{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 11. 3D: Segmentation, tracking, visualisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until now we have exclusively processed 2D images, even though the sometimes came from 3D acquisition. We are now going to look at an example of 3D processing where we are going to use the same tools as in 2D but in a 3D version.\n", "\n", "Extending an image processing pipeline from 2D to 3D can be challenging for two reasons: first, computations can become very slow because of the amount of data changes usually roughly by an order of magnitude (~10s of planes recorded), and second, visualization of both original and processed data is more complicated.\n", "\n", "The dataset that we are going to use here is available in full on Zenodo (including license details) at this address: https://zenodo.org/record/1211599#.XqbxjdP7RTb. It's description is the following: \"The dataset contains a time-lapse (4D) volumetric fluorescence microscopy image sequence of a living zebrafish embryo (cxcr4aMO). The sequence has been captured with a confocal laser-scanning microscope during zebrafish gastrulation and shows endodermal cells that have been fluorescently labelled.\" We are here going to see how we can segment the nuclei 3D blobs in this dataset. The dataset being large (2Go), we use here a reduced version of it with only 20 frames. Feel free to download the original dataset from Zenodo to explore it. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.gray()\n", "import skimage.io\n", "import skimage.filters\n", "import skimage.feature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 11.1 Segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load the dataset for which we expect 20 time-points and 44 planes:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(21, 44, 512, 512)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_time = skimage.io.imread('../Data/cxcr4aMO2_290112_substack.tif')\n", "image_time.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that time is the first dimension and z-stack in the second. Let's just get a first visual impression by looking at projection. We consider $T=20$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,1,figsize = (15,15))\n", "ax[0].imshow(np.max(image_time[0,:,:,:],axis = 0),vmax = 200)\n", "ax[1].imshow(np.max(image_time[0,:,:,:],axis = 1),vmax = 200);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the nuclei are approximately roundish objects. As we have done previously, we can first try to identify their location by doing a Gaussian filtering. Note that we don't have to change anything compared to the 2D version. The $\\sigma$ value is assumed to be the same for xyz but we could pass different values if the imaging was more anisotropic:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "imG = skimage.filters.gaussian(image_time[0,:,:,:],sigma=2, preserve_range=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(44, 512, 512)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imG.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (15,15))\n", "ax[0].imshow(np.max(image_time[0,:,:,:],axis = 0),vmax = 200)\n", "ax[1].imshow(np.max(imG[:,:,:],axis = 0),vmax = 180);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The filtering clearly removed noise in the image and now we should be able to find nuclei locations as local maxima:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "locmax = skimage.feature.peak_local_max(imG,min_distance=2, threshold_abs=20)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(126, 3)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "locmax.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "locmax is now a 3D list of coordinates of local maxima. Let's look at the projection: " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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4js/nG/fBrNfr5RQpKaipqQmZSFGlUimSYLG1tTXuCurRo0dJOSKIaQApSAQRAX19fZPuY3BwUAZJ5KW8vHxSGbf//Oc/h1RIfD6fbFYlg8GArKwsWfqSJAl5eXlIT08HgGB+stWrV1NCyHNQzjaCGIIUpDiRmZlJN9xpRE1NDSorK2Xv12w244477pC93wCnT5+eVCJEuafoJUkac93Y7Xa43W7k5+dPqm9BEGAxm3H3rFl4oqICX5sxA4NWK4ChSDViiFTK17Z48WKsWrVKaTGIKQr5IMWAJEnQarUYGBgIu45cUVBEaqBWq8E5H6NsqFQqFBcX48yZMzH1Gyi9kYzWp0QSKPkRq1XKYrHAlJaGJ1pbcb7fD7XLBadKhYa8PJTW1+OiSy/Fe++9R9dsiiGKIhhjcS3SnZ6ePu69nkh5yAdJTjweD2w227jrTJcbrdlsRmlpqdJiREVRUZHsuYm8Xm9IS4zP50Nzc3PM/fr9/qRVjnJycuI+xsUXX4yrrroKnPNJTdl1d3ej1mrFIo8HaqcT4BxarxfFLS34VV0dVqxYIZvP1A033JA0FqkHHnggIb+TUng8nrgqRwAmvNcTiYUxhqKiooSMRQpSDEz2Zj2VGBgYQHt7u9JiREVnZ2dC62tNpSLCwxMmyuGXNREHDhzAe++9N+l+fD4fyvv7IY76LTR+P7LPnsXx48dRXFwsy7T4zp074XK5Jt2PHDz99NMpNWUWjnvuuQdGo1GRselen1xwztHZ2ZmQsUhBIiaFx+NJuZIPEyWJJEaiUqmCD6fhDtnxVvx0Oh1sNhs6Ojpk6e8A53CMUoDcKhU0y5Zh9+7d6O7unvC8MBgMKC4uRlpaWth1Wltbk+aheurUqbhbWIChc0QuR/pQvPrqq0mjdBLKk6hzISkUJK1Wq7QIBCErgbIYUwHOeVAZSqTlzev1TlrRkCQJoigCAF70erFPpcKgIMAPwMYYDkgSHmtqQldXF9LT0yecGgtMrydC6UhmAj5hATjncLvdcYuA+/jjj6eUJXaqUVBQMCXL8SRFkahkedsiCLmYStOwfr9fkbd3OR6Iw7L1w+P342IA1xiN+JzRiH1eL55zOtG7e3dwvIl+M7fbrZhypNFogoqI0nDORyhIfr8fdrsdBoNBQakIpfB6vVPSKp8UFiQ5LvipqL0S8aGqqiru54vf70+5qcdEwhjDunXrwi5Xq9WyOE17PJ6R04J+P/4yMICvtrXhBb8fbJizfkdHR1JP44y22ijN6Aci5zyuDs1arTap9n+6s3bt2mAOtY6OjqRQ3OUmKRQkOQiY0VOJQDFBIrHMmjULkiQpLQYAJPSGzxhDZmZmwsYbD8YYqqurwy6PdyZuv9+P/v5+9PT0xG0MuXE6nYoocMmilARC+onkoLq6WpFs+YmE8iApiCAIkCSJLA0JprCwEO3t7UlRM00QhDHTOjqdDpIkyR59JAgCZs2ahfr6+jHLJEmCx+OZkmby6YJarY7LOS0IAgRBgM/no/ODmIpQHqRkhKZhlKG5uTkplCNJkkI+cHJzczF79mzZx/P7/SGVI2Co1lwqWmHHQxTFlH/DNRgMUKlUkCRpQmtzvMLg/X4/9Hp9yh9LgogWsiARKUMoa0sqU1ZWhubmZorOiRMFBQWw2+1xywM0/HyU23ojiiI8Hg9WrVqFo0ePBrM5d3V1Afj3tNdE92+dTgen00mWH4IID1mQiNQnOzt7Sr3FnjlzZoxyFJjOkIvp7LPR0tISN+VIrVbDYrEEP8+aNUvW/qurqyFJEnbv3o2enh6cOnUKdrsdGo0GGo0GJpMJRqNxjC/d6DQFGzduDBbmJQgiOsiCRBBJQDxq96WlpSErKwsNDQ2y9pvsqNXqhPnLqFSquOWGqqioQFNTE8rKytDe3g6j0Qiv14v29nZkZ2djxYoVmDFjBh577DG43W4wxvCHP/wBt9xyS1zkIYgpClmQCCKZOe+881BcXCxrn1arddopR0DicrJkZmbit7/9bdz6P3nyJNxuN44dO4b+/n5wzlFUVISamhqIoohTp07h5MmT0Ov1uOeee+Dz+Ug5IggZIQsSMa2IV6TPVMJiscDr9aZUCPxUxmKxgDEGjUYDxhjsdjssFgtWrVqFrq4uvPbaa8EkjYyxpC+umpubi8HBQVitVqVFQWFhITwej2zlbIiUJKwFaUIFiTH2fwFcAaCDc15z7rssAH8DUAbgDIDrOOe955bdB+A2AD4AX+ecvzqRdKQgEQRBhEalUqGwsDCoHDHGghGQPp8PHo8HgiAEHbjlwGAwwG63y9YfQSQxk5piewLAZaO+uxfAm5zzmQDePPcZjLG5AK4HUH1um/9hjMUlE6LBYMDtt98ej66Tjo0bN45wCCWSi/LycmRnZystxpSFMTalnPOjxefzoampCY2Njeju7sbg4CDsdjt6e3uRkZGByspKdHd3yzomKUcEgX/XKhqvYchSdHjY56MA8s/9nw/g6Ln/7wNw37D1XgWwIoL+ebSNMcb1en3U26Vi02q1XBAExeWgFrqpVKoRv095eTnfuHGjIrJUVlbykpISxY8JtbGtoKCAl5aWTrje9773PS5JUtjl2dnZvKysjAND554oiorvWzRNp9OlnMzUpnTbF043ifW1LJdz3goA5/4GzBuFAJqGrXf23HeywznH4OBgPLpOOpxO55TK/5NsLFiwIKrEjOXl5SOS9vl8vhG/z9mzZ/HWW2/JKmOkNDY2orW1VZa+8vLy4pKwcrrS0dGBlpaWCdf7zW9+M25urN7eXjQ3NwMAMjIysHnzZtlkTAROp5NyfxEpgdx261BJV3jIFRm7nTG2jzG2T2YZiBQkLy8Py5Yti3q79evX44ILLpjU2KdOnUJTU9OI79LS0nDZZaNnlodobW0dN7Tb7XZjYGAg7PLy8vK45Sdyu92yPXx6enrGHJdkZ926dYpXlF+zZk3IWn9erxcejwelpaWoq6sLu317e/u4UXgBvyMAsNlsePvttycvdAJJhsAggogE9cSrhKSdMZbPOW9ljOUDCIQAnAUwPFa5CEDIVybO+WMAHgPISZsA+vv7cfr06ai3O3To0KQVglDRNE6nE0eOHAm5vsPhGPOd0WiEz+cLuWw0XV1dKfGQcLvdKVehu76+XpGCrsNpaWnBmjVrYLFY8P7776OxsXHEOdrd3R323IoWt9uNM2fOyNLXVEEURVRXV+Pjjz9WWhQixYnVgvQCgC3n/t8C4Plh31/PGNMwxmYAmAlg7+REJJKJ9evXo6SkJKZtTSZTWGdbh8MRU6itnFNKw/F4PFFZTzweT8TpAwLWpYsuuihu9bPGY3S25WRjMjXUoqmzJwgCFi1aFNM4ocjKysJFF12Exx9/HOeffz48Hg8cDseY6XGbzYbGxkbZxqXp95H4/X7ZndaJ6cmEdyHG2F8AvA9gNmPsLGPsNgA/AnAxY+w4gIvPfQbn/AiA/wfgUwD/AvAVznl80swSimC1WqOy2Oh0OtTU1KCkpATr16/Htm3bsGbNGkUUg3jicrnGPS6MMVx88cUjvrPZbHHLwjweyW69Gha8EXfk8mMsKCjAxo0bsWXLFtTW1mLVqlUoLS0FYyxqBWbTpk1QqyMz7ouiGPMLS7Ig93RzIOqPICbLhFch5/yGMIvWhVn/YQAPT0YoInl55513Il5XpVJh6dKluO6662A2m5GdnY1169bB5XLh+PHjSZ/QTm70ev2Izx988IEicjidznGX63Q6cM4nXC9eRGIBEgQBM2fOxNGjR2GxWILWx9raWhw4cCAixcfv96O+vj5iuURRhFqtHjONqlKpcNttt+Hqq6+G3+OB57nnsHL3brj6+vCsJCEjIwNOpzPi45mWlhaxTIwxiKIY8frA0O8rCELShfKPV4w6niVdCCIcsfogJRUZGRlxK0pJRI9arcaGDRtgMpmwdevWoBN1a2srdu3ahYqKCsyfPx8DAwNJkU03FhYuXIj6+voJH3qBGmucczz//PPjrhsN4z1MIiVcVnFJkuD3++OmIGk0mkn7CTHGUFBQEKx0H1CQZs+ejSNHjsQlwlWtVkOSpDEKkl6vx4IFC+C02zHjjjsgnDiBdKcTl6lUyGIMW/Ly0IeJFdMATz75ZMQyud1unDx5Mvg53LGVJAlerxeFeXnYbDZjjtOJA5zjBY8Hp+JYjiYzMxO9vb0jvqusrER/fz86OzsBDFkMGWPjWpIEQSAFiUg8keRBinfDJPMYVFRUKJ1Hgdq5plar+ZIlS/ho+vr6eFNTE//yl7/M9+7dy7///e8Hc7lE0goLC/k5Z/6ImyAIfNasWXHZz7vuuoubzeYJj4XFYonL+JPNI8MY4waDIeHnB2OMZ2Zmhl2WaHnk2J/8/Hy+dOlS/oPly7lTFDkHgs3GGL8xPZ1rNJqEyGMymULKmJubywtyc/nR4mLu1mi4nzHu0Wr5yRkzeF5Ozpht5LqnVlVVjcnhdu211/KFCxfG7RioVCrFzwtqI5sgCIrcbyJssudBSiqGv0ERyiEIAgoKCvCrX/1qzLKMjAwUFRXh85//PF5++WX89a9/xdmzZyPue+3atSNyD0WCKIrYsmVLVNtEyi9/+csJHUG1Wi2qq6tlH1ulUk06co9zHrcpFr1eH3bah3M+xqIQINrfN0CyZNneWFICcdTvouMc58XghzQcSZIi3se+vr4x33HOkZ2djS+XlKC8sxOiywXGOdROJ8ra2/F/zjtvzDbXXXedLMe1vr5+zL4/88wzE0aYxeqXJAjCmKlsQnlEUZS9GHciSI47C5HyMMaQmZmJjRs3YsWKFYDPB7z0EvD97w/99flw6tQp5ObmwuVyQafTRRVN9dRTT0VdZNblcuH++++PdlcAyPPQtdlscUkYaTKZZO9TTubOnYuCgoKot4u1iLCSDv+MMZjNZvj9frirq4FRD2evJOGwWj0phbaoqCgqv6RQMhYXF2NGXx+EUdN8zOHAYpVqjHK6bds2WaLjYr2OovWrCuD3+4PT9rEq3IT8uFyuqPz9koUp4YNEKINarQZjDB6PB5IkYd68eXjggQeGlKNLLwX27AHsdsBgAJYtQ/mrrwIqFRwOB957772kzYQeKvIo4EsUat1ER4VNZLka/rsowb59ic39Ol5SzkiJ1adLFEWYTCbMmTMH9779Nl5bsQL8gw+AwUEwgwH2WbNwyOcDJhF2furUKaSnp0Or1cbkF6bX63Hs2DGcMJng1+kgDPOhcjCGrqIiFBcXj8mnJIripM8hi8UyYeLLUEw2/xZjDEVFRWiIo39VMiKKIhhjKZe/LGlR2v9IDh8kaolvjDF+9dVX8y1btnDGGC8sLOQ//vGPhxyOXnyRc6NxhC8GNxr5mV//mj/77LN89uzZisk9kX9CWlpayHpZ4fylsrKyZPUvUavVk/YvMplME/pHURvZampqxl0uiuKY30Wr1fJLL72Up6en89tvv52XlZXxnW++yfmLL/Ldl1/Od9x9N7/80kt5Wlpa1PIIgsAZY1ytVk/aN8tgMPDi4mKenZnJP8nJ4Q5R5D6AO0SRvwHwDKMx5HZf+tKXplXNtFT0gaMmS5vaPkhEYhhuLr/sssswZ84c2O12ZGVlobi4GF//+teHFn700ZDlaDh2OywtLWhsbFTUcvTzn/8cGRkZYZdbrdaQb53hshX39PTImrk5UI5iMvT19YW1MiWqDIfRaEwpX5DDhw+Pu9zj8Yz5XTweD3bs2IGrr74aR48ehV6vxz//9S98e+dOGLdtQ84ttyAjKwsZGRnQarVR+dVs3rwZ559/Pv71r39hxYoVk5oustvtaG1thZdzXG004najEf8lCLjO68UVoogBux2MsTG/V7InFJWToqIizJs3T2kxiCSDJUPSuGhLjeTk5ODGG2/EL3/5y3iJRISgqqoKTU1NsNvtEEURl1xyCSRJQmtrKx599FEsWLBgaMWXXgJuuAEYnufIaAT+8hec/1//lfApGGIkckwLpqenyzK1NRVgjGHevHnBabqysjIAQH5+Pt544w00NDRE7V9VWlqKmpoabNu2DU8//TR27dqFtrY2qNVqlJWVwel0YufOnfLvDEFMP/ZzzpeEWpCSFqTOzk488sgjSosx7WuFA28AACAASURBVKivrw9GPs2fPx9VVVW45JJL8LWvfW3kG25dHbBs2ZBSxBhgNKIhLw/feuMNnDp1SiHpUxODwYC5c+eOu862bdtQWVkZcZ9yvBRNV+VIkiSkp6eP+I5zjuPHj+PQoUM4ePAgXnzxRaxYsQKnTp1Ce3t7TM7nixYtgsViwSeffIIvXHMN7ps3Dz83m3GdXg+L2ZxU1o7Zs2fj4Yejyw28evVqLFkS8pk0aVQqFYqKiuLSNzG9SEkLEpF4qqqqYLfb8etf/xqcczQ1NaG3txeFhYW44YYbxprjfT7glVfQ9OKL2G2342XOsf3FF+Hz+eB0OuNSP2r+/Pm4/PLLsX379klHTGRmZuLyyy/Hn//8Z5mki52JHIglSYLH40maEiJmsxlOpzMuaQSysrJw5ZVX4oknnpC9b7moq6vD7t27YbfbY05ueNdddyE/Px/VVVVY9tBDyDl5Etxuh0+jQVtpKR67+mq8s3s33n777THbbtmyBU8++WTCzgdBEKBWq6NyDFapVOCcx62O3GSspIIgIC0tjZIPTx/CWpAUd9AmJ+3kb7Nnz+Zbt27lv/jFL/ipU6c455w3Nzdzh8MxIhmk1WoN/u/xeLjX6+Vf/epXeVpaGv/Nb37DMzIy4iqnWq3mRqORq9XqSffFGOM6nU7xY5+KjTEWN4dXxhjX6/UjvktPT4/r/hgMhgnPBUmSgv9P1mm/srKSL1myhB88eJCf/NWvuM9gGBHw4NZo+LGf/YwfOHCA5+bmjtmezlt5zjOlZaCWsEZO2sTECIKAkpIS3HnnnQCGQnQFQcCtt96KlStX4q677sKMGTMADCVB1Gq1I7YfGBgIJn88ePAgLrjgguDU2w9+8IO4lxXxer2w2WwhpzTy8/Oj6otzPqakBBEZw1584tL3aCf/eNf0GxwcDIbX19TU4I477hizznAH7oDT/uLFi8dMx0WC1WpFbm4u3G43yvv6IIzaX7XbDf7RR9i+fTvMZvOY7afaebtkyRIIggCLxQKVShVV4szhGAyGiB3lk8UaSygLTbERQQI3oeuuuw6iKOLUqVOYOXMmli9fjk2bNoXdrqWlBYIgIC8vD6+99hr+/Oc/o7GxESqVCp999hk8Hg+6urrietNZsmQJysrK8Pe//z3k8mjqf4miiIyMDHR1dckpIjEFMBqNMJlMEWWBT09Pj2maLTMzE4Ig4PLLL0fpoUP4/44ehWqY0sMNBuy9+278trERzzzzjOL5xPLz81FbW4tnnnkm7Do1NTU4efJkTMpbICAgMJUMxKbAUMFbIgxhp9goUSQBYEgpKC8vx+WXX45vfvObKC4uxrvvvovPfe5zE24byJp84MABNDc347333kNRURHa29vR0tKC2bNno7u7e9IKUl5eHjo6OkL6LTQ0NKCnpyfsttGE4vt8vrhbJYjJI0lSwhPi5eXl4bzzzhtXGQgQqyO72+2G3W7Hzp070dHaimszMzHH74fa7YZbrcaJtDT8+OBBnGpoUFw5AoD+/n4cOHBg3HUyMjJgNpthNBpRXFyMxsZGnD59OiLfucBxdLvdMBgMMBgM6O/vx4IFCzA4ODhhioYApBwR0UIKEoG0tDQsXrwY69atG8qEfY5IlKPhnDhxAn19fbj44ovx+uuvo7S0FIcPH8by5ctx8uRJ+P1+FBUVoaurK6aMwIODg2Fvpp2dncHq4JMlnpXs5aCiooLqDwLjOvheeuml+PTTT9HU1CTrmP39/Th+/LisfY4mcO61t7fD4/Phh6tXY2l3N/Lb27HLZsNesxkVWm3SWDgHBwfDno+zZs3C8uXLYbVasXLlSmg0GmzatAmvvfYa/vrXv6K7uxtWqzVih2iPxwOVSgVBENDR0TElM0bn5uairKwMe/bsUVqUaQ8pSNMMvV4PtVoNp9MZvLlkZmbi6quvxle+8pVJ9X3hhRfijTfeQEFBAV5//XV0dXVBq9Xi9OnTQcXG4/HEHLkyXUPLRzMVHwqxMF74vM1mi0upFTkV8XAELB2B37nh7FnsPH0aPp8PKpUKmQ4HmpubZYmyilepnJqaGhw+fBjr16+H0WiEz+3Grfn58Ozdi+Ljx9G1YAHeeecdtLa2hr0f6HS6MVNyOp0Odrsdbrc7bPLWVMfr9catkDQRJUpHsCUyiq2oqGjCkgJTvRmNRm4ymbhGo+EqlYqXlZXxe++9d0xEWqw0Njbynp4e/o1vfINnZWXxrKwsDgxFGsUaGTJReRCDwRBTOQdq1KJpKpUq5tIbk4nsG76dJElRRcnNnTs35PqCIHC1Ws0FQZD9ODHG+OLFi3lubi5/4IEH+PXXXstPlZdzr07H/Yxxn8HAexYv5td+/vO8uLiYl5eXjziuAXlHRytqtVpuNpuD61ZVVYUtARSPZrFYKLptajaKYgOGqqAXFxcrLYai2Gw29PX1ITs7G7W1tdiyZQt++MMfjolIi5Xi4mJkZmbi61//OpYuXYply5bBYDBg1apVkCQpWEwxGiYqs6DRaGSTfyrBGEuqiuaxVnZPFgRBiPl4RnvOD2e4hcftdkflT1dQUABRFEPKE6oo82RhjCE/Px8HDhzAvHnz0NTUhK25uShoaoLK4QDjHILdjrQjR7CgpQU1NTWYPXt2sMwJYywo72j/KkmS0NfXB4/HA0EQUFhYCIvFIqv84xFLRCKR2kyrKbbDhw9H7NCnJIWFhWhubo5L3xqNBjqdDhdeeCFuueUW1NbWTurmHY4ZM2bgP/7jP2CxWHDjjTdi/vz5ePfddwEM+Y5E4zA50ZTSeM7ZcjJ79mwcPXo0+Dle0xNyIQgCRFEMHmvGGGbMmKFINnPG2IQJL5OdUPXYIkWp/X7jjTdCfu/z+eLitKxWq1FeXo6Ojg4AQxFul+r14KOmQwWnE/nt7UgvLUVHR0dQeeachw2QGBgYCK4nCALeeuuthB7XEydOBMdO5fOYiJzUfqWbolx00UWTUlrG27asrAzr1q3D3LlzUVNTE/LtUi42bNiA7OxsWCwW/OQnP4HNZoPNZgvemE0mE9LS0iY1hiAIYywT8VD4AGDr1q0jxlKr1XEbK1ZEUYRaPfTeE8haPnzZNddcE1O/k91PznlMJTfiSapZtALOycmMSqXCrl274PV68cYbb+D999/H7sFBYFQhXLdaDWtFBTIyMpCdnR1xNF5AMfF6vZNWUrRabfBaiQZJkhS/7qPJ6UTETnJfbdOUP/3pT5OyTEiSNOLz8GmBmpqaYB2knJycmMeYCI/Hg8bGRmzevBmXXXZZyCmwSy+9FKtWrRrzfTTTGGlpaSMq1A830cvNfffdN+KmLHd5j+HKTawUFBSEnXZwu9348Y9/HFO/yWwpi5VUswKkp6fDaDQqLca4jI7+7O/vx+3PPYeT2dlwSxI4Y3BJElpLSnBmzhzs2rUL27dvj2raUC4qKipiugc6nU7Fr4clS5bE9eWWGIISRU4DSktL0dLSAs45SktLcf311+Ohhx6S/QJzuVzQaDTBz0888QS+/e1vo7e3F+Xl5Th9+jQYY/D5fJO6wQSmttRqNfx+f8o96MKxcOFCOJ3OSdeRI5RBFMW4RM4NJ2BBSrVz3mwy4X82bID68GE05+Rgv8WCPfv2wW63w2w24+OPP1ZaRGL6QokipzMulwucc1x44YW49NJLcffdd8vWt9vtxtNPP42Ojg6sWbMGHR0d0Ov1qKysxK5du9DT0wPOeXD+Xg6KiorQ2dmJDRs24OTJkxMmqUsVPv7446DzLDD0MJyMn4gkSdDr9ejr65NLxCmLVqsNmfsq8FuEUuhH+6Js2bIFjz/+eFytCxMpRsnqF9fd14frn3oqpGyx5qoSBCGuZW0IQvEQ/0SG+U/XVllZySVJ4pmZmfyee+7hb775piwh/QHcbjf/xz/+wV9++WVeWVnJv//973O1Ws2Li4v53LlzudlsVvwYyNWGFyWNR5s/fz5fsmSJ4vs5mabVamMOh0/mptVqg+kkzGYzv/322xWXCRgKq8/IyOCMMb5w4ULF5RnehqffWLt2bTDtR6gmiiIvKiqKuO+bb76ZX3HFFYrvI7XJt3ikm4iihQ3zpym2aYTRaMSdd96Jbdu2jfXz8fmAV14BPvoIOO88oK4OiMAX6OjRo/D7/Th06BDuv/9+eL1eNDQ0oKSkBDk5Odi3b19wXcYYiouL0dHRMeJtfd26daiursavfvUrAEOWj/POOy8hmWQ3bdqE06dPk4mfCMu6detgsViCyScHBwdx1VVX4amnnsJDDz2EzMxMNDQ0ABiyImVlZaGnp2eMtae0tBRqtXpSWdCzsrKgUqninqxyMgiCgNtvvx2PPvromGWVlZXo6OgIJn3V6/XQaDTo7e2NaoyioqJgypL8/HwUFhaipaUFLS0tsuwDMHS/MpvNSZOxnIgbYafYFLceTXcLktFo5GvWrIl6u7S0NG6xWEZo4Dk5OeNuU11dzb/3ve/xY8eOjTQBeb2cr1vHudHIOWNDf9etG/p+Al577TX+xS9+kT/33HN806ZNwbEYY7ygoIAbDIYJ92V4Ej1BECaVVDLaNhUSv5lMJq5Wqyfdz0033cQrKyvjJqcoiry0tFTx4xVN0+v1/Mtf/jJ/5JFH+D/+8Q9+8OBBvvuddzh/8UXOv/e9ob9eL3/nnXf4Rx99xDnn/KGHHuKLFy+OKqHjRK2yspLn5OTwTZs28S9+8Ysh18nKyuLz588Pfv7CF77AdTqdIsct2usqLS0t5iS+5eXlvK6ujldVVSl+vlBLyRbWgqS4cjTdFSRg4kzR4RpjjGdmZvLa2lqu0WgmvCkJgsC/+c1vcqfTOVLLefHFIaUI+HczGoe+D0NHRwe/4447+OrVq/kll1zCtVrtmId0QJ6FCxfy2traqKan1Go1r6urU/R3mQrKUzRNrVbHfZ9T5Zhqtdqgsn7nnXfy/v7+sC8T3rVrgy8T3nN/y8rKotpXlUrFf//734ddXlBQwNetW8f/8Ic/8N/85jd806ZN/Cc/+Qm/+uqreV1dHX/00Uf5zTffzG+++Wb+pz/9iZeVlfHa2lq+ZMkSrtVqFT+ekbRop1lycnJ4VlYWr6mp4Rs3buTp6emK7wO1ka2goIBfcMEFissxQaNM2qNhjCVN9uVYHXG1Wi0MBgM+++yzoCP26BD/4fj9fnDOxzrtfvQRMLr2j90OhJl2amlpwSOPPIIDBw6gvr4ee/bsgdPpHJPn5pzyiyNHjmDv3r3BhI86nW7CUH6v14sdO3aMu068CcgfKaFyMqUSXq837g6vcvWvVqtxxRVXyNJXKAJTwBqNBk6nE7t370ZbW9vQNPSePYDNBnAO2GxQffjh0PcYSlHx/e9/H11dXVHtq8/nw3/+53+Ou7yqqgoajQYXXXQRHn30Ubjdblx//fX43yeeQM2ZM3hy5kw8ed11mDd3Lh544AEIggCbzQZJkpLuvAyVjiKayDyVSoXe3l4MDAxAr9dDFEVYrVa5xSQmSVtbGz744AOlxYiZ5LpqEgjnXJHcG3KhVquRmZmJ7OxsqFSqoMIRSZjxmBvReecBw3IJARj6vHDhmG0//fRTfPjhhzh06BCOHz8Oq9Ua9CcQBCGYp2W4AuTxeOB2u5GbmxsslBuJUqj078MYi6q8wFRKOTAcvV6P8vJyWfqSK7md1+vF22+/LUtf4fD7/Vi3bh0WLFiARYsWIS8vb8KXif/4j//AI488ElOx0XDRhhqNBnPnzsWhQ4dw7NgxZGZmwu12w+/3QyuKMN94I1b9+tfAQw/B/4Uv4Lx770VLUxMefvhhLFiwYMyL4Jo1a1BXVxe1fHLS0dGB7u7uiNbdtm3bmBc/n88Hr9cLr9cLg8GAnJwcimZLQvx+f0oX157WYf6pfEFJkgSPx4OWlhZkZ2fDZrNhcHBw3H0ym83QarXIzc0duaCuDli2bOjN2G4fUo6WLRv6fhRdXV3YsWMHOjs7UVhYCKvVira2Nuh0OixZsgQ+ny9YAiA9PR0DAwPBv729vcEcSKtXr0Zzc7Os4f+TIZAVe7iCyTmPS1XtWEoVMMaQlZUV8UNFrVZDEARZbk5OpxOtra0jvjObzRHLMpxorjlRFMF5+Azc8bYY5OfnQ6vVYvny5f++ZgIvE8PKYfh1OrzZ2YmPfvxj/POf/4zaejQRRqMRHo8HBoMBXq8X27dvR0tLCwoKCvA5u/3fFi0AwuAgsGcPvvuNb6CrqgpHjhyB1+uFIAiYOXMm+vr68MknnySsRl+4tAPRZFV//PHHx33xO378eFI7rROpy7RWkFKZwAOwu7sbLpcrImtLfn4+9Hr9WHO7SgW8+urQNMHHHw9ZjsJEsTmdTixcuBBLlizB2bNncfToUaSnp2PmzJl4//33cejQIQBDD8LANIXD4QAwsqbasWPHIi4vEC1arRYVFRU4cuRIxNv4fL6gJW64dSse9apieXhyHr5GVSh8Pp9s1iy/3x/8DQPEQ3EczWQTik6WgoICVFRUYPHixcHvepcvh1RTA+0nn0BwOuGRJBxPT8dT3d1oPnIEbW1tsstss9mCCmp+fj5ycnKCilvG9u1hLVr/c+AAKioqMDAwAKvVivb2drhcrhG/pUqlgk6ni+rcigY5jsXwl6js7Gz09/ePUJja29sp0oyIC6QgpRgLFiyAw+HAmTNngibm/v7+iLYdHBwM/+amUgFXXDHUwrBnzx6Ul5ejqqoKeXl5OHv2bPCNWZKkoH+TXq/H4OBgUCEK9fbX2tqKlStXYnBwMOIQ+9HJ/CorK9Hf3z/m7dHr9YYtYJuWlgabzTbmxs05h8/nS0h9o1gfGtFMOQ4LgJiQq666Cjt27AhOlYaCMRb0xwHGlpSIB0pPV6pUKmi1WvT19SE7Oxv79u3DG2+8gfbzz0eZ0Ygarxf/79gxvODxwPDBB+jv75dtOiE7OzuYKsDlcqG1tRWiKOLEiRMoLS1FUVHRkFIQyqKl10NYuBD5ra1YsmQJ2tra0NnZGXIKj3Me9+zfcuJ0OsecF5EUETabzcGktQAwd+5ctLa2Rp1egJhekIKUYjgcDrjdbuh0uqAiEgk6nQ6dnZ0xWW0cDgfa2towY8aM4Fy/IAgoLy/H6tWrsXPnTrz66qvo7OyE3W7HjBkzIrLeDA4OjrFMjMfoB77L5Qqp8Hm93jFTQgECN9dQpv9olIpUYqIpvf7+/ogsZYFjk6zZmuWmsbERBw8exL/+9S+IoogPP/wQBw8ehMPhwGmzGbslCc+/995QTb7OTlmV69EO84ODg9BoNOjr60N3dzeys7PR2NgIzxe+ANX554N/8AEEpxPMYIBj3jwY6uqw4rPP8Oyzz0KlUoWVLaCApQqxWrpGWyMj8YMcbU0mph+kIKUYx44dAzCUMC6awqarVq1CT09P2EKm4RgYGMBbb70Fk8mEZcuWYc+ePaiqqoLJZAIAzJ8/H42NjXjzzTeDfjzD67GNR7TJGUffyHt6eiJ++9VoNHC5XMGpIaqE/W/eeuutCdcZHtQwXRSktrY2vPvuu+jq6oLVakVTUxM8Hg8kSUJ2djYOHjwYNwfUUNYel8uF7u5u1NfXw+12IycnB0/++c9Y+atf4YU778QqoxFLv/QldMyfjx1PPAHGGHbu3BmUezoz+ng6HI6QL1dqtRp6vR4DAwN0jyBIQUolKisrg2+DBoNh3Bpb5eXlOHXqFADAYDBg7ty5mD17Ni655JKoxjx+/DgGBgZQVlaGt956C//85z+xceNGXHzxxQCA3t5eDA4OoqKiAr29vWhra8Pp06dj38ko0Gg04JzD7XZDkiSIogiHwxHSWiKK4ggFazo84APIPVWl9NRXolCr1WhoaEB7e/uIqSiNRoMTJ06MsS4k4pxqbW2F1WrF6dOnYTabMW/ePGRlZeFZtxu/+Phj3NvUhFNvv41HHnkE8+bNw6effhqVQ/REZGdnw+VywWq1QhRFpKenQ6PRhM1gbbFY0NnZGZdjYzgXeev3+2EwGODz+dDb2zvCr4oxBlEUxyiyFosFPp8PDodjhGyCIECv18PhcMiqVMYa1DAdMZlMY3zllIIUpBQgPz8fBoMBN910EywWSzBCbP/+/cHyHKOZN28eTp8+Dc45TCYTdu3ahWuvvRaVlZVRjd3c3IzPPvsMTqcTJSUlSE9Px+7duzFnzhwUFRUFL/rm5mY0NjbCZDIFrVyxEqmFYrj/gE6ng8FgCIY/M8ag0+mCPgvDTfOBCEA5btqxRKQRk0cQBFRWVk76XBuPQBRd4EatVquhVqvBOUdXV9dQXqRJEOsUjs1mg81mQ0tLCzo6OvD4448Hp7y/8Y1vQKVSgXOOgwcPTkq+UBQWFqK3txc2mw1paWmYOXMmJEkKqyAVFxcHfRTdbrcs15zBYIAoCLgxMxM1Hg8+02pxZs4ceDnHrl274Ha7YTKZYLPZIAgCtFot3G43GGOoqKhAd3f30PSkxzOmILTb7UZHRweMRiNEUZQtkCQ/P58UpHHQaDTB8yM7OxsDAwNJoSBN2zxIqYJKpcI111yDe+65B2vXrsXWrVtRV1c3bkJIAHj++eeDN6Pm5mb09PTgqaeewmuvvRbx2Hv37sXp06exdOlS+Hw+uN1uzJ07F36/H9u3b4fNZkNlZSVMJhO6u7vR2toKr9cLjUYzqTDiSJPaBSL5VCpV8IEReOsTBAF5eXkQRXHMdiaTKerEeSqVCjk5OWO+F0UxbiHToijCbDbHpe9URxRFbNmyJa5jOByOEQ9Pr9cLj8cDv98vi3I02US1TqcTzc3NAIasV4For1D9arVaWc7TgwcPoq2tDVqtFkajETabDQcOHAAwdM2Nvt72798Pv9+PzMzMsOMzxiJ2F1CpVJhdWYl3DQb8d0sLvtzaip80N+NnR45g8cKFmDVrFlwuV/C4+Hw+DAwMBGW76aabUF1dDZfLBZvNNkZBDcjicDiQn58PURSh1+ujPUxjOHz48KT7mMqYTKbg+XHixAl0dHQoLNEQpCAlOaWlpVi4cCEsFgtWr14NvV4Pt9sdtdn8zJkzaGhowJEjR/Dqq69GtM3SpUsxe/ZsrF+/HtXV1Zg7dy5aWlowa9YsFBYW4rPPPsPf/vY3/P3vf0ddXV0wKZ1arUZaWlosuwsg8tB6j8cDn88XbKP7OHXqVEgH1I6OjnHHGO57EPCn8vl82Lx5c1CxCtzQXS5XyJusHOTl5eHzn/+8LH0lGwEftlhxuVy4//77ZZImcnw+H1wuFxhjE76kTNTPZFMlaDSaoE8h5xwajQaCIIzoNyMjA4IgoKKiIqqkp+HOYUmSUFJSgnnz5iEnJwdGoxGLFi2C2WxGYWEh5syZEzKjfFtbW9h7llarRWZmZkRypaWl4SKPB3OtVmi9XggANG43iltagFdeCabqGO0HGbAI/f73v8cHH3wQ1jKk1WpRUlICvV6PhoYGlJeXY/78+QAQlc8nER3t7e2yTgXLBSlISYxWq8V9992HW2+9FVdeeSUAoLOzc4TpPJqHscVigSiKUU2zXXbZZRBFEZ/73OdQVFSE3NxcbN68GStXrsTx48fx1ltv4ZNPPsHhw4fx7rvvYteuXbBareP6R0VKopwkVSoVRFEMvmUG3hg1Gg2WL18eXO/nP/95cDqtrKws7ANSLn+LpqYm/P73v5elr2RCq9Vi27ZtSosxKXQ6HRYtWqSoDMMtSCqVCitXrkRWVtaIdR544AFYLBYcOXIkqpD2cNYtl8uF9vZ2nDlzBkVFRfju//k/eOr66/HWhRfiFxddhDu+9CUUFBREpQA7HI6IEz329fWhfGBgTO4nyetFjdcLt9uN7OxsOJ3OERargYEB2O12lJSUhLQqD5dlcHAQDz74IAoKCrB8+XJYrVYwxjB79uykK9lCxBk5is1OtkH5YnVJ1Rhj3Gw28z/+8Y+h6sRyq9XKn3nmGf7AAw/wsrKyqPpesGABf/DBB7nVag3ZdzTs2LGD33vvvXzTpk3jjjm6CGUkRTwZYzwnJyfkMr1eP25hS8bYmCrm4xXsXLNmDb/ppptiriYuSdKYQr3J2lKlWGyi981oNCouf6q0tLQ0vnjxYn71VVfxoyUl3KvTcc4Yd0kSf0+v51euXx/X8f9zzhzuFMURxbXtgsBvtVi4wWDgwFDx39ra2uA2getfr9dHVBxcr9fzm266iWs0Gn7TTTdxk8mk+HGnFrcWtlit4soRKUhj21VXXcWffPLJCRWU//3f/+UPPPBAVH1XVFTw73znO/zNN9+MWTH65JNP+HPPPce3bt0aUQXt0TeXZcuWcYvFEnZ9xhjPzs7mf/zjHzmAcW9oFouFZ2Vl8aKioqCCwxjjkiSNK1Ogcn1GRsYYZWqqNpVKxS+66CLF5aCW2i0/P59v3ryZ//POO7lHqx2hqHi0Wn6VWj3uC8xk24P338+PlpRwt0bD/Yxxt0bDPy0o4NmZmVyn0/Hy8nLOGOOZmZkjlObAS8zy5cuD170oimHHYYzxrKwsxY83tbi3sAoS40kQ7nzuJJ72qFQqPPHEEwCAzZs3T7j+wYMHcfDgQZw9exb33XdfRGNUVVXhsssuQ01NDdavXz9UgDNKjh49ih/96EdoaGjA4OAg9uzZE3UfAIIRQZSMjZgurFu3DtXV1WGjT+NBQUFBsCSRHFgsFixfvhwPCgIWPf882LBniB/Ar3NycFcca6Pl5OTgS7feilknT0I8cgTvWq147OxZ+DF0D83IyAhm0h8dXl9ZWRnMtG8wGGCz2WKq6VdSUoKOjo6EZJQn4s5+zvmSUAtoQjVJEEURt956K4DIlCMAQefBaHx1+vr68Nxzz2HXrl1RyRdQpK1WK9xuN6xWK+rr64M+ELHg9XqTVjnKzMyM+HcIhSAI4ybMTLUkdGlpaVHn0AKAtWvX4qtf/WrIZZFEVTHGUu5YDaewsHBEBNeOHTvwyCOPxHXM0T42LS0tsmbLNplMqKio6TRbnAAAIABJREFUQMbq1cCoCC+XSoVP4vh7LV26FKIo4nd/+AMe3LsXP5YkvJuRgfRzPk+SJKGsrCy4fkA52rJlC77zne9gw4YNKCsri+nFzGw2B8/FxsZGUo6mAaQgJQlqtRqrVq2K+zjp6em49tpr8bOf/Swq6xFjDG+//Tbq6+vx29/+Fn19fUhLS5uUgjQRoijihhtumHC98vJyzJ49O/hZEIRJRdEBQzmW/vrXv8a8faCEgyRJqK2tHbN8tOV2vHIQiaCsrAw6nS7scqvVijfffDP4WafTRaTgvPPOO/jd734Xclmk5U2SwcoNjK+sBY7dt771LaxevRoVFRW46qqr4PF40NvbG9zXROxPvLNmHz9+HI899hi+8eqraC4uhluS4AcwKAjYyxj+JEOIdiAJ5Gjq6uqg0+nQ3d2NpqYmHDt2DI2NjcHIPUEQkJGRgeLiYmRkZGD58uXIy8vD008/jbfffhtlZWWYM2cOrrnmGmRlZUWl5Ayv5aYUCxYsUHT86QYpSEmARqPBunXrIIpiMFotUgoKCiJ6u6+oqIBOp0NJSQkKCwthNBoj6r+pqQkA8Nprr6G4uBhHjx6FJEkwmUxQq9U4//zzccU4BW4ng8fjwfbt2ydcr6GhASdPngx+Hp0YEkDEYcTDiTbsVBTFMZFtbrcbe/fuHXc7vV6vePmOpqamCROzDVdoIqllFdhmvAd2KEVWaWUxHOGUG8YY1q9fj08//RQ//elPsXPnTnzve9/Dhg0bsGXLlhEWjeEIghBWEYgGxlhUIfyTRRCEofN6/36sdblwkyDgv1Qq3KbX4xLOsXjpUgDAhg0bQv6Oy5cvD3tMAoQLw//v//5v2Gw2aLXaoBw2my14jg0ODuL9998Pfh+INv3KV76CrVu3YteuXbj55ptx5swZnD17Nqokr0orRwAiqnFJyAcldlAYnU6H5cuXY/369QAQ9Y2us7MTDocDn3zyybjrBeoxzZw5E8uWLRs31HU4b775Jnbt2oX6+nqUl5fjww8/REdHBzweD1wuF1Qq1aTzg5jNZhiNRjQ0NIxZ5nA4IIpiyIfs2rVr0dzcHDKb8uib2XiV6uUikOxsdBLB4WUOQmVPHl3uQC40Gg30en1E4d3hlJ1AIs7Rx18ueUPlAkrWaddwSJKEu+66C3PmzAEwlOn6xhtvBDCUf6y6uhq//e1vx/jq+f1+WbIFc85jLuIaC4G8Y93d3ejp6cGJc7+XMDgIv9+PQ4cOAQB27tw55jxJT0/HZ599NmGG6nDnl81mg8PhQG5uLux2O/r7+8ds53Q6gznS3nnnHcyYMQOZmZnIzc1FdXU1tm3bBqvVCrVanXLnWjLmCprKkIKkMOnp6bjyyithNBpjyrFxzTXX4IknnsD111+PV155JWzphcBDWqPRRJS/5Y033oDf78fDDz+M9vZ2eDweHD58GHa7XfaLNJCjZDiiKGLz5s344x//GHa8Tz75JGITuZw3wrlz5+LYsWNj5Orr65vQ8jFcjoDVKF5vph6PJyYH1OH4/f64vjmnepkWrVaLH/3oRyOmG406HfDSS8BHH6HsvPNQtnkzTCYTfvCDH2Dfvn0jtpdr/4f3893vfhcPP/xw3I/t6P4DnwNKX6hzz263T/qc8vl86OrqCrl/AatcYOyAD5LTbof/hRew/Phx1MyciR0FBcjLy8NHH30UVzcB4t8EaogmUpmfLKQgKYhWq0VZWRmys7Oh0Whw7bXXRt2HSqXCnDlz8MEHH6C9vX3cda+44gosWrRoXOdhANi1axe2b9+O9PR0nDp1Kngj0ul0cUmU5vF4xlgofD4f3n//fQDh3yYDkSqJprW1NaTCFa3vB+ccZrMZAwMDcfEb8fv9sjwk5VKQAmUcEllZPlCXLB7KgkqlQlFREYqLi7FixYqhL30+4NJLgT17hpIZGgzAsmVY8LvfIT8/P7htoNBrPOpzvfzyy4oonowxpKWljWutjfRFJS0tbVzlfnTx2QCc86BDOmMMixcvhsVsxrdffx3GTz+F2uWC/8ABLLBYsG3Nmqh8FQsKCtDa2hr19SAIAr7+9a/jF7/4RVTbTTUC1r1UgnyQFMRoNKKmpgZA5PXHwuF2u8eYm4dTVFSExYsXh3QYDnD27FnU19fjwQcfxJ49e/Dcc8+NuNG6XK643XhLS0tRV1cX/Oz3+1FfXx+XsWKpxTac3t5e2ZSGQDHd4VRVVWHt2rWy9J9MxEtRGY94WsAkScLKlSuxcOHCf3/5yitDypHNBnA+9HfPHqTt2jXCyuT3++P2sNi/f39c+p0IznlYxSVaYlWih8ug0WggSRJWDw4i4+hRSC4XBABqhwPFLS0oPnw4KmuG3W4H5xybNm2KyhWCcz6hC8R0IdWmCMmCpCBGoxHV1dWQJAnLli2LuZ+Ojg7Mnj0bV155JV544YWQ66xduxZ5eXmYMWPGiO8bGxvBGEN9fT0aGhrw+uuvo6GhAU6nM1ihO1CJe3BwEFqtVrbcRRkZGfD5fEEny0imgwKVuaN50Obn56O1tTX4OVrZY3Gg1ul0yM3NxZkzZ0Z8bzAYRkwnhvLBcTqdk67Tlawk2ucjntODRqMRd99998jyHh99NKYMBux2iKOca+WoxRYLer0+rspZtP0GCk6PVqzkkI9zDp1Oh/kOB4RRvl6ixwPjiRPojkKhC7yADgwMRHUec87x1ltvRbw+kTyQgqQQZrMZ559/PnJycqDT6VBUVBRTPx6PB11dXejq6gobEZObm4uFCxdi5cqVwe+sVitef/11vPDCC+jq6kJDQwPmzJmDf/zjH5g1a9aIm/fo4q1+vz/mB91wBUcQhOADrKWlJaiQhSPwIPJ6vVEpSKOdyKP1y4lFQVKr1SMiBQPO2ZFYrs6cOTNGsUoVVCpV3P2WlMJgMECj0aCnpwcqlQq5ubmYMWPGSGvCeecNTasNt0wYDPhUknD69Om4yRY4vwIBDYIghPXRiSeB4A+Px4Pi4mK0tbVNaA2Kl0xutxuiKKIrOxt+rRaqYUqSUxCw226HIwaLxvB0F8TUhqbYFKKoqAgXXnghgMgS5oXj008/RWdnJ44fP46//OUvY5ZnZmZi7dq1MBqNwcSSL730Eu655x489thj2L9/P1555RUcPnwYf//736HRaFBfXz/ipjY8ydzw6vVqtXqM8qFWq1FVVRVWXkmSgjfE3t7eiKPLFi1ahPT0dPh8vqinaZqamsL6XYmiOOHxn2g8jUYz5jgMDg6OUHIC+zxaORNFcYQCGipVQDIzuqipIAhJGaIvBxqNJvgSolKpIElS8JoLTm/X1cG7eDFgNAKMAUYj7PPmYdvHH8dtmkWlUqG4uBiSJMFisWDx4sVjzvfAb2Kz2SaMIItVBrPZjIKCAixbtgwFBQVYvXo1zGZzsPhzKLxeb0TWIlEUkZubC5VKFXEOLs45jh49iqd7e9FVUQGPRgM/AJco4pBej9cmcd8lpgdkQVIIxljwIo81TH7//v3Yu3cv2traUF5eHnKd3NxcXHDBBRBFEe+++y4OHTqEHTt24IMPPsDAwAAMBgPUajXcbjcYYzAajXA4HGEdoIffzAIP9+HzypIkYfny5aivrw9peYk13H7dunX45S9/GbOPg16vD+kjEbBo/f/sfXd4XNWZ/ntum3JnRtPUqy1ZzUZyEZIBE1shxgbTTBIWkhhISAj5JZuEhU3Ihs1CsjxPCOxuEkJJYSE4lEAIG5tObAM2brFxw1UusnrXqIymz/f7Q76XmdGMNCONikHv83yP5Tv3nnPuuad856sK08dxnHoKjtemQq/Xw+PxhPWDojpUEOsUrdVqMTQ0pNYfGt/lfIAsy2FjYioNsKcaPT096rzw+/04e/YsNm3ahCuvvBI7duxAfn4+ampqIGzaNGyLtH8/drhceOijj1SHg2QhNPyCIAgoKSlBRkYGamtrcc011+D666+H1WpFa2srTCYTPB4P3G73pEn2tFotqqurcdFFF+Gyyy7Dpk2bUFZWBp7nMTg4iC1btozLdk85wMiyjJUrV+LEiROQJAkOhwMNDQ1jridnz55FIBDA+q9/HQMvvgjT6dM4wBheHBiAZxrsYaxW67Q5l8wicczmYpsGcByH6upqfPvb3wbP8+ppKxGcOHECAwMD2L59O95++228+uqrMe+9++67IcsyNm7ciCNHjqib72QbzMaKXzQZZfA8D47jRr03NTUV/f39o6Zd0Gq1sFgsqp1V5yTmlAKix0WaxcSgxLeZ7LWNMQaLxYKcnBzcfPPN2LZtG1555RUAwwzUq6++it/+9rfYt28fenp6kso8KnF9Tp8+DYPBgJqaGvzbv/2b6oSxcuVKFBUV4U9/+hMWLFiAo0ePjurEES+iHXo0Gg3mz5+P73//+1i3bt2wJ98bbwD79sG3YAGEq6/Gbbffjr/85S8YHByM67soh0elfwHgru9/H0V1dQh++CHqzWb88vhx7Nm3b8zyDAaDGjTS4XDA5XLB6/UmfXwwxsBx3Kjzefny5di2bdvsnJ9ZiJmLLWoG26kmTH823ykjxhgZjUZavXo1rV+/nl588UX68MMPKVG43W5av349/ehHP4qr3sWLF1NWVtao2atnIuXn58d1n9Vqpby8PPX/PM9Hva+wsFDN6p0s0uv1Mfs1NJt4NLJYLFHbM9ZzsxSb0tPTSZKkKatPEAQ6evQoHT16lN555x0iInr66aepsrJy0tqxePFi+tGPfkQLFy6ku+++O2xteOCBB2jHjh107bXXktVqJY7jklavJElhc4sxRgsXLvx4DfP7iS67jIKyTMQYkcFAdNll5HW5qKKiIu5xbTabyW63EwD67ne/Sw8/+CC1X3ABeSSJAgANMkZbeJ70Gs2o5XAcR7W1tWS1WtV5lp2dTZoxnov2jce6R6/Xk9lsjrtMnudn5/nMoD0xeZPpZo4+bQySLMtkMpmourqa1q9fT6+99hr94x//SIg56u/vp2eeeYYef/xx+vrXvz7t7wQML5TJ2gyUBVij0VBaWlrCDI0oipSdnR3z9/EySLEWsy9/+ctUVVUV9X6dTqf+P96NSpIk0uv10/5NP40Ui7GO9m1DmWLGGP3whz+koqKipG56kiSNKI8xRgaDgWpqauiJJ54g8vtp4PnniX76U6KNG4eZFCJ6++23yWKxqOUkk1EChsez2WymK664gg4ePDi8OG3cOMwUAR+TwUC0cSPV1tYmfEBT6vjwpz8ltyiGlTvE83T1KH3NGKOcnBzSaDT0+9//nhYvXkw6nU5l8uLpD8YYCYJAJSUlSR9rc+fODVsfGGNJ/0azFBfFZJBmbZCmGIp3WHt7O/bu3YslS5YkrOrq6OhAW1sbNmzYgG3btiW1feNV+eTl5eHqq6/Gb37zm4SeUxKAKn2g1+tRUVGBvXv3Yu3atXjhhRewevVqvPXWWyNE4nq9Hn6/f4S9TqT9TyTGG4vDYrGgp6dnhJrh2WefjXo/EYWlkigqKooa6TyyvJSUFBiNRpw+fXpc7ZzF+FFTU4M9e/aMaQNGRGEqs+zsbDz44INJb09kO2RZhk6nw2WXXYYHHngAAw4HsGoVDBGBKX//hS/glQ0bVIPsO+64A5s3b8ZHH32UtLaVlZUhOzsbwWAQF1xwwfDFGGEOsH//uFSM5eXlAID3fvlLVEY8rwkEsEQUsTHiOmMMWq0WHo8H5eXluPTSS/HSSy/hy1/+Mvbv34+UlBQcP34cDQ0NaG5ujrlWMMaQl5eHCy64YFQThvEicn7PmTMHoiji+PHjSa9rFuPEdEuPPm0SJIXsdjvdcMMNqpqtvb09LulRc3Mz3XnnnVRZWUlGozGpbUpJSaGHHnpoSvth7dq1dMstt5AoimQwGAgYPjXabDYCQFqtNupz+fn56v0K6XQ6SktLG1c75s6dS6WlpaPeo4jla2pqSBRF0uv1CZ/4ZFlW/7ZYLOpJVpEScBxHgiDELJfjOEpJSZm072E2m8NOtdNF2dnZk/qe5ysZDAZaunQp3XHHHfRf//Vfo0psfvzjH1Nqauqkq3FWr1798QIVpT0BvZ5o40Zas2ZNwqqt3NxcAkA/X7aMXIIwQoL0rXO/RxLHcVRRUUGZmZn061//msjvp60//CFtrK4m2riRrr3qKiooKCCr1ZrUvtBoNGS1WonneUpLSyOTyTTtY2aWxqRZFdtMopSUFCosLKTly5fT+vXr6bnnnqOtW7eOyRz5/X767//+byouLp72d4hFPM9TQUHBuJ+PVEuNtw1ms/m80u8vXLiQcnJyqKioiMrLy6e9PbMUH3EcR/PnzycACdmfJEJFRUVhzKLNZqM1a9bQX//612G1GmPhDBJj1HvXXfTcc8/RNddcE8aUT4SWLl1K6enpI66XlJTQCy+8QHv37lVtkMhgCLNBIr+famtrY6owY83VhQsX0tq1a2lufj4dTEsjv05HAYA8kkTNZWW09pprwsqQJIkkSaKLL76Yli1bRm+++SZ5XS7qXrSIgrJMQcbIq9XSXouFTLJMWq12wqYBJSUlVFlZSXa7nSwWC+Xm5hLP80lnvmZp0igmgzQj4iClpKR8YmOnRENfXx9OnTqFuro67Ny5EwcPHkRjY+Oo4u9du3bhX/7lX/Dcc8+hvb0dHMehqqoKd955Z1x13nDDDUhPT0/WKwD4WD0WimAwCIfDMe4yKUItFQ2FhYXQ6XSjltHf3w+73Q7GGJYtW4bU1FQAwzmeoo21tWvX4uabb06orVdccQVycnLUnFyx+pcxBpvNNmpZSnBFxR370478/PzwCNUxMFZewcmCRqNBcXExgsEgDp+Lkj2RcT8aTp48ib6+PvA8D6PRiPnz56Oqqgqtra04LEnDarUQBLRaHOQ47Ny5E5s2bUpaxO5du3ZFzfd4/Phx3HPPPcPvz/PAW28Bzz8P/PSnw/++9RbeePttHD9+PKb6niLU5wp4nkdBQQH8RKju7cXO730PryxcCP/69Tj12GNo7+qCJEnQ6XSw2+0IBAJIT0/H9ddfj7KyMvz1r3/F2SeegPHIETCnE4wIotuN8sFBfMVmg91uV8N6xIM1a9ZAo9Hg61//OtatW4fPfOYzmDt3Li6//HKsW7cO+fn5aGtrg9FohNPpHHfKII7jRl3jZjE1mHXznyaIoghZlhEMBpGVlYV77rkHe/fuxQMPPACj0QiPx6Mu/lu3bkVjYyN+9atfYc+ePaq9TmgslLEwXtfn9PR0dHR0JPxcouA4To3HxHEcrFYrurq6ot4bb2Rr5b5Y0Z2VPrFarWCMweFwjGmfVFBQgLNnz4KIkJ6ejt7eXjWGFBB7oY9sc1ZWFtra2hAMBqHVahEIBGCxWNQo4VqtFm1tbSPKKS0tjZqjThTFcQXRjBexIjNPFsYTvXyqMV1tzMnJQV5eHoxGI354992o/fnPgV27QE4n/JKE5pwc9Dz/PH71m9/gxRdfTIjh1uv14wokKUkSiouLsWbNGrjdblx++eUwmUw4evQoDhw4gL1792L//v0JM/8cx8Fut+Ouu+6Cy+XC4OAg9u7di4svvhg5OTnYvHkz3n77bbhcLoiiCFEU4XK5sHz5ctx4443gOA6pTzyB1Tt3hkkDggAez8jAfX5/zHUmGnieR0ZGBsrLy3FRdTUuHRzEBX4/zlqteEcQkJOfj4GBAfzHf/wHHA4HsrOzkZubi+3btyf03rOYUsR0859lkKYJer0eKSkpaGtrA8/zsNvt+PnPfw5ZlpGdnY3W1lZUVlbixIkTcDgcePjhh3Ho0KEpD8QXujGKogi/35/wpnDZZZfh3XffjXl6jBY/ZKwN+c4778SmTZtw5MgREA3HLBIEARqNZswTc3Z2Nvx+P3p6epB/bkGLhwnU6XQjgkoq7Y72LGMMoijC6/WOMH4Pfb9rrrkGBw8eRENDA7RaLbRabczcdIIgqEzcww8/jIceemjcDGx1dXUYwz2L+CAIAmRZHjWukEajmZRYO8Dw2CkrK8ONN96IkpISaAQBxm3bMLe/H2+0tiLza1+D2+fDc889h7feemtE3K/RmPmJMH08z8NgMODqq6/GiRMnMGfOHLz77rvo7++Hz+dT52kisFqtMJlMqK2txZkzZ3DRRRchGAzitddeg8/nw9DQEJqamkBEYQ4fkiTBYDDgs5/9LGo6O/G9XbsghjBnLp7Hr5YuxR+7u+NOiq3T6VBWVobHHnsM8+bOhfWmmxDcsQPM5UJAq8Vpux3fyMtDYXExUlJS8Nhjj2HRokXYt29fwoFfU1JSUFRUNG2Jhz9lmGWQZhoYY8jMzERNTQ3ef/999Pb2orS0FN/85jfBcRw2bNiA+fPnQxAEbNmyBUeOHBlT9RQvUlNT4ff70dvbq7YlEYlMorDZbOjp6UnqZmG32zE4OKhKh5S+iWSsRFGE3W6H0+lEf38/GGPIyspCd3c33G43JEmC2WyG1+tFX18fBEGAJElRmSzGGMxmM4xGIwoKChAMBnHw4EEEAgH4fL6oi+BYfSbLMiRJwuDgIHJzc8FxHFpaWuByucKeY4xhzpw56OnpUVU5GRkZ8Pl8cDgc4/I81Ol0SRtTMxGZmZlwOp0qo5nM8TcWAz/Z0qWMjAyUlZWhs7MTixcvRkFBAcxmMwKBADZv3oy+vj7o9Xq8//77Y27OitdXssaCyWRS1V4K8zJeKAFgKysrcfz4cej1elWK2t3dPSbTVVhYCI0gYF9aGrB7NwSPBx5BQGtuLn62bBm2bt+Os2fPRpUca7XaMIkXYww33ngjcnJycDVjuPSxx8Jy7nklCT+ZNw87bDbk5ubiwIEDOHXq1Lj6leM4aDSaT/T8nEGIySDNuvlPE4gIXV1d2LlzJ4BhG5S6ujrs3bsXQ0NDICIMDg7i73//O1paWpKSesJgMMDj8cDhcKjquUTUbhaLBQMDA2FSrHg2gvGkGBgLdrsdpaWlqK+vD0tyqyTBNRqN6OvrUyVFc+bMQX9/P4gIgiCAMYbly5fD4/Ggvr4egUBAZRhibXxEpKZvGBgYUFM4BIPBEc9oNBrYbDb09vbGXOSsVisGBwdVZkxJgirLMsxms8pUejweEBHa29tx22234de//jUAoK2tDRkZGeO233O5XMjJyUFLS8snUorU3d09aYlzx+qvyT54dnd348MPP4TJZIJOp1Pn5aFDh/ClL30Jb775Jniejztn2WjR5RNFf38/eJ6Hw+EAEakS8fGMsUAggEAgoJodDA4OYnBwcERqn2gQRRGNjY1gjOGhL30JV65ciQ//93+xnzHssdvRtGULOjs7YzJYkWvuRRddhJaWFmg0Guh6ekBOJ0JnnuD14vK0NOhXrMCZM2fQ2Ng4bgYn9NA3i+nDLIM0jfB6vWhra1Nzsfl8Przzzjvw+XxqDqPm5maVIbn66qtx5swZ1Zg7XpWSAiXRbDAYHNem6nQ6Rywm8WwEkQujyWSC2+2eENPX3d0NAFEZmlBDb2Xxb21tBTDMuLjdbqSmpsLtdqO9vR29vb3w+/0qsxdrwayqqkJ9fT1cLheGhobg9XpVmyGlH8rLy5GdnY1NmzbB4XCM+o5Op1P9tunp6fB4PCgrK8O8efNw4MCBEQaxTqcTmzZtgizL6jcfr/RIwWQwr8DHyXmnk/GaqfnsBEFQbWXGC5/Ph/7+/uHNWqeDxWKB3W7HZz7zGbz++uvo7OwMiy82FpL9nULHpMIojQc5OTloamrC4cOHVfV+vOudstZ961vfwh+eegoHq6vxTl8ffD4fAm1t6uEmFiJ/O336NOx2O8rLy1Gwdi38b70FMYSx9Ikijp5Trba3tyMQCODWW2/F008/DWBYWsxxXFTV+SxmJmaEF9unHaHJaltbW9HV1YXe3l4cPXo07JR05syZsESHwWAwIZskn8+nTvqQEAtxY6wFJV4odjyKDc940N3djba2trDFUhRFGI1GEIUnmTUYDKq9iNFohN/vx8DAgNrXwPCGPtqJdMGCBaqHntJvbrd7hASup6cHjY2NCAaDYUlogY/VaQoUyZDSJ16vFw6HA/X19ejs7IQsyyOYn8OHD8Pn86n5txTV23g9XpxO56QwSImMr6Kiok+VF2swGAwba4wxNd9YIlCcDDZv3ozNmzer427r1q3o7+/H8ePHYTQa45IiTSbGGmM6nQ5paWlRf1OCOHZ0dERde+x2e0zvUeX+EydO4OzZs3jrrbfgcDgwODg4qqQ4FpS539LSAvu6degqLIRXkkCMIaDXoz49Hc/19uLEiRMoLS1FQUEBjh07Bq1WCwAx1fCfFjDGoNfrp7sZCWFWgjQDEG2iEtEII9DIMADBYPC8mnCKhEbR63McN67N2W63Q6vVwuv1qnYCivossi8ZY6iqqsK7776rRtf1+/3geR69vb3weDxgjIW5CXd0dIwog+d5nDp1St3YTCYTBEFAf38//H4/dDodgsEg2traonqfAcPf6/rrr8ef//znEe+tZCVXRPM6nQ7FxcXw+XxgjKGhoUFljr1eLzIyMuB2u2GxWBAIBCCKYtIY2GQgke+aTPXO+YBoKtlEDjqCIECn0yEzMxPz58/Htm3b0NfXp9qnNTQ0qBG3E1Ex8jyPFStWYNOmTQm9TyxUVVVhz549Y95HRDEPJ2OFTohHGv7ee+9FXU/jAWMMq1evxhtvvAGdTgdRFDE4OIhDR47g2L//O3wbNmCF2Yw6Wca/bt6MjrY2MEFAMBjEvHnz8Morr6jeyOfTWj0ZiLY+z3TMMkjTDJ7nYbFYRmyqyfBWE0Vxyr3eokFhYhhjkCQJXq8XKSkp8Pv9GBoagiAI4Hl+hAuwRqNBIBBQ1V9WqxW9vb2w2+0IBoOw2+3w+/1ob2+HwWBQmR4FjDHMnTs3LCzCwMCAquJQsrEPDg6qTEa00zYR4eTJk2HSKqvVCo1GA8YYDAYDgsEgenp6Rt3sXS5X1Lg9KSkpcLlc8Pv9qpRPlmXE8yBNAAAgAElEQVRotVpYrVaYzWYMDg6qDFJpaSmGhoZw8OBBFBYWoru7W+2jWJjJbvONjY3T3YRphWJflggUjy3FljAYDOLQoUMwGAzo7+9HT08PioqK0NfXF1PyYjAYUF9fH1ZmMk/4Wq02rnHndrvHHfsrnthT400tpEA+F2dKo9Goas09e/aAiHCmsBB1goBdu3bh6IkTMBgMaGhowP79+1FZWQng03cAGA3nW4y3WRXbNIPneaSkpIy4XlVVNar6KVqQxmhlzwQoi25eXh70ej1MJhPMZrO6gMqyjKysLFgsljB1YyjDkp+fD6PRqDJCimG2JEkgIoiiOGJx5zgONpsN77//PgBgaGgIPM/DZrOpjFlqair0ej2cTie6urpi2jdEXlfUG6IoIjc3F5IkjTr5lff64x//OByh9dzGpvSPwWCAJEmqXZnP51MN0JuammCz2VT1XHZ2tmo75HQ61bI5jos5JsarypzFzIPf71dVaC+//DLa2trQ2Ng4vGGfOaN+65MnT8a0TzMYDCNUU36/Hxs3bhxx73jVn9u2bZt0pjyaNC4ZUOYUEeEvf/kLgOH+aWpqQl1dHerr63Hs2DE0NjbihRdewNatW9WDYGNjI5xO54yIfaTRaNR8dlOJ7Oxs5OfnT3m9ycaMXTU/LTYJHo8nanLClStXhjELkVDUPqMhcsNWvLdGKzMR8Dw/ahsVKIHnKioqwPM88vPz0d/fj66uLtUWSa/XIz09XbWlUVzfldNXaWkpenp6VBsiSZJw5MgReDwemM1m9Pb2orm5OazeQCCA3bt3j+gDg8EAjuPQ09ODlpYWcBwHi8UCs9kMg8Ew6vsqUE7pXV1dOHPmDLq6utS4R9GgMIbK5iUIgvo9WltbwRiD0WiEJEmw2WzIzMxUg2Z2dHSokaXT09Oxb98+1dCzvb0dnZ2d4HkeGo0mJiMUryH3aEzWLGY+WltbkZaWNmaE8fr6euzatSuuMpPJ5Gg0mik7uBmNxrjvFUVRtRVSJN2MMXWT5zgOXV1d8Hq96OnpwZNPPokNGzbgvffeQ1NTE4aGhtDb2ztp0dQTQei7yLKMmpqaKW9DYWEhysrKprzeZGPGxkESzulxQ9UjYxnSzmJ0GI1GuN3uqGo3ZXMnorjVckajERzHxaXbV8o3m82oqKjA4cOHVc8yBTzPq6cwRZ2mfG+z2Yzi4mLs27cPNpsNJpMJDocDvb29Y7Y3Mkij8n9BEMBxHIqLi2E2m3H27NlR1T2yLMPv96tMm6I+sNvtcLlcanmhaj4FFosF+fn5OHbsWBjjqkTjVsrPzMxEeno6iAhtbW1obm7G/PnzkZGRoYrt29vbsWvXLhARtFqtGiTP6/XGfZqOpfrQarXw+/1jzrPIGDEzGQpjmszNSxAE2O32mPZm04mvfvWreOONN9De3h4XczOZUdIj5152djYcDkfS0p/EAsdxKC8vHzV9UyjMZjNkWQ47ZEmShG9+85t45JFH1MCfVqs1zHNUsaOcCfuoAqvVqqr6ZhEXYsZBmvREtPEQ4kgoZzKZoiZKnKXoJAhCws/wPE85OTkTqjc06WTo30ajUU1UabPZSKPREMdxYZnslWckSSLGmPq9NRoNVVVV0Te+8Q3S6/V01VVXUWpqKmk0GvU9R0tMa7FYwvrFYrEQz/Ok0WgoJycnoazxCxcuJI7j1HYpf4+3n37yk5+oyS5vvPFGWrVqFa1evZpuvvlmmj9/PhUUFFB1dTVdddVVMcspKCigiooKstvtcbdHo9EQz/Mxk4eORQsWLJj2MR4vXXHFFfTFL34xqWVmZGTQz372s2l9r2QkY+Z5Pmoy29A5k0yKnO8znSLn07e+9S2yWCzqO8jnEt6eT+80SyMoZrLaaWeO4mWQZmnmE8dxpNfr1b+V64wxWrFiBeXm5pJGo1EXE6vVSmlpaaTT6aKWJ4oiAaCVK1cSY4xSU1OJ4ziVgVLu0+l0I8pQNn6tVhvWjtTUVJWpuuKKK6i0tJQMBoNal8I4hb5TaLm33nprXMwnYyyu+/Lz86myspJ+/OMfU21tLX3729+mzZs303333UeVlZVUWVlJt912W9QFmDFGVquVBEGgzMxMWrx48aiHiMgyCgoKKC8vb8Q7MsZm1ILPcdy4GP7zgcbLoAqCoM61yaDf/e5342b+J4tmKiMiy3LMNWyWzguKySDNWBuk8x0zxUB6shFqr6LE/lHUVgosFgv27NkDt9uNSy+9VM3S3tPTg46ODrhcLkiSBJPJFFa2ojp75513VNUfEeG2225T48YYDAYwxsJSjZjNZixatAg6nQ6PPfaYWl5ubi70ej0KCgpU427leaWuQCAAj8ejllNRURHWpqeffnpU9ZPiWZSamoqVK1eGXY9m23P27FkcPnwY69evRzAYxJw5c6DVamGz2QAMe769/vrrmDNnzohnlSTHFRUV6OnpwYcffhjTG0pJkxKK+vp6NDQ0jFCvpKamwmKxxHzHqUZ5eXlYXyYDkx2TJZ75r9PpsGjRonGVr3iARiIem8B4cPvttydV7RZqG6fMhXgcTULhdrtnlCpLgdPpnI16/UnFdEuPPqkSpN///vdkNpunvR3JoIyMjKinydLSUqqsrAy7xhiLqrIqKCigBQsWkEajodWrV1Nubm7c9UuSFNd9BoMhrFxBEGjt2rWUmpoa9X5RFMloNMZdfuR7FhUVkV6vJ0mSVFH7woULad26dVRcXDziGZPJNGqZJSUldN1119Hjjz9O+/fvpwceeIAKCgqI4ziyWq3qfdHUWzzPE2OMLBaLWg9jLKqEYqJq1Fkamx555BHKysqa9nZMJ5WUlKh/33vvvVRUVEQajYa+/OUv01VXXUVVVVW0ZMkSstlsU9620STXs/Spo5gSpBlrpD2LmY1YGcElSUJxcXFU40hZlpGRkQFZlnH27Fnk5OTA7Xbj1KlTYfeJooiKiooxM1lbLBZ4PJ6wk7QSlffs2bNxvcdXv/pVHD16NKyu1NRUpKWlYf/+/VGfMRqNGBwcjHmaDc0qDgyf6hWpk0ajQVVVFXbu3DnCs2zZsmUYGhrC4cOHIQjCmIasBQUFaGxsTDjViF6vR21tLV5//fUZeSKfLuTl5anu8rNIDoqKilBUVITrr78el156KQ4ePIiOjg5s374dvb29EEVRdcZQ8lJOFULjrEWDErNtqqDEZdPr9WhqapqyemcR20h7lkGaRdIgiiIyMjJUTzCz2RzmOTR37lw0NTXFtegoi0VoapVkIzs7GwMDAxgYGJjSTVHxIKuursahQ4dgNBoxMDAAt9sNu90OnufR1taG3NxcrF69Gr///e+jlmMymdTAl0qeqtHqNJvNapqVqVz88/LyUFpairfffntK6pvFzEBRURHuuecenDp1ChzHYc2aNdizZw9++9vform5GZ///OdhsVjw3HPPobOzc0xvVL1eD5fLldS5WlNTAyJCU1MTzGYzcnJysGjRIjz44IOjPldeXo6zZ89OujfeLKYEMRmkWRukWSQNPp8v7OSjMEdKPJIzZ86om/KCBQuQmZkZtRye55GTk5NU5qioqGjEtZaWFjDGRsSMMZlMWLx48YTrFEUReXl5I64rC/yePXvgcrnUvGt6vR5dXV3o7u6GJEloampSE12G4qabbgJjDBkZGcjNzUVubm7MuDccx6mhAIaGhjA0NIRHH300buZotDxZ8aKxsTFp6SvOd/A8HzNW1icNbrcbdXV1OHjwIP7zP/8Tra2t0Gg0kGUZPp8PL7zwAp599lnk5eWhurp6zPKGhoaSxhwpEnC32w1RFFFdXY0rr7xStf1TomDHwrFjx2IyR3q9HnPnzo2rHTzPq3aLs/HHZh5mJUifAAiCAIvFgs7OzimrM1q2do1Gg8LCQhw5ckS9Vl5ejmPHjo0w+IyMc2UwGFBQUAC9Xo/du3eHqaVCn1m4cCEOHz6csFFkZDwWBdHiATHGIAhC1BOtIu2RJEk1Gg9FWloaTCYTTp48OWq9kYiMpyLLMkwmE9ra2kbUodPpkJ2djbNnz0KWZQwNDUVti1KuKIrw+/3Iz89XY7hEi11ls9nCgnOGlnG+5VBKFDU1Ndi9e/esei0JYIzh4osvxpVXXol3330XxcXFyMrKQiAQgE6nwx//+Efo9XoMDQ2hs7MT1dXVyMrKws6dO3HgwIFJb9/SpUtx7Ngx+Hw+ZGRkYNmyZbj55puRkpKCv/3tb6iursbDDz+MnTt3qnMhUho+GhSGZ6x5bzQa8bWvfQ3Lli2D2+3Gq6++qsY3czgc48odN4txIaYEib/vvvumuC0jcf/9909/I2YwxkrqGgwGwzLDTwVCN/PQdvT394ctDEoy10hEJtH0+/1wOBzo7OxU1UUZGRlqNu97770XO3bsQFdXV1iAQlEU49rA4+kbWZZhNBpHZPpWEt62tLSobVPaH3nqc7vdCAQCMJlMMbOYS5I0YvEkIuh0OpWh8vv9MTOO+/1+FBcXo6mpCVlZWWqfK9Ki0MVZaWswGMTg4CDcbndM5tLr9SI3Nxccx4XdQ0RqtPNQprG2tjaqrVdaWho4jjuvknP29PQkJW+hxWI5bwJoTia6u7tht9uRmZmJRx99FJdccgnKysqg1+tVBr25uRk+nw8mkwmBQAAul2tENPzJQE9PD5xOJ3w+H3JzczF37lxceOGFuPDCC1FVVaXOz+7ubjWlkdfrjbmGpKSkQBTFsPE+1nqTn5+PxYsX48LFi1F66hTyduzAHLsdGRdfjEAwiOPHjydkW6jkhfykH2QmCa333Xff76L9MJusNk6sWbMGAwMDal6vqUQ8gz4YDCIlJSWhU4dWq4UoimraiomCiEZIH8ZK1KjkYwOGT1QdHR3geR5ZWVno7OzEqlWr8NZbb+G5556LukiN5XKfCNPodrujbupEhBMnTgD4+FsQEcxms7rQKggEAujv7x/V3TrWRhwIBFRmhDGGQCAAWZaRmpqK+vp6aLVaSJKE/v5+rFy5Eh9++CFaWlrU8ubOnYuBgQF0dHRAr9dDkiQ4HA61D0LrjRYJW9m4DAYDAoEAHA4H9Ho97HY7vF6vKqHkOA7//M//jPXr10ft39BIwzMdSj8ky007WXPpfIfNZkNaWhoeeOABAABHhPR//APp+/Zh8YUX4q8LFmD7rl04cuSImjNOOQyF4uqrr8arr74adZwpkf8Tza4QGR4hLS0NPp8PdceOgX/7bdhOncKNxcUIXnstTp48CYfDEXUNLiwshE6ng81mQ2pqKjweD44cOYKGhgYYDIaoEfWBYfOCOXPmgCPC2ieeQGZDA3iPByUaDS4sKQH3+c/j9OnTOHz4cNzvFEuCPIuJYZZBihOHDh1KyglzskBECS/yPp9vQhvZ0qVLodPpcPjwYeTl5WHPnj0Jl+Hz+VRGZmBgAKIoquk3dDqdqq4L3eiB4ZhGykkwFhJdMAKBQMz+6O/vV/9WJFZDQ0Pw+/0jPPqCwSB4nkdBQUFYtnQF6enpI9JAaDQaBIPBEeV5PB50d3cDGGYGg8EgsrOzsWXLFgQCAXi9XtV+af78+airq0N7eztKS0uRn5+PV155Rc0t5fF4wBjDkiVLsG/fvqjv2dfXp6ZN0el0au4ppW8YY8jMzMSmTZti2oiNV3KUiBF/spDsOT2bCmn4YJKdnY3Gxkb4fD7oJAlYtQrYtQtwOqGXZVxVUoKDy5cjKysLer0eb7/9tjq+ZFlWmaWDBw/GnMfKgWK8MBqNaG1tRXd3N2StFvm33w7xww+BoSHYZRlfysxEy0034TePPz7i2ZtuukmVzOr1euTn58NiscBgMKC+vn7UcdXS0oJ58+bhizodMhsaIJ47REoeD4xHjsCSnQ1ZllFYWDjCwzcSylo0KzmaHMwaaceJhoaGEbnDJhsrVqxQM7jHg0Q3lkAgEPcGES0JqpIrTDE0Hg8UdZIiYldUQYotjOIR5/F4YDQaVeZhcHAwTHISGpgyHiiqqPFACQIYKtGKJtkaHByMKklKS0tDfn4+amtrYTKZUFpaioKCAlWiJ0mSuuApXmfK34wxDA4OYs+ePSoz5/P5IMsyzpw5g/b2dmg0GvT19aGurk5tWyhz09nZGZMR9Pv9YRIs5T0U5puIMDg4OCKMw1iGx/EYvkeqZyOh1WqRm5s7ahljged5GI1GNWjm+SLpOt/g9/vR19eHX/ziFxh86aVh5mhwECACBgdhPHIEuR99BIfDoUosAagBYRWMtq5EquljobS0NOp1n8+Hvr4+nDhxAj3PPgth714wpxPsXBszGxpwUQy7o7q6Ohw6dAgDAwMwmUyw2Wyw2+0oLS3FhRdeCLvdHrM9FRUVuOCCC1DicoGPkLBLfj9yziXAjkcbEPr+s4beycesBGkGY7RYO1MBURTB83xMm4pQ6UikaiFRw15FiqSodoBwUbjT6QyLfBwqvvZ6vQlvdNEWV41GA1EUo4r6FSgMBjC82UYrR7EZ6+rqGhFRWZZl5GZl4RKDAZfwPDbPm4cNPh8GhoZgs9ngdDrR19enlhnZj0SEvr4+lXEWRRE+nw8OhwMtLS3gOE71gAtVbyrMlc/nU+0qIiHLssqIKhscMDKRcbSFe6xxqkjcRkNXV9eov0dunuOBYpM1EfA8D71eP2F1mtKvUykxW7hwIdxuN44dOzbqfSaTKUxqOhYiHRvmzZunJk9u3LABZRGSXt7txhKex/+2to6Yb6HjdqLfijGG4uJiOJ1OFBUVoaGhAYODg+jp6YHb7YYkSRgcHAR34ABYhARe9HqRe056G4k9e/ZAo9HgggsuQFVVFebMmQOn0wmHw4EVK1bgwIED6OrqgsvlGrE2KbaAO1wuzBdFaELGtFcQ8GEwCI1GA5PJFNeciPb3LJKDTxyDVF1djX379s1odVgsRHo8jUdllSg4jlM9xgwGQ9iiGJoKYKyFajyLfaI2BLE22PEEVYvWTkEQwiR2giBAr9eH9QnP85BlGf39/SNOa8rzSn8qkrFQrF65Eve8+y4ucDoh+nyoFgSs1mhwjUYDzTkD1tC2Rdah/KZcVzYmhalSDKlDNxmFySIi9Pb2qh5EodBoNJAkCX6/Hx6PB36/H6IoQq/Xg+f5MeO9jPUNBwcHx9yUx4LH40FbW1vc99tsNrjd7rC2B4PBCceuUbyUkoFklRMvlJAPY2E87eI4Tj1kOJ1ONV3PGbMZxTod+NAxJ8vQLl2KwfXrVY/PaJiowXtJSQmysrKQbrfjSsZg4Ti83tqKxwcG4PP5EAwG0dHRgUNz5uBSjQZCSH0BjQYnRklHo9Pp1L50uVwQRRGl8+Zh3vHjuNThgE0Q8GciRB7d9uzZA1mWsQfAFTk5yG1pgeD1wi9JOGOz4XmHA2azOeG0MYkySHa7HT09PbPquVEwYxgkm82m2lpMBHPnzp3x9kKxEI9r6GTUKYoigsEgdDpdGDOgnK7igbJRKxt4PJOO53mVQZqs00+ooXYsqRbP8+B5Hn6/P4w54XkeWq02rE+ampqQlpam3h9aD8/z6gahLOxK3Bvl//9vzhyU/e1v0Jxrk9bvRyURrtRq8WxbG1JSUpCamqpKqWKNB4UB8nq9MBgMCAaDCAQCKuMTmutKq9WqTIHSRo1Go0Yy9vl8auRuxciciCBJEvR6PRhjYfZGY0USnykwGAwgoqQH8wuVrk0ERDTlHm/xRquO16VdgeK1KMsyBEHAhg0b8MUvfhHvvPMOKr7/fTS+/Tby29rAhoYQ1OngWrAAb2C4D8a79guCoEqdo4ExhoULF6Jq0SLc8OST0H/0ETiXCzWCgDWM4bPn6u/o6MCfTCZck50d1sbTNhseHsVQ2mw24+DBg7DZbMjPz0eazYbrnngCho8+Au/xYDlj+I4s4+LBQSirjiJ1bm5uRlVVFR5fvBhLe3tR4nbDXVKCV9xusP/7P3R2dk56EMrRDMmBxJ1cpgLRwr9Man1TVtMYyMzMRG9v74S52RdeeCFJLZp6TAdTp0g6AIxIdGqxWMZkkJRJFKpCUTbdsTAVm0Mo0xmLQVK8w9xut8p4CIIAk8mkeoQNDQ3BYrGgt7cXHR0dI053HMfB5/Oht7cXkiRBq9WC53mkpKSA4zi43W4IggDuwAHoIlV7gQBqNBpsNJmQmZkJjUaTkE2XIk3SarWqXZnC9BFRmH2Qx+OBJEnIzc1Fb28v8vPzcebMmbDFWKPRqEb/kYb/jDFVFRjJJCYb4/VSUhBvupmpRiTTHImp3gQmAlEUodPp4PF44PF4wtYLu92OM2fOwGK343ef/zxWBYNIbW7GfgAv9PVh729/q9rFjYdBUhJOR3NOYYwhPz8fTqcTNT09MB45Apxbn7Q+H6o4DlcLAt4SRdjtdhDH4aeXXIIfVlSgwOHAe319+F1jI8688UbM+s1mM3p7e+Hz+WA2m6F77z3oDx2CeO6QJRNhkdeLr1iteObcAUP57n19fejr64PJZMLvWlqQlZUFqq/HqVOn1JAnketvvOtqvIjmQKIg1A5xpkCRUE7l3JgxRtofffTRrKgvBDMh2q5iIB0JnU6n2idFiuIVI9jphtKu0Akea2Iptjmhaim9Xo+qqipwHIesrCwAwPz581WpTGRZgUBA9V4Dhg2ORVFEZmamakdgtVqxubcX3gjmyisIGCwqgsViwUcffTRmDrpIDAwMIBAIIC0tDQaDQX1XZTENtVkChmOwtLW1ged5XHDBBSPGmsfjiakqJSK0t7er3jvJRKQ60WAwJL2O0WC1WidcRjzzVqfTITU1NeqzGo0GOTk5YX2hxPqaiTAajcjJyYkazuPxxx/H0aNHcf/998OWlgbTl76E1ttuwx/a2rBj92709/ejubk5at7GeDA0NASv1xtVFSWKIq677jrYbDa4duwARUhjtMEglmq18Hq9OH369HCkeY8Hlz74IJa9+SZ+ceQIFl944ahhSvbv34+Ghga8/vrreOmll5Da2AgpgoERvF7cVFamRrp3u91gjKGzsxPd3d2oq6tDf38/Nm/ejA0bNuDkyZPo6+uDx+NBR0cHZFlW1xSTyTSufhoPFIn0TEIy1OMJI1YW26kkTH823xlHubm5dC7C+KQQx3HEcdy4nq2srIyaEZ4xNiMyZHMcR7Isx/w9WoZ7WZbJZDKF9YkgCFGfF0UxZtl2u50KCgoIAEmSRLm5ueozixcvpj27dtFHGRnkEgQKAOTkONplNFJZcTEZjcYx302SpLj6gDFGPM8Tx3EkSRIVFhaGvVN1dTXZ7XZKSUlJaJzxPE+LFy+O+pvJZIrZZ/H0oVarnfCYj/Zt46Vbb7017vbHory8vITegTFGRqORJEmiJUuWUE1NDX3nO98hi8WilpOfn08GgyHqsxPtC8bYhN95LDKbzfTzn/+cDh06RN/61rcoNTVVHZsTLdtgMJDJZBrRH5IkUVFREf3sZz+jN7/zHfJqNESASm5RpB9dcAGZzeawZ0VRpKysLCoqKoprrul0OqqurqbLL7+c/qu2ljwR9Xg1GvrzunVUWlqqPmO1WokxRmlpaWodjLER31OWZVq2bBlZLJaY9YuiOKn7xKeE9sTkTaabOZplkGZpqqmgoCDqwiLLMlmtVgI+XmA1Gg0BwwsYx3Fxb8Acx5FerydgeKOqqKig8vJyKikpoaI5c+hv3/gGPVtWRl/QaomLs92MMVq2bFlYHcrfGo2GBEEgnueJ53kyGo2Uk5NDWVlZ6jtwHEfFxcXE8zzp9XrKyckJK0N5v2gLrnJttPe///77VUZsNOJ5nqqqqibl22ZnZ0/6hj9RCu1fq9VK999/P9XU1NDJkyfp3//93+kXv/gF/eu//ivZ7faYmx/P80k5jBgMBlqwYIH6/bVa7aS8c05ODt111120adMmWrFiRcL9NBYJgqDON0EQqLS0lJYtW0YPPPAA3f+Tn5CjqmqYSWKMAno9HUhNpZRzTKdWqyW9Xj+CwQqda/FQXnY2Hc7MJJ9WS8QY+XU6ai4rozWrV1NGRoZ6380330w6nY6WLl1KKSkp6ndQ2p8IVVZWxnWwmqVRaZZBmqWZQQaDYUKn/GSS3W6Pe0NQJGZLliyJ++TLGCONRkOpqalUUVFBZrOZqqqq6OKLLyabzUZZWVlJ2cyV03hqaipVV1fTxRdfTDk5OcQYo5KSEnrggQfU9uTl5dHy5cuJMUa1tbVkMpnUjaG4uJhqa2tVqZdCGo1GXeAVxnKmfMPzjSwWC+Xk5BDP82S1WmndunX0zDPP0O23305er5f2799PH3zwAd1111109dVXjyoJTRZxHKcyFU899RSJokiiKMY1NhNhYj73uc+ph5N4+2q876QwIPfccw91dnbSjm3bqHf9enoiJ4deuuUWeuSXv6SKioqkSl90Oh3l5+TQTxYvpoM33ED1v/kNtTU305NPPjni3sj5Y7fbyWazJUWqNksJ0yyDNEvJJ0WqMt3tGC/V1NRQWlrapNahbDylpaWUnp5Ot9xyCz3zzDMTOqmHbpoKk3XZihX0vcJCeqmigh5fs4auv/Zaqq2tDRPtS5JEjDFavnw5VVVVRVXbAMMLvSJ1ikY8z0dd9McijUZDxcXF0/7dJ0ocx41beqNIz5588kk6ePAgORwOIiL6wQ9+QKHYtWsX2Wy2sG8SL2ORCClqqMrKSnrkkUfoe9/7HhERud1u2r59O2VnZ8ec4/Pnz6fLL788aW1hjMWtQh6LDAYDrV+/nh588EGqqamhDz74gO6++27avHkz3X333fTYY4+p7x36nCiKZLVaSRAEKioqSqjOwsJCWrp0KWk0GioqKqKamhpijKkq91B65JFHKCsrK+za2rVr6ZZbbpn28f0ppFkGaZZmaSwyGAxkt9unrL5oi2QitHTpUjKZTPTVm28muuwy8mm1FDynQjg1Zw4trqyk2267jSorK4njOEpLSxuzvuLiYkpLS1OlCKPdq6hmzmdijNHChVrOmxUAACAASURBVAsJwKgqrWRQfn4+3X333dTV1aUyQhs3bqSXXnqJyO8n2riR6Kc/Jdq4kbZv3UrXXnvtuNQu8VJ6ejrde++9RER0ww03kN1uV9vV3NxMREQvvfQSvf/++5Sfn0+pqanjYuy//e1vR5WETeYBi+d5WrlyJZWXl9P69evp2muvpaeeeoruvPNO+sY3vkELFiyYNHWiIAiq6ozjuLjUzlNBjLFJU22f5zTLIM3SJ4sqKyvDTtiJ0EQX5UjpgWL/E3mfomIL/X96evq42sHzPC1btixsw2SM0a233kp//drXRhihukSRvldYqG74jDGy2Wyq/Ue0k/q6deuopKQkrvbMJMPQp59+OuFvyhibkAonUbrpppvo5ptvpieffDJMUtTe3k5PPPoo0WWXERkMRIwRGQwU/Oxn6X8efnjSGHaNRkPZ2dn0hS98gbZu3Uovvvgi9fX1hbWttbVV/fvYsWO0evVqVboSWZ5iUDwZY2U8amiFSbFarVRdXU0cx9GSJUto1apVlJqaSiUlJVRaWqoyMp8EilctOksjKCaDNDN9R2cRBkEQZnPsRODQoUNxxU6JTPUBxJ++gOO4qK7fkXFXlMjTCkRRVN3tQ+snGg5Kp9Pp1N/0er3qwm00GmO6tQcCARw+fBhDQ0NqPrIvfOELqKysxAKfD0KEW77k86Hc60VxcTGWLVuGl19+Gffddx+2bt0KYDjA5A9+8IMw9//nn38eJ06cADAcC0mr1cbsm3hDOVgsFixfvhxr166N6/7x4I477kg4RAgRjRokL1m46qqrsGTJEjQ3N2PNmjX42te+pv7W1taGp59+GlcyNiJXWXDHDtQ//nhSAlLGQm5uLq666iqkpaWB47gRbuQZqanAq68CP/sZSurq8Nz69bj77rtRWFg4oiyn04kdO3ZErefcIXjcSCTuDcdx0Ov18Pv9arT7/v5+1NbWgud5uFwuOJ1O9Pb2ore3d1Q3/qmCRqNJOGp2NPh8vvMmftZ5g+mWHiVTgpSRkTGjTraTRYl4U83Sx7Rq1SoyGo2qa3W8btDjqSvU6ytUajRa+dFcfWOVabVaae3atfSVr3yFep55hlyCECZBGmSMHr3iCnrqqafojjvuoNTUVLJYLGF2FbFskBJ5v4ULF44qvVHsSiZLnTHTSaPRUG5uLr3xxhvkcDjI6/WqEpl9+/bRj370I9p+5ZXDkqOQ70eM0YEvfjHM+2m0PlZc3ROh4uJieuihh6ihoYFGwO8fIdWiyy4j8vvpu9/97oyQvKSlpUU1bI6cU4IgkCRJlJeXp47DiYQ5iSRJkkiv14+Qyk61feZnPvMZWrJkybR/l/OQYkqQ2ES5+2Tg3ICeMM6nCLTnC7KystDa2hrXKZDneVit1oSiQE8lDAYDhoaGUFRUhMbGRlUSJMsygsFg1Ii8ycBo4zIlJQVOpzOhcaukhnn44YdhNpvxzptv4s4338T8wUFoAgG4GMNeQcD1sgxDSgpkWYZer8eePXsgSdKo+fLS0tIwNDQUd4oZrVY75ekyzicUFBSgtrYWa9asQWNjI8rKyrBq1Sps374dc+fORUZGxrCU5qabhiVI5+ARRfz6oovws3374kqKm2hyaGB43K9YsQI/+MEP0NHRgeXLl38cwDJKm2AwAM8/j78FAvif//kfbN++HYIgTNq8iQVJklBQUAAAqKioQEZGBurq6uB0OrFt27aYzwmCAFmWMTAwkLSgxKIoYu3atRBFEf39/cjOzobP58Mdd9yB3bt34+9//zteeeWVpNQ1FvR6PWRZhizLIKIZG0l+BmIvEVVF++ETpWI7H5gjs9kMm802oefHE6m6oKBgVJVJLHR3d4cxR7feeitKSkqi3hsMBhPO4TSVGBwcRDAYRFNTU9imHppiZDIw2rhU8p/Fi4KCAjUJ7m9/+1s8+uijsKen46eXXIL/Z7Hg5zodbtPrsZox6I1GLFq0CABU1dlozJFerx9TnStJEqqqhteSwsJCSJIEi8USlwo4Mjr0pwFtbW2oq6vDCy+8gDlz5mDVqlUAgIsvvhi7d+8evumKK4CaGpAsgxiDX6tFz7x5eLy+HjabLWzeLl++HFdcccWIehLd8DmOg8fjwd69e/Hoo4/i9ddfR2pqKt56663hG/btAyKjFjud6N2yBS6XS1U9K2ltFPA8j9ra2hH1LVu2bEJR0WVZBmNM3fw9Hg8sFosaAT8tLW3Mtcfv98PpdI7oq1h9OhqsVit0Op06dy+88EJcf/31uHXdOvzhuutQ9cYbuCIQwJdvvBH33nsvFixYkNgLjwNDQ0Po6elBe3t7WNooURSxcOHCSa//k4gxFZ+MsVwAzwDIABAE8Dsi+hVjzArgzwAKANQDuIGIes898yMAtwEIAPguEb01Ka0/DzE0NDShtAFDQ0Pj0ul3d3ePK49PJOOwY8eOETnbFBDRuOqw2+0wGAyj5gaKhMlkgsvlUusrKSlBRkYG3nvvvTGfjcxkHy+DkqyEyqEoKChAS0uLyvQobdHpdDAYDCOkcQrDescdd+Cpp54Cz/MYHBxEX18fuvv71eclSUIgEMDRo0eh0+lQXl4+aqLSvLw89PT0qDncgGFmXJZltLe3Q6fTYWBgAH6/Hw0NDQCArq4u+P1+eDwedUxarVY4nc4R40ZJkqv0faJpDCRJUhMBX3/99fjDH/6Q0PPTBbfbjc7OTixatAg6nQ47d+7EwMAA5s2bB71ej+effx433XQTOv/0Jwy+9BLm9PVhl9OJ14nge/ZZDPT1hc2purq6pNirBINBEBG6urqwZ88e/NM//ROampo+trlbtAiQ5XAJkizDN38+tFotMjIykJ6ejqampjDGNxgMqsx4KE6dOjUqcz4WlDFms9mwYsUKfPOb38TOnTtRV1eH7OxsdHZ2RrU3jIRyWBFFUU0PNJ4+VaS+wWAQ9fX1mD9/Pi5bsQIL7rpr2J7M6cQcWUb2okV4bc4ctLS0jOu9E0UgEBgh0QsEAmhqapqS+j9piGdU+AHcRUQfMsaMAPYyxt4BcCuATUT0c8bYPQDuAfBDxlg5gBsBzAeQBeDvjLFiIppZiV2mCRNZJEZ7nud5ZGZmxpwI8Yjp48Hx48cn9LwoivD7/WFMnsvlSpjp83q9YSdBh8OR9NxBjDHodDp1U58MVVJ/f7/KHIX2gZJE2Gq1oudcokvg4+/40Ucfwe/3Q5ZltLS0hEmiFKlDd3c3Ojo6kJKSMqrU0Wg0qslGleSbwPCmpNPpYLfb1dN5MBhER0cHgOH+cbvdMJlMMJvNSElJQU9PT9h3sNlsMBgMaGhoCNvo45F4hKo+lSS8wWAQR44cGfPZiSAnJwft7e1JSwza2dmJtrY27N69G5mZmeo8raysxJYtWwAAqRkZwI03osnjwSu//CWOHDmCgoIC7N27N6w/k7nREpFqzOz1erF+/XrodDr4fD5cfE6qhV27QE4nmCwDNTVIu+UWlJw4AYfDgfr6ejQ1NYWNWyJCc3PziLpaW1sn1NbS0lKcOHECfX19cLlcaGhowBWXX47rJQn8oUNoz8wEu/RSCIKAvr4+nDx5ctTyFAYRGF+fKgeAlJQUDA0NIRgMIvfw4Y+N7QFgcBDC3r2ozczEvnMHkGRDSRY+GoLBoJoPchaJYUwGiYhaAbSe+3uAMXYUQDaAawGsOHfbHwG8C+CH566/QEQeAGcYYycBVAOI7uIwi4SwcOFCuN1uHDt2LOz6eKU3U41ok9npdCachDCSWYkUKyeClJQUBAKBEXY3RBS2kY/WRkEQQEQJM2kdHR1qVvJgMAiO4yBJEgRBiJmIEwC2bdsGjUajMg1EhMzMTJWBdrlcsNlsKCwsxAcffABJknDNNddgw4YNahnK4hoIBFBQUACXywWtVgudTgeHw4G+vj4QEfR6vdrfjDHk5eXh7Nmz6glcUZd5vV5VyqRAYWwEQYDVaoXX643be0yj0agn4lDp2vbt20d9TrHHWbp0Kdra2hKSTALDaqNYKkPGGDiOS+g7u91u7N69G3V1dSgsLMTixYuRl5enSv7ee+89lJWV4cSJE/jHP/6B1157DfPmzUuozeMFx3Hw+/3YtGkTvF4vGGN4//33cd111+HwwoW4rLwcme3t6JszB8seeADgeZSVlSEQCODkyZNobGwckWyWMYbVq1fjjTfeSFo7V61ahbNnz6Kqqmp4PHi9mPed70DYuxdwOpEjy8jOy8PAhRfinc2bxywvWYepYDCofkfPjh0j1JLM5UJWR0fchyutVgtJktDf35+U9s1iYkhIrsgYKwCwCMAuAOnnmCcQUStjLO3cbdkAQmX5TeeuRZZ1O4DbE2/ypxtarTYqkxEMBsfNIEwlkm0nptPpEAwGo9oQMcaQnZ09pnhZp9PB7/dHNUyOd2GbSBgGjuMgiqK6MYuiCK1Wi6GhoVHdvDmOC5MMKuEDOjs74ff7kZ+fr9p98DwPWZZHtJmIVOZFFEWYTCZoNBp1gXa73WHMkcViUetR6na5XHC73VG/rcPhgMPhgNFoRGZmJlpaWpCenq6GPIj1XhzHwev1jmu8KN9Cp9OFhTGIF+3t7XGpa+KFInVrbm7G0aNHceDAAVx44YVIS0tDR0cHPvjgAwiCAIPBgL6+PgwNDaG9vV1VYYaqgyYDHo8H+/fvV+fL6dOn8dWvfhWMMbyYm4uLLroIqS4XjB99hMrKSgBAfn4+5s2bh7KyshEMEoARY22icLvdyMzMxOWXX46tW7diNdEwc3RuzrLBQdhPncIlJSXY6HbDbDaPapM0HqP2aFAMvvft24cDlZX4nF4PFsIkBbVaNFitaFDszcaAMvbjRX5+Ptrb26fcUP7Tgri/BGPMAOBlAN8notHY22g7xYgdnYh+R0RVsazHZxEdO3fuxIEDB6a7GTMGkiSNMPjV6XSorKwEYwxms3nMMgYGBhKWYEUiMgaJIAhISUkZ9RnF40SR+iiSCZ/PB5/PN6o6VhTFEYtiS0uLyhwBwNmzZ/Hmm2+qNgjPP/982P3BYFC1M/rwww/R39+Pnp4e1NfXo7e3V40po7wHx3HQ6XRh3jFLlixBIBCA3+/HggUL1PhPkQgEAhgYGEBvby9yc3NhMplURisUer0eoiiqMWvGo9ZUpANbtmyJag+TSBmRGI+U0O12QxRFmM1m8DyPkydP4p133sHJkyexa9cuBINBnDx5EmfOnMHu3btht9vhdDphMpnAcRx4nh+TAWeMDXvExYm0tDQUFhaGeW8yxmAymZCbmwvGGAKBAOrr6/HSSy9Bp9Ph5MmTOH36NACgr68P7e3t6OvrG+G0QUT4y1/+klAfjYXXXnsNF110Efx+PzQaDdj+/SOkNYLXC3N9PUwm05gG4YyxpMWWczqdOHDgAB47cwYNWVnwShKCALwaDXqLi9FZVRU3oz40NBTG2IUyS6HrnCJZTktLG9chYBbxIS4GiTEmYpg5epaI/nrucjtjLPPc75kAlONgE4DckMdzAMSl5C0qKkrqye18gCIxmEmYiBH5VKOvr2+E5EeWZSxfvhzBYDDq6TYSTqcz6ScwSZI+dpmOAsYYUlJSYDKZYLFYAHy8KSu2IaOpTCM9EnmeHxGwMh6kpaXB5XKhs7MTRASHwwGPxwOe5yEIAkwmE9LT0yHLMgKBAJqbmxEIBGAwGCCKIj73uc+p7b7kkktgNpvBcdyIzWdoaAinTp0CMMxMnjx5MiozpTBjkyUtmS4wxmAwGFRbsK6uLrz22ms4ffo0Xn75ZZSXl6Orqwv19fU4fPgwqqqqVC9Bt9s9JlPGcZzq+h4PcnNzR3g2KfZdr776atimK4oiXn75ZdTX18NoNKKlpQWbN2/Gli1b0NHRgUsvvTT+jhgnXC4XCgsL0dPTg1tuuQXO4mJQBBPEZBl7/H64XK4xbW4ibf7GA6PRqK7dDocD/7dxI+bW1WGdIODpOXPw0KJFKGtowN+3bBmXdy9jLEzFrtFowv5mjGH37t2TGkz0044x4yCx4ZXujwB6iOj7IdcfAtAdYqRtJaIfMMbmA3gOw3ZHWQA2AZg3mpG2Egfp/vvvx8MPP5w0g+LzATzPw2w2J+wdpWxCE9WlR7OpUGw/zoewCecrlHhEjDFUVFSgo6MDHR0dCAQCkGVZNbIGhk+L0SRGoVC8x5QAZ4nYoy1YsAD19fXqAsxxHNxut+oSLcv/n70vD4+quvv/3Lmzz50ls2WZhITsJAECARIQEQRFZBFFURG1qFRa5XXpQy1W69L6UJfWtvR9X5Raf0r1tbW1VrAoImIVAkogkIQtEMg+WWcmM5PMfn5/hHudSWYmM8lkAfN5nvtAZubee+69557zPd/l85EhOTkZZ86cgUQigUwm4/ixgnFeicViLsmchX84LyMjo1+yv1wuh81mAyEEIpEISqWS8yCxBuNIgKbpmCf7hwNrKJvN5pBhH5qmA5KKgx1DKpUO2Qvqj7S0tKC5W5s3b0ZXVxdXTfvtt9/C6XQOmBQ9VGRnZyM9PR2zZs3CggULoGQYGO67D9rz58Hr6YFPIoF3xgy8sXo1/nPgAPbt29cv5SDWz3bKlClobGzsN3azfT1WYbxxDDtC8iBFYiDNBfAVgAr0lvkDwJPozUP6G4AJAOoA3EYI6by0z88B3IfeCrhHCSFhs/ViRRT5fYJMJoNIJOIqI2L9MiYmJg658mQgSKVS+Hy+K4ZokPV+RjIIs4O1UCiE2+0OmPzS09Oh0+lw+PBh0DQNjUaDlJQUlJWVhTyewWCAxWJBUlISfD4f6urquBDdQBODQqHg+pPBYEBtbS06OjpA0zRndAG9hk9mZiYqKythMBjQ2dnJGTD+19V3Mvc38Pyrbtgwh8/nw5IlS7Bv3z44nU5kZmaitbUVbrcbOp0OHo8nptVbY3niEolEUXFysR7oWbNmhSVJjAUoisKGDRtw4cIFfPnll2AYBjKZLOok+MGgpKQEbrcbcXFxaG9vx7Jly7Bg3jxc090NuqICp0QivFJVhQt1dTh06FDQxYRWq0VnZ+ewPvtIFjPDee7BhIAHQiSVcpc5Bm8gjQTGDaShgaZprsT6csLatWthNpuxa9euAX97ObykKSkpoGk65IQhkUjQ09MDHo+HlJQUNDQ0xGQwY938CoUCLpcLeXl5kEqlOHjwICiKgl6vR11dXUgW7YKCAlRXV0OlUnFaVYQQCIVC8Hg8dHd3QyAQcLw3LFhmYn8Xf2pqKjo6OoImvPN4PC75nG2vzWYDj8eDRqNBW1sbd06n0xnTgZ7P54OmaU5fz2g0RnV8gUAAiqKGTNMxEK666iocPHhwTPZ1qVQKl8uFBQsWwGq14tChQ8P6XvZlaZ87dy4aGhqQnZ2NBQsWIDExEenp6UhKSsKRI0dQVlaGu+++G88//3zMc6AGi8udaT7YO34FYtxAGsc4RhM0TeNPf/oT1q1bx3G6xGolq9VqUVJSwhFDJiUlQa1W45tvvglZKQb0Sq/0NWREIhEXQnO5XLh48SIYhoHT6QyaOC6XyyMKibNVWv65GEqlEomJiTh9+jTWrVuHv/71r4PixBoIDMNArVZDLpfD6/VyieJlZWW9ekuX8qXGwlg4WIzGAkKhUEAsFofsY7Fuk0qlwoYNG7B69WoQQvD222/D5/Nhzpw5nOhzZWUlNm/ePOhzxNK7qFKpsGXLFvzoRz8K+Rv/d4vN+xpuI3wc/TBuII1jHFcqlEolZsyYAavViq6uLsybNw9OpxPvvPMORCLRgLkpwbTiRCIRx+adk5ODvLw8bN26lauWam5uRkpKCurr6wP2y8nJQUtLy6CSUvl8PgoKCnD+/PlhyUPUaDRITk5GQ0MDJ9liNpthMBiQmpqK9957b9iMjNTUVLhcrmEJWwsEAkyaNAknTpyI+bGHgsLCQpSXl8f0mHK5HAaDAbfffjtcLhdsNhv4fD6am5ths9kgEAj6aZ8F66fBkJeXh1mzZuH//b//N6Q2DsbIMhgMoCgKra2t4wbSyGPcQLqSwefzodPpYjr4shwt4xjbyM7O5rw8CQkJYBgGjY2NQdmMI4FMJuM8RWwpvn+yK0VRHJ8RRVFYtGgR9u3bB6/XixdffBFvvPFGv9J6Ho8HPp8PsViM+fPnB5BVAhhQQDdSbN++HZs2bQpqnNE0jZSUFI6detGiRcjOzsakSZPw0ksvISsrCwcOHMDVV1+NP/zhD6isrERnZyfsdjvq6+uxe/duHDlyJOz5RzrBOxSizWMaLcTHx4Om6Yjzy4RCIfLy8riCgmuuuQZNTU0D5l7l5OQMqADAhl+jJdtVqVTIy8uDQqGA0WgETdOYO3cu0tLSsH379rCs71dddRXy8vICxu+ysjLU19ePWcHvKxQhDST62WefHeG29Mdzzz03+o0YQbAr81jFplk211jCbrdzqvHBMGXKFCiVygGr78IdIxb4wQ9+gNTU1CFLoFyukMvluP7661FXV4dFixaBx+Nx2lIKhaKf7lwo8Hg8rvpNKBQiISEBixYtwi233AI+nw+Hw4EpU6agrq4ONpsNIpEISUlJyM3NxcmTJ+Hz+bBv376g5dWEEDAMg9zcXE5awx833ngjampqwvYTiUQCtVoNt9uNlJSUoEbQxx9/HDI5lqUwaGpqQmpqKu68807ccMMNuOmmm/Diiy/i0KFDkMvluPPOO1FfX4/s7GwIBAJ0dnZCKpVyieLhvHHRLjaVSiWWLVuGU6dORbXfQEhNTYXJZEJBQQH37MZiUjrDMP3ITsOBraxlPaWEEFgsFpjN5rD3PpIK4b6s+ZEiLS0NBQUFWLZsGVauXImCggI4nU5s27YNBoMhbAK7Xq/HihUr8Oijj3ILhJycHHR3d8NoNA6aJDVW/E7fIzQ/++yzrwf7YtyDNA4ONE0jLS2N46sJB3ZCHWz/Gah0ORgee+wxvP766wGTFMsT8n2lJNBoNBwL+C233AKFQoHy8nKcOXMmoAItGjAMA0IIXC4XGIaBSCRCa2trQII10DsYs+ELlUqFLj+xXBY5OTlITEzE/v37+4Ue/Ev/I3l+7O+HmtuiUqmwZMkS3HDDDfjggw/w4Ycf4r333oPBYIC9qwvpZ84g226HNTMTbzQ14dyFC6isrASfz0diYiL+8pe/DPrcfRHptUd6rIceegiTJk3Ctm3bcPvtt+PVV19FW1sb4uPjOR2zsYJoc7/6jhmDGYOUSiXHfj2YMagvHn74YajVahBCMHXqVOj1elgsFi68uGnTJjz00EN4+umnOaO+uLgYMy6RR+bk5CAjIwMzZ87kOMBKS0vx4x//GJMmTepH7hoJMjIyEB8fP6AkDwC88soreOWVV2A0GqM+z1hFWloaOjo6ognTj4fYxhEZxkqYIBhkMhnHvxLuNykpKf206rZu3YpHHnlk2FbSw1ViGw5xcXGYP38+Pv/8c3R1dUEsFoOiKI6DKNp3W6/Xo7u7Gz09PTAYDODxeGhra4NWq4VEIsHdd9+NLVu24IUXXsCbb76J8vJyzuhZtGgR+Hw+Tp8+jaamJm5FzLJi+8uVMAwTVY4RRVFcdVuoCX7u3LkoLS0Nev/ZVTVN05DL5dzxfvrTn6KoqAgWiwU+nw9dJhPW7tjBqbF7JRK0pqXhwC9+gbLyclRVVcHj8cRUYyxW4PF4yMrKwvXXX485c+bAYrGgtLQUKpUKra2t+Pzzzzky0NHGaFakDubcoWRLVq9eDa/Xi5KSEtx4441QqVRQKBQcAequXbuwfft2rFixAuvXr+fOKxAIUFxcDIfDgf/6r//CDTfc0Esq6/UCu3cDx44B06bh18eP439ffx11dXVRtZemadA0HVHYmq0kHYsexsFiEIZvSAMpKi22cVz5GA3jKC4uDjKZbEDNtIGSjdkX48KFC/2+27Jly7AOAqPhwZLJZDh27BhnNEQTsg026Hd0dHChhubmZs7oa21thVQqxfbt27Fq1Sq8+uqrXEiXvaelpaWgKKofm7fb7YbX6+U8JYSQiAgN5XI558GiaXrAnIyjR4+GlQdhr0utVmPt2rU4fvw45s2bh+nTp+Pmm2/GbbfdhlVSaYAaO93djfiLF6EvK4PD7UZHR8ewyfxEk9ibmZmJ2bNnw2q14qOPPoJSqYREIsF9992H5cuXQ6vVQqfT4cEHH8Qvf/lLHD58mCPhHA5Ea3SMppEW6bn9rymUcCwhBDNnzoROp+vd1OoAA2fZkiVgGAYbN24MMPBlMhlMJhPH4G+xWHr3XbyYM84hk+GxwkJMevVVvPqHP6C5uTli2Rx/YeeBcCWK4sZyDhvPQRrHiMNgMMDn83EJkZ5L8gBD7djsJBjMWBmOqiilUjmsIqIDYcKECQGEkNHA4/H0a7d/uMLn88Hr9SI5ORnLli1Damoq6uvrcfbsWU5w1mQycfuyid3B7gXLjp2QkMDljsTFxcHhcIBhmKDt93q9iIuLQ2pqKkQiEXp6eiCVSkMagW63G2vXrkV1dXVExiqfz0dTUxOOHj2K5cuX449//CNu8/kg+vLLvjcKHTod9l+SrYl18iyboxeOJdsfSqUSfD4f9fX1kEgkePDBB7F+/XqYzWb87je/ge6bbyDbtQuwWnHUYkGX1Yr8/Hzce++9aGxshMPh4ORLxgFOb5DNC83KysLEiRNhMBggkUjQ2dkZ8tmo1WpQFIXbb78dEwyGXgPn978H9uwBPvoIzk8/ReYvfgF7dzeys7NRWlrKscITQvDUU09hxYoV0Ov1EOzZ07svm0vqcoHu6ECzXo+Pq6tRU1MTdQL5OCJGyByky0d0a5SxcOFCFBcXh/2NRqMJ+Ds7O3tcSDAIWL0vFh6PZ8CqG4VCEdGxIzVWWOI/4DvZlnAIJnobC6NuKKivrx90tdK111474DUTQtDe3o5Dhw6hoqICLpcLLS0tmDx5ckCFY3p6elANRZFIxGnGuVyuAIOKzWVi28+G9FhMnDgRIpGIx8l/YgAAIABJREFUC4s5nc5+4bW++mOHDh3ijC2pVAo+nw+NRhPw7NjQ07Fjx2Cz2eByuVBeXo7m5ma48vOBPir0PrEYpT09OHDgwLDkaQzUf/pOzoQQaDQaFBUVYcqUKZg3bx5WrFiB37z0Uu8EfeedwDPPgNxxB6Zs2gRLZyfa29uh0WgwadIkiESiiBP3vw9gBZvVajWnSXjx4kU0NTVBJBJh2bJlIQWY2eo7pVLZ6zlivY+EADYbRMeOAbt3IzExEadOneLGJo/HAx6Ph4sXL6K8vBw7duyA9T//6Se+S3V3I8FoREJCQsTPjNVQHEdsMG4gRYiGhoZ+2j590XdVtmTJEk6ccrggFothMBiG9Ryxht1ujzok1dfLwIqlDhb+q/ZI3O7BDBGXyzWq4QKLxTLo89fV1UW0r81mw5kzZ3Du3Dlu5dve3h5QNcl6hfqqzvu7+r1eb0Bojb2f7Kq4b0K5xWKByWRCTU0N6urquBwif5V2QgjnGdTpdGhqagKfz+fCeT6fDwzDBOzj9XphNpvR0NCA0tJSnDp1CuXl5Vi8eDGe++YbmLKz4RGLQSgKRCbDxfh4/PbUKdTW1g6L1yUa76NAIACPx+O00AwGAxiGQWdnJ1IqKwMmaMpuBzl0CD0ffIC6ujr84x//wIULF9DT0xNznp1YVE2xhnBfBDNORCJRP0Fttn/4QyKRRHTurq4umEwmTpfSYrFAr9fD6XRiwYIFUKvVQfczGo0wGo3Yu3cvPN9+28/Agd0O61dfwefz9WOitlqt+Pvf/45///vfvdqHkyb1M86JVArNokWYMmVKyLb7L/SAwVfjjSM4xk3NCBFJGXnf3IozZ84MOx9JqJDSlYa+k9NQq0/8V+6RHGcsVf/EAn2T2EOBnXjcbjeXIN+XY6mrq4urCvLXWYtGMb1vPhQbymKJAIVCYcAzY40gtoRbp9Nx4rpA78TK5kQFW317PB4cP34cLS0tmDhxIhwOB44ePQrD+vXoJgRzpFLQRUV46sABdF3imTKbzaOqtUUIgdPphNlshsPhgFgsRkVFBS5cuIAVx4/3m6BppxOKCxdQI5XCYrHAaDQOS6g5VouEYBN7pJ8FawcrlzOQQcjeE4ZhEB8fj7lz58JkMoEQgsOHD4PP56O4uBiHDx8O2M/r9eLChQv46KOPkJWTg2KZ7LsQGXoNnDMSCcxmcz9OObvdjvPnz2Pv3r0QCATwZGTgrrw8MFVVQHc3IJWCKimB/p57kPzaayHb3veax42j2GLcQBpGfPLJJ8N+Djbs8X3DeJhgZMAqxavV6gBOl76is+y/FEUhOTkZbrcbnZ2dIScniqJw7bXX4vPPPw97buC7SUAgEHCTGY/Hg0wm4xYlVquVy1Pq6enhwgysMREMhBA0NzfD5/NxXs1TZ8/ioNWKfVIp7P/5D2pqaiAWi7k28Pl87hyDhVAohFgsHjBBVqfTcVWF7EJIp9MhOzsbWVlZcDgcqK6uxnXXXQdMm9brgfCboN0CAY643aioqOA8T8GeB4/Hg0Qigd1uh1KpHFHdLbbP9PUwsvB/z9kKW/9cnNTUVAgEApw7d66fseBwOJCeno6amhpkZ2ejuroahBCUlJTAarXi4sWL3DnZHCR/NvebbroJb7/9NoqKirB48WIoFAqOFJUN4ba0tMBut+MvWi3y8/N7DZxLSdaOKVNQk5ODz959F7W1tUGvv7m5GX//+9+RmpqKsvx8rJw+HZO9XohLSqC/916AprnquGD95XJeHF8O+prjBtIIw2AwgM/nh3xhLkfweDzweLxhe1lZkVegt3KLnTC+z9BoNGETSMNBIBBwk4xWqwVN02hvbw+aD+Pz+UBRFLRabUgDifWS8ng8aLVaGAwGdHZ2hpUboSgK+fn5nIHk3yYWLAM36y2USCScgeR2uyGXy8Hn82GxWNDY2MglgzudTq50f6A+KRAIYDabMW3aNC6UWFdXh3PnznEhLf8yaK/XO+QQFU3TERlIcrkcPp8vwMBTKpXQ6XTg8XgQCATIz89HTk4OoFIBxcUBVVDfuFx4z2LBQFlyFEVxuUnSS96mkQIb1mLvb7hqPh6P16+ParVaiMVinDt3Lug+UqkUubm5mDFjBnw+H8RiMWfs7N27F4cOHYLJZIJQKIRMJoPNZkNFRQUyMjKwbNkyaDQaSCQSrFixAoQQ1NbW4vz589Dr9ejo6EBnZyc6Ojpw5tw5vP/AA1jO50Pb0AAUFqLaYMDZjz/G8ePHgxoDYrEYMpkMHR0dEAqFqKurQ/2kSdi0aRNycnJQU1sLn8/HcZANZ8VZbm4ujEbjoCSCBovLwUAar2IbYUybNg1JSUkhX+hoQVHUsLBVB8sr6OspYCGVSqHRaIbFfQ/0GgPsSo/l6mGvl+X8AC5vsdFokZGRgfb29kFds0wm4yb5zMxMqNVqdHR0hDQmnE5nPzmIYOf1er3Izc3FhQsXYDQa4fP5woZD/EMWUqm0n4FECIFYLOZCWk6nM+C5E0I4AkSZTAaapjljhuVfGigUyxrfDQ0NcDgcyMnJQV1dHVedqFKpQFEU1zafzzdkA8nj8UREdWAymfqJ97a3t6O6uhpCoRCLFy9GQkICvvrqKxw/cQJTXnwRvGnTUCeToeuee7D61Cl0DMAyDfTeZ3YBEmtG/oHgnzPDjmWhEteD9aXm5uagOmts/2htbcW2bdtw/PhxzL/6ajwxeTKSvvoKsyZNQsLcuTBbLGhvb0dXVxecTifkcjkEAgE0Gg2kIhFuEYmQfOAAhA4HzgPIKyjA119/DYZhYLFYuH7BMAxMFgvqJRJk3X8/vmppwemzZ7F9+3ZMnDgxKPmuUqmE3W6Hw+FAZ2dnwPHUajXq6uqwe/duvP/++xGR9w4FS5cuhclkioh1PFYYQ+N1yCo2rrR3NDcAZHwb3CYQCIhWqx30/hRFER6PN6Q2xMfHk1mzZo3K9ctkMqJSqYhYLB71ZzHQfR7Mfnw+n+j1+pi1gc/nB3xG0/So3hepVEpkMtmAvxOLxVw/pyiKyGQykpaWRvh8PhGLxSQxMZFkZmZy1xfsftM0TUQiUch2ACDPPfcckcvl3OcGg4GoVKpR7z/+z1Cj0ZD58+eTBx54gMyfP5/k5eWR/Px8snPnTkIIIX/605+G/E5fzhvbPwQCAYmLiyOEELL8xhuJZdYsQhiG+CiKuMVi0pSXR37z0ktkyZIlRCaTEb1eT4qLi0lhYSFpaWoiZOFCQhiGEIrq/XfhQkI8HpKcnBz0vAzDkJycHLJ69Wry/vvvk5dffpmkpKQQACGfh1arDRi7BAIBYRiGpKSkkKVLl5KMjAxu/+F6V+Vy+aiPA6O8HQlpm4y2cTRuII3uJhKJSFxcXNDvgk1cQqFwVAff0XiRh3rOwRpHAIheryebNm0a8vmFQiERiUQkMzOTUBTFXZNarR5S+4aySSQSMmfOHDJnzpyo+hRN04SmaUJRFElMTCQASFxcHNHpdNxxRCJRv2PGxcWR3NzcqNvJ4/GG/R5FaoTJZDIil8tJfn4+eeihh0haWhqRSqVk6tSpZNmyZUQsFhO1Wh3Q9tF4tqGe22DvYzTXwRpIKSkp5Ic//CFxuVzkwObNvUYOwG0ukYi8tnw5ueaaa0h8fDyRyWQkMzOTzJ8/n3y5aVO/3/sYhny5aRMpKCggQqEw7PkFAkHAZwzDRNRukUjEGev+9yqS/Qe7XX/99REtsvsurq6gLaSBNF7mP4zoW4o6FiEQCCDrU17K4q677uoXaps5cyb0en3AZzweb8T4ngwGw5DK+6MFRVFISEgI+DtanpGhuJJbW1vx8ssvD3p/oDeMNH36dPD5fCxduhQJCQlISUkBTdMB3ERDgUgkCrgvbF5aKFAUheXLl+PgwYM4ePBgxCFiNmeFEAKZTIbm5mYIBAKYTCa0t7dzx/EPx7EwmUxhq/dCPVc2SXa4IBaLsWXLlojK5dVqNQwGAyiKgsPhQG5uLubMmYONGzfi4sWLXLiGxVjK1UtLS+N4sfzB5lOFu3421BkJxGIxli1bhsbGxl4SRoEA6traflV+fJcLSw0GzJo1i0vU5/F4uO222+A8dCho2b7q4kU88cQTSE5ODtm/5XI58vPzAz6LJHQpk8m4XLC++TnDGfrcs2cP7HZ7UC4zf1zOCeGDxdifwS9jTJ48OeiAMJZgs9lCSny8/vrr/Sb3YIR5kydPxoMPPhj1uSMhaOyLurq6EWWU7VvWTgjBypUrY/JcBxqQYgWPx4PW1lb88Ic/xC9+8Qs8+eST0Gg0KCws5GQpBtsW1nDoKzGSl5eH9PT0oPuIRCIQQvC3v/0t5HGFQmG/NlEUBb1ej7vuugtpaWl48sknAfQa7awhy+7DkkxGg1ATAJsfMlxwOBz40Y9+BK1WO+BvXS4XhEIhVCoVxGIx5s+fj+rqajzwwANBc3H8Mdoq7+fPnw9a/Zeeno5bb7017PVHU5DgdDqxd+9eiMVixMXF4euvv0bunXeC+PFhAYBHKMQRjyeAIb2trQ1fffUVRCUl8PXhUaJkMohLSgAgJGs80Et7UV5eHlFb/eFyubj8tpHOzxlt0tsxi9EOr0USYlMqlSHDQOPb5butW7eOrFy5csjHYRiGKBSKUb+eaLetW7eSpKSkYT1HcnIyefrpp8nHH39MCCFk9+7d5OLFi2Tv3r1k8+bNZMaMGUSpVMY0hCSRSPqFGGJ57BkzZhCapsmcOXO4zzMzM8kbb7xB8vLyCJ/PJwUFBQGhJnaTyWT9wmwFBQWj3hci2RQKBZHJZIRhGKLVagmfzydarTZkTgwAkpOTw4WDioqKyIQJE0at/XK5nCgUCpKQkEAYhiEMw5DU1FSSmZlJNBpNxMdRqVRBQ1zssxWLxUQkEpFnnnmG/OAHPyA7duwg1y9cSCwzZxKfTMblIJ0yGMiKpUtJZmYm1y72GKtWriTthYXEI5EE5CB9sXcvyc7OHrFQP/tejlYY/HuyhQyxUSNtqQbDpYc/jmEAyx0yjthi69at2LJlS7/qrrECjUaDrKwsJCQkYOLEiXjqqafgsNuRdPw4yNGjsGdno76gAJ/v349XXnkFVqsVXV1dUbvRR7p/SSQS5OTk4MSJE8jLy0NHRweMRiMIIZgyZQpOnjz5vQwFjFVs3rwZ9fX1SEpKQlpaGq6++mokJSVBrVbj1KlT+MlPfoKDBw/G1EMnlUpx7733Ijk5GaWlpdi1axd+9rOfYfWqVfj3xo24Kz8fZV4vDiqV2PP556isrAQAzJgxA4888sh3xxGJoC8rw1yGAQoL8deuLrgveY2eeOKJsO8+n8+HXq8fs+PDOAJQRgiZEeyLcQPpe4CcnBxcvHgxLKu3QCBAfHx8yHDbOAIRjfr6aCAtLQ3z589Hbm4uJk2ahBVLl8I5fz5E5eUcTw6Ki1H/pz/hkccfB8Mw+PTTT/sx/o4Gfv7zn2P37t04evRov++kUikmT56Mw4cPcyE3m83Glc3HxcWhq6tr2Iw2gUAAkUg06JwQliJjqH1HoVD0I+8cKaxcuRIWiwVffPHFgL/Nzc3FqcrKAJX77muugcvrBUVReP/99/GrX/0q5rxwAoEAc+bMQXJyMt555x3w+XwQQjgKCEJIP6FpgUAAg8GAefPmYfbs2aisrMR1110Hs9kMtVoNi8WCrq4u7Nq1C19++WXMyGrFYjFHgJmYmAilUhkx0/1II1ruIoPBgKysLOzfv3/4GjV0hDSQRj28Nl7FNriNx+NxVQU0TYd1UUdaATLuxh27G0VRJD09PeLfFxQUkBdffJEcO3aMtLW1EbJzZ7+qHMIwpPLXvyZvv/02yc3NDahSoWk6plUrLB0Fj8cbsGLGv1KyLw0FRVFEqVSSkpISsm3bNsIwDElKSiK5ubnc755//nmSmZkZti0pKSlEJpORJUuWjPqzZa9r+vTpUe8zGm3l8/kRhZgWL15MTlZU9CuXd82bR/Z//jk5ceIE+eKLL8idd945LO0cTB+mKIooFAoyd+5ckpCQQJYvX05ee+01smPHDvL888+Tt956i6xatYoUFRVFRE8xmH4wlioPY3E9lwGFwHgV25UGdiWk0+ng9XrDViNFulodC97E4cLDDz886kmqQwEhJKpVtkqlAiEEn3zySW/44tixflU5xG5HrtOJ48ePQ6VSQalUQqlUcrpnsQxVsdIjPp8voMoqGPwTYNlVPwuapiGTyVBWVoYnnngCdrsdLS0tHPM1ALz88su4cOECt098fDwKCgqQkpLCtaWpqQnd3d3Yt2/fkK6LoiikpqYiKSkJiYmJAMAxXQPgiAcHAiEEFRUVEZ2TYRhotdpRe189Hk9YDx1FUVi9ejVuv/12TLp4sZ/KPfXNNzi3dStqa2vR1NSEvXv3Dks7B9OHCekVQK6oqMDixYvR3d2NX/ziF/j444+hUCjwySefQKFQoLa2NiYepHnz5nH9hj3/WPZMRwvWU3e5YtxAuozhX9Lb96V68cUXLwuagaFCp9MhLi5uwN/93//932VvAEYy0Gi1WqhUKhw9ehRHjhzBggULcO7cOZjS0vqphfskEhjj4+HxeFBXVweLxQKr1RrTKkGJRAKlUtl7vkt9NNqSfn/Dlq3Ic7vd6Orq4gZgfwkQq9XK3StWmub8+fMwmUzc/QF6B2+3242nn36aO75arQ44X7hKS5qmwePxYDAY8Pbbb+PHP/4xduzYgYcffhi333475syZE8DCPRCi+V0ofbmRhFAohLRPZZhQKMTPfvYzvPTSS70acUEMc9rpROalEOVYk1xi5XIWLFiA4uJiZGRkQCwWY8+ePdiyZQtKS0tx9uxZMAwzaLqRdevWcfftyJEjXAVdMISjFGEYJugYX1JSgrVr1w6qbePog9EOr42H2IZny87OHvU2jMQmEAgGHQqaMWMG0el0I95mpVIZ9T48Ho9MnTo1qvuRnZ1Nfve735Hz58+TfZ99xoU6vABXlbPzww/JunXrSGFhIZFIJESj0cQ0dOAfCo52Y6uR+n7OMAx5+OGHIzoGTdOEx+MRHo9HGIYhOp2OCIVCotfrycaNGwmAgNBlJNV3DMOQwsJCUlhYSE6dOkXq6+sJIYRYrVZCCCHvvvsu+Z//+R+SmZk5LOGFvmEYHo8XVRWYSCQiEokkJs9Wp9OR6dOnk4KCAlJQUEC++uorQgjh7kmw0K5HIiHVr75K/vu//5uUlJSEvef+90+pVEYdfoq07+Xm5pIlS5YQjUZD5HI50el0JCcnh8ybN4+IxWKSkJBAAJDExESiUqmIRCIZdIgzKSkpJmkPofqWUqnkCFTHt4i2kCG2cbHaCLFw4ULYbLYA/aixjLNnz452E0YEQ/F21NbWDpt+XDgMRgmeEBJRAr3//ejp6UFZWRlqamowc+ZM4NNPgd27cerdd6FesABfSqV4/fe/R1NTE9rb27nQVixd4uH02FgsWLAA//nPf/qd1+12gxACvV4PhULB6Rc6HI4Bkz5ZHTaGYZCVlYWMjAzY7XYcPXoULpcLXV1dXJJxTU1NwDkjuSaapjFz5kyoVCqOSJRhGADATTfdhM7OTvz1r39FU1NTPz01FhRFQSwWR90f/BaWXHuiSRqPVeiUfbYKhQIMw6CpqQl2ux1ff/018vLyen+0ZEmAiK5TIECtVosXy8vR2tGBrq6usPfcv++Euo8DtTESGI1GeDweCAQCOBwOJCYm4vTp02hubobD4eAKXGQyGdra2pCdnY3a2tqINPX6IprKtnDXG+o9tVgsIyo4fCVj3ECKEA0NDWGrwC53UBQFoVAY82sUCoVDFvccLoRybUskEuj1+mFz/w/mfhBCohaSlMlk0Gg0qK2tRWJiIuqbmmBOTcVTdjt0hw/j8OHDqK6uhs/n4yapwRhHSqWSC3cNBo2NjeDz+f3Ozf7NTow8Hg8ikQg9PT1caTYrNtsXrEgtO+FRFIWUlBScPHkSfD4fSqWSI1ZMTEyE0+lEZ2cnpk6diqqqqrBGhEgkQlpaGvLz83t/5/UGVGlJlywB1GrceuutMBqNOHfuXL9rYxnZY2WsDPTeajQa2Gw2OJ3OmBrANpsNZ86cgVwuh1wuR21tLdrb2zF58uTeH9A0Ot59F+VbtsBbVoa/nzuHf7vdsP/rXxGlAPj3qcG8N+EMpIULF6KhoQFnzpyB2WyGzWaDTCaDQqGA3W6H1+tFV1cXJkyYAEIIbDYb2tvbuZzPoYaiWbHacVqKsYtxAylCnDlzZlTPLxQK4fF4hjWBbzhydC7HvB9/g2G0wePxIJVKB1VWbjKZUFlZCY/HgxMnTuDYsWNwOp3Ys2cPlEolWlpaYtLGoU64Z8+eDci10Gq1sNlsXJ6N1WqF1WoNSq2gVCo5A0mhUMBqtXIeFoZhoNfruUKGjo4OKBQKpKeng6IoZGZmYvfu3cjPz8exY8cAYMDcnpSUFMyePRtxcXG47777IBWJgMWLOQ8JkUpBlZTA/OabHNs6+w70LfGPtbcuHLxe77C8i06nE+3t7QB682VOnDgBs9mMF154Abfddhu++OILnD17FgcOHMD58+c5r9NQ2nLNNdegurp6yBxDrMHoDzYvjTWQpFIpcnNzUVlZCUIIzGYzAKC5uXlI5waG75mMI3YYN5AuE7CD63CBEDIsnp6hGhpxcXEx0QsTiUQRe8ecTueYIngbbLJ9S0sL2traIJfLUVdXx4WSJBJJzIwjIDY6Uf6raJqmOZkQsVgMmqbhcDjg9Xr7PUP/PusvLSKVSqHRaMDn8zmtwcbGRgiFQohEIrS1tSEpKQlKpZIjyQQGXgilpKRg+fLl6Orq6k203bXruyotAJTdDhw+jKTjx+FwONDd3c0ZRP7vL0VRnO7WSICd2IcD7HUZjUZ8+umncLvdqK2txZ49e9DY2MgZULGCVCoNmbxM0zQUCkVEY0awdAmxWAy9Xo/29nbIZDJMnDgRnZ2dcLlcMff0+L837Dt+JVWwXQkYN5AuE4xWeM9gMKCpqWnUVjoymSwmBpJAIIjpPRwpokifz8dN3oPdv29OwmByoEYSLS0tXPWYQCCAUCiE2+0O6m3p7OzkyOtMJhOSk5NhNBohEom476VSKeRyOdrb2zmDRKlU4vDhw5BKpVHlFfp8Puj1elx11VW9HwSp0oLdDpSXI3vWLK4d7L4sWIHnkTKQhhMul4vzqPhTOBw/fnxYzrd79+6Q3/F4vEGPGSx9QXJyMmw2G4RCIWbMmIHS0lJoNBo4nc4h5Sz6pxvo9XquEtPr9QZUSw51XNHr9ZDL5Th//vyQjjOO8TL/KwrDIX6akZExqnQBsWL2jrUa9kgJzX5fwYZhrFYrOjo6wno3/T0zWVlZEIlE8Hq96O7uRlZWFoqKimAwGCAQCNDc3Iyuri5otVpUVFQMWKrN5/O5/s+ex+VyfSdWPG1aP/oEyGRAYSEqKyuDGkAURcHj8UTl1RmMsHMs979c4Ha7hzRmWCwWHD9+HGlpaZwhvGjRIpSUlCA1NXVIY6G/wPXs2bO5PslST4hEImi1WiQlJQ36HECvl7OwsBDA+Dg1VIwbSFcI2IqYWCNYddHlhHCTAk3Tg540woUOJRJJRMrsI4lwfCpjAZE8h1C/8V9xs5VpJSUlKCoqQlFREVpaWtDQ0ICrrroKycnJEAqF2L9/P2iaRlFRUdhzSiQSCIVCAL1GBo/HC/REslVaDANQVO+/xcX4oKcHv/3tb/uFavl8Pnc8FpFMumKxeEjPUCgUhj3PUIwnNuH8cgbLuSUUCiGXy1FVVYWJEydixYoVsFqteOKJJ8Jeo0AgGNDY7urq4n6TmpoKj8cDmqYxd+5czJkzh8uPW7BgQdTtVyqV3PhfVlaGf/zjH6BpOsCDeaWh73s0HBg3kK4QEEIGVXI6GPivqsc6wg1aw5UkmZ2djTVr1sT8uIMFn8+HTqcb9P4URQ37SnSgyYXH40VMzDdr1ixMmzYNGzZsgEwmQ2VlJT7//HN88cUXuP7666HRaAD0Pv9vv/2WOy47AfobC1arlUvcZskoeTzed4sGmu6lT/i//wOef773308/hUAsDsgb5PF44PP5kEqlUCgUXG5VpMZFd3f3kPL52ByuYGDzofwRzeQjEAigVqujag9rbI4VCIVCSCQSdHd348KFC5BKpThdVYULf/wj/jcpCaYdO9DR2hryWen1+og8PwkJCVzhxfr16zFv3jyYzWZUVVXBYrHg6NGjePfdd6M2WBcsWICcnJyAz1gv6pUKfwby4cK4WO04+mEgQcK8vDx0dnbCaDSOYKvGMVREKzQ5FhHqGsRiMRwOB2iaRklJCYRCIVQqFaxWK2pqatDc3Bw094qiKBQVFeHIkSPIz8/HqVOnONoCf4OCx+NBLBYjLy8P69evxw9/+MOA45SVlaGhoQF6vZ4TzL3//vtx7tw5uFwuaLVa6HQ62Gw2UBSFKVOmoKysDG1tbYOqTh3uZzl37lwcOHBgUOfg8/kcHYNYLA46ScdfYnCPlrpiJEDTNDLS0vCVVAr9hQsgdjsomQxNKSm4XaXC4SNHojJW+z4ruVwOmqbBMAwef/xxfPvtt9i/fz9kMhnEYjGMRmNEkjzjiBlCitVe3n7RcQCIfcLwQIPiyZMnB3VckUgEl8sVs4E9Li4OTqfzil4l9YVMJhu0p3AsG0dyuRw2my1sG1mjp7W1td93/l4emUyGixcv4sKFCzCZTLBYLBAKhUHvHUVRmD9/PqqqqlBfX8/xLfVFdnY2hEIhysvL8fLLL8NoNOLqq69GWVkZGhsbUVFRgXfeeQc+nw98Ph+/+c1vUFtbG0AbYDKZwDAMpFIpPvroIwC9xkR6ejpHghkK/pOsXC6HWCwOK1ExFAiFQnz99ddR7cN6y6RSKW644QY88sgj+MlPfgKJRIIDBw5wxiZLcxDLKspQoGl6UOkBDMPg4YwM6A4cAOx2UABgsyGhthYzPR6ESunI9ez8AAAgAElEQVRnw7H+BRGsVt/Fixe5z9LT0yGRSNDQ0ACr1YrCwkIUFxdDpVKho6MDX3/9Nb788suo2z2O2GPs+DjHMShMmDABDz744IieU6vVcqzB0cDpdMZ0kjaZTN8r4whAzMKowfLVRjN0yvIXhYPL5QpqHLGl+xqNBjweD3v27IHD4UB7ezs3WdE0HTQ8whozUqkUiYmJUKlUmDlzJiQSScDvTp8+jRMnTsDj8eDcuXPYsWMH1Go16uvr8d577+Hs2bNYvHgxtm7dikceeSRgklQoFEhLS0NxcTHUanVAdRF7PBbJyckAeidb/zDLnDlzkJ6ezt2rtrY2CAQCLlwYS0RL96FUKrFw4ULcdtttWLt2LR5//HFUVFTg8OHDuPvuu1FYWIiVK1fCYDBg3bp1AaGgYHpuLIaSrCwWi/GHP/wh6v0YhsHMmTMxTy4H+o4t3d3IstuD9g+gtzq0L4M1ISTAOFIqlTh+/DgOHTqEhIQEVFVV9QoPezyYcOIEVp85gx9otUi7JKwcrp3fh6T7Ucdo67BdCVpswfSiRmpLTU0lDz300Kjfg+HeDAbDoLWPvs+bRCIhEyZMiMmxWO2t0b6mvtuOHTs4bautW7eSpKSkAffx17Hy155jjxMfH0+EQiHJzMzsd80qlYosWLCALFq0iPzoRz8ib775JrntttvI1q1byf3330/S0tICjp+QkEC0Wi1Rq9VEqVQSoVAYUo+PYZiY3Zebb76ZiMXikN8rFIoAHbpQ92egTavVkrVr15JnnnmGrF27luzYsYO8+eabhBBCVq1aRaqqqojVaiUffvgh2bFjB/n222/JHXfcEXAMPp9PFAoFiYuLI6+99tqo9ic+n082JCcTl0gUoCHnlUrJm6tWkT//+c9kx44dQ9a7zMjIIFu2bCFdJhOpz8khLpGI+CiKuMViUpWUROIUilG9D1KplNOgu8K3kFps4zlII4TU1FRYrdZhiStHk48gFovh9XrHDFP0WALrGfNf8Y015Obm4vTp0/0+LywshNvtRl1d3ajoy40m/EPM7P8HIt7j8Xicx6iqqgpA7709e/Yst49UKoXb7Ybb7YZIJOI8UDKZDHFxcbj99tvR3d2NlpYW1NTUYMOGDVi3bh1HKCiRSOB0OuHz+SAQCCCRSEDTNHp6erjQW7RyI2xidyT7DFeekkqlgtfrhdVqRUJCAjZu3Ignn3wSO3fuRE9PD1avXt1PfuWdzk54AUyfPh0FBQUwGo3Yvn07du3ahW+++YYjaKyrqxsxjrFw0KhUqEhKgvb8efBdLriFQjQaDPhxRgbaL3EsnT59Oir6kIyMDM57mJaWBq1Wi+rqatylVOK3zc0Q+eso0jT+tHAh/ul2c5WZ4aDVauFwOGJOZ/I9QcgcpCvOQIqlvlEsMZTBSqfTwWw2fy+MGpqmERcXF3P23UjAuqzHwjvBgq1yYp9938lDpVKhq6sLK1asQF1dHU6dOjXqRJASiQQej2dE++u2bdvwyCOPcCX4BoMBZrM5ZEhSKBRi+vTp8Hg8OHLkCORyOaZPnw6Hw4GjR4+GbLtYLIZGowFN0xAKhcjIyMC+fftgMBhgNBrBMAw6Ojq4PrRo0SIYjUbodDqoVCqcPXsWZ8+evezfZblcjsmTJ2PSpEnQ6/V44oknoFQqe7/0egPkVyCTwZSTgzO//z0OHzmC9vZ2zJgxA+fPn8f+/fvR0dGBQ4cO9RPhHU3ExcXhD6++Csn+/ViSmIjDTie21daCJxCAoiio1Wp88MEHUUmO+M8BLK2A1+vFP4uKsKKsLCDfhQD47Oqrsb62FnV1dRCJRFAqlXjhhRdgsVjwl7/8hZMR6nvssQyxWIzf/e532LBhw2g3xR8hDaQrLgdpuI2juXPn4v777496v6F03o6Ojst+QAV6V+QDxc29Xu+oVW+MpQGaBasNxYI1jpKTk0FRFCwWC+Lj4zF58mQ8+uijuOuuu2AwGGJ2fp1Oh+nTp3N/0zSNWbNmhd2np6cHq1atwg033BCzdoTD1q1b8eSTTwbwEzU3N4fMTxOJRMjKykJ5eTlqamrw2GOPgaIodHR0ICUlBYsWLUJiYiJXlh8fH4/p06fj5ptvxrx589DZ2YmGhgY0NTVx3tj6+no4HA50dnYG9KGvvvoKTU1NOHr0KEpLS9HW1hZg7KpUqkE9L4qiwDAMMjIyot43FrDZbKitrYXT6URSUhLeeeed777cvfs7+RVCAJsNcWfOoMRkwiOPPIJf/vKXyMvLQ2VlJfbs2YMjR44MWZ8tFPxz6uRyedjxRyAQgGEYThT5wKFDmLhxI24tL0dbcTEMEyZAq9WitLQUb7/9NgghQXORWMhksoBqR//rI4TA6/VCqVTiP11dcPTJ/fNJJKhmGOTn5+POO+/ED37wAyQkJECv1yM7Oxu//e1vsXjxYu78Y23cCgWHw4EnnnhitJsRMa44A2m4cfToUXzwwQfDeo7MzMyAv0fb3RwrsKrsA+FyvV6lUom4uLgROVdLSwsef/xxTJs2DVu3boVer4fFYoFEIhkwgV4ul0d8ns7OzoCqRa/Xi4qKigH32717d9SVUIPFli1b+oUWgk24EokEaWlpyMrKgsfjwQ033ACFQoF//etfuO6669DS0oL169cjISEBSqUSycnJmDBhArxeL4xGIxwOByQSCXw+HxQKBebNm4eDBw8C+E6wt2/fXb58OdRqdVCuIZ/PB7vdPiC/E0VRuPfee7F582bs3LkTu3fvxkMPPYS7774b9fX1g7pnQwUhBEajEUcueYSmTJny3Zdh5FcAoL6+Hs899xw++OADOJ3OYdGAZOH/POx2e9jxx+12c9p5ZrMZFRUV+OCDD7BkyRI8/vjjaGtrQ3V1NVpaWnDPPfdw1BKh0NPTg7///e9h25ecnIwyvR7VajU8YjEIRaGHpnFKocC7nZ1YvXo1nnrqKRiNRvx5+3bMbGlByWefgf/JJ5g2ZUpYA22som8i+1gG/eyzz452G/Dcc88NuRFPP/00vv7662G3pN1ud9iXIhbtcDgcV4THCOgNAYW6XwzDBISPLnewRII+nw8MwyA7Ozto1VUscMstt8Dj8eCOO+5ASUkJFi9ejIyMDLS2tqKmpgYmkynkxBMJQaZUKuUEfvt6ZSPx0g73xOcPq9WKJ598EocOHQpb1s2GbxMTE1FTUwOtVguKojBjxgzs27cPnZ2dqKmpgdVqhVgsRlNTE9rb27ljWiwWmEwmxMXFYdKkSbjmmmvw6aefhm1bR0cH2tvb4XA40NPTg+7ubggEAigUCng8Huh0OrS1tYVst0QiwerVq7Fw4UKsX78ekydPRmZmJm688UYsXboUN910E06ePAmKooZVkLYvWM+M2+2GWCyGQqHAK6+8AovFgprycuSdOwf4PX+PWIzW1atR4XRi3759qKioQFNTExcOZnX3wi2OCgoK0NXVNegoQSRjMkvzIJPJ0NLSAo/Hg2PHjuHUqVPo7u5Gc3Mz5zFkvw93rGDhbr1ezy0WvV4v7lizBo5Vq+CbPBltGg12TpiA8ptvRo/LhWPHjiE9PR2nq6qw8n//F4l/+xtkBw/CcPQoks+exRsOBxwx1JjMzc0FwzAj2pfGAJqfffbZ14N9ccXwIP373/8eE56HYO0QCoVRkcFdSaXr4a4l1mX/ow3/wdLpdPaTmYgVioqKsGzZMqxatQr/+Mc/YDab8eGHHyI5ORk0TSMhIQFGozFksnYk3DAul+uyKCOOj49HS0sLPv744wEnTp/PxxkqAHDs2DF4vV5YLBasWrUK27ZtQ01NDXf/zGYzJwfhcrnQ1dXFsSC73e6IjN+WlhbodDrw+XxQFIWenh50dXWhu7ubO3dfEWWpVIru7m5O/+u6667DmjVrgnqapkyZgry8PBw7diyKuzZ0sO+t1WpFaWkpGhoa0NraiiNHjiAnMxNXTZgA/YULoHp64OLzcUIgwOa//AUWmw02mw0WiyUgP4w1FsKhqalpRBZThBA4nU44nU40NDRw2m719fWcZ7KxsXHQEkxWq5WbC+x2O06ePImOjg4c9njQCuBiaytEn34Ks9mMgoICmEwm/CgtDfoPPwTv0vXze3qQajRiAU0jlvEMo9E46OtKTk6GyWQaMUWHkcAVYyCVlZWNdhMABG/HcElaXA4I50W4XDxHPB4P9957L958882I93G73cOSSyUSibBq1Sp0dHTgk08+QV1dHQoLCzkGXj6fD5VKNeT+NhYLHYKBNcCPHj0a9ncikYhjdbbZbMjNzUV3dzfKy8thMpk4zh2Hw4Ha2lqYzWZuovB6vQGTBiEEAoEANTU1Qc8ll8shkUgglUrR2toKj8cDj8eD1NRUpKWlweFwoLu7G62trUErEj0eD+Li4rBgwQKsWbMGBQUFYa9NIBCMeGI+27+8Xi9aW1thMpkgFArR3d0Nu92OG3U63Dp1KjxHjqBKIMC/urvhGoD8cKAF5EjlJrKklz6fD0ajEQkJCXC5XAELHh6PF9U7lpqaitraWgC9pKNVVVVcIUNtbS2sVitEIhGMRiOqqqo4wlGDwYDa2lpkV1VB0Ge8FHq9yPf5YmogDcVzZLPZLpsxPVKMaQPJv8x2pKDRaAakv/d/gSLB5Sz2OpYwHBWKQqGw3wTYF4QQmC6V9o42/AfmhIQEzJw5E6mpqZg6dSrq6uqwd+9eNDc3x4RlOSUlBRqNBuWXckfGIiKlNCCEcHpbRqMRNE0jLy+Pu7bS0lIQQgYM4Wg0GqSlpfWjgsjPz0dHRwc6Ozuh1+u53BCbzQaBQACr1QqPx8ONHSqVCjRN49y5c/3OFx8fj1tvvRWPPvoo9Hr9gNfW1dUFjUYzKHbqcOzk0YAdp9nE84qTJ1F+6Z2SSyQQ8Hhwd3eP+EJRqVRGnfPi782y2WxITk5GUVERSktL0dzcDEJIwNhfWFgIQghXwu+vi0lRFHQ6HWbNmoXGxkbk5+dz89l1112HiooKNDY2or29HWKxmNP+4/P5kEgkqKiogFqtxiStFkUiEYR+3kYnj4czYjF4DsewRU/EYjG0Wi3nRQuHKzEsN6YNJH+xx5ECyzMyHC+yVCrl3Pwss29f9/o4QqNvX4jFc4qkjxFC8OGHHw7pPLECn89HUlISlixZgnittrdi6O23gWnTMGHJEnR3d6O+vh5dXV1DPpdAIAjKuH05wuVyobu7m+Mmqq2thUwm6/e7gQxwmqZB0zSsViuEQiFcLhekUimSk5M5nTXWcN25cyfy8vLgcrlQXV0Ni8WCqqoqtLS0QKVSQXCpZBzo7YdTp06F2WzG8uXL8etf//o7wdg+nEJYsqRXJPcSBuMxZMVi2dyfWC4+2EUHC5fLhdzcXJw5cyZs/uZwIFpmeFaYmR2XWU05j8eDzMxMtLS0BFwbW/kml8vhdrths9ng9XrhdDqh1+uhVqths9nA4/GwbNkyKBQK7NmzB2lpaYiLiwOfz0dTU1M/A4ftF+3t7aiqqoKsqAhz0tNhqK8HsdvhEQphTEqCPScHzMGDMXnfQ92PSMSUr1SM6SsfjVhmJCupUOXg7IAZCiKRiCsLFolEoCjqijeQYkn6FsyTOBQjKS0tDR0dHZcNsaJYLEZJSQluueUWKGSyflwzKC6Gdt26QcnABENNTU3QMNJgVuVjAXa7HS6XC3FxcXC5XCgtLeW+Y/vWQPpdra2taG1thVAoxIQJE9Dc3Aw+n4/q6mo0NzeDoihkZ2djzZo1XD5Td3c33G43LBYLRxLZ3t7OJWoDvWG51NRUXH311fjpT38aaBwFec749FOApmGxWNDV1YXW1lbO4InEY83j8ThDoKmpicuTDIfc3FwuNysUfD4fTpw4EfCZ0+mERCIZ0Fhh733fd3ooY0goz2+oa2ENJPZe8Pl88Pl8NDQ0ICkpCQKBAEKhEA6HA4QQ8Pl8NDc3w+PxYMIlGgCBQIDq6mqkpqbCbDbjzJkzqKqqwgMPPIAzZ85wsjM7duzgwoasZ5i9brfbjY6ODlAUxWkKeubPx1svvYSKt9+GPSsL3uuvR9r77+ObIGkdfD4/JqHXnp6eMU2cO9wYL/OPISQSCSZMmBDye5PJhK6uLggEAtA0PeIGoFAoHHCQYknQBgOKor4b2C9hOLW9hspbVFBQMOhrHWmwnon777+/d0UXhGsGhw9jalNTSG2rWIDH40Gr1Q7b8YcbbHK12WwOucgZCDRNQ6VSITk5GXFxcaAoCjU1NZzxpVKp0NzcjFtuuQVmsxn5+flYsGAB1Go1PB4PZDIZFAoFMjIyOE0tlUqFf/3rX5g9ezanxwYg5HPG7t3w+Xx45ZVXuNw4Ho83IGUAC4/Hwy3O2KTkgVBcXBxRyC8YDh06FLZgg8fjQSgUIi4uDil9dMhCjSGsF2wgBOuvoa7F5/MF3Au73Y6enh4UFhbCYrFg9uzZiI+PB33Jg9fT04P8/HwkJiZCo9Fg/fr12PT443h62jT8l8WCSefPY1ZREXQ6HT755BPodDoolUqkpqYiOzubC8Wynsm+IITA4XBg4sSJEIjFeL2pCZ/MmIGO2bORnJqKc+fOBWXPFggEUdF5jCM4xg2kGMJiseDGG28cMGTjcDiGxWsx0HmVSuWAEwCPxwvkNIkCPB4PCoUi4LOxnOy7a9cuLnFytDHQs6MoCvHx8VCpVL0GUAiumbbPPkNlZeWwtdPn8wWIrV5pCLbilkqlnEwIG3ZUq9U4dOgQ7HY7cnNzud/SNI333nsPL7/8MqqrqzFnzhxMnDgRbW1tqK2tRVtbG8xmM0c2OWPGDMTFxXELp34e6DCcQn0rFT0ez7CGsN566y2cPXs25sdlPUYMw+C2227D5s2bMWvWLMTHx4cN/QmFwogMwmnTpvV7vyK9FolEArvdjsrKSpSWluKJJ57oF3Y+duwYXC4XMjIy0N7Sgvh77sGC11/HzI8/xpaLF/Grb7/Ftddcg0mTJiEpKQnFxcWoqanB0qVLOSPN7XaHvE6v14tvv/0WBw4cANC7sEtISMC+fftQUFAAlUrVb5+enp5hoxj5PmFMh9guR2zbtm1UzktRFMRicViXaiSJu16vF/v37x9UG7xe76hIhFwJiMQTZrfbv8ubmTatN9ziv3qUyXBBqRywyCBSRKP7FQ0GCkWPBCiKglKp5EIsocI4EokEM2fOhMViQW1tLaRSKRobG1FTU4OUlBTU19fj0KFD3DFNJhNmz54Nq9UKqVSKY8eOITExEXa7nSv3N5lMKCgowE9+8hPodDrs3LkTJpMJX3zxRf/3J8RzRmEhnnzySbz11lthrzGSfhXLMHgk5/QPJ0mlUqjVaigUChQXF+O1114DAGzYsAFvvfUWR73Ahij92xmpMfjZZ58N6lp4PB7y8vLQ2tqKvLw8dHR04N5774XNZgtoR0dHB9RqNQoKCpBXWwt1dTVwyQvFdziQ0tyM6zwe1JaUYNWqVaBpGo899hhefvnliHKHKIpCYmIieDwejhw5gjvvvBOFhYWYOnUqPv/8c8649vl84wVBMca4B2mEIBQKg7pQI4F/MmcohCIlG8eVA7bqCUBvom5xMcAwAEXBJ5Xigl6P35w8GbOqz4SEBOTk5ET8e7FYPGDIQygUDtpDGSuwxtFzzz3HfabRaIL+dvny5bDZbCgvL4fVakVHRwdomobP50NDQwMKCwu5d5NhGGRlZeGLL76A2WwGTdO49tprceTIEQDA5MmTYTAYUFxcjKVLl2L16tVYsGAB0tPT4fF44HK5vnu+LPo8ZzBM799LliA7O5u7nmCQSCQRFbnE0jiKJKmf9YQKBAJcffXV+Oyzz1BVVYU///nPAb+79957UVpainfffRfbt29HQkLCkIt2hEJhxMcghKClpQW7du3CBx98gE2bNmHOnDmYNm0aVCoV19dvvfVWSKVS1NTUILenp5/Hj3Y4UHDJu9fd3Y01a9YgIyMj4lA4IQQXL17EyZMnUVNTA6VSiZqaGvzzn/9ET08Pl+AfS4mhcfTiihOrHavYuHEjKioqUFZWBpqmr8iSyHEMDawBHWwVSFEUsrKy8Mwzz2DNmjW49EOUb9kC3okT+NvZs/jj+fPoGkBO4XJDtJQaA0EoFEKhUAza08nmHrEkki0tLUhISOgnWsomPf/85z9Hd3c3Tp8+DbvdDolEgqysLKxZswbFxcUB+6SkpIBhGGzevBn33HPPd1+wVWzl5UBhIVfF9uMf/xivvfbagPcmEq/OSIqdarVapKamoqCgALm5uZg7dy7mzp3b+2WYir3HHnsMf/7zn4dUsbVx40a8++67UXlZGYbheLSampowefJknD17lvNg5ebmIjExEffddx/ulMvhXb0aQj8PKWEY/HXlSpQlJGDOnDn41a9+hYqKikEvZAaSOBlH1AgpVjseYhshbN26dbSbEBNEywo+1tG3emQ0EcowIoRAJBJhw4YNAd4Xh9uNnYTgBCHYV18PS5BkzcsdK1euhEKhCBtKigYul2tIYWCz2Qyz2RwQlgqm6O5yuaDT6XDu3DlkZGRgwoQJmD17Nu6+++6Qx66vr8e0adP6e2FoGli2rHfzQ18+nlC49tprcezYsZBEi1KpFNOnT0dDQ8OIVCw5HA4uif1nP/vZd18MULFXUFAAiUQyJANpMOOwzWbDHXfcgVOnToHP56OysjLAC9XS0oLZs2cDAN5oasKK7GwkXLwIYrfDxeejPSUFuwnB4Z078corrwAApk6dOmjag3D7sHlbjY2NUR93HEHATg6juQEgY3nj8Xjkkpdr2DaRSDSsx3/xxRdJdnb2iN6zu+++e9Sf3ZWwMQxDbrjhBpKfn0/WrVtHysvLyd13301WrVpFJBLJsJ8/JyeHbNmyZdTvw0CbTqcjPB4v5sfVarUkLi6OUBQV1Thw1VVXERZ79+4lXV1dJBTq6+uJz+cjb7zxBtmxYwfZuHEj2bJlC1m3bl3Q3zc2NpIXXniBpKamcueTSqWj/gz8N5lMFvZZ/fOf/wy8qJ07CWEYQoDvNobp/ZwQsnPnTpKUlDTi18EwDAFA0tLSyKOP/n/2vjw8yvJq/36X2bdMZjLZF0IIIQlJgABhkYBAIIIg4kbdoLgU7afS2u+rP2tRqbZ1qVqrtFKtlSpKBVuqohUEQVBEtgBhSwzZgezbzGS28/tjmNdMMpPMJDOZgLmv61yBebfnfd5nOc95zjn3Q0JbAJzjNs/ztGTJElqzZg3dfPPNdM/KlfT01Kn016QkWhUfT+wAn8+yLOXk5Hg8xnFcUN45KSmJJk2aFPI2NEjyrVfdJNTK0eWgIF0JEoyJoy8ZiFLJMAzFxsaGvN6GivA8TzNmzKDJkydTamoqZWZmEsdxlJCQQCKRKCjPVCgUpNPpCPCv/aSlpVFUVFTI66wvCVa9AaC8vLyeWo3N5pzsn3zS+ddmEw41NjbS7t276cSJExQTE0MsyxLLsqTT6Sg6OpqefvrpbrrEfyglJcXr8ydPnkzp6enE83yPd9br9cJ3DYXwPE/5+fm0ZcsW9/p58kkihnFXkBiGaO1aIiKaOXMmqVQqoS0uX76cFi9ePODyTJo0iZYtW0aZmZl9nsuyLGk0GqEMcrmcxGIxcRxHYrGYeJ6nhIQEWr16NRUWFva4/vXXXyepVBq0uh09erRP7zEQCYWSGmQZVpACITk5OZSXlxfycvgiI0eOHPRnxsTE0LPPPhuw+wXbajfURSwWU2RkJKlUKnrkkUcoPDyc0tLSiGEYYYAOdh315/6DYXH1RdRqtU+TkVgsFv6t1+sHvJjIycmho0ePkslkcleOZs92WkQYxvl39mw3JenkyZP01ltv0ezZswXLgEKhoLy8PMrMzKRnnnmGiIgaGhro1ltvpaSkpF6/QVxcHMXFxfVQkkLxbbor8oWFhbRnzx53BakPC9KNN97oZjHleb7Hu/VHWJYlnucDtohkGIZEIpFH60739hgRERFQhcmlWHs6xnEcrV+/PiDvN9jtJ8gyrCAFQkQiUVBXnf7I9OnTaeXKlV6PB8v02puwLEtqtTrkdRPob75s2bKQPd+lbCiVSmIYJiATwg9FGIYhvV5PGo1G+I3neQoLC+u1vvu6Z2/fwGAw0MqVK6m4uNivyZ+I6N1336WCggJKSkqilStXklwuFybb7OxsWrVqFZ04cYJ27dpFaWlpwhZWV2V52rRplJaWRnq9njiO6/N9OI7rdSssUMJxHOn1ehKJRDRv3jx67bXXqK2tjYiImpub+1Qi9+3bJ1glxWLxgJWZZcuW9WqBGwxZsGABRUZGejwWHx/f6/je3/dPS0sL6TsHWqKjowNxn2EF6UoTuVxOWq2213NCPZkGauB1+QCESnqbUC9XcQ2wTz75JKlUqpCXJ1jCcRxlZmZSTk4OyeVyiouLo/DwcL9XwUqlUlD+IyIiqKCgwON5PM9Tamoqvfnmm2S1Wr9XkPrYPiIiKigoIJlMRsnJyVRQUODWfyQSCYWFhdH06dNpwYIFFB8f7/Ed5HI5SSQSvxZIg7X97irT/fffT0888QStW7eO3nnnHXrvvfe+ryfXNuTatcI25M6dO6mgoIDEYrHXd0tJSaGbbrqJpFKp1y0mjuNIIpEQwzCk0WjcLIfezp86dWrQ6kOlUnn9TiKRqM/xvT8S6jlhiL6PVwVpOIrtMoXRaOw1dT/gOSpqMBGoUNRQ53cKdUoGhmGgUCg8Ugr0F67op7feeqvPdnQ5ITMzEyUlJULb0+l0sFgsEIvFWLJkCcaOHYv9+/fjgw8+8Ou+rnwzgLM9HPTAfwU4s1lrtVp0dna6k3z2kvDxH//4B+rr63H+/HmYTCbcfvvtuHDhAs6fP49Tp07BYrGgs7MTnZ2dqKyshM1mA8dxrsWlG4xGIzIyMoR0Ap988gl+9KMfYfv27SgtLfWY9DOQEam9cdnZ7XbwPI+dO3cKiUJddbRr1y78+te/RlRUFDNrixQAACAASURBVL4MC8M+sRg7Xn4ZrU89hcbGRreM057KazabIZfLsXr1alRVVaGxsRH5+fmIjY3Fc889B5ZlMXr0aJSUlICIfOIStNvtKC4u9nhMKpXCYrH4XHcKhaIHtVRvbApWq9Urj5wnFBYWoqKiAidOnOj1PH+SviqVSmi1WlRWVvp8zWAj2EwNwwrSFQxPAygAYXANdqi+vwqaK6Sd4zgkJiYKRKnd75OWlobKysqQkBmHAkQEq9WKlJSUnokEfQTP80hOTu5Br9Df+w0VKBQKGI1GpKenIyEhAZWVlYiNjcWoUaOQmJgIuVwOsViMlpYWREZGYtq0adi+fbvfz7Hb7QJfmN1u75FHp2t28NLSUqjVajQ1NUGr1TpPcCV87BbCftBgwMEdO7Bv3z5YLBbMmDEDWq0WiYmJePjhh/HOO+/gz3/+M2pqagA46YwsFovXCT4xMVHI/FxfXw+DwYC9e/ciLCwMKpUKTU1NSEtLg1QqxZEjR3x698jISDQ1NQnvl5ycDIvFgqqqqh7n9jamJCUloa6uDiUlJVAqlbDZbGhvbwcRQafTweFwoLy8HA8++CBqa2vd0ic0Njb2ml7EarVCJpNh0aJF2L9/P5YuXYqvv/4a+fn5iI6Oxs6dO1FSUuL3mORtceRNUfOGgZKSsyyL++67D3/60588Hj9x4kTA6as6Ozu9pob4oWBYQRokjB49Gs3Nzbhw4UKoiwKHwwGe58GybMA1cJZlERYW1q+O5VLoiKjXXCfNzc0ByxYdCvSH2qG3SdEXOByOQbGESSQSvyePgcDVDhobG/HHP/4Rr776KtRqNWbMmIGMjAxIJBKIxWJIpVIYDAbY7XbY7Xakp6d7tQ54AxHBbrd7fLeuE6/VasV///tfsCyL6dOnIyYmxpnL6NNPnSSzhw7hfFQU9mo0+PLttzFixAhMnDgRarUaubm5UCgUAtHoY489hkOHDmHbtm3o7OxEW1sb2tvbYbPZIJVKodPpUF1dDY7jMHHiRLS3t2PcuHEwGo2IiorCuHHjYDAYYDKZsHnzZkRERECpVOL8+fM+v7fRaHR7v9bWVq/jhrdFGeC0mFgsFlitVhiNRrdFWmdnJ+rr67F161acPn26x+Knvr4eCoUCJpOpR/0rFArodDrI5XKMGTMGRIQpU6bAbDZj/vz5mD9/PqZMmYINGzbAYDDgwIEDA7ZK+6toDXScJSIcO3bM4zGZTIbq6uqA7xhYrdbLepwNBIYVpEFCZ2dnSIlbRSIRbDabsLcarAmMiAb8ng6Ho9dkfv4M7kMRvU0ivV3jC5eeNzgcjgGRV/I8j/DwcDQ2NiI6Otqr2d1bu3JZXwKdAdhl1aitrUVcXBx+85vf4MCBA1iyZAmUSqVwXl1dHRiGgclkQlhYWL/av0tB8oSuv19zzTXYuXMn4uLiMH/+/O9P4jicz83FuyUlULIsGs6dw5w5c1BQUACJROL1uQ8++CAqKytx+PBh4TlisRh6vR4GgwEMw6Curg5Lly5Fe3s79Ho9kpKSkJ2djYiICFRVVcFsNqO5uRlnz57FmTNnPFp/uiMpKQnl5eXo6Ohwq6/+JNpMTk5GVVWVMOF2bQc8z8NoNOLtt9/G1q1bvX4bh8MBIuqR9ZtlWbAsC6PRiIaGBiFp48033yycM2XKFCgUClRUVGDz5s3YunVrSKwjBQUF2LFjh0/KDMdx0Gq1qK+vBxHhiy++8Hier22ZYRhMmDBBoL4ZRt/4wStILMsiOTk5oFsNOTk5KCoqcmu4g5Ghtjd05x8K1GojLi4OYWFhAoN8X9afQCE1NRUXLlzw26qiVqvR1tbWLyUlUAjls/0Fz/NQq9UIDw+HQqGAVCpFRkYGxGIxSktLe5zf24pzoDxafeHkyZNYvHgxzpw541SOutBW1LAsKjMzQSwLu92O8vLyoJWDiNDQ0IDi4mKYTCao1WoAQHl5OTZu3IiioiJcd911GDFiBGbPnu28qBeKjdzcXNx3333YsGEDvvnmGxiNRjAMI2z1SSQSxMfHIzk5Gddffz2qqqoQFxcnlCcpKQkMw2D69OmoqKjwuc+IxWIAgflu3vgkNRoN1Go1Ll68iHfffRcVFRUer09JSUFZWZmgIHWF1WqFWq1Geno6KisrkZyc/P3BLvWaNW4csgoLodPpUFJSggMHDgx468tfKBQKn+uTYRif+DvlcnkPK19v5w7Dd/zgFSSGYRAVFRVQBSkhIQHHjx8fUnQcwWJPDwsLQ3x8vKAg+YPExERYrVbBv8IfREVFoa2tzW8FSSqVCn4Pw+gbGo0G48ePR1JSEurr6xEeHo6kpCTExsZ6VJC8weFw9LqtIZFIBjxZHThwAIsXL3Z+2260FWPlcoxIT8cf5s1DRUUFzp07B4ZhEB4e7hcvly949913wfM8Dh48iOeffx433ngjSkpKsGPHDpw7dw4pKSkYPXq0c+sN6JNig4hwww034Ny5c6isrERraysaGxtRW1sLhmEQFhaGm266SVDE4qKjgQ8/FJQt/pKy5SJ77Wt7yWWhcfmrBWIxdfr0aY+/y+VyKBQKjxZJkUgkKNxRUVGoqKiA3W7v0XdtNhvkcjlSUlLcb+ClXse89x6uuuoqnDt3zidLWiDhT3CAi+uvLygUCsGRvzcQEXbv3u3z84cBhDzEfzjMv6fEx8eHvAyDIYWFhTR9+nSfzx9IOPJQzs/kb1h2MMRTyLher6fFixfTiy++SOvWraMXX3yRPv74Y9q/fz+tXr2aOI4LWLm70jf0VyZNmkQlJSX0zTffeMw75FAq6b3bbye9Xi+0p6ysrIDXYVhYmPBvnudJq9VScnIyzZ49m5YtW0br1q0jN/iQI+nIkSM0f/58mjFjBs2ePZukUilxHEdarZZycnLonXfe+T5M3ksuobq6OlqzZg2NHj261/fo7zdlGCag1Ddd00/0ViapVErp6en005/+lLZt29ZnvXa89x698sorNHr06CGT1HRYQipew/xZDCPg6Or70Bs4jvNo8pw/f37QtyOGArZt24Yvv/zSp3OVSiWkUmm/68XN7D7EEB4e3qsPymCA4zihbjmOQ3h4OG688UY8//zzWLBggeDcq1QqUV9fj5MnTyIqKqonsWo/0dTUNGCrXktLC1544QVnqPPhw06rQRcwHR2YFxkppEtwOBwoKioa0DO7QiQSAXAGZHQN8XcFZ5SXlyMrKws/+clP3C/0UFZ0dABdoszOnz8Ps9kMhUIBkUgElmURFxeHxMREREdHf/+8bducFpP2doDI+Xf/fmDbNuj1ekyZMgUajUb41mKxWAihd6G7xYhlfZsmWJZFZGSkT+f6gq5RWTKZzGPfZ1kWSUlJuPbaa1FYWIikpKTvD3qp19pt2/D666+jqqqqhz/TMIbRFcMKUhAwefJkn/aOVSqVGzu7C+vXr+93px2qipVMJhvQ9bm5uejs7PSrXrp+A19DmkOB2trakOcicjnwMwyDxMRE3HffffjDH/6AkSNHIjIyEkuXLsXKlSshEonA8zyWL1+Oq6++OuTl7oqGhgZ8++23zj7gyjvUFQoFtnVx8A+0Uuraxt6/f7+wNeSq146ODhgMBuTn5/e80EtZkZMj/LesrAyxsbEAnMpSTk4OrrnmGpSUlEAul38f9dWHsvXZZ5+huLhY8C+Kj4/HypUre30vlUrlk5Jkt9uD5mvpbVtcJpMhJSUFkydPxoQJE5CWloajR486D3qp15YRIzBnzhzk5uZCo9EEpbyBglsuLUDYRgWG7lh/JWFYQQoCfI1SaG5uxtdffx3QZw/VDj9//vwBWRt27drlty9EqBNlDgQsy/YYHIMNjuMQERGBX/ziF1i7dq3wvVwh5wCQl5eHgoICjB07Fjt27OgxcUokEp8tDoFGfX099u/fj/fffx9v1NY6/XiUSoBhnH8nT0bYLbcgOzsbEonEs7ISJIjFYiQmJnpuk64cSd3Kejw+HgcPHsTNN9+M5uZmGAwGiEQiqNVqlJaW4vXXX4dKpcL8+fMxdepU5728KAWm0aOxa9cunDp1CiaTSfBXKS0txW9/+1thsmUYBhKJxG3ybWlpGVR/Sm/tx5NC0NHRgWPHjuG5557DnXfeiWPHjqG4uBhbtmzxWK/m7Gx8N3o0xGIxqqur0dTUJETBDTVIpVKkpaW5/fbzn/9cKKtGoxmS5b6SwAwF8+KlPeBhBAkcxwkhsl1xuZmXuzptXulISUlBTk4O3n///aA/y5U4dMaMGbj66qvBMAxuvfVWjBgxotfrxowZA6lU6hax+eijj2Lbtm04dOhQ0MvtDTqdDrfddhuyMzOxIirKaT3JycFuhQJ//dvfsHXrVp+d+xUKBaxW64CCHNRqNaxWK2bOnInf/e53Hq3GQrTVkSMo12oRtmwZjh4/DpVKhZaWFnz44YeYOXMmwsLCcOLECYhEIpSUlODZZ5/FyJEj8dRTT2Hp0qUeHZNNWVnY/otf4LXXX8e3336Ljo4OmM1mWK1WsCwr5BEqLy9HfHw87r33Xvzxj3/ExYsX/RofWJYVouv6C57nkZKSglOnTvU4lpSUhOrq6h5jgMtRPTExEQ6HA9XV1Zg2bRoKCwvxk7vvFurV1QaKT5/G73//e8HalZmZCalUOmTD33meD2mKmB8ADhJRrscjoXbQHnbSHhyZOXOmG7dPeno65eTkhKw8Uqk0IMS/cXFxHgkfOY6jhIQEv+8nEomuaG6y7hIZGUmvvvoqXXvttfT555/T6dOnyRds376dVqxYEXIHV298Wr/61a/cyvv222/T7373O3ryySf75ODqj2RkZPR6PDc3l6ZNm0bTp0+ne++9l1588UUiItq0aZNbOV955RUiIqqvryej0UgbN26kyspKuv/++2nFihV07733uhGOqlQqWrlypfvH6cJnduGNN6ju/Hm66aabenAa8jxPcrncre3feuutwm2Sk5N7/b4Mw7g5pv/kJz+h1157bdDbwPTp0+mhhx6ixMREgRQ3IiKC8vLyaP78+fT3v/+dKisr6Y033qBNmzbR+PHjBSLgULbdYRky4tVJe9iCFASkp6fj1KlTAzJLd6UuGEbgERkZifvvvx//+te/QmrtcOGhhx7C0aNH8fXXX4Nl2YDRqIjFYoSFhXlNEvnqq69i7ty5PUOkgV5z8xw+fBh33HFHv9I79AWFQjHgxKqPPfYYdDodZs6ciezsbADOMn/++ed49tlnB5TRXq/XY9y4cfjss8/8vo7neWg0GhQUFKCyshIjRoxATk4ORCIRli1bhptvvhlHjhzB3LlzsWjRIrz99ttwOBy46qqrYDabcezYMZSXl6OiogJlZWUYMWIE7r77brS1teHxxx93e96OHTtQXl6OX/3qV1AoFOB5HjU1NT3ylEkkEuTk5ODee+/FihUrAADfffcdpFIppk2bhoqKiiGVsqQ7IiIioFKpBGqi7vjLX/6CPXv2YObMmaioqMDWrVtx6tSpgCctHcZli2ELUn+F53mfVxpdV2PDMvRlsFjMfS1LKFa0hYWF9Mwzz9CqVasEy0FjYyOdr672Gi5ORFRWVkY33njjkF2FsyxL06ZNo8cee4yOHTtGREQVFRV0++23U15enhDq318Z6Hu7rC9yuZwWLFhAUVFR9Nxzz9GkSZPo4YcfprvuuoveeOMN+s+lUP9//etf9Otf/5quu+46MhgMJJFI3N5VpVLRvn37qLS0lIiIjEYjPfLII5SVlSVYzBISEjwyxPM8T2lpafTee+/1sBTee++9HkP358yZQ4sXL+71HR944IFB7WNKpdLNuta1fgoKCmjy5MkklUopJSVleKwelq7i1YL0g08U2Re6rmJzcnIglUrdHKu7co/5Erl2OUCj0QyI9ysUSEpKgl6v98uPINir4piYGKxevRq/+MUvQl4Wb8jNzcVHH330vZMv4CRY3bv3+3BxwC1cHAsXorOzE3v37h2yPmwOhwMnTpxATk4ODh06hK+++gqHDh3Cp59+CrFYPODkkAN9b5ZlIZfLYbFY8OmnnwJwJl3dtGkTNm3ahPj4eOTl5aG0tBQXLlyAWq3GqFGjcOzYMbS3t0MqlQqO1jKZDHfccQe++uorNDU1ISIiAgaDAW+++SYuXrwo+AS5iG67IywsDHfffTduuummHscSExM9jms7d+7sM4pq3bp1frfr7n6RERERPlPstLe39yBjBpxtYceOHSByUixVVlZeUb6MYWFhMBqNPu845ObmDll/qyGHUFuPhroFqauIRCKPfjOu1WQgfGpCJTKZjHJzc93e53ISjuMCUv9isZg0Gk1AysSy7JBNUOla2SuVSnr22Wfp6aefdjcdPPmk03IEfC8MQ7R2LRERrVmzhmJiYoJeToVC0cMnTKPR0LPPPtvntS4LTUJCAqWmplJSUhLFxcUNGcuhK7Hi7NmzKS8vj5544gnatGkT3XvvvfTWW2/R/v37qaamhjZv3kxnzpyhp59+Wkgi27WPsixL4eHhpNFoaPXq1XTddddRXl4e8TwvnGMwGHpYTRQKBWVnZ9NPf/pTulhb6/RbevJJ599LlkIiouzs7F4TNYpEIgoPD+/xeyCsNEPlWw1l6W285jiOdDpdj+/l7zOkUinNnz8/5O8aJPFqQQq5chQKBUkul1NycnKoP8qQkoFkweU4jqRSacjfIVD1EMhBmWGYATt9cxxHSUlJQXnfqVOn0uOPP04ffPCBu4LUR3bn0aNHE8/zlJ6eHtRJjGXZHvdnWZaioqJ6vc6Vabrr+SkpKW5Kw1AQhmFIoVCQUqmk559/njZs2ECPPPIIHTp0iHbs2EEPPvggvfTSS7Ro0SLS6/XCOzEM46a0MAxDIpGIcnJyKDs7mxQKRY82xDAMxcTEUEREhFBHixcvJrvF0ut26siRI0mj0fRad54UqEAttCZMmNCvNsYwDM2dOzfk33gw25KnOg9EtnuGYXo4+V9BMpxJuyvMZjNqa2tDXYwhBSLqk6PJG+x2u18O5V2zNgcCCoXCLVfPQOAyw/cHnvKpENGAkyk6HI5+ORX3RnbpynHEsizKysrwt7/9DUePHv3ecdVLbh4UFuLPf/4z7rnnHthsNpSXlwd1e9DhcPS4v8PhwPkuCR89wWKxCFtLDocDDQ0NqK6uHnLh0kTOJJImkwkJCQl4//33odFosGPHDtTU1KC5uRl/+9vfsGPHDtTX1wvvRESw2+1gWRbh4eHIyMjAiBEjcOrUKZw5c8Zrm2toaBC2z10kxBV/+YvX7NsmkwlRUVF95tzxFNrv2ipLS0uDVqv1en1aWhruvPNOr/c+e/Zsv9oYEfkUgMFxXEByjsXExCAjI2PA9+kvuhgc3BCIfHBEJGSgHygYhkFhYWFA7hVs/CAVpL6IMwOBwU7yN5gQi8U9Jl5/BjBPOZkGgs7OzgFHpMjlcp8pYrwhWANUf5XX3pQ9lw9GW1sbDhw4gG+++Qa7d+9GfX29k8CT45xkqRs3Ak8+6fz76ac4eeYMPv/8c2zatAkAAhZt5w98SY7X/b2tVmvQ+/yMGTM8Kv7Z2dlCFmxvICIcOHAAzc3NWLp0KYqLi1FTUyPkLHI4HGAYBgzDICsrCwsWLBCu6+joQG1tLRwOB8xmM0wmk9AOZTIZWJYV+lxnZ6ewmLHb7VAqlUhqavKafXvv3r2orq5GQ0ODV+WS47he+8758+dhNBq9tsXz58/jq6++AuCcPLvTL3WPugOc1EO+ZELvzdcsMjISKpUKDocjIEpEc3Nzv4i3+4NVq1ZB0T0h6GUCInLSAV0GuHJn8RDDV4WB53lERERcVhYtT4za/iCQyhGAPq0CKpXKjdfJ2z0GatUK9HsFAt7K5JoQKioqYDabYbfb8fe//x0tLS3IuURxERkZCdHChcDChQCcK/mf/exnKC4uRkVFxeC8gAf4W89KpRIsy3qcaAOJmpoaEBHS0tJQUlICnU6HpqYmNDU1uVl0XFnSu1pdHQ4HtmzZgpEjR+L8+fMQiUT45JNPYLVa0dbWJlCWAM5J3zW+uJQeh8OBuXPnIikpCdu3bxfua7PZIJPJhG/sgk6nw9VXX43bbrsNuHjRmX27q4VAocBBux0vvfQSampqerUQE1GvTs/Nzc291pvJZBLSUBCRT1Y+q9U6YKXGaDTCarUGrN8ajUafrMUqlQrt7e3QaDRob28HwzB+K2knTpwYdEfzQCasDOX44Q+uaAUpKytLWP0MNnxVkPoaXIKJ/kR+AaGh8BhIXihfvsUPNedUU1OTkKH44MGDaGlpQU1NDY4fP46WlhZEREQgPz8flZWVePfdd7F9+/ZeB8m8vDyUlZUNKM+QJ8jlcmg0GtTW1vo9oQVrC9C1vVVfXw8AKCkpAeDcwndN9C5CalfEmQue3sFms6G0tBTvvPMOzGYzDh06hNjYWDQ3N7uNEdXV1aiuru5xv/b2drS3t0On0wljntVqBc/zPZ7ncDgglUoRFxcHTJjg3D7tkn27PiUFP/n3v1F04oTHvqFQKMCyLNra2uBwOHq8nz/orhz40hcH8jwX+lo0BQuu9uhaaI4ePRqNjY1+LZJ3794drOJ5xVBcAAYbV7SCJJVKh3zovd1uFwbYQEKtVve5YuZ5PmBs7MHGQKw7odgG8geDRfnijaqF53mhfl2TPM/zaGlpQWJiIg4fPoxvv/0WZ86c6VPZkMlkbtvLcrkcEokETU1NAyo7y7L97svBJNT1VCYXhUVDQwNEIhHEYjFYlkViYiJEIhEqKiogl8t7WFZ4nkdJSQlsNhvCwsLQ0dEhWJe9tWGxWIy4uDiUlZXh4MGDqK2tdSo9XSCTyQRlzW63w+FwCNtBHMd9v516iZLjoN2Opw8fxsGtW722y0Dyl1mt1j4XiUlJSaiqqgqKD5mLjHewUpu4vqVLQXNtnQ51XM7clv3FFa0gffPNN6EuQsggl8vR2toqDIqeUFJSIkyIAARfhaGIQKwYQ4ne6tY1OHadjBiGAcuyARuUXA7bniairm0AgJA7p6OjQ+Dqqq6u9qlt7Ny50+3/EokECoUCTU1NEIlEiIqKQmVlpd/ld1lHggVfFhTd4YvzvNVqhdFohN1uR1RUFLRaLWw2G6KiouBwOHD06FGhbbu+w7lz54TtDG/kv0qlElFRUQgPD8fUqVPx5Zdform5GVFRUYL1SCaTwWQyQalUCkqiyy+NiCCVSmEwGJw35DjnVurChVg+diwqKyt7VdoH2/piMBh6WM0CBZlMBo7jAqog+bPoCUY2+mBDqVQGtT8OFVzRCtIPGa4oH57nfZpkGYbp4RcxlKHRaGAymS6b8roIgz3B0+8sy0IkEvmlIGk0GlgsFo/OyETksyO7y6cF+H47h2EYYcL1VFZv79bU1ITm5mbBWpmamtovBckf9Mcip9frA+aj1N1SN2/ePNTV1QlJDKdMmYKwsDAkJyejtLQUOp2uh3Ovy1Kyc+fOHlaTsLAwjBs3DjNmzEBsbCxGjRqFWbNm4W9/+xvOnz+P8vJymEwmYfuvq79HV2tFXV0dvvjiC8ycOVM4/s9//hNNTU1DLlFsMBe73mh4BoJALm66w2AwoK6uLqRbXlqt9gehIP0go9h+SPDV8kJEl42yATjZ7jUaTcieHxkZ6Vekor9+Zna73e/IvFGjRiEiIsKnc2UymddjWq0WarXa7Tee57+3NnSDSCTq9VkikQhyuRxtbW3YsWOHT+UbCPozcXjj8eoP1Gq125ZJQ0MDpkyZgkceeQTLly9Hfn4+UlNT8cEHH8BsNiM/P9/rvVxOxK7IUbVajcLCQvzsZz/DNddcg0WLFiE9PR05OTnIysrC8ePHsXDhQjAMA4vFIvgKucDzPDiOg0gkQmdnJ77++ms3hfXDDz/0aKkZiKtCTEwMWJYVIuqGOnieR1RU1IDuEcztqLy8vJC7jgR7kTNUMPRb6zB+8PA0qB48eNBnCoJg4J577kF4eHjInu8J3377rc/RIenp6V6Pdc2V44LVakV5ebnH8/tSwi0WC9rb230Kyx4IZDKZ374cwZiwGxoaBCVNJBLBZrMhPj4e48aNg1gsRk1NDcLCwgA4J9KNGzf2ec+YmBiEhYVh9uzZeOKJJ7Bw4UJMmjQJkZGROHPmDI4ePYq6ujrMmjULjY2NkMlkqKurQ2Njo9t9rFYrbDYbLBYLioqK8Oabb+LIkSPC8blz57qd71oEqNVqtwWBP34zq1evhlKpxOjRoy+L0HS9Xo/777/f7+tEItGg+HRu3bp1yOXzumIR6izaocikHWwJRLbeQGQ/DaaIRKJBy0rcV9bkYQms5ObmUkZGRkDvqdPpaM6cOUEt98033+xXNniGYYSs0sEQlmVp+vTp9Nxzz9Fjjz1Gb775JlVUVFBNTQ198sknlJOT41c/5ziOCgoK6MSJE+QJO3fupAcffJBWr15NS5YsEfpnVFSUQFjrEpFIRFKplGQyGc2aNYsOHz5M77zzDt18881u56WkpHgso0QiuWKy57u+1UDHs6ysLFqwYEG/r/eWCXtYgi7DVCOBEE+0B55kwYIFA1Zw5syZM+SVpGFxiqdBjWXZflO3DOS5XSWQvHLD4p9wHEe5ubl07Ngxam1tpZMnT9KJEyfo22+/pd27d9OpU6fo5Zdf9kiF4YmahmEYysvLoyeffJJqamqcNCAeuNO2bNnid1m1Wi09/PDDZDab+/WuLMuSRCIJeZ0PNfFX2YmOjha49oZlUGVYQRoWUFJS0oB5wYbl+7p0kT4uWrSIsrKyBr0MkydPHhSCZKlUSnFxcSGv88tJXn75ZdqwYYNHS8+JEydo1apVdNNNN/l8v0WLFtEbb7zhvIHN5pU7bcOGDQT0TvLa1VKhVqtp6tSpNGnSJEpMTKT09PSQ1hvP8zR69OiQf7+uddWf61QqFRUUFPh0rkgkGtBiWKPR9LAQDotfMqwgBUuGqkm0N/P3ihUr6LrrOP4mfgAAIABJREFUrgt5GYcl+OJi8x45cmTIy9KXDDUiWU+iVqv7JA7Ozs6mFStWfK/MeLD0/OpXv/KLgDUiIoIeeOABqq2t9Uok3P7uu7RixYpe7+Nr3x8Mxdv1XgsXLqS1a9fSG2+8Qa+88gqlpKRQQUFBD8LdYYGbpU4kEg3Z+ecyk2Gy2mDhkoI35NBbBNSbb76Jf//73z7dJ5jREkqlsgfv0g8RKpWqz0gwf5CSkoKXX34Z+/btw8yZMxEdHY1JkyZh1apVAXtGMODJ8XTJkiW44447fL5HsKN7WltbhUSQnvD666/jyJEj+M1vfgPY7cC8ecCyZcCaNc6/8+ahoqzM57xSUVFREIvFsNvtiI6OdkZXHT7skTtNcfYsjh49KvykUql6OFJ37/tisRh6vb7Hc/2JuuQ4zieyaLFY7NGxu7OzEyUlJfj4448RHx+Pl19+GRMnToROp/O5DP5gyZIlXiMyXWAYpkck51BA14CIQNKkuLB8+XIsXrw4oPe8rBFq69HlbkEalmEZahIdHU2pqamk0WgoOjqaFi9eTLGxsfTzn/885GXzV3ieD7llKSoqivR6vcdjrlV8Tk4OabVaMplMRER0+PBhr5aerx59lBYvXkxTp04lwGmFjoyM9Hh/l4Vg5syZ9OmnnzqtUl7u+5u8PL+sUt2f4e81A7VeKJVKys3Npd/+9rd08OBB+uSTT4iIqKioiMrKyujgwYNUVlZG1113nU9bUCkpKbRmzRqf2lTXsmu1Wq/fty/Jz8+nlJSUkLbPQMpQ6G/BFqlUSvPnz+/62/AW27AMnrAsS2lpaSEvR7CloKCAdDqdx2MymYwSExNDUi6ZTEaxsbEUGxsrfIstW7aQSqWi8PBwAkDjx48Pef0Nluj1eq8KiC/iCs5gGMajAsKyLD311FN0//3305kzZ4iIyG63O7fVGMZdkWEY2j1vHiUlJbn5jfSl2IjFYpo7dy79x7VN180H6WxiIsnEYlIqlYNevxKJpF+RpgsXLqTXX3+d3n33XVq/fj098etfU9vGjW7bkW1tbXTDDTdQTk5OnxM3x3H98rHs+l1FIpHXPt1dIiIiSKPREMdxFBkZSbfccgu9/vrr9NRTTwnnyOVyyszMHPRv4mu7DnUZQiXdggqGt9hc0Ol0yMzMDHUxIJVKPZq2rwQ4HA6UlZWFuhhBx759+7wylZvN5h7ZkQcLZrMZJpMJY8aMwY9//GN0dHRg3bp1SE1NFfIbFRcXh6Rs3XHHHXcEnYfKxYfmL+655x5MnToVEolEoOfwtC3GMAz0ej2+++47jBo1Cs8995yTTHTcOKBb3h+LWIyPq6tRVVXllpi1r+02i8UCo9GI4uJiNDQ3O7nTNm7Ehfvvx39+9CPMslhgunROb1iyZAlmz57tRy30DYvF4jefJMMwOHv2LA4fPgyFQoHrFy/Gr/fuhfLuu922Ix9evRqJiYm49tprodVqe20rdrvdKwWKK++UJ3T9rlarVejTvbUZmUyGlpYWtLa2Cu3LlQdJp9PhzjvvxOzZs2EymXD27FlfqmTQkZCQEPKEk6GCrwmUuccffzy4JfEBTzzxxKAVwmazob29PeRZox0OBywWS8C4z3ieR0pKisDD5IJUKnXz7ZBKpWAYxqfnchzn9x63WCzGxIkTvSYVvJJgsVh6rR9XHUskEvzyl7/Enj17glKO3NxctLe3u3X6kSNHYvTo0SguLkZFRQV4nkdDQwNMJhPsdvuQSTRXV1cXMF6v//u//8PRo0d79G2LxYIRI0Zg5syZICKfE4xeuHAB1dXVMBqNffaDxsZGKBQKGAwG3HbbbWhpaUHUtGnAzp1AXR1gtaJTLMYBhsFDLS0w+8ktyPM89Ho90tLSIBaL0drejpN2Ox54/31s2L8fNefPd7XI91rOmpqaHpQxIpEIWVlZAkVRb3AliRSLxdBoNFAoFP2inWhvb3fWU1QUpjY1QfTqq2BcvlUWC+znz2P8ihW44f/9P1RXV+P48eNob28XxiV/xqYFCxbg7NmzHse9uLg4ZGVlYeTIkYiKisKIESOQn5+P/Px8jBkzBmlpaT340hwOh9CHkpOTkZSUhPj4eKSmpmLixIm466670NzcjJMnT/YYk4cKOjs7Qz4PDhHUPv744695OvCDU5Bcislgged5jx3Z22rUV2RlZSE3N1dYnRARbDZbD824+0Diem6wnMuJnJQl3tjHf4ggIrS3t6O2tjYo97darWhvbxfak8FggMFgAM/zQrZvnU6HyZMno6amZtCJRntDIMoSHR2N9vZ2dHR0oLa2tke/EolE0Ol0UKlUcDgciI6OhsViwYsvvojS0lLYbDbExsZCLpe7TfStra0wm8199hWGYRAXF4dbbrkFVVVVSE1NxenTp1FZXQ3R8uU4znE4ZDJhvViMX3Z2oqUfyoSrH/M8j1OnTmHz5s346quvcOjQIVy4cMHn/tzR0QGTySRYPVyTvEvh8ZWDLSYmBikpKZBIJLhw4UK/FG6Xxae+vh4TSksRd/IkutqHGLsdmsmT8UFDA7Zv3w6TyYRZs2ahqqrKb948k8mEpqYmj8fCw8OFBURkZCTGjx+P22+/HZMnTwYRITY2Fh0dHRgxYgRMJhNMJhMcDgfS09Nhs9mg1Woxf/58LF26FBMnTkRsbCwAZz+0WCxgWXZILhiHyiJpCMCrgsQMhSisSw5zXf8/ZKPD/EVvRJ4DQWxsLLRa7WXJBD2M4CI8PBwJCQkYO3YsJkyYgLa2NhiNRixevBh33XXXZdNmXOb/vnit1Gp1rxOmSCSCRqOBXC5HeHg4li5dCpvNhpycHMjlcuzYsQMMw+Cjjz5CcXExHA4HUlJSUFNT0+eWlQuJiYm44YYb4HA4IJFIUFxcDKPRiPDwcBQXF+P8+fPCAsYT4a8vEIlE0Ov1CA8PR2dnJy5cuACz2ew3zx/grFuWZd2uFYvFwuLRGzGxC67x5/z5835vr3WHVCrFQykp+E1pKbiuz1QqYXz9dTxdVIS3334bEydORGNjI86dOwee5z1SqfgKkUgEg8EAu90OqVQKtVqN8PBwTM7NxSyzGaONRiivugpt06fju/JyfPPNN2hra0NFRQU2b94Ms9mMqKgoSCQSTJkyBRkZGZg0aRIKCgqc0YvbtgGHD+MbqxXcwoV46ne/w9mzZwfc97p+o2EEDAeJKNfTAd/ZNofRL/SmHHEcB4lE4vMg3BUulvXekJiYiIqKiitG2RyGb7BYLGhqakJ9fT3a2tpARJgyZQqKi4sHPJkNNlxtl+d5SKVSmM3mHitfb8pRfHw82tvb0dTUhMbGRlitVowaNQppaWkYNWoUlEolTCYT5s+fj3PnzuGtt94Snme1Wn1e2Lh8kPbs2QObzYbGxkZcuHABgHMbQ6vVQqFQoKWlBVartd+TnNVqRX19PWw2GziOG5D1zW6391A8u5bJ25ghk8kQGxuLjIwMYateLBbDaDRiwoQJ/SIjNpvNWF9VhR+pVEhzOMBbLGAUCmDyZByJjoaqrAxTpkxBdXU1FAoFZsyYgdOnT+PChQv9XkwTkds3zsjIwJJFi3DNSy9BWlQE1mQCNm1C+MSJqF6zBmPGjMHGjRsxceJEbN++HZ2dnWhpaUFkZCSUSiUSEhLAsixKz5zByPvuA/bvBzo6MEmhAPbtQ8GSJWhoaPBaXpZlfdo2HB7LBxdDUkH6ITWCQJNlKpVKYZsgkLl1Ao2wsLABraaH4R2uQV8qlUKpVKKiogIJCQn4zW9+43WbYagiPDxcIKENCwuD0WgUiG/72rZwWUkACBN5UlISUlJSMHLkSCiVSnz66adgWRYcx7ltVfm7JaLVanHy5ElUV1f3mAQ5joPFYhEUkIE6pbe0tPSpYA3Ucm02mxEREYH6+nrhXcLCwpCTk4OJEyciNTUVVqsVer0eJ0+ehMFgQEJCQr8UJABoaG5GLsfhToMBC+LiMG75clhmz8axXbvQ0dGBq666Ch999BH+93//F5999hm++OILv/2eNBoNWltbBXeEixcvQqFQQK1WQyqVIrOqCorjxwHXgrW9HfavvkLzxo1gCgtRXl4OrVaLkSNHoqWlBSzLIikpCTqdDrGxsVCpVDB/8IFTOXKVrb0d2L8fo7Oz+8zr5Iuy1x9r4TCc253x8fE4ePCgX9f1qSAxDCMFsBuA5NL57xPRGoZhwgG8ByAJwDkANxFR06VrHgGwEoAdwANE9KlfpfqBwG6398u50RsYhoFUKhXuWVJSErB7BxpyuRxENKwgBQFyuRzR0dHIyMjAtGnTkJqaCp1OB7PZjMjISFRUVISkXAzDQCQS+Ww90Wg0SEhIgFwuB8uyMBgMaGpqQkJCAsxmM3ieR2lpqdfruyd0dCU0dK36AWDixIloampCcXExeJ7vl2WHiHDmzBnBwbn7JHfx4kW3/w/E98PXCTIQkYFqtVqwOLIsi3HjxmHSpElITEyEiGWRUlqKiRcv4lhkJOpyc7F9584BPc9it2N9bS3eamzEj779Fk2ffYaIiAjBIrpgwQLMmDED69evh1gshlqt9kvhl8vlgkW1628RERFobGxE0+ef90jAyXV2gj12DIdiYqDVarFjxw4kJiaC4zjBL8m1HavT6TC2pcVjEk9dZSWSkpK8KkHBcMMYxvdQqVRISkoKvIIEoBPA1UTUzjCMCMCXDMNsA3A9gB1E9DuGYX4J4JcA/o9hmHQAtwDIABADYDvDMKlE1LsjwTD6DZZloVAoBIfHywGhCoH/ISAuLg5RUVEoLS1FWVkZcnNzIZFIEBMTE1L/BZcC31cZGIYBz/MwGAyQyWQwm82IiYlBVlYWqqqqcOedd2Lr1q0Qi8WoqKjwSWlgWRZSqRREhKKiIkRHRwN2O8L37UP44cOIKSlB2qhROH7ypEcnb5fVwRssFkufvlKDBYPB0EMp8wSVSoXw8HDU1NR4rMOuyifDMDAYDCguLkZjXR1+tWcPYiorwXV2YrxcjrJDh/DXAFnDOzs7sWHDBthsNhgMBlx//fU4ffo0cnJy8MUXXyA+Ph5msxmHDh1Cc3OzzzsOnoIkWltboVarER0djWqj0ZmWocuilVEoIMrNxa5du1BWVobw8HB88803iIyMRG1tLY4dOwa5XI7IyEhERUVBNnVqj3tAoQA7fjzOFxUFPaXFMDyjtLS018WUN/SpIJGz9bm+tuiSEIDFAGZe+v3vAHYB+L9Lv79LRJ0AyhiGKQEwCcBXfpduGD5BLBYjOTnZjWYgkOA4rsfgH2hHep7nIZFI3KLfeJ7vMSkpFAohimQYntHU1IRx48YhISEBn3/+OVpaWtDc3Izdu3f3y98tUHA4HD5FH7mckfV6PXJzc4W2sWrVKuj1erS3t+PAgQP46quvEB4ejubm5j7zmohEIlitVpSVlUEqlX5PA3LJV+RGhQLjdDpksiw6u7UtlUoFu93ea4SXL+Hxg4VJkybho48+8to/XRFr2dnZmD17Nl5++eUezs7d+7zdbsfmzZuhUqnw6oIFiKuuBnuJzojp6ECi3Y4xFgsCkfGHYRgolUo0Nzfj4sWLSEhIEHImtba24tSpUygqKhIiFlmWBcuyflvmeN45/e3cuROHDh3Cdzk5GK/XI8FqBW+xwC6RoC4hARUZGZBeShEwbtw4nDp1CosXL8aWLVvw7bffwmg0YsyYMTCZTGjIyMA1Y8ZAffKk05J0yZcq+sc/Rtjjj0MsFg9bzS8j+OSDxDAMB+AggBQArxDRfoZhIomoFgCIqJZhGBe5TSyAr7tcXnXpt+73vAfAPQMp/DCcMJvNQVOOAOcE0dLS4jbgutIXDDRUlOM4qNVqxMfHQ6VSYe/evQCcg2RERESPVd+4ceNw6NChkE70Qxkua4fdbkd8fDw0Go0QgZOVlYX9+/e7fUeJROJz0rTBgtVqRXJyMhYtWoRly5ZBJBKhqKhI8CciItx8ww3o3LwZt7AsTsbEYEN9PZp7cVq2WCyIj4/HAw88gPz8fODDD3v4ikS1t2MOgI+6XdtbpJRL8QoVPPkaffjhh71eI5PJkJaWhoyMDK9pH1zKkVwuh9lshsPhgE6nw9VXX400oxFMt0meNZsxTaXC1gCkbeA4zi0B65o1a2C1WmEymbBr1y6kpqbCbrcLfJOuCMW+gla6IzIyEh0dHWhubnb+bWvDW7feipSzZxFz8SL+XV6OlLvuwnfFxairq8OaNWtw//33w2az4YUXXhDuU19fj4aGBhARZEolWjZtgvr4ceDIESAnB08dOoTIrVuRmJjYr77mzZ/sSor2HqrwSUG6tD2WwzBMGIAPGIbpLRW1Jxtij69IRK8BeA3oGeb/QwHLshCJRAGfoPoK0fUXnrJFB2JSYFkWo0aNwqOPPoqEhATMmTPHLZrDk0n8yy+/HPBzLzd4suB5GzTHjx+PWbNmQSqVYu/evVAqlcjOzsbatWtRX18PlUrlZsWZPn06vvzyyyGlJIWFhUEmkyE7OxtSqRSVlZVQKpVCZmOVXA7F4sVY/c03EFksMPM8HoiJQY7Vig4vJM0ymQyRkZGIi4sDAHy3ZQuSu/mKyAFMYFl85KN1UiQSYcyYMSgqKur/yw4AIpEIKpXK71B3sViMlJQUREVF4f333xfu5XA4erSzpUuX4pNPPkFDQwPa2togl8vxUVkZ0jgO0i6LIxPD4KREAgRAQeq+6LJarZBKpTh+/Dg6OztRXFyM2NhYwWnfRebrr8JgMplgsVjAcRzkcjnsdjt2792L106dwj333AO2pQWl586hoqICZrMZP/nJT2C1WpGWloaysjKhz1y8eBE8z8NkMuGrr75Ceno6fvzjH6MqMxMcEUrPncPhoiLMnz/f77pgWRZardZjskm1Wo22trZha3oQ4VcUGxE1MwyzC8B8ABcYhom+ZD2KBuDa9K4CEN/lsjgAww4nHpCSkoI777wTjz76aJ/najQaoUP3Bo7j8Oqrr2LFihWBKmZQwPM8UlNTMWvWLBQVFeHDDz/EsmXLcOjQIbS2tqKysnJ4dQTnCj4rKwtff/212+85OTk4cuRIj8Hx6quvhkqlgkqlwooVK1BWVob8/HzwPI8XXngBZ86ccTu/v1FHwQLLsmhqasL06dPBcRysViuUSiVsNpvgWI1t28AeOAD20gQltVqR0tCAn6en43fHj3vsIw6HQ6B94DgOKddfD9vGjeC7KFR2iQTHHA7AxwnHarUKlq1QTFJWq7VfeYDUajXEYjHGjRuHG264Ac888wwkEgnKysp6tIdPP/0UDQ0NQm6o6upqHDaZME+pxFijEWKrFZ08j+/Cw/FeU5OQimEg8GTVfPHFF/Hoo4/iqquuwv79+1FVVSUcu3DhAmQyGfR6vc9Z0gF3y2BjY6Pb/9euXQu5XA6j0Yjs7GwcP34cqampKCkpwalTp3rcy2QyCRF/dXV1qKyshEgkwoIFC5Cfn4+DBw9i9erVfrcTh8PhNRN31+SwwUSo2veQgA9EshEAwi79WwZgD4CFAJ4F8MtLv/8SwDOX/p0B4CicUW8jAHwHgBsmq72yRKfTUVhYmM/np6Wl9SCb1Ol0lJaWRhs2bKCu+Mtf/kK5ubkkEolC+o6+MIgPNRk/fjzt3bvXSWj6n/8IxJ9b/vlPUqvVIS0bwzB9ftPf//73Ajt6fHw8rVy5kl588UUnSasLXkhgy+++m1JTUz1+N7FYTJmZmbRu3TrnPboQvjouEb5WpqWRrAuBrC8iEoloxYoVIf/u/kpCQgIVFBTQvHnzaOXKlXTDDTf0eY1Go6H/+Z//oTlz5tD8uXNp/eLFtHncOHqlsJDuu/feoJU1NTWVWJallJQUN4LfrsKy7IDHC4lEQlqt1u2eI0eOJMBJOgugV8JciURCkZGRlJ6eTjfddBP94Q9/oPHjx9PMmTMpJSWFcnJyAlovL7/8MsXExAS1ncTFxdHy5csHrV2GSLyS1fqiIGUBOAygCMBxAL++9LsOwA4AZy/9De9yzaMASgGcBlDowzNCXUE/SFEoFAK7uy/C8zxd2g4NiKSnp9Orr75KnrBnzx6hbKNHj6aDBw/SX//6V9JoNCGvt+4SFhZGMpks5OUAQIWFhfTB++/3YHtvmTiRRiQk+H0/vV5P2dnZg1Z+T8pNRkYGrVu3jux2u7Nx/Oc/zndDFwVJqaSip5+m/Pz87kzdgmRnZ9NHH330fSOz2cj8/vtEa9dS8TPPUPro0QFt30NVeJ4ng8FAU6dOpVWrVtEbb7xBW7dupTlz5vR6nVgsFr6PXq+nmTNn0uzZs4V76vX6gJVRKpX2+G3WrFmkUCiCWjcKhYJSU1MJcCpImZmZlJCQIPRvvV5PSqWSNBoNcRxHDz30EM2aNUs4NmPGDFq8eDHl5eVRYWEhTZgwgfLy8tyeodFoPLYzkUjUQ8njeZ5SU1MpMjIyoO/55ptveqzjgUhOTg7pdLqgfp8gSf8VpMGQQLykS9O/HEWr1dK6deuIYRi/VxkMw3hdVQ11YVmWbrzxRqqtrfWoJBER5eTk0O7du4mIaPfu3ZSQkEAsy/a4l7/K3pUq8+bNo3/ccgvZ5HI3BcLE87QgAPcXiUR01113eT0eGRk5YGVxyZIlNH36dEEZjo6OpjvuuIM2bdpEO3bsoANff01tkycLCqBDoaCziYmklMm8KjhisZhSUlJo2bJlHpXyRx55xGO78kcup36YlpZGjzzyCL379tt0YM0aoiefpLeXLevVgsZxHDEMQzzPE8/zxLLsgKysS5YsoRdeeIEefvhhWrVqFS1fvpxeeukleuihh0iv11NaWpqbYjAUlVeWZYlhGMrMzKQJEyZQZGQk5ebmCvUUGxs7ZMsd6jIMIbnyFaSh2Aj9Edeq94fWcJcsWdKrgpScnExr1qyhEydO0MaNGwO6Sg2FBHvbbtq0abR77lznthG+V5DsAD3Wzz6iVCopIyND+H9vWxmufpiRkSFslfUmMTExwjZVfHw8zZ8/n5YsWUKFhYU0ffp0YYLheZ6kUikpFApKSkqi5595ht684QaitWvp/eXLSS6ReLUcAU6LxJIlS+jYsWN09OhR+vjjj4mIaNeuXbR+/XpKT0+n1NTUAY0j4eHhFBcXR3l5eSHfHu5NdDodzZo1i+5ZuZKKY2KoUyIhB8OQTSajzwBiA/Qcb1YPpVJJarWabr75Zvr3v/9NjY2NHvv+888/T9u2baPnnnuO5HI5RUdH97rF1V9ZtGgR3XrrrX5fp1arBaWYZVlBWeo6hl/u89IPRLwqSNzjjz+OUOOJJ54IfSEGAddeey1iYmJ6ZPgFvg+rvaQwDhgcx/V5L5FIBIlEEjJWZ61Wi1/84heYMmWKMy/Nxx8D773njIQZORL//s9/cOLECWzZsgX/+Mc/sGfPHkRHR6OpqemyZaIO1Pf1BI7j8KMf/Qg/vuEGMFu3Al2clTt5Hi85HP3KU+NyBnY5avrisNnU1ISmpqYe78uyLDQaDd5++21cvHgRLMti+vTpmDFjBr788kvY7XaoVCo88cQTUCgUKCoqQnt7OywWC2w2G6xWK1pbW3Ho8GHMue8+lMXH45XPPkNJaanHNqHVaiEWi9HR0YHz58/j0KFDkEgkuP322wE4kwfecccdqK2tRXNz84CcUUeOHAmFQgEiwoIFC/Ddd98hLi4ONpsNaWlpCAsL8+pw6w84jgPP8/0uq16vR0JCAq5lWUw/eBDizk4wAFibDTE8j8Nd2klOTo7gpN0dDMP0Oc50j3bNzMzEbbfdhvDwcMTExAjEvumjR0P02Wdu/X/KtGlISUnB1KlTYTAYoNFocPr06T4jLiUSCWbNmoXvvvtO+M0VpQd8z3vmQnl5OU6dOuX3mNI1OWiXxT6ICCKRCHFxcULuLLVaPaQiRYfhhtrHH3/8NU8HhhWkQURtbS2qq6sDmjeF53moVKoenc+XiZho4HmMvJWpsLAQZ8/2Ph1brVaEh4dj/ty54K65BnjpJeC//wW2bgV27kTa2rXoMBrR0tKCkydPorW1FY2NjdBqtSHJXPzLX/4S+/btE+rWlXNoqIDneSQnJ8MSH4/UmhpwDQ2A1QoolTipVuPhjg70VVoX6Wb3SKT+RN94qhsiEu4VGRmJlpYW/Pa3v0VtbS20Wi1yc3MRFRUFlmVhMpmg1WrB8zzOnz/v9r2lUilMJhPWr18vhKB7gtVqhcViARGhs7MTtbW1KCoqwoEDB7B+/Xp8+OGHKCkpcStXfxAXF4eRI0fipz/9Ke655x4cPXoUSUlJqK2tFfLkNDU19avN5ubmwmq1Crm/upZVKpUiMzMTSUlJbpFd3qBQKGCxWFBeXo5pVVWY1NLilpeFI8JZnscXl+7f3NzsFhVoMBig1WrhcDiEegWc3/Khhx7Cnj17hHM9jS0OhwPl5eUQiUQIDw/HnDlzsGTRIogWLuzR/3HrrQDLoqSkBHl5efjTn/6EsWPHoq6urtc8aA6HAxcvXvRKvtu9XdpstoCPg0QEo9EofCer1QoiGs6kPTThVUEakmS1VyoGwr7tDXa73S37tD8I1uRut9uxf/9+n87T6XQQbd/ukeAR27YhLCwMRUVFwgrNbDaHTCl599133SZRm802pBSkCRMmgIig1GhQuX49Lv7974itq0P7qFHYajTCsWZNn/e4ePFiUK1zIpEI48ePR3NzM3bu3Ik//OEPqKqqQkxMDOLj46FWq2E0GgXOrKlTp2LUqFFoaGjAiRMnADjbbWtrK3bu3InW1lYhI7IndFVIXEpSdXW1kEzRZrPh4YcfxnPPPdfvd2JZFqtWrYLdbofNZsPZs2fxxz/+ESdPnsTmzZtRXV2NhoYGHD58uF/8iFOnTgURIT09HTzP4/jx46ivr4fdbofFYsF3333Xax10hav/EBF2dHZiOctC3rVNi8Wo1emAS1RA3RXl5uZmMAzTo400NTVh48aNbr956hv5+fnQarX7H741AAAgAElEQVSIj4/H2LFjkZubC2zb5rX/Y+FCpKSk4OOPP8a8efPw1ltveczL1v253TkuB7ufEpHbQtg1bnRVKBsaGkJiCX/sscfw1FNPXTah+3q9HnFxcThy5MigP3tYQbrM0ZsVSKlU+kWG6yIEHShtAhH1yQk3bdo0mEwmyOVy4PBhjwSPOHIERoOhR66Xtra2oFqPYmNjcfXVV2PDhg1uv3ffGg21ctQ950xZWRkA4ODBgxCJRODnzMFZhwP/+te/fOboG2gOm74gk8mwYMECfPbZZ8jPz4dKpcK0adPQVF8P7ddfg9u+HZV6PUZcfz3a29tRUlKCiooKN24xhUKBO+64A+vWrQPgP/mrw+FAW1ubsNXy2Wef9ft9RCIR7rzzTowbNw5jx45FXHQ0Lv7978DatRgzbhx+fOed+OLLL7Fv3z6flZjucOUiuvHGG6HT6WC1WiEWi1FZWQnAySfmq2XC1W9EIhH+y7I4KpUi124H19kJu0SClrQ07O7FOuMtD5tLUesNM2fOhMFgQEJCAnJzczFixAhn8s9e+j8WLoTRaMSRI0fQ3t4uKGiekkKyLAuJROIxSa4n2qJQorW1NWTcfR9//PFloxwBznxPrrY+2BhWkK5g+LuV5zILDwZqa2thtVpRUlKCtnnzoPJA8IicHMR5IMAMNhdbR0cHTp8+3es5YrFYMJsHEtHR0eB53qcBoeuALxKJMGrUKIGupaOjA9dccw0kEgl4nvfJojcYMJvN2LVrF2JjYzFp0iS8+eabmDFtGpJXrQL27wd1dCBdLgf++18UP/AAWJYVtqhc4DgOBoOhl6f4Blcb6i9Nj0QiQU5ODp544gnExMQI/G6GS/xuUCgQM3kyln36KcaO/f/sfXd4VNXW/nvmTC+ZySSZ9EIykBASSCBAhJBCRIyAgigXUAREitfGVZGLl2vjU7/vev3ZruLVK1dARSmCIr230KVDgAQSSMKk95lJpqzfH2GOKTOTSUhD8z7PeiBnTtl7n332XnuttdcbjdTUVGzfvh3ff/89zGazyxbluLg4uLm5oW/fvhwlz8aNGzmi1bYkVbVarag1m/FEQADeGTECkitXoPP2xh6xGJUHDrQqK7VarUb//v2xd+9e7pivr2+zTPjl5eUwGAyQSCSwWq31hMEAEBtrl+AVMTFIT09HSUkJzp07x9GNWCwWu2Xj8XgOuc7ac7xoDz7IruRjay2jfVfDaDR2+MLNEXoUpN8xWhsUaHNddAZsq828vDzk9e+PiKFDOeJQG8Ej0tKQ2MGDnT2Ul5fj2LFjTs/pKOtRa9x2DRUkIkJwcDBkMhlqamogEAhw/vx55Ofno66urk0ZlzsCdXV12LdvHx5++GFotVocO3YMbocOcS4WBgBqamA9cgTWsDAUSqXNgoSNRiO2bNnSZXWwgcfjwcvLq145Apy6iqLGjkVUVBR8fX1x4MAB6HS6FhUksViMyMhIaDQaaLVa9O3bF2FhYXBzc4NOp4OPj0+bqXcsFgusVivKKiuxrLAQYh8fMAyDS2fOIDQ0FBUVFS677i0WSzNLtT1rTUZGBlQqFefmVCqVCAkJwXmhEIP79oX8wgUwBgNMAgH04eGwDh2Kte++C6FQiBMnTqBv376wWCywWCzw8vKCwWBo9Fyr1dpszLNlw+bz+S2yEDQFn8/HuHHjsH79+kbHHcXXNQXLsvD398eNGzda9dwedB/0KEh3EX6P5IREBCvDANu21U8wtwkekZYGsGyHxG21BU350DqKoLQ1VAkNYbFYcOHCBQQEBCAwMBBqtZpzdR48eLBLCVVt4PF4HE+gbXfauHHj7LpYGIMBQaWlsIhEqKmpaUR3UFdX16IC21nw8PD47Y8WXEUAEB4ejlGjRmHZsmUt3jssLAyTJk1CUVERevfujZSUFAD1tENKpRI3btzAnj177sh9VFlZiePHjyM6Oho6nQ6JiYm4cOFCq4KJKyoqcOLEiUbH7PVjo9GIjIwMnDt3Dv7+/jCZTNBoNLh06RI+8PDAPf37gz13DjofHxwGMH/nTpw+fRoGgwE6nQ5arZa7F8uyHHmxDVartZmlQSwWQ6/XNzvXFTAM8xu9TQPYrD9xcXHIyclx+s0KBIJWP7cH3Qc9ClI7QalUcls6Owp3o3Jkj2i1IYqKinDr1i1ERkbWTyK3JxIb1q1b1y7luFPlksfjdVnMgCtgWRZnzpxBWVkZampqUFlZid69e8PLywvnz5/v6uIBqH8HIpEIRqMReXl5OHPmDOLj4+26WBiZDPKEBLDZ2SCibskHJRAI6oOMbXDiKrKBYRgMHjwYn332WYv39/f3h4eHB2JjYzFq1CjuuFKpxKBBg9CvXz+MGTMGP/zwQ5sUJJVKBX9/f5SWlqKsrAxVVVUQCoU4dOhQq+/lKmzxjWazGVu3boXBYEB+fj7EYjE2VVWBZVkEWiwQVlVhwYIFqKioQHV1NRQKBTIzMzkFyFmcpI3gtaqqCrW1tVCr1W2yoJpMpmZxiA0REhKC0tJShwqSxWJBVlZWq5/bg+6DbqEg2SMnvJvA4/Hg6enZ4QrS3QiBQOBUsTh79iy2b9+O1NRUu7+fO3euXcrRVEFiWdZlUznQcRaj9oItcLWqqgoFBQW4du0a1qxZA7FY3NVF42CxWFBaWgqRSMTFuxkMBuDRR4GhQ2E9fBiMwQBGJoNp4ECsLC7Ghg0bkJOT09VFtwsejweVSvXbgbS0etdwE1dxulIJdUYGjEYjjh49ij179rik0ISFhcFoNNYrYRZLvYX11Kl6RSwtDWKxGAsXLnQ6iTtDUFAQHnjgAfz00084d+4c+Hw+/vWvf7X6PgzDgM/nt+obqaioaDRe2q61WCzIzc3Fww8/jNWrV3O/V1VVuWxN5vF4CAgIgFgsxqVLl7hYp8rKynYN1F67dm273asHbYNQKGy167RVaG3W644Qf3//P1wG6a6Qzs7qKpfLuf/7+vo6fMepqal0+vRpLoOu1Wrl/t/eBI82USgUdyUZbXtKe31zfn5+bbpXREQEffTRR7R+/Xois5nyv/iCKl95hQ7+9a/01wULaP78+TRs2LBm2Yk7UlytC8MwFBAQQD/++CM1gtlMRf/9L12cOpU+vPdeiomOJrVaTTExMTRs2DAKCgoihULR6NtoeM+Gfze8Z1NuPUpNJTKbqaSkhILawLEHgKPFuNM2EwgEHAdXR31T9njD7I1ntozWMpmMvvzyS4qLiyM+n09jxowhLy8vYlmW1Go1icXiVo+HDMO4TKPDMIzTzO7tIRIn1Dq/d7Fx8mk0mva4n8NM2q13zHYA8vLyup35/G6DKz72znTRMQxT7z65jT//+c+QyWR2z62trUV6ejp27NiB4uJiJCYm4tVXX8XgwYPx5JNPtil+oCV0VKoAgUDQJVYbhULR6ngHqVTapmc1ve4vf/mL3ViNlqDT6fDCCy9gxYoVGPvQQ5i7cSNyZ8zAYQ8P3MzPx4YNG5Ceng6RSOSw77Q3mtaFZVm78TgymQwpKSmYMGECl1Pp/Pnz2LxtGzxnzMD/k0qxqqoKJqsVDMPg3LlzOH78OBecbS/9hlAobPT3mjVr6jczNAz+JmoU/P3LL79g/vz5baprQUFBs9ihtsBkMqGkpKS5Ra2NsNfeffr0aZYmQSAQNOrztqS5crkcHh4e2Lt3L55++mkEBQVBrVTiUYkE77m54e177kF0ZCQUCoXdscVR/JVMJsOgQYOavSd7EAqF6NWrV4vn3QkiIyO7lYW4s8CyLAYNGgQAjdJ/dASY7hDXclsL7kEbwefz4eHhgYKCgq4uSpshkUgQFBQEPz8/ZGVl3bU7P/r37w9/f39s3boVAoGgQ8y/Dd2FYrEYtbW1WLBgAbZv3+40mVp7xPEIBAJMmTIFK1ascHoen88HETlVQkUiEUwmE6ZPn4709HRERUVh/PjxyMjIwLfffmuXkgdon3q4ioCAAC7/TkMolUo89NBD8PPzw7vvvssdX7hwIaqqqrB8+XIolUqUlpa2OXxg5syZeOSRR/DAyZPA66/XK0c2MAyuzZiB77Va5OTk4Isv7CYC7hTYKEdcdV85iwdkGAZSqbRNyW/FYjG8vLxQUVGB8ePHw2KxQKPRQCGVYv7WrZCfPw9+XR1MAgGuuLtjYUwMzl28iNzcXK48LMtCLBY3ej6Px4NYLIZEIsH48eOxZs0a1NTUdOuYxB60CieJKM7uL13tXrvdMbvcZHcnwuPxOtyc+kcQGylpV5eju4uXlxf3/w8//JB8fX27vExNZdy4cZSUlNTieX369CGhUEh+fn6k0Who9uzZ9O6771JUVJTd84VCoUskuB0tIpGIkpOT6dKlS3T16lU6ffo0zZkzx67rrC3CMAzdd999tHHjRqKNG+vdasBvIpdT7bp1nVpnGxlr0+M+Pj706KOPdvk7Aepd5w8++CCNHTuWhg0bRhkZGbT/lVeatZ9JLKb3kpJo0KBBDkl1ba7WiIgICgwMpKCgIAoJCaFJkyZRWloaqVSqLq9vj7SLOHSxdbly9HtQkLpCJBIJKZXKLi+HTYRCYav8wQzD/GH95z3SWKKiomjGjBl03333kVQqJXd393ZZcPD5/A6LXZJIJHTvvffS2rVriYho1qxZlJiYeEd9uuH3nJKSQm+99RYVFxc7jEHSV1U1u4efn1+H1Fcul9OMGTNo4MCBJJFImrWr7W9bbFZX9SU+n099+vSh9evX08qVK2n58uW0OyWFrAzTSEGyMgyVvfQSzZ492+59ZDIZzZkzh/v7vvvuI7VaTQtefJH+mZxMlx9/nP4nPp78fXxIKBTavcfvaXzj8/kOFy2/A3GoIPW42HrQZYiJieFyo3QV5s+fjzNnzmDPnj1dVoYedA5sO/1cdc95eXmhqqrKbhZflmURGBiI2bNnY9++fSC6M8qSpggICMDEiRMxadIkDBs27LddbKdPoyosDK8dPowPP/mkTfe2xe24uussJiYGs2fPRkVFBeLi4nDt2jVUVFQgPz8fq1evbpYxuy0IDw/HjBkzsGjRolZd15B2JDg4GJMnT0Zubi7uuece7Ny5E8899xxSampAkyeDaei2k8vx7dix+OzGDeTm5jZy6fN4PPj5+eHNN9/EV199hfT0dKxcuRLlJSV4duNG1O7fD6HZDItIhDMSCRL1eug7YRd2h+/Y+uOix8XWI/UiEolcdmN1p11eQ4YM6RBrgEAg6Fb17Chxd3enpUuXdnk5fm/C4/GIz+e32VrAMAy5u7s3Oz5r1ixavHgxrVmzhmwwGAx06NAheuyxxzp11++CBQuosLCQKisr6cqVK7Rv3z5av349/fTTT/T555/TsGHD2q0tnf2uUChaPMfmBhSJRPTII4/QypUricxmytZqySgQkJVhqE4spkv+/tQnLMyh9QeoHxuioqIoJSWFli5dSj/PmdPMVWeRSunsO+/Q7Nmzyc/Pr8V+0Jljze/JgtXB0uNiu9skJCTEpQ4eGBhIs2bN6rJyikSidou7cCZ3YxoIhmHsbk/uynfVlutYluW21bZHmzTtL/YUhJbKExoa2mXtKBAISK1W39E9hEJho1iypvL555/TlClTiIjoypUr9MUXX9DTTz9NDz30EEVGRrZrfViWJU9Pz2Zb2AUCAQGgsLAwKi0tpYYoLS2l7OxsWrZsmdOt753Z/+VyOUVERBCPxyMPDw/i8/kUHBxMMTEx9NTMmfSEWk3/IxbTkqFDKS421u64JZFIKCQkhHg8HtcmSqWSVqxYQXtTU5u56iwArerXj+Lj48nf39+pwuWKiESiFr81Ly+vHuWnfaVHQbrbxNWVBsuyJJVKW3VviUTS5skyPj6e0tLSKDAwkDvm7GMdNGhQl7dlW0Sj0dArr7ziUh2bioeHR7f219smvsTERJf7WXsOyE3vxTAMPfLII62aTDtrJc6yrF3lvD3aw5nSr1QqSSwW0+zZs+ntt9+muLg47rttz7q7u7vTI488Qv/7v//r8Jz+/fuTI5w8eZIWL17cKe/Cnmg0Gm6TQsNNHra25fF4NHDgQJJKpY3a0JnVz9a+tntIJBJSqVT0uEpFepZtpCAZhUJ6dcAAio+Pp6SkJPLx8WlzXeLi4lyKY7sbF4vdXHoUpK6S559/vs2J3DpK7iRAWiqVkkKh4CbZlsTVxGquir+/P/n4+Lj8/LYKy7JOV/jORCaTkVarpYiICAoICKABAwY43CnTkRIVFUXz5s2z+/5t5ezsMjkSNze3Dl0Vd7dNDa6KQqEgDw8Pu5YJlmXbZL318/PjxiSpVErh4eFO+6dIJKJff/21Plh840ait96q/9dsJiKiY8eOkaenZ6vKIBKJ7tjaYmsDRyEDCoWCgN+sWM6SQzrrH7ZrlHI57RMIqIbHIwtAepalM15eNGfWLEpISCCZTHZH7laJRNKtvsn2FLlcTikpKV1eDgdydwVpP/7449i1a1e7BP91NYKCglBYWNgs0NPf3x+9e/fG3r17Xb6XVCqFyWTq9rQXHYmgoCAUFxdj5MiR0Ol0uHz5crchtLWhX79+mDNnDkJCQnDx4kV4eHigqKgIgwYNwoYNG7B27VpYLBaUl5ejI78/uVwOlUqF3NzcdrmfjVKntLQUmzZtwujRo9t8n9DQUGRmZrZLuVx9Jo/HazXVhI193kZQCtTnb/Lw8EB+fn57F9MpmuaWYhimTRyBIpEIDMOgrq4OEokEarUaERER2L17NwYPHowjR45w54aFhWHu3LmYMmkSAmbNakajgm3bUF5VBY1G06pxicfjNVwgOyznnVBQ2eOBVKlUqKysbBao70r/YFkWjNWK6RoNBrEsriuVOKxSQalWIy8vrz6pJ+opTe4Erd1McDeAZVkuL1g3hMMg7W7BxdYUR44c+d3wmjlKeFheXo4rV65wfzMMAy8vL6eZQXv37o3i4mLk5eW1qgyBgYHQ6XTdXrGyJXq7efOmw3OKiorg7e2N69evY+TIkeDz+SgrK4NEIkFJSQn8/PxQUlLSqZNvQ2g0GsTGxiI6OhoJCQkYO3Ys0tPTMXv2bADA6NGj4e7ujoyMDFy8eBHXrl3rsPdSXV1tN2Nza8Hn8yGXy6HX6xEZGYmqqipuEo2KikJeXl6rlD2r1eqUAb094ObmBqPRiOjoaBgMBly8eLFNEw6Px2uWWdlsNnfJ+NR0sm+oLDWFWCxGcHAwsrKymk36NqVDJpPB29ube7/z5s1rxi+WmJiIWbNmQb5372/ZvIFG2bx3GAzw8/ODXC7HhQsXIJVKodfrHdZDo9EgJCQEVqsVOTk5DvuCPWVFJpPBaDQ2q7enpye0Wi10Oh2XYNRe2+j1erv91Gq1wmq1gmVZ8Hi8Rt+kRqNBYWEhd7/vKiuximEgMhgAnQ4sy6K2tha1tbXtsuDpDkaL9oaNh7Eh/P39Wz2XdTa6pYLUVZNbZ6KmpqZRtlYiarRKtYfCwsI2ZZitrq6+K1YjFosF1dXVHGVB0w9KLBbDYDCAx+OhoqICffv2hUajgVAoRHR0NIxGI0QiEbKyssDn8/HOO+/AarV22kpfoVAgIiICo0ePRkpKCnc84Z57gF9+4YhG31myBN/98AOuXLmCr7/+Grm5ue2alVej0YBl2XaxwNqISAEgNDQUDz74IP7973+jtLSUo3WIiYnBlStXoNPpXK5HZygYoaGhUKlUbbIw2iZiexmTLRZLm77DO4UrE6dUKsWYMWNgtVoRFBSEzZs3O1TCiQhubm6IjY2FXC7Hs88+i8uXLzfKyD916lSo1WrgwoV6y1FD1NQAp0/j/hdeQHBwMPbu3YsPP/wQCoWi0eKvKdzd3ZGcnIySkhLOumkvu7a9vmQymeyOZUajkaNxaQqVSsVlQm9pm7zVaoVAIIC3tzdXtqbjsu1vZ0rgneL3qCQ1RXss3joa3VJB+qOipYG8rRNeWVlZm65zFTweD3w+3+7gY8/M7QgmkwllZWVgGMbuNbZBo7CwEAEBAbBYLBg1ahT69+8PiUTCnXflyhX06dMHy5Ytg1gsBo/Hazc3EwCEhITg5s2bzcooEong4+ODAQMG/HbQYgFGj27mmkj86is8/PDD2LZtW7uvosxms8MBViaTtXpyl8vlGDRoELRaLZ588kl8++23qKurw5IlS5CVlYX09HT06tULpaWl3Gq6q6yV3t7ekEgkqKqqAo/Hg06nQ2VlJcRisd18Ro5gtVpBRHfk4uks2HIymUwmPPHEE3j22WdRXFyMW7du4fz587hx4wb3Phq66Wpra1FeXg6xWAx/f38olUr8+c9/xs6dOwHUKy0c11dsbH3fbTipyWRATAwUCgWGDBkCHo+H7OxsHD9+vFHZLBYLRw8zdOhQ1NbWQiAQQK1Ww8/PD3w+3+VvwJGC48xa2vA79fb2RklJiUNXGhHBbDY36r/dzYXf0bBZTDtaSbsbvETdgqy2B44REREBkUjU1cVwCpvPvL1ARHY/HttkVV1djaqqKmzduhUlJSWNlCOgntgSAF588UUkJSVhypQp8PLygqenZ7uUsylppg16vR5VVVWNB18HRKMB586hoKAABoOhTUSzzlBaWurQbdFa4l8igkQiQWRkJEJCQsAwDLRaLcaOHYsXXngBERERqK2thdFoBBHZdUm1NwQCQWMl9DakUiliYmIwbdo0eHl5oaysDIWFhTAYDC2WSaPRNPo7OjoaCoUCnp6edol4GYZxibS0rZBKpS63o0gkwvDhw5GWloaXXnoJfn5+6N+/PxITEzFp0iS4u7tz5zb8Vi0WC4qKinDp0iVIpVKcPXu20Xfn5+f3W19OS6uPOZLLAYap/3fo0PrjtxEXF4dFixYhrcGxhs8NCQnByJEjMWDAALi5ucHf3x8JCQlISEjgrJ6uoLV9rKGC4+jbbQiz2dxmXkvbYvFuR0d/w3cL7v43eZejJeJNf39/3Lx5E7W1teDz+ZyvvDvBYrE4tBJ1FKFjXl4e8vLy4Ovri4EDB8LHx+e3bMO3XVlTJk3CmfPnYTabcfjwYeh0OpSUlNzxsx25gPV6PS5duoTDhw8jNja2/uCpUw5dEzt0OgD1Fhqj0dgpVhdHq2FHBKJCoRAikQiVlZVQq9VYs2YNxowZgwceeABAPaN4YGAgDhw4wClKHQUbkajFYkFQUBDOnDnT6HeRSAR3d3f4+fkBqFcyiIhTRJ3Bzc2Ni//j8/no168fcnNzIRQKIRaLYTKZmlmTHFlN2wNCobDFMgP1beLm5ga1Wo2xY8fCw8OD+00ikeCpp57Czz//jLq6OrAsi6qqKs41pFKpEBYWBoVCgeDgYBARSkpK4OnpieLiYigUit+szyyL0lWroD56FLm//IIcd3cEzpmDoCZKTWBgIF544QV8/PHHqKio4L5/i8UCT09PKJVKxMTEIDQ0FFKpFLdu3UJmZiYkEgnWr18PhULhNAYR+K2vSqVSWK3WVvW5jo55aS1xb3dEw+B5mUyGgIAAXL58uYtL1TXoUZC6ELb4DmeD7K5du7j/CwQCmM3mbqcgdSWuX7+Oq1evwsfLy64rK3rLFuiKirgAd2dM4u2B7Oxs/Pe//0VgYCBiY2MR4MQ18eQDD2Dz5s3IzMx0aTLsSNhcIU3bRigUQqlUQiwWIyQkBDweD1OnTuV+T05OxrJly9q8alar1S7vbBEIBFCpVMjLy8PGjRub/W4ymVBRUYHNmzcDqI9BstUhPz/f6e6irKwseHh4gGEYKJVKHDt2jFOa+Hw+JBJJIwWJiDo0BsUWM2P75pu+F4FAADc3N3h6eiIuLg4+Pj5ITk6u/9FiQc7nnyO4tBSIjcXE8ePh5uYGnU6HixcvcuX28fHBuHHjEBAQgKSEBLDbt+M+vR6GsDC8XlwMIsL777+PUaNG4fDhw1i/fj1kMhkqiaAGMCYvD0FBQY0WJXWpqTAYDPD09GxkjfLw8EBBQQFMJhP69OmDvn36QLR7NyJPnUKwQoFBc+fi7Nmz8PHxaVFBslgsXF+wKeXO3PwdiabuKGeLxbsRKpUKgwcP/sMqSF2eA+n3ngepRzpWvL296YcffnDIeE4bNxIR0cqVK+lvf/tbu+RecUV8fHzo3XffdUg0SmYzLVmy5I4zMjsShmHaJaEcn8+nkJAQmjdvHu3fv59MJhPt2727WT6cpKQkrm1bQ9+SlJTUqrwxTetkS3g6cOBAeuihh+jf//43mc1mWrVqFX3++eeUlpZGMTExFBMT4/S+QqGQZs+eTRMmTKBnn32WHnvsMXrrrbcoOTmZlEpll9HRqNVquzm/1Go1paSk0F/+8he6efMml7jRXn+zjhxJRw4douHDhze6h1Qqpfvvv58unT9PlJpKFpmMrAxDtUIh7QDonSVLaNq0aTR8+HBKTEwkNzc30mg09Prrr9Py5cvp8MGDdvv2ru3bm72jRx99lJYsWULfffcd7dm50+51ixctopiYmBYJdz09PSkiIoI0Gg33XiQSSaO/O0tc6es9iR27vTjMg3TXWZDamvvj9w6GYSCVSrtkd01XoqCgAN9++y1GhYXB3YErC2PHQqFQoK6urtN2h+h0Onz66acIDw/HyNWroUxPB06fRllwMA6rVHg3ORnnzp2745wpjiAUCiEQCNq8U8RmESIiyOVyPPjggxgxYgRgsSDx7bdBty11jEyGgpAQMO7uXHyTRqNBTU0NZwVxhn379rWqTDKZrJFlIjAwEDdu3MDJkydx4sQJZGRkgGVZJCYmorS0FHl5eVizZo3DdBtAvZtbIBBg2rRp+OKLLxAdHY2dO3di8+bNyM3NhUqlgkAgQHFxsctlbS84sq6Vlpbi0KFDqKysxJgxYxAQEFD/Q8OYNwCorgZz7BiCL15sFlei1+vr2+X2Nbzb34+wrg7xAD78+9+xqclzrVYrxowZg8GDB+PK//t/oCNHfiOBvR1fN7KJKzIsLAxyuRx9+/ZFUFAQykBjR2wAACAASURBVL/5BqZDhyCwucZuX7dozhyER0ZCp9NhwYIFdustFAoxceJE+Pr6Ij09HWfPnkVNTQ3MZjP0ej0UCoXDftcR1mNX3OJSqbTTdmyxLAuGYe5qF193wl0XpC0WixEYGOjSua0NSL2bIZVK8cQTT3TqM1mW7TYBiQV+fvWuq4a47coCgIceegjR0dF2A0HbM8icx+NxcTu5ubl45plnIJbJgLFjcTItDe7TpiH75k0QERfY7AoEAkGrynindTKbzTCbzfD398fgwYO5uKsNc+cCR4+Cqa4Gczvo3P3qVcTqdFxdbHmR2hv28g9lZmZCq9WipKQEP//8MyZNmoRjx45h5cqVmDx5Mq5du4aQkBCn7jC1Wo1p06bh9OnT+Oijj1BVVYXi4mIkJCTg9ddfR//+/Ttl4dHaQH2r1Qq1Wo3U1NTfDjqIeXO/cQNKpbLZ92o2m1F39CioyTVSALF2nqnX61FZWYnS0lJ43rwJpmm73l6U2J7D5/Nx8eJFfPvtt3j55Zfx4osvQltdDX7T3YE1Nag+eBB8Ph9vvfWWwzrHxMRg9erVyMrKgl6vR1RUFKZPn47k5GT4+/tzioi9jS0qlcrpN9FRAdaduZ09ODgYYWFhnfa83zvuOg3CYDBwicBaQkRERKMdHHc7hEKhw50eNTU1WLp0aavvaVuVtwUWi6VbrFS2bduGr/Lz7e6yuRgczJ13+PBhh+kD2mtlabVaUVdXx8WrFBUVITk5GdXV1Rg2bBjuueceZGZm4tixY+jVq5dLOxQVCgUef/xxBN+uiyuKj9FobJftySaTCT4+PnjuueeQmZmJgKKiZhMwv7YW7jk5LW6J74idMSzLom/fvsjNzcVbb70Fq9UKs9mMWbNm4eWXX8b58+exdetWp/coLi7Gjh07MGPGDKjVatTW1mLSpElwc3ODxWLBkCFDEB0d3e5lbwiGYfDwww+36hpbosdGaTxsMW+NT8QlkQhGo/G3bfu3YbFYkKvRwNKkH1rEYpy9vcBkWZZT0CMjI/GPf/wDH330kcNnISYGo0aNAvBbsse6ujp88sknePPNN6EeORJMk+tIJgM/Lg7ffPONw34rFApx/PhxqNVq5ObmYurUqRgxYgQOHDiAyMhInDhxAuPGjYNSqcQrr7zS7PqysjKn33loaCjGjx/v8Pe7AdeuXfvjxgt1BLo6/qgnBqlH7lR8fX3p3nvvpdXff18fE7NkCRcb891331FJSQmdPn2aVq5c2ans4g2FYRiKj49v9XXe3t702muvkUgk4ni34uLiOqXMnp6elJSURPPmzaPPPvuMTp48SbRxI1llskaxXkaBgGZ4eTmNxfD19aXJkye3a3tqNBp699136dlnnyUionPnzhER0Ztvvkn33Xcf/fvf/6YHH3zQpfuNGzeOVqxYQRs3bqT9+/fTsmXLqLy8nIiIdu7cSfHx8cSybIdzALoqPB6P+Hw+abXaFmOQKDWVDu3fb7f/sSxLQwYNIuvIkc2uETuoq0ajoSVLltDhgwepOj6+Ps6pSXxd//79m10XExNDixcvJjKbyThiRH0/un2dOTmZLHV1LvF1abVaSk5OprS0NFqzZg0VFxdTYWEhERFVVFRQQkICjRo1ql3jkVpLCN4WEYlErRqfVCpVT3xT+0gPWW1XS1RUVIvBhz3SdrEpINu3b6eG2Lx5M12+fJneeeedDhtM7r//foqMjGzxPBvruKvi7+9P06dPJz8/P5o8eTI988wz3G8NB/+OJHnl8XgUExNDu3btsjsBmyUSOqvR0MTx4zly0DuVKVOmkFardemdx8XFUUxMDK1YsaLRe58zZw7FxcW1SDjMMAwNGTKEEhIS6PTp00REVF5S0igI/Zvly2nAgAEd2nfd3d3bfL23tzdlZWU1VpIaLBROHD3qsH/y+XzSaDQ0cMAA+jQtrdHi4rHHHrNLBKvVaunBBx+k5557jjZu2MA9q2T5co7A9v333292XUxMDH388cd04sQJ2rtrF5k3bCBasoSMa9fSiaNHKTAw0KX6xsfH05gxY+j5Z56hNdOnU9Hzz3Nlnj9/Po0ZM4ZSU1M77H39HiUtLa3bkap3ovQoSHezyOXyVq2GNBpNo79FIlGHTqLdRRiGoaioKNqyZQtlZ2cTEdGtW7eIiOjHH39s1oY8Hq9d2qWj2lYgEFCfPn3or3/9Ky1fvpxSUlJo0qRJ9MEHH1BwcDAxDEMvv/yyS0zqDMO0SYHx9vamJ554grZu3UpEVK9ENJiAVz32GH32ySekUqna9T0C9YuKlhSlgIAAWr58Oacb/OUvfyGNRkPx8fFOGeobikwmo5kzZ9K6devsWmBKYmNp9pNPujyBt6aeUqmUWJaloUOHUkRERLNzYmJinL43Ho9H/v7+tHDhQk7Ba4qrV6/a3cUnFApJpVKRWq2mmTNnUkhICM2YMYPKy8vp4sWLFBISYrdvu7u706BBg2jRokWNnrl8+XLS6XRERHYtSCKRiCZPnkzvvfce7d27l/bu3UuZmZl04sQJlyw0YWFh5ObmRrNmzaIx999Pl/z9qVYoJCvDkFkqpYrBg2n8uHEkEAiIYRji8/ku94GOFHtKplAo7FZjcncqSxeIQwWJoXaO6m8Lbr+cHrQTOmK3xnPPPYfvvvuuXRItdiRsTPHvvfce9Ho9du7ciVu3buGxxx7D9OnTu00OqU8++QSLFy92mm5frVZj9OjRGDlyJI4fP46vvvqKy0h87do1WK1WCIVCmEymdnvfYrEYZrMZDzzwABQKBVatWgWxWAw3NzdER0dj+/btsFgsjWLhpkyZgvXr17c7LUdDxveBAwciNTUV7733HoD6gObHHnsMERERmDJpEoIuXABOnUJFWBj+9N//4kJGBoqKipyWiWEYeHt7Q6lUYuzYsQgODsZzvXoBU6Y0yltlFAgw2WrFz7fpR+4UEokEbm5uKC0thclkAsuyGD58OMLDw3HgwAEYjUZMnz4darUaH330EbKzs532Wx6PBw8PDwwbNgxTp04Fn8+Hm5sbQkNDsWzZMmRmZmLnzp1Ov12BQAAej4fnn3+eyy909epVrFmzplGcYb9+/VBRUQGdTgeFQoHJkyfjs88+434/evQoAgMDERoaarftH3roIQwdOhSBgYGQSCS4fv06Nm3ahL179zptMxtFSUBAAAYOHIgZnp4IWbTotx10AKxSKc4uWoRfAPz9738H0DFjYQ9+dzhJRHH2fugeW5B60K7QaDRtTpXvCMuWLeOSGdq2zHc3niqGYaDRaBAXF4fnnnsOsbGxyMnJQUZGBo4cOdJtlCMAWLx4sdMt/kqlEhqNBkePHoWHhwcuX76MAQMGoLS0FEqlkqtLeyfGs2Ul3r59OxiGgdVqhV6vh0qlwrRp02AymXDw4EEYjUYoFApoNBrs2bPH5XLw+fzGGZqdoOH7OnfuHEeAalMIfvrpJ0T17QvphAlAVhZQUwOJUIjvIiPx77lz8dXXXyMrK8vh/YkIRUVF8Pf3x+HDh6FQKIDy8mZB6EKTCVEAtkskEAgEd5yawWAwoLa2lquf1WrFxYsXERERAX9/f2i1WiiVShiNRuzZswdBQUHYt28f3nvvPezfv79ZELPVakV1dTW2bt2Kffv2wcfHB4WFhWBZFnq9vn6nWgvvx2Qygc/nIycnB+vWrcMTTzwBi8XC8drZcPnyZS6bf3l5Oa5cuYJbt27B19cXH3zwAaZOnYrs7Gw8/vjj+Oqrr5o9Z+vWrThz5gxSU1OhUChw5MgRnDx5ssU2M5vNkMvl8PX1xdWrV6E7cQIhTXbQMQYDCrdvxyGZDO+99x4WLFjQoxz14I7QoyD9DuFspSiTyWAymVo9sTbc5lxTU9MtBx4iQnFxMbZs2YLa2loYDAYUFxfjz3/+Mz788MMuKxePx0NkZCTOnz/PHePz+U5Xt8HBwXj22WcRFhaGoqIibgL717/+halTp+LJJ5/El19+ifO3qVTaG03pG/R6Pfbs2YMffvgBZrMZycnJ8PLywuLFixEfH4+tW7c6VZj5fD78/PwwYsQI3Lx5EzU1NZBIJDh48KBL5TGZTFzOGaJ6QtG33noLc/39wbtyBbitvAtra6G4eBGFVVUOMzI3pffJzc1FfHw8AgICcK6wENFNMp8beTycvk1p0V6LgobPJyKUlpZi9erVMJlMEIvFGDBgAA4cOIDevXujoKAAwcHBeOSRR1BUVIRjx441u58tZURtbS2qq6vb1CesViuuXLkCs9mMQYMG4cCBA80yvDe8LxHh3LlzmD17NiIiIvDUU0/h0KFDyMnJcZgWoba2FkVFRdiwYQOnfLuSS+jChQuIjIyEyWSCVCpFptWKoVJpIwuSWShEaVAQCi9dwvvvv9/q+nckVCqVS6kvFAoFJBIJR3vTGXjppZewbt06l3eH/5Fw123z70HLcDY4tgfnl9WBq8HLywvz58+/o3vfCYRCIaRSKSoqKlBbW4sTJ06guLi4GWcX8JuC0hmwWq3NBp/KykqnFq2amhowDIORI0fCTSbDWADDd+/GpX/+EyWFhVi6dCkMBkOnKap6vR6HDh3C+fPnUVxcjOzsbIhEIhgMBhw5csRpn/L09MT06dOxZs0axMbGorS0FIMGDcLgwYOh1WpbXRYejwe1Wo309HRU7tsHXhNljq2thfuNGw4XAbZ25/F4iIqKgpeXF1JSUsDn8/F9RQWXLoIYBkY+Hyf5fGxBvULQUVZIq9UKHo+HadOmYdWqVZDJZHj++edhNBqxbt06iEQijlLEHhr2g7YoRzweD97e3sjMzMQLL7yAy5cvu+S6LSkpQXp6OjZt2oSZM2fitddew/fff48dO3Y0O9eWhykkJARCoRASicRhfexde/XqVYhEIsyYMQN+Tz4Ja1wc9570PB5O8vl49cABXL58GbrbPIdAvbutq3LiiUQi/O1vf3M5F5Jer+cUqc4an9atW9eovRoiICAAM2fO7JRydEf0WJDuMggEAm4F3RZ0RAZyPp8PoVCIqqoq7N69mztuy/Fjb9XdEcS7ZrOZW/ES1SdidHNzs8tsb493zBF4PB7mzp3bpjxTNjQdIJ966imsWLHC4Urb19cXgwcPBiwWjPrnP+szHRuNqFu0CB95e6P/rVvo07dvpw2iJpMJOTk5YFkW7u7uuHz5Mqqrq1FXV4eioiK771EgEGDAgAF45JFH0L9/f2RlZUGr1WLp0qV4++23kZ2dbffdtASRSITk5GQ8+eSTqDh6FO4SSaOEhUYeD7+62M8FAgEiIyMRExODgoICjH7gAawbOBBeAwei+tAh/HLzJr4uKICrvfT555/H0qVLW70IYRgGQUFByM/P5yyfp0+fRmhoKKKiovDNN9/AarUiJiYGlZWVLcbstBZEhIqKChgMBqxevRpyuRwXL15scbywWCyoqKiA0WjE5cuXwTAMpzg3hcFggMViQXl5OWc5sikuNr47RzmQKisrYTAYcP36dXz99ddQqVTYHBODKA8PCC5exL7yclyPiMD1vXvBMAwUCgWqqqrg6emJzZs3d5l73WQyYcuWLXbHa5Zlmy02G3K5ddbix5nlqKysDIcPH+6UcnRH9ChIdxkcWW/uBGKxGF5eXi2SRDork9lshslkQkZGBnfc2eDamnq4ap5uqnBZLBYYDAbk5+c3O7c1bWhzJTSERCJpVSbsprhw4YLTSbSsrAxnz57FgJs3wT95ErhtJRGbzQgtKsL9REjX6Vql8IpEoja7iGzuG4ZhkJubiz59+mDHjh2/UVw0gVQqRXR0NCIjIyGRSNCnTx9kZ2cjOzsbdXV1CA8PR9++fWE2m/Gvf/2rVe1os3YIBAL4zZqFkmXL4HU7BqlOKMSvADbZsR4FBwcjMjISW7Zs4Y7V1dXB09MT4eHhKCgogFgsxpWsLJzk87HbYsH50lIYWuGOvnHjBliWbZOClJaWhh9++AF79uzhEkeS2YxeGRmwXL6MTDc31IwYAZPJ1CEKki3b+K+//or+/fu7TK1itVo5hcim6DVNVqjRaFBSUsLFfTUldbVarU7bzM/PD0VFRThz5gyOHz8OuVwOAPjhtpuOiOCZm8vVxWY9NBgMDmOcbBsSOjLZrdVqxa+//gqguWu3wS7ubouamppGY/ofDT0KUhfBRgXR2pVNR1iAiOiO3G627NG2e9ngbOBpTb3bWmdb3EpraCIEAgHEYnGjlSwRNYuVudMV6f79+53+npubiy1btmBCUBDkTTNX19UhSaXCL6WlrVb07hREhJKSEmRnZ6OwsJCzaNpg4y3z9/dHXFwcAgMDoVAo4ObmhvDwcFy6dAk3btxAYmIirFYrfvzxR7i7uzvkHLOHuro6HDhwADKZDAEBAdgwdy6GV1ZClZ2N9dev4+/p6XCTyVBTU9NIITSZTNx7ZRgGcrkccrkcHh4eMJlMSExM5PrM2bNnkZGR4XLfEYlE0Gq1MJvNYBgGvr6+KCoqAsuyMJvNLfZhIsLVq1eh1WrBsixEIhHuGTIE7AMP1POd6fXwF4lwa9MmlL7yCiZMmID169e73GatAcMwXJC3QCCAXC6HWq2GTqdDVVWV035kU6SbomnsUlNYb8d4OUJdXR0GDx6MI0eOwGKxoLKyEizLNhq7Gi6ibGWw9/74fD4EAgEkEgkMBkOnsQE0rXdLY4hCocDQoUOxc+fOjixWD5ygR0HqQnSWe6Ql1NbWOvRBtxZ3Gt9kDw2VleDgYOTn5zd6jlgsBsMwds36zmDPxG0jQ24JtbW1UCgU0Ov1HaK06vV6XLt2DVf79sUAqZQjEgUAk0CAytBQyK9ebRWdSHvteCMiLlA4Ly+v0W/Tp0+Hu7s7KioqYLVaIRAI0LdvXygUCigUCvTp0wf33nsvNm3aBJZlcfz4cWg0GpSXlzeaMMLCwlBRUWHXilFXV4eDBw+CYRh4enqCLxLBY/p0bNy4Ed+cOgVDXR3cbveJhsjPz29kTWRZFkqlErdu3cKuXbvQr18/6PV6nDx5EgcOHHCpbUUiEby8vBAdHY3o6GiUlpbCzc0NwcHB3GYGq9XqkoK0YcMGvPrqq1AoFOjduzeYrVvree9uv3u+0QjfGzeQUFWFwvh47Nmzp0M478RiMby9vSGTydCrVy/k5eUhKSkJx48fR1lZGQoKChw+l4iQnZ0NPp/fSPGwKcA8Hq+ZJUUkEkEmkzlVkm/evMlxjPF4PDAM06b+nJCQAIVCgcLCQmg0Gty8eRNXr17tlB25rV2g8Hi8NtNA9aB90KMgdRGIqEMm1rsFWq0WFRUVrY5B8fDwABFBp9NxA6Qth0trFaSGeXYaHnOFsFIgEEAqlXLbvtt7FSqTySCVSvFdWRm8g4Lgk5MDxmAApFIY+/bFXpEISqUSNTU1CAwMREFBgdMVeGdAoVBg4sSJCAgIwI4dO3DkyBFUV1dDyLIwrV8PRWYmEsLDIU1NxZsnTkAul8PHxwf5+fnNJg8vLy9YLBa7CpLN+nPjxg1kZGQgKSmJC9o+c+YMt1PKGYgI1dXVUKvV2Lp1K+rq6rB27VqoVCrs2LEDVquVs/La+khDcmaxWAyJRIKIiAj4+voiISEBOp0O58+fh0Kh4IKuWZZ1eSIXi8UoLy/HuXPnMGLECPB+/tku711oZSXMfD6Cg4NdUpBUKpVLO9t4PB4GDhwIsViM2bNn48aNG/D390dGRgYGDBiAfv364cKFC9iyZUuLz226yFCr1dDr9QgICEBNTQ2EQiH0ej2Kioo4K1VLVsQ7dSsqFAqMGDECMTExOHXqFAIDA5GZmQk+n4/MzMwOJ5V1c3PjUkR4enqirKzM6RxQUVGBn376qUPL5Ay2xWJb5yl3d3fIZDLk3nZ93o3oUZB60CWIjY3F1atXm01ktiBPR5P9r7/+ioEDB6KsrIybeFy1ooSHh+Pq1avc6tWetUsmk8HX17fFhJienp6wWCzQaDQwm813nBunKby9veHj44P//Pe/qH70UUweMwY4fRpD583DWQ8PXJ06latHZGQkampq7LYZwzDg8/kdYtlrCnd3d/z0008IDw+HXq9H7969oQ0NhfaZZyA5dw5UWwupTAZ88QWmPPMMlrzzDnQ6nd0B9MiRIw6fw+Px4Onpid69eyMoKAgjRozA66+/3uqUBwzDwM3NDTk5OSgtLW2kGNssCgKBgPvXz88Pfn5+kEgk0Gq10Gg06NWrF0pKSlBXV8ftsuLxeLh+/Tqqqqrg5+fncnoAlUqF7du3o0+fPrBYLFhoI4NtMHFbJRJUa7WIlEo54lmWZZ1OYhqNBnV1dS22jVAoxKxZs1BeXo6HH34YV65cQUVFBWbOnIljx45hyJAh+OCDD1zqS02VQo1GA6PRiNTUVGRnZ8PT0xNFRUU4evQoqqurcePGjRbveadITk7GrdxcPMSyiMnNhVGhQERaGnx9fbF7925kZGSguLi4wxQlT09PbpwICAhAdXV1t14k83g8CASCNpfR29sb/v7+d7WCxL7xxhtdXQa8+eabXV+ILkZnu9tkMhlEIlG7Jxp0FRcvXrTr1hMIBPDy8nKq9JSUlLTJWvLiiy/iwIED3AffMBu0DQaDocUcJF5eXggODsa4ceM49ndbLE5b2pPP5zezoJSUlOD8+fOwWCyorqmBasgQrC0sRNrzz+PnjRvBMAxOnz4Ni8WCzMxMLsC2KQQCARQKhUPrmkajabd0Abb0CradblqtFtorV+C/di34RiMYAKirA4qKED5pEtKLi6HVau2mYWgJtbW10Ov1iI+PR1JSEiwWC/bv34/8/HyX48NsgclFRUW4fPky/Pz8uEmSiMDj8eDm5ga5XI6ovn3x90GD8FJAAKaMGYOHFyxAUkoKMjMzOYvWAw88AL1ej+LiYmRlZXGKs6vKqS2uRq/XQyAQYMLLLyN35UrI9HowFgusEgkKe/XCByoVLly8iEOHDsFgMEAsFjt9RklJiUu7NgUCAQIDAzFq1Cj06dMHV69eRXJyMveb0WjEhg0bkJmZibq6OpfqpdFoANTv4gwNDYVCocCtW7eg1+uhVCqhVCpRV1cHg8HQbjvNGIaBVCrlyhccHAwvLy98+vHHmLp8OYI3bIDnqVPwOXoUvbKz4fPSS4jq3x9qtRq5ubnc7rf2VpQaJkfV6XRc7FtLCojN0t3ZuJPd0gBQXFyM69evt2OJOgy33njjjS/s/dBDNdINwDAMxGJxq11Ed4Jhw4ZBIpFg165dnfbM9kJISAgKCgpgMBg4xbIt/djd3R16vR61tbWQSCRgGMahomGDUCjEggULkJ2djW+++QYAcP36dZw9exZr1qzBjz/+yL3HprEWjuDt7c1tY7YHlmUREhICkUiE3r17Y9euXfD09MSNGzca3d+WBNRsNkMgEHBxIM6sFwsXLsSnn37aLpMBj8dDbGwsl99GJBLhmbIy3LNlC9Dw/TAMLk2diicuX8bp06fbNAgLBAI88cQTSExMxOnTp8GyLD755JNWx5I0fEdSqbTR+w8KCsKf/vQnmGtr8eK2bQjIy6t3eclk9bmStm3D0RMnsH37dqhUKhw7dgzffvttmyczW1kGDhyIM2fO4Pr160g/cACZn3wCVXY2jptM+NlkAv92+gxHbkR7CUjlcjlqa2vtKjU2hSIwMBCDBg2q79cWC7BlC3DqFBAbi+WFhYgaMABffvkl9Ho9cnJyWtxoAAB//etfuTizrKws6HQ6mM1muLm5oX///ggLC0N+fj62b9+OW7dutaHVmkMoFGLgwIE4cuQIhEIhNmzYgF69eiEiM7MZjQzJZCj48EPwx4/Hp59+iv/7v/9Dr169MGXKFI6upCXY3ImtVfD+9re/YdWqVbh27ZrDcxiGgUwm63D33x8cDqlGupyolnrIattNOptwkGXZVpHodoTIZDKSSCR3dA8+n08TJkygKVOmtHhuQkICjR8/nuxh48aNNH78+A6rq0qlog8//JDEYjEBIKlU2uidP/3005SYmEheXl5077330pw5cygtLa3T+pVarabQ0FBKTEykRYsW0RtvvEEr/vQnMkulRMBvIpdT+quv0n/+858W+xePx2t2nMfjkUAgoLS0NFqyZAnNnj2bXnvtNfLy8rJbVoZh7N6nqUyZMqURsej7779ve7H15LVN6qBfvZqmT59Ob7zxBgHg+iGfz78jMtLw8HASiUSk0Who/vz5NGrUKFIqlVxf5/F4dglQXamjPVEoFDRlyhT66aefaOXKlXYJeyk1lTIuXKCJEyeSQqEgoVBIIpHIpftHRUXR2rVr6euvv6aIiAj6+9//Tp9//jm9+eabtGPHDtq5c2eb2ksgENhth4bvPT4+nlatWlX/Ht96i6wM0/g9MgzlzptHZ86cobNnz1JYWFib27FH7lpxSFbbk0n7d4TOtgYOHjwYiYmJnfpMoLE7sqamBlarlYvHaAvMZjPWr1+PVatWtXjuwYMH0atXL5w6darR8erqaqxduxYbNmxoczlaQnl5OebPn8+5F235X2xYunQp9u/fj/DwcAQEBCAvL8+lgHNnEIvFUKvVAJoH3jZFaWkp/Pz8EBoaii1btmDZsmWg0aPB3nMPl/HYLBYDQ4fig4wMPPXUU07vd8899yAmJsbub3K5HFu3bsXWrVs5XjZbnp2msO0kawmrVq3irFkMw+Cdd97B+fPnYTx8GNR0u3hNDSSXL+PMmTN49913AdS7ZwUCAVJTU/Hcc89x7dZa3Lx5E3V1daiqqsKnn36KnTt3oqKiAjU1NZwrqqnVjcfjoVevXs2OuQJb8kaFQoHMzMx6y9HRo/WWFqL6f48eRfi1axgxYgTkcnkzLkZ77moboqOj8c4770AikWD8+PGc5Usul+PIkSPIy8vDnDlz4Onp6WoTAQCmTp2KMWPGOPydz+cjOTkZo0ePBgAYIiLANNkVRlIpivz9sWTJEgwfPhy3bt1q1o7tha7KNTE1ZQAAIABJREFU5t2DtqMnSLsHbYazQNqOxNSpU7F7927OJN+ZpLnBwcG4evUqYvv3B375hXNByNPS0K9fP4SEhHQ6p5G7uzuqqqq4STMsLAzx8fHQ6XRwd3fHtm3b2hxr5uHhgd69e+PMmTMYO3YsVq5c6fR8IsLevXsREhKCl156CRaLBa8OGoTnJ08G/8IFyBMScDogAL7ffQcPDw+nwfC//vorlEplo/OEQiH8/PyQk5MDX19fHDp0CMXFxbh582a7Zku+//77cd9990EsFoM/eHD9xNrQzSGT4bDBgJSUFJw+fRpAvYtu2rRpyMjIQFVVFQICAqBSqaDT6VqVi4tlWYSFheH69esuB8hardZmxLyutofVaoVQKERKSgpSUlKAJUua7Z5DTQ1WLVyIv167Zjf+z1k55XI5+vfvD19fX4hEIpw/cwbajAykqtVAbCyy+/bFL7/80uodrcuXL7d7nMfjISAgAHPnzsWDDz6IEydOYNSoUdhMhIlDh8J6+DC3I/Smnx8m/uc/uJaTw13vjOD4TjB37lx8/vnnd7yQFQgEnbLpogdAl7vXOsrFFhUVRXK5vKtNdz3SRmFZlhISErq8HE1l/vz5pMvLs+uCOHH0KI0bN44CAgK6tIxqtZoSEhLo8ccfp5SUFALq3T5arbbV9/L09KQBAwaQUCgkmUzW4vl8Pp9zlSiVSho1ahRNnz6d7r33Xtq4cSOdO3eOVq5cSX369HF6n1mzZtFTTz1Fjz76KE2cOJEiIiLIz8+PZs6cSREREY3OXblyZZvdIizL0meffdbs+NNPP01ffPEFnTp1ishsJmNCAtWJRGRlGNKzLOX360dDBg1qdh0R0fz582nr1q30j3/8g06ePEmjR49u87ts2J6uiEajafGcCRMm0PTp07m/JRIJjR49mrZs2eLQpWgUCOjZkBDOvdtaCQ0NpYSEBNq6aRP37VgZhiwyGVlSUmjRK6+4dB93d3enbjVbm0VFRdG3335LhYWFdPjwYSIiOnr0KG3euJFeiYykf7i50QSBgHhtfC898rsShy62niDtHnRLsCyLuLg4HD16tEuezzAMJBJJs6Dtr7/+GtM9PJoFe0IuR/pzz2HM0qVcnpfWWA3aC8OHD8fkyZMxZMgQ1NbWIjs7GyUlJfj8889x8+bNFoPQG0IikWD48OG47777kJ6ejpEjR+L7779Henp6i9dqtVqYTCbcvHkTgwcPxrx587hV76pVq7Bnzx6n1ycnJyMiIgKpqakAgJUrVyIzMxNZWVnw8vJqtHXY1WB4R7BtZ7ZZIt3c3KDX67Fv3z6Ul5fD3d0dAb6+MK5fD9nVqygLDkbMokUwNxg7VSoVBg8ejDlz5iA9PR1CoRDbtm3D0qVLsW7dOqxYscLh7khnFDBisRh1dXUu1Y9hGEycOBFr165t8TwAnCWDYRhoNBosXLgQY8aMQZ+wMGD06Ho32+2g9IKQECTU1CDTxV1J/v7+XBJRb29vmEwmPP/88/A9eRIzt2+HoGGGc5EIz6jV+LINQdpRUVEQi8U4ceIEVxeJRAKBQICdO3ciLq4+9tZGWLt9+3YA9VQ/NsJqG6dgdwKfz4dMJkNFRUVXF+WPgJ4g7R5xXViWpS+//LLLy9HdgiWDgoJo586dRG+9VW85wm8rbCvD0K6UFIqJiWnTvadPn07x8fFtLptAICAfHx/y8fGhxYsX0759+2jPnj1cAHlcXBy5ubk5vN7Pz69Z0O3o0aPpo48+okceeYSSkpIoNDSUZs+e7VJ5GIahwMBACg0NJXd3dxo2bBg9/fTTlJSURIGBgU6vXbhwIS1cuJBefvllOnfuHBER/fjjj/TPf/6T3n77bZesJHcqERERNH/+fMrOzqYTJ05QZWUlXb58meLi4kgqlTbrp/PmzaOKigquvTds2EAff/wxJSUlkVarJR8fnzZbX1ojfD6feDwehYSEUHx8PAkEAurTp0+zMtt7X0qlkr7//nsiIvrn//1fvSVpyRJa8ac/ka9GQwzD0PDhwyksLMyl99/w//Hx8fTJJ59Q3tNPNwuUtjIM/RAd3ab68ni8ZuOEXC6nZ555hrRaLY0aNYqCgoJIKBSSUCi0e36PdI18+eWX3eVd9FiQfm9QKpWQSCStpghJSkpCXl5efTCmE7hCEKvVasHn89uVzJDP58PDwwMFBQXtds/2Asuy+Prrr/G4SmXXgrTjyScxpg1M7kC9tcZsNkMmk4HH47WKm8yGyMhI/M///A9nvfH19cXx48dhtVqRmZmJ1157zWEqAXtWmLi4ODz88MPo27cvHnzwQbz//vv46quvmhGROoKNEsKWKdnG4G6xWJo9Kzw8HFlZWZDJZHjzzTeRlZUFPz8/DB06FET1/F4qlQpbt27Fzp07XbJitRXBwcEQi8UQi8WYMmUKkpKScOXKFXz99dc4cOAAF+vF5/MRHh6Oxx57DD4+PujXrx90eXnwOXUKQwQCXJJIsKaqCoePHYNQKEROTo7TnE9CobBdLBmBgYEYM2YMdu/ejaysLDAMA4vFwpGzOuqfLMsiNjYWeXl5qKqqglqthpubG6qqqpCXlwez2Qy1Wg2j0dgqSyQAREREYPTo0XhSo0H/d99t9O3UCYWYAuDHBnVXKpXNrCdCoRAmk6nFGB6WZREQEAB3d3dcuHDBJaqXHnQ+XCUh7wQ4tCDd1YkiWZZFUlJSpwfFdgeYTKY2JVcrLi5uMcU9AJcSMVZXV6O8vBwWiwXu7u6Ii4u744y4VqsVtbW17Rpw216YPn06rl27hvEvvQTs2QMUFQEmEyCXoyg0FE9cv478Jm4C22DtKNO2UCjEgAEDwLIst0uJiLjJoDUgIi5oOS0tDf7+/ggPDwcAbNq0CWaz2WGuGXuTTu/evTFhwgT07t0bq1evRlVVFQwGA7ejypXyENVT6hiNRs5VZO9ZVVVVHFHsqVOnIJFI0KtXL8hkMhAR+Hw+dDodNm7ciLy8vDYpkK5Cr9djxIgR8Pf3R35+Pnbu3Imff/4ZFy9ehNls5spvtVpRU1MDi8WC8+fPo7KsDJO++gphmzaB2bED/5+9Mw+Pqr73/+vMmX1JMkkm+wYJSwiEQAJBBAUEAQG9aKVatfZXqVp7a7UuvVpbtd7Weu3Vemu1em2vV2p70bqByOICsi9hCRACISErZJ2QTGayzHZ+f4SZZk8mmSzgvJ7nPJBZznzP/vl+trdp715mNDQgu+suLFYrZ86c6XPcAznnY2NjCQsL6/HB4hFvjYiIoKCggOjoaDQaDQ0NDej1epxOZ58GmCAI1NbW0tjYiN1u92rhNTU1ee8XvfVS6mmcDz74IHv27PEauMuWLSNm/nxiCwqgthbJ4aBNLqcgNJSHLRYUSqX3d3oyhHo7d3raDzExMZw9exa73T7i1b0BBsZoSyN1oNdGkZd1FZvb7R5UF94rAbfb3e8NNTIykpqamk43CH/mxXS82TY1NXHy5Em/rHek1LV9Zdu2bbhcLnbv28e8rVvby6GPHaNx3Dh+tm0bp997r9t3XC5Xn9U5DocDu92OXq9n8uTJNDU1odfrCQoKYvfu3QMem0ajQS6Xo1QqvXIXHiZPnszKlSvZvHkzMTEx2O32HjXOPCQlJTFu3DiioqKoqKggPT2dOXPmIEkS+/fv93nW1yGU3iuecyk9PZ1rrrkGnU5HeHg48+bN61T+fe7cOSZOnNivB3SwZGdnc/HiRZxOJ9/73vf45JNP2LNnD5WVlTidzk4tJpRKJdnZ2QCsWrWK6eXlhBcV/bMCzGrFcOoUup072X30KOXl5X3+9kAe5HV1dT123ZfJZEydOpXc3FxiY2M5fPgwFy9e9Bozzc3N3HzzzZw9e5YjR470uG63293NgOp6j+nvniOKIvPmzWP//v3tndRTUjh79ixWq5U333wTs9nMO8nJ/OSGGzB/8QWv7t7NdqcTF+DuYHj19Dsd909CQgJWq7VHg9PlclFcXDyWHsABLlMu68YMkiR1at8+EqSnp/fZe2MsYbFY/Dp7mjp1Knq9vsf3nE7noN2lcrkc1aXuwNB+s4+OjgbaBSa7kpycTHh4uFcna6S4cOECNTU1/Pu//zuIIqxcCU89xR+Ki9m8bVuvibZ93agzMzNRq9XMnTuXyMhIgoKCiIyM9PnmbrfbkcvlpKamEh8f3+k9T7+kO++80/tg6Quz2YzFYsFisZCTk8OhQ4dobGxkw4YNBAcH93oO+IOGhgbsdjvf//73yc7O7vTAbrlUVj+cXYWLi4txu91YLBYqKyu9ni+P0d7xepLJZISEhFBeXo7JZOIag6F7eXxzM027dvlNMb6tra3Hc0OSJMxmM3FxcRQVFbF69WomTZrE4sWL0Wg0rF69mvj4eNLT05k8efKQx9ETnvL6pUuXYjAYkMvl3m2WJImSkhLy8vL4cscOHvnqK37W1MR6m40asxmtVktycrI3bNnTdd+R+vr6Xid7ktQuIaNUKv2+jQG+WVzWHqTRwGw2j8nwT0/0lG9y3XXXUVFRMeA8EmjXHjObzZjN5mHpv9F1f3pucPBPz4JHNuPWW28lPT2dLVu2cPbsWe8DdaSQJIlDhw5RUVHBli1baGpqYv369T7ngkF7xZkkSUybNo2HHnqIsrIy9u3bR2lpKdXV1YSEhBAcHExphx4tveFyuUhISECtVhMdHU1MTIxXLkJ79Cg3zpjBymefZfH+/QiCQEJCQq/h0KamJlQqFVFRUV4174SEBObNm8f58+eHNWSRnJxMcHAwFosFpVKJRqPxvldbW0tzczMWiwW9Xj8shlJNTQ0tLS0kJyfzzjvvUFxc3Gt41BMOrK+vbzegehCXdSiVNE+cyNSwMGpqamhra+tX668/5HI5oih6jQ9RFImPj+f8+fPExsayZMkSJEnivvvuIyIsjEXNzcy327nQ1MQXer1XjNnXvkNdUalU6PV6FAoFkZGRrF69muLiYux2OzExMVy8eLHT8QPIzc2lsbGR8+fPe6/7oKAgMjIyuOqqq6ipqcFms1FZWem95ntiIMc+kHcUYKgEDCQfOX/+vLd89XLEarX6PJP1CF12zV/xJBT3JSw7ELqGCyVJ8iZodpyBLl++nBtvvJG0tDQSEhIoKiqirKyM48ePc+bMmSGFD5VKJYIgDGjf2Gw2Hn/8cbZt24bdbh+0Kz8mJgaLxcLVV1+NKIpMmTLFm9Ol1WrZunWrT8mwBoMBrVbLxIkT242jLqXasuxsJk+YwJEjR/o0dGNjY9HpdChFkVl1dYS//jotS5ZgGT8ei8UyrI054+LiCA8Pp7S0FKvVSnV1tbfUf8OGDdjtdiZOnEhOTs6weZJaW1spLS2lrKysx/0viiJ6vZ7g4GBUKhXh4eGEh4fzObAwMxPZoUMILS241Wqq4uI4EReHo6rKq5M3VHoLWa5cuZKjR4+iVquprq7GoNOx+MUXWX7kCEJLC+lqNVOio3l02jSio6OHZCBFRERgMpmIj4/nuuuuIywsjP/3//4f69atIzY2lv379/P55593My57yoELDQ3lmmuu4fbbbycqKor33nuPjz76aMiGeMBACjBUAgbSN4zB9BXqLbFUJpONWPt8l8tFWloakydPZkZ6OjPOn8dRVERhWhpvBQf36XIfCIIgDHhb2traBiRL0h8tLS3Ex8cTHh5OZWUlkydPJjMzE4PBQHV1NYWFhWzdunXA62tsbMRoNJKUlNRZLgK8chHTNRr+Rs8PKg9yuRyFTMaDmzYxrqYGhcOB+8AB1CYTT/ejHD9UbDYbgiBgMBhQqVTo1Gpa3n+ftv37iWtsJP9SftRVV12FKIrDUqAhCAJnzpzp9QGtVCqJjY0lNDSUqKgoLly4QFlZGdOmTWPLww+j27kT9ZkznDMYkK1YQcFbb3kTvAeKx2vbk7fa5XJ1evi7XC4qKyu5++67aWhooKWlBZvNhrh1K8qjR5F5xJNbW4mvrOTqxERyrdZB94+KjIz0JrFPnDiRBx54wHuPyMrKwmAwkJ6ezl/+8pd+w+BGo5GMjAwWLVrElClTgPZiiPXr17Njxw6fxxZg7NG1z9jlRMBAuoIYSAt6k8lES0uLX2bfQ/Uc+YpMJmPC+PFez4jCZmOyVsuD0dFs6ZDDNFBEUfRWxgz14vVF0VuhUKDT6VCr1YSHhyOXy5k5cyZ6vZ6IiAji4+N54403iImJITQ0dMAVW5WVldTV1bWHVo8e7VEuwlha2qduFkBpaSn3xcYyvq4O5aXzSdbSwviaGq4KCuLcMBnFnpYAaWlpZGVlEWIweI+12mbjJq2WayZNYv8zzzB//nxUKhUlJSUYDAa/nov9hWzlcrk3xKdQKEhMTGTTpk1ce+21PPnkkyxatIj6CRPIz89n0YULnWRgBkpQUJBPlXpOp5OtW7cyZ84c9Ho9J0+eJDUoqF1So+PY29pIqK+ntLS0x2Tv/khISGDVqlUsW7aMsLAwwsLCwOUidO9eOHqU1BkzOD1uHHFxcdjtdsLDw6muru7V2ExMTGT58uXtEieX0Gg03HLLLRw5cqTX8OZwIIpip7ypAP7Bc12P9H6Ni4vD4XAMqWVMwEC6QhAEAZ1OR0NDAxqNptd+N7GxsZjN5mFNdO2Iv3q7iKLI9OnTcW7c2MkzIthsRJeVMV2t5pSP6/QYlJ7ZeNfcDl/HJ0kDE0VVq9VkZGSgUChYdO21zK2vR/fyy+05LMuXU11dTWVlJQ0NDaSmprJnz54BjaG0tJTy8nJqa2uJ7yEfBp2OsMWLMXz4Yb8P35jqahRdjpvY1sbKuDg+cjj8frPzlKFPnDiR2bNnExIS0q51d+lYCwA2G6EFBVxtsbC/pgatVkt4eDharXbEjHWP19RisaBSqRBFkZSUFI4dO8aPf/xjiouL2blzJzt37kSpVLJ9+/ZBedx81QNzuVzk5eUxffp0cnJyGDduHPr583F//DFih3uBU6nkjEYzqPCTx5D/1re+RVZWFjqdDsHtxrVkCeKhQ95Q7uTsbN6YMsWb6N8boigybtw4Fi1a1O09p9PJ3Llz2bJli8/jHCye7tX+PLcFQfjGtxlwuVwj9rzpyIQJE2hubg4YSP6iY3v8ywnPTNBz04uMjOw19OAR1hwpgoODh5wMCu1CoA8++CCfZGVxdRfPiNxuJ2UQuR1dc4d0Oh1arbbP8FNv+PIQdDgczJ8/H2NQEEt+97tOeULS7Nl8dsstVFVVERoaOuAZtMeNvWjRIiZMmADTp0N2dqd1OzIziVu7lriDB7slfisUik49fr66eJHb5HJUHbbLrlBwSqkclsrRxMREzGYz4eHhbNiwgfDwcBbv24e6By9Yw44dVAIbN25k1qxZbN261W+GeH8oFApEUaSpqYlbb70Vq9XKO++8w4oVK3j77beRJMm7b1NSUigtLfXbuHp62HrCZJ4J0rvvvsutt97KtGnT+KC5meVhYYyvrUVsa8OpUlEZH89+oxGj0YggCD55qQwGAydPnmT37t3eajPTgQPtxlGXUG5MP9eDQqEgIiKCm266iZRx4zoJP9PBo+SLgTRUY6Strc3vhr9Coeh2/GNiYqiqqrpsin0uV/qTMxoIAQOpAz/72c946KGHLqsTVyaToVKpaGlp8c6i+8vL6OrtGGiMWC6XexO2B4o/jCNoD+dpNBrks2bh2rULsUPyrEulolClgiG64xsbG0dE+yghIYG1a9eScPw4PPtsp4eLcPAgC1esgOxsTp48OeBzUaPREB0djdVqRafTgUwGHXo1FWi1VM2YQYJW26NHKioqitraWlpbWxEEgcIJE6htaCCqrAyxtRW7XE51YiIvnjzprS7qq8rIV/Ly8khLS6OmpoYLFy5gtVqpjYsjvosXzKlS4UpP52qDgb/97W8UFBSgVquJiYmhqKho2GfrbW1tiKLItGnTSEhI4A9/+APp6el8/PHHyOVyxo0bx7Fjx3C73Zw9e9ane4koip08O107R3vyeZxOJ263G7lcjkajoampCUmSqKqqQqPRcOrUKbZv305kZCQhzzxD2fHjqPLzOSmXs9Hp9Bp3oijy+uuvD3h8nnYcM2fOZN68ee0v9hLKbd63D+jdaBk/fjw333wzK5cv71ZMQHY207duZc2aNT7tO4VCMWy9jzzb4WveVk/G8cMPP8xzzz03ouHDAIMjYCB14MEHHxztIfiM2+3uNZzWG13d6yEhIaSnp/ebFNnbw1AQBERRHPYGjytWrKB14UJaPv8czfHjiK2tuNRqCo1G8oxGyMvzy+/IZDKUSuWw3WzXrl1LWVkZCb08XCY2N7NRkvjTn/6EWq3u9HZvDxybzUZhYSHvvfceixcv5pprrgFRxLF0Kc3z55Os1/O3554jra6uR8OmYxNDtVpNcGgohx59lPlWK9bdu8lXqTg3aRKPWiy8//77HD9+fEjHu6d8uby8PEpKSnj++edZvHgx8RMmwAcfdHp4yrOzcS5ezME//IHs7GxaWlooKiri3LlzIxbKcLvdWK1WysvLuXDhgrf1QXBwcKcmjA6Hg6CgIG8vpf6Ij4/vNLmZNWsWJ06cwGq14na7cTgcmEwm1Go1jY2NPYYudDodZ8+eRRRFXnrpJXbv3s3LO3ag1Wppbm7mwoULhISEEBQU5LMnsLa2ltTUVJqbm9mxYwdBQUFMT09HptUidDiP3Vothy79rVarO92fPN7u2bNn88ADDxB28GCPxQR169b5FGbsmrju+S1/nRM6nQ6r1YrRaOTixYtDmkQ/9thjfhlTgOHnspYa+SajUqnQaDR+cd+3tLQMuRqorxuGXq/3yzhdLhdOl4sb16+nPj6eAlGkYMkS3p04kcPHjvktD0WSpGEz9gRBIDQ0lNtuuw0DwIYN0HHf6PUcnD2b3/zjH9hstm7bZDKZ+iz9T0lJwWAwUF5eTnl5OQaDgY8++ojGxkYyMjJ48cUXmTFjBnl9GJNOpxOn00nuiRO8e+gQ+xQKSpRK1r/3HkuXLiUnJ6ffvk+ezt697cfezpeEhARSU1PbEyxdLqquuw7d3Lko0tOp/853+PKaa/hyxw6io6O5+uqrKSgooKioiBkzZnTrGt8VT3L8UM9Fj2TL119/TXNzMy0tLbS0tPTYKLWtrW3A+T5dv2+z2ZgzZw4ymYzm5maioqL41re+xfPPP8+jjz6KTqcjPz+/k5HU3NzMrFmzqK2tZceOHbhcLk6cOEFhYSHXXHNNe4Uj7d7SsrIynys/S0tLycvL49ixY+2VeYmJTK2t7SS7Y5s6lbXnzyPRfVIVEREBwLe//W2WLVsG69fDtm2df8ThQJuZyWabjYqKim5j8DSV7etYC4LAuHHj/BYO9pwzHimg3lAoFGi12mEJ9w4mqT7AgLgypUa+yfgaL9dqtbS2tnofTIIgIAjCiIQT/ZWgV1JSwsyZM0EUCf/e92i57jocVVWM27sXk8lEXV3dmK9Aue2227jnnnvaGzlGRnbKE5K0WmqSkvhTaSmnTp3qsdqsr5ClR6Cz5lICc11dHbt27cJoNPLGG29gsVjYs2fPgB6KtbW1mM1mmpqaCA4OJisri+TkZO69995+q+CgPV9FoVBQX1/vk4czIyODV199lfnz55OUlMS5c+f4oK2N4OnTSU5OJsHp5ODhwxw8eJC//e1vPPLIIwAcOXKEhIQEGhoavB6XrjgcDpRKJZMnT/arwPJwcfHiRerq6rjzzjuxWCxUVVVhNBo5cuQIRUVFHDlyhLi4uG7G6uHDh7HZbNx8883s3LkTl8tFdHQ0W7ZsQa/Xo1QqsVqtvU4oPN6m3jh16hShoaGEhYXRaLVief99HBs2EFZeTkNSEkciI7nhD39g48aN3b5bU1NDUlISycnJ7S/0UkzQlJzM/v37AbpVKXa8xhUKBYIgdDNIJEni3LlzvW7DYPEY/bGxsZ3uN54qVo+e4HDwTU/2Hg0CHqTLGJVK5XXh90dP4o+jccG98MILlJWVYTabff6uy+Vi5cqVzJw5k4MHD6LT6ZgyZQqRkZGoVCpmzJhBZWXlsAqZ9ofBYCA4OLjHB0xSUhJr165Fp9O1PyBkMrjjjvaE6tRUiles4BmgqrZ2wB20O2KxWHA6nUyYMAG1Ws2pU6eor68nNzcXlUpFWVkZoigOKM/KoxEXHBxMUlISFy9eJD8/n7a2tn7PG5PJ5JUBamtrQ6lUEhUVRXx8PC0tLX3OrvPz8xEEgaqqKj755BPq6uoIDg6mrKwMt9tNRUUFSqWSf/zjHzz++OOd8jgaGxuJi4vDarX26rVxOBx96tANNwqFApVK1a+H8r777mPcuHGsWrWK6OholixZwh133IHZbCY/P5+QkBAqKiq46qqrqK6u7nTOex7Qhw8fRhRFlixZ4s1nqqurw2Kx4HA4EEWRsLCwbhOYnh7wd911F7W1td7PWiyW9ly1wkKef+EF0r/1LSbccw/q9HTu+cEPuvXvio2N9Yprz5kzh/Dw8Hav2NVXo9i9u5MHqn7CBLK3bMF8yfvT2/mi1+uRyWQjqrnmMbw7CvjCwPQGA4xZAh6kK5GuXiS1Wj3mBRqfeOKJIXmtfv/737Nnzx4WLVrE7NmzKSoq4q233mLLli0cP358WD1iGRkZ/VYBNjU19TgzNxqNlJSUkJubS1FRETU1Ndx5553/1HRbuZLTn31GcHExBUVFHDx4EJPJRFZWFps3bx7wGEtKSvj6669JSEjwVuMZjUZOnjyJKIo+G12NjY0+C0KHhYWRnZ2N9ZKCvdlspqGhAYPB4JU5qa2t9Up6dM01sVqtbNy4kdTUVJKSkpgyZQrXX389EREROJ1Obr/99l7zU3wtjx8soigOKo9noB6GzMxM3nnnHYKDg/n888/bjVW9nhWSxDK7nXNtbZw1mfjb3/7G9ddf36t4r9FoJDMzkz/96U89elT68hTNnj2bnJwc3G43f/3rX70GgCevaMel3KaUlBSqz7WuAAAgAElEQVQ+++wzTpw4gUwm69EA71gdHBERwR133IHJZGp/oUMxARkZLHnqKQoGcBx78kwLgoBcLh/WZqYBvjkIY8HqFQRh9AcRoFdG2vASBIHg4OAeczo8gphJSUneCr7S0lIKCgqGPVw42M7DHfnZz35GXFwca9asobS0lFmzZlFeXs4nn3zCli1bOHz4MLW1tbhcLm93b1971mRlZbFy5UqSkpIoLy9n06ZN6HQ6tm/fPiIh1YiICCIiIlCr1UybNo3FixcTGxuLUqnkxRdfBNq9Ajt27OCOO+7gv//7v3ucfctkMuRyOXPmzGHSpEnk5eWxZs0afv/73/ucM6dQKJDL5T4XNIwWHu/YzJkzWbp0KfExMbgWL0bMyUFobvZWe310//18+zvf6dUgkMlkhIaG0tjY6LPRMJDzXalUEhMTQ1JSEseOHePGG29k/fr1fYa609LS+Pjjj0lJSen23scff8zPf/5zTp3ytatZgACD5rAkSVk9vREwkAKMGAsWLODQoUMDyoHprQIlPj6etWvXMm3aND7//HN27dpFWVnZZVMym5SUxPXXX8+//uu/Mm3aNAB+97vfUVhYyJ49e6iqqkIQBGJjY7n22mt55ZVXfP4NhUKBwWAgPDwcpVLJmTNneszTGC4mTpzIvffey4QJE7wP5ZMnTxISEkJ2djbvvfceeXl5pKene0WQN23a1Ksh6DFuHA4HGo0Gm802IoaepwhiNDS9Vq1axeHDh/nTn/7E3LlzCdu3D26/vXOujl4Pf/87L+bn8/jjj/e6rq7X0uTJk1GpVD57BidOnEh1dbXXQ2QwGJg+fTozZszg5MmT7Nixo1vVWk+IosiaNWv44x//iNFoRJIkjhw5Qk5ODv/2b/+G1Wr1hiDDwsIGFY4fTSIiIpg9ezaffvppn58LDg7GZrMNe/VvgH7p1UAKhNiuIJRKJY888gjPP//8aA+lRw4dOjTgGXxvhvvKlSuJiIggKiqKkpISb0fjy4Xy8nKvZyUnJ4esrCxcLhdff/01586d8z6Mm5qaOpXe+4LD4eDixYs0Njai1+uJjY0dFs2yntDpdFx77bXccsst3oopaH8Y5OfnU1BQwOeff85dd93Fhx9+yOnTp3G73X0aIR3DUv6qVPTovfVlWLe2tg44r8RfJeUer81XX33FI488gs1ma5fzOHoUyWajUx2TzQbHjhESGdnnOruOq7i42KeKKKPRiMVioaSkpNPD3GazceTIEU6dOuXdVwO5vj3n+29/+1tWrFhBTk4Or7zySqdKQEEQSE9P5+TJkwMe51jBbDbz9ddf9/u5pqamy6rn3jeRkVEaDTBsxMbGctdddwHtD5KOIqpde+gkJycTFBQ0ouPriD9m/ps3b+bChQuIoojD4aCqqqrHUNxYxeVy8Y9//IMDBw4gl8t59tlnWbduHcXFxV5vhcvlorW1FbPZjNFo9B5fX5AkCZfLRVNT05Ba7ftKa2sry5cvJzw8HGh/WJSWlrJ48WIkSaK6uprExEQKCgqYMWMGjY2NI67pB+37pz9Ppi8GT8fP6nS6QZVky+XyTtfHiRMnyM3NZf369TBjBoJO1/kLOh0XIiJ44YUXBrR+k8mEXq+nra2tU8hcoVAQGxvb6/c8Ccl2u73T+NxuN83NzdTX1/eZy9QT1dXVvP3229x33328/PLLlJWVdarQ9FShjYb3rj+USmWfx9dz3fVHwDga+wQMpMuchoYGDhw4ALTfVDp6CrrmHHgSYy9nJk2ahCiKfPbZZ5SXl2O32weVkPnd7363vdR+FLhw4QLr16/nySef5K9//SuFhYW95mw0Nzd7j+9gGEwjUWh/WPenxN4TLpeLXbt28d5773H06FHOnDnDRx99xPHjx4mPj+fQoUOYzWba2tpGXPamp7H6m/j4+B4rRgeC54EZGhqKSqWioaGB/Px83n33XcrS0iA7G0mnA0EAvR5Laiovnz7dLi3TCykpKSiVSqDd0OnpPHO5XH1OMoYjBORyuaipqeH06dOdeh0pFAoyMzO94x2LdJTkGQ0yMjK8bQUCDC+BENtljs1mo6CgoMf3uj4ALpc8nb4oLS31VkVduHBh0Os5c+aMz03y/MmGDRuIi4ujrq6uz9ygtra2Xo+vv4iJiaGmpqbTg9Cj7zUYCgsLufbaawkNDaWooIAp584RfuYModOnE7R2LZu2bEGhUPDhhx92+p5Go/EprDVcDEVCxWq1DjrXy2MgtbW14XQ6sdls1NbWEhsbS2lFBaVPPYX1/fcJLi6m1GhkX0gIdVVVlJWVdVtXQkIC5eXl3o7b0F17sOPvDvRaCAkJoa2tzS8TLZVKhSAIncbldrv9Jk80XIy258dsNo/6NfJNIWAgBehG1+qVoKAgr97TaONp8CeK4pBuVB6vTFpaGvX19YMSqB0KRUVFGAyGXg2CwVawDYaeZsSD2bcGg4G0tDSuvvpqkpKSCAsJIf7555FdUnp3azTEXXUV8ief5I233uoWlhntBw+0P7Q9+9yTLG+1WjvlxvTVYLVr2X94eDhWq9WnKlCPsVJSUoLL5cLtdvPGG28A7d7H4uJi6urqiIyMxGAw9Fjx5XA4CAkJoa6uzq/Xra9ajH3R03pcLlePBl9fqNVqFArFmPU4CYLAggULOHr0qF/SAQabmxjAdwIGUoB+GYvuXH+13VepVMjlvV8GgiAQGRnZr7TGYOgvxDRS0gI1NTV+WY9MJmPy5MlkZmbS1NRE8wcfoO+g9C5rboYDBwg/dIidO3d2+/5Y6IIuk8mIiIigqqqKoKAgsrKyqKmpoaCgAKvVSltbm0/HRS6XD/o41tTUoFQqqa+v58yZM155IYfDgdVq7bNDfWVlZXtyt58ZjBESFhZGfX19N4PIX1WVHi3IsYxWqx1T99GFCxd6u6wH6J0xbSClpKTQ2Ng45l2uVxpdZ8djMQnaX3kRHcVFe8LTk2k4DKS+GE49uOGisbGR0tJSTp8+TWRkJJE7dmDqofLq4vbtY+6azsrKQpIkTCYTRqPR23U8NTWV6OhoVCoVxcXFXq/OQOnpvDEajURGRg5I7sRjRMhkMtra2vpMhlapVJ2MzIsXL/rN2zNp0iTKy8t9TsaG9o7XDQ0Nw/Yw9mjhjVUkSWLTpk2jPYxOpKWlsXv37oCB1A9j2kCaPn06RUVFY+5mGuCbg9vt5syZM51e80fDyI70VSIuCAIKhWLEehgNBY+Q7q5du5g7dy4xsbGMV6sROzy8JK2WQw4HarV6TG3TrbfeyqRJkwgLC6OoqIjk5GR2796NJEk0NDQQFhbmLXUfKpGRkcyaNcsnPbieChE6njeCIKDT6VCpVGi1Wurr69HpdN58oaEaSrNmzcJisQzKQPK1e3uA4efVV18d7SFcFoxpA+mDDz4Y7SEEGCOEhIT43ZOlVCq9MyhJkgZs9CgUCr+Gg+RyuTfXpCsymYygoKBR1Q+D9pyvvmabMpnM29NJkiQyMjKYlp7eLsR76BCSzQZaLU1paewJChozBQMeD+GRI0e47bbb+OSTT3jggQcQRZFp06bxl7/8hfPnz9Pa2oooimg0mm7eCqVS6ZOxd/r06R6NI1+Swz1hJc/nPYbcihUrCAsLIycnB5lMRnNzM6WlpUOW3vjrX/86pO8PBLlcTnh4+Ih7a4eCTCYL6LBdwYydoGiAAH2wdOnSPnOFfEUURcaNG4fJZCI0NBRd1x4zfTBY40ij0fT4usPh6NU4c7lc3Ywjg8EwqN8fLAqFotf+WZ78GqPRyOeff05VVRV6vZ4DBw6Qe/IkWx9+mP9dtozcm29m749/zCqFAltr64jlV3UcZ095KjqdjlWrVvHKK69w9uxZfvzjH3s/FxwczMMPP8wbb7zBn//8Z37xi194S9A7rtdf7SJCQ0MxGo39bodCoUCtViOXyxFFEYVCgdFoxGg0cscdd3DhwgVuueUWBEGgurr6sgnVhoeH86Mf/Wi0h+ETbrcbSZJQq9Votdohrcsf6xgpRvoeNFoEDKQAPjFaiYbr16/3640+OTkZvV5PamoqwcHBwx7uEQSBpUuX+mVdP/rRj0b0OHg6c/eE50aZkpKC0Wjk4sWLmEwmjh8/zrp168gvKOBQZCSPNTZy+7vvsnPPHrZs2TLiM+6QkBCio6M7vSaKIpmZmdTV1fHuu+9y3XXXtb/hcsGnn8Jzz8Gnn9JgNuN0OlmwYAEZGRmd1tG199hQqKmp4YUXXugz4TgkJIRZs2bxrW99i2XLlpGWlkZmZiYvvfQS//Iv/0JiYiL19fW4XC7y8/MHXH06FpKcq6qq+MUvfjHawxgU119/PTfddNOor2Ok+Nd//dcxlXQ+XAS02AL4REpKCrW1tT0qdl8uyGQy7rnnHmbMmEFpaSl2u51Dhw6xZ8+egKt8AIiiiCiKXqPS8/ecOXM4ceIEBoOB6OhoqquraWlpwWAw9Ko2P5oolUq+/e1v8/DDD5OSktJu7LlcsHRpe2jQZvOKwrJ1K3sPHOA//uM/+OSTT4Z1XD2F8aDdk3f11VezYtkyJhYVEVRURMJNN/FxWxtuQeDRRx9l+fLlJCcns2HDBm8DxsA5HcAf+Dv3cgzRqxbblW8CBvAJmUzGlClTen2/sLDwsjaOAO6++27efPNNkpOTUalUZGdns2LFCubOnUtiYuJoD2/MIooisbGxXtkJD56/d+7cSWxsrFdSJCYmhtTU1DH3gBYEgZCQEG677TYee+wx1q1b98+QwebN7caR1QqS1P7vgQO0fPghu3btGpHcqY7GUcdZelRUFCnjxvHtv/yF5e+8w7Xbt5P0xBP8dOtW4mNiKCoqwmq1Eh4eTmFhIRMnThzxUGZ/REZG9hpqvlxQKBRjbr8ONzqdjrVr1472MEYeT4LZaC6AFFiGb9FqtdIlL91lu4SHhw9pG15//XVJJpNJgPTss89K+fn5Uke2bdsm/fKXv5TuvvvuPtejVqtHfV+M1UWr1UqiKEqiKEpqtVpSKBR+W7cgCJIoikNej9FolJYuXSqtXLlS+uMf/yi99tprUkFBwT9PhF/9SpIEQZLgn4sgSNJzz0k5OTnS2rVrR3SfpqenS3q9XpLJZNK8efOkZ2fPlprl8s7j0+ulstdek9auXSsVFxdLv/vd76Qbb7xxQPtLJpNJKpVq1M+dwBJYRnHJ6c02CXiQBoBGoxmULtVYobm5edhn8TKZbFhnhkPtCPyjH/3I6x4+ffo0X331FY2NjbS1tbFhwwbS0tJ49tln+/SewdhsmjlWaG5uxu12e8V2FQoFer3eL+v2iO8OhtjYWJKSkoD23kB79+7FYDCwdOlSDh482DmcNWNGe1itIzodZGQQHx9PamrqILdgcBw/fhyr1cpNN93Etddey4Pz5qHpsh8km414s5l58+bx0EMP8fjjj7Nx48YB7S+32+23ikyj0chbb73FLbfc4pf1+ZPVq1f7tchjKJhMpsB95HJhtL1HAQ9SYBno8uijj0p6vX7I65HL5dI777wjHTt2TKqsqJCkjRvbPQcbN0pfff65lJGRMerbGlgGt/zwhz+UQkNDO70mCEIn72NMTIz0xz/+UVq8eLF0/fXXS7/85S+lPXv2tHuQnE5Juu46SdLr2z1Hen37306ntGnTJmnFihWSRqMZse3RarXSwoULpaSkJOnee++VDvziF5Jbp+vkQWpVKCRp40ZJrVb7xcvmWUJCQnz+jlqtluRy+aifB12XsTSmy92bfwUuvXqQRt04GgkDKTExUYqOjpYAKSMjQ/rJT34y2gfkG7vo9fpB38T1en2/N5fk5GTpiSee6PMzWVlZ0ssvvyydOXWqx4fhB++9940zkuRy+WV145bJZNLkyZO7vT6QcLJMJpOCg4MlnU4n3XvvvZIkSdITTzwhSZIkHT9+vN1I2rhRkp57rv1fp1OSJEn6y1/+Iun1eikoKMhv29Dfuv7zP/9T2r59u/TYY49Jv/71r6VTJ05I7kWLJJdWK7kFQWpVKqW9Wq00MTnZ7/u4437U6XQ+XbcGg2FYj7+/Q7iB5Ru99GogfSOq2BQKBZLULt2gVqvR6XSYzebh/MkAXQgJCaGxsZHU1FSuvvpqtm/fPiyVTUqlkuDg4D67r2s0Gu6++25eX7ECbr/dqxUGgF7PyZ//nBWvv+6zaOblTEJCAqGhoZSUlKBSqXA6nWP+GukqreEroigSFhbGunXrKCoqQqPR8M477/DVV191+2xVVRVPP/007733HhaLxW/VPL1VBj399NPs2bOHm2++mcrKSoKCgrjnnntwuVxUlJZi3L+fk3/9K1urq3mzvBz7IERkNRoNBoNhQFp8vlYwDXfFU1/d5wME8JFeq9jGRlB2mOnYRba1tdUnZe2xjMlkIjY2tl/R09FEJpMhCAJWq5U1a9ZQXV2N1WplxowZOByOQcsQfO9732Pfvn3dZEDsdnu/0jQtLS1ERUXB0aPtpdwdsdlwHDpERETEFWEg9SdVMn36dNra2oiNjcVmszFx4kTq6upobm4elu7l/mSouTOeJpwvv/wyhYWFyGQyFixYwIsvvshjjz3W6bPh4eH85Cc/oba2lo8++mhIv9uRnoyIqKgo3n33XS5evEhcXBwlJSU4HA5OnDiB2WzGarViMpk4cfEiJRcu0NahP9jkyZO7denW6/W0tLR0y0lqa2sbcF6Xr8bOcJeD+8s48uQCXaHl6wGGyDfCQLpSaWpq8vY6GWn6a7HvaRro+UxUVBQ2m43W1lZcLheVlZVDKpnet28f1dXVPb43kNmlQqGA9PT2BNyOHiSdjiKDgeLi4j6/HxwcTFNT05i/sXo8p71RUVGBSqVi6tSpTJw4kdOnT2Mymaiurqa2tpbIyMhuRuhwMtK9VtxuN3v37sVisXh/e/fu3URHR5ORkcHUqVMByM/P55VXXukkbiyXyxk/fjwFBQV+HVNjYyNVVVWEhISwe/dukpKSqKiowGQy0djYSE5ODkqlkra2tm5GYk8yHW1tbT3uU7fbPab08EaDnu5her2eWbNmsX379iGv39M25eTJkz5L0gQYfcRnnnlmtMfAs88+O/qDuAxxOp1e8UhRFElMTByVGb9cLketVnfy1Mlksk5/i6JIbW0tTqeT4OBgZs6cSWNjIxcuXBjUb5rN5k6eQKVSiUqlGrDmlMViQZeeTrrZDLW14HAg6XRUJiTw9rhx7Nq9u8/vC4LQyfAICwvzPrTGGn0Ziy0tLcjlcmJjY4mIiCArK4vZs2d7wy9JSUk0Njb67bzyiKoOVRvMn3iOmSRJ1NfXew2UxsZGCgoKcLlc7N69m/fff7+b4SyTybB19UL6iCAIhIeHe69lp9NJSEgIDocDo9GIxWKhqamJ1tZWamtrMZvNvXp/evKO92QcpaSkkJqaSnl5+YDHGRIS4q1S9IWYmBhsNtuIhMRCQkK46aabyMvLG/Q6BEFAJpP5LcQsl8tpamoC/Of5CuBXKp955pk3e3oj4EG6ghjJ2UnHC12Sugu9Njc3Ex4e7tURa2xsxG6309zcjCiKTJgwAaPRSGhoKC0tLT12DvZ1PL54HnJycnj5v/6L09dfz4Jp08hWqbCmpPCn4mKEXmQ1OtL1QeR0Ose8N6k3JElCqVQSHx/P9+++G+WXXzL13Dn2tbRQEBHBwoUL2bVrF5WVlT4ZA3Fxccjl8m5SHH3tp74eIP2FCwdLx/MU2q+jqqoqPvvsM2QyGeHh4Vit1m5yK263u8/8ndDQUJqamvo1Bnvy8imVSiwWC62trV6vkGeCMRD686La7fZux1IUReRyea9GvmsQeU7AiGrBuVyuITeybWtr85tXUJIk7yRwsG0qAoweAQPpCsHlcg3aG9MVhULh0wzf5XL1ePF31XcSBME7Ez527BgTJkzA7XZz8uRJdDodTqfT66nwNdTicDh89kocPnyYkydP8n/x8dxxxx3ECwJl58/3Grrri+HsLi6TyQgJCaG+vn5Y1m8wGLxdmrWrV6M4coQMm400hYILBQVsfughSkpKkCSJpqamASX1QvvMWalUdnpNkqRBG8OCIAxLB2OdTucVL9bpdLjdbiIiIigtLaWuro6ioiKvB8AX+tI3k8vlaLVab5i5q4fOo6F2/vx5nE6nz4ZJfwZSWVmZN8dOoVAQHR2NTCZj4cKFfPbZZ9TX13e7ngazD4ABny+94UtoqqmpiS1btgzp9wIE8HBFGUhXsFbMiCKXy/s1NsLDw3G5XL2KmALdDA1PCMFut6NQKMjOziY+Ph65XI7T6aSqqgqr1YrT6RyxVv6eUNkXX3xBY2Mj+fn5Y26m5wlLDZeBFB8fT1xcHKEHDiAcPAitrQiA0m4ntqIC/e7dyOVyoqOjSU1N5dNPPx3QteYvEVcP/mxq2BG1Ws3KlSuZPHkymZmZGAwG9u/fT15eHh9//PGgDYO+igVkMhlqtbrXPDyPETnYUKQv90GVSsWUKVNwOBwsX76c2NhY3nzzTcaPH09VVRWTJk1iz549WDvm6vmJiIgIDAYDRUVFvX5mOLyGHQkJCUEUxTFftRlg5AkYSGMcvV7v7VA8Ugxkhh8XF0dLS0ufBhL8sxS764xWpVJx6tQpxo8fz/e//33y8/P5/PPP0el0NDY2jpiRotPp0Ov1lJaWUlNTg0ql8hpyg8ETpvAYef4IL7hcLm+uyGDOcYVCQVRUFOXl5T1+33N+BRUVIXYxQOR2O9Zdu4hevBhRFJkyZQr5+fmUlZUhCILfjpPJZMJsNo/oea5Wq0lKSmLhwoXcd999XLhwgauuugoAm83G119/jdPp9B5PaDdWRVEc8nG12+1D9qx48EfJuyAIqNVqNm/ezK9//WvOnj3LPffcw9mzZ5k4cSJarZYvvvhi0MZib8THx5OUlNSngTTUHK/+iIiIQKlUBgykAN24ovqdD0es22g0dgsTjCRJSUljUubk2LFjA6puMhqNQPfckqCgIHbv3s3HH3+MKIrMmjWLsLAwv22rTCYjJiam38+ZzWZOnjxJRUUFTqezm4eirzBJT2i1WoxGIxqNBr1e73d5g8Gci0FBQSxbtgygx/177tw5Nm3aRG1cHG61utN7LpUK59SpWCwW5syZQ0pKCnfeeac3Kd4fCIJAZmZmp7F52kP4A1EUOx1HQRDQarVERUXxk5/8hBtvvBG3283cuXO9n8nOzsZgMJCSkkJsbKz3+wqFAq1WO+Tx+HPfDfWacblcNDc3M27cOGbMmMH//u//8tRTTxEdHc0DDzzA22+/zS9/+cthkVk5fPgwH3zwgd/X29u509PrBQUFnDx50u9jCHD5841oFDkUbr/9dg4dOjQsTQ0vBwbTjK+nGW3X14KDg735KOPGjWP8+PHk5uZSU1MzYK+EKIq43e4eZ8/BwcH8/Oc/5/HHH/dp7B3xJfdHFEVkMhkymcw7Lr1eT0hIyJg/d2666SYmTZqESi7n5zt3Ijt0CLndjqTRYJs6lXe/+11aHQ72799PVFQUW7duJTw8nN39VPr1h8eb1dM55ql080doJSQkBJlM5j2OGo2GSZMm0dTUxOLFi1m9ejWpqakkxMbC5s3t/bFmzIDlyzl15gy/+c1v2LJly6A8DJ7waMe8vvDwcPR6PXl5eahUqjHRly0oKIgnn3ySL774gp/+5Cfk/e53LIuM5IxWy36jkbjERP7whz/06ekZKCPR5LG3vCWVSuV9fSw8+y5HfD1+ngnBUDzzw0yvjSIHbCAJgiACOcB5SZJWCoIQCqwHkoASYI0kSRcvffYJ4B7ABTwoSdLWftZ9xZ2pl2O4r6cTf+nSpXzxxRdDCqV4ZuwdRXN/+MMfkpeXx86dO1GpVMjlclwuF+Hh4QPu7RQXF4fNZus3zDfcyOVyTCYTRqOR8ePHEx4eTmNjIwsWLOD48eP8+c9/HvS6B1u55fGaDPR7CoWCN998k0kpKbR+9BFxZjPB117LZ243v33xRbKysrBYLJw9e7ZbI0Jf8XjB9Ho9DQ0NuN3ubueeQqEYVEl5f8hkMvR6PfHx8fz85z8nMzOTwsJCbli6FJYuhQMH2puH6nRYUlN5aelSPvj4Y/Ly8nx+oIqiSHh4OHfeeSdTp0719sJJSkrizTffpLS0lFmzZrF582a/buNA8CS8e+5RoiiSnJxMxrRprG9owLFnD4q2NpwqFbXjx3OnycSBnBy/hLv8afwOBlEUMRgMNDc3XzF9iTyesZEw+jz38oESFxfHkiVL+J//+Z9hHNWQ8IuB9FMgCwi6ZCD9B1AvSdJvBUH4N8AoSdLPBEGYAvwdmA3EAF8AEyVJ6vVOd7kaSH0ZQenp6Zw6dWpES1wvZxQKBSqVqlMi6OViZN50000UFxejUChISkoiKCiI6VOncvrll8mUydhYUcEmt5uRTP1euHAhaWlpvPrqqwP+zuTJk4mLi2PhwoWMGzcOp9NJXV0dFouFG264gQcffJDc3NxOOWod83MGgk6nY+3atQiCwKuvvkpaWhq5ubmEhoZ6jSWA7373u5w5c4YDBw50+r6/vA8mk4nnn3+ejz/+mIceeojrWlq6yc60yuU8l5bGVxoNJSUlPTZh7A1BEFiwYAFJSUls376dWbNmMWXKFMaNG8fs2bM5efIkOTk5xMTE8NOf/nTUz3NRFElNTeXvd9zBlOeeQ9bhAWhXqXhn2TJeKSri7NmzY67Xl0KhQBTFAXviFi5cSG5u7rAVPYwGSUlJNDU1BfKoBkevBtJAxWTjgC+BRcCnl147A0Rf+n80cObS/58Anujw3a3AVaMpVjscy6RJk6Tf/OY3oz6OwS5yuXxUxR6VSqVflcfHwhIVFSXdfvvtUs6BA14RXBdIbUqltF+vl2RjYIwDWRISEqSkpCTp1ltvld566y3p/vvvlx599FFp7ty5g16nRqOREhMTJZVKJS1fvlxas2aNlJ6e7n0/Li5OGj9+fJ/npMFgkLKysk98+w0AACAASURBVKSUlJQhbV90dLT00ksvSfPmzZN27dolSZIkSb/6VbtgMfxzEQRJeu45ae/evVJ2drYkiuKAr5k1a9ZIr732mrRu3TrprrvukubMmSP94Ac/kH7wgx9IN954o/Taa69Jd999t5SUlCTdc889o37MNRqNtGbNGumDjAzJ3WU/uAVB+mLBAikqKmpA6woJCRn17QksgcWHpVex2oEmaf8eeBzoOM2JlCSpEuDSvxGXXo8FOrZnrbj0WicEQbhXEIQcQRByBjiGMcWZM2d48sknR3sYg8bpdA57N2O9Xo/JZPLqHXXEbrcPKXyiVqs7Jd7K5XK/Jb4OlszMTBYtWoTqq6/aQzVWKzLay+Uz2tpY3sd34+LiCAkJ6fa6KIreRPe+SE5OJjIykhUrVjB37lxMJhPZ2dlkZWWh0+l82o6ysjIcDgdWq5WDBw/S0NDA5s2bO8ls+IJWqyU0NJT6+npSU1MxmUysWrWK73znO2RnZ2MymZg0aRJKpZJ58+b1uB+CgoKIiIggLy+P0tJSZs+ezdNPP+3zWORyOc3Nzfz6178mLi7un2/MmNEuO9MRnY5zwcGUlJRw8803s2jRIhwOB4Ig9Jp8f//99zN16lRycnI4ffo0ubm53H333axdu9YrApycnIxOp2PSpEm43e4hhWD9gVwuJzExkWnTpqGfPx+hy35wKpW8f/Zsp2aafTGW9fsCBPCFfktsBEFYCdRIknRYEIQFA1hnT+UDUrcXJOlN4M1Lv9Ht/QCXPzabje9973u888473n4vERERNDQ0DDn231Mna1/DmUajkebmZr+FDLZs2UJpaSlzp07tJoKrdDrJADb18t3e8q766zXlobS0FL1eT2VlJYmJiTidTnJzc4mMjCQlJYUTJ04QFhbWr5Cvh/Pnz3sbj2q1WqKjo7tV9A2koagn38hms5Gamsrp06e59dZbKSoq4pprruGFF15AJpOxd+9eWltbkSTJm+Ngt9tZvXo106dPJy8vj7a2NkwmE8uWLSM2NhaTyTSgbemI0+n0NvV8//33OXbsGL/61a+49eabITu7Uw4S2dmMf+ABIlpaePjhhzlz5gxTpkzh9OnTvZ5rf/7zn1mwYAEREREsWbKElpYWrFYrX3/9NSdOnMBut2OxWNi2bRtnz54lKCjI523wJHl7+kzJ5XImTpxIfn4+M2fO5PDhwwNaj2dSIQgCs2fP5qmnngKXC06d8u6HFlGkJj6eqsmT0e7cOST9xAAB+mIkkvd9pd8cJEEQngfuApyAGggCPgRmAQskSaoUBCEa2CFJ0qRLCdpIkvT8pe9vBZ6RJGlfH78xtvZKAL8QExPjfSB7HqQjeRHI5XIWL17cb2ddz4N/qAnBJpOJzMxMblGpuOuzz1B1MB7cOh0vTJ/Ok3v3Duk3eiIiIoKgoCAyMjKYMWMGR44c4cyZM6SmpmK322ltbUWlUiGKok9K9JmZmSQlJfHBBx+g0WhITEz0OUF73rx5LFy4kJycHOrr67nmmmuQyWRs2bIFlUqFWq3mzjvvZNu2bezbtw+z2YzdbmfGjBnU1NQwZcoUrrrqKoqLi9Fqtdx///2UlpayatUq7rvvPg4ePMi5c+e44YYb+Oyzz7wdqAeKTCZjwoQJbNq0ieSkpPYqtmPHICMDli/nxKlTvPbaaxw9ehSVSoXL5eLUqVM0NTURGhraqZfR8uXLcbvdLF26lGPHjvHII49QXFyMWq2mpKQEm81GeXk5JSUlTJgwgf/5n//h4sWLGI3GTl3k+0Kv1yOKIhaLBY1Gw8SJEwkPD2fnzp0sWrSIbdu2+ZTPFBUVxerVq8nIyCArK4uZM2ey8eOPSS0poeD999lrs/FqURHWlpYx10B1rKLX60lMTBySHpw/8FfPrm8AveYg9RtikyTpCUmS4iRJSgJuA76SJOlOYANw96WP3Q18cun/G4DbBEFQCYIwDpgAHBziBlxReHrlXOlUV1fz0ksvdbphj+QMwel0DkiRuzepFF8xm81s376dl/LzqUxIQNLpkAQBSafDnJyM5eqr+e1vf+v33kgNDQ1UV1dz9uxZNm3ahNvtZtasWdTU1FBdXc0Pf/hDVCoVTU1NPvVROn78OJs2tfu8WlpafGpXIIoier2eixcvcu7cOcLCwigtLUWSJB555BEeeOABTCYTX3/9NTqdjq+++or4+HhvYv7x48eJjY0lOzubtLQ07rjjDn7wgx+Qnp7OqlWrAFi0aBHLli3jiSeewGazkZ6ePuB9q9FouO2223C73RQWFrJixQr+649/hJUr4amn2v8VRa9YrUajwWQyeZNhnU4n9fX1BAcHe9fZ2NjI22+/TXBwMPPnzyc/P5+bbrqJpUuXMnfuXKKjo1EqldTX17Np0ybq6+txuVxegdyBoFariY6OZsqUKSQlJWGxWGhoaECSpE5Vaf2RnZ3Nz372MxYvXoxMJkOr1ZKSkkJFRQWNVis5UVH8d0QEL589S6PVesUYR5GRkX6//rpis9kG1CNuuOlJ4y+AbwzlTPkt8J4gCPcAZcCtAJIk5QmC8B5winav04/6qmD7JtLS0jLmKkF8ITQ0lNbW1n5LPV0uF88//zx6vZ7GxkZiYmKoqakZ9otWpVKRnJzMqVOnRnQ/e6QwCouLuS4mhp9ecw2LQkOxpaTwV7OZhKgo/uu//ougoKAhC/T+5je/4ZlnnsFut2O32zGZTMTExJCWlsb8+fNJiI2l8f/+j6CiImaIIjtjYlCpVD7lnXXVtxvocTMYDN7vVVZWUldXx5QpU/jhD39IbGwsTz/9NCdOnGDp0qXMnz+fJUuWYLPZyM3N9YZOHQ4Hubm5LFu2jJUrV6Lu0MDS85n09HS+/e1vs3XrVr766ityc3MHPMbW1lZveb3L5aKwsJCKigpqamqIiGhPp6yoqKC+vp7Q0FDUajWHDh0iIiKCW2+9lb///e84nc5OnaUXLlyIRqNh5cqVRERE8OW2bfDppzTv3cukrCymrVmD0+lk586dWK1WrzEzEKNm5syZJCQkMGHCBARBID8/H5lM5g1Vp6WlUVBQQGRkJHa7nfT0dHbv3t2rYXP69GlaWloIDQ3FbDYzffp0nnrqKRoaGvjyyy8BsFgsna7xpKQkzGaz37tpd0QmkxEaGjrgfCdfMZvNw37/CRgmVw6BRpEBfEahUOByubrd2HsLn3lKwT1N2ob7nJPJZGg0mmGXKOgLURQJCwsjMzOTyZMnU1ZWhlwu58yZM+Tl5fW4/3whJSWFoqIi775UqVQYjUaeeOIJHvzRj2DpUlx79yJrbW1Pus3O5qP77+fmW2/11yb2iiiK3nF5NNzmzp1LTEwMTU1NpKSk8PLLLzN//nwuXLiAXC5n165d3R7mK1as4I477iAzMxOtVktQUBBBOl23Zo45R48ik8l44403WLduHS0tLUyZMoXKysoB98i6/fbbcblczJw5k6NHjzJ16lQcDgdxcXGUlpayadMmbx+joKCgHkv+ExMTWbBgAf/+7/9OXHQ0zuuuQ374sDenqSU9nSdmzuR4Xh5lZWU+NV2cPHky8+bNIzw8nKamJpqbm1GpVEyYMIHTp08TEhLC9u3bEUWR6Ohodu7cycyZM9m1a1ePkwRBENDr9cTGxpKYmIjBYGD79u24XK5eQ31qtRqHw0FSUhJ2u90rf+NvfBXLDhBgiPQaYruitNgC+J8HH3yQ119/vdMNq7ebV2+Gj2c21Z83JzY2lkWLFrFu3bpBjrYdt9s9qsYRtHslamtr2b17NxcuXOCWW27h+PHjtLa2kpycTEFBwZDWX1hYyMyZMzlx4oS3skqv11NRUcGep55izr59iB4PldWKY/duFCkppKenExMTM6yK5y6Xi6CgIFwuF5Ikeb1Bzc3NNDc3c/HiRYKDg70ejpYu+S0RERE0NTVRWFjI//3f/1FUVER2djYhBgOznnqqUyK1MzOTrYsWUV1XR1FREREREZw/f57KykqfmtmFhoby4YcfcvjwYaqrq72hv6ioKBoaGigrK/MWAnjW6zFGPAn2paWllJWVtVfhbd7cbhx5+ipZraiPH2f5zJnkXcoLEUXRu90ymYwHH3yQ3//+9z2OT5Ikxo0bR3Z2NpLTieKLL9CdPYtu/HgOXrxIZWUlU6ZMISwsjFOnThEUFERFRQUul4uQkBCvCLQHQRC8Rk59fT1ut7vfHjoez11tbe2whtzGonEUExPjLVroSmxsLA6Hw2/aegHGDleUFlsA/3P8+PERa2I3VmL38E/xzqEgSRJNTU2cPXuWbdu2cezYMdRqtTdnZKjU1tZ6j43L5SIzM5OIiAgcBw8i6xK+E9vaaN2/H7PZTFlZ2ZB/uz/sdrs3RKfX60lNTcVsNnP+/Hlyc3OZMGECarWa6upqLBYLWVlZXk2xlpYWnE4nRUVF1NTU0NzcjMViIfrYMdz79rUbHZLU3kbh0CH+5ZJcxw033OD1zF28eNGn8OqXX35JZWUl5eXlWK1WqqqqMBqNFBcXc/r06R7DSm63u5vCfVFREf/5n//Z7uHqaqTbbMTU1JCcnIzRaOx0DkiSRG5ubo9ji4qKAtonGDJJYvYvfsH8114ja8MGJv/qV7x+7hzPPfMMSqWSvXv3UlhYiMVioaSkBKfTiVKp7NZqw2O42mw2ampqfAppWSyWUZ+ADBeRkZGsXr262+t9ba/NZhtSuDzA2CVgIAXokx07dvh1tiiXy3sVkmxoaODgwbGTz++vUGBzczMHDhygsLAQs9lMVVWVX9ZdXl7uPTYOhwODwcCcOXNQzZmDs0sydjNw0G7n/PnznDp1qtu6pk+fjsFgGPKYPLS2tnrLyGUyGVFRUbS0tFBTU0NCQgJWq7VTq4aWlhbvPmlqavr/7d13dFz1mT/+9+eW6VW9d9uyJXeDBTYY40poARYwCQlfliWQkyXsLiQbsrspv82y7HI2CQnJOQmhZZMlcejNFIMxGFywbBk3yZYlWZLVNZrRaHr5/P6Q5mbUR7KkGUnP65x77LmaufOZudLcZz7leRAIBJRM3j09PZBlGUmNjWBDLkSCx4NSrxfXXXcd3G63kipgoiKr86If29fXp9QKzM/PH/YYzvmw4ajW1lbs3bsXh0Mh8CFFbUNqNS6kpsLtdsNutw/K28U5H3VBQWSFW2VlJS787nfQHT/en+mac7C+PlhqarCitRVWqxXV1dVobW2FzWZT3t+hvUeR57NYLCgrKwOAEXOVzUfBYHDEVAZjTaK32+3TOi9rJq1YsQKlpaXxbkbCoL8KMqOmqkL7aMee6AoVrVY7YjV0zvm0TPCOzNuYjvehq6sLra2tOF1QgPMZGQio1eCMwSOKOAjgpTGGnCKBzFSKFO/t6OjA/v370drait7eXgSDQXR2dg4asjh58uSIE1vb2trQ3t4OjUYD7WWXDUtiCL0eHzkckGUZzz77LLxe70W9jujhnerqavT09Ci1AmMRCTyaly6Fc8kShHU6cMYQ0GjQs3AhetetU1awxprHqaurSwkYk86fhzj099LtRt3LL2PZsmVYtWqVMgSo1+vBGIPb7R6xFziyMg+Y3r/L2aS7u1uZpJ5IhuYgmy4ajSbuCXcTCc1BIpM2tOBlLKZzfoEgCBPO+yHLsjLcMJ1mYl5FXV0d3nzzTYRCIezbsAHbOYexrg5vt7TgmZYWBFtbR33s0J677OxsSJKE8+fPj3h/jUYzbu2r6OGn6LpXH3/8MYqKimJ5SdBqtQiFQmhra4Pnppugi0rmGNZq0bd4MR7ZuxflUfOERFGcknxbkUnJE8lnEwwG0dTUhE6bDe/84z+irLERqlOnYMvLQ31pKVRqNVasWIFjx46hvr4+5uNeccUVKC0thae9HaGqKkhR731IrcYnTidcvb2DegFHq6AeeX96enpw+vTp/mPMkWX8c5UgCDNyjg4cODDtzzGbJOQqtpla7UQmT6fTKQUiE3FS5UybyWraY7nmmmtgMpmQlJSENWvWKHOfurq6JlTI8sorr4ROpxt1MndKSgq6uroGTTSeDrIsIzc3F2vXrsX69etRVlqK0vp69O3bh2eOHoV03XX4wwsvwOfzoaWlZUrf/5SUlGFDgbEwm83wer14/vnnUVRUBL1ej/Pnz+Pzzz9HS0sLHA4Hjhw5MqGJ+v/+7/+OxsZGeF0u/KKmBubqasDtBtfp0JaXhx1WKzptNpw5c2bcLywajQaCIExoEjshc9ioq9gSMkDKyMiAzWa76HIUZPqUlJTA5/NN21Lf2UalUk24J8pkMg3KhzNV1Go1SktLsXLlSni9Xhw9evSiJ78LggCNRgO32w3GGEwmE3w+H/R6/biBlyAIkCRp0n/PkUzhDocD69atQ2ZmJvLy8tDY2Iinn34afr8fa9aswZEjR2ZsQcFYVq9eDYfDgfvuuw9vvPEGLBYL1Go1zp49i3PnzsHlck24nWq1Whkyq7jkEtyZnAxUVSFQXo5nWlrQ1tmJ8+fP02RhQiZudgVIhIwmEev1TFQkW/SNN96IPXv2xFTfKrqnJpJXajxGoxFZWVno7e1F6xjDa7EwmUy44oorsGfPHoTDYdx00004fvw4vF6vslpqNGazGSkpKRPK+xMRPYwrCAJkWYbf74fRaMSSJUtiGhKIzE1jjCEYDIJzDkmSLjoXVeTYIw1/VFRUwGq1orS0FLt27VImgUfmZU00kWBSUhJ8Ph9cLhdSU1NRVFQEn8+HqqoqALH/ThBChqEAiSQelUql5GNJhN/DqcYYg3pgCXq0rKwstLa2KuUhxnvtoigiPz8fdXV1APqTBk60JtrFYIyhsLAQP/7xj/Huu+/iT3/6E9asWYP6+nqkp6fDZrOhpaUlIXpvogmCAM459Ho9SkpKYDabcfr0aQQCARQWFvbPFYqxeO9IGGPQ6/XDlvpPF0mSwDkfd0hTo9HA5/PNyb+psTDGlACakAmYfC02QqZLpETGSEuo54KsrCz853/+57D90XNlLBbLuCukQqGQEhwBmNHgCOifsL1t2zb85je/gVarxfr161FaWgqtVqsk5UzEi/GCBQuQlpYGg8GgDE/pdDp4PB60tbVdVHAE9M83m+7gKHp1YTAYHDM4EkURgiDg5z//OQoLC6e95liiKSwsxLe//e0pOx6t7CPUg0RmFa1WO+lcN2RykpOTccMNN+DGG29EdnY2zp49izvuuANf+9rX0NTUpNRRm8j8K4vFMmpJC7PZDI/HM6gnQK/Xw2w2j5rNeCT5+flwOp2wWCxYu3Yt0tLSUF1djXfffXfYfXNycpSM2MDsG8rVarV44oknsHv3brS0tODTTz/Fk08+if/+7/9GU1NTwvXuJYq8vDwEAoFhQ9BarRbbtm3Dq6++GqeWkRlEPUhkbohOKDhZv/zlL5GVlTVsf6RK+lySlpaG66677qKOERkGPXbsGA4dOoQ7brsNXzz6KL4fCuG3N9yAcCAAzjmSkpJGzCk1ktGCI6A/Kd/QYRKXyxVzcGS1WpXhqEceeQS33XILbhAE/FAQ8K38fPzjCL0M0cERMHw1Yn5+PoqLi2N6/pmwZs0aPPLII9Dr9bjuuuvw/e9/H0ePHsWf//xnrF27FqtWrcJPf/pTNDc3U3A0hsbGxhHn53k8HiU4Ki8vn+lmkQRBPUiTJAgCVCrVhJcAk9jIsow777wTzz777JQcLzpvT2SS9GxWUVGBQ4cOxfQ6xuoNqaioQGVl5Yi9P6IoorS0FLfccgsWL16MnJwcLCwuRnjLFiSfOwfZ50NQo0FdSgquV6lwoa0Nbrd7UgHs0DZKkoRwODyp81ReXo6GhgaYTCbccO21ePDtt1HQ3g51MIigWo261FRsDoXQfJET1+OpvLwct9xyC6qqqlBZWYmUlBRcdtllUKvVUKlUePnll1FXVzfrf88JmQHUgzTVwuEwBUfTKBAI4A9/+MOUHS/6XF3sRSMzM3NGSzMIgoDk5GSkpKRAq9UiKysLq1evRkFBQUztGClg0Wq1APoTRI42NKbX6yHLMs6ePYu9e/fi9ttvx7HHHoOpuhqy1wtwDsnjQc6FC/h6aqoyKXoyhs6XCQaDo54nxtiYZVFOnToFrVYLg8GA0JtvIre1FZpgEAyA7PMh58IFrJhlwZEgCDCbzSgvL8c3vvEN/Nv3v4/rAPxYktDw5JPYceutuO+++2C1WlFWVoaGhoaYfs9VKlXMGb3nA0EQoBtSIobMXxQgkYSViAkos7OzIYoiHn74YaSkpEzrc0mSBKvVCr1ej0AgAJvNBovFghtvvBEqlQrbtm0btaDu+vXrce+99446UTcUCiElJWVYQHPvvfdi3bp1APpryNXW1uLo0aMIBAKwWq1ofP11aIdceDXhMJIaGy/qfE3ksZHJ0YIg4NFHHx3283A4DMYYDAYDVgLD2qvlHDfk5U26rfGwceNG5ObmwmKxYPWKFdj+859jxX/9F5a+9BL4jh345w8/xIKiIlx77bX49a9/PeZkbqvVqvzu+v3+CSUQjZfrr7/+ootHxyIcDlMuKaKgAImMKyMjIyGKWZaUlMxYTaKRJCcn49prr0VxcTECgQAuu+wylJeXQz+0PtgUCQaD6Ovrg8ViwU9+8hOEQiHs2bMHq1atQkVFBZYvXw6tVovS0tJhbThy5AhefPFFJTeOVqvFrbfeivLycnzta1/Dc889h5ycHGV1V8SLL76Io0ePAugf5hRFER6PB1qtFj6fD2lbtyI4pFaTVxDQnpk5o6umOOcIh8N44oknBu2P5DuyWq1Yvnw5dOvWITSkvQFZxgGvFwUFBSMe22q1xvR7FgnCRvPQQw+N+hxjWb16tfL3plarsX37dmzevBn33XcfvvzlLyP3xAnojh+H5PVCACB5vQh99hnefuAB1NfXo6qqasyevN7eXvT09Ci3E30Y7vbbb8enn346LbURR5II007I6ARBmLG5ovNrHSiZFJvNlhAfovHKtcMYw9VXXw3GGJqamrBy2TIkffYZ7nS50JicjJd1OlSfPQu73T4tH656vR4HDx5EMBjEsmXLkJGaipzjx5HZ1gbNxo34/z7/fNhwr9vthtvthtFoxLp163DttdfiwoULCIfD8Pl8kGUZZWVlyuPq6upgtVrR29urfIP2+XwIBALQ6XTo7u6G0+nEjw4eRHFSEhZ0d0Py++EVBNSnpuL9OCUqbG9vH3Q7FAopuYIqKyuRsnkz2gsKkFJXB1UggJBajTMWC46mp6NtSKkPjUYDSZLgcrliKp/COR+zt+Gll15CW1vbhF9TJNDMy8tDMBiE2WyGWq1WEoqWejwQh5xvweuF8MUXsF955biBxFSUhhEEAYyxGakPtnfvXvT09FDgQgD0B/Sj1YicahQgkXElSuK1eNWOMplMqK6uRmpqKq7esAGPf/EFwseOQfB6EVCpsMlgwPaBDMlTfcEIhUK4cOECXC4XRFGEvbsb//Lxx5AqK8E8HtwuisjnHJsGnregoAB+vx9dXV2wWq2wWCwIBoNITU3F+vXrkZ+Tg7/87d/i+qoqmJOTceOPfoQ/vvACmpqaYDQa4fV6h130bTabcpHq7u7G1pQU3JiejoVuN05IEsoefhgLT5zAidOnR52XF+mRCYVCYIwhKysLFy5cmNL3Cvjrt/+2tjZkZWXhs4MH8YnJhMsLC1EeDKJGq8WJ3Fyo7XalrWq1WgkGJzqPaqzz3dDQMKnXUFNTg3A4DJvNhpycHFRUVMDhcKC9vR1r1qxB7pIlYH/5CxCVgymkVsO8YQP+/Ze/nNRzThTnfMYClskEmWRuc7lcM/I8FCCReW201VKMMWg0Gng8Hvh8PkiSBLPZjKKaGoT371eqqav9fpS7XPjW8uX475Mnp/wPNxwOo6+vD5Ikob29HWs7O6E6ehQYCBY1wSAuYQxfVqnwajAIp9OpTHAOh8PIycnBtm3bYLPZUFtTgxUPP4x7DxwA3nwTV2u1cHzyCV4cWL7e1dU1KDiKDGMFg8FBS+wvtLXh1+hf+m6z2XDHmTOjrl5TqVSQZVmp4RY5bizvE2MMoijGlD16KJfLBaPRiPb2dvj9fryp0eA5ux2uCxeQ0denVLRPSUlBWloaioqKsG/fPmzfvh1vvfVWXOe/RVIg9PX1oaOjAzabTVmuf/bsWfxxwQJcv2ABjKdOQfL7EZBlnNBq8cvaWlRVVY2ZY2qqUG8OGWq25Q6LRfwnlhASR2P9QUeCJq/Xq6xu4UeOQBjSSyL6fMju6Ji24YZIsLZ48WIs9nqBIcGFlnOsNxggSRK6u7vhcDgQDAbBGEN2djYWLFiAFStWQLd3L3DwIJjLBcY5RLcbxlOncMNA8Nfb2zuot1ClUkGn00GWZVit1mHt8ng8cDqdeO+993Do0KFhvUcajQZZWVlYsGAB0tPTAUCZKzXaBXzVqlWDVqhNtqeCc4729nb09PTA7Xajp6cHNpsNPp9PyX2j0Wiwbds2hEIhBAIB6PV6hEIh5OXlQaVSTfg5AeCmm26a0rlYNpsNr7/+Ok6dOgWPx4Njx47ht08/jf+XmYl/LS7GnxYvxkPZ2bikpwevvfkmAMoAnSgEQUBmZma8m0EuAvUgkXmhuLh4xGKpIwU1arUaSUlJgxLIORwOnD17Fh/YbPhbQYAuqsfJJ4rYF2O5jchwzkRwzpUCrYcCAVyl04FFBUkBlQr1ZjOEIUOQKpUKoVAIhw8fxoMPPgit2QzuciH68in6fFjs82HRokVYvHgxAoEAOjo60NLSAr/fr8w1GWnSckdHB4DRh5IiNdw2bNiAuro67Ny5EyUlJTh37hzUavWIq6ciPU6Rb6PRBXpVKhXcbvewwqyjvafNzc3Izc1FIBAYNEwTmTuk1+uRkZEBj8eDxsZGBINBnDlzBtnZ2aivr5/U0PJY6Qcm69ixY0hKSlKyizscDpwJBLDLbodOpxtW7HimasPNlOhCzbNJpEjyuVN9gAAAIABJREFUfDHXeo8ACpDIPJGamoq6urqY/ogjw2nRAZLf70d9fT3qQiEcYAzrVSqIfj98goDTJhMOp6RAHhiOG3qs4uJi1NTUAOhfGTaZAKmnpwevvPIKmhoacI1Oh0V+P1TBIAKyjNqkJOyWZZSUlKCjowMdHR1KMkyHwwFBEOD3+5Gybh2CarUyPAgAPknCx729SE5Oxr333ou+vj68+OKL6OnpQW9vr9Ir1NXVNaE2C4IAn88HjUaD8vJyhEIhWCwWrF+/Hnq9HgaDAXv37h32Xhw4cGDQRUUURSVgNZlMOH36tDI8FgwGsXr1alRXV4/6niYlJcHr9Y44j8Xr9eKTTz6B0WhERkYGVCoVRFFEV1fXpC/Iv//97yf1uPHYbDbYbDaoVCoIgqCcl6HBEZCY6TEuxnTM7ZsJoVAITU1N8W4GuQgUIJE5w2AwICkpCY2NjcN+duDAgZiP43K5RiwIK0kSfKEQtnCOa/x+XKbRwJaXh13oL1kQPa8m0gOiUqlwySWXKAHSZL/dh8NhnDhxAnl5eVjZ2IifXH45Fvt8OG+14ovsbLg/+giXrVqF2tpadHZ2KqU2ZFnGl770JYTDYTSWlSF11SrwykqIPh8CsozDjOE7H36IguJiFBQUoLu7G21tbcNWh02UJEmQJAlOpxO7d+/G/v37sXz5cixZsgRFRUVobm6GKIrYtWvXsMdG9w5FhvdycnKg1WpRW1sLzjnS0tLQ1dWF7du34/jx46O249ixYyPuFwQBWVlZSs9US0sLLrvsMrzzzjtwu93j9h7Fq1cjURZMzKS5FvCR2YNKjZBZKSUlBX19fYPmvZSXl2PdunX4zW9+M63PbTQa0dfXN2pvVGRIarRl79nZ2WhpaZl0l7RGo8Gdd96Js2fPQhAEVFdXw2azwe/3DztmRkYGrr32WgD9vRAv/+UvuDM5GcvCYRz0+fCq34/IYOH999+PcDiMDz74YMThyIlKSkpCYWEhOOcIBoP4p3/6J1y4cAHXbt+OPd/9Lu5dswbffvZZvGC3wzPGhT81NRWpqalKL1YkuGlubkZvby/MZvOEAjpRFGE0GnH33Xdj7Zo1sOzfj7qXX8aF1FS0r1qF6rNnUVlZOeoSflEUodFopmxC/nSu6psoWZZnTUBisVgQCoXgdDrj3ZRZZbYOWU6jUUuNKJMg47kB4LTRNpHtgQce4OXl5XF57i1btnC1Ws0HAvsJbz/72c+4Xq+f0GMiz8UY48uWLeNqtZoD4JIkjftYlUrFFy5cyHNycnhZWRkvKCjgv/jFL7ggCNP+Xmm1Wp6fn8+vueYa/vzzz/OP9+zh7UuXcrco8jBjPKjV8v16PZfGeC/Xr1/PH3jgAZ6Tk8OTkpL48uXLuU6n4/n5+VwQBC7L8oTapFKpeFlZGf/K7bfzL9LSODcYeJgx7lWp+Jm8PG7U6cY9FyqVasreI41Gw3/2s5/N+O/xSK8rLy8v7u2Idbvtttv4tm3b4t6O2bYlJyfHvQ0Jth0eLTahHiQy70Vy30zkb4ExBrPZjL6+vkklSCwoKEBTU1NM3+REUYRWq0VfXx90Oh08Hg/WrVuH/fv3j/n48XqyZoIsy8jPz8d1112HDRs2oOOZZ/D1XbugiWqTWxBwB4DXx0gCWlZWhr/5m79RJpAfPHgQXq9XqU1XVVUV87dio9GITZs24bLubvzj55/315Ub4ARwB4C3xni81WrF4sWL8dlnn8X0fISQhEbFasncJkkS1ENKSsS63Lm0tBRFRUUTej7OOex2+6SDj4aGhpgv6Iwx5OTkQKPRQKVSwWq1KnlxIj8f6bUWFhbiuuuum1T7pkogEEBtbS127doFQRBwZ3k5VEPeMy3nqNBoxjxfJ0+exBNPPIHjx4/j9OnTsFgs0Ov18Pl86O7uxuLFi2MuhxMMBtHW1oaczk5IQyZ36wCsHOf3pqen56KCI1mWxyxRQshcMdoK2NmCAiQyJwSDwUErmTQaDb70pS+N+Rij0QhZlhEOh5GcnIyMjAzlZyqVasQ6WkPz4xgMBsiyrNxOTk5GXoyFUHU63bhBXOQD5syZM1i0aBHcbjfUajXKy8shyzIEQcC1116LZcuWDatCXldXh1dffTWmtky3pqYm/Md//Af+XFMDYUhw4BVFHPB6x+3Bs9vt2LdvH+rq6pSl/jqdDhaLZUKlKARBgMViQW9xMdiQGnZuAEenuVc9EAjMuaX4scrLy6PgcB6ZTJLXREIBEpmTvF4v3nprrIESwOl0IhAIoLm5GV1dXcqKJpPJBL/fPyi/TyQwGrqKqK+vb9Ck1u7u7hFX0Y1ktOzT0Tjn8Pl8StZnlUoFm82GzZs34/bbb0dJSQmuuOIK/MM//ANuuummQUHeTCsoKBi14rrb7UZVVRUeO3YMH/t88EoSOGPwq1Q4LAhoWLx40PL+7OxsmM3mEY/FGMO5c+eUgrQnTpxAbm5uTD2Ger0eixYtQjgcxmPHjuGkwQC3IIAzBhdjOARg+Lq6wSRJmpZ8R/NBY2PjnAwOhYFSQ2RuoTlIZN5avnw5mpub0d3djZKSEuj1ejQ0NECr1cLv98NmswGAklNoPJGepEAggJycHFx//fX44osvcOrUqUHV0ycrkjpg9erVqKqqQklJCfLz88E5h8FgwOeff47W1lalREiiUKvV0Ov1sNvtSEpKQlZ6OsqbmlDq86FWr8eGxx7DP33nO9Dr9ejo6Bh32JIxBoPBgGAwiC1btmDLli147rnncPTo0RFfd3SJk+h9nHOoJQlvPfAAqp59Fh/Z7XgbQOK8c4SQGTDqHCQKkMi8JQgCMjIy4PV60dvbi5KSEpSUlOD48ePDqkWbTCYlKd+KFStw8uTJYcuhNRqNshUUFKC4uBjt7e2w2+04evQoQqFQzEtsx5pgbTabsXXrVuzduxf33HMPnn32WfT09KC0tBQulwsej0fJiJ1oIvOlIjmaUlNT0d3dDa/XO6iWU3JyMrxe77hL6UVRhCRJCAQCkw4KNRoNNm7ciHfeeWdOZgNOdPn5+Vi8eDHeeeedeDeFzE8UIBECAHfddRd27typ5LgRBAGSJCE9PR2iKMJms0GSJOXfgoICNDY2IhAIKBfP0XLFWK1WZGdnY+3atbjqqqtw5MgRlJaWwu1249SpU+js7MSrr746rFTGRDHGoFarsWPHDrS3t2Pfvn3weDxISkrC0qVLEQqFcPLkSaSnp09JXqiioiLccsstePzxxy/qOCOJ7p1LSUlBT08PQqHQiL0+02kyJWDI1IgEufT+kziZf6vYiouLodVq490MkmBee+01JbnkunXrkJaWhpSUFAiCgI6ODjidTqWQKmNsWHAEjJ7Zt7e3F8uXL8fNN9+MqqoqeL1efPTRR/jpT38KzrlSumSs+SuSJEGr1UKtVsNiseDyyy9XfsYYw/r168E5h9frxRtvvIGenh7cfPPNyMnJQW9vLw4fPozm5mZotVo0Nzdj9+7dE36PIr08kiTBYDDA5/Nhz549Ez5OLKJ7fSLBEYBJF6mdLLo4T5/k5OQx5+eEQiF6/0lCmrOlRlpaWuiPbp4TBAErV65EZWWlsi+6ivzJkyfhdrthMBjgdrsRCAQgyzKMRiOWLVuGjz/+GEajEXa7HWVlZXA4HAgGg2hvbx928TabzZAkCYcPH8b58+fhdDqxcuVKdHV1we12w+l04tJLL0V7e/ugjMmSJCEUCinHi1SS7+7uxpo1a1BcXIxwOAxBEJCUlAS73Q6VSgW/34/u7m6EQiE0NjbCZrMpE7Q1Gg1yc3ORn5+P1NTUmHt+UlNT8cwzz0ClUsHj8UCWZbS3t8NiseCTTz7B5s2bcfr0adx888246667hj1elmUEg8EJrSaLDpBm82oXMrre3t6EmhNHSKxoiI3MWZGVX52dnWPeL1K3LBwOo6ioCCtXrsRnn32GlpYWJRjJzc2FzWYD5xxut3vYMSJFRMPhMLRaLUwmE4D+1XROpxM5OTnKKq3q6mrk5+dDlmU0NTXB5/PBaDTC7/dDpVIhOTkZJpMJBQUFuPzyy6HRaLBp0yYcOXIEVVVVcLlceOqpp5Ceno6uri6o1Wp4vV5lmX9ubi7S09PhdDrh9Xpx4sSJmN6vLVu24LXXXhvc8xoKAbt2AUePAitX4kO1GiqtFvX19fj7v/97Zb4TMP5kdoPBgEsuuUTpjYqec0QmRhRFyLI8qNQOIWRSRh1im7M9SIRwztHd3Y27774bzz777Kj3i54PZLfbUV1djZaWFgB/Xdbf3t6u/D8lJQU2m21QMBC9/D+S+8PlckGWZaW3p6enB2azGfn5+XC5XEpF+sjjI3WlQqEQDAYD9Ho9qqurkZycjIaGBsiyjLS0NGRlZeGjDz7A6s5OlEkSjgQCeG1g3o7f70dLSwtsNhscDge8Xm/Mc556e3vR3d2NnJyc/h2hELBtG3DwIOByAXo9rl67Fs4XX4TH40FFRQU+/PBDZU7WeL0EgUBAeV8j79NsMNPzoWIx2/PLJCJZlqHRaKi2G1HM2TlIZOZIkjQsSWE8jjESznlMS+wlSYIsy+ju7lZ6XKLz8kQCoMjKspEullqtFnq9XkkEGD2PJjIp3OFwIBAIoLu7G52dnQiFQjAajUpBV6B/wrAoimhqakJ9fT3a2tqwb98+7N+/HyUlJbCaTHgrGMSzXi8e8XrxvN+P9xiDMPB8drsdbW1tynPGemGvqanB008//df3a9eu/uCorw/gvP/fgwdh3LcPl156KR599FEUFxfHnP9FrVaPmbE8+v1ONIkUHAH9c7dmS1HZ2SLR0mOQ+JvVARJjDElJSfFuxrzHGLvoJGlTcYyRcM5jyiYdXa5DkiToh2RYjma326HVaqHVage1eaRkcZGLWGQoRKfToaWlZdAFVxCEQUkOBUGAw+FAVVUV7HY7cnNzUVNTg56eHhQWFiLv5EkUdXZC7fdDAGAAsBbARq8XPp8PGo0GJpMJGo1mQj0Ndrsdv/vd7/DEE0/07zh6tL/nKJrLBVRVwWw2Y/Xq1fjXf/1XXH311cMyjI9EEIQxsyjHWhpmpiVacESmRzAYHDetBJlfZnWABGDMCxmZGVNROiHe5RcCgcCgYbLIhOOhIsGGWq2GWq0edFF3uVzjds+PFEg4HI5BCwoi2bh9Ph8aGxvR2dkJm80GURTR2NiIUGUlhIHeoQgt5/hyQQEKCgqQmpqKtLQ0JVBKSUkZs03RPTfNzc144YUX8OGHHwIrVwJD/770emDFCuXmpZdeiiVLlsTU+2O32/GXv/xl1J9TjwghJJHM6gCJc46mpqZ4N4PMMcFgcNBqt5H09PTAbrdPqOCs1Wod97gRoihCpVKhp6cHf/7zn7F8+XJ89NFHeOWVV/BibS0CQwrzcq0Wq++5BzfddBOys7MB9C9dT0pK+uucolGoVKpBgV53dzf27t2L/RYLehYuBNfrAcYQ0mrRUVgIXHMNdu/ejba2Njz22GN48sknR5y4frFGK8JLyFxhtVqHFdkmiYNWsRFyEdRqdUwTlGVZxtq1a7Fv375JPU/0ijytSoV3OMdaxqAKBBDWaNCWn4/PfvQjNLe04PXXX0dlZSW8Xu+EemUiOZj0ej0YY/B4PNCp1bg7IwOrBAHhZcvwF5cLNWfPwuFwIC8vD9dffz0effRR2O32KRuK0mg0CAQCkCRpUBoExtiMrdqKNeM5IaOJZOqPXpgw1OWXX466ujq0tbXNYMvIEJRJm5CJil62brVaR5zsvWTJErS2tk641tpomZsjvSajBVyRpfEqUcTPtm4FO3YM1quvxs9On0bvwPyJjo4O2O12iKIIoP9iP15goVarkZOTg3Xr1iEzMxNHjhxBfX09kpOT0dnZCafTCY1GA8YYmpqacPnll+PQoUOwWq3o7OwcNzgSBAGyLA96zXq9Hi6Xa1gwsmbNGiW3U15eHkwmk7IaL9aUBRfLarXC6XQOGmaNzJOjwInEwmw241/+5V/w3e9+N95NIWMbNUBSVtrEcwPAaaMtkTZJknhmZiYHwEVR5L/97W9HvF9BQQE3Go2jHocxxhljXKPRKLcB8I0bN3KVSjXs/larlScnJ496PJ1OxwHwsrIyvnbtWi7LMtfpdFwQBA6AJyUlcZPJxFNTU/myZcv46tWr+Y033jju692yZQv/8Y9/zE+dOsU559xut/Oqykre+eyz/JOtW/l3lyzhK5Yu5VarVXkNE9mSkpL4hg0blNuCIPD77ruPA+BLlizhoihyAFyr1fKNGzfy0tJSbjQaeXp6Ol+0aBHPycnhoihO6rlncou8Dtpoo23WbIdHi02oB4mQCTIajcoy/rFIkqSUMYl0s2dmZqKjo0PJVh1No9EgHA4Pmiw+U3bs2IHHH3981BxIIY0GZ5OSsNZuhyU5GY2NjRN+jtGGrb73ve/hhRdewIULF2CxWHDVVVdBr9ejsLAQXq8Xp06dgtPphN/vx4ULF9DQ0HCRr3Z0F5u8cuPGjfj444+pl4mQ2YOG2OabtLS0hKzmHm86nQ4ejyduS7d1Oh1+9KMf4dixY0r6Aa/XG/cLanJyMh588EH827/9W/+ON98E7rijP/dRhMGAN7/6Vdz41FNTmi9GpVLhhhtuQHJyMlavXo1f/OIXyMnJQUNDA9RqNSoqKqBSqdDc3IwzZ87g5MmTw44RPWQ50ZIn0bZu3Yq9e/cmVJkii8UCt9sdl8CZkHmAAiRCZpparUZJSQlqa2uVC25+fj7Onz8PoH8OTsHA0vwLFy6gtrZWSXVgsViQlpaGM2fOzEhbi4qKsGrVKqxbtw4pKSm4/cwZyD/5CRD9+cAYau68EzuOH8f58+cnPO9qJP/7v/+LV199FY8//jg6Ozvxhz/8ARkZGdi1axeWL18OnU6HxsZGpKSk4MKFC8NyWlksFtjtdmzduhUffPBB3ANNQsisM2qANKuX+RMy0+6++27IshzTfSMTrqN7I86fP4/Vq1dDlmXcfPPNWLhwIcLhMKxWK4xGo3I/u90+anCUlZV1cS9iBHV1dTh9+jR+9atf4dVXX8Ueux18aGZzvR6LbrsNl1566ZQlaP3nf/5nXHrppXjrrbewZMkSbN68GVVVVQgGg9i/fz86OjpgsViwe/dufPTRR8rjRFHEunXrsGHDBgB/zaFUUVExpRnZv/3tb+Oqq66asuMliiVLlmDLli0z8lyJnCGdkLFQD9IkzPS3e5I4InXHYsEYg1arRVZWFnw+n5KzK7I6rqSkBJxztLa2Qq/Xw+PxxJQsM5Z5MqIoQhCEmNt611134YMPPlDmTZWVluKHn32GvNZWiF5vf4LItWtR84tfYOmKFZMewhrptVx++eUwmUy47bbbcO7cORw6dAiVlZWoqKiAyWTC8ePHkZmZiWuuuQaffPIJ3nrrLZhMJqjVanzve9/DoUOHsHXrVpw4cQImkwn19fV499130dLSctE9SrIsIxwOz7meqUj29ni9rqSkJIRCITgcjrg8/1wnCAJEUaTkq7GhIbapxBhTanIRMp7IcvvIxei2227Dyy+/rAQYoYFCswBGDDoYY9BoNMqk7qnI0bNp0yZ8+umnyvJ/o9GIpUuXor6+Hj09PSguLkZJYSHKmpqQ3tqK8xYL9lss2HrNNXj33Xdx4MCBKcsVJMsy8vPzEQ6H0dXVhYULF6KhoQFOpxMGgwErV67E0qVL0dTUhNTUVCVzd1dXF8xmM8rKyrBv3z5ceeWV2LlzJ/bv348zZ85MS/LKiVqxYgWamprQ3d0d76YklEQsAEzmLQqQCJkJBoMBarV60AWRMYb8/Hxl9ZXZbIYoiujp6VEuEJEit5GJuJGcO+FwGBqNBl6vd8p6bDjn+NWvfoUDBw6guLgYp0+fxpIlS/DCCy+gtrYWoVAIsixDlmWEQiH4/X6IogjOOdLT07Fu3Trs3LkTAPB3f/d3eP7550f8pqrRaFBWVoaMjAx8+umnY2YRj+6pidSQCwQC0Gg0MBqNMBqNKC8vx4YNG+Dz+VBVVYV77rkHzzzzDJYsWYJwOIxly5bhO9/5Dtra2uB2uxEOh5XaePEqQhpJejnXeqDI7LZixQp88cUXVJy3HwVIhMyE0Ya2tFrtoGX9kiQhGAyitLQUTU1N8Hq9CIfDShCkUqmQmpoKs9mM6upq5YMsLy8PjY2NyMjIQCAQgM1mUxJLFhcXw+FwwGAwQJIk1NbWgjEGWZYHrYASRRHl5eX44Q9/iOLiYtTW1uKNV1/FeqcT5ro61JnN+FCtRk1tbf9wW1kZnn/+eQD9XfeR5JFA/6TzxsbGYcGbXq9Hfn4+NmzYgLS0NLz00ktoaWmBzWYb9z3UarUIBAIIBoPKUJAgCCgrK8NXvvIVPPnkk3A6ncpza7VaiKIIrVaLurq6KRv+m6jVq1ejsrJyxp93KhkMhrjWRCQzw2g0jls3ch4ZNUCi2XOETKFQKDSst0AQBBQWFuLUqVPKPqvViu7ubrS1tcHn8w17TDAYhMPhAOccBoMBvb29sFqtePjhh1FXVwetVotnnnkGa9euhdvtRm1tLTQaDbRaLRwOh7LCjHM+LBv0jh07cPr0aaXXhQeDeOi997CwpwfyQOmSOwsKcM+CBaisqkJvb6/y+HA4rARHAJTg6N5778WRI0dw9YYNKGtshOHsWdRbLEhdswYbN29GZmYmHn744ZjeQ7/fj3A4jE2bNqGvrw8HDx5EKBRCbW0tnnvuOSUHk91uB2MspqBrJkwmN9RQ0dnb4yGR0huQ6UPBUWwoQCLkIuXm5qKvr2/UZe+c82EX8UguptGGncLhMFwuF3w+nzKHye/3o729HV6vF4sWLcKWLVuQk5ODo0ePoqGhAYsXL4Zarcb+/fv766jpdMpQU7Rz584pE8QBwPGnP2FtTw9UA71MoseD9IYG3LxgAXzl5dizZ8+orz01NRW5ubl46KGH8Nbrr+P+V16B5osvwNxuhDQauD0eSLfeiksvvRRmsxlarXZQgAUA6enp6OjoGDQnCwCam5sHXbD7+voGBZkT6SVKTk6GwWCA3W7HokWLcOjQoZgfG6uhr2sy4t2jT5N65654Bd+CIEClUs1YHcWpRMv8CRkiJSUFmzdvjvn+480x4Zwr39gyMzMBYNxM3IIgKMNwgUAA+fn5UKlUgxYHJCcnQ6fTgTEGq9UKu92O8+fPo6+vb9R6bpxzHD16FD09PXjppZdw/PhxyCdPKsGR8vxeL5Ji6BHJysrCjh07kJWVhRtkGbrjxyG4XGCcQ/J4YDhxAs1PPQWPx4P169eP+D6N9t7V1NSMmzV7rPfQZDLh8rVr8b3ycjyVl4fHN2zAquXLE2Ly9mjiHSCRyUtNTUVxcXG8mzGqeP5uzdbfa+pBigONRgNZlqmbM0GJogi9Xh/z/WOpxB2ZLDyRnDCR1ZIpKSlYsGABTp06hdtvvx1PPfUUampq0NHRgfT0dBQWFsJqteLzzz9XklCq1epRP5RCoRDOnj2LkydPorOzE9czhpWSBE3UUJxPkrC7qwuHz50bs40WiwVZWVmorq5G/rlzwEDBXOU1eDxoefttnDUa4Xa7YbfbkZKSApvNhnA4DL1ej6KiIthstpg/RMf7JlxRUQG/34+gz4c/dnUh58IFiD4fcOYM1mZlofDs2ZieJxGkpKTA4XBQz84sIElSzDnS4iFeQUo4HJ61Q7ezJkCKdM/HcjFKdLIsQ6vVUoCUoNrb2/Haa69NybEiS+Ej5zqSC2k8kZpssixDo9HAbrdDFEXodDrs378fbW1tKCoqUr6xRhI3BoNB5YOaMQbXkIAlcp+enh5kZmZi7969qNRqsZIxrBEEaMJheAQBRwUB/9fTA+cIj49mt9uxe/duaDQaqDIykKbXDypP4hUE7Gptxek33sAbb7wBlUqFoqIiOJ1OFBYWIi8vD1lZWTh37hycTickSVImrI9mrABJrVZjxYoVyMjIgPr995FTWQkp0rXvciGrqQnXAHhrzFc1WGQF33jDE5HVhlPJYDDA5XJRgDQLtLa2orW1Nd7NIFNo1gRIKSkpSE1NnRMBktPppOBoHmCMQZKkUYeQYkn4GAgE0NDQgMbGRqxZswb/8z//gxMnTsDlcuH8+fOor6+HzWZTeiQjy+Mj86EibYi+wGo0GjgcDiVJn93pxHaVClsZw1LGcEIQ8HYwCH8M3/qqqqoQCASwZs0a1EkSCkpLoT9xAoLXC58o4rhOhz90d6NlYO6QJElYunQpVCoVrrjiCixduhQ/+MEPUFxcDHt3Nzb5/ciz2XCMMbzm98MzQv2xsfKP6XQ6vP7663jooYewSq3u7zmKIni9WIGRAySTyTRoQnqEJEngnI9bC02v1w8KkIwDvWYXs8R/IoV5Y81LpdFoIAhCQg81EpIIZk2AdO7cOZwbp7ufkETCOR+zazkyx2i8IIkxptQce+6555CTk4OamhoA/T1SOTk5cLlcw44jSRKMRiPUarXyxUIURaSmpio9WZEgzZKcjHdsNrw9kItoIpM5c3Jy8Mc//hEdHR14LTUVi61WFNjt+DwQwOtOJ8JRXwb0ej3uv/9+JCcn47333kNSUhJKS0uxrKwM/++FF5DT2gp1MAifKKJKrcbVnMMbY++JIAjo6emB0+lEIBCA8corwQ8cAIsKBDyMoWqU97uoqGjE3DCxDg8MTQYZyX010WXzer1+xJ6/8ajV6piCntTUVMiyjLq6ugk/ByHzCuc87hsAPl2bXq/nKpVq2o4/2U0URa5Wq+PeDtoSdxvID8a1Wi2/7bbbhv3cbDYr9wHABUEYdDs9PZ2vX7+eZ2ZmclmWuclk4mazedAxon8Hox97MZvJZOJGo5GLojjsZ+np6by+vp63tLRwzjn/9a9/zffs2cP5G2/wsMHAOaBsHkni38jKmtB7BYAXFBTwhx56iNecOsXbysu5V5Z5aOB4HwoCFxLg3I61rV+/fsSZMnsBAAAOWElEQVT3jjbaaJuW7fBoscmcX8X29a9/HRUVFfFuxjBZWVlYv359vJtBEpQoitBoNAD6UwLs3LlTKc8Q8YMf/GBQgdv09HSYTCbldnt7O/bt24fu7m4sWrQI3/zmN5Vhtchk0kjviEqlUhJMXiyn04ns7Gzk5+cP+1mkgO+9996LNWvWQKVSITMzE7YPPhg2wVsdCqEsGIRWqx33OaPvs3LlSrhcLpysrkbo7bdx4MEH8XReHu4URWwOh5HouYP37dtHmbfJnDL0s2u2oEzahMxhkTlIQ4fyCgoK0NjYOC15UZKTk+H1ekccJpJlGYsWLcLJkyexevVq9PX1YcWKFdjs9eKe3bsHTfAOqNX4Tk4Onm5vj3mYShAELF68GFdeeSU0Gg0yMzNx8OBBvP/++4PSLRBCZoZKpYLZbJ6SPGHTZNRM2nEfXpvuITbaaJvvm9Fo5Nu2bRu2//bbb+eSJMWlTYIg8Lvvvlu5LTHG+yoqeFCn45wx7pFlfjQ5mV+yatWIj2eM8ezs7FGPbzKZuEql4gUFBWPejzbaaJv326hDbNSDNA/l5uYqWZkJmWpms3lQ0d2RJg4zxnDLLbfgxRdfVPYJAP5rwwakXriAd9vb8YnBAH8ohI6OjmGPj3dJjpkWa6oBQsiEzd9itevXr0dra+uUrICLzJ+gDykSTyUlJaitrR33foIgQBTFhM2hM1KaA8YYjEYjPB5PwrY7Funp6eju7h4zJQEhJCGMGiDN+Una+/fvn7LlrPQNjiSCWIP9cDh8UUFG5AvBeDIzM5VM4UMfP9L+iJG+nHHO0dvbO2a7GWMwGAzD9l955ZVQqVTjtncmdHR0jBgcXXXVVbj//vvj0CLgm9/8Jq688sq4PDeZeTqdLqFLn8wGc74Haa649dZbUVlZGdfcJaWlpWhqappUjhYyNYqKihIuf00sw12RsilT1aMyUu+TSqUaN5ljvKlUKkiSFJckjXq9HoFAAJs2bYLRaMTOnTtnvA1k5kS+oMyVFZHTOKw+f4fY5gqz2QyPxxPXC4BarUYgEJgzvWgmk2nWDeVMJAgQRRGyLMdU/kKlUiEQCMzaopKxSEpKQmZmJk6ePBnvpsSV0WiEIAhKygcyP1ksFjgcjjn9Nx8jCpAIGUoURYTD4Tn9ARHrt65Yyp7ESpIkhMPhhAikk5KSEAqF4HA4IMsy1Gr1hDNbEzIXRdJ/zAayLMNkMg3LVj9F5u8cJEJGEwqF5nRwBCDmIGWs98FgMKC0tDTm55xoqZLxZGZmYsmSJYP2iaKILVu2jPtYl8sFj8cDoL+u3UwERyaTadYmxiPzx2wJjoD+z5R4TO2YNbXYCCHxEQwGJ5RgcbygM9aiqhFut3vYMTnnSj25scRaR20q+f3+OR94EzKTwuFwTFMFphr1IBEyD910000x93J4vV60trZO2XNPNHhwOBxKsd2IcDiM6urqKWvTVIrHBzkhiSI1NRVWqzXezZgSCR0gCYJAXdWETIPomm2xmMohs8kcSxCEhFnCTwgZnSiKEEUx3s2YEgk9STuRJnuSxDeVE43JxZNlGYyxKVl5KUkSZFlW5hPNt0zahJBpMzsnaQeDQfoQJDGj4GjisrOzx0zmeDHUajU0Gs2UHCsYDCrBEdAfMBFCyHRK6ACJEDK9Nm3aBLVaPS3H7uvrQ29v77Qce6xeKYPBMGe6+AmmLMiebnq9HklJSfFuBplCFCARMo/9/ve/H9QzMxVinTc4XUHM2rVrYTabp+XYZOYtXLhw2no5p9LKlStx4403xrsZZAol9BwkQsjsYzKZ4Pf7x13NlZeXh8bGxhlqFSGEjIgyaRNC+oefKJM0IYQoZuckbULI1KLgiBAyH0mSBIvFMqHHUIBECJlRkiRh69at8W4GIWQeCQaDsNvtE3oMDbERQmYc5awihCQIGmIjhCQOCo4IIYmOAiRCZqEnnnhi2vIXEUIIoSE2QmalzMxMtLW1UU8MIYRcnFGH2ChfPyGzUGtra7ybQAghcxoNsREyRFZWFr761a/GuxmEXJTk5OSYs5oTQoajAImQIVwuF2pqauLdDEIuyniZzAkhY6MAiUyaRqOBTqeLdzOmnMPhwOHDh+PdDDJPMMZgtVqn/Lgul4vmqE2h3Nxc6pGbZyhAIpMmCAJ9YBAyBaarcC+ZOrIsx7sJZBxT/XdEq9gIIYQQMuvJsoxgMDjRnlNKFEkIIeOhnhxCZq9AIDClw8oUIBFCpoUgCLMu4NDpdDRsPE9ptVqkpKTM6HOq1epZ9zcyn1CARAiZFkajESaTKd7NmBCn00kTm+ephQsX4itf+cqMPmdBQQGMRuOMPieJHc1BIoQQQsh8RXOQCCGEEEJiRQESIYQQQsgQCREg6fV6mhhJCCGEkIQRU4DEGGtgjB1njFUxxg4P7EtijL3PGDs78K816v6PMMZqGWM1jLFt4x2fMr4SMv0kScL27dvj3QxC5gSTyUTJI+e4ifQgbeScr4iazPQ9AB9wzhcA+GDgNhhjSwDsAFAGYDuAXzPGaB3jNNPpdLjjjjvi3QySwILBIN5///14NwOiKGLNmhHnRJI5pqSkZM6ODvT29iIQCMS7GWQaxbSKjTHWAGAN57wral8NgKs4562MsUwAH3HOFzHGHgEAzvl/DtzvXQA/4pzvH+P41H10kRhj0Gg08Hg88W4KIeOSZZkuLvOAKIoIhULxbgYhY7noVWwcwHuMsUrG2DcG9qVzzlsBYODftIH92QCaoh7bPLCPTCPOOQVHCaCiogJ33nlnvJsxIyoqKibdOxCP4Ki8vBz333//jD/vfEbB0fy0ZcsWfPnLX453My6aFOP91nHOWxhjaQDeZ4xVj3HfkT4xh/UQDQRa3xjhvoTMWqdPn8b58+fj3YwZUV1dPavmDjY0NMBut8e7GYTMeUeOHJkTGcJjCpA45y0D/3Ywxl4BcCmAdsZYZtQQW8fA3ZsB5EY9PAdAywjH/C2A3wI0xBYPer0egiDA6XTGuylzisPhgMPhiHczZsRsCzb6+vrQ19cX72YQMud1d3fHuwlTYtwhNsaYnjFmjPwfwFYAJwC8DuCugbvdBeC1gf+/DmAHY0zNGCsEsADAoaluOLk4wWCQ5oAQQgiJ2XxbtRdLD1I6gFcG5hpIAP6Pc/4OY+xzADsZY/cAaARwKwBwzk8yxnYCOAUgCOBbnHMaiE4wPp8v3k0ghBAyi8ymIfWpQLXYCCGEEDJfUS02QghJBFarFaWlpfFuBiFkHBQgkVlHrVbP2eRzZO5LT0/HJZdcEu9mEHLR5vrnMA2xkVknIyMDNpsNfr8/3k0hhJBpJwgCwuGwcpsxlhDzgeZIwlcaYiNzR1tb27wNjqxW6/h3IoTMKTqdbtBtjUaTEL03cyA4GhMFSITMEqIo4tFHH413MwghM2xo/i6Px5MQPUhzHQ2xEUISmlarhVqtnnWJKQkhs8KoQ2yxlhohhJC48Hg8VGeQEDLjEiVA6gLgGviXJLYU0HmaDeg8zQ50nmYPOlezw0TPU/5oP0iIITYAYIwdHq2biyQOOk+zA52n2YHO0+xB52p2mMrzRJO0CSGEEEKGoACJEEIIIWSIRAqQfhvvBpCY0HmaHeg8zQ50nmYPOlezw5Sdp4SZg0QIIYQQkigSqQeJEEIIISQhxD1AYoxtZ4zVMMZqGWPfi3d75jvG2DOMsQ7G2ImofUmMsfcZY2cH/rVG/eyRgXNXwxjbFp9Wzy+MsVzG2B7G2GnG2EnG2IMD++k8JRjGmIYxdogxdmzgXP14YD+dqwTDGBMZY0cZY28O3KZzlIAYYw2MseOMsSrG2OGBfdNyruIaIDHGRAC/AnANgCUA7mCMLYlnmwieA7B9yL7vAfiAc74AwAcDtzFwrnYAKBt4zK8HzimZXkEAD3HOFwOoAPCtgXNB5ynx+ABczTlfDmAFgO2MsQrQuUpEDwI4HXWbzlHi2sg5XxG1nH9azlW8e5AuBVDLOa/jnPsB/AnAjXFu07zGOf8YgG3I7hsBPD/w/+cBfDlq/5845z7OeT2AWvSfUzKNOOetnPMjA/93ov9DPRt0nhIO7xcppCUPbBx0rhIKYywHwLUAfhe1m87R7DEt5yreAVI2gKao280D+0hiSeectwL9F2cAaQP76fzFGWOsAMBKAAdB5ykhDQzdVAHoAPA+55zOVeL5OYDvAghH7aNzlJg4gPcYY5WMsW8M7JuWcxXvUiNshH20rG72oPMXR4wxA4CXAPwD57yXsZFOR/9dR9hH52mGcM5DAFYwxiwAXmGMlY9xdzpXM4wxdh2ADs55JWPsqlgeMsI+OkczZx3nvIUxlgbgfcZY9Rj3vahzFe8epGYAuVG3cwC0xKktZHTtjLFMABj4t2NgP52/OGGMyegPjv7IOX95YDedpwTGObcD+Aj9cyHoXCWOdQBuYIw1oH+ax9WMsT+AzlFC4py3DPzbAeAV9A+ZTcu5ineA9DmABYyxQsaYCv2TqV6Pc5vIcK8DuGvg/3cBeC1q/w7GmJoxVghgAYBDcWjfvML6u4qeBnCac/7TqB/ReUowjLHUgZ4jMMa0ADYDqAadq4TBOX+Ec57DOS9A/zXoQ875naBzlHAYY3rGmDHyfwBbAZzANJ2ruA6xcc6DjLG/B/AuABHAM5zzk/Fs03zHGHsBwFUAUhhjzQB+COAxADsZY/cAaARwKwBwzk8yxnYCOIX+lVXfGhhOINNrHYCvATg+MLcFAL4POk+JKBPA8wMrZwQAOznnbzLG9oPOVaKjv6fEk47+YWqgP375P875O4yxzzEN54oyaRNCCCGEDBHvITZCCCGEkIRDARIhhBBCyBAUIBFCCCGEDEEBEiGEEELIEBQgEUIIIYQMQQESIYQQQsgQFCARQgghhAxBARIhhBBCyBD/PyxIDeB0ioiQAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize = (10,10))\n", "ax.imshow(np.max(image_time[0,:,:,:],axis = 0),vmax = 200)\n", "ax.plot(locmax[:,2], locmax[:,1],'ro', markersize = 5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like this basic detection worked really well. Note that very often, segmentation is done by a sequential segmentation of 2D planes and then a sort of \"tracking\" of detected objects across the stack. It is important to understand that a direct 3D detection (if computationally feasible) often performs much better. The reason for this is that information is correlated across planes. The chance that a spurious high intensity pixels would appear across multiple planes is very low, and thus fale-positives are rare. This in particular allows one to work with much weaker signals.\n", "\n", "Note that the Machine Learning solutions briefly presented in this course, StarDist and Cellpose, both offer the possibility to perform 3D segmentation. Here again, the syntax doesn not change from 2D. As ML-based 3D processing requires a lot of computing power, these solutions can only be realistically used with a GPU. Please consult the corresponding repository for details on how to install the GPU version of these software." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 11.3 Tracking\n", "\n", "In a previous chapter we have seen how to track objects in 2D using the package trackpy. Just like we naturally extended segmentation from 2D to 3D, we can do the same for tracking. Let's first apply our segmentation to all available time points and store the information in a list:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import trackpy" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "detections = []\n", "for t in range(image_time.shape[0]):\n", " imG = skimage.filters.gaussian(image_time[t,:,:,:],sigma=2, preserve_range=True)\n", " locmax = skimage.feature.peak_local_max(imG,min_distance=2, threshold_abs=20)\n", " \n", " # add a time column\n", " locmax = np.concatenate([locmax, t*np.ones((locmax.shape[0],1))],axis = 1)\n", " detections.append(locmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we assemble all arrays into a large array and transform it into a Pandas dataframe with appropriate column names:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "assembled = np.concatenate(detections)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "time_data = pd.DataFrame(assembled, columns=['z','x','y','frame'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3049 rows × 4 columns

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" ], "text/plain": [ " z x y frame\n", "0 37.0 461.0 244.0 0.0\n", "1 37.0 110.0 111.0 0.0\n", "2 36.0 458.0 264.0 0.0\n", "3 36.0 456.0 230.0 0.0\n", "4 36.0 455.0 213.0 0.0\n", "... ... ... ... ...\n", "3044 7.0 279.0 268.0 20.0\n", "3045 7.0 272.0 209.0 20.0\n", "3046 7.0 258.0 257.0 20.0\n", "3047 7.0 257.0 226.0 20.0\n", "3048 7.0 231.0 230.0 20.0\n", "\n", "[3049 rows x 4 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_data" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 20: 165 trajectories present.\n" ] } ], "source": [ "tracks = trackpy.link_df(time_data, search_range=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we can visualize those trajectories in a projection:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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PA9+GhoakbD8XRF4bQuY6CpBSRKvVUhXeOaSyshIlJSVJ365er8c999yT9O1GdHV1zagQYiJDawsWyPD2OxVYuVKJVauUeP6FUjz1lBmnT/tw4kRw3PfG5/MhGAzCbDYn3E5gOGnVYDBgxYoV2LhxI6qrq+HxeAB8WjqDAG63O91NiFltbS2WLl2a7maQHEU5SAkQBAEymWzKA0myZkGR7MBx3ITVq1mWRWFhIbq6uhLaLsMwkMvlCRVGzFRrblTh+98vhNMpwmDgcLk1gEOHPfjzThfa2iZfbJll2YSDOaPRCLVaDZ7n8fWvfx1r1qzBP/3TP0Gj0eBrX/sa/vZv/xYnT55M9E8iacLzw7WOU7nMklqtzqqgkcSNcpCSKRgMwuv1TvmYuRIc6fX6uJdvSLf8/PxoQnWyiKI44ck7HA6jt7c34e1KkpSxwZHBYIj7OSYzh+9/v/Da8zm8+IIDTzzRgf/zrH3C4Oj666/Hhg0bACDh4OiLej3+Q6vFj+QK/M+yMtTV1UEQBBQXF+PUqVP4wQ9+gCVLliRtUdotW7ZkTL7Zww8/DKPRmO5mpEwoFEr5GpTTHevJ7GIYBvn5+bOyL1pqJEG0PtMwt9uddQcQp9M5q+9fLi0iHKkhBSSWl+XzSvjwwyEYDBz+z7M2XLgwdS2lc+fOzThwuV2nx0qlCkf8fgy5hnDmzBlcvXoVFosFoVAIdrsdfr8fhYWF6O7unvHFTVNTU/Q1SredO3fC5XKluxkz9uCDD+LVV19Ny7GGjvWZRZIkOJ3OWdkXDbERQqYUqWDt9XpnNMwVr2RVsP6/pWUAgK/2WlFUVIRFixahvr4eb775JvR6PWpra/Haa68hEAhEc5Imo1AooNfr4XK5pn3sXMKyLDQaDQYHB1Oy/ZqaGly6dGlOldAgs2bSIbaM6EGSyWRUxp/kFJZlIZPJMnZ4LB6SJEV7wWbzajoZJ0NBEKL5gKFQCDabDRcvXkReXh56enrgcDjgdrvhdDphsVggiuKUsw1FUYTH48mpXsFEjcyzjLy+qcrXOX/+fNK3SZLHYrHA6XRmTM9psmREgJQJvViEJFuufK4lSUrLgW8mQciislV4eNN3MOi1o/3SO3Bf2QNRFOF2u9HT04PDhw9DEAQMDAygs7Mzur/p3rNgMJi2k4BMJkvbezGRka+VJEnwer1QKBRpbBFJl1i+O9koI5K0k/GFFwQhCS0hc0FFRUXKPy/hcDgj6x5lCoZh0Ng48fJHwPCswJnkHtXMq4dCpkK+vgTGhsdxpfavAAy/LwMDAzh37hw8Hs+ofTgcjozuyc70MgSRIClVqBRDZmlsbIx+fxwOR072qmZEgJQMkeme2SZZM2dI7EpKSuZsQJ2sgovJUFlZOenv4q3EPVJ10VJ4A6OHeTTK0TPuJEmC2+1OWc5MKvj9/ozpPUqHbD3G56r58+fn/PmLkrTTiGEYCIKQ0VetuchiscBut2dEwudE9bLkcjkEQUhK9e6x+yovL8eVK1fG/U4QhKzvJi+3XAePfwj/dP/z0fu+8Zs74A9m1yzLRHEcl5LPdCRYzYTvCyEpkNlJ2nNVMmbokPj19fWluwkAhq+IJ+qWNplMMBgMaGlpSer+JEmaMDgChpfccLlcWdlNXl20FDpVHh7Z/N1R9x88twNBMbuHORUKBQKBQDT4mSpJXqVSpWRKfzgchlqths/noyCJzCnUg0SyxmxOMZ8NRUVF6Ovry8qgJFMoZRr86OE3R90XCPqw/+x72HP+j/D6vEnviYsY+XlMdu9NJHheunQp2traorPDBgYGAMReqV8ulyMQCGR1zyAhKUY9SCT76fV6OJ3OnDnYd3d3j7uPYRgwDJO0QDDXl7zhueFcsveOPI+mC7vQN9AJnpdBDIcQDqeut4PjOBgMBthsNgBAaWnppL1zibh+YQOkwSAON5+EKA0nlsvl8uhMNoVCAVEUEQgERgXYcrl81OSA9evX48CBAykLEgnJZbmdYUVyisPhyOmTPYAJ13NLlEqlQkFBQVK2lekG3Tb0DnRAgoSwlNrgCBiuh2Sz2aJJqskIjgSWR1VeGf5+3WN4+bZ/xx/v+xkeafwiSktLodFooNPpoNFoEAwGwbIsGhoa8LnPfQ4ymQwsy4JlWfz93//9qG2+//77FBwRkiAaYiMkA1x33XVwOp2wWq3pbkpW4VkBC4rr0eNog2Mo8TXvEqHVavHkk0/iX//1X5OyvTJ9EfY9/nL0531tR/Ho69+EOzCcZG42m2E2mxEMBjEwMACNRhNdT+6ee+7Bc889l5R2EDLHTDrERgESmVNSNdMnlxiNRoiimFVT4HOBSlBic/UNuKfuM/jO+z9F5+BwsGw0GqMzXhmGgdfrhdFoxLJlyzAwMICDBw/C5/NBqVQCyPzFVfPy8uDz+TJiqZbIenwOhyPdTSHpk3iAxDDMbwDcAaBXkqTF1+7LA/AygAoAVwB8SZIkx7XffRPAowBEAE9JkrRzutZRgEQIIRNjWTa6ernX640GS5Hh2FAoBIZhogncyaBQKHJimRxCYjBpgBRLDtL/BXDrmPv+EcAuSZIWANh17WcwDFMH4D4Ai6495xcMw3AJNnpKCoUCd999dyo2nXHWr18Po9GY7maQSRQXF8NgMEz/QJKQSOL6XBUOh2G1WmG1WjE4OAifzwefzweXywWNRoOSkpKkBkcAKDgiBBhOCp3uhuGeouYRP58DUHTt/0UAzl37/zcBfHPE43YCuCGG7UuJ3BQKRULPy7abTCaTrvWy0S0DbyzLjnp/5s2bJ61fvz4tbSktLZUKCwvT/prQbfzNYrHE9N585StfkQRBmPT3er1eKioqkgBIHMdJPM+n/W+L5yaXy7OuzXTL6VvTZLFJorPYCiRJ6gaAa//mX7u/GMDVEY/ruHZfSsyVqxyqY5Ja1dXVKCsri/nxxcXFo0rsh8PhUe9Pb28vjhw5ktQ2xqqnpwf9/f1J2VZeXl5crwuZmt1uj+m9efXVV6dcUsTlckWLnarVatx669gO/sw2tjQBIZkq2dP8J+oHn/DMzjDMVxiGaWIYpinJbSBZKC8vD4sWLYr7eWvWrEF9ff2M9t3V1YXe3tEzoFQqFVavXj3h4/v7+6ecih8KheB2uyf9fXFxccqGjILBYNJOPi6Xa9zrkukaGxujycrp0tDQMOFaf6IoIhQKobCwcNLPFjAcSE0lkncEDOckHT16dGYNnmV0sUeyRaKFIq0MwxRJktTNMEwRgMhRtANA6YjHlQDommgDkiQ9C+BZgJK0CeB2u9HVNeFHZUqtra0zXsBzotk0gUAAly9fnvDxIwvxRSiVSoTD4Ql/N1a2FLsMBoNZtzhqW1tb2pfv6e/vR0NDA4xGI06dOgWr1ToqaB0cHJz0sxWvYDCInp6epGwrV/A8j8rKSpw/fz7dTSFZLtEepLcAPHTt/w8BeHPE/fcxDCNnGGY+gAUADs2siSSTrFmzBoWFhQk9V6PRTLr6s9/vT2iqbU9PT7SacTKFQqG4ahKFQqGYywdEepfS1dshl8tnfZ/x4Hk+4R62vr6+mN8HlmVx3XXXJbSfieh0OjQ2NuLb3/42Fi5ciFAohEAgMK630ePxJLXeVS4tv5MM4XAYTqcz3c0gOWDaAIlhmD8AOADgOoZhOhiGeRTAvwK4hWGYCwBuufYzJEk6DeCPAFoA7ADwpCRJVHQmh3g8nrh6FeRyOaqrq1FYWIgbb7wR27ZtQ0NDQ9qHQZJtuqEthmFw/fXXj7rP5/Ol5eSW6b1Xs9U+SZJi6vGLhdlsxvr163HHHXfgr//6r7Fs2TIUFRUBiD+A2bBhAzgutsm/PM8nfMGSKZI93BwOh7NuaJhkpmmH2CRJun+SX22a5PH/DOCfZ9IokrmOHz8e82M5jsOiRYuwadMm6HQ6GAwG3HDDDQgGg7h69WrGF7RLNoVCMern5ubmtLRjuiEouVwOSZLSNlQVSw8QwzAoKytDW1sbjEZjtPexvr4eZ8+ejWkChyRJcS0RwvM8OI4bF1SxLIutW7fi5ptvhiRJOHr0KCorK3HlyhXIZDJoNBoEAoGYX0+VShVzmxiGiTmYipDL5WAYJuMmuUy1bmCuLVRNskNOLFar0WhovaEMwnEc1q9fD7Vajdtvvx2rVq1CQUEBjh49iiNHjqC4uBhVVVVwu90ZUU03EdXV1Whvb5/2pBc56EuShL179yZt/8lYhHayquKCICAcDqcsQBIEYca5TQzDwGQyoa2tDRqNJhoglZWV4dKlSyk5+XMcB57nxwVICoUCCxYsQCAQQH9/P0KhEBYsWIDz58/D4/FEj0+xvp7bt2+PuU3BYBCdnZ3Rnyd7bXmehyiKMJvNKCsrgyAIcDqdGBgYmHDR5GTRarVwuVyj7ispKcHQ0FB0GCzyOaYAiWSanAiQDAYDBUgZguM4LFiwAD//+c9hMBgwb948AMCuXbsgSRJ27NiBrVu3YunSpWhra4s5QLJYLOjv748rKGAYBqWlpWhvb0/ob5nKihUr0NfXN+VJj+M46HS6lCxjwHHcjGarRaoxTxQgpfK7xDAMFArFhCfxeIK+cDgcnb119eqnlUXeeuut5DR0An6/f1xwxDAMlEolXnzxRaiuuxGGglLcWrsYIZ0Z+fn50Ov1cDqdSRvKmxIH5N2YhyA7/NpKkgR3sxvB/iB0Oh0YhsETt9dj/jwz2uS1MBqNOHnyJF577bVxn9Hi4uJRgVeiTCYThoaGRr2vCxYsQFdX17g8oelmhsaKlhPKPJHvfbaNGuREgNTR0ZHuJhAMfwnMZjO+8Y1voK6ubtTvCgoKEAqFcNNNN2H//v348MMP48oTWLFiBd5///24Dnw8z+O2227DM888E/NzYvXyyy9P+xiZTIaqqio0NSW3kgXLsjOeyi9JUsqGWORyeXRK+0T7HdujEMGybEIntnT3LjAMg7Bci76au9AH4ML+XnyVVWD16tWwWq04fvz4jILOSCA75d/IAKVfLYX+ev2ouyVRgnOfE7ImGW4tNeB/ln8CAHiWMaPxxjuQn5+P3t7ecYHlpk2b8MILL8y4l3KiIczdu3fPaJtTYRgGcrk8a3umc5UgCCgoKIhrSDsT5ESARNKPYRjodDqsX78ejz322Ljf19TU4J133kFeXh6CwSBkMllcB7IdO3bE3aZgMJhwcJSMk67X6016cAQMD1ske2mJZJo/fz6cTmfc088TvepXKpVT1p1KNb1ej/C1EnB3lgSw7faVcPRZUbXyHrS0tODo0aMzCmgtFgsGBwfHBVkMz6DwvkKIQyJEnwj99XpYX7fCvnu4jhKn4JC3OQ95G/PALeew4cKnsz3vFT7EB5c3oKenB5WVleM+788//3zC7R0p0e9RosOwkiRFjynpDpzJpwKBQNYFRwAFSGQGOI4DwzAIhUIQBAFVVVV45JFHor9vO3UcxdfVgZfJIJPJsHXrVpw+fRp+vx8nTpzIuCTRCIZhxh1Yk5HzkyzTBUcj35d0OHv27KzuLxnBUaInU57nodVqUVRZiRYAjfWL4ey5iosXLqBsXgEWLlwIg8Ewo1lVXV1dUKvVkMlkCAQCkFlk4PU8Kr9TOe6xg0cGIbqGA03RJaLnDz3wHvai+H8U41/zDQhpH8WNrncgG+zAf/zHf6C/vx+f/exnUVhYOK4OGc/zM/4MGY1G2O32uL87ychRKygoSGl+VSbi+eFTOlUqTw4KkEhCGIbB+vXroVKp8N5770Gv12PNmjXRZQ/OfPwRtv/8J7j+7i9i7X0PAhheQqG9vR2/+MUvUpIXFIvpToQqlQo6nW5c70dhYeGEB1udTgev15u0gorJCG6USiVYlsXg4GBS2jQXzJ8/H5cuXZr4lxwPnhcAcXQpB5lMhoaGBpw6dQqW2uHFwA8cOIC6jXU4fvw4Ll++jB07diSUAhAJyCP5NCODQNMWE0ybTdGfrW9YMXRyCKJXRKBnfE5coDMAx68c8Nq9+O8FH+FQSSE0snkoLBRw4MABtLe3T9iTe/vtt+Pdd9+d0WcxFTXKYiFJ0pwLjgAKjJKNAiQSs5G9KDfccAMqKipw5coVaLVaFBQU4N5770U4LOLAqy/h4OsvoXThYqy6+4vR51ssFhw+fHMyM9kAACAASURBVHh2ElYn8fTTT+PZZ5+dtNfB4/FMeLKY7GCb7CAkGcmlU+W7KBSKWem5U6lUCIfDGdtLONbkwZGA8r97A5IYROczj4EDEA54IAW8CIVCaGpqwsq/+jucL1oLAGi9cA4/ObYDt912GziOw/79+6HRaCCKYlxrKt56661ob2/H448/jl/96ldoaWmJBva2XTYMHhtEaCAEf8f03yWv14vA6QCUSiXOnTuHU6cCcDqdEEURHMdFP+9ahQKuEe9XphcUTab8/HzodDpcvHgx3U0hGYTJhGGDeJcaMRgM2LJlS0yJsiR5KioqYLVa4fV6wfM8Vq1aBZlMhr6+PvzDP/wD7rrts9j+8x/j6umTWLRhEzY9ug2CfLj2z+XLl1FWVobFixfP+hAMST6VSpWTibCMIIeibBkUFcugnL8Cgqlk3GOkUBCuEzvgvXAQ2hVboVqwGkx3M/i2Q5C6T6Mo3wJguHhkU1MTuru74w58CwsLUVVVhSeeeAI7d+7EyZMn0d/fHy0MGQgEkroGW71Cid+Xl+Pfe3vxotOBQAacFwiZJUckSWqc6BdZGSBde07G5ITMRbW1tVi+fDlKS0uhVqtRqtfAd/ooAl4vNj26DYtv2jzq8U8//TT6+vrw7rvv0tBPHBQKBQoLC6dMcNy2bRveeeedUdPdSWLK/+GdCe8XPQNw7n0eLMtCWVwLee0GMBwP0euC6/Cf4Dv+DoJ+L8LhMBiGweOPP44jR46gubk5oUBy48aN0Gg0aGhoQHV1NU6ePInLly+jo6MDBoMBWq0Wr7zyykz/3KgqmQxvzx/OaQpLEt5zDeIZmw2tMdRuKisri3u2aENDAzweT0oulliWhdlspmraJFa5FyCR2VVeXg6fz4e/+7u/gyRJ6O3txeDgICwWCxrKi3F513vIm1eMrf/jmzCXlgMYHup5+eWXcejQIbS3t2Pv3r1xDzXEo7q6GmvWrMGePXvQ1tY2o21ptVqsWbMGO3fuTFLrEjfdxYAgCAiFQhlzwaDX6+H3+1MyvKbT6bBu3Tq8++67Sd2uYC5H/ue/C97w6bIdUigIhhcAAO0//RKkwKeBDqfLh6KkDp6Lh0bdDwyvV3jixAl4vd6EZ1Hde++9MJvNmD9/PhiGwaYtm+B0OHGs6Rh6enrQ29uLY8eOTVjZ/vbbb8d7770X9+fhUPUCaDgOz9nt+KLBAAXDxBQoMQwDnufjysOLrMmYqllmM7mAZlk27TMjyayiAIkkrqysDEuWLEFNTQ3WrVuHuro6XLhwAXq9HqWlpRhyOnD14F8gq6rFpls+A4/Hg+PHj4NhGPzkJz/Be++9hyeeeALPPPNMSosQchwXnekz01wehmEgk8nSmi+VrVLZuzvR+6JWq2d0MhPM5Si4/18giUEMnfoAvsvH4O84DQCQlywa/kx1tkz5WRg5LT3yGUxUSVkJtCu1KNlaAj2jx5a8Lfgw8CEQAlZbV8PWb8P8+fPBcRy+/vWvw263j3q+XC5P6HP7o6J5aFQqsbH1Egwch4eNeXjAaISCYTAgimAVLBiBxRmPF7+42octWi2MHIdvdHdNv/EsQyMUcwoFSGR6LMvCYrFg7dq1eO2112A0GuF0OvHkk09Co9Hg4YcfhsViwcWLF+FwOFBaWgqtVguPxwOFQoGTJ08CAKqqqnD48GH8+Mc/xsKFC/H2229DqVTC4XCkrS6J2WxGf39/WvZNUmsm9W5GBkfWP3wLIcf4k31kMVVJklBVVYWlS5fijTfemHbbtbW1uHr1auzBGwvoV+lRdE8R+HweeciDm3XDHx4OdrZVbsONuhvR0tICq9WK5uZm7Nq1K2n1Ze7VG/BPhYW4tfUS2q8FewaOw716A8w8D02dGspCOVael2Ac8SfVXTwLTa0Guut1UBQr0PV8F1RVKhjWGtD7p14MnZrZRVFdXR3Onj0LvV6PwcHBaEHReN/z2ZqgQLIOBUhkegzDwGg0YvPmzeA4Dj09PSgpKcGiRYtwzz33oLKyEhzHYWhoCKIoQi6Xo7e3F6dOnQLLsigoKMC+ffuwY8cOWK1WsCyLK1euIBQKjVtWINlqa2tRVFQ0aZXeeArP8TwPjUaT8jaT9IolOBpLqVRCq9VOnd/CALyeh65EB0kngc/jIZgFyMwyeNu8sL5iHf34a4FR/p35kBfJEegMYHDHIJapl8HutmPpQ0thYkxYIluC8vJyiKKII0eOYNeuXdi9e3fSTvprVWo8W1qK+9qu4OQk2zRtMaHsC4XYfFzCTcdEnCtn8eubGLByFqJXhCRK4DXjJ0eHjofA1w/f3/5f7Rg8EnseYqSHMFKXKdHeHSocSSYxaYBE0/wJgOGgoLi4GGvWrMF9992HyspK7Nu3DzfeeCOUSiUqKiqiq4Zrtdro8ywWC+rr62G323H8+HH09fWhubkZFosFdrsd/f39KC8vx8DAwIy7rPPy8uBwOCbcTk9Pz6RLWADxFZ4TRTEnZ2jlmpkuehsOeBG0dcC2/WcxBUfA8NpiCxYsGB8gMUDJV0qgnK+EYBLACuyEzw86g9Au00Jdp0bPyz2jAiNvuxdt/9mG4JkgfF4fpAIJNpsNGl6Dys2VOOs5i/feew9OpxNutxtWqzUlPSKLFIpJAyTbThs4NYcXBBb/ftiKPHUeVIdV4K5waNvTBsEsoODzBdA3jl7yJBIcAcCCigXo6+tDd3d3TLlzkR64UCgEpVIJhUIBt9uN6upq+P3+yUs0jEHBEYkXBUgEKpUKtbW1aGxsxGOPPYbrrrsOOp0OBoMBJSXjpzmPfa5SqUQwGER7eztcLheuv/56HDp0CAUFBWhtbUVdXR06OjogiiLy8/PhdDoTytGYKq/C6XQmrcdHkqSUrWSfDMlaSDTbTXXCW716NS5fvgyr1TrpY8TBXlh//w9x7XNoaGhcxWkAAANoFmvA8Axsf7Yh0B9A0BZE/l35UFWpog8zrjXCuNYIANAu00Je+Glg5DrmAqRPE5jtdjtCoRBYlsXHH38Mn8+H9vZ28DyP0tLSpC+CfD7gx5VAAN8tKMQX9Ab8sNeKYxMsLtr7+qfBoe19G2z4tBhkoDuAzl93QrVABUEvIHgqCGGJEP19fmc+HrrzIRzMP4j3338fg4OD8Hg8MecmRl4PhmHgcDiSVqA1k+Tl5aGoqAinT59Od1PmPAqQ5hiFQgGO4xAIBKIHF51Oh40bN+ILX/gCVq5cGX3sdMERMNzbEgwGoVarsXLlShw+fBhmsxmHDh2C0+mETCZDd3d39CpxJrOtaFbJsFw8KSRiqkR8j8eTkqrCkwbiYaB/ez8Kv1QIRZkCmkUa8HoevH7yQ2xoIISeP/ZEA6Popq4FfpH32Wq1oqurC+FwGCzLQqvVoq+vLykTHkYOV/WGQth6uRW363TYZjJDTPB7GvaFEfxZEOdaz+G+++6DMCigtaYVMosMdZo6FBcXo7a2FidOnIDNZps00J0o2Vwul8Pn8yEUCuVspWxRFClXKkPMqQApPz8fWq025i7ZXMQwTPQKLJI3dMstt+DOO+/E6tWrE96u0WjEmjVr4Pf7oVKp0NzcjO3bt0OhUOD48eNQq9XweDzjZtzEYrrcAYVCAZZl58ywGNV3mV5kwkAysSwLlmUnDbzsu+zQLdeB1/EIOUPwtnkRcoagX62HvGB8VerL//tyTPttbm6O/l8QBAwNDcVcxqKiogKdnZ3jgurI93/s90oE8NbgIN4ZHMRMBqRkMhny8vKgVCpx9fJVLOGWYIVhBZwBJ7ze4SrkCxcuRH5+Pnw+H44cOYK+vr7o3xgMBqPJ8SO3OTIHsry8HMFgcOIevRQwGo1J77WbyMDAQEYvRj2XzKkAKbIkxlwOkLzXuswtFguKi4uxYsUKPPbYYwkHRxzHRXOTAGDZsmUwmUxwuVzRg/jx48exbNkyHD58GJIkQRTFuHqRpguQZDLZnAqQYsUwzIQL76ZLtk+djgRIkwn7w2j959Zx9/e+0Rs92etv1KPogSL4uxIrHxFv76HZbIbVap0wQJrq/Uj0E8MwDEwmE86dO4cVK1agp6cHK1euRGdnJ/bv3w+dToe6ujoMDQ2hsLAQhYWF0ar83d3duHTpEiRJQigUGlcpnOd5uFyuaDFOi8UCj8czawFSZOJGNn+GSXxoFlsGslgs0aupZBMEAQqFAmvXrsUdd9yBpUuXYvHixTAYDAltLxwOR9d0inA4HDAajfjJT36CvLw8fO9738PNN9+MV199FcBwLlGmnLTjUV5ePurKPdNP+CzLguf5aD4VwzCYN29eWvKXIj0WyVhrjmQunuexePFinDp1CsuXL0ddXR2++93v4sUXX8SlS5egUChQXFyMQ4cOobe3F0ajMbp0UVVVFUpLS6Pb+tWvfjVu0eiRi/hKkpSW40imf+9J3GgWWzZpbGzEjh07Ev4STvUFnjdvHiorK1FRUYHKykqsXbt2Jk2NVkyOLE6qVCphMpkwNDSEBx54APv374fRaMTvfve7cQczjUaDcDg8o54flmUhSdKsHLAiyylE9hVZaT2TDpY8z0d76cLh8Khkc57ncfPNN+OFF16Ie7szPSlE2pRJsu1El+rq08nAsmy0undTUxNCoRBeffVV3HzzzZDL5Vi+fDn+/Oc/Qy6Xo6ioKPp53bt3L/bs2TNqWG2i9yZyXzI+SzKZDKIoxr2tyBBgOj87SqUyOhpAUod6kHLQ2Eq+I4eoNm7ciIaGBlRUVGDVqlVoqFmKQOcQGDkHeaV+3Lj/dCLbjZwAZTIZgsEgPvnkE9hsNnznO9/B6tWr8eKLL45LPNy8eTOGhoZw8ODBUffHU69kbJCVyLIHmWJkcJOowsJChEIhKoqZg7RaLcLhcFZNVqipqUEgEMD69euhVqtRXV2Ns2fPguM4OBwOfPLJJ+jo6EhJQv10Kioq4HK5YLPZpn9whqmvr8fp06ez8jiXgahQ5FxWWFiI/v5+SJKEwsJC3HLLLXj00Uexdu1aeE70wf6H4QUj8x6ohXKxOeYgye/3Y3BwED6fD16vF1arFStXrsTAwACMRiN++MMf4j//8z/hcrkwb948dHV1gWGYpCwDku5u9lS47rrr4Pf7k1YZmcyuSCHDVMq0vLJYabVaPPDAA7h69So4jkMwGMSZM2fg9Xqh1Wpx8eLFdDeRzF0UIM1lJpMJTqcTjY2NWLVqFR588EGsWLFi+EDrCcJ7xg7HK+cBAPlPN0BWpI5pu0NDQzh+/Dh27twJh8OBFStWwG63Qy6Xo7S0FP/93/+Nt99+O+l/T0FBARwOB9atW4eOjg6cO3cu6ftIt2ScCAVBgFwuT+n6d7lisvXTphqGG/u7O++8E2+//XZWDdvNpmQPaY5cAoaQGZg0QJp8SgbJGUqlEizLoqWlBQ6HAwcPHsSpU6cAAKxKAG9RAgDk1QYIBaqpNjWKXC7H4sWLsWXLFpSUlGBgYAA/+9nP0NzcjM9//vM4dOgQKioqoNfrp99YHKxWKwKBAHbt2jXrwRHPpzZtr7q6GnV1dUnpGQsGg2kJjmQyWcpfp2SbrDDoyJOvTCaDSjX8/dDr9bjrrrtGPfatt96a0claMeIlUwuTP24shmGg0WgADH9+Mknk9QKAFStWQKfTTfpYnueRn58f87a3bNmCG2+8cUbtI5kh3tSO2UI9SHOISqXC5z73OWzbtg0rV66EIAwfhX3nHej/TTMs25ZBXj75AWys5uZmtLS0QJIkXLp0Cc888wxCoRB6enpQUFAAg8GAs2fPjnpOpPdn5AmpsbERlZWV+OMf/whg+EB53XXXzUol2ZtuugkdHR3UxU8m1djYGJ1tFQqF4PP5sGHDBuzYsQOPPfYYtFptdLbV97//feh0ugmX1olMae/o6Bi3jzI9g7ava/HbYwF4Q8BjDQJeawnhwTe8EEdsRqfTRfN3MhXDMLj77rsnXNC3pKQEDocjmkelUCggCMKUywRNxGKxwOfzweVywWQywWKxoL+/P+m5d3q9nmoS5T6axZaplEolFi5cOK7mx3RUKhXkcnn0QMkwDPR6/ZTLbRQWFkKlUqGrqwtWq3VcpeywK77lNUpLS7F7925s374dGzduRGVlJfbs2QNgeG20UCg0bgXtiZZ+aGpqwpEjRwAMJ2jL5fJZK7O/Z8+erO+i12q18Hg8M87t2rJlC1paWnD16tUktWw0nudhNpvHTd3OZAqFAqWlpaiqqoLJZEJJSQm8Xi9WrVqFBx54ANXV1RBFEa+99hpUKhVcLheeeuop7Nu3D5cuXRqVRDvZ311lZPDDmxUAgIeXyxAQJexqFXH/EgGFGgaPvOVFSFOMoaEh1NfXQ6lUYvv27eO2o9PpkJ+fHw32N2/ejL/85S9TLtGTCpIk4U9/+tOEvxsbHPp8vugs2KKiophr1I0sg6JQKJCXlwev15v0AImCo7mNepAywExWmdZqtaisrMSZM2emXT+MYRjce++9ePLJJ7Fy5UrI5cPVfSM9SABg+vIiKGvzpt3vjh078Oyzz6KtrQ2CIODYsWPjpsxGcg5qamqi1bVjTWLlOA6rVq3C/v37Y3o8mTmO4xAOh1MaMGbL1PrIbEyVSoVbb70VTzzxBMrKyuBwOFBfXx/9OxiGwYEDB7Bw4ULwPI8zZ85AEATceeedMS2F8XC9gGe3KhAUgWPsMvz6nU/wQWsIVwclPLRMwH9+VgGWAf7Xfh573JXYfMtnEAqFcPjwYSxZsgTNzc3w+/1Yt25dtHr4ypUr8etf/xoWiwV+vx+tra0ZvbZgRLyfDaPRCFEUo0Vvjxw5klUz/OaCyHsTKf2QoagHaSyGYSAIQkYcOBINjuRyOZRKJa5cuRL9O6Za4Txy8HG5XHC73dEAKYIR2JiG2N555x28/vrrOHfuHHp6ehAIBCZ8HSP7u3TpEhiGiQZHcrkcoVBoyh4PURTR1NQ0bVsySbbOMIqYjTpFyQqOOI7DDTfcgI8//jgp2xsrEAiAYZho8vaJEyfg8/lQWVkJQRBw9uxZvPnmm7j//vuxfPlyqNXDExvMZjN+9KMfxbRw8sP1An59pwLvXxLx5Te9GMJxDA19+t197kQQH14O4dd3KvGjmxg0uRx4VybD8uXLsXHjRrz11lu45ZZboKhYjudOufHTb92N+kXX4e2338ZDDz2E7du3w+v1ZkTdnrEsFgtCodCoocJ42sdxHAYHBwEMD9txHEeV9DOQzWZL2iLi6TBnk7QlScrqGhIcx0Gr1cJgMIBl2Wgl61j+prHFDWXlOuhurUDRt1aBVU4eMw8MDOCll17CmTNn0NraiqtXr8Lj8USv2hiGgVI5nPA9ckkGURQRCoWQl5cXXSg3lpNxuoNXhmGiJ75Y5FLJgZHkcjmKi4uTsq1kJWOKohj3sHS8JElCY2MjqqurUVtbi/Xr12P+/PnweDw4evQoJEnCyZMnoVarwTAMjhw5gm9+85t45ZVXpl1sdG0Zh1/fqcAVp4TP/9GDniFpwoT6q4MS7ng5iB+cyMf2S0Bbezt0Oh12tYfwkWYj3nDX4GcnRDjDChhLqrBr1y7cfffd6O/vxxNPPIEFCxZAJpONet0bGhqwZs2apL9e8bDb7dEAZzrbtm2L5ktGRHqrRVGESqVCXl5eRgWAZFg4HM7q8+yc7UECsnt6qCAICIVC6Ovrg16vh9frnTbo0Ov1kMlkMJvNo2aWsXIOuptKp3jmML/fD6fTiaamJjgcDlgslui4v1wuR21tLSRJwpEjRxAOh6FWq+F2u6P/ulyuaBvr6+ths9lSlu8SL47jRvVyAcOfj1Ssqp3okGo8CaMcx4Fl2aQcnILB4LjcjkSTV+P5zk1XODPVPQZmsxkymQyLFy9GaWkpQqEQVCoVDh8+jPPnz2Pp0qVobGzEG2+8gaNHj8LpdGLfvn0TJmiP1TEYxomeMJYXcWj6iho3/Lcbzkk+aiqVCq9dVkOpVKLWKOGFj5rxsVQLNcehN6SIPu5zvzqEr873QxAEPPHEE7BarWhtbYUoimAYBuXl5XC5XLh48eKUa8ol02TDZvH0Vr7zzjtTDs23t7dndNI6yV5zOkDKZpET4MDAAAKBQEwnQpPJFJ01Eu807I6Ojuj0+pqaGixcuBC9vb24cuUKNBoNSkpKcPr0abS2frpYZyQ5NPLvyDZ2dHSkrFS+TCbDvHnz4iq4GA6Ho4uRjgxeUjHslGgvUzyvVzJzicLh8LhE39lY5iDVQ35arRZ1dXUoLy/HvqolUC5cBNepE7D+6H8BGA6QSktLUVtbC61Wi+PHj+PYsWPRwLClpQWHDx/GiRMnAAwnDkcKsk7nilNCw7NufHOtDP+ySYEyPQunb+LPhcfjiQaoJpMJBoMLcsEPN6tApUmBK3YfwhKwukIPVrJHL4J+8YtfoKSkBG63G263GzabDcFgcNR7GZkUkar3MxmfwZEXUQaDAUNDQ6MCpmwfxiGZiwKkLFNdXY1AIIDu7u5oF3OsiYl+vz/hk47P58OJEydQXFyM8vJymEwm9Pb2Yv/+/bDbhw/KkiRhcHAwOnMtchCb6Oqvv78fixcvhs/ni3mK/dhifiUlJRgaGhp3cBRFcdJpwyqVCl6vd9yBOxuGx+IZcoxnfboNGzagqalpys/R2Jy92Rj+TMbJdc2aNaMWQI1Qq9XR+4PBIOy1C9Gv0YI3GhGZZ8mybHQK+pkzZ/DJJ59AFEU4nU6Iogi/34/3338fLpcLKpUKbrc75kkIq0s4fOMGGcr0E/fk6PV6DA4ORlMBbDZbtERAUVER7jKH0KlbiH02A/7l7kX44opivPDCCzCZTPjggw9www03wGw2g+O4aAAx0RCeJElpWeYjURMtdB3LempjezwrKipgs9niLi9A5hYKkLJMpLdILpePm0I/lUhJgHiHjLq7u3HhwgXYbDbMmzcPBoMBkiShpKQEZrM5mo9x6NAh2O12eL1eFBYWxtR74/P54hoCGnvCDAaDEx4YRVGcdH2lqXpWsnnIdSrTzQ5yu90xBYeRbWTLTDRgOCA2GAzj7g8Gg/jwww/R0tKCYDCIxx9/HEqlEq+++mr0MVarFRcvXsTBgwejf3NXVxeOHDkSrUfU1dUFURThcDhiyq9iGeDeRTye3aqEJyihyyVh9+UQLjtGv/5j3w+fzxcN1gYGBqDX61HpOYcu/Rr8dGcLvC274bDbsWjRIly9ehVutxtLlizB7t27o5MHJpLpuZhymQxbb/0M5F43Pmo6ioq6xTCbzdHf9/f3Y9++fdNuZ+xxIhgMjnqN76yvQ7FBh07nIN463gJgZrOLSW6gACnLtLe3A/i0YFyslixZApfLBaPRCJlMFtNznE4nzpw5gyNHjkCj0WDx4sU4ffo0KioqoFKpoFKpUFNTg97eXhw+fDiaxzN2dtxk4i3OOPZAPjAwEHOPWGQmTypyirJdLLMFM/1EOpkPPvgAH3zwwbSPa25ujq4jeP3112NgYADnzp3D8ePH4XA44PV6sWTJEpSWlsJqtUKv16O1tTWu3pfPLeTx/ZvkWJTP4Wi3iNt/P5ycPZGJejaCwSAGBgZw+fJlBINBGAwGmArP47JUhRdeeRPLasrh9/vBcRz+67/+CyzL4ujRo+jt7c2oXqKlJYXwBUM4bx1fs6gsz4DqfBOarnRgy9Ja1K27GdAMz6ytblwFyOSjcrxiTRUY23s2WW86e21ihtvtztjqzmT2UICURSLTWRmGgUKhmHIZicjisMBwMcrKykqUl5dj1apVsFgsMe3PbrdHr0aLiorQ1NSE/fv3Y/369aipqYFcPnyw8vl8KC0txeDgIOx2e0z1X5IhMuQWDAYhCAI4joPf75+wd4Pn+aw8wSdDsnt7sqX3KB4rV64EADz66KPR+3p6erBnzx4cO3YMxcXFKCkpQV9fHxwOB65evTqud2G612Vt2fAFzZde8eDVlhASeRVtNhu8Xi96enqg0+lgWaYCyqrQLWpw6sUXwXEcOjs78corr6CqqgqXL19Oai6XwWBAIBCAx+MBx3HQaDQQBGHSAo1Go3FUAvWN1RW4p2ERwmEJH1+8jPM9/Tjb04fSPD0+s6gGC4uGlxq5pW4BJKUKHrkCTR/uglcUsWHtjbhysgXPv/EWgOECkQCivenhcBgul2tUXhXDMOA4blyAaDAYosOkkiRFe40EQYBOp4Pf709qUEkVuWOn0WjG5cqlCwVIWcBkMkGlUmHLli0wGo2QJAkqlQpnz56NLs8xVnV1Nbq7uyFJEjQaDU6cOIFNmzZh+fLlMBqNMe3X7XZHE7EDgQAKCgqgVqtx4sQJzJ8/H4WFhRgcHEQ4HEZvby+sVis0Gg3a2tqS+edPyuVyRU9KkYNkKBQaVW8pEAhAkqRRSahT1YqKVzYNN+UShmFQWloa7VGdCZZl4fV6oVQq0draig8++ABmsxkbNmzAvffei56eHhiNRgwNDeH111+HJElwOp2w2+1x7efbu/z4xk5/NDBKdAjH4/HA4/EMD5sP+SAruw2+pZ+H+txf8NOf/hQsy0KSpJQsn2M2m+FyueD1eqN5XDzPTxogFRQUYGBgYLjwa0Ux7l6+CKc6eiBwLNbXVGJ9TSWu9DtQYTbC7Q/g3ZNn4A2EcEvdAryy/y+47Hg3eqL85PBh+ILD1fk5josu3RJplyiKOHnyJILBILRaLbxebzRYihwTImtGWq1WhEIhsCw7KoAMBoNwOBxQKpXgeT5pPc5ms5kCpCmMPCZHvmsUIJFpsSyLTZs2oaqqCmVlZVi4cCH6+/tx5syZKZ+3d+/e6P/7+vrA8zy2b98On8+Hm266CTU1NdErsMkcPnwY3d3dqKurg91uRzAYRGVlJa5cuYKPPvoIt99+O+rr69HZ2YmBgQH09/fDYDBEqxAnOn4f64kjUvkZGD5pjOxR4zgOZrMZvb2944IhjUaDwcHBuK6sWZaFTqcblxDO8zxEUUxJrgLPBew7bwAAIABJREFU81Cr1XRgnQDP87jtttvwzDPPzHhb4XAY//Zv/zbqvu7ubjQ3N2Px4sVYv349BgcH8fzzz0d7TuINjgDAO6JDIhmzxwKBANzGasgASOEwOnqGl9+YaLsymQyhUAjhcBiL81lUGFi8cz7+HpJLly6B5/nowr1erzfaUx2ZBTqy5yWyFmOh2YyNtVU41dGDFw8ehRiWwLMsHryhARVmI947dQ4fX7iMQGj4O3mwdXzg6wsOBzQPPfQQCgsLAXy6pFEgEADHcXA6nTh79mx0KZLIJJZI27Zs2YKmpiacO3duwuAn0uPk9/tRUFAAq9Ua/XkmYl1CZa7SarXRlIlMKf0CUICU8QoLC7FgwQIYDAZs3rwZCoUCPT09cXebd3d3o6enB62trdHaMsuXL5/yOY888gh+9rOfYcWKFTh9+jTMZjN2796N8vLyaAXvffv2oampCWvWrMHRo0cxNDQEjuMgk8kSniESa7AxVRe4KIro7Oyc8HfT1UwZ2SsUubIJh8P47Gc/i5deegmSJIHjOIiiOGFPVLJ6lUwmE1avXo0333xzxtvKNFqtdkYziILBYFKCo6lIkoRTp07h1KlTo97TyOeT5/mEh2HC4fCMp9YLggCVRgsA6P7Nk+ClEEIMM2q7Go0GHo8HX2rMR9g7CIQ8+I8tCgwFgD9fGkIgztE3QRCQn58PnU6HcDgcXVj68uXLUCgU0Gq10WPMyO9AV28vfr5rPwZ9Pojh4ftD4TB+u68JCrkcCqUyGhxNRaVSjarhVFhYiHnz5mH//v1oaWmJBkI8z4+aaalUKhEOh/HWW2/BbrdPevyUyWSwWCxwOp3o6elBSUkJtFotmpubo995knyJXHDMBgqQMphMJsNDDz2Ep59+GqFQCHq9Hnv37sWFCxeij4nnZGw0GsHzPEpLS1FUVBTTc55++mkAQHFxMTo7O2EymXD33Xejs7MTTU1NOH78OC5cuIBQKIQTJ05k5bTZkfWPIlO7I0s0LFmyJFqx+Q9/+EP0OfPmzUNPT8+EAVKyhtysVmtOBkcymQzbtm0b12uTyca+pwqFAtXV1Whubk5Ti4Z7kFwOG+QAOKUGSxaU4uLFi6N6OR9++GH8/ve/xzfrHaizcABU6BgM4zMveqYMjuRy+YS9JoFAAHa7HW63G/VLl+COW29F8fxKXLhwAb29vVAoFHjuuefg8/nGVcp2eCYOCH1+P3wx9tAMDQ1h7969yM/Px8qVK8GyLC5evIiKigp0dnbCbrfDYDDAbreP6omOlLCoqqqasvfY7/fD5/PhkUcewcsvv4zFixdHe+vLy8tx+fJlGlKfQ2ix2gzEMAx0Oh2eeuopPPjgg5g/f350rD0QCGD//v04cOAALly4gB07dsSVFF1dXY1169bhoYcewvr16+OeqeHxeKLVs3ft2oVPPvkEbW1t2LNnz6TPSSTXgmEYGAyGCXt7FAoFAoHApNuMrKE18gA/tobSSA0NDcjPz8eFCxcS6goXBAHhcDgrri4pZ2piSqVyVopfJhurMqDkyecwcOBlDHz8+0kfd52Jhfza5XCrI4yhScpYqYThx/pCwJn+ib9fKpUKZWVl2LygDBVKAZr6VahZugx/2vkB3nr7bRQXF8c09T5RS5cuRUNDA/7mb/4GXq8Xv/vd73Dy5El0dXXB6XRGc4+WLl0aXSQ18v2Xy+UxDf8rFAps2LABH374IW6++Wbs27dvykkxJKtNulgtBUgZaMOGDbjpppvwrW99a9Ip+U1NTXj33XfR1taG3/72tzFvu7i4GBs3bsSqVatwww03YMWKFTE9LzJDLVL3qKurC3/5y1+we/fuaQtVajSaUQeXRYsWoaura8qhLr1ej6eeego/+MEPpgywIit6y+Vy6HS66MK4081ai3SXZ9KMiVTjOA7Lly/PukWAydQK7vsXcBojun69Le7n6uVAnpKB0yfB4QNWFXM4+Njw+oPrf+vGX9qHg36jSonItZTRmIelS5ZgpUUHme/T776nbiXkSiW+853vIBQKpSwQf/jhh+Hz+VBXV4e8vDx0dHTgzJkz+PDDD+H3+2EymdDV1TW8VqW8EFf7h3vcI9/5xYsX48qVK9E6alMNk+p0upjXjCNZa9IAiYbYMgjLsvje974HAPjud7875XpJ+fn5qKqqAjC8mOMvf/nLmPYRWcOtq6sLVqt1+icAOHPmDIqKilBWVoaenh7IZDLs3bsXPT09qKiowOnTp6d8/tgrr8jjOY6btIL1wMAAfvCDHwCYOidpZJAVScyMpWZPpLdnLl0ViqJIwVGaNTY2orKyctLZp4nwnN+PvFseB68vQGhg/Hc6klMz0Xfiq40y/L+bFfCHJPzjLj++VDd8SjhvE3Gw49Me0ac23witYkx9M58brFyO8ptuRU93N440n4HZYkFxcXFcy/zE609/+hPuvPNOXLx4EVeuXMGVK1eiM2dZlo1+pyvyFuOrt/4Qr+7///DRqdchiiJKSkpgs9kQDoeh1Wrh8XimDJAmC47+f/bOOzyu6zzzvzsz906fwQAY9E4UEgRFiqREikW0mq1eLFmSo1ixnI0tRy5R7LVXsTeRsrE3xYm9m3i9tpO1HUWWaVtRLxRFiRSLWMAONhAAARJEBwaY3u/+Ad2rGWAGGIAAAUl4n2ceiZhbzj1zzznv+cr75efn43K55ryg9gJmFwsEaZ5Ap9Nx2223AXDrrbdOWkyytLSUFStWTNkl5PF42L59Ox6Phw0bNmR0zpIlS9i7dy91dXWcPn1a1UFpb2+fkljlWMxnl5TVamX9+vW88cYb0zo/EyvWhwkmk4lly5axb9++KZ23evVqKisr+d3vfjfuu0xdrx9mt6DT6SQYDKpq5Y2NjRw8eHBG7xHzjW4SBHE0K3VsMLGycUiFV5ujdHsC/OlVIj/8lIFBf5wntgX5xz1hIgk/zQuHTqDTjs5JOTk51NTUsGzZMgoqF+EKRylbvpIDv3ya/Pz8WbXGLl26lN7eXl544QWMRiMWi0XVY/J6vYiiSGFhIW63mxMX9nOodQf3rXuMDSs+SZ9wEne4j+bm5imJzCpI1DLKdHO5gA83FgjSPIFWq2X58uUAGQVQK+moU4XZbGbjxo18/vOf57rrrsv4vLq6On7zm99gMBh4+eWX8Xg8mM3mWU3J1Ol0XH/99bz55psTHldcXIxOp1N3kYIgYDQaL6nau8fjYevWrdM+X7FiiaJIfX29WtA0HRTtmrkiAoWFhQwNDaVd3Px+PwcOHFD/nWksx6FDh9Q4kLHINC5tpvpkeb6Gv9yk54ZKHY1dMbZ3RNneHmP/xVjG2VzpyJoS1PzZz36WU6dO0d/fT3V1NceOHRuXuDCTv7Euuxhzww3vX3i0P6ey8J/oj3OiP84LpyPcXqvj5eZoyviko50fxDkK57vYeeosV17o5tprr2V4eJhdu3ZhMBhoamqaEZdUupiwtWvXsmXLFgYGBnC73bhcLrRarWrJ0Wg0WK1W8vPz8fl8NPa+wHCwh7XVt1Kgr8Fn6UFctJ3i4mKOHz9OZ2dnxm2aD3Ib1dXVs6JvtYDUWCBI8wCiKHLVVVeh1WrZsGEDRUVFGZ1nNBrJycnB5/OxZs2aCXf3igpwXl4eTqdTFVubDC+99BK33norTz/9NKWlpRw/fhxJkrBarQwMDLBkyRIcDsesBGVGo9EJg78VdHd3JwWbjxWGhOmllU91h6nT6RAEIclqFIlEJnVBGgyGS9KNmgn09vZOev/E7zO1EsTj8QmvazKZxhHZ2SCLn18h8ou7jAwHZZ4/HeGKfC1PfUKPRhAIx2TcIZm/2Bbi54dGf7vaHA2fqddx7xKRC+44D/4+QCCamtwIgsC6dev40pe+xKZNm9DpdPzkJz8hFApRWlrKtm3bUiZSKGV5pitGaFx0Nc5Pfwc5GsF/8AUiQ6llLTKBJwzPNmUmWaC846dOnaKjowOXy0UkEsFoNOLz+ViyZAknT55kw4YN7N69e1yfNTQ0MDg4OGFySdL41RsgNNpHzz77LAaDQdV1Ghs/GAgEOH78OGazGb/fT35BPruPvYixJMgS23pM/mLWZD/I+eETnIy0qe+m8bZPY7jhFvU6wW2vE3j1PzPqj8uJc+fOzXUTPlZYIEhzDL1eT0NDA+vWrUMQBOx2+6TuNQXBYJDh4WFCoVBS6n8qKNpJ5eXlNDQ0kJ+fP+HxZ86cIRKJ0NjYyL/+67/S0dFBcXExJ0+exOVyqZOTRqO5JDcbjJqujUYjPT09474LhUJp9WZWr15NX19fSjXlsZPyZIHkMwHF3D+2UG5i21O5ldKVR7lUiKKIwWDIiBhOlBGYqlTDTCGVlWA2iOKSXA3RuEz1//YyGBjt6ywDbCzTsbZEy/pSLT+7w8hfbtKjFaDQOjoG91+McXutjpc+a+LOZ/1JYo8KdDodn/3sZ7n++uvJzc1lx44dPPDAAwSDQdra2qiqquK5554bR5RlWb4kd5SYU4yg0XLx3/4Lcc8AXCbro0J6R0ZGGBkZUX8vJTBbcfsfOnRo3HttNptpb2/PmBRqy6tw/MNP8Pzz3xPauQ2/308wGCQ7O5tgMJgyhjAUCqkbjsOHD1NUVITJqkdX5OJ0yxGEvmxqHGt5/Pb/ze5Tr/Dsuz/EcMMtSCtWEz7SiLRiNF53PhKk+RyW8FHEAkGaYyguL5PJBIy6sjJFSUkJ119/Pa+88go33XQT7733XtrSC8oCJ4oidXV1lJWVjTsmHo/T09NDIBBg69atxONxfvGLX6jCam1tbQQCgRkfpD6fb9xCqdPpuPnmm3nllVfS3q+5uTnjIMmZXHQrKiq4cOHCuHZ5vd5JZRMS26G4a2bLrRaNRi/JzQiooqKzhcvlUtx9Ica31gvcWqPj6WOjVqLhILzcHOXl5iiSFv5io54S2+jvd6w3zu9PRujyyPzhFSK/utvAy581cfuzfoIJJEmSJL778MMsfe4/MV53HYLTyfLly7FYLMTjcbKzs1m6dCkWi4Vf/vKXnDx5csafPx7wJF3nkUce4Ze//OWs9226WnQK6Uv17gWDQeLxeEZt0xYWk/uL5wAQjKPzI5Iey+PfQa5dgjg0iOXMCSLNp4g0nyTe0zXOve7W6tB8+Vtsz8klcGgncsCNo1jL/p5f44hV4QqOWrEirWeItJ7B++MfYHnsmxn3gcDo+yJPq7LexwtKDdEPk5zGAkGaQ0iSRGFhIVlZWYiiyL333ovFYsn4fIvFwqJFi6isrOTkyZOTqpGuX7+euro6srOz0ev1476XZZlgMMi2bdvYsWMHFouFixcvqpOZJEnjahfNBFJZJ2KxGMePH1fblQpzlX6rZMGMxVStLLIsY7fb8fl8s2KhmSlyM6MxM5egPj0daDQabq/R8s1rRAD+9ka9SpASEY7Bk9tTW3P+4/3jN5VrCY0pF1Kbl899O3cBEDl6FKqrk2od5ufnIwgCNTU1ZGdnq3+fzTIy77333oyTo+9+97totVpee+21pFi0RAiCgMlkmtBam+n7aMp1Yn3mFfXfxlvuIvjmy9if+Bv0G68nvHcnGmceps98DkEc/W3jI8NEOzsQ4nH0ypx1xUoA3MBwURlZnR3U19fjdu+ly3WMU73HAPD++AfqvRL/PxG5ubkMDg6qfasVtPyv27/DXfU38tP9v+Fv3vk/afvl/vvvZ/PmzRk9+0cVsix/6LL+FgjSHMJkMlFVVQWMTrZTsR7B+0q6Hg+CIBAOhydMWc/Ly2PJkiUsX76cnJyccd97vV62b9+O3+/nZz/7GT6fj2AwmDTRzmacTGFhIZWVlezZswcYHUyzVfRWKb8w3WeZSbXwUCg0rh3l5eXk5ubOeLbTfMDljrOSZZnba7SsKdFysCvGzvPTI2f/cSyiEiUFoiiyZMkSeN9q2/v9/4l361vq95brrsPxwP3AKCFKdEXH4/EZWCxSWyuV+mczCaXtt956K3q9nl27do07JhN5jYxRvTjpn9LyVRg//Vmk1WsJvvES7h88NfqFKKKrrEGsXYKudgnawhLk97tF5xwNI5BGXDhMJg4vvpIHDCIVJQXs3buXwcHBKVkzlPlw06ZNNDY2EvAHiMRH36cvXf0gI0EP//ze0ynPXQisHsWHzUW4QJDmEApBEkWRpUuXTvn8aDSqCjiWl5ezYcOGlBMXwKpVq8jOzqa8vByHw0E0GqW1tZXTp08jCAIdHR10d3ezf/9+enp6CIVCaoVuZdcfDAaRJCmtdtFUobgh/H4/kUgkI3eQUgh3KjvknJycpLigTE38CqaTZq7X68nOzh4XiDo2OydVLEYkEvlQmaGngrkgSDIw4JdZ/fOZiUNbYTDy4+Jibh8a5M6HP4f33XexvLsTwWbDf/EioigiAHFveiI9E7XYjDVriLr7kSOZxzEZDIZpxz55PB7OnTvHDTfcQCgUSmlJmirp02q1aDSaccQqcPIY4u7tRI4dQlqzHrGqFttXvgWAHEiYJyIRos0niTYnuy4B9M48iv7q77nmzGGuu/ZafuIooay+ATEwQk9PD62trVOy4CkbUEWyIS7H+cZrf8uQf4QvXv0A0XjqxV+W5Y/kZufjgAWCNEew2+1qBpgkSaxdu3bK11DIxfDwMCMjI5jN5pTHZWdnU1tby7Jly8jOzub8+fNcuHCB/fv3s3PnTrUwY0VFBW+//TZlZWVJk3diXI1SVmO6C10iwVGylQAGBgZUQpYONpsNGN2FTGUnMjaI/FLjcjK9pxJXBh8EZ2dS2qWrq0utkP5hw1zLFaRCv1+mY/jSiZmSPfW9nBwcOh0bs7OpOXYc8c47EY4eQwOIf/0UEYuFqqoq9b0bHh7m1KlTaYsnT6st5csxlCxlcMuPAVl9v5TNTDpSP9XSQgqeeuop9Xyn08myZctSEiSlJFI0GiUvL4+hoaFJXapJ80uuSN7deXT9excj//1xAPy/G7XKSGs2YLrnQcJHUrv4xiI80E/xb/4VW0MDOq+bXy4x09/bS/v58/T19TE0NDQti1ei2GpcjvM/3vkx/+OdH0/5OguY/1ggSHMEp9OplvnQarU4nc4pne/1elUV2eHhYc6fP58y1d5qtbJq1SqMRiNLly7F5XLxzjvvsGvXLrq7u+nv7+fcuXPE43FaW1vR6/V0dHSoZAQYl7aukCNlAUgkK1qtltLS0rRKuqIoqgRnKjFEdXV1uN1uPB7PlMlZX18foiimnAx1Ot2khG+yxT5VLbZgMJhkPVIWgbHkTKfTEYvF1HukkgqYzxhb4242YtQuFd99e2aECyVJwmg0ci4UplLS87c6EV56CamlhZHKCoxHjmI9eYr24iLKy8vRarV0dHSwf/9+XnrppRl1s0iFtURHevEe34pGoyE/P5+BgQGysrLIycnh3LlzSVYihTBdqtVKlmX8fj9Op1PVURscHKSpqQmr1YrRaCQ/P5+LFy+ycuVKDhw4oLrrUyFxsyPmilT+t0o0Bg3SaxKhrg/ar9PpsJw9ych3vq66Kyd7z2RZVpNWiouLVSt5KBTKKKFiAQtYIEhzBCU9fjqCjx6Ph9bWVo4ePcqJEycYHBykuLg45bE5OTmsWLECnU7H/v37aWlp4eDBgzQ1NeHz+TAajWi1WtW6YTKZCIVCaclL4mKoLOaJE5XiLmxvb0+5i51uuv3q1avZvHnztAN8DYZRleGxxEPRU1GeS1HAVpAJUVGK5yb2g2LdU5BuMleK6irfK4HwHxaCpDy7gssZgH254Xa7cbvdvJfl4HqrFV88ztt2G3ecPIkRiGu1+O02rrzySsLhMC6Xi82bN/Pqq6/S1NQ0o23x7Ps9gSOvQSyKTpIoLy8nJyeHVatWsXHjRr797W9js9kYHBzEbDYTDocJh8MzYtnr6+ujsrJSVeLXaDQUFBTg9XppaGhg9erVNDY2UlFRgVarxe/3c/DgQTwez4T3ty63ojFoaP/7dpUc6XQ6NBoNRqORq6++mvPnzyOKIl6vl56enknnk56eHuLxOL29vTQ2NtLR0UEkEmF4eHhO3tWF2m4fLiwUq50DCILA0qVLue+++9BoNDidTh599NGMz29qauLUqVP4/X6OHj3KgQMH0sYeATz00EMYjUZ27tzJuXPn1MV3tn/7mchYyvQaGo0GjUYz4bEOhwOfzzdhnIQiggmjJGeigrozgUzLbSwgc2RiXbgU3GCx8M/FJTw77OJ/BQLcn5/Pn2u0/G12Nv/08kvk5OSwZ88edu3axfPPP09zczNut3tGF2Sr1UpOTg6dnZ2YTCYaGhr4oz/6I774xS/S2dnJPffcQ2lpKW+88QaLFi2ivb19VuoO2mw2Hn/8cfXfTz75JPF4nLNnz6LX6zl27BjZ2dn83d/9HW+//XbSpiHLZECv09Hr/qBdWpuWmDuGRqNBEAQsFgv5+fnE43EeeughzGYzXV1deDwedu/ezZkzZyadx5S4v6KiIjweD8FgcFaK6QqCgCAIE47nFStWcOzYsYUxP7+QtlhtZoqEC5gxKDodSjr/2FiVTFBbW0thYSHnzp1jaGhoQnIE8Mwzz7Bz504GBwdVd87lIMYzsSDk5uZmdJzFYkk6NpXYpsvlIi8vb0KLXTgcZnBwkMHBwYzJkcFgSLI6TQVms/mShTYXkAy73Y74fur3bGCb18tOn5cH7FnIXi+/aGvj2F/9Jbf92dd59tln6ejoYMuWLfz85z/n4MGDGcXhTBVFRUVs2rSJqqoq7rjjDv7lX/6Fhx9+mFgsxve+9z0effRRBgcHEUWREydOzBg5Uiw6ChIzb6+99lpgdI5ra2vj8OHDHDp0CI/Hw7e//W2KioqS3FrfvuUT/NebNyVdP+YeJbYmkwmr1crIyAgrVqzglltuwWQy0dHRwdGjR3n99de5+H5A/ETQaDTU19ezdu1aBgcHsVqtrFy5MkmKIRNkMkb1en3aOFAFR44cGReisID5iwUX22WGwWBAEATcbrdKlqaym5Blmd27d7Njxw4CgUDGi/iZM2em2+SMMJOKy4pVRXE/ZWIRUNwfMDqJOxyOlEU6Ozs7Z3xi2rRpEx0dHePSqwVBUJ9B+fdYYppKMkAURbRa7bRLUHzcMZke2ETIxKKXpdWy0mjkDa8Xz/vHfvahh/jDP/xDtm/fzte+9rUZ24CMjVFTcP78eXQ6Hffccw9/9Vd/xZ49ezAYDFy4cIHPf/7zaDQa7rvvPo4cOYIsyxnF2mWCxPEtCAKnTp3CZDJxxx138O677yLLMnkleQwJQ5w9OqruX1JSgtPpxGazJcWoie+PQ6MkEggnu5QVQqfRaHj99df53ve+x8GDB9m4vAGbQeLqq6/mnXfeSQqYHgtBEMjNzaWvr49HHnmENWvWkJWVBcCNN97IwYMHaW5upr+/P610hyAIaDQaSkpKJpUdCQaDUxqzBQUFDAwMJM0PcPnEUxcwORYI0mWGEiQ5NDTEqVOnWLx4sWrRySRosLu7m6GhIQYHB9m1a1faQqDTxXRdPvn5+WzYsIHf//73Uzpv7KRgMBiorq7m9OnTbNq0ia1bt7J27Vr27ds3buIwGAxEo9FxpGyyFOrpul/SxQ9s2bIl5fFj06lLS0vTKp0nwmw2YzabZzTraQGZob6+ntOnT6cl+npB4B8KizAIGv7PwAcE3Ol08vTTqTVwLgVj22EwGDAYDKxevZovf/nL+P1+2tvbuf7663m3uY9CIciaNWt44oknePfdd9Vx8OlPf5qDBw+qZUBmAuXl5eTl5REKhXjgDx7gze1vsnPnzqRjqpdXs3TpUhobG4nFYup412o+mOtKsmyc7Usuz6OgsrISgH/4h3/AbDJR7x8A0UCsqBJJkhBFMaVkgV6vJxwOU1lZyYoVK2hqaqKhoQGXy4XL5VLrX65Zs4ZYLMaRI0c4evQoQ0NDalyTIAjk5+ezaNGiWak1OXZ8FxYWIorirOm/LWDqWHCxzRECgYBq4QgGg7zxxhsZnXfo0CGee+453njjDZqbm2e0TRaLhccee2xa5/b09EyZHMGo9eXWW29Fp9NhNBoJBoOcOHECs9nM1q1bkSSJvXv3jiNHBQUF42KO9Ho9DoeDeDw+ZZdCcXEx5eXlEx6jLDZLly5Fp9NhMBgyrpsHo7t+JVgcRuNIlNgpZeHQaDR4PJ60hTw1Gs2kZvxLgdVqTamyfrnhdDqnpCo/U2hqaprQCvr1XCfXmEz8954e2hJi2fr6+i5H81RrhtVqZfuOHRRX1mAymXjteDcP/78DvNI+Ssoff/xxamtrsVgsCILAb3/72xklRwAdnR2cCp8ieH2Qe7fdyw9DP2Rb0Ta2F27nRNUJij5RxKKCRbz22muUl5erbQG4cUmNep2S7Ky09/B6vbS2tlJbW8vy6iq0AkQMFs6dO4coihQWFqY8LxKJUNWwjJaWFkwmEz/+8Y+RJImuri6+//3v09zczK9//Wt++9vfcvDgQZYvX84XvvAFvva1r6llmGRZpqenZ0rkSJIkbDYbWq0Wh8MxpbHa1dW1QI7mGRaCtOcAFouFrKwscnNzufvuu9U03bvuuittEdnu7m7a29vZvHkzzz//fEaWiLmAktEyXR2fsW6p6bbBZDLNSlDqbKG6uhq3240kSeh0urQyCQuYW1g1Gq4ymXj7/XdLEAQqKytpa2vDarXOqMq6gtLS0iTLht1uZ2nDMkzXP0prJIu7VxTzJ9dW8e3fH+XYRTevfW0jLY3bOXr0KG+++SaNjY0z4q5taGigq6sLl9uFY6MD5+1OxBwR2S9TFa+iwdLA3Z+8mxV5K5C0El6vN4nkrl69msOHD1Nos/C1G9dz+HwXFbkOLrrc/MfewyldS3V1dRQWFtLc3MxtVzZQZxbpLqgiKmiwWCzs3LmTd999F/jAzS9YbVTc+yDuP/gTqt2DfMFhZPBUE1VVVUS9Xs6dOa0WD1bcl3q9nqKiIm688UbsdjvPPPPQz3d/AAAgAElEQVRMxnNseXk5oijS399PPB7HaDQyMDCAxWJZyFj7cGB+B2mbzeaPlSaF1+uls7OTzs5OmpqaaGlpobe3l7fffjulaygcDvP666/zox/9iC1btjA0NIRGo2Hx4sU8+OCDGd3zhhtuSKoFNVMY+7vJsnxJk0ImKr8lJSUTWjkUrZasrCwEQWD58uVq7IHJZEr5rm3atIlbbrllSm1du3YteXl5aDQa8vLyJuxfu90+6fWUUg0flhT/2URBQUGSFlc6zGYwdip44nHe9noRRZHS0lJkWaatrW30u1kgRwAXLlzA5/OpxL+yshL9yrs4G86iyhjgtaZubvlfOzl20c3SrBgHtr3EsWPHaGpq4uDBgzMWy9bU1MRIaISq71RR9EdFhIfCdPywgxNfPUHj9xop8hRhd9s5fmS0hmIiOfrRj37E+fPnicfj3Ld6Gd5QmBcPn+DC0AjVeTlkm40p7ykIAoWFhaNucc8wcYORk2dbuPPOOyktLWV4eBhRFNHr9djtdvR33k/2c9tw/8GfoA2FOCeZ+IuYiX+svZrHdLn8usfFddddR2VlpVoHU6vV4vV6aW5u5t///d8ZGRnhoYceGlfQWxAE1q9fjyRJ3Hnnndxyyy2sWLGC4uJi1q5dy6233kphYSFDQ0OYzWaCwaCqdTdVaDSaeWHJ/bhjwYI0R1BcSvF4HKfTyec+9zlOnz7No48+yvXXX8+uXbswmUxUV1fz7LPP0tvby+bNmzl9+rQaI5RJaruC6aY+Z2dnX1LQa6ZQdKEikQiCIGC32xkeHk557FRLf6SLq1L0n2w2G4Ig4PF4Ju2jwsJCenp6kGWZ7OxsPB6P2uaptCk3N5ehoSE1GD0ej2O1WtUdrSRJSeVRFJSXl6c0w6cL5p0pTKfcyofpftPBXLUxr7AI0wP/hOTp4usr9dz70CNsOdHNznfepjjWQ19PF2vWrGHz5s1s27YtpayF5JSwXW3DfpUdfaEef6sf32kfkbYII6dHkKOpn6viWxWYakx0/rQTd+MHGyGdTkd5eTnr1q0jHA6zZs0aLJZRV9jZs2c5ffo0zc3NVOdm8YUNV/Gb/UdpbO8k32bhy59YSzQe5yfb9zLoTRZS1Wg05OVk88e3fQq7f5hBjcRbZ8+zbNky8vPzaWxsZN++fQSDQXRmM7Zf/CdC1uhGZf2Zw9T0XuC9uBbRbKGiooJS3wh7f/ssnZ2dhMNhent7x5UbsVgsPPzww9jtdrZu3UpjYyOVlZXcf//9SJLEwYMHMZvN1NbWqhvVnp4empubycvLIxAI8LOf/Qyv14vT6cTpdM64DtYCZhRpLUgLBGmOYDAYMJvNDA4OotVqsdvtPPbYYxiNRpxOJwMDA9TU1HDhwgU8Hg/PPPMMLS0tl12lOHERmO4ivHr1ag4dOpQ2+DuVfshki8+DDz5IY2Mj586dA0YDr7VaLaIoTrpjdjqdqpJ3YWEhPp8Pl8s16XPp9fokJXElw2Wi2m6KjtNYkpb47w0bNtDa2kpPTw96vV4Vr0xVEiWR6H71q1/lmWeeyajtqaAEJC9oskwNWq0Wo9E4oQtXFMVZ0doBsCy7gZxbH2e19z1WFpmQJAmfz0dhYSFvvfUWV111FaFQiC1btrBv375xFknnHU7y7x115ftb/QTaA5gWmTCUGRA0AvFQHM9xD+4DboIXgpQ8WkJkIIL3hJeizxXR9XQXQ9vGb5oUC9eGDRs4f/48RUVFHDp0CJ/Pp/bF125Yh0Gn4+/f2EH8/b4ptFv50qY1xGWZ3x44xumeD4Lfi5w5fGn9KsySSKc3iDe3iJAM7733nlqzsL+/H1mWMd5xH7bHv4Pria8iWm1oD+xm1cqVSJLEhg0bOHHiBEajkYKCAt55551RVfRz51K6s81mM3fffTfV1dX09fWRl5cHjArdKnFFiTUeTSYThw8f5tSpU5SWlmI2m3nuueeoq6vjzJkzU87uNZvNlJaWzkrh4QWMwwJBmm9QUlDr6+s5cuQIbreb8vJy7rnnHrRaLe+++65az+ngwYPjSgdcCrKysojFYqpLYLZ3wna7fUpFITO9ZiAQUGt/pUul1+l0ZGVl4ff7VcLhdDoZGRkhHA4jiiIWi4VIJILP50Or1aLT6VKSLEEQ1HIKhYWFyLKsktZYLDYt15jRaESn0xEIBFR3nZL6m/gciqvB7XarC3NOTg7RaHRa5VdglPDN1Ds1H5GTk0MwGJy2evtEmCzbczbHVMHDP0Q0mMg79HOGXS5qa2spKCjAbrcTi8U4cOAAfr8fg8HA4cOHx72XJY+WYK4z0/Y3bUQGI2rcX0QbwVxrxtJgwbbKhugYdV/G/DGQQWvWEhmK0Pyt5rQWJhhd3PWShChJ9PX1qf1QX5Q3aj3ad4TGjuQMrnybhc9ds5ICu5UD5y7w4pGTBCNR7rpyKesWlfH6uR72nzqDwWCgrKyM811dxP7L19EWFBF89y2CO97C8vCXMNxyF303fuDWKikpQafT8dOf/pS3336b7u5uurq6KC8vp6uri+PHj9Pd3Z1y4ylJEkuXLuWWW25RXbmNjY2UlZVRVFTE7bffzgsvvKA+c1dXF9u3bx99nvx8Wlpa6OzsnNYY02g0aTP0FjDjSEuQFtL85wiyLONyuVTTqyzLdHZ2cvr0aXVxDgQC7N+/n4GBgRmJSzGZTITDYbxer+qem0ple5vNht/vn/JuaDYCFR0OB5WVlXR1dSXpHSlFcJUg7VgsxsjICMXFxepOUSmRsmLFCqLRKF1dXcTjcZUwpFv4ZFnGZrPR39+P3+/HbDarFqWx54iiiN1ux+PxpJ3kbDYbgUBAjTtzu91otVoMBoMa4KnEJSnvyx133MFvf/tbYLQGVk5OzrTj90KhEHl5eQwMDHwkrUhut3vWnmuy684WOdIXL0ZfWINr608YOnMKs9mMwWAgGAwSi8Voa2vj5ptvZu/evaqFMxXiwTiRwQ8U9SORyKjl6IgHzxEP3c90Y6oxYb3Cysj+EcL9YRybHATbgxOSI4AsScsfrbuSX+8b1WByOp0MDg5yw5JqBjw+Dp0fn8DR6/byw627uKm+husWV7G0KB9PMESOxUxj+0W8wmiRa7/fTyAQQPzyNzHeeCvRjjasf/pNrH/6TQACr7+gXlOn09Hb2wvA888/T319PVu3bsXtdqt1KIeHh9P+lpFIhMOHD9Pa2sqqVatUSxiMbjL37NmDVqvl4sWLDA0NYbFYWLVqFRqNhq6uLnp7e6dNcOLx+AI5mgdYIEhziGg0yuDgYFIF7P379xOLjUrt+/1++vv71UG5YcMGuru71XTdTF1KCpR6YcrkPdWFVZmEp4qxi4XZbCYUCl2SqKQSnzTW0gLJk4sy+SskStmVZWVlEYlEGBoawuv1JlVAT7e4KbEGoVBIbX80Gk2aYCsqKsjLy6OxsVG9bjoEAgH1++zsbCKRyGicRGkpZ8+eHRf7FQgEaGxsVBdEYNrWIwWXen46KJa9ubRQz9dgd8VKOZ0F0LrqTuJBL57j25AjQSRJQq/XY7VaycrKYuXKlezevRuXy5W27IXWOF4oddxxMvib/fibP3DzDr6RWqsoEXajgcdv2gjA5665EpcvgEYjEI/LlDjs7G07r7rWxiIWj/NG0xmaLvawsaYCnVZDfyDEmyea0RiM6lgJ6kTMV11DaN9uhp/4CtriMvSbbkTQG/D96qcfXO/9ue7ee+/lpZde4uzZs5w9e1Yds4nu8lRQ3l23280777xDdnY2WVlZlJeXc80117Bnzx5CoRCVlZUUFRXR1tbG8PAwdrsdl8tFLBbj9ttv55VXXgFQZUFSuc4XMD+xQJDmGGMVqBWftiiKnDt3LomQdHd3J7mqZFmeEmEZu1hPdfGaqIbZVKBMTJeyiI6MjBCNRpMWQZ1OhyRJ+P3+pL8bjUbVzWIymVR32MDAgGqlmSzYvbq6GlmWkzKVUlmblIKc8Xh8HHE1GAxJrrjENirPohThHB4eTmq3gra2NkRRVLOZWlpaKCoqSlLknQoutbp7Okzldy0pKeHixYvzPih7phCPx5PGrSAIOJ3OSbWUtJYcTLXr8Bx8GTkSVNWxGxsbsdlsLFu2jIKCAo4dO4YoigwODmIymZJIsPNOJ9blVgbeHJidZ5NlWvoGsRv1DPmS362WvkGOd/aMO0ev12MymdSqAJ2uEZ7dfxQYDZj2BoIQGB1L+nWbsD7+HTT2LII//9/Y7Xa0AS9Dv/5/466rvE8dHR3q3On3+6f9nnm9XrKysrDb7QwNDaHX6xkZGaGmpoZwOMyJEyc4e/YsTqeT8vJyent7aW9vVy3TsVjsI2mpnQo+bG79BYI0D5BqwMqyPG5xHCv0NhOlAy4nFAuNQrSm6xrKysoajZmIRNDr9YiiiM/nS7koC4LAkiVLOHTokHqOEtCtZKABaprwRAVqL168qC5sJpMJnU6Hz+cjFouh1+uRZVmt45YKsizziU98grfeemtcO71eL4Ig0NXVpQZrl5aWqqStr69PdVVGIhGys7MJhUJYrVbi8Tg6nW7SHfHlxFQWoflq6ZktyLI8joxnYk21rLgZNBp8R1/HZDKRm5tLVVUVR48exev1qvFp3d3dGI1G9Z1Ufoucm3LI/3Q+rl0uep4dT1S0Wi1XXnnlhOU7JoMnGOL/bt8LjFpcMwkynmijp8TbaQuLMX/hMYw33EKktZnhJ75KtOUMks026Tt/+PDhlPNpJhAEgTVr1rB37170er1qQVKSQzQaDV6vl46ODo4dO8bIyIjq1iwtLWX79u1q/NLH7T1PhQ/bJmiBIM0xNJpRwbOx7pSZqGmmZFDNNSRJUkmRkt1jsViIRqOj6bk6HVqtdtzOQpIkNQBaEAS11EdWVhbxeFwNNld2yooKtQJBECgqKkqSRfD7/aqLQwm6DgQCxGIxRFFMO9l2dnYmWYQSC6KaTCZkWZ40ED0UCiFJ0ri/WywW1X0ZiUTUAsYGgwG9Xo/FYiEUCqkEqby8nFAoRGtrKyUlJQwPD09qSZzPafNKnMjHFbIsZySlIeUvItLfQWykF/F9RfbETMqWlhYMBgM+nw+3201JSQlerxf7OjvGRUZsq2wE2gNc/LeLZNmzMJlM4wRdE5XeLxWZ6viEw+G01mltYTHmh/4Lhk/dDrEY3l/9X3zP/Bu8P695PJ5JN1qXmvlrtVq54YYbKCgooKqqKum73NxcTpw4wYEDB+jo6MBkMtHb28vZs2dZtGgRsECMEjFTXojLhQWCNMdIR5AWL15Mc3PzJWXKTKUMxmzCYDAQDocpKCjA6/USj8exWCz4/X5CoRBGo1FVIfb7/eqEpsRmxWIxCgoKEARBTZnv6+tTM1SUYpySJI0jSFlZWWq9umAwiEajUbPqLBYLDocDWZYZHh5WRedSYay7TNFQEkWR/Px8BgYGJhz8Snr+q6++Cnzw2yjB4RqNRm2fYg3q6urCYrEQCASw2WyIokgkEsHpdHLy5ElkWSYQCKjHT+SynM8EaQGTQxAN6IvqCHWeJBaL4fP58Pl849See3p61IKwnZ2dAOTfl4/WrCUeGA3CRh4l9Q6HI4kgxWIxdu3aNf7e03x3jh49OuVzVOgN2L7yLQw33wGxGP4XNuP/za+IDyYXoJ6tODdlvCr6ToWFhfj9fg4cOMCRI0e47bbbCIfD6PV68vLyWLduHUajkX379qmEfz5oH0mSRFFR0WVX5nc6nWi1Wnp6xlsqP0yYtwTp4zKhRyKRlJL2a9asoaWlJS1BUup3TbQ7GrtgK4t6un6dap9r36/GPdkOTSEXixYt4vjx4+Tn5ye5jARBwGg0qhYjv9+PTqdLCmYsLy/n+PHjmEwmotEoOp2OtrY2tS6VkomWiHg8zokTJ8a12WQy4Xa7GRkZUd1TNptNJSrpFJETU7sV15qicBwIBNR4slT9oezMlRgIrVaLIAiEw2EGBwex2+1qfJTNZsNoNDI4OIhGo2FoaIi6ujpVoLK5uVntm8HBQWRZxmQyIYpiWndFpq63hYricwON0YaxciW+0zsh/v7vJ2gw1a1HZ89DyqtCa7Izsu+5Ca8zMDBAXl4eLpdrlEzf6UR0iPRs7mHg9Q/ijrq6ujIuBzST74Ki8TXZ+yjWLsF42z0EtryM91//eRwxygQmkynjgGidTodGoyEcDiMIgmpNrq6upri4mL179yYVpX7ppZcwGo1q7OD69eu56qqrWLJkCUePHsXv97Nnz54pt3kmkPgsBoOBhoaGy06QiouLMRgMCwRptjA2BT0TQvBRwq9+9asJv5+u7k04HE7rdlMIT6ZuOYVQTFbzTCFq+/btU+vQJapku91u3G63Kq+vWNUSla2bmpooLy9XrWpKiYDOzs5J25tIbBTLTDweR6vVEggEqKiowGKx0N3dPaG7R6/XqxOikiWkZMnFYjE1SyUVwdJoNBQWFtLe3k44HFbN7ooat8/nw2g0kpOTQ05Ojhqn0tXVNVpDKhpFkiRqamoYGhpSd6eKxStVRt1ESEeGRVFU3ZoTIdFtOt+huF9nsjafVqslKysrbbxZ5hcSyVr/B1hX3Y5GMhILeghdPI25bj22tfchOorUQ/3N7xHumjym5+qrr+a9995jODhM9vXZuHa5GHgjfVD2bG5Gx+pFKdIXE2beiiLmh7+EHI/j+/W/TYscKeMt0wK9RqMRg8Ggik4qrv9ly0YL3l5xxRW8/fbbatC7khWrbCheeOEFfL5GNm68kvXr1wPQ0tJy2YoYJ8JkMmE0Gunt7cXtdqtZdJcTitX+w44PjVCk2WxGr9dflrIXHwVMp7SIRqMhNzd3Vga1yWRSMzkUkUelRMfYRV1R7HY4HAwNDSFJElVVVdTV1bFlyxZWr15NU1MTPp9vXEZQKiQWEdVqtZjNZrxeb5KIZKaLZ21tLWfPnlXLgSgaRdPFH//xH7N161YkSaKyslJtp8Ph4MyZMwSDQbKyssjOzk7p/oDR8idms5n+/v6M0/YVa52ScTdVVFVVqTXI5jsU98e2bdtm7Jo5OTnce++9/OxnP7uk6xgXXU3efX9JqKsZfVEt4f4OxOwiBK1IqKeFkd2/Jth+FJCRo1MnpDqHjuhwFNK8ohqNBkmSxhGW2Sq8O5nAJoB01Tocf/dj3D/6PoGXfjfjbZgKNBoNn/nMZ1i8eDE//elPueaaa3jrrbfUvjEajcRiMcLhMH/xnTzq6gy0tT6inv/UU0/NVdMXkDnmd7HaTODz+RbI0RQwHUtbPB6/JHIkCILqShobOLl48WJyc3ORJElVsbZaraMFJscEcyplCRQX3IoVKzh9+jQ7duwgFAqxd+9eRkZGVMuNXq8fdw0lxkev1ycphlutVpVYrV69WnVrKfFOioLt2OsoqKmpUf8WDocnJEeKRW4ivPrqq0iSxMaNGxkaGqKkpITPfe5zFBcXq4KX1dXV7N69e9y5SuB6X18fLpeLgoICtSjvZAiHw+Tn5+N0Osc9YybZhZeTHCl1+qaLPXv2zCg5glHX5qWSIwDN++/dyJ7fIMtxNHojnoOv0P30N+j51Z8RaNmPHA2NI0darTajIOioKz05AlLKUQB85StfmZUYxkzIuKBkfZ06nvR3SZIue1Hz2tpaFi9ezJtvvklPTw/PP/98EnEMBALqbxHwx8nK0tDZefaytnEBswglyG0uP4wO4Y/UR6PRzHkb5vLZy8vL1X/bbDbZaDTKWVlZ8urVq2W73T7uHJ1OJ5vN5gmva7VaZUEQ5HvvvVfOz8+XAdloNMoGg0E9RhAE2WKxyIsXL5b1er383e9+V/2uoKBALigokEtKSmSdTievXbtWXrx4sWwymcbdSxAE2Wq1yrW1tVN+fkEQZIfDIa9bt27c31Mdr9Vq5fz8fHnlypXyV7/6VfnnP/+5/M1vflOurq6WS0tL5ZycHLm4uHjceU6nU/7KV74i19XVyaIoTtomq9WaUfsdDodss9nm/D1SPosWLRrXlzPxSXxvZvqTyfjX6/VyzXX3yeXffkUWnZWyRm+WIfU7kulHq9XO+e81WX8IgpB2LACyft0mOf/tw7KuZvGctxuQS0pKMjqupkaS39pWJf/BH2TJkiTJkiTNedsXPhl9GtNyk7kmRx9VgvTEE0/IFotlztsxE5+cnJyUE1pFRYVcXV2d9DeFoIw9trCwUF60aJEsiqK8du1aleBk8tHpdBkdZzQa5by8PPXfWq1W/sQnPiFnZWWlva7JZMr4+mM/JSUlsl6vl3U6nWwwGGRJkuTa2lr5lltukcvKysYdn4qIJX7Kysrka6+9Vv7Wt74lP/300/Kjjz4qFxYWyoIgJBGWRYsWjTtXq9WqJEghmoIgpFwwnU7nnL9TH/XPN77xDTk3N3fCYwS9Wbat/YxKkOa6zTP9SRwDjzzyiFxaWiqLoih/6lOfktevXy8vXrxYXrx48TgyLlhtsrhkmcwsEliHwyHr9foZvabVqpF/9/ty+V//LTNCtfCZN5+0BOlDE4O0gPmFdNlOSlpsquBIo9FIdnY2RqORnp4e8vLyCIfDajpy4jWqq6snFZmzWq1EIpEkF4Fer8fhcGScPXH77bfT3t6edC+Hw4HD4aC5uTnlOSaTiUAgMKF7LTHwNTEeTJIkFi9eTFNT0zh3w/LlywkGg7S1takFbCdCYWEhvb29U44hMhgMrFq1ij179ixkqyVAya68XH1iXnYjubf+GQB9v/9rAq37L8t9LydKS0spLi7muuuuY/ny5bS2tuJyuTh27BhutxudTqeW5LncafGJOmupMBUdOatVw5//uZO115j4y7/s4cD+qSvUKyEABoNhToK7P8ZIG4O0QJAWMGPQ6XTk5OSomWAWiyUp+LmoqIj+/v6MhNOUyWI2Ct0qcDqd+P3+Syo/cCmor6+ntbVVTUcOhUI4HA40Gg2Dg4Pk5+ezdu1aXnzxxZTnm81mVfgyscZeKgiCgMViUWUUFE2ly4H8/HwqKirYt2/fZbnfhwU6ez75D34PXVYBA6/8E74Tb891k2YUpaWlPPzww1y8eBGA9evXc/LkSZ5//nkGBga47rrrsNlsvPnmm7hcrknJiJKFO5NjdenSpciyTF9fHxaLhby8POrq6nj66acnPK+iooLe3l51E/N/flJMba0etzvGp+/pmPBcSVKyX2fsMRZwafjwB2kvYP4jGo0m7XwUcmQymYDRWnLKolxVVUVubm7K62g0GvLy8maUHJWWlo7728DAgKp5kgiz2UxdXd0l31On05Gfn5/2+9OnTxMKhXC5XBiNRoxGIy6Xi5GREURRpK+vTxWWTMSnPvUpBEEgJyeHvLw88vPz0wpcCoKAJEnIsqwW2f3mN7+ZMTlSLHKXgr6+Pg4cOHBJ1/ioQBECBYiO9BI4dwgAOZJZwekPE0KhEOfPn+fs2bP82Z/9GQMDA2rdtWg0ytatW3njjTfIz8+nvr4+o+vNFDlSLOChUAidTkd9fT3r169Xkxyqq6snPL+joyPJwqvEs9tsowHbRUVFKc/Lztby2uuVvP5GFd/9bh4Ox6iiv/JZwPzCggXpIwCtVovVak3SFpptpFJtTqXaWlFRQUdHx7iJTavVJqWYG41GioqK0Ov1nDx5MqVMgVarpaamhnPnzk254GE62YNUGjBjCwgnQrH2pDO/OxwOzGaz6jbMJK05VTuMRiNms1kVgkyEot6r1NwKBoNpCY8gCKpsQmFhoSoDkErWQJFfGKtv9HEQbV26dOk4UdHLAUHUk3Pr4wy8+LeX/d6ziSuuuIJ169Zx6NAhysrKyM3NVVXjX3vtNfR6PcFgkOHhYerr68nNzaWpqYmWlpZZb5sinBiNRsnJyWHFihXcfPPNWK1WduzYQUNDA08//TQnTpxQx9VYa/hYLFokceNNFva+5+fo0WDacW8wCNx1tw2HQ8tdd9mJRkU6O6+lt6eEXbt2ceLECWRZxuv1zqhu1wImRFoLkvbJJ5+8zG0Zj6eeemruGzGPoZCRdFDECi/nIpbqXvF4XE2hV6AoTqc6P/EasVgMr9eLy+VSj8/OzlZ3aY888gjHjx9XJQIUKDXVJnv2TPrGYDCoek1jJ7fFixczMDCgkiLl+7G7PkV6wGw2EwwGU95XpzcQj40nV3q9XiVysVgsZTtgtK/Kysro6+sjNzdX7XNF02astpQiuBoIBFQrUipEIhHy8/PRaDTjjlHUzhNJ4erVq1OqMStuwg9TDSq32z0jIrQ2m21q5D0ew38mtb7VhxkjIyPY7XZycnJ46qmnWLJkCRUVFRgMBlWBXhlPJpOJeDxOKBRSBRhnu22hUIhoNEpeXh4lJSWqBamyslLdUIyMjDAwMCqwqUiPpILFYsHthr17PfT2jo6PdMdGo3CiKURnp53urgIaGkSKi08Rj+uRpMWUlZURj8c5f/78lN5HURQ/FhuZWUL3k08+mVKzY94qac83rFu3Dr/fPycKoZlYIJT6ZlPZdUiSNK6kx6VAIWqJmGyRTNQ2MZlMuFwuVbByeHiYtWvXsnfvXt58882Uk9REsTdTnTASFa7H4sKFC0DyxKfUSUucyJQYn3QaMhqDFeeDf4P3+DY8B18a9yxKu5UdqMFgIDs7m66uLvR6PTqdDp/Px1VXXcWZM2eSSFtxcTE+nw+Xy4Ver0cUxaT3IZHcpFLCVixLivid1+vFYDCQlZWlqocr7bv//vt5/fXXUz5jpmKV8wFKP0zVIpkO06kY/1GE3W4nOzubRx99lOrqamRZ5vz58zQ0NFBTU8OOHTtoamri3LlzXLhwgQsXLqSchzZs2MDu3btTbzTer8M4VWI79rfOysoiGoly7NgxAoEABoOBDRs2IMsynZ2dav3IsVDKaVitVhwOB5FIhPb2drq7u1XF7VRYtGgRhYWFDA3B7l0rueHGd9BqzwNl1NbWIggCnZ2dUyoPMhGBW8D0sUCQMkRbW9u83hErMSZTwe3rsLkAACAASURBVFRKU6RCQ0MDer2etrY28vPzJ806S9cGhSAprqvs7Gy8Xq96bRhddBMngLy8PDwez4SZXlOdMCbqi8SFTyFeioVnLBFTitjm5eWNs7DkfeZJxJxSIkPJmXtKHTWlPxQLWyQSUV2n0WiUWCyG0+nk0KFDxGIxIpEIBoMBg8FAZWUl58+fZ2hoiIqKCgoLC9m+fbvqZlPeX6UQcip4vV5CoZAqfheJRNSadcqz5ubm0tjYmDZGLNPMn7EoLi6mt7d32udPBzN9r49LKaTJ4HQ66enpIRqNqtlqer2eQCCAw+GguLiYlpYWVTx2//796vtlMBjUcd3S0pJ2HMdiMR5b8xCfrNmg/u3CSDdPbPlH3KHJN4omk4nBwUE26ZaxZKiUoQotubm5+P1+Kioq2L9/PzfffDO///3vx5170003IcsyN4248UsS5ysq1HqKXV1dE74H/f39lJaWUlNTg8lkJRod9RJcuHCBs2fPqgKxJSUl4zJ8x2JsSa4FzCwWgrQzRE9Pz6XXXZoiVq5cmTb4NhWmSuDi8XjGC0Qqi8jQ0BD9/f2EQqFpxz8ppUISXUpKZlk4HFaDvsPhMCaTSSVTgUBAbXtRURFlZWVTuu+lqPIqqs6KWzPV5KRYkpIUoLUi+qI6tGffwRHsZtWqVZjNZioqKigqKkKSJERRVAtlJl5H+X+lMO6pU6eSjjEajXR1deFyuRBFManSuxLrpZCb4eHhtGQwFoupAaPKb6O45pRrBQKBcTIOSuBxOmQS+D7WPTsWkiSRl5c34TUmg7L4WCwWYHo1DRcwOaLRKD6fj6effppjx44xMuzm2CtDDJ8btbwajUa8Xi9utxuz2az+DsomQUG6eeX7n/wGzz/0Y7696YvIyAwH3YwEPdxcey3/cf8PsOkt6rEVFRUANOTX8nc3/1e+sOo+DLrRorler5fuoV4KRiyU7xOpOGpgcXMWVqsVvV6P3W5Pef8LFy7Q0tLCHW43DwwMkG8y4XA4KC8vp76+fkJF++rqahYtWkRBQQE9PT20tWnp6IipzxqPx+nu7s7IG5A49ywEes88FixI8xhzlX6uILEqdKp2JFpHxprHp+reUo5PDCBOtIgFg0EMBoN6zUTz9XQsYanaJkmSWsA2HXJyctSJLF0gpvIsw8PDKUtkxJd8imIpxlVOGb1eT19fH6FQiKysLAKBQNKzjb2H0j8KIVEsQx6PJykrr7e3N4kwKzvaaDSqxlWMhdFoVImo4mJTnkdxZyiLylhM9lsrMSYTYTKSPXbxnC4SkwOmA8W6dqmu6bGWvcuB2tpawuHwpO4bs9k8ZXehkrggCAJlZWXqBuLQoUPk5xUSj8KBFzpZ95kKli9fzsGDBzl16pQqA6AgsT/S/U4GnR4Z+OHuX/BPu36h/v2m6vX837v/mv+4/wfc+8xXiMoxNtZdzfeu+RrXlq0mFA2j10k8tvYhvrv1R2xt283Tp17GkZ/DGn0D2oCWWDzOUG8vJSUlafvg9OnTSJLExdo6iiMRbuzr5/iiRdjtdlauXElLSwsulytlHKGy+WtqasJsNrPz3Ur0ej1Wa5xAIMDg4CCiKGIymTIaEwuYPXzkCFJ9fT3Nzc2X1Uw/Uxi7GE7HZTWdeyqBwUajcZwrKZ0g5FiMzfzKhCBNNYYgXQXw6YiqpVqUlDpsCkFKtRBqtVq1n8bu1rRaLaIoJgVap3u2/kW34u/5HTk5OfT19eF2u9Hr9cRisQnf3cT+Vf6riO3BaKB5NBpNer7E98rj8WAwGMb1pSiK6gKnBJrrdDoMBgMajSZtwLmCyX7DQCAwpZiKVIhEIlOqx2i32wmHw0mENx6PTyrAmQlmqk7Z5d7xS5KUcVblVKGQcyWuUavVYrFYiFy0sf+Fdj7x6StBhj2/a+fqe0qorKwkEAio8X2pMDZOTsGfv/b9lH/f2rKbb73+9/zo9u9wa90mHlh5OxtLVuGLBdgVOcFe/0kGz3TzYNkn+cldT/L4a/+TxpFTvNyxg6GSKPX19cTjcczDUaLR6ITvmyRJ/G1+Hl8zGKg5dgxpZATDjTciiiKhUIgzZ86k3BScPn1aHVcrV66ksrJSTeo4fPgw58+fx2q1TmqVHYupkiW73Y7b7V4gWRNg3rjY0pkyp4ri4uJLKmw5l5iN4pCTQSE2giCMK36p0+kyjmtSrqMgk0lYo9GozzxbgzRxok836SvERnHvJbZvbJ/09fUhiiIajSaJFCjPL4qiaolSriFJUsr7Dg0N4fV6ycvLQ6/XMzg4iCAISbpD6fpRIUCRSERtD4ySyHA4rAZ6j30GpY1WqxUgyRIVDAbVDKPEIpxKILNCzhRdq/kOk8k0JRd1pki0rl0KZFlOSwBmC5mm0k/1+TQaDdFoFJ1Oh06nY9euXeh0Og4eOERWqJZgl5HGt0+z6AY9+uwo+//zAp0n3MTj8WnP/VqtNuWcue38O/hiHr5w9T1sLFnFRQY51NCPvNrO+us3EsoV+NIbT7Kv8xgbylcxNDTE2bNnuXDhAg6Hg1WrVuH3+zlw4EDKItEKrFYrra2t/FIU2V5bg+PCBdZu3kyJ10t2djZZWVlUVVWN6ycY1WDLyclRkyqUfnA4HGi1Wlwu14TEcSaQGLKQCvPRXXe51/Z5Y0HKzc2dETa7devWGWrR5cdcWL0SrRxjd0tWqzXj3XaiCyVTif7LsTgkWrLGkhoFSuyPkvoLqLtfl8ulWlysVisejweXyzVuoAqCQDQaJRwOqwGpGo0Gi8WCIAiEw2G0CfPNN4rbGLFcTVtbG21tbWRnZxMMBsnNzUUURTVjLNNnVAiuYoFKJJ+JO1GlfUqQe0FBAV1dXUm/sxIwnkoSQBAE7HY7wWAQQRBmNShZ6ePp3qO7u3smmzNjUMQi073/6TS75iOUd13JAE18j2w2G6GRD1769q5mOt5opKWvjcrodcjuLMLhMLm5uYyMjEz53onvaSKuukYiWnqY5frVXJCPUxCvx3pFOTHdm3R3O7jyyis5efIkf/zCXxCT42TnZKPRaGhvb6e5uZlwOMz+/fvp7u6e8B0ym82jGW6yTEd9Pd1WK7ecOMmmrW9hWVxHR00NVdXVbN68WZUvUH53n8+Hx+PBbDZz4MABVTS3s7OTaDSKx+PBZrMlbdimUvokE0z0bMqcMp+sS4qF8nKOjXljQWptbZ1XP8ZcY6rm1dlAOteVkm6euAgrUIJg5xrK7ifRAjPRwIpEIkkLll6vZ8mSJWpgM5C0Gxx7LSXLS1nUfT4fOp0uafK3WS0U7vgbGpp+giiKGI1G3G43JpOJsrIydUc6Vdeq3+8nFovhcDjUvk8kvl6vN8mSMppiPIRGo6G6unrcuxaJRNJOxLIsMzQ0pEoQzCTG7lhNJtOM32Mi2Gy2S75GJuPWYDCkVCfX6XRqIHpiXyhaX/MRJpMJp9OZ0mX9/PPPU+u4BoARTQcFS0yYYnkELkqEwxHicZn+/v6UdRszQTAYJBqNJm1WbDYNDzyQhbtwL9qoCVueG1HWcuT1PfT1/wxHtksd05JRTygc4uLFi+oG7xvf+AaPPfYYW7Zs4YrFDXxx1f1ohNTLZEtLC729vezevZtt27bRqdez8+676C4rY1l7B4sKCvB4PHzyk59Ux59i3XW5XLjdbi5cuIDP5+PgwYO8++67dHZ24vP5VHey4opT+vpy4VLj9GYDsiynDbOYLcwbgrSAZGRnZ8/qpKi4YKaD0tJSsrOzVVKQeE1RFGe1flomSOUuTMTY51Z2vYkmZ7/fz759+1QtFICjR48CEy+CSj0nGB3QSkyXYrV59NFHicfjvPjii/T09NDa2sq5c+c4c+ZMRlajiVxGPT09at8rz6HEEiklT7RaLa2trZSWlmKz2Thw4MCUgoQ1Go2aFTQ2gNVsNmdsAk/Vh4rYnQKPxzPlQOFLcVNv3Ljxkk34OTk5k45bv9+v1isUBAGTyaQWaK6pqWH9+vWq5RFGretGo3HKbcmkL8a6xqcKt9s9YWzZ4uJRgWI/QwSO5yN0lLG27G5yrUW4PJdekFWSpCQSfd11FioqJL7+g+2cHGzF3r0egFh01BLz4osv8t5771FSUkJVVRVmsxkYjQt666238Hq9DA4O0tvbS/eeVv7bpi/xT7c+gUH3gZv87vqb+FTNBu6uv4n7lt3M0rI6tFotPT09DPj9nL3rTviHv+fez3+e8vJyrFYrxcXF6vlWqxVBEOju7ubo0aM0NTXR29uLx+NhcHBQDczW6/XU1dWpbUw1r85n8vxRwEKpkQV87FBUVERfX984K4nRaFQJniiKanV3ZdcHjFOpTgcl4DsUCqHRaKiqqlKz7WKxGPfffz+HDx9m3759GbsxBUHgiiuuUIlaoglcn5WHzlmBIJoIdZ9BDI1gsViIx+OMjIwQiUQQBIHS0lI6OzuRJAmbzUZ/f796jUSzeqryK7IsT1g65U/+5E94/fXXM9Juqa2tnZUkBKfTydDQ0Lx2USX+bjabjQceeIA9e/bw1FNP8eqrr2I2m3G5XLz66quMjIyktKxrtdopxQimg8lkoqCggLa2NrVu30yJZmo1On7whZcRtaPkIhAbwVDm5dlXfs6xY8fwhTzI8sxYKZTYuttu0/PlP83hK4/FuKb4Gv569Z8C0L767whln8Jo+DxdXUv4l3/5Fw4cOIDf70eSJFU9XulrURRZunQpGwwNfHvTF+n1DvKTfb/mmSMvcvYbbyXde8Dn4oHffJ1hjZ8b113H7es+xeIbV3Dq1ClOnTrF2/+fvfMOj6s68//nTu+jkTTq3XKRLVu2MbbBxsQFG2NCC4TABjAhkE3YsGFJ2ITd/AKpJJCEQJJNIJBlKQmhGWKawQUb9wK2JVu2JFtl1KVRmd5/f4h7PSONpJEsuYC+z8ODNXPLmXPPPec97/t9v++mTVRWVkoUhtWrV7Np0yYmT55MbW0tTqdTUhMfqYekuLiYpqamMRP7/Zxi0FIjEwbSBM4otFrtoCU0zjSSkpKklNvhkJaWRltbmySymGj7VSoVOp2O1NRUWltbyc7ORqFQ0NDQIHGNTncxl8lkpN38K9TZ0/r+7qrHte5B2tvbycvLY/Xq1fzpT39CEATS09PJysriwIEDXHDBBVRWVkpemry8PKxWKzabTfJwQN9iYTKZ6OzslMowJGooTiAWRqMRrVZLR0cHBoOBRYsWMX/+fA4ePMh9991HbW0tHo+HzZs309DQwP79+8ck624oyGQyBEEgJyeHW265hYcf7qsLl0iG6XA8Fb3ahE5tJEKEwik5NDbZ4m5O4kHk/I0EX/qSmW9+K4Ubrm8iO7uYL8xbzDXXzcMtvIROV8Oz/6vEZFqBRqPhjTfeSIiwviCnjHsX386i/Ll0uLpI1feFR4PhINe/eA9/vvrHyGVyfrjpd3x/yV1YdGbeTPqYvEn5WCwWtm/fzs9+9rOYa8pkMkwaFWatlsbuHgxGE+FweIAg7gTOCCYMpAmMPRKVADhXMWPGDElccbwgl8vJzc0lEongcDhYsGAB8+fP5xe/+MWoSerRafqpqan0htVk3vlnAGRBDzOa3sHRVCOFC8QQiGjczJkzB6/Xy8mTJ+Muvmq1mnA4PGjoTSaT8YMf/GDApD8clEolmZmZkoDl+Ypo7+Bozp0yZQpf+tKXmD59Ounp6VitVh599FGefPJJurq6yMzM5JlnnuE//uM/JP5aIhIQo0Fubi5r1qzhgw8+4JprrqGhoYH7778fl8vFsWPHeOCBB+jo6Ij7jhcVFWG1Wtm9e/eA75QzyghUHBxRW8ZCF0o0kL5yYyt33/1dOjs72bx5M9/5znfYtWsDc+cuYceOXWRnZ9Pb28sHH3wQYyQpFAp0Oh0ul4vMzMwYb+jC3DK+e8nXWZBbxvOfvMlDGx/HG/RTaMnh5ZseJ92YijvoZe0r/0lDqB2z2cyRI0fIyMgYQIi+7777SK2tQCmX0+Fw8X87DzD3ggtQa3W8uv6tUf/+CYwKEwbSBCYwHLRaLWq1etSq4CPFfffdx7PPPjuocONwKC0t5cSJE+R9/fd4tH28J4UQ4bcXR3jjjTfYtm0bU6dO5ejRo9TU1JCUlIRcLh/yfnl5eTgcDmnnPtSCXFxcfEaqr483xN9hNptHlU2VKDIyMli+fDm33nory5Yto6WlhZdeegm/38+yZcu44IILaG5uxmq18vzzz/Pcc8+xZ8+ecSOmJicnc/XVV/Ov//qvPPDAA+zbt0/i53z44YesWbOGhx9+mOTkZB588EG8Xm9CHlfdV9ZivOvf6f7Rd/Ft28j111/P+vXrB/yO8dhgXX21iW/fk8rXbm8kI6OMtrY21q5dy6ZNm7j00kupqqrC4/Fw+PBhbDbbqDYpBZYcmnpb8YdOGXIWrZnS9MlUd9bT5u6UlMIFQSArK2uAGCbAo19eM+Cz2o4ufr9px4jblCimTZt2RvT1zjMMaiDJH3zwwTPcloF46KGHzn4jJnBeobi4WCpPMlIMRmoMBoMJLUbibl6EqHMUj7ejUqliitAmJydLXpvdu3cnTEKWyWTMmjWL7u5u6XptbW2sXLmS/FQDLqUZLyrCCLRv/l8CgQBtbW3s3LkTu90utaWwsJDm5mYUCsWAENnq1atpb2+ntbV1AAE/HkYi2jie+OEPf8hHH300YuV2o9GI3++XfsdYcW/iYeXKlWRlZVFSUsJ1113HiRMnSEpKot3XTu2xWm677TZaejzkZFglblFnZycVFRXjYiCpVCq0Wi0qlYrU1FTS09O57777mD9/PjKZjJycHDZu3MicOXNYuXIlhYWFkjp0vMKoWq2W0tJSOszJJP3oV3g2voP7xb9CJMLRo0dPy/Mll8sTfrYdnUGuvtqMVivwzjtN+Hw+KVTZ2tqK1+vlwIEDEgcvEAiM2GPV7e0l1I875Q36qO9uwul3DdC3EjcbcpkMpVyGXCYjx5LEhYU5HLI188q+w1S2tHGwoZmjzW3YXaMLqYqE7aH6arSbsc84mh988MEn430x4UE6D3A+6aKcKSSq0TEUqTiRexiNxhFn5Ynp2h6PJy7pVa1W4/P5UCgUyOVyqZTLcERNkZMh8qGWLl1KWVkZ+fn5ZGRksOWIjV5viIxgK7W1tVRVVdHb24vFYuGmm26ivb2d3/72t1J/fPWrX+Xvf/97jPaTWPhSzCgbbIedaCkKo9HIpEmTSEpKYsuWLSPoxcQhClmei1i0aBGdnZ1oNBpuuOEGLr/8clJTU9Hr9Ty+5XHW9a7jDs0dFGRdxD3vtPGHm+dSpOxmx44dPProo1RXV4+LPppSqWTq1Klce+21zJw5k+rqaq655hpSUlKkLEyRayaKQG7ZsoXXXnuNt956K26YVFlYjP7Oe1AvvITOb9xEsOrMeyoEQeCef7eyerWetbc14PHosVgsUhFalUpFZWUlWq0WQRBwOp1nZOxYdFruv/xSlIpTGYOdTjd/3LwTdzAkJW9M4KxgUA/S2RfbGUOkpKRgt9vPW07MYOj/4ojpu59nkmyizzi6jxYsWMDhw4dxu93odDq8Xu+QfSjyhkaKYDBIKBQiEokQCARITk6O8baIBlMwGIxZ/Dwez5C/S1Q37ujowGQyEYlEqKys5LLLLuOpp55CoVCg1+vZfPAgdrudCy+8kJKSEioqKnj44YcJhUJkZ2dLCr2vvvpqzP2jx9lwu2oxa2bq1KlUVVUN2o9Op5OKiopxTUU+V40jgL1795KUlMQPfvADZs6cidvtZnN1N49u3YKsYD26HgMnD5/Ev/IyBKGNCwstJGut5Ofn09TUxGOPPTasp06UChiJJEIgEKC3t5fu7m7UajV33HGHVHYI4OTJkxQWFuLzBFFr+4QtlyxZgtFopLOzE7vdji+vCP2td6GaOx8EAUGuIOx24XzuKYI1VafVb4nAYrEQDodjBIYjkQjPP9/JqlV6br45id/+thOn00ljYyPJycl0dXXh9/tjii+fLhQaHdYv/YhAVxMdb/9O+jx6E2fUqFEq5Ow+UU+bo68o8ycNzTi8Y+e1nD17Nl6vdyKENob4THmQJjwtY4/U1FQ6OzsTmkjkcjlGo/GMcXhGCq1Wi9frJTc3l9bWVmmS1Gq1CRVTHS2GGpcGgwGPxzOicSuGx+655x4MBgN79+6ltbUVlUqF2+2mt7cXp9NJIBDAYDCgVqvRaDRUVlaiVCqHNH4sFgs+ny/htOFz2XtzLiAzM5N58+Zx8cUX09raSmFhIa1pF/Ja5yPIdXUomr7LDVML2VjrwaiM8NClfYv4008/TXt7Ox999FFCz2I0qscajYa5c+dyyy230NXVJYXTZDIZgUAAd3eAdb/5mDkr85m1NEci/G/atIn/CWtxz19MuKcLz4a3iPg8RBwOPO+9SaR3/Hhc0Of9ysjIAODOu1KYM8dFS4uM559T8eGHhwH4t39L4covmvj6HTZstr7xLpfL0Wg0eDyeMdtcKhQKSm79Cb3WmQDMPf40oVCIa6+9loqKCvbt28eWLVvIS07inhWLeGrrHo61tI/JvftDo9Gg0WjQarVEIhFaWlrG5T6fQQzqQfpMCUWeD8aR0Wg8rbpzBoNhVIqqmZmZg9YEGwr9dVjWrFlDfn5+3GPHqkbVeEH00IjaRiJ8Pt+4VlQfalyO1DjKysoiFOpzya9bt45XXnkFs9mMXq+nrq6O+vp6urq6cDgc6HQ6pkyZAiB5jYb6nRqNZljRQKVSyfTp04G+uodiXbdEPET91aE/D+js7KS+vp4NGzaQlZXFkiVLOOLZjMJQRUnvAnI1KTy1r5MTHW7KLGGcTieVlZVMmTKFQ4cOYTabY97b2bNns3DhwgH3GalxJAgCgUCAY8eO8corr7Bjxw4yMjJ44oknCIVCknEU8IfImtw3X5lMJurr6/H5fJib6nA9+TvsX/0i7j//Ftczf8T98nMITgfz5g1ca8rKyk5LFV08V9zMBAIBCgsNLFzYS1eXmqysEN+510VZWd9xL7zQjdsd5nv3WxH1MkOhUFyv8WB9OhRMJpOU7alxnspQW73mSn70ox+xatUqysrKWLVqFbfffjs5OdlDXG1s4PV66e3txW63x3gdFQqFNA9MYGQY1kASBCFXEITNgiAcFQShQhCEf//082RBEN4XBKHq0/9bos75gSAI1YIgHBMEYdV4/oDzDV6v97R0TXw+36h27D09PaPiMvRfUMvLy+ns7Bz0+NHcw2w2k5mZOaJz9Hp9zCKbl5fH3LlzEzq3f2X6RAjJYjvHGllZWWg0GpRKZYxxolarSUpKGnB8d3c3kUiEa6+9lqamJmpra9m9ezfHjh2js7MvnOByuaS6cydPnkShUFBYWDhkOzIyMqQQixjCNRqNWK1W5HJ5TAkTMWVZHFPR/WkymeKqffcvmjvSzYyYfm0ymbjqqqtGdO7ZhN/vp8s6m5aytbzcO4lvvF7LIZsGo3c2S+QlzHfv5qkbp7EyVyAv0sL06dPp7u7mxIkTUvgo+p2y2WycPHnytNsllpLo7u6msrKSlJQUbDYbRqOJLesO8NqjBwj4Q1z+ryWkZBuAvuctkf0batBtepuQyxXzLkUiEerq6gbcz2azndYmRDzXZDKxcuVKfvzjH3Pb2jTCYYH9++ax7vXpOJ3wq0cyufY6E11dIX7/+05mzNBw3ZdOvbfiuItWoB6sT9XZ07Fe90MUSafmJpnGiPWaBzBc9xOSv/Iw+tlX4Co/JRz5rmcSspR8rFYrl156KXPnzqWtrY3Gtnb21zXS6xnfUhmiJzx6jQiFQjG6ZhNIHIls44LAfZFI5IAgCEZgvyAI7wNrgY2RSORhQRC+D3wf+E9BEKYDXwFmAFnAB4IgTIlEIue+e+cM4HQ9FUNp06Smpg5aP22slFbjTX4jgajFEz2piiTlkSAQCMQYNU6nc1y4ZyKhGsYny8npdEpZQf3rxoXDYUwmUwxJXHyOJ06cIBgMYjAY6OjoiAkbiF6Hnp4eurq6MBgMUrmCeNDpdPj9fvx+f8yC7Pf7JUNN5GKFw+EY3ahAIIBer8doNGIwGOjp6Yn5HWazGZ1OR0tLS8xCn8iz0mg0UjHScDgsKZEPVdpiLJCWlobdbh8zcnQwYwZudQruT1/dC+RWLhOWUFCcy759+1g6M5/iJBnHjx9n+/btHD58mLq6OjIzM6msrIzpz9FkIckEePoqDUc7wvxq+6mFUxSCFInKG9/6iFwuwhNxYMnUUXSpGneki02bDjFlyhQEQSA7Oxufz4fD4aC5uZm2trYBBpJYmDUaQ22qEkFBQQF1dXW4XC78fj/d3dXMmduIx72AWbMuoaenh3ffUTL3gk+4++5UpkxW89hjHVRWern9dgsfbnHS3n5qCRquT9U5M0i74UFkKi2qjEl0bfoL+pJLUaUXIddb8NR+glyfRPJl/4rn8Juk+FvpVKVzvN3DNf+zi8ump/PDlQX09vZitVpRm5L42+5PTqsP4iGR0GokEhlX+YrPMoY1kCKRSDPQ/Om/HYIgHAWygauBL3x62LPAFuA/P/3875FIxAecFAShGpgP7Bzrxn8eMWXKFPx+f9xFYjyyXcYa8cpYeDyeEXvV+nvR+ruVRwKxJEc8IzK6rUOlW4+28nxXVxdKpVLKHhNFCGUyGX6/f9CQ18GDB1GpVDEp1ykpKdIY8Pl8mM1msrOzOXToEAqFgsWLF/PRRx9J1xAn13A4TGZmJj6fD5VKhVqtluqgRSIRNBqN1N+iGndLS8uAAr1iNffoPgiFQgQCAeRyuZRWnSjxXaVSSTvicDgsteHQoUNDnidmLpaWlmK322lqakrofiKCweCgIUOxHMtIOCyeYx+hzJ4u/Z3espPWSDpetwuXy8VTTz1FQUEBNpuNiooKSYtoLIjtonG0draKH24eOH7F39JVF2TOlIUECPFx56sUpaXy9l9qyMvLQ6fTsXv3bq644gryQW0KzgAAIABJREFU8vIwmUyEQiFsNlvcYrOCILBgwQJ27dp12u0XMX/+fJqbm5k2bRper4fc3P0Igpy8vG8wbVomra2t9PT0sHmTl6rjB7n+BiMXL9Kj18tobAwQ7mdDDPb8dCWXop+6CE3hHEKODrr2rydl5TexXv19go5OgnYbne88jrfuIAgy0q++H83Mq+gEcnUhHr+uiM2NsPtkF/aWPs+UIAgJb65UKhVKpTJhwv25wCH+LGNERABBEAqAOcBuIP1T44lIJNIsCELap4dlA9Fvhu3Tz/pf6y7grpE3+fMNcdHoj3A4fM7o0gyFseaJqdXqAbojIsSq3fF2tP2vEQqF4hpIiYYzR0OSjT5XoVDEpNur1Wq8Xu+QE6UgCDFtVqvVUqXwUChERkaGxN2Qy+WDepFEcr1CocBgMCCXy6X7ip4l8X5Go1G6pnhv0aUf79k6nU6p1pT4LJKTk4lEIoMqmIulLwKBwGmNF7VaPSquk91uH7LQ60gNF1/DYenfzY/fyPrUZEpKSrBYLNjtdg4ePCiFEJ1OJx6PB7vdTnd3N8FgMK7XNVH8+co+4+j/bfby061+SnLmceeqH6NSqNlx9G0EmUCedQrZyZNo7W7g5b2/IShz88L6GskYnjlzJklJSeTl5Ume6oyMDHJzcykoKBhgIAGjKq47FAKBAKmpqSxYMJ/09G1Y01rwtV9Hw3E91iwZ5kIzfr8fszmJl15yUVnp5otfVLNhg4MPPnDSfxgN9r7KtUYUyVn4bBV0vP0YRCLoiufjrtqF89D7EI7ahEbCtL7xK9KvBs3UxTS45XQ027gkOYkLdSGOHDlCSkoKgUAgYcK0TCYbUcHlrKwsOjs7x1XD6/OMhGcPQRAMwKvAdyKRSO8Qk0S8LwaMxEgk8iTw5KfXnjCDE0R5efnZbsI5BdH7Em3IqNVqcnNzOXHihFSQdSi4+vEoRoP+3ju5XC6p6Q4G0dAQNZEEQZDKSYiZRIMhXqHSjo4OQqGQZFS0tLRIE3NbWxvvvfdezPGRSASj0Yhareb48eNSP/j9frxeLzKZDJVKJRlMgiCgVqtjyiZMmzaNkydPEgqFKCoqoqWlJa6hKXroHA4HxcXFuFwu3G73gN+g0Wik9o+2Zp94zv79+0d8bv9r9Eci9cliIMgwXXY3Ya8D5z/+E1kkRENDAw6HgxkzZnDy5EnKyspobGxEp9Nhs9lISkrC6/Wi0+kk75zoYRz0Np+KkEaHshblyvn6XBW/3O7jJ1v73o/irDJUij4u2MUlV9DlbMfp7eb/Nj3M/ppN5OblkpOVI3GgxDDazTffjM1mk7S63G43drsdp9NJXl5ejC5SJBJh8+bNifdRAti+fTtz584lEgmQmxeku3Yp7QdWozZ48DpCZFtD6HQ6uru70el0VFT42bKledDrDabi7TiwHseB9TGftb38o8EbJhpJVwawmrSsX99LIBCQDN709HTMZnPCpWm8Xm+Mpzpax63/JioUCpGUlERPT8+EgTROSMhAEgRBSZ9x9EIkEnnt049bBUHI/NR7lAmI5BcbkBt1eg6QkI87NzeXpqam8yIbbSwRPfDPBZyON+RMI54BotVqmTt3LtXV1XF3t/0xHkrFSqWSpKSkQQ0kQRAwGPrIr2q1GrfbHTPuRc7NYBDDayJEg2qkz81isdDV1YXT6UQmk+FwOKRdrEwmQ6/Xo9frCYfDeDwe2tvbUSgUaLVaAoEA8+fPl8qNlJWVSR4QGBietNls0lhvaGggKSlpwMSu1+tjdG3Od5guvBp11jQcGx5HKwQRPtXf6u7uZvv27UCfx2rNmjUcO3ZMCl0uX74cr9ebcKV2QRDIzMwk4rZz94VKAmH4l5lKWp1hHtpyqo/f2vtXVs25Wfp7T9X7/HPP09LftbW11NbWxnDvFAoFmzdvxmKxMGfOHGw2G3v37mX//v10dXUxe/bsca+v5/P5yM7OpqvLQWfHLXib5qLPEJhzTRLt7e04HAFWrVrFunXr8Pl8w3JuxiLNX+TuBYNBWv/5a1qBcvpC9tOmTUOv1/Pxxx8zbdq0UWf3RhtISqVSeueVSiWhUJ+XagLjh2F1kIQ+U/tZwB6JRL4T9fkjQGcUSTs5EoncLwjCDOBF+nhHWcBGYPJQJG3Rg3TnnXfywgsvjBmh+HyATCbDYDCMWK15NFyIRK8jemU+b4bqmUS0UVxcXExXVxddXV2Ew2G0Wi1KpVIaE3K5PK7HKBomkynGMBmJwT1p0iSampqkdHKZTIbP55NkEbRaLWlpadTV1aFWq9FqtZI+VrwwmVheJXr8iEa3XC4nOzt7wIKq0+mk+ymVSgwGgxS6G7HX5jRwOsrr8WC95gG0UxbS9tIP+3gr/SAIAnq9XqrbFW8+lslkcbl70dcQ9X2Kk2VUfdsgfff7PX6+/U4c7hECN17y7yye/kXeO/AC/9z7TMz3mZmZAwqsAtx22224XC58Ph+RSIQjR44QCAQkGYnxQl5eHllZWcyf/gWmZM+FtmQCpjaKlxjJyMigvr4eo9HIBx98wMcff8z+/fsHUA7GWievuLiYtra2AXO3+BzHeixNYNxwWjpIi4BbgGWCIHzy6X9XAA8DlwmCUAVc9unfRCKRCuAfwBHgXeDuRDPYnnrqqc+VcQRIqbwjhVqtljwQMHJehIj+2VPQF++Pl2I+1tBoNKPSZjpXMRL+QPSusKamhs7OTukzi8VCbm6udE2TyTRsmr5arZYE9DIyMmJS7YdrU0tLC3q9Hp1OR35+vrQ7FUOAHo+Huro6VCoVOTk5dHd309PTg9vtHjDuRE9W9EIkl8ul5xwKhSTjSDTOAWbNmiXxhdLT0yVOU0pKChaLhbGE2B8yQWByWgqyqN8w1guaq3IrgiBDP2NZ3O8jkYjkXYhEInHfh6HCayJ/berUqQBU28PIHurloqf7OGR7GuNPvREivLTtd+w4+jar5v4L+WnTYr6PZxxBn8fWZrOxYcMGPvroI7xe77gaR1Oy56CQKzGZTHR3d5PLRdCWQk+4CUWOnZSUFAwGA3a7nccff5yNGzeydevWuHzMRPW6EkV1dfWAuTt6rJ9p40gulw+rYzYajKcK/rmOz5SS9ucVo/VCnW1cfvnlOBwOKdRwviM9PR25XD5o1pQYthDJr21tbWMyiYqGhU6nIxgMUlhYiEaj4fDhPnKwxWKhtbV1UBXtSZMm0dDQIHltRE+UQqFAJpPh9XpRKBQkJyfHyEiIysTRRPKMjAx6e3vjbnRETpMY0tTr9bjdbmQyGWazWcroEzP4xnKBEfWdZDIZZpOJCzKSWV5SDMAfN+3kRMfQCQ5iH480FJ5xy6+RaY20/N99hL3DZ+/NmjVr2Cy9RCEXIDTMzKpSaPjxzS9S117J/7zzwJDHqtVqgsEgF1xwAW63m/Ly8nENx+dYi/j+dU/R7ergpW2PUVBYyNJJX+Vk9ycErQ2kWlPJzs7GarVy5MgRjh07xqpVq3jmmWfGnAM1WpzvSvPx3vHPID4fStqfV4zWC3W28e67735mjCOA1tbWQY0jmUzG/fffD/SFC1pbW8fMANDr9SxYsIDS0lLMZrMUctHr9fj9fkkkrr9xJGYa1dTUSFXtxfIkhYWFZGRkEAqFJPHH/uG0eJlVg5G0xSy6/nyv/Px8QqEQixYtQq1WSwTxsTSOxJBgdnY2mZmZzM1Ok4yjvrbJht0l96+blygEuZJAe11CxhEML2EwEgxnHAH4g14+OPgSM/IWsKLsK0Me6/P5CIVC7Nmzh/LycnQ63bh6msW4Q5I+lW9c/lNWTb0DlULNzNklLFi4gOPHj7Nx40aOHDmCRqNhzpw57Nix47SMo7H0lhiNRr7zne8MeYxWq5WMb4VCEVdk9WwiFAp91o2jITHhQZrABM5z6PV6SkpKcLvduFwu5syZQyAQ4N1330WlUg2rMRWPmyHqIWm1WvLy8igsLOTll1+OyZZKS0sbIEyal5cnZTeNFHK5nEmTJmGz2cYl1G42m7FarQgeF99YdEp1/f36NjAns2HDhjH3hihSciAUJFXTZ2SNRuhx2HsoFBQUFEhk+ZFCJshYu/y/mTvpUv77+Rvpdo1NG4uLi0fdJoDs5CJ+cMNTvLLjD1Q393lDNWo1YZWHZcuXEgwGcblcyOVyOjs7cbvdKJVKtmzZEnOd9PT0hJSkCwoKmDFjBm+99dao2wyjS3KxWq0IgjCmAqUTSBiDepA+HwWRPuOQy+UkJSWdtlptNMTspgmc28jNzaWlpYXjx4+TnJyMXq9n+/btkrRBIgKc0caRmGbv9/ulrJl9+/axb98+6Rhxl93e3s78+fPZt28f4XCYu+++mzfffHOAcSSWMFGpVMyZMydGrBJOEdZDoRDHjx8fdV/84Ac/4IknnohrnMlkMnQ6HWaTiUuLsgiGIzSr9OQG3aQqZTR4PFiTLVxQVsY3v3MvJ06coKenB6/XS0tLC7t37x42YyieoRnstAEwnmVDg8FgjCEy0rBOOBLm4MltzJ10KWZ96pgZSMMZR8nJycjl8kFlOEpyLwSgtbsBW0cVSqWSwsJCWppaee2115gzZw4dHR0cPDiQ/B6NRGrAyWQybDbbiFXajUYj+fn5Eg9KJpNRVlZGZmYm69atG/J6s2bNorCwEIVCgclkwm63U1lZSWtr6zlb8PvzhokQ21lAf4L16SIUCo2pcQR9Cs9DEf6Ki4vJy8sb9jrjQRqMxpo1a1iyZMm43uNcRjAYZOnSpSgUCsrKykhNTcXr9aLVakdUO040ekT9o7S0NBYtWsTNN9/MwoULSUtLY/bs2UQiETo7O1EqlaSlpWGxWKRz//jHP8Yl7IbDYdRqNfn5+XFDqgsXLhx2nKjVaiwWCwqFYtC6fb/85S8H9VyJmj7etiaykowoZAK5wT4v1ZzMVK7KMHL/8otYnqrj8KYNpKWlkZbWp31rtVopKioaliw+0gwpg8HA0qVLR3ROIkhNTQX6uGWpqakJiWUGQn0G1feu/QNJeuuYt2mkmJI9h2sW3sUnJ7dxrPEA0Bcibmtrw+v1YrfbqampwW63DxsWS6Q80nCyGoMhJSWF3NxcVqxYwbe+9S2+/OUvYzKZeOmll0hOTh7yXL/fz/Tp0/nWt77F9OnTycvLY+nSpRQXF8fULRwpPs+k6rHGRIhtAhLkcjkZGRk0NjYOe+xgQmuJYrjU5Xi46aabWLduXYxXZLQlPj4rMJvNkgr4pZdeitFo5Pjx49TV1Y26KLJOpyMSiRAIBCTJge7u7hiCNZwqO9La2orBYMDlcg3gDuXn55OSksKBAwcGTXseafr16RCDFTIZFxYXMHXKZKabdcgCAz0thrkXc+HS5XT29PLWW2/R2NhIdXU1CoWC1NRU3n333VHdOx7GMvVcLpdz/fXXU1BQwOuvv87y5cv5+9//Tnd3N8nJyTidzkGlIqZmz+XbVz5CffsxHnntbiIDtX3HBYM9y3uv/h0WvZUf//02guE+7lz/OWM0c5DBYMDtdhMOh0c1B/XHDTfcgMlkIhwOM3nyZJKTk3G5XEyePJnjx4/zxBNPcP311/Pkk09KJXZmzJhBSUkJSqWSvLw8cnJyKCkpIScnB6VSyaZNm3jkkUcoKChgw4YNI25TTk4OSUlJCYkKf/vb3+bFF18c8w322URWVhbd3d0jCdNPkLQnMDyiK7UPh9OdWIZTBo6H/sYRMEBvR6vVkp+fP+Dc++67b0QS/iPFeKXYDgWj0cicOXMkqYbt27fz3nvvUV1dPSrjyGKxoNVq8Xq9mEwm0tLSCAaDqFQqcnNzWbt2LVqtlnvvvZfi4mIikYhUrHTq1KnMnz+frKysGKKpzWaTJupwOIwgCOh0upj7DmcgCIKAUqmUdtXxxk1ZWdmgz1eUE1AoFOgMBo60dlJZVXPKOFLEEmOdB3aw+dc/oW7PdiwWC3PnzmXWrFloNJoxD32MlXEkCAI5OTlEIhEMBgPXXnst9fX1rFy5kssuu0yqaTcYDJo+b+Ozmx4ed+Mo2sMR71leNO0KJmWUsuGTv0nGEQycM0YzB0Ub8YnOQYN5+1esWEFHRwc6nY6VK1cyc+ZMpk6dytq1a5k2bRqCIJCbm4tKpYrxbB47doyqqio+/vhjNBoNkydPZvr06RQXF1NQUMC//Mu/8Le//Y1JkyaRkZExot8H0NTURGVlZULHPvPMM585KkVLS8uoN4f9McFBmkAMzoawmdFoRKvVDiD89sdwg170UMTLJHv22WfH9bedDQ+WVqvl2LFj0sI3Et6JwWAYEI7q7e2VFo3Ozk7kcrlUM02j0fDmm2+ybNky/v73v0u7M7FPKyoqgL4wSHSoIhQKSQVtxay3RCYvUbJAo9Egl8uHNUyOHTs2ZHkQ6AtHmkwmVq9ezcmq42gKJrP0ljv45t13s+qCMi687HLmlJXx7L3fACCrpBRTMMzx48c/rSDffVqk46EwEq9YTk4OM2fOxO12s23bNvR6PRqNhiuvvJJLLrlEIqPfcMMNPPnkk1RUVIxgwRi5cTRSj95gxybprayccxOLp3+Row372Fn5zojbMtp790f0b4rnidBqtZSWlkpZaDqdjpKSEsLhsLTRuOyyy9BqtTz66KOSZIbP50Oj0dDT04Pf78fn8+F0OgkGg9IGS6vVUlRUxJVXXklhYSEvvvgidrs9YbVysYh0IvgsZqiN5Tw/YSBN4IzDarXicDikcE28mlyjgViTLd4kOB7ZQwaDYUD1+jMJo9GIzWYbFXci3oIZ/TvEtPbMzEzmzp2L3++nvLyc3bt309nZSVZWVkw5h6EW4EgkgkKhICUlRfI4GY1GHA4HWq027rlerxez2SyJRvp8PuRyuRSmiHf85ZdfzubNm4ccS729vVRUVKBUKtnZ2M7RP/2JL33pSzz33HPMWrYSS3oGhikzmD5vPtMXf4EdO3bg9Xrp6emhs7NzzMvSiAT1oYQgo78zGAz4/X4OHjxIVlYW3/zmN8nPz+edd97he9/7Hmazmba2NrKysnjttddITk7m8ssvJzU1lRdffJH6+nqCweAA47i1x8bmw6/h9o08+3AsaBqXll7LNQvvQkDgoyP/5PWdfyIUHv9sLlESQyaToVAosFqtaDQaIpEIvb29NDQ0xF1wv/zlL0vhbZlMxoEDBzh69Cg5OTmYTCb0ej2NjY1cfPHFXHHFFbS1tfHKK68Afe9KT08Pd955J4sWLcJoNOJ0ufn+Kx+zrbqLglQdf/5KKRaLBbfbjdfrHXbzOIHxwYSBlCDmzZuHx+ORdsrxYDabYxaNvLw8mpubhyw6+nmEw+GI6ZP+YbJ40Ov1Ce12Ep2soyukJ8JlEBf0aIy2mOpYobW1ddQidPPmzWPPnj3D9ld3dzfl5eXI5XL8fj9dXV1SaRIR2dnZNDc3D+gLpVKJIAj4/X4CgUBM/4mGhjgOrFZrjJp4VlYWgUBAyj7z+/0DQpiCIJCRkSGFhSsqKiRjURQ1NBgMhEIhySBwOp0cOnQIo9FIamoqgUCA48ePSwb00aNHWXTjLaSnp9PU1ERLSwsVFRUcOnRoXHgaw437/s8nEomQlJREdna2RJxfuHAhU6dO7QstRyKo1Wr27NlDXl4ee/fuxePxUFRU1JcB1tIS9z2ydVRh66ga0982EjR31bL72Hu89/GLdDnPnDEghiQVCgVdXV10d3dLJXEMBgOLFy9m//79A4z4EydOkJOTg1wux2w2k52djcfjobq6Gp/Px4033iiFoa1WK3v27JHGtmhUtbS0UFVVRVtbG/OSOnjY8w92GFawLfunqNVq0tLS0Ol0pKSkJBwy+7xzMsca8gcffPBst4GHHnro7DdiGCgUClwu15D6LoIgxOzmL7/8curq6sa10rJKpSI5Ofm8KtEy1I55MIiV7kWIROLTMVBG0ob+94ezE46Mxuko9IrE6+EQDAbp6enB6XSiUCjwer3I5fKYjYBcLpc+j+5T0fAUw3bR70Y0DwSQ1LNFyGQy3G43Ho8Ht9stGUjRpGaRW+Tz+UhKSpLEUsX7hkIhLBaLdC3oe+Z+vx+PxyOpmtvtdiZPnszHH3+MQqHgyJEjNDU1oVAoePvtt9myZQttbW1nXZ9GFBIUjcbJkydTVFREOBzuy1jThOGvl6PMmoVbmcwbb7zB7t27CYfD2Gw26uvraW1tHTN+xlii291OTdtBHK7YManT6QZsMEWOW/+xJpKuRajV6oQNBbHQs1qtxuFwkJWVhcfjYdmyZdTU1AyY9+vr6zl69ChZWVmo1WqcTieLFy+muLgYn89HSUkJHo+HyspKGhoa+OSTT2LkDCKRSN+zUJo4aZrNL/kNALn+E8y+6SG6urqoqanBaDTS1tY2qJSBQqGIO4+dC8lX5xGaH3zwwSfjfTHhQUoQicR/+7vf6+rqxt17dCYLeZ5N9DcGRkPy7n/+SDCeRu7ZQKJ6L+LCEwwG8Xq9RCKRAbo1LpdrAGFWLICc6DPqvwCJxpvH40Eul0v14USIhpJoFCUlJdHc3CzdT1QJ9/l8cZ9dKBSipqaGrq4uMjMz8fv9VFZWYrVaOXDggESY3blzJx6PB61Wi9PpTKhw8HhBzCwUPbBKpZLq6moaGxspLi7Gv/lRlK0VCHorSv+pEJHT6cTtdktiiuciBtvsxPssHjk72hMc/dlg5XWiIfaJVqslOTmZsrIyHA4HkUiEiooK5HI5M2bMGBA96OnpYePGjcyePZvZs2fz+uuvc/HFF7NmzRqCwSA1NTUcP34ch8MxgAjtDQRxl17L4ezLkIXDvBpczBrFXppK7sB24ACCIJCamkpeXt6Q1Qb698XpJs9MIBYTWWzjiF27do37hBQIBOIWZvysw+v1fi4Mw3MBGo2GjIyMASn+/f8t/j89PV0SARwMgiAwb17czNqYY6I5OAqFQjKUBUGQjCDoM6REcUsxRKJQKHA6nYOGZkUyelNTEzabjVAoRG1tLY2NjRw+fJiXX36ZhoaGmCLEYm2q04FCoUCv1w97XFJSElqtNsYjZjQaKS4uJjc3l0AgQENDA0lJSVjkbpQHnyVSegNOTV/mU29vL729vZw4cUKqOh/PCybycGDwjK3xgmiAh8PhuPyu6M/EZxDtgc7IyCAnJwcYaEz5/X5Jyyo3N1fqx9LSUoqKimLGj1qtRqfTSWruqampXHXVVbS0tDBlyhSuuuoq5s+fL7VBLLTd1dXFrl27qKiokOofilzI7u5unE4ne/bsoaUlVio09Yvfw1i2Cs+ht3G9dB8/Wd/Ilw8s5E/7+8RSOzs7SUpKQqlUYjAYBmR+ijif58DzQa9pwoN0hmG1WpHL5QNemPMZ4iQ3Xi+rWOQVkNLQP++7pP58t5FAJAaL1xGzxAbbrQuCgMViiZGAiDZcRKNFJpORlJSE1Wqlt7d3UEK1iKKiIkmhO7pN0fcQw3Zi+EPccASDQfR6PXK5HKfTSXt7u+Qx8Pv9OJ3OhLyrIvF7ypQp1NfX09DQQEtLCzabDYVCgSAIeDyemJDg6XqFRVXx4Th1Op1OSs8X+9pgMEj19hQKBUVFRUzKSkb38o0gUyD7wn9y/PhxpkyZwttvv51QCrcgCKhUKnw+nxQuOlMQjWARg2llDfZdUlISKpUKm80W9xxRoLSkpEQaQwsWLMBgMLB3714OHz6Mw+FAqVSi0Whwu93U1NSQnZ3N4sWLMZlMaDQaFi9ejEwmY8qUKWzbtg2/309PTw+9vb2S4rroafT7/VRXV+NyubDZbFRXV8e8L4JChX7qIlwH1iN88iq9vb0oQ6m0tLTQ3t5OXl4ecrmcffv2SVmk0WN/PFBQUEBnZ+ew7+xYYjwLHY8VJgykM4zs7Gw0Gs2YGUjiIjLW/Ih4g1f8rP93YmHU8cgUgz6CtmggiVk84sInk8lGHM75LCA1NZXe3t5R/WaVSiWNF6vVKum0DMZpcjqdA8psxFvEAoEAVqsVm80mGSiDIRKJ8I9//COmTf2L34oK3KKREm3siCnTqampuFwuqUSKGHKTy+XSgjpUO5RKJV6vlwMHDuD3+9FoNNKCHQwGMZvN+Hw+yZMx2qK10Rgs7Ncf8eQqamtrsdlslJaWMn/+fFJSUmja8RIqZQNH5zxIScok9r/2FNXV1Wi12iENDhHRxa7PtGBgdNvEuWyw9sbr98HIy+LvPnHiBD//+c/ZuHEjl112GTNnzqSyspK5c+eSlpaGTCbj0KFDOBwOgsEg6enpdHd3Y7Vaqa6u5qabbqKqqoqysjLeffddJk2aJCUpnDhxQhqTIveosrKSbdu2UVVVRXt7O++99x65ublxa8Hp514Jc68ksOsVGj/8X6kPtm7dyiWXXILb7aayspIdO3aMu1ZRSUkJFRUVZ9RAOtsczkQwoaR9nkN014/WmwBD79oSQXJyMhkZGcPWqhoPaDQalEolPp/vtEjL5yrkcjkmk2lMJsh4nr7TffanCzG0M1z6vEqlQqvV0tPTI4WELBYLra2tyOVySUurubmZUCgU18AXU7njjRONRoPX6+XOO+/khRdekHbrVqsVj8dzRr0qQ0EQBEwmE5MmTSInJwebzUa20MabV/ZyQjEZ39VP8cJLr/KLX/zivFiAxgsajYZgMIhWq6WpqYlVq1ax5OZ/446rlrLtg3fo6OjA7XZjt9vZs2cPBw8eRKPRkJWVhc/n44knnqC0tBSfz8ekSZMA2Lp1K1u2bMFut0tjLhqHDx9m3759TJ48meXLl9Pc3MxLL71EW1tb7HgUZOTf/2bMuXW/vBI4RcQXn3FdXR2NjY2Sp208nqlOp8Pr9X6ex8tEsdrPKsQso9FCpVKh0WikHWQ04mnUiGTZ6JfJbrefMR5U/wXd6/WOuTbNcPc8kzCZTKxZs4bnn3/+tK4jZv6kp6dLE244HMZgMEiE1DMNtVpNcXExAEeOHBmyj/1+fwz/yOfz0dTUREpKCp2dnQQCgZgmfrxwAAAgAElEQVRxKco4RF/TYDCQnJwcl6AujqGnnnoq5vP29vYBXKjxQDwZiXhQq9US77CoqIjm5maOdHXxX6kp/GxhFRseuYSmSjlKIYyPcyuMcTplVUbzO5KTk7n44ov55JNPWPXFa3imwcTf/rCfu9JcWD4VSm1paZFqF7rdbnp7e7Farezbt08qG9LY2MiiRYtQqVQIgsD69eupq6sb1JPY0NDAhx9+GPO9RqOR5lKZSkvQ0UnY00vzs/fCp3pP0Xys1tZWSTOs//ljjZkzZ3Ls2LFhs1rHsizO+YIJkvY4YjxLW4wVhiKdrlq1agCRrqSkZEDRTnFnfiZgtVrP2L2gb9JKSUmJ+exMlhTp6uo6beNIo9EwdepUFAoFixYtIjk5mfT0dGQyWcJhOoVMzhcK53P55Eu4tPBC5EJsHyiVyph+EUOfg0EQBC655BLKy8spLy9P2ACNTufWarV0dnaiUCgkLoj4WwKBwIBr9vb2Dpm9N9hzNRqNCZGqRwuVSsU3v/nNhI4VVbLlcjk+n4/8/HxKS0uJzL2V/9plYHmBjGeugCun9L0j54pxBH2E6nhFWEU+1VAwGo0Jk3rVajWLFy+mo6MDi8VCQUEBMtmpZ9tomAr0EbdXr15NaWmpRBIXBIHly5dTVVWFyWQiEomwadMmXnvtNaqqqhAEgVtu6dPJGqw9Op2OoqKimM+ijRvL8ruQ65PofPsxyTiCWG94f4NwPKUZdu/ejcfjGXa9+rwZRzBhII0rioqKUKlUZ7sZQ8Lj8Qyq0rpu3boBE2w8wbyioiKuu+66Ed+7P0EzEbS2tp5RPZp4ae1LliwZk+d6pgzoUChEV1cXV199NXfccQe33347ZrOZKVOm9GVAfaoVNBgUMjl/vOohnvvyozx13c94/su/5uL8OQCS4SB6cEQUFhZK2UX9IWaaffDBB4Pf89PSDNEQyeKrVq0iKyuLtWvXAjB9+nTJkBXPUalUI+7fwRaA3t7ecQ2x+f1+fvWrX5GUlDTssWJ6v8FgQK1Wc8EFF9DY2MgvfvELHt/ey4K/9BG/1edgbKCxsTEu9yo7O5tly5YN2HhFYyR8O7/fz969e1GpVBiNRt566y0WXnYVALctzOWxry2jrKyMpqYmDh48SHV1teQ96e7u5pNPPmHy5MmUl5czbdo0Zs2aRUVFBYsWLSIrKws4pZsUDy6Xi+PHj8f9TqYxYpi5nN59b+BvrYn5LhgMSgkAZ9qwPduit+cqzsHXaCAMBoO02z2fMF51m841VFdXj+q3rlmzBofDwYcffnha9xfJqGeqrtDmzZvH5Dr33nsvzz777LiR2wHS0tJYs2YNM2fO5O677+aPf/wjixYtIj8/n4r9h/lo7w5q62oHnZBF42j11CX8bPP/0ORo5Q9XPYhW0ed1jNfnarV6yBBEIllg8c6NRCK4XC5qampobm6W9GEOHTpEbm4ut956Ky+88AINDQ3k5OTQ0dExYM7QarWkpaVRV1cnfVZUVMSJEyeGbdN4Y7gQh16vx+Px0NjYiFqtpry8XDKUoI9Mv2pOn+FuVAkIQG6Umv+0adPo6uqKSxg+ExBT1cVwFvR5xKDPi5EoVcBoNOL1egeMI61WKymgu91ubr31VmpqakhOTubXv38TTfpkFhrs7Nu7h71793Lo0CEpY1GsZ+d2u6mqqiIQCGAwGHjhhRekMR4MBvH5fDz99NOjfmf1M5YC4G+pGfDdRMWFcw8TJO3POM42Cfezivvuu2/cjZvTgclkIi8vj5SUFLKysrj99tvx+XysWbOG/e/vQlfhw9gqY0v4MPc/91PcbjculyvGixJtHP2/D37HX/e/yoy0ybx7+9Pc8eoDbKj+6IyPLzFtu6qqisLCQnp6erDb7UQiEYqLizl58uTnMhQA8L9Xa7ht9inP5hUvuHmn+uyqf69du5aWlhZSU1PJzMxkzpw5pKamUlJSwvbt23nssccoLy8fUw+dRqNh9erVpKenU15ezq6jtWR//U98weqh9p+/56abbqK8vJyOjg727t1LTU2fsTJt2jS+8pWvSNeJl9Agrpe///3vh3z35XI5Fosl5hhBrSfvOy8R7G2j8cm7IHR2n80EJEyQtD+vCIfD5Ofn09TUNOQORaFQkJycPFEUMUH89re/PacNT71eT35+Pnl5eRQVFXHRRRexdetWbFuOkbElCHIFEGFa3mSmTZuGVqtl165dMdly9y3+WoxxFA/j0Qdr165l586dHDt2bMB3giBIIbqTJ09isVhQq9V4vV6qq6sxGo24XK5xezZiltFoOSGJ1P1LBHq9HrPZLEkBTE6WxRhH/lCETSfHZwG+9NJLcblckobVUNi8eTOHDh2SBCg7Ojo4evQolZWVpKamsnTpUmpra8fUQPJ6vfzzn/+ktLSU5Jxisr72PQBefeb3uI5uZceOHZJyd/Q4qa6u5s9//rOkjC2G0cPhsJTp5Xa72b59+7DtDYVCAwyoiM9Fz86XMV90A7pJ83Ef3wGckrgIhUKkpKRgMBhiPJznM6xWK7m5uRw4cOBsN2VUmOAgnacQNUOgb2cjuqrjob6+flj3bTAYHMC1mcDgONPGkSAIZGdnJ3y8VquloKCAiy66iJkzZ1JVVcWlUxYivN+OKs9E1UVekAlYmhV89+KvEWpxx4SjUvUWbr/getYdeX9Q42gkUCgUksDhcFyb559/nqqqvsKp/XlqPp+Puro6SktLuf/++/F4PBgMBgoKChAEAYfDwde//vVB+U9iW9LS0tBoNFx88cUj+h3BYPC0CLNDlYKYOnVqwtdxuVwxwp2FllN99PNtPtQ/deAbJ0faRx99lNCCt3DhQn75y1/S2NhI7ckThIJ9OlnBYJDq6mpaW1vJzc1l1qxZY97GYDDIoUOH2LH/IIJMTs+ul3Ee2yGVawkGgwPe4WAwSEtLC1u3bmXDhg188skn0uc+n4/m5ma0Wi1qtZqCgoJRKao79vel98u0JumzaF03u92eUFmr8wUdHR1SP56PmDCQzlNEIhEUCgUWiyVG6G2wYxO95mcV119//XkhbT8YIpFIzII4HEwmE+FwmJ07d+J0OjGZTOgKLZiW55N6+wwWrVjCvpQ6IslKSoO5PL3yJ7y39hmumXkZGpWaHy37N7RKNY9tfzbmuqFI30Q+OTV/RO0PBoMS0XY4rkn04tXfoJDJZGg0GiorK/nDH/6Ax+PBbrfT0NAgSRk8//zzMSKLycnJTJo0ifT0dOn6HR0deL3ehLwgQ0EQBDIyMkhNTZWyHS0WizTWdDpdwlmXYqhnOGi1Wsxms9Qvs9JlvPfVU1l2b1WNb+imv3xCfwiCwIoVK1ixYgVXXXVVX1Hd5y5A+fM0Gv/5Cw4cOMDWrVtpbm6mvb2dPXv2jEs7w+EwckvfpsLXUAGh4Tk+Is/t2LFjWK1WAP7xj3+wfft29Ho9u3btwmAw0NzcPCbyIrNnz47Jkv2s1VI73YLiZxsTIbbzGH6/XyKz9n+pRELuZ+lli4ekpCRCodCwGjLvv//+ed8XiUw0ZrOZUCjE0aNHsVgsfPWrX8Vms6HT6SgsLKQl10vb3l0sXrwYb7acT+QtvLN/PaqGIDeXrOGJK36Id6UPjULNr7Y+RY09djd7vKOWLSd2c/+SO+lwdfHS4beHbI9arUapVMYoayf6HKL1h8RzxIy8UCgkhTmiy4AAMSUZtFotPp8Pm80mlUIJhUIxJUtuv/12/vrXvwJ9hmW0LpTIO4nXZrEMSlpaGnfeeSfl5eVkZmb2eUxqa2ltbaWmpibhrMvRHldjD9PsCJNp7NvvmtVnZiOgUCgkuQERSqWSm2++mWuuuQaFQoFGo8HhcCD6S1JTkgkGuyQvYktLy7htXLRF80hZ/e/4mo/jbTic0DkymQyTycSyZcvIzs6mp6cHl8vF7t272b9/P2q1GqvVil6vx+12j5hYHQ54SWvbS4e9L4RWWVk55DWG0h4arOxSaWkpOTk5vPvuuyNq2wQGYsJAOo8xVK2pN99887w3CBLBcCUtRMTzWkybNo3W1tZxl/HvD8OnInUjgUwmo6ioaNhsQZfLJY2L6upqysvLWbx4MSdPniQcDuN0Olm/fj0XXXQRdXV1hMNhOpxdHG05ynP7XufqGZcxNbmAg41Hef3I+wOuH46E+fpr/8VfrvsZv1p9P8CQRpIYzhgNRK5R/wVEpVJx5ZVX8vLLL8d8Hm8cRC/eYraX1+vFbDazfPlyXn75ZTZs2CAdI/afiHhGqVarlcKdP/vZz9DpdFx00UUcOnSIwsJCnnvuOZKSkvjb3/42Lvo1/cuduIMCN74pY+NXIjx1IMC2+qH7WxQ8TKTcyVAIhUJSeDMQCCAIAvfffz8rVqygoqKCmTNn0nXyIEkb7wMgotRxWDmXgoK+WmeHDx9m27ZtQ25uog0Eg8GA2+1OaKOgnXQh1mseINBRS9tLPyQSGPq35ufnk5mZydGjR/H7/WRlZdHd3c22bduw2+0YDAbsdjupqamcPHkyZnM6EkT8HmrX/xHPp1Ipw3mhhvqt0TX6olFbW/uZqvV5NjFhICWIefPm4fF4qKioONtNSQgNDQ1nuwlnBKejidTa2jquBSAHw2hc8+FwOCGOWHR/+P1+KisraWxsZPr06bjdbqnY6WOPPYbH4+H48eMcPHiwr+Cm38erh9+VCKODwRfyS0bSo1d8nx6vg3ertsUcIyAQITH3+rx58zhw4EBcTgj0haz0er1UkNTv97N///4hryl6fnQ6HXl5eWRlZeHxeDh27BiBQACXyyXxaBobG6XzEsmAE8PbJSUlGAwGsrKySElJYd68eQiCwJIlS3A4HLz//vt0dHQMupBFF4kdCfpfKxKJsLvei+qniZXaGSsdMdGzptfr0el0tLe34/V62bhxIwUFBeh87SS9tRa8PbimfAnvrFv4yxNP09PTI5X5cDqdQ7YnekwkqtWjTCvEes0D+NtP0vaP/0fYN7z8h91u7wvJyeUUFhaSkpLCunXrqK6uxu/3S0a6RqOhq6tLqq82GgN4JFzPoTZ/g/WF0+k8Z0rjnO+Y4CAliLa2tjNWTuNsQMwOGmuMxzXHCl1dXXEXJ7VaTUZGxrjdd7QL1EhLymg0GsxmM21tbbS2trJlyxb27dvHhg0bcDgc2O12tm3bRlNTEz09PYTD4RjC6FAQjaQjbdX817JvoZCd2mv955I7eWT1/fQp8QyPtra2uCrWYpaRz+fD6XQik8lQq9WEQiFJtyieMjOcWrzFEJAgCKSlpaFSqZDL5ej1emmXnZKSgsnUFwQqLi4eVildqVSSmZlJUVERoVCIzMxMoE+f58iRI8yaNQuj0ciKFStIS0uLG0ISkyzGSpJguDqEZrM5JitrrHghbreb+vp66uvrEQSB5uZmDhw4gM7fQcr6tUTc3eye+gC/rMzhPx75X95++202btzI5s2bOXz48LBzarSBkGg4S5U+CUGhpGP9rwl7BzcU5s2bR15eHgAOh4Ompib8fj+LFy+mu7ub8vJyXC4X6enpaLVaFAqF9J6IxW1PBwaD4Yyq8k9g5JjwICWIs51ZEK8G2lhivMiB52OYLxKJnFG17qEgFmYdzU7V4XBw4sQJgsEgNTU1PP744wQCAcmDtX79eskrMxr4Qn5+89Ez/OW6n3NT2ZW8fWwL373k63x19lU89/EbCV+nvr4+ZqEwm814PB5p0Xe73bjd7rj1uAwGg2TkirwQcSzrdDosFouUyOBwODAajSgUCgRBoKSkhJ07d1JYWChlzQ1naKSnp1NaWorJZOKLX/wieXl5JCcnS+3s7e2ltbUVh8MhbQ7ENken+MdLMx9PhEKhcXkXA4GAJHApk8morq5G529n8o7XCajhsc6l7NjzLocOHcJmsxEOh097rpk9ezY2m21QHSJB0WcIRoJDP0uPxxNjdE2dOpUFCxaQkpLCu+/2eVI1Gg0FBQXU1NQQiUSkcGD/agKjwXg9kwmMHSYMpAlIGA+j4HSvmWgRz+GgUqmGXfxE+P3+c0YAUqw9NhrY7Xb27duHTqejtbWVxsZGZDIZ99xzDw0NDZw8efK02/de1UdsrzvAj1fcww+XfguVXMmTe17ip5v/SITEJ/9oT4pcLo8pGSKXyyXPVv9nGL3ARfeTRqPBZDJJRGE45akyGo10d3eTmpoqqVOLasnDbYSsViuXXHIJLpeLqVOnkpGRQX13PY/sf4RwKMzt+bfjcXvIyckhEAgMCK+JRp5MJpPqbp0JjGfIRTT87HY7jRU7+fvlTpTBMDd+kMyWY++cVjHteNBoNIN6XlSpuVguvY1AVxMh19DcQpEuUVxcTFlZGdOnT8fpdFJbW0tNTQ1arZasrCx6enoGlNIZC0RvesZKH2sCY4sJA+k8wdmSobdarXR0dJy1F1er1Y6JgaRQKBI2kBLBmaqSHg6HT6uEikjMFhdIkYO0bdu2Yc5MHF979Qc8tua/cPpdPL7zOWq7Ru+Vgr6FVsxgUygUKBQKgsFg3AUqWt7C4XCQlpZGZ2en5L3p7e1Fo9Gg0+n6eFafZv0YjUYqKirQaDQj5hVaLBZmzZpFd3c3SalJ/Obj37DFtgWA63Oupyy/DKPRSG5ubkzNvmjPiRjSPlMG0ngiEAiQFLbzrYuUXDstjFEpsOI5FweaT/+9jYddu3YN+p22aB4ytZ7mZ+9NWKl63rx5TJo0iSNHjrBlyxYmT56MUqnEZDIxbdo0ysvLMZvNBAKB0+IsiuMY+sZQMBiURE3F4s5j4VXqz9mbwOgxYSB9hjAeZR+ys7Pp7Ow8awbSWCl7jzUZWy6XnzNhuJGgsLAQYEwz99wBD3et++8xux6c2kkn8tyix31ubi4Oh0Oqzj5p0iQKCwv/P3vvHR5Xdef/v+70qjKj3mXJkmzLttxtjLGNsYkxEHoAs0A2sNkQCLtANgvslzjOpi8hCT9CKr3sQmKKMRgDxg0XLLnbkmxVq5dRmZGmz53fH8q9lqw26rLx+3n8PNbcdu49957zOZ/yfuNyubDZbDQ3N6PX60lKSuLw4cOD5poplUo5LCRBEoydOnUqR5qP8NnZzzArzWxYugGhUqBV2yqX+PeXkN+dpiAUDEQ3EOrxYxHOmxal4ObpKh6Yr8GiF6hoE7nqLSeH6iaG+0YZkYDodeFvD33cEASBxsZG/v73v6NUKjlz5gypqak4nU5mzZqFXq+XBWjLysqG3QdarVYeM2bOnElNTQ1VVVWyRp3H45FDwCMh7Y2NjSU+Pl6mtriQeYgmGpeStC8ijIbC/Pk4cuTIRfuBSau24WAg40ir1YakzD6eUCqVcoVVXV3dpBBnHS10fz8LCgoIBoPk5uaSk5NDTk4ONpuNhoYGZs2aRWxsLCqVikOHDqFQKMjJyRnw3BKPEyCHdSRvrsPhQAx2XfuZVc9wWfRlrFixApfLxXvvvcebb77Za6JTKpW9vtNQ3kEp1DhcqNXqAUO1Q/0OZkQr+I+lGvb8s5Efr9QRb1Yw/8+d5DzXOWHGEYICQ9YSXKUHQQxt8ZKVlUVGRgatra2yV89oNFJWVkZiYqIcTr3nnnsGfEaSp3MgdHZ2yvvExcURCARQKBTMnj2b3NxcTCYTiYmJzJs3L/R7/geMRqNcsFBUVMTnn3+OQqEYkzlhsiBUAtaR4JKBdBFhNJhdQ0H3HJHJjoGq6M73DIwWkpOTWbNmzaifd7iQhDMzMjKwWCzDCq+NdX8PVu2oUChCHhBnzJhBVlYWN910E3q9nrKyMvLz8ykoKGDhwoWy8SqKIqdOnZLPKxkg3SdCp9Mph2alIglpe2trq7zN4/Hg8XhwOp0oFAqa9c3oF+lRW9TyOZVKJTqdDqPRiEajkQ30UO7L7XaPyGM5UIl8XxWsA/XH4iQlJx4w8YurdLS4gnxYEqC2A042hm4YjWRx0h90KTNRGiNwFu0J+Zhly5ZRV1fH1q1b0el0uN1uamtr0el0lJeXc/LkSf7t3/6NiooK2tvb++2ryMhIoqKiBr2exWKR2eCvv/565s6di8PhkPXoioqK+Pjjj4f8bObPn09ycnKP3yQv6sUKiel8LHEpxHYJQ4YUxhiNSo6xxkTkbpWUlAxK6DiekIQzly5ditvt7lMEdjCMtRdxsH6SKr76y/2SkvAVCgU+n4/CwkKqqqpknh2tViuXo0sIBoM0NDSQk5NDUVERqamplJeXYzKZegneCoKAVqtFFEXa2tqIjY0lKSlJln/5353/S0pjCh6LB6vByifhnxB2SxjB2CDVL1QTERFBZGSkbEDNmDGD4uJi2traJjxUGwwGe+XnzZgxo08NrSyrgn3f6pI1OdkYYNYfOhGDIICckq9UKlGr1Xi9XjQaTZ+TtMRoPpoJ3KbZVwPgKhuYI6s7Xn/9dYLBYI9cMFEUUavV/Mu//As33HADW7duZdWqVXR0dPDuu+9SVFTUq88GCol1f2cbGxsxGAxs2rQJvV7P+vXrOXXqFGfPnsVqtaLVarHZbIPKR52PnTt3hrzvxYKhSC8NF5cMpIsA45UwLKGiomJYx2k0Gnw+36i11Ww24/V6L4pE11AhrXKHCoVCQXZ2NkVFRZMyZGowGHC5XAO+G2q1GpPJ1Gf+lDTBi6KIXq+nrq5O5nfq7OxErVb3+ewUCgXz5s2jvLychoYGucLsfKSkpKBWqzlz5gyvv/46NpuNvLw88ivyYQbsZjfEdO2r8qq6DLqAiCic81La7XYMBgMajYY9e7q8HEqlkqSkpEGJXbt/4waDAa1WO2YM8CqVql+B0f9e2RXG2V7u5+a3nIhSdwldrFc6nY7Fixdz++2387vf/Q61Ws3x48d7vHPBYHBMOOWM067oOr+/azwIJf+mr29Jr9czd+5c8vLyOHLkKMtmXcOseenU1dWxadOmfs+l1WpRqVQ9iiokrb7uk3lCQgI6nY7GxkY6OzuZOnUqi2ekkWH2cMauYffh0xw+fHhI934JY4MLI05yCf0iLi6OG264YVyvGRERgV6vH/JxXq93VA05h8PxlTKOYPhh1Pj4ePR6vew96is3QcpTmghI/EUDwefz9WkUqNVq1Go14eHhCILAgQMH8Hg8tLa2ypNVfyE6hULBG2+8gVarxWq1YjabmTZtWi8CysrKSkpKSggEAlRVVbF161bCwsLorOyk+ZkuSoigL0h8RTx+0Y/+jB6/zY8mSoPRaCQ+Pp4ZM2YQFhbWQ0hXOp+EmJguK+v868+cOVOWN3E6nbS2tqJSqWSCy9HEQB6t//zMTVW7SKxRoP0fr6LJZGLevHmsWrWKr33ta9x5552UlJTw5ptvsnbtWqZOncry5cuJjo7m2muvJTX1nNBxdxqG8xFKyKo7fC3nnqtGo+HRRx8d0vHQZRzNmDGDOXPmcPDLg/gqrOx5o4LigzW88847iKJITk5OnwSlHo+nV8Xp+SLTRqNRlgCyWCyUlZURERHBLfq93C28w39YPmHu3LmDFg8MZ/y9hKHjkoE0CphotujxZmNta2sbE42pgRAdHT1hk/eFioiICOLi4sjKypLJDCUDqy/Kg8FKjAVBIDIycmwaOwI8+eSTcrjmkUceISoqqpcMhMTGLUHyEknhN7vdztmzZ+no6GD//v3o9XrUajVJSUm9Eu5NJhMxMTH89re/xefzcf/19xP19yi+Vvw19If0tPy8hYJfFWDbacOYY8ScY6a2tpbDhw9TXl6Oz+fDZDL1eS9SG883/I8dO9ZDEkVq+0BhmOXLlw+YpGs0GmWj63z0N6aUtQZZ8XInt7ztkkNqKpWKqKgoUlNTcblc1NTUoNVqmTlzJvv37+eHP/whTz31FI899hjz5s1jw4YNrF69Wr4Ht9sts5ubzWb+8z//E2DIXGR1L32P2r9+F+h6v3/1q18N6Xjo4iYqKCjgxRdfRHCaaSkRmbMmhb/832+49tprWbBgATfccAOPP/54r5yfUNDdgHI4HGRlZbFq1Sryg7kAmAMt5MZpyMnJ6fcdkdo51tDpdPK48VWFMBmIqQRBmPhGjDHi4uJkpt3RxlBCbBqNBlEUJzzvYTIiIiICg8HQY4U/2ZCamkplZWWv3zMzM/H7/TQ2NuJ2u7n55puZPn16r/3++te/XnT8KN1DKdL/ByuLVygUWK1WjEajHDJOTU3l7Nmz8jE6nU4mCFSr1bKHTafTYTabWb16NW63u4sgsaaGm266iR//+McyX5POrCP9V+nYv7TT8EoDWq0WhUKBx+ORDdShyo1058sZDGMVejeZTIiiiNPpxGq1cuutt/L444/z9ttv43K5WL9+PW1tbcyZMwe3241Wq2Xjxo2Iokh2djYrV67k8OHDvPfee+zZs4dTp07JlZ8NDQ2TojTdbDbz+AM/I6xtGr70Ympt5djtdo4cOUJ7ezsKhYLy8vIhGSqJiYmykZuQkEBYWBhVVVXExsay6WYlsw0NAFRrpnL3p2GEhYVRXV09qO4gdI1dHo9n3BeuFwkKgsHg/L42XHQ5SKOpbzSakPIbhoOIiIgBRR2Hct7RJEscC3RnOh5vtLW1jTrr72igO8Hc+UzPksJ5YmIi9fX1BINBbrnlFqZNm8bu3bt7JI96vd5eXoixgKSXNl5GuCiK/OAHP+CZZ56R32+r1YrD4eg3JKlQKIiNjZXbKMmSmEwmiouLZc+GBJ/Ph8/nQ6PRoFKp8Hg8fPzxxyQmJlJQUEB0dDQ//elPe7y7PtGHUqvEGDAye/ZsTCYTVVVVPfpwqGPVUAyHsVr8dnR0YDAYyM3NZcqUKbjdbs6cOcO3v/1tTp06hdlsJjU1FXtzE2FRXZVGcXFxqFQq8vPz+fTTT5k2bZrsocjNzeXkyZMy59lEG0cSJCb4jIwM2t2N5OfnExYWRnh4OGFhYTQ2Ng7JIOm+8Kqrq6O+vh5RFMnNzSVCcxw/SnaYbuCYTcWiRVZqa2tlUkwp/+5f//Vf6ejoYEXzQW8AACAASURBVNu2bXLIF5iQ8XI40Gg0/Pu//zu/+MUvJropIeGiM5DG2jjKy8sjJSWF999/f0jHjWSwam9vvygo6HU6Xb/K5hJGu7JlqJiMz7m7oSG1LyYmhqamJjo7O7FarUyZMoUVK1Z0sTtHRPDRRx/x5ZdfjvjakZGRxMTEyLlLEnfQqVOn+j3G4/GwevVqHA7HgKzHo4VHH32U559/vofxL1UC9QWNRkNCQgKnT59Gp9Nxxx138P777+NwOEhJScFsNlNSUkJraytqtRqDwUB0dDTx8fE4nU6OHj0qk0UmJCTg9/tpaGhAFMUe1XiGLAMI0Hq0lZozXWGn7jp/giBgNBrR6/XDIgaUjLrxMHrPh8vloqGhgaSkJKKiovj444+ZP38+c+fORalUUl96mrc2PM4V//TPWKfNYt26dURERCCKItXV1Zw6dYrdu3fz5ZdfjhndBvRObh+oEEClUsns5hqNhrOVlcwMn87zv3+ey66cR1xcHD6fjy+++IL29nb0ej1arbbfPEi9Xs/VV1/Nu+++C/QcWyTvppSTZE/twG2K5pgil3ZNO1NTUykuLiY9PZ28vDwMBgPHjx/HYrFgsVj43ve+x+uvv05BQcEFlYfp9Xp57rnnJroZIeNSDtIQIZFwjSWSkpJ6/D0ZJ+3hYDDjSMKFer9SDsV4wGazcfvtt5OVlcWjjz6K1WrF6/USERFBfn7+gMaRxNwbCux2e4+qRVEUKS0tHfS4ffv2cezYsZCvMxK8/PLLvVbyfRlHWq2W+Ph4kpKSEEWRJUuWYDQa2blzJwsXLsRms3HDDTcQHR2N0WgkJiaG2NhYRFHEZrPh9XrR6XSyEO6cOXPke5Su1/3dNeYYwQ+6Nl2fpH3BYBC32z0oD5IgCKxdu5Z7772Xp59+mt/85jfccsstrF27loaGhmE9s5EiGAxis9koKiqitbWVzMxMamtrZcHamLQppM6ew/YX/sChjzYTFRVFR0cHOp2OkpIS/vKXv7B9+3a8Xu+Yehq798dgVZKS11ASNq6v73q2M2fN5He/+x2tra1UV1fT0tLC2rVr0Wq1A3rk3W4327dvH7B90dHRaDQazjjNTNE0o8HL9u3beeuttzhz5gxXXXUV9957Lzabjf/6r/8iPT2d5ORk2trayMrK6jNZfLJjLHUBRxvKDRs2THQb+NGPfjTiRnzzm9/k6NGjo9CageH3+wf8KEajHR6PZ1KGCYcDqRS/L+j1+kkbEh0OJA+CNIEmJyePWSn2ihUr8Pv9rF69mtzcXJYsWSKXDqtUKk6dOtUvt1AoK3adTidz2ZzfP6H0l9frHTcOKqfTyT333MPJkycHDM8oFArMZjNRUVHU1tYSERGBIAjk5OSQn5+Pw+GgpqaGzs5ONBoNzc3NtLe3y+fs6OjAbrfLIaS5c+cO6CGLuTEGfCAmiehm62ja04TH40GlUmEwGAgEAkRERNDa2tpvu7VaLVdddRULFizg61//OmvWrGH27NlcdtllLFu2jMWLF1NeXo4gCOM68UhaeX6/H42mq1LvhRde4MyZM+zcuZMFCxbSqTHgbbNRU7CfgtMldPj87N+/n4KCAkpLS2lubpa9HxJh5kD9l5GRQWdn55iPFxKRo1FpYVbq5ew6soXVOfcSdKs5UZqP2+OksbERm802aFv68u5ERkbKv4uiyOrVq4lKSGW+cIKznjAqnF0iuV6vl+LiYhITE6moqEChUJCQkCDn1xUXF3PmzJlRTZtITU3FaDSOiv7lBYS6DRs2/KmvDRdNiG3fvn2TwvPQVztUKtWQRAgvJJfpYBioLH2y50MNFd0HS6/XO+QqnFCRk5PDsmXLWLlyJdu3b6ejo4PPP/+cmJgYRFEkIiICi8XSr45ZKBOMz+e7IKoGLRYLLS0t7N27d9D7kggRpe/r9OnTBAIBOjs7ufLKK9m0aRM1NTVYrVZsNhsOh0OWg/B6vXR2dqJQKGRNrU8//XTA6zmOOIi9ORZ1vBpPqYewsDC8Xi8dHR0Eg0FZSPh8Q1Lia8rNzSUuLo4FCxbIhpHkobRarYiiiNlsZtOmTZw+fXoET3HokEJEnZ2dHD9+nMbGRlpaWigqKiIpKYnf//73ZCQlUnW6CJUg8M6md/G/vwWn04nL5eqVHxYMBgftv6ampnHJawsGg/h8Pk5XHSUg+pkVu4rU6BzSY6eTl7yC3215jJqm0mEbat0pLVwuF+Xl5djbI7lpqgZr6z5OntSj0Wiw2+1kZmbS0dHB8uXL8VcVsPr0e5TPfASX0Uhtbe2oL0JaWlqGfV8xMTE4HI6LKlH8ojGQioqKJroJQN/tmCxJhxOBgT7gC8VzJAgC69at44MPPgj5mMFKsIcLjUbDypUraW9vZ9++fTQ0NMiudpvNJq/sR7pYuFD6RppkB2MHV6vVaLVa3G43LpeLtLQ03G43p0+fxuFwYLVaZQOqvr5eFryFcyzeEoLBICqVqt9qR4nIUZWvotXUSuTVkagT1VgsFuLj4/F4PLjdblpbW/usSPT7/ZjNZubPn8/q1avJyclh6tSpvcK33aVKJmpRJYoira2t2O12OX/H5XLhsbdz47Q0CAT4y4GjVDQ2h2TADoSx+J76gyAItHQ0cLDkUxZnfU3+XQwGcbo7hjymx8XFUV9fD3QpEZSXl8uFDPX19XidDtRZftqcXsrK6ggGgyiVSmJiYqirq8NkMqF3OYjwNdBYU4HWOndMDKSReI5cLtdFVx09qXOQdDrduAjSdUeoxGtDWV2PZRLiVwljwfcklW8PhsnicpaMn2AwSFRUFNdccw3Z2dlMmTJFNo4kOYyRIjY2lqysrFFo9dihPy/Z+ZCMGr1ej81mw+l0kpaWJm8/ceIE0MVT0z2sdj7Cw8PJyMjoNdlPmTIFi8WCWq2WE2kNBgMdH3Zg32zH9ratx+RhMpmIiorq892zWq1ce+21fOMb32D16tU9PEd93ZfT6SQ8PDyk53A+1Gr1qHBbBQIB2VhNsEZyTXo8+P38Ycd+6todqNXqCfFIDsQlNBCk/i2qOtTj9+c+/AHN9toe43lWVhaZmZno9Xr0en0v4svIyEimTZuGUqmU6TgAFi5ciMVioampifRgJSaVSLTahdfrRRRFtFotpaWllJeX43a7mZ7c1U9XNzyPsmw74eHhGAyGMX2uGo0mZM0zh8MxIdJOY4lJ7UGSBvzxRKiT8HBW6TqdDlEUZc0opVJ50b1QY4mxeBdCOWcwGJw0WkdKpZLo6GiWLFnCmjVruiqG6uv5+OOPUavVchL1+Yy+w4FU1XMxwO/34/F40Ol0speoLwbnwbwcCoUChUKB0+mU6Rd0Oh3R0dE4nU4EQcBisTB9+nT27NlDeno6/mJ/F1u2DsrLy2lpacFkMvUyGrKysujo6ODyyy/ngQceYNGiRYM+f6VSiclkGvJY1F0sVqVSjUouoF6tYmZSPGunT0EZDPKHnQeobbOj0WhISUnh7Nmz4x5WH6rIsiAIsp4fQEr0VHnbuyd+Q1Vzz1CmZHTr9Xo5yTsQCODz+YiMjCQsLAyXy4VSqeTyyy/HYDDw5ZdfyjxISqWS5uZmrlyiATRcnihS/rCJqc91GZttbW2Ul5d3OQss5xKyb3a/yYkla9hmNHL06NFR+d77ex7j7aSYTJjUdz4RscxQk2r7WmGq1eoBDR5pApMSGwVBuOgNpNEkqzvffTvSc8fHx9Pe3n7B5EJpNBpyc3NZsWIFK1euRBAEjh07Rn5+PoFAQM5JGq18lJqamj5LyI1G45gNyGMJl8uFz+fDbDbj8/k4efKkvE16twYzFFpbW+Xy/7i4OJqamlAqlVRXV9Pc3IwgCKSkpHD11VdTXV1NVFQUbrcbv99PZ2enTBLZ1taG0WiUr2s0GomLiyMuLo677rqLJUuWDLhYCwQCtLW1UVxcLEuPdPcgDobuhkBzczNqtXpQAyktLU3OzeqOGLOJ62ZPY2psFCqlgmZHJ6/sO0RtW1dITKr+G2wx0h9B5Ei+8/7Ccv3dC/R8B5o7usKou0v+hlvokncRBEGWTZIMnMjISOLi4oiIiEClUlFVVUVcXBwdHR2cPXuW8vJyrr/+eioqKmTZmY8++khuX070ub5Oi1Dg9/tlupOampqu4gBhFuuunsNnzbGs5At+EL+HRWorP29WsfN073sYjdCrx+MZF1HYyYpJHWK70KDVaomNje13u8PhoLOzE5VKhUKhGHcDUPq4B8NI9J3OX20MdQU3FIzU8MrIyBgTLauxgCAIWK1Wrrvuuh4T544dO6ipqeGyyy4jKyuL+Pj4AeUlRqMd50tvXEjw+/20trbKidLnI5TVslQNFx0dTVhYGIIgUFNTg9/vJywsDLPZTHNzMytXrsThcJCens68efMwm80EAgF0Oh0mk4mkpCQ5RGIymdi1axe5ubmsW7eul3G0uXQzH5V/JP/t9Xpl4dzNmzfL7Qp1tS95OeBc8vpgmDZtWq9wnEqh4O7L5pJijWD3mXJ++8kefv7RDtk4knDixIkBJ2tBEFCr1ZjN5l46ZP2NId29YAOhr/BjX/cCvZ+Fo7MrVK2N6EqonzVrFhaLRW6Tx+MhPT0dq9VKeHg4X//611m/fj3XXHMNs2bNwuFwkJOTQ0REBPv27cNiscjafCkpKXKZvgB4A32PZ16vl8TERDoFIz+pXsInTdG8bbwXtzaa5WHVvH+TyJy4ns9IqpS8hJHhkoE0iujo6OCyyy4b9KP1er0h504MBYNdV3LrDwSFQkFmZuawri+5+7tjMif77tmzR06cnGgM1ndS6MZsNrN8+XJ5f4VCQW5uLqtXr6azs5NDhw5RVlY2Zu0MBoMTQkw4XuhrEtfpdLJMiFKpRKPRYDabOXHihJzwLUGhULBt2zZee+01qqqqmDVrFgkJCbS1tVFfX09raysOhwO73U5TUxPTp0/HbDbLIbu+PMpiUOTdknf5z93/ybaKbXI7m5ube4wjgUBgTL2hH330US8m99UzphIXbubNA0fYcqyIqtbhk7zq9XpWrVrF3XffzfTp07FYLAN69FQqVUgGYXZ2dq/f+rqX7tCq9fzkrrf41uof4vW7OV1+ihMnTnDXXXf14h46c+YMfr+fpKQk2tvbaWpqQqfTERkZyb333ktGRgbz5s0jPT2dqKgopk+fTk1NDUuXLu1hpH1a5kf4kR3hRz2NS1EUOXnypMy5lZGRgTIqk/9xXM9n9jTCtAJLU3oa1JJY8yWMDJM6xHYh4p133pmwa2s0mgFXaaEk7oqiyKFDhwbdry9Ibv9LGDoG84YFg0E8Hk+vVeGDDz4IIGteSUnGo4Gh6H4NBd2lUyYKEou1xB3UXxhHq9Uyffp07HY7DQ0N6HQ6mpqaqK2tJSYmhoaGBjnBWxAEHA4Hubm5OJ1OdDodRUVFcn5SREQESqUSu91ORkYG69evJyIigj179mC32ykoKOiz7xSCgmevfJY7ttzBSydfYk3aGkpLS/nDH/7Ali1bRvwshqt9NispjlXTMjlQVkVRfehM4N118nQ6HWFhYbJ0yRNPPMGCBQv42c9+xoYNG3jnnXdk79z5Xr9QjcHhMMonRWUSbrQC8MbeXxCXEU5cYxwbN27sUaYPXUoHYWFhTJkyhaioKBYuXIg24KNg53ZOt7aTl5eHw+HA6/WycuVKkpOT+f73v89rr70WUqhaEAQ5UbqwsJA1a9Zw1113kZWVxX8tLePdIj9/PBScFBp2FxsueZDGCVJYbTiQRDIHw8XEn3QJfaOqqqoX35LX6+WDDz5g48aN7Nq1a9QMGqvVSmpqasj7S3l1A0GlUk2Kyjij0cj9998v/91f2HDZsmU4nU5KSkpwOp2yUKkoijQ2NpKVlSXfs16vJykpiYKCAjo6OlAqlSxYsECWZcnMzCQ6Oprc3FyWLl3KTTfdxB133EFiYqJc8l1VVdUnd5hBbSDZnIxf7DIszWbzoGryfSWh94XhTKozEmK5+7J5AGw+2nV/KoWCqfExgx5rsVgwmUyoVCry8vJ49tlnKS0t5W9/+5usIqBQKNi4cSPHjx9n48aNPP7440RFRY24UCPUEGRp3XFe+uwnADz48HfYsWMHd911F7NmzSInJweTySS3ZeXKleh0Ompra1m0aBEqlYoP33yN2r07mDYtB4vFwsyZM2V6h29961skJiaG3D/BYJDa2loqKiqoqalh1apVXSX+pbvRqQRuyFGzdGY6MTGDP/tLGBoueZDGCTfddBMlJSUUFRWhUCiGxHo7mcNUYwqFEs28RfirKhDr++acuZggGdD9TVherxeVSsWhQ4eYP79LfPpPf/oTra2tvP/++5w6dWpUQ7dNTU1D0ggLZUXv9/sH1HE7H9IkNFqJ/iqVCpPJRFtbG88884z8e3/hiO5kkIFAAL1eT3JyskwiWVhYiNVqlcNdJSUlQJcY6fPPP88999zD1KlTqayslD0NKSkpLF68WK5k+uUvf8np06e54oorOHz4ML/4xS944oknBpSRcDqdNDQ0DJjALBlaoSQ5DzUR+puXnxM/d/v8qJQKnlx3JWadlh9v/ox2V/8EsT6fj8TERDIyMkhJSaG9vZ3W1lasVivx8fG99n/wwQdpamri6NGjfPDBByMqELjxxhvZtm1bSF5Wu7MFgI/f/BKlUslf//pXmpubycjIwO12y8/r1KlTREVFMXv2bBwOB6+++iralgaSgGvXrePYiZO89NJLsshvZWUl27dvH5YXNT8/H41Gw0Pz4H/WnDOwFhkq2VF/YRSbXEi4ZCCNE956662JbsKoQKp2GQ9XrqDTEfmL53D8/mmcf3ttTK7R3d0/0RjomarVam688UYyMzMxmUwUFhZis9k4fvw4Z86c4fTp02OS1zbRWL58OUajcVRCSdBloI0kDNzR0UFHR0cPg6IvxnSfz0dERATV1dUkJSURHx9Pbm4ut912G9OnT++xryAIZGdn09DQQHZ2Nmq1mvLycjIzM3t4PAwqA0UtRfzHrv9gpWYlEJrhOG/ePE6fPt1vRZdOpyM7O5vGxsaQK5ae+PtWbp4/k3mpiVw+NY2v5Wah+0d+ozhImySW+RUrVvDggw/2eh7BYJCWll0YjVPRauP/kcTuZsqUNDmMPFy8/fbbIe97pvYotbYyluZci2hporD0GEqlsleOX0tLCzNnzgQxwOa/vU2KKohBp8TvUfKv33mAlNRUKisrKSws5PXXXwe6vIndaQ9ue9tJPznavWBS+vjlahPvFPp4YrsHMQglLV1jh5S3NRzx40vojUsGUggYj0l0MIqAkeK73/0u77//fhcfywgQahsFQeDqq69m69atI7reWONCiNnr9Xpmz57N5s2bKS0tRRRF3njjDdxuN3v37h3z0GpqairXXHMNzz//fJ/bY8KTcHk7cbhGPyl0x44dIe8bGRlJW1vbqH+nERERBAIBHA5HD6LOwZCSksL//M//4PF4OHDgADNmzOgzYdjv97N161aioqK49dZbCQQCPPXUU0RFRVFVVcXPfvazrvycRU8QrYvmrTNv8WngU7KnZvdgaO5PWT4/P3/Adrrd7iHrR+o1aualJgJww5wZ8u/vHj6Jw93VBr1e32elrsvlQqvVkp6eTkZGRq/t9fXvcKrw+wBYrSshGMDWsotZs2eOaVXs+Vics5YE6xQ+Ofom7+1/jYSEBJYvX86HH34o0wNoNBqcTieiqxNT0SGkEpVqT4BDjS2U1h2j4rXeizvJ0yihsr3/90kqnJHoO/QqUAgCW874Od3ScwxraWkZ4V13ISEhgYiIiCF5ey9GCJNh5SwIwsQ34iLHaPIRjcc1BUEgamo2ij+8if3ZX+J6581Rbt2FBaVSycyZM/H5fDgcDtnLEBMTQ3Nz85gkPev1XZpQ7e3tPfpSpzagUZ9z7//w9lf4onALm/Z1GVBpaWk4HA5sNtuot6k/xEak0NhWRZDQ37exTBbPzc3lxRdfZPbs2ajVavnZ9ZVDEwgE2L59O2VlZYSHh/PQQw/R0tJCMBgkLCwMlUrFbbfdxgMPPEBubi7Hy47zwOcP0OpvpeixIgIdvUPwM2bMoLOzs1fOmhRiDAaDI0rm/3redJZlpQOwv/QsTR2dnGlo7lXe3xekd/mOO+7gxhtvZOrUqT22B4MBCg7dTnt7V7GIWm3BaJxKW9sBHn/cRv5BO8FgkHXr1uFwONi1a9ew7wNg+vTpJCcnU1JSQmlpqfy7QlAwO30Zh8vOkcQKgoDBYMDlciGKIjqdDr/fz63zcmWDEeCQwkzF2bPs3bu3x7WefPJJfvWrX42o2vDu2WpevkHPXZtcvH6854I1JSUFtVrd4z5GG1FRUWOmMzlBKAgGg/P72nDJgzQEZGVlodFo5KqVyYzExMQe5djjYRxFRUVxxx138Oyzz474msFgkI7sXMIA39GBV8AXKyReGLfbzW233camTZuwWCyyFzAYDNLQ0DBmfetyuWQPgHSNBVOv4q7l30ep7Dl0+APnBurKyspxNcYjTTH8x02/51DpDt7Y+bRsJBmNRnw+X7+TkWQcdTeUIiIiaG9vH1H7s7Ky+MEPfoDT6ZRlQCTDKOD3IYoias25/CJBEEhOTqalpYXCwkLS0tJkA8nj8ZCcnMy2bdtQKpXcf//91NfXo/lYA2sh6pooGv7WAOc5QgsLC4mKipKFdyUjaaQhRgnbi0o5WFEdkkEEXVpkkiEvcUGFh4fj9/tpbGwkPDwcm81GQkICgqBk3tz/pa2tgGDQR1hYHj6fjw+2LOJ73wvn/vvsuN2Mmne6qKiI4uLiXt5kMSj2MI4AWaBXgpTnteVYITuKSlmYnsyyrHSyXTa+OF2IQhB6hBzPN44iIiJwOp0hG0xLkpS8cL2OnRV+NhX29uYPFCFQKBT84Ac/4Gc/+1lI1+oP47nwmWhcqmIbAkpLSyeNKG5eXh7XX399v9sngv20paWFF154YdTOp73iKvxVFfjLzozaOYcKlUrFmjVrJuTaPp+P1tZWXC4X//d//4fD4aCqqqpHiGc8DZGY8CTuufJxlEoVxyq+4M1dz/Dmrmd4Y+fTfH787/J+4+2pbO1o5LOjb7EkZy13Ln8UgS5jxOl0otfre3Bz9cXV1d2LNJhxJAjCgAzXkZGRch5ReHh4L9LOXa+9yB+/fXev4yTix61bt1JTU8O6detkcd2ioiIEQaCuro5Tp05RVlZG2cEyOgo6iL4mmmn/3zTUli7ZktmzZ5OWliaTVTY3DywSq1Ao0Ov1/W7vDw63J2TjCKCxsVGuXFu0aBErV64kOzsbh8PB8ePH0Wq1PQgiBUFJZORCLJalqFRGXn/9b/z2N23Ex6u4+eZImX5iuAUsa9askSvmRFEkEAiM6L21uzzUtTv4vLiUv+Ufx+Pz89CVl/HUdatQK89Ns90NoaVLl6JQKPo0jmJiYvoc3w/UBHj8Mw/r3nTh6sP5OVD4VwrNjxSTIeokwWq1jun5L3mQhoDJVE1WVFQ0oBtVFMVR0VcaCkRR7LG66i8HISRodWjy5uP8++sYDIYJS0D2+/293OTjCWkwkp7jaPWnFDL7l3/5F1577bWQnu9Tt78s///Vz3+Jyxt6JeZY48OCVwC4Zv49tHU2syX/JYLBoMxknZCQQGVlJeHh4bjd7n7Dv/0N/nq9HoVCQWdnJ2azmezsbA4cONBrP7vdzpEjR8jLy5PL9wdCIBCgtraWKVOmsHnzZo4ePYrVaqWhoUHOt/H7/Zw9e5aGhgZKSkowmUxd8iKvtRJeHk7MTTFEXRtF3St1FBcXy4ZDKPl1oij2SSsw2hBFEbvdjiiKJCUl0dzczEcffYTJZEKpVMpVYNBFV6LVamlvb+f06dMcPHiQV155hYKCFhwOAxGRil79lJycTFZWFrt37yYpKalPstTu+peh5O5JJKwSQWMosLs87C87y6m6Br6eN4PZyfHo1Gp8gd7XOnz4cL/PvqWlhc8//7zX72IQfrV3+OG56urqYR87GTHWvHuXDKQLFG63e9CBbaINuhElD3s9BKor0cxfQtuffzd6jRoGhkLJMBYQBAG9Xj+qRqI0wXz44YchTZArcm+S///bzY9OKuNIwocFrzAlaRpXzrqVnSfepcPdRnh4OD6fD5VKxcqVK0lPT6ewsHBIyd/Q9S5LYbKOjo5+PcmBQICwsDB8Ph+pqam95R4EAY+zk7d+9Di3/fBnOJ1OXnjhBdra2mhpacHj8XDNNddgs9loaWmhoqICv98v8101NjYSCAS6Jvp2H80fNqOOUmNZYcE03UT5z8tJikhCp9ORkpLC/v37WbNmDV9++SU1NTV9jgmj6REYiKxQWrQVFBT0CG9CVyL5fffdR3Z2Np999pmsMdjZ2YndbsdisUit7bO9khDxHXfcQWNjI3a7nXnz5hEVFcXrr7+OQqEgJSVFNhBC+aZFUeyXlV6j0eDz+fp9dnFhZqbGRnW1OBjsc7E40Pfs9/v71InrD4sXL6a+vp6KiooB9xvKnKDX6zGbzTQ2NoZ8zHhjrOe4SwbSVxCD8e2MFoZ6fmlVr1QqiYuLw/bqnwn/r5+hvmw5nt3b5f3S0tKor68fl5XvZEAwGMTn85GUlDTsFaBSqSQxMbGXvEKo5yuuOceuHgxOnso/nU6Hx+MhNTWVuLg4DpZvJSduIeu/9iCNwskuFXSVio6ODqxWK3l5eRQUFAz5OqIoylpnoij2SnDunsdUXV2N0WikuLgYv99PfHy8TAo4Y/kqaotPUXXqOC9+/0F8lliKCgs5dvw4Pp+PvLw8WY9s/fr1bNu2jU2bNslJsRIjc3dPbeM7jajCVITPDyfnNzkAKLYpaCtpIzIykmPHjmE2mzEajdjtdtLS0lCpVL0qqfqDxWLB4XDIFawJCQly7tD5GMjYSkhIoKWlhZqaGvR6PYFAAJfLJSeji6LIiRMn+PWvf01zc3OPXBe73T7gZOj3TWwGpwAAIABJREFU+9HpdCxbtoyTJ0+ycuVKTpw4wdy5c7FarRw6dIjq6uohG4P9GVJ+v3/AcyVGhmHQqNlbUkmHxztgWDYUCILALbfc0i9NQXl5+ah72aWCkK8yLhlI44TU1FQcDseolWGOBJIRMhYyEoIgYDab++VcGaxdcC5U596xDdO3/w3d6nU9DCSJpO9CxXCq+3w+34g8WVK4abioa61g54l3uSznGupbK/vdbzx5sgA5d8ThcPDojc/ibPMQDAZJnhrDomlTUKvVaDQaNBoNkZGRcvgpLS1t0NX2+QgGg4ii2Gffdb9fv9/PgQMHUCgUuN1uzGYzOp2uax+DidjFy3H4AjQ31KE4W0GeUsWcRbNRZs9i2sxZ6PV6LBYLWVlZZGdnU1RUxP79+2UNR5fLRSAQQKPREB4eTlNTE3Uv1hGeE45UZy6uEbG2WsnKysJiseD1etm+fTsRERHodLohjUNut7vH99bZ2dnv9zfQe93Z2Ynf78fv98vfgPTcpOTxL774grNnz/bytrS1tfWbKyXJlWg0GtLS0ggGg6xYsQKPx8PVV19NR0cHM2fOZOvWrURERFBYWDhiaozB3u/CuiZWTZtKRrQFxSiNs2fO9J2LqdVqB801Gw6kvvoq45KBNE7wer0TOqmrVCp5Muk+MI0FRnqfwWBQji17dn2G/rqbEQxGgs6uVfNXqYqiO0YSbxdFcUTilUadmcXZV3OobAeGMC0d/Tjv+ksSldTaR1tMVfJq2Gw2tAYVWr2KZn8hl30tl4SEBJRKJa11dfg2b0YjCDSvXInZbB7WOzpYAqyEpUuXUlBQQHR0NIsXL5YZsT0eD/n5+Xzy+U70ehN2cwxpSUYinHY66qq5avFCZi+/Ep/Ph1qtRhRFcnNzuf3222lsbOxRaaVWq4mIiCAysithua2tjSVlSyhKLKLV2tXPV3/rauZEz6GpqQmv10t7eztVVVVUV1eHFDaJj4+XPbXd72849ACJiYk0NDTIE27390CpVOJ0Otm2bRu7d+8eMEQHcD5RgpRb5Ha7aW9vZ9GiRSQnJ3PttdeSk5NDR0cHRqMRnU5HY2Mjn3/+Obt27RrWIi5UROh1qBQCHn/P5O9FixZx8ODBkMZfqaBAKhw4cuRIn/sNhaNv+vTpX3luo6HgK28gCYJAUlLSiAkUuyMzM5PS0tIeL+1EVJV1x/n8K6NlIMXExGA2m+WE8fPLYEcK985PMNx8J9qlK3B/co5NOSUlhZaWliF7VYxGYy+xyfHGZKoCGQxKpRKj0ciq2beiVes5XruTKVO6PDPdaSQk9LfiFARhxDpag6Et/Dh33303O5/4G4lvHCOwdy9iICCT9wWUSk5ER+P3+2loaBizdkgcQxUVFbKnoqKigqNHj/Lxxx9TVlbG5ZdfTkJCAldeeSVpiQm89OgDfPr7X/Pp738NwK3/76ckTusiYMzJyeHmm2/mo48+4tSpU3KSuRTq02g0xMTEkBGTwf3L7qe6vpqXfS8zbe40rki7gr179yIIAnl5eTQ2NobsSVT/gxl7NKBSqfrsf5PJhNFopLW1lW3btvXbL8nJydTW1tLXK+T3+zEajWRkZNDY2MiCBQvQarXk5eXJ14iLi2PFihW0tbURFhZGVVUVp06dGhNy3py4aO5dOo/69g7+vPvLHsxcer1+SN9BKKE5rVYb0qJXEIReVZWXMDAuGUiCgNVqHVUDKS4ujvLy8kkVBhorlm6z2UxsbOywiMni4+Px+XwDko75Th7FX1GG6Z+/i+eLHbIXyWKx4HQ6h2wgScy3lxAaTCYT2dk5LMm6hmZXFclZ0SQkJBAbG9ungdQfRFEcMKwxGkzyhYWF1NfXk37iOAGfH7p9f87p09GePk1RUVEPSY3w8PARESb2hU8++QSlUklRURFvvPEG9fX1VFdXc/DgQerq6khOTiYtLY3o6GhMJhOG8AhufmIjrz3+b/I5HLamHpPjlVdeSW1tLY2NjXR0dGC322lubpZD2qtWrcJgMLBgwQLmBuZyg+IGeSKeN28e9fX1ckn0YF48Kfwl5auNhkFfWdl3WFar1aLT6WhoaBgwr8tisWCxtGAyKamu7vmeSOHGpKQkWdj1fCHfyMhIIiMj0el0pKWlMWfOHOrq6sYkAdlqMlDf3sEfdx3A5e3Z1qEUBwQCgZBCoXq9Hr/fP+j3M5AX6hL6xleeB0kUxVF/afbs2TMi4yg2NnYUWzO2KC0tHXYZfHp6usxF0i+CQey/2oAiKgbzdx6Rfz5y5MiQ2FyNRiPQJUo62Tw4arV6XCUU+kJfq9qIiAhmz57N6sU3YFBF4A9v5Morr2ThwoUYDAYUCsWotVun043Yw3TgwIEuKRZzGMqEeIxLlwKgTk8nbt5cFAoFarVa9lIoFAqio6NH3HYJUvtNJhOiKFJXV8ebb77Jww8/zB//+Efq6uqwWrvyghYuXCiLtQJ0OF24Y5Lkf+/v/ZINGzZQWlrKypUrqa2tlckfJY02hUKByWQiJiaGOXPmcPnllwPI+YUStFotiYmJJCUlkZ6e3q0irG+MpE8HEtjtCzabrV/jqbu34/jx49y53kxrq5+tW3t6wJRKJc3NzXzxxRd4PB75WwfAXgvb/h/+j56AzzYSpexAoVAQFRUle3NG27P5RUklz27/opdxNFZobGwcPp3KJQyIr7yBNBYIlXhNoVDI1S3dsXjx4jEPR0wG7N27NyTj1Fd4HO87b6JfdxOaeYuGda3ExMTBd5ogSAmmE4nuk6JCoSAsLIxVq1bx8MMPk2qag6j0EjB2Jcq2t7dTXl6O1Wod8oTYHxwOx4gN146ODt58801KrFYCJaVI8RhfeTkd776HNj2NdevWyZOJKIohV3KFAsnjk5qa2sP709HRgc1mo6GhgSlTpnDPPfeQlZVFZmamvI+g0eCLjMEXGY0vMlr2tr366qvU1NRgs9nwer0YDAbZOIqJiSE+Pp6YmBiUSiVz5sz5x30FeXpbMfXt5xLFVCoVixcvZubMmRiNRnl8UavVvQym8xd3oRpMCoViUONrKOju6dVqtcTEqFAqBWLjzgU+BEEgPj6eZcuWsWTJEhISEnp6jzqb4Ms/o8j/K8E9zxB8YS01x3ez5YP3WRTWSG6MckwWTAFxci3CLmF4uGQgjQFmzJgR0qBiNBp7DJIS3nvvvRFpmE1GjHQiTc/fg2hvQ7dqbcjHdO8DSehxMsJms004ZYE0KUoTzs0338zDDz/M7OwFeG1qkmebeOh7D6JSqVAqlaxbt4758+dPeLu7w263U1hYSFVyl1cy4Do3wSrDw/F9//t88MEH8jcy2kapFA46efKk/H+pMMLtdhMZGcncuXP7/OanZGWzYeNGNmz8MRs2/pgnn3ySq666CqVSybZt26itrZW9Xc3NzWRmZrJ06VKqq6tlxm0JFbZOXvyigtv/tI9X91fS6HDj9XppaWlh//79lJeXy/xDMTExXHfddQBo1XqWZK9lSfZalIpzRojkLRwMktdsLOByuXji8Xp0OgXf/a6V+Piu9mm1WpKTk5kxYwY5OTnMnDmTzZs3nwu9x8+G/6on+EQtwr/uIeh3c2PbX/j0xg7+7yY1L91gGOCqE4/zc5C6e8cm61h/MeGSgTQGyM/PDykJ2uFwjLquWw/38iTCkiVLRjQhHf7yAMHOThBCf2XHq9R8LDCYpMVYQKFQEBkZyfr163nsscdYtGgRRXuaEJSw5vaFxMfH861vfYuHHnqIzMxMDh482GuQnshwYVtbGydPnuSD/fsBcBccQpORQebOHaS+8TrG1FSmTZtGZmYmGo1G9riMB9RqNfHx8TLXT3+QOK8UCgVnz55FqVRSUlKC0+kkMjJSDqvV1tby/vvvo9frZc+Q9L5PiTbx8j8vpKXTy/979wQv7iln7969bN26lbNnzxKmjcJqTACgpqaGl19+mezEuTxx619Yv+Ix1q94jBW5N8pt6ujoGNdvqb+Jv74+QE21j3nzDLz6WgrpUzS43W5KSkp47bXX2LhxI4cPH6a8vJznnnuuR85bXV0dwZjp7Ex7DCHoJ4CSzWVq5sbBFItywkPcfUGj0ZCamtrjtzvvvFN+PkajcVK2+2LCpad7kaGvpGWFQjHhq40dO3aMvMT7K7RgSkxM5IorrhiXa0m5RHl5edxyyy20t7dTXFyMqz1A5dE2pi6KwhB2zrgVBIFrrrkGk8nE1KlTe7xb69ev76XOPt44ceIEJWYzAO2PPYoqJoYap5MtW7bw8ccfU1lZidfr7VMq5HzodLoRV3NJE5nD4cBgMDBlyhTZs3S+4VFRUcHbb7/Njh07sNvtREdHo1arUSqVLFiwgLvvvpurr76a73znO9x55514OjvY9+FmSktKerA+z0uN5Msnr0KrUlB0+gz5+fls/ts2pptX8+RtL/DIDb8l3BDFjJSFrF/xKA9d+yv8AR8v795IBw2snnMHGlXv8P9AEARhxBO2UqnsZRRIiIuL4403z5Xmr7umq48bGhqorKykpaWFH/7whzz99NN88MEHPPXUU7S1tcnPOBAIUNyq5Ceu9Sx+2c/3NnclQN+/NIasrKwRtXss4PV6KSsr67FQ+vOf/yxHF8bbcP0q4itfxfZVgCiKzJ07lzNnzsglvmlpaWg0mgkLPWk0GkRRHBoRWR9Rx5iYGPx+f69qDykBd6jl3CqValJUulVXV4+5btLUhDwcvkb+6d717Nu3jzvuuIPo6GhycnKwWq2c+rKSoAgpsyJ6HCeKIq+88gq5ubls2bKlRzj4pZdeGtM2n4/ulU4S2tvbeX/GdB5++GHyZs/m0KFDbNmyhcbGRpKTk4dEEhhqCHEg4snOzk6Zj+fpp5/m73//O+np6TJT9gMPPIDNZsNsNvP8889z3333UVFRwfTp02U9rra2NnmyPHLkiHytq3Kz+Vp2Kua6MiqPFJCRkYEgCFRXVxMTE4NWCFBsV1L+xU4uj7oRiymWfUUfsXTaOp66/SW0aj1iUOSzo2+x9fCrLF95Bctvm07BWzZWL7iZD/e/Mah4bzAYxGQysXr1arKzs/n5z38e8vM9H4FAoN/nWFdXx4//O4lAIMh/fL+OEye6+mbWrFlMmzaNnTt30tDQgNls5sSJE7S1tbFr1y7WrFnDggULOHDgAAaDgU3vfYDN1oLXC8caAuSFtfN40cTSsAyEyVQN/VXDJQNpDJCWlkZlZeWIkv/6GvhHgkOHDvX4e6gswqON0SIM7K9MVxTFAY0ji8XCLbfcws6dOykuLpZ/nyj22G984xuUlJRw4sQJBEEYtdwetVqNyWTqRRJp1kfy8HVP4xfcJMxz8dRTT8nyDy0tLTQ3N2NJ7crPqMy3k53X87zh4eEUFhaOSYKrXq8PmVi1v74KKBS88OqrzD15khUrVnDnnXeyb98+8vPzMZvNI2K0Dw8PJzs7my+//FL+bbDvqaioiIiICBQKBS0tLajVah555BESEhL49a9/jUql4tvf/jaHDh1i9erVLFy4kGXLlsnPNyUlBYvFQmlpKTExMQSDQWpqajhjd7EgPAZvYyOOt18lLT0dbWxX+OxPf/oTCwIuPm3PhOl34yw7xNld/01DfTlGXRgzkhfx0mc/4aztNNEJ4Tz6/Uf48Y9/TCAQoLx0C99edzuH//XzrvBUP/3c3ZvxzjvvDPuZhopnf9fMf/8kjptuDufo0a5vpLKykubmZjn/SaILkIhVV6xYwXPPPcecOXN68LUFg0Fq7EHmJSjItCgoabnkjbmEnlBu2LBhotvAj370o4lvRD8YSh6IVqslEAiMisLwJdfpeVBrMN51H4HyUjz7do74dC6Xi0OHDg2JKmAscerUKWprawkEAqNqoPWn1q5R6bgq7xsoUFF+tpQ/vvqMHBorLCykpaUFb6OWxlIXLbWdLLw2Hehazebn5+P1eikqKuq3RHskGEznKhQcPXqUzs5OPB4PKpWKhIQEHA4H27ZtIxgM4vF4hi034fF4hsQBJcHtduNyuWhvb6ewsJCzZ89y5swZ3G43W7Zsoa2tjWPHjrFo0SLcbrfM/hwIBBAEoUtSpK6OwsJCbDYbfr+f9vZ2vjh8lAPl1Vxzy604VDoWL17MkSNH+PDDD9m99R3qCrahMEXhzVlKwGSho3AXxyv3sbfoQ8oaTuL2daLTdR23cOFC1Go1uXOzsFqtHD58mLKysl7G6vz588nMzByw/2+77bZRZ21uaPBz/JiLzz7rwOUMys/V4XCg1+tJSkrqNf7u3bsXi8XC8ePH+fzzz9FqtTidTgKBAEcbAtw7W81ds9S8X+yjdfLUHFzC+KFuw4YNf+prw6UcpEEg5QoAZGdnk5ub22O7IAiEhYUBQzOmJjNMJtPgO40nFEoM19+CwhyGa/tHfe4SHx9PTk7OkE471nxIUVFRPPTQQ5OiLefjqrzbEMUAFf69bP3yfwkLCyMyMpKkpCSWLVvGqlWrWHjVNHn/tsaukKNCoSA5ORmv18vx48cnHaeUhGAwSFlZGXa7neLiYl588UVeeukl9u/fT2Nj46iTQw4VgiCg1+sRRZEDBw7Q1taG0Wjkpz/9KZGRkUyZMoWZM2f2qP5MTk5GEARcLleP37VaLV9bu5bipla2bNnCI488wq5du/jggw8oKyvDXV9K07s/xVd/GtRdeUU+v4e2ziag63v/+te/zmOPPSafVxAEoqKiiIuL6zOv6NChQ3zxxRcD3uOmTZtG/H5ERkb2+u3ECQ+25t7eRZfL1afBJooiBw8epLCwEK/XS0NDg+zBPtEocuUrTrRKeOXG0OhZJhvMZvOQ8uSGOk5+lXEpxDYE9MUW3V0EdLR1psYTWq2W9PR0ioqKRlUqZKQQDEasL21CGRWD99ghfIcP9rlfQ0MDTU1NI76eWq1Gq9WOSBhWQktLCy+88MKIzzPaUCnULJt+Pfkl23l7/2+57777ZK+VIAjnJl8t/PP/XE5JfiPh0Xp5u8lkYtu2bePSVonMr3tOmMlk4pvf/CbPPvvsgMd2dnayZcsWvvjiCzQajaxxNhm8hqIo4nK50Gg0zJ49G7fbTXNzMydPnqSmpoZZs2bhdDrJzs4mPz8f6OIF6i41IsHj8bBt2zZEUeS6667j0KFD2Gw2WltbZU90ZGQkwUAAVXQ6xtxVdJ78HL2ui0Byzpw5rF27ts8q06eeeopPPvmEsrKyHl7t7v9XqVQYDIZe2majkSYwVG98KFp554/TJxpFPirxsyZDhUKAC43CqKOjo9/7VigUmM3mHguC4XB/aTQa5s6dy/5/VIh+VfCV9CBJzLJDRX/5KdLLeSErH3u9XsrLy4GhezMUCsWYER0abrwdZVQMHS89j/0XT/W735ATvvuBz+cbtQRtURRxOp0YDCPjWlEoFCQkJIxKmwCMujC0aj1nm0+TkZGBy+UiLS1NlsfontelN2mYuSJJnpAlTp9PPvmE1tZW0tLSxrRCUgpLdYfT6eSNN94Y8DiNRiPncjU2NtLZ2YlSqcRms02a8HUwGMTr9XLy5ElKS0sxGAz4fD7CwsKYMmUKnZ2dvPbaa/L3+M477/Qw7iTPjrRIc7vdHDx4kJqaGkpKSnqExex2O607XwZnK1Hr/p24u3+NqDaQkJDAI488IldMit6enpnY2FhcLhd6vb5fD7nf7+9zQTHcEGZ3BINBcnJyhlUdJwgCCxcuDGnf94v9xJkU3Dr9wvMZSO9HX9+hKIq9tPeGM076fD6OHTs2vAZewPhKGkiD6X99FSHlZQwHoigOSUcr1MFOMBgx3PpPePbupPOVPxGo6zvvQ6fTjdgI6Y7hTqB9lTlLBsVI22Oz2UalPQDLZlwPQHH1IZRKJXV1dWzevJk9e/bQ1NQ0YHK01+vl6aef5sYbbyQQCNDQ0DCmYba+lMpDeR4+n0/uR0nUdbB7GwmGG10PBoO4XC48Hg+xsbFs374dg8FAfn4+LS0t2O123njjDX75y19y5swZ+Z4kigApxD9lyhQSEhI4e/YsVVVVfb5znuqTNLzy77Rs/hVqazKx9/2J+jn38dbBs2i0OtzFLdT95AC+xnMLhN27d2O1WjGbzQN+t319M1K/paWlYTab+zWk09LSWLu2fwLYqqqqYX2TwWCwRwFGf1AoFLx3OsjxhgA/uVJHtGF4Bn9UVBRpaWnDOnY0EIr3bCTnHq2FoyAIXHbZZaNyrrHGV9JAGkw4czRwseQj9QVJ6qA7hjJJhvrBGm66A0VYOB0v/3HA/Xw+34jDmzqdLmSJmP7Qn6L2aAxQw3lf+zIujNowlufeyOGyndS1VtDZ2cnJkycpLCzkyJEjtLW1UVBQ0Cu5VhRFmpubeffddzl48CCffvopwIRoQIXisTr/vv1+/5h981FRSt54M4U77pjR5/bMzMyQNN8KCwux2+2sWrWK8vJyGhsbcbvdPYw96XxL/6EzJxlYzc3NiKKI1+vtcZ9arRZBEBBFUSahdJzaScP/Pom3aAdKIcimGiNrntlFrV4BYhD79i6R2s7OThr3V/CTeQ/y96//hs+/+Qo/uOL+Xu1WKBQDfjsSU3x/Y4TNZuPkyZPy3+fLL/UV8tfr9SHl3QyUa2axWDAYDASDQQKiyHe2uIk3C2y+Y3iLLUlSZjxw88039ylTdSEgGAwOS9x8InDh+RMvEIQ6KSqVSiIiIsbtwxoNSIPtWEIwmjDccheevTvxnykccN/BvAIGg2HQ1Y/f759wMs2xwPn9tHLW/8/emYfHVZ5n/3dm3zXa15FkW5Il2fImGxvvBLPUgIlNIGyGQAMJoS0lUGhC0zRfmjampVBoytoAIYDDGgwGY5vYlhe8SpblRZtlrda+z4xmP98f4znWMpJGmy2D7+viwpo5c847Z8457/0+z/3czy1oVXo+P/wHAEmw6vV62bx5MzabjfT0dERRpK2tDZ1Ox7x587DZbOzcuZPnnnuOM2fOjNhf6mJCp9MhCIJ/olVr0N10C9qbvkfb39yL2N01/A6GwbPPJRAZqcDh9KcyUlJSqK2tJSwsjO7ubin9FYBMJkMul/eJuvp8Pnbs2EFSUhKtra0oFAr279+Px+ORKq4C6Ozs7PN8cbvdWK1WrrjiCuLi4iTNEvjvDY1Gg9Pp7HMtaG31zHCe5I6Zc0hcMIef/fkEd799hJfnJhF+qInqmnbsHTYWeadQqazlUG0RUfpw/ubK9dhcPfzP/j9K+xJFcci0Tf8UT384HI4+NhShpIA8Hs+YFx4Oh6NPxeTeGi//c9DFT68cnVzA4XCEFC3W6XT09PRgMBiw2+0SgR3J9zl9+vQF90eSy+XjdsxL5fnxjSZIaWlpNDc3X5SKlZEQiItlBBYfH09YWBjFxcUj+tyF0HDo1t7eJ3o0FsFnKOO9lPVjoUKj0rNi5lryT++kvr0S8E9e8fHxNDc3U1xcjNVqZeHChZSXl2Oz2TCbzRQVFdHY2Mi2bds4dOjQkNfrzJkzOXv27Jh8hoKOXaNBr9fT2to6YnIeSEUpZ84h7F/+A3lEFM4jB5AZTXjHQJAEQWDBggji4/2RjPwjfh8et9stkYZAdKU3GQoW2QP/c6C2tpYtW7bgdDopKSkhKiqK7u7uPtdnc3Nz0IIEu92Ow+EgLCxMeuZ5PB7k8oENWX0+HyqVitjYGK6flUhylJG7XtvPA8U1vDAlHOrqqait4MOCLXx0fCte0f+bb73vda6wzEJbeF48H4hMjRaiKPa5pkK5F8dyvACCLZpcF+BRHFhgBiqkU1JS6OrqGpHsI5Qm3+ONyVqxOpH4RhMklUo16XvVjJdvUn/o9fphq9EUCsWkDNMKWt2A6NFYojuTqaFqMATciCca0WEJaFV6Cir6+kgpFArp/NbW1kp94Lq7u4mLi6O0tNTfBDYELYhare6TXg606hguijAcxtKbLvD7R/ztk+By0fbI/biLCsY0HoDMTDW//Be/xcfzz7dQVeWftM+ePQv4hdEKhUJKScfFxaFQKGhsbAxaKalQKKipqcHr9WI0Gunp6ZGiy4Ndw0qlkujoaOrr6ykuLqa1tZWYmJg+2wT82QLELCDcbW5uls5pdoKJt3+4iLte2899lTXoiz6gccYdNHxVJZEjAIfHn74bj7YiAYRizpqQkEBjY+OELCYDzXhnh/fwD4tVKGQTG0kO/JYBgnapRK4nS3HDhcQ3miCNt0nZpQS1Wo3NZkMmkw16YdfU1FBTUyP9PdS2FxLqpVchM4Vhe/d16bXxWDFeTAxFgoK9JwiCFHofLygV/kiHT+y7z97XAPjtCQJl6IEISHNzc0hjOXLkSN9jKpVotVq6u7tRKBREREQM6n4+FHp6esakd1KvuAZleiad//6LoOQolAVFAEqlwL0/COfWW8NobfXys3+sl8hRf3g8HhwOBz6fTxI7+3w+IiIi8Pl8lJWVSdd24Heor6+nqakJr9eLWq0OSkS0Wi2RkZGYTCZmzZrF0aNHpfEHokdqtRqn04lWq5Um5d4EQ61W9/EZyoo3suH6RB784DTWGXcAoAiLwVnX9zmaGT2V5Ym5bCnbHdL5Gg+Eh4eP6roJBQFSn2J2oFaMD1kZyaLnUtHj9IZWq70o+sMLjW80Qfo2I5DikMvlIU1sgRX6ZCBImpXX4G2sx32icNBt9Ho9TqfzkkmNyeXyQcca7JwLgoBCoRiR+NxgMOB2u4OKkZVyFbcsehi310Vje02QT5+Hy+WSHu6BdE7AHynYvoeaDLq7u7FarcjlclQqFcnJyRM20Q02HmX2LMKe/BXusmIcXwU3GjWbzSERpHnztDz8N5GkpKj4fHMXL7/cis3W97v3TwcvXLiQjo4OiQDl5OSg0+lISkqirq4uqDdTgMgcOXJkQNTEaDQyffp0Zs+eTUxMDBaLhdzcXD777DNaW1tpaGjA6XRiMpno6Ojoo/cIEG+A9vZ2CgoKmD59Omazmc7OTg5s24Tom44gk2PFv/4pAAAgAElEQVQt2obt5M4+x95XXcAP59/Kg1fcfkEJUm8R93gjoH8qVclwekSONY79GTiRUeHw8PABrYMuNAIRzm86Jnf+6TLGjFAjL2PVEYwXBL0BVe6VOHZtH3I7i8VyUR2/IyIiRpTyGSmRC1QkjQRJSUlBnYcBkqOnkxKTyXt7XqCho6qPE3N/GI1G9Hp9n9fkcvmg+1Yohl5nyeVyNBoNdru9j4B4otB/YtJcexOi10v7kz8BX/AUzVCtQzIyVNy93syzz8Xz9H/Eo9EIPPlEPf/1Xy0DyBH4yXvvtElXVxc5OTnce++93HDDDcyZM4eUlBR27dqFy+Vi3rx5gx47ICIOpOl0Oh2LFi3ijjvuYPHixSxbtowpU6aQkZFBWloap0+fZsmSJQiCgNvtRqvV9olAyeVyZDKZRL6LiorYvXs3PT09VFZWsvvAEUQR3O1nafvqNelzgX38dtfLHKgpJNEUy8opoXkMRUVFIZPJBo2GTRYsSJCjVgjsrfFH+8aCiVxozpgx46JXSU/0ImeyYPJerZfxrYRqdi6CSoVz7w7ptWAP1eLi4gnRboWKm2++WWoxM1lQXFxMQ0ND8DfPzdetXX59zJQpUwbdT1dX1wB9jMfjGXTfwxHrQCXWRJmJBjAY6fN1tSNoNAiagaXow+k/5HL4xS9i+cEPIoiNUfL8f7fwg3trOHJk8NVzZ2enRNIC0aTY2FgyMjJQKpU0NTVhMBjw+Xx4vd6QXMljYmIwGo0sWLCABx98kAceeID777+fhQsXUlNTQ+nJEwgdreTm5tLV1YVaraajo2OAu7XH48Hr9eJ2uykvL2fz5s2UlpZSWlqKx+NhSW4OHTtfRxmegDo+XZqI9Xq99O+y1ioSTDG8ddt/cufsmwAwa0ysmhbc2+aOO+5Aq9WSkpIyKTWPAbx42M2HJ908tEDJLbfcMuLPKxSKCb/GAfbs2XPRCnu+bbhMkCYA48HuL/YKYTjI5fIJGaMiIxvR68Vder6032w2j/txxorXX3/9ooe5RwJZv1t9qMrFtLQ0UlJSxvX4Aa3MRGLZsmVBSVLPpvfB60V/118PeC8sLGzIfV5zjZH4BCVPPdXAnXdWs2lTF6EGWmUyGTNnzmTmzJmUlpZy7NgxsrKyWLduHVFRUZK9Qig4e/asZBfg8XgwGo2AP626fMlihIK9ZMrd5CZEkx0TwS0rlhBn9hP48PDwAZ5BCoUCtVpNY2Mjf/rTnygqKuKLL75gz549qGKn4nPacNScICEhQRLsB8b6L189T9bzf8WOigNsuP4f+OnS+yh65DNe/95vCVMPjOq+8MIL2Gw2SktLx81scLwRkBh8dcaDWg6RJ98Y8T5SU1NZsGDBmMZwqQi2vy24TJBGgFArNxYuXDhm8pCbmzupw9Fer3dCVjHKjCw8VRXgPF+1M94l4+ONYA+1QErhYkKpVGI0mLh61q3cf80vALA7h+8xV1xcTEVFxbiOpbOzc8LTa9u3bw+qkfK1NOP4yxY0K68d8N5wUcgVK/RUV7s4sH9kE7tMJiMjI4MnnniCtWvXcv3115OdnU17ezt1dXXEx8ezZs0acnNzB3w2mCu8IAhkZ2cze/ZsDAYDXq8Xj8eDrbubz371pLSdBRdTRAdzwzRMjfKnRFtbWwdE+QLGmQE7gS+//JKrrrqK7X/ZgTb9SuxlB8Drlqrq+sPaY+OBj55ie/k+Hl1yn/S6XDa5F3aDIVB2//IRN3885uKfV6hJNY+MrJSXl/dp4DtSshMRETGgAvEyLi4ui7RHgMH8S/pj3759Yz7WwYMHx7yP/khISKCjo2PSruIAFBlZuA6O/fxNNBISEmhqavKnJZYsoaGhoU8TyAvh1j5jxgxKSkoG1Te53W5ykpew9sofU1x7hM2H36C2dXSNKs1m8yWtO/B1tCOMcNEyZ46GeblaDh0a+f3y6KOPYjQaWbp0KRaLBbvdjtVqpbu7m0OHDrFx40a6u7uD3ufB7s8lS5awcuVK1qxZI0Up3C4nX730XJ/tHInT+K9XXvUbYzqDa9h699XT6/WkpKRQUFDArbfeSsqCa0BrxF6yZ9jv6PS6uO/DfyTJFIdX9KGUyelwjM3OQS6Xk5SURFVV1Zj2M1r4RLj3zw7+c5+Lyo7Ri6x1Oh05OTkcOHBg2G0VCsWo2wmBP4rodDonhYb0m4bLBOkbimAVRwF/lhtvvJHu7m527doV7KMXDbKoGOQRUbhLJ789Q+Bcgl8TcDEQSmWPUuHXROwofYczjaM7ry6X64KQo/F06h0rBAH+8xl/g+Df/c/5iUuv12Mymaivrx/0s2lpaZSUlPDiiy+SlJQE+ElmIELgcrnYunUrf/7zn0Mez/Hjx0lISKC5uRmr1YrBYODAR+9RdayvZcHx0xW02QbXR/W/9202G8ePHz+/QcOXqGsr8baETlBquwbRvYWA8PBwsrOzycnJISoqCqfTybvvvsvChQspLCy8KB5mPhEKx1jJZrfbQyJHMLICDpVKJRVvBPRtwRoFX8b4YPLmcC5jTBgqerF582by8vJC2s9Epvl0Ol0f0aZiShoAntOlE3bMyQidTjdsJdhIkJSUxOOPP84rr7xKxtRMANLT01m7du24HWMiEIwcrVixYshGpv0R9HrVaFDmzEMcQURv/vzzgu76+vMTmM1mG5IcPfXUU2zbto0f/ehHkr7JVVODzOVCoVDQ3t5OaWkpzc3NIUWjIyMjUSqVko9SUlKSVL25cO2tzLzqfNrwmr//GQUlZdLfgRYrvdH/3lcoFP00fiLOumI8ztBLuOVyeUjNonsbkvaG2+1P5e3du5fY2Fgee+wxsrKyhtWHjRYrV64ctCIzAEEQBlRyTgb0rmydCIuTG264geXLl4/7fi9VXCZI30KEmiqEiS1XDbRGCEA4JyQVHd98f43esNvt4/qw6+np4U9/+hMfvvwXFibfDMCxosJJXUE0GPbs2RNSlVcAA65XjYbw3/w3yswZdL+wIaR9JCYp+fffxgPwk4dqiYyMHLRQIEBsp0+fjtFo5Nprr6WpqYn29nZpLPU/f4qq9fcASASpq6uLmTNnAv7JOC4iAk0Q8hDQD6WlpZGZmdlnHEq1Bu25Ssr0RUt55Of/RGnp+cVFoA1Ib/S/9z0ez6irQQNkx+v1hpS27933DPxmg/Hx8eTm5nLbbbfx3e9+l/Xr1xMTE8PNN9/M008/zccff8yKFStC0nRaLBb++q8HCvH7Y/fu3X0KLIxG44DfVxTFkHyx5syZg8ViGXa7SwVbtmzpo6P6JkKlUrFo0aKQtr1MkC5j3CEIwrhXQU1GLFy4cNBVrlqtJi4u7gKPyA+r1YrXLfKdmbdS0XCcD4/8Nz/6m7/mk08+kawJpk+fflHGNlKMqRggQI5m5eJ94bc4/rJl2I8kJin5v//zp8Xsdh+lpS7a29vp7OwMWmUU6Ld21VVXcd1119HU1EROTg5paWkolUo8zc3YDx/GsHIl4P9tqqurKS8vlyoJU5VKvoyK5nB6Bkt0waMWRUVFvP3223zwwQeS1s3jcnHokw8A2JJfxN69ey8oCQ6QHaVSOSrfoHnz5rF27VoSEhIoLi7m+PHjHDt2jDVr1pCYmMi1116L2WxGJpMxbdq0YUnS2bNneffdd4c9bv/ryWq1Su7jCoUi5MiV2WymrKyMs2fPEhERwTXXXMNTTz3FQw89JG2jVquZOnVqSPu70AgWzZuo4pvJBJfLNcDxfzB86zRIYWFhREVFXXR7d5VKhVarvSiNdCcaoij20eiEjHOtMLhEmiIeO3Zs0FSmy+UaUfPJ8YTT6SQ7fhF6TRjNii85WXMA24cNJCcnSxGGysrKizK2/virv/ortmzZMmrXYUGtR3QGWelrNIT/5nmUs+bh+58NKA4M7/qcmKTkmWfiUZxrN/HFF+nMmmWipKRkWMG92Wzm6NGjZGRk8OSTT5KVlYVSqcRSdBxEkSKTkWPPPUddXR179uzp01csWq5AeW6y+t+kJGaXlgzYv9vtxuFwcObMGSoqKkhKSmLb71+S3t+yYydut3vYSOTKlSuxWq3jWlE4miiUIAh+/6bSUhYtWsTChQuJj48nNTUVnULDzJkzOX78OP/93/9NXFwcqampNDU19fGY6o+hIllGo3HQfoD9I2qB7YZqkB3opef1elGpVCiVSskt3mQyseKHK2i9shVXh4va/6wdyam5YIiLi6OxsXFSdE+40AhV0P6tI0g2m23EDsUTAbfbPa4XplwuJzExkerq6j6v9xb1Bf72+XwhpXRGI5pVKpVMnz69r/AzRKhyF+LrseOprhzxZy8GhrLaD3RzB/85ueuuu3jjjTcmZByZmZnU1NT0SQlER/hTRAXFe6VO4YGWHxeiwi5UHDp0aNTkSBWfQcytv6J1y/P0lB9g1S9+zdHkDIToWASFApQquv79n/DkbWfatGnMnj2b8vLyoBYGMhls2BCHXH5+Vf3hB4XY7fZhH6aiKPL5559jMpnIy8vjgQceoLCwkOjoaNq3b0eemMgc9yYsjUdZ9paNrq6uPvfVkl5aF6UgsEKvZ1e/9I5cLpd8k06fPk1VwSG68r+W3g+kjIY7l4WFhUHvaYVCwdSpU/uk6AZDIPIQ0B7JZLIREyRRFKmvr+fQoUNERUWRk5NDY2MjkR0auv7SjGp1IqdOneLOO+8kPT2dTz75hNjYWJxOJz6fb8TPz/nz55OXlxf0u8fExEh+T06nE4VCQXx8PGazGavVisPhYNu2bX0+07sdT2xsrGTkqVaryczMRGvU8kHTByiNSmLWx1D5H5UwydZ9gZ6LlzE4vnUEKZTO0eOJwUhG7wl0NEhLSyM2NlbKF/t8vqB+Qf2P0V8HMBRGc/N4vd7RRY9kcjTLrsb19W5wTY7Je7zg9Xr5+uuvh99wlAj03gqgtzFgbFwcLrcLk8lETk4O+/bto7m5ecLGMlKMNsom04UR+/1f47V3otf60L6ykaKp6YinS3F++SkiIq6D+3Ad2odKpcLr9eJ0OjEajcyYMYOzZ8/yox/9iI0bN9La2kp6ehhxcUpee7WNs2fdVFW5aGoKvU2Pz+dj2bJlnD59munTp9PS0sLmzZuZo9cRdvYsVUWn0dCFzeaip6eHaSoVC3Q6rtDquP5c2vP9jg6uNhh4OCpqAEHy+Xy0tLRQXFxMbW0t9rYWss16GlpaaOnspsMemm4vQKQCrUsCiyefzzfAdXuo7xsdHU10dDR2u3109zv+ReLZs2fZsWMHGo2G1atX06PzojOpcHxQxawUC+7perZu3UpBQQEGg4Hrr7+evXv3jriqsri4eNDnmUKhkJohx8fHk5aWxsqVK9HpdBw7dgyv10tzczMymYzKykra29sRRZHU1FRaW1tRKBTk5OSwZMkSUlNTMZvNlLT4o4DJVcnUZNcQsTKCth2Ty89tsiySJjMmJUGayEZ/FxoT9T06Ozv73PCiKAYt9+z/UBgJ6RnN2AcjasNBOXMOMnM4jl3bht/4EoPP56OkZGDaZLzQf/XeW0cwKyeHtLRpOBwOli9fTlFR0aQiSEMhUJEW7JpVRiYjU+tpzfs/9P/wT8hNYXT8yz/g3P3VgBRtgFx0d3djNBpZtWoVHo+H8PBwHn30UU6d2st11xdhtzv5+ms7VVUuLBYLGk1zyGXmLS0tUtryj3/8IxUVFTgcDpIMBn7p82Gx2tCYRN6KjiIqNo7Ic+LuerebDzs6+M/mJjp9Po72hPGb+PgBUSRRFOno6ODYsWOEhYXhdrv5uqAVl8s1qoVWsOdCbx+ewRoT94bD4aC9vX1MEXmXy0VFRQU7duwgOzublJQUuq41IP/aQ1QZ9HT2UFdWzaFDh8jKyqKmpgalUklycnLQViqDoX/loUKhIDw8HJ/PJ5lERkVFkZ6ejsVikdzKFy5cSF1dHVdeeSV2u52YmBj+8pe/4HK56O7uRq/XM23aNFQqFTabjbCwMAwGAxqrXwu2MmIleeTBnRDpiKTs67JgwwsZSqXyst/RBcSkJEjfFHIEQxMSmUyGSqUalddHoMv6UAjkmC+F8ymeixoJl2Cl1WSD2+2WJreenh5EUSQnJ4czZ85ccpq3wLUb0Hf400w+zEvuwOe0o/ubh8EURvsTP8FT3DetGxMTQ09PD93d3XR2dqLX67FYLCQnJ2OxWNDpdLjdjaRnlCETfPzzP1upqvJP9iNN4ZjNZil91d3dLZGNIy4XhthYHqpXstjiJCLNzp4TCg5abRzssVPXb7L7tKuTH0VGBo0ieTweOjs78Xq9yOXyMRm++ny+Ad+v98Q72DNDrVYTExPDlClTEAQBn8+HUqnE4XCQmZk5Km2Ty+Xi9OnTbNy4kYaGBlJTU1lx7QrEKVaU2xp5OPK7WOd3kl99HI1Gw7x58zhz5gxtbW2jXkwHIvg+nw+VSsW0adNYvnw5aWlpiKJIbGwsarUar9dLS0sLqampbN26lezsbA4ePEh7eztWq5WIiAh0Oh2xsbHIZDKqq6tRTlHyh8o/ALB8+XLWxK9h/RfrYT2oa9Q4awcSz97mncON+zIuHCYlQfo2Ybx772i1WkkbM57eOuMNg8HQZyL3FB/H21iPZsU1OLZtvsiju7QhiiLCue60Go2GxqZGYmNj+f3vfz+oUHWyIiwsTGrZYjQacTgcuFOvRJMyi/Yj76Fd8yhdz/y/AeQIzqeRwH9OlEol8fHxJCUlYbFYyMlJ48DBG5HLHRQWXs3hw+dFz4M2/Q0CQRAwGAxUVVXR3Nw8YNLe7HSy5aDAmxFerr6ihyeKnRzoCh518QAvt7bym/h4luv15AUpNbdarcNGjcYahXe5XISHhw8oh09PTyc7OxuLxYLX6yUsLIyqqirMZjNxcXGjFn93d3ezc+dOSkpKWLBgAQqFAqVSSal4gnVcyf2Z36Wk9Qx33303Bw8eJD8/f0gNYDAYDAZsNpsUMWpvb0ej0WAwGFAqlRLxq6yspK6uTtLtdXR0EBMTQ0NDAyaTiYSEBKxWKzKZjPj4eEwmE9HR0ej1elpbW4lLP1+9Omv2LDRyDSsaV7AtfBtTnpzC2TfP0l3YTczaGLoOddFzpifk3+tCykO+SQgPDyc2NnbIHpTBMGyZvyAIGkEQDgqCUCgIwglBEH517vUIQRC2CYJQdu7/4b0+8zNBEMoFQSgRBOG6EX+bbwl8Pt+Ib/Lh0LubdG1t7aRdcWg0mgENNB15X6GafyWCfmDDy0sZBoOBm2++mcTExAtyPLVajSUmHZdoJ2fWLBYsWIDZbMblchEREXFBxtAb06er+fnPY1AqhRGRdoPBQGxsLHFxccTHx2OxWIhOyUB35Z1orTVo716L6OjB1c9NOoCzZ8/2iZjJZDL0ej2RkZHn7A7qUKm6cPR8j/qz6lGbooqiSE1NjRQ16n/Ptbe309LaxvqP7DTaRN5ZqyJsiDZ9n3X5xzxbox3wXqgayvFYePU2mgz0lpsxYwbx8fHI5XIMBgPZ2dnMmjWLmTNncubMmTEdz+v1Ultby2effcbbb7/N888/z4HifL5s+poUIYZbltzAvHnzqK+vR6FQoNfrR/R8U6vVA86LRqPBbDbT1dXFiRMnpP21tLTQ0tKC2+1GoVBQWVmJ0Wjk8OHDaDQaZDIZPT09JCYmkpSUREtLCx0dHaSmprLMsox/X/bvTA+fjsPrwGq1YhbNpOWn4enykPw3yWQ+l0n06mjCl/unzUCq7zImBnq9nvj4+BF/LpQnghP4jiiKs4E5wPWCICwC/hH4ShTFdOCrc38jCEI2cDswA7ge+F9BEC7NDoaXCGQymeRke6mkUAKrs95wF+UjqFTIE5Iu0qgmBhqNhjlz5gxqNjjeSIhLIjk8m9qukzQ01JOSkoJCoSAqKuqCm0VOn65mw9NxZGWpMZsVITXwFQRB0ogEtDAGg4G0tDRMU+fgkykxWJSQnEr3vzyOt6YypH2q1WpEUaSsrEwSbQMsWXodDoeD5OTkoMRCoVAM68ETSkqurUfk+x/0YDEJvHTjQPIj7Qsodji4JyKcW8LCMI2QuAW0NcNBp9MRHx8/KGmtq6vrM2mHh4dz5swZSktLpXYnixcv5uZrV2Fsb8Qi82LSjr1Bs9vt5osvviAvL4+8vDz2dZ+g02VloTCd/Px8YmNjmTp1KgaDYUREsLW1dcB5sdvtEmkOVLDl5OQQERFBd3c3y5YtQ6VSER0dTVZWFlFRUZw8eZLIyEjUajWnT5+mtLRUIm3x8fE4HA5WJaxi440b0fg0dHR0EBUVhbXGSsU/V1DzUg3Oev+1p03VEndnHHF3xmHI+WYtDCcTamtr2bFjx4g/N+xyTvTfIYGZTHnuPxG4GVh57vU3gZ3Ak+de3yiKohM4IwhCOXAFMHFlPN9yKJVKEhIS+jRLHU/IZLIJLweVy+Uo+01CwSoAtVotDofjklltyWQy7r//foAL1jMp3pCOQqbEa+jg8OFiqUnq0aNHL2hvq7Q0FRuejqO7y8djj9XT3OzBP/0PjYBZn9lsJisrS9If3XLLLexs1lJ1vJuGGTNQHzuCtrwYTwjCVYVCgdvtpq6uDpVKxaxZszh+/BPp/XvvvRebzUZ1dfWACI1Op8Pr9Q7prBxqYYLVJdLjgVmxQ5OeB2treCXJwq/j4vnn2Di+ttl4s72Nr0PQHWVnZ7Nv375B7xFBEFAqlWRkZDB//nzee++9AWLn/ve8z+djx44d6HQ67rzzTq6++mrkPTZa8r+mraKUSK+TCEss8xOj2V9RzefHinF7R/fMEAQBnU5Hd3c37e3tRMRG8ueqHdybfhPHSyupraqhtKyU1tZWRFFEJpMhCMKILUkCpPfIkSOUlJSQnp7uF9YnJaHVasnIyCAvLw+3201lZSWpqalcd9111NbWsnz5cnbs2MHJkyex2+1MmTIFp9NJR0cHFouFpUuXkpCQQENDAxqNhqlTp6LX61EqlHTu76RzfyepT6aiTdaiilEhKAQiV0XSur0VV6OLtq8mV8XbtxUhxbvPRYCOAGnA70RRPCAIQqwoivUAoijWC4IQc27zRGB/r4/Xnnut/z4fBB4cy+Avww+n0zlh5Aj8E0Qgdx+AQqGQcvljQcBLJTY2FllCIoH4lyAIhIeHDygDz8jIoKSk5KI0sRwNdDodWq0/WnAh9AMKhYL4sCl4fW4MMTKS9cmcOHECu91OWlpanzQCTGxVzA/uC8ftFnnssXqamkL/7h6Ph8TERJYtW8a1116LQqGgrKwMmUzGvhoHyWYZJXoNca2NaM+Vm9fW1g5JYNxuN7GxsXz/+99n/vz5tLa29olmvfrqq2zatCnobzRUpdRQZoLB8IM5StRyWP320ESnxetlXVUlMzUarjMaWW008X+WZLZ0dfHT+vNl9cG0K8O1ilCr1aSkpDBlyhSam5uDir0D5Eij0eB0OhFFkbCwMHJzc4mLi6OkpARl2THc7f604hlDDFu3bWVObARL0lKJMxl5e38BVufIK9xkMlkfrdyrr76KSlByzY8Wslq/gBW5M9kZdZBnd71OSXMFer0ejUYz4urMiIgIenp6sFqt9PT0SOehpqYGQRDYvXs3N910E2fPnqWwsJCpU6fi8Xi44447eP3116UxdnZ2SgaWGo2GiIgIPB4Pp06dwmAw8PTTTxMREUFcXFyfir/KDZXSvwWVQPLDyURdG4WjztGHIA2mT/omVXtPVoQUuxVF0SuK4hwgCbhCEISZQ2weLOY54FcURfEVURTni6I4P7ShfvMQWMmNN0JJY4wEVqt1wI3o8XjGTI4EQcBisfDYY4/x2GOPUVNTLb0uimJQj5yL1eF7tOhNLEci/O2NYNqYwfQy06dPJyk1AZmgoPxkNWfPniU9PZ0jR45w8uTJAU1FZ8+ePSHXoF4vIzdXx7Zt1hGRI/Brj9RqNenp6ahUKpqbm9HpdDQ7ZFR1ulk3O4GZgofOxd/hzXc3MmfOHNatWzfkdR+YuGJjYwkPD+fjjz9Gq/WnG0Wfjx//+MesWrVqRBophUJBamrqsNtNj5TxgzlKFlvkyAXo8UBVZ2gT23GHg2eam7npnL4n4JkUOL7RaAx5vL0/l5SURGRkJIWFhdJrwdKIK1euJCwsDEEQsNlsaLVadu7cye7du/EYz6WM5XI++XIr3S4PHxwuYuPBQqZGR/DzG67ihlmZGNSqAfsdCv2fKx6PB4/g5bo3/5r7P/4Zm0/tZIVlPr+/5d/QqNRSM9+Rwul0Sq1iNBoNPp+PwsJCPv30U2QyGbm5udTV1VFfX4/H42HDhg289dZbkh9TAO3t7VRXV3PkyBHeeecd3njjDfbv389XX33Fp59+Sl1dHfv378dsNg+aEhRdIlXPVnH8B8cpf+r8YlcQBKk9UH8ETDovY+IwojInURQ7BEHYiV9b1CgIQvy56FE8EHDuqgV6d+9LAkbnJPYNh8ViYfXq1bz00kvDbmswGHA4HMOuVmUyGU888QS//vWvx2uYEwK5XI7FYmH+/PmUl5ezZ88e5syZQwUQER5B48Ue4DhBr9dLD8WEhARqampG9HmNRkNaWtoAZ/L09HTKysoGTAzz58/HpqpDFGdz3dy7cMac4bvf/S5yuZx33313wPHHs+VEbyxeokOpFMjbNXzDz94IRA9mz56NTCbD7XZLKS5ZbDpQxE3zp5LQ1c7fVrdRLlfxxBNPMG/ePMrKyjh8+HDQeyTgHl5dXY1MJmP9+vW89torrF79IVVVLjQaDbNnz2bTpk0hj9Xj8VBeXj7kSn5pspwv7tJhUPmvAatLxDOKzJNdHPghj8cTsg9Qb+j1einF9p3vfIe33noLpVLJ2bNnB1wPBw4ckKIjFouFpqYm2tra6OzspCQ2luipOZRXnCY7O5udO3eiUqnIr6qjpq2DVVlprMiYypK0FPaWV/GXU+X0uIcny8Gimo8++igvvfQS9mj49b4X2QxRGAgAACAASURBVFKax+9v+XduzlzFn45tRq1WD6i6Gw69z11XV1efv3//+9+j0WhwOBykp6dTXl6OxWKhtraWr7/+mmXLlhEdHS1FrQLpNfD7kjU3NyOXy1m8eDFz586luLiY5557bsREThTFQXWlPT09F8QJ+9scqQqlii1aEATzuX9rgVVAMbAJuPfcZvcCgYT+JuB2QRDUgiBMAdKBg+M98G8CqqurQyJHEFppL/gnggtBjgKGaKEiNTW1zwo1UGZ7+PBh0tPT+eijj6QmjzetWUNmZmZIHbwnEuOxOguUCdvtdmprR96TyeFwBG3bUlJSEvThuH//fmbNy2bq/HDs9UpWXnktarWaiIiIURl4jgYJCQruuy+Cs2fdFBf39XwZLkLz0EMPYbFYePXVV/nXf/1XXn31Vfbt20dbWxuHS2sQBPDaOlE6/NWf8YlJzJs3D4D777+fhISEoL9bICLZ1NTE4sWLsdlsPPLIo2RkzMZmcxAdHT0gjRwKFAoFN954Y9D3AuSoptNHzotW/vaLHrqcIo3W0U1qOSXFzCoZWZlyMDQ2NnL06FE+/PBDnn/+eRQKBd3d3UHJcsA1GvwR0OTkZEwmE2q1mu7ubgqPH8fl9mAymXC73VIKqbnbxrsHC3l6yy6O1TawImMqD111JTrV8NHK/uQoOTmZp59+GpPJxMGDB+no6GBb+V6Onj3F09f/A79b80uSDLFjtrBQKpVSRE4URRwOBwkJCZSWlqLRaKipqUEmk7F//37JWyyA7u5umpubpapktVrNnDlz+Oijj9i8eTP79+/HYrEEPe5o8eijjxIVFTWu++yPmJgYVq9ePaHHmMwIJYIUD7x5TockA94TRfEzQRC+Bt4TBOGvgWrgVgBRFE8IgvAecBK/rcfDoih+s9sDX6LQaDSoVKqQV6G9RdMjrZYL1hw1PDyc2267jXXr1mE0GomJ8UHjGR544IdcER3O448/TldXFykpKfzqV7+ipKSE559/fkityXgi1NWZ0WjE5XIFdR6OjY3FbDbz6aefXpBVWGRkJO3t7cxdrqC2UEZtvoPEqQqpV9RIz11YWBjR0dEhadwiIuTccYeZG2404nCIPP7YwJTicCT/xRdflM57Y2MjmzZtIjU1lZtvu5Mv2jpYnqInJtxIgiWev6S4SNb40zclJSV4vV4iIiJoaGgY4O7sdrsRBIG4uDhEUZRW/qWlpSQkJLBp0yY2btw4Yp2Yx+Ph008/Dfre/67W0GAVuepNf3n/8SYfrxxxoxol7x/rQzRCG4ZPFOl223A6ndhsNtLT05kxYwZhYWESSQpUD4qiSFNTk3TdOp1OPvjgA3w+n+TmLZPJOHz4MHK5HLPZPMDVvcVqY+PBQo5U1vLD5VewYvpUviga3lW+dw/JQH/J2NhYqfQeYP37j/Pggu9zX+73WJw8jyUv346H0ev83G63FNkO6JA0Gg1xcXFSZMpoNOJ0OiWzzu9///uUl5dz5MgRdDqdRCAbGxvp6fH7G7lcrj6R295+TL0RWDz0vgYDPTatVuuABc4zzzwz6u/6i1/8gg0bNgzrgt7U1MTmzaH50qWlpdHc3HzJVFKHglCq2I4Bc4O83gpcPchnfgP8ZsyjGwESExOpq6u7kIccNxiNRn7yk5+wYcMGMjIyQmoYGYAgCMjl8lEJgB0Ox4j0PGPVHPVHVVUVhw4dYsWKFcyceV7WplKpuPnmm1m/fj05OTk8/vjj3H333bz22msYjUbsdvuAh0swsjcvXkZ+/cSHoIdauQYeehfqoeHz+SgtLcVisTBjxXwKv6phT9nHHC8tGJUGKiBADUChUHDDDTfwySefDNj21/8ax7RpKrZvt/OHN1tHrD0KjH/lypW0t7dz+vRpqQLvQK0DpwWqG5p57U+fkGhScfvttwOwbds23nnnHTZu3Djo9axQKHA6nXz55ZfU19fz9NNPA34CePz4cfbu3Ut1dfWYSGxvwbZeCeFaga8qPDTazu/T5fX/dzFQ+Hd+ImfZsByTyURubi5paWno9XqWLFlCWVkZBoOBFStWSJ9pbW0lLy+PoqIiyatHLpdjtVo5evSotJ3X6x2yYW1ZUysOtwdNrwjiihUrmDt3riQUd7lcZGRkUF9fz5YtW4iPj6e7u1siBv0jXB2Obp7e/Rpby/fy6T0vc++8tbx44J0xnSOHwyGRGZ/Px+nTp/ses9d3FEWR9957D1EUSUtLQ6lUUldXh8PhoLi4GLlcTkRExADx+GDVrMGe4V6vd0AD8vHAb37zm3FPz01kodDFwuS1Wh4hRtswcTKgu7ubZ599FoCyspH16hlr09uLicEmI5lMJqU87HY7hw8fJiwsTAphB/tcf7L3w3lKXr1Jy10f2XmnaPKcn4m2TLDb7Wg0GqKiopi3MIWENDNOdTwf3rZx1MfWarXEx8dTUVGBx+MJuqI0h8uZPl3Na6+2snFjJ1OnTkWlcg2bVoyKiqKjo4Prr7+eQ4cOMWXKFERRRK/Xk5aWRl1dHc3NzegTVyAAZxw6XqjQcV3PTrZs2cIbb7zBpk2beOedd4YkNzKZjGnTpnHPPffg8/l47rnnuPrqqyVitGvXLpKSkqipqRk1SdLpdGg0GmJiYvhwZSVJJhnOi0SGFDI5Hp//4EaVnvtyb5HeM5lM0nk/cuQI06dP5/PPPyc+Pp74+HiKioo4fvw4Wq2WRYsWsXbtWmJiYti+fTsQ+kJpsLSuVqtFJpOhVCpJTEzkhhtuIDc3l4aGBvR6Pe3t7bz00kv88pe/JDU1lTNnzvDKK69gMBhob28fcPyj9af4y+n9/PiK23kz/2Ps7pGZ7y5duhS9Xs+XX34Z8mc8Hg/JycmoVCqcTie33XYbSqWSpqYm/vCHP0gdDUbbjHmicSG0S98EfGMI0qUgIlu6dCl2u538/PwB7wVCneP1PUKZDAOVKxerq7PJZOKqq65i+fLlA95zu928+OKLxMTE8Pbbb/P+++9LxnY9PT1DhoYXJMh49SYtm0vdfHhy8pAjmNgHk1wuZ+7cuaxfv545c+agVquYOieamhq/liKYlikUOBwOqqqqpL+DEfLZs/wVYQUFfpJaVVUV9FoOmJo+9dRTvP/++3R1dTF79mxmzpzJ4cOHaWtrIyYmhgcffJCCo0f5eH8ZCTdciyA7n5fqOvAB7xd+wsMPP8yGDRvYv3//oNeDyWSSPIyOHDlCV1cXy5cv58EHH8Tr9aJUKnn++eeldMhY7r/o6GgEQfBbCpjUgJsHc1U8mKviw9MafpqnGZdogEwmQyaT9fkdBAR/CtEQxUML7+T22TfwVsGf6ejp5oEFt2HWnq+EijNHo9PqiImJISkpSbr/s7Ky2Lx5Mx9//LF0Hnp6epg5cyZXXHEFBw4coLu7m5tuuomsrCx+97vfDSkUDtYlwBRm4tZbb6Wuro7IyEhaWlrYvn07SqWSqVOnkpiYSEJCAgqFgkceeYTY2FiqqqrQ6/UUFxezbdu2oBGYZ/e+LkWR/q/gA2bNmtUn4tQ7utf/2Xjw4MERO49v27aNNWvWsG7dOj777DOpEjQmJoYf//jHKBQK3n33Xen31uv1F0wacBnjh28MQboUkJ+fP+4TpFwuR6PRDLj5QjnOeJTqDzamRYsWDevHYrVayc/P5+jRoyxdurTPe0qlknXr1tHY2IhMJiM/P19qAmoymejs7BzUv+fuWUp63CK3f9gzriv4e+65h7feekuaPBQKBV6vd9KQc0EQaGtr46uvvsJqtbJixQocDgfd3d0hex3FxsZit9v7pA1D8buaPVuD3e6jrMw/2Q62vc/nw+FwsGPHDpKSkqioqODee+/l1KlTLF++XHKBrqyu5aByNsKKVajtbbR++QJdx7aDzyuVPufl5XHixIkhJ7fek6nVaqWoqIi6ujpOnTpFR0cHNpttXCaumJgYoqKiuPHGG0lNTeW57a/zy9TzE3SO2U59fegVVr2RmZlJQ0ODlN7p3WhWpVJx/dyreHbZE6jk5wXQh+uO88CC7wOwtWwPz+59gyidmf+75d/46o7XOdNeyw93/gvZ2dmkp6dL6aGMjAyUSqVEOCsrK2lubmbGjBn89Kc/pby8nLS0NADWr1/PK6+8AvijRWvWrOGNN96QxtA/3ekTRXJiIvi67ASdbr/PWVpaGjfddJPkZeRwOFAqlbS2tpKcnIxcLufkyZOsWrWKbdu2sWDBAgoKCgak8wJRpL+78h7kgoyNJz/v835vMtn/2TicDicYCgoKEASBm266iZ/+9Kd93jMYDBQVFfXJaox3S6nLuDC4TJAuIMbSfXsweL3eMfkCTcTk7vV6OXHixLDb+Xw+zGYzMTExA94LeCQZjUYpt+3z+XC5XEOOWQC+l63ki3IP1pE/94bE9u3b+xw7FHIUHu7vtXQhSFRmZiY+nw+dTkdnZyfPPvssERERiKJIRkZGSFb7wVIYw0GhgAULdBw/7mA4Xq5QKMjMzKSrq4sjR47wyCOP0NTURHR0NLGxsej1eqw9Dj5uiuKszMgVqjqSPGV83FFC17mUkSiKWK1Wjhw5gs1mG7LasfdkKIoibrebpqYmdu/eDfh/w7vuuou3334bAKVcNmIHaJlMxrp16yTiUldXx9oHfwZbb2GLNYv8ZiXVHR5iY2tHVck4a9YswF8JqlAoqKiooKOjA5/Ph9vtJlUZ14ccXfXaespbq1g341pKWyo53nhe03jbu3/PstRc2uxdVFdXS15OoihyxRVX8NVXXxEXFydFPlwuFy6Xi/fff58pU6ZwxRVX4PP5OHz4MA0NDdL57e7uZuvWrX3G3f+af//QMe5eMp9FSXGkawyYZ8wlMzOTmJgYBEHg8OHD7Nixg3vuuYeIiAjkcjk+n4+UlBR2797NwoUL2bx586Aanp9vfYZ/veZRnlzxIPfl3sLyV+/E5po4YpKfn09nZyd33333gPfy8vKGJGURERF0dnZOyAJ1ONx333288cYbk2ZhNxzMZjNRUVEXReN0mSB9AzDYTRbIg4cKmUyG2Wwel3LwoQSb4H/oO51ONBqNNP4UrYofWaKJUvovS4VCgcPhGFBlZ7PZBv3OS5LlJBhlvHdi9KQxOjqa+fPn88UXX/R5vb/ObbgHjNlsZs2aNTQ2No7Y/ygU9K706T2+kpISqZloT08PeXl5IVcqjmY1fedd4cQnKPmf37UOu61arWbx4sUcPHiQuXPnotfrycnJobu72+/a7PGx8aiTKreGRYpKzE1FVPSKnoD/ul69ejUffvghMPLiAVEUsdvtUkrtwIEDABg1an68chEHK6rZVRpa41WFQsHq1auZPn06aWlpTJ06lbKyMjK1/nNhmH8H3rIuWo8dQy6vH9E4Awh4EV199dWYTCY8Hg/fmbKIxxb8AJkgI9YQybH6YnQqLXe/9zh1XX4XsY9ObB2wryN1xzlSd1xKr9vtdrRaLfX19WzdunXQZsbFxcUUFxdTUVGB2+2moqKiz/tut3tYHagmPokzooo0uZdonZbU9HRMJpMUAUxNTUUQBF5//XVuvfVWpk2bRmdnJzabjdLSUnp6eqRoX7B0aL21mR9/9kt+MHst/3TVTzBrTBJBCta2aDxw+vRp3njjDRYsWEBTUxNlZWVBOwD0h81mu2g6oK+//vqSIUfgDyyM1CV9vHCZIH2DMVLxtiiKF0yP1NraisfjoaamhtraWrKyssjUa/lVWt+uNMGiS4HWB8Fwa7aCHrfI5rLRa496enr6aG6CIZQWHZGRkSiVSj7//POQU1xRUVHI5XIaG4e3yuz9wFcoFFgsFvR6PUePHsVut7N48WKUSiUKhWLU+qPhkJam4s47zWzb2s2B/cNHSF0uF/n5+cTExJCdnc1nn33GnDlzmDFjBmqtnkc/OEG5XeD+2XoM9U7KWgU6Ozv7EDyZTCZF5saCwDVUXl6OADyw/ArMWg01baFVHAbMFh944AGmTp1KbGws9fX1LFy4EOXhDfiUeqYuXUvYjE7S0tJYsGAB+/fvZ/v27Xi93pAjypmZmRgMBpKTk4mLi0On05HaGEZSWByflP6FmtazPP/1H+hxh74oCEzOLpeLjo4OOjo6sFqttLa2DqnHKikZWKJvMplIS0vro62MiooaQBK6uro463AzxaxGgUhkZCQymYzCwkKmTZuG0WiUhNhqtZr8/HxJN3b69Gk8Hg8Oh0OqpuuPQGeC9h7/76fopVsbTzLSvx9kVVVVn+dFff3wRPhi6T7BT3YvJQSimBcDlwnSNxgj7bEliuIFExIGLBmam5sHjVgJgsCcOXMGvD5oE07GJ71mtVo5efLkkNuMZAU2koezx+MJed+9CZIoisTFxUlRQ7lcTkVFBc3NzbhcrlE5Lg8Fk0nG3/1dFDmzNHR2evnf/x0+egT+a7KgoICVK1disVg4deoUcXFx2B0ufruvk4ImD48sjcPiOMO+2lra29uldFIATqeTffv2jev3UcrlJJhNbDleQkVLaBHUQMQ1IyODpKQkdDod7e3txG66HeFsAe6UlUTHxmMMCyc6OhqZTCa192hraxuWIKlUKqZMmUJ4eDgWi4XU1FTpOFGigFf08s+7nh9VxDeQDrTZbBQUFEhtWiorKyXfnVCjzwFdWW8EW5xVV1djMploVcYS7XZRXlaG3W7n9OnTHD16FFEUaWhowGq1smXLFlJSUtixYwdKpZJTp06RmpoqjdtsNuN0OvuMMZCCP9bgJ3FrZ1zLS0f81g+BZsUjgVwuZ+nSpezatWvA9w0FgWrcUBY7lzE5cbmRy2VcVAy2GgxgJIRtsSWQXhv/5qv93ZlDic6NpK9XAB0dHbS2hkY2esPr9XLmzBlaWlrQ6XSEhYUhiiIdHR0UFBSMa0NapVLg6f+I58rFOs5UuPj1r5vo7h5+0ggY7/l8PsrLy7Hb7SxZsoTMzEzsdhsqucCvvzuTG6f7nZoDFWgOh6PP+fd4PMMS2NHCM0L9UWCiDpCUtLQ0hLMFAKgWPYDD4aC1tRWtVuuP/KSmsnDhwpCun6SkJFatWiXp8RYuXEhWVhbzI7NZYsyhQdUlGRaOFjabjVOnTtHd3U1lZSVz584dcbQl2IIiWIrd5XJRWVnJnhMlKBA5sG0Ln376KZ9//jkbN26koqKCxsZGPv/8c5555hn2799PaWkp+fn5UsQ58KyQy+UD7klRFHG5XBQ3V7ClNI8fzr+VaKM/ZTjSKrXAZ/r3LoTzEezMzEzMZvOQnx/NM+AyJg8uE6Rxgl6vv9hDmJQYrl1HR0dH0Hy9KIo0Njayc+fOkI+VHuk/1oG68dcajLTtiMlkYvXq1dhstgvihSKXyykrK6O8vJzq6mpOnTpFe3s7ZrOZioqKcW3wu2iRjrQ0Nb/9bTP/+I8NHC8Kbd+CIKBSqRAEgebmZsrKytBo/PYASQnx/HxFDMvi/EaEubm5TJkyBblcjiiKo5rghoJZH8WD1/0/YsKSAJDLRr7/gOBco9H0iWR4cm6Hda/hm74ah8OB1WrFbrdLGp2srKyQUizR0dGYTCYWLVrEjTfeyLx580hJSSGpyYjPpMD9nXAWL148aoJkNBpJSUlBqVTS1dWF3W5HoVBw7NixCau6amtr40hFJS6PF19zPR9//DHbtm2joaEBmUzGvn37pNY8L7zwAidPnuT48eMIgkBdXZ2UamltbR108SQIAi8ffQ+dUssTV/4Qk8k0qhSNx+MZoEPsjfj4+CGf+16v95I1L74MPyYFQVKpRtbtebJBEIQhVxLfZgy3giovL+fgwYO0tLTg8/kkjyOXy28y2N/JNhT4ggSk+hOckU4qI9Vz5ebmYjAY+MMf/jBmchIfr+DJJ6MxmQa/XQMEwm6309raSmFhIW+88QbvvffemI4dDCtW6Glv97J3z8jSsT6fj66uLuncOxwOnE4nDQ0NqNVqCgoKyMvLkyISu3btIi8vT2ojMp64Zs4dzLAsxON1o5DJuGvRXHyiSG176I7ngiBgNBoJ83rh1VdxnDoFQFn231MbcSVFRUVUVFSwf/9+du/ezYEDB9i2bRt5eXkhfZ+EhARcLhdZWVlERERgtVpxNFuh3oE3TUPGjOncc889o44OxsbGsnTpUgwGA6dPn6ajo4MPPvhgxPsZaaTE4/VxoKKarOhwssw6PB4PhYWFtLS0sGTJEnp6ekhPT+/T28xut1NTUxPSfSiTyeiQ2/nT6S/5btYq1uSswmQyjXtvxx07dlwmQBcZAf+picKkiP+FhYXR0tJySSnre0MUxUviRrnQXZl1Op2kswj0CAsWvj916hRbtmxh1apVkmDUbDZjNBrHLZXS/7hqtVoSfE4EsrOzqayspKmpacz7UqoErl5loKnZw+u/D+6lE5g4+nclH2pCGc31oFYLLFykY/t2q1TSHxUVRVtbW8jn0u1243a7OXDgAImJifzxj39kxYoVUi+1zZs3c+rUKdxuN5GRkVKLlPG6dsMNMSzOWs3+0i20WRuJMuhIDA/j/cPH6PAJIZmsBtIvWq0Wb3sHnk2f0n7lYtSxsZSXl1NcXMzu3bs5deoUTU1NxMTEoNPpaGpqoqurC7VaPSBK0//3+Ld/+zcSExPR6/XIZDIqKipQnfB/JnyBhbqmRiIjI4mJiRmVzqWtrY1Dhw5JfRJHS7Tkcjl6vZ7Ozs6Q3do/LTyFXq0iKz6WXSVn8Iki27Zt47bbbuPhhx8e0Fakf8XmYBAEQbJasH5PzumOGh6dsx6H1sv2w7vo6urCYDDgcDhwu90juqYCEdBQon8BwfhEiovVavWwtiffVAS0lgFR/0RhUkSQmpubv5U/8ngilBTQhTzHgiCQnZ0t/f29731PSqf0h9vtpqioiPfff5+qqioeeughfvvb37Ju3TpuuOGGEae3QoHdbp8QcqRQKEhMTCQqKmrcyF11lZudO22sXRs2aBRJp9ONWO8w2O8xFJKSlGi1Mgryz0/ud9xxB1qtdsT7amtr49lnn2XLli089thjPPfcc9hsNurr62lqaiIvL4/jx4+jVCpHtf9gMGrDeXj1b/H5vHyZ7+/b1WK189vPd3LoTO2A7yKTyYKm9zQaDbm5udx44418+ukmAAoK8nnzzTeJj49nz549UmsWQRCoqKjg5MmTtLS0YLfbg6aw+q+GP/roI7Zt2yb1wot1h8HBDlQpJvSJYXi9Xvbs2SP1pBsp2traxuUa9Xg8dHZ2ShG1UOATRTYeLOS1vIP4zj2XSktLeeWVVxAEgfnz5/e5PgOmkb0RsCoIIEDUAhq8wwVHyI+oQa/W8cy8R/nP654kMzWDa6+9lqlTp6LT6Ub0bNFoNGRlZYV0nymVShISEkLe92gwZcqUSz77MhrIZDKmT58OMKHkCCZJBOkyxga5XE5YWNi4+BeNF0RR7LMKfPnllwfdtrCwkOLiYuLi4oiKiqK+vl5qhDmWB7haDjdnKjCphXNjgs1lHhqsE0cUU1NTmTvX39s5sDIfD+zZbeM73zGQmqri2LHzKTuVSoXb7eaWW27hwIEDQzY67h+hGI3ORKHwT0gez/n9vPDCCwO2C2iHhiKhDocDQRAwGAzkG6NItXdSUlIiOV4HNDv9y3xHGwk1asN55KZnCDfE8L9f/Iw26/moi/NcpK3/d4mKisJutw8wJwxMzBs2bOCf1q/H89HHxMfH8+6+fezevZutW7ei1+vp6uqSIjPDEfL+0Yb9+/ej1WolUXDL1nJkRjmR67Ooa2hg7969NDU1jaoJ8XhCEPxRN6/XG1JT5sDv5xNFXP1SjUqlUmp/tGDBAvbu3SuJ+vujf3Q0QJCsVqskNj90ppAKbRW3pl3LKuFKZs2ZzTuNW+nu7sZsNnPmzBmampqk60kmk6FSqfqkxQORI5VKhcVioaysbFh3+YAgfSJxqZXrjxd8Pl+fRskTicsEaRwgk8mQy+XjWik0Eni93klFjkYDp9NJVVUVtbW1Y9ab3JCuQKsU+OkiFYn9Ii5VHT5WvmmjsmNiSFJ5eTlhYWFkZ2ePq9fJgiu02Kw+Tp1yYjabpSqhhx9+mLfeeou33npr2H2MRwQx1N/myiuvHNDxvT/cbjfJycnsUOjR//DvKPniz0Tl55OQkDBodEupVBIbGzsqR+pr595BpCme/9n8BKfri0L6zGApUpfLRWNjI/feey8lJSVMA77+49t8erSAznNp5bFozwRBoKmpCZ/PhyD4+6zF3JuD4BWRG1RY9BZmzpzJww8/POpjjGZM/5+98w6Pq7rW/m96l2ZGo96LVdx7w2Ab22Ab20CwMOBQEggtCWk3IZdUCDcJCYQkpHH5wg0lASd0GzfsuIAtF7lJchGyepdGZTSaXs73xzBjyRpJI1k2hvh9Hh6smTPn7HPOLmuv9a53hetDRqORyZMnR6TUDkP3w8bGRp5//nkWLlzItddeS1JSEv/6178i8va63W6sVivTp0+np6cHi8XCl7/8ZT7++GNib8yn6h8fk92tZ0HBVSQkJLBr1y4MBgMejyc0f/aVLAjeb1paWkgb6siRI8ydOxebzcbJkyf7leS5gs8fLosQ22cdQcn/SwmFQoFWq72k1xwKMplsROJ9g2UlXYhx1OkITLx/ukHFM9cpOdvpZ+nLNpJ/YyX5N1YWvGgjTiPiv+YrRn2NSBD0zMyYMQOTyXTBGVhSKVx1lYb9RTY8HqFfCvWzzz57WVYM/+ijjyLa5dU1NKJ58NtE1Zwla98HbNu2jVdffXVQ5XGPxxOxcdQ3FVyEiGlZCzlVdyhi42goBL0m1dXVLFmzBoDFHR1cdQFE4L4ZUdOnT2fKlClMmjQJu92O0+lEFaVGadBQXV3NoUOHwp7DZDKN+vpDIahenpeXh0Kh6NenOzo6QtmmIpEorLjrSNDS0sKGDRvYvHkz+fn5FBYWRhwKc7lc1NXVsWbNGtauXcvJkyepra3lzKmPqezQ4hcg7+M4JHYJDz74IHl5LjDY5gAAIABJREFUeWE3lyqVihtvvBEICEFmZmbicDhYvHgxMpmMwsJCZsyYQUxMzH9EKr9EIiErK+vTbsYlx+f/zX5O4XK5PlU11vPh8XhGFA8O1gcbS1f0e+Vecn5vRSEV4fQKVHX136k2WX202wVUfXr9unXrOHv2LEeOHBmTNkCAdH78+HEWLVrEokWLcDqdbNq0KaL6dOdj8WINX7zTQFSUhH//O3wNqksJtyfwTHW6sdlbKZesAJmMho1vUvGJ+ONYSRIEjW2pWMa07IXoNSbeqd4b8e/1ej12uz0s0dbj8dDY2EhtbS2LCwvJ0Gj4ic2GUjT659I3bb2uro6cnBzq6uqYPHkyCoWC2tpaHA4H9fX1/PWvf2XDhg0DzhGJsRxc0CPNzMzNzeXGG2+kt7eX66+/PkCA7u3FbDazc+fOfgk2giCMKjEhPT2dlStX8uc//zn02eHDhwFYuXIl8+fP56OPPhrwu6ChJggCSUlJLF26lLa2NsxmM4cPH6awsJD77ruPqspqmgQvh2w+5mgkrHXNoejfZbTVt5CQkNAvTBnkUk2YMIGqqipKSkpYsWIF8+fP56sPP8xfvvtdtG4PK1eupLe3l5KSkhHf72gglUpHnE07VvD5fAPKy/wn4IqB9B8GuVyOz+eLyFMTaUbKaDEUX+Z8jB8/njNnzgzbnsouAQjvwlfLQK8U4e5z62+++eaY36MgCLz33nsYDAbS09NRKpWsXbsWj8czonueN0/ND34YT3WVm8d/2srhQ6PXptHpdDz88MM89dRToz4HQH2dh/Z2L/Ov0rBt24UZbMplNxD16OO4jh7EsfmdCzrXUFg1+0ssnRKobN/SVUdsVP9yNh6fi27bQMNiqHqCfr+f5uZmPnrpJZbrdFyn0YJcjmuEYcwgB+v8UM28efNQq9W0t7fT1tZGe3s7XV1dlJeX89Zbb7Ft27YRXacvRrrIzp49myVLliCTyejs7AzpJmVkZJCRkcGWLVsu2Eiora3lL3/5y4DPDx8+THZ2NvPmzaOsrAyLxdIvRNf3301NTaFQ886dO1mwYAFms5nU1FR+9atf4XFISMuNp8sZxxRbNlerJ5Iy85sU/uNr/a4ZNPKeeuop0tPTmTFjRigbNzkhgS+fPsNptRrX3Ln84Ac/oLm5mW3btrF///5hs7EvZE4d6Xu71FnLn0dcMZAuUyQmJtLS0jJsB4+Li2Pu3Lm89957EZ13JGmnkQzkYK2viyUsF0QkxtFweGimnCiFiFdKzoVDL9aOTBAEXnrpJVJSUmhqauKxxx4jOTl5RAaSShXYHT/+eCsNDRcWwrVarTz77LOj+m1f4qogwN69Nlav1qFWi7DbR24QKJVKhKsWE/XoE7iPHcb/1I/AFbnXSCKREB8fP2xx1CCk4nPZYd+/ZeAiDPDMO1+nujWyhACpVIparSbH4+HVtHQ8gkCRzcafOjrYZo2spItUKkWr1dLd3R2Wx1JQUMCxY8d48MEHQ2rSH3/8Me3t7dTV1Y3pwicWi4mKisLhcCCVejiXTCehu9vDrl27uPvuu5k9ezZKpZK6ujoqKyux2WxYLJaw9dmCiDQ9HwbnJn344Yfcd999ZGZmcuzYsUF/r1KpiI+Pp7a2FrVazd69ezl9+jSvvPIKBQUFHDhwANc7LqZOncobbiN3T32Iq6IT+dmyb3P/2z8AAtQFo9FIS0sLGo2GhoYGWltbWbVqFT09Pfz+uedYLRIRI5VR3tvLu+++S319fUhmYbiSJsPNYUGS+lBe1L4cxKFwxTi6cFwxkC5TtLa2RtTBzWYz27cPrNo9FBQKRUiWf6SYOHEiUVFRVFZW0traGtK0GQz5+fljkm0xFl6eR+bI2VHlZX/98N4zg8HAqlWrIiI/n4/o6GhiYmKoqqoKcWk6OzuJjY0d0Xm0ugCfxecbm4ku+L6DrvqpU6dSUlIy7LM9v9ZWY6MHuVzM5CkqDhRFVnA1CEEQcOuiifn+z/CUHaf7h99E5HaxePFi9u3bF1Gf9Pl8I8rc2nr079S0nSZQre8cshImcM2EG7HYzNS3V4T9rVgsRhCEfmPR6/VitVqJVgc4Q/fU13FshBuEYGr8YPjjH/+I2+3m5z//OYmJiezevZvq6upQLbLhIBYF/vMOc6hOp2PmzJnMnZuESrWD+Vf1V4b+zrebsNlUpKenhziP6enppKSkUFtbS09PD3fccQf/93//F/b8Y6EDFAwbqlSqAR4Yg8GARCLBbDaHwo+CINDT0xNS44+OjuaDDz4gIyOD6upqDhw4gM/no6Ghnr8XPs3c9BnolVF0O3twuVyhuTd4DoBnnnkGhUJBQUEB01JTiSsuxqLVIJfLQ+8xOTkZv98/qlJBEPCSy+XyYbl7kWQKXsHY4IqBdJFx6623smfPnhELuUVqEIQrFDkcLmTSOnv2LGKxOOJzVFdXj/pa4RAbG4vf78disYzY+6NXiihpjYwE3tPTw8aNG0fTRFwuFx6Ph/T0dBwOB1FRUXR3d0dsIM2/Ss0TTyQA0NLioaVldF6u7OxsJk+ezNtvv93v8+BzG41XzmiU8NBDMZw+7eTE8dF5DX3mdnzNDYiUSnA5EYBDhw6NKNFhJO3udXZTWr8PmUzWL11/Xv5yeuydPP763Xj94a892HX6GkzOURrvQ22Agu384IMPkMlk2O32Ac9HLBaHFZxM0Ipo/k5Aj+iWf9p563T//mMymZBKpbS0tJCWBitvqGHatFqsViV//3sXHWYfj3wjQPZuaPRg7akLGRVpaWmo1WokEgkZGRlotVp8Ph9vv/12RF6NIORyOX6/P6IxHHwHy5YtY9myZWzevDnETzq/CHOQOiAIQkiotrq6GrfbHfp/8LmfaTjCnuYqbk7N5t07/8xj//4N+yqPhK4XPM7tduNyufD7/ZSVlfHHjEx+4fNhKiriYHQ0ycnJ1NTUcObMGTwez6hDW5WVlREldHwWPUMqlYrx48ePKdfzUuCyzGJbvnz5RcvGuNTYs2dPWPJybGws06dPH9G5FArFmGRMnL8jHgmcTid2uz1i42SsieRisRibzcacOXPIz88PW0wyHESAdAS93efzjWjC74uEhATWrl3L1772NW655RYKCwtDGk9f+MIXiI6ORqfTDToZ9v10yxYro50Pm5qa2Ldv36Dfj9SwFolEpGcYkMlEaNRrcThG1zCxWo2stRlZ7nhkkwKaUTab7aJO/B6Pp58hkWIaR17ydD44/jpu7+DPQavVhirdByGXywN10iQXf/q02+1YLBY8Hg8SiaSfMKLf7w87vn50zbn2Hg5Tl9BisdDZ2cn1y6P43e9jyc2FHR+oufOLDRw+lMyePeeMyJtvTub+++9Hr9djNBoRSWR4fQEvlkQiIS4ujtTU1AE6UcPB4/EMy4MMiiB6PB7eeuutkFFkNBpDxwzFpwz27+BmzuVyodVq+2XE1dmt/LP2DHKJjL9/4Wl+sOghlNL+4ovBful0Ounp6eFwWyv7gMV2B+6ODtrb27HZbEgkkkD4eJT92OVyhbTBLoY47qcJl8tFRUV4L+3ljMvyLZw8eXLEA+5yRWtra1hvi9Vqpa6uLvS3SCQaNk0+NTV1RKn0QcTFxX0mUlHlcvmwKcLd3d0YjUaam5uZNGkSWVlZpKWlkZeXR1xcHBMmTCAlJWXA7+amSFDLRBxtvnikcwi4/PPz88nJyWHu3LncddddZGRksGzZMgAefPBBbr75ZqZPn05qamrY91LUJ2y1f//IQlh94XA4xqTUiUQiQavVIpVKSU0JqAPXftJ3s7OzhzT2BpwrKYWYv29CmD4H54c78VYPFAAcC2g0mlAx2YyMDPx+f2ghVSt0XD1+NQCVLWVDnieckrbX68Xf28sjpliqXC7OXsRyEn0RLrx2/t/RCnh4VmCB//EBFU22gVO8x+PB7XaTkaHE6xX43nd9HDhgYvnym2lqakKnO2eELblWw5o1a9Dr9cjkCh78+zG+seE4fiEwZzU3N3Po0CFMJhMZGRnA8ArtBoOB8ePHk5eXN2QNy76bsNLSUlJTU/F6vZSWDpRp0Ov1TJw4sZ96dTjvX7jyQg12K8tevIfXSt7nwTm3s+Wev2JURfdrb/B8wRDa/2tpRg1MN5s5deoUTU1NY5ZZPJzA6mcRwTqMfTFSysGngcty1RxMA+XzBKfT2W8HLwjCsIOrq6trVCnQDofjMzHgfD5fSJBNp9MNGFB96yD19vaSmZmJ0WhEJpORlZWF2+1GLpdTX1+PVCrlpZdewu/3YzabKZwgxekVeK/84ulVqdVq0tPTmTt3LvPmzUMqlZKdnY3BYECn01FUVERcXBxf//rXef/996mtreX9998PCQIG0e9VjWI32peXcaEQiURIJBJEIhFJSUksWZoGnKKxQQjVIsvNzaWuro6Ojo5h+5kkIRmxLorux7+Ha88HF9y+oZCSkoJWq+2XPj818xrWL/ovVHINRyp30dxVE/a3QQXrcGPH7/fz9ago4qRS1tfV4rlEIY9IPBOLss+VSZmQk0rKGeXg4quCgCCIyM2dglKppLCwkJqaGo4eLaary4vBIEWhTGXy5MkASCVi5mUZ+eXWACn7d+umolKpmDdvHgkJCRw9epTXX38djUbTb/N3PnQ6HdOmTaOnp4f29nYgfMbV+c+9ubmZhIQEMjMzBxD0XS4XnZ2d/d51EFqtNrThHiyM2+u289/bnmZz+W5WFSxGopWD49y5z7/Wg3FxeASBwxYL3fbRb2L+k3GxE3vGApelgfSfCvswA2205L+LrfY6lJL4SNJafT4fVqs1VHDyfAQn0K6uLuLj4/H5fMyePZucnBwyMzMRiUR0dXVx5swZcnJy2LhxI0qlEolYxNoCB9vOerGOwWY/MTGR1tbWAW2UyWSYTCays7MZN24cNTU1qNVq8vLy2Ls3oL8TGxtLUlISjY2NLFq0iIMHD4YWib745z+7ufVWPW73yBdfn8836GKqVCpHbGSrVCoKCgpISUlhwvhO6mpFdHVJeeCBB2hoaKC0tJSkpCR6enqQSCS43e5hQ7D+joH3PBYwGo0oFIrQWIqT57Bkzr34ZgaeSVpsHrVtZ3j9w2dp6hycHxd8t+H69EyVilv1Bl7s7KBkjDSbLgRisZi5uXGsSHfxw7nnDCEhcyHx8R/S0tISMpAkEgk33aRj4SI18fFSQEAul2MymdBqtRQWFlJcXMxdd9Zz111GZs9egkajQavV4na7uf+aLMRiET/ffIbTzT1EK2VkxOh5dM3NiMVimpqaOH36dL+2+f3+0P8nTJiAx+NBKpUSFRWFyWRCIpGEHQPnY+PGjUilUpYuXUpvby8nTpwIfedwOAZdcPuOU6PRiMVi6WcwKmXnwvQf1hSzv/4Y0dHnPEjh5uUmj5c5ahGLNVoqXC46L1D9/3JCX22pi4nPQpTosgyxXcE5ZGRkDChi+XmHIAhhB09wsXI4HNhsNg4cOIDFYiExMZH4+HgSEhJISUkhLy+PpKQk7rjjDqZOncpDq2eSGi3m/ZqxeY5SqTRsSMnlcmG32xEEAYlEgkqlCqkgFxUVkZubGwoBBBV8nU5n2EKz27dZcTj8PP5EAnrDyNSZe3p6wvKnohRaNhQ+y6zkSRGfSxAEFAoFmZmZZGVFg6iGyioDV111FQ899BAZGRl4PJ5QvbALVQ2PBFKplJycnAGfK5VKcnNzWb58OQaDgd7eXrKM04iPTsPlseN02zhQvpU/vP+9AcbR+aHrnJwcVCoVer1+QKHcW/V6urxe/jxKjlokOJ/3FA4SEdw9RUbxV9TsW2fnh3N9uKXn1PWTZq1hyZIlREVFhT5b/8VoHnrYiFQqorrKzXvv2aiurkatVnP27NnQuHM4BN56S4zLpetHVvb5fKzJ1fCNeSZMShEquZh3TzTx9X+dInf8JO655x7mzZsXtr2JiYnMmjWL7OxstFotsbGxTJkyhSlTpmAwGIbl3QiCwNtvv01vb28onBcJ+ho45xe8PVV/iPS4fFbOvDv0WSSlm37S0syG7i7WGwxsz8rmS4YALyrocb2CzweueJA+ZQznYTGZTKF0eolEgt/vv+yyGIZKPb5Yob329nba29sxmUzk5eURGxtLdHQ0BoMhsNgJAt9/8HYO/+tZ5rcFiMoftUchElkv+PkNFgJ2Op3U1NRQWlrKokWLgEAtL41Gg06nY+HChaFj9Xo9Bw8eBAKhufO9LjU1Hn7wWAv/8/MEnn46kf/6r2a6uy5sl3rvzEKmJ03A6h4Yhhgs80YqlSKXy7HZbCQkBJINtJpreOSRR2hvbycjI4P4+HiOHz8+oKjsWCOYteXz+UhISBhQwFQmk6HT6ULchgX5a8hPnklR+Rb+vvvpIc+t0WhCyRQSiYTMzEza2tqQyWTI5XK8Xi8ejweFSMRirZYtVivei0iklclk/TKuzseiDAkvrFaRYxRT2g4vteThy1vFtAXXkV3yKzom3sf47PEkJCTw4YcfIpN5WHebhhtuULBtm5Vnnm5HrdaSkpKCyaQmISEBQRCwWCxER0djsVjQaDQhj25TUxNlZWXo9XpOnjyJs6WF9ePHM2fOHA63pvGN14/zGyGaX1w3AaVSyb/+9S96e3tD49/v9xMdHY1KpWLBggWhentms5mGhgYUCgV79uxBrVYPmfErCAKNjY10d3ePSq7kfE/V9mP/YHzqbCamzWVz8UsRn8cLPN7aykudXXwnNpbvxsWxVKfloN3Bhl4rrZ9hj1LfPqdSqYiLi6O2tvZTbNGnhysG0qeI4G5jKCOiuLg49G+pVIrP5/vU5OYvRzQ2NlJfX4/T6QwQPu2dsP1HUL0HmaWe+X2Odfgvfndvamri/fffJy4ujry8PCZMmEBsbCwPPfRQyLvi8Xhoa2tj9erVFBUVcfDgwbD8s5ISZz8j6etfaxx15pheqePemWvZXL6HM+0DSwYEq7GfD5lMhlarRS6Xk5nZQq81hptu+goulwupVMr999/Ppk2bQjylkRqfUVFRA7hmgyEortje3h627ERQn2j//v1MT1vKtQW3U9NVyv6at9BoNGH5KUE0NjYSHR2NSCRCo9FQVlaGRqOhs7MTiUSCQqHA4/GwSKNFI5awtafnopb6CXpygmNeEAQWZ0gonCBDIoI7J8uot4q4b6eGBs0kMjOzWD/rWuKT05BP+gdFb73FrTP0SCQS7rwrjpQUEwqFn+3bXTzzdDt+P8TExLBgwQJiY2OZNm0agiBwxx13cPz4cfbu3Yvf7+fvf/87s2fPprS0lF27dqFWq7HZbERFRRETE4PFYmHlxByalmXxi+1V/LvMS7LUjV6v7+cFjo6OpqurC0EQSE1NJSMjg/T0dFpbW9HpdOTn53P27FliYmKGlUR5/fXXkUql6PX6EOFcLBYjFotHNTc63L0oZarhDwyDWq+HR5oaOTIul2kqNdNUau4yGHips5M/dJgH0fT/7ECr1VJQUPAfayBdCbF9ihAEYUTaLy6X64pxdB6qqqro6Og4V+izdj8cfxVi8/Gv+DVlVz+PN2EaG1jN4sWLL4n7+9SpU/zyl79ky5YtoVBP0HiwWq3U1taiUCj429/+xtGjRxFnz0czaVnYc5WUOHnmmXYyMuQUFAydHXQ++oa7fnzt19DIVTz7UXhBv8FSpd1uNxaLBbXagS7KjN6wlN27d+PxeJDL5TgcDp544gmys7NDYUKpVBpxmvJICmC63e4BPLxg+DkvL49Zs2axYv46vnrjk1xbcDt2WQv76v6JXCEjOTk53ClDkEgkLFq0iGnTpjF//nzy8/O57rrryMnJwePxYLfbyVUoeDwhgRq3m0OXiJgb1BwC+OZcOV+ZLuPGPCmHW0Q8XJyNPXURX/3q1/jjH//I3LlzSUpKwmw2c8cdd3xC1P8z2dnH8fmyefrXKn71VGMoCaC1tZWysjKmTJnCuHHjcLvdnDlzJkTKXrlyJcnJyXzjG9/gxRdfZPv27WzevJmYmBgyMjJCaf4SiYS7FuSikkmo9hmoqanpV1BYLpczc+ZMbrrpJpKSkrBarWg0mhB3ccqUKcyZM4e5c+eGvMJDQa/Xk5ycHOIswjnv4WjS46ViGSmmHBZN+sKIfyuRSBCJxfxvZwf/7rVyc001u3p7echk4g/JKazXGy5J2Pliob29na1bt37azfjU8Jn0IF3sGmGfRQRLOHwWMgPGEp2dnWzZsoWCggJWr16NVCQCiRyW/hRxwkQmAiy5jbpf/xqP59IUlYQAof7NN98kPT2dmTNnsmTJEjo7Ozl48CDl5eW89NJLVFZWYnd7SVr0JdxtVdhKw2d1tbd9YhSPYJ7tWwLm2qy5FE5awe/3v8wZc2QFJ4OLsiAIaDQa5s+fBJwmKTGdBVfdx+HDh2lpaWH58uWhCTS4EBgMBhwOR0QkzOFUg89vk1Kp7OcJChYa3b17N1s2b8V2KJnOSh+aFC+GTBH5tjx27dpFc3PzoOcViUTIZDJWrFjBO++8Q3Z2NocPH2b//v20tbWFJA7WyGSoxGLuranmUm1T+nrXRMCJFj8zXwjcv0xWRnaXg/nz52Oz2dDpAuKQiYkx1NT8BZutgpbWd0hJuYuTZRNpbv5Zv3M7nU5aWlro7e1Fr9cjiZJwWHmY9Kx05HJ52Npofr+fq666ikmTJlFSUsLuY7tJMMYw0ZrNdXmxbClrZf2EKYhVUfgdgbYnJSWhUqnIyMgIhUa3b99O0pwk1PFqbsi8Aa/Xy5133klmZiZms5nnnnsu7POQSqUsXryYmJgYSktLOXv2LA6HA5/Ph8vlQq1WD9rvBvNwtvc0UsBMJqXPY3fpW8O/lD4Iblj/0sdw/25zE2ddLh6MiWGxVssuj5umIbyXY4nguI2k1uYVDI/PnAdJoVAQHx8f0bGfZct9pFAqlaxcufKSXjO4A7wc0NnZGUgtzr8BftQOCROBwATm8/lYu3Yt2dnZYXeYg/UTCXCv0YhiBP0ouNjKZDLa2tp4+umnQ+GZTZs2kZGRQVNTU4g7oZ26EolGj2XfP4Y/d8StCLRDJBIRrdDy1PLvcqa9it/tj5xjERTgi42NpaCggPJyJ1JpHuUf/54zZ57H7f6AiRNNFBcX093d3Y8v097eflEyVHw+34AwWX19PcnJyZSUlFC8rwQREqSZ7RS3vMcPfvgYTU1NJCQkDBkOi46OZvny5ZSXl/Ptb38bu91Od3c3U6ZM4d577yUnJwe9x0O+Qolb8NN8kby4Q42lCbFicmP6912/309UVBQPPPBAvwXR57NTWfVrWlrfJS31XnLH/RiDwYhWqx1wDZ/PR1NTEzt27ECXoePFky+SeH0i026ZhkQ5sD0ulwubzUZXVxfeKC8/rv8xu3e8j+X9Kr5V6eJmh4iPi+1kPPIPEu/5PRKZnJqaGrZt28Zzzz3Hb3/7W5KTk8nOzmabeRtPHH6CLbVbQppdYrGYv/71r4M+h7y8PHbs2EFjYyMul4vMzExWrlzJjBkzMJlMoQ1iuMQWrVYbdqzvLXsXv+Cntu3MmM1nz3d28I2mRgAe0uqIkUhYF60n8SLr0cXHx4fVgbuC0eEzZyC5XK4hd4N9kZ6eHtpVfR4wVOjC4XDw5ptvjvicwV35aNBXfO/TxMGDB9m5c+eA3aHH4+GNN97g6NGj+Hy+QeuODcabmaFS8y1TLH9MTkEeoZEUDJsGQ6ddXV089NBD7Nu3j/vuu49169bR2NjIqVOnSJy+BP3VX8RRVYyrcfB6dcH3Y4yJiagNEAhHSbwiXir8FTFqA9/Z/AvcvpFrQHm9XoxGI+vXf5HuroWoVE5aWp/B4/0bDudpFixYgM/no6amZthw8cXYsIjF4hCh+sG7vhn4UO1k9erV3HnnnVRWVnLgwIEhz9Hd3c2hQ4dYvXo1EyZMwO12s2RJIL3d7/dzTWYmr6WkMl+joe0iGUcikYjFixcP+v1/L1CQZ5KQYzw3/lUqFUajkd27d/cTXJTJjCxaeIrFi04ybtxjiEQiTp48icvlCqlTBxHMGK2srETWLGOScRJPFz+N7Xobeb/PQ6wMcHuCmZuZmZm88sorbNiwgcPegLL1P2I34/1iHJpkHfeh5Keo+TEqVPFZGG/8b0RSOR6Ph+985zvcd999ZGVlMWvWLP6w/A9M0k/iyUNPcuzjY2i1WrZu3Tqo3IlMJuPkyZNERUXR1tbGddddx7Rp0zh+/Djp6em89NJLXH311Wg0Gr74xS8O+L3VGj5Bo6W7ltP1h5kxbjHXXHPN0C9qBNhrs/FyZye36PU8GGPiJwkJZMuHz068EDQ1Nf3H8oUuBj5zBtJIUFNTc9E1gC4lvF7vmIcWfT7fqMQnLydERUVRUVHBhg0b+n3u9/upqKigu7ubAwcOMGXKlBFxFA457PystZX5Gg0LNdrhfxAGPp+PsrIyFi9eTH5+PmVlZbz22mv4xDJ8s+/C01GPeePgGVZGo5GlS5cCYPvEK5Ofnz/sdXVyDa/c+msmJ+Tz0Ls/pqRl8IrrgyE6OprU1FR6enrYsGEDFksiiQmvI+IZOsz/jcM+HrfbHSLaDvVsTSZT6D7GCgaDgQceeACTycTtt9/Owd0nkMhEFJfs4yc/+Qkej4eEhISIzpWZmcmePXt4/fXXmTp1KnK5nFtvvZWHH36YG6uq8QOFdbUU9uHWjCUEQWDHjh2Dfv/t7U78gsCR5sCGRCQS4XA4KCsrGzB+A8kfCsTiwGJcVlaGQqHA6XQOCME3NTXx3nvvcfXVV5OQkMA3Z34TrxAwAsVyMenfSkdVoMJHgCheWVnJ2bNn8Wl9nHSeRI0ahVjBE6eeIva+SST8cA6e2VEsQcZ8czPq7Fmo8xcA8Oc//5mjR4+SnJzMmTNnOHniJI9OfxSf4GNze4DbNNRcFDTAg6GyvXv3kpmZyR//+Efuvvtu5syZw49+9CNycnI4efLkiMZ6m6URvSoB59pjAAAgAElEQVSW9srwFIVIZBfCoeyT+1n/iYxEt3/wDaVcLh/Rdc4vm3IFY48rT/cSITs7+3NTX+5yQ0dHB0eOHOG1117jueeeC9Vs8ng86HQ6uru72b9/P0888cSI09B39gYM7BujoxhMRWnu3LkR6bL0rUCvm7EaiUpHx5bf43eGD0fFxsYyb948PvwkY2v27NlAoMjsUBPj+cbRtoqBGV+RwGKxUFJSQmlpKWlpaUyfPp2YmDRmzVrCrbfeh0oVxRtvvEF7ezsFBQVDeiLNZjMffBCZcvayZcsiChN0dXWxZ88eTpw4wc9+9jOi5QnEZ0Tz6KOPkpiYyDvvvENZ2dClRAAmTJhAb28vOTk5PPLII+Tk5LBu+XJm6HS433kXndnM3/w+Tjoc2EeQVDES9PV0q7JViNX932+bTaDZKlBvOVdINVCRvoF77rmHt94anDtz5MgRfv7zn4d9FiKRiNbWVu68806+8Y1vkC3PZusXtvLr3F9j/MiIOkdN5nczSf1aaug3arWaElkJVpGVKb1TWJa4jKPOo7y78V2kWjmpqyfQKzi4ptuMIPgxLPwSupk3IoilGI1Gjhw5QnV1NWKxGKPIyGztbHb37ObWH9waUTHToDZVamoqjY2NWCwWFi9eTGlpKS+88ELI8zeSzeTm4pdo7qrhwRX/w8S0uQO+H23GouUTg+iFjg6urTwbMpjCIVgUN1L0lVG4UMydOzdi6sp/Eq4YSJcIlZWVoy79oFKpRrRTOF/0Ti6Xf+75WIIgUFZWxu9+9zv279/Pu+++S2VlJbm5uRQUFIQ1YCJ5pmafj1+0tXKtVsfyPoJ7fXHw4EFqamqGP9cn718kVxE162bsFQdxt1YOenxXVxelpaXMmxsQ3mtpaWHp0qV885vfJC4uDpFIxPr16wfUs7p3ViHTksb3M45EIlHEhX37Qq/XM27cOHw+H1KplA8++ACdTkdDQwNpaWns2bOHadOmUVxcPKwSPIDgCRioYtPgNfd27NhBQ0MD2dnZpKamDnocBJ7pbbfdxn8/+hjmhl4Ol33IrFmzOHv2LG1tbREVHK6srCQ1NZWGhgZ6enpYvHgx0p//gua77sbzpz9hj47GXFAw5guISCRCoVAgFotJS0sj86pM0r+TTvaPsolZEgin5ubmolariVZAcpSYk+39F8QgD/Cdd97h1Vdf5ejRo/2+P3r0aEim4XzIZDJUKhU+n4+CggIOHDjA3XffzZlDZ7DUWah4v4KKRytoe6eNqKlR6OcH+lmPowfHKQcIUK2txoABn+DjvdPvsWXLFhDB9sp9LE6fiXXDj3GbazEu+Qq2WV/ieNnpkBFUUlLCoUOHmNU7C3uVnej10eimD06JSE5ORqPRkJWVhc/nw+/349ZFU1TXyJ/e3cSR0+U0NDRw6NAhjhw5gkQi6VfYdig43L183BRIGHhwxf9E9JtI8KHNxtKaap41t9PSJzx7uYn/Hjx4cFh5hf9EfCaz2P7TMNLMtKDgXRBjId5XWFjI9u3bsVgsF3yui4mqqiqeeeYZvva1r3HixAmKi4tpb29n+fLlA46NdPe1qaeH/46LRzuIQTVi7Z8Za5CodLiPvTPkcWq1moKCAmJjA57Hs2fPcuzYScrLy2ltbUUQBDZs2DBA+kEpVeD1+yiqO5chJghCRAaMXC7H5/Mxb948NBoN27dvZ9euXRw6dIh//OMf/OlPf6KoqIi5c+fS1tbGr371KwoLCyPe+XpOluBtrENz+z24dm8Pe0zweVZVncu4C6bxv/rqq0CAj3f99deTkZHB9OnTMdfb8PsEZlxTwLhT46iurh42vC4SiTAaA+RlrVaL2Ww+l37uciGbPRvfmtX85h+vsXHje2PGt1MoFGg0Gno+0VISi8VITVI092jw2/3YNtu4IeEGDN8ysGHDBpxOJ1OTA+Th8w2kYPHUjRs3Ultby/XXX8/27dvRarUkJSWxceNGGhoawi5+fblymzdvRiKRYDAYeOONN/B4PEyePJkdO3bQ9m4bmgINiesTicuLQzpLilgtRvAIiA+LmXP3HA7rDlMsKiauOQ7fVh8bjmziCzlLeSTnah7f8EPUBQsxrfo2zXIfud562traUCgUnDp1in379lF1uoqM72SQ9nAadX+qw3q0/7sLlijJzMwkNjaWwsJCkpOT+Y1Ix2EhsIyZ/F6+dNttTJgwgeeffz4iRey+OFV/iGsnrx3Ru4wETWHGxkjkXS4FLjfx4csFkp/+9Kefdht4/PHHP/1GfI5gNBrHPN2/qqoqtMCq1WpEItFlQdDui+CCN2nSJN5++20sFgs1NTWcOnWKQ4cOjdpNrhKLudcYw15b75Au8kgRe+P38TadpmPfPwc9RqvVYjQaaW5uJjlFTX5+B6dPR2OxyNHpdCFvVDgjr8vRw93Tb8bhcXKw/sSA74dCUJSwpaWF2tpavF4vXq8XjUbDHXfcQVpaGidOnGDfvn1UV1fT2NjICy+8EJHxBSARi5H5fMhX3oy7+AD+9sh2rRaLhfLycrxeL2KxGL1eT1VVFdOmTUOECK0nlZZKC2d6drPgmqswmUw0NTUNK0LpcrlISEigs7MTk8nEkiVLUCgUyFPTEGbOQDRxIpt376KkpASFQoFSqbzgxS3I+wu9OykoFyuRp8uRb5WT580jPjYej8fDI488wpNPPsksfTcZrtP8T5EIc2//6wuCgCAI1NfXU1RUxOnTp3n//ffZuHEjx48fp6amZtj5ILhAxsbGsm/fPsaNG0dnZyfNzc0BHagKOzFLYpBmS+kt66Xt3baAZ8kWxbw58yicXMjWk1s5qTxJbG8sXd1WWmubuHdmIaUt5ZR//BFipRZRzgJOb3kZ3HY6Ozs5dOgQJ0+exOf2YTlsQTtei2mZCcthC77ec/NLTEwMKpWKxMREOjs7Q6Kger+XmXIRHgGqpQoOGJJo7LFy86zpHDtwAITIQ1DmnmZyEqcQE5XArtI38Y4iqeEKPpNo/ulPf/q/4b64YiB9DjFUiQKlUjloMdih0NdLcTHI4mMFt9tNc3Mzdrud2NhYWlpaWLVq1YDQw0hwoQaSWCwmKysr5NnTX3Mn3tqj2KoGb1NaWhrr1q1j5cqVGPR+4uIraGvN4qmnXuTIkSN84QtfwGw2093dPeBdt9s6mRg/jtX51/Lng8PLB4RDMM0/CIlEglwuZ9OmTRw/fhy5XI7T6eSll14iJSWF5ubmIQ3moKjg/PnzEcRiHPMWkthYTUdZZAac3+/v1wf1OhNf+vLd3HLLLXR399D40SfevcQ2rFYr77//PnV1dWH7qVgsDj2zoKGflpZGfn4+tbW1TJgwAVV2FurUVF577TXeffddzGZzqA1judtW5ajI+E4G6glqrB9ZqXm7huioaDIyMjh27BgGgwGz2cxEfxlaWx3/W51Me/vAUH0wo9TtdmO1WnE6nTidzpDMRSQIKvs7HA5uvPFGjhw5QkNDQ4DvZPPRe7KXzn930rG9A1eDC1+vD4fDQXl5OcePHGfdtHXYu+z4zvhobm7mvaJtPDD7Njrt3eyuPoinrRrd9FX4tPGc3fVPPi4/Q1tbW8jgFLwCPcd6iFkWgzRKSs+Rc8ZtT08PWq0WvV6PTCZDLBZzzTXXMDExHp2lkwxHD976Wvy9VtonzuDj3EmoC7+Ir6YSX33kWV315gqqWk9Sb65AGEMd7GCx3+GgVqvRarWXNHHm9ttvp6Oj4zNRPPYiYVAD6UqI7XOIoSbEoYynSDHY7/V6PcuXL+f111+/oPOPFlKpFIVCgc1mQyQScerUKVwu14CaXRBYsC+VB8zv99PU1BT6WxAEPD5hyPfgcDgQiUTccMMNfPBBHRBYJI4ePUpHRwdvvfXWkKrqJS1nuG7cAsQiMf4R7KIHg9PppKSkBLc7UEaipaWF+Pj4UP25obwqer2ea665hptuuonjx49TfjIgaZCWmoo9NXXQ2nbnIzN+PN+56Tn2lL3NvPwVHDzzBi1zWlAqFXgAmSrAs3rvvfdC3q9wCBpNQcNVEARmzJiBVCrl4MGDzJw5k7y8PN588022bt0aUu8OemrGCqpsFVmPZeHp9FD9VDWSRgkrrl/B17/+dXbv3s26deswm83s2rWLVVNbsSqTMBj1Yc/Vt12j6ddisRij0Uh9fT33338/dXV1A4xBR/VAL1SQyN/Y2EhpaSl2ux2lUhkgT9ssbCh5ny/PXEu8zsTzRzdwduf/Ylz+dSTLv4V71x/RaDT9khd8Vh8dOzowrTDh6fRg3mrGZ/Wh1Wqpr69n/PjxrFixApfLhUajQa1Wc+bMGd566y26urqw2+1YlRqYNR/l4uuJ/smvmfnRVrY8+ZOI3l1TZ/WAQsYXAplMxvr163nllVciOt7pdIYMqdGU7hkNdu/ePUChPoi4uDhmz57Npk2bLno7LkdcMZA+Y5BKpaEMltHgYnh+JBIJMpkMu93er3ZckBgabud0MQrvBtV0gZAQo0ajCUvUHclzGAuCe98Qh7utirhJC7Dve2XQnaLJZGL8+PHYbDZycnJCe9mtW7eSnp7O0aNHSUtLG/a6Cqkch+fCd6Ner5eWlhbEYjFarZba2lrsdjterzdUY+t8SKVScnJyWLJkCdnZ2TQ0NJCSksJd02fzPHD69Gm6z+PLDQWnOxDGWzjxZrrcTSxbczVOpxOlSsHUO7KISVfx7vun6ezsjDgMJpfLSUlJYdy4cXR0dDB37lx27tzJtm3bOHXqFKWlpRERvYO49dZbhzVeg1AkKhCJRdT8ugZ3q5vc3Fza29txuVx0d3dTUVFBUlIS2dnZ9HQU4RFE5OXlYbfbL8gjGg5+v5/e3l6cTic7duxApVJRXV097Djx+/3YbLZ+hYrlcnloHH5v669p6Gnl/lnruCFvEX868Hf+76P/Q7HgS/iueRDLxqcAQvXu7HY77RvbkRllmFaYMC4xUvVkFbZ2Gy6Xi6amJjZt2oRGo2Hfvn1IpVJqampobW0lPj6eqqoqRCIRqrZmuja/jemZ5zly9QrEKS/iq68Z02cWCXw+H0VFRWHn63AVIfpm310qXtBQuoJWq5XS0tJL0o7LEVey2D5jGGn6aiSQy+XExQ2eVTQcBEHA6/Xidrv7ZXOdH6bpi5HcQ6Rin8F29L2+y+Wira0t7LEXAoVCMWrDyX7mIxyKGNANnhVltVo5e/YsLpeLxMTAwjNhgoL29nbi4uIQBIHOzs5Bn2OQe3Tb5BtCn4XLZIoUQYPT6XTS3t6OwWDg0KFDIcXu86FUKsnLyyMnJwe5XE5aWhoGgwGLxRIyOAoKClixYkXEz7G5q4batoD3qZ4iZAoJaWlp1NfX44/qprOnjaqqKiwWS9h+l5iYyPz558oXB+8pOjqa9PR0IPBe6+rqqKyspKSkhJaWlhFxjlpbWyPKjlTnqIn/QuD9C14BsVjMvHnzqK6upri4OCQcOW7cOMaPH49Go0Euk5Ofn8+kSZMibs9IEDTWy8vL6e3tjTghw+/343K5QmOqr/aUX/Dz231/Y8Xr9/NaySYenrueB5SJdG77A70VB3E47KFzBMeu3+mn4fkGan9Ti0QpQR4nx2QyodFoqKioYNeuXezcuZNdu3axbds2Tpw4gcViCY3z4Dwg2Hqx/+kZkEqRpqYPaLdcLr/olQD8fj/l5QENsvP7+WeBGO1wOP6jhSevGEifIkYj8jXWXhcYaFiMFH0nt/Nd/YMZSCMJV4zWW+bzBTgSkVaLh4DX4/x0+HDtvJB3YC/fB4A8Z86gx7S1tVFUVER7ezs+X2A3npmZgtFopK6ujoSEhEGVgQEO1J+gqO4YX52zHonoXF21sYDFYqGlpYXuri5eu7aFe6eec0QHeSJpaWkUFBSQnp6ORqNBo9GQnp6Oy+Wi5hMOTUZGBj09PREbwMkx2SQZs6g3V3C05DAHDhwIeBza2zl06BBHjx6lsrKS3t5edDrdgFTqYNFZOCd7oFQqiY6Oxuv1fqLzFIPX66WiooLa2tqIuSAymYysrCy8Xi8ikQiTyRTibYUb59qJWmRGGR07OvB0ehAEgbq6OlJSUkIe2QkTJnD11VcTHxeLQSNFJpPR2tpKamoqCxcujKhdo4FIJKKzsxOxWIxcLg+9T41GE5ExG85j3GW38P1tT/Ni8RvcN/NW1isM9B7bHPo+aKz2hdfSn/dYUFCA3W7H7XZjNpvp7Oykq6sLq9WK1WrtF6oNnsv1iQEm0pzrY0FvlVKpDBVY/jQw3HhUq9Uh7bMr+HRwJcT2KeFy0iXyeDwjSocdCheD19M3QyohIQGz2dzPoAvqPI00Sy1I1u07UYlEoogMV7fbjVqt7p+NFCF8VjPOxtNo8hbQUxQ+k83pdNLY2EhFRQWCkIZcAXr9LVx9dQ3FxcWkp6djsViGzB7b+vGHPL70EXQKDd3OnjFNLT558iTzUyVMixPodZ+7/xtuuAGdTkdvby+CICCRSMjIyECj0SAIAqqcXE5nT0PptCOureTUqVMYDIYBxl5ycjI2m61feCsjrgCZVM5fP3icLlsbAn70ej1SqZSUlBQ+/PBDKioqQqHV88eY2Wzup0UWDBd2dHRQXFxMZmYmLpeL06dPc/z48QF134LQTdcRc20MdX+oQ+KToNfryc7OZty4cfT09KDRaEhISMDhcCAIwgCvryZfQ+yqWGzlNppfDYQ3BALK0Pfccw9qtZrU1FREIhGJCfEkHfkliq4KOhPWkaRJwmg00tXVxZEjRy4KsVYul2M0GlGr1aHxNm3aNE6fPk1PTw+dnZ2DXlcQBJqbmwdw/IKblJ/++zmuzpzFnNQp/OXga6HrKZXKQTcyYoWY1tZWkpOTgXN1BiPpz966GryNdei+/j08FaeZpNehVCrp7u7GaDTS0tJCfX39JUm7H+kGJViA/Ao+PVwxkD4ljDXh87OGlJQUent7B/A7VCoRd99jYMtmK7W1Ayet6OhogH5GUrBO1GgMpPMNumAmTzjIRSLuNhgod7kodrtDO1CbzTZiw9B+5iOMS76C1JCEt6tpwPcqlQqlUklRURFtbdnMmvUsLS0tzJs3D71ez3PPPYdGo8HpdBIXF0dnZ+eAHfhYkLODyNCLqP6GDuWTPbg+udXC8VKcXoGNHwfeg1qtZvHixcTFxYXStx0OBzKZDKfTiV0fwz/HzUAmk5Lw19/SbLdiNBrDCqgaDAYEQQjL//F43ahUKlpaWqirq2P69OlERUVRWlpKRUUFHo9nWN6QIAg4HA6io6MpKirC6/Wyc+dOdDodhw8fxu/3hxbi4FgNijKqYlVoJ2oxxhpJi03DZDIxZcoUzGYzlZWVqNVq/H4/YnGgjtn5i6/MJEMkFdH6r/4SB3K5HKvVSmVlJVOnTiU7Oxu/z4da5MUx62tI0m5jtUpFW1sbBw4cICEhIWwCwvnQarWhivdDQSwWk5ubi0Kh4KabbqK5uZm4uDhqamrIzc0lKyuL6upqioqKhjXMzh9bUVFROJ1O4uPj8QhetCoNBoOBrq4upFIpKpVqgIHkbnPj7nCTeEcirgbX6HhXLidd376fmBc2oH/gm0w5U0xOTg4VFRXEx8fT0NCAVCqlvr5+zKVRzodGowkZ3Xq9np6eniE3Vzabjb17917UNg2FYP8fLaVDp9Oh+qS/flZxxUC6gk8F48aNo6mpacBCplZLWLtWz9q1eu64vY62tv6hv/LycvLy8ujp6QkZSJFq8AT5KkHDNFxYUaVSYTKZ+vEvenw+atxuHo0LcEbcfj/ftfZQ7HJhMBjCVpkfDvbyfRiXfAV13lX0HPjXgO8NBgMmk4mNGzeybNky5HI5zc3N5OXl4fF4QvchCAIZGRk4HI5B04jHIozw04WBGlGlD2nYVRNY+G7Ol7KlwkvvJ5eNiopiz549ZGRk4HQ6SUlJISUlBb/fT9HHZ3k134BEKuN/04zsnz6Fv/3tb5jN5rAT6FAlQkQiEXq9npSUFBISEpgyZQovvPAClZWVIzZUtVotLS0tWCyWfp7DoFETNJalUikmkwmTyYQ4VYwbN6tWrSI9LuDJ83g8ocVWJBLR3NyMzWbDZDLhdrv7GUnWY1YEn4Buqg772XN9V6fTcfDgQVJTU/F6vTz22GNYrVZ8U76PTCanub4ep9OJQqEgMzMzVLcrHNm3L4xGI21tbcM+G6lUypo1a7BarSxatIi6ujp6e3u56aabKCkpYcqUKbz88ssReVvOP8ZoNOJ2u5kxYwb1rlauT57PNxd/iV9tex6HwxF2DPtdfmp+WUPG9zPI+F4GUp0Uj8WD9ZgV+1k73UXdEMHr9re3Yn/jVbRf/iqHNCqa4+OZHhNHquAlLS2NmJgYiouLqauro6ur66IZSnq9PjRPmEymULjwcoVIJEIqlY66jTExMZhMps+0gXRFB+kywaUOuSmVSuRy+aem6FpTUxM2tdTjEbNwkZboaDE3rNKxY4cVm62/p81isYxq0N5+++2cOHGiX5r3+XC5XAOUyAUgSSZlmirATZKIROiVSsRXX41Op8PtdoeyCyN9noLbjjJ9Mng9uGuP9ftONnkGniU3cPr1V/D7/djtduLj4ykrK2P+/Pns2bMHsVjMxx9/jN/vp6GhIaz3bGpiAddmz+XlsnfpsYdXlTYYDMN63mJUIp68VolBJSJGLSZRJyI3RozbBz/e5aKqK/B+ent78Xg8SCQSdDodqamp6HQ6bDYbH+vjKNPH8VOpk1UT84mKiqK4uJi0tDQqKioiemZpsblMSp/HjhP/pNceUKGeMGEC119/PVarlePHj2M2myP2zAbVxbu7u6mtrSUuLo7a2tqQtpRYLEatVqNWq8nMzGT58uUUFhZizjHjEDl48YEXKTleEsiaUqmYP39+KAOtsbExZDifb4gLHgH1ODWaPA0dH5wbAzabDYlEgsvlQiqVsnr1al544QUcTie1dXWh8N/evXuprq6mpKQEl8uFQqEYkkM4GGn9fOhUKiaYoimYPJVJU6dx9uxZrr76akwmEw6HA4fDwd69e6mvrw8JiA4Hg8GASCTCbreTlJSEWq1mZ8V+MqKSWJO2CLlOyamOyn4k777w2X1Yj1nRjNcgM8iQKCWoMlRETY9CP0+Pq8WFu23gXKBUKkPtS0hIQGNuJfG6lThik6jTGUg0Gviv6xYTExODTqcjOzsbIS0T8+xrEE+dSdRVi7AfOQhjmBDTV9m9s7MzxH0bzkPzadExLiRbGqC7u7ufvMlljCs6SJc7+qbGXgrk5OSgVCr7peVfDvB6vfzgsUZefiUNpVLMM88k8c1vNdFhPjdQY2Nj6ezsxOVyjUgr5C9/+Uu/v4MhKo/HE9qNh3sHUuBLxph+n2XJpPzsZz8jJiaGXbt2cfbsWf7973+za9eu0DmG29m3vv4DpLn56JevoXfHZrwJyUQ98ijyabPxdbRj/+fLeDvaqaurY9OmTUilUp588kmOHDmCXq8fcN8qlSq0cEmlUnJM6bi8bto62wdtw6pVq3jjjTeG3DXnxojJMgSMybhfW2m3h3/eQZf82bNn6ezspLy8nPHjx7N+/XqUqmh2tPTgaKzH6ZzM9u3bqa6u/oRjFdn7i41Owuvz4HTb8eNl1qxZ6HQ6fvjDHyIWiykvLx/RhC4IQr8MndLS0n7vPy4ujqVLl+L1ekPCnU36Jk59eIrChEKs3Vbi4+M5ePAgGo2GN954g23btkV0P7ZTNnSTdIhVYvwOf+j5dXZ2Ehsby/bt2zl27BharZZXX3015G212+0hj2DQ+xoJkVypVOJ2uwc8n2iVkunpySjkMqamJWMSeXAd3kOpu5dYjRaxw4YmOZl9+/aRk5MTKEEyZTJN0iaqG6uxHrfCEOv76tWrOXXqFEajkYaGBo4dO4bf7+exPb/j6WXf4/6CtURFRfPU1j8PWqvS3e6m6okqVJkqsn+STc+RHrr2dpH0pSRMK030lvYP9wXlJcrKypBKpTz66KMkJSUxOd2I1+tlVbuTOoWbZ2v20GGW4VEZKMgxcCx+HJ5oA0qvF4lEgugvv0WIYMMTjssYCdasWcP27duHNCKCxnekXvIrGFtcMZAuE1xK4wiGDmFECrFYfFFKjjQ1eblxTTXJyTJ++7tkbr1Vz5//dG6n3Ve3Q6lUhtKMR4rgjk4ikTBv3jwUCgXbtm0bcJwXuLmmmt8nJfOeRkOWXM5yh4PO1lYUCgWLFi0iOTk5pEK8Z88eIAIpA78P3QPfQjplBvrv/BgAwe2m5w+/wrHpLXC7QudpaGhAq9Vy8803c+jQIZqbm1Eqlf0Wx5UrV1JZWUltbS052TncOHEZJ7o/xuUb3NsWiYBdUYOPH+1y8rPFSuI0okENJJ1Oh9VqRalUkpaWhkwmo7u7m/Lych647TbWxnbw0Ue1gbR8v5+bb76ZX/ziF4NeN+jhCz7HaVkLOdNwBI8vUL+sra2N1tZW7HZ7KA3cYrEMWKiCO/DhshEXLlzIzp07Q/153bp1rF+/noSEBFQaFfd/eD8VpQFv10PzHuLk0ZO88cYbJCcn8+yzz6JQKELE9HDco37X9Q3eFqfTiVQq5Z577uH666/HbrfT1NQUKtBqs9nCej+H2iyEM4ANahUPL56LQRPwjAoSCc6EdGbkjaP8w114PW5y8guwWCzcf//9gaxKWTstk1pQZilJJx1Xi4vWN1rpKQ5PsH755ZfJysrilltuwW638/LLL3PttdcSFxfH1s4jJCkTuS15GWcyz/BX88BQc797qHZQds+5ect+yk7U7Ch003X9ard5vd7Q/Jafn09vby9r167F5/Px2muvkfD/2TvPwDbLc39f2sOSJcuW94xHnOUkjp0dCCQhCXu1JRRaOinrdPx7Tg/nlHPaU9rScjiFQtl7pSEQIJBBCCE7cYZxth3vvWQN25Ks/f+gSPG2vDLA16fEkl49kt73fe7nfu7790tUc8qVximz1j8DimEjgP2k4L0AACAASURBVA5Ezz9B0/p3hhXsjLRG5/XXXx/yOaF6KE4wPky0+U8wYqZOncrs2bPH5dhWq4+zZ50cOWzjiivC6J5l7p5yttvteL3eUWn8eDwedu7c2W9wFKDE4WBlZQX/OHkCe1QUAq8Xjc2GVqslPDwcm83G9u3bg8FRqJh//689/i+QSrFvWBsMjrrT2dnJ3/72t+D2Yu/MwQcffEBRURHJycksnJSLVqKioO3UsMbTG6lUikaj4WSLfxIQDXLHaG9vR6/Xk5CQwMGDB/n0009JSkri5ptvDhb31tfXk5CQwNatWwcNjgBmzJhBZmYmACn6yUSqY/mqYnewRb+goIADBw6g0WjYtWtXv8ERhN4QsW3btmBwJBAIeP311yktLWX/6f18f+v3KTWf3wqMCIsgKSmJ8vJy3njjDYDg1lh+fj633357sKFguAS0l2w2G++//z6HDh2is7MTu90e3Irqr7kgPj6+z9/6Iysmiquz05mbloRGqeAfOwv4sM6EYtE1VHXYWXXvQzz4xnsk/f57pC1ZRGpqKhKJhIxFGTiWOZDGSKl/vZ6ap/0K74k/SUQ1WYVAIiA8Lxz1TDV0e+uMjAxef/11pFIpV155ZTDzJVcqeL1pM9XCVh656gEmJ6QP63ua3jwdsVFM8v3JqHP7SkWIxWJyc3OZN28eAoGAvXv38p3vfIedi1ZSOi+eN/keb/J3fn16P2HlxXjKSjB9+mGf73GsuJQ6lycIjYkM0gQjZiyyUEOxc5eVhYvCmDJFxunT/qDhmmuu4ciRI8EapgtZRxUbG8sJi5lbgSibLahzExERQXp6OnFxcYMq0/bGZzbhOHIAWd4CAFylxcMek1qtxmazBSfNxMRE5qTlAJCTPhWxWDxinSuNRkNSUhIKX2h1Ql6vl8LCQuLi4lizZg0ej4f77ruPm2++GY/Hw4wZM3j//ffR6/WEh4cPqlFVUlKCSqVCo9GQEef/PMUNR4iJiaGpqYnIyEiOHz+OxWKhubl5TLtCFyxYwNy5c5HJZHxh+4IaV03wsb3f2cuh8kPs/Wgvubm5nD17FvCLTF577bVUV1djt9vR6/VBGYHheGuJRCISExOpr68POTvh8/mor6/v87feRKtV/PTK8/pbbo+HenM7SWIxP/vZz4JF6ZXtVfz50J/5pOIT1mSv4a1jb3Gy/STI8G9x7fTX6UmjpcR+J5bUh1NxNDqQxfm3qk27TdS/Vg8+/9ZvZmYmer0emUxGeXk5UqmU2267jczMTPZv3U3SV3DDpKWU1JeH/D1t+XgLwm1CUv9fKsn3J9O4thFrsRVXowu9Xs8tt9zCkiVLKC4uZtmyZRQUFJCdnc2ePXuAjURGWdm9C1566VH/NSsUgddDvW14DRehcuutt7Jhw4ZRn6cX0ibpm87Xtkg7PT09aNY4weWHUCgkJyeHpsYmbrxJQ3mFk+Jif4BUXl4+7i25A3H99ddzz/33o/1iByK1GkVqKpKoKCIiIjAajVRVVdHV1TWsrjbNw48G/2386XfwdQ3vs/X21zO2tiHxeJkr1ZBoF/LCV5tAJCQxMXFYoplwXm04WmDi21PFPH/ESbN14Bu8wWCgo6ODxsZGDh8+THt7OwKBgK1bt5KcnIzP56OiooJPPvlk0O6WG2+8kfT0dLRaLUnxKcxNuR6ZWIlP34KhzRCsxwH45S9/yY4dO0Y08QiFQn7961+zf//+Hn/Py8sjLi4OrVZL3tQ8tjVuCz72WuFrfNL4CYUvFLJzx87g3z0eDydOnGD37t0sXrwYnU7H9773Perq6qirqws+TyASED43HGW6ktZNrfjcPcftcrlob28PbtcN53NFREQMGoxdmzOZxIjzmS2hUMiOkkr0ej12u525c+ciEAjQKXRkaDN458w7bKvehqndhFfsD9YqH6/E5/CPyVZmw7zPjFgrRpmlpOH1BrpquohaGUVXXReOBgclJSVYrVZOnz5NXl4e999/P8tzc2n+6ivK2tpQR2loOlHD/OgcXj+6AY9v4MlfrVbj8XiC34nP7cNyyIJqqgrdVTq0i7QYNxuJjo5m8eLFZGRk0NXVhUajwWAwcPToUdav/ztLriinoKCL3/9uz3nJgnGWXTlz5syYHOebLA8zTgxYpP213WK7mJPoBGOD2+3m1ls1OJ1e9uwZn1XdQAgEgmDhdncyMzOJio9HOmkS7R9soPkxv5eUVCqlqamJoqIijEbjsATe3JXntWzky68b5JlDk5OTw/M/+Qu/VcTh2/8knv1P8ov77iUhIWHY7bYymYysrCxWrVrF5OxswL9dMhiBySvQwXb48GGqqqpYtWoVBoOBkydP8sknn1BTUzPocerq6hCJRKxYsYKV+XcQr03n89NvsvWzLX2u6//5n/8ZcR2I1+vliSee6KG6HRYWxsaNG5k0aRIGg4GaghomSyYHH/fJ/BNUIHMEfrmAuXPn8vjjjyMQCDh69Cjbtm3D5XKRnp5ORFQEQqUQgVRA6r+mEnVNFF63F5/b10fxuzsikSjkrRmBQMCsWbMGfU5BhV9tuslyvmbH6XRSWlpKZWUlH3zwQXBRuTxlOVtu28LLV77MzYabMf3BxKmfnMLT3jOAcbY6qX2ulpJflmDaZaLlwxZML5qCdUk6nY6Ojg7y8/M5cOAAzzzzDBU/+QnaN95EGx7Onj17eHbv20SFRXDDlKsHHX9HR0eP7El6ejpZqVlU/rkS404jIrkoqDienJxMWloaS5cu5U9/+hP79+/nrbde4a67bXR1eXnlZRvh4eGDfv8XC5FIhEqlutjD+MYzscU2QR+EQiG/+c1vhqwRGU+8Xi9nzpzhL39NZv8+W48utguBz+frU/gdExNDdHQ00dHRxLzwPMaTJ1Gd85367LPPguaiZ8+eHVbm0vjLH7PimpWcXnETihtux7Y+NOfv7ojFYjQaDfX19QjMJlwVO4KPff+mm/jknGP3QMXsAe2n7tuVs2fPZsGCBRQVFZGr8AclSYlJwNl+j9Gduro69Ho98fHx1NTUsHHjRjIzM6msrOyzFdSbu+++G/CfA6mpqeiVKZRs6WL27NmkzIxg3bp1PZ4/Wm/C3krXVquV1NRUvvjiC+644w7MZjM/jvkxzzY8S6XX7/Re/0Y9Xsf57rMVK1bw4IMPMnXqVDQaDc888wzR0dE888wzGAwGIm6PIGF+QvA9LAUWWj5uwefy4WLgLeLhyFn4fH41boFAQGxsLJGRkRQXFxMfH0+boRWxz8fS7Ek43W7eP3KCOrOFcLks6Ov3yiuvEBUVxalTp3jllVf405/+hNAm5IX/eYGPP/4Yk8lETk4OBoOh72/o62kN0nDgfGeW0Whk+vTpaDQarrjiCjIyMrBGRRH+4ktEFBcTGRmJLdJHiaGSH+Teyvsnt4b8mQPmtD6vD8MmA5ZDFgQCAatWreKRRx4hPj6e6upqjEYjPp+Pn/8igthYFQ//ews1NZfuAtrj8YyLSvqlxMMPP8xf/vKXcTFQHysmAqTLFJVKhUwm61dLaDBmzZpFW1tbD9+i3ni9Xp5++ukhj5WYmBh00x4rRCIRGo0maMR65IidOXkKwsKEWK0X90JqbW2lra2N6OhoZHI5sfHxCAQCNm7cSFxcHLGxsZSXh15DEcDXbmHXJx8jT81GOm/JkLU5/eF2u1Gr1fzsZz8j7URT8O9n8vMoKypi2bJlvPhiv1lkgH6Nb9vb2+nq6mLVqlXcnOGB449xprgktM/k8wXbtsViMTU1NcHAsb8bYnJyMvX19UGhzrq6OqKiojCZTLQZ2kCUSaJ6Ko0tJSQlJfXRqhpLYmNj8fl8HDlyhMjISGbPns2B3Qeo/7yeKmMV7i43XdVdiEQiUlJSWLlyJZGRkVRVVVFYWIhAIODb3/k2n2/7HIvFwomzJ7BPtePFi8fuQaQQoZmnofa5ntegRCIZdT2dx+MhOjqa+fPnc/ToUbxeL/X19fxgYS7ZcX5D6opWI1Vt/u/PaD0fJNhsNtauXctTTz2F1Wpl/fr1KJVKbDZbsAC+srIypKCt9zZQZ2cndXV1TJo0ifj4eGyrVuH+5FM877/PmcmT2bVrF9FT5Px55a+ZkzCdEktVnwChv1q67gX4zlYnzlYnQqGQvXv3Eh4eTmFhYbCofflyFatXq3nnbRNHj166wdE3haeffvqSDo7gMt9iEwqF5ObmXuxhXBQCAnfDpbi4mKampiGfF8rqpbm5ObiSVKvVzJw5c9jj6Y3H4+mhYv32WybUahG33Bo+6mOPltWrV1NQUEB1dTUejye49XHVVVexa9cu1q1b16d4UigUEhMTM+AxxWIxkydPJjIyEoFUhs/nDYr/DReTycSzzz6L8MQe/x8EAnL/8AdSUlKora0lLS1twNf2d6OSSqWkp6eTnJxM45FPcfpEONVJREREhDSeQGbG6XQGg62BAqTGxkY8Hg82m4033niD+vp6RCIRXfVKBKemgsKOxyLn1KlTY+YbOBAGg4FJkyaRkZHB2bNnee2113jjjTc4VXgKW6mNrmp/jY/H46GhoSG4nbZr1y5EIhH6LD337LuHUymn0CzW4Lvbhy/MR+cbnZy57wzlvy+n4tGKPu8bSnCk1+uJi4s7/wehEIFKfe6f/tu5TCajoKCAiIiIoKfbV/UteLxeXG4Pm4733wjg8/koLS3FYDBgt9tpamqiqqqqhwp3R0dHSAXner2ee+65J3iNtLS0oNPpkEgk1NbW0tTcTI3XQ1ttHadOncLpdPJx8Q4sXR38cM5t/ba2h5qVDXiYVVVV4Xa78Xg8qFRCfv6LKI4ds/PGG+MXXE8QOpdDhuyyDpC8Xm/IKrxfN7xe75CdDDqdrs/fAsKIY4HL5Qoey2azUVHR96Y/Erp/rrIyJ/v2WbntNg1hYRf3dC0oKKCgoIDdu3cHV9F1dXXs27ePnTt39ltX4/V6B812eDwe3G43MoUSef4CxJWlJCUlkX2u5idUZDJZ0AV+b/ZcJBnXkPzxHpKSkli0aBGLFy/GaDQSFRWFVqsd9Fjx8fHMmTOHmJgYWltbUSqVTFeZMSgm0eX29VAEDpWhVoqB8ygjI4Ply5eTmZmJVqslLuacQWlnOJo4Kbm5ucyfP3/Y7x8q06ZNIz4+Ho/Hw3XXXUdERASlpaVBtfLun0MikTBt2jQAFi1aRGZmJvOunsertlfpcHWwvWE7n/EZQoeQrre7aNjn33ayV9p7WIwMB4vF0iNrLF96DVHvbkKSOolJkyYB/uDEbDZTXl5Oc3MzAoGAYzX1HLd5EImELM5M7ffY/SnB995+HKpAWCgUMmvWLCwWC0lJScEAzW638/HHH/Pll1/yxBNP+DOtPv994/Dhw/h8PjodVtYd38zqrCuJVva9d3UnNjaW8PD+F00ej4empqYema5Fi5QoFEJeeL5tLMWxJ/iac1kHSMCIbtajISMjg0WLFl3Q9xwpw/UHG4pJkyahUCj6fczj8Yz4txCJRD10jIRCIVFRUYDfAPWtN/1ZpBtv8t8QExISgi7uFxKDwYDJZOLVV18NrnCVSiUfffQRBw4cGHDrYbAticmTJ/u9tVZei08TgazoEDqdbtjCly6XC7FYTGpqKpWxUiQ5t9F1wj/e8vJyfD4fq1evJjY2dkjhObPZjNVqpaOjg9OnT1N+6ig6Zz0FTRLUajVKpXJYYxsOAbuSG264gWnTpqFKO/89yCO9zJkzZ8zP6+40NDTg8/mwWq3Bmq1AFqI3QqEQtVodzI6sWbOG7KRsbsu6jb/P/zu/zfktq22rsb9sp3pf9Zj4bjmdzvPHEQoJ+95P8bQ04a6por29nejoaOrq6rjyyitJTk4mLy8PqVTK0qVLEWqj8CFANILsZCgIhUKio6NZsGABSqUSkUgUHKvP56OhoYHKykqOHDnCa6+9xidtBtYZjZjNZuRyOYmJiRwyNrHJ4uD/3f4yv7/zHXSq/rOvFotl0Cacrq4uHngwivvu9yvgX7lURWOji7NnL13vswkuPSZqkIaJxWK55PdNA/Q3yebl5dHS0jJkF1F3IiIiMJvNPQxix5LewncBp3Xwp9XLypwcP97FsmUqWprnkJGRwYEDB6itrQ1OqBcKn8/H6dOn2b9/PwcOHMBut7N9+/YRbfvMnDkTn89Heno6kmtvRuz1cJUmjLaYGIxGI2q1mrCwsJC2RL1eL9HR0X5hx0gtHr0Ux2kjqoXRJCYmolAoWLx4MQ8++CACgYCYmBiam5v7PVbAziIqKsovQOiqRoAPd+J8ZOVl49pmHB8fj0qlwmq1IpFIUCjkLLs3nS9eKKet1IM7xY3dbkehUIxLl6rJZMLhcJCQkMDmzZuDprP94XK5KCkpob29HY/Hg91ux2KxcGPkjUilUmLFsRytPEpqSiqOLgdGoxGXyzXq+imRSOTvbpu3BHFyGpbf/xux57J90dHR5OfnA3DLLbeg0+nQarX+7ra2FkRtFlrdAiIiIkY9DolEglKpRCwWExERwdKlS2lsbMTtdhMVFUVHR0efreKysjI6OztpbW3lsNeLy+UiLCyMzMxMZsyYgbdTSkX7cWztTmYkL+TK6Tez6cgbON09t/VC+e0nTZKCz0dSkoTcXAXvv28Z8jUTTNCdiQBpmLS2ttLaOrC31aWO3W4fdkARCF56eyUpFIqgEeVo6B1wBlbwcD77smuXlYceiuSalTOIjZlNTEwM9fX1NDU1UVZWRnV19bDE+HojkUgQCAQhrfLtdjtPP/00hw4dwuVyjTgzoNPpsNvt5OTkcEgkJgov6QnxCBxdzJo1i4MHDw7rM4WFhQVtPnQLJ2F9uxTbu+Wk/iSH1NRUnE4nycnJlJSUDBro6vX6YAYgLCwMW1sdRECzQ4rVah1XB3K9Xo9Wq6WxsRG73U5bWxu6hTqm3qjg5MYOvCUprMj4EaVny6m3D9xoMBqcTieNjY00Nzf3+/0HTGxVKlVQaVyr1fLll18yffp0ysrKsNlsCIXCoEZVwCNvrAT+fD4f4ji/4rPryAEIV7N48WLOnj0bbN4ICwsjIyMDnU7H8WPHSHDZcAuEWEUSIiMjRxUg6XQ6wsPDiY2NJT8/H41Gwy233MLGjRuJiorixIkTFBQU9Aku+/NbCw8PZ/bs2VxzzTXodDp27NjBi089yz1X/yfLZn6beVkrMXY24/N5+fTwa5ypC9E/0udDLBHwv0/E0d7u4ZONw2t8mGCCiQDpG8apU8O3nhioo0ogEPTrCTUe7N7VyYMPRpKRbiYtbQa5ubkYjUbOnj3Ljh07aG9vH5aCdW8CRquh4HK5+Pzzz0f8XgGcTifR0dFotVocDicCiYIpU6agUqkwGo3U1tZSUFAQ8vGsVitqtZq4uDg0mXoUP5BheO0krS8dR/+THJAQ3JYcrPsx4CUG/sBRfi4LcLakhIqKinFV8e3q6gpaiUilUhQKBe3t7VicZuqkRUQ5p6ERxZOfswCvzz2q33wwupvY9kYikRAVFYVGo0Gn09Ha2kpTUxPp6ekUFhbS2dlJR0cHZrOZlJQUdu3aRWVl5bC+N61WO6B1isfjwePxEFDv8Xo8tLW1kZ6eHiyG7+rqorGxkfT0dIQVZ0ho8NdqChLSUFrKsNvtwzJ67o5Op2PmzJlER0eTlJTEHXfcgdFoZMqUKZSWlgYDs08//TSozD0QarWarKws8vLyWLRoEbGxscjlcg5u20Z84VM8XxjJnKk3IJeGkRY9latzvhVygFRW7iQnR45WK+Jn99bR3OxfFCQnS/j2t7VEx5yf/k6e6OKtt0zjrRX5jUQgECAWiy9opn+smAiQvkaEYinhn4wdY7I9cSFNFE0mD1arDI3GRUZGBmKxmJiYGNxuN8eOHRtR11d3F+7RZkUGM0TtjVgsRqFQIJVK0Wq1iEQi1OFqOsVSli1bxsmTJ9mwYUNIdhzdaWtrw2Kx4HA4cLlcyNI0RP1gOuZPyuHc5zSbzUMGtU1NTUyZMoXMzExyZPWsEe4FYNas2by//dC4eUoJBAIkEglpaWlMmTKFpKQk4uLiMJlMHDtQyuxJV2LsaMRXD1OmTMEh8Ct2B1rRx4qhriGRSIRSqcRutyORSIiPj2fv3r3Mnj2b5557jry8PNrb26msrEQul2O324cdVIaFhQXVtEMdc0FBAdOnT0ehUFBRUUFSUhJOp5PWEv+iKDp3HjZtNL7TpTQ2No4oQIqNjWXx4sXMnz8fjUaDRqNBpVIFf7tp06Zx6tQp9Ho9LpcLrVY76PZzTEwMCxYsYM6cOSQlJQEwb948fqtUkqDRsKO+ijd2+PXYbpj7I5bP/A5h8nCsXUNfE2vfNXH99cl8vq2TykoXSUkS7r47gqVXheFw+Cgvc+LDh1Qq5HvfjyAtTcrmzTaOHu2YKOQeQy5WgBQdHY3b7R5V1+tEgPQ1QSAQoFAogvv+AxX5xsTEYDKZLpjK+Gh8wLrjX4mq8Hjbzpl2fo7bYyYpaTlCoXBEkgeBsQUmiVBc2AcbX38mov0hlUrJzMxEKpWSl5fH1KlT2SuTg8dfIG00GjEajXR2dpKamsrx48dDGkNjYyNNTU2YzWYsFgvh4eHI0jREPzgbBGBra2PBggWcOHFiyKDLarWi1WqZpjXCuVIldWwa+fn5fPnll2N+s1MoFHg8HpKSkpg2bRqZmZmEh4cjl8txmSTU7xXhdfuAWERyHy3memQyGRqNBoVCccGC9UCmMVCnJRT6LVxKS0t54oknaGhooLCwkGPHjiEWizl69OiIzv+hxDTPDSb4T6/XS0VFBZmZmRQXF5OQkEBycjJWqxWzTMX0OXm4ImNpraoKGjwPF5FIxOTJk7n66qvJzs5GoVAgFAppaWlhzpw5iMVisrOziYmJ4cMPP8RqtQ5aUB/47vLy8khOTg7+3ed2k2DwZzjt3cZZWL6TlbPvZGbqYvYXbx5yvKmpUmQyIfv3W/nNv+tZtkyFw+HjvXUW1q83Y7GcP/Z379KyZo2WJVeEYTLp2Latg5deHL2cxEizdF8nvF7vRXG1SE5Oxm63jypAuuy72MYSvV5/sYcwIgIr+sDkHBkZOeBzS0pKhm05MRrGSi5fJpNxYH89Hk8lJtNZysr/jNl8GJ9PQEdHx4g66JxOZ4+JQqFQDNg6PBTDqS9xu93MnDmTyZMn8+1vf5u8BQs57RWQGqagqamJ/fv309bWRnh4eI/uvsEIrODz8vJISkqisbExeGPw4aO1tZVjx44xffp0oqOj+7xeLBb3yAxVVlZy6tQpFHZ/a/oHDbFs+3IPFotlXDpH4+LiUKlUREREsGfPHj744AMKCwtpb2+no8WNUiNGlWUlIkEGadW0trWwe/dupk2bRnNz8wWzixCLxYhEIqxWK0uWLCEiIoItW7YQHR3NyZMnaW9v58iRI7hcLmJiYsZvXBIJimtuwNPajM/pCGr/bN26NSgTceDAAbZu3YoncRJfNRooKiqitbUVp9OJWq0e9rkeFhZGRUUFx44do6ysDIvFgk6nIy0tDWXrMXzr78Hz5Z/xetxD1jeJxWIiIyNZsmQJN910U497Vlc3X7yHo2NQn8t41reV43DZidP1r+c1UGbz57+I4uqrVbz3noW7vlvDyy8bewRHAO+8bea2W6v5/e+baWhw8Z3vaJHLR58p7W+LMSoq6oKVJnyTOXLkyIhKSroz8St146677rrsTlyhUIhUKsXn8wVX0Q0NDUO+pvvnDEyuQzEcX6gAI8ns9IfNZqO4xI5U6qKq+uf4fDAp7b+Jj48nNTV1TAKxzs7OYSuTj4TY2FhuvvlmHn/8cWJiYnivrZNWl4efp/nNUbOyspg2bVrwdw0FmUwWbOGXy+Xk5OQQGxuL0+nEYDCwadMmSktLkUgk/WakIiMje5wDMTExftsUUTZGXzg7vXmEhYVx+PDh4E1/oPqSa9Vqbtdo+n1sICoqKggPDw+qvDc0NAQFC2dfk8y3Hs4jf1U6bdpCVJFScnJysNlsVFdXI5PJiImJGbetv+64XK5gl1tsbCyHDx8mPT2d3bt3IxKJSEpKCl5bAe2kUOl97+l9TYrF4mAzQdjdP0WcloHjH4+D1xu0Cwlkkt577z22b9/O5MmTEQqFtLe3U1FRQUFBATabjWXLlrFs2bJhfXahUBjMIs2ePZv09HRSUlL8C8v6owhOfYhs3/8i7qhj9+7dgx4rPj6ea6+9lsWLFyMQCHosBDo+2IAwMpI/Ohyky2Tkn5OVuGneT5BJFDSb+3bgCoXCAe9hWq2IPz7awssv9Q2MuuNw+Niz28rec76P3U+nwLk13HOsv+zhmjVrBpRLmeDS4vKKBsaZv/3tb5dNC38Ar9c7bM2c3uJvarWaGTNmDPm67i7a3REIBEMWY44FYcopAIjFZkymFbS1+Vi/fj2FhYVB3aSxoPcNe6y58cYbaWpqCmacPm+zsEirYmGEismTJ7Nw4ULsdjsffvghp0+fDumYXV1d1NbW8sUXX3Ds2DGcTictLS0cOnSIEydOkJ2dzZEjRzh9+nS/v1Vzc3OwDksmk6FSqfyr+klLWR//W8KikpBIJNx9991BRe6BMmbXhWv4jnZwte3+NKyqqqpYu3YtERER5OfnM2fOHKKjo/F4PMiVfuPcu+66C5lMxpkzZ5g+fXrQvT6gX3Qh8Pl8dHV10dLSgsFg4NixY9jtdtRqNSUlJcFry+12o1AoQtbrij3n6xdgypQphIWF9cgQq1QqoucvImzNPbg+30Tnnh09XqNQKKitrcVut/Pzn/8ck8nEunXr2LNnDydOnKC4uBiTyURTU9OwRXbNZjNarZauri4OHz7M/v37OXLkCHv37gX9eWFT1+aHkfn83X/XZ8tJCu8ZVAgEAqZNm8btt9/OwoULEYlEuOrrMb75Jq6GBjp378YwayaFTf4C/MCr52Yup9FUzd7Tn/QZW0CxvTsGgwej0c0fH21h9+7QtbOazhVznheUXwAAIABJREFU//Sn57NaAfPp8PDwUQfiTz/99LhqeU0wdkzUIF2mSKVSRCLRmOzttre3U1hYOOLXD1V7M1aaNQcP1vHDH/lPWZn0at5++23/v2WyYXuXDcZYFG0PhEAgoLi4mJUrVwYDlX/OTMfo8gefTU1NbN68mc2bN6NQKPrI8Wu12kGzcmq1mpMnT/LXv/4VlUpFRkYG+/btIyEhgSVLlvDcc8+xdOlSvvjiiwGP4XA4qK6u5u233w7qKwV8rYbKsoqBDKmUBo8HqVQ64Pc4UF1OZGQkdrsdq9XKyZMnKSwsRK/Xk5iYSElJCSUlJZSVlZGUlMSMGTPYutVvbJqZmUlpaemgCxyxWIxUKh1WvVJieCzzkmbS7ujk87J9gH9rtri4mOLinpYd/Z2Dw5kIe2d+q6qqmDFjBg0NDTQ3N6PVarniiito+/791AgELLI08UlyCraMKSD0n0v2LjvZVjPVFeX85S9/IS0tDYPBgMVi4eqrryYpKQnjOXHGkWy1FxUVYTabiY6OJjIykoULF7Jy5Up8GXl4f9uGedtfiD30V6p/oUYT3KKS8twRJ4/scOCVa7Hb7WRkZDB58uRg5tf03nraXniBtpdeRiASMftf/5VJu3aB+/x95csTH3Lz/J+QET+DiqZTg/7WAoEAr1fPt78Vut5bgD27rRQW2ll9rZrnn2/D4Tivy9bdBqk/Alm+i1FzM8HYMxEgXaYMdwKXy+U9am6G03U1WsbqZlFb2wj4O12uu+46vF4fbW1tmM1mNBoNZrP5km8lXbFiBTfccANZWVmIRCK8Xq9fOVwqZtu2bRw5coQDBw5QVVXVb6ZnsOBIr9ejVqsxGo0oFArMZjNFRUWo1Wo2bNiAzWbj2LFjIWkrBQq9bTYbNTU1ZGdnk5iYyGOPPTZogHSTRkOSVMrfzSY0Gg3t7e3DynBmZWXx3nvvMXPmTKZPn87x48fZvXs3KpWKhIQEYmJiOHXqFBUVFTz55JM89dRTgL+2LiYmhs7OTmw2W7/ntdvtRiKRkJKSMmgbf3d+c+VPuHnqCkpaK4IB0oUiIBWwatUqbDYbbW1tKHWR7JOpiayt5IvFq5Dc/iN6b2aW3vddbGYzS5cupaioCK/XS1RUFAcPHkShUAQn8IECxcGaPMAfuAW0n2w2Gx0dHWzatIkVK1ZwSJCLRfsAOdWvopGfv+7vy5OilsK7JzowCSNJSEjAYrFQU1NDcnIy+p//Cx5jG5aPNxL31JPsKy2lrKwMUtP8HaqdnXQ5/YuFtOhplDWcAM7XzvW+7gPK3SMhMkrE9Okytn3WgcPR8zwSiUR4PB70ej0WiyV4Hw5cEwG9qwm+HkwESJcxEokEuVweUtFs70nxYnVWPPDAA2zcuJHa2uGL/HW/Cb733m+QyRaxYsUKtFptsIX9iy++GNGxx4qAfk9/gUxcXBzz58/H6/WSlpZGZWUlycnJwe28lpYWDh48iMFgICsrK+TttQCtra1IJJJg90ZtbS1Op5NTp06hVqtpa2tDq9WGpMwdCGpVKhWxsbG0trYGRf76W7mnSqQ8EBXFarWaUy4X+xwOOjs7g0GJVqslLCyM5ubmQQPmL7/8EqVSyTvvvMMHH3xAZmYmMTEx1NTU4Ha76erqIioqim3btjFr1qweC4Xm5mYSExOD9iADfa5QgyOAgtpj3Dx1BY/ufC7k1wxGoMh7qKDx5ptvpqOjg5ycHDQaDenp6SQkJPBqcQUekYiWlIzgcwXHj+LLmYPHaKDjb3/EUeI/bz766CN0Oh3z58/HYDDQ1NSE0WgMGi0LhUJ0Ol2fLp/+xrZ69WoOHz4cPAcqKioQi8XBTOOvfvUrVq9eTVJSEo88so2jR5tZlCQiUilgY4kbw7+Fc1eOlLtypICdXzY1cfDgQXJycggPD/f77v3hD6h/8QveXLeOxx57DGW38czLWsm3l/ycM7VH2HliA+DPTI+kxGAoZs9SIJUK2bmzb/YvkCnvLRZ8uZVmTBAaEwHSZUx3s1hg0C2NS4Vnn312VMFZXR0kJoJIfICMjO9TUFDAxo0bOXjwIKWlpeMa+GVlZXH27NlBn2Oz2fpdmavVahobGzl79iwKhYI///nP/OpXvwoGR+Xl5bS2tqJSqaipqeH06dNotVqys7M5ePBgyGMMtJnHxsZiMBgQCoWoVCoqKioQCAQhBUfd6ezs9K/kB2GBUskrSck4vV5eNraxXaViwYIFdHV1UVNTg8ViobOzM1hPExMTg9lsDhY7925pt9ls7Nu3j5SUFOLj41EqlcydO5elS5fy1Vdf8dvf/nbANvi6urphfb6h2HJ2N4+u+CVz4qexs+K8aGfgex3u1m6oGYYpU6awefNmVCoVBQUFuFwuf5CbNa3Pc305c7Bv30zHM3/F195zC0itVpOdnc2HH37Yb0al+8JJLpcH/y+Xy5k0aRLFxcV4vV62bt0avLakUildXV0cPXo06KG2f/9+ysrKEAqFwW3hfbXnt8em/qODBYkiPrrDH/asXLmSxYsX96ixcrlcnK2u5qmnnqK2tpbJ57TNhCIpa674JaUNx3jxs0dwefz3uIEC7dFKixw6ZMNq9XLddWoKCye2yr7JTARIXyPGKziSSqVIpW6USiEtLaNLH4cSwAgEAsLCwvrU3wBYLF0kJspxu5v5/ve/j0QioampiZqamiGPLYuX4WhywAgXe8Mtau1OIMsnkfhtHubOncv69etZtWoVhw8fZvfu3Rw8eDBYRAv+ba5Dhw4N+70CejRxcXG0tLSwb98+9Ho9R48eHfH4B+O/Y/zFxSaPh1eNRkQeD7aSEuRyOVOmTCE/Px+9Xo9EIuGdd94JWm8cPXqU/Pz8fgusfT4f1dXVvPvuu0yfPp2UlBT+7d/+jRUrVvSp/QmFUDM33ZGKJEQqtVi6OliQPLvHY16vd0zr3npTV1fHpEmTcLvd3HvvvcTExNBqd1CIPPich8NFlB3cz0t/fwrH2TP9HqempoY333yz32upO9deey25ubm8+uqr5OXlMXv2bF577bVgZqT779P9PuPxeLDZbJSXl7NlyxaWLFlCRUVFn+O3WH18XOLG7vKxr0mKdYa1T+dpZ2cn27dvDx7fde499VI5YpGEk9UHgsHRYIx2i6u93ctHH1pYc6eW5GQJNTWX9rb9BOPHRIA0wZC4XE7+8Y9EbHYvv/xFw4hVZnNzczl9+vSQNTDdvdh68/56L9OmgUqlIS0tlaKiIgwGw5DBkVAuJO0/0mg/0k7D6yOrTRiL7NT27duZN28es2fPZsaMGRgMBrZv305dXR2NjY14PB7Cw8OJiopizpw5rFu3btjvUVZWRkNDA1qtFrFYTE1NzbgK1j1UX89cpZJ/i47ml3o9r8lkXH/99SQlJQUnq8LCQtRqNXfddRdffPEF5eXl3HbbbVgsFhYtWsSBAwf6FPoHAqmTJ09y5swZ3G43FRUVI/LcG05tiEggQimR8/wt/8MVqfnYnHb+d8/Lw37P0VBZWUlxcTGLFi1CoVCg0+n4p0MEBn+gLRcKWK3XIr9hNRSf5JkBAiSfz9fHsiQ1NRWxWBzMDM6aNYv8/Hw8Hg+33347ERH+DsTeZsZJSUmYTKZgsKVUKsnKyiIrK4vy8nI6OzvZsWPHoHWA9R0+ms123nzxRcLDw8nPz6e4uJiSkhLOnDnDs88+G8zAVjidlLhcfFcbQeUIv8eR8v77FioqnNTWDj84ioiIYNq0af7uvkFQqVQjUlmf4MIxESB9jZBIJKxZs4Y333xzTI/r88E/15l5+OFobr1Nw/vrR+aKffr06ZBX8ANN5tHRi9i7V09qSiqNjRuDru9DoVumQ6wSY9o1Ogfz0dLc3IxUKmX58uVs3rzZ72Du9fLVV19RX18frA+x2WwjNkV2u920t7djtVqRy+Xo9fpx8ywDKHU6KHU6+JZWQ5RUyuzZs7nqqquYPn06UqkUo9HInj17qK6upqamhoKCAlavXs3OnTuprq7G6/UOOkl0D27GSjE74PfWXyC+4a5nyI33b2UdbyzmF5v+SGlb6HVLox2Xz+fj6NGj3HnnndjtdtLT0zGZTMzvsCJV6agRyfhVWhyxIh9nzpxBrVYPesze11J9fX2PVvVAoF5UVMTy5csBfy1Y4FpVq9VYrdYe0hTg3+IqLi6moqIimPUJ5fr2+bwUFhby1ltvUV5eTnFxMf/85z9xOp096ikzMjL4R3Mz/5eUfsEDpI4OL7t2jawVP9SuYJvNNlG7dIkzESBd5uj1evLy8tiyZQtut5vt27cHH+tdk5SQkIDZbB6RBscX2zu58oowfvCDCA4esFFXN/yV1UhW/r3Zv38/4eGrSErU43Q6aWtrCyl7FLU6io5jHdgrL25NgdfrZceOHXz66adIJBKef/55duzYQX19fY+Vt8fjCSoeL168mC1btgz7vTweD3a7/YJ11SgFQjweFwsWLCAiIiLoDWez2Vi8eDGVlZUYjUbi4uKoqakhKytr1Eq3IyWgZdQfm4p3BgOkX2/5y7CDo+61PMMh0CEVGF95eTkul4u1a9dy/fXXs3JWDvMtFsRiMbFqBQaDgdraWt56662Qjt+fD6NSqSQ1NZXCwkIOHDiAzWZDq9Vy4MCB4HMCE3nvyTzwHY7ks5pMJj799FN2796N3W7vV3KgoaEBm9MJ+K/v2xbej0KmYvORN4b9fmPJUDVOgW3HoZgIji59JoQiL3M6OjqCk0zv1tbeF3GgMHakPPmkAYfDx/0PDGxlMt6kpKQgEonYv38/LS0tuFyuIQMAn9eHYbOB5g/PbxmsXr16TMUlh4PBYODzzz/n2Wef5bPPPqO2tnbAbYmuri5Onjw54vcaaZePSCQKWeAQ4IqwMBKlUvZYOzl27Biff/45Z8+epaamhl27dnHq1CliY2M5deoUFosFl8s1qpqusWCgrNWLh9fxyOdPAvDhXf/ghZv/gFwcmnBowCBzJAQmzIDFTGdnJ1VVVXz22WfU1NRQXl4evL4NBgOfffYZGzZsIDExccBjJiUlBTOsNputx3kWGRnJDTfcgFAo5Pjx48FMZm+vvfHYAvJ4PJhMJqqrq3sER4H6ucB4fYDY4yDzzJsUHXuX0oZjYz6W4XKxt8QC6ugTjD8TGaTLnECnUH/0XqGMVr3VaPRQeNTO9BlyZDJBH42QC0FTU5Pfn6ujI+QtKJ/THyB1p6amZkwyWiNl7969REVFYTKZBp1QXS7XuMsW6PX6YPt3AJ/PF3LNUphQyC+i9NQ5nWy0WJhXW8vs2bMJDw+ntrY2aESbmprKrbfeyv79+xGJROzcubPHcWQyGU6n86Kbe4pEIl4v3MCP8m4nNSKRaydfid3VxS82/XHI144mYxf43AG9MpvNhtFoDG6RNjY2UllZicPh8JvQms2YzeZ+OxNjY2Npbm6ms7MzeB/onk3OycnhpptuwuPxsHPnzpDPMbVajdPpHFHQXfjTMFK1Ag6eazQM2KZ0H5fX6+3h49bodrPPamVRcwFn62opvQQUqC/2+Wk2my/6GL4pTARIE/Shd0FvWFhYUHxvx5edXHFlGP/1XzH8538Or2V8LKiqqgL8bdbDvUnE3hmLtdhKR+H5rNukSZNob28P6rsMh/Df/A8+h4OOJ4eeOHtTV1eHUqkcMCAI6NRciNVqfxP6cNL/T8YnkC6T8WtDK5OnT2fGjBnExcWh0WiIjIwkPz8fsUhEXX09K1euRCwWs2HDhktGm6s7UqmU3131ELlxU4lV6Wm2tlFpqmNn5fluQqFQOOD301uTLCCmOJwO08D30tjYGNza+uijj/D5fBgMBhoaGjCbzeh0OsLCwoLXRHcCsgADTaY+nw+hUMjGjRs5diz0rMxAdkOhsK/Ww7FmD69+5QqOoTder7dPcfgxu535SiVHB2jrl0qliMXiMatPG2sEAgG5ubmUlJQM2U0YCr2/nwnGj4kAaYI+9A6Quhd07t9n44UXjNx3XyS5cxQUHr04NT0j6cqKuiaKqGuiOHnP+S0riUQyqI+cQCBAp9P1a2IrSkzGZx/5TXkoTaULxVDO60MhAsweD0ccDhampDB16lRsNhvWigqy6+rg0GG8cjlJ//IvqFQqhEIhRUVFfY5zKWh4ycRSbpm6ApPdwr66rzjurGBb2V5q62uRSqXDVmoXCoUj9u4ymUyIxWLa29upqalBKpUik8lwu93Y7fYBtaAA2tra0AxiGHzy5Emuuuoq8vPzhxUgjSQICSiqP7SlZ0AcaqYtX6nkdFcX1gGC0sBi4lJGLpdfUmPMy8ujsLBwog5qCC6dX6wfEhMT0Wq1F3sY3zh6XzSdnZ09gpGNH1toaXFz990X77cZzUpWt1wX/HdJScmQK7Leei0XgqH87S4lnm9rQy8Ws1IiobWxEQ4eJOuf60j76+M4312Ls6wM3G6yp2TjdDo5efLkqIOysSY7O5sZU6fz9p1PoJIqeb3sE548+y5GbReZmZlkZGQQGRmJz+cb1qRiNBr7bEep1WpSUlJCer3b7Q5me5xOJxaLZcCt8t4Gyx0dHX2uEalUyuLFi7njjjvQaDQhBzwpKSlBw9bholAoRhwkKgUCZsrlHB5kIeI4p9p+qeLz+di3b9+46mYNl7S0tEsqYLtUuaQzSJmZmdTX1w/qPzXBhcflgt27O7nhhvCLPZQREX9XPMbtxqGfyHnBwu6MtabQUMcbrTLweHPo3OT1XzGxYLXBkaN0ymWUzMxBlphEalsbyof/HaPDQUlJCRUVFcFMyKXCsmXL+G7ECpJcOnaLTjPnW0sQFakpy5iGxWoj/Fz351jIJeh0OqZOnTosy5NQviu5XB60H2pvb0etVpObm4tKpQoGWZmZmSgUClpaWjhx4gSbNm0K6f2nTJlCZ2fniOr2hqve3p2f6/VIhUK2hWCnNEHorF+//mIP4bLgkg6Qvvzyy4s9hAkGoL7OhUwmZMYMOSdOjH+xs0qlGvUqsauhC3m8fxUsEAkQC8U92qpDDXrEYvGYmuIG2rv7e3+RSIRKpbroi4RA3U2MWMwPdTreN1sodfZfqPtCpI7sO+8ka8oU/7aUWs3pmhoUCgVNTU1YrdZRNwyMJSqVisrSCpJm6zjqLSPtphxyc3OZlJ7OfzS0UzM7DZ2xDWHzJ/0auQ43gK2uru43OOre5j8U/dWodXZ2snDhQjQaDSaTiQULFhAWFtZDKLK6uprdu3cPO9DbunXrsJ4/EkQiEVqtlra2NmQCAV9lTQbgbZOR4xexoWIwLqTp9wQXnks6QJrg0uWzzzq56+4Ivn9PBP/660bG+/4wf/58vvzyy9FtO3UbY8QVEagr1HR2dgY1h0LdbugeHAnkChAICOULGMglfShNld7BkVKpvKAFqSKRCKVSSUdHBzqRiLsjdBTYbJQ6HcHs14KmRjo7O0lLSyNbp8N95gyCc4Wzx48fJy0tDYlEwrp161AoFBds7AEEAgECgaDP9phSqWTJkiU8dP9DsBdmL8ojcd40hEIhixct4s3aWn5QY8J53a18NymaN998s0fNjkAgGDMhzvDwcNxu96Dm0wKBAJFIhEgkCk7KAoEAjUZDTk4OV155JXV1deTl5dHe3s7atWspKyu7LCZwrVbLbbfdxosvvsg9Eee3wf82QsHUC0F3fzqBQDAqGZWxOMaF4kLfgy4WE5uQEwyLwIrJ6fTx9lsmZs1S8NBDkQgEIJHA4sVKBql5HjHbt28fdU1O1V+r8Dr9E2TcnXEor1SSPC8ZtVo9ooyQp6EO6fRZRL78HpLZ+YM+VyAQMH/+/BGNuze33377iGs6RoLH4xlw0lYq/eajiYmJqNVq2tvb0Wq1lJWVsWXLFqqqqujo6GDTpk08+eSTHDt2rF/z3Xtyb2Ve4sxx+wwqlaqP7pVQKCQrKwuLxcLWzz9DIBMhNfqC361cLicrPR2104EPv1VOVlZWj2P4fL4xUyk3mUw8+OCDg9aGqFQqpk6dytVXX82CBQtIS0tj+vTpPPDAA1xxxRX4fD5iY2Npb2/nueeeC9nA+VKoR2lra+PFF18EoNHtvx5fM7ZhvwyCu4CZ8sU+xoXiW9/61gW9B10sBJfCykIgEFz8QUwQEr39mH78Yx13rNGybVsHEVoR+XOVvPB8G+tHaEdyIRCrxGQ/kx38f+a+TCoOVXD8+PHhrbSFQlQ/foiwO+7BUbAP88MPjsNoLy1uDdfwaFwc36+v4/C5c0AoFCIUCpk+fTrl5eWEhYURGRkZLFBWKpXU1dUNetySX37Gm199xB93PnchPgbg72Bcvnw5a9asITExkVxXGh07aol8MAdFogaHw0FtbS2PGJ1UO938sPgQb731Frt37x7TcYg1YlQ5KjqPd+K2uAfMNIrFYnJycli4cCESiQSr1cqCBQsoKytDJBJx00038cADD5CYmMiePXtoaWm5LDJH/TFHoeCt5BSeNRh4oc3AhF3sxWc8/RwvMkd9Pl9efw9c/GXDBJcUAoGA1NTUAR+vra3tUQv08stG1r5r4ppr1OTOUdDY6OLb39Eil1+6q4tVS1cxK3xW8P9Nc5uYt3geM2bMIDY2NuTjiLOmoLj+Ntz1NbT/3x/GY6iXFFKhkPuioznZZQ8GR+DvenS73RQVFaHX6/H5fBiNRiIjI0lNTb3kbqoCgQCVSsXy5cu588472bJlCxkZGagXJyBQiLGsPYvteCuCFicZGRm8PGcyj7iMFBUVjcu2gixORuKPEpHG+rvQugdH3VfpOp2OxMRE5HI5arWamTNn0tLSglQqRSQSUVlZid1uR6vV8v7775OUlHRJZIa6o9PpkMlkQz7P5PHg9fm4PyqKBWFhF2BkoTMchfmvCwqFgptuuuliD+OCc2ldPROMC3K5POR0qM/n61d4bjBeecXE7bdX863bq/nTn1qIiBDxH/8RzVjeRwbTdAmF3/zmN8HJIi4ujmud17J++XqeX/48VomVlpkt5OXnMWfOnEGP072VWnnLGoQqNZ66WgTSoW/6lzvXqdQkiEQ8a+irCQX+86yqqorW1laMRiPFxcUUFhYOqtcTKoHam9GiVquZN28eM2fOZPr06Rw/fpxbb73VH0woJUTdMw1Ppwvju8V07vOP22O1kqSPIj8/n4SEhFGPYTikp6ejVCoRCoXExcVhNBo5ceJE0NjVZrMxc+ZMsrOzefPNN/nd736HUqnk4Ycfpr6+fkhJAoFAEJLZ81jRn+xBf1Q4ndxeXQXAo7FxfC8iAvklsqVzKXVfXijsdjsfffTRxR7GBWciQAoBmUx2Wa8aurq6xn0V327x4XBIOHPawd//bmDhIr/a9lh9bRbL6LbsHn/88eBkUVNTw1dHv6K+uB5vhZcZnTMok5aR+73cQbNn0HNF3/GPx7GufQ1pTi6a3z0+qvFd6oiBeyMjOdXVxU5r/92EgfMs4P8mFovHrCB7NLpQer2euLg4wK8NdPz4ccLCwpg3bx5nzpzp0bouSwkn7jf5RP88l/BVqYDfosfhcBAdHd3n/Jg1a2TaQN0Jn+uXy/B29Q1mysrKsNlsXHHFFeTm5vLrX/+a3//+9+j1+qDprFKpZNWqVcyaNYu//e1vPPPMM+zbty+k78vn84VUfzcjWkhS+OABilqt5uGHH+aqq64a8nihUOxw8N2aakodDv49OoYf6UbuAbl06dIxCbDHAq1W+42o3/k6MBEghYDD4fhGrhqGQ3dT1I0ft58Pkv577IKk7373uyOecLuvpLdv345SqaSxsRFLu4Wf5P6E6eHTeaXqFVQzVH0KcbvTffXra7fQ+dLf6dq/82udQYoXi/lNdAzJUin/GMKSpXsg3tXV1cM5/kJwyy23oInUINFLkOgliLViDAZDDy2esLAwZs6cyWOPPUZrays7duzgpZdeCo5dqJRgFHTgVQppaGigvb0Np7OeiooCyssPkpKiJC5OzH33R/K/T8SPKkiKuyuOyKsjMWwx0FXdt5VdLpczZ84cSkpKMJlMlJeXY7FYuPLKK4mKiuLgwYO88Ybf3f6xxx5j3759eL3eMVkQqdXq4L8/v1vJn5fJGWxa7+jo4IknnhjTGq2v7HZ+VFfL3TXVvGMeubjonj17Lhnh1QkvtcuHyzctMgxiY2Nxu90YDAYyMjKYM2cO69atu9jD+lqz8WO/auy//EsUP703kmf/4d+WUSgUOByOEUncb9iwYcgJNzExkeXLl/P6668P+JzMzEwsFgsymYxDikN8ePZD/m/J//F00dNsYxurfrYKwQsCSkpKhj3GyxWRSNTvxPrDCB2/jo4G4HWjccDs0WiYFTcFmViKwxO61YhAICA5ObmPntCWLVuI+1UcSVlJANjKbFQ8WtHjOW1tbTz77LN4PB5WrVrFf/7nf/Loo4+yfPlyDhw4wKpVq4iKisLrdeB0baGl9SWczlayp0D2FIDzdWofvG+hqGhkGj3xd8WjW67DsNVA07r+xRTvvfdesrKyOHDgACqVioSEBMLDw2lpaUEkEpGWlsaWLVuYNm3amFu1dK819CLguzkSKsxe/vtLBwNN74ExjHUbeG8fNqlUGqx9C4VLJTia4PLiGxEgGQyG4I2/pqYmZBf4CUbHxo/bsVq9FH1lR6VSYbVaiYmJYebMmRw9enTIzqbehJKNaGpq4uOPPx70OZWVlVRXV/PDH/6QrQ1+Abxf7flV8PHdEbux2C7dLrzxQK/Xo1KpaGpqQiqV4na7cXd08uPISI7YbLxkbGPPOIk7vnzLH3G4nbxdtDHk1/h8PhoaGvr8vaurC7FajK3chvELI+7O/o14rVYrQqGQXbt2sWnTJqKjo3n11VfZunUrs2bNQqFQcPz4vXRaDxAePherdQU7d+7h1KlT/iyiz4fF4uHQoZFlyOLuikO3XEfb1jaa/tk3OPrxj39MUVERUqmUI0eOEBERwY033ojH46G0tBSxWMzOnTs5duwY9fXRFWnnAAAgAElEQVT1I8pwy2QylErlgLYv3YPlj864uC9fyiNXyHjkChmvfeXkhxsHDgzHO3PocrkmsjATjDvfiACp+83D6XReEqaYY4FWqyUmJuaSznR8ucN2br/dzrJlyzAajdjtdjIzM3G73SO2Ibjuuus4efJknwyC2+0e0ufL4XAQGRlJeHg4v0v9HW+ceoOvWr6i09lJg7UBt8CNNlZLU+3ILRIuFQQCwaDK3xkZGbjdbqKioujq6iIlJQWz2UxXVxe3RUejFYl4vLWFE+OoZPxpyU5+lHc7yyYt4J1joQdJ/X4mAQjlQuxVdsz7B1cf93q9mM1m1q5dS11dHUKhkNzcXJ577jkeeughnC4DqrC5+Ly/JFztZtbMaRw88Dy7du0a7kfsgXaxlsjl/m21/jJHOp2Ozz77DIvFQkxMDI2NjbjdbsrKymhvb8dqtRIREUF5eTlNTU097m+pqal9miwGytq6XK5BRSm7c2Vqz/qdDcWDB2TjHbyM1fGFQuGwVPQn+GYxUYN0GWOz2YY0Wh0vAsrEAxGoX/B6vXi9XiIiIujq6greqI1G46jsJk6ePElbW//dVKEUQIrFYkwmEyq3ioemPMQrV7zC04ufJkrqFxNsbhr8ew0LCzvfQu31IlSHI1CpB33NWCCXC9j4SSq33hqaD95Qxc2tra10dnaiVquZPHkycrmclJQU9Ho9UXJ/XZVpHLcnBAhYnr6ANpuZg7VFo25LV89WI4mQ0HkitK1An8/HiRMnqKuro66ujqNHj/Lpp5+ydu1arFYrXp8gGHS8++67PRYjIpGIpKT/z955x7dVn/v/fbSHJduy5b3iDDsDkjh7QEgIm4QAZUNpC5RCe6G9dFx621+ht4O2cKGD0gu07DLKCBASViCbbCdOHDtesS1P2ZY1rD3O7w9Fih0v2XFm9X698oolnXP0PUfnnO9znvF5ckc8RkVquBJysLCa0+nEZDIhiiJlZWVIJBK6u7txOp309PRw6NAhdu7cSWtra7+HvYGuCZ/PN6ABEEuISirAHefLmWIMG0gv7vOh+62dNVXnRk7mQGFltVo9bDVrrEgkEsaPHw/8e8oDnO3EDaSzGJ/PF21DESkDPlX0fuqSSqX9On33vnGLoojb7aaiogKbzYbb7ea88847oZLphoaGPjkSkSadke8bjg0bNvD+++9TW1uLxWLB5/PRdaSLmYdnYjxgpNs0tBeqt4vf/fH7CFotKY8+Pur9GQkajQSZLPYqmKHyvWw2Gz6fD7/fj1wuZ/HixVxyySXMnDmT5vx8nBIJLxaMY6zqfwRB6JNoL5VIyE/O5oU9b1NraTyhJ3mJRkL619Lxtnqxbo+9d13EUA+FQphMJpqbm1m9ejU2m536+gY+/PBDdu/eTWlpaR+PZygUGrMu8r1lLLxeLzqdjkAggFQqpaOjA5fLRVNTE+3t7fh8PpxO54AetOM9Qln3PIt27vX9jmtOTg7nn3/+oONRSGH7XVrMP9Lx8rVqSluDrPhXiG+vDdIzQge80Wg8ZXpMEX2rEyEQCGA2m8dkPKIoRitwR5N3Gef0EjdpzyFOV6VdpLS7N16vl8TExOjNwel0EggE8Hg8SCQS8vLy0Ov16PV6vF7vCfcfGqmbvLKykjfeeIP6+npyc3NZsGABbrcba6OVJGvSsOv3NgD9pbsIfPExsuVXoX/4V9h/+7NR7cNImDxFhV7vwG4/8ZtuKBRCLpeTnp7OypUro4q55T4fnm4rWaEQRbm5HOnsHFFuSVpaGlKptE8rjoHOFQCJII1+PhhDhgsFKPjPAhRGBQ1PNcAIDkvv8xTCxu/Fy7vR66UcPuzktVf/hsfj6Wd8iKI4ZDhXr9fjcrn6XJe6mTqSlyb3W/b4YyKTyejp6cHr9WKxWBBFEavVGlOysaDUYlzxQ6R6I3JDFhJlf6FFv9/fR94Awg9ZUqkUv99PskpgXo6UzQ0BnvjKx/uHA2g0mlEZsIFA4JSFsMbCaPX7/ZhMpjEZjyiKdB6t/IwbSGcfcQPpHCEUCo1Z8vlIu5OHQqEB87qO1x0RBAGXy4XP56Oqqorc3FxCoRB1dXWoVCqCwWD05jZSWftAIDBiA7GyspK6ujrS0tJoaWkhLS0Ns9k8aOhuKBxrV6OffB6qJZeMuYEkCEK0z5nHI/LJJw4uuSSBkpI8fveYmW3bTqxaSKPRkJKSQk5ODqFQiIyMDKZOnUpSRSUpR3/XopQUbKEQLpdr2ByvCFKpdMCwQm9jOBAKcshcwzWTL+aP214iJI5uEkmcm4hmgoamZ5twlo8sdKtWq5FKpWRlZXHzzUEyMoLk5AZxOODLL/wcOnRoVBVZA3lNtJO1yLQyOj/sRKvVRr1XxxtfLpcLURQxm80xle1LNEmkXvUDBIUKVc7U8DYOb8Pf1YTr8NZ+y7e3t0fD8zKZjJSUFCQSCbNmzWLbtm0YZOHxvHbAz/uHA9ExjYZYz5fBkMvlMfdKdLlcA/b6ixNnNJxTBtI53CvmlCKVSoc1NpKSkoZsYgph1dzeRJ5Y/X4/MpmMqVOnkp6eHjXIOo96KILB4Cn9LUOhELt27aKnp4eGhoZRlQT7D5Ti3fIlmq/dPubjEwQBlUqF3R6WTvjD7zv411tW/vyXbO7/bgqBgDjqaioIe3qMRiN+v5+9e/ey3O3mvHfeZVqvSckjk5GamkpCQgJbt26N6feJtYnrU1tf4tlr/4cVxUt5v2L9oMsNJWpoXGnEY/Jg/Sr20FoEhULB4sWLyc/PZ9781YRCidisSnbv0bNrV9moDYNI+Ls3ErmEkC9E1wdd6HS6QfPwIkZkrOeiIq0AdeGxvJmArZ2O1b+JaV25XM64ceMIBAIsWLCATKOBH2hX4woIVLoNzJ8/jv3795+UyrTk5GS0Wu2QFa0Rr9bJQqfTIZFITliMNs65xzmVg3Sm9R0aCzQazSlXXY0l3JWamorBYBh2uUgbg+P3QS6XU1dXh16vZ8WKFcyYMQO9Xh/NTzkRd7QsSUbe9/OQJQ1v/6vVatRqNW1tbTQ2Np54IqVMhv5b90fDFWNBKBSK5kREjmN9vZ+P1zkwGGQsuzhhmCHJSE9P77N+byL5VMFgMJzHtXMX+Hx4CwvZMX16eL3UVHJzcykpKSE7OxupVDpm19vHVZvwBnxMyxhcoHMoBLmAKluFbaeNQQV6BkChUFBQUMCsWbO45ppryM3NRRAEcnO+hsNxN2X7BYLBYJ/f8URaniRMTyB5STJ3117LTy/8Tr8HiNEy0G9q3frGiLejVCrZvn07t1yxiMkpsEN/NXOv+jq33XYbc+fORaPRjMVw+5Cens7EiROHXOb4UOBYk5ycTGpq6kn9jjhnJ+eURXEyxMB0Ot0p7VV0PBkZGaf1+wejpqamX4n9QOj14Wqr470NWq2WsrIyNm7ciCAITCmYxUWTbkan6Z+fMVLkBjnaYi0TfjoBiWboU9xms1FbW4vZbCYYDPZ7Uh2JEeAr34/osKG+/R6UOh0ajWbM2xv0PheefrqLjo7hw4parZb58+cDA1fSNDU1sW3bNgKBACqVitq8XLomTqD21lvomjuHh4uL6HG5mDZtGjk5OVx++eXIZLI+felOhEhFZO9jPVyV5EAknJ+AMrO/orlEIum3bZVKRUpKCjfeeCMXXnghwNGkZQGP10tJSQlqtZqcnJw+ScYDFSTESuKcRILOIHltGdw9+wZunb5iVNs5HplMhr+rGV97HSHvUW9XMHaPSygUwuPxkJmZyaRJk9i0KSxjoNAb+frXv86aNWu46667hm3DMxoqKyv58ssvx3y7gzHQOdXY2Ehtbe0pG0Ocs4dzykA6GSxYsGBEHd7Hmrq6utOq23Sik2Akn+f4G9OWLVuor69n7969/O1vf2PX1v1MSplH0Bu750gikQx4w3PXuel8qRNZmgztpNg7gR+fQBzp+h7rWII7t+J65n/D606dgVQqHfPKwtGcCzabLSqeOVCoYtasWZx//vk0NjaSlZVFRWYmH0+fjioxkfT0dCZNmkRJSQm7d+9m7969fP755xQVFZ3wk33kt/vrNY+gkMpx+45tT6VSxezNEwMirloX2olakhb1T7DXaDR9fkeFQkFOTg4SiYTq6upojtfceeOAIKkpBWRlZfHCCy/wox/9iOnTp0dlKwKBwIjkKSJVezqdDqlUiugT+cK0E4BVU5aPiZHp9/sJOjpoffEBWl/6/ojX93q9VFdXk56ezsaNG5mQnwOAzWzi//7v/zAYDJSWlkZDvCfKqfCID/ZQKZPJRmV8xxk9Eolk1A8Vp5uYDSRBEKSCIJQKgrDm6GuDIAifCYJQffT/5F7LPiwIQo0gCIcFQbjsZAz8VPHpp5+OqqLhXAn3zZw5c0z25fgL5PLLL4+KRba2tiJxawkE/agSYp8wIjkxA+FoPpobdQJDF0UxpklBKpWSnJxMbm4u0z12FLZujPf9gG9885uUlJSMfgBHGehmP3OmilmzwuHIgW71EokkZgNj06ZNvP766+Tk5ETL2NPS0ggGgxw+fJg333wz2tR1+/btNDQ0sH///pjHP06h6NONXSaTIZfLo7kfVxVdBECz/Zj2lN/vj90jLELjXxoBCDr7r9PT0xP9HSPHJRAIcO+993LLLbcQCoVYsWIFZvM6AIzGSzEYDKxevZrPP/88KtA4UiQSCcnJyaxatYrvf//75Ofmo9VoSVyYw7u1n1NjbWT27Nkj3m5vki++h+SL74m+VmYXAxB0Dp0YfbyR4Ha7+eCDD0jUJXBbz98AWDI1i7y8PIqKiti4ceOoihcGQqVSnXSv+GA5S36/P/rgcyZ65kfLqTT4RmrspKamnrD0wuliJNPHg0BFr9f/BawXRXEisP7oawRBmALcDEwFLgf+KgjCmdFGeYwZynAoLCw8Y7pHnwg7duwYk/LU4xM833nnHfbt2wdAgjKZORMuYVfNZzQ2H4kuM9xFbzabB00SD9gDiAGR1CtSERTh7ajyVSjSxyYs1JsFCxaQnJyMSqVCKZWStWMjnux83qlpwGSq56KLErjySh2ZmaPLbxroZv+Hx7P43e8zyc6Wc/FyHUVFfUNLJSUlrFq1KubvCAaDvPzyyzz33HO0tbVhs9koLS3F4XBw6aWXctNNN2G1Wvspn8dyji9PSOC/0tL5tHA830pL4/rrruP666/H6XQycfxEgqEg62o28eaBtdF1LrnkEiZPnhzz+BNnh3WE7HuHNmQibUasVitut5s//elPyOVyysvLaW5+DwCvz8a6detYvXo1+/fvR61Wx5Rv1xtBECgpKWHhwoVs3LiRLVu2UFRfxNWtVzNjxgx6ZiqpSDUzd+7cUU9uyRffg372NSjSCsNvSKSkXhVumeNtrRpy3YFkMeRyOfdcd1H0taz8LQSPlZ6eHoqKisjMzBwTj5fb7R7TpOuRhntnzpyJIAgnNfH7VJOZmdlHS+tkMlLPsdlsZs2aNSdpNCeXmAwkQRBygKuA53u9fQ3w0tG/XwJW9Xr/DVEUvaIoHgFqgLljM9wzh7y8PO69995BP6+pqTmjGyQOVoJ9qpDJZFEDc86EiwFYu/uVPsucSBVbwBqg6e9NaCdqSb8uHf0cPRMencCk300i59s5yFPG7ulxy5Yt1NTU0NHRgUwm457iQnJVCib81yN8534FP/t5Gv/5kJGi4v75MaPlnrv7ejWf/ms2efnH9mn37t28/fbbI9pmQ0MDO3fu5N133+WZZ55hy5YtaDQaurq6WL8+XF12fAJ/LOf4cxYL32ptoRGRHyYbWFZRSafZzLwps/h/M7+NVCJle+t+MjIyoufkunXrKC8v77MdjUZDcXHxgOrV+rl63I1ufO3DhyBTU1O58847Wbt2LV//+tdZtWoVbrcdrzech7Jz58/w+/08//zz7Nq1iwcffJCMjIwReeWWLVvGsmXLmDVrFtOnT6ejowOTL8BGq5O//OUv2Gw2LBYLb775JitWjD4XydN4AOehDQCocqdF39dOuWhE24lUsr20dge7pz0KgDLk5r4SgZUrV6LRaKKiosMRa1h6rAgEAiMKPe/Zs2fMwoVnCi0tLfEqvJNArDPkU8CPgd69FNJFUWwFEEWxVRCEtKPvZwO9hSiajr7XB0EQvg18e8QjPkNobGzkmWeeOd3DGDWnwnjTaDQolUpsNls/L1RvGYFP971OWf02untiV6+NNFSNbFcqlSKVSvvcKHvKehCDIqmX961Q0c/RgxSanhlZs9zhKCoqYvbs2fjdLm6Q+vlfp8hXhStI6znAZ58o+Grb64Oum5aWhtvt7ucRk0gkaLXafu8fOeLnskvreOnlXDIywobRP/6Ry3PPplBe7qapqYns7GyCwSANDQ0jKtFub2/HaDRG1c+dTielpaUDNoeNBZVKRa1SybdbW/lhTi43+3wUTFzO+NnzCAWD/M/mZzjgq0ehUDB9+nSqqqr67a9WqyU5OZkjR44QDAaZMmUKCxcu5Pnnnyfl0hS0E7W0vTV87zypVIrH4+HFF19k7ty5iKJITk4OWVlpbNqsIRh0IZHs45JLfoXZbGXdunW0trZy0UUXodVq2blzZ3Q7A11D1157LWVlZVRUVJCSkoJcLufKK6+kstvGBzMuQAQWWsyoVCry8vLYs2cPH3wQe/+53nSvf67P60iCdtcnT9Ozb13M25FKpWRkZDBhwgQMBgOFS26BCy+n7OABxJRJfHE01DiQbMFAjJW6eJw4p5thDSRBEK4GzKIo7hEE4aIYtjmQv7ifK0AUxWeBZ49+R1y86BzE7XZz5ZVXsm7dumhia3JyMg6Ho5/OUpt1+Iq43hz/xBgMBvtNWEFnkMMPHUaqORoGEsHb5qXwZ4Wo89ToknR4nJ4xc7Vv376d9vZ27r77blYmyPnoYBnrxq1klsFMSkoSXu/gp/lgrQ1CodCgYcRgEG6/zcQttyRx193hENDtd3Tx+j/TCIWyqK6uxmAwkJ2dTW1tLYmJiTFPch0dHVEFYJVKRWpqar+Q8mBGQm8iHhe3201BQQH/29DADVf/kClJi+lQOrjl+Qdoc3bi8Xjw+XyEQiGUSiVut5tAIMCSJUuYOHEitbW1+P1+kpKSmD9/PkajEVe6i8KfF6IZr8G220bnJ53D7ldvMdL169dTXV1NV1cXDz/8MFOnPkVZWfiZrcuyidTUm1m1ahW7d+/mySefpKGhgYKCAhobGwfd7w8//JCSkhKSk5OZO3cuXq8Xm9fHZxmF+KQylI/9NxsOH2J3QgKNjY2j8rYkJSWh0WiiBqtUKiVn4TX4JoU9sf6u2Ax/qVSKXC4PV5FOmcKDDz7IuHHjwudbWjFurY2f/fCHUa9dZ2fnCfVPjBPnbCMWD9IiYKUgCFcCKkAvCMKrQLsgCJlHvUeZQOQO3wT09oHnAKN79IxzVpOSksLq1av7vHeiqrojQSqVMrt4dj9l3Y4POsj/QT7qpWoc7zmiE/+J5lrp9XqMRiNlZWUcOnSIq847j+9ekILBtI5Ji7/D0qVLT0pJ88cfC+za5WPmzHxuu93Kbbd30NMjkpe3AJdLxOv1RsNXGzZsiHm7kbyTL7/8ErPZTEZGRh9ph1i8kFOnTqWkpISKigocDgdr7vk7ScosfHUbeOzgG6jTdNx/xY1s376dgwcP0tbWht/vp6ioiO7u7mhIT6PRoFAouPfee2lvbycwJ8CHRz5EjZrOf3YyjWlYVCNrgBwKhWhsbORvf/sbkyZNIi8vjwXzN+BpaUedPAmnz8dHH33E22+/TW1tLZmZmYRCIbRaLS6XC71e3+d8XrhwIaFQiHnz5lFVVUV6ejqtra28MnkuNnUCiTYLJdkZtEpEcnNz6erqwm63xyS6GkGtVkcLGyJeKFVBCbaZt6NxdtD2we/xmg7EtP/BYJCkpCQuuugiJk6cyK5du9Bqtbz11lsYjUY++eQTrFYr//jHP/B6vWd0ysCZhFqtJjMzk7q6utM9lJgeYuIMzrA5SKIoPiyKYo4oigWEk6+/EEXxduAD4M6ji90JvH/07w+AmwVBUAqCMA6YCOwc85GfxahUqmjZ8LmMxWLhwQcfPG09iILBIHv27On3vmO/g+4t3RivNqLKVxEKhcZkjDabjT179rBt2zb0ej2zZ82i/NWNIGqx2T4nJyeH++67b8yT9x0OBy0tFkpL23nicQGnU8oDD8K37mrCYrFw/fXXh6vGbPYRVe7U1NSwdWu4TYXX6x1S7fh4JBIJGo3m6NhaSEpK4uOrn2G8MguvwoO37J8YErS8+eabqNVq9uzZQ3p6OhKJBFEUqampwWg0MnXqVAoLC7nsssu49tprmTp1KsVXFfPqkVcpcBYws3Qm146/Fo/Lw4QJE2LOEVIqlVxyySWEQiGampp46KGHeP311xH8KXhe99PzRj2drR00NjZGvVrJyclkZmbicrkIBoPY7Xa02mMyEna7nZ///OckJCQwY8YM6uvrueyyyzCrw14iW6IBuVyOzWZjy5Yt2O12QqEQNpst5rCUUqkkNTWVvPx80mcsxT1lJfbiqwFILv8XzopNMW1n6tSp3HHHHcyZMyeqC5WTk0NZWVg5PNK098CBA9H9PRcwGAwnvXjG4/HEpBF3KjhXfrfTxYlk6T4GvCUIwl1AI3ADgCiK5YIgvAUcAgLAd0VRjP9KvfB6vadV2+hE0ev1+Hy+YasZQqEQL730Emq1GqfTSWpqKt3d3QNetJm6NFodY9NBW6FQkJWVRX19/aDhs9Z/tpIwLYH0r6XT8MTY3MwirTCam5t57733aGlpYcGCBXR355OgqyQ1dRKvv/42Wq32hBv03nfffTz//PP4/X4CgQDJycmkpaWRlzeOttZ8DIY3EMjm2muXsGTJEsRPP+MqlwuHQsmGGEOKx4dBY73ZajSaaIPSzs5OrFYr18++Mvr5k3v+yHeBeQYDN954I3PnzsXtdlNdXR29LgKBANXV1cyfP59Fixah0WhQqVRkZmXyk49/glFm5FbDrVz024t466232LNnD9XV1TH34/P5fHz11VdA+Dw1mUx0dHSwYdtGCsYb0JXZcHo8OKx29Ho9CoWCiooKkpKSWLZsGZ999hnBYLBPbtecOXNQKpUsXryY6dOn884775CUlMSkznaqhLBhWlhYSGlpKR6PJ1qEEEsxQlFRERkZGdEE9XKnFsukFeEn3IAX2c6XsdYd5PEbrwJgbYOZDbv2DGr419fX4/V60ev1WK1WJk6cyN/+9jd6enrYtWsXEG4w3fsczczMxGazjbr1SiwIgoBerz9pCcc2m+2kGw0RVfo4Zz8jUokRRXGDKIpXH/27SxTFi0VRnHj0f0uv5X4tiuJ4URSLRFGMPVvw34TBOpqfLUQazh7PQOXKnZ2dUUNqoGRtgLtn38AXd71MQXLOmIzP7/dHG3EORsgVwl3vRqYb+0q+QCBAW1sbGzZs4N1332XnjiAKRQi/fzcJCQmDHr+RsGbNmj7GgNVq5fDhw6SlpVEyKzwZyxWZzJo1jazGRlaYTHTk5LDNdfJzSDyecF6X1+vF7XajUChoFrp4qeNjHjj8vwjjCtji8zKvvoFJoRB79uwhGAzi9Xr7GAuzZs0iLy+P9vZ22traMJvN7G/fT6u/lY5AB9MXT4+WN99///1ceumlKJXhSsGCgoIhvbSiKPbx2ixfvpzW1lY++ugjrNvDFYLpLSru4wquSlyAxWKho6MjKm4aoff5vG7dOp544gkCgQByuZwpU6YQUCixSWRkSAV+1tNCRUUFKpVqxF4Mj8dDYmIiEokEj8eDSndMcV6UKZmXrUKmPtYK5Mr8NG5ZesGgHkOXy0VLS0u03cn27dv59NNP2bx5M52dndG+iL3p6urC4/GQnZ1NWlraQJs9YURRPKl5TnHDJc5IkD7yyCOneww8+uijp38QcQbkxhtv5PDhw30mgli6i/cmsuxgRmGro5NbZ1zNxRMX0p0RoKp6aA2XWIjFk5A4LxG5QY5l/dj0xOqNKIZzfywWCy0tPi68UENGppP1n/vH5AnZbrdTVFR0dDsCUmlYlNBoNBIIJpCU5EWjOYhUtg1TTzEdZgcbi4to6ehg0qRJIwqXjRRRFNFqtVEjQC6XY3PY6Qza6O7upsduZ1mPE4ko8hezmcb29j4GY3JycvQhorOzk56eHmQyGW63mymFUwhIAlRaK5kmn0Z7TTuffPIJBw4coKmxGa/PG03w9ng8MT+IzJw5kx07dlBTU8Ph5hrM7m5kUhnp2hTeLPuIDYe+wufzEQgEooaDRCLBaDRGJ/Senh4SExO5+uqrycvLw2A0cm+DhSPeAL8rMFIk+qNGltVqxeVyRa8NQRC46aab+kkbREhMTKSkpIQZM2ZQUFBAskrCwUD6sWN+8CMy0tNwqRNIE/10udxsqW/G3GVBq9USDAb7XLORUKbb7cZms0XLxIcy3CPbCIVCeL3emL11I+VMfHhMTU0d1HNmNBpRKpUnvWdcnJNG6yOPPPLsQB+cG3LPcU4aNTU1J/2G1eow8/01v6YoZRxX6uad1O/qjX2XHWW6EsPF/UUABUE4YVE8URSP5nM0s+bDEOnpfpZdLMPhcJyQxlMEq9XG969+imvnf4dQKERRURHJyclUV1ko238RZvNd1NWlUlbbzaNHjrC/ogKbzdZP7PFkEAn9BYNBNBoN48aNw263YzabmVlfz0SJhD97vRzp6sLpdFJcXBzNH4okBDc3N2O1WvF6vbhcLrRaLdWHqrl0/KVAONTrdDqZNWsWPq+fm2Y9zIqZ95Kqy8LhcIyoOnH37t10dnZiNptZV7GR5796kwnJeWxv3s9fvnxpwMkx8vv2pqmpiddee43a2lrs3d2sStXzqEFB0pEqTCYTGo2G7Oxs9Hp9v3OgpqZmwLGlpKREhQ0lEgkJCQksKpnKXTPCHrJJGhf33nM3crmcw4cPA7C11kTlkQaCwWuwZg8AACAASURBVGC0Uu34sUdChN3d3SMy2J1O54hkI84mDAYDS5Ys6ff+UMaP2+0+oXB5nDOXuIEUZ0j27t07pgbSYKGFL+q289ft/+TqgiWsnLxszL5vKKzbrDj2O8i4IQOFsb8xNBZGDIRvrq+8cphdO13cdFOQ8ePHJoejvb0Nm8vCzMILCQaCaLVapk2bRmFhIU6nk65OPY0NC2lqaqahoYGWlpaoB+N4JkyYMKbd2n0+X58y8pSUFDweD0qbndvlCvbIpHzeK9zXOyfH5XJFjSubzYbNZou2c0lNTSVoC7I0ZSnFucVMmTKFyZMns3DBImxiM5Oz5vHfN/ydBUVXjGi8kWMSGcNPL/oOGpmKwqQcHr7kvgH7MR4fpoNwSLm0tJQvv/ySI0eOsDTgJN1UR3l5OY2NjTidTjweDz09PX0McFEUBywogLA31OFwUFlZye7du7FarVT4U/n7Pgez0mX89KIMpk+fjl6v51BNHVa3h/MyU6PeILfb3e8aFkWRhIQECgvDKtznSmukEyUYDA4Y4hsqib6np+ek5mWdSiZNmnRSmhKfrcSvijinnMFaK/xh83PsajrA7y77McXGwlFtd6S5HR3/7EAMimTfld1HwSuScD1WiKLAL37RTkdHgJXX6Mdsu6V1G0jSpnLv5b/CarXS1dWF1WqlqamJjo4OkpKSqKqqwm6309HRMeh2FArFoL9LQVI2H97xfyP+TQRBQCKR0N3dzYEDB+jq6qLT5cQiCBT5A0h7aTLV19cPmB/S1dUVLaU/ePAgM2bMIEuRxW3G20iVpxIMBvnss8+QK6U8v+bXHG7eDYKAyzd8yfxARMJGG47s4MOKL5AJUhbmzByR6nykiMFkMrF3717q6+txOBxRiQCdTocoiiQl9W+sOxA2m41AIEAgEMDlcuFyuUiSBVg6Xs93zpfT1NjAli1bmDBhApOKJpGkVjEu1UBRVjgEN1ioUalUxjyGfxdsNhu7d+8+3cPox6kyYBUKxWntsHCmET8ScUZNZEIdiadlqCTJQCjIdz94lPfv+Cv/uuVPlLYeIiSKfFa9lbcOrMUfGjrnITIhjyQRU+gR6Hizg4xvZmC42IDl87HPR4JjE+/GjU6uvTaRhAQpPT1BnrxMicMH/+/L0bnoDzSEK7Gm5c/HWtPC5s2bCYVCyGQy1Go1NpsNk8mEXC6PCj8OxKFDh/q8NhqNSKVS2traUMjkzMiazGffepE5f72eNkcHCoVi2ETz3mGY3q0dftzYwIu5eRQplbQPk8eiVCoJBAL09PQgCAIdHR2kpKQglUpZs2YNLpeLt956iwkTJtDW1kb+sinsrlnP/iNbhtzucLx1YB07Ww+wftJL7K04GHPOVjAYpLW1FavVis/nw2g0RsNckYT1SZMmUVVVNaJQ54wZM8jPzycxMRGtVkuWxMa3p6Wg1SZSfqCM0tJS0tPTMRyVHWix2vGERARB6Hd9SiQSBEHAbrdHPWdnYt5PnGOcqma0Bw8ePCXfc7ZwRnqQBoqZxzmzUKlUqNXqMdcUaXWYufGfD7KvtYIklZ78pCweu/yHbPr2P5mfO33IdUOh0Ii9Pk6nk2xrNucdPm/QUFssHN8dfTA2bnAilwvccIMeqRQW5MiYnTn6Y+j1HzNC2syt0TJmlUpFSkoKHR0d+Hw+lErliI5NdnZ21NVe1VnPu+WfArDr/nfISEhFrVYDsTWrPZ7Uo+t0xpDk63A4OHLkCI2NjUC4em/Tpk189NFH/P73v2fjxo3Y7fY+TZV9/rFJlv3u/NsA+OuOf45oPZPJxOOPPw6En8jT09ORyWSYTCZ27NjBjh07sFgsIzKQpkyZgt1up6amBo1GQ1JSErW1tdFKtH379vGvf/2L0tJwhd3mqiM0tJkHfHiRyWTI5fJoEUGcM5949d3p4Yz0IOl0uhEnWcY5taSmpsZUTj8a6q3N3PGvH0VfLxk3h19f+hCPXfYjlv3964TEsX3azcrKIjeUy77gPrLvyubIY0dGvI2IoTBcZc/hw15273Zx2+3JXLxcR8LObrwnePNr7KjC7rKw4cC7QPgBIz8/H6/XGzXaRtqcc9++fX1ef/+jX7MwbyYZOiO7vvsuC/9+M26Fm99e9kPWHdrA57XbBt2WRCJBKpVGr+e5Gg2OYJDKGBJbI2ElhUJBT08PGzZsIDU1lbS0NHJzc3nllVcIBAIUFxeHQ3j2FoqyZyGRSAmFTuy4TjGM56vG0hHrc+Xm5tLT04PZbOadd94hISEBuVyOyWSipaUFt9s94vy2f/zjH6hUKiD8W06bNo3q6moKCgooLS3FbrfT2tqKGAhgc3u48vxiasxddLv6J1OfzRpsceKcSs5ID5LFYokbR2c4TU1NJ8U4GoiNR3bxqy//yviUPK6beumYb99ms6FWqQl+FERbrEU3Y+Qq55EckVj46cNm/vunrQiCGt1kNRfmy1h7q4Yc/eAeqN6emt5/6zUGMpLz+zT69fv91NTU8MUXX1BVVTUmCaRqtZqHDz4dff3Etf/NI5c/yI1TLueFrz2G6SebBs1RUqvVfXRz5mg07Ha7icXMFQSBpKQkMjMz2bx5M9u2beOdd97h5Zdf7iMMWVlZSSgU4tPSf2JMzGLuxOV9ttM7YVwQBGQyWUweP38wtrBubyorK0lKSmLXrl0UFxdjMpn48ssvqampwePxjCqfRKVS4fP5sNvtHDp0iK1bt9Lc3MwLL7zAvn37MJlM4dL7UIjK1g50KiWTs06OVlGcOP8unJEGUpx/D+Ryeczh1E+qNlPacojfXPqfLMovGdNx7NmzB4/Hw0zdTLztXtJWjc3EMphUgMFgYOdOD3ffVcV7HikVhVouKpRy8L4Ebj+/v7CfVColPf2Y5k1ETRlg+fSbUMiUCIKES2bc3OffokkrMconDJl7FOt+JCcnc+HSJVQ7wyKKCwznccfkFQR7efPm5pw/4PpOp5Pm5mYA0mQyximU7IrRaBNFkcTERCDcpDXy4OR0OgfMlzjYuJ3uHjPF2bOixpBarWbcuHFMnTqVpKQkEhISGD9+fHS7AyEVpOQkZtDtHtzzFmnRMVD+zsGDB9m+fTtvvPFGn7YToVBoVOESu90eLfO3Wq2Ul5dTVXVMLyyyzZL8bOYVhs+P60qmkahWjfi7zlYEQRhRK504cYbjjAyxxfn3wO/3k5aWhlQqpbW1dchlRUS+8fZPePOWP/LC9Y/xxJZ/8GXddkyJ7ShSFTj2Owh5Rhd683q9bNu2jWXLllG1twr/FX5kSTIC1hMTwktNTeW2227jqaee6vN+xGBxu+E3v3Eh/EzLzLnJ6D7v5pVr1SSrBP6881gYJBgMRju3A33K9JO0RgAWT7l60HGUN27H7Ru9OrHRaGT+/PlUbtzPN+ctpcZuIk1j4KX97/HOkfWYzWZ6enqGDRspBYE/ZGYRFEU2O2PrPQbhcN+4ceOYP38+69evH9bASE5IY/bEi6mx7OFQY7hthkajQSKRoFar6ezsxGKxYO1VRXc8C/JmYNAk8Wn15kGXiQgtnkzkcnm0bctw+y2TSlk+ZQJ+hYrGtnbGGxLJSU7E5v73EDDMzMxk6dKlvPbaa2OyvYES3OP8exH3IMU5rZjN5mGNowgWt42vv/tj6iwmfrb0ft697WkyLkon975cJv91MtNenIZhWX/RR4ALL9SSkjp4QvG2bdswm80szV+KPChHlXviT94dHR1h40giRXveJQgKdb9lzGYb//WTVvYeCdBxZQqbzCJ/ukLFf8yNLVn8hc//h+8/f/mA/97d9gwAEuHEEukjfeMuvHQpABP0uSTeXkSZrBGdTkd2dnZMydoLNVrmaDT8or2N9iFEOCM5O72xWCwxJcJrlcckFG6e92MCgQBqtZqCrInMn3IJeXl5+Hy+fpIHRqOxz+uri5fS43Wx4ciOYffrZOL3+2OapJVKJT/5z++TmqBFdLt47otttOVNpivUPwR4rtLS0jJi4yg9PZ2UlJR+7yuVSi688MKxGlqcs5R/jysnzjlDq9XMlS/dw4qX70WrUPMt0yrqflNHwBH29mR9PQtB1ncSNRik/PgnRv7zB+FJ8KGHHiI1NbXPMsFgkA0bNqBVapnWOo20lWOXv6EwFpB65YPoZq0Y8HO3W+Th/2qloSlA4LpUPqwJ8KcrVDwwb3gjSUQkEPQP+C94VBZh7ry5JzR+QRAIBAKUHjkQfW/3Z1+xdOlSHnjggWjrGb1eP6ShJD9q3JS53cMK7x2fg7ht2zYef/zxYfO8lp5/PQD/+PyX/Pr927nzzju5dNmVXJp/P1O0l7JgwQJuvvnmfuv1Nphy9BlcPH4BWxv24AmEPXkZGRnk5IxNr8CxoLi4mDvvvBO1Ws3ixYu58847aayrA0AhlXDBzOm8/vrrmM3meAn/ELS3t9PV1dXvfa/Xy8aNGwEYP378qR5WnDOEuIE0SsaiFUWcwZHJZKxYMbBBERJD7Gut4OW9q7lj+jXkWtKp/kk1AK46F2Kg7xO3xRLkpRftzJuv4dLLEnjyyScHzMupqKhg69atFPoLKcwuRDNhbJSlfe21uGp2op9z7YBeJAgbSTU1XkSJgPYb6XzSGOSPl6uYmTHwJTpt2rSYPQM7d+4a9LOpU6cOKgwnkUgoLCzk+uuvZ9GiRVw++VgLhiSbgisuuxyv10tJSQmZmZn4fL4xm4ylUmkfb5Hf7x+2ienk3DlcPP1GDrftor7zEBmJhais+cxQXx9dJpIzdLzHKEKyOpGv7nuLDJ2R9p5j50hbW9tJ7V83Uvx+P3K5nDlz5lBVVcXGjRtJEo4de5fbTUtLS9w4GgNqa2tP9xDinCbiBtIoEUUxXi57EgkEAqxdu3bIZZ7c+iIOr5P/d/H3CHlCtL/TjqZQg2Fp/zDb229bKCtzc//9KSQbBg/TbNy4EbPZzPlHzidoGjjnIyUlZcRhC9tXbyFV69BMWjDoMs89G9akESUCypuNuIHHV2hITZWRmJhIUlISSqWS1NRUiouLycjIGHIc3kA49+S8/Pn9Pot0va+oqBjUK6NWq6P6PXv37uVXT/8u+tn4QDqyV1upqqpi9+7dFBYWRhugjobjjbTjm6v2RhCEAduifG3hd5FLFbR0NPKja57hrot+Sa56OjbXMUOn1WRmy5Ytgyauf3vOTdG/n9z64sh35CQhCEI0uXzVqlV84xvfYOrUqSxbtoz33nuPG+bNJF8S/h09qVnsPlwd028hk8niatq9kEgk0WsjTpy4gRTnjGW4pFSrx84TW/7BhQVzWD5+IZ1rO7GX2sm6M6ufkSSK8PgfOpDJBB55JB2tdmAjKRgMsnr1arQqLZdddlm/zyMK07feeuuIJpaALSwKKMgGv/laLEGuuvII99xt4rmXrNRnqFiWJWHjH9O47HI5drudhIQELrjgAuRyOQsWLBjUizljxgwyizVUNZdyy4UPoVXpUSu0aJRhCYNQKERSUlI/D8M111zD+eeHq9E8Hg9NTU0cPnyYYDBIV9DOno5jitvbJjXxgx/8gPz8fMxmc8wyB5oBjLqRdIaPJEdLJBLuu+++6Psvrf8NFabdLD0v7DH66OD/8cqOX+AQw3IUJs8+mtoayMjIiO5jb5LViXxz1nXsbSmn+MnL6HR1xzymk82sWbNIT09Hp9NRVFREfn5+uFluq4ntf3+aJI+DtPNKSLnia7y+cduQ145Op4tW8AUCgRE1qj1dLF68+JR47EOhULzxbJwo0kceeeR0j4FHH3309A8izqBEGo2ebnJzc3E6nX2ejA+2V3FV8VIuKpzHq3vfx7rbiipPRerlqdh22Aj2HJsoHI4Q9fU+rrsukZKZajZt6mEgua2enh5kMhnz5s2jvr4+OoEkJiZy4YUXEgwGSUlJQaVSIZPJ8Hg8w07wgkJF4tzrcNfuwtc2cNd2gGAQrNYQBw54+OcmF0uLFEx3+Zm6UM1N/3EbSy66l0AgRE5ODlqtln379pGRkRHWwOk1BqvVSqOpAZfbRcn4JbR01/Kja5/hkhk3k5Qj5/qbV1JbWxttDBuhtbU1auxE+jJJpVLGjRuHyWRCW5KOPTGAbaacq1Zcxf79+3n77bdJTk6mvb19yOOQJ1dwlV7PdYmJbOjpoeMEBTJFUaSuri5aSWZzdbG37kvKjmylsusrUnO15BZkY8xPoNVdye6a9ZSUlKBUKikvL0en0/XJhXpw4Z0szJ/Jtz/6Bc3W9mE9MBEJgcH2+ZZbbqGrq2vIfKuBKC4uxmKxIIoicrmcuXPnMmvWLM477zxyc3ORy+UkJCSQYO9EUl9FMBQi+fw57GpqRyKV8s477wwZWgsEAvh8vrOmQmv58uXs3bv3pFcMxjk7EASBgoKCIatQR0jrI4888uxAH8Q9SHGGxW63nxE3046Ojn5PxoFQkF9+8RcKDbl8Y9Z1iAGRzrXh8Il2qrbfNrZtc/HLR9uZOEnJY49lDupJ2rRpEw6HgyVLliAIArNnz2bixIm0tbUxftp4mlqaUKvVTJw4kcLCQnQ63dAVVkcnLIWxIOb97XaIXPycm80tMqZU9bBow2tkhf5AZqYCnU7H+eefz6pVq/D5fP2Smj0eD3a7nYaucvxBLzddfH/0MyEkRyaTUVhYSHp6OgUFBcjlcgwGA16vN2oM+3w+3G43fr8fu92O0+lk7dq1fLDrE3bs2sETTzzBb3/7W8aNG4fdbh/W47fV5eTh1hYCosgK/eAaRCPh+FYZoVAIU2c1dlcXFRUVBINB3L4eWrvrSU9PR6PR0NnZiVar7bPu9IxivjX7ej6q2kh5S1VMuTuiKA7pbdiwYcOACcDDEUl0T09PJzExkYSEBBQKBU6nE5/PR15eHtnZ2XQEJXizxjHp+juQZ+XRaDLhdDqHFdkNhUInnJskkUhOWXVcRCn8TLgHxTn9iKJ4ykSK4x6kOMNypiR6DvakXt/dzIzMyXxj1nXcWXItkh6BCk0dSRcl4zP78Db1ncRMJj91dT6uuz6RBQs0lJd76e7uO7lHJpE5c+Ygl8uprq5GEASKzyum+4pu9BP1aFo0ZGRkYLVasVgsQz6ViwEvUl0KuplX4O9swN9limmf/UGR96sFpHIFi7JCdCWH0I6rQ6+bhNWqZNeuXVRXV0cn6szMTNRqNX6/PyyKqNeQpDeQpS1GIGzAdVHNFSsvwev1Mm/ePDo7O2ltbSUpKQmfzxfNrYs0NfX5fHR3d2Oz2bBYLHR0dFBTU8O+ffvo6Ohg8eLFYcPEZOo3OV86dSJ3XTCXLw/XERIEKj0ezlOrWZiQwEsnsQ9YIBBAqVRit9s5fPgwHR0d9PT0UFlZCRxrKgswK2car9zwB7rdNh765DHsnp6Yz/mhJu2enp5RiUJ6PB68Xi+hUAiDwcCFF16I0+mkq6uLvLw8Fi1aREFBAd0OB6ImAW1CAmazmaSkJN56661RGWUj5VQaK3HPUZzjGUlIPgYG9SDFDaQ45wRbG/bg9LkJhoLcMWMVV/guYI17AwkX6wY1kiorvVy8XMd11yciCFBe7iFy3xcEAYvFgk6nY/bs2eTl5eF2u1HKlKRkp1ChqUCTpiHXl8v48ePxeDz98nCkxyUtK4zjUOVPx779bYLO2PNbPL4A3T4Z98wQWFedT8bMTBA+IyengPJyH83Nzfj9fkKhEIIg4Pf78fv9KBQKcnNzGT81m+RQuFRZa5Ax+8pCVGoFarUaURSprKykubkZn88XnZh7EwwGcblc0XJ+t9tNd3c3KpUKm81GamoqLpdrQAOpKDOdcanJfH7oWFhRKsAqfSIbnT2Yh7jRCYIQrWYb6YTs9/vJzMzEbrdHDZXm5mZaWlqiuk4Oh4PctGzevflp3KKPr7/7Y8bPKKKlpeW0tjqKGKiBQIBQKERhYWH03PL7/XR1ddHa2kpTUxM+n4/Kyko+/vhjTCYTpaWlJCQkxAtI4pxyzuIG84MaSHEl7TjnBB1OC09ufQGAycbx3DfvVho21pN0Xwo594T1a2xf9U1G3b3bzT13N3P/dw3c+Q0Dc+Zq+P6DLZFoGIFAgPfee4+KigpWrFjBkiVLWL9+Pb6PfMy4YgZp6jTy8vIwmUy4XK4+3oLiDCPXz5rGs5t20uFwgkSKbs4qfOYj+Mwjb4bb5FLQ4lOwMrGJ5Bnr2HXg18Ak5s9Pw+VysWPHDtra2vo0pRUEAaPRSFZeOrJuNyFLAgGvSNcOHQlzNcyZk82rr75KYWEhBw4cwGKx9DGOZDIZMpkMv9+PWq3G4XD0GZPX641+N/RvgqpQKMIK1oKAwZCMxdKNWq3myNHlDANoJhUVFUWPJ5yYp8JisUQb9nq93uixaW9vR6FQkJmUzge3PYNOoeH5Q+9hDYY9R+np6TQ2No7qKXXJkiVs2bJlzLqv2+12Nm/ejFKpJCMjg6qqKvbt2xfNnzIYDJhMJmpqjhmgZ/FEdU4hkUgwGAwn3OonzukjnoMU55yjoqOWB9b8D1aHg4anGnBWOsm5Jwfd9P5NaG22AL/9jZnHH+9gyhQVyy9JiObjRCb8yspKnn322WgJcHNzM0XdRbj3uamrq2P37t19WoFkJen5xqJZOH1+erxHjQZRxNNYhiJtHOm3/hZZctaI9snlDfCCZQ4GqYu2V77LvtIiDh50I5PJMBgMaDSafiKNcrmcUChERUUFOSVKEEREMYQhW01OQQYWi4Wuri4yMzPJz8+npKSEGTNmkJ+fj1ar7dOIdSAByO7usBestbWV1tbWfgaFIAh45UoEQWDlwnnI5XKys7OHLKOWy+XRkn9RFKOhTqlUGu1mP9B+DoTZbEapVEb7l0WI5A75Qj5SFeFKxKqWWoLBII2NjaSlpY26p9dA8gMnSk1NDSaTiYaGBlpbW2lubqa8vJyDBw+yc+fOPsYRnHshqbNZCTwWhflzhXMxR+zsPfPixIkB0SfS8FQDgkUg4+YMGOTh+uN1DqqqvNx2WzIKhQydrq8xZbPZMJvNFBcXU15ejsViYfXq1axZswa73R6taAMIBEMEQiIKqRSlXE5+fj6IITpX/xb7p39GnppP5jf/TMLMK2PbB1HEbrfz4ucHkAiQ3foxbbvXYDabKSsro6mpCa/XS3Z2NsnJyUB4UgmFQjidznAukcrP5AvS8LlENHleLN4m1qxZw6FDhygtLUWv13PHHXdw8803U1RUhFKpxOfz4XQ6CQQCI64YkUgk+P1+OvwhRLWWiRoZKYmJzJgxg/HZ2QDIpP0d2AcPHsTpdEa9IBKJBJVKRUpKChkZGVGjLXKsi4uLBxW6BNDr9SQkJAz4WXePjQc2PwZAYXo+qampUWNqtB6gdevWjZn3qDd2u52amhpaWlpwOBzRMQ4knjnG+RmnnbPVIxYKhU5ZMnGck0PcQIpzzqDRaPp0vY8g+kQa32hEmakkcd7g1VMvv9xNdracRYulfRrCRti2bRtpaWnMnz+fP/7xj/T09KBUKuns7KStrS0aFjI7enh+0070ahX3LpnL9CmTo9voLv2E1ufvw1O/D0GI/fITRRGXOTymTlcIU1sX27dvp6GhAalUitfrZfz48aSnp0dzd0RRRCaTsXDhQkRRxCo/gkwlcnCNjdf+/g4mk4mysjLWrl1LTU0NmZmZpKSkYLFY+lWHjRSJRIJCocDj8VDu8CINBfnmwplMTUvlIbkCt1SKsrhowHV7i0TKZGFjNS0tjZSUlOh+JScnR7WgehsEhsv/g4Tpx/SrampqaGxsHHB8RqMRP+F17XY7RUVFdHV10dzcPKyRcbq8Gn6//98uv+hkGJxx4sRC3ECKc1aSlJTUTzguIyODBQsGVqq277HjqnMhNwweOtn+lYuqKi+3357MQE6JsrIyampqWLZsGf/xH/+B0WikvLychoaGPjpRgiBgstp5ftNOdEolxaKb87IzkEvDl5tBI6PzvV/h2LtmRPssO3q1/nxDkE5pGk1NTbS1tbF9+3a6urr4/PPPqaysRBTFaDJvWVkZ77//Ps8//zx//uuTnL8qEbvDSpZnPl+u+4qOjg5EUcRkMvH666/z0Ucfxdw8eCgiOkoej4evyiv5tK6ZZLUKXaeJwxlJbDca+N7Pf05mZuaQ4ayIhEFPTw91dXXodDr0ej0Gg4GEhARee+21Pt4+zYS5KNKH7p0lkUjQaDQsXbqUyy4NG1MKhYKWlhYWLFhAYWHhkGMaa7XlSK7YmcBQ3rgzjYSEhJMS0jzXOZtDlqeaeBVbnLOSlStX4nQ6o3kwEM6JiZRxD0T3pm5c1WEvzyp9IhMUSqp8favbzB0Brr02kVAI9u/vL4554MABtFotWVlZqNVqDh06RHGGkSlZ6TR09c1zsbo91HZYmF2QzbzCPC6YOI6sJD2LL72MvWUHRhQKkQjwrxs0FCQJvHIklTWbSmlubqa9vR2n0zloWbrbHc6TcjqdtLa28uHa1VQ072Ru0SWU5C+lwrQLhzt8DCsrK6msrOyXjD1aIpVigiCgM6aTUzIXXWISTqcNn06F5dB+LphTgqnbTkfX4B6roqIipk+fHq2SS01NxWQyodPpcDgcfXrA6edeh7+rCXdtuP/cCr2elXo9V+r1JEgkHPZ6kUqlZGRkoNVqsbZZuDhtDp4cKcFEKRKJhM2bN8ekpjxW8hcKhYK77rqL7du3j8n2RkvEUBuu592ZwgUXXEBycjLNzc2neyhnFXq9Pq4W3pd4FVucc4u33npr5CtFSviBq/V65mk0hBBZd1TpWBRFdu108/nnDm69LYmtW53U1vYPZ6xduxadTsekSZMoKipiRqKK2QU5iMDmqr4Vag1d3fxqzRcUGg1Mz81kem4WwcYqJmRncehIfUyTrEQiIU2vZH6OlBYHrN/fyJQp53PgwIEhww+RfB2/398vzPTrjnt44OoneGDFE/zpw4dottQNO47REAwGkcvl5OXlodUnsnVvLRlWH9dZu9g/eSK+tmYmiYjK2wAAIABJREFUpiZRXjV4Kf/+/fux2WysXLmS7u5uOjo66O7uxuFwkJycjNFopKqqCuWEeQjyvs2AF2q0XHO0rcZstYYP7HYUCgX5+fmEQiHmzpkDbqivr+dA/QF27do1bEgnISGB/Px8Dh48OCbHyOfz8dRTT43Jtk6EUynANxasX7/+dA/hrORsaC1zphD3tcU5J5BKpf3CIoMld4rA95qb2Od284v0DKbm55N9NHEY4Om/dGG3B/nRj40DhtoA3n//fdrb27nhhhtoUeqp8QS58rwiVPL+K4REkRpzF+/sOcif129FFEWun1pIuq6/0vdAJKkEfrxET0iEHL1ASZ4uGhqL7OcctYblxyUjZ2VlsXjx4gG32Wlv5U9rHsLrd/PAiifIThk6LDVaAoEAJpOJbdu2IZFI+Na3vkVKZiZGh5tLLlsBwOxZs/olxR9PfX09b7zxBrW1tRw5cgSdThcVxLTb7YwbN47Uqx5ColDh7z5WUfhwWytvW62YfD6+aQobicFgkM7OTnw+H+PHh/d7UtEk8vPzMRgMwyYFOxyOEzKOZDIZarV6+AXjxDnL6V0JezZy9o48TpxeBIPBPuJ+CoWChQsXDrq8RxT5g92GTipllVSKXq8nJSUFCPds++vT3UyYoGThwr5GTCRHw+Px8Oqrr9Le3s7SZctInzkP34RpXH7BYjIyMgb93g6Hk2c2bCckijywfBFLi8cjGWJCFgSB6RkyfjDDzVftKmY/72Ffl4Jx48Yhk8mQSCQsWrSIh3Jz+Hl6Bspe22pubmbjxo2DbruPkXT142QbCsP7mJyFevzcQdcbDWazmRdeeIGXX36ZK773PYrK9tOg1wNQXV0TU7+ynp4e9u3bR0tLC1KplGAwiEqlQqfTYbfbESQSbDvewbFrdZ/1ftnexm2NDbQeDWlKJJJo4ve8Ky9ge0kb75SuY/Xq1X0Mz5NFIBA450rxYyU9PT1uHP4bEZHqOFuJG0hxzkl8Ph9bt24dcpkym41PHHZukMqY0uNEKpUik8nQarVs2uSguzvAkiVhAylawt8rb8jj8fDcc8/xhz/8gdXvvUcQCectWDhsSXyHw8mTn26motXMVecX871lC0jTDVyKLooiX9Z5KX7axc8O5FPRLcNutzN37lyWL19OTk4O06dPx7x0KUaZjG9kjUxfqZ8nyVBI0pI7MV77UzRFi0a0rczMzEE7rns8Hqqrq9m4cSOXXXEFK6+7Dmv1IQBqGxooKCjooxljNBoHLc8XBIGmpib0ej0TJ06kpqYGY8FkBJmCkHeAsneg82jYTKVSkZeXhyiKbNq0idtvv51Hfvko937nO+Tk5MRUUi79/+3deXzV1Zn48c+5+5LkZk9ICCQhQNhBAXFBsFZxR6RSWtuq7VSttjPtdKa1dsa2Tn/d7djR2tY6Tp2p1rqO1I5WioCAyKYsYQ8xkH1P7r5/f38kuQ2QwAWS3Jvkeb9evJJ8c+/3e+495N7nnvOc5+j1khx8npqamkZlcDice9OJ4aOSobiTUirxjRBjTllZGd7WVn6e5mCaxcJPolFeb2zAbDYTCoW46y4j11ybyqrbT+Dznf1T0E1zp3P5zGn8ceN71AciLF68mKNHj/LRRx8NmPg8p2gct100E6UUT23cRm3H2fMDysvLOXLkCEVFReTn56NpGjabjb87UUORUiz7qAr/OX5qy04bxz8uf5wTLYf5zTvfJ2/Vv2EuLMf30Qd0bvo9wYYj53S+vkwmExaLBbfbTWpqKtnZ2bg6O/mnj12CJxAiOO0iHv/lL7FarbS3t581B0gphdVqJRKJsGDBAhYtWsSrtVZCBXOp/83f9buNy0DblRgMBh566CF++9vf0tjYOCqL3QkhzmiXpmnz+/uFhLxizDp27Bgho5GvdXVyMBDgGzodnyufhtFoxOl0sn69B6tVxz33ZpKS8reptilTpvS7HHr94SrqGhr59CXzKJ8wHrfbxeQpisLCwtiny1M/Ze6paeCxtZvxB0Pcs+QSCktK0BeXxmoZ9ae2tpYlS5bgdDopLy+nsrKS9957j5d0qmcU6W8FI+PV6mzgRMthJuaWk2PNoumFh2h/5z8x5ZaQf8dPMGSOP6fz9dW7AW5WVhYul4uqqiqa29r4055DpFpMNL33Dj6vh9bW1lhw5HA4YpWzT6VpGl6vl0AgwNatW/nF408QHn8xnop1A+5xN1DgEw6H+dGPfkRJScl5Pz5xYfLz81m0aFGimyHEaSRAEmPK9ddfH6tho2kabW1ttHq9POT3URmNcK/TycWR7tGXAwdC/PmNCDffnMbPHk3n8sttZGXrqaqq6neJvs5gZF1NMyGluHFaKRdfBF/6kov7HyiL7eXWu21GXx1eH7/a8D6BUIgp9zxA1pO/R9O0AUdSPB4PW7Zs4bLLLuPo0aP4/X4ikQjvtrWxX6/nC3Y7k/V6Jk2axIoVK+J+bv53W/dK19WLv4YWDuLa8Rr1z3wFtAhz73gw7vP0Z9q0adx///3Y7fZYsLLpSBWvfbCf6eNy+eylF5GRnh4LIJ1O50m1pQYSiUQIhSMovYFwV/N5tS0YDLJjxw4ZPUqQ5uZmdu3alehmCHGaURsgnW3PJzE2bd68OVaJePbs2WRkZOBwOPAqxb11dRz0+/lBRgYfS0lBKcUTT9Tzgx80Y7EovvdIPn/840Q+fUf/K648Hg8TSkqxlM9BH/DhOWrm4MEUpk8/wKSyrtimlf3lr3R4fRyobyZFr1AmE5bps0lNTWXmzJmx2yilmDNnDpqmEQwG2bx5M06nkyVLlpCbm4vH4+Ghulpc0SiPZWQSbm1l+/btcT83jR3HqWzYS3FeOcvmfRqbJRWzFiB8YB0t1glYJ/dfhDMevQHlggULThpF21JZzau7KphZmM/SksJYQmfcwYrSkXZx92o4LXL+Fab7JviLweVwOM6Y2xWNRuX5F0lp1OYg9eaRjOQMenFhdDodU6ZMGbB4ZEpKCoFAAKvVSjQaxe/3k6rT81RhIVNNJp5sbeWFYIBOl4vS0mKmTg1wy3IjKSkan/1MzWnn0uv1OBwOMjMzWZCVwuRMB1tbOrEXVdLSPJO0tEy2bNlCc3NzLGDoXY0FkJ1i465bb+R/V96Hy2Ck8NknKSUca7/D4cDtdnPgwIHYG0pKSgoWiwWn00l2djYAky0WfmE0cdhuZ035VJ57/vm4nq/09HQe/ub3MbYWotxpaIYQram70DuM/LEpB48pi+wjr3PD7EIeeeSR0+5vMBhO2ibk1N/ddNNNzJkzh8bGxtiKsd6/z/kTCznW0k6HN/4EXmNuCQV3P37SsdY3HsWzf33c5xBDz2AwjLr94cSoMmAO0qitpD3QC7UYOzRNIxwODzhV01uBORwOx4LprHH51JcUY2xr51NpaVxqMnMkrGjTohw54iQUjnLNNXbef99DW1vktGu5XC6cTid1Li/FGWlMSU9h7ZZmalo6qK+vx2Aw0N7eTn5+Punp6Xi9XqLRKDabDV8oTHVtPStD7Rwvvwjn/MuY0/ARUydPYfXq1bFP4qWlpRw+fJisrCzcbnesxEHvYw3bbJhsVq72+3m/rpbdce6rNnv2bO78wme48pa55JWl0HDQQ1p0AstWLOSaGensbQpQZ59CWY6NaxfNZufOnSct49U0bcC/uWg0yvHjxzGZTBQUFLBo0SIqKipiK5rqu1z4Q91vohZDdzHP6Bn+fHU2B+Pvffq04+1v/wotdPapuZFOp9NhNBpHxD5l8iFVJLkBK2mP2ik2IaC7auxNN910xttEIhGi0SiapuFyuThSW8vfV3/E39fVMj6jiNf/7vf8ZNKVpARDvLuxi3BYY+Un0uk7a9C7iWgoFMLv99Pa0cEv122mocvFHQtnk2PUcfz4cVpbW8nPz8fn88WCG+iegopEItS0tPH8n99myu8eI2iyUFMylZy6o9RvXofR6yIjPZ05c+ZQWFhIJBLBarXGAhOlFOFwmNbWVn5dX8++gJ/7NPhsZiamOJavezweurq6uoOYsgyWfWkaOqVj2wuNTJ9Qzgv3XkF5no3XmjIhLZ+ZM2fGNsSFs0+LhcNhKioqeOmll9Dr9WRmZp52GwX87ydtvHS7FeMZXp2iPhcdG5+l493/BqBj/X9x/Mc3DZikfSGScTf5M+WoifNjMBikfIM4iQRI4oLp9foBVxwN5zkGEs/eYr01kLq6ujh27BgA630+VhzcRWP7cT62+MtsuPKT3Gxw8OorXq6+OoXvfS+PiRP/Vr3bbDaTtmI1jt+9ii8cwR8K8/SmHTR0uVh10XTy01Jwu92Ew2GcTiednZ2x0aO+b3juUIRDFQewf7iND2cspE5vIdLahOX4YUq76kltqeXWpYtZdfvt3HzzzVgslljit6ZpuN1umtva+HpdHYcDAb6Vk8vGSWW8VVIa+/dmSSnfyMklS6/n4bw83iop5daOTv60Zg27du3C6/WSXZjK8q/NIxqJ8vJPd2AIKn74iXlENLDkl/KlL30p7tpBAEajkfHjxw/4xq7X69GANUdCLC83njlI0qI4338J9963AYgGvXG14Xwk40i0BEiDb6QXNRSDb8QHSGk91XhF4iilLvhT9mCcoz+app2xmnTf6/fqG6w1+D0s/cM/sv7oZtY3HqMqGOSpp5r4r2eczJ1n5bdPj+c3TxXy3e/ldZfVT0nFUFCEeUF3QrPHH+CPO/Zi0OnId6RiNptpbW096U1Xp9OddH2dTofX66Xx148RMRjZuWgZbzW52O2NYMkfDx2tFAedTA+0Mzcvk2nTppGdnU0oFCIUCmEymbDb7TQrxZ01J7jrxAn+6nKx2+eL/asKBvlsRgZvl05ipSMdh17PHamprNywkeqf/JTa2lqsViuOXAtL7iohLc9IRIUoy00l3WbkaDCDlStXcvfdd7NgwYLTtnnpj06nO2MV5d7n4MkdIR74Px/Ly40cfCCF3y23YB1gyxedpf9ikkKcq0gkEtfKSTF2jOjNansLxjmdzkQ3ZUwLh8MXnIQ5GOe40Ov3ZTAYYi+WvpCfO1/7l5N+v2ZNgHfeCbDsOiOTJhnp7Ox+cQ2/vwnD9beS/v3HCFbspvNbXyHS86nUZDBgNBpP20n71G02urq6cDqd6HQ6LBvXcuKKq8hwZGEJ+fDkTcBjy+CymdOo2bMLty/IypUr2bZtG7W1tRw/fpxoNIrJZKKzsxOj0cgRo5F/bWo87TFPNBq5KzOTPKOR59s7KDaZuCcri/zqarZv387kyZPxeDyk5pi45SsXceTIEdLS0vji4lJ++pfDbK/OZ/r06Rw+fJgPPvjgrCuR3G4369ato2CAat99++DJHSGcAfjUTAOfnWOkPFvPf2wP8KfDYVw9i9X0KVnk3vYw0YAX/4l9Z7y2EEKcqxEdII203afFyBCJRM66N5jL5cLlgt/918nHw0cP0fq55VhvWEHaVx/Cdtun6XjuaVrdHm6ZO52Gje9z9l3HukdbTCYTHb/9D7JmzKHt779N2xsvE928hZamJhoLJrAtr5wlkyfxuaIcMjIyCIfDbNiwgYqKCjo7O2PFGW02W7/bnxwPhfheUxMWi4VAIMBmr4dLbDaKLBZ2796NxWIhHA4zc+ZMbDYbe/fupampicuuvIoMQ5D7/7CXgqN/Ycvrr8RKJwym5/aFeW5fmNun63n0WgvP3WbDH9Z482iYH23XUXvND9Db02l68WHC7bWDfn0hhlpqaip+v1/KHCSpUbvMX4jh0LuSqL/cBccjj2KaM5/Wz91KZjTEl6++HAMaT727jZr2s28p0kvZU0i572vYbryNcH0tupRUdGkOdJEwUb2B1HCI6ZUVzO9qpq2xgU2bNnHo0CGCweA5jcrp9XoeLyhkgsnEXV2d+P1+zGYzJSUl5OfnU1RUxKFDh6ipqcETNWC54UF0tnTaXvw2ndX7475OQUEBX/ziF3n++ec5evToab83mUyEw2H0ej16vb77udU0Fo3XcesU+MwsIzXWKdwWfIT0LT9nz+Z34r52vHQ6neSjiAui0+nIzMyM1T/rz+zZs6mtraU9zpWmYkjIViNCnKu+BQ1TU/svDllYWIjdbu/3d57/+hXKZCLjZ7+mMyuPX7y9EU8wyD1XXkJJbla/9+kvF0vzuHE9+m90fON+oh3tBLZtwvnwP7LwNz8m5d8fwdzWzLbyefxy6gJeaWyjsrIytnzeYDAMuIFsX0ajkfz8fLpKZ1FqMPDVwvFkZGSQn59PQ0MDW7Zs4ZVXXuHAgQMcO3aMnBQTdb//JmFlQCuYddbzK6VOy1PqLeR6amXx0tJSHA4H0WiUzMxMiouLKSgspF5fxD/+JUDxL9w8sb17xOqxpUHeusNGQerg5q/Z7fbT2qWUkg1JRdxsNhurV68+42327t0rwVESk792IfrRdxm6TqfjgQce6Pd2wWBwwNVE4Y8q6fz2V9HnF5D19ItoX/8uv9l7DE8wyBcXL6QsP+e0+6SkpAy48CC4cyu+f74X5w//lXH1x6k8eJDjb/6JyrtW0vn1ewg1NhC868tE09JxOBwUFxdTVlYW1z5X8+bN44YbbmDrtZ9nbdF8bvP7+f6Sm/jhD3/IbbfdxoQJE0hLS8Pr7V4ttnfvXoKdPVt7xJFcn5qayowZM4DuHKtQKMSNN97IlVdeyY033hjLSzKbzdjtdtLS0jCbzfj9fvx+P16vl6qqKpRSeEPw3L7uKYlnKnQsKzNw05TBzRZwuVyn9Ws8q5wkgBK93G43TzzxRKKbIS6ATLEJcY5sNhs+n++sy797K2vr0hz4PnYD9pV3QGcb4W99mXtnlpJhs7LxSBV/qThCuCexWtO0885H0I8rJOu//xf/2v/D9fiP0XzxL32/5ppr+MpXvsLixYs50Byg+psPMe/ge1Te+Cku/db9vPHGG6xZs4a33noLh8NBY2N30nfhfc+ATk/T898k3Hl6InhffaetiouLWbVq1Umr2o4cOcLWrVspKSnBZrMxbtw4gsEgVVVV+Hw+QqEQLS0tNDQ0YHDkMe4LT6J0ej5t2kjkvWf46Yb4py0HopS6oGX9F198MR9++KFMzwkxcoy9StpjXUZGhixZ7Udv4vGFiDeA0TQNn8+Ht7OT0Ic7CO7egfXmT+C4fjm+AwfoPFHN5WUTmTV+HA2dTtpcngt6Y9XcLnTpmdhuXont9s9gmDIdohEix6vOet+2tjZMJhOzZs1i3tRirBfPYN++45RveZNtNV70V99K6az5FGfZWPfXv8aCCH/1h6QtWIEWCeM/vvusz0evzs5OtmzZwsaNG9m1axfjxo2juLiYefPmUVFRQSAQYO/evdTV1VFSUkJWVhaapuH1euno6ECLhNGZrFiKZlChlfLPJUf5lzntjEtVHGpXuIPnF+RccsklNDc3n3c/NDQ0DHrdpNTUVKnRI8TQGbCStgRIo5QER/0bzlICJpOJoqIiPJ7uwCfa0kRqTRX+K66mfuJk9q95HZfXx7TcLC6fNIGSnCyanS6cvgCpqandOUFd5zYqEtzxHsGdW9GCAczzF2G7YQXGmfMI7t2F5hl4/VxWVhZKKWpra9m2bRvZ2dlc89X72fb+fiZtfZt/dRXyRl2UqZl62k4cIRgMdm/V4u0ibeFthFo+wv/RB+f8HH33u98lFApx5513YjAY6OjooLS0lEOHDjFjxgyKi4tpb2/HYrHg8XjYvbs7CDMXTiPruq8QrNlHYO3PKbd0sWy8hysnGmjzRth0/PyKKNbV1SVdINK7JY4QYkhIgCTEYLjppps4duxYXKMEvVNsbW1tsWPuE9UUdLQQvPIarLetJpKZy4mjRwi63RQ7Uri8rBirycChugY6+lmaD5CdnR3LBepPtKWJ4I738L78HNG2FqzXL8e2fBWas4vwkYP93sflcqHT6aioqMDlcnWvYLOYuearXyK06HJuvfUKXt5Vy4QJRVjajtLW1harUO5YdDvBpmPnFSDt37+fpUuX0tDQwGWXXUZbWxtbtmzB6XTS2NiIxWLBZrOxa9cuqqqqYuUENHcrhVor490HmR/dw48WB1FK8fShNB5Z7yUYHpwq06tWrcJsNtPQ0DAo50sWxcXFTJkyhbq6uiG/ll6vT8pq5EL0GDBAkhyk85CamkpGRgYnTpxIdFPEMNPr9ee0xYPFYiEnJ4dgMBir2aXT6SA3n7x7/4HoFVejRcJE1/6Z0Ev/zceyUrh8cjEtLg8v7dxLVcvpK1ziyZPR6XTodDrC4TC6vHGk/fN3MF90CW33rCZcefi02994443s2LEjFtSVlJQwceJEFixYwO23305VVRW/2Rdi46FGjvxkJZFwKNaGwvufJepz0vT8g0QDnrifm16zZ8/GZrPx8Y9/nLq6Og4cOBAbQUpNTaWyspKsrCwuvfRS9uzZw5YtW7Db7RiNRu763Gf4Scp/xs71gnM+fziWwvvvv09ra+sFj7wYDIbu0b9RNoLTu1oyUY8rLS2NSCSCx3Pu/1/E2Sml0Ov1CS2+O4IMmIMkAdJ56F3uK3shiXj0foLufTO6+uqr2bBhA3l5ety2PFh+N5brbkbz+XD+5DuMP7yXTy6YTWaKjaYuF3tqGzjQ1EZta3ewdD41egxTp5P1q+fwvPA73E/9gvnz53evROsZkbHZbJSVlVFfX4/T6WT8+PEUFBTg9/tpb2/HarUSzpuOf8GdmI6uo+qvv0cHhJwtWErnk3vbv+Da9Sc61v/nmRvSX9sMBvLz89E0jc7OTiZOnEh9fT0ejwebzcbUqVOZNGkSjY2NZGZmUlJSgk6no6uri0ybgR+k/Q8Ax8wz+fbObD6sOMSJEyeSYpp5ypQpNDU1nfNU6WjXW8oiGd5/xJgnAZIQw8FqtWIymU56Q1RKMW7cOOrr64HuGjtms55f/IeDzo4IDz7YAPllWP7puximTsf7yvMEn3mC+YV5zBqfT2lOJjqleGPPQTYcPnvCdb+UIu2fHsZ6/a24n/0N9+emUlFRQWFhIdXV1ZSUlLB27VpqamqIRCIYerZFiUQihEKhniAP8pf/E4bJV/zt8fpaqH3rKRxXf5FAzQHa1v4KLeAFNEwmE6WlpWRmZrJ3794zVifvO1LTu5ovHA5jNpux2WzY7XZKS0uZN28eoVCII0eOcMstt9Cx5Xf869Sj/K5jAc2F1/LEE0/Q2tqK3+9H0zR0Oh2apiXsjbi36OVoG4ESI9uUKVM4evSoBKjdJEASYjj0ndrqy2w2n7QHm16v55JLzDz8nTwaGyM8/h+tfLAvjP2Lf4995R2ED+9H9/iPsXtdtDc1csucacydUMCGYzW8sWsvmZmZRCKR2D6EmqZRWFiIx+PBarViMBioqalBKYXBYOheeacUaV9/GOsNt6Kv2M3tys/89BRqa2t59913SU9Pp6Ojg3A4jNPppLa2lrS0NEpKSnjzzTcBUDo9WbOvwhcBndlOxsLlqNRcokEfOlP3kn1v5Xbc//dT8vLyuPjii0lPT2fDhg20tLTEtW+i2WwmHA4TiURiU0E6nY7S0lKuvfZaXn75ZTweD+UT89h8azOH2xUr1pgJ663U1dURiUQS8sJfXl7OoUOHhv26g8lqtcaKjIrRy2aznTGPcYyRAEmIRFFKMXHiRKqrq2PH0tPT6erq4tJLM7jvPjsFhUY2bnDz61+34Zx6JWnf+B7KYEDb9T6BjWtxb1rP5xbMYmZBLjXKTKcllT/931sU5OXg9/upqamhsLAQ6C5Q5/V6YyM2fafklE7H3G8/QsP8xWipaSyy6Flw4gjvPvMUU6dOpaioCIfDQW1tLW+//TaHDx8mLS1twHw7pTeQuvA2Mq783EnH9SEvaR2HuaTAxLL5U9n2/lYef/zxuF6Ue0d9Lr74Ynw+H/v3d29jYrVaycvLiz2Pep1iz3020GD2rz1EE/wqkp6e3u+ed+ci0VucGAwGyVsRY40ESEIMlby8PLxeb2xV16mUUmRmZp60ms1qtcamgYxGxapVDj59RzrRKPz+9x28tsmOedXdWBZfjS49g6jPS3T/Hi6NeplSexRrJMqL5iVYCaGd2MVHm15jwcwpmEwmKioqaGpqwmAw9JuHM3PmTHKKJpDxyc9xoHQaHeEohmAAg17PLJOOH2db2LRpExs2bODo0aPs2rVrwMeekZFBXl4et3/t+2w7XMf4oolsajZgUlF8EUUERbpZMcHiZ8efnydUu5+24yePsmRmZva73cKECRMIhUJnXEH2yRlGXviElU6/xp8Oh/j+piBH2vrZF8/hwGaz4XK5mDBhAgcOHBjwnIl0oYUqhRhIov5v6XQ6DAbDkGxoPUgkQBIiXg6Hg6lTp7J9+/a4bp+VlYXf7z/jihyLxYLf7yc7O3vAzSvz8gzc/0AWl19up6EhxPp3vKzf6KE+Yw7pH7+B6NSZ6CaWAmAIBrHtqUV1agSiFjQtiqntGJbKd6jbuxm3241Sqt8XJaPRyLx583A4HHzq7rt5qdWFP7V7e5KFE8ezOsPGq6++yrp162hpaWHnzp0DPq4pU6awbNkyVqxYwYkTJ7jsssv47juNNHX5eehSO3892MyelgjVXiOeSPfeZmFnC65df8L14Z/RQoELGnnRKfjm5SbKMnWsnmnErIevvOnnVztD2O12SkpKMJlMFBQUUFRUxNatW3G5XBw7duy8rifEQDIyMrDZbMNSOuF8JCpAOmmaPzkNGCAN7gZGIi4mkwmDwSBzwElKr9djsVjivn3fkaGB9O7RdeoGqH01NYX5zsNNLFxoZdWqdD65Oo1P3+Ggrq6RV195jS1PP86/PfEkL+zZT0fhRJqnTSKckoau04dt/wmCoQJCi+7FlHMR5nefIexs6fc60WiUmpoaqqqq6OjoYNy4cWSaTGRlZZE6axZrIhG2b9/OwYMHaW5uPuPjSklJIScnh+rqaqxWKxkZGVw1TUdThwtC7Zjqd1PU2Mgk9KvNAAASVklEQVSs9Aw2fHCAAy0hUqdfScZVnyftkpWEaitIC3UQ2LcVf8NRtGB8U3C901BRDX64uTsIfPCvAV74hJUfXWNjhz+XTr/G4sWLmTZtGuPGjSMnJwez2cxjjz121mski/T0dNxut0x7jQA6ne60DZmTSaIGQy5k+6REGzEBkt1ux2KxxPVmlOwMBgNms1kCpCTV3t7Ou+++Oyjn6n0z7+3r3lpIZ7J9u4/t232kZ+hZcmUKV30sndpaHzqdjhyzkaY1L9PW1kbB+PEUXb2M6sISmhfOJgpE132ApWgm5jsexfvec/i3vX7a+SORCC6Xi+zsbD788EMOHjyI2Wxm/Pjx7Ny5E6fTidPpxOVynTVh1+l0sn37doxGIykpKXR2dnLz1FRaWnz85S8fsn79epxOJykpKWzbvBmDwUBR8DjVm3XkXH47xgkzCFrSyZ1xEwDhjgbC7jZ8x3bg3PZKv9fsXSJ+qhavxoPvhNn+BQOv3+KjxauRnbWFbONhdP5sjhf+P/Lz88/6/J+qN7g9W26QyWQa9GmE3n3/JEBKfm1tbaPi/Un8zYgJkNLT08nIyBgV/wG9Xq8ER2NA79DyQG+aZxvy7uyI8PrrXbz+ehc6nY7y8nKee+652OatjY2NNNTV4XQ6MWTnot20EuwpdDzzHbKu/wfsS7+IYepSop52Ij43ne8+S8Tdjslkwu12x5K4PR4PwWCQ/fv3n7Q0Pp46X5WVlYTDYaZNm0ZdXV1sdczu3buprKyktbWVpqam2N+twWBg0qRJGE+cYJ75I0qzFL/97z9gLZyKz5qDIWsiyuLAsvRujCnptK07va7Smdp1qMvMozt03DLXhsUSxWy1otMbiGrQ2NjI+vXrB7yv3W7vd5r01DpWA7FarSf1tc1mw+/3X1DSdW9piHjEm+BtMplQSp20qlIIcTrJQRIiQeJdMaSUIjU1lfT0dFpbW8nOzo6tKtPr9eTm5uLz+XC5XH2CB0XaxTeSOvsalM6ASssj4m6j/c3HcITaYyNZvUFadnY2XV1dsUDgXN7UFy1ahNvtprOzM7Y6r6urC5/Pd9rQenp6Ov/+7/+Ow+Fg27ZtjBs3jpdeeomysjLC4TAtHV14rPnUlt0KgGvrH2l/93/iakfvY9Hr9dx3332UlZVRWFiI1+slGo3S2trKo48+OuAoXllZWdzbyMRj0qRJ1NfXn/Oy+d58tXMV7/3y8vLQ6/XnFHwJMYqN3SRtq9VKOBxOujlQnU6HXq9PunaJ5GM2m7niiitYt27dScdTUlLweDyxN/RTiyJmZmYyYcIEampq8Nryyb71IXQ2B77q3YSaP8K1+02UuyX2f3CwkjjtdjuapvU7epKZmcnTTz+N2Wxm7ty5PPbYY5SUlNBRcClPbe2T3KppoBTakQ2ceO1n53T9goIClixZwooVK6isrGTfvn3odDqam5vZtGlTUlTYPpM5c+awb98+KS4pxPAYMEDSDXdLhtsNN9zAjBkzEt2M02RnZzNnzpxEN0MkKb1ej9lsBiAQCJwWHAF8/vOfx2azxX7OzMw86ef29nZ2795NV1cXBSY/i7vW0rH+GYwZBaRedBP5d/wY2yWrcFzxaexlC7BarWdMIo+Xx+MhNze333yf3qKPP/jBD7j66qsxGAxkZWXx9r6a2G1yUkzsfGgJf5fyIboPX449D2fSN6l+ypQp+P1+qqqqmDVrFtOmTWPfvn0jIjgC2LNnjwRHQiSBUT+CJMRY1rtp5anVpcdNnYta8gDGjHGxY4H6Q3Rufh7/Rx9c0DUdDgfBYLDfqSW9Xk9xcTHHjh2jvLwcv9/P5MmTyc7O5pFHHsHn81FSUkJnZydPPfUUL730EsePH497mkopRUlJCXPmzMFsNpOdnc3+/fvZvn07mqZJ7p8Qw6x3AUdHR0eimzIQWeYvxFikad17os2ePZv3338/drzh8G4+XvRH1q9fT0RTpMy6Gselq3BcsvKCA6QzbcwaiUQ4duwYSinKysp44403qK6uRinF8uXL0TQNn8/Hz372s1iOTH/BkVKK7OxsWlpOLmWgaRpVVVU0NTURCATIyckhHA7LrvFCJEgoFErm4OiMZARpDMrNzSUcDvdbvViMYToDelsaEfeF/b9ISUk5Ka+pv2ktpRRLly49bVXZsmXL6Orq4sCBA7E92fp7cR1rFacTvemuEKPY2E3SnjNnDq2trYNS3bS3/koyPGdi7Bo/fjy1tbVnvV3v9Fqy1tDpL8hRSmGz2QgEAknb7nhkZmbS1dUVV6kEIURCjd0k7X379g3aclb5BCeSQbzBvqZpFxxkDFSUsa+srKxYMcVT73um+/f3t6RpGh6P54ztVkphtVpPOz537tykqWTc3t7eb3B00UUXsWLFigS0CFauXMncuXMTcm0x/CwWS2wDa3F+Rv0I0mhx1VVXceTIkYTu81NcXExTU9M513URg6ewsDDp9nqKp0Bh7+q1wRpR6W/0yWg0Jn3ZDKPRiF6vT8hqOovFQiQSYcGC7hWL/a2MFKNLvMVDR4IhfCxjd4pttLDb7QmfdjAajYTD4VEzipYMz+m5ire4JJzbLtoGg+G0lW6jTVpaGtnZ2VRVVSW6KQlls9nQ6XSxSupibDq1jtoYJgGSEKfS6/VEo9FR/QIRbzLzYCY9J9PzmpaWRiQSwePxYDAYMBqNMgIqBMTKf4wEBoMBu91+xhWyF2Ds5iAJMZDRPmIC8S8oONPtrFYrxcXFcV9zsIOj7Ozs066v1+tZuHDhWe/r8/lie46Fw+FhCY7sdntcuVtCJNJICY6gu62J+GAjdZCEEGfUOwITr7MFR+eaS+Dz+U47ZzQapbm5+az3TUROUigUGvWBtxDDSdO0uFIFBpuMIAkxBi1dujTuUY5gMEhbW9sQt2hgHo/ntOtrmkZ1dXViGnQWiXghFyJZpKenk5qamuhmDIqkDpB0Op0MVQsxBOx2+zndfjBXj5zPuXoTzoUQyU2v1/db9mMkSuokbb1ej6Zpo2aZohBjSW9AMxirBPV6PQaDIZZPNJqWLwshEmpkJmlHIhF5ERRiCOXk5AzZpz2j0YjZbB6Uc0UikVhwBN0BkxBCDKWkDpCEEENr/vz5Q1Z92ufzDdkmsWdKvrZaraNmiF+AyWRKdBPiYrFYSEtLS3QzxCCSVxEhxrA333zzpJGZwRBv3uBQBTEzZswgJSVlSM4tht+ECRNGRC7q1KlTWbJkSaKbIQZRUucgCSFGHrvdTigUOutqrry8PJqamoapVUII0a+RmYMkhBhc/W3yOtg8Hk9cS90lOBJCJDMJkIQYQ2SbDSHEWKTX68+5PpMESEKIYRXvNiFCCDFYIpEILpfrnO4jOUhCCCGEGKskB0kIIYQQIl4SIAkxAn3ta18bsvpFQgghZIpNiBEpOzubtrY22TVeCCEuzIBTbLL7oxAjUGtra6KbIIQQo5pMsQlxiuzsbJYtW5boZghxQRwOx4ioQC1EspIASYhT+P1+jh8/nuhmCHFBAoGATMEKcQEkQBLnzWQyYbFYEt2MQed2uzl06FCimyHGkHMtYBcPv98/6Occy/Ly8mREboyRAEmcN51OJy8YQgwCvV6f6CaIszAYJGU32Q32Btiyik0IIYQQI55erycajZ7r1LIUihRCiLORkRwhRq5IJDKoeXcSIAkhhoROpxv0Ie+hZjabZdp4jDKbzaSnpw/rNY1G44j7GxlLpGeEEEPCarVit9sT3Yxz4vV6ZeXXGFVUVMS11147rNcsKCjAZrMN6zVF/CQHSQghhBBjleQgCSGEEELESwIkIYQQQohTJEWANBqLDQohhBBi5IorQFJKVSul9imldiuldvYcy1RKrVVKHe35mtHn9t9SSlUqpQ4rpc66qZVUfBVi6On1ehYtWpToZggxKtjtdikeOcqdywjSVZqmze2TzPQgsE7TtMnAup6fUUpNB1YDM4DrgCeVUlJcZIiZzeZhX4EhRpZIJML27dsT3Qx0Oh3l5eWJboYYBkVFRaO2bILH4yEcDie6GWIIXcgU23Lg2Z7vnwVu7XP8BU3TApqmfQRUAgsv4DoiDoFAgI0bNya6GSLJRaPRRDeBaDRKZWVlopshhkF9fb2UTRAjVrwBkga8rZTapZS6p+dYnqZpDQA9X3N7jhcCNX3uW9tzTAyxQCCQ6CaMeTNnzuS6665LdDOGxcyZM8/7von45D1p0iRWrFgx7NcdyyKRSKKbIBJg4cKFLFmyJNHNuGDxTqBermlavVIqF1irlDrTVuf9jaee9hGiJ9C6p5/bCjFiVVdX09jYmOhmDIvq6upEN+Gc1NfX43K5Et0MIUa9w4cPj4oK4XEFSJqm1fd8bVZKvUb3lFmTUmqcpmkNSqlxQHPPzWuBoj53Hw/U93POp4CnQApFJoLVakUphdfrTXRTRhW3243b7U50M4bFSHucPp8Pn8+X6GYIMep1dXUlugmD4qwhnlLKrpRK7f0euBaoANYAd/bc7E7g9Z7v1wCrlVJmpVQJMBlIfGaoOEk4HJYEQyGEEHEba6v24nm0ecBrPSsRDMDzmqa9pZTaAbyolPoCcAK4HUDTtP1KqReBA0AYeEDTNJmITjKhUCjRTRBCCDGCjLWEe9mLTQghhBBjlezFJoQQySA1NZWJEycmuhlCiLOQAEmMOEajcdQWnxOjX2ZmJtOnT090M4S4YKP9dVim2MSIk5mZicvlkjwqIcSYoJQ6Kf/n1J8TRa/Xj4ZaVzLFJkaP9vb2MRscpaamJroJQohhduqG7iaTKUEtOdkoCI7OSAIkIUYInU7H/fffn+hmCCGG2an1u2TXhOEhU2xCiKRmNpsxGo0jrjClEGJEGHCKbWxVfRJCjDiBQEA+MQshhl2yBEitgKfnq0hu2Ug/jQTSTyOD9NPIIX01MpxrPw1YcyMpptgAlFI7BxrmEslD+mlkkH4aGaSfRg7pq5FhMPtJkrSFEEIIIU4hAZIQQgghxCmSKUB6KtENEHGRfhoZpJ9GBumnkUP6amQYtH5KmhwkIYQQQohkkUwjSEIIIYQQSSHhAZJS6jql1GGlVKVS6sFEt2esU0o9o5RqVkpV9DmWqZRaq5Q62vM1o8/vvtXTd4eVUssS0+qxRSlVpJRar5Q6qJTar5T6h57j0k9JRillUUptV0rt6emr7/Ucl75KMkopvVLqQ6XUGz0/Sx8lIaVUtVJqn1Jqt1JqZ8+xIemrhAZISik98EvgemA68CmllGxznVi/A6475diDwDpN0yYD63p+pqevVgMzeu7zZE+fiqEVBr6uado0YBHwQE9fSD8lnwDwMU3T5gBzgeuUUouQvkpG/wAc7POz9FHyukrTtLl9lvMPSV8legRpIVCpaVqVpmlB4AVgeYLbNKZpmvYu0H7K4eXAsz3fPwvc2uf4C5qmBTRN+wiopLtPxRDSNK1B07QPer530f2iXoj0U9LRuvXukWLs+achfZVUlFLjgRuBp/sclj4aOYakrxIdIBUCNX1+ru05JpJLnqZpDdD95gzk9hyX/kswpVQxMA/YhvRTUuqZutkNNANrNU2Tvko+jwHfAKJ9jkkfJScNeFsptUspdU/PsSHpq0RvNaL6OSbL6kYO6b8EUkqlAK8AX9U0zalUf93RfdN+jkk/DRNN0yLAXKVUOvCaUmrmGW4ufTXMlFI3Ac2apu1SSi2N5y79HJM+Gj6Xa5pWr5TKBdYqpQ6d4bYX1FeJHkGqBYr6/DweqE9QW8TAmpRS4wB6vjb3HJf+SxCllJHu4Og5TdNe7Tks/ZTENE3rBDbQnQshfZU8LgduUUpV053m8TGl1O+RPkpKmqbV93xtBl6je8psSPoq0QHSDmCyUqpEKWWiO5lqTYLbJE63Briz5/s7gdf7HF+tlDIrpUqAycD2BLRvTFHdQ0X/CRzUNO3nfX4l/ZRklFI5PSNHKKWswMeBQ0hfJQ1N076ladp4TdOK6X4PekfTtM8gfZR0lFJ2pVRq7/fAtUAFQ9RXCZ1i0zQtrJT6MvAXQA88o2na/kS2aaxTSv0BWApkK6Vqge8APwJeVEp9ATgB3A6gadp+pdSLwAG6V1Y90DOdIIbW5cBngX09uS0ADyH9lIzGAc/2rJzRAS9qmvaGUmor0lfJTv6ekk8e3dPU0B2/PK9p2ltKqR0MQV9JJW0hhBBCiFMkeopNCCGEECLpSIAkhBBCCHEKCZCEEEIIIU4hAZIQQgghxCkkQBJCCCGEOIUESEIIIYQQp5AASQghhBDiFBIgCSGEEEKc4v8DjQYNfoPCk48AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.imshow(image_time[0].max(axis = 0))\n", "for particle_id in range(tracks['particle'].max()):\n", " plt.plot(tracks[tracks.particle==particle_id].y,tracks[tracks.particle==particle_id].x,'-')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally prune tracks that are too short by doing:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "tracks_clean = trackpy.filter_stubs(tracks, threshold=15)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.imshow(image_time[0].max(axis = 0))\n", "for particle_id in range(tracks_clean['particle'].max()):\n", " plt.plot(tracks_clean[tracks_clean.particle==particle_id].y,\n", " tracks_clean[tracks_clean.particle==particle_id].x,'-')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 11.2 Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until now we have only looked at projections. Instead we could look at single planes, and use e.g. ipywidgets to create sliders to move through space and time (as in Fiji), as presented in [03-Image_import.ipynb](03-Image_import.ipynb). However we might want to directly look at the 3D data. We are going to explore two solutions for this: ipyvolume and napari.\n", "\n", "ipyvolume integrates well with notebook technology because it exploits pure web-technology as well. It's easy to do basic plotting in ipyvolume however customization of the rendering is not entirely trivial. In contrast, napari is based on tools meant to run locally on a computer. If you want to test it out, it will therefore only work if you made a local installation of this course. The very positive side of napari is its user-friendlyness that makes it very easy to create nice 3D rendering with little effort." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 11.2.1 ipyvolume" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We firsrt import the package:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import ipyvolume as ipv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can create an ipyvolume figure and plot a volume:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/widgets.py:241: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " data_view = self.data_original[view]\n", "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/utils.py:207: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " data = (data[slices1] + data[slices2]) / 2\n", "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/serialize.py:92: RuntimeWarning: invalid value encountered in true_divide\n", " gradient = gradient / np.sqrt(gradient[0] ** 2 + gradient[1] ** 2 + gradient[2] ** 2)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d5070a36773b44ffae957a2f11682c01", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(VBox(children=(HBox(children=(Label(value='levels:'), FloatSlider(value=0.1, max=1.0, step=0.00…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipv.figure()\n", "ipv.volshow(image_time[0,:,:,:].astype(float))\n", "ipv.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default we are given three levels of intensity to display. For each one we can set the \"level\" that should be shown, i.e. an intensity range around which to display colored voxels. By default, an isotropic box is displayed, independently of the range of dimensions. As the xy dimension is an order of magnitude large than the z dimension, the data appear distorted. We can fix that by specifying 1. the extent covered by the data, and 2. the range to display for each axis. If our data are isotropic (pixel-size == z-stack step) we should display the same range on all axes (e.g. 512) but specify that the z-stack only covers 44 planes. Note that to have the volume displayed in the center of the volume with set the z-axis to range from -range/2 to +range/2.\n", "\n", "Other options can be specified when creating the figure, for example the levels of all colors and their opacities." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(21, 44, 512, 512)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_time.shape" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7de39acf8eae48b1b9faf9765827394c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Figure(camera=PerspectiveCamera(fov=45.0, position=(0.0, 0.0, 2.0), quaternion=(0.0, 0.0, 0.0, …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set the actual spatial range of the data\n", "xy_extent = [0,image_time.shape[2]]\n", "z_extent = int(image_time.shape[1]/1)\n", "\n", "ipv.figure()\n", "volume_fig = ipv.volshow(image_time[0,:,:,:],extent=[xy_extent,xy_extent,[0,z_extent]],\n", " level=[0.3, 0.2,0.2], opacity = [10,0,0], controls=False)\n", "\n", "# set the extent of the three axes\n", "ipv.xyzlim(0, xy_extent[1])\n", "ipv.zlim(-xy_extent[1]/2, xy_extent[1]/2)\n", "\n", "ipv.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot on top of this the location of the detected nuclei using a ```scatter``` plot and the tracking traces using a simple line ```plot```." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d6c2c6ee85b44795b9b5ed0b262bd6fb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Figure(camera=PerspectiveCamera(fov=45.0, position=(0.0, 0.0, 2.0), quaternion=(0.0, 0.0, 0.0, …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set the actual spatial range of the data\n", "xy_extent = [0,image_time.shape[2]]\n", "z_extent = int(image_time.shape[1]/1)\n", "\n", "ipv_fig = ipv.figure()\n", "volume_fig = ipv.volshow(image_time[-1,:,:,:],extent=[xy_extent,xy_extent,[0,z_extent]],\n", " level=[0.3, 0.2,0.2], opacity = [10,0,0], controls=False)\n", "\n", "# add scatter plot\n", "ipv.scatter(x = locmax[:,2].astype(float), y = locmax[:,1].astype(float), z = locmax[:,0].astype(float), size=1, color = 'blue')\n", "\n", "# add lines of trajectories\n", "for particle_id in np.unique(tracks_clean['particle']):\n", " ipv.plot(tracks_clean[tracks_clean.particle==particle_id].y.values,\n", " tracks_clean[tracks_clean.particle==particle_id].x.values,\n", " tracks_clean[tracks_clean.particle==particle_id].z.values)\n", " \n", "# set the extent of the three axes\n", "ipv.xyzlim(0, xy_extent[1])\n", "ipv.zlim(-xy_extent[1]/4, xy_extent[1]/4)\n", "\n", "ipv.show()\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the rendering is purely web-based, we can now save our figure as an html object, that we could for example embed in a web-page:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "ipv.save('interactive_figure.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We obtained relatively quickly a 3D representation of our data and and the interesting possibility to easily save a dynamic output. Also, virtually any detail of this plot can be customized and there are interesting possibilities to add interactivity via ipywidgets. However this customization requires some more advanced knowledge and understanding of the code of this tool. Hence it is probably not the best solution for beginners.\n", "\n", "For the purpose of completeness and as a starting point for people who would like to explore more in depth this tool, we add here an example with some advanced features such as interactive controls." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/widgets.py:241: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " data_view = self.data_original[view]\n", "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/utils.py:207: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " data = (data[slices1] + data[slices2]) / 2\n", "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipyvolume/serialize.py:92: RuntimeWarning: invalid value encountered in true_divide\n", " gradient = gradient / np.sqrt(gradient[0] ** 2 + gradient[1] ** 2 + gradient[2] ** 2)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "981bd4152614457ab4c66083b046cc9f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Figure(camera=PerspectiveCamera(fov=45.0, position=(0.0, 0.0, 2.0), quaternion=(0.0, 0.0, 0.0, …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "79acf9a4b2ef4a4389caf3311fb9d96c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(ColorPicker(value='black', description='Segmentation color'), FloatSlider(value=7.0, descriptio…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import ColorPicker, VBox, HBox, jslink, FloatSlider\n", "\n", "\n", "# set the actual spatial range of the data\n", "xy_extent = [0,image_time.shape[2]]\n", "z_extent = int(image_time.shape[1]/1)\n", "\n", "ipv_fig = ipv.figure()\n", "volume_fig = ipv.volshow(image_time[0,:,:,:].astype(float),extent=[xy_extent,xy_extent,[0,z_extent]],\n", " level=[0.3, 0.2,0.2], opacity = [10,0,0], controls=False)\n", "\n", "# add scatter plot\n", "detect_fig = ipv.scatter(x = locmax[:,2].astype(float), y = locmax[:,1].astype(float), z = locmax[:,0].astype(float), size=1, color = 'blue')\n", "\n", "# set the extent of the three axes\n", "ipv.xyzlim(0, xy_extent[1])\n", "ipv.zlim(-xy_extent[1]/4, xy_extent[1]/4)\n", "\n", "# add lines of trajectories\n", "for particle_id in np.unique(tracks_clean['particle']):\n", " ipv.plot(tracks_clean[tracks_clean.particle==particle_id].y.values,\n", " tracks_clean[tracks_clean.particle==particle_id].x.values,\n", " tracks_clean[tracks_clean.particle==particle_id].z.values)\n", "\n", "# change background color\n", "ipv.style.background_color('black')\n", "\n", "# create a color picker anad link it to the color features\n", "# of the detection plot\n", "color = ColorPicker(description = 'Segmentation color')\n", "jslink((detect_fig, 'color'), (color, 'value'))\n", "# create a brightness control\n", "brightness_data = FloatSlider(min=0, max=100,value = 7.0, description = 'brightness')\n", "jslink((volume_fig, 'brightness'), (brightness_data, 'value'))\n", "\n", "\n", "ipv.show()\n", "# display control\n", "HBox([color, brightness_data])\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ipv.save('interactive_figure.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 11.2.2 napari\n", "\n", "A very interesting alternative for 3D plotting is napari. It is a very recent software but it has been already widely adopted as it offers a powerful combination of features making it useful in a wide variety of cases. Also, in contrast to ipyvolume, adjusting the rendering, browsing through data etc. is much more intuitive. As previously mentioned, the only drawback is the impossibility to use it remotely, so this section is only executable is you run the notebook on your own computer.\n", "\n", "First we import napari and start the plotting environment (Qt):" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "import napari" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "%gui qt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "napari offers first the possbility to quickly plot all sorts of data (scatter plots, surfaces, labels etc), in particular volume data:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "napari.view_image(image_time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will generate the following type of window:\n", "\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sliders to scroll through the different dimensions are created automatically. The icons on the lower-left allow one to switch the types of view (stack, 3D, projection axis etc.) and command on the top-left allow to customize the rendering. In the middle we see a panel named \"Image\" which corresponds to our plotted image. Just like we can add multiple plots on top of each other in matplotlib, we can do the same in napari. This requires to first create a viewer and then sequentially add the data. We add here the complete xyzt image stack as well as the tracks.\n", "\n", "First we create a list of xyz coordinates of all the tracks:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "track_list = [tracks_clean[tracks_clean.particle==particle_id][['z','x','y']].values\n", " for particle_id in np.unique(tracks_clean['particle'])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we ```add_image``` for the image, we ```add_points``` for the locations of all the nuclei across time, and finally we ```add_shapes``` to add lines corresponding to the tracks." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "viewer = napari.Viewer()\n", "viewer.add_image(image_time, colormap = 'green')\n", "viewer.add_points(assembled[:,[3,0,1,2]], face_color = 'blue', opacity = 0.5, size = 5)\n", "viewer.add_shapes(track_list, shape_type='path', edge_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result looks like this:\n", "\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we can grab a screen capture of the image to create an illustration or even create a movie by using the external package [napari_movie](https://github.com/guiwitz/naparimovie) that should one day be integrated into napari." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "viewer.screenshot('myimage.png');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "toc": { "base_numbering": "10", "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": true, "toc-showtags": true }, "nbformat": 4, "nbformat_minor": 4 }