{"cells":[{"metadata":{"_uuid":"dfa26de2c0a3e57e602d8ea83fe350a79e52b7d2"},"cell_type":"markdown","source":"# Intro\n\nYou don't directly choose the numbers to go into your convolutions for deep learning... instead the deep learning technique determines what convolutions will be useful from the data (as part of model-training). We'll come back to how the model does that soon.\n\n![Imgur](https://i.imgur.com/op9Maqr.png)\n\nBut looking closely at convolutions and how they are applied to your image will improve your intuition for these models, how they work, and how to debug them when they don't work.\n\n**Let's get started.**\n\n# Exercises\nWe'll use some small utilty functions to visualize raw images and some results of your code. Execute the next cell to load the utility functions."},{"metadata":{"trusted":true,"_uuid":"22c9e254e85d81d9cf45a9b7a18bbc9231116c53"},"cell_type":"code","source":"# Set up code checking\nfrom learntools.core import binder\nbinder.bind(globals())\nfrom learntools.deep_learning.exercise_1 import *\nprint(\"Setup Complete\")","execution_count":1,"outputs":[{"output_type":"stream","text":"Setup Complete\n","name":"stdout"}]},{"metadata":{"_uuid":"2f7dd43422b405ea73a9464824bad566f7a05085"},"cell_type":"markdown","source":"### Exercise 1\n\nIn the video, you saw a convolution that detected horizontal lines. That convolution shows up again in the code cell below.\n\nRun the cell to see a raw image as well as the output from applying this convolution to the image.\n"},{"metadata":{"trusted":true,"_uuid":"dab59df103b380a0e296f18cbd426d73b554efa4"},"cell_type":"code","source":"horizontal_line_conv = [[1, 1], \n                        [-1, -1]]\n# load_my_image and visualize_conv are utility functions provided for this exercise\noriginal_image = load_my_image() \nvisualize_conv(original_image, horizontal_line_conv)","execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAWAAAAD8CAYAAABJsn7AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvVeQ3NeV3//pnNP09HRPzhmJMwCIQEIEE0SKhLhartcsSVsll2W7bJdLZb97V/vgB7scy16rLPuFlr0rSsskBkgECRIAiZyBybEnd5juns7ZD/2/R9Naax9NVP3nVqkgotHhd++5J3zP95yjqVar7K29tbf21t76f7+0X/cP2Ft7a2/trf+/rj0FvLf21t7aW1/T2lPAe2tv7a299TWtPQW8t/bW3tpbX9PaU8B7a2/trb31Na09Bby39tbe2ltf09pTwHtrb+2tvfU1rT0FvLf21t7aW1/T2lPAe2tv7a299TUt/df9AwCi0Wg1FAphNBrxer0AlMtlNjY2SCaTNDU1YbFYMBqNAFitVvL5PIVCgf/1v/4XDocDu90OwPj4OCaTibW1NT7//HMOHDjA0tISAIcOHWJycpJ4PM6RI0fo6Oggl8sBsL29TbVaJRQKYTAY6O/vR6ut2adiscjk5CQTExN4vV4GBgbweDwArK+v43Q6uXnzJq2traRSKZqamgBIJpMYDAY8Hg9ra2u0t7eTz+cBcLvdVCoVbt26hVarpbm5menpaQB6e3uxWq3odDoSiQSFQoH29nYAlpaW2Nraoqmpif7+ftkng8EAgMViIRwOEwgEGBsb4+2338btdgNQrVapVCqMjY0RCoWw2+3yHBsbG1itVnK5HNVqlUOHDnHz5k0AdDodVqsVjUbDzs4OAHfu3AGgo6ODvr4+YrEYGo2GdDpNV1cXAKFQiOnpabq7u+no6MBms+FwOACYnZ0lnU7L39vtdpLJJADz8/Po9TXR7Ovrw2KxiKyYTCZKpRIAWq0WjUYjrxUKBT788EMWFhY4c+YMqVSKCxcuANDU1EQmk+HWrVucPn0avV5PQ0MDqhJ0Y2ODSCSCz+fD7/ej0+nksyuVCtlslmAwiMPhoL29XfZUr9czNzdHqVSisbGRaDSK0+kEoLOzk1wuR0NDAw0NDSJnAOl0mnK5TKFQwOVy4XA4RBYLhQL37t0jkUjQ29uLyWSSZzx69CjVapV79+5hs9nY2dkhGAwCkEql8Pv9ZDIZAIxGI1arFYCuri5u3bpFNBqlvb2dqakp2eOxsTGsViuZTIZisSjPpuTNarXyxBNP0NDQwMrKCktLS3KO5XKZeDzOyZMn2dnZ4bPPPiMQCACQy+XY2dkhl8uRTqfp7u4mm80CkM/nMZlMrK+v09TUxKFDh+jp6QGQvVKfcfXqVe7fvw9Ae3s72WyWhw8f4vF4eP7550Xerly5wvb2Nvv27SObzZLNZonH4wDE43GsVittbW24XC5WVlZ4+PChyGmlUqGlpYXe3l659wAajUZkpFwuo9Pp5HWLxSIy3t/fj9vtlr3r6uri+vXrnD9/nr/4i7/4rZD+ztI8DqXIOzs71Ww2SyqVkoNVCiWVSpHP5zGbzeh0OgDsdjv5fB6j0cgXX3zB4uIijY2NAPj9ftrb26lUKvzyl79kYGBABC2fz7O+vk44HKa3t5dAIEClUgFqG10oFNjZ2RGlqX6DTqdjcnISr9dLKBSip6dHBHt7e5vPPvuMjo4ODAYD5XJZBMLtdsulUofmcrnkfel0mkAgwN27dxkYGJD9UHtht9vlUijjk8lkqFQqJJNJLBYLWq0Wo9EoijQcDuNwOHA4HMTjcXQ6nQj03Nwco6Oj+P1+3G43yWRShMtoNJJKpTAYDDQ2NlKpVER5ra6uyu83GAwirABOpxOn00lDQwOBQIArV66IAgiFQvT29rK9vY3f76ezs1P2NJfLEY1GCQQCRCIRAoGAnH2pVEKr1aLX66lWq2g0Gnmf2styuYxer0en01EoFICaovzf//t/Y7FY+Pa3v80nn3wiyml+fh6TyYRer+e5554jlUphs9lobW2VPQ8Gg8RiMTweDx6PB7PZDNQumslkYn5+ntu3b9PW1sbw8LD8HrPZzM7ODltbW5TLZWw2m5z/4uIisViMwcFB2tvb5bdubW0xNzdHoVBgZGSEoaEhkdOFhQXu37/P+vo6XV1dHDp0SJTw5OQkW1tbeDwevF4vHR0dYpzT6TRXr15lfX29TqFATakvLS1x/vx5+vr6OHTokJxTS0sL6XSaQqGAwWAgk8mQSqWAmtEulUosLS2RTCbp6enB5/OJPCo5HRwcFOOi7lS1WsXv95NOp8nn8zidTnFApqenMRgMHD16lO7ubsLhMO+8847IRjqdJhgMUi6XGR8f5+TJkwC0trbicDhkr6amprh69SpQU7KhUIiWlha+9a1v0d3dLc7X7du3WVlZIZvN4vV6cTqd8ozZbFaUp9VqxWg0yu9MJBJkMhnK5TIWiwWn0ynPHovFCIVCNDU14ff7efDgAVeuXAFqTpvFYqFUKvHmm28+3go4HA5Xs9ksWq1WLFa1WsXr9WI2mykWiyQSCVHAUHvAYrFIoVBgY2ODjY0NoKYQ+vv7iUaj3Lt3j46ODrFKCwsLRCIR3G43jY2NpNNpisUigHhnLpeLRCLB9va2eGRut5tsNsuBAwfY2dkhHo+LF5ZMJonFYuKBK88SaoqktbWVwcFByuWyWHz176rVKsePH8dsNnPhwgUGBwcBWFxcJBQK0dfXx/r6OgaDQbxArVZLKpVCp9PR3d1NsVhkeXlZFKJSsouLi2xtbdHb20sikZB9s1gstLa20tLSQiqVIhwOAzWvW1n0ra0tlpaWxJNXRkB5h4lEgtXVVaAmvMpDdjqd3LlzhyeeeAKoGbyhoSGMRiMLCwuk02n5HSMjI1QqFfbt28fq6iomk0n2zeFwUCqVyGQyIvzq7B0OhyhSjUZDsVgUmdFoNJw7dw6v18vw8DCXLl0Sw6yMmroUmUyGbDYrSt/tdqPX6/+GoldnbLPZaGtrY3l5mWQyKUpveHiYUqnE9evXicfj+Hw+MXi5XI7NzU2i0SiFQoGtrS2J8Px+P3q9HpPJRKFQwGQy0dbWBtQ8rVwuR6FQYHNzE7/fLwZ2ZWWFSCSCxWJBp9ORTCaZn58Hat74iRMn6OjoYGdnh2q1Knsej8cZHx/HYrEQDAbx+XwScU1NTdHd3Y3X66VYLOJ0OsUwXb9+nfn5eXp7e0kmk5hMJvbt20c0GpV72tLSwq1bt4jFYuh0OrlTXq+XcrmMy+VieHiYlpYWcVyg5oTodDru3r3Le++9J3dYKTiz2Uw+nyeTydDR0SH7FggEsFqtzM/PY7VaaW5uljvs9XpZWlriq6++wmAw8A/+wT8AoKenh5mZGZaWlggGgzidTvG4PR4P6+vrLCwssLOzg9FoFCOqIlGNRiNOmjJcAPv27aOhoYEbN26g1WpFhtfW1mhububMmTPodLrHWwHH4/FqPp/H4XBIiKsUpcFgIJfLiTJUy+FwMDc3RyqVwufzcf36daAmhIVCgc7OTtbW1ujs7JT3rq6uEo/H2bdvnyhlFS4uLS3R3NxMtVoll8sRi8XY2toCap6Fz+ejtbUVp9NJMplkbm4OqClZu92OxWIhm80Si8UkBOvo6CCdTlOtVqlWqzQ1NYnQGwwG8vk85XKZJ598ko8//liURX9/P9PT01itVjY2NrDZbKJkstksZ86cYX5+nubmZhobG7lw4UJddFAqlYhEIuKVK6GIRCJotVoGBwcpFAosLCywsLAA1IRweHiYjY0NNjc36ezs5OmnnwZqXkA+n8fv92O1WjGZTPL8k5OTGAwGtra26OnpYXNzs84A+f1+KpUKHo8Hp9PJ8vIyAJcvX+bo0aMMDAyIUlIrGo1iNBpxOp3YbDYKhYJ4VTqdTjxfjUYjUJTa0w8++ID5+XnOnDlDOByWM2xoaKBcLrO4uIjH48Fut2M2m8WT0mg04lWXSiVMJlMdlFAoFLh16xbFYpFyuSyG9M6dO5TLZV5++WX6+/uJRCLymlLy6nfrdDrZm2KxSFdXF52dnWxubrK4uFgXJVksFjo6OtBqtaI0oKacTCYTBoOBUqlEtVqls7MTqMEo8/Pz2Gw2xsbG0Gg0XLt2DagZEavVyksvvURTUxNffvklkUhE5GJoaIjGxkZmZ2epVquiRCORCB6PR7z3SCSCy+USBe3xeKhWqwLhuN1uee/Ozg7j4+MCt01PT/PFF18ANdhDRUzBYFCgLCVvCo4slUqsrq7KniaTSdLpNE1NTRgMBnw+H0NDQ0DN806n02i1WjweD6lUii+//BKoQVD/+B//YwBxYJTzce/ePeLxOHa7/W/oGrPZLEq4WCyi1+vFQJhMJjY2NlhaWpKIREVGIyMjpFIpfvOb3/DGG2/8XgW8l4TbW3trb+2tr2k9Fh5wPp+vKkhBYS9LS0u0trZSKpUol8uk02kJp/L5POFwGL1ej8vlQqPRiGfldrs5ePAgkUiEc+fO0dbWJp5MNBolmUzy5JNPYjAYMJlMkmhZWFigq6uL27dv1+GPUMMPW1tbMZvNFAoFdDqd/Ba73U4qlSIQCLC8vIzNZqNcLstv6evro1KpkEgkWFlZkRCsvb2dnZ0dstks8/PzZDIZCYkOHTrE5uYmX331FR6Ph4aGBkKhEFDz8F9//XV+85vf4PP56O7u5saNGwIJmEwmIpEI5XKZ/fv34/F4xAv0+/1sbW1RKpVwuVzcvn1bMMKOjg6mp6cJBAJoNBr2798vGGgul8NgMKDT6TAYDDQ0NAh+trS0hNPpJB6PU6lU0Ov1PHr0SM62qakJu92ORqPBbDZL+FYqlQRzPX78OMViUc7CbDYzNDSERqPBZDLVJeE0Gg2lUolKpYJWq6VarRKLxeTZ33rrLUwmE2fOnOHRo0fiOS0uLpLP50kmkzz99NMCnewOJ30+Hz6fD71ez9TUlHhIPp9Poh6v10tbW5t47Sopk06nJdGqvOpkMolerycSiWA0GiXCASRhl0gkqFQq8l1q9fb2ks1mKZfLdHd312GS4XAYnU6HyWRiZmZGnv+5555j3759PHr0iIWFBSwWi0As6XQavV5PJpPh3r177N+/XzznyclJIpEITU1NdHR0UCqV5M4cOHCAZDLJo0ePMBqNEnUoOVZnEQgEWF9fJxqNSj7DYDAIbHHx4kW2t7f53ve+J2d169Yt+S6tVisyXq1WGRwcxOVysbq6Sj6fF6/aYrFgMBjIZrO0t7eTSqXEY9Xr9QJj+Hw+XC6XwBPZbJbl5WXGx8cZGhri8uXLXL58GahBJX6/X2SvUqnIHVaJUnXWmUymLgl3//59YrEY4+PjlMtluWu5XI5wOEw+n+enP/3p7/WAHwsWRLVaxWAwYDAY5GGVIiiVSqyvr2MymQTnTCQSkuBpaWlhfn5eLqkKX7a3t/H5fHg8Hgm1bDYbiUQCs9lMY2OjCD/ULvbKygotLS0sLCwwMjIilzOfz0sGeHR0lImJCQktTSYTZrOZpqYm1tbWcDgcIoDlcpmFhQWsVqswINT3GY1GAoEAi4uLDAwM4HA4uHv3LlATHpPJRCaTEXx0d9Lv9u3bYkDK5TJGo1HColwuh91uJxQKEY1G2b9/v1xQJeDFYpFsNsvLL78sAnP//n2cTieNjY0UCgW0Wq18Z1NTE8lkUnBhh8MhCkHto4Jmtra2BANVcERrays7OzuUSiVJSgaDQcxmM0ajkUuXLmG1WnnmmWeAmqHI5XICP8Bvk7LVarUOkyuXyxLWq88+fvw4fr+fGzduSKi8s7ODzWajUqnQ3d1NKpUil8uJgtJoNNjtdubm5rh9+zYDAwPs378fgKtXr7K5ucmxY8dwu91sbGzI84+PjxMMBimVShw7doybN2/KGXd2dqLT6XA6nWQyGbxer8hNOBymp6eHyclJjEYjZ8+eFVhndnZWFJNOp+P+/ftiYFdWVmhvb2d0dJRYLMbQ0JAkdm/fvs3nn39OX18fzc3NmM1myVUoeWxsbOTAgQM8ePBAksU/+tGPuHr1KktLSxQKBWE2KHnTarW0trbK3xeLRWZnZ4GaEmpsbCQWi3HgwAFsNpvAJSrRXC6XOXHiBCaTSfatUqnw7LPPUigUePTokSSPoaZIv/rqK6xWK9/61rewWq1i8BOJBLFYTJ5ZQTtQYx50d3dz7949gsEg8Xhc7n4gEMDpdDIxMUFzczPj4+O88sor8pnxeJxsNisGY3e+Sf1enU6H2+0WxyyVSvHUU0/h9/tZXV1lbm5Okn4KGlKK/fetx0IBb2xsYLfb0ev1YnkqlQrFYpHt7W16e3vxer3MzMzIe06cOIHT6SQcDmOz2eTST01NcefOHTo6Orhw4QKNjY2CLa2trVEqlcSiGo1GJicngZoiWVhYoFQq0d/fz/z8vCinrq4u8YrVBVLeqs/no6+vj4WFBVwuFz6fT4TMYDBw8uRJtra2sNvtcohQExyVUNJoNPT09AgufeHCBaHeORwOjEajvBaPx5mamiIQCLC1tUVLSwuVSqXOu4pGo2i1WkqlEnfu3BEPQavV4na7KRQKsg/qNZX0UZ+lMFv1HOVymWPHjjEzM8Pk5KR4eRsbGzgcDjm3cDhcl0xSSrujo4NkMlnHEFHJS51Ox9zcHGtra0BNGbpcLvF+d0cjUK+EVcJKLZPJxOrqKk6nE7PZLBegpaWFpaUlqtUq6+vraDQaYrGYnJVWq+XRo0dYrVZeffVVisWiyJvf7+fJJ58kkUiwtbUlyg1qNESLxcLm5iYTExP4fD7ZC7W3RqORhoYG/H6/yOn8/DxTU1Miw3/1V38l++b3+wmFQsKiyeVycr7Kcz1//jyJRIKxsTExQF6vF5PJJO+/fPmyKLW+vj6SySTJZJJnnnmG48ePi5L91a9+xYMHD6hUKhw8eJCxsTHxyM+fP8/q6iqDg4O8+uqrrK2tkcvlGB0dBWpGfWFhgfb2dkKhEOvr65Ln0Gq1eL1e7t27R09PD4cPH+bevXtA7X5Ho1G++uor2tvbefbZZ0WpZjIZxsbGyGazcqc+/vhjACYmJhgbG6OtrY27d+8Si8Xq9vvEiRM88cQTrKys4Ha75bXZ2Vni8Tgul0vYFSpZrNFoaGpqolKpyH4ruchms2g0GrRardARleyru5tMJkmlUgwODvL8888DNYNvNps5cOAAf9t6LCCIpaWlql6vx2q1imDH43FMJpMkxarVqnikXq+XXC5HpVLB5XKxsbEhhz47O4vb7WZoaIirV6/S3t5ex6Hd3NzkxIkTNDQ0sLm5KbQRm82Gz+cjHo8TCASEegY1ZWG326lWqywsLDA8PCxZ0t7eXjKZDCsrK4yPjzM9Pc3i4iJQU9wOh4NIJML29jYNDQ1ykZTSUKC/Xq+XC/jFF1/w3HPPYbfbmZ2dZXFxUUJpu93O8PAwfr+fO3fuUK1W6evr49atWwA0NzcTj8fRaDTMzMxw4MAB+a6xsTEWFhaE/7u+vi7PuH//fs6fP8/TTz/NkSNHxBOC2kVSTIxIJMK9e/dEsY2Pj5PNZpmYmBBvVL1P8VV7e3vlM9WlL5fLQnEqFApUq1Xx8np7e+uScA6HQ+CJ3QpZo9EIQwNql+Wzzz6jUqlw6tQpgsGgPLu6XIqO5nK5cDqd8vru0LJarRKPx0UW+/v75dJZLJa6M25ra+PFF18kHA4zMzPDoUOH5Pfcv38fs9nMwMAAxWKRt99+mxs3bgBw+PBhRkdHsVgsQivcvW/d3d2Uy2XxeJUM2+12VlZWxBtVtCuoKYStrS2y2SyBQECiKKjR0IxGo1DlhoaGxKt0Op2k02nOnTvH/Pw8+Xyep556CoAXXniBfD7PBx98gFar5bvf/S47OzsSTfX09BAOh7ly5QqhUIhAICC/R8GHVquVhYUFKpWKJHatVisOhwOz2czDhw+JRqNiLHw+H4FAgGQyybvvvks8Hhfo4tixY9y+fZurV6/icDhwOp1yNqurq1itVp577jmy2SwzMzMCQcRiMS5duoTb7WZwcJBkMilK1mw2E4/HyWQyWCwWXC6XnL1yPtQd0Gq1QhRQzJrt7W0CgYAwntS+JBIJrly5wje/+c3HmwWRSqWq5XKZSqUiF02j0Yi3qPA6FYYWCgWhkihLqkLw6elpotEosVhMMrfqM5XX5Pf7xaopxoJSrtFoFLfbjdPpFIaA8rBv375NQ0MDbW1tcgh+v5+dnR0pBvH5fJLpVbQbp9PJ1NQUFotFsEPl7SeTSQKBACsrK3Loa2tr2Gw2Xn/9dRKJBNlsVhTlrVu3cDgcPPXUUzidTj799FNisRg+nw+ohX3RaJTu7m4MBgOdnZ2Ci/X09LCzs0O5XMbr9eJ2u3n33Xfl90xMTNDY2Mgf/uEf0tTUJOF/KpUSYrvb7cbn87G5uQnUPKBsNovf78dgMJBKpUSRKQbI1tYWfr+f3t5eUXiPHj3i1KlT2O12Hj16xM7OTh0LQOF3DodDFLU6w93832w2K0rG5XLx3nvv0drayrFjx7h+/brQpSYmJkgmk2QyGfF8jEajQFflclmMgt1ux+VyyXfujsbC4TANDQ0SkaysrKDVamloaCAWixEMBiUrPzQ0RDAYZGtri3g8TrVaFUiktbVVvGK/38/i4qKEy11dXWLoDAYDzc3Ncr6hUIi7d++SSqU4fPgwzc3NEqnZ7XaMRiMbGxvMzc3VfZ/D4WBpaQmTySQQkjIiJpOJb37zm8KTX19f5/bt2yIX3//+9+nv7+e//bf/RigU4tVXXxU5XllZYW1tDYPBwPDwMHa7XSKHqakpcrkcfr+f/v5+wZChBk/Nzs7yL/7Fv8DlcvHw4UPefvttkWGn00lnZydHjhyRwgmAu3fvMjU1Jdxig8EgzpDdbmdra4vh4WHOnj1LNpvl0qVLQM3R6ejoYHt7WzxrpTN0Oh2BQAC73U48HhfWj5IRxX3XarV1RRpK3g0GAy6Xqw6CKBaLhMNhEokE77///uOtgCuVSlUJu0puKYWr1WrJZrN1F1Sn0zE7O0tbW5uA5kpZRiIRqtUqs7OzNDc3i6IB+Pzzz3G73Rw6dAi9Xk9jY6MovWg0ys2bN9nY2CCXy2E2myUkSqfTAsx3d3djNBrFIzWZTHR1ddHe3o7dbufevXsSSvt8PqrVqvCIA4FAHYkbathUOByu8/B7enr48ssvOXny5N/gK4dCISKRCKurqxw5coTW1lb++q//WsLdbDaLzWZjYGCAfD4vtBxAMMxQKITZbCYcDovnvL6+LiHs9evXefHFFzlz5gyAYHyRSIRkMim/F37L9W1ubhYlpL5vd2Lwyy+/xO12i+es1+tpbm7GarUSi8VYXV0Vhed0OoVO19raitFolHP63bW9vV2Hq3/wwQcMDQ3R29vLzZs3xRu7d+8elUoFs9mM2Wwmm80KrUi9V6fTUS6XyWQy6HQ6iVYUXdDv9xMMBrl7967Qjfbv3y/GM51O1/HVdTodzc3NYsCam5sldC+VSnz66afMzc2JrCl4Ip1Oc/PmTfE4GxoaeP/994FaMnH//v2cPXsWo9HIhQsX5NLrdDra29sZGBggl8sJDgo1I6rokIrXvJvn3dHRId61ohpCLWp89OgRZ8+e5cknn+TNN9+U/Asgyco33niD8fFxLl26JEZtaGiIubk5IpEI+/fvp6WlRZTsT37yE4GvXnvtNX70ox+JUr948SJ37txhfHwcu93OJ598Ig7I6OgoTz75JDabjVAoRDgcFmeoUqlgtVpZXl6mUqkIrx9qBk9xeFXyW0Wczc3NZDIZMYC7ZW13jkhBdmpvHA4Hra2tWCwWufMqMlhaWhJa2osvvrhHQ9tbe2tv7a3HbT0WHnAqlaqazWaxMlBz4ZXrDzUrrUJilbHU6/Votdq6ypyf//znkm1NJBK8/PLL8tr8/DzxeJyDBw/i8/lwOp3ymgL0W1tbBZNVexONRmlsbGR0dJR4PC5JMoBTp07R2NjI9vY2ExMTVCoVSV75fD6KxSKxWIz19XXGx8frqqRMJpMQxk0mk3gyLS0tzM7OUqlUOH36NLFYTKy8Kn3c2dnh0qVLvPDCC5TLZT7//HOgFkofP34cr9fLT37yE7xeL4cPHwZq0E1LSwsul4tyucwnn3wi2eznn3+ep556imq1yoULFwiHw+I9DA8Pc+TIEdbW1vj444/rPDmNRkMoFMLpdAp0oM6sWCwSjUax2WxsbW0Ri8Xo7+8HaqFrIBDA6/VKuaeKAGKxGFarFZvNRn9/P5VKpa4sXK1qtUo2m60r037//fcxmUwcP36c6elpCU/VnitPsFwuSyISah656jeyO7xVv0eVLg8ODtLU1CSwjsKKi8UiLpeLrq4uCbNnZmak50JPTw/9/f3i5Z8/f55KpUJnZydTU1OShIYazFStVhkZGRHqo0ru7Nu3D6hVPP7iF79Ap9MxMjIicvPFF19w/fp1XnjhBU6dOiWRoeqponDLiYkJSd7ZbDYaGxt56qmn2NjYYHZ2VpLNDQ0NFAoF3nnnHY4dO8YLL7zAxYsXxcv1eDxkMhlu3ryJ1+vljTfeEFkNh8OEQiFKpRLDw8NcvHiRX//610Atd7Bv3z6p5JycnOTb3/42AN/5zncolUpcuHCBDz/8ELfbzdGjR4FadJBMJtFoNDgcDjwej0TNsVhMsF2tVitFQGqpSG5jY0MqWqGWU+ru7sbpdEr1oDqL3T1B8vk81WpVIjxFH0wmk7S0tNDW1iby3d3dTalUIhqN4vf7H28IIpFIVFWzF/V7VMivMvYKKIfaIajeEOl0WvoYQK3CSjWFKRaL7Nu3TxSbUl4qEZDL5Xjw4AFQO7zh4WFWVlbQ6XQMDQ1JwqStrY2hoSECgQA3btxgdna2Dp92Op2srKxw+PBh3G63KBJlNJ599lmmp6dZW1sTOGRoaIiNjQ18Pp9QjpTiVtVMH3zwAU899RSNjY11TWO0Wi1OpxOPx8Pbb7/N8ePHmZiYAGqX/sUXX8Tr9TI3N8dHH30kCZyenh6cTifHjx9namqKX/ziF5Js+cY3viHCdenSJVEmAO+99x6HDx+mUCjDlOPSAAAgAElEQVSQy+U4ceJEHS1IGU9FN1OKSzEx7HY7Ozs7rK6uSpiZy+XQaDRSf78b/1dYpMFgkB4R6kKofdj952445P3336e3t5f9+/dz+fJlUXgLCwsiP4ODgxgMhrrSY8VBV0Zer9eLclYXPZfLYbFYSCQSfPXVV/L94+PjAnWFw2GRqaamJpqampicnCSbzfL888+LbCha1L/+1/+a7e1tTp48KXDJoUOHJDz++OOP6xr8BINBHj16RGNjI729vWg0GnmfchpWV1f56quvcDgcorgVP10pj/b2dsFVl5eXWV9fx+/309bWRqVSEeWcTqfJ5XJsb28zNTXFyMgIPp9P7tSRI0fY3t5meXkZq9VKtVoVJ0PJ6bFjx7h69Sr/6T/9JzEWg4OD6PV6EokEiUSCgwcPSoMnjUbD9773PaampqQZkFoK6lEJvEQiUceQUaXpivGgDIWiz6m+HhaLpQ6PLhQK0iNCp9PVKe7d8qZ0EdSgtVAohE6nw+v11uWtVJn/8vIy/+pf/avHmwes0+mkU9fuxirK+ijMRT2c2WwWzFOn00nJMdQy/cvLy6yurmIwGJibm5NMqGJU5HI5jh49yq1bt0RxDQ0N8dFHHzEyMsLrr79OOByWyxmPx7ly5YrwD3cXRkAtaaIujN1ul2dQnmEkEqGnp4eOjg7xnBYXF7FYLKyurgqPUD2f0+mUYohgMEhbW5twRFUpbENDA1arlePHj3Pv3j2h2k1MTDAzM8PLL78sCSv1HCrBOD09zTvvvMP+/fv5xje+AdSMhc/nY2Njg66uLpLJpFzQ559/nnv37rG+vs4zzzxDNpuVM8nlcuj1emw2mxQIKGWpkloKT1W/Xe2T6oKm0+mkP4M6346ODrLZbF0UBL/tTrU7WauUiuIa+3w+crkcpVJJPDkVcTgcDiwWizReUkpW5RzMZjMmk4lEIiGYYDKZJJfLYbVaSafTWCwWjh8/DtQM4vLyshQyrK2tiQfY0NCA1+vlm9/8JlarVRg3Shb/83/+z/j9fv74j/9YSuih5t0q47G0tEQikagzoocPH5bLvrKyIuW2qVSKsbExjh49yvPPP8/s7CyffPIJUFMyTU1NjIyM4HQ6KRaLEsV0d3dz4cIFNBoNBw8eJBwOS2SolK/VaqWnp4eJiQn6+/vlvfF4nKGhIfr6+rh27RoPHz6UqGNgYIADBw5IQnF4eFjk1O12S4+SoaEhCoUCY2NjQC2R/vrrr/Pyyy/zwx/+kEKhIJHaxsYGZrMZrVZLJBJhZ2dH5E311lC4bDwel+iou7sbrVYrvUXy+bzIkMfjET69ks/fZ/CNRqOcUzKZZGhoSJKoS0tLYnwzmQzt7e3yvL9vPRYecDQardpstr/RXlBln9Vmqc00GAwsLS3VNeRRCkGv17OyssLy8jKbm5u4XC7xeJeWlpiamqK3t5fTp0/z4YcfioW8fPkyfr+f1157jYaGBiYnJ6W/BNQy7NVqFb1ez6lTp6RVYzabFauqeK7KYitmhzIuxWJRvJWOjg40Go30p7BYLJKVLhQKtLa20t7ezq9+9StaW1sF8piamhJIYWhoiOXlZXK5nGStVVLnyJEjbG5usrq6Kpdle3sbl8vF1NQUi4uL/PCHPxSe4tramkAOW1tbzM7OyncmEgkGBgYwGo18/vnnBAIB+bfKm1BGtKmpSTwERS9TyVSVUAVEQQYCAfHclLdaKpWkimo3UwH+pgIG6hTwr3/9a0wmE4ODg8zOzornqNVq6yhYhUKB7e1tUQLFYlEy3U1NTXR3d4viX1lZkYTc/fv3BRpR69atWySTSdxuN83NzRLlqMTfyZMncbvdRKNRSUy+//77eL1efvjDH9LY2Mi1a9eEkaK6ju1mlKilWq1ubm7S09PDK6+8Is6I6kQXCATo7Oyko6NDkp7xeFw8vZWVFaanp2Vfjxw5gtfr5ebNm1itVl5//XV53/b2NpOTk2xsbAhsE41GRUF5PB4SiQTJZJLu7m56enr49NNPgZq3fvLkSebn50mlUvzgBz8QNkepVBL5V+wUBSWopOXm5iYOh4OxsTFxsMrlMjMzM2KUdrfxVJ+rks8qearOV6/XC8xQqVTkfFWkViqVsFqtdfUIgNxhpZ+UHlKFQgqe6urqkn0rl8vEYjH0ej3d3d2PNwQxOTlZVd6JujBGo1GwulQqxdbWloS9LS0txONx7t+/T19fHzabTWhRiUSCXC6Hy+Xixo0bEgYCYi0LhQJtbW2SmYeaAvrud78rWf6VlRVR6vv37ycej7Ozs0N3dzddXV1C/ZmamqKrq0sYBKoLGcDBgweliiwUCrG5uSmH19jYSFdXl5Ra9vf3iweoQtaRkRFCoRATExPS6i8YDHL69GmGh4fp7OwkGo2ys7Mjr3/00UcEAgGOHTtGNpvl5z//uXhrx48fl7Z/R48epb29vU54c7kcTU1N5HI55ubmJNO9s7PD4cOH0ev1BINB1tbWRAFGIhEGBwcJBAKUy2V2dnaE+pRIJCTUc7lcdQZWEdVV1ZEqqgAkVFaXZjcGrJTvbhxORQ6bm5t8+OGHeL1eRkdHuXr1qij8UqkkWHtvby9dXV2YzWbJXqtmNaq1ZCaTqWsReufOHSnsyGQyco4ejwebzUY0GhVGiYJZVMTR2dlJPB6XpkVQg7yeeOIJdnZ2pA+xUvLFYpE7d+6Qz+cZGBjAbDZLAUM4HGZkZISGhgZmZmYolUrSqrG/v59gMMi1a9dExtW+OZ1OLBaLFD0pHrh6tsHBQQ4cOMDFixcJhULiRDz//PNi8Ofm5lheXiaRSIjBd7vdjI+Po9fr2d7eZn5+Xvbm5MmTVKtVrl27JrmXEydOALWIQ+U2otGoNEuCGntGwV8zMzPSXhVqBljBldFoFJ1OJx53IpGQ9rWqpanSb42NjRiNRiKRSJ08qf0ulUriCKiSerWUrO3mrgNizJxOJy0tLWQyGfndiqet0Wg4e/bs4w1BGI1GEokEm5ubdR6iwlCj0WhdmfL9+/clgaP4lcqaRSIRUqkUkUgEjUZDV1dXXWjr8/l4+PChJE8UlKAum2ojFwwG5X2q4fng4KCA9IoWNjY2JrXpRqOR/fv3S/i2tLREKBRiYGCAtrY2stmsKEoFPyhh2N7eruOzDgwMMDk5iVarZXR0tK6/wq9//WtyuZxUKEWjUWlXePDgQdbW1qTzmV6vF2+tWCwyNTVFqVSis7MTj8cjWOb6+joul0tKdjOZDFNTU0BNeMvlMvfv3xd8T4Xn8XiccDhMsViUMF55ecrLUX0kdnutOp2O9fV1WlpahHKm9lTBFgqaUMYYEC9VXbDdeQPVKWzfvn11zwFIC0bFZ759+zYej0fKja1WK8FgkI2NDeGB/vKXvwSQ7mPhcJjm5mYGBgbEW7t48SLlclnaUDY3N9c13VcFLdVqlbm5Ofk9hw4dqiuZV43dAWnGbrVaiUajjI2NSZm28hgB8S7feustoIZVHzlyhKGhIe7evcv169cFulAd9VT/lMXFRfm+np4eAoEAiUSCp556itXVVZHhzz77jGAwyNGjR+nr6yMQCPD555+LoxQIBPD5fHK3Dh48KOeoSvF3dnb49re/jVar5S/+4i+AGsygjOna2hr9/f38k3/yTwB45ZVXmJqaIplMStGVwu8tFos4QOvr63LPoZYstlgsJJNJzGYzTqdTdMb8/Lx0STMajVL5CUg+oFKpyFnv7lliMBhEx2i1WonwrFYrBw8eJBaLMTk5yfr6Or/5zW+AGv6vCrj+trVHQ9tbe2tv7a2vaT0WEMTU1FRVeZYqfMlms2KtlIVTVslqtYrHqdFo2N7elgYgCj+bmZkRSpgKbUqlEh6Ph8XFRcnOq5Dw+PHjLCws0NHRgV6v5+bNm2LJjx8/zsjICDabTazhZ599BtQsXV9fn8ALmUxGwhuHw0E2m5UxPfl8XjwL1dhD4WrValVwVbvdzsTEBGtra1J5pbyeSCQiDerb2tooFot1ExrS6TRvvvkm+/btI5VKcfXqVU6dOgXUqD9/+Zd/SXd3N2fOnOHTTz+tqwQcHh6mWCzS09NDLBaTXrKXL1/mpZdekiSa1WqV5KUqhAF44okncDqdgvMp6tnw8LBUlqnnUIkwq9WKwWCom/qhvFuF06nwEGreqPo79e/VCofDnDt3DqfTyRNPPMHk5KTATwsLC+KZHjx4kPX1dba3t+vKrVVySqPRCOylXhsaGpLufDs7O8ICaG1tFe/SbDazvr4usEd7eztOp5NgMCjVXSohnEqluH37Nj6fj6amJqLRqCQ9Faxw4MABGhoapMsY1OCNjY0NgVQmJibqWBDb29uMjY3R3t7OzZs3JYpRkUY+n8fn80lJO9Rw3p/+9KdMT08zNjZGd3e3JL1mZmbY3t7mzJkzPPPMM2QyGVpbWyVf8fbbbwuscO3aNVpbW8VbdzgcvPPOO3z729+mVCrxH//jfxR45qWXXpJoTTVAUo3lDx06JN3RVCMjdY65XA6j0Uh/f7/06lXw48bGBgMDAzQ2NrK2tlbX11dR05TnrrxZtRQEtptmpv4efluBuVvuVLI2kUjQ0NBAR0eHFFgpxpNOp+OVV155vCGIra0tisUira2tIry7wwc1r0qFvy6Xi3g8LjzPzc1NCUMbGhqYm5tDr9cTCoUwmUxyeLFYTBIvnZ2ddVii6uI1MjLCnTt3cLlc8v1HjhzBbDazuLgotJzdo2X0ej0ej4eVlRWGh4clRFEluNFolIcPH+J0OiUkNJvNbG1tCYd493iga9eu0d3dzenTp1lbW2NyclKUc3t7O1arlUKhwEcffYTT6SQWi0n29amnnuKZZ57hN7/5DT/84Q9ZXFwUTPbSpUvSIOTNN9/k7NmzooDX19d58OABBoOBlpYWbDYbx44dAxB44OjRoywuLtY1HIpEIvT19fHgwQNhMighbGpqElqUwWDA4XDIvqkOb7sxNyXsu7FiVYuvcF7VBU3BEBqNRpSzaoAeCARkXpr6PkWVi0Qi3LlzRxriq0SUKs9V45gUfKVeCwaDLC0tYTAYiEaj4gx8+OGHdHZ2cvLkSeGmq99648YNLBYLR44cwW63s76+Lr9VQWfKoO2eJ/bcc8/R2NjIRx99JEpUYdWHDh3i6NGjFItFmpqaOHPmjGC5uVwOp9PJRx99JEZDlV1vb29TLBYxmUxS7aYa7hiNRr7//e/jdrvZ3Nxke3tbZObv/t2/i8lk4p133uHixYv8wR/8AR0dHSLjPT09LC8vi5FX5wM1ps83v/lNzp07x9LSEm+88YawgK5evcrNmzfx+/2C2SsYTavVytgoNcVGGSCo9XtR3evy+bw8o9lsZnt7W+YlBoNBYaSoJL9KjO+e7aaSbIpxo6AIQJrTKxlULT2VPlleXpaOd4pBBDVnJxQKiQH8feux8IBv3LhRTafTtLS01GW09Xo9ZrOZaDRaN4dK9YBVLSRtNptc+r6+PqrVKleuXBHGgPIQ8vk8Xq9XGraMjY3JYL5CocDf+Tt/B5/Px+TkJO+995401njllVe4fPkyFouFkZERLBaLAP96vZ6FhQVJ3lQqlboJDyqxo5KJSjhV0xpldVOplHiSMzMzNDU1Sdd+9bnqfYoXarPZ+PDDDzEYDIJJ/vN//s8xm838+Z//Oa+++qr0SYaasszlcrS3t3Ps2LE6rzMQCPDo0SMcDgdNTU3Ce4Ua7ri1tYVGo6Gvr0+yxVDDK59++mmWlpaEpqY8Ga1WK/Q0qDXZ2T08VCXbFOb7u9xL+C2OrNbuenzVi1Z9ZigU4ty5c7z00kuYTCbB46CmDNTzvvDCC8RiMek4B0h3tKWlJWnwo35PU1OTjKpStDOloPr6+jh37hzJZJIXXngBk8kkOL/qK3H06FF6e3uZmpri3Llz8lsPHz7Mvn372NraYmVlRTjZ29vbvPXWW+KxKR6yOkP1zMVikUAgUMceUPQ+xfLY3Sktn89LgiqXy9WN8QoEAkxMTHD79m22trZEkagy8KeffppSqUQsFsNgMPCDH/xAPlc5AltbW1itVnmOSCTC7Owst27dQqPR8Mwzz4hRf/DgAefPn6dUKuH1enG5XPIcuVyORCKB1+tFq9VSKBQkV9PU1CTRXUtLC6FQSPZbKWC73S6DRlUJczQareML/y4LQsmhUtC7S9TVb1JOhDKwOzs7uFwuwc/n5ubkt2i1WjY3N9Fqtfz5n//5482C+NnPflZtbm6W5uaA/NnT0yO8V+UhZLNZCZHy+bw0/YaaslAz3376058SCAQk0VIul3G73bz//vtcunSJEydOyAYPDAzwwgsvsLKywt27d5mYmBAFXKlUGBkZobGxkba2troqOdU7V2WXw+GweActLS0S0qTTaXQ6nVz4dDpdl2BSn6Oeb2NjA6/XK20hlbCsrq7icDhYXV1lbW1NeKLqvevr6/zJn/wJb731Fh6Ph6effpr/+l//K/BbEvtrr70mI3suXrwI1ATtwIEDktHdTYHa3NyUkS1QS5Aq+pbRaCQcDpPL5VhcXKS/v1+y+aqTl+qelcvlhFmhLjjUe7VAXVJVjQlSa/cFUVOjlYIOhUJcu3aNvr4+nE4nV65ckbahDx8+RKfT0dHRIbPbbDabXJhEIkFTUxNarZbl5WUaGxvFcCuqX7Valab7KqpSZxmNRunv76e3t1cMUHNzMx0dHbz//vt88sknNDc38w//4T8Eap7s3bt30Wq1rK+vs7i4KF7XzMyMVDCqqGL3oEs1kFb1X1bUJ1WFqGROJZsAofS53W6BxlSydHl5WSZUt7e3/43J04uLi2xubvLkk0/S0NDAf/kv/0UgqH/6T/+p9CZOpVJYrVZJaD948IDFxUVOnz5NS0sLDx48EI9waGiIgwcPyh5XKhWJqr788ksuXbpEa2srIyMjxONxUc5qpuHCwoL0sFDRn2qlGolEcDqdeL1eMc5KblQUViqV5C6qBvPVapVEIlEnb7u9Y7vdLl707qXaUaozgZrCV+1kv/e97z3eEIQashgOh+tmf6nOTm1tbbjdbsm8KxxrdXVVOJsq1FBec0NDA93d3UxOTtLd3Q0gk0s3NjY4fvw4p0+flsvyySef0NnZiVarZWpqitbWVjkIu93O4cOHmZ6eJh6Py7BB+C0vVcEkra2tdbQVpayVh6dwZaWk8/m8zKBTwqgyyqoaS+FXgCjrkZERqtUqFy9exOPx8M/+2T8D4N133yUYDMpFVYUg6ru+8Y1vYDabuX//vgxMhFrGfnZ2FofDwcOHD2VEPdTYEyMjI/T29vLVV18JtgW1C6qUb19fn8wFg1q1k6pa0mq1zM3N1ZWW2+12stmsjG7fPbTTaDQSCoWEgbG7VaPC71SRgLpk6iLs7OxIZZL6Po/HI9MUGhoapBmRekaPxyPtLfv7+9FqtdLVq729nWKxyL179+jq6pIR91CDSHp7e5mZmWFubg6j0Sg4b6lUEmWi0Wh47rnnpBR3amqKN954g1AoRKFQoFAoCK66f/9+DAaDMFOU8gAEHlFNllQBkJK33fBNLpeTfVNFBiqc12g04lUHAoG6fVVep7qHZ8+eJRgMcvHiRYaGhvjxj38sE4z/5//8nwwPD3Pq1Cm+//3vU6lUpOHOzZs3mZmZ4cGDB4yOjjIyMiKMnGg0ykcffURnZ6eUCCujXq1WGRsbkynGZ86ckdfu3LnD5cuXMRqN0invtddek71RQzVV90FlgGOxmAzTHRwcFJ2g9m12dpa5uTnpI61kMZPJSLVmsVhka2tLMGeLxcLOzg4+n096Yiu+suoa+LvzDn93PRYKWNFxVDcjtdLpNAaDQagqu5Nbt2/fFqL57j4RalJsOByWqcIKP1IlsT6fj+9+97tSWAA1mOGTTz6RkHn3lNrm5mYSiQSNjY2CUaulBF5RWdT/1FJ4kxLu3dgmIPQXRQCH31a7KZxTfY56hng8Lt5ma2ur8DMBXnvtNYrFIsFgkGAwyH//7/9dPAuTycTp06cZGhrCarXWJRrVmCJV5OLxeMQjU4pMNau/fPmynJPqcJZIJIQPq5JXi4uL0lQ8nU4TCAQkJFTtJFWJ+dLSUl1IrLxV1XJSPb8SdBWSxuNxuWQqiuju7hblpeAPlehcWlri1KlTkuBRCcNyuUyxWKS7u1tKilW4nMvlpNdvW1sbWq1WDHcwGCSVSonR2dnZEeO0trZGNpvl2Wef5dVXX2V1dZX/8T/+h8iGzWbj6NGjTE5OcvPmTYnGVCWX6tim9kv9qbBKxUdWxjmfzwu2qWAK9T4VaSmMXk0jUeerch6qtFd5h4qytra2Jn16K5WKRJXt7e2C8S8uLrK8vCwJSr1ezx/8wR+IofkP/+E/yF3ct28fp06dYmlpib/8y79kaGiIF154AUAofSq6mp6eloSw6sS3vLyM3W5namqK8+fPA7Wo6tChQ/JMqqMc1AY4rK6uCi/9r//6r4WGp2TN5XKxtLQkRTXqvkUiEUwmk2D/Si9Uq1XRCSsrK3U5DqPRKPkbFUn/39YeDW1v7a29tbe+pvVYeMDLy8sYDAa8Xq9YSFV4YbFYmJqakokVUAvfVJWU6t+rPAUF3Kv/drvd4kXmcjnp4O/3+/m3//bfCmXm6aefxul08u/+3b+TpISqMNre3pam67+LmSsyueoVoKgq6hkMBgO5XE6wo93esXqv3W6XhjTqfSoRpD5DPY+CK4rFovSDmJmZEaK6qj0fHR3l008/rWtkPzg4SEtLC+l0mnfffZejR4+K9wi17PLU1BSjo6N0dHRI74K1tTXBKsvlsmCkUPMskskko6OjeL1eKpWKnJOayaXYAy0tLUJ9unTpEsPDw3i9Xu7fv18XuquMdSwWk3Hfak8VTUz19VClzIA0x1a0oEwmI5jc7jOanJyU5J7yAre3t1ldXcXn89Ha2kpXV5eEocFgUGCncDiM2+2u6yGhksJms5lAICCwxujoKDabjSeeeIIHDx7w5ptvyhwyVeyzsLAgiWBVsah6nWQyGWw2Wx0jp1QqCeavxh+p1xScpJ6rVCrJMygowmazyWw8JcsqP7Eb9lJJ7Wg0itVqZWhoiHv37vHjH/+Yf/Nv/o08x7Vr16SPws2bN5mdnRU63cGDB/nWt77F5cuXuX79OuPj47Lft27d4t//+3/PM888wx//8R/z7rvv8qd/+qdArcBElQw/ePCA2dlZXn75ZQD+6I/+iIaGBjY2NlhZWaFYLAoLZH5+Xma+jY6O8p3vfEfgt08//ZTnnnuOhw8f8pOf/ASr1Sr5CBXVuFwujh07xsbGhuQGrFYr29vbbG1tYTAYZDiv2lM1CxGQ5kLqbhsMBqG9/b6l+7M/+7O/9R/8v1gXL178M5vNJk2xdTqdTD1VE3grlQqrq6vS8EWNO1Fje9RsMMXjVVSS3SwHr9dLMBhkdXWVlZUVurq6OHLkiCiMZDIpyv4f/aN/hNvtFrqY0WjE5XJJRZf6/t2NQFTfit3NaNQFUfXpise6m9/8u7Xm1WoVs9nMxsaG9J/YPa0hFotRqVSkEUqpVOLnP/85V65cYXh4WKYkfPLJJ/h8PlpaWiSpYzAYuH//Pj09PTQ0NMj36fV6RkdHKZVKhEIhmUYwMjJCIpGQWWOlUkkawauJI6qyUPUFUEZINalXkwOglphTl6JarUoydGhoCLvdLvCDKg1eXl6WZjCqvaVKKKlEk6LJRSIR1tbWqFartLW1sbq6Ksk6RR8ymUwyJ9Dj8Uh1WqlU4oknnhAMPxgMEo1GxSHIZrN4vV4Z47Rv3z7cbjcvvvii9OpQ0ypisRjhcBitVovJZOLatWu89957+Hw+hoeHcbvdtLa2yhiocDjMc889J/0IVBOZtrY2GSSr9ks9i16vx+Fw0NDQIPJUKBTqaG6qa6BWq5VpGYAk4xSPVoXb6XRaKI5qBI9qDXrmzBnGxsZkiKbH4yEcDtPf3y+NypWcHj16lMHBQb7zne9w//593nvvPTo6OhgdHZXpNt3d3fT29rK4uEhvby9nz56lWCzS29tLMBjE4/HIbML+/n5J0t68eZNwOMy+ffvo7OyUOYZ2u11yOIVCgYGBAebn55mcnGRtbY22tjb+6q/+ivfee4+RkRFaW1sFNlRjrh49esTly5elYU8mk2F5eZmdnR3cbjcmk4lisSgQTyaTYXp6mlgsJnMCd3+ezWbD4/HQ0dHx49+n+x4LD1j17l1ZWREPrrW1lUqlQigUkoSDEhTlGSWTSSqVinS0h9pkWEVtyefz0pcTahSWmzdvkkqlcLlcnD59WhSD8rRDoRD/8l/+SzweTx23WClHpZyU8lRYrVKi6+vrwldWnpz6/bvxOoVrKox792wzlb3W6/XCD1aWtFQq0dfXx8cff8yXX37J3/t7f4/+/n6pzf/iiy+km5oSRuXl3r9/n2g0yr59+xgfH+fGjRviyQYCASmLdTgcXLp0SbyO0dFRqtWq9G9wu911Uyj6+/u5ceOGDDvd3Ss4m80yOjrKxsYG8/PzPPnkk0CNvhYOhzl79ixd/18PXeWl5XI5IbJ3dXXVdTXTarWC48XjcWw2m3ic+XxesHu9Xk80Gq0j8Gu1WsLhsGDEmUxGmhH5/X4cDgfJZJKFhQWcTqcoLOXhWSwWhoaGcLvdgmVfunRJlMXU1BQrKyvyjNlslg8++IDV1VUaGxvrqJR9fX289dZbLCws8Mwzz9QVDKnmRor763A4hPaoCl9yuZwMnlSer+qPrPIOivEASPGOz+eTvsTKy1XsBah59F1dXaL0laL/2c9+Jrz19vZ2fvaznwG1yPGll17i7t27nDt3jlwuJ93Z/vRP/5Tx8XF+8IMfSJGM8jp7e3uFavnpp59SKBQEA1Z5mPX1dQYGBoSVAzV8uFAo8OGHH1KpVOjo6JCEWjQa5aWXXiKXy/Hzn/+ccrksfSxmZmbIZDK8/vrrnDp1SjrJqR/XvjIAACAASURBVHuRTqc5cOAARqMRu90ud7Gjo4NSqST/VkUP6pxGR0fp6uoim82ytrZWl3RTSeK/bT0WCjiVSpFIJLDb7eLOKw9PNUdub2+XMLtQKJBOp8lms4RCIalFB6QGXCXSDh8+XBdOdXd3o9PpePHFF6UKC2oJoxs3bvDaa68xMjIiNeCAZJ0dDocoH6WclbeiPF+HwyEJopaWFuEAqyZAiq2Rz+eF1rK6ukowGBRlqKzo1taWcBtVQqy5uRmXyyX18zqdrk5gzpw5wy9/+UtpEu12uyXzPDIywoEDB5iYmGB6elrG0AAye04lGQ4cOCAJyvHxcUwmE16vVwZrKkFT7ULNZjM2m41isSj0JtXj4cqVKxgMBk6cOCEeWjablYZCa2trMgUYakKu6GtqjIwK+dX4FzWqaPcEWxWBqN7DKiuuzknBEHfv3kWn0wm3V72eyWSkj6zX662jPpnNZoLBIIVCQeQAkMIN1V50fHxc5CadTuNyuTh8+DA+n0/m50GtF0I2m+XQoUP09fVRLBZFplTToN2JMAUz7B6/o9Pp6s6ivb2dzc1NmbhdLBZFiW9sbEhvCpUwUgm6fD5PJBIRju9u3nFLS4tU8Cn46Pz58/L/f/GLX/D555/z7LPPsrq6yq1bt4SG9vf//t+nXC6TTqfp6+vD7XaLIr179y7lclkiK/Xf6jkA4VqrRl2AwHxffvkl8/Pz0hcbaoZqcXGRX/3qV7hcLv7kT/5EYLT79+/z3e9+l4GBAb788ksZ3qtkuFAosLW1JUljZZCU/nG73aysrJDL5eT7zGazRCkqulJ3XzX/393J7/+2HgsFrCYOKxcfagpBEe0VBU09jBp4VyqVZMN295lVirq1tRWXy1XHhfT7/ZTLZdbX1+nr66urolpfX+dHP/qRhHK7mQoKV1YcSXVxdzf/UEMr1SGoNoY6nU4aNysPWHlcyjtWHh3UPG41Q0xRkNTFK5VKzM/PS2vFX/7yl/+HvTeLjfO+zv+fWchZOJwhhztFihQla7FkWQ4kx3btpHFt2EjjoE2KuFuai6DNTYHetUURoEV72SIXbYA2uSjaBmlTNEuXoI0bJ85mV5EdL5JtrSYpUdzJ4awcrjO/i+nnzHlHctL/zT8MwBcIYns477zvdznfc57znOeYIpzU8GA+/vGP64//+I8Vi8X0zDPPGM799ttvq16va2xsTN/85jf1gQ98wPCzwcFBw5vBa3me6elpnT171qhK7e3tRsUZGBjQ9evXtbm5qWPHjmlra8s0aCcmJnTjxg319fXp3nvv1fXr181Tf/rpp1UqlfTGG29ofX1dx44dC2T629vbFY1GtbCwYNJ+kkw0fXFxUd3d3YGGjdVqVfl8Xm+++aZBUox3e3u74dP0+IOyKMlUuVB0o6iB7y4uLlrlHKXKUgM7hlEAhAKbI5FImMxoNpvViRMnAgZ4Y2PDMuSUuLMWd3Z2rEedj6rw4pmzXC5n8o8HDhywnAcFPKwLSuk3NjY0NzenK1euGO3x6NGjJpcZi8VULpcD0djs7Kz+4i/+Qs8995w+8YlP6Hd/93et2OLDH/6wXnjhBd28eVP33Xefzp07ZwYKpbcLFy7o2LFjSiQStjcymYxKpZK2trZsDyMn8NBDD1n5fS6X09TUlBlEqGnj4+N63/veZ1651Ihwr169qjNnzuh973ufLl68aBzhhx9+WKVSSV/84he1vr6ukydP2toIhULKZrMqFouan583XrDUhBGPHDmiQ4cOaWFhwWxGoVDQ1NSUenp67ohUabjKvn23a08Y4M7OTuMpei+3v79ftKvf2dkxLzCfz2t3d1cdHR2WjMELol4f7wOsVmqEExcvXtTIyIgymYyuXbsWKMU9cuSIeW3gbVLDANMdFUV83xGCzYdWKie3JIM76vW6Ojo67B3gZG5sbGh9fd10L6TGpq5UKqZb61X4abedyWT0iU98Qm1tbfra175mHNIXXnhB586dU29vr/L5fKC7MRhyV1eXtdVhE3I49Pb2GjaGcXj55Zc1OTmpoaEhra2tGTeX750+fVovv/yyafgSZp4/f16Dg4MaGhrS9va2zp8/bwLwfX19yuVy2tzc1P33369arWZj2tXVpUqlYvQfT8erVqvWWmd+fl79/f02pnR1WFtbs3flQjd6Z2dHjz32mJLJpBkI1iDaHCTbOLjRmx4dHdXOzo4uX75sa+O+++4zIXC8f+a/r69PbW1teueddzQ5OWkeq9SQdiRhjEoZ8xQOh407DRTmKxoxXjMzM8ZRl5qNI7nHyMiI5Te2t7c1Pz9vnjNqg6yZY8eO6f3vf7+KxaJxvaWGB/iZz3xGu7u7+uu//ms9//zz+vjHP26qZu9///v1S7/0S8YLzmQyRtHr7OzU2bNn9dJLL2l6elr333+/RWMcdODeDzzwQICTf+rUKZVKJbW1ten06dNGbTx8+LCq1apVrkFDlaSvf/3rSiQSOnr0qK5cuaJ8Pq9z585JksbGxvTOO+8okUjo6aeftneTGsayUCgon8/buLPfBgcH1dXVpe3tbaVSKd1///1Gs6Owo1wuq7+/33SvJdm+9i2x7nbt09D2r/1r/9q/fkrXnvCAEQqBdsWFIj7atl79iqw2VU8kmqrVqtV9T01NaWJiwkKGYrFoofvZs2eVy+UsBCc5gTiKV0VKpVKBYo9bt27ZyQbuidKa1ydFER98GC9Okmnhel1bvEraaV+7dk3Ly8s6cOCA7r//fknSSy+9pPb2dv3hH/6hyuWyIpGIfud3fsfA/r//+7/Xl7/8ZU1MTKirq8soa1KDbrO0tKRsNmstmcAP6YhB9rtWq5l3iL4u2eCVlRWDYEZGRqyMl1ZFeBa0uMnlcoar+dAOndlisaiZmRlLJoHtk5jyuhTlclkLCwvWUePatWsB4v/y8rJ5kzs7OzZnnp3yH//xH5Jk2WpJFgonk0mVSiX19vaaBz03N6fNzU1rd97f32+QwOTkpEU999xzj44ePWpeLpWFvb29Wlxc1KVLl4xqR+TV0dFhcBdrnwILRMeB4fj7trY2xWIxzc/PKxaL2XMWi0Xz9IFJCMHRlajX61peXg7spbW1NRvLdDqts2fPmsf9hS98QT/3cz+nkydPKpPJ6L3vfa/+7u/+zmCtJ554Qp/4xCeUTCaVyWTU3t5u+HCxWFSlUtGpU6f09ttvm6coNUrqU6mURkdHLVT3iV20dBcWFvTmm2/a2BCF1Go1ZTIZE1eSGtEYTUKr1aqKxaJFY5Ss9/X16Z//+Z+1tLRk3vHJkye1tLSker2u8fHxgGQAcOPW1pbZAezC8PCwMUVgTnjaH30tf9y1J7QgPv/5z9fB7Lw8IAI3qNkTXlUqFXV3dxulxTffAz+k6qe/v98MH9Su2dlZffKTn1SxWLQkRT6fV61WC6iZ+bEhQZXNZq3WnP+OcRkeHtbGxoYtXsoY4/G4wRosQGrRCcO6u7steTUyMqKtrS1dunTJxFMwXL29vaYRUalUlMvlbBNLjfLPz33uc9Y26MEHHzR+KcmdcrmsgYEB3bp1yzQ1+vr6NDo6ajQ/+t9JDVjn+vXrymQyGh4etqSk1MB5X3nlFXvHRCJhWN4999xjHN633npLsVjMDspcLqe1tTUdPHhQkgIdEV5//XXNz8/r9OnTunXrVqAMHfEl5pQuuYwpFZPpdNokRyUZp1ySGUFCV0lmeNHAKJfLgbwCF+I0wB7w0aUGBz2VStn8IzBFt4Tp6WmDLsiuwywhISs1DP7y8rJ1fsAgSTJ62+HDh1Wv1zU5OWmYcDabNSW7QqGgSqVi78raJJeytrZmc5hOp3X16lW9/fbb9sxPPfWUpAbGj8RmPp/X4OCgBgcH7RD77Gc/q4mJCT377LMB5pLUwJYPHjxo9MRbt27Zmuru7tbs7KyuXLliCmwcSpVKRcvLy5qYmNDY2JhOnDhh62ZhYUHLy8vWydnrZMCgWlhY0PPPP69qtWoVe8A/JGIlBfo6PvDAAybTGQqFjOXiD3J6x/F7dFdGRCwcDtv8egP8wQ9+cG+L8fzjP/5jHXJ5a/sPihTAZqSGsYzFYoZ5eVpUW1ub6QXD5WMDTUxM6Pr163rttdf07LPPBjomXL9+XcvLy3r88ceN5wsmGYvFlM1mtbGxYSW0XjE/nU4b/xV6HNfa2ppisZgZGzYuGgDe28ZAgIfDOaZ3ltQgm586dUpDQ0N2AHlN2JGREV2+fFlf+cpXFI/HNTQ0pF/7tV+zcbt27ZppD/T09FirGxJIIyMjlvUn8yw1O+6i3Ea/vImJCa2srJgwDpge92Qe6LiLQfjWt76lkZERtbe3G47L2Ny+fVsXL160TcPBwbpACySXy1l9vyTD3KAneq1iPPt4PK5f/MVfVL1eV1dXlyVJUHujLdbCwoLNMW2a8vm8qZPhDKABTRsjihpYN7BRMpmMGRqp4R3CaNnc3NTS0pJxjqGPsQ68Ut7g4KDa29uNl05DUNa+p+glEgkzeJKsJJ5eaRj1aDRqjJNEIqH19XUz6plMRvF4XFtbW+rr69Pq6qreeecdK8dFl/vgwYPmhHBw1Wo1lUol3bp1S08++WTgWW7duqX/+q//shY/XnI0mUxaTcDAwIDC4bBFHLS8qlQqWlpaUk9Pj3n5MzMzunDhgo4cOaI/+qM/Und3txnZa9eumcDS6uqqVlZWbC2yN1ZXV7WwsGDetdQU6sFxikQiAaIA897f32/6JVJTtzgej+/9lkQ3b960jc3LDQwMWJVRoVBQLpezpFAulwvwgmdnZ81rpRolmUxqd3dX8XjcDBuhfjab1fT0tE6cOGFeLu3hIaPXajUzamTQSdC0hq5ra2smHBQKhSyspwBje3tb8XjcWihxYawwDhww9FJjERaLRVuAJJgwLgsLCxr/35503PPw4cNaX19XJBLR4uKiicqgYTA8PKxoNKovfOELxmaIRCL61Kc+pe7u7kAyjs/Q5QAeYJNdunRJx44d0xe/+EX95m/+pr72ta9ZPX4ymdT4+LgOHz6s733ve/ra175mngx6DltbW5qcnNS5c+cCffZu3rxpKnCtXF80AlZXV5XP5wN97XzhxdzcnG0c2hXt7u5qdnbW5Bq9J4sEJbrAHEBXrlwx+hm0QyISCkN4X9gbUuMAIrtPURFJMdThoP8lEgnz4PDSKpXKHcprW1tb1nC2t7dXJ06csHVKL8TV1VVlMhn19vbaQVGtVk3sisOVtQiFCpgMHjnXwMCAKpWKZmZmtLW1pbGxMXv/WCymubk5U5g7duyYqbNxPfjgg/rud7+rF1980Ti7iCWhowH8xdpAbnV2dlbXr1+3qIq1+8QTT1i1Jo7S3NycPvWpT+ns2bP6/Oc/b5omvCOG/vTp0yZbKzUO3+npaes07TsfQ7/ECZqcnLT1Njg4qM7OToVCIaP/eblZCp1+3LUnDDCeqveC6LOFopfP8KLiBd6YTqdtMWUyGaXTaaOfteLKnKD8pl+EkKwxbpzIeKhUYyFNKMmM69DQkNLptMrlsm1IhGOKxaJGRkYMbpBklCav0M/h09nZadVOTCD0JSg7ZGxR9vJqafF4XEeOHLEs8pe+9CV7d7qEoGPK995++22Fw2ETUSfLzD3BVynZhOuJctQDDzygf/mXf9HIyIh5jvTC+9a3vqWFhQU99dRT5uUxB11dXcaG8Bspm80aPdHj8TzT7du3Va1W1dHRYYcThx1jR5QkyQ6Pcrms+fl5JRIJowgyrpVKxUpOwbOlpjOwvr5uxRpQ31KplIaGhu6qZ4z2MtzwyclJ86ygLsEzZfNzJZPJgEHyEdehQ4c0NjamtbU12ydS43AulUpGb5yamrLDIJ1Om8NRKpUC2CSl7sB5fr35hpipVMoqTHlX9ixQwDe/+U2jGv7bv/2bwuGwnnrqKZ07d05nz541w33w4EEdO3ZM09PTisViNs9SA0pZXFzUa6+9ptXVVW1tbQW6frz11lt69dVX9eSTT2p1ddW88b/6q7+SJP3+7/++3n77bROdkho0tMHBwUDHEuawUqloYGDAxP9bozjgQKkR8TEvHMqUra+srNh4J5NJLS0tqVwuW1f2u117wgAnEgmTF2RiQ6GQJaoIrbw4MhMOjQcPEAoVA+gnVmp6XolEQidOnLBk2tLSkra3tw2ThMjOPVAE439s7I6ODiP/Q5cjDKGVjseQ2NTFYlGbm5tGndrc3DQvHuNPeTM0Jd6PLhzU9cMZ5buhUEiHDx/W5ORkQLD86aef1vj4uJaXl/XWW28FuimXSiWdP3/eypFJRvIeS0tLGh4eNo/CayxUKhUdPXpUX/jCF1StVg1zvnr1qj7zmc/o7Nmz+q3f+i2VSiXz5nZ3d00knciAjUGE4btl8H40M4Vz6avkmOuVlRUT12az0KbcQ1mVSsXWBvBJe3u7+vr6tL29bUaPgiDCT+ZaEqWmprTmC0rQbV5fX9fQ0JCF8FIDp+TdKSrBwaC0enNzU9VqVZ2dnSZzWKvVLMkGH575ZW5WV1fNUHsNkXK5rJ6eHkWjUcM4pQbEMjY2pnq9rmvXrqlUKhmVbmdnR9evX1d/f7/OnDmjUqmktbW1wJgTIba1tZnRkRqdPVKplC5fvqyvf/3ryuVyNt6nT5/WRz/6UU1MTGhxcdGShFKDd16tVtXX16eDBw+qUqmYR7q1taVsNqs333xToVBIn/70p+09vvnNb+qf/umf9N73vlcf/ehH9c4771iyuFAo2HhPTEwEoiocC/B2r1pIOfL29ra6u7ttThibcrlsDoSPytEl8bKXd7v2aWj71/61f+1fP6VrTyTh/uZv/qZO6I53EolEFI/HNTo6aoIxnMovv/yy4WmFQkGZTMYSbShTUbwwODhon9Fss6Ojw9rr4AHfvHlT8Xhcx44dMw/Qh68+TAQ/lJrJQgD3ZDJpCTMESijF7O3tNQ3SZDKpyclJJZNJra2t6dixYxb+7e7uWiIJ759KMCgvvtgD2hrjhvj5D3/4Q21tbVnk8Mwzz9i9gA7w1s+fP6/jx4+bQLYPh8vlslXm+Wo+qdlAMxqNamZmRp/+9Kctimhvb9fw8LAef/xxRSIRJZNJm4vNzU1dvHjRGmEWi0UrJoGGRViP1yfJmpzGYjETgSFEpniGSrRoNGpeFcI0UqN4gr/lv5HYQjQJJoQkiyg2Nja0uLiokZERq76qVCrWJzAUCpn+h9SAUm7duqV4PK6TJ09aMot5ghlTLpeNUsjagAGxsbGhpaUlm/+Ojg4NDw+b/sAPf/hDYzMcOnTIwnmKSlin29vbpuK2urqqbDZr0A2/29fXp76+PpXLZVsXFKFQCcpe8MU9pVJJpVJJq6urARoa7wu0c/XqVWvJVCgU9Oijj1qJsm8Fv7a2ZjrTUlOsit+LxWKqVquWG/r3f/93SdJbb72lX/mVX9EzzzxjsgC+9N0LHcViMUtekgxnLZBsZ7zpSoKny3N1dXVpdnbWKg5TqVQg0UjzhF/91V/d20k4qt186ejW1pbx6rq7uwOYbG9vrwnfUC3HpguHwxbKxeNx44tKjYXd3d2twcFBLS0taW5uzkIEJt2L8/hGkNDBwBXB3eAJQmk7efKkVftcu3bNBLq90ZaaGx5hoVgsZou6VCpZqAM7BCNaLpe1ublpOCaqTIRT8JLZMAcOHLAKo9nZWcMwwViBblC68s0JWfT8jm9oyGdeT6Czs1OpVMre/yMf+YiVLSO+TqIN3BAYZX5+3uY+k8nYmHuoh7GBlheLxUw9TZIlmcbHx+2QYUw5KCVZN2nWGM/PM0JF8oyVa9euqaury4R+GNN8Pq9CoWBVUdAEJZni3OLiovL5vMbGxgy6occY7At/OGGMaFtFaTjjRp/Ejo4OPfLII3rrrbdsfpHSrFarmpqaMnx0YGDA+OqZTMZYFuy1er1uODV7kguBHzQ5ksmkvaPnEyMByhz39vZqaWnJaHOnTp3SRz/6UZsr/g7oiDnu7+83CIjkdCsllL28uLholLk//dM/VbFYNPnQvr4+Wxs0QUVAfmpqyvY+zBlgHZTPpMYhurGxYclQ+M5cKysr5mgcOXLEvoe+ief+3+3aEwYY4rQnLqPmRakxp54ka0fCKQ2JWmqA5tTg04IGD6FarSqXy1mL7pWVFfNWM5mMcrmcGV665krNDDknp0+YeK0G+myxWUZHR40mNDMzo5MnT5rXMT09ba3PE4mEyuVyoCkhpy4bkPcjsVipVAKSjH5j86y+i4TU7CZAFwrPAkgkEoEF24qjSzLlNkl3JMXw9Cn1ZWyIUKQGe4U56+rqUjQatff29CX0hsHe29raAloYeJ9EKRw+NCulwGV1ddUKbXZ3d3X48OFA1xH+J8miFxKjsCUkmYYy5c/Q0fhsfHxc6+vrZkgwzmg5MIe5XM7W8M2bN80L5bDEy+VvYFWwH6SGISHn4R0LSRa5rKys2IHIoc8eW11dNb6tdzDohoHEq+dZw2+NRCLGyee+JBERqVlfXw/QN2Hj0I2C9Ya+N4bRN8kkj0Ena88k8PKpUqNjOWuQCPree++1HBJrA541uYzh4WHb+8hZkueh1x5jlE6nLUnsHZNIJKIzZ86oXC5ra2tLy8vLFsV1dHQEuo6827UnDDAiIHggUrNJHwvfQwJsXMj7AN+STBeiXq8bH9h7VrOzs0aricViNtAnT560CUB7wNOw0J1gMfpn6e7u1sLCgj0vhjudTltmFeUnPLJkMmlaBplMxkJrSVZVA43OZ8Fpw85i3d7eDmS18XTC4WZHYhI4JDWlhgH1JHYOQDanX/h3o9L4kNCreHFwMN4YF+bFCxxVKhV1dXWpXq+bji9jg0cK7Y+FnE6nLUmSTCYDkAPFN1NTU1Z0w0aF5UDVFdKVHA4ItKP25hMqGIh0Om2bkeQO4i0I+8RiMeOXbmxsqFgsGmsFmpjUiDiAWPBAvTgMvFgq4phf2BNTU1MaHx/XyZMnA97a+vp6YF45rBKJhF5//XXF43Hj1jKv9CWk15+XRo1EIhZpQNOk4k5qGFk0mVGS8xrZvb29xiqgXxvrb2hoSNls1p6b9/cQF+Pv1yLcYVhMzNPg4KBFm6VSyfatJGsqC1OJfSjJer3B3fVqd/SSC4fDOnXqlDo7O6090sLCgmn+FotFSx5KDTjn9OnTgZqAu117wgCTsfbN8Nrb2w0bhNBO2IN+KWr1QBhSE87Am/EhAFhNW1ubaQjjyRQKBZXLZfOieAZJAdlKcDt/ClKtR5knk1CtVo0njAobCwJhlKNHj2phYcH0diVZ6CU1Fg6QgNRcnBsbG/asqLRJzf5tGxsb1iqczUvBQCKRsA3EBdZYLpeNUvf/Ze6gblE0I8kOT/DOcDhsY9Pd3W3yo8w1HhlVdVDu2tvbA+silUoZp/fixYt2aB85csQ4pKizMd5UGhJOIlYEDgiThCKcVCpl900mkxoaGjKWDsUOUjO6oGCiWCzaZ+CV/f39Wl1dtapJ1k00GtXt27ft3TFcGE1oThxWUnPtj4+PGx2OUHpnZ8feB9YF/76ysqLjx4+ro6PDqJJ43Ovr6zZvsE9YZ1DUFhYWAt5na+UpjB1EbaQG1bCnp8c8R+84rKysWLEI8+/FiBg/Lu8dU2xF4QzztLa2Zg4K3+d7aGvzvNls1nIVhULBqnBxsLxDMzg4qHK5rP/5n/+xKjypabi3t7dVLpcVjUbN2VlaWtL169d17733vtvWaTzXj/30/8eL7rYMJrXxGC04nlLjxaG04FkxYFQPSY0wgOSYJBP5rlQq2t3dDVQ01et1I8yT4GkNV4ECILpLMt7w0tKSQRTwCzc3N42i1NbWpsnJScP5qtWq2trazGDjaUgyLVhCQu8ReHrVu8EFYOmdnZ1W0io1TuWFhQVbeHgS/r5Q6ljkfHY3L0SSRQt4QHjsUhN3ZXH7xB4FFngy0AMl3REJeR2Oer2u+fl57ezsaGBgQEePHg2oqGG88vm8xsfH7Vkog37++ef11a9+1TxeLh/uVioVox1JsuQKB6ovhSbRR9VZV1dXIOyERoamL99bXl7W2tqaafd6xTsOfMp/fZVkX1+fRRidnZ3WKFJqeMcUINEgEmMIfxccOJVK2eEBXOXnibUPBEQxDi2hvM5tpVIx/DSZTFqSChwXPWy6dzAu7Nv+/n719PRYNEreA6jPrxvWAHPmS9Hhw3PIocMiySiGYNRLS0t2OEWjUduXnZ2dBtVIjSiORqYc+jxPNpu1ju1AfxjnkydPam1tzbSN3+3ap6HtX/vX/rV//ZSuPeEBHz161IB3vC5CH9gCJ06csFOXzDMwQz6fDxDjfWlluVy2U6lQKAQSLKhNSQ3PAqUrL7AiNbFNvBVflQe+GYlEtLy8bJVxksxTRrltdnbWyk3xHFGmwrOQmiXKm5ub1g4eT45yWcLhjo4ObW1t2alMvzipER6SmZZkynI8I8UHjDc9zEgWAfnQ9QHPwwuS4PlEo1H7bTxAqD94Db5SjAQFScSOjo6ANkG1WlU8Hrc+cGDTMF4OHDhgMAmREZQ94KTe3l7zjsLhRlNUetlBnGeuCDvxcm7dumVrigQhDT+3t7c1Pj4uSebV4YWTd5Bk8AOl81CZ+L0TJ05YVFIqlcxzI/nW2dmp/v5+gz14R1T9oEWxFvGwacfEf2NdeA8tFovZmtna2rJnjsfjqtfr9u+we3Z3d9Xb22sqcb4Ygb3B/LFWoaChuQLVk/nwxUZ+TSUSCYsa2RvsR1p8UZyxsbFh70jVHLmAtbW1O0T1gfnQ/OCeFPag9cHaJ4/woQ99SNlsVvl8PpC8DIVCxrihxZLU8JxrtZouXLigRx55RO927QkDDGZbr9cDXS9oP1Kv19Xd3W3lry+99JKJm9OplE3IpFOOih6D1Fi8ZJARj4GVkEgk1NnZqTfffFNjY2OKRqMBfQUkMVnIYLRsSPAt30mDDH0qlbLEe2vL0QAAIABJREFUDwsglUoZ1YwkC4vaZ4Ax7p5tkEwmdfDgQWtrhHA5nyNqRELRL+zWOncujKSnv7FZ6LJAGApDRVIgywxNz9OpfDUbpdz8diqVMohGalbXwRyo1+vWKsi3jxkcHDSBcSiKUlMYhoovn2hB3ay/v1/j/ys5yO/wrNvb2wYHDQ0N2XN1d3dra2tL5XJZ4+PjisfjtqagACLWv7m5adAFh0t7e7tWVlaUyWQMr11eXrYWRYjfMzazs7MqFAoBiIy1QfsgqiMp15YaRgWIgnt5LH9zc9OSgb4/IRg9sJun5wH/wFOmcwZj29bWZlAfFYv8drFYtP+G1CefwZcGm0UcinVKvgIHin3KuqCSzYttVatVoymCBXtHqrXTCBec70KhoMuXLwdyKkBLL774oqkWsi+GhobU3t5uMA8l/lLjwMM5+nHXnjDAhULBaDzeq/EScL4ctVKpmDQeeHAr8A6lLRKJ2OIlE7q4uKh0Oq1KpWKeSzweVyaTUT6f18jIiNbW1syLAFcGp/YYKCponH6wCaTGwkZ0JRqNKpfL3ZFgqVQq1tONxcm7gA16T61Wq1nrGVq8eEwumUwa7gY+jpHBANOSp1QqmUdEZpgN4Us1b968afi2nwOp4XV0dXUpHA4bbQtDSpKzNTHC+5Ok8owPSabDkEgk1NHRoYGBAfOqMZQ7OzvmHXo1tNZW7uCKW1tbSqfTyuVy+spXvqJoNBrQwsjlcuZ1trW1mbcjNVqvp9Np9fb2Gm7LBkaICZpTIpGwcYN+iCeXz+cNHx0YGNDy8rJmZmas35yn+IG3Umrvce6enh7DV9HcZQ5hTZDEZGxisZgl4HxbI9ZpvV43A03bLamZzcdpaWUs4JywTnGa+GxnZ8dYOj7xSwTHfXzDUpLlAwMDRpckP9De3m66xisrK5bPYd1gYIm4mItEIqGhoSGFQqFAr0HGjV6SBw4cUCwWszwJ643y+HK5HGhmWqvVrM+k11/GGSGKerdrTxjgiYkJJZNJqyiSGmTs3d1GN9pqtWoGk79fWVkxY4NQsiRTIPKCLHxG2/rx8XGjRAHEw/OjXZFfMBQ3DA4OmlHhhEQdzId2bKRsNmuJkI6ODuMmS41igOXlZfX09FizRIzz2tqa8TwHBwftAOL+eCWVSuWO5+no6LBQmoPAN5ck+Yfhw3uAoE+oHY/HA9Q3KG3wZFuz5KVSSUtLSybdKDVFfEjg+ex6OBxWsVi0z3xii/Hg3p4DPjs7axEFcAxjz4ELI0Fqcl2JkrLZrJ599llVq1WDuCTZpuYQouJQanBNe3p6LPRHp0BqwBPQq0jw8j1E3js7O21+vMAOxr5SqWhubs6elbCbxFFvb69VPsJeoACF9lySzIM8cOCAiSexFnO5nObn59XT0xNQPmOepGaiDl4sz3n9+nVdvXrVihF8E1x0sil64aDms3w+bx41FaOS7PswEzY2NuxQqNVqxqhhD/HZ1taWRRKxWCzA9aZ4BrsBrVBqGMupqSk7iFOp1B0aGsxJIpEwaiPQG0nBcDgcKO6RGgctz8hnzO1PYhPtCQO8sLBgYZ7vYLCxsaHOzk4LNXzlyo0bNwzL9OWfaMd2dHSoWCxaOTBXX1+fTRKeqdRUnGLBdnd32+nF7+ApeJxze3tbo6OjAUFyJhRjGY1GreME90RlisXW3d1tGxAKFCeop6FJMnK71PBO8ZYkGa0LL4juyv6CMofR4cIww/n01B88D+5PSAhUUq1WtbCwoCNHjgQoSr4rNFCE1PDyM5mMYc+ExVLQcLPJuNgQqMf5QgywRsJh34OP5qkIqGxvb9shLjUOPdgjVPt5I8G6BPLwYu4YQ6Ih3gPFNUnGZWdsOEBh+dB5mt+D1gRO6pXZiGp2d3dNqU2SPTuYrqdLjo6OanR01KIj38QA79d3YvYsCKryOjo61NnZaWua5/FC9l7TG6YF4wjLRmrS/jzbifXG81ASHYvFArkT1sHc3Jx2dnas2s//Nl460BVax4ylp8RtbW1pe3vbZAy8/i/VlTgmcKX5DSCr4eFhPfHEE3YYwLjytudu154wwGwGT+HBqyA5RxJFamx6z1f0BH8SZHgioVDISPPQaTBgJJ2kRijNgiBM99VX6Eew8NmQ6AdTKOJPXa9cxW/hpUAJ4vfa2toCVCsWCguDxYKyWiqVMrwTjVxJ1sqHA8NL62GoSWCAu/ObvAM4r8fJgB8wbnyvUqkokUhYAQo8SKm5sHkH/o4LihN/w+ZkrqAhJRIJXb161eYeiIlQ3Y83YTsl0FACf/7nf16Li4sql8u6ePGijhw5YnKnkgynRNNBUuD9NzY2lEgkAk6CFNyE6DB4jJ0EHZCTp1ABPYXDYeOi8u5Ul3FosYbhv7a1td2hzsVeQlw8mUxa8pKIDrzWFwWhfAcE44s0iBSi0ahJq1JUITUrGj3khYHCAaH5rIfupKY+N8UTzAVl2R529GX8/CZ5BW90iWDIZ3BQcqCS/PbwB9CcP7R8FAPMhUqdb9bK79OVhn3Y3t6ud955R8Vi0RrR3u3ap6HtX/vX/rV//ZSuPeEBHzlyRMVi0QjYUhAS8BVUkgzs57TyugdQSjghfVkmp5/UxHW9d7y0tKTjx4/fIYDDPVH0wuPhe9TdE+LiVXNywqg4cOBAQLcXug0nsmdr4H2Vy+VAwQC6wV4jwGv+kkTzHquHZ/B6SHD5xB8iN2SaCc/xVBgD/psk87RJvPX29tpc4RH45BLPjbocHpPXAgD/RMujra3NMLnDhw8HoAzGkjnFC4pEItZvTJIeeughSbKKtsXFRS0uLgZ+M5VKWQvyTCZjoe3CwoLm5+dNc8RDG5S9j46OWrGG12ig6m5ra0urq6sBhgjMGKAPj8UCgwALeToZ6mQrKyuGd0pNNTjghWQyaVg1GCsJKhKxrCFgLoppWIuxWEwDAwMWzRBx4CHSHzGdTlskiIdIcpV7e41pogngKZTapCZ1DvjK4/zAgeQOUJLj78mBsPZZ393d3QahoT/CHmOcicDn5+cDDBjsC2XJrGcopqFQSOfPn9eXvvQlPfDAA5Ia+Z9YLBaICO927QkDTDgFNivJEkKETojlSI1J6OzsNKEMJkKSbZC2tjbdunUrUBlD5RlUGwSYpYY4Tr1et4wnCQmpGYoSFnsgngUFdUwKKkSBmRGi8pyVSkUHDx60e3n1LRJQbEwvVA+bwieegDGkhgH0nGKpmYhiMfMOGE9JxkLhM69MhxGFmeINN/APotYeRvKtoHhPX0G3sLBgsoGIBHFxsCDUDq4OQwJDAZ7Hc1KOurGxoVOnTtn8gPdysFCmzDhtbW3ZAbG1taWFhQXD87q7u9Xb2xuABPhNjAtyjITTUqPvGcaDRBz3hDKHgpyvzOMABHbL5XJ3VCwCA/lWViS6MHSeDxwKhYypAxTl+dPg4oTffu58co5wm7nyOh38jjfAUDdDoVCg8Sr6LzALarVmH7ZsNmsJeQ5/zztGwrVcLqu7uzugBcMzsyf4vc3NTd26dct+Ex0RLsY7mUzqxIkTAR50Pp/X2tqahoaG9MADDwQcCvbRk08+aaJDUmN/P/744z8bLIje3l5NTU0FOrWywDc2Ngw/YqIrlYqRn8HdMGwYbPiR4IJSU0s1lUqZhgOLlwaNkP9bPTdfnokkoCQj9HvNYF+yi+HB6LcWM0B1AuuUmllpqGBg11LDi02n04Fssiejg3PhBcKIkGTGBZEUv1m8185CZGw8xklyg99rb290oM7lcurv77c+aMwdWBxlod7L49ngmDJPni2Ry+VULpfNcA0NDdmmz2QyunjxYqAV+PT0tJWobmxsmP7y4OCgVlZWtLKyot/4jd/Q5cuXtbCwEDAerLV4PB7QJaGBJhQyT/3yGDJeLAmciYkJ65KN3ClrKJvNmuwmB5c/gIlg8Dw9Q8JTIT1WHw431L4WFhbMC4blg/bGzZs3tbu7a7Qy5hfPnBJ/5nd7e1t9fX0aGhrS0tKSlpeXA6wjkm+ouvlIlbZbw8PD1veNZ2X+wZVhjLCGSb5y8DPeMF+4N9RRSeZJkzT2NDS8fNaWP7ilZhcS5pFxg4FFIRj9KxlTnr9WqymZTBrrIRqN6uWXX9bCwoKeffZZvdu1Jwzwyy+/HKCoSDJKC9lsvESpWdEF/QMSvNSsTvGi6niPS0tLlpS455577gD+IeKz6OEe+jZHnKqE/CQj2AjeeCCiQuINL5F7Isje1dVltfFSE56Yn59XR0eHJdMkWZSwvLxsngoiMFJjY5OEhKPqix/IxqNP7A88ryBH23upyesdHh42Q4m3giBKtVo1GUieNZvNqlQqWaXT6uqq6Q+gdpZIJAyG8MkNPK6NjY1Aa5mDBw9qd7chWD8/P6/5+XkzHktLS1pcXDROLskoqdFNGu2BfD6vAwcOqFAoGHeZDUofP3oNSrKkE1q4nqLIIc+B5efq6tWrCocbql+jo6Nm4KWGB4gCWTweN465pDvEh1hXUjO7zzpZXV29gyMrNbSoPVsFShjVpqFQyOZwcHDQCngYX4xzR0eHfZdKQyA31tTt27d19epVRaNRDQ0N2Wd4tySbqdzjWYnGWOPARclkMnDwVKtVqzx87LHHVCwW9fzzz9u9+T2fdK5Wq7aXJZmn2t7ebs4E88RcQmsdHBzUgw8+KKnRe3B5eVkXLlzQysqKuru7bdzefPNN0/OGUeSdNh9Fv9u1JwxwoVDQ4uKihoeHzcuAB1gqleyfvffohXLwWvgMr6xQKCiVStkm9BV3ZGY9XukpK7ANpKbmKeWkVOlJskVNuOXLVPFgUODyG4sMLRVxSOhJTSpduVy2Roh4x/BfE4mEdnd3beLZ2HRU7uvrUzqd1vr6ujEBpMbCRyUO4r7UDHv5Z1TopKbMo6fVAYFcunRJy8vL1hWXv2duWqUWGbd4PB7IOnsOuP/7tbU1FYtFvfHGG5Ia1KZDhw5pa2tL/f39JhLONTY2pra2NmtI6lXypIbRIhTNZrO2CVdWVmxjgiPiBbGmYBh4ehceEyyJ3d1dOyw6Ozs1MDBgLAHPT4au2NPTYxEchygwB3ACOQ3GxjsW9Xrd1i1zG41GAxVbrBuvmLe9vW26xdDWKCjxFC0EenAUxsbG1NHREYg6mIft7YamMfsmEomYzu7s7GxAUAsPNpvNWoNW9una2pppB0NPZJ7Onz9v3OdEIqGenh5zqsD1Me6xWMxogOxnSp+BW1iniOCvr6+b2BNj1dXVpYmJCV29elU/+tGPDNe9evWqZmdnDbO/77777DCYmpoyyGrPe8AkBFZWVmzA6DRcLBbNa+F04SRrDfX5Z8/v8/q8kOlZuNxbkp2MhD2+eouT1deAe2OF5+IJ2/wdnE2oY3By4Q1DRGfTSk0MCz6uT2xA28HI7O7uamZmJlDthkwlBwnGm42NQenu7rZnxbOmQOLq1at6z3veY59BF4vH4wHcETU3aGaolUmNw2BwcNDKrT3GT3LRlx17TBJ6IaGhNx7t7e2a/t9uuh/84AcDxvnMmTOmAT01NaWvfvWrkhpdcZHh/Id/+Ae98cYbevzxx00usK+vL5AYZI6YV6AmxtWH6DwbhoG1gWQonrc/EGq1mq5du6Z4PG7t431SCCU8sEzWB3Acn+E9SjLjx6H6wAMP6Ny5c5Kkixcv6q233lI2mzXBf0+nIwLM5/MBihbY+Pr6ujWz9fix1EyoQv/y+RES361YMQnqyclJXbhwQYcPHzacX2qW9ZZKJWv9I0nPPfec7r33Xp08edKgKSiKvqsIcBtzSVSEEY5Gm5KaOzs7lngfHBxUPp83bxyMua2tTY888ohV0zG+UAnp3oLtee9736v/y7VPQ9u/9q/9a//6KV17wgPe3d3VRz7yERUKBTt5yFDjGRE2SU3hF6hfnsIDzQaPxVOfPBm7u7s7kDSo1+smZkKCADwNTNJTj/A6PBGdIg9OSDA4sKF0Oq1//dd/tXt++MMfNiU3T1DHk4RuFIk0O3Dg/XoMLxJpKv/jdVDIQTgnyVoRETF4T5a/D4cbLV182JfJZKyrAwmX6elpSQ0sPZPJ6MKFCyaIzu9lMpmAd+tpbKVSyUR28MaYC9rX4wnOzMwESnnRB2hra1MqlbKkF78DVutFjBDFkaQ/+IM/UK1W0w9+8AMrce3r69POzo7m5+eNykVni1gsZqyI69evB8TaeS8aWhLV8B6SdOLECXV1dWlycjKgzkYya25uTr29veYdI+AE/ku0IjWrIPHwfHFPtVo1iAOvlev06dMqFosW5kciEYs2uS9RjG+QiVIdjAy/JvjcJ5l9denS0pKy2az6+/tVr9cDFD0gPdrS53K5QAHH8vKyNTpgX0rSU089ZQVIwC1AMAjK7+zsmGobCTr+HpvgqxlhiExPT+vy5csBbz0Saagcbm5uKp1Oa2xszN6dpCdyA7u7u6b/20pJfLdrTxjgfD6v73//+xofH7ekASWQlHl6OUTq8akm8nXthMhgrD5hggJXrVbT1NRUoFZ7a6vZkBExbJ8wgFEAzMBGIrNKWBaJRIwuxyLjIiSVpK9//es6deqUVWP5w8CHnuCuGCAqwWAUgIezYMDDYTj47g3Q88hck+GVZOOHIaTklQuB752dHa2trRkrASlRjCuUIknWI455u3nzpnFr+T0SJlT0cZVKJdXrdY2MjOjGjRsBBgqUJSANj+MeOHDAuM9DQ0MGD/kGjzRlpFqM56BTRLVa1eDgoA4fPixJ9q4DAwOm0cGYou9RqVR08+ZNZTIZm4tUKqVUKmViMp2dnQGRe0p/fdm31DxkgYQI8VlThLrhcNjomFLzMEBOcWpqSs8995ykhuF69NFHtbS0ZJKtrGH2B+vb847htaOWhuIYhh5RfMZtfn7e+qJlMhlls1kNDg4ad5fLOzGjo6PGJuDyFa5QRyXp8ccf19TUlG7duqXe3l5zqCQF4DQqC7EnmUzGcPFSqaRKpWK/n8lkFI/H9Z73vEdf/vKX9b3vfc/gt7GxMYP9fJk9v+Mv8GnGxSek3+3aEwZ4bm7OeisxKB63JVFBx1Yk6tj0sBSkZkFBtVq1xJdXvvffJ0MvyZIIq6urpmjFgvGltywMn7yj/Bhsjs/w4sPhsHK53B0yhp/97Gf1yU9+0oy9J9RDpI/FYoE2N11dXSaBiIfn+05FIhG99dZbJlUI9szz7OzsmEEIh5uqWBhtryTnjZ7HNmFXSA2jWiqVlEqlVKlUtLCwYO/PxvClxteuXQuMI0kef8DShJX5ffjhh3Xr1i1JDS9vbW3NDoLz58+bgZyenraNCb8YT3VxcdHocF/84hcVCoX02GOPBQoVenp6dPToUStDBz9OJBI6fvy4EomEurq6dPv2baO3dXV1mbeK3gQXeCEa1DRuZd2QtAU/5bCgUIRchHcGGDsirtHRUfOOWc+5XE49PT3KZrNm1J5//nl94AMfUDgc1n/+539qenracOV0Oq1sNmuMh2q1al5eLBaziCKZTGpubk5TU1OW+BocHDS8en5+XsvLy3aoU7iEcp9XH/R5Glgc7H0Kl44cOWKRAheFF/F4XEeOHLFEPRfY8sbGhulCc928edP+2Scaoa2Fw2E99thjev/732/PxMFTKpUUj8c1MjKiN99808b70KFD6u3ttYiJuTh27Jj+L1fIn0o/retP/uRP6k8//bSGh4d1/fp1Sc2iBxIqXluzq6tLMzMzlhQqFAp6+OGHJTUWL40SL126ZHq5UuM0gyrFexO+7uzs6Pbt21ZN4ytl8Cp8g02+jwdMhVqxWLR36OrqskRaMpnUpUuXjKj9/e9/X1tbW3rooYf00EMPqb29XRMTE5KaDTKpcPO0IE7UjY0Ny0T39PQYe2Rzc1MvvfSSNjY2NDo6ajKKkizZ88orr2hpaUnxeNyytt4TJlTjguY3NzdnBgNPnkSeD1tbixSo9stkMnbgkRAhgee9BYw/2WkvjSnJmBhEJZ6T7IWLfPTDZ21tbfrwhz+sEydO6MKFC3rxxRclNdkMiNL09/cHQvR8Pm+Q1+Lion7hF35BUgO6eOONN4yLXa/XrfHp0NCQvdPa2ppu3bplxiSZTJoGLXAQhoTqSUJbNAf4XiQSUU9Pj3p7e9XX12de2fLysnK5nDUquHHjhh1OsVhM9913nx566CHdvn1b09PTtvZhZxCeM3dceL2RSERjY2PG8mFvTE9Pa3BwUIlEQufPn7fDMh6Pa2JiQgcOHDC9358kTuMvqlh9BJDP5/WjH/1Iu7u7evTRRwOJu//LhfC9r5AFAgyFQvaMzBt9A3kO6GySrKiF8fWaNNls1rjkXV1dd3a1/d9rTxjgv/3bv62/+eabevjhhy3sSyaTlq1F6g73HtoSFUiDg4M6c+aMJOmf//mfNTw8rGg0qosXL6qvr88WYTgcNjW0crmsQ4cOWUg8NzdnHSwGBwc1OzsbKGCgsggs2IfQeHdra2sqFAr6zne+I6lh8AmJi8Wi8X4l6Tvf+Y4VIIyNjenJJ58MtG8H0/UVbVKwYSdMDq8khmQizIkjR47oQx/6kKRmifPnP/95MxYsQr/h8Ph9+OSfo1armYeAITh37pwuXLigycnJAJaHAcbD9BglHi60QQ8X+N/yBSzg+ERAeDuSTFmsvb3d1o6/JwfZ448/rpmZGT3yyCOm+wo5f2xsLFAdKTU8J9gAoVAowJGu1+saGxuzdvGSAv/v4YVDhw5ZSFwqlVQsFm1M4AxLDaOOV9XT06NMJhOIDHEMCoWCfvCDH5jBO3r0qO677z6FQiFduHDBKkGlRkjc1tam/v5+Pfnkk9rc3NRrr70mSaZ0Rg6gvb09wEnHU6dXmmf6LC4uam1tzehwFOMwpjMzMxoYGNDY2JiuXbtmBzfGHogMeIt1w3+nyId7joyM6Pbt2xbBeelMzzHnfTicYT54wSRfXYjqIAwXz7jyMKeXG43FYqZoSMTstZnb2tqUyWT09NNP720D/Gd/9md1Qjw2DIR/DEqxWDQvDewH7YV0Om1ydd/73vdMmwDtWz9gJIrC4bB6enpsc+RyOa2vr6u/v19bW1vKZrMBrxBKC4attdySLhKEh1KzFHdubs5KrTk9v/3tb+vKlSsaHBzU6uqqDh48qPe97302JrFYzHAq7x1C86FOvrU0mg2P0evs7NSTTz4pSVbh941vfEPf/va3ramg1NR74LdaPRXaI3msUmoUFAwMDOhjH/uYXnrpJcPWpaYHg3fhsVMPO0At43uMMQUc3hsnLG+l+93t8vxZr0fw9NNPWz6Agw7Vsvn5ec3MzKharZqxHBwctCgnFArp8OHDlvjisCNiw/BLQS0MpEgxQMvLy5aDyGazOnbsmHlzq6urtuYRAMeoI5p+69Yti+w41Lu6uszoDw8PWyJIauCcx44dszXx0EMP6fXXX5ckvfDCC6a9QsjtIQIgMQyj5xd7yprUKNYhETUwMKDTp08rEonotdde04svvmiQCElwXxlHtAJ1lDlir0sNXP0DH/iA6vW6Xn/9dVNrY91QsYqx9Zitj6DJaUiN3AHPBdSC88UcEunicHE/NDukYDWrT/J96EMfelcDvE9D27/2r/1r//opXXvCA/7Lv/zL+tjYmOkaSM1iB58Q8g390DqoVCrq7e01D2FyctK6DORyOSuTlRqn58jIiHlivthCkpVDkxjyNeacilDCvPoYz0aJJxeVP7wHYuGS9Morr+gb3/iGkfMLhYJhwL/+679u92htgQTNDnwcDJRxw0ut1ZpC71TubG83+qh97nOf09WrV/XII4+YVikEfPBt/45glEAtvu1SrVZTpVLRPffco42NDa2srNiYgsFyX6+l6pNPPD+elKcBga16zV/u55+NuSAx6f/H9/Bq/vzP/9wiJtrLoPKFd5NOpwPC+q1eNsnLV1991aiQoVAo4CFSaQl+CDbLc5N43tnZ0fT0tLEHKLCRZO/OeNCtpLOz00RxPAsAFhBrnCrIq1evKp1O6+jRo9rZafQ2I9O/vLyshYUFE2fyeiboMORyucBzMf/kU3jGQ4cO6YknnrD5kBrFE4TkvusFSV8iQ1/+DHxA1OlFk2isOjMzE+gIQlUk6xTYiHsCVbQKacEkARv2ORfegTGhHJt1wcU+5FnAi7e2tn4sBLEnWBDRaFQvvPCCZZOlZrWbpMDgS03Dhmyhx9ko/5Sadfo+E8oASTJci38OhxsC33RcBoKg1hsDDP9QalaXsaB4Ju7pNyEYktSg3kxMTGh1dVX5fF7d3d3GEHj11Vd1/PjxgFHykpqESYS3PknhpR3p4Eyo+vzzz+u5557T7m6j9QriQ1KT68um8Fl3qWEUuK8/tGu1muLxuK5cuWKHkVeP83KYYH1Ss5klPFfwPMbNC9D4xJovIfXlssw3hwf4MvfASESjUc3MzGh9fV3ZbNY4pEAx/iKEnJmZUaFQUC6X09zcnCWkpEb7nyNHjmh9fd2odMzFPffcE+jLtr29bWsxn89rZmZG3/3ud7WysmKKgFIjdIfP7bUbeA8v/NOaoM3n80ZR9KI6KPwVi0V1d3drcXHRIIhQKKRLly4Z88YLT6VSKWUyGWuIy/5g7MGNmbNHH33Uvnv79m09//zzVl24uLgYmDuoosALGDTPbOK9fT4C7Y3+/v47jCDPnE6nTY5WauDlrGmgKf6dQ5j97UvGuSeHWywWCzSPxQGAqsrlaXY/7toTBpgE1urqakDkxG+2Vi4k9frQZ3xBwcrKinFxfWY3l8vp0qVL5lX6ScWDjcViGv/fzrfe4/alsojd8HtS0zOTmrxKGBx4Fa348JEjR7SxsWFYH7giCUkoQf7QYBPBk/XYKc8Gbgfv9ctf/rKkRnNJEliIjuAdQ0nigPFeJt40iQZvZPg7qDp+4YGfcdB54w0nlkjGe58cZlITg/TjjNcFNu83Cfe/G2YNVt/X16d6vW5sAKmZ7SZ3wOEgNdskN5HOAAAgAElEQVTEoxE8OjoaMCRQ8VpZGehRQCPzRTrkO0ZHR3XixIk7NjAYJmwQvw+kJmeXdSY1k0l8h9+RZM8PFbK9vd2S0+95z3uUzWZ14cIFLS8vW9TCmPEs6P5iqHgO/u7RRx9VKpXSV77yFUkNrxvVvcuXLyubzVqyHFEhchleMgCmAr/BHpKaTg0GnUSYJFOU29nZ0dLSUsDxohDHq8x53WYOOf/fuBh/HCxvhyi1bs2b+Gf/cdeeMMCrq6uanp4ONGaEx4oh5PSRgi9F/brXbfB16XgQUlOrFMNKdpN7cuqiQcCC8AvAcwa5/CbHK+HCm+Ag8CFKR0eHJWUqlUpAzOaHP/xhoE+YN3gsCMJzLwFIAmt3t9Fl+L//+78tDJ2YmDCD3t7erve9730ByAfvlQorH4HAPwZK8IcX3iuGxvf9whDAXvDGEkOHyhwXkAT6Gz4kxovlXRkvxgbDhNfsoQMohG+99Zbm5uYCGW1J1hkXBkKrJi6cVQ4N7smB4Hm7kqwjMhRGMu3MP2PMmPsENJvaVytKzRZBeLgYI8aB9QdDyLfkicViVoQRjUYtwisWi3rwwQd13333aWpqSjdu3AjMIUyTcrlsWimMDUnuw4cPa3FxUd/+9rfNOTl+/LjW1tb08ssvq1gsamRkxKIxD01xcLGm2Iteo5qxicfjJnrEe7IOeDY41aibSTLngEIqkmqSAonTVoeGvcI4VavVQGKXdQbcwWes/XA4rGeeeUbvdu0JA1wqlUwftXWgpaZ36QVApKZ364W1CV+8MA6DQljCpLZm9CUZBcWLinAvIA1vkPkM7NF/xn/zRh4vF6MGjczj2N3d3bpx44aWlpbU19enkydP2rjg5XkoQmqGaCzaZDKpV199VfPz8wEx81AopN7eXp09e9Y8cMab8YSKxEGFYenq6gpU/TFebISOjo4ATcoXYAAp+OwyC9fDSYwpG4xMs+f2+vf1kAfeEYbXl68TgVDQUygUlM1mjengGwKgBgdeybNxX8/AaA0zfen74OCgef2tBTN817M6eEfWrIdi/CGDQBPjwrNApQOnxPtkvOCp88xk/qGS9fT0aGlpyQovpKYQE/PF3PDdYrGoiYkJHT9+XJOTk1pcXDQIkKrN48ePq6OjQ0NDQwHBIT+f/A7vwWcc+N7Lb3UO/H5jbjo7O9XV1RVQivMYr4+cgO0YU29nfEQjNehlGHUiv0gkYmXQXFArfyY84Pb2dp08eTIQojIgGAQvSo5XCcbnX9L/u58cqWmwfaKmNbmCgfX/3ZchA4X43/BVTOCgfObv4eUv6SpBIYL3zEnq0TGC7hi8gzdWXqGN7yaTSc3OzurNN99UT0+PfUZJZ1tbm8bHxwOeszdonvPoL8bFe/gYQIyfjxzwzvmMw0Fqahowjt6zhX4myarXvAH2XgbykZLM8wVzZGz9+3EI9vb2miGTZBKErUkUvsPB3hpa+jXIuvDfazUmrfi5/46fS5JarFUPCfjErIcuWNNEWj4sBrJD9pPOIpJMbH1qakpnzpyx5qSMA/xWaJ2hUMgqvcbHx7W1taVXXnlFN27cUDqdDhTNdHR0aGBgIGDIua/HTr0HDC2ROfDvj9HD8yfik5pNZ1lDRNGSzGgThfh1DByBN04EwvyShI1EIuru7jaHBj1i9D98ZAQF7icZ4H0a2v61f+1f+9dP6doTHnAmkzEPwpPr8S69tykp4AlLCniseADgh97L9bCE/3/u7aEJn9Dht3zI2PrbZKcl3TXs5QTnnltbWxYOQcMhHK7VaioUChoaGlI4HNb169cD2qVedIV7ETJOTU2ZuA3hF54samhSIzkDFsh9PSTjBX5ITvgko48sfDjsoxjwNPDNZDJpoSteLt4xeBmXnzPvUfnv4v3wfqFQyKrvyFr7sB582qtZeWyf/0bk1VqM4otGfKQGLMBa8HPtk4c+Implk7ReeNU++cy84Im/W1kvnrAv4KHqkghqd7cpOF8sFpVMJk29LhQKmdYDeQoS3fPz8wGv85133rHEJcVUVEniYUKZi0aj9j0SqKVSydaaj3rwLEl6eZ0UomPgAcaRcaITxubmpuk/8F6MSSt04eEPH8Vif8C9fS85TyvMZDIGqUmyd/uZ6IjRiqny/x778gksqTnYLCi/gaQmruMXOTgb1DFvZL2x9M/R+s+EkX5jc0/u7zeMP1haDwMy5IiVgA/Tl47OsTdv3jRjOzs7q0gkYiLVqVRK3d3dhlcuLCyYWEmtVrNOvlIzYeJZCywgQjJ/iHhhcp4dnLG1TNmH4UApjFEymbQxInwj7PNJRZ+gI7EFXYl38Ia7VqsZdY7LrwV/cZjXajUdOHDA5sCvL6kJwfjDmb8jIXY3dg54s/+M72FgvKPAezHG3ph6GMyPT+t684JRvLsXhfIHZalU0uzsrEZHRzU4OGgGWWrAL21tbaYVsrS0FGD5oGsQCoV04MABhUIhXblyRZL09ttvq1KpKJlMKp/PG81NklEdx8fHdeTIkYAx4tkwpK1zCAWTcfKVniTJmTc/Tz7n43slstYw/K1wJ5gw0IaHrnDcqtVqoImDX1seLuKeGPuPfOQjd6xHrj1hgL3alzdQbGqMWiv2KDWxPU4wTkc+99n1Vq+N3+F3waQwlq2JHhaMPzH5Te+9e+6uTxB6b75Wq6m3t1eHDh3S3NycBgYG7FmGh4dVr9etIyt4sCTrsHD79m3zhjy2RgIGvQsvVwjtKBKJ6PLly3d0PmZcMPyel+m1KYgE+Mx7aq2HFQenF+Fh3jC6HHx+I2Hs6vW66T4wbvBb70b/wViB6fl1Bc5YqVQChyjP5Z/f48E+5+ALVfzvgc36ZJp/zlqtFhg3KFiMsReH8ePktQy4/OGEQfHf4znAUVkXsCIw1ERc9957r7a2trS8vGx95TyWevv2bSuO4Pf5TRpurqys6O2337Zed7xTe3u7bt++bZ2ROZwRwPHOl2cneaYDY8869XPqvU7GhfviyDAXzCVryOPzfr3hAEgyg8yhwNpkbJhX1hbPxppv5dO3XnvCAHPi3E1/wJPwW6lffoK8ccZLIZnhGQTeCEpNQ0xFFqFP64L39/fapjwbhsifyH7hcOLz93gqExMTFiaRMKA3VSgUsrCdBVEsFi0ph6fkC0M6OztVqVQUCjWaHR44cCDgBdEHjgQg3/M6vhDtfabawzZenB5vjLC8NVzm3+EOeyEhjBkwjO8wzCZoTWJgWEh4MMc8SyQSsTn0HgkHRyQS0fXr1+8aMfnErg/xfaGD96QZG4weG9QnU70QvI8agEpgRvj15g83Wg75CMCvNT/GGBGSj17TgIKHmZkZraysaGRkxATnV1ZWrO8ie8AnNnd3d42+yKFBRFar1Uwe9MSJE+ro6DAO/tLSkj2L92oZN7/G/PiQhOadKfbg/bEV7PvWhLRvoOrngn1MeyLmEOEf9pMf03g8bnK4fm5YOxyCjJU/YDkQfty1JwwwWKU3tlJzwXuMUQpme1s3qPeaOdl8QYE3rgy41KRvedENbzw9Bcfjoa0ZcEmB//cbGoFy3o2mjGNjY+rv77fTOp/PK5vNBlrWg9cBL9TrjUaO0Wg0ACWsra3ZIdPW1uhE6zdoPB63dtqJRCKQeWdB4wl64wRxHiPVGgJGIpGAgD2fMd5dXV0BeICNxJxXKpXAJvOhn1/I0ANhCXgj7deHZxj4uY5EIvrYxz5mhsNT2OAxwxLwUALGAvzV5w5oAIDXxXPA4OAenr1Cc08+81EM68OzArj84Y7R8OubTD8HN2uqp6dHZ86cUSKRUKFQMM1kqdGxA8w0Go0GvscYojUMZxuYIRwOW6cUOrBQAOHXHs/mDRT7id/wXUbQ3+3o6AgURfjoFEodhwxeJ3TWra2tgDoZa5fn9Rf7HjvgqaOsm9boFwegFfpgTlFS+3HXntCC+L3f+706ugUYEtSQGLRW79dPhDfO0GY8boaH1BrqSgqA+96YtmJEUjN8oesqF5sBbwij5ulCUGb899bX13X79m2VSiV1d3fb7xGO0tHZG+Dl5WXjSHtvyIdMiGDDT/TvWygUdOrUKcVisQDf0UcKwAY+nMILw4vgu3h4LMZWXqwP3cHe+e8kZTzmy1xgZOPxuEUnUjOZ5iU4PV/beyN3w4K3t7d15swZtbW1KZvNBiAqPFbv3fPfk8mk6eJ6T6fVMbhbZR5/49cxv+ONEs/O9z0m77U+vHB7JNJU4PJjjRPCPKGrXCqVLF+A3nF/f786OjqsZRGwlqQA7umjFb9u6Pa9u7sb4B5TxOAPZuYK54iIZXt7O0Dl9GL9GHepkezq6uqyvILHwcGLfZ7Ge66ovRFVeGeA9yBq8ElvxPyJWvxFZOfnUWoW05TLZf32b//2vhra/rV/7V/711679gwE0dXVFWAh+NDNl8tyUa6aTqcD3g4nJpcH/n0Y2woXcLq3ZuT93/DPvmiAU5z/5iEPr20Ajua9Kxpd0jsMD2hhYUEbGxuB1j8+sUFCBJyyvb3dcDfKqyORiDVDpHLH43ok2ng3yOaMo8fgOOXJhPtii3q9brSfer0eqGgC5ojH43eE03gIVM+1shl8ktPrL1erVaMD8Ru+WSrjglfTOr90hmAufTIWbx6ohLHf3NzU9PS0wuGwVQP6yiyftEFHg/n37J7WpFg43Gxv5fFhD+Hw/yTM2CP1el2ZTCbg9RO94Xn5uaCVU6lUMoF0RGjm5uZszbAOeb9QKKRUKmUQC9GOT/zRLQS9Ycrrq9WqIpGI+vr6DNbwoT1jxHj4Ap7Ozk7T7PXVlaurq1paWlIoFFI2mzU1OdYUOh90+PCl/OzNfD4fKELyESXFKkScRJHd3d32Plz0rKzVasYq8Q1w29raDF59t2tPGGCqojwtCFYBWJgP+9lIyWRSOzs7Wl9fD7QJ8Ubcg/QebmAheyPpQyUPxLPIkWQkRJKaKmpgna0ZaT4nTAGTwhimUil1dXVpbW3NPqODhufq+vvCZfWZeJ6HJpHDw8MqlUrK5XKG17FpS6WSVQT5TL83jn6htbe3W0UbB45f2Bw88Jc9RoZhJaz1v3c3Pjf/jtFnjjyOXavVbM0gPervub29bRxkr2lAJRe/5eEoDkTftdgzEHp6emw+WQtcvoLKazeQrPMURd5/fX39judmfdNw1t+HC/0M5sLrkpBAI5Tu6OiwDjO7u7u6fPmyOTs7OzsBoR6/bzw85cXZfbjNftvZ2dG9996rU6dOaWlpyfIXjCEQBuPg4TyS6CR1+R5iV56V4g8lxjCXy2lxcdHeIxKJaHFxMaAUyPx7jDYcDpsOhqRAlWapVAqUjCeTSZtfhI6wJ52dneb8xeNxra+v26EGseBnggfsvSl/oWvKiesTH54b6LEuqWl4Q6FQQNXKG3NYCN4zw6P03jf3429J5PnSYJJZrdxjnoHnDYfDdrJevXrVWtqvr69rdXU14FXRwDCRSKharZoXi8dFkq2trdHlmLHY3t62tvEzMzM6cOCAJUV2dnbsRL5bEtMvUm8sGDMpKHbE73lKYHd3dwAnY5N574b78DltYlo3G8wKMu58H5U5PFE/9yRu+R2vaIdRhsDvoxzmjvn1yRawXbxr8FS+57tZ53K5AOWOnACHBusNNoHH0D1DAC98Z6fRfJTxS6fTltjxeDfzx5qi0GJ2dlZSoz0WPepIbnGVy2UzeCRcvefu9Q7q9brW1tZsXOn5hobEoUOHbK0yfuVyWcvLy4EDj/f2TAgMH4bLJ8P8YY0Hyxh6uwHNcGNjI7CX4a4zZl7Rj3kg6iFhLMlKsMPhsMmNeueJZyXRDLNkc3MzwCx6t2vPGGAMlfc6+X8Wsg+18IxIyPkWQYg78xkDBmXNJ1F8NRlGgAocLhJ0PrnhM7OeNC4p4HEDPfA+/B6bA29jfn7ejHMikVC5XLZMNkaMKxKJmLiIDw0Zy8nJSa2srCgSiejmzZu2YXt6emwhQ0/jmfEAWdD+/T0/UgoaXcKyVCplRR5sMjxFn0BjHOCS8jkHCvPEfUKhoAQg8+kTmnhAxWLRjI+/N+8H08A3oPTeejQaNQ61D3ulhseKaD3zx9rwCWHf6NS/w+bmphXcME8kNBES596+2gperk+8AWd4+hQX0q6sNd+QNRxudMHe2Wk0WPXsCbShW5lIPA/vCOWReSwWi3ZARKNRra6uBuQh+e1UKmXtm3jOtrY2pVIpO8R4ZxweDiUOAUnGjgCe8IlK7sth4qMU3gOIxdsanDGiDr+G0SXneXZ2dky6tVKp2KFMVIizA4XwJ117wgB77NfzZPFsGRA2PYb0bmXKUnMC+Rxj4gsDyGwTBnoOoOd2Sk1aFP8cDocD4SP39tl+qdnOncnb3W0KPZfLZV2+fFmHDx/W5uZmgLJTKpXMW6Pbgj98WAgsXM/4QDYQD9Z7HVRe1Wo1dXV16dChQ4ExwwsgHMOo+zDae2Y8TysvmQvj5CUEvbfCwQnf2bMB/G8Bcfj3J/TzGDBMko2NjQCdkGcBFwaT9gcCXqcvH/Ukev4OiMEf+Bht/t2rZfFO6P969kg8HjdIwdPXyCewVj1eyeHg6Yzey/P8Wg4aqSGODhWrlQ8fjUZ18OBBbW5uqlAoGOWQ9U1xDw4NvyPJWtIT+WWzWfsM7nAsFlMmk7Hye8YW7BRGRGulHEUsHn6DE8x/A7NnjsLhcEDb13PLc7mc5ufnlU6n1dXVFaDEMV/YFfY1Eqrr6+s2Lxwsvj7Ac8O5fIHZu117wgBzenp8h0HFcHlOpV84rWRnaEtgMP4U9AaRBIj3kFgIvnSW3/FYpA/J/UJgAXgaDu+AEeXZ8aDY+H6j4TF5XJfFiffpO3mwiHkPYA0wcq/4jyd248aNQJtwn7ziEPKYJEk6xtTjtt7Q+8ST38QYTe8VhEIh8+K8JitjwkHTqhTHRmiFirzXyD2Yfx9y+gOVMYYyhTeIN8xvJhIJM+4+AvBFLf5v/XhLDe+L8m9+LxqNmkHxnlw0Gg1EID4CQjuBuQXvlZpVW4TblUpF8/PztoaGh4cVi8WM78wavnr1qiYnJ3Xs2DGNj48HIKN0Oh0weCTFPJRECE6khXNSqVTU1tZmFZ3cj3Erl8u2bmq1WuCgYV6j0WgAr/Xl3hzwGERyEESs3stFipXEpc9VAOXt7OwYR5h1yoGbSqUs+vCHOvuallZc2KGfZID3aWj71/61f+1fP6VrT3jAPrGE15VKpSyk9VUy/D1Z7dYiDU5GvBmPVxEm+zAOLwAslhPNh1lSk8ZCeOeTAzw3qmSEWdCspGayiVO3r69Pq6urdmJ7L2dzc1Pnzp3T9va2rl69GjjlqefHE2wtmwY3xosCD5OaUEI+n1c6nbZKMklGW4K54LPiePX8j/CQcWEc8Aj4rFKpqLOz0+bCF6kAK+DNeDiAsfOJUX6HhND29rZ5j7yD9wrr9XqASgdVzkNQfuzA/4hGWvHq1dXVwDt4+poPZfHCuFibrZ0kiCgg/dOyiO94dTA/vz4Eh3LIc/b29hruXavV1N/fr7fffluSdOvWLYMSgK24/3333adf/uVf1vT0tLVo8lEM2CaepdewAKJYXV3VzMxMQASdhNmVK1eUSCQ0MTERaBUGG6O1oo11xX7zPfiAypjTVspYV1eXaW17NoPvbsK4c3F/3su3I5Oa0ThFTX5svKqhpydWKpU7ILm7XXvCAHsQ3S82LrLEbDQfgrJQffjZGpqyQfymA3fme/x3QpyNjQ0Lqfx9MDQ+KUTGVZKJnUhNWT0Wkw/P7733Xi0vLxsmCUbI99ArIOHmk0UI9EjB8JSL5x8dHVVbW5uFfxi13t5enT59OvAdsC70IUjy8RsceowT70ESEPqTp5cxzhgEf5D6DDdwhw/jUYrD6PMZv4/h8e/u8T7uzTyxqXhOnsGLOJHgI9z08BQGHXiGDUzzTJK4JABZp1wkAP1a39jYUKFQsN/1gkiMuX8XnoVwH6gJQ+OrubhPKw8VKpXviTYzM6Pbt28H2CHeMYnFYpa8IiHmnYVSqaSRkRHde++9mp2dtbliXR8+fDiQYOQ9YIxAG/PKcODs7e3t6ujoCOROmDdwY7+mQqGQQSCeqik14QuwZy4OVJ/E9Swn5o1Gslw8p++CzbpgP7XuzdZrTxhgaEOcUlITX2Ehtm4WFqaneklNubpWfU+pWTThT9dW3jHP4DFQ7uN/ww8shgmvwvMrPYfWX8lkUn19fZqamrKJ9EbDP1cmk7HDgE1Lw8dWyg/Z/ng8rps3bwY0BsBF6/W6CZJwMY4wSLzx4GDCk21daIwPmKvHBzFKUP88zutpcPV6PbA5mSe8Sp9s5TDgmb1KF8Zwc3MzUIfvfw8P2BdNEFFVKhWbN2/IfCI1FGoq8xUKhQBbw2PAeOKteLnUVArLZrPa3t4ONOzkuUl2tm5yohrmwTsKm5ublvzxJcUDAwOBQ5v54d+hWKZSKXV2dgYSaVCvMGCt393a2tLly5fvWm6NkfQl33yGx+mpf5LMaWEdwgRhbDzm7hObYPvMmx97nDQiJt6Xd8GTZ/1yGLD2+Mx7xkS9aLFwQHPPVjtxt2tPGGDpzi7IHnrAALeGfRhJbxyZfDwFjDTfwwtmM2EQ8LoYfJ8sIqHHZHqCN5sO77JVAo+Q2HvwUlP8Y3Nz0ybOMwt4Jt7Fn8h4wWwKHxJjkAgd/f18bza4rVwser8Z7lZU0vo8zAWbzB80LHjG1HNmeWb//z6x6Ysw/Nh7fiqQiodD8E5h0LCe+OdYLKZisWgerT+EMLr+4OS34A8DXfEc/pCmMAKjx1rgoPfcY9rVlEolOzQZO4wxm91r0HqDwrryiUQgNg5Nn9Qmgcfa5nttbY3Goewlr64HJMU7tB56PmJgDXFfPGX/O36uWMeMEe8LHLi7u2sCVj4hishNa3EHniq0T+9VE6mxzvr7+wPJcgq6Wvv2cWiSDPZrkTXvHUccIhxKD6vd7doTBphB9S473o8XmeFiYTOAXi/Wb1A2l6eheWqV/xs8GBaw90JbcV4f9vB9sqielcEi89xmj515hf3W6ipfceVLceEcY0zfLQzn2fx7UFKKkWitMGvlQ/I8vpGjZ4kwjtFo1MJFj6t6ag7esx9T/7nnwXrPhIPKU4W819zKSGGOPEzEc1MxiBpcawTEemMTes+VvyMk599bWSSlUsk6QhDVcLh7Gh7RAGXlvniENcjveMPFcxGxUcXl1xe46cbGhnXanpiYUKFQMBU2n1fAi4PvilgP48LB5qE81hmURw7vSCRiHUcYb0SpvNC55/Zy6HHglUol+124yVwwDrh/rVazA8UXtpTLZVWrVYsOuru7AxTOtbU121N8D1kDii/4DSKm1jwV7w5m750IyvZ/JirhfNUVl99kAOQYYzYTL88AcS8WBKWnTKAPgzD2PsxkoSDYjeEmLPc1+9zLe+K+0o6/8ZxdPA2pQUObmZmxhenDU5KA/rn4jHfHMLVS3vDy+cxvFjYDXqeHADCIGA1vEKn08565b9rIwvP0KC48h1QqFViM3oMmOcZccPgA63hc35eJ8z7+EOTvwY8ZF49ZYihaIyCMAweM/y40OUJ+T2mr15t6G8lk0kq/+RsSNXimXIwjspg+IQiOT/EAxtJjzL7kmstvep+bWFlZseinVCoF5D+pjGO9tBYicV/vBXuue6vnyvOx3js7O60k2WPgjB2OAsaSdUBehLGVmmXqeLg4I9xvZWVF9XqzetJriHjYsbOz08ZtbW0twN32pdY4SCjhRSKRQBGWv+r1Zudr9tJPqoTbp6HtX/vX/rV//ZSuPeEBS8HOAlKwL5gPb6QmNUZqku5bNR0I48ACpSYw3urpSQp4fYDyrTgfIXMrJOBDyFbMGU/b69dKzRpz/jadTgfCTKhgeNa+EIP/fjdWBn/DmLUqgm1vb6tQKGh5eTmg9M9Y4xl6jNhj7tVq1Tx7SSaExHx5z5FnJrTzUQ5ePRh6rVYLCBXFYjFLwLRi3MwHjSI964SKMr4PPse8xeNxFYtF86TxukKhkCXGoLnxGSJKHgrh3aAroofrMT/WtC9P5gKSYb35nEMqlVJHR4cqlYoqlYo2NzeNyQKu6rUu+C4wHkLkfl2srq5aPgWsm3H01CrWV2vHE+aslU7IGvMwBX8PDTKRSGhgYCAwx9DvoKFBr+Q90um0isWi/Z1nLaRSKYPJPORGwjoWi1nlms8NAelBFyOxB3WzUqkEKgS5ZyQSMeU17+H7why8eCIOEpY/E0k4stG8iNTkpRKmeV5qoVCwRQQm6hNEu7tNPQj+m9TcEJSqeqNYrVYDG9tXZoXDYasm8xQrqcmsAHvid6Rm8o7J7+npsc86OjoC+KY3vhgyj9H6rCzvwXj5MMdzWNk8HjoAanjnnXckyRSoWFjAG54W197eblzHZDJpXTkkmcFjsbUm06jaA/PmIhT088DmRK3Ncz49Pgr26SuepGbIDwzimSVg1bVaTYODg3Yw+oRpNBoNyArSwbler1tXXxJpPmQlcQUcwnwwB2xUT9/iwKOzLoZKasAF8/PzSiQSRodr5cHCVPCYaKlUsvfyRkNqSEbmcjmrqvSQC0abddNadcq4Md5+vXoYBMzXY8Xt7e3K5/Mql8sB4wzbhJxKZ2enOTXlcln5fF6hUEilUilwkKZSKVMOZA95sXrmkfXj1wYORCtnt6enx/7nYSNJgcQcY8F+oo1Te3u7lbB7oaRWGOdu154wwGSWvReHJwmtx2OS4MHgfGC3UlDrF8ON8fLFFSwcj4N5SpI/+cF+qJFvbTPivcZWOpnU5IB6Tq73SMBJvReCoQFT9pvai4mAx3kvBU/3bhghn6GnzOKNx+NGb+KfPe5Kff329nYgS/7/2HuT30bT6/r/iKQoifOkoaRSVfXgNuJ24hhZxEbsZBEESIAEtuFFFtkEQRAgyX8ZIIiBZGEDCdzpoaqrVKWJpEiKpAZSJL8L/m13EWsAACAASURBVD73PS+rqvPbtQzoARrqEkXyfaY7nHvuvVg1RNFRnLwPT8KVEWtMUIPP9p54q+3KPVhWLBZDAfgFRBByubF2GVgpJFUgAKSkiBMVrrzms/OG8T44R5lMJhQrGKcHYtzKd+yYNfU03bOzM0lLTJLEEaxhcMdGoxEWHowPT6nd3NyMvb2+vo7uxcPhUJ988ok2Nzejw4PXriXgt6rwfJ7sl7M52Afqhzg+CtMEQYkQ5u87nU5qH/f29iRJT548ibrCVGZzvn6xWFSlUlG73dZ4PE55KjBuqBvt9x3FSqUy1r3X60U3Hq+2Jy3pe9VqNepocFelpWfnRkW/30+1Efv/E4S7Fy2J/vmf/3nxrqg8i+dWn5REJnEPnOuKxXx5ealGo6H5PKnz6xF4p/NIS+EMKb5arabcm3w+HwEGd4eldBS4WCy+lZnmlb4ajUaqOPqvfvUr/c///I82NzdVq9VSWhcLDyvH+2V59hgXAjeUtcIK8v31wF2pVNIHH3wQ9WKx5J1zioXAs9CtdjX4h0DHzebQIXCx1p3lwmsoVldqCHXgDU9GmEwmYYE7VUpKFB6vOw0Ii3g+n+uHP/xhfL97LQhlLFfnwnrWoXcIXl0HXFIp3ROQy+sUNaAlkl54VlfMDKywfr+fgmY4dzyL0xm3traiGtqjR490dHQUWWnb29spa9ThCGceuHLHk2OdfN7M1b1YzvLJyYny+bw++OCDcPvxNkhEGo1GMce1tbUoC1mr1VIUvdFoFNXXUGJeYpVEKGeEsIcoQnrmsXewQyRFKy+8iouLC81mMzWbzVCoDGiEs9lMu7u7YQlLSdGuxWKhX/7yl+8tCHEvBPC//Mu/LBC47vZ7RNatYwSv05R4H7zFy8tLbW9vh6UoJRld/lkcFi42l2W1lN1qYgDrhtvJc8C/lBJFMZlMVK/XU9llvV5P//Zv/6ZMJqN6vR5ameFWOPQqKSHnM3Djnf/MxqMY/EIgQD788ENls9mgKSEoG41G8K5dEDuHmlRo9gIhSfFqDuloNFKlUgl3l4QDKekYMJvNQmCyNlj8YPbugvq5cBoRa8EcEYb+PpgmP/3pT5XJZEKw8p2LxULdbjd44M4Q2draCgXrdKrJZKLBYKBCoRD4IwoBAYMX4vvkMQ88BC9l6PuJMvWziPfm7JJ+v69OpxOR/J2dnbAqX716pS+++ELVajWK8jsne2trK8WbdQzYlSZr6eeP+XBGHSOlxT19Dh3Lx8OBP81344mByzvvGkyYhgJ3d0l5SHB7lLNnpRYKBZXL5dRae1EdmDdutTNXznQmk1G5XE7FYzCSVr14L970s5/97L0C+F5AEGSMEDyR0llA29vbsYE+WDSCYAzwOA4u2gy+MS4mQorP4tIibNHWjrdK6dTp6XQaFaYYaNPZbBYdWtlICmSfnp5GOilF450Sh3bl+zgsjiv5nH1tEKCreLVnslFTF6uVv2fdwIOldLZbJpOJBBA+mwviCQHSknvpGLbzsLF+vXi2W7K5XC4gI7fkHevn7HgVOcfoHLpAkENrwhry7LD19XV9//vfD+vM15YsORQA8yqVStrd3Y0z7BYw1hkXGI6ptBTOg8Eg1g7vgnkQ8OI5PTUY42OxWOj4+DgEELQ8AmyUl+QMNZtNjcfjwP9Z7+FwqH6/r3q9ro8++khbW1txhrHwGFiPHgNxpe9WPkbNs2fPIoMTTJp9XVtbCxoYXlC5XNbV1VUoZueyIxxRsmD6UkKXRDk7rjyZTHR0dBTxBYcO1teXBfbJJ/BMOPYH6552SDwLkBQWOfILo+n/MnAfaGgP42E8jIfxLY17AUH80z/90wLLwiljaFSPAktpt9uTCaTEZSKa7xCElFhFuA5OU5HSyRoMngtcaZX87VCJW+OLxUI7Ozsaj8dBM/v1r38taVkABRI7GLanaRIBPz4+VrfbDU2KdQ+UQtTaLULWj59YJJDKx+Oxtre39b3vfS+1rmh0gjnuUvKsBMXcRcaixHXmWUk/xjVzRka5XE5h6lig7BEBSKwcpyA6G4H14vs8yMUe+LnJZDL68z//8whgehIH1CXwVW8Gy3nD9ffsSqAeDwSzNvyHl+NwGGwTzqOfG+aAm73akso7kfAseBPValWPHj1SsViM6mYvX77U9va2Go1GUCa9VdVkMomgHy41Z8YH7AS8Q6xOMNatra3wqijU02g0tLe3p+FwGGwiLGca6xaLxZgjrJharZay+DmLWOVY+j4PhwucFsaesR8eQ+AsYe06Q8RpoAShPSCM9UuQ1QP30tJD+vnPf36/IQiEmGNdHDBcU38NIcAldYzIMVo2wnEqPosUUQaXjMPsQtu5yGStOQY8n88D43McG3eN1EhPU6V31HA4fAsyoHIXpQMHg8FbVa1IT83n82o2mymeKGvnmWX8JBLf7/fV7XbjOVhLhKx3UyDAghvuMIhHyUmPdu4tnw0Ew2f6OvKTC8jecIE8Ko0QB+Pz4igufMGUEaKOGRKN90y56XQajSxJ72UehUIhouNE11EW0MAQCMxTUkThCTSR1ca6UQcCTrJXUQNrdmqdrzlzOT8/j3Xb3d3VBx98EGv06tUrffnll5KWpSrL5bK63e5b98Ipjv1+X/v7+xGcRcFCU2u1WikoBXcfiLDT6YQb/uGHH6pWq6nb7YZSZx9pLfTo0aNUnQpJwai5vr5Wv99PFY/H+KKbiDc3hWrImmEssabZbDYMC+AvzssqHu8Zr5lMJspolsvllGzY3NyMGM7p6Wm8Vq1WUxTJ9417IYAdF2RgjbGxznRggYrFYgqDkZLLi2WBlSUlZRqh3Hjq4Hw+j3qfjtlJSWqqB4Ucr+T5pKVgBOeCzgWXs9vtqtlsSlpSbT777LPQxB70K5fLKhQK8YzvSpV06p1ziLn0VFAjSCYp2pI3Gg1ls1l1u93Az1gzhJazPcA2JUV6LN8JM4B9ckaDrzPWA+9zS5bhTBaUMlia1/DgolWr1RSX1/cH+h7rDcvA9xmcmechRTebXdYzcJYA6cAwNKC3zefL/oCwGpw10Ov1ggrI69RZ4LuxRFlXzhsBIYSfK0OU/tXVVap90Gw2ixbxt7fL3nC0nYI/SxxgOBzGnUH5UkXt4OAgniWbzQZvmjvn3OOjoyM9f/5cs9myCiACV5L++7//W3/8x3+sRqOhTqejXC6n3d3duCceZ1g9xyhQhCY4PxYpfN5SqaSnT59KSmIfpH47DaxWq2mxWOjy8jI8Vcejb29vg6uN4cQ+wbv2kqNSwlfO5/MqlUp6/Phx3FOU8mrcanXcCwjiH/7hH+IhmJy7gm7yS0mGGYfbOY0cbCdnuwBGQLORCGBPOsDy4n240nyWR6mlhNOazy9rl3pnVLJ8ut1uPK+0FAi0P1lbW0tZR8ViMaLSs9lMv/rVrwK68HoYZBL5Id7c3FSj0dCTJ0/CynGt/Pnnn6vT6WhnZ0fr6+t68uRJrBuH7fb2NpW5hSDES/FiNHgcBNl8v1bhDRfkeAseGPWsJtYfyGTVlWS9cTsZhUIh1sNbGeHKzudz/fjHPw433CPoUIkI1vG5JOVgzc7nc+3v70tS1DngbzhbnD1XlHTVZW1Yb/baLTlJYfm7Z4YlCjtgZ2cnFUisVCoaj8c6Pj5O1ZAgiHR6ehoJGdyZxWLZbLPRaOjm5kYXFxcpyIugFVa3Q0mdTkevX79WNptVvV6PBpyS9J//+Z86OjrSn/7pn2pnZ0ej0SjVEw6PgWdgjtRc8fXxNSX4vspYYq1Rrn6eENqtVktbW1tRrIj3cdYwlvhMYCeSkZxXDmVtNBqlFC0DBfO3f/u39xuCkNLFjCVF2h8ZJk41IzKKJci/Jen8/DzaSsMDdFcYWhdC3PmzCI/FYqHRaBTCMpvNBg7qBT2k5GIvFovoOuydDabTqbrdbtCYwMCm02nQtHZ2diIBQFJEZHH5XTjjCuMG+vyk5UHe3t7WwcGBbm5uNBwOUwVCfvrTn+o//uM/1G63tb29HWtKrywOPhYN60Y0f5Wf6rCJY56sKT/JkkKQXl1dRUeEwWCQSmDA2sJVdrfS2QRANR51R1hzaRCi9Epz6GFra0s7Ozux5r1eT71eT5lMJkowMkeqk8GTXRXy5XI5LHcEqdOgsJTZR4QIf7+2thZKjzgGBWPc48KSA7rCepWWMEO329X5+bmePHmS8mIQvvP5XE+ePNF4PI5zcXBwEKm/Z2dncUalpYLxDM6rqytdXFykPMednR3V63UNh0Odnp7q2bNnkqS/+Zu/Ca47VDMX7BguhUIhxdnd3t5WJpOJZJP5PKl4RtEg9vvq6irVhQLmFOfdYzywK7wiIHcmk8mkCi2xpqPRKCz6Vqulg4ODlGKG6kjReIQ6e7lKZ10d90IAwyt1fiUHjOCHV3Zio8AccYF5jZJ7TsGRFLQvxtpa0s4enJPNc61LQM/xXS8CjjDA+mHTp9Nlu/lms6nJZKJOp5Mif+dyOTUajRA8cHLz+by63W4Ipf39/cB4r66udH5+nuJwwnGUlhbg4eFhuF9YLdKS+pbP5/VHf/RH+vd///co6s78yYRCWDKoLgYe5vQ9UkX5nfNguQBY+Z6JiCvMJfTvA0pgvVGKrDsQAXxOD3qhDBGgXFzw1q2trThvfrmAOShU75lw7CtejAs24A7Hj1lv6FJYdPCCmQdJGKSDu3WF8sPa57xdXl7q1atXKpfLqlarur6+Dpjlq6++0pdffqnd3d0IbvE519fXoUSBAj799FNJy3t0fn4eEMN8Po+zuLe3l0qjrtfrKpVK+vzzz+P5qPXB/hL4y+Vy+tGPfqRisah+v6/Hjx8HBEGswpM8uBtuaGFREmg7PT2Ns4GhwsCSHY/HGgwGKfiREpnANuw15w2l7lX+eC6HQ6lfzGt4olDQPJBYrVZT8uZd44GG9jAexsN4GN/SuBcWMNblKhPA3U2PLoMXzedzVavVFLa6vr4e1sLFxUUqVRNrkMwfx3oc5yRDyp+FRAxPu5SWmrxSqURqp8MhnU5HT58+Vb1e15dffplyT/v9fqpgCFabtIRRSJVEU2M5/PrXv06lVUoJTUySPv30U1UqlcDYJpNJUIZub2/14sULZbNZ7e/v68svv4znAcrxeTnUgIUKruWMFKft0FNOSiL3s9myNxl4sZTgql6PY7V4Ca9LSllK/n3sD38PzktRbwYJL2B8WN5etwIrd7FYBGWPubPPGxsb6vf7Ka9qY2ND3W5Xz58/V61Wi+AOqbu0dgcWYz4weWjY6fvJ/rpVLyWNTgkIFgqF8I6ur6/16aefxtmezWbhKb1+/Vrr6+tqNpvK5XIRVOIzW61WeEydTidiDr/97W/1+PHjSKrp9XrqdDpxp7DeaclzdXUVd+r4+Fi5XE6Hh4f67W9/q5cvX+rw8FCSwoKnFoafYRJK8GK9XZMngPB33A3+vlwu6/Hjx1HUSFoGBPP5vP7gD/5AT58+DUYL3+fF1QkYM/guPCdPgae+y2KxiAa0nOVOp6PRaKSf/OQnet+4F0G4f/zHf1w4v05KQHPoWJ6OizAGc/OsFnDG29vbiGQjSBB0q2nNUhL08yADB5TKU+DHzhWezWb67ne/G25zqVRKBVNQJG/evNHr1691dHQUrz1+/DiCIR7YAFag0luv14tN73Q6ev78uc7PzwO7qlQq+r3f+z1JS5cRGg+F0KHQ9Pt9tdvteI+X5CP4iNvH+5k/awSG6v3bWFcgAzBEjyDDPsAVJGL+5s0bvXr1KgX5sGYIU4QnrzFWMxPBmgnQAo3wPs7KT37yk4CVeC90Rtg2pF4zD0lR/ImgId85HA41nU5TODCfyRljfVkbMr8I/jhcQpEeFIHTvoDlVgPFDIKIZ2dnwSeX0u1zgIscnyS9n/sCfPfFF19oMplob29Pd3d36vf72traCubB9vZ27PvGxkYKW8Ywajabury81MnJSewxeHilUomCSo6Xe1H3VToXMBTBRm/Cubu7q2azqVKppGfPnqVof5PJRF999VUUPXJ8GK716rp4SVvSkIGKUBoIW6BIPjuXy6lWq+mv//qv73cQDvzN6whISVNLKc3LhWoEdxeckM+6u7uLy+DV9FkU5z+y2OBow+EwrBWEDIFADrdH11dBdqwrnnN9fT26rdbr9UhF5jtQFoVCIVX8B2rMbDZLsQAKhYI++eSTCFC2Wi01Go3Us2I5gml5cKtYLEY1sGq1GvPmEoH/OssDixfskwPJ+wiYEJWGIYDQRAG02+34Xa1WU6lUCizcsXOvz7C1tRXeDp/p7AJqxkqK1FM8G2hqDGhfBGm9PCRBMOpZeOo7VjeX2NkMKKOdnZ0ICjl/mBhBu93WcDgM6/jDDz8MdgOWlNdC4Ky12+2wLjmznPN8Pq96vR4ChXOSy+V0cHCgs7OzWEtKLaJ41tfXU40t4beiZB4/fixJ+uEPf6hOp6Pf/va3KpfL+sEPfqBKpRKYLPVDOp1O7AXPyLpdXl5GrWZXmpPJRCcnJ+EFshfQPhFojvPe3Nzo66+/jqDqxsZGFBzKZDLq9/s6OjqKu4UAbjQagcPz/Xwf9SUI8K3WWsEDIS6D0ru8vFS73dZisVCr1dLh4WFKaWPMfdO4FwLYtZ27Gu6Wu9s/nSZdUSuVSqrGgBfn8UCKlFgwuNu7u7spNxOOIAeR4Vl5RNJXCf5o+263G/PZ2dkJi2UwGOj6+jooai9evAg2Qzabjeg7gzx+t6ikZTCi0+lEVPf29lbHx8ex0VyGbDYb1de4vFCRUFKUIZSUgoCg4/j7sO4RTswR4bG/vx8KzQ/ddDoNloDXEcbChjbo+4viJHvMuZdS0k+Mi+m1aXH3+fzVsorsJYLIueVE1FG2rHu73Y5qb2R+eRCWwj0IHC45RXoqlYrq9XoIPl5DcK56VkToyXQjuMeAxzyfz/XixYt4Tvbn7u5Or169Sgl83GcUvxsftJyfzZI62iiRfr+vm5sb7e/vB23TrfXxeKyTk5NgGN3dJQ00UWIIWKx5Ppf75HdLWt7hWq2mra0tvX79Wu12OwUjHh4exjnb3NwMixva3v7+fhg+GGAXFxfhOQO1OEMEYwlr3GuP+Lkdj8fhxe3t7eng4CAgQa8qB4TlNUXeNe6FAB6NRrE5XBg0ORfQrSBcaBbRLedisRh0JCKYLpxxXTzJQEqKhwN3eFohVh4wQTabjU3f2dkJEjccWriXTmOSlhuGC3p0dBR0GPBmnvPq6irFTyUrSlqS+1creM1ms7jMXrTHq2Tx92CPCFg+y6tqQfz3SDyHsl6vp4qcML/RaKT19fVwB6WESYJAhy3gawoPmCL5UtLXbDKZhMvr+Cj1ZVEKzooBtkJp+MVByJ2dnaWEFc+K9UMxFse5sbbAZ7GsKKWI1+CwBunN/X5f1Wo1lcBCjzLOKLxk1tPxY+fIYhUXCoXwzIAD8H5Qat5eHqweIYogkpa1qYGLUPqcJ2fbsG/D4TDoe/l8PjLASORxKBEWDPvD3Wg0GinamCtZ8PtGo6GnT59GUomUJFvwvJPJJCxg1hs4AYiO9yHYkTXcKfDg169fx/pxLpA1KG6YJNIyVoMBgsWNAfl/9Y9j3AsBTDDKKylJSQIE9Ci3YgDL0ZyeteQ5+46R8R1cHq+hAE6HkB2NRqmUWoQSbo5nJkH+v7u7S6UF4yLSHgZric8cj8dhsZNhJCWbR1qn80k5VJ6p53N88+aNms1mvM/xM+c/Y6nwGgcWriQWDfPI5XJBDZxOpzEP9gKvxAU/BcpxF9kX1o01o/IVWLPn6UO0Z46Q953v6T8d/nF3GOuPTD1ceKwZLGA8JHc1ndrGWfRmj9DvVi15LEpwQoc1SqVSXM7z83Plcrm3KHPg0lICddXr9ajbgMI/Pj6OOXqqrSvm8Xisvb29SLrwAN1gMNBgMNDh4WEKTuC8MYif5HK5CG4hyFB6HjBk7UhgcEgQ+iDP6t7fZDLRxcWFstmsdnZ2Uu26UHYYax4Qdq+ESnR4ANPpNDj5X3/9tbLZbCiDer0eAUF+7waaU/mcKODxD35imHka9DeNBxraw3gYD+NhfEvjXljAkiK67nQntAhWmydGYO6DITm4jxWC1vP3kdThSR4MLM21tWVXjE6nIylp/sj39Xq90LZQm3CpHVeVlApQra0lbXeePHkShVII7nhOP1HnN2/epFgHBCsIRGENo5XBfCHFO3YKpAMp39N2PRBKlN8peuVyOawcby8OdIE7WKlUUsVQsI7AzYEo+G6I7M5kwZLAu3APgOpfzNM9Iw+uEpFfZTJISdzAU9H5bKxoCr3wuew91jnfBTuHpCAKkEsJjY4CRu6peGEjXGfwwkqlEpglBXQ4GwTroKM5rEHxpl6vF+42AVGsTFKN3V0GUz49PVWv10th+EBIfD9ZoARWgbLwZJwGirdAVwm3LGmzBB7ttXSBkiiCc3JyEpBHq9UKfBfYyrMrYds4q4c7RdYea8+6dTqd8JjW19ejUqG09P6Oj481HA5jvT1DVkrS8ZkXc3dm0/vGvRDATt9YpZp5hpTjKY7tgGtKSecKhJZfXiKfzhvmInGwnWIGRUtaXrQPPvhAJycnEfnl/V6Lwnu7wWCg9CIBLEnReYLC0UTMpeQi7e7uRhQcYQidChcUBcV7Hz16FEXg35VlBs/5D//wD0Np+D44z9ExSX43my3br7DenkqMoHUYwBtLOuuAzLrxeBwC3AU+gVIEFMKCvW40GsHd9nRjYCaew5Uvv+v3+5HqjdDz+iC3t7dBkeJZPSPKKZGsD39L0FFSCB/mWCqVUgXwUbpk9jH/s7MzTadT7e/vB6aNK83ZRrhDV+Rs8Bl0f2Bt3rx5o+PjY7VarWi5hRC9vr5Wo9FQpVJRt9tNBcR4VowczpUXuWHNMXaANmq1WvT3I03fi/s79OAKCuW4tramnZ2dlICDk83+dzqdwIeLxWKkt1Mox5UTn1uv1yMoKqULNV1eXqbmACPlyZMnoZSRGR6jckiQ8a7StqvjXghgBKWD1mCHUsL9dF4qGCWlFxl+UdHWTmLnIqym3DrGurm5qdvb29i829tbPX36NMo0NhqN2CCECJS5s7OzeB74m2BNVJvifZ988knQliaTScwdPjIXlFRmxmrQihRbvpP1c1xbWlqkL1++1M7OjlqtVso6JkiGECK3XVoeNDQ/OK+njeJtDIdDFYvFVFr0YDAIrB26E8/stThoIsn3EdhDOHtqKBFwqIKe/umW+2rqM3RFLN/Nzc1IueV7WTvwSWlJ4Vosll10wR+d4wsWiMKl5Oh8Ple9XtfHH3+sXC4XldakJAjZarWUySwrsb1+/VrSEpP97ne/q0KhoG63G94Few82TJ0PV5jMabFYhJUoLS1HkiIKhYLOzs5i7lDr2HsXeG7lgf9zrvg9Z42EBmdBgE8THPeyqevr66pUKtFpG9y5XC6r1WpFkgrYK+cNlgc8W5TfcDgMRhDlP3kW7hedYE5PT1P3iXkR3F+NVeRyOW1vbwdezh7CHqlUKinaLPRS97DeNe6FACaSuMovxa0his4mcNjd2vECHNJy4aAU8T4CODc3N6l6t9LysEDrWu3EurOzo2azqRcvXoQQAZ5A2z569CgOpnOScZdHo5Gur69DAMFxvbm50evXr1UqlVItraE7YYk5/5ML74ElBgdpNpvFs3IoiLx/8MEHUeQFSwaBg1KibZGkIMkTnX5XdJ09g33AZ5bL5VhXryHBMyH0PWnA6x+gxBD4sE14Vu/7RgAIhQY0xP5KSTScCmZ+YVz4uGDjNSLkftE8847vRuEiOE9PT1NsGwb0RGhfTuIfDoe6vLzU4eFhqnYthgGWuNc0QJA6bZHzhoD8zW9+o8lkou985zvxGoqh3W6/lWjiHqXDEewjihSlDZNCUrQ++vjjj+OzyFrD06BuQ7VaDUEKdAXLA4OI7+OM+P+z3q1WK4QiFDjWIZ/Ph6xB8UlLihoGCDASghNe/9XVlSqVSqqzNfUeFotl8S7YRTyL17J437gXAhhh6rgUaZpYMZ4aKqVTjvlbH5lMJiqMOYWH17x0nZSOtnPAscg+/PDDOJjT6TTFS6TbBZQq6EG8hsvGf67J4S8fHh5qPp+HUCe9emNjQ3t7eyn+KC43hws3fJURwEGbzWYpdkGr1XqLRSIpCo0vFotIYGC9cM3A5B1mgcXBZ3rKuK8vl9qjy+7BQB/i2WFywEhBABHlR6h7kSYEL/V7sYQYfAYWjccAHL9nX3ge1oSzgVciJckduPv+rCSEAClxzvk+si1ZXwQXSSqtViuSOzz1N5fLaTAYqNPppBqkwlO+vb0NeMGhsnw+H81YgQakhM6IdehdXTxDjj3Ds2QfuT+OlUvSd77znTi7QHUoQtbe6WR4XJx9qHnOSwaq4ZkdZoIdAhyA1c5zUp8Zbi+vkZAETNHtduM5ofPB1YfzLimKwRPDcBjC4Y9vGvdCAGPNOfVJUmik6+vrwMCkpHYEmB94krR03xxn8gAWv4Pzu9rME0ECtgPwv7e3F7VMT09PU+47NKBGo6Gtra0UZYbKSQgrSglKiTLggDl2CO4H79DXxGEDT9N0V9F/erpqoVAIr4Cgm6fq8jtPiJCU+h1YNQrBK1qBSyK4EGgIYufdMsrlctCGHEMjGMZ8va6tc3ELhUK4uY4jw2f1oB/ZhjyXwwxY2qenp9ra2kpZZHyexwjIaHRFB27tdCj2xs8v++7JIJlMJoQs3bxPTk4inZzx6tWrKNcIVxYDg+QUsi43NjbiM+HvAlPgffEsmUwm1tiFGmuKAMbydGMGTwUF48qJ3/O87h0SKONzvYY3VjfPwPvcmwBicC+O7wMrdkiSIux8nnvbKFBiHJx3vB6CqycnJ3r+/LmkJIGFoDRYvrS0+m9vbwNyed94oKE9jIfxMB7GtzTuhQVMoAyXXUoywKD9eLEep1qhmXltY2MjtJaURYj0awAAIABJREFU5M5LSTU0NDguE8Mt5+vrax0cHEhKCj8TOHDLClfy5OREn3zySYD20tIlPjs7izbuVE7iM4muQw1z95RIM9Q5LFrcMqz/VQsYvAy8js9jLfw73ePAtcTN9OAlbrZnA3o3ASltmTJ/9oyMOIrsSIm1TKDIE0ZwZ9lHzgKvkcRCBqVXewOuYg58JlQorPnV76RmA4Gh2WwWe4VXhLXmCRK0BIJd4owYvC3+xi05vgf4gVRnKcHci8Wi9vb2dHl5GQEq3HWqgC0WSd1rCqVDz/NUWLwQ9sBxYrBvih6xN7xvlUXkWZDz+TwadfL5XqgJr/D6+lqXl5epCmTAY9xjx8A5y/wOi5vmnWD8XkMZuIBgm1vRBPW5N9xJaZld6tYyuLOkgJWI/5ByLC2D6nhWsFpevnwpSfr888+DRvlN414IYMf+vJDHYrFQo9GI4spO60BgIKicwoWQWKWo8bmerYQAIksHYUZxDimhlnHxZ7NZ4EBAHjwjP6XlQarX65FLPhgM4iB57zXmzOUkUITwxVWTFKUypTSWiRsGfkZwzOltHBwiwH5ZpCT4sVp2jwI4ZCY68wSMjwAn0W7mj8JwnI515yJzqfn39vZ2uPV8BsIQtxa33TFuv/guVKSkwJHTnzy4B/d6a2srGlcyvJNFqVRKFXJn/vP5sjuvR8mBJ3gu5yWD01IAHaxYWmKSo9FI7XY7erzxGtzwTCajw8PDqJnBflK+sdFopNKpnX3B9zHHjY2NFCccJcfer6ZI+3lkfWDDQA2TEl49Z8npjDQRQAF5duVsNtNgMEhlnXm/PJg2KAyEMMoDBct3SwmXH8ZJp9MJeQJMls1mI4OUDEIULs0cKpWKPvnkk3jfYDCI8+LnBMzfi4G9a9wLAYxlumqRYEFy2TwwMBgMwjLzfHCsV/7e01o9JXc6naZSccGISDSgaI6kyOcn3XRtbS2EGRbas2fPIqfcSf+5XE47OzsR8PBkC6f6gHdLCc1ssVhEdS7HKglqcBH8+5yFsFqRCWYFBUc4lKwNlxnFxwWlXRT4rjNL3OJFkTgroVAo6OLiIiwKfmI1IWSdI+rKlhiAc2vBvqFOeVLAfD5Xo9F4ix+NECBBYTabpepI0KPv4uIiBDSX/+zsTPP5PIQUAktSlAXl7HiHExgyFxcXEThyDJz6wsPhMNKKJen58+dhTWLtgauur69rb28v4gkknXCmKpVKCJ/d3d1UCq+nNbsVi1IigOUeFWfMn9sTDNhDGpN6azEMIxS2p1/PZjMdHx+H5Z/NZkPJFovFKKiDF8Tz0DYKzL1er6dqr3CGicmgDGF4gBN7wB/89urqKmr4ct6gl6FI19bWgt3BvnE3eAbWzfHw9417IYDdnfciGM5McPd1a2sriqlQ05bF9KizR5qlpPU8wL1rcYQ80Xh6VvGZ5XI56Drempoo6Hg8TvUjY3CR4GViORE1LRaLQXny4NdoNEopHuYAk4JDw0Fya5XPcX4y8yf4sbo2zBV2AcEaKekaS1AM2o2kEDrM0zsGw0IBSvFLz3NxOVdZLPx+Y2Mjtab8HsuE9ZcSKwlLzYUBHsx8viy6Xq/XU/PI5XJxpqg+hmLxNjoIZtaL97CO1PFl72l2iSBiHtT+YO9ZI16rVqtxrrAQpaRtFZ2Iq9VqSuBns1ltb2+Hdcj82Dv20pUIMIPXiFjdD5Quwms1SIcl6rAWjArYNYvFIs4/QhsIq1KppM4bChG6JNBFo9FQo9EI1sTz58/D6qzVaqniWwQxpYTriwzxKmXQTjc2NlStVlM0S+7g5eVltBTzQCL0SRS+NwdwOPJ9414IYAj74KRSkpnGYDP5f4QQWWJsOu9313rVIgVD9SpbcP0Q/CRCSAms0e/31e/3U73lJpOJer2e6vW6dnd3NRgMUlYVFcdGo1FwRXkOd999o5wzixD15A4XJg61SEtBMxwOAxJw6penekpJWqmUHFCUj7MbIJUjfEajUbiLCBGeqVwup6h2Nzc3wWv1qDw4L5lcHGIGc3PuqaSwFIE7EHLMASwaa87xS6c14WKuFo7hu701OevrLj2D9FXviszgslIz1tOtKSkKZOOJNazFq1ev4nlxZdvtthqNhg4ODqKamJ9tScFxd7gKhgZusadTvyvb1KFA1g2euxdcgrbnSpF5kKTE3fVnha2Rz+ejazhnA+58LpcLhcb3weKpVCrRicZLw66trenNmzfqdrupYjycdTxN78jMuc9ms8Fl5tyQtsx8Njc3Q+DTMfr6+lrHx8dBn+QzuRffNO6FACbYBr4kKXLccXlxb6TEUiYV0/mmXBToZx68YzjlByHD34Pd+CZsbm5GUWlaszj5nSwprFavBUBSAbiUU5uAULC4nOuKBYLg4lAjDIAgUFrMn6DWKjbM8zBP3HXX2I6dshZSAgkgyLH6pCQw0+/3IxDl2DlWKPxjp98haLByfS8Q6KspzFj9njru9Sxw+6vVqorFYqqsJ5ceJQsMISUYse890IZjuXgenoVIKU4gA1eyKBncePap1WqpVqtFbQbwfmkp/MAo4UoTECYTDjxyMBikgoXcifF4HMlFvA+IYm9vL9WA0q1CqGQIYJJZmAMBcK/cdnNzE2uD0pUUdD7Wn7PC52J1t1qtCBBzxomNYGiwF4vFImqx1Go1VavVOMODwUBra2t69OiRPv7440g+YU2r1WrM2ymIXt8B4wfBXa/Xo0401DVSn4np5PPLrh+3t7dh4VNpj/V/33igoT2Mh/EwHsa3NO6FBYyr5mR8tx6lJU6DewS+53gT7g0aDwvOqyV5BBi3l/eDcZ6cnKherwdWKiW449bWlkajUaqQB5oZChOYF99HpJ6iPF4rFwyp3++/FWjD4scNI6PJM42wTD2oAjUGaxcqkK8pmtxdfixLLHhP0+V1nsszD53FgeuIlesJCXT84DmLxWLAIwTFHHcEAmKNvD5tJpOJQuXspz8nng8V1Vg3LCpcfqAm9h/LqFgsqlKpxJoTzfcAKlYn348X590rMpmMdnd3gzrlFda2trY0HA6j6pnj3B44y2QyUdtBUhRj5+yS6s0cJpOJhsNh4M08M96V1+Lw2iNXV1eBvVar1fAMmCfxDyxWx3l5PZfLpbw3PBe8NTJGJaXW4uzsLBVMBPcl7d1bGQ2Hw6gl3O/3dXZ2loItoSDe3Nyo1+vFXsDwwUvAE+I5gTrIAn3x4kXMD68VWIQ5A/EMBoNUMgbn7fr6WmdnZ/rRj36k9417IYAREh4JBvfxNEanIiFc3B2XEkoM6caOreFanZ+faz6fRxSa7zs5OQlOol9O8EgOPZFrPtNZEbVa7S0qHcLNi65LCle33W6nsp3IO4eKJiWCHpyTwA1uM9QyDpULpVU8D8zOe5vx2ayF49woINK3HRJw+tTdXdLBQUqENnjy2tpaRKx5PwJ9sVikLgvQxM3NTaouA39PRhufKykCp2TXMU+ezX/XaDRS0X2wSxSDN0JFYKOUNzc341ICQTnNCsEtLSl/MHkajUacN9ocURyK7+RMVavVYH9sbGxEgR/WB8FP5F9KFDIwkwcZwZIp/u53xtOyKZiDoD44ONDt7W0qTXqxSAqP00yB0pq+NrjkTnPz9NxarRbPB7THXpDJR4Ef9rFSqahWq4UA91ok4/FYb968CcWMQmC48vG4CXuHseSdnYEJ4Rg7bIWx4lx6h3U8u/B9414IYA+EcXnd0mNBnJvpaace3fSDKSW1E3gNSxth6BY3jAvI1mx6qVRK4Wxe8KTRaOj8/DzoWE5fKhaLqcCNKwMuMlQWt0j6/X6kPnK5mQMHn3RSFJMLLwJ38Cx5drR5oVBQu91OBam8XgHC1/mfWI4IcMfMnJaENcge0tsL2pDTdbwCneOOXAboUe6NcF6w4j3ZApyOi+TJKHBkseyJ/HsUnj2iIBHCgZ52XusVpbO2thZcWYSUBzsnk4l2d3dVrVZTsQqsTS7/1dVVsC3W1tZ0enoaCoE6y6zNYDAIyxhqJGeYrtdek4Q5ELRrNpupAk+8Di7vyR13d3f66KOP9P3vfz/qVQwGg9hj4jQon263m2o8C6uGMpcebCZ19/DwMLi/jOFwGP3X9vf34yyiQLnLHuSqVCqB80rpQDzV9og7uMzgJ/Ux6KbBefbkG+f2bmxsaGdnR/l8PrBfx7wpRfBN414IYNdG7qKgRfgbDqFbqETEPbiDVsbqdJcQTc9F88sLcfvm5kZXV1cBxNN0kHKUbiHAbIBG5IV6aD1Om6LxeBz1JRDMtVpNl5eXbzXvQ5hgGaKk1tfXo61KtVoN4jgCigPK+iDoGQSvsB4RQOS1E0TxZp4oJrKw3LWnstj6+noUNF/liEoKPrMH07BwVuEHKRGydDDmfR7UZE8YmUwmkiFgXKwmuXjn27u7pP26QzVY+wg22DJY8plMJixS+NRYeZPJJJWdhUdGCx8n/+NakxDCxUZZSUkzSS7y5eVlCNh+v696vZ6iHSIAvG0W86vVatEc1rmrvC4ltQ/4/uPjY3W7XTWbzShS46yccrkcfGr2xplIWMfMCb6+J8ZcX1+rUCjEaxgUd3d3evHiRcBU7P98vizz2Ww2dXNzE/MEysJz9HWk/jb3wwOiwBbAK26YcA83NzcjaOoQ2/Hxsfr9fvCBXTHTu/Cbxr0QwFxAXFxp6ZKs4nSrLqGUROG5YBxId/W5SJ6GCVblh1dKcDe0Ht/HZ3iEns90S80zkyCnE+V2vJTW3hxg7+DK54BTuWtD5abz83Pd3t7q8PBQJycnoRA4oMAYznTASsdFdRoa3E/cRNgEkqJ7BiyV7e3tVHlH0jrB5fk+PIX3JcPAWuB3XAg8E4Sw7y+CF4HoGB3zI3PMBRDrjxWPgOZiw5llTZzrPRqNYt+BVfjOR48epaCW6XQan4lVj8fgggQLFYsrn8+r3W7H89L4dDqdpri+JOJ4QpDj8Zzl4XAY6c5SIvjB06FpcaYcviDzS0rS6a+urvTJJ5/o/Pw8ukOwjycnJ8F+qVaroQSAAEhqonqYpFDGeDG9Xi8MF+CI6XSqZrOZaqJLlTwsUcddv/rqK81mM7VarYAOGNxLTzZBOEKTc969UzXxKrvdbsoTQiHV6/WoJMcAf3fq4bvG2ipF69sYP/vZzxa4nSwK1g0WlVtB4K5oMSf44wIzL/L6eY2DBnbH+Oyzz8LVpWoS6cZstmNYaEjwuIuLi7esHzoZkEiyWnuCsonX19c6Pz8PgY8VzSXw9/F8Jycn6vf7Ojg4UKlUSll6uVwudSg8kIkwR9m51YfLjoW7Sgvz7Ci3SOFXQs/zZymXyyFsPZhCRTr2hXWU0sX04aB6Cit1KVC+PIvzRYGDnJMN3/NnP/tZXDg/Nwh3qIxuAfN5m5ubqU4aCBEoVcQsWFN+YlU7fQ1BSWotOD9YOgoPBc+zcOYvLi7Cy5IUASSaerpAwOOQlhxkxzIJuqHoHA4iMWU8HoeS9qzU09NTTafTwP49kD6fz8Mr4q44XktgkmAWn0kwEyUJrY59hXsuKeUdFAqFiBvgAXNfgSuA5ogt8JzMiWdHYSF/iNc4rXU2m8We85p/H7Grv//7v0+7dzYeaGgP42E8jIfxLY17AUFA8nZMVlKQnLGAHB9GE0OsxiWC0oOV7DiQW1iePiopXLZ8Pq9isajLy8vApGjVDimdIJe/FxrPaveK4XCoer0e7rQHHKHbrK+vq9lshkbOZrMp7MnTi3G9Ly8vI0DgKdy5XE4HBweBac1ms7DWaP2yWglLStgMpFqzhlLCogBvc3yROeTz+cBKHQP2wCTrLykCj8xnMpmkost4MVjfbjnzLFiWHj/ALcdVd8+BpB6sSKcoYnXz/w5hgLkOBoPoCch5cxfTYwysG2ea72Yfh8NhCpIgGMvntNvtFO7uxWjIrCQZgcGcq9VqWHXsL+eJOgu9Xi8V9CqVShGo8xRuoJWrqytdXFwEW4mkCRoGeFF6xtbWVlRyI9HCA9vlcjmCcF63gTVbLJIazX5eWbdVJot7UZwf92IoUATDxWE74ibASOwhd5H7iiXO99HPEi8OBgw0yt+JamgeyXTqF4cPTJfNJbqM0PBDz995KqtX4CIlEnfLeY6tVitcCVcGYMBgq3BFJUV6Mq6K563z/XAy3V0GgyJzCs6jtMySev36dQR4crlcYK6exVUoFLS9va3b29sUjY36CDAFVrHzUqmUWjspweHBZb2w/dbWVjwnB9EDexwy5u6uPTCLU9zYC7L2cF+9zx7BR693wXcgmEajkUqlUuwF9T+y2WVBJQKLPAcCApxyPB4H9csZE7j8nBuyo4ApPPqOQAR799RVqIJ8NvCOlMAAjx49CiGOsKAgEi69C9lOp6PBYBCxAzckUIIbGxu6uLiI885n+pycZnh+fq7r6+uoIeGwFfQxgm9ra2sp+mIulwt6ppf6lJZQGqnt0Cp9/6HY3d0tG6W6a+8dRBqNRiqYBZsC+IbXKPC0vb2dUibSUsj+7//+rzY2NoJX7TGCdrsdpQOcdQQTBXyeuAqvZTIZdTqdoG4iT4BBFouF/uzP/kzvG/dCAGcymcCz0CCr0UPne0JBQ4hxKSRFUgNBI7eAodqQ9kodBympJSopqnexeUSGscYuLy/jYhNEgVa0Wr8CXAitDUYMxgVljoMtLTG5yWSiTqcT2tipMvx9tVoNGpNzna+uruLiO4MCyw1L0VkKWJKUo4RdwmvObvCLzMVzS5I5gvnd3NxEhwrHtSUFBn53dxfBG6wKsFf/e9a8VqtFB1yfg3eddkufIi1gma9evdLt7W2qS3Emk4mOwZwz5oGnAUcZQQp3HI6oK1Lq2bri5TOfPn0aBWxgAThdcDqdql6vq1qtqtvtxlwymUykvR4fH6cK/JTLZQ0GA81my24uWHS8RhAMxg6fSffiTqejWq2WonxCxyNQ5eeIdUPxnZ+fp9KP+RzOmhfKIfnj5OQkknQoNAT2u7GxERa0BzYJIkO78/2XFOtVrVbjfZlMJvrFwct2GeNBYq9ah1Cv1+sRA2AgH/b29oITzHqTlv47UY4SIbO7uxubDC92PB5H0IVFcdeUw+00I/4Wq4XXoFfh+jp/ltdgLjhnsVQqxYZShcpdfufLlkqlVDT6+vo6hA4t5iXFRiE8nfYlLS2PRqOR6pUmJc0l4TLzfO4u81zUC/CLjXbHzWeO8FkpcA79i/3B/SKgyGt4BAhvMtH8WTi4BNTYXwQNitTb3NBeB660w0jU0MXqxOKkJ5yU9AfzS0ZQkP52CCkpqb8BRIMFxvMgQKCvscdE+AlWeSUtOLHsn1PGqE1RLpfV7XY1n8+Dosj3QdFyZgnnjbq/mUwmFF6n01G9XtfTp08jUOVWHswJAtqeXYbgISOUwR7RNBTjhXXDgqUvGsFBzj+DtcN67Ha7ur1dtpff399PBTZR6pzT6+vryExjLYAL8TKkBCrb3d1VLpeLIj8+8BgcYsLYoEbKaisj2DMoBPc4oNBiCHDXK5VKGB/fNO6FAF5bWwvT3nHZ1X5KXGwENtFgd1GlpMcVGJKnv1JWj8OCQEOYQ9amij+vYU1eXl6mXBToV1BwpESbQqKn5TYcVCmxHDg8PodsNhtwyOqagCN7LVuHILiMpFdCKZMSKxB4xqO2HOxsNhtp1e45jMfjKH7jEXUOMvCFJxuAORLp9qw5pxhyobiwPAv0LS8ohDXuStXxeNaHz3IIAl40mXJAB1KiEKG9gU+yNyS0kELOWfSat51OJ/Bwzuv29nYwcejEzDg+Ptbt7a0qlUrg9Yz19WX3lMFgEJeZ+WQyGe3s7AQjgGfvdrtqt9tRyAdrXUpwbKdTYsVub28HvQwh7fxwoCtSoIkTsP50GyEFmjWnQA/PSblKngfcdzAYpLqCz+dz9Xq9WMudnR09ffpUkt66C86smU6XzTYpiuV0VJQIheC9kHulUomaxAhTzhewIrAmhpGUdENhD4DFpGV6td+F9417IYCxaJ3zKyWpvOB6CEuvGsZ/CCMELhrbmw+6izKZTFLWJQvVarXiedCouOpAG17xic2hvKUHfmiFPR6PQ+itYqFYlw6V0LG12WxGMW+eczQaBbhPEgRYk7RsFvno0aPUMzo8gcWJhexV1oA6yuVyygJkIMA9UwplhjCDcsa64amgtFhnYBaeEbxTSlI6WRsnzbNXJHFIimdxK9brEUhJY1EEGbilZ15C0idY5mvOe+CX8txnZ2dBG3v2/xXl9zKmw+FQb9680e7ubsQ0pKXgJsMLK8oNDnDunZ2dFFQkJYXnVymYjx8/1uXlZaRuu1eB5QtljECdlCRw5PP5wOTdU8M7XVtbixKLWJbuHa0qYM5ZrVaLspMOKa2vr0dasUNlWOgokeFwGBisn0EC47wPrBhIEsOOM+Vemu8vGZIEnx1G5Fmp7EeChZTUCuY8OtTk3uw3jQca2sN4GA/jYXxL415YwGgjhxHcioKkjeULTAAtzFkUaEBAcCmBBCBGY5m+ePEi5aJhdWGJe1IIONBqpB9tCSTgGhLrant7OywRhycoQk2UGUsOa9FJ8AR9bm9v47m8AaNXgSNKX61WI7Lrz4OL5xYhFjiaHiuDv0fDY405TQlsD3wWy2I2m0UABYjHqWisqzMFmD9WEG6e7zEMAZJbsKrYM9bIzxOMFE9jxj3mM53qNh6PU9g51liz2UxZN2DeuPvUPpASFxUIotPpxDwI2m5uJk1UcW3n87nOzs7U6XRUKpXUaDRS2HE2m03BErjSsA5gJgClcS/I9Lu9vY22R5wZUqO9/gpruopnUkCIv1tfX9ejR4+CEeTUK1x6zprTxGjXxBqyX8ViUc1mM5WZ6WwOaGTUweAzYcU0Go0Ujsxz4oGBYXNPCQgeHR0FlMAciENQk4JnYG6dTieKJjlWz774uX3XuBcCGMzFi6O4S4gLyoLBcACfGY1GqVRLSYF/usBCiFB9aj6fxwHt9XqRxcUGsbGdTketVivwI28RAxxA0MMvcrPZjA0EI3PKDAN8DrcPhQN2JiUFQ8BA6VGHG0QjRDApMFsOspRg53CDKd/H55Pxg9vv381a4ho764H5u3DlWQiGACF5QMq5vs70cA5lvV5Pud9cJBQafFopUTC41/48KG0wTFxmj34DO8ED3tvbi3ODYIdy6OVBYTKgJN1FzeVyAT+A60qKuiC4t17QBb5srVZTpVKJ5/V5YAx4TQeoXq4EPGV4e3s7Uov9TBGtJ7CLIpaW96jf70fdEYQ7Z4rgLVBFs9lMKe7pdKqTkxNdXV0FhCMl2W5AaR4sh3fM+YTqx17s7e1Fn0bn7C4WiygQT2CeDhW0FCM71PcQGI14xWKxSOH/rDkGhVc8A66Cqggev7W1pYODgxR7513jXgjg8Xgc+fButTCgI61eRKffeLtrqFZwJRlYMovFIvLbOaD87Pf7UWWKCwVAj1BGeEkJi8GtcgYNGrEqnQdKS3VoTJ4yTQ69pMDN3MKFx0v+/c3NTQhgCO5OI/IgBQEzTw7hO13wO58ZviMCyjFZuoWgLAnyMVCgToqXlkqNAAoX3Jtrgv8TFGI+nU4nBOJqyxcPMIH5OkkfBenlNd07QvASzPGLTb1gOM3QF7mEUJ64wFISwzg+Po5zzDlDoEuK0pM8y+PHj1WpVDQcDnV2dhaxDPaXgkikxXJWEC4Iu9ksKVOKpUitCgJRnAvKScJOYe7U/Wi32yqXy6rVahF049zARGHNPb6BMKPMp68NsQ88PL4TDvt4PA6rnvdh1VOTZDqdxtlHCLLv8PZZG/jRsDlYG2p7fPTRR+Gtwro4OjoKhTYajYJFxR5y3+gx6EHddrud6oDzrnEvBDCXW0qgBzaYYINfFq+g5QEASSFwoTJ5/jmbg8Xp0XSsTVxCzwTzABPPwuHN5/MRxcWdRjFgyfH/3uwQt4eADsrB14O6A+66My9cYWhCHqTiAgFvuPvqLcT9PVhiwA3OgkAw53K5qE3gldIIfGKZeqFvBPuqV8HakHkIS0JKCvRfXV1F/VqelSI5XCxnSfg8PeDC/BBKcLLdsuSsIERKpVLsFR2FUQZXV1dhIZHsQS/AZrP5Vv0JCh8RXGWO8IehTvrZgKY1m83U6/VSdLrxeBzQhq+plEBQKBB3iam/4Jx3zgteCMXFEfgwED788EO12+2Yhyd0bGxs6PHjxxoOh+r1ejEPkj1gn7hxhRfGd3uxdmoroDy9tQ+sC2h8rVZLjx8/jj3kfaveGBbx/v5+eC38Dfzo4+PjtxK71tfX1el0AiKqVqvxXNwhvEVPQILVhFHxvnEvBDDUMGgwkgLDw3JcTQPkdXdjJUUhErK1vNcUiwLvNp9PdwxG6HOZOIRYWvBfa7VaaN3BYJDC6FYtTgQvB82TA+CpgqPyGim9KB3PhMIa5rAgvOCQktLqCQkuaL22sie3cBi96I679pSwRAh7kopX3aL5qJS4mT5PBgKZpA4EEu8DM2bfPeUXDBSLxHFsaGQUT3FLnXNB9S9P/0UIgg06fri2thZ7CEfULy/zBMd3IYuLTeYbghRLGeuR5AhJ0V8PpX58fBw1dukevFgsQoEhnFyAl8vlVIlTvgsmhlMgoWfd3d0FrxvrnCLnfCZeiafNwxkvlUra29sLAXVxcRGCyRN5OPueVYrFyxn2QjzOTMjlctrb20v1enOLFKiM7jPsIYZOt9sNwQkEQTIQ+zkYDFLJJKzlq1evUgXnV61b5sNz+t68b9wLAbyasSUlXF4OPFaIlGBrcD49H1xaWolYCc7ZhedHFaZKpZLiyCLw0cC+mDxnv9/X5uZm1InwJBEsNz+cXF6ocT4/LGtcLr/UHB7HNSWFq8hneK0BaXmYCOaRtcfhWuVluiDxTCWsRLdkgB9W08J9DTx4yDzge6KIHB90qpTDBVKSRTedTrWzsxOXlzTdtbVlsXenks1ms9gfFA2vMV8sdawyhzB1MpP/AAAgAElEQVTgsXp3Xp6V9fQAHs9JZqTXI+HcwLdmLdkbT/ghTuHZZazZ1dWVarVaCgMlQFgqlVJVvUhQIc3XrWPmDt1v9b5gYJRKpYBEJEXaMYFiAnDUyj4/P9fz588DGsOLYuCJ+Plm/oeHh8pkMpF5yfydOkaiCe/FWOMnVQqlpbBstVpqNBrx3J4FiuIAQsSwqVQqwavmLLpAzufzevbsWdD4UFzEHzi7CF32HiX/TeOBhvYwHsbDeBjf0rgXFrDnS7s1A1a7yiBAW2OROPMA/A93yelkUMyoSyAl1azAcgm2OT5I8MCzyjwV8+rqSo8fPw7ivWctucXlr1Hxn8pSjslioXpKrHsHPDNsBU+MIKee7g2+th50xCJz9x1LBPjFPQfWAAuLzyF4BLzi8yAg1+/3Y68885CfpVIplaSAFbVKW2POfO9ksmzV45QpKHlYSM6scDqhfw/rAOTjASme0fd7Pp/HeuMxra+vh3vrljCV67xdkqQoxt5qtcIDwuqiOPx0OtXFxUWqd+HZ2Zny+bz29/eDLoXV1e12gx3jlpqkgDmgyxUKhVi3Xq8XsQQgBU/eIcBMcLfT6cTrrVZLnU5HvV4vqgJyh0m99pRzbyDKuQCm8SCclHgeXjSKez8ajXR2dpbqiIEHhEfqLBdYKNQQYQ+khC5GQNXXTVp6eC9fvoxKcCSFcG/B8afTaSr12dPy3zfuhQBm4DpJSXYc/FCvsUAgCJfXy+eB5eEqejaQZwVRvNphAaLb4IoeaIPyRsSTyDaHBzcEbIvP297eDloYB0dKYBQOkEfBOWy40M4DxjUvlUrBK/UcdNJ+6/V6qvuGlFQEAwMGJ5UU5S0paO0FsmFxwKH0gFG/3w+lBD7JWL18nnnH71GQzh6hMA0K0xkJFEVh/RxzJ+hD2jHwjpTwgFlT4BRnTvA3W1tbKpVKKUXHXBAwnvO/s7MTmXnwWznPfiZ8HsViMWAGKHjslwfcnj17pkwmKf7zwQcfBBOCoLJDENVqVefn54E5A6fQ1YSUYBgK7BN0KoKwrMv19XXQKb3wjmch7uzsqNFoaDwe68mTJynOrkMg0+k02CPwizFMWC/2ivk4bMi5qdVqwcl2tx9+O4bG1tZWKsjKvhEbYvT7ffV6vYCubm5uAvKjkaoHdcGOYY/QUszLjaK03sXq8nEvBDAXw608KQkCAeCvcmK5iFK6QwW1F+Ad+t+T007ghANKYILLsopJu6V0cXGRCl4hvCh8w7Pk83ldXFxEpH+V6H5zcxPcRASjlNC+ptNppDKjdRuNRgrjkpKDKiksPPqiSUrVWfX1cAuBQMrd3V3wLhGmsEOIgINdSktWAu2/V9NfWS/YA/7MBJLu7u7CEnJhWK1Wg5rkgQwPCKIYvUM1BXc8xZlzASfZk2V4VgIoNBH1im94PigfZ89cXl7q/Pw8mAVuLbN+0OI+/vjjVMdkLEYoXE7t8u92j21tbS2EXrlc1tnZWXCLd3d3ValUVCwW9cknn2g6naYK9RwdHaW8Qa8xvL6+ru3tbWWzWb18+TLV2BJaZ7/f1+3tbaTrS2nhhSLlO/HOOGdbW1uRzOAsIPbR66vw2YPBINUd5u4u6RO3vb2d6sCCki+VShqNRqlu49T/6Pf7bykZqsFJS4veKyFC9yMg2Ol04uzXarXoJkJAm2eHf+wdct417kVLor/6q79asHherMOzz1wY4pLznweE4ELC+fTBRarVajo4OEhFV+k7NRqN1O12wx2UFFaVF7Lhcr158yYVlb+8vAyLkyZ+XjDELwD8QlxCF+pQmzikjGw2q3q9rvPzc41Go7jQXBhq3S4Wi7eoP6wXGh0ByPP4pfQMOp4Jj8HrMHhAbnNzM9xw3sN8SfJgXWFzYDVgYUpJzQWCIh4Q5KIj6J0z7VltZFC6dYwH8Itf/EJScmH5Tm+q6QFQApQUU1pbW0sVjul0OqGEUZicN5J+Njc3U4oEj4JA6Wg0CqWAJYbgajQa8ZwXFxdhxX355ZcaDAZ69uxZzIHgJILPK9qNx+NIWsIll5IWU06l8rbzXiqTILPfDwJc29vbqYxV7ineKF4Pn08VNdaaPQbuw9r0/nwU+wFq8uA23+X8YgwnLxW52joKuIq/96xcIB68DefYA/Oh3N2DJ/guSX/xF3/xXjP4XljARItX001hK3BYHJOTkkpk2WxSBJqoJQvsCRzVajU0EqmZnjbK78jIW0319Cg/XXGpREY78EePHqXcc5pyQgHiNWh0nonGgYA/yvx4NuZA7WQseneXcc9QGlj8fKeUCE0/9JlMRrVaLSwRt+Rgd7h75U052Rv2yrm+/tPZA+6JSEoJS9YV99IVA8KY1ylXyhzYI9bPv4+zg6DzZ6PgC3CX1yJmrWjHDhTBmajVamo2m+GxuPWDxYjywQVvNptqtVoB4TjOS3MADBAMCuY4Go30m9/8RtlsVr//+78f8z8/P4/6wewNQmA2mwV8hpfjHhfWITRO9h7cHmVHr0FPm4dhcXR0lMJ5OQvwwD29nc8B3nJjicQI6vKen5+n4EOPAZGQIyUQJkIxn8/HPYVNAgzjkB8xDuAO9yh5LmIU5+fncWd4Hx6g4/9w4H8nIAhcYy/lJykCBq7JpWTT+XvSYaUka84xRTYIkN2LnXvpvM8++yzwWoILUlIM/uLiIjaNC4jQLhQKevLkifr9fmTY7OzsBHbEJWZjCbxgMZNiKy2pP+BnKCcXnoPBIJVefH5+HrQg1+BUimNgvfPcrpzIrMOacWEpKYQeFqB/LvCQXxIpSVJg3gSsWBtff3BWKQl6guGzd3wX1jiKEoGPsMZK5pklBWaKMMPqRujhkkLr8noACEKEOgKMOXIe19bWdH5+HmsMVo4ym82SDs4nJyd6/vy5Wq1WVIZ79eqVJEXVrXK5rHK5HBQw5jGdTvXpp5/q8ePHev78eZzTg4ODFC2OZ2f9PKDnXiN3iz2dzWap4NHFxUUoPAKfBLKYH4kh+Xw+DBasWBohzGaz8Ni4281mM1Kh3QNEMK+vr6dq93pg1+tAc4boLk7pVJTh06dPw6Mi7oCsAX7C80JZ8H3EEwhAI5TBhNmn2WwWCo+7sFpZbXU80NAexsN4GA/jWxr3AgP++c9/vlg11Ymco2GdwoSrCYbkWB6sCLAiaGzSUhvt7u6q1+sFjuSUk+l0qjdv3gSe56wLEhgoKONBPykp9jEcDqO1SjabTVVL8kAbyRxOE0N70leMeZEGyzPe3t6qXq+Hi+0VqEgQAXMkQCIlDBFghq2trcD2sFBIU/ZqW1LCyICx4dXQKAoDxuzVybD8y+VyWK68hoWDy+gZi+DMsEscSsBVxDPwFGZPPlilsFH05u/+7u/C7XY6HvAGQRUsOcckSdN2quFoNIo9YD84Ex999FEEim5ubqIQzmAwSNUPIKWXveD7/FywD/V6XRsbGzo9PU0VjsG1Zu6eJebtebgz7h2wTyQw8Sz+N+wDd0FKWDC0x+IZpQT3p8iPe4d4BVifzWYz5TkwB76HfaLhKjWLSbqSki4bu7u7evbsmSqVSliiFKoHW/eEIYKA7CuW8upwtgj/xsuBseWlFFjTX/7yl/cbA/bIOZuHG8bFWO0aS+CKwIFDDtBvwKbA/KrVqm5vb3VyciJJqYaO+/v7qWLnXAIpocy4C+JcxUwmE32mVgvygKeCTzEHitjAD/UC6ETgOezO2WQglJm/QynusjlUwCGh7YoHDD37B0aEQwrQpZyrzGsUN/fiLjwLwmcwGKjb7aZ41N4XD+yVNYXRsFrGk/VjbVhjfofA8DRihtOuoCTxPAQPUZ64sLyPi+eCl7nyOvSnjz76KL77+Pg4GpM2m019+OGHkpYC7ejoKHi7BP58jkABqxxZMMfVymWcBRQzAk5SsGrYZxcW/NupeKw755tzTeCWtSTgxx2cz+ch6OHij8djDQYDbW1t6cmTJ5IU1fparVYqJZ11c+XjvPNWqxVnjeLzKMqPPvpIn376qWazmT7//HP96le/SgXems1m7C9zY70xoLrdbgr64t66wvZ4hAfJVwtRcba/adwLAQzm52m8VBqCZ+dWLpoYDNPxYQ4RmB7tdHgfVjH/T8CCC0+jR/5eSihTHp3mgMAv9OaLHE4WH4v16uoqajbM5/PIlV+1qn09+LdHc7kMnpLtFC7HizlYUlKi0zU41prjvWDWfCa0K54HgSslhWrcsgaP3tjY0Ndff612ux00LYQLFjWWlXc1If2Ufnr+GngimJwncMxms2Cc8PtVoQvrxDm/kvSd73wnVWsWy1RSBCepPeH4qbT0LJ49e6b5fB6WFuuPxQ7/lnWGsuSFjrz4UT6fj27UbuVTtAjF5s/CHkHxyuVyOjw8jNfZR4TdqqcCnrlYLOJecL5R7M6N98+8u7sLhcDndjqdVEPP1VooWJDOz+ZMUcuFtecMn52dhYLe3NzUwcGB/uRP/iTuxn/913/p+Pg4FDweIYqp1+sFVc+x3C+++CLVFcPXlDUgRZu1oRZLNpsN/rHnFTC3bxr3AoL4xS9+sSCI41YntVtvb281HA6jASK56R5scbfFtTGuv5S4NmhkCnRICh4vwrnb7cZrBLOur68j+svAhUIgeFEV+Iij0SjqqaLJCYrAeFjdKE924Pl4FlwlrODxeByHZn9/P5JWsHKwgjxLkP9nvV0wSAkzRVp6DngTbiXxnPP5XKVSKXi7fB9cZzLdUFJ8DwKTxA/nwUpJ7QqEipRYsZ5lyJoyJ7jDTnvjPePxWP/6r/8a9TlY12azGesCBMUgscLpWzwHZ4giTVIS9IVah6BE0UiKwA2ZmV5ak9Y6cFb9LPA3sGCcWcDaA+Gsr6+HhwckwbPwPJxFDyS6cGYdqANB8SfPDMTo4Duc3gXc4UFMSQGxYTUWi8WUN0ayyKoQWyyWNX692zEe7eeff661tTW1Wi3VarUUeySfz0etCiq2OWwJf5gz7wFhAtucSVcUlJLlHLuRwpn+y7/8y/sNQXjFJA4oUU6sHDKipKRwDgfcI5NoVaKXw+EwIqFYaFhRHgnlMiNgHRvGUsSt80Im4IbAEl6Bi+cC0vAqUvAS3Z3zzfesM4+6uyAm4gxMwXf6Z2UymXDtsVaxuhzrw6rC+lhbW0sJUpQQVCvWgP+HGgd9UFomBuzt7cVB9IIrCAuyCz0TjHUG+kAI+3A83TtFgxteXl6m4Bfv1Uahc7f0jo6OIjtwtRwnEXJJgeW6sgBKca9LSjIPeZ8zNlDcKFPnik8mSZMBL5jEwArnLLryLJVKYXGCDfMePEaEsCs6ICnnPPMswHLcH6fxZbPZVAEavx904MCQgm/LHnCW8vm8er1eUPRceWBdezyGur5ffPGFrq+vo3D+D37wgygHQCaaZ4jO58uSks1mU71eL56lWq0Gm2kymQRDiX1D+XGOHQbzwl6UM5CWDVeda/2+cS8EMJoEN0hSpCn6JWRwIVlkKW25IZQJinFZ9vf3g+6CUHShh5WH0POi6AzHxiSl3K/ZbJbKkkJzgpENBoNUFponGLjAR+tCAndLTVJYThx+t6BxnVk3t3K5dO6+O34KPWc4HKayj5gXFCzfC4QRHUUODg7CIllbWwsrjkuLRUrgA+8GupGkFK5WKpVSeDTKF9jHM6jW1tYiGEhAinXDmgaP9toQUmJ1ophcQNHaiX2YTCapdjbgnF999ZUymYy+973vSZL29vbU6XQiMMj3st9u3XkZx06nk0r3JYuL9V5fX4+uHx5oc9rXdDqNdGT2cLFYBCTilhz3xpWjZ+IhWFl3h3YwOIAY2Ff2CpcdZeJYNgqfwCSfyTPTpcM/M5fLBcTz4x//OALWPHen04mUcG/awH2ACri3txffA5ZMNTg/b2DjxHf8XBCsvb6+DusepVcul4MO903jgYb2MB7Gw3gY39K4FxYw1qa7mkQdceO9sMp4PI66rUAJDLpOoKl2d3dDC3399ddaLBZqNBoRxMLKxbVE45OSKiXYHzQmCt5I6WaOo9EoBcIzD68Q5dgaxWbAwbCG3erH+mB41huWteNZuVwuqHerRV6kJKq7iv1CIqfOAlgz7/GgnBfqmUyWBbBJxT45OYnX6ACBC+pWF98Le8CLGPF7rAuej/k5s8S9JjA4p0E5nYhzRp2MbDab6v3lrrPv69HRUQTG6M5AfAAPYDqdand3Vzc3N/r6668lJVAHmWNe1/fs7EzD4VDlclnNZjPVsBMs2guU+6DuL5g8z+0WLckjzgrhTuA5ODxye3sbwVXPEOV8Ai0BzXjiE5YvcQ1nNFFBjNIAWOukfsOwcPogdxjY0T0FivNvbGzo9evXkeotLTMBb29vVSgUVKlU4n5xFugj1+12w9vhfK9mw+ENcFew+j1YynqSSOPQFIHF1cpqq+NeCGCCPFLi4lOEGTcdyhUD3iRQg1dR41JyAVlM0ozb7XZgTODKUKaKxaJ6vV6KpuOuN4LYhSWfzSHiYLNZ7vp5MIVILwERPxDgYPCVvXcdWWUcfu8KQeoyFBlXMjw3tCgXVkTwqZXh7iL4PFXnnCFQLpdVKBTChXNhD9QDxujcaneXXdnyPgri8D4OtmPxCB/OBWeHoKSngjoMU61WA5Nkjs4eIPLtffjIagRLZL1RHE6T40zRd3Bra0vVajUK2vCZQCCDwSBVWMrXHCXqGYsYBpxxLrnDFMAFLoDATz2QyaAlEMWkUPII2uFwGK49QornhG8+GAwi2Mo+dLvdmJufqdPTU33++eepYj/MAwNIUrCSHCrijA+HQ/X7/RQPHH4wkIE3M4VDDXWQoB8xCDjNQGe+xuw98kVK8GF4zn6GORu/ExiwB5vcCiKHnAQC50d6PV0pIYxDySKt1C0ZrDS3Qng/iwhPkgMspUsVciF4n1c+Aw/jdxxiP7AIBIQfm+Ybx9+Q/lkqlQKPRRhRg4C0ZefXkq9OVwTnJWPBrJLepSUTwDFhXqNojgsDfw1BAs7nfE5YIQSA3PL1+XppTIQAOC/YNGeFvcESc1wVoQw2igDhMwi8UvsAC9ufhyaYvideXc2FpWPa4O3e3Zr2QtPpsjuwJ5tQjtI51JKiDoRH6Vk3AlcowVWFByXQYyLs5yqOy15j3HgbK843awlFjXvKe4fDoU5PT+O5OBN8J7VJOGvOnx8Oh5FYAUbO+9zKdDYQiR0wb4hd8BqClLPjlEvuM+eUfm1wsTlbngDi5wbhzdxhWrAexIF4HxjxN417IYCpvEV2FsNLIiL8+H8CbViVHOxMJhMWNTUmPEpcKBS0sbERXEGI2ZubmxGYq1ar6vV6wdnt9XoRsFuth4o15AE9j76T0YXQdDeRS0Qgz7PLKECDEGVjcas4zDAUODAIPyfwex69lPChIcBLCc3I3SZ+ukUPvMOlmM1mMff19fVU5B/4Y2NjQ4VCIebK8MvhsAYZTOytu8tY2QgCPxcOb8CQcSK+B3dQJF73djabBb8Wjqe0zFrr9/tBZbq7uwthsbm5qcPDw/CSHj9+HNH8ly9fRgHvzz77TPv7+3HeLi4uIkCcyWSibjT3oVwuB1XSk05cyXCmEd4EZn2vEGQYJHDO+RvWA9gJAe7V7riHFM/JZpO61tSGaDabEfjkc4EtPMnCvSqMBO4I9wZPyZU9z4xCox2VB7bJ0Fw1JKSE2+6C2D1j4EM8Mg9s4qkCQfr5RrlCb3PPwQPy7xv3QgD7BfNRr9djE8BSGbhwuPeeBnl7ext0KmquSksLD0rZ3t5ecGilpdaHmoSwwA2p1+s6OjoKMrprZBgFWGR+qdk0J6e7dcvzYqmt0tFQIE6zQ6jCM0QJcUArlUpgUWBZjolidcMVXb2MQA1OvQLjhA7oFjufCfXLMWtPiODvHVtkz7n0fkmhU0kJXMFrCB2sHPbQFRH7wbPwvTBEyMBiXREUjqd7dL3ZbKpQKATnF48EyxaF3+l0ouDMxx9/HIL6gw8+0GAwCMHVbDY1mUyiRGSn04mkAehNWJzOjwdyY47OkcYTYa5Y2Kyxr/eqh8dZIwmG14iLwNLAA8CzINsOqqTXinYhSteIVWojLBgKqLPuKG6YHtwJ7g+MEpKkeFaUANapVzIEDiQNm/O1u7sbiTbD4VA3NzcBTyCDgGDAxFl/P3vuNWGo/V/jXghgL4DtwRYEGS4BC432JCHDMSO0J1YiVq2kwClJ/UTYMjiE6+vr2t3dTSUwkI0FtYzDzO/Q3t65A6sDd9O71AJV8IwuRH3jSEghWDSfz7W3txd1Kdyi4L3gUWTXOV6NxY6gxXrisE8mkxB+nloM/Qv4xSlD7AWfy3qDxWEJD4fDEFxY+U4j83oXvV4vICEvD0hyB0rb8WGoVtCfVul5CJpcLhfNGXkdtxZYyxNRsAKBklAY7Pf19bX6/X607fEuHHt7e7q5SbrxYlXjnqNMqcImJe1znCa42inGrVf2l7WoVCqazWapDhyrsYnVMR6Po+Z1pVIJIT4cDlWr1VQsFoNfixcpKQKLtNvCeJGS4B6U0eFwGPeNYGihUNDu7m7KAMPIcPjDk0awOLFAsWSJNVxdXemrr74KeihnkfVbfc7z8/MIGNI4gTN8fHwcMMTOzo6urq6CO463iBJyaxcvxY21d40HGtrDeBgP42F8S+NeWMBS4oZ60ISAmic2SEnEmmLc7vaSekumGC6FtNTy5XI5UmYdW4IdQDbRaDSKmgbe6hzri4FlQToyEXx/DZfZ3TO+Exfeg15YWhSVBlaRllDJ9va2vv7668Df3HMgRdfxLU8bpcYA2JZHdMHBvZMA683+MNdVq2t9fT3oU2CgWNyeIOE1K6Qkldk9HKxCLBQPKmEJAj0MBoNwFz2wyf76XnGewELd+4HWiAvvsAn72W63w/vyoCqRfLIbqes7nU61s7Ojzc3NyMYE1mKf6/V6dGPxbC/YDg5Dsb9SkpCBBc7vJKUy+jzYivUHHu5dLra3t8Pd9zTlarWqQqGQ8igymSRjFVx0e3tbV1dXqXoXnhTCeWYes9ks1gTvCY8TKhl3ol6vp7Iez8/Pg8bW7/cDZgBu87gP76tWq0Ehpf4wf4M17HWBmV+32401gyqIXOD5gPTwTpifUznfN+6FAPb0Rg8i4UYTYfaN5fceZJAUmLBTpViUw8PDcPVms2V3Vw6BpCi0w8V1WgzP6ZFrSamLThR0NR+cwAk8QylhT+BSjcfjEAiUZoRf6+6Z/5vvpPMuvyPC7O6nlGB/HpxzHFBKUjY9Kk+OPEJ6tSBNsVgMASQpDihK1KEj33P6fXmwjdcQuswVIcMFAOP3A87ae6DSA3RwfcvlslqtVtQLkZKINkp0NVgIzOR0RJ6LfQIL91KOx8fH2t/fT51Z9pHzgrAEoqJa3cbGRhR8d0OB4NVsNlO73Y515zMJCHrtDSiY7Mtqy6ler6daraZyuRxGjZQU6kfRAF3xuZlMJpgMbkzwXq+R4HcSLjIF1D3DbHNzM9USyc9aLpcLCA4DhMHacIepiCgtoYTNzU3t7Oyk9pkBM2KxWES7JM6FQxKO+yJwnSrrhsnvVFNO6B1+eAkkee61v8cpNo4dc/C4pFgwVEe6ublRu91OCQeSK7ySvQsMcEUpEZrS23jt+vp6qvYEZQZXi3VgRZCo4DgvAQ2EIRYB74PDCNDvbbuldILGKm/R8VbnM/N6NpuUhXTcEYUEdr1K0eLSupJBWLl1x8UCb8P6IwDlc/Bgn/faoqYFQpE5EeSBOSIlis5ZEZPJRBcXFxHsY/9JNMAiwuvAIs7n89FqfbVeLJc2m01KWh4cHOjy8jJF3XLlSdAHD4I9nk6nGo1GkXTgGDiY+WKxiCI+TnuD3+4pslJSDQzFjEXI9xEvgNbIeSK5pN1ua3NzU5VKJZVSPZ1OA68GH3f+NJYsyVMepMJzJebg95mBInaPwxUiTAv+ls9mrzHsWq1WpItTG9kTXYgHYQF7vYvBYBCBaSlhT6BU3Yjx5wRT/6ZxLwQwJrxHbb1YDkEQFoUgBMEUt9YIwCHMnfM6Ho9DK1NgxKlJ7XY7Rahmg6bTaRxq3DOHReCFEi3GAsS6GY1Gur6+TrnuuPOlUillPUoJVIBAg/7E97Xb7ciRJ2HFebIICL7PFYlbkn44PNkEd3E1eIdAJ1GBZ6V6GBYiwjKXywU1CPfTaV+wJLLZZWt1p79hTaJ8WB+Egwcd2V8CIShn90b891iQfnl5bribzvUul8tRSctpXNJSyCC0qKbn7WxI7pjP56mEIwSv14xlb+jWjRV/cXGRKrSOJTmfz6PLMJ/Z7XYjgEk1MvaiWCzG33uSBqwLgpKlUiksS/jU0OTgOXugDSOHTDPmyN+TvenBNKx85ujeDv92FgSvobQ8UOzeJOuHF4lnSD3xZrOp9fV1DQaDOBuwn7yCovO16XyMnOI1guDAa14jg/oVLpveNe6FAEb7uasFiRr3fDWLiosDvuoRdGm5Cbe3tyH4JIU14mmk7tqhvWlF7VYu2hveofOTOeTlcvmt2rXwFdHIq7AA2BPrwIB7ibBhY72HnBPGmRPRfGAE2qxLCbyAdeSF28FneVbHh/3ZwPycIgbuSraRY9k8PxQvhA1FbXDpPPHAMWGoco4dAjFA4eM1ngs2hwsZ5yuD0/uFgb2CJ1Sr1bS7uytpedFOT08jU8oFFAK00WhoMpmo1+vF2jSbTTUajch2c5iJrC3YBW5IlMvlUGzg8e65gJcigNyLgTZFdh7nGyoXHiXWKs+C1dfr9UL5s7+8z709vDUgqcvLS+XzeX366aehnOkGg9D2xASsY0+55k5xR6Hwcf84G4vFIhgeKDl/DQOJNeY1PpMSks6s8OQtFC3nndgI54szgxLHy2SdODOeev2+cS8EsJQkB3BBmRTCeXNzM+gfULtKpZIKhUIq28uFJhQdp6CQCw7Z3ilqi8VCx8fHYTk6rkwjTDQ2C4umRcs7RWdzc1PValXHx8dqtWwQuR4AACAASURBVFo6OTl5ixvIs/tn8jfU0i2XyxEwwRJzGhuHTlJk9/DZfrGz2Wxg67jFnrXH4QO74nn4PudAemAP4ekpoQznIK/io/AysTi8rCQKcDVzj9ZGXq1rlRLIefK1XMWTmYsHqQgwkv761VdfSVoqvUKhEJ0uPBOMwM1kMokgHR4Q60/d51qtFs9wc3OjFy9epAJVTtFjzzA2EE7cCYflvK7H9fW1Dg4Owjti/e/ulgXhqU3tCRzgmPDR19bWUp2GEWzz+Txw6y+++CLeS5Ds7u4uRe3DigdD9iSdxWKhV69eaTabaXt7O5U2jOfD/rslz3xJC/asObwhj2E4JRSO/OXlpTqdTrwPzw1Zg2DnM/EqOS/OO8ZQ4C4ykBXvym/w8UBDexgP42E8jG9p3AsLGC3mBHcI/Vhpnu22sbGher0eufyusUkYoBGm52fDgMAl2tjYULvdlpQEvqi96u45eB24sdNcKLaCheg4L1jZ5uZmNCPE4gQPLRQKury8TOFcBOyc0eA4Lpofl77T6YSFBD2PgjR4FjzP3d1dirrmmXmQ8AkermYfkenj9QdwyShE7kE/8HKn2zmsgRWDh8McSexgXzgP/BtrDHzSLS63QtyrcCsZWMSpf1hVd3d3Oj4+TmWY1et1bW1tqdvtBhzgtUcIMgHd4K3QAopgkD9rrVYLaMZxcX6S3DCbLYsHEf/wFNv5PF25jALmX3/9tTY3N9VoNFIZiFh6o9FIxWIxUu3H47Gurq5Ur9ff8prAhLFkKa4Dlow3wj6dnZ3FmgLBbW9vR4MFZzrADhkOh1ETWErw6vX19fDKVquzOfXQoQSGywEpsaphR3iwmNoYnhTET84+gd98Ph+defb29qIgEPDeaiW+/6se8L0QwM6d8wPmoLx3YSAIxII4e8K5j1BO+HxcLD7v8vIylWNOsA1hyOHl0BQKhYiCe1q0574TYZYU+F6pVIrqTbwPIYDg7/f74UpeXV2p1WpFZH0+n0d6K66+Z9VVq9WAZxz7xHVyCGY+nwe30bswcOGc3se8POKN4uB37IsLXodSPOjorjRBMv5z2pcrqdU1xs3252NNX79+rY2NjeCDugBeTbkm4OKwCfN48uRJKk2d80HbID9vQDrvai4JDvv48eOATlwgcEa8OShrlcvl9OzZMxWLRZ2dnYVQz2QyoUAR8N50djgcBrbsdDGwUg8ig7Ei0KBxSUrNj/uGIQQ/WVKqyabPQVoKLa+ZAUXO9xaM2wPiXrwJ5e53jHPo0BSvMR/iO8yDkqfEmrxzCUYLkKXXe0AWeNr0mzdvJC3v8MHBQQQYnXVCwPpdWYc+7oUAlpJmkp5sgWU8nU51cXGREiRgT/zbg1pSQhvz9iJoVbQ2Wo33EWEnP9/7TjGOjo7UaDRiYal1QOAmn8+HsAQPg1mBhcR8saoJ3HnePoFADjCfSV46abWsAcGdr776KhVg84AK83Asy4OeFDpZTfF1SttqxJpDzeurtBysCjB3F4QIL4SwB4xIIyUAyb5y6fxysqZ0j6bcJiwanpOuK87y8PMG/unV2PjOWq2mnZ2deB48rtlsFhbi3t6eqtWqXr58KWkZhMK6IiHG613A/yU4yx7jvd3e3urLL79McaT/X3tn0ttWdnzxw0HWRIoiKWqwbLdbQAwkAYIAQS/yAQJkkW+SZfb5kMmmO+52y5atWRRJkRo5/BfEr955z+rOUgr+t4BGd4vkG+6tW7fq1Km60MnQOd+k7u7uYtPv9/tRdo/ue6SJxy5l/He843K5HN4xfbLpkby5uamdnZ3w7D58+BDtOhFPfIL1Qx/keeDhew4BcV2TFH1GpHyfXTZ1xhT8FraCR1WtVisSuBTMcE0aX2FfSPLyLF6g4c2q7u7udHJyEnxtj7bRKWc3PSbPwgD7hBWJyyQAoGZJGfMBGggKy7Ugms9mMx0cHMTAvnz5Mgw7iuzGAoUZDAZaXV0Nr5LwudvtqtVq5Z7RM9LValXtdjuehQUyHo/DO+FdCb+hQnmbOxcy7M6j3djY0N3dXfBN3XixszuZ3BMSGBB4rYypM0ngq6LYLGTI654EkjL2AR3NvP0gysxYM97ePY739EqwYuc0xpymQFwDiIf7kdTE0DiVjoXZbDaDE+3v4cmVajXrMcCGzfs7hY8NZ3l5Wd1uVz/88EN4pO12O+dFu3eMken1eppMJlEIgk69f/9e+/v7UYnGWNGtbTabBa+dTfjg4CA2XxgIbMxk852948UWsBGAxdAdYBkSuDCT+JwWjYeHh7HpM+ZEC6wjp1s608abDUkKxkGlUgnnyntI4JHDrCl2TMQhQP/QG9cxj5SxJX4eIu+HwcW5wHHgGg4xOFsHHfyf4AH7Ca+ILzS8IefUYST8hSXFYE2n01wRhDRnCPAbMFD3LPCq8LwIbfG4X716FcrupZh4uXhRnz9/lqT4O5Pf6XSCpeBer9OhpCyzX6lUYuPxDlfs9B4m8x7gZrVaLT5zKAHck7DXPVL+G0/JNzznQHsFItgaz+TP4s/D/f1+TnnjWvweDA9P37PJXmjCdf2aHs7ybxYWGXKgHObYsVJ6zvJceOjgepxuIWUQBOEphopx5HP0hPs4hMR9MVSM++9+97tgLoC5oguwcmhAwzgMBgPV63Xt7e1F6TxjxvlpMD58vKvVaq55uTMruAcwg1MnnfuMkfIwnPaQjGORhsmG5geIQq/D2/XmTw8PD2Ho2Wy8bSrePcbQcwAOKU6n2WnhtB8gr+K5KC8qggvvuug9kp0JwZl9/xMeMN6YV46A3wG644HwfShM4HG8OF35mYh2u53D3Zym4qEdXh68XhailFGN8OR2d3dj0V9cXIQ30+l0NJlMAiPa3NzU8vKyms2mfvrpp1z9ORsIIbXzOQmPoUQ5xater4dhoqb/5uYmFBg6lxcoeEk1YTCVPe51YYSL2K9zd/H4PJSm6hByfPEoeK7v1yqKh31uXHk+D0elbOF6VSIeE8/ooa0nVaiYGw6HOYyaKjKcAac21mq1gMl8c2aD52BRKGySghPsOCfQhePwxUVNvw4O1Xz9+nUOyyTi29vb0/Lysg4ODkKH19bWIqnryWI2OsbMoQun5TFuVCZOJpOAZOr1ujqdjsrlchyM6ZsvEIOf0A1k5vOEHrAG2Mwwsugi80LUxfMQSWIDvDDCIyuff2wFOjydTnNcbiIAIBNP/npRUrFizx05Klr5HUniX5NEQ0uSJEmSJ5Jn4QEPBoNIZBQ9RDLelHtKWdN1vDUwOD5jV1pcXNTV1VUuDCEhtra2psvLy9gtd3d3g/7lODJCd6ydnR1Vq9UA8MEZ8WTev3+fgwVIzhGKem2+Z+k9CYHnQpGCY1fQhaR5+HdxcZHDluv1uk5PTwPPA9+TMigB79gLEfAQKArwkw2KvXAJxXhur2rzZCLZYxIqhPCMDQJbAw8IaiH4m3sRhODoh3tzYLR4TV7Q4NnsL1++RIGLJ2EpR6aLnh83xD3B9sCHqWJDV2lKz3vRqOf+/l4//vhjzGOj0YieBSRK+d35+XnkG96+fZtr1IO3TCb/6OgoKI4vX75Uu91Wt9sN756xgZKG3nkBy+bmZlDpqtV56S3JXzBqKtcuLy9z193f39e//vUvvXnzJlhHQCJAHcyVl5QDMYJp+7mOXoLsSWIpXzBEIrnYAMejVfe60V2+482ParVanKThGLdX0wK3eREM92eNEhkxlv+tG1rJscenku+++26G0ePlgBUIObx7Ea0Iwa4ajUZMOpNNdh0MUZoPGGEHtB7uxwm2TMBkMom2ivAmX716FRPBZ7e3tzo/P49w8PPnz3r79q0kaWdnR1++fInGHx8+fIj7XVxcBJ3Gm8lLWSlupVLR69evJWXh2c7OjnZ2dsJIf/jwITBmKcOeTk9P4xmdzudUnWLYT5jX7/fDwEh5+hkhGNdx2uBjJa4YQoy2G16HDLz5EdisVxM5Vs948HeMrDM0GFdPQLKw//73v4dBdt7m8vJyHAPUaDTi3aCB1Wo1NZtNNRqNXIWZl8nC9pDmPNHpdKoPHz5EeO6JzXa7HcliqIjo29bWVpzg4nTJ29tbjUYjbW1t6erqSj/99JO2t7clKSCgFy9e6PLyMmiTvB80ON7dYQ847svLy3GmGs8JVfL+/l4HBwcaj8dfHRJLKbP3CfF+D64z6AZMJY4DYn0zt77hO7WRyjjCfL+mUxsd2nEsFzuDLpHUdKfCseqFhYUooyZhju7jyLCJ8I6eSPzb3/72iy3RnoUHLGW4j3s7k8m8pn19fT1H1CYhRgLLjZiD9O5dSHPFPj4+1sbGRnS3ZyF1Op0glHOMOIPJIYnUd3viqNfrxcGD/X5f29vbwY3kNAE8q1arFUk4J4Y79iZlGWoU1D0ux8mIHLz/BCwAPBr+JmXnVDnFjOs5I4PybvdkYKMUKUNOZysew0JpudPX+Nw532ykTidiAfI7TxhBDcKbQabTaeQLuI7jkV5EgefMM3ASdKfTUalU0tnZWSzI3/zmN8Gbvb29Dc+V64KJY9Dxgg4ODrS9va3f//73Go1GOjg4CL3Z3d2NMeK64PjkDkqlUhx46Q170KmPHz/GJsUcVioVbW5u6rvvvtPd3Z2Ojo4kzfFo5pPWi7wDhUfQ5ZrNZugb3yN/8e7du1xhBEa73+9HeS8sEHooeGc53qNSqcR1Go1G7mgpvEdoZE4zZc2Xy2XV6/XQWeabnIpH0pKC4UDCDK69NI8Ozs7OIhfl3f5wOmjm47RH78THacy+GRdPyXhMno0Bdo6oNJ8gdmK8RZRiPB7HETAoPSGTGygpW9zSXFn6/b7Ozs7CU3z16lVcE37t4uKiGo1GhCiEJIRJzWYzIAh24+FwqKWlJf32t7/NUX9YxD///LM+ffqU451iDKV80QGFDiwMKWvjKGX9eXk2Sbn2edBqgFsQFBcPwI0l7+gZcd/NnbXgG6WHYcA93nDGkyJFbjFJDOaQebq8vIyCCu5DCEp0w3MWs8x4Jc6KQQ/w4tfX17W+vp5LFj48PEQvB+hieI/9fj94vhyWiUPgSUs2f+Tq6kqHh4d6+/atJpOJWq2W3r17J0nROezbb7/V1dWVzs/Pc9e5vb3V6uqqWq1W8OD53ZcvX3R1daWXL1/q7du3OegGZ2B/fz8HFeGNMV+esffCHhoQFU8ortfr6na7enh40Js3b+JZe72eDg8PdXZ2poWFhRybgSPAoK951R5zz+Z6c3OT65UMzYwNHIHXf3V1pcvLy6Dpod8OX3kR0vr6uh4eHiKa3draCtYJdD+iY9/UfPNxXr6Uda1jXtAzv8Zj1FKXZwFB/PnPf55JioYlUnaSQ7Va1XA4DJK8pCDaQxyX8jQsOqmx4B2T5Hyu4XCod+/excI+Pj5Wp9NRv99Xp9PJ8YBpVs296P4vzRc4ZZ3VajUaqkiKypijoyPt7+/r9PQ051V6v91i5R/c4eXl5fB0pflCevXqVXh6q6urOj4+zhV4EJpVKhUdHx+HZ0GDajxk7/xPKIzCu+FGmfCG3AsG6sEzhd8sZQwBFw8luR98Ssa3Xq/H+3loiGBEbm9vcxxZvA7Hhb15ENf6xz/+EQuV9+j3+zm80o0/74Eu+qkonvmWlAuJJYVxbTab+sMf/hDe+dnZmWq1mlqtlur1uu7u7nLl6jwLHOvT09PQ00ajEbpRrVZjM8DosDlBw+QzL2LxjRGng/PdnK0DtARLgqPkveEUY08EyW/BYIlkgKjQeefbunC4J3AJ90bgDXNtPgMmgQUEPMnzQVurVqu5IhbXZdgRXvrN5o2zwLjxfJKiHNlPWefaf/3rX583BIG3x+kO0vzBoVnVarUcBozQ5d873+PBoMBeUQNxe3V1NXDZw8NDSVmD8l6vFyWznvSjFSH8YhSn0+mo0+kE0Z1dWZobvNPT01CmcrmcC4mdBubkfiAIQjTnMJIchPrFYnVjgVeIkjtm5QkfFiPvyPi4IUJIRLDwnDfLbzDefAZeRr9VT4oBz0AJdK4v8IQbX8ezyReA83E/Fjpzs7GxEZtBr9eLhCTv4jANJcG8Ox3MJEUP2ePj4zit2JM0XBeP05v6VyoV7e3taWVlRScnJ/GsJJNoEF4ul2PDp5iG756fn2t/f1/SvPCBqrb7+3t9/Pgx9IYEaq/Xi+bxjsfPZrPInXiVGGMHpdJ1iEiJsJ3IBU8Qo8YY9Hq9iFTb7XbQu5hP9/Lh3LOumH8w2bW1tdzcShnfn0pHqGPo1Orqao53zJiWSqWgdNKjgbGp1+u5U8kHg0FEHLwLm7BvtpQ7b25uant7W8PhMDZK51v/miQaWpIkSZI8kTwLDxiPzzPhJAW8RJdaeSnrs9But3OYX61W09nZWS75hhAWEKZ4xp4dGJzz7Ows15Ck2+2GlyhJe3t7kubJFApDwIgJQ6C5LSwsaHt7Wz/88EMu604IDkWLHZiEEd7GbDbLeccO8INX+jEp7O5gyJ5B95JjvCKuS58Mp3gh4IR01fJQG28aCha7vpeNgqEh9Xo9PC1gEy/4AEpgTggJ3Zuib4NDTC9fvoxzxsrlrDESkQdFFISo/J0sNwkxIjDmEabC9vZ2zsu9ublRt9v9CkaSFL0BwNP9M6IQsFESllLWfa/dbqvX62k4HIZXR78RkoHFo6yYi5OTk/D6+Ax8Ho+2WDBDZZ1HBhxk2263wzPd2NiItUilHl719vZ25Ef29/djHRa9QSIZIlTH8/HUoVd69Fuv13OHvzqEgR0gGuM0FsYb2GlpaUlbW1txTTxe4EvWsqTAtvGcv3z5Erbm9evXQfsjRwAjhfnxUvTH5FkYYCbJkwZggkX8R/o6IeN15NCAUCZnOkjZybkYYQwQ4fLDw0NQvJhcaDjn5+eRtcXggdFSLUOlmpRxHYfDoV6/fh3N4Hl28CRCZ98w4Kx61R73ozXicDjU5uZmjrHhOC64F+/BaRmMOYwOBH5okY3C9dxwg0kPh8NgopCF9jATYbH76Rxe8caGyHPyDMwv96vVanE/DI7j7qenp5FgGgwGYQxY8FSrgVmjS/B+6Zfg57D1+/3QjZOTE81mszBsZPCpnkJ/pAx3hDoGDsrYsLmCObs8PDzkKty4Zr1ej2uB4TOmw+FQnz59UrVa1dbWVtD7mDOH5Xzs4cXTm2JnZyeolJeXl+r1ejo/P1e9Xg+D6JWFzWYzEptUzXFdcFM2Y+ek02HNK16lfFuAcrkc5x9K83YCMBKgeqHf5AxIxjmzhpNcpPkBnePxODY1nINSqRQMDD6jspRr+1z1+32dnp5Ge9tut5tLMtLa9dfkWRhgKSPRM2BgLiRU4DZKWad9STkjJmULmSIMz0RiXJwq4/cjKwu+6Bl4L/gAu+J+JMPouOXsiWq1qr29PX38+DH6okoKb9PJ6kUGBydtVKvV6C+Bsru3dHd3F2PTaDQCU/38+XOQ6HkPT5p4Bt+TPhgGHxv4l9CuUHp6XbB5QvHiHl5yKmUsFe+PWy6XYyORMlpUuVwO3NGpZTwjOsM7MHdgocwH401UQKRSKpW+argEDc/7c/hRRzAweEdKg+mPMZ1Og7HC3PK83ryFhBsFDj5P6+vrUYa8trYWxgadwPMDB/XjczY3N8NYeQKUSOIxFgQRTalU0sbGhs7OzkKHv/32W7148UL7+/tR8l6tVnNJKvjH79+/V7fbzXHrWUtQ97xMmDHHWWAeKWdeWFiI0yv4jBaqbNB+2jORFDkE9A+9Qd/39vZ0c3MT+Z+lpaVoYQoNjedcX19XrVaLHsluO5xGCY+a6BcHwJ3Dx+RZGGDn6TJ5hM54VH4qqWdGCTdQmOvr61gMxYMwPRPu15WUG1QoWRiZXq8XXhHt+VhIZITr9Xo0EPEKKihf9OxlUTi3U8oUUsqaTGNIpCwZMBgMdHBwoI2NDdVqNfV6vYAWpAyigNfIgZJS1peBhkUYJyljXjBWxWyvGzB63/pcsND4bfEaGEqvsWejvL6+jrO6JMWJ0DA2eGZJOY/Kj4ySsi5mcEjxsHh3Mtx4VHd3d+HJwuDA2JfL2YnJQAUk/dAz3t+5o3BsEYzOZDJvv+j9PoABSOoybn4S8sXFhTqdTjgDVKLt7Oxoc3Mz4BFpXvhBdHRwcJCDUZx94IUO6JT3FllaWorN8D//+Y9evXqld+/eaTQa6fb2NnqdSFnxx2g0ip4Zvk7ZoEulUm5s2LC9sRNjytzPZjM1Gg398Y9/jO+cn5+r3++H0aNalHdDR6vVanB4eRai2i9fvmhpaUnffPNN6Ond3V0wGYiQmXuKtLyqEx2mjzKwIONWq9W0s7PzFXGgKM/CADs+5dl1wkbf8aQs80oISUgqKUpJpczrcezJQ3ToLlJ27hleDswLKcNrKcCg3FdS0IFWVlZ0dHSk29vbwMf6/X4YAShHnDOGArIhOAYMFoUXCkNEygotjo6OtLS0FDAKhgSPEvzTO0l5IxK8Oqdw4UFWKpUcPoghZRwdeyOUczZFkdqIAcPLYkxhmjAHXBNMtFKZN2rx73AdLyrw8lZf4OgD0uv1wgv05jZSdmYYkcj9/X0UMYDBw06AtsXz8L7FFpf0em61WrkTNPgdUqz2Ajcn4oLvzvsSyUBl86KOq6uraAr1/fffx/vt7u4GDRP4o4h/cwqHY+dUv4Fne6UfglPCGY3OOgIuQL+dougQk7ebRS8xmCcnJ+FgMR40OvI1jK2AYeG0N3SG4p3pdBpRI9x2oK+FhYXggNOlDpiBogzGxgtG3KHq9XoaDAa5vNVj8iwMsJeSOg5KTwc8QSaeCcVgejKN67AwvBcCE8TRRM1mM3eactFg8yyEluyK4/E4Jq9cLuvNmzdxWvLt7W1QWD59+hTe1mg00vr6euy633//fdyL9/FubyjxL2Hg3gbS8VpC80ajEcbKd3O8ULyEYmEEXp6XlPJ8eBxe8UYFIB6pv4eHaHQgc8yZcJL5K3rOzK1TAsHjKZF1rxRDxeL2xFe5XI7ii4uLi9jUvAfy5eVljgrnZfHAEpJyGwwFPU7RQtDXk5OTwGW9/4B78EAbUtbvGugG6hzPNZ1OdXx8HBEEMMpwOAwO9e7urvr9fkBXpVIp4ANgIR9TNmBKi53+NZ1mfRnQOd6N6Avj6zkH1g/d4BxmoOsceG232415hPMPlODRIs9K1FncyDDe19fXOj09zRViUDDl3enQb+BHPHpvDbqzsxOnZTuOD0yGnnn+gwIOYI5fkkRDS5IkSZInkmfhAYP14LUghKnseHgIdGXy3qyeuAJC8ISalJ2qALbsu7UnmBAvE/ZnoWZeyko32T3H43H0SqVoAkyr1WpFn4hutxvVOJ5IkrLEIF48u76U75MAlOAlvlLmCfKMTsXh33hCXrUE7EOG3TFirgOcgtBwx+ENhyfA4AnVvP8AoZyfzMGzjMfjKI7xsWG+pezgRU+WeWEEiVXGxJusr66u5uAZwtPV1dVcRy0pS7QRbXjRAJg0UAgYIuOFhydl1YaMG9CZe2PS3GOExSPNs/ZEFbu7u0HDArIjsUt4fnV1pcXFxRx2enJyElERCVAiHCJNPEH3xv3EFO7hwtxRHuzPTRTD3HNIrZTBWEA/flqGR6ysS0+0gY8T3XmkBTxEzwbWDZWOMCc86Q3cA+PI9QZmCIwTomh0WMq8XRLVkqKBvrcQeEyehQGmdLhoLPk7PEOvBgP4ZhAYTHBAT8igRCgcE1tkAcBawFBjwDhLDoPqWWCSHrVaTcPhMFgJ0lwhTk9PA2MCE5Skt2/f6scff4wQq7jxMJEsBqez8P5+YgXjBqbs1B7HebkWMASKhmK6siOObRWzy9x7PB7neM2MM0nIIr2NxeJtIB1GYvNhwymyNbzazBeClCUNvfnPw8P8XLHl5WVtbGwE19PpcTRMPz4+zhl9FjTXZsFKCoocxsUXPScIE1JPp9Pc5jUYDMKYs4ClrNcHBrrdboe+Yeg4icHLhkulUuggzX3opre9vR3JwOFwmGP5gIlzHee7e0UXG7bDWlDw6FjosNbCwkK0Yb2+vg7YDn1zh8YpgWwsGNd6vZ6j2qH//Ib3cOiLuXeo7ObmRmdnZ7HJuq3hn8lkotXV1TCgVP1dX1/HmnFnCCeDhB+2o9/vB6vi1+RZGGB2kLu7u1wjF2couFFwLwjwvMghhffnBG/q4ZlYz1DSOMS9XhTCa9YZdBR0MBhEIvDs7CxXTDIej6ORC+WmeCvgmv1+PxIeXqSBcSL5xzUxqBhT8GI32Dwri52x8c5xJPn8oFOUC6PHuNG1jQ0LXivCu/hxULwHHkMRp+ed8HCK3qFvkJ4U9A2D/2ds+H25XI6CEdcbSqG9yMN5ub1eLxYt1ELGz9uXrq2t5Zqv4PmSGGZhQxMjuvB2lFDtVlZWgt7k2XV44jwfeYXZbKZms6mVlRVdXFxoNBqF/sA5J8FM5MWYgmuyJnzNUNrsrUelrGCGDZFktSdFoW3BCPANEZoYzpA3RyquKeaYa8A46Ha7uTHFWaNYi+uw+aHLvhnAlqCIxTF+p0iidyTZid58U+L7Tq0jGmN+YUMVe6EU5VkYYPdEi4uX3c5PNyZryiB6BhljjfJ7PwEPTYsLGyHj7qwEKfOs8chRev52fn6u8/NztVqtmITBYKB+v692ux2ebLG3ARP0mBFFAfHmpGx3Z7KLDBEUDoqeh8t4fY9l8AmlUX73HvgOBpbFxHyRVXdvlmcpesPOAoBt4N4lY+qJIcaH6zgMwDPxLDwb8JInb9AVvDKMJs/T6/Ui2+0J4YWFhfCYaNJTHG+8Q99kiDCq1Wp02mLjYlPD8wT2YS7wjrk3c7i4uKhOp6NPnz6p1+up1WqFLjH2hNcUB/CcL168CE9ubW0txoZNySND5+v63DqPmN/yXEBhjA33Ysyr1WpsZDhO6ByeNc8K5MgYsaaoEqxWqxGJMDY4Jax732TY5BcXF6NHhhepoGNEFFhZFQAADeVJREFUYk4zlPJNh9yrxqawCTkc4gnpX5JnYYAJqxxfQiHAVaVM2V2xx+N5a0oUXPr6/DD/uxsOhzycvsZCdkwK/IfQBsVbWlrSxcWFTk9PoymP78goL8qP1Ov1qPTjVIDHFLCIEbPrOr/Z35m/Ox3HDYmf2TUajWLMUWg3IIifCovh53s0YsFTZ8Eyr2xkHjb683pFlBtnDysd32aOipl2hM2L+/g12RCgl+F9IvSuxTgAQYHjYUBms1nQi8CdWYSMM595zsA9UlgAbKjX19dhLBlTNmxOjuCadNXb3d3NeV3AXGzYvsHg1aNXeIGMMawXsvyML5V9RGtsap5XINR2rFdSVKHSJ3cymcS4ERWg2+5VA2lh0OHhS3PWCREHlDgvYSdPQUTlXi76CW0OYax5JqdcQqsjx+PzLOVhPY9Y2AT/J3jATmtxQWno0l8sqGCQ6KolKVcL7qGTpKiOYkBRGCmj22AY7u/vw6gXG41Pp1m1083NTXSfms3mvYu9mTVGHw/aJ+/u7i6aSqM4iGOJnmiimooKJO+uJmVtPFFCxkRShMjgeowJ4sUS7v0TPnsIylwQPksZrcwNJu0pHY7gvoSIHl3wHERFRZqdh65sBA5BOBaNcXed4TMgGD8xwxOpFxcXucIIoBU8R8aNsSRE9eSOJ5Og6TkkwPsUi2LwVj06wXDRmQ9P3I/IeXh4UKvV0u7ubjRJJ6rwgzp5VnQYaA4P143hbDaL8ty9vb0wtMwx2C+bC1xpSdHe0vt3OMzkESlrnfF68eJFeMtOAcRpwsP3dek8ZvSVTZQ8AqXp/jvmj/cq5lu4J16uJ7PZLKbTaW7uMeqPOTQuiYaWJEmSJE8kz8IDduzLye9kjjlg0JNbhKkkhRBwLHarYjUMHhU4UpFwjrfpGDBl0dzPMbCff/45suQ0wC5CHycnJzo7O4sMq5T11+Xejp16MgaPshgu8kyDwSCy4Qi9TQlJvacDWCjXdu+SCAAv2McUT5KCCoTx8iw6QnjtngIeO96PF4cUPVnCaU/sIXjh7lUBoThZ3iEKoIlGoxFFJa5TVEd5ZaWU9QLh2TwMBdIhT3FzcxPjTUIOapx7tY6pEin5MekwPeg2RpSxsrKi9fX1aPzCwayM98XFhY6OjiJCRN/ATqF7lcvliNTQayrEPCEmZUknPGZnocBUYs78d6wzqgidzULCD5iuWFABNZWmXA6xFZklvob5G96+d4N7eHgICp4/y2g0ig6K5Afcy3UIjYS7NI82ixED65ScShEiK8qzMMCEoO76o3BUwHlW2rPYUh4Yx+iA5RSTW3yniCtzf8/qOp8VZUFxMUJUgUnzs7wODg7iuVqtVlTyYWCdSkfDaYyG04L8eV18g3Aj4TQt8HEMkRt0eMMouTMkKDdF4VzYrNgknT8MXIKSYmQwAmDn/J5nYcxZEM71ZFP2RArP6caV8JZ3dy6yJ/GAJPg7z+aVcGTKi5xXwmToVpTXShkkBIPG26CyyXvZLePKXDgkwvvTM4LjfLrdrv79739Lmhvgra0t7e7uRujPsVqj0UgXFxfRk8TZQpQwsyl6DwY2eMfOi9QuL133Umz0FBqjc+sR8FenPcKr9ROO/d6M3cLC/EBMd7LAa8G/HfLyTobOdCrmJ9gYeTccGrjJ3kOEz8lzOOx3e3urZrMZSVrXRc+V/JI8iyOJ/vSnP81Y1MUsInQy72vrR6ZDF3OlB9ujRNK9Fz5nklhIXqMuKZdMgzFBYqCY6fbmIc7n5PwwCgCKG4WXzfq98QowGK44XMO9KVdAjI7T+IrJRZ676B3yOZuPe3kYUV+kzBO/Yzxd6Rlzfz5+V4xA/Jp4jyRNGHPHJvk7z1mpVMLIjEajr8qCGft//vOfkrJogvlA55yuKGV45dXVVY614WPPhu/J3CLLhmvzfZI0tEZFYAe4vjCX6NeLFy+iOU7xBGtOJ2bzZw75mzcp4jMfKwwf7854M9aeTPVENkkvv5azBPAmGRuKV3h3zyVgwNicuSbj5mXc7kR5As+fAz0l6vHfsTmBdxOx+BzjyXuC2CMwNgyiGPS2XC7rL3/5y/M+kohBk5QzrBgFJ91L8xcfDAa5Nn3eOIcBgmPKtZ25wCA7n9gNgldnuXcnZcUOXAtuoXtufK/dbsf3nbngi7+YoMIAerIRZcELcUPuHr1fq2ig+ZtzIJ1UzlhwbpaL09Q87B+Px+GhsEhdeT3ML3qzbC4sYt9kyEizuXrkwGYA3cz1CO8JI+66w8KmUswTtF5cwZg7D5rno0LQ55luZnitzLFXOjL/zBMeJUUIhMa8I3NCtMPCXltbC1ip2WzmNkOq+dDLoqFkLsjmuyFh7Lm2MzqIXnzjR/9cj9CtoheI0faNmE2nXq+r0+nkjhbC8BbpjugmurG2thbzyfuzeUwmk1y/Dah8PIuv4fv7e11eXuZ6DPOZJx2BlxirwWCg0WikZrMZrTOhBNbr9Vz70V+SZ2GAXWk9SwodBjyY78ApZOdyhSGc96IADC+UGs+iO3Ha+a8eSjtu5YaH50UhneokZb1Sx+NxGGh/P7732OaDUfUQHil6lEWGBr/j+dyYcm2UlN/OZrPAv7wTl5S1eeR7fv/ZbBaE89FoFAemMq9FLNnpdFLWGJ5ohfEAv/TQk88wJhgO35yazabu7u50eHgYZ4D5cy4vL0fXMx87FrZX7DGGQF9QkuiQhXiV2GQyyVV8oW+E39yPzQC98RDcOaxwpXkWjDh/d6GvrXOgPcJ4eHgIlgzN1fmM65Mzca/Wx9fzIIjrpnfDc9aSwx1cl7V5c3MTpeFSds4g40AEwu8ajYZms1lg3egNHcyIEtBnSZEroUcxHGsX7IFvvp4z8fyRNG9DQNS7uLiYo8zSgOu/IQzPwgDzQj6xHi6wA/mJDOxS3klNyhSI/3ePCxgDpffEnhtgsCMGE0/Jd87izgyk4AroODL4r3ujYJAexkpZ20jCtqKR5Zk8kejj5t6Gvz9/5x2LfRbc+7+/v//K+HEN9+RYIBcXF6GEvrHQnxlvoAhBSIoTRXxjBAZgI3KPv0h8d1zP8Vk/oZlFjFHgHTBibEjeQ6DI4SS6cgzUjQP8Uh/zXq+nlZWVaPlYNGZQE51OBreY5/HxJqzFqLkXz5gxt871BUtlLqbTaUQ8RRjAcwOeR8Bp8P7TzJEbGqfP4Si5V4uuOQzi3irPwD9FKunnz591e3sbtEo2c4pc6APj1wdjPzw8VLlcVrPZjLEhmqYTmjsf0+k0rstzcb9yuRyFV1D1ijrz30qREw0tSZIkSZ5InoUH7PglSQM8E4D6IobkFJSiF+cEdb/mdDqNCiQ6TnnY51ij9/aEMuZHJHloW8SUioUIUHwcDsDDJuTnHbm3lNGRHPPl+h6iPlbE4HgqUsSL3bPgt86e8FM2uD/zUOyx0Gg0ciEnf+e9wbx5Hu5Lb4XJZJLrcsax7cUST/eqwF25L0fHgMv7nHiCCLzPIQq8Gqcc+bgVQ3731pkr2Ayuz61WK7xGnye8aUrfvb8E9CYSOc6sAK7Du/fnpGmMe9weujP+nOPHb/GU0TdfT5z+QgUduRGPcsDli54wCTiPLD1SYx2xxjlNgoo2IhZOqmDcFhcX4zBeIkkpywM9FlVOp1kjdoqn+F2tVtNsNotDZYkieBYabeEJe78aCsQoJPFoBA/91+RZGGA3kADqGANwMzdqRfxOUu7F+X/nCEqK65A994om56JWKpWvShVRymKLRkIdKEhF0J2m3xhxT7QU2QYenoHl8dwOdZBMcxaF41l87rQxruvwiWeJoVkxdv47npd/VyqVXKMfN7jF71KCjbHwJBHJV87Tc+gGQ4tBZP6dz0k47XCLJ1pcH5x2yOItlfKVcowX93Od8p4THmoW+2o4zs+m4vkBvwbZ/FKppKurq/jMG40/lqAkL8KYsw5WVlaishLao+cjgB2K1+Q3nG3n7wCOylpCj11XMe6U3Hs5LmuuWq3mMFn0yGmQnrx0iGt5eVk7OzuSMoiRd4AFJc0r74bDYRjS5eXlYIjwjGtra3p4eMjhsySdSUR7QpbNmA3RnxkYE1vkbJIi9fWX5FkYYIysE+DdIEKDcgFrA9txGpqUJQ/cSHtRBhhUcYFyjWLyyrOnLr/kbfIZjUQwio61YWTAtLlfuVyOxeCEde7hNK3HiN4oCd91LwBFY7ydUE8Zd9HLdy/RebPMA9dDURmjq6uriBxYNGwqjDdMBWeIsNDZ+PwdHYvkN0VKFPPkGxeenxPpSboxHxgO+gvw29FoFDh1MXnJWHj233nKvnHwvq5PbAK+AXqHO/TDIxAw6FJp3kOCclvWinuc/q54o7PZLNf5j3Xmh5H6mHvUBhfeIy7WEoknkpZ+fNP9/X2cDMIY4XjgQIC78twYvPF4HO/IdSntdoyWlgCMi7cv8GZebKasCxKTXNfzHySnPanvhRjwmdEVx5XB5H9NngUPOEmSJEn+P0pKwiVJkiTJE0kywEmSJEnyRJIMcJIkSZI8kSQDnCRJkiRPJMkAJ0mSJMkTSTLASZIkSfJEkgxwkiRJkjyRJAOcJEmSJE8kyQAnSZIkyRNJMsBJkiRJ8kSSDHCSJEmSPJEkA5wkSZIkTyTJACdJkiTJE0kywEmSJEnyRJIMcJIkSZI8kSQDnCRJkiRPJMkAJ0mSJMkTSTLASZIkSfJEkgxwkiRJkjyRJAOcJEmSJE8kyQAnSZIkyRNJMsBJkiRJ8kSSDHCSJEmSPJH8H2P76T04zzXDAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"vertical_line_conv = [[-1, 1], \n                        [-1, 1]]\n# load_my_image and visualize_conv are utility functions provided for this exercise\noriginal_image = load_my_image() \nvisualize_conv(original_image, vertical_line_conv)","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"line_conv = [[1, 1], \n            [1, 1]]\n# load_my_image and visualize_conv are utility functions provided for this exercise\noriginal_image = load_my_image() \nvisualize_conv(original_image, line_conv)","execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"line_conv = [[-1, -1], \n            [-1, -1]]\n# load_my_image and visualize_conv are utility functions provided for this exercise\noriginal_image = load_my_image() \nvisualize_conv(original_image, line_conv)","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"7b3e56ad9cdc9ecdcd01be9fb7d0441850abffd9"},"cell_type":"markdown","source":"Now it's your turn. Instead of a horizontal line detector, you will create a vertical line detector.\n\n**Replace the underscores with numbers to make a vertical line detector and uncomment both lines of code in the cell below. Then run **"},{"metadata":{"trusted":true,"_uuid":"9e3bede740b2bc5802d2a9aea645ed47ac1e0180"},"cell_type":"code","source":"vertical_line_conv = [[1, -1], \n                        [1, -1]]\n\nq_1.check()\nvisualize_conv(original_image, vertical_line_conv)","execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 1.0, \"interactionType\": 1, \"questionType\": 2, \"learnTutorialId\": 74, \"questionId\": \"1_VerticalLineDetector\", \"learnToolsVersion\": \"0.2.13\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"149058a1e14013344ca5bcc91e3f8689ae1c4dda"},"cell_type":"markdown","source":"If you'd like a hint or the solution, uncomment the appropriate line below."},{"metadata":{"trusted":true,"_uuid":"40b73f60a307a65f338e5f2a4398a742fed0b7a3"},"cell_type":"code","source":"q_1.hint()\nq_1.solution()","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 2, \"questionType\": 2, \"learnTutorialId\": 74, \"questionId\": \"1_VerticalLineDetector\", \"learnToolsVersion\": \"0.2.13\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Hint: Start with horizontal_line_conv above. Just switch the positions of some of the numbers.","text/markdown":"<span style=\"color:#3366cc\">Hint:</span> Start with horizontal_line_conv above. Just switch the positions of some of the numbers."},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 2, \"learnTutorialId\": 74, \"questionId\": \"1_VerticalLineDetector\", \"learnToolsVersion\": \"0.2.13\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Solution: \n```python\n\nvertical_line_conv = [[1, -1],\n                      [1, -1]]\n\n```","text/markdown":"<span style=\"color:#33cc99\">Solution:</span> \n```python\n\nvertical_line_conv = [[1, -1],\n                      [1, -1]]\n\n```"},"metadata":{}}]},{"metadata":{"_uuid":"9b7ab0904ccdb4c97ae9ee67e5fb758d1bf09a78"},"cell_type":"markdown","source":"### Exercise 2\nThe convolutions you've seen are 2x2.  But you could have larger convolutions. They could be 3x3, 4x4, etc.  They don't even have to be square. Nothing prevents using a 4x7 convolution.\n\nCompare the number of visual patterns that can be captured by small convolutions. Which of the following is true?\n\n- There are more visual patterns that can be captured by large convolutions\n- There are fewer visual patterns that can be captured by large convolutions\n- The number of visual patterns that can be captured by large convolutions is the same as the number of visual patterns that can be captured by small convolutions?\n\nOnce you think you know the answer, check it by uncommenting and running the line below."},{"metadata":{"trusted":true,"_uuid":"f172f3d82c571f3f4e535624dae565b650bce23d"},"cell_type":"code","source":"q_2.solution()","execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 4, \"learnTutorialId\": 74, \"questionId\": \"2_BigVsSmallConvolutions\", \"learnToolsVersion\": \"0.2.13\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Solution: \nWhile any one convolution measures only a single pattern, there are more possible convolutions that can be created with large sizes.\nSo there are also more patterns that can be captured with large convolutions.\n\nFor example, it's possible to create a 3x3 convolution that filters for bright pixels with a dark one in the middle. There is no\nconfiguration of a 2x2 convolution that would capture this.\n\nOn the other hand, anything that can be captured by a 2x2 convolution could also be captured by a 3x3 convolution.\n\nDoes this mean powerful models require extremely large convolutions?  Not necessarily.\nIn the next lesson, you will see how deep learning models put together many convolutions to capture complex patterns... including patterns to complex to be captured by any single convolution.","text/markdown":"<span style=\"color:#33cc99\">Solution:</span> \nWhile any one convolution measures only a single pattern, there are more possible convolutions that can be created with large sizes.\nSo there are also more patterns that can be captured with large convolutions.\n\nFor example, it's possible to create a 3x3 convolution that filters for bright pixels with a dark one in the middle. There is no\nconfiguration of a 2x2 convolution that would capture this.\n\nOn the other hand, anything that can be captured by a 2x2 convolution could also be captured by a 3x3 convolution.\n\nDoes this mean powerful models require extremely large convolutions?  Not necessarily.\nIn the next lesson, you will see how deep learning models put together many convolutions to capture complex patterns... including patterns to complex to be captured by any single convolution.\n"},"metadata":{}}]},{"metadata":{"_uuid":"8931720b0277735007ae1bb4da8b45cdf804e326"},"cell_type":"markdown","source":"# Keep Going\nNow you are ready to **[combine convolutions into powerful models](https://www.kaggle.com/dansbecker/building-models-from-convolutions).** These models are fun to work with, so keep going.\n\n---\n**[Deep Learning Course Home Page](https://www.kaggle.com/learn/deep-learning)**\n"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}