cOV2u1VycrIqKyvzWdsdFegweARs+3uqIzPRv39/FRYW\npQwGs0pMHKqioqLUrbfe2rS8r/Ngt9vVyy+/rO655171wQcftHp+1qxZ6r8r/qtskTa1cs9KtSZn\njdrw4wY1cuTITrXrC0gmeqTmmSgqKlJWq00ZDGZlNJrV3LnXqJiYGL9m4lhmzZqllq1Y1pSJL3O+\nVJt3bpZMSBj8Lz4+UZlMMxTYFeQoMKjJkye3WCY9PV1lZmYqpZT6/PPP1bhx4zrVpsvlUrm5ueqH\nH35Q/foNVlbrhUrTeqnQ0Eh1+umnq7vuuktNmzZNjRw5UoWHhyuDwaCSk5OVyWRSSUlJqri4uFPt\nH69Ah8EjINt+otizZ48yGi0K/qLApeBUZTSa1KZNm5qW8XUe2pOdna0GDhyoqqqq1BlnnKGWL1+u\nlFLqiSeeaPFBFShIJnq8q6++ThkM/RV8pKBEGY0xKiYmRm3evLlpGcnEYUjR1HNlZ2crg8GoYLsC\npeArBaiYmBg1duxYNXbsWPXRRx+pjRs3qtNOO02NGTNGTZgwQW3ZsuW42ywrK1NjxpyhwsLilMFg\nUzBawVQFf1YwXiUkpLRYfvfu3eq0005TSimVnJwsp+ckE371zDPPKE2zKqj25EFTgBoyZIhf8tCe\n6urqFqfJd+3apaZNm6ZOOeUU9cADD6hevXr5pd2OQDLR4w0cOEpBfItMmEwmNWzYMMlEG5CiqWdw\nOBxq3759qq6uTil1+M2XkDBEwTJP0eRWBkMvddttt/mtH3PmzFVm8+88e/FVCnorOKcpjCEhVpWa\nmqrGjh2rPvjgA3XVVVep1157TSmlVEpKihRNkgmfsdvtat++faq+vl4ppWdi2LBhKiSkv4I6TyZ2\nKIPBqDZs2OD3/hQVFanLLluoxow5S11zze/VOeec0+I0eXPNdyYCCclEj9LY2Kj27dunGhoalFJ6\nJmy2KAXXNH1GWCzz1cCBSS2ONPnLvn371OzZV6kxY85Sv/vdLercc8+VTEgY/O+7775TffokqbCw\neBUSEqFefvkVNW3aNPXkk0+qdevWKZutjwoPv1zZbJNUeHikWrt2rd/6kpSUpmBLsyNbmoIYBWlK\n0yLUxRdfqp5++mk1dOhQNXToUHXXXXf5rS8dFegweAT619AjfPPNNyompr+yWvupsLBo9fbb/1LT\npk1Tf/7zn9Vlly1Q4eEjVHj4r5TVGqeGDx/h9w+I+vp6lZIySplMtyr4TBkMg1R8/ADldrublikp\nKVFK6ae3m+9MBBKSiR7jiy++UBERfZTV2k+Fh/dSK1asUNOmTVN33nmnio7up2y2i5TNlqGGDBmt\nJk2a5PdMVFZWqvj4QcpovM+TiYEqKWlwi2UkExIGn3O73SouLkXBm55C5UdlNIaquXPnNi2Tk5Oj\nXn/9dfW///1PnXXWWS3Gb/jalCmzlMGw1NMXpzKZzldGY6gym8PUr351jWpsbPRb250V6DB4BPrX\n0O01Njaq6Oh+Ct7zvA83K6MxRF199dVKKT0zn3/+ufr73/+utm/frjIyMvyaCaWUWrNmjYqIOEWB\nu2lnQtNMauTIkU2nQIJxZwLJRI9QWVmpbLY+Cr5o2qE1mULUokWLlFJKFRcXq7ffflu98847qra2\ntksy8f7776uIiHOO2ME2qLS0NMmEhMF/ysvLlcUS6XnjHR63lJSU1GLc0rvvvqsSExNVaGioiouL\nU9OnT/dLf7KyslRcXIqKjJyobLaRasKEKaqurq7FHnWwCnQYPAL9a+j2srKyVHj4gFaZGDRoUEAy\noZRSa9euVTZbmqdoUgoaVGhob5WXl+e3Nn0ByUSPsGXLFhUZmdoqEyeddFLAMvHRRx+piIiJzTJR\nrcxmq6qqqvJbm75AO5noismbPH0Qx8vlchEZ2Ye6uk+AU4GDhIen8/nnbzNhwoSA9Km6upoNGzYQ\nGhrKhAkTMBqNx35REAj0pGUekolOqq2tpXfv/jQ0rANGASWEhY1h06YvGDlyZED65HA4GDduMrt3\nn0Rj43TCwt4kIyOMDz/8j99uguoLkomeoaSkhKSkYTQ0bAYGAXmEho7lp5++8+kklR1RX19PWtoE\n8vJOx26fjNX6MrNmpfDPf74SkP54q71M+P+mLqLTjEYjb731Glbr+URGno/VOpqFCy8JWMEEEBER\nwZQpU5g4cWK3KZhEzxEeHs7LL79AWFgGkZHnExY2lj/84fcBK5hAv/no119/wu9/35/p09/lzjsn\nsnz5P4O6YBI9R9++fXn88UcIC5vgycSpPPjgfQErmADCwsLYuDGTa6+1MX36u9x330z+8Y+/Bqw/\nviBHmrqR3Nxctm3bRmJiIunp6YHuTrcke9U9S1ZWFj/88AMpKSmkpQXmNiTdnWSiZ9m9eze7d+/m\npJNOYsSIEYHuTrfUXiakaBInFPmAEKIlyYQQLcnpOSGEEEKITpKiSQghhBDCC1I0CSGEEEJ4QYom\nIYQQQggvSNEkhBBCCOEFKZqEEEIIIbwgRZMQQgghhBekaBJCCCGE8IIUTUIIIYQQXpCiSQghhBDC\nC1I0CSGEEEJ4QYomIYQQQggvSNEkhBBCCOEFKZqEEEIIIbwgRZMQQgghhBekaBJCCCGE8IK3RdOr\nQDGwvdnPFgP5wFbP13Sf9kyI4CaZEKIlyYTo8bwtml6j9ZtdAX8G0j1fK33YLyGCnWRCiJYkE6LH\n87Zo+gqoaOPnmg/7IkR3IpkQoiXJhOjxOjum6Xrge+AVILrz3RGi25NMCNGSZEL0GJ0pml4AUoCx\nwH7gCZ/0SIjuSzIhREuSCdGjmDrx2pJmj/8GrDjagosXL256nJGRQUZGRieaFcJ7mZmZZGZmdlVz\nkgkR9CQTQrTUkUx05FxzMvobPs3zfT/0PQeAm4FTgSvaeJ1SSnWgGSH8R9M08N0Yi2QkE6Kbk0wI\n0VJ7mfD2SNPbwGSgN5AH3A9koB9yVUA2sKiT/RSiO5FMCNGSZEL0eF1xVYPsQYig4eO96uMlmRBB\nQzIhREvtZUJmBBdCCCGE8IIUTUIIIYQQXpCiSQghhBDCC1I0CSGEEEJ4QYomIYQQQggvSNEkhBBC\nCOGFgBZNXTgrrVeCqT/B1BeQ/nSVYNuuYOpPMPUFpD9dJdi2K5j6E0x9gROjP1I0NRNM/QmmvoD0\np6sE23YFU3+CqS8g/ekqwbZdwdSfYOoLnBj9kdNzQgghhBBekKJJCCGEEMILXTF1fib6/YiECAZr\n0O+HFUiZSCZE8JBMCNFSMGRCCCGEEEIIIYQQQgghhBBCCBF4i4F8YKvna3oA+jAd2AXsAe4IQPtH\nygG2of8+NgSg/VeBYmB7s5/FAp8BPwGfAtEB7MtiAv+e8afFBH77JBMtSSYCazGB3z7JREuSiQC5\nH7glgO0bgZ+BZMAMfAeMCGB/ALLR33yBciaQTss34GPA7Z7HdwCPBLAvgX7P+Fugt08y0ZpkIrAC\nvX2SidZOyEwEy5QDXXEV39Gchh6GHMAB/AuYFcD+HBLI38lXQMURP/sF8Lrn8evARQHsCwT299MV\nJBOtSSaO3heQTPiTZKK1EzITwVI0XQ98D7xC1x3OOyQByGv2fb7nZ4GkgM+BTcCvA9yXQ+LQD3/i\n+TcugH2BwL5nuoJkoiXJxLFJJvxHMuGdHp+JriqaPkM/bHbk1y+AF4AUYCywH3iii/p0iOri9rwx\nEf1Q4wzg9+iHHoOJIrC/t0C/Z3xBMtExkon2Bfo94wuSiY6RTLTPL+8Zky9W4oWpXi73N2CFPzvS\nhgJgQLPvB6DvRQTSfs+/pcC76IeGvwpcdwB9ryEeKAL6ASUB7EvztgPxnvEFyUTHSCbaJ5nwL8mE\nd3p8JoLh9Fy/Zo8vpuVArq6wCTgJfYCfBfh/wPtd3IfmrECE53E4MI2u/5205X1gnufxPGB5APsS\n6PeMvwV6+yQT3pFMdJ1Ab59kwjuSiS7wBvplk9+j/4IDcQ50BrAbfaDfXQFov7kU9CszvgN+IDD9\neRsoBOzo5/EXoF+l8TldfynpkX1ZSHC8Z/wpGLZPMtGSZCKwgmH7JBMtSSaEEEIIIYQQQgghhBBC\nCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghThxRwG+bfd8f+I8f2xuDPt9HoAwAVgM70Of3uKHZ\nc38CdqLPa/EO+u8G9Lk3VgPVwLPNlg8DPvS85gdgqT87LrqMZOKwjmYCYCX6/Dk70O95ZfZXx0WX\nkDwcdjx5OOR9etAEkyeyZLr2P3I+R39TdYV49HvxANjQJ2sb4fl+KodniX/E8wX67LMTgUW0Lpom\nex6bgS+B6X7ptehKyUgmjjcTh9ZxyH+BK33cX9G1kpE8dCYPALOBt9AnmxTd3L+AOmAr8CiQxOGA\nzEefSfRTIBu4DvgDsAX4BojxLDcY+Bh9qv0vgWGen1/iWdd3QCZ6YbEP/Z44W4FLgVOBdZ51rgWG\ndrDtTOApz/q2e9bXEcuBKW38/GLgzSN+Np/2w/wUcHUH2xfBRzLhm0yY0feuZUeie5M8dC4PNvR7\n4o1AjjT1CM0DAC33KuYDe9Dv7dMbqASu9Tz3Z+BGz+MvgCGex+M934NeVR+6/02k5995wDPN2osA\njJ7H56LvmXak7dXAS57HZzbr+zjg5Ta3uOW25tJyz/iQFcAVR/xsHkf/gIgG9nrWKbo3yUTnM/EJ\ncAD49zHaE8FP8tC5PDwJzKL177FbMgW6A0FAO8bzq4Faz9dBDt8peTswGv0NewYtz3FbPP+uBV4H\nlqGf/z3UXvM2o9HvkTMEULT8PzlW24e87fn3K/TgRaLv0WxqZ7ts6OG7Eag54rm70e/h8892Xt+c\nydOHp4EcL18jgpdkovOZOA8IQS+a5qFvs+ieJA/Hn4exwCDgZnrIDrUUTcfW2Oyxu9n3bvTfnwGo\nANLbeO1vgdOAmcBm4JQ2lnkQfa/jYvRKPLMDbR+Nauc50A8B/w/90OqRd6GeD5xP24djj+av6Oe9\nnznWgqJHkEx4p9GzzvFI0dSTSR6ObgL6Ea1sT3/6AquAc7x4bVAyHHuRHq8a/fBnRx3aE6hGf0PM\nafbzQxX+YGADcD9QCiQCVUe0F4l+d2bQ7xLdkbYPPf5/nseT0Pc2qo/x2leAH9HPczc3HbgN/VBq\nwzHaPWQJ+jbcfMxei+5CMnFYRzMRzuHTLSbgAvSxJKL7kjwc1tE8vAgkACmetn+iGxdMIEUTQDn6\nIdLt6IP8FIer8OaPaePxoe9/hT4A+jv0SzR/4fn5Y+jnrLd72tiGfjh1JIcH+T2Gfqn+FvTz1h1t\nW6G/ebcAz3N4IPbRzldPRL+a52xPH7ZyeKDqs+iHZD/z/Pz5Zq/LAZ5A38vIA4ajB/z/0Af4bfG8\nZmEbbYruRTJx/JkIB95DvyR7C/qg3lfbaFN0H5KHjudhH3oemtOO6KMQAbEaODnQnRAiiEgmhDhM\n8uBDcqRJCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghREuTJ08+dOmjfMlXMHxlEmCSCfkKsq9M\nAkwyIV9B9pVJAKmjuf/++4/6XCAEU3+CqS9K9Zz+eAIRaD7fLn8Jpv4EU1+U6jn9QTLRIcHUn2Dq\ni1I9pz+0k4nOTDmwGMin9eRXQpyoFiOZEKK5xUgmRA/SmXvPKfQ7Kf/ZR30RoruTTAjRkmRC9Cid\nndzyWHd/bldGRkYnm/etYOpPMPUFpD8dIJnwk2DqC0h/OkAy4SfB1Bc4MfrTmTfz/eg3D6wENgG3\not8I8EieU4RCBJ6madDJP+LtkEyIbkcyIURL7WXiWEH5DIhv4+d3A+vR78oM8CD6nb2vbmNZCYMI\nGj74gJBMiB5FMiFES+1l4lhjmqZ62cbfgBVHe3Lx4sVNjzMyMoLuEJ7ouTIzM8nMzPTlKiUToluT\nTAjRUkcy0Zm9i37Afs/jm4FTgSvaWE72IETQ8POpCMmE6HYkE0K01JkjTe15FBiLfnVENrCoE+sS\noieQTAjRkmRC9Cj+2rtoTvYgRNDw8161tyQTImhIJoRoqb1MdHbKASGEEEKIE4IUTUIIIYQQXpCi\nSQghhBDCC1I0CSGEEEJ4QYomIYQQQggvSNEkhBBCCOEFKZqEEEIIIbwgRZMQQgghhBekaBJCCCGE\n8IIUTUIIIYQQXpCiSQghhBDCC1I0CSGEEEJ4QYomIYQQQggvSNEkhBBCCOEFKZqEEEIIIbwgRZMQ\nQgghhBekaBJCCCGE8IIUTUIIIYQQXpCiSQghhBDCC1I0CSGEEEJ4QYomIYQQQggvSNEkhBBCCOEF\nKZqEEEIIIbwgRZMQQgghhBekaBJCCCGE8IIUTUIIIYQQXpCiSQghhBDCC74omqYDu4A9wB0+WJ8Q\n3Z1kQoiWJBOiR9A6+XojsBs4FygANgKXAzubLaOUUp1sRgjf0DQNOv++b49kQnQrkgkhWmovE509\n0nQa8DOQAziAfwGzOrlOIbozyYQQLUkmRI/R2aIpAchr9n2+52dCnKgkE0K0JJkQPUZniyY5nipE\nS5IJIVqSTIgew9TJ1xcAA5p9PwB9L6KFxYsXNz3OyMggIyOjk80K4Z3MzEwyMzO7sknJhAhqkgkh\nWupIJjo7+M+EPsBvClAIbEAG+Ikg1gWDXiUToluRTAjRUnuZ6OyRJidwHfAJ+hUSr9AyCEKcaCQT\nQrQkmRA9hj/3Lg6RPQgRNLpgr9obkgkRNCQTQrTkzykHhBBCCCFOCFI0CSGEEEJ4QYomIYQQQggv\nSNEkhBBCCOEFKZqEEEIIIbwgRZMQQgghhBeCpmjKy8vj7LPPZtSoUaSmpvLMM8+0uVxFRQUXX3wx\nY8aMYfz48ezYsaPTbY8bNw6Hw9Hp9QghhBCi5wqaoslsNvPkk0+yY8cO1q9fz3PPPcfOna3nP3v4\n4Yc5+eST+f7773njjTe48cYbO9VudnY2CQkJmM3mTq1HCCGEED1b0BRN8fHxjB07FgCbzcaIESMo\nLCxstdzOnTs5++yzARg2bBg5OTmUlpa2Ws5ms3H77beTmprK1KlTWb9+PZMnT2bw4MGsWLGiabmV\nK1cyY8YM3G438+fPJy0tjdGjR/PUU0/5aUuFEEII0R119jYqfpGTk8PWrVsZP358q+fGjBnDO++8\nw6RJk9iwYQO5ubnk5+fTp0+fFsvV1dUxZcoUHnvsMWbPns19993HqlWr2LFjB/PmzePCCy8E4JNP\nPuGpp55i69atFBYWsn37dgAqKyv9v6HBqK4O9uyBnBzYtQvKy8HlAosFEhJg2DAYOBCGDAGjMdC9\nFcL/ampaZqKi4nAmEhNh+HA9E4MGSSbEiaGyEvbuhaws2L1b/97lgpAQSEqCoUP1f5OTwRA0x2Z8\nIuiKppqaGubMmcPTTz+NzWZr9fydd97JjTfeSHp6OmlpaaSnp2Ns4w+VxWLhvPPOAyAtLY3Q0FCM\nRiOpqank5OQAYLfbyc/PJzk5maioKLKysrjhhhuYOXMm06ZN8+t2Bp3CQli9GjIzwekETYOICAgN\nBbNZD8SuXbB5s758VBRMnw5nnAGRkQHtuhB+sW8ffPEFrF2rv/8NBj0TISF6JpxO+PFH2LRJX75X\nL5gxAyZMgPDwwPZdCH/IzobPP4f168Ht1ncSIiL0HQizGRwO+P57/XmAvn3h/PPhtNMgLCywffeR\noLr3nMPh4IILLmDGjBncdNNNXr0mJSWF7du3tyqwIiIiqK6uBuCBBx7AZrNx6623tnjuiy++4IMP\nPuDJJ58E9KNTK1eu5B//+AexsbG88sor3m5j92W3wwcfwPvvg8kEcXH6m/9YamuhrEwPwoIFMG6c\nXmgFObnPljimhgZYvhxWrtSzEBenZ+NYamr0TEREwDXXwOjRkgnvSSaCWV0d/Pe/+k5ESIieCW+O\nqlZX62crYmP1TIwc6f+++kB7mQiaI01KKa6++mpGjhzZbsFUWVlJWFgYFouFl19+mcmTJ7d5RMob\nh8YzAZSXl2M2m5k9ezZDhw7lqquuOq51divFxfDMM1BQoJ9668hg+PBw/au2Fp59Fk4/HRYu1AMl\nRHeVnw9PP60XP4mJ3hVLh9hs+ld1NTzxBGRkwFVXdSxXQgSbrCz9b3xlpX4auiOnoCMi9K/KSnj0\nUTjvPLj00o7lKsgETc/Xrl3Lm2++yejRo0lPTwdg6dKlTJ8+nZdeegmARYsW8eOPPzJ//nw0rdfF\nnAAAIABJREFUTSM1NfWoR4O0I/bwmn9/6PGaNWtYsmQJAAUFBSxYsAC32w3AI4884tsNDDaFhbB0\nqX6KITn5+NcTHg4pKbBhA1RVwY036qf0hOhucnPhkUf0D4WkpONfT0SEnos1a/RM/O53+ukLIbqb\nPXvgscfAatULpuMVFaXvUKxcqRdQv/51ty2cgur0XFfKz89n0aJFfPjhh4HuSterqIAHHtALpt69\nfbNOpfQxIGPGwA03BO3gPzkVIdpUUqJnwmSCmBjfrFMpffD46afDokVBe6pOMiHaVFAAf/yjXjBF\nRflmnUrpR66mTtWPwnbDTATnJ1sXSExMPDELJqXgjTf08Re+KphAf/MPHKgPFP/yS9+tVwh/c7vh\ntdf0nQhfFUygZyI5Gdatg2+/9d16hfA3pxP++lf9qKuvCibQM5GSog8m91yp3t30qKLJ4XDI/ErH\n8u23+tU+CQmtnso5eJC0F15o9fOr33uPsS++yOgXXuDif/+byoaGttetafp633pL33MXojtYswZ2\n7ID4+FZP+SQT8fHw97/rR3iF6A4+/VQ/Stq3b6unOp0JgwH69IGXX9Z33ruZ7nlS8SjGjx/P1q1b\nvb7y7oTjdMK//qX/Edc03MpNeV05eVV51DvqKam1Y3fZaXQ2EmI6PKD7qenTifAM8L71k094dsMG\n7jnrrLbbCA3Vj2Z99BHMn98FGyVEJzQ2wrJl0K9fUyZKa0vJq8qjwdlAaa0Dh0vPhcV4eFxShzJh\ntUJpqb53fcklXbFVQhy/2lp4992mHWuX20VJbQkFVQU0uA5nwuFyYDYevsihQ5mIiNDHEK5ZAzNn\n+n2TfKnHFE27d+9m69atvPHGG4HuSvD68Uc4eBCSkzlQf4CNhRupbKjl3tV7cbqhzu6kpM5Or8ce\nw+5SmA1G+kVEoJSiwemkT3g4+VVVXJ6a2n478fHw9dcwZ44++E+IYPX99/rl1HFxlNSWsGX/Fqoa\n61plIvbRQ5kwHF8m+vXTi6YLL5QLJURw27RJn2/JYqGouogtRVuoaWzg3swsnG7VlImYRx/tXCb6\n9tUHhk+b1q2uMO0xA8EPXREngwnb8ec/w969lIVrrM1bS4gxhFBTKA1OF6EmIwVV9Vz57gZuHD+Y\n7IpKPsuqYMHYdH4qL+eH0lKUUgyJjSVz/nxMxxronZOjz980eXKXbJq3ZNCraGHJEigtpdhs55v8\nbwgzhRFiCmkjE4PIqqjk86yDx5+J7Gz4/e/1if6CiGRCtHDnnWC3U0A1Gwo2EG4Jx2K0tJuJhekn\ns7us7Pg+J269FdLSumTTvNXjB4L/5S9/AWia6Vu0weWCnTtxRkWwoWADocZQQk36Hm+oSZ93o7im\nHg1YtqOAD/eUYdIU3xcXsq+qitLaWuJtNrYVFzPAMxlou8LD4Ycf/LhB3VteXh5nn302o0aNIjU1\nlWeeeabd5Tdu3IjJZOKdd97pdNvjxo3D4XB0ej3dXmMj7N2L3RbGxsKNWM3WptPSoSYjJbUNLPnq\nRwD+82MhX+ZWEhliYNmPO/i+uJjS2lpCTSZ2lZXxkDcXP4SG6kd7hQhW1dVQVER9qInN+zdjs9ia\nTku3l4l/7/jh+DJhMunTGnQj3b5ocjgcXH/99UyZMoWkzsyt0tOVloLLRVFDGXaXvcWYJbdSXPP+\nJu5a9QMhJgNWsxGXAocbGpz1XD5qFG6lUEDvsDBs3hxKjYjQwyB7j20ym808+eST7Nixg/Xr1/Pc\nc8+xc+fONpd1uVzccccdTJ8+vdNHUrOzs0lISMDcjQ6H+01REWgahbVFON3OFmOW3Epxx+fbyTpQ\ni9VsJNRopLLRSWJkGKP6RPC7U0/FrRR1DgexYWGsy88/dnuHMiFEsCosBIOB/OoC3MrdYszS0TKR\nEBFKWt+o48uEzQZH+bsXrLp10bR7924snknjPv300wD3JsiVlgKQVZFFiDGEsrIyfvrpZ3Jzc3E6\nHPxxXH/uGRtPg9PNzJPiCTcbcSqFQXOSkZxIVEgIW379awqqqzF5MyNsSIg+iVl9vZ83rHuKj49n\n7NixANhsNkaMGEFhYWGbyz777LPMmTOn1U2pm7PZbNx+++2kpqYydepU1q9fz+TJkxk8eDArVqxo\nWu7QLPhut5v58+eTlpbG6NGjT8yrTj1XeO49sJdQUyglJSX89NPP7NuXh9PhYMm4/tyTHk+dw8UF\nQ+MxALvKarGaXZyTPICokBAsBgNWs5lib64CCg/XP5RcLv9ulxDHq7QU3G72VuzFarZSVFTETz/t\nIT8/H6fDwYOn9OOe9H4tMrG7vI5Qk4Opg5I7ngmbTZ/frxvp1gPBv/vuu6bHhiCdTDFo2O0A1Dnq\nKC4sYd++Ityu/miGanJyN6IRwQF7KKEavLApC6VAoRgUbeWWTz+nzumk9+OP41SKrIoKnv32W64f\nP/7o7Wma/mW361cPiaPKyclh69atjG/j91lQUMB7773HqlWr2LhxY6uZ7g+pq6tjypQpPPbYY8ye\nPZv77ruPVatWsWPHDubNm8eFF14IwCeffMJTTz3F1q1bKSwsZLtnrpTKykr/bWCwstvB7abWUUtJ\nQRmFBeW4XfEYDAfJydkHRHHAYSFUg+c3ZuEGokPN9LJauPnTz6h1OKix26m027G7XN5lAvRBth25\nFYUQXaWhAbdSNDgbKM4tpbikCrerLwZDOXuzctCI5YDD2PQ50ZSJMAs3rvyk45kwGvXT5EoF7USX\nR+rWRVNiYiJz587lT3/6U6C70m1oaOTuy0W5TgNCqXUUYjDVEBreB81aSfQBA/VON0ozYNCMjOob\nQf/IKOJtkeytqGByUhJWs5nLjnVlRFOD3SMIgVJTU8OcOXN4+umn27yH4k033cQjjzyCpmkopY56\nes5isXDeeecBkJaWRmhoKEajkdTU1Kaxfna7nfz8fJKTk4mKiiIrK4sbbriBmTNnMm3aNL9tY9Dy\nFPaa0sjPzwP36YCFGgcYzHZCw2PQVBVRZQbKGt2M62cjr8rBSbFW4sJjKa2tJ95m4/LUVDYWFkom\nRI+gAS6ni6LiIpT7dMBEjcOJwewm1BaF5q4iqkyjrFExrn8EeZV2TuplJd7Wm5Lauo5nopvloVsX\nTRMnTmTixImB7kb3EBYGQGxYLMqkwGUGzUV1aBnLCxpQZOFwQaNLUesCk8GNUm4e+mov0aFhVDba\ncbhcpERH89IFF9AnPLz99g59uMvl1UflcDj45S9/yZVXXslFF13U5jKbN2/msssuA6CsrIyPP/4Y\ns9nML37xixbLNR+jZDAYmk5bGwwGnE4nAF999RVnnnkmADExMWzbto2VK1fy4osvsmzZsqPex7HH\nCgsDTSMqJApMGtg9mQgrY3l+LYocHC44aNfvR/lDaS0Ol+Lhr7KIDt1PcW0dFqORNbm53mXC5dL3\nrGU8mQhW4eFomobNbEMzaSi7EQxOqi0HPJmo82RC//v+Q0kNDpdi6VdZRIUWUVxb27FMOBz6aetu\nVDj12HNa5XXlbC/ezkcbP2LYyGG43C3HEcyfP59BgwaRnp5Oeno627ZtC1BPu0h8PCjFoJhBREZF\noRl2QUQOcVEOFg1V/GZoDNcNj2NAuP6WuGNiPH+ZEce4/mEsGDsci9HIwKgoyuvrWfDee/x84ED7\n7dXV6fNwhIS0v9wJSinF1VdfzciRI9udjDUrK4vs7Gyys7OZM2cOL7zwQquCyVuHxjMBlJeX43Q6\nmT17Ng8++CBbtmw5rnV2a54ZwIf1GUZ4RDiaYTdEZhEX4WTRUMWik2JIDDczOsaAAm49PY5nZ/Tl\n1AQrGckJmAwGFqanU1Bd7V0mamr0GwHLUAIRrOLjwWBgVPwoLOEWNMMeTyZcnkzEtsrEMzP6cGpC\nOOekJHY8E9XVMGhQl2yar/jiSFMOUAW4AAfQZZOQKOXG7S7E5SrB5crG7S6jvK6YbSU72FVWwkF7\nJIUFTkpqS7jts9uYedJMzko6C7PRjKZpPP7448yePburuhtYMTFgtRJrtJE+fAxb935HjeMAbrsC\nYoAK8mqd7KoCowZvfF+OQnFucjyrcn6mzuHgvMGDWXbJJby7cycL33uPLxcsOHp71dXQ3rnsni2H\nY2Ri7dq1vPnmm4wePZr09HQAli5dyvTp03nppZcAWLRokdcNHjnWqfn3hx6vWbOGJUuWAPpYqQUL\nFuB260dRHnnkEa/b6jH69gWjkT6hsYwZnsa2rO3UuupQnkzk1R5gW4WL3hYweDJx0TAb55+UyJ+/\nycKoaYSZTGz89a+9z8Tpp3fZ5gWZHAL0OSE6oF8/UIp4Wxyjh6WyI+dH6lx1KIeGnokytlW4W2Zi\nuJ6JJ77Z2/FM1NTA8OFdtnm+4IuiSQEZwDFKSt9xu2txOrdht3+F210FgKaFkV9Vytf71mExGhkc\nHYrZUEGxq4FPjXbWPPEur+58haSTklnz3hq94yfS5fCaBuPGoa1bx4QBE8g6mIWp0UhF6UGUOwKI\nZKBNceOIfP6RDf93ZiwJEQnsOeBkV3k1SVE2/jR1KgAXDR/Ogvfea7+9hgYYPdr/2xWcjpmJSZMm\nNRUsRzpasfTaa68dtcGqqqqmx/fff3+r5/Lz8+nTpw8hniN/o0ePZvPmzUdd3wnBaITRozH8+CNn\nJJ1BTlUO5kYTB8uqUe4IBtoiuX+M4qB9H//INvB/Z8aSGJnIT+UOBsdYKa+D2SNGAF5mwuEAb8c9\n9Txd/jkhjkNoKAwfjikvj4nJE8mtycXSaOZgeW2zTLg5aM/jHzkG7j6zFwOiBrCrrJHBMVYO1Gve\nZ0Ip/WbZw4Z10cb5hq+OE3fJCUmlFHb7dmprn6Ch4QM0zYLJNBCTaSAVDRqrczYQao4h1Nwbu9tG\nrTOKOlcEhTl1XD43itc/TEeZD3LNvdcAcNdddzFmzBhuueUW7J6ry3q0jAxwOHC5ncSExRAXEYcl\nzIJm3g+mA2AuwhxqpKLBTb2jFxEhEXyRXcKY+GjG9bexKjsbgDW5uQzr3fvo7TQ06OepT9yiCQI/\nw3ILiYmJfPjhh4HuRvCZOhXq63G6nfS29iYuMg5ziBHNXASmA2jm/VjCLHomnL2wWWx6JuKiOS0h\n0vtM1NRAr17d7gPCx4IqE+Iopk2Dmhocbgd9rX3pG9kXo0WBubgpEyHhFirq9UxYzVa+yC5hdFwU\n4xOivc9EVRUkJp6Qp+cU8Dn6YdeXgJd9sM7WjagGGhrexeHYhtEYT63DRWl1Mbm55dx09XIe/feZ\nmI3mpgnqnr17C9k7K1EKLKFG+g9LwOF2cfn/i+Cff1/NW699zGuDX8Nut3Pttdfy6KOPcu+99/qj\n68EjORmSk3EVZGHUjMTaYuk1qBc5BbnU1NVhDYsgJKovA7J+4uOfy3j62xySo61cNHwwBxtqeHPb\nTp5cv56IkBD+5rmEvU1FRTB79ok84LVLMlFfX09ZWRkDBgzwx+pPDEOHQlwcrgP7MWpG4m3x9Brc\ni5yCHGrrGwi3RhIS2ZcBe3fz8Z4ynl6vZ2LW8BTqHXZe+87LTJSUwNy5J/JUA12SCeEDqakQFYWr\n6gAmg4le1l70GtyL7IIcGhoasdmisET0ZcCeXXy0p5Sn1meTHG3lF8OScCsDf93sRSaUgvJy/f6k\n3WgQOPimaJoI7Af6AJ8Bu4Cvmi+wePHipscZGRlkZGR0qAGl6qmrex2Xq5BqexRbir4hr1KfEKts\nfwM19hq+yv2KOFs8oaZQLEYLk85P5PqHTqaksI7b5qxh1fI8ps5Jos5hI9Tookr9DaVSsVisLFiw\ngMcff7wzv4PuQdNg7lyM99yBwaWfGjIZTQwZOLjFYq9fdGqL751uJ1EhIXxwRdtXeLVQWQmxsXDu\nuT7rdmdkZmaSmZnZ1c36PRMAVquVGTNm8NFHH3Wiqyc4gwHmzcP8wN1ontP1ZpOZk5JOarHYkZmw\nu+xEhYbywRUXHLuN8nL9jvGeKxcDrSdnQviA2Qxz52J55AHQ9ExYzBaGJQ9tsdiRmWh0NhJqCuGD\nK644dhulpTB4cNCMe+1IJnxd4t0P1ABPNPtZp27EqJSTurq/43bnUVZv4tO9n6JpGhGWSAyaRklh\nHQ///ht6pWgU7bXTJ8nCzQ+fRpRnzpuSwjpuuGAVky9M5LcPjOWlP35PfHIoMy7szezxCwgLm8ct\nt9yO1Wrl4Ycf7tTGdxfOZf9m00v3UdO/NybjsY8GVTVWMSByAOn90o+xYqc+u+tdd4HnvHawCcDN\nSX2eCYB7772XJUuWsG/fPjnS5AONr/2NTW8+RkNCHEbDsY8GVTZUMiR2CKP6jmp/QYcD8vNh8WJI\nSfFNZ32sp2RC+JBS1D/3NJuWP48jIR6DduyRPJUNlYzoM4KhvYa2v2BjIxQXw4MP6jsTQcifN+y1\nAhGex+HANGB7J9fZgt3+NS5XFg2uaD7P+pwQUwhRIVEYmh3SK95Xz8m/COeGV1MIsWr85x/bcCl9\nigG3U2G2GKgoa+TWX2ZSV+Pk7NkDePTOnxg//m5Gjx7OgQMHuOeee3zZ7aBmmnURkWPGE7K/5Jj3\nhlNK4VZuUmKO8Qff5YLcXLj44qAtmLqI3zNRWlrKkiVL+M1vfiMFk4+EXPYrIoeNxry/5JjLKqVQ\nKJKij3GvS4dD34m4/PKgLZi6iN8zIXxM0wibdzWRA0/CWHTsTLiVfuZiQOQx/h7Z7fpOxPz5QVsw\nHUtnT8/FAe82W9dbgM9uAudy7aex8TOMxgT2lu3E6XYSGRLZarmYuBAShutXBaVPjWbtO+VUNVQR\nExbD+6//zNRLkph76+E9wurGapa+OoVzUibjchUQHv57jMYT6FYfISEk3P0IWbfOoXd+MY3941CG\n1kW1UorKxkr6R/TXJwA8moYGPQi/+AUcZZLGE4hfMwHQt29fAF544QVfrvbEFhZG//v+RN7NlxJb\nUEJDvz76NdVHUEpxsOEgydHJ2CytZ3BvUl+v32fukkvAM1P7CczvmRB+EBFB3P1/ovDWK4jdX0p9\nfO82xx8ppahsqOSkXicRZg47+vpqa/XxrnPnwlln+bHj/tXZI03ZwFjPVyqwtNM9aqax8TM0zYpb\nGdhRuoOIkIg2lzNoBkwGMy63C6X074tri/nvSz9RfdDRomACaHTZGdprKJpmwmAIp7HxE192u1uI\n6tWf9Mf+QdboAZj25WOoOnxzReW599DBhoPEhcdxcr+T277nmVKwfz+UlcHChfoHRDcb1OcHfs3E\nM888A8DObnZn8O6gV3wKox5/neyhfbHsy8dQW9f0nFKKekc9FQ0VJEYmMjruKFeGKqUXSxUVsGgR\nXHihZMLPmRD+E580kqGPv0ZOUjSW3AIMdQ1NzymlqHPUcbDhIEnRSYzsM7LtlSil71TX1MCNN+pX\nrHZjQTs1rdtdjtP5EwZDb+qd9dhddsyGtsfflBfVU5cTRqOzke2rqklOs/LtB+VsW1/K9Q+3HIdT\n76jHag6jf0R/ADStF07nz7jdZX7fpmCT0HcwMx/6D44/3ILL7cC0Lx9naQmVDQcJMYZwav9TGZ84\nHpPhiAOSLpdeLOXm6lfkPfQQnHOOfDj42UMPPcSNN97IrFmzGN7NJoTrLpISRnLen/5Hw/W/xVVf\njym3AEdZCVUNlVjNViYkTOCU/qe0HvfkdEJBgZ6JYcPg4Ydh0iTJhHcGAIwaNYrU1NSmHYMjvfXW\nW4wZM4bRo0czceJEn9zFYdy4cTgcjk6vpycbnJzOOX9+l7prF+Kuqca8r4DGA6VUNhwkIiSC0wec\nTnp8eutxT4fG8+XmwpgxsHQpjBsXmI3woa5I9HEN8GtsXIXdnonRmEh1YzXv7HqH2NDYVsuVFtax\n9LoNDBoZye4fyogdaOSSO/rz8EV76dPfSphV/8A/bUo/ZsxLpN5Vz/TB04mzxTWtw+XKx2I5i5CQ\n4LjiKxAc9bUc2LAG86efE5ZbSKjFql9NZLHoVxi5XHoIPDc5Zfx4vVAaPLhbfTAEYNBrW44rE4eO\n9n399ddyz8UuYK+rpuKb1Vg++ZzQwlJCzaH6G6d5Jux2/bGmwcSJcPbZ+o6EZKIj4oH9Silqamo4\n5ZRTWL58OSOOGBv5zTffMHLkSKKioli5ciWLFy9m/fr1x91odnY2N910E+8da1JSAUBeXh5X/uoK\ninJzMNTWcU1KMremjtbf6xYLT3z/PbetX0/ZZZcRGxamT69x1ln6/ICJiT0mE0FbNNXWPo9SDRgM\nNuwuO//64V9EhkRi1I5+ZYtLucirzOdAfTlu5WZUn1EYNAN2l51Gl50wcxhnJ2e0KJgA3O4awILN\ndl2H+9njKKVPG1BYqA9iLS/Xi6WQEOjfX3/z9+/fdAPg7iYIPiDgODMxfvx45s6dy29+8xuMJ+58\nP11PKf1026GjqxUVeiZCQ/U8JCTot5/opjenDrZMXHTRRVx//fVMmTLlqAtXVFSQlpZGfn5+q+ds\nNhu/+93v+Oijj+jXrx8PPvggd9xxB/n5+Tz11FNc6Jk76IUXXkDTNK699loWLlzI5s2b0TSNhQsX\ntns/yBNVUVERRUVFjB07lprqak5JT2f5E08wwmQib+9efv3yy+wuLmbz668TO2KEnolueu/R9jLh\ni3mafE4pJy5XEUajfgrNYrQwOGYwWRVZRIdGH/V1Rs1IcnQSoaYQell7YTaYcSkXMWExDO01lP4R\n/du8nFjTrLhc+SjlQNNO2AkZdZoG0dH618ijnKMWAfHtt98GugsnJk3T5x6LjYVRx5hiQHRKTk4O\nW7duZfwx5u955ZVXOP/889t8rq6ujilTpvDYY48xe/Zs7rvvPlatWsWOHTuYN29eU9H0ySef8NRT\nT7F161YKCwvZvl2/oK+ystK3G9VDxMfHE++5ybUtIoIRqakU2myMmDKFWy65hMfeeotZs2bpZyFi\nW58V6imCtGg6iKYptGbnSIf1HsZP5T/hcrvanUfF7rITYgrhvMHnEW4J96o9vR0Nt7sCo7FvZ7sv\nhBCig2pqapgzZw5PP/00NtvRr0xcvXo1r776KmvXrm3zeYvFwnmeKxbT0tIIDQ3FaDSSmppKTk4O\nAHa7nfz8fJKTk4mKiiIrK4sbbriBmTNnMm3aNJ9vW0/TvLh97733SExMZPQJctusIC2aHCjV8shY\nb2tvxvUfx8aCjUSHRbc5KLzB2Ui1vYqzk8/2umA6RD8cJwMCRXBTqgG3uxSXqwylagGFpoViMMRi\nMPRG0yLbvtJRiCD3y1/+kiuvvJKL2pm2ZNu2bfz6179m5cqVxMTEtLmMudntmwwGAxaLpemx0+kE\n4KuvvuJMzwztMTExbNu2jZUrV/Liiy+ybNkyXnnlFV9tVre3bNkyPvjgC/r378Ntt91MSEhIU3Fr\nMBh4+OGH+eyzz5qW7+mTlAZl0XQ0qX1TCTGFsKFgA06XE4vRgsFgxOV2Ync5CDOHMnXQVAZEdXzC\nP/3/WT5sRPDRT1fvxW7/GqczC/2iV3fTEVJwe3YyFAZDBGbzmZjNaRgMbU/RIUSQ0QBGjhzZ7lii\nffv2MXv2bN58802GDBnSqQZXrlzJjBkzACgvL8dsNjN79myGDh3KVVdd1al19yRLljzK0qV/p67u\nOszm7bz55ukMGzagqbjdvn07OTk5jBkzBoD8/HxOOeUUNmzY0DSfXE8TlEWTplnQtNbVqqZpDO01\nlJToFH4uyeGKi1/Dbnficiimn5/KE0svaTp19/TTn3H33f9j374niI099lEn/XSgxefbIkRnOBy7\naGhYjlJVGAyRGI0D2z2SlJOTzyWXXMT69YuwWM7CYpmMplmYP38+X375JVFR+iSlr7/++glzOF0E\nvYmgn3ZLT9eniFm6dCnTp0/npZdeAmDRokX88Y9/pKKigt/+9reAfkRpw4YNrVZ2ZD6af3/o8Zo1\na1iyZAkABQUFLFiwALdbn9X6kUce8enGdVdKKR5+eCn19d8ByTgciuLigYwaZWoqbtPS0iguLm56\nTUpKCps3bya2B49pCsqr55RyUVPzRwyGeLR2rpY7cKCWiy9+hoYGBz//XMKsWSfz6qsLefnlNdx9\n9/+orW3ko49uYfLkYcdoz43bXYjNdn+77Qn/aGhoYPLkyTQ2NmK325k1axZLl+rz3z377LM8//zz\nGI1GZs6cyaOPPtqptoLtSqGjL1BPQ8NHOBybMBj6YDC0Pcaj0dlI7sFcfiz7karGag4UNfLS7bv5\n7Mvr6Gt1YzL2JSzsUq655h4uvPBCZs+e7Y/tET7UlXmA7pMJX8nPz2fRokV8+OGHXdJed6WUwmKx\n4nQWAVHA18CZJCYm0rt3bwAefvjhpiN2AIMGDWLTpk0+L5qCKRNBeqTJiMGQgFJVaFrr26YcEhsb\nzscf3wrAtGl/YseOfNat+5kPPviO1167mquu+qtX7SlVi8HQXwqmAAkNDWX16tVYrVacTieTJk3i\n66+/xuFw8P7777Nt2zbMZjOlpaWB7mqXcLurPTepLsFoTGpxQURzhVWFrM5Zjd3lINxiJSokkkZz\nLXaHkyvn/5WCPfWcnDaQV14uxu2u6vFjDfwlLy+PuXPnUlJS0nSJ+g033ND0/BNPPMFtt91GWVmZ\nTz4sJA/+lZiYKAWTFzRNY/bsy1ix4irq6+8FfsJm68PXX39NUlLb913MysryS1+CKRNBOyO4yTQK\nt/tgu8u43W7OOedRUlL+wMSJJ2GxmPj++30MG9aPmTPHeN2W212BySSXEgeS1arf+89ut+NyuYiJ\nieHFF1/krrvuahrY2adPn0B2sUsoVUdd3d9R6gAm04CjFkxFNUV8mvUpFmMIva29CDOFYdAMGDQj\nxfvqmD5nCJYwA6sz9zBq1F/YtOkr7rzzDyQnJ9OrVy8MBgNbtmzp4q3rnsxmM08++SQ7duxg/fr1\nPPfcc023scnLy+Ozzz476ofI8ZI8dNyrr75KVVVVoLvRo7z++gssXDiUQYMWcfrp/2bEk/e9AAAg\nAElEQVTNmpU+f697K1gyEbRFk9mchqbpp86aU0pRVVWF3W7HYDCwbt3dDBzYi+efX8WAAbH8+98b\nuOeeC1ss3x6l3GgamM0yviOQ3G43Y8eOJS4u7v+zd9/xUdT5H8dfsy2bSkgCCYSQhF5OJCCKNIOg\ngCji6al42MBynneCnp6/n3oH/rzTs4u9n+VUzooUkSJGiiCEIkU6CemF9LKbLTO/PyYJCYSwMWU3\nyef5eOTB7mZ35zth3zufmfnO98vEiRMZOnQohw4dYv369YwePZrExESSk5O93cxWZ7evQFXzMRp7\nnPE5qqqy4fgGAkwBWE2nDx4XHunP0PMiePStcdz2j4EMGBaG2WzhlVcms2TJYi666CKvffG1R1FR\nUQwfPhzQB04cPHgwWVlZANx333089dRTLb5MyUPTzZ07l23btnm7GR2K1Wrl5Zef4ejRHfz44ypG\njBjhtbb4SiZ88vQcgMEQgsl0Li7XL7UbkBMnTvD8869SXFyEqrq4+uqrmDz5YrZtW8DChUv4+OPN\nVFQ4GD36MQAcDhdz577L5s2P0L17w6f5VDUPk+kcDIYubbZuQpefn8+RI0eIjY2lZ8+e7Nq1i5KS\nEqZMmUJSUhIul4uioiK2bNnCtm3buPbaa1vt8K8vcDr343QmYzTGN/q84wUZLLh5C7gNuJwq5yVG\nMuvPJ6ecsFW6mDVyOW+tu5RAcyDljiwMhiC6djUzcGAa8+bN4+qrr27t1emQWnt8mpycHFJSUujT\np0+nz0NT1Owc/+Y3v/FyS0RLy8zMJC0tjf79+/tEJnz2SBOAn98kwI2mVQHw2mvvUlBwPk7nc1RU\nPMDHH69g27Zt2GwOfvzxMBMnDuaBB6bxyy+P88svj2OxmHj33blnLJj093V16jnnziY9Pb22qm9o\nMs1nn30Wg8FAYWFhk973yy+/IjZ2EFOnzqNfv3N44423AejSpQvTp08nOTmZXr161XZcHjVqFAaD\ngYKCgpZZMR+jaU7s9q+qL35oPJZZtnTuf2UYTy6ewFP/ncC+bQUc2Kn//Yvy7VSUOukS7oeqarz4\n4E72/VTMwGERDBlyLg7HDr744j0CA5s2jllnpGkaq1at4tVXX2Xjxo31Bl+sGZ/m0Ucfrff85njv\nvQ/p02coU6fOIz5+CB9/vLjT5qGpao78RUZGnuWZoj156aXX6NdvGFOnziM2dhDLli33eiZ8umgy\nGMLw85uB252FpmlkZqaiqhcDCjabkVWrVGbOfIfx4//J5MlDSUnJ59xzT47RpPeAb/iLTNM03O5M\n/PymYzCEt80KtUOt0Z+jrKyM2bPnYrOtobR0KzbbSubP/ytpaWnYbDbWrFlDQkICM2fOZN26dQAc\nOnQIh8NBeHjH/L9yuQ6jaeUYDGcvZiqdlQQE6qflXE4NVdUI6qKf0//yrcOER/lRWe7k77duYuj5\nETz2+QiWf7GP3/zmEcaMeY8TJ47I6TkP3HnnPK6++l7uv/9nLr30BhISRtaOT3P06NHa8Wni4+Nr\nx6fJy8v7VcvKycnhj3+cj822kdLSb7DZlnLbbX8kIyOjU+ahqXbv3u3tJogWdvToUR58cAF2+3ZK\nS7+hsnIxs2bdTEFBgVcz4bOn52qYzSNwu4/idP5McHBXSkoOAb+ha9fujBkTwpYtbux2O59/nsys\nWRcwceJgli7dyf33/xeAW255h3PPjWHJkpNXu+gFUxpm83DM5lFeWrP2od58Q3X6cwwePLi2P8eV\nV17ZpPfMyMjAZIoAas6P++NwOLj44osJCAjgxhtvZNKkSUyYMIE5c+ZwzjnnYLFY+OCDD1p25XyI\nw7HR41PEZqMFl8vNgzeuJzejgkuuiaVXn2B++i4T1VTK5X+28sUzTi6+xc2kSwZhU+zccuf59AyL\nZN68ybjd6Vx55fpWXqP2bc+ePXz00VdUVv4CBAG/49ixpdx0001Ay49Pk5qaisXSB5ttMLAH+DNV\nVTYmTpzIHXfc0eny0FRSNHU8R44cwWIZhs0Wh56Jv2KzlTF27Fjmzp3rtUz4fNGkKAas1t8Cbu66\n61Keeup1VHUQkEfXrr2ZMSOW3/2uD4mJibWvmTEjgRkzEhp8P01z43anYTINxWq9+qynQsRJLdWf\nIyYmBre7ANgMXAiY8POzkpSURK9evWqfZzab+fDDD1us/b5KVStQ1eMYjZ4d/ekVHE1qUQpPLp5A\nZZmTx+/+iZ0bc/nsjf2Mvb4rLvdIVPU7ykt6snvPPmIHxpH8Yw5/e/i82lHENc0uQxA0Ii8vD7O5\nLxCMPj7Nl4CZcePG4efnd9r4NM2duqZPnz44HMeA3cAw4C2s1kv56aefaguxzpKHX0OKpo5nwIAB\nOBw/A4eBc4BF+Ptfxc6dO/H39we8kwmfL5oAFMWM1Xot/fqFccUVB1m/PoWionEoiorFsoGEBM86\ntapqCapagMUyAT+/S1GUdrH6XpGbm8v27duJiIhg1KhRVFRUtNh8Q0FBQXz66Ydcd90VGI09cTjS\nefXVF+sVTJ2Jqp7AkzPle/fu5euvV+NwOQg430BIbAgBwWYSxncn5UAphbkOlr9cAKzDVlbF8pdT\nCImALiF2br95cp2jsB9TUGBn+vTpJCQksHLlylZfx/bm3HPPRVX3A8uAacCbRET8k127dtXOZVZX\nczufdu/enXfffY05cxIxm3vhcmXywQdvd+iRlVuKzWbj448/BqCysrL20nTRvsXHx7No0ZPcc8/5\nWCwxqGo2X3zxcW3B5C0+OSJ4Y1yu46xZcy+pqXsxmUKYMuUqIiLOPDaDpmloWhGqWorBEI7Veg0m\nk/TnaMyPP/7IlCkzMRqH43IdZdq0sZSW5jJt2jTmz5/Pnj17mDx5cu2XU0ZGBtHR0U2eb6i4uJiU\nlBRiYmJqR5htbb44+rHDsQ27/WtMpt5nfMHhw4dZtOgNHI4bsNsVLD0X02dCF/r1HMiTf0rm6jsG\nEBxZwS/703G7L2DJc+uZ/ucQevbVmHfZPXQPPJkRVa0ATAQF/bk117Hd27RpE9dccxO5uanEx/+G\nZcs+YciQIa26zMLCQo4fP05cXNwZJ6Rtab6YiaYoLy8nOFifZzE7O7u2O4HoGPLz88nIyKBPnz61\n00C1tsYy0e6KJv0N9QlMq6o24HanAAqKYkBR/KiZzFTTqqrHeNIwGuPw8xuP0divUx1dOtNIxgsX\nLuTtt9+uHQisZp6nGjExg8jIeBK4EqjEZOrF1KljWbZsWYPLaU/zDfniBqKqah0Ox3qMxp5nfMH7\n73/Mpk3dgckUFWWyefPrGPwK8Av048KpUVw9ZzAKsHv3XtIz01jynMbvHgph/tV30q97/clNNc2J\nqpYQHPxQK62e7/o1mXC73RiNHXe2AF/MRFP96U9/Ij4+nr/85S8t2KTO4dduJzqyDlc01aWfcsvH\n7c5BVfMAF2DEYIjEaIyqnrerc47BlJOTQ05ODsOHD6e8vJyRI0eyZMkSPv30U4KDg7nvvvsafJ3J\n5IfbXQQEUDPfUM+ePWuPIjV1vqEzhfKBBx5g+fLlWCwW+vbty7///e9W35PwxQ1EVdV3OBwbGi2a\nPvrov3zzDXz//QEuv3wB8DPRvVZzx72zmTvnXQ7szcdoUogdEsT1f+lD//A+DOs5jK7+px+t0Ium\nIoKDH2mNdfNpvzYTLU0ycZo2m3tO1CeZOF1jmWj3vaANhi6YTP3w8xuHv/9v8fe/Fn//q/HzG4fJ\n1K9TFEylVaUkZyWzMW0jS7YsYchQ/RRC3ZGM33vvPTIzMxk6dCiVlZWN9kEaPHgEBsPr1ff6EBAQ\nx0cffcTOnTvZuXNnvYIJ9P4cjR1lysnJISMj47RhCy699FL27dvHRRddxIoVK2onYOx8/AB3g7+x\nu+wcPHGQkHMCMPbeCOYi8F+BxfIfZlxxCT2CezDvtivZu/txtvz0CN0tPXDtiuWivhc1WDDp3NVH\nZTufhkb3zszMBJo/zlJTSCaap2bIGIdjBzbbl1RUvEJ5+fOUl79IZeUHVFVtxOU6gqbZvd1UnyeZ\naJrOc66qA8qvyOfrg1+zOX0zavV0M2V5ZWSXZ/PS1pf47aDfEh0SDVB7Prim79BLL73EBx98wHnn\nncezzz5LaGho7fsuWfIfLr74ck6ceAans5SHHvp7vasTz8atuvkl/xe2ZGyhpKqEirwKVKNKpbOy\n3rAFl1xyCcnJyRQXF2M0GsnIyGi5P047YjRGnPbl5Fbd7MzZyS/5v6CqKmajhaEXDOL7z/aRvHcV\nJVkG8gs28d67Q5gyRR8FOcAcwIXnDyA3u/H5tzStEoMhptHntHdVrioqnZVkpWdx/dXXs2fPnnq/\nf/nll3nmmWc4fvw4L774Ips2bWo0E83ldDvZl7+PnzJ/oqyqjMq8SlSjit1ll0w0gabZcTr34XCs\nr76AAhQlALBS5XbidDvJyjjGTTfcz+bNt6MoZszmCzCbz2Pu3AdYv3597VGK999/v0VHc/d1dpcd\nm9PmM5lwuB3sztlNclYy5c5y7Pl2NKOGw+3w6Uy0+9NznVVmaSb/2vgvbE4bPYJ7YDTofS6Kc4r5\nz4P/oWt8V04cO8HohNF88PYHTJs2jUceeYR7772Xb7/9lgEDBgDwt7/9jezsbN5555167+92u8nM\nzCQ0NJSQkIZHVG/Ivrx9vL3jbYrtxVhNVixGC0U5RSz921K69etGZWolRXlFHD9+nLCwMC655BI+\n/vhjevXqxQcffMANN9zQcn+kBvjiqQhVLaCi4gWMxpjq+yrr09ZzrOgYYf5hGBX9/zYvq5J5V6xj\n4btjiBpo5MMnjjBp1Ej++hd9rkWn001i4r945pnruPDCfqcvtZrbnY7FMg0/vzGtuIptT9M0jhYd\nZV3KOn7K+AmAktwS1j+xni9/+JKRPUbib9avvPnxxx+58847ycvLY//+/bhcrtq+G2fKxK+1K3sX\n7+56l9KqUvxN/liMFgqzC1n292V0698NW4qNwrxCycRZthMu11Fsts/RNP2iHoMhCLfqJr0knT35\neyisLAQFTmTZeOt/jrAy6W5iQnqgUICmufjTn7Zz5ZVzuPrqa9tolbxP0zQOFRxi7bG1bM/ejoJC\nSW4JG/61gaXrlzI8ajh+1fNXtmUmtmRs4cOfP6TCWUGAOQCzwUxBdgHL/76c7v27Y0u1UZBb4JOZ\naPen5zojm9PGc5ufQ0OjV5detQVTjYL0AvKUYpznK2xN3cqFYy6sHckY9JmgFUVBURRuu+02tm7d\netoyjEYjvXv3blLBtDtnN0//+DSKohAbGktkUCRKlYK73E1JVgmjLh+F3WSn37n9eP/993n55Ze5\n8soreeedd1AUpdWD4KsUpSvgVztd0KHCQxwrPEaEf0RtwVQjPNKfgeeG0cXahfOndOOb77fVHqWa\nP/9jxo3r32jBBPok1UZjdKusi7eomsrifYt5bP1jbM/aTs/gnsR0iSE6OBq3281vr7qaoPBg/IOD\neeihBSxcuJC5c+fWXgHavXv3s2bi19iauZXntjyHxWghLjSO7oHdwQ5qhUpJVgkjLxuJzWRjwPAB\nfPDBB5KJBmiaG5ttOZWVb6MoRkymWAyGIKpcVaw5uoZ1qeuocFTS1dqVMGsYoX6huFxubpnzFkOG\nP8zsG5ficHRDVbOx27+tPULV0blUF+/vep/HNzzOnrw99ArpVZsJp8vJ5TMuJyAskIDgEP75zyd5\n9NFH2yQTPxz/gVe2vkKgJZC40Di6BXRDs2lQCSVZJSRMS6DSWMnghME+mQkpmtqhnTk7KbAVEBFw\n+mX6WVlZ4KdQyqVUnPgdhTll5JzIYf78+bXPycnJqb391Vdfcc455zS7TeWOcl5NfpWIgAhC/ELQ\nNI1ly1fy8itv8tlnK1H8FDb+ZyMjp4wkaloUXy3/is8//5zg4GBWrFiB1WptdhvaK0UxYLGMw+3O\nR1VV9uTuIdgvpOEBE+s85G/0x+F2cqLyBI8/vozCwnKefLLxvWhNq8BgCK09qtVRfLX/K7459A29\nQ3rXO/KqKAqFGYUUGstRx0/DHhLJv558mspKe71MZGdnn3yvFspEoa2Qt7a/RY+gHgRZgtA0jS++\nXMorr77NZ599g2I1sPnjzYy4dASR0yJZsnyJZOIUmubCbv8Mp3MTRmMsBoO+E+dW3SSlJpFbkUuE\nfwSB5oCTeVEUco5XMu3qfpitsO77fQwZ8nd27SpgwYKlxMX1Jzw8DIPBwI4dO7y4dq3rkz2fsC51\nHbGhsUQFRWGoHshZURSKMoooMtlRL7oMW3Akf/v7Alwud6tnIqc8h/d3vU+vkF4EmANwu918/Mln\nvPbav/nvp8swWA1sXbyVhEsT6Da1G0tXLPW5THjap+ldYDqQhz40J0AY8F8gFkgFrgWKW7h9ogEr\nD6+kq7XhTr6HDx8FzQ/oDyVpkOekwuRkeMJwFBRsNhuPPvoo+/fvR1EU4uPjeeONN5rdpm2Z26hy\nVREVpI+RcuDAAfbsTsXtuge3wwaOVyiwFTPmd2PYsWkHm3Zuwmqy8oc//IEePXpQWVnJgAEDOHTo\nULPb0kZaNBNm87lUVa0hvyKXCmcF4f4Nz59UkGPj8O4i+g/ryo+rsug/vAsvvvENP36Xy4oV9551\nOW73CazWKzvUSPgnKk+w/PByYkNjTzvqCmAOsuAMvAgqR0JYHlrWUZKTt5OQkEBWVhZr165l+fLl\n7Nq1q0Uz8WP6j7hVd+0pwV27dnHw4Ancrvm4HeVQ9TJFjlLGXjuWbRu3sWPHDslEHZqmYbcvxen8\nGaMxrt5ORHZ5NlllWYT7hze4cxEe6c/QUd1Y+OY4duw4zt4Vbgpz7bzwwhyCgqr45z/XsndvcHPW\n1adllmayLmUdcaFxtcVSXaZAM67AyVB+LkRko2UfYcuWra2eiQ3HN6Cg1J4S3Lp1G6mpVbhc88BR\nClWvUOIqY9y149i6YSvbt2/Hz+TnU5nwtGj6N/ASUHdil/8B1gBPAQ9W3/+fFm2dOI3T7SS9NJ3Y\nLg0P0GmxmKHKDiUZENobovriF53Nug3rCPMPIz4+nldffbXFJzVcfXQ1Yf4nr6DLy8vD6RwAWKH0\nKKhuKtPLeOP2NyjOKybmghjcx9wEBQURFhZGRkYGkydPbtE2tbIWzYTB0BWz+UKqyr4643MUoEds\nEKs+TeX1R3+mV99grr+6L3+c9ANxsd2YOPFJAGbOTODBB6ef9npVLUVRQjCbm7/H6Et+TP8RBQWT\noeGvM0UBlHJ97m5LH4hMZWjMYLZvSyI+Pp7Jkydz7bUt389lzdE1dKszqGhObj4u50DADKVZoKqU\npZbUZqL3Bb1xp0gmarhcv+B0bj2tYAK976TVZD3z9DXVD1sDTJgNFkrtORgMVrp2DWDw4H788Y+l\nzJ79eYedSmj98fUYDcYGCyaozgTl+h1LPHRPY/Q5F/Ld2iWtlgm36ua7lO+IDIqsfSwrOw+XczBg\ngtJsUFWKjxbrmcgtJu7COFzHXD6VCU+Lpg1A3CmPzQAuqr79PpCEFE2truYquTN9WQwbdg7bAreh\nZS2BgzaUoCpGXz+O1195ndcWvUZubi7Dhg1j+vTpvPnmmy3WrvzKfHoGnxxnKCIiArN5I07neOgS\nDQGB+HXTcDld9Enow3m3n8c/Lv0HMV3000QhISG8+uqrLdaeNtDimbBaJ6GxCj+Ds8Hfd+sZwHNf\nJtZ7rNJZyafJM5nav/FB5zRNRVULCAi4DUXx7jQELW1z+uYzHpkDcJQ5MFVuwxXggqxUlO6FzF8w\nt/b3rbHhdLqdlFSV1Bv2oXu3cEzm3bico6szEUBAlLFeJp6+7Gm93xOdOxOqWobd/iVGY9RpR0Wd\nbifZZdn1dtJOVXNEtu9vQnnjoV+w2VzcfPNYBg/uiaZpLF+eRmCgAZfrIDDS4xVsL7ZkbGmw+0YN\nZ7kTY8UG3IF2yDyCElnAvIfn1P6+NTJhc9lwuB1YjCenIYqKjODA/oO4XAnQpScE+BPU06JnYkQf\nRt42kpdnvEyIn35a1hcy0ZwhByKBmmm+c6vvi1ZmMVoItgRjd9mxmk4/vxvdN5r5H88jOXk7VVUO\nBg7ujyXMwn2X3cdD97feCNBGxagHrbqWGzJkCAcPHWP/Ly9h6BKEMdHIrbfMrr0aI70kvd5eUGlp\n45fJtxPNyoSi+BPgfx3+ph8w4ETFfNbX2F12+oadreO3htt9HItlHCZT36Y0qV2odFUSYDrzfGMR\nMRGEW8NJ27ML/3B/Rt91KQd2HyDmrphW24mo+Wxrmla7g5OQkMChQykcS3kJg58/lkl+zLn1xtrp\nUtJK0up1/O/MmXA6fwIc1cMJ1OdW3bUdlBuiaioRPf347O3d5KY5GXp+BFfdE80/f5/MurUHCAiw\ncO65vYmJicDh2ISmXdvhZoqodFbWFhoNiYiJIMwaRvqe7fhHBDD27svY/tN27r7p7lbNhEb9Ymz0\n6As4ciSVzMyXUCx++F8axNw5N9ZOi5NWkuZz24mW+qRo1T+ilSmKwqV9L2XJgSW1R2lqlOSVsOSJ\nJVQUVYACIy8fiV+YH1ElUUwYMwGn04nJZOLVV19l1KhRLdquvmF9SStJq927URSFq2ZezoTxBdjt\ndrp371470anD7cBoMBIe0LKnCH3Mr8pE765j+bJqDLGByShE4NbOXDhpmoaqafRvpGjSNBW3+zhm\ncwJ+fh1zCoRAcyAOtwM/Th+wUzEoBIUFUZhaSFBQECMvGUlkz0hG9R/FmiVriIiIwGQycfvtt7do\nm4wGI7FdYimpKiHUqo9tYzAYuP76qzlx4gQOh4Pu3btjNuv/v3aXHX+Tf6Mbug7Ao0xomgOH40cM\nhobrK5PRVPvZN5xSOKmqyqFju5l2VwhuNZThxgwG9A8lJNzCn++ZRGCAlfnzLwVg2rRn0TQbbvdR\nTKaBzV87HxJoCcSpOhvs41eTiaK0IoKC9UxEREVwwYALWPnlylbLhL/Jn3D/cMod5QRZggD9Ku2b\nbppFXl4ebreb7t27YzLpZUm5o5xQaygBZt+agLk5RVMuEAXkAD3QO/81aOHChbW3ExMTmzRQojjd\nmJgxfH3ga2xOW20nUwCjyciUu6cQ1S8Kh83BG3e8gd8AP/b8dw+PPfYYU6ZMYeXKlfz1r3/l+++/\nb9E2Tek7hee3PF/vkLCiKA1OxJtXnsfkvpMbPFLW0pKSkkhKSmr15VRrdiYURWFC/O38Z1cWib2K\nsWDA5g6ioSFDiuxFxHbpTRdrw6Peq2oZqnoCs3ksVus0FKVjzp82JmYMX+7/svaLuK5TM/H6Ha8z\n/TfTef6T51s9E9P6TeP17a/XFk2g///WHG2tK68ij5mDZmI2nv3oYnP5eibc7jxGjy5h4sSLGnye\nyWAiNjSWrLKs04rMvPw8ystV3OqF2CucGAw9OJCygRlxV/FR0m7+938vr/d8RQnE4djU4YqmMTFj\nWHVk1Wk71tBAJm5/navOvYqnnn+qVTOhKArT+0/ng58/qJdVRVGIjDy9QC6wFTD7nNln7JfVkpqS\nieYUTUuBm4Enq/9dcqYn1t1AiOYLDwhn7oi5vJb8GpGBkQRaAgEICgsiKEz/MKpmlYAeAVwQcgG7\nY3ZTUlICQHFxMdHRLT9Gz9DuQ+kZ3JPc8tx6Hf1OVeGoQFEUEuMSW7wNDTm1SH/00Udbc3EtkokR\nPUaQXjqH5Qc/YXRUCT0Ci3G4rVSpVkDBpbootpcQERDO2N5jT3u9vvech6IE4e8/B7O5f3PXy6fV\nFE0u1XVaZ/C6mbD4WwjqGcQgv0G4erhaPRPDewwnIiCC/Ir8eh3CT1VaVYrFaGFc73Et3oaG+Hom\naq6Ya8zgboNJLU4lN7OCZ+5N5ulP9QLL5XQB/mz6fCf5aUXYyqswWTR+encDN984nokTB7N06U7u\nv/+/FBSUc801HzBs2EpWr76pQ52iG997PN8c/ga36j7taNNpmYgOYoh1CJU9Kls9E6OiR7HkwBIK\nbYWN9kkrshURZAni/OjzW7wNDWlKJjwdBfYT9M58Eeh7Dn8HvgY+BXrT+KWkMiJ4K9metZ33dr1H\nmaOsdlRVl+qi0lmJo8DBdwu+4/D+wxQWFjJu3DgURUFVVTZv3kxMTMuN01Mz0WJ2TjYnbCfod0k/\nJs+azIljJ1jx/AocdgddIrsw4d4JaBaN+aPnc06kd67gasHRj1s1E5qmsSVjC0sOfIXqPkLvoFzC\nrGWAgqpZiAsdwm8iR1R3qnSjaRVoWjmapmIwhGCxTMBsHt7hOn2fydKDS/ls32fEhsae8Sq6Q0cO\nseLhFRzcf5Cqsqo2yURWThYnbCcYcMkAJs2adFomxs0fh9Fq5IGxDzAgfECLLb8pfC0T5eUvoihu\nFCWwwYWoqkp2eTab0jax93AKn/w9h6c/uwijYsRms/F90nrS9scSPSAWJWAvWz8q4Y83X8Xttyc2\n+H4uVzqBgX/CaOxY3XIX713MikMriAuNa/A0naZpHDhygFV/W8WRA0eoKKlok0xk5mRyovIEgy4d\nxKRZk8g/ll8vE2PmjcEaaOXBsQ8S3zW+xZbfFI1lQqZRaYfqzgaNAtOvn07U+Ci2rN3Cho82kJua\ny8CBA3niiSeYOXMmkydP5u677+aqq67is88+480332TNmjUt1p66s2RnnMhg1HmjGPvAWJJeSGLU\nraOIGhLF4e8OE1ARwJvPvUlcaFyLLbup2suUETVUTeVI4RGyy7JR1XzCrDbiQowYyUbTKtC7iJgx\nGqMxGvtgNPbCaOzdYU/FncnxtONM/910MrIzMCgGzrviPIZfNpyDGw6y8eONFKYXEhETwXNPPceN\n193YpplIzUtl9PmjGfvAWH544Yd6mQiqDOLt59+mV0ivFlt2U/lSJjTNTVnZAozGmNM6emuaxuHC\nw+zK2UWloxJVUzl0NJP/PJJNVD8zhSkQ2y+UWff1Zt+RfTjcVURaogg4MRxbpTZqGYwAACAASURB\nVJsFC2Y2uGC3Ow2r9feYzYPbYj3bTOrxVC773WVk5WTVZuLcaedyaNMhNn5UnYneEbzw1Av8/trf\nt2kmjuUcY8wFYxjzwBjWL1rPqFtHETkkkqPrjhJSGcLbz79Nj+AeLbbsppKiqYOp++ErLCykd+84\nHA43oDBq1AXs37+TOXPm8MwzzwD6ZZo1Vx1omkZoaGjtYdjWMHPmTObeOZcbrr+BlXtWYjaYsVRY\nmP3b2ezbt6/VlusJX9pAiJaTk5NDdnY2YfFhfL3ra+6b+RfU80BTNOLD+nJiVTZz58zl+eeeB7yT\niVvvuJXZs2azcs9KLEYL1gors66aJZnQVRdNVZSVPYbJ1PvUX7I1cxv78vcSYgmpHRwxL7OCeTO+\n584X4/GPLee7lyvp2z+cO+4ez6CIQYSaw5g48clG52N0udLw97+uw41fVpOJLnFd+Cr5Kx783YOo\n5yloisbgqMFkLktjzpw5Xs3ELXfcwo2zbmTlnpX4Gf2wVlq5fub1Pp2JjjMscCcSFRXF8OHDAVi0\n6FVsNn+czs9wOgvYsuUwTqer3vw8/fr144cffgBg3bp1tZP1tobU1FR27txJ4rhEhv1mGAU7C7ig\n1wV8v+J70tPTW225onOLiooiISGB2NBYDn+RjlbWDS3pM1iXR9oXpSiawo2zb6x9vjcycfH4i2sz\ncX70+axdvlYy4aEjhUfYl7eXcP/w2oIJAEUhPNKfxLFDGRV9PhdNjyH3gMaE2Al0D+zOvfd+4tF8\njB1RTSb6dO3DzvcPopb1REv6AtZlc+iTHAyKweuZmDR+Um0mRkWPYs2yNT6fiY7T862TWr16Paqq\nAhOAbahqBpWVBm644Qb8/f15/PHHefPNN7n77rupqqrC39+/RcfeqKu8vJxrrrmGRYsWERwczLvv\nvss999zDY489xowZM2qHHBCiNa1btwFVdQOTgV24yaWiQjLRPphRFAVNU2sHtVQ1lV05PxPsF9Lw\nlVTVxwMMikKIpQsVzjwqHBUsemYdhYXlvPLKjae/5pQ3UJTTh6voSNav34SmOoGL0TNRQHm5UTLx\nK8jpuXaksrKSY8eOERUVRUREBOXl5cTH96WoaARu9zeAgtn8AGFhH/HNN8sZMWJEq7YnJyeHO++8\njz17fmHo0EGUleUwc+bMepM+1jh06BA33ngjP/30U6u26Wx86VSEaL7y8nJSU1OJjo6ma9eulJeX\n07t3HCUliajq54CGxfIHunVbydKlS1o9E2lpadxxx30cOnSEhIRhFBVlMGPGDMnE2dVmoqLi9eqJ\npfUBDnPKc/j28LcNjuuWmVrGX377A1ExARhNBowmhVFTwxnQM57vv05j2rRhLFy4hLS0ZwkLa7hj\nududTmDgfAyGjjFuXGlpKWlpacTExNClSxfKy8vp2TOG8vIr0LQPABWr9QaiorbyxReft3omDh8+\nzB/+cD8pKce58MJR5OQc44orrmi3mZAjTe3Eli1bmDr1KlS1Cw5HDo8//n+sWrWC+fPv4d13/0t+\n/ljASGhoPjExrX/FgcPhYOzYS0lLuwyX6z5SU28hJCSX1atX1z4nPz+fbt26oaoq//jHP7jrrrta\nvV2i81i3bh0zZ14PhON0ZrNo0bN88cWnzJv3Z9566yNKSycADqKiqoiMbHiuxpZUUVHBhRdOIjf3\nJtzu/yE1dTbh4aWsXbu29jmSibMzGuNwOrcAetFUVlV+xhExLRYjPWID6Ts0lGP7SyjItRPbP4Sn\n7kuiV3QYTz+9EpPJwKJFa3j00dM7gmuaGzCgKA1PgN7eLF26jFmzbsFo7I7Llcs777zGe++9y7x5\nf+KNNz6kqupiNK2E+Hg/unRp/YsPioqKuPDCiykquhdVncDx49cRGeniu+9OFkztLRPSp6kd0DSN\n6dOvoaTkDcrKDlBVtYu//vVBunfvzsMPP8zevT/x+ecL+eyzR9i/fzsWi6XVJ6L85ZdfyMtz4nI9\nAdjRtF8oKytj2LBhJCQksHLlSj755BMGDhzI4MGD6dWrF7fcckurtkl0HlVVVcyceT1lZYspK9uP\n3b6FP/7xbqKjo1mwYAEHDuzg008f4osvHmP37s2YTKZWz0RycjLl5eG43X9Dz8QhCgryOeeccyQT\nTWAy9UfTTs6/qKGe8bndegbw/FcT+dM/EnjiP+OJ7BVAaDc/vtp5LSNGxLJ27QP07BnKvHmXNPh6\nVT2ByTTktPnt2qPi4mJmzbqFyspvKCvbj822lhtvvIm4uDgee+wxDh/+mcWLH2DJkqfZti0Jo9HY\n6pnYsGEDDscQVPU+wI6qppCTk9GutxNypKkdKCoqory8DH3uS4AM3G47GzZsICEhAYDHH3+cqqoq\nBg0axIkTJ5g+fXrth7I1WK1WVLUccALjADtWa1+WLFnCoEGDAJg2bRr33HNPqyxfdG5ZWVmoqhW9\njwbACdzuKn744Yd6maioqKB///5tkgk/Pz9UtRRwo2eiHIulF2vXrqVHD/3yacnE2RmNcRgMIWia\nTZ+P0dzwabUaqqrxvzdsIDejgkuuiSWit5k9G4vo2bMr55zT+NEUTbNjNo9uyeZ7TUpKCiZTNHBB\n9SOVuN0O1q1bVy8TpaWl9O3bt80yoQ/LpaFnohCjsSebN28mMFD/f21vmZA+Te2AqqqEhkZRVvYp\nkAjkERAwkvXrlzBypHdm6NY0jalTf8uGDXZstivx91/C+PH+fPvtl2ecSNMX+Fr/DfHr2Gw2IiKi\nqaxcDZwHpOPvfx67dm1o1at+GuN2uxk3bgq7dgVjt08hIGAxl18ex3//+55X2uMpX8yEw7EZu30Z\nJlMcbtXNp/s+xWK0VA/mqn//lJaW4na76dKlC0ajkcoyJ4/f/ROX3BzFlsUVfLP8L4SE+DNkyENs\n2PAQ4eH1p9lR1RLATGDgPJ/+zvJUQUEBvXr1w27fCAwFDuPvP5ojR/bQs2dPr7TJ4XAwcuQEDh/u\nQ1XVBAIC/s3s2aN5441FXmmPp2Scpg5g7dq1zJw5C5NpAA7HYe6//x7+7/8e8WqbnE4nixa9xM6d\n+0lIGMy8eX+unYDUV/niBkL8OkuWfM3vfz8Xs3kgVVUHeeyxv3H//fO82ia73c5zz73Avn1HufDC\n4dx11x8wGn17oFFfzISmOaioeAVwYjCEsjt3N8lZyUT4R+ij5W/ZRnFJBYpixmRyMm7shfj7+/PR\na7sJsgSx9tN0AgL0AiszUz/q9MMP/0P37iHV769PZB0QcAcmk3dGnW4NH374EXfeeQ8WyyAcjoMs\nWvQUt98+x6ttKi8v55lnnufw4TQuuugCbr99rs8XqVI0dRD5+fns37+f6Oho+vbt6+3mtEu+uIEQ\nv15OTg4HDx4kNjaWuLg4bzenXfLVTLjd6VRUvIbRGI2qGfg+5XvSS9Mpzi7m0MEC3Or52CucGA1H\n6RFTRp/BfXnlvv08vuB6pl2SUPs+Q4Y8xMaND9e7es7lOo7FMgardXqbrWBbyczM5MiRI/Tp06dF\np0HpTOTquQ6iW7duDc6QLkRnFRUVRVRUlLebIVqB0RiDn980qqqWYzTGkRifyPasHSw7sgK3XxC4\ny7EVlrP50ywUxU5wQBU3zx5fr2ACTjuq4XZnVb/35LZcnTYTHR3dKpPtCp0caRKdiq/uVQvhLb6c\nCU3TcDjWUVW1GqMxGkWxsnrdGpYkbcZlGQ+KAYNjL4N6GJj/h8YvVdc0Dbc7A6MxCn//WzAYGu9g\nLjovOdIkhBCi3VEUBT+/SShKV6qqlgAmJidOIuVwOrt3L8dgsNC1axBzbvhzo++jaRW43bmYzSOw\nWq9AUfzbZgVEhyNHmkSn4st71UJ4Q3vJhKoWYbcvweU6jKJYKSkx4nSqdOvWDYOh4XGWVLUEVS1G\nUQKwWn+L2Ty4NdouOhjpCC5EtfaygRCirbSnTGiahqpm4HBsxenchaLojymKBUWpGayxqnbQRoOh\nBxbLBMzmgSiKb89pJnyHFE1CVGtPGwgh2kJ7zYSm2VHVfNzufFQ1B02rQlGMKEpXjMYoDIZuGAyh\nrdRc0ZFJ0SREtfa6gRCitUgmhKivsUy0/wl3hBBCCCHagBRNQgghhBAekKJJCCGEEMIDUjQJIYQQ\nQnhAiiYhhBBCCA9I0SSEEEII4QEpmoQQQgghPCBFkxBCCCGEB6RoEkIIIYTwgBRNQgghhBAe8LRo\nehfIBfbUeWwhkAHsrP6Z2qItE8K3SSaEqE8yITo8T4umf3P6h10DngMSqn++bcF2CeHrJBNC1CeZ\nEB2ep0XTBqCogce9PcmjEN4imRCiPsmE6PCa26fpz8DPwDtAaPObI0S7J5kQoj7JhOgwmlM0vQbE\nA8OBbODZFmmREO2XZEKI+iQTokMxNeO1eXVuvw0sO9MTFy5cWHs7MTGRxMTEZixWCM8lJSWRlJTU\nVouTTAifJ5kQor6mZKIp55rj0D/w51Tf74G+5wBwLzAKuKGB12mapjVhMUK0HkVRoOX6WMQhmRDt\nnGRCiPoay4SnR5o+AS4CIoB0YAGQiH7IVQNSgDub2U4h2hPJhBD1SSZEh9cWVzXIHoTwGS28V/1r\nSSaEz5BMCFFfY5mQEcGFEEIIITwgRZMQQgghhAekaBJCCCGE8IAUTUIIIYQQHpCiSQghhBDCA1I0\nCSGEEEJ4wKtFUxuOSusRX2qPL7UFpD1txdfWy5fa40ttAWlPW/G19fKl9vhSW6BztEeKpjp8qT2+\n1BaQ9rQVX1svX2qPL7UFpD1txdfWy5fa40ttgc7RHjk9J4QQQgjhASmahBBCCCE80BZD5yehz0ck\nhC/4AX0+LG9KQjIhfIdkQoj6fCETQgghhBBCCCGEEEIIIYQQQgjvWwhkADurf6Z6oQ1TgQPAYeBB\nLyz/VKnAbvS/x1YvLP9dIBfYU+exMGANcAhYDYR6sS0L8f5npjUtxPvrJ5moTzLhXQvx/vpJJuqT\nTHjJAuA+Ly7fCBwB4gAzsAsY7MX2AKSgf/i8ZTyQQP0P4FPAX6tvPwj8y4tt8fZnprV5e/0kE6eT\nTHiXt9dPMnG6TpkJXxlyoC2u4juT89HDkAo4gcXAlV5sTw1v/k02AEWnPDYDeL/69vvATC+2Bbz7\n92kLkonTSSbO3BaQTLQmycTpOmUmfKVo+jPwM/AObXc4r0Y0kF7nfkb1Y96kAWuBZOB2L7elRiT6\n4U+q/430YlvAu5+ZtiCZqE8ycXaSidYjmfBMh89EWxVNa9APm536MwN4DYgHhgPZwLNt1KYaWhsv\nzxNj0Q81TgPuRj/06Es0vPt38/ZnpiVIJppGMtE4b39mWoJkomkkE41rlc+MqSXexAOXePi8t4Fl\nrdmQBmQCMXXux6DvRXhTdvW/+cBX6IeGN3ivOYC+1xAF5AA9gDwvtqXusr3xmWkJkommkUw0TjLR\nuiQTnunwmfCF03M96ty+ivodudpCMtAfvYOfBbgOWNrGbagrAAiuvh0IXErb/00ashS4ufr2zcAS\nL7bF25+Z1ubt9ZNMeEYy0Xa8vX6SCc9IJtrAB+iXTf6M/gf2xjnQacBB9I5+/+uF5dcVj35lxi5g\nL95pzydAFuBAP49/K/pVGmtp+0tJT23LHHzjM9OafGH9JBP1SSa8yxfWTzJRn2RCCCGEEEIIIYQQ\nQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQovPoAtxV535P4LNWXN656ON9eEsM8D2wD318\nj3vq/O5pYD/6uBZfov9tQB9743ugDHjplPdLAg4AO6t/Ilqp3aLtSCZO+jWZsABvoo/psx/4bWs1\nXLQZycRJTc1EMCe3DzvRRzB/vhXbLlpZHG07UugtnP4l25ai0OfiAQhC/2IfXH3/Ek6OEv+v6h/Q\nR58dC9zJ6W3/HhjRWo0VXhGHZKI5mXgU+L8698NbuL2i7cUhmWhOJupKBsa1ZGNF21oMVKJXwE8C\nsZwMxy3oI4muBlKAPwH3AzuAzUDX6uf1BVaifxjWAwOrH/9d9XvtQj8iYwbS0OfE2QlcC4wCfqx+\nz03AgCYuOwl4ofr99lS/X1MsASY18PhVwH9OeewWGi6aRjZxmcK3SSaal4k0wL+JyxS+TTLRvEzU\nGIC+bqIdq/vhh/p7FLcAh9Hn9okASoA7qn/3HDCv+vZ3QL/q2xdU3wd9CPea+W9Cqv+9GXixzvKC\nAWP17cnA501c9vfAG9W3x9dp+3nAWw2ucf11PY6+J3GqZcANpzx2Mw0XTXvRw/jIWZYn2gfJxK/P\nRCj6RuFZYDvwKdD9LMsUvk8y0bztRI2/A0+dZXk+zeTtBvgA5Sy//x6oqP4p5uRMyXuAYegf1jHU\nP79tqf53E/A++hfnl3WWV3eZoehz5PQDNOr/n5xt2TU+qf53A3roQtD3ZpIbWa8g9ODNA8pP+d3D\n6HP4fNzI62v8Hn3OnyDgC+BG4EMPXid8l2Ti12fCBPRCX8+/APcCzwA3neV1wrdJJpq3nahxHTC7\nCc/3OVI0nV1Vndtqnfsq+t/PABQBCQ289i7gfGA6+l5nQ6exHkPf47gKfW8mqQnLPhOtkd+Bfvj3\nC/TDqqfOQn0LcBkNH4ptSFb1v+Xo4TkfKZo6OsnEmRWgn8ap2fh9Dsz14HWifZNMnN251e3Z2YTX\n+BzD2Z/S4ZWhH/psqpq9gDL0c8nX1Hm8prrvC2wFFqBfMdALKD1leSGcLDxubeKya25fV317HPqe\nRtlZXvsO8Av6Oe66pgIPAFcC9rMsF/TDxTVXy5mBK2jbzpKidUgmTmpqJjT0Pf2J1fcnoV+BJNo3\nycRJTc1EjVk07aiUT5KiSd8z3IS+sX8S/UuvpgKve5sGbtfc/z363uQu9P49M6offwr9fPWe6mXs\nRj+UOoSTHfyeAp5A77hn/BXL1tA/uDuAVzm5V3umc9Vj0Q+PTuTkJaBTq3/3Evrh2DXVj79a53Wp\n6P00bgHSgUGAH/At+qWnO6sfP9v5ceH7JBNNz0QaeiYAHgQWoufi9+in6UT7JploXiZA7/D+CUJ4\nmVzyL0R9kgkh6pNMtBA50iSEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCivosuuqjmskf5kR9f\n+EnCyyQT8uNjP0l4mWRCfnzsJwkv0s5kwYIFZ/ydN/hSe3ypLZrWcdpTHQhva/H1ai2+1B5faoum\ndZz2IJloEl9qjy+1RdM6TntoJBPNGXJgIZDB6QNfCdFZLUQyIURdC5FMiA6kOXPPaeizKD/XQm0R\nor2TTAhRn2RCdCjNHdzybDM/NyoxMbGZi29ZvtQeX2oLSHuaQDLRSnypLSDtaQLJRCvxpbZA52hP\ncz7MC9AnDiwBktHnVypu4HnVpwiF8D5FUaCZX+KNkEyIdkcyIUR9jWXibEFZA0Q18PjDwBb0GZkB\nHgN6cHISwLokDMJntMAGQjIhOhTJhBD1NZaJs/VpusTDZbwNLDvTLxcuXFh7OzEx0ecO4YmOKykp\niaSkpJZ8S8mEaNckE0LU15RMNGfvogeQXX37XmAUcEMDz5M9COEzWvlUhGRCtDuSCSHqa86RpsY8\nCQxHvzoiBbizGe8lREcgmRCiPsmE6FBaa++iLtmDED6jlfeqPSWZED5DMiFEfY1lorlDDgghhBBC\ndApSNAkhhBBCeECKJiGEEEIID0jRJIQQQgjhASmahBBCCCE8IEWTEEIIIYQHpGgSQgghhPCAFE1C\nCCGEEB6QokkIIYQQwgNSNAkhhBBCeECKJiGEEEIID0jRJIQQQgjhASmahBBCCCE8IEWTEEIIIYQH\npGgSQgghhPCAFE1CCCGEEB6QokkIIYQQwgNSNAkhhBBCeECKJiGEEEIID0jRJIQQQgjhASmahBBC\nCCE8IEWTEEIIIYQHpGgSQgghhPCAFE1CCCGEEB6QokkIIYQQwgNSNAkhhBBCeECKJiGEEEIID7RE\n0TQVOAAcBh5sgfcTor2TTAhRn2RCdAhKM19vBA4Ck4FMYBswC9hf5zmapmnNXIwQLUNRFGj+574x\nkgnRrkgmhKivsUw090jT+cARIBVwAouBK5v5nkK0Z5IJIeqTTIgOo7lFUzSQXud+RvVjQnRWkgkh\n6pNMiA7D1MzXe3Q8deHChbW3ExMTSUxMbOZihfBMUlISSUlJbblIyYTwaZIJIeprSiaaex57NLAQ\nvZMfwP8CKvBknefIuWrhM9qg/4ZkQrQrkgkh6mvNPk3JQH8gDrAA1wFLm/meQrRnkgkh6pNMiA6j\nuafnXMCfgFXoV0i8Q/0rIoTobCQTQtQnmRAdRmsekq0hh12Fz2iDUxGekEwInyGZEKK+1jw9J4QQ\nQgjRKUjRJIQQQgjhASmahBBCCCE8IEWTEEIIIYQHpGgSQgghhPCAFE1CCCGEEB6QokkIIYQQwgNS\nNAkhhBBCeECKJiGEEEIIDzR3GhXR0RQXw4EDcPQoHDwIRUXgcoHZDD17wuDBEB8PAweCn5+3WytE\n6yss1LNw+DAcOqRnQlXBYoFevWDQoJOZMJu93VohWt+JEyczcfiwvt2oyUTv3iczMWAAmDpWmSHT\nqAhdSgqsWQNbtpz88AcH64WRwQBuN1RWQnm5/nt/f5g8GRITISzM2633mEwZITyiaXDkCKxeDcnJ\n+n0/v5OZUJSTmSgr0zMRFARTpsD48RAa6u018JhkQnhE0/Qd6lWr4Oef9ftWq/65r5uJigp9O6Fp\nEBICU6fCuHF6dtqJxjIhRVNnZ7PBl1/qGwc/P4iMBKPx7K+z2yEvT9+LmD1bD4XB98/2ygZCnFV5\nOXz6Kfzwg75z0K2bZ5mw2fRM+PnBrbfC+efrGxIfJ5kQZ1VaCh99pO9UBwZCRIRn3/eVlXomgoJg\nzhxISGj3mZCiqTPLyIDnn9dPP/Tq5dmG4VQ2G2RlwYgRcOedEBDQ8u1sQbKBEI06dgwWLdKPHvXq\n9et2BCoqIDcXLrgA5s7V98Z9mGRCNOrgQXjxRX1HOTr612WivFwvniZMgJtv9vnT2FI0idMdPw7/\n+pd+pCg8vHnvpWmQng6xsXD//fqeiI+SDYQ4o8OH4amn9MK/a9fmvZem6RkbPBjmzfPpwkkyIc5o\n3z549ln9dHNISPPeS1X1TCQkwB//qHcB8VGNZcL3z6eIlnfiBDz9tP6hbW7BBPrh1t699UC8/LJ+\nXluI9iQ7G555Rj+N0NyCCfRMxMbC/v3wxhv6BkOI9uT4cf1MRFhY8wsm0I9QxcXBzp3w3nv6jkU7\n1LG6tYuzU1X9A+tw6FfDNcDucnHRe+9R5XLhcLu5cuBAnpg8mYVJSby9Ywfdqo8kPTFpElP79Tv5\nwpgYfc/ku+/g0kvbYGWEaAEuF7z1lv6l3qXLGZ/W5FzUFE7JybBxo35qQoj2wOHQi/2ajt5nUDcT\nFU4nDrebIIuF/IoKHG438dU7IE9MmsS+vDweWLOGE/ffT9jGjXqXjvPOa6s1ajFyeq6zWb9e30D0\n6XNah7zU4mKu+OQT9tx1F5VOJwFmMy5Vpeezz9LFaqW0qorugYFsvPVWupzpdENVlX7u+h//gB49\n2mCFmkZORYjTrFqld3KNj280E0BtLm79+ms+3bePqKAgLAYDs4cN4+EzFUU2mz5MweOP6x1ofYxk\nQpxmyRL46is9E6c4Uyau//xzvj54kJ7BwZgUhQKbjQ233srgbt1ILynh9mXLOFhQwPY77iBMVfW+\nf0880eiOirc0lgk50tSZOJ3w2Wd6MaMouFU3aSVZXP7JF1S5XNhdbiqdGpXOSuwuhSsXLyalqAi7\ny8XXM2ey+uhR1qWk8NLWrTxypg1EzRAFK1bAbbe17foJ0VR2u371aHQ0KAou1cXx4kxmfPIlVW53\nbSbsLjuVTo3rPv+c48XF9AgKYmB4OB9edRW3L1vGxrS0My/D318/Jb5mDcya1XbrJsSvUVYGy5bp\nF0IATreT1OIMrly8BEd1JmxOjSpXFRVOtV4mBkdE1Gai2G4nq6yMwd26cd/q1Tx1ySVcuXixvozA\nQD0TSUlw5ZXeW9dfQYqmzmTvXj0Q4eHkleeRnJ2Mw+3gsYl9CbL4kVFSyV0rdjP2nddIKa6iyqVi\nNBgY2aMHXx88iNVoZEdODkeLikgpKuLZKVMIbeiIU1QUbN4M117bMufChWgtO3boR0f9/Mgqy2Jn\n9k6cqpPHLu5XLxMXvv0KKcUOYkK6YDWZ2JKZyfCoKIZ064ZTVdmamcm5r7/OeT16NJyLqCj4/nt9\nA+HjV5iKTm7bNr0bh9lMekk6u3J24dbc/PPi/gRaLLWZGP3Oy6QWO+gVfHomKhwO8isrmb9qFZGB\ngfQPC2NYZGT95URG6kPdTJvm053CTyUdwTuTtWshKIjc8lx+zPgRo2Ik1BpKmH8wFqMFo8GMQ9WY\n2CuMQLPChLhIHhw7lnKnk5e2buXV5GTOjYwkZd48egQH85dVqxpejtGodwZPTm7b9ROiqVatgtBQ\nMksz+SnjJ8xGc4OZuDgmnACzRkSAkUqnk5iQELZmZhL0+OMYFIWc++9n1513crykhK5PPkmhzVZ/\nOWaz3k9k927vrKcQntA0+PZbCA/nePFxkrOSsZqshFpD6eofdNp2IsAEvbtYmTV4MBtvuIHtWVmE\nP/UUR4qK+PSaa9gydy77T5yg3Omss4jq07BWq36K7pdfvLSyv44UTZ2F2w2HDuEMCWJb1jYCzAH4\nmfRpUFRN47alydyxLBkF+M/uDLLLHbgcJWxKT6HK5cLmdNIzOJjdubn0fuEFbhsxgq1ZWWdeXlCQ\nfmRLCF9lt0NaGlWBVrZnbyfIom8UQM/ELUu2cevX1Zn4OY38Ciex5lKK7TaCLBYUwOZycaiggMc3\nbCCjtBSn2435TOPYWK361XRC+KrSUsjPp9KisCtnF8F+wZiN+phKp2bio5/Tyatw0EPL4YkffmDG\nh//BrWmU2u0owL78fI4VFVHlcvHfvXuJX7SIjNJSRr75JnkVFfryTCZ9Z1aTfgAAIABJREFUaqJ2\nRIqmziIvD9xusm15uFRX7cYBwKAovDp1GLO6gYLCxNBBWDCQnFVBTlkRYf7+BJrNfDt7Npf170+I\nnx9f7d/POd27n3l5wcH6/HXSuVP4quxsUBQyy7NQNbV24wB6Jp6bci43xgRgACaHDsWlQX6Jkz7B\nZjbPnYtRUYgKCiIhMpJtWVnct3o150dHYznTILHBwfpAgUL4qupMpJdmAGAynOzBU5OJG6L96mUi\nq9RNtF8It/IgAOFGMzMGDGBbVhbnREby8PjxXDNkCCnz5tErJIQdd95J95qx/NphJqRPU2eRnw9A\nSnEKfkY/srNzKCwsxs9qIbZ3DHa7nTC/AFQq2VeRjwsNpxuOFJVzwznx5FVU8MDq1Xy2bx9d/f35\n4fhx3rj88jMvz2KBnBx9GH0fHuxSdGL5+aBpHCs6hr/Jn6ysLIqKSvH396N37xjC/C10M7hwA4dt\nhfw/e+cdHlWV/vHPvXdqJr330HtIAKlSF2myKnbXjq76c4u6u9Ytirqrq6ur2LH3tiqiKCgqKEhv\n0jtJSEghPZNMu/ee3x8TIjGhz0wSuJ/nycNk7sk97xnud857znnPe0xIfFOuYjc76fvcs0TabJQ6\nndjNZioaGjArCmdmZBBrt7deX1gYFBT4UxycYoeYGpwiNA6ud1ftxm6yU1hYSE2Nk7Aw28+akHzN\nNPFtucAiO3maZwA4oPn4eNs2NF2ny8yZ9E9KauorWmxHczj8muhAGDNNpwteLwANvgaK9u1n5659\nHDgQyY58L4tXrMFsNuPTXCjADlcFZsn/aDw9uQfzdu2h0uVi7s6dIEkkhIUxvnNnko6QvwNJ8v8c\nspZtYNCu8PlA+HeL5u0pYNfuYg4ciGJbvoslK9ehaRomqxUFWF9fgoogygT/PjMVn6ZR43aDJFFe\nX49H07hzxAg+vewyFFmm1e3zB9MZqGpIm2lgcMy43egSeDUvO3fsZs/ecr8m8pwsXf0Tuq5jstqa\na0IR3NI5DQUZKyYkwGYy0T02lj8NG8anl13W1FfsufXW5oMKRfH3TR1oRcIY7pwuNMZZyMgUFRUh\ntKGAlTo1krfLDvBa6Vo0JIYnC7ZX68gCLGYLf1+4lx7xiVzUux9PrVzJvaNH86fhwzlwcE36SEhS\nhzjE1+A0pdGxl4REccl+0EcAZup84bxdup5XSpajC8GQJFhVpjMtFX6qEvz9xyI0yUpmVBTxYWG8\ncu65nPXWW02bJQ7Gbay84YaflyF+Wa+BQXtEUZAEqKpKeXk5Qh8BKNSq4by1dx0vFi1roYmN1TKz\n8veRIFtRhU50QiLrGnM4HVM/0cH6CMNpOl1o9O7jw+LBJEBTQNZIiq/kxlQTEj4sJguqJYKVS8tJ\ncij4dI2MSCuzL7mEiW+/R0VDA5f26wfQlP34sAjh37bajs/cMjjNCQsDSSLWFgsmCbwKyCpJCRXc\nmKogoWKSLby6Q8KqqOx2W6gTGqrQyZZkltfW8s4FF5CdlETp7bc33bbzzJn+BH6/XKbTNP+yXDs/\nrNTgNMbhQJIkoi3RjZqQQfaRlFDOjSkyEhomxcrrOxXsZh9FwkK9rNI5LoyXx/yaM/73Ee8eErZx\n1H7C6/VvGupAA4mO5eIZnDgpKSAEnWM6ExUTg6RsgYhdYC4H1YtQE3G7bLy3oRyvBlfnJHDfmHis\nCjy05Fu2V1QQabVy3vvvc/Y777CrsvLI9dXX+49p6UD5NwxOM5KTAeiR0IOIqAgkZStE7gJTBagq\nui+RD3fpRCoq9SoMjo3lnKwIanyC1V4Xqq5z4Ycf0uPpp5tp4rBf/06n/+ytDjayNjiNSEkBWaZP\nSh/s4TYkZRtE7QKlAlTh18ROlUjFh9MrmNgthntHx2G3yDy8aR0AC/PyGPzSS8fWTzidcOhRXB2A\nQKg3D9gArANWBuB+BsEgKgrCw4mRwhjUawCRqQLFdgA0J5AC2NhXb2NrDSgSvPlTBQ8trqBbbCzf\n5++hwefjjNRUVt1wAzcMHMh1c+Ycub66OujePRQta4/kYWii/ZOQACYTcZYoBvTKISLFi2wtB60B\nSGFfPWyo8lHoBFmCL4vK8aoSV6emYVXAqijcMWIEO/74x2aaaBG3cZC6OujdO7RtbD/kYWii/ZOc\nDEKQZE8gt3d/HMkuZHMF6C5+1oRKQa1AbuwntpWrTO2ezrd781AkCbvJdOz9hNMJPXuGpGmBIhBO\nkwDGAgOAIQG4n0EwkCQYMgSpvJzB6YOJio0gKjqy8Qnwr9Jmhlu5tY9ElFXmr6NieW5qDtlJschI\nZEWF858JEwCY1qsXG0pLj1yfxwO5ucFtU/vF0ERHQFFg4EDk8gqGZQ4jPMZBdFQkUqMmMsNt3JeT\nwRVdIdIC/9dHp6dJRRbFdI93kB4ZzgWNTtAxaUJVoW/foDernWJooiNgtULfvihV1Y2aCCMqKgJJ\nkgGlURPpXNEVomwyfx8dz+Ru3TArFrrGhJERdRyaEML/06tXaNoWIAI1T9xxFiRPZ8aOBVXFp3qJ\nscWQGpWKPcyGZC4GUwWSuRiLzUyVW8elxhFuCefbvWXkJMcwKDWc7/buBeD7/Hx6HungUZfLP7PV\nGP90mmJooiMwfjx4PHh8bhLCEkiJSsFiMzfThDXMQo0HLGGd6NM9ixJ7PANT4xmSFnnsmqirg8TE\n03n2FQxNdAwmToT6eryal0RHIilRKZitMpK5pEkTtnAbVS4dly8Ou9nOt3vL6J8UxdC06GPXRHU1\nZGX5fzoQgQgEF8A3gAbMAl4KwD0NgkF6OnTvjr5nK4qkEGOPIbZLLPtK9uFsqMctRfL+tloU2cc/\nvtuORdlJ/6QopvVKo9rt5IHvl3LdZ58xJC2Nl8855/D1lJb6z507fXPRGJroKHTtCmlp6GX5yJJM\ngiOB2G6xFBQX0OBy4QiLw+SII2PXNhYWOZm1oYRO0WGc1ysVl8/La+u38sTy5URYrUfWxIEDcN11\np3M8k6GJjkLfvhAXh1ZdgiIpxIbH+jWxvwCXx02EIwHFEUvGjq18sbOMJ5bvoVN0GOf2zEIXMi+u\nOQZNCAFVVXD55R0qCBwC4zSdCRQDCcACYBuw+NACM2bMaHo9duxYxo4dG4BqDY4bSYKrrsL019uR\nVQ0AWZbJSvV7+pUuL3+J8dItNhyXT+OmuWuYntsJkwxeFTKjonCpKvOuuOLwCfyqqvwj6l/9KlSt\nOiKLFi1i0aJFoa7W0ERHQZbhmmsw33s3sqYDoMgKndM6Nyv2xrTBzX73al6ibDbmXn6EBK8HOXDA\nP5o+88yAmX0yGJowOCKKAtdei+XBvyHhz59kUkx0yejSrNgvNeFW3YSZbcy9/PKj11Fa6o/vO+OM\ngJl9MhyPJgLt4t0HOIHHD3lPtJrozaDN0OZ8ypqn7qYmJRaz6fC72/7+3SbO751G91iFZ1aW8tjE\ncznv/fdb304N/mSBhYXw97+322UIyT+qCeXQxtBEB8D37lusfuVB6lMTMClHTwlQ466hR1wPeicc\nJbDb4/Fnxn/gAcjICJC1gcXQhEELhMD98gusfv8JvOnJyNLRZ0ir3dX0S+xHt9ij7IZzuaCiAv71\nL0hKCpDBgeVImjjZueIwIKLxtQOYCGw8yXsaBBnl7KmEDx2NrajssJlYS5xudlU66R0XwbLCKrrF\nJtH/SA+4z+dPh3/ZZe3WYQoRhiY6IOYLLyG8/2CsxYfXxEF0oSMQZEZlHvmmXq9/EHHNNe3WYQoR\nhiY6GpKE7YprCO/eF9P+o2xwwK8JCYn0yPQjF3S7/efb3XBDu3WYjsbJOk1J+KdY1wMrgLnA1ydr\nlEGQMZvJuOtfVHVPx7avBFSNqqoqSkpKcDqduHwa9y3azO8Hd6XWU8Pn26t5ePzEpj9vMSJsaPA7\nTJdcApMnh7gx7Q5DEx0Rq5X0vz1CTXoCtsJSJF1vtZgQghp3DV1juuKwHCFxn9MJ+/bB1Vf7N2Cc\n3hia6IiEhZF232PUJkRgKypD0lsfTOhCp9pdTY/4HthMR0hmXFf3s8M0dGiQjA4+oZiSNaZd2yml\nlftY8NjNhM1ZTGG9mxolGlVUMrvWwrCsOKZ0i8GtRnLbV+sIa8xiXFhbS1pEhP+IiLAw2L/fvwZ+\nzTUwbFi7D+prg6WI1jA00U4pKtvNwkdvpvPq3eixMWiR/jOzROMZdV7NS6foTuQk57S+ZKHrfk1Y\nrXD99TBwYIhbcPwYmjA4EvlFW/jxkT/QaUMBalwMeoR/sCCEoN5Xj0/z0S22G/0S+x18lpqj61BU\n5D+c98YbO8Su6iNpwnCaTnO+X/o9N195IVfrWSSqNcyqLkW2OHnk3HH0iO9BoiOxWefQeeZM1kyf\nTmxtrX9JbuBAuOoqiI1tw1YcO0YHYXA06jx1bPjufbwvPY+5ug6P3URduIWk8GS6xnYlISyhZefg\n9fqDWzXNP4q+/HJ/2o0OgKEJg6NR7apiw4K30V95GXNdAy67mfpwC8mRKXSN6UqcPa6lJjweKCvz\na2LUKLj0Uv+RKR0Aw2kyOCxz5szh6qtfwlk7m0zLS+R5f08GEjHRUciyzEODBjElK8s/WtA0unz8\nMaunTSN28mQYMwbS0tr97NKhGB2EwbGieT3UrF2KsuBb7DvzsJgsfh2YTP5nXtP88U+S5D8uaNw4\nGD3afxRFB8LQhMGxonpc1K1eiunrb7DuLcBish5eE1YrTJgAI0f6d1R3IAynyeCwFBQU0Lv3IBoa\n5gDDgZfokvIIO3/4Cnn/fn8CMp/PL4CkJP95cklJHTYHk9FBGJwQ9fX+eIyiIn9aDU3zayIlxf+T\nmGho4uQwNNHRcDp/1kR1tV8TNptfD6mp/mOKFKWtrTwhDKfJ4Ih8+eWXXHbZtTQ01JCe3o158z6i\n9yl6RpbRQRgYNMfQhIFBcwynyeCoCCFwuVyEhYW1tSlBxeggDAyaY2jCwKA5htNkYNCI0UEYGDTH\n0ISBQXOCmdzSwMDAwMDAwOC0wHCaDAwMDAwMDAyOAcNpMmhz3G43Q4cOJTc3lz59+nDPPfc0XXv6\n6afp3bs3/fr146677mpDKw0MQoOhBwOD5rQnTXTMPbIGpxQ2m42FCxcSFhaGqqqMHDmSJUuW4PP5\n+Oyzz9iwYQNms5kDBw60takGBkHH0IOBQXPakyaMmSaDdsHBXXterxdN04iJieGFF17gnnvuwdx4\nhEtCQkJbmmhgEDIMPRgYNKe9aMJwmgzaBbquk5ubS1JSEuPGjaNv377s2LGDH374gWHDhjF27FhW\nr17d1mYaGIQEQw8GBs1pL5owlucM2oy8vDy2bt1K165d6dGjB+vXr6empoZJkyaxaNEiVFWlqqqK\n5cuXs2rVKi655BL27NnT1mYbGASNXbt2sXPnTnr27GnowcAA2LZtG3v37qVPnz7tQhPGTJNBm/Dm\nm2/Tp89gfvOb/5KbO4pHH30CgKioKKZOncrq1atJT0/nggsuAGDw4MHIskxFRUVbmm1gEDSefvp5\n+vcfwW9+81/69RvKrFkvG3owOK158MFHGDhwLL/5zX/p0+cM3nvvgzbXhOE0GYScmpoabrrpD7hc\nP1BTswCXawH33fdP9uzZg8vlYsGCBQwYMIBp06bx3XffAbBjxw68Xi9xcXFtbL2BQeApKirizjv/\njsu1kpqa93C5vuK22+4gPz/f0IPBacn27dt5+OEncLnWU1PzHg0Nn3LddTdRXl7eppowlucMQs7+\n/fsxmxNxuw+ebyfh9XqYOHEiYWFhXHXVVYwfP57Ro0dz3XXXkZ2djcVi4c0332xTuw0MgsW+ffuw\nWrvgdncCNgK/xet1c9ZZZ3HjjTcaejA47cjLy8Ni6YfLlYxfE3/E621g5MiRXH/99W2mCeMYFYOQ\n09DQQHJyJ+rq3gXOAtYQFjaJXbs2kpKSEtS6jSMjDNojFRUVZGb2pKHhc2A4sJjw8AsoLNxFVFRU\nUOs2NGHQHikoKKBXr4G4XN8B/YF5REVNp7Q0H6vVGtS6jWNUDNoVYWFhfPbZh0RGXoHDkYXdfhZv\nvfVS0B0mA4P2SlxcHB988AYOx69xOLJwOM7n44/fCbrDZGDQXsnMzOTVV5/DZhuNw5FFVNR05s79\nKOgO09EwZpoM2gy3283+/ftJTk5uysERbIxRtUF7xuVyUVxcTGpqKjabLSR1GpowaM/U19dTWlpK\nWlpayBwmY6bpNGTfvn1NuSz69evHU089BcCMGTNIT09nwIABDBgwgPnz57eZjTabjS5duoTMYTI4\ntekIz/zRsNvtdOnSJWQOk8GpzamgCYfDQZcuXdp8himUiIKCAjF27FjRp08f0bdvXzFz5kzRGpWV\nlWLatGmif//+YsiQIWLTpk2tljseBg0aJLxe70nfp6NRXFws1q1bJ4QQoq6uTvTo0UNs2bJFzJgx\nQzz++OMhteVw//+333676NWrl+jfv784//zzRXV1ddBtAdrDcDbo7TwdaU/P/NEwNNGCoLfzdMTQ\nxInBETQRkpkms9nME088webNm1m+fDnPPvssW7dubVHuoYceYuDAgfz000+8+eab3HrrrSdV7969\ne0lLS2tKsX46kZycTG5uLgDh4eH07t2boqIiAESIp8FLSkooLCxs8f8/ceJENm/ezJgxY/jiiy94\n+OGHQ2qXwalFe3rmj4ahCYNQYGgi8ITEaWrtP27//v0tym3dupVx48YB0LNnT/Ly8lo9gC88PJw7\n77yTfv36MWHCBJYvX86YMWPo2rUrn3/+eVO5+fPnM2XKFHRd59prryU7O5v+/fvz5JNPBqmlbYPT\n66TEWcKaLWvol92vxfX777+fL774gokTJ9LQ0MDTTz9NTk4O119/PdXV1QG3x6N6WFW0iieXP8n9\ni+7no7yPUGWVWk9ts///CRMmsHbtWqqrq1EUhcLCwoDbYnB6smn7JlavXY0t2sZzzz3X4pl/5pln\n6NatG7IsU1lZGXR73Kqb5fuW8/jSx7l/0f18nP8xmqzh9DoNTRiEhA3bN7QrTTT4GlhSsIT//Pgf\nZiyawSf5n6ApGg2+hnatiZDHNOXl5bFu3TqGDh3a4lpOTg6ffPIJACtXriQ/P7/VD6ihoYHx48ez\nadMmIiIiuPfee/nuu++YPXs29957b1O5r776ismTJ7Nu3Tr279/Pxo0b2bBhA9OnTw9eA0OEEIJt\n5dt4asVT3DLvFv727d94ZMkjlNSVMG/nPGrcNQA4nU4++OADnn32WbKysrjuuuvYu3cv69evJyUl\nhb/85S8BtWtt8Vr+/NWfeXbVs+yq3EWtp5YDDQeoqq9i4KSBpGSl8PXXX9O/f380TePOO+/k0Ucf\nxev1cvbZZwfUFoPTB6/Xy4HyA2ws3cjD3z7M2Klj6XVFL2aunYnP6uPFb15k8YrFTc/8yJEj+fbb\nb8nKygq6bcv2LeO2+bfxwpoXyKvOo9ZTS6mzlMr6SnIn5pLaKdXQhEHAqauro7qmmp9KfuKBrx/g\nV1N/1aQJ1ary6nevsnTV0pBrQgjBor2LuG3+bbyy9hX21e6jzlNHsbOYSmclORNySOuU1m41EdLk\nlk6nk4suuoiZM2cSHh7e4vrdd9/NrbfeyoABA8jOzmbAgAEoitKinMViYdKkSQBkZ2djs9lQFIV+\n/fqRl5cH+L9ECwsL6dSpE1FRUezZs4dbbrmFqVOnMnHixKC2M9joQuf9Te/z1a6vCDOHkR6ZjizJ\nVLuqcbvc/HrCuegVGqnx6fTs3I0bb7yRG2+8kYcffpiEhISDOwP47W9/yznnnBMwu1YVreLplU+T\n5EgiwZGAEIKysjJqD9RSs7+GqbdNZf4L8+mc3Zk33ngDs9nMeeedxyuvvIIkSVx++eUBs8Xg9OGZ\nZ57nT3/5C6K/wNbLSuSGMAZNGsTwScOpLqlGQuLm62+mOq+a3J65lBSV8Morr4TEth/yf+CltS+R\nGp5KcngyQghKSkpwVjibaaJbTjdDEwYBwefzccUVv+WTOR8iBmikDEpFWqo10wTADdNvoCavhtxe\nuRQXFodME1/v/pq3N7xNemQ6VpMVIQTFxcXUV9RTs7+GKbdO4etZX9MjtwdvvvkmJpOpXWkiZE6T\nz+fjwgsv5Morr2TatGmtlomIiODVV19t+r1z58506dKlRblDY5RkWcZisTS9VlUVgMWLFzNq1CgA\nYmJi2LBhA/Pnz+eFF17gww8/DNkDEgw+3fYp83bOo1N0JxT5Z6eyoKCA+rJ6GHAO9Ipj/+K3UN2+\npjTz4F83jo2NBWD27NlkZ2cHxKZaTy0vrn2RlPAU7GY7Qgg++ngOO3bsRfLYwSqx+K3FDJo0CJLg\nk7mfoGgK06dP54MPPjB2CxmcEMuWLeOuu/6F2uNfkLaG+gXfIKLqGH7x8KYylYWVTLtrGrZONj7+\ny8ck2hJDYlt5QzlvrH+D9Ah/56DrOu++9z8K8kvAY0GySix5ewmDJg1CSpL49ItPkVTJ0ITBSfHQ\nQ//h87n70fo+Bsk/sv+TuSRnRraqCUuWhTm3zyHBlhAS24pqi3h/0/tkRGVgUSyoqsqbb75HSUk1\nuGUkm8yyd5cxcOJA5BSZOV/MQfhEu9LEsTpNrwJTgTLgYC8bC3wAZAF5wCVAqwEyQgiuv/56+vTp\nw2233XbYSmpqarDb7VgsFl566SXGjBnT6ozUsXAwngn82XbNZjMXXHABPXr04Kqrrjqhe7YHqt3V\nzN0xl6zorGYOE8CePXvBaoOogVBaAA0aZZ5SBgwYAPhzwNx///1s3boVSZLo3Lkzs2bNCohdKwpX\noGoqdrMdgM2bN7NzxwFU3x/A4wTvs5S7Khlx8QjWLV3HkrVLsJvt/N///R8pKSk0NDTQo0cPduzY\nERB7QsBJacIgMKxcuRLVOgG6boACBUpLaaiHWTf4n+shFwzBbDUz979zkZDQLTqmyNCMFX8s+BGB\nwGryb5Veu3Yt+fnuRk3UgvdZKj3VjLh4BKuXrGbd2nXYTDZDEwYnxaJFK3BbLoLMZZBvQZTUUe7x\nHFET1qjQbOf/If8HFFnBovgnOpYvX0FxsQlV/T14a8DzDNVqHWdeciarlqxi7Zq1WE3WdqWJY/32\neA14Gjj0YJe7gQXAo8Bdjb/f3dof//jjj7z99tv079+/qQN/+OGHmTx5clOnfdNNN7FlyxauvfZa\nJEmiX79+h50NOri81NrvB19///33/POf/wT8h2FOnz4dXdcB+Pe//32MzW5/LNu3DCEEJrnlf53N\nZgPJ30aiMyF3FKaKFfy48kfCzGF07tyZ559/vmmmKZAs2LOAuLCfD0qsqKjA5+sCmKF2P+garsJ6\nZt0wi+qyajKGZaDt0QgPDyc2NpbCwkLOOuusgNsVRE5KEwaBISMjAynrKRCjIaozjL2SMMfn3HT7\nTQBUl1QTFhXGza/cDMD2VdtZMXsFXs3b9MUdDIQQLNizgETHz7NaB8orUX1dAaVJE86CuiZNZA7N\nRNtraMLg5OjaNYMfaj5B1zMhOg3pV2fSs28DF15wLtBSE1tXbmXNnDVoutZiIB5INF1jYd5CkhxJ\nTe+VllWgqt0BuVETOrV7avyaKK0ma3hWu+snjjUQfDFQ9Yv3zgXeaHz9BtD6mhswcuRIdF1n/fr1\nrFu3jnXr1jF58mTA7yzddJP/C2748OFs376dbdu28dFHHx32CIHa2tqm1/fddx9//vOfm10rLCwk\nISGhKRlW//79WbNmTVPdB+OhOiKr9q8ixh7T6rWcnP7g9iLXv4Ukf4VUtpSuQzqTV53XVCZY20wr\nXZWEmX9OUpmUlITZvB1wQVQahDmwJzlQfSpdBnRh+A3DWbhmIfn5+axbtw6Hw8Fzzz0XFNuCxElp\n4mQ5XNK6X7Jo0SKioqKaktgdHEicDGeccQY+n++k7xMIpk2bRvpQMyb1MyyW9zGbP27qHA5SU1ZD\n4Rb/hpLti7aT0DuBwtqfN5gEQxOqrlLvrcdm+nk5ISU5EZN5K+CBqFQIs+NIiWjSxLAbhrF0/VJD\nEyHiuuuuIykp6YghCh1RPw8/fB9h3Vdi9n2FxfIGDscWJk4Y16zMoZrY+f1O4nrFUeIsaboeDE24\nVBeqrmJWfg6vSUtNwmTeDPgaNWEjIr1REwO7MOS3Q1i9cXW70sTJzFMnAaWNr0sbf28XpKen88UX\nX7S1GUHBpbpanWUCfzbh2IxYbKqb6o0bSO6SxZBLhvDGrDd4d9a7lJaW0r9/f6ZOncqLL74YULsU\nWUEXOrLk98N79uxJ7oAC1q6ZiRwZhu0sK9OvvZKYGL/Dt69mX7N2HOoId2BCpomDuc9yc3NxOp0M\nGjSICRMm0Lt37xZlx4wZw2effRaQettb7jNZlpl63iTKi8vxuX2kpU1pMdiKz4hn1aermPPoHBI7\nJZI9KZtXnn+FN59/M2iaUGQFgUAI0TT7nZOTw969+9i8+UnkCBvhkyKYPv1KIiIiACioKUCRfh7p\nG5oILtOnT+ePf/wjV1999RHLdTT9JCQkcNGl03AdcCEh0alTpxbZtFvTxIvPv8irz7waPE1ICkI0\n18SQIYPJyytk1+4nkCPMRE+N5dprr2g6JSK/Or/d9ROBWtxvL1llT3kiLZGUOEuazeocRJIlIuMi\nqa+sx+Fw0GNwD0xWE2cMOYOFny0kPj4ek8nEDTfcEHC7esb1ZHflbhIc/oBCSZI4e8pERo0cjsfj\nISYmpmknpEf1YFbMxNnjjnTLjk5QNZGcnExycjLQPPdZa07TsYwaw8PD+d3vfseXX35JSkoKDz74\nIHfddReFhYU8+eSTTbssD819dt1117FmzRokSeK66647YrxiMAm3hmNKMxFhjWhxTZIlwmPDKd5R\njCRJZGZnolgVhgwdwoJPFwRNE7Ik0zWmKwcaDhBr9y+HS5LE+eefw/jxY/B6vcTGxiLL/kFGg6+B\nCEsEUbZT+oDedtVPjBo1qmm39ZHoiPqJccSQGJHYFGN6KL/UREYCVPISAAAgAElEQVR2BrJVZtjQ\nYcz7eF7QNGEz2UgKT6LOW0ekNRLwD3ouvfQCamtrUVWVmJiYJk3UeepICEtota9rS07GaSoFkoES\nIAV/8F+rzJgxo+n12LFjGTt27HFXtnDhQv71r3/xzTffHPffnkqMyBjB6+tfb3WJTjEpTPr9JJK7\nJeN1eZl14ywm9p3IM+89w4MPPsikSZOYN28ed955JwsXLgyoXRO7TuSx0sdIoPkujIiIiKaR9EHK\n6ss4u/vZTQGywWTRokUsWrQo6PU0ElJNHORIuc8kSWLp0qXk5OSQlpbGY489Rp8+fVqUO5j77NFH\nH+WCCy5oyn22efNmrrnmmqYv/a+++oonn3yyWe4z8G/iaCtGZ47m/c3vt+o0/VITL9z4Audkn8N/\nn/hv0DUxudtknl31bJPTdJDIyMgWZQ/UH+DivhcfdhY5kJwOmggUHVU/IzNH8sWOL8iIymhxrYUm\nbniBiwZcxCNPPBJUTUiSxNTuU3ll3StNTtPB91sLxal0VXJN7jUtYpiDwfFo4mQU+hlwDfBI47+f\nHq7goWI4UbZt28a333570vfp6JyRegbvbHwHt+puFi8BEB4bTnisf7ehxW7Bkeqgl6UXpP4syurq\natLS0gJuV+/43nSK7sT+uv2kRqQetlytpxazYmZ01uiA29Aav/zyvf/++4NZXUg1AUfPfTZw4ED2\n7dtHWFgY8+bNY9q0aa3uPOnIuc+Gpg/lg80ftBrc3Zomelt7403xBl0TOck5pESkUOosJSn88KtS\nVa4qHBYHIzJGBNyG1jjVNRFIOqp+RmaO5PPtn6PqagtH/FBNmG1mHGkO+tj6UJdSF3RNDEodxKfb\nP6W8oZz4sPjDlqtoqCDaFs3g1MEBt6E1jkcTx+o0vQeMAeKBfcC9wL+BD4Hr+XkradDo2rVrMG/f\nYXBYHFzZ/0peXvsyaRFph52t2bFrBzV5Ndw07SY84z2MHDmS22+/HV3XWbZsWUBt2rdvH1dffTXF\npcVUuCroMr4Lv7rsV1TlVfHFE1/gdXuJSopixK0jMIeZuWPEHU3LeB2YNtfEseY+O8iUKVP43e9+\nR2VlZYsdlB0591m0LZpL+17KOxveISMqo1mg6UGEEGzftZ26vDquP/d6GsY2hEYTJcWUu8rpelZX\nxv9mPJV7K5tpYvgtwwkLD+POM+8k2hYdUBvagDbXRKDpqPpJdCRyXq/z+Hjrx2RFZbU6gymEYMvO\nLTjznVw99WrOP/P8kGhif8l+yl3ldJ/QnfGXjadib0UzTQy7ZRhRUVH8ZcRfcFgcAbWhoxCQU4d3\n7dolAnWvjk5+fr7IHZYrojOiRXRmtBh/83jxx4//KCb/ZbKIyYwRSIj4zHjx5vtvCiGEGD9+vPjk\nk0+EEEJ8+OGH4qyzzgqoPYeepL2/fL9I7ZQqLnnuEhHfLV5M+dcUMf3T6WLkH0eKqb+dKgprCgNa\n9/FC+4ipOOl26LourrrqKnHbbbcdsVxJSYnQdV0IIcSKFStEVlZWq+XCw8ObXs+YMUM89thjLa7d\nfvvt4quvvhJCCFFeXi5qamqEEEJs3LhR5ObmnnBbAkF+fr7IHprdTBN/+OgPYvLtk0VMhl8TCVkJ\n4u0P3hZChFYT+w7sEymdUsTFz17cQhPn3HCOKKkrCWjdxwuniCZOhL1794p+/fod9npH1k9efp7o\nN6SfiMqIatLE7//3ezHl9ilNmkjMShTvfviuECK0msgrzRPJWcniwmcuFHHd4po0MeqPo8R5N54n\nDtQfCGjdxwttrImANMLr9QpAeDyegNyvI3Pw4Stzlok3lr0hlCiTkCdYhDzBKpKmpIuIqAhx259+\n7kwjIiKaXuu6LiIjI4Nq33nnnSe+mP+FiIiMECsLV4r1xevFxh0bRZ8+fYJa77HQ1mJo5KTbsXjx\nYiFJksjJyRG5ubkiNzdXzJs3TwghxAsvvCBeeOEFIYQQzzzzjOjbt6/IyckRw4cPF8uWLWv1foc+\nIzNmzBCPP/54i2uDBw8WbrdbCCHETz/9JAYOHNhU9/z580+6TSfDQU0U1xWLF394USiRipAnWIU8\nwSIyzu0iIqMi21wTc+fNbaaJzTs3G5r4mZC3+7LLLhMpKSnCYrGI9PR08eqrrwohTh39HNREYU2h\nmPnNTCFHKkKeYBPyWWbR/cLeIjI6UvzpT39qtQ2h0sTnX37epImfSn4S23ZtMzQRSDEAYseOHQG7\n36nAXXf9Q8hyikD6QoBXyHJn4XCEizVr1jSVGTBggFi0aJEQQohvvvlGnHHGGUGzZ+/evSIzM1PU\n1taKESNGiE8//VQIIcTjjz/eTJRtRVuLoZG2/hiOm3379omzzz67rc04Jm688RYhyxkC6UsBLqEo\n6SIiItLQxGHA0ETQaWv9XHTR1UKSOguk+QKcQlGSRVRUlKGJw8Cp5DQdHE0b+Bk2bIKAeAF1AhYL\nkIQsK6Jnz54iNzdXfPnll2LVqlViyJAhIicnRwwbNkysXbs2KLbU1dWJQYMGidmzZwshhNi2bZuY\nOHGiGDRokLj//vtFXFxcUOo9HtpaDI209cdwStOnz1ABic00oSiGJg4HhiZOeTIy+ghIbqYJk8lk\naOIwcCo4TfPnzz/YkIDcryNSXl4ulixZIvbu3SuE8D98iYlJwmQaJ0AXoAuL5XciOTm12QgiWOTl\n5YnRo88W8fGdxMiRk8WoUaPEE0880WrZ7du3iyFDhgTdpqPR1mJopK0/hiYOLhd0VMrKysSSJUtE\nQUGBEMKvidjYeKEoUxs1oQmr9UqRkZEZEk1s375dDB16loiP7yR+9atzxZgxYwxNHBtt/TGcEDt3\n7hQbN25s8bNs2TLRv39/MXfu3KaYqFBRXFwslixZIoqKioQQfk1ERsYIWb5YgBDgEzbbuaJz5y4h\n0YR/KXKMiI/vJM4++2Ixbtw4QxOhEMP27dsFIKZMmRKQ+3U0vv32WxEeHi8iI4cImy1O3HvvP8XE\niRPFww8/LLKzh4nw8D4iIiJb9Ow5UIwcOTLoYnC5XCItrbtQlIcE7BCSlCvCw6OFy+VqKlNWViaE\nEELTNHHVVVeJ1157Lag2HQttLYZG2vpjaMLhcAigWeBqR2HOnM9EWFiciIoaKmy2WPH44zPFxIkT\nxYMPPii6dcsRERE5Ijy8t8jNPVOMGjUq6JqoqakR8fGZQpJmNmqin4iOThCqqjaVMTRxWNr6Yzhu\nDvZJR/qRZVns2rUrZDa98857wm6PFVFRQ4XdHitmzXpZTJw4UcyYMUNkZPQUkZEDhcPRXZx55kQx\nevTooGuirKxMREUlC3i5URM9RWJiajNH0tBESwLWkHfffVfs3r271Wsul6tparF3797i7rvvFkL4\ndwH06dNHyLIcEq86GGiaJiIjEwV82zhS2C8UxS4uv/xyIYQ/SH758uVi2bJlwuPxiLFjx4rVq1cH\n1aa1a9eKiIi+jfYcXBa0NZvunTlzpujRo4fo0aOHuOeee4Jqz7HS1mJopK0/hiaqq6tFTk5O05f8\nHXfcEfKR8YnQ0NAgHI5YAcsbn8G9QlFs4tprrxVC+GfQli5dKlasWCF8Pl9INPHdd9+JyMgzm2lC\nksyiT58+hiaOTlt/DAGloaFB3HHHHSF1mCoqKoTdHiNgQ+MzuFUoikXccMMNTTb9+OOPYvXq1UJV\n1ZBoYvbs2SIy8uxfaEIW2dnZhiaCKQZNqxWqWiZUtURoWrnQdV+r5err64UQQvh8PjF06FCxePFi\nsXXrVrF9+3YxduzYDus0VVRUCIslsvHBO/jwIbKyspp2X3z55Zdi9uzZIj09XdhsNpGUlCQmT54c\nNJu2b98u7PYUAQ2NNjUIuz2l3Qfqt7UYGmnrj6EFDQ0NYsKECU3O04UXXijuv/9+oWlaW5vWKnv2\n7BEOR0YLTXTp0qXNNLFy5UrhcHQX4G20qUZYLFGipKRtUwocDQxNnBKsXbtWREZmt9BEt27d2kwT\nCxYsEOHhAwRojTaVCZPJ3tRXt1c4giaCn7P/BBDCg8+3HVXdgKYVIEQDIAMCSQIhJBQlGZOpByZT\nfxQlEaDpkD+v14umacTGxtKrV6+2a0iAiI6OxuEIx+v9ApgKZBEWlsKcOXPIyclpVvZwSQ4DTffu\n3ZkyZTzz50+koeHXhIV9zpQpZ9GtW7eQ1G8QWOx2O19//TWqqjJ9+nTefvttPv74Y0wmE3/961/b\n2rwWpKSkIEku4Hv8+RSTsNvjWbBgAV26dGlWNlSaGDRoEMOH92bp0ik0NEzA4fiIyy67kqSkdnNG\nrcEpTKdOnVDVImA1cAYQid0ey5IlS1o8g6HSxNixY+nbN4YNG87F5RqFw/E2N9/8p6a+uiPSrpwm\nIVx4vUvwepcihBdZjkCWI5Gk+F+U0xGiAa93MR7PdyhKZ6zWichyBgMHDmT37t3cfPPNrZ4R1BGR\nZZm5c//HlCkXAPF4vUU88MD9LRymUCJJEh9++Dqvv/46GzZspX//6UyfPj0k5wQZBA+TycRbb73F\n4MGDmTt3bqtnQrUHbDYbs2e/x/nnX4QkJeHzFTFz5uMtHKZQIssyX375ES+//DLbtu1m8OBbueKK\nK9rMHoPTi5iYGN5551WuuGISipKCqu7n1VdfaFOn3WQy8f33XzJr1iz27CngzDPv5aKLLmozewJB\nKHq4xtmuI+Pz7cLt/gghnChKMpJkOerfAFRWVrBkyXzASWbm+Qwffge1tW4mTZrEv//976bzZMaN\nG8fjjz/OwIEDT6IpbYvT6WT37t0kJycbo9cTpNGpa2vP7pg0YXB0amtr2bNnD+np6cTHH/4sK4PD\nY2ji1KK6upq8vDwyMzNbHPdicGwcSRNtPtMkhMDr/R6PZz6ynICiZB7z31ZVVfHgg4/gcg0BEsjI\neBSvdxujRz/D1KlTWb16dbs4KTtQhIeHt+nskoFBeyMyMpLc3Ny2NsPAoN0QHR1taCKIyG1tgNf7\nHR7PPBQlE1mOOPofHMKPPy7F7R6Arl9EQ8MIdu68mkWLFlBR8RwLFsxjwIABzcobIxkDAwMDAwOD\nE6VNnSav9yc8ngUoSick6fgnvbxeH5rmPwXZ5arhm28+5plnKhg37ikmTUriV78aw+zZs8nIyGD5\n8uVMnTqVKVOmBLoZBgYGBgYGBqcBbRbTpOs11Nc/iSxHI0n2E7pxfn4+//nPU3i9VwAxWCwfMm5c\nLy688DxUNR+rdQJW69iTs97glMKI3zAwaI6hCQOD5hxJE23mNLlc76Cqu1CUlJO6+datW/noo7m4\n3R4GD87l3HPPRpZlhPChaftxOG5BUYygaQM/RgcBQmjoegVC1AIaoCBJDmQ5Hkkyt5ldBm2DoYnj\nQwgXul6OEG786XxMjYP/GGP38ClCu3OaNO0A9fVPoChZQX3INK0YkykXu/28oNVh0LE4XTsIf+6z\nbfh8K9C0Qn7O3SY49OOQ5UQslsGYTP2Q5fCQ2mjQNpyumjgedL0Cn289Pt86dL268d3mH5kkmVCU\nLlgsQ1GUrkiSEnpDDQJCu3OaPJ6v8HqXoihpQa5YQ9OKiYi4G0nquMm0DALH6dZBCOHD6/0Rr/f7\nxtxn0UhSBJLUMpxRCIEQ9eh6BZKkYDKdgc12lqGdU5zTTRPHg65X4HbPQ1W3IkkKshx32HASITSE\nqEbXnUhSOFbrJMzmAcbsUwekXTlNQgiczgdCthSgqvnY7ZdhNmcHvS6D9s/p1EFo2n5crv+h62Uo\nSsox5z6DnwcckmTHZrsQs7lHEC01aEtOJ00cK0Lo+Hyr8Xjm4l9+Szou50cIF5pWgsnUC5vtPGQ5\nOnjGGgScI2ki5LvnhKhCCDVksROSZEXTCkJSl4FBe8Hn20x9/bOAC5Mp67gcJqBxpikdSbLicr2G\nx7M4OIYaGLQzhFBxuz/F7Z7dmDsw+bhniyTJjsnUGU3Lp77+WTRtf5CsNQg1IXeadP0AoTwfUpLC\nUdU9IavPwKCt8fm24nK9jaIkIssnlxFYlsNRlHTc7rmG42RwyiOEjtv9KT7fqsaYW+tJ3c/vcJlp\naHgJTSsJkJUGbUkbOE21SNLRnab8/HIGD76/xfs33vg6ffv+jeHD/8nw4f9k48bCI95HkuwIUX7C\n9hoYdCQ07QBu93uNX9Ynlsrjl0iSGZMpE4/nS3y+nQG5p4FBe8Tr/RGfb3Vj7sDAdI/+OEIbLtdb\nCOEKyD0N2o6QH6MihMrhfDUhBAcayql2V7GvohKf5qO8vpwGtYF9+ZX8YfrHDB7UhYceupDzzvOf\nITd9+iusX5+PyaRwxhmdefrpKzCZDt21IANq0NtlYNDWCKHhdn8CWAPmMB1EkszIcgJu90eYTLca\nweEGpxyaVorH8xWKkhHw4G1ZjkFV9+F2f4Pdfk5A720QWkLuNPkzf+st3s+vKWDd/rVUuf3bOYuL\naqhsqGLSJQ9QvkcnMTWMOreHvdV57K2KwqdlY1bMXHbZUF577XoArr32ZV5/fQm//e2YQ+7sz6Nh\nYHCq4/OtQ9PyMJk6B+X+shyOqlbj8SzEZpsalDoMDNoCIQRu96fIcljQ4m0VJQ2fbykWS85xnbFq\n0L4I+fKcJIUjRHMvfnPZFr7d8w1ezUucPRaTrFDhqqSiUGXEefH89oUksKjU1+jsXF/Dvbd+TWrq\nbdz253cYN65X030GDepEUVHVL2p0IUlxIWiZgUHbIYSO17sQRUkMaj2KkoLXuwIhGoJaj4FBKNH1\nIjStAFmOD1odkiQjSQ683qVBq8Mg+IR8CkZREppNfe6v28+KouXE2GIwySYafA3kVedhkc1Expv4\nalY5mldQV61SX6Vzx31nMHBUEk/+YyWffLqKl2b9wL59/yUiwsb776/gsccubVafrjsxmXJC3UwD\ng5CiaXnoejUmU1bz93WNPXtLufyyl1i16j7cbh+TJj2Gx6OSl1eOJIHHozJ0aFfKymrYvr2EXr1S\nKS6upr7eQ3R0GCkp0bz44rVkZ6fz1FPf8be/fcT+/aNITp7QRq01MAgsXu+qowZ9H6odn0/j7LP7\n848Zv+b55xbxt3s+RghIS4vG41HJz3+8KXSkpsZFaWktGRmxxMSEAT7eeCOD3NwzQ9M4g4DSBstz\nsYDcmHbAxIbSDdhNdkyy35Sy+gNIkowsy8gyXPufdCw2mfULapj9nzIUu44kSQwdmc6GHzZgs/mn\nUm+77V1GjuzO8OHdmtUnhNuYCjU45fH5NjV96etCp9RZypYDW9lXW0BlsYdqdxXf7vmO9Mg0Hnh5\nNAUNe1i/OJzPXyrA5jKDWWXa+QNZ+uMu7r13Gq+/vphJk/rx1FPf8NBDF5GdnU5hYSXffbeFzMwY\nfL71gOE0GXR8hNBQ1XXI8pGP9LLZzMyb9xfckpOtpdu46ZJPULvkUS05iU42EZNkZfzFCbzxwG4+\nnLeQiy4ZyIMPns/vf/8W5eXbGDWqJy+9dC2qmo/NZsQEdlTawGmSMZsH4/OtxulzUFJXQqzdvy3a\np/uodldhM9lwoVJTplK6x0NGHzvbltYjSVDjqgFS+ep/edjCFLwNgiee+IrKSifPPntVs7qE0JAk\nGZOpa6ibaWAQUjRtL7IcgU/zsTh/Mfk1+VgUCzG2WDSbC3SZe2+bT8EOJ0lZNv7y8DCGj+zMFy8V\noQsfewtLWLumAKti4eBEsM+no2l64+gY7r77f/zznxdy6aXPoWllTQMfA4OOjP8cRnHUY0+EEOys\n3cq64nWoXtA0nQZTNWGJErIJSvJcvP/EHnw+nf88Np/qUi+628T77/2OH37YTlWVE/Dv6Na0fGBA\nCFpnEGiONabpVaAU2HjIezOAQmBd48/kY63UbD4DIXzUeZ1IktS0XOdRPQCN70FcupmVn9XwwNk7\n2ba0HqHDnGcL+cPUb9m9uYaoOCvIgh9+2M5rr/22RT26fgCTKRdZjjhW0wwMjpWAauJkEMKLrh9A\n121NDlOcPY5IayRyo7aK8+vpO8XMH1/uhMku+NO077lpwtf06B9NRbEb1Q2/+3cfVHx88L/lfPHF\nT1x//asUFFTw+utL+PTTNaSmxpCdnd5Yq46uV4SieQYdh3ajieNB18s5ltyBm8o2sapwNY9ct4k7\nf72C5L4SaV3CsZlsVBSqeBp0Gmo1hA5pmZGcf3MXZJvKN4s2oqo669fvY+jQB/nrX7/B5TJSd3RU\njtVpeo2WD7sA/ovfXR4AzD/WShUlGZOpG5I40Ox9vTGNvq4L7NE6N7+YzoV3J3Pvl925+YUMTBYJ\nS5hMTaWH3BEJ/P3FIdTXqpSXOxk37hGGD/8njzzyhd84oSGEG4tl+LGaZWBwPARUEyeDPyhborS+\ntMlhOjRuUNVVIuIVMnraELpg0IQYknuYeGTOMHZtqsZkkRkwMpHe2fE4omVWrt3JmjX3U1T0BFlZ\n8WzaVMSdd37I3/9+Tiv1Ghg00W40cTwIUc+RMgy43W525u1iRcEK4h1xPPzeSP7wZhpFm33sXuPE\n5/MRlWAio7edaXckISuwc3MFX71ZyHk3Z/LSi4uw2y2sWPEPFi++h6oqD//975eha6BBQDnWufXF\nQKdW3j/hZBY227nYnOuQURunRiXMsgmfz0dRQTEIf9xTTGwM8XFxJHW2MeLSSKwmK1X7NPJ31HL3\nJT+imCR0XTBnzi0kJkY23V/TirBax6IoqSdqooHBkQi4Jk4cHUmCLQe2YFGsLXLMlFSWoukaRYWl\nCKFSXxuBLEnUy1WYrQq6Jsj+lcZ3C3/A1aBSKpWC4iIqKpKzz+5Pfn45S5fuZNiwBwEoKqpizJhX\nWLbsUlJTg5PewKBD0o40cez4cwe2buKuXbt4+ukXUGPNaIk19Oncm+iUaEx2nZTegi0ry8gaKKNp\nGkKYsNpkFLOEs86D1+nj1ft24PXoKLLMyJEP8f33d3PllSOYOfOz0DbSIGCcbMqBPwI/Aa8Ax3Ui\noSzHkRh1JWkRCm7VnyXVZrJRXlqJLmLQ9U646jIpK6zB1eDC59HZs9ZF9oBkZn0zkafnjmfG/waQ\nnBLJjz/+rZnDpOvlyHI8FsuYw1VvYBAsTlgTJ46CqvkorC0k3BLe4uruot3UV0LZ7iRcdZms/7qO\ntF4WFn68n4JdtWiqYMPKCnR9PK5aM+EJdp584VVcLi/ffruZ6uoGbrllAlu2PMSWLQ+RlhbD99//\nlsTE4KY3MDhlaANNHDuHyx2o6zrPPvsiLtc1+MKH01A5iJ/WbaekuoSaCicFG1Vi0lNwOVNxVkJ9\nrRfVq+NzC2LTTJz/f52x2k2cd1Mm8YkOfvzxbyQkRPD55+vo2zc59A01CAgnE8X5PPBA4+sHgceB\n64/nBhbLYNJjLqDG/Tq6yEJCQq32QbQFdHDVCJa9JTDJxUiSTP+zIjjjzAwAXKoLu9mGSWneBH9Q\nHzgcV530uUEGBsfJSWviRJCkcFQhkCSaYpgOous6qq4SmWhm+/c1lO9x4WkQ1BU7Kd+nERZhQjPp\nfP1qA5o6HwTsXO5l1/J6Zv33T0RHh5GVlcBdd009pD5/HbIciYHBUWgTTRwPshzdIncgQH19PV6v\nD8gGZRuuWhMLPxF893YeqqaTNchOci8HP31eDgLK83Q+fLAUJFAsEm88tB2rXWHV1wcoLXYxYMB9\nJCZGkJOTwowZV4a+oQYB4WScprJDXr8MfH64gjNmzGh6PXbsWMaOHQv4v3yzU2+joKYQp+sbFDkF\nG2G4XQrYG4hJszL1HpnE5Fjsdjvd4rohSxIunwuX6mJyt8lctvkywJ/cT9eLkSQHYWHTkWUjoaUB\nLFq0iEWLFoWqupPWxIkgSQpmUxpmyde01H0QWZaJijdxzowY0KMADVkqIDUtCckskZ2UTVFhEZs2\n7UPThgEK2DeS7pa59893t1rfpk0PoOulSFLMCdts0HacDpo4Hg6X0NLhcKAoMj7fDtDMxKSY+PXv\nFTrlplFRV0FNpYoQkHNOPDnnQniYj9Q0f9oCl8/F7Y92x2F2UNFQwbjO48iK9udQ07RizOaeIWmb\nwbFxPJo4nrXmTvgf+OzG31OA4sbXfwIGA5e38ndCiCPvTFA1lW92P0N5zVvUN9SyfE0emk1Bt3mx\n220kxyaTHpmGLCl4NS8OcxhjOo0hKTwJAF2vQ9fLMZsHYLVORZYdx9Esg9OJRociUDEWnQiSJo4X\nj+cbFu76N0VOrcUS3Z7SPWzdtxU0C0L4iI6OIiomkjBLGF1juqILwerVaykvrwLZjGL1cs+5d5GW\nktZqXbpeiSwnExZ2bUDbYNA2nKqaOFaEEDid/2o8WNfS7NqWLVt4/vlXEIkO1PgKuqd3Iz4jlvzq\nfCpKKvF4fCDJKApkZqSjmBR0oaNqKn0T+wJQ7a7m4r4XE2b2p+5Q1Xzs9iswm/uEvK0Gx8aRNHGs\nQnkPGAPE499Seh8wFsjFvztiL3BT47VfcsxicHpK2F76MlV1i6mpq8ZkiiUsPJ5aTz2a0HBYwuge\n24OU8GRkyYeuVyOEB1lOwGqdjNnc6+iVGJzWBLCDCIkmjhVNK2Zv2T/4as/mFrvnfLqPjSWbkDQw\nmUxYzBYafA10je1KpDXyoEHU1dVR6a7ijMxBDM86/K5TVc3Dbr/S+NI/RThVNXE8eDzf4PX+gKKk\nt7jmdDrZW7iXpdVLSYr2D9Q3l23GJJvweVUQAqvt5w0YLp+LJEcSKREpVLmr6RSdxeis0QAI4UPT\nDhARcTeSZAtdAw2Oi0A4TSfDcYtB152o6kZ8vp/Q9f0czKHhv42EJOlIUiSK0h2LZRCyHPhTqQ1O\nTQI8qj5RgtJB1Dmf5Yf8L8mvriLWHttME6X1pRTV7sdutuNR3URYI+kc3blZDFSdpw5FVvh1j1/j\nsLQ+WyuEB12vITz8rqAdbGoQWk5lTRwrul6B0/lfFCUDSWp9f9S64nWsK1lHnD2OKlcV+TUF2M32\nZhryql5kSaZHfA98mg+f7uOcHucQZYsCQNP2YzYPxWabEl3F0UAAAAtNSURBVJJ2GZwYR9JEu0zn\nK8vhWCzDsViGI4SGrlcCboTQkSQTshyDJBlp6A0MDsVmncCw1D349DwKa4uwm+w4zA4kSSIhLJF6\nbz1l9WWEW8LJiExv+rJ3q26c3nrCLQ4mdJ1wWIcJ/DNaNts5hsNkcEohy3GYzbmo6iYUpfVl6Zzk\nHFRdZVPZJkyyibSIVIqdxUiShCIpqLqKRbGQHplBnbsOi8nC5K6TmxwmIbyAisUyJIQtMwg07XKm\nycAgWJzqo2qX62M8vnWU1ktsKttMqbMESZIQQpAUnkRaZBr/397dx8hR13Ecf88+3t5eoVcM5alS\npIAIEVARwkMiak0BQ61BIQppeVSkSmIEAv7RJkYFDAZBUAMYaoyggPLgA6GYtlYgkEop5UlBj9JS\nHg7SlnK9u97urH98f9ud3XvY3evtzGz380ouOzu3s7/v7M535ze/mfn9tg5tpW9r365OkHvSPRw9\n82hmT59NNjX+Hae+34/nzaC7+9K6Q05I+9jTc6JRvv8BAwM3kUjk8bzxWlpL9O/o5+V3X6ZvSx9D\nhWG2DW9jaGSQ3lwv+UyennQPR+17NB/pPYRcOrdr2UKhj66u+WQyJ4a1SjJJbXd6TqRV9vQdhO8P\nMDDwczyvRCIxg+HCMAW/QCqRqqoQjRRH2Fm0UwnZVJbEOKckKgEP4Ptb6O5eTDKp/pn2JHt6TjRj\nZOQlBgeXudN0E7emlnMo6SVJJpKVfEpmSSSq86lY3EwicSDd3RfqgKMNqNIk4nTCDqJYfJsdO253\np7Jn7Pb7+f4Avv8uudwi0unDpiBCiZNOyIlmDA8/wfDwg67ilKm/QB3F4mbXQnuR7uxuE6o0iTid\nsoMoFt9hcPAufP8DkskDxr24tf77vAX4dHWdRzo9Z2qDlFjolJxoxs6dTzE09CCJxN4kEpPrj8zu\nlNtMMjmLXO48EonRvfVLPKnSJOJ00g6iVNrB0NAjjIw87fqg6W34LtNy32ep1BF0dc2f9I5D4q+T\ncqIZxeImBgfvw/ffIZmciefl6i9EuaPlfkqlIbLZuWQyp7ihWqRdTJQTuzv23G4JsVfahsQpnjjF\nAoonLFO5Xp7XTS73ZXK5i/G8fSgWN1AsbsL3t1EqFateaz/02ykWN1MobACSdHWdy1NPHRybClPc\nvnPFE46o1iuZPIh8/nKy2S/i+zsoFDZQLL7NqlXrqK3glUoj+P4WCoXX8f1NpFKHkc8vJpv9TEsr\nTHH7zjshHlWaAuIUT5xiAcUTllasVzo9h3z+EvL5K8hkTiOR6MX336JQeJ1CYSOFwkZ33UWOdPpE\n8vlvutcew6pVq6Y8nsmK23eueMIR5Xp5Xpps9iR6eq6iu3shqdQxrF79X4rFjbtyxypKW0gkDiCb\nPYN8/kpyuXNJJvdveXxx+847IR61GYp0iGRyJsnkTOA0SiWfUmkAG909gefldApBZByelySVOpxU\n6nAymWeYNu1aSqUhrN+OFJ7XrQ6WO4R+JUU6kOcl8LxpUYch0pY8LzMld9ZJ+wmjarwSG49IJA5W\nYeNhRWklygmJD+WESLU45ISIiIiIiIiIiIiIiIiIRG8psAlY6/7mRRDDPOBl4BXg6gjKr/Ua8Bz2\neTwdQfm/Bt4G1gfmzQCWA/8BHgWmRxjLUqLfZlppKdGvn3KimnIiWkuJfv2UE9WUExFZAnw3wvKT\nwKvAbCANPAscGWE8AH3YxheVU4HjqN4AbwCuctNXA9dFGEvU20yrRb1+yonRlBPRinr9lBOjdWRO\nRNq5ZUCUHVx8GkuG14AR4B5gfoTxlEX5mawGttTMOwtY5qaXAV+KMBaIftiHVlNOjKacGD8WUE60\nknJitI7MibhUmr4NrAPuJLzmvLIDgY2B55vcvCiVgMeANcAlEcdSNhNr/sQ9zowwFoh2mwmDcqKa\ncqI+5UTrKCcas8fnRFiVpuVYs1nt31nAL4BDgGOBN4EbQ4qpLF6jRJqTsabG04HLsabHOCkR7ecW\n9TYzFZQTzVFOTCzqbWYqKCeao5yYWEu2mbB6BJ/b4OvuAB5uZSBjeAOYFXg+CzuKiNKb7rEf+BPW\nNLw6unAAO2rYD3gL2B94J8JYgmVHsc1MBeVEc5QTE1NOtJZyojF7fE7E4fRccFTDBVRfyBWGNcBh\n2AV+GeAc4KGQYwjqBsrjW+SBLxD+ZzKWh4CFbnoh8ECEsUS9zbRa1OunnGiMciI8Ua+fcqIxyokQ\n/Aa7bXId9gFHcQ70dODf2IV+10RQftAh2J0ZzwLPE008dwObgZ3YefwLsLs0HiP8W0lrY7mQeGwz\nrRSH9VNOVFNORCsO66ecqKacEBERERERERERERERERERERERERERERERERERERERERHpHHsDlwWe\nHwDc28LyjsH6+4jKLGAF8ALWv8d3Av/7CfAS1q/FH7HPBqzvjRXAduCWmve7AOs0bB3wN2CfVgUu\noVFOVEwmJ85xr3+e8EZ5l9ZSTlSMlxNzsU5An3OPpwWW+SS2n3gF+FkrA5fWm024PYUuYvSPbJj2\nw8biAejBOms70j2fS6WX+Ouo/OB3Y+McfYPq2DPAe9gOBOB6YElLopYwzUY5Mdmc2AfYQOXg4S7g\ns60IWkI1G+VEvZw41i0HcBTVw8w8jQ3zAvBXYN7UhyxhuQfYAazFdvoHU0mORVhPoo8CfcBi4HvA\nM8CTQK973aFYK8sa4B/AEW7+V9x7PQusBNLA69iYOGuBrwLHA0+493wcOLzJslcCN7n3W+/erxkP\nAJ8bY/4C4Lc18xZRncgJrHfcDwMeNkDixU2WL/GjnJh8ThyP9Yhcdj5wa5PlS/woJxrPCbD9wXtu\nXfbHWqbKzgV+2WT5EiPBjR+qjygWYc2JeeBDwDbgUve/nwJXuOm/A3Pc9AnuOVgzZXn8m73c40Lg\n5kB504Ckm/48cF+TZa8AfuWmTw3E/ing9jHXuHpdN2BHErUeBr5WM28ho49+zgTex7qwX0k8xjOU\n3aOcmHxO9GLDOByMDYh+P9GOUSZTQznReE4AnI1V5MplLA/871Tac0BpwJK603l1/r8CGHB/W6l8\n2euBj2Mb60lUn9/OuMfHgWXAH7Bzv+XygmVOx8bImQOUqP5O6pVddrd7XI0l3V7Y0cyaCdarB0u8\nK4APav73fWwMn99NsDyunJux8+992M7jGuCHdZaTeFNOTD4ntmDXvvwe8LHWgUPrLCPxp5xoPCeO\nwk7ZzZ3gfduWKk31DQem/cBzH/v8EtgP5XFjLHsZdh73TOBf2MVwtX6AHXEswI5mVjZR9nhKE/wP\nrMn0fqxZtXYU6kXAGYzdFFvrSKyy1Oee3wtc3cBy0t6UExP7s/sDO+ovNLictC/lhDkIq/idT2W/\n8IabH3zNG3XKji2dSrG7X6ZNYrnyUcB2bOM4OzC/XLs/FLsAbgnQj20s79eUtxd2agvsTrRmyi5P\nn+OmT8GONLbXWfZO4EXsHHfQPOBKYD4wVKdcgP8BH8WahcGOLF6sE7vEn3KiotmcANjXPfZiO8Q7\nJgpc2oJyomK8nJgO/AU7cH4yMP9NbH1OcO97PqMrYW1DlSa7WO1xrCnzeqz2Xa6BB6cZY7r8/OvA\nRdiFfM8DZ7n5N2Dnq9e7Mp7DmlI/RuUCvxuAH2MX7iUnUXYJ23CfAW5zccD456pPBs7Dbgdd6/7K\ndzLcgjXHLnfzbwss9xpwI3aEsRGrLPUD17p1Wof9CPxojDKlvSgnJp8TYDuZF4B/uvV4dYwypb0o\nJ+rnxGKsArgksEz5gPpb2MHDK1g+PDJGmSKhWAF8IuogRGJEOSFSTTkxRdTSJCIiIiIiIiIiIiIi\nIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMrb/A3W4x4xuLEtWAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 3 } ], "metadata": {} } ] }