{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# k-Nearest Neighbor (kNN) exercise\n", "\n", "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n", "\n", "The kNN classifier consists of two stages:\n", "\n", "- During training, the classifier takes the training data and simply remembers it\n", "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n", "- The value of k is cross-validated\n", "\n", "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "# Run some setup code for this notebook.\n", "\n", "import random\n", "import numpy as np\n", "from cs231n.data_utils import load_CIFAR10\n", "import matplotlib.pyplot as plt\n", "\n", "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n", "# rather than in a new window.\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", "plt.rcParams['image.cmap'] = 'gray'\n", "\n", "# Some more magic so that the notebook will reload external python modules;\n", "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data shape: (50000, 32, 32, 3)\n", "Training labels shape: (50000,)\n", "Test data shape: (10000, 32, 32, 3)\n", "Test labels shape: (10000,)\n" ] } ], "source": [ "# Load the raw CIFAR-10 data.\n", "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n", "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n", "\n", "# As a sanity check, we print out the size of the training and test data.\n", "print 'Training data shape: ', X_train.shape\n", "print 'Training labels shape: ', y_train.shape\n", "print 'Test data shape: ', X_test.shape\n", "print 'Test labels shape: ', y_test.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0NlfDtplvjNOI+SKUQ9svB/bs4eg+azq/58hh7rv7GACBpGxt2Tl698HDAPSi\nPtPjVhtSLoWIanxrE2MkGhk6NjbmTKUH9u2lomanfpoPGnQj5ImPoFHARpz2IPWMiy7FH0STgZCr\nOS/udp12MMuEimqHSkT4asKshxU2VbN08qUXaS3beef5u/B13Hw8RM15tbBCqqkSyuUaKH1BucyU\nhuT3Vy67aMEdkSgBtu41gHEaygvz83Q6dg1FcUJ705oIf+Xf/xJ9Yyfq5ZZw9NgDAMxOCHNTmmah\nUuXymqXrsy+cJ9Koxkfv3cf9BzTy1WTg5mw+cGhHhqL5BvMGcBGonifcALvh0sWLGNXiHz1whLld\nNqVAkmZMH7D7wjve8wRH7rpbOwWX+iU2iXMCX1xccab+arni+qrd3qKrmtPAD/FKdn6fO3eaffsP\nAlCfbLJ7zkaLb621nIkzzzISNVkvLy0zO2tNtI1xY9MI3QDefiHKwO5Zu2A//j3fxx4NZ19dW+b8\n/2ntop1ufM3bvxYwLNjkQ6HOeW7I1QdlOLuLmO1q9uH8HO6aKyL4nL9TnjtTh+d5zhRU/FY851p5\noraZt3boLzSc98qZCfMc4xUbgse4Rkykecau/XcBsGffYRdubAXpYbNG0QSDV7ILZG7OPm/l9GXO\nnrVzIo4brHfsfXNTHhvLZwHYaq+RJ8UiuMwj77O5foIgcJElw+aM6yFPU8ccu90upZ4VosqE1KuW\ntt3ju6lomoJyWKGsAgZZRtqPXb8UgrPv+84UZbwGnl6Tezm+Nssb8nETscImgIfvIqg8b+DXJr5H\noJuheNt9DK+HvXv3cO/dVqX+ymsniQufxNzgiR2nhfnT1BrWNFttjrmIoCxJqIxZs6svQtKzm0pn\nc5MQFbSyxEWxVWtN6g1r+ux1tlzurNAP3DUHDh/jvPpGbPQ6rC/alBW99hYzc5ZPRP2EONq5ncTD\n+lcBlIIQ0yv82aBa0si7JCctct+IoJp84kyIE0/fa8iKDdXDmUmMGTqI5IP4VoOQ67zzfUAFv8tL\nLarqCzLeKDlhaXjsUsy2KLgbhTB8uDHsVl+PSrnMhvqV7Jud4chcITgdZKJpx6Zea9BUvx7PSxxv\nmZuzh6L6xARjura73Q6ZsXO4VK1SUmG1FJad4PreJ97NmbM2d89nvvgUmfbVjVBnhvldlhGIzncj\neE5QTelvWYGh3Y8ovHjWl9cp19V0LIZ+4deU5ZR0k/XF53OaL+jFVy/gl22/pJFPXqTT8HI0sAwJ\nys5nJvC9ay3TAAAgAElEQVQNzbJdK9VJn44eIGbu2s+qDPwHr4etrR5BIYz5xvGA1069yu/8zmcB\nWN6KSCJNcXD2JKmxzy9XGqRd60f0sxee4YH7HgLgve/5Ol557SwAr5xddZF01ZLHfSpEieSO7dso\n0sLcKQP/vm0pcQYCVX6DJufVpSXuPmoF9GatQXfT0jIxPcXjH3xC35XTaW1pPwSoex5J0idRU10c\nx1QrhVuBP5T+BIpzTm4MPb3+4KE5RAWh5YWLBEHhzpJy+NBhALrdHv2+vf7SpYscPWYFuTzLdqxc\nKDAy540wwggjjDDCCCPcBN5+TZQI45qVePfsHpeNdXZmN2P6fafTumFnrjsJw+Y8IzhNRG5yiqCd\nYe3QldqDYcn/ambB7QnD0m33FUqm4WuyPHMm1MAPhnJVDbRYwVBU2E4hJufUia8AUKo0OXLsHvtc\nDM2mHctKrcGsOgcGvk+i6tlhjZmIDFTEJY9uy2Ynnj9lnZ6768LYuD1NTjS6lH3r9NysdJmas+ao\nY8fuY2Xefn7wXe/nyF22LXmWMjyZdqqp6Ua5c2CN+hFTFWvCGA/GGZuw6uBSBp11a36KwxCU5nKl\nSqSJOvMhc9LG+oZrSlgLwOUdCtg3bTUtvbhDX0+/Jk/dideXAF/bHnieU1UbY/C9YmyFINj5GK5v\nbDA2Waj+KxQppra21p2GMY1j2lv2lJsCuWqrOp3OtnxjWV44zGduTu6a3kWwNTA7F1mDO7UauZpD\nqpUKRnnA6vISsZ4G8yyjq3lhyuWym7/VWo16fecJRQstF9gkhsXKio0Br4i+zJxmyfcH6y/NDR01\nxZY6hjQrkqy6rDk2rU4RVeXlQ5ooXHZpY3wmpq3WbiqBtp7Ak8wMAn+GTfjGkN2gCWEbRJx27L67\n7+EPf+w7AaiVypw8YV0myqHPYTXh1SohoeYsq1WbRHGRPd+47PAdjarqpgkbRS4vDKpUo9+PiHPb\nV91+REUDK6bGJ3nvu62W4bWzFzh7cf6GyTEmdya5HONMdZ4Iq8vWsf3ipXlnCo6i1EVE+p5HXSNW\n52ZmOKxmo1LZJ/E1CWfU4cQ5aybLylN0xTohd7KYviaRxQOjDt5CyFjd8oOSl3GwZNdrd2uF48oP\n56ZmmDny4I5p/PdfOME3P2a1NDNTddY27Tro5WXWVTMTJ4Y0UdNVPycMVZOKUBE71zZbKU+etPzz\nXPtFWouvAhDU9zqTaLJ5GZNaDfTJ069z+KA1dQV+icEM9rZZU7ZzlULdc2Nz9PDB/eSJvWd8bJJH\n3/0YAPfcdy/dvs6vXts9N89Slyfq0tJ5Ls7bMYqinGZ9zD23WLueJ7TV2b63ts6E5rGr1uqIBrJ0\ns5SZSV2LjTqZjmmzXnMO6o899pjLmZcbhvpkZ7gFPlE5m1tWpZykifN/8QNhbq+d4EtLF4dUjMPR\nA1cnZnuahGvFb946qSwb2kiM4KKMfN9nW2r/4dYNCVTDproiIms49cFwNN5wAsksy67oi+L/xvlh\nDEf2pUnmQpS7eZ8k3aEZtWirMWxqdM7p088xoRF5jUadcrkwCfjEKhR4nj/UvmG1sHEml2Srw3O/\n/R8BWDhlI12ytEK/ZQWnIKxQrdh2TlS6lKqWwXgSU9YSDUeO3cvqkjUFVRsN6jXLFG/Etj239z7W\nNQN6Hq1w6F7LECcnd9OoWjV6e2mFxVOnABhrNkAzs3cbdUKNdhJSZ7+PgLU1O/eradn5ao2PTTK3\nx25oq60VOn0Nq84ilGcS+mVC3fRTPHLnODWY2Z6XO4FqJ5i/dJGmqsXHJydYXbMMiDwlKYSZNObQ\nEWuOTYxPpJtKGIaDKDkZCPu9Xo9qRdNBlAOK1kVRRKRZg0ulEklWCP/G+eakScTGut0ATJa4cOhq\ntUpJTbxRnjrft53A82Qosm+wtvAMsbH9WQo91FpLKfRd5ug0N8SRlvro+y5pJCIuwli8cMgPLXP5\nDExunPkky2BFN3sPqGoKhTjLEJevf8jUbIxLsHgzMCZndtaaa77349/DRz749QBsrqwQ6Ga10VrH\nV9eCza0WUxPWPyUIyxgdmiSJmVLfuFdP2eoBJ06e4tF3Pg7A5OQEZV23jfEJd1hIkgyjwnx3q+v8\n0Ganp29OiMoNRYrELPCI1Qx7bmOR06/Z5y0vtQhCK9jEmUeqfNbLEti0fjKnzr/C88dPA7B77zT7\n7rb7zWpnhbYK8rE/Tqdv256aQUktO/aDVCJFdYapsTo17Fq5fP4Vjn/+tyzd+w5x34G7dkzj/Mqm\nm5uhCKcv2fnyey+cpdWz6yb0AjItTyNe2ZnTglJIs6EpVQKf1dxev7q6QqR8s1maJTN2kkvuk2hI\n74vHT3HwwCFLYxQjalIk8LV0kc10nhYCpAySfN5oWv0kypy/00e//dtoTFjes7a6xFbb0ruyvsal\nSzaa89KFeRYvWx4sfs5uzWreaI65w5zneYN2Aq2z55X2ZS7qQT2slKmM6SG4WqfatPtBY2qKRP2s\nsiwnUDeEI4cOOTcKk/bwzI2lXBqZ80YYYYQRRhhhhBFuArdAE2WIIiu5m9zgeUWyQti715o0nnve\n4KnzYGYGuVRsMs7CvDVIUDmsvbkTkKbpwMzmDRyFg2DYlLa9nt3Vig7D4IQ/XKssH47Ou0Ziz2Hn\n9izP2diwGpByqeQk94uXL9Lq2BNAN+rQ7dlx+cg3ftsb0uec4j2fdzz2dQD0o4jLak7bu3eORlOT\n14lHd9Oag0yeu+SRwwnMPPGIO/aaZ37nV3nh9+xpTnJ7csoyyLrqSCiGNTRK43Kdu9UMsffhTSJN\nRnny+PMENWuGeNcT7+VmSrQe2XOEg9P2pPrIXY8wVlanTy8b6m/jEvC11tqEFat989MY9DRYa9QH\nSeWqIWFbtRC9HuMaoebnUNXizbPj03T7Nt/OerTunJmzTNxJHxk6BMpAi2kj/HaucZ2dnXWazrXV\nVRd12KxVWbhsT/jtrRY1zZ+S+WVC1dKEYejakPV7LglnlmXuc71eYa1l29OPYzcHpyfGuawapzSO\nXYmg2ekpGrWKtidxteoCNfMDTE5OEnduLPCkaKfvexR5bbPM0FeWUQp8Wl3VXAShO+XmxuW6tY7K\nuo6juI9f5HfKU5cnKigPJcxkuPhrTlHSMMuyoUKwg7xJw5ooY95css1qtcL3fs8fBuCRBx6gp2Vy\n5s+eIdJIr5nJCTydl8vLSxw8YDUEzfEmlUphyjD0tBhsW/OPWZqM9luJQOfeytIKLTXzveOd73QF\nu595+nlW1yyPKXKG3SiMMfTVDSBo1nl1xWobLi516GV2rnmTB0mMnTubrTZGAyNqNQGx93Y3Vlle\ntX2RNhu87yEbwXvuS79Fl8LhXFw0rSR9TKR05xklVYCGYZVj99j+OnJoF10NaBnbNcVDjz1q39WO\nbyjCMo0zvnjiLAAf8I5w+YLNrbdw5kUyLQPlheK0uXEcuzJKvue5kiibvQ5J1c7fcp4gmSbKNbnb\nk1ZX13nlFWvW7XY32WhZGpNem127rDXBEzi3qLUik5h9M8qrfH9QZ/EGsXvvAd739ba2YD/usHHO\nFgbP8oiz563VYWFxmYXLNh/bmTNn2NLalQf2H8So5jiJY5eYu9fvuv21Wio7i0bdD6CnkX3E5InV\nsi8klym81Sf27GP3w9YJ3zMBXqTrL0uINOo06beZVzMi3/qRHdF5S1Ic9Pt2UvSj/rbEc8eOWZvw\ngQOHOH/OTiJbVHcQhl8IXcPFD4czvBbX3U5kWYYfDCLVCnNCmmauzcYMIjCuVnwY7IQdJGDLXU01\nYwZZocXbbgYYDkVtqS/L6bOnXdHWXRO72OzZzezs4lm6Olk8yfHYWcHM4dQENY3k+cCHvonTx58F\n4JVnn2T3/gMA1JtNttR8m2a584WyJkZLf6+9xjOf/VUAXnrqcxiUTl30WTSIlOtHCaKq90p1ktUF\n+3mrtc7qqs1Yfn7+At/1fT9k31+tkxVZqm8gOm+8GtKXIot4BS/TNAXiuwjDbrdLt6gKbzw6S3ah\nlkOYalsGl83sxmcwF+pa8LLX7bCu9nuyjEn1PSl5IdXQbkDLrSUnOFW9EuGEjZBq+CU2N7WgJgP1\nsSfgezuf+2GphK+mtHqjweolqzpvb7botuzGV6uUnclWqk1ilQBqtRo9FbqzNGNMhebhFBphGDrz\ndZ577npvapI1FaLiOKKrm+urrxwnVkFYTIZzR8ky5yOUpil9fc6OaAx88mL8sYIUQBZn9NVWenBX\nQE0zMpbDAT/xxHO18Hq9Pn7Jjt09j32Qg8futy8wOa0lu6kvnHrWHQay3LgiuHlunN9Glsuglpwx\nFE6SZjitwZBv404xPLf3ze7m/Y+/GwDfGC6pCS1NY1fc1Q9DV+w5DCs0NdKyWiuz0bLzslqt0dbN\neUXrz83OznLvPdafJsBjdcluhEmcUFPXjPkLF3nqeZvQ8POf+zzvecIetDx/Z/zlSmRAUXL6/MIl\nXrxkEzaGk0fYiq2An3d8SsqZEs8D9UfzAt9VEpB605lnx+d2MbHXfr+2eZ6uTqlEOhg1dXlZTKbR\ncB4pBw7a2oBhucbElF2vU1NTJJFdH/1eREOTdkb9Dpke8HaCKE559oSlq9eN2NKklEm7jWhkp2FQ\n3aJSrThf2zTPubRgeV/W77PvHmtGDCsNkr7lQ+L57vp2N+f0vF1/iyttfuMZGxE7Xff45lkrREVp\nypePz7u2fccHLJ8viQxVv5Cr7L3XxkMPP4Cvgmi712F2lxXWy+WQ8zpHH3vn4xzRGoxRPyLSPS/w\nPE68chyAkyePOx5z+fJlFrTmXbVcpn3eyg3V+TWO9my/lUseRd6YRrPG5ri6D0zErti7BCFSrA3x\nKelBPc0yehtrO6YRRua8EUYYYYQRRhhhhJvCLdFExSpdtrfaYP0ZEfE4qAnd/uB3foyzqomqlKsu\nHfu5c6f53Od/F7An4aKKfBInA6dYrp7G/lYiSmIuz1vnuNykTBUahPrYIA+HMRi/iCrwhkxvGX5R\nJypJSPQ4HieJO8k7sw42sV2hXEmSGKNeoa3NFsurNlql0+049VGcRk4T1e62SfX5uckIgp2dnIpD\nsi8e7Q2NmOiu0269AsBrxy9wzyPWmXVsYoK2ajXiOKFcHpxG+2oq+PJn/gPPfuG3AQj9kFRLmgR5\nYfoLET3VBaWAhj3wUq1mZJFtTdRr4alWZXJyF/sPHLb9mW2vfbTT6DyT52SJnoJKJecE7oU+mSbe\nbG9scuGMPUEtLXe5uGFP7QcO7Oaxh+z7m5O7STTBTK1RoaaRQr1OlXPnrPlzdWXVRayWyxWmp+xp\n8OzqOVZVs9EsN4iKcipxRFqMQiB4SUEbeDcw9zfW15hSZ819+w84TdTqaupKJniBT5JqjixpEKtm\naWNjg35h9vA8F1GY5T5rGy1tUE5bk236pRpdbX/Uj+mrJ3cSxxg11Vy6cJ5e2/ZhlhkCLTfTGBt3\nZuBWq0We7zw6r9vtOSda4nhQzT3PmKzb5z98qEGiLgbtrZxIp4gvBtHF5ZfL3PPoewB45H0fZHLG\nmlzH9x1m+YyNgNpYvERbTWdZnrnIHxu9qO81Q5qonKF1bzSIpoiyvXlteqNSZWvVrrko9F1dPL8c\nkutpuxvFrOg1x47e5TTny2uLvPjicwDMzR2gUrUaiP37Lb3TU7uINSeY8QIXUb3Z7bG5YWnfWljm\n13/zt5TGnLIGWbRvoCTRMIKgCpp/6fTrFyjXbABHyCRbqiH2PHEJXwk8+qpxyjKPUtm+v9KsOytI\nZBZZWnwSgLR7mTC2z0ziLXytMePlKaJWBN/zOXbIWko8ETI1Na+cj3juVauBr/ghD6mGcumZF3ju\nua9ogz5+XRq3NleZaNpggDPzG7QWLW/IyZ1GM45ip9EshaGzOrTW1/F0/MabVaLItq3fyhEtZ+R3\nN0i0vmWv26LVPWv7od9n6cRJAJpVaJS037w6lzc0oWjo0dbcbLMl3+XgsqVId85vNlsX+Hc//xkA\nut2MD33QmvZaGy3StIhmX2VNoxF9P6CpueVmp6dcqSiRwX5ZqVS47777AAgQLmqusEsluOBrVGZQ\nJ9T2x72+TaQMhHHuIgFNblyZrSvz7T3+6KM7ptG24xagUM23O20XdWNMRl3r2zz88KM88e73AuB5\ngYvm8zzYo1FM73znu5ietpvNy8df5pOf/CRgBYmrC1G3zmfq1OsnWd1Y0fYkrI1bZnXk8DFnqvE9\nz4WFi4hLmDjsS7G8tur8lPI8J1aBR3zP9eH61iazu6yQliYJZ85rLbStFu2enYzieVRDy0gWVi6z\nsmXVn3HUJY0L360iHcAOoCbJrdY8S6+/AMCFCy+TBLatpaZw4dTTth2dmKBsIyO63TaVqs3oG0UR\np5//IgBf+cLvkrYtc2uMh07oaOtulnuCp24wjWqJXP+IU+N8U7bWL9Fs2r49cOgeqsr88yxxZsMs\ny5x56XpIc1wW8YCUqhbnNUN9VKmU8VXAT6RHSf2aJien8Ou2v1PfJhwFCD0fXxlQz0BTI0aWl5Y5\noaHnR48eZW7G+mI1m026urnnktPO7Oet3ia+KbKjQ+Ho4w0xl53AJImLxMIPXNRK2ksI1AQZJ/1B\nhu3AJ4otk+pHEX3dTJtjTdJYN5tAwCuKCAfkRX97faKefVCzPkFdzR7reUYhV/tZ7ISWKBGoFMkn\ncZne0zjBmJ37RHkMFXb1vIEvpWTOzJclsTOfJXnuotYwQqTRUA89+DCHDlrec/HlL7E6rlFe62uu\n1HAsJYxn50Dcj0iK+lvZINouyxmY+TJDWvi8DVyNKFIa3hCGhr3Tj5m/aE11h/bPuYNbWKkyu8fO\nrajfc8KNF/qsrmiqjrhHqDYXyT2aVTtHD+yzYfDraytcnLcHh3vvus+tkbNnLlBSk24vzkgjO+6N\nRoPLy9bUtFiYr28Qnnj0e8pz1nOqxvZxq7VMqrxianIXUiSL9QZJI70MPN3WJKzgazTq6tZ5nnrO\n9lGrJySZ5RcmC6gpL86TlJ4ukEpYZ5fuN/v3zNLu2Ll/4eTLPPOc5bnf/LHv4cHv/aMAfGnx/+Dl\nF8/umMaFi68THlIByfM59boVovrdvvO7zJKBO0SlbFz6k6jXp6T8qZd1qfStf5Hnl0nVPO4tLBFo\nWpQ8zchye/j1TIZgFRblSp2tFXuQ2rV7HzTsfI+jgGdetmN+bF/TRVuWSyHTynMnd0DjL//8Jzl9\n3u7le+YeYHra3vULP//L9NV/yQ99l6QWAw8+YIXSH/nh/37IEdQ4F5mlxSV277GamLkDhzC77Jh2\n6sKGmuLNWJ2y8uae5IzpIT3rGlcHNQ8G5nTDwOfY8zyWlm5s3o7MeSOMMMIII4wwwgg3gVuiiSpO\ny512m9BpojzCsHDANS75Yrfd4dVXbS6eBx54iHe8w+brqVSqLtrnyOGjzqlxM0kYdn022z7dGjNf\nN+qSqRQsgc/altVEtV95kWMHNaHa5C4nWMdx7BzlfN+nrflx1jdbTgXu+4McS2k/dWrdntdzSQzT\npM+Wmsh6SeTS3md5Qlo40JHT0WviaGDeMIYd10EK1LSW9TosXbAmvLX1y0wdsLQ99ti3cPKFLwBw\n7tKLlDRaZH11iRl1JmytLHDyaauJyjtdKnqel6ztTlhlVeUGHvT05LGZgmifTNVCxipFPppNjEbn\n7Nk75/rTmkUsYd32Jhuap2lGS2FcC1meU+RpLAclaloVPiYi1ER75bEJKhpht8cLeKfWgXzksYeI\nVWvUi2Img6IsC/S0Hlwc92nouF3onyfWqJssmWNNE3i2uh2K8ukBuCgwfCEsqp4jZEU5Rg9uwM+T\n8eaYW4txmnDwkM0Xc+qF5+hvFlpMn2XVJOwfm6GsuaFsEkO75srlMn2ds+MT41RU7Z7lZpD0UGyp\nGICVxSWnRt9Y36CsZm0Z94l1nrb7EfVd464NXfX87Xc6rp7WTuB5/rbcWaL9meHR1/C8yysRlZJG\nEfZySqqsMhhiPbVWm9M0J63G9+L8AnFuTZbV6gUqMxpEMbmHlXmroepFmdMy5fkg2i7JDEnhJJ9B\nEcSb56YY6sL3+4YwHAm2vLbOydNnAZienCBV7WFmUsrKb9M0o1Kz2otObwtRftJsNHngXhu1ViqV\nXHTo5ro11dVrdbY27fNe+MqLtNR0e3lxiY+8+30AtNodvv0jHwVgYXmRl15+GcBq1Qf1nXZMW5xE\nrHbVTJpm+EVixqVlMi27FFRreLpGIwblYOJeG3S+VManCdS019qscOI1jfDKDtHHOop7YehKHu3e\nPcXUmDqr9xOmZ+18nJpusF/XShp1ME9bc25S28crsW3P8Y2IJNv5dtpvb3BJI9R8P+DcReuwH3q+\n06Ta5KyFVrWPpxpfHw+vX+QljBhXx+lmrU4/0QCXfka1rnU7JXQ7ZJanrlZnOSyx3NI8cLWUqbqd\np3Eac/Kc5QGvnV9wM80PPI7MWm3S9x+7fk6sfneLUDP6lkohJdUutztd1tbs+FZKwcA1wBNKmgCz\n2+u6skILFy6zf481LzfG6k6GSExKQ/lx88IFKmq69eoJuh1T8YWWDktca7Lb1aPNnYuEgaHNUDhz\n8cJ1aRvGLRGiik2t0+26aLVSqTQI8c2Ni+QQ8XnHQw8DsHduVs11sLS07FR6UZQ4E1BuUgbC0iDk\n+FYG7PX6XaJ+4Tcg9Iskg1lGRwtdTk9Mu+KHGcZlRU3jiCXdtOI4dj4oW5stEvXRMVmKFFEapTKh\nbhJj9RpZ0Q+ZwZdBDbOt2AoPeT4IdRXxiYqsynnODt2FQLPjbm1eINWEb0fveQ/d3G50M/vvZfee\nI7Z9k5/li5/9DQDOnT3F0bvsYjvz0nPMn7ZMo1YyeFUtNhylLHdVoCxnSiNcWrVtnqhlzFSK8PK8\n0MayMH8KKWmNsGptaLwHhZU31lZZW9yZatbPE9evYRg4YdMXj0TNBkG1xoHDhwFo1Ors2WPfPzZW\np9PTDNA1w8SEZdB5mtDrF34h4oSTXq/r/PsWVxeZmy67a5IiE/iQiScXnInS7rxFIjx2PoZYM3Lh\nf7W2ukyi66kxOcnailX31yoBC5ctQ5/Zd5SKJo7N85xqVTetKCLLdI6XA6antW5i1KeiaR9yEztT\naNTvsrJsTcorS0scPXRQ+yHmokbalMpV6s2mPr/vzGpj9RqZmql3gjRNBnyFQQSqwbi5s95JqaqF\nUHJxa9EYQ7WIsPIDelow+vSFBWINva6UvsI5TVtR9zMqek2c5gNTXW4GB6YsJ06KgriDpM+5wRUv\n9nN5U+yq3++wumLNGqsri+yeteORpDi/x/X1NdbX7eGutbHBwTk7Bp7nOyG4Vq+TaZqRnvKzfQfm\nSNTXa3FhmXMLdp7s3X+Qkh6C11ZWeFT9SH7vqSc5p0WuxfMGPqE3QE9uYtY3LD1Z2qekQkXQXyHX\nIrzt5SrVSWuq9MVzfZlGPdK2FfSCckCoCTk7mzMk/cLMN0g1ISZ3VRWiJEPlMjKTkotGxIYwPWdN\nSM2Le/EDXQdbMV/+wvMAVLsCmuZhJ/iGdz1Arzfw79pcsmN2+tyCM5lm+SCZKyR4ohFkfmWb+and\nVoHK9PEL/1lf3AFFTOb6xxNXRION1TUX/ddsjhO0tFJBmoLzgxrUS83EsLpq95Xv3wGNu/ccI9Vq\nE1PT085XMY5jV1Ta84RSWf1Gs4yCkedRBHqoXuq02VA3h90T0zQbdkzzPCc4YMfl8ESdXE2uY6WK\nq+0ZxfEg+XO1RlCY97NBQtcgw3VKbgzjjUF29J1gZM4bYYQRRhhhhBFGuAncGk2USs0bGxuuFEee\n505t6QcBqTp9NptN6lqFO8tyWprGPk0HTsKnT5/mgQesme/w4QPOlPP///qv024XCd5unWN5q90i\nU1HW932E4mQQ0GpZyf1MmrF72jruITlbekoPvIC2aqu+9PKznNe0971eD6+I5PFwqs16qcq4OjHP\nTk8z1rAOuybPtuWhirSMRxCWmByfce3sa6kXMcZFBV4Pxcm+H/WZPvgAAHc/+H42N60WQSSlodqI\n937oo7x+3EapnHr1Je7X8imnnnsST6ufJyWfVc171I5CRO0puZohen3P5YzaXYJxNd1GSUysmrck\nGaOm9ZTK5dq2o25h+uz3ek71ez34WY8ktvN0K4soqwYm9Aca0+mpKfbO2qieSilwquc0jUg12Wa9\nVHPm1o21VVp6ultZX6elkVxTU1PUChNYGnNkr1VVex585ZTNjRJHiStlYXMxDcrnFLTeqP5idXWV\n/cdsZEu1WmVTI1zHdu0iPanJB/sRvmpjNtc3GNdxbdQGUbOvnHiJUkVLwJAxu9v2SWA8tjR315lz\nJ/C0rEK/2+b1k9YEMjk27mp6nTl3nkj5wf33309Fy6OsbWxSr1pN3eTkJJvq/LoT5IPKHWTDyV4Z\nRGr2+hk9jd6pBiFBMIjY2aMmyzzu8/LzNoiiWiox94BN0nf2lePEKzYSt9yo0FFNY5aYbQmAi2AR\ncmvGA4iSgQO0MbjTuC+4tX4z2LN7hkOHrFamtb7GHtVETU5ODvJVZRk1pS2K+s7MmWYZmxpR2Y/6\nBGqKLqvWMcsM44VmVYTmjH12rdbk8mXbD2urK5xXDdWXvvy047xyjcTA10MSJc687ANjY7bd6yVB\nVEOWdJfw1CwclutQ5BLLEgq1QtZt42uwgpd7rhael0GpyMib5yTKa9bWE9obdq4d3r+PiqfO262I\nEy/Z+Xtpfpmmapzu2jPGmuaN661sMLl7145p/OPf/3GSSMu7BAEf+Xqbu+kff/L/4UV9V4ih0MwY\nL3dmR99ETjPt5yG+Rr4GQey0xWmaUdSQMllK4Be50ALSooyYCEafM1k9xrEDNvl1FEfESlccxWhw\nPXGWkhR/7ABxWmFy0u5Pu6ZmnEUkiiJXfqwXG6p1Na1GkZMD4iShpkO0e2qaSqFBShKk2Dspu0UU\nltZznTgAACAASURBVMokur7NxDip0lXJYVL9H0yeEWvOPwNuLaYiqIGFPDOUxxo7ptG24xagWEgb\nrQ1nkut2U8Y04ZvgUdENqVwOXUemWew6vlKp8uqrdnJdvHiR7/7u7wbg3nvvdhmTz5w5yzPPPGPf\nucPUB9fKHH4jSPK+q5sVpzEmsIJckoZc3rQq9Ml0P6GGpXr4rh5Y3/d4+gWrEu5GGQ/eZaMTyrUa\nDe2fuB+7GmPn5s9yftEyr8b4BLvU5r++uUQ3KSKpOqRqggr9qktr0Ot1XZHUwAupaeTK9aEmvPu/\nkUBV2WFYYnzcmoYQn0Rt9M3mOPu19tqzzzzJl9W0t7a2yFZsn7O1kYAmlAtDITB2I5qoqBmub9i9\ny36ul1MiNYfknnHh6N3FNY6OWeEwCMvbfEQKXxxyQ01NRNdDtLVOt6cq/kDw1UZeLpecinxyctKl\nbAhDn4pGyCSJ4KtZx/cMsYYWl2sVplToMqFPVQ8HY40mY6qSXltdIFMh+r79R5ltWj+r+cUFzi1Y\nxhrka5ikqB1l8BmYGm9EjDp3/hxzR22hZg9DqEJRbXycskbKtpYu42vE2YXz58l1Q5o4coRAnSlM\nlrgIlkP33kelYulqVhuMaxLRrc0W5cB+/9wzT9NVc1hjepKz6r+z2e3yxAdsaoy77r+fs69ZX5pq\nreo28ziJdx5FiqZ9UAEhz4cT8+aUdEyn6z4lTaew1U5tZCB2lq+u2HX27NPPMjljN8X9995FlGuf\ntGLQNZdFfRKNMkoT41L7Z7mhq/5XnghpkZJkW0muofnKjXsfDCfbbDYaNPUw5ScpfTVrVCpVZ6oK\nw9DxW0/GCQpftyB0UcB+GJCqC8GU0h5Wqhjtz1qjxow+IyxVOXXqLGDNZk99yfpEXrh0cZDF/Sb5\naRylZLrmQz9gUk3Q681F0sgK6RPjJYxn11xnc4NAIyNDD3egNUmbTA83AR7oRmySQWUIz/fot60A\nloohxK7LfTOH6S3ZuVCp9fHqtl/qSUxNBZJ9e6eoKK1bm8vMHJjdMY31qk9WRJB1e4yp/9IH3/91\nXNZEmmtr64PktRmYwryIcYk0jeeR6udO3iePtYanDKLiPZOTu2TQgfve932KlbVnssaHH7d8O8sz\nl5YjjhO3B6dp5kyEO8HGZsS41ssLQ9/t/Xluhip8eEyra4P0IiJNVdHLU6aLXLQLG5xb+hIAU40y\nq3oADYNwoAgQz5nnqtUqYRGhGfiYoj5g6OFp9vIgDJ0gmvghRgbmy/IOI7oLjMx5I4wwwggjjDDC\nCDeBW6CJkoEavdejq7WcfvNT/4nv+PbvAGB29x7CoKi5FZGpdJ8mkSsvgQjveId1OJ+amubwYRst\n4XmB87179NHHePrpQhNlnNOtyKAN9nBUiLiwvQbfcH23nZ8Nfa+Mp6fcxET0MnuC8cjZ0qgtfMPK\naeuw2winOHbYSv2dzS65nmAff/fjLsFmYjLKDStxV5s1/IqaRuIeS6qJygUmVL2+1rpky6UAUTei\nKNiVljbINTtjpZEQas6lwPNdHazrQrsrCKoDyT/PKfIDetscnA0HVRP15Oc+wxc//znb7iQl1fqI\n9VqJpkaCSNKmHqqTsmogQwlJYi2/4eUkvv29MT7B4YfeD8Drr15C8kFCTFcqyBhiNWX6Iq6m3/Vw\n6dw54lRzd4m4/Ej1epVdmpcr7nVd8syJiQnnlGmjLVXL6ImLvPN9n4bmhqrUq8SR1RD0Oz1nqpsY\nn6K9ZU/U1foYVXWy3DWx2zlptyZbLGq5jbRnWEusyaGb+KTs/GS4trLK2TNWu1WtVog16rEXxYxP\n2XnkZwlnT9scMb00oqeRUSbPXZ62w4cP8+xXvgzA5UsXyfRUGfgh4xP6HPHY0hqKJ46/TLVi+2f+\nwjyJ5ph6+PHHedcTT9jvFxYo1l+5XHFL8fLlhRvKoSRe7krh9KOMwJmsDd24CEbxODZno4xev7jO\nSisvbqan14zvmeP+h63pc/LAMbbs0DH18kvUQmuW31o4x4aaRDMjLvFpyYeJMauxXd7oOnMeIk7/\nJGYQYfdmY2DiOKakDuR7du2lUtbI0ijjwiVbosb3B5qrNM+cCatSrTpNfqNep1vUztMkqGFYcXXa\nFpcu8a59VlOaGKGnGtffffILnNKgERsT/eaiouM4wRRuHwjNcbuG5+b2srJo5/7szBQf/UPf9Z/Z\ne7MgSZLzTOxz9zjyzjqyrq6qrr577hPkcECAOAiIC2plFEWjLVfC8lqTVlzJtJKeJJoeZTJp32Sm\nF1GmBz3sSuRyZbvGCwRIkLjvGcxMT0/fXX1U1115Z8bprof/D4+sxgw6uwmMSab4Xjo7KzLC3cP9\n99+//wIAfOUrX8PN6xQlee7cefQ4Ivfw8AgjXnMGwjLKcRIhYjnrOi5knLlfGChmKmrVKsD5yXzX\nw/w8rcsHNw+JygKgKj6SiO5TcmMMetOXCxmOBtaxfNDv44Cd/jdWV/APf/3fAwBcvX4NnTYHCCVp\nHqEdxtYU5TmuLcVVqlSsHHIcx8onZ6L8jpwoB2OQBx6cWF1CktB7lsqB4mtKniJ6D1nd1undZIZB\nCLA7i+PkVh/HceCxu4RTKsEws1dvNHBhjUyKzXIVMe+L13p7uLdL73fxRM32UWuDNEsSLJVd62mS\nZE3m0mgEAWn3L9dRUBztqLWyLgwQwOkl0i1+dcp+fihKVIYoDNDlOk3d/R2M2X9i5uwGQrZVpkLi\nqEcTc7ZWtnXLvFI1K4+Ec2fPW7rfcfJ6c88+8wJWOUnc3t49RJx52eiHXzzT06WqTYC40FpAj+3w\nURRib39v+i5qhQS0uEN9iPGYQtZNqqG5iOLW6CpmOCFkRe3j2jUSbr2hRn9AHbv05ptgixZ8AG2e\nCT1hkLC5rHd0CMH2gcPdA3RP0VgNy/NIOYqubO5bvyytA6SSQ0g9iZiz86ZCIBXT1yQDaByzCENI\nhfzdGmSkZhxHmJ8jpaNRq2PriOt4GSAxnEgyTrA4Rx1dWBIIhxz9d8ghyJEEZy9A4gsIproXzjyF\nl1/7RQDA2kYfW7coYaVO8+LLGhrBhD9YhSM8HoUbV69DC3popVZFrcbFTdsd9Dms2/d9rJygRe55\nrhVSSil4LkfOTGTX1lrndfwkcmHn+tbkWClVrJksGIdIs9+b2BYIrpZKmMuUwcVlODynKjMJepzh\nfBqIVGOH/Yvq9Rl4AZvNhyF8Nu3OnL0Ap0rv79aNq9hmH71Ot4uZWTLVtRYXIDhS6PJbl/HgLilm\nzVodAUfTSuNhe2sTANAf9JCkLn9vsLhEY3j6qQvosj9OOBxDsXkjjAI02LdDxzF2D6bfnIJQUwJQ\nUDoBzwbbKQRsItruG+ibbR4U2E0l1Qazi9S21z7zy7jwzHm+xkPK837r1hXs3iX/n9bqBu5llQqS\n2NL6SUrZrwFSNlI2rQsjYNj54rjipG3h4ydBs9FEtZKZrSVKfpYxfICQw77LFR9hQO9mOBpYWZqm\nKeq2DqJGnB6PzpuBQJ/fUa1ate2+fu063r1C6U4uX79mIxx/EgUkdKrzewhhE5eWKhUIniPdcYSN\n518GAFwYBajwIeDs+ikYNs+1j47Q5rYbJTDiQ8Ph/j7u3KI5G436dkNPkgQraxRlfP6ZsxCGxuDm\nwQ5ki8aoPe5CccLJ2toK6nzIUJ5rXS6mgRFV63dWqc1jaZmU01G7jQtrtP4+9tJ5hCwnRsHYRnaG\nMR80AEjHh8/mdNfz8zh1qazrxqQJTwhl904AE4qWtAfhNDHQOts/tCUaJj9PBemi2x1wmxPc5yLL\nvudglvfdjTMbOM0R3OdOn8WZk+Qf6rmufdZIaFyPODmsI7C+Stf3BgNUPdoblFEwfAAKkxjjzBcO\ngOS+h3EELTKzr4TIdI4kATgqVUoBN5hepmbPKFCgQIECBQoUKPCY+HCi85gCDKMADp8kfv3XfwOn\n1og1EtJBjR0jg8NDLNRZu5QClTI7n0tlaWXf920kmpS5w9ra2hp+93d+FwDwh//qX+D+PWJ7ms0m\nljlV/NLiMjZOngIArK6uYonLytSqdWzepvwmf/GFP8P+/sHU3YvlLnoBnUi7g12kTA8ngUESU1+8\nqkE9Y1dkhPVTHwcAvLr4HIRT5z4aeOxwrYiABgCkMkW5QixAFAU43KOTsI41oqxEQOphNyD2rB0b\nm0xv2FPQivMQSYkx0/iuH6NRne7ImLE8H+yEn3+vUwPP56SZXtkyLjoY2SSLaxsVNOrUjsNOjKDL\n5l4OrOzHMarz1PfATXBihap8L5xYRK1OZpjZ2fPYuUflF5I4RDAmhrN3tI0o4ISJtSacKaPzeqOx\nTU7n10potmi8yyXfUt6+79kcJVJK67BPSTF5DLSxpzspJNzsxKiEpcKN48Dlkiue61sWSylpI8s8\n5WPEdH8cjG2VesDAZafgmlRoVJan6h9Ataaa/NzF1RXINt2/2+lAcR/L9QYuzhEbs3FyHW/+gByG\nN+/ewf0tmnc7e3sQnJOs0x3gr/7yCwCA5eUTqPH4JInBXa6HaQDruLmw0MIsJ2Dd3d/DRo2cSjc2\nTuLtt4iZjpMYCTNa2gDKzfJoPRpJou0YKpnXrVNC2O9DY3A4pHfhCAk3Sx0Dg9QmBu5jyIyGRgjJ\nZtYLz75ka+SNul2UOEL0aH/fJgyO4xQJlw9RSsJhWSUmXQkmGBtjpC0NMzUmLpcA2lx53tSaqHF9\nu4OjDsDsarU2i7k5CsTY2922CQ7DuI/BmMa60ZyB4C2h0SAn6aP2EW7dyJMff/UbVDfu69/5Nm7c\nvcvtF9aZXD+GueeDIETuBO66rl1nuwcHMMyyDY2Le8wQ9+Mx5lrsWI8xlE/XLyxXsLDGkVaOAgfD\nIQnPQLHz+fUrV23kmjYKFznqu7mwhC4nTR6LDrYOyCxlnBKaK3TPqFbFDreh1JxH2n+MWoFGQDAr\nqVODLHYiET5khfe2OITiMl06FBA8UT1X2nmqnBIURwtGqbasXa1agcgcy4W0SS+lnKQKRZ70WeZB\nKkJNOK6rSVYqL6k0DS5dehdVDl4Jw9DO0U996hfw3FMUQLV2chV1joYT2sBlORTrFA6T8mXHg5OV\nDg1SdHbZ8T7oYcx7W8X1kIDrfAYDiIFv+57Vo9VJjMyw6QoXPpdkcxzflrZRQkB5j6cWfTjRefzS\nwiAAB1Fg8cQ6DAvHBBLdNtGut967grKkl3bhmRfgs1/IaDSwoePyoYKBGT0ppcTSEilLn/+PftP6\nr7RaLcxymG61WoPkBToej3M/gcTg4kXyubpx8za+/4PvTd2/++1LEyGhMTR3st+LEDLFWIpSlDgC\n6rUL/z5eWHsFAPC9zSsIY9psktgg5NVE0QxZdIWLV7n22MpcA40Vyph8NOxhe49rH1UlFmuUefid\n4QCHHRIAfnkIn8PRpdIIsxpTroLn/R1594kkhVkU1Hh4gHablNGZ+VkbylqXGissfBbWXBz1SGPa\n2Q7gJpxJOeJ5AoMhh+1W5pdw/qnXAADReBdRmEVrTmR0jxLcP6DIzduXv4W1dfKzaV44Aammm+J+\nqYT1kzSureUWqqxQ1Ws1GxrOnQVw3A/MTIRyCyFs4lh3wi9BidysrJSCy/W6XL9k2+g4Tp5hO9E2\nStV1HPgczSmlBNjkl4aBjZyaBp7v2cS89WoN434euZUpclIKW/jzxPIijOHNNkqsP1W317HzOko0\nvvq3XwEAnD5zAS++8CIAYG93H4MBbSpLyy1bNysaj3CFzUDnXRe/9Dny/9Bxijd+kJsQsjWdJiOb\nFmUaOCq1kbJSSSQ2pQrsBjAODbLa24lM8wKrIFMPANx87xLmm5wSQGtEHCYdByFEVtQ3SlCfJ2Vj\ne6+DEc9ZY4w10eo0Ly48+arERKqK7JvHwaTfUbfbxS67H4RhZBXi/nCIFsvDo/YBVpbIp01OmOLn\nZuZh2GzslyrwuI5eljz4xvVraHEfr1y5he+9Qyk4bt7dtIl7K5UqBkM+Af0EMstoY+x9fMenjPcA\ndnbbEC4prQurZxCygjEedeFHbBYWqVWQet22PXA0Gg1r5kw8H+eep038zvY99NucNLixjBUuZG5c\nDx4r+K2N0+gcUBuM18DsGtdwvXEbI85S/ql/5+P427/+5tR9jJIoP1QZnRe+dh247J/jG9/uVYuL\ny1bgRHFsCys7jg+HzZHd3sAmawakreEJHUOmmbJELjD0XGPnPqDy3CBUaZiumZhnUgpbNHsa/OIv\nfgqryzR3zp8/gzVOoeC6HhocNR1EIcJD0m7rlYr1E4uTBHU2U0qlAE6+q+Cg0yOF9ijpwCQcceoD\nA0lzsJ30rR+lMLCKpTAGisfQhYtZzghQrTSsfy20RvwY0cBAYc4rUKBAgQIFChR4InwITFTOUiRp\ngjAiTfmoN8DJNWKHDtpddJmZuHv7Fi5/668BAP/pf/3fQlSI+qeEg3m9uezzZL4UKSXOsZOa6z4N\nm6jMaBvZ0O30bRp71/Vg2RQtYfgE++wzz1uzzTQY7ZWQcDmCOA0nHDhTaLCjbQKUKdcifu4HV8GW\nAnzk9Y/j2s1NAIBvBhgOOZKu5MJhFu7Uxnnc+V/+OQDgzLd/iK2XKeHl3md/Cbfu06m+2++iUqKT\n0+LKLNLqNQDA2PSRRlmyMQ8NLoPgOVXIzHv7CZGb9DQER97t3n8Lb73zrwEAYVhFa46eUXcUvBka\no4OewN4R12nSBrGgU1Uv5NI2pSrAEYXPPf8ZlDl6aHAUIOToTmfOsSezXr+N65cvAQDuX9uE71Hi\nwYVT51GpTvceF5cWsbhI5o7mTAM+R0NKwOZqcRwnr9uhZF5eZIKJ8lw3j4bRGsrJ6l3Bno58x7UR\nUXAcgFkp6Ti5WUTH9relUsle73sePD5JalfZskjToNlo4JCp8ObCEubYhN5sNtEfkjk0SRLLnsVJ\navNHVaoNtA+7tg3zHIXXG46w84DY0C/82Z+j16Zrrly5Zk+t589dxHBE7+3q5cs2Uefq2qqN+Nu6\ncw/KyVi7Ejx2GC1XysDcNDXjCfWyj8MezSfXdZDZSYyQNrnlOAXKbl4eKsupJlIgYoat2+7gzjVi\nXbxyFRGbDQ729pDyjSplH0tr5BB8+84DjLvEvHlKWkdrIWE/HzOZQEyU4nj8pJSTcq/b72PI0Wbj\nUYjRkKNZqzUsLpG5t90+xOEhmVP8UtmWzZKQ1sVi1BtA1qiFdzYp2i6OU4zGWXJGH6fPUb1M7Uic\nWCcn4Eqjji9+8YvUlm53IhL6yZjuNE1sst2S8hDwOxkEGi6bfp556RWEbJJ0JFDm9Zoak6XrgkkB\nw1G+rskdrUdxjIUVWuuLqwu4vEvvudFoQPO86AQDawZyq2WUBM1Tr+Jh9Wli/KOFZQza1IaP/Qef\nxdy5U1P38X/+3/8AZTdb046NqHQd19bM9DzX1oitVmooZTLAUSgxM+07vpUNQht4GaGSxNYFQApp\n60kqJez6FiK36IiHogFyg19uEtc6tbUVp8HnfvnvYbZOe9hg0LUBH71BH90R3afklSYSRhvc2dwE\nAKRG47mnaJ9zlGPnkoKCz64EKnKgOFDK80twmLlXSQSpMjbJQGV6gBDIeKNypYYyB9Mkgc4qmyGN\nIsTVYwndHokPRYnKaMs0jbG/T8L63XevWAEaBAF+6ZeogOUzTz0Fp0e+F4f7e6gskz+M4zoTflAS\nrpvViUutTxSQL9woim2tHt/37fd37txFhWnC9ZPr9rephhUmrflFW9tsGnR6RzZFg1La0sklL4ZR\nJNzmfIFTMxR1caNaRm2RBFA9Mbh5lza2muzYCKXgaIiL58g0Ui+X0OOIpr94+hBJnxRO1evi7n0y\nBTYqPiKQCe/S9Xcwv8h14JJV+JoXoj8LxVFSiAW0eXwi8oMFI/W/NrOCzj5HD97fQaXBG7IymOe0\nDhee+QUcHlJtrHcvfQs798lMNOvTZumqOnwuNDw46ODmNpnqQjHGtcskrBMYxIZo3fcufwWH92he\nlZ0msvSzZb8ObaZbEPMLLVQqrFSaBB4nFVXSyZPEJakVxJmJZmJgAAAlpWBY6fJc1y4wrfWx+Zsr\nSwaKN+U0jK05z2gDx5r5XEvB+76PcoWFDgQ8b3pF2FUujjjtwP7+PmbXScGs1Wt2PY3HYxxx2H6t\n0bDFc2fm5rHQImp+2O2hwcpptVpDkpASNej2cOUyRUyWS1Vrvtze3sVgSCcIz/Nxks2ms7NzNqP/\n9va2VVZdz7Gm+1KpgrbTnrqPs82yzYYPyDzZpjHW0iRdF6fP0/rTcQIdcG2+NEWcrQmhEHASVAgJ\nwZFUG09dwHjAYfNxgqU1eu/Xb97H/QfkRymMtL5BciLE2qTapk6RYiLfvBAw4skUDgAIoggzWULK\nww72WFkSysUBf3Y9Hz0OwV9szaHG7+/w8Agey8MgjDFmM9H+Ic0Bx3HQ3aXfNWbmbb3FtfV1KPZ3\nuXH9un13wJMrT/kN8mjbUqOB1z7xc9SW2XfRZeVv7cIG+l2SISUl4XHEqow0XFYS5mZnrQnXGIOs\neKJvDARXbnj61DruXCH5UpnxkCb0bo8O96w5rIoGPFbSjCojniMTUtBs4dItcl1Y92aw+PrzU3fx\nrR++gwGvRZ3GcFihkhPpCITKlR9HOtZ3y1fKHrCEktb0rRzHhvBL17WpAJTr5YcS10OJzb2u51kF\nzPN8eOw/qpRj71kul20qHNd14XM7X5uij8GwjwFHiadpbKtAzM3OwuOqG5VyBU2ei0pIW3fUAEiZ\ncJET/R0Mh/AMyb+18irilPbCkeghkryXK8CwSVSAkicDgEoBGTOhMBIYcvqLZDBEPKJ5ryBQjaZN\nQk0ozHkFChQoUKBAgQJPgJ8+EyVgo/O0TnF4QKzLO5cuIWRTxK/96q/ZMiir58/jJJuAxvCREYtS\n5o7EWmubNj5N02P0cU5VKptcTcpcW7948YL97LmuTYyYOkCa0H1KZc86GU+D+QUDv0Ras3BCDLLc\nLNBw2SxVcyOU1zlR3Zmfh66Ttjvqd3B+nRgYk1QgOAGYkAJzM6ShH3T2MfNRKo8xOHMO4wGd3u/c\nuopbXELj1eeeQTAi1isaSMy0yEleSeRM4ChFwI7ClCzzyU+MZMLK2RjB9+p1E3QOOLrSGSNgxqY3\nNGjFlDBNlV/FZz73jwAAr3/87+Ot75Jjcr1OTrA3Nm/je9/4GwDA7t1NeJwgNHIjbO1QJJjfPAXJ\nJ5K7N97AsxfobKTHQK1J46lcL3eWfAQajYYtFyJF7ljr+2U71ybzpJTLecRYmqbw2CSXJIllG4Tn\n5eUNAHvqk1JaU4RyPcSc2FMKYZ1EhZCWlZIqp92VcqyzrBiPsyCmqeA4CmAmod/rIeA6WM1m0zJR\n/X4Pmk93YZoi4mSCtVodzzxNkUvXLr2LlNdukCRYZpNRs9FEwI6h8/Mt6zzf6/Utg9dqLWKFI2LH\noxF2dqj+4mg0nGBmYNk/Y+SxMXwUwtRAc2TcOEjAh3c4SqHK7alVSmjzydNXHs6eJbbblxHGAa3X\n2aWWzT006HThu9SvSuUkQi7porwSmrOcn+jiBVy9uknPHQ6QWQulxrF+WfcBmDxIwYiJZLXTwfPy\nmo794RCb9ygfm4RCjZlK5Xm4vUlMiUkjJDHnT3OUTc6pXA9dTqzplcrYZQZqzCx+5/AQJXYT6B/s\nozsiVqrT6eDGTTb5PaYj7qOglELKvGF9oYWXfp4imUO/BKdCa6ja8LB1m5y9ZZrCQWYe8mC47XGU\nm8TjOIaJ8j0j5nW8ceo0Pv+7v0Pj4jWRMDshtYbLNT3jQRdpTOM1jGIYjtx2vUWMuVTUVidGNDv9\nS3z23EUcHexy28YoM/Oa6jS3pZk8WpTcUbJIbG3r36VaY8z1YrU2kBnxqrVlglMIG6SUpqmVYUZr\nW+Mx1cZGl5L1iD6JCSdzJaUdz1/7tV95ZB8HwwAzbNExWlsmuOp7cB16j642GDIjl6QG99k14M6d\ne2hz3dH7W9tUQBYAHBcna2SK9dwaDJf1iVON28xMdqMhUq6DGo8jJByMlAYaLkh2ltwUDkfzBYMh\n+lyj9/TGGmoiqws6HT6cFAcMA2NraLmOxNnzFCHxCx/7qPV7UR7QWDkFAKgpFyGTZZMZWKWSdqJN\n+koZY/JaQzq2StR4PLKbljEpIv48HA5tgdjhMMCIafpev436lDXXAEA1d6E5BjM1GtJj2li6KPEL\n8RwPAdex2t9+gM4hU7Cudyy60KZf1wJ37tzh9g/R4SSlB+19aA6xOjjcsZFaO91DGxbuKokxp4PQ\nSO1iMiaPCBIiD299FD6Ins+UM+X42L63CQD4wv/9L9HtsWmtEkKwP9ZoBNy7S9+vr2/jxRdJKLWW\nTuL1T1Dm+stvUvi0gEKJE5PWW0vY3yf/rkG/bzN0d9tdjDip6VxrCbNc3NlxGljcOMOdlNPqUFBK\n2gSDpXLDmoLHQccqGMbo3LdAyjyJq8yfkySxHdcgCKzykx0SAMownflNpVGcj6/rWH89qUR+/0nT\nnlL5+9TmWJTqo2Bg4LPWNTpq44iTAy6ffwrlUp2bMLRFdRNHwmP6PsUQ66dPZs3EwT6Z3B/s7GMw\nzFI3DNDM0jUYgz5HbM00K1haIj+1mXoFFabyu90+7rEPxLjfg8fZohMNDDkeveT7CMPh1H184eKa\nFWrjGHCyenZBiNY8mWE21pewcZJM6wtzM3AyU//tm2iyD0etVsNNVkBuX72FBc6krCp1GA6UHgQB\nIl5z1WrJRgN32l04fBiCMNbHRU4cWozOfeQomcnjHWh837cHwDCKbOLL0xtnbGqGSqWOajkL41Z2\nQw6jCNduUHoQqRyEPNejRKPEfiJ9lh/Xb99GonOzUJLQvXvdLtIsklgpGwX5d81WDgDzszOIYlJO\nT549gwH7JgXJGOucGLTuGlTZAUgrCTPmgw40PHaJcMtl25r+cADFc9/xPQQc7VVaWMUnfvlzzNm0\nlQAAIABJREFUAIBvfPcNbL1BNdoqOoQMee9JXMScvSBNY0ScQHLhVIpSTJ872wIrc0tT93EcRdBs\nbts4dR4/9zpFFH/z29/G4QHJSSUkSmxGPnvuDPa4asH+/qHdC3VqsMBFwqUU2OPfigklXQhhZVgQ\njnMlCrDyRmuTmz5hJtwWUkR8iAmC4LFMtV/9zht46iwlL214Lk6dzYgJYdMACZ1nkr977x7+4i+/\nBAC4v/UAIT83ThPrixX0gCM2s8dhHwFHxPZ7Q+wzuTA0IRRHTUoj4EpO3+J6KHPNzHCQYJTkMqbi\n0jjP1hpYbi1M3UegMOcVKFCgQIECBQo8ET5cJkprm6fhH//u76A2Q1SfjmOM2GzQlwY6O6GlKbKE\nIUmiEfLpNAyCidxToT0NxnFsT+ZRFCLzKR0NRzbl/3g0sg6jw9EI3SxhW39gI1aGwx4GHAU2DZxS\nYss2CGiU+RQa6wQDrhCvgyFqiqjKoKvgs0Ow55UhOdpASteyO9qkMHwaiOIxeszu3Nm5ZxM4HnWP\nUGLN2hECZWZvOvs7CNlUYyYStwghkMcHPX5ivMkoNGOMzW8Ujgb42pf+FABweNTFykk6tXf7VxCM\n2IkRPmRKGr7Wrn12MB6hnEWAcZTGu9//tq0zl+gQpy4QY/nupXcgOYLyW1/7M0jOc/XshWeso3dr\n7STqbGIRQk5d62ltfR5DZiIBbX/X6/ZspKZyFPwJs50tn2DMsdJCGROVpqk9MRqtoZO8Rld2tYC0\nCeZSk0dyCaORTSoJWGdZnab2FGe0tpXIp4GBhs9tDsIQ7TbNKS0kKlVai67Ths/MiV/y4fJcDuMI\nCyvkWL6w/ALeeYPW0CgKcOcBrRVfCCRZczTgV2merqwuY2WZo2yjAAkzsjI1GLEpKei3IbIoObcC\nlxmRUslFEmXv5dEoVep46SWaL62VdQy4lFP/aA+nV2n+nVptoVrKIgGVdSAOxy30OGGi67r2++64\nD7HPJ1to7HMZmv3dHcxw/qtu5wAzM8T6pHqWoqNA+a9S/mzSvCansFKOYB7Tnjcej/P8N0KgwyaR\nIAowHnIS1Utv4cxpYgIWWnNWPnT7PVzjsicGQL1Bzryu72PviJz4j7r0795RG3l+RQHDplIphHXa\nT9P0J8A/5ZidncULH7kAALj46U9jq00uIOOohzCiMV5dXcbRLs3Hne4BDK8VDQPpZJGXuUnc9Vxr\n0gqTCCknNW5tnMIWf/+De7fgRzyOow6aHskj36/lzHEyxiFHLu4c7GPUpvs/GFcxPKCEy/iHH39k\nHw0EJK+zEyvLeJnrwt6+vYn2UY+vMVhaJBeQX/jox3H5PYoi/OrBNyCyZKSei09/6pMAgFLJxx//\n2z8BAIyGYyvD1k+cwGs/8zMAgG9/51t4sE0ssnIcK7fW1zfgcx6tGzeuQU+Ur8pebqPRsG4O0+Dm\nX34Rd31eNxsr+C/+6e9xO3NWPtUGh5yE80tf/ltceo+sDu1Ox1oDFlotlCT95vBOD9s9MtsJIeEw\n8+1AoObS/J4pz1tW21MOXGb8Sr6Dbp/eb5oECNhqpUo+TqyQJaPFARqPgw9ViYIADjlp2Vs/fANp\nRm9HeYK0MQxiNoGZeIwyZ7keB3m0XZom1nzS6XZsfajJCJEwHls6M45jG64aR2GeDVnrPPLK5DZn\nUuOmF2qDIEIcs9kgkYi5RleUpEizJJxDA7dFGX7HNRsoguEgQoOFWNmv2gmrTQLDm02aRhiyaaTX\n7yHlZGO9Xh+LTOWORgE6+zRBjGDbOjisOjd1Wz8oo/XUifE+KGO54bF7+ztfx/VrFOHy2sc/g8UV\nuv4LX3oDiSKhJ4xErUJmtvPnX4dSWYoKWFPAUy+8BAD49C9+En/+Z/8WANBsbOC1j34MAPBg6wD3\n2fejc9RHvcob82oDDofN12fnrBPK4xTL3FhbsOHtcawxZqW77GmEIYdGD8e2cKlXmoxs8VDJQo59\nPzc7S3lMobJUuDGWUqcEdrwBGA2ZJX4U+W+11rYw9Xg8RsCCLIoiS9NPA2MMKk1SCLuHoVUwdvf2\nbGLPNNWoNkgYCaUQsJIjhECFlV3o2GaUbi0s4ZBTd8RhiB3Oai6NwWyTri9PJNETOoLkyBkpJEJb\nIDbfhj3XswlOdRLamoPT4COvPIMO1950a3N49pmLAIBK2oWLLPmggfLYdJik8FkZWD6xCr1NPlpC\nSsQ8JnGi4XJ006jXxeEuXbO3v4sRm70ODw4xM0NtnpurTJhcJYYjmku97gAB+2KZJEbM0UdpovG4\nWSonZZ0QwvolPdjdtnNrOBjiiA9f66urWOJC2vfu3sUO+z6VSmUkmb/dyMFRh2TLiOtPkhz5UVlI\n8vInqTrlSF2F1z73aerb2jKufncTAOC4Bg5vyuX5eSyfo9qG2/duA+yi4amqba8x+SFDA0hlrnSu\nc3qGF195CT84oj0paG+jzHuDoxUCzuSuk2G+1oVG8oAyuP/t197G+jkKw6+fXcWXv8b1VqdQoiZd\nKYIgsGt60gVAIDfpO46a8JVyINlE5Shlq30IGFuEV0lpL19cWMR5Tv2zeecOdjjNiRQKLh/CX3jh\nZTQaZCrd399Hp5NHxGaJMT/28Y9hh9fHNBBI7B7c63VtDcZjSYhdB5c4ovfd965il/3NEq3tgf9w\n/wgtjuRv+g2kLZIHnufZagNVR8CwiTYRHqCyA2hevWMQjDHg/bjZbFq/LEcKtGazwunCmginRWHO\nK1CgQIECBQoUeAL89JkoA+QngwSXr78NAHj3+tvI7G1yoiRGorUtDQOTglk5ZismKJXsUJ+dLh8J\n8aOfxEQdIYFjJ4DHOWWNjlIEIbMJiUYUcoRdXMVMiTTc+ZkV7G3RqfU7V7+KGFmU1Ai17MReK+Xp\n54WGx7S0o6Sl7kejwDqCrq4uosKmvWu37uK9t4kKfenFCxCcJ8oIYU162hibdHRyDB8Fy0QhZ3ek\ncvGAae2v/c1fY/0M0e+vf/KziMbEFp0/9zQ6R9TnW2Eb4MiIGtcbA3I/eoAcRAGgPLuMSo0TLAoP\nc3OnAAAnFi8ijehU1OvdhJtmtaRmMLd4mtvlHOvX9I6QEp6tTWVQLtPnZrNs2YPD/UPsbNNJaXtz\nAIdrLM0vtKCYEXSUgsunTFfmNa6MMTaiRggBYU0x0r4fAXLIBgCdJLaUUBiMETATFQaBTbCZpoll\n9KZBEIZYWCZTa6IkBpwUtt1uW6YzjiN44KR+rgOXnaXDkY9s5bS7fQxDZkJEXp5oNO5jzE7pSrlY\nXqTTY61axWhIDIcjNBQv6jAK4XPpBc/z0esTpaUxtH00SWyjEafB6sIsTsxnpSCqqPIpOhlpmMzE\npjWMyaL/gIRZHaEcVJgVlq4DSHru+YtP4zQ7xRqlIDlnV71etVE9SRKjzGyo6yhrtkvTFE2uBbrU\naiBJMveEFEM2u/UGYwyGj1F37X2QMeeHR4d58mEhcHBI87XX6+Ims2lGayxyOZidvT10edwd10HI\nYxEfi4j86TBOH4Tywjzq62Sq24t7cH1mxeIY1SyXnFPCPJsqS1dXcHBE7Eoa9VB2mLkUgE7ZSpEm\n0Mzsr50+h49+jpzJ9Wwdu9d/CACoVly4AQdShLlztdQakmUudATJDsy1YBdum+RvI3BQScdT91Hr\nPKntzEzTPstz3WNWkCwBrdbGMvbEYuUR6ZmbSxRF9v2JiWuSJLFMdq8/sPuugUTK+40QwgY+GKNt\njiljYE1mlUoNjcb0+RNvCw2fgzCWTBVjZvYG7hjDETO47Q6+/8ZbAICDgyPr3N6o1WzS1NFghE6b\nxnxl9QTV0AKx+I6heyoFZFtnmiQIxtp+jpgFP+q1ran3uedfwv1NsgwNel3rOjMejYHHrGP5IZjz\njln+MQ5H+dcf0NbcaiQQp9kG/hClnIUQ/xhfgkfvnw9laTXmfb9/FCqdBTRdosrr9UU02fei6tdt\nSKjRBrt3vg8A2N48guSNZPXkMhZP0PXdYR+3Lm8CAJTjQmWmY2HymmpBrmT6bh8Lc7T5JXFiw937\n4xH67PelpEJWME0IIA8QElOMz3EYY+wCHPU7+N63vgoAKFVqeP1jn6Q+16pQggTgR17+Fdy+TQIq\n6L2LwZBMPZcu/RVanLixVK4jG+8sUiRMDSp1LrgcjKwpqNFYwSd/8VUAgON+Ab1tUtYSo4EsuZqA\nVRQfJ3LtvSu3MDtHz2zO1FDiDccVDrwG19+qlrC6RO/5zu37uLtF1PbBzg40z1OzKNDMEuFJgSTO\nsj0LK+ykkhOpOITNliultJmaU21s8eY0SZCwj5tO44kEosZGSE0DAwOPlaKFUhnJgz2+Z2rXl+O4\nVuCWfAfNLBXHsGx9CGbmF+Gwz1L3qJdHxCYRfFZEhcop+1K5jITDm0wS2A0jjAMkHH0EHeepDFyD\nEbchGPRQch8j5FgIm6rCBEMECVPzIpcVynEw6rMZURsEvEHe290HW3xQqvQBjt7xhcQ8K/VBHGGf\n63xGQQSRJXacb0DpLJWLIAcoHvVMujtSoVzx+BqDGid3XVyYsWP7JKB1mT/OpoIxxpqNxlGIWfZB\nnZudxx6nmgmjyI57GMePW8Lvp4LKTBMdToDaPjoAhqQImjiB0+Ckoo5CyD48Gy++iO4WbYjR/iGU\nYL8dYRCELB/TEKxDo3XqJMQiHXre2bmF/UM6DC7OuRj1OBJNhyhzlvpxGCFkBUACCPmejgxh2IdK\nhF08Tv0HAWMLm8/Pz9vD6dz8PMTNO/aqFh/OhDGos9lOKQXN6352Zh4lTpaqDa01ABj0BlYRajQb\ndlP1S35uFYSBwz6eWmtrUpzcGISAdYUZjoZW+ZkGP//KC3a/CEwZf/KnFHnX7XRsVPxRr4saZ6GP\nE406uwx8/PWfxWGbTIpvvvUuxmGWyiBBmQsua63BGUnQ7g5zmRGEtoagFML63yaxsaTM9StXrTyY\nm20i24OCKLKExbQozHkFChQoUKBAgQJPgA/XsRwPsQPWAfiD8908ysH771ph4CeBV577dZskMYpG\ntsTFwdEehpnDYBwhzqhHV1oNvTRbwi5HnxztdiBYs07jGIk9GOTjI0XuhNs56OHSZXLojnWMEyeJ\n0apUS+iN6LTkO641+SgpIDmhmhGAcqc7O+kJ05MOSdu/c/Mq5hbJJPDCqz+HE1z9PEki+CVidJZX\nXsbtW+9wJ2KAE6NtXv8G3m4So/PyR/6+pYszJ+nFpSV7ehgOAwTsmFtvzuL8cxTFMhoc4vtfoaiO\nbr+L3QebAID51jxy/+3pa5J96ctfR41zBC0uzuPcaTLfnFhq2dpOruPA4YoAF58+g5NnKG/S4VEP\nQ3ZG1OEIw25Wi61mT4OpVEgmcnR5bKKSQlgGzkwwB0o5SPi0GcdxntvloQjJx0lE2Wg2EFgzmYHL\njNni4hJqa9TfS2+/iZtbFLk116whZEbTGA2Xc0Y998JL2OJr7t35NkI2O8ZhgGqdTolmolxOmiSW\nfTJaI4rZydyvo9mkuTLs7FnnXVWpIGF26PDwEGuLran7qNPUMlFCiTxpJ2C/TydMogawSUfHUZCT\n0KM+Qp6ve1t7NqCgWSujzcExkVRolrPoIJUnJVQCgsuQOI6wATEm1TaiTTkCOskYWA1P/d0ooMl5\nPvlZT5yqR8zozs0B3R7JqDCOJmSveSx5OlnGaHJOZpis7/c4GLU72LtOiXnbvTZ0h0sGwaDDUdPb\ngwE8ZvWM49k6o4PwAdKU+uk40s5No1PEnO/qxp1NHH37awCAjohQHtM9TyzN436bnrV10EXAJULi\ncQjF7LYrFDSbeevz87bu4qA/hOdOn1tQiLyGXa1Ws2VZKpVK7lYiJOZmaX20ZhsYLRN77/seBhzw\nUa/XUSrRb5M0tQEZ3XYXPicEnpuds89aWlzClavk9mGMsc7ktVoDDpsy6rUmmf0YLQ5IqFQqtpbf\nNPjoy89hwIEXX/rGG7i/TcEMYRBSrkdQNGW2JgSAxUXq4/z8PDpsKq9WKwij3PWgzQxVHMe2DFEc\nJ9BZtJbRmcUPwpE26KcyU0aFmbpqpYwm973seWDRAP0Ye0aGD12Jer8GPo7Z5f+N2D/awXBEL3wY\nRnbDAAyMyGzLBuUs5Pv0vK2/tX9/B3GYh0C7Vcden02KSbYeQtg0ETAaLs+WhfmWpXvLfgkem7cc\nSKhskppcKVWOhyiejrbMFzWsvXhheQ2nLzxHzyuXbMSVSQ2ydM2p0VBZBnbHAIKjXdIIguscSany\nenH8vJUTK3aRHbXbGPXzwreZUtKanUWlSp/H/TsYHN3jX3/EJjc05vgm8uMw6I/R5SR69+9v48ZV\nisBZXW7h6QsUBXR6Yx31eha5BtTY12V+btbO6+FojDabe4bDQVb/FkY5VklwPQchj32qkzwiT0ob\nSh3FsTWrheMRR3BRlGO20+k0eazkhvXaHA77mW+SgzIrcstLc5hlgbJ1/ybS26y9p4k1F4bjIZp1\nml8SQMQRiwdHXVtvLYpCdLnQsDYOFtknanZuHl1OFgudZ092jUGDx1NHZTLLghPrOllIefIjxVF/\nHOI4gs/9MhNU/ng0QsLrTClhzexJkkBzFN5ya9H6VcQ6xSzXSEu1Rn9Av+3sHtlCsDNlH9Usy0WS\n2OSABsauMwNtx9CZKPhKaS34Gh0/tglhWtj5IajwKwDc2rxt0zcAj+M3+P7wPM8qq0mS/Igi9bgI\nO0Nsfv9dAMD+sINIcxbx1MfBJilXoeMj5fUfHu1hwBGZZa+Gaplln+uhWeXDJxQMR2x1tg9wj6PM\n/IaLeU7guTizhEGJZMCW6CA7ngjXg8e+PY5UiFmezi8vos8yI0wSOLXpFQxK3Mv1MF0vj1aT0mYR\nd2Q+fv3R+Ng7y6YLuR1khdt9VNjH0GgNjw+lC/OzaFQyv7zZPIt7GFuTYhiGQHaY9TzrFiSEQI0V\nMyUE6lMWdAeAv/zmm/CzdDyDMVxW9haWl+wcCcJwIhE2bGqemzdvIuJ16boeUv7c6XQmsqkjr+og\npa1v6LkOqjwOtWrVJs6uVipWNiil7JjD5D7ZaqK6ybQozHkFChQoUKBAgQJPgA+diXo//Dhz3v8X\ncNjt2HwkjjPhBGsmcgDpBHV26n3m4hnE7LSapInVsrU29uRstLHsg9YGwqrfeX0k5TjwMwdo17VJ\nGx2lbJkQpZStawcAyqU2jKMYYTSdM2tmMhJC2CrjzbmWfWdJquEIauv+zn30+kThXnjqGZw6QzXt\nrl77HuKjLAKzjsUTlBBRG4OUTZ7ZvcvlChZXqEzI1UuXcPcmlahozLWw+4AcSG+9932MAmL/usM+\nbt/9LgDgzP4rmF/YAJDlE5vulG2EsLmPjJbo9On9dDp3cGuTkqSurSzj/HmKCNo4tYqFOXI2lkLB\n4RNRvVFGlU+kwThBj0+qB+02ej367Hk+Kpz4EB7gZE7xWiPgsY7C3IwZx4l13o6iCClfI2VeMmEa\nKFHG0TZR+bML86hV6AS+ff867jFdfrBzF36WU23QR4nnbNnzcLhNyQTfe+sdXHqbcrsMhxECZiHG\nSYoRmzUlYls6JEpSjANqs4LIc9wIg9GAWMYojhDxfWYbM1hepSSD23du2LGdDuJY4srs7ada26S8\nJadsY3pTA8tuVhzPMmBxGMKnrqO04KBXoTk6GA6Rcg02X6k8lxtyujhNtGULjUntPZVy8sgoIexp\nP0m1Zec+DARhaNmOnwQuXryIXi+LUkws+9vr9WxixeFwOHUprfDERYgG51pzB/BY4DVKEuCEiuOD\nAYI2M5pwIJq05quzp9AbsTx1ytioZ3nXHGhB760chgh5PvpOgoTNc2/eExCSTPSVjVnEnFi07pXg\nZ4xsotHg4IlSb4D4iNZ0s1lGZzy9a7kxGgJZXb/IliKL4ghZlTkhlc33NxiNbL4xrfWx4IEhM8Fa\nx7Y8ijHG7knJBGN9nPPPg4sGwwHApi4ppZ2bjlLWVWFv/8jmoZoGu90xhhwUoJPEui0cHB1hlMm2\nKEbE7JNSCkdH5KIx36hhlnNDjUcj234ppZV5nu+iwvUN69UyysyYVcpllJhx8r18TUshHwpE47GC\nsGPluu5jly4Sf1cqt0CBAgUKFChQ4P+PKMx5BQoUKFCgQIECT4BCiSpQoECBAgUKFHgCFEpUgQIF\nChQoUKDAE6BQogoUKFCgQIECBZ4AhRJVoECBAgUKFCjwBCiUqAIFChQoUKBAgSdAoUQVKFCgQIEC\nBQo8AQolqkCBAgUKFChQ4AlQKFEFChQoUKBAgQJPgEKJKlCgQIECBQoUeAIUSlSBAgUKFChQoMAT\noFCiChQoUKBAgQIFngCFElWgQIECBQoUKPAEKJSoAgUKFChQoECBJ0ChRBUoUKBAgQIFCjwBCiWq\nQIECBQoUKFDgCVAoUQUKFChQoECBAk8A56f9gDev3DFpmtr/G82fBWCMAQBore1nI/LfGmPs9xIT\nf5jAw9fnzxH0EIYQk5/fv63v9/VHX37qA67O8X9+6a/sgyUEJD/ACAGpSE8Nw9Dev1Iuo9WaAQDM\nNBuIwshec/32XQDAH/5f/xLf/Osv0/fjEOC++aUyPvWZzwIAfvMf/yZaS0sAgKDbx8sXLgAA5mdn\noSfGIsPkeGoYOyaucn5sHz/6uZ81ACCNhkkTaoeSaNbrAIBmpYaqXwIAeK4Dv+QBAMplH6WyT8/w\nXGih6dkmheDRkCZ/t1kjNAwS0LU0d/jvguYKACRJijCi6au1QBTRGHa7XQxHQ/ptktpx+6M/+qsf\n28fPf/7z5hOf+AQA4MyZM7i9eRsAsLO7i3K5TH32fZRL9Lnk+/B97pvrwnEUAGBmpgnHoXYZY+C6\nLvVTSkgp7ee8t+KhuSm4T/rY95N/z8YgiiLbhueee+6R8/R//J/+e5O1x3EcyOwIJTTSlMYpTQQE\nqC9KOVA8fyefS39T9vs4ju34SJm1P4E2qe1vNib03Pzslt1zUgY83N/hcAQA+M//s3/2yD7+d//V\nZ83hgw4AYL8TI23MAgAWZ9bwznffAgDcuX0XmtsZColIUF/mGg2cENS2M90hhprasyM19rkvR8Yg\nLNFvV2abePb8aQDAd773Q7z66osAgKeePoUzy2cBAM+eegr9zi4AoFxK4Gr6LMJDGEXXxGoV20f0\n/W/9lz++j7/92//AAMA4APZ2NgEAlWoZ3TaNURiMoBNq68zsHLQOAQD3dvfgubRGR6MRuPuoVRQa\nDVrHw0GM/iig76s0r1qtJRwetgEA29vbOHHiBACg0awiHA0AAJ6QSAx9/vmfeRGb93cAAJEy2Nk6\nAgAkGGBxoQoA+PM/vf5j+/iPfvnvmTAcAwBOrq2hwjIk2NpHsEvjhAWNlWdWAQBLq2ewcfJZ6j8U\nxgNa/2UI+KB3uHXzJrwSzcE33noLOw/oPi8++wJ2+XOv28fLr/8sAGD11GmkhuZmtezg3Te+BQDY\n7R9h4cIrAIB6dQH33vwOAODu7fewcvIpAMD/8H/80SPn6XO//2UjXGqPcj0oXpfK9aCcTK44dt0o\nx0cypn6VZmaAmMa7f/mbePC1PwYArJ05jxOf/R0AgHfyHBSvM5WmODdPcrvlBnjzb74JAPjqH/8L\nPPXR1wAAv/Yf/y7mZui5SRqjVKK5oqSAQia3AcO8yycqH7AhT+Df/K//2vRB/TICEIbu7yCBAc1R\nYxRSvpOjUngsYkaQQErPikWMmD9rkSCTEsK4gMhlRprSjwVoXwFoL8n2QqMNXJ3wNTGkoX1Ka40Y\ntH8EKoW/S/P3n/3z/+aRfaT+/JQhpTwmHDUPgZhQooQQeUcxoQhNbPoTY3VsczGA3Y+OCWEx8Yf8\nSgghIcT7E3DHrn4fgf5BSCbarAQpT/Ss/BopJQwLZSFz5WoUBLkC0O/j61/7OgDgzW9/1ypjlXIJ\ncUIvPxgO8Fd//mcAgMXVZXz+t36LvtcJegNaWPNzc/a3DyMbX2EM5AeMw8M4sb4GANBpgmG/CwCI\nwgC9mATusBcDhjYirbXd2OuNOmrVGgDA9z04ihaOQALFz3YdFyWXJrNnFQ4Bg0wRVXYglVJweNwQ\nJQh58w6jMYKA2gKh4XmsXDnSbvaPwp/8yZ/gzJkzAIBnn30Wm5t3AAB/8L/9gd30lVJwWah5rmf7\nqZTC7Cxt1r/3e/8EGxsbAICvfvWreOONNwAA5XIZnkfXl0q+/ez7pWMKRqVSsW3INqxJ5WVSmUmS\nZOr+AYCSJShJzxKQ0HygEVJDSX5/wmBiOr/vQWdyTdO/+TXZKjITSvqk0pTwPM5+m/0/TVP7eXLt\nCSEQhuHUfezceICt9zYBAKXGEppz8wCA629/B+3tLbpnOAJ43IIUCBN63muf+ijmeA5+80+/gNc/\n9nMAgP033kT54JB+qyQifh17YQemfwAACNs9jI/2AQB+sozVJr1HDEPIhBTvalnAd0g5GPf6eaNN\nCFcPp+pfHJCytLXThuR23L1zH6mmMXakwNrSPF8tEBjaDGeaDcQx/cDzPEQRrRcjyhgF1P/m3Byq\nVVpT45BkSZwk6HZpzZOSTM9JkhSNehMAMOp3MNciRazbaSOKqG9DKaBKLAv8EvrB/lR9XFhaweEe\nbWT7e7vYWF8BADz9zHlcG9O9nTrg8Ib+3qV3ce3qPQBApbWCEh90fuaFF1DiOdi7EqGaUp/PLLUQ\nH9L7bCgBUSPlbqHegPHpvYlKHT3eTG9evoHO1gMAQK1pUJfUhvbOACdWWgCAB1tlCDH9dmpgju9p\nE3JZQNursrVl0hCGlTrXUYjHtCaajRqC1jIAIOgdIezRGLtmAwlIrkqkSHmtS2j0e9z3ehUuK2yH\nnRE0y4YwTlAq0Vp0HAWYTOGZ2C8qj+7j1tIJtCskU700RaiEbY8wucKTcn9dmYKnMZLEgUipbaFI\nELPyo3QIqWntpkbBZGMlct3CGECwZpYabXWLRGto0H1chDCa+pumGjG3J5ASNTH76M6XrAeYAAAg\nAElEQVRN4KeuRGmd2pcPwH42Dwnq7PtJBmVSiYI+Llgn/nPs+vz7iUaYCeVB6GNKlJi8kD+KfO5O\nhTiJ7WctZL55CAnNn1OtYbLN0ABBEPHHEAlPkPeuvIfvfP0rAICKV0alTIIpCEZQEU8i6WA0pEX8\n13/xRbz6yqsAgLUzGwiS6P3HYuI7M/FZsxRWj1CmKrzhJ4mEZgHlugrZIKXGIIppocWxQcztCHp9\ndMYRt1tBGD4FGG1PSb7nocwsVoXv7bsKLh+VhRRWyfB9By6f3oyWAJ8e0jS2DKeSAtKnjVAICeVM\np2Q8zJCkzLgNBoNjSkymCMOYY8rM3BwtvPF4bNt77dpV/OEf/isAgJT5vBVCTDA56hhDlZ0Af//3\nfx8nT54EwCzmB8zzx1H2UyMyeQiptV1zjhJ2HehUW4ZKiFzpEUI8xIxlz9UwfNPBsGeVd6WkPSgA\nsGwV/S1/J9n9kyQ5Ps4T/bIK8hS4tnmEOKT3r50K+jz/ru4fQrAQdxdnbF9Mdwg9omveu/Ee1k4Q\ns7vppPjV54lZGN+/h2Cf2K0klegHvAE4CgGvyzCV2Or1AAD7UYzKCTp4iMBFlRmQpVMrKHvEPo06\nB9jb4Xv2JQSf2B+Fd98iNu2gF2FpaZHaF0R02ABQaTTASwRz8zXc2SelLQo0Un5PdNCheSakbxWw\n4XiMukdrEJL+1UZjbm6Oxs117fzUJoZgLWBtvYUUtKlv3tjDOCX5NHN2CTMtUrQGex3E0VQHeyTa\nYGmZFIOl+RmUXPpduVSB9rmf9Tq6bVI8799/AOnT2K/WZnB3m5ilp59+CinPwZ1uBwtVGuPWXAOt\nEwvUp6oHNaZ79oZD7GxdAwCMnAh1Vqg7nW3ohJTKtYVFBCNSQq5cuosZl2Tjyuo6astLU/UPACAk\nTCZ3J/YMIUW+P0kJcPuTKILjkVLkSoFwTP3tH+7D5TaofgwxovcgtIb2MnYB+T6UJHbvNUIBmr6P\nohRpzG1IHaT8roSWsLuK/iB70PtjVXgIWcmJvDEcVjeUVvYAL0xit3BH++hy16vRCPUhsZh9x0eP\n90JIFyWW9drN1QKttW1bagxSXuvaaMsoCmGg+MBUTjTG/KxAeFCgdVKBgSenP5gChU9UgQIFChQo\nUKDAE+GnzkRNUpJT/+I4TcV3yc0MxuSmAnH8h/kJc4J9AibZK3OMGTvGZGV+Og/f99Ettu3UE9yW\ngbY2ZD3RlhTAOKCTuTAGnSHR5d/4+tdxuE90rDSOpetLfgkwpCmnsUSlSvTz9oN7+Nrf/A0A4B+s\n/xZcPl0e7y/e97sP8rl5Pww7dGI2gnxdqN2AYMpCSDqVA0C5qqxpyGhY85GEgp6gTxP22wj7Ibpd\nYhqUoNOVUiI7gEFKCdehE2G5XLYmNCkE4phOomEwRjY5lJRwmOlwlLQ+Oo/CJOtpjLH29clxchzn\nGBM1aY7OTAhSSmQ+gGEYwXHZv0jmzB3/nMcogU4zE1iOST/CH9fmx4GZMJtrbew8la5n+5WxStn9\nJ014GVNkjIYljYSeWCzangyFAUxqfuQ+AI6Z8DJTXZIkxxi5h+fqtIj391H3aB2USinaY5pbbqRg\n2Co4V6/hsEtsiRcJLM4So2N6Q+wFm3TRIMTXv/kt/r6NSu5kYc31uuyjnzGwicbqLDERT6+fx6xL\nJ+c46MFp0NrdPryGdoee+/zFl1Ad0bwedQ9R4Xn9KPSCzKdUY2trGwCwsLCIjLxIUuDKLTJbnpIp\nnn+WfLaOmj6u3CaTVBhFcFyer1Dg4YIWKQyvtYok1sNxNZbYPKgFoDIWIEjRj0gu9IMBeiOSYV5t\nAfNzzARCQoBuHiOCo6tT9fGoe4CFGWJ2oyDE4JDW+Wb3Jm6zT9TZZgnDhF7obGsRmtny7d199Pjd\nPtjZxbMXyU/0/HPPYfPq2wAAVRI49wr5rzlQGPFztYnQ69OY9t7bx9Is9Vv5KRbWiY2DAvb3SEY7\nykG1Tn0q1yuYm6lP1T8AENKBZDkpHvKXlFau5utA6wQuu0YkwkHApjVZmUFUobFKtECZ3QpMEsFF\nxioKu8+FwRhLK2Qe3Z9bRByyPNcaSbb2lUSYMnPsyJzuSc1xy80j4IsA5RJbXKQGEmaphYOM61EC\nKLGbRyMGfN70Vu9dwdJV9kNbO4mb518HAHSr84BPczNBCs1yUiQGymQ6gYGwlLtAypLVg8B4h9ZG\nZ+8B6hfJjy5yanDZv1ZIg8R7PLn6IShRjzY/PLyBHbs++1ebH/kN8P7KAv1BW3upgLCbolIOJlWk\n920P8FiTxUBP7IAakwSfxsRmzNdEUWQ3Sc91cfce2fPffesdGBbKG2dO49QZEgDlah1hRArGlSuX\ncPP6LXpuHOGdN38IAPjM5/5d4NT6sR5M0XDCIy41hhaUchwIVlBSLSxNaiDgsl9Tyct9nKqlMjxW\nohQUdKZQGm37r7VGFLEfxpjE2ThOMOb3FccxTMAU9XBwTElO7KZu4LHWVXIU/Eyh8zTK3nTU7MNz\nNDdWkekLIFMX3mcuGzPhR2REHu0gZK6YT5gKjYE1mUlMzH2IYw7bk8/J+52b4eih0ysYSkp4E0po\ndh+hEwRhkPed2xPHsVV4qtWq/ew4DpSTO5xn1/u+P6Fo5ebONE0n2m/su5/8XillvzfG2HGY3FSm\n6mNaQqlGphpRnsV9FprtTgdVlQnZBJl7xwsf+Rn80//kn3B/+9i8cwMA8NabV3H/iDbUfhhgjQ8o\ntUSj7lJ/a806DrZpQ1WOwMEh+dDcuXMdP/8KOewKx8NBmxyz90bbmJ2nTa4bD2F8ak8iQpRq04ni\nhSXaAJMkxGhA66VUcvFgm9pqjESpTErM975+C3euUP8/9enX8KmPkUP0va1D3L5DbdVKwOFxqVZq\nKPukFPjs4ZvoEGN2HxBCULAGAE84dgMzLiB5zSUYI2ZFyzFVdPZGfL8a4mA637YEISS3aev+DsZt\nMqUtrC6huU4yrrV+FmdnSWm5cvcGNp4mWXn50k0EA3pOHCbWzeD02bPoHu3wPW9j/TRd3zvqIWFf\nptbCElqKzI/t4QiLK/SsB/fu4n6XfN86ozGGKSknc0urKDt0/2rDRaqnNzsLOSEDhIARbM6VDoxV\nogTAbgVKOHAytwoJ1BvklLQ8/wz6LsnP9r1NJKz8lNPY3j+FsPIpHo/R65GZTHkVDPuk4MfBCHFC\nSppbKiNhmexpA8Fy24hJOfno/aWvA3gu/bYWewj5J7ETwuN7inSMaEBraCAFFPvwLW9/G2v7pESV\n1D0clmh8hmsvWVm1sNDCbIPuWVMSOqJ3EUVjqInDcybNDVL0FmhujD2BmRP0/b1hgN1MFVIuPFGY\n8woUKFCgQIECBX7q+FCYqAzHWab3dyCfjPYxBrkzNsxDWnB+Ms8P7ZPacf59qmM82CYqe2nxBEoc\ngWG0OWbye7+7TNexCdOh+dG+Zf9mJ/MwDK1jtZASN28Ss3S4u4dnL1wEADz/kVeR8OtxHQ+zVTrB\nziy1wL5xuHn5Cva26XR16+ZNvPrys9zfPNrqJ4EyO5M6rmOZ3cSkSDOGBhpZloSS68KTdGIygUTI\njFIUjq0jqoY+xrjUOCKt5tMJzyiFkB8UBEFu8klThHwKGQUBAmtKSZDZl5ShCCVqi4OKN90Un2RU\nJucg/xH8hw/8vWWHTP7O9bF5PXltzhSmkHl06UMRcJNte+hptlmPY9JTjmPH3VGK7K0AwnH8vk7v\naZrayNFyuXwsitB1s/llEAR0mtVa2zn+MIM02U5rrnjIWf3ggE77SZKgzukzyuXy4zFRbgVYIKdk\n1OYAQ+afKEngsROtKwR+6zd+AwDwK//hb+P5F16g5yKxTuwHB23cuk/r8sb3vof4NjE6/+aLX4Kz\nQ2tuvtREVxNDHAmJfY4ou3vjqo0iDZTGmM3OSTCCY+jorOMAMTuou66LRn1uqv41m/R7IQTCGt3X\ncRwctdlsliSY5eP56ZUqsliT9lGAhSaxTK+98gJWT1B6gHevX0MyItbB1UDEaQsqZY5Sc0pQPG56\nNMKYJ2ul5cGNqjzmBiKk/kZpBGnYhJ9IpHw/JOZYAM6PQ63mQghms5SLepXGZhQkmFmid3v6/DOo\ncFTd9YN9VJp0je9u4ewGmTBLno+AUzY0m3WcOXWexmJrB9/48jcAAEcHHZxcpQAOx2jM/D/svVmT\nJNl5HXh8dw+PPXKvzMrM2qu6q7qr0QvQDaABEIRIGbgNKUpcRNMMZUajzdPY/Ip508g0HM7IRtKM\nNCIJihIhERjszUY32Qt6rX3PfY89wj1893n4Pr8RCTa6ImFsPOX3QASzozz8Xr9+l3O+c74CzV3O\n/gCrLiMkgYbtHVbDGSk0tjx58twpRJ1NAIAf9NA5wrto6SnCJEt4ViBl87WsiDQJWZIQ+WwfYloi\nyVyRIxj7tJ5trzyALhGVagHwejQezTDAEIxJkGa0F1IUiqyYLhXR6RBS2HMGKPIUduhtS1Kk4kLJ\niKXQ41fJbj9AOMFpFmoMNUvtSGWkbOvT77TQ2qd3K1FklH36TmHvPhQWArR3DhD67wMA5ttt7LHl\nif/Es3CUOv9ajIgT4xM5gcbrkWWZ0BT+XVlCocJUc7WGdpsU2EV5Fl2V+iRWUljp+Og+8DNR5yWH\nIP6hOm90szT0cvhJ/lEYbVg6zFqSpHRkgRp5sCkgM0Tqh10ctOhBTUxODzneEZpkdJMmCQBzzEiH\ncOno/R+mYVIEPJC9IITFtEro9rFy7z4AwLbyePp54n6DJMIH770NAIgGAWZZNj+7OI+rz70IAIi9\nEA9v3QIA3L93D132R0nSFI/bQv1dtdVPjoyeU1RVvERREiPKKLk0Hno8DVJs7+/TZz+FrmSS+hiQ\n6fuNZgMih0lRMDtLUv58ngZyoVDEgCmQ3f09aNxXVj4Hi+9FUzTIGkOzvi9ohjQZjgcvBtz+eBD7\n3x2no5v9YT+N+jiNxihknNHIaRIfHrcj18iuQwwhj7uROVhRxhuBYz5CAIetCZJ0SE0OBgOhelQU\nRWyWgiA4pJ7L7BdG7y1J4kP03OjmeJSqy66jKIrwzhqNOI7F89/c3ITOSiTbtsX9jBNmtQiZF9fz\nF57AhSdIYfcXX/tPYoH5/Be/jN/8zd8AAJSrOTQOaDJVdF2oz+YmS6jWngQAXDl9CoZPz3FQreH6\nv/xfAQB79W2EMk3ocZhCjlllquiIOc+x2+2LnCLIDva2aB6qlabhOil/X0KtUByrfR1WACqyDJ1z\nN3r9Lk6cIJrPtExB9ehyiMYWLTJG6qLZpP51gm3o7L30xNIiXLZmaLbrSA3yr0vizAIiQkFmtWuS\nwmf6KlK6yDFtqOo5tNj6JFfIIeXFrJjTYaq0WO41B9D4mT4uPnXhElyH8q36mofAZZ+oTh3LnA+j\nBg5ipn4qlRreeZPmytW7d/Gll79EfaTKCHmuTxQDtWmaQwuFW3j/XVI5qnYVaps2ekFrDyen6LDa\najro1unZViYnYPHBe3dnCxcu0EZucXoCH27S3P3g4R0sLC+O1T4AuHL5DG7d4xy1ZDivyJI0PGSk\nwzxdzTSFLYcUBLjL837z/k3UTJoHT8wsopZjVWXow5DY009PAVZGx1GMhDdmCiRUCvS84cWQk+G6\nmykEozgBM/eUC3iEjaLnDWAqrACWIPL2XNdBr0XPt9M8gOfwvckyprurAIBCdw9plcbrWqOHPoiu\n/sWggQcGbZhvw8XCPFlM2LKC3R26ZqFoY/EkPaNr127inQ9pA5amkqCJI98T3lyD6jLyp64CAHTF\nhCY/Ph91NI7pvOM4juM4juM4juM4jp8iPnEkipJuR3evGUqTHEJsRpGo0X8r/GsShZRAAIBomBSb\nyhB7QUkacTZPRVL3wOmiVSdYP14KkGojSNHhuxL/9yjCpwy/Eu0diVG0J8gMMz1fnLSdRgvtfTot\nnj57DgnDum6vJ5xjbt+8Dpnpk2KtgkqRTraffuklrD4kX5Pd7W102cAvTRI8Foo6QmRwqKIMjS/l\nEfpLSgCJlXetAwd7G4QiqSlQLjIVqMawmCIwFF2gCzMzswJNUbJs3yAG2LvHrbfR5YRzq2jjBCeW\n2qU8FH6OppoiirKxIUPixMA0PexP9HHx447ZYZgZP0KMyVGl3o8jUUNFDQQSFYTeCF08vJA0ktRd\nzBnI5Qg52W80xXfksenYo5HP2X0TmkT31nf6wug0n8+LtiRJcgiJ+qjr/Lgr+0e5r4+iUo7jjPh+\nGQK5UhQFpRIl9e7t7R26/lEMRdNSHi7f6r276wgjGou6oeDqM58DAPz6P/s9SBbdw+r6DRgWI0h2\nDrZFzyIOYnh8dJYVC1Wm03/1N34d3/jedwEAf/vWO8gV+fuSBk+i8d2LcnjrfVKCFYs5XHjqswCA\niYkC9tjAMQxjRDze9rbuIWDvodP48se2T2Oay/M8hAEn/KYyrCr1XRJHGHQIrYqgwekyWpsPEDj0\n2QhkxCGhT6nbh87P1uk66AaEymg5Qsbschkei1rcoI9Wl/57P0phW1yZwK7B5aTeoqwCKQtEPAdu\nTAhVnEpwu+Od2TcebSOI6DdrE5Po9DJn9AinJ0hJ6Q4GsGbo99vNBh7eIWSmYGlIEkYHkwA6I1cT\nk9NCvaXlLFQmCYFp+BLuswnr00tTePaF5+g6a9voMBXa7nTwGXajb+5MQ+V3s76xjo11ovOsXAXn\nl0+O1T4AOGj0IfN7IIXSoXclUxSncSIoMGia8JVSJAOzV54GAFROzqJ//R3qH8NEErIIx3ORS6gB\n1bwmqOOd7R18/c++BgCQQxnPPU/vhDIYCGVclMQswALCMIHKAOKP+fA+Njqbd1BeJoR0olyCy55t\n3fo2Yn6mqudCYRWvIuUw1SYKveB10JLp3epLLgJOC9nY2UV7iZ7d+bOL+MqnLwEAPM/Bxiq9Q4oC\nzMzQd/63f/XH+N//+N/Q31UTESs6LU3BH/zB7wMAaksanAGhWLYxCVU+Sit/FnTejxs8JsMNzCHa\njr8VRbFwyE3TFEFAjXYdFwu8gMqyNJTRj1CEmqoiYjWDJAMmv0Ce2wc4lybxfcAe3s9hOo8/SvjI\nsik/MX7CV0cXjzRNRW6P4zooc87H1vrGUJWkyrh2jdR2MzOzUFiNkSAVOVSDngtGSHFyfhZnLtAg\nah400BZWBEfO6vrYiIMh/SmeU5wMhWGpAo/zKvqdHtpMD3TbHczNk+z71LklmDZNzFUjB4nzIyZL\nZeRtgqAzxZeVy+HUAuVszE1X8eF16hMjn8dMjaDcWFGR+kMZbpRtdFIIyFZWVKjpeBTC6KYoSROh\nABntyR9XjmYhyxJm2PhQShIkPAYPm0dKYrOYJAkMps++9NLzmJykf/u1r38DgzDLiXr8xuEolCwA\nRGEoDDA1VRHWEZVyGQdsrTHqiO66LhyHKOJRms+yTKiZOm9k46SqqsihStP0kGw7OzSEYSjGqaZp\nKJdpsjNNU1ynXC4fKm1zlJwoq1rFxAnKKyznT2BnhxbXJLmP5z9Dirlc0YbTpwm31dwTKrO8bYuy\nPsHAQ8xlUrRcGX6RxkOtUsFTV2lBvb/Wxue/+GvUxlwBBc5FOjldQ2WO2vXk2RlUpunvQdSHlqe/\n1xs95ArU/+s7q/jm6z8EAHzhn/9PH9u+TEYfRim6A7pvp9/HLudpSUgxWaXfCNIudHYgLxYN7HWo\nzb5kQldpjD515SK+8/Vv0jXjFGqO2hyx0kyRZfAaB6NcQZWl4IPQhesytZcMxCY7DFxEfZq/NVVH\nt88qL7MI3RxvrN5a3UOlQJtWz3MgsTeFYdqoLlNZlkd3buGN1/8UALC1v4JKlebKi2eWsbX2EABQ\n3z9AyjS/Zeiw2WE9X7bx/HOkVFzb6+O116kMSq+l4S4rn50wQbtHfbBfr2Nuig6uszMn0Ga3863t\nHaFEfPGFFzCzODtW+wBgdbMDVedNkaYNuS5pmKoSBUMKPZVlkTcVYwCZLXIm7BoUzunyBh1orM5T\nvQHUTE2bSBjwe1kul/G5L9DG6cb7H+LhOqlRqyenMdWn9VWvaMKkOAxifAS+MVa8/b2v4+3bPwIA\nXLl8GefO03sTtRsIeV5BLEGV+BCTpDjRIbBD0WU0+nTPWihD2iOA4K1GB3WLnsvLrTYCnqfXVzew\nscpzmJIiX6Q5IEqHa7miyJDZxd2oFtD0aKM+m3gYBJTXKauHTYLHiWM67ziO4ziO4ziO4ziO46eI\nT57OS4aeQK1WCxU2UUtTTm4FkI4kJu9vb6HdJQh+e28bzSZ9/uxnPo+9Ldo17x3sYnKWkvimpudR\nzdHprFoqYrtFp4Qg9tFif5NmfR8FPUtwThDybj1FKmrspNlNgS3yjwBEKYryeN8qpEL543k+AqaZ\nNna2BSKw9WhF1BGamp4BGMqdmZvDRI0S6OLAx9mnSIXnDAa4fJXKvrz5ymuoc32vI2UbjxFtVnCo\nqnroOJIlH8qyNPTxSmIUi3Sar01UMLNIp5vS9AzyJU5iDCNI3BdTUxPQFfYlYilRqTaNYoW8fmrT\nswJR7HZbKDJqFaRAHFC/hUmAkK+XIIXMya+qFgvjzcfGqMISklCfSUggpdlrIo/YQQ0N3WQJmJ8l\nNKlX38N6RguHKbKagmTVQp2nKxKeuUwI4mdfehkBq01ypo5BOOC+5ZviVg07/jBddhR1XhIFkPmV\nl1INOp82C4UC9lkM0Ol0MBgM1XbZu3twcCCQ1JmZaRRL9M7J8tAYVJKGhaCjKBLGqKZpHvKbyijW\nXq+HZpM8a6anp0VSt23bcF2mhAYDQa2OE7/1u/8UskFChVsfbuIznybE4ee+8iUsLVOyaRI4ULiG\n1oP7j3D/9l0AwOdfehFFRohdt4uY/YNkvQlvkuiHiVoJX/p5KgDuxDXMLlBCqp/6UJkKDI0yWjEh\nCPtuAcEmPSO7UEa7Q5/3GwOs3yOU7MTMJRTPjmdEOYo2SxL1b87SkcRcAimJMQjps6rqOL1MirS8\nFMJTqA2GKaHARYd1TcKJRUKL4yDGzAl67za69D7NzM1ifzdTUyYosnptEEbY5CR5r99DcZKT2Q0d\nKdMwUpJD2eBySImLVBuvPqBdmYWuEmrkex1UWDZmWCXc2iD04OHGATbWqFh7bSqHFz51GQBQtAx0\nWOV579Z13Lh2AwAwNbuA8iS1LegcYDYrXyXbonRLc+cA1jkSE1y6dBF/9d3vAQC21jdFmZxnLl2C\nzmkJLbePYpnuE3KM/dYRfKKUoR9UMqJkVSFBTuj9CFIJMDMDZVmo9tIkEHXuvDRByMi3rBrQmO6M\nFRkNpsB6vQiFrHA8gNOXSI2aIMHq/RUAgF4ooNOl975WKkMV9GI6NOCVZCTp+LiL43Sx8j7Rnbsb\nqyiW6d6SJMKAESRZzSGWqb1TOR0LTEHGMlDn+9nqpgjAYiUZ6DGimCJByOaz7VYH77xDqJdlmTh9\njsorzS8tw2Cq+6UXP4dei8aPWs2hm/3WoIckzdY4HYo2HnuRxc8kJyqbQBuNBhSmBHJWbqR4YIqQ\nzb2SNMYkQ6cf3HhXZNDXJmq4c4OUEE6/jtW3VwEAszPL+KWf/4fUGBloMJX0wzf+Btdv3gEAnJnL\n4xQrZHq9DvRclj+QkKEZiFrIKMKjUCQ//v1DFepHjBETpPDZbC4KI/hcANQfDCBn/LPXgyzclnMo\nVWjTUbz0BKo1uv/V9VXsbtDkUZqYQnWCNleapcN1aJI8GqP7+OhyPSZViaBm+VGyLFzFg8ATleNz\n+TxOnyUo9cWXPodLT9LktrW3izWuaZXEKQzup3DgYGeLXrSHD+j5lrT7qJlZjbwINTYonJidQ3WC\nJsJ8uQwWT2Ntext7+3TtTq+Hbr/H144wkMcz+JMwzINLkR62iBDFMoebKFka1oCTMKzbVMjZ2Fil\nianfa8E0MqO6YcHn+dlpPPsU9cv8/AnscF6FJI2odGQJH/0kf/qnaxr68PoYUuUbGxuCqsvn82Iz\nI8syikWionZ2dgTlp+sa8nlaSCwrJzZXkiSJ/Kh+vy/+rmnacAsoSeKarutijx2om82mqNGWbRQA\n2sgdpQDxVLGMXJVolUf3W5idp8PW1ZkLONhfpWsGjjC1bdR7uHObKJyTc4uYmaLxJSsxdrbp3hrd\nHp5+nnJlOnOLeO65ZwEAu60B3nj3Xeq3nIGiRL/rehFWmnT91Xv3YOnUV5PTVeTZ4XpnvYe7H9Im\nxPjKZ2HPj6fsyjaXhYKBuUl691utFlRWj2maAovl3ZqqosyGnq3dBmomjb9iTYbGh0qv1cD8DLX5\n8tNPQ2LF6+w+LTCJbuPKpyj/5vp772HtIVFluWIO1Qman/qNJkoWzalOzwcCGj+9fh8d3pCrVgyo\n4z3HYjEP+DTOi+UC0pg2X27g49U336TftyJcvkgL5YmFikgB3dzcxNISWRzIqglOw8HJpdOwinS/\nH7y+ivfeuQ4AMPUK8pnZpl3CXJ76dEKz8cKTtNk4dfY8ilzLr1IoYn+LzJH1QQ8q19S7e/MGKlPj\n50RJIzmSMiDqwUmSgdDnPtMsQKibpWG9uShAnq0uVE1GsMl0egxobEdhKBLAhyRX0lDi31JlCZFC\n76iiqdA5raBcrSEMskoCQ+WuosgiRUZTj7a5kOQUupXZCwAe57YauRwSrteYxiF6PQJKZHMOGts1\nSHEPjX2ax3e6MZ6c4LboFRwwDWqp8fDgXc5jktf4vF2GadJ7dubKFfz2H/whAGB6egbvv0a0uVYp\nQLf50JbLw0m4z5FAVYZpGOPEMZ13HMdxHMdxHMdxHMfxU8QnjkTFSSJOubquCQj23PlzAqFKMKQN\nYqTYZGPMVJGhm7T7/cGr34bj0I51brqGAlMgnd01vPbadwAAZy49if/wJ/+B/t53UKhNcisTpJxs\nHMQBGi2Ce1VVGSJHaQo5HRp4Dimxpx7bRsvQD5WlEQnzkESpEzmKRAJrFEXiRD/NHiUAACAASURB\nVClDgcHwcM9xoAwIkQv9EMsn6WQzWSnj+nVS+xhBhDf/mnbTz3/xS8hMPAzLhMd1wtIk/ftV5/GO\n3VA14fukQBLo06DvIOJTzPziEj79EqmRPvvyF1ApE7oQBjFuX6PTX7VWwdNPPy364i77zexukl/P\nScPHosYqIbsEa5Koh+nTF2GWGSkwLKicdDk/swCXDR97Th+b2zR+6o2GqOn1uJBGkJ9R9HT43wBF\nlmDy6U5RFYHqhGGAHisjNd1EtUrI2cx0BaeWiFpqdx3kcuR7srRwAiVWdclSAs93+DqhUMUosnIk\nqm6c0DRNlD9yBwNBLwPALNfTGk1Wl2UZFhsLWpaFDS5P1Ol0sb5OnycmqlA1VXw/izAMBYKk6zoq\nXNMrjmNB4fX7fUH/7e3tYZuf26jhp23bwj9qnFh78zWc/xRd89d+4SoiZkOazW3ha1YqTQgF1K/9\nxm/jV37tNwEAUeBjb4dQwebeLt58+yYA4Obd+5g5eQoAcDFwkMb0rE/Pl/GjN2gu6fgewvYqAGAu\nPw3VprHpRDH6HaKL9rcSaHwyL1plBDH1z42b70Bi2gt49mPbZ3HdTEVN8OAh0ZCel8Dg51QslZFw\nGb6yEeOgS+1BEsIqMJpSzsH3qI96nRa6dZpXDfUCDI3+XjOp/1/98CZ+/WlKH1j+6j/E+gr59Xzn\nlW8Kvz3NVOAF1CeuE8Jp8Kle0aFyezXThTHmapN4B7h8iWg1RD6SKLtGFf3b7OmV9DBRorWhXDAR\nsnI7VygjZaRlfuk0lk9fBAAsnTqLUplQJqvv4T1WcuXUMkJGJeeMPNp3aQy21/YwcY7m33/w67+O\npMS0ZOCjc0BJ/A9uf4jvfuMvAQCp30OvMd5cAwCQ5KGSXJYR8hqZKhqUgA1NTWOo2pOHdUBj30PY\nZgV0zhCMThi6CPs0byq6DIPpKkVTEfN7JiGFzSiyYVqiLM7AG0BhL6kkGtak01QFPrNE2hF3C0oa\nQ2ZkLA4cdPbo2ZXKNXQPWOTgOwDThT4SuPNs8rproLJFa+SXKxauWnSdN8087jNLUTBMwWxZto0z\n587QZyMPlcvN2DkD09P03F2nC6dHvxt7bRROEZJpmxZ0Fmkg8iBJ4ym6s/jEN1GDgYedA+IzG606\nHj6ijsxNTqPK8ncdCSTmhsIkwUGbJlkzZ0JlLrqxXxeTRjH3NMp5mjSkBLj/kHIL9vsdFMtZkUZA\n5VwbVVHgspLrvRvX0GYlGdESbPCYLyDPdaNylimg03GiUiwcrhmWUXhpipgnmsAPBBUGSYLPg7pQ\nrAq+vd3Ygc/3mS8WcOEiGQUqWorSIxpcXtfDNvfh+pl1nGHqrFKZgDfIHv7fb05UocL9outD480E\n8ByaLBHmkKvSRmdubh55nnC29w7wxpskv73+zrvoHqwCAKK5SbSm6funz56FcZ6ojO4W/a8RuDDZ\nrbYyPYd8jXI28uUyLK6hFEcBeO8BDSoktnE3ZQMli55pbtaEnT87VhvJHX+4icpCAhVEBoCcZaDM\nuSSKLGOQue46CVodoqCa7QNUmJaaqtVwZonaFIYJuQ4DyFs6DF5cvMCB4xBPL8uyMLKUFeUn0spH\npZt/rKUAaDOTjdlsg5NFNlnLsgQ5U95ZBhZO0Iaw1WrBYSfqjfV1cT+apokKA47rYsAHhU6rLai6\nKIrQ7dGCGwS+cL03DOOQsi9TJZXLZfF5nGis3sO2ThNib28bA86HmJo/CZvz6ZI0hcaTb7GUg8XQ\nv6YZmDtBOXyDXgepRv82+MuvQ+G8mSgK4Ln0vE4tzuN32LTzv33rW1h//z0AgOLfwkyNDWKnJtCK\nmaYcpLAjXvitBF5AC/aH7z1AmBWLxW99bPuylBRJNRAo1C+VuTmkISvJmj3sgVVNiY8Xn6YacWrS\nwV4zyytJRW20OIxRsumi63ffw1wm/W9T/9y+8xD/6l/+a7qz/+4f4ZlniYbe2VvHh3ywC+MIg4g2\nEOVyHirLn71BLIwaC3kVmjTecpN6dZycp/f80cNNTNRIqbu4dBbr67QGbD66D8mnPiuUdBSnaIOo\nGDYcdimfWziFMxdoA1itTSNvEQU2U5mFGbOBjBMh5b7wwx7266t0D4aEnQPaMNbOncXU05T75kop\nCrwoXy0+D5ttVu69/zbq67tjtQ+g/EhRnzWWkfdYVa7cQVUhoMEoPoO9mHMPpWE11yRJoep0/6mm\nIeK1KkYIdZLf5TRCyHYHsm4Amb3OwIXO5qmaPrRNkFRJvLuhHwgzVt00MUjoOqOVFsYJKZWRyjQX\nhxKwtbNK95n46LUpNaC+v4mJSU6v8STsqTT+JvQQRYPSO+Z0HzneFBXKBiaYttNzOVGAsFgu49IT\nnHObppDZMLOWtzCVp7ZIxRyKL5K6s+M6yCypTU2HzakNyaANUal8zDim847jOI7jOI7jOI7jOH6K\n+MSRqNXdBu4+oGTErY1b2GUYr2NOY5aTOOetBCXe0ffaTUgMK2rJAD12PCvmCyizKWGn1YLMSFTJ\n1BAHdOLdWF/D4uISACDwH2HQopOBZU4gDjKPDQkeq4P6gwF83qE3Wx0YfNo0dAPKEU77U9Whr00K\niB19kgIRoxu+7yPPlvy9gSuosNrEFFZXKAG+UCzhwklCLipTNbicYCiHEb7A3h5rkYGATe5My0Ih\nTyeVfL4In5GRI3lcjRHlHPWdZSgwOSFVSeXh6bffRuZPVp6YRqzTyeK9++u4d4M8nu7dfB9zVa77\npRpYXyM6KA5CuFyOw2VEJlB0VGuUHBrmywhUVsM4PlqcNA6k2NglxHJlfVMk6qdpgr7L1ILrIObn\n+zv//f/4sW2UJOkj/cwgARafyqrVMkqcGCylgNyn5+N5PuKEfqfVPoCmZV5MKiYZgbFNS9Q81AwF\nXUYz1jfW4PMpqFDIw2vTNckXbKj4HKJPkqhBeFSfqFGfK1VVBc2uKIqg0w/Vu0tigBNe4yhCxH2c\nz5mwmGb3PA99phCCgSeu47sDgXZIUoTtDaKVev0+VIPLhWjaUJWkqrCZqsrlcuKzYRhHUue99f41\nGOx1pMQSYNH7ZBoK3vkRVYW/desWnmaKamKyAlmm73/nO6/BYUPK3/mdf4QvfPmLAACrlMPCIqFw\nspQiZGWRqut44Xmi386du4gPvvcDAMD1b/8VbIW+001ibGzTWK9MLiPHSfs7W+tYW6OTduA70M3x\n0La8TSf7IPBQY2o7jmNhKnnu9BI6TFlMzM1g+RJRHGW4eP27XwcAPHrwABIrgkt2HoHEquH1NqKA\nKKyoPA8A+LmvfB7f+haVSPmrb7+C+QVChS9euoSLlwiV+tOv/b84aLLqyVYwPU2IgGFqCAZMVbt9\n+M545TS0vI2Ux3gae+jUKQG/Z6Y4YdP7se118Wh3h9u5iMIE/1uJREgAcOLkMuwS/YcoVuFwWSw5\nZ8BhtDXoNqGwO2u3r8JjdEK1NPSaNI+///rbeIYTyyNLRczj15RknL1EaQk7W7voN4Kx2geQslli\nhZ02GGD2EZkmb629AXmO5gy19ByUUlZTb1hyRZIBkxmUyDQA9jMLBj5SMxv7IeSAa2PKHjrsbTVT\ns2GUaR7ekCQoTH3atj1U1gYh0jgT0/xYqauReeixbUSCJEtGz5fxaJfQp14UIeF6kmHqwAfdc6vd\nQb1L9Lgcx2hzORi0O5iY46R9VYcOVl8nEGt2FMswbeorWZYQhLQnuHzuLM4xbdfsdNBvUXpOKqW4\nd4/U/qcWTuGpCvX52w+34XXHV1kCP4NNVLfXw/IcvXhzeoiGTT+567XwaI0htHwEOyI6JI58lAvU\nqTMlG/f2CCZ2vQHyJdqENDttUQtIS3VYPIEUilPid8/Mz8Bi8zND1eFzFr+uGshX6DpxkiDJZKD9\nHsBc6Or6KjzOuRonLEM/VHdvuBiTKg8AQl1FPs8DvEmbh+xLFnO8YeSjxfki0d07uPsBDbSv/tIv\n4Mx5ou30uos1jzYJPV2FywuY4/YRx8NrZnE0APajQ+cLaFICXc4oUhX5bNErlqDkCEYOtRwOuF6d\nFwNTszT5xO4ykEnbByEsXqyazQ4aXLg1q8snqykO6rTodpw6FJ2e1069jh2W4rteiB4/oyAIoXGu\nkq6rgn6TFUnUhHtsGw1jWP9OkhBlqg/bxjQrI3N5Cyr/ThymiDifQFdlFHlT3+624fDC4Q4c6Dzh\n2qU8fJ9ppl4XMV/fc31hcXFqeRGDO6QUk+T0x5wqMpl5eshO4yibKNd1D21aRjdMoy7l2cYziSMk\n0dCyIDsojCrm+v2+sESIokjkkg0GA3Gfo1RdGIXgNAmk6TDfTJZlQa3n83lhzglQztm48db9bbRB\nirlf+koJpzKVZ+ojjug+V1fvY2GBnmmtZqPL4/Vb3/kubt9l9VnewD/5LTLStEwJEueX5MySyCsL\nvAF6TOMuLZ7Cyd+i3KoXP/d59Lm91x/ewq0/JzPLhaUrMDQaA+udFcwv0CZk9e47KGjjkQJ9NimU\nZAlOlxalMPAwyUWXVSmPc6foAHL+0mnsrRL9NblQwfIpyutqtptQeHErVcpQ+QArBREijd7p06eI\nBs+VJ/Ho1ioA4NrNO/jX/+e/BwBcuLCM518gimtpfgHdFikZZcioN+i+Jiam0e2xQ7Sah2aMp3pa\nfuIyUpUOh+cvPIX2Pm2WdjfvI8+TUT5XhJqjdWVqZhEDVhAXSxaKTE/ni0UMBvT3sN9HwHlbUkGH\nNE3f2VnZQIXrBCoDTVBsaqiCU0yxvb6J03Wad9SSDZutWnqBh5THuzU5i87Ne2O1DwBXVeANkmmh\ndZI26fu9RfQjtl+4uQHzNJtDLi8j4c0D+i0E7LANKy+MmMNuE9IBrR8JEoAVxomc4o3/9ld0/8+d\nw7mXqD4rZAkK51P5XjBU54WRKFgcI4bMas8ojoYO6mPE6SkTdTZkDSDBcXldarpI2RlfR4DtNaK1\no/4+zrIK72AARA6vi4qN9xt0b5uagyiiB7O1u4VmkzaHuq4Kk+UwCcQcI4WJMC5e39pGp0drRq1W\nFu7l+WIeyyfo/Xnt7ffwwVtUnBq/93tjtfOYzjuO4ziO4ziO4ziO4/gp4hNHoi5MGzBZ6VE7/yms\nPiDY+k69j0aXa90MOnC4DEgUJNACOm1NTJVgs2Hffj9AnNB1/MBBn9VY0zPzWNui0/u5SRtzTBHu\nt/axwRBzlKTQTbqOmiSQIjqRlIpFaAz918p5qLyTnatUBd02Tly7PTyByLI6UsleFkhUEsfo9Khd\ncRIhCTkBtzvAyl32RyoUYHMSrdvpotciBcZgEGD14SoAYGNlHTEnTspGAfNsZtlsNf9OPbe/t8io\nrRTDRGNJgcVQqp4rIDIIRVAsG9P8DIq2iekiea2Y+CIe3qV+un/vLuR0aNBYZsM6t0/Pq+d00OjS\nyU/WTQR8Ymv0HPRYVRTEqVCFWaY5LBOSJEizOnpRKqjhx8UXvvCy8EcKfF8gJOVySRgwKposYD23\n7yAW/ikqKly+RFOHFFUaR8I3STVzMCxuR/NA0DKGZiDie5ydm0CRlX26riDkU64sy0eq5fiTIggC\n0UZFHvq/KLIiTrMSgDgV9XxEv/q+Lyg213UFhdftdoXKLwgCUSYmCAKBkum6LvohCiPIjOZFcYTI\nz2oUpoIKjKJIlIOxLOtIaJsTARonGReWF5EychGHLi6cI4Qm8D4jDARXH65ANen5lmtFVNj7SFFS\nHOxRgi/iHu5cI++vy089LYxg4zDGgBPsw8CDysKB8vJp9Bo0lpsP7mL2NNEJmlXBwS5dpzQ5g5MX\niAoyUh/d5spY7QsZASxWSkhjmgP1Ygl5FjwEUYgzjEStXH8flkTfcboJrjxDv7f2cAUJP7PUNHDq\nHCnYkKR4sEGoz7e//dcAgK98+WWcXaQx8/ob27hxjZ5Xu7OPySn6zZc//1nYNn3+8NYbAmXf39oR\nwqCO78DzxjPbrNebmGf6rO9GuL1KKFfgdFFmZRlKM1iYJYpHMmw09gm51goF1FhYkqQxnB4jM04I\nnxGMQq2C888QrbPxcBV9Lu+SyjIUeeinlOo0TvNTZXi8JhmBLspdqYqMHqcgTM0U8cTVC2O1D2CK\njMd1rNtocK236ekFdDaJ/u3t72Pzu98CAMw+82nMXiHFYqjpkDnFQdIMJAzaDgIHJqcbJFIiqnKV\nK2XhJ/g33/s+lp+m66iqjCwPw7Jz0BR6J5JwiDqH8RDJiaLkSLBLzszB4OT2JPIpuxyAnmqIGH1P\nvQiTrFTu9QK8s05I0XNmCSWZGvbvu12sNeg9e0or4LOXiJXJ2yaavEYahinqfzqeA4NTMBADfS4j\nt76+jYDNtT0/wIufISp+7sQsfI/f414DCtPh48Ynvon61BNP4oAloSurK7i1Qze412mgxZRNwbZR\n5qK6id/DAcPBOT2AGmdmlTZM7phiroKzZymnYWn+SXzzb4mzL+3u45/+8j8GALz/6A6+/29JVXLQ\naOHFzxCE+WhnHSqProvLZ3BjnTYwVy6cRYvplnqjjieWxlN1AcC7N28IN1lV0Q4VZEVWTDKFMIRU\nZQUOK5d8z8cO2z44fh/Pvfh5+g4kJDwZvf63b+Cl5+n+zzx1GZFN/bDm9VDiWnKzMzNw+pn95OF6\nhR8VhxRoj1mkpGwTFceQ4qy2GyBlVg5hgFafnrHb2UfVpr47MV1DlWku21BQ4vwtyzRQZ4helyXo\nRZr0TFacbO6sod6lyU8xdeisIJkwKyjzLiYII2GrEAURAv4cBCECLoYaBNEhGf/HxeXLl8RG5f69\newh4sSqVy8J5G3IKd5DlQXmiflySQPxmt+ugzEZ4s9PTKBTos5LLi/wiQzsNg5Wa3Z6LXos29f1+\nB2fOk5P5YODi4QPi7Gu1SRQK2eI+fFZHtUDI5XIiDypJU0HbmZZC+U/I6EJ6QeJ0aE9iCudkouqy\nfh2tkZckyeEahB9R/y6KIiQej6ERBaKmaeLwMVoMWpZlcQ/jxMLiNH7hq+QonqvYSFW6jjtwxPWX\nlhZxk5Vl+3sHSJna0rUUJxfYFiXx8eAeWRxoCvDhB/RZ1Wy88OIk37MsDEs9P0KBx6+GBLMlGjMz\nZRsJF3YtT1WgGXw4CxM47LZcqBSRz82M1b75RXqH2t0WihV2LFdzaLBB6eUnn4Lv0OcP3/sRNE7E\nezhZwRdfpnYunjoLr07vny/JsPO0iKWygnSDDi9vvncbAG3KLpyhg9oXnz+Fu2t07bXVLfzbf/MN\nAMAf/uFv4+w5ogofrKxA4Y3xuVMVdLnwbaPThx+PZ9b4gx+8KvI79/caaLc5faHXRYnfLW8QYKDT\n4thLJdy6Rc7kT0LBzBJtWt1+BxrnCAReAJkpYt22ceYKvWfrW2uo8Tu6PD+PgA/nmiQL+fzc2WU4\n7KqtyKmQ5AeBA99jVW59E2bhCPmJkIb18iAj5KLpoVGEwmax1ZOLMFboOWy/8gP47BA/eWEWEuc1\nJZIMifNU/UEAFGguTdMISjJ8L89wrcA377+NO+8Q3R0iQbbV0kwDMW9ykzgWubxSGEPn98Pt9aEV\nDXHPj4tOJ4QhZffgIOQcWjmVETOdl0tjTHLh004c4z0uTBxFgMUs/vd7MWyef05GCSpTdOg+vXQK\nXZfu2Q9CKFKWaymjyBsz2y7iYI82WkEqY4sNn63c0B5BkhKkPJeXSjZOz04+tm2jcUznHcdxHMdx\nHMdxHMdx/BTxiSNRk5Ozol7e/bU1/OCV7wMAzl86h6uXKTFxqjaB2Wk67UR+jL0dgjNLtoo9NoJT\nHA0K6JQwUyvh4nlKymy5HgqcWB4NAoDh45mZBZyeIWXOc+efwOUnCbL+XvtA7KynJiewy95Fk/ki\nrAKhJm57DzXrCBRC4Al/HzWJEKV0apEVFXJ28k9iUS+olC+Ik3wcReLfdjod4R9Vtm0szFOyYXmy\nBp2T7fdWNvDOK6/TfdZsLC4vASDqMINdwyRGyKelQ2hFmg69SdJU+AGpj/FvMfgEp8gQvj6SPDRE\nzBkq+lwRu7FxD84Z6nd9qoo0otOBDwhU5sqVK+h3suc9gMJGeVvr5H91f+0hHFaWSAZgsjdU0TRE\n8mAQhPAYqQv8SBjmRVFCsDMAzw/RccY7/cpSggGfoN9+8y28+z75W5VsSyAhQeQLxEuWZXFfgAKX\nKdYwjJFnFWnRNhFxUrQc9ISCT0EETWOPm0JeJIwetFpQWCkWxwnaDEP7fgjbptN4sZg/5Jt0FDRK\nGakjmKapqCuYJikSRqKQDj9nhntZe7Ok8SiKRP27MAwPff6o+4njWNB8Kf97/g8CoZIkSSB+xWJR\nlIYxTfNIZV/+wa/+AubmCNUeuA7MlJ6RblqiWrzb30a/SwiC22vC5/FSyakwue5bq7EPXadn2uo4\nePVvCemYXbgCO08n4Z7bFajdYOAgz7SvJEnQuG8vnr6MjkPt2tr3ceY8lY9Jghg/fJWompWNdcxU\nhkjfx0W+TNf1vARtrtWmVYFlrn93/tQ03v0hmQ/nNaA5oL4+2G0j+D4lzF46s4iLp4gKsy1bpA3Y\nxSImmPaZZUHI4vmncOHSEgBAQYKz5+h53Vht4G/eJZTkP37tv+D3f5uS8H/1F7+MG4zy5XTg1gdk\nsNvt9DHJFO3j4sSJKRzUCYnuOB7A70p5uiyoZkOL0GOqqKKpMHI0XvwwFcn34aAFtgqEKpmo5mg+\n1TUdHtenk4oGrn7xBQDA3NwM4swvKAgRZWq1NEXEYhFVjhD4NNe12zvwB8Ss7Gw/QLU6MVb7ACCF\nLGppShKgjJRzSjjhOQ1NzD3HzES1jLXv03N1969j/gqtf4WZEzCz+dvxELTp3hI5FQrMyHFh8dj8\nua9+Ff/5T/4EAFCdrKIyQX2iKgoCTqlRVCDmdBMjldFr0txz++YdfOrZ5/guHz+vKnGKEjusBnEf\nksqCIzeBxbVJLTmPpE79/LnJSfS4Tx70fdxhFPMgVqDx2rY3GODGDUKFT8zOCwFKGIZIeH7VNAsO\n1839sz/7c8RM4Rl6Do8eEbo/OVWDOyDEUlFkvPbGWwCA/+v//o9It2kd+p//l8c2EcDPYBMVhgGa\nPGHVe22EmRFlpOGF574CAJioVEROhiwpOH2GoNYkCXCCZanp9XsolWiCWzwxDZ+l7s7AwRUuqGjn\nc+geEEXo3b+LZ1jNN1OtYvsmTYLotFHne7v5IIWVOSO3e4hY6puzClDt8V54gOmKjN9WQsSZq7Wi\nQs0GchQh4o1TZOXgMWxsyBoMprzK1TImuB7W/IlZzLDKZGF5Cetr9GBj18XmJqkZNGsOCb/0SFNR\n0LLrOlB4kB7eRA2VenIKSCxhUPWPHwYm55PFEoSx2yCKoDN9USzaaPCCv72+iod3aXKdnpiEMkdS\n6VSSM2YTmm6gxJLS2HeFAiyjOButLvbbdD1nEKJcYog6SYUS04AMU6PNRKKmwo06SVPE3GY/CJDP\nuPHHhKIoUJh2WVlZxT3OU3viwhlMcM5WGg7pKiuXE2pL349gs0N1sVAQ/SIB2NlYBQCU8rowSuy4\nPuYXidenIr90v7XqDAp56hddt8R1wjAShbg7nQ5KDOVPTU4eqdh0HMcj4yEVVhxIY/H+jW6QRjdR\nyYg9QpqmQydlDGm7OI6H16SfEN8/TPPR/0qyBEOn5zMxMYGlpSUAgJ3LCad0RVUFVT5OPHHlMnq8\niFqagWqF3qdKsYztDaJD6nsbiCOuGCAnABcjLhVN1Kp0P5qUIPLpO/1OHapGfVKbMFBgFaE7iBAz\nmB8EHiJehFRFQxhl1hAKaiU6MPS8DnJ52uA19nbRqhMF/vD+fXRKpbHat8OGjsVCET4f9JxegqVZ\n+vdy4GJphtoctvvopjTnmLKBOr+jH3x4HdtMDT157jxqE5mbfIS8zUpUPghcevJJWHl65zb2m6jx\nu1Cy85hig92d7S3cvkP5jk9eOIXTZ2lxeu/tD1Dfo3m622uj3x3P0fuf//7vU904AJKsI2JKUlJ0\nOEynAz50jdpfzJfR6fDGKQnR7xBVWe/uweYqAdWJEny2ylC9AHU2gE6SCMwCoe00wUI0RHEIny1m\ngiBAwAe2ViNGn+d3p99EEmXVBjz0+0dzLM+MIiEpEDchqcJeR01ipCr1w9QTn0KFz0Dv/ukfwTLZ\nUVw34PG8GQYevBZtPrViDmGmuuy1oHEu6fLFi/gU14H8/n/9rzh3leatfrcHK6MC5RQBqxrbjR4C\nplZLxdKRKnfeXdvHCrvyR1aKQo6NQ6MYco7es9W+j71NehZLpobTXN+wV1TxwSbtGxI/Aov8sOMO\n8O1vUWHoC+cv4tQZopHTNBXO7ZqmCif2IPDRaVP/zMzkMD3DBZrjEA7XmjV0HR222dna2YP7aP0I\nrTym847jOI7jOI7jOI7jOH6q+MSRqA8+fBvtDkGetqXhGa4IHoTAxi4leQ2iCHk+yed0C4acwZyq\ngM6fOH9WnEgNVUGi0u6yfrAHjZPIJmancf0dguX23n4d02zY1r5zCzsdOsn3kWCL8Zi9bhMn+VS5\n48XITxIK4EcxtjpZkvbjQ0584TcFTYOqEEJhqTKqFUINdE2DxNROmCYI+JRjmBryTF0UKsOaP5pp\nYnaZVDYXz57D9j1SID5o7WLqKqEYu04HHp+6u50uBqzy6nT7yAuFSnKohI2wSkuGaMLjkVlOIE8g\nqKc0DgRtGccxfEbWWu0OHtwj81DbziPiE/mJ+QVoXHYDaTJEMhQVElOPGTplF4pIOnQy6Hs+QkZq\nHC9EzqK+Ldg2Smz4aCgKFLb5D6JQoCGyJGFM+x0YVh6SSu25/NQT2OX6jYokA1KWEK4hxwiJLCuQ\n5GEiY0b5STJEyQQZMZbY/LVdP0DEtNTZ0+fgs+KwUMzBD6l9G9sNAUPXkkkkcaY+tBAGmcAiRr2R\n1Z5zRM27ccLzvEOihwy9C8IQBv/d7TlIWLWnKqpAuvzRf5uOiAriGCk/PpAtQQAAIABJREFUYylN\nRT0wKU0FEpUkQ/QpBYSRoq7rmGT66PyZs6JcThLHwjA2iiJBIY8TYRwJ/65quQhLp/dg0Otjf4fQ\nXG/QhmGwglaVkPApPY5T5JiiLZg6ZKZ8CpaEF54l00rX3cAupxuoyiQkmb114kAgeIqiDeucRYA3\nYL8sPSeoyfX1FQwcmhfTOMT+XnOs9p1dIppN0hUsnaWTfWcvRpVTJu7duIkCv8+KOQkd7KXWbwEq\nvTv5oikSct//4BomJ2iOPffkE8hNMHXPtHmzvo8802CFiQXcvHmL+yHBVz5PJTTuP1zBK6+yt07c\nw5OXiWqKkhgqU7dnT51EPxgPqVlcXGQfJUCVVSRMtwZhjChmdamWQGOqSFVtVBhxjMIBtlP6ndZu\nD3kWs0yemEdzj5ANv3eABq89RdtC5DHi6Pegc4JxGIUi5SKJYrTYrFJWASP7XQkwWMGXM01B/40T\nkiyLNqayMpyYFRUJqwjDQIEb0zq0842/RJn9qUrFCLFPf7/x6vchyXT/Xhwi4LYUl2egMgp3sLEJ\n2WdUZ24SL/3KLwMAXv/Wq3B6xMu8+cr/h6vPfAEAoBdt1LlEUKvVwxPP0pptFW2MgNOPjb1uHzuM\nDhUUHTa/c0Yuh4MG3c9Wo40SI41/s9eCzGr5HUWBz3VP1cjHgKm9rThG6zqxBM1WGxfYh69ULqLP\nrNXu7p5ADn/+y7+I1RVip3Z29kWagCQlqFSoPzvdNp66QsrK/+Gf/S6+/n/88fiNxM9gE3X7zjVY\nKvV8sWDj5BTBxfXeAB/eIJWAYeVgcedVixUssHFcuVSCxotmtVaGxGqDXqcl8n+KOQN/c4Pkwf7A\nQYEn6GBmBrsbrHpr7kHlmm9IFOQ5098sWoh5slgJXSwoNIkX7By6/fFljr/7K78icjsUSYHC96bq\nqlh4NE3F9gWaKG8/WsHKbdpo9N0+Tp+n+lZRNMCAFRLtXhfX75JR3n7rAA7YCHRjDYU5WjgrmgSf\nJ+6Deh3nuNZeIV8UOUIAkEgjIz8z4o5HNlH2x7cvMxeM4hhB5mydyFAZyFRkcrEGgLXVVdxjOk9R\nVEHX5CwLpsGuz7IENZskdRMR31SZcwqq1RpKbGIYxrFwrO67HjxesP0YCDmHSVMUIdd3fR8Bb1b9\nIBCqs8dFzs5DZzrm7NlzMNkFeOXhPUTsfivJEHk7iqoJSb7nebB5nPrhUNmSpilOcuHaU+evos2F\nr2dOzGJ1k+gUb+CJTUscBXi0QpvlXL6AM2dpXBiGiUBj9WEYos+y+n6/L3LoXh6jjXEci81enMSC\nUvaCAUymnZMgEu7zSRqLOpBOvy/ovCiKIGXfiWJEPAbTOBGbqBTS0Dk/xSEDWJ0p9IlyBfPTPJaL\nJcjx8PvZ5juWhrUox4me4whXfd3MI+QNqtNpwmN6zs4XkP2U4YYIeRIPAw8KN8w0VFHPc/7ESdh8\n2AqTAdZWibqandWRY2VbEsfwOOfRMCzoPO6npyroOPyetT3s8wb4YGcDYErRMhQ4/nhWHJpMm4L6\nbh1mge6vbFbh86I6M1fB1i5Rft3ExOQJ6t9ccxWez/lbUR+TJZ76PR97XEWi+fYHOMNz1JlFmguv\nvf8uaiXOK1MNKFyN4MpyBVefovE5GLgYdJn66nmI2ark6hOLKHEdQ9UEdvbHy/sycpqYp2QkyFJ+\nVA1IWG0nazJk3vBIciLSFxCr0LjNjYNdVKao7p5hWDAVOqDU203srNPacPrMCURc4SAKBkh4PYiT\nRGxsnF4P929THs6Z8ychcRqBmSvCZluL0HTF8x8naAOV2Yoo0PhA5u2uY+O1PwMAnLj6JdhsCpt2\nfgizRLmmubkFTJyhjc2kPo32FuWgDR7eh27wJgEGZDY0hjOAxkXuFSuPu2yXU6pNQ4vpeV+cimDw\nhntzpQWF18u5k5PIl+lzIidiroKo9fiTY3KmijADR5Agz7mck9MTkIlxxc72LjoRPbu39lykKa1/\nnhJD5QO7BEkYFXfcGBobZkZxKjZFd27fw7/7d/8PAODmzZuZEBqSpKGQpwNGqVSFwtkdi4tzWF1l\nYOLBbezs0Xy8uX6ASqnw2LaNxjGddxzHcRzHcRzHcRzH8VPEJ45E9RIPAaMo/V4fOYY/Fb+BvXpG\nSwTQOHlZ1jToRlZ7yUK5lNUq06ErtPu9eO4M4pDLnbTbiDgJbn1zA+UcUzxGDve4UnfHzKHGvM7S\nTA3LVToRqTkDBlNCiiSRmSIAPQmAeHxodmpqTqASaTLijxPFqHfohNbutFHn5OD9ZgsHLTr9lfIT\nePHTnwYA3Lj7HlSV+uHO7esolug0+OiBjvYuwau1Sgl7uwRPLiwvocw78TRO8AzD6Iamwh1w4uyI\nqRv1I/3vaKLvBPIf2z5RBgQjhohhiJgzpTVZRZmTEmvlEjrcttVHD1HI0/3VahNCLWKaJgqMXFm6\nSomVoCRJAKiUiigYXJk8lRDyKTNO6f8HAG8wwIDbGCUxHP7cdxx4XOMtimPo8lCR9nEhSQokKUtM\n1LG4RKe+crmI2+xBc7C3BY1PaLIso9ejE6xhGCgzFdnpdNDp0ElmZnoafkqvmG1XUeOk8e6gjz6f\nEsPAQ8JjzdAVHLBSKoUs1IyyLAl6pdFqCAQxO4UdJTqcXFyv11Gvkx9boWijxEiLbZhijDiOI07X\nUTT03FIU5VDpmVHxQuZQFiNFnNU/UwA1U94VCpiqkQ/L1MSEaEPiBUi4XVGaIMgUgvKImm+McL0B\nLIv6WVENdBjiDyMfZmaaqhgIYr6fkgSdk3dDz4XOYy2Xz4n3b/HUWaic5L+zvYJOm95FXX8E0zrP\nDc/D4zohxUICmctjFPM6Ts0PzVp3N4lS7DUO8JBp70G/jZxdGat9Zo7G6OkLy3BYnVfUNFEbbeEz\nV+Eymr2xsyIMW+NIgzvgZ990EDj0fp2cNlHLZ+9iEe4BIcDlCiEgru/hr//6VQDAxIkl7DaJBvuF\nL1yBw5TMVHUSrSr9/UfvvYP1B4TavHD1EixWTzVbTZF4/7goWboALg/LJhKkvGTJsgRJypSdo358\nCvIqIdoXLn8KA8YJdtfX4XIf3b13EwPuCzu/DI/LaEWhB1nJaHlZmMLWG/toMIp8UV2CyfNUwS4j\nZxC64igdpMoRuK6RxHIZMlIeL73GFtrrlJIiPTWJXJfWwhdeLGO2QPfzF9vnMVmj8WIuLMPIU9t3\nXvk2Ei5PFLkdqIzgJ2GMd2+Q2njlroutVVo/GvtbUGv0nWq1gLtc8ihRgHyVfvfhgxA2m8uWJ6oY\n07sYADA1U8PqNqVFON4AbUbbgthDbYLerWqlhL1drp0qJzi1QInf5VJh6KOlApn3tRs4aLe4rJbv\nYXOLIK1/8S/+CN/91rcBAJVqERYbA+/vNdFq0l6hVp3CSabDc1YCCfT+1A9aWFslZDINE7j++CXf\n+PY+2chLgMM5B5ZpYZadmiszAS7M0cN58GgH4IG5023hlVdfoe9Ua9AVmjQ6XQ+L85QjND1dxu1b\nVNj20YNH2GJaotPqo8L5KEbeRBIz3G3ZuHiaYN3l+QmAF0tVkpHyoqxqmuCoaYMxvg7hj/78Pwkl\nU4pYOFmnCSDzIprEsXDBPtjbw+Z9dihekNBq00NeWFjCw/v3+Tu7AuK17BIeXCeKLL1wFmaRXtxy\nqSgKEBcKRVF4s9FuibwQSTrEpIhJKRmxOACGNQc/KnxhazA0oINM/Zf9PxLn78i6hh6bfsab68gz\nzVUumGIjMDk9C1XKcsUKkLkIZo4XreUz57CxvQoAaHWawvFeVpXhQhsngrKUIwkRQ8Keogh5rjvw\n0RsznyZNCFYHAE2VoXE7NVXHuXOZ/D8Sio5msyNqxqmaBp3d07utfTRYNSXFEfbY6M3Y2EHPoZd2\ne3sLFh8mpiZKCHnTp8opLC5SXSxWxfh13QE6bbqOrhuYm6T3xvf9I8n/4zhGk2sz7u3vCYff+YV5\nbK7S4t4M6lCyvCZIiISxYCA2M0mSikEVxZEooBxHsRhgqSSJ3LBCoYipKRpjlXIZZR6zhjZMxovj\nWFw/liSxmMmyBPkI1QOiOBE0XKvRRsK16nKmBt3kDVscQDfoRkvlVLjNp5GPlFcJu1DGxBTRz5Xa\nHCSmIOMIcH16Fq7XEnW81CgRBq1REEHhQ2GSRNAUzjGDC0Nm24T9dWyskNx6etJCufx4egQAfM5l\n0owCdD70qXIIh00fgyCBzWrfc5fmcHeVqL1mK0WDNxEpZHgtVmNKIc6coDl5Nm9A50Oczt4Ajqkg\nz3l9im6i16ZrhH4HN68RHbKysYvlM9RXj9aAZpfm+wdru9hv0X0tzE3D9cYbq6ai/sTqC2LjJA/r\nRsqSLDiVIE2R5Ghcz55cwB2uklDfXx8qmY0Ez75I9jqlWgEJ6H413YDGm6JisYxihajL7W4HMjul\nh7IGjaszFApVqCJ1I4cwGX+HkUqyODxKMhDzmpSYMhK21uiFG+i2vgsA6MbX8Pxpchp/5lyCRo82\nQkUU4LbpGXeiDlIufG0XDSQxvWcmFOx+kzZR126/gqJBm8ygn6DNKshv/PAh3B71Z2WyivOTpKo+\nOb+AAqujJRV4jBvOoWi1moh543zlymXo/L7v7mwAPHfmTRM7Kb1Pqqbjq7/8c/R3S4XBFKSqS+h2\naaOr6BJWVmlj9vX/8hf47rdp4/TqK6+jNplVe1DRZ9POIAhFvdN2p41yl9rr9Huosxr7b994B2GT\n3quzp5bQd8dz1s/imM47juM4juM4juM4juP4KeITR6IGbgyJaThLq6LvcgJiqKPDCjVPMzHwsqr2\nMZY5MXBqehoFTkazdAMlTuJ0OwcCLn/28lU8naeTx7VbK+ixqsC0NQScPbq3s4WZafLGOL94TkiF\nNFUTSeCyoghjTGWkHMVYbewPMMzYBqRMzZYCXjykQ1xW0t159wN0mJ6zc3n0XGp70uvh1jUyp1Ml\nVST4Ik0RMzR7/+FDPPtpaksaJ3j9rTcAABO1E4gYHWi0OpClx9NY4/rvhJworcmSQC9UVRVJyikk\nKIw4FatVpGuUpBcFPhr79Pnau55IZD5z/klMTZM54KnTp0XdLZlPRQvLZ7G4QchI48O3oXLpDkVP\nhEGkliooZkWjEgkeJ3jmVRM5if7eVVz0xiz7oqiKQEbSkZIomkrIGX0HeOtN6u96vT5SDy6Exqed\nSqmAHkP/tUoZG+t0atrY3kOL6R4JEgrcX5trKiYrTKUVikj5O4NBAI/Lgnh+iDKrj8qVEgaswAn8\n4EjjNAxDQccqsoIcJ32Ojvd+vy/GnWGaohp633WFAlVWZPH9FIDJ76gkSXDdzH9JFihprVYT3koA\n4PAzGQS+oJplSYbK/ZlIQ+WSBJBB2ZjhuCHa7EsX92NETCdN1Urw2GxGlVXBFORzNoqcMmDoMvp8\n/3ZxCjWmHWVdF8KRUm0GVkjtGngOYkauotBDNp16Ax8q1zZLEpkkXQAsDcgbjFKHTdgm/T2fLyJJ\nx0TbQkKKtlcOUJyk+27uHcDV6Nk8urcCo0Sn/4dbO/C5PZ4fYGqC0MDt5h56rBh0DwxEEfVXUZcw\nzd50/oCuUZmchMUeVnc/uIGFjIaZKODp56j+XKFo4qDJyjs1BzemZ/fD61somnSdMwsnYBjjGd/6\neoo0GaGL+e9kKDw0ZxUKX0kiFS0ALZQR898T30fco7a1Djbw3DOEPn3l5U8L+MDz+wJNlKQUlklt\nzdm2SDEp5orwHZq7ZNmCbtF3LMsWdQI100KIIyBRI58TABqbwlZMHU6OSwk9vIs05jJpaYpv9EgZ\n2UlKuOvTfLCw8Sbm6kQLf/HlacyaJEbKpx7qEaFJSRjC2yTUM24HcFKXf9dBc8CJ9Ne2oTBd6JZt\nLFRorCzPzqLepDYOwgECn+/8QvWxbYziAKdPk7CmVCpggRHN6YkSNm7TfZbsHFJG4SQphWFkqm0X\npsXvh21DZqbDtFR0CvRu3by+gnaX2qJpKnJ2ZmBsY26O0OXbt+5i4BLSlcQRHIe+r6oqJngsnz9/\nHnvrtE4FiMU8NG584puo9+8+wAwXk8yVJ5EyHmjYZUxzPbC5qRkBi8qSIhYnwzCE6VsqSbj3iKDZ\nuytrqNZoYTs3v4RKlS0C7Bre+hG5eYfBANucg9Tq9tDqM+xu2cjxgqfrhkgXkiQZUoZVyhJkZbxc\nGgAI44FYYJJYEsqiMAjgsCmo23dw8P+z96bBkiXXediXeffa3/5ev36v9+npmelZsQ4wBAiABMXF\nkk2GLcsO26RFyfwh01bIVuifGbKlsCMUtmjpl+wI2wzbskkRtClTIglAGA4IDIDBLD1bT6+vu9++\n1l51l8z0j3NuVr3BTHd1R4x+3S9i4lXX3Lo382bmyZNn+c4m+W83rt2w8QHN5qGt59OouMhYWRr2\nujhxgkj64ElUmRAvrJYsA/zC/ALeYZK7Z577HIZ5zEECqxySXjVWJ2+MsRwT7k25AmcyZd0jGEtn\n18ZAce24hfl53Ahpkh/uH8Bjt4zjerh+lVySOlFQQ8rs0WmKhRPkai1z/FQURDi1choA8P77byNm\nQju4o3ERQo7IHLW2WXiuFKiz6b0ShUgnzMmtNmoYMOu60bCUG1JIeF6eSi1w6QmKO9ve2UPG7oEo\nCJAqevenVlfQOaDx3N7cQMiKoR+4mCmR8G1EVRiOg4p7HZTYfz89N4872+TO7Q36GPI9S7Uqapwx\nEvf76DD9gwOBKBqxlz8ISinrJhmvR7ezs4MBK2+e56HBsViu52Fjm+bseFHgWq02qsGn9bGNbZNj\nINI0HX3P97XtyOOdzGgjNNLY7FsjYOcWhHwoVvZONwUErbmd1iG83BWBDMMebfSzMzVkTF9QLkWY\nmSOF3vMlwj6N6fTsKQRc/WDcteT7ZZQ4nTUc9G3Kd5rGVrYNBl2EEV2TZmbMDaowGDBJcK+DiNeJ\n0g6yZDK3c8LVFtY3tlEHtfVo6wCLyyQTNrvrODNPstFzB5ibonbM+XU0h/R+u8MK1ICUi2GqcWeP\nWfWlwbMUCmglxuqZp7C/Q3Ng/e4WnnryNADA8SVYx8Dq6hyu3ibaB53GmFuk57s6xkl+vvAkxISe\n52xz81jMXQ4hJNEBAGOhCNTWPNtSKgdDjnPtt7s4uklhE1s3rsF9jEhA650+Uib4jSSAMfc1+KCn\nD/sYclbokiPxwjQpJHcGfXS4YPHt5g1LPuo6jo3pnATz4shmN7uQ8LI89b6HFve9f3sHV2+TEpX0\nY0Q+zUdZGyBZIWWgnm3g2edpn0gbn8Xbb7/L38cYMKGo3BcwHSaCVYtwOIPP8fYtlcxg6zamz9Ph\nfObSU3jz5qvUxxtvIOOwgtRoqJSVp6//0gP7GAY+Gku0tu7cvg3FivGp5UVsH9BBs93XtOBBxoeY\nD4iOyGzGqSskDCur0nOQDmjRNepTiNNRuIHPcZcXHnscHlce6LSHaLXonv3+AAOuLGFgsLJC+87M\nzEn8wCd358b6HRsOMCkKd16BAgUKFChQoMAj4BO3RH3u2eds+YpqFKE3dqrMS8DEmUaWW3IEoHt5\nLa4WBbEC6AyGuHGXTIBSCsgSneiub3yAlS6dwu5u7mGDeVgqroseB/KqVOOtq2TyDMoleJwl5rmu\nDVR0XGkJB0t+iGk+jV/+1IP72G/3R6dVLeCw9WXQ6eKDN9+g9h80EecVqocDWwKl327jzm3Kipj/\n9PM4f5Fq/F29cgUu1yAolUOcfZzMolEY4VNM27+2dg/1Kp0MZufmrKuUrE25dQC2vpeBsUHDcmST\neiBKfMKSjrSWsnQQQ3MdOQiBVovGY/3utrXE1WpTOGrnnB77aLDbx8mGkGyJuXvzJrodsjQJDmpd\nXVnGiQUKVD29cho312jcTTZuxdAw+ZxJMwpqBiCNQsjlIPxSaC1yD0KaJrbGUr3WQMhtgRpVMXcd\nD49dpJJE/X4f777DrlfPt/M0STLMs/vvcH8XB0zyurBcx5SkE+NgK0NWphNg7cQslk5QX7cPmvB4\nrVSqEUplOnkKaAy4dtew10fgUdumZ6YfYhTJbZfPUyo3wzX7dvcwYFfziflFzM/T6TFOYmsJcBzH\n1lVrNBq2Dp/W2pJMZlmGMAyPPW/8L3VGWDeyI52RtUoKmwChtB5xTEE8VHbeQTO1lt3u7j7OXSbu\ntCTuQ7FF0/ONDXhtBDOo1rgEkcpQYTdzVJq17aH5zAShgQspc74sBwMOljZIMODyGK4XoMLEiEoB\nLeY86/W7uHNnDQBw/cZ1JBzC4EYZXH+yeRqz2y82KQ53SdZF1QrabEm8cLGGDrfJSaoQLp3IK1PT\nWL9J6yhTQzTqNId6scGQMxV3ehFeu0oWghc+TRZX6VTwg+/RKf2x8ydx4RR5FVq7exgMaa6uH/as\n27deq0Ey8e3J1RpOzJwGAHRSg06cl2y5Pz74H/+XkQtv7HsBORZYLj9U8Yjd0aGH6Pkn6Zn9BIM1\nctN4scbr/5Jqz+0no4xSAWFTlgUEtMpDMQyyXG4KAcPWiejcWcS8rxxtr0PM095Tmq7ZzM5JsOoe\n2GxgqQQkKDj8SO9gLyMLSR8taJ+uCaVByMTT8XwNLnOEra8d4v/cZ061ahfOm7SX1AebkDUiiNXt\nMjDkkARnB4L3lfriPPoh9SUe7COMmZMxKVvSzkOjEUVkiRxmu8hk7pZ/sCVKaYXtHerXs88+jYTD\nE956+z10+N0mBpYzUEAgn0i+G8KwZTrVGTKdrzMHghOUsiy2mc2OlHBYZu/vN/HjH/0ZACqPVOFQ\nAqW0LcPW63bx49dpXn/vu1ds2Z1KJbSZ7ZPiE1eivvDCC7bwbqvdRoc3lb1WC9ucbt3pDW2mVZIl\nthBiHA9twdcsM0iZ9PDEwjRef5OIOmOdYZFjajY6PWiHNjzP8zBTI1dK2TVIE1rA129cwxyn74Zh\naDOsTiwtosZuvsVGDbONB/t8czx38bJ1M0nXRcjxOc2jfdx7l4jQ1nc24HEW2riJWscJDrYo02J7\nfwUnVi4AACqlCiL2Ca+snsSZc6cBAKWogkFM7+fqB9dx/gJtEmEUjmgWDOymzkyH1DYpkeWhW8bY\nDeyBMDnjcmDJM1WWWUGUpgkkf47CEExSi1ara91pSZKixZlhathDa59NzUEZA05D50xzDHtDBJKe\nU6/WbZaiwajOXJImVnEymRqRaioNn11NgSPguJMpGak2qJQ5HiKoWCqFIHBQ4tcUVKcQVemaz/gu\nqpwyf/X999BkJTIKfYQuKeCnTp/GSZzmNjpovUFz5PDtNpa/SPNr5XyIHmd1DWOFs2fJ5bBy8gQq\nUV47L7VZeMYYLCyRkD15ctnO30mgtT7mJsnj5uJhCsN0FdIPkSeiD9PUKkCu6x4j28whhLCuPSml\nrXmnlLLzXGttCxBThmfO9O7b+ANXOHB4/Ulj7PxVKnuoDMT1zTYO9kno+yrBfI+E7NFBF9Uy3T/J\nNEJ2jdRqU/C8Mrdfo8TxLlp6sByfzmjDdn3fxmNKD8j69LaiKIAasIs2jq3bQGljCXTb7SbWNyiV\n+uBgDxG7nQwMEjVZ+v/GFtFS1OcrMOwCrE4FOGKm+83mJkqSFcFoGjscqyTqwBQrwbLcQpMVsJrr\nIzD5JqahmVpkfpXucfWtt3HjFrlo290NHHGMleM42Nje5/emUMkZ4H2BLlN/LF9cQjPlA2WiYdzJ\nXM/Z7Zs2vV0IjMJNhQPJsmCcusVgxKDvlkO8tUft3eskeHKGDigrU4uQLdrQ5UFnLM7KsfFXRmu4\n+SHDjDK0DfmjAQD+yRVLd+H4Eq7iyhOijMyZLOYLALysO1KiJKz8PBw2MFz4CrVt988gk0O+xkfM\n7mW4dST7tGeI1iGcA477nBZIeI7vyzZKT1NcU5jOoi7pnVTbGxgk1E7faWDmScqGa7qrCC/9NF2/\n7MGskTKW6b6V4cZIKDV5fcDQD/DuVQpPiDwfQ14ft+/chpdTC/kZqtVcfhjcvkv9qlY8e4gMIhd9\nPmhXKw0cHpExQuvYHqSNBnKGzcODA8zO0B4PQ9nWABBFPiQrzJ3WwNaEnZ6qQ/ABuh/Hdl1NisKd\nV6BAgQIFChQo8Aj4xC1RSqXw2RQ6V6+jzjwcNzc3oPITndNGK3d1GQ2ZlxaBA8kZD6GrEHfpFLSx\n1sbKMgcjSwenOOD1U4+FWD5Fbq9yULZkaeS2GwUPTnFAuxk78ZZKJbgcQAwBmwU2CVZXzthTuuOM\nyl1MVav4qS//DABge/0e2hzoLoWLcTtRmwOR79y4iTLXvDt59iIarIlXxmjod/f38f7bZIWr1adx\n6hxZLqQcD8AdnZy1NvbzMVJEKSYup9FnS5EjhHXXCOlYN44wGlzCCJVSgBITabbafWg2zx62O9hl\nctVOt42ZdMDvSyJl4rs8u2J3ew1H25wR0moi40whL/Lhsck8y1Iobr/Sygb2G6NtdqTUGk46WR8F\nXGJ2BPEIlblyvY8+HK4R6Lk+Ap8Dxf0TtrRHGIZ4/z0K6Ox0+mjm76ISosZJAJ4JMQg4kyQI0WiQ\n9SNTMVpMyDo7u4ynnn0eAFCrV23WUJaOyqwsLZ3A9AxZFFzXh+NOzqGUW4MAIIoia+bu9/vWuiSk\ntNXu4+S4dSS3XCZJ8pHWITE2P4bDoV1zvu/D5yw5pTXSvKSLSW2waSqzY1av8cyriS2mAHZ2e2g2\n6X1WvRSbm2QtGXY6uPjYMl/lo1qjcWlMzyGvkOQ6JSjOkjJGW+JQCIwVnXQgBHNAqYElzpHCRcR1\n95JY2VqHwzjG4SG1YW9vGzdv3uD7GGSG3XmBgBajtXk/9LrUEG8qhsMW+MAB5ufZJRlpm1kqygPM\nVWm+mlYbuwdk/f3y11/EW6++RX0YKKgkrxFnsLpCkeVrb1Og+M0bt7B0il3bCdA8onfb6w+g2JUy\nV5VocB2ypGuoMCqAVkehMyTZFvolRMED6ksxEje1Fqfj2acq56exzI7FAAAgAElEQVTkRKB8jgDs\nQUSUJDi6Rxanuwd9PPMiubGWGjPoD3L527ZuQa3VmHtZws3lhTHQeZY1BPKvPd+DZtdrr9e2c8Gb\nrkE7k2d1ZUYjN3UKKPT69Hlzewr1Go1B2kpwyMTKiRehNk1W0nTnDtx56nuyvACR8Bg7LjLNmfBy\nAWqX5sGgv4UoormyNP8stveYGxHr0CF5PsKn/gNcepEs6NnBa1Ds9fGdAVLmPZQoIXgIa9twmCDh\nPeJHP34dkm02nj9SO9IkQVTJw2scvH6FPDfCZDacRWuBJGE5kblIuI7e6pl5HB5RWESmpOWry9Ih\nMYaCZFv+PWAQs8v9+vU1tDskR8PAwyHX9231Y5TMw9mWPnElqlqtY8gCtz/oo801orpDbd1SjuOi\nUaUFNlOvIOQYlND1bOpqkg6wtUn+7WopxEtffJE6YDRKbAr3yiFCVpA8EcDk5t4x5UFI5xhjmM0O\n0hqjWkYCmZpMqAHAex/csDKWmHTzmzuIGmQWP33hKbz7+g8BUEZavnC1oOKuALB1+xYCdnVAK7Q5\nRVzf3UaPCcC2d3Ywza7Gy88+hxrHXuTkhAC78njRO66DNM1dQdpuVELYSx4Ih9uapRkyJg4cpwFQ\nKkPGd+sOejajq9fPINlPbaTE1iFN+N2jLp68TH1L4gHWb1OsRpfTkdNkYAvBtjt9HLHyVapVUGIX\nrc4ya8J3pLRFlo0xyD2Zg3gIqMl6qeHAqFy4JPD6JPx900YU5dQHZZiINuLZxhJm8sLR1QqmWLG5\ndf0q9vdpngb+KIZDyibUDLVl9vkImGJW6c09HDXp++c/fRnzs+R+iJMuelwjT0iJhQWKRalGZWiO\nf+llCbpMbIrVBxcizrLM1v4b35zCMDwWK5XXwpNS2sxBGFhXne/7dk1prUckmUrZLLwoio6tu7zW\npZASrhxlbMoxl19+fZIktjgyjEHyEIVdByngBrzZmCG29tiNmKWwpcTiFCfy9+C46LObIYo8KI6H\nEK6D3J3juq7d1B0RwDC1xmFrCM3Vu3upgyFnDfV6AwQlUjaMTtFkQX/n7h3cunWDu6WRZdT3NFWo\nT9+/akCOmSVSUmdmK9ht0jjd226iVs+Le6eYKpEbpzLTQK1E/WzdOoDPhcPubd9GNM9jGSuojGVR\nqpDxhiaHNKazp1eRVfiwlIQocRHjNB1imCvASsFwBlfc66DOm73v11H36YDkmBIcZ8K1qEcxnVI4\nY4dABY28uLix8p2UbE7VV0CV4wKSpIUDdqXOD3twk1wZkNZVa5SGMTlR8ijcge7I/TMCyskragQY\nNDmLd6cFRfoxhgkwaEzGOg8A/V7HuvMA4NY9zrwbvodnF18BADSHR3hvneSKqp4H+rxXdbsoBySH\nqqph6+XNLleRsYv+5nsS6V3KTPSjBo4aXwQAZKlB4wQpKlIZaI49ff5ZB8+u0Lr85z+aRa/3BQCA\nIxUUuyxNCkBPrjLESQI4I+OFzN3GRtq6p67rI9+JpCdtbGAYlCwVUTo0UEz+2uoOkJeZHCQaHV7U\nSarg7eZtc9BlAmsDY2UbxfPS/Tu9PvYOWKmWJm8mtOcheAjaGKBw5xUoUKBAgQIFCjwSPnFL1GF7\ngH3OTtk52kevxSdDY7A8S2R2oeeizJaHWjlCnUvDRJ5vTYCpMUjYLBd6rg1CHSoFmRMjRgF0zo+k\nnWMnYZshNK5lihEHjDGw1gw6eU7uzvveKy+PmYe1zbzL9KjkilLGkkq2jw7H6tFZLxI6B7u4zVa1\nfq+DgK8XGvZGUamMk5e5rtv0tHUdDpMYKidDFC7yk5kUwtZoUmlqP+t0cjeQw64YIwX6Y7XUcnde\nmiW2RldUqmB5hbLQDo861iokXWPLPmwfdXFnnaxVM7US6uy2HLYoaBZCYGOPThLNVhdH+2Rq7Q8H\nWPDm80usi0sYWIuGdFybjRjHseW4emAfPRdOygPXPkC5TKeUpYUqNpkn5/atQySg011j/hRWz5Ap\nfOb8RUwxkeH84gJ21+ka1W8i5bqOU1PTOODgzk5pD7t36PvDzhCLi1TOaHX1NBK2MsX9BKWQxn96\ncRo6nxf7Bwj5uNzuH2KTzf1PPP/MA/tYKpWOJzWMcUaNuIw0VbAHIBwH1RpZFRzHQZYPZqZsWRzf\nd631aZyHShs+iQJIlYHGqLzSqKTL8aw9G7iulHV3K60Qp5NbovxaDSLlAGYBaD7tV6Z9dBOaZ9dv\n76JaneI2HCLlOVKrxjbQPYwiSD79lstVOCIv3xRAcSmng1aKIZv+a8pBt8eZcwMP2V0yUfgiwQHX\n7lrf2ESHeeMc4cDwOHabPTRqk1WO9zwOIpYC9Tq9vxOLp9Fq0hxNdBuHfCI/PDQ4sUwBtpXZGUwv\nshs1EZidJctKyYmgMh4P4yHhMan77NJN6xgwOWPrsIusQ+9zam7OBgpnwy5ilgVT9YrlS3KkBDiY\n3A8kBoPJLFFDRYEcAAV+5xm22qi8YhfkGAmnNMLuE8pxoZmUua0VbjEf0QdHu7jAVo5pL0LCLkej\nR2EQqQR6PlvAHAOXBbl2fPRB86JzbweCLSczaYiQrVvJZteSUk6C7tEhHJfdnoMybt6isblw8j3M\nOGSZv7Gl0O+Q1+H8Cz+DqVUK3fD9CsIS7Z21ahUh14JdWA5Q4qy97726h7f+jHj52kezSMRpenC2\niTOrNN6PP/1LWHmaso0b0xG+8wpZDe+1VqyXwgwz6DjnCcwg9GhPfRAa9QaWmG8vy4YQbHl1pWfl\nUKYyJOwpEa5ByHtNvVq1QeOJmyBr0xryAw3JY3Swvwvfzfd7jaO8rJF2j8v9XOSNlz8TAilzG0ox\nKm+lU4NkwmSkHJ+4EpWqFDl31Vy9geU6mR5LvmfjJ1zXtTFIlmQP1Lk81sUBUArz+lLGKidVf/QL\npfVY1gVsrTohxBih+CjdgxQnHgRhRtke5jjB3oOwuXbLDpRWym5CSo3ic0yWwOeMoPrU3EjBkwbS\nyRfuqDZdPBzYmnLlqIK5eVo05y88hrPnafMW0rHP0kqNXCxQI/eWFHDt/cdSyoWw2XwPQosFvzGj\n1HOj9SitfzCwhTgvnD6PkwsUl7Z2dx1rd4h53DEKbR7Lbq+HHmf5PHnxHEL2kecFbnd3dnHlJtXl\n6nQH6LHb97DZtMSq5VoJMSsWWinbLuHCKpzCGKtcPQjOsAVOTELVl3AcMqNfvb6Fe3coPmTQM0g5\nTqm5s4eDe6QsLayextJjVIg2vHAOy4ukUCW9AbaZfFJKg2yTlMTN3e2R8qscnOW4Nq012pxl1ajV\nMb9IrmBlUls4uJQBa9dJyO5u3UarczBR/wAirx2nG8jnizHmmHtu7IIxqoFRVp7SGjJXwBzHEh9q\nra0bzkDY+SscB2m+jj1plf00zY65Ea2LG8Zmu3puAG/CeQoAnu/D5AcIz4XgGCcvnMYwpfvvHg7B\nBMXY210fI/ftWuG+vDyPUpmUgTQrAYaLL8tkVE9Q+WAOXySZQcLKiOuVcHeH3MH95jaGXXJH3727\nZd2vQehhwKnyaTJE6E3mFNi+ResmPenarNU4GMDzya2/UG5g6NChVYsSGuxi2ljbRaVO8md2ehHd\n4RoA4KgzhM7YVWUq8Nh1rQWtrSTuYZ+zHYNyiA4fCqqVGjKuPRYbD5Izx+pBCQNWrvzARdggJU74\nfVT13ER9dE+fhm/3hgCOw64uIW22rZDCyjg5/jmIwPoOeisrmKtT/19+9Qd4/EmibTj19JPoc1Yr\njTfPXymQuTktB+Cyjyeo1PHa20Rq/D//7jfwF75O2XNf/9ovw83rRvoCERNXToIsS5CyC/TepkGn\nTc9q7naw1icZMFQhapxR6VdmMX+GqBs8GHhsdAh8HyGPGWIDP6R3/7M/PY3zjxM/z5s/bMEXNG8u\nXpzC+Sf+Al3vebh7h8b5Oy/3sL7La84RyDJ2gcGB8EZ7hn6IOpa93hADk8vo2GanB2Ewiql0hCWP\nFsKMhY5odDpcmHg4HNVdlBJOHgKQpvAD0gncwMGAKTRUKgEOi9FjsmOcRoUlFH0ysJaMNNEYJg9R\nSBqFO69AgQIFChQoUOCR8Ilbopamp6DYVE2n3ZGVwJ6EMfo8bnIzxtjq6QIYc88Ja/kxxozMunKs\nptfY/fNn5LAWKjO6p5DSEnE9LKZn5yxXjiOlPVEvn1jCwhydJBzHsS4NIZ2RRUAK69bQRudxb/Bc\nHw5r7n7k24DgWqUKl90h6VhmiQBGljRtoHNSykwjSzlA1jteHd2bsEZQXtVaqcxar1zHtfwq9VIF\npxZXAQCBcFGuc8mUkwJl5lTZKEfY3iarzGy9jNNMuf/05cuWxPGgSdaWG9euYXOTTvIfXLuBgE28\nOhniiDMco1Jo3XkqVWP9HTtFGI0Jk55Q022c5NI6Fb+OP32ZkgA2Nm7j3DJnwzmAx8GxjlHQHXIV\n3Lyyi61t4v8598wLlgA1i6Ywy666LOujVCNrgR9GNsB4qjKFKT4tmzS1lcgrlSq6XXof2bCH/j5Z\nsd5/7110mAdH6AGUntyFoJSylsjxtaKUstlzxphjmXHj1qpsLJFA5JmRY3MiTVOb0acNrDXJmJEV\nK47jUaBnltnvjTF2PkrPzZcBtXPiHpLLNx9zx5PwOW009XygzIkAU1UMOcvosLmDUomtDwODhDPV\nuuoQM7PkyqwNfRgOqE3gQbHYbMdAN+U2KwnD1pA0zRAndM+t/S4ONmluvPP+NUvg6PkeGvM0r1ZX\n51Gp5Vb2+yPrMn9WGqHM8mF3s4mzl8nik3YTXH+Ds+3cMtIenearomL5uTrtJnZaNGZLsxUINsFm\niUI5ovb1Ojz3Mg2HubbmluroM7FjHCdw2ULhRQEyDrDXykHEpbr6g64NVag1qnCcyU74l/+dfwtl\nro8mpQ8gJ511IDgNTwhxzEuTj7knXayG7Obc30Nzm6yAP757G/VPPw0AqPz0i1Bs2aX9IxckBhV2\n6XvQcJyctLeKm69T9u2NYRfhJVrT+snzNikokRn6d9Yn6h8AaJXisE3vaWdTQMUsV0Ud8xzmUmt4\nSLLPAgCC0xfQG7S5bRE8lXP0SWQ8N7VxoDIOzI4zLMzS56/83AzqDfqcaoMr75E19N23jrBxj9cf\nyggrvOpMBpOOXPcZZ+cJrYGHsApPH7TRiblWnQTcgEMABomVK77vIWBOPgcjz1O33YXLoSM1IfMY\nczhSWO+C0Q7A2fvKKBiWGlo4lvxVAcd0ixHxNFm+APZOsYt+CIWympzcFwDEw9SlKlCgQIECBQoU\nKEAo3HkFChQoUKBAgQKPgEKJKlCgQIECBQoUeAQUSlSBAgUKFChQoMAjoFCiChQoUKBAgQIFHgGF\nElWgQIECBQoUKPAIKJSoAgUKFChQoECBR0ChRBUoUKBAgQIFCjwCCiWqQIECBQoUKFDgEVAoUQUK\nFChQoECBAo+AQokqUKBAgQIFChR4BBRKVIECBQoUKFCgwCOgUKIKFChQoECBAgUeAYUSVaBAgQIF\nChQo8AgolKgCBQoUKFCgQIFHQKFEFShQoECBAgUKPAIKJapAgQIFChQoUOARUChRBQoUKFCgQIEC\njwD3k37A51/6snEkPeZrX/0qvvjiFwAABsZeI4SAEMJ+ziGltP+WUsJ1HABAGPrwPHf0vevyb429\n3hhAiJGO6DiS/woAdI3WgFLKXmMMtSlLFZTSAIAnn7o4atDH4IknnjDj/9ZaH+tD/je/v9bafjbG\nfGTfhRDHrne4777v28/D4fBYO0Z9N/a3H8b4s/K2Xbly5b59/Pu/9Z+bvB35bxxXwucx8FwXjqA2\nCQBa0bMHqUJnMAAAdLpdpEkXANCYKkFIeke9fh+dTgIAaHVSAECmJIRWti+KdX3fcVANAgBA6HlI\ndQYA6CYxegN6F/Ewgcro3gaA61Ef/uiff+e+ffzV33zSrD5dp3YohaMmP2f5AlZnlwEAu6+/ie//\n6HVqt1vCwplpAMCXv/ICkgH1zYgGdIv6fO3KLZSriwAALT1kit5RrdxHb+seAODmm2tQcUTvaKhx\n+asXAQBueYDBJvXvg+9v4erbNwAAUjrQmt7vqWcX8Qu/8W8DAP7xX/vvHzhPv/yZy2Z1dRUAcOfu\nXSQpveNrN67DAb2zTAMiqAIASlMnUZ6dpXfSPkLaagMA0rgDbeh9S2WQZTxujofa8jkAwNyJabzw\nzGUAwF//9/46PEMDMcxSbO3vUn97B9jYvAsA+NE713HltVcBAM39bczOzgEA/LCEJIkBALffePOB\nffzs6YbZHNKzanNLeOHTn6PPs8votvcBAFG8iSemegAADz0Iv0R9kS4g6bc6SxH3OgCAJMmQ9qkN\nBgZ+ha5P0gwZzzUBByqjeRx3BvB9mkuiNo2Y10NjbgU7hzQ3tAGUoet/9KNX4WQ0f/786v59+/ib\nf+s/NQCtiyiiedPv91CpVAAAQRAgyzJ+hkHKn8dl7MuvfBu1WfqcxBlOnjwLAKjXptHtNwEAR0cH\nAIBWq4U0pfHttYbY3zng95AhDH16n40AlTlqS6M6i08/91UAQDlcQqtH94uTAaSk9/AP/s5/fd8+\n/qPv75pSRONQDQWmyvTZkw4My1alVC7G4XoSDsslDYN+TPO60xng9s3bAICb166heXQIAHjpKz+D\nxhytS8f37U6kBZCx3Dnc3UP3kNo+PTeL6ek6P8sbXW/oHQOAMkAS03v6q89OP3CevvLaW1ZAO45j\n5aoxAsbk+9PxfSKHFqPn8kZn/9/4deP7ST6GaZLA4/3DGCDjuZkqg5TfrVYZtOI5pAEY3kcNkHHb\n/qN/86ce2MeVL/4DIwTdX0oHxqH54sBFIPhZTowgCuka42KY0poQrgfBeoNjPAiM9rZ8X1fH1Bdt\nx0XAQCB/b9xwANooGJPavuQ6iNEK4L0kUxr8SnDn23/jgX0E/jUoUaRQUAP/5E//BPGQhMhXv/o1\nqwwYYyDlaHMfbfTSKj+u4yIIaDGFYXBMURldf2w+2WvGFRKlRkqL1uYjFRs19nkS5Erch5+VZdkx\nJfCjFKpc4OUYb4/v06Sr1WqYmpoCAERRhIMDEmR7e3sf2Z5xJYrerbRtyzHengdh9C5Gv9da27Yb\nZSAEC2uMhEBvOEA8bAEA5uoOVpdIcJ062YAraBMedI9geH4cHNEEX1tPsbZFm1arr5HwRsWzBQCg\ntILihQ6jkS9W35Ew3C9ljJ0/D4Kb+TjROAkAuPP+GpopbZTlToDf/f/+BQAgvr2GoE6b1ezFFUyf\npzFZ37+NsEsCV7pzODwkQXD2s89g4JAytrW2i94+9bl5sI3OzXUAwM39FipVamOatuHOcP9cgbt3\nSdFav7cz1lIBsMKzemoWK5dOTtQ/ALh39y62t7epL8MYS8v0W891kbGiouHA86jNpUoZ9QYpVL24\ng4EVNBmkGAn6XKg1GlOIarSZTs3UUCnTZ5UkWF6aBwBcX7uOm9feBgDcun4VP/3lLwMAdg9aeJfH\nqlJvoBeTnGh3u1BJOnEfA09DdOk960EPtz+4AgCoHzVx5jwpeGtbPczJPgDg7LSBYcVcSx8wtIlK\nIwFefwIGgUPzIShXIUO+XmcwLIaMFnaTGLQ6cCVtDI2zT6PFCtjquUt4qkSKd7naQKdHbTj/xDP4\n4IffnKh/zSbNs35/gAsXzgMAdnZ2RmvRGMQxPa9ULmPAB63hcIizZ0lZcqSP966sAQD80IPR1Df3\nTIBel5TLPr/DQT+2B83WUQ/xkDrs+R6k4PdjPKiUxq4/SLG5S3LpsXMnMT1Na2Rnr4fBoDVRH13P\ng3RIpiZa47BH68mBtPuEFLBr3tOAK/jQpYF0SJ+vvvk2Xv7mHwMA7ty6hsXFBfrtS19E5PBv3dFm\nqmGwxwr+le++gnfffIv68cQlfOXrXwMAzC8sWP+NhhlTogRcPfmeke99wHFZTLJzJK8/SokSAhB2\nP1PH7pXveQZj8t4Ye412XdLC8ossDKx8N2ps3xKQgpUZx4WjMDEcP7DKjJASjiR5EOgMYkhz5OzZ\nGVx44gwAYDhU2NwhRXeYCiQs3ofZ6KHlcglxQv8+6kko0FoUMHB47YqxruixMRl2jzBokfzLDx0A\noFUKl8dUpRp+VJu8k/jXoETBaLupQgDf/Na3AADtdhu/8iu/AgDwfc9OEikkBC8Ux5Fw2ZTge549\n+Xieaxe2MYDr5pPouIKU6wj0HQ/mmJJFE3f0kvM2uI6wyvck+LAFKf+367oIcstJGCIMQ/vcvP1x\nHKPfJ2GqlLLX1Go1zM/TxjM/P49Oh07F9+7dw+Hh4U88+8PWp9GiPG7pGm/rpBgtZI2RzqehcgVX\nOpAYKb4pn+akM8T5UzTFHluOUCtR3xwcwFWkCE4FHWRJm/tJ186WSigFtODeuZGgxWvIkbBjCmHg\n5CdRRyLwaJ4Y6ebHD2RKw3Umm+J/+Mc38N1XSWmZvTiFcy+QwO0NdtHcJyWmHFQQ88Q4vLmOo7tr\nAIDKlIeoSs9fWamjtUPjWYva2OvTWG2tb8MDKSSe6iOo0LyonzgNd4GsLvVggNTQBpgdNTHokyIx\n6I9ZHIVGPmdb6120r5PQx0sP7mPcHyAd0oaktUa/R9YP3/PsSdUNSvBL1M5UZThsUfur9QqyLltm\n+i24Pm9yqUap0QAAnLxwFn22NgSRiyCga+LBAGlCzz15chF/+Ef0nr/5zW9CsgLWFdquOQWg3aIN\n14eA53gP7hzj9OoitjukoDpmgMMdepbRBo2nLwAAsiTB3gEpC6em6xAgueK7Plw+qWqtkPKccqQE\nH5zhuhKGN28jHejcgqcUXIfm9/S5MzBszZs//wxOsJitNmYggzK9k+EQMxFds/CFlzDtxhP1r1Qi\nhWd3dxe9HvXBcVzUaiT4lVI4OjoCAEjHseMKAOUyPXt2Zh6HTXqe5wHbW2ShOzjYh5vLDbbEp1mK\nhMeu0+6BlzZ84cB1aQ47cICE15xIcO/eGgAgGXpYXjwFAGhUT2BhfjKFv+ZnCDy2eEsBkVu5hYCT\n7w1SwLVWDgPwPEqSFK0OyZYffv9bWLv+JgBg2OshrlH/VZIgtyeVXEGWCAD9OME7PyRr6Hs//B62\n720AAFyt8PnPvkCf52fg87yAoLkKAEoLuGZy2TpuBBiHGbuHMWakFI1bojCyu9AhZqQsmdGPkT/B\naA3F2r7RBprHVhsxpmRIuxaF61jLDx2Lc0+PhNKTa1HS9e14QQiUXNo8koPrWJ2h+3zmyRWcOUPP\nPdpr4eIcW8Erc1Bgq3Dg2Dl99uwZDIZ0nz/4V9ewtsd6gAwg+VDtQMDkiqhWGHmehuh3STYkw5EO\nIQxQq8wAAAapQK0yPXEfgSImqkCBAgUKFChQ4JHwiVuiMpXBMfnpAShX6TTw9jvvwGErwS//8i+j\nxBaY8fgf13PgsdYfBJ6NgyKLyuh08tFuqdGJHRC5cQIfNsR8lJVGCHPMDPgwEEKgXif/eaPRsJal\n3CKV9zE3v8dxbK1McRxjcZFcXlEU2X61223s7pLFYW9vz54ux92CH0Z+ghmPKxvv7/3ipj4MxfdK\nEgXNJlNXSnhsFs5ExjZUuq/nU7svnJrCmQXqZy3oIgrI8lGSMURGfXaHbRhJp+KYLXKeOUKnTtaZ\n/YVllFKySmVJ38ZKeY5EzCdk12hEfu7PV8j4pDVMY0g5MnXfDxc/t4pyRpafo8Eedu7RuA0QImRr\naCYlegOymi3GERZr1MbmQQdZid7FxvpdmAMa61feehmiTnN26fIFlE9QPJLbPMRu68cAgOXzpzH/\nOYrbyTrraL//Q2r7wT7ah7mF0gBi5Mz0+HT3wZtr2Pnv/gkA4O/92n/7wD4apW0MhNEavQ6Nhxiz\nxjqeD8H9jdMEkl4x5pZOos8WUCkkJDtXZeCjsUoxY31fwGMLlRcIVCo0btVK2brknFDauJO9Zgt/\n9v0fAABOXz6LkK/vdfuQ7ML1XGn7OwnOn1nFjXWyRPSzBJ5H41h2FXbuXKd7mgyZIevTdhPI+JQ7\nU3IRSmqnkAbg38I40ByrodQQjuY+hhGyfA1kxlrSGgsXMPv4c/TcmQUE/D61Fmi3ycKm5RBC0bO2\nNzcB15+of7kbQgiBjQ2ylExPT1l3v+u6WFtbs9fnsrRcLqNUovebpCnKbNEaJj20ONZt0G+Pyeo8\n5lTYE3uaZpC59dkNIB0ao9D1MFshuZ4Kg4TjoHbUHSTsWltaPIFTp09P1MfIkwj83BJF/wE0T3NR\n70rARe69GMn1dj9Gc3uTnr9+G/1Om69xrXUiSzNodhFppRHHZOm9d/se3n2dYh7vrn1gLVRplsJh\nC2voGUQeryEAOrdyGAPvY6xLH4VxV924jB4XyR/nORBjF47vf1rrUcCFGNmSNAAOQUVmMivDfS+A\nzL0vwoEyeRskpBjbOzWHR2TaxrJOAscLkC9dx3URmC0AwOWnqvjCp8hC2WzuYG+D1kTWbiOqcNhK\nOcWJk3RNuR5hZ4f2i1MnBFyfrK6HhwvYe/kmACBxSxAcc+pC2rGm2GbB96kj9ElWdbtdxHlMsZFw\ny/xc40J6o716EnziSlQSD+C5vKH7PnxWJoyr8c477wAAsizFX/l3/woAoFat2gXheo5VPnzfOxY3\nlWP88/0UAzM26Y4HdY++H93LwAY7TIBxn7QQAk899RQA4MknnxyZDMcmuxAjwaSUsu68q1evWmWp\n3W5b87vrutacOe4D/3DfP+6d5Bj3vY8HiT8Imje0NNUACxOKNeKNXejRwgwMHjtH7p2VWWAqpI3C\ndzQCQ32IkxK2jyg+pXe0jlVDwcXlXPHzqnBLNNmXVs6i3OH4mKYZBRgqBTEyWNu2Kq0Rs4AUiTgu\nle6DL3/laXz2Mm0sV97fwPu3SMHY2tiDVOQ2QTnC1DyZes+tXsJf/MzPAgDuXXsHR0MKYN1t7+Dm\nFgnuO+9uYvrJ0wCAx888BbdO7/tx10V47gkAwDWE2OmzO2EUgmoAACAASURBVOXubWR7tAEN2ykG\nTd7QhUBu5TfGQJZo2WZGIZXHkwvui7GAVA2DPsdB+VEEZ0DPMqnCkOejdjyELCEcb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/lO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o5OVIXC2z/+CABwf7GBASnRGtkE3/z6XwAAPvn4qnN4np+ro163G3eWKhyc2D4V4x2cn9h+\nm8SHdqHOEnFSht5qiBml8YC9ZJSBoIwJGF26i/vwiI70/RCCau7m56s4f94uankq0KY6jMOjIfKs\npBRDjGj+1SMJX5YQeYKVhj08tMLaNB+ScxuoCTsPSmsQXjMoTz+sYPBLym+uiUowuzrP8zUYPSse\neg5rD5IYMVFyOG1jRGqlxbkWyozXKKo7eTwGOdY27CG93mwgIhuOYS9DRKHShTFYFfZdXF5u4CGz\n7/qhD8yRPH55oYqNl+zcOBidQNMhJD05gE+HEOn7UHw0U/84GX0yxRFRqYA3ytA/sbTV5tYF/PLX\nrHXJMB3inR/9yP47LnD/tqXt5huLmEwowaF+BVVSCu9dv4v9a/Z3Xnre0oDbG2vOTT2d5FhYsePh\nmRdfxB/9P79rf350iqQ0PzYMKa1bB/sHjjZt1at4/ZWXZuqjljkKMmlcWVsHo3l51BmAWCy89tWv\nYfvClv2djXUsUmB5gQAp1bdkvS42LlrH8jj2UN6GONNgpHZt1hNkVKxVazRRXbIXxsrjb2DtCfsM\nOidHuH3X2qwkSQX1pj3AyCxzNY9pL0X/aDY7FcDWa5ZU4N5EIe2S5Uu7h17b/h3PC2HoQtNPJyio\nHIRLBU11pDk0orodj8FwhKKsdSsUSu9PLTVUId3PxYTyOY0GQ7nfCKT0HArho0k2Q1Gl6g5OjE2t\nTWZpF7Yv4Nd+3ZocP/XYCry2Xf8m3R1gQhe1IkX/hGp2I4EmXZIDDSgyw8zMCEvn7f5dW1vEEq2p\nQQhU6RDFwjGef8G+u9PTMaDtmt0feA6keP+jIxh5AQAw6jSRCgIExB4mEyon8n3IGYOyy3ZG5521\ns3bWztpZO2tn7az9FO1zR6K00ehSevqHt/fx9Kb1M7l0qQFDUGKzWsV//cvWXFEwgRElcj+xsYY3\nniF7+OUqwpAoAU86/6hRJjEkBQ73uFPUnBx3keUE0akQx+TPst9LMaTIEagCtap9BExwl+CujIFR\nsx+5u4MxRgTNt7sdLM5RLlo1RERFlpmaoENRLPWk5nxNlFLojbv0rBSGlEC+s3uE42NbQB54BgsU\nX5ClE+ehkiuFjPxOUgmHPuU6Q6bL6IsAlYZFSarVCja2twAAG5vngBk9lAIq/A6FwoCe+7t3c0xy\ne3qfrwtEtioejShDk1K2K5UQUWyh7yKXMNwmp3OEePdH1sBz/PAQK1QIeiotZN5IfASU/h7HVcyT\nWWjkazwYkeFcuIT5eUs5sDDA3BpReN0uaqQ2LG5+iFnrrj3Owcl7LAhDVMi3ZW11CQGhNJVqghF5\nx2Rp5orWW80mRoRQHR0eoUYFt/sHbZySh8vdOw+dv1MSR8hJ9bCwOIfR0P7bO/eOQfWcuLTqueLa\n5moDBU1VbbTzbSmUgv4MWVYcPqDKvwNkZA6YZSlkbn8ui0c8qVgATrc1mBCjgf3cfs/AI+qbez7G\nZHqaqQIVQoGYBkJmb9rCMxDkNcYfKVT1RQA/KClu5ujcIOHO1FRlAj5mD89jPHI+V0EcISSV2Sgd\nQRFMX/MFNs/bAuqt7W3ENEYVOPpE23VPx1igIvPF+UVMNu06tCdzRz8fmAx9ZufulUuPYZEUpyGA\nzSctAlJMxiiI3p579TV0bpCZ6vvvo3JoxwYzAPRstGxGSFnocYzJl4rpDAmpkc6vz+PNb/8VAOCd\nd97HAUUmvf76q9g+bz3rbty8jWeespTXzU+uwqcx9LOPP44JraWdQ4uU9k46mGtZ9OnKC88ipqiS\n2w/2sHPfquBalQYy+i5acEhCScZp5pSYOpe4f9MWGf/cp/RRqhyG0KeVtTWsr1iE4e79h5hfsIjE\nM09fgR/ZMcX8EKOBfS5+IBDSv1VMT3PlVARO1Fhvfw+YlOURTRQV+x1rtQSri9bLaO3Lvwi/ZZHI\n5OYHeOqyfZ95IV1k0NHRMY5pfmfcoJP3PqVn02agoAOKsBmlmNAa0OkeoaD9yY+ZiybR8OERwq40\nc/5b7VxCUizLoGBo90hl1s2Qp6XaWIJq5xGYKT3HjQYjdMvkEoo8E724ipCUgJVK1Sm6jTFQM8YT\nAUDkxfjGn1iaefjkAl7dtuMl8fouRxZijN4JobAigGiW3k0JtGfHWh4UEKREDRpVLC2XzyFFROtN\najroZfZd/Oi9PXiizKXUpT0favPbGHXtXO8OU0Q0v72Ao0KIuDQcLaJrZ22f+yEK0FChPUhc2zlE\nP7XQdtVniKgWAUri8pqFSP+7f/IGTsnZeaFexXyF4GtWYED0DeOAoQywLIPjpQ2H25y4iJDRQNsb\njrBzZBdHBo5VClhdqmo8TpYId44K3Dywn+sxQLDyJXx6e+/Dq7hM0H/heeh37MLVakZY37CTMghC\nRFQHtLSyiIBUEWq/7WSgeW5w/bY9ON15sIucaizSYoKNDXtgaAQhcupXrjQk8eqaAcotHgKaoGsJ\nhgY58m6vruALr9slrF5NICezLdyLRDeBGRzftrRrS97Dc0uktlMj9E/tohs0llGZt/1UIkRUQuVL\nDZwM7P//7d+/i+sPbD8XoiZuUhaVokNd6AFL63bTSqoRKoLqxwY9RJGdEfHCigvDVNrAlHSR1og8\nu3EyzqFnBFvjJMYy1a7MLcwhIhPLShIiHU+VVsIvnas5PHquUkkM6BDFhXCqqaOjY7RIqTlJM8Tk\nsLy4OG/DxABkmcL9HUtzTrIMZUbr3kkXdz+2LtDPrMwDFDYb+AE8eqYq1eDe7LRzlmoo+m7CY6hW\n7SLlewonFIidptJB9p1ejt7AvicYH1pSjV5hwGmeiWKMgJ7xOExRo+BuWWQAUeJaFwj80iDPd5us\n4dIFyqaFxhyp/9Y351wY8eleinRWnwoAnl+BoAVUhDX49MyjrI8rNIeqXgxJhrtztXmsEhV0eHqM\nu/c+sc9qnLqL2rPPPYc3Xn0VAPBxEuGdd23A9eWnn7GXEQCrG2s4ppqYuMjgkcKnfdKGostcrboA\n70lLEWVGYO8dq8rcqDGEM+auOVuNPMfjFJz80bVb7mJ49859RA075pZWVnH5cbvePtzZwd6BnaNJ\nUnFmpt2TY3Qpd2978xyqFapVpJ1nfmkZ82tb9nue30RUtePwz/7sP2DnkEKc5xextGEPaMdHe1BE\n/6wtLGFAZQ53HxzhicvbM/Xx5OQENdrIjFQwdOARBpC0Ju7evY2Q6lC9uILQt5+zubkNPyQlc78D\nv6wF4gZjCgk/3d2BnNi/w5kPlPWjkwxVvzyYxTC0tnbu34Q8pVBjL4AhFTTPRvBz+7mxHOILK7PT\nzlJL9OnyvFCNwMvDZpjA0Fw5HmYY0wxJ4hqCkOZ6KMCpdk/HNVB5H6R3jDQv62gFsoIUdoq7gxO0\nhiwPMIzBK7ECpuDRGhoCSMKy1INhRHRYXmQIgtn3xfu37mOY2ne3zkd45RztI34ESSUvR/1Td8+t\n+z5ConE9MAw0WVJU1sFpTVfGAy0fYDxBqaPjEGBV+6zWnqwhoO/f67WhyUpk6+IiBif2/5uri8g9\nqj3LM7ChHb9pxnG6ezBzH+1nn7WzdtbO2lk7a2ftrJ21z9w+dyRqfHAXUcve8HWROH+kSrWKKCht\n+CUUFXMtCIMFisHwBAOHPXb2RiOMxnTb9yNIUre1T0/RoiI4rUN0KXW+3cmwc2xvWLc7fey2KfKh\nN8AXq/YG9+tffRFVZW+8+50xTk4JHmcGFSrenalJhXfes/TUufU1LJDZZh1NFJQJmI0kPLolnCY5\nJnRD6xwO0M/t7xwcdXDrni1g9APfRTCokcIJFQyKeg3KoU/CwnIAFAOKMr/OwBV3jvMctSYVcUeR\ng2NHo3Hpe/qp7blXv0r/p/H4M/Z7/8q473x9+oMxMlK7CB5AUqE8YwZjuiF/6wc38L0f2ILrMFB4\n/qJF7pQs0Dm1Bdo+Fe+2+z2w6/Z3894h5hfo/SqFiFQpSRKjNyCzzUbD3RrH6QQeypy5EMab7eZ0\n8dIFbJyztAEDXDr7YDBEQUWZk0nq6KelxSZ6A3ubmqQFcvqd0WjknrGUBpWqfYeNZsOhCM1G3VF4\n9x8cQtItsdGoIanad/XKy8/Do985PDjG0kV7i9daO5WjJ6T7t7M0WTySCWgYhvT983zq/yKEQMmB\nGi3dLdFojVLoKCXgkz9SFAcA9bfbH6MW2P4KL0NIhnrCZ64gGgxgFJ1jMPXdMgxQ2s7dLO/DC8gT\nByN0hrMXerLAwCcUWXsGY1pXktC3xcUATkcK71+1AoXj03089/wXAACrG9u4d9MireNhD+0TO75e\n+bmfQ05rj8wlGkQDnNs4h/VVS3UN+kN0e/b3G0whI6T51uERVi7ZYtaFOMb8/BYAoPmzddw4pLiL\nvduo1mZbb0r0lRmDMUWwDAcD8DI/VGr8N//lvwAAvPXdv0eb0LHLTz7lfv/2rVt4+NB+dq3WwNqi\n7cONq9fx0ovP2z7MWdSjsbSAo7Gd81G9hre+Y42QlxaWwUg1WTu3haUlO0d3dncgKE6j053GzkgN\nLCyfm6mPN6/fQKVq0bSde7fhg/zDqjHWVqzIZdA9xb0b1oMtSGq4fMWaNQ/6exhSPwenJ1ghQ+BR\n/xCjNqlvtYIkFanHJJLYfl9jplFOQgQwlMPqdx6iOrRIlOdFaNCg3agq+E373hKvjtCfHaWRhYEh\nFW/gAyq0600URRhNaGFmGqWUNVU5IvIV81kFinzUuBehRgKDTr0KRdS3UTkYjUGpJVCqcpkEe2TJ\nKPFPwUMw+g5IfHilbxkz0AWpp5lxPlozdhLzDYv+xlEAkAjDCA6PaPbCH2JhwyJULd8D52SGaSQK\n+v2g9RoSQs21xjS+hytwQsd9r4fWOmX/XfZQilSKIsdwbOcARxvNht0XV9ZjDKXddyZFDxiQT1TK\nca/z/dn7iH+AQ9TWfA2ffGglqj/eCZD9Y+usW11bQEb8uzQajA4DfuS5uhDGBTTV2ig1RJVcYztD\niTYZAs7NryAkquNHb9/CCSnvRBBglzbn2w/2sEPBq5M8xeGb1rQzSiR+5WVrwDZIFbqktAgCH2E0\nOzT72ssv4513rQrm5t1b2CFrhd29JSzvWgh9YW7OyVU/+sk1KHLbLvpdtxHut7vQpSqpnjjl3Sj1\nYAjmNADKFVMpjYKwzVRLlD6rRngY0SEqLQqMyCxSGYbDYwvBVwuDuDIbhRBUKM3RGARVe4ipagXu\nDEONq3NRxoCU4Xjng0/w+9/4OgDg/vUPsdaYTsAhvY+RKsATsgogdVNxsochjUyuFTp0AD7/+NOQ\nxJNPMgVJAyVNUwg69HqVKjxa/OI4QKU6m3R8fX0F9br9G+3TDkKCjyfjiTtEZVmOWmIX3JXNJh4Q\nDbez33eyfcYDCKqtiiv+1FSVTWuQgsDDAR2QNs9tYEj/7/scX/yinR+vvvoy9nftOO2PMyQkgZdS\nuoMQ5wLiM2HJwknks7RwAcqC+zD0LLVW7kDFDdy85NxzNKIXCFQqdoyvbcwhpcPY6X4HA6LWw9BD\nk3L06rUKUgoFngwLt1EBBro0Nwx8cFLcxvUQEaUKjIYSJ/3ZD1GSCfhUPlCrhph0KBS4LzGi0ovz\n57ZwrO2GevX2DYS+/f1Ll5/CV3/xVwEAb3337/C1N94AAMw3G3jnPTp0HR0jO7brClaXkVKd5qQ3\nRJ2+//baCgKqW8t2HsKn+i7fA4p9WxcUjXpolc9KMhi6wH1aK01XYTju3LbO4EZrBGS98eyLL+De\nfXsRu3TlCp79GWsL8+47b+NHpNS7/MST6B2Rcnl3F5eIkrx85QnML9q6xTe//W0AwJd+5RfBaMy/\n+TdvokrK6a3tS/jy134RAPDSF9/AH/zb/wMAkObT8Vmv1aCJPu602/j+D+xF8x99Sh99bnD/jlUJ\n3rl5FQ0y2G2HPg727SG3SEfuAtmKq3j4wD7X05N91IhCH7SPUAuJDpMjeFT/U4lDgJSaArCnGAD9\niYKiscCFjxEZQPdPjxDTAYkz7koHAo8joWcThMKpe2dpyghwqneCUe5ikSuFMdXXZjIHqN4J0Bh2\n7WGgYiQqFFTODUcc2UNIlMQoTJnSkU8P3FqBl/uHzOBqBhh36jww5oxc4U/nuu978OjnkzxzRrmz\ntIVWglxPM0gNPVu/1YSk2sPKfABOe3yohg4IMFEdt/btuvJXf/l9tx8L4SGhA16S+GhUyD5E9J1i\nOIqaKIryIqvg+fQcCukOXcYIjHL7dzQfw6P5ynUAJuoz9xE4o/PO2lk7a2ftrJ21s3bWfqr2uSNR\niysbiD+0BZRHu/s42Lc3oCfOLYLTTUIaBl5SFL5wRpSFAiYTUioENQxGFn16uNtDSkWfkzRFr2dv\nDKe9AowUG/CA1SWKcPAS5NnHAICrvWMc9eyp83f+4E3cp+TnSxuXsLxsT/dGG3if4YofRT4ef9xS\nhBoSDx9a6Pf+/h4Oju13C4UHj24AAVdICDeqC4acbgz9wRBVon/q9QQ5qSI6/a6LiMiKYhr3YJi7\nVYRhhDoVWkbVusuJMlyg1bTozdz8Igw98zQvoPlsN3zGpreVEjkoCyEBG+nibjda4y/+/m0AwO/+\nu9/F4MBGTTRDDwWpRQojEJYoxdwFULIBeN8+q8r5K44G69z/AAndlpQBuGf7mEoD/ogyLSWUZzJJ\nEZD/ShwHaFVnK7wWnDnPl8l4hAqJHgpZgNNY4MygSrEdq0tNVAmN6Q8zkDgInu9Dk1pN5gX6RPHU\nm1WnOBsOh85IFYyhRYnmV65cwJNP2nE0GqeIavYZhdUa/KCkHKZ9VUZD8NkLy5WEi/pRSoOXUTKM\nOZTU8wSY89NR4CXqqZkzUfWEB98vTTWrkHQzPDnq4ZiMdZMwQFK1N+T5hSYOyRQ0V2P3WQYaQtFn\nCYGcnslEG5QmNzk0FGYvLG/ML0NTIXrv5AhGlc+Ko9KyKEvYbGAlt7fcsVpG58iqhh7e+wSvv2IN\nIb/y1S/h9I6dxz/83g+Q05q00ZzHCvGaNZ3jqYtWOBJd2MAx+dJxDqiORU9XlET8ji1Ez39yFbun\nFl0MihTzpAAtKnW9g18AACAASURBVBGy4Ww+UQV9NtPK3YDr1RpOCa07Ojxw5RNXP7mKBilzhRCQ\ntG5c2N7GiLzPZF44v7j5pWW8877NM91+zCpmR5MUF5+wyrT20SleeuZFAMBcawEvvPKK/S5JjNGv\n/ScAgLXqP8Wf/t6/t387S+HTfEWR4+13P5ypj57HMEems/u7AUUdWaPkXUJna3HohB1htYnx0M6z\nJAlxQDQp+sfY3LTIOde5ozyVATxSn/legDGZlnK/imThPD0vH0e7Funb3XuAOq0p1WrVzW8DAUN5\necOsQEAmlssz9NH3IrSIuhfaOFQNjCMryjxUDU1shAcFQX5sXE3QjEk4JACfmI9Kre6U21IZECAO\nTxfQZNTJjAaLS5+5aeOcw6MCe59x1GlOh4Hvch0nuUI9nJ2yvLA1h1sPypipGNGCZZKGOkX/xD7z\nt6+eYnXd0skLUQUtUso+PBjjT/7a7tl/9M2pAEoWORihYWurC3jlZVtqsrN/FbdvWmPX+cUI45Fd\nh3rdMXyidFkOGFK/w4vA/ZJqbsPQXhuxEMsbrZn7CPwDHKKu7nawfulZAMBv/vqX8NJzNmyVcR+9\nrl3g9o66aLbsZJtvxRhR8O7eYRd7h5Rzpz0ckRFhmikUhX0wYRQgoA0mjKowvBwahct2mm8tODPE\n5tU6fnjNTubdowP8X3/+lwCAN17q4o0XrXKNFRIqn33h7vW76JPLbLUSo1azfWn3B1Ck0pGSI6aJ\nqxjAaQgHEhjT4jYxGg2iBKLYhybpgdZ6WpfDjVMeNKt1JGT8V61WUSXTtahah0/WCmGl6n5f+D40\n1SsYETgKavZmwFnpXotHaCUDEgziD//Dt/GN37eLaHZyC6Kkj/xN+I9beqQ+fwGKNrFm7IFxglJL\ny4v5Onp7N2y/Fs8hpgPNpNdH1LDvxYs81InCU1KhQpB23BQ4OLDvQik9M8Te7/edKVsU+VBUT5DE\noVMyZeOxq+HJM4lza1Tr9wLww/cszdAfFchp0ZHZGHNkOFmrVHCwd0TPy3Pv7bTTx+ukmHz9jdcQ\nUT/SLEdCi6NWClyUhw0PJBxEXuQQXgn3f3rTGjC6fB7cuXPHceLcp9M0d+9VGw2ZT2lkRoHeShsU\ntPGMx10Xjqyh0Ccl42giqRbDXizKHd/zPSjSW+eFQkiL8uLqEprLtq7GSww0meitnDsHbmZ3LOeB\nD0Z0btX3nP1C5IfwyQOEdydYS+xivfiz59EjpdawvY+P3/4uAKAnOU7v2M14ZWkBl9fsQj8e3kBB\nc1qMhhhTZlzj/Dk0crIhGY8wych25aSDiMwNWeBhrlJalQDSHVYZvGi291jaaqwuLrjNttMfwRO2\nn+/++G00yRCzVonwh79nDTE9z8Nv/MZvAABu3ryJ9XVr5BrFCcrJu7t3gDYdRrYetzVGhgv86Hs/\nAABsrG/irR9+DwBw48Zt/NZv/RYAoNvr4Yff+Q4A4As/8xRqFTuudg93sbRoa5iWFxYQR7PVfb39\nwUeONjo4PUFB89L3fKws2UORLwwyokN7/aErDencOkGX0gC+8uKTTmVWpANHeXLPgyB6vNAM5RSq\nVxoI561KC16I3ok9sI0GXURURnDaHUKRQtBjwv1NxhRq1dlLQHaufwzVtmNnZW0FAalIDWNObV4o\nM01LUDkWSCXNuILI7XsK6y2EdBioJhGYLgtdja2pAsBlioxSEZJGC/IRx8zygsw5d7YAsRegSRfy\nIs9R0BwSQYD0MyQkxFGGSoX25goD9+y/HbcHuHPHlkL88R++h9d+ya6Ry40EgyNLv988PsG7t8mq\nJIrdOp5OUsy1KKOS5yi9G4bpEJzyZbu9NlxMreZIx2RmXQg3d/NsBC6IIvQZmLGXikkmMbxzps47\na2ftrJ21s3bWztpZ+9zb545Edfsn+IU3LBL1L/7Z13Byaimbtz7cwYhqKSfjFFGPDOzePcXBsUWf\nxhkwJFSKC995zVSTCvwSVvS4A/tzWYCVyiKjkVIxXZaPUEj78xcuP4mFur0N/vjjD3GX4OHvvP0D\nFGRk9/rzLzmvmVnaKEsxIkXIaDCa0l/CIM9tQW0hFfKszDyLkZKCKAUwJopl7Hko6FbfHwwwycv8\nNoHmooUYG9UYdYLoa/UmIvJ1CcMQId26/CgBJxQDwgOoSFAEIUCZZFr4zuz009o0L8lgykJxVzPd\nHY7xf/5be+P9u2/+PvyCULnWMpLztrDVm7uILCUqSeZI6FY1GXaxuWVvvczYG+Tg8A6cVVpzEYYi\ncoKoipBgdcE4CvIg4UmEgigurXKoMpOMe0hnvDidttvod4l6qyfW5whAHIeOdp6bb7hizUlWYEI3\nnJeeu4xaw6IoH117iJy8aZbm6w76v3bjofM+8oIIccXefNY3NvDiC/YZzTXrzvcrjEIXj2KMQU43\nwDAIbD4cgDTNUMjZCz21ZnAMKAcMwffMC+HRrVUOUyhZRrowF39koMGIGgPn4FTw6nkeNjaq7vvc\nuW7n7ihVSMjrZ251Dh3y0dL9IcqXG3gRLj9laaOXvvg8WmSkqHTq5mK/20GH/IhmaYUxkD176w6g\nUSGFoJYGOalJPcEQEZ0VLa1ivWU/d2F+HmNCNN794CeIlO1LXYaQ9+2783unqBHVPM4U2nu2yHxp\n8yLiiu3vBAYgCt1ECUZkRNls1h09kysGr0QFB6fgM6qeFhdsycFwOHAmiLKQiGhehIHA3kNLTy4s\nLGB/1/7/uc1z+Pa3LOperVbRm9j38dgTT+I//qnNl6vHCa48Y9fqGn3ON775F3hw19JaTz/3DJqU\n//jsC0/h4/ctbf93f/Emhh37jg6ufYBlUgMvNqvQNHc9L0a9OhsS9Z3vfx8l2SRgsNiyc2s87DuF\nZRx4aJM4pT+eOMHE3v4+QAq15tw8IkKr5XCIwlA2p2bOU08EEQQVdRcigEesRtbZw6RtkchqLYYg\n+jpNJzAgaloyt9/EgQ/xGSJRrn3nGzi9fw8AYF54EU99waL0eaGQU180E2AlzlFkGI4ov1Gm6FNp\nxJOLqyjtFmuRB48oP6YzcEaI1qQDUcYFBRFK7IQxOErf8wR8guSqcYKE0K0sHTuqy2Qp5GR23OWx\nS000F+14WagfYnRq+zvpTXD1mqXKTzocqbLI6eaVN3CzsGPt4PaPXVyZwYFjmxiTiGJ6/uMeityi\neePJIcYT62nnmxBJaMeMMBKM3rtiGvDtuGfQMDROKo0GYOzcFblEln02JOrzP0QVOd6nEOH/9Q++\niYf7diActQtc3NgCAKy06tAkRX7n2qk7PHARoHzh9dCgSkor4fnQ9IALqZASROd7npVSAmDwQGbe\nGA0nLmcq9ANcWrVy8aW5Jdx4aL/b+x//BG+/a0OQl1stPPnYUzP3URnmZJdxpYqCdqqCMaR0uMon\nYxdMLGWGjAZ7X2soqv/wWIgJ0YjH/REkKewW5hewRlLqWlJFlWopwjieOkcLDuEUFRFA34cJD5oM\nIjXnJEex9gNSl3q+///mDoUwMCXtkw9xfGQPxP/b7/zvuH/VKjAfu3QZEeUUFoWGpOy63t6HGFI+\nVNRag87soF1YnHe5RemRpfCSuI5cUC1cGIP5NHHjGJlTrigEFEo5SieokK1EOsnQ71Fe32SM6swq\nS/ZIvhvDyTGpRyqBU6csLLSQUb1NJg1KxjdLFb76mt18Xn7xGYzocLf74CG+9aaVyx4ftx+pL9IQ\nZKHw5S++ggbRAL3uwI3TIk0h6JCjpHQ0IjemPFuhWqmh25vdJVlrM6Vg4SEgOq+QCiNKLlVKO8oI\nmoOLUobtISaVlJQKk1JGPpwgjm0dSavB4PtUg8SMq9VIalUYeocDOXZZaKGJcUBj6Pqd69iE3bjH\ngy5u37D1Dft7d3F6PJm5jz43CKgWC1kOQw9OVWPwMg/s0jaO6F3Xm3NY3rJ2G3PNGhgZvtaSGLtv\n2TGt+l1IkvbFUYKAbDZkWqC+bmui4moFQpLaJ4xwQrUXlccKBLT+FcM2DNHytVy7Z+slMUww2+bU\no/dtZA5BIbGcMXhE9y4vLeK9t60KTymFn/95m6N39dpN9Hv2wBcEAQZ0OM4N8N3v2zHaqjfQbBDN\n/KY9cO093EeD5OgfffgR9E37mfcf3EVOFjJbtRYWqP5UIYNPxThG5kiIwvOCAIN0thKJB7u3nJR+\nsTmHhZY98DIfOKLD2mQ0wpBqGBkARQvbYDKB4ETzDYeQS7Y/zIuQkzJrnE3gk6kmjHKGvINhG+k7\n1mG70+nj8IFVCNYrERgZNkZhCI/F9E81Ylp/I1+4sqZZWi09wmBkN33ZPUZAdZfqEcsSBu7ea+wJ\nZH2qm9MZUqoDnnQOsU5B6IUP+FQDwtQYoOcg5RBRjdy/ReAUw4IzsjSxqreAauMqUYy4VOIKD1Q5\nAx8StXh2cOHxKx42qVZvbSFAQEHAbTOGJJPgJ156HQOqkYzn1lBfp+zN67cwvGEVsX4QYHXdztFu\nt+2MkGsBQ8DIwV9JsDL3kgtocqr3PYOEqEnDOE46dNmWEpr2v8QPoOhimlRCGL00cx+BMzrvrJ21\ns3bWztpZO2tn7adqnzsSlRrgu9ctdPfd623UY3siXqrXsXNiT5rbq/NYdoaKBglBd0kcO5WOEByc\nKDaljbstazNFSoQnnK9NUWgYM0VmfEITGANy+ptJlOD1Z20Mw+Nr67j3wPqrbK2soe6Xtvef3jQY\nAlLDCcFdZILwA2QBZb0lVZgy7kIbaKJMpJTIiKqRRYEBIQJQCitUlLm9fQHzBGlHQYSw/KzAh1fa\n8As2/X/mQZfoEffA6NTPPc8pMrJCwswYyb1730KsnU4bxyf2BnR03MWHP7EF+sP+MZ778j+xvxxW\nAKJRoXLokf19f3QEXhBCtHeK8RHdBMcXEZLnCeg5ZF6GgvLJokCiIIqLZRIedcCLIwSlHxxjOOnY\nv62LCVJCgqqxjzicjbKcn6ujfDpBIKAkoS6FQbNh32El9LFMkTajkURBZnnDcY40L8ejgUfF94f7\nBzjtUtaelPBpTBmtsEFxQFcuX4IufWeCyMHrQgiHXDHGoHSZX6WR02d5XuCUdLO0KPKgJFG7wkdA\nc4JzBkbFwIg0ZJn4LiU0zRVttKMUq7Uati9sAQCSSoBrH9sb9cP7PfdMZJDjiFCmWg2QhM5mXEOW\nSr1UYUAU6nHvGLVP7L/Nsi4k3SrPbz6G5154duY+FpMcgqhVjCcgz04ka8vo0PoRLqwgIu+0Spgg\nIuqi3+2CcUIZKnWkhApEhYRHYzD2I2hCCMNAoE4mgOACitYkX9SwTnFSprqCCQ3USf8IcmALZ/12\nF4rWA1aoKXr2Ka2kIJjgyEuvI89DUqKWownOL1ARdG+Id9+2yuhf+6f/DIzGX3cwxoUnyR9vOMD/\n9K/+ZwBA5+gQ3SNLYUWEjP3Ff/wmOieEYMUhJqlFQ0YPd7BJ6xNUDq7t5ydxhDy1Yx6PRKoorcBm\nzEB84fWnsXff7hmTwQB3du0+wVgAmirIJqlD6pUsHMIumULg07zMpwbNPhfQRL0pAyiiKQIAYzI+\nPm0fI9W2vOPhfhucxA2t+hI4sSOVagUezTn7X/s3syx1qOcsrZl20KFM0noiEJYOmFo7/70g8OER\nDRdDQogyD9XA0BzavXkVzzx7EQAgfImQ1rDYaEgqcQiDGCEhgjkTKGsyBONONON5PgJCjoPAQ6th\nx+xKy4ek2KI4CrBC+/QsTclTxNSXrN9BXCsjhQp4JOx4/gs/jx9+aIULd3d38KOfWDbo/sPbmG9Y\nBHJ3/xjNlh1r7c4QyxRD9NITG9jfteNka20Dl85bhikrgE6XSoLGY0cFcj/EacfSfzKVTq3aOz1x\n8TSXLl3E6sr6zH0E/gEOUXNMYlTm/YY+DMGHYykhSdE2lhMc922n55IEpdumTDUiegBKGfTod4xS\nqJDBZpKEMK5QhyOjiZUXEkqXg9FzUjKttINduVbgtGGsNFtYISdiIwH1GVQIUTyF442SDiKNgthN\nVg4DTpAhw5SLZmCuzkbmufturVYL5wjCbNZqCIivDoLQOVbDE061BTHNu9Lg7jCpgakrNAcY1UEJ\nw2c+RP3Rn1uIe5RmjmrV8BHM2e+3vroFTZsMzwcQxMULk4LTQae6uYx5ClE+OD3FIWXn9XYYGhQM\nW1JNWT6EIUsH4dVQmbMTSEQhxrT5JZ7nApQ9ztFuW5i/FgtEDmLnbhH6tDYZp44K5tyanQLAZDTG\nMm1Ki3M1tObsInLc7mBIhq9+nKAztP/fqMYYDm3fRqMJlCkP79MD/vnzm/jKl20NRBD4GI+p7s/z\nMCTaSCoDQRC/YMxZbnAunMRXa4X/j/3wp7QwCpCRUkwWBgNyfE/iEAHRvxrKuUwXUkEW0wOb8egd\neyGWV627+/aFNdy5YY0O7989cFRBlmtcp8DZwfAAYzK/m+jcXYy0zFD17ELp8yo0UcWeX0NOh6jx\n0MPgdHYFImssQZEVQ1LP4BP91Tk8QXzR1l8VnQ7yAzosLC24VIG0MPBFeRioYp7CaLO0gIiq9J0V\nJvv3AQDCb2ChbqkUES0iAynyYNWAANDZP0B7RLR5fQG1ZTuW8/c+hO7Zsay1BtODmfrnl32LKy6v\nsSi0W1s8ptGMKdMyTHBAlhN/+sd/gpVz1jn91S/9PM7RhtNtt3G8b+umPnr3XezesZT6iOYTtIKg\nw4QwBltL9vtnoyFClOkTETQpBaGmxp9ZllkbFgBMawT+bAf+X//nv4pR137vvZ0djB/p55iUlOPR\n2F0sPN93G2KuFRbm7RxtrM+j3beH1qoS6I3KWkkGQwfkvYMDDPq2r2EkMCrsd7z1cA+LNO+9MHI1\ng2EUTw0qtUGf9qRMaeSzpp0DiFWKZynUOJIZDv/qG/az7uyjTvVOLK7AEOXL4gwso5pKzhBMSK32\nwUfQPXv5jzMDfsfaAnjDHIYu6hweQGuMz0fuYMuEgKACRU/78GgMBUJhecmuf9urFTB6JvA5qsns\n5FWnF2IpofFSBHi4Y7//UIY4OLJjf2Ne4NZNO5/eX3zfGcLu7u46GwoppaOxe72eC12v1pu4SCr0\nzfO5Axe0Fm5t63TayEq1tAEaZMTKGLPrJ+w7jYnyW1hcxOLiwsx9BM7ovLN21s7aWTtrZ+2snbWf\nqn3uSNTayjZSOlnnTCElCJoZQNPteiglVN+eHMe5QoU8PAImUaZ21KuxM13zPW+Kuhg4875CKmgH\ncQtEFfLeUAq6NFRjQIUQgTAIHEozkdplgOWTDIbNXkDXaDUhSYWnZY6Ivr+qapiyv9AuGkVwG/EB\n2FT7SEwT7n1CQ/wwREzwqs+Fi3vwg9ApSMA5VKlGZNr1hTEOTrcNowHDp1ll5SkenGPW2LU23eCY\nlgipwJL7BQRBRyzV1rMDgAcNQXpJT0z7bBiHT6rC87UqmkSDnJwM0T62kGxr096OlcwQUrzMWCss\nt0oTVOV8jlShENJNZdg7RYsiW4zKHNqWKw3o2YpZJ+MJmo0S3YydYqcaCzRq9n2eO7eETJZGkQKN\npi1aDePIGfmFbAK/vLmHMdY2LZqxsbWFOYLCX3n5Z7F5zv48LwpHRxdF4SghpY0b46HvgxFFWhTS\niSr0VCw5U0uSxFGtskiRU0YX0ww+jRctJQptb/tKTSnxIBAQRI1mRYp33rNU7nF7Dx4hj16k4RUk\ndGAeeuQZ5Z1OUK1Z+P7y41eQ0c93rz7Awpp9t6/8/BfhJ7Y3d+6+jw8+vAcASDP5mXIs569cRDoh\nM8SHd1FQ7luVxVimjLjO8Sn8Hfv35dYaGo9fts+n6oORR4/cO4J/QPSzyhGct0adARSC+4Q4MY6j\nHVsA34p91Mn7SxQSwwPyGNq5g9gjlRQzSNt2nZAsQHzJIhHVaoTTT2Yzotza2gIAHB0eO9WsMQYT\nom6iMALndj0ZjCZYIX+8UaFwcOsTAMCPVYbHtu3fqYQR/uW//m37/75AVCrbyGzRGA++oXk2HGFx\nwc7RvckYGalQkzCApHGbjkfO68zArjmALXL3Z8yWu3/yADWin849ft6hg57HkFKOW384cBRxpVZ1\n0zwtNAIqGvdzjqMHFmWbKIHTHilEtUJIa/RgMFU5ZoWPa4SQ39lvY5kKtnMlIUu1oNZuv1FFgTaV\nX0gInPRnF3k8ODnGGiGgfjvH8Lb9nsntuwhoXQ6jBCkV6ctzDfCKfZfpOEedZMfpUIL/0Aog5rwA\nCSloDzEV1CgwqBJ94h5QFpP7Pnyi8T1TBbHaiFUFQ4rauiskRFkE4nH4wv58e/NnPrWPWbaI739M\nCseowELTIjy77T0cHtt+tTYlXnz+ZQBWTVpSb/Pz83hIynnuBdjdtT58nufZdQxAtz+yLBMAP0hc\nHl8cV7BOUUZxnCCgMhfGhUOrjDFu3WWcOQNrJaUzlJ61ff7qvLRALSir6YVzTO6Pxm5D1MygTzRN\nnucIl6maXikwmqiLQQOVaFqnVFJgeZY72gOGOZl/8MiETQv5SOYU4HllzZJwGxIzBoWcKq8yNZty\nzX6scRSbHwjwqIR7BUoSnxkNr5TVegY+0Uw+EwhL13Hhgbm6Jga/PDhx4SBkJqYUnmaYur5r/YgD\nLZvWZQlupZ2w/mPTugA9sw90xCf0V1MwbQ+7wnAIVtJNxh0iBOMoHeKU4c7EUeDRHZ+jQXJ25nOM\nSQZdUng58zAm+DYMI7QP7MLWXJqDEWVWVeiy39K8gE/5SJwLHOzZiTscjrG+PJv7bBgKp/rwOEOd\n+PvF7SVUwlL5NO/otvv3DzA/Zw965zfX0Dmxsth+f4Ia8fc/88I8XnzNHpySahVNOkR6fJph5/tT\n6lUp5WgJJgR8es9h4CNNp+OxVJLkRT49FM/QxqMJBC+NaX1ocls2ipf3B6gCzk2ds8AdovLUODm3\nF3jO7LbTHSGk9y2lP1UXeRpza5by+8KLj2H7nFXwdYsR3n77fQBAYSR6uT3kvHfjJ1CFPZwcH13D\n5pY9dL36wqt4/tlPS1ubNuUpgKwM5PERMvqbtYvncUzGfKiGWCOpvrp2DTt9ou7jBlTpfF8METD7\nbyuRh3TfjqnB8RF8yp+sVxZw+Lc2Y8482EGbNgkZBPDL+scH9zFJLaUU1RL47fKwEyPessaOw2s3\n4fdmUyDu79uNZTxKnTqPMc/lMiZxDEmmotUoBKNaj6QSgBd2bTm6fQ2//S//RwDAf/vf/w947Xm7\nId785CNc2LCbj6DDdr/Xh1eunVLjYM/OxcD33XSWj5QwwPfdwcnzPUfver4/81jNjcTpwCr/RuMA\n1cRu9GEUIKA5qjOOlA4SxWSIes0eYIOAu8NlphV6ROcN+wVAdhfW4JUMUAWgmf35nf0e3rluqaWT\n/gh56f6tFQK66KZKIyNQoN/rOtuSUaqd7cAsrT/MUHQtDRcNJa5Q3eX6S1tIR7Teag2/LE/hGp2c\n1vqhwXlS8d4KFHIq/FuJQtTGRM8pjlCTMlxpG1YP2LWZFmtPewhobfd5irJKhI9bLs9uKANIOqEK\nNV3zZ2mTYh6/+wd/DABYXqjgPyNz1t5E4oRqlnZ2DjG/YdfFXq+HJaK7m80mtrYt/eyHCVpkQ3Lu\n3DnMU8JDPfExN2fXiaWl5UfWb+EsPzjnbo9XWmJC9Xqj0RgTsjMZj0eQdHlijD1i6TNbO6PzztpZ\nO2tn7aydtbN21n6K9rkjUZ3xEH2qLG/UqojKzCI/dAVuUmlXcD7SBfbIDr/uB870zfcECir2Vko5\n2M/3fefjw5j1tQAsZOvywISY5oQZ47LQwJgrzGXGoKCiaamN8+eYpYkggEcFehzaoUMej8DpVuYL\nBp8+12Ca/yM0HBIV+4FDkKTSU5MzYNpHwS0fCHfJo8ZdUbph3N02GJvezAzgfq6UmRmJijn5k7AC\nmnyaPC0gyLhTcAFD53GjmUMvMqlhSsQl8tz3ZbqAou80P9dytNy1u5QzuLSFYmJvkMbAoYJhXEE+\nKNU2EoKTD1FSc3lyUShcYXS8uIif++LXZupjvZY4NK2SBFghBKvZrCAlyP7BvV2srli04cL5RQjy\nWTrc28eQYhU2th5DtWFpgAvzIRghP1oWjoZN0xReGb9j4BRwHpuKDLjnOeSyyDOoEipizMHQWk/j\nYGZpmYSFmmCjchihtUFcQZVMW/M0Q59oCWa4U/8xY1ChOKNqI3GGg5wbrKxagcHGRgX3d+zc7Q0G\nKGiEpSigKTJm794e7lImHc8VeqSMGt+5hWaLFGqcY9S3n/vee9cx6Nti09/6zWc+tY/p/j7yPTLb\n5AYV+m6VzS10SNXYaiwiG5AJ5MEu8qP3AADaE4jm7a1Y97so6ParG3XEqX3mkRYoSPiSc4Vmwz63\nk48+hkdIVO3cGjJaV4SfOHomPdiHoP6mWYExZUV6kxyhnA35HlLGXhTGyDK7XoVh5FAeLaUrS0gC\nDx6z46xSSfDCk5Y+7A0GuE7v6Zt/+LuoU4ZbwjQEjY8OZX42mk00iKY8UseA+xyFgGgVA7i8ytxo\neKQG1lo75LZWqzn679PawlzTFUXLLMOIXJnHE+EyVgspS2EcDIA+IUIRF9A0b/rcx4DW2eHRKTbP\nW+SvUatgROtFdzzGvUO71nx47xh7VNAujcGDQ/sM1ucrqFCf0ix11M9gNHSF7p1BgYfH3Zn6BwCj\ndoo+/b9MJYwgX6N6BaS1AHKN+oIdXxtbq7hN/+Dk6hEEeWclRuNkhYQ0T1xC8W1LC+fDAh552jE2\npVW1kmCEzGQKyAr7fibpEGN6zn7ogYmvAAC8eA6K/JS0tiq+WVuum7j8tBXQ3L9zA7/351aFt3e6\ng4cH9vnfP/o7RHX7PJeWFvE4xQ1tbm5i+4JVHS4sraJOkWaVSgWVctzpApWkVLUy5CTiMkWGgsaa\nVNqhtHmeYjjqU1+0M0XO0hThI+eGdDJbpmzZPvdDFPMCp6LoZjkCUulU/BBxUGb1eMjod2Q2tS9Y\nWGxhbdEeXBWSZAAAIABJREFUojzBUdBCwzl38HEQBO6QMBmPoUhiHQaB+x1bhV+GyDLIsqakmPKf\n2lh6DAC8QFh7hRmbn0RgRFuFj9QvhUHoFCnCGOekXUjhJHPcm1o3SDCA+uh5wlF7xtigSQDgPoNi\n0j2HktKCgDPeNNyzfwvWwdl5J2LaR80Z5IywZeCVB6QAuS7rCjSMO/AZd6LjwnMmkZ6Yypo9ztyi\nxzhczRaH56iz9VX7947SCQwsd+1Vqg6a1YUBFyV3XcDwhPoSQJK5mipySHoXS61FbFx6eqY+xiED\npwV3fW0OS4t20u7tthFH9nsdn7bdoWVhdQnHJyTPPzrF1kW7Qc2vPAYqv4Ng3KkWlVTgfknh+fBp\nMRL8EYM9xuCXB8A4AjfTw1Jp0ZEW00M6GKamgTM0pYGUQrwFY6iQa3cQx24s+EmMhL7PZDR1ggYA\nSXmCjIfOfmFufg7bl+zmpBXHpAz83VdOgv/jD97DB59Y6fKoqzAe0XMwBinR+IPREO2O/XmtHqF9\nbP//+w/fgpJWpv9bv/lffXofJzmqj1lKCkchDClz+sfHCBZtXZNXjTChWpCksQgpT6mDIxiiZWMv\nLKcihPbAy42EBeAVknnXm1ArlrKMm4sIKPR00N4DKAQ42dpEk8yAR8hAfo8IpERAlIwXhphks6nz\nAhdEbWDKekMDrJJaMh2NpwG53ICmLuYaVWRUH6bzCRo0phlXuPaefTe1JMTxvq09CWl8FlmOWw+u\nArD1exvrq/RQfIzJcDUMfXfpNByY0GU3iiIYCm5WMK5+89PaeDBwl+FKkiB2dSzMUTM8z5GSgtP3\nfQjKTVNpinLIpnqMyoqle1ZYgLmY3Mh1jh1ywf/g9j7u0eHnoD9Cbsra0wgitvPDxHXcJRpVa42U\nNt+TdhsDyvXr9FN0xrPTeZX6AgwZmy6un0OVHs3usANFdV+a52jRIcG0zuM4tzV6x5UOPmZ27cvn\nllFbt8/+k+oqpKDxixQyIlrbALkq9zn2SNalKYXw4ODu0pMLBkkXZMWC/5e9N4mRLEnPxD6zt/vu\n4bFHRmTknll7VXexq5tN9pBsioOhhOFB0ggSIAwk8EYdBAGCAN10EaSLhAGE0egywBCgBqA4FJfh\nJg7JZrPZ3dVLLZmVWZV7ZcaSsfnu/nYzHf7/mUf2dFV6JlUDHd53SQ/P5++Z2bPlX79/9taENXeV\nCwAQbgvf+GVyxZ8cHuLghNZZOzyHS69S+4NaG2fPk9K5sryKBc5+bjabJrbO9gIT8qC1NvF3trQx\nCQt6oGxGA5NGRHtBPzAKdpJEJuY0SRJTEN6SEjGHAKhcPVecKVC680qUKFGiRIkSJV4IX7glqlWp\nGQkxTlITmJYqBVFwiwhhpN2mW8VKnTSAlVoTtqkiL57SuqMieDTLjJauoQ3hmZRyxg2lNHDKeSXy\nGYFgAcuyTF02BWEIEOeBtO0Zj5OQJhDT91zjItJpYngptFZGG5DSNtkhqdJwOGhYylkAPCxpCDOV\ngAnO19ksw8Cy7ZkkLiRy/l4LMTPlKm2yTHLIud15eVq4Ay1oWZRLUMYCSFpC8YzMtNv3JHReZIXA\nvHvhBchZo9FawGOtJ+hN+NY5pM3uJSUxPCTtqlIJsLJKlsksAyKeG/3RBIpNsLkrINlNdf7KVbhz\nln1pVbQJ3pZQGPRIax8P+gh80mb9RgMBl/x4vNfH/hNyG73+5lvY2CZLVKaE0ZTIUkDvIclz2Pw5\nzzLkGVemd11jidJCG8I75Aqq0L4gkLJFBcIyFh5bSmOVnAe0DgpXsETMVqA4jI2G5geeSdTIdWLc\ny0FQg1/hkkrSMlXVA8/HHgfy7+0/QZrOLL6FpmfbNhxO/Unz8YzfR2YmCaHV6GCRCUgdT+LhXbKI\nZFojnrcAIoBmUIWukHtq6I9QZ76myWiIta1t6tdkDI+X1iSLZ651rZHyPAo6TbgNcu2FkJiy68yH\nhaCowTZIgWlRLqKGmDOInDSFjouMS4moeEeWC2eRrGFiPMbkCc1rOZrC9ebbiosxPe2md13XfJ/n\nmalU7/mOIe+NswWkbKEajcdYX6F1dHh4hC+9QvxZ4/EE4zHNyyIhZDIdY3WZLAU7OzuG/ypOQuNC\nazTqsG0aNylmoQe5ymHxvhVG4Sz4/BkI7ABjdi3lqTKuHNd2TeJQkqY46ZFlQytlMhKlbc9Iah0f\ny9s0F7abESZMzDgaJ3jMZZ1uPjpCn03Hkc5NmIHMUuwyWaxCipMDcn9atoU+c0ONJmOTqGO5AfzO\n/PxCja1tWFyG6NJLb6HC4SB7d+9iwLUftc7Q4wSk6EhjmtC4Nla3kbo0JrqxjOU12p8ejSZ4Ui9I\nq8fIRFErUEExG6mQNqQorOCz0BDLceAXHFCNqnFlCn9WW1AKd0bmNweaC8twJe3jZ89fNu5fy9cQ\nHMwvbQsuc5/JUxnxWmsU8SlazNaGOBXDIoQ1sxrlgGWsZNrMQaUUhbcAsCwBj707eZCfcoHnUIWc\noZSpgzsvxPNGopcoUaJEiRIlSpQo3XklSpQoUaJEiRIvhFKIKlGiRIkSJUqUeAGUQlSJEiVKlChR\nosQLoBSiSpQoUaJEiRIlXgClEFWiRIkSJUqUKPECKIWoEiVKlChRokSJF0ApRJUoUaJEiRIlSrwA\nSiGqRIkSJUqUKFHiBVAKUSVKlChRokSJEi+AUogqUaJEiRIlSpR4AZRCVIkSJUqUKFGixAugFKJK\nlChRokSJEiVeAKUQVaJEiRIlSpQo8QIohagSJUqUKFGiRIkXQClElShRokSJEiVKvABKIapEiRIl\nSpQoUeIFUApRJUqUKFGiRIkSLwD7i37AP/0n/5m2LAsAkKYpis9CAYHnAQAUNCKV0Q+kBZEnAIBA\n5Mi5iamsAHyNJTWUUnQfIQClAQBeLqDyHACQ5zmkZBlRSmSavldKmd9qrQGR8fcZlMpNO7OMvv9v\n/4e/EM/q4ze/+U0txOyy4vNPfnf6+9OfTTt/ym+e554/7fvT/yelfOr74rm/+Zu/+bl9/PX/4tc0\nAIRZCC1cAMBRr4fheAIA6J2MkSR0L8d24Pl0zWQywZWtFQDAO29cw/VP7gMA7j04xGQaUxtcAaFo\nTkRZCgBotQNc2z5D93Ni9Pt9AEBNVnFug+6n8glqzRYA4Ma9Pbx7/QEAIJM+tJ6932K+Pfj41uf2\ncfPKsnYs6oPlCMwutpEmNC8smSGlJiJwbFw+vwUA+MVf/FVcv/EDAMDeyR6CSgAA8CUQBPQ5hYX+\ncRcAUG9UIHz6XioX9aAKABBCw7apDVJasK0KAMDzqsiykPuUIqOhwySNEeX0xz//3/7lM+fpf/nf\n/2OdpbRWhD1GHNFvb988wWRI66zRrGBlndZlrS3huvQup9MYwxG979HhGP3DKQBgZXkTyyuLAIBK\nVcOy+b1qgaUOfe85HiYRPdd2fLi86wyH+5hM6T6DfozDJycAgCyLUW82AAD9fgIxpOd++3s/emYf\n//S3/w9dfPZ8H3Ec8T0VFO8TAgIQxWWzvQQAHN6T8jyD4pet8xRanPptsX/kCpZH45MDCEN6R0ma\nAjwHlcrNXqKURp7TfRzbQcr3n4wnyDOaY//d//i/f24ff+f3/kwDgG3b8Ir9UynkGT0v1xppTp8z\naKS8p9lawwY9WwkBm9stLImM152F2Z5g9iQhzL21EsjzWV+KuW1bFsDPFNw2AEiSBCnfO7M0ND//\nH/2Db35uH3/87X+itUXty3IBrVz+nxqE1QQAuH4L0ubvhYTrUFtcVyBJegCAe3du4i/+9f8DAPjG\nL/wyvvxzP8d9FnAcaqPt2OBmIc0UVEr9u3/3Nu7fvQ0AWFxZxfaFiyjG3XHcYmggBE9mbQGaPm9u\nrT9znv78b/wvGgldLzRQ3MbC0/u25L+FOrXXQ0Bxo7V82g5SzGqhbejiXhoQsjgnMiidzb4X5geA\nebYFjZT7m+H1Nervb/wnv4JauwMAaDUaz+zj5taK9gOao2+98TaqxTuqNBBUaX0f7j3CytIyAODe\nJ7cQR7TWba+OamMJAJBOR/Ac2idqnQaaHToDPv7kDv7+r/wDAMArL7+GRo3u+daXvkSTuUCxvH+y\nxRqfD/lv/eKn4gsXoqSUM8FJCPjFQZXHGFj0omK4qNptviZHJql3mbIhNb0ES3kQViEM5E8JHgq0\nUUhhmYUqxdMbAXiT+kkBQ58aJ62L+9vwvPmHRmtNAhmKx/10web0mHzWNafvc/r600LjaaGouP6z\nnnX6b631U889fXh8HlyPfnMyHCPNHADAdBhh1KcJr1MNV9I79h0LLgsCsWXh8IgEh8F4DC/g54kY\nioXaLNaQ/P4g6P9H4z76fRIgLp87g+kJCVGbKw1stun7LANWz60DAI76IyCPuF9WcRtAAEI9a6UQ\naosWHJ5ftiMhec5mGZCH9LkeVJGm1NY40hAeC0hRD1vnzwEAljfPQvA7ybMUFs/BQX+IBwePAACd\n+gpWljboPkmCLCGlIUliZBlvjhBIkj63ITUbt8oVNCsTkyRGxILQPPDrLiYjGqc001hYpTX3WrOD\nfpcG7eT4BCFYYAs12i4Jqu12C7VqDQAQtTpY26JNTacaT3b3qC+hQrVJ7W/WK9C54DYnmLIQ6NkV\nrC/QJrhUaaKqaH03WsBSlb7fP9pDbzIAQPPUcZy5+6i0RrGE4jgygg0gYEla0woAeP6dXrsaGmk4\nBv8BoYsDzIIWhWCuCvmIZKmY3l2aJkgTnoMA0qxQ5tRsPWptlLxpMlPUcpU/e0NnFIKL1toINEmS\nQrNTwbIcSG6rpXNI3kvHvR4kN7yztATbZcVWZbAtGhedS6OQCr5fnueA4nVhOYDg50gNz/bNmBTr\nWQNGODy93yRxhHk7OZ1OAZsPeuGYdlcrPiyX5rvljAGLxiKHD23RvRNI7LIw/se/9ye4/oMfAgAu\nXriEr1pfBwDEeQ6bBTAJH+C9y7YUspT2tAeffILv/OWfAwBef/tncP7iJQCA53lGSAQkwHNEKQHH\n8ebqHwDk2gM0jaXA7BxSQphhEgCEOaItCMFnGCS0LqQEZc48+j+ea0Ka8wxCm3YKIcxcOS04Ka1x\n+nLJa8VzJLpdEko/+ugjnL1wGQDQajSe2cc0TeGwxhTHCXRM7W9YGplLcyTJppjymkvTCNWA3otf\nr8Kr0edISoQTUjTzSRWaBarxcITf+73fBQD863/9B6hV6wCAa9dewle+8hUAwDvvvIM2C36FAlMM\nrsXjIIGfeo7Cnc9R94ULUaetT5ZlwSoOcddHz6XN8d5RCG9A3y9WKmi0SINt2Ap2cTiqCPKnLEIp\npVEqszQ3EwHW7Gql1VOD9JTAwSKrhjabj9KZ0VrnwWcJOcXfp/+dF58lCH3W/f8uz3oWGk3arA5O\ngJOTYwDAyXGIvDAeSgkhzUtAZ2UBANDuLCKajAAA712/CaDY9HMUi1fr3GzAlk/TsdVuIKiw8AwJ\nwW/SCWwkPJeOeymGD48AAI92jiB4Q7LUTOOFPrWpPAObmwvICmEuV7B4bqpcQbEVxYo0pizAdFar\nUAm9873dLmoNen6/30XCh+MkHBmLx6CXGI1+dLCDSXQIAOhGEVRM30sPiCP6bbc7hc7Z7JXlkHzo\nVas+bN5Mp1GIVr0+V/8AQFkZrIDGI4sdpDw0bs3CAls1OmtnEEYkwMThGClbhT3twuXDI/cUWosk\ngOVxgvGI2hxnAlFGN+3uHGNnn+ZKs1mFsFlQyRLEYxa4LQGLhQrb9pHxO7Slh3qVLA5aRwieUis/\nH0LMNsQsy826pENhJswYO9RppUVrSF0oZPrU3NHIdLFPSGie6zkAZSwzOWy+vNc9RrdH835xaQU+\nj22mn1ZaTitDxdx4FgrLYBRFpu2WZUFIh+8pYUm6l+PY6PdJoNh5cBuf3LoFALh87Sq2WeifhCFc\njw6oleUNI7AW97aFNHuhFIDFQpQUApJV/CxLjWAhhJhZ3vIcnk99tz0HaZbM1UfYDjJ+b7Yt4fBa\nhMwBQUIORAgpqvy5Ac1rIo1yPGYL0o+/9wPkbNm48eEH+NXwP6LbuBVoPvqSVMF2+HwSCp/ev0e/\nfff7uPcJ3efc9kXkrDxJx50ZNpSAFPRbaQlonjvzoCo8CBZULACZsXRiJswIQIOVJ0vAcgohyoLO\naUxovp5W4ItPKTROz6niGjkzewFPKRCFICe1QrNCyurqchWDxwcAgLt376LW6szdR8uyoNkSetLt\nwXbpXAh1H3Z/h55lVwGHBXapMEloz4umQ/i6UFj7WF74GgDg8ms/i/2DbwMAgspDdHtdfppCt0f7\nzYc3PsBffIsE4L/3jW/gv/qN/xoAsLy0BsVrUAqBjK2O0ygyyok153lxGmVMVIkSJUqUKFGixAvg\nC7dE/WQM0pRNaqLWRLJAvtA7jx/h8YfkEmimPlYXScO4sOHg6hY1sWoNoDWZj6Edo8UppYzsmGv9\nlBxp5HMhjDWsaEeBwmzpOA6ZrkHa7/NYoug+/3Zc098lfuknXXvF/U9//1kWp+f9/llIUnKJLC8v\nYn9/CABQuYAspo/SM61HAy67bCdZioSlfaQ5hCatyhIWoENukzYur6BC77fVbCAI6PNgOER7heZJ\nN09x6xZpiv1+htHgU3rOOIQUpDlJLQCHrYJSYmVlZa4+LlY8jOIiTsszGrkjLMgqa0RhApe9Q0t1\nGwlbjQ5OxrBA7RXTPjJJ14fRBJMxaVbhBFhi378c95BosvZM/QQuW+C8WgCbugHpWrB4fC1pI2ON\nrlZx4bAJKc08VBpFvMizoawMcGjuuJaPhC1pYTRExG6vs9sbaHXIhTcZB+gedLn9E/jsvsmTFN2E\nNHylMgSLbEU+uwTXI5df9/gYSciuRqXRH5BlRmcSgylptp4r4XIsTdyLoBXNA9ez4VZmMTuF9WUe\nPO0OF6csxArFjmDbDlIOLDvtzhPQEGxFSeMpkphdlnmKdBoVt4Rky4h0HCivYZ41HpD79eHdO2gt\nrgEAAt+fteGUZVQpZfYbpRQse76tOGHXrzi1pyVJYlyYgefBZVfVaHCEm+//CAAQjUc4ebILAPhX\nH/4YjTZZEpsLLUQx9fnKlZdw8eIs9gcgy5frFetywcRh+Z4PyfGk4XQKzevP933TFu0CliysPAKe\nU5mrj7nQRr23bdvMKdsOYAJcdA5ZbGcyhxL0PuPpGIePyW0+HYxQ9ehGSRRh1Ce3UVC1kE5pHPM8\nR4XnGibH+PBbfwwAuHvjAyT8znUGJFHhfsopBgyAI62nXHJpOqelDWDL8izGqbDUCgjg1By2C2ul\n0ljskLUkywS6XbZSO+K0+enUb1389O1e47TlyqwXrY17y9ZAs0bvvN2o4pjjCvt9jel0Mncf0zQz\nLkUNG2cufhUAoNI+9IT27uWlDTTaFJZRq66iWWfrouWjd0LvK4lPoFLyTvWGA5yc0P6RJAkkh46k\nSVSE5UHawHBEa/EP/+j3MeX42595+2s4d44ssO12C7UKPevk6BhXrlzhx/pPjf88+MKFKNu2zeFt\nWRYKkWeUS1gVMg021h2oRZqYe59OcfyIJuPRsIdWkwbvfEfOYl3wdJxPbkz2s1mj8tx8D62NGfqp\nGAitIdgcq5Q28S5CSOgi+O45MU8w+U+77ic/z/PbeeKgPqt9zyNQSY6JWKy3sNgik+xocGJcT8Bs\n01XIcHBCriqlBVLe9BdaC5gU609OYVk81ipHq7UKANi8dAEAUG+6mPbIVXfn/h2snaEDKR9JPN4l\n//ygNwGKmBst4fC8agQWtrZpUR4PQ1jOfFNcIUPAAnWmhXERK50DCffTseHbHEuiFTKbOjQcHiKN\n6bdtV6PKgeJH0xB7j0h4sCwbFzbp4FK5RMArvrXRgWB3Qpak4NAOuItNE2ivbQdxmPBvY7QqdHBn\neY5hPv/GHceiCAWCEBZURmtiOozNpuMFFpZW6R1L20atTgdfOp5CSGqP6wtAFUKOB5VQH936GOPx\nEY+VwEXesMbDATzyKsEPWpiwi0XLECLkQw6A5q5EYYRsknHfLThifncetJ5tgloBLHw6ro9Kld5L\nkiYQHLOkIOiUBBB1d9F/Qm6G6XRs3EhCAMmY+giVwipi51wHdoOEdOn52HtEQspCo4XlFZrTUgJ5\nEWQOibxIcNG6CD9CUKkCc3uC+Nm2PXO52Q4cl2PL6hXs71ICx5//2R9g5yF9rviBOXAm0zF6Q1pH\nr7VfR7FErn/4Q9y/Ry6/wiXnOg6qdZpvrVbbCEWdhQWj2E0mEZptCgK+eu1ldBZoz7bE6bVnwZbz\nrcVKpQLF68N1qqgGy9yHNizug9JTRKzcxUobgSGOYgx6NJctBbRr5O7OphH+1//pfwYAjEdjM3Zp\nmmJlldp+frWNPsf3IU6wwP3uNFsmED1NEuRF8L0NWBwAb9v23DGmAADHKULNICCMQCi1mMXpipnr\nGDrBUpPW4ijKcMSCgbACQBShDyFs3jOgHOSFXi/I9UgfM2jee3MBCFZcpLbMGekgQ5IVbrg+kiLu\nL7eMm3UeXL10BdMJraFf+eY/RLNDyUJJFCKa8J6eayP8COFhOKL2K6SIWSgNoxzT8ScAgCj/FNc2\nKJ40PNnD40NaczXfheD259DIIhL8JIBv/81fAQDe/+A9LC7R3FzsLOKt19+kB2cwrthKEKDFZ9zi\n+nwKeOnOK1GiRIkSJUqUeAF84Zao01lgUkoTNKfzBDZLi5tLi9jbJNP54+EhxkO6yFM5Hh/Rb7da\ni3A5a0idCtA8nf2nstxkv2hLYubnm11/WlsgC0+RhZIaK6eUFpv/5+/jPJQC81icPuvaZ/32J79/\nVjufxxJVZIYdP+mid0wm1jhKoIwmbBvXBASMa6JRrSDjQMHhsI8wpDFdWOwgzumeyyur+PLbvwAA\naK+SxmkHGiM22S5vrJt3ev3Dm6hWOENsHCEurDC2BYutJGvri2iwKfrRwTGmg+FcfcyEDcdny4PS\nkEUWqW0jBc3TMEnMnPIt27g5vEThyQEFNT5OMjicNaRFgrrP7gytoTiw9iSM0GBXwdK0gnGFbpor\nDYszpdJMI405oN6yIdlMk0sHIWtNtmvBCudfwpOei5VlsoZBZEgyasPy8ipstrAp2Ag5aNXJBVwO\nDA5cmEyvTAtY7FJMohS+xbQAU4XBE5of4chGTdJ6DXwHW6ztp9qF9Oj7PM+QsbVna30DIbs+hzs9\n6DH10XV8yGR+axu0glaFpTk3GZeOZSFn60och7N9IMtwtENa7uG9DyBY+61Wa7D5PU6nMZSx+OVI\n2bUjpoAT855k2aiwu9O2XSRFILKbm+QCIQUEmwds24XPblwpJbqHJ3N1z3XpGUopY33xvAABuzz7\nx/v43nf/gp6HGF968zUAQJprfHDzJt2jGqBdZfqJIEA1IAvHYiszmXXFeh4OhxjzfjsYdJFwNqgE\ngHzmBi1OkhvvfRdvf/lnAQBf/tI7CNhqGqb5qUyzz0fVqxu6GdvxUHg6NRQ0hwRIqwE75+DwLIZW\nhetbwGFzbuBYyNiicvOjj3DIwf6ZzlDhPW2l1cJ4h9x/dx0fjSZZIUSwhE22gG9sbyPgzFRlWXCL\n4HsljNFTSgmfaUvmgWO5yNgKZENAF94aLSCKbHZIKLb8iTSCw/0NYMGVhe/KheDgc0cmKAxXEDYy\nc40ARxjAt30oHp9pngEmQ82C4PfsWYDNpjH9VEabeK5z4+Wrm+j26MF3bt1ClF4HAETxLKtYqdzM\ntSiKnzqfk2yW+WqxqbZeCbBSIQvSG5euIWaanYcHj1FfoL0tjlNkvAfUqjXUavRePF8inFIYxeNw\ngN1H5FK8uH3ZhI/keY6zZ88CAL6x/stz9fPfiRBVCCcUH0WDEVgC6YBM/4vNCpYXaCLsNzKEvJAT\n6ePRExrUV1c7WF0Y8H0m5p40iYsYIWlic7RWELJIx7VMqrtS6qn4JdNOSDi8EWmlIcX8Rrp5Y58+\n65rn5Yn6/8K19zyLIeYDYf/gBP0hTf4sF0bQfCo7UQO1gEzonutjEJMQM5qGWF6kg/TM9hYypgf4\n8le/jo1VMvNOExKkK80AXkBTs39yjP2dxwAAP/BNuq0QMJxKiY5x5domAODa9io+ukEumf5wjMuX\nr8zVR5mLIrwBru9B8uabaIVxkSWnFWzWAnxPwuMDYtCdoLjE8300m9T/VsOCJ5gnJ8xhu/TbaTjE\nCsdh1JTCiN2iypWY6MIcLxElNNaBsOBw9lascnQnNKbtVgvenC4SAOgdHyBP6betds24dNrNJs5v\n0DvIdYqUY6WSSYwBUw1U6i5cjzb0eBQjcOhQyZIc/S4JY0q5GPVJoGrVq+hxPNWnJyNsr9P7OXft\nPEKORxmMBghaBSeVa9Zu/fwa9JDWa/fJELYz/1xVKjeKket6iFWxQUcQFlMKACbN+/jhDTx4v8j2\n8bG4RG64LE4wOiHBRuezzGBhWbBtOkQ9v4oqc5XZjoMRuyDDPDV0LBrCUF5InSBgwdtxPUrlBzAe\nDo3L5FkoDhwppXGhSzFbf8dHh6gxN89y6wwmI3oGpESD09JfffVVLC6SEBWGIXrcz3q1ZjIJjXte\nKUw4Xs6v+DizTq6UYa+H4oxWOseA3cG3P7mFJ/vkzo/DGD//jV8CADRbbWT5fIqpjSpyjnGyoBGG\ndE5MMYblUAhIEHRgO3RoOvkEowHNtcn+E1gR9dn1K+jz3jXKNHzDa6WxxvGXX718AWs8Lnf2DrAT\n0m+zoAZngfYrp7UA1yNBU1gzpR1SI+c+hWFo5sU8kJYHixVJFwKZPYvjLDLYVZ5CCc4S9gTiCmeF\nxhoOK1uBLbDa4ra5Nnr8uifjyAjvOYQJn7Al0ygAcLRjoqMo0IauWWjV0GJ6gcATGOzQuCl1mkzh\n2bBEhCgkZfh7f/sjLCwTr57lWHB4rGzbNuduo1EzCrglJfnCAcRRiDRiZSVP8Bff/msAwFvnL+Cd\ni69ct1ycAAAgAElEQVQAAJY6HVTblNG7ub6B9298CAA47HWxtMw8doFn3p3t2FjpUNjHlUsvw/dp\nPmRZhm5vPoWmQOnOK1GiRIkSJUqUeAF84ZaoRhCY7CutKRgWoMDc2pBcIEHQwmaTgj536lWkx2zu\nn0gcMYfO9eMxltZIIg4SBSvnAF9bIQSbmDNp+H2EUsgK0jfHmrHyKgsWS+ixTiCYmdWyAAlmANaU\ndfQi+ElL0TzXf9bn08HzhZkdwCmytxlZ2ukA/tPf/+R9fxqZ57Owt09aZpRoGOvuqS4mp9wttmPD\nkzSOg94Qh32ydvj1Bi69/joAYPvyVTjMLltfXEDGrqqCP24SRbj9MWXhHe4ewOXgTSkk6hzo7FkW\nTo573CmF5WXSGhvNJvYP3wcAbG6dxdUrl+bqY7USIE5n/DYFc3EexbDZQlKt1mCxRchSQM4B53kK\nLLEFY7lTQbXKHVExKg7N69paBSFPqcODClY61I+tto0TdjOcZAlSm5mCLQdgwtdhOMFijSw/xwcH\nkOwGCIIUTjC/9jsdd6EzGsuqb6EGdtv1IlRT+pzHIWJ+n04OSLD2bgcIe2TF6u31EXl0jV+voGmT\nCyTOJM6doXbW6yECi7S7nu/j7kdkHazX1lFp0feR7UKzJj/q9xGO6J6W00TErrcH93ewWJ8vq4va\naRuLQJaliIuMS+mZgHBAo8/u4r07N9Bi/p1qs44kpeujMIZma6QlFDwmDXT9CupM3lepNRGzuzqJ\nQri8znJHw+bMNQsuDEGlZ5nIgtGgZyxRWms49nzB80V2nNYzpnXLsVBEJvuuiytnKUHD9yV+9P4H\nAIBbtz/BtZdeBkAWzIcPHwIAlheXsMDWtOOjI3S7ZNGpME/QwsICWmx/mMaxcSFubm2hyq5Fy7Yw\nZsLEW7c+wYCz4P7oj38fd+4R19Lf+6VvmkSfr3zlpc/t4zAK4bCZSygNqIJIVMBjN3ueRHi8Qxav\nOx99iP6nFEBvTSaI2RzTXNqErdii5fWgR9QuT+Vou+zicWxcukoZicsbq3j3xkcAgHvHT3D7fbq+\n1W5gaYmCjDc3N5GxdYsIWItEgRxxUhDfLn9u/wBASAeWLDKAMwiLflurBcWyh1CAU7jQ4xhLzKck\nVQTfJgtxO/BwscmZoxWJG5LW9+NUI+X1HacKVbbsV2wgZle8EpZJqhA6MwTTS4sN+DYnZEgFxy5s\nLU9zUj0L9foyTnq0j29sruPlVzmQ25LmNrZtweOkCHkqg15KaZj3h/0Bhsx3Fk5G6HXJMvndD97H\nFicxnFlfhdcjueGVN7dwgS3fj44PUGnRWeP5HqqcXGJbForqDdASEYcWATC8hfPii6c4SFPj71V5\nDs3uB9d2jZ9zMulhq30eAHDdt2DxhhKnGiPu562dQ1w9Q5vXpi/gcjwHcYexedKxDcuwUsq45IQF\nQ6TpiJkbKhcamrMW8jhHYZjTUEboehF8FjXBaRgiPw0Yuzgsk6VB7oZZv86cIVPo1tYWBhznE05D\nZOxHOul1Tcq9VhqWVTD+KhQsAxLiqYNkXnxye5dvlSFh4VKLGcmpUgoBb7p1PwCyIlbCwtY2ZWi9\n9bWvYfMKbZ5BNUAUFa6MEzCRLRyOKWguLODNl98AAHRbi7h3lzKG1tbXcJ5LrWyur2Of3Qbf+pvv\nwpbkQnOdBaSctWfZNtw5s/OmSUz0CABc24bFbalYPjgUAbFKTebMJNHIp7Ro3cqyyejwxQh5RJuv\njoawW3RASSWMSVrnEULF5mzLwSov7JPUQQ4SqOI4hc+HlOv7OGS6gF6YYKlBG0cmlWFzngdVtwqX\n3QBSuWhy9lQbEvKI1tPg4BApHwauH6DJJu96cwWfHlLbBg8HSOsco9VMcOUKCccbZ64Yl+Xtu9/D\nhDe1mtWBa5HA+/DBR1h7ieZKZ6WG/pDuY6cOqlw2Y9KN0O/Sb6eTBKE1/zbleT4iFpzSz4ilypIY\nvR3a3Cu+A9ejd9Tv94upC8eqIuf2aBuQnHHZXlpCu03vOkkShPxO8ziGzy6fFDkGx7RmVtfPQ7j0\n22kSYjIacBtSaBYq0ixDms6ntBVuB8uyjGtPCGHmuWs75vDp1Nq4xOVKUiWwzhmDURSiwxQHR0dH\nuHSJFI1qpWIUouPjY/O8zhIpKNZ0jH6XFCqhNJTHe6QAag124XseWm2aA3u7+/jrbxPp4Ucff4Bl\nphv59V//x5/bx6NhFwtVji/KBHSxn1g5jk6YPfvj+3jvXVKWMBjgUocOyjRJcdyj9VfttOGM6fBd\nVA4Ux/rFmYUOH7Jf/of/CJfeoPmbhGPo1W9Rv3/wfdy7T2EEd9/9AT7coH1nodmA67GQrlJkkoUQ\nKUxG4TywbNdkZDpWhM0zNHfefOUianx/mUdYrDPdyEmEoz3KHEzDe7jQon6t4wRbIe8ZsNAd0nvt\ny5cxBs1Ty5HoNOmeFRcYjHneTWYZ7bYUqFXZpZVO0Wf3bC3wzDylI2N+A8Fw6uO4R+/ulVc3ceYs\nuYK1ms2vJElMbJjnSDSb5JJzbMfEmUZRiDbPV1tooyRFfo6dIZNtDsZYYcby6967cHk+bF65gAbP\nu1RaJsQnUzkypjkRmGV3CmBWEWpOlO68EiVKlChRokSJF8C/E7LNGYmlhmLXiEoyWBxMl6gTVCsk\nNa8sBzgYkTQ6yEKEIWk7/YnGwyOS+he3PVggjcQWAq4mrSWJwqei+03mRKbhFhkyWiPTRZ0lAdti\nad21obKizlYMPad5/UVwOtheQEFxyQJLO6bRSs1M6tvbZ/ELv0QZbGEYYZlJGyfTBL/z+5SJczzJ\n0GKtxUOIlWXO6pAZNBNBpnGGnccPAQC2O2d1RQDjCVkpHFsjYOvINMxgAvolkOdF9pgHb4HG9OXN\nM7jyJml57dU1RKypjacjjPqkZaThFCJhd8GITPL7ErDZFTQZhpiMCwsOcPCErE/nL13Ar/2n/yEA\n4K2vvYODx6T5v/ud7xg32JnVRVTVfKbZyWBo+iYsiZBJ5Wzfh8PkhSrRKNJflK1x3KNxaa0sosll\nUNKTY1MKorWwjICDsbXOkXDgfLvhotLgGoC2gxqb6dvCQrdLGqYT2HALUkcFTNjqVal4sGucwSc0\nZDq/xXR9aRtdLoKM2Mf5i1QH6+TOPQy4yPM41ibo2nUcrG6ShVhZFfSOyDWkU4mULWNRnmDnJll1\nRp8OUKtRmyfjKSLORIvTMao8l6M8wpjL6OS+i1adrSPdEIMjsrD6XhPICpJMx5RmmgdpkpgsPEta\nJpQgyzNIzshCniEf0TjnaYqj8Zifa5s6hn5jEZbN1hCZwOas0FGo4Ffo/hIaPt8zFxqKeYuarWUk\nA5o/g5MjBAv0vqZxdorcd1YeJc9VUb7tmSgsRY7jPOXaK5TnjbV17PXJ3XG4u48mB9vW63UcPzkw\n12+eoUSC44Mjw/20vr6OB/cfAJhlMVcqFQyHZD1L8xw+Z2vGcYycXZmO45hSR8PhwCQPjScDWJwJ\nZokMSTSaq4++a4E9XVBCGsvovfsP8a3vvAcAuHX9Bs5ykepffesVLHFm7d9++An2OYTASWJc9Dnj\nrAo85MD/SZqg3iKrxcVXX8f6y5TBqCyN6hpb3WwLbvodAMBBd4SjTymDsze8ihaPqU4SKLtI7LGh\n1PxWGs92oNhd3Go4eGmLvSxtz4Qs5LGN3oj6sh9OMCy8L4GFlC2jeWyjn9P1Sytb6DJH1nTQR7NN\n89exK/DtIgs9Q3G0rXWq8H16P6PhMVJ+P71xDCkLr0aOrCARFc4s+28OZFrCdmhPXWh3sLFKVm0N\nCxM+U5JkYDLpHFCCBgB0T7qIQlpDWZpCMjFmlESYDmm9DrMIAWfwrVUaGMd0fawUJuxSPvyr72B5\nmc7L9vo6Mt6Ph3mMtCABz3Lk7MbXeWaKZv/H+M/n6ucXLkQNh8OnGLalxQeD7cDhCejrGDnXEju7\nvoj7nN7cHySYcDpxRVdx74Be7Ll1F/Ua+2xzBZFzIUxbzjJANBf2BLkUk6KauBLIijRyx8KP3qdN\n4/bNT7G6QhvEz33tGrHm/h3xWYWJAZiq8LlIoRTPau1DKZpclaqPBpvI9/f38c/+2T8FAEwmU7zE\nsQ03P36Amw/o5a+deR2dFXLzBF4fiWJ290zj/DYt+rsPPsVhnw/jqoeKP188TdHWNMtNnIhQ4lRl\ne4U859gDt4WXv0SuuMuvvArBh2d/NELMLrzeyREEuyEX2y3UiqyZjA6qe7eu43d/h6qvj8YaLh9U\njitRZfqCuw8f4taDhwCAX/r5n8fKOi2Uh3uPqDI7gMMnu1jnLJxnwavXIDngqzcZGabdQDtIOWPH\nljDkd0oqTBIuqJnGWOfCyHcOJR7e3wcAXDy3hnad6Q6yGK0WbQSenRuhYpTGkLyYG4nA6AG9//a5\nJvw2tX180sdig34bVBzz3tI0Q57N77+fnkwgY671FTpwOd6pUm8hYdbqUZJAK05ztwNwSCJOesc4\nYUErjCPj9kLuYH9M8U4D5wk6i+wSsBwol95nmGnEhVDkeAj79OPxKEbssOtzmiEdF4yJOfJJkW5t\nYW4JAxxzaTJWYYrrJlkGxaJGNJ3iZI/eka1GcJiGwnNsZFlRP1OiWWeGeaRQHPMTihxild6F62gI\nruWW+R7ijD670oLHfd9/sosFFgKd+gKgOT0eFsWkgOrRWYWA9wx4p7OX8lkMX+FT8HwXK9uUon34\nZAcJCyCT8RA5H1YL7TZidmVkKsN0Qn27tHoBr710DQBw9SLFVZ2cnCDi/5dSmFhB27JMIexwmqAQ\n5YW0DPu97TqmUO321iZCjgF7FmpBw4RBRJHGg3t0NvzZn7yLj96/AQB47dwyfu1nSUE7U3Xx4c27\nAIAbD3awxwfouaUqXuEQAhnFODohBUIFNtSAlLh/89v/Am+eUAbhxTe+DNeldek4Nlab9E5aVgA3\n5goDB4/QbpKLVEuuvkB/GTqFedBwXUxVUXswxPCQBF+5sQAJasNgmuHObaJfuHPnE2Ss2AWBNMV5\nkduQoH3ffyzQTwrX2ATf+BkmtwwzvH+dlMzEbmCJs6SXmjXkOd3zBD6iiEMVIoWEFSDHq5iKAVpo\nQwY8D1q+jTPsQq5XW/ADWhO1Wh07O+SaHA6GsDgYNp7E2JnS9/t7e/CZvTwVAjGP1XAyRchzd5JM\nIVl4jxwfAYdgtNbP4MrbXwYAPLx/Gw8+JGqFg4MT6Cr15SSaYMj0JK7n4jITPTfrNTza2Z2/kyjd\neSVKlChRokSJEi+EL9wSNR6PDTeDlBK5Zu6boGICuDKZI2etprm+gIUlssB0jyKMmYOmP03xgC1R\nt3ciLF9gvpQ0RsbatfA9KDbLSWuWhZdrZczoWloAaxu9/hh/+mc/AADsPu7i3/smuTfSPIHOikyL\nZ+O0tYlI8ObIhiu+tySSlLXlaQSmGEK1VoFizqDBsIfdPQpynIYh7ty5y8/SqHDpnNVmhMUquUMk\nJhhNmA/DW8AP2dp25/6nWFoh90x7oYks6s/Vv+L9Ca1NkKeUAnkRGSm0CVh3XAmtyMT66MEdPNp7\nAgDYPzzCMlvKekcH8F2656izgBpblxYbdO/1jSY8l+T7kUqRszlZZQrTMbV5f/8Qt26QG6m3+wT/\nwb//TR7XCDUmPRwPxri7uzNXH4XvIJ+y1bNSgcOm+UQCuqhxJhUkm5slbEy5fInvOXj1EgXQf/zD\n7+MhB0TWO1WscRZbOBrA5gw7z/NMgKNSNhx2kaxVKmjaZCH59PqxyTdoNR24RZlCBTgR3dOVEtlP\n4Tz7LJzsHiJj01J/f4BLrCU2a3WMBqRp5xqwObsymircukEEjaMwQszuKm0Dmv0t0yiHZpO6hoMg\nZa0VCkeHNA7Hg9RUow+UA49N857nIGaCzcXGAqrcxzBModlV5NoC8jksUULMAkOFEGacIaTJjBuO\npiYLz/eFIb30XAuSCTZzoWGJwpKdoQiorbfacJkHzXGUsXqmaQbNbulcJdjd52yiKITD7rWW60GI\nolyOZbinbMedW5v1nZklquAooj2nsGwruGz9WXXOYJez1mSewq+ylcUW6HFZJd+3EPDkGnVPsLVG\nc2LMLk4VR7C5neNwiiFbk7JMmMxHLQQGIe3T48kEx0fU98tXLmNtlYJ629UK9jkw+lmo1xZxyBxj\nN64/wF/++d8CAG699xFeWSGr+t9/6SyWFa2/Ox/dxa17tG76kyl8XjhVAF124a2tbWL7Kn2//+A+\nttnVNbj7If7kAWXkXfvS1/HGz/0iAGB5eQWKiWkn6QT9XdpD731v5opvrm8Y657KM2PFnAdVTyLk\nskuxqOIWZ0uubyziIltgpuMxDp5QvybjLqycxngYJ8gHvA8LC4FP7ZlMRijYrD2pcHJwBwCw1FnB\n+S26590nMYTm+3RHSDgzutqoY+MMBdsPxyMkvOfVAh/dez8GAAgRzxKi5unjKW65k/EAH96lvSRP\nMxwfkHUxS1IU9Y+EFMh5rlUWGsjZ0rq02MHrV8n7MjzYMSESkQLUhOZgYseoblI4S21pCRG7uuvn\nL+AVtrz1Dw5wm8sgDaIEAybqrGqNlTVyNXZaTQwnz5dU9oULUYXfH2B28YLNW2iT2SIcSfS/AGQ4\nxvlVMkePuzEmJ3zNUCDm397bPcLLS+yK8L1T9ZRyWOxuyfMEmjOX4jSF4s0rtTxopjL4/g9+bArq\nBhUP114mAaPR8JBF8w/kPOziT10PGBeFFhbihK7pD4ZosttmPB6YtMtut4ckLVIwFQIm0xNCot6g\nw6zVnELzokQWGeLCg5FGNKJ7njn7NjY2ebIsLiCPj+bqX5EZMR0PkfBGkecpXE6bXVlZwpkztPme\nu3QBKqd39jd/9S7GXOMpDCP09okhdnGhCZcr7U66RxiccGwFZ6iktkDG7iWpbcOke5oo1YOE4KPn\n0Z37+L1/9X/TeKYZVtp0yEmhMRjM10dLU2YTALiOi5xjT5LJxNRfG1k5lvikt20HtSaNy9d+5qtY\nXyPTeVXFWG2wC280xNChsWg06+izoOJ4HhyPyTaDKuqc7ZULG1tniSX5zs4RHnxEG83lVxeg6zRf\nAjGr0eU4lhEw5+qjchDzRqxFhmMmlWvX14qyrojSHElC1+RKI2UG0mkcm7qXlmVBFvPaso2CMg4T\nyAG7bFwHimt6rawuISoyrGSKdoPGLU8yQ2uRZrl5n77vEgs2iFxyOqcbqMBTxLTFOoNCxGmgaS4h\nON7MrVgIKtRO13YMeam2HCDnlHhpwa1zEdxKYNau5ThI2FU3ySeGTTsdD9DrkxBQrQWIpqysZItw\nORNT6VlNPduyDGP8s1AILkIIQ3Vi2xaKpFvXsk0Mi+/4eP0akRHG0zF2n5AQU3ckpl06QEQ0wSZX\nCuj1R7h3jxSTPRZ41tfXsblJh+t0OsXhIc3JNE0xHNLemSmFJKQ+xmGINmdYLS8uGvdfGIYmNuVZ\nOD4a4cc/pozcv/7Wu7h1nT4veho/c5n2rxUPONghBenx3pEp0H1uZdHUQ3VyjR8/ICFEHwxR5czG\n5eUNtDjt/c2zG7j7gA7W+9/7S+RMerp99QranBE9PXkCjGntdh8/wSc3KT7q7bUNSv0Gkarq54jd\nkzKHsLnmndNGrige6c6jA5zdJMEznPQwmVBMlCVT2FyxYzQdQHL8ZqakWa+25cJx+J6Wix98j4pP\nt+oN1Ju0P60snUM4pti48WQIzQqctAWikFm7sxyez8XiT2WBPi9EmiDi+XJzdwcfFyS1loMqt9OG\nQMpuUL9WxfGQY7rSGHXOdrUWVrHLBL3uSRdXed+dNOpwmxz/GKWYJjQ+YRaaLPIwSU3B8OrWBlY4\nhCivVFCd0JgHngOHyZ+l45os8XlRuvNKlChRokSJEiVeAF+4JcrzZlTrQRDMSOW0gpBFECoMN1SQ\nKWyzJjM+k2B0TBrTVCfIWauZxDb6A5JkFyVgyZk2XljvHcc2Qbepq5Gw5cNrrODgkCTWH/7gtsn8\naTRdLHWYgM3OUHkOEsOniS7FjHNCKIADWy07gMVB9bkCkpTdKv0pxhy42Wr5ALsQ8jw1BJtpEs1q\nbglptISg4qPZIVPlJJXYeUDj06jUYXv0uTucoFKjoLnq0iqkzcGocHHr7pO5+0fPC6ALAlMBnL9A\nLqyLF86hwWSp3e4RdvdJ+0vDKRaqpPGtnNtGu0PvteK7SNkV1u/1sLJC/CFvvEYa77/5oz/ApM/E\ni6IBqFlFbpcz5VYWO1hkC9nOkz3cuf0xAGBpqY1zF7g0hGujKmckap8HR9pocxD6dDA0GV7uNEPK\nLmihczhs7cvdFBfWqKTMl197E/UFno+bG1g4IItbNdNYWCDte/PCNkZd0tyPu12MOVg9WKyhs0r9\nHk0nOH+erLDv3XyEwyPSyk52J1h4mfqUpJmxRtRdF85z6EHtzgIq/P4cz8eYNbEwbiFlk/ooThEW\nJUiEBMCBm3GIkK2DtYpjqp5btgebNeokm+CYywI5FeDKyy/zs5rQ7IbqnuzD5lIWWZxiwjUEnQUP\njkNrMctSCFmUb9JPkbk+C5Zlm/0my1Kzr0yiMYZjnvvagnRorVuuQqNBbgBX2piy9bfRbiCcMAdU\nODEV7pt1D65TWNMlukO6543bh1hkrbhqp3CYi64SWCbBpVKtoclEncPxCOA1rWfJus9EsRazLDOh\nApZlI2drxNFRF5rdrq7IsXJhGwDws++8gzt3aY00my381QlZaD0p8PjThwCAB4/20OfkgSLzL89z\ntHg/XlleNpxBx8fHOH+O1v/9Bw9h8TxcaLTM+DcqVUx4b3MdF+12a64+/tEf/rkh27338R1U2cLw\nlWvbOMsB1YODLvafsPVrkmGlxokX7bZJkhiMQgw5WeTjvUNsLNI+8/LLF5ArWou1eg2v8jz179zD\no08ocL29tIilZbIK2wtLyPo8r/0agirtOxI+tKB5JGzLcC7Ng1jlcHgfd4QDu0F7QHfwGCGvyzg6\nRhxxmSvESFLqb5IM4Eh6J9JyoZgXL1EZYp4HQgSQHA7yeLiDZkjXrDsealyKynVjhDaNz/HJE3SP\nydpmuw4qbHnN/eApb9LzQB6NsNCnfV5PBoi5Xl5geWgx2bINgVFBdOnZCDgRQqgMzQ6tlTzO8Ogh\n7alq3Mdyi/oewkaVsxSPwi5cp6hLqaHZXW8lqaG2ypRGMqa95ODTPTw5ovOv2WngS28REajWeO7+\nfuFClJQSGfs20zSF5xSZMA6qVVpUsRDI+IVXGm1M+aA8s9xGjwsTfzrax2hAm9HZs9ewuUnxNcng\nFhyusyTVrICmlBIOx6/YnocRs7T29g7xvb8h3+ygHxuhbn21BcWZCv2TCWQ6v397xiBOPmrBLoEM\nNoRLrqUcATJe0LWKi1aL2ra6prHcoXHYXF9Ch0nC/KCCG9eJ7feP//iPEOfkenEdBzm/tlRZSBQt\n4oO9CUKOrXIba+g0aRG8tNGC26TNYOf+R/irP/yXACgDw69wABb+m8/tX1KQRKoECjQJG806mg16\nRhwNMVD0nhqVCpw1Mkf3vBEsNts2WzU0K9TP1dVlhJzttNBZwWtvUIrxyTEtlA+u7yDlA8Zy8xm/\nm9LYOkPv/etfexsNXog/ek8i2OODM08xZNdCtVLD5mrjc/tWwJGA5MVcFYLJVwHf90z9qprlwOVp\nEWUKXswElbv3sbL4KgDg6htfwYD70a4GqPN7EFmE1RXaFE4X3Tx/7Q0srpPbYHzjfbQ5PuzyuS1M\nCn9/CMQTmjsTzGg8vChHK5/3+AXcJReai3tL7SDgwrOT6QQn7GocRQk2z5HQnekcR7sUi2dJAZdj\nL4TIkfEmFadArotNxzIuv421LUguTDweT1GICS4sIwjXVtpoF4pOlsBlaorBIETMY1urVRGG8wnC\nABD4PhJD+yBmjOJpBsMZqC1UauRCbbQEanVaB+kkMhnDrmubrKFpmqDi03zstOvwOMto5/Fj/PBH\n5Aq6+fEeLm3Su7u61cQiKxVKJXCCwlXgYcixRnESIy+ylm3LFLx+FgqyzTAMzXd5nhvXoPQceAG1\nOxx28f51oqU4f34bl66QsHB0dITt8xT/uXHmHO7xASWlxAIfXMWS830fu7uUrWQJiUZRiDfLDQXL\n+uoqBCuI+/tP0KjTmmvVmyab1/d94/57Fm5+eAfHu6SIieEIb26Qoni5WUHUI6HiYDhFb8Ds/raL\nDpNzCl9gHBdksQKvLpPgVKvUcO4ckYpuLTfhhjTeBzsP4bErZ31lCaOM3E+j/jE2tt+ifmxdw94h\nvbf2xgouXKWxU8qB4mxLy7Zg2/OvRS8ITL1NFwLCojk4HVt4uEOH+2TURZpxmAsyxAnTrjjC0J/k\nuSgI8aFyZQT2LM8gRKEwSdhBoQz1sMT0Dm+/+iZsdq3/+bsf46Bb0BoAE44XSqZThKzwaVTwPNXz\nomEfPivLZyoBNM8X5MqEfGgFU6Rd6wxBUewBEh5TOkihMB1zLF4UozvhkA7XhyhqC9pAzNcMBkPU\nCxdknhnLisoyeDxuaxvrqHDoTK05M+6oPDe0KPOidOeVKFGiRIkSJUq8AL5wS5TtSSiuMZbkEUKu\n3aVyoMKEmbqyAF0hjSHw1pDEJNtVhYDF3Cu2DpGydeDO7gBnOUhxyd9A02PrTdSF4nInStjocw2l\nh08GuPmEPt+79wCPH1BAou3YSFhruXh+Ex3WzG0kiOX8wXSnLVECElFCf0diEdMpfY6jEFWXpPh3\n3noFL18j8229FWCRq4V7boB7D6lt3/rOB7h5kz5nzgY0u5piAAkHyUunA8muukBGOM9usQvXXoPP\nVhqhFG7fpkDID7/3O4hGZN3qHsW49tKX5+qf4LDjMI7QbJEmenH7HC5sc7DiSh0hk0HmGTDlulSN\n+irqi6TZbl04j/UlclWtry3DZ5XDcYCjA9J0f+u3fgsA8OnOFBZXu8/FzJVzZm0FP/91avPlS+Yl\nN1oAACAASURBVGdw8xaZ/KFjvPoSjYOUwMYGE7d2qjjZmc9lGVhAUpAuOh4qHKkbIkeoyYK2sXrR\nWEWm4yFSrt9484d/i3V2m1y8+hqq4GQFO8cnn9DY7+3uosLm/uNeHyvniY/n8ptfQcrB+r4lMGLC\nu2vnVg3JYX/Qw5S1rzTQqHFmo5NmGA3nD7q2FgRqHmlfYuIYU3h/NEBS8H/ZDroDGgfbd1BlK02z\nVoPmeZdM+xgPqM2DcYI0L8pyWNg4Q+/Yciro9mkcHCuAYpdMteoiYrP+aJLBYQvGdDJElhUB7Smc\nQtNO1XPkAwFJGp8isRToj+hZSolZDTBRQ40DbbXaR8iB2J7voCaL7DfAKbLZXB+tJVqv0naNtt/q\nrODqVWpdu16Hjsh6kiQpKpyBCNdGyiSrg94hnAqt9TTNTHKB43qm5uezoFjDdh0Hii1ZWmsI1qQb\nnTYC7qeUCodsCZgkGVpcFuOoN8KIA3W3zm4hY13advYwGo94vLg0SJrgkEk6V5aW0eYsJvuUpX9/\nbx9trr8X+D4sDmEYDvomYL5er2M8no9sczgM0WdS2FXPxflF2nOQjLE74jqTYY6Qa58t+j78Ju05\nUy/ACVuNGq6PwR7tLeuOg3SHAtQPJwu4skXnR65t3LlDWWwLiytYYF63g0f30VqlObKwfQXNI2pP\n5ko4nM2pkCNnC3waJdCGLev8M/tY8S0TGuHYElaFxml16QJim/o4jCxYnCkrFExWKJE10/6olCYW\nYhChb+FuFdAoKkJNohQYkCfDq7Wxwy6t6pMhvnqGOK/atSruPqKx0kqasBKhUyQFH5nQmN8/Q3PI\n4jYHGxsYiMLqnCJg62yz1TTv2tICdpF4poGj++R+puD04rzwUFki61mt2YLFrts46sEzvFu5WScq\nV8Z6lqYphuxefnJ4gMMjmtfLKwsmYcn1XCTJ/8+y87RQcJkc0LZtuAWxohBQCaVAd6McGdevysYS\nP/rwuwAAb7OBFc4+6zckul1q7sOjAX77byjt8vULHVxbY/P6u++ZtPPROMTREzb9Hk/R51RX2xMI\n+IBeWl2AzYN37twmfH7JEh5QeZ5MC2liorJMYcDP0p6LjA+Pt9/axptvkDl5pe3i2mVaoGtnzuHO\nXZq8v/t//Sm+/V2qBzVOHGiuBxfJZTTW6bft9hKWFikTrrPYQbvNpvNG3TDRHh6f4EfvEbPvhz/6\nPh7fps/nVid447VtAMD7P76P9aXqXP2LmMqg2Wzhq2+T73ir42G1w5u1O0LA96ovnoO3QG2ttM5C\nMevzcNLHKhNiNmoONPv679z8EP/in/+fAIB3v0/vNAgqyNj9mmYxeK/GL/3i1/HyNRKW9ncfYvcR\nuSF814bDAsrqSgdfeYWuee/999Efz0dVkU81XI4DmWQZQj5khspF7JELcfeDPUzZjRJlITpcL8+r\n9LDxgDbirdV1bJyjWCnLEQht8t8/unsdORfcXjm3hCvvEAP9ysYWBixstFc30e3SNRU/xUXe6A8P\nbJM5CMeBzMldORwPobP5RYzeuIumQ2ulU60h54zP414K26bvdb4P8CYSJwlkQWNhAX6lKOxYQdwj\nAc+t+og5A3NxsYO1DZqbGkDOwlXgBUBeBAoqxOwqj5IQ05QOIcciagD6sURngVzCKktQZ2qIeZCr\n2QYYhgnipBA6PDgF8aqWiI7ZLTYMsbxK7yhwXQgU7hAFl4VMWXXgV+maNNcQLCRUO8t4vU2KS3/9\nCXYfcOZPqvCYs4onoxgBFyN266mJNfL9CjjxEZbjIKjMtxZ1XtRqkxAFG7/WJqvQzqUppB1UOrhw\ncYl/mRm3tO24hlJmf+9TBNymc5vrxnVXuF8XFhbgs0Jx0u3h6JiUEiklmszHsrW1gbioNSoEPt0h\nF3CcRWjUaF8P45DiwObAk8ExHGZ1vLTaQYXj44bjEEe8nvupMqSqWgpY7Gp2ggZ0SoeyzlJDYhks\nNNFgJvD+o/vYY1fX0toqXA4r2ds7xCpTKDjhGLe++5fUhnd+DivnaL+ejk4APmNSIQwpb5KESLOZ\ni/VZmE66gCoKqyt4HGe3ttyBmvJZJSrwbJoXpBcwqbQGBBcX1iKFcb6eKvwmNEzbhJCYMFHn/v4B\n1tf+X/beLOay7DoP+/beZ7jz9M9DzV1VPYpNNtmUuimRtERqpBQqihFHARJASWArMZz4IYBf8mYg\nQB4MJQ8OYufJiCBY0OTYGiibotRsDt0ke6rqsaprrn++/3/HM+6987DW2fevZnX3rQJacIDzAd11\n69a95569zx7WXt9a36JYtjffuQbJ9SG1EVCqqDXrO/V1AXtMYkTcN9v8w6AzDeNTn1/eO8JbfFju\ndTuuEHAjyrG3R88oSWIYLu589tQpnFohg304jZDo4sAAdDnOVioPU+5zkxvYYv8WwsULGmOc4WeM\nQcjCoWurq6g3uIbnYhs1tksCP0AQzid8W6Ck80qUKFGiRIkSJR4Cn7wnylpnvVKwN7sbvRS3RnQS\n/sH1LSydInf5SnUH3/0bKvnR3ejii//prwIAMiVhJLnidrZGsBzFf+v2AV79a6pxtHf5CgxnUoX1\nCpoNcvsJXyD0yNp95nNPYWmN3m9162hwvblqoBFp8gLIPIHJ5+8aeSwQrVqrw4yKcggD/MYv/yQA\n4MnHN3DpTcr8+Jmf+lVU2Jr+3d/7C/zFX9L9b++NIDhrKJNVSPbOPXL2HBZYGLHVbiPnOnXSs07w\n8tLbb+PNt4g6eu/tS9jfI50XHQ/QAp3MWpUm6hwYura2iG47nKt9hk+tgRDwOfDyyfObWFthPZpm\nFQ0OVmwvb0DXHwUATLGClLPZ2nELxqNnc+3GVbzwl38KAPjWX/w53r58ndrDukK+74MTfFDzQ1y8\nQIHXF8+fwB5TC8PDEepVOpmlaepKUORJhL27RING4xjxnAkC42kEn08vw/0hrt4hT0utewp5le67\nv7ePKeuYaGtn2VvZGJUX6WSVPv0pnNgkChOZhQ3oObdWz6F6kgJSV9dP4exjVLIiCOrg2HM0eiuo\nMaV80L+LRpPaJ2WPypkACGt17I9p3ihlMYnnP/32bw9g6vTd9aU6MvYgTaMMIVeOb7caWFulRIQs\nn9WRSuIYFdam0Sng+9TezsIi2kzX+4GPOlNgQVBFhb0D/YM+dEbjoNFsQbJ3yCLFhL1qEClqXJIh\nmqaYTslrEfgKWT5/dt54MkbCLv7JWMPj+VSr1ZEk1JYonsDjYNZ8aF1qXFCtuVN3KD2AyzEdHg4R\nZbQ2+PUGBJdUmoocDU7O8KsdeFWar6Nkgndu0PzbGwxxbpn6avVkbeZRlAoqKGghYDKnl8bV1szz\ne/R7itVKa+PoTCllkQAIwLiSUosLSxiPaE3I4gksRzg363U8dpG8yLdukTfJVxJLi7PM0CJxRymF\nCs+/xcUeIg6LkJ5XMC/oDwcYjZg+2d5GGMy33kyHAzzaprGz2W24LLNxlLlSS3EO+Ox1CSGhWIcs\nHk2cZyCoVyGYBTmMJjh7kairVSuws0setThLcOokeZl2TIx0RPO+0+4i5oDzratvYFpoGiofN98l\nseOls+eQiUI0N8eUk2XmQbMeYjopPIlTDDix49Xt62goWrPaFQ919lD2B2NkeRFQXYVmT5FFVuhr\nUixDIeJsrRNglUIC7KmPphOMOMC/117AO+/TWmmlhwZTmYHXdHSuySPsFYsx7Oz6c6Di+TBMNY7z\nFBFnDnbaHVSKZAspsMQCr1euXMHBPs2zVruNs3UaX1XlIzMFpQhMmFpt9LrY5VqjJlRO+JTvFABl\n2hkl3HuFiOz169fRP6Lv5uYkYh6/MDnGoznnIuOTj4k6Fi+UZRn0kGvknenh0JDL/sprO7iyRQZG\ny6aY8oDq372FZ577KQBA79QaFogBwnSSIp3QdYUxkIomeZbvuDTTVrvr6lE1Kz4e2aBB8fj5RXTX\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MPQyBEk5nMI0m0Ex7La4s491rtBY3Owu4wNpzt46GiHdpTXtipYU2JyjkaQrLXszR0S5u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\neX2fXxEW1urZZ8XMAJqN5WOGVXHPyj1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SKTYREkZCJ1s7bGBEUPp9vtjGRIlO8FHYxmFG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize some examples from the dataset.\n", "# We show a few examples of training images from each class.\n", "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n", "num_classes = len(classes)\n", "samples_per_class = 7\n", "for y, cls in enumerate(classes):\n", " idxs = np.flatnonzero(y_train == y)\n", " idxs = np.random.choice(idxs, samples_per_class, replace=False)\n", " for i, idx in enumerate(idxs):\n", " plt_idx = i * num_classes + y + 1\n", " plt.subplot(samples_per_class, num_classes, plt_idx)\n", " plt.imshow(X_train[idx].astype('uint8'))\n", " plt.axis('off')\n", " if i == 0:\n", " plt.title(cls)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Subsample the data for more efficient code execution in this exercise\n", "num_training = 5000\n", "mask = range(num_training)\n", "X_train = X_train[mask]\n", "y_train = y_train[mask]\n", "\n", "num_test = 500\n", "mask = range(num_test)\n", "X_test = X_test[mask]\n", "y_test = y_test[mask]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5000, 3072) (500, 3072)\n" ] } ], "source": [ "# Reshape the image data into rows\n", "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n", "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n", "print X_train.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from cs231n.classifiers import KNearestNeighbor\n", "\n", "# Create a kNN classifier instance. \n", "# Remember that training a kNN classifier is a noop: \n", "# the Classifier simply remembers the data and does no further processing \n", "classifier = KNearestNeighbor()\n", "classifier.train(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n", "\n", "1. First we must compute the distances between all test examples and all train examples. \n", "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n", "\n", "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n", "\n", "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(500, 5000)\n" ] } ], "source": [ "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n", "# compute_distances_two_loops.\n", "\n", "# Test your implementation:\n", "dists = classifier.compute_distances_two_loops(X_test)\n", "print dists.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fq1ar6Xnp9/tJp9N4vV7K5TJ2ux2/3084HNbm7+joiHK5zGQyodvtMhwOqdVq2O127t+/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\namY2mxEKhRAMBqVap3kp43I8Hg9qtRrGxsaEc8NOO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We can visualize the distance matrix: each row is a single test example and\n", "# its distances to training examples\n", "plt.imshow(dists, interpolation='none')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Inline Question #1:** Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n", "\n", "- What in the data is the cause behind the distinctly bright rows?\n", "- What causes the columns?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Your Answer**: *fill this in.*\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Got 137 / 500 correct => accuracy: 0.274000\n" ] } ], "source": [ "# Now implement the function predict_labels and run the code below:\n", "# We use k = 1 (which is Nearest Neighbor).\n", "y_test_pred = classifier.predict_labels(dists, k=1)\n", "\n", "# Compute and print the fraction of correctly predicted examples\n", "num_correct = np.sum(y_test_pred == y_test)\n", "accuracy = float(num_correct) / num_test\n", "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Got 139 / 500 correct => accuracy: 0.278000\n" ] } ], "source": [ "y_test_pred = classifier.predict_labels(dists, k=5)\n", "num_correct = np.sum(y_test_pred == y_test)\n", "accuracy = float(num_correct) / num_test\n", "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should expect to see a slightly better performance than with `k = 1`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference was: 0.000000\n", "Good! The distance matrices are the same\n" ] } ], "source": [ "# Now lets speed up distance matrix computation by using partial vectorization\n", "# with one loop. Implement the function compute_distances_one_loop and run the\n", "# code below:\n", "dists_one = classifier.compute_distances_one_loop(X_test)\n", "\n", "# To ensure that our vectorized implementation is correct, we make sure that it\n", "# agrees with the naive implementation. There are many ways to decide whether\n", "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n", "# you haven't seen it before, the Frobenius norm of two matrices is the square\n", "# root of the squared sum of differences of all elements; in other words, reshape\n", "# the matrices into vectors and compute the Euclidean distance between them.\n", "difference = np.linalg.norm(dists - dists_one, ord='fro')\n", "print 'Difference was: %f' % (difference, )\n", "if difference < 0.001:\n", " print 'Good! The distance matrices are the same'\n", "else:\n", " print 'Uh-oh! The distance matrices are different'" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference was: 0.000000\n", "Good! The distance matrices are the same\n" ] } ], "source": [ "# Now implement the fully vectorized version inside compute_distances_no_loops\n", "# and run the code\n", "dists_two = classifier.compute_distances_no_loops(X_test)\n", "\n", "# check that the distance matrix agrees with the one we computed before:\n", "difference = np.linalg.norm(dists - dists_two, ord='fro')\n", "print 'Difference was: %f' % (difference, )\n", "if difference < 0.001:\n", " print 'Good! The distance matrices are the same'\n", "else:\n", " print 'Uh-oh! The distance matrices are different'" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Two loop version took 35.760776 seconds\n", "One loop version took 34.744587 seconds\n", "No loop version took 0.706252 seconds\n" ] } ], "source": [ "# Let's compare how fast the implementations are\n", "def time_function(f, *args):\n", " \"\"\"\n", " Call a function f with args and return the time (in seconds) that it took to execute.\n", " \"\"\"\n", " import time\n", " tic = time.time()\n", " f(*args)\n", " toc = time.time()\n", " return toc - tic\n", "\n", "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n", "print 'Two loop version took %f seconds' % two_loop_time\n", "\n", "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n", "print 'One loop version took %f seconds' % one_loop_time\n", "\n", "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n", "print 'No loop version took %f seconds' % no_loop_time\n", "\n", "# you should see significantly faster performance with the fully vectorized implementation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation\n", "\n", "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k = 1, accuracy = 0.258000\n", "k = 1, accuracy = 0.276000\n", "k = 1, accuracy = 0.260000\n", "k = 1, accuracy = 0.250000\n", "k = 1, accuracy = 0.254000\n", "k = 3, accuracy = 0.268000\n", "k = 3, accuracy = 0.256000\n", "k = 3, accuracy = 0.248000\n", "k = 3, accuracy = 0.254000\n", "k = 3, accuracy = 0.264000\n", "k = 5, accuracy = 0.272000\n", "k = 5, accuracy = 0.280000\n", "k = 5, accuracy = 0.252000\n", "k = 5, accuracy = 0.260000\n", "k = 5, accuracy = 0.274000\n", "k = 8, accuracy = 0.256000\n", "k = 8, accuracy = 0.268000\n", "k = 8, accuracy = 0.270000\n", "k = 8, accuracy = 0.244000\n", "k = 8, accuracy = 0.272000\n", "k = 10, accuracy = 0.268000\n", "k = 10, accuracy = 0.268000\n", "k = 10, accuracy = 0.262000\n", "k = 10, accuracy = 0.266000\n", "k = 10, accuracy = 0.262000\n", "k = 12, accuracy = 0.270000\n", "k = 12, accuracy = 0.248000\n", "k = 12, accuracy = 0.260000\n", "k = 12, accuracy = 0.256000\n", "k = 12, accuracy = 0.284000\n", "k = 15, accuracy = 0.272000\n", "k = 15, accuracy = 0.258000\n", "k = 15, accuracy = 0.238000\n", "k = 15, accuracy = 0.264000\n", "k = 15, accuracy = 0.278000\n", "k = 20, accuracy = 0.274000\n", "k = 20, accuracy = 0.254000\n", "k = 20, accuracy = 0.246000\n", "k = 20, accuracy = 0.254000\n", "k = 20, accuracy = 0.270000\n", "k = 50, accuracy = 0.238000\n", "k = 50, accuracy = 0.228000\n", "k = 50, accuracy = 0.234000\n", "k = 50, accuracy = 0.242000\n", "k = 50, accuracy = 0.238000\n", "k = 100, accuracy = 0.224000\n", "k = 100, accuracy = 0.214000\n", "k = 100, accuracy = 0.220000\n", "k = 100, accuracy = 0.218000\n", "k = 100, accuracy = 0.222000\n" ] } ], "source": [ "num_folds = 5\n", "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n", "\n", "X_train_folds = []\n", "y_train_folds = []\n", "################################################################################\n", "# TODO: #\n", "# Split up the training data into folds. After splitting, X_train_folds and #\n", "# y_train_folds should each be lists of length num_folds, where #\n", "# y_train_folds[i] is the label vector for the points in X_train_folds[i]. #\n", "# Hint: Look up the numpy array_split function. #\n", "################################################################################\n", "X_train_folds = np.array_split(X_train, num_folds)\n", "y_train_folds = np.array_split(y_train, num_folds)\n", "################################################################################\n", "# END OF YOUR CODE #\n", "################################################################################\n", "\n", "# A dictionary holding the accuracies for different values of k that we find\n", "# when running cross-validation. After running cross-validation,\n", "# k_to_accuracies[k] should be a list of length num_folds giving the different\n", "# accuracy values that we found when using that value of k.\n", "k_to_accuracies = {}\n", "\n", "\n", "################################################################################\n", "# TODO: #\n", "# Perform k-fold cross validation to find the best value of k. For each #\n", "# possible value of k, run the k-nearest-neighbor algorithm num_folds times, #\n", "# where in each case you use all but one of the folds as training data and the #\n", "# last fold as a validation set. Store the accuracies for all fold and all #\n", "# values of k in the k_to_accuracies dictionary. #\n", "################################################################################\n", "for k in k_choices:\n", " k_to_accuracies[k] = []\n", " for i in xrange(num_folds):\n", " X_train_new = []\n", " y_train_new = []\n", " for j in xrange(num_folds):\n", " if i != j:\n", " X_train_new.extend(X_train_folds[j])\n", " y_train_new.extend(y_train_folds[j])\n", " X_train_new = np.array(X_train_new)\n", " y_train_new = np.array(y_train_new)\n", " classifier = KNearestNeighbor()\n", " classifier.train(X_train_new, y_train_new)\n", " dists = classifier.compute_distances_no_loops(X_test)\n", " y_test_pred = classifier.predict_labels(dists, k=k)\n", " num_correct = np.sum(y_test_pred == y_test)\n", " accuracy = float(num_correct) / num_test\n", " k_to_accuracies[k].append(accuracy)\n", "################################################################################\n", "# END OF YOUR CODE #\n", "################################################################################\n", "\n", "# Print out the computed accuracies\n", "for k in sorted(k_to_accuracies):\n", " for accuracy in k_to_accuracies[k]:\n", " print 'k = %d, accuracy = %f' % (k, accuracy)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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usWNDAte+kkK5lMXKld/+Fr77XZgwIWwtskJG/60SERHpnUw26b0KOASYSnis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\n2G23UInhggvijkZEpHQULHk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the raw observations\n", "for k in k_choices:\n", " accuracies = k_to_accuracies[k]\n", " plt.scatter([k] * len(accuracies), accuracies)\n", "\n", "# plot the trend line with error bars that correspond to standard deviation\n", "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n", "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n", "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n", "plt.title('Cross-validation on k')\n", "plt.xlabel('k')\n", "plt.ylabel('Cross-validation accuracy')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Got 141 / 500 correct => accuracy: 0.282000\n" ] } ], "source": [ "# Based on the cross-validation results above, choose the best value for k, \n", "# retrain the classifier using all the training data, and test it on the test\n", "# data. You should be able to get above 28% accuracy on the test data.\n", "best_k = 6\n", "\n", "classifier = KNearestNeighbor()\n", "classifier.train(X_train, y_train)\n", "y_test_pred = classifier.predict(X_test, k=best_k)\n", "\n", "# Compute and display the accuracy\n", "num_correct = np.sum(y_test_pred == y_test)\n", "accuracy = float(num_correct) / num_test\n", "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }