diff --git a/notebooks/00-osmnx-features-demo.ipynb b/notebooks/00-osmnx-features-demo.ipynb index 421782a..00da526 100644 --- a/notebooks/00-osmnx-features-demo.ipynb +++ b/notebooks/00-osmnx-features-demo.ipynb @@ -16,7 +16,17 @@ " - [Documentation and install instructions](https://osmnx.readthedocs.io)\n", " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", " - [Journal article and citation info](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)" + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " \n", + "This notebook provides a quick tour of some of OSMnx's key features including how to:\n", + "\n", + " - download/model street networks\n", + " - calculate stats\n", + " - visualize centrality\n", + " - impute speeds/travel times and calculate shortest paths\n", + " - attach and visualize elevation data and edge grades\n", + " - download/model other infrastructure types\n", + " - download points of interest data" ] }, { @@ -27,7 +37,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -52,7 +62,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -64,7 +74,7 @@ "source": [ "# get a graph for some city\n", "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')\n", - "fig, ax = ox.plot_graph(G)" + "fig, ax = ox.plot_graph(G, node_zorder=2, node_color='w', bgcolor='k')" ] }, { @@ -112,16 +122,16 @@ " 4: 0.13583815028901733,\n", " 5: 0.002890173410404624,\n", " 6: 0.002890173410404624},\n", - " 'edge_length_total': 113833.46399999986,\n", - " 'edge_length_avg': 121.48715474919942,\n", - " 'street_length_total': 59419.78100000003,\n", - " 'street_length_avg': 121.26485918367354,\n", + " 'edge_length_total': 113820.67199999992,\n", + " 'edge_length_avg': 121.47350266808957,\n", + " 'street_length_total': 59413.384000000035,\n", + " 'street_length_avg': 121.25180408163273,\n", " 'street_segments_count': 490,\n", " 'node_density_km': 81.89771007851208,\n", " 'intersection_density_km': 73.84995822108604,\n", - " 'edge_density_km': 26944.219745389397,\n", - " 'street_density_km': 14064.578026782321,\n", - " 'circuity_avg': 1.1138089526619492,\n", + " 'edge_density_km': 26941.191897102344,\n", + " 'street_density_km': 14063.063865940207,\n", + " 'circuity_avg': 1.1136907923397794,\n", " 'self_loop_proportion': 0.0064034151547491995,\n", " 'clean_intersection_count': 271,\n", " 'clean_intersection_density_km': 64.1453162753664}" @@ -195,7 +205,7 @@ { "data": { "text/plain": [ - "2507.4629999999997" + "2507.464" ] }, "execution_count": 6, @@ -214,9 +224,9 @@ "metadata": {}, "outputs": [], "source": [ - "# save graph to disk as shapefile (for GIS) or graphml file (for gephi etc)\n", - "ox.save_graph_shapefile(G, filename='mynetwork_shapefile')\n", - "ox.save_graphml(G, filename='mynetwork.graphml')" + "# save graph to disk as geopackage (for GIS) or graphml file (for gephi etc)\n", + "ox.save_graph_geopackage(G, filepath='./data/mynetwork.gpkg')\n", + "ox.save_graphml(G, filepath='./data/mynetwork.graphml')" ] }, { @@ -243,7 +253,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAAFUCAYAAADbIW4eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydd3gUZdeH75md7bvJpiekB0LvvSMIoijYRRGxi71X1O/V14KvvWMDbFhQUVFQBKVJld4hAQJJSG+7yfad+f5YUJGE7IaAoHNfVy64kplnzszOzm/Oec5zjgAoqKioqKioqJxSiH+3ASoqKioqKirhowq4ioqKiorKKYgq4CoqKioqKqcgqoCrqKioqKicgqgCrqKioqKicgqiCriKioqKisopiCrgKioqKioqpyCqgKuoqKioqJyCqAKuoqKioqJyCqIKuIqKioqKyimIKuAqKioqKiqnINLfbYCKisqpQV9rVywaEwuql9Mvoi3drZnEaC0YNFo0gohPDrC8ZhdzK9b+3aaqqPwrEFCbmaioqITA7S2uxiiaidG7iNIJAAQUBZ8sIysKOlGDJArsd9Xwv7yv8eL/my1WUflnowq4iopKSGgQuSbxYjpHWHHLHp7cO4uaQN3vf5cQuTNtNG3McZR46nhkz6eNjikiIiMfT7NVVP6xqHPgKioqIRFAZnrxF3hlLxGSDkk4/PHhR+b5/d+ytbaYBL2ZzuaMBseK1cRwU/ytDIsYdpytVlH556IKuIqKSsj4kfmoeCkCAvekja53myJPdXBbJdDgOOWBCkAgXZ95PMxUUflXoAq4iopKWGyo3ctaez5xehNXJx3pQbfQR6EokOssOuo4+d496AQjl0RfQqQm8niZq6Lyj0WdA1dROUWI00ucnhhNutlAitlAvEFHjE6HRatBL4poRRFJBFnwQ0BHQBbwyeD2y1R4/BQ4PeTW1rGhqoalZeV4laZ/9UVgcqvxREkGphT8wvraPb//7cXsK5EEkdt3TT/qGBISl8ZehlWMAhS8iosKfzlu2cU+z362u7c32T4VlX8DqoCrqJzknJZg4/HOLUk0GhAQ/vQXhYCi4JXlgz8BEiJkTIYA2wt1+GUJo0bAJGkwaUH6U7xNlqHSLbPT7mJZWSXfHSimxOMJy644bST/zboIGYUHcz/FEXAxPKoLYxN7scFeyBuFP4Q0TitDS7qbehAtxSKg4dBjaYd7Mwvti8KySUXl34Qq4CoqJzF3tk3lptZpoEBubR0/FVWwy+4kx1HHHoeb3nFWrmkTR79EMzFGAUGAbeU+Tp97pPcap9fT1RZJr2gbPaMjybDqMWtBEEBRwO5VWFJSzZs5e9ld5wzJviG2jlye2JciTy0v7p/N5FaXISsK9+V+jEv2hn2+RsFIhBTBGNu5SIKeWVUzKfGV1LttW0NbdIKOLa4taia7yr8SVcBVVE5SXuiRzejkeFyBAOOXbWZz9R9LtjpFmXhjQAatoiQEAVw+2Frh4Zu8Kj7IKcUf4rc6VqflnBZJDI6PoVu0GbMuKOblLpn5RZVMyd3bqGd+Z+o5dLAkUu51EaM1Mu3AUlbadx7LqZOkTeS8qIvxKW6+qZxFeaACm8ZGtqEVafo04qSkg946uJVappdNO6bjqaiciqgCrqJyEvJu33YMiY+h0uth1C/rqfT+URTlvYFZjMq0ALC2xMMT6wpZXV7bLMc9LS6Wq7NS6R5jRi8FQ+0rSuu4f+M2yhoQcrNo4Pnsy5FEgV115Ty3/5tmseXMyJFk6lv/6TeHpg8UfIqH3Z5dpOhSsYhRfFw+DYfcPNdAReVUQRVwFZWTjNd6tWZkUjxFLhcjf16PW/4jPDz7jDb0StRT5JC5cWleswl3fZyfnMQtrdNJs0oEZFhQWMMDm7bhDBy5POzRrDPpGhHNxC2zKfc3n00p2mT6WPsCCh7ZQ6G3kF3uXdTJwRD/+VHnk6hNZVrZO3gUd7MdV0XlVECtha6ichJxSLzLPO4jxLtvnJWeCXp2VvgZNmfbcZ/1/bqwiK8LixiVlMDDHVoyMjWSPnF9uXTZevb8ZY683GdHEqOJ1OqbVcALfIUUVH7V4N/jtYnI+FTxVvlXogq4ispJgAi8378DfWOjKHW7GfnLusPEG2BsVgyCAI+syT+hKVtzi0qYW1TCfW1acW3rRGYP6c4da3byc2nZ79tUeV0AJOit7HZVnBC7upq6IKJltye05WatDdkMsozALXtwBOxUBioo8RVT7CvEIdccZ2tVVJofVcBVVP5msswGPh3UmSidjgKnk1G/bDhCvAH8cnC2S3PYUrITx3M7c9lqd/Bc92ze6NOG17dbeT03uP67Tg7Oj8dpLSfMnu7mnoDC4prFIW1/esRIArKCQdRj1SSSLCTRiY4AKIrC11VfUeI/cBwtVlFpXlQBV1H5G7m1TQq3tk5DEATmHCjhrjU5DW47e38l49tFcmFmNItL7CfQyj+YW1TCniV1fNy/K7e1a0G7SAt3rdvCuBZtUBSFTtZovi1rfJxjJU2Xil4wU+IvwEPjy9ViNTGASKE/lznVcxERSZBakKhNIVoTjUljptpfefwNV1FpRlQBVzklyI7WkB6pYVOJj1LnqZ93OSTRzNNd2hGnN+CVA9y/didzDxw99Ly0xIHHB2ekRcDKE2RoPexw1DL055XMGtiTEckRzJZG4/EZkRWFluboE2LDQOtgQGFRzaKQtu9k7gRAvqcAABmZIn8BRf6C42ShisrxRxVwlZOWrgkS/x1mYUi2gE4XFG1Fgf1lItfMcrC8wPc3Wxg+AxLNPNMrnVSDEa3Rw28FTsYt2oGznpB5ffyw38F5La2MzYzl873lx9nahnH4/YxYtJJ3e3YlSYhDxk+xx0mS3ooIx3WOPkGKI1IThUOuojLQuNdsFa20NXRExscW15bjaJmKyolFbWaiclJh0sKTwyzk3RPN8lstjOgAtW6BbzYovL00wKZ8gbRYmQUTzcy+zIZF+3dbHBp9E0wsOac9Hw/oQIrOQq6zDkkKYDb5QhZvgEfX5CPLcHfnhLCOL2mgY6aWsUMtnNPPFK75DXL9mg38Up6PiIZ4vQlBEOhvSz/mcY2iod7fXxg7nDtSLkISgsvKQuG86PMAgYX2BWrFNpV/FKoHrvK3YtMLnNfOwKhsHd2SNSRFKWg0Cn6/wrIc+O+iOpbuP9zT7p4o8emlEYzoIFPQKorH53t4aWVopT9PNL3jTTzXO500vRWAHXU13LUyjx3VHlZf0IZOcVqi9RoqPQ233vwz5R4/60o99EjQ0y3azPrKukb3ef7mOG65JgtBo/n9dwGPl7w9NUyeXsTH849t2deLe9fglv2MjGkHwPDoTH6t3tfk8c6LHk5bU1v8iod3iz+lJhC079LYkXSPaInD58WjCMRKSVwaPZavq76tdxmZhMQ5UedgEaMo8x9gl7vh/AIVlVMRtZCLynEjLVKkb4qWtjESmdEakiNE4i0CUSYBqwH0WgVR88ft5/UK7K8UmLHBw/PL6/A34izd29/EI8P16HUKByph8tJa3l/rP2I/UQSTBAYt6CUwSAJ6DRi1AnoJdBqBKqfC9jIZb2g62ii94kw82zudDENQuHc6a7h75T62Vf0hNFe1juHZQQnM2ObgrhX5IY/dLdrMnLNbsrbEw+ifjl6ydNL4aB69uw11lXX8sKiMvCIvCdFahvaJJCU9EkGSKM2v5r6X9vP5wmMT8mtTOjEmviN1fj/Xb/mWuibUQm9lSOOi2HNRCCAg4pRrefXA+wA8lXEjbtnHE/unIiIyNuZSbJpYFAIUevexw72DEm8pUVIU7Y3tSNNnISLhkh18Uj4DbwjJbioqpxKqgKs0K5IIL54RwbX9NIeJMwTnrwMBAZdXwO6CijqFYofCxmI/n29xs7XM38CoDTMsU2LWBAs6KdiUQ1YUfLKCRhAQheDvhBCWXclmPxpZxucWqXGKlNghr0JhW2mA9Qf8LN/no7ju6F8VsyRwU4d4zk+LpYXODECOy849K/PYXFl/oZF9V7QnoEDWx9vCOu+V53Yg1aqh2xfbKfU0nAtQs6QbAO0v2ERh+eFvJ0nRGqY+1IKhQ5IQtBI5W8voc20uTk/THwnjE7txUVI7Sjxubto2K+yA9bUJFxOnTeC94hmMsPUn3ZBFqa+I6SVfMjnzJoq9Nbxc+Mnv23c3daOnpQ8adEeMpRBgvXMNq2pXNfl8VFROZlQBV2lW+iYa+P78FJwGOysLPGwvD7C9zM+2gz+NedWhotPAR5eYGd0+OAle55Mx6wT2VAYwaMHtB7dPweVTcPrB61fwy+ALgF8Orqn2BoL/xlkFRg/VUFMBFYUaYq0KJqOM5i8vIAG/QJ1LpKJWoNQBRQ4Zjw8SrAKm6jhSNNGgaECQyXU6uHdlHhsbEO5DvDUojQtaW7hlYRFf7KkK+fwvzojh1cHJfLu7lhuX7al3G4NOoGplX1YuK2LobXkNjpUcq+HTx1Pp3b8F1SV2ek3YTn5p00MR92WcxsDoFmx1VDEpJ7SWooe4u8V1aAQNzxW+jQBMTByHTYrBGbBj0ghESEYezptyxEOrhbYFWYZMbBobHtnDVtc2DvjUNd0q/2zUOXCVZuWiVhHIXh1vrQnw9G/Hp7rVxR21TDnfhFkvUOpQuPSTWrqmCrw4ysLPe7zc8U34odL8biYSYgWyH7ZTHSwqRkqESL80ie5JEm3jNaTHCCREKCRHy2QkyAgHU0BlGQK1dkoPKLy8spb3tpfjDIT2XvzYmiLOy87mjs5xYQn4F3kVPNE7mbPSLUjLqbf7WP8OBgRBYPveo+cHFJYHGHxLHq/e4eT6CVls+bIzI27YyuodTQs5P5e3iETdOXSwRnFL6gDeyF8W8r5aUYsrELRXAd4q/oTLYs8m3ZAJgFdWGBDRlV/tGw7b74DvgCrYKv861Cx0lWbjglZWrmgTQ63fz6vrm78oRqwJlk608sFYMwatwKu/ekj/Xw0r8gO8vdKPX5G5qJO+SWM//50XURJ44dI/QrEFdpkvtnh5aL6T82c46P6qneQnHVgfrsVwv5OW/3XT/VkPkQ85cfsUbPF2Xt1SFrJ4AxS7fOws95EdLZFiDi+l/qOdFegkuKdji3r/XlMb9KKzkkO7Jre/UsoDT+1AZ9Sy8P3ODO1qDMueP/PArrmUe7yMiE1nRHTrxnf4E1rx8OvwafkcZpV/j0uuxa8oXJHUgxuSRqAXVP9D5d+NKuAqzUKHaB1vDE5GVhRGzc6jNtSG1CEyaYiBvQ/Y6JmqYUdpgA4v1vDAj67f/y7LsLLAR7RepFty+KVGX1ngx+lUGDswdBEtsMtsLQ3gDcCnG3wYDQp39jGHfeznN5QhCPCfnvULcUM8t7kQrx+ubBtT79/X5nipKrYzoG8cYojf9FdnVTP2ji0IosjsN9rRNrVp6/T8yNy/6we8ssKNaT3JMoZW4GWfex+1gSOT6Xa583jlwPvMqZxHbcBLH1s6r7S+krHxA9WHmMq/Fg3w2N9thMqpTYROZOmFWeg0IjcsLGBZkavxnUIk2ghrb4vg3I5afAG4+3snE792UVPP1HJ+tcz4bgZSowU+2xB+QlxqpECfdhJup8yy3PAm65fu83DPQBOdEiReWRHe+e+qcTOxfRxtonS8tDH0OqQBBTpGmukcr2d3lZcd9VyUtBiF3r0TqC5xsHpHaB27dub7KCqwM/qMJCacFcW0r8ualNjmkn3scVYzJCadodEtWVtzgGr/0a/NFmcOa2sbLrZS7Kvip8pNuAIBWpsSaWuOZ0R0FwIy7HYXh21jKGQZEhgU2Z6dLjVEr3Jyob68qhwzv5yfgVmSeH1zGbP3Nl8ryXSbwPa7I8mIFlmyO0DK5Gre/a3hedlFu2XsvgBDMpvmNd77uZeAX+HOUUdmNDdGrQ+W5Mok2hSGZYS//6xcOwYtXN82Lqz9HlkbLOxyf9f6vffHp1cg+/z8381pSJp6N6mXaT84ePb1HMw2E6umhxcC/zNrHQW8uW8NOlHgf21G0toY3vk1xPyqjdy+azrzyrcjCQKXJPbkxVZX0NPSqlnGBxhm68QzLS9nUsZoRsd1xiCG/7mqqBxPVA9c5Zj47MwUusaaWVJk59ZFzecB9WihYfnNEZh0Ai8v9XD1V3UhrdFunyTQNUHH3mo/m4vC86J9ARiYJdKppcSaHD85JeF5nesO+Lmhj55OcTreWxeeF766tJZbO8XSxmbgnW2ht+Os9csMT4qibYyWn/IdlLoPX1Lm8iokmX30659IxySZLxY6Qh570QYXfbKga89ELIqLBWubVixnj6uCEo+T/lEpDI9pSZ0/wC7nsXc8UYCtznzmV24mRrKRaYqhd2QmfSLakO+uoLIJfcm1aBgbP5Cbkk+ne0QqBlFiZ10ZbxX+QoX/72kgo6LSEOoyMpUmM6lnDHd2iaegzkv3z3Y327hnZmv5YrwZjQgPznXx6orQSmYCpNoEdt4bweYyH31eCV9wsuNh24tmtufJdH4k/KmAjTfHkB2v0PalGvbXhLcU68dRreiWqOO0WXvYXh1auBugd6yFb87KYlWRm/MX7Kp3m/3ftScuKYJR121k4YbQz0unhZL5XdFqNUSfthbvMZSf72ZN5sGsQehFkbU1pTy1Z0GzFjaN1Ji4tsXptDMnIAAHPA6+r1jPavsf1yRasjIyuistjfFoRQ2r7buZX7ERSdQwLmEQPSPS0YoCrkCA5dW5zCpfhbsJBWlUVE4EqoD/y9GJEGOQiNJpiDZI2PQSkTqRSJ2GCJ2GCK2IWafBLImIQnDdtF+GJLNI/2QTrkCALp/kUuNtnkfxhG46ppxvQgGunlnHF1vCV4ycB820sEjE/bcGZxOevZufMtI2XaT93XXklIa37wVtDcwYZ+L7zTIXf1Ed1r6DEi18dXYaC/e5GLtgb1j7/nZeR5IsIp1nbqWynlBFt2wdyz/phr3SSdJZmwmj/DqPXx3DA7e34e3pOdzx6rF5zlaNnmdan0WK0USNz8+Mwk3Mq9xxTGP+lWRdNFclDSXDGIUogDsQoMLnJEIyYNFofy/4owAaAXSiH1dAg0YQcfh9zKvYzA+V65rVJhWV44Eq4P8CLs6yMaFtFB2iDWg1HF6lLPyE7d+p8fq46If9bCwP3UM+Gg8OMfB/ww34AjD6fQdL8ppWTGTScB2Pnmbi2aVO/jMvfAUf1Vlk9oMm5q/xcdaL4Z9b4X2xWA0KsU9XhF2addul7YjUC6R/uK3etd0NcUXLOJ4dkMSXOQ5uW1G/+L97fyJXXJbFzC/3MuGpopDHFkWoWtwNrztA3IhNoRt1FG5JHcCwmHQkEWp8fr4q3sa3Zc3bKSxSY+LC+H50Midj0mhxyX4KPdUsrt7OBnsuVyf34Yy4TCQRttd4mFO+naU14VXEU1H5O1EF/B+IQYSr2sYwNjuKNlE6JE2wjKndI2P3yngCCm6/gjsg4/TL1PkUan0B6vwytd4ANV4ZhzdA9aEfT/DfgKzQMlLLRyNTkQSRiYv2883uxptphMKr55i4ro8OlxcGvWVnW1nTPXqdBFWPRVJSFyBrctOS6opeMxEdKRBzfR21YWr4/w2x8NDpOl5c5OPhX0KfcwZ4uFsSd3SP4vk1FTy7sSSsfXeN7YxWhJafbmowNH1gbgei4i0MvGw9a3NCf7lZ8HI6Awe3oMPZv7G7KPwM//qwiDquT+3LgKhktKKA0y+z11XDOvsBFlfmUuZrnnvrz3Q0J3FZUhfaWqKRRKjzy8w4sJE55dub/VgqKscbVcD/Idh0Ijd3jGNMZgQZEVpEMSjaxXUB5u138ObmMvJqj61/dpxR5LdLW2IUJSatKmTqluZJ6vlinIVz2ktU1in0fM1OUe2x35LLbjPRLUFLp5ft7C4Pf7wHzpJ46goD7/zg5eaPwvPiJREqJsXg8kLis6EnpEFwSiNvQnsqXQodPw9dVLKsOmaOyCLJrOPp9Qd4Y0v9vcKHdDHw49SulBbWkH5u6ONfOdLK2890YsrUHO56/dgT0P6MQZS4NrkPfW0pWCUNghC8d10BmUK3g3y3nSKPgzxXJbtdFVSEKewpehtnx7VjQFQqkVoJRYFyr4efynfzZckGtcGoyimLKuCnMKlmLbd2imNkmpUki+bg3B7sq/Exe6+dKVvLQ25TGQorxmbQ0mLkxU0lPPPbsVdaEwVYfL2Vnmka8qtkur9mp7aZ8oUu7Kzh40usfLndxRUzmhbir51qRpYh4vrwPcGPL7BxYVeRa2e6+GRLeMlwX56RxaAUA6O/28fqsqMfe1CSmSd6J9E60oiAgIJCdcBD+xn1J7MBzHoqmVGj0nl5yi4efKd+of8rkgbsK3qzN7eKDuOOX1tOs6hjcHRLekWkkGWyEanVIv5lmkdWDv6gHPy/QkBRCCgyfkVBJvh/vShh0kgYNMEBPAGF9fYSPi3aQJ67+SsFqqicaFQBP8XoGK3n1o7xDEk2E20UEYRgc46dlV6+yK1m2vZy3MfBpbizm41J3VuwrtLBmV+H3vryaCydaKVnqobNBwL0f8vRbI1ODlH5uBVZgdjHwgtjH2LaNTomDNdx11Q3r/0cXtg4wSyw574o8soFOrwenhfeJdrIT+dlsrrIw+gf6s/un9A6iru7JJBg1KIAe+1u/ru2mBs62+gfE8WERbnM319/Fr5OC8U/dcFg0tFuzDr2lTT+khdrhd2z2qP4Fa6/bzdfbDkxmdki0EJvo6UxhjSjjSR9BDFaIzpRgySIaEURSRDRCCKSIATzOxAQBQGfIlPn97HPVcPCyt0sr8k7ITarqJwoVAE/BRicZGFihxj6Jpqw6g96E36FTWUePtpVyczc6uMaBkwya1h3aSsCCrT/eBd277HfMp+ONXNeJy2bDgTo82bTBLYxvrjSwDnZBs772MG8HeFHImxGKH3bTEmlQuqd4S9JW3pNND3Soe+bdjaVhPcCsOHitiRYRLI/2kHtwTcbSYRJ3ROY0DoGsyQhKwprymt5cMUBtlcHowzZkVqWnNuW3c5aBn7ZcCb7JUPMfPhSZ3ZtK6Pz+NxG7XnzKomrBmnYuklHuyiJHq/XsLNcDT6rqPydqN0ATgBDEiK5smULWlvN6MVgOSwBfg95uwMBnIEAtX4/NT4/JW4nkt5Ha5uebnEGDNqgaNd5FRbud/LetgrmFx4f0auPL89OQYPIvSsKmkW8nz7DyLkdtRyoVhjw1vE5jxHZGgxCMKT80Eg983aEL8DVLvh1a4BBnTUMbSOycGd4gvXATw4WXG/lhTMiGPFReCHb97ZV8n99Y3mwWxKvbC7m6b4tODMlEkkU8ckys/dVMWllIRWew23KqfGxx1lHS5OF7EgtOTX15z3MXFzHrSuK6N2/BZNvqOahRkLp8REC1U5YuN9Feoqezc/pyS2Al3708+6yY8utUFFRaRqqB34caR9pZFq/jtikYFcnP368soyCgqIEL7woCOgOhgDFoKyj0TuJtDlRFKh2yyw94OTNLWWsK2++GuOhcktXG//p0YKNVQ5GzDr20PnE3jpeGm3C4VZo80INYdQrOSpZMQI39tEzMltLZqQW6WCVYEUKoO2k4eInq/l2bfjZ0x2TBdY/a2JTrkyP/4R//XPuiCHJBinPVFIdRj1xEci/qj2KLCAqIoIgUOvz8/7OCv63oeSo0w1npJv4YEgrlldUceGchj8zi1Eg7/tOmCONnDtxEz+tbfj8+rUSmHOvDkkAu12g1iOQlQKiBkrLBR763McHK1UhV1E5kagCfpywSiJLz+iNQdSyqqqcJzfnkWNvXAAitRpeHBzPhZ207K1Q6PZR88w3N4U4o8jGcdkoCrSfkUON59hCpqNaa/niCjM+P/R4zc7uyqaPZ9LCVb20XNRRR+d4LSZRAweTuIpdPpbu8zF9jYdil8LmN2JwOmVir6zE34Scvu3PGGmVIpJ1Wx35obfsBmBiDxMvn2vgw9V+Jn4fWtb+Ze3M3N8zlmSdiYBfpMoj89S6YmbsCv3gW8e1xqbV0uaTbdT6Gv6K98jWsfTjLgR8Ac6/fTsLjlICNj4C9r9iwO0B241uYs3w3pUGzuoloJEgd5/A6Fdc5JSpjxQVlROBWgv9OPF67za0NEcwdW8e963dTaUnNO/PIyvM3ltL/0Qz3VJF+sZb+GzniQuX/5kfz08jXq/joZUHWFXcNFdZJ8LQDB239zXyzNkGAKasclPjlfEHqLerWEOc1UbivyMNvDDKxGOnWRiZZSDFIuEOKKw84OW5ZU4un1nLS796+Garn31VChW1EK2XGdTNSJcW8Pny8L3E4kqFiwdoaR0r8Omq8N4A1hb5uKuviY6JGv63tGFx1GngvwOjmTqiBWNSY7BKEjl1DmL0Okp9Tm5fHF6deY1GZnCCjXgrzNvXcCZ7UWWAokIH5wyPZ9zoBHwOJ8u21P+h1HkgKxZ6tdbg98G8rTKf/ebnvYV+eqVo6doabhoukWjUMHdL861+UFFRqR/VAz9OrB/VFwGBrnNXNHmMNVekkh0PU9d4uHtxmDU9j5GJnSJ5oncym6trOf2r/Y1ubzMIDM3Q0T9VR+cEiYwokTizgF57qNqbQkCQ0SCC8se6IIXgsh+PrOD0ycEiMh4Fb0DBEwCPHzKjRDKs2uC+gI8Au6r8zN3p5Z2VXgrtjd/C+e/YSIzXcubDVfy8NfxQeskbJiItAtHX14VdnvWVMyO4ob/EQ3M8vLzqcDHNiNTw7JBYBsdHIioSfsHP/MJqHlxaTlGtzK+XpNHaambAV7nkVIf38rFvQjsA0j9sfL13/w4G5r7ZFoPVyNff7uOyx+tvnWnSQcVbBrw+iLrJfVhJ1jGdJd6/QUdEpMJv26Df5BM/5aOi8m9CFfDjQJsII98O7sXKyjKuWt70Ck8mSWDzNanEWBQm/ezgzY3h1dZuKjEGkc2XZ4MCHWbkUPWn0HmSRWR4pp4+qRId4yXSbBqiTaDV/FGWVVHA64dKJ+RVBdha6mdlgY+dVV5SbCJZMSJpNpFkq0iCRSTaJBCpEzFpRfSicDAXAISD/yooHHD6WLLPx7TfPCzLCz/03jVdZPXLMdjtfuKvrgqrFjjAQ6Mknhhv4K25XkBxVTMAACAASURBVG79ODwFt2ih+KEYymoh88XgkrIzMgw81j+OVkYLIGBX3EzbXsmzq6oPm98emWHio9MzWFJSzUXfh9eP+uXBCYzNSODJDfm8sanx8Hu8TWT1+21ITI/i8y/2cuXT9ZdbfeMKiYlnaJnyo4/bZhz+MiSKsP7/jHRoCXe85+eNxeq8uIrK8UIV8OPAo53TuTwtnQc3buWb/PDWAP+VFLPEb1e1wKBTGPd1JT/kNX95yb+y8KJUOkaZmVtcRkDw0S5OIiVSJNLIYT2lFQXcPiirU9hbKbOx2MeyfB+L8zzYm2GZsChAhAHs7mC2/rHy7g1Grj7Hymfzaxn/WvhZ6Y6pZlDAel34n8GccVEMbSPw/nIY3iISm2gEFPa6a3lqVQWzcxu2Z9eVLYmQtGS8vwN3GJFpi1Zg57j2VPt8dPik4cIuf0anhdyv2hOfEslLb+XUm50uilA1xYBeB/E3ubH/JeIea4b9LwcTN9PudFF+/G9ZFZV/JaqAHwfmDOtClimCLnOX0hxNunrE6/npsgQUBYbOKGZzRfMV0ciIkBieaqZPCwNtY7RkRmqwWPzozH9UL1OU4Pxnca3C7ooA64qCSWLL873Ncn4nkuJpUcRES7S6rpx9YZZYnTJBx/Vn6pj0kZtnfwg9DB9vgXfGmjg90YqrOAZZCLCsrIYHl5STU9X4OPf3iuLezklM21XKg0tDq5x2iFlnp9KvkcIufyXaKrJzVkcs0SbOvGYDizceOSf+3CUSd43Wcs0UDx8uP/ImuGmIlteuk1i/E3o9qYbSVVSOB6qAHwc2n90fZ8BPnx9XN9uY57e0MG1MFC6PQNfphZS6wksSSjFLnJ5mpk+SnvZxOlIjRWxGkKQ/Pv5AAAIuI2i9LC6pZmWBj4V5HtY2U/OKk4EJg7VMuzeK92Y7uPG98ITFpIPKd81UOxQSb21cDPtnanhujJFusVoERSCgKMguPd3fKSG3MrwlZQXXtsEry2RMD6+M6aHCLrnOWgYdpbDLX+nSUsvKmT3I3V5Bp/FHHvO87iJf3qXnlTk+7vms/vvjt4eNdGsLi9bBqNdceP85t5GKykmB+Hcb8E+jX5wVrSCxtqrx+WqjqMEghvYRfL27licX12EyKPx6eTK6BnaLNWq4tE0Erw6N5+eLU8i5Po3yO9LYemMSr46K4PJuerq0ENBpYHeFwuxtPv6zsJahH5RSWqVFUQSu+6GMi76o5vkVdf8o8Qb4cIkPv1fmrF76sPd1euGn9X5io0Uu6qlpcLubB2nZ80gEP18dQfcYLQWuALf84OD6bxxoTV6ePscQ1nFl4Mf8GkyilsvbWsLaN6fGxz5XHS1NZgwNm3wEG3f72LSulOz2sQzoeKS9y3OCXnebpIb70Y540cWuPDitOxS+aKJHmvq4UVFpTtRKbM3Mda2SAZia23i/5ZszOnJGTBsm7VrI2prGOzy9sK6SljaJy7vpWXxpKi+srqJfsomOsVoybBqizaDT/uHZKXIw9L2vUmFXpZ91JR4WFzhZU+w+ovTqJ6OSiNHr+HZvFd82U4vQo3FWto7z2uvIjg0KQEAGj9lNlROK7VBcrVBQLbOvQiGvXKG4GVfS+f0KTW2DfssHHnb3kHhxvJ4v1/zhhUcY4H/nGhnbQY8REVlQWF3q455vnazZ/8fVfmWMnzNb6RFFV1iJdA/9WsbZl0VxT/c4ZuwIr0Xq/AIH12VbODvTyle5oV/Ip6YXM7NnIhcPtR6xtKzUAXJAITOuYVGudkH7R128fqmeiWeJrHhcz90f+Hl90cmT2PboOSLd0wViLQIaEa5738+20Fulq6j8ragC3owkGrX0j4mlNuBhbUXjD8oYXTDRZ58z9LacN/9SSqYtmf6ZIlPPjQKCc9ROj0BhjUxOhZ/1pV6WFjhZUewKqUHI+HZWRqREUOzycN388HpQN4Xvr7AyvGPwRUNRDr1wKGgT/ioGf7iMigJyAHx+8PjA6QaHBxw6HS6PgsOtUOtSsDsVqp0KNbUylXUKFQ6Fylooq5EptSuU1yroDSIH9jQtjyC/Cuav8zOyl5abTpP4NUfmpfNM9EvUIioCHkHmk+0u7vvGRWU9UfYP13u4paeZSadreXJ+6EJW4gywtaaOjpFmOsXq2Fweuv3bKtyQDa2jdCHvA7C3KGhfTGT9j4myGoWsxMZfhW79zMM3GzR8fZeel66WsOgFnpl3YpqhNMS1A0Wev0SD5WBvgUP34W+PaBn2vI9Voc82qKj8bagC3ox82L8jAgJPbG68OQRAjDaYiVzuC6/d5dmzCnm8fyyyAksKnCwtdDY5mSzNquG5gUn4FYWzvj76eu9LWtpw+AL8sL/p7vC3B8V7d7HIrd+4WJznQ1bA9ayZTTsFrvrIQ1q0QGqUQAubQGKkQKwVYswCNrOA1QBmA0RaIKFTAggKgseNIITmUyuiiCzp6NZOoe4LHb4AeHwKLi84PYdeAmT2lfhxuWUOVMjkVyjsLZXJLZYprla44h0Pxd0lXhhjhtrgordSr8zLv7p4aeHRhemRHzzc2NPIjX2NYQk4wCPLS/nmrEwmD4jjnG8LQ95vQAszAAVh9oNvnxGcZthXXP85zdsUYMJpWsb2Fvl89dFvwAU7AnR/xMWa/xp54nINZr2OR2efeBHPjIUnL5S4uJtAQIFpvwb47/cBCqvg+kEib1yuYdF9WvpN9rHh7yuCqKISEqqANxMzBnYgzWhlQ00l3xY0vnQsQqMlzRCFWwm/wpkMPLo8vGzk+hCBuWe3QkBm0vJiCmobTowzawWe6pYFQJv965rU/ezLy6yMPCjeXV6x/x4dSI8GQRHYU6GwqTD40xg2s0DJ93qWr65i6APl2MwQFyEQZxWIixSJsQhEWwUiTSI2s0CEKfjTo1cCcW3SKNmwE9njxqQT0GsFLAaQNME2lEgSfls8mvISRNfh0wkKwWiAKICohSJkrv64lkW7QksqdPtgSb6HoalGRrYVmbcj9Cu5/ICbMq+HnrFWInRCo41l2kRpeaZ/In1jbLgULzO2hx7pAWibFvTYd+2vX2gnf+dn/GCJt67RsTzXTX4j/VpyyhRe+MHDwxfouffKWG46v47vltfx5Ld+dh+HOkWxFhjTXWRwG5HumSJZ8SIGvYCiKDhrFXo/7mHnnwJO7y4NFhH68BqJKeMl+k3+Z+V/qPzzUAW8GbggOYksYwQFLgeXLt3S4HYSAt0iYxkYk8SImCxENHxdvPUEWvoHVq3I+6enE601oBFdVDTSRHzakEwkRctLu/Y0SbynX2DhnK4KeSUi3V61HxbaP7tT8DbcdCD0zPrRffQIgsCK7cHoRXUdVNcp5BQpcBQL83+KxO/2knFFwxOdZ/e38OWUbL5ZWM68xR7SYkWSbAIJNpFYq0CkSWBLfoDze4toTZqQxfsQd892s+4WA0+daWTejvDyDd7YVMFjPZN5on8cdyw6UvWGpZq4rkMUveOsmAUtIFDiczLmu71hf24xtuDnUlBWv5DllMIrc/zceY7ErucN3DzNy/Rf6z/KxT1F3rpGR6RVIIAI2a0wlxRzxeB8xg+SKLcrfLc2wOTv/Oxt4rtpxxS4fYTE6R1FkqJEtBK/R2YUWaHcobAyJ8Cg1hqKvTp2lhwZ+fpstcJT5yv0SBeItwbn+lVUTlZUAW8G7miTQYRWy1nz1/z+u2itnoHRSXSNiCXLZCNGa0Yn6OBg+pSMn5klm3m/YOdxtU0E+ieZGNLCSpcYIy0j9MTotehEERCo8LpJifIyOMXYYPLaoCQzvSNjKfHX8urmxpPt/sqQDC2X9oLiSpHOr9jx/kXvLugiAQrTl4fu8QzrGsyM/uG30CMYSbESMQlWNqw/urtnrwsaWOaAqT83HHZe8KSB07J8nN5Vx88bQg8H7yhRyHP4aB+tI9nmpLA69CVlb26sYVKPBC7IsnHHolJE4PJ2EYxrHUWHSDPag19pNz5WVlQzZUsFP+0Lv2gNQJQ1mINQVt3w53LfTD/bDsi8eY2Od27QccsImave8bLlYIR/VCeRJy+W6JQhosjwyRIft37kYtOX1cQmxnLNo7ncPFyiZ0uRa4ZpuXqohL1OYdkumbd/8TNnY8PXRhJh/ACRCQMlemQKmI3BHIpAQKGoSmFXkcyqXJl5W2R+3RUc59uHIhFlF6/Ob/h15pm5Mm+Ol3j+Eg0Tpqo13VVOXlQBP0YSDXrijVry7TL/l92HFIMVq8aIeNillXEpHvZ5ysmtq2JtdRm/VhXhCbeeZyO0sxkZnGSib5KZ1pEGEoxajBrN7yVJQcGvKFR4fOQ5PKwvd/HqphL23phOl/iGE5ze6NcSBIVrluxukl0fX2ZEQWHM+3VHiDdAl0SROlkJq9NX12w9SkBm6dbQ53XvHR+PIIp88M3RBdx1MDStb2it3kHufNfB+skGnr3SQo8N4fX7fmKBm2nn63hhjJ5LPwxvGmVufjXnpsayZVwrorR6REUDKNQEPPxaUsWUTVWsLT32Pq078oIe6oWnRbB5b8PTQtN/lVmwzc2cu3V0yRTZ8IwRWQ72yxU1wZD1pr0yF7zqZd/BYT77vpg7bmlPSmYUg54M/vLyfiLXnibRM0tkVHeJUd0lfH6Fbfkyv2wLzlMHZBjRUaRbhkiCTUAUg+PbnQo/bfQzdVGAr9bU/70SRTijlY9yn4E35jQ8nfDuUpkXxyqM7CACqoCrnLyoAn6MDI9NpM6tReu30sGsRSaAPeAi321nq6OClVXFbK9tvhrmItA91sLABAudok20itSTYNJi0QqIIgQUGY0gIisKdp+fPY46tla6WV5cxy8FdirqaQnq9EFGA5nGT/ZugVUw8mNJEduqwheFF84yE2eTmfkbbCo58mGYGAEWjcDq4vAelOlJeuw14SX/jTk9DtnnZ+r3Rxdbpyt4jXTaoyfGbdnnJ7daR+dEH6lxIvllob+Qfbrez6tj/IxqZUAU3Y0uKUuPErhzoJFRrYwkShq8tW5i/CaKPG7m5dfwxsbKo+YwNIUXZlbx8G0+rjgnjsemHz2vI78SOj/i5cyOIjefriElRkAvCazI9TNtSYDluYd70k9/VM7tE/1cc0ECz30aHHvGCpkZK4KRjB6Zh8LhGjpniHTJPHwRu9ensLtY5qfNMq/+FNoc+rl9DEiyn1nrG3/sbT2g0D1NINoMlWopWJWTFFXAj5HT4lrg8xl4ae86llYUU+VrnsxanQj94q30S7DSKcpEZoSOOKOESSvw54TrgAx2j8yOKi9exU/XWDMf5pTw4MrQ208WOfxkRh15K6RYtIxLa4Fb8XDbr413JPsrGTaRGweKOOoErplVv8dz/UAJAYHZm0MPn0saMEfo2Lg19KSsCLNIcmoEu3ZW4m/kUHXuQwLeeOGR/3zm4pMbNbx8fQQXPh3ei9qHGzzc3MPMg8O0PL3gyEhCzxQNdwwwclqqAZsYnH6RxQA5djefb6vijWUenP7jV0jR7VXYsqWCTl3jSU/QsK+eF7C/8uMWmR+3NP4iY6+T2bW9nNbt40iK0VBUcfjYa/fCle/4AT/RFhjaVqRFlIBJD9+uDbCjCWu126dKgJe1exqP2szeKNMjXeKagSLPzzvF6gWr/GtQBfwYEIF0QwQBBZINZhxNFO/uUREMjLfRNcpCltVIjMVHtPlwofYHoNojk1vtYUeNm3XldSwpdrCv9g8vNN2qZcV57Umxhrfed3ulj1YxEq1tWnb9qWXlh6e1RFBEHly7l6boxKzxFkSNzI1fehtcj352ewkFhanLQhfw4V10CKLIup2he+DXnRuNoNHw5bzGM6RcB6MUel3jS9NmLnHx5nVRjOooI2mCn1OoPDzXw8QeRm7ua/xdwEe30zKxt5HeiQaMihYAr+BndUUd769zMWO9t1kau4TK8x+W8GH3RKY+lMLwO/c169jPTi9k6ouJvPNQKqPvzWtwu8paGgyLh0NRVfDDyYhrvCTdO4tlHhut8J/RGn7cIv8+p6+icjKhCvgxcH+rbli0WmQFJqS15MIW6TyxcyOLK+p3D+J0BgbGxtHTFkVrqwWrTqZlDGj+5Oh5AwpGHbi9AWburWBtWR1Liu2UuhsXuH0OHzIymWEK+MoDbkZnGxmRYWLXhhoAxmVHkamPZIezim/zasIaD+D6ngbap8qszhX5alvDQts2VkO1T6E6jLLkZ/QIJrDNXx96SP+cwdGgKLz7beNL/GpdQYUMxQMHePtnPw+MVHh8vJWHPwg9bdntg6UFHk5LMbLhdhvpJj2SHPxK1ipe5h+wM2WVi/k5f99yppmL63hqdwUDBiUxoGPJERXZjoVP5jt4Jr+KYcOSSYjOp6Ty+M43f7PCw1tjdYzto+H/Pjn6tuW1cP9XAZ69UMOqSWpxF5WTE7U4cRMQgRfa92NMUjJ2b4DTl87ly8J9GDQaJrfvwVWprRkQlcg9WV14q9Ngvul1Fr/0G8OXPUfyUJt2jEmNIzvCSJpVj8ujYdbeSh5ck0ffOWtp++0qFhfWolF0eH0iX+ZVhiTeh6gL+Ik3hCfgP+UFs5T7tggKo0Ej8FiXDGTBzxULw09cM2nh2dE6fD6BCz5uWNDGdBYxCAJL88J7cPdqq0dRFH5YE7oHnt3SgqvWTUlF49fS6Vbwe7z06BQZ0tj/+diBDw0TTw/tfVgU4boRRlY/E8FpPRRkXYCWRiM1vgAzd1fT/6Mikp4t44KPHX+reB/i0of2gqIw48nMZh/7kVf2Imq1vDcptdnH/iuVtTIbKgxkmlx0zdQ2uv3L82VumRFAq4FF92nplXHcTVRRCQtVwMMkVqvnq15n0D82hkKXm0vW/IwbmRd2b+aKtUtwBwLckNGap9v1ZkxiJm0tUZhEiRKPi7qAjzy7zNjla+g6/2eqvD58ssi963cxc38xpZ5gGPW65Tup9QW4olU8naLMYdlX7PRi0oTRtQLIqfYRkKFddPCh9tagdLSKjvd2F1IeTgPqg8y81IrRIDP5Jz/lrobjvQ+doUNB4ZHvwktGa5Wqx1XrxRnGbkajRF1d6BnrPy0sITLWwmUjIhrd1h+AOVsEbJKPsUOMDW535TAjK56OoO5dE1MuCdA11kOpX8fbO/20nlJMxgvlXPtVHZuLTq4517U5XubNLyQxPYrHr45p1rE/nGen7HcvPLz7tik88HHwZfX5K00hbf/uUpmrpwfQiEERb590PK1TUQkPVcDDoEdEIu91GkWUTsvPpaVcvGYBNf4/5r33Oh1csuYXnL4ACgr3b1vOiBXfccaq73hpzwaskpY5JfvZ5giGpPPr3Bg14hEdybwy3LBsFwLw4aA2YX1Iu+0eBETa2MLzwqtcMi2sEj3jjAyJiaMyUMfk9aEnwh1ieJaW0zso5JVoeHpJw3Fxkw66xGsocinsCrP8elSUnsKS8PINdDoNLlfo3uztzxegBAI8dnNonuEd79hRBIHHxx4u4OOGGFj2ZATOqSbeuyxAj3gP5W4NU1bpyLjPR/otdu6eXkeR/eTu6nvpfwpx253ce0MmidHN+9iY9FLQC986qyvDe4QmrE1l4WYvJX4jA1O9WIyhld+dsUrm9k+DnvjKSVoMjTvvKionBFXAQ2RcUnueaj0IvSjx4s4dPLKj/l7f5V4P6+xVSKKAw+/Dh4xB1HBfy67kOR18WvhHnfQtNQ4EAfrHRh0xzvIyB1/vqyBKL/Fan1Yh27mhPCiag5PD89zzavwYJHhnYPBYE5eFHzoXBfjoMiOKLHDhR0fvmDXpzGDzj6mrwhNigw4EScQZZj90l9NHdFToLUQLy/xs2FBOWmYUvds33v6zsFxmY7GWljYv95xnYukTQdH+YLxMrwQ3VR4N76zR0fJBH6m3OLj9vVoOVJ1cnvbRcHsV7n5mNxq9lm/+l9GsY388385rU7ZjijAye2oPPnk8lRC77DaJ1+b70cgBHrww9O/IW4tlpiySMeoE7hqhPjZVTg7UOzEEnswezITkjnhkmbu2/8Ls8qOL2xcHRfqS5GDt8OFxySQaTLyweyNe5Y+H9rKy4Hrk/rHR9Y5z9297KHP5GJUazZCE0OZjlxUFQ4TdY8PzZDaWevE4zESJJn4uL2VNWRhZZQeZMsZCVITMR6sUtpYdXWBv7KslICg8Nz+8OV63F0qKnHRsa0EXRgrmlh12zJEm+ndqOMT9V+58Prh07qV7QvPCH/igFkUQeGZ0gD6Jbqq9Gqat05H9cIDkmx3c8nYt+eXNK9oJsVruvDqd95/vyJQn2nPm4OYNcf+ZaT842LaplK49ErhsWHh9yRvj/jdL6HfxaiqK7Jx/QUsK53WlbwgvTk1h2oLgvd0tI7yQ/cPfBCNrwQIvKip/P+qdeBRskp6POo+mly2RYk8d4zd+x466xrOYf6spR1YUss1B0R0Vn0ae08EG++H7LquoRFGgo83a4Fjjl+xAQeGF3lkh2by2zIWCQrYtdG8TYHFBHRpbNW5zOdctDn+5UIc4DVf0Eaiyi0z89ujed2oUWDQii/P8eJuQo/XBD3Y0WomHLgldRO5/eT+KovD+U9kh77N6m5v8vGq6dYsjKabxt4WfN3gpiG5NIDGJnk9Di5scTJxSy77S5s2u7pBt5r3JHchbNpTdy8/gqUmduPjcDCZcmsVXU/tRtGY4Zww6PkI++t48Al4/bzzaEqmZp6w37vaSetZGZszYRWSclV8+7c3Wme246LT6P2dJgm7tzEw4N56n78zgsxfacsPFiY0ep9wuExA1pMeE1xW+1g0ooFfX7qicJKgC3gAdLbF82Pkc4nRGVlQd4KrNc3AEQg/31vr9xOoMGEQN7a3RLKo4cMQ2XlnBFZBJMzXsaey0u1hdVkuMXkuXEBPa3LKfJGN4c+BLCtxYE2vIE5rWFmr2VWYEUeGKTxv33LNig7ddXlXT5n2f+tyB7Atw1VmNJ5gdYu0ON8uWFZGaGc11Y46csmiIx97MR9BoeO2+5JC2f/PLSoToSK6fEPq0Ryic3j+aWW91o3jtcFbPOY3LLsrEZtOzYWMF//nfZgadt5gxVy5nzrx8LBYdX73bh6H9Qj/PUKmqU1i+0YEhJorv3+6KLaL5J4Sve+YAw8b9xtb1xWS2juWj13pSvKAbc95ow/JPu7Lvlz5UrxmIfd0Qls/sxdtPtueuazM494xEXnm0Dd+83r7RY9TKEvGm8KIhtw8XEQSBrUUnd76Cyr8HgWCHRJU/cWFCG65L7QzA+wVb+Lx4e9hjTO96Gq3MViZu/JW3uwzmoe2r+LXyyKSwOYN7k2Ex0GHukgbH6hVj5Yth7VhWYufyJTsaPfbqi1qTZNST+tHmsGy2P2HlQJVA2xfDazs542ILF/aE79YLXPxZ4+ugbx8m8exIAw/Oc/PyL01bJrXqlXi6do6k4+W7yTkQ2oM4NlIk75d+uJ1e4of81mj50kOU/NINk0VHzIBVeENIZK9Z3hu/DDED68+TCAVRhHFjkrjmklS6dopCfzBzylnnZfW6Ct7+ZD+zF9TfWOb0/tF8M60vXq+f1D4Lfi8N2xQkCcaOSuKisxPp0TmK6BgjgiAQ8AcQLFEoskzh/mq+nrOfF9/OobwqvJ7jjZGeIPHyXcmMHJWBP6AgaQQ87gCVNV4Kiz3syXeRu8/Ftj1O9ha4+fyl9qQmm5m3uJTzbt3W4Lg7Xokk3eLDeG3ojV4KntMSZ4G4u3zYm285vIpKk1GDQX/h0ZYDGBCVjFcJ8OiupWx0NM0jrfF5EQSBKG3QEy731v+N3+WoI8tqpI3FzM7a+osu/1bhoNrjp0dMaCHjPIebFKOROKOGsjCSvarqBOIajubXy7jOei7oAUUVGi7+LLSCL1EHs3/Lj6HG9ORPa5jZxcaTV9oYOzm0RiLlNTIfztzH1eNb8dJdydzxQmjltd769AD339qayTcncs8rjWfmf/2ri8sGiVx1USrvf5kf0jEAzj0rlUvPTyctVqZTu0g0kgZFUaiucjN3QRGvTs9j9abGX65+Xl7Jc2/u5IHb2jH92U6MvW1jyDYcYnBvG5MfaEvnjtGIBzPKPC4fW7ZWMm9xGTNmF3LO6S0Yd1EG2a1juO2Wrtx6U2eKCmtYtPQAXduYyWihRxCC3d1+WVnNg5O3U1kTnsDvK/GT6zBzpiAwb4WDsbeuO+qLV+szf2P3/7N33tFRVV0ffu6dnjLpvZJACKGG3ntHwN5QbCgWLKCAoCjFjmBBRURFRWwIIh2k9xZ6SSAJSUgnPZNk6r3fH5FXkJSZJLzi9+ZZa1bWytx77pk7d84+Z5+9f/uPzgzu7UOfjnp2Hqn6fl02CEQ42//bGNoK/PQCOxJsjca7kZuGRhf6n7iIKpa0HkFPzyDyzBU8dGJdnY03gCT/qeb1Z062Va561IkrqNTP7uNX857lycIytEqRMOfa97ZP5VeOML0DHYtEv1QITloJ0c6twRC9yOd3qbFaBfp9Yb8CWZ6h8t54O9a9a1h1wERZiYmh3R2bcUyYm055cTmP3ReGp96+x3/WVzlYKkw8fId9bvQp7yYgCQqmPRZY43FqtciTj0SxZ+1AihJG8cPHbRnVz502Me6YjFa++j6J1v23EdxlKw9MPGmX8b7C7I+TyM8rZ/jgIJoE2xe4J4owZXw4F/f0Y8P3PWjb2ouMdAMLl5yn8/DteLbZRNfb9vP6h4mcT65g/uIkOg7Zik/z5UybsZ9zZ3LxD3Dl3tub0DpSjdUmY7bI+HooeHCEJ6m7ezLj+Si7PwPAuHtDeeZeXwwmgfueO2aX1+TO584A8MYL1QvP5BTLCLJMmK99G/mfjlEiyzITljVWJ2vk5qHRgANRTp58324kgVpn4opzGHtyDYXW+k2zbX/uTMh/ClerhKpv9dacSm3uDh7uNba3K7tydTskqPZ9zYM5lUvbTr6ORaLH50oIInQKss8xs328CyqVzIRfLaQU2e+mvfynAfdywpUnDQAAIABJREFUdiyI6O9s2FuCzlXDXT3sD9iTJJjxQRIKjZplb9oXGChJsGpjFk5uTjx9e+33PzffTFyKSJi7iXYx1+7Te3tpmPVyW07sGEb+6RHMmx5Fu+ZaCkokvl99mS6j92A1WxCQeW7WOS6mO54NcIVnXjmFKAhs/7lrtUbcz1vFs2ND2PlzFwpODeX1l1rh7a1l78Ecuo3cQfSAXbz01nnOXKjeXWI2y3zyzUW6DN+GT/PlyGodSQYPgrrtILj7DvRttzNpbgpmC0wfF8i6JZ3s6v/twwL46JVIzDaBvvcfwWqnIP+xc2UYjTbCgqqfuFzKr3xeKwuc1MzYbiKhniJ7EmUSHNQsqAsDfRrVYhqxj/95F/pw70ieDW+PAHyfcZalmacbpN0rK3DpT0OuEaue6WcZTVglmQiXmo1tQnHlXl2Ic+2pNXuyygGZVl72p0wBHLxk5YGuSoY0VXEwvea96WV3uRDsLfH7MYFvjzs22cn5U7TEy6V+BvyVb4q5Y4g3k+91Y/le+70ln63I56VHC+nTO5C2zdI5caH2/r8wL4M7RgYz5bEQPltZdeHyLrGezHkpms4xGoxmkEUDS+e3Yeq8i9wyOIjBvX3w9xQRkJEQSMm08vumLD7+Ip7cvL/6sHLtJe69qynj7w1g0U91KLv1J2u2XWb56lTuHBXGqW39sVps2GwSsgSiKKDWKBD+dI9Xuuor+On3ZF77ILHO++Zms0yFScDV9drndOF3KSz77RIHVnanf0dnJj0ewfzFyTW2tXBWNLIMA8ce48x5+z08AHkFJgL8qv+tpP5Z+rVZoJINcTVL+s2/R4FNkrn/ixsra+ul0rA4tjceChfKbHvYX1B1jEMjjVzhf3oFPr1JPyaEtUcUZGZf2Ndgxhv+MuDWP/9qa5A3LTBZ8KlF3inJUDnA+9sRXV5ulSmxWmjr4YLWgVSfn0+ZkCW4vXXNfZnRV/effe977Aha+zvJf+ZC+7nWz4BfzJHISC+jTQtXnBzLmuORVytz9Ze9bV+0eEGpxIFDl/EL0jOw01+TLbVa4PUXW5C6px/bv2lJz1YKDEYBtQpQa4mI9GL5Z7E8dKsv3u4KTl4w8vJ7ifi0Xk/rPht49a3j1xhvgMnvXkCy2Zg8vv6R7A+/dJr7nz7E4aOXyc4up7DQTInBQmGRibPnCtm8LYO5n5wjsvtmgrts46W3ztcr6A2gqMSKi/P1Q0tJqY3udx7AZBOYOSEMX6/qn+UJD4ej18ks/6OAIycdK9MKsPNQEUqlgi9mVZ02mJBRaYyb+tc8BE4dJuKmE1h+RCLbsdhOh+jk7sXPHQfjoXDhcMmlRuPdiF38TxpwH5UzX7e6ne6e/pRLVpzUFgb7BTfoNa640I22yj0zvbL6wSqlrAK1KKJXVu8QySw3I8syvnbqOH4VfxkFIrM6154Xe4USk8yZdJHmQVK1bvTv73Jh+lAFZRWiQ/veV3OpEGRkgvT1M+AAX64rQVQqePU+x/bCdx4r42hcDpFRXtwz0D6RnOfnVuaSv/tCKF1iPdm8rDv5h/vw8lhvPF1ldp2y0eeh0wR324Zn++18uFqNKrA357LdeejFk7g3X0334X+wYHE8xho05guKbRw+nENAkJ4e7e1PlauO1Vsu0+/eQ0QP2EXTPjuI6LmdyN476Hzrfm4bf4yZHyWRk9dw0eM5eaZqRXaKii1Mfi8ZlSizdknHatt44t5gJASen1m3SfX4mRcoLDLxwG2B9Opw/T08cbHy84Z51zwEvjhYgVWSGb/0xu19Px7ejPda9EKBgsWXTjDlzJEbdq1G/n/xP2fAe7tHsKjVSHzUGnbmZ3Dnsd8oMFno5+1PsKYeUVV/w/bnyrvCVjnTr8mAnygqQRCgr2/NgWxWScbLThWJecfyMMtW7o50TNDjqVXlIMOKB51RXvV0NPcWiZ/kxp0dIatAQfR7pQ7te/8dC+Bdzz1wgPdXGLCZrTw4xHFDd8/UJCSbjY9esU/cJTnTSlGhiRYtvf+z2s4vFXj7mzy8Ou1k6AP7OHz8L/f6tBlbMeFEZJuu/Lo6zaG+vfhWAgDvvdzcofNuBi6llyEgExlR9cRo8Q+pxCWYaN1EzVtTo69739dLTWSQiotZVkpK62Y4JQluffoUyLDyk1Z46q/93WQWSMiCSKB79c+gXgvuOjh0UabcMcVfuxCBBW26cn9Aa6xYee70Dn5Ir3lboZFGruZ/yoBPDOvJ5IguCMAHKYeYm1KZe/124lEEYFbzrg12LenPqHOLbMMqS3ioqvfx7v5TUrVbFZroV1NmlXC304BLwG8pBWgEJc+1sd+IH86w8uNh8PWwcXGqGxseciVlqp5jLzoR5mtj6xmBqPeLa6wyZg9lFhl3Tf0NuNkKR06V4uvvRKtQx6TBMi5bWbH6Em7eLrzxVPWeiqG9PNnzQyyX93fHw0tHUantP6vt8J7bmf3BOczmqu/HiuV7cdW78+ijXRzq27FzZaSlFNG2rQ8BPtdP/lqFKvlivCupH+jpEHFzhbIkJlcGXLZv51PtMYMfPESpUeD5BwJ48oGw//w/JFDLjp+6ICLz3qL6FeA+dMrAh0tScXZWcWpNR/QufysaJCjxdq7+OY7wAUEQyKij4FBNxLjrODK6NZ293CmwFXH7oY2cKnV8q6CR/23+Jwy4u1LHophbGeAdQr7ZzJNn1rGt4C898wNF2SQYSmnm4kIP95pTf+ylyFI5ZffTOJFjrCBIW32QWlxBEbIM0fqa87zTy0w4K0W7Iw9nHMhGQuLJGF97uw3AoysNLD8MXq4S/WJk3J3gXIbI7V+ZGfFdKdYGkPMuMMo4KYUGKVox5/tiBEFgzsP2ucKvZtwbaZjKjDz3SJNrqlP5eqpYNDuK3H3d+e2TlrSPcSE7z8Kcz1IJ7bf/utV2dbz00kokm5Vp00c63Lc3P0lEEEXmTav0ENzVTcPGaXoKPnXh6BQFD7c246O10qnZzVUe62x85X2Jia5+QlpeYWPEuGNYbTB/ahMKjvYjY39fzm3sRri/gr0nK/huRXq9+zL9wxSWLE/H01PLqdWdcNL+9cAZrCJumuof5pMZYJNkhrUWcXJM2LBGXm0XzJZRkfi4iLjojFiUxZTa/vm67438+/h/b8A76UP4stVoArU6Dhbm8ujpFeSYr9+7nRF/EAmY2iy2Qa57oawy4iXaxYN0o4FgXfXGWQIMVhuBNUiqApwuLEcQBHr522eoDFaZndnFuKvU3B7pmIv5wV8NeL5WSpM3ynB/vYQOn5Sw4ULD+RE3nLMhygIT+9d/9bj5mJnSIiMDuzjuRjdbZN7+LBmVTsPRX9rwzqRwTq7uSMq2Lowd7YdaJbB+ZwEd74wjctBB3lqUhtWBsTYvr5wjh84QHhFKbDv78siv8P3qHEqLyhk1KICyhU4sGwP9gkyAwJZ0Dfd9D05PlfP5prqnmt0Ijh6vDMBqWo0L/QqHTxQR2W8Pe09UUFQqoRArxXYemJLAwDEHG6w/z8xJ4uc1mfj66Di9phPe7pXPXEaJiItgqXYSKUnwxS4JF41A7gcqHu5ev+EyUKdm3+gYJrRzw2AUWZdcgRUbkS66//8DcSM3hJvL99bAPBncheG+EUgyfJ52nHV51UuiZpvL2HY5i0G+ATwW3JKv0s/U69qn/ixc0sTZlXRjGTGuNbvHM8uNROmdEak06FWxIjWPeyN9uDvcl+3Z9qmeTd6XyeHb3ZkW68/KJMfCaI1WyCq9MUq7s9ebebqLimkD1Hy0zVrvVf3qXSWMGeXLg/21LN12bVS3KEJUqJY2zXRER+iIDNER7K/Bz1uNp7saZ+dKkY6QUDeee0gPMiSmVfDRt+l8tcLxmuh/Z+qUX9m2qw3vz7uDAQM+dujcr35MY1J/GYOoZcVRMx9vMHI2vW7Bg/8tkpKLkREICa49piSv0MKgBxrOWFfHw9PPo1GL3DrYj8QtXRnz4hmOpdho4y4xuJ2GjUerTiV77kcbeQaZacMUfDFWgSTDd/vte1j1WhgWrmNoExfaejnhanHHWuZGfq4ICPTyAJA5WJpV7W++kUZq4v+lFrqzqOadqCE0cXahyGxh+vktpJlq319SIbK+6whEBG45tJ4KqX5urV09RpJRUc6q7BQmNGnFsAPrMdiqjvZ9u000t4b48fCBExzMr76vCbd3pMwi0X7NUbv7sXFkBG3cXRi96QKHc2+e1dpHd6sZ30HNzksWhnxScy5ubQR5iSQvj6DYqiEhG3y9NLjrVeiclChVSgTh2v12WZaRrDYqKqwUl1jIKzQjIxDT0he1YOFclpb2QzbVq09Xk5r2Dv4Bvvh4PU2JA1qcLs5K8ra2Ia1IR9TQvQ3WnxtN3sUxXM630KLjL/90V67hhbGBvDmpKYIosP9ALr3EZH49q+X++TVPiKMD4PhrKorKwf/Fa3/DHUIEejdVEBsiEu0vEOQJHs4yCkGgPMULc74HkmgltUhCKnfjoqGCc8UGDuaVsC+nmDJbo/lupG78v1uBt3bxZ0ZkH5yUIieK83k9cQtWO+e3FiS+TE1gQkQLXmvWmWkJ++rVlwKzCX+tjkxjpYpVkM6ZBEPVxnltRi63hvhxd0hgjQb8dGE57b1ciHbTEV9snzGefiCTtUOjeLtrAANXN3yUa6CTisxyx9OQnv/FzOAoBX1CVHx2n8zTP9bdRX9vn0rRGldfDzr4K7CarZSVWcjILCc3/0rhCyPnLpZzOrGCM8kVVbrCtVoFu1YOoHWIieGDQlj/h/1a5jXx0QcbeW/+ON56ayQTJiy3+zxDmZUT6VraBRkIC3YiNd3+4hv/JIYyCXf9zTe8fPhdJlv3F7HxyzZ07+aHzezBEOcUoGYDnl0qUFAu4KmDP55VE+4t4KMHJ63M1SKLsiRTbhTIKBBwsqnw1Bt58PcLrG3A7adGGrnC/6sV+NiA9twZ0BwZ+C7jNCtyHKvGdYUVHYbhrVHz0LHtpFTUXb3hnRZd6Onlx0unDzC3ZTfmJZ1gVXZKtcefGNoLg9VGjy3VTxx6+epZ2ieaHVnFPLwnwe6+HLijGSFOOrr+dpZLhoYJmOkb4MrHXZoiA21XHatTG05qSHzNCU+VwG8JVh76zuRwjfDFL7gzdrQPVquMUqXgg9VmXp5f9wjmyHA9p9Z0JD5T1aCr8NKyz7FarXi4TXDovLtGBLPsFQ++36Pi0Sn2e14aCqVSpEePUHr0CKNdbABNIz3x9XVCp1MiigKyLFNRYSX5YhEb1l9gyZKjrP1lMJGhWtzDlv3X+2svz44JYNYzoehsFSz6vZAX3r9EkJfI4HYaujZT0DpYJNRDxlNtQylZEQCbFUQFWC1QVCaQXgAJOTJH0yR2JdqIu/TXcPpafy3T+jrx1CoD3xxtNOCNNDz/Lwy4RlDyVrPBNHd1w2CxMePCNi5U5NW5vfZ6Hz5s1Z2U8nLGHv+jzu0M9w1lelQ7lmck08srgLOlhbyWUL1Iw0/d29PG3ZVhOw6RWl796vrk6A5oFQJRK+0XfBgR7sriXhHszi3knk2O5ST/HWelwNe9m9LRzRsEmbXZmUzcl1bnfbwAd4h7yQlPlYhRlvkmzsLLq8wY7VjUb3/flx4d3cnPq6DrM5mc+yWavDIFocNP1rE3lRzdNIToQAutRx4hKaVhJLi++eYBHnhoKE88toCvv3Zs37fiQAeS8rS0uuXGutGdnFTccktzBg5sSrt2/oSEuKLTKbl6B0KSoLTUTFGRibIyCxqtAm8vHXq9GkGoHFCkskJUthICWizHYGjYEqMNiZNW5OK6NrgpLZgT09BaTVz5qLIgYERJboWC5Dw4kWZj13ETu89bKbLD+TWoqZLVY/V8eaSCZ1ffPFtXjfz/4V9vwKOcfJjdrB8uSgXnSot59cJmTHL9V5iftupLa70bMxOOsi2/bm5UJbCtx0hyjBUcK86nm6cfow5trPaGD/b34aMOMWzMzGPiseqD6N5qH879kb7MiEthabL9GuBn7o3GTaWixU9nKLXUzdw+Fu3NlJgmKGUV2dZSHtt9gfiihqmv+PatKp7ppkaNgBWZTUlWnvvFREYVOwouOoFjiwIIC3Uh4UIpnZ7JwmiGHUta0a2JmXaPpXMuqe7u5uGDQlgxP5LNcTD64R11/1BX4evrQnrmJ6RevESzZjMcOjdjRw+cVBIePfY3SF8AXFzUDB8excCBTYmN9Sc4RI9Oq/iPsZZlKCoykZJSzJmzuRw6mM727cmkpVXtbtbrNTzwYCyjRjWnQzsvREHi/gd/Z9Om+uVz32iaBKnZ/mkEgSWZnMlTsvqQiR1nLOw+a8ZaDwE2rRIKZniw/5KVAV/e3IGHjfw7+Vcb8Lv92jAmqCUCsDwrgaVZDede9FJpWdFxCGU2GyMOra1zOz+070+Izpl3Lpzg5WaxPHp8BxfKqt9vixvSExGB2E27qz3GU60kblQsKQYT/Tbav9J8spUnr8WGsCL1Ms/uynToc0S7a/miR1OC1HokwcrH51NYcLru5VarQxTh1WFKnu6uxl0pIgsyx3NtPP+rmUMplZOOyACRgwuD0btr+WN3ASNm/OVtGdrLk9VzvFl1VOTuSfH16kv6oWG46Wz4dNpao/SpI+zbN5lOXVvTuf00jh23rx45wJ6futEprBy3vqcwmhyffLm4qLnllmgGDIikXTu/ao11UlIhBw6ms35dAnv31t1Tc9tt0XzzzW18+ulBpk/fVud2/lt0be3EtkWVqncDn0xg38mGiTUoft2Dy2USTd+3L2ukkUYc4V+ZfqhE5M1mgxkb3BKTTWJ6wrYGNd4A+RYj63LS0asUPB3Wps7tbM/LRBAE/NQ6bLJMH6+aSwVuz8lHqxQZEVC9+EqB2UpiiZFwFw1+dmqjA3x+ugCjZGVUqKfdX7yrSuT7fpGs69+OILUrpwz5dF4Xd0OMN1S6Z2evs+L/SjmPLK8gzSAR66Ng11M6zr+m4427tJxYEoarXsOCH7KvMd4AG3cXUGrTMDi2/uImn/2QiRIzc6Y2jDYAVKaUgcD78+5w6Ly4c2UIssSgXrVr27u4qLn33jYsXnwbhw8/SVb2FNLTX2TRohHcfXc0TZt5YDRaORKXzSefHmH48GW4u79NePh8BgxYwivT/6iX8Qb4449kZFkmNtZ+Lf5/kgOnyrnn5WQEATZ9FkV0uIPVcaqhsELC0+lfOcw28i/gX7cCD9O681bUINxUSi6WGXj5/CbKpBsTIKJEYF2XW1CJArce2kBJNSlgNaFXqljXZSiJZSUUWSz4aXTcf3RrtccHaTX80b8rCSVl3Lan+j3uu8J8mNu5CStT8ph02P7I8jld/Hgsyp8FZzN5O67mikevtQ/kwfBgRFlJga2MSYeS2J1tsPtaDUXncJEP71AT66dACHCBABeem5fFFxuqXiUtfac593SVue/tQlZsqntVJ1EUKDw+GJNVxLf9hjq383fSLr2Dn78vXh5PYjDY9+yOGhzIrzO9+GyjwAuz//K6XFlZDxwYSbt2/gQHu6K9amUtXbWyPngwnXVrE9i3r37G2V5ycydTWFhB8+af/Feu1xA8fpsXC6aGYjRJtLjjDFl59duO2zPelfaBSvSzChtEwbCRRq7mX2XAR3i34PGQdogCrM1N5ov0Gy8A8U7zHvTw9mRLfhqz4k/UqY1VnQbjrtIwL+kEU5rG8tjxHZyvwY3+R98uBDpp6LJ5L4YaNuHib+uIVZZptSrO7r6oRUga0wqjTaLZD2erPOaOCA9mtm2CE1osgpn5Z1P5Iv6fLW/45CAVH49zQjLLjHq/nM0nqh9YI0N1nP0ulLhLKro/WL8SsUs/7cmdvZU8+UYG3/58oV5tXWHSxL68N38cn3/6u90pZVqNSNGONiQaAzmQpKnaWEuVxjoxqYCDBzJYv/6/Z6yrIv7cM/j5u3D8UBIbNyezYOFJyssrv7fQYBf69Q2mUwd/Ylp4ExLihrunMwqlgo3rznH/wxv/K31UKmFgFzeG9XSnU0tnIoLUuDuLIEukZ5YTc995zPVYH8wdpmNCNx1TN5bx8b76aR000sjf+VcYcBF4NWIAndx9MUkybyfvIa6k/jrJNeGr1jE/phdhzjp0mgpEUaLntu2US47vhU6MaM0dgU347OJZHg9twc+ZSXyeWrXxBHi0SQiTYyL4Njmdd84lVXvcom7NGBLswbg959mSZX8hhMX9ghgR7M2MuDS+OvuXnndrTy2fdm9KkEqPLNhYk5XF5ANpWP/hJ2TqaDVvPOCExSLTZ0Yph5NqX8okrW1DoKsVj8HnMJrq/gF8vbVc3NGTS/kqovs03CrcnpQyvV7HhAl9uGVUSyIiPHAtiMMaUFm96+/Geu3aeA4caJic9Ybg7rtbsWjhMCRJQqEQEAQBWbIhSTKiQkS4KnlalmVMFUYK8srw9nVFpVHh7jmvwfqid1HQvb07HVu70TLKmfAgLQE+atxdRLDZ0MmVQZgyUGaUSc22oMZCVJCCvacq6PdU3YPw3LWQOc2D9BKJqHmN++CNNCw3vQH3U7vybtRgvDVq0isqmJqwgWLbjZ3J3hsQzRPhzVEKcLiwkNOGDCa2aMLytGzmxDu+onNXqlnTZQhpFWWkV5TRzNmNu4788Z+a4X9HBE4M602JxVpjTniEi5atQ9twurCMkVvtl351U4ucuaclJRYrMT+dw0OjYGGPCDq5eQECpwwFPLknieyKf77Awpv3a5hymw6jSabLyyWcTbfvcX39mTBeuUvD7J+MvPF5/Vahu1cNpEOkjZ4PnOLoibqnJ17Nt98+yJixQ3j80QUsWXKtJ2nQoBbMeXMEMTFeCIKMDJSW2EhMzGfn9tOsX59wUxnrq5kwoQvPPdsZP18tVhuMe3wtf/yRyIQn23L7rVGIokBJiYnLeeWcPJnL3gNZ7DuQhdlcOSmLOzCGiKZ+eHjPr1c/vD1ULH4rhj6d9Oj+Fg4hAxVmKCyx4R/gjCHfwPjX4tm0r+iayV7SyiiCfZT4DI2npKzu/u+t41zpHqpi+uYyPtjTuApvpOG4qQ14f89Ing3rhFIQ2JKXxkdpNzYH1l2pYX5ML5q5OlNhlXk38Thb8ysH/wP9BiAI0GVb9fvXNXElGn3O+aPMiOrI9HMH2V1Qvc72t13a0cnLjXv3HuVkcfUpKPtHtMNPp6LVyjjKJfsHmaUDQ+jv78ne7FJi9d6IspJcq4HnDyRy6PLNofb16TgtTwzRYqiQaDeplNQ8+x9VrUagcHMLMkqUNB1Zv5zwbh192bokhgMJCvrfWbfv/+/8PaVMqRR5dcYwHhvXGXf3SouTllbGd98e5tNPdmIw3NwD//gnO/Haq71wcVYgSXDgUDbPP7+e8+fzHWonK+0ZjEYLTaK+qHNfBvXw4tePY1ArobhM5lh8GfHJ5ZyML2X/sSLir0ovvHxsIGVlVsJ77riunc+mBjJupDsDJqSw+3jdfxPuWkid6oFShBfXl/H5wUZRl0YahptP6/BPpoT3oZdnIBZZ5t3k/ewpSrmh1xvtG8lzES1RiQIni0qYfG435Vdpoa/JzOaesAAeDm3CN2mOu9R+y0rh+chWtHL1JMdUwWj/8BoN+MfnL/J993Y83zyCxw5Vv/f+Q1IuL7YO5vmWQbx9yv5V2aS9mcTd7kkHVz9MmHnvTBLfODjYQmXaV4cQgR6RCi4VSKw43jCROkuf0XLbqBDKzRaaP5ZCroNaKkaTzIlLIrHBJpoEa7mYXvdc9f1Hcsks7kCXaAue7hoKiupvTHNzDcQdPkOHzjFs3f4cHToEoFDI2GwCO3akMmXyKs6drX8hlRuNk5OKPXseI7KJKzYb/LL8PC++tJGSkrrdI41ORUZVif/29kcn8vOHMSgVMPWDVD7+pmbvi8FgwdWl6oyFnILK7bIQPzVQdwNeZIQR35aydqwr84c7MyxKzR3LDI1BbY3Um5syv2G0dztaOgeRazQx/vSaG2q8XRQqFrbqz4tNWwEwN/EUz5zZfo3xBvjgQjxWCcaGh9XpOiuykrFKMv29g1ibk0IXDz8CNDXUCC8spshkpZOXW41f0sL4TGySzB3h3g7153KFjePmDFy9C5ly8rRdxtvTGR7ppmDpI2pOva6h6BMNpsUa9s9U8/6DCn5+XsXJ1zQEOV6W+xp+n6zjvn46RC8vzB5+DhvvK8z7PgcBmZlPh9avQ8DcL5IRZSvvvd6h3m0B3H5He/wCfLBZjXTu7I/BYOGjDw/g6z2DkSM+/1cYby8vHWdOP01kE1f2H8wmounHPP7E73U23lCpJa5zIDXy73w4IxqdGt79OrNW4w1QWGxBrVFU+V52fmXWSZBv/dc5e1KstP24mIwSicHN1GRMc6dn+E27fmrkX8JNacCHeLWlwqrmsbMruWwpu2HXGeQdym+dhtHKzZXzhjLuOLKJNblVp2SVSzb25RXirVXSz7v6HO3qkIDTJQW4qdScLS3EKkuM9g+v8Zx1mbmoRIEHwoOrPcYKXCwx46FS09aj9vKNV/PCH4UoNWZm9bq+1GmYJzzfT8mK8WrOv6HB8JmGnAUaFj+h5L7eAs1DwGQWiLsAy3bITFlq41A8tAiHpLkaZo90fHC6p5uSjEWujOiiJS3bwo69eTh7uNCxRc110qtj+cbLlMsaRnSp2/lXs+i7BMpsOu7o73jN8SsolSKz5owmJ+8Tfvl1EiGh/tgkBQqlJzHRb/PqK6sxOyoE/w+hVIoc2D8ODw81331/lqFDl1LUAJ6JrIwiAkM88fHW1en8bu302GSY/XH1wZ9Xk5tnQiEKaLXXD4WXcioNuJ9n/TUFAFKLJJrNK2bRoQpc1QKbH3Hl/eF1+5yNNAI3oQHvoo9AI6o4YUi9YdfQigo+iOnNjKhYFILAJ8nnGHdyC0XWmgegt+LPIsnwXLOoOl13yaUEBAHuDoxkX0EOw31DUQnVfwUfn7+IJMufknPXAAAgAElEQVSMCQ+67r27Q/1Y2bsdp0f0IkjthtbVwIzOjq3Ck4tsJBrKiXB2Yu6tajY8qyHlHQ0VizQkzdMwb6yC0V0FQn2hqAx2nYK3V9roMdOMepwJv0lGur5j4qFvzczfZqX7uyYeXmjFbIHptytIfltDjL9Qaz9GtFeQ8pkLy150xcdDwaYjRqKeNzB/aRYALz1Ys/hNTfxx3IJeYWRg95rrsdvDj+sL0IpGJj3VyqHzAgPd+GX5U5SULeaVV+9Cr3di7ZqDNG0ykddeWYlCoWLuvPvq3b//Jrt2Poqvj5aVv13g2WfXNVi7c+cfRFQoWPnzyDqdbzRJ1P7E/UVGjhEEgRYR109+07Iq96p9PRp2pfzC2gr6Li6mxCTzTFcdX99ZvSeukUZq4qYz4MO92iLLMr/kHLoh7ff0COL3TsPp6OFBankF98Zt5ues83adm2msIKG4nAgXLU2dXRy+dlxxHiUWCx3dvVmdfREPtYbeNSizlVitJJZWEOKkxU+rxkutZF77KE4M78Gs1tG0cNVTbDGzIj2DUquFniFatKIjwxfM2lOITW3m+SEqBrUHX3fIzIcNR+CVH220etmM9gkTwZNNDPjAxIw1Vg6mVh9MtuywDd8XTGyKgxA/OP6Gms/vr3oFM6CVggsfu7BqmitB3kp2nTQR+VQxI96pwGqDLUfKMJWW07e7YxOTq5n52SVk4JXHAuvcxhWmvRmHTVDx/EMhdh3ft19zDh15jZRLC7j9zh6Ul5uY+94q3Fye4NZRC0hNzWf+/I0YjRbuva9zvfv33+KHZXfSMsaDY8fzePTRVQ3a9rffx3PqWBpt2ofx43fDHD7/XHI5ogDD+9r3zKSkVxYZiWl2vQFPya5cgXu7V+1irw+H0iWi5hWRVyZxb2sNsQE33VDcyL+Am+qpEYFAjQdF1jLyrQ3rOlch8k50T95q0RG1KPJ1aiIPHt9MrtmxKkFzz1eW8Hy5eUyd+rEp9xJKUaSpsxuZxjJG+de8p/5VUhqCAMt7xrJ7UHeGBwQgyfBbRgb9th6gx+aDvHoiiUWnClEqZF7p6OdQf9YlmjBrS7CWiMRMMeH0pInI6SZGfmri3c1W4nMcT1IwWmDEJyZumWuhtAzGDRLJnqehZ2Tl5KJrM5Ez853Z+Lor4QFKDp4zEz2hmP6zy7mUf+31Dh3JQ+/tSsuIuklbnrlQRk6Fls5NQal0bHLzdwxlVnaftOHrXMGgPtd7Ra7w/AsDSUufzx9bXyW2fTOSkzMZ+8ACvD2eZtrUX69zk//80yG0WhUvTBxSr/79N5g9qz8jhjchM6uC/gO+uSHX6Dt4Odnp+Qwf2YoThx906Ny3PktGBqaOD7fr+AsXK4PTmoVfb8AN5RKyDJ76hjfgACUmGPurAUEQmNy70ZXeiOPcVAa8p3tzREHkWGnDus876P34vfMIenh5kWU08cDRrSxJtz9v+mpCdM4IopUuweCucvyHvTg1HkmWuSMwgtXZqbR38yFUV/1q3lutA2wE6aHAYmTm6XhiN+xl+vFEso1/paN8dPIyJovAmGjH92jf225GtIpM7enYHnptbDon4TPRxE+7ZbzcYctUNafed2b3W3qiQlQcTzQTO7GYnq+Vk5Rb9UTh05+yQRCYMrbumto/bjGgki08O6Z6o2svk2YdRUbgjSktr/m/Xq/ji8VjKSn7gnkfPIyfvye7dp2iY/vpRDd7mR+WVa8a+NKkH5EkmUkvDa13/24kDzzQluee7YChzEa37ouRpBuTgWq1SrSM/YaDe5MIb+rPe2/0sPvc+KRysvJtdGihw0lX+/B25kJlimZ4cNUGtMIsEx7QMHvgVbE9yYpNkmkb0BjQ1ojj3FQGvJd7c2Rk1ufXTbL074jA6826Mr9VV5yUIj9eSuGeoxvJMNVNz3tmizbMbBWFBLjpJGa0iXC4jXLJSnxpMT5qLWdL87FKEqP8rl+FK4HvOndkcsswBKUNjdbMx+eT+Tk1p8p2JWB9cjl6Hdwd6e5Qnz7cb6TMCHe1VaJs4CdCkmDKCjOJ6TIiCqLD1JxNsdB1ajGdppVzuhZhltV7SjGXVTCot0+d+/DmojQkQcETt3rWuY0rnEsoIjFXTeswK2HBLrRtF8LWHVO4XLCQR8cNBhm+/nIzPp5PMaDve5w4XntqX0lJBXv3XMDPT0//AXXz7NhDQKA7Dz/ak8VfPcL+QzNIy5hPcspcDh15nQWfPoivb/WTv169wljw0WCsNpl+/b9tkIC1mrBaJYbfugpjWQWPPNYepQMP5pe/ZqEQ4NUJtf8+zyWVIcsyQf5VBzpeuGTGw0VEq7bv2jFeKt7p7UWoq/2Te5tMg//uGvnf4KZ6bEI0npTbzBRa6y8k0tLFi1WdRjDQ1498k4XHju3ks7S6TQy0osjPnXtye4gvl402huw4gMEEI8NqTvGqjsWpZxEEeDC4OTsLshjqG4pa/KslH7WGP/r2pJOPM/GFJgZvPookwXMtaw7mmnEwE0mCF9s7vme8+KAZtQpmDWg4V55WBd8/qiR5tppIDwGbSo1Z70nbyWXEJdu/ejt6LA93Xz1RoXaOon+jxGDlXLaKCE8z/t71X03N/DABQZY4tvshjhx9i969W5OdXcDEF5agd3mCJx7/jpISx7ZmXnhuGbIMc9+/t9798/Z24YEHu7Fw0UPs3f8q6ZkfUGb8gpS0eSz64hHGPtST2Ngw9Hod3j6utGkbwhPj+3IxbR6TXrrejR8e7s7KFXeBAHffs8JhcZa6YrVKfP11HGqtlhkvd7L7vLlfXMQqwZiRtW8nWa0g2WR8vKreotl6pAxBgMdv9bLr2gPDnXg4IpAhTewLTFOKoBKhsOKm1dNq5CbmpjHgwRoPVKKSixX1L1M5OaIjn7XpiZtKyerMDG6PW09SRd3EISKcXNjcqy8t3LUcyTMwdPd2ckxGfk7OR6uCZ5pXn+JVHYf/DGZr7+7NmuwU3FRq+nlVBllFubqyoU9X/JwUrErN57Z9B0irMHEiz0SYXkmMW/UDQ3aFjZO5ViI8RGI8HEudenVLBWYLjO9aNyP5d2aPVpA3V83d7RSUmOGRZRa+OyGicnXikUGORd1+/ksOCAKTxzq2v381C365jCBLvP503fL4AdRqBW+9MYAFn4/B5hqMVijm6NHzDOw3h7DgSSz4qO4qbadPp3MxOY+WrQIJCbHPWLi7O3HXPZ1Z8OmD7NoznbSM+RgqviAj+yO+WjKORx/rTYeO4bi4aklPL+SPP07z9ptrGDzgPVx0T+Du+hR65ydx0T3BpBd+wGq18dbbd/He+/fg5KSmc+cwBgxozs4dj6BSCkyevI1t2+quC14XZsw+iNVi4aGxbe0+x2qF1GwLnq72DW8mkxV3t6ondu99l4skw4tj7JsUn75c6Zno4GffRHhCNw2CIHAs69+RPtjIzcVNI6U61r8HfTxasChjG4dK7C+PeTWROnfmxnTHR6ui0Gxl2rkDnDHUfbUwzC+QN1rFoBDh24sZfJB47j/vaUWBM7d3oMQkE7vG/mpgV3g2vBX3BEfwSfIZRvmHU2gx8UPmOT7r1AqlCPPOpvJ1Ssp/ju/q7cryQU3Zl1XBPTviq223h58zq0YHsTvNzO0bU6o9riqW3OHMfe2VTF5jYsGBuimXje0qMu8OJW4aAZNNZt5WGzPXVipaBXqKXFzdgnPnimn3uGPFaEqO9KC40EjIIMfv9RVKd7SizCLiP8gxadWwUD3vvz+MgYNboVRrsJiMpJ5LIMqrgPe+zmXWu3Xv09XcfU8Xli57gnVrT3D7rR//5/8uLloGDm5J795RtIsNIyLCBy8vF1QqBcKfpchkWcZkspKbW0JiYg5H41LZuf0cO3Yk2J1bHhLiyYnTs9FqwGYr+U+7VnMZgqhgy5YkHnn4V7tLoF6hXYyeB0cF0DJChyhChUkiK8/Cr5svs2XvtdryTjqRJ+705+6B7jQLFLHYQKd3QeUXytb9Ofz4azKrN2dSXl5zUaHTG7oS5q/CNXZ3rf1L3t0HvasK73Zbqnx/+8ImdG+tY/jENLYern377dIj0SDI9P8tiQuFVd/7YFcFs7t7M6KViJO+nOh5JWSU3BRDcSP/Im4aA/5u5N14qlwZH/8VdVEYnBDWjjuDwhCArbnZvJF4sE7tXGFqVEvuDwvAIsHUk6fZevl6Zawvu0UzONSFJ3dfZH2mYxOFKwVO4g3FbL2cwXORLdC7lCIDU44msCHn+usdHtUWXyeRmF9PUFaDDuPp+6Lwdoam3yRicECv0V0LGdPdKCiHkHccq5zUsyl885CKUDcRSZb55bjEuKVW/m47zi8NJSzMBa8h5zA44Dbc/VU0HboE0mLgblKzHa/LDrDusxgGxVjpNymHvUdr/3yDBkbwxpzBtGgdjiCKFOYV8sWivbzz7h5EUeDyqRGUlIuExDZcKlVu3ie4uGrYvy+RJk288fZxRa1WXmOozWYrly+XkpSUy7GjqezcEc+2rfEYjfXT2J43dwTPPD8Kq9VM3JELJCRcpqzMjIeHkv4DIvHwcKG8rII771jK7t0pNbbl66Xm1acjuLO3E14qQ7W52cVmFSolWCUBhQBOSiuCLCEjUGJRIQigVcpUqN3Q+vlUDlgyxCcZ6Hf7TgxlVRvIorhelJRJhPauvX5C3NruREW44hqzqcr3W0VoiPs2kjMpZto/mFhre1O7uDOxRTCyIFFgM2KVZNSiiEoUUQoCCkRUshIQUHuUUOGVTdCrN7fWfSM3JzdN6KO7ypkSa7nDRjdY68K8mF4E6tSUWCReiz9IXEnd3fAqQeSrDl1o5+lMgVHiocMHSa2oOqXt9eMXGRjSmsmtQxw24EVWM8VWCxFOrryan8kzzZogywKPHzzJgcKCKs/5Mj6XGR39md4mlFeOplTb9uenCpjZw5NXO/rx8oEs+/tkhG0XbAyKVnBbjJrfztZuEMK84KdxKtoHVQ7Re1Mk7vvKQnY19vHrNYXMfsGNV+7TM+1r+ycJX67IpkPXICaP9WPCe3UrJTt7UTqDPvLn1ceDGPZU9dd+cWI3JjzbC29/b2RZIjH+ErNm/sHva67VC9h2sJzBXVQMHxzG+s0Nkznx6YJNTHommm6dvLCJevLySklOvszxY2ns2hnP1i3nMBjqruteHT/9MIbb7u5PUf5lBg36kJMnr59AvvZaf16c3J/fVz9CbNv5pKZdfw/btnBl8evNaBtQgSDbMAtWdl5wYtHyHDbtyaW8wobeRUXntu788LI7eiczOeVqFCLYJLhYIrJqp4HPfsomr+ha49y1oyejBwdy6/AgWjR14d0ZrXnm5WPX9eHZsaFolLDtgH3bZoVFZoQa9BNOJ5u4kG6hZbiayCAVSRk1TyDfPVhEUqGFqR198NdoEZRglSVssoxRsmGWrFwylLL0XBHjB1np4SHTt6nIjsRGcfRGHEf+p1/uSif5qxbj5BdDhzl03vjQNvL2bqPlXd1Hy2837yGrEOvVj2Ctk7ytVz/55OCB8rJO3WWNWHt7v/drLafe3VG+L9zP4eu9Hd1Z3tNzlBzt7CZv7TZSXtt5SK3nXLgrVo6/I7bW49IfaS5ffCjK4T6FuQty+Rw3+dxEtxqP02uQv7lfIxs/Vsvmj9XymddVcmxI7e2rVcgVO1rIab+EO9y30riecsrG2j97Ta+szW1kw45W1/3f20snf7V4tJyXP1MuLX9PLip5U169aozcrKlHtW01jdDLhoTh8uE/bqlXn65+KZWiXJT+qJxx4bEGa7O217ChUbLRsli+mDxT1mqVNR778CPt5RLDm/Kp0xOv+X/zCBd537JY2bQzWjbtaC6f/q2DPP6+kGrb0aqRjduayQnLwhzu747f+siGpNHyjEkx1z+XLgq58EgvueRYL1nvorCrvZUL28llCcNkbw9Vtcfc0tNVNu+JkTd85PhzW9Orlb8gmz9Vy3FTNP+177vx9f/ndVMEsbV3DQfgfLl9q8UYZy9WdBjOAyFNMEkS084eYVrCXiz1cJp30QfwS5eeeGgU/Jyaw5jD+zDZUZ5z3L54LDaY0yEEX41jEc6bLlemGI3wDyOjogy9UoO6lrjC9anFuGjg3vCa06rWJJXhqoUxTe2XEPXUwrsD9EhGFQHeVgY0uz4VRinCJ7dpyHpLy/1dQUBgzLdWWs6ycMyOYmhmCxw7WYRfkAtRwY7l0Z85nY9PkDt+nnUX1li5qxw1Zh6/uzKiv1PHALZteZSklBncPaYHVquNLxduJdB/JqNuXcaFxMJq20pMLiExS0GLUJmQIMeV+arCapXYursQvZOZ0aOaN0ibNaFWK1j6/eNINitDh32C0Vjzfvk3S46yf18S4U18GDkymohQJ3Z8G8vJJSF0CCrjQoEzA1+6TKvb4lj0Y/UPxAcTfBBFgR+2OFapZtyYJnRs405Cchlz5p+95j0XZwXH13RBq4I3Pr9EiaHmffIruOlVyLJMQXH1K+u1e0q5XCTRN9YJvXPDDZuns2XOZwi0DpVp5l0/oaFG/ve4KQx4jHPlYBpXklLjcSpEZjfrxsK2PfHWqNiem8vIg+vYW5RRr+uPCWjFnOjuZBX7cCLHmTcTTtl97mWThRlxl1ApYP2g1ugU9t/SXflZSLJMRzcfjhTlIggCfb1rlvyccyINSYJna00py0KSYGL72iOafZ1EVtztTspEX0ZGaykxyeicrSy869qI9Jf7q8l7W8cT/SoLmexIFBGAYF/HJi7v/ViIIAjMHuuYPvnXv+UgiCJT6hGNPuuzVGRB5JVxoZw7O5GtO1+gY7fmZKZf5vlnfsDfbw4TX9xEebl9++xvfHAWAYn3ZzecFOqLL29HRuT1qTdeXnX5zw/i6u7Jgg9Wk5CQV/sJwNNPrUK2mlj0ahPOLg2jW1gZKSU6RrxSQKvb4th9pOotoKu5b5Ce8gobs5ZUP0GqintvrZSxHX7/X8FpTjqRd6c2I21ndwI8FfyyuZD3FqXY3WZUhAsmo5Xa5uvzf8xDIcK8F+quzV8V01dbEUSYOfzGCcY08v+Tm8KAh2i8kGSJTHP1e1YDvEJZ02UE/Xx9yTNZeOrEHl67sL9eq26AWc168UhocypsEhmmQpxFN54N7eJQGz+m5PBTYhG+ziJbBrdFbaceuQRcNhkJ0DqxLrey9GF/75rVwvJMVo7nmQjVK2hZQ0pZnsnGsWwLYe4irT2rTilr4aVk470+nJzgybA2IoVGmRc2lBD4fj77EkTC/SVua6VkTHsl2XN0zL5VQKmQ+WgzeE+v4N6vjcgCPNzdsVCKVfuNVJQYGdLLMcGZL1cXIJnNjB7oeDU4ACedgqnPRmPVOOPnqSYwyIO4gwkM6vsRLVp8wNdLjjvc5q+/J1Fs1DCkh2u9pVqvkJJaRGKKRNNwkfAwx+6RI4wYHsWQW3pw6WIKU6dtsPu8pKQC8rIv464xkmFw4s45xTQfefS6iPKa0GlELmY6HnR3+Fjl5OC7BZ0Z0N2TnT92JHd/D5673x+lWBnn8NDk03a31zXWDQ8PDSfO1h6PMW9ZHhUmmXsG1r0iXVWsPm1DkqBlYOMKvBHHuCkMuJvSCYOt6sAcD6WGRa3783rzWDSiyPeXLnJH3HrOltVPTMJJVPJ16+H09PIl02jkgePrmHRuIxVSOb09oujvGe5Qe1OPJrIupZQQvYIdQ9rZvRI/VVKAUhTQK1VYJIkWrrWvSt/401f9emzNda5fP1QZzPdGl2tlSIc20RL3mB+Hx3vRM0JEH1CB6FVGi08us/hopQDJ2B+MSDb44VElSx5W4OYss/yggO80I5PXmpBkKDDIpJcrae5uQ+1gOOQf+4pwdtMxorP9+eqSBPFn8wkIdcfbzf5Ht1mEM6uXdCXncH+eutsXm7MHgq2MVYt+pl//rzl4ONOxzv+N71ZmoRLMTH0+tl7tXM3Mtw8iIDHvnX4N1ubVqNUKvlta6TofcctCh88vK6+gwj+GyBFxrNlatTpgTRgqbIT4Ob7inPbWaRJTyunRzpk1n7emU4yOnAIbMxem49l5N29/dtGh9ha/0xqAl96sPjXzapZuLEarEpg9vu5eoL/jrgNBoM517xv53+UfN+BqQYlVtuGsUKMRrrUCDwfFsKLTUFq4VtbrvuvIZhalOZbDWxVhWjeWxd5CmLOOgwV5jD2xjlKbGSsSU89vREbiyZAehGgcm2k/dTCBtRdLCdYr2Dm0HS7K2vdqN+ZeQpZherP2aJQSns6mWr+UQ/mlZBskuvjrcKlBg/FAThlZJTJdg9ToVSJPxbqQ9IwfK+53o7kfnM6UuWVpEXPWW1AoZeaM+MtlfqlY5rc4AVGU2XFGpMnrJsYsM/J3z/IvR22IsszTAx0rNvLaN4XIsszU+x1zoy9dnYugUDBpTO0D6MjBARzb2Ifja7oysLMzhQaJOQvTcW+7BZMFRnatf51wgJnvHsGKivFjap5QOcLqtecpLlfRv6eHQzKi9rL85wdxcavddV7dI5ybW45CISLWsWunk0y4OitoE+m4cFDPUdvJyDUjqXXM/TaHyP77ePfzi1gd0EJ5/rEm5B4fTJMwF2w2mfMX7SueNGVBFiYLvHifF+52CsXUxqNdlAgC7E5qjEJvxDH+cQMeqvVCp9CgEJS8FjECgKZO7vzSfhiPhTfDKsm8ff4k405uIc/imDxlVfT0CGFRm4G4KBX8kJ7I9PM7r3k/y2RgQdpuBETeihqC0sFb9PShBFYkFePvIrJzaLtaC54cKMrFKFcQ4qJCwoa7RsRPW7th+SI+B4UI09vUbDQ+P1mAUm0j9QU/3h/ujI9rZapY7MJ8un6Ty45LJt7dYsZsFHio57Wf9b7vjegmmhi8qILsUrnK9ueuM9XJjX42zcrlLAMd27pVaySqYuHKfCSLhduHVO1GF0V49YVo0g8O5OcPYogKUXEuxcIdE04T2nUrb3+SgCTB6n1GXJRmxoyq/36m0Whj55EKvJxNDO5vX6lRe/jmh2SUooUZ03o2WJvgmOt8x4fBJH0XfN13lJ5RiiBAVFTd9OVf+6rSg/blFMe3QwxlVoaO2Y/ZKjPpiUgGO6CTf8+oQNIODuStKdFo1CLHzpSgVIr8uKC9XeeXG2VmLMpBpYSV74Y53PeqGNdTgSzDwj110zdo5H+Xf9yAt3cNwypLZJhy8Vf7sCjmVr5q1wd/rZo9eXnccmgtG/Icc4tVxyNBbXk9qjIwaM75w3yVXrU2+u7CNLYVxKMVdbzbfLDD15l45AJLEwrxdhLYOawdPrVEp5sFIxq1idW5SRhtNnJNtYs6LL6QTYUFbm9S9QrWSSnwYc8AXunmhWQTsUgy38dZCP0gl5G/5F2jECXJsOG4gJubxJ1trzXEtRWcuuJGj/awOWSIAX7cVIRSo+K50fZHcJstMknnCwhp4nFNNLCfj4Zln3Sk4Pggpj8ehN5JYON+A62G7qPjiF1s2H6tm3fq+0nIiLz8aMMEJL30+mFkBGZPbdMg7QHMfnM3JrOCp+90YtbEprRsVv9Id0dc54+N9KCLXyllJrD+LaD72PHK7ZlbR0XVqR87TxhJvGSibZSOZ293fE/54qUKbnn4MLIs88vCDkQ3rbmS3oAe3sTv6MfXc9vioVeyZmsuIZ230OuOfWRkVdCvhzfdO9jnDfrwp3wuZlnp0VrH4C71+05mDFHRNEDmSJJAXsNWUG7kf4B/1IArEOjq1owTpWmcMqShEq24KVzJN8o8e2of0xL2YpYbxq30ZlQfHghpSpnVxpOntrKrMK3G4xdeOky66TKhWl/GB3dw+HqvHE/iy3N5uGsFtg9tS6CuehfzkYJClCJ09fQkodSATa7Fav7JuispZU3+WoG4q0W+6BtE0sPNeKClK1YbLDhajP+8bMZvLKDIVHXbL640IUvw2i2Oa/v8eqxubvQ3fyhGttp4fLRjbvRla3IQ/o+9846uovre/mfm9pub3nsPNfTee0cEKUqRr4CKSBEQEVCxV8SCCiqiIiCCCEgvUpQqvQZCCwkhlfRy+3n/iJ2E3BRA3x/PWrNWVmZOmbkzZ5/dnq1QMPlBb9o082Tv6rZc2tWW/h1dMVoEHy5NxafpTwwYc5ArSaUXxrmebuJsioIYHyuhgVU3pcdfzOFyqoK6YRDoXz1lWc1mG4cOXEKvUzJldDiHfmzFr2tb8vSj4YQEVG7OjpjOtRqJDW8FsuBhgVWhpvesm33cCxedQAgYPLDyqW59pl/HbLYzZ4Iv745zjP/9r9h3OItxs06jVEjsXtmaiJCbgzrr1XLh8MZ2rF3UlCA/LXuPZFOz4y4eHHeEvIKSTeyD448CsPTDBg6P3X/6VQSw+EXHayEEukpM7qBk4UNq1j6q4dprGp6/T6KwWGLgwntMbPdQcdxVKtUGhhAmBHcjw5JBTWcDhRY7NqEl31bEk+e+q5YxDLKaV2M6UNfVmaTiYp48vZUiu2POMrUks6juQDSyhg+u7mJPjgOJzv/A07VDmFDXh0Iz9Np2moTCm4P1mrh58GXzhtjsdpYlXuPt8xcc6ttDreT4gFiu5du4f8cZ5rYJoGuoDoUCcosFH53I5r0TjkcGn5ylpWaInehnLVzNdvy18DBIpLyh5myWkoazK6ZGnPwiiBoxrgT3iSM917HNml4rkXGwHTY7KH6Lnruaauf1jy+y5AfHf6NBPX1Z+rwPPxyw8+CUytWH/yuGDIhi0RvRrNltZNhjO6vcH0CDOm78sqUPRw8ns2zFRQb18vtDU9x/NJsVG1L5YXMaGVnlR3SHhThz9vxbpKdcJyzi1VKvub+9C1+P1+Mkikkodqb38+mcTyy974N7h1Mjxp0WbZdy7lz5qWOloWlNNVvnBuOkV5BXYOWXE0WcumRiwdo8rt9wLI/7xak1ePrRCIQQnIov4MipXAx6Bc0buhPiX7LROR1fwKgpxzh7sXQu8xWfNEkrVyAAACAASURBVKR3Zz/emX+RF9937Ptb8lIwgzs78/GqbCa/d2sOi/mD1YxuB9JfVCarReLgZRjxtZmknLu2DN/Dfxh3VYBPCupGrHMQnhoTCcUFzLiwgYnB7alrCGVtxhFWpVetLni41pPZkd3RKxTYsPLQyW8r3EeI1oU5NfoigElxa0g1V9zONb5GENPq+1FsgT7bz3Ix/2at8GS3zkgS3LdnP1cKHS+nuqlbLer7KVBqzMgy3CgUvHPkBgvjKr6gDqyv5NvxMmsPyAz8omJ0nZfeciJQb8PwlPEmc+ut8HgvJ+Y9F8Fny64x/qNb5wS7GBS8NTWMwX0C0OnVFBfbOHrBzLTXznL8dOWqzWXuboxaKXBpfbRS7f+JlJP3o1UJPOv8iL08/4ODuHS4L17eToTGriInz0JIgJZBvfwY3Mef2BrOWK12duzL4rsNKazbnk5BGYU+Nn7TkvZNXckyaQmu/3f+dq1GYu2rAXQKK8QuKZm7TWbGp7emJO7QPpg1q+7nwMFUevReWen7Uyth8Sxferd2RqMukXBWq53e066x85hj72H/Hn7Mea4Ovl5qfqONxy5KONMnv3SGPb/e+nvQamWSD3ZBqZSIbLOTzOzyN0RKJWRsroVWLRH1QDzJGaUrBi5ayJijJr9I4s3NNvZcsnMx037PZH4P1YK7QgHnrXQWC2uNFkvrjhTTwzr98X+NpBRf1n5YfFV7pNDJZVMblnd0dI8Wy2JHiOWxI8TntQaJFfVGCLmSfXXxDBcr648QX8cOFAqkSvUxOipAJAxuIuIHNBF1XJ1uOn+ybzOxsUMjh/sLMajE6p5hImloA5E4oo44MzRKPBTtVuXfJXOOVhTO0whZqli7tx/SCvOHGjGxe8UpIQt/qiFSV0eUeT42Ri+2fVFXFJzsIIrOdBZZh9uKz16KEm7OjlFl3ur4eHYNYd4XKyaMKJv2s0LP4aXmovB8T/Hs5KpRvgKiXTN3sXtFC5F/rofIO9VVLJwVeNM1daIN4qWnokTc9raiKK6byDzaWSyeW0/06eQt1Ko/39V2LTxFYVw3kXmyhyi48oB4ZUa9P8490NFV5K70E9YVriL+qyARHaR2eI5xp0aJ7IwJwtdXXy3PL9xfKZ5+0E0Yd0SLzPURQqmsWHu1WhZd2nqLRrG3pgIu7Xj0oWBReL6n2PFtc4fbDO3uJkx7aotDX0WWeU3LMFlYPlGLhQ85/lzvHfcOB4+7M/DMkGFiXvQoMTWk003n+njVFovrjBKzwrtVqu8xAS3F8tiHxZK6w0VD5yAxIbiNWFn/YRGuLZvXurzjqdAWYmX9h8WbMV0r3cfwMD+RMKiJuPBAE9HQ3fmP/0c760XikCbi0xY1yu0jwkUl1vcOF0lD64trQxuKo4NqiH7hLtX2u7x7v1pYPleLGV0rtth4GSRhmqcRx166eXNS3rH9bT9h3ltXNI76Ow/3gz09xZn1TUTh6U6i6HQnkfBTCzFpuH+1voduLkph3N9AXNjYuFr602oVIu/8fSLhyP2V7mPSI6Hi8p4OouBcD1Fwroe4sLu9yNtRWxRsCBGyXHa75g1cxdznaoqrezuIorhuIvlAR/Hxy7VF6ybuYu2iFqIorpto18JLpMf1F7mXHhCRIXqxbU6gsKxwE6bvvcQrY3wqPNdhQ+uI3MwJYtmSvtX6u8x7ykuYd8WIVa/4VWu/5R0nt7QVBed6iJ4dvB1uc2RxlDDtqS2GdC190+ChR5g+UosrL1Uf33mjQIX4/mG92DdRLzY9qhfjWt7bHPxfPO5KENtY/744K9w4XZDOu4k7bjq/PvMsOdZ8augDqal3PM1EicxrkX3o6hVNvs3MlPg1HMu/Rq61JP3MS1X5iNEvrh3FjpVInT/eqrIZ0G6FJQmpTDmQiEqG7zvVoIWXKwB9g0oCeHallm0G7hPmzP4hoewfGkwDV1dktYUduUl0+DGetVeqjwHi+Q1mbBaJcR0r9mpk/h6N7lHxaPRXvskCSWL2SA/Uaok3JoeSuq81i+Y0ICzUmVNnsuj1yGHCOh/ggyWOV1dzBDl5Vo5egRA3c7VEeRuNNn4+Woy3wUTndrdm1fsrPNyUfP5mXW6c6Mrrz9bG21PD/sM3aH3/HqLb7+az1TfQSFZeGFV2ytTB47lMefUcke130+/RI2zclcHAXn5s+6YpUcEl+datGrtz8mQ6ClMeZ+a50jGkgEuFBmpOyOX5hRWv4rd02Rlycs306BqKwVB9VKAT3s8kJdNMnzbOdGuqq7Z+y8PAsUcQAha+7Xg2wf3TrmK3w/zpAShLiQHNKoKf4ySCvAUT21W9AOTT7TTsf1ZJvxZWGkfb6NzAygcj4MIsJ7T/mvqS93AncMcFeH/P1oRqQ8i1ZfNpyvoyr/swcScAE4I7ONSvp9KJT2oNIsrJg8tF2Tx5dgXp5pKAFa1csrAU2StXLzlS586ndQYgo+B4fgIZFsd91P/ED0npjNt7BVmGZR2i6eDrRksfF4SADdf+HnCmluHF5t5cHh3Okn6e1PSRSMqzka5ORedawH1RBq6ODebIaB8mNNVTHXwfRRb45ayEr5edthEVk8SrjttQCMETFYxG333KTH52EZ27BpP5azsmjYlCr1OyfksyMZ330GLIcXYdun00Vc9/lIgEvDU1vFr6m/biYQQSr84oP6q5cawLO5c35+r+LgztH4wQ8NWKRAKb/kTX4Yc4ca7kHZ65IB0LCsb3LX/zaLUKtu25waPPniaszS5e+iCeEH81QsAL48NpVc+p5MPXG9iS6kvNR65xJaXyOchz5h5CoZB4b07nSvdRGvpOv44Q8O2L/hVm+qss4q8UsWLdddxc1bw/u7ZDbZLSLHy6JhuDVmLRc6XzAAxaZMJslni9vwJDxT6PP3BfbRVJL+p540GB0SjT4107mgkmwp61sOWIkrBACz/8r3LKxT38N3FHg9haONekn1cnLMLEa1e/xiRuHQ3+TGgX6hpCWJtxmFXpZTOw1TME8ExYJ5SSzO7sy8y/tudv5ycEt6adRyTTzq8jwVix4gmdPMIYG9waCZnV6cdYluI4z/Kt0NnXnc/bRiJJYLSCTUDdNYcBiHJV83prbzqGq1EpBWaLxNZLZmbuSycxv2ShVStgQjM9I+o4E+qkQULGLtk4nV3Mx4fy+e5s5dNSGgTJ/PqCkkPnZFrPdTyYzcsgkfyGmjNZChrNdmyT07a+lrkT/agXpcWu0FKk0PHxsmRenp9YIWatquL6jsa4au24tjuO1Vr1T+L0z/cR5msnsu0O0tJvfhajhwTxzNhIAv1LtMuUtGLe/ewyC5aWHUW/cEYAI9vCxpPQ79ny6V9dDArmPRdF/56BKNVK8vJMbDuQx6dLrpKcVszhLV1RKGWimm8k04Eo9lsh+eoTaDUygWGfllvRrCJ4b7wnTw70JCnVROz/rlJU/aXQb4IsQ8rhruh1Cmp32kVSimODpm6qiZtBptHIS5y9fPP392wXFa8MkNh+SqLnfMe/zyhPmR9G6agZZkHYJDYdUzDmu2Iyi/7+nibM1uPnYcNliglzBQJJ7+G/jTtiqw/X+oo3wp8Qr4ePFd4qx3y2jgS09feuJ76NHSG+jR0hunqU7kN+OrSDWFn/YeGtqph/dkxQI7Gy/gixov4w0dI1qNqfSStvV3FpYBNxbVh9cXlkDbH+vmBxYniYyJ4YJnImhYkLo8LFjMZeQnkLvycg3DSSeL2Tszj/hJ/ImRQqciaFiYxJQWLDgx6iQ1jZvrG+MRrxWCOdcNPcHJh36WWdMC3QCA9dxe7p8tt6UTxPK5SKW1/3eD9XceWHKGHaW1eY9tYV8d+GC/MSJ3Huo6oH4lXmeG1KpDDvixXPPxleLf0NHRQtCs/3FIvnd/jjfwa9LD6YXUtkHOsiCs/3FPlxPcTuFc1Fi4aO3/ONVQHCsjFAHPssQIT7l167u3VDF7Hh01iRf6qzKIrrJtIPthOzxt4cpDdmWJgouPKA2LmqXZXvd8azLURu5gSx6POe1f7b/PCqnzDvihEZ6yJE/cg74+sd3MdPFJzrIQ6ube1wmx4tDMK0p7aIWxFd5jWXZmuE+WO16BAlO9TnI03UwvhhSZu9E/UizL3sdgsH6YTlE7VoHXrrmu73jv9/jjuigbsp9EwLGY6MksVp64grcjxX9z7vugz0aca5wmu8nrD1b+emhnaiqUsQJruNVy9v5UJxRql9zArvTAOXQEaeWu6QGV0GXo7uTA19ICa7kRnxm0ky3R4T7psNI3m4ng6da4mp1GaTOJtu5+X9mWy/VvE8kxAXmZltnekZ7oSrQgVIFNkt7LxWxJt78/HUy4xp6ETHID1Ov7kWbNh4fGs638f9qRU82UbF+yMlvvxJ4rHljmsL7zykZVJLweR18PG2v7fTquH1x715pK8nTgYVdrudA8fzmfR+Kicumjnxviu1PS3EPG3iStqdVSG0GomsnQ3ILJQJ6XqkWvpMO3U/aqWgTb+fmDOzJq2beaJQyJhMNtZuSWHa6+fIzHbcdC1JkL/Gn+xC8HMrSRNIyJQ4fcWMzdWL0CA9EaEG9L/ZaLNuFPHWgsvMW1K2tn50W2eiI10ZNnYfP25NrdL9XrnwGO5uGlauusAT47ditVYft/fc8Z48+UAJbev6PfmMfiudnILbyx2+f00rYmu6MObp4yxf79iz2Tk/nNaxOqZ+mMa8FTcXXGoQIPHrTBWZeRIBM2/9XQ2KVbPkMQmLWWbI51Y2nLv1u/LtcB0DW9mInmUlIfser/r/Bdx2Aa5EZlboSLSyji3Ze9mVU/Hc7nk1BuGqNPDq5fXEF2egl1W8HtUHf60zmeYino1fR7697I/hxchu1DH4MejE4nLHclaomVuzF25KFzIs2Uw9t4liB4lfKoM1HerR0EdNw9XHyLHYqlgc9e9o5Kdkeitn2gXp0Ul/DzAyY2VrYiGXsiyMb+COALw++PvGKu8DLXYBbk9V3Ix+OktB49/M6ME+CuZN8aNbS1eUKgVmk5XVO7KZ/GE6mX8hb3mgtZbvxkqsPq1i0Ft3vjTTtkX1aFdT0Gl8EnuPVi6v/K/YtKQ17Zq6IIRAkiQyMo3M+yqBdz+/Uqn+fN1lri31Y9InOaTkSrz8P1dqeFqQioowxTZHkmVyc4wcOpHDG58mcOBE6aQlf0VEqJ7jO7pTUGAhqOH6cmti3wqBgQb27h6Ku5sGi8XO6rWXmPrMDvLyqmae/x0dG2pZ+oI/Xu4qbDY7K3/KY+zc9NtmVg/00xK3owNGo42AZtsccum4Ocskr6+J3S7w7XmOIuPNy+u3I9UMbA7vb4Fpa0t/Nj1rqPhhnAJhhzZzLBxNLn9Du+UxPZ0aWNGNN1ONe6d7+Jfjtqr4U4MGizfCnxQP+XSsdB9ROi+xuM4j4qMag0WI1l18WWeo+K7ew2JWeDeHcrtfiOgqVtZ/WLjIt07jiNS5i2X1HhQr648Qz0W2v23PpKbBVbxWs4nY0Ly3ONipu/ipa4PbbmrpHqkWPw7xEIvvdxNtgv/ujlh0n5vImRQmWv3j/18N1wjL52rxSPOK5eNf+c2M3rGhRhz6IkyY9tQV5n2xIm1jjJg9yvOWqVDZX7uIwm+cKzRedR1NYl2EaV+s2Pl1/Ur34WJQiE9mR4vMIx1LzORHO4m0tU1E51YeVZ9ftEpYNgaIvs01onmULD4ZpRLWpXrx62ta0biG+pbP9VbHx683EAVXHhAL3qp67rpSKYuXZrcR168+IXIzJ4is9PFi7Q8DRHRU5VM4/3lMGOAiMtdHCPOuGFG4LUq884TnbXsn5j5fSxSe7ym+fKeew22eG+0jzHtqix/fDS39GcmI7DkaYfxQIwJdb3ZfTWlXcq74A63oEeP4t3dwkpMwzau+VLV7x7//uK0a+MO+3ailjybVnMoHyauq1NezYV2p4xSEUrYiAWvTz/JtmmOmzgd8YnnQvyFfJv/KxszS6/529AjlieA2SMisST/O0pRTVZpvaejs5c/jYXXxVDoDEjYseDkXcaYgjRH7q388RzGgloZF3fz5/OwNpm3L/+P/PgaJpDkqElJkarzkuJqz+RkdnYLs2EP9kbwMXEks5oXP01ixo3yN8JMnnHmslZWnv5d4f23lo/0riytbGuPnYsO7yykKCh0349ev6cScZ6Np0dQHWanAVGRi9aZkLu9IZmZLHW0XZnM0pWqWnFHtdHw6xYmstEI8DRIWq+DznVamfmPBUkWPQ/LxPjg7q2jUZSsXHSytWR7Gj2vE5EmN8fLUIgRcvJTL7Jf3smHjpWrpf9YIN54Z5olOq2D51hwefr3iaXCO4NqvnXF1VtG0zy+cu+TYs0lYUwN/TwUdn0xg38mb3+OhjRV8NUrBiQSJpu+UWA+bBSv49n8aQvytGIsV9P7Iws9XHH9nLj7nhJ+7HcPUqldtvIf/Bm5bGlk398bU0kdRbC9gXvLqKvf3fuJOCq0FKCXB/MT9DgtvgJ+zLwPQ3DW01POjAxsyLrgdAHMTdla78B4cEM7aZj2ZGdUKT6Uzl4ozefbcbnbnn8bdJZ8fkm4uFnEnsT7ehEDQ8h8FMtILBCcuKQgPtFPb99aviloJc4ZryF6go1OUDdQStrM5DJp4gZoPXXJIeAPMXFyAXZKZ2KP6coorggXf30AhbLw0McKh6x/u50PclpbsW9OWVi38yMgoYtZrJ/FouIPRM8/z4c+F5BjtTG5VufQeP4PMlFY6jjzhzryOBk4cNLP3vI2HPzHh90QxE7+quvAGGDP5EJIksWphy6p39hs++uQokTU+Z9BD6zgfn01UpCvLFvfiSvxjPDOteaVriQP4eqmxGrw4VhiCMbw5Pdp6ob1Nr8yYaSeQJFjxiWMlRwEGzSgplrT81dLTypYdsXEyQaJ+mGBUMwXrR+vZM11BsK+VLUeUBM40Vkh4A3i72sktlCrU5h7+27gtAryeUxgd3ZpjE1beS/oOezV4do12Kz9knkSWoI9PzQq1zbAUkmsxUtPJB73894TSV6M708MrFpPdxNRz69ife63Kc4WSBzs2rCabmvfh8ZBGGGQtx/OTGXZsI4+d+JlDOZm093PDbod1126P5uAozDbIt1mIcFHfdG7WWjOSBO8MuPkcQIC7xPeTdeTO1zKpvUCtEKw8qcDs6Y7ZIngopmK55DmFgmMpKoINZuqG3nlWine+SMCMiuHdyi5xqdfJvDcjkvRDHZj/dmOCQ1w4cSKDniP2E9FhD+8vTv7j2nyzYOERI/fXUhPh7vjn5meQeb+ngXMTPXils4GsIsG4tfl0mpvPgLlmlu21kVuNBopNO9M4cCidyAhXnno0qvo6BrZuS6B56yU0bLaYn3Ym4eqqZtb0ZqRde5KvF/XC34Hqbb5eap55PIqd33ck5dxQ4uMeZeYrPWnYtjYmowVXg5K3h1ediKc0bN6dycFj2USGGRg7PMShNofiitm4vxA/DwUvP+5b6jX9PjNjt8H8R1R0a2wlKU1Jm7ds9PmiiLwyqgaWhftqq9A72dgTX6Fm9/AfR7Wb0P1VHkwMGgxIfHL9e5JMpUeGVxZvR/cmysmdz5IOs/lG6ebw0tDHqzYjA5vwc9Yl5iXtva3BalMjY+nuHYECJXas/JKdxHsXT5Jv+3v/Z+5rgrNbMa8eTmVR3A2qIf240vhpuBeNPZ0IWZB40+KR8pYWN4PAdeKf+aXNoxS8/7CGxgE2JCHIsSiYv8vOy6tMWG3wy3s+BJusuBmthL6ZR24FAo26NVKzcbKCrRfU9Ho5txrv0jGs/qguvRtJ9J+ZwoZdf5Lr1IzQMXdGNG1a+qJQKTEbzWzYep2pb10kLbPsCGFfJ4m4iZ4sPm7kqU23tkTIEjzZTMcLHZ1QybDoqJGPfy3mUtbtj8p3MShJONIbSZKIabWRjMzqCT77J7RaJa+81IahQ2phMCgRAs7GZfHCy3vZvj0BAG8PNY8MCqFHl2Bqxfqj93QvKeVlt1OQcYPTJ1PYuDWJb35IIiffQt73gdjsAteB5efHVwYebkqu7O2M1SYIbLYdo7F8pUSrhvTNtVAqJEL6nScz5+bf8JUBGp6ZGMbpw1k0frrya2Xii3p8PW3UedHCxRv3Itj+r6BaBbhOVjMz5GGUkpqVGds4WuBYWb6KwFmhYWGdBwAYc2YV+TbHU5y+rvsgWlnFvMTdjAtphUpScaIgkVcv7a6Wubmr1HzRoCOuCgMWYWZjxmXmX4nDUkpN86YerqzqHoHepQBJBqtV4lS6lUVns1l2oWJkM9WBF9sbeKqBF5N3p/Hl8b/70F7qpWZmf3h7LZzLg9n3KwlxLtmMXM1X8uJqC0t/+bsAe3mkK9N665EuFPHYqiIWH60Y01f6Ilec1TacRxZUqLpZdSAmTM+pZVGcSFLQbMgxBvXw4oUJUYRHuiFJEjfSC/jkmwTeXpjkcNT2vN4GhtbTUuvDG6QXlv7JhbrJfHG/Cy2DVWyINzF9awFX7nA60JhhYbz3SiPOnsumea+dt328BwfXZPozzQkPdUGSIC+nCLVsQ+vs9KfAzrzBmZOpbNyayDerk7hRSurdwrEujBzgzox56cxZd3t8wC9MimL6uGg27Uxj4FjHqtc9PsCDeVP8OHDGSLvHL5d6zfWVoXj6aGnxyCWOXa6YEiFLcPApJxpEW1h7UMnAr+983Mg93D1UmwCXgRkhIzAonNmTe4QNWQero9tS8Xpkb2IM7lwoSmXGhe0Ot2vgHMDM8M5/lBuszmA1jSyzqkkPdLKWg7lJPBd36JaOg1frRTEs2pOnDl6kkb+KflHOBLmW5PqaLRLHUi18ejqLtQl3RgOt461g79BgNifl8uAPf99AaJWQ86EaSQZZAUKSOJysYNJiE4culS5dOzbQsOUNb5J/zuNMipU+X1VsYXnrEQNTO9l4cb3Mq9/d+bqLcesaE+Yrkyv0OLvpEXY7cXFZPDf3Ilv2VHyDFeWh4Ng4d97ZU8TLu25+FhHuMptGuGHQSEzdXMDyU5Vn0qsq9qxtT4N6Xrw3P47n3z57R8aMjnLn7Tfb07SRN87OGrIz8vhw7l6+XpVYqsD+JwxayPw+iPQ0CyGjb19MyeU9HfHx0tB+0D6OnHIs1fH08miig1Q88GwS6/fk33S+bW0V2xdEcj2xkPDhjnNkyBIcmepE3QgLB86qaPvR7flO2rvFUNMpkBRTNodyL5NiufMpnvdQOqrNB/5EQD8MChcuFSfcNuGtk1XMq9mfms7u2IWghpMfD/g67g8/nn+ddelnAIFVWNif4/jHUh4+qNsanaxjc+ZFZpYjvAGaebtgs8O6azeYfSiVBt9eoO7XV1h4vJCsYkGzICWLevqQPDqGNb3C6BrkXG1zLQ1nMmxYsVHP+0+iZj9n+G6MmhsfqFGoIMsks+aMgpCnzbSaXVSm8AbYf9aM2QKJFomOkUp8DRULrpm9tACbpGBsl7tTneG1z69hKTRi0CvZsDmRWh130nTAoUoJb4CLWTZ+PGfmsSY6nP4RbBXhLrP5YTe0KonuX+fcVeEN0GfEXgoKzDw1tiZLP2l6R8a8cDGb/gPX0LzNt1xPKcDdxxXXAB+HhDdAgREyMyy4ulawkk4FMXTCMQCWf+R4QFv/aVcRAhY9V3pxm1/OWti+6waBYc4896Dj3/mxp0uE9y+nlLdFeEfqfPgg5mEe9O1AA0M0PT2b8ULEEB4L7FDtY91D5VAtAnygV1uCNEHkWLNYmLqxOrq8CSFadz6tPZBArROHc9J45PQKbMLKQ/4N0ciOf7TfpB5lc+YZlJKKN2P60MOr6gE7o0JiiNb7kGzK4p2LZXO2/xUhBhXpRX8nbkkttjJ9/3XqLL1Ak6VXWXKqiAKzoE2IiuV9/UgaFcPybqG08i0/6KcySDVa8NOpaBUusf8ZNVfnqBnQHIxmeHeDndCpRga9X0xqTvlGG6NZsD/OhFuwGoUsMTC2YiHCRjPsv6rAV2umRc07H5G+5Mc0xPVrcPIIgyedISm16v7g9/YV4a6T+V/DP6tr/S681QqJ3t/kcDr97pNY5+RZqd9pK2npRfTrGULS0d50auN1R8ZOvl5A/SaLKS62MH5cI7y9teU3+g1ubkpy827v8ztwLIeffskgwE/HjHGRDrW5kGRm2dY83Awyn0wPKPWaQa9lYMw3MXO0H14u5W92J7XRUDvcwt4zKjrNr36z+YO+zXg6pB9qScPJggvMubqalem/YLIbaWiIxkkuPaj1Hu4sqizAW7vUprFzLGZ7Me8lrayOOd2EVq7hzInphV6hYEXqWV5P2Eah3cL3aSeRUTA5tEWF+vsi+RhzEnYgsDM6sCVTw1pVem51nN0YFlAHizDzxMlfHGvjakCjhONZZe+aE/LNTNqTTI1vLtBmeRKr4oox26BrpJp1AwJI+F8MX3cOpqFn9ZRaVMqQkm9F7WZk1wwVjaMgKV1i9OdWPCebeXaNFXMFY/x2njBRM1rDses2Hmuu/sN14SimLy5ZmN4ccXcqLH13wI5WsjK+b/VsmA5ft/JzgpkJLXQoZYj0UPwhvPss+XcI79+RlmEiqsVmlv9wBTc3DWsXt2P9N2V/J17uavp28eGJEaHc390XF0PlLSdms51nZ/2MUimzfEkfh9p0q6dC46Tk4JnbX+3koYnHMJltTB8XhZuLY/c55rVr5BUJHuntRoD3zW2KTPDMhykodSrWvFh+CeUZPRRYzDJ9Flav5u2i0PJa5CDauzXAKsy8l/Qj85N3csmYwY7sOH7OOQtItHSt3kyFe6gcqiTAZWR6e7ZFYOOD5O8xU/2UoyP8mjIlrDUCePvKLyxP/TN45LvUsxTbjTR1DUFZwVs5mJvM+LNrKLAV0cI1io9r970pxaw8aGSZd2q3ASRmndtHoc2x+x8YUpJWsj45s5wrS3Aux8hju64R+XU8XVdeY0N8ySLVJ0bL9sFBXBoZzaftlTOr4gAAIABJREFUg6jhWvFdcecwDdse9CFlbASNXN2wFKox5ito/aqFqOdNLP618kFUu44bkWWJX9IENbwVjGpSMU364HkLaUY1LUOtGHR3Pr/12a/ysEsyU/pUn7bx/v5igl0VPNlMx6YRriWa979MeP8VY6YepXn3rSQmFdChjT9LPioxqTet78qc52px8MfWZBzvRsL+Tiz/uDFznqvN0g8bcf1wF05ta0e7Zh6VGverxWe5dCmbxo38aNywfIEW5KmgINvCa9/f/niJomI7L74bj0ols+zDhg61sdvhqfdSUMiw/NXSU9EWbCoiPi6Hpk09uL952ZaH9hFKPD2sbD8pU1CN3paWLhG8GTUUD6UbCcZkpsR/Q3zR3+MJgrUugCC+qGq8+fdQPahyEFuMLggQxBcnl3ttRSADz0V0p4GLN3kWKzMvbOK6+eaArhEBsfT3qc/a9JN8fd0x8/U/x3klujMx+kDSzFmMjyu7Rvk/8Vn9dkTqvFmbfo4PL59xuN2Wzg2JdFETs/pglTLk2/g5MaGeF62CNOg1AiHgRgFsSihi7vF0EgtK9x/6G2Rmt3WlV6gzTpIGENywGVkRn0f32oK6QRKes/MoqnyJaAAUMiQuC2DvGSMuySYaBSrourCAEymO3/X0QU68dp+d+XuUTPj05gCg240Dc9xpHGCh4Qwjp69Wzwb1+Dh3Qt0U5BoFvZfkcOZfKrz/iYTDvfD00GLKL0CnLXFbCSHIybNwJr6AE2dzSU41EeinoWtbb6LDSywX237JpP+jhys8XtPGvmzbPIj4+CyatV5WrfdSHbj4cwf8fLTU6byLq8mOaf5xK6KJ8FfRZUICvxy/2fQd6afgzPIoEhMKiflf6ZwUSx7SM6StlXZv2tmfWPV3UgbGB3ellj4MsLMqfT/bs0sPXlzTpC8SEv0O/1jlce+h6qiyCT2++Fq1C29nhYaPaz1AAxdvrhYXMDbu+1KFN8C3188gsNPOI7xSY9mBWRd+ItGYjq/anYbOfg61ezS0BpE6b5JMWRUS3gBhBvVN/u/KYE9qIUO2XiV4UTzD1qeyN9GCs1ZiRKyeo8PDODMsmjdb+OOjUyBLMLGpEydGBXB6RASDwrxQyzLbU7NpvyqBmM+u8dyuPH5OKBEmfavB72yzwxebCunf2onPzljJNQo2jnKiQ4TjMQvvrCrEjJJhLe8Ow9SsJYVIwJxR1UMSEu0n4RVl4XCO8T8lvAHW/XgJm8mIJMG6bWk8MvU4HvW2EtTsJ7oPP8gzr5/jg0VXeOb1czTs+Qut+u8lOc1It3be/LKq4m6qQ0fSOH06g5gYD9q3LT0A7G7i5fcvIEkSk0Y5vvYMfb4kcPbrF0tnaCs2Cywm2y1N8y0iJSwmuVqEN8CrkYOppQ+nwFbAC5e/K1N4B2mccVMpuFh4Lwr934LbRqVaWUTpvFhQewA+ah17spOZfH4NxlsQrFixk2LKwV1pqLAJ/K94P2EfAGNDmpd7bTfvAB70r41FmHnSQb/376jv5oxaCUduOEYt6ig2J+XTb2MCAQvjGbM5nUPXrHjqJR5taODsyAhSHo9kdpMAArU64gsLmfjLNfw+SWDI6kxOp//5fE8l2zFm6/moq1eFmMPKwtsr8jh/zcK8yZ5M2GIio0Cw8REnXuqqQeWAHLfbYf1pCReFhYfaOx7QVF346biZTLOKDjECdRX3NLUCJXY8r0PW2Zm8rug/JbwB7MXFqGTB4NH7eHD8UVasT8FsLnsbejIunxrtd3EyLo9GdV358t36FR7zsSe3ATDv/c6VnvftwrIfkxFC0Kap426CY+eN7DxaRJCXghG93DDoJMb10rPtDR8yVodxZU0N1HoV2w6ULSR7LShmzOLq4QcY4tMMd6UbicbrTLv4LRmWstelwQE1SjZvaaXns9/Dnce/SoB3co/mjZjuaGQFi6+fZO5Vx4gkfslOACTu861R6bGTTHlcKk7FQ+lCS9egm85rZJnRITGsaNKV6ZEtEAiePbfXYb/37/jd/73uWvUy1P0V+1MLiM8xUWj+0zuSmGdh4fl0Ir64TMvFKSw9XTrZhQolmLRoFBJ7Rvqgr2IWV0GxYMCLmZgsgiWzvXn3lI2vj1qY3kHL9jFOuDkgk6cuKkBIEs8P1JR/8W3Awh1WlMLGCw9VPpWvXojMjuf1CKDTK8WcTvrvsWV5uJa8DCm3YJ0rDa0H7CU718IDPf1RVvB9Ons2i8OHUwgJceG+Po7x099piAo6IUe/eg0hYMFkb25srsH7M8No18YTpUrm0OEsRj2XwLC3s8psH59pZ9mxqmdF+Gvc6OBeD6sw887V8rOHWnv4YbbBrqzEKo99D9WDf40AH+nfjCdDmmMVglcu7WRthuP+7B/T4wFBe/ewKs1h7pW9gGBMcLM//tfHN5gvG3RgY7N+DA2IxVNpIMF4g4ePbeF4btkfWVlo8Vv+9/bUG1Wa6z+hlGFcXS8ODYnk9MgIhsc6oVVKbL5kouPKJJouS2T6jtxyOZY9tDLCqmTHFRPOagXbhlc9fSj+mpV2k9M5e9XCome80EfrGL2qiAYBClYMcypXE0/KsHM2Q0W0m4VI/4rn+coy+FQhjf7lb/OxSgrGdKrcbqZxuMz253QUmwUdXy7m3PW7yJlbBbi7lJggElMrJsDtdti4Mw2FQqJFQ/cKjztm7DaEEHy+oBuREbeXD6EimDEuCkmS2LnfsWDU35GcYaXIaENWSJw8mcubC5KIGXAe9z6XaTMljaW770w1sScDuwASX1z/CWs5Dr36zj54aZQcrcSadw+3D3eHJeMfGObXhH6+MeRaLDwTv+GWZpzSUGy3kmHJw1fthpOsotBeueirdEsRcYXXqeUUxBf1uhKi1yOjBARZ1gI2pyew5NpFTI7yZ5aCEGcVqdXg//4d7f2deLqRN00D1KiUArsdzqTbmH8yi+UXcyrcn0pR4mteeroYLyeJ+r4a3urszPSfqhZAdi3TRsen03n2QReeG+ZCo2g1T312g/n365nSVsNbu24dTvvCd0ZWPSnz0WMGer5UPjtdvSCY2VtJl1oyLpqSaE2bgFMpgt7vW0ivwO2YLbArXqJLtIWuDdVsq4D20zJaZv10HTcKBF1fLeZq5n9TeAMYnBQg7BQUV/ztLf6NO1yuaC4hkHA1j9feOMCMaU05uncIJqOVI4evM++z02zcdnu4z8vDkw+HMm1sJGazjVc/rDhltF4rc+SckVYTUm7D7MpHI+cQPFXupJjTOV5QPqHVqOA6CAGfXq14oPA93D7cdQ28m0ddOrjXo8iq4FhuRoWF9+/YkHEekJgSXrGc8H/ivYR92CgmSOuK0W5h242LPHRsI4MOb+WLxPgqCe/G7i6oFXA4s2rCMECv5KN2gVz+XzQ/3B9Ay2AVWUWCjw7nEbnoEu1/uFwp4Q2glEsWWJsduizNJM9s44lGznSPKDuVakwtT7b0isFdc2vt2GaH15bl0WtWBtEBSuo3cWL1aQvT2mlwKidTa+0BEynFarpEmZnav+y8cA8nODBLxeFZah5oIKNRwtFrgi3n7CTnCuoHSFx+Q037GhUTJE8vKkAArw53PCe8XU2ZTTN0pOWWaN7/ZeENoFHLCNvdMf3Pee8IwlyAzWzCZLTQul0Ey5f2IyPhf6z/rittW5afalYdCPTTcmhda96eVRubTfDI1OMUFFXsmXi5yUiSREZ29afdOoqBPiWxPvOv/eTQ9TWdXbhhtnK5uHLryj3cHtxVDby2UwADfZpjtdvIsJmJdY7g+XA9r1xxPJXrd/yYHs8Anzo0dA6hgbMvx/Mrx4ecbTWSZcvES3Jn3ImfSTJWX7DZA1XwfytleKKOF/+r7Uqou4wkQbFZYtPFYt44nMGZ7OohsKjtWSJJT2WYMFqh9/JMdo/wYWl/T+osSCOt8ObFqrGXnhidOzGuGg6ml88KtfO4iS+3FDKmp4FBz6bRv66K7jFKfjh96wWtxYx8zr3nxJsP2PBzMzB7WSFF/3AJnHlZjaceLmYKpq60sunk389P7qbgzfsVbJ2k4qmVVubvLH/xbRAiMagpWG1Qy9tGqJdUrjDuVk/B95O1XMmw0/11o0PsdXcDfq4wuoOSQA8ZL2cJTydw1YOLVsJJAzoVqBWglAXCs5iCzDtfaOd3XE8pJjhQR3CtpdSp6cozE2Pp3CmMdh0iadcxivycAjZtuswr7xzj6rXqZyd7aUo0k8dEIMsSx8/k0m/0YTKzK+6L7tS4JKMhOaOKeZpVgJvShXxbvkMKU12DN1qFxJ4b1ev2u4eq464JcHelngnB3QF4L3Ezl4rTeTmyHyFaP96KGshzF3/AUkFD88uXdjKnRm+ejWjPyFOrMNkrF+W77Pp5XoppyZjgOsy+UH287s29nbHZ4ac0x/1InQINTGnoRRP/EhO5zQ6n0mx8fOIG31+u/kInjby1WISNC9klz+54qpVZu3J4vaMbO0d4UXvBzbXLl17IooePP5+2iaTF2tMYbeULq4WbChjTy4BPgIpii6BpUPkCPPmGnQ4vF/PLbB2TO1mZ2FnP8RQVu85a2X3KQrS7BS89rD5pZ/D80vt6b6uNk0l2fhyv4oPBSmID7Yxb8ue1AW4wqJmCLnUV1AtV4Osuo1SWaOvCLrBYbWx/TkeXW5jDJ/ZQ8fYwNaeT7PR4o5gqGlxuG7yc4cq7GpT/MEYIwGoXWOwSRgvkGiG/WCLcfg2DXHpu8p2A7S/a/5lzuYwctwfYQ6N67sx6uiHt2oUy+KF6DHqwLimJWSz77jxvf3QGo7Hy0f4xEc6MeDCSds29aByjwGi0MenFsyxdW3nT/fOjvBFC8N7yu+NPDtF4IKEg0eiYItHXt4QydkPapds5rXuoBO6KAJeReT68P0pJ5rvUA8QXl7D6zLq0mmdCuxOtD+bdmAd57tIP5Nkc1ywvF+fwY/pp7vOJ5Z0a3ZgYt6lS89uTdR2jzUpTd8dywh1FsEFFSmH5i0mIk5bJtUJoFSQT5W9DCEjLF3x3Po+5x9MpuE2Fw3tFaPFQqzmQ8XeJ89GhIjqFaegarmdpfzeGrf67GW1PaiFrU6/Tzy+Qrb1q0m5dXLljHb1oIT3HRvv6WlLzLfg7O2bSPnLRituofKY/4MSYjkoa+Zlo7AdTO8nYjSqEVTB+ya03Aj/FCWq/YObQLDWPtpZ5qKGWApWEh7OEWi0h/eanNZsF1zJsHLtiZ/NJGysP2Yjyk9kyU1eqENeqYMEYDcPbqlhzyMr/5hspuP3MnpVGl7oKlBJsOwfvbLCQkClIuiHKLN968V0t/i53do5/Qxn+86Mns3ng4R0ADLk/lAljY6lbz5+nn2nNlCnNOXsqhXkLTvPt6gSHh+rUzo8P325NcLh3yfsgBIrLB6HYxqA2Sk6d0XDyYsVp0Mb2dycmRM2ZyyYuJN2eeuvloYNHLQCO5Cc4dH09Fw/MNjiaf/Pm/R7uLu6KD3xmWF+clToO5l5ke/bfSVDevrqFg3nn0Sl0vBk9mACNa4X6/ur6Ca4UpxOk8WRaeOU5zg9kp6CRlbT3qB4CiaYerqgUcPhG6eqYk0JmWu1Q9vVszM+9YhkQ4YqX0gljvo4DF5XELr3Ay4fTbpvwBni7vRcCwfhtN0fVDliZTWqhlb7RekY3uNkH/dTeaxzJzyRY7cKyzuUTWwgBe06baF1XQ1qBHe8KVCszW+CV5YWEPp6L7zgjIxYKPtunxJKjJveGyqEAtas3IGS6mb3xEnKyN65GHVn5gl2nLDy/zEiNpwrQ/6+QqKlGBn1k5oufbeQVw9Erdrq/Xoybk8T253TUCyn5hMJ9JHa/qGN4WxWzV5oY9P6/W3gD2H97lQ4n2Nl51s6V9LKFN4BK8WebuwGNSi63/vp3a67Spsd6/CIW8dabe0hJzqFOg0A+/bQnGVcf4YfFnWhcv+y8bW8vDdvX9GD1yvsJDvPkxJFExk/cQo8+K/np11wMGju9Who49FUk19bXYM5EP1ycHFtG60dreG+yHxaroO/Tdy8Vq55TKGDjYK5jGrWPRs1147/8Zf4/ijsuwB/2a02ozptk4w0WXt9d6jULk39h042jqCQVs8MHUEtfMU14+vlt5NsKaekazkC/WpWa56KkMwghGBpY+dzyv+L+4JIgm/X/8H8PDPFlY6f6nOrfmPF1ffDVyxzLMPH4L5eJXX2Mc+lQx9WFPb0a4Ka+fQaTdzq6E6DTsje1gMs5pa/inRZnYLUL3u3qRi2vm+cycOslUqz5tHTz4cWm/uWOueeUiQh/JWmFglo+igoXOwHIyhd8u9vIU5/nI1vhUrbjEsZogXDhhgA6vJ9L8MRiur5p5o31Vi7dQtn4XYg76ySOvqkn7VMnzs/VE+0rc/+cYl5bbalwbvDdwO/CWungKqCUSwIR7xZ0OgUWi2MTMBptvDb3FLWarqRuw29YvvQ4JqOFLj1qsHPrYBLPDmX+uy2J+S0tTa9X8MGbzYg/MYJmrcK5ciGNVh2+o12vjSxefpl9h26QnlqEJCuY+Ukq+04V4+EsM3GwB+mba3J8SSSj+padIvfsw54cWBiBLMHQF5JJzrg7AWwKZJwUTqSbsxxyUDZ19Ucpw8m8u+P/1slqmjhHo/53JEz963BHn0p7txq0datJkc3Ia1fW3vLaH9KPkWkuYIR/W6aE9uLL67vYl+sYA5AVwVNxm/i0Tj+G+jXiSlEOR/Iqlq6RbCok01JMhN4NrSxjrEL0Ofzp/96ZlkVjD2cm1gymha8TWlWJNno1z8ryyxl8cSkZ81/UnM5bT/JZq2i6+ruzvVsszdYfq7YUNAB3jcTnPb3pFOBMgc3CwDVlB/8l5dsZvS6br/t5sHWYF5HzUvknEVf3jXEcvK8eI0OCOZddfMto+O3HSnb1xVoFAS4yQ+qpWH6icoE999dTICGxP8HxhfH93gbcJC1rrmZz9HrF/KRHr9ipPbWQ4W1URPvLXM+ys3SvlcT/UKS55TdrjtrB1HqlfJc1cI0C0y2Y38pC0vUiHpu8Hybvp3Vzb2ZMaUDLlsEMG9GAYcPrYzVbUKiUSLJMcUERz07byZfLbtZOm9TWY7fZmbMsiznLslAqYdIQTx7t50GtUA0Lpvvz/mQ/rmeYyci2kZ5tRa+TaRWrR6eRMZrtjHn5Oj/+cveCIvw0LoBEitmxaPKOniWUrz9lXr2Nsyobz4eORJaU9PeysDhtE+eLqpe2+7+OOybAI7TeDPNrgw07r15e41CA2s85F8i2FjEhuBuPBHTEU2VgXaZjeYjZViMvXNzOa9HdmRHRgQlx60gxVSyifFNaAg8H12ZYYC2+SKoY3/k/EWJQYbQKjvZtgvtvlbWyigWrruTwftxV0k1lC67H9l3gg2YR3BfszbtNI5h8qGpUhhGuCh5t4EzXUCfCDRokZFKMJnp+f/0mgfxPrD5vpNPJQv5Xz8DJR/1Yd8HIrkQjPyUYMVoh3yLouz2OrV1jebVBBMsvHi2zr7hEKz8dM9Kts4Gje/L5qJ+OlDw7u69UPOhoRGMVCPj+mGMC3NcgMbKmG0XCzCM/VI7bOasAPtx89yKJqwrT7xq4gwJcUQ0auFQFm59aLZNfRoEeR7H3YAZ9hpTQsw68L4RRw2sSEuxMTq6JNesuM3f+2TLN9CEBWrJz/vRbW63w7tIbvLv0BgFeSl58zJehXQyEB6gJD+CPWIq8Qhsb9+Xy+Jsp5JWSxVEdaO9aj0CNN1eNqRwruEiRvXT/vJ+6xCWZbXGsaltdZw+sdjh+F/zf7d1ikSUVGZYMvFWePOJ3H8cKzvJdeumW2/+LuGMCfHxwNyRJ4svk3WRYHRekpwqSee3yWmaE9+U+76Z4qAx8nbLPobbnCm/w2bUDPB7Ukjk1ejDq9OoKRaYvTT7P8KBadPcOrbQAHxwYztDAKIqLLTgbirDYJXYkFfLhuSSOZTu+E5/062W6+HvQK8izwgI82lXDyBgvWnq7EKzToVDacHMvAtnO9WITHx3L4dPjjv8mEzbnMqSGAT+9msfqa3isvisCQaHFzq7EYt46kMu29Ay6e/vTyFvH0YyymaWmfZbDgQ99KQ7Qcj3TyKZRTqw7Z+X7kxaOp9i4dMNertbXOkymS6gaIcBNI4MDm8OP+rgg2xVM35VxV7XKuwnLb3ud33P/y4NCgsoGdIsq+hQ6tQ9Ao5I4E1d9ecjf/5jI9z865ot2M0hodUqOxpX+nVzPtPLY68nUCQ2lSU0dof0voFJJaNXyHQlW6+LeEllSUsepJr0822MRJm5YcrhuyuBsUQJxRSX36aUqcRnccJBvw02lJt9ydzj7O7g1Aux8nLwWL5ULj/n3paGhDtG6YBYkryGzAnLk/1fcMQF+puAaLdyiGO7XhsvFGWRYHBdeV01ZzLy4kpci+9PGrTYeKifeS9zmUNstmZeJ1HvQxaMmc2v24MmzGxwe14qd+MJsaji5E6J1JtHo2JxrGFx4PLQW9V18kVEihCAzV+abhGTmnK84a9PvWHctkyFhvoyO8uWLi+XnuTfy0vFp6yi8lDpKuMjs5NhMeOkExRYI+/IS1kooBH5OCrRqOJps5p1fc+gQoqWRr4Y6Xmr6RBroE+lEXpYT1gLIN9/64z91xcLYD7JYOMWDuASZb3YV0DNSQb/aJbSdhWbB7stWvj1uYc1ZC/9cSyI9ZTaNMiCAtHw70zqo2RB3ay3coIYugc7k2IwsPlaNBZXvMmq7q+kb4cLJTCObrpa/uJl+e0yOFJWBEkrayrwv1YFZTzdEAC+8duSujD+wgzOSJLGnlBKgf8Xy7Xk0raVj3APuvPB5xShWq4Ll6VsotBUTow+mhj4Ub5UHfmpf/NR+NHKORWDjcnEiQdqSegKJJsd82nYECgc3eNWJWvpgdLITicYkjHYz10yZvJjwNVOCH8BL5cmrkYPZm3eGb1KqL833v4g7FsT2Rcputt04hVZW8XLkQKJ0vhVqn2UtYtqF78i15lHbKZSXIvo5PPlPEg9zsSgVf7U7MyPaVGjcpdfikCSJ0SF1bnmdRpYZG1aTtc26syC2Mw1dAjHZrWxIjyfdkg/YqyS8AV4/mYhdCMbElB8g1jfUlZUd6uCl1HKmIIfJR84T/cMhGq45yb4bWWgUChp6Va6616r+JQF5Hx/JY8NFI9N25ND52zT85iUxcHUah6+bsRY5oTHk0y6i/F/pm+1F9Hk+E083JaNGeXLNV8vaTInll+xsuWyjjq+Cbx7Uc3ySgU6Rf0obNy3sf9IJlQxP/VjM6ztNtAhR0i781hIpylNBjtXCB4f+/ymL+FnHAHYNiODpht4s7hrM263L/75+94ErHDWhS3cniE2tlmncwIO0DBOnz9753OmaISpmPuILQvD9jlu/M5+vzUYIQb92d5az/UxRAgmmNLZmH2Ze8ipeSPic2VcWsCRtHScLz2K2m4nUheOq8CHDkkl8kWNEVxkmI06KO5+s1NuzBSBYlfFntUc7dtyVrr/9baWdWywf1ngIL5Xj7Ij/v+GO/jIr0n9ledp+FMhMC+1NU+eK1fA22q08c2EFyaZ0AjTevB09BK2DJUSfjd9OrrWAJi6hDPOv6/CY+3JSKbZZaepW+oLY3N2bz+q3ZVPz+xjiXxtnhZbzRRk8fXY3vQ5uZM6l03iqDORYq84MlWexcyqnAF+dmna+ZafXdQow8EHTGAAeP3iePlviWZOQw+8ZaB8cL9l9T27keBnE3zG0loFYf5mTKTZWnr/5nrYlGNEZPcAuo3QuYk4HL+r7/j/2zjo8inNt47+Z9U02unEXAgmBBHe3QqEtbYEa59So2+mpO3U5dTfKqVOjtEhbaJGiBYoTIRAl7slmfeb7YwOFEtkNCQS+c18XTZrdd+bd2Zn3eR+77/a/o5XbLfS+toT7P6zF5hQYO1zP5bP9mHV5AJo0Lz7Pd5HYLL3SiwfHu6RIt99mwKAReG2Dlff+sPPxdjulDRJ3j21btWxniZO4V8t4acOpEY3oarw0MpSZCb5UWZzcu6GEOquTK3v5Mz22bSNibk4nh/q652GJgnxCBORU4MmHB6EQYeFnJ7cB9gSp8Wo+eTiM0uU92fllMhHhepavq2L3obbD4RYbFFc66RHZDjfwKYADiYymAhaVr+aZ/IWE6RoI0jbxohvKY0dQaDahEF1a4KcKIiJGVSCNzgbK7H+lTMJUASgENQfMedya9Sm7G3PQiXqeTpzFYO+W9dXPdpzyrdWvNft5s8gV/p4XMZ5zAvp4NF4CHjv0A/tMefgqDbzQ4xIClK1zYx877o6M5dhlOxeFpDE50H1pwk01xWhEJeObKzJ9lSru69GXFUOm8WyvUfTQG6l3mPmseC9TNv/IDbvWs73OZSR7G/wQUZDZ2DltGPdtPwQyvDusB4mGEz3oML2K94b3BGQuXbefX4pO9Bg2llgwOZyMCPds56oW4eXJvjgluHhxyyxON6caCVMa2N5QxdW/lCAgsuKSYLzdWM/qm2T+83UDY/9dTsisYmIuL+byZyrZk+dg7oW+CMleLDvg4OEJWgrvNxDhK/Ljfjv3rnCFwa0OeG29jUlJSvqFn3aa/1OCewcYuaKnH9UWB4MWHWRBRi3nLc1DkuG9cRFEeLW+edpbKNPkEJiSDLYPNdg+1GD9UIPlAw3mDzSY3tfS8J6Wune11LyjdTG2daTX7yQQH2vguiuTaLJIvPDqrk47ro8OIvwFvI/Z66Ulqvn8sTDKVvRi+6e9mD0tGC+dgo3ba5lzTw4z73OvAnrVNhNKhcAFo707bb4ni1ujx+KrlllauY86D8ixDphc1LlpvqeGax5gmE8vQGSv6fhOgME+rpbevY25OJF4vXANX5VvwEtp46mUQTyeOAWD4vRIDp8unJZVbldjAc/kLcEhO7koZDBXhHpOuPJKwSrW1exFK2p4OnEWMZr2vck6p417sn5CQuKGqKEM8mmLiK1sAAAgAElEQVQ/FA1/9YRfE53Mp/3H8f2g6UwxJqISlWyrL+LaXau4YOvPfJCfjV0+PsZ4TrDL6P9W2TntD5l1Fl7JKEIjiqyY1IfL44KOe/37iT1RyAoe3XWIP9rgJf/9sAm9UsGocJ3b5/54ejB6Dby62URpC4xyviqRf/WKxinYuWr1IZZmW3lzdzVeooo1/whq4Yhto7jKyVdrzcx4uJJJ95bj76Ng9HRfDjVJeGsF/ihyMPuz473o97fYqDHL7XrhZwOuTfHj3+lGmhwyo749RGNzgnp/jY37N5WiFOGn82PbfMhHPGllVRZsK4Cdh2F/KeRUCuRXC5TUQZUJ6i3N3rpaTWSYmi6kIzgBPyyagijAdbetx9aBFrLW8PIcLw7eY6DyMR8sz/hgfiWAzQt7ctGUYHQakXVba5l1Vw6GcfsZf2sB3//uXtU2wFvfusL8V03367T5niwG+YVTY7PzVVnrXSEtYXNtMbIMF4YmdNHMTkRI81r+95axRH0EIPNnQ87Rv62sysSpqECvtpPuE8D7vWcSoHR/TTvTcdq64/MsVTx48Csei7+IMf4pBKoMvFr4s0fH+KR0M9V2ExcED+bB+PN5o/AXdje2bSjzLfXMz/mVxxIncl/8WO7NWkFOGwo70Vofrop0RQlCNd6IgkyZrZ6vinP4rqT93sh03yBAYm1l58kGvpZRTKHJyvMD43myfzzzeoZxw6Zs7uwbSrDKi7WV5XxyoO1c4YvbqzgnxsDDQ4KYvLj9StwhYRqm9VRRUgePbWj5en00Lg6FrOLZjIM02F3x+gd/bWRIuIZBRm/en+HDvB87lndes8vKyDvK2PCCH9FGBeW1EuPfO3FRbbDCu5ts3DNWTVKQSHbFaWQe6UJclODD08NCsUsyExYfotx8/Ibqo4xaRoV7MSPOhy/OiWLOTy1LRu4tlJn6vHuFfNZ3BVSBWi4freaj37q+svrZ+YOIidRRUGQiLdWPlCQfbA4Ju03C7pAoKjbx44qOcbMv3W3DV6dBowStUmDAWCM6tYYLb8tg2Wb3jXVL2JFtxWyVGJbaPQyJChG1KJBl8Vw7Iddcx776Bnr7GBgXEM3q6q5nkGtsTjeGqH3JaPZBlM1hdatkwc7x9/rCwgyeTOlHib2SEGUQ8xMnc2tm2zwjZwsEXNoFpw1aUcn8+IsIUBk4bKni8dwlSB5SlQz1jeea8LGAwGcl61hT236ubIx/NLfHjMIhO7hl/4+U2//yVnWiksvCU5gcFE2QRo0gQINd4teqXD4ryqTS7n7l8sqh59PotDJz608efSZ3YNQoeWdYD/oHGo5+izVOMwOW7HFr/LZL44j2VjP8q0Pk1LXdX5tzQwTBBhcb27ayExfvSZEG3huSzGF7AyN/OJ4LXSlC9k2hBKrU3L66nIU7O0bLOLKXgt8e1WOxQfSNDdS2EmAweglk3+PN17vtXP/t2UcBeW6MNwsmRiLJMO3HPHZUtP4Zt89JIMpbxWN/lPPWno4XgClFaHpFQ6NBQ2kDpN5R3y6t6bF45bEU5l0aw7R/bmHt5vbn8faTqVx2eW9Eddu5F4dDYn9WDYu+zWXJ8nzyCztWa7Lz8yR6JBjwGtI5Ve5r34phaG8d8RfnnDbWtWPxaZ/LEYDr9n2NSfJs82VU6Vg0YApNTonzt/7QqURSLSFMFcDtUbNxedv7KbXXMsY3HS+Fgd9rt7Gs+o8TxqwcNh1Zhr01AnF6A//Y/S0NzrOnw6Q1nPZEoUVycH/OIvLNFURoA3kucQ560bMCkM11h3gpfzmSLHF52GguDO7X7pi1NQV8UrwNpaDkleRz8RJVjAuI4Z3Uyfw46DyuiEokQK1md30d9+zfxHnbvufV3F0eGe+e3r6IKMnopPz331FpdXDxmgzmbchCksEpKVFL7dcDHMF968sQBHh7QtuphCdG+hPiAz9k2lo03iLwypB4EGT+ufZEBiuHBGM/KceBxMvj3Stq+zt89LD8Addnm/5cU6vGG6DSJPPRNhuX9VMR5WaB1pmC1EANH06MRJbhouX5bRpvgHOW5GJ1yjw6OJh+QR3rOgCXchlAVq6NpHAF796g75J0uFol8NFD4Vx2WTJ11Y3cdvfvXDFvDVfeuI7rb1/PrXdt4t8PbOG+R7fy8RcHqKyy0CclgKceGcjezRdRX3QFDYfnUl90Bfl7Z3HtP3q4dV6FKHSqK/PFynoEAW65uHV61VOJRSW70YgiT/eY7vHYSruZH0oL8VGJ3JMwpAtmdzxK7NUsKl+JDPQ39GFawCi8FN7kWQpaNN4AW6or8VYJ7GooRBTgwuC+XT7P7oBuQTArAU/mLeHmyAmkG2J5NvESnjj0nUeELxlNpczP/Y6H4s5namB/AlTefHD49zbHLC7PIl7vzwi/BD5PvwhvlQ1BgMNmC0vLc/m2JBPHSTzV00KO0BB2Lf3fVQlRKESBSrMdX5XK7XGrCps4VGcjzajjokQD3+ac2Oce7qXgliF6TBa4elnLhWsvDo9Ej5bFxUUcrGt5d19QJ7E4t5ZZST4su1ND38cdVHsQqdz4lBd6NTz1nY11+9svhX5lnY3rhqi5fZSau5aePTvxhRMjEYErVhaysbT9KvoKi8QVvxTxzbRols2IJeWzLGqtnt/TxuZ6x5xCBysyzTwyW0efGAX3fWxmzb72PcwjpSFKRetWP9yo5Mv5YQztrcNemkP86J043BDvMQaoueHqXqSm+OPvq8HhlPD1UdM72Z+Xnh5CgL+G51/d2+YxFAoBuRMZfRYsreHVO4KZMdLA/W+7J9vZlfixcg+p3mEM9AvhtqixvFa4xqPxr+ZtZ0xgOFOCw/im2K/NtGNnYEfjQXY0HmSAIRFfhRf7TQWU2lvXot9UU8r44CCUChsOSWZEQDT/LdnapXPsDjjtIfS/Y07IECb6p+JA4j/5yzho9ozCz0eh5YmEC9Er9OQ0FfFc/omha72o5IqIVCYGRWFUq7A6lJgdaqyymdv2L6fC3jntRZ/0H0+42pcpmxfTVUG00cH+LByZREGjHaskEeulp+cS95jqAGIMSrZckoBdkuj53wM0/W2iG+aG0SdU5Nofavkq60SL28NXzS+T0jDJNlK/bb1K+PmpOm4do8ChlNGGyhSXyyTcZW6XGESvgS3PeJEcLrLxgMToh923+u9dpOXiviqSnm+k0tStbvMOwV8tkjU3iX3VVsYtznVrTHqglpdGhdHHqEWWZRoEK8M/z6esybNA6JgkWHmrhp+yJBZslBjbV8UlozQYfUVKqpwcLHGytxiKzVoUCpdHqxQFlEoXBevowQGk9g9n1TYTpRVWFEoRlUJAEMDU5EThNHNhfwmFAEs2mbn03BDCJ++iqq7jfWtBRi37t8xEEASM8Z+3+d6sb5MJD9VhGOFZkVdbOPh1AuFBSnRjszrtmCcDEXgreTZGtYa3Cv/gt2rP5pVmCObV1OGUWmxcssP9VrRTgRC1jsVDJrK6vAKVHEiSly9X7VlMjePsaBVtDQrgsdM9iWOxz3SYJqeVPt7RjPBLotRaS7GbxPsAVtnBr1X7GOYXR4Q2mGG+sayvPYATiUnGOO6LH8xNcX3o6+uPWlSwu76GV/O2E6H1IkjlR09vf1ZVubc4toebYvpS7zTzRbF7sn2eQgQWj+2DRiEwZ+0+LogMRq0QeTvb/cKeOpuERgEjw70ZHKLly+y/iswuT/bm6v46dhY7uWt1y7vfH6Yk4SNquGlLNrn1LXvfF/VW8dx5KuqbBJKeMhHnLzI0RWRqioIP1rW+tekRJrDvJQNRAQKbcyTGPGrySOUrq1Li5mFq7BKsPXR66CA7E+fGGJgR78NXOXWsPdz2RmZ4qI4vpkRzR3ogwXolh+ptbKuuI8Vg4Kq+BpYcqqfG4v7F7B0GF43QkJysZ/YoDYOTVOi1Lm/aoBeJDlbQJ0bJpBSZsUkyo3vIjEyUGB4vMSxOIlxtwipqSOgbSd8UP1J7+ZLS05fkJF/SevuRmqhH72hE5aWnZ6IPChGCAlUs+72uw8puTU0O+vb2JzUlgI1bysgv/OuaabUi3noFvj5KjP4qrr4wGL1W5OuV1fh6i3jpFHhpRNQqAZVKQCG6PB1P8v4pcRoG9NSRmWdlf97p0f4+FiIioWofEr38GRzgy0FTrUf6EGU2E4l6I719DYiSih3dSB88TOPFzPAY9tXXs6aqmKH+EShQ82fD2S1+0i1C6H/HrzX7qbabuCFyAtdFjCegfAu/VLcdAjsWdiTuzfmGB2PPJVYXxpu95hLuXYdO6VJTKjJb+KH0EEvKso6GyLfXl/J2yrkk6cN4pdcU7sr85aTC50fy35mNXccc9Uy/RPy0IosOVmGTIELvoky9o1c0r2S6Xy361NYqLurhy/BwL6bHebM0txGtAl6a7IvT2XrP9w29jUSofNjRUMmvRScuBKIACy7WM2eAiNMpMOm9JiqbZC55x8qWIC0Deol8eYOGS945McQ9d7SSd+fpUKngnVV2bvnAs2I0hQB9fb0pORDMZJ2Gd3XZlJrPXOER4CgntZ+69dKVCZFePDMslFgfVyols8bKXRtK+aPM5Yk8MNzKv1LCWD87lnMWF7C7wr1rokBEZZfYscfMb1kSNgfN/2SsdnDKMk6FEhMa7E4ZpxMcDhmHJGN3gFOSsTgPYacAq03CZpOOSoM+MVPL1HQNr20TSUwQGZisxV8P/5gWyKyJgbzyeRmPve3+QiyKcMc18cyeGkxslAokJz9+MR6QERBa7WVXlB9i7/fp7Z9Alk9cGWTXf5p/INNMXuy0Mba/jq9Xd64C2T/DhjLAN4IDpio21+Wytb71jhgFIleEDWKyMRGtQsQhOQhSw3MpQ7lz3wZ2N7gf4n/8wEa+95vBZVEJ/FCeQ2UnRStPFknerlqDEmsTv1Uf4KbogQzzi+KDw2c31Wq3C6Efi1htIPfEzEAlKlhdvZ/Pyza5Nc5bVDMrpD8j/GPRiRqcskCIVyPZDQ08mrOO6lZuOhF4sdcUYrRBNElmHjnwK4c6mOv5V0Iq04N68vTBTfxaUdyhY7SFHt46fprUl3qbRL9lW/lwSCqjQl0kK1anRPpy967VEST4Ktk4OwGrUyLts4O8M8XItF4qXlhv4vGNJ14Dg0pgx/muYsEBS3ZS14JOc+ZdBmKDZCrrBaZ92MTu0r+8YKUIB1/QER4i8Mw3dh753mVIogLh+7t19A7SUL89iAX55dy3zP32F5UIsxN9uT3NSJyvmrwaGW9LCFvqSrlyffcIZXYUIlB8TS/Mdonen2cfl+74R08/7h5gJFSvQpZldldZuOP3EvZWnbg5urGfN48PjKDSYSH5I/dkIqemCCy5Qc0baxzc+V3nRTNGJQisvFnNa+uc3PP9Xx8oPEjJg9dFMndaABol5Jc5mHR9FvklrdczDOnnx/w7ejC8rx6VKCEj0GiF/FIHFqcKu0PC6ZRxOCQczT/tdgmHQ8bukJHrq1EpXdzfChFEUUAhCogiiIKAQuHaHLj+JiAKrty5ILj+JoiuTatC/OtvyYFmtmbZGHFz53qCt0WNZbh/JKpmnnKHJLOltphXC9bgbK4TVyLyj/AhTAyMR6MQMTslVlRk82Xpdob4hfFkr0E4Zbhixy+U2dyv3p8QGMPDSf3IbGjkhr2rOvVzdRSL+k8mUq9h7va1HDLX80yPqSR7+3Pd3h8od1O45UxEtzbgAIFKLx6NvxCdQsOexgJeK/ylxfeJwMSAZM4x9iRCa0AUBBySTIapgpWVmdwUPRyNqOCe7KXkWVovhgC4PWYwY/xd1av7TMW8lLuJGodnHmBX579/HJdGb38tV67P5o/KOnZMH0a9zcmasipmRoXwckYebx/wrEf2ocFGbk8PxOx04BdgoaQeer7b8sLz7eQE+huMvJB1kLf2nija8Pp5euaNEFmTBecsaPkBCvCCgy/q8PYSuOYtKyNSFVw5To0owL48iYbtIUTqVUz7MZ+MmrYL0TQKgcuT/Lg1LZBIbxU7K8y8uKOSnwsa2Tx1ED4KDSNWbqLaemaH0p8ZFsK1vQOwOiX+rLCgFKB3gBa9SkSSZTaXNvHv9aXktFJMeAQ/zw6lv48faV9mU9zYflx4RqrIt9epeOVXB/cs6ZxrmBwisOZ2NeUNMiNetlHfwiOmVsPil3oyYZAXFhukzd53nBH3MSh4+LYkLp0WRIC3aymrahT4Ymk5T75xgPqG0/t921bFsWGvlXF3dP4mHiBRF8QY/x4M9YsiQK2mwe7gh4oMQtQGRvnHoFEINDmcLKvI4quy7ce1gE02xvJAj3QOm61cvnOFR+dd0HcK8V465mz3zPh3BV7rPZqBAb5sqKzm7owNAAz3i+Xe+OGsqzrMi/lnr/zoaW8jaw9VDhP35HxBjb2RPt7RPBo3E/GYaSfrQ3k4fgqf9rmCeVGDiNAaKLY08mHRVi7f8wmPH/qJTfV5PJv7GwD3xo1v95yv5v/BEwdXUecw0dsrgg9SL+TppPHEaH3cnneo2kCds6lLjLefSkmKv5b8Bjvrymv4d0ocShH+e7CY+bsO4pAl5vWI9Pi4T/5RyRu7qtApFDjsIpd+33JobUKkN/0NgRQ76ls03n5auHqoSJ1JYPrC1ne/1SYYMd+CwyHzwS1arpmgockic8VrZtLvb2LW8kIa7BKfTY4iWNey4oZeKXBDagDb5yTy3IhQik125vxUwKQlefxU0IgMvJyZB7KCZ/qfOjaprsL9m8p4aYdLAnVoiI6BwTpk4IdD9aR8ls35ywraNd4AawrNgMD4WPfIRo7oWTg7absf5gM/XK/GYofp79pbNN4ANhuce0sWD7xRglYNWz9PwVsvcuHUULYsHkrJ+hHcMtuIj15g7Q4z467cQ9SIddzzTOZpN95atctDstq7zkfKMVfwYfFG5u1fxA9lB9ArlVwe3oeJxlgcssQXxXuZu/dzvvyb8Qb4pTKPTdVVROo1XB3pGaX1x0UZCAJcG53WeR+mA7g3YQADA3zJaWg6arwBNtbmUW93MMw/HHX3N3MdRrfMgf8dFsnBfTlf8mDcBURrjbzc4zJyLYdJ8wnFW6lClqHeYWNjVR5fl+6goQUx+32mUnY1lJDuE87skDS+KmubV3lHQxlX7f2eiYFxzA1Pp5c+nJd7zcDkNLOzoZhlFQfINLXc393V+e9/J8cgCvBRjovd7eLoYKxOmXcOFCABPxdXcm5EMNcmhvNBjmc7f6tDQHYqWbpX5s8Wer4BpkT5IgsSV65puTjv4fE6FAp4apWt3Srzc/uLKFVgtUl8ttHOjR/ajhYKlTY5uOKXIn6YHsN/J0Uxc1k+lmYL4q0SuTbFn+tTAzDqlKw7bOL61YfZUHKiN/BlbgV3JZsZFRiMQZVDQwvh/jMJz2yv5Jntlaib5T078mn2VLiekZRA99oOjxjwzui0MmhcxjtADxPesJFf3f5BX/qkhPBgFbfONlK6dhAKtRoZKCh38s6Xxbz2Ua5HBWanAj5erotmsZ2aIOd/SzazvHIffQzhmBw2ttS3X4z7cNYGlg2ZwUVhcSwoco8ACmBNdQGN9nRGBZw6jvS/Y37SECYGB1NpcXDtrtUnvL6kPIu5Eb2ZGz6ID4vPzlz4GWHAwbVIPZH7PdeEjWGIbyJD/KKQkNheV8yi0h3kWtonS3khfw0f9Z7DhSF9+Kkqi3o3wuKrqnJZVZVLP0MIV4SnEaMLZIRfIiP8EpFxUmlvJKOxnDXVeexscEn0dXX/9+QIf2xO+Di3hJmRwXirRZYWVh1dyB/elcOUMCP/To5jZXE1+U3uhf/91SK39TVidUpc91vr4fd7Nh3mOU0pVa2Eo8/ppcTplHljU9thb6M3PDFbjdUOYx63sD33xIVud5WFm9YU89HECL6dFs2nmbXE+qi5OsUfP42ClQWNvLyzkq3lbRfTvHUgn3/1TCAtwJv1ZWeHjOjJUINvL3VtzhL83CNNOtK+fbJyokoRvrxKRe9QgfPft7OzyH3jdteLBQzq483gvhrW/WnihkcyyC3sHkVULcGgcxnwrvTA/44Ke4NH7WEOJNZVlTE5OJShfmFsrnWf8vm3yhLOC4tgqjGeFZWHOjLdDkErKni371h6GPSUmu1cvXM1NvnEG/O7sl1cHJrMJGPcWWvAz7jYwocla8lsykMQ4K2CTTybt8ot4w1gkxx8dPgPFILI/XETPDrvjoYy/p31Cxfv/ILnc1fzR10udY4mjCoDo/178EjCJL5Nv4wPU89npG8isiyxtguK10K1aoJ0CvbVuBauG5OikWV4Zu9fD1CjQ+LeHdmIwJej+rr9JS+cFIVSFHhiazmWdhbq1oy3UoRYo0xBldCut7bgOjVKpcBdn9haNN5HsDy/gdvXlRDhpeK1MeHc2c/I+hITExbnctkvhe0ab4AFB8pIW7rxrDHeJ4uSRglZcBLp7Z4HrmzOYJxsCP3dS1RM6qXghkUOVmZ6vhu48YlcQMCgcXRr4w3gpXPtesynyAPvKL4qdhn880MSPRr3YeFuJBnmRLjHdtcZCFHr+HbgFHoY9PxZU8fF236i1tGyoyABv1bmolOKTA3oecrmeCpxxnjgx2JB8UYG+s7ikrD+bKjzrMd6VfUBphmTSdAFMNw3lo11eR6ff3PdYTbX/eVdD/IJY1RADMlewQSovBAlkXxLSZfkv+f1iEQQYFFeGTpRJMag4VCDhXLr8eHuHw9XMi4kgOmRwXw4rDdXbdrX5nFHhekZGqqnoMHKe/s6Hvp//0I9CgV8tav99qQxKSJNFpl3fms/V/nlgTq+zqkjwVdNjdVJhdnz/GY3i7CedlhxYtS4twQcCaE7TiKt/MBkBXMHK5i/ws7Hf3TsQPsPmqmosdM7wX3K4FOJlGgF5w7RMby3hvQeWmRJxnEyF+0U4EBTDfV2J2m+ntG+1jqs5JnMxHrp0ItKmqSu5XyP0fnwQfpo9AqBr4oKeSV3Z7tj/nt4K+MDYpkRkswKD4lrzgSccR44QK3DTJapEqNKT6pXuMfjn8n9FRm4MWr4cQVxHcXW+hJeytvMvH0/cG/2crw1Fg6bu8Y7mBzuj0OCr/PLuCwuHFGAFYdPLCQDuPPPbIqaLAwP8mNeYkSbx313fATIcOWvHVN3ArgiXc2cASLVDQKPrmo7bH/zeBGNIKNFYvmN+uN0mVuDU4bsWluHjPf/cCLqHXYMSvcMuPJIEVsHd0Ez+4o8Nk3FZ1udPPXzyX1/lbUOVMrTy3Hvoxe4ZKyWd2/3Y8vrIZR9E4H15xh2LYjm6euDmD7Sh7AABWJ9HYGq0y9m0h6211bhpRRJ9TZ6NO7nigJEAWaFda2H28vLn4/6jUanEHjjUJZbxhvAhkStw0qYpntu+E4WZ6QBB/igyFVxeGW45+T6FXYTKyoz0SqU3B49qlPnNTU4DlGA1VUdN4StIdlHT4SXkswaCxIwIzIIWYb/Hmo91z5r3U5sTom7kmO5tWdUi+95YGAQRq2KnwsbWuwbbg8+Gvjxn168f4kah1Ng5sK2Ny9KEZ6e5WLVKSoRmTTQScl/dNw0wjMRm//h5FButqOS3fTAj+TAPYwGe6lh/jQlX1yp4o98iRu/OnkyHZ1GOOlcvCcYkKjg0SsMLH/KyMGPw2lcFk3lkhg+eSiMq2f406+XDo1KJKfIyuI1ddz1RgUp/yhAO9VVVBob3P2X2WXlrhTclKA4j8Z9V5qFU4JxRs+7XtxFuMaLt9NGohYFns3eyxfF2W6PVSASpNZhkc7OTf8ZGUIHOGyro8BcS7TOj1htAHkWz8K+C4u3MtI/jmF+0SypCOSQuXMUw/r5BCHLMr9Xtay/fDJ4PN3VBvX4bld1aZKPjgqznVp76zv8KpuDC9bu5Lsx6dzSM5oYLy13/emSW+0bqMVPLXJLn+bCNQ+972Avgccm6pg7SIFKJVNcLXDBf48nbGkJ71ypQK8WeH2Vgzu/sPHARA0PzoRXrxa4aZyeC96xkFP5v4B3V6Ow0UGqt0iPACUHqtv2Eo9Wobv5tfQJEzg3VeSW0UqCDQKf/OHklq/tWDqBDC/QT0VTe0UaHYReC7NH6Zk+TMeAJA1hRhUOqx2NWgSVCrvdSVWtg5zDdrZmWVm13cpvu604Wrl8ZrtAqF+XTLVTsbWuFKcEfXwCPBpnkyVKLFYidV2jfa4TlXyQPga1CE9n72FZeZ7bYxWI/KfnuWgUAt+XtC8xfSbijDXgAAuKN/FYwlSuiRjGwweXeTz+P7lreDxxCvfEjuOGjG86ZU7hWm9q7NZOz3+HatX0N+oparSztbqeyaGBqBQCv5e3zxR3sNHM5F+388PYfpwXGcLYUH/qVVWkGl1xaydOFmZUtlu4Bi6mqVuHaZg3VE1CkIwggtkKDy2x8+rG9r33cD+YO0xBvVnmzi9chv7pVVbe2SDw3XU6hvdxsvcpNTctkFiw5fTzR5/NOFBjY2oo9A9RtWvAAWQZbh6t4OJ0BXLz/8vHvCbjiq7EBAgEebtc9l+znDy2wsGWvM4p5FIqwaBXsOeAB1J2bSAlWsFl470Yl66lZ4waH28lQjPVqt3u5HC5jWi9hQN5dibOb6K42rONQ7UJQtynjzitMDklfJTuqxkewY66KmbowxnoE8q2+tJOndNH6ePxUyv4rCDfbeOtQGRGUArnB/fCqFGzu76aT0s6T6SmO+GMNuBZTeWU2RpJ1AdiVHpR6fDsoc5sKmdHQzH9fSK4JLQfX5buOKn5JOp9UYlil/R/P9MvEVGA5/e5OM4viXVpeH+Y457XXGaxMeynLbzQP4kZkYHodSru31RCvc3JI+O0XJgm8uim1vt8p/dScecoDYNjBZRKGUmSySwVeHODlQ+2uW9ov7lZhSgK3PbZ8a5YtVlm7KtNzOit5LVL1KzMOnskQLsr9la6vrfUIA2LMtpOeygUIMgCDRaZsgYZ4RhKcQHX7wKuEExzNu8AACAASURBVPvuwxKb8mR+yXBS0slF/7dfEYEgS+zNbiAlToPyWHpTQTjm9+Y5iwJK0TU/URQI8ZGYmK5lSLKGqBAVKrWrvF6WZRpNTv7MNLNmp5kvV5vZech1j5o+1uOtwmPjDXC4WibSz1XF381r2TA7nW7XRByLVZV5zAgLZ0xgVKca8Fd6jyLaS8PvFVW8mb/brTEzjClcFZmGShRwyrCuupgX8tZ02py6G85oAw7wWck2/h07lmsjR/BsXss0q23hxdzVLOhzCRcE9+anygxqPaRMPRZTg135ozWdnP+eFBrAmDADJSYHS5sL1voHGGi0SRxodJ/GUAL+/Wc2cd5pWKuUfLjfRSlr9HHy/DQda6/zZnOhk62FDhSiQLhB4IJUFWmRAmqVjCxDeR0s2unk6dVmaj28VOOSYWCcQE6ZxGebWl4Mf9zn4MeHu3/RT3eDVhRYfm4SG0tMPLTNvftva7Frk5To177XdcT4fLrdwQsrT19644pzAxFrypg7DOYO87CAVZax2WXUKgFJkimrsrPjgIllW8x8ucZMfVPLu9eKBgjuoBedU+JkaLyCgT1UbM7s3mI6jQ47gWrPPfC9DRXIMkTrDJ02l3/F9WNwgB8HG83cm+mePPI0YzLzotKxSBLflWTxbdkezFL3vuYnizPegG+tz6fGbqGvIRRvUU2j5FnY1YbEgsNbuSFyGPfHTeDeA56H4o/gSP57bSfmv32UCl4dnIgkw9z1+wE4J8yIl1pk1eG2Od1bQ77JwjCjH1FeGg43WRka4E9dqZYBCaUMilfgUpl1QZahoh5WZkq8tN7CvvKOL94Lr3UVqc156+x+qE4HLJJMUoACf42Bh7a5N0anEpEFJ0MSZO6YIB5V0ZJk1/d+5KcMDIl1JcGPiGecDsyaHEhKrIaSYhvrdzTgPDJPybW5lGVXlbxr7jLSkdck12eZMVBBtFFk7tMVfLna/d1ndolMhJ9AsK9rA+sJduc5YISCIUnd34DXO2woBD0inrVcqkXXemHvpEKxC0MTuDgikmqrk3ktMKy1htmhqThkmZv3/0iFvXNSLN0dZ7wBBxfjzjWRQ7gqYhivF3pOXP9bc294krcXzyZN4L7sXzs0j67If382MhWdSuD53Yc52OgKc96fGo8kw1P7OqYz/ltlKbPSZDbNisPskPHVKHhmWznvf9zIhAQVgyKVWJ0ydRaZr/fYKGk4+fxlqC+E+cHWQzK7O79A/38A8molEgPE4xZgvQpGRmoZGqEhNVBDvI+aII0KnaBCkBUgQ2iUiRd6tL0UyALYlQLSaSyofuqWSGQZRl53iMJWaH7bwqxFEVjsskfGG+CPgxLjkxVM66di4RrPjPAf2XZAQ1pcy1z+3QnVdiuCAMFqL0pt7hvANJ8QBAEONnm4u2kBg3xD+FdiChanzNU7V7tdPR6j9SNApWJHfeX/G+MNZ4kBX1mdySWh/RniG827hSK2DlB2vJy3lvf6nMNAf3++6XcBXxRnsrgs0+0jdUX+++akKFIDteyushxVFrskJoxwLxVbyhsoaupYnviR4f6oBQXLiuopMzlZV2xieb5Lr3hJhp0lGZ3vKcweJCIgsHTn/8LjXYWtZU30CDCw8dIY/HTgq1ShlJS4stMuSKITk2TnYJOJnDob/Xo6iNcd71VLkst7PVKoJsku2UyFWkSlEYFTn8wNDVQSHapm14GmDhlvpRKCfEQyizy/t3/Z6eC+6QpGJys8N+BZdmQgMaz7L7WVVpeDEKUzeGTAUw2u3vF9jSfXyROl9eb53oORZbh97ybKbe5zaZxrTEEQYGlFxknN4UxD97+r3MSKyv1cHJrGZeGDWVi82ePxh211ZDfYifHSYFDCjbGpXBedSrnVyr7GKlZX5bO17nCrBv2coFig8/LfPbx1/Kt3OGa7zOXr9wIQqdfwSN847E6Z27Z17Ea9urcPMXo926vquWpV13C1t4SA5qrkoo5F/f+HdvDsgDjOMUZQW2snIdCJTbBTabNRZGpkf5WVbaVW1hZYTpAOXd7Xi14R3jyzoBKb3VX8daRATWwuTBMF6BGpZOZwAS9fNXDqQ8G3XBqGIMDHP7ZMWtQezhuqQxBg/V7Pjf/6LCcykBbrefjB5gC7JBAZ6PHQU47DFpdyYKzOl6117hejJeh9AdhRV9bhc3uJSt5Pc7WLPZm1m70Nnm0G+vmEYpdkttZ3fvtud8ZZY8C/K9/JjKBUxvkn8nHx5g7RZu5oOEyYthcvHdpCisGXwX5hhOt0TNSFMzEoHKdEqwa9v29wp+W/1aLAojGpiALc9kcOjQ4nOlFk8Zh+KEWBh3YcpNrm+SKqFmH+kFCcOLni567RJ24NFfWuMPyZ0lJzJuGu3hGcHxqNWbbwzv48Fhwoa1cF7gjk5uzI66tlyutaH3TuIAUzh4PqNEWCzxvrhyTDh4tblrhtD4N7uVomV+/0vEhVkqDRKhDTQSNcb4FA746NPZXIMrmih7E6zx7SCJ0emxManB1v+3w/fRw+apGP83NZUZHv0ViNoCRYoyW3qaHD5z9TcdYYcAlYW3OQycYkZgan8225e1R7x2J/YwnTgnoRow3gvaJtvFfkaitL9jIy0RhHmiGIiL8Z9DKrlX2NlURovantpPz3olF98NeKfJpTyapS10P1/dh++GkUfJxTylcFHWvVeHdSKBpByVv7y6gyn9pK4tLmdiKjwb0iqJhAeGOukp6hAiYbLNvp5KHv/n+Ru0R7qRkT6ktGrZm9NSYsLfT4xXhruCouFjs2Rv20FZO7lrsZu/McTBkGE1OVfL6h9U2hpXltVp8mCtPwIDW1DU4s1o7dA0cunbODaixF1TI9Qzs0lLI6meSwjo09lcgx1SDLEKnzbLcRrNFSZ+94VObi0ERivbT8UV3LOwV7PR4/IbAHogCbav9/ed9wFhlwgE+LtzA+oAfTjCkdMuCVdlcIyaA8nlUow1RJhumv0F2KVxATjLFHDfokXTiyLLOrvmPewbF4tE886UYd+6otPLzLVaT26fC+xPto2VTewBN7O1a4lhyoYlqkPzUOK49t6niual6agZsG6Zn4WYVHm4CSWtd72/NE+kbBu/9UMTBeQBAE7E4ZpQh9olTMGiyR/IC92+k+dxUuig3iutgjClEysiBhkx00Ou3U2m04ZZkeej8EWeSZzGyPjTfA+kwHdwOjU9o24EckMU+XB67XCuQUdtzDk5otuFbdsQ3I3iKJ5DCRfnEiO3I9u8555RK9w0RigkXyT6KLo6vhQMbkkIjVu2/ApwcnoFXAqvKOr31TgqOQZHgwY1OHxo8PiEeW4afKzA7P4UxF9yfp9QA2JP6oK8BLqWKCv+fk+s5mXimhnWd8v6mC1/O3cu3e5Uzd+i3rqooQBJGNNScXln6ibwL/7BFErUVi1to9ROg0rBg3gCHBBg7WW/jHRvfIDFrCJ5MjEIAbfju5OSYHqugZ7qSv0TPe8iMdb/5eLV/ccb1gz5Mqts9XMzBeIL9SZs6bdnTX2vC6zsa6TImEEJEVd55Ve8428V1+Ja8dzGZpWQF/1ldQZG3EJjnxVWpI0PmRpAvALNt4ZN8+Pj3YsQX0591OnA6JSf3a/j6PGvDTcPkDfBUoRIGC0o4b8C0ZrrGj+mg7NH59hqtwb2q65xdgb75r7Ng+3Z/rP6/JhK9KgV5s/3MqEbkpNhW7BO8X7urwOY1qDVanjKkDamZeoppEL1+KLWbqnO6nR/rqezMrcCYxmq7jcD8VOOtWwwWHNzLUL5qLQ9L5tcYz+Tid6CIxcHjo4sXqfZrz3x0vYHttYE9mxPhRa5H4OreKRaPS6emnQwC2VTRy6YaOPyDXpvoQrdezraqe1SepoXygxtUWkxKkZnWh+w/MEQPupz/egM8ZJPL0bAXRga6/7z8sc9undtYe89XZHDD+OTtZz6qY0FvBEzMlHl7cfT2ZzkJ+o5W3M0u69BwOJ2Tn2+gVp8FbC42tfKVHDLhScepD6EP7ughCcgo6TrK07A8zkgwjU92QvWsBS/908Oo/VAxN8jwE8csOK/eep2JcXzX//bXjn+FUYEttKam+Bs4L6cGXJW0Xyj6YOBQvpcB/Cw61qsntDkqsZoK1Pvgq1dQ5PNukXRbWD4UAP1S4731fEDCdGE08ADP8Q3mj9G2PztmdcFZ54ACNko09DaX4q7UM8Yn1aKy/0iU51+DBTg5c/d91DkuH89/Lx6YzLSoAu0OBt0rNVUlh9PLTUWKyccuWzJMy3moRHh3sKlyb2wmFa5mVrjBrgp9nez+H5KKrNDQ7QLdMECl5Vc1nN6mIDhTYkiMz4FEbaQ8fb7yPxZDH7TRaZO6boWRG+ll36542LPrdiiAK3HpO6x7i6Qyhp/dyPZe7D7jPOvh3SBKU1jhJilQS6u/5vZNfIeOQIDnC8w3M7/tcrWT94rt/L/jXJVk4ZZgeEtPm+3ro/RkbFEy5xc6Coo5HBgHWVhYjCHBeSLxH43wVWs4JisfslFhe6V5XzqzAC4jRxNPkbECSHQicnpqOzsJZuQq+X7QBSZa5KsIzqVF/lWuhqHW476Um6n1RCgoyTJ73fxvVGhYPnkC41oAkCVRbnaw6XMN923Pov2wzY1dt5ZfSk+utfL+5cO3dfZ7lrFvD7mb+7Bg/zxcjSYaEYIHqN9W8coWKAG9XCDf+Lhsjn7azu50alNomGPesDUmGRTcrifNMuvh/aAWvrbAiSzKXjmo9vHxERex0GPCoEJfXfCD/5LzXhz6qRRTg0wc6duNUNwmE+ni+4EsS1FmEo1Gm7gyz5OBgo4lInZY4nW+L7/FTanilt0uGeX72Hyd9zqVlucgyjAr0rNLv0YSJqASB9wvdEyqZHTiTcHU0jc5aVtT8jCgoKLN3bYSrq3FWGvBKh4ntdUX4qbRMM/Z2e9wRD9wTAz4tOBaA1ZWeVUCOM4bw9cBJBCi9WVdsof+yLQz9aQs3bt3Pt4VlNHaC8kHvQBXnRPpTY7fy2ObOIZipMks4nQJhblaTg0uh6rMrNYCAr15Ap4ZFm52E3Grj3JcdFHowtcIq+HG7ExXw6z0q1GddEujUo94MRaV2esaqEVtZEf4KoZ/Cif0NHa0gP4JPVjZRVOlkdKqGlBjPb5xD5TJalYy2A6nsQ+Uy3mr5jLhfX89zFQA/1ONEByhK68PCtMl4KUU+zM9mb+PJF+6aJAdVVgcJXl5uj7khcig9vH3IbKxlZXX7+uCXGWcTpo6iwVnDR+WfMtl/IgC/17vHs95dcVYacIC3i37HIUnMDkl3+0NGa/0ByDa5T0hwpP97nQf57weS+vBY0lAEBN7I28ltu7d2isH+O14ZG+oqXFvduT3fVpuIsZVitL9jdj8FFa9omTMGauoEblloQzfPxuXvOqh1MyKqFOH+aSKHnlVS/B8V56cpkCWZSB/YcN8ZsCKeAfh5uxWFSuTcVoq0jrSRnY4ceGdi3ktVIMDyp4PxVHhre66EAExJ8/ye25bjcI3t37Ec/KnE7oYKMhoaSPDSMy4g+ujfr4xIZWGzvOe3xQV8Wry/086Z0VCHTikQpW2/Av6fYYOYFhRPtc3OIwfbFrBSo2Ze8FUEqUKpcVSyoPwTApX+GBS+VNrLKLF3nHymO+CsNeBNkp1fqrLRKpTcFDXGrTERWl8ckkS1w/1cW6jGm1o389++ShWLBo5jijGBJsnC1Tt/4+tiz0gLPEGgRokDidWFZtJDFfQPVaDshG+83gw+urbfMzBaZMu9Wj67VYleC68vlQm7y8K769z3opQivDtXQcMbKh4/X0mEn8CuIpkHFzsIvdPOzkKZ9CiRj65yuYVqBZyXrOa16d6svNKft883MCmxexv4XhECWa/7YF8ShP37IDJe9SHc/9QbyUNlrg1kZGDLN4ilG3jgnYFVf1r5YZOZiEAFe94LazXi0BJW73U95eP7eH5P/bDFVeR10Yjub8ABHsvehEOG+3r0I1JjYGHaFK6KScQqydyfsZXX8ztXX/v3alco+5ygtnPvs0L6clFoD+odDm7evwRLG5Xrfgpf5oVehV5hIN96iI8rPgdAJ+oAgTJ7eafN/3She69uJ4mPS7Ywwi+OEX4x/FwZzAFz219YoFpPhQccwD29/Fz5bzc4gIf4B/J08lCUKNlnKuW2XZs7VfTkWChFuDbdi1AvBSpRxvSw8WhrnCzDulwHNy2tJ7fWs5x4sF4gPVSFIEgYAux8cbUGP72Aj85l0L21EGAAvV5GEF1Fa3sPCpz3ppXCWs/Cn/NGibw4W4FOLdBolXnvVwdPLJOOq5Ie+ZyD/OdUXDZYJEXvTU+tD8JRtQ2Zwf4CY6OaSH7j5MN8XYHhSSK/PR2AQimQkWNFoYCkOA07XlYQcuWp5ZztEeayzAfLWo4E2Zpv1s7YAJ5uXDy/kl+eC2ZcmoY/3w4l/Xr3iJF+2eVARs2AOM8vwk/bbThkb8b0PjOW3DJbE+/mZXBLfDKf9J+AAGyvqeWBrN/dFhjxBL9WFvJAz1RSfAJafU+izsjl4ak0OSVuzfixTeXJaHUkFwSej4DILtOfrKlff/S1GkctIBN1hreQwVluwAFezP+N+QnncFfseK7P+LLV96V5R6AQBDIa3Q+pHOE//62d/PcdCcnMDEkCZD4q2svCgo6RsbQ7nwQNdw810D9MjVIUkCQzNQ4rOSVOsiqdOCUYHatiTLySvbcGsL/Myfw1JpZmH/8giMDkBDXTkzQMilQS569Ar+YYb0UGXyuzRrl+lyWQnAJ2B9Q1CmQdhqwSme92OFi82/OH/d25Cq4aIeKU4LVfnfz7q9aNyuCn7Bx4Vk2yn5Zqk41vs02szLGw5pCD0XFKFKdR/rIt6DWw/FE/FAqBuc/X8uVGV5XYd3fpOW+0N5ePVPHZ+lPHOT4xXY3kkFi1t+VrLUkucZMz3QM/gsn3lvP7KyEM7aVm0UNG5jzZPsd6kxUsdoHEkI6dM68S4oNklIq/9NW7M74uzWKsMZRUHz8+KzrAewWdFzL/O8ySA1kGndjyDaZA5LHE8QjA/JzV1LRRp9RHn8J43wkArK77jd1N+457vUFqpNpRQYAymOtDriHDnMmm+i3Yu8yl6jqc9QY8u6mcjbX5jPCPZX78NB49tLzF9430SwDg95oct4/dz9el/72uumVREL2o4J304cRoA7HKVv61dyP7Gk5ecu9YDArWcudAf/qGC0Q1h17LTU6+yTDz4pYGKppO9LJnJKl5YoI3KSEKvrrEB0l25TjtkisMrVVxnMdea4Z9ZU4O10vk1jg5UOUks8ZKSaNMYY1MUyfamTV3KxmRKFJtkhn4pL3dAreXLlGiVAmsaqhm+mvHT+SXA133QPYMg0CDiF9zKmHVPumol+oO1j1uwNug5IUv6o4ab4BbPzQzY6QXD87SnTIDfuUYFZHharbvt7TLcne6mNi6AqPuKKPoywhmjtDRL1HFjpz2r3dOuUxqBGjVf9UFuIuVO+3cOEnJ7JFaPl/bvfvBj+D1vD95t+94xgQbea+g684zNSgGQYCsxpbXxwfjx+OrUrKk9CAZTa07WSMNQxngPQgZiSXVS8i3tlyb9GXFN1wQOINwdQT9vAbQz6s/h20FfF+1DMcZZMjPegMO8HrhWiI1fvT0DuKO6HG8UnCiSHyKdygOSWZ/k/s846Eab2oc5haFU/r4+PFS7+GoBTWHLJXcsHMj1k7iAFWLcPfAQK7s60WIn+uYNoeMLMOSrCb+8WPb4dcfs238mF1NT6OCu4fr6RuiJMhbRKMQqLPIZFZI7Ch2sOyAlZWHbG4LY5wsVt/lMt5ZpRIDn3QcbV1qDZcNEblgoEhJjXyC8e4qPHC+knvOU+OtOz6MKssy+TUKXlxq4e2f2l7Zn7tcQ3qyjh0ZZu7/4ngCjMM1MhkHrSQnaEgIEThYdvJa7G3h9qlqXrjOB4dNYs5LjW2+Vwa0apG4MCUatYhaCRoVaFQiGpWASimgVgloVK6fTllAo1G4pEmbVVMkudmbb/6bJIMs/fWaLLl0DSRJPiq0EhWsAsnJ0BQNvjrZpZTWfPlFQTi62TwSbBHEv37/++vCMeNEAT5eZebui7144Xp/Jt7dfk501R4nfSIUXDLcc23wt1c0ccMkH647R3fGGPDMxgYO22qIVPvTw8vAAVPXCIZcG9MLWYZPi04kZJkQ0IOBvsEUmpv4oHhLq8eY7DuaZH0aTtnO5xWLqHa2vg7acfB11WJERAZ59yfdK40IdQyXB83hvxWfdcpnOhUQgK5dIboJRERe63URRrWe5RWZfFzy140wMyiNOWHpZDSWM//QCreO19PLnzdTJ7C+ppDHso+/qa6NSWRuRAoAi0qyeCvXM0a41tDXqOHx4YGMilOiUknY7SK/5zp49o9qMmss7Lw2DH+tyIe7TNy5qrZTznmqsPAqBZcPVZBVKpH6aPs74FAfOPQfV9tT7wdsHOziehRRhKwXdcSFKHA4ZFbtcVBSK2OyyqgUcF5/JWFRXiCK1NQ7eP6bJl784USPdlxvBb88GYCpyUn41dW0JOl+wUAl3zwSwOptJiY97n5NhieY0V/Jc//QkxSvxWpxMu3RWtZmtB7XVSqh9gsj6kA/3Kr8cjixWUEV3HpO0xNI9bUo7V1k9Kw2DhXb6Hlj+3UHvSIE9j6vY8UemRnPes5qWPRRAMHeYPxnDfVNZ8bSO8DPn5dSRpNjruSaHRs6/fgvJI9ghDGA1eUVPJh1vBR0gFLH+6kXADBv7/dUtxI6vzRoKgnaRCxOiTdLP8QseX6v3BAyD7Wo5rWSNz3/EKcJ/y88cAAJiXuyv+e1Xhcz1diLGnsTP1buIVRt4OLQNKxOJy/krXL7eFNb6P9WCSJvpg2lpz4Yu2zj3v2b2V53cv3XInBzuj839DMQGSAhCFBWCwt3m3lhWxW2YwxE/w/L2HFNCNekeWF3yty7unPD9V2F+6eJXDZEpKJBZuCT7oWv1j2gQqWE2z5xdLnxBvjtQS1xIQrWZziY9pyFpr852bcutFP9jgK9nxIfLyXPXO3D/Cu8WbvbVYNQ1yRhtcE9F+qRkTnnsdoWjTfA99scFB62MnaAnu3Pi3y+zsqeAie78yVK6zq+6If7Czx1qZYLhusw+CiRJZk/95uZ9lQDle04Vrec541WI5JTYGJXnouVzOGQsTtl7A5wOGXsDtc/m0Mm0hcu62lj2wEzK/a4NgYnaI0LLsGa414TXfe8cJw3LWBusqNTcTTaJf/dc2++LEeujiRz9M2SDHLzK3JzBODo7zLcNtZOjJd7913mYRmLQ2BgXMdqK176wcLzl2t44Wpvrn/jzJC/3F5bQ5WjnkRdIL5KFXWOzot2/TMimeGBAeSbLCcYb4CnekxBJQi8mr+1VeN9edC5xOvikWUJhSh1yHgDKAQFDvnUa92fDP7fGHBwtZbdk72El3teyGVh/ai1NzE7rD8iAm8WrqdJcv/LS/dx5b9/r3b1WPc2+PJi6jB0gpYiaw3X7dyAyXnyuZT1c2JIjXIiOWVKKzVszpc5UGOnwa5hTlwQhxos5DRYKDPbqbZIDFhQxp//x955BkhVnm34OmX6zM72wja20XsHkQ6iKGBDsZtoNPZujDFILFGjUWKNhVhji12wAIL0Kr0v7MLusr1PnznnfD8GFNw2O7sLfMlefyhz2uzMvvf7Pu/z3M9vE7lxkJWACg/+eHqL+PT+AnOnS7j9MOgv/hbD5gAvXSmRmSCyZIfCy0s7Nr5vNcJnt+sY3VNmb1GAcY80PjioGtz9tpd/3gwr1/jZUa0xe5yRyUNMTD7uuEBAZeF6D2v3N//cg++pZfmjEfTrbqR/j19q9jRVw+tVWLPTyy2vudhb3LKg33KWnlvPNZKZakAQBTyuAF8ud/DAe+6Qzge47iwTGjDq1hKq6ls+J9IicNlTeqTaeh594/QWqtkDrETGhX78/tLw98H//pmLv1xq5LLROm54oXXnnko+PpLHjWkDuC4jm2f2h2Zb2hJD7fFcn5GNM6Bx/dZlDV7/fcpIUkxm1teUsaRqf6PXmBZ9JpmmTJxKHV5VwCaZw34eWdBRHWib8+XJ5n9KwAGqAi7+fGAhj2VP4+b00QBsqi1ifV1+q66TZLDiVn081L0/fSNiiNMFGy4sKNvPU7k7Wzg7dD7Z40av2SmqkrBIMj2sEkOjJCy/yiaq9yscqHNzoN7DC8s93D1e4JYhVnQ6hfsWN7+3eaqItsAHN8ioGkx42v9zz/DmmNJb4PrxEtUOjWnPdmyyidUI+c/oMVVGULxFYOhzzZejvbHKz/3nGjijn8ADD3m45TUXPVJE0mJFoq0C6fEic6+yM2moBavJgaOZCGyVE/rcWUd6nMDMITpykiRSY0WSokXSE2XGD7GwfaCJL1e6uOIfrgYTn8EZIo9eZmLsACN6g4SmBPfWn/nCzVvLW7fK6JEq0z1JIL+ckMQboMapUa3o6BV7+jed8Staqxyx27IPDvD+Kj/XjpF5YJaFv37UMVsk7c2HhfnckNaHCTGp/Cs/l2u6ZjIkMpYIWc8BZx3PH9xDriP09xKnM/Fk72HBCMj2VTiUE3+Og20pTI3LoNrn5/GDPzR6jUHWngyy9seveXih6D3uSvkdbjX8pioAivb/J4EN/of2wH9NjimeG1NHU+lz8Hh+824+v8Yoinw8+Byskg5RDMbqin11PLZvC9vrTs7esywIxBhlsmxGsiNMZNmMP/89yawHMYA5sRyDDJsqHZz1dg2+06x05Yd7ZM7MEbnjwwAv/tDyQB9hhMLn9Bh1MPwvPjZ3nAcOAHue0JMZIePMi+T97S5u+rblz3ZwqsTav5ooLIaMextOnB641Mojl5nZVqAx6Obw69OnDZR4/VYbcbF6PG6F1xY6WbzNz6R+Oi4dayQ2RocgCFRX+/nwRw9//tBNVZhakTs/nvRYmPFILQs3hD5AgQhiAQAAIABJREFUfnG3lbMz/Ax9OsDW/NPsy3ccG56w0j9ZRX9laAZObd0HNxug6t1oXD6Ivrx9LI5PBv8cMIKe5nhkSSG40aGioiIiAxoLyvJ4bG/LixcR+GToVOINOp7av5MvSg+e8LpNMjC/z/nIgshtuxdS4G34e2eXrNyWfDUaGi8feQ8ZPb/rcik7nQf5tHJBWO/v5sQbkQSZTys+pdDfvu6VHcX/3Ar8GPvdZdy979OwzvWoKvftXsHgqGi21lazs66m0Uz0jiSgaZS6/ZS6/awuOzFEaZFFrDoJl+Lnh2uiGRxjJfdWPZPeqWBf5emxIhqTA6OzBfIr1ZDEG2DpH3SYDQJzP/V3uHh/dadMVrREXW4ExXUKc5aHEB4ANhUoLN6gMnm4yPWjdbz2q1Kwv37gYMYII0MyReb93s7tL4e3xbFgs0LSb2p4+GID982ycuuFEdx6YfC1gE9lxU9uHv7IxfLdbfu8X7sjkq6xsHSn0irxBli9U2FSjJHXZ8DI52tPWjVDa1FUDaEV65i27oO7vPDp+gCzhkvceI6JVxa2rcXvyeLL0jwG9bLh9el4MW8rHxceJgAMjYri8V6DmRafQb3i5x+5zXuTP9d7DAlGHQtLShqIN8Bfc6ZiEEVeK9jSqHgDXJ0wAxD4unIxlYFaJkeOA2CnM/yE4aW1y5gcOZkLYy/EodRR4i9BQ0NCQhIkJEFE5MQ/awK1rKlfR0Xg1EzE/mdX4P9LvHyelcu621FRuem7St7f3sqNuybQy8GEoHAG5qKndcRZg0YsW0LoA/PI+SIPTNexKU9l+F86NtHksYsl7p0q4zhgx+2UmPReObsrQg+tRZuh9FUr2/ZpDG4ki9yoh6J34okwwQWP1/LV2raF/fQyXD1GR69UiR2HFd5a7m+zUUi8XeDHp2PJSRCocUPXa8qaDfkfz7nd9Tw8NoJsswXQEHUKDs3HpZ9UsTzv9FuJr3zUwvB0Fd2VoQvp5qfM9EmGuN+5qAkjshFrFyh+I5KfDsHwu0+u6164fDAhh3FpRm5bWsxHh040vrHLMl+MmIhOkJi65nvqA43/vtyVMZCLUlLIrXdx1ZYlDV6/IWUE58Zn8lNtBXOa8Dkfbx/KaPsIin1FvF4SXIRdHncBmaZkHjn8fJveY7wujnMip2CXo6HJjZXjJVNAQ+XdsveaLVvrKP5nV+D/S/z+KwfL8328dFYMr5wVx3nd67jp63pqWpGsGWGEOyZKDM8Q6JYgkGAXMOqD2cKaBm4vFFZpfLZF5fFvlAZZ2seQRdjwJ5l4m8Dnm5WQxHtoBtx/rozTozHxqY4V79+OEbl3qoynwIbok7n2q8pWiTdAlQtKSqFneuMDgMcHE/9Yxbq/R/PxA3Ym/bGGlTvDn1T5AvDaD34g/J+NKEK/DJmJA41cPt5E75RgnfTy3QpTH6wMyaRmUpaOf54TTYxoAkFln9PJ/UtqmdlLz7W9I/hqVjwDXyvlYNXptRQPZwL65rIAz1wuM/cSI7fPb33Wc0WtRoVToE9q6+99Kkgx6xmTYqSwVmsg3gC1gQCv5O/mtoz+zOnZl3u2bz7hdRGY12cMg6PsVHkVbtj2Y4NrDLKlcE5cJjU+P3850HhFUKRkZbR9GKrm5+2SL3/+f9/RBGSLaMapht83vsxfzptH68CTdAkEtAB+LYBf8+NTfQ3c2vqZezPePoGzoibxfsXHYd83XDpX4P9DZMeILLkylihZjyqobChz8fFODxuP+NlSrKA28k2It8Jb18qM7ykiHc2b8wegygF55Rpuv0akOegCF20LCoGqwq4ijVd+VHhtlYqqHvVnHyMyd7pEtEVgXZ7K6CdaVgW9DMXP6Ykww5SnfCxt6PPQLkRb4JVrZGYOkvCVmtFqzNy7uIZXfgpv47h4nhWLCSJ+13QC4QVnGPngvggAFv4U4OYXaymq6NgV6oieeq6caGJkTz0xNgGbMdjeVRZ/SeTSgKJqeOIjJ68saPn9x5gFPrwoiiFRNjRB48fSOu76ru4EoZ7VV88bZ8fx9aE6Zn94emWlL55jYVy2iv5qd4tOdMcQRXC+ZabeIxB/fXjfkU//aGf6IJEBd9ez49DpmzwVa5BZel5PYi3w2yWFLCxseqX5/RmTsIgGpq9dRKU/OCmN0Rl5fcA4Eow69tW7uHHbsgZ+6lZRz/y+F6ATRO7c8y35nsZD0rcnX0mEZOfLiu/Y6volM32i/UxG2QfwUdk37PWE7qbZHtya+Hv8mp9XSl8/qfeFzhX4/xS5lSrpz5Xx+2FG7hphY3icheHjjrXv01AFDVXTUNDwqSrlboX0NC/WaB9lNUFf8nfWKRxpYttWL8M9k4I+5r1TBF64Qmbe7OAKUafTkEUBTdOYv1LhhndCE6pv7tJhtwi8vDjQJvEenSPwxCUyGbECuqPfek0LipUARJkFNLeMM9+M7NXz8iZH2OIdbYaYaNh9oPm58aerPMx8VOONO+ycO1hm2vyYE173+AW+3ujj6r9Vt8qmtTHeujeKWWfo0B31YNEAb0DA5dMoqoLyWpWDJQo7Dvl54xsnZSHWmz841sxdg6KRVJlDXieXflLJ7vKGKrj4qE2pUT79vOn9R7+KRh1N1ub/GlWFFXs1JvSEUd0lVu9t/cTr2DaH23f6rqFGxNl4d2JXLAZ4Z1dds+IN8PyBXTyQM5i5vftxy5aNDIiI45newzFKAgtLSnh0/4ZGz3u821SMosj8wm1NivfUqFFESJEUeQtPEG+APe5cRtkHMMTW76QLuPbzKHLy6RTw/0FeXu/h5fUeBnWRmJipp2ecTLpdIkIvYpQFjLKIURLoajUgagEUASY+62NPCy6zvgA8/q3C498qJEbAH6fKTOktYDMLxFkF9hZrTHoytHIxgNsniYzpIbC/WOXW98JbmWbFwwc36eifKqLUGAlU69H8vzb01nApIpIm4vKqvLsylhWHYoBtYd3zkxutiBK8uKTlsPjCDV6SLi/jmslmrpxowmIU8PjBpA92CLt4pI6p7yeQ9ZuykEu4jmdETz1f/DmSGAvUuuH7LX4+Xu7m8zUt+543hyzCN1dEMzQqAp/m54HVJby6oelQsnR04qBqp59YHRNSvSzg8ob+fA996GXCw0YeulDP2Y+3PhEt0hoc9AvKT7+8AIA/9U/hpv5RaMATGyqYt6u4xXO+KjnCrVm9GGCLY0BEHP/oOwIBeDZ3N/8paVxYr+synAyzlS21lXxevqPRY5J0sQy1DULRfLxd+lWD14t8xVT568kwdmGguQ+bXY1fpyPQ0BCFTgHv5CTz0xGFn440P/D88WyJuRfLLLlXT/Ldoe/TltTBbR/9smy8f5rEYxfJ3DBBYu7nLQ9YEUZ48lIZXwDGPhHe3u6ANFj9kB7RbcCx34xOldle5mdXhRdFPc4RjOA+6OI8DwtyPfwjZwLTYlW+rmidgPeI1vHxxdGkmzXqd5m4M11PTWkxH+1ruQ7/zUUu3lzUcO/uxVvs/G6KgRVPx9L7htaVnd03y8qjl5sRBHh/pZ8rn2qfJJvkCIHlV8UTI5nIdTsY92YFjha+Gse6mCntrN9TM4xc3MPC8BQ9STYRWQx+loeqVf6+ro53d7UcRQkctwJvDev2qzh8AiNzwhu8I8zB3Pe2RlfaG5ss8tmU7vSJl6l1w2WLD7KpMvRo1Pa6KkZGJjPvqHjfu3MDa2san/0PsHbhvIQsav0B5h5Y1OQ1r0yYAcCH5U03G3mn9BNu6nIl58SMw6m62efpmK6PvyagBdALp6bPe6eAd9Isj3+jMDBd4PzhEjeNk3hp2YnimxwJ712vo0+qQECBxTtUrnu7YSOSJxcoZMULPDRD5mC5xjurml/+zbtcQpYE/vixn7IQV+zH0ysZVj2kR3QY8R6xsr8iwJ9/rOC7gy3HSOsDPmL0phaPO54/jrTzwAQ9oqiwYr9ATZ2fM2NtPDc8iweHOLl/zRG+zWt9cs3NL9TSOz2W0d1F5t8VyW/+3nItekaixOt3RDKml4THL3Du3Gp+3NY+lQcAP14VT4xk5JNDVfz289A+nCHJwaGmzNn2BLYZOSbuGBrBgCT554lBQIHiOpUar0aUUSQ7VuTlcyO5pp+VSR803yI4cHRWYdK3PiVo7X6VSb0FBnQV2ZLfuvcWYRLafULTVkbHR/DmxHSsBlh/xMesxfvwNJYc0wx5znpGRmrIgsCDuzY3Kd4WUc8DmWPQNHho/2ICTRTjzoo9C4NoZrdrLwc8jXcXA6hT63m37HOuSjifWXFns9W5j6+qWufxEQ4l/hK6GrJIN6RyyBtCVm470ingnbTIrf8OMHOYxJUjxRMEfGIPgQV365EkqHNqWIwCl46WOGegRN8/eSn6ldbc9HaA9BiBf14jU1DpZ9mexgcGUYRZwyWcHo2/f9f6Ab97Eqyfo0c6Kt5L871c8mkl3hAjlVV+F4kGMyIiaggV/mdnmHhwkg6HS+Ty/9Sx+FAwqpFoLuWliYmMiIpm/uhslvWo4LJvWm8QMeWBCgreieeqcXoGZsVx+yu1LP9VKWBilMh5I4zcNt1Cj2QBAThUCSPvKAt5PzsUrhlkIFYy8W1xdcjiDXDlACMA7289McyeYpOYmG5iaJKenrE6DDLUeTQW5bt5a7uTKo+KLMLsnhZm97IwJFmHSR/MXyip01h00MP7u52sLDxxYpZgFvnq4niGp8ksujSByc2IuP/oR2xo5Qoc4OVFfib11nPnuXqufqF12egWQ3gZ8B3FwwNT+V3fyJ9D5s/tbDlk/mtGRsVzSZdugMCOmnqWVTUtuI/nTMUsi/yrYDt5Tex7dzOl0d2cg0d18p+KlsW40HeEV4s/4Ir48xlg7U62MZ2FVUs7dF98h3MX6fos+pn6URdwoWiBoMWNpqKgHP0zENJY0lo6BbyTFimpg/Iajf5df+lCFWmGL+7QIwjw29f8vL0m+OX8+yyZW6dKbJqjp+t9vhNW4gEFZr3oZ/mDOj6+RcfoR/3sLWkoLn+eHmxP+eoPrY8tZsTBxof1yC4D3iNWVhb4mP1ZVcjiDVDiq6e3EEtXYwwHPS2HrR+faEPTNEa9UcmBml+eucSlcMFXRWTYS3l5fBIL8sPLvvYFIOs3Zax4Oo4+qQI/PBaJCvgCAl6/hsUgIItHm3UAe4s1/vx2PZ+uav/uXQMTgyr32qbQoglWHdw9zM6UZAsBFGZ3s/PoGTrSIyWiTMLPK2g41mI0uLVxZoaOueMi8AeC4XdRDL5W54Gvtnt4dHUNebVNf6ilLpVhb5Ww/upERqTJ/GFEBE+sbXzC4Tv6HW1tCB3giw0B/KqeyX1b3yjdoPslge5UEqGT+HxKN3rFydS44JLFB9kahm3ftIRUHsjpDwQ/K18zgvWbLsPItFjZVlfFp+XbGz1GAC6KPRvQeLv085CfoyJQyXNHXufcqMn0t3ZnVvzZOAIetjh3s6J2bZMheBGRFH0qUXI0JtGMSTBhkowYBAN60YBe0KETdMiCjCxIwZa0BBvyBFSNaCmL6ZFZLTydxvL6heT52ie83yngnYTEkp0qs0dLnNNXYOF2je/u1GM0wP3/Dvws3gB3fRTAZoRrx0ts+JOevnNOXCnWumH6s35WP6Tnqzt1jHrU16AT1rT+Epqmcf9/Wje6DewKy/6gR+cx4C2ysbbQx6xPKnEHWrcCLfRUAxlkmeNCEvCuMVBYKZ4g3seTVxtg6udtC6053DDw5nIGZuv402wbXeNF4uwiFgMcqtDILQ6w+YCff33v4sCRjlOFPRUByIGRqXqWHGg8NyHSIHD9ABuX9LCQZdcjCAI+r4LRKHD1QBOaBi4f5Fep7K8OsLnEx6pCL2uPePCpEGsUuaaflWnZJuIsIi6fxtJDXl7+qY78uta9twn/LuHgzcn84Qwbr25xUOVpKCrHRNSgC28vu8IBka3bcQGCAtXK6HS7Y5FFVs3oRZwV1hT5mL2k9SFzgKtSs7khvQeKpnHbjjXM63MGUTp9o8f2syYxIyGbOn+AOblNr6qnRp2BJOjZ4thKqb/1TmdfVy/ix9o1nB01gSxzKqPtAxkVMYAav4tynx+v6sGvebHLNiIkGwZR93N3vOPRtGCeeXAlrRLQFJyqD7/qw6f58KpeXKoHRVURBBEBERER4ZjA//x3ERCoaUfDl04B7yQknvkuwKVnSHxyq56Sao3UeIFteRrPLGo4oF7/doBuCQJn9BL58hYd0184caA/VAkz5/n54Q86PrtNx+SnTuxClmgX8PpDT+4Zmgl/u0THqGwRpdaAp9jKxiM+LvykEqe/9YNRnjtoVJFiDK2XtV8RkENokd0ebM71c+Ejp84/+/2tXuYO1HFz72hyrEbe2uZk2WEPSVaRB0ZGclaGiViTjICAhkZ+nZ93d9Tz/KZ6Ykwi3aP1rC7ynNAG99dUeFSeXl/H0+vDSH74FQ4/PL6yjkcmRHD7kAjmrGyYQ+A/uhEdTgi9LYinuKJOBH44tydxVnh7Zx33bQjPn/jOzN5c1CUDn6ry2y0rOOiqxx1QGxVwk6jjwcyxaMCfc5c0ue9tEvUMs/VA0QIsqFoZ1nMB1KsOPqr8ErFSZLhtEMOs/YnWmQgoZhQxErMcjFp5VC/FvnLK/KVUKVW4FCcOxUG9Wo9LPX0bznQKeCchsaUQ7nwnwMPnSyRFC+wu0Jj0TNOJUeOf8bP/cT3nDBZ56iKJ+361mt6Qp3HVqwE+vEnmX9fJXPZK4OeezlEWqA7hd2ZENrz1Oz0ZMQJKnQHnQSOyX8fKw14u+6wSR5j1tQfd5WgaJOptIR3v8YP5JA/+p4qnh6fjKI/BHFPJjCyJGVkn/owCqsquSi+f7XPx6pZ66o77DIqdKsXO9g/rj02ycG//JLJtZgKaRo3fz7IjtTy7rYxKr8JLP9Uzd1wEF/QwNS7gRyeKRv0pUNRTuAJfMLUH6ZEiCw64whbvR3sMZnxcEs5AgMs3LaPcF/x8S70eMq1mZAQCx73JY/vebxft4IC76dadf+o6ky4GKHS522XvWEVlTf1Ghtv6oaHxRvk/uSD6QmxCPG+WvUv1KbBBbQ86BbyTkHlhqcILS0MLYaoqDHzYR97f9Nx5jsyeYpi/6sRzP9uk8oePFZ66JJiZ/uBRkTfooKSFxKu550v84VwZtdaAY68ZHRK5FX7+saGad7e72jQu+rQAAU0jRm8J6fj9xTLdLJFsntqdAnc9O2rrWF9Zy7KSampOh03OdmJyio0JsQlUq04yX9vPmal6rupjJdESbAn78R4H7+4M38YyHKyywFtjuiEi4lT9yIJAqtHMVZlWrsrsQrHXxdYqJ2WVMimRAay64Kr8eI59RBmxJ/XRgzbEJ/eWP/PGmVkMTNSxqdjPb1eEtx/7Yr+RDLTHUuHzcPmmpSf4n2+oKSfHls458Rl8WRZsWHJ10lCyLTZ21FfzcWnTJZozY4eSbLRR41MxSUYSdFGU+sMTWIOg50x7f3pZuhKjsxFQTDgUhTMihpNkiKc24Px/K97QKeCddCB1HhjxiI+tjxh4+VqZ3FKV5bknDll//zZYXnb/NJkDZRqr96sIgkB+I25ex3hmtsRtk2TchVYEp5H1BV4eX1XF8sPtVypV6/cQ6oKsriSOGlM0btVNhjGSDGM05yUAvTQUIUBtwEuR28XeeiebqmpZWlyNUzmN0o9DINms48Xh3dBQuWxZsOPTigIfKwpObTvMuUO7ICLxzK5DzNsezFcQgWt6RHNlThyZZgtJSRZwgVN1cUGOlbd3nViX761S8eZbmHepgE2v8fTC1k26REEIe414Knxt5g5KZVqWmUM1Kud913p7Qxl4c9BYMi0RHHY7uGrjjw0S1t4v2selKelcm9aNL8sO0seSyAWJOdT5Febs/67Ja8fr7JwX1xeXovB60TKuSZrKTcnTmZP/VsjPZxPNjIscRF9rBjE6C6IQdID0qAEqAw5kIYLB1sH4FI397vbNTjeLVrL1vYmR45AEiapABaX+IxQHDnVmoXfy/4/9ZTDjOR8L7tHzzT16ev3Ry6Ffjfm3vRuga6zAS1fJ/Gt5cPDckNf4l/2SYSK3TpJxHbahOfXMXV7Lc+sd7b6SUQU38frIkI495HKTbRK4bv1W9tW5GBFr54z4SPpERpBmMmOXDURbLfS1xnNREmh9FL4rK+LBLbn4TnUWUwgYJYGFZ/VC1mT+uvsAe2vab6LUVs5MtKOg/CzeACowf08V8/cEv2g5dgPndrXxwNAYRiZaGgi4WRLBJ6EoGn+drWf6EJUpT3jxhPg2JTE8IT7WCOhkcnPPRH7XN5IqF0z6enerJcUqSXw6eigmxUauo46rNjdsSgJQ6fewsqKCMXGxPJwznB6mDDRgTu6SZrPTb06ZjIjAa0XLyPeWcNh7hExTErckzeTrqrV4VD+KpmKSDJhEA0ZRT7w+imR9LHE6O9E6KwZRRhBA0TSOeGv4qX4fK2u3/dyIRERkcuR40nS96GHqz273biqU1pkk/RodesbYppKqTz/BlS3NkA4MRtU0qgJVbHVv4JCv+XarraFTwDvpcBbt1rjjnQDzrpLZOEdP+r2+E7qVKSpc+pKfjXP1XDxMRNM03lvT8Jd8YFd46wYd/nIzotvAHYtreGNLxySYFHtriddH08Vg5Yi3eSe1fXUOJsbAoGgbu2pdrCyvZWX5iYbxJklkVJydEXF2ZnRJZmpcGpOmJPFG3kFe2Nt0reypRhbgu7N7YBNMfHKkkNd2N+xEdSqJ1uuoDTSvtPtrvXxfqPHgiGgas2I/lrx2wXM+nr5GZlSOSPGLRqY95WP1/pYlThQI25b2ZOr3a6MzOTfLgssnMOmr3dS3sgi9i9HIZ2MGE2UUKKkGp79597GH9qzjI+sUJifEU1wv83nJXnLdTX9/htvTSTFEoGgaN6dMQP45yy9AthbH7Zbzm72fomk4Al7yPWVsceSyoX53o6teFZXvapaQrs9lin06Z0VO473KN1t6+80yPfIy7HIEDsXJNtdGCvwHUdQASfpUEuRkUvRdiZGjmWA7i8rAUL6r/QQvbc8H6RTwTk4KLy1T6JEocNNZEj/N0dPjwRMH3XoPvLlC4ZELZTw+7QQTmPQYmHO+zGUjJbRaA2qVmflbnB0m3gAH3JX0t2UwwJbEEe/+Zo/dUl0PGdDLbgUaNwxxKypLSqpZUlLNY9vzuadXGlekdeWGrt25PD2VR3buY2FR00k9p4KuNj2fT+pBhGBmU30F9649/SYa8tFCnZYYFBc0ksmtbVj6ZpCC55fVa/S938szV+i4bYrMjw8Z+Ps3fu5/v/lyCEkMzyJW4OSswCN1EgvP7kFmtEhBrcY5C/dQ7m2dPXG0TsfCcUMw6WD+vlIyZAtd9DH0tEax29H4HrIfldk/LeIPmaPoqo9jXFRfBkVkkOcup8xXj4hAtM5CsiGSOH0kAhKKpqBpAhV+FyXeOkp9tfg1BY8iYBSN6AQZURDxqX68qh+f5qfSX0uuu4gapXU+C4d8hyjxF5CoS2OQeQg/uTa26vxj9DQOwC5HUOAtYFH9Zye8lufbR55vH7jALFgZbzuXeF0cM6Ou4MPqtncv6xTwTk4at30QoEeSwIR+It/fqWPKs36MOrhkiMiFgyWGZwsoHglJEVh0n0qvLiKxNgFREVE9Et5CI4LTwOI8D3cvbtlStC1srSvlgnjoZollYUXzAr65ygFodLWYQ77+07sO8+LeQp4alMO4mC482ac/t3ev465Nu9hZe3ITwY5neLyZySkRjE+KIsNoA03gi5Ii7lx9ci0iQ2VdZS0jY6K5uls0b+1rej9+eFKwUHtt8Yne/7IICZZgDaDzaMb83e/6+WyDwtf36Ln7HB1n95cY8xcvNU18LKLwi596azgZSWwjE0y8Mz4biwEW5bm58sfw9nxfGdofsx6e3lHIqwfz6Wmt4IluU7mj6zBu2NH0nrZHVXg4dwVDbflcmDCIRH00/a2/ru7QqFcc7HQU8U3FTg55O/Z3+3i+rVnA1XG/Y5BlODtd2/DS+u2hHEMvNE1jWf2CZo9zaQ4W1H3AWOs5ZBmzGWwazSZ3+CVy0CngnTSB3SCQZNaxp7p99zunPOtnz2N6JvQTcb5iQK8D4WgNdcAP/gIbgqQyvmcAT40O1z4rshZ0uar1qPxjQx3z1td3uAXlflcFoJFibHkf3K2oqIJCgrF1bh5uReXWDXvpYsrjuSE96WmO4YMRI9jmKOeOja1fJYWLWRJ4bWwGw6KikLRj9XAaRb56ntxWyNeH2l6P3VHctOIQm2ba+eOAFN7ZV9Xk7urIRCOi0cND4yy8aLMRZQpamcqyhuqXqa+VcR/nxrpyr0rizR6W/NHA8CyRwheMzH7ex1ebG95BEE69IUtjzB0Zy3XZSbjqrXxbWM61K8MT71STif4xRvbV+Hj1YD4Aux3VOBQncfqIkK6xob6ADfXBSWAXQwTJejsacMRXyxHvqft++fGzwbGaYdYzmRp1Ll9Uf9rqa+ixoAkq0XIMpYGW7WdXOL4l3fB7so092izgJ8l+opP/b2y4KoUfr0ggzdr+c7wBD/v4fJ1CjVNjxyGNZxcoXPFCgLJKCdHiQ3XpePxtGa3YzrZihbsW1TD9wwoyXyjmb2vq8Z2EyiwVCGh+onWhlZK5VB92uXHnqZY44vYxa8VWrt6wnrJAPf2s8SwZfwa39UgN63qtZcm0XoyMjMetBVhYdoR7t+yh/1cbOPOrXae1eANUehU+OlSGSdDzz7FpjR4zNM5MNHYMEW5GZAgkRwZXvoerYXWexuEyGaE+Ap//xOHQ44MzHvby4Ec+dJLAp3caePPGhgX/mhaeKYtA+HvnzRGhE1h+UQY3dE/Cg4+AqjEyOg67rvV2rwC35mQiCDBvb94J/6+ihdUF+4i3jg31BWysLzil4n2Mre7NONVa4uVk0vTprTo3Vc5GFkwomsL9B4PFAAAgAElEQVTZkeeTpEtp8RwVFZfiwtAOHcw6BbyTRpm3vh6TUWXllUlEGdr3a+Lxw0WvBLjmVZXCMonrztTx7i0yXRIVCuuD+413Do1kYa6bye+V89pmJ0sPeX9uOnGyqFdcmERjSMdW+bwYhLa5ufxU5WDikg3M2b2NgKZwfXoOM1M7tjj5rn7xJMg21teW0+/Trdyy8jCfHKyh/mT/sNvAfWuLqAp4OCsxjskp1hNeM0oC74zLRlR1/PYjNxGPlhP1RBkpz5bR759lTHmvgu1lwUhHoAk1ffIrhcEPuqlyalxxhkzecwZSY355XdWCXu2tpSNC6ONTzGy/rDvdrFa21tTR+997+dvuPEQkHhucEdY1h8VG4A3AotITM7XNkgGPevpUJLSFb2uCPcYnRJwV8jl69Iy2jUdDJd9dgEt1Mdo2AYmWJ0p+zYcotH1c7RTwThrlxa01PLvSS6RVZd1VyRil9nGpurC/jsW3mah/wcQ3f5A4e7iKpgl8vUZkyuMB+jxRz8g3y7j9+2ou/7zqpKy2m6LEW4eAhF1ueaZc6PaAJtLFFN4q/Hg+PVzORas2gKBxY07XNl+vKSYkRnJ9VioKfq5ZdrDD7nMymL1kPxoaL43KIsbwywD6+tiumEU9/8o9wgd7HY2G2I+tnpuzzN9RCEk3e/hmq0JKtMi+Z4z8ZmzwPooa/gq8PZPY/jY6nn9PykQvSDy9vYizPj+ER4H5+0txaz4mxse2esCXgQSzxKFGGr7L6Kj0n7p8jfakSqnioHcvOsHIGNu4kM6ZGXU5VtlEvVpOvC4NUbVglyLpberf4rkG0URAa/vg1ingnTTJnDUV/Huzn6QolTVXpIT1ZREFuHqojpV3mXG9bOLDO0TGDlBxewU++lFkxJ8DRN/hYuarbn7Yr+BTYEdZgPlbXKe81WKeO5hdO8CWCAR/WbpZbPSxRWH41ZIr1xHMiB8SE9qeYEscdHjwan7scvt7tPaxm1k8uT+vjeyOQdChqRKidoqNudvI7hovz+8pxCDI/HheL6IMIrIIo+MiqQ14eXhT03uT4tFAcEveOqoK5z3t44Y3gmL2z9/q+eoePaqmEs78tr3qwGOMImtmZXJldgJOxc/ZC3J5etOJCX2fFJQgIXNLzy6tuvbkxAQkEVaXn5hpHq0zAAJV/yUCDrCk7nsUzUd3Y1/i5LgmjxMRmW6fjV22ccBzkIV1H7Kw7h38mopTcZGqbznSoRd0+LW2Ry86k9g6aZYbF5cRb05icg9Yckky4z8sCum8343Sc/2ZMn0yVHQGDU1VKKuQ+GaFwN8W+dhb7m35IqeYXY4yzomFgRGJzExOoq81EeHn8JgGqPi0AC7Vh0oAj0/H7JQMFL+BPY5a8pyNr/hCRRJEHErrfsl/k5XImQmRSIKAR1FwKyp+VSPWoCPOpCPNYgwalwA7a5xsrXZyeWYCfxmYwT2b2qfFYXtilSUSjHrijHoOOz0ccTf9vXl6axkxRpnLuyax/LxevLCzBBGJT/JLmr3HMd+NQIiZaPN/VFi0Q2H5QwbO7i+hauAJw1mvPZLfpqabeXV8OnokNlTWcOGCgkYbxTy9vZDL01K4MrML/9gdek/6aV3iAfhP4YkToGPPLf2XrQGX1S9mYsTZzIy6lIPug2x2r6fqqMlLtBRHL+MAso3d0IkSpb5yfqj/GgC35qA8cIQkMZ5YXdPifwxZkKlvZdlbo9dp8xU6+a/ngi+L+dGczJB0+Pi8JC7+qvHVjCzCX6cbuX6CgNWmoqkKR0olvvxJ5anFXgpqTsNU3WbYVl8CaEyIycCi9+NUXWypK8OrKiQazETrjETIBiIkIyIyDp+PPvYInhgQXIVrGvgUcARU9tY5mZ9/kHXVoRuhyIg4AqG1ZDOKIkvPGkBCMyF8TdNwBBQ2VNbzzM4CNlQGB5BLusYzMq59IgdtIUavY96wbIYnWJDFYPTm+O6OmgbbK7089FM+m6sbH/weWHcEnSgwKy2R+/oFE4o+PNC83esx56zWdJ0tqISMO7z86wYdV5whoxfhwuEyn6xrXQ/7tgj4vLEJXJIRh4rGo5uLeGFr057eLkVlU00VQyJjOSPexqqy0MSjf7QNtx/21Z9oZlQT8KIRoKc1gUjZQE3g9JmQDzGPoo9pEBoaXtVNoe8wq50/hGRlesibj0d1YRTNZJqyyDRloR0NkxxrNepTA2xybuAn15oTzvVpHjQNdIIeGbnJvuMyMqIg4G6HLmedAt5JSIz/oIhNV6cytSe86Irn5iVlJ7weYYBtc8ykJCl43QJvLRJ44EsvZY7/X6J9PD5N5Z3iVVyVlsWLB3fwXVnzK5dkg5HuEZHkWGykmc10MZmINeiJMciMjLMxMq4/6ysc/O6ndS0OJSKAJlLrD62U7M3RPUgw6VlRWsM9G3Nx+lVsegm7TsYkixxyeqlpoj9roctLmsWACB3g1twyelHgr4OyOL9rJLIEZU6VMncAZ0Ch3q9Q5w/+OSreRt8YA59P7k5erZ/rV+9jf727wfXuWVOEThQ4PyURDZXdNc2Ly8974GG8+Wv/6eecPjLRUQIf3Krn/jiBv38d2mcW7h54gkli4YyuJBvN1CpeZi7IZ3dVy5GauVsP8dXYGP7QN53zluxo8XiDKBJnFJv8+X1csp1ZiQN5q9/5OBU3TtWHTw2w01HOS4e2tPp9tRc5xl6IgohTqcci2ehp7oVeEFnu+KFJUQUwCEYuibkCg2Cm2H+ILc5t9DD2xSia0NDwqC72eXZS4M9r9HyTaMWreQATOlFPQG38XhYxOFn2qJ1ObJ2cJFRg5LuFbP9NClcO0lHqjOEva4POYV0iBLbMMREdrfDZSpFL5rtPy7rYcFhQfoAF5aGFlou8HorKS/ihvGHINsti5e/9BjI8zspjvQfwwM7mB7gu5uAeY6gCPjjaRrnHx9WrfmlO4fKolHpaPn9jRR1drfEMi7WxtqLtYb3WcFevVG7skYBRBzUejUfWF/Dx4bImj+8XaeWRQV0ZEGvk27N6c+/6Q3x6uKGP9e2rCjnngkSqvS1/Edval9vvF/C4QNDDk7N1ZMaL3DK/5RVpOHvgl/e08OTwNGQkVpRVM/vbwpAnHntr3ZT4XHS3RJBuNXDI0fwzXpyajCjCirLGIxjvHdlNld/NrKTeREgmLJIREJDaIbu6LRxbMZvFYAmoQYQBET3ob+uOU/FQ6i/jgOcAe9x7fhZ0m2jjoujLkAU9ed49LK77HoDCJsT61wgIRElxeLQqNE0joDU9UahXa9A0DYtkbfKYUOkU8E5CxqNojHj7CFt+24V7zjRS7opkaUkda/9kwGJVePFrgds/abgi6gQOOB3MWLOCxWeO45zkGF46aKbA3XQCUJnHB2jE6FvOak8265FEge2hNFFvhGP7ysFJw8kR8IvT4nloYCqRRgGPH57bXsrfd7Xs9ratxsGMH3YwLTmGeSMzeHZEOkNjInhg84mTrC4mA3oZ9pS2vMoJ6nf4M05BCCbA9b3bzU9PmLhxokRGvJFpT7R871AnusOSZV6fYSfNaMJVo/Gn9QW8vqO25RN/xWPb8nh+SG/eHd2LM7/d3Oyxl6QloWrwr7zDTR7zTXk+35Tnt/o5OpL/VL/NKOs44uQkTKKZ+oCLwkAu6YZ0YnRRZJnSyTKlMzlyPE7FS6W/iig5AQGRne7NrHa03lwlUU5HJ+gJCCI1SlWzCWoqKn5NwS5FteVtAp0C3kkrqfQqjH6nmPXXJvHkNCNyqhedQWXOB/D4920PCf238+iu3Tw/pA/Xdc1mzu6meyL71GAr0sQQ3N1KXb7gjF4Oz6jDc9TIO9zzW8OoODt/G5pJqk0ioMDHB2p44KcDre7KtqCokp3fOPlsYi8u7xZFhL4bN6/7pcvTzNRYBAGWlbQscsd3jwqHYyvpgkqNjFtdbHnKzFl9RfY+a+aMP7toKqgh0LKAp0YIvH2hnUExwdWkompo5rqwxBvguyM1rK2uYERUHH/un8ZftjYuzmZJItuuJ7/OT3WIUaDThQB+ljsWNfj/NY7VAESIdnqbe5NuSCdWF0VvWyKVXoVVdWvY4v6p1feTkOhrHIlTqSNaH8lBb8vdxqoDlcTr4tFjxNeGpib/XSmEnZwUDtUHmPzvMupdAooicPMbGo9/f/oksZzOLKssRdUg09qyw5tD8RERgrtbgKDg94wM3Yv9eLJtwUnCjjBX8KGQZjGwYGJf3h+fQ7JVYkWRk6FfbuXujeG3VM13ehj+9WbKnSrT0iJIs/xSr39mgh1Ngy8KWm4T2dZB8PhQuMMD3e5w8eMejcx4OPSCmScv19Po3KiZEPqgLhJfXGZnxw1JDI6xcMjlYfL7pVS71bBMY47nulV78Wg+Lk9PoVdk4xPE6zLTkcRg+dl/G3VqLWscq/mk8mNMsg9JgI3O8MRbQGCEeSqRUixOytAJOna6t7Z4Xr4vF0EQ6GbsG85b+JnOFXgnYbGtwkvyvJZ9fzs5kQSDEVGAOn/L2cqlXg/dTOaQksvWltcxNjGSC9Ni+eRwazLdYVKXKDRNY3t1821Tw+WRAZlckRONKMDuKh+3rctlX3371A/7VI37N+bzxphM/jEsh5lLg8lZPaNMuPxQ6Wt59Si0xwr8uH+rKkx8xM2903XMvUjH3efI3HG2zM4ijV2FKgWVWtC9TVWIMok8fL6exEiRpCiBzESJuEoTZiU4Gan2e3lkZS2rCvxEmgRkqe0RA58Kt23Yy6vD+vCfMf25avV2NlacOHmbkRJPQIW3mgmfdzRdDamMtA0gQrZSrzgp9pazzrEFl9o+23Q3dJmNTTaypnYn6xzhJd0NMo0lRZ9Fvm87vc29yfXuoVppuavgfs92hllGESO1zWmxU8A76eQkcndOTwAWFLdci5vvdNLNFEPfSCtba5oX1/s25bLmnMH8ZUAGS0tqqGoi4/x4Eow6PhnXhwidzHsHS5vJzw0PEfhyYl/6xRqo82rcvS6P74qbL+kKh8UlVeTWpDIwzsgDfdKx62WiTQKri0ObJLQ1ia2pbPK/fenn2QV+5s7Sc+Vomb4pAv1SflmKaz4/UZqOP13+SzRGVTTKXX4kMYBo9JEoq7x4mQRH/Qech3UUVbZ9q2NZSS1ztu/j4b45vDuqHzdv2MWS4mBYPs5gIMUqs6PKg6+d+53emTGIPtYE7ti1mHql+cnVOPswMs1JqJpGshBDD0sa46IGURfwcMBTwNKatdQq4XmpXxl/PvF6O3udBXxTvTSsa/Q0DCHb0I/Dvt30MPegKlDBaseykM4db5+CIAjUqo23Hw6VTgHvpJOTxKS4RM7qEk2VR2VhacuGOLtqnUyJhcGxthYFvNwb4Pk9hdzWI4UVUwfy6v4jvLG/GBGYmRZHitmAThSw6oKlZZk2E12tRgTgx5IaHtoSWrZtqBhFge8m9ycjUmZLuYeZP+zo0BK1m9fu58vJvfh976CJhscPt65rvg3sMUQAoW1JbE3pXECBB9/38eD7PkQR+qcLZMZLiCK8dZGJMpfCgwudFFRq7CtVOLZlH2+FKT0k4m0CNW6NWjfUujXmDdMT2U7ufO/nlVPtCzBvcE9eGtqbB7ft5T/5ldycnYEgwHv5oZk2hYqMwLiobFTUFsUbYGHVMoRqkVJ/OUbBSF9Ld/pZutPFEMMgWzcGWnMo8lbxXfUKDnlD71V/btREcszJlHhreK/8i7DeS4a+J/1MozjiP0CmqStu1cV3tV/i11p+X1mGbiTrMvBqjrDC9sfTKeCddHISuCYtizu7d0VR4YaNm5o8ziLJRMg6Sr1uNlbUQRb0igit3GTe7iJ0gsgN3btwe89Ubu+ZiqZpjYaINU2j2O3jxT2FvJ/f8j5xa4iQJRaf1Z9Eq8jSQidXr9rdrtdvjD11LoZ9uZnpqXG4AypfFJaHvLfe1qYioZaDqSpsztPYnBeMdbw5Q6DGpfHemoaxjzIHvLuxoVe2bzDtOmp/W1TNVd5tvDmqL4/368FlGTXkmKLwBODTovbdIrsurS8iMgvKt4d0fFngl1C0R/OwwbGVDY7g/nIPUzYTIkeQbIjmN4kzKfZW8Wbpp3i05hPCzogYwtCIntQF3Lxa/EFY7yNJTmeIaSJl/gKSDMEQ+Le1X+DWWo74GDAyxjYZ0Piq+pOw7n88nQLeSScdzJ+692FWegLOAFy7YSN7nA3Dfrdk9GJ6QhYSx5LWglat1Q6VLHN0yPd6elcBr+wr4rc5SQyJiUAWBNZX1LG92oFf1ajxByhx+yj3+DtkRTw+IZIXR2Zj0cOnB2q5Y2Noq+Bf09tuZXZaMl0tZiJ1Og46nXxfUs73JU0Lc41f4e2DrU+6ao8s9HDaggq0fzeycFhX4WDmj1t4fWQP+tii0DQodyuMjolmZWX7bXlMiM5EJcDrBaEJeHPsceeyx51LnBzDjJhJpJniuCf1WnY6DlIRqMan+vBqfryqD6/mQ9VURkQMoKc5Da8a4OUj7zdr6tIU0VICoyznUKtUYtcZMItmFtR8Sp1SE9L506MuREBkk3MldWp4lQTH0yngnXTSgbzQfwhjE+2Uu1UuXrOaSn/DbP0HcvozKSaLAH52Oo/gVPzYZQPROiNx2Ikgmf72KLbWNm2VeTyOgMq83UVA+4ZAm2N0nJ1nh2cRbxZRNZi3I7S67l8zKDKC5wf3w677ZSKjatDVYmVCfAKP91V55UAeL+Ueardnb2sbl45oC9oU7bwl/TN7a90sL6vm4hQLHjVArFHm9VG9eCe3jMd2t1wWFQoBTcGA1q4Tx/JAJR9XfM0NSbOwSGYGRuQ0e3xdwM1rxR/hVFufRGkV7ZxpmY5HdSFLHqLlZBbVfU15ILR97GGWkdikGKoCJWx1N1+DHyqdAt5JJx3EdV2zGZtoJ6/Ox6x1q/A0skx7oFt/JkVn4VTdXL5pEfXKL6uC2zJ7MSM+EtB4tPsIzlv/zUl8+tC5v3c6N/WOQ9VgVbGLhzbnccDR+kzhG7LSuCU7CwRYV1XJO3mFrK6swqdq9LZbmZmcyAUpydyUncXUpHiuXbclpCzzlmizgBO+sGodpcitJMmk46KULjhVL8O/2UCmxcpbI/tzdU48WTYzv1nfdmvUI756upus2CRdSHvgoTAuciDjI0ciIFDuL2dFzTYUTcMg6tEL+uCfog4dMnvcB8n15Id1H4NgYqxlJgAeysnQZ7OifgkFvtCuFyPF0cc0BBU/X9d8GtYzNEangHfSSQdxddc0fApcvG4V3kbE+6+9hjAsIh2n6mog3gDDIxMBldU1hxgVmcEfcvrxxP6mzV9OBbO7JnBT7zjqvBqzlu1md2145WEzuiRwa04WXlXhpg3bWFd1YkhyZ62DnbW5PLv3IG8MG0Bfu50l48/glQN5vNLG1Xh7GbmEQ2tP09DaPOFojGeGZiEgMmfrAXwq7Kl3cOai1Xw7fjijEqwkGgyUeNvm9bCh5gjdTV24MrkXLx1uuVa6OWRkbkq+kFhdHKoW4KvKZWx07Gn5xLDupWOMZQZG0UyZsp/upl5scq5lr2dnyNeYFnk+AEtqF4QVum+KTiOXTjrpAKYlJBNpEPiuuLJR8Z7bYxDDItKpDtRx6cbvG4g3QII+AkWDwRFpaJpGsuHUdwz7Nbf16oKqwVnf7whbvFPNBh7u0x1F0zh3+doG4n08LkVl9pqfeHTXXjRN45bsLJaMHxlyol9jBPW7Y7LQW6K1HjbB49tXwkVgcGQ0VQE3Xxb8suft0zSe3pWHKMC9PbPbfJ+Pi/eh4Wd8TGabrmMTzdyXdhWxujjKfKX89fD8DhNvgOGWKURKsRT4d9Hd1Is97h1sdq0P+fyp9nORBSN53j0U+Nu3rr5TwDvppAMYEhVMPPv34fwGr42PSWR0ZFfqFSeXblyES22YbXxhQg8UVURAwKX42eWo5NVDHZ/N3Vq6WCX2VPua7dPdFCkmA2+f0ZPFkwehahLP7z1AsSe0/ucfHD7CqMUrWFNZQbzByIejhvL1lB7c1SeJrpaW3euOR6SNWeiEJ+DhJLEFtPZfgU9Pi0ZAZHFJQwOShSWlOH0wJiGyzfexyTJdYsuIt/q4O2NQWNfQIXNn6hUYRRPbnbt44cjHeJvxHW8rXeQMUnRZ7Paup7e5DwW+fFY5Qq8bzzZ0o4suA4/mYGl9Q3vXttIZQu+kkw4g2hAUkcPuhvakGRYbCgFu37Gi0WCaSZS5MqUnGgLTN3yBu4m2hKcDmgaBVi4j+9otPDIogwFxQVe6ymoDasDA6/mtS3pzqyrXb9jGkGg7rw0ZwJAuEkOTo7l/aDQev8DhugAVbgVVCwqfqmkE1ODzKkf/rmga8QZdmxU87O57rTyvI8Ln56cFa+ffym08GUtDw9/G9oJxBgNfjx2CzaDgcCtMjMmhzOfinaLWrZwvTZiMLOhZX7eZr6tWtemZQiFRl45f8+HR6pAEiY3ONWghfmhGwciZR0vGvm6HkrHG6BTwTjrpAKJ1elQN6gINk3XmH97P24f3NyreBlHijX5nY9OJfHwk77QWbwCHXyPbbmj5QGBsfCQPDUgnJzJoRJJfG+CxbYf5Y85AxDbsC26sqsWrCOw9FMX8wr1MSo6gb4yBrEiZnOiga1nz29watSFY2zZFm/bAW3meLAjtnvHeLzICr+Znf13DxEMRMOsEDtSHv/+dYjLyxZjBWPUC8/eX8NqBAv7Vbxqzk/rzbVk+5f7QmnmYRD05pgy8qvukiDeAT3MjIf9s0GIT7VQSmm/CeZHBkrGN7VQy1hidAt5JJx2AS1EQgCidnmp/wxBfY3IRJRt5uc8U4ow6vis7wiuH2+bSdDL4tqCWWf/X3n1H112eCR7//srtukVXklUsybZsueGGC2AbY0rApNESlpZkZzPMZIfNJjuTtpNJwmR3chIyJ5tzMks2kJAJKZPQWyghtGDAYOOKcZW7itXLvbr1V/aPaxmDVe69KlfCz+ccH0tXv/JK9rmP3t/7vM8zJ8RvLl7AZ187+xF/2Knzxfk1fLK2mGnezIrd7s4k39l+lK1dmTZd36pXMO3RbS5SUTK1uw+2c//Bs99gVcCpKjhUBZemoKsqbjXz9wNXV1NZlH91s1Floed4vKooWc8As+F3qPhUJ3uig+cdnBcMoCrQkGft+jqfl0cuWY5Xh5/sbeLuhkzFv1+c2M7f1V7Ip6vm8v+OZZeY+fHwWkDllZ4teY0lH0dT+5nnWsFS96WkrTTr/JdRnZzO/sRe2o2h+9Zf4FtzastYC7vGaMvYYCSACzEO/tLexnmBAHfULuV7h0Z+w5njDfPjhevxaCrPtDbyoyNvTcAoR++rWxu4oGwZ66f7ePe6lezqjNFvWPh0lZl+F5VFGqoCaRM2nYzxT9vO3mLWkUpQ7Rm5O9twVEXBGCaKWkDCsklYNhED4L28g+QoHw9P5AxcG8W9BnPjzDJA4S8nh68x4MgjU3++v4gHL16GU4e7dh/nl2c0Rnm27Sh/V7uKC0NVWQfwhb45WLbB630TtxMjavXwQuQBlnvXY6eKKHcHme9ZynzPUmwsYmYfrekWDiUPcCyV2Q1RqpWxyLMCy07zx57HxnV8EsCFGAf/0XiUG6Yt5bLSIFt7u3iu49CQx15SXMs361ehKfDzY3t54OSeCRzp6F363A5+csFcLq8KsLYq09LUtiFlwv7uFL891MbvDp8csoDH0ViUGo+f+qIiDkbz64imQN6z+FGvK49iDTyfGbg1hjPw9aeS0x4YopzuO719pE1YGs4ty3+Bv4gH1y3DocF3dx7l98ffX6vcwMbExKlk15hlrqcGXXFxKH44p3GMhV6rk5ejmb3bakRltmsOda45lDkq8GlB6rQQde4FgE3C6sehuAF4sW9st4wNRgK4EOPkS+++yC+WXMVXZi/Dq+k82rr/fV8P6i7+uf5iFgdCGDbcuf8t3ujJvinDZGEBX9ycqdbl01RcmkrStOg3swuoTzQ3sa6kks/PqOMf381vdqWgYBaoKMroCrnkdvxYz8BrfR4sTJpjQxdWaYkZVHkdOBUlq+5kp4O3Ct/cfohHGwevqa6ikrLP3oExmCtCFwA2z3cV9smUhcXB5AEOJt+rTlftqGaOez4VjioCWhBNsdgZ2znmW8YGI9vIhBgnzckoX3r3FZKmzR0zF/H1utUA1LoDfHvOxTyw/BMsCYY4Govx1zufn5LB+4P6TYuulJF18Ab4S0c7KctgdUlZ3vdVFIZ9hD6eJrKQizLGa+Bhp5P+EaqiPdHYhkOD7y9dOOL1KlwuHhgI3juGDt6fqpiNgsaJ+MjtQB3oVLrKiZn9tKRH7rU90RrTjbwSeQHUHqq8NjG7lTeir07IvSWACzGOGmJd/Jedz9KZSrNhWhVPrryeXy69kktLy4mbJnc1bOf2d56lKRkp9FALamdvFz7NyUJ/vsVqFIx8OopkTh21vB6h23kEcMa27rpb0elIDb+P+t8OHqYjbvGx6mJqPZ5hj/3pqsW4NLhz15Ehg7eOwn+evgwbkx9mkR+yIXwhoLI5MvomKONlQ2g98321tKf6uL/94Qm7rwRwIcZZezrOTduf5E9tzbzb183O3h6+vud1rt/6OM93TPya3mT057ZMF7FLyvKfhacn2QxcVcGtQ8AFYQ+UF0FNUGF2WGV+mQp27l3M1DF8hB52aSioWRXh+Z879qMq8Os1y4YMGh+rKOe8Yjfvdid44PjQjXS+MnsFuuLgqbZ9I9ZEV1FZ7j8PG5NXeoZuw1tIq4qWcVFgEVEjyT0t/zGh95Y1cCEmyA8Pbyr0ECatVL6z51MUIJ1nElskZaEp0HL73Pdd74NT86E+699mMLO+jdh3i0+/rGQxrTf6NTq7c2v6krJs/PrYzLvmBjIJhydjIwfwV9s7+eOJbj5ZW8zvVi/ns5u2vS89a01JmB+uqMe04Y4tQ8+UfarOJcWzSNoJfnZ85Bdwdj8AABliSURBVBn1jWWXoytOtkV2jUv729Gqd8/io+G1pG2Le1vya1E6GhLAhRAFN9OX2UbWlcq9YEgmnCmYeaaClython0qPe7W04+nrdOPt23sUx/bZLqHnfk5wALNQ+9hPweSvZhW5lzzVJW393+e+duwwbRsPllRhj9tA9ln3ncnDcKO3ErFDmW2P5Mt3ZRlGdyv7HiXev8qVpR52fLRi9nd1c/R/gRLiouYF3RhAV99++CwTU++OnslChq/bR55b3S5o5jzfPNIWQke7xzbNWUFWOaby0x3FR7VRdSK8UbvLjqM7AuuTNNLuanso9jY/Orko/RZ+e2gGA0J4EKIgltfOg0bmyebm3M+161lQvhoyn1G0xYrHs4va7jjv83iWLfFul/n9gbe8+WRKsSdrT1uUF+kEnAo9KVH9yy9xpepoHckml0lNIDrNm7ha/PncPPMCi6Y5uNCxYdlw/FImm/tPMDm7qH3k/s1BxcEa4lbcR5paRj2PhXOIF+u/jhpC/qMCHXuKg4ncv+/cSaXorMmsJTFvnrCjjAfXEFeXrSEfjPKA+3PcTw5fI9vn+rl8xWfRlUUHmp/nuZ0dj3Bx5oEcCFEwdV6iuhOJwbtmT4Sn5Z5GxvtY/j8jX1506Hs7oqzpizEVTN8PNwwuhlflTcTwBv6sg/gFnDXvgbu2teAS1VZGgzSEI3SlR65v/c3Zq9CQeVXjcNvFVwTqOf26rXoisLx/gRhRymfK78BG4M+I0JLqo0eI0rE7KfXiNJjREjbBiHdT1D3E9R9FKlefJoHj+rGo7rw634cipOBNMCYFeVA7Ci7+g/SZ/RT66rggsAiKpwVfK78Wv7l+L1Djk9H5wuVt+BSdf7c/SZ74wez/vmNNQngQoiCurA4jKZobOvuGvngQbgGZuCjLMc6GvlO/nNNgH/mSJS/nQdX1BaNOoBPczsBm0OD1EDPRtKyhp1xnynscLE8UE2/FeOptiNDHvc3VZeyrngWhm3zf0+8yua+Q1Q5yvhI8SoqXeUE9SBBvTiHUWb+YQw7RXu6jX2xI7zWu+usDmYdRi/b+vfz+YprqHXVEtYDdBmDb3G7veJmArqHt/v28Ubk7RzGMvYkgAshCur66dUAPNKUWzeyAR4tU82rUDPwsd7aNZw3TyawsVhaMvx2rmyEnQ5sbIwJGPzX6lYBKved2DnkMV+qvpJVoWq6Ukn+9+Gn6DAyWyub0+38uu2Z08dVO8so1gMEdR/+U7NtTVGJmnGiZj+9Rj89RoRuI0KvGc3p38ajugB7yOB9a9m1VLhCHIo188fuF3K48viQAC6EKKg5RX5sLN7uyW4290EevbABHDLJbROlx0gx3ZtdB7jhhBwO0mRXCW00ShxulvqriJj9PNd+bNBjKp1BVgaraUvG+NrBB4bNOG9MtdOYyq4jWK6CWhDTHnw54KPFlzHXW0N7qpfftD86LvfPlewDF0IUVNjhImnlH0g8auZtrGAB3M7vEbpN7klsAAd6E7gUnXJPdnXEB6MrmVK+rYns17/z9Y3Zmdn3vceHzjxfE6xHUeCxtu0F3S7mVF30mWcXVbqoaDkX+BcSNRLc0/L7AoxscBLAhRAF5dV0egZpuZot98Aj9BzKt461ibzzSyeigMJN8/KtWgdfXjgdBZXX2vJ76pGtaU4Pi4oq6TWjvNg5dKlgh5p5GBwfobDLeCpzhACFjvT7fyYuxcmV4dWkbJN7CrDXezgSwIUQBeNSVTRFpS2Z/0xwYBtZsmBJbErej9DzqeL6h/19gM0VNbl1CBtQ6XHwN7NrSWNw1zvjW39/YPZ9z7Hh931v7j2EbcMN5csLFpRKHZnObL3G+5MDPxJah6YovNC9iYjVX4ihDUkCuBCiYBYFAoDCsVj+b4yTYgY+gVVcW+MmCdtgQSj3RLYSl87jly1BReW77zQQG8efWaXLywJfJT1GhFe6hi6tCnA40c6BWCe1ngA/mXcb60Pzx21cQ+lI9wDvBfIBM1yVmLbNlujQCXiFIgFcCFEwRbpOv5Gie5jqXSNxn1oDTxYwC32itpENOBRJ4NecePXsr3BbXRkbN6ykWHfzXOtJHjzSkefds/NX1ecBCvce35HV8f9y5Ele7TpCke7g9urV3D3vM2wILx7XMZ6pPd2DYSeZ6Z7B8qL3foFQFXVCkxRzIQFcCFEwh/tj+HQn8wOhkQ8eQqEDOEzcNrIBrzVHUVC4ZrZ/2OP8DpV/XFLN9k+s4s5F81BR+N6eg3zprUPjPsZylw+weXWE2feZft78Cl/c+wfe7DmOV9P5TNVK7p57G58quxAH+SftZeu+lkexsbim5Aq+VHUzc9zVnEx1oqsqi7zzxv3+uZJtZEKIgjkRj5G0DBb6g3lfw3lqDTxhjv+WqKHkO0HLJwsd4JGGCF+YX8mG2qJTa+Lv8TtUbp9bybXVZVS5fICChcnL7a18a9sR2pMTk4QV1F3YWDkn+EWtBHc3vohb1fn6jKuocVewLnQ+60JLORxv5KG2N2hJ9YzLmFvSnfy0+ffcXLaBEkcpnym/DsNOgW2zoXgtu2P7x+W++ZIALoQoqB09XVwYnsY1FVU8eTL3etcuNTMzSxQ0Cz3PJLY8A/iujiQmJivCfpYUezm/pIirqsIsCPgpUjMlQ20sjiWiPHKslV8ePElqgn88bs2BOYrEwoRlUOpy41Itnu/dzgr/POo8tXxjRg09Ri/PdGxhc2TsnyS0p3v4t+YHqHSUcHV4DdNdFZg2WJaHGc5qjqXGN/EvFxLAhRAFdefed3hmzeX8Q/1CXmpvI2rmNkOcDDPw/NbAR/fgvSNm4k2GeXjdQA91m6RtsC/ay/Mtnfxi/0kSE5ld9wG6ouYx/37PTHcxxXqA5mQHD7W9xUNtb7HQO53ryi5imrOUWyuu5MbydWztO8jTnVuJmIPvZPCrXm4oW8/9rc/mdP+WdCf/3voUAGV6CZ8pu5XLQuv4Vdvk2QcuAVwIUVCdqRRPthznuqoZPLlmPd/Zs5PXOrNPsHIpAwG8cNvIJjqJLeRUmeZx0mb088KJKM2xJA8caaMxVrh91B8UM1OUOoZfox/OP8y8DID7mzeffm1PrIk9xx4hpHu5adpa5vtmclFwMRcFFxExI+yOHuW13r00JTN7uRd7Z/PZyitwKCq7++ezNbovr7G0G51EzB6KtVI8qpu4Nf4FcLIhAVwIUXDf278Hw7b59PQZ/HjJKkzbImWZKCgoCigomYxbRUGBU38y4U9RQNPifHPxLL6902Bb9+B1rMeDeioCWxOcpfz3S8pRFLh7bzP37h3fbPJ8RdIpyhwqKrkXuvloyTyK9SCH4s3s6W876+s9Rox7mv8MwLrQfNaHFlHqCLM6uITVwSXYGMTMJF7Vh2nbPNj2Wt7Be8DW/u1cGric9YE1PNfz0qiuNVYkgAshJoW7DuzlyZYmbq2ZwYpQCQ41s33Hws6sQWJjWgOfD/yxMG2bGtViXsjFg+sXcTyS5s5dDWxsH98qYwD6qX08+T+pzm8Ofu2sEKZl88v9kyd4+1QHl5fMYXWomjpviCJNozep8V+rV/PTxk1ZXyeku7ml8kJsTH509OURj9/Ys4+NPftQgQsC9Zzvr2OGqwKv6qU3Hefu5idpT4/+/8L2/t2sD6xntns2IAFcCCHeZ2+kj2/veSevcxcHi/jO4jksK/Xy72sXcDyS5mcHTvBqezcnE/nvMx/O6QA+LlcfXI3PQblXZ2dHHKOQhcOBOZ4SbqlawgJfCUGHjqJkMvKjhsm7kW7KnCWsDs0jaZvc17R55AsCd86+GgWV37S8QcTMvsSuBbzZd5A3+w7y1eqbmO72cF/Ls2MSvAd0G52E9TKc6KQmQUlVCeBCiA+Fd3qj3PjaDmb5PPxg2VyWl/n4/so6AEwLommL1nia4/0J9vX2s727j82do9uOpJ96hp73NrI8zvnKsszj83v3FHb2fU3ZAr5QuxRFgZhhsSfSw5beJv7c2UC3kekx7tec/J95N3Bp8UIcisbPhpmJh3Q3/2vOxyjWgxyON/N854G8xjXTVcF0dzEnEl2cSJ39+H00jiWPE9anMd87l12xPWN67XxMZCtbIYSYMDO9Hq6vKWd+0Eetz800t4Mip3p61gynAq9iAzYxO4WNjW1n3hRtbGwy69v2qWM/+JqCzaywguWO0Bp7bzo8sE5/+pOBv874uCagYWHTl2M+lNfykEpr1P5md24njqEqV4B7zvsYKdvin/a/zL7Y0O09/ZqLH827Ho/qodvo5b7GTeyMtpz+ukvVuWHaIq4uXYyKxv5YI98//BJmns81vl5zC5WuIP96/GGaU2P7S06Vo5ybSm+iIbGfp7r/NKbXzofMwIUQH0pHY3F+vP/oWa9XuV2sKgmxtNhPvd9Ltc+F253Ep+uoKCjqGQlyZD4eCL5nvj7wWXcsQZlPo6ZooFLYe3OiwWZHA6/ZFthK7vOnuBLn9pc6cz5vLP332otQFfhBwxvDBm+AiJnkjj0P8u3ZV1LnqeSrM6/Gsg2SdgoVFZfqIvOrkMlvWzbxp878i6XMcU+n0hXkWLxjzIM3QHO6FbCZ5pg25tfOhwRwIcQ5pTmR5ImmVp5oai3oODq/OIt3W2wufeRYQceRK5eqc54/THsqyZa+7IqaGFjceehPTHcFuLVyBXWeUlyqAxtoSXWypfcYT7TtJjXKjnKfnrYesPl92/gkmYW1Ykw7TZGW//a4sSQBXAghCkTNtxRbAX2mchm6Ck+3NeR8blOyj3/NIrM8H3M9NZQ7AxyOt9Oa7jrr60505nnrKXeUEdaLcSluTExM28S0DQzMU7seLEzbxDq1YBLUAoT1MG7Vi4KKDRi2gVf1ErNi4/K9ZEsCuBBCFMAkbXA1og1ls0iaNo+05rdbIFsznDMI6EH2xvdg2CNnfH+iZDUAf2h94fRrTnTWBi9ivns+btXD+9MGB/4BRvolysbGot+M0GF0oNg6Ne4Z1LvmsDO+K6fvaaxJABdCiAJRp9gE/OLQTIp0jZc6Gsd169xc91yuCl0NQLFWzKuRvwx7vIbKdHcxHako7UYvACt9y1gXuBhQsbHoMto5mjxOY7KZptRJEnYme1BFxak4cSoONEVFUzQ0RUNFxaHodBrd9J8x0y7VS7jNPYNqV7UEcCGEOBfZ5N/MpFA+Vb4A24b7m7YP+nUNNe/s8QFOxcla/zr6zD78qh+36h7xnCLNi6YoNCYziWvljjLWBdZhYfJW5E02R7cNWZfdwiJhJ04H9JF0GJ1YtkWZozT7b2qcSAAXQogCmUrxWwXm+IK0JOK0p/vP+nqdq4q/nf4Jnu7YzMa+HVlfV0fn5mkfod5bhaaoRA2DSMpDl9GNpVpsiW4Z8RoRM4Zl21Q4wwBcW/wxAB7peJzGdO4d7kaSsBIUaUVjft1cqSMfIoQQYszZU2sGPs3pR1PhQP/ZCWKQacOpoLAhvDLrayrAN2pvZUVgFg5Fw7Jt/LqToBPKnGG29W+l2xz8fmeysGhO9FDhCvDlqtvwaUFa0k3jErwBuo0uNLSsng6MJwngQghRAFMpeANMd2W2TnWkB8+8jlgxDsVP4tUchLLcZnVtySWUOn3sjBznm0d+zneO3sdvWl7CsCwSRoq3s5h9D/h5yx/pM5IE9QBJK86DHY9nfW6umlLNoCjUu+aM2z2yIQFcCCEm2OKwC123OdA9edp/jsSpZlZczWHS53dEGlAUWB1YNOL1ilQva4MLiZkG97c+ffr1fYkGdkVP4NRceFVf1uPrNfv50fGH6U3r9Jl9o+pFPpKGxCEAal2143aPbEgAF0KICXbHkhIAnmyIFHgk2dt7qq3nTE9oyGO2Rfdj2TYLfTOGvZaOzt/X3IimKDzW/vpZFesSp/ptu5TcHlH3WRHSdpJiPZzTeblqN9qxJ0EimwRwIYSYQE4Vbljgpi+m8sjhietdPlo9RoKYYbEsUIZPdQx6jIFBdzpOuTPIyqKFlOnFZx1znreOb8/4HGGHl7cjh3g7enZTkIGStRZmzuM8mWpBVRxUOypzPjcXcSuBr8CJbJKFLoQQE+iVT8/E5bT48eZooYeSs981v8tnq5by/fpruOvoyzQl30swU1G5adpaih1uLBtuq1gPQNRI0W3041A0inUfLi2TrLap5wAPdrw46H1UJTO3tPIorfp65E1uds3k8tCl/Lr993l8l0PT0al311HnmYlTdaCh4cJNkhw70ozZeIQQQuTNqyksn+YhYdokDIuEYZO0LOJG5vOYYTMn6OT62QHuWB4g6LPYeNjiB1sL2w40Vx7ViYMQRyMBFAW+WvOfiFv9dBsRPKqLkB5EQcO00+yIHuZkqo86dxUzPeVUuUJYtk3cTLO7/zjPdG2i61TBlcHYp9bZlTwy/VrT7fSZ3RTrpZTqYTqMkbPYqxwVXBa8BI/qwcQkYSVIWkncqhuX6sKpOHEoTjTFwXub/zL96Orcs9mbeDfncY4FCeBCCDEKa6t8PHRDdmuh6bTNr7Yl+R8bW0Y+eBJQgYuDC1kXWkRYDwMKJmkea9vIZcVLKHGEqHL6AJuYGWNr9CCPtr95+vzB59cjM+3Mo3NdGfxR/Uhe6v0L14WvY0PoCn7X8dCwx36q5BqqnZk1exsLBYWANtAQNtNY1rJNDNugx+imKd3Egdgh0rbFLWU3Ue2skQAuhBBT0Z6uBPe+ncCpKjg0BYcKDlXBqSlopz6OpCy2nIzz23099KbHswjp2HAqOp+vvIJ6zwxAA2x6zV429e7hxe53sLB4oy//tp8j399DwjQo1SpoN3LvGncseYKo2Uupo4LF3oW8Ezt7nT2oBbil9EZcqo+Y2ccfu5+lJf3evTyqh7gVH/Y+lm1T5ijLeXxjRQK4EEKMQlO/wddfP1noYYyZdcEFXFO6FhUHKSvOzv4Gnu58m4g5Meu8Ojpleg0JQ2Ou63z2JnfmdZ2HOh7jr8o/x+XBK5jlmsHLvRuJWFEc6KwLrmGRdzEKKocTB3iq+7mzzh8peAPEzAQBvXCJbBLAhRBC4FJ0vlx9DeXOcsDkpe7NPN21dcLHUaQF0RSdHqOHoBakQq/lpHE85+v0WREe63ycT4Y/zix3PbPccxhYtwYFG5OXel/gndjevMfaZXRT46rEiZMUqbyvky8N+OcJv6sQQohJZZa7nEuLV9CR7uCHJx5id+xEQcaRslOc515Bm9FESAtT7qhlX3Lw5ikj6TMjbIluJWL24FVdWLZJ1OzjndguHul6grb06BIJPaqXGa4aOtLddJoTn5Q4sEovhBDiHFftCtOYHDlre7yt9F7CAvcy+oxeAnqQrf2b2JPMvqzqRBloRZptJ7OxJjNwIYQQAPSZI6/7ToTWdCNe1U+5owobG79SScTsJWIX/peLM9nYGBgFu7/MwIUQQkxKTsVFmVrNCu9V2Ng8FbkXxrHG+VQjpVSFEEJMSik7SZN5iIPJHeiKzgLnRYUe0qQiAVwIIcSktje1CdO2qHbUF3ook4oEcCGEEJNer9mJTy1Ck93Pp0kAF0IIMel1m20oikJALVzls8lGArgQQohJr9/KND/xq+Pb63sqkQAuhBBi0hsI4D41UOCRTB6ymCCEEGLS67PasW2bUq0663NUdCr0OoJqCQk7RlN6P6kC9e4eD7IPXAghxJRwufc2AlqI/cnt7E29Meyx57uvpNYxF/WMnuK2bdNhnOS1+GN8GPaTSwAXQggxJbjw8pGiz+JUHUTNKFviz9Jjnd1u9GLPpyhzVBK34hxL7aXbbMWnBpnhXEBQKyZqRvhz//0F+A7GlgRwIYQQU4aKzkr3BqocMwHoME7SYhzGsA38ajG1znm4VBfdRgevxB7kgzPtC9wfZ7pzFidSh3g78ezEfwNjSAK4EEKIKSeoTmOF5yoCahDljMfkpm1yLLWfncmXhjx3Q9HncStunor8DGsKP0qXAC6EEGLKCqrlhNQyNEUnYUU5aR7FGqHByALnaua7V7AjvpEj6Z0TNNKxJwFcCCHEOcWBm4/7/5ous41XYw8Vejh5k33gQgghzilpEiTsBAG1pNBDGRUJ4EIIIc45rcZxHKrOItclhR5K3iSACyGEOOfsTLxIwkowx7mYC92fRJ2Cdc1kDVwIIcQ5yYWXS3w3oituuowUfVYjDamNpKdItTYJ4EIIIc5p5zuvwa2VYmKDbbMz8RBJ+gs9rBHJI3QhhBDntFZzPz7FScRsRgFUxVHoIWVFArgQQohznmlbBNQqOs0jxO2eQg8nKxLAhRBCnNN0xUUCg5Qd5XD69UIPJ2sSwIUQQnxIqdS41uFSQ8MepVNE2kpwKP3aiFXcJpOplzcvhBBCZCGkzyKoTyeoTydpRWhP76PHOPS+YzSchPU6es1G+qyWAo00P5KFLoQQ4kPLo5ZS4VyKTytFQcWw0/QYx2hN7cAiTbV+PtWO89mZeIy43V3o4eZEArgQQogPPRUH5c6lhPSZ6IoDG4u42U2YcnqtJg6khu5eNllJABdCCHFOCel1lDkW4Fb8WGaMI6nXidmdhR5WziSACyGEOCfpuLEwplTi2pkkgAshhBBTkGwjE0IIIaYgCeBCCCHEFCQBXAghhJiCJIALIYQQU5AEcCGEEGIKkgAuhBBCTEESwIUQQogpSAK4EEIIMQVJABdCCCGmIAngQgghxBQkAVwIIYSYgv4/tpqY5IBo41cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -279,19 +289,30 @@ "metadata": {}, "outputs": [], "source": [ - "# get the nearest network node to each point\n", - "orig_node = ox.get_nearest_node(G, (37.828903, -122.245846))\n", - "dest_node = ox.get_nearest_node(G, (37.812303, -122.215006))" + "# impute missing edge speeds then calculate edge travel times\n", + "G = ox.add_edge_speeds(G)\n", + "G = ox.add_edge_travel_times(G)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, + "outputs": [], + "source": [ + "# get the nearest network nodes to two points\n", + "orig = ox.get_nearest_node(G, (37.828903, -122.245846))\n", + "dest = ox.get_nearest_node(G, (37.812303, -122.215006))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -302,34 +323,35 @@ ], "source": [ "# find the route between these nodes then plot it\n", - "route = nx.shortest_path(G, orig_node, dest_node, weight='length')\n", - "fig, ax = ox.plot_graph_route(G, route, node_size=0)" + "route = nx.shortest_path(G, orig, dest, weight='travel_time')\n", + "fig, ax = ox.plot_graph_route(G, route, route_linewidth=6, node_size=0, bgcolor='k')" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4536.363000000001" + "4789.3460000000005" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how long is our route in meters?\n", - "nx.shortest_path_length(G, orig_node, dest_node, weight='length')" + "edge_lengths = ox.utils_graph.get_route_edge_attributes(G, route, 'length')\n", + "sum(edge_lengths)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -338,36 +360,27 @@ "3123.7985450057035" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how far is it between these two nodes as the crow flies?\n", - "ox.great_circle_vec(G.nodes[orig_node]['y'], G.nodes[orig_node]['x'],\n", - " G.nodes[dest_node]['y'], G.nodes[dest_node]['x'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get networks other ways\n", - "\n", - "make queries less ambiguous to help the geocoder out if it's not finding what you're looking for" + "ox.distance.great_circle_vec(G.nodes[orig]['y'], G.nodes[orig]['x'],\n", + " G.nodes[dest]['y'], G.nodes[dest]['x'])" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -375,24 +388,44 @@ } ], "source": [ - "# make query an unambiguous dict to help the geocoder find specifically what you're looking for\n", - "place = {'city' : 'San Francisco',\n", - " 'state' : 'California',\n", - " 'country' : 'USA'}\n", - "G = ox.graph_from_place(place, network_type='drive')\n", - "fig, ax = ox.plot_graph(G, fig_height=12, node_size=0, edge_linewidth=0.5)" + "# add elevation to nodes automatically, calculate edge grades, plot network\n", + "# you need a google elevation api key to run this cell!\n", + "from keys import google_elevation_api_key\n", + "G = ox.add_node_elevations(G, api_key=google_elevation_api_key)\n", + "G = ox.add_edge_grades(G)\n", + "nc = ox.plot.get_node_colors_by_attr(G, 'elevation', cmap='plasma')\n", + "fig, ax = ox.plot_graph(G, fig_height=6, node_color=nc, node_size=20, node_zorder=2,\n", + " edge_linewidth=2, edge_color='#333333', bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nodes are colored from lowest elevation (dark blue) to highest (bright yellow).\n", + "\n", + "Example: create [elevation-based](12-node-elevations-edge-grades.ipynb) impedance functions to route around hills." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get networks other ways\n", + "\n", + "make queries less ambiguous to help the geocoder out, if it's not finding what you're looking for" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAFUCAYAAAAefzbKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOydd7hcVbn/P7tNnzMzp/ecnCSkkARSIKF3EJAqIqAiePGKcsF7vXqtIKjX9hMQUVAUAaUI0qshBEgCCQkhIb0np/cyve2yfn/skzmJATGXJOcQ9ud58uTMbrPWnpnvfte73vddkhBC4ODg4OAwYsgj3QAHBweHjzuOEDs4ODiMMI4QOzg4OIwwjhA7ODg4jDCOEDs4ODiMMI4QOzg4OIwwjhA7ODg4jDCOEDs4ODiMMI4QOzg4OIwwjhA7ODg4jDCOEDs4OIwqUqk8X/ric5xxyl9Y8kbrSDfnoCA5tSYcHBxGE3f+ahnf+85rADSMDbNmw7Uj3KIDj2MROzg4jBpSqRSGmS68jkUzPP/slhFs0cHBsYgdHBxGBd3d3aRSKUDl7t+u5g+/24BlCWRZ4vl5FzB37nhUVR3pZh4QHIvYwcFhxMjn80SjUSzLIpVKcfsvN3Dk4Q+z5I1uLMu2ES1LEB1M09bWhmVZI9ziA4NjETs4OBx0DMOgp6eHbDZLNJpj5TsxfnPHCnZsTxaOufiSsWzdkuCY48r5yc/O5ktffJJ3VvTz5Wtncf1/zhnB1u9/HCF2cHA46HR1dZFIJLnlpnd57pltCAGqkDCkYTn61neO5DvfP5Ovf+05nnumid7eTGHfztYbiBR7kOVDY1DvCLGDg8NB5blnNvOd/1nAwECaZNIobPdaChnZ3OPY7900l//94Vt7XePSyybw3RtnUFRUhKoGyGUNKioDB7ztBwpHiB0cHA4qjfW/pq83vedGAWWWh6icR8cCyd4sy/Y/wwBJgt3Vaunbl7FpUw//ce1i0mmd/3fbGfz7tbMOXkf2I4eGXe/g4PCR4Plnt5CI5/bafvHFjYwfE2KCP0RjbbCw3TJtEQZbhBXFVuia2gDjJ9Ryy01vk0rpCAEP3Lf6oPThQOBYxA4ODgcFw7CoKb+NTMbYY3tVdYDN2/+j8PozxzzGkpVtJKQ8lrTnNT5z+eFMn17M2y+2MdCts2hzW8F6Lin1ctuvzuSiT00+0F3Z7zgWsYODw0FhcCCDJO29/aZbTtxzg4CwcPOPFuJhE0N889szGdyqs+r1Ppo3xqgSvsL+/r4MX/j8M7S1xvd/4w8wys0333zzSDfCwcHh0Ka5Ocqxc+4jHs/vte/VV3aQTOQ55dSx5PN5qhtlejvSVFb6yZgmU6ZGeOyJS6iq8vCZTz3PhjU9uA2FNAZZyeSks+rYvj1auN6ZZzUytjFyMLv3oXFcEw4ODgechx9ay7XXvPCe+4KWRki4mX18NT994Dhyeor6+vpCFt0dt7/OvX/YwOBAllgsjyygQvXROZQKXVvrR1VlmpoSjBtfxLJ3vozLpRy0vu0PDs18QQcHh1HFMcfUvvcOARHhRkJi1RudvLNwgGnHeYjFYpSUlKDrJrfctBzDGM6osyQ46wsTuP9Pq0FAX0eOHV3XYwlBX18H6XQClyt8kHq2f3B8xA4ODgecMQ1hSkq8e++QwBjyBgsE3/zWKyx/a5CzTn2MY476I4sXbyBS7C4c/t0bj+feB07h69+cxifOGUedEqBC93LFsU8gI9O5U+cLJz/HF055ks6WxMHq3ofGcU04ODgcFBYvbOaG616ipydFIqEXtitCwi9U8pJFVtozoWPusRXc9qtP8PCD6xnToHHlVUfz9+e28ZPr3kSRZFLR4evcO/8C7vrhct5Z3AnAJddM4Qd3nXJwOvchcSxiBweHg8K3/2cB27dHSSR0zjyrFlW1QyhMSRCX9b1EGGDZ0m4GB/P85OenM3V6BZ+97Em+cfWrZGMmqaiO6rKvoWNxwUV/RdKGQ+PKKn17XW+04viIHRwcDgo9PanC3y/Pa9trv6bJ6Pqe1dWEgOXLOjjhxDHccuPbvLW0nSLLhW9Iukpqfbzb1IOOhciAHpK59nuzyRlJLv7S2APbof2IYxE7ODgcFH7927M5bGLxe+7z+pS9RBjA7VFYMH8HS5dsJZ+3M/LiUp60z2BQyvF2UxeWJhBD8cmLFrVy/tWTOO2SCVx+6XOcfvKf2bSx74D1aX/h+IgdHBwOKhd88q+8tqAJn18lnTLe97hAQCOZtH3ARxxZwp13ncHtt67C7TbZsT3J8mVdAPgDGumhNGeAn/7iNFa908ljj24A4Oxzx/Po45cc2E59SByL2MHB4aDy+FOf5vm/f5q/PXnmPz1ulwgDBIt8HDmjgQcevIgbbz6O4mJXYV8qqSPLwyl7P//JG2Rzw0WFooNZ+vuHS2iORhwhdnBwOKhomsKJJ41jTEOYWbNL99o/a3YZ8lBxH1WVuPiSydx9z7mF/ffes5m/v9SyxzmmKfD7NQCi0RxjGor592tnIsuwdEkbZ5/xEKN58O9M1jk4OIwI1dXV/O2pTzF+zD2FZZEkCb56/RH4vEHm/X0rJ55cxsWfOmqPAvCJxN5p0gCzZlexaGELkgQbNwxy8sk17FpZadPGPhKJPEVF7vc8d6RxfMQODg4jhmEYnHDMn1i/bgCAE0+q5/m/X1HY39TUhNfrpaKiorCtpzvFv131DG8sbsU0BbV1RXztv+bwxWuO5ItXPsMzT9urPh97XAXxuMm6tfZk3eyjqnnx5SvweEaf/em4JhwcHEaM1tZWvvntGZSUeCkr93HjzSftsb+kpIRUKoVhDE/qlVf4+cQ5jZimbUN2dyX50pdnomkKNbVFhePeeaeP664/qvB6xdsdrF/Xe4B79H/DsYgdHBxGjNbWVmRZpqam5n2PaWpqYtlbvTSMqeLImWX09PSwbesAn7vslUKG3oUXTeTPD1/EwECGOTP/SHe3HbMcDGqEw25aW5PUjyliyfJ/G5XuCccidnBwGDHKysrI5XLkcnuv2rGL39+1lS9dvYAzTn2Qu3/7JpIkcdzxk/neTccXjnn6qc0MDKSxrBQNjf7C9lRK59kXL+L3fzyZRUuuHpUiDI4QOzg4jCAejweXy8W2bW3c9L3XmD75bv7ra/P2iHBY9lZn4e9FC3soLy+np6eHadO9BILD/t4jD/8dsVicO35zBqVldnpzTW2Ar12/gMMmllJc/B5Fh0YJjhA7ODiMKM1NBqcc/yS/um0ZTU0x7r1nFfNe2lbY/+WvzCrECb/ychO3/fJ1ksk8d9y2EUkalrBoNE886mXKlDp2tNxAdU2A1pYki17v4JILn3fC1xwcHBzej2ee2ko2u2fBn299cwEnnDSGKz7zJMuWtlNR6aWzw07SeGtpPyUlJbw8b+ce57jdCsGQC8uyiMVixGPD7o7+/iy5nDkqIybAsYgdHBxGmFNOG7vXWnY7d0T54z0reW1BE+m0TmdHGmVo0Y1XX2lm4etbC8fWjynitNPHYFoWs6b/gV/+YgGDg4P8/JcnEgiouN0Kt/zopFErwuAIsYODwwhz9jnjmfMeK3jc+oslBfGtqw9y6WVTC/tamtPc9+fzOeOselpb4ix4pRlDFwgBzz/bgqoW878/XEYyafCpT0/kv75xzAHvR19vmmef3kxH+74XpHeE2MHBYcS587ef4PgT65g2fbg6WzSa509/Pp8f/PBY/nj/SXzqkkmFtehmzKrg+BPq2bhhkH90/Z597kQe+tNaOjqSADz6yMYD7h9Op3VOPO5+Pnf5U8ydfS99vekPPmk3HCF2cHAYcSZOKuXFeZ/lt78/k7IyD5IE513QwBFHerju+qOprPQzc3aYtRuvZcbMMu7741pmHXkPlZWewjUqK728NP8Krrh0Kg/fugZpSHtPObUB6R99H/sJy7JIJBKsfncnba1xAKLRLE8/tWmfrjN6nSYODg4fO+68fTW9vVkALEugaRp9fX0sXTDAnbe9jK/Mw6qVdnZcPJbn8s8ewUWfslAUeOzRNZx/zl/5xBljIAfV+NGxuOvuc//ZW/6fyOfzxGIxkskkmqZRU+tFlqVCzYxc9v3Le74XjkXs4OAwanC5h23DYDCA21XE5ee8xE+/+hbJbQY73hqkcmgJpMpKH+d8cgLXf+1oKioCrFzRh65bPPfiTmacUIFHVfnSDbOorAnst/bpuk53dzcdHR3k83kkSUJRFMLhEN/67rFIEoyfUMwll07Zp+s6Kc4ODg6jhv7+DLfc9BovPLeF3t4sLpeCKytRIuxkjDwm53xlIl+9bha/+OlrLF/ex6WXTWTW7DBXXPoKhmHROC7CyjX/vkeN4g+LEIJoNEo0GsXlcqHrOsFgkKKiIjRNKxyXz5sFP/a+4Aixg4PDqGLtmm6Om3Pf8AYBNZYfBYlpp5fyi9+dTXtbgjNPe7BwyJLlV5DNKry7qpvzzj+Misr9ZwXn83l6enoAME0Tn89HJBJBVfefZ9fxETs4OIwqamqK9nhdXunj89ccydw5lXzx6uc5fOLdfPbKw1BVCcMQBIMuauvKCYc9zD7q/YsH7StCCJLJJH19fbhcLkzTpKKiAo/H88En7yOORezg4DDquONXy/jpjxcTDGg0BIto2hnHXarS0m3H6JaVebnrnnNY9HorF148iaOOrt6v72+aJn19fYViRF6vl5KSkj0K1O9PHCF2cHAYlaTTOnOr70EMheTGpTwxNYdlwSWXTuFPD5x/QN43m83S3d2Nqqrouk5paSmBwP5zdbwXjmvCwcFhVLJpYx9WWiBhT7ppQuYLXziCcy84jFNPG7vf32/XhFwsFiv4f2tqavaYjDtQOELs4OAwKpk0uRRpKDZXIMhicsN/z2HcuOIPPnkfMQyDnp4eTNMuPrRrQu5AJYL8I04csYODw6jE59N4ZMmnqZ8cIlCp8d1bD4wIp1Ip2traEEJgWRYVFRUUFxcfNBEGx0fs4ODwEaClpQVN06iqqtpv17Qsi/7+ftLpNJIk4XK5KCsrQ1H2PQ74w+K4JhwcHEY9mqYV3Ab7wrIHm3j4W6vwRVx8/fmTCBa7efTLKxhoSXHMN6qoOzqMEIJIJEIwGDyoVvDuOBaxg4PDqMbImqx8YiOBBjdTjpvwL5+XSxlcF3qctGUB0DAryKxTy1n0iyYASif6uPqVGZSXl+NyuQ5E0/9lHIvYwcFhVPPXCxfR9Go3ikem9M0yyqeF/6Xz2ppbC+UvFQFmr8mqp4fXv/MUqVRXVx+w2OB9YeRb4ODg4PA+CCFoXjiUXpy1aHqz6186b+39G5l3yptUSQK/gAgy2eYc8S1ZUlhkFcFVjxw/KkQYHCF2cHAYxUiSxIxrGgHw17gJzf7gmN5MJsNbP1hFNg0eWaZWlQuxyBISOgJRolDaeGCTNPYFx0fs4OAwqonH47Rt6qS8xE/3XY/hyQ4QPrKK4Bln4WoYv9fxO3bsYOXVb1ImtpHNq6xe10DK5SFjSRSN9RCc6uHMr05i8nsszzRSOELs4OAwqunu7iaXy6G+uor43+cRKo/Z0Q1uN+U3/xrZ5wfASkbJvvQHsqkkHSu8WK12AfmBwQDa2ErUq0+ktNZLZVUFfr9/JLu0F45rwsHhA0jEctz1w+U8cPsqdH3fQ6gcPhzZbBaPlcfT9jhVkzpwB+wVPMjlaN+5A8MwsCyL3GuPoK9/E3nnapSB7sL5AV+OXFMv3zt9Ob+7bgsej3eEevL+OFETDg4fwI+uW8hLj9nLt6eTOl+58egRbtHHC9M0kbe8jUhlEBooLhOhFaPOOo58MERLSwuymSSsr0Px5NHjXjQlAy4NJEin3KzttsV31YJOuptTVDcGR7hXe+IIsYPDB9DblSr83d4SHcGWfDyRBvsw5s8Dw4MhWygTKvB9+j8x258nkN+ES87jbbkV2dePOEKlv/9MpP4MbjlLrD+IZWocVZWkP6PRWdxAWa1vpLu0F44QOzh8AN/4xXHccu1ruDwS532hhr6+PkpLS0e6WR8b1ME+MOzFOIUlkzjxKmo2/jdaegsCkAAhCaywDmoWb22e/Iwvk7j3KfTuXOE651xYxvQfn4v2f1jK6EDjTNY5OOwDyWSS5uYONM3N2LE1aJpjyxxoBru7SP/hNpTeDpKZMlwnX0RtydeRRL5wjPAYiCIDdAmBQkvpc4QjEeQdg2y65VEkt8bUn30e//jKEezJ++N8ixwc9oF3Vw1wyUXPkUnrANTWFnHxJZO5/mtHU14xumbiDxUiFZW0e+aSWLsKIWTYuoDgt75ESL4XI19PepuEq7wbt6sHKa4hIxFRHmdQ+jSVdDPmyE6ksgq8taGR7sr74gjxKEEIMWIFRxz+OaZp0dmRpLIqwAP3rSad0gv7Wlvj3HH7MpYuaeGJZy6moyNFfX2IWCzPH363inzO5NzzJnDs8fUj2IOPPoFAgLgYDvLqbC5j8J05eNxRZFmQ3VlPUWkJXrYD4EmuhOJPE//b/UjZNMQHySxfjP/EM0eqC/8UR4hHmFQ8z7c+8TJb3unjim9P56pbZo50kxx2Q9dNLjj3r7yxuJXZR1Vzxeem8ugj6/c6bseOQc79xF9Z824/Uw6P4PYorHqnD4A7f/02P/3FaVx3/VFEo1mefHwjby1t49qvzmLmrP271tqhSt0XTiK1rZPk5g7Cc8bjYRAzl0dyC/JZjVTChxmdgjvUiiQMEqHTALCCRchZe60lJVIykl34pzg+4oOEMC3MVAa1aM/h6/wHt/HzqxYDIEnwYurKUTmZ8FHnoQfX8oPvv87EiSU89OjFhMMfvBKvrpts2dzPMUf9qbDtxz89lR/dvBBJljjuuBoWvNIMQCCokUwMW8qVVT66OtOF1zW1fgYHcqTTRmGbLEssffuLTJ5Stj+6+LEitWo13XfcTSrhpqO5GstUwKVy6rzLyRsZ0qaXbDaLSMQIbFuHv74R78y5I93s98WxiA8C6e1t7PjuXVjZHN5JDdTd8Bk8NeUANBweQVElTENQN6nIEeH9QP/mOP1bEzSeXonqse/nd775CtFojp7uFI88tI6vXDd7r/PyeZOvf20e69f1Eo1m2bF9kGu/OgtFkTBN21558IGV5HJ2Ukf30IrCAAhBbV2QttYEPp/KZVdM41e3LgPsB2x7W2qv97MswU3ff4XXX23D73fx4suXM+Xw8v19Ow5J/DOOoPbHN7LqJ29h7dhpb8wbGDGN4JgK9ogSnjp9JJq4TzhCfBBou/OvWFk7jCazqYnNX/k57gkNTLr1eibMKOHXb3ySZQu2cPyFY0a4pR99ulYNct+J8zFzFo2zPRQX6xipPOdXBPlz1P4MGsdF3vPch/6ylj/fv2aPbXf/9h0UWUK1JJCgti7Ipk12LPHMWbX0dGfp6UkjyzLFxW7aWhOk0wavvLy1cI3iYg8DA1n+cewpSTDvJduizuUynH3mw6xefy1CQCTywRb7xx1XbQ0VVx1J79JWFAx8DaX46t77sx3tOEJ8gNG7e9Db2wAFEFiWTC7rJrumi/Yn36Di/LlMnF1KqNYgl8t90OU+FmQyOpIk4fHs+9ezbVkfZs7C69aRu6JEh6omHg/U/ccMQvVuQpZKf2eakqo9A/t9HhWPUMhhEhQaE8wQrqCClQbDFESlLA0lYaAVgMf+up5s1raO4/E8hjGc/jx5Shlbt8TI5Uwqq4LU1odYvcpOu500OcKmjYN7CXM6lWdM9a8QAi648DD+8sjF+9z/jxOJRAKrVOLY+Vfi0TV8VaMrW25fcGpNHGCSK1bi8WRQXTlUTSeXdWMaKqah0nrPfJqbm3nj2/N55/Ov0/63HbS3t7Pg6R2cd/hD/MeFL5BK5D/4TT7CbNzQy2uvNmFZtiq9+PxWaitvp77qV8x/eSv5fJ53VnSyeVPfv3S9w86rITTGhyzvPfVxVmWYZff08v3zX+Wa6U/x+t928ugv1/Kb/3yLls1RFty6jelGKScU13BWuI4qy4cUlxAmKEh4hcq6JT1IAvyWikdWOXqOvYaapslcePGUwnu9u6q74MJYv66Xro74cEN0cAvbZXLaaQ3sCpbRdasgzs88vYVFC5v36V5+nMhms/T29hIMBikuLf5IizA4FvEBx+jtQ5LB7dURAqT4sEBIMqTXxWl7zA65SdwVpevJFt5uy9LcZdC0NcqT923k8zccMVLN36+8/loTP7p5EcXFXv7f7Wewfdsgl1z4GKYpuOyKSdz8o6O58XuvoOctdCz++z9f5pxP1nPXneuRZYn7/3IBF1486Z++R1GNj69u+CTZgRzr71jOzic2IfShe+5z07M+RRkuRD/8/DML0YcEe8X8Fto2237cbI+BVO7GA5Si0CUMAkIhgkZ2m8XM8gr6+tPIKVAM+3xdt3jycTuaQhLQvDNOOOwmGs2hqjJXXzWDX/5iKbIlkdicpxIfp3+unvM+O4YFC5oAGFrRp4Bp5pywxvfAMAw6OzvxeDyHTIajI8QHGKXKzuSRJPufx5cml/aCBOXnzkapLbbHJUM/wnxXhiNUaPdLrEoJyqpGX178P6OtNc4Lz2/l6Dk1RKNZ/u2qZ/H7NG6943QuufCJwnHr13fi87kKk2CLF7Wi6zP3EJ2B/hyP/XUHYE9sPfiX1R8oxACKJuOv8HL0T06i+oqxrP3luyQ6DHxlRURUN5YhkIAiNPqxRxxGXlBX4aW4x0QtUjn1moks/9lGJGTG1/rZ0mRX/FKFRLJHB8UWTr82XKj8iGnVWL0SuW6DcJGHsVNCLFzYijunsHpeOzXGboXIBWx6oBdrsUF9VZBMm4HLLaNWysTTOlf/2yQaxmq8PG89zzzVzNxjarnyqkPjgfxhsCyL9vZ2ZFmmqqrqkHlIOeFrB5ie7m6Sry+Gtk60TIZcdz96VxpJFpScexxlV15O09+3svZXK0htiRXOS8yqQZob4oqvzMbnG51i/PhjG7jv3nd5d1WXHQFwy0n8+lfLaG9L4HLJHHZYmHXrBgCYObuUlSve373wH1+byuLXuli7ug9rt9+Wz6eQTttD/DPPrCW3HaJ9Wb7+s2O56Kop73O1YQzd4P5JfyM/aIeWrXP7kXty+CWJAWER9QiyWZMJFUHGRlRiW+2QM3dQIpewfxpaUGb1oB12ZiEYDOj0pTNoyFzx9WncdocdHVET8RMfGA5hC5e6iPbZQl9S6cHqtojoLkKohIWChIRA0D1WsKHNvk/nXTmGa747BU3TUFU3R0x5oOCHvuhTk3jgwQs/sM+HKkIIOjo6yOfz1NXVoaqHjh156PRkFGJZFslUCmXObJTjVGpra+m8/Tdk4msByGYyAJRPCjH59ABtnizdmwy0Sj9X/vFMumPdxOPxUSnE9/5hJf91w8t7bPv2N18p+DjzeYvikuGZ/zH1Je8rxBWVXk48aSxP3LaDgOQiTp6hlW345CcnsOCRnbhkhZbFSTJJW5Ru+vfXqJ8sU1zupry8/P0LfZsSRmI4dnf25CAd/bZYBlHwp0GgYXbqiPBuoYMZHUlSEAICpDlySgmbNsZRJUE2LYhg9+35X28hKOwVgBODOqoGxpAWq8rwEyWTMJhgFWEhMAAD0LCX7inKD0/VLH2yByOs8uxTWzjvgskFEQZ46olNfON/upk2veK9+3qI09vbSy6Xo6am5pASYQDl5ptvvnmkG3Goks/nMRY9RmD+73C1b0Crn4Jn2nT0gUGMshKsU04gsbOZlh8+TuzdVpRclL4ePwOtCpYuqD25kmQySSgUOihDsCVvtPLoX9dTVu6npMSu32pZFrlcjkQiQSwWY3BwkIGBAa656uVCcoIiJIqEi3CRm9POaWTzpn5kWeLSy6fy5httAPT2Jsmk37uoeonbS++WBL0tWdzIJCQdJNvXWuf1E2/PowgZI7/n4O34T9TzzgvdLHmmjcNmVuAL7r2emazKBGr8dK7qxd8YIFgbpnf90MhDgpJJfsLZFCUhwdyvNtL3Vic+j0FxKEtJKEs4mMPvNchnVAJZQbECTZaJKmT8QkFYYKgWurDw+lW8XpXckHh6gxqZpH2PdMOiSvYihm6BBwkFCVkWVM4OsL05gQsFK2fx4jtNJBI676zo3Ks/817azoq3O/jk+Ychy4fGsPxfIRqNEovFKC8vH5WGyYfl0HqsjDJUGbxr59vGXfdOknffgFxeT+W//wxdVml76FGM198g5AHhDZPLeFBV+5ea6k4TCoUYHBxk3apWvO4AE6Z++BTNrs4kC17ZwdFza5kwobiwfcP6Hj559iMYhsVddy5n3qsXoKoUliPv7sogKwoNDRFeeLAFT0zBIxSykkmF5UNDhih07hgEbJ/u889uAgEuZNJxY4/EiF2UmR7oEbzb049AYAFiSF+EBOvX9SMPmcfhEjfR/hwICMgaTcuS/O2X9kRn++Yst7169h7X7lw1gJ4y0Er9dGy1YGua8JhePG4T05BwaybFnjxJVYBhsv2JrZQX26MUSbZQXFDkj4OiMvaTM9l+7ypkSVA8ppTXF9ouB5eQ6TRMkCGTMqgaEyQ2aO8bOzFMNtlPKqlTV1PEKbNqWP5kG24kGg/34OvvwaMJjIEUFbJK1lQYG0mw3VTIZEw8HoUzPzGOZ5/eUuhTe3uCJx/fxEB/hmdfvPxDfx8+CqTTaQYGBgiHwwQCo2fBz/2JI8QHENnIIisWwhweelo9LeR3rkOtaETb2YzO0CReKZiRBiwzRKRBpu6qCmRZZuXCOD/6yptYFvzPL4//UBEU2azBaSf/mdaWOH6/xnN/P4+yMjeWZbFiRQeGYc8Y9vVlMQyZiooI9/9pAz/8wSLyeQtJguu+NI3n7m5CQaYML61SEpVhy6ymMghr7OXPj55Zjyeq0d+SwSMpJMp0Orr2zDAzJIEkhlfYVQCvUMhIJpqQqSzxETXz5HMmyXieceVFJLp0JFNi5avtIOy5ztYNg+x4s5cXb1xH6fgAE48p4YUvLwegdOpwaFO0OUPEbyINGc+WYaGpJi6XQaWvDyrSDPSHCBalKZngId9lC3NizWZkyX6IRJIJwF24pgsFHQNZlrjw8qnccctbmIagfWeCYFrFbSnkWnR2eHqpVWQkBH6/RLGexefL4quTnysAACAASURBVKn0coNvgFhOpSqQ57LPncW8TYOccuoY5s977xC2Nxa3/N++BB8x8vk8XV1d+Hw+iouLP/iEjyiOEB9IJAm1SMfKgpnTwJIx3QGij9+HW+9CS4XQcYOq4r38LLyNDZRJUsEKzefzrHi9txDW9NLfNnLmZyrx+Xx4vd5/yU+WTqcZHBzEMAza2xK0ttjxrKmUztrVfXzy/AlsWxFH6fJRFHART+bx+zUs02Lb1g6+/53XC9cSAt5cPDxcVhWZxsYwDcUhti+zJ5saqsKUm7ZbY8mjzeQytoWfTZu4gwqqkHAPWdKmJLDY00JWVYlyy4thChQkelozQ28+FNkwqYiNXfZ7zTqpjoEVW9CQsXoEd5+7kHzMZOtrPbS/3VW4pp7Zrb6DS8ZT6ibXbyfP1MyM0B/vB2Cg3cXkI5qZNGszuaybhHQEu6K4QzUu+lYkAQlXPs0Jp1azcmEvcUwm1QbZ0ZpGsSTm/3EzpiFAQGdLivGlYYxuEwmYefEYkn9ZhUsxqZgaxt0cBcMEPYHLqxBw5ZFcKid+ZgZzJJNsNsuOtTHqzQAmgpicIynZfWkcF/7Az/6jjmmatLe3o2kaFRWHtl/cEeIDiOQpIj73K3hbl+JrPAqKxmLkBdIjP0JSBN5gFHPS0RjHXQR+H6ZpsnsQS1dXF6ecX8/fH9uKZQqmTSohl8uRTqcLx0mShKIoqKqKy+XC4/Hg8XhQVZVYLEZ/fz9utxu/388RR5YSCrmJxWwRamrKsWNVkpvOX4QQUE+AddoAqZTO97/zBotf7rQnzXZzRYarfPS0ZChyubnl16fwiUsmcOOXFhSEePnCdrxDXyvTsDjmjGqWzu9AUSQ+fdnhPHzHWmQkLEkgV0pEDBfCgGi/LXmKIqPkIYKGioyBxZGnVbF+QTeqJjN1djkbX7ffa+GjO2yXCCAjkcmZ7Jpuqz+2nC2bdiJMKB0fAksmtjOFlbfIZYf70/pKG76hX4FhyBRX9SNJ4PVnCc320hZNoqp5vJHt9ATdWJaEKlsU97cxI2hPtzHGR1urfU/zaYsq1Y+Zt3D7VE4+rZ5lD9mZeBsXdjJOGapT8WoztXUmgVCKokgc2WWhjJtE+dVfRAt60bBLP75+1ytIQkKVJIotD1k5hSEJjp5TZi+q6Tk0U6GFELS3tyNJEtXV1YdMmNr74WTWHUDS6TTpsqn4Lvgh2syL0cbPwD12EkIeHtZ6Jx6OaUHq4QXoDy9AJDOFfYZhMGacxAWN1czVI3T9cYDB5RJyq5+Koiqqq6uJRCJ4PB4syyKVStHT00NLSws7duygv7+fSCRCTU0NpaWleL0+ph8xXFTG7cqzaWVHIdLBh0bYdDF+QhEr5/eSl6w9RDgYVFnyZhvtqRQbBwfoSdqhXieePZwd1jixlIYJtrUmLNgVIG2agqUvNRX8vbIlQTsMducLIgxgZgVh3LhQkJFwobDxtR4kJExdsHxeW+HYvGHh8g5HOkw9b7ikZNvqwcLE2PZ5XSR3q4QmB4Yn9SSfl0CNF1kxKS0bRM/t2icwu1Yy5vDt1ExsJWStRnMZqKqF5spTfepwXZDJx1RTpGq4hUy0O4+Vt90tImmxfWXv8PchA5Jq999d6qXsxPH4Amk0j47Hl0XrfJfs608VPvtoNEq8f/ipIe32YcyYWUZXVxfWP2aBHCJ0dXVhGAY1NTUoyqFfCMsR4gNIb28vHo8Hbbegf5Hsx5gwAz1YDROOxRuqQnpxGcZb68m9vYn8b54uHNu/NsXTp7yLtjVLsSwDgpdvWM5fTn+VPx79MmZSEA6HKSsro7a2ljFjxtDY2EhDQwPV1dU0NDQQiUSwLIsXf/Qu/+3+G/XvaJzvH8MXj5vMBaceztmfncbEoyMoikTAUjjerOTnXzsDr6QiY0cuhE0XYdNFImbg8w0Povr6bHGrbggWxHzRi810ttlVyUxTFCIIAEor3j8NNVRsP5xMBDrvLy7nfvFwTvnMWCbMLOF/7juJqolFhX3NmwcKfw80Z1HctnApXoUjr24s7KucMexrzPTkMAcHCBUlKQolifWGME0JxZNHqyxHKzXwjeklMEmm4YwiKmu6KavoJ9sz/F5bH92GJy8TEgrK0H2QgGrLRbo5j9djbw9ILtSgHeqW68vQt7kfy5SR5OH+Gj22S0XXdQYGBrj8G9MpEhouIeOyZK776kwee+JcPv+FoxBC0NPT87736qPKwMAAmUyGysrKPX47hzKOa+IA0d3djWma1NTU7LE99ZdbcMf7sAyZTEuMzPI1aLqCrEawDAW9ewBzQw9WzqJtgYGRsn+kfgUCKuT67CDVRFuGNfM3k9sWZecfdqKG/Zz7xJlExtuhbqqq0r66l3nXr0TxS6xdGCdvWMQG7Ov1vJrif19dhKJJTL+gBGOHQaInDwJevmcLpboXU7b9tNrQgN8jVLoHhy3LZUtb+cYVMdYs796jj3NOqWHRiy1IEsw9ZQzvLunDMgUbVvYUSn4CaC6JkgofuZzBZV+ZgqLp3HPTBhRLQpGHj7vmJ7MYMzmCx6dy5ClVcP1wIsfi32+n+V07UuOw4ytYv60NPW3iD7tRS1zE18bJxU22Lh+2TNuX9u5u6OMbV4Krv4lszkfV8S6KizYgSQLT2IkrPICEAKMJI3YYimKCBF53GlURuFwmRfUB5tYGib3VD4pKswdE1CKAgpkSQ3dPoWtFlPHThh9Mrvpq8ltbifdBqCKOoljoTVvRW3eieP24Xn6SyZ1pvjPNTSqv8VhTABGHnh1JusZnKSopIh6Pk0gkCAY/2rUWdpFIJIhGo5SUlBySYWrvhyPEB4BUKkUqlaKqqmqPCTUhBCJtT5aZeZVd435VMwkWx4n1RDDQ6L7xDQCUiipkVS2k5CLAX+4m1ZOjZHIAf7lM0/c24VXBiud46/bllMwIsPbHOzANGExpkLMninwBjfx7FHczdcGqx/sKLohIjZfDTixn1Ts9lFhe0pJeCCfzCIV6I0inkiIvWUgxg3mLtu91zeZtg0P9hace2IA1FLKWSZlMn1vKmrfsxA49L+hqtaMo7r5lFX9542zWHhVl09IBTEvgDSrUTizijM+NR0Zi6aPNuIeGqXdc+gaqJnHqteNY8bTtrlj5UgfyUKxy57o4wWoX6aE0PU+Zm11ld9SQDzO2a8gvMNNZNG1oUjFjIoXs9irxDqwKH4o2CEiU1TcTi3uQZUHJdJ32NwQib5Fv6cGMZ+yYDxPGeVW6ovb1FECWwBLg8SnUXjCVbfevwTRl2rf7EFvqsYTEUaWrUBQLDIPcxjXk1i5HbWlmjAfcDeV0NlUzrTjL60+08Myfs/zGv4bfzzuN4gqNrq4eFi/sYGxj8Ue6yPzuhXxCodG7vtyBwBHiA0A0GsXlcuH1evfYLkkS3gtvIPPKg0jGAOwmjIpqgmzS0zy8yqzW3cnnnr2UVQ91sPahJgBOvmUa9SeUE6WPxIaBgmUnyyDeXMvOlz3kE0EMU0LRDfxeWxDcAk740RQGsimiHYJNi3rp3THsj94VvBDtyhAOy1x+43g8WpDf3fw20aHVcoNCw4tGmeElUZNjw+LB9+x/cbmH5i22e6JmTIhIiZ8NK3vRXDJjJ0YKQvyPbFzdg7Sbz9OImwwsT3HLmQvQDImOTXG7JvDUAPEeW0gX3DMcY9vfnKWu1E22z0BWJWZ+ZgwLb7frAvdtG/a1JrcN4nUVPhV6NgmKxtuvdDEG/Nsh1QeKieLvR9bsmxMo205Ctq3x7KqViPx0dj3BXFaeFF5AEFAM3BKYAgKKQJHAEKDmDVY+2oaUsifY5KY0rpztkunvq6Cqug3LlGl6fAvloeGwtaLSGJ1N1aR0GTkhFWKW57+4E+GWuPNXq4nHdWRZ4oV5l3PcR3B9vF2FfNxu9yFTyGdfcDLr9iNiYAViw88x4jsJ1p+Ey+Xa6xilvB5z2inEJs7FSiaQowMQCGMSJpYoIT2w57OxeHY5x3zvaLRGgxlfamT6p8fhCin0r9mOlEyST8u44r0Ul0RRFItcTiOV9hQsXHVonkOYAm+Dl2P+q4HjP3MYh53tQVElBpqz5JK7ZbwJ2PRaP17NxbW/nUvd2BAtywZRksMuCgmJgKYRz+p7nIdk/z/n5Bq2rrfr7Xa3p7BMk3TSwDIFmht62nd7AOyGDxctC+LkpGExDqCS7smT6Bt+alnCIp8emgTUBZYxHGni96pYGQthQdeGGGbO3pfuz+MbmhGRBPjcJsFAFrfbwOXWKS2NoigmUnKQkrpWJGGCkJE1E9k7FP5mSsS3VwISWlmY/vYAlgEul4GiCExDxaNZBDw6IifjlkCV7RujDBV90uMGHrcFAkoOL0Yxs5gZg/6uMEL1Ee/yk+0zKGnsIx/XMPIaqktHU0wkT441sVKSuo6sSLyytJVXX28nl7PvhRAwpiHE8Sd8tIRYCEFbWxuSJFFbW3vIR0i8F45FvJ8QwoKVX0MyEhQDJI8C/6n2vnQv1orbseIxrKwH0d1NqDdBfsIxJL7yPSKRCFWRCOHtfUT/7RGMWA5V1VFCHvSxHpLJJBXHFFFRUUF3dzc9f3uDxBP2ShIVM+vJtNuDbk0zCYg8qXQey4R0RsMS9lx7Jq+ghWQWXLmZ/i3LKT8xxIbH+ykTggqfQlPWJD+kf6qAnvkD/LfrcSRF4rrbZ7BoSRNvPt2FqQskWWLcjBLaXxtKzhB2hllIuJGRWPhgM9bQ7J1pCKbPLefVp22f8SnnTqBz/WqSyTwuoWAgyEgGSNCyObZnVPHQC1mVcPsUMnFbEM3dUp31zJ4Te+lEHtfQHLTiGv5Baz6FYLlGoi2DbimoRSbq0BsIU8XlztuRHwaY3jLUpO3uELKFsAPukEpL8IRzWHlQcm0U15eQaJUQAnRfAG/aQFVNims1AmMD9K2NorihP6phmeBSLNyaWai017mkm+JIttDXnFqGy+wAIGfUoWdiQ/1VCRSl8Q34SCZyIINlCnyWRkYy7V5IoCgS518w/l/8xo4OdhXysSyLurq6j6UIgyPE+xUhxPAkkBgWCLHqLmh5DXPAD0JCESBcGq6tb1Fx+ufwDvnDisaVMu6iRjqfXI4kg68hTKA6zLs/X0rfa21UnVhD0RwvuXmr2WXyZte1FMpoCgGZuIZbM0ADWRYkU24MCxrPL4acTNubtlug+Yk+AgI0GcgLTj6zBO8xEV69sxW1N18IlRKm4KkbVhOocnHHkuPxekrwBV34Iy4e/s0a3nm9jU3z+xDYsbwIcBsqU6YUsXXTAB5JJejWhu4PPHL3atSETJjh+NeA0EgLg2nHV7Fpaxe6sLA0CJsamGAZgmxyOCkjE9/TglcUMC3b0p1+Tg2bnraTTvxlbtJ99nn5lIlpDQcJiYAXhsLvhKJiWiqKbGAIN3rgSOjpwTIlhDWWoH8zVk5DVrtQvCXsqjlffVYdm+9tRZZgzheDND3TQrrfpCQcY1CZgF6UQ5YEpXOK6F5jFO5BAUmi/rzxtDy7DSQIjCuB9TuRJYtsX363kCb7s3h5xTi8CJLY1wp7PPgzGt6QyrlfnsAZZ5fhD+To7IgTjnjxekd/xMGuQj7V1dWHXCGffeHj2/P9jCTJZKf8FHnTT1CEjmIkARDxjYh8O7Z5JxBCQo97EZYMqgtvcRmWZZHJZHC73XjrS5GGfoHeuhLSS3qIP7catwTJV9txr4vicRvoqSBCSHjdKRS/SV9XKYauYu0mNpIkkCSBpkj0zu9BK0/u0WZFpWCdZeMmR06u5FPts/n1iQtofmtgj2OTnXlSTRKTLhpeE+yab82i1HDTNS9GQjJxC4nckEr1b0xTjAcE9DXZWWdeVIJeNxVT/excZ6/7FijWSA7oBNBY/lg7QUuhCA3+YWES8Q8RbV4hYSDwIlM7OUDHuiQK0L91uJRo/9Y07qBCLmEiyXD4ZWN5+/bNtlvgyEoG58cQSORyKr3JKoKS7fNObO8mlNdAtlD0OGZvAFmzEAhCDS1kekO4ijKEyl/Ad2YWPeZD3bqGiLeMSJ393v5iECVR3J484VMaGdjZh54w7M92lxgL2PFql/0jFNC1IkpdkY5pyOimFxcZJEDXFZ5dMY54xkMFdtZeXrJwpRR6pQyZmEFlkUJxiY9PX/QSmzZGiUQ8vPbGF2hsHL1ruEWjUZLJJOXl5YdsYsq/iiPE+wljxYMoG+5DltJIkTRi3c309vRS2vMbZATCryJnNIyYzxZhACNPf2sTCYYtl9pzZ5DIZzDiGdQTxtH5u3cLyRLBcJKiiD0J5ilWkFQFKR0HIZPS3AxukfB48gghIYSEldtzmJdoy2J/5AKXalJ1YpjOFWlME7a8GWfTm0s46euT8Ef29m2XjPMx6eTavbavf60bLyqqkMhh4RYSylCYRVo2QcDY8mK2yzGEBentOp3+4dWP8xn7GAWJbMogyHDwvuoG472W8RPgkyRkYd9HSzfRhqzG0oYg6Q6d1KBOWbWH0ukh1j/fhbBg85LugghufraDItmFLFsoskCKFEPUFmJt7EmwbR2aP4usCMy4D4rSyJqF4s8RqmtGkkFkBiib6ibZUkI2VUn5GeNw97wCkoQx9Wg6++0Y39z6t9ETdYW2746uy+hZFV1XKGuoJtHcQS6jkkzoVDfYh7dur8FXVgXbbP98WGjEpd1GBbLggUe38s0fLC1sGhzM8sKzW7j+P+e8xw0ceT4OhXz2BSehYz9gpfoR7/4eRU7bohn3gOyiOPaEHYMKoJnIHgPZn4WhySgrVIrR8jaRNX/BHd2BLMsMDAzgqvRCyw7MRWuoPn1iYeLN7R42E11SPxVj1hIam4GpUxjzvxdz7IOfw1MTwO/P4vFkURUIBbNoQxXd8oZ9IZ/LIOCxSCwfwGtkMVMmERVKVFhxzzY2vDRcpwHgtB+P5fMvTccfcfOPHP/ZBiLIVAmNsKwREhoBVAKolFguSoWL1U91ICyQxdC/3er0Vtf5iaBRIlxU+3x7fCN9uz0Q5N2TqwRo/uEDvQFP4by2FQN4k3lKVIHVmWZwe3T4c0Iq3MtwvZ9AqUwomCVUlEUZDqOg/bmVYIK027p3Vl7ByqlYGVdhxILbdhF4ymMUz3yXoHcdsiyQJQureUnhXM1I4K+1I2gUj0TdKcORMZlug3TGRSavsunZLpIxD/mci1TSTzIWYHCgiGTSy8STKymSZIqFTLjIXbgnKhIZy2Tdhr0jUY6eW73XttHAx6WQz77gCPF+wNzwMkIMi4vpLqan5tsouY7CNiFA8uWRFIGvdgBPxSBSqUJk9QN4m9+g+K07kYVBKpUi/6e/4GlZjbJ4PiGzlzn3XExZRR+SBIauoHpzhOv7UD0GLncU5dILqWgcS+jwSo5/8EpSehGplA9VFSiKwOfN4/PlKS7KosgWbm1YYJRdkQRDs/pua9jSGn9yGef9ZiJVE1Ta53fS1txGPj/8MNj8bBubHm5CFRISErLY0wJXkJCHIgZqS3xMtLxMtLxceGEjNZaLOtNFaY+ENmTZ6kkTT3BYccVQ8RwAjyERFBJuIVGEjHu3FZ4HWlIFF0uiW6eo3oM8VCNj7pXjcLvsibLqYplwkYHfbWC2DkAuWxhtDGwYdttIigLIZPr9WIaMnnIR31GOmfQg8uqwnzevgCxQK2PIkRRqzVto4/qxBORaVfzhJKpLR3HJVE8yCfhzBF0pzNRw2J8QEM+oJDIag0kXPf3D1mFnfzVvL51GR2cp/WtyuC27hnEgJpAFWCZoKGjIKEO1iUMhN8efUMsdvzmOunqF0bYAj2madHR0fCwK+ewLjmtif5BLYaWHLCqXD+Xsh5C3Po4lu5CtPEIJoI//KsqWR5Bdg8iqQHabuKT+wiUkI4swdJSd21HVDKahIsmQWLyQ+l+cSmRmHan1O8iJMHUTtxasMqOsjqqqKmTZ3uAKuZn8s1l0PNFG/0J70kqSBB6XgccFrrCLdN+uWLOhB4RCoS5D7VERSgIS1RNLOO8nR7DjhRZeuWYxAOt/tJVj/zoTX8TL+v/dwbYXuohlbdECKC/30NGbQZjg12RCloWBRFgGrcJHd489Oda9apCwGCoMlBPUTA7QvjGJ2y1T3Rhkxyrbis1nTEqQsYRt+WkBGT1pK27ZZB/Ni21/cO3UEMmODJ2bk5SXSIw7LsSWriSKImj/+1Ya/LZ/o29RJ4oK8pAnyFMbwuywP4NATREyLqx0nnxfnnRdGXImST5uC6Os6QgTJI+BFfdhpVXweFArTNBTSHkNNZBFLU9hlEUwHkkhAS5PnnQ8h0sbxOO2sCyZcGMR3Wv6MbMWskfFTO2yhyRaOiNoqolhKhhqJWA/IDLtKdsdYkFGs+gVGVDs0YWqy0yOFHPhdQ1c+KmpHHZYFf39/cTjcWKxGOHw6KjUtitCAvhYFPLZFxyLeD+gzrwE6maT1SYgnfoLZJeL0s7fIFtD1mPjhXjGfw7tnBeQp15aOC9XMY3kuDMRZRPQzvgGkYoa1ME+JGV4ZsosDdPc3MzYH3+FaU/9Pw67/wdk6+cgkDB8ZcgX3lKIVzaSGVZ/6W5itz5LZX2KObeeCrKd7LELj5EiEsqgKibuChe1p1Zw3M/H4anWyFW48Z8U4vy7J3HRrTNR3Qo7nx+ue2vmLFru72Ttz7bQNr8Dj8uiyG0SUgQBWRDoz1FmSpQg49UliiSJEtm24ionDqfgTju5nJoxLryqRZU3z6QSlTGKxBhDEMoOW9zCAs2toCIhKxLHXWPXi5ARTJxdQpEL/LIg+nYfoWScwyJ5wlaO6PZBPC4LTRGoLhVPUBAMZClrVJhyaT2qauL15PEFjcJIILZxgPxQeJzI6iSydeg5rWD9ClMmFw2Qz00jlxqPFfdi9UgYfUYhwkTKKghTQsqZKJodY22ZMoahkmnJEAxm8PmyJLZHMYdif62swZ6OY4ntrf+fvfeOt/Qs672/9/201dfavU/v6ZUECCENEERFAZGIHEQUeDkcVLAdjuUcDwL6qkhRXhBUUDAiJYRAekiGlEkyk5lML3v27F5XL0+97/ePZ+29Z5wASQgePZnf5zOfWftZT1lPu+7rvq7f9bt6ODXdSffl/SgzHogqqTTeRpN5EfCUqhEKTag0fhDvpzbv06hE/POXDlCpuHR2dmJZFqVS6YxZzP9JzM7OEgTBC0bI59ngXEHH8wBhJZBbr2c6fyFmoZ+EBZz83CqVrfs8RMc18bp9l0Gig0bufIr9r8HrPZ/68Ivp2nI5tm2jch1EBx9Dhi3s4SF6fuN91Ot1crncityls+3lzI9cT7Tj1XT1rE7vFnceYu4bjwPgn1pixwdfQ/GpJVpTcYmuELr9PzFboCXoe8swfZd28vhDdUYP1TjyQIk1O7rZcGlc3dQ4VaK461Sc/FOSziuy+KWQxlhclKENSRRKLBn72L4WKAQGmr50gAYyyYALX5lFH5+jL+thTM4SFiPyjsJUCqfbwZ0OkEKw8fpeTo01CX3F0JoM2y7IUj3VJCU0jhMRTbqkDCifrEFDxfS7CAavyCJKZZxExAW/cj7zj80itCLfpTBDFxFF6JZPFLkYjRaWqRAJA91wsawQrSGVbmG0VXuS63qhuEQUmEShxGyHc2RYRkgPSbuYxRHIVCNuBGoq3KcGUceTOLkW1aUs5blOGvUkgRfPAAxDU51ShFYyVmkTsO6nR1g4WAcdR1hcBSWt2H+0xmhJM+lJJidc6kbEjNvCRxG2ReqFE59/xfS4/5EpHto5zZO7J0hnIlLpHEcOz/H+993D5z67jw0bC6xd+3/GOy4Wi9Trdfr7+1/wDImnw7nQxPOAMAyZmJhASkkmk0GYJo3hXyAx/zVkfhix7tdX1hWGhdj2BnKA0WhQLBZXpAyFEHSsWUf9Xb9DfuKrpMa+gn/XSZKX/sFK6AFASsnw8NkMhmaHhUhYaDcgtbEfd2ya4eFJxFaf5lREq2Xj+zZax9q7OtA89FvHKLomSkIPBg2tKI/HU3mtNKW7n6C3p4ZSUK5mWHfzIFE5wj1RJqgEFHSTpGVTaTgkEiFh1SbUYAtNIefh2HHMY2nPHPl2hZowDNa8oo/xO+exExGX/UI/i08eBQ31p2ZJ1xQpJK0TTZYIybSdJ8OWFLItOgtNUlsG8FWBsZ1L5LIhA1vyzByPjzX2tadI2y2woXXKw+qwEX6IEJqBl40wOnYIlGbg4g5K9ZjZoPUZip/UZ+p0ACqUrBT6CY3CRrRcdCL2pKNWCnvZI/Ylqh7PTgS0KW+CRNLDbSXQWhIEBqlOSX5bP2PfngKgOl6lreWEBhoomkLTqnpkEzaRqxCO4PKfG+KLn40bz7YIaYmQehAgJHHzgPYJPPS9Ge67d+qs5+Pmn/8a4zPv+36P8Y8NL1Qhn2eDc4b4eUCxWERKycjICFJKarUaC6mfp+eK9/xAVax0Ov303Yd1RGr0FgQKp34cOb2TU5GxUv6plMI0zTOMs1IKlXfo+sPX0umZROs6GH3/x8ALKUiQXZ30XrKZsL/Avr8YIwjiijA3bAurt41NCsH4F07i/9YOhIpoTcTxWilh3U/lcHqSTP/jY3SKGVQuNka2nSCfWRZ2h1LZxpCarpcNUX8kDm30X9CN5xSpnmrR0VMlOaBIb5/HMiOqD9ZI2QWE0LjTIfnBHNVpH2nAVb+ykYf/eD9SK0ZGFP5SKa7emBtFpjtZ2x8ft3aqghAK04xwMibWsA2VEkYmweBr1jL1L3sA8MYmyGXiuGtp55HlC44QILvzUI3504WLt9PcOY0KJIl0i2YlheWaWG5AsstFtGVEhBuyGnEHo8snbDioUKI8g2SqFSdBs4qZsS4MI0KqGuWx1fxAXO/SFifqtFgsuQgECQyO+GUcadAIA1qPriZSDQQ1GbR//ZlYLnn+t6jVPH77/XfzJx+94d+t8eiykE8mk3nBCfk8G5yLET8PaDabZDKZFcO4sLBALpd7ztKEWgAGkAAAIABJREFUVvMY2oo9Ky0kRucmhBAsLi4yPj7O5OQkY2NjLC6uUpYajbjcOJ3VUN+FN/EU+G0PVEA+XaR4pMnULSe54k/P42V/cRULZpJm2xAv500sAc0pl7mjJaxcgtxQ/L1lBRQ6GqTTaWzLwjBDhtdPM7hmhmSqXaYrYMN13ZiGxmpLRGYyDTKZBov37COjxhleM0s62cSwFNlcg3xnhZ6tOXo3WXTkW/QOKy67JkNvMmA45TN7z3HW9lYZ6auz9OAYaE0y3SSRatFzRS/Da2bYsOUU23+yh3xPQCrlYVQWsK0WUmp0s8Xi7pMr1yksuZhORL6jSm5AUdiQIpePtYiz61cZCwt370UFBoYVYVoKtCBwHbQW+M1VqptQEaphoV0TXUkgjNTyFyS7Yy9cGhGmdkkOZ1fi9Tt+Zg2GqTAMRUqvSos2i6vxXIkgEpqy9AmExvfAaAvLq9PG73e++yLe+76Lf+hzFUWav/7k49z69SM/dN3nA6cL+fT0/OdVhfv3wDmP+EdEtVpFKXWW0f23ymvPBt3j/wOZbYJvUBn4JWT3DpJBQKPRYHBwkGazSX3pEHLuM7S880kO3RxvqBTJ2/4Co1khB0RrR6iNxUYjsDpZ2h2zDGb+YZSbvvmzvOkSQXm/xtNN1m4e5pZf3Il30mXgpQW8TI3df74b0SwzMNxg6Mpj5Nc3qB+Yp/Dm15Gfu5t0toGUikyhzuEnt8Sx5/FRcsnY8ykebZA3YwqakTDpeuVFlO58AisR0H9tH8W5vTHPemY3urINkIQ1Dz1XpCsVYlshVqpAZrBKb88sFPrJb+tCHYwV18RAN7XR2Lut3P0A2ovvQVT3SWwokFRzWFZI53WXMja1h8iL6FmrocNHLTWABg3XXxmEmgdWu39oP4IUaBXPHOKkXuxpSuNMH1QFHQi3DlIT5dYi7ZOYVkTnhhSRTKNL8yANWuksbls0f+7BI+Qz8QDmnnIxzA6iMJbN7E1ZLDUCPKGwtIw7pQCTJypEbad4qdVaccOPHC6iNTiO/L7e8OkwrR+/N7zc6khKeY4h8QxwzhD/CCiVSpRKJfL5PLZto5VCSEkymWR+fp6hoaGnVWBbLmnWWp9RVeT7PuXRO+lRzXiukogg00u5HIcHenp6SCQS2LZNavz3sdQEzP0rkZ4mLU2q6lKMZmxsBZDvWSDsvoFEIUcrtx12x0UG2XV5Go0GTtZkaGOaRz47RX+2m5+/8xL8csTItkFUK+TYF74GZEl01OhcHwur56dvw1UjRJkGZjv+m8432m2EQsz+HOuCebKpOsnzNhEWEzROVbFlg7DaZM3FowgBrb33ItAYVoAKIjrOz9M4vIAwYOubN3Hibx5AqIiUbTC8eQyhIlAnUAurBRpRZbUMO9ll05XtYWnPAulOn62v76LxncfiLycfpK83FkZSJ+cgaSOEQgiN3ZPBOxXzepOdFsI0ceeq2MmA1NYO1HhcjGKlPVKFOoYTIkyJNiRGogkYGJt/CjH/9zFNsCtJOO7HQnTVQ+jm1vZNj9DuaSXm5SrCsGLaoCHpNAKKoUmEQDcUWSQhmsBWtKUlUAqSaZNWI2RApJnSdZSA++6deMbPrG1LLr+iizBUmOaPZ0J8Tsjn2eOcIf4RMHPfUaKSx9qbR2jsvIfaV/8BI99J97t+mznLYnJykoFOj4SYRaWvpt7wqNVqK3SinPsv2P7XiJyLWEz/DkGoKQSrrW80kmryKvr6+kgmkyuhDyklpl41SMx/Bg30Wf20tr8GdSgudZWFHja/5x0rq9n5BO5ii/Vv3Mr0wgzH/macw5+bpNEQHPmHOX76tkvo3JEhiiKSmSTCkuhAUV0sEIUSw1REZgbRqK0YYQAEZPPNOOXfmqWQbQvtHD6GSNkkk/H5BrqAlW1hpD2c7kHSHS3UfBktbAYIGR+Nt5u6fXdseIHm8SXUZQ6p7AJCaIyLr6Nx930gNP1X9lL2JgnKPtmuSVK6Ruf5ZaTUNPaeVhvdaGBmDVKJJbSRIPXSl1C/+45YMH99RGm+hRQao20oU+1pfyRyJNIe0owATaKzgZkI0U4eY3gNRnk/EOIv7COxzGIoPwokWNYWSW7fSOvJQwAMvaiL+v7FuDJQ1dBRLKlJpCgkQ5qhQSNq9/QjLmceMlKcXNYt0ZDOWrQaITISZIVNRfxwatprXruZyy4bYO+T0xRLDbas/ywAw8NZ9h58J5b1/FLJzgn5PHuco689R0x96yBH//AeqrumqD/yEMaRu+IETbOJkU7Qc/nVRLV9pKfeCqVv0FraxZJ6MYZhYNs2lvTorrwfqVsY4RjK2U6u92JygxfSnN+H1B7NkXfSteEaEonE2V6FPw6tg2cuUy28yz+OaybR+T46fub/QSRWg4mFbV0UHzrGnl//OpO3zzN+RxWJxjIUXmCw8Sf7yK2NDX4ynSIxmGdh5yhhaGNedyPGyHqsK96LMXQhxswewnbbJOkElKZ6MO0AHWqstKZ3ZJpkZ0jXK19C/dAETtKj/7p+MslHMJwQGc1iO0VkIiCqOvgkKR+XpDNNnIFOkokG/b3jFNYKRn5uDWn9BMmOBrIDcsnDZPrKyNohzKhFMtfCMCLC/AhqIZ7656+5hGh+GsKAzFBEosfCDMpYpofbDKBcBzQ6CFCtgGTGRRoR9qYNhIsVhNT0Xr8dOX8Yw1RIU5HqrsUhisgjsi1M1R4MO7Yg1RgCjcjmQQ5Bq4SR9Gn4w4Sz8W9qLtQIKwrLikWIGvUkelkvQ0PSEIRRXKWYk5qqhkhplk4ztoPrMhTbovhNI8RHYduSKPr+FXTbtnfzgd++lJE1CT7yod0ry6tVn3rN58ZXbPi+2z5blMtlKpUKPT09T5+IPoenxbnh6jmiejT2XJ2Ei1EtUW52xN6TVKggfrk6E+PoNt80Ee5mKLGTae8agiDAMi0i2YWhlgBJR995iFQcplgc+R9kMhm6urq+/w+wz+yFh0zTyL2bSrUBW15MKpVCFs5MkIQtnxN/+ygA/nQdyJ3xfWvOpbxznHBDF4XLCgy/ZgdDr97OwsICjXqd0u13Ubr9y/T8zGspvPdjTO25n44HP4xQERsTo+S7Zwl1mtAcQbQTiW7tQdZuj6lUwYEmYrMGM0KE7U5uiQAr5zJw+QXoU/cjIw+RaaCdAFo+hPO44wssk55Es4QwiGPLTgbrgksJ9j+GkQrouDxHq7IXaSjsyjcwuwLoAiJosmaF2ZAY6MBoHcZKuuiONKLhxu6mBSKcI5VrIISm8dReltU1hJCoZA+GuwBCYG+6HE4cAwFCHkN3NtFKgHUKnZCYOTeuMEyOYfbXkUKjurppjXsEgUUy06TL6qA+EyClwrIt5uZtelMhlaYNCKTSdBWSnL85yf7H5xEStl7UzfG2cl0iMqkZAb5/dlxYiFXJzW9+4yhHDs3xzvecf9Z6n/rE41xwYR83v+WC7/+sPUMsC/nk8/n/a3ro/XvhnEf8HKBCxb4/f4JgsUJ3XxHD0GgtUUpi2SHR5AGMjjz2hhehlr6B0C4CEPWduJk3MDyygXyhA1m4CcwuZP+vITKXruy/XC7jOM4P5lymtqO9MYha0PEq5Oa/w8xfTrlUIl+9A2PpIRJ9lyHkaa3jTcn0tw8TVFyclKL/lTuYP1Kn3pBoLehujlG+8ygL3z5K78s24nSnEUKQSqVoPPAQ0T3fhWqNxhNPUnjtT9AARHeR1OatWEvHQIVIERBpQLnItI/u2oZtHCGzZYbE+vUYW5NxK6KKHReJNB1QEnd6Gm+mbSo9D/I5aMVFI+mrXoJR3h/HlLvXYdglhG5iJKpEyZBUZhIr6xL6TZyohJUM4hlEV5b0pqPY/XXMjTcSTR7HTPokuhrIViX2bt0yft1Gq3hgkOk0tGLxJmdkHZZZRgceVirA2ZbBiGYxkh6BKGMm5hDpABF5qGwSIV00Jkbhjej5gwgJhipjOSFCCwxvERVYpLNNbCcgSnfhLSmkBM+3aDYdokgQaoMlAZVI47cU9UxAueiBBiEVS3OxR2xIga0lGcOipWManWVJlDrbO15a8rDMBEePFs/6rrjU4i1vvfBZvAFnIwgCpqenSaVS9Pb2/kj7eiHinEf8HFAfr7K4ZxFInkHi9Fo2PetmcTIewd1/jRr4b4j1n0Iff3Pswck0A0NrEe1Yr0isRQy8+zn9BmFkMDZ8/IxlJjBY+jTO4nfiBQ/cBdffu7qNEFz1uTcxd+8x8jv6yZ/Xz9CrJrnz/XsorE2hi7HnqgNF5eAsua29K9sxe1qn5ihCSElP62MIdTt4IHpfip6aAGmSuuYGRPDnCCPEsjdgT061VejuxPcLmAbIDpeomET5JjLh46QF9kg3/sQiTmdE9tr11O+ZwLBC1OzjiGVB4sknoTPASLUrINIDUB8FINGzlshdQjddzO4qVqYItg+Gh5z6OpkBhUiEhCEoOwl+CwwLc7Cf6NQiCI1lVlZaCboHD5NYu4SVa5cjKwerHRu3UxvR6TGQVbRIoO1hcMsIQnz3YZZTtDLpo0MD0XDQ2sTpdvAXYgW+gZFpFvf3IqUmkXCBDJYpkb6ioQRm+9nacX43Y8fjZOMV16xharRBoxZgCYlUFgSQE3ZMcwuenjWxZWuBm165jtu+eeys72565TBKqTN46c8GURQxNTV1TsjnR8A5HvFzgF4pw5KMjw3huTZeK/7nZOLXWKiA4DsfROz9Gl7/h6k5P4Ox+e8Q8pmVdz7XTLPT2L/6h7+Inr37zO+70qx5w8Xkz4ulGLf+1DD/9ehrectdN7Duzate+diX9hA2V2OTmauuWPlsr417oil3tYOzecU6old8kNIN/5Oqs4Qw4sSbdB9mRWAIAflrwdCodIDoMTA7PYy0jy1HKawfpf/CMTrXnkItPEG6q0aqo45otdCybdrMBGLd9asnpFb75umJBzC7ZrDWLSEzTURyCXIhpCPMteNYG1vYa0okNyxBrj3biAJMNUuq0CSVbyFbq8LyWCbWtivavx2wV9sQqeldIGLjKHQVFa5eKyM3gJYGOAFGVwt7XRF7sESib4nEgE8y1yCZa4FXJZtrUOio0tVVwbaDOCGX0Vzx6kE6MOjAoEet+ktf/fwBGrX4nE+PC8v2NU6nz+7KcdnlA9x5783sevTUGcsNA/7i4y+nWGzQU/gzNq39OAcPLJy1/Q/COSGf5wfnDPFzwB0337XiCXueQ72aIghsEtkWKhJEfiw/qHyJnnoI8q+gmHwnIv3M4nBa6+f+QK9/2xmVVpXpfUxPTxMEwffdZBkb3nrlyuf6sQWKj6/SogoXX0j/772frre9hcHf/c1434m3EokOAmMtsv+/0CgkIXUYI38Vui12b6T60AMXoZ0InfMIg7bWcToizEVxk07igYtcHnuohL2mSGr7FuyOACvrYTsVtNWO1oYu3uTqACCa86w0qDIT6KEXobt8VJeHOj2yI0EaMftARCVkepX1Ya9ZbbYpDInMt2PnQYi3FE/lBeCNrhZCCB2hne3xH8rAyl6zeiz/ILJQRWRWjbPV1cRM+yS392ClXJxsg0SHTTLtkky7pLNNCiNxbNdQEe7B1RlI7UgToSGhDXIZh4uuir1O0xIrFXJ2W7C50TjzPv/iL23jk5++lqNHKvzjF1Y7Xl/94mE+87mbaNYDPvGxpwgCxfx8g7/+5OM8G8zNzREEAYODg+eEfH4EnDPEzxJaa5ozZ7YcipTETrQodJfwqin8RhKvloTQIlhK4CzFL8CzUcF6roZYrHkD4rw/QlsdhNkLCPpfu6KFUSyeHR88HVY+QXp9LNRtZmyym85sa57aupn8y1+KWhonOPQITXkpHq/DWFCok58gG/4yHcb/wor+X1bIr+4ovh5D5wNIKIia4EpE2cIUeejfETebc0LMtWmMgotMBejinQgdGxXpllDmqlU1ey9Ga4nWIIMUyohnGSJs4gfTcQJNgBKndX4wNSq1DohpgXJgNSaqq6fpMkQRyj+N+pZZTYoayUEi3Y3yDcKKSTiTQRRtxJJJMPFQPDiHAhktoJ3OtrhS+197dDRUCSsZYlgaK5zEdJZ1RqBrbYghFbYV0rc9tyJ1uumSPrb0d5LXDsaCIGrF1zYM9Eo82I7OfpVt2+AvP/6TfO0rx3nF9V9cWe44Bh/5s5fz0mu28Psf/N4Z22zc+MxFgYrFIs1mk/7+/qfly5/DM8e5GPGzxOLiIoWLO3Cfij0Wy/LItbPssXOy3HTTjOUsQ0X03U8ir/kgjUbjhz6wWmu01j/Sgy1GXocYeR0SWOZNLC0tUalUfmBHBGkZXPX5X2Bp1zj57X0kB+MKuahapv7tryITScSafsJv/BUCTWrdeWT6vxmvU74NkW6HI9RhtMggdB2NwErfiK58ERGB2exG1BNxV+TiLL5lYXe1m3i2VivbZDZNmE4jGrMoZaEKFxEu3YuOJMHhE6TC5crFccTp5BJzG0TH0ICZvxLCInjjyKHfRBz5l/j6oAgXV0M4IgpW9CJUJEidt43m43sBaM36RNX4WHrfUYy1AVK2jx11gmujA4nVczGiXkY0y2g7R+gMIYPiClNDOBGqoZDVg0AWv2kjhCb/oo1UHz4GUrDmFduYe/IoKI0xv4BWFiDY9cUxyjJO0EWhJpOycbSBoQVhQuH7CiVjj9nWkkAq1p/XwZ/86ZV85Zb9fOmfVj3hK180yEf//DqOHZviV952+0ql3jLe8KYt3/f5OB3nhHyeX5wzxM8StVqNTW+/iPHbDuE9OkFf1yJhaBGGFpEyYFkesS0kE3/Szzjc4LrxC/d8SwVKKZ/R8a20ycBNW6k/8hiTn74Dc80wuNNwvM1ZHhkgiUIYCnNpGjXsQLKOiAREKTCayCCDDs4H7zFkIPFKh7BnOgCBNPdBod12GqDjcpifiEt00ztg+AZoTmJueDvu3g+hyslY58GawKgnUKGBSCq0k0YETTATyI0XwvhdYEbIKKbNCYDK3ciLn4LWoVj9Pr8dqgcASG8doTFWgzBAKh+vnozV1AIDDsUJLa0hKlaIQpvQNZBJG7ntcvxd9wEC09iBrsdTeXXkexiFcuyN+xWUOHPWpJUAJSC5gXrdxluIB60oaseklWbmW0+Air14f66BlAWUgkTa5IbXrueeW05iCcGLr1rDye/F24WeYkm4GErQ1yb55QsOD+z6Zb70T/t41zu+s3pvbcnbf3UH69d387a33MbJ0dPi4UAyZfCyq79APp/ki1/+WXac9/T6EJ7nnRPyeZ5xzhA/S+z50CQnv3yKoZ5GPP3tspHtaXjon3k5lQJpSFoXx1oQuVzurP39W5TL5bOU1Z4PRFH0Aw2xDnxKf/On+McPoc+7lNajxyEK8cfHcdZnsR0fKTUi30mio4bptFCOTdQ3jBHExs0shrEh0nWCVgWrFceJZTaNFmYcDxadhJyHrD2Katr4fgWzHhtbyvcj3nQv4fE9iGILObiV1ngFrSSpiy+mMVpuK6+FOEMibjMauuilGYx8PIAJt4ZOSAQKRA698AX01EcA8MyfYNmPVtP3Q9jucOw1kU6asN0pw8znqS9JQhdSPZ1ga1RlCTxNaf886baf6x3aTaI9wRDKI0pvx2weQmsbs+9mgr0fA0IiY5jwVBMCifIXiBqd0I6h62oJz7WoVLIYyRAcGzyfIJWjY22apZNN/HqEO9akR9kIBHu+virWv9yoddn1HlqX5X9+7mo+/kcPcus/nSStTBoypK8/xYMPvY377zvM5nUfP4N7/Ja3no9tm/z95/ey0HRZWHD5H793H//6jdUmBssIw5Dp6elzQj7PM84Z4qdBY8nDq4d0rj27Mmj2kQpdudVeZ3PTBTZfZyF0hKHLaFVHSJADIziv/wAi28NMySeXy/1Q4xqGIa1Wi+7u7h+43nNBpnIf6cmvoPxrkZtXKXOe51GrVnCPHMAaPYCZCIiO7MLK5sjm5gGBHlmLnIgTZKp6DLMv5vdKbxo/6Fjpu6xFAanLaC2w+q9FnzwZ6/J6k4RFByE1Oqzg1zNY1Q50JNBp8MtpwkoSo6sAd/4dwcPfAMAfvgIVxo9obddjyKhtPFpNQrsbw40V5+i8DF3eA0SIsoFIpBFGCzwXT//LCpWMaJU1YGQs5OAm1PRxMEx0Kg2N+Lz8yRlCN/ZMm8enSfax2ls63QNtsTS7ezPKbkHtJCpMEy2tRy3Mon0Df/Zu9KnYUGkisHKIwEMDcs0mlr5bI/AsMtt6GJuwidw4mjw+ZxMEyVi432qt/N5Cd2KlE8j6C7sZm2/QrMUOQEobNEVER4/DF3f+NNMnW3z2T+LQSzdJ8n2a9//uRcyNV/jip44SeAoEDI9keee7LmHr9iQf/ZN9hOFqmjeRPHvQPl3IZ2Bg4BxD4nnEOUP8b/D450b56rsfp+UpXvPhi7jxt7evfKeUYuObupn79MzqMpngwr9e1XNQzQZRpYTZP7SiHayLY3R0dJx1LPfoceY/83fIRIK+9/wqC1GIYRjPa1WSdufh0Iex5+6JubwnDtFoVPHJUE5eQ+dj/x/ppWMYQ9cgsi5CKiwCzGwBUQPQhI0ZpNBIK4Sohc7kkdYMYGF3/QQsxXxmURWIyEKEAr9y/0pVmuFPE1gbkV4NjcDedD3e/V+Ls1hlG28hj9AaNd0grD+0+lC6q002pZNGJLLopWnC0CZIbMUoTaMjiXtwN9l2KEcyge51kH470Ze+Gr3MM05vR/kVRFRBlxpEqhabtigkIRdoEBtfIUCkEuimi3AsOl7xMkrfuA0dQiR6catJhNCox/Yj1pYxRApQqEYFXUkSuhZmbzd1T9GcA7u7gBzZSHTkYdxagqZpEnjx8FA9uIRbG6TeiAcq24wouiZIwYWvH+HRL4yDhv7h1cTj7lsnaYXt2QeCNBaZ/gSfu/cn+cxHd/GlT6zGhC1bcv+utzJ6ZIG3XncrUajpJcWc0eQXbt7Kf33f1dxw7T/w+GPxMy1lzDl++zs287qf+hKdnWk+8qc30tWdPEPI5/mesb3Qcc4Qn4adHz7A/b//FCnAMeG+jxzCCSNe/IHtGLaB7/tsf8sg4tgspQfjZN3IazaesQ+ZSiNTP7jGXrVaTPzuHxGVVg3N4q3fwr3h2ufd01D7/gBZ/F6sBqZASEjN/lN8jvajyKWYTpaYfADPyCCdWBZSdfdhRqcQZoS9bhjkOCLy0UaVKGVhKA34uJM7cRJAKBC0EH7sO5qpIZRbQYgSYaWTwFqHUTqCCiX+gSdZbiStp0+A6UAQhxbMDZeh93wHrQVaDuG7ZQQRwVgVMjmopgCBGithKjuemQQpVK4D6ZdQsoDsvBY9dQs6NIhOzWHp9pCwcDtUk6j23yKfhjabzt52EY252OsXAuz+At7oLNoLWHj4CEE7YefvOkp33ogpgkLD0KX4R/YABtYl11PZ/U2IFCKo0Zg1QIE3V8N35/HGe1BKYI0IPM+iXk+RyES0dAqNQiuo+5KWEqDgxCOLKzTJQ99eHfyjgDPaiViW5Ct7f4FMweafP3mM5dqXC67s5effvYlHv3ucf/yro0Rtjzdtmtxx982IoMn1az/PocVVNs0Hfudq3v9bL2bzuo9TLscsn1Yz4GOffNk5IZ8fI17wV3T2sQWMpMHUd2fZ/fGD0M6fGwISNZ/v/tF+glbE9X98ETNPFjl61wyDN2+l0N+BNAUXfuBFP3D/y56D7/srCbiFL3zpDCMM0DJNEonEs9YxVvUy7p1/h/ZdEi9/E2HHALVajVarRRAEDBePr3AUVZTGT28g0XgKQolhViATYXZW0DqLkb4QY+HOeOWCh1FuN9Mcuz+O7xoRApcoGAQjnuY7+fMRCycRnouWSVQjBARq6SBq0QZizqtKtMBrc4sz3ejFaYTyCKJOZO86OLUHFRp4h2fwT/UAAqaOQ2gQhRYIcNaspf7oMTSC7PQsbjKNk2khqhV8kcQI3TiubR8g4bYpbWYJHIlAo40CaugmoqfuByTW+ZfQ2D2F1oLg0NgZ11U3Vo2T3ZUnODEFWuP0dGL2a8LxUdDg1RyMtm5G67G7IFIxVa1SQuQGqZ0K0Qh6f+Iq9u/aS+hJ+javY7FcJHIVjTpIIpYtq2OuhgdSnQ5CNtEKetfn8HImE09V0GgSWtASmlTW5FOPvpZsh0MYhqzfnuP4/grSEPzGh1/E+i3d3LTx7wk8RVsgjjf82ibWDWX4i/cfZHGmRYdwKHQmeOPbt/PKV/TywV+5B1ls9zYUMDNbpVarrciwnsPzjxe0IX74j55gz8cOxO+Aji9GwpK4QXxZlh3TyYcXKY3W+edX7iRsKdL9Du858lqs5DO/fEEQIBeLyFyW2sGJFeOoNYikAy+96hnV6Kt6FdWoE5WW8EePEO35GiKIY6XlmVEqP/07GIaB4zgUCgWM2ZegZr8JShB2X4dzwZtRd/waIlLIUCCHXaQOgCKBe2QlFipa0wgnwCg0UboD0bkBQ8VVckHvi2AhpndFs/djhe1EmWqhQwcCEykiwp6tyIUjaC0xBq+idfTboAXNPSV0KYc0FCqUmNQxa0mi0MAYMAkDh8A1cAa7sPr7qO9qT7WDFGEQG/PqYpbuYZ/IN7FaVaLODgwvrnQzh16GOj6B0AEiXE/QipDBJFHVICzMYOr4hgcn7ify2wlF0QSRWCH85i+/kNlb96CUoLmoV5a3jo7jKL8dd9aEDR/lmgQtB6e3H9dSVI81MTI29gWXUN8Xs02m7jtF6MV3fe7+MVS4GmpIj2TwjzTQGkzLQJqgwrhbx7J3e+S+OYrtflYCQQaLy17exX+//SYs21jhin/oCy/m4KMt1m3NcfzwNL/31vsIPIWlJAUcJAL3FLzr8m9RLwV04FDC48brRvjD/3Udv/1Ld/CdW0bJts/Qy0T83n+/+JyQz48ZLzhDXD5S5OHfvJswCinOtE//tFK0hK1wg9O7kMGl79hIabREmL97AAAgAElEQVRO2IpfhMasR6voYw09s8snpaT8D1/Cf+QJIpnCLQssx0ZITSSSJH/jZvKdnT90yheMj1L8xIfQnruyTEhNos0gMoF169adEb/zjp1Cl+PUvu/XKRbG6WsnvWRzniiVRjQ9tAZj+Hx0bRyBxs4mkDkXqV0MZvBtB9OLL5aqHV49Nx0SpbZgNI+ilUEU9SD8Ksqz8EwTo5pAK0njySdxF9s/VDagsxu1VEQLQfaqG5n829vRATiZDF6rCpGiOV5BuKv3wZ8/LWYs45sW+haRzJBZdwPhE/+IVoJo31HETAfxjT2I2RkhozQgEKnVWH1iYBPe5AyqXETYJiRsaMXFHI3HH6XViH+vf3CaVMqgWXYQhqb/oktYuPUxVGTQe+UlVPfMQ6Ro7SnSaOYAQVQPaIydxotGI2wD7UcYhSyNRQcLn4ZrsjjpY0oTDbQwUO1amMWjDZBQVxGttrOwjL6NaV73v9fxzc/uozgZculrs/QMp9m6fYjt58X3/7ffcg9zk/Eg3WknoF1P9PCtU1hagAAbg9//xMvYdInFe6+9lSf3rZY4v/z6Ea59fR9r1+d/sBLgOfzIeMFF3Pf92aNUDhZpHKnQkarT2VHDchRGQgKahB2QTwU4VoRjhfz816/h/DetI3ehxeDLCxiO5Ir3bCE39MxJ7Pl8nsbO/TSqGdwygCDwbPyWQyQcRD7/AwstluHu332GEQbQKq4wI5kl/cYPnGGEdeCiy5MrZddGbZbk0MXoRMzK0NKC9FXopg0tm3D2aFucB+TiPgQB2jPif+k4Fq6BRGEzuq2ZIVWVoOqgSkl00QG3QVhJolwLkbQJmg5+LUF67SCyTd8TtoXKDuE2HJqVJFN37KZdRId3bBLM1VLZ7GXb29Vpguz2bch0LLouhEKF8dxZt3xqe/YQuTbKt6BRRpsOINBmAmPHT+FX0viVFMoYwK85BHWH1p7dqHK7iafnIqUiCiWBbyIdG5mIvWW7O0sweCnlUp7SYoGJx0OiwEQrwfy3H48pdQB+gDPcvXKduq65jEAn8TyL4myGuWIPc/N5TuxzaNUli+UUi5U45h0qSaQkRqhJ98TeaLrHJn9ZPjbCpyHVYfK+b76Io4+4fOq9T/Llj+7nU+/ez9DQ0Mr911rT3b8aRliz7UzqZFIbWFpw8Y1dvOrN69h/Z4vDD5ewGpJcwuai63q5/ZGT/Lf3fI93veP+H/RYnsPzgBeMR9yca2FlTCoH43JW2w6wWg3yOUilfJqNJNqJwxEJJ6RaT5LKRjhbIsbGxlBK8bO3XEWh8MxLQJeRz+eZDBNABMiYX9y2l5EPhULhGSXonG0X0rjnWxAGiEInynPJveKnWcznGTz/ckxn9cVTnkv9O18lrK9FeosICTrVjRsKUlpjEus7hIsnV8IRUgdow0FEHtrKQOYKWLg/3l+qLWYE6Nk7EbQ1InSENpOExVSs+VDYiF+JaW9i7VqCZiwI09x7EFWNK8W06xG5dbyWTRSZZLJZXKeOuxRh92bpvHorS995mCg0EOMuzVoKrQXNf32cdNIlHsgcotBAmu1qvmQfUWsGETbxqh0YTgGqE6hAEh4+yrIUTnB8L0YYe59CKsxN2wmPHwYpSVx0GdXbnwIE3qRCufHo4E2VCOqrYjqhK1f2Z3Z0Izs6CU4cw/PT6OwmiosNwtBg6ZbjzI+3n5fZGpGRxW3FiUJlSGwUXqAIlcBTIm5wEoFsxOfUWPCp1M4ceHvWp/mDB2/klk/u5isfOb6yvDTrn2GEl5aW+OCnruD+ry/QM5igM6v5/NsP4boRLSIcJL/yl5dzxZt6WFhYINUZD8AGkovP72TLqwrc+kCcvHxs1zytVkAyebag0Dk8P3hBGOLH/2wfuz70JHbeojtZw3Ekprla2ymX29wsa8eYmo58rEn70Ktux+lN8ervvBGB4IFf/Q46UjidCaJmyMhNg4TVFj1Xr8Odq5Hd2ktzvITdmWLhwVFSazvw5usYfQOEE5NoDV7LQUgQQhOJ9Ep1ko4iSo8cw+7JkdkyiA4jFm97kLDWxKRGtLSE9YZfpep7DF95NRN799J7/nlE33sYb2ae1qlxjGwavTSBd/BJgtE4tirNBE7WhcVZoigiym7E9GJP0Bm4En3iFEJHyKDKsrCcCBp48ydXhdFbVZSU4JqQ6oCuHbB0H4QWcmYc3eb76sVx4lZBEJ58EgAVxgUWxsZNNPZNgmHSdfXVLO2KJTpLu+YRloNSHu5sk/nd44SteB/+fGWli4WRSpK5ZIj67sMgwDVGcIsLqEjij0+SzmWADFDFHkwgm7HmsZkfQC8ej0Mu3QNox0EtTMQ0kuXkmFIEJ3bDcvQ30hi5JFE1btI5/NoLOfqpXaA0VkeB4pFuhPJpTfrk11vopTi+b5yYplFPEkUGWWkgCw6l8QinYLHp9ZvY/+lYOCi/rcDkY7X2/ENQi1gRL0rlLYJmPPAVehPMT8R8Yish+cOdr6BjIMn3vjK78vxmChZv/sNNPH7fKLPHfHa8LIuThR0Xrmfb+WuZnp7m0294CtGCbkxM22bNKwtseInF+NdLyIGQS15V4J0fu4jGIpz3igR/+md7kDIuSgK46bov8N3v/RcM4wU3if53wf+Vhrh63wMsfflfkR3d6MIwi7eVgS78SkCQz5ERJeyuFM6aLN58g8q4AKFJ9Kbwllp0nN9DY66GN9OK6UezTZ74451UDhSpHFrNphtGSPWhfQAc/asH0JFG2gbKj+IGk+Fq9VIy2SKZTsQxzMhY6aCQvGyY1sl5qvtOsfTdA1T3ngIBXVeNQKOMN9amLbU7+YoHT6BDONF5F1a0yLhjg+8zf1pLBjvlntFTTi0LwmhFLuUQWFswantBSYKnHiaZjGIvvVkiTPVApRgbsK0vQx/9J4SOsFLd6GIvwq+BW8fz5rEbMU1PGi1U2/iiFaFvEvkWifWb8VsB7rFxME3EYAdhMAcBzN364Mrv036EkU2gGrHx6XrRZuYmiqA0qb4OosU6YaVJWGnSmG97ZRo8UkSVNGFgxmEF08QI62jDIn3VjZS+dhto0HOQbZu8aHQvyk7GMTmtQa22sneGBuHoElpplJIY69fSeGyUMDJQD4zF/YyAubuPgbIIQwchILVpkIUJF6Uk6y/fxuTjxwiaEeE4tAKbSHk0ixETD66KCwUVFyVimpqVNcklLSpTsfc7+KIOHv/6FBEQTLbYfkMnTtbgzR+9GC009arLtqtzzJyoY5iCX//slRR6EnzghntRoWZwU5rPH/g5pJTsv2+Uo7cugqvJIEggwYfmg3Xu+eWDlA42ERJe85WLufQnCiSTSf7+c/v49u1nNiTdt3eemek6wyM/vDr0HJ49/lMY4uWux77vY9v2GY00n27dxX/+V3DdttEsM9gFeoPLydFBctY8nZ1lDFPjz2SRbsjQO65AvnQza3esY2pqig0bNjA6Ospjr7wL3dZ8DVOK5kyt3f0XQGNZ4cpxl9dTfmwATzfCAFFkELW9xiAw8Vwn5qE+dJy9j5xYleeKd01p10lS6dOmpW2vULcP6RddzJxALyu6nbZ9bHhXDbFY5i0pWDp5krRIYFST6FCibE2jOIhuxbQz0d2LHcXGKTiyh9RyCGL20TPkNXWqDxpj8eeO86CxysFVkYkKTJp7nqLltZM8YUhUXlzZ3unJUx9b5cl2Xr2V+dvifmq1A5MrRq/00BGQoFTsLZodBYoHy/iezfBLt7F4eHfbY9ZQN7DDEBVJop17V5xd/+QEulcitEIbJuaOl6KevAulJP6cIGzZgCZ8apJGtaO9P4F/fBbPa3OOTUmoLbymQWY4Q257D+Pfjo1VK8gRtNkXJ295iqARf/ZLHs5gjsZUPMCsuXaY/ceOonzF4nGfqi8xBHjFkIErM1SmXBSaR781TbAcqdJwwy9v44rXD/HJ9+/ktk+Oke20+J1bLuM1b7uAXJfNo3cf5yO/eATV5glPH28QBZrD35rgyz/7OLaIL2e+28FbjMMtquERjDaRwkQpweG/nWPwxhx/ecdD3H3XapJxGdt3dNM/kDlr+Tk8P/gPb4iVUkxMTBBFEVJKVHuulEgk6OzsPIPXGIYhk5OT0NONPjXJ6cyHnv4qjhWRSASAREUa5cVWrfztJ0mUa8zunaK05wSH+w8w9cgMPecnKB2uYaUkjW/tJyVBZxXPpd7C922UkgihCQJz5bcpJTCEPmt9KZ++08KyKy3teF/CcdCeh0in0L6PSKcxOhTakpDKE5Qq2M1p3GoSzATJL34S7VgEVgJpaGiX3a5cq9IMOhsfxmkdgdNozaeftmUI5Cs/DdKGJ74GxIZYa1Dtog60JrFjC+7je0EIOi67gOaR70KkCGYX24NHvNfFh1a1foNKEyVN3LqJnbPouX47Y7ccBARps49qOZ6VjH51jIwj2/dD4LsSo/1IW0Mj6OJsHE9P95B4/RvxjuwiWnsRzcPHkKXYm/fqS+hwOfYZgm2w3KKj59IhJu6cRIcK7Ua0vBQqjCiPuXhilcFRPrEqnmOmbPLbu6gcWkQZFkMvX8vUk4dRSnDgrgWWSgZxwbTA1xDqeCzKDyQ4SgkXTbQ6vtM1kuTCVw1iWRYPfDmeHdWKAccf9rn5dwd54u5pPveBQyvjsBDw6netYednDvHNXz+EigRNNHkDLvuNIR784BiWjOhNhZgyPueGb3H8WzMc+9Y0VerYUuILxat/chPXXtdLPm/zsz93OaZ5Lizx48J/eEM8MRF7HafTspYl+KanpxFCIKWMhdiVwrIshn7rfUx/526cp6bx9o6CFCTO24T/8DigMWTE6W29VCugee9hmsS0LG/fJGE1hVIGqQSxUFjbLv4oRW9hZIIGmTBRboiUCik1Ri5F1PKw+/IopTDyCVLdAgxI9Hfj1Rt0XLCZ0qlphl5yKdMHjrL2msuZPnKQ7h07mNu1j1RXAf/gfkSzhT8+iS6VIarH+rpmgkTGRUdBnGxrRUTaQibP1kcW1upAI53wrO+X4UcCq+dC1JGvwNi3YTmaLMAYGCacmm7/2bZqWrN0784VhoEq15FOFuXFNyK7dYjqE6NoP8S0TOp2N4HfIFiE6Mk5lg12cfeqt6YVWH15wvkKWkNq6xZyQwptm9gvvYDF+/YihIUuLxFMBphbrsMwDKzO8sr+EukmrWpbdMgwSPWlaYzHlK/KrkPoMDbY1QPzCLOwYqQHXjLM6Mn4eenY1sf8dJmo7lI/qQg7NOVKEq0huGeCpmeiAHPBx8halEohUsS5iWJ7GHRTgsa/GZCHz8vzod2vwrRinvC2q/Psum0ewxJsuizm9D7wlZNnTKbe+4mrSboB33jvaodvjcDqMdh8UwflnSVqD82v3ON0MqTuxo6BQLCeJNMqpJhxOXZ0CSkC/veHX0Ii8R/eVPynxn/4q6uUIp1OnxGKyGazZLNZwjCkVqsRhrFGQyqVWvGQk9e+BHV5g7xh0mi1MA9OEOw9jJCaUDn4zed46jKe5xkpi6gZkBwp4C7UKOzopzFfpbCtn0apRnZ9F17LI9mbRSQMsCTd5w2xeGKGra+6lOOPHCBq+dhdSQYv2kipUiadTuN58Ztu2zatVot8Nsfi+CS5dWsp1+vUdh8mfOoY02Pz1B8/RNO4A9VwCRMeduLpu3CoMKa4nT6ICEvHzIFcF15hiMzgOspNl47pO2Iqx//P3ntHSXZVZ9+/c26oXJ1z90xPT9RogvIIFEAogRACIZFzNAYDxth+MS8YYzBgY5LBNhbZmCRAICGBkEBZQiNpgkaTumd6OueurhxuPN8ft7qqWyNhG4Q/v2vNXktSq6puPnefffZ+9vMAytYQYbdaRKrpYKCEQXbNNUQXd6OOfRxhRlFVNIAAdPsYLoEDU5U8nitxHZ1wdwOe0nCm5/BkhPC6LkpHA4ed2xs4YYDyyDyeVofzxfubqVRFL53pOr2kcn0KpThOzkIpjdydE3S8+2ywfZoNCaZR22fj4hT+7V8NNjz34vp9EAo0GYSmnoesVLUIATyFngzj5ipoDTHWPHsDIz8InG9+PFfbx8iPhsAHpYKxF+8IM3PQwvMEWy7sZejoOIWMi0DH7AljLeWCTAp+bZmx95Z6CzNA/zlJPvSrK2pOeHJykrd+ZisveccO2voiHHtskre1/hBpCAwpcHzF+dd0ceUb1vOl592zYk+KdbtaeOVNO7jl+seYfyxHIgKGFjCDRiMWZlnDKhv4wJiwMLRAgPTYUJpjQ2m6exP842fXcMr+cPa/3hG3t7czNzdHOBw+iUZS1/WnJNMBaG1tDYjY4zHQYOnxIQzTQUiFXxE8+dK1nkaad6wjN7NIw2n9yIkCjZs7qOTLhDsSQRQrfBrXtZOdX6L3zPVMn5hk/fZNjI6O0t/fz+joKB0dHSwuLhKPxymkckgEwoXibIZQSwz/iIc9l8V+ZAjr0AxlTcCuSUrTKdI+eIUKfqFCOGyhMmny8QheOs9wJIRftmrClgUCKsTlBIZ4ivTGsgkZdLB5robYtQtjx078tQMUy2VaWttIzc3RPjDA7IkTiJ1n49z1T2hehVLT+TjrzkFvGaBg+7Qt/RI59wCGmaJr7D34kw1QMMFZfS+NWIXyQuCII/39pHYXUY6LM5SmIppxc0FzhSRT20a5PlpDFC9bgpDJmhedxfBXdwPgFuuRu/JWLmUUruXh+3VY1dwX9wBQfmyOpBC1vHb54fsIVdM93mQdsgcgDYnvetVd1r/xXMjnTdy8wM+CtbcqrqqgslDC8wWWpRNtM+k4v4sjP5pCSEH75nZKPw+i6v03TlKotoqnRks0DYRxAz42DATl6hnapeDczJhk07PaeMmn+rn7W0eY2Ffk9GvirDkzydr+PgbWB+f3tTc9SnEpmHif/4r1XPUXp1HIZnhX708ppx2akEgERlzjpd/Yxk0v3EvqYB4hBPmywba3d7HtPX0c/vgB7v9+Gk95GBFJ09Ykr3ldH5/6wn6mJvMA3PCvB+ntbeVP/+z8px1jp+z3s//1jjgWixGNRkmn0/8lPt9lk1IiyiXsb3wWsmmSjoGVqJLESKiUoujNcdxcib7XPxfngj7WrFnD+Pg4bW1tiNEZYvEYpYUcftlD1zTyoykqWo7c49PMz3ksPHICBlJM7x4m3X6Q9OFpppIRShMZhCbxyy7K9RFSoFyfEUNDOR5z+qPEY/lahLp0856Tzt+THtG4i5cOXga/bJ30m5VmV0yk5qPpJ+eWlTCwihoiFELbeS5+SzN6pQKzU2AaaEMHcUxB+OBduG2dFBvPI5w0UVaa6Mz9GJPfo1EOInQPoj4qaeNrBF1oyQgy5uCPSfCCJa6UPkL4oCSV3fegnOpk6XqE1iZxUwEcq/2yHUzfuBshFJWigUw24RYUXlZi3VtXG87unX7a6/Yylaf8PH9ojuSmEFjV4lSoBZzgXjY967m42TTFB+9CXzuAP23DWJACM40yOTeMkIpKOYwZ17CzwT3tu3SAPU8MYlckiWgzdlhQyVlUJhXe0TwgUD5M3lNHR7gFj5b1MVLDRWRYcs6b1/O9vz4QdDIu6yitWKmcd+0a3vnvz+aJX0/znfcGE9EjN2l8ee6lNU04pRStG8KcqMrL9Z/dgHDhS9fuo5yrss6ti/CGT51B164IX9r1AIU5Bx1o1KHzvAZaz0uydKxM5IUDlL8bFEntss/argjnXdLOBxMX8K531Enlb71l6JQj/gPa/3pHDEF0Oz4+TiaT+S81VPiFHMrz0Pf/BrJBUUXTHYQIGgrCLTqVnl6aNvex9PgIpRNzZH72CIuxZpYOZTkRD+FkysGS1feDsPNJLaaLBGToWUYBKDEPgDO1WpkBQFUT0sqpRl0uATxKe5qCHEHrMlBLhQjTQNkrUg/VcxORMLI5AaaB2R/Ddyxi69ZSmFug7ewzWTg+TEMySfbm2yAawf3yN3BdFz/pY4oSeV0n5Lqk7vgh0UQeV0BU+hjJclVzTaE1FcEwEE0efoNdJ+eNKoiWEAROxRsJusoEfsA97IHW0ETy7A3k9w6hhXy0Nc0UqzJT83cdxPcFuq4IhyzK+RJuFVkSbozixAp4RbuK6Hi6h/3UK4HW8/rpf9PpjHz0BvAVjtmF+aprcFyHzl0XAGDtugTTNGnevYf54R9hlUNE1jRRHIqhqgiEtl3dFG4KCI7G7p3CrgQpsvFfzyLMugdN9ETJHgwcfeeZHcxOLVCarVB2QGsWZIY93IrH/T+u53S9J9UbGjvDvObTZwLUHCqAW/HrqBmlWFhY4LpPbGLbc3oIJ3V23z/Clz6wB6GgAQMDycCzkpz5sjVM7ElTmAv25SJQUYESPj994xCOEkSadDbvaGDwQBYLj7tvm6SofP7kb06jty/O5EQwnl//xp1P/wxO2e9t/084Yl3XaW5urolf/jZnbB1+nPRXPweeu+rifE+iVMAoVVl0sFKTzD4eFH5SgwE4PjesUL7ESVcJuVdC0J5+5f+fmjAkyvEJd8SpzBVIbmlBpMrgBDnC0NZujKY4vi6I9bRQzhboPHeA9Og4fRedw+TBQdZeeA4TR4ZoG1hDanKGRHc7FddBNwyklNi2TSKRYGlpiURnJ4WhIWJbt7JQLpH7ya3gOEEBr2puwUdPAG7VyXkK5Umk7oOsyzyhBG4mitmWRylQQqt11a2M5vweiShsQC0cD35jaCgP/MU5COvEGgJIXHGsjk+VukDX6+KZuvJqQlPZx2fY8PWrGP/I/VjD9fN+sjWc3kn2iZna82l//iZ6rziN9ovXk7l3b81RVw6dIPSWFxCvKjT7lQqVr32bwvQMTddcTTrTjVdyKBQF+EEHJEB693Fqahp5Cy2i4ZU9zKTB+uvXc/Crg7iewItEyZWDEffYf0wyXyS4OXmPpOPX4Gi9WxqZPVrEqayehLdf0cm7vv1skm1hXNel7QyfC9/azezBCue9rp0994xw7JE8pz8nSdfGCD1ruuj7o+AcP/r6e4M2cAF5XJ7/0vVc/Vdr+fSu21kcLCI0CMSyFeFNUYYfKuBUlT3KaZfrP7yTr9x4kCcemwMBv7x9hKJZYfeeN/HAfYOsXdfB1q09nLI/nP0/4Yih7nyXlpYoFAq0trY+JSVfec9DrML/AJ4rsAphfE9QKUbw/aeG4Wiah/uk74QmUZ6Plgzh5S1i61upLOZp3tZNfjZD8/Zu8nNZGja2USlWiHYnQZdgCOJrWigu5eg+a4CZ4xOcdvEZHD88RN/6tczOzuL7PkIITNPEMAxKxRKNiQSpsTESA+souFn0uInuFrCnJpDHBqlkUojxCcpSw8/lcSsVpOfjZTJkQybMzjPf2ADpDGORMJQrqKeAeshIENbKRAN+PovW2YlSM6hYAs91ke4CUpTxLQNhuLjFEF7kPLKNV9FsfQNlLWJYU8tNdNjGNkwnmMCE8jBjBVxhIKSP1limkqmgfI2u8zqwpyu4uQohclWRqeD8pF2Equ4avk97Xxf6a87hyMd+tWoi7HrJVmZuPgwKsofnEDJ4RgCpx6bY9I6LWXx4jOzxMsqMIOwyKt5CT08vLj7pdJrCvQ/gHAkgc/Pf+AFeqaqmYbsYiSh2tsrdu7aFzGIZr+xiOyHCbVAcL2HnHI4/MEe2FDjpid+kcKuNM5ouWP/cZobvSSF1wa7r1zH8eND4c3x36iQn3L4pwrX/sJab/+0IU8dzXPTqFvq2JHnHly9GSsnksTRv3Xkzrq2IJnW+fez6VcVrIUUtd97QGeI937+Ae//pGFOP5lhtAqugqKj6eBCaYOMlHXzqRZ289dpbODqUIidsHnl4ni9+4TGue1kv3d2nmjj+0CaUUr9HrPc/b7ZtMzc3h+M4CCGIRCK0tLRgGMELUbjjpxRu+1Ht90qBbUXwHAO/sYdyyia8boDMVJ6WnevJTM7RsmMd2ZlFEht7yC9ahLuSyJCOkoqGNa1kF9N0n97PzOQ0AxvXn1ScW5hfIJ6IU1zMIJVAuD6VuQyx5gaWDo3Str6Xmd1H6d6xgYm79pPsaSX7+DH0+UmEUhALo4VNvKUsiW6BKuRr+GA0DTzvpNTI72r6tq34Z++k48wdzA4dpf/c8xkZPEpX/zpSqRSapgVCp7PDhO//LkpqmEkHXwrEJe9jwTbo7upk8eC9dDp3oMoPghXDK0TQCCHKQVTlygFIBSkIKxumnApYyRSChdEq3zBQzEdrLcy+gmIxge8qkmvD7Pja63ClQs/7jH9vP+Pf3weA1hjCy9Rz5vFNbRSGFiiXDWw7hK67xJabYQTouoPr6HS8/UwarxxACIF69ADc9nMAPE+Sk6dRGU/h+QZuz0byB6bxfYnlhFhaitTON9wZojxjYbuSll2tjD+QAR82vKCLycE82eMFLARdFzQxel+QFmveEmFw8OSUFYDUBMmOEJWEy/ixoMAXSWjcnHptzdk+8cAs73vuL2rbfPvY9RSKNu988a3kMxbXvW6A33xvnnizyXtuOJ1bvzhFaqyI+0gJ87fwekkdXvOtXSx5LpNDGdrPEHzwww8zNVnEcYLJ4o1v3sLf/+OV/22e7FP237NnNCL280uISAKh/+HIQUzTpK+vD9/3yWaz5HI5JiYmiMVitLW1YfSuW/V7ISC8rZ/SVa+it6eb6enpWufcmjVrYGSMlq4OvOPjRBJxvNk8quwiEeRPLKEVfNKPTyKHisw9OoK7borZR0bI9T6GNTJGOhHBnk4HxTnLrSqGCvBULb+brTrRY7cEHL4VhonGi/U8cKGMVyij6S6qEDgQVYWx1fTO/ztOeJkkwDDAcRDRCKpiQSRM9AWXUYjHMBJJVFsnQkoIhfF9H9M0qVQqRKNRii1riL7hE2TGh2lpaaL44M9oPHoXnYM/B7dMKwJXKPSkgdArSKqOr5o/1tUwblV6SCnBsiMTKIywhVMJIw2In9ZK/nCQcpICEvEgz0q2wMQ9+xTFDxMAACAASURBVNEHOtCKPm3PXsf4D/aBgmhnA52v2cTE7YfovHIz6UMVCnsLeNWIdFUzjKLGYewfLzDwxwPBLfd1xn5wF1LzcSydgudSygbYXG8iQ6kUwXUlUlNEuyKUZiroUY0tr97M/X93CMfTKN5XT5kc/8UMGV3D8Zavs26mYaADT850S13gu4rMdIV5YdU2Kuc9XNvHDAf4+K4tOs95VQ8H71ni/Gs7WMpk+PT7H2W2mr+98SvH6W9O4ruKn35mgodvDYqFQkKLr9MdD+EVFOgC2SjIL7q4KCKu5M7PDvLr/UExdOCMJPsP/jEve+mPuPOXgbxUKlU5JYv0P2DPmCMu/+xfsPfcgWjsIP6WTyIT/zmt4+9jUkoak1GampoozQ2xkJ1jdvoQbR2dmKftwJkcw0fiCx3Z0I+66RZSDT2UDo0y3NLGwr5Zss0JyqMLLMRCePkKSEkxH8J1Tr4tqWqzR+6+IMepT40hpcJbDF6GVX5yGWK1XEhSCjNko+kejm3gOkYgry5Xe1ffk0F+VXn1jrlEHJUvIFua8R0HmUygDANl6BjNzbi2TWygn8LcPO3nnsP84BDdz9rF9JEjtO/czsL4JA19PZQdB4Ug1NhAfnGx9nL5vo+olLHmp9EtC233r9A1m8TUQfBdGq0SHhBFQWMJWe1iC65L4DvaUyI1EEFhCQRCKqTu4bsSaXiE42UM0wu6DN15QEcIH6UEvi+pVEyEJlnf2Mnj77kDr2DTfFF/raswf3Se7R+6AuPyLqLRKOW5ITyvDjtzHAPDdNF0hQzreEUX35dkj88zNjaG53kox6WYjyOlh20bxM7opFRtQum6eB0zX5vCcTQQkGwPxoNb8jh++xiOp518ubqgudlgbspCE7Dlwg5G7k+DguknsrgrMdwSNj27jdd//iw+8qw7cB2FicCujiJNF1TKLgrIFzJUKhU++M1L0TSN1HyBa7Z/l1y6XswzLY30jAVYzE8Va58rATOajdFm4hW9oOs9VX98jvIZ37NEozDICof0jIWUko/93SXMTOc5NrTEr+6Y4CMfuo9Pffryk5/xKXvG7BlxxMrzsPcEEjsqM4d7fB/mmZf+9m18ByENVGkCjGaoHEbpTYhKIIWDM4dy06AcsCZBhqFyHNH2GmTLS/H3fgl1+DsQaiRkZeiyovgFSSkXwV4MclqepWOXQzB+H74nSOUDJ1ocnYVChHImyGl6y1SDvo9hOE/piJ9svi9q5ORPtmUCcKM5jpMuEO1JInNVccawhevouK09SD8TFKx2DtB2/k5SI+P0PPdcpg8donfXeUwcPUrbxo0sLC6SbG6iVCqhadqq4lx6YZFYRwe5Q4OENwzgTi3iKQGLS5SPDaMOHKJ06CiaM4/KLFFpbCY0eoyl9i4iI0PMK0UYsFFI0yEeswNo1Ulp5apuziq8skKYK/g2ACE18D1EYxsi0o3m7cEUPtGKiZePgSOItmdYONqL8jSaztlIcfIohu6gfFhabMSxAwa0w195CK8QYIiXfjMe1M+qPt8puxz+8COUJ4tse/c5q1I3SgqKhSDXHG6TVPKBFJE7EcAhI5EIkUiE4oXP4fA3hwHB2nM7KBYDsqPcj0dxnFDtotwVqI2unS2MPzpZO5YMSXzLx3EUlZkKcQkRDY58/wRKKWwUBoKQElgi6Gdee06CD99zKVJK3vX9Z/PFlz9Io2dSkC79u5rYcF6cV/b9ACEF7/3KGVx6/ek16NriTGWVEwbwVoQBBdsmETXxSlWkDorhbI5uIk+ZpiigMJG0t0V46V8PcM8vBpk4XiYR0bGsYDX2L1/aw0uv38p5u04V7P5Q9ow4YqFpaGtPxxs7hNJNtJ5Nte+UUwGrgIi34u/5J9TMI4ioRNj7UaE2sBZQegTVkEZpAvGfrMH9sQ8ykR6g5/B3g4ndCpaHyvIBiWfVL0mshIdViXqoHkGpkzwNAB4mCDAawzjZConN7ZQXC7Rs7yE3s0TLjl5yc2mat7TjVTKEu5tRmgBDEu1uoZTJ07F9PbOjk2w4Zxsjx0/Q4UpO/NU/rzpO45U7Eae14i9mEJEQ0YEeUvML4PjYw4vkQseo3LuPhX1jFIfGqegaXraIX7aQSuEXK2Q0iarY5HUNXI/D1YhxWCii8RJ5rUpEFLLRI0F7szc5ggScQq62fF5eTPu2gYrYiKdZiTqFMHrSQUgfYUpUayMy2YqaCwCt4tl/DYN/FcDXRBEjfALpSvxsGOELlqEDesgj2lTAKYXwjz+EoccJImcwww62HUJqHuHGCHa1HTzSHsfo62Tx/hO4rsa+Lz5Gdn9A5XngM7tXL0nqfEfYuTq0w8r6hM0AlZBKpZgZLNa+m/zVRI2UyXd9tLCGVy2qdV3QzaHvjKIUHH8ws+pYmilwy5BZQWNZ8hX5eQ+R0MgVHKRSJKKSs17YSctAAztfnuTbH/wNo78psu1FDbzl29sZe6jCWVf3suOKLj5w1S+xq8d+8IcLXPGKegTesdbg/Ms7ePjOudpnZd1h27ktHHh4kTIuG85uwJ72mRwuUBAOXl6RbzIJpT3iVQSIEBBu1ChnPKQGH7jxAoq+w9uf/wt8H0Lx1YPgVIvzH9aesbsbe+1HqBzZzdLtt2N96dMkr3klofVrsH/4PihnkFsvQpsLCg4qo6AZhBXIsgi3HLTTRrynP4AlERUNZWq06XdAUwQhFlCFENg6Ihx0j5mNNrbfGrS2tvSBaREdWEcplaJz8zYWT8zRtG0zi6NLNGzppZTJE+5sQhganlDEu9vILWXp2tTH7Mws6wbWnVScm5ucJdmYJDe9hIZEeA7lmTSqZFM5NEW2pCg8cIiJJxZIPXgYq6cVSyYxDB+v5BBKeJR++HOEX58olim+hwgKSFM/D8D81YwpKxf/y38vq1rgLueRl0PCgGpTak+Pv31aygwBChnglBtaQNMRiRg4WaSTRbh5hOcifAujnEGVR2v7sg58i3DYrzv4ZYelVSFxmofyNHxPgC8Dqk7HArMRbC+IxHWfeLKEQKEX5vGtQLK4PJ2jaBuUqzzFTq7ebRdujeInPEpVDLeM6/iF4NrD3XFKI9W7qGD28DSNG5oxTRMtGqu1fhfmFco10DWfiqXDijLH6K1jlKoTvH2ihNmgk1ly0QzB+e/Zwm1/e3jVPOAjqBSCZ2IQzD/Zss/LP3kOHesTDD00zy//4REAhh5c5EsTL+GSV0arj1AxcGaCx6oarr2nh/B9HykluVyOXC7L537wfP74Rbey/8FgIvJ9ePyJeV7yzs1YtsVL3tyPYUr+5i17yR5YCtIj+QK6JtjoJdEJWt4rOY/rP7adtefGGDwywzc/PljjH7aLPi+6tp+hwQx/8t5nsWNnx9OOpVP2+9sz5oiFYeKnS2hTYygg890bEBdtI57JAxpy6CFkQzXircKpFAEmVUkDDAslwtVIVcM3evB9GxndiFuYJZI9hkAhLYjk/6NWFBJJi0L8Mso9r0LJCI7rE2tuJ5vN0tHRwczMDO1VJ9ra30/h6FESPT1Yx4eJJJN40x7KLkLJwxmfpTIxi3XwOHPtPaQeHcXuaSV7eIL5SCOZ4RLHQ3qwXF6xTA5HKoRCDlXRHfIE1f2pR0YByIwE9I8OYIZ9TM1Z7VmfYRPSR9frTti1DPSIQgobqfv4robe2oQSGuTmkIaHFnHQ25sh7GHoWTQvh2AKr2Tip82TjqFsHWQ5oAUN+aD5hJraEG4byp4HqVCNNqpsUo5tRyQuIlcJEzJbkXfegDTc4DxiHnrCxE0FDSSRJo/iQvBwnakl9IYW3Kqs+5qrNnLoSwdBQWN/M8WhHF7ZpTCSRU+s8Jyeou3yHoyIweb3nMEDL/8FzpKFjJr0bOgj1BzCcRyiA81k80FeOIA0arW5LNyk41WC44ZbI8Q1SWGmQrIniuiJMvXrBbDg8Tsna85LSGpinxCkBZb/t30gRtu6oHiprWgE0XSBZlTfh6qyxgvfuZadF/ah8CmR4cqN38Ku+Pz5Z8/kkhduYnFxkc/eeBnvecmdHHw0KHRWSj43fX2Q935qB40tIVpaWvjYN8/jho8d4dc/CRpSdCSLmk2rZ6Ij0XTJpW/bSEN7mL/r+A3FlIMhJMqEN/3FTq5+fScNDaf06v4n7Bldb8iGJqxiKFDmDTuY9+3BTYYRAryyj2Y2giqg3DCko8i4g9PRD8kzsB0LI5ei0nkZltlOrH2ATCZDZ2cnqdE99PHOYJDXC/B18yXmzH1Q0QilxhCylcTkCexkE02zo2SNFiKTGWb1CCwo5oUEpVisGDiV0KpdLYOi8v4wbiFGejwY6LlxiVISz6lGYiteOMfWCYWemnDnyfbbOCGeZgOWwzYRMVGuh9HWhFssE9u8ltLMAs3nbSd9fIzWZ++gMD1G4vRNlHI5Qm2t+JqGLwTx3h4qP/4MofEAz6qv3Yg7fgQiFnqsgmZ6UCpC2UdvrpOlS9PFL9cdsRJVXt/GJKJpEaiztYnyQzg956BPz6M0ha2vx970IYrFIjHNIjz3KPHMAUT3HMVyO8sPUjPtGqJAKg8Z0vAtDz0ZoWPnAFM/Cwql6f3jtbTA+M3H6+NAQXxdA5nHgwnPTIa49N9ehO/72LaNpTdQKGRxM5IHP/8o69/SFzQJPasB15NYjsSMSjZc08feb0+CEGzd1cuxH48hBSwdsYL8OJAeLiDt+iRn5+vQwraNCS585wZ2f32E4weWsJXCE0HH3KcPXY2UAtd1GTk6xc5rWjG0ENuuSfLAL49y6O4CWy9s4IzLW+jq6qKnJ0gNfOCNg0xNFFiUFf74j+/hc192uPSyjeTzef71tqt4z0t/wb4HghDAsjz+5n2P8CEu4LIX6fSuaePzP1jPay78EYO7F2lQwVg3BwzOP7+XC17VT0N7gJhJtBpkUxZlHKa9Eh/6+/s4kdrCZz7/ov/eeD1lv5M9Y47Ytm0WZ7N41UKXUzYJxcorOrQkXsFByhABFyT4BZ2wfgxSx5b7AojMPgiAL0PEfRukTrfv4psNYDsgQSVKCCVRjgRbI7oYSO74FR2vGA4cdjYG6WmEgsocCCUQThGphwLRSQIF4Ke1Jzl7Kf0aPOrJphtPSgFUnafQNZTrISMGvuejJyOYjSZCKMIDvZT2DQbwtM5m+l79AmYPDtH+rJ2kJ2dIru+jXChhJGPISAjbcUg0JFdF+v39/YwOD9O5fj2V/Y8TXbOGckxAJILM5XFnZjF0F5Waw5tpw82BIULgOlQmZtCdqg7dyslBLa9WgtWLiqxByAhi3S6EZqBtfC4oj4JbInzgdasuW6EoK0m8NdivribRZ95DXAVdebJkgKXhh0xkyMW3DJQQtF+2ndkbdwMCw3QoLpmAhpsrk757L7UmD9dDN30MzcZsjZPcuZaJWwMe5GhvvOaIK3MlDt1xgOjGBIZhoMV0XDeIshuak/T39wcagX1wd+8g5cECZRtG9qSDFZmC4bvmsN16bjbWHaI4bSE0wa43b+CWDx8KUh0H6iiF+cE8fWc3sf21rfzk4we5+4tThMKSN35zKyN7l/B9n5mpWb7xhsMoBX3bGtjVtJaPvuxufA/u+Hf4yv6XIHskg48v8oE33kl6sUxOOFSER6Xs8Y633su/fU1yxZWbWVpa4hP/fhEfeuMD7LlvkUVRoSRd/vTP7+Ib7Vdx3csCxrSv3H4Nn3nng9z73VEAHFvxJ/8RtHn7vs/U1BTv/rft3HbDNJ+/8bHlIcDXv3oUISN87gtXPuW4P2XPnP3ejtj3fZaWlsjlcmjJRO1zIRQIv06/KPx6EUj46A2l35KoBOlXY1O/Gmku8yz4QDb61CW95eLck/e74scrm8x03cGxV0fEy07Ul2FABLplZZuGDWHyaROzNQqGhhYziPQksYsWvc/pJz0yRf/l5zD5xDE2XHI2IweO0rtjE3NzszS1tZLP54O8pKZRLBbp7OxkcmQUkc6A8oluW4eezwX7dou442MY5UXU8RKuZeAtpChFovhTUyw1NsLoGNPNTTA2wXhDErI5FgwdHJeVrQPKdDCjNhWCbIqFARiQK6A1Bpfrlg0M3QKpwZYLSYejNO94MUJoaA39T/l8jHKZfMPlxLN3gRbBQ8fb+H7yZYOwmkO4J9AoBTlgvXpbQx7S0tCSNlpDEX++EaEU1uEHCK3oF9BNB7sSOMFwpEylHA6i3rhFpdXFK7qQy5AfrkfqmSN19Q+loLO3k+b+NoQQbHt9kXv3BTn3sbum6HxZC67ropQiO1GP/pcO1f/u2tnM/MEsxbkKa57bxrXffDYPf/0J2nYmyRwXT4vrLlYKkFG89MPbectnL0YpxU1/v5fPfzAg1tlxdWst/TF1JMdHr7+7ltpQPlSKwTj/0kd3M3hokZSsIMICqgsxx/F51x/dy7/coLjo4n4KhQIf+vI5/NNfP8E3bzpaO49f/HyU6162AwAzLLn2z3pYnMiRmrS57i/7eeKhKSaOFhg4zyAUE5xx/kbWrO/mn2/ai+fVazVfu2EfH//EJcRiJ6enTtkzZ7+TIy6XyywsLOD7fk0xo7W1leTAAOmZCQp3/BzNcPFdAyEcQGEkynX/qCTK1pHh30Lm8t8wVf2XX4U9+SJw1DLRjCoXMPs78fI+sq2b8pyD1tIMoRAR0yDR1U8xlaH93G0sDI+x7qJzGTt4lHVn72B0eISuvh7m5+dpaGigUChgGAZKKZyyRSwcIT02S7K/l3ylgBACb6lI/sgk5d0jzI/nyQ5OUo4YhL1xPN9DoPDmFpiKtuGMTWKGHZSCE14UpyCZEhCOllGGhxG2EUIFEDzqaRNrIgDs2/nA5frZaiurc/L9XNare/LcJGIJ/IYomrWEZjq4XdtZOOuPaOvsJrewQGN8Dbr+9MMjrFKEN70KMqdB9iBy4UG0oU/Q4wfEjirmgCkQZQ2VqJ5Xpb4C0aJOjVcisrad0tgiyvUQUmGaFsssbr4nSSSCqLM8WER5ddrTlh0dZI6MAFAaKVCu6GhSUbZ09n1rkE3vquB5HtNDdaHNzFAON6M4eMMsyc4Y8Y4ImZF6VLts4/ct8O7hFzFfnKG5uZlEY4TmHY0cfyjF9ksH0EMS1wrGfqTZoFylpPzOy/fyl8cuqdGzCiE48VC+tl9laZz2nHZO7EmRKlmrOIsue1Mvi7kFvviRE7iuS0bYlIUHNjQ2hcikgxFQLrt88uN7OfOmgGRJSsF7P3YGt9w7wtKShRDwohev4cjhBaIxHd/P0NAS4XO/fhFSSp74zRTvv+ROfFfRd1qcr+y7Ftu2KVaW+Mq3nstH/3oPJ0az+L5i2/Z2otFT6s1/aPudHPH8/DyappFIJNA0jXg8XmsQCK/txqoRlC8nDwNoUm25KwRC91EE6r51qZ76qBR6HOUWEdLEFxLVeR52MYVo2YpbKaBi3SizAUcJQm2bKWTmaV57FnMTI6zZspO5kRH6162rIR1isYAftzw+hqYJdN/ByaeIxltgLIsuXfTsAuUjIxTvGWZmvEx273GcxjiF0XnSmoaTLgZoDMfHy5WDlEPJZiGkoyyXtHYXeD458RtQsPx6l4BYskCicQWpea6AEardHnAcIAQKPFdDNzx8TyL134Ikqd2sah55uaNO08A0wPUw17TiO1kiG0+nNDZMbNuZGK3thLaeQckIkUqlCIfDeJ6H5nk1YvpyuUw8VEC5WUj9CGVNQOkQ5HLIQv1ZLlsgxrniqRd1PD+EZvkI20EpA9b8EWrkX1GOxA9tQovOgQKR308kmYAqz4dm2hTTyaChIt6CLHlE9UWIxmnbtoWx7+9Hah5usS5RpHwoV+pRW2pfmnB4M+FwmMa3NzH6H9M4eYdQ1OS+9x1l4r4g959cX+crqZPjBBC2kYdSfOt1e/AsxcXv3si9/zSE8mDP16ZrThhArajQlZdcvCUDqv1Mruuy9eoEB+4IouizXt7KOVdt4FffOcFXPvBYbbsr39pL71kJ3nX1vTieR1nzWLe5gSeOVQu99upx0NIaQtd1XNclFAoxMpLh5p9fx+DhPFu3N/Knf/JLHtl9O0LA5790MW944/m1d3RqsFjTt5s4UuCDb7qTV793HY2tYa584XZefN25HBtK8cSBeS69fF2Qxjllf1D7nbgmxsfHMQyDrq6uk75Tvk/6lu9TGh2maftWCvMnaNp2DpmZo8QGziY/N0aoazOWlUGEG9F8G9v1iLauJbe0SHvfhpPakCcmJmhrayM1O0s0HsfOLCFcB13TsOamibW0UTh+lOa+taQP7qd1Yy+VqQeJNHVgzxxFa+wm+oL/A9kTuL96L8Kr4BVj+AWFXUyA5+E6JtnJRnylsTDVinoaYqDf1aKJIsmmemTkKw3fBd0IYFuuF8IqGIiwSThWRAtJQp1hwILkOqxsgcSWTeRnZmg98wwWT4zQfMZ2lkbHSWzaQCmdCYpzUuAhiDQ3kc/lae8IiPUbbv0OzvAghCPIt/45bixBQ0ND8F3MwJo7TJhpDHsCrTSMoU0gIyeLSAKIJRPhPvX9UQGcO1ih+DvwaEOmH8YvhLCSOzAXjgDghpvQK3Xdt+x8H6oQ9Ja5lkQzBVJ4kGiinAuhssG9KzesI/tEtRGnvYOpR+vnkS+aOI6OlB561ECLmZz98dOJrA1x5xUP1X5nhUIUU8GwT/ZHyI2VQUHPrhZ8TzHzWOCkrbYwuelqHv1JiIhQUmLlqjjjM+LM7K9C53T4+PyLiTUFeOWJiQl0XacxGpAKPfDzY3zhj/bi2j5NnSEycxbPf3sfA+e38tdvCeoj07KIU1Xtvvi5vYycyDAxvpqrorsnwnm7OliYr9DdE+eHPzhONGrw05+9grPP7aIl+enabzdsbOLeB99IIhFA4Y4dGeXvX72H8cMFCsqhKB0STQZ3HH8t8UT0KZ/rKfvD2u8UETc2NrK4uEi5XD6JDERISfyq68lMThIbGGDuxAma+/oo6F2EmtuxCjrSC+FkQ6iZJXTDxJqeJtSZR54YxF1zlMTofgoH+ggfPE6moZHw5BjFSBQzm8aTEul7CN/HFwJDKWzABAoEuM3sfkWydxFmfEyA9AjegZ8h7WNIN4hTpVHA9RI1LgfdCNIAEv8pWdie+u5JcH20aAivZGG0JnBSeUK9LTiWTag1gZICGQ/RuFahlEPD1tPInBih5+KLGb/vMfzcIrKrldZd51LMl9DjUUTIwHVdovH4quJcS38/+WNDxDduYjEaRuvtQeYLKM9DFEs4+RGE5+MtLKKaTYypMaymZsKH9uEUqumLShnr8F4ichyVHqYzN4WULg1NabSmOsm6nzxZz26l+dXCG6YPmodQAuVJfDeJt6TA0YA5nJhCL8SDaLlBw7M1fFtHa+pGJNtQ80MoqSEbW/AKM4HUUkQg/GoEmE+D2V07bsOOtWQPD4Ln074+xNKUSXk6eKaJmI1SNqWKgVXwoVBh398d5qJvnbMKbmiE66svK+PUIvmp3SmMZP25q1IdCaOeBDdcdsIAM/sLbLi0Ba8Cl/3ten74iT0c+FmKjc9JcvWH1tPT04OUkkdun+Rzb92DX22Bb+2J8/3RV3LnzUf4i1fdExwHhbMCknPfvZNs3nwyXcD0VJmf3jQK1OsepZLDzT8d5JzzOmluDrG0FEwix4+lecX1P+LGH19POj2PGRXcsOda3n7VLTx6zwwpUWEsl+f5l/2AO+5+7alUxP8P9juzr83OzlIqlQg5zeiGTsdAXWp76bbbydxzP6GWZqwTo2gNSbz5RUTIxDSzSE1hF80awgIIOqkSFRCKcEPwYlm56O8cmcZ7UugrxC/1S/8MGXJQuz8JgFcJ4+V1HLsVVS7jhXvIDPrIrrXMndCJ9LZiWzahtoDWUkQMQm1J7JJF87a1pMdnWXvxTiaeOMbG55zNiYOD9J62npm5WZqbm8nn84RCITzPw/M8wuEwxUya7r5epg/uoW/rmUzcfzfy+GHwfcytOxDWAsIuoykfLzOPGYrgLk5iJhpwZ0aQsXbKwwsQSVKacUHX680cK0zqLuH40yt6GBu7iXn7Vm+TKGN012kTVchDJZ06rQTVBo2KhLQJmdhT7lsBVr4HlS2hhERueBbuE0HzAppE+SKAvyHQ2k0MJ4g+8+W1eDPLxEEasqUVf34uuO8XvIDcLbcjpEKs7SH1cJVuU8DRY5tRtosQCr/KAVGxdEorIHfh1hBOycUrBfdKazJZWKZFXuGgAYxmnfl5F09Ba1eYhZkV9/G/wIC3+eouHritvpL424evYMN5rTx82wR/+4q7sSv153Xd+zfw5o+ez1VbvsP8dD1PXTRtFr36cYWAHTvbkFKxb2+9KPlk03XBD358HRs2auRyLv/3/zzCffeu4H+Wgs98/tm84U3PwnVdHr5viPdedz8jbn2ldt6ubm7/1WtPKTb/D9vvjJro7Ozkpn98lB/95cMg4NX/cAZXv38rbmqJzI0/AcCaDwaNV/2vsmw8NLSIg2a4qxzxclEpqPRQRVg8zahfzomaIbAtZHMbXi6DuWYAK50iMtCHa0xAy1psq4Js6KLh9CsRQpJVCSqFJeI9Z7M0OUzX9guZGDrC2q07yIyO0tHVBXNzq4tznodTKhONxEifmCHa10x+YQZRKWKmJig8HqV49yCzh+awxk6wGDaRpRlcz0XYDn4+j0j6hMopcq1xGr1Zcr+IElqog6LV8OOEG8q1S1wGTumAn5oIcrDWCEKLoMo5NCOE5zx17m7lp4qTC3U+J2OeBaBsDaIJlJ4HzVm1oQg2ROZNlBCoFe3igmpuVYLvNeElt6PmAkfvHn4cubwjT9WeqUBB5zaYuA+lBJEzL6YwU20n8zyEUSCUDBjqKkcfwYxWBU2LGbRIiGg0h9IjbLtwPUu33Y8QinK0j8UjLuGQi6Z5lMo6nmdQWbQwGo2aI67UwREnNdbYUuJW8VupxdWTWfO6CEsnyvw2O3rbdD1VbwhiJ0F6fQAAIABJREFUzUF0+bX/u2eVE77yTWs586oOLu3/Jtml1auPV71qE9/+j0Eyyq6SJ8Hhwyk++/kLuf0X49z2s1EAQmENq7pPTRO84IUbsO0sut7O6af38Tcf83jH2/IMDQY0AL6v+IdPPs7OM/ppbfNYuzHBbQdfwXMu/A4Li8F1PbJ7mod/M8mFF50SC/2ftN8LvjZ0Vx4PH01JvvuX+zn9eZ2s2RjCF2GKaR2pefiuBkJRyMUQEnrWT6KEwBMREArZ3IxfKBDd1INfmie+aQNWfoJw32k401lCvWuxi0W05laUpuNLSbijm0I6Reum05ibGKf/tNODoly1g66ho4OFhQWSySSlXAZNQEMpjV9Ko4wu3FwOkjm06TFcI4b+2KMUpkYIDR4mH2/EP75IztDxMlkcxwXl4+UtZtLdeCWXdATCRp6ZxgoCj0XuwppuYcbVCUfKOIaHEbIJRezaVGKXfSJJcBbzAWzMLQErosqn4b6AujNVCJQvUEIGE5emrS7O+T5aWxtesYh+eg9WZoHklu1kjw9iFLOo+RmIRkhe/HzU3Qdr+xdRC2l6qFwYBl4B9hee+kQ8CUhEKIFqdKHkIWwZnJ0ANxMF38ELzdTpZWKNqGwg3+65Em392XjH9+I5Gt58BG2yGd+TeHMPBanlWpd2BFnlyohv3UrF1fHSizRc+2r0O3+GN1sGyhQmn0BWcdCaLBEkqcDQFbGIQ65QXWbrAsuRKAKpvVW2ItI1Vkz+vgNGVOJUhT1de7XXblgTJtoQYuaJetFQKEHSk2y4upPz39zN4YfH+Pf3pjCs+n5f/CcbOeOFzbznJXdTLp6MdLnrJ1M0eCGUgCyBM3Zsny9+4SAdnfUxc/kVA6xd28iv7hxm8OgSP7v5GA/cN8bhY+9kamqKtvYIDz/2VrZs+Gfm5wJHOzNT4HkXf4d3vOt0PvLR57G0tMRNt76Eq674MfmcjRDw8Y/ex3dvvA7DkLz+NT/l8MEFPvw3F/Pa1+946nFxyn5v+70c8bbLu3j89qoMuIJ7/n2YV/7f7YxNb8Qop2oyOACVUgjbNtHP2EbXG7eQ6Ogiu5SmY+2aVW3Inf39LI6OEu3owB2fIpSI46XS+I6HVFCeXsDUsnhDI1gFGw4cIj8ySmhoL5nWNsJjw5QTIRrKYwhNJ24VEcLBanDwHRdRiBP3fRwhiPqKzK9/jaEEpcd3oxEESHrJPKnZw66E8UrBS+OWQRnUJIMECt1w8VwdX0lWsc5UTVSdigwbVUxtnOW3XwEiHMVva8f3HPT2Pux8lujANgpzkzSevoul0SGSW84ld2Kc2PpN2ItZQq0t+FLiAZHGBorFIq2trczNzdFcvZ+x/n4Wh46Q2H0jOAWgQObIPhpWnpv0QfeCf5bGoecyyP4KXzYgo6choqeD2QWxC0BLwv73I939kAR/MVrdR+BE3WKYyLmXU5n/LsL3ENEE1lQRQTApe6PzaIWgruBn01C9z1osjlv2lzmcSJ57GgyPBvdn/ACtf/X52vkWfvmT2t+Jvij20Xl03aFpczdzh5bbLwn4MqoW1mzmrKfBwq7EmT9JPWPZCQPkZ1Z78OKCTevAySkaUxO84uM7aduc4G0tP8IpB/t4ydu2sPHCZiLNDp9+9R5knlWdolITNLaEWJoPUjSNKoREkBbBcYeOLjE8nKanN048HuKDH7qIbdvbOevGDt7yhlsBSKdtTtvwL3z1m8/jeZduY3p6mu/deAWf/PgBfnXnSO0cv/zPhzh9WwvXvPg0+vqaeODhN/PcC75JOl3hoQcn+fpX99HUFOHX1W3+4s/uPOWI/4D2ezniS9+2gW/+1V5MO6Di2/68Tn54ya0UppKYZoTNmybwPInvyxoJenFeMfnzJeItDguPz1JYN8/SgREq6w6QPzpMsS2OPz1COR7GyxbISRkU1Fa8LJbhEolVamLsqT37CCfL2GPHkICslJBG/QXSwg74DsqrRpCAUKqGP/6vmBmykabEt33MRgPhC1SyHVFOI9u78PwIsdYkZtRCxsNEO0K4nkusv4/C/AKt5+4kdWKI3guew9ThfTRv3IazmMLzfJRhYoTDhGIx8tXiXKpanJs/epCWjVuwbYnf2IaWmIFKhlBlCm18DN2z8bOLKJVAn52lkkwSnhil0J2gefYohWQzzUszrKRUM4t5VOsGxOJxQCGkh4jZoPtgPYjLhWiA9LOIyGZE17vBLyKMNtTsHVBagabQfPA0lCdw8hGUo1F64Ba0arFNzA7ja83ofhHNdNFP24nzm6ATMtI/gLU4C7aFn1rAysdYnsQKjxykqUpxoHIp/OwM7v03IEJxYhddTP7m7yGFRyyRphAOHJVzbIjG5g4KuSia5pFoMfEcCykUpg/L0fJvM7cUUGYuW0NfiOxEsH/1pPnVLfscuWcRc8XvhYS3/vRCenY24VjuKujXhdeu4Yzn9/Dnl/+CUtoljomnfCqiPlaXnfCyJZWJ7kmUUISUZM4p86a3nMlffiDojHNdlzPPivCa123mxz88TqXikcnY/N3f7kNKwYaNDZx51kb+7avdbOj/V1ZWhN77rvt5/vMD57puXSP96xpJpwPMdTxu0r+urg258u9T9szb7y2VdNMXD/Gv73sEpaC3PcR5Vn2p1dOzwMxMC74vaG4sYJoetv3kl0GRTBZoaCzUqr/hSBnd+C34WaGIN6wG4YcTpdpS1ohWVhXqhOZhNLjguThOO6pURLZ04+aWoPn/Y+89w+O6rrPte586fTDoAEGAYBcpUhRFUV2yVWO5Solsyb3GJY6dvFacKHIvSfy6pthxL3FVbFm2Jcu2OqlGUhIlkWJv6G0ADKbPqfv9cQYzAAnKssXv18d1XbzAmTlzyj5nnr32s9Z61krKk0X0tk6cSgUl1YxlGWCG0RpT2OUSyZUrmBkapmPTZgaeO8yKS87m2L4DLFq5jNHRUVKp1AnBOVPXKU5N0dTaRnrfPhadcQbDj2+nc8M6JnZsJdbSijd5AO3QdnBs/IY2tEQT3uQwWrwBf+wYSqIRmRkHMwpWEamo9WyC48x3Fax8pDY+4YYTixRq2zZ0oLWH0cd3B5uHbIyeeipZoWM9Ea8aYItdAOV94M3gNbwR7eAvg9xvCbKkIQsGbj6CUzDxq7odMt6CcEpQKUK0AbV3I95zAfharWfhHwjKkqWizFOgqyjt+NNB4MhYspioeQTKM7iikdDKOPpU0Dm7FFqFOhpMBpbSyNjTjYEIvyIo04Y3U031ikcZeK7eb21gLI6p+0GOt6/jz6Vmq0G7+JIosTNT7LojKJrp2BBn9Jk8c23FS1s59OAEZXwKSJpQajz41Z9bTqw7xO67Zlh6QZxwk8LO26bo2hCl+8IYD/9sgqO7pjn8dDDem17RyYZrG/j8h3Ziz8lNVlTBivUpClmH4aP145djLt+940o6O9uJRDUsaxpN0+jo6OBdb7+D239+pLZtKmWy7/D7UBTJ6OgoO59K8+53PIhtyznbhHhgy5tZtqKR6171M+6/tw+AN71lPV/9+rX85lf7efyxw7z/g5ewaNHcddRpO5X2okucb//KnsCpFDCUtlgWUWjSBEUX+vpb0KtHKBTDxDh5SlTQYbkayDleGKfackiJhPDLFSJLGqHiEV62lPLkFNEVPbilMdRFPdilIqKpBS/kITUDraGNSjFHcvkaMiN9tK/ZzNCRQ/SuXsvRo0fp6OggOz5OOJmkUiigGgZ6xcYpVtDDYYpHRxDRFOXsGJXhDOVtRxivKOSeOIDoHKDSfxQvrKGWxnE9F2nZUCjiGDqyUGQyFIJKhWFNA9dl5I47CUUL+JEKRrgeNFMmB2ByABWQuYmAtsxUNWetAFRPBsLBh3NoDkmQnaDIOfzyXI0ciRtprik9CtOtlaJLoWJEuyAXALFbOobmV9ceM3eC9AOND4WgUk4I1JiF5xj4s85caaZ+vOIM1siB2oMm3ELtMyWWwOheSuW5nQghMLs7KFeB2O4bRE06CBEFLJysieoqSE+gLW5DyQ2iamXMpk4crYXinn7MSAW8Zuyyhap6+KoL1IE42eDjVaq8cxhy6dlnD0pSUHEk6UNFknOcibHd80FYiwjK2aoHTnAhM9LHRNB8RoSx0SL3/1PQlPSxn8Bnnrial95xJlJKXrv4Z2TGgkG67IYeVm1q4foPrOVbn3tyHggD+J4kPVRmOl0PDgoFvvGjy/nNr4/wzf++E9NU+cZ3XsqrXr2B4eFhPvqJTSxZ0swXPx+Uc2cyFi+5+Ad86MPrOe/8dq6+5gx+8nOdd731QTIZu7pNhYsv+B4//Ol1RCN1J6lYFeR/1WtWc+Z6g6am46QATtsptRcNxF0rkoz3172vLSWfsAJnSIMWE3ThIRQINwjwIdqdwMqUaVrfRmEsR9cFnRTGRmg7p4vS1BjJ1V24xQxGexNSEUhNJdLeTGEmS+uqpYwPjdC7asW84Fy8vZ3xKph66QwIBeE4WJMZwiQpDWcxtRmKT42Qn3yW8vZnGe0eoLz7IMPJOJXBMUqahpvJIVyfcsnEzfu1ThtTmoJ0fbI8DMCxe4OiBCIlVM1HjVRQjPlBF2lXo/yVKjrV2tb7SK9O1SxkNRCrZofMesJS04P9aAaYEaT0UVLtuJUiastq3PEZGtaeRWawn8T6s8gdfoJw9yr8/kdRPAtt9DmEIgmt34Sy9kwo/CbInW6oizMJ6eFkxoIHwxMQiSD9QK5UFV1IoxWmdiEBL9aNVhgIOOaoCtng7IXn4CVaUKtIF1p7Ic6jtyN8n1BDjGIoB5UyMjdDebwa2JMSLz04fyDae6gcHgdVJb7mapwt3w/eH59EM6qpD5lDKBVBojlIvQtrLkwFE5wqK+i6jevqGIaDqcVwXBdV9alIhdnHXwiwHcmskrI7J7B2PB3xlt9s4vdfPsSk8NAUEYjt+1BCMrC/yMD++SuR2X0JIbDmBOYmh0usu1hF0xXauuq5+Ioa9LFLSAMxLgkJlYoITkL68O1/381vtwyACNTWHn90io3nDCGEoLt7MW96Kxw5MsED9w2Ty9ns3zfNe965hS2Pvh7fT7NuXTtHB/+Ov7jyx2zfFnj9xaLD9a/6X5qb6+dx528O4nk+qqoghMC27QW7pp+2U2MvmpqwKy6feO0DHNk1yZs/ehYTYzOcsakNZbpMvDOCGVNwpUfzkhQz01k6FnfUlcOqguvHjh6jvaOdof0jxBtilMamEa5E+FAczBBtSjC1e4i25U1MPXOQxp4O0jsPE2tNkd0/hB6PYA1PIzQFv+Kg4BKJVQI+uCYjyQvmg11XpVL6411rQ5EymuZhhCyM0HEpYbMKbLqOdByUaBS/WERtbUJXplCSMYyUDDxhCU7jImIbLiM70k/T+gtIH9lPw9rNTPcfId57BvnMJEZDCy4KUgjMSIxisUhjPML0kX20NTcy8+T9JONxyrsfRtUNmBkHIdCj8zlzN9pK4dy/oG00qL6a5y2LEOKsTyOf/SeE9HDj6xDDhxG6C0Udx2xFrwr6W4kzMKYP4DsqfkM3zpEMWsgOlPaWvRxvZ0BHuK1L0SaO1o5fyicQbvV81pwNe4NUN+Pcy5m5b0ctdULt7cE7FmjpmisTxJxDwTkqKmazi3CCXGVv5dvI/+4uBOD3nMvkloHZq6FYjJCbieN7KlYoQWU8OK6nqBwbqItUzbjgVDNXjJiCXZjvoYqo4JKbl3Lth87iHcmf195vXREhfbR0AmADnP3qVq74wBL2/z7P4rOjZK0Cv/73fo7tqjcdXbW5Ed/3sGwPs03h0I4s6VwFDUFU6ugoTIjyvFTCjKiQUxyEgI9/ehMXXdRJe0cHkOOJHeM8t6vIc7snuOcP9eBcLKbzq9++ks2bg+45tu1x2UXfZ89z6do2mi5wnfqPZHz6Q4TDOn19fSQSCRob/7/tQ/n/Z3vRHvHBp6Z44vfDSB9++R8HeNunVmLqClOuJL0nB1Jh7HCOtsYCQ09P0tU9zfCOcZq6RhjYMUG87SDp3VkSzQpKqYyiClobpwkfB2xC8bETRQQw/GjAg03vDwIL3kSwfJx9hFTDpS5pNZsP9cKvya8WkQhDQ9ouekMUZ6ZYe42qoHYk0BcvRQ8FwTm9xcDzXCI93RTSk7Ru3MDEocMsvvgCBnbvoXPDeob6+0ktWkQul0OoKpgmmWw2aLIpJY1LllDZ8wyidw3uTBFPjyCkj5cZR58YRIwfwXAsZG4SzSkRTw/hezYNpRyWEISlxKKegzx7/b6rzg9eJlppXftakLshuwvRfAkIhZmKjtf0Uprso4gqsqj5PbhOApE3AiGlpZcij94OUqA1bcQZHEO4DtKaRp+lWoSPP/JE/d55Fp4I4RUkSixG+MLLKG+9J6AnjCilfOBplR58krnRJL80Rxc52RtQNnYW229HTbQghnbguypO3+56V5DRXZjhELalI32VaLSMqvhMpVOEDItKlZAJgol14iasUOvAfDwIW0hyRY/bP3WQe7/Rjx5WapkQE4dKNHaHmBmxavoNAM29IV5xyyr+75WPYRW8ADQfu5Kl67PzgPjAjun6fdEFJcfDV4Jedw4WjYRYvDzKSF8Jz5NYeLUedVLCf3xpN5/62FMIATf/4wa+/IVd2LZHKKTQ3hFmbDSgNgoFh0MHLTZvDo5lGCp33PmXrFnxDdzqeZ95ZivPPB3QYatXNxEOz7ZVEvMU2U7bqbcXDcR3f+dgrfyzf0+W/7zuWdQF9C01CU0oTOpBcUf6yQA8SyPBEt7LVlDUIOm8UAidCMS1jmB/3DxXrVaduaiJKF6uSGhJB9bUDJFliylPZwn3tGMVSoTam3ABJWKiNyawyxXaVi0n0z9G94XrGdp3mBUXbuDIgUMs6uqi/64tpNYuxWqIEA6HcRwH6fuYmkI5M06ktT1op5PSCUcmUfL9xHJP4h9M09C/CzGSIp4dQdglpBUi1bevBj7FRDOp3CRFM0zSKuMJhVh1cE/sG3wi4AbjdJzpJmrKRLgTSENit11G8cybsIZGUZv+lviSQHNCCIFz5CmUqSOw7GykEkX4RVA7IbUJ79DjANhD4xjT0UBLIvcHFDe4T8JzkIqG8IPlt3HGJVhTD4BTQVNVKrTj25N40xb24f2183QHD9cq4kRIC6iQXPBshJcuJzOQA19SfmKMkAwhFBOki6fNELKDJgRCV3BdDbeiYnS1k9jYwsyTR3CsYL+q5hKLlzCiBWao66NEQw5SKuiqj+Uo5EsLP2UOsjawufETKxanByo094aYPBbQUGdckeKGz57J5654FKsY3L+y9Pjq/9nBgadPXhlXTceu31IBedNmw/ouBo8U8fAZU+bLx2azNn5Vwm3rljR2VRyoUvH5xa+u5+O3PsT99w3T1h7lsst6at+rVCqUStOEQhqFQnAP+/vqE4SsbefyiY/soK8vz6c+ewWXXFrfx2k7dfaigXjT1Z3c8z/VjmuSBfrEBjY7ny5U6QXguAq6GnQ7iMSCB0NLhnDzFrHlTVQmC8TP7aUyOUHD2m7yExkSKzopZwuEFzXiIxEhnXB7ilKuQOvaHqYGR+jZuI7+o8dYtnIFR48epbOzk7GxMRoaGsjlchi6gVeq4OQrhGMhnGNDGKaCKMzgDIzgPXuAqZKN/cRuxouTGMN9FP8gMDpD+FEI6zMIq4CWEMSYQWomza6Ft00j5btYzwgSSDhQkzevme8oOLJOgchc9UdqVUt4jxc4WMiqajQi0YTQdNTFa1CSzYj2XkqhBkq+oHHXx9FKAUh4DTrJ9m5M08R1XSYng2MmlRyNOz6E8CzswSWoBYFQwuBN43C4DvpOuVZ8okSbIN6JHHgC3zeR3ZfAsQeRroK77yCKExxTTgzgO3W9CL1zMe7IICAJtbVDWeKkM2h6BUc01ECg+OSTOFUJUKwiytIWKkNZpFBo2ngl07ffiXTBSCSxy1PgeVT6JiFRwTBtpC/wFR1siERLaLqHqrp4noamuYRCIKsUiRCgCBl0wD7ODKB8sge3arMgPDtEn7visRoIu0hyisue7emTfR0bj6LjoApBcyREznewKx625XP/HQHVoiDm6RUCXPdXS/nFbcEK8eWv6GXJkhBbHhrlr25YRSzm8N/fuprMtELnojjRqMG1V/+YZ58d57q/7OXWj56PbqhUw46YIY1ZsdUD+6d44P59PPXkKLf/Itj/u9/xW/Yeet/JB+G0/dn2ooH4olf3UO2gjoFAEPTgMiIqruXTtjJGMWOx5pwWisMF1r2kk6mjaZZe1MlE3zSLN7WQmyzSuDSGqvsIU9C0JE5hJk/HqsWMDY/Su3zpvAaeHR0djI2MkmxoIDs8haqo+BWH8nge31UpHiuSZ5rJx4dQj0lGHzuE1T3ExFN9TDVF8SYGmDQ0nOliEGmRIG0XI+piqBVK1RrVfvEgSBi5J5ArdONFFJVguT+ZRfULKFXP3c/6kAThVtW6qp7h83WlPsH7mpX4UnXwHNCDbhoYIaTvIZy6NyaNMPrGqzDXvyTo5dfajdDqRSijo6OUy2VCkRB+54VweACESmTZ5YhIMCWoqkprayvDw8PE5UFEVd9Ay/fhGY2odrBs1lZdhf/4z0D6mM1dyNwQ2EVkdgSraCKyQVGDO9yHVgpoBsW1IZqEYhY0g9jZ51Daei9Ckaj2GG51XOy9zyAUBTMagJYfNfGzAaip4TBGRyP2aKBT4jX34hzdC8DwPc8xK2dt7zsUrICqpoTC+EqBUNTCNwW+BZ6nUMqH6VyUppCP4HkqhhWjlFXwfIEifMSC6w6qbej/hKW5p2AVg+1d/Nq1Hm8XX9/Do7/qR/owI6xacaVblKjR4EUoolIpzRYO1QMdigK3fmwTN7xuOV1dTfz7l3bwyY89yo2vX87v7n0FUkqi0ShtbW20twf7vel1/8sjDwcB0f/53gEaGyOsXJlg+7ZKbZ9zbd/eCYYG61kjruvh+xJFOS2LeartRQOxGda4+Loetv6iH1tI6FH4yK/Oo3VxA5nMDB0d7ScE544cPEpHVzt9z2o0NCdQj4Jv+4iKJHcwh5i0ST87SnlxgdEnhsj2jDO8fYCB9n1M7Z5gb0OIYn8eMyoxlUKQQypE9S8gYVYKfJoglShP8ACWmSIcrmAs0GPOKSkYcebwy3M/lehhG810wBdBc8w5UpCiioG+aqJ4Fp4RR7XzuNE2hFPGizaDUPDMBJ6RQPgOlfhKjGO7UJ0y4WXrMTZehZ+bQjYtYnJ0GEsxkKqO4tskf/vF+UAsJeMrX4KwBOFwhJTnY3hFvN13UhEhyg3r6OjsDNTxOj+IXHENGDFEvGveNde4v47zkEYTwp7Cc6L4ybNhZivSVXGPPIta9c7l/vurWsTBJKM2tuKnA14x1L0aN58Gzw1S7sxIAMSujTXwDGY8+MH7+XGEBma8gC/CqKsupfz4FoQqia5dxsxw0M3Cz+WoOtVIy6YyNoXvC3xPQTfCVNwEhbROqD1Gcm0Pxce3Y1sGZiqOSeB92jOgmzZWNoaUStCgNGJRLERYc2M39395HKraygut5mT1alUWhmKJDIo2JDj4iGYV2gSKDiXHI6cs3PxgydoG/u6rF3Ljzeu4+Ybfw0j9MxcfpwTv/egmLrq2gR0PpNnzRI5wq8/3v7ufsKfx6jf0VkG4izt//QekDLp3/PAHB9l8fhvX/MUy2trqnZcnJycZmEM9AHzli0/z+jetYfu2CQAuubSHn9+2r0Z1HD1c4Xvf2VfbfmysyJe+8Dg3f/jCBa/ptP35dkp61h3bXb/B2VGLLd8YJNYwRd+zUzR3jnNoxzidiwYY3z5Fe+d+CgdymA06VsZh7hOuqx4NUZtkIgCcUYKo73QVVov7gpp+pyrGIqwKGLPBuD8hKHd8nnIVvPVY4BFpjQnc6RyhJZ1YmSyirRHTnsCczYNWJVKC170O5dJLUId3ko00oSTa0DrXoNk5lIZFCEWg6YEGbEjTMAwDKSWe5+E4DqbnoVz0GsLhcK0Cy022MTIyghJtpK2lhUgkgv2rW3DlCI5iIEwdEW8ncuXbSS5ZQjabJZ/PMzw8TOMTXyc09jQa0LTpbYSXvT4Ykkoef3oC0Zqc54NXKhXGxsZobW1FDUWojFZARAPqIbcdnyotYBeQQg0CeKEEStcG5OGtwdCF6/mlzr7HEF4VePJT+B3L0TQXoUr0pWuQTj+KUka0GpipCMrMOFCkXNpDqKGIEFA59hRzOQBzaQeVvcMgoPnSTRw78DDS8fGHfeyJGLg+hUGLkjWCPxl0xaj0+ajlxqC7iWXS0JrBDFdwqsVElqVRKpmkfzeCriq4XrA6iSpgebPTTPUy8LE5Xgok4CkcfPK4rD03RWMiwo4dYxSnKzx21zBvuGUdh5/OsP33J2o6L1oZ45bbzmXP0+M0d4R57YeX8/m/31nfe/VYa88P09ga4R0fuhBFURg4kuHu7/TjS3jwJ8P8/T9fiqZpbD6vnSOH6wU5D90/xJvefEHtdTqdJp/P8+73reX973l43rk8sX249v/77j1aA2GAu+8+eMK5793zPBz3afuz7ZQAcXayzo+5tuSh/5778AUdZod3FUlJhUjWQREEIAzz3AzHU8mWDBJxa15vuZOZ66oY1fxdxdTwLRezNYY9VSSxug17ukR8dWvAMy9twrNczKYIufERUmvaSXW3gScJL2vFzRSJrmjHyxYw2poCjV9VRUpJLpfDeW4n7v9+p3ZsIcCzbZzD96AP7yAFiDOuwjznGgqFAtlsFtu2mZsdKIQgkUiQSqVO0HEGKBaLjI+PEwqFaG9vr3VU8Cb7UDQfM1kBKuBbqI1NKIpCKpUilUrhui72I/UIvDM9yLFjx9BVhdQDH0fNDoMRwXzDNyHeirPrTor9z9G6aDWG3Uxly38RSH2dOM4qEqkagchGJYed7q8Vg8iZwUC8SXeRZhyRSOFPjSEiJtFzLsJ/9Nm5/23RAAAgAElEQVTgfNJPoKvV4oT0PqRZr9JSotEa9saWdmINj+FbLormocQ8KgAS0n94DOkEnrk9MoNUBI6tIqVCeE7alV/y8J0AdKWEXKmJiJLFDFWwjEam+hO4rkIh7REP+7ieIFfWUEVArVWq+nQeEkcE2Qybb2pny0+HkY6kKDx8ZCDcJmDPrgy3/vgs9hyeplgInsd4i8H1H1zDk/cN483Jpli0KsJXtl7Dre+4n4fvHkHVBF/+xRXEkgaFbL3gyUey/ak0l1xxZu05cGwf3ws+m/DLXPuyn/Gpf7mMSy5t5b57+khXiz88H3Y+NcDf/e0DjI7k2bCxib+/+Swue0kPpvko1pzikaamMIeCBHCSCYPMdKW2ILzo4m7+92eBR6yoAt+T3PuHIwwN5uhaXC+UOW0v3k4JEBezcyvmTu6SCoKwgDn7YoFNbVfF7G3FkBVS61qwpio0rmvGylg0nNGIW3SI9SQRisBImEQ7Qhx++DlaezpoWruIUGsM6UvEHB7L933K5TKFkRl2//UdODMVnEGPZd+/DCFE0HuvvQGhKBhtgcCBUKuRfCFIJpNw0Uspeg6Fe36FzAfFA97yNYSHflQ/zr576Vv5WnzfxzAMUqkUsVgMTdPmNVnN5XJEo1EaGxtP+Cwej9PS0lLbZ6FQoLj6OhK7fhyUDQN4Nv7YPpTm3tp2mqYhXvI+3Pu/DJEGEhe/GU2EqWTGAxAGsEuM7nkMzSmSePoHgfbbsQdxeN44FGQGkEYsaNskJHrXemR2AJCYncvwrAyiUkKKNJ5pYyRLIIqU9j8QdOcWPlplHN+IothFpKphnPNKvO0/RCgeZkrBj5WD6sr04xjhRjCC8bezI4ASLL1zAhHSkRUHhED4EkWRFAsm5FWMKkNlFcBzTXTDxbF1QouaKY05VComlqdjhmzK2UjtqjVVBhOrrOopI7HnDIjnSB794QgzwlkwGu3akk/e8CAIaOoIs/GaFrrPUbnzR/tZ8/Jmdt+ZBh86V0T50kNXc8vb7uXR31dTL13J/p1Zbv7cRXziPQ/W94nPrmdmaiDs+z5GrMS7bl3DbT85wuBAgYGBLO982124jo+igGmqxOM6N75+Of/2L4+z69mAcrj3D0NsfWgUy/JoajKJRIKqO4AlvSm2bxtDSkiny8ypOOe+e+q537Ni9tmsxQ++9yy3fuyS53tiTtufaKcEiOfoyaCogs7lCZacnSI/adF7borhw1NsvKIHJ+3QdXYDMufQsDSGogn0iMqunx9lxxcO4ZZ8Iu0GL//VKzETL6xLwPCdexj79ycZA1JnLyJ11iKy+8dpOHsRqetWUCqVajxo4ckRnJnAe8/uGuXI7oOocWOe1xqNRmlpaan9AOZa9NKriV56NfaRA6CqWIU08oiNqI6iFBrhcHjB7yuKQnNzM42NjWSzWbLZLIVCAVVV8X0fKSUtLS3E43OKDGZmyGazdGx+DcbFr8V56L/wnv01Mt6O2nv+Ceendm9EfdsPg3NxKkTu/Bih0b14yS7U7BA0LyO28kL8Z345//7NeyUReqCUJiJhVG0a9CT6iivhYDDpVMp9qNVZ1Nt3Xy0gKaQHRhTFH0eoPuHlG5GVY2jGFEIp4akNUKyg6B7W6FZCVT0Md+KJWp6zRBBdVsZLS6SrYnQmyR4rY+UUnPycCb96zzTNRygSqyCw7GiQ+eAF0pxO1Ss2PQXfVymXQkEubkUnZHjYlofnq3hS0HZ+gsYLkiRWRLj940ewR45Ln5QEKD3ntnatTKDpCpnxMtlJCyklR8dmOPKzGR7cOshwX3B9L3/dMl5yxVJWnB/hlrc9wOP31JuZhmMa517eRHNzI3/7yXP5zhd3MpO3mTYtSuUyq5f/Jx0dcT749+s46+xG3nfrJbStTPGut/8+GLvqCsH34QN/v5k3vGlx9fV8RtuygtdTUxadiyJkqkzG7357pMbq5fPzrzmXW1iSYGQkv+D7p+3Pt1MCxHOXXo4vefsPN7DmnCAoNLvcXrp06Um/f/lHzubcd6xm8LE0squEq9qYvDAgntzeX/v/9M5hMk8H3t/Utn662zVaL+glmUxiGAZWQzvTP95HeThL44U9NHe3oSgKpmmi6zrFYjEIagwM0NraSiQSwXVd8vngwYtGoxiGgbFsFbZtY999D1ohjB4tg6ZSvOzmeQGShWwunVAulykUCmiaRjKZRFEUpO/h9z9F1tMpms0sWrSo5jWnV16P2nsNLV29CPXEW+e6LtlsllKphD64g4bBoGJNzQ7h3fQdIi1dhISCvPAN2NljyJE94M1fzaipCori4YdakCgoFR9kBmvksVnGGLXYV28eaoQQSzcj9z8EmkRfvhytL1jOOqN/QA8F1BRCoojpoDU8AiXagiwYCN+m3LYJf8ka9KMPEHIOYph5/LBKaaAZq28v0l4MGCiqF7SxcjSkVKrXrAR57JVAmX6hgJpdtAlXz6FQCDxhISARtyiVNZou76aMYOCZImP3TVPKnKS7+HHLhs3XdPGeL27mG7du4/bP78fGD8qRbWogDLDn6UlSbTGUeBuP3zNaez8S0/j+g6/k7tv28/0v/B7dUPj4t86lZ3WUX/y8j//48rMICcVBh/fftIUV5zbSuyzJu96zgi985TI++dHHyVcnJ9NU6F2aYOuWES66uB3DWDgDBIIMp7n3fK7NitoDdC1O0HcsoC06F8UYGS6gaQrX/eXqk+77tP159qJLnAFeFvsBzhwd1/UvbeSD395Ae3s7o/2TCNOlp+eFJYKPj49TLBbp6urCMJ5fttDOWTz2nruYeWYQISSuqxKJ1IHlvO/eSOPZx2UJlB0qE3kii1Pz6ItZ832f8fFxyuUyQgiklPOWh3PNmB4i9oevIZwK1rmvpnDGZSxZsmRBb/qFmn3P/8Xfdy9SKGiv/AxaUw+uFmZ8OksoFKKpqWmetGK5XCabzVKpVPB9vzaxmIURwr+7NfBSE+2Yb/0BQpx4XvaD/4W/69cAiNbFaF49Su5Eu9GLQQ6r37gGMR2kjgnAs3VwBYrhYjeuxMjuRwhwQu3olVHQfDy1CdQQamUE0VAOsvNEE0QuQmz+B3ArUJ6kaHYzkU7TMLWV5IFvAIFoUfFoK1LCyL5unLIW0BECfF9QKtSphXLZwLbMmjaI5wksS8cwPDTNI7yiCyMmGdwyjZR1gHI9yOXDgMD1BFNFlT6fef1LfCQekpLwsMRxed1RGC9X6SIJUalSFN48wFa1IIkEINUSIjNZCbaNa3zx9gvZ8cA4P/ryoZroT8+KBLFelbvvD8a90TeJy+B3kBM2GcXi8isX87Of/yUfueUevvn1vRiGgj1HtP4Vr+rh5a/o5r1/PT8wN2vv/ZuNfP1rO5ESXnH1Cp56bpTRkQKxmM6KlY08vTPIgvnSV65m6fIETz5xjHe/9xJ2PnWESFTlvPNOA/GptlPiEV96/RLu/0mdT+pa1oRnwUc2/57h3UXOfnUbN/+y+wW15W5pacHzPIaGhp4XjMceGeLhd/0Oz/KAWTESSfLsZkKNUZrO7T4BhAHUsE605+Q184qi0NHRgeu6teaoWjVH1ff9Wrt50zRRli5Frt3ITHqMQjWVLZvNkkql/uh1LmTSKuIfCHhCIX0qj3wHffoIvhEndu2nSTYtqo1huVxmfHwc3/fRNI1YLEZDQ0PtXKGDgvIZiseeoXHTKxYEYQD9svfiNXYxM3AAddmFJA79B+SHkFoYvfdKeO67wbhUQbg2joYDpgTFRzXyiJiFUH0McwRilaASUs1itbagThQRtVZY04iLPxWcj5mEaBsxAi7cDU8jm9vw81nskSA3WQho7hknO5aknItX79FxXpzw8TyF8rSOaUpKpQBcHUcihE/2ydmsnvleYqmkM4uaiiI54s/vnFTCpSi8IJyxwKM7VazUqQpBAMLHmTfHuc6kK+i6ghFSePkbe7jlDdvJpOdX6vUfysHhWSU8UOcceLZidTJdZmRkhA99+Fz+5gOX8oYbf8Fzu+rZDI9sHeUz/3oea9Y0sXfvVG0cZ12unduHWeRG8YHd94wxSiAbWig4DA7Uu40MDeW4/oZVDPSPUcjb9PXlOXhgmp7uLto76j0qT9uLt1MCxO/70nlsu3uQ4oyDpgte/09nMbYvz/DuYHn29K/HyYyUaVz0x1t1K4pCZ2cng4ODTE5O0tnZOe9z3/fJ5XLs+dHTVRCuW+PGNi787vWn4pLQNG0eXzt7bid0rQ7HSHYtZaa/H1VVKRQKfxIQzwbqCoUC5sA2Uv6chqfTweSm2Hlik3sQPWuBOt0TDodpa2s7qQce6d3ItN7KUKZMR6iyoHqWUFSUttVEH/4m4uh9eMkwqgbCLVPpf2TOFHdc+a3moyQrCCExOAizwyLnyDZ6BahMQYODzBgIX+A2X4mxwKTQYn8N7NugFdRWCPVC+YFl+CUTM2rR1J1m/JCJY2s4x3XaEErgJXueRqk095EWSKnWBP3nmusJXE+b3YwZ1cCfhWEBPWcneOKZdO3ag7+SnLDxkMSkXu3b9zwmqZbt199ybB/H8fn19/uwyl59cJk/wLoU2EIyrVhY0iMqdCzVAw92PTvJz2/r4x9vuRzf91lzRnIeEOdzDu+9dkvQX68698xd94YjOpoIAqBdPXEWdzfwyMODtLSEefV1q/n2NwNK6757j/L73x1m755JItHtlIrBWuGxRybY8uhbn//aT9ufZKekVWs+Y1GcCW6S60huefk9LF7XQKQh4HlbloZJtPxpeqaxWIzhrWMcu3sAKSXFYpGhoSH6+vrIZDKkzq1nFghVYDaF2PzZl5yKy/mTTVECqUBVVXHdk/CLJ7Hh4WHy+TyxWIz4knVIJQAHL9RQC4JJQHSsAyCfzzM+Pk48Hqejo+N5aRBFUejq6kLTNKamphbcxnct3Ps/ifCqFYLFuodmdm5CatXJU5nP2Sumc6Ju9HHm6U0YndcEedeNFl6jg77x8yeeg/UsXvm387xOoYDeXu8qraiSVEeGhsUVdMPFMOsUlOtoaJpHckUcYShoCR2hCczWEKHWyAkgDJDNm8win9EW5sxbVtY/lEHc4/gFXBGHivBwhE9WtdCEeN5sk2TCpMENoc4G+iREZHB/m9pMhISkb9AsQ7TIMBGpoVS365AxGnwDT0hyikNeOjQ6IRpk8Dv65S+O4vs+g4ODfOQT53L+BYHDEpYanU6U4aNFDBSMKpe+9swUr3rNSq7/qzP41g9ew9fveiUf/Mz5fO++6/nVXTfyo59dxX0PvZZ9e+uAvuvZiVre8CwIA/T3173m03Zq7JR4xA2t873Esb4CTV0R/nXnyzi0PU1ihUOukP2TZPSGbh/niQ8HDS5739zFqg8swTRN2tvbiUQi9L6jl97zl+OWHVo2dfyRvf1xC0RQSliWheu6tUyG422WGhBCBHys9NCPHUSaESIr19SoixdiuVwOx3Ho7u6uUgrN+Dd+FZk+jGbGcO/6OAC+Ecf+9T8jhWBm03tJ9m6kqanpBR/H87wFvWFZnkL+5nUIu0zg0gqUcP2RcAe3orsBByr8+RF1aasQ9gj6OatIPUVF60RNrqREG25sNa7RQUdHC5Xpu9HpQ1n0fsRxE4dv78GeuAmiLr4JegY8kcTzOhFhF6U9juU1YiSXENaTpM67kso922no7oCGBlzpk2hsYio3w6pz17L/yX10r+jm4X/bQeb2Q+CeCMLDExEKlorQgmJMs6KxfsX81c/QrjxxNArCxZ8tPZ7bWFRyImc8b4BA5nx0dJplJKjAk9ASD7Ppve287KYl3HLNIxTT9Yk7Lg0i6EyK8gnHc0RQij9LT6w9s5mBgYBH7uzs5Fvfu4wvf+EZHvrRMF6x/r3NS9v5r7teAeRQFGoTc1t7jAuvqndqrkx57Hp8gvMvWMSjjwRVqImowSWX9/DbOw+xanUTzS1hjh6e5rP/duXJr/u0/Vl2SoA4ljTm5QU71cBDy5IYLUtiZDIZMpkMDQ0NLyiQVSwWOfbwQO11YW9pwSBYam3zizrvfD7PzMwMjhOAjKIoaJqGrutomoaqzucUpZTz/rmui/PtL+NNjhNSVPT33wpCqwXNXsh1GoYxh9cFpWUptAQZJuIVn8SfOITX/zRifA8CaB7aSnjTVX903/74AdyDW8lEeyCxmMbpnXjVVkpKw1Jkw3Iqh+7FdIooOoiGEkiBaO+FyaAwRPEtvOgi1OIwUoviCw3fSOI3r6fiacTOfDkTE8PEF52PZVmUSiXi8TiV6R1E9XG04oM4E6PYDWFE6tuEEhefcJ6VwnMoBGAkVcF47NPoqZdSLhUhNkM0HKY8eIyGdZvQks34toNjmdh7JrDzM+SPTKGEkoxtn+RIx3PkDmV4WihkZ3SSCX/BwiAhJHlPxXGrk+qgzeiRzAnbhVAxpUK62kk5hIpVzcvQNIHrylohRmtnBN8P1AOnJwL94JJ0CaMTSWiYMwIdBXKSy6/q4IGbdtOVUaoF+HVz8dFksBZKCJ1Qo4bjevQmEkR1HRkOtB4apcrnPvgU7/iHzQgxipSSz3/pWj7r38/t36q3S5ocLRGPqjS1dDM4OMjQ0BDd3d3zns+vf/YJvvrJQLb0wqsX0eKFAcm6xa385LbrmRgv0tQcwfddhoaGnjcD6rT9eXZKgBjmBwOAeeIgqVSKbDbL1NTUvGKFuTYb/S+Xy0gp6X1dF+NbJvEqHud8YP2LykQ43kqlEul0uuYpNjY2Eg6H/+RjSNdhfDKIMAvfQ0yOQUsXlmUtWDl3vFmWRSx28qCHuuxC1GUXgvTxxoN+bXJOEcdJz8sqYP/yw2CXSAiFeE8H5Os/eQ8YW/cppNJKR1XPS6gSWs5CXPaveDu+hDN9DPO8D6A0rmJiz32orWtRo61ks1na29vJDe2loaEHI/0gZvph9PJhkm4/6nSWhqovJwDfAjMF5G+FxJZ551mpVBifWUOLvgZVHkDIM2kq/ifK8FdJDTu4RR07nSThKhQficGbPs3YL/eQ/eVTOLZWDcqBlGm8QpTcoQBMhfQxTZdC0SAUcpFSYujVgoSCgeVo6NSzI6QLt//D4RPGUTMVIksNEuEwkZRKJKaT7DaJtCi86qazefi+vVz1qrVsvWc/3cta2HzxUu74wT4+9q5AEH/We33Ze7qZ3GZx5JEprviblRR3eMwcKtGBih4JUVykEW8LM9KXp1RyMadVQJLxbSJZiWP7ZDIWGeqrrcFngwDbI7/7DR/6wgbe8N7NjI6O8pabV9HS3sDXP/0UAOWix9/dcDeGaXLt61ay+ao4AwMD88B4z5MT9f0ezRKpwkI+b/H73x3h3HM70TSFo/vz/PQbh3jJy1Quuvq0HOaptFOSvgbwjvV30L+3rjlxR/r1xFN1Xnh6eppnfnSEwrMe697Yy+JLmsjlcpRKJexqW6G50X9FUSiXygwPDrNk2ZJ5XuOfa67rMj4+XgPKlpaWBfc7y/PO/czNFRj44o9xpnMsetdriK1fAUD+ztso3HcXsq2D9r//BEPpSTRNOyHIONds2yadTmNZ1hxa4uQmpY9/cAvpqWm0FZfSPGcyk9I/ISOikh6An7wjeCEkWmPxBC7TWv+3hM68EZEfQM4cQyy6AKHV6YtZydBQKMTE4S1olWNEIxG8wTsIxVSk2IEUJkKenIqRAtwU1YCRjrloO0KpTzxDQ0EpfEd0P5mRx0lN/QThKsiwBwMJ/LJG8VgrvqcghKR4xVtJP5invPUQjqNSKgYevi8F+Vw9nW3W8kUDx9HQogq6V8H1BePT0eq4QNoO/iORTOHP46gveEsbF9ywjF1PjrJ/2xRHd2UpZlyMkIIvoXFxhJ17x4gmdIr5oFvGp759GboJ//TGYMJRgLNamvHTPqoiiFnQ0hPlNZ85k7veHvSVK0jJEc8jo5woQlXGIbfA+8dbS0eEd/7zGVx4TXtN5vVrn3iWbfdNMDU2vyv0m249i+nCDLG4Tt9RixvfcCZe1uPDb7wHKeHNf7eBn35tFxXLY0Qp4glJZ2eMP9z/Ot588W+YnqigKILbtt3A6g0LO1Wn7U+3UwbE4wN53rDsFyBBMxRuG3gdyeb6D3tk5xTfveDegOcKK1y3dQOhpIFhGMTjcaLR6IIeaV9fH7FYjObmF05D+I7L1Ja9GE1xkmf34vs+k5OTteKJ1tbWBTnTfD7P1NRULV9YURSSySThcJixH/+O3G8eCd5vbyT5kTfXypiFlAwOD9NUmoBiBu+hn6L6LuZLbyJ0/iuBANxnZmYoFot4nve857GQycIk+d/+K8K1iP7FzaCZOL/8B2RpnMpZN1FKdmNrKULZPdjhLpqO/hQ924+iFU6U4tRiKK++DRGuc/bSs2BkG8QXg1AoP/hRNE1F2/AmeO5mRLUvxCxW+Q021R71C58vClLz8eYkkBhtv0QxzgSCqsHp6Wm6QltRx/4l2KCkohT0oEP0VBjfU8nuXYRbMQNq4K1/y9SuIuPfC4DONRNoqxYzfHcazzuxgKFc0Vj13g0US0X2fa2fsq3izNku7TIvL62iSPLHaUDPCAf7JFzwtKgE3G3Vrrh+EfGkwa++F4hVCQmrvAR6NXUhLAUxFN7+y4uIxVR233OMn3+xDwfJtLDnzSMSyQwWni7xPEkorFKpeLQtilApu5hhlYmh8rzzSTaaIHzCUZ18xqF4XKWcRDKiFHHnBFlNU+Wdr13DXd/vAyAS1yjlXWw8RtV6h5Rvf/clfPotT9Ve/8ft1/LSV/7x1dlpe2F2yqiJp+4ZqXHEru0zsH+GdRe31z53y37tc9/yaWtsx5m0iXVFicRPvow3DOOkATDbtpmYmKhxvLOZC9Nff4jiY8FSs/UDV6Gc1VkrMU4kThQrmVvEEYvFaGxsRFEU0uk0MzMzZDIZnDmVSnpjonZeQ0ND6LpOYt9DuI/8FlX3UKvzifX771CaHKOw/hpc10VRFCKRCKlUCk064FnIUhl/ZghCKfz+HdC0BA5ugeYlyGPbINKIP3EEStMYlSBabf343SB9tGQRJSnRjn2LuJjb+Kf6m17o7ioeSsM4bLsJqccgtRFWfwj/oVtgdBtSaDgNZ2AWgvGrPPUtwuYC9WpSEsgB+QgkrtKGjF9Ozm5GxDcSdv8RTa0veR2/F6a/gmoupSTezfR0ELwV0/vr+5wtc7ZUvEIINIkjkwiCIoj8gX2Uy/UJ2Qg59PzTJUw9/AtUv4zrqpRKIUDg+2DbGs98ZW+QRqaAU81ldiWUPE5IDg75gjzMA0QNsWDvcaGALyWqKvA8iWEqvPad5yAE/Pa7/UggKjVcqNWIakCszWTJ+U0kO8Isu6oDpTnJw988yLoVrYyO5GhtjfHE42NYlk9HLEpzV4TxviIYMFQqkElXsK2Fue/sdPA7yU4t7EULBIZUcUU9QOg4Ppl0/QorJZdwVEMWJaZUsYTHeRd08urrN5HpE/z0a7s599LFXPKy09TEqbRTBsSVyvwfq2PPf919UQuX3LqWo/eN0v3qFL9724PM7MyCIrjoM5s46z1nnLBP13WxLOuEfF4IMg4Gn+ln4D8PEGmLsv5j5yE1cBwH62i9E0Lx0Cg9Lz0TbaKE9fQQ/oUrUfT6ZZdKJSYmJpBS1pbisza3XNlZvJhjvo8o2Sx+2QXo0RhepYDjWcz0H8R7ahvCMtDM+V6K8sy9RKfH0Ib2ooQMNHUMT9XwaqXF89WPTgDTBUxIH2E4KFpV40HU9zT374I227vOGg2aMRQOkSnrxMefRgGEdJG+A7oHmofW2IQfBmQFUemFYlCiW9GuwQmniJd/CoAqc5RaPkRhcpJkyITSfA9VUabAOYbnbKXi2TQmr8PQmxjzrqRN2YrqTSGKwX1xhlPgqmBBaFEE62iwvI4mG9AW95L7WRBYkpaLZzto0gIBtl0v0HA9gefXV1iKAFX4SBQqnsBaoEIj1hEiPVZEDyl4rqR5SZjeVWEGDs4gfUEpb7PynBbalutccO0SBkcm6V6ewvN8slMlLrxyMceey9Ao689Qx6oIDVLDUBXC0xbJDh1pz+pD+AzeN4F91Gby6DQ60M8klhp8Xil4DO2v6jpUQBdKrQLvT1nH6oaCY/vVvGdJIm6wYUM7xXKZ1910BqsWd/DobwNB5N6VKb5z72v43+/s4JxLupC6xZo1PZimxive3MXL37SIrq4TC6VO24uzUwbEPasbav9XVEH7khM9z0s+upaN/2cJ2YkC+z+7LwAQX/LwPz/BihuXEGmoe8azOZKaptXS3p773gHGn0zT/qpmwisM9r1/B27BIcskVr7Cms+eixCChtdsZPJbW1CTYSIXr2D0kT1kvnQPSJ/YWYtpfv9V2EeO4JsGjIyiIogqKtmpKWY0FXdoFCUawR4eRY2GcdJToOto5TKoKiPb7gcBZrSMqvkEoRWQQgQNo+fmw7o22tFgSefbZfyIgmqeXK3uBYEpzPPmjgfvhf9K0DxEzK5+p667Gw6HYPnVcPBOpC4xV29EHNkZfKe8HSJBBZnvZmq1acKuoKpqTXPC11pwKztp1T6KWi4hxHxhGJV6TnBC/Qmi9BPswgrMxNcxVjyGn3kGceTrEOmBY9uAYFnsOfXlcanvMPm2Op3ilRwGPv9Y7bWmebhu8EjP/tXjOk7RoVRWSEQ8hPAIKTptr+wNxPWPZDj/Lcsp2Fkufv069mw7hmGqZKcqHH44y7KNrRx+Zozmxc1se+goy85M8ehv+tj7yAx7B6YoV1wURWCVPba9fZq3fODMOfcIpg5UKEuFBAplReJM5bnnkzvY9JEeMs/kGHlsfN7dNlEQsnp758zGslpqPQuq0bhOOe/Q0ROnXLRobYkxOVAiEtdoSBokUiFyaQvN1ChOOqTHiigIli5J0D+cp/+hDJsvb0MrSy69tofP/c9VHNmX4YZ3rqGpNcLLblpCNBqlUCjgeS62bWNZ1h/VUjltf56dMo74Xd27mZwAACAASURBVGf/imO7g6h1a3eUnxx9LVCvhMvlcrUgmJP1ufuybZiajy+DtKW/2Ho+ekTHNE3Uisb9b3yUzIEc533kbM64sZfxZ6a4900P4PuCaMplw5fXceDmJ1AVDyEkatxg0Xk63nQBKQRepkA46aKUClXxYH8eSIajRVT9xV26ZjgYkfmgKhQfNeQghB+0fjoOUbVYBVX35nxjYdCVs22TFA0pBWg6Uo8E7yU78YtThNTDKKp8Xu+5ZrqLkpxP8UjDw49GyS9+L2r2OaKFu0CROG4XZqae2O83B0AsldUoYwMIfPz4Yggfmre/SsMqVL2enSGReCEVxXNRnIUzUozWX6CY6+e95+77Ne4j38APaZSsC3F3B/nk+rpzEFfdxP63fx3PERTyJwbomm84G2N1A+1rFrPnjgOc/9fn8Nwf9vHo+/4fe28eLWlWlvn+9v7mmCNOnHnIk2NlVdZEQUEVBVoqNIogwtVuROV622vravF203a3unRxHVBsdTm37RJbmr4iYAmKKKMFxVBQc1bWkJXTyeEMecY4MUd84973jy/OlJkFKMl/+a5V61TGifPFt/e349nvft/nfd5TODKdd+lZ/NTSD/Gp//gET/35HL5p0GwN2hFJ0AnUSLb5w1tjqYlwz2tdIjoywtUGtjYIzZi3/8xNfOz3doSoSsoipyVFDDypyRnwbb9+C1kPHn3X0wCs9QyCrIsU4FVt6kGAb2pcy6AylWdxuYlTcLi82CaTt5k/0yKXs+i1YgxLkET6RWVlr7RM2eRCs7XntZvvqvLeT383hmFss3jm5+e3w2+5XI5ut7tdIHTDrr9dN484iXaSFn43YuNyFz9ss3x+E7cgWX0+4tAdY5z++BrjtxcxbxujfqqOrTXDRws88RMniboRcRAT1iNUmB6jjv/m45z9w4dBQCEPoMlneyy+60tkd1VM26KL/+wOKEojQW4JkbP3CA8QBg6etTej/M8zvQdQ05vwUKGPTrLoMMDdP0FshVjFIdTSOUSpgvL6xJkyojBK3K6TveO7aZ59nKGXfx8rp55i6OZXsrZ4gcL4ftqdLo6XJVGKJEnwPI9Op0N1qELr9INkXvhv6bj23EO8fX8oEI4CocBMwQSpEUqi7YRkKCIpN/CS95BkpgcdMsGya2jPhiBAZwy0TCluqLMgTVAC2V5AOeypzYxVZdtjTpgizrfBqWHUrq0EFutxQn+YwhVFl0b/QYzplFHRPbWTmfc31uhdXgGliXaFIdJJEATZIebedw4SzUkep91xOPU7F0BDHEpsJ10DfqC5eGqeJ/7kHFpDs7trYxz875XpOcHVjTuV0FhaUhxUu7mxwcd+79IeBbPcmMWhiRwojWdKDFty+w8f4jM/+tD2dUqOoufHqEhDK6IiNI4dIwSsngnwE81Z2QYBmwRIBL1W+pyTLUH8b9Cn2H97gZWnuvQ7O+JEZ07U+OonzlFbCfCMIqsLHT716TN0WhHZgkmuaPPTv3aMV7zq6vDhDbs+dt2A+O2/fCfvfmuazW7VQt4689fkhYmXGNu7tcGzlLXcPhIXDI2WsPhYA9dKyFyVFBKEoYH2dn/lBEkikfLq9+42ra4OE+w2w3qRUmTbhijCqJRIOj2siXGiZhN7eoqw1cKamkAIH4pFjKEyUeCTP3o7jcV5Jl7+ShYX5pmanmFxcZHhmZREPzQ0RLvRwPM8er0WxCGZbIbe4mkKwwdIls6jey2s9jLJhUfJLp1ErjxGvr2GVCGW00REdaRhUuheBrfEWG8VpA0qRO+CCOlFCOvF2AzpnKihAG1q1C6HUsql7eug++h8H/J7Z1aQoKWDUAotbTRBGpbApZ37cQwrff5aS/r2T2G6v4yMQeg9riWEIPsW7dwv0a/16dQfZaT3HoTuIPe9h22BZyBT2KSdStjj5vKUDh9gwbcRUrH7PKGVxl/qsb0z6FQMCL0l8A/NnjkQgJdg6G3vVw5SjrvNMQSB0liuxM5KJu8osRF0ufu1+2jW2+QrFiM3FXjmocs8+GdLe/52+uYCl55Pvc7OSsjJlSYZLcgO7u39P/JlONNlEOInCI1t4XUAz0pwB6e1ES+m3jGRXLE5DL5Tpi2JQ0WubON3Iyb353G6Me64R6fuMzmWx18NsAo2tfU+7qbkSK9IP4mZM9okQuPEBr/zo8/sGYNPTFOG2730PvzHF7nv/tu4Yd8au25A/Nn3z131WlfFeBjbu3Uy+G/rQ/eIyLzIdaXcW/MvhMIwdoNw+pdhYOKVFKgEe6RI3O7jHdtPsLlC8fbDtBdXyN9xhN7qBplDM2D4kMngDFfp93qUZ/dRW11l5vBh5ufn2XfgAOfPn2dkcpLLC/Pkhqq0lpewHQfV7aC6HaTnweIljOZlnNXnUU/3yJ16ikCHlJfO0iuPUux10DmHarKYjlfFqQaw6eLGPvEjNuUkJDouKKDhFAPY2TVmO8bM7/Lee2kRCSoczKPamc9Y7iTkrmHaKBIXDqIzzwDdbSwTyZVQtGt2jRIiGXDEzQRigVAhIpDgJUh8IssnI59DS402Y4T9foT00RYktsYIBRoD2UwwI4AIEVzGoELp8u8irDNpmfP8ryHXltF+6nmrWp+wXyYKLKzTF7n4ux9DSkXg72hFpOtib1GRUoIw2tHHyDhpmKgfpsA8PjrByB0lVo83KJnQijXx4Hpv/LPDvOptt/OljzxHJu+ydKpBdbzI6UdW8JTg0mrA2SfrWF+oc/6ZTdySSasRIHOSkZy7DcIAgdBp55Bdcxp0Eir7c6w8Gg/wdNdvpd4O/xtGQiZjsn/GYb/nshYqygWHzfUQ0zNZ2Ogwuj/HO//Hq/nkf3uBhz9wkeRsSFWDfblHBdBzTfwYuvg0UNTFQD0Qg5kkS1vGGNeQnDGuWA0j4zdaI30r7boB8cShq5kN9hUP2GTA7R/s5j0Btkx7ghUrEoQgO+YSdiJG7xqmfqnJzW/cx8YL8xx4w00sP7vI9P376WxsEJ6qs/rA81hWiOuFCAH2UJmhd7+J6elp5ufnOXDgAHPPnmR4/z6iZ0+RGR1GL1xKhdb7BsnaOqrdQc0v4s9dhLnzNKeqOJeeZ3OoinfpPM1cHnd9Bd92sUKfrd6KKXELbKlIij0ygP9s2gZKkfplevUiBmDqtCvFHosHwJpsgenXOlvuEv8hjR8LnXqlQoVoM4OIeyingPRaJPYwysilseXsKInewCvdh4iaRKNvoRF0Kakfga1nkQ6IOGuj/HG0MQxJDyc5mX5esiNyrkwXOajw0sJG0Edj4omHUYYiGlIgwFTnt6+vPIURGggSVFEQKQ29WfrWSxk//q5Uv5gCzLbAMkAH6MCFyEABjdUSIIg3HYLOOWwbpFR0O1mwJdZQBnO4TPe5LnE9TPvUdfbGO+JE0A93lntnrY+Rt6lF23o82/f78X93lq/86Rqnjm9ytS3TETG9KyQvGyJAd8Hs7vX+LS0ojNnEfkJ5OIOOEm7+rgnCXszKUkDQTahULVQrolroYYc9Zn/yZtafqtN9ZBkI8OoB/WUbN5T0wgihNMvKJyTmhZUaH3vvcZ74q7TrRxhrulJgbzFpRMoYUVrsCSML0pLt/uAk5WQMEl9RnnQI/IRamGD7gtHpLF7O5If+/a4k5A277nbdknVKad71ls9y/PPLWK5k4mCWN7ztKKe+ssTrfuI2jj80x7f94E3Mv7DE/rvGaTfa5IcySIe98c9qlZXlFWZnZzn16GkO33mQFx58jqlbprn48HmKo0W68ysIBd0TazQeSTUpMtk+bsWCnEN5ysW/cAm7UiRcqSEzLqrnY3kxjvP14sIar9DjReR7rzJpxttt4l/MDDfE9KLB1QfYZ3kQ9SE/Au01dH4UFfTRuSoagbaz4BVJEoU9MU7Yq5HZdzet5bMM3fwaVueOUz3ybazOv0Bx8hbqmzUyhSpBFCOEwEueIemdJJv9GEIvE4tbWY9+C60lttWlYvw2Mnlk0GJ+x4OO9TiR+Waips1Q//cHAyhDkiZiVTKCUWumyTsrIRmP0QYoR4BUhJVke3sPO3fj8QRGTyLiLTdv8EHJDCK6E+PRr2xvQt19L6VVfRNjC7+MjNv4+hZq6y9j/YE1kihlaMRbXm4+g/edd9NY8onWQpSyaNZjDt07xtg9Y3zi//wiUW+QG7AEkQ+t/o6H/JL/MMtjfzpPu6NIdnl/Gk0EdFHE1zoikOoUd3aHxgxYVT1Kwy7/5q238LE/PpU2ik0MbGVsJ9RMoLQrNLfz55qKBYZU7J9oYZYsyveOsP7JNOQRx5JWxyWKBW3foq40y0rTJaYrE37qd1/C3Kc3OfHJFUxLcABFrmhjiz7ueJ6+H+CN5Wiv9OnP+9hGujEt9Q2sksl9PzfFkx/eZP5Ek8TS1OK0uKRPTEumjsKxl47woa/+4Isv8hv2Tdl184ilFPzqR1/DxYsXWb3Yo9dKeOmrZomyXfJjDrZrsHymxeJXO9RfWGTzYock0Nj9hP6aj2mZNM63GZm0aJ5ukB0/Tvdyj2dGH0MEPqeMJ9CJxnECXHergGPL94TAt7HafUSnh99NKU/hSir9qHopUBrfQLnoN2SmCXGMyBdJOi0YmSHprmNPHcavr2N5OZKNRYzJwwS5KiJbQuYsYqVxRvbT21xl9PZvY+nU00ze+nLmL5ynXB2h1WrheR5R6KOTGMeSBI0lrOoE/sJx8sO3EvV8hJdDWj1U/yKZ8GnkxiLF5AxGXeMmLYx4ATs+ibIgGSQ0Tf0c5UJIvjBCtP52SNaumMMUjE2xjJn8Cdp8/c54k12COLKJHgrAAGWYqO2K4ZRzZfQlST5VWM92n0RoA+mD0RlcqgDaAdmfR7YW8d0jRGckcqiCbn8PzmqXWuv/RjfqlN78A+QuN1no/fXgHjVhaCCkwF+C5vufotXKbLdN6vRsHn+izWvfXMUs2US9geceacJoL/gd/4OLWEDRhM1BukCjqaNIXgSAsxWTyVtzDN9ZYGWpxau/7zCnn1nk/rfczPEn57j3Ow6gQsHKxTqPf2wNexCf3kqoxYNZfrEmRuaAP2zlbfqXOkhHoOME6TrkMzGx7VFxNegcmUTTimIynslr/o8jvOSWJjy+iSk1VbtOuVLDEiGadbqJSzzfQLcdPHfw6ZamFRr0G4rjf77K/Pn0O2NEAkOkIcTdiclGrX/l7d6w62jXDYghrWz76984xz/9r3Qnt90ThH6CaT5PMbQwOE9RS+zdvEmhKQzuwpSKZjs9BncvD/ijvg8C9CCZsbs7g5AKPaiWMswtortAaYEUuyg96dmMKHYw3QDQiHwe7ftYk5NErSbZw4forq5Ruu0muhuXyB06SndjDXtyhqjfQ+aKyEyWMIrITUzR2Fhn4vBNLC0uMH7wEOfPn2dmZob1hQWq1Srt018lXx5Gd1qIqIt0FVb9LHbUxggeQcxdpnr+n1CbRxg++wLSshizlxFSIVScKtFsJ+EEHgqxHDJuxOglixEdoVcEZTTKj8C7uvpNxEAi0sSU/RKKlSOo4JFtEN42Y5i+eh22/gcMBsdxGe9JAm4n7ES4jSQiia/i30VqH9K/jNWOkINNUnZNxEBhzeiA9kH0Bf0vz9JdyIGWsBoSPvUAse8QBhYqkWx85fdRkSCbh14nBdw4sogiK+1Vp8WewgYpNCpUeI6HM5Zj+eyWCqCFtdzDv0Z+djfmqsF0vZiNHckxdnOWwlCGc8/VeOaLqzzx2RWef6jJ3Ik6H3bnCHpJGqtmoKSGxDAFSazJFyxUK2ZoNkOnFzE8lSFohpQ8E/9yj4OvGyWfaVJ7cAUpFaNjNSwrBlMS9UWqrRGBbHpcWByiqKCZRPzvH/syXi8masREQCPjUC230tg/GtNMSBID09Ak1yiSrO5zqXcTmqsB2KBDMKSglNhkCiZu0eCd73nli0/MDfum7boD8Zf/ZqdDbTiototjTYzCwCBG7wHi3XGRZCD/JwBhCnSsiYWNRYiRMUmCmMTJYo8kaKFxq1miuXmE0Fg5wb4ffx3r5xaYvO8omxcuULntMM3Lq2T3TRAGATLr4hRy9Pt9yqMj1Go1RicnWVxcZHSQnMtNTdF99LPI0TGoVJDdDYysCc3LcK6RdrQIN8mefwL95B8w2lnHt13GQp+4up+RzQUM+lTDGNA4aISlMAt+WlDR8dMvauthnG4GuhewIg/dN8CNkdndvOStJNyAdmakSCJ0tPN6+sJVz0JLD6EVVuad6MLdNNpDeL2AjHcHwjyAjs8T60mw7iIz9BPUa0WC+BUU5B8Rxhk6xr+lyIODz7ni2gyA1SigRR9BtP3c3P4C9NkWIpJ9kDreftaxHiPsHsBafYGk5aKV2JOM7XccknivCL0QYJgxYZCK+ESJSa+bVq9JE4Rt0mto/CBdznN/N8/yKR81yHq1uwav+eP7+NiPP759TbtqEvcV7dZOWEYCFS1poPbwhbds7pEGc480SNDUZMizD6Wb1sZieuIKeul614PJ2CQVAxoezaCWYsJEEaBpLXRRiWZ1LaCiZToGAScfWGF6tI1jgev5KQgDxIok3ulKkvXSNWIM7jEJoXJTntXH0yShbSmiyMJxIoRtQKjIjBlYSYwzZIPfJWorMmaRztQQlxf6DO3LEPgxuaxFeUnQSAZ1eA3NRjPkff/1OPd99z687DfW1PeG/fPsugIxwLFXV3jyk2mJsZs18bsxlREXa0MzNOlREoJM0SIzZKPR7LspT7/e48CrJ1k+vcZL3nSYi8cvcMvrjnDxmXmm756isbpBabJMRIwwBK7n0u12qVQqrK2toeotdC9g9LZbCGZMvGoOxyxjmB3y0UmMVg8jiWCjhWmaZM4/T7DRw4kF9SjAa7eoDTlUZJu+EBSiAA3kSMHF1BC0PLQyMIH+YwmFqU0YVNUR91Pfb+XkIBm5vZ0gzARhbLXg2cUAEewi4Q+AVF47XK8BoQQ6MhFWjLZKiKiBsodRSYJOCiSWjcYEZ4I47JE//IsIJ22t3u12abVXabVTwBDiD5B6DTdzkNGxVCVOqSWEcQx37O9orKwwMTKCDvcjOufQAhLXQsYRytWIIMYIQSQtpA/a3e0xX3HvgnQ/iSSJLFJL3kn+xAeJNoZRUerVbg0y6lsk8e4lueNul/7rG8laOWpzm9Qe79D7dMoztscyHP2de/jMax/FjySG1FT3VciN1+mvpdocZt5i32vGqCeCRKccBb0S73oIW49EYAA2Av9rJE/l3lu7+veGSOloA894bblHDhM54CtvUdUUV/KVBWqwA4SBtUO/lALLDomFRxIo+tkhymMxxnCJUSE49u1DJN2I/fc6EIZMjXRwpI8Rd7DNEC/TxrAUftshiU38yCHOWeR7Df7mIYNWbcdN9psJDruTeqmO8uqlDrWlHlNHii86LzfsX27XHYjf8d/v5InPLhP5Ca/7oduYO73A7JEx2p0mmUyGKIrQWuM4zjaYLp65zNTUFN6zMZlhm6gVE8UxtPo0nl2lfrbG+voForPLGFmTbC4gvLTGsmWgOj6WHWLZMaftEDcbUPcCXDdGuQGud3Vc2ABUIkha2e3yXyOpsVtka/d3TAiQpiIZUJ9Q8ppe6Pb7zQQdmYBGC40OzJTfG0l0bCLMGK1zoBXKyJNgg+NAKb00uUmSoIU5cTfB+jmyN7+B+sXjlG77fpY3ViiP30ytViebLxEEAUIILMui3+9TKBSob65TcKZR0QWELOB5ZQqFAr1ejziOEcLBy95ENpsGeLXuYDgfxRAzSPmmbQnPsDyDss4Nqup2eB1auRhhClXauLqkK9EFhDARfg9zOUF0DXTfwuhJhjb/hKCdh8Qk7LlsCe71Ow5aSUAQRSZJbGAPFwg6AaI8wfK7HsPI2NSXJEmwQ1OLYpfhg0P4hks46AG3sdHFvsWj/WQzBUOdcGFunhT/vjY/5VrvEDIF130vKdNc63HLv5rg3IU1XvZd06ws1jly1zCJiilUbSYmR3nqc5f58194cs81DHbodZYriXxFecTG62uMrIGuh5T3O+yrzOG5PfLjMfmZIlF9EycnMfxllJHF39AE0Qrz0Sihv8HScpln/zjNhRhSUSz4bGzC+EQvDUllYyLfwjR9TDsmiU0MMyGOLaRUiGt0MLEQhANlCiQkSnHPG6aYOFQYrBfNA+99nsXzLd72jtsZm7rRSPSbtesOxJZtomLNE59cJ+tcZOGJdU6WW7zw0BobF3xKeZNCoBAD3pBXtemu+OS9x7CMnS/AmT+6SCHXxxy85jghrpseyQIjJpePUUHq1UShg2XHaUxMsF3xJo0X59Pu7bcm0EoijL3x0N1aDVu0NS0k3tEDBH0L19xMaWhugdjKoA/eT5gkGG4G5/JnSAwbtf8t9FubFG66m8bSKUaP3c/ShRNMHr6H+UsXKFVG6PV66eZkW/S6dUrFEq3VU4xN30LXeYj88Cyqf5JEXyKbfBlRf5Zy7ywylHhxHaFaSKEpxCvIpks+mic+dxux8ywID3v4fVSrdwGpGPv6+jr9fp9Op4NlWZTHfhGvkEp8RiqDJdMOIGbxZ/CDcyilsJwD6OCLACjPIdE+2gSsLWrdjnaFECFCt5GRwOjbIEFkI5RvksQCHaec5d2838h38HsO/d5OaCJa6tNuZ9GDzsKqH2MJiwQHpTRhZBCe79Nut7GchLF8nTiRiEQwdiTPZm4Bx9A4lQLH7jnE1F3zLD7VQEjIVC1K0xkMQ7B2rk1u2CHqJey/v0LhVpfimEfQDXBMi0zRZm25w60v28djD5xm321VmstN6qe6rDzdYfmLXRZqHRqbIY5n0mmE216xEJDNGkhHYhYtksV4G4g7jTgVNuomOBI2zwW0bzGoDvmIfkyy2EACURdkTmCKDobl4sk2ljUECExTEcepg7AVitlawFtrXA7WdRIbYBnEoUeSCJrNDPtVyGrOJTvmEXVjLMck6kWobkyvm/JJhnCoP9Vh7WKT/KjFxz9whl9/R6rx8cSXlvirh2+wKb5Zu+5A/PyX6/yPn067STz1qQ1KytrDJ26vhdxsyO0jbHclQAr2gDCQlqXGBqaxq2R3264FlZokTjvTxqGJ7UXEoZXyd6WEYhUdBsiRGeL1ZXRgk1Q9nGKZaOECyfQd+FMjOJOHieeeQngF9IE7ieprZKaP0O/2GJmcZmV1lfFBPHlmZob5+XlGRkaory6SyeaIuhskKkSMVqD2KOZQjOmsYMpTeM7DiPoaxehh1OIXGOk8gfQzeFENoRogJOW4hpgbJh+10fMuY8pHL0uGKj10H4oAW2y5a6mDbkVBWs/CECD7JP1/QjopELuuy/R0GrIIw5DFxUUSdXp7ShN9BosUiKV9DF3+GGurq0xbf0UyAGLEDltC46CcPlpqzH4KCJI0wYq9A9BaAVoQdzPbT8/K+HQ2CkS+TeinCbrd8WEhdkVvBpYqqmmK5T6GUAjPIe9kuf2VPuH5NNHr9VdIjALeVunaQgPLsvgvT76Of/zVr5LJ2GSrHr21kCAw+eKfniXqK+JAc/bTG0R/q4gDlZYcDz6/RcJHjXOUEsGjXGaThETsNGQNSIikQvsRGQyCWA28ceh0Eugk1GshrpYU/MFGEypCBOaueM5mPcf+fetXHDI0Qug0OakkUeIRxSZhbJEkAjeXYJYs9t0WkbHauAUX7bvkKjG6FxP2PXqtBDvTx6FFEmgSI4PWgo5vEYfQbG+xIiIiNL3B8XBLnrm+1OeLHz7Fy/7NCIsXd8a9sdrjhn3zdt2BeOl0Z8+/0+TcXttdXUdKaCBOxLb3C2A4EiensYsuZs5E+TZSdjGyBqN3V+mdnccbKdE9fxlDhoipEarfdhO+TLCqQ0TVImYuR2hKAkzyxSKNep3x8XFqly9z4MABzs+dY3TfLEtnniE3NkWwcBqyHnr2JkTcw+rMI9oLWIs1CsunkavjVBaeIzw7wfDi88S5CmPr55AFlwljJT3DqlThS1R6qce3+RG84QC9AAVAXR5UztUexkknaMc0EElElCqXCTWI6SqFjgXC/vqU7y01tNjNEJXaCC0x3Xuuep9SirW1lD1hi3cS8m6kmMGWP7DnfabzCJniJ0gyr0EF6wRBHbOQEFuroATa7iJEGfpX93zTjiauJBgLHoQmCgm2yRZ9Ieg4hN1UACKT90mEi2+4lO7YT2e9QfHWA1irAZXbJui2ulhll9z0MCsPn2Xjf6UlubofsHZqCdOKKIxupBt8P6Bya5GR4QaeG5FkU8W2j/7ww5x8YGHPPQYKOl+LKsHWniLoqLQU2iANNewmICg0UkNZWwgEGTQ1wislj5G7Y9ISrEQQmIJMojBdwS1vMMl4U1BIcMeLqJVT5CYVtruJYWeJV1bR5HEyTVCC/bUimVx/h02kga0my8uDe9cQ+VnCQGAVNdl8l34nQ77Qu0pTg8HYroyBO1mD+77/ZiYPFPmpn59i/nTI4oUW/+k9937Nubth35hddyB+zY8c4u//5AyN1ZDKmMtkySNfcYiDhPqCz+yxIkNlSS4xSYyQb//Zl/DEh08ye+cEqtBl4ugoK+fWGX/JCJGOkFJuxz9LpRK1Wo3JyUkW5s5z4OhNzH35McTiAkJonDtvRl06jWEGGKsn4VIXJ5tgNS5jZXIMbVyAQpWRlTMEhWHG184SZ8qM9jbRhs1QEqKBzDXGZQL6EriAWj+Zin13lpGAkdRT7YMtxRhjR3VNINDJjnzCbl9eeakUggjBCAdr31aorEJ2JZg5iDsot4q2VlDWJDqJ0WYFhYfCRjoTRGEX7d5EEqxTnnotteVnEOMfx3KfBxIC8RFU0sKS34MQqde6urpKFEVMTU1h2wfweOtVYw6S9+OrX8HLQ8DfEtm/RS8eopj98V2jAE0d7UKsE5L+7ehOFY8vIGKQUQKGBpVqOriVNeJ6FmHFZA8M0Tfvh08/lE6b9hl/6wSV/bMsfuk0ltXDMOuJqwAAIABJREFUatXofnWDYK1Fr9mjm3EIV5qYTpY4kDiZiOpEiexLW+QaZxFC07EztOU42YEynuzX8Nc7XHxoDUOm0LOlVWx8bQzemQs0+44VYc1n/LYim3FIZTpDrmohTZh5eZVH/vYiz30o9RYlqUhQgsZxJMWsjWsYlIcdSDRhT6FiMBsxpk4ouynDou4e4e7fup+FhQXyD70bq3AR0+wilE5PQqaDDnrkhwtEHY+gF+yhdF7L0oSo2A7VhWHa8WT0h+/g+35umsffu07YjylMOlgZA7RGmZKVy10O3TtEeZ/F9C0VJm9OE3W5gs0ffuT1X+MTb9g/1647EA9P5PitL6W7ZC6X2+6esZWcKxXLzJ9d5tDRfTz74BmKM1lKhzNUjmSZ+/wKoi7ZOL3J5leayH6HqOmTy0T4K03yZUm0vEx/yiJeXuVkIUvS6iKEwsv36X3+E1huhHRCrEyItGOs7M753QDYnEtB1a+noNhLKUhiu9T469uVCXMdGTvdJZCIWKOVgZAJ2nJRBsjsbYT9VczcMYL+BtoLsJyBV+dB6B/Ea8+lF85GLJffzdiR17Nw4STVySNsbNTJ5fP0+30Mw8AwjFQ0P5ejUTuPmaxTnv4BZL7KcOEeOuGD2x5brD9OnHycRP8YnvmudJyDnaLZbOJlLDA+iDQvotRlDHkzrvFzJHpvwinWJzHka6+qxoPUu/PlAXR4F/n47zH6g3xmZCDdGO2knGO7Cmali+7ZOPIklmeymmoXYXkh5lc/Q+ern0Uvl2kFNmHf2ammA8J2Sv/LuF2yo21ylTbNZ54mH5zF9AIMOyEfPYueeds2f9xwDcyMxeRtWWqPpaeNfmRAzqPVjDDjNJZrZgz231dl8r4i2orJlG28vIOTN6ldbnL0nn0c/4fz5IoZVk838esxyULE6lyHxYc7nHl6E+kKEl8RGZpkEAAPAsWa71PWFv7qXjKzqWEss7NxL/3jGs1fapLNZjGbCzsLbtfi0xpUZKC1JAospG1haB+jXCaJI+zREcI4Jrtvmm67Q3b6IHGjS/W2/bQ2a4zedDNurU5+aph+v89b/3KSTqdDJpOh3+9jWRZJkqCUwrZtoijCtq88196w62nXHYgNw+DJT63xwV+bw8uaTFUyBM0EgaC20CdXsWlc9jk29By6GfGgc4okUJzInMKSe7/cjh1RKvaIMymYBkJTLPvEyyl4Jq00Jqi1JIkMpLGlKbud37/q/nZHlbcEV8Qgkpn+sQDDSVXN8hNov4UxepiwtYE3czud9UW86VvpbCxjjx8h6DSQxXG0rUmwsIoT9NsNqvtuY3n+eSYP3sXCwgKzs7MsX7zI8PAwG+sXKVl/hcWO4pVwQXUEWBqhchjZc4T+58i6D6N7IxTlWYy+gdfcRKgOOp+Qk2sYax75bsrd1vMH0Ec/ijAyeNZ76Ee/SaLPgriUzpd+bvvzRkZSHnWv1yMWf06m8AGSwfQn6mEkRzDFq4j4NBCBHkYkb0KrIXqN/we38H4MY1c4IoZsawlh/H+QByXA6IPOxyRKISNrW4VNmDr1kgG7+wzDR/NYxT5JYNGeG0ElJqYVEwf2FUlVwJQQK+yi4MC9p7C9CN34EOHkGFYzSBkudgP6y2QzHZLYwLJiumeXMZIIKRVSaDwUr3nwFXz0nicpZmOUFvihpvblNVwVc/mRTZJQozQ0I4gRfMKY2z70XGkKvd0LTiBoqb096BAQa82VLFwJdCNJwU7BeOxVVRqNBtPT08SGBXFC3HYReZNo9n7E2kmEN4R/6F4yB27DXW9TPXqQzcYmw9PTrKysMDw5ydLSEp43xIW/fppsvcT88XXMyRLycBGvWqStBlWHWmMYBkoppJQopTAMgyiKtv8tpSS5ViXIDbtudt2BWAjBn//sKZJI01oPqV3oU9E7u2njso8F6GbqKSeD1i/yGtGqtHJqV0xN6FTeckuu0ZCQKBAaw0yIEg+ZjYmEhxxySZIQY2aUqLeZgujaIvnDd9NYnCN38KU0Vy7hTBzFb9eR+SracIiVJlMZo9moMzo+ycryMrOzs1y+eJHZ2VnqF85jj43Tv3wOmSuStJaBOJXV7C5ihz50n0OuP8Ko//dwfpaRoE98eYJh8wRmY5Nxq8vWV3KHRrxONJRHihboLkXxPnQTchIIwBzsHtJKq9NUG5ISaLcJA00eEZynt/kM2eF7EHqWzuavkqhnyJR/HiECHPsnUXoZQQXFKYqV81Qqr2GzfXV8tx//ImJQEh6Hh2iu/x6mkcfNfRo7+4fpJqbTxJlWGZymv109N3ig2z/jAwqjGSBXbKSW6EKEnuqmG+B8Hmekne5/boxRjEnkDLEuYx8sIewyjmlQunmK1kqNg6+/hwuPnmDmjiHMTzycjrtXQ0znEK2tdZLGNK28gdmPQAiMvMPMfUNE5xa2pTCrQxUqJUXc2Wk/FCJZ+EJtzzBcCZ1dkadrL/zB+02BijUFx6IRRliuTMV/EGRig+ljRTJVwcTBMokRsO9ACWElZKIEvxvxHb/wChYXF1laWmL4yPcinv8IxAabpbdS6j+NE8xBMMd45nFYyeBP/CLaNhG2vd14Yevnl370E7TPNwciSC4LD6zwqr+5C3Ni79feNE06tRBLJ1x6ukWhqJh7cp2Lj7ZprgQMzXiEfsKP/GaOiZuuVmHr96L0VHXD/sX2LQHiKxyBPSYNQZRoYldi+gqnZBE0IihlsESIU7ExMybSFgwfskl8n4m7KrRXauz/jiOsnT3P7P23s/zCaUbuupnahUXoNJBDJZyZKaTjEIYhTi5Hq9kkMza2nZxrnj1JYfYwffko3vABko6PUgmmbCNb6xgSVGsRp16gUjuLvDRFdeE08fOjjF5+gahYYjo+CXae8bABwgA9kIzJhMhMWmGWBZROxVXoLuEBUfIUltw9LxHK0Ai1VUiwq2uC2CVr+aITPfiZ7OhERHIfa60Ck8W0rU2v1yOTuR0ZfZ5sRuMnP0miH0dQRVMDNCS30W3+Z9zMMlG8gVYmpr2EkDsVfqZ9Di//UcLea5D2h7bDElrZSJnG1eOcQgZg9E1CdRRbLIDTQXukuhQeJIdC7PMOeNH2qUVUfHR3Z6M2XnEMd/huqut1RNDFdlagMY9qTGEunqf30aeonD9D72mPwlgCiYEuVsm6T6KGHVTLRcUuUXlip7pEay7805O01jSGkWBaCWFgsvzsIlonOE6EITTa8XjZfzrEw790ds9hakt73SuZCENg5w2qB7OEfsTB+0ZZn29w1w8c5oUT87zyzUc49dg8h+4aZW25iYo0nVpI3Jcsn2vg2RkWT2+yudBnea7J2X9ooNcinDAhI+Hi37f51393D1/4v/6RcrRCuXILWguMJ56j9L07pelChciwQ6H2EYLiPoSQA464SMOBayu0L6RZOyFSjnGjp/nc/zvPU+NNFp/boBtqFue7eAWb1mqw0+3jCpv7anqd9bmHeMfH70BrTalUolQq8cs/9Xk+8hcnufVlI/zPz7yJTO5GCONfYtcdiAHGDmRYPJ1q3d7y8iFuelmR2759kosnV3nlm4/y/CMXuPcNRzl//AIHXzbN+toGpZEiwaAP2nb8M5+nXq8zPjbO/MnzjNx+hIbsYlaLCMsgarSRq4tw4lkII4IjB8lVfbz2OlbJYKh5EVktMNV5juS5YWZal9DHi0yGTfQJC7NuQmJgZH2kuzd2ZyeCuJHFBlR9Lu1L59chB5KBNu9uFyk0IBPtgOeVKJqwp5uFBuJigtGVGIEYvJZKRQIo7YCxnySJQA6htYvCwTTGid0e1sgddDqXGBr9V2wEj4I9TmLvQ6osjUaDarVKvV4nDENGRkboJW8j0YOmm+y0QcJ4lnzlf9JY/X20fIJi9Wev+UwddxMv/+8QYkcSUw7AWhpdtAGJA7GXIOIXEC1QNjsKNwrwUklMsYulkDhHkGKNrc0kc+khwhOPI/vpF1paMdJKaC+tpZza1mDu4ybGeDPVJnbLSJEgKz2o9AgWKhhoRmbW8YwaoW9jjtxP4Y0jzD/3JIahiSKDkekSowcN/PnU888VAqp35faA8B3v3Edmn42TN8mXPZJQUT/XxqnkOPOlFZyMTeOSz4kPzXPuS6tceqDB+tkOnzDnqMfxNv3ra1lJS2LAE7B6osGFD8/RO9cmP24Q9FwczyeX22T9Cy6lQ1VExsHVS6i+TSb+MtkTX6RoVJBRj3wnQ7P3WjLHX2D2plnm5yZxKyaBn+HySUny+SbQRKHYJNU+jvppmOJaILzblIJMJoPWms3NTS6dX+Mjf3ESgOeeWOORzy3ynd934OsP+IZdZd8SIC6PuSkQCzh4X4U73lDmyC2jdIIWbtam14xZfL7Buc81aZ7RBOfWMEyT/nqfqB1DDN3lPoWKIFysUZhwoLHBYumzOHqTuv0pPKeNLzVuto85KOBQjzyBn/HJjzZRiwq72Ee1NGalB600TirCgZegI6QtUH0DFRtIrqEIs113t4vPuqtHXFqoZYBWiFwWTYj2piBYB7kPxTzYE/TVOKZ5jL6uYxldjOSLaCy0rBEXE5SvSfQMbnun00NT/TxO7nvo9XqYpokQgjAMyZVd2q0FhjP7CNuPYnhH6DmCEfu/YOiLRNb3U+v9e4SIqI49QKu9ysrqvyU7dHJnVMpAqxzSHJQAO1/ELbwH2/unK8a/Q9LSPL0HhPfMkt5xPoWlwFAktsQIJSqRyEShM+n74iEBToLQEOsp1s3fpcrH8eY+iMJGhakg/M69CoShsAs9nEKPOLDpr+cpHFvEzA4SweY6OjERA00La7qHWrtM1k43HDcb0D/zON2hYximwrRiEIqNf/wcpewmm7aBEBCHgtyol66LMAWlE7v6z+22UEEzEZwg9VIXSZOA3dX0nnpJchV17cVMslN5Z7qS8tEyzbaDH4zhOgmGGTM6uoFpapqrFUZm1ogyk2THmujAxJpqYCabaeGME6Geeh6QzBy4hLRs4lbC9C2jPHOywpaHEMCL3l+EokdM2XJAw9SxPF5F8mO/ey/Dw2UA8vk8+XyPmUMF5s+18LImh48NfWMDvmFX2bcEiN/yzsOcebxB6Cc8+JeX+Ojvn6GQPY7TBtNK48dCzFFSEhPBWCai6FztOvTmNeWipnnJJ5+HoBFh5iQiUiSGgbRjktjYBmIANaAlbe/t21IGg6Tclqi6MFGRhTYsRN5CSYnOTaOCNubwUfzWGu7Rl9NaXCQzeyfttQWcqZvp9lcxSjPEiUJJBzM/Sq/Tojx+iI3l08zM/weE6qNr6yztex/l0YPUN2sU82X6nSVM/V6MrQ7H7TJJaYPEhbA/ipmtYfQClDmFpz+J0X+Qoq4hoh5SxAi9Dr08nlGDzRzDZodw9TCueCOGvgiAlfwdWv0Yrf5vg/kXKfWst44j34Gf/DZaDZH0f5t+zyVX/QmkbIE6jO196qr5V8pBypSwb9o7gKRVHiEHXGeGify7Md1P7OhMSIjLilgpVFgl7N5PRj+KGS/DdhdpkCxR4TfoTRxjfei95HuXyX7ljxE5CcUZ4igmcziHdk6QXVpD1z0Mu0//pu+AYh2t22hToWUTEUdoU6OdBEKFcE2QGjvbRwDR0gUyJ+dwJwTS0KhEIE+sMVOFTFKhtjqEFgnC0aj46/O1za8Dsg6CyEq9TNORCAlewaAw4mJlBSP7cmAmTB8qs/roOmufraM0RH3F2SeXSRIDxx54qrFJr5ehUOjSa6fkymQgcr+lPrhticScyBLO9QmjLPGgKWr//Cpv+6NX8/AH1inPZKhtNHns02ksXEj4tp+e5PEPrNHdDLnkdujHCauuzx987D5uf+ks6+vr7DtQ3v4Yz/PwPI8PfOkHefgz8xx76QjTB2/oUPxL7VsCxM9+YXNbiaq5kS6mVjekir19/NE6LfYwEUTXkroC5CCzvqVOZTgSQypkxsIwusici+UlsCUnUSmRfek4YbBB/ugtdDcuULrlHuorz5Hbfy/N5TncsVvptzYwciMk2ibR4BYqtNtthoeHWV1dZXZ2lrVBcq45dAp3fJog/xxWcZikKREyxBQhqj+HIxcxGi9gMcnwypcQcRvtJOjsJlPtt0LHJotCNz28Yg9t7mwaSTBGv/FLFCsnEJn3pa2kcgAXsFqXMPpXxDIEoAeJJJ0Wzuj4LErn0LgIfIR1DNcsE4Yb2IOna1jnSaIfoOieQgiD1dYqwngQtEscVuk1/zX56m9cxVAQ4tp9/ZSyMeTWe4bJZDNs9Y7d0ydQgnQ3cM2/wawZ25S5nTFpbPEFbPkFIusAvcqdGG/4JeLGC2QqGXTjEezwH4AYXQLOlNF9i+ztL0XYJXTtPakXSIRiCKFqqS5GVmMUBPLYQYzFlJniZTaImpWdNbWreMj1BoUzWmE5Bm7Jwt+8hna1gOyYi78ZMH7vMMx3uPm7Jlibr3PglSN0Gj1GjxawchJNwvjRKmcfuczQviILJzcJOoqgmRCuBBAKNs8GnD6xQv1CB5GArwUGmsJsEcM1iCID204QlsAra0igMBmjTQv7QJEo62FNQt+ZQWX3I7rLqMIU+vAsQ295FdrIsPnzD+DPbyAyNtaZ4/zEh96IN17mj/7zQ9Q/HeIi2ffyMg/89/Pk8hZv/bVj/PqvpOXLQT9hca7LHS978V2nNOTyvT905EV/f8O+MfuWAPHhu3aOKFvNDfM5C9GCwohDay1geJ9HJtCURhymhxV2RpKbyBD2Q8buGKW2sMmtrz/I4rMXOPq6W1h47iwz9xxh/dIC5f0T9PwuluchDInv+2it084UIyOsrKwwNDvLyqkTFPfdgt/XeM4IeJcgXsVWi8jmWRwfdHcVy8lgNy5g54YY3zgFC1VmgqdgcZjZ3kX0hTyTSXtPDPdK05tgMyi2LkSp7gUAA36yaqP7oAYdpZSp0eUX8OR/JFLjV1/vRdb+NmMEF/DBPEoY302c/yAZexHp3oddD+i2fzTtxiyfwbQWiPkZIvWHmPIVuMW344izKdXLWCNf/S2E0Kgkj995PU72EaRsYMhXkOjPDiQtFWkjKIlh1tBaYMr78Mxfxo8+un1/cXAPkf8duPkPIo2L6dgTuLIrBewCbEDoNazOExQX3o3QMXpV4Q6Fe99rKUSSEKwdxx8KqexJfta2Y/AChUg2YHQGBkCskjRYrbVACE0cGRieBCnYXB94eoYg7gRId+fGRl5S4MAbRpm4p0z9cpNDr5jh2X88x6GXzfLUX5+iut9l9QIsPtlgY67D8x9ZI+5p2isBbtGi3QhpSrVHN9nRgsJVfeLSz0wQ+A2bH/zc97L6xDpeWdAv+VglC90NmDh2kNXVVbLVKhu1GsVikd7ac4wv/AIyaaeqgS0gPgF3/Db731ii8cUz1Oc8Ok+GPPn2P+PuD7+D575QwxIST5usPtLCEoJOO2J1o873vG2GT31wnpe8coz9h/O06z4Xn2lRzvUoj6QeeejHvP9Xnqa54fP2d93JyPQN4Z9vxr4lQPzqN88S/2WP+nLAd77lGE89fJZXv/4Yp46f58id02zUNihXivR6PQzDQEpJGIb/P3tvGm7HVd75/taqadee95mPzqCjybLkeTbGTDZgDE4Yk3RDgHTokNzkhqRDGp6EdEMnkL4NgRvSGUggISEN3CYYAoTJOExGtmVblmXN0pF0dOZpnz3vmmvdD7XPJMmGJK1vep/H3kd7V61aa9Wqt971Dv8/uVyO8uIKg4MDnDlwjv5bB1muLoKl41YU1ZMV6keX8U80iKvLKC8gRRP/8ElMo42W0aiNdGGXz+FcJRnwpwkfSTNgL8JhDbvQRKwCyLs66gJeM1aVaXsSWWoj4gkARLS6DX/u/KVNaiYSrFH0bhC1IcMnTsVrmQNKLWxqQClBaHYR6ibCvYPALZHK3UirPkGp/+UszR9kcOQ+piefpq/nNsRChYh+tPQ1AGhaSBR24TV/AyP7a9BxI8ScwQmmQJ6+AF0usf6k1kAXb6U6/0v0Dn6fmA8mqWDyt7C0X06o5707kVobIRS6vJVKOU+9/loyeQ0zFVMvvwqUTeB3U+h9L4gIsQHa0pNjmPEsAh/iDnNHDL3B/4t0YsTqJEUCYlCysxGoG4iBFsQCu7uE7NuJmvzUGlJanL8f2k8jw4RY1aCNQx7aZuL/VXnin7qfpb94Kjk+ksihLXDtDuqPHSaK9CTfeKJFKvCQqZC2p1M93WL/H57GSOv4jZAfmqeJ/JjH5blOfHGOWgj+Jd6cbjUgRHEhGVn0fPhvAra/uJeuq4t0XV1EKcW5c+eS32wD2YGrMwwDpRS6rpNqPY1cW6MdqT2L+9Q+vEe+jS3A2Fpn8vgYYSugvH+S62/qpv2US0Ty0lckc/3oj5YxDMm2Yo7qsw6/e88Ta13LdR3lo997OV1DFl/4yDG+8JGTACycb/KRh1713GO6Ij9WLosi1nWdrXuztGshy9NtZk+3OfyDeZ799iLnf+QycbiMqevECwFBMyIdxbhzLmbGoDbRprjFQNZbPJE/SFo0OWU8jQoVc7aLaSbbZSvlkcs3YRWRzTfJaG2c07OkSwGan2Ai47ZRuoaUUZLZ0FHEl0L+3lTsITYXeySfMnGoKYUyihA2IHsVkbuM0X0DTm0WSzsLTsKYERj9hNbNeMaNKL2ESPeA93Uy4kGkL4jSKrmgWM9jTdiIFVhJoEmlvkxQ/yVs+2Y8x0VqJpIqUXgSI7ePQNUQ4tZNCfdhGGLn/xep3KfX8rCVMnAad9NyzpB7vpiK/qeY5u8i9cfXEOeC+J+QosjK0t0I61as9LdQcYk4fiVhGKJpJk7z9bQ6IOtCCGy7JzGFgTgTEuiJyoy1NI36F7Ea78N2D7POXhWABaqtIaKE182XgxilO2k3l0l1TSPCRCGF6gDtFYs+lWzX0WBWvYXBcB84GkqBPvMd0mWTVtvCb6XQ0hqLn3gG18ngOQagaM5GRI+dAWxA4HkGxz9xHpwAU0+otcIgwo8SJQwQ+avrZ33KLqI37CwiPSWx3CRV03Ujcr0mUofBXptsTiPdY2AXDfScoHeswOSBJW7/+R0M37DuixVCrBVWrP47DmKkkIQLdRSK4GxAGOZABcg04CtE952opWc3dcrzDAKZ4dThiFOfXKALnTYxsyIgFEkq5dTBKg0ZkIl1shegxDRWfB795hle+MZBmvV1nsZV+NEr8q+Xy6KINU3jo297lvNHGghxNFEwjFOMDYzOss0qgd352xCKog7OUvJUVmcDShnw6jFWVqzD+W2ovIvjC4o91sDVk0h76Jvopo/SdIQeozQTLB8lbZSWRWVjVHoXkdNA792LW5sns/V2avNnyGy7nVr1JKm+m2nX5tByY4RhTCxTGOleWq0mpd5RlpeXGRkZYbrDGD1/9iyj9Tcg4mRhuva9BNbNKKsLFZUx8YhUBiVMpO9DW4PMui9yPe11fcxCQLrwSUL19xR6XVqhQVGPCZck6e6AWAfd/AOEuH99buQnSGX+V+f81XYCGq3ThP4d1Jb+CNM6i5l+EE1f2HTvpHGCUqmEqb2BMPwBEBFzHCd6H5p9B6a9v9PHHubnTLq77bWdTTqdplQqYVkWSm2h3LwGwzqKULuIrWmU8nGqryZoL5CzjiWWWJiUQisFQglUsQdVbsLwfTRlnmLphZTFMAPuh5AdRWwaOrLnVsR0BuFHKMNkYPc2RPUGZONJoqqNsXAWA9CGDZaOjxA0YoSK8JzVJS/QtSTYu25HCsLGul9ck+B3/qnbktCJyQykaM279F6bx2v5FLZlaOmCVMmgd2eOdsPh+ldt5ezhWV78lut47EvHuPquEY49cp5iKc/M0TK6ZrB4uolfj1g62kRWfeaai7jLAV/94hIzv7LMwA0lyifrqDCmenKWKIhxpl3MlESulDlSEvTk5qilPHa98ChRIY3QI2ScoKjFJx/GVJDa0kfzfAG/bdBzvWTb7/0CX/vA6bUxGhe4jC7lQlqVYp/F7S+/iv7ePO/84BDtsmDiRJU3/vbe5zznivxkclkUsdsOOX8k2SqtbssUyZZsdXe+MUdiU+6tAqPjMTCzGpqmMAomQcNH5QsYuQAtrZPfIkH5ZHYVcJ49jqE7qG0jbHnNy1k6cxzt5ltYmTtGZvRaqvVF9GwvARKFhpXK0Gq16OnpWQvOLU1MkNu+nZr5NKmB7bhBBt3oR2kN8FYw4ja4ixhuGr0+jun201t+FuEPMug8RXRqgOHWEZTMAG1Akm1/DtH+XELiWQTls4kd2mwq/BSb2CRDf4zmyu+Q7f4gmj61gdGjY4HoAUrTkJFChoJYVwhtDtu2AYjiY1jZv7noniilEYYjKKWQ6nba9Rvx/S0Uen5v7T4JJO3aL1AasJHyVeSMx3DC9xOqryeXNs+ttSe1swjRJIoM8n2/iqZPE3n3Ua2+h/7+foSwqC99DM1YwbZG6e3NMTc/TeDbdOtvRogIZSXgc3oFRK2EDB2UHiDwiZ0HKWkx6uzfoGc/ihum19eOe47q0gJZv1PSHviUJ/ZRcEJEwyLeUCCy9nIjYQPRjYgw0JPx2inwFEKXqA5A+prFCxT2Zrn3fbeyOFnmptft5ql/PMYtr9vDgS8dZ/CqXs4/No9UkuVySG3KYfFok9kjNeb2O0w8WubJP16gMtnmG9r481bl6UJRWn0SFRz4i/FNv9tmiG0m/XKAtK0jqiGObiGlQqwFgNddHqLzv9zQIvWJIihJpjciO1zirnfu4JkHp/BbEVa/zrDQ0Yd0zKxkeqVJb5giF5kQwuJ5BxUrhAaeG/Hv7vgHzKzGX3ztAY5PLfPskUWefss8n9/3M+y+oee5B3lFnlcuiyK2MwYv+tlBHvnCHLkuE7cVMrwzh90WlAZS6CmBldEYHkyqk666rYfyZIVr79/JmQOT3PqGPZx+4jS7XryD+XMz9G7vp+W0sGyLOI6Jooh0Ok29Xqe3t5f+YQYZAAAgAElEQVS5qVtQ5TqxUOg7riJcWiGIDcKaJJyeR1YmEOo0ab2JapYxLBNjZQa9O82W5gmY6GLMf4Z4so+t7izqfJotURuFJH9JoECg0vEnn1OYPR40zyb6dO2BWz+v44K9yNYQq4d1FLGKM+jqj+np2UqgzV5AO5QG2oiwD8IVYmMrodZABdvwWvdh9SRvLyGyJLc13JzfKyIs+xh+ewjf9zFNE6UuKFeN3kvg3o3jOKTTMUH8T+jyTsLoISBAyA2koyIinf8OqVxAoE4BIO0vk9LfDPR3ymw14rAPLI1aLcR1TIRw0fSl9XZ0EL5EhoklJ8JGwg0hYnAkQgMjnkXJ9e26rkkK/buJz5WQVFChTm/fHqL6LOHsbDKX2W48ux998B7IL9J3+wvwDk0zdv0Y5SNl3LrH3rfczvGvPcv5PzlJUO2kijnrFnF7zuXAR48z8ViVgx+Zoj7Z5vH3nCN0ImBdWbYjaG1wdS2TpPxVJpPP5y2N/glEXeB/ljKJLxhGiJHyiD0dlfZRvo5fzaCNbUUjgOppWl13YNx8A9TqxC97EV7VxQpcbnxpkaVjDa5/1zCj93exMuPzxT8b5+T3KygBppKUVGr9ohE4fkgKjUYj4PN/eYDDTyTrIfBjjj69eEUR/xvksihigF/8H9fw+ndvo3+ohOO2KRQKa4wQAEEQkLYzLM2uMDjUz4nHFN2780yd1nDrAeVTHhZLzB9YZClXJ1peQfkxJg5BpYlu6LSna8z1Soz6JKYZoBSctHVss8qyLkil2wR6jJF20a0QaQYYHXJOHVDLKkECm11AlCKEmzzEIkoeIPFcSniTJJGOCxHZNooyNJSKQfZBXEZoOVRUQVhXEcQRemTTqLwRS38FzWYTWKR7aN26CdxrKaY/y/TMswwO3sRsNEtXoZdGudYJ2jhrQRwpRknrf4kffZ2Q9WwGpSQq2oauJ7fc9326uu4m8XAmgDMxX8AwXsXCwgK5nvdgpp7unLvqu948rq7StTRbR5AbYp52OlGYCwvHsbOP4Hu76Op6GVPTp0inD2H4j61dE+iAU28okhFJYYaqZpEdzAS7lEVZvWuA+MKfZqXawDhtIs0SsadTSz+K3m6Scg0iX0eQohFvo9jysCrjOI+3aH7XY+kfTjB/KgUKzv35OLG/+R4HtXVFHFRCVlYWiAOTekephpfwh14EpbmKC9LBnVhl67ByGlEU07szRxgGdI1miWVE/3CKhccrVI93QNYtgWZr2FkN3ZboWkRjOkAnpHenTn+PSyqlGOmfpNiXvNT8anrt4n7/daiXvJme7hJuuYK7p0WpVGLx7DzfevU/4My38HyN+mKWR/7TOENHB/jSZydxWxElUqzgdri7L5aww7t4709dTW9fic98/BAjO/K89IFtlzz+ivxkctkUsYoFP/jcLEvnz9GoemTzKcLZgLAdE3gx9XmP7oyJP+djlwycSkDKPk42iHhEH0dFCjhPNhVg6go75WOnQgwjIJ1eh7asVmK2jHRYjQXEbkikaegyIgolUo87qUsh6sIA3eq2tRMgW6ePT9LUlNDXCIBisyfhrMnvInTKmD034VSnSA3fSr11hlTpFtqNGfTMbgKvCUYPhq7htGaxe19OtTrPQP9eZmZm2D66nbNnzzC6ZSutmZkELtStoaVCDKOFnfsGcZxCau0OsI7Aj/+ZVHY/fnSITOkQSs+QKc0ghMTz/2+azT6y2SSFyJAvQxcvoBH8AEUZpSTNyu8QejsRIkLXa/QMPEo6dRMtfxfIJPrtu7eswZbqxsT6NF0wbXFs4dTfSq7nFVSXd1DomUC3jiHZQSt4Oxp3YBf3oxkz2Eqn5b2DfPe3SDlTaGJzaCvSu3BSr6TIPybXUiHlrl+hWP8SUS3B34hrpwlLI7BkQ8tA9KQobisSWtuIZ5OMk1LfGEGwi+Z3OgGq5RCDp2geSTYcamGGVNzH3OTo2g7+QiUMEHkXKNrO4FeVqm5rhG6EWdBJlQwQiszuItWywzX3jTB7eolb37SLiSMz7L13hJmTy5SGM5TP1yn2F5g6tERXT5GzT82TMm3mTlaYONSiWY+pRSJxA0SgmhF2OSS7wW3loTFSnycMAppAhRyl/iU2hJhRQP7aO1n0PFptl56eHhzHoV6v0zxVx5lPqiNTZoSmKcJQ8MNPzOB3AquGkPQN2GzpzoKjKM+6BG4MWTAKEsuTCE9HNzROPpsElNvNgMC/ErD7t8hlU8QP/+0UX/n4xKbvbKWRU+uXnKs7dKPhVJKH33VibB1EtP42juJkka2y2160TdMEcSTR9CRXUxgSqcWIlIVM+WCnkT0akRZhDnbhhXWsgd20qwsUrr6V2uJx8jvvYmX5OPbALTQr0xiF7fh+AJqNlupKQOm7+tZA6Wenp9m+fTsLZ88yPDRMbeYYWnYLnncSNJvYXgFVReoVUtYj6OEyWTkD7TG6tP34K1vp1Q8QVAbJ9x5GiDRZfQeGMQNiFqmtlxILEWOkDuOr38LOdbJ5O8bP6kzmu2Fp6Q9Jp9NrlrEQKTLG/yaIv4kubqM4cPtam83mS1HBFE2pAAMV5Ukb76bQ9VbiYozjOITRb4D2/ovuq4ptKnNfAGVDD1hWmsbKbzM04tIKk4BhyJfQjNX+h6D9JXZNQ65WgSmQrcRlozJptJFfQS18O6lIRFI6/XdEjkncSiq1ZCmNyI7AUjJwMRVQ2zJDtiXQOzuSytGDePYIq8Z5HAsiX0dqEVoHK1rXA9K2i+skW25pSOIgRkvrRO3EEk5ZIUE7mdnCdVle8Du3M35ghut+eifnnp6kf083jaWEjt5KG8w8XaZ3azenHppEeBGLR1rsWxrn/BNlDvzVAo05Nyli+vHFeqt3fA2fwovZpIhXx7V+MyAKkgOiUBCHOmGUJZ0bobe7m5PfOMLw3q0M7hjk2Q99mer3ptBTOUJX4YeSKFpN75D0hBY+MTURwJxgbm5zObtqKGaaLeJO8Pej7/0hUx1qqvKCwzOPzXPfm3b+pIO8IhfIZVPEXvvilXfhDs7QBESgW5LQi8mUDLSGT2bAwqn65Ids8tkAM6/TNSyAiL49OZxqjcHbd7A0PsvOV1zD1L4DyEYVfbSH/hffRr2yjN1VIkQRIdBTKZodxuiVTqZDdeIsXTuvonniUdJdV+M32phYSCJE8wyWXoGggh4amM5ZzLib3uYxtKlBtjSeITwzwKB+mGipl35tDmop+pouVCHKgUoBPhgSlPsEGQlxM4FUjFv7MQTgnkE3I2K7jGVPXTRfm+bueUpqNfMgUqswNSUZHgiRejdCK6KJ7Wjar206Nmx/F60yQ5QWCFsBAYIAL/4LLN6KlLLD7vxW6v4XURze3A/pIOUKcTSElJK+vj4mJyfx/IlNeVy+cwdG6gmEUEhfIDcA/Sg/j+Yk1q5Rm2dRLZCLnUQBiRiMGFVbX5pxdZlgSBLUU4SNFFouIl8oIrqGoLaAUpDJ9ZK/9lbq3/0qKlZ4TbuzA1JoVoBQAqvPZvT1t3FV3yiz3z/Gjb/5Ms5+7xCV7y6x+N0E5yOOJJl0RBRJvKWA4393ipl9c8x/cYbpkz6QuBk2K9ak/PsMy6wEMNfBJXVWLl2Z+JNK2paoOEaTYq3serrczQ3XuGjNCsVSDb+ZBGm9toHbSBN4OuJL32JqdgfnvnCCE9oBrn//zSx9dRIQ2EaDpmdj6olVXPU0/E7bJhJNiTVc5Y0iLsin2H1jH6M7Q/Y9NEXfUIZb7r64KOmK/ORy2RTx63/9as4fW6E865ItmnQP2Yz0Z/HdgO239DJ/rsJdD+zk1JOT3Pn6vRzdP851L9nB9NkZ+rf2JME5yyKKIqIowrZtms0m3d3dzJ2dZnj3Dto/irG3dqOdyBEvLSMmpvEHC6iZWTyh0FUDWg1kNiJbm0WWUvTVx1EDGbY2TxOP5xhhHjWZYjB2UVOC3GqBQCaAzEZ0NZKofe2ZzuccsghKdojBcIkt0EKQHkQb4hzPB0ugLkpCvcQxCoQqEcUZhBoijkFq80h9Ff/BpzTw28TLOYLF453vTIR1E0bPXxOGdPJ9NaR/JMmK1jdvyzchsnXEa/w2Zu7tm74L3FvXlHAcxywtJT5KXd6N492Ebh4h9G6iUf4Q4FLq/wBoBzZlY/viWkwe7VxXI18aIgoHEdU6yI6S08Va6bouImR6BHexgAAiB1pTE4iahl5PoZQgOnGGIDeEEQi8Voo4EgSuiZAK5ZjEsYaRD/G//j2CMCbrepx6x6O06xYSQaGQIggMwnoCwQoRjXKL899O3GDNZhNDaHjBBSbqBhE8/72WuiCOFbl+E6ELSsNpYi2kazhHrAUc/E6FWtkjnzcwajG+Jmk6isF+nbhTct1uaJz4oWT7KERbdFYZZHUjxrBCpBZTPbfMzP5OJWGkmD8wv94HCVIqVtPOdQVWWuK1YxSKVEan2V5PqYxRxEKRGzR54P4xbrpjK2GgeO3brkY3JGePV9iyNUc2fwX+8t8il00Rl3ozvPPjSX6hbduEYYipp5g9v8LwaD9yn0+616YdxCyeazL9WAPK08zun+NcfoVgvobyFWE7xF32yGZjgvkauX4NtVLmfCFFUHMpd30LLfYAhZ1xiA8dw7ITuiRhJ7CUoRZh5R3CJYXZ1UQ2k6Acaj4pRV4l6dyY/hMkeAEXysaij9WKJEHHZRIkRSCxZaGUi5BpVNxCaP0EURozfRNOawYrcyPt1jyGvQc3cFBeCjPzt0gtscqcxgOkMo8i5Mp6TrGo4Nb+M4a8t+PHnSHT83Mb+jWBFW/MifVR3n6Wzv8JLfWGteMMeStdshfZWiS2osSKVaCJe3HDPyJmFlP+X4TxPiKOEkU9aNoyUVTAqf0KSmUxrGMIdSMrKys4jsPg4CCWadOo/yWV5Qaqk7NoWQWqS+8n3/vr0DWB9ASxqRHVfxZVexQBSDxa1ZNkWp3kkVhQ2/IAqqGwxx9BRZK4tojn+wg3hVtNoZkhqUyGqHeE1tPnQUFmW5HuG29n/E+/SezGCBF3/Ovrdy0qK8DpoOYppAoRwgQl0PUI3zc2VcFdqFRX3QKaJYn8mOL2DK0Fl60v7qcyU2P4Bf3MLzQZuqFEFIdk+kz6dxVYmKhQ2pKlteLit0NkbLB4uoammZw+vsJ81eX8MxUaS4kFXa0GFJSADg/v/EJAt6HWbFLPSx7blcUSmUJifQed74RQ2Nt3sWvnVr73gUPIlM7Lf/EOKjtyTH/lCKnhbiwKPPGlJWqOjq8g24KGGVGPQ7K2Be1EAbuENDoVN+V5l1+97xruf8M1m+bkquuS6qDTR8qcOLTMS14zRr54QcXqFfmxctkUsa7rfPtTU3z7U1MEbkwUKuysTmPFp5i1MOugm8cJ/ZgH5TjFSFLSprA6z87G3EmApowp5kOq5wLyeQhqifKUkbeWNBlFGlGos44ClMhGJDbRoSQXMobQBMNfi9THwgTRUWZdPaC3IbULohpkrkcES4j0DVSXT2P33EHdPY9lXYPn1RB6L6KUJQhC0oUxarUltgzuZGpqitEto8xOTjJaHKXSmKQ31UerfZa0zBEHFfxgGuQNGKkQTdyF23oFVvopVJxBCo9VqudU7s9BfQZdNkE0QF0HYt11EBsKzd+sPgo5nd6usbUy8lotx2Lz7xngVVhLOrGME+WX2km68GcA+OEjCFnGzq230668G8N+glTmnwAIWh/Ebb2YVCq1lsOcz+ep1+vYuc9gZb8OSmJ4L0E3JpIUPgkiDhH+g6y+zhQwMPVf1twaCsj3byccGMI7+NTqYsIq9dEod4MfEjgW3ulZVCNcA+VonZunMX6OyIkJAx1ND9e47gwzWKtYtDJtTDsglfEIXJ1W0wZNw2+bKARbH9hGZbqOWUhjK52RFw3hVl26dpfwVITn+Axd28f4vmn2vngnT3/xGNtuGuXZL5/GyEqckwHj3y3TWHBpLwVITVCf9VY5BC6SBjHuJV0BbNhFCFoRZDWFlDB6HUhDx9BCZs8NUG4NMTC8gmzXWZzrwZ2q4L9gjDPLGRSKv/mNw9z8s6Pc860Xc2TfIn/409+h2NDIqaR9DaiGIQiolxMLWyJwLgB9OnusBm+4qKucPlLm5+78AoEfs/v6br741MVEtFfk+eWyKWK3FfGlj5zdZGE0VpLUsWrToxeTsBO1juNE1WzcpV+cO5k0pHWQ2ISpofyISM+iR02EiNH1AKtHR3T1EwmBGM0Rem1yV23DqczQdf2tVGaO03XtXSxPHya39XbqlbOYxe14vg9aGt0q4jhtRreOPefYmu1H0a0RIs8kUgZCxIh4HEPTEfIcethNThwmqmoM6PsIF7ro033CpV4GtBOoWoF8zzJoEh2FvWnBH6TY9whCrrsKVDSMIkTTpzf1Q6kTHWs8wQ0OCzFyabM3T4T7kPI3ATBNk97eXnp6evAWXw3+N5CxJNTuxrLWt9wK9+KcZ+mim0fX/p1Kn6ReuZOenvXc0UqlQrb0YazMQ+v3TXsQ5euYlVWlAqZ8ZL1dQMRLqCjDKtl8c/oATSlZhZFR9RXcdguhSwzdTQozLAu5fTvNffsRgGZmGLvhGg6mB/AWmomvuWMRhx2oVBVDttgk1SGUNVIhQy+3cW+8l94wz8RXT7H1Z66l8ZVx/GqEO9ti+jtzNCZanKyfo96QNBZCzOwJ/GbEPmOcOFA8Kc6vve0bYYKidqE8Vy7xJR0dKrHbYxT3vXuEg5+cx6nHaL0GreUQJmyKXhdTZp5sh6m6vjRE2BpK2kyHzHcyGpoonvn+As98f4HqvMO56TpOMwQhiTrboUDGFwUThQZRrNB0QRQqckUTqQm+8+VxTh9e4Y57hrnl7i0AHH5qgaDzLJ98tozvRZjWc7twrsjFctkUcSqtU+gzqS6sI2it5lNm0waiKcj1WDSWPfq2pjHrIbkRm6yhsIoGXYNJCllpV5HmUpM9923Dm2/Qd+cA3lyNwnUDeMstMqNdTJ2fIFYRMp0iZacwDAPHcbCLRcrlMqmhIVbOnEDbvRdPSeL8ECpzliiuYYQLaNUKtr6MiKroriTlTaJav4nIXHfRuILax+nT/wzVMOgSwSq4WiIhiWZxE45L3IRImLiV4NeGC8lLJC6juzFR9uKnM46WWVVIq9Kq/Rx2dgK0BzcduwrWI0SU5AmLGL8nwlzW1pSxCo5yoQghSPX/MXHwn1AqIGXuRCkXJ1yi5Ywj4zcR659E1+uEUYrQvw7feSkIn0zxY6BylJdeiGmFWJkH8aM+TO01+OFB8qWHLriWAiPE7wOtJtC9zgO66t9ZFStE5CMQimxvgczYC2k/8XlUoNByOpmUgT+UQiwl/HphZZqm6Mdr2AgRE52oEI6fwevslDY63wPPoFHLkcm2OzyIyctcKVja18B76Js0mzYr5SLff/jrVGspLuntjQRg4Dc7GBqrjBYbxiEvGNeqJSwkqDjxE0tdYOU1UiWDXB7sLgtkxNFvVdbmZuyFPbzsl3ZiDrfZcV+JuccbfO+/TgKwMB+RLQC+TpzykRLM7hyR00TFiu1v3Mudr72GTx55hOaiAx2Q+7nTdbbeXMAlJEIwK1trsP+aJVECUmkN34uQmkS1IOoE8hpVnz9//1EgWU+f+vABPvnwKxgcTfPM/vNslOqyQ9/QFTS2f4lcNkWs6ZL3fO5m9n9tnpRtksoJ7nr1Lo4dOM/LXns9R/af4voX7mTq/DSDI31Uq1Vs2yYIApRSWJZFs9GkmC8xe3KWrXduQ8jOw3FNPwB2f56o7eJ/4zH8Z05DGOEO95LuEsSVZZw+SWpxhtYWmwH9NMGPMgymFhATMf2mg5qBLKDSISq7eRsWnz2Ndt0PLxpX1Orku17g/riUPG+RR2fmlTIRYl2bq/h6MtbbcOPfQKmA0LsZovtx6worUwB5EN062Dl3IyZFB2pRg8hWaE5HFeu7n7N/0ti69rcQKdLGhyjPTyVzv3IL/f39rCyuVtP5WOlvI0SM796GJvZS6P0D3Og7ANRqc8TR9rU+bcIl7nxGBYVeuZnAL0PPNQS1FtK+mgBIGc9gtQ4lV6o9w9LZ4/RmW2vt1JankBv4EPUoJLt7BGUH6HpIbBiMjm2ltX2A5rHNO4dYCcJQp+EWGXjRdjj88Fq7VsrFa1mkbZcVIAjkc961VaZvI6MRtCJyQzbNBYeePXmiKCQzaBOVTIQJozd3szJX546f2c2Jx89x9QtHOPXENP07SsyfrOKFgsq8Q7sS4jUi5sd9ukdtqvMOkQ9Lk22+9qnjHNu3jK4E17+sC2EIVKAwNIUmwMpJpCbIbSvwor96FdKQuGWHp79e5pk/PI69y8bAZ27RI4hivvfwJPX/7SEQLEtv0zCjTol3UFt1Bz5/MVPgxyzMNBkYsbnqui7gbHKrJeRKV3zE/1K5bIoYYMuOHC94HVRmfdotH4HG8ozLyf2LHPpameVjcPLxeXK5eZxzbQgVVjvEXfERUtKcdigN6FBrc+aeGR74wr3ryrgjc5/+Gv6+dT9peGaW5kREttRAhR4C8CYDrFGJbLcSJDZttXIuESUvkeT5HHtJzX4pUfOzKDRW65MVaYTyUNoYcVRFT12H58xhZ3bit/cj9F04wRBm+jo8dwWhDxN5GlFbJ5u5Gp+3YVgTAKTMASz9lZjqGSqNv8F3NaRMEUURsf92gngUzTyKEH6CIRxnkbIT1VEpEC5hTmDY76a67AH3k7rkSC4taoMvSckvUej/U6JgB27rNRhWMs+m/TAp7T0Ewem1fOGYM0ThPTRXfhfLfhJpPouuz1/Ufpj6D7juE4h0N2H+WXQxjmWVkd668jQyFgPX3El8QAc3RJiKTCGHV+qGxSTQGlfL+O0aup68QGXQZOrpg3iui9QiBIooSpZ31IHhVEqQf90DuMefxF8OEEIRhckA3ChxiAfhuiWtZ3XG3rSF4o4CzUqLXa/cxZmnp7jz31/PE188zN57t3H84QmypSzTx2u0VwJQksUTDc7vq3D+yRVmHnE4t2+Zh9ITBO1obSfgENO8hG94VeanGjSnAwKR7GAe+/4SOhBpMLanyEv+y21c9aoRZDohDQ2CgCAMOfrtZb7+e0c690QxJ3z8DljWqv/XQttY2/gvklJvimbocc2tfZSbgiDI8PO/egetimTfdyZ5x3tuucLo/K+Qy6qIj+2r8Edvf4q4Y2xq+lGiUPE5cZquyEQjyRLIKUEKSUYq0he4llZmArqyMPXdWRrTLfKjm7c8Ucu55LVVLNcsUqGTBOc0HaHFxH4OaTdQWhqFhvJ14kKJOHKRmasInGUy23/rku0apfez3LwTTe9FkSYIIzLZLdRqVfp7B1icm2OsZ4zZiQnGusaYaRynkO7GCaYQokjILJrykTJCcRa0gI3PY6RmaYfvIowPo6XOk0mBiv+MBPRHYgpvU39CfweB8zoM6yyBdyN27mNIsUjU+Bh5fRdt7yTO1PcRWj/WwJcR8vnpbKIoIpVK0Wo1ieSH0ISfYEMID6UMhAiIwn4C18bxf5Fs6WPEUTdu87XkcjkajZcRx0UK6Ycu2b7wfo2cJsHbQDdkgWZBXEggRmPtKDPnxxnJVFDFCBFLvMWTRFJipTyEVITKJz08RNPQIQhB0xi+6iq0G6epLU8AEKeLuFEO73SyAFUQU5tcRjgmCRaHINvrI9/8U9xw9408/NavEJ5u4wc6KEHhqiztWZfatGL2mRrnH3KYebzMwQ9N01pw+ZE+vpbf24jAvQS0avVc4ioJOow1KPBRNC9wysYoHCLMTmH9uFYnFmAoSZdKgWCNVfHc8SqPH58lvYE5QwiBEAKn5W5qV99g9uqGIAwUAfEmJSwl3PPa7Tz68CSxUqTTJilbRzcUjVpAZWl9zdVWXOZUm/HvjvOV745T6krx9KF38svvu41fft9tl7znV+THy2VVxM9+d3lNCcO6v2mVJklb9WOu/n6JNgwrOaZrT5HMgH3R7wNvew2t2UXCqUUQoI0N0n3XVbQX58jfcSPlsycZuP0OlicPUdh5M+WlCezuMRzfR+opNMPezBg9OMji7Czbs9tRUQVkDhWMI7Ru4uAkQqTRxSIyOo8mFbqaxAgKFMQJRHOAHu0QYXmQfv1Z/LkMA9oMOAlDL45GmhgRKUIRERUUsUoU0upWOeZx4gtMlVV+uEuJYR1CN8aJo+uwrX9EasmxYRaMykky2qnO5E4TVD+C2fXB571nqwy9SoHCRHSc4Gbq4IZjCsTaf0PTd1Jf/DJSSnRN0mg0KBQKuOH5SzcuQBlqs18d1lahsuLOizPL8M7rEFM5ZJQUbKS7CgTD3ejzHb94tEjD9xIlDBBFTD/6OG61vN5sv03pjfdQeddDqx3Hsiwcu5fyqcRfLAxF5b8/wSRP4dTsZKfTCbaVn04Yo8NI0HAMGhOJkmstJJ8bue10kShTeZFbQxF0hqhIlJ4Tx5vcAkZWMt90iaSipTpIHAKEAh3JZj9PItfePsLo6PAadsiqjP76VvxZnROPzBAWda7Zkmfni3poOyG3vHwLn/34szz95Cy3bOvjqR8uEIWKP/7C/UwvN/nrryauoVe+eCt//lf3Uq00eON1m7kM4wgyQsftlERXVlwmJmp096S5Iv96uayK+M4HhvnOZyaIOu7U3pEMyzMttu0pYlQjerZmUcTku0x6ihaImLG9RRpLDXa9dISpo/MJEtv+01z76r1o5sWRWGugm973vZ1ms5lsqxWUhrbQPnYce89ewmqLyMyhPAiXFzCXziGrs6TbFfCbmFmPdGses2hge+Po7Twj3lHCkwOE9nmQeVB1VhHNANayuiKSB8pbD86ZEmL3dAIEE1cv8JOuv2qkL4mINqCj/evmWAgQWgupPb75++jiBpXo/7Ht9fb24nlJXvZzsTZr+il04xQWD9NUoBvThP7VWNZrqdVqFAc/v37NjTpEQWRq4PRBJNBFgoXshRcD0yMAACAASURBVDfj61kyYeKTF+ESUxPPMKLqYESgBEHlKEFkY1oBUotRqo1dKNDKZVCNhDG8d+sw7dBm4akEO0PXNHp2DXLOkKggyQxoTldoVHLEUWLl+c3VEmFoOQbRBteEUlB3NMxLsK2s/t4ZFvNxjCMgryTWJmUsaBIlK0eQ+AMuuDVBM8YUEqezHnJaxH09Ej+S/KBsEHYmcPiqHFt229z7lm3cef/YJfskpeDlv7eXz157jPITLqX+Mq/+3W2k8xpnjs3z93+ZKNujT8On/vkedl83SLFY5JsfWI+HHD68hOu62GmTYrdFtewRoaiJxNUXEKPrkjCMuf81O7nhxh+/rq7I88tlVcQ33zvEf//enbRqIemcznW37mR6eore3l5WVlbIZDJ4nocQAl3XaVRbFPNFpo7MMXRdN7WVZYgVzpzH3P4FygerZLdk2PPWnWtElFHbY+oDX8I9PoNtO0g9ZqI/jeEtcj6VAtelMdAgayd+4XTGRTM7OLZWgJ7tbLtqMaK3hfL8JI2udR5hgDLqndH8+HLVjcUeGz/XfxesUtRHqSJKVdHE9QThNLpuEqtpIEvo7UHQDdho5jcR0r3wUuttXmwsofw0RA6xpdC8JGUsjIfwG/MY2UmkMfqc7SU06cmrphncRqSe6FxHgDIR0tt0vUzhMwjZBv6J2lI/QtyMlJX1vsQ5kG0ShDcFZoiTuQtDvJlYvAeQaNoHkL4kXNqHSkWIwGZ4dA+4O1B+kktsd6XRGMKY6HAA6ss0PA8r6xCFHpoWUznyJO36uuvKn1umVqmhNmwxZADmUC8rh9rEscQwEythYbFA0Mk7loZApHRqSzFRrOH4l1DEAhwpaHmKGjGr6dttYgwkQcc69lGEm/XyJeWqVMiudIdbTwgKesSTbUm4IRXupld281Pv2topQX9umZ9oUJ5J1kxlwWX82Xl23FQEESFlki6q6QKpq7V7/aKXjPDRDyfrSdN0RkeTNfLggX/Ph9/zXR49PM/0qSQW8YY3Xc2f/Nn92LaOYVxJU/s/IZdVEeu6jtuM+MHnZqkteRy/2+Ho/jlyuXO0zjigBO1qQLsaUhASf95nS6+BX/Xp6XmG2A15Wj+GChVHN+C/1ut1bnjHXmzbZvHbz+Aem0XTI7RO2a630EbLg3TdTj/WFVlCP/4cSZ2xSP6TCiUkStuAxIZBYs7oKBJaGs3aAaoJ2m6c9hyZ4guoV8fJFO6kXj1HKnsDofMESnQRyRuIIgMjNUi7Xafb2MXSzBzbt+/k7PRZhoeHmZufI5s/gp7+z0BM2P5dlHroectmV9OwNiljwyE2FbKWfCkAQ85g8A/4i4+SGvreT3T/TPlLONETnesolMqxWlIbxzZe615S2W+vHS9lg1gudnzJyXFhsJPI+QO01H/DtJ/sfJdGmR/DSo13zvtzUtZvr6WFKdNhfvo7dEX1NRAfVXsIy6kgB+uIhgUBFGrfIMguEjiJy6rYXyC/+xomv5GwiGi6TrGvC6OUJlhOXsTOQoOWoxPHiQIJfIPFZg9BsD6BKob+B4ZY+uTs6ixfNDd73zbE0nLEsX9cwOgoXIBQgCtigo4vWDME+MnrN4fsvIahTkwsQCfmhT0+haxP29XoG6wgBFSrmQSPZIMcf7TCW//rDeTz+Qu7s0m27ily231DPPHtabqvslEix9atW+np8rnjntNMnFrhDf9xjG27+tC0ZB6WF501C396qk6r5ZPJmPRtyfBbH76F/W/8xlr7//ilk/zt37/ueftwRf5lclkVsYoFf/Tzz1BfTqyOgw+t++8ysUZmw+UdBf1C4lcDpEjgLAFUeLE1UpusU6lUsG0bq78IJGAta7i5ukg+DQMVBLh+D2lzGVIZyIeEpg6ZLuIwQI0O4beWSG+/mUb1FPmxl1JeepbcwN1UauPY6Wtpt1fQjT6i2CKKIJ0pUa/XGesfS64dx8w0JsjnxqiXD5PSt+LxLAY9KLkA8SwaCwgWMeM8ghNobj9d2o9olRfpGlzAUTr5/hgh1i1OPf2Bn8hlEUfDoGw0I6HAEUKh4hRJcl71goNnUEqhWEDQjRDPHeE25F348fVEKoGW3FhkIqWDlfkBQt1CHB9Fil4s+zzp/NeQMlHCSoFuPoOu/z6N8lvQ9AZCzpHO9BLF635vQTdCdoFIg2qjEPT07UAPB6GR+LhT0aGEWm4nMJlDNGOMqU/AjeDOFFGOgb9ygOXqejlgVGtSW1jq1O91ruXF5PcMcPLzFTzPoJBvM/bG3Rz963X6ID2rcd//cxsrB3/I8sk6e984ilvzWTpboTnhs/O+LTzwP2+lVquhZRRzj9epTNXQhaDL0sGPUVJy1ZvHWDzT5Nj3yh0ciuRmSqAkYSAdktLA0JL+9fdVyOfbRJGGH0i6akXySlIn8SlPn2yRzRTQ9ee3QjVd8sGv3sv73/kwX/n7cX7zZ77Juz54M4tzbR57OAGXevShBd7x7heunXPPvWNcvaeHE8eXecc7byKTWceO0HUdY8NbIY4V01M1hkeeP/B7RX5yuayKOHDjNSX840QTgqADYxkHETJjErd87P4UzrJLdiRDHEZkhtLsfvv2NTLFrrt2s/W9P83s154kDH1S1/Sx4w0vZfb4UXquv5bl6RlSQ1toei66aYEQBEFANpulVqvR39/P8uwMY2PbqI8/ST6zA+v4F4AsUktDexLLnUZzD0E6QDGP4acpinEi55fR7JcQ1f+YAf3T+PP9DBqTqEqGXq2FclZryVg3wv3Ej0w7QWLzsmFH2SYvoI2yzmEHoCFWyTjjHEI4CcQkILVpUEXc1ktIZX7QOTfLcuvT9Jr/Axmt+48V0HDejtJ/hKAEZBHsxpK/gKnfdcH1bTL656kHt5KQ9GwWKRvA452KyAZm+uxF/RdCgXyCfN8TG8bzUaJgL0Hr5WiaQTb7CyAyoBIFLlBUF39Avj2PqSW1GSLYYJd2O0lxhVAQaKQyLirtYRRtMjfexsnPPgxhhLBMSl0l7C15GstJ//2VNl6hB8dJbO1KNcPINoE9nMKZ7mQ41EMOfPIQmlBYJZ0z35qjOb++q1o4usLs/CzZbJa3f/pufvSuf8Z5LMm3XlzO026nqLcFx/8uCVpaJBh3G2U4G9Cf9Wk7Bq6nYRgBxWILIRIWbl8p5mtpSkTUtWRe3FbI3LkGW68ubmrLdV3K5TK+729KPzx9bN3wOXJggVJPksjoE7H/xAIf+v19/N77X8zSUot7XvQZZmYa/NI7b+KjH79v7TzPCzkzXuenX7+Np55cWruvff1XCjb+T8plVcTZosWb3rudb35ikjhW7LmzhyiOKPWm6MlaaIZgcGeB6nKTm1+2lfOHZ7nzDXs4tf8MN9x3NWcOn2X0mmHKlTK5XA7HcdA0DU3T8DwPpRSx69N19x7qwic4t4yyTYJAQa2Bd2YCxs/gnJkgrFaJPI9MvobRXkJaFvnlWaKuDIOt04Q9eYa7TsG5JBgXi0foSUdrwCsAcZBAXBIkwbmgfBQx+D2ixicSJRollU+iA4O4EUToOWUDVdJGEexCsWrhwqZAn2wQR0WEVl3/XVSJw+2gngFRI44junpKrFR+n674lXRgihPLLNyH0kFRASoopnDih/H867H196LLF6z3Q9hk9L/GDf8/XKeBYf9kbo2LxiM2/23ax0CdBhHQDL8JpDF0M+GtA/K9GYzsKwidkyCS7D191V2fCWGsnkzJ6S4g2QGplf1MnXwVhB0Xh+ezfPwM4QYfcdjwKN5aIG37mEaIH2gM7RnAfVHIqc93XiQKDv3+Kaptg0u5JcpHG2zZsgXXdZmdnUU25tfGl0l7tNspog2+XV1AoNYjBiMlh6GC21G6EXuvPYuuR3iOSRgmlqjTTFOyQiJv3Z3hEfHrP/t1/ueDr2ZkR4F6vU6tViOKIkzTpFQqYRgGUmrsf3yOe39mlHMn6qRsnde8ZSuVxYBS7zTHaxW8SsTH/uhxto4V+fSnDjIzk+xQPvXJg3z4Y69A0ySeF/KiF/w1Z4/WkAhsU8cJQ0ZHC7huiHmJ4PkV+dfJZVXEAPe/c4z7/uMoSiny+fxacE7EGpWlJt1dRc4enKVna4ap44LWosfyoSbj8QyTj8xSHajjnJ9H13Vku0Ls+BAq/OUW090CVVlGy9tE9XWL7fBnHqWnf4m6kTyQGzNvnbRLvr/2/7P33nGWVGX+//tUvjl07pnpmenJAYbMSBAEE+Iq5rgYV10V3a+uu6yrLm4057wrC+ouYFhEBZQkIEhmgGEiE7t7+na43bdvrlvhnN8fdTtN0Nf+IX/82Of1mlfPrVu36lTVqec84fN8HqCdNmuU0LMKWSyjEjqaM8sPeBy4+zGhZS1yp/V+CEcXED3OdvpotyECFAmUAs1ch+8XMWMn47mHoeSi0mUC2Y0Kz0CpJtnMBZjaxXjhTbjyUyxaDdpi6KcguXvus1IQz/wCKIMEPSxRqz2GH2xGJd8L7nfnf1vW8IVE2UdjWZ+iHrwFwQoSxtX48ueEcgjQCPkNZqyFUsacJX48mTXIjhtSUUQx97ZlP9fMD4AGXpYouWgqPHUDsn4O6dl+fiZIE0QIMh7FcdGBU8poh+JoJQsjqLBspcO+RAxZb4ImyPV1U15epPl0ZM2FFQ/NDHDsWSL4kEO/3EF5cTPrY8YvhKIz0yQe88hl6vz2vK+x9GNn0HH+emLhdLtLnULX28iaLNQbAitnERoCZ7RFGIZoQrAk0ySTrSGEwjBbmO15asc86sUYo4VOGvU4XbGQB32PJiFl4SFRzOxu8apTruNffrSVdVuyJBIJOjo6FsHY3vm2X/DTH+/EsjR+/qvXcd75K2m1WlzQfw31akCozcPnHn10iCefnL/4geUZlIK//es7eOjBIXbvLM2TwLQf++HDZc7bejX/fvUrOHtrxG8hpZz7F4YhQRAQBMEcjW0YhkgpMU2Tnp7/Q1kcLX9yRdysSL7+vic49FSFfF+MWEPgVyS6IWiWAvqSFn4tRLd2E3qSh+z9aFKxjWHSMR9DV8RjLRw7xLI8YrF5EGq5KklnWKSEAZBREsYwj5OUm+30QXsuzsYDDIEw5fz2hoEyJUpzkFoGlCRMDxCoKlb8ZJr1I6R73oumOdjd1zExcj3x9OnUawVMewV+IFHKIRbvplwukO9cR7FYZFn/MkaHhliaWUrZHUcFIVZV4gcBjhUSegWs/EXArDKIlHDESdyLEpH1Faq78VsnYzlPLdi37YoKMEs6afUpskYDz10NukKTIFRECmTUNFw9jaZX5hVjWxSHqHqvPAF+OaBeeROG3sC0CmjGk7CgyESEnHBWhWGOmbEf0ztwNaF8AonPwiacaCDjkSY35RJinS8kLP1X5FloUSdsjj5+LCTcWEe730JIn9aT1yBnUXdSUXxiN54/P2eCsku8d7FbnV2ap2tLnvG75l15O29FiYv2etyRbpJJRsdxXRtdd/H/6ybUE/9F3E+i91ogFNb5GznpvNPRNIW9PEttT5nx20fY87MWwVQAKBLJOtls9Fw1bf7eC03i+waVSoTJrckIcWGgRWiH9iLn+4rdj9V4yStPmevIMiu/v32I3//sMGlpUvF8HnxglPPOX4lt29gxnXo1oFPG6NkS57Sz+/jRD56eWzxjMZ0vfPlsXnvZDdx1ZxRWEWIBdcYCGNChg2U+8uGb+eF1Lzzus54tMBFCoGna3Djr9eNDIp/r8idXxLd+9zB7Hopc6MKBOrbSyKgoQWQBfjtTHrUxj/p1zXETSIGhqwVMbIvNFK09emHoqGB+QutJEzsZILJZ0HWwLbR0hjDwSW7M02pMklp7KjMj++k69RyKh7aTXX8241M7iXduIBi9DTIb8WLrCENFLJ6gVqvR2dlJcXycFfkVjJYPkLEG2+fvIww2IoMMmjeBkCPYsgnBOI47iV17BI215LQy4cwSuo2HCScadOAiaEWpdnTwIsBTa/xUhJZHxZZHbPQCVJilVXw5KftqkBDGFSL21BxXxWxvOyFCRADKUOhBNOltnsHLhAQGESGQFEhbohslKuM3oJvPYMXvxLB/uwD3fPwXRgjo7fhrNBE1CVWqRT34C0L5AIQhZlkndCQyEfFNyGA5mnE4csONEh29N+KHPwXhL0J7BP4SUDkMKyrP9VpN6tPPkJ/F8M6O63jecDi/0endgNU/iTcaJRazXZ3IdQEztx2Mdq16YC+eR6O/G8I+eXGVycBr+sgWYfePCu3rPpqeTNE5MEEmX0SszDK5rw8QqAe3U7t/J826g711E8/cUEJoElWOtQcv2vHpaJGTUqCbPnbCZXykmzCwWDEwSS3eyW8en03uCU5d301ijc7dvxglmTbZeFaST733DkYPNXj/p87ijPP7abkBf/W6WzE9jRwOVkLntNMT3Pizp7j9tsNc8p4BxnY2GVyf5sVvXMa73nZXFMZry3e//xL27i3PKWGA3v4E00U3IgJSbd6jtixZkqGnp6edzDOPWRSOFs/zGBkZQUr5R/d9rsmfXBGnOxYzHcxW0wkBvgI9phE2JYkOi/qUh708jiq55AbjOJpLotchlQ/RHUFuuY3vunSdvJTpwxOsfuEmjjy9l9UXn8GBh7cjay2M/hxd6weouQ1s255zlRKJBOVyGbu7m9LQYTpWr8EVWehejX9kjMADMd1E+QfRWhba+C4s+QQ0JjFzgnjjEEYlxZJgJ2pPBwPNvcj95yBWfQc19i16Kt9CVQTJE8SFVWkYJwey+WhU2qvaukUQfViAU1betugoLpiWhjTAcqs44hqE16Z2bHMsCOEh3ZdQmXk9mUyclncHduJq/JzEKoqIfxmFatMs+8ZSiB1GtXFhTuYL6MG3cVsHMex7o+aVIiJWP55YfHZOCUfnt0maPyBs3oM/9RfR+FsJwngD/HczM/F6Opd8FEVUSOCHv8U05pu9zl1zcCZCpIFIEdvWGlI958PUbCFNmx1BmqBHv5dhliBYR3z77rnjFGKn47d+Mfd5+ul9NETX3Oeg2sJ0TIQh5hA5dtKhs7+TvcwrILPL4JRLBnjmulHCcKEiViQSdZauLJDuKqMZEsOQ5HpLTI9GlKC6HkZ8FzueZOUgBIGJ7WQYHe0EFJYTMGtnxpMNMl1lEIrK9GwSTjC0r0XLc+YWoLd8cj1rz87wN59Nk+lw+Mn3t3HTtVEO4crLb+OOg2+PFj45P/++8vWL6enJ8tpXXkcQSgxD8Ktfv5wzz1rLQw+Osv2p6bl93/Wek1iy1OAdf/77Rc/7Na9bzze++hiIthJWkM6YvPEta/irj5zzRzHNC8Wyovh3pVIhm83+kb2fW/InV8SXXbGOWqXBjvtKbD6vgw0ndVGerLH5wmUcfLrAuX+2gV2PHOC0F61n384DDKxZwuTkJOl0mkajEbX3aZOax504pZFJugb6aD4icXqyBE+a1CeqeLsKuE+ORMVLZ61CNIo0PR/brKEqFdwU2DNHqKXSxIsTFJMpYrUqU7ZJyilByiPbBvdrCRfdaStGK0CTbTjWEYXW1YLmZPR+VO+j8MyvyDV/jcUfTs7N6ds/IArzGFY3zdPQvNnv5/8KP4qlIsGu3kmHuZSZymVgrMBuW5FePkSrZpCJOrOVsjX5cUx1LbaIXjjL3slUcZr8kmuiEMUfgMtJmcaxX3vc7/TYBdD1n9RmdjLjnoMctcnlOjGMCpXpS0nmn0QIMK0JPPcUTHsXuliLVPsIgm7c6l/S2ztAub4E163jNS5FV7vpNmcXKEk9fDGOtwPdOQIKZGOApvEB7MkrUa6OcHS6+gbwB5bRnNqBUhBLdZBat4KJ/4xCOMqXhEGA0OcVcXnvNDO1g3PXYuVN8v02hTt3s6K3HMX22wac7XjE4i3sd7yaxvAdmK0H0c0AzZAkOspkl03RqjmUR/L4rkOoW4gQurvKZNJ1NE3ix7J0dk2i6QpNl7gNmwM7B2efLEEo2DUTJ68M6ipg5fkdrDg1iWVZ9LQhYx2d81hiw4Lbf76XJ34/xmves5IDO+ts2drD6pNsrnzr3SzxElSFx3TQIpHIYpoma9d2kO+wmZ5qsWRpgg9csZlvf2Enjq/TEAFKwMlbOgjLi4uJutIOe0evoFgsUq9XGBsL6O7uZnrSJZO3/2iBRyqVYnp6mmQyeUx59nNZ/uR3Ip5wePkHl3PGpV1Ylkl3d5ZnHvNxYia1KZ/RHVX2315CFg5y+O5hDvWUqO+fxDQNtPoMyg2QvsKbbJLsUohalQNJi7DmMWL9DumFFLSHSSRq6G08ZunGxzAtj2SmhmzHlF1NEku7yFY0sVQtcg1Vy0ca+qJYHYHOnIW6UHnOwq9mk3IiTseS09Grr4XC51CY7QQdKLMHFdTRzRTKK0ByPU09SSJ5NpXyAWLmAXT5FEppuNobaanTSWVPYWpyL30dh6jP/BZH28Zst5GQTjRVjBAEgCxvwnR3IUIQEjR5LRn1G1TqM8i2y690aCVtTDNKTgoBVvxaVHApSv2+jbaok8rdggyWoJtDi57d0Ym3eul96InqCQsKdOdcEp1nMzU0RDweZ3p6mnQ6TSjPXRDymILgb8mm5xV6Uzap+GMMD4+S79hKPPE/JFPfBe1GZMlGCwIUGgn9NnA0jP0mWkuDdBLZ6aCaUahLNRWlZx6jMh3g1eKgINg+grVgvLLpo1ohesJEttpwOU2n+HB5fp+yy65PPtq+Jg0Dl9UnHSLd0cBTSfSzzyOxKUEmuQdN2mjF5djbRsitHEfoikS+hkAxuW8JuhHie5GCtWcThNkmuYFJ/Fpk8RYLnXMMcX4g+N2eXhxfp0WU3Ns1XORVG2/mDX+5kb//SpToOuPiDJd/ZB2lCcVJWzN85PW3z41/85lZXvmOAW7+wSgHd0ZQk5SyeMdHt7DllCi5FoQVbvjZSyiMapx1di/3/Go3t119gE5iNJRPLelzw0//jFee9HPy0qZFiCU0/vWrW9mz6wDXf+0wM1Mub/jgct550W8Y3lcjnbX51c63kOs8lhNmVjo6Omg0GhQKBZYtW3bC/Z5r8idXxIZh8NV3bWfnfVHZa9o0cFo6mrELGShuEgfISY2HGCWrK0xtkrgd4JgS2/JJxOctxOqoJJ2GsBYpV+m1YUoyKg2dzVhHG1nU5WPOtZwtRdN1CEOwLDSjTqAymHodZcagw0RqIaSXEjSr2EvW0awOk1p5LqXpHWT6ns/U+G5SfRcSSy6H5LsZ809FaTEMK0ez2SSb62RqaoqBgQGGDh9m6dKllIYPE48P0JjeTlz/RHs4EoNRPDWArg7haPcj9I2EpFkYrhAs5o+1tN0If7H5aogxipPTpPrbaA0BpjmxaB/TfghPZRaFBcz41/CaZx2jiBeFDpSGY2+kWCwSj8dPaM3MbhdCkEql2skZByO+GcN6GkEXHbnnL/pNLBZjYGCAsfHdKPvVaCKcix/7eRd/6iKSYZsLQUhQFqpuIoxpsJMozUbIFgpBumsZ7rqAie0Rs58Ti9F7xipG9AcgjA4qmwGaM2+5uRNNwuZsCE1gWfP33bAEg+vH6egsohsShxqxxg1YhwWOGzVqNVf2Ic/9DMGvrgQ3UuimFZDscWnFl6Htm8T3TXwv8pvyHQWcXhs17CMDk+4lRRrVOKWJPJPlGOMBQMiE5hEKcIcClAbXf2snH/r0OSjRwvNaXHHVeXiu4L0vu2nR/Xz6kRluvf4g3/zHeXrYZYMp/v6qC/nsR3/HXb88wAUv7+Uj/3oBZ58dXXfxyPzvu7Jxbn/gFXzv24/TqPuksEgB575kGa97w1l85qN3ceM1EZ9HYbjO8L4o8ViZaXHjNbt451+fdty5AaBpGkuWLGFoaIjJyUm6urpOuO9zSf7kirg+488pYYCKF+CgzzFXSRUlwhfxo54AAjXLfavZBrIVYKQdgoqL3RPHCBpz8DJrZSfJFTGUDHDWduLOTJM/bSMzQ/vpPfMcCrt30n3qGUzs30dmcDXV8jROJk9NiTlS+nq9TkdHBxMTEwwMDDB1cA+p3o00pnpJ6OtQfgEKv0OVHoGJ+8jXhgmMTgzRJB34iNwWest7oRIwEO6EssOAaqBqnSwJiyihE2YiWJah7iYj7kaVBWld4ZcgcVQuQ2MxguF4EQQB5I3P4ckkQq8cZw8QWogVu3XxNiGx4w8en7ditlpRSOzk59Frn2VsbIylS5ce9/gQEQdNTU0hpSQej9NqtShPfI7u3iLx2KZFMeZZ0XWdzu4DuLLNAzILZqnq2OG9ESOaUoi6DqNxmPVKzDjV0QymVSdoWjS376BWnvduaofGmRwZj5QwgFT4M03sLofWaAQ60zTIZZpIJWi1dOw2F4lmCIywhleWaN3zMXNDH8Nx5xEWwu7GWLIa7bJ/IXj8Z3jFGoGWwHz5udDdR+c1f0/oGhiJFoFrkF0SJa+bdMwdo/ucOK3mRu746gST2uLEoY0OCuy4zkUD/0k6b/H56y5kcNDh6s89zNOPTi7a37I1vn3V03PvUSxh8IN7XsPOxyf40dejEM1139jH5Vc8j6UrI0X86nds5NYfP8PYcI13fmwdU+Mlrr96PzU8stgESNae04WmaSRT86gTJ2bM2TYAKzc6KKXmuGCOJ4Zh0N3dzcTEBPF4/H8VZ/7/qzwLyboYvYMxxg5EELNU3IQ65PpjlEabLN+UQUy69KxNY3stMkviJJIhZlKnY4WF13TpPbWf4sEi616yjuEn97HuRaeyf9selp++hsLwKB39XdTqNYIgsmQMTSeejJAO6Vye+r7DxDasYbypoVKdhKGJN11FjkziVj30mRFCJbFEGZozOBmJXT6CmY+xtLEHsb2Dgeow8oks/a0ZOCDpthZD5kzA9AvzG8YPR+wUnhv1I1VtMvowyuYLFSJakSKex4So9t9j5VgCoW5QE8coTqlMqtMfJtP1T9FneVTYhRNgfNvbA+9kDOup+W0koF2gItlBjD5qngAAIABJREFUuvt1lEZvpFAo0NPTc9zs9yxxULVapVQqYRgGS5asxjDWz49fVQjk02gijyZW4snrcOXX5r+XNs3KFeRa3wT8qIrOA21GIGIBNE2EW0Epha/yNIZjIBSpbAf6qWkO374TACvmsPz0NQyn7yGotGF2nsJILijtDlWE6hCKeDyIEqlCkkq7EEqmJvKkV0gysQJmooazpG1YxJbBkpfDisuje+UUMM4+GTP3UpJi/tXy3/o+vEd+jFbbh6YUqh2GsDMNmlMpZKjhm3kGLt9A+ZuT4CtmG4dCVMiBgFYzeo7ukSa3/+QIp20dJJlZXKKu6aCbAq82v3C84f2rqbtF0rkUhqkR+JJ40iSVmS9jXrIizS27/hwpFVKGvPPF/4OYgjwOIZJJrcnFL10JwLv/9nQqMy3KUy6vf+9Gtj10gN2PNXjBK5exfL3D6OgofX19fxAZkUwmqdfrTExMsGzZsud8vPhPfvWaJvjEjWfw6K0TxJIGl7z1FHY+to9Tz1vHgf2HWLqsn/HxcTKZDLVaDdM0o5fL9YlZMSb2F+lc3Uu1VUeYFs1JyfTOaaZ+V0QMScZ/8xRDVQ+v0oKai6ZJlBI4cQ/TDJjIp/CnKjR7gGadvZZGzKky1e7K4cdamO3YnbJ8nFwdo/3CqopCzzegGilRWu1KNv3EbGizMqc4QwG6WrB9tuhDIK02I5vIgSyh2VsIWofR7U14rUl0aw2hfwCNkFrwYmLxNNWGIJftwxdn0Jq5moz+nei4CnzxAprG20hkPjF3vqMxwqATeCeDqmKYTULZQjeK88fwe9DNGEJEC03g94I2g2FMtZ9nk3j2S3jNF3Po0Cntc0TseY7j0NHRMfcCLmRyW3RvVIOafxmSQwCEYRZdX8yJoamP4NZfiNS/j7ag8ENz2lV1QymUn0fXdZoqiwojK7K88xANs49ZtrfmgXEO3r0NmjUsW+G1TIb//RH0XCexmIuuS+p1pw3/Y86KNM0ATflYMQ/dCPEmPNyXv5BY/9OQ2BPxBQ++GywfdeSfoLYNWlHCT458Bm3ZVYjaDEoZaFNPYiZD5IxoN3ptL7i6pDieZ3jPAPmXdtARROGkknDxhMRWOkllUG5byOm8RaXdgDeW8vnom2+l2XBZvTnNvqcjD+iU53Xy+H3znCDZTgvLsrn83Ds49dw83/7lpTx45xEuvmyQTP7Y3i2aJvjuvzzOtvsmMdv5Dh2NPuLQUuzZcYR4WvLOK9ew/cES733Zr/A9yQevOps/e9Nmms0mY2NjHD58mJ6eHuLxE/MUd3V1MTw8/H/xYkCohcXpfyI5dPAwX3n3Ng48XuEFr12FhcfyDT1s/+0wXd1JSjvKmJYBk000LyShe7SmPayUiVf2iaUhpjXmIUdtGE0i0cBYUAGnG8Fc0kPTJKl0u9RYSBKpxtx+TqI5V+xhxV2MWVfUDHCyNaxU23LSFGauPl8pJ3SECiGh0GKztVTtwcwNIk6Iib70FdRKIySWnoQ78xtIbKERdGEm1+O1amB2gJnC8wNy+dWMjx9hcHAtBw4coL+/n0KhQCaTYWZmho58jqnpEtlslnK5zPLlyxkeHiarXYXN/QBIsZpx/5sA5PpffBwFHIlgGTHjKhrBu6Lxzyb2FMigA92cd7mlfwGB+wGUuAs7+Z1jjtWY+QSKIlb8LnS9hN86hVb1SpYtW/kH50Mod1ELLj3x98FSyhNfJpddhVG+FENru94+mLP6umzCWJJQ66RZTDD1SBaUQMQsFAb1cYXfsnCbixuB+r5Oox5HS5rIWjsRGgpqtcXuccT9UKGjexpNlzjxFoYZkn9NmdTSx9t7naDhkAKldMTBBEJXyJZOMJFeNA4F7PLez/h/7wdAmBqrrn017z7pDqa1+QIZR+lzJOxrT85wyZuWM7Cyi59+fwcP3B61orrkDau56jsvQIbwt5f/hntvmY/1v+8fNvGdT883kH3X35zKX/3zYk6RhXJo7wxv2PpjGrXF6J2FLH+fv+H5bDojx9c/8QS3/HcE+VuxPsV/3/8qUqkUUkrGxsZwXZdUKkVnZ+cJQxVBEDA0NEQ6nV7UEfy5Js+KP/DtK7bz9D2RO3fz1XvJKROTyI3PqBJWe4LGNEVXLKBlRZPbK0eToVkBJwPMMrHNxZAXryELlxTR7tOFJlBSIHUbLWyhJWx0vYZIJlFKEiSy6J0GSoC1NEurVcVYs5rG1DC5zc+jNPo02TXnUxzaRXLgdCqTw1j55XiBB0iMWA9N1yWbzTJVnGDJ0gFGRkYYHBxkat8OnJ7VVCqdxK1+Qn8Kwxfo1BGtMYzQwGweQE+sIqf/Dr+8kU79HtREjiUzT6OVqiRJos3UsPUVuK0zScbOZWoqiZBD2NrDc9fbDNYQi8XQNA239mpiqZ8siPlmEWgoSlja22nUp5jll1xITL9QCSsFbn0jvtuFpr0WK/GdY0IahvNLLOfJuc92/HaC5hpajUuw45tOOB80MYjGSiRtC1Ja+M0XY9lj1CuXIuQLSSYspqeL9JnzWFdEW/EpoKVDqKGH0yQz08g1DWpDXSBc/IaDHdNxGzGODvToejQvpL+Qu0Mxv5hG+zsxl1SuSq5nhsA3aJRjxHpnoFVacLSjlLACDqWgaUJXg8a+HjQrQMvVokViFnUjBYX9K1GigNBDVKhjD2ZZtrKXl7xjgBuufSY6smJOCQPsfarMX3+hm3tvGZpTwgCe38KyNZr1kItf08cDd44QBoq3/r81jA8v9t4evXeUE4lSine/9KZjlHD03fzfO346yksuO4lXvlVx20+HCTzJC/5sgMnJScrlMv39/fT391Mul5mamqLZbNLX14dpHsv0ZxgGyWSSSqVCPp9/zhZ6PCuK+PDTCxJNAgIl59yeo9FhQThvZcxawLGMhhDgdMVxiw0Sy9N4jRZGXxajNk3oBiAVshG5e3Z/nJ4zewjyFqtftpVDT+xh5fknc2TvPjpXr2BmZpp4JkMQhiilMNvJuVQ+T7lYJLt0KZXdO8kPbKQ2bhDX+/CbwwSlCowVUcUZbFUCt4yhaZjlAlaHQ29lL/q+TpZO7UYezLLCfwa136FXuagRSAPKCVDpBcUbGgQ1iGkQVO7B0sAoMdfHTidyOc3wAGbzAKp5A2EpS6z3zRAscNmT76dVHUbXQhzzYtxaJ6YTYAR3YAkwsh9DmVspFocwYldjKXu+NHlBAHo+OQfx7Lfx6hk0bbHCUUoDZS5SwtEXggzfRU19jyD8B4zUW447H4SwESIzHwbQXkizeSW1kott24RS0t/fhdfcg1hA8CFcC3CjscYWW/xOvk5rIkvQ0hGaRIYmhhG0yd4FWjJGWHXxRBJ7ZYZll2xm37fub48HnFgTXYtixfnOEolkg66BCOtr00JKSPeVUIUu1KqDx4dbC8CW0BSosSSyZSJbJlooqI3mSHRXCZom00NdTAz1AONk8hoz/SfT+cZ1lMtl3vTxNbzt78/mK5+8jwfvGGVmaj5xZ5gCtxnyi2sOzW1buS7DO/9mPVe9/zfcdM0h+pfHuebuS1i9rh8lfF627rpFQ7zsXcvYu7PAg7ePc8rzejn5rN657/75insYHzmW1+RoOfWCNNd+9THuvXmIv/yHjZxz0Wo2n74Ez/MoFAocPnyY3t5eMpkMsViMQqHA8PAwHR0dZDKLqTPHx8ep1+vkcrnnrBKGZ0kRX/7pzXzpXREuUwjoH0iwbFOWZt2leyBJQgMna9LdZ+O5PivP7qJ4sMjGl6xj/2MH2XLJJvY9uZcVp6yiUBilo6uTcrlMLBbD9/05pENpbBpvso5maCzftIr99z4NhoWquVT3jdF8fJSpg1VqQ5PUBSTtScJajVDTCItTVHMmzvRhStk88VKRyVgcp9mgomskElWUrogDuu1hxI+yGiYkVq4BjSF0FHiTEeZXRRbJ7Iurjm67IzjaaItoH09wLwVgqBm0wrcI8jZCb+GqCzEb76LHmIj6sIURN8PC3nD+1IdQGMSzLWiT/SilIVB47qmY9o657htK2ohZTmFGQZ+nsERuQqkCmj5vqUqZwHdPx/ZK6EEE6XLLt6LprzphjFAXpxCqJwColAbJdtxC0/8xKngelem3IaVEN5eiggVUoonno5p3AAIv/UJsZz+00Qt+eiP65jSp5k501aDR9yIma6sZuPAsSjNllmwYpFAoRHDCoSF69Cz7vnUfs3GudLqO17KIJT2SqSaxdANtQWw/01fCyjQQqoG/awnm+gjvJSTRvfY10CU0IqtPuvPWX1izcctJWtU4uhlSnU5RLGbxfZNMpsoT9zbZ/sudvPw3J7FkTaTA3v+PG/FcyV03zYcZPvL5U/nsXz1MZSZ6sJoOb/vYGty6zk1t5Tx6uMHeJ+qcfLqFUiaN2vyi/9HPnMO5L+rnTVt/xdSYi2Fq/PSRN7BqY54H7hjix9+bD2GcSK788jmYRsi/fSyiVn3k7lGWf7+fdSdFDHDLli1jYmKCQqGA4zj09vYyMBBZy1NTUzQajbkkbxAE1Ot1ent7/2As+bkgz4oiPv/VK1iyyWRiqMn5l2xkbLxANpulWq1iWRZ+K8Br+Dimw8S+aXKr0pQK04QNH3+4zPiDR5i4cwT/ySYTTxY4knCoH6mgfEVYD/Bmol5arckmtu3jOB5Dzm+RbkA5ewcaPuV2LHXWNk9mqoSZKIY8O1XdaUU8K5GldvKq2Y4rhxIZ6BizOOXjLdwLoiYCEfEfGOGC5ByAANdBJixQLspeifTLGPY51JvPYKe20qgdRs8vR2v4qOZe0FKEWh7hT5AM5rt1aIA53aIWuxAV9zC0CC98DCdCWyJ9H2BWNXx71pqUNKpvIJ6+YdG+pn4Bnr+DMOwk8DNoRtt7USC0HYsuXylolj+MpV+Gr76BltyB1tRoBBdSGxsjHo/T29vL0eLon8DQziRsPI7V+h5Mhpi5EBXfh1HfRLWWotF0sfKbMVr7kOqVpDIXE1jQCqdpxcpM97ySfLWPoDFOcuKbpFSACgT+cJ5Y8T5yq5PEnQblbGzOLZ61uuwlaeIJF69lYJoBphXgOAG20wTUvBcgJGa8hZVuzIdxigbB/Usxco32jVWgNKQUtKbiBM0YtSM5As9Et0ICI4Nc3kPY0PCrknJD0KhHiqc4mSWUGmE1oDnhkz49Tb1eRynFssEcECniMy7s4tyX9vDdf3p67h6+8FUrePyeEp/50HxjV8MQdCyReJ6Hpmlc8S8n8bPvHWTz6b285YMn06j5TLW5lQNfsn93kUTa4q9eP98k1LAEwcL2UG2P6fkv72fL+XGufPN8SEwp+Nw7fse1n9rGF+68hP7BFL29vdTrdYrFIocPH6a7u5vu7m6SySTj4+Ps3X2An3xrmMnxCpd/ZB2Dg89tJQzPkiI2TZODT1a59/pRdv62wfb7CliWQXjER28Jkr7AqwZkkxpmMyCfD1FeyMHcNoSSHBa7QUGhnWU/sQhaLRPb9uY6fAjlH9e8XFjsMffrWQ0z29jLMCAIwLIQZgNlx1GagTQ0RFeK0HcxulbSqkyTXHsylen9pAfPoXRkD4nlZ1Kd2Y/dsYFgZi/S7EAlBvH8kESme46UvlAoMNg9yNSBA/TF+qhXRshM34E1eRe6M4SwXRTgG+sInDMw3CeQWoCKRy+BE7sbFiRSjoa5HXONIVHkR4v2TyQPLwgPmdjaR7D1t6MFkkZwF4nsFXP363hKXpDGSd6E527Hyf4y6jaVgE7zUlJulkKhQLVaPQY9IYSGKS4hrH494rVQAs3VCAxFuvPjSBUn27MB3dyGioOQP8GfvD76cTrEiims5L2U7VfRXduKGG8/b0Nh9JfwDpmkd92IeuY2Er3nEQQXYTz+JLXDe7B2bacY6yCZqqHnot9JqeE2YlERjO0jtIi0SDdCiNmE2TRGa2T+3rZJlqL/t8l5NEVQSdCYTOPVouoy6RmMHMwxE3QwU04SCJNQSVLtzinKttFjGp0XZHH6HYQQzMzMoAmDRMpg89l5tl6wnJe8uRuAV75tNT/4UgTNu+2nh455Hh/74lbWbM4xMjKCpmlc+GfLuPwDUScOrxXieT6vfe8qbv7RYU46u4OlawVfeM89OBWNUOi0RMi6LR3seGQeeZFUJiIHn/zGefzoyzsY2VOdu/Q4BgLBxHCdt2/4Gd/ffhnL1kb0nLFYjGKxyPj4+FwybmBggH/76F38+HtR55VmTXHGreuPuY7nmjwrijhoKb77oZ34LclTv513aWNKp1eatNo2VrkS0mMrlBfBeIRqWyX/C1yHrke/1WIGshkgYxn0VgWzM4lUCj3loMUijlhzg4XfqJJau4bqaIGeradS3L+bnjOfR2HPTvIbTmamcIR4bx8Nz0O3bHTTotVqkUqlKJVK9PX1URodJTc4SHnnNpJL1uOWLWyjBxWOoarTWI0daP4UsrkOp1XEDOMYjd0Yspe+ylOE+wdZWnkIUeukf2wSIYOojDk227ECrGAPBBAY/ajM6Bx3xNFdoJWah54dLZFdbtOsvwgn+QuEMIlZ7yVUZxPKJ7H0d2Bq50fPJga65dOcpQ5eoISVAkEGqVpoWgXd3EHMXOjWSvxwG7HYy8hkMnNuaTKZPCYzLszTUEFEhdkKT0OEI+jGGELUUP4+REugLAXCY5Z6TTnzY7FjD1Aov5l+M4Pwo6o2aacjL0SBPyVxJu+jtf132OUEDalhAG7dxrTmiWc0TUZoGl2CEOi6RNMlVqqJaftobkBg5VASzKCEnooqHRcufDLQkL7WfhbRN0pBox5jbMgiCEMgpNHSaZgxlB4y3LDZ5zWp31LnhluO8PZ/qXHqJUlu+/ERrv5cZP0m0yaveFcfxUKLW6+f58Q4Ws67pJ/TL0rz7U8/za7Hp3nF25bz1vefDcDQvhnedtGNFMcavOVDa3m49F4Arvv8Yzxx2wQmOhmlsflVOYYeqNMhHRSKMh4J3eSzP7+QR+8c4ravHaRTxajhkeux8cfmn4UMFQ/fOsKytdn2PdXo7u7Gsiymp6fxfR/HzFArLZhLx+eWes7Js6KINf34RCCaAn+BlnUcjSBUGGmboNLC7MkSlCqkVmXxai7x/iQKhZm1sTIWEkV2dQfVyQrLzxvk4G92ogcu8U0drHv56QztPkjv2mWUyiWS6dQcKb1pmjSbTTLZLJOjE6QGllDathtr1XrckRm8wMSbVNSNUdz9Rwh3jqN50wTNJrbjo5cm8GNx7PEjtPoc8pMHqOVz9IRDhHacTq+BEhr5VA0910DMks1X7keZIcrwsQBmIipQygciFRNUEbaBaLYfS0sHK1j0shvBKGoKgo4FFjztrLYQ1NUrSHLDnHUcJEIQCmkT6THvjTSLb6E7/9eAhSa6MLnguPSSpnYpgbqflrcNRWUObxwpmvIxrZ1mRUqDQqEf0zhCIpGgv7+fWq1GpVJB13VyufnKOj37KSaqGwjJ4PsbSVnfQTd+itYSGDM1BDpBTOCpsyF8EKWriOazHYIV4UvJGFfirRrHKC5FsIGp1GuwanfhFJ5EydmbJCKEQvvz0QlIgNhFm8kNLCVz9iYmb74J/fCdaBrobZy56ZdoVRy8MEEwmcPzU5HBoEm0nEDGu1EdGlKVoRoVhshQIwj0xUnpNrNdrWUQuDr1Nk5YofjqJx7E/WSIac8/3KceKPK6Lb/G9yXyBH1v4ymdj3z2DB66dZxbrzmIj+Srf1fmze/dSigkX/74AxTHolDbzf89xJVfgKfvH+faT82HOrJdNh++6hzec/ItGG3jKIfNi9++lEwH/PcVBWK+TkOE9HQk+cefb2XPQ5P8x0d2IcOoM/Tg2Sau6zJ5JFqolg1myGaz2LbN9m0H+ehrfsXMlEdHj8OWrX189N9ODKV7LsmzoojjSYu//MYm7rl+lHVndFKvtEhkTPq6krRaHutP62bs4DSnvXQ1+x8/xGkv28TeJ59h8KSVjI6O0tHRwczMzKLknKmbzExU6ejMc2jbEVKDHfiJFOOPSsxxl1h6nAN3TzKRazD9zAymrWM0q/jlFgJBs1An1a0RjhUZ7jQx/WlKiV/h6DMc1AVIxSzwRzotLCdKzrWMACfZIgR0LYSJJgIIp6bQUhrCa1fQKYnyjeN3+mjLrIKdjSMDzPZe95xBqskLiPcOUi/tJtf6T8QsmgQQzahTxazCnQnfQ9a4mqT4CaHzN1TrAqvzGgz7yKJzSvMGdP1yNLHkjz43IUzixucJGhVc+TF04/bj7hd4g+jmgTmrXNMCsj3vRCmBVA6T0+8nn7kM13Vx3cVwKtm8g7T+70gxQF3/Bxrl9+PWTiGvvoEgUvxaM4bVHMWsgTQFoUrRiJ+PEC/Cr/rk9R+BDkHPCNPBG3D0O5CndcOkRLs7QDZtNNvHToBbiAZpJwO0KQ8ZRBpdT+p0XbSezlMiC3Lgfe/FvT9GcO91KBktekox11jAMD38mguIqEy/KoCR6OFIDVQUmtANSbbHI0jA2F6JVJBKhKQTPj2ANi3Z0U5cCAR2Gzfst+ScJ9ioHat9dSXokDYlrYUvFN+86aUM75nmh3/3NHnl0CSApKLeqPKDz+7i7hsPzq3mZz5/Cc2az3c+9jCBH80pJ6Hzd9dv5bf/s2fReVJpkyu+ch5Xf/BBCtsqJDDQlOA1V2xiyxmrGFzXzapTM+y6d4aL37ie0Kjzyffcxq+vj5qU/u2XzuOtH9wSdVw/pM2hQKbGXf7tmhcRT5y4ee1zSZ61usKTX9DJSRd2EIvFaVQ9GlWPuB1jePcUTodDZXtA8UCT/b+roFeHeOb2UUYHGgw/OomTtJk5VEOF4FUCWjM+mqnjTnlYaQOvEmDHdxBf0AH5yE2Le9/EHI+YEyzaNl1SZDLQLProKUHYCJBxDf0EXLzAXDwQItTBXOxUExEBuKYjZIjSTYTdImyk0NMNIETGlhNIDSO9gWZjhETXOZSn9pHovoDq9DPo8dUkZ76OzgSme5AO9wCy6FAd/CzewLuwnnk+op1a1DxQ7RoERYq4/mD0nYDQvRNP+wyyHpKwPrOYvCdcT2dn5/+KnNt1XTz/rRjmfjR9ut25wwRcwmA1jZl/RugHSeY/jhCqndSbmbPiU/l/pO4+QRh+EMdZXM0Vlj+NIUrAKL78FVI7j4z8D3SxoGM0DbTYELIFmg+0TqYWfAhNs+jIzKCq8+2XcsaXECiMKggT1IYklBzQFG61DyftErgmYaCT7qgRtKIyX90MCH/wFdyZy3AufEO0bfl6gt48ojKBsPyoSrJdgSdDMZdncKuxBZa3amMPo0C8NCw6NkAqrJPTptG0kOJknlYrAnLHzXDOtVEowoW283E8Dt0QaEqwrBUngUkutFj3rjzpjpAb/26UeEunLgJStsk/XH8uj95ykIe+eJD1YYYjWoPe0zN89ocv4j+ufJTdDxXnznHhm/vJdhn8+psji873zs9t4uFrd1D6r3HW6oKhUDH4vDxv/vjJ0bNNpdh3bZVHvjfE3u+M8+c/O4u7fja/+F//7e289YNbADjlnB5yXTalyRYXvGzF/ynhBfKsKeKx/U2+ePk2KtMeui7wXEnWsrBcgWYIZKC4UdtPLhTsMUfQgWeY+ANHjF48rxIpplZD4cRBP4G7fLzknG5Gk36204ceN9F0iZ6KEzZcRMzGTCci1IBXAK+FuWEVoSxjGzquFcO5+MVMHd5FbuPplMb2Ee9fR6M6g5HMI3WTIJQk0zlKpRI9PT2MjY2xYsUKJg8dItGzgkp1G5azAo8uTNdD99roh1mchVWno/oBwlqahvNiEu4t0fYFRpJQNWwxzw/hi7NAhRjWLhZWf3nuFqpTV4GKigHy+fwfJeiWahTduRYRDjAz/j26+x8k5JMR6gPQjX2kut7c7hTSHvNRt1poPnb8Z8jAxDD+Zv6ZSA9qIhphDKTfIslnMOzFymD+QNEfg4dIaT+AxIdxKz8mtbDdUKjQmswRQIlsCyoWCo2wpBP6Ar/dwdmMBQSeCQoMKwAlcB/5NdbzX4e680No44/hmCDa3DzuxHzCUSqdoKWj6WqBEm4PcsFcc0s67pEKXquFaUbVn8tWjLJvzwpAMNrU5lwjgZhrnHA86e9McFItQaUaUGvf6+UbU/z9V1/Ajz76KAfvKxETOpoSnPWWHnr6TG7/fwXigaAB9JgxPv7V5/PEzaPc//UDdCqLGXxWnZ3h/V88hy+95l4Yl3RiEaJwk5JzXryMGy76PUgwhGBFv80l/7SSoaEhent78cuK338viluXD7f46ovuo6fpUNCbBEKx4Yw0kyMz7H+wjN3X5D/ueCHKT7J6U/6E1/lclGdNEd993Sil8Sj5FLbbs1RbPh1Yc0xsoVRIRGRQ/KHUP8zpF93RCF1JosNAc+eBs6nBBOjg5CxCV9Icc2mUa2iaIgyhb2sCNVyImj4EUKun2HLlS+k8s5+Zex5n7Ie3oGpNOl57MbrpM/OTqMNva9cBYskagQBd01CvfDO+04Uf6ITTIZ43hFnci/BdbLuOqBZwUnXijRHEykug+9Uw+jkGZq5FPbSEgfIE6lACu6gQUuDmV2Nr+wCFyvhgyTZ2eJpQD1B6DhGWaFqbackNJMynEGHkTio0psKvYDinYOm34CTn6RGVAkv7IH29g9i2TaVSYXp6Gk3TTsgvDFD13orhHCLpgJj+Mn74i6gSTcw/oqijx3zIQSloVl+LEBIn+T/zTGrWCM16c075q8JXserToCDw15Lzf4iyW4T24jEoBFpNIWYMsAOEBo45wWS1Smd6A7Rzk8IHfWZBmCcEtBBSisKKTxOr34Y2dGDBHBIkzu1FmxxDq9bRjBCvbzPT932N3Phj0TEXjEOPtwgqUbWe33QIPAs73gQkSmqLYvYL03gLjQAlI5rNyHMQ7PHmM64KhTu7ghz1DiwN4+TGLDwV4rSTgFpc5x3/cTL3/3AXO/+9QCcaZSUZOD3Dh7/P072bAAAgAElEQVR+Pj/4898z9WSVRLtE/3nvXMfqdXn+7o23IIOocH9Zf5LL/3Udv/nu0+y6fXqu0EpDcMFrBrjrLx7ALdSZTSJs/UA/G84aoFKp8PjXH2Dkmv1s6oVd40mkgnIpJCts0qHFhjf28I5Pr+efLriL4kGXWEbns09dSueyxT0D/0+eRUW8akuWO1jMd2tbOrQg3W1TmWixfGMGOdqkc3MGUXfJrkgSypB4p0WuP4tuath9GuXxCmsvWs7hp0Y57RUb2PPwfk564ToO7jqIMAVWysT2HR78+BNUD9SoH5pFEcxiSSXJXpP64QUhCKmYuO8Q/S/bRH3XAdJdM1iOh/vIXTTzZ87dqFbdID5rGIWS8X/+DJZdo6mBiQIzwEy4aGaImXQRukRv9/hl38+w4ptQwdVRnLcyDgiErCNsE5oWZm0CkQYZD6IqrQUStqYgjJABMW8PNfEpJtxL6TKvQKOK0jfi+WtJ2DaN1mJtJgSUy2WCVoFkMkl3dzdhGFIsFvF9/7iVTYXCKLH8kTl9YNkTeF4O5494lEJAInE6Kef1NIMUvvoRkEJ5f43nLagy8SYRMybC13FEFFNUKQ1py7lWTgTATD/GnjoEOsoOUbkZqo1zSGaSFCubSJj/CuEBcuWfIFQZXC3SG64GIxHHQ9/2q5g8798wfvpDEHVQGma8hXmk7UnYke6zz3wpsSc+vviC7ByyPrOoSKMxFQclqJVSTI11opSGbnk4CR/DkaB0lNDwdR0tpkX8/kqhmz6P7etB+TqNQKMl57Vtg4BQSGyl0bsmyddvfj6OY1F4psIXX/AYswEPHUEcwelv7SbfbXPzl0dQYWRR93THuPCNPdz2xSfYeeM8PaYG/O7aAxzaNs3U0DzvysXvW8Lg2n6+9+rbjkEwxJtNph8pE7fA0ELWv2U1697cx8TEBF2dXQz/+15UoEjHYGmqxYQVJ5yKDmIJeNOVq4jJDMWD0SLdLIcMbZ/5P0V8HHnWFHHfymNZuERC8OFfbuGsizeyd9d+Vq1dwfDwMJ2dnUxPT5NIJGi1uyh053polVo0/AbDj3skcha651M9VKX08DQH6gc5fPPTVB6fRgUS4ZhMj2pIuVi5dJ2UZvM712D0BezfNozy5t1arxwp7MxJ3XjF6Lxa/SDBllez5/pBnJhLeTrNGnWATFeZ0DOQnkTqGlqbOEg3/z/23jvakqO69/9UdTx94s1h8mg0ozTKOQBCCFkkIYwBJ2SbYKNn/DDRYGOwsTECB8yDBzYmmmARJCwQEiAJ5TyKEzQ533zvyX06Vv3+6HOTNLL93m8tvWXsWktLd/p0qO6u3rVr7+/+fpMMPmemSyBli8v1XGmYtD6KkY6h7azKWGOgYxOBRtrdj+QYKwIv2bL47HSMYynyeQntLDYs06044lEs6xWE1QvIFbMkGkAar8bgPAwnE3GcmJigtzdjL5ubm6NeryNETKHn09jevRmnrHMpKlmBNA+Txuto1C6ib2gxdpsmBVqzX8Gwbydf+YdlEDfTfIZarYbnvptc+gpSYxXVVkC58wD6nndCYQNixRUQ39q9n64L2LAwk4RkJKN+NNog2hOQZF60CA3MmQHS4XNJgoBiwcOu7sSVM2gMRMNChJn3FsqVWFS7j1NR2vkNapvOwnj4XoRtYlrLy3kF0Dyyj3y8pCS/ZxOq58UkD3+LuJbxIOtM5xaAwM8tMLelkU1qplllIwpQpCFs27aWRIGWmrvHCiRdHcEUTSJiOiImERpfJ5QKNq+9ei3NvQnXXfQIV77nOE5/fS/XfO50HvruATZd3kOPLLHqjD5WXVjknrfdijHZBFxyliKfxDz6oX0gwUETIAGNJTRNP6Xz6BwrBBzVcN4bV/CSt6zjusvvolNLlnnhhi0IfprlWYSAnp6I0fEbaL8/RZqa6dNPJL+6RGtfHdCc9yZBdeNqvv/evWwcbHL6SJM9b72JI/tLnFc0qfoG4foc3uoOrVaLQuG/jfHS9oIZYp0+NzFkGJJ7fzDB3F6Tp39ykOHVVaYencErOKSHmggEYT0maiSUKwLaAUbOIO2kPGI9jYo1T8ldoGA3BymXfIx5NsNWhOuY+J1FztXK5iK//PPXIKVEKUV5fT+7r7uLxqMZEUoQdNi3bx9ixRCulAilkKUya64+icg3aO6vU5rcTW1XL9KQ2HaAdB2k6SPcHGiNMm1gjjQyMTwQKia11qJpYZz4Oiq5XsTgN6B9L2LTydBpInKjiLuuzjiK52FkbQMsjbJtBMEydIUGkmIOws9jxXcti8lWjI8j61/F4E9QyakLhlglFy3sM68BOA/6N00Tw/Txeq5BGpkXJQTkCjcvvivrIIb08FspXjesbJgmXm4NQryFuaNX0Dv6qwgZZMtmzsJovAnVOEzcTCAuYvd8gfKRv4e0De0D0HMm2hlChIuJVYFA+BbGrAt2J0OKOCmYKSQGiSwwVflThkY3MD4+jp79DoXO1yCUpPEgOs0jungXqz2LEg5SZ4rRxpE9eJ0OsnRsPoV0aD32iReQNr+H2TrYfW4m6ZbvdmFqGt31YLUSKCW75FJLyTqedVKRMb4dqbkYuZCkG6YQCOZEhJUHQos0VXjaYKie4/GvTiPQrHEVD/zpNsw9g7TvO8zGTsJZG9Zx3OtPXDi9molZ2RMwWAyxTU2SCo74RZJUMuolHPVNHASOlKRKUUIjDIm72uXSdw/z8BcPM7YtqzD1EOR0ppqYPovQKJ9rYRgRjpMlxNWTj7P2N1/Dkc8cxrZi5K4JTrv6JPjIBowf3pOVfscxxaJPUivS4yWMnFShp7fE1NQUSZL8t4DokvaCGeKzLl9BqdeiMbfI0dCYDbnlC4e4hUP0KRuDGUpa4iDwpCa/BNtan04pe5B2KwzUvAz40vGiM3M13/rO7GVwVZnTrz0J3/cRvTC9b4rB9Vmt++CGFeQ+cDlPfOBH6FSx+d0vwxwoIIeGMK79IMmB3binnYu0HTb9dpYl1ulFtHaP4wwW0a06Vn8/OomQbg7RValV7TokEaLUD2lM+PPPwvZbSKa+R1S9Edm3mvxbr4PpLeCUIbcKIfSyGKNEoms5JjZ8iVJuhrj+KJX0pxCPofKA28HjroX9FTm0tjBEA9Qeyu4nEOL9tOu9GIaDX38NQ0M92La9UFoupcT3faIoQsstC0b42C0hX9yBsB9ZsqlN1PoZgTqPXG6Q6vh3cbx7SOIV5JwfYcsuu1oJrJkmw9ZTkC6Br3mr6OjfINx3P8ZAgULh50iR4aan8+9hMPxzmPQgMEk6JtFEBRVauOFtVIXByskfkapJsAw4UMbQMXFlGNs4CAqCw3lSOYgpZ5CJRmsDVaggO8vVThaGj+kQRDF5s4QJ6ESiju4FlX0mZjGivvpVRKqA/9STBB0Xv52j4zvEicX0TAmkpFAMGB6ZwbISqtUKPQMB7dhmf93DQJECnXmydz+L1RpIJFlsFrJJd8DSOIbm4PUT2BYMDbbZ9YVHWX/1Jo5efx/B0Tk2/dp6tn5xJ4xnxtQ0NDknJoxMTEMznI9xTEWrY3Jyl9Ww3rH45U+fQMkoc9dHHienIQDy3fiwAwwZix9Wz3qTPrtOmshFiKKhqIg6jVKTXCEADfX9R1klWkzLmESZgCbnRlTJXtHMXYf50cWTXPKlc6iKKqVS6b800c/S9oIY4qiT8K41N+PMCvqxmRURzwYxKDS2FsxH4RKV8ahY3f3mGfRMzyDxU3IDLp3pgNJxRTpzHSrri5ghRFMdjJzJijccx/FvOYV2p41Zi+lsH+PwDUdpbK0xcN4IL/naqzBsg+KGAS75/m8/t9PHn4hat4n61nGat9xFe+cRjIKLVfIYed25mEUP2Tuf5FoulijziwxTWhqwfX75HSEtGzVzBHXfXyLGf57ttOLCLJ7pqsVwBoKZlR9AWX3Ezmoa7gac0qvRk5/Adh7h2U2TI+ZkDO5BSYXo3YoWbyZn9oGMkLLBxER2n0JkklDL+mysJ6dcpFyO811kY9NY+U+DyCTcRQJmVVGRn2TO+B5R8ji9ox9E46OCjyCi5ZrW2homHN9JrpuMSq1BdKef5O6/y9JAU5O0c0PY/S10aGLJOoF7IW41S0QaBpi5mEQLzHYVd9unwT+MAaS9G5BqhrTlwpxPu+9M5ORRkoYHBERWH+qEEwgHTyToPwVn9wO42+5GNzPjZVjZczeP7sCc2E177euxnj6Imk1ZFiPa9CIKl1xD897H0fpp4sgiCm2CwKXVyhEENpWyjwolYwcGFw7Ln1Diyu+ei+q43PKPB3ngBwdpTndhiEvOrwBEypCVrXvsJTYqSQ1MUyHac4z/8BH2f+GObvXgEwxt6GXCKBMc8QHN6GCdJLaIbY8+FUCq6SlCrZtovOy6k8mtMLjhtffTY0JBSSKlcY2MXbuRLhqG3g2CcjxG2MkzdtjjuOJenHyAWwzg6R8ysKoHQ3TLxA9tx/cH8fId4tjMuDdCEylTlJLkvZA0iBi7aYrV7xyiXq8vK+75r9xeEEP88y/toTUbZctOIK8NWkvwV66WmAgKyIWBGSGIEs2pV/YzeIrLOb95PIe2HuXUV5zEri17OOmSE9i/ez+ja0aZnp6mVCoxsWWM+9+6hbQO/Ylk/z9tZ+ahw4ijk+hUoVIJeEw/NM7Rn+1m72fvIu3EnPbxVzJw4TrCOZ+n/vQWEj9CGpL2gTniuQbF0mJywzBjmj+7DSOfY92fvR1npBfpOIhjcK0CCGkgVmxGH30KjUAn3TLdyScyyKkAPfcwRr6rEtI9Lhx5I4G7lnL78xiBxlWb0Uk/caEHUxYRurksJGEwh+i5hiQaJvW+nXFJAKKrrGF736Sif4OOXyBJEpRSXYMcYlpNkniY5uxfUOr/EEJEy+gwAbQ2iUMXuwsDNhoSqQSINgX9lyTlEohmhvBw/5lW+w24PIzWmlZ8NW7xCcz8A6RRitHIQgzhEzcse1a64xAe7kLLSgcJR87GpVtg0O2PzGmaZ7yC3PiXCabzmQrH6CXkxd0QhcS+TTxVR1XWopqNLAFXCGitegl2/yqKxTKidTLRz2/PKmKAxFC4JZ/It5H/8nXSVeuZueIv6L39QySBSdjwCPs3EezvQx+6nnC8g9ZgmgmGmSJl2q2Wy5AQPIuTY26/z7Wn3PP8H8gCfA3O6wcrVlh2Ss6L6UQuSEnF7YqSDubYdf122vVCVpbtBsQ7G6y+rMDhH3QwTYWUmiDQDJ5cYvqxLkRTZpNpz1kV+q/02PWpo4g5H0NmfriTM1Bh5gWXDIhigzomp50GjUcXRjNuxac8UM+S0F5I2LBJgm5m1a9jn30y1r4JZCrxm5L+gTrlSouZmTKFfJaoLRSCBQ5ipVw+/7lHGBjI87bfPRP5fOWav+DtBTHEhrV8+fHsMFpRZ8Qh6lmYnYKE8dtmmLgD1pw5Qhho7vjjrcxNVWk8rJjacoS9vUeo7q5jSEm8Z5y81GgXJr6SEaNYVoznZQMsIwXX2IM59n7jAYKJbIn69KduY8PfX8Hed/6E4FB9Wd+WY2I1lp0NprTd4fD/+hpWPcO8mgN9jHzg3ai5CaIDewgeugujUsE74xQivwRNF42FtDqYbkIyrTA8C2EohBUsvQRaaKz4X1jR+OrCZo8bSQXY80ISzxqvqbGSxP4ttGUtg5bNN6Us6o0mpvTIFw8jqNDppOR7r0Ua46j4lcjkL6hOfAnDOoSbvxU7t2g8hEjQukASnYnRCTDiXQu/mexDy7cAN3U7s5tcel03ri0pWv+SyR0ZEK8UpHv7ccJ9mMkR2qxgvr5w6Y0FYQF90wO0hvtw+xroyEJrqEYnElRtmkf7MKsRaWSRNg/QfNX78e68jvZEBRAE4ykqyVYm7WoJ84e3oOtjRANDpCOrsNRi3EslkqBpoxMb0IhDe0l27KAzlydqeGglka1DyNYknaZHEtqZwnRsEoUWlqWo9LSIE0mr7VBHc8C3KFiKtT0h9x16rnERIrtVr2jSrmeTsCvA6obcPCfCQFO0fUbfvJ7+wVVMbTnKzKM+STMEPAqFDmHo4OU75PY/Rd9ggWYtu2e3Ihm59iS4/gj1R2c57k0nsOmtZ2CVTB7/2tMcuOEgjgWmoTDWVZjbsehsSJF18NLPnYweO4J+5Eg2CRop5YEGINCpkRn248eY3bEKt+QjjCbtn9fo79XIUpmxrZk6imEoCvkO8xA4r6RxXZd2u83vvfWH/OTWbkI5VVz7++c851n9V2gviCF+ye9s4Oa/fYbJ3S3cssno2T3senSW0y4d5oyXjJDUUm77zC7KQy7nXjbCI18/QFBPmLffWsFNb16+HD/wg1mKuRhrCWesY5vkvXiZEYpjkySJ0VpgmikbPriZ0tkDPPPW24h9G8tKsSNN8MQMwcRzlY8ta2k1nsZYcj2jemSBEjOZnuXwH/0pXmHxHOnsNEw+hWGlZINQobSBJROkG2Pksni5jgy0n5VD646FGPS7JWTLmz42ZQcak6CUYgoQ4rnHAUgZ0zv8G+jkTQjr62htkrPXII1MKUVaNzM7+T+AEVQ6gorPQ+qnMdwPI2QLrTOCHa2KpJ2XgsgMsdYQistpzl6CW7yaXPHGzHvtXlcItVCaDVmhipnOAhIjH2EP10lrHsJKEFITN3OkkYmuZ2GBzkSF9lgZw41pz5ZozWq4/2bqlZTSoI2KbOg0iG79McZlf0Cy61vEHXtRgw4gFSSH6mjbQhyeAz9HEhsYpuoKphrE9QpusZNxEEuJPTBMWFue2RcC0mTxJUhDLVxHCrCsFL8j2Vo3SLSg1pFsb2qCZ1VqvuhNI1zyhhFWnVRgz4N1PnvtVgI/pZxa7K2Z2FKTy4XkjGzVuOvzR3hGSgpOwGJIVRAnBqVyg3JPAzfXZN0pcwQtm2pwHJU/u4rR0WF65u7FuLCKf+omxmtjWIdiohtu46QTOxw6NEhgFNlw1Sru37a8tHno/BJrXtbHk7+3jTQVmKYmTSUxHhZZCMQsBzhOAvEEKsxWhGkoCRoeqlGncOI6Zh6bIwydReSQAGvtMP/7knuJOgl7jUVVmPGxf5+U/he1vSCadQCtVoupqSnWrVv3b0ptA9SO+Nzx188QTXTYc+Ph52VfE6SUvXRhcLpOjJeLl7307NjM05ZSceGPXsW+L+5g7MZFFishNYW835XMWdoUpXJ7mVec83wMM/Os88/6DcCrtJf923RDrNwS4yhTnHIAVoyZjxCGXi5jLxRisI3uiZ7De5zaFmkpfo7HG+t1dIqn4+S/u+xcnebV5Ao3Ltt5Ken70pZEp9KY/juEEBSLRYIgIAxDDHMfudJXcbz7F/sxdjH58MGszNqEON9P3fweheIkiDeg7RSjLZB+Fr5Ydn8pmFMSWcs+3Gh/LwRZklM4MUaPT/tAL52xRZY2rSFq29RnS0tmo+yd5ist8pU2SlhEDaMbfjr2+EpjiWF1jaLrIOJ2thJLjUwaynewnJhU5ln7sfegx57Bf+huwrk56nsU00f6yBd84tBBGopW0yUKcwt9HJ+sEIY2D9QM0m4f6sSESwiGDFPw949dhO0a3PD+PTx2wwwajdAwgLHQ94qZMtoTYEiIIhPDSCkXl7w3Aef844uRe+/EfvIBDFNlsDoBun8Q8bb3IZ+4Dfeh7wOgCv0EJ76S8e/tJjiQjVG/Y+Ncfg477oyZemgxgXnxdRs5480b2PHpO5j4/gGCwMGyEnr6qpxyyVMUV81huDFGlzLAP9SLiixUIglbebTSmCecS9/bruX2l/0DSWM5G2Bz5Ubu+1G2TZ8ueVDUGBoq8KWvvobBoeXagf9V2guGmuh0OhiG8e8aYYDKSo/XffpMAI48NMNXL7lt8UcDFouPDOq+oJLPsLtpmv2nNFhZ0rbbsmsqJWlM1pl9cFHvCzIoUpIY2PZyLoqlMdKsZdSI8+cMOzZOLlrYx1m/Gt3YDakCrRCWicwnYFno0AcEwrTQOkLEFknNxCj5SCvDnWoh6YyeSqd0GrmBjTTb05TkVhIlaFivpdi7lmDqVir2ThJ5O4askYh1zCV/jGiuJo1eQhRLHHcHaTII6YvR+R8jupJIGQfEc41w6F+EX/sTyuUy9Xqder2OlLKbSDkBsUQSSSsDL3oAs9296RhQLVRZ0Zx5hh4H4h5QBpjzxQrCQ2EhdANhaJIRhSyEGAFY/eOoqgszLkYhRBgaZ7ixzBALAXY+gplnlRIDnUaOXNEnaJkLPBDzLcFCYWFpHw1EkUXO6j6LICI0hrCT2e4zcKjP9iw8J/emh1n3B1fhXXgp97zjW7SeySCOfstDSDCNFITKaKs3DdNz4Sra93aYm4yJ72sQkiIRiPlxqGHFpjxv/suN2K6BP5fw2A1dNrsFpASLf2lJo+2Q75L4p6kkSWQmlivhgq9fjhoQ1G8ycWZKuF6AVgbCSLErCifukEwuqSKsz6FuvhE1Psq8YKFpKMon5Jn65OGF3Uprcqx5bQ8H7trN3E+P4DgJhqHoH2kwuGKMXI+PXemgU9BpFg+3+ltE1RGSmgCdyU3Fc4dpNdtEnWySUUowNl1Cmzaqx2G+HPLU44f5zHd+5Tlj8r9ae8EMcRiGxxQP/PfayvP6edknT+eJr+5j46tH2f2To0w/sTh7ayRxKrBNTZwYNNsGSgkcO8LLpcsMqXQM1p51HOFVLXZ+YdG4SBNMM82IKtKu9bYlsuBCbw5pRrj9JXTBxCkKRK8HnkNh5SBh2KC8bh312RlGL7yAqbGjRGEEhoHtutR9n97eXuq1Gq7rEtanGLzl3d0ri67xSMkIhsE7uhWv+hhiOsETGioKZUG+82N006Wk58DPPtqkB0w7IGUUE1DJqag4ItYndavlUupTf01l6A9BJM/x3rUWRJ0Xo4PfppzbSb3WZqj0CDp+kjgdpFq9GmlGVPKLXr6QKUItj5EY5vGsXLmSdm0I2RQ4MyZKGywQYmifWXE7PfwOJl18rlVCqwAjjpA9ATgx2tDgG5iFDmbRJ2m5y4yrkArdvfa8l52mkqDpoRQLKyOVCqLAptPOEQYuUAQyJe9QaqSR0mm5aB3SinsIOg62szyks/tf9rLytwKskkv/xlFaD86LbmZitLHK3tvYRC/xYYX5yBhTR7Pfi1IxM0/OlMLqk/P87mdOZmB1jkP3NHjgryY59apVVEZdakcDSmQcyTEaB3AlOD2SgqPQmWAIIGi0HLwhkxffeCHaFRz58wdoPlZHiNVsOnVvVlKeDxD1APmVD+HqoKvOLYlaLnFkYdkRQmiU5ZG77Dy2f2OGkhtjSE2YSPrOyNPf08fjn7yLZFaQzwvsskXpN85DPXYfaThBZ6KEFCC7zIIyH+D2jUNcwve7iKFKnq1/9TNknGkMjs1UmJrNvN3OVJUmGUKjuOG5hV7z7cmHJvjLP7ib3oEcf/nly+gb/MVV8njBDHGSJP/X1TTnv+sEzn9XxuJf3dNeZohBY3ZDCk5FEnbl1sPIIYo1hX6NpQKMnMmlX381XsHjjPdfQPnsPpDgRx0Gjh+kXq0ysG6EarVKLpcjTVPSNKVQKFCv1+nr62N2dhYv5xG2Oyg/RDg26eGUpB0Tjzdp3v8o0ZZHiXNuFhUJA6xkjiiaoxgchnyF+Mr/QbDmYtyD95KWRjDMPQt3smAnAxPhxeAmaCvpRigi0P6yfWULOuUhitateLkck42LGR5ewcTEBKWeLQjvgxn2OjkJw9qafZTh8SjhYRgtgsaFFOK9mPr3ECLGMYsLGFsD6LXHCcw/QrZslBeBgLRzCVo/BbTnnz7V3DtJxseBE7HFuzDZCjRxeGihs1JKjIYBORAKjHaD1FoCMPC6+HBLI+Zy9JwwThJLqvtPQzc7RE1BLh/QaeUIQ3sxdq8Fc1NF0AKvGCKEJo6sDFO+cHIBGKTKoNOSxLFNmliARilBq1lEthMKpYBO2yZJDAwjJG5mhviEP3gRjV1zTNx9ENPMQmFaQxA6xHH2CSX1GEOapErgCbmwGtOA3JVw/RXbWHVeD4cfrEKsePxrh/i175zIj96/j87ubhUnGWwxVBqzHaPTJWRGpuDCj59F8aU5XMtl6188yuyddYTIknaRLJCTtS4WXSNUZgCFgCS0mDkygErMbmFKSrppI/lNA9Q/uQ2zm/dwLcXZ71zDfdf+lGgqAAyazTzHvX0z619/JkfuvR1fFfCUwCkvhhtUYGbx/mIHaaYoJegc10vyiI+QKaahcFd6dFlNsZUmEhoFVEaXQz+Xtk/84T3seDzDtn/lbx7nvddd9Lz7/mdvL1xlndb/obDEv9Xu/9xuHvnOYWzBAsby7A+vJT9ic+CHszh5SXjroly41oLmtODKe38Jp2JT8CqEjYjWkTZWyaEz3SaY8pmemaB+cI6WU6N+tIpDgmr7pO0IYk1cbTOZj9DtVgb5CrM4rZMLsMxknnOGg0LhFX3mv8OErORZDlWJ2i7MtnH/+WPovEHzig/QGdpIYernlJ75wvKoptX9ANPnPq9FDmPQDtg8hsNj0IGK9Ubmqq/GLdyHnb8RPZ8kk2PI2gaMdD8iGaPDFdj6Tlzx7ey68yB9sbzQQepJ4tjHjDWinQ2VOq8nYD0W38y6KIdwJ36C3fkczYFfIShfBVyFrW9eNMQ6kwASkYE1/7B0ViwnmiZEEp1LIZ9mliPKvF7TUhQHD+DrQYKGgTRTvKKP3/Gwu9hVBPjNApadEgUaKXXmHZc8RGkQnlksya7WhzBUC9teNNBpt+JTKZNO5C4a1sTA7vF44J/2MvZ0nUiOEpZj3E6LThizY8ymHRmcVAIRgSxbRC2N1prZNFueSwSVgkW+YaBQHLhnFkdA0QS0Zva+Jr/04bXc+OadCDSuAFtqHLmcKMgdzDH0klXc/5mDlP/VIdg7QzARYpk2IAhSh/XXXIqb1knvvAHZqBL7NnY+Io1Noo6NShY/ddPUVO/Zx+xPx0g7fWDkJ4MAACAASURBVCwkIwxo7G5x5I4mpjRx3YSRl6+m/xWjbP/jbxLuzmOtd/F6fGLfwcxFWVivnSNfnsYoBUgvQkUGxu6fsqK8EXFKmyQ26BUJMxMn4k8kTKqFkcm93zvI333mIUbXlHjH+8/m6bsmOeeKFWy+ZJhSz+IKum/w+Q32L0J7wQyxEII4PnZG/z/S5g61+d4fPk6qBB00fZbgqls2U1lV4NtnPkjSyV6tKQ0SJbEMRcHNSoZ/esV96EihYo0wBQYJxUL4PCkdgEzVd37eMIwU3SV814u7LIqJzm/SGbeFsSQ5ozWoeDF+mQY2luNjP/4T0leeSNh/IT73YXYmMIoKYSSIYhttFtFJBEGMdsMF5IEkzCgdHYXOLU9LefYEonQt0phDabHYfxkg9X5kIoAQj5ueL5+F0gZyAeMtEM8aIrZtY1rWIuOZ8inMZaXQPYc/xVjhPBASEWTLcm2C7CiScoKsJtkMqgSRPAHl5PGCjHRHtCV+8SyM6VksZwoCG50KVENgGzVQA6AzhrO+F/fg72gSTEYksY1harSW+C0PrbMKOr9wPFaxh8E3rKPx46fozEmmx/OYps3I6GyG39bQ6cx7wClxbC28YWFKHr5+P9e/7YnFF44ACiR5QdXP3n3f+9Zx5F+nOfKkj0ZSI0UJyYB2QMC7rj+NH7z6SUYL2f5N0yPtwtUO3jDJy67aTMUDM1qej4hTSbNjYlqa6v6EsX0HsuP3pBS6ii9x17jGDYPDNzRx3rWG0il/Qvu73yd95AkQ0EqGiZsKE38xFq2zfIlS2Yiab72nVHj0g1vRsUGEgdtvMnjNGsJHa4zfXqdUloR+jvZcnnxvmziZN46aNLQx3QgtFapjo3yFqHer/awUuznDS89+hAfuP46x6cWV8e57pqlog737Znj3fbfiRAbf+dunedf/voC3fuh41mwssmJ1L7/+ztOOPWB/QdoLZohN01zOvPV/0KqHfb76xvsX6DNBoHot7vu7MV7+8Q0LRhgg6cYQ49Sg4QscO8Vdoi+jE43lpv+GEe7ut0QsUz078z9/rdjEshMwJKQKs2AiTQ2OjejtRRsCsyygtgPCLnKjC0libDfOjdehNhyHPbsfo9hBJmnmRosYWejK5zQ02g6XISgECmEuB5MoLOaCSyn23J7t0+171m+fuCKR0yCeVdKoqCB0C9H1MLUYBDJIm6l30at/OaOXDEDbYHgOUi7GiJfWz4k0ZPiBt0MSIgo+YlW2PTX6yOVyiFgguwgJNXAeYf+l5KbelhlFZRKMfgJ3/3VEuyRJYCINjdASlcoFD1ED8uzTyV+9kuY7vr2QUNUa0sRkZqZMkliow014qEltlceKX3sRU9dlkkBJYlOruli2olrLEwYehqFxnYhiBVqTKXFsUrpwmO0ffYjTRyImmjYzvkXJjZnzbUxfc82XT8ApGFSGbR7480PMz2xlAcJK0QL6Tc3IxjJrjrdIJ7Ln29OnmakrPDvFmIv44Ssfy7DDxxiQqSWJlxc6kqQS6WhUqFBS4PuSnJ2y5xsH2fOtg1hFE290gFVDJ1IwawTTAAahWWbtH7+S+sNbae4KUbWI5ozB0hRh+2gbHS++z9M+fiHlssfd19wMSZ5yuUV1uockNpES3FIbITMnqyEuIlp5Js4dN2LKNma+k0lTdREpShlInXDBG3wuufJl7Hm8w+2f3bmgKD2schzpOjtJpPnrt97P8WeX+fyDr3vug/kFbC+YIXZdl0aj8X8Vorj5w09y8MG5ZduqYzHVm2YZPt1D2hIVPVdVI9VyiXe32DqBRRBmBQJeLiZXUGCCXXbQWuH1WQjtIAwDrTWmCEmMEgQ+GCYqTrFyBokdoSywPIlhBkgvRycdwB7wMCf3g2UiCiaxrmDZVbQSSHt+VaCxWrswntkBIouzCSt9jrEXLC8Vzo5kQbNtvklicvlzCdovw/Fue46oqIw1sd6EQQupx0HYoCOEqC1PaHaNcHZsnBGCN7qfagRJ+hBGtCjfLlSd+Sx8dp06IKBpEO/tJ+kZpNH7m0TtNj3TTbRroZVAhNsIpwfwdwxjlgPiWQ9/eC9yZxURWkT1fJYMEgq/lidou6SJxH7l+Vgb1mcx8oqHrvtoDc2GR62WUV4ubeFRn/ymMtKVqCAbI7NzvbTaOYTIcMBCZCENfcY6Jr6WERDN3dymUuogXM3ZK6Yx7YTpapknqyvZ/JoSvXNTFDeOYvTaeH0m/mwCaE4baZJ3Ft/Y+O0HGT2/zOEfdOFasz6VvFjQ+8uciMU+SxuGTvBo7azRDBYJqwB6zihSbybUxwJ0mJKkGUYzSSWVfPau4npCvZ5Q39FHPu9x/IYsVKdiePDTE/RfsomRa/tZPVrkZ6+9D2qLidhwZnHFesJbj8NcL7jz7Q9Tm3FxnIRW26NstmjHI6z6tWvw7/o+yhJYp57N0aMlBn74bZJEkFDAigzKI3OETZeg7TLPaVDavIpWY5zRqQnSicXrlfotfv2ak7j9Swdp1yMSodn9aJ2wk+DkXjAz9f+svaCGuNlsEkURjuP8+weQIS2q1SrKeX5POtdrc+Y71/LY/9qPYUmkp0l9yA1YrL98ACsf4e8MmdteI5qdf/GZhwvgdywcu4NEkNRj0k5CNB0ukAnlch1sO2WxB9lfAQmlcgshNHaxjRYs7BPs13glH8cLMZLsmmmXRUOlFrIMMqwh7SXcErGFMkcwRoaImMIyU9KwgcynaDlHJpEkaLi/glWysdQXmb+JTLfOw/cTLPdShOjC/TTE0UZsjmLVAgS7528/u49jzYdLixuXFzoCIJ1e0L0LEMLnG0Jxyybck8HBPPdG7Le+mDiq0NlpI60U+9xRckMbSB70SOoeYdMl+eL3SVY4WGTAfpUYtGol5qb6SYIu8c5dEwxfZjB9/zh1bz3J/oNoJel0nOd2FjAdjW53WP3OEzjwqaza0rY0hlSkXYpUrQUt36b69SUscCKL83peQL4QAJqVw3Oc8Q+XsvfdP2PmYUX95r2s++MX8fJfajD2aJW8nRK0lqMAgq1zVIYNWuUmSWJimppaI7fg4efdBJXPIaTC1grtR4T7IkwTWAobNgUzjzWJFOQMWLpEer5CgHY7x8HDAxQLHebmirRac0zcPce2j++kUg6ZmvLoRBZSaAq5TDnckJAbdVj3llGOfneO2vYWIAhDi+Krz6T3sl4Of34/d753O6e+9xqGL1/FfVd9DZrbGDgzZIEsRgsMO8V0Y/J2ipOPiHvXEpx9ImNvvxWdKFaW+tD1HIYnecd3z+PhHx3CqYGDTZOYi35zHU7O5OieBk7OoH/FLy7G+AUzxHaXmSyO42Ma4vZcyJZvHmTopDJrL65QrVYJw5BCocD5/3MFXsnlyW9N0BjLljK963Oces0gZ75pFd992YOoSKOilNGzymz+/VF6Ty5SqhTZ9f197Pun55HeYRErrGNNGndjvmrp78ce5otepFgWxljesqw8mqxiC0AkyE5W7hk3XcxCkC3BBaipaURnnHDkQsLz30e1VsPzPLwDf0OheitpwcSVD0N0ESFn4lpbut0tU1N/Rr44iN8AKYtI1UaGElvv7/bt316F6FQgEzBbGi2yRKCOSqhcHphi3vImxhpEEoP/c5Aalawi7DkVd/J26GQFCbG3krguWJiaghZhp0M8fhKilnnc7blN6IqFnM0TtnJdWFpIc7eksKaMtAIi32Hq0NCyvsdHqjzyutuJ6/PT3vMjcQwjJm+HTP/zVipvOnXxXjUMXFSicTDBP5QZ2Tha/ikoJfEDi9KAT//oNFIqWtEA8UwHnWQFPaJV59CHbyIMLPrzGi8fMO57KJWB3XO5kPb9uyDRVCoQhhZB4GBbCWFkIkyBjYZwCRqma1/DOMNQSNFdASUZutKWLAuTSVfQe04fQ8fZzDw0CY0kox3tYpePjlfI2aXluoVakiTQiUxAoLSg4Wd/W6bml793GQceH+Puj+2i3BWo9Va6bPjdk9n1ud0cumsOz0nY8pF7OeHgKQRTbcKwyLYtJ7Bm42G8oo9jJQQtJxPQRWDZMaVXvoh4YJB9KvsWTl87ywW/cz6DFwyy4vgytQ/Osa4Ycrhtc+HLV/JHX30R3//7bXz+PQ9jWpI/v+Eyzr1y5fMP4v/E7QWNEWutnzdh91cn3UpzMjOyr//miWx+xWr6+/s5cuQIXsnl9Z86j6s+lvLAl/fgqyabrx4hiiJM02QpldvY3XXG7q6DgJd/ZfNzriNMQW7EwT+cXUuaehGGAMSJwLIBpbGKNtq2Kaw3cXtzuEMFzKILGiwnRqQhKI0QKZYMQEh0mmD1eSTPPIU/6RNOxJh2TO9oRlCOMlCpyAyzliRND4TCyHewezpIW1Gc/TnJbU+hVr+W5tBlDNRuR5sK4bVw1XaobcfuFmFpC1RxFJcfkzQepU9+A9HJ8NUZIuL5Cyd1apMGq7CiBmYyvViWDOBDIl3C9DIsvrV4TNJEpxGy1S1ptTXV9X/AwL6tUPcRhsLf+Aqi/j5yd3w5O8iwEFKytEZbTdZoPXA3cqaMZaekqaRZLWZRjVrmnT1bMQKg4zvgt3EcTRhaLDXShpFgGClRlHFG9PXXsO0Uy+vl+JduYq+3hcTXCKk4770nUTxtlMnHp7n9Vx9YCFsAOKM2J/3P4xg8px/x4B3wQDYJFYdj7DOGKV+wkmDbYdxucYxpJLSaHsLQ9K6LcQYkrR1tQMKSfK5hZFj1Uj8k7Q7Veo5jTZBGxcY/Aq6V4jlpFnoJTJJU0lUVw+ke1mprJu+YY8cd3XdnGFg5G9vRFOOUJAYtFPlcuoCRlzJlrm0+69oSJJz54eOYbsxyz0cPZga6Y+J4gtf/4FJ23HSIe/76KOgC5ULImg0mtYN1qrVs8okim0a1RKHoUyq1sL2QlRsyIVHVM8JU73p6PcmJV2qSwweQa09m9bXnU6vV2Puv2xiZGGOkTzBaTNnwhh72Pn6QH3yqG9uPFffceOC/DfH/3yalxDCMYybsDj4yu2CEAerbofJrFY4cyTzZ0dFRACzX4EXXbmL//v2EYYjneRm3bvEYJAwaHvnkPl75g8109oXs+vIBUFmybvAlvRz6zgQqVmx67/GMvKyPh3/9EYKZmDgxOfV3N3HWu04h939Ybjk7O5vJEQFcfBrRx74OJChlLHoxloV10gWkOxdLhtGStOWR5hIMJ3sOZjhLefeXKOz/DunaczFay9m7FvQyE9DWDjxnR1a91t387M9b062viAEDZNvGiCNg7/Pej6mmKPrfQGflItk2uwdpVxf2EcLEsizSdhkZxpkjluZBFog7mRhrogsIIQibBkZgorWgfd8+4tABXKRs06wVCfx5CfqYnBdm2nS5ANUzwuT2hMDPwg+eF3b3S5D9ZVoHszE1MjqTxXo12CevIN6ewQzVzCRTM9MMj0xAnCKlZm77HqKVDsqf4syrAxLK1IwK5TUlhl+aQ5oSt9+lM7xIZ2mtXYXl2qz5zRU0vrEDNZnJabUbHt4lJ+I29xDuHcc/muNYnrphaqROSP1sBWQaiiQ1EKagvKlA7CekTUVzMgIsbFMRJYJ2mH2mUZbK4E23XsQjX9zNtu9N4T9rstIpRK2UqAU+mQddCyVx28B0Yd3pLn2VmG13JsxHoOfHZt/mPGf/3vHc8I6nObyzTcUEtOSkP1zD1HSVLX87tuCwpPk8Z33mfLb84x4OjPcAmqFen76+FDcXoTCpTrtYbohdMNj4sQ9jxilzWx6Hw7uzwMqBJzi0fTvJzjHMG29j44mCQ/tXMNxT5qLXb+RLp95KbjJ7t1LC+a/Ksr9KKY4ePYrruvT19f1CcBq/oFFwy7KO6REXh9wFJWch4cxfX0W1WiWKIlauXPmcB10sFmk0GgghMAyDNVf0M7XluWTf1e1tnv7bMaYeqy8LN8zeXee3tr2eNFIYFcn05DTNCc3849h36xEu/qvz/t37UUnKoe88iTAlq67ejO/75HI5+vuz8tzJi05n7of3oBKDZu5EchsK9L/kctwNJ9L+54+S7ntyydkEHfMkhH0UK1qMVRpJk/joBNVT/hpTbcVNt+DE29A6YEl0BABNAaguOafJvEsmAOl30Q+A4LkT4vMHMBbdujiYhHDJs1ZBNrmmi+dToU+SBNClR9SGJvjKNwn2NojDPkBjdgsyosCm1ciMltbgt12SpIjbA8OX9zB4xgls+8oeml0ZK8dZDJyapkLUqpTKGtcNWKoiXdgwQHBwN4ah0J7B8PAw/hoXNZ2pZBdLFp7rMfH3t6HDBNPcx8pijJgyUU9kNI+8+sWYx68n94p16MSgZ/NaxMQDzN50CwUVEucdkIpST5PkwJ0ErRxamQihMYyENF3+eQk0lpUShgYYgr7jBFR6mHy4Sm17c8HIWQbk7IQ4FUTJImIk0UCfRZhvs/vBJv5CCTkIKdBKLwsYKwRBptiUHR/A7gcDdpNpytnd7iUa7EGHq797Pnd9bidPXT8OCGoJrH1JmUvefSpffN19HN7TpsfICI5OfMdKarWQJ66v0UnBkwLd3wsbLbbfWei+n5Tde1YipKb8zoDRs4cpnHwSR00DkhRsh9JYi6m7n0JojWlqeodauG88m6f+7KeEkwGrhUUvBpvfNMJFr1kDsKDw0Ww28X2fFStWZCvj/8TN+OhHP/rRF+piQZB9tM+WSMmVbTZeNkh5NMdF71tFddrHD5oMr+w/ZjWe67rUajXiOEZrTe9pHlEzYfbJ9nP2nXy0TutohNNl2tIa1rxsBZveeBx2wcI0TUqlElv+5umFQTz8S/1Uzi2Szz+/Rxy3Qu561ReZvG0X0/fuI5xpkTtzCCEElUoFwzAonXkC/mARa80Axq5tqH3jmMMrsIouSUuRzI13iWcAocgNFVHWKFHsQaONkBphaIzcNIY9wkzxdVRW/hKydA4NcTGG2gK5AN3lCPbVy7HYuRAPjHUfEn8xnhhkXvFSY6sX/p9DsAjry0Ib878aLEg0VX4Vw/KxW/dnoZFKHmvgSuzJ70GQIqwUtf5clDEAW7sae1oTH20QdZwuW1kmMxQGDnE0n2TLtgVBdjNJAKPveBnVwz7Vm3cxr3psGGnGt8D8fWhcN8R1uyXchqD0hnOwRh3YvhMhUyzRJlg/BE9twXOqOF6AiGqooEqx+jilvjpeyafQ08AgIvItSkNVvPoTFA7fjtvZi+PvRR94kPTAIwiVYOWCrMzX0KRRhgRJIgspVYYxNxPSRHbjxfPPVJDftALDtZGWJJzsMLMv4dnTn9bgDDm4a0u0x6KF3wMFfqCJa5JDD2QlpNIQvPEfz+ENnz+T8X0tpp5pIBAICbZnIC25qGaz0A9NCsRak2hBW8HFH12DLAl+8oH9xM1sudW33uNXvr6ZWz+7k7v/eZy21iRKsP6qAV7zqXP4ytUPM73HJ9ECKQXnfmQtzW1t/KMdsmmnW9mkBfQrypuLFAcHyZ18AtUn99KZiGk+8gy5VcPEU5kDUfnti8kd3o9+4nFcO6bezFNyUs776Fpue9/T3PL7jzH5eI01l/czNDJIx+8wMznLT/90F7d8eBsPfPsgT981Se9Kj57R/zwl0S+4R6zUMQJ/wPqLBlh/0QAfufhWdt8/R65s8onHXwHHIPCXUrJ69WomJiaIogghBKe9bS1Hbq3RnlxOamMVJTqFmq/xipIL37ORc//o9GX7CCl47Q+v4MGPP87wWf2c8u6NTE9P43ne85Zlzz50kGh2Mcky8aMnEcWA/PnroRtKASietpHG3megk3l0zTvuJL73BrTfBjROSSAMjZmLYXZPVy4HwCBtORjrZhCWRtbvJD/8UozdbwHVogSkxiDalIiOQrsgWSQgQoPFdPYNR2CEZGxpLP/sF0MZyxmyNA7CjxCxRLsJZPUJxP5hzPAedDnuHjeGtfV9mMVpKIJqOKRBnaTTs2RwdT1VqZesTERWirz0XQ3kMQyHtBZilBwKhQI7PvtjABwnxnEWjZJzfA/h3hqWEeO6i6ssZ+0Ag1edRevjf4tZDHDyQUZD+p0vgJMsIu3q++C+fUuRdwDkih3SSOLks3EknkVhqVOZsUp1JxQhs6yYYSpsNySOTJxciDRM4thB2yZ4Flb/IJMPzcIT1ex4WBaeQELp+CIqTWnPCWYOxnCwSZZMg1YKoRYMnuTx9PcWIYYrLywy/FLJJ17zcw5uqSMEOEJw5YfWcN7bVrJy5Uoeun4nj379MMGM4uieFtValEmbaihq2HRJhUvfsZk/e/HPmBjzKSERUnDuu0YI2op7/nF8YbD0nFTgxX+6hq+95yG2PdVAAhUkm9++mtN/dQN/97GDeJFEA2teUqF6/xx2j82cb7P3iQlyF+TIbTgOrQtolaFjchtW0v+aFyHzLpNPPoP/6A4MA1atmqGUD4i9Xg7+pMrU7RPEocnhn1T50dVPct6frOLJ9z/DXEswVpWkaOZQcA88dMNhPnPgKgq9/zGE1v/r9oIb4qzy6dhY4tkjPrvvz/DCnXrC7gdnGFh7bENomiYrVy4J3K+D4/atIW4nGI7k9g8+SXsq4OKPnkDYiJl8pMHxV45SeZ7zjZw/yNU3XbHw73a7vWCMjxWDKm4c7OY3Mjp7xwlo3PQ4zVufZvTrq3GGMq+/v7+f1rq1qPsfBq3Ro0PoQ/NsVxmBDMbyJeXiA0vBzH6wk0P0y63QHbwCMNOpecoHVGKQK3ZhawrMGqSFrAgDC4LoZMzKeUwnp/9/7J13vF1llfe/z66nt9tLekI6KSSE3hSkCyo6qDCK4FjG17FXnMEZHYVRscwwCjjAiA0BqUpRWkJJSO89ub2fe/rZ9Xn/2Cf35iZR8XVEnJf1+eRzc/bZZ5dn7732en7rt36LBn0Tfn4VIW/7MccCQFrKWEJOsRRkg1WbAutHXTvVOYzjrUi0SIqQZyFNG99V0UMOdllHyokRiqa7uGPVbAJ3qEhqfitmex2hN7ThV9waQyGwaKyMY+v48SRLf/BWuh5cTeGuZ5A1CECYGsmPnE3xkccgnwckinaoXHxiFeQxzjgYVSFpnNeJ9FTwVNyKjh6zavh+BCkCQFUoPkLxUFAxotWghB0C9ocQ6DOn4+71UF0Fe7BEdt8goIw54UOWngyiIc3Ay1nyuwtjLypd1XC8ca3jycdHUKaE2PVIdsLvR/falLokB9fmxs6iKiUv3DvI+ieGueAjDksvm8yscxvI5/Pc8bc7GFg5Tl0sIbnw5lnc8unneXndMIoClm9w1vsmcep7ZvP5RU9QHq29dBU4/ROtCDfMc7fW+MkCmpYlWfyBBm75+BpWDeQJScFk32T5+dOwF6V49FsHEF/fQ/xWnZv3zIQwtL73Erpu+QVaMk7DpWei1wViQf0/eXzs3ISAUNQCv0Lx4d2ETZ1yTfc4t6vCxk9vwSmCbwXhS9BqKvhttehSytqvO+Jj2SEKm+d5x8R0Hvm3ccdghFXmn930R21f1RXUVLCP828+YcJ3k5c1/1Hbamho4Nn/WMc9N7xMclKMv3nwDJKTxqEKsyVG3eVzKD+6YYJyl7Rdqr3ZMUcMII6bgfGR92MPZ2HWDMTqJP76F1FbWpDV/chKDrdiBFP/phmE5R6wqqjR6nhhBhKx7d/xGtIIf+LDCIAbwApSGkgrjvCGUQvgRQPsWK3m0Ss/pI3gYXVow8dEcKjUW4HMpaAk8dRG1F0/YUyl5TBTtAhO+BTC9ioA/FI9VfVkotUnEL6Eqobs3orSPYoaGceNFdVDCA9FZUwz2AxZ6LqDbet4rk65FKbwQg/Qw+zFzUTPbCR+civFF7swDCfAhFWXli+fxeD6bfgP/YZIxAmcs68z56ZrSCycwsDq1RRrjtWzNTTTBU0N4BbXQaoqSjyFPXk65q41CGmjx6vgKWhhCy3kAk7QLFPzEG3z8YZ7UHwHVZZxFRMhNYTmIu2gU4USi6DFDZTYFIbX9FJ4MY/njr/ANc3DcZRa5JvCLtngQqW3THb/CMdC5yNNBrF2k+HtJbSoyvYHj14v31Nl7V1HN33t2xG8oX9wzWo+v3AZyfooTU1NdG9bM2ETTXMjVMs6j90WBAe+gOYTE5z5kVb+4xMvMXigMta+7OLPHcfxb2zjH5c+i/QO3Q9wzvWTyPcZ/OauILleFZKOqMND9+5iy3M1FS4BcgRGeytEUwbxpXOYe+sXjzru5JtWUNpcSyBLcG2D7ICJUxV4nooiJL4UhMMuqmPjYJAwfMwZIQ5urhKSAt8UXPipuTTN+N3Kbq81e1Ud8SHnWy6XSSQSv3fdeWc3kWz6ywl9qKrK5u/04OYdCruGuP+ix3jTbafRcmIjvu/T1dVF01ULEafNILu/Gw72U1q1h9jSaSQWTgbA6h/m4E13UR3JQ74MEYPItVHMN13OyPIzqUsmkN+7bvy5kALFLkBdHVplHyDwxWQU2RF875Wp9i7BmvVGRHULYW8LuhcUadTar6HYNlox0NgVPmgFgGLtX2ACMOieeMKN70Vt/0xw7oAsFODAHbWNCogsQGQuoa7pzUjpI/slsm8d6sGNRHkWnwTCs/EtjdDwS0gJjhbGs1Rcy8AzU5gRG0Wx8VyFSjEcCAEpEt8LcFTvMDy1/8Ed9Dy4DUOtkkiOY/+Ji+ahJ1SK33gC4dhEEkFXDW3yVGIzgiSpduoKWL+BRLwLBCiaFyiD1UUpnXAebtMlWK6Loihoc5uI7Px3yIfGxyJWh0yXMdIpRM8uvKGNqNY4jKKZHm5ZQ4+6uG0LKe/PIzyVSpeNlPvQNKOmDRI4YqErJKepREJFtPIwmnqA/f1tOI6OEKCqEs8ToEBqZhJVE9DvMHLQplxjDQytKaAwjuzEmg2KfTapSRG2vzTuiEMJlWSLQf/OWiWfBCOkY1kWX3/vswxlLcxab0gFwdtvXMCX3vzsmHyAosEln5tMYUTngR/uIyF04lJn9ikZllyZ5NZPYDDATAAAIABJREFUb+DgSJGQUIlJjXd/azHJNpPPnP30hNupWvXY/vLo+AIBDceH8WN5RkY8EonEMYOx9CmLOJh4Ard/FMcKmrJWKkEBjCIgGXFQohopvRhAO5pECau8Y+2F9KzPk++tMv/iFhT1r4tJ8ao6YiEEpmkyOjpKPB6fMMUd6iyy+v4ONFMw+/R63nfLX753lTVk4aNQdQSjB0r88qLHuPT5c3D0IAKeNGkSHbKDlnnH09jYSGdnZ9Ass1xGVVX2fexb+KVxubGQW0C5/b/IhkPgeuTjoPsRFN0llCoFOHGlB9njj2Pjoh0puxAEHRjC2Z2w3SB7/GcZ9QRN9ncIlR9FVHSkHUOtZg/t7g/VcEwwET5u4oLp78Me3YWsDmAu+hJKehxXF0JBNL8fP3cvkoD5IaSFe1hrISHALoZwK8EMRRUW/iGRL81HKDJIcCkRpKxVOsqaHkdIY/SlIEITiiQeD7ZnHN/GlOveSO+3foI3kkfTvbFCGbfjAP3Xf5DY8oWUW2aT+PIXcVfdR2jzE6g4qKaHqIxSN/odXPW3DISuIt12NoPVOSTEEN6eTCB03iBQG7ehFjyEpSLjKn7JHE9qhlNIU4XUdKztB6l2doCrIglmcXbFRFE8wjGL8PzpJOa3Me2aE9nx8W/gdw2ONfxOpgoMDWaQEmLNCmZbhsH1WXL78sgaWVhTA+4wAApMXhrh4LoyEsHMC9LMvqiOaSe08onpj42N++LL6tn51LgDNKMqii7RZZzn7+sDASXhBR1BwiZ33bKZcm4ctvnQzctonhHjmrN+TUlxKUqHZi3Cm78yg84tPk/e04EuVMp4LDmngWnnGNzxmV1YpYlY+uLz6nnqqW5SGIHYkIC/vXk+mqaRHRll3TMdtEyNM/W45glJcUUKRvaF8SqBayoWgwEzDTd4WZkGkWgVUWO7GrrHjM/Oo7Ozk6nLpv7VUtledc5HXV0dPT095HK5CeyJT8x+GKdGqt/65CBfWP5rrvn35Zz41smv9iGOmTNG8g9oRIbmke3MUT8vQ2Nj41Hc6ObmZnp7exkcDCIUvzzOjVYUH60mbykrwXJnRKIlwYhataRPzSR4JQOhewylz8KJvZOWbZ9HsRyQgtDoFuof+whWci5DC68iUncJZSdG+4HrIFHzvhUVFB+EwNOT2Po0TLYgsJCeicUCCIVQGcZouBSRuWzCuQsjSWHmv1AqlZiSnnLM8RHTzkMefBI5sBVnxAh42n7Qesh3lDEnDIBVgXgjFAp4roL0BRKBn06TOnkaHT/fxaE3h18ddwyHijq0VJS2j57PwG9ewNkQaDh7noqsqXEoqkc4lsffsYpUx28R5RcZmvVm4mdcjvvolxGjO9HassiEg+qup7m4mdKBC0jGfNxGBTU2OKFNoIwJxEiQRBNRC9G4AKd/EMXz8IeqWKP7wD/Er67JdhoeulEmFo1R/3fvIr5o5vj28uNRvS9BbW8iFNKxyxrZvQ50T9RSOXQfhOp1tNYQhU0FSpvL1GlQ8CQb/qufntVF+q+dmGRtmhnhxcNKtRe8oZlIJMLoSJZMa4iRWmWqFJBcGOXZx7uICI2I1FhxUQvzzgnz7U9vpFRwx9b76G0rcHD5/HXPUVU8NKnQFonynn9fxLrHB1nz6MSON8svaqC/YmN7HqNYhFC56cFzqJuk4Loud35mH88/0EkkofG5XyyhZXqMZDJJMpkMckiH4egzrz6O3Xfvx7d9ohGHlne0kV8/QmlX8Myt+MbZxE+vo1o9Qh3pr8xedUccCoWIxWKMjIwgfej8VRbPl4c5vcDyAxZ3fnwNU08Pkclk/iI8wfp5CQY2B0kQQ/VpPLmOuWfORlXHp9CNjY10d3dTLpeJRCJMnjz+4ti7YPoY3hXIDooJffGEEhD7keDbGq7q4ze0ope68KsKsgq+0YZrtpGd9CmSG7+HdJ0gUVR1CFU2YfZtQuoRvOPfiXAFYqTG3ZW1ANMVSLOZiL8VqYQYTl9H/ejdRP2t2JE55BreT0P9OcdMnv4hcSZhxFHPu4XibZ/By+7E95SgcacfdPk9ZFKCUzaRKxZReXLtGEbs2CruwVHKzgHSZzaSeymHV3FQTJXE2VMo/nYXpl5jghgK9e3N5G74LlDTeTYEXH0l4d2bETueDzSAQzbh1lEYfoq2wkvkqxdTPetT2MVNJPtuRBWHkp0uMeshfAFeHDwVlMN9odqInVRRoq0ovVuRPRvRqkF0poVV1LKL72qohofv6rVt1s63VESO9ACBI7YHs8hC4DCLhQi5bAIp8li5gM5nGAb2oRJrAaG2CLaiEikp5A9W8AedMZEgIUAXgZjfwNYSy5VxiC8UV5l1VhIjqmDXItTtzw7wpfOz7N+WJZaZ+Ay9vL7W/km4KCnBtTcu5KUnBnj20XHY6vQLW5ixVOfGj26iWqmVuQuft391Dr/82TYe+9fxdc2Iwru/tJDuoRwPf/NgcO6Kz1lXtNE+36ChoYH+/n5eeCiY7ZTzLsN7NWYujJLNZsdmyou+dhEdP9tA+vhWZn3wVJZcD7k9WezRKpG5CcoDJfoePEhiepopl4y/7P6a7VXlER+ySCSCZVk8c/1WnvvHnWy4v4vcMdabujTFvAuTdO4a4OZLX+S+G7bQOD1G29zkq3Kcx13exu7HukAKzvj2Yqb/XTP5fB5VVVE8la0/O4h0wKhXyOVyWJbF0NAQ2WyWXC5H8syllEse1QMF3JKPbemox88ic/E5WCETTXOhWsJ3Au1gpxjGUdsJKcHNLQB15yZivov6/EO4ORWvFEJKySElSgEI38HsXYdfNlB0F6H7wTQ7GwHLQCmXwNKgJIiUNqDU+rapzhDR3G/g4I+h4VSE2TDh/CuVyjF530ea0jAJd98mrCEf6aogFYQRQs3UIcJxZLgRbfYJ5J7cFBwXAg8dqxRwiL1CFbuzQHhBG7GT25n24ZNRwjb+xj1j0EP6ujMprlkFe/YCknDUQlNd9L5u/CUL0E86G6VjE5peRIvVqGeeTdhfQ9hbR8GcjTrresqlYUzZjZC13nVqoKsR4PPgR5fgOR4KRVRtBOH3gObDqImsRfh+7RxVw6XypitR9u8LkqW6FpQRaxrpyy9BSwb3aXHTbnIrA13j4aF0oPhGwIv2PBXHUVGTJpHZGYZ6fApDPqV+F6sGGQgRRNFCBBGqn1GxSpK2xSmuvGU5sYxJvMHkvd9dzswTmmk4zmTtvUGUapc9+gdKeFJiHV6GJyB3WFHPfz56Ab1dI3z5gy9ySDU2ntK57fGLuf/Ofdx/1+6xpN3UE+Pccucmnn6uB8fzSUoTI6TwT788lapS5jtf3Dg2k2mfHuUHv3oz5XKZXC5HfX09nbtydG4vkGoI8b6vLKOpLU2yNlb5fB4nKWg4bxatp80agxpCmTDR1jiGYRBNR2k6qY3U7MzvvS//muwvUo4ihKC5uZn8rk1kXfBRiOBTRZJuC/OOry9mtLfK2dfOIJLUufuWNXRsCNrU3/3p9Sy/fNKf/RitnMWeh/dy1n/OYs7y2SiKgu/7DA0NMTQ0xNPX7aTnuUDT4spHziQ018C2bRKJBKqq4jgOgy/vInffptoWTVwXTCND4b6HoFTCBVxMFE0Dvza16uzEueDNqNsfRjoCWbKwVj6N56poZsAA8MpRFKVco1DVxhSgouN0ZsD00RJFxOEg8SGA1g6m++JwKM0rQ+9jkJh71Di8kibf2qQ5RD/8XYr/+lmUkQCWiZ53KbFzLw224Xns/5cfBk1Va6ZGVVJnHE/usW24VUm5FIbVfSibh9BSIeS68fbuImoQmVWH+917UTUfRR13IN7gENEnf4y+YD75s95LXTJCee+dhAtbUEKBuL9S2kyjupFK52+oxj+Mp15JePirmMo6vBo86eszcNL7UEvr0Y88ZQXU+hIyvQh3eADNz+H3Kmjty8g0tlLW8pAAKSuol7+L4sFuqrv3obW2kMvnKaRC+AgUJLruYHlqEPlOSaFYAtUyGNhepa8jB8cA9s06HZpN+jcXcTyYNCvKW26fw/w3TEYPqVz4sTkT1j/9bbN56b/72fBoD+0LkwxtH5xQWQpQkuMUtsuumUa83uPbX9iDawcnrxsK3/z5OTzx+A5uuOkFHMUnKjXmtWdoPi4Ja4NouqQ5YMNpb2+hforBjZ/dc5huOMQSBgcPdNHYVDcm5PVPPzuXg9tGqW+LEEsFMzhFUchkMmQyGfL5PNlslo6ODkKhEPX19WOMq/+t9herCxRCsOSa49j49GoAoihEAa/b5rR3TZuw7pQFDUCAC6bag6KQPycoXx6scMece8a4valH07Se1IyiKDQ2NpLJZBjesi74UkLHS/0sWTaVSqWCZVkoikI8HkfrPgZuNdCHX5pYAegnMkj6EL6PiCcZnHIOqZ5B3G07kL4yNs13ygqq7iIUiVMIAxI9WeaoobAU3OEIaryKctgVloDwFWQ2goxVUMZ0cwVkjk6OvhLdaOnYlH50A5Xtu1EsAykE4SUriJ59wdg6Pbc9QHHdjok/LFWJp8O4Z82muHkAdgQRql9x6b9tPcnUOMuj4bLlOA88CuVy7biATBpGsxiRKka0ijjwMnVDa7Hmn0V14aeoup0kOm5E9w9CLKD2RazfEFK3kw1fxGD8X0ko3ySiPIXARvH31KYgh52bmsb1NdTQDFSxGV17HjVqQFVHO2EOyrlfQpbLVJNp/FwWoWn4zz4CfTbDL65huK8XccoKQqk46XddSvf3nyCUBq1hMr0vZmF/Fen4QAnTMFDKNZqxgGiriRYR4Crk9pfxhhxcL7hWnasK/ORd6/jkmgYajzuaoqWoCp966EwKQxaxOpOda4b42nueoXv3eGl6lABCqptt8tlvnMm/fXYlG18cGPv+/CsnU9ei8c+f3oNmCRwFSsIlMlPnuWcOjq330S+cxBVvnkfLzDD/8PZH2LlxIta9Y0OW/g4f3ciiqiqZTAYhBFPnH6NSq2aJRIJEIkGpVGJ4eJiuri5UReM7n9vC+uf7efdHFnHNJ5f+zt//NdpftEB70bumsuiBHjbeOy5TqR1Dv+f0q6ahmwqDB4vMepNJb28vbW1tf7bj2nPvgQkFFqu+9DJv/fWFKIrCxvu7eP4/91J3Qj29v+0nOSXCpAtS2LY9Nr0a2TzAk194HLdrlHRaQ9VBVYIS3PLuImZSQVV9fE/gewr+1PmIM/+GJqfMSCxNKJnCzav4ToA9jhEghEAqAqFp4DpIBE4uCrpET3go/mFVhb6GVwwjEpWJUTME81tLRxo2vhpFXXwTZJYdNQ6vxBG7HdvwDm7FswP+nJASrakNoY3TvSr7uo/+oWnQdfdLSF9gTm8kedYkCi/14leCkl/HUdF1DzQFWefCc7uC7Ss+SmuG0P/5GM6ml9GevS+gMUVsVN1F2/UI0dENjM48H2f5zyh0fJukdR+KrDkht4eEcith5Sk09hxR7i3wwxJpLECOjqDKMrocRGSzHGoZJUwXWdUR8RaEomLt34WfrwFrnguVUfSQhlMxiboeTdNqQcXbW6js6GPkqa30rRqsyX4eli8QkqY2H2NahsKuHF6hTK5bGbtqag0brgWsWHmPHY/1HtMRH7p2iYaAkmeG1QlO+JA1pML80+0n8+CPN3HfrePiT8cdn+KL3z6b69//JB0bcsTQCfkaOWHT2VWip2e8ovSEFa1MW5DmF7dvZdWvx5N2hqlgWz6puhDzF7eTzBgoivJHBVDRaJRoNEq1WuXhn23h8Xv3A/Ctz7/A266dTyL111Gs8UrsL+qIFUVwzS9O5TPJe6nmAzws2XJs7vBJbw8y97Zt09XVRT6fn8BFdi0PzTyGF/9/sB337JvwOXNmggMHDjC0pcrdb9k8tnzxufVc+eNTCNVPPOanvvAi5X0lQCeXS2CaDorqEotVcEs+Q6V6IvGaxgQCIxxGxhJEZi5l8OBBTF3H6z/UBFWiRE3ctpmkzr2MftVkcl2c3o0v0hA1yW15EbNnB062hJGoRYtBaQfSU3FzYfT0xMw6ALaONxLBTs4l3PkgYt2HkKFmMBsgMQfmfvYVjZVa34bUQ6iGi2cZYJiY88b7i/m2jXr2Yth1cLyqzNCJnn4yxfsCLQpr3wAwQMvps+lfP4o3PN4v0GhLoa9cNT6zlmAWuxE/+T7u8jNIffpmSg98j9jwi4wJHOX30Dj4VRj+Gnb9lYy23U1o6EZC4kW8Wu84nT2H2HJIwPMTKFozeLtA3YISCbpkA0jTh6ApMn5sMdVhC39XCbVuA4WH7zlar9M0IZwiPHPGhMXFbUHAYRgu1Wpwr4bbo0gVokKluD9Pdn3wIlIJRHlsN1jPTGu0NBhkd5XxPMAQTD217hVdox1rji74ADj/mklEYzp3/tsu/Nq1qWsM8/GbFnPPD9fzm1qAFEEPxl2ofPYLp/HA/Tt55OHdLFrcxIqTgoDoVz/bPbbdZMbku/ddRPeBPEtOaaGu8U/TfAiFQixcPBVFWY3vS+qbI4Qjf90iP0faXyRZd6T1bBqld0uAAV/w5YVMPel332BqrX3RyMgIUkp0zeD2y1fxo6tfomt9liVvn4RQ/nAk9/vsmY+9OOHzG248lXhLnCev387gznGnli71c+CO9Qxs6sVYFiOXy1EoFOi5bx/OaIBjalogUqMoEtMc7xDiWDpGRsdQi+g9exHPPo9XrqDNnkWpVCLSvRM/O4oetjHMEnq5Gz/TRDXeSDjdQF6NkJ69hBERJrztaRTVQzXH20K54Qx6YxxFDAWVu2KioHhwFD6a7EI4NaEgtwjWAOS3QbgN2/VQRtcQqZuFUI6N0XmayUBqCrK5DW/xqTRf8V60xhYARn5+P33f+C6ypwtnZPzYlElNZF/sChS4DotJra5hNK+EadqoaqDhEFV60bxD0ZxED9tBs9DRIUIH1mAXB3BWXIY/42TE8F40dxh9chahBtWIofJmQgMP48z+PjkxG13djXIoNSxETW4IFGEh5PB4xxRRU6pT4rh6I37yStwt3XjdBfwRF28wS/n5tVAI7lspwRc6lp8CM4McGqG8dgNqOoU5tUb/8yXZl/eiRjWic9upDlfxig7OiI0zahGLFamrK9DUOBp0k05FmLbAJpQ08YfLlPo9VAS6ArqEvb/qppp1ibeGidT/7ujwMxc8jlWZ2DLsHZ9ayNX/uJiPv+NJ9m4dT5W/66OzOOmcaXzxPasolyaWhU+ZlqS3WOJNF8zgO9+7gA/9/TJCoRrfN2ex8rEOFEVww3+ezRkXTOW4hfX/Y1FrfXOExSc3M2lGkk987RTqmv56BH1eiQn5SrIxf2bzXJ81P92LY5Q59W0LX9H0JZvNks1mGdhS4idv3ja2/FPrzqN9ye/Gn16J/Ufmrgmfp17cTv28DLufG2D1o0GZaSLkML9lHMc8/blLxl4SpQMFdnx5LdXeEtFIGSo2kfkZjKFupOWiRAyaPn0B8s5bJySwAJKnzqGSjBPb9jC+o6Ic0cfOD8URuoGnaKiFIbxYBm3SHMSuZzBih/WqVyR6uswfMpEqI7Rj3QKB3poACLXAibchIpOQbhUGNuBXLERiEkMyRnF4CKX7IMlZc0hPCabivuty4H0fDo5GguVGcEsACtrJC3Ce34KUIkjSyUMt7SfS+8AnmiihGw5m2EboEG7WEMUcethCq4n9iLo6ygvOILrsLVQ2/4T63C2II3oV+qrBwORPEG48Hyd3M7FQF5ZVJKSsn7CelMFbS9UuQpOTEQ1X0dFTIL72h0Q6n6+dm0J1OIZdCmZCrqNiVyKHcQbHLX7maTRccxXl7lH23vYSAy/3Mbi1zOEvoESyQCIR3EuHbn0JGBGf/q4kHZ2NSAnZ0kQh/LErpQoyM2LMfeskppzZyNSzm8ZgpdxAlavafo7mCarCQ4krXPL+Obz3n0/gZ9/fwk2fWjl2yBe9czqf+saJ/N35v2bnxvGikBnzEiiqxsrtXVRrtc3Pr76GBQsbJxzH7i3D6IbK1ON+P8vmdTvaXhOOGILs/P79+0mlUmQyr4yW4vs+w905vrX0aUpDNrFGky/suJBI+k/LsN7zhocZXD8EY/HSuJVtQfT4NO0zJKVVAfapxw3euvGaY27Ls12qfQX67SzaUIXcur20nrUIJ2NS/t6t0DmOjwvFJxSvBFVk8TKqdmyluiPNap+Pfsq5hJ/4Sm2JBOGjpSu1fnaHwIraX6FSScwlbPUi1B6U8B8SxAGJirPi56i//QSUB5GOilsIk134HsSjTyIcBzSNhuu/AZpJ12e+iFesHLbXwNGW8xHQtFo0DLalY1smvg+2rREKjR9LJFpCUSWq5gYdUVYspvXadzHyizuJHnwB1Q8iZUV30GM2TsNccvPfRjQdIrHt/Qj8cW6v4uPXuxQyK1CNeqQ3QIV3UpfK4rg6XmUVvtuFkfw/9A2nSaXbSaeDF3o+n6e69Qniq7+PQOKl52P15yFfxClqVPJhfPeIqbIQSF3HXHYW3Q/txKt6FLIGvq9SqRi1LiKBtU7uZfqSPVQKEQb3Bsp9muHQPLWXzt1t7Ng+FcsycDWNUlnBc4LXZMTwkEDFUg+9MoNxjmocf+1MZl3Ywq+/s4O1D3TXrqGk7uQwn7x7KSElxQVzfoJbE1WaelyCf7lrOSsfHeD7/7x5zDm/7dp5XP2pGVx64YMcPDAeeDz7/HtYvOSP02953X63vSagCQiSC67rks/nicfjrygqFkIQTYZZ8o7JtC9JcfFXjifR/KfrU1Q3bsfIdhGLVckXJk6BdBVO/Yf5nPGvp1GxKygxlbNuvQgjeewpmKIqGMkw2dEs0eYM6vR6Yk0ZPM/DmTsbYhFEawvMmUl4aMeYuLlqOiiKxG6ZjeJUkaqO8JxaJdlE00IxQnPnoXY/FtC1ohalpjMIzb+cvEgQmnUheVFHaPYl5EQd5gkfoLfufOLLr6MzdB5xNYdf7UWGWlHc3DGrowWSYrGEObAt6POnSqSn4AwBA8H0HN9nJByndPt/4o7aY78c24YAx9InUKksL4L0gu9ULSjjDvoIepihoHglHKugqhKlrw93aB/ytDeiLDkDOdiBVh1EjwbqaKrVT3z0WWy7SnnRt/BL+9HtTsBHpm1QJWq0C1XuQqObkLoNs/4mVHMuPUOzCSXfTjw1h3LZxXVd4vEgEWaaJtFJ81BnnUF/agFqvoTasxNF8RCKj2trY47YnD6V6NLF+A0zyG/qpbK7C8/y8d1gHFxXw/NURMRg5uk2U5q3UN82RN20AVItWTw1hm9B0+Q+DNPFiErU+kai9TpqvkgyYgXwhOqjaxJNDVzwIaU2AM/22b5ymCfu3Ev3zolJus7uMhd/aAaffuNvGcpW8Guw1ee+t4y6ugyfffczY+tOnpnk63edh+vpfPVfxjvKvPd9i3jHO+ajqIEO8ev2p9trCvGur6+nVCrR19dHW1vbK8raA2SmRDnx6ml/eMVXaKMbgihVVSZOFhTFJTNZJ9mm49kekVkJkqc1EJv0+wWMDp90qKqK67pBpaCqwPKlqJqG7/uI5iT+6mcwRvcF0bCqUzz9XTRNnUlfVweNosrI8BDJof14W59DqeQRikbhTR9gxLFpTTeilXuRDcdTaTuR9MyTqWCSnHoCFRklOXkZVc8gkWwldGAtVBTClY24065j1FhBsmUe+e6XSVur0UeeOYJRIAkPrxuPqiVIDOxZy1F3PoJAgqrSeOJpjD56Hw6HBN8Pc+vJRlRVxx0OMEnPFRxO9BCM85tD8UOdReRhGssSddc6IrltVOadROzK6ylteozkrgcRhT60mIVQfBK5h/E3r2Gk4W/g+Bupdv6AJPfjmwMT3zBeB17lRap+0NvwEOslGo0yMjJCuVwmFAqNBQVK3RRU28DaufaQZARCkySac9i2S+SSDxA9+XQAdn/y5rHzVlUP19ExWlIYwmXWlCL0b0OxJWjgVkzKw3FiTTkmv/88Sus6sGpVb7pmYWa7MaTACtdhWwaa6iHl+KPbfkYGLxzmwBMDuFVJxQcfeSR1GAuPpplh7rt5N4MdVdKEqEqXa7+8hMkzo3zo4kfHr4WAf/z+SSQzJslMiAsumsmvHtnDnLkp0gJWZG5FKHD+FbP4+l3nvuJn9XU7tr1moIlDZlkW3d3dpNPpsanhq227b1nFnh+8gJ4O0XzlWTz3xfVowiYWdsacQmJ2ivzOUYShcO4vLiezoOF3bq/SO8T+//olRjpB7OJTkdkRTBysH90SaDAoCkpbC5pZxhCjKM5IUP6sSKSio+gVlIg7hnsG6K0CkXo8z0fIQINZ6PsRfkBxU4SPFAZC2kihIaR7jL8qQnpIVARerSuHf8yI2A870Jmc8I0faaG/9RocmSSTGyaydAXl3z5CZcNq/GIZx9LxDp+Cf/ffsAaydNx4F/5gnnLeqNG4JlrL25dTWbsBdzAQMDLn12MWB1GtEeJNo2PO2qufTHn5m4nOPB7v+R+SLDyJouRQUjU9BQTVyEKKkz+Oo+qE5Q8Ii8cZ7zwCaNMZ9m/H930mTRovFOrr66NcnoixCyHQNA1TSCK//RbK8FacwxqAhi64FnPFxQBkn15L53d+CoZGbNEs/L3riMbLVEdVpH/0bC9zgk50/gy0s/6e4u2fw9obKO5VCyEGOpqplsIMDSZx1ShmaxSZyzNaSuAUfFKTBWf+1wUMFrP0vVymZ32Jrc+NsG9jfsI+pp+e4vS/m8RNV788tmzKgjifvHsR93+zk0fv3EtZuDjC55M3ncjpl9ShqiotLS3ouk5fb5G6+jCn1N+GVR3H4H/64hXMXzoRL37d/jh7zTligJGREUZHR2lvb/+LVdTsWrONLdfvoLC3zPQL2uh+eOfvXHfpP57KcX97dMfosW19+ttUdwYPlqJJQuESquERilUnJOJCySKhuqPbPSmxygRGxDEtZKPEjt0h+081iUSmbOSezFErCCFOAAAgAElEQVQO2hmJ4ithtHM+it1nUXzgJwCIZBrzpIsZffQJ/EIBMW828orLEEJgGAbxrMfWT9yJtB3MkIUQEssyUDWPUNgB6WOEbbTmNPrVbyFcl8Z+6KfEhlcjDqeLqSre3Dn4p7wfa7SLTMfthHh5wjFKNUY+fjb6gs8xOvggGe1fEdRCcW0FPZUbaGlpIRw+GtbyfR/XdXEcB9d1x4p2Gtd9BqN0kGp/ArcQRoTjRN/3NdT6cX67W65ysKuT6D23wEBQLOFUNZxaLz8MlficOKG5c4hf+N6x3+W/cQ2yEBRGlEZi9PdNQ09pVMtRGBoiNxrHtkyqVR3LCrZlezqlcILwtDhnXL8ApcXnCzPHE3FmVOUjTyziK29ZS24ggI1UHX6w6UI2r+zn5usCKqGPpHFFiE/dtISHv92DbVu87bPTmTyzgbq6gM10zbm/ZM0zAe5shFR+vfMqGlr+uEa7r9tEe006YiklXV1dSCmZNGnSqz7tsXI2/zX352Mt1hOxCtoxmQWBrfj6Kez+9tMgJYu/fgmZRS103f0sTq5MftN+5HA/uuGO945TXSLxKkakgmYccioSM1kklCkfRTU75IiPpJ9NMNVDpKoTknOoUfBKSCWM8CtINYLwyof9jSK80tHLD62PREZdMHxwFZzqApS8j1LqCUAHH9xsFBA4JQ27EMMp10SHFJVK1gCpkHrrpaQvvgDLthkeHqahoQFrzwCbP3wrumFjhgLHcPj5GSELo8aKUBMhlBPnEbvoCorbVxNb9zDKcC3JKXzMVAUZTpOf/kaiJ72Tyq7/JpN/EKVaS1IJiUw4uKFGcomPQnQFVO8gmTAoepdRLJtMmXJshbnfZf7mO5Abv4+PxlD7NdSfcDl6fCJbQLpF7FXvQS/vory/nuLOVnwh8OvS1C3Io43uQqnVUytn3YhoD2ANZ9sLVB//d5yKRKg+5Z4QwnVxHY38YJKuA61IqVAumzi1op+qpdI1GK/dSTDsBA27FaCMpO30BLFJUR7/2f6x4/vED08k0SL52tvXU6mprZkRhR93vpVvXLuSl+7rJSE1Zp9dxzW3zkGg8uIvRunvylE1KkgvzGVXz2Xukt89G3zdXpm9pjDiQyaEIJOs4453rmJo20be9MX5nHTN9Fdt/7vv2z/mhF+J7fr20/ilwJls/NKjNJyUoPzCeKWSqmlo0j0M6wz+o+gSRQtKlpWWFuyG+SiiiCh2QTiK4pXxVQNVc7FNF90E1xNoqsBBw0vOBiHwfR89EsO3dqD4ZUJzP0jvcJn2mcvo3LOW9ulL6dy3gfYZS+jcu4HmKQvp69hCY/t8+ru209A2m6GeXaSbpjMy0Em6YTK5oXU0KB9DSA+1AEpRwSjuwXfTWLGZ6IMH8CsGIPA98G0D1XBwqxrSVxG+hx5ycComhc5uEr5PKBQaq4jc+6NnONKEKlAiIfziEf3zSiX0l5/DOrAL/9RzEe/+Z8pP/5To/pVoMugiIqrDZDruws0/hZz/9/TXv5Fo7x3ER38NoUqgvyH7yOS+iF2chd/yeczMSchqlVyhh+7uburq6giFQkcd17FMWfge5KQzUPQI1mCVnOVSf2SR2+BzGJVdQcny9CGUphJmWw6R1xG+wPeCcmkAWR4cm20oI78iUr8Xt2QgqwahqVDqT6KUQ4QTZSLRCqViFMNwcF0VKQX50vjM8fBKbUkgHzD7jDQPfnU/igi6cMxanmT+WXHu/PAuyAcJP81U+OgPljA8PIBuaEzxQ4RRKPy2wMobu9jXU2T9w0NUhc+yS1r4yi/PeEVj9br9YXtNOmKA7Q8NsOuRYHr28w+sZfnVU1G1V0f0ufXkJhA+uubhuirR9ihWX0DdMVrD2D0THYUaM8YcsV+sUlkbYJtC+Jjh6ljXYQA0hchMk+SyFeTnz0fd+Bi+omC+4Spy+SJGOk0ul8MwDKSUuK5LNBoln89TX1/P0NAQ6cPX8V20yipUvYSa60DgQeUJks5+ZP8aUs52ZN/TpJz9+D3TSDn7EP1TSNsHUPonkbE7UfubSVs9GAMNZCoD6AMZGqurUH0b3wDPBMVWkQUTQYWQtQdP6iAVfBQ8WwUCBTlF9cc7bdQmEf6ShXR0dNDQ0EA8HqfaPYL0gwjMsXWECPDwuvOXUOkdhGweGQ0hmzS0vdvQa2pxYqSH+FO34ex9Bu3c95GfezLxrfdgdK1GDTsohodRPkBm7ecpZ5ahnno9PR2n02D9CI1A00TgYXo7oOtqfP1mQukLaWlpYWhoiJ6enj+KPilSQXAQrw6Ty+WIRCJEIoexbGKzxnF41cecmg0q+SIuoqgH3UlCHqKhFVn9Jt6WW5HeMOJAUNosHbV2H4EetnHLIaTQaGwbwPUFnbunkkgEOLblCMoyhFuReBISWlAW7UnIC1h5Uycqgow0CNdpfO3Rc3nom5vZ/sgAcTR0BHPelGHhaU2s+Xk/RrdNmPHn7YXv95ATPlE0QlIy3Fv6s2u+/P9kr0loAmD30wN87+ynAEhNCnNDx6Wv2r7dssN9y+7Arwa95xMz0uT3BM41OidJacd4JZJQPBLxccesqg6xeJAsCoXLaPrEyDqWyRNJBPxacfxsVDugi5npJD6jmFHwyaFEXYTmgO+gGBpOuIRmmnhOFVVV8b1KIIjuZ1HlRMrZUbzhI/7+seaZAlmahLrPQrg1wXAJ+ILuRf9G+ldfCXSPPQ3PVygNJECCUzWgqYnkZ/4BeyBP349XEvIVsi/twdDLIAW2pQMKoZl1aAMH0UybWKONOGEhsUuvJLdzK6GVj0P3AYxYJejIDIi4iTX3ZCJnXsfoxsep730ArTIRx/dTJrlJV0Pbpcihn5Kyf47ijushVENvxGn9KrFYDE3TyOfzDA0NkUgkqK+v/6PGqL+/n1KpRGtr64So2tt8GeR3gOkf6pyEtJrxFA0tEgJnz9HXpaJCRcc7kMAvhUCAKwVezqQyHMAfvifY8uJ8PE8DXaX+fcuoVHRWfuEAvgNKjQbpS0GoSWe036LHATWu8e4fzkPXfO599y6skksen+SMMF9efTa3f2AN6+4ZpB5lAlGyik9BjLuKa34+l5nL0rS2tv6vV0Z7New1wyM+0uqmRqmfHUGJOFx80wLq2n8/Rex/0kZ3jLDnR1vHPruui7QCh9p+9lSMVpNyb5FwCsJqeQJuaxgumu6h6zaGeXShRKI+yPqrhotZ6UItZVFLWRjqRa/2ouR7MWQvWnkQXe9Bc4dRrUE0OYSi9KLJYRRvEFWOospRlFrS6fAH+cj/i2Ms/312pGMQHqhKDuqq+JFpiFygBeFGWzD3rscgj2IEDtKqu4DqgaEar1YQfe+7GH52IwM3PYJ9YBSnpx9NdRCAYTrohoOR0YlPTeH0jZBuGUHXLKL2DvTOp/Ea2oledDUlz8MsDSDcIAJUlQrh/A78XU/jTT2Z8nFvxZEqZnEfQgbjrpgFwuUXUYefhUnvZ5DzMOlE9boAhUL0avJW/djsIh6Po+s6IyMjFItFwuHwhCYAv89isRilUolKpTKxH6OqIstP4esqXnIJbrSEjJVQGUEqI+DVxtpSEOXaBDXkQ9hFaSqhJstoiSpGQxEhfOxsLFDjU1ScTCuRE6fR+METKGVh3ed2UbVUdNUnEXYJGz6+D6Zrkwz56AgWXdXKKVdN51d/t51CZwWJIBTWuOzmGfTsyvHENzvwXYlJ0NNOKEF/vGSDQWpeGKfqc9L7mjnnqnmseaaHSjVPY3P69cj4T7TXbETslF1unvIAVs4BBa74xWnMvrj9Vdm3W3W5/8Q78IouKIJwc4RKT8BmaL9gMsXVO5Cuj5Y0cXPjRNhwW5zk0ihGMorcvAU/O3rEliWJ+hxGzMNojaBXeiZ8q0WrqIaLliojdA8lMx5p+1EHosdmTkhAiii+ogMeSmwZdmmEUGIGlfx+QrE2qsUeQvEpVAsdmLHJVItdmNE2rFIvRrQFu9yHHm7CKQ+gR/agVgINW6mBehjXFx/oS+DFV1DpcjCG9o85bc9MM7xjMm42KCIQM6ZSrZ+G8/jLuLaC7yukG7MIAcVcBGbPgl37xsSA1AXTSJc2YIRzxJpHEbqL1lzAqptNefpnqVY1zLUPEzr4LJoZJCaF4aDGfCqZBYhTb2CkeycNA/dj5n+LOIxp4kegmDkb2X4D+cGttE2aihoK8OrOzk50Xae5OagUc12X3t5eHMdBCFFTDXMJi2dJpGdgRI+NjQ4MDFCtVid0aZF+GXvoM0jrsYkvuNoHYYGWFYjhoLebRCLrguKTsfUcBZHTcbrrsN12KvnJ+J0deI1t7Hh+MnZP4FBLRZ0DPRk0BczaTExRPZoacvQPpKg7tZlz7zyJB656ic7HghlewZXMu7aVy762hC/MeZzRQTso8pBgCsG5109nUKkwf3mK7/7tFopZB4REmSzo7SwTT+ncu/ZvaPkDXPrX7ffbaxYj3vPrnsAJA/hwz1tX8vc7LyY1Nfb7f/g/YDtu30RpxAukB3WJXRwXIs8fGELUykLl4Zi1kGjFHirPQQUwGgyOnLCppsSfMpPElRfj3v2lYBuAVzcJPZPGUQooyRAVUUKJq6C6SClQTRPbKGKGElhWCcOMY1kVFD2GT5iCcQGRiE3EvgaBi6dsZ0jcwKTJJzN84GVa2hcx3LWelrZFDHdtoKn1eLI9m2hoXkC2bwt1DccxOrSTVOY4Rke2Uq99GK/GsHL9RlRxHEZ1ZbDAESiajSisJEIIjxigIIGy34JqD+JigqZiJ1twHlsDgGHaKNq4bkY0UQarg5KmgR1c5/hZS7GTSzHWPgz2GtSGIkrEJlzZTGjHdeTj56Bf/Hmy2xaQ2fcrRP921FhQVRfJrsf/1d8QmfoOysd/nlzXEupHf45aOVAbfJuY/Sv8fU+jxK9EMU8auy5SygmRr6ZptLS0MDg4iGVZ+L5Pgq8TVp7GHwFPfBM1cvFR943neRMiQykd7IF3Ip1AC2XCjOSQuJAOuIzBAAKB49ejqYPj6xk+XiSEktRRD/bjd9ZOaaAbOZwEDASSaNRmUlOBqqVRriVSU4kSIdOlcYbPzA830/P0DoZWBXopId0jE/Ng9QC3X/QsyqBLBEFZSmaemeaEK1r55y++QKXkkTQMQtXAXXgS+juDmUlh1GHXppHXHfGfaK/ZiHh4Z55bFj46Ydn0NzXzzofO+rPv+7bWO7CrwQMVi1gYxnhk1X7eZEobd+FXXWZ+4BTa37KQws4Bdn/pvxFHDKVeHyE9I0p5e0AZUudPJXztRUS2P0N4zQO1tSTWnOWEzriCQnYPicZJFLL70UMpfLeEr7kYRoxqpZd4cjLF3D5iiXZKhQ50PY7vV5DSIRy5BaNyRMMpEQNZBBEBWQZCQJWglXAFGTx2SAwENhINgTvWkFNKQVZ+FctfimFvoK78IPrQagh70JEEX0FKcLMRfBEid6AB4bpICZXIZIrbay2ZNJdQtHpM6p2tJrCHPeJ1ecw6Dff0c6h7w0WUXr6XTPleVBGMnfRBFkK4SgO52R/Er1+Ksv1R0gP3oHgTCxfc5gSVuV8jZ4XJFB4kXPoRInSESH/dFahTAm2Ovr4+bKuf1tRKhDaJgnMGIyMjqKpKOBxGURTClXegEnjAon8FlvYhotHoGL4MMNL/BMJ6iETdG/H088mP7iRmvXVslxIdJXwZijEDL38ryBEUbz7K2n7wLITu4+fDuMU6/FbQWztR1BJCATGqI2wVuydBbls7vqPhC43NK+fge+PxVC4X0Ak9T2AYFq1tw5SKEZovaYH1m/A9wZ49rezc10wqMl6gZHmCbUWV0iGNiW/O5M47drJvWzC2hlRIy1DtPCQ5YWMJjymzUvx41dv+V2kD/yXsNeuIAR5+73NsuLuLQ+FDtMnkY52X/9n3+/2mu/BqwXjItIkcJorTdv40pp3fBgjaL50PBBHVC2+44SjlLYDUuVNxX9oCgPi/7b15mF1Vme//WWuPZ6pzTs1VqcwkEOZ5VhABxXnqbhUFvdq23tZ2uA59ceJq31bbq1fp60DT6s9WG1FBQVFUZgGZAoSEkARSqVSqUnOdedjj+v2xT51TRYIkDVzS1/N9HnhSe1h777X3+e53v8P3TcVIv+0sUhu/j/QiYojcEQFIMFbOImIBKltHSQgT0Sf1gQbdQk0hAghthVZ/dj47pSRV8Vbq8l1LMjeGiu9Ac6dgRyuzwC/alLwT8Ydb3YNnRnuaFWRmzMFsSIAKGQKqWVGnEKhQkexsFbLEj7eQL/0I+VAjNf0jUrkbUWUBjZ5xSkic1OGEZ/0D89Nj9EzegDl+SzQnMkR2Rp/q1dSZqKP/kfz0Q/Spa9DKt7euT+tEPy6SO/V9n8r4X2LJ6D7l/E9gZ96wpLIzqFyPN/9J0Lpx7Cso17pwXTfqHyglpuGTDd+IIHInzXj/TKito0v/FHr4IKFYht33A6Qx1Jhfhe/XKN32XeLbft5UoNsHeoDsL6JbPkIPccfSVIqHMTexjtqOOXxfkp/vwPcNQtPGyYfU6zaaFtDbN4+uh2QuOJFw9xbCySgLqVhIUMx3MDmVoe6YgCJmO/xhOkE9jJ6ss/9mNd/6zkPN0zjm1F5WLLd58LpZVKCo4VPWPa596I2sO7It/vNscci6JgA038fSQxw/SudZ+5r/Ozf89MtP5u5PPhClY8UtUC0irk/Ms/mzkTi8V3NY/rpjCOvufkkYQJotS0GrFwl/+jPk8npzc9nIAiAEVTGRZg0ViCi1qdHk4qnBtqcLuilT4aVC8DW0+sKWrfNqEbhBlO4frd+vyI8IifNDdH8Lete3ye+9i+W1f0KEc6Ar6KkSzqRQdYFHFm/XdHMMz9GXlPEKwuZ56JZH4OrNsxKoZiYEgNACjMIo3PBx4gMnol/4MfaOnkXv9M/Rxhv9/8IQfWwX4dXvJr7uIuqnfIR8x4n0zF2H5jWE+7WAmHkLaufZ+JmPMS0/RI/YjK7mAHDk6ubDr+s6pjbTnKpsuob9lPJ6LfFaZPzVCCGxgYX2tQtCVbXKBCinOZF9fSnMxBqU+jcmxu5H04eIG4tiHO4c9V2/wdp9c5OEVeN/ftVEhRI95iKBcCyLawb4PZ04kxnqEw61sbnGuYckEnWCwIdjVlD4w15Ms0o6UwAk0gDjZWuw7qmTn7wfBASxXkShTl9vnmrNwjACLNNnvaPxeDVB14oEr/nQkdxy/252bJ4jlTHYfP80m+9v3jQQ8PGvnIxmV5mZmaGnp13U8WxwSFvE43+Y5Ma33ornKY79+AaWvS5Dd3f30qj084Rdw7vwKh7LB4a4/tSWPnFmnY6ajoJwxrIk3niUX2wNWdjl2SVjCOGTyDgQhEjNI5aMWsPHuyqRo02AnSlhZ2ugCcwVMxBXqGwVJTRCOyBIChAaAh+wAAeFjaCOwiLqSiFAenjZAKVDNfd2RLWTjP6Nfa6rElxIMbwEQ0zRqf09UkSWqq/baH5kzT1V300WY4R+P0awC1yBEhlKiXOols+k84F/gTCgMtGBX4teOrnJTLOM105UImtXRA4PIdXSMt8GtP4Okn0hlv8YuhWAUGipGsqOU1z/X/AHz0XbfROZseugkCMot8qRA6sD77xPUDA6SRd/TWrqRxAvQrxF8At6GiEGKnEme7W/JZVdTjabjZpaFn9DWr8S3VyF2X0FQjt4nRO/fC1B5SdI+3SM9IeBqER6ZGRkyXOr/Drc/Tqo7SWo6fijnYDATy+nEj8Ke+sfGhMfYqWje6IUuPk4IKgXbWZG+gkDLXIDVWxCaWIf3Y+3eRTDjKoSk51lrLhD2NNPz4c+S33bHvR0kke/cDe5R/ZtX2Ws7WPo06dxy8XbKIzUWfOaQdb91zX89Kot3Hj1E0u2PeqkXn78x7+gUqkwNTWFrusMDg423TRtHBwOaSIGcB2XsT3jLF85RLFYpFAoYFkW3d3dWNbz55fatWsXSilWr17Nja+9hvLWPB2HZTnhI8ez6VM3Im2doOwu6W1nDdnY5VZbmkRHeRGlKRLpKO3LStaaWsOa6UWC7he+i2ImQ7pvNYX5PdjJfpx6CTQdw0jQ25NGiSSCGuWyYHZunHgsg+s5gCDVeTHC2AtKYIRXI1kFs+cT+YQlNMR8jM6voyeixp7O5OtQ3tbIJ9z1ZhzxA1Bg5DQIE0iqoEDPEaVZ1TRkKTLTq31vxts+jz21CYB6MUZlMoNSivxkF2GgYdgOmb78fn3DgSfx6jphYAAKO1VDagq608TNcexMDi3RKH0OJbVgPbz8M8wVC3TvvQlt861LffK6j0hbiIGjmcucQpd1H5r7q/3eW3n4Tyl4K8nlciilEEKQzWbJZJ5bQXPXdZmYmABgaGiI2l03U/719aggT//5W1rbjWZQNYvZV34d4/qrsUuRVR8m0mi9BkZlBr8iCBveG6dk4RndlGuDOCORu8GTCZy8wE5WWXXsMFIP8GoWgRPdr84PfBLzsKhL98zdu9h02Y14xUV+c02w+p8vYPxmnz9+fjsgcMOQ4z5xJNYGyWfeezeeGz2zybTBTTveTjrbEMZflGXyf8tQ+n8Nh/zry7RMsl0Z5ubm6O/vJ5FIMDMzw/j4OFJKkskknZ2dz2ke48jtU9z86a3UdpVJmvcQJ7J6iztyVKar6GkbvcOiVnMX2qQB4IzV6TjjcER3QGqom/qNNy8aVTW1FNy6JJZspBfpQfRp+tvvkVrRj7Va0SWLyBQk9FpTXtINFWg6KBctVHRrNaSvo/CAEG1+CojatBf8B/FUkR594YcWHUsAuZl7KU0dDkC/PoIUkXugOG2T1GII4SKUoBqcQkxPYszfyEKzC+G15lgvPYozakVGOuCWYrhVC2HqxFM1IMTuqIGItJV128FpBJIANCNEM1x8LyDwtIiEAWYLVEkSajFSiZFo5gIwimOon7yH1KqX4J79HqqpE+nceSNycmuUsdJRR1CHibvpmbgHgcLtPgojOYGw5ps1vwoDYoeTSdhkMpnnvDosDENyuRzlcpkgCDAMg4GBAep330z+6qtxaya+l8baNkD2iAm8gk1YNQns5YhAZ/6+HMnuDsyYizzrL/GOO4XZchlj8kmSj96AJkuwN4GWK5AKi/h6J4Gvo/kVIEmmL9d09eixgMAxkOks+kDLLdJz1mrOv+P93Pn671JpEPmJV7yOkd8/hvvzHZywATYPd7O1YvLkF7YidcG3b7yQb37xUSZGi1z60fXM5ycxrD7i8Ti6rrN8+XJmZ2eZnZ2lUqnQ19fXzi0+CBzyFjG0RIA6OztJJCKVJ9/3yeVyVCpRqaVhGKTTaZLJ5LN6AHzH50uZa1FBNC2pmENvZ61p1aW7a+BFD7rsMBFeSFBrsbHUPFKNyrrkcgmFKOocT5dpaWgrMqcMwMSWJf5RdI+Ok/c0tlConpbPMbAh3H/D3qVQ4MavBGMdRulNCDUPgQ6aDwrCxD8g4q8GQExfCHIKQgiTX0RIH8qfalrxRT6MqKfIVL6GLFQRnoCGv35m5rWoB3chDBe/buE0BPRlXEeJEFsvRT523cdMOVEWRgihMnBLxpLg1EITz6caznZPATPtoRyFtqhCMdRtnLM/QLHjMBJ77yO++WrMxMxSy9v0kR1Oc3u0ChghhewbyGz4/HNKEt7UDH6tSsG2qFarUcOCRIJMJoNpmoSuw/Rl76WekwSuTqXYeCGJkMDXsI/uxb7k5VTu2E3xJ5FyXLKzSvKytyC7OslkMniOQ+Jnf41w6xRGWpKThZk0TsXGczWceoxUb5HlG6LcbuPEC9AOPwdj2Upkct+HpzZVYvyGLXQc3kvvi9dy0ylfRfkBpuUxPBvjtuG+5raXfP0kXv6B6AUehiHT09NUq1VSqRRdXV3N+azX6+zdu5dkMklvb1sa80BxyFrEoePgTU5hDAwgTYOuri7m5uaIx+NNXdienh56enqo1WrkcrnmGzmRSNDT0/Mf+rFNbykS+i0xcseTzWCWMGWzxQ9AWHRZ8baTGL36ocjni8K2W9UP4eAq1nz6XLRAMfWFLyw6isA469WEW2zUzvtaBOTreLMJjO7KfqJnB3gBIVRzeRwzQHIFJptI53+Apk9CCKY+juyKPinrRNKMSPByvyCvfZherXWspPomDN5GfdO9JGt3Ng9Rs08i3DgShfo8ExVIFkKBMqhgxnwUoJkuZqKVgy0kaHgYMYVXbZUBLyZQJQRCKYQMEb6GN6ehAF8oNNtBMwOkXyd2+5fRU8uQF32a6cx6BiZ/hT53D4QeBB7IliSo9Ovga+BoVHpfQ9BQgHsuUHl4E1NXfBvCEHHei+l+/av3+TSv3X8XeB66qeO7i35ySuK5Ju52xdDy1Uzffx/VqoVh+Hg9q+g6bC31ep35+XkkIYkwEogykjW8cowwEHiORr1m4jdU2EpuL/Jt/4UYPvqa4xB/4jcQ60tx2F+f0fxbT1po9RyW7bG23+MPIz34oUQzBCe8siXvKaWkv7+fcrnM9PQ0tVqNwcFB5mbreFFjwgPW62gjwiFJxGGtxvjlX8CbnMJavYrBT32MWCyGEIJ6vb6PbmwsFiMWixGGIcVikXw+z8jISFNk5mDQeViSQgAxCb4C3VJNS1a5IfpQDH+uVfE2+sONaGmLwz9wBuPf+R24YHWn0dMJ1r3vFcRXRj94fVk//nhD50Aoyt/7GgBBz1oScgzZ8PXWdvbhDHai9XTgizpC6gjNwLF8bCNFvV7FjqWp1UoYZpLAd1FCkipeC7pC1iDRMYWeSABrEGItovxbpNM4tt4iIBHYKFkDBZp1OJmONYTl49DCyO8rhUMh9xhd/p7mPkpBbVMFoVrlKroZoJRDGIAZi4KHgkh7eb9QUbaGZrsE9ajwoLECM1ZHGiGen2i9ABv7BDWboB5iJOtIXWGUxuEn7yW94TVYF362NXxxFDX9MMz/Cqq7oT4NhCAtOrK9zJVKS6y4Z4PC/e+lXVoAACAASURBVBshbFjr258g99Nb2f3re4ivX8nqz74baVsYQysa8+QTy4QEZ72Y8o2PETgK3zOwVnQz/sgw85sKoEw812DgpccyNzeHFoYkfvF9wr1jFKxerKxLLdFHaSaJWZ/CinkU51tNRYP5OjtuLXHSX59x0PKxZ/7wYh55z79C1cM2Qt5+8i4eGx3ggi+fSd+afQupkskktm0zMTHBJz56I1dd+TjZTotf/PIN6GsOSWo5ZHFIzpazew/eZJST6uwawZuZxRzoJx6PU6vV9ivgDdGbOpPJkMlkmJ2dZWZmhiAIDioII0yJp8ALIrII6xrrMjZevk7vWYOcePnpjF37KFLB7h8/AkBQdHDXJ+m/4q8wdYOhVSv2GXfFP/4P8rfeQTA7j3PntU0rUJudonL86SSG74z8pAq8BxXOWz9ErVJEMzSkbuBW5tFi/VRruzFTq6nVdiL0HhynEIn/zP4ekSiAL/B1iWO1LPO433pxFHO7KbuRlm93IYFm1hABeKkuPM/DM75C3L0UqcbxxAkk899B6NtRDeJ1JjrQcw6BIQgbVhhAPFtB6j5OsfWDVbqGwltizHt1Hb9mIvWAeHcJpaC8NwtKRr7khj6HaZYAAeleKCzkJyuMVL3lT24gNnwr8IHWPexYgehYAbw22mv6Dpj5A/RfSCq7klxllOnp6WZJ87PB/Egdy5fkZzMEkwLzkXvQjYDK1mGm73qY3vNOpTavkV92HnFzGuvsc8mmV/LY1+bQtAA75tJx+hF4W6utwK8QyDXdUeuw7/8f1J5GGXkVdjywhjCIHN7ZXoswWHhVqUjFTgh2f2Ujzo4qZ3zxPORBKBbGl2U4/puXsvWTV1PbW6KUT9Fv+8zeMgIXH7nffRb8w9f+9FoAcvMOt/x+nBNOPDh95z93HJJEbK1cjtHXizc1DaaJs3MX5kA/hmHs077m6dDd3Y2maczPz2Pb9gHrzI7cs9C9GUBQ93XyR/Rx6qXdxNckmRdl4m9aA6GiY+881cdm6HzVOqx05DIJlWJ0dLSZ6G/bNh0dHViWRea8c6g/sRPnzutYnG6hP7IRhwRWR6NrcW2O2LV/Q8p00FIukYUZIDIead1DjWokVdCsgKMxmqg1Kp8Scqk1JFq3WQijmWIkpYls8LWU0XIh0njmtaDm0KpbsZ2PwVwCVbCozyfx5yOiNWwXx9MRMkQzA7SG8L1megSugdACdFlHWHGU7yKCiGA1w0dKhTQCQldHTzjEslW8mrmkqahYuKrCFKHUkP2rYOKJfUgYQA4d9yfvqeg9B3rPaY7b29vL5OQk09PTdHd3/4ct4zAMqU0HlCa6USrKTHGEhW5UUcDoLcPM5WoUvnk7APVjlpN9/QA7v/ZQq4tzLEn61CEeeOed+KUYtu2QPXk5icEM279zD51bRkgkF44HKlyUhxMKQjuBUhCL19GNoGmcj/1c455ayNnfuPCgrim+soeTf/h3PPjNe3D/V5S3PfDi5c+wF7zkpau59qePoxuSw9a3q+wOFockEctYjK5L3sLkl78OrsvMd/6N2HFHU/3tLdRHdlN//Wuw165+xnGy2SzVapWpqakD7sDQe8S+rozT33k4q87sJAzDJf+lPvUSwjBEKbWkQagQAiEEQRBQLpcplUoYdcHY/7oXVXfoIk6qM0plE4s5oPHJHgWuQqTtN4i2sUxvVKepVu+65jEXDWNoGmFDzzia0NYPQ8gWSSta+gqu61Kv1Zr7GLVHyRYuiwYeqEDZRDf9ZpKI0BR2poJnZjG8+eYZmAmHIKMjgxIi1MGpRp2pZQihhtAiIRpQSEtRXflSxPCTGGpxDnarxETIEDtZheqj+CtWU7eS2DObW5vqFsZFn9rPnXx6xONx+vr6mJ6eplKpYNtRBsXTfWk9HcIwJPGyo5n95l0EjmhUDwrqNQvP1SnetJfibSPEG8PWhqfp1Q3KD+aaY1hHdFLaW2N6O4ReCtOI0XdyP9M3jTHz/S3U0oOsOWoXQoYUZzvI51Mk0w4d560jPHqIbZ/dRlhx2HD0MABSRqQspWLqj/vmCh8oTnzv6Vhr4wgE61/29G3AFnDVd1/N2y45lsHBBJZdxnXdtjzmQeCQJGIALbFIYFtKRn9/K/zyNwBMjY6x8oovH9A4fX19jI6OksvlDqwZ6VMMrrf/6DSOuuCZLYKnHU4pSqUSD1x8Ne5YpErmDRyLdkSV2Io1yEduQKioLTuyISYUNujX1WAhq0KBCjSEtrjJ51Ms4sYxXadGpVJpEm4yaH1FKC+P6zYCaGEAVS1S+krWCN0Cyblforl7scTtCGOByAFNoS8bIH7RJ6n99DPY6RlUKDAqDsL28UpRsUEYS2JsOBy57W78auvxstI1/Loe+Y1F1BFCaArzsJOYOfr1dMxsx7r7O+AGCMsjdAyUp6HZHqJhBRvFXehAMHQyrucS88sYZ1yC0A7+MU4kEqxcuZJisUipVGJiYgIhBPF4nGw2e0Akous6qquLyel+wnpAokfQGd+L5xnUGsUt1bKNrgXouk9+j8Wet9xF2CgCAlh/ydHsuWOe0Iuu0fV1NlxyHNef+2vSgaRSTLL5j0fT3TeHpoUU8h0U8mD2LWfHZU9gOD6gEYYRCQNoWki5YtH34m48z8MwjKee+jNCSknv8QNUKpVW1/E/OReSl54fGUfDw1HqXhsHjkOWiK3Vq+h4219RfORRsue+iPLMLAtxcHUQN1nXdTKZDLlcjkQi8Yw/sM0/b1kRmik4+a2rDv7kF0EIQUdHB6rSSnELgpDqw9NUN04C3ei2Q6qzCMRAgJIxnCCLqRXR4gFhz2r8415KvD5NsOMONNMiDEtIGSPEp3b4a0jlr8esbwZfkkQn3tvbtNT12WXgPQGhwEwdRiYTFV7IPQPIcpRHavQM0Tv2efRSy9oMOwEdqsbZxM/7BKGVpfLAlST7JxCAl7fRtIZPN10l9DWEUUHumkKZCl2rEjgGuhkF8HS7UQW4MH5HPzFmWH7/5wnyBpgSzOilohsOobevy0AA2tiD2AhYcTTh5HaQOtrq0w763iyOKYRhSD6fp1QqMTY2hmmaZLPZZrrk0+JJP2ogAFRmFFXRh7R0hFTEEh61oqRabRkVlakSsRhR/rapsfO2vYzdMN1c331Slnu/sZXdW8A0elkxkGP1+hksw2NqKgq0ur7klg/vIfRsbFNjqLdCvW4Rj0d+pkrFplw1Kfwsz9BrtnPsa48+6LkB6OnpoVKpkMvl2iXMzzMOWSIG6L7gPOob1pMfHUPedDPoOubQMrre8qaDGqezs5NarcbY2Bj9/f1L29k8BbnRlvUYuAqn7GElD96ieCo2fPQlbP7sTQhD0nNWErWx5RD16xZu1cZYaCQauCgPwkRDnHv3CGLiOkRiHKNhAS9QlARizo3QpaGK0XU5E48xm55ojr8sP47uNrr9yieY1yM3wFC1RQDe/HZi5VaHCxWCGs/ixQaJvehLOK6P+N37SC3SUNbTdcKaQVizGmL3kcsBBHpHHWlGDU/9fHReIubiaysJuxPYAxnM2d/C7s0obIIFYQ0Uom85zI8g0aPxdAF+uOiqGxoVhXtRc/fjPRhDnfVu9JP/6j92c4hIubOzk87OThzHYWZmhqmpKYQQ2LZNZ2cn9d0V8tvmGHzJSoxU9EJffsEaHv/Ww/jFyExQShI0+h3O5i0cT8ewBCLwMIwQ19PxfA1DD/CKGnNXtjJSwhB6z+ti679H98f1dKbUMl7+bxcz/fA0j//FfSRsl1zZJmxYJXXXIFew0HcP0jcwgwrh0S2rKVSjTIq7PrOT1eetZGYmqvjUNI3Ozs4DyiZa8J3XarVn2LKNZ4tDmogBBgcHGfnJzwkahRHSMokdsf6gx1m2bBlTU1NMTk7S2dn5tJkUJ711Jbd+ZTsoSPXZGLED69DwjMd/xZEse0UUeZ6/fSNjG7csWqtQgaResoEQO+XuO0C5CDG1mItae+sxZGVH8+9EpoeONa1mq6p6MmpsFICOZaeSHoo+IVXuKJi+HYUgXb8fodxF+5iIusSsTBL8/B1Izcd4itykECBjHsrTkHEHIUEFgqBsNTt2CAHewBBmuoYM9hLTRxF+HjXbsI11UJaPFncI6klEKkT3t0EH+PY6pLM7Oi9F5OqoW4BA6AFCUwgtgMClNLyR6sDZxONxUqnUs9I8sCyLoaGhZjpksVjk8d9sZtvHNkKgyB7Vzct+GRkDrhNw+NdOI2um2Py1+6kNl3HnG4UkocD3NHwPwMJzdHQb/FJAKLSmIH4YQs3VcHyN+740jldpffGd9ul1TO2d47o3bCJwLArVhoB8ozRbKYUyJL6vM75nAAAzq0Ml+vLI76xTKETyqAMDA0xOTlIoFA44rXMh1nGw+E9QJ3ZI4ZAnYiklmQ2Hk98UEZe54j/ur+3r6yOfzzM/P4/ruvut/Bk6Ics7bziV7bfv5aXvOw6pPfdlmnZPHJEyUaWI+Kx4HamFhIGGU7NQSIyVGcxgOBKOd3S8mkVlUmJ2B+hxH+HXCDULLXDQ87sRKad5N6vz48wMDzePNzC7mYWckdLoncy6UfBlKLeDyG5SUb5tA4FINNsNAQingPQ0WMhMs1xwoj3DWDe6aAXahBYi+jyUJyKStD3i5iPIRqXiQrSvlTksCRODkMhj6kXUnB8VXwCh5qI3Xg5KCIyEj4r7KF8i9LCZAijjLtqxUapaPp8nl8shpSSVSpHNHlwbn3q9zszMTLNa07ZtEn6M+z+9qVG0A7nHZtm5Yye7vreXHVfuQpqCla8eIvOyVZz9xsPZ/J2NlB+p8+SN00vHrii8ogZIEh0WhC5W6FMpCLwgOsfFJKwnJPG1Jte9cRuBoxrzJvBCKAUCTYCrBI5MIXrSGJNzrLmoj2MvWc9Nb95CddIlc2yS3HiFRI+BZVnouo5hGNz3/+3itq9uZ9XpXfzlt0562uc8Ho8zvSvHv37sTgzD4PX/+3g6+g8uqNnGM+OQJ2KAzosuxOrrJaw7JE8/5VmNlclkMAyDqakppJT7bRK56uws6aOge/Vz3w3EnZhk8itXkNBCxECMoS99jqkvfhqtUiSwOuAv342ZTmLc+2O04YarQjMQMiQMJDhVpOkCCi2sAwIRRsSHHjkGbFVisCsBViTWqBcPh8knUEC8/7iolU/5SeSTT23lBCE2IheA7RNWDQgkQdVCGJEiGnqASHpRgoenIVM5nJVvw9r+w2gAAaKjSK7nA3TOfxcR7vtZq4QiiMUhMYT0tyDlE4h5HREIiGmokgQB3tAFGNv/NQrsWR5eahAzGEXVZVObeOGYztxmVHJlM/uhXC5TKBQolUp0d3eTTD7zvXQ3/p7SlnvQ152Gsf5kHMehWCwyc/te/EqrUm/NWzfQ1dvFH34d6fWGrmLXtXvgWnj8n3bS++JuVl1yGIPvWoUz7LH1X55g/gmnkZseoTIdWc1FqVMAOrMG3pyLLqASRD7kej7k6osfZ25PjSFdIEVUUOOp6H0WqGi80oTHtglAJHnyZw6rCnvJvqGb0SvGmfljmYk3baXj5DiP3/YgUlOsOC7N/B0FVAgTmwusP7+PP161k5H75hg6Lsv7fn8Oph1RQ09PD9f9zWa2XR/JbtarPn9z/YuecS7bFvHB4T8FEQMkTjz+uRsrkaCzs5P5+fn9CgYtfPY9HwjyBQga2RG1GsHEGHp1DgTobhHCKunBdRSSXSzUnGl6Db1RNbug8yttD6UEyonUy2SjEEIAorAT557/ydwRHwSp05ffzkLlcm3yAea1c+ga+zqJcGlOdojEK6cx/BKUbQQQ1A2EHqDFXbA9xEJXByuAuIdUdczcj3B712MWH0PYPkIoTLOGIlySVqeAICvAspBhDkUukkYmAEtAXY/6zJlVAi1DMbWWeBZEUAcjwGJXpGuUCAgCDeFqzWvO7P0V+WWrEHtvIaefiGufSV9fX7MMN5fLYd+/kdr9G0mcejJdb3ztkmv3x5+k9stvYALm6BaSx5+F1nhJ972qh7Ern8CZqdH/4iFO/YcoJ3ntq1ay+VvbloxTnXbZ9P0ZHvn+LELCipd3cvo/n4RTdtn5i2l2/mKa6sQiF1CgCHzBzLTXuAfR9YSq0R5wrAoChn3FYExn7QX9GCvj3PR/dmAjEApiCCQglCA35zJ6TeTHt5SgAyiOOewciwSYFIptt83Tsyh18boPP0Rpb/RiGL5rls8M3sAX598QPWdSkuxIAhERP3TDGPf8eIQz37xqn2d7MdqCPweH/zRE/Fyjo6Oj2a33qdoAQRA8b0RsH76O1DlnU9uyldQ5Z2OuWImwY6h6LdJnuOZf8DoDkn4rxWnxmeiJOsLwQAvQrABlRvoD4inPfWzuAbI7vsH8Ye/GcEZby2uPRcJI8WVQWrqPIMRKThHWG8E1TaF11MAQCK1Fwp7WhRdfSbwaWYRaWEbyCCLZsoJkrA91zP9E7boKz5tD0ycRlhOlWIULuscRFBr4ka8YO0QUTfQwz+DIB/Gzx6MVH25s19pHdjgE5T5kvUT0Ihqnc9fHIeaSNH/FfPx7TE0FpIqPsuLJ71CrdjBzSyS2U7jh1ySOP3ZpLnrQcsWoMGD3yC6MVJTG5u9x8KsRUSZXpQnDkNlHc7i+w9GfPAw9NNj2vWHq0y6FkoZaKEcJYfev5xm99X7cbosXf/AwzvpGmv7+Lu768mNMP1hlbNfiLwZBlSDq8SGWhgNc4PyvHc+5717HJdaPAag38svrRBWZSQTOovxLF0VIuEhsKnJtSCAgJCAigFpuaUyilvOW/H3h59bzyE3jlGZcKige+c3eZyTi5+v38/8qtMsvv/zyF/okXggIIajVatRqNdLp9JJ1C7mTT13+XB03ccJxpF92PrEj1iMMk+rdt6Dqtcj61TwM4ynVg0Jiv/ztaKXbsTprSCtA6pEwUWglkDgsdNpQi2TdTWc3meqPAR1B5HtUwkTO3oFduKNRGLu4jjCCUkR+WhkiM3VkzEWYrcafmqohjRjCyy3ZN8pvVigMzGM+jtZ5PKHlIZ1fNFwbrUuKDrGKsPPFBPYuwqyHSoSgKWRFA6nACnDJYnhzralYfDxb4Mey6NY80ggRAYh6lHtdiZ1LtnsV8c2fRKvO404pqlOtAG1pcJDqXY/hzxaIrVmGH+ugUK6iJufJjSSp3jmOWwgJ0glGfvYEpUeiIozi7gJFO+C2S+9h9oE8s/fmWPu+FWhdSeb2uNRm9g1sKU8xP++z/aYZNv94hp2bC2RPT/Hm75+GNajo6E4wuaVIoBTlBrkuzNECNFNw6RWnkMiYPHjDGPmJp/TgE+AKCMTSZY6AuBJYSBwUSihe9fcb2HT3LI6AuoBj3zHEzEOF5pPTd2SSI9/cRaFQYHZ2FlfVMbMWm26ZQ5qC8z64jNXH9D4t2eZyOTo6Otoi8QeB/xQymM8XarUaExMTrFq1asmn1IKm6oFW4z1b5L77dZxNUbdjqftYqYUfmQLTIHbqSdSO+gusuz6C4cxE5ClDRLoOEsJaAqG7CNNBxULCehI5AyLlIqyAAAvJgutiP0TBUqtbASXjpaQKdyLi3qLlUSHJ/qBQ0HsCrrUW3NvRYwPkOy6D3HVknR/uZ/toLD8JKrZkBfpegdCjDBElk4j5JMLLga5wtbWY9V3N8w2sZWjO0gqyemo5lZ7XkahegxmOgiMJd2SZePg0/FwN64j15Md9gj1RMM16+4UYJ65DL1TJX/49AHxPY3qyG88zqNRizfJra6CDicf9JcerxeLUZlrLQgXlhnCUbPh8HdWa4TohJaHQLcGaMzIc/5Y+Dj8lzbZbcmz65TS7Hiji1ZbOc2YgxjfHo36NhZk6nz71JmZ3Ry9sW0EABOKpzqAIXUoiEXS/KMn7f/YSbvuXnfzsM6188ey5Ce68a4xsqLN6fQeX33g6Qgg0TSOZTJJOp5FSMjdWRciQgjODaZosW7Zsn2MBDA8PMzQ01K6sOwj8Wb+yFhTdcrkcXV1dzeVeWXLPD8bxXpbgsFP3DeY910i/7b3MTj6OLMwhpEJJidQ8dMtDixdh5NeY2+/EHTiR2uoOUjPXQ9iqOJPJUlR5l/QhFiBTObB1RK2hKYGzIAuz3+OH1gqkM7rE2rT0caor3kBi9ppoG2EglLfPvorIclUdPnAfWrALqaagOo7lfx0reOIp2y8oqi0EIp8yoAAVV4iF7IqwjJ/qQVeToINkmqp2EonKxmh3Zxy16DtAoTCsnWTLiyovrRBx5itZ/vbLUHUHGY9ReMf/aB1y6wRiXhAcP4DWnSaYLVCt2Cgl8TytScJKwdyT9cZJR8cLFdRmvObf/Wd2MDns4OxxcZrtCBUlAhSQWOQ+8B3Fjttz3HfHFFZWZ9VxSc543XIu+MRyirsFP/7IFrxGTvIJrxxs3S8vbJIwgEnUR28o5fJIRW/qTSxMuGyc2xlv6yeR0dHSGi4BJho+Icedn+GuP46Tw+f9HzqG1av3Lx/QNRS5rJKuydjYWDMvf7Hl6ziRr7ltDR8c/qwtYoCZmRkqlQorVqxoWsX/bcMvmdheQtMFn7/vZaw64fnVVg0qBWauvxJ7xz2Re+Kw9ehzDzfWNiW5AJCHL8PgIQLLQyUFylRoxShoo8wATNXazZNRG/YFkor7KCtA1LUmSYfCZHb13yO9CTqnb0A6rU7MntlPMHQxxvxdaPn7mssXiC/UgWydp+F3QgxCkUZfpCOx2PpWQGhAmKYRSDJwveMwSnV0UUT6o/sdurbsOxiPfwWzPrzPujDjNOdAiSjRQ2ngZ8Ho/t9o8VcCULhvCxPf/xVeoCjtqAEC1zEwDusnvcqiuG2WwpMBviep1uKRqH0I+eLSYiAvEJRqUTGKldW5+LZz+PlHN7HjNy13SpmQmmj9zIxYJK7v1QIUijnhskjLByGh54QYZ766j/NetAGvHnLMBQPIhrM3DBVfesVtbP7dJJqCDBJDwNq0S+qkHtLnr+CPV48wOVxmtlIngeSk1wzhrXZRoc49v93Lnp2NvHzg3x98FdlMFs8NWbnuwJQKF9pABUGAbOiXKKUIwxDbthkcHHzmQdpo4s+eiBeaO6q6wcM/ifyA132uVWzxtz88k7OeZZnznzx+pUjpa+8Br96kXGNZN7K6O4qep5LISgXZUUHvKRNqKTRVxO9zCLpbubl63kT5UYHDYveB6xyDH/YR9++HVKsgQ80lKfa+ByNRI178VjSM6EUUEujOXkTjU9rtyVIUb6J7+qpoPxQq5YGu8K1+9LBVwbc/OOlLUZVNWP4jSwh48b/9bkDYGD0/wAnXUalUKJVKDBTfixmORPMizGbBSdk4HxFKknO3LRpEouIBJBYF3QT4GZoGrJZ4E0bnPy45v5Grfs/ef78L39OoVFokK22d2FFdrHr9CXSdsIrN//wwu67ZSr5oL1FACxXkK61PcGPQJrY+zs7fR89SgKKGWkLEAK+77Cimpircet0wpcK+XxpVPErS48SzBzjiuG7+7nOnk0i1jhMGIVM7y2y+dowdN47jbp7C1kPO/erpHHlpVPAUhoqbf7QTFSo2PrSXq7+1ZZ/jAHz5Rxfy8r9Yt991z4R6vU61Wm22nLIs65nLwtvYB3/2RAxQrVb50kW38cQfCkuWGzGNK6fegP0clDg/Hfydm6j84LNLF4oQK9PILLj0RxhBDR54E4Los0/1X0SQnSeQd0TbKwt7xWZq+ccwhl/fsiKFidxwPXPTI2Rm/+sitTadYO11zE49Rm/5siUqbhCJDsm8AUKhMh7emmuxSltRufsInJuRjV54c7H3k619N2oy+nTXJ/qY67uGHnkHsngjoTaDcnehNZIFlIiIOGyEk7TUX2NkPobv+wTFB9CnvoRjTiGNueiFU4TQPhNNC6F078KFIpZfjtrzOVjkA18geSVACAuj+0o0+8wl5+fOl9nywe9SGi5Qre5bqDBw0QaO/8dXNv8ujpbZecNuHvvedoojZSp1Dcdr+VeUglkfVr88w6abcpEbQsCZb13J1tumyE/UEQLecdWpfPl9dxEGilSnyemvWM6tPx4m8BUKRUG4OKJ1LZd++Hg++qWznnaei7tLhL4is3b/jTs//rbf8ZufPLHfdbfufgc9A23yfCHRduQQVQ9VZ/d9H53wysHnlYQBtGXrwE5CvZWuJhfcC4luzFQWofWiskdCLnJXiKHXonedhJr9KMobRs9eBoBtLg2liTXfQNhr6YxvbORUAAjE2m9jpo+gN/fDfUgYQEhF0BlHqjykTsXKHIHIHoMy88i9UWfkgASJFe9C116NKtyOmv8l1BoWlzCg4U/W7c7GZ+pboP8tCHc7Xu5ThKVZpBokTCZBFJBelAoXVH6KkfkYuq6jd54Bnb9Ajh0fsaoBYbIPY/ATEBQIaztAWIjVX0cmjyeoPwEzP4xcHsRw06+griTprnPR7VMQ2r6f3WZnkhN/8HcUt4wy/IOHmb57N0FlcZ7v0qBZx4okJ7z/KE54/1FU5+rc/cXH2faLPRQaPtsFgdKugSyunAcFiazJe646Dd9T3HvNbgaP6KBYdgkblXqleZf3fuVUPvStM7jtmmF+8O1HmXl4Gl2X+F50fM/902XGHSv/dMnyBz53GrNTVYIgpLsvzu+u3YmQ8KkrzmmT8CGAtkXcwJZbJvne+x8kOxjjnHesxq2FvOjtqzBjz/+7SnkuzsM3E0wMow8chr58JWp6B9qaMxCp3sY2RZj4NSRWI7qeXmksnLwKVbgV0fVaZPebo339IuGT74TaNsTA+5H974uW528lHP5bIIDUi0BLQv43IAzE2isR9how+hAisvhUeSPhE5eA8hCZi5Brvt66htAhnPwmePMw+DHE/E/BGUX0vQth7duxZMk5O5twpy8GXGT8VZhdX12y3pu/nKDy7yAzmL3XII39B5Oia80RhBZ7xqdQSh10e/fA9Zn94whjN2xBapINKPQGVQAAASNJREFUH30Jdu+fJjkVKh74xg7u+Np2xndVSfXH+PgjL2PHvbNsu3Oasy5etU+cIQhC/umdf+CR2yd57fuO4K3/fam4fRgqxncV+fLH7yaeNPj7r76ITNeBNTc4EEyMlkimTVLptoj7oYA2Ef8ZYX8Vg8oZhaCMiB8ZlaWWHwSjG2Hvn+xUfSc449BxJkI8dy+p0B9F+eNI69Qm8S9Z740gtC6EPPAehAt+yzbaONTRJuI22mijjRcYbXOhjTbaaOMFRpuI22ijjTZeYLSJuI022mjjBUabiNtoo402XmC0ibiNNtpo4wVGm4jbaKONNl5gtIm4jTbaaOMFRpuI22ijjTZeYLSJuI022mjjBUabiNtoo402XmC0ibiNNtpo4wXG/w9qjau/HiAfPAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -400,31 +433,25 @@ } ], "source": [ - "# add elevation to nodes automatically, calculate edge grades, plot network\n", - "from keys import google_elevation_api_key\n", - "G = ox.add_node_elevations(G, api_key=google_elevation_api_key)\n", - "G = ox.add_edge_grades(G)\n", - "nc = ox.get_node_colors_by_attr(G, 'elevation', cmap='plasma', num_bins=20)\n", - "fig, ax = ox.plot_graph(G, fig_height=6, node_color=nc, node_size=12, node_zorder=2, edge_color='#dddddd')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "example: create impedance functions to route around hills: https://github.com/gboeing/osmnx-examples/blob/master/notebooks/12-node-elevations-edge-grades.ipynb" + "# you can make query an unambiguous dict to help the geocoder find it\n", + "place = {'city' : 'San Francisco',\n", + " 'state' : 'California',\n", + " 'country': 'USA'}\n", + "G = ox.graph_from_place(place, network_type='drive', truncate_by_edge=True)\n", + "fig, ax = ox.plot_graph(G, fig_height=10, node_size=0, bgcolor='k',\n", + " edge_color='orange', edge_linewidth=0.2)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -434,19 +461,19 @@ "source": [ "# you can get networks anywhere in the world\n", "G = ox.graph_from_place('Sinalunga, Italy', network_type='all')\n", - "fig, ax = ox.plot_graph(G, fig_height=8, node_size=0, edge_linewidth=0.5)" + "fig, ax = ox.plot_graph(G, node_size=0, edge_linewidth=0.5, bgcolor='k')" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -454,40 +481,40 @@ } ], "source": [ - "# or get network by coordinates, bounding box, or any custom polygon shape\n", - "# useful when OSM just doesn't have a polygon for the place you want\n", + "# or get network by address, coordinates, bounding box, or any custom polygon\n", + "# ...useful when OSM just doesn't already have a polygon for the place you want\n", "wurster_hall = (37.870605, -122.254830)\n", "one_mile = 1609 #meters\n", - "G = ox.graph_from_point(wurster_hall, distance=one_mile, network_type='drive')\n", - "fig, ax = ox.plot_graph(G, fig_height=8, node_size=0)" + "G = ox.graph_from_point(wurster_hall, dist=one_mile, network_type='drive')\n", + "fig, ax = ox.plot_graph(G, node_size=0, bgcolor='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "examples of getting networks by coordinates, bounding box, or any custom polygon shape: https://github.com/gboeing/osmnx-examples/blob/master/notebooks/01-overview-osmnx.ipynb" + "Examples of [getting networks](01-overview-osmnx.ipynb) by coordinates, bounding box, or any custom polygon shape." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Get other infrastructure types\n", + "## Get other networked infrastructure types\n", "\n", - "like rail or electric grids" + "...like rail or electric grids or even the canals of Venice and Amsterdam, using the `custom_filter` parameter: [see more examples](08-custom-filters-infrastructure.ipynb)." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAN4AAAFUCAYAAABLO4K9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOx9e1xN2fv/u+04ziRJ0zSmT59CjElJLqlI08gll5jSaCI1peZMPsh1BoMxg3Efxr0kItfcc5co5BqVRCLkfk9uqfT8/vDt/BydU+eyz9mn2u/X6/3irL3Ws569z3laa6+1nufRA0DgwYOHVsFwrQAPHjURvOHx4MEBeMPjwYMD8IbHgwcH4A2PBw8OwBseDx4cgDc8Hjw4AG94PHhwAN7wePDgALzh8eDBAXjD48GDA/CGx0MlGBkZca1ClQZveDyUxtChQ9G3b1+u1ajyIJ48FSXDMHTo0CF69+4dvXr1iuLj4znXqSpS7//+w4OHQjh8+DBatmyJBg0aAADevHmD+vXrc6xV1YOAawV4VB106tQJdnZ2qFu3LkpLS0FECAkJ4VqtKgl+xOOhMC5duoS2bduisLCQa1WqPPjFFR4KYeHChYiNjeWNjiXwU00eCqFNmzZwcXHhWo1qA37E41Ephg8fjrNnz3KtRrUC/47Ho1IcO3YMnTp14lqNagV+xONRIczMzPj3Og2B881EnrrLw4cPk6GhIed6VDfyIx6PCiEUClFQUMC1GtUOvOHxkIulS5di9erVrMudMGEC6zKrIjgfdnlWMCVhGMn/Z82apdW+jx07xrrM2bNnk42NDefPlWvyI56O4/Xr1yguLsaFCxdw6NAhrfXbo0cP5OXlsS73yy+/xKVLl1iXWxXBufXzrJhz586lJ0+eaLVPTYx206dPJzc3N86fpy6QH/GqAKKjo/H8+XOV28+ZMwcMo/hXLRAIQEQq9ycP7du3x9GjR1mXW1XBufXzrJiZmZnUqFEjldo2b96coqKilGoTHx9P9vb2rN5DcnIy2dracv4sdYX8Wc0qgPz8fNy8eVOltuvWrUP79u2VamNkZIS0tDSV+pOF77//Hu/evUNmZiZrMqs6eMPTcSxduhRr165Vqe3PP/+MixcvorS0VOE2s2bNYn06OHHiRLRr145VmdUBnA+7POXz5MmTKrVr1KgRnTt3Tul2Z8+eZVX/TZs2kZ+fH+fPUQfJuQI85XDjxo3k7e2tdDuGYSgzM1NqD1ARdu7cmbZu3cqa/g4ODnTw4EHOn6OOknMFeMogwzCUkpKiUtvz58+rtBhz4sQJpY21Ip49e5ZVedWJ/HaCjmLfvn0YPHiw0u2OHj2KP/74Q+nFGGtraxQUFCj1PlgRIiMjsWHDBtbkVUdwbv08pWlsbEzJyclKtREKhbRr1y4aM2aMSn0mJSWRgYEBK/pbWFjQ8ePHOX+OOk7OFeD5EfX19SkrK0spV5wff/yR8vLy6MyZM3Tjxg1KTk6madOmKdyeYRilDb0injlzhkQiEefPUpfJTzV1CC1btsSZM2fg4uKilCvO2rVr8fnnn6N9+/YoKiqCq6srSkpKkJKSgqlTp1bavlGjRnj69Kk6qkswe/ZsJCQk8M6zCoBz6+cJsre3p/T0dKXbXbt2jYqLi6mgoIDi4uJo8+bNUtenT59OGzZsIGtra7kyXF1dae3atWrfg4GBAZ0+fZrzZ1lFyLkCNZ729vZ04cIFpduZm5tTcXExFRUVkb+/PyUlJcmtu2bNGpo3b57Ma76+vrRw4UK17+P48ePUsGFDzp9nVSA/1eQYTZo0wZo1a9C6dWul2+bm5kJPTw9jx47F3r17oaenJ7duQEAA1q9fj+7du5e79tVXX6k91Rw7diwyMzPx4MEDteTUJHBu/TWZFy9eVGmv67vvvqN3797RqFGjSCgU0v3796lly5Yq6TB9+nQSi8Uq3wPDMCqdkqnJ5Ec8DpGYmIjg4GCl97omTZqEBQsW4IsvvkBubi5SU1PRvXt3XLx4USU9jI2N1RqpDh48qNKeY00H59ZfE2lhYUFHjx5Vup2hoSGlpaUR8OEdLzU1VW1dNmzYoLIb0E8//UTr16/n/HlWQXKuQI2hlZUVde3alQBQRkYG5eTk0Ny5c5WScezYMckCxsmTJ1nZL9u5cyeZm5ur1JYNw6+J5KeaWsDixYtx/fp1jBkzBklJSfj+++9hYWGBkpIShIeHIycnRyE5Pj4+uHfvHh48eIBffvkFWVlZrOyXCYVCPHv2TOl28fHxmDhxotr911Rwbv3VlZs2baKcnByKiYkhAJJ/y/beyhgeHq6QvDNnzsj8v7o8dOiQ0m08PDxo9+7dnD/jKkzOFah2nDx5MuXm5pYLx/fPP/9QZGQkvXv3TmJ0RUVFCslcsmQJjR49mgDQypUr1VqF/JQJCQlKt+GnmGqTcwWqFRMSEiqM0FVQUCDhkydPyNTUtFKZDMNIRjiBQECnTp1iVWdlR7zY2FgKCgri/FlXcXKuQLXh9OnTadKkSTKvdevWjVJTU1VybD18+DB98803kv83b96cVb2VMTwHBwc6cuQI58+6qpOPucIS+vbti7dv32LatGlS5Y6OjpgxYwaePn2Ktm3bKi23Q4cOKCwsxJUrV2BhYQEAyM7OZkXnMlR04uVTxMXFoUmTJqz2X1PBufVXB8o6ZOzq6koRERFqyf3Yr+3AgQMqL/tXREVHvO3bt7NyppMnP+KxgkGDBsmMzCUWizFw4ECV5VpYWODNmzeSz/r6+rhz547K8tSBhYUFWrZsCS8vL076r47g3PqrOtesWVOuLCQkhAICAtSSe/ToUckG+fTp02n8+PEa0V+REe/atWu85wGL5Ec8NREaGiozmci3336LQYMGqSxXIBCAYRjJBvm3334LFxcXleVVhMre8davX4/Tp0/zngcsg3Prr8rcsGFDubK//vqLXFxc1JK7d+9eyUpmr169NHoesqIRz9fXl7Kysjh/ztWQnCtQZTlv3jxq0aKFVBnDMDKnnsrQxMSETpw4Ifn88f81QXmG991339GtW7c4f87VlJwrUGUpa8Vy+fLlZGZmppbc8+fPk4mJCQGg4OBgyVEzTVGW4dnY2NDdu3f5uJgaIv+OxyIaNmwIALh3757KMhYtWoQdO3bgyZMnAIAhQ4ZoPO/Ap+94JiYmSEhIQOPGjfm4mBoE59ZfFRkUFER9+/aVKlu7dq1aI0Tz5s2lwuxt3LhRK3kHPj6rKRKJ6O7duwodZVOHf//9N+ffIcfkXIEqycjISKnPrq6u9Oeff6ol8+LFiyQQCAj4kHREE1lZZbHM8BiGoTt37qgcQkIRGhgY0Pnz5zXaRxUh5wpUSX5qeOqGx4uJiaGwsDDJ55SUFNYiO1fGMsPLzMykLl26aLSvvXv30tdff83598c1+Xc8FdCwYUO8fv1a8jkgIECtnHICgQBff/01AgMDAQATJkzAmTNn8OrVK3VVVQi1atVCdHQ0goKCcPbsWY32ZWxsjKtXr2q0j6oCzq2/qnHJkiX07bffSj6vW7dOLXmHDh2SeBwIBAKtRuyaMGECnTt3ThKSQtPU1vS5CpBzBaocIyMj6fbt2wSAJk6cqNaP1szMTMrN5sKFC2RhYaG1e7l58yb169dPK30dPHiQunXrxvn3pyPkXIEqRYZhKDIyUuKBre5od/z4cRKJRMQwDF24cEHtEy/K0MnJifLz81mRZWdnV+EfoI0bN9LUqVM5//50iJwrUKXIMAxt2LCBNmzYQEuWLFEpAWQZO3XqRLt27SLgw0in7UWHN2/eUHFxMSuynj9/TsXFxRQaGlru2po1a8qFwajp5KOMKYnS0lLUqVMHOTk5EAqFSieA/Bhz5sxBnz59sHLlSsyePVuriw4CgQB6enqsZfVZtGiR5N+AgABJ+YoVK5Cfn4/ffvuNlX6qEzi3/qrG9PR0Wrt2LQmFQpVlhISEUHR0NAHQeiiFWbNmUWFhIT18+JBVuU+ePKGioiJ6+fIlAR+CMqnrCFyNybkCVY7Xrl2jOXPmqCXj5MmTkv8nJiZqTXcTExMqKSmhFy9eaER+WeS0vLw8WrFiBeffla6S38dTAV988QXGjh2rcvspU6YgISEBANCiRQu8ePGCLdVkIjk5GRs2bICxsTH69++PR48eoWnTphrpKy4uDp06dUKLFi20tg9ZVcG59VclisViunPnjloyPg7Pt3//fo15djds2JAuXrxIbdq0ofnz51NERIRGvQ1WrlwpWSziWTH5EU9JuLq6Ij8/X+X2UVFRiIqKknyuW7cuq57dLi4umDNnDl6/fo2SkhI4Ozvj1atXOH/+PGt9yMKcOXMAAH369NFoP9UJnFt/VeHMmTNVzt4KgDp37iyVtXXq1Kk0ffp01vSbOnVqhVlhNcUxY8bQtm3bOP9+qhg5V6BK8GPP8o9D7inDj8OeN23alNWI0CNHjuQkXdbAgQNVCgHPk3sFqgSXLVsm8SxPSUlRuv2cOXNo9uzZks8XLlyQuACxQU2Hh5DFTp06sR5OvqaQf8dTAKampmAYRuJZ/nGsS0Xh7OwsiRK2e/duTJ8+HSUlJazo16tXL9y6dYsVWYqiadOmWLx4MVq1aqXVfqsLeMNTAPPmzZO47ISGhiq9TO7n5yfJgTdmzBg8ffoUW7ZsYU2/8ePHayz0n7OzM8aOHQtDQ0NJmZ6eHkpKStC6dWuN9FkTwBteJejYsSNu3rwpiT0SEhICR0dHpWT873//kxjGjz/+yGoMlUaNGqk0AstDbGws/vvf/6KkpAREhNevX2Pp0qU4cOAAa33w+ADO57u6zE+9D5RNCGllZUUHDhwg4EPK4w4dOrCqX1JSktrpmH/++WdKTk6m5ORk8vDw4PyZ1wTyI14FCAwMLOdZTkRKyYiKikLfvn0BfPC+TklJYUs9AJCKNq0MTE1NsW7dOtSpUwfp6elwdXVlVS8eFYM3vArQrVs3qaQjcXFxOH/+PI4fPy71Y9fT08P79+/BMAwMDQ3h7++Pq1evgmEY1KpVCwUFBfj7778RHx/Pqn7m5uZ4/vy5Um2WLFkCW1tbvH37Fn5+fpIwgjy0C97w5GDixIlYtWqVVNk333xT6aICwzA4deoUIiIi0Lt3b4k7TKdOndCpUydWdTQxMZH5ficUCtGhQwd4enrCxsYGtWrVAsMwqF27NlavXo3//e9/rOrBQ3nwhicDDMPAxsamXJJJc3PzShdWSktL0b59e8TExKBz5854//49iAg3btxgXc+6deuiqKhIqiw1NRVPnz7FvXv3cPToUfz++++s+dzxYA+84cnAvn37EBoaKlW2ePFiFBYWKuys+uTJE/zxxx9ITk5GvXr1kJSUxLqeIpFIai+QYRg8e/YM3bp1Y70vHuyCN7xP0K1bN9SrVw95eXlS5YGBgfjqq68UltOmTRuMHj2abfWkUK9ePbx9+1by2cfHhw+dV4XA+dKqLrGwsLBcuuP58+fT3bt3lZKjDefWgwcPkpeXl+Tz1q1bydramvNnyLNy8jFXPsLmzZvx5s2bcumOAwMD8Z///Kdc/aCgIKxatQoikUhbKgIArK2tkZqaih07dmD79u1S1y5fvqxVXXioDs6tX1eYn59fzlHUwMCAXr16JbdN7969ae7cueXKhw0bRjNmzGBdx+XLl1NSUlI5PRs3bky+vr6cP0OeCpNzBXSC48aNo/nz55crv3fvXoWh6TZv3iz3GpvuMmZmZnTu3DkaN25cuWvu7u680VU9cq6ATvD06dMyywsKCuS2EYvFNHDgQJnXQkNDJVHE1OWcOXMoJSWlXFQzGxsbCg0NJRsbG86fH0/lyK9qAli7di02bNhQrtzc3LzCkx1BQUG4cOECXFxc8P79ewAfTrFER0fj559/hoODg1p6GRoa4uDBgzh8+DA6dOggdU1fXx+urq5YtmyZWn3w4A6cWz/XlDfa3bt3j3r06CHz2rp162SGJGcYhs6dO0f379+n2NhYlUOyx8bGUkpKChkZGcm8PmLECM6fG0+1yLkCnHLPnj1yPQaePXsms1wgEFSYD+/UqVM0bdo0Aj7EQYmKiqIVK1ZIMgJVRGNjY0pLS6Pg4GC5dQICAjQWmYyndlijp5rGxsYwNDSU6THg6+srtTn9MZYtW4bw8HC5cmvVqoWJEycCACZNmgTgw6mSqVOn4ssvv0RRURGmTJmC8ePHQyQSwdDQEP/5z3+gp6cHfX19uLi4yHW27dy5M7Kzs1mNTMaDG3Bu/VzxxIkTcqdyT58+lZmQxMrKihYtWlSh3MpCshsaGtKcOXOk5CsS77Jx48bUv39/zp8bT1bIuQKc0MXFheLj42VeMzMzk5u+qrK0XJMmTWI1ZF8ZBQIBDRs2jPPnxpM1cq4AJ5S3oAJ8SL7RqVOncuW9evWi8ePHVyhXWQ/1ymhlZUVBQUEUHBzMalQynpyTcwW0zv/973+0fPlymdeOHj0qd1O8stFu/vz59M8//5BYLFZbR2trawoJCaHOnTtz/rx4aoScK6B1yosF2ahRI7p69arMa0OGDKEBAwbIlWlrayuJV2JsbEyjR48mfX19lfRzcXEhb29vzp8TT42ScwW0ynnz5tGvv/4q81paWlo5z4QyVjTaCQQCGjp0qFQZwzAUGBhYobHKor29PXXv3p3z58RT4+RcAa2yone7zMxMmeXTp08nBwcHue3EYrHc9y8jIyMKDQ2tMD/4xwwICOD8GfHUPGuUW9DmzZsxY8YMudf19PTKlQkEApibm+Ps2bMy29jb2+Py5ctyo0Ln5+djxYoVyMvLQ2hoKOzt7VVTnke1A+fWrw0KhUKpLKyyeP369XJlK1asIGNjY7ltlF1IcXFxodDQUJknT4yNjXkvg5pDzhXQChMTE2VuiJfxxIkT5aZ5jRs3psWLF8tt4+7urrJngLe3N4WEhEg8Dnx8fCgwMJDz58RTa+RcAY2zefPmFfrGGRkZUU5OTrnyyrYP1N02EAgEFBQURCEhIZJMRDxrDDlXQOM8depUhZvPWVlZ1LRpU6myHj16VLhZ3r9/fzIxMeH83nhWTVb7Q9ICgQBv376Vu/jx3XffoaioCNeuXZMq9/f3l4oi/TGEQiEMDAz4KMw81ALn1q9Jenl50dKlS+Vev379erkDymFhYRXuv/HHt3iqy2q/ndCnTx9s27ZN5rXJkyfj6tWrkhRcZejQoQPWr18vs42pqSkKCgpYSyrJo+aCc+vXJC9dukRLliwpF68EAOXm5pYrmzlzJrVt21auPDbOYfLkWa1HvJYtW6JBgwb4/fffERERIZULIS4uDrt27ZJ8ZhgGM2bMQK1atZCamipTno2NjSSzKw8e6oJz69cUHzx4QAYGBpLPjo6OtHbtWgoLC6Pc3Fxq2bIlLV++nCIjI2n58uXUokWLCuWFhoZyfk88qw05V0AjDAoKogsXLsi8lpubS7t27aIpU6Yo5PkNgNzc3MjW1pbz++JZbci5AhqhvFwHjRo1oosXLyotj3+348kyOVeAdS5atIg2bNgg81pOTo7cOCvy6O3tzUf14skqq+UGeq9evdCkSZNy5QMGDMCzZ8+Qn5+vsCyBQAAjIyM+qhcP1sG59bPJffv20ZQpU2Rey87OVlpeUFCQzK0InjzVYbUa8RiGQfPmzdGjR49y12bMmIGMjAyl5BkbG6OwsLBcumMePNgA59bPFs+fPy83bIIsX7vKyC+o8NQUq80Guq2tLT777DMcOHCg3LUdO3Zg06ZNSsmztrZGbm4uW+rx4FEOnFs/G7xx4waJRCKZ12QdDauM/GjHU5OsFiNebGwsEhMTUVhYWO5aSkoKRowYoZQ8Nzc3nDx5ki31ePCQCc6tX13KG9HkeZZXxrCwMM7viWe1J+cKqMWzZ8/SDz/8IPNaZmam0hvfPj4+/GY5T42zSk81GzZsCENDQ8TFxZW75uHhgaKiIqU2vj/dLO/evTuMjIxY05cHj4/BufWryopGNFUWVIKCgqQWaHhvBJ6aYpUe8fT09GSOaH/88QcyMzOVklW2WV62QOPv7y8zLzoPHmygSp9cISKZ5YMHD4aFhYVSsn744QdEREQAAAwNDVFaWio3KysPHuqiyo54f/75J86fP1+uPD09HWfOnFFKVrNmzXDr1i3JZ19fX7kxV3jwYAucz3dVYVpaGhkaGpYrf/HihdKyPt4sb9y4MfXs2ZPz++NZvVllR7xatWqhoKBAquzu3btScVUUgYuLC06fPi353K1bN+zdu5cVHXnwkIcqa3ifvt+JRCKUlJRgzpw5SsmxtrZGWloaAMDBwUFpDwYePFRBlTU8hpFW/fz58+jevbtSMry8vLBnzx7J5zZt2nByVOyPP/6ASCTSer88uEOVNbyP0bFjR7x79w5XrlxRuI1AIECDBg1w7949AB82yxMTEzWlolyMHj0a+fn5Ms+Z8qje4PxFUxWeO3dO8n9VfO0+9SznwhshKiqKNm7cyPmz5Kl9Vtl9vGfPngEAhg0bptRIBwAmJiZ48+aNxLPc19dX5rEzTWLMmDEwNTVFnz59tNovD90B59avCg8ePEiA+r52IpFI6wkhBw0aRIcOHeL8GfLkjlV2xAOA+fPnyw23Lg82NjZSKbn8/f0RHR3Ntmpy0bFjRwwZMgTOzs5a65OHboJz61eFZ86coVu3bind7uPRzszMjLy8vLSms7GxMWVkZCgcvZpn9WWVHfEaN26MQ4cOAQC6du0Kc3NzlJaWolatWlizZo3MNFru7u44fvy45LOnp6fkfKY2kJiYiA4dOpRLC8aj5qFKbicwDIM6dergxYsXaNasGbp164ZVq1YhJSUFtWrVwuLFi+Hj41OuXdOmTXHp0iUAgJ2dHS5fvqw1nbds2YJp06bxB695SMD5sKssb9++TTdv3iRbW1sKDw8nIyMjGjVqFP3xxx+SOiYmJhQaGkru7u4ElPcs16avnbW1NR09epTz58ZTd1jlRjwDAwOIRCK8fv0aAoEAFy5cQH5+Pl6+fInU1FQEBQUhICAAQqEQK1aswL179/DLL7+gZcuWEt89bQczWr16NTp37qy1/njoPqrcO97Fixdx8OBBtGnTBo6OjoiIiIClpSUePHiA3bt3S+p5eXmhQYMGiI2NhZOTE44fP44pU6bg2bNnePLkCY4ePaoVfadOnYrExET+vY6HFKqU4YnFYtSuXRsvXrzA+/fvUadOHQAf4qt8ukiyfft2CAQChIWFwcrKCqtWrcKhQ4fg7e0NY2NjCIVCjYdmZxgG3bt3R/v27TXaD4+qCc7nu4ryxYsXxDAM5eTkkFgspiZNmlB8fDwNHTpUbhuxWEwNGzYksVhMbm5uBIAEAgEFBweTr6+vRvU9dOgQtWrVivPnxlP3WAvAFFQBbNy4EfXq1YNIJELz5s0xevRoPHjwAN7e3nj+/DlsbW1RUlIiFYOlWbNm0NPTQ3p6OlJTU2FgYAAvLy+8efMGBw8exMOHDzFo0CAYGRnhxo0brOrbo0cP2NnZ4d9//2VVLo/qA86tH/iw8ufn5yc3JVZZhtcrV65QQEAAASB3d3eytraW1HFxcSGxWEzNmjUjQP7BZ3d3dwoLCyNjY2MCQDY2NhQWFkZWVlas3c/Zs2c5f6a6yDVr1tCRI0do+PDhnOvCMTlXgFxdXal79+4kFAplTgHXrFlDy5cvJwB07949yckPeYbl4eFBM2fOlJs5qIwDBgyQGDEA6tmzJ4WGhpJAIFDrfpYvX04jR46Uec3Pz4/s7e05f+bapJGREe3bt49OnjxZ4WtBDSPnCpQLmW5iYkJisZi6du1KDMNI3H5+++03unDhAgEf9uVMTU3lyhSLxeTj4yNlWLJoaGhY7v0vJCRE5bgrBgYGdPLkSZnXgoKCyMDAgFxdXSksLIz09fU5f/aaooGBAR05coQSExNp37591LRpU8510jFyq0D//v3lGpC1tTVdunSJFi5cSADoyZMnZGxsLDEOeTJ79uwpmTYaGBhIGZY82tvbU1hYGFlaWhIAsrKyorCwMMm0VVGeOHGCTExMypU3a9aMPDw8JJ8ZhqGgoCDy9PTk+gfAKhmGof3799OxY8dkPgeeEnLXuVAorNCA9PX1KTc3l9zc3CglJYUyMjLI19eXgoODK0yPLGsKamdnR2KxWGJY8ti3b18KDg6WTGc9PT3Jz89PofsZPHgwxcTEKKwT8CGqmVgsJhsbG65/CGrRwcGBjh07RsePH69xU2kVyV3nlRnQxYsXydHRkQDQzZs3afHixTRhwgTas2cP9e3bV2Ybf39/mWH/yti3b99KtxFEIhGFhoZKRqiGDRvSsGHDqHHjxhW2O3PmjMzy3r17V9rW3d2dxGKx3Bx/usoDBw5QcnIyJSYmklAo5N/hFCRnR8ZMTEzw6tUruZvYZf5qp0+fxvnz53HixAkcO3YMjx8/lmyKr127Ft26dZO00dfXlxn272Ps3LkTJ06cQHh4OPT19WXWKSwsxIoVK3Djxg3ExMSgZ8+eWLRoEezt7eHl5SWzzebNm2VGODMwMMDnn38OfX19BAYGIjAwEP7+/vD390dAQAACAgLg5+eH9PR0nDhxAgsWLEB4eLhc/XUBP/30E65cuYLr16/jwIEDaNq0KZYvX46nT5/C19eXa/WqDDix+MoOKefk5JCRkREJhUJ6+PAheXh4UIcOHcqtVE6YMIG2bNlCVlZWFB4erpSvm1gsVmhatGrVKkpNTSVzc3OysrKiYcOGkZGRkeR6kyZN6NixY2Rvb09ubm7Ut29f8vPzo4CAAFq6dCkFBgaSs7OzXPlCoZB69uxJDg4OxDAMWVhYUFhYGDk4OHD+l7mMAoGAbty4QQ8fPqTbt2/Tpk2bKC8vj4qLi6m4uJiePn1KO3fu5FzPKkTtd2ptbS3xGpDFyZMnU3JyMgGga9eu0YABA8jf31/ue9Lff/9Nq1evpiFDhiiti4eHB/n4+FRar3///nTu3DmKjIwkABQYGEju7u5kZmZGDx48IF9fX7KzsyNLS0syNDRkxdnV2dmZwsLCyMzMjLMfyIgRI+jevXt0//59Gjx4sNQ1oVBI69at4xN5qkbtd9q7d+8Krz969IgAUPPmzSkrK4sA0IphhYcAACAASURBVJ9//ilzBLC3tycXFxcCPuwXffxupijLRrGK3jcXL15MI0eOpI0bN9Lt27epZ8+eZGtrS48fP9Z4Iktvb28KCQlRe39REQqFQgoPD6dDhw7RqVOnaM+ePVr/fdQQcq6AFLds2UJ79+4lAHT16lXJ6ZJVq1bJrC9rFLSysiKxWCxZmFGEDMNQWFgYDRgwgAwMDKSuCYVCiouLo+DgYMnn69evU2Zmpta2A8pWgOUtKilDExMTmjNnDh04cIAOHz5MCQkJEu7fv5/++OOPKrfIU9Wo93//0Rk8evQIpqam8PPzQ3h4OJycnHDq1CmkpKRg1KhRUnU7d+6Mhw8fSrzKP4WjoyPs7e2RkJCA69evK9S/SCRC7969oa+vDz09Pbx8+RI9e/bEmDFjYGNjg9atW6N+/fq4d+8eBg0ahC5dumjV5cfCwgI9evRAWlqaVM6HT9G8eXP89ttvknRlRAQ9PT3o6enh7du32LZtG2JjYzXuocFDPji3/jKeP3+e5s2bR8CHdzvgQ0Ciq1ev0oABA8rVVzQIrYeHB4WGhkotiChKQ0NDOnz4MP3888+0ePFi8vf3l7y/tW3blg4cOMDJs3J0dKT58+dTfHw8HTt2jJKTk6VGrq1bt1Z6ZI4nd9QZfzyGYdCgQQOMHj0aU6dORVZWFgDg8OHDCAkJKVff29sbO3fuVEj2/v37AQB+fn4QiURYu3atzGBIslBYWIhatWrh1atXGDp0qNS11NRUpKSkYMuWLTJjvKgLkUiEgQMHok+fPpIRmGEYlJaW4rPPPsO9e/eQkJCAly9fYvXq1byzbRUD59YPgC5cuCBZ6SwLUuvh4UGpqank4+Mj9c5R2ZGxiigSiSgkJEShlUw/Pz8KDg6mdevWVVhv7dq1dODAAerSpYvK979gwQJKTEykxMREyah14MABmjt3LllYWFR6T6GhoXxev6pFzhWgJk2a0JUrVwgAxcXF0fz58wn4sJcnEonI399fqv6neQ9UYZlzrKura7lr1tbWNHToUMnCTnR0dKXyGjVqRNHR0XTo0CGpKV9CQgLNnz9fIutj2tnZUVJSEh07doyV4EvNmjWjsLAwsrW15fw75VkxdWKquX//fjg5OQH4kCrrhx9+wO+//47c3NxyWXSMjY2l8h6oigcPHiAiIgL29vYICgpCcXEx0tLS0LJlS7x8+RKLFy+Gg4MDFixYoNDCzM2bNxEcHCzzWkBAAGJjYyESiVBaWiqZMr569Qpdu3ZlbYEjJycHOTk5cHd3R6dOnbBq1So+C5EOg1PLHzBgAJ0+fZoA0KlTp2jgwIEESGcA+njE01RYPkNDQ/rnn39o+PDhFBgYSEFBQTRlyhTO/zKqSoZhKDw8nMzNzTnXhadMar9TV1dXySb69evXiWEYMjY2ppycHAJA69evpyVLlkjqlxmejY1NhSde1GFQUBDXX4RGGBoayhufbpKbjhs3bkz79u2jxMREAkCXL1+mJk2aEFA+312Z4Wkyh92n75HViUOGDFFpK4Wn5siZd8KNGzdQVFSEy5cvY/78+SgpKUFubi6Sk5OlTvmLRCIUFRXBxcWlwg1jHvKxdOlSjWx38FAPnFr+1atX6fr16+Tl5UXr16+XbJyX0dPTk4yNjTUact3Gxkap42VVkZWFwOCpXXIewr127dp4/vw5tm/fDjs7O2RkZODHH3+UXK9fvz46duyIAwcOaEyHu3fvwtTUVGPydQFlK6k8dAOcfxMlJSUwMDCAk5MTSktL4e3tjcTERIjFYri5uaFWrVpo2LAh8vLyNKZDfn4+6tevrzH5uoBNmzZhxIgRvPHpCDj9FqytrfHmzRsQEdatW4cOHToA+HBQOiIiAk+ePIGbmxsaNGjApZrVAoWFhVi6dCnEYjG8vb25VqfGg1PD27p1K7799lvk5+dDJBKVyx2XmZmJw4cPo379+hCLxdV+OqhpFBYWYtmyZUhOTkZQUBCCg4NhaWnJtVo1Fty8XDIMZWdnEwB68+aNzDoikYgmTZokiRbt4+NDISEhGvEVq87bCRXR09NT4mfIU6vkpuOkpCTy9/enjIyMciuZZfT29qZffvlFqoxhGAoICGA94UhNNTzgQ+zRoUOHUseOHTnXpQaRm46vXr1KgPzRTl9fn4KCguR6IZRtMbB1kkWWv19No52dHQUHB5O/v79WwkzUcGq/Ux8fHzpy5AhFR0fTgwcPZNYRi8U0YMCASl1irK2tFY4WVhHNzMyUjtVSXSkSiSgoKIiCgoL4EBCao/Y7PXfuHDVp0oSeP38uidr1MTt27Ei+vr5KGYKrqyuJxWK1InLx7zrSFAgE5O/vT8HBwRUGCeapPDlZ1RSJRMjNzcX9+/eRm5uLwMBAyTWGYWBnZ4cvvvhC4jmuCJKTkxEREQEnJyeEhYWptF9VUFAAY2NjpdtVV5SUlCA2NhbR0dHo0aMHQkJCYGRkxLVa1QZat/ay6FxlsTMNDQ1pyJAh1KZNGwoJCaEff/xRrZB5RkZGtG3bNsmha2XIj3qVPx9dCrRbhan9TjMzMykzM7Ncmqrg4GD6559/JB7o6jImJkbp8Hu84VVOLy8v3stdTXK2gc4wDN68eSNVJhKJkJOTg3nz5iE4OBjDhw+HSCRSuY/AwEB07NgRI0aMULjNtm3b0L9/f5X7rAnYvn07nJyc+AMNaoATw6tdu3a5kAT+/v5ITk7G7du3cefOHURHR+PVq1fw8fFBcHAw2rVrp1Jf48aNw7t37zB//nyF6ufn58PAwEClvmoSoqKi0K1bN3h6enKtSpWFVodYoVBIL1++pP79+0vKGjduTH379i3n+vOx46ubm5vMwESK0t3dnTZs2KBQTgNHR0c+x5uCtLS0JLFYTHZ2dpzrUpWo9RFv0qRJ5UaVXr164dq1azAzM0NQUBBsbGwAQGqUO3r0KBo1aqRyv4cPH8bIkSMxc+bMSlcu27Rpg4yMDJX7qkm4desWIiIiYGJigrCwMBgaGlZYf+jQobh58yZevXqFCRMmaElL3YRWLT0tLY22bt1Ks2fPJuDDiRFLS0uaNWuWZERzdXWlmTNn0pQpUySLI127dq00m6uiDA0Nlbs44ODgIEmCwlN5VnacLyoqSpLaS95RwZpArYf3EwgEyMvLg4GBAUxMTODs7Iz//Oc/ePz4MZKTkwF82JOzsrJCfHw8fv31V7Rv3x6lpaU4dOgQKzqsWLECnp6e+PLLL3H48GGpa61atUJUVBQr/dRErFmzBqampggLC0NaWhpOnjwpdf2///2v5P+urq7aVk+noFVLz8nJoezsbDIyMqIhQ4ZQs2bNaO/evVKjzKdBbI2MjGjs2LEkFoupX79+rOni6OhYLr95TT4szTYdHR3L5c7r168fFRQU0L///su5fhxTe52dPXuW9u7dS1euXCF3d3eys7OjcePGkZ+fH3l6elJISAgZGxtTQECAVKTowMBAyf/79u1L0dHRFBUVxUpeOktLSxo2bJhk0YU3PHapr69PY8eOlXyfTk5OdPnyZc710gFqpyMTExO6fv06PX78mIRCIYWGhpKfnx+NHTtWqt7QoUPLZXaVFfNSKBTSggULaOXKlSplgv1U1ogRI6hhw4a84WmADMNIjG/Pnj3Upk0bznXimlrLj5eTk4OrV6/i4cOHOH36NFauXImRI0ciIyOjXCCj3bt3o3fv3gA+5MC7detWhWHUPT098f333+P9+/eYPHkyHjx4oJKOgYGBsLCwwNSpUyVlzZo1Q+vWrSEUClFUVITNmzerJLumg2EYTJ8+HZ9//jl+/vlnrtXhHLUATNF0Jz169ECXLl3w1Vdf4ddff8Xz589RVFQEX19f/PPPP+Xqd+nSBXXq1MGlS5fg4OCAM2fO4P3793LlX716Fbt27cK+ffvw119/4YcffoC5uTnOnj2rlJ7p6eno1q0bGjZsiFatWsHOzg4lJSU4cuQIzp8/j9LSUrRo0QK3bt1S+hnUdBARjhw5Amtra7Rr105nYqQ6OzvD3d0dRISHDx9qtW+ND6vr1q2jrKws2r9/P23fvp38/Pxox44dcn29BAIBJSUlEQCytbWldu3aKd1nnz59aOXKlRQZGamUq5CLiwtZWVnJvV5dQ71rk2VOzFylFfP09KTAwEAKDAzk8sypZjtwd3enMWPGUFZWFm3dupXu3LlD+/btI1NT0wrbJSYmkpGRETEMo5Z3uEAgUOpdUCgUVrgP9fFCj67wr7/+qpIe440bNyaxWKzRfVMzMzMKCQmhwMBACggIoICAgEp/e1qiZjuIjIwkf39/+vvvv+nChQs0b9482rRpU6XtbGxsaPfu3QSwt9Lo6ekpGQUNDAzk1quov44dO1Lz5s25/tKkuGrVKs51UIdt2rShYcOGsfrHw9TUlMRiMfXt25fz+5NFjW+g6+npoXbt2mjSpAkWLFiAfv36KXSq/dKlSxKnS7aCsMbHxyM+Ph4ikQhbtmxB//79y3lIVIazZ8/i+++/R3Z2Nis6qQuRSITatWtzrYZaOH/+PDIzMxEQEIDo6Gi1ZHXt2hXm5ubIz89HREQESxqyD40ano2NDb744gs4OTlh/fr1KCgowLt37/Drr79i7ty5GDNmTIXtd+3ahRkzZuDq1auSVUU2UFhYCB8fH2zcuBF169aFl5dXuZie8lBUVAShUMiKHmzg4MGD6NatG9dqqI2ioiIUFhbCwMBA4e+iDFZWVpJTMEePHmXthJOmobHhNCoqiiZPnkz//vsvhYWFUWxsrCQl8YoVK8jExKRSGcnJySQUCjW2qNGoUSNKS0ujc+fOUdu2bQmofGqryNS3c+fOFBAQQEFBQeUcftng27dvqbi4mNauXcv5tIktMgyjsCOyUCgkf39/CgoK0ljORE1SoyNe06ZNYWBggL1798LExAR79+7Fs2fPAABhYWFYvXo1/P39K5Tx6NEjODo6AgCro14Zbt68CXt7ezAMgx07dsDU1BRbtmxRuL2zszOaNWsmVVZaWopjx44hMTERADBkyBAcOnQIOTk5auvr6+sLd3d3FBYWIjo6GqNHj1Zbpq6gtLS00tcKd3d3WFpaSvZU2f49aBMasWhjY2PKysqSxGmUFU1syJAhcuNmllEkElFSUhIJhUKtpJpiGIauXr1Kf/31l9w6PXv2pICAAAoMDCQbGxuF5Pr4+JCbm5tKOgUEBFBUVBStXLmy2oemMDExIR8fH6kyGxsbCgoKouDg4Aq3eqoSNXZyJSkpCQKBAMuWLQMA1KtXD/r6+pg3b55UvdWrV2PcuHEVnjZJSkqCu7s7fvzxR8TGxmpCXSkMGDAAHTt2RLNmzVh9f+rYsSMsLCywYcOGSusOGzYMLVu2BMMwOHToEDZt2sSaHrqOmTNnIjMzEwzDoFatWsjJycHx48e5Vot1aMSiIyMj6dmzZ+Tv7y8Zqf78808aOHCgVD2GYSguLq5CWd9++y3FxcVpLdpz2Tucu7s7paensxpV69ND2Z8yKCiIYmJiqHv37pz/VeaKPXv2VCs+ahWhZgQbGRnRu3fvaN26dVJTxIULF5YLVOvm5iZxjJXH5ORkrRteGQ8fPsyqG4tQKKTw8PByUbKtra0pKiqK6x+ETlDRxbTo6GjKysqizMzMKhX1WmOhH/Lz8xEfHw9HR0e0bdtWEi1s+PDhcHd3x/LlyyX7dEePHkVubi5WrVolN9BQSkqK5OC0plFaWir12d3dHa9evcKRI0dYkV9UVIR///1Xck6wDNOnT0dISAgrfeg6BAIB5s+fj5UrV+KXX35BaGgoLCwsFGo7ZswYZGdnIzs7G02bNkWLFi1ga2tbLoCWrkPj1r17927avn271NEgExMTWr58Oa1atYqcnJwI+JC1ZsmSJbRy5UoaPXp0OTna8uOSt13QtWtXSk9PZzWwT7t27Sg0NJRiYmKoUaNGnP8l1iR//vlnioyMpIiICFqyZAkNHjxY6npISIgkvEezZs2oc+fOkmsWFhZ06dIlys7Oph07dnB+L+pSa25BCxYswLNnz3D//n1kZWXhxIkTkmtTpkyBpaUl0tPTsWDBAgCAm5sbBgwYIPFKMDAwgJ2dHby8vJCbm6tRXRs3bgxLS0scPXpU5vVjx44hOTkZv//+u1Jy27RpA19f33IBgQQCAd68eYOFCxdW6P5UVdGkSRNs3LgR8+bNq3SRaPbs2TAxMcGUKVPg5eUFBwcHODg4oKioCF27dlXZ5UvXoDXDAz4Y2KtXr5CYmIi2bdsiIyNDyj2kZ8+e6NevH4gIO3fuRHx8vOSaoaEhtm3bhufPn+OHH37QuK4BAQFYs2aN3Ov//PMP7O3t0aVLF6mpqYuLC7y9vfHZZ58BAIgIenp6AIC8vDzExMTg3r17MmX6+Pjg1atXSuWM0HXMnDkTXbp0kcTNUQQCgQDTpk1DgwYNcOnSJSxcuFDDWmofWjU84MMyuZmZGcaPH4927drB3t4eaWlpOHfunFS9IUOGwN7eHkeOHJEsv48ePRoGBgb4888/Na6nv79/pVsXLi4uWLRoEbKzs1FQUID3798jJycHq1evlhwUUBb29vZwdHTU6XOGiiIyMhIlJSUYMmQI16roJLQ+v/Xz85M6Ue/o6EjBwcHUv3//csvsy5cvJ+DDtoOfnx85OztrJXiqMh4RGRkZNHfuXNb61tfXp/DwcNbCGWqbVlZWtG7dunKBpHj+f2o9vB8AbNiwASdOnEBMTAxevHiBESNG4PTp0zA0NIS/vz9q1aqFW7duITExUTJNMzIywsuXL3Hy5EkEBQXpVMBZOzs7zJo1C8nJyayErHvz5g3+/fdf9O/fH02bNi0XglAX0LhxY4waNQpCoRClpaVSx73y8/MRGBiIkpISjrXUbXBq+RYWFhIfufnz50v2tpo1a0aBgYF06NAhYhiGrKysJDm6teEFrooPYPv27Sk9PV3lo2Gy2LFjR6nVPa45evRoiomJoZkzZ1bo08izYmr9Ha8iGBsb49dff5Xs771//x5fffUV6tWrh4kTJ6KgoACXL1+GsbEx3NzcsG3bNo3p4uPjg7179yrtrwcACQkJyMzMVCpLUUVQ5H2Tbdja2iIwMFBqX7VOnTrYunUr9uzZo1VdqiN0yvBkwdTUFLt370bTpk0RERGBixcvgmEYNG/eHJMmTdJYvxYWFmjWrJnK07y///4bLi4uak89DQwM8P3332vU8ExNTREeHo7PP/9cMrW/c+cOIiIi8OjRI431W9PB+bArj507d5acSJ8xYwalp6dTdnY2mZubk6enp0ZjZwgEArWPqLVr147S09PVmioOGzZMI/fXoUMHioqKosjISJo3b16137zXNer8iAd8mPYNHz4cCxcuRHJyMpKTk/H+/XssWLAAK1asUEu2gYEBXF1dpXJ7ly0SsOXvlZCQgEuXLiE8PFypdn379kVmZibrm+qrV6/GzZs3MWXKFFbl8lAcnKxqKgs7OztMmDABlpaW6N27N3r06IG6desiOTkZr1+/xvr16yuV0a5dO3zzzTcA/v9ZTIZh8Pr1a5w4cUKjU6ouXbpgxowZSq16Ghsbo27duqwbnb6+Pl6+fMkbHcfQ+RHPwsICrVq1kjrF4uHhAXNzc5SUlGDEiBG4d+8e5syZg+vXr8PZ2Rm1a9cGwzASAystLUVGRgYyMzO5ug0AH4x/5cqVGDp0KI4dO1Zh3dDQULVHc3mIiIiAWCzWiGweioPz+W5F/Dgr7Kfs3r073b17l1avXk0pKSk0d+7cci5HusjExESaP39+hXU06W1/+PBhzp9BGT91jaop5CQHuqKwtbWtME7JgQMH0KpVK3Tv3h3p6ekYM2YMbt++DbFYDGdnZy1qqhw6d+6M4uJiJCUlybwuEok06uLy9OlTtGnTRmPyK4Kfnx+OHTuG1NRULF26tNKYO9UZnFu/PH6aE10eb968KQl+W0YHBwcSi8VchuiulE5OTpSenk6dOnWSKre0tGR1E/5TGhkZ0fbt27V6r927d6eUlBRas2YN589dR8i5AjLp7OysUM6ENm3akKurK+Xn58u87ubmJomTb29vz/l9yeKRI0ekpp5sbGXIY9++fWnlypVazQFx+PBh2rZtG+fPWcfIuQIyqehoV1YvLS2t0r/iDg4Okvj5AwYMIENDQ87vs4yzZs2SJGpR5v4VoampKS1fvpyioqLUziWoDH18fOjChQuSo348/z91clWza9euyMvLqzRMuqOjI0pLSyXpuF68eIH69esr1IdQKETv3r1hYGAAPT093Llzh/PDyO3atUNMTAzGjBmDS5cuwc7ODrt371ZZ3pAhQ9CuXTu8ePEC48eP10pohClTpsDDwwNv377F/fv3MWDAAI33WRWhk/t4jRo1UigMt52dndSSe9lLe9u2bSttW1RUJDnr6e3tjdzcXJkv+p8GWX327Blu3LiB69evsx5M9dy5c7CxsUFaWhoePXqEjRs3Ki1DJBJh7ty5MDAwQHx8PIKDg1nTj2EYODk5wcvLCzY2NhAIBJJnwzAMPvvsM7x69QoPHjzA999/z1q/1RE6N+KNHDkSmzZtkuulXYaOHTvi9evXSEtLkypXZtQrQ2BgIGJiYhSqa2JiAisrK1haWkpyKJTtF1pYWOD+/ftSSTTLrhUVFSE3NxfXrl1DQUFBpf3MnTsXQ4YMgUAgABHhv//9b4Wb/G5ubggICEBxcTF+//13PHnyRKH7kYXJkyfju+++w/v378EwDD7//HM8fvwYpaWlePToEY4cOYKdO3fK7WPgwIGoU6eO2glIqjN0zvCys7PRvHnzSuuFhIQgKiqqXPm0adMwaNAgWFpaKtxnZWEe2IC+vj6+/vprWFpaol69ehXWLdv89/PzQ9euXQEAixcvxrhx4ySjbOvWrfHTTz9BKBSiVq1auHbtGmbPnq22ngcPHkRaWhp+/fVXteSsX7+en2ZWAs5fNMs4bdo02rhxY6X1XF1dK9wmyM/PVyghCvAh2pmnpyfn9y6LtWvXpu3bt9ODBw/o8OHDdOLECVq9ejUtW7aMJkyYwLo/3OnTpytMyqkM4+LieH+9ism5AhJmZWUpVC8sLKzC625ubvT06VOFZPn7+8uN6sw1jY2NaeLEiVJlbGakbdiwIfn5+VFAQABdv36dRo0axaruu3bt4vwZ6ip1cnGlIvj5+WHr1q0V1jl69ChKS0sxcOBArFu3rsK6H5/p1DUMHDiw3HS6uLhYJVkWFhZwcXGRWih6/Pgx4uLiUFJSgjt37uCvv/7CP//8o5bOZXj27JmUxwcPaeiU4c2dOxeXL1+GtbW1zOvm5uYoLi5WyJPgyy+/xMuXLys1PF2GmZlZuTiSimTHdXR0LJc67P79+9i4caPcPzKJiYlYtGiR6srKQG5uLjp06ICUlBRW5VYXcD7sfszx48fTzZs3JQksP2ZlU8xPGRERQU+ePKENGzbIvB4QEEDffvst5/csjyEhIeXScjk7O0vebwUCAXl4eJC/v78UFU0d9inz8/NZ3bhnGIbPBSGfnCtQjl9//TXdvHmTpk2bJinz8PCg5s2bKy1rzZo1NGnSJLp06RJdunSJsrKy6I8//iDgg2Fyfa+VsSy84cf09fWlgIAA8vPzo4YNG7LSj7e3NxUXF1NRURGr+q9cuZLzZ6ij5FwBuUxKSqLbt2+TqampygkZvby8aPjw4VJl27dvp6ysLHr69CmlpaVp9ECyupSV0FMTdHFxoeLiYiouLmZVrp+fH/3000+cP0cdJOcKVMhmzZrR48ePacuWLSrLkHUi3sDAgBYvXkzm5uZ0/PhxyszMpKysLMrJyaEHDx5QRkYGZWZmUmZmJmVkZFBGRgbt2bOHJk+eTObm5lq7f22NygzDUEFBARUWFrIumx/1ylOnFldkwdjYGH369MHbt28RGBgIhmEQExOj1EpkREQEpkyZIhXuYPLkyZg5cybu3LkDFxcXqfrLli1DWFiYVJlAIED//v3h4eGBHTt2SNKOfYrPP/8cxcXFqF27Nh4+fAgXFxe8evVK8Rv+BMXFxRr3zwM+nLD5NJkKm7IFAgEf4PYTcG79FfHTBRWRSERisVjpE++fjnoVTeGWLVvGiu7z5s2rMJe6InRwcKDffvuN8+9BHbZq1YqmTp3KuR46Rs4VkMvAwEC5px8cHBwoLCxM4dMRX3/9Nc2bN0/yuSLDW7x4MWv3sGfPHrVlKDvddHV1pdjYWIqIiCArKyvOv0cAFBsby7kOukSdnWpaW1vj8ePHcqdpZ8+exdmzZxEYGIjHjx9j7969Fcq7evUqTExMIBAI0L59e9y4cUMTapfDnj17EB4ejn///VdlGbVq1ZJ7zdPTEx4eHhAIBPjss88gEomQkpKC4OBgFBUVITs7Gy1btmTdk0JZ1K9fHy1atEBWVhaneugSOLf+TykSiZRy2GzevDkNHTq00nrGxsYUERFR6UqhrCV8dTh79my1zoNGR0cTABo4cCAtW7aMli9fTsuXL6dly5ZRSEhIhUfeHj9+TC9evOD8OzU0NKSEhATO9dAhcq5AOYaHhyt9fnL69OnUpk2bSutFR0fT2rVrK6zD1jvex1y7dq3C0z6BQEC//PIL7dmzhxISEigvL4/i4+Pphx9+ULpfhmGouLiY9PX1Of9eP/awr+nUuammv78/4uLilFq1bNy4Ma5du4YGDRpUWvfGjRto0aKFOiqqhEGDBmHnzp3o16+f1OqeSCTC0KFDpY54vX//Hrt370avXr0AACtXrkRBQQHi4uKU7re0tBR3797F/fv3lfZTZBsXL17E4MGDsXLlSk710AXolOG5urrixo0blTrBfooePXrg7NmzCmX2OXjwIDw8PFRVUS0EBgZi69atuH//vqSsuLgYGzduxNy5c+W2e/36NRo1aqRyv+q0ZRNDhw5FcnIyb3j/B86HXeBDSDtVMoh6e3uThYUFeXp6Nxzk2wAAEANJREFUkpGRkUJtsrOzK7yuiammOuzXrx8dOXKEcz3YYHJyMuc66AJ1IqCtQCCAl5eXJNe5ojAyMoJIJEJeXh7q16+P/Px8hdrpqhuQPBw4cADGxsZcq8EKVq1ahbVr13KtBufQCcMLCwvD0qVLlW7XqFEj5OXlKd3us88+U7oNl3j16hUeP37MtRqsYNWqVXBwcOBaDc7BueGVZV5VZZ8pLS0Npqam6Nq1q1KjmCLBhnQJIpEIly5dQkBAANeqsIKqNuPQBDg1PAcHBzx//lytVFTbtm1Dfn5+ufOWFaEyZ9JPQ/pxjbVr12LkyJE6nQ9CGSQkJGDJkiVcq8EpOPt1mZqaokWLFqwEkT179iwuXryocP2ydMPykJeXB3t7e3XVUhtCoRAFBQV48uQJSktLK9W7qmD48OH49ttvuVaDU3BmeAMGDFA4lqUiuHjxIqysrBSqW9kP+MSJE2rnLlcXXl5euHPnDuLi4iSeEkTEqU482AMnhrd48WIkJiayKvPUqVNo165dpfVMTU0rfZ88deoUmjZtypZqSoNhGMybNw9jx47F4MGDpcp5VA9ofQO9d+/eWL58OUaNGoVjx45h1apVrMgtKSmp8DBxGTZt2oTJkyezIktTYBgGrq6uuHPnjqRMX1+fM300ASLS6QhvmoZW/4Ta2toCADIzMxEcHAwTExPcvXsXRUVF2LFjh1Z0MDU1xa5du7TSl6ooC7f3MVatWoXffvuNI43Yx5EjR7Bw4UKu1eAMWjM8AwMDdOzYUSr7zZw5czBr1iwAQK9evWBhYaFWH7Vr11arvS7D3Nxc4QMCVQEjRozQmaNsXEBrhhcSEoKIiIhy5QsXLoShoSEKCwuRlZWFJk2aqCw/PT29wjplCUCqGo4fP45ly5ZxrQarKDu8XZOh8XNpQUFBZGpqWmm9/Px8evv2rUK+dWU0MDCgUaNGKeSJvm7dOpo8ebJCcnXpvOa7d+8oNTWVcz3YJtt+j1WMmu3A3d2dHB0dFa5/6tQpevv2rcI5upUJcnvp0iWF6+qK4e3du5eKi4vJx8eHc13Ypq48Yy6o0ammlZUVGjRogNOnTyvcxsnJCbNmzULPnj1x+fLlSuPvv379Wl01dRqff/45Zs2ahS1btnCtCus4deoU+vXrx7UanEEjFi0UCmnYsGEqt9+7dy85OzvT5s2bK4wo5u/vr7DMixcv8n+NdYw1dbqpsX08sVis8oJAhw4dUKdOHZw8eRInT57kZOO4pu4v8dAONPKL9vX1xa5du1QOYDphwgT4+vpKPrNlBMqsaBYUFMDMzIyVfnnIR1VcZWYDrBues7MzHj58iFu3bqksg2EYhcI4AMoZpTIjZ2pqKtzc3BSuz4OHMmDV8MzMzGBlZYWjR4+qJUcgECjsnzd48GCFz1Xeu3cP/fv3V6huYmIiWrdurVBdHqrjwoULnMXA4RKsGR7DMPjhhx8QGxvLiixFp6lnzpxR+CjV5MmTER4erlDdZ8+ewcDAQKG6PFRHVFQUPD09uVZD62DN8P7991+ZJ1M0jalTp6J9+/YK1T116pRSIe74BRbNQ9ecjrUFVu7Yy8sLCQkJmDt3Ln766Sc2RCqMN2/eoF69egrXV8aZtCb+ILgAly5YXIGVX5aRkRF27tyJoUOH4v379zh16hROnjypNSO8du2awnWVWUXjRzztoLp41isDtQ3Pzc0NycnJks9r166Fk5MTOnbsCF9fX5w9e5b1pPafQlMjkzIjKQ/VcfPmTUnU7JoCtX+xlpaWMoMVlZaWokePHnBwcMDt27dx5swZhRMfKjvS1K1bV+G6yvx15Uc87WDUqFEYNmwY12poFWobniJTt9mzZ6Nbt25ISkqS2hiXB2WnHnfv3lV4STovLw+BgYEK1X3y5IlSevBQDQUFBdXal1IeVD5v1rx5c3JxcVGqzd69e2nhwoVyrzMMQwcPHlRKZtOmTRX2ZrC1taWTJ09yflaPpzRrWgovtUY8JycnHD9+XKk2PXv2RHFxMfbt2yfz+rRp07Bz506lZF67dk3h97HMzEylpqY8eGgCnKyXjx49GpGRkTh//ny59z4nJyeNBzvltwl0D/fv3+c8pKI2ofIv0NjYWK1Q6Nu3b0fnzp2RlJSEvn37qixHFdTE5Wtdx8iRIzFu3Diu1dAaVDa83r17Kz0l/BT5+flo3bo1hgwZgjlz5qglSxljqqkn4nUZT548gVAo5FoNrUFlw9PT02Ntub179+4QCoXYtWuXypG0lDGmoqIimJiYqNQPD82hJr0CqHSnAoEA79+/Z1WR8PBwtGnTRuUI09evX1f4sO3u3bsxb948lfrhoTnUtJmI0kuhPj4+ZGhoyPoSa2JiIqWkpKjU1sLCgnbu3KlQXYFAoFQYCJ7a4ebNm6lNmzac66ENqjTi1a1bVyM55oyMjJCamqpShOG8vDyFtwlKSkr4BRYdxKhRo/DXX39xrYZWoFOT6ufPn2PYsGEgIuzdu1fp9soYE294uoc7d+5UuWy9qkJpw+vcubPSm+aKYPDgwUhLSwPw4X0vJiYG58+f15gzak17n+Che1BqbhoYGKiROW9CQgIxDCNVZmxsTGlpaeTt7a2wDEX7y8zM5Hyez7M8Dx8+zLkO2qDOTDVlpWx69uwZ7O3tIRaLMXfu3EplKLulYG5urrSePDSLgoIC2NjYcK2GxqGU4dna2uLKlSsaUaQio+nevTtq165d6XtfdnY2fHx8FOpvy5YtmDlzplI68tA8xo0bh+nTp3Othlag8PAYEBCgkWFXX19fIY8EX19fSktLI319fZnXTU1NKT4+XqE++S0F3WVNmG4qNeJpaiVw0aJFCnmpb9q0Cd26dcOJEydkXn/06JHCmVP5LQXdRU34XpQyvLi4OI0o0ahRI8THxytU99GjR1iwYAGio6PV7pdf2dRN1ITvRSnDUzS6s7JQ9kHHxMSgcePGasuqCV9wVcTr16+rfbZYnVjVVOVwLBtGU5MO5VYlTJ48WZKiu7qC819ehw4d8PDhQ6XbVRQIVVGDevfuHb+loINIS0tD8+bNuVZDo+Dc8CZOnIiwsDCl22VmZmLAgAEKl8tCXFyc2n6APDQDgUBjGeR0BlVy6djMzIx27dpVrtzExIT27NmjkAx+S0F3Wd0DUnE+4qn6rnbv3j2IRKJy5U+ePJFZLgv8loLuIikpqVq/BnBueDx4yMLs2bMxZswYrtXQGDg3vFq1arEuU5mQFHwqLt3Es2fPFD4MURXBueGtW7cOKSkpKrX94osvZJYr84W9fftWpb55aB7VPYUX5y+arVu3posXL1KrVq2UapeRkVHOlQgAnT59Wma5LJ47d44sLCw4fwY8y/Obb76hqVOncq6HojQwMFC4rk78Oblw4QJatmyJZcuWYezYsQq3u3LlCkaOHFmuPD8/X+FQcevXr+cDH+korly5gi+//JJrNRTCggULMGLECKXacP6X4mPGxsbShg0bFKrbuHFjSk9PL1d+6NAhxf/yMAy/paDDXLFiBec6VEQrKyvav38/OTk5KduWe+U/5ciRIyklJYUEAkGldTMyMsqVKRupjPdG1122b9+efv/9d871kEVfX19auXKlSm11Yqr5KebPn48hQ4YgPT0d3bt3V7o92zE/eXCHM2fOwNLSkms1ysHV1RUuLi4YPHiwSu119lxOWloabGxscO7cOdjb2yt1aLawsFCpvvgElLoNTWw5qYv//e9/CuV6lAedHPE+Rrt27dCiRQts2LBB5nVZy83KnkapzkvW1QGxsbEyF9G4QlxcHKZOnaqWjCrxiwsMDMSpU6dw6tSpckZCROUO1Co7gr19+xZNmzZVW08emsGRI0dgbW3NtRpo1qwZtm/fjvDwcGRmZqotj/OXVEXZvHlzOnbsmFTZ+vXrady4cZLPRkZGtHv3bqXkDh8+nLZt28b5/fGUz8jISE77HzRoEEVHR7Mpk/uHqgw/jZ1pbm5Oqampks+jRo2iiRMnKiWT31LQffbp04fEYjEnfU+fPp0mTJjAtlzuH6oylBW09mOjiY+PJ1NTU6Xl8lsKuk9tj3oMw9C6deuod+/erMvW2VVNeXj//j309fWl4r98vJjy2Wef4dGjR1yoxkPDMDY21qh8gUCAfv36wdXVFQKBACKRCOHh4Xjy5An7fbEuUcPYs2cPxo8fj0mTJnGtCg8tQyQSYfjw4Uplk+rVqxf69OlT6YIbEaG0tBQnTpxAeHg4SkpK1FW3QlQ5w1u6dCn2798vVdagQQPJ/xVN1fUp+Ihjuo+8vDy0aNECoaGhWLFihcw69vb2GDRoEOrVqwfgw36wWCzWppoKocoZXklJSTm3n8LCQsn08/Xr1yrJLS4uRsOGDfHgwQM21OShAbRq1QqRkZFo3bo1YmJiUFhYiNLSUujp6UlSg9+5cwdTp05VOaW3NsH5S7OyzMrKIhsbG5o/fz4tWbKE3r59K9lCUDWGS2RkJM2cOZPze+Mpm3FxcdSlSxfO9WCLVW7EAz5k+vH19cWaNWuQnZ2Nn3/+GQ0bNgTDMCpvtN64cQMtW7ZkWVMe/6+9+3dJJo7jAP72EikIB6HNycHlyBCnBv+AJoOWFodq1MUlxMmhNQTLbGlyFCf/Aod+4JxGKbiICLlcBIcp3DPIczyRD4/eo3361vsFn8ETj88Nb7538v1+739ls1kEAgEcHx+j0+lIt7MwSgav0Wjg8vISLy8vSCQSAIBQKITX11e0221H59zc3FzIbARajHQ6DV3XUSwWHe9Q8NWJD7vzltvttlqtljUajewyTdPq9/vW+fm5o3Pe3NxY29vb4tf20yuZTFqlUsna2dkR72WZpeSINx6PsbW1BcMw7GOapsE0TccTnjc2NnB7e7uoFmlOqVQK4XAY1WoV8Xhcup2lUzJ4wOQFKuPxGCsrK3C5XNA0DX6/39ESn1wuZ79/nT5PNBrFwcEBLMtCuVxGLpeTbunTKBs8YLIKodfr2RufjkYjRyNeLBZDIBBYdHs0haZpOD09hdfrxdPTEw4PD6VbEqF08N7e3qDr+ruFr8Vica5zlMtlVCqVRbdGf9jb20MymcRgMIBhGMhms+h2u9JtiRN/0HRazWbzw7GLi4u5ztFut8Wv47tWOp22//g6OTkR7+eLlXgDjqvT6bz7vLq6ap2dnc38+1qtZh0dHYlfx3ctj8cz04ZVP7GUvdV0u90fpo75fL6Zp4x5PB4Eg0FcXV0toz3C5FGAplNi64dpvF6vPRH2t36//893IWQyGdzf3+Px8RG7u7vLbJHor1yYDH1KMk0Ta2tr9ud8Po9oNIq7uzsAQCQSwfPzM4LBoL2WyzAMe5YLkRRlbzUBoFAooNVqYTgcQtM01Ot1hMNh+/v19XXs7+/j4eEB19fXgp0Svaf0iEekKmWf8YhUxuARCWDwiAQweEQCGDwiAQwekQAGj0gAg0ckgMEjEsDgEQlg8IgEMHhEAn4B6e85gRSBTn8AAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -495,14 +522,290 @@ } ], "source": [ - "# get rail network\n", - "# note this is rail *infrastructure* and thus includes crossovers, sidings, spurs, yards, etc\n", - "# for station-based rail network, you should prob download a station adjacency matrix elsewhere\n", + "# get NY subway rail network\n", "G = ox.graph_from_place('New York City, New York',\n", " retain_all=False, truncate_by_edge=True, simplify=True,\n", - " network_type='none', infrastructure='way[\"railway\"~\"subway\"]')\n", + " network_type='none', custom_filter='[\"railway\"~\"subway\"]')\n", "\n", - "fig, ax = ox.plot_graph(G, fig_height=10, node_size=0)" + "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get points of interest\n", + "\n", + "...such as local amenities or other entities: [see docs](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.pois.pois_from_place)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(97, 90)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get everything tagged amenity,\n", + "# and everything with landuse = retail or commercial,\n", + "# and everything with highway = bus_stop\n", + "tags = {'amenity' : True,\n", + " 'landuse' : ['retail', 'commercial'],\n", + " 'highway' : 'bus_stop'}\n", + "gdf = ox.pois_from_place('Piedmont, California, USA', tags)\n", + "gdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
osmidgeometryamenityelement_typenamebrandbrand:wikidatabrand:wikipedia
28101815402810181540POINT (-122.23256 37.82515)banknodeCitibankCitibankQ857063en:Citibank
276424028276424028POLYGON ((-122.23258 37.82491, -122.23252 37.8...bankwayBank of AmericaBank of AmericaQ487907en:Bank of America
285549437285549437POLYGON ((-122.23147 37.82466, -122.23134 37.8...bankwayWells FargoWells FargoQ744149en:Wells Fargo
\n", + "
" + ], + "text/plain": [ + " osmid geometry \\\n", + "2810181540 2810181540 POINT (-122.23256 37.82515) \n", + "276424028 276424028 POLYGON ((-122.23258 37.82491, -122.23252 37.8... \n", + "285549437 285549437 POLYGON ((-122.23147 37.82466, -122.23134 37.8... \n", + "\n", + " amenity element_type name brand \\\n", + "2810181540 bank node Citibank Citibank \n", + "276424028 bank way Bank of America Bank of America \n", + "285549437 bank way Wells Fargo Wells Fargo \n", + "\n", + " brand:wikidata brand:wikipedia \n", + "2810181540 Q857063 en:Citibank \n", + "276424028 Q487907 en:Bank of America \n", + "285549437 Q744149 en:Wells Fargo " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# view just the banks\n", + "gdf[gdf['amenity']=='bank'].dropna(axis=1, how='any')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
osmidgeometryelement_typenamerefbushighwaynetworkpublic_transportroute_ref
40710304404071030440POINT (-122.21517 37.81248)nodePark Boulevard & Saint James Drive57544yesbus_stopAC TransitplatformV;33;688
58449091275844909127POINT (-122.21392 37.81363)nodePark Boulevard & Estates Drive54866yesbus_stopAC TransitplatformV;33;688
58451488735845148873POINT (-122.21492 37.81822)nodeHampton Road & Sandringham Road53832yesbus_stopAC Transitplatform33
58451529905845152990POINT (-122.21459 37.81818)nodeHampton Road & Sandringham Road50830yesbus_stopAC Transitplatform33
58451530145845153014POINT (-122.22303 37.81763)nodeHampton Road & Seaview Avenue53865yesbus_stopAC Transitplatform33
\n", + "
" + ], + "text/plain": [ + " osmid geometry element_type \\\n", + "4071030440 4071030440 POINT (-122.21517 37.81248) node \n", + "5844909127 5844909127 POINT (-122.21392 37.81363) node \n", + "5845148873 5845148873 POINT (-122.21492 37.81822) node \n", + "5845152990 5845152990 POINT (-122.21459 37.81818) node \n", + "5845153014 5845153014 POINT (-122.22303 37.81763) node \n", + "\n", + " name ref bus highway \\\n", + "4071030440 Park Boulevard & Saint James Drive 57544 yes bus_stop \n", + "5844909127 Park Boulevard & Estates Drive 54866 yes bus_stop \n", + "5845148873 Hampton Road & Sandringham Road 53832 yes bus_stop \n", + "5845152990 Hampton Road & Sandringham Road 50830 yes bus_stop \n", + "5845153014 Hampton Road & Seaview Avenue 53865 yes bus_stop \n", + "\n", + " network public_transport route_ref \n", + "4071030440 AC Transit platform V;33;688 \n", + "5844909127 AC Transit platform V;33;688 \n", + "5845148873 AC Transit platform 33 \n", + "5845152990 AC Transit platform 33 \n", + "5845153014 AC Transit platform 33 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# view just the bus stops\n", + "gdf[gdf['highway']=='bus_stop'].dropna(axis=1, how='any').head()" ] }, { @@ -529,7 +832,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/01-overview-osmnx.ipynb b/notebooks/01-overview-osmnx.ipynb index 7bf4ace..07c21e6 100644 --- a/notebooks/01-overview-osmnx.ipynb +++ b/notebooks/01-overview-osmnx.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Overview demonstration of OSMnx\n", + "# OSMnx overview: querying, simplification, visualizing, saving\n", "\n", "Author: [Geoff Boeing](https://geoffboeing.com/)\n", "\n", @@ -14,7 +14,9 @@ " - [GitHub repo](https://github.com/gboeing/osmnx)\n", " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n", + " \n", + "Once you've perused the [features demo notebook](00-osmnx-features-demo.ipynb), this notebook demonstrates more details on querying for place boundaries and street networks, visualizing, and saving models to disk." ] }, { @@ -25,7 +27,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -36,7 +38,6 @@ "source": [ "import geopandas as gpd\n", "import osmnx as ox\n", - "%matplotlib inline\n", "ox.config(log_console=True, use_cache=True)\n", "ox.__version__" ] @@ -45,9 +46,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Part 1: get shapefiles from OpenStreetMap\n", + "## Part 1: get place boundaries from OpenStreetMap\n", "\n", - "OSMnx lets you download spatial \"place boundary\" geometries from OpenStreetMap, save them to shapefiles, project them, and plot them. For a more in-depth demonstration of creating these shapefiles, see [this notebook](02-example-osm-to-shapefile.ipynb)." + "OSMnx lets you download place boundary geometries from OpenStreetMap, project them, and plot them. For a more in-depth demonstration of querying by place, see [this notebook](03-graph-place-queries.ipynb)." ] }, { @@ -57,7 +58,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -69,11 +70,10 @@ } ], "source": [ - "# get the boundary polygon for manhattan, save it as a shapefile, project it to UTM, and plot it\n", - "city = ox.gdf_from_place('Manhattan Island, New York, New York, USA')\n", - "ox.save_gdf_shapefile(city)\n", - "city = ox.project_gdf(city)\n", - "fig, ax = ox.plot_shape(city, figsize=(3,3))" + "# get the boundary polygon for manhattan, project it, and plot it\n", + "city = ox.gdf_from_place('Manhattan, New York, New York, USA')\n", + "city_proj = ox.projection.project_gdf(city)\n", + "fig, ax = ox.plot_shape(city_proj, figsize=(3, 3))" ] }, { @@ -83,9 +83,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -102,18 +102,18 @@ " 'Emeryville, California, USA',\n", " 'Alameda, Alameda County, CA, USA']\n", "east_bay = ox.gdf_from_places(place_names)\n", - "ox.save_gdf_shapefile(east_bay)\n", - "east_bay = ox.project_gdf(east_bay)\n", - "fig, ax = ox.plot_shape(east_bay)" + "east_bay.to_file('./data/east_bay')\n", + "east_bay = ox.projection.project_gdf(east_bay)\n", + "fig, ax = ox.plot_shape(east_bay, figsize=(3, 3), fc='gray', ec='w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Part 2: download and construct street networks\n", + "## Part 2: download and model street networks\n", "\n", - "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as SVGs, GraphML files, or shapefiles for later use. The street networks are directed and preserve one-way directionality. For a more in-depth demonstration of creating street networks, see [this notebook](03-example-osm-place-network.ipynb).\n", + "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as SVGs, GraphML files, GeoPackages, or shapefiles for later use. The street networks are directed and preserve one-way directionality. For a more in-depth demonstration of creating street networks, see [this notebook](03-graph-place-queries.ipynb).\n", "\n", "You can download a street network by providing OSMnx any of the following (demonstrated in the examples below):\n", " - a bounding box\n", @@ -121,6 +121,7 @@ " - an address plus a distance\n", " - a place name or list of place names (to automatically geocode and get the boundary of)\n", " - a polygon of the desired street network's boundaries\n", + " - a .osm formatted xml file\n", "\n", "You can also specify several different network types:\n", " - 'drive' - get drivable public streets (but not service roads)\n", @@ -143,26 +144,13 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# define a bounding box in San Francisco\n", "north, south, east, west = 37.79, 37.78, -122.41, -122.43\n", "\n", "# create network from that bounding box\n", - "G1 = ox.graph_from_bbox(north, south, east, west, network_type='drive_service')\n", - "G1 = ox.project_graph(G1)\n", - "fig, ax = ox.plot_graph(G1)" + "G = ox.graph_from_bbox(north, south, east, west, network_type='drive_service')" ] }, { @@ -177,26 +165,14 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# define a point at the corner of California St and Mason St in SF\n", "location_point = (37.791427, -122.410018)\n", "\n", "# create network from point, inside bounding box of N, S, E, W each 750m from point\n", - "G2 = ox.graph_from_point(location_point, distance=750, distance_type='bbox', network_type='drive')\n", - "G2 = ox.project_graph(G2)\n", - "fig, ax = ox.plot_graph(G2, node_size=30, node_color='#66cc66')" + "G = ox.graph_from_point(location_point, dist=750,\n", + " dist_type='bbox', network_type='drive')" ] }, { @@ -215,9 +191,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -226,8 +202,8 @@ ], "source": [ "# same point again, but create network only of nodes within 500m along the network from point\n", - "G3 = ox.graph_from_point(location_point, distance=500, distance_type='network')\n", - "fig, ax = ox.plot_graph(G3)" + "G = ox.graph_from_point(location_point, dist=500, dist_type='network')\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" ] }, { @@ -244,9 +220,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -255,9 +231,9 @@ ], "source": [ "# create network only of nodes within 500m walking along the network from point\n", - "G3 = ox.graph_from_point(location_point, distance=500, distance_type='network', network_type='walk')\n", - "G3 = ox.project_graph(G3)\n", - "fig, ax = ox.plot_graph(G3)" + "G = ox.graph_from_point(location_point, dist=500, dist_type='network',\n", + " network_type='walk')\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" ] }, { @@ -272,26 +248,14 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# network from address, including only nodes within 1km along the network from the address\n", - "G4 = ox.graph_from_address(address='350 5th Ave, New York, NY', \n", - " distance=1000, distance_type='network', network_type='drive')\n", + "G = ox.graph_from_address(address='350 5th Ave, New York, NY', dist=1000,\n", + " dist_type='network', network_type='drive')\n", "\n", "# you can project the network to UTM (zone calculated automatically)\n", - "G4_projected = ox.project_graph(G4)\n", - "fig, ax = ox.plot_graph(G4_projected)" + "G_projected = ox.project_graph(G)" ] }, { @@ -307,35 +271,35 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# create the street network within the city of Piedmont's borders\n", - "G5 = ox.graph_from_place('Piedmont, California, USA')\n", - "G5_projected = ox.project_graph(G5)\n", - "fig, ax = ox.plot_graph(G5_projected)" + "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, + "outputs": [], + "source": [ + "# you can also pass multiple places as a mixed list of strings and/or dicts\n", + "places = ['Los Altos, California, USA',\n", + " {'city':'Los Altos Hills', 'state':'California'},\n", + " 'Loyola, California']\n", + "G = ox.graph_from_place(places, clean_periphery=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -343,14 +307,9 @@ } ], "source": [ - "# you can also pass multiple places as a mixed list of strings and/or structured queries\n", - "places = ['Los Altos, California, USA',\n", - " {'city':'Los Altos Hills', 'state':'California'},\n", - " 'Loyola, California']\n", - "G5 = ox.graph_from_place(places, clean_periphery=False)\n", - "G5_projected = ox.project_graph(G5)\n", - "fig, ax = ox.plot_graph(G5_projected, fig_height=10, node_size=0)\n", - "ox.save_graph_shapefile(G5, filename='false')" + "# save to disk as GeoPackage then plot\n", + "ox.save_graph_geopackage(G)\n", + "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2, bgcolor='k')" ] }, { @@ -364,27 +323,32 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "calif = gpd.read_file('input_data/ZillowNeighborhoods-CA')\n", "mission_district = calif[(calif['CITY']=='San Francisco') & (calif['NAME']=='Mission')]\n", "polygon = mission_district['geometry'].iloc[0]\n", - "G6 = ox.graph_from_polygon(polygon, network_type='drive_service')\n", - "G6_projected = ox.project_graph(G6)\n", - "fig, ax = ox.plot_graph(G6_projected)" + "\n", + "G2 = ox.graph_from_polygon(polygon, network_type='drive_service')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method #7, load a .osm xml file" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# create graph from .osm extract file\n", + "G = ox.graph_from_xml('./input_data/West-Oakland.osm.bz2')" ] }, { @@ -393,30 +357,30 @@ "source": [ "## Part 3: simplifying street network topology\n", "\n", - "Simplification is normally done by OSMnx automatically under the hood, but we can break it out to see how it works. OpenStreetMap nodes are weird. They include intersections, but they also include all the points along a single block where the street curves. The latter are not nodes in the graph theory sense, so we remove them algorithmically and consolidate the set of edges between \"true\" network nodes into a single edge. There are two simplification modes, strict and non-strict. The main difference is that unlike strict mode, non-strict mode allows simplification to an \"expansion graph\" (ie, if the graph were undirected, nodes with degree 2 as long as the incident edges have different OSM IDs). For a more in-depth demonstration of topological simplification with OSMnx, see [this notebook](04-example-simplify-network.ipynb)." + "Simplification is normally done by OSMnx automatically under the hood, but we can break it out to see how it works. OpenStreetMap nodes are weird. They include intersections, but they also include all the points along a single block where the street curves. The latter are not nodes in the graph theory sense, so we remove them algorithmically and consolidate the set of edges between \"true\" network nodes into a single edge. There are two simplification modes, strict and non-strict. The main difference is that unlike strict mode, non-strict mode allows simplification to an \"expansion graph\" (ie, if the graph were undirected, nodes with degree 2 as long as the incident edges have different OSM IDs). For a more in-depth demonstration of topological simplification with OSMnx, see [this notebook](04-simplify-graph-consolidate-nodes.ipynb)." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# create a network around some (lat, lon) point but do not simplify it yet\n", "location_point = (33.299896, -111.831638)\n", - "G = ox.graph_from_point(location_point, network_type='drive_service', distance=500, simplify=False)" + "G = ox.graph_from_point(location_point, network_type='drive_service', dist=500, simplify=False)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVQAAAFUCAYAAAB7ksS1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOydd3hURdfAf1vSGxAghN57r9IE6YiKIPIiigKKBXxfbIj6CaKiInZUEFRQFFSaKCgC0pEi0jvSa6ghIX3LfH9MNtkku8lusiW7md/z3GfvzL13Zu7evWfPzJw5RyOEECgUCoWiyGi93QCFQqHwF5RAVSgUChehBKpCoVC4CCVQFQqFwkUogapQKBQuQglUhUKhcBFKoCoUCoWLUAJVoVAoXIQSqAqFQuEilEBV5ItaR6dQOI4SqH7Gp59CZCQ0aABHjhS+nORk6N4dAgJgwAAwGFzXRoXCX9Gotfz+w82bEB0NZrNMd+16nbfeOprjHFuP21bezz9X4MMPa2elFy6EQYNc216Fwt/Qe7sBCteh04FeDxkZMh0aqiU8PByNRpPjvNxpW8fKlg3OkR8e7tq22uTiRdiyBVq2hJo1PVChZzlxAi5cgPbtpebvV6Snw8yZYDTCE09AWJi3W+QVlED1IyIiYN48mDQJKlaEWbNKU6lS6UKV1aABnD9v4NdfExg5six9+ri2rXm4cEEK0itXpPTeuhUaN3ZzpZ5j+XIYOFAOnfToAStXgtbLA27mzK6M5TO/PCFEVk/Gsm+dF/rYYwQuXiwvWLMGfvvNE7dQ7FBdfoVdkpOTmTdvHo8//rj7K/vhBxg6NCu57b772Nerl8uKz08rdxfWdX7xRTd27szWut9++0fKlr1VYBm+8noOeeUVIq9fl4kyZcCyX8JQGqrCLh59mVu2hJAQSE1FaLU0HjWK+u3a5dsma43JFu44XtAYtL3jx45FsHOnTJcrZ2LQoM6EhmYLXY1Gk7VZpwG0maqsvXNsnau1Un/t5WldqSKfPAnvviv3Bw92Xbk+hhKoiuJBvXqweTOsXMmyGze4p3dvb7fIpUyZAhrNWfbvv8XHHzeiTp1K3m6Sa5kyhS0REWAw0OG117zdGq+hBKrCLh7vbrZsCS1bEjdrlmfr9QBaLQwadJlGjQ5Tt24jbzfHLVxr0kTueGF4pbig7FAVdvGV8TtfQQjhlbFcT+Hv9+cISqAq7KIEqmspCQLH3++vIJRAVdhFCVTXYm2K5I+YzWYlUL3dAIWipFASNFSXWg74ICX77hUKD+LvGn9J+MMoCCVQFXbxdwHgafy9S6wEqhKoinxQAtW1+LvA8ff7cwQlUBV2UQJV4QxKoCqBqsgHgwESEkKcdzJtMsGlS/LTCcxmy2X++VLu2BHFjh1V/NO3rMFAxW3biN6929st8S5CobDBhQtCVK9uFCDEHXcIkZbm4IU3bgjRpIkQIETr1kIkJjp0WXKyEO3by8tiY2+Iq1cL3/biyBtvyHsDIe6919utcQP33JN9g5Mne7s1XkN5m1LYZPJkmDAhO718OfTr58CFM2bA6NHZ6W++gUceKfCyBQvgP//JTj/wwA769DkM5B16KChd1Dxnjjt6zltvDeDs2XKAXIZqMHjffZ/LMJmkg1fL99CqFfzzj3fb5CXUWn6FTSpZ+e7QaARbty7hwoWCXbJVO3AAa7cmy/fs4WJ6eoHXHT8eA/TPSjdpUpqGDRvm8a5k+bTnmakwx2x5dcp93F6evXpye4jauzeY6dPlvdWqdZGvvlpe4HfiS9xdqxaxx4/LRJcu3m2MF1EaqsImQsC4cTdZvTqRF16oyrBhTlz88cfw559SpX3qKYcv++orWLpUvo/jxjnf5uKM2Qwvvrif+HgTn3zS3DMREDzJrVswZw6UKgUPPeRH6rdzKIGqsMvx48fZsGEDjz76qLeb4hf8/vvvpKenM2DAAG83ReEmSubfiMIhDAZDiTeDcSUmkwmdTuftZijciBKoCrsYDIYSvzbblZjNZvV9+jnq6SrsogSqazGbzUpD9XNc/7aoIVm/wWg0KoHqQpRA9X9c+7Z8950MAVy+PGzY4Joyx46FwEBo3lzGbVd4DKWhuhbV5fd/XGuHOno0pKRASgo3Ro7kz3feKVJxpU6fpte0aTKxdy988IHcFB5BaaiuRWmo/o9rBWp4OCQlyf2oKKKjo4tUXEhqKkKjQWMZRvA7473ijdFoVALAhSiB6v+4VqAuWsT1ESMgPJzoBQvoXrt20ctMS+P65MkEtWpF+IsvFr08hcMoDdWFrFtH17ffRlulCjRpAqVLe7tFCjfgWoHasSPr3n6bqKgoerpCmAI88QQ/63T07NmT8LAw15SpcAilobqIlBTo35/YW7fgwAF48UX48suCr0tPh6Ag97fPVcTHw7590LgxFLF3WhC7d8OZM9CrF4SGurUqp3CL+uGOxVfKwNzzmEwm9Hrl7qGoXD6TRsdbKyjNDSbyOly5kv8Fyclw++0QHAzdukFqqvsal5YGI0fKSd9PPy18ORcvSs27a1cpUM+dc1kTc7NwIbRuDQMGwB13gNHotqqcxuVvizsEnxBCdT29gMlkIjAw0NvN8Hk+mR5AC3ZTg1NM5lWq1/yaqMWLAfnbtmyWdM01a2izaZO8eN06tr3wAmduv71Apy/W+/k5c7HeaixYQJ05c2Rd//sfm7RaEqpVw2QyYTabbW5CiKxPy1Z740Y6X7ggy4mL46+XX+Zw165FVq5sXT9rVnfM5loA/P03nD4NruoQFxWfUT+UQPU8ly8HEhMTbPvgvn2yr+XIL1kIyPVHm5LiQFctPR3On4cqVaTpnCs5fRoOH4YOHSAqyvHrDh+Gn36Cpk1h4MC8x48ela7rbr9d1nHhAqN+/owa/AVAU/ZBk7uJiEi1K/RCrF19AaGVK1OuXLkcQteZzVr4WV8PYIyPz1GXOTExa4lsQEAAOp0OnU6HVqtFr9ej1WrR6XTo9Xr0en3WfnhEBGLuXDRmM0KjofbAgVRt0yaHgmUt6HOn7X3auu769WB27pT7Vavm9IzmdVztYHXRokXijz/+cGmZs2bNEhcvXnRpmYr8ee456Ss4MNAofv/dzkGNRogZM/Iv6L33hAgMFKJqVSH27RNGo3SwDEI0bizE5ct2rrt6VYj69bNPjI93xW1Jtm8XIiREll23rhAJCTZPM5lMIj09XaSmpopbt26JhH//FaZSpbIcKSfPmiWSkpJEamqqMBgMQuzenV1ueHi2w2Wr7VLVNo61ceJE6XH7zTddd9+2uHxZiFathNDphHjsMSHM5sKXtWKFEM88I8Ty5a5rnx1++EGIt94S4uxZt1flFE57m/rmG1izIoM7E3/kgZi1EBkpx08efZST9foyYsQZQkN1fPNNZWJi5DWHDsGkSdLqacoUaffvKC+9BLNmJdGhg54FC4KL1QA0kNUNMhqNWfuW7pJ1tyl3Fyr3MZGpSVj2rfNsdbestQ57+ULk7ZpZ8oAc+9Z5aWk6Hn98aNY91q9/iRdf/CNLq3nk8cfRZYY3uVG5Mr+88UYODUur1aLRaAhMSWHQE09kmb2db9OG6T2m8s47XbPKvu++vdx77/6sui111FmzhvZz52adt/nRR/m3Y8esdO6frXXa3k/akt928WKarVyZlb/8mWe42KBB/g8aiDl+nP7vvZeV3t+tG1utvGI3W7mSdkuW5F/I5Mnwf/9XYF0ex0YvQuE8TnX5V62CESMAAvmeh6nCLDpldmXMv/5K30rXOHa6GgADBiTw6afS4ew99zTm4kU5W3nixA2mTDlqV0BYC4B9+6J4993bgHB++w3GjDlA//7HCxQY1hvkFBaWvNz7tj4tOPmfk4PcXZfc+46OhVk7LLbsWwRX7s2Sr9VqCQgIyNq3Pt86bb2v0+kQQkN0tIHr1wMAaNAgiDZt2mSdZ6hbF91h6U1f17Qpbdq0wWQy5djMZjMiKQlzYCC6TAfT+lKlqF49Isf3U61aOLVqyfEwnU6X1b6oxESwEqgVO3SglFUXMve928rL7eTZkhcsBGQKVHN4OJ0eewxtlSo2u7c5SE6WoQsOH4bAQJpMnEgTK2fKxvr1Eb/8gsZkwqTTZf3pUL8+vPaanPnu2bPA34xXUMLUJTglUP/9N2f6BLWyBKrWYODCpYCsY6dPCw4cOABouHKleVb+2bOCEydOFDhYrtFoSEsLydUCnU0BYUswWPatBUXufMvLYzlunWdv3/qls978jbVr4cknT1GlSjBffhlLZGSZ7IN//gnvvQdhYUSNH09URIT9ghYtgtdfh4oVqTBrFo/HxGAywYcfXqJv37JMnVoLna5W3utat5YmQ6tXQ9++1JT/5K7h8cehbFnYtQvtoEGUatTIsevCwmDbNti4EerVgzp1chzW3347bNoEW7ei69VLjqeePw8PPijrU/g/zowPxMUJUbOmHA5qwEFxndJChIbKjLvuEu9PNQmNRgi9Xoi5c7Ove+cdeUpAgFEsWeJMjXJIpnx5Ifr1EyIpyblrFUVj7ty5Yvv27S4v12QyiZkzZwqTyeTyshUKb+KUhhoTI+2ST52CmmHRBJt3ysyrV6FqVZ7XaHhwGOj1Of+QX3oJoqOXUr58Kfr37+qUwP/oI7kpPI8Qwi2G/RkZGYCy3FD4H06bTYWEQMOGADHZmdWqZe1WqGD7usjIdCIizM5Wp/Aiwk32v2lpaS4vU6EoDnhURVCrnXwLd2mo6enp6reg8Es8JlCFcjztc7hLQ1UCVeGveHSllHqJfAu3aKipqUROmkTP3buhVi25GFuh8BOUQFXki8s11EmTKDVnDqUA7r5bOtFQruwUfoJHu/xKoPoWbtFQz5/P3k9Ohhs3XFu+QuFFlN2Kwi5uEahPP43Z4uOzWzfZ7Vco/AQ1KaXIF5cL1A0b0GYuRWXjRuklWKHwE5TZlMIubtFQd+/O3jca865nVih8GCVQFfnicoGae037Z5+5tnyFwouoLr8iX1wuUPv3z5n+5Re4/37pykyh8HGUhqqwi1sM+3v1gkceyZm3aBH06yc93SsUPowSqIp8cUuQvs8+g//8J6encaNRhiMpyEGzQlGMUXaoinxxSxjp8HD48UfYujWnUDUY4IUXXF+fQuEhlB2qIl/cGka6Zk3p/d46ytrZs3D8uPvqVCjciBKoinxxu8/SMmXg4Yez0yYTbN7s3joVCjehxlAVNrHE4XKrhmrhvvuyYhoJkEtSFQofxKNjqMpDu+9gEageeWalSsmom4AGYMMG99epULgBJeEUNrEIVI8QG5tzHLVVK8/VrVC4EGXYr7CJ0Wj0XGWhodC1KwIwlC0LQ4Z4rm6FwoWoMVSFTUyWmPKeYN8+mDcPDRBw7Rp8+KHn6lYoXIgSqL7EwoXw2GPw009urSYtDUaMCOL//m8IEya4tSoA0gPCMVn9FHeeiHJ/pQqFG1Ae+32FTZtg8GC5//XXnEpNJbl1a8xmM0KIrM/89i1pIE++9bZkSVUWL64PBDJ5slwt2rmz+27tfGBN3uRrRjOdQzTkz4DxfO++6hQKt+ExgarGUIvG1c2bKWeVvrhuHcesVp858pl731Zao9GQkmLIUbchZ9LlVKkC/zQaTruDwwH4+m731qdQuAuloRZzrl69ytq1a0kPCGBQbCyhly5BjRp0nDqVjjExbqmzVy84ezadv/+G4cOD3B5HLzBQKuA//wzVq0tH/gqFL6IRHlIdv/32W5o2bUqLFi08UZ3P8uWX8NFHULu2kSFDVpOUdI5y5crRs2dPwjUaOHYM6tSR6+HdyMWLF/ntt98YNWqUW+tRKPwJj2qoivw5exaefBLMZjh8WI/RWJ3Zs1tQoUKF7JM89IfkUTtUhcJP8OgYqury5096uhSmFqpXb4C1LPUkZrNZPS+FwkmU2VQxok4dmDABwsKkIvrKK95ri5pEVCicRwnUYsYbb0BSEuzaBZUre68dqsuvUDiPWsuvsInq8isUzqM89itsojRUhcJ5VJdfYROloSoUzqMEqsImSkNVKJxHjaEqbKKGaBQK51FjqAqbKA1VoXAe1eVX2ESNoSoUzqMEqsImyrBfoXAe5W1KYROlofo3330HR4/CsGFQr563W+NmMjJg+nRITITRo6FsWbdVpZyjKGyiNNQCMBhAr88Kf+1LfPEFPPWU3J85E/79Vwae9VvGjpU3DfDLL7Bzp9uqUs5RFDZxqYZqNsO0adL14KhRHvOY5TY++gjGjYOoKLjvPkhIgEcegTvv9HbL8nDqFHzzDdSsKZt4/vx5Fi82AdUAuHYNPvhgEVWq3PBqO93JgN9/z3bOvns3mEyg07mlLtXlV9jEZbP8GzfKWFiffQaAad48Tq5ejTEiIk9oFlshW+yFcrEO52LvuOWYrTJyH7OVn/scAI3BwH0vvIDWbIYbN6QDW5D3+N138OCDrvneXEBKCnTqBBcvyvTvv/9N9+57aN++AevXV8Fo1NK6Nbz66iCCgrzbVreSmgrPPCP3hw51mzAFJVAV+VDk5/XUU9ldrUx0iYnsX7mSm5Uq5SjfXugWy35BoV0cybeXp9Vq8xy3tQFohMAUGoo2KSnnvQoBjz8u434FBBTte3MRFy5kC1OA+PjajBzZEr1eT6dOp/jjj6NMntzHv4UpwNix7AgO5tb583R7/XW3VqXGUBU2MZlMRReoc+dm7QqNBo0Q0KMHA195xa1agtv5/XfpZzEwENaulV1IkCrhE0/A7NnebV8mNWpAhw6wZYv8ukePLoNebzlmpFGjC4SGereNniKlfn2uREWB1r2GTR4dQ9W6+WYUrqPIk1IffIBIScEikjUDBsDLL0Pz5r4tTEGGgF2/Xu6vW5czCNaWLV5pki30elizRja1alVo2DD7WEnsLXpiolXZoSpsUuRJqQkTsoQpsbEwbx60bk2WiuQv3HEHDB+enbaE+i4mBAdDnz45hSlQ4pQbT8keP/t1K1xFka0yKlaEEyfkfsuW8s32V77+mh01apCm0dB5wgRvt8YhNBpNiTON88T9elSglrR/RV+myAJ12TLODR+OPiqK2K++cl3DiiNaLTfbtychIcHbLXGYkvYuKg1V4VWKLFAbNOCvZ58lJiaGWG9FGvQgAQEBGI1GbzfDYUra8Jun7leNoSps4grD/pI0ERkYGIjJMtvvA5S0d9FTQxwl49eucBpX/PhKkkANCAjwOYFaksZQ/VJDLSkvlz/giqXCJWm5cVBQkE/5kC0pz8WC32moJenf0B9QXX7nUAJVAWoMVWEHV2mXJUWgBgYG+pRALSnPxYJfdvmVQPUdjEaB2Vz4n4fRCGd2BZKx8gBcv+7ClhVPZs+OZtq0XhTFQsxgkM64GjaEiRNd1zZblLR30VNdfuUcRZGHZctg8ODuGI0aMjLgoYecu95shkd6XOC9Dc9QkUukfTKB4L1/Q5UqRWqXRQO0/rRs1h6lbHmuKigPbHutKigthGD16igmT64FRDJqFJhMB2naNNFmmZY8W9uyZRX56iu5pOnNN+UirDvuKNJXZheloboHJVAVeXjxRUhLkz+NMWPSgEVAXld29tzdXb8eRsiGJCpyCYDg+Dg2vfwyR7p0yVGPp8bVbf3uCsoraN86b9++hkAtq/QNwsLOZJ2Xn6cs63MSEnJ6kk9JceDmCklJm+UHP1wppQSqb1CmTPZ+qVJmatasiUajQafTZbm7y2/LyNCxbsolTPFadJgxa7TUHzyY2m3a5HCVZ9m39WnRoKzLtaSLG/36Sb/Fhw/DbbfB1KmdCQvr7HQ5ffvCuXPw118waJBMu4uS9i76pYaq8A2+/RYeeOAyBoOGuXPL07RpB6fLmLa9JrNf/p3WN1bR9PmelOvXxw0tLR6ULQv79sGVK1ChQuE9xIWHS+9QnqA4/jG5E7+clCppD9FXqV0bJk78mzfe2EbTpoUro04dGLWoNy3WfoDOj4Upb7wBbduif/UlKsYKl7nbnDEDGjSAgQNlhJUsVq6UD6h27SJJX6WhugeP+kNV+A4lySi/UMybB4sWwdKlMr1jBwf0eq5k+ka19Xu3zst93Dp96VIIY8Z0QggNR47IP6d330XO9t13HyQnyxN794YzZ6BSJaebX9KerZrlV3iVYmuUHxcHK1bAnj1QrRo8/bT0nO8pNm+Gr7+Wke9ykXb5MlevXs1KOzIZZmvC6+ZNECI7f8eOA8yatQWN2cyjqanZ3UqTSQY/fPddp2+jWD5bN+J3GioogepLFEsN9eJFaNJEBsfLJHnPHm5NnZpnxjz3vnXa0XhUkFPwaFeuJGDAABnKJTe3307rjz+mdViYS271yhX44AMDdeqY+P77xlSs2Fge2LJFBgO0UEiXgcXu2foJSqAqbFIsBerrr+cQpgApGzeybNmyPKe6o3vXbtEimuUut3Fj2LTJ5YHt33oLatacS5cuXahYsXb2gc8/l5Fkz5xBBAaiGTasUOWXNA1Vq9WqLr/CexTLLv/Ro3myyj3/PKNGjfJM/TVrZgflq1ABZs2S8aRcpJXaIs87ExEBe/ey4tVX6TRyJBEtWhSq3GL3bP0EJVAVNimWGmrfvrBhg9wvX14u6Wrb1nP19+gB27dLG6k+fWSsLDdi908tKopzTZoQ1KiRW+v3J/xyDFXhOxRLgTp+PLtu3CDwyhUaT50K5cp5vg2tWsnNi1giA+iLEPDQWxrqunVw4QLce6+0u/UUfjnLr7oZvkOxFKjAqbZtCQ8Pp7E3hGkxITU1FYo4JOONd3HGDBg9Wu63aQPbthV+EYSz+KVhf3F8QYsd27fDY4/Be+/JsTovsGIFPPNMb/73v7YcOeKVJtglPT2d0NBQbzfDY+QRfHFxBHfowGOjR8OTT7quXA+wfHn2/o4d0pLBU/hll18J1AK4fh169oRbtwC4HBfHtZEj7Xo5ss4Hcuzb83JUkOcjs1lw//3dSU6O5OJFaeb5559e+C7skJGRQUREhLeb4TFyvDNCwF13EXDggEzPnAkjRkC7dt5pnJN07w6//y73Gzf27IiNEqglEOPZs+gzhSlAwt9/83djaX9oy8uRPe9Flv387Cvt2WKCBpMpuxyDwWW3V3TmzKHLZ58Rcc890Ly5t1vjEbKey7Fj8J//yAUN1hTyz8WioZrNZo9pq889BxrNSXbtusInn9yGTueRagE/HUNVAtUGKSkQGsqpU6dY988/9G7ShEr790N4OHWnTqVu+/Yeb5LJBKNGpREZaebjj13UvT57Vrpkat9eztADSUmy61e3bgGrJ2/elNrYSy9RA2DXLjkxdNddrmlbMSXHOPbDD+cVpg8+KL1RFwFPClSAnj1TKFXqMGXK3OaxOsFPNVSFFdevSzOcPXu43KYNf44YQe369YnduVP6gYuN9c4sNjB4MJjNS4mNjaVFiy4FX5AfQkhvyW+9BRkZ8r527SIpvALt28OBA3K2d/16G5PnR45IF/Zbt+YdTz5zpmjtKubs2QO//NIKnS6EHj3OUursWSIzjwmNBs2998Ls2YWvwGwmJDFRfq9FsBZwFp1O5xW/Hn4pUNUsvxVff52lccTs2MGg//6X0hb37IV18eRCXDbL/9FH8Npr2elLl1gzcSK/R/TnwIF+gNRUJ0zYz9Che9Hr9QQEBBAYGEjXsWOJOHUqb5lRUbL766ecOwedO0NSUkt++w2eeGInj40aRasPPkBjMqGZPRseeKDwFSQnQ48eDNu2DfM338iVV9ZOcN2INwWqX0U9VeQiOjpHsnTt2nZO9HFyaVEiMJBmjzzCAw+0JiQkO6jd7bdHUrt2bSpUqEB4eDhCCAJyLTMFpCOUBQukE1J/4uRJmDQJvvuOrVtvkpSUfSgsrAutX38dTWKi/PcpijAF+OUXabMEaA8ehPnzi1aeEwQEBPi15zmloXqJhIEDObVgAQ3i4wkaNkyOLRYjXKKhms1y+MJCYCCa9esp2749ZZGLnj788DylS5/mpZc6AdVyXv/xx9KEDORM9gMPyHHT6tWL1q7iRlISdOoEl2TImFL3PkJs7GdcuhROaCgMGRIkz3PV+5N7wLpiRdeU6wA6T85EWeEp2aPGUL3E2vXrMTz6KM0HD/Z2U9yHViuF38mTMn3PPTn+ONq0genTw1i48BAZGW0JzO2Gb/hw2bXXaCA42GPN9jTJR44QlilMAbrokzl0KJwtW+Sck8v/P7p0genTufDFFxg6daL6wIEursA+er1ejaG6CqWhAosXk/b998QEBFD7s8+83Zp8ccmPcMUKUv7v/zh5/ToNZ87MM8ZUunRp9Ho9R44coamtseOQkKK3oTiRmCi19vr1SQsKYt26dZw/fZqBtWsTffw46HQEDRtGUCm48043tuOpp9hZqRJCCKpb56eny4kqNy2eKMpy2aKgxlD9kX37YPBggpcupcPChZQvThbzuXDZpFTduoQuXMi2oUM5aWtMFChbtiwnTpwoel3FncuXoVkzuO020urUYfG0aVy/fp1ed95J9L590up93z6pyXsArbYi69ZFcvZsZsayZVC6NERGynWiLsZkggkTInjjjQG8/rrLi8+XBQsimD+/vWXo2G0oDdWTnDkjxxUtWLrCxRRXdpNKly7N0aNHqW1j8q1OnTr89ddfLqur2PLTT3D6NADBV6/SIzmZmIceyj7uzjCnubhwAUaMaMG1azpmzxZ8//2/3PHMWCJSUwEwPPccC6Oi8nXK7ehmiWa7enUlZs1qDIQwaRKEhu6mdeubWcety7fOs46Ua6/s/PIWL47ilVdigHL06CG9QBYiaoxDqDFUT9K9u5xc2b4dc+XKaB9+2NstsournaNUr16d/fv32zxWp04dNm3axOXLl4mJiXFZncWKs2flLL4VMZnxpzxCSooch85UahYuvMa1a9JS4tYtDT/8EE/b8HAs666MZcpQpUqVHMuVC1r+XFBefHzOZXdxcclcuXIlz1Joy2fuGFy2YnI5krd2bTtA/q6Sk+HUKR8XqOZMrazEa6ihobBpEz9OmcLA//6XQBd7eS/ONGrUiJ07d5KUlER4Lr9ter2e8PBwDh486L8CdckSiI/PTj/1lJwc8gTPPQcffYSoUIGdb7/NfuDmzTD0+vswGnVotYKnn+Vbiy0AACAASURBVG5HhWq/y3NTUgh55x06N2ni0mb07i07ZZs2Qf/+8O67nTyypqBZM9i61URyso7Wrd3rfVFpqB7GqNGQGBODPjKy4JO9jCs11ODgYIKCgjh48CDtbDjzqFy5MmezBvP8kB9/zJkeMcIz9Z45IxdXAJq4OMp8+SUNP/qIYcNa0bevjpUr4fbbNXTsCFBZ2vi6ifBw6Q9VCGm44Slat4bffjvOqlX/MmHCXW41GPGIymi2Hjcs4WRkZADFX1t3RwiU2NhYzthZMtq4cWNSUlKyvh+/4p9/pFtGazy0Gu5cfDzGgICsdM22bWnXrh16vZ527WDiROja1SNNycIbLj1KlUqjTp1rbre+K95vtR/ilwLDQerXr09CQoLNP9gyZcqg1+s5fLiYOWB1BbmdmnTuDEFBbq3SbDazdu1aVvz9N4defx1xxx1SK37jDbfWW1wxGo0eUWKUhuphDAaDT3jdcofH/sqpqfR7/30MLVpkx4bKJCEB3n+/Py1bNuaBB7zmW9vlGI1GlhuNpFiGeEqXhrlz3VpnQkIC8+fP59SpU/Tp04emL7+MZu1auQzYB4aa3IHRaPTIe6fGUD1MSdZQtaNHU/HYMZno00fOerdsCT17Mn26kcOHpX+DH3+U3uo8aEXkFpKSkliyZAkiJATznj3w77/Sj2um+0J3cODAAbZu3UqZMmUYPHhw3tVnJRSDweARDdWjs/wKKVB9QUMFN4zzJidn76elwUsvAbBr+HAOZIwEOmcd9nWn/HFxcSxfvpzIyEgGDhwoVwjVqOH6ik6fhilTMIeF8UebNpxPTKRly5a0bt3a9XX5MCaTySN+BJSG6kGuX4dRo8px5MhAAgOlFlZcccsyvfffl+OHuaiyfz9Tf6lLqVLw5w9nGBT9J52SKgF9XN8GD3DkyBE2bdpEtWrV6NGjh3s1o7594cgRtECDdu1ou3w5Zf3NE5cL8NQYqtJQPchrr8GaNdIGc+RI6NULKlTwcqPyweWadKdOMGRIHhOicg88AJVi+Lz1HJg+EuKBewLg4EGoU8e1bXAzW7duZf/+/bRo0YI2bdq4tzIhMP/7b9ZESHWDAY0SpjZRGqofkrmqD5CTLsV9ONUtQxPz58tIBevXS8cnd92VvXb9+PHs8wwGaUPpIwLVbDazYsUKLl68SLdu3WwusXUlaWlp/Prrr9Tr3p1mq1aBTodm7Fi31unLKA3VD3n1Vfj7bzhxAl5+GapW9XaL7OOOWX5AGiE++qjccvPIIxi++EI6lm7fXmq0PkBGRgZLliwhJSWFe++9l3JuDl1z8uRJ1q5dS2hoKLUWL4aLF+UqvMqV3VqvL6M0VD+kRg2ws5y9WOLxybP4eDIiI0nV64l8+233+UBNTISpU8FohHHj8kRPcIabN2+ydOlS9Ho9Q4YMIdRNbu8g27b05MmT1K9fn9tvv10eqFvXbXX6CyaTiQCrBQ7uwiMC1Z9DHvgzHheojz5KWKY3JkaNkmZG1ggB8+bB+fPS+XQhBqAzMjJgyBACV6yQRW7bhmb9+kI19/z58/zxxx9ER0fTv39/t3Ypb968ybJlyzAYDNx5551UVtqoU5hMJoI94KRcdfkVdvG4QDUas/dtWfZPmQKvvAKAYeZMjv/yCykGA6mpqaSnp2dtBoMBo9GYtVl7PgIY8vffWKwz0//5h/mzZxMaGkpkZCRly5YlNjaW2NhYm86Qt22Dq0euU73UdrZeOU+dOnW4wxJc0U3s27eP7du3Ex0dzV133aVsSwuB2Wz2iHNrpaEqbOK2MdR8ODl+PGVffJGI0FA0s2Zl5WdkZEhPVIsWYYl+FHD6NHtWryajbNmsSKmWaKkREREEBwcTEhJCcHAwoaGhhIeHExYWRnBwMNr4+CwbWJ58kttuu43Lly8THx/PkSNH2Lt3b5Yvg+DgYCIiIoiOjmbNmrpMmlQeiKY3WuaO2Eb5xx932/dhNBr57bffuHLlCq1ataJly5Zuq8vfMZvNagxV4V08JVCTkuDbGSnUm/M7ETVrETn5TZJuu409mzdz5swZkpOT0ev1tOraldjdu9EIAZ0788CzzxYucN348dCvHxiNBDdvTkOgYcOGOU5JS0vjwoULxMXFcf36dc6cOcNP32UHEVxJH4LmDpXhwN3wPV26dIk//vgDnU7HwIEDiS7COK9CdvmVhqrwCleuwPr19YBQGjVy4sJz5+D776FWLbAXfDAlRUYzTU2FsWOhbFnuvRd6rZlEDxYBYLzrLhZPmYImOprKlSvTrFmzbIEyZIh0N9+nT9GigDZunO/h4OBgatWqRa1atWTGiRMcuriIwzwrL2c/omwgs+fMoW7durRtaxVkMCWlSDGZtmzZwoEDB6hWrRo9e/Ys9p7JfAG/6vKrMVTfITlZWiydPNmBuXMhIMDE4MFyPNPyHHN/CiEwJyUR0b492gsXAEg6fZrUESPyeHAvNWYMoUuXAnBzyRL+mDCBDRsG8QjZUT/1GRkM7tWLEFvSvE0buXmaX3/lzdTnqcNeLhPDox2OEP7NJhrHx3Po0CEOHz5M9aAg7njrLfTHjsH998sFDE4Iw5SUFJYtW8atW7e44447qOMjNri+gF8JVIXvcOJEzlBX06cfJyVlg/0LMomKi+M/mcIUIG7RItaVLp3nvEHbt2PR3cKPH6ds2bK0anWGD7Y/Tx/+oBzXYNQo28LUiyTXrk0YguF8C3o9TP8H6tShLdC2bVtOnTpFyvPPS2EKsHCh9Mqf34SVEHKhQ3w8Jzp2ZN3OnYSHhzN06FC3ml+VRIQQ/iNQVZffd6hdW/bYLUFI//e/egwZUq/gCw0G+PVX2LkTtFpqjx9P7fvuy3teYiK88AIAuooVCV68mNGjOxH50hD2B1+gW+tEKGbLJ41GI4tu3KDO+PF0MBhkfOdmzXKcU6NGDbj9dvj5ZwCERsOl9PSsSTSbvPKKtFwAwmvUoP7cuXTykcUMvobZbPYvO1Rf8bBU0gkNha1bYdy4zXTvXpUhQxxczhUQIH2crlolVzA0b277vOefl+MKr72G5vRpOs6cSbuRIwloowN0QDESphcvwqVL/Hz8OBqNhraTJ5NvEKQxY6T3p127ONauHRvOnqXJ1q20b9/e5uli3Tosb0XMqVPEeGMoo4QghPAvgarwHcqVg86dj9KunZN+O8PCYMCAgs+zGlfUCEHAlStOttADrF4tfQykpdGuaVPKbNpUcJcxIEBOuAH1AM2xY2zYsIG4uDjuvvvuHNcbjUb2V6tGC0tolN693e7FvyTjKYHqkelDJVB9E3c5RzH89RepYWEy3aWLdJZS3PjqK+mzFai6bx/h1645XUTdunW5//77SUxM5Pvvv+fKlRts3QpHj2bwww8/sL9fPzJ+/10Gxvv1V1ffQf4cPAjTpskhGj9nwQKYPr0bX31VGneLIjUppbBJYEoKGldbZ2zfDg89RIAQBIC04Rw+vGjmT27CULcuWfpM2bKF9rJfqlQpHnzwQZYt+43u3ZM4cKAMOp2OsWMr8847HT2z6mn/fjkc07mzHPv9919o1w6SkxEBAWSsX48pc4jGYpWRe8t9zDoNOS0+7J2Te9/a+seR6+wdy+/8Y8eCGTq0PmZzDXbtgnr14JFHXP4NZ6G6/IqcCAFDhzLsxx8xVKwog6jXrOmask+fJoeKcPNm8ROmJ07Am29y7tIlbg0cSLMKFeDJJ2UM5EKi1+tp1ao/Bw7ItMmk49SpLgQGeuDeDx2SwjM1FXNgINumTUOzdy/tM6MnaAwGdn78MQeK0EtwtCdT0Hn2jtvKdyRPo9Gwd28lzOYGWXl2gu66DuEBLly4IGbNmuWJqhRFZft2IaTYk9vYsa4rOzFRiBYthABhql5diEuXXFd2QXz6qRCxsUJUqCDEt9/aPsdoFKJ+/ax7T7/rLpdVf/VqkoiKSs76WidNclnRdjGZTOL8pEk5nuc/jz4qtsybJ4wRETIvJESIvXvd3xgvkZoqRKdO8lYrVzaKs2fdW5/q8ityEh0NOl22c5KYGNeVHREB27fz45Qp9Bk1ilKeClewbBn8979ZSfHoo2j694eoKJlx6RL07o3IVCEtek7guXNFq/fGDZg4EUN8POuaNGHSpGacOdOH6tU1PP100YrOg8Egh0/WrMHYuzcbhw3j1JkzROh0DAwJQZ+aCmFhtHr+eWjQAG67DTZulJ/167u4McWH4GDpy3zq1PmMGHEnFSqUcmt9qsuvyEmtWjB/PhcmTSLittuIfP5515YfEEBiTAzCkzPalr52JsJk4vfly2nXuzfr15claso0eu7fT44Oo14PL75YtHpHjYIlSwgAeleqRPjZs2i1bjIfnD9fboB+7lx0kZG0GDGC5iNGoP3Pf2DzZujQQQ4ighzGcdVQTjFHp4Po6CRCQvwkjLQSqD7G4MGsSEykZ8+eRLpp0sSjy5EHDSL9rbcISk4GnY6ECRNICQzkzTf/Ztq0OxlPFD0zTxUaDZpVq6BJk6Jr51ZLziKuXkXjxvHihMREoqzSXbp2lSG6QYaRUctY/cfblFCG/T6Ju56ZRqPxqEBNqVSJhW+8wd316lGmSxdKh4dzP3Bs/SkAPuYZanGCgbX2Ej3uUZeZcZ0aNIhq+/ahNZvRvPyyS8rMwZ9/wrlzHG7YkL8CAujbowcVDx1C06+fY/bAJQxPyCCloSrs4s4foCcF6o4dO9CULUuZfv1y5A85+wmf8ApXKc8UXmLgwgBo4ZpAX2lpafxZvjxtV6ygWf36rg8gNmMGjB4NQLkqVWixaBGVnnzStXX4GX6joSp8D3f3KjwpUE+cOEGTJk3y5Neqq+MwDThCfZoEHyey+hGX1blq1SpCQkJo1quXy8rMQWYIF4Cy585RtlIl99SjcAq1UkphF5cI1Li4HOGh09Ph1KlyXL3qgSGgixe5PGMGIVeu0KJFizyHL48ZQ1yXJrTrHkLkL9+BDe9YheHcuXPExcXRy13CFDjXINu20iXjvSUAv/E2pfyh+iZFFqg//ADDhkkTrGefJfWtD+nSBXbsuJfP309h/ef/0GJUa9c0Njfnz0OTJsTcvMn9wcHo+/eX5kJWbN69G+3YsTRy4XijJTJptWrVKF/I1VV2EQLOn+d8WhoratWi1+efU12nk868PSAsFAVTzJapKIoTRRaoTz6ZZc8qPvqINyb8yo4d8lCiIZTvH98Iu3cXsZV2+PRTuRIL0KelwU8/5Th88+ZNrl+/7nJ3eVu3bsVoNNK9e3eXlovZDAMHQtWqlGndmqYBAVQfPRqeeMJlmrW/YlHoPBH5QAlUhV2KJFDT0qTv00xEQAC972pEiC49K68RB+Ddd4vSRPskJORIXk5Nze4pXbnC9mXLiIqKoly5ci6rMikpiUOHDtG+fXvXdy9374bMSAehiYncVgKcmrgKvxOoZrNZmU35IEV6ZsHBchVOJtonnqBr11qsfnM7o/mcmTzOSOaAu1ZLDRsmLbqB9MhIVsXEMGfOHI4+8wwiNpaejzxCT4sXbRfxxx9/EBkZmSfgn0uIiUFYu59ztdWAwiUosymFXYr8J/jnn2x++mmqtWhBlf/9D4COL99OxxvLSP/sO9KbtiXo1Vdd0FIbdOwIe/bA3r0EdevGgzEx7Nmzh8rjxqExm9EAZWbMkF7zi4LZDJ9+ys2tW9HVqEGP8eNd0vw8VK7Mxmefpd6mTVTo1g2efdY99fghRqPRY3WpkWyFXYosUMPCONKxI1Vzz3a/9x7f1qnDfffdR5A7wyM3bpwV3VQLMq59gwawZYs8Xq2a/WsdZdo0ePZZSgF3h4aif+65opeZm23bSJ05E116OiG//w6l3LseXVF4lIaqsImr7FDNZjNhFmfSuQgODi5y+U7z008wYYLcf/PNopd36FDWrj4lRVoXuHBclkuXoEcPQpKT6QQybpUy4HcKk8XRjwdQAlVhl6IKVMtkQEREhM38IG+E/KhcGebMcV15I0Zg+O47AtLSZIRTGwsIisSZMzIGl4WDB11bfgnAk/LHY4b9alLKh3j2WYaOH0/4Y49lhQEpDKm7dlFtzx4Cc5VhGdPyhKG1uzG3a8ePkycT99tvsHKl6+1BW7bE0LYtACIiAh5+2LXllwA8aQevzKYUOVm9Gj7+mPCbNwlaulTGVioMK1cS2r49vWfMkBNEqalZh9LT0/O50Lc4fvw46VFRVLjzThmkz9UEBrL3o49Y/tpraI4fBxUZ1Wn8TqCqLr8PkftZFfbZLV6MxjK7euBAjrFGw4EDVNu3L4edqq9y5MgRot05sTZjBnUeeohm69fLqLIKp1ECVeE9evaEMWNIiYjAcNdd0klyYWjXLmtXaDRw7ZrcBgygdKdO9P78c2jfPuf4oA9y9epV6tat657CjxyBMWOIOnWKKhs2wPvvu6ceP8eTAlVNSilyotHAZ5/xfdOmPPDAAwQUdia+dfYafY0QnJo6lfDERMr980+2Z/xDh2RETqsFAL7E5cuXMZlM1LN4wXc1yck5ewhJSe6px8/x5ByOmpRS2KVIz6xSJYiMzEpm1KpFyPnzOc+JjobatQtfh5fZv38/ERER7ptca9UKMWYMJp0Oc/Pm4A4b1xKA33X5Fb5JkQRq2bJyguuJJ+DDD6n3xReET5qUHTa6Rw8Z56hsWZe01RtcuHCB6tWru7WOhMmT+Xr6dLS7d0NsrFvr8ldUl19RLChyr6JtW7lZeOIJ6NcPjEZwsyByN0nXr5OelkbTpk3dV8nlywQ8/DD9T5yQ31cR/auuWSMtu7p1gz59XNPE4k56OowbF8lff/XHbJY/QXeiBKrCLm7xzlO5suvL9DQvv0zYu+/yUFQUoR06uN6Y38JzzxG2ahVhgKl/f7YuXw5BQWi1WjQaDTqdDo1Gg1arLXA7eDCYgQMrYjJpeP99wcKFl2nTJiPr3bTW4oQQWZt12rJvK8/e8YLOsXfMVhkFXWPrvPnzKzNvXi0gjKeegk6doFGjwjwMx1BB+hQKZ7h4EaZMQQOE3rwJb70FP/7onroy/bkCaNPTuXj6NIbg4EIJrc2ba2MyVcrM07BkyQni4w/brdre++pMfu48R87Jnefs8dzH4uKylwEL4X5LPd9fqqJwG57wH+lzhIZK14SW1V/utEF9803pB/XqVTTvvMPgRx8tdFF9+8KqVfL/oFw5wVtvdaR69Y4ubGzxpEsXOHbMwNGjeoYP17jdoETZoSrsogSqDUqVgsWLuVS3LskDB0oN1V20bCklYFoavPBCkYqqWBH27YNnnlnOjh2pvj6E7TCxsbB27TWmT/+a2bOlVaA7UWOoiuJPeroMpRIUlOU02qvceSfLzp/n/vvvJ8wTrvRcdM/R0dCgwUWio0tWjDetVotO5xkZpOxQFXbxuoa6Ywc0bAghIXLZZUCA9OgUF+fVZlmcu+T2ouUreNKdXXFAq9V6TKlTfTpFHjwZg8cuixfL5auHD2evFhIC1q+XJkRHjnitaUmZK5Z81VtWSYtC7MnfsRpDVeRhwgQN77xzL6+/7qUGxMdjenCYTccsCUSyPb0ZiT0GyvAjjvD999Jz/913S38CtjCbHXYEc+vWLe9r70VACVT3ocZQFTlYvBjeflsDlGfSJAgOPkDHjjez7B3tfVo263TufZ1OZ/OY9abT6dj16Q5uT8929ycATUAAlw2laMM/nKMq1S6cZtuWk1ToVBuz2UxqaiqpqamkpaVlbenp6Zjj4mg1fDhakwkOHuTaU09xa+pUoqOjCQ8Ply/bokXwyCNyFdf8+VLw5oMSqL6F3wlUcMGqG4VHiI/PmT59OpEqVc7ma++Yn8G29WfufVtpgPNLkukMaJDC9OTw16k1ZyJL63/EuaMy2ucZqvPqRytoe2htjmtzC+uIhATaWI0Z3rx4kfVr1mQJFY1Gw9AXXyQsJQWA1Kee4krTplSqVMlulz45Odlnu/sajabECVSdBycyPfKrKGkP0JcZOhS++87Mxo1aevSAjz7qQHBwB4+24fTqcWj2yn0NUPn0ZgAaJm5DgxmBFg1m/tNMT8eHHiI4ODh/LSQpSZo31axJ7e++o3bNmgCkpKRw48YNdO++m2VEnxIYyKpVqxBCoNfrCQsLo0yZMsTGxlKtWjW2bIlg8ODmGI3NiIiAAQPc+U24h5L2PvqlhqrwDUJDYeXKDObM+Y6nniqkL9QiUr1vA1iUnQ5avxo0GjoDi8lgNT3pzUp6Dn5XNrggXnnFZrjo0NBQQkNDYckSeOYZ0OmInjaNUQ0akJyczJkzZ7h06RLXr1/n3LlzbNmyhYkTB5OYKE2lnn5aCVRfwO8EqhpD9T08ZbdnkwcfhOefz7H00sIAljKApdCiBdSv75r6mjaFtTmHDsLCwmjYsCENGzbMyjObzXz2mZHLl2U6PNw11XuSktjl97tZflBjqL6E11+4oCBYt04u8bRFhQrSdZKH0Wq1zJ8fSOPGN6hX7xrz53u8CS7B68/Xw/idQFUaqm9RLJ5X8+Yyxv2DD0KZMlLIxsZKJ8snT0Lp0l5pVuPG8OGHO3nzzXW0auWVJhSZkipQPXHfytuUIg/FQqCCXCv5/ffebkUePLnyxtVoNBqfbXthsRao7tZWlYaqyIN6Xvmj0+l8Wsvz5bYXBU/ct+9aJyvchhKo+aPVan1aKPly24uC3whU9YL6FiX1hXMUvV7vs7/pkjjLb8FvBCqoWX6F/+DLY6hQcv8w/Uag+vKPryRSUl84R/HlMVSloboX5Q9VkQf1B5g/Op3OJ78jIeDSpVJcu1ay3sXjx2HdukZs3+74fS9bBpMnS++RTiEKwZ9/CvHtt0IkbdsvxKefCrF7t91zExOFGDz4nOjc+YQ4eLAwtbmOv/4S4ssvhbh40fFrzGYhFi2S95uWVrh6jxwR4osvhNi3z7HzMzKE+O47IebPF8JoLFydQgj55c+aJcTPPzt+TVKSODD2Y/FhxzfE8eNCiAMHhPj4YyH+/rsIDXGMffuEmPjwKbGr83+FaeIkIVJS3F6ns1y6JETz5kkiIiJFvPtu3uPTpgkRESFE3bpCHDrk+fbZw2wWYvBgIUCI4GCjWLvW2y1yHyaTSZhMJmEwGMTp0wZRurRZgBBarVmsXJkuUlNTRXJyskhKShK3bt0SiYmJIiEhQdy8eVPEx8eLOXNuCfn3I0SpUkLExTlet9N2qDNmwOjRUI8j3K9tB+YURFAQSX/+SUaDBhiNRgwGAyaTCYPBwEsvlWXxYhk6+I47DKxZcwydTnoEyr3ldgsH2d6DbB23l2/xNGS5XqvVsmyZhvvu0yKEhipVYP9+iIoq+H7HjYMPPpD7CxfKfy5nOH4cWreW/jmCggRbtgiaN8//mocf1vDjj/L+16wRzJplWxsqqAuj69EDzd9/A2B6/XWEjfXsubnVvg+N9m+mEfBVw0vU0M9Fm5KM0OtJX7MGY8uWWXULq6ibuTfr9lnOtc7LfW5CgqBr1yrsiO9OLU7CJrh59DCXX389T12WdH5tsK6noLZat8NWOdbHvviiMXv21ABg/HiIiFhJhQopCCFITtbzzDN3YzZruHULhg+/wAsvbMn6bq3LsZeX3zFHyrGXvno1lAULBgOQlqZj3LhTjB69Lt9rCsp39hxnznMVe/dWJT6+DwBms4Zp0/Zz+vTOfK9ZsOA2oCkgVz8fOQIxMY7V57RA/e03+dmerYSYpcszTXo6+z7/nIN33JElCC3C7sCBOwHpTOLKlQD++msnAQHGHGXm98NwJi8/fvihI0LIgNznzsHbb/9CrVqXHbhuEFAGgBUrTMya9bVT9W7dWoekpDsASE/X8O67W+ne/UC+1yxb9jAgl13+/HMSbdv+4FSdAAFpaYzIFKYAl7//nuUVKuR7jdZo5LH9m7PSXTJWo81IBkBjNLL700/Z37OnQ/UXNMST+3hcXBQp8RWkMM0kbdcu/vrrrzznW//GbB2zl87923R03/LnLP+shVXZgqCgAIKCgjKP6dHpzJjN0l1cWJiWUpkxp/JrR0HHrPOtlQ1b7bNXdmqqjqgoIwkJ8pVv2TKC9u3bO/z9WH+n1vXldx/OfM+OlGVdt2U/dzr3OXFxUhG6ehV0OhMvv9yKjh3zX+LWoAFs3ixDmdWpI91GOIzjyqzkww+lKlyLf8UtbYRMhIQIsX+/zfN/+UWIoCB52tixztbmOpYuFUKjkap/5cpCxMc7dt3zz4ss9b9fP+fr/fdf2QUEIYKCzGLPnoKvefDB7Doff9z5OrPo1Cm7oClTHLokvlX3rGs+D35OmEqVzn7GjjS+kBiNQvTqJcRXjBQChEmrE+L7791WX2G5ckWInj2FqFZNiE8+yXt80SIhKlW6Idq1SxDnz3u8efmyc6cQw4cL8dprQqSne7s1nuPsWSHmzBHi1VcXOnzN0aNSZty44VxdGiGc18GXLZPLrIe2+ZeofZugQ4d8Pf9cvQq3bkGmG0qvsWhRHL/++i9TpnSmYkXHrhEC3n//JMeOXeSzzzoRFOR8vceOweTJmxg6tAZ9+lQu8HyjEcaN205oaBBvvtmcQq+WS0mR3ujLlZOB2R0hLY3T7y3k2LUy1H++H1XNp2HjRmjb1nXenexgNMKkSb8yoDq06t4EatRwa33u4ptvvqF58+Y0L2hsR+FRZs2axeOPP+7WOgq1lj87QkQdaF2nwPPLlZObt2nbNoObN49SsWJnh6/RaKB/fyObNh0lKKhToeqtWxfuuOM4lSuXBgoWqHo9dOx4jqioqMILU5C+Qh9+2LlrgoOpPmEY1bMyquOpIO56PdSocZWoLl18VpiCHI7ypJd4RfFBLT11gIiIiCLbsOl0OlIyw2w4gtlsLpGmZv4gjPzhHhSFo0QJ1MJ6momMjCzy7GRAQACpqakFn5iJEMKnA8EVBX8QRv5wDwrnKVFvbGFdl4WEhACQlpZW6LoDAwOdur6kClR/0O784R4UhaNEVCjunAAAHeBJREFUxZQqbBfaYqqSmJhIsD0v8gUQGBhIenq6Q+cePAgzZrSlUqUAatSAb76ByEgYMwYCAwtVffFBCPjyS2mgO3w4WIUY2bABfvyxPSZTGE8+6b0mFhUhBAEBAd5uhsILlCiBWhSNT6vVcuvWLcqXL1+o64ODg7lpI0ZSboxG6NED4uKkScTKlSZu3JDazuHDMGtWoaovPnz8sfS6D5i+/pqLGzciIiI4flxH374VychozNq1EBtjpv8A39TQndVQExMhNdVx43FF8cU3f7GFpNCTPFev0mrZMoJnzICMjEIVERwcjMFgKPC8lBRpjGzhxo3sR7Qz/wUePkHG9t1Z+7obN9i+eDGrVq1iyZKDZGRkP599k5Z4o3kuw1GBumKFDJFVoQJMnOjmRincjhKojtC3L81/+YVKH3wA//1voYoIDQ3FaDQWeF5kJFnd3cBAM926Zbd52LBCVV2seOPUMNKR4xb7Ijsx6JVXeOyxx3jrrV7UC5SrpMpwnfuPvOnNZhYZvd6xzt8770jtFGDyZIGDo0KKYkqJ6vIXSqCazbA7W6sqrJroqEAF6S+hRo2fadasGr16tWTDBiloM5fR+zTzrvRkPoepylmO6dtzMVPwREXBPw98yN5vd1OXY5Tr3MzLLS08znT5q1TJ3o+ISGXBgiW0bNmCRvHxMp5W06bw1FPSINqCySTXgAcFQe/eLm69oiiUKIFaKMfAWi089BDMnSvTzhrKZxIWFuaULWuFCrcoW1ag0UDXroWqslgyZgyMG1eTU9Rk4tM5j4V/+RFRkc9zMake5aZN804DC8BolJOEKSkwciSEh+c8vns3rFzZjFq1gujeveDyPvtMlnHjBjz/vIakpArs/e036k2YgD5zeCk+KQnjiBEEBQURGBhI0GOPoZk3Txbw4ovw7ruuvUlFoSlRArXQfPMNf1atSnSNGrQYObJQRYTrdJQ+fRoSEhxyc+WvZlMvvAB33SUFU+PGuQ4GBHCub19SU1NplltSFROefhpmzpT7S5eaWbEie1z88GENHToEkJbWjl9/FWzZAm3a5F9e6dLZ5UEI0AOjXp8lTAHOr17N1kwnKwAjFi0iy4Zg6VIlUIsRJUqgFlpAaTTE1atHWK1ahbs+IYHSvXtz38GDiNmz0WzZUuByTn+2ZczPJYAo5s7IN22y3hf88EO2J7DNm2uRliaXNRuNGrZtK1ig2kLfvj20bw9bt0JUFE2mTqWJlcsj8fPP8McfMtHZ8WXUHiEtTW5WfwAlCf9TgfKhKC9qkQTc6tVoDh6Ubbh0CRYscKg+f9RQfZ377svev/9+HcOHD8/aXn21M6VLyyGl8HBBjx6FrCQoCNavh3/+kfa6ufzHaRYvhs8+Y8OwYfDFF4WsxA2sXw/ly0u1+/XX3VJFQgIMGgRNmsBXXzl40dtvQ+PG3D53bqGtdBxFaagOYjabHZ65zUOdOqDTyckEcMhrkz9rqPlR3DXUN96AkJC/SUw0MnlyhxzHqleHf/4x8c4763n55R5F864WGAit7PjtDA2FMWM4GhBAl8L+Jt3B5MnSrRzApEn8WKUK5syFMPb8nOb25VrQNnt2fRYvlo5znngCevaEatXyadOWLfB//wdAfZB/QP/7nzvuHlAC1WGKJOCaNYOlS/n3/ffRdu5MrXvuceiykqihFneBCtC8+XVSU1Ox9XOoWNFImzYnve6q0ivExmbtGqKiqFK7NkKrzRExoaAoCwXl3bqVPbFrNsO33/5EhQoJdptU6dAh+llnOOGgqDCUKIFaFIQQhddQAe66i/0ZGYSEhODISGxJ1VB9gfyEvqOmcX7JJ5+AXs+ZnTup9uWXdGzXzuVVtGkDvXunc/y4jhde0DNx4n/yv0AIOU4wfz60aydN0NxIiVKBiqqhFkmgAlFRUSQmJjpcX0kUqL6goSqBaocyZWDOHFY+/bQUXm6gShVYsSKO6dO/4e23HbhAo4E5c2Q8k40bHQskVwSUQHUQVwi4MmXKOOXCr6R2+Ys7SqB6l+IcxrvkvbGFxBUehGJiYhxaz2+hJGqoUDRrDE+Qn0A1mUzFvv2+TlF7iu6kRAlUb2uo5cuXRwjhkF/Ukmo2VVw1D2uUhupd9Hp9sf2dlKg3VqvVonNCQ8xNUTVU/YoVDH7tNejYEf79t8DzlYZaPFEaqndRGmpxICUFXbduPPr009Cli9PmE0WelDKZ4IEHKBUXR/CuXTB2bIH1lUSBWlw1D2vya6PJYmuscBtKoBYHfvoJjWXd4MaN8NNPThdRpAcphFzAbsEBTbkkClTwDQ3V3nCM0Wgs9u33dZRALQ6UKZMzHR3tdBFF6vLr9TB7NqmRkaRWrw4ffFDgJSVRoPqC2RTYF/qqy+9+9ImJVDp8GC5f9nZT8lB8Rb2r6d+fq08/jXnFCmIefhgcXK1kTZH/GYcO5Ye0NNq3b0+DBg0KPL0kClTwDQ1VCVQvEReHvnVr+l24gPjuOzTbt0NhnRa5gZKjoQLHhgxh9aRJTseasPgxdUVXw2w2Exoa6tC5JVGg+soYqhKoXmL1arhwAQDN9euwfLmXG5STEiVQExISCAsLc/o6iymMK8yYnBGoxXmsqCjs3w9//SWHlW1R3AVSaqoOg8H2n52clCre7fdpmjaVw2eA0GjyeOLyNv75xtohKSmJMrnHUh3A1baFBQl189WrxB47hjYxMe/Yr48z/fUrjJkkI8cOb3+UOVvq5The3MdQp02DZ57pT2CgmSVL4M47s4/t3w/9+jXk2rWm3LiRFdxV4UqaNYPVq7kxbx7bQ0Lo2aFDsRJiJUpDTU1NpXTp0k5f58zqpvzIyPTFGJzp0swmZ86gadKEuz/4AG3z5jlDoPoBcz7J9mXw7dY6mK7nDK1d+vhxws+c8XSzHGb8eBBCQ3q6jmeeSWTt2rWsW7eO9evX89RT17h0KQiDQccLL4ADUcMVhaFrV8p8+SVxLVqwY8cOb7cmByVKoBoMBsqVK+f0da7SUJOTk4HMoYPcZlQWli1DY5m9PHcOVq50Sd3FheZlzmbtN2U/ugCrn+DTT9PtpZfo+MQT8OmnXmhdwZQvn71fsaKOKlWqUKlSJSpUqEDp0tlWIEFBUMR1IL6H2QyzZ9Psjz/g2jW3V1erVgM+/xw+/BCSktxenWOIEoLJZBIzZ84UqampTl4nxPjxt0TLlifEsmWFr//MGSHq108XAQEG8X8PnxUiOloIvV6Ijz/OeeL69cKs0QgBQuh0QvzzT+ErLYakHTsjppSdKl5msrikrySyvtSbN+U9W7aGDb3bUDvs2SNEixYXRNeuceLChZzHLl4UokOH66J69evi11/d35aZM2e6vxJnePnl7OfXpInbq3v4YVNWdT17ur06h/j/9u49OorybuD4d2c3l4Uk0IQQJAQqioVXfLmKUERAuQjFC/CGAlK8oUjBg63lILYUT2nkUKyYeiVYTiGKx9BWtKi0UgFFELygIgqKgiIC5k7IbTe7z/vHsJsLCdlbdmd2f59z5uzs7M7Mk9mZX57nmWeex0jVD22q6Nx/zAsWt5vx1FOwcmUSkMTkyW4KCg7QpUsVbrfbO7lcLm9nuC0te+aZfhw6pPc6nLMhi9voyKUUo+6/n9rbbycxJUXf4ciRqJdeYn/u0/RftBBt0CCqqvReyOz2UB6RyEjo1Z3FlcuAaqgDpk2Dxx7T+6tsKICbh+HQrx8sXvw2nTt3pmvXjEafXXQRrFjxKSdOnOCGG2ZEKIURtHt3/fyBA3rv/cnJbba7d9+tL9003HUkxUxALd+9m06FhX6vd+xY/XxdncYHH5ykd+8i75AMmqadN9/w1Wq1YrPZSEqqv9Gi4SKBWgAciYls2LiRBLud9PR0evToxf1P38i/t9/EVVVubvsG7r1XH806P1+PP6bX8PZ+dbU+lkVTAY4uGw6qlWZTsdipDaCfnDt36vMTJrRpMAX4+c9h+fL6eUOIcA45PP7wh/qiyMMP+7Xq4cNKde5cp0CpceOUcjoDS0JpqVLjxpWrbt2K1bpHS5S6+WalRoxQ6q23VEVFhdq7d6/atGmTmjt3W6OSb2Kiwzvfs2dg+zac6dMbF++bThkZStXWRjqVLdq4caPasWPHecvfekuptLRq1b59jdq0qe32//nnSk2ZotSVV36pjh9v5cuffaZPYXL6lVfU1gULlHI4wrK/HTuU2rpVKbc7LLtrlUUpE7SkDlaXLvWPqWVmwnff+bX68ePF5Of/mwcemEkwmY/PP/+cPXv2cMcFcl/btukDj3l07lzDDz/o1RTDhhmnaBMUhwNWr4bnnoNPP2382bBh8K9/BfRocLi88MILZGZmcs011zRaPmgQfPihPp+U5GD9+i2tDjrXsITjy+eapjFzZn+++UZvy3zVVWd57rlTJCYmYrfbad++PfHx8Xou+eGHvQPUkZMDDz7Y5sempqaGDRs2MGfOnJjMqcdGkf/yy+sDat++fq/+ox8l0KnT2aCCKfjWYH3MGP06WLv2NDfc0IF58xJZvFgfNPWRR4Lbv2HEx+vtjxYt0p90cbv1u8I2G8ya5W24bVSqhSJ/wzruhAQ3drvdW48OeAeca24wOs92L7TM876wcLB3P99+W8fOnTu922zollWr8NZEP/FEWAKq5x7FmTNn6NixY5vvz2iMfeaGSkEBB2bPJj09nS6rV/u9enx8fEiS4WuD9SVLIC3tZaZOnUpaWiIvvxyS3RuPpgXUp4IRNPdbrl0Ld90Fx48X8txz6YwYMaFN9l1Wpo+EbLNBbm5HsrPvbPR5XV0dVVVV2J5/Xu9ZDfRMRZhomkZJSYkE1KiVlsbeyZMZO3YsBNCw3/MIqNvtDqoYY7FYfH5W3WKxSN+aBqVa6L6vTx/YtQvy8l5ixIi722z/8+frGXmrFZKSzv/cZrORkpICL73El3PmoFksXJKX12bpaSouLo6yGH2qISYCqqfpUqdOnQJa33PxOBwOv5tdBUMCqjG1VOQPJ58G70xN5eDs2cTFxXFJGOukExISKC8vD9v+jCQmao09QzcH0jFKQ55HRwPl70UoAVUEKxLB3263e58KjDUxEVALCwtD0hVeOAOqFPmNzSx3sCMRUNu3b0+Vn0MMRQtznBVBKi0tDfrGksViCbqTFH9PbM/dYWEsRijy+6ql+t62lJKSQm1tbVj3aRQxEVDLy8uDrvsMVUCVm1LmZ6aACuHvX7ZDhw5Bl+bMKiYCakVFBUnN3Q71g8VikSK/8DJLkd/tdoc9oKampsbsuWuOsyJI1dXVejOSIIQih+rv/mL1pDQ6yaFeWFpuLrMWLcI9blzMdQobEwG1trY2oI6lG9I0LawBFaQO1cjMElDDHvz370fLyaHdmTNob7zh0+i+0SQmAqrL5Qq4DaqHxWIJuqNpf4qJkkM1NgmoLWi6L5Mcp1CJ+oDqcDhQSgU0llRDmqYFHVClDjU6mKnIH/a09u8PDz0EmZl827cv3H9/+PZtAFEfUIuK9L5Lgx1BNBQB1R8SUA1qxQpmLFhAr1tu8bvXskgJ+w20Zcvgu+/Yeu+9Pj7SFT2iPqAWFxeHZDjm5OJitCAHzLNYLFh9bCngTxMrESbHjsGDD5JQWUm7gwdh6dJIp6hVZspNR4OoD6ilpaUkJCQEt5Hly7lx4UKuys6GdesC28apU3QZM4bb58/Xuxdv5YaT5FAN6IcfGr2tfvk/EUqI7ySghlfUd45y5swZ2rVrF9xGVq4EwOJ2U7Z0KZvPFaE8J2rDE7bpMs9rv7//nb5ffKF/qaAAfvlLGDmyxV1KQDWgc1U+lbTjerayq3QEo3od57VPsrDb4b334Be/gMLCGWRmws9+FuH0IgE13KI+oFZVVZEWbE87l14KH38MgNarFwMHDmyxo+CWpnZZWfXbs1iglZtkmqZJsymjGax37LyRmexiBAA7jmSRk3OYCROKuOuufhw+nAQkc9ttEMAQZiEXiUdPY1nUB9SamprgO7p95RV9NDC7nZRly/jfQAL0kCF6IP3wQ5g9G6644oJflzpUA4qPh+xs0jYVN1qcmWknJSUFm60+JxiCvnhCRnKo4RP1AdXhcATdZIru3fXu2IMRFwe5uT5/XYr8BlVQwJSlS1n26CresIxl4p1dmTevOwDr18Ptt8PJk2Xk5xujt3rJoYZXVAdUT8fS6enpkU6K36TIb2DLl/PQcnioyeIBA+CjjyAvr4CxY9uux35/xWoOtbZWH+8xIwNGjAjPPqP3X1ddHY4//pHhGzeSdOxYpFPjN4vFIgFVBC2Wb0pNnAjZ2XDNNfD44+HZZ/QG1OXLSVy2jMt37oRrrwUz9SC+bx/XLlnCkIULvTfDhAhUzBT5S0uhpgaA06drePPN+o82bw5PEqL3SB88WD9fWGiMW66+mjWL1CNH6HjokF4pJ2JHbS3k5MB998HRo0FvrqIijrq6KLzMt22D114Dz43bxYshNRWVkcGulSvZvHkD3buXeL8eriI/Klpt3apUQoJSoNQNNyjldkc6Rb7r1k1PNyj1k59EOjXCT2vWrAl85QULvL+9MytLnTxxQhUVFany8nJVXV2tnE6nz5uaO1ffVGqqQ330kX/J+OILpUaNUmrwYKV27vRv3dxcpa64QqkhQ75QlZX+reuTxYu9x+hMdrbat3Vr/fUC6sSAAerYsWOquFip1auVev758F3+0XtTavx4+Oor/vnUU0xZvtxcvd48/TS1M2eC1UrCE09EOjUinD791DtrO36crf/4B45WnvSzWCznTYWFyaxZ838AlJTEMX/+UebPf9f7uaZpaJrW6H3D5Q8+eBUff6w3D8zOhtOnfU/+woWed724557DTJv2pfcGsaftdnPvVSttuUGvE562bh2eHgIStmzhi/Hj6deuHfHnxrHqOngw9OgB6Bn9cIregAqQmUlRjx5gtjqkSZN4bf16EhMTmTBmTKRTI8Jp7lx4+21wuWDWLG67995GH3uCkMPhwOFw4HQ6cTqd1NXVNXotLoaEBDe1tfq5n5UVR2ZmJi6Xq9mg5plcLhdOp5OqqvoMSHm5g7y8v/mU/KNH04HJ3vdnz+rN/zRNIy4uDk3TsFqt3sBts9m8yzyTZ7nnvc1m87632WwkbNumP20IxI8axS133gm9e8OKFdC1K6xaFdxvEIToDqgmpmL47mxMmz4dhgzhn88+y5ScnPM+bhiIWnuk+uWXYfVquOQS+NOfutG+fTefk9G5s54zLS118Ne/xjNzpu/NwCoq9Gbb/frBM89cRufOl/m8rk/y82H0aHA4YM4cfdnw4bBlS2j3EwAJqAal5Cmp2NWzJ0U//nHQ1VTjx+tTIIYPh++/h7y8v/kVTAGeeEKf2kx8PNxzTxvuIHAmKwvHFsmhCmEuUZtDLSmBefNg376bSU+HyZNbX8doJKAKYS5RG1B/+1tPvXVnpk+Hkydb7eDJUKQOVQjzidoif3l5/bzD4X2AwjSkDlUI84nagLp0qd4UzWqF3/9eb01hNpJDFcJcorbI36ePPgSQy2Wsvil9JTlUIcwnanOoHmYMph6SQxXCXKI+oJqV5FCFMB8JqAYmOVQhzEUCqoFJQBXCXCSgGpS0QxXCfCSgGpgEVCHMRQKqQUkOVQjzkYAqhBAhIgHVoCSHKoT5SEAVQsS0+fPBbodhw6CoKLhtSUA1MMmhCtG29uyBp57SO096913IzQ1ue1H7LL/ZKaViZzx1IcKspqaGffv2sX17CXCzd3kro8q0SgKqQcmjp0KEwNGjUFUFl18OwJEjR9i/fz+lpaX6IJgTetOunYv166307x/8KKkSUA1Mivzm8/XXcPJkx4DXVwpefBHefPNypk2DjoFvSu9q7cAB6NJFn/x09Ch8/30wCYiwdevgrrvA7ebbqVPZNnEiLpeLjIwMbrrpJjIyMgAYMgQWLQrRPpUwpPz8fLV79+5IJ0P44ZlnlLJYlAKllizxb12Xy6WcTqf63e/qlB5WlerfX1/mcrn8T4zLpdSkSfqG7Haltm/3a/Vnn1VK0/TVf/Mb/3cfFi6XUrNnK5WSov+tVVWqsrJSHTp0SO3YsUOVXnyx8hxMl6ap9997TzmdzjZNkuRQDUzqUM3lL3/Rr16AP//ZSc+e64HG1TeqlaqcgoJJgN4b+kcfaTz55HrsducF12lYkvHMp5w+zTTPsMrV1ZCXB6NG+fy3PP44uN36/GOPuejTZ/15Jabm9tvSfEvrtvba0mcWi4WL9u3jpxs26F/asoVdc+bw2ciRWK1W7HY7l3bvTsejRwHQ+vRh0ODBPv/9gZKAalBK2qGaTu/e8Nln+nyvXm6uu+46rFYrmqZhtVq9U9P3NpsNTdPQNI3KSvj1r/VtjBoFCxfejtvtbjS5XC5cLpd3vrlXVV6Oa9UqrJ6xgPr08ftv+fhjfb5nTyfDhg1DKdXsBOA+F31b+lwp1eg7za3T2vpNXxOSkxul+X8GDGDoHXdgs50LazfeCCtWQEVFCMv0FyYBVYgQWbcOLJavqK62kJfXk8zMi/3exq9+Bf37Q2GhHg8Ab7D12/btHL7vPjoOGkTGkiV+rbp2LcBRyspcrF17KVlZ/gXksBg3DsrKYPNmGDmS1PvuA1uDkJaUBDk5YU2SBFSDkhyq+XToALfe+hlKKTIzewa8ndGjQ5SgAQN459ZbGTp0KBk2/y715GS4884jlJWVkZV1aYgS1AYeeUSfDEIq6QxMAqr5uN1uw9V9Gy090UyOtIFJQDUfIwZUOY/Cx1i/vPCSIr85ud1urAYaGVLJE3dhJUdaiBCSHGpsM9YvLxqRC8F8jJYjVEoZKscc7Yzzy4tGpMhvTkYr8oPclAonOdIGJgHVfKKtyC/noH+M9cuLRuRkNh8jFrGNFuCjmRxpA5OAaj5GrEOV8yh8jPPLi0bkQjAnqUONbXKkDUwCqvkopeo75zAICajhI0fawCSgmo/UocY2OdIGJUV+czJaQJXzKLwkoBqYXAjmY7SACpJDDSc50gYmAdV8JKDGNjnSBiYB1ZwkoMYuOdIG1drYQ8KY5C5/bJMjbWByIZiPFPljmxxpIUJMcqjGtns3vPoq1NWFfttypA1MLgSTOX2a7vv3E3fiRKRT0kjMnUfl5fXjeTexejUMHw6TJkF2duh3bax/pcJL2g+azMmTMHAg40+dQuXnw5490LdvZNP0+usMLSjA2rWrHkH8ceQIAx94AFVZCd26wdChbZPGUHI49L/zjTegb1/c//0vJZrGqVOnKCwspKysjCefvBpIB/TBUh0OiI8PXRIsSu5+GM6TT8LKlUWkpCRjtSZw9dWQm9t4hFxhMC++CNOne9/unTqVA9dfD+itNZqbNE07b94zZHTTyWq1tvjacLLZbFitVtofOEDWjBlY3G6UpmHZtQuGDfP97xk9GnbsAKAmPZ1dGzd6b5Q2fPVMzb1vuKy59Zouu9A6zX236WvmBx8w8tFHvd9/d8oUPhk/nri4OOx2O8nJyeTnD+DFF7sCMGgQvP++74fEF3KJGszBg7BgAUAn77JPPoF+/eDuuyOWLNGaAQMgMRFqalAWC5fMmMFFV16Jy+XC5XJRV1fX6NUzud3u8957lnnmnU4ntbW13vdKqUbznvcNA9plO3fS3e0GwOJ2w4ED/gXUM2e8s9azZyktLdW3da7UFMirp+qh4TLP1NL75r4PNLutlAZpBug3dixDm1w0118PY8ZASQnMmeP74fCVBFSDqaxsfnlFRXjTIfx02WXw9tuwdSuW4cPpNHp0ZNMzfjxs2wbffw8XXQQTJ/q3/iOP6JWMVVXErVlDdltUOIbaiBF63emmTTB8OPa5c8/7itXaNoHUQ4r8BjRvHuTluUlOVpw9a2XoUP2uZIcOkU6ZMJWSEj1nesUVkJoa2DaUAqnL95kEVINau/ZZJky4nszMbnI+C2ESMdaewkzUuTqjSKdDCOErqUM1ou++47J33qEo7mLeIJOhQ6F370gnSgjRGinyG80PP+i39E+dwomNMWzjPftI9u7Vq8KEEMYlRX6j+fBDOHUKgDjqGMd/qK6G7dsjnC4hRKskoBpN//6QlgaAC43tjCYuTn9cTghhbFLkN6Kvv4bXX+erDgN4teSnXH01DBwY6UQJIVojAVUIIUJEivxCCBEiElCFECJEJKAKIUSISEAVQogQkYAqhBAhIgFVCCFCRAKqEEKEiARUIYQIEQmoQggRIhJQhRAiRP4fWOXivwhlLgIAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -424,28 +388,28 @@ } ], "source": [ - "# turn off strict mode and see what nodes we'd remove, in red\n", - "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)" + "# turn off strict mode and see what nodes we'd remove, in yellow\n", + "nc = ['r' if ox.simplification._is_endpoint(G, node) else 'y' for node in G.nodes()]\n", + "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=2, bgcolor='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The red and blue dots above are OSM nodes. We'll remove the nodes in red as they're not real network nodes." + "The dots above are OSM nodes. We'll remove the nodes in yellow as they're not real network nodes (intersections/dead-ends)." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -455,19 +419,19 @@ "source": [ "# simplify the network\n", "G = ox.simplify_graph(G)\n", - "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)" + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -476,21 +440,21 @@ ], "source": [ "# show the simplified network with edges colored by edge length\n", - "ec = ox.get_edge_colors_by_attr(G, attr='length')\n", - "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=30, \n", - " node_zorder=3, edge_color=ec, edge_linewidth=3)" + "ec = ox.plot.get_edge_colors_by_attr(G, attr='length', cmap='plasma_r')\n", + "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=40,\n", + " node_zorder=3, edge_color=ec, edge_linewidth=3, bgcolor='k')" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -498,20 +462,20 @@ } ], "source": [ - "# highlight all parallel edges in purple\n", - "ec = ['orange' if key == 0 else 'purple' for u, v, key in G.edges(keys=True)]\n", - "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=30, \n", - " node_zorder=3, edge_color=ec, edge_linewidth=3)" + "# highlight all parallel (multiple) edges\n", + "ec = ['gray' if k == 0 or u == v else 'r' for u, v, k in G.edges(keys=True)]\n", + "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=40, node_zorder=2, \n", + " bgcolor='k', edge_color=ec, edge_linewidth=3)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -521,9 +485,10 @@ } ], "source": [ - "# highlight all the one-way edges in the mission district network from earlier\n", - "ec = ['r' if data['oneway'] else 'b' for u, v, key, data in G6.edges(keys=True, data=True)]\n", - "fig, ax = ox.plot_graph(G6, node_size=0, edge_color=ec, edge_linewidth=1.5, edge_alpha=0.5)" + "# highlight all one-way edges in the mission district network from earlier\n", + "ec = ['r' if data['oneway'] else 'gray' for u, v, key, data in G2.edges(keys=True, data=True)]\n", + "fig, ax = ox.plot_graph(G2, node_size=0, bgcolor='k',\n", + " edge_color=ec, edge_linewidth=1.5, edge_alpha=0.5)" ] }, { @@ -532,27 +497,7 @@ "source": [ "## Part 4: saving networks to disk\n", "\n", - "For more examples of saving and loading networks to/from disk, see [this notebook](05-example-save-load-networks-shapes.ipynb)." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# save street network as ESRI shapefile to work with in GIS\n", - "ox.save_graph_shapefile(G, filename='network-shape')" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# save street network as GraphML file to work with in networkx or gephi\n", - "ox.save_graphml(G, filename='network.graphml')" + "For more examples of saving and loading networks to/from disk, see [this notebook](05-save-load-networks.ipynb)." ] }, { @@ -561,8 +506,8 @@ "metadata": {}, "outputs": [], "source": [ - "# save street network as SVG to work with in Adobe Illustrator\n", - "fig, ax = ox.plot_graph(G, show=False, save=True, filename='network', file_format='svg')" + "# save street network as GeoPackage to work with in GIS\n", + "ox.save_graph_geopackage(G, filepath='./data/network.gpkg')" ] }, { @@ -571,26 +516,15 @@ "metadata": {}, "outputs": [], "source": [ - "# get one of each network type and save to disk as image and shapefile\n", - "for nt in ['all_private', 'all', 'bike', 'walk', 'drive', 'drive_service']:\n", - " G = ox.graph_from_address('N Sicily Pl, Chandler, AZ', network_type=nt, distance=1500)\n", - " filename = 'az-{}'.format(nt)\n", - " ox.save_graph_shapefile(G, filename=filename)\n", - " fig, ax = ox.plot_graph(G, node_color='none', save=True, filename=filename, show=False)" + "# save street network as GraphML file to work with later in OSMnx or networkx or gephi\n", + "ox.save_graphml(G, filepath='./data/network.graphml')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For examples of analyzing these street networks with networkx, see [this example](06-example-osmnx-networkx.ipynb)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Part 5: calculate basic network metrics" + "## Part 5: calculate basic network indicators" ] }, { @@ -601,7 +535,7 @@ { "data": { "text/plain": [ - "1.130192026594069" + "1.2186836304056887" ] }, "execution_count": 22, @@ -619,7 +553,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this street network, the streets are 13% more circuitous than the straight-lines paths would be." + "In this street network, the streets are ~13% more circuitous than the straight-lines paths would be.\n", + "\n", + "For examples of analyzing street networks, see [this example](06-stats-indicators-centrality.ipynb)." ] }, { @@ -647,7 +583,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/02-example-osm-to-shapefile.ipynb b/notebooks/02-example-osm-to-shapefile.ipynb deleted file mode 100644 index ebe4ca7..0000000 --- a/notebooks/02-example-osm-to-shapefile.ipynb +++ /dev/null @@ -1,716 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Get shapefiles from OpenStreetMap with OSMnx\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import osmnx as ox\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get the shapefile for one city, project it, display it, and save it" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
geometryplace_namebbox_northbbox_southbbox_eastbbox_west
0POLYGON ((-122.10015 37.91741, -122.09996 37.9...Walnut Creek, Contra Costa County, California,...37.94633737.842468-121.980607-122.100149
\n", - "
" - ], - "text/plain": [ - " geometry \\\n", - "0 POLYGON ((-122.10015 37.91741, -122.09996 37.9... \n", - "\n", - " place_name bbox_north bbox_south \\\n", - "0 Walnut Creek, Contra Costa County, California,... 37.946337 37.842468 \n", - "\n", - " bbox_east bbox_west \n", - "0 -121.980607 -122.100149 " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# from some place name, create a GeoDataFrame containing the geometry of the place\n", - "city = ox.gdf_from_place('Walnut Creek, California, USA')\n", - "city" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# save the retrieved data as a shapefile\n", - "ox.save_gdf_shapefile(city)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# project the geometry to the appropriate UTM zone (calculated automatically) then plot it\n", - "city = ox.project_gdf(city)\n", - "fig, ax = ox.plot_shape(city)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create a shapefile for multiple cities, project it, display it, and save it" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# define a list of place names\n", - "place_names = ['Berkeley, California, USA', \n", - " 'Oakland, California, USA',\n", - " 'Piedmont, California, USA',\n", - " 'Emeryville, California, USA',\n", - " 'Alameda, Alameda County, CA, USA']" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
geometryplace_namebbox_northbbox_southbbox_eastbbox_west
0POLYGON ((-122.36868 37.86957, -122.36619 37.8...Berkeley, Alameda County, California, United S...37.90669037.835727-122.234196-122.368679
1POLYGON ((-122.35588 37.83573, -122.35009 37.8...Oakland, Alameda County, California, United St...37.88536837.633676-122.114420-122.355881
2POLYGON ((-122.24937 37.82365, -122.24886 37.8...Piedmont, Alameda County, California, 94611, U...37.83302637.812276-122.210148-122.249374
3POLYGON ((-122.33016 37.84108, -122.28201 37.8...Emeryville, Alameda County, California, United...37.84997337.827075-122.276012-122.330157
4POLYGON ((-122.34028 37.80063, -122.33376 37.7...Alameda, Alameda County, California, United St...37.80062837.707621-122.223859-122.340281
\n", - "
" - ], - "text/plain": [ - " geometry \\\n", - "0 POLYGON ((-122.36868 37.86957, -122.36619 37.8... \n", - "1 POLYGON ((-122.35588 37.83573, -122.35009 37.8... \n", - "2 POLYGON ((-122.24937 37.82365, -122.24886 37.8... \n", - "3 POLYGON ((-122.33016 37.84108, -122.28201 37.8... \n", - "4 POLYGON ((-122.34028 37.80063, -122.33376 37.7... \n", - "\n", - " place_name bbox_north bbox_south \\\n", - "0 Berkeley, Alameda County, California, United S... 37.906690 37.835727 \n", - "1 Oakland, Alameda County, California, United St... 37.885368 37.633676 \n", - "2 Piedmont, Alameda County, California, 94611, U... 37.833026 37.812276 \n", - "3 Emeryville, Alameda County, California, United... 37.849973 37.827075 \n", - "4 Alameda, Alameda County, California, United St... 37.800628 37.707621 \n", - "\n", - " bbox_east bbox_west \n", - "0 -122.234196 -122.368679 \n", - "1 -122.114420 -122.355881 \n", - "2 -122.210148 -122.249374 \n", - "3 -122.276012 -122.330157 \n", - "4 -122.223859 -122.340281 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# create a GeoDataFrame with rows for each place in the list\n", - "east_bay = ox.gdf_from_places(place_names, gdf_name='east_bay_cities')\n", - "east_bay" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# project the geometry to the appropriate UTM zone then plot it\n", - "east_bay = ox.project_gdf(east_bay)\n", - "fig, ax = ox.plot_shape(east_bay)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# save the retrieved and projected data as a shapefile\n", - "ox.save_gdf_shapefile(east_bay)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## You can also construct buffered spatial geometries" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# pass in buffer_dist in meters\n", - "city_buffered = ox.gdf_from_place('Walnut Creek, California, USA', buffer_dist=250)\n", - "fig, ax = ox.plot_shape(city_buffered)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# you can buffer multiple places in a single query\n", - "east_bay_buffered = ox.gdf_from_places(place_names, gdf_name='east_bay_cities', buffer_dist=250)\n", - "fig, ax = ox.plot_shape(east_bay_buffered, alpha=0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## You can download boroughs, counties, states, or countries too\n", - "\n", - "Notice the polygon geometries represent political boundaries, not physical/land boundaries." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = ox.gdf_from_place('Manhattan, New York, New York, USA')\n", - "gdf = ox.project_gdf(gdf)\n", - "fig, ax = ox.plot_shape(gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = ox.gdf_from_place('Cook County, Illinois, United States')\n", - "gdf = ox.project_gdf(gdf)\n", - "fig, ax = ox.plot_shape(gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = ox.gdf_from_place('Iowa')\n", - "gdf = ox.project_gdf(gdf)\n", - "fig, ax = ox.plot_shape(gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = ox.gdf_from_places(['United Kingdom', 'Ireland'])\n", - "gdf = ox.project_gdf(gdf)\n", - "fig, ax = ox.plot_shape(gdf)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Be careful to pass the right place name that OSM needs\n", - "\n", - "Be specific and explicit, and sanity check the results. The function logs a warning if you get a point returned instead of a polygon. In the first example below, OSM resolves 'Melbourne, Victoria, Australia' to a single point at the center of the city. In the second example below, OSM correctly resolves 'City of Melbourne, Victoria, Australia' to the entire city and returns its polygon geometry." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "shapely.geometry.polygon.Polygon" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "melbourne = ox.gdf_from_place('Melbourne, Victoria, Australia')\n", - "melbourne = ox.project_gdf(melbourne)\n", - "type(melbourne['geometry'].iloc[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "melbourne = ox.gdf_from_place('City of Melbourne, Victoria, Australia')\n", - "melbourne = ox.project_gdf(melbourne)\n", - "fig, ax = ox.plot_shape(melbourne)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Specify you wanted a *country* if it resolves to a *city* of the same name" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "OSM resolves 'Mexico' to Mexico City and returns a single point at the center of the city. Instead we have a couple options:\n", - " \n", - " 1. We can pass a dict containing a structured query to specify that we want Mexico the country instead of Mexico the city.\n", - " 2. We can also get multiple countries by passing a list of queries. These can be a mixture of strings and dicts." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "shapely.geometry.point.Point" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mexico = ox.gdf_from_place('Mexico')\n", - "mexico = ox.project_gdf(mexico)\n", - "type(mexico['geometry'].iloc[0])" - ] - }, - { - "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": [ - "# instead of a string, you can pass a dict containing a structured query\n", - "mexico = ox.gdf_from_place({'country':'Mexico'})\n", - "mexico = ox.project_gdf(mexico)\n", - "fig, ax = ox.plot_shape(mexico)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# you can pass multiple queries with mixed types (dicts and strings)\n", - "mx_gt_tx = ox.gdf_from_places(queries=[{'country':'Mexico'}, 'Guatemala', {'state':'Texas'}])\n", - "mx_gt_tx = ox.project_gdf(mx_gt_tx)\n", - "fig, ax = ox.plot_shape(mx_gt_tx)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## You can request a specific result number\n", - "\n", - "By default, we only request 1 result from OSM. But, we can pass an optional `which_result` parameter to query OSM for *n* results and then process/return the *n*th. If you query 'France', OSM returns the country with all its overseas territories as result 2 and European France alone as result 1. Querying for 'France' returns just the first result (European France), but passing `which_result=2` instead retrieves the top 2 results from OSM and processes/returns the 2nd one (all of France's overseas territories). You could have also done this to retrieve Mexico the country instead of Mexico City above." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "france = ox.gdf_from_place('France', which_result=2)\n", - "france = ox.project_gdf(france)\n", - "fig, ax = ox.plot_shape(france)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "france = ox.gdf_from_place('France')\n", - "france = ox.project_gdf(france)\n", - "fig, ax = ox.plot_shape(france)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/02-routing-speed-time.ipynb b/notebooks/02-routing-speed-time.ipynb new file mode 100644 index 0000000..adbfff6 --- /dev/null +++ b/notebooks/02-routing-speed-time.ipynb @@ -0,0 +1,444 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Routing, speed imputation, and travel times\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import osmnx as ox\n", + "ox.config(use_cache=True, log_console=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "place = 'Piedmont, CA, USA'\n", + "G = ox.graph_from_place(place, network_type='drive')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Fast nearest node/edge search with OSMnx" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# convert graph to geodataframes\n", + "gdf_edges = ox.graph_to_gdfs(G, nodes=False)\n", + "\n", + "# list of lats and lngs\n", + "lngs = gdf_edges.head().centroid.map(lambda x: x.coords[0][0])\n", + "lats = gdf_edges.head().centroid.map(lambda x: x.coords[0][1])\n", + "\n", + "# the lat, lng at the spatial center of the graph\n", + "lng, lat = gdf_edges.unary_union.centroid.coords[0]\n", + "center_point = lat, lng" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# find the nearest node to some point\n", + "center_node = ox.get_nearest_node(G, center_point)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# find the nearest nodes to a set of points\n", + "# optionally specify `method` use use a kdtree or balltree index\n", + "nearest_nodes = ox.get_nearest_nodes(G, lngs, lats, method='balltree')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# find the nearest edge to some point\n", + "nearest_edge = ox.get_nearest_edge(G, center_point)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# find the nearest edges to some set of points\n", + "# optionally specify `method` use use a kdtree or balltree index\n", + "nearest_edges = ox.get_nearest_edges(G, lngs, lats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Basic routing by distance\n", + "\n", + "Pick two nodes. Then find the shortest path between origin and destination, using weight='length' to find the shortest path by minimizing distance traveled (otherwise it treats each edge as weight=1)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find the shortest path (by distance) between these nodes then plot it\n", + "orig = list(G)[0]\n", + "dest = list(G)[-1]\n", + "route = nx.shortest_path(G, orig, dest)\n", + "fig, ax = ox.plot_graph_route(G, route, route_linewidth=6, node_size=0, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The routing correctly handles one-way streets:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G2 = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', dist=800, network_type='drive')\n", + "origin = (33.307792, -111.894940)\n", + "destination = (33.312994, -111.894998)\n", + "origin_node = ox.get_nearest_node(G2, origin)\n", + "destination_node = ox.get_nearest_node(G2, destination)\n", + "route = nx.shortest_path(G2, origin_node, destination_node)\n", + "fig, ax = ox.plot_graph_route(G2, route, route_linewidth=6, node_size=0, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also, when there are parallel edges between nodes in the route, OSMnx picks the shortest edge to plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "location_point = (33.299896, -111.831638)\n", + "G2 = ox.graph_from_point(location_point, dist=500, clean_periphery=False)\n", + "origin = (33.301821, -111.829871)\n", + "destination = (33.301402, -111.833108)\n", + "origin_node = ox.get_nearest_node(G2, origin)\n", + "destination_node = ox.get_nearest_node(G2, destination)\n", + "route = nx.shortest_path(G2, origin_node, destination_node)\n", + "fig, ax = ox.plot_graph_route(G2, route, route_linewidth=6, node_size=0, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Imputing travel speeds and times\n", + "\n", + "The `add_edge_speeds` function add edge speeds (km per hour) to graph as new `speed_kph` edge attributes. Imputes free-flow travel speeds for all edges based on mean `maxspeed` value of edges, per highway type. This mean-imputation can obviously be imprecise, and the caller can override it by passing in `hwy_speeds` and/or `fallback` arguments that correspond to local speed limit standards. See docstring for details." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# impute speed on all edges missing data\n", + "G = ox.add_edge_speeds(G)\n", + "\n", + "# calculate travel time (seconds) for all edges\n", + "G = ox.add_edge_travel_times(G)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lengthspeed_kphtravel_time
highway
residential126.524.118.9
secondary120.644.39.9
tertiary105.240.29.4
tertiary_link64.636.26.4
unclassified49.336.24.9
\n", + "
" + ], + "text/plain": [ + " length speed_kph travel_time\n", + "highway \n", + "residential 126.5 24.1 18.9\n", + "secondary 120.6 44.3 9.9\n", + "tertiary 105.2 40.2 9.4\n", + "tertiary_link 64.6 36.2 6.4\n", + "unclassified 49.3 36.2 4.9" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# see mean speed/time values by road type\n", + "edges = ox.graph_to_gdfs(G, nodes=False)\n", + "edges['highway'] = edges['highway'].astype(str)\n", + "edges.groupby('highway')[['length', 'speed_kph', 'travel_time']].mean().round(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# same thing again, but this time pass in a few default speed values (km/hour)\n", + "# to fill in edges with missing `maxspeed` from OSM\n", + "hwy_speeds = {'residential': 35,\n", + " 'secondary': 50,\n", + " 'tertiary': 60}\n", + "G = ox.add_edge_speeds(G, hwy_speeds)\n", + "G = ox.add_edge_travel_times(G)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# calculate two routes by minimizing travel distance vs travel time\n", + "orig = list(G)[1]\n", + "dest = list(G)[-1]\n", + "route1 = nx.shortest_path(G, orig, dest, weight='length')\n", + "route2 = nx.shortest_path(G, orig, dest, weight='travel_time')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Route 1 is 1791 meters and takes 181 seconds.\n", + "Route 2 is 2263 meters and takes 172 seconds.\n" + ] + } + ], + "source": [ + "# compare the two routes\n", + "route1_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'length')))\n", + "route2_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'length')))\n", + "route1_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'travel_time')))\n", + "route2_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'travel_time')))\n", + "print('Route 1 is', route1_length, 'meters and takes', route1_time, 'seconds.')\n", + "print('Route 2 is', route2_length, 'meters and takes', route2_time, 'seconds.')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pick route colors\n", + "c1 = 'r' #length\n", + "c2 = 'b' #travel_time\n", + "rc1 = [c1] * (len(route1) - 1)\n", + "rc2 = [c2] * (len(route2) - 1)\n", + "rc = rc1 + rc2\n", + "nc = [c1, c1, c2, c2]\n", + "\n", + "# plot the routes\n", + "fig, ax = ox.plot_graph_routes(G, [route1, route2], route_color=rc, route_linewidth=6,\n", + " orig_dest_node_color=nc, node_size=0, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The blue route minimizes travel time, and is thus longer but faster than the red route.\n", + "\n", + "For more examples of travel time, see the [isochrones example](13-isolines-isochrones.ipynb).\n", + "\n", + "For more examples of routing, including using elevation as an impedance, see the [elevations example](12-node-elevations-edge-grades.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/03-example-osm-place-network.ipynb b/notebooks/03-example-osm-place-network.ipynb deleted file mode 100644 index 03a71c9..0000000 --- a/notebooks/03-example-osm-place-network.ipynb +++ /dev/null @@ -1,312 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use OSMnx to get street networks by place name\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import osmnx as ox\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# get the walking network for piedmont\n", - "G = ox.graph_from_place('Piedmont, California, USA', network_type='walk')\n", - "fig, ax = ox.plot_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# project the network to an appropriate UTM (automatically determined)\n", - "G_projected = ox.project_graph(G)\n", - "\n", - "# you can also plot/save figures as SVGs to work with in Illustrator later\n", - "fig, ax = ox.plot_graph(G_projected, save=True, file_format='svg')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# you can also create a network with a buffer distance (meters) around the place\n", - "G = ox.graph_from_place('Piedmont, California, USA', network_type='walk', buffer_dist=200)\n", - "fig, ax = ox.plot_graph(ox.project_graph(G))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you have a very large network (ie, large city or metropolitan-scale), it will be much faster to project the graph first, *then* simplify its topology." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# create a network from multiple places\n", - "places = ['Piedmont, California, USA', \n", - " 'Berkeley, California, USA',\n", - " 'Emeryville, California, USA']\n", - "\n", - "# use retain_all if you want to keep all disconnected subgraphs (e.g. when your places aren't adjacent)\n", - "G = ox.graph_from_place(places, network_type='drive', retain_all=True)\n", - "fig, ax = ox.plot_graph(G, save=True, filename='places')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# save network to disk as GraphML file\n", - "ox.save_graphml(G, filename='berkeley-emeryville-piedmont.graphml')\n", - "\n", - "# or save graph to disk as ESRI shapefile\n", - "ox.save_graph_shapefile(G, filename='berkeley-emeryville-piedmont')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATYAAAFUCAYAAACugBD4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdd3Ck52Hn+e8bOnej0QFoNHIazAAYAIMJmBkOZ4aZMyRF0qTEJMuWLNtb5b29q3V5b31Vt1fa853Xu3thd73e8915dZZkBVIUKQYxk2KajJxzBjrnnN73/oAcZGWNSIrD91PVf6BRqPd5n6fx6/d93icIqqqqaDQazQ1E/KgLoNFoNL9qWrBpNJobjhZsGo3mhqMFm0ajueFowabRaG44WrBpNJobjhZsGo3mhqMFm0ajueFowabRaG44WrB9gmhzTDSfFPJHXQDNBy9Thj9fho0MDDnht1tBFD7qUmk0Hxztiu0T4J0QrGXAGZxhfDvCQuqjLpFG88HSgu0GFMzDszvwXmjv9tMo7b3viK3SPf8sC+EsidJHW0aN5oMkaKt73FiKCvyracgnIrgii+x3GumrMXMla2GzaMI1+xJZi5tIz3n+VQ9Ytc4IzQ1I+1jfYBIliJfAXkjiii4TiShcXKqgKAp1qgKALbXLWq7IWlpPX/VHXGCN5gOgBdsNploHdUbwO9pYEQ0YCwmKBgsFvZ2iwQKIDEx8hcady7zhOIMo7AXhWAy2c3CTG+6v/8WO+V4IVjIwWA0DWlBqfg1ot6I3iFwFfDn49jasphTaV9+gKrGJiIIqiKCqCKioCAiolAWZyUOfB6Bj5TXsyU3Koh5BEKjzeHjovnM/13FHY/CN8W0s6QDB+iP8jz3QYPoAT1Sj+TloDw9uANEifGkG/u0CrGagc/F72BObbLScAWDh2O8ioDLd8wiKIBFw9yCpFeqCU1jSPmypHVZbbkFWisTszUR8W1y+fPnnOrY/D8Z8nLrABO2L3yNU+CDPVKP5+WjBdgMYie3dTjZuvo8tsYWsFMkZHRzvbEQA/qS7jIDAQ44ERrMFLykM9Z00BCcoGKsR1QqiuYqCyUVdJU5/fz/z8/MoivIzjz3khGLDQeb3P0BV2sfupVc++BPWaH4GLdg+hhQVVtLw5TX4k1nYye29byikaFt/G33PzVjyEe6oVdDpdMxOjOLx1BKevcqpo4dQI9vU9ByDUp7fsIUx2l0cDV3i4dtOUEmE6OjooFKp8NRTT5HNZn9qWdwG+Ne98EdHXHzq/vvZ2d5ienr6Q6gFjeYn04LtY0ZR4S+W4d8twJVwGX8syaUI3OsFz5Fb0ZVzfKqmgNVq5cKF9+nq6mJ2dpZTp04Ri8VYlOooqyJjE5Pkq7yEZy5z5+mTRMIhqqodmExm3h8e5/zDjwPw9a9/nQsXLvDWW2/xV3/1VwwPD/9ImUwSNJnBU1tLVVMnV0bHKf3siz2N5gOjBdvHTKQI00kwZSN0zz1L/8y3sMc36LDAb+8zUldXx+XLlzl69ChbW1scOXKEUqlEPB7HZrOxe+FFRBSckUWW628imUiQxoCiN/OfX7rEau0h/Fvr/NmsQl33YVpbW1laWmJtbQ1FUX7i7WmyBP92HhYKZvJlhf+69iFXjEbzD2jB9jFj+8EAHXt0BWM+RsZcS+fuJbqr9t6/+eabicfj2O12ZFnHC+8PY61t4K1Lw9BzFr0kEqjtQ1aK2LJBCsZqXnj7Aj7nfhyxFTybVxBUhd7pb7B47T3W19cpFotUKhXa2toYGhr6ofIEg0GuDY/wny5vsxOOUhOcJq+zMpf8kCtGo/kHtHFsHzNGCQwiVCe3SNoa2G4+xcGZp4hGwrjdbpxOJ/X19bz+xhuEa3vJr46z3nyG9tw7LC+vUu9qwltMU5QMNG5foiLqsOTjWNMBcoZqAt5DVEVXqUr7mR78PAogF9OcdxW5s8v5d+WIRCK88cYbJBIJdHoDNcVR3ICASs7kxCR9ZFWk0WjB9nF00glzjnY8wSkERcFY5eDChQs0nXmAkRg0dN9M9s2nWG/rpnd3ivbNd1AQccWWyKf0GPR6CoYqCjoryHrysoWS0Yrs7aLOKDJvb2Zg4msMjPw/qKLM+ODvMFGBm6JR3nnnHaLRKJVKBYfDwRNPPIHRbOVP52EnVaZ37tsYShnatYG6mo+QFmy/5goVMPyjq59mC7ztHcQVWaR14x3MfSfxX3mJlxaL6CsFhg3VDBlMdPiukHC0Yo9vMNP9MPpKnqylljNuKJYgnodGE5RU2G+DOz2wnoG5lBEBla36Y2Rse9MQmgo+vvOdF6murubYsWP09PQgy3//8fkX++HNgMxycQj73Jv0ZxeBrg+xpjSav6cF26+paAH+r2XYzIMA9AkhLJPfo1gsseM9jL7hCKbWXoSly7xRauAQMDjxFRAENppPY2kfoDJ/lYX+32Qgtk7/zLcoSwYm+z9HuizyB50//ritFvj9dhgekzhaX4XB68EgKGy++hoNDQ3cc889P/bvTBLcVw/Ud3DVEOHiu28jKmV6eno+qCrSaH4iLdh+Dfnz8KdzUFDA4xtDKheQQtOILi+bxmYaty9T0FtQG5ph4RKGXAxF1JGyeBAEaPCNMnnoURqkCQYmvoFIhaDrANutezMRftbsgHYLDIsS6VSKQzU7zM9MUS6VuOuuu36u8g8NDSGKIhcuXMDr9eJwOK63SjSaX4gWbL8m0uk0Tz31FAoCa4OfpX7x++iLaYI1BxFkI4KqULOvj+FyM75ynraN99gynqNBkHBFFigY7ZgFhXD7aezjT2JdfpcKAnoqRJ0d1EbmcUVXyJmdLHZ9iothkZvcP74sfzIHbYJMeWmMVxfKGIxGbjp7+w/dev4sfzvc5MUXX+Szn/0soqg9gNd8eKQvfelLX/qoC/FJVywW+drXvobeZKFQLFC1O4mhlEEu5xGAWPNxvEKaxNxVzjbbyTX0YSwksKxfI212Yc5GiFe3UpvaZLHuOLb4OlWpbfJGB4ZShpKhis3OuymJEs74KqZshLfFNoqKQLUObLq/L8urfphIgCO0gKGcYbdukPm2uxkrO2m1QI3h5z+vjo4OxsfHiUajtLe3/8rrTaP5SbRg+zUwOTmJPxji6sHPEbfWUxOZZ3HfvQiuZtw7w9zcWcuBg/1UUWB29ArV0WUeOnc7F30FbIlN5EqBzaZTuANTeHuOsFmx4IytMH3wUay1DTi3R2hIr+Fvu4WwpZ7a4CRe/zjzBQuvZFysZ+Coc28fhGcvTNA89yKGyt48LWsmSG1oht2aPvLT7zLx3hsMDw8zPDbO8MQ0q+sb2Cwm7Hb7j5yXJEnU1NRw9epV6urqqKqq+rCrVvMJpd0ffERKCrwd3HuFYwlykgnKeboXX0AAyoJITWMLeNqZe+81/nyuSKDlJh5//HFKpRKvvfYaB0+cZbfuECoChnwCgFtrIVHdwnLH3SDKdDTV8+CjnyVXhsbp75CyNzLd9wRpax2tG2/TO/l1VncDTMT3ymXfvEbYdYAyoAIVQaYgmeib/gZycJmTJ08SOvRp1htPEXAdYCdT4eVXXuH9qYUfe56NjY00Nzfz+uuv/1yT6jWaXwUt2D4i/3UNvrm197qUNiOWC9TvXANUFEGid+E5GnPbTDbchiKI9E98lY3LryOKIkNDQ4TDYVoskLN4AKgNTqGKEh1WOOKAZHULtQa4pQZejRrZch5ALmYYGPtrLJkga223AlDSWTiw8DxipbhXMFUh3HAYQTLg8xyiqDNhKcRA0mM5+zhTJTvy2jCN25cxpkNI5TwBdw8zl97hq1/9Ks8///yPBNgdd9yBoig8//zzXLp0ibfeegu/3/9hVrfmE0YLto/IdAJqApN0LL6EPhdFqhSoCc/hr+1j/PAXUdwtBK6+xj67iKgqJKvqMaf8PPPMM9jtdlRVZTIBjVsXUUQZWyZApLqdfz2zt9rHP+uA/7kXpHyS9LtP0ugbJmNy4a8bIGt2YShmAAgevB9QKReL/IfpPCqQl4ygVnDGVlnveYBC8yC6fILIhedJXH0JYyFORdJRld5BqhTYabmZaN99HDjQTSQS4dlnn/2hc5VlmfPnz5PNZlleXiYQCPD8888TDAY//IrXfCJofWwfkTcDYA0t4oyvIakV/J4B5HIJezbAZ7ts3Hn8ECMjI9zb7WVtaYH6I7dxvK2G1ZUVBEEgFEsyrtTiCU2zW3MQWybAStsd2LeGqV67xNraKr2t9Xz3rQsUkjHmuu5HV8ziiizjii3jDs5S1plJmdw4Ikt8z3aSbDyCO7JAqKYHb2AcFZF6/xi3DfbwkvkIjsgSslJit+4wZYOVYE0v7tgyglphy3GAQnUDjx3rZHRkGFVVqa//+zXGbTYbfX19DAwM0NfXx/r6OnNzc2SzWVKpFDab7Rd66qrR/DRasH1EFpKQjkexpINM9T9BxuolVt2KNzjF5uoSsXgco9HIxPQ0FUVlESeFZIx8IkY4FCTgPUTD1kVKsonttrN4AlPUhWYw5uNkzS6MhQSLM1NM1w7hji5SE5nHnIuhyDpy5hoMhQRlnYXd2j7c4XmkYg5EkerEOqZcBEMxxVTPY+wzFVgav4ZHTTPR8SnkSh6vfwJbxs9a61lsNjvOzSu4wnNkYmHqWjqxC0VmZ2cZHBz8ieff3t7Ozs4Ofr+fjY0NxsfHaWtrw2TS1hXXXD8t2D5g4QIIwt7t4Wh8b4S+VYa5FOTXpzHno9T7x/D6R8lYPay33YpLyRAJ+kkMPEguuIWhlKYs6thwHcQVnEZFwJwOUJENyOUiRnc9q+4BzNkwxmIaWVU4ee438C9PoyoqZVGHgMpax53Uhmbw1tWx5h3C5ZvAUskScu6jwTeCJMnoCkmMhSSKIOGOLmFoH+DuIwdYmxmnPjTFZuNNhBydOOLr1AUmyZcVjIU4GbObqpQP/9oSgY7bUdbHsFgsuN0/frCcLMvs37+f/v5+BgcHmZ6eRhRFGhsbP+QW0tyItGD7AH15Db66AW8F4d0QTMcVLkcFjjnBa1DYGXmb7cbjlPruYt59hIJ5b/UMQ2SNqrSPcK5Mct8ZcmWVmugiieYhfLYWqqOr5Cw12E89xKl9XjLjb9HltmEfOMOZvn1sz09iVfO43W5y/nVSPXdg3Znkzk43fT3dzI1dZcBa5PCRI+zOjtDV0kSiImGKrFKSjMwc/gJB1wGqsz6E9TEymQznH3iIK0vbeHZH2Go5TaahD30ygD25SdpcS6LvU7TuO0B6eYx02EfW5CSxvcqh/r6fWU/FYpGRkREOHz78Y4eNaDS/KC3YPiDhwl6oebcu0770Ml7fCDWhGXY8h/Dl4NLYJFWpXT51+2lOmRLsYiNShN6pb1KV9gFgzkVx7oxiVzJQKtClBNmsPYyqlFH1Zj59qIl2lxWTycTCyEV+85bDvBs3ENjZJpFKM3R0kIXZWXTuRtJGJ7HZK6gItB05xdzoVS5nLChVtVRWR9juuhtzeAVFFUmb3Lh1Jf67Ow9T46xmcnISa2Mnm/NTiEoZW9qH6tlPpqJSndhAX85TE56jrqObi7pOVEEm5OnDuTNKMpmkqanpp848mJycJBQKcfbs2Q+reTQ3OC3YPgCqCnNJmExA8/o75MwuljrOURecIlHXi68k077yOoKqsjU3wcLCAgm9nYTBSd7oYLv5FK6sH6Ms8eC95ylk0sRiMbLpFH987xE8VgPZhasE1pdYXV1lc3OToaEhfLKbb60WaNi8QMzsQW7pJ52IweoIKcnCdtNJxOWrTMcVQu4DeH3DrDTcRHVyG1N4hbCrC2dqE3d0EWtwgaBoJ7QyiyzLBNdXyKJjtfkMdYEJytk4nsAUqiizefgJGhOLhBfGydX3EbI1URF1ZI12hI1JxkZHmJycxGaz4XQ6f6S+tra2iMViDAwMfAStpbkRaY+hfgV8Ofgvy5AsQ/4fDOEyZiOAgFQuUDE7EQSR24UN3krZ0JVzRO1tlNuPYp95harVy9TWJHBHlzEWEricTuLxBDU1Ndxxxx28+uqrRCIRJAF6G1x0P/E4gUCATCZDa2srG3mZ/3MB2tbfRkXAEV9j45WvInedYMXYRtvG28iVArueQ3gDY7iiSyiCxIGlF8mYa7Gmd6n3jxGvaiZjcdPgG2UunMHh93P3+Xt4+fU3iTq7KLhayPhrccZWiVS340ys05Zc5JFHHuGZZ56hderbRLsfpWHnKvbkFvozj3OfM8Obb77J7OwsnZ0/uqyItrWt5ldNC7brMB6Hp7cgVATKRWxpPzWRJexpH7pyDgEVRZCRSzkQoL65le2x92mVTWSNDqqMMtLkdxEqJVQEGnyjKKKOWMsJhI3LWK3WvzvW3Xff/UPHFkURr9f7dz+/uAv6bAR7YotkVT1rLWfo3LmCbfptmuz1LHfeQ9fSi1QnNog42gl6BsibHPRtvY0hHWW37ggB795TzIPT3yRndCLEfBQkE28nrBRFHbXBaUI13Ww1nqB78TkCngFqhCyO6DKi2M9DDz3E008/zcDst5k48BD21A7Cle/geOJxbDbbT9zxyu12MzExwerqqjanVPMrod2K/pIqKvybeSjHAxyYf4763Wu4Y8sYCykEtULK3oRcyrFw8DPUBicJ1PRR29JBKBTCmguhK+fRlfM4WruZcB7GHV1iq+Ek9tQ24qHzfPGWAZydfYzGBfQiVP2DiepzSdjMQq1hb34nwHpGRT/+IkKljLGQojY0Q8bs5tBNZ0gtjFCtZlhqOIUrurw3Ob6YJlndgrmhnTvb7KSXJxhqdtLqu0ohEWa659M0bV1AUitUtmYo68wIqoot7SfVfBRzdJ3a5Br2/cdIrEzidDpxOp10d3eztDiPJzTDpx98kLmZaWKxGFarlVAoRH9//4/UpdPpJJPJcPXqVZaXl7FYLNpSR5rrogXbL0kFXvJB6/LrSEqRrLkGAL93EHvaR37/Gaz+GSItJ6n2TWLIR5k0dlIdX0euFJg9/AUeHGgisr2OcXMUVJWQqwt3fIVZWzcFycA3tgSmYgrvhwUKCgjZGK9fHueNjRRX4hJrOYnjNXvL65rCa2wuzbHR+yDWxAaKqMeaCVCKBbjn3N0sjF9DLyhs1g/R4BvGlIsRcnXTsvYWu9PXUEoF/KEwpZif8/fcy47oQNhdQFaKNHZ2s//0eXZVCybfHH98/jCXlHqMGyNMWfZTbZRYn7jK5uYmra2t9Pf3Mzc3x+LCPBaXh3giicVkJJLKsu46+CMrigC0tLTQ3t6Oz+djcnKS0dFRVldXqaurw2w2f8itq/m404LtlyQKe0v4rAUiGPMJMnW92GJrPHb2GKvz0/yzT93M6OgoNHZj2p3Gko8iFVK4YstkzS6adq6wPT+JqJQI1x5EzMaRUNlpGCJvqMKy8DZ1q29jTfuIuLrILFwjOvomuXQKe2wVT3gOaXMcq82G2+XiypXLFBSQnF6MvhlW+h/h9iO97EwPYzQa0bcPklu4hiO+hiLpme59hJ6VlzBlwvgPnMMQ3cRQSrPTdY4H+xs57gRXWzflVIzdtSWOdXg52VbL5OQER48e4TtBI3bfFNWJdTa77+ezR1pYWVxgZGQEVVW58847GZ6YJp2IkcLAjq4WIbbNUqrC7qVXGB2+Rjgc/qE+t78dnKuqKj09PYRCIRYXF3/sVZ5G89Noc0Wvw5ATHuyuxVDJ808GaxCVMo21e7dQxWIRQRAw5aNUJD0FnRV3dJEKYEn7CVW1It/8BIePHqMts4ahnMWhh5S9maadK+jCawTqj7DceTeu0BzewDiw90+viDIF0UjE1cXFCxdRVJjL6knniyT92wB0jf8NU298l8HBQcbHxykbq5g78CAqAkW9lcNuPYZshIce+g307kbyP9jcpehsJpCHWCREvZTjvnN34nQ6GR0dxWg0AqAoCrfV7i1Zrivn0W1P82c7bnrueYLjx48zMTHBCy+8wFrfZ1ARUBFYrDkEqorXN05BZ8FS5WBzc5PvvfE2T23Be/4yzz77LO+++y5+v5/p6Wluv/12MpkM5XL5o2hezceY9vDgOlns1VQUBWvV3rZMqgqCIJBKpRBFkWgyg0NvwZKN7PVt5eMIqDhjKxTfX+A9Aeo8Hs6dO4c/kaM88k10xTQBzwCufQP0mWA0KiIAa/vuwZ7cpDowg54KO3WHcUcWefrZ71KsWDGXc9SFJolVNRN172ff5jsEg0FcLhfBd7+Da/BR5noe4uDcM0hXn6aEwPMLEX6rv5pvF29Hd+Upqude5dujEfTFNAB9fX00NDSwvLz8d2PRFEWhJTLLrlpit7aPpu2L1AQmeW/Ty+duGaS5uZlnn32W1sxzRO1NWDNBPP5JBFVBQEWnlBBUCUEQ2F5dxJ8yEIotoVMr7OvsxGw2MzExgSzLSJLEwsICvb29H1UTaz6GtCu26xAtwl9u6FFVlX8xI6MC/3KsjKLCf54vUlRFZKWMiEqyqoGosxNV0jMx8HlKspGyZGD7+Bdp6tjH22+/zcTldxHVCgD+ukNE566yefFlbPENFFEiZXRiDy2gyEYUSUdzaJKzt92BLIlYMgGyegcKIlWpXdJmD7tdd7G9vY1er8dkNNIy+TT//ngVd/3Go+TzBVRUtra2mEzA7a1VLHfcRXVyC1VRcN35WxwdGmJ2bg6/6CBfLJH9BxdOq6ur1NbWkms/SdJSh7GUwRDf5qmnnmJtbY1HH30UqZjFlI0il7I0+IbZarqJ6aO/j/P23yR65FFUSUdZMuAJTSOVCyiKwsrKyl6o6Q1MTk7icrlYWVn5aBpY87GlBdt1uByBRL6CisCB0a8A0DLxJKDiXHkXUSnh8E1iyCdQBRFZKaEKApJOz+L+T6Gr5PFe/QrXLryP1+vF7XajL+dZ7jxP4+Z71PknEPJpqhMbhJ37aF9+BVEpM9P9MO37e3CG5pgYHUaVDYTdB4i7OkAQENUyzugS2ap67r//fsLhMKlUikKhwMXxWUZyFqYOPk5JZ8ZYiJMug9cIJUczAU8/+nKO1YzIC9sqBVVk3J+gpAj8xQ/yJZVKUVdXRygU4gvuKI4T9yHZnBhElVOnTnHt2jXeffddwvtvR19MIgDbtYeI1fZyXz1c2Iqz4gsxve9+VFmPKoikLR58dQMMPfw7FPVWiqUSs8truFwuUqnUR9bGmo8nLdiug9sAklpGQCXo7gYg4WgFoGiwAaBKEqh7i0eiVBArJTqmv03P7HdQgaJsJHvzb+N0OolEItxx/0M/GDqyQlHQs3jwMyAIpG31mPMxKpKeQ4vPcMeJw5w5cwan00kwnsITmKTON0rGXIMAlIxV/F4beDwePv/5z9PT04OqqsxOjfPOehxZr2ez+TTWTJBYKku0CP/yAKRbhvbKOvkqruA0UqVIfWCCrKma9QwYjUZmZmYYGhqitraWd158GsP6MFUnP0Uhn8fhcHDu3DlC4QjVM6/wg9EoVGd8PNqokMiV6Z19GkdslbzJQc+5x9k88UU2eu7n9NBRxhIiM90PAQJqqcC2L6AtKa75hWnBdh2GnHDGkkIQJZoPHATA0X9675c9t4AgUmw7jqI3I0gScqWIKuwtHClWyqRsDSAbuK9ZTyAQwOl0YhBULNkQyx3n0KsFbhE2EUWRg6b83uobjd0YBZUvf/nLXLlyhWA8SczopiLpKRqq2Gw5jYDA8VYXrwdgda+rjBMnToDJhq6UpWfuO8ipID1tLRR1FiITb/Mfl8AgQqoMOYMdWyZAwWhns/EEeX0VZb2VISfI1bXMbAZ4cRdc7hpUQSS7Ms7IwiZlu5dXXnkFSZK45aHPMj7wWxT0NnL6KqzZEMNvvMDyyHuogshO00m6rHC6Bv5NH/z5INzhAY8RFNkIqCScnaTi0b2yazS/AC3YrtN+cxFZFPh0XQkB+Kede08L/3mvERGV3+zQ4dQpHKvR4RCLqAYram0b6PS0etzYlTQtZigaqoimc/xvuy4qoh5rxk9Rb2N5dZWCKhNaW6AgyKQDW8SPf5b77ruP1n0HiKhG7LF15FKOlc5zHKy1gSix894LLGwH+HcLe32Bsixz9L7HGTvy+6StdXQtvkji/W8jKmWqkju0Tz2NL5bipAsqOiM5k5PkwP3kG/qR1DJFvZVsGdbKZiqZBOsvf5XpmRni3n4UQaZh9yorXffi8Xj43ve+x9b4RY57jPi9hzGWMmz0/gbWTABXdIm15rOccMIfdoHuH30CXXrwykUEVaEqH8bhdFFTU/NRNK3mY0wLtuugqDAfK1FBZCxYAASmons97DsFGVVVyaKnWK4gy3oa9GU8FpnDthJWnciqXEu+UOS/n4TRnIVisYhhdwZBreD1j6MvpnBFFtErecz5GHI5jyUfwfDOX/HKK68wt7RCKZ9HVoqkbA20bV/EMvrM3n6ipQz7l15ELqTY+sFMpsMO+KP9EOs5j4KIMR+jLMps1h9DLypcfOFbnDeHuKl/P5ZshD/wJkiXoSJIuMPzhKYvEbW1IKoV5EqBtLmGmrYDTB98DH05y4DvPe6991727dvH+vo6n28Fl8Oxdz4Lr6AgoAD1vmGuBvMU/9HeLq/44evTIbxX/nrvjXyKkrvtQ2pNzY1EC7br8PwuTEaKlFSBV1ZiKMBfzuVQ2ZtupQL/ccNItqTw/YjMUqLEel7mQqBMrCwSKu31v+UzSep3h5GUEs3bl1AEiZmuBwGY7H2MCiIps5v11rNM9v0m3lsf5cSJE+Sq6jAW4qiIWLJBdLkoO5ITWg+xsO9eBFXBmdyg0QRPv/YOf/OtJ1F2F+myi0z3PoIqSOhLObzhWYQTj2C1WhkfH+NUbycul5O3Xn0ZrxFARJF0uMIL7Ft7DVUQiVc1YihmEEe+y3/TayZRP0Dat87XNvY2f5ZNFl4PwE5+rx50pSzrTadJm+swFlP0T38LiR9OtrkkiEqZqKMDBRFRqSDaXB9qm2puDNrMg+vwagACJRl3eA5nYh0Q8IamAPD6RoC93aNEtYIl7UNfzKAvZjDmokiVEo7EOqJawR1dRPzBhPm57gepiS5SE11ARWC36ST1vmH0pRyOxDrewASZjVn8/gCFYgmpXCBjqcVYTCFViugLKXSUGRoYIL65yFjEWw4AACAASURBVEGHjmeLrTDzNtmKyPbqEkb/Ai41g5AMMrf/AeqCk/jTRXL6KnK7q9i7DnOos5mRkWE+f6aPze0tJFlmruMcNcEZFgY+S0tXD+0WlWRgm4ClkfLKCEKlxDXbAPukJMGtNWbjZdrW3yFt9VIRJGqjC8jlHGXJhE4pYq+y4XK5KCkwEoOJOMQlG3FHO1WpbfTFNMv6Bt4ruNln++H5shrNT6MF23Uazlrxew/jqz+Cv/4ISYsXd3SR6e5PUxueZbHzHpzRZSLOfeiKGUp6K6q89x9alk1IlQICKukDd2FLblEXmefA2fvY3dlCV85TkE0kHG04EhuU247wew+do6GhAcloYTWlIKgK5lyMrKWGsiiBICJkk7jFHEZJIJFMsFPUUZ1YI2twYDlxP3WlMKmdVaprvCzVDFLrH8eWCWLMBAGVSwUnd+yrYXR0lEMHu8klouSTMR47e4St9RXcu2N8+nAbMyOXcbvdxJYmKKsCklLCFV1mpP5WHKF57MltKpKBjQP3Eag7hMc3CqiUZQM6k5VMLEx3dzf/ZXnvSyJTAXtsjba1t4g6O7EntzFko5h3plgZu8zmxiY7OzuEw2G8Xi+CIPzUttF8cmnBdh0azTDogMFqOFsDXTboEmKEt1a57fggocVJTp+9lcjiGPUHBinHA+gdNYiCQEXSkzFWI6kVJKWCI73Nww8+QMDvY2tmhO3m0xQkI43+EewGmVpvA+WNKfr7+7HbqxnDy7K1gy3XQTLNh/G0HyASS1KVDaBIenRWO12tTSwvLWIqJqkIEpZ8lHpPLedvPkZPTw96SUCK75JNp8hUedHlUlQEGXtkiWyxRCQUorn/OGo2yfb2NmeHBunv7WF+bo5IJEI4HObYsWOsLC1iOnYvm55B7LsT1OyOISnlveEk2RCu3XGC7i68wUkKejsFQxV1/SeILoyiKAqvFhtwhhdxhecpGmzUhmdZ7bibWv8YeqVAWdKz2XKGhlKQbCbN5uYmsVhMW+JI8xNpU6quU4Np7wXQboXlWJFFUaDXXGSGveEM86rKqTod7y5WaKqWiUTKbCo6VEVBLBdY6HuUk+sv8O1vf5vz58+zurqKOvsGcms/3q572L70Mi1Nh8kZjXzlK19BNlmIClbMpmqw1oGjkVlfgd7wDKCSsDejX1+kfugQqqrS3VjL2soy1Y1t7Fx7k/93+C1UVUWSJCqVClV6PZ3uRraiFba77uZA4ApTi+sIop4/XRD5J952isUrPPmdZyh0naVYqlBlr8bv9xONRpENRopXnsVpckOlgoBCRTKQNtcy3f0whyf+mgMLL4Ckw9rWg2nxMvd33cWG7izvvPMOPZ1mtiUztaEZYu4uBFXBmtomb6lBUVSWDjxAr13k4a69IFtbW+P1118nEAjg8Xg+srbX/PrSrtiuw0oa/mIZ3gnBWAwuhmHbH0CJbrNqaae8s0i04QixhREqjQcJbS6jWN1kkkkKsgmKeYyFJO7wAnedP08mk2X42lU6Ojpob+9kffIq7W4r+XyeSqWCcvQBZkpViLkk1owfYy6OI7GBwzdBTWiOrLkGnV5Po1WPpJZZWVlBFSTSZZVyJsntd99HpW4f9vpW7jp1jCqblZ2dHQRBoL2pnmgkwlGHisFRS8q3jqAqyPkUY+b9HG3zsLaxjbo2glopM996JwN2henJCbZrDpExOnEk18laPcx0f5ra4Ax1oSm8gQlUBHSVAimLhztvOY1/cZp4LMrQ0BCVSoXo/AjugdNk/eu4Q3OIagVzOkDO5sWW8ePsGuQLzWWyqQQmkwmHw0E4HGZ4eJj+/v6fup+C5pNJC7br8H8sgj+r4F58k2Joi3x4FyW6g1xI4c+pmHMRRot2quNrXBMbsYVW2BBdqJkYGb0NuVKgqLdhNOhYGB9hpOY4zbVOVsevMJ4QyRmriQd2ONTbzczMDNnlMaqS2xgKSaK1Paw33YwrtYFYKQIQr2qmZKhCCq1x2223Mr+4RKFUppTLUNRbWZyb4fu2Y8yVbMxkZOSVvVV6XS4Xy8vLDA0N7a0Ekk2xVn8TaaMDT2gWXWSdy+aD+OoO4QgvIqgqQdHCclUPBqFCtW8CWzaICgQ8A7hrvSTKYEv7sR07x4jjKLWhWXY8g1Q53Rypr2JkZISOjg46Ojr2tt5LhZn1nqI2NE3Q3UN1age/ZwBXdIliYIPFkQvMzs4yPT1NT08P+/btY2xsDIfD8WP3UdB8smnBdh1e80PL7HexZoIY8zEsmSC6cg5RVTHmYwgoVCc2ARVXbBUBBWs2hFwpYMpF0ZcyGEoZlFIBVAVndIVsIoYiypizIYz5OBF7K/GW4+yvEgn7d6ggM7v/QTrUMDWr71JTXcVO34MoUR/21DZrTaepKwZZnJ7A1LKfVK6IvpxFRUCu5PEEpqgPjGHdHmfd1IwaXMd16Azp3VXi8Tif+cxnGBsd5XCDnUDDEEHVSE1kgarkFh6LjD64hEgFR3KLat8ESi6NrJRZbzlLweSgYfcaJ3r3MdDewO7sKHfePMRozoprZ5hA/WGMZgsnmx34tzcZHx+npaUFi9PD2swoAU8/1YkNDIUUObOL2sAkAiBX8iS674Kes1Q2pvj+VoaWllbWZsZoaGj4iXuXaj65tGC7DnVG2FyYIWetpWDcm8+YcHagL6bwNx7HltplevALeH2jjA/+Lp7gFFuNJzFnQiSqW5DKBXLGanLuNkypEAVDFVl7E/p8HEkpoyBgzkUobM0T392g7sBhIk1HaFx4GSER4MyZM7S2tuK/+CJiqUBJZ8YVXWas+xEOGdPkA9uM9jxGTXAaSSkRdXaStDex03AcQzGFM7ZCyuwhszzGvfecZ2pqikKhQE1NDatLC3z69CFmNnYxpgLoS1nk8Aamll6utj9AdXQFuVJEUvZmXDjzIQRJRixkmE6ojIgtOHZGuSq38097LUzPL1IdnCcRCbDgi/L4uVvY3t7m2rVrLEQLVBDx+seRK/m9TWfqDuFMbLDtPYI9tUupoZeFkhVXaI6KKDEfSKJP7HL69Gl0Om0ciOaHaZ0T1+GgHWr1FY64ZQ5ayzRZJU47yjgMIvd7ShgkkS/t37tN/F/6RWRB4VyjHqOk0l5bjSzLmKocVMW3yZld5Br6cUcW0Akq8wce3FtZFxVDKcNW3WHmAwnMY8/hdTt44oknWFlZ4eWXX6a5sRHPrZ+hIurRl9LYElukixUMOok6A2w0nwYVAp5+/A3HaPANk7J6mT74OEvdD6AKEktLSxw+fJilpSWOHz9OqVQisjLD5/pqkZQyZ8+e5dy5c/zW3aeoyexgLCYoizomBj5P+tADNDc3I6XDSEqJqvgmqWweBYhHwjz3wouoioJeLVCd2EDcnGBsbIwHHniA9pvPIWdj6AsJBLXCSusd5KsbafaPkq5uoSkwTt7sxjT5MgOTX8NQyqArZrD4Zjhw4MDfLRu+srLCyMgIiqL8lBbTfFJowXadypUKOp2OSrmMLElUyiVkSUIoF5ElEb1SAMBlAEFVaa7SI6kqGwUd5VKZRL5IqVTCmI3iWH0PqbGb8+fOc2TzNepCM2w13kTE2bk37CO2yva+u1Hru/nmN79JKBTivvvuo66ujshb30KvFFAEiapCjAaHlVwuxwMNkHC2gyjiSGxwzJyhKrlN2urBkI/RsvI6glJG3z7IUhrKgsRaTqazs5Nr167R4K3DarVybWaRq2Izb18ZpXnxZRBEQp4+bvHq+efHPBw/Mogk61ARMJQzNPquIqLStv0+pWQEs9nM7P4HEQB7fStTU1OkUik6W5oJ13QjAooo0+m7yO/ddwtyMcOZNiduTx3GbBhJLVERJXa9hzEVEqhWF3Pz8zzzzDO8/vrrvPnmm4yNjfH1r3+dQCDwc7XdfBL+19m9B0DJ0gf3GdF8+LRb0evw/61BanmceWpJp5JEKzr8eYF8scxa2YKaiTOmb0PanWfWdYTi8gg+5wEKO0v4bS1Y0n5s2RACyt6S34JMFCPbk5dxOBw8+MD9FDamUQJrZA1O9JUc5tgm2d0V6tu7uPv2W3nrrbf2nn42D7Bu68QZX8N59A4SY2/R0NDANV0Hys4sjvg6a623cCR4iVKphK2xE/f09/Z21ULBt7lKPJFEKGb5nqGfxwZbmJkYYyRUJFl/CGVtlMjGMsnddY6dOIVvZ4vbhg5zZ5uN9fU1Xnj+OewmPUlnB3J2r7/RX3MQqVxAEAXEbJx7erwEtjc5dewwkUiE2dlZbj7Sz+rlN1HMDqRiFqFSwuFw0NzczJUrV6itqWG1+SxRyYYjsUmw4xZc/kmSOjs6mxNjOUsikcDr9WI2m5EkibGxMWRZpq6u7ofaK5vNMjY2xpUrVxgdG2dqdg6CayzJHi4ljNxaC5I25veGoI1j+yXt5uByFPpUBUdwb4iCKop7EyNVBUo5KBfIL1xBD6yPX8KDysrGBh6ljKoqyGqZ3bpB4vYWPMFpXLFlHIl1/LV9bNrqiDz5FLIkcvLOe3lzOYK6dhlZLbHtPYZBLfHkk09islZx+oHH+MaEj/a1t0hYveSCMbzFIrfeeiszTz1HazpAWdRT1ltJpFLk9TYC2xvUSAYm+z9HddZPW3IZMbILgsjBkS/z3SkDOdmMfnOKJdM+upEwFxPE7C24OnoRrlykwbq3Q9bw8DANDQ1sHriX1Ni7GColSgYb1Z39pMoD3NtqIXj1VcZGRqgoCk+mvXzhjrt54ekn+ctXLiEVcqw2n6Vz6RU8jS18/8Jl4ic+xx232xn//ks0mQI0DN7M0q5KWrZS1JmxpX2QlYlX9q6IA4EAOp2OcrlMa+veFeHExAT5fB69Xo8oiuTzeQwGA06nk1Q2jzEfx0icvpknGRv8Xb4fFLmr7ie3uebjQ7ti+yVFivB+GGoD0xSMe0M3KpIeEQVVEBBUFUGtIKoVRKWEoZhGUkqYslFEFKqTW4hq5QebLM9jKKUJevrI66zURuaxx1aJOztoPX47vuHvowZWCHsHKYsy7sgC5XgQed8JLtXdwvbMCN6da5QlA3mzi3pdEV02Snt7O4tjV1luuwN3bJmMs417Ox2sz02iK6bRl3PUBSZoLQWorbYy5xxgrek01c2d1JslwqkscilPbWSWsmxmq/EE3tAUunKBbCZNqVSitbWV6elp7HY7q5Y2StFdrJkAYqWIfnsKy+4UzVU6Qok04VQOuVJktaqLBcXBiRoZ/+LUD9anK2KiQjKZRKgUUIIbDNv6+G/vGGBtbY2thb05uEH3AXImF67YMpsNJ0jWD/CZY12cOXMaXX0Xa9OjdPX2sb66gsPh4Pz58xgMBhwOB2fPnuXo0aOMj49TLBTYaDpF0HmAimwk6Wihwwr7bR/xB0vzK6EF2y+pSgeTcbBuDuP3HsGWC1FxNIKqUDbZKRvtIEgk6g9hTu6wMvg53LujTA9+Ho9/nIX9D+CMrbDVcBJLNkSopof9bhvi1iQVQUJEQSgVya6Mgs7IIw8/xKKpjUC2QnVik9W221Ej27RsvIs1EyTScZZaNUW1XKGn1ko4HKa3t5epqSluO3WS8PYa7fktztx8E0/HnbjDC+QMDgINx+gyFogFfVj8c7REZrjjpiG+lmpEKuWwp3coi3r0lTxWk4m4zk406KepvZOtlUUGBwdZWFhAkiSOdnfyXsULikJr1wEePncbK7shfIEg7hoPSf8miiChSDp2TQ18tq+O5/SDJGUr3sAkjv5TJAoVigoYShmcu2OEQyE+df+DPB+QqUrtYIutEag/SkWUafCNQilHLrDJu1dGuBxRsaV9vFZ3jj+4bYDD/b2YzWbq6+tpbGxEr9fz9NNPk8/nefzxx+lu8jJXqWbX2kybBR5rAr3W63xD0JrxlyQK8D90gw6Fx1p12KUKx2pk6g0KPdUy+80lmqwin6rJY5JF/rS3jAD8+0EZAZXH2g1IqJhMBqhUcIfnSE2/T+v+XhIDD1KSTejLaSqijuoT92K1Wmk2Q9LWCEDH2htYskEqsp6M0cmuowtvjYtiOom1pp58Po/RaMRisRCdfJf77rqNeCzKzMwMTS1tLHbdi7kQQ60U8ZmbePDBB/ntz3+BUrHAt6YCtC6/Rr1vhIqoI+09iOPQ7Uj+RaoSm6iKylVDF6XSXo+7TqejWCxy0A7/+6DMH917nIePdfFX17YIprJE8grh5iFip36H8cNfxNcwhP0Hmyb/YRcc6t6PuaaR7MwFbBk/5mKSsHeA/bc/xK7Px598b5RgbR8FfRXGcpb+qa9TMtjYajqJtRgnUoCEpQ6vbwQVMAfnec73w+2lKArPPfccmUyGRx55BKPRSJMF/qde+Msj8McHwKJ1zNwwtKa8Dn/b0ey06FEU5e/6eCRJIp/PI0kSxWIRSZIoFff6gsw/qPGnfHo6FQUhuoOsliiIBjYPPYA3O4t7/GmKFjdT+x9g/8or+N/4Jv/pxGMYzFbKRisCsLjvXtJVDejzCUCgrMKbxXpa8gv8h3A9g7KBN9/8PjfffDOvvvoqx48fp6enh4sXL3LvuWr+zNZAxuSiefsSJVHiW4sXab3vixRlM+7ZlxCA1dbbcGe2cfvGKaWqWNh3H/uXXkBSShSLe6E2kwCDwUA6vbcGuV7ce129ehXDzDjKD74719fW+MOb23jJt/cE8q66vS+HehM81gxZ9y28+OKLuN1uqqurGR6+hq7Vznb9MRp2ruKILKIvZZg6+Bie4AwtG++gVNWw4TmMMRvGE57f2+tB0NG6+T6ljff4m+2jLLkHqdeXcU29QCIW5eGHH9Z2lv8E0ILtOqmqujfcQ1EooKNQVgiXdeTyFdAZiK5tYzKZeWEjjwr830t746xSgh5FEHFHFtj1Hibq2s/+mefYKefZbDxFxt6AoZDE5+mncesywrXvErN6aK+U+f/Ze+8ouc7zTvO5oXKu7uqcu9G50QGJAEFCJMEAiqREkcqBGsnyzHpnvT6e8TitZ2bPeD3eXe94du2dmSPTlExTFCWKoijmAAIECBAg0OicY3V1V3flnOveu38URYmS7fFalkhZeM7BOX363qo6uN/bv3q/93uDCnSsvYoqychKCU1V3tO0sX/6mwRdXYjeOYJNB7G7q3nxxRf51Kc+RTwe59WXXuDIwAmudt3J/pnHcZ34BLEz3+T8yi615QICCiCwb+dN3C4ntz34IE899RRNoel3h7MkVAENeHgqxO0GC9lgkJwCuzmokopMTU2hdh1h0jZA2+YbVC2+yrhuiI8ePQrA888/TyAQwOPxIMk6yqVK2svm5iZ33HEHQlM/MxdfJ915BwCGYopI1T7sKT+u2BqLvR+la+scbZtnAQi7u5A0BUs2TEkQkWWZzNIVdMEYamKTsCDyyY99DKfT+XOxi+u8v1yPsf0UPLUNmZVxXtTtxxpY5JquFV1ilx3JjZZNklYEpFSQ9eoR4kE/1myIcDKFORfFlt7FWExREnRYs2FqAlPIagkBDWfShyc0hzu6hjO5hYCGpBYBAUs2RFFvJWeqwpKLsN14A4Z8gpLewtzAx/EEZ1FFCWfKDwgkA9vMdt2L2z9BNBKh/6a7mA6kEDeu4S5GkfIplsxdOEOL2ELLZK21zPY9SEO1m7FGJ/5tH16vl97Dx4ksXQOgqLdSF6wE83NGF909vQQXJzjvz/Jyws7O+WfQyTIfPn6IdovAUF8P3bUOLl++DGYHVoPMW2+9RW9fP6uhJIF0kbQq0d5QS1HRmF7e5Fr73dTuTmDIJzCUskTc+6iOruCIeykYHGRaDtK8r58l0YM7uoolF8VMidaGWmptRsKxGKJawpKPkpOtLA9/ho91XPfUflm4Lmz/QDYy8FfeSqdcU3y7Mo8guYtOKWLOhtCXcxhKaTTAlvJjyQQrXS5KOSS1REk2oakaEhrB2iFsaT97NftJ2pqwpXeZO/SrOCPLpG2NbHXfRXVgBuWGT6BEdlD0JkK9p3D5r5HsuolyIY8pHyNYN0J1ZJmstY6dvnswxLcxF2K4wsvYnC5CuzuszlxDzkSIODuxxn0IaBRVAUsuDICsKYyq23Q7JAYG+unt7eXKlSuodd2EgwFktcz04KfRjHbKiNSEF7jtyAESeieF1XFqQ3OgamREI5tz1wgtT9NZbeWKoZu0b4m5lICxoQs1uMnWlhdFUUDTiDpaaBo5xnRcxRpeJeZooTY8j76UQRNkRLXEQv8DGHJx7JldqnenSO55KSsqtmyQ1fbbaDlwggfG2uns7GDetZ8r9lE0NNzJLcx6kWNd9e+v0Vzn58b1w4N/ID/YkinIaKJI2L0PnVZiq+koJZ2FpLmW+Z77EQDf4S+y13RDZXrUwc+hSHokTwvFrmNIWpm7jh1AMTmpUZLcdmgYEfi91iRtjfU0FPb43w9ZkCSZvuwqPXUuqpQUfzAkIkoShvgOMXcHklKJeeUNDoy5GIJSIubqRAMUDdLREFBJsxOA6vgaChoaUBNZZL39JGv991Pb1kWiqDE7v8Djjz8OgNvtJu+dY2H/pxFQad98nZauHj56+4cwySLPPfkNcr4l0DRysg1JK2MpJvDXj1H0dPLqxStc2o4jlfKomsazuyIPPvggY7d/BFWU0ZfSeIJzEPWTEcyoaPQsfR9NECk7m0AQMBYS2JM7BPvuInf8S+i7DyMVMjSEZwARd9LHXT+Sg/aFVvhYs4jQeYhy8zB23zXi8fjPxTau8/5z3WP7B+LUVwQivLeDTtCI9J/C4Z/CVN2AYLRgSfoZO3KM9OoEd3c6uH1/BwvTE/zLE73EQkHMuSgP3XGUyWvjuBpaqJNL5ELb3HfjKLOzs+glgd7Odubn5lDbRlnb3GQ3lmJF14gpuslfC6O4g4sUBYmYex8Nu1cJ1wwhlTK4Yxu4A7PY0rtkzNWEawcROw/xxVsP8l1xP0FXJ9aEH8M75V4KMuZCjH3ZdfypAhuuflbbbqUhPEsqm0dQFZRSiXVnL57ADJZ8FDm2zcnRXgYGBkgkEpQLOZytPaTTaVRNI+gZpH5vgvW6g3giS9SE5lAFCWs2hHvnGlOTk/hXF5A1BdAQNZW4bwVnbB0QEVEpGB10HbuDN2wHMRRSNOxNUBecoRAPMO0aJWv2UB1bJWlvxJULctOB/e+ujyBAlxU+VAMHO+vZ8nqZnJxkdHT0fbGX6/x8uS5sPwXdNrAJJfY2V/mtu8bweTdxlxPcc2yM+dlpHjw+zMb6OsV8jsG+XmZmZkCUmNc85HZW+aZ0AEdogaWEwpqzD+P2NK8Zh3Gld4lGo8SaD5FcmWAyBo6kD2M+gSO5BZqGJzhb6cOmqoTrhqjfm6BorSajt1MdXWah9370fcdZdfaRt9RQYzPT5dShRv0Iq5fRl3MIWpkievSUQBSp9tQQSefxhOapDi+gqhqroocWj5uAd5VjwwMEwmFkQUXIJvD5fPT19dHR0UFvby+FRITdjRWO3v1xXhc7cCS8SEoZfTFF1lzNdssxqqKrlHQm+jrbGT5ynEsxCUs2RFkyYO07ijh6J7uJLPpiCkMxQ2F7mR45ib17hOOHD+DLgrq7Tn1wkurYKqogUTDYMWXD756o/jiCINDT08PVq1dpbm7GYrG8D9ZynZ8n14Xtp8TpdDIxMUFXVxeqqrK5ucnRo0eZmJjAbrcjiiI7Ozt0Dgzz9so2m4EIEcGMLe3H47+GpJawZENYQisImkq0LLCn82AKrXDB0EN1aAF7eoekvYn19lsJ1g6TcDRR1pkxpwMYyxlUDUz5GEVRT6y6h7q9CYqtB1ElPaky6LJRzCvn2br6BoWdVUo6M96W4zhSO8Td7UhqGatW5KP338/V9V2kfJq8yYWxEEcuZin3HIedBTwmmcFmDzub69z70QeYmhhnbW0NURS5evUqc3NzHDx4kNHuNrxZkDbGKRidpBuGqN6bplpJonTfSJNcxLu+SiQUYrbxZoz5OKKqQGAFbXMSJJm9mmGq9x+lhSTJoJ/M6iSra2tM1R0nUtVNTWQBRTYSdu/DnfTS2NbJ1LWriG0j1Jt+suBTEATm5uYQBIHm5ub3wVKu8/PkurD9lEiSxNzcHAADAwNMTEwwMDDAptdLJJWl1DREdG2Gy7ZRUiE/ztQ21kwQgJirg72aIVyJLbYbDyMqZaqiK7iSlaB+bXAGTRBQZAObAw+gCSJyIYUiG4m7OshYqnHF1rCn95DUEnI+RcLZhie0SFoFIeSlY+M1akLzmApx/PUH+LUH7qS2c4A3Mnaq92axp3cREDhw4g7qbHoW3jpDw/AxpupuxLMzjiqKsD5BEQlvqsw5+yHc/gleMAxz/5F+At41VldXURSFA8dv4bLcyZXxcU51ugj7fZgzQX793uN0dHSwNj+DtrvCwdFhjh07VmmD7tSz5uxH6zzEF06M4jDqKMWCmINLqN4ZrFYr9913H5uuflLeRWqCM4Q9/ej3HcLqvcIDtxxhY3mJXc8wuvA6r9CJpjOx728ojfL5fCQSCfr6+n6eJnKd94HrwvaPgN/vJxwOM7h/mMmpaWYzenYVI4WQj7es+6kNziD4ZrHlKgH8idF/Rm3Ki9uk58YjhwguXsN94CRztn7q9ibYaTiIgoSslljdd4ra0BzV/glqA5NURZaoCS9Qv3cNS3oPnVpipu9BHLFNjEqOmtA8Ahq2TABzLgqCyNK+u6mJLJFoHKHOZUf1zZGafgNTMUleZ2Fu+HPc32nlyptnyWazfOLuk4w4YXlmks6DN5GxN6KGNtAX0/irB/CEFnDuTeNdX+Xm227HPHCcc6YhLuWdmKefxxhaZcEf5tMfvo3pqclKe6KuLg4cOMDu7i4+n4/R0dFKY8vQNlWheRw7EyzNTLwz+eogJ0+epK6ujpmZGeYXFqjuO8CGP4QlF8ae9jM2NEh8ZYLurk42NjfxG2oR1TJxZxsR1YjHADXG966Tz+cjlUoxODj4PljJdX6e/NIn6OYVCBWg6a5kKAAAIABJREFU1vgPrxNMVXUS3T7H789AjcGBbnMWvaRHKufZP1M5WYzbW9DpJGwxLw+2yASXC7S4TRz1iMwAn2oocZt+j1c0jdsODbNxYZeyZiJrrUxhCtYMIpkdVHsvMDX2K3TPPYmulENFxJKLsNt0kDbveSYOfIWulRcwZsJISpmV7rtRrLXkDQ4all7h0qKCJAqoBhcakLXWYxTBTp719XWOHb+Zp3cgVVQRBWjRl0gZZCIIKKLM0MzjCGjsNBzEE17iO2cuE6gdwZzZI9pwEF/TUWwpP007b2M0mhg5cpyJS+dZXV3l6NGjDAwM8Nprr5FOp7npppswm81YLBbi8TiaprG6usrrr7/OdyM2musb2Wq5Cc/q66RTUJ30Evf04ggt8uR6llFNQ9M0REHAKZVZ6bkXgPLOIl8P2bi5p5H7GiprtLKywtraGocPH/4pLeY6vwj8Uqd7xIrw7+fgDxfgD+chU/6770+W4HwIVlI//N1uDk4LHQiaSuvbj2DJhtGVMpRlI1tNxwhX9VCWTWx13oopukXc1sh3t8qkMxmqWrsJhSpenMlkYmF+DpfLyYdqRUgEGO1p54i2DQjUDBxmqLCG3eni3w2AuZgk2HgARWfElgmAuxkBDdQyZRX0Sp7dxgMo9lr6MksYCwlyJhfrHSfJnPgVdOUCmiijK+UwSXDu3DmMRiPXzD28spUlcfablDWBjo5O0vMXMTd0EL3hIVLmWlRBIlA/RtpUjTXlp2v1RZxxLwA5i4dgzRCg8R8nEvxFsZep0S+Rr+3mwluXsNW3YTabefzxxzlz5gzPPfccTzzxBF6vl9bWVtxjt5E2e7DOPE/g7JMQ3QFNIzb5OppaJtRYKYAfnnkMRZCor69Hr9fjKCdBLVPnv0pVaJHq0BxT72R3LCwscObMGfbv38/IyMg/viFd5wPHL7XHdi0G8YJC3d4kwdr9zCZ0HKn64fVECeaT4M1UxutlFChplWu/2gEHXJW0AkSZkmSgYLDjbTvBwPx3KA3cRrfDjHb+G+hqm3CHl9ApeZzxTQwLsUp5VdBD49Y57AYLO3mR3d09hof3k0wmKZVKDA4MEDt/nqjDzif3iTxyPsjY2BgkAqAqKA09FMKrGHMx/KIFEOhdfAZ9LgFAsHY/D2jLbC6+QbRxFG/dIRq1OPnxF3CW0qTMtdjTOwRje2xubnLy5EmeDgQYnnkW0Jga/jyCTo9Op8NcSvKlTpE/ix3CvvAcEqDojKiSnrC7G1shhivuJWZvZmTyawDEkik6gpfZbjhESLTRqGk86oXf/OxnKZfLyHLF/H4wJ/TGG28kp4hstJ1gcP47yEqBqvgaZdmAO7oKQFoTkVSF7YZD1Hb0IMsyZrOZUj4JQMPuBElbA674JtqFh/kOHyV+8QJDQ0PccMMNP3ujus4Hgl9qj63WCKDRsHsNR3wTswTjMXjSB//LTOXf19fLTC0s4Vx8hb5rX2dk4hEccS9zFe2gzggPNELJXo+FEv9mzI1Op+f28iKfa6qMvrthdIjGwCRJWyMlnRlTPgYI9F/7S2zhZbKigf/09h6lconvigM8cm4W2WDEaDSyu7tLS0sLsViMcrlMf38/s7OzWKxWEGV05SyWbJjO5efQ0DDmE6zuuwuAxsgcm1fPMjIywu98+BAfCb2M59q3cSR3SFlq0CQZVZDoWHmBgs6KWtOBa+FlMmYPIDC29iyUi5w6dYpwOExhb4P/ediFgMawXSVlrUVUSrjj69gyAdoDV0EUUUQ9weo+Ojdex5byM7j4FI3+q+w0HCBVrpxY/kDUiirktB9+v/bISQYXvktRb2Wr+UZEpUTC0ULW6KagM2PQVAQ0uos76N98jGeeeQbJ3UA2Hsakkyl0H8ee2mGt/SSqJjC7sg6yno2NDSYmJohGo+9+lqqq+P1+xsfHmZmZoVgs/hys7jo/D36pPbZBBxyuksnoLLhj6/z52j5QFJyJTRyxTepTO0jvdGgFgazJjaiW8ARnGRhrffd97qiDjtEOzp49S5MZPNVV+La86HUysizTUedGn0+Q6LoJ2/xL+BsPkzbXYMhFaN++iDGfpHf5+5Xyq5XzSKldgrYG/mgqT1U+j7NjkInpCcxmM3q9np2dHcLODnLBHQzFFBqgK1Zmh+aNLgqOBlRBptZ7kWLTEIcPH+aVV17Bt+1DHvgQ5bmz7LTeTFfgKgW9FUMxTczZzlYWRE1luMlFc+/NXHr5+5w+fZpTp05hNpvZ3d3lWHs7AGP6KIsWDwIa6aOfY3/oTXxbW9zqgYjRTKuUI2lyIOTTzO+7j5Leiqgz8pXGHz7/7Sz86Qq0TL2F0V6DIIgkYxFENP7FFz7Df3vlCgLgrxtl/9y38bffTO/S95DMdgrRAAMDA8zNzbHacCedyiTW7Sm2moeptW/QsXEaAEMhieXGB7AsnGZqaoorV64gipUi+WKxiCAI6PV6FEXh0qVLDA4OcuTIketDmH/B+cALW6QA0wloNlcyyf+xuRqHRls9rtgG+6ceRSoXqRQe8c7AkyRpewN6pYCpnKGqqZ2Md4EDrve+T0dHB6+//jqhUIi0u53EwttsZ1eodXtYWloCUWRPMVCtlilJRnpWnydpqaMsG/GNfY7WK18jZ3TiiHsBFWd8g/L4Lioi/8VroHvdB65G3vDnyefzhHUuOtZfpSzqkdUimwMPcCBwHiURwCdAwtqANRMg0HKUN968yKbXy2rPvdStX0Q0uvjCgJu07GJ2zk+gdoj6vUnUJY1iyyirK1eYbriZIz19rC0vAmA0GkmlKsFFWZaxZkP85tA+XpyDTzaUeStoJV0o4hEhJxrIp7NsNR+nb/FpPFXV/OsekAWQf0QvTq+GaJl8HWMhQcA2wLWVLdYmryAIlc4h1ugGmeo2HHEfoOEIzEMxx1bdCI25CZqamphfWMAQWgGg2X+ZbWcte7X7sSe3idpbcCU2GZB62X/ffQCUy2U2NjbIZrPU1dXh8XjeFbHJyUnGx8dZXl7mnnvuoarqR+IS1/mF4gP9tZQqwX9chCd88CdLMJP42XxO1NWBqCkkbI2ookSgbpi8uQqjJOKub6Ihv8c9Ix0Y8gnuGuuhXCxQLr/3pEEURcxmM+NzS5yTuyuTnzJRJq19zC8tI9mrqQ/Oogoi7VtvoAGmfJzahia+4txG0lSWuj+CiMpax514206Q19tBEBic/Dr6UoZcvsC5t95GESRafReIuzuYHv0iCCIPOXYYa69FyWf5dDMEGsfQqQXEtSsszs/Scvg2CqIecy6CvphibS9M3+AQolKiLJvZa72RjeVFtNXLCJrKUixPQHS8+/9U9WYCiQyzCSgIOl5eT/DVLRkN+LNrYVaiObRykbXzz2HKhDBnwvQtPk1JNuHLQVapiJqqqrz66qusr69TuPwMiqQn6minJrzI+BsvUxZ1uI/fz58uQ7KkUcymaN25CIAi6dA0DVQFVdazvu0n4mincfsSKgJJRyuti89T5XRR1pmpEgq0t7Vz6bUXWF5eBiqivG/fPoaHh6mtrX2PZzYyMsJDDz2Ey+XiqaeeYnx8/GdjcNf5mfOBFradXCXtoHvxGYRynqXUf/81fxslFZ7Ygv+0DG//MMzCZ5sha6tHAFKOZnSuWrryWxzvbcGaC3PLcDfFXIb29nYURUHTNCSpMofzx6mpqSGy50eV9ZQFHYogEXF0EA2HCbq7sSd9RKu6SdiaKMpW9OUsB/YPsbwwh2h1YsqH0RBo956lO+cl0nSA6bEvM9//IEHPAKZchJrIIqKmUJQt1Hg8nPSUUWQDry/5kauaKkF5VLKWGhRBpjYwja/pBnS1bfSsvkTO6KZssFGcOctCVk/a7KFx+xJRcy3ew19irfNOACy5KONFJ6Wywr+fg6WSlUQmxxOXFtHKZXR7i9S9/SgaAj3L36c2OAuApJSIuzrwthwjY/ZQ1FupNYDjnZnGfr+fjY0NLl68CJpKzlbPVtfteE59mVs//RXOtd/P6ZiBwJ4fQVUwZ8Ok7E0giGT234OiM2LNx/DUN7G0tIy36ci7z99XfxC73UbttSeobetCSwR42TRKXc8IZ8+eZWFh4b9rJ7Isc99993HkyJHrc0p/gflAC1uzGWpKEayZAIh6Buz//15/Jgj/da0ydOW1ALy97mcjFOdrG5XcNYAbPdBm01PSmXFG1wk4Oskl4/T29lIsFt+tPQwEAhiNRpaWlnA6nayvr//E53V2dpFNJTFJUDDayZnclXZFqsKWqQW5lMOYi+NM7+Bw2pAkifYGD3t7ezS1deBM+YlUdZP2dGPMRWlffoEDEw8zsnMGyWRlvvd+FEFHXrZSMlgQli4SfekRxFIeObTOw+sqGgLfW3ink4cgIqFQ1NtYvPAaunIWYezDSDVtpBNxFp79Kyy5CEW9hbaNs4SKkLE3owoSNf5r1K6cBjQ8F7+GJ7yArpShcesCgqYgaBrh6l5WO+/k2uiXmBv6LAKwNXA/TQdO0Nndj72corGxkd/q+WG34ZqaGqAyCk8DqgPTNK2/ztkQbKQrQYD2zbP0LD+PpJWZGfoMNaMnQFMpbC8Ra70BZ3KLeHAXlDKtW2+y1HU3eaOL3tXnebvzY5Q8HYRXK0LbtvIy4+6DHDhwgPPnz5NMJv9etjM8PAzw977/Oh8sPtAxNosMH7EGmZBkfqdfpPXvqF1OlMCXhbU0XIiATYa9RJrq0CKF+AamQoIerfKHPzH6ZdJlEY+h8tqSBjFHC674Jmvuk9Ssv0GxWESWZdbW1rBaraysrODxeNje3qa5ufndb/9YsZISspeHnXIbBk1FjO9iKiTZrRthMDGDZLFTE10GQURSCoiiiFXJofd4iMfjlEolDu4fYOn7L+GrP0jJ2cTne49SZ1CZXlxlZnEJ1/Y4VVuXAYhbmmnqH+HjfdX8/sUg3YvfQ1aKdM58Gw3wbJ5HaDyAKuvJCyY6118FwNd3L4lImk7/CrKmIigqCXszCCLOhJeR8YcrU7YAe3oP8Z1YY9JaT9ZWS6P/CmuHv4x75QzWTABd50GOaGHy4Rl2ApUysUI+TYPJyq0elYdfy3PbUAc23Q/XSa/Xc+LECd544w3KLaNkI36qY6uUos0M9e3j+T1Y6b4Huwz3NcAJPQTyMGmpoWXrTWYHP8kt93ye+WcfpSyZcCYq2/iVnvsYmv5rWqa/hbfhAKWDJ5ADy7T53sS+fBbdbbdiWVxkfHycW2655e9lf6IoEovFrnfd/QXkAy1sviyc9WUwCzLBAn+jsL20V8lH8+egpFSC7q7oGo7UDjVqCQ3IWOrwjH6IcV0HzW8/wsHyJm3mjnff4+PN8PV4LzXhBW6ogoLRyOLiIi6Xi42NDerr6/H7/YyNjfHmhQvsP347hclJ/vN8kcWcHk1VccQ38IQX0CPg2ZtGVEvk6wcoTX0TT2c3qn+Nkrueox+6m0MulUceeYQTJ04wPT2N2WxmJaWhy8VxxjeJiDqe2fZwi+jlxc00e9VHkdwlepafJWFrxJ4NkH/ru/z1ZYlmvRMBmBr6LBIq7tAi1dEVWlZfAzSUd5xyBQnb9jUaUzuAwGz/J6kOz1MbnKNosKIBSXsTsaaDNK68TMLRgq/1JsbGv0rJaMPT0oXov0K3FXxGJ+7oKlUXHiYGSDo9RqmyOKZCEqNkZXd3F0EQqK6u/ok16+npYX19nd3dWfI3fJ7c2ts0rp/FfVMr/7Zfjy8LHgO8EoBCMI189WksxQJlSU/v4jOYqk9gr2kgEo2RNVchKiUMhTiCpiCVi7R5z2G1lPC3DeFDo3nrPP/v2q2c8jTg9XrfHXRznX+6fKC3ok9uQ65QQFBKPH1lmbcj770+l4CXlkMoC+fpmXqc4cmv075xGmfCS95gZ2X0CyiyEclezanRLv5wv4jTbqc1tVpJrH2HHhu013nQBJHJpXXK9lq2t7dpaWkhEolS3dZNOp3hpXIHiqLw/ywrqAgo156nf+oxxiYepmPjdXTFLBlzNY7kNhrQMPcMlAu8JPZSTMWRmwc4UlWpWdQ0jc7OTra2tmhqaiYf9JG2NWDOhNi3/DzC2Uc49/prOHan6Vl5jp7lZ9EQKetMrLafZG7sSyRaj6B/p0vv2NTXObz2DDUOK8qRj3Nt9MvkZDMSKmtttyKgYc6EWOk8BWgcshfJuVsR0Jgf/BSKbASznd89XI3bYqRLl0GASqxQ0lPvrAhXtZClaKgcaiwNfQrl1l8ldPSLWI9/HE3Ss18IcawKJtd8CDojvuwPn/N4DF4PVio87rzzTkRBoHf9ZX7jnmMABINB3Hros8Ofr8JbEQgvXaNULDDf9wChkQdxGCSunX2RdHiPO+++h56WhkrbI1GPr+U486MPIQgCB2tMNC4+R+POZUCgbe00hv6b0Ov1PP744+Tz+b/T9srlMqqq4na7f1ozvs77wAda2ERAViudYVu9b/CX6yoTsR9eX5l8m/7Fp6mOrJAxV1M0WFnb92EyVR2Y1QJ/MGKktb6OuqwPkwRlDTK2etb8Qc5Udk5EIhHefPNNCuefQNBU7LFN/I5O4okkF/W9FEtF/suuEw2N4uxpNAQGF56sCEU2jCrrUUQdimQga29grfNORBQSlnokpYAG7F94EhWBy0IzvzkJL16Zw2R3ki6UyWazLLsGubzsQ1CVd3qT6dluvIHBj36Z5QNfZKvpGBoiOYMDZ8xL7/IztCw9z6a1AwSRcHUfxgN3Y7fZMSy8TmrhEoOzT2Ao58nrrCSquijprSQdzTww3IwsSRw1xflXI04ENP58RMVjNTKsT+LQg9NixFDO8eV2EA0mmoQM9zaKCILAmBzlUKMTUVPZV2Nn0R9Cd/Vp8m88hqgUuWOfh/lkRcQKisb/uQThAry4C19dh2/54P9aBgSRU6dOsbOzQyKRwGaz8dJLL3HmzBme9FUGUtf6r2GLbYIG/fPfwTP1XY7f+wk+/6WvYHdXc+6Fpxnb14LdVcXg/JN49Bq/3VUETWNfVweZ8B4ls5vNlptwx9cpTL7Kpz71KSRJ4urVq3+n7Z0+fRqDwYDD4fhZmPZ1fsZ8oIXtUy1gkARKsolQdS8A27kfXh9o8aAhEHe2IVQ14W7q4FbJx2eO9iEW0tgklaH+HlLJJKqq8noQVnT1CMUc0y9+i7/4i4d56qmn2NjYQLZXEXO0YU/vsmPtQNNU0ouX0IDhmceAyuyCsmykoLOwWzuCJulQ99+JrJaoaWykMb0JoogAbLfejCZIxJ0dJM11CKj0LnwXz9KraLFdVsyd/Mnr8yiizEK8jC3hw5bcJtB4iLnhz+HuGuRQlcj/2AnO1DYlnYnFwY9T1ptI2hoxFhIMzXwDuZzj+NgQDx1oQhu5k5zBSV1whqLeQqB2Pzq1hEEAh81Cm5TmaHXl5C+VSuGxV4ab5HJ5Mjobm+EkV6OwXLKwnSwQyEO93Ui9kEZUimiahtVsIm5woAGpidP0Lz6NJRsm6urk5js+jNls5tq51/AE55CUAkImyk4OltNQHZqnaesiOzmYmJ1ndXUVQRCIRqPcc/+DGIwmVlZW2Awn6F74Hg2748iaQt7kYrduDLmcx7s0z7+bg2ljF0VV4MzZs3zmwfvp6enB4X2bJrsRQRR5dWKJttZWXKUEDx3r5fYP30fQ70NVVaxW67vjAn8cVVU5d+4cXq+XkydP/uyM+zo/Uz7QMbZXAxDXu6hXvPhab8IkwdiPJMZ2trZyVoCbGkxkM9s0dg9z6cJ5aoduQBAEvF4vTS2taMC3p7ZR3C2VPChBIGdyc/DgAY72dVQaJUbh0fkYA/NPMjzxl2iAM7aBIuop60xkLLXYUzsU2g9hWznHJ4728+b3Jvm1XgPfGJeor3Izt7VGg38cVdJzQ6OFzHwKBm5BN/EcCVsztswexkICQdMI1gzSufQ8qibSu/QMKWs9a+23cVeLmd+sBYtUqUPdZ4OmYgB9fT0P9qk8O56k69DNzM5MY8hFibbcwKcbnWxsbBA7cxaDCuvtJ8m62+nOrSEFS/zrXliImIlEIiRLUBT1TAXSzG6ChsB/GI9jV624srs8e2Ecd3wXUSny7C7cazSTTyffLTcK61xciYuMAfboGqHaYTyBaUYOH2Xh8tOcC4VQDFYC9aPYY5t0r7zASstnaDGJlKOrCJqGJzjHVd8FVL0Fo8PDkj/MS6fPoiGg7zyI59q3yetteFtuRlbyCIKEsa4NhxZgY2mOcp2d9u23UCQ91n0H+L1pqNvcxWS08/tzUKN3sjg7hamQoqenG2NkgzNnzrw7TzSRSNDaWqkcySlgEAFNZWJigsnJSQRB4NZbb6WxsZHr/GLygRU2X7aSpmE3OhHVEiMO+EzrD/OhoHJqZbfb2Y0miAT3eMp1K8PZDI8sZugxOPje1WUotSPJVlKzV9noqqYx6aMkm6k/dDvH2sCXg69tQLoMBZMLDYFIdQ9SOY85F6NYuw/7zhSHR3uZOb3Mrx5r4+vLZ6kR88iyzMrKCk6nk6kNP5rOjDu0SMreiGl7CUmS+HibzLMTKsW+2xCvPEraUvvOYBIf5nwlLWOl6xS9bc3cZYAP1783Ox8gn81w+GATia1lRFHk7v4G/JdeQW4d5MGxBs688AyBQIDOzk6cI7dQnxexyjC34wRN5XwIvDkLjqyf/3W2TEsZhMAO+cSL2NHoWH4BQauchtYGZymLMpJSQgSsFiuJSAiz2Ywsy2xNXQbLUTRBxNd0A2PdHUQCU+yzqFyIxcnrbUQd7QQ8gzR1D1J+469Zv/AS8Zo+OnJhojUDSOUcGiJCMUuxmGEzHgIEBEFEWbtKTV0D9sN3I144jS6yUXkI2xdJmeyQS+JI7lTifzoT53TdmLYm0BcSlEsyrZceRtUERBSC9aPcPjzMq9/+Kzo7Ozh06BCPP/44kiQRrB/hX01V1r05tkTj9lso5TIDAwPXS6r+CfCBXb0ftBDyBOcBjVop/x5R+wGNTU2Eg3uUENk//Q0EpYSgqSSMbkwxH7oLj2EopTDn4wzNPIYrukaopp+TdRWP6PEt8Och/U4wOW32IBczlD37MBVT/NrNvaCUqHY6EQSBnZ0dzGbze05Nm5ubEdNhglW9SCiE3N1kt1eorq5mcXYG1WAhFdlF0DT0hSSoCh0bpxEQ2Gi7jayjmV/pgI80/qSobW9vo6oqHR0dLC8vU1VVxYu7oJSL+BI5nn/yMVKpFPfffz+33XYbB6pEuqyVgxdvvLJv373wLI7gIlI5R/eVRzCWUuiLKXSlLBoiSWs93uabEIC5kc8jDJ1EQOOhNqhy2igWi4iiiMfjIRcL8pkWQNLRritwIWVGA752eR3NUYOhmKI2OEvv0vcoiXrW2z6EPbVDy9pryAYj5sg69bvXEFABDVWQKBvtiKjEHc0sD3+WxsZGfC89iiG+zWbzcTREdutG0HJJypIBd3obTWfEmI+TyWZp9F8l6mxjp+EQ3qZjSCgsd91FvOUQf3VuirIok28e4cknn0SWZVTZwOKZZ3GsvEHfzBN41s+hVbXwxS9+kaNHj14XtX8CfGBXcDkNaCqKzggIENv9G+/r6+tHUoqImkrC2oCEysDsE3ji66hA0t7M7MAnmBz70rung3FPL/EiPLwO0SLU+ccZnP02klDpJ2ZP79HQ0oqqqfzpdBpF1PHXlxYRTHZWV1epra1lZ2eH1tZWotEobW1tSOUCMUdLJW3C0YKcCdPd3V0JjtubSVlr2a0dRlfKURINeJtvRASSrnY+3lTZEhXVyrzS9I9Ua507d466ujpkWSaQyLBUtvPSWgxVkPCEF9mtHeZzn/scHo/n3ddsvXMSWR+cRgPkcp6MpaYiXPs/S6Sqh6LehvP4AwgmG26rkQ91ViMIAn/Qleef76908DjsUnE4HJXZnwAGM/FMnhYTIBtIpdJkFFBEmc7N1ynFwwRqhsiaqhB1Rm6vhVx1JzmTm5y1lo6BYfSlDBvtJ7k2/EWyZg8ZWx11NR4kkw3Xgdv5iHGbyfErtLS0cM8nP4+ZEqooEanqrYwSFATkXJycXNlWNm+/hYCGqZAiVDtE0/YlNARApFCGmuAsaWM1vnPfw11VjaqqlAUJVZSpjq1hKKaYHvg0puFb3+04cp1ffD6wwlb3TpqRK7aOhsC8L0i48JP3VbldDHzsV1kc+yJ73bcTbjhAtPMEO/UHEUSJct8JfnvUyW/sg6P9XSDKfFhY5eENuBKrJPbmqzuRlTw3OsvkqzoQ1DITuwnKgg77wqsIqoI1sU3I0kAgEKCrq4tkMvludYLdbkcQBLoDV1FkEx1qEFQVc30r2WyW7Zr9gIgmyiBKLA59kob0Fkabgw6ryBPb8HvT8L8twB8vwr+dreTl7e7ukk6nGbjxJN/egm3HPlyxNfrnnyRvdDEz8GnMPYd+4pm49ZVuwKv77gZBJNt8kI6DNyMA/9OAheNNVmwU+WftlcOBWrI0OUxowLfWcviKegAu+pJczDlRVJU/WYSJvI10rsB/u7JNuVREH9lgcPpxBFXB23QjUyMPAaAv53DbLZiSOwytfB9dKYdYyvFyqRU0lU/2uflipx6XXqBOr+GQFOwGiX/RCaMdDciyjM/no0qvcleDhF7Q6C5uAyCXK7G+UFUfGZMHd2yNXc8QllyUOv81MtYaNEFk3/ortCcWkNQS9uwuaPBS471kSyp+aysrPfey2X4LIhru9DYdlkqS9XX+afCBFbbDbuh3iBT0NjRRxJAJ8VoAvuGtZPr/KDdWwx8NVX721h/A6+xmoK8XSS3xbzryNJkruVH3N0FNlYu0f4OsAp2rL9G0dZG80YmGyPrERez+KUBjcP5JZK2MXMqSttZgSwfQN/eSzWZpbm5G0zTS6TQ6nY7ZxSUKBjtyYo+ys4H9yVkEs4NHzi+iiDoQJEamvo4ruopqr+HX9wlY0ns0tnayngVPYJpsucxeHup3rmDYnePidpIt3w6UQ+8xAAAgAElEQVSi3sCfes28vbpNbWiWSjcy2O67m/s6rfzLrvc+i+d34WubFe+v3w4GncwpV5KPdVY8nEYpS53bjqKUUVTISGaC6Tz/1WdGQyDpXeD/WAIVgVenVlierwyqMVx4jJq9SSQlT8fKi8hqxUtOOprQJB3GYmVRaoMz6EpZMqkkL774IqVSCUEpglImqsmUJQMvTK1zMaSSTSVYF6uY0rcTiyf46qqK0WLjC1/4AqqqMj4+zlBPF6pS5oFeN7KsI+1uZ2L0y0Rq+1npPoUAGGua0NW14YmtoC/lSdobkTQF6+p5CvX9FPVW0BQGZr+JVspjS27TtHWBhKsdQ8cITd5znD77Bv9hnp+qHvk6Hxw+sMIGcHM15I1OBFXBmI9zJgTnwvBnKxWP5keJl6Cgwr6lZ/EEpinqKsHupaUlSipcjcJ0HLbNLQTCEXSailguUhVaYN/kYwio1EQWMRaTKMhkTFWst9+CIAiYR+5AQuGhbguiKLK5uYnZbGZpaQmb08WlRS9RaxOiVmajej+b27v47e3YE5ugqnSsvUJZMmIqJLjtQD+NWqWManBoAEsuSvP2JURVRZ+NUr83QbvvAvErL3M2a6dcLNG68Cxdqy9S0FuZHH4IRWfmwOYL3FkHJum9z+HtKNjjXjyBGVbToNPpCSdS7ORFQODZlTjfjTpRFIXfnYH1goFCJkON7xIKIp7QPKPjX0VAo2FvgqpYpdg/a6lir2YYAYHFw18hVt2DojNy5Mab0ZsstMsZABRRT8ZcRW7/KVRVJTd4J/6GQxjLGUamHq2kjRRz5BcuICsFPMFZ9OtXAI319VXeCFXSUSwWC9lsFr3BiNlVzatn3kDXcxR7dJ2GnbfxBGZQ5Ypbr+rNxBMpNKWMMR/Fltoj2XkTPbd8FF/LceaGPkNRb6/EXu3NWLIRolX7qNLDoUOHWem6C1dkhf1Xv8pbl6/8bI36Oj8X3ldhyymgan/79ZU05N85qdSXc6CWGZp+DMpFAj+2bWg0VTwUgOroGseqAKuLi4te/mgB/mJN5dFr22TiYSSlyNC1h7FlAkgoxB2tRNxdlCUjypFPkKnrxVJM8ltHWxE1lU/UVDwz39oSFpuda4trFKy1TG/6mdW1IiZDyIVKBUCD7zKiUiBY1Y81GyFndmPKRUmbKqVF3e2tTE9PYzKZqLMZuTk3g2Aws8+lp2FvgrJkYLduhHImSTKdB1QsmSAJRwumfAKXTmTglnvIxCJMT0//xDNrNYMjsUVtYAaTBGHVwLW9LH8yl0cVBHxzV9EvvwlA5+Wv4oksIqpFXPF1BE1DRQAESpKepK2R3UNfQBNlbA0d3HF4CAGN3+1ROdVuw0qRk7VQYzXgULP02UCR9eTNVXS7KqJjFcqUjHY0RKaHPktZNqIvptEJGkW9ld2Gg+RNlVrM9s2zbJ95irW1NSRJolgs8rVNGK+5kXw6wUVjLwoCdcFppNIPvtkEwpkCRZ0ZSSmy1XSMjMWDbfU8i2eewbH6BqZMiKLBik4p4kz6OHTrKT45UMPv9EKLGVR3C5ookTW5Uf1L/yBbvs4Hi/dN2P5qE35jEn535m+PbWxmqPTeEiRAw1lKISlF2pPL9P5Yp4/FFByvAmNdO4Z8jIc3YFdyIySCuK98k9GJR9i3+gKWXBQNgYBngMWDXwagqaObE4fG0Cl5fr2zzOcPtSOqZXRKFqPJzFvTi6hWNxcWt1gzNBEKBNjRrMi5BJ7ADCIKVSkvqiBjzoUBGJp7HA2NkKsLAQ1ZLVE0OQkURDa3fO8O7U0HfPS2t/DP21Xc8Q1268fY8wyCptLiv0RJb6VotJPsvR0VEdfyq3wr4mRoeIzLly+TTqfZyFQOQr67DU41i1QuIJez1M18D0MugjOxSf/Eo6CpmDNhVLlyvLzZcpy1jttBEEnc8Dky1V0oOgshTz+SUkJfTFPSwKyXOWRKcqyhsp01K1nyegfFUpmFOMREC3vJPM0mKEsGdMUspzcTaMBqOE1TlQMRlVOtFopmF4Zyjt5aOyatyD3HRqkyypSMDsqDJ6myGjh9+jSCIJBKpZiOg6iWyZqq0OfjSO8U5jcEJhmY/RYaYMzF2Gy/lUDNIJ7IMnFXZbuaNrrxRJawpfysd9xBZ3cPN910E5GNBYIXvs+5l5/jwumXOLDwLWStjEsoUld9vYTqnwLvi7Dt5OBiBIzZCIV4iNOBv/m+bhvoynlEKj2x7pNWcblc9OTWMUnwVhh+fQJ+7Rr83yvw6HyUeDyGqJZpfesvqI4sIaCSNntIWWoo6iyUj30azVZNsxLhT0ZELGYzHcklbmx1vttnTeeoQQX+/NIWe4Za1n3b7IlO5FQQV3QVSclTE5oBIGlrQBMkQMDXciOaXGmcWNBXvJTWnUsAWLJBiqKeP74aI5fNsOwa4u1Anmw2S//gfp67uoQGlAWJ/TOPU5JNzPZ9nEz9EJZSktblF5C0Es6kD3Nql8GxA+isDr7+nWf540VYWV1l59VvEDr92Dvel4oqSBQMToqymaWxL1EwOEi5Wmm88R4QRG6oM/E/jFQjaiq/3QO3tdmwiSW2myt5avpShngJVEnPdjTNdBw0QeCr03G+GbGjaSr/eaXMblZDySZZ///Ye+8oWevzzvPzhsq5u6qrc859++ZMRnABAUIgQMEgybK8M7Men12fsdY7czQe7azD2j6e8aw9Z/ZYGCGEQCCiACFAZO7tGzrc7ts55+ruyjm9Yf94L1dWWFk+BySu937P6X+qqvut6vrVU7/n93zD+y9jLcRxp1bpuPAkOgLWXJSCbiyz6aQG5RLWbJjQ+DlsZhOHK8AkCYiagrWmlVs/eQfBYJBIJEK5XKbTBRl3HdO9n6Fk9TLedx/n93yRnUAfJaubgtVD09pJ9o4+Qs3OOJJWJrg9hi6KZD31bFbvZ6d6D19oM3PzdVczPDzM1tYWAKqqksvl8Hlc3H/ffZTzWXp7+z7KpX8Fvyb8Rubbdsnw56pfH8Cej+FofYBfVGPvqgWp1kcoZtANFlbWKVQ2EV8a469nYD4Dci5O5+LrBqMfHUW2oQHxijZibdfTPvgwzmADzZUOQqde4X9u0xjNGO2gJEIgWM3y+ibNWShavfxwdJHVQg9tsgPPxnlAx6QUsBaNw/Gkq56K+DwrzddTt3EWyWwhY6vEndsh5m2hZeUdFltvIrAzgZwqkXbWkvA00rLyNrZ8jN6p76MjEJs9z6vzJipFE//nipea5QE8gkjL2vtoiKzXHaJk96Fm19BVFVMmzFb/p7AsD9Kx9DqP1z3AaNMn2T3+OHuHHkJAQxNNFI5+gZ28QuPoUzgP34lt5RzFtSm+3i/zxpoVk5zn043wiEmmWUjRVGEw8JVSgZLFTamsIAkiYX8vVeFJAGJYCUeznBpepVXXkeZO0q6W0YD9Iw8Dho+apJZQZBvoOvO77qV16gWcuTDRiAM3YBswJGCaILLSeDW32SO88vYpzlUcZlfoe2wOv8tjA9s0d/WgIHL04H6qagwxvCwYbbaGF68J2H8ViTK8EwZnNszNLS5Op6w8tfoTY8iNiyaUHU64+qLJSLlcJhAIcN111+F0/sRrXtNBt7l55tQoWrGJf9v+8+eXV3D54DeyY/OZjfg6ec8JTGoJ/0WfsZ+FIECX345sMhv2Q8kYoXQJUSsxlyiiAf7oNJZiikhFBzoi8/sfRHMFqNIz/PkeEZ/XQ3tukdt7axEE2NzcoL7NoGl8f7HAoKWTfCbNfzu3TVEDR2qT3nPfxFLOICt50k4jcXem/Q5U0Yzd7cXk9HGotEhXfRB/dhNNtlI0uwnGZhElCcVeQaSiE1kpEA3uolcNGdbax36bvMVLWbbjzO4YbrhamdaxJ/Gm11AkC1Pdd6PJZpzZHbomn8G/ehrN4kLT4UhLFWvtJ6BcJDPwHLsmDf+1osnJVPc9SJrCrvwc3zjoRgC+0ljiaL0bSS1TYQG3w06xkKeggiqaGN9O88KmiI7AXwzGeSrmRddUPJEZHPkoIiq7xr6LPbuDO7NJ+/yrBkNMLZHyNCICc623Mtv5KQQErEfvxlrVgEUW+aN+K1UuKxVCgbJkcBHzNh/LTdch6hotK++xsDDP2uw4olZCFc0EojOkyyozw2d4rfZ25s11mES4NgDH/VBnN8xHXSbjp8EODzTBp3sDOGxWrq+CT1SLdLhFfqsRvtAI99bD7/2jyfENN9xAJBLh8ccf580337x0+2QKZmuP48juMJ8y1BpXcPniN3bGttcLf9Br5vixo0xNjF8KCvlZWK1WNNHYWAq6SiA8SVmy4syF6XJC0tuCiMZGw1Fj15KJ4alpQs7GMIlQX1fP1k6Y1byIanHy1NlZ/mbVjirIrAy8hnP5NKDTOfsCpnIWAZ2lpmuZab/d4IA1H0S0OrhBm6M+WElTboXelnoysR06OztRcim82S3kmja6MrNUBQL0b7xN9/zLhCu7SDmr0aNr9LY08B+6NOylJLaeY0z1fRaAsmzDWkwS9vcyvuvzlCweBE2lKjKFtZBEkW2M9H6WkqZz5t23qFp+D10QsJTS7FTtYrPmIFYlw/UtFfTu2sXa1CiyaExA1yMJNnCjqhovh2A072AnU+L/mIS0JrOztcXUmbfR0QlM/pCuqefQgabV97EWDBuVtLuO9MXYwOVjv0vR6qXorkXpNkT+AbnE1w8ZLiH/qkXjQI0Ti16m1gY+uwVJLZJ1VQNgycep3h4lVLWbxZZPsHzoy2gI+KJzpG2VqKJMuKILdI3mpTc5GTGkdfFfMRVPEuD+BvjDLqMYXheAm4M/vfNqamriS1/6Erfffjvz8/MkEkaqskU0rOFH9n4ZRBHLld3aZY3fON1j165deDweXnnllV94v8PhQBZ0NNFkuGY0X0uuppfu8ga/3wF/dU0VgiCwd/RRdKAiPE3G30WpVOLFlQID1h5KxQL/ZSRGARlHbInG0w8h6grO7DZFi4eyaCbqayd9zJgAHnAU+HeHq5HQud+2RmtdNdlIiPqmFiKxOAueHvKFAn8XqTFE9WqJaLCffDJGd3c3cnwDAE220mIpUczn2L17N5trKwhAVUMz/u1RwCCzTnXfzVbDcW7KDLJn7FEkrUzO6uPC7i+w2nAcczlLUbLjSyzgTm9SNtkpmx0kGw5zT08AUddoTs0wq3ooqhp/Nw+aIPLQeIIfhAR0dMbefwNbZAFTOUvzwDexlZLYCjFc6RAIInlHJfOdtyMA892fZrX3LnQExOa9tDTUYkXhj3uh2Wul05zlP/WBzSxzkyuJz2FMQGejOWKSm0JZ4T9PwLjio5hNg2jkl6KpCJqGO7NF/foANaceAnRqdi7gyMeQtTIFq4e0qwZPco2NHPzJFHx9/MMP8qmrq8PlcnHmjNEtdLiMo496h8y1/p+0rldweeI3XtgAbr31VpLJJBMTEz93n9frRSkVsUgCAnBMXeKBvbVUZjcxiSBJIiduPoFw6G6SniY86Q3mVAeqIDN16g2kyTfRgb7JpzEX0wi6xkr9VWzUHEAXZVqO34KrupHa4jb/vgeq/RVYYivUOSUcbi+D00uEvB0kU2m+nTfIojOLhjC7Zeg7AJRFC8lYBE3TqampQSkVEQSB65s83FQcx2QyUbb5GBidwuH2khp+nbrNc0S8Ro/kzEU5OPEoyYUx6nv3k/I0giBiKaapDg2za/wJJBQEYLzvPpbbbsFWiNM28h3OvvkK1dXVnBMbCa+voqkq6sDToKs0Lb9Nz8W8Umdmm7LZgYDAXOftRH3thmHkVZ9Hs7hwuNz820O1iKLIg8EUf3rAhojOl2rz7K/1gKpgk8BstZPKFYgWoSiaGQ5l+NNJwyXkoYkkP4zaQFNhbgDhokvIvqGHkHQFs1ZC1BUkSaCusYl0x/VkHVUUrF4u7PsSuiAi6wphfw+SXqbjwvfomXwGRTfO0j5s9Pf3s7a2dimw5ZM18B974beafpLRcAWXJz4Whc3tdtPX18fAwMDPpXFLkoTL7UFVykiSRCK8hbuyikgszmvrJUoaNDc30V7lQhNkbIU47ee+hagruNMbqKKJkmQj7ahm4+hXAIEj1Va+dFUfklbm9socn9jbSTmfQdM0HMFGQuEY/7AIc9ZGiokwF8J5QKdz7Al0oG7zHBoSitmOIttI+ZpoiY3j9XqYmJgwcjF1nat3d7K0uIDXH+RPpyAZDpFKJSlFNtH33c5OzW50oGH1XfSKBiLHv8yL1v3oqoolH6Vn+jks5Swlyc783gfQBYmrtRV8EYNrpWsqy03Xs5IooL/3XXzpVUCgaHGhShYS7iZmDn4VBJFE69VU7L8R0Hlwby2Hal24KPH7HVDjtlAj5GhygEmW0XOGnAwETm+kmVI8qJrGI8swlHeQyJf40wsFCopOIbyObeR5NHQ65l6ma/5lVFEmuHMBUVfZqepnqeVGxvq/CMBc16f49Kfu4rarDnKgUkCwOrEWEuwZecRoQZffxpHeQkdAECBaYRT/oOXDX3e9vb1IksTjjz/O9PT0lUSqf0GQvvGNb3zjN/0kwGgNJiYm2NzcpLOz89Ltc2k4tRJFLqTREFBKRZ4stWBNh1kOx5mbGGP83CnC08NYCsZkdCfQR8pVjzMXIXjDZzFpJUyxVf7wxF4WFuZxazkO7epibOwCKU1CqulgdWKEl3LVjAi1BLdHiUXDeBMrSFoZb3IFHZGS1UXR4kGVrSQDnTjSm8hqkf5jN5KfG6Krq5OlpaVL6VZNnb0MnhnA23OY7MII9nyUtCNIzfFP4lw6g2P5LABr9ccQOo6SXJqkdfHHOArRiwfzJ8DiwJELE6vZg29rnHxkE3cmRKhqD+5MCG9ymbzZzUrD1ShmB7ZiksLBe3DFFnFbZH7/2k6mxke5vrWSE30NjAwPc/OhfvRSntWVFVwd+zg1vUoqm2XY0Ut5dYK5kp1ni41UhMZYUJ0sZMCXXCYVWsWVWkdSi/hDo8haCUFTKVndlGUrklLm/L4vs117gKrtC4Sr+hDre+mSk6ihWey5KBXhaRYvDDE2ep7IxgpCuUDe6iHhaSQS7MeVWEXUDBeAgtXDesMxEESu9htk2g8TgiDQ1dXFzs4O4+PjjI2NUV1djcvl+nAvdAW/dnxsCpsgCASDQQYHB6mqqsLj8aDr8GfTQCaBNRfFpBaMyLbIDBYlgyMXoShZONjXybXX38hE8CjK2iQVPi+3HdnL2uQI9x7ppqfOz9joeXbv7mcrkWV1bY1Q1R4211fZjsY4nXPiiS3ijMxTHb6AhuGIkfC2YM9HCNUeRDfZsJXSWJv6kbdnWWi+gZrt86iCiQvuHlybY9x0002cO2ckmVe39/HdhRLu2CKprXUshTjoOrJaorA0iqhrbHTegjWyiKSVcS2ewpNcRdJKTHXdRWV0jp3gLnQdvPEFypqOO70GmsJ03/0kKtsJbI+TdtVSsHqpDQ0jomEupJgO7Gd3eQWLkmd3Xw8TExPY7A5swUZmRoeJuZs4m7YgbE7zkvUApkwYSz7OTkHHmVjDlItRGTICaVzZbbypVUCnJDvIO/zYCgku7PsKklLAVM6jHfoMsRL4UqtYi2lqtkYwlTJ40us4N8fQI2vI5RyCqlC2ODH1XUfDget427kff3SG6e5Pk3VW48hs4U1tYFFymLQytlKa2q0RQtV7aHUZdkwfNkwmEx0dHezbt4/NzU3Oj13gPftuZjICXS4wfSx6miv45+Jj9bZVV1fT1NTEG2+8gaIoDE3NEZz+ETVbQ1iUDAZbSkBAZ7N6H5ooUX3tPRw4cACPy8G/aoPOhmqcyXV6/FZMJjPnxmeIi040Ueav35rldbkLrZRn9NTbmHIx7LkILXOvogsiuigy3XUXOUeQotWL1HstJXslvsQyqUAnUjHDpOZF0FW6Zn6ABmRtPmwbRtLUysoKXGxDl3x9BNbPoqOTtlUytfeLJNwNCOjMdn+a7KH7ELbnEXUFV2aLbKCTmdYTABRNLkR0rKUstRtnAZ3gzjiaIJF0NSCW8nRNP4+oGYTdqsgUoq5hLSQukZkj2NnJFPnBBkQ1C6c2svz5pIYmCJwfG6WwMALodA99i+qdMWylJHWbgygmG2lnDdtVuyiZnaTsNYwfMNpZteUA/QePIQBf65U5WufERokqGxTMLtA1HJktBLOVgsVNSbYTv/or/M7v/A7eG75A2lNvcPgyeTITJ+meeR5rIcH+kYfZO/ootZuGT5uOQNpRxWzbCSa776bKKhsSuY8QgiCy3XUrJVVDOPkEg+sJnl3/aK95BR8dPjY7tg/Q3NzM+fPnGRoaYnt9FQ0BUVUQdQ1dkBDRUSxO+o9dR2ZuhHsOd2E2my/9flYVWZidYrnqANsbq4Sicd4q+HFFF7DHV/GHp9ABSzFF2l2PvZBgetfnEALNOHem6D9yDTvpAs7YEhvBfWjZON7kCuZsBJOSJxA1FAKqZEETzWiyBVchSmt9DdOrIUqFPKogQ2gGUynDctMNxFuOcXe9yPmsGX90Fkp5bDPvYCmmUUWZlLMOZJm6dUOlEPF3UxWeIOOsJuLvxh+b4/ze38aV2cKd2SIQnUZSioSr+7HnIkQqOpjtuZtoRTvBnQtsV+9DiK1iS22xHo5iz+5gK8QIbA4DOpZCCgQRk1JgO7CbaEUHvtQqUwe/SrFuF0qwnbKnFktkCVkrEqvqoyE8yvVtfo531DI8PExzVw/PLJdxRRcoL57HH5tDQGds75dpbOtgJ5XDlV6nkMmwOTlMevoc1nwMk1rAktxAKBfISA5MpSxxXyszPXezVbuftKsGWyHJbOenqHeYSEgu8rpInQ3qP+RW9B/jr2fgQlpALBfxZtapCk9QLOTZ316PIFyZJFxu+Ng568myzAMPPEA2m8Xn87GQgZdPDiKvjCChIUoiZq3AJxutPGI2MzIxw1WHDyAKoOrwvXwTTbrO7MCPcebimLUirRPPoSIhoLPYehM1m4OUzU7aj91M9PVH6M7OorUchAmBgQvT2Ap5RK1M+9mLjH4MQqsiWgxLHE3BWk6T8bVQsT2O3+dhIZKhkMsi6zoSZbKyl/z+e6m2WrmrDlKJODVb59ERqEitknZUE69sp35tAEEvY0ptkXA34Elv0C/HkU0muuU023W7YB6q9Ax5qxdHZptQcA/B8ASxuoNIpSz+6AzmYgZrKYUO7B15CABNkLAWEmiSCRULq1230TzzMlF/N8G+w/DmQ9TUVDNZMipG9cKbNOlxlHyWfKEI6BRlO4oOomxiJ5HGVzQ4cs/PJMiajbOoUPVe8hYvLctvsGfoIXR0ai9qOh3pEILfh7+9iaGsnaa195k58BX+rB/+xwIUB76HNROmeektbPkoglpGVovsv/gavMBc+yd5SqrnyEe4a1vJA7qON7XCWt1RkC00rb3H88/vcM8993x0F76CjwQfu8IGRlr4B7uwNif86xt288gjw5hMZhRFoVwuE8ppJCyVnJtbZdjexbH8FCurqzTGE0YQS2KZlKsOc3qNyd778NnN1Ax+l2NtNYTK9ZhDc0ymwGHxYVmbory9hh1oXnsfVbKgAwlPA6tN17H7wmNk3XVYXD688XUi9YdwL71Lsqob/+Ywk3Id/tiE0dcLsFx/NTF/N/bYNkpmk9Pnl0gnYlisXubbb8Oai1C/eRZXdpuSyY4nEwJ0bIU4uiBiN5uIY2YnniHkhx5A2J7Fno8i6gqVsXkETaF36CFAQEfAXoiRctdTGUsz1XknZqVA69IbTPfdx+71t5BSO/yv+yp5Y8VCqz3LbW3wrXclPFqSgrkaHQFHZht8HrqbGjij1RLd3iQYNl5XQrewtZnhBUuBHkFAXxqipZxHEyS2ag8AIC6/SaSind6uLt4rBugafpjMrlu4a38lK5EEI4OrALScf4LvjhRxXjSN1AEpB3mbF0cqRM5WwXLrzTjTG+SslRScAao+YsJsvQ0WsyKTfZ8FQeCPe8Ct1vLkk08yNDTEgQMHPtoncAUfKj6Whe1nYTabsdvt5PP5S23BWzObhD1NNKyfQRh4nHGzhWDAT7jqKpJbazjyUfxHbqP89rfpy83hajhMQpQZGp9EVqFaKRAYeBhJUwxZktVL1hHAUkyTPPogrtEXcOsF7m22cn6+EndyheWaQ3Rsz2DfHAddJ18soooytvQWolZGR0CRbTRunKZ57X10BDRRRvVVcM899yC5/fz9bAnb0PvogsTI3i9RtzlEIDzJUtP1FGUrXXqY9flpXOUC7sQK3kGjeNWFRlAvKjDS7joyjiApTwMVLieBwSdIuevYabmWitgc7vQmllL6UkBLg89BPFmkzg5uuwWtmDO0kZKJcjaNw29GAELN1/Jbx+qotMDZC1lMyjyiVqZj6jkshQS2QhzfyBI6YM+GydsrkYoJXKkNbu2tY2FYYFd7E3f117A/C6+MmrAvnuHb5zdA16kTTegI6KKEtWk3IXs98WiUus2zTPR/DrcM5gvPoolmLIUkTSvvsdJ0LZo7wP/U+tGusf+ty8i/2C4IfKbekG+Bi56eHsbHx68UtssMl0VhA2hsbGR6etoI49A0hO0FYpXHaFw/zVTvvfz7gxWUVPDlYdxiQx99jYUs+CwVWNamSUV3cGoK9aFBNFFGB5LuBkK1h+mbfBK573p8eo7C2RcImDRC7iaqNoZ4c2SCgFLAUsrQsfiqkSGgldBEmUB4Ak0HV3YLXZAQdI2SxYUpu834rs/TM/k04eq9fOLaffjd8MY2FOfO4SmmiHrb6Jp5EXMxg6CVaVt6HQGQZBM22YEumQCN5carSbrr0WQrjnyMrsmn2W69nj6HQnt5k8HFCSSlQEVkmsroHAJQFxpCES8SvzSFjMlFoaxwNgorZRtCOsNfzoBVNxMNx3AUDdfg2qW3eXZJAaWESdepvOjWq4kyRYsHWSux2P85mieeIe8IULn/RtR3H+MaVrgpWMeaLNEiGutjkJMAACAASURBVNK4/2cRajBhS66zUX+UP75lFw8tixTf/x55h5/q7v2EIgpaNIaklemYfB6bkkEuG4EN7vmQsfOOLeJs7KLhIzxfA0OX/FtNP397b2/vLySOX8HHG5dNYevq6mJ6eppyuYwoiuixTe7YY2Zt3ExXboH/Pl/BdhHQFCpiOZrRqT/9MJJu7MhUxXDacGa2WT78FepHv49bVLm+28P5GQuplSkWavezC8gOPEugnEFApW79NEWLCwGd+dabadg4Q97mR89FqYpMo0gWdE1nputT9Ew/x0LHbew5/whiuUDR4qYiPMmPXlphoJSgVCoRBBTRjD+xQMZRRcHmxZXJM9N7Lze2eHlpSzT0motv4UmtkfHUc6u0TjqyxXYkCkDPuW8COguCgEu2XNwZmtlovIratQFilR3Em4/RffbvcRYSnCu76FIVfnhqiIpMBHM5j+n9byFqZWzFBI5s2LBMkiyYG3o40V1Dwhbkf0yk6Jv4PivN19GfnobQNP+xX+b1NStmOcenW+GRdxUaPIakymw2k0oZLii5Qgmzmr9kxbSwskZxZhNJKeCLLbDw4iJeXcMtiKBrSGoRNdBMrKQTiEwzfuB3qVl5F3dyjX80G/q1w2IxviA0TbuUXqUoCmtra6ytrZFOp9m7d++VDNKPGS6bwhYMBgFjuKCoGulshuUEmG2VmNfncMajiLZKbPk4ntQqGiIli4vFlk/QN/U0at8nqHdbSL35KE1SjoS7Hk9kjhfPz1OnQ2BrlODWeUDAXEoTrtpF1dYY29X7EFv2YTn9LVzZbdLOmos7Iw0QmOz+DLsnHscXW0QHescNx43emecAQ2qUNTup6drNsNjAslgJosi+4YcQG/fhrgqivPMoVzd5mT/7Dv2RFSS9xAdzuP7zj7IjipgsVhCNw/qNmgPcfqiXo9VWlrPwwhvvYo6vY61pQVs/gye5im0qig50TD2HcDHmrmpnHE0wCudm7UGS7nqKNh9eEzQMPUbGVc2enr1YzAnGJ8apXQ+hoyOX8+Qsbtyags8CPqedZNIQb5ZKpUvhwzab7ZKZQf/iDymLEoKm0Lg+wLsbYJEtlEQTolom1HYjXztay18tWqk+8whJfyd3Hd/HI7NZwwAguoBcymAqZ4mMvsuocz97ggaRbTMPb+2A1wy3BH8+svDDhNVqRRRFnnnmGTRNI5vNoigKoihit9sxm828/PLLfO5zn8Ptdv/Tf/AKfi24bAobcMkHX9ONI3P3wHcwKcauQCuajNay5gCIIu3Lb+DI7HBHRwULcxYKa9OMNh2iCZHS0Eu4i3lkvUjj4lsokuWiDvN+qnbGqUgsc/XhQ8y8E6IyvUJM2E/WVklFdA5RKaKjoch2ZCXH7onH0YGq8Di6IKELAgWLF0FX2Kg7Suvym2ztuotlDUqKQnBnDFMpgybIHHUkeTLfRA8wPnSaYHiOnNWHSRHZDO6jaWOAkT1forfCwmQGFKBv8CHKZgfpnU1OLW4RiUTwxGLGbnDA8EZTNDOqZAYEEt5mQo3HKJicOCUwRxZpWnqTUk0fd9jDFCPDzC1EEMsFAuEp5n4wyTzGFNQm2hAAcylD0elBUVRORoz3YWdn59L78kFsncPhIJPJMDY2hp4K033kRuZOv8EtX/gqTQ748Tb8cGqTrtmXyVW2klcLOMJz6Be/WAZeGKdHKaIDbctvoslW0s4avIkVzrwwzVZTE8evuY7/OmclpQCaRkEV+Uz9R7fmRFHkzjvv5Ny5c1itVvr7+2lubr6UKq9pGg8//DCRSORKYfsY4bIqbHV1dczOzqKJMpKmUDS7WGi9ie7ZF4n23IJsdeNQwSVDyt+JO7rI6+MrNGkC/u0xAhcdNSzFNNHKTvyRaRLeZsylDHLO8Hejpgs5PMnzawrVspvK5CyVZx+7GC4MJZMDczlLwerGli2R9DZjKaUR0Sk4/HjjSzi6DlC+8BZ5qxdB12gZfARJLZOzVZK3V+JMbyKZTIQTKfIeI5ezKjyF4qkl7qijenuMkt2Hjog/Mk16I0ltIY29EANdM8wsV0UcNisulwunt4JYeBvvjQ/yZsKKgKGtNJ17HEUyc9CcwJedJBIOk44Zf6P13EMsI2A2m7DIDjTZgiqI5HbdytcO+NAQ+YNR6B16GGsxRcjkwIvOo0sa98jOS5peURRJJpN4PB5ysoNoeofomTPs2XeAF/QWmoC/PbvJp4IlTs+GqM7HAZ2OM3/P82fAI0iUJTMFixfN5Sdqr8YbX8SXXGG87z6sZiuHKuG4tsL777/HE489SpW7HrfFjTu9ybbnHj7qZRwMBrnjjjt+4X1DQ0OAwb+8go8PLqvC1tvby+zsLPLFSabJZOL+XTWcX7Rg25phpfYQaBre5TP44wuATvviq5RFY0c213kn1lyEus1zrDVdgy0XxZtYJusMogki9RuDhnIA2DXyMFxsCNOOamIVrbQtvsFK8w00rr2P1WzBYm+gJhemsaOb5fEhHrzlap59dpIH9jfwyJiGpJYB2A70U/DWk7AFqNkaQdbK5E12psI53JUgaDoJbyNehxVPfAkdnfb5HwEa9RvnKJvtmEsZwv5efPEFYr4W9h+9lttrDZv1/zoYoWPnWcaWN7lD2qKUjBCKpZHLWQLRGXLRWXSrBdnmJO2pozI+z1jf/fQFvWwUjS8C9fxrWAoJ7ILK6Ogoa1th2sMJBE2ldvMctRi0DLmUoeCqQFEUNvKgCxJn11PE3TCUd9JQyqNIFmZX1qhNTqAj0jH3EtNzAhWyhYLZxba/j5S3kbv7a/BZZL61BBrw5WYjLPqJ5QbcF57i0NSTfPpzD+Iyi5jEJpqbm1hZWeHVt97FnbqYM3ryMbJ19+FwOH7Nq9HAzMwMbW1tV9LjP2b42CkPfhkcDgfDw8N8UHBQSpyiAXdsEUdynZotg1lvUouULG5MpSwJbzOZ3Xfi3BihrW8v/kCQ8uIIEX8XtlwEWyEOCJjUArZCHElTQIec3c/agS/gCV3AVt3ATft3sT13gX6vQGvAQz68zvWH9zI/M8UdJ27k/MgIbf37mZuaYBUvudgOoq5iz0UJ1x/iy3sClJNRSttLOHJRRKWErRincmMIER1bMYlNyVEQbaRctcQq2nGn1llov4VYy9X4N4ZZrz+CKx3CpBTIxiNsTI1wYfgc3q0LCIA7vkQxm8FpNZNy1FBUVcomG8I1D/K7N+6ho7uHF5UW/BtD5K1eitsrWEOT2JbP4chuY1ILSKFpIpEI6BoR2YesFMhZK5jc9Xmqt0bIeRtI2oPY1s/zpNBP5c4E4VyJjdUVfOEpAHRJxmy2EHfWEvL3sVl/hNuvO0pL315OWXrI+Bo5VOfhthqRKiucqIZbqiFoNVxxb6sV2dvXw9D5UU4ux3im3Eq/B9wmw8Zq/549RLIFUtEwuqaiKMqlc75fFzKZDK+++irxeJybb74Zq9X6a73+FfxyCLqu/5IAvI8fnnn2OSIRw5zLUI6CgoyMwlLLjcS9zSDK9LlBnnwTIbFF9ugXsJ18lKS7AVUy4Q9P/pRINu5tpWR2ULUzTvra38W1eAppZ4Evf/FBXv3hS5RKJe655x5efvllEqk019xwMz/6wTMEb/syW688QnTXp/BN/oitYD++6DyKZEbWjJQnUVcB4ZKGUxFkChYPJrWAoJYJdX+SxpV3sbncPHjnCfKqkU7/X2Y02s8+RNZehaBrBiv/IptfB1Szkya/G6unktdLtbQuvMpU3/18bb+XOhv8YBMunHoLT3KNXKCDbiFCPJkiny+Arhr/N9GMrJWIVnRgLmWw5uOsHfoiZtFwrbVJEJx4CUnJs12zj+altyiZnQi6hrmcvfT/0wUJzeIk7u9kNbCHgE3kf++GggrnEwb59WdTxf4pvLYFr0+s0LrwOtPdd1F0BPjv+3/aJ21wcJDV1VVOnDjxU/kFHzWGh4cZGhrC6XRy7bXXXpmIfgxxWbWiAG3dfUTef/tSMZtt/yTOimpqzz5Ma7Wf3qBMjweiJfjWQh3NxXnk008iKwUqY3NG2ItopiRbWey/n+7hb+EO1HCgv4vRZy/wpcooUqCLZ54ZNyZ6zS2cOXOa8SSMWNoIpN/jz1fd7EHg/NAwAdGEe/p10FVqQkOXppmqaCZv8+HIRUi5amncd5zb2rz833OwnjcS3wM7k+QVhawmkE3nGIga3v52GYq6iIaIpZAg56xiy7OXjLOGiugMzlwY6arPcUc7ZBV4ccg4/6tdPcXrmyXkYoZsvoD/IkHXHl2g5HXS2NjIu+UggaWTbFXvZTu4h57Jp1lpuApPco225TdxLA5gy0fxl7KYy7mLxGNoXn6bkslOWbaRt1dSGZkhWtHGWtN1IIp8tgEOV8B2wch4tUrglOGm4D/v/X1jG17bhmRRwS4aWRftc68wvucBnl43rvMBDh48yMGDBz+UdfWrIhaLMTg4yNGjR9m9e/ev9dpX8Kvjsits/V3tnHn/bSQUNEGiIbNMdXs9UclKbPYCwpaNnfQq0XicZtVIt9JEE+HKbvyxWdLHH8S1MYpteYg/2S3y6rIPa3aJI/4+Zm025man2XfkKhBFHj69SMjVQbV6kscGpvCl1tDR2XP+2wjoVO+MoYhmirKdoqeRlKMKayFFVXSK8X1fRtWhb/x7KCYbajbJ1NA0+6NRqqNJ1EIOAY2u2ZcpyzY0SSZe/snr7HWDKltIuetZbrkBAEcpiaSUMBXTFE8/y7dPZiiVivRe3HQ7szvk3ZXsbWtjXKhmMVmiafV9Lux+gNu7ocUBrw8X0JcHCIQnqIzNYS0m2Df6CALGTrAyNocqmjCX0qzXH8ee3cEbX+LC/t8x9pxKCU96g4rYPLJicAr/Q4+RIjWZgi6XUdR+GXZ2dvjxj39MNpvF6/Vy9913I8syqzn4wVyMurXTtKXXUQSZkmzDpJZoXHqbefuNH/p6+udiZGQEp9N5pah9zHHZFTZJEvG43aRSKVRAiiyx+V4Eu1qiKjpFOWHGVFXJ4cNHeE3sxDL4LJLDw1VHjzP30jS/XRnF09zFowtnkMo5GhobGB+fYCkLaXuQwYUNXnJDjexAmDlDhTSIDrSsvkfpoug746xioe0EmmxFEoz2qM0BQrFAeWEEUS3RNv0DrMUUUjlHZTFFJr7AnNWC0+nEG6xjvGCndnuEkQO/S/XGOQKRKRIl+IcFjXImwcbGBtWagrlg8MV2jX0XczmLfrGJLstWqpvr6Wmq5c+2qumdfJq4rxWl9TD/ZhecnyqgJVeIeFvpnnqWNy5k0MtFmnTdaGg1ExlnDZZCkrC/m0j9EXpGH2Wt6TpKzgBdo48RrexELmeRUNk1+h0ktQi6hoCAJgiYyllDjqbB/zULig4eSeHrfTJu00+/b4VCgaeffppczlAWBINB9h67lnffeI2/fHGA9qZGMmNv01sqkrd6Was7Qriqz0ihT6zSsfAjXBEfS9l9FFSoEzJoqoLX6/21rLsPsLa29lNGqFfw8cRlV9gAXHVtJFMjoKuYlAIlq4f1+sNEfe20Vti5s8t43G4d3orUsrm2yg21Mus2GwtzMxw6ehxBNvHdgWm2vD1UlUf4uzMbVJfKuAsJmgcMZr+OQMzTjjUfN5Kw+u8lMP0KtnwMb2KVvWxhycdIp9MUi0XsmoYm/OT0Tgm0UopvGWdSx+/lwYsxcOs5eHs0R+32CFWbw7jjK0hKgdTrhhpAAGpFE7qmYbooMZruvhtMVsRiitrNIZZbP8HNreCTM1RMLpBy1uBKbWA5+x0eOl1E0jRaBBFB10i56qisr2fTWs2EVEvL/KtIaomdjk/gHt5AlczYMztogkjt6kl0UUJHYO/oI5deS7SyE9VVhSt0ARENVbJgLqZxSDCZNIpa78RTWAsJHlrbRX9rPemZQXK5HBUVFcRiMQRB4L777sPlciHLMo+tQMzXRkV4hnh4irqmFiIt13A+bcVvgXsD0O+G07FGROdxQqOneHZtlaLZjT8+BxgE2ttuu41AIPDPWkOapjE4OMjS0hLqxZ09gMfjIRAIUC6Xqa+vp66ujmQyyezsLMvLyyiK8mtvf6/gn4/LbngA8LcTOcwnH0NBQkalcPUX2V1ppaQbsWv/OG5ta2ubH/zgBa65/6u8++brlDJJYgfuxzX8rEGUNVmxFBIIQFm0YtIKrNUeJu1ponfq+3hu/grWyALh0fdYP/pVihuzNK+8Y/iZWW0EfW4qKyupra3FHqjjz6ahe/BhZg99hWurZMYH3sGTXCZb08suIqRTSdLZHJpq2F+roglNkJDUIhv1R7Hmo1iLaea77qRp8Q1cmRDTux/gGneW/M46m1tbmAsJ7IUEslqCi6oCXdfRRYlssJv7d9fiDdbxt4sygff/nuzhz9Liljk7t46uQ/3GGSS1gC6aEbUPVA4XdaGCRMrTSNpRRcZTT8nkZO/oIwzv+QpmNUf96klcqU00yYyk5km7GwkcvonTcRk0hebld3AnV5G1Mh5/NY3VftbX1xFFkTvuuOOnpodPrcHJxTC9M88x23kHXz9ei88Mum5oN38Wf3F6G+fEj5DUIitN1/P1axp5843X2dra4siRI79SexgKhTh9+jSRSARJkmhoaLj0nHRdJxwOk81mEUWRfD7PBx8Pq9VKIBDgqquuukLEvQxwWe7Y/C47CdGEqBkTxxu0BXYH+37hY39UCKIj8J2BKdxl8BUSBE/9A4KuGkJ4ZzWCplI22dEO3IV4+rt0Skk+c8zHE7MSewpzdOzr4OGRd2jRYwy66wzdaNvNfGZ3I0cvxrQpisL5pRDe9RAALcNPENJL+DXjOs7QFFmPk2AwSGtFFc/m62gZe4rV7jsI6Bkc029Q19lPeOIMtuQaAAXZia+cp3/omyTRESQJl2THfDFT9HhPMzd0VPNSSGR84C2c2R3U+n7y+Q2Wz5ykLxYjDLjOPUVY12kSJMKVnWiSCUktsVm7H298CVW2stR+C02Lb+DIhsk1HaBNCZOPjVNMGtKsfaMPI1w8iStLVnTBmEg7MyESJ19A6L4LV2oDW97Qs25V7SFw8AjHf4kq4PYaiJUCMCdxvT2Oz2yEU/9/+TrW1wR5X/g8vZPfp2H9FF+70MjN++9k/9YQZ86cYXBwkOrqag4ePEhVVdWl3ysUCgwPDzM/P0+hUMDv93PTTTfR0tLyK623K7j8cFkWts/Uw2OeSpT4NoIosLy6Sk9vH4+twFQa+j1wV0WG2ZlpEtOrWNFpWjtpONsCW1W7iFT10X/hcdx9x/FGZ8kujPLVbnhzs4atrQ0cMvi8XhYXF5ly9VCWrWwtzFCuO4IiyNSun+Hk9hjzWpJioYCqqgiCgF8yRNMFqwdnQxcrWYXG9dOkjn+Rf9MN4sUPbWYHZi9IuEtxQo5aOnSN+dV1/Pk4klKgd/xJTEVDUD7TfiuH2uq4p17k31+AzrPfJGfxUUzEeOutKULbCbyZOBIalnOPc1KSsNlsONweEETMjb3ccs1R/nJWJKtCNjZP8/I7JH2tVEbnsKVDdE8+gyVvhMjUjT6NKoDVbKUou9BFmaS7ARBYar0RBBFfbJ6WpTeZ6r6bnqln2HeR0FyWLeiSmUhVLwd9v/x9dMjwr9vgmbFKUmvzbPT3UWf7xY8taXBNAKqsZs7YP4tn8Ena5n7Ej+RP83ttB/jtPXsYHR1lcXGR559/nnLrEUq1PTTMvUpsO4TFYqGlpYXDhw9f4Zz9/wCXZWETATHYgh7fRtM0VrcifGO0gLg5QyC5Ria3w/c0BbPZjMlWSdYRxFJIsnX4i9QOPkaTqci/O+jk6Rkz/YVpeg/18tjF86Cqlk7m5xd4NaRR39DA9NQUY/MhmhGo3JkguDOOjo61kCAvmaipb6Sxtpq6ujrsdjvPrUPo1W8jVdZxz+Eu/uxcBEFXWcnBTgEqpBJrGyFOjoXw6xrexVNU6MYZT8f8K6iiiazdT8niRnXW4I/O4EmtUxyZ5OmBBO2ZHKDTvPYe65sm7HY7stVDXHTgSW8wvf+3+at9ImYR/vC8TvPOY0STWZ44Ocat+g5r4QSlXBp0lV0XHjfSt0w2g3snWSnIdja6buWvjjgQBIH/NAHCyLPk7H4cmW0aitu4Mpuo4VXDWVi2UJbt5Ew2NtpvImcy+GQPNEDjryAGyKsw6+rEt3SKP5mE/6Xj5zlvqTL8xTREShAUC8iSmbnWE/TOPI8ln+C5DS+7+2QOHDjAgQMH+JsfX8C2OIC0eJawycJdd9xB2lXLhSTMFmD3lbr2Lx6XZWH7hyU4b2pjLwOoSJiUPI3nHkUTJCPL0t/DiasOcSRoJa/Ca7Nhtt97jj/u0Xh3u5pIZBOXCfx+P/PLq1T2HESTTPztOzPsVO+hE53z77xGZSmKVizSOfsiimBCQmOu/Tbkcp6WlXfQ993OJ3p/evy3UQBdMpNPJ/i79+bxp9bRgf6Rb/PCcBlBN+xvKkQLOXuAos1H2llN08q7LLfcgOT2I8Q2qMhvIyU3AJ1AeIqi3U1tVSXLnh68myNEKzopdxxjpwjoOp74Ir7UKt7NEZ7f3EHNJGjPZEHXqEgsoSdXCNttOJ1eZuz1BMPjnN/zFWSzTEmDbidkz7+GpZSircJw7wjHErAUR1KK1G4OAiBMrIFspiAZAnmTkseklUi423mwy0mtzeCvOX/FlbWeg2VPNzbrJCglRpPmnytsIwmjqLXP/fCilEogiDHdNRdTCPz0ZDRe0086mcAfnWJh9xfQvDJ/M2UMDF4XRf7gFxTPK/iXhcuysC1lQZPN6AiIGLud5cZrCLb2YDr1ODUmhUNVxteyTYK7egI8dFJkdXmRjo4OlpaWyKswZWnGtXWW/3Y+Qbsg414bwrM+hA640xuU/U2Yyyt4uw/xmrmX/SMP47LbOFATYGMF4tshzgYbOVxpfGgSiQTbsxtUqWUq4wvoiWXKF1vTpKcetaqdPzpWgyzLnFyJc3J2HVd2B/v2GKDTsvQmYIQWY7ETtbqwltMstp/g6o56bq7TefVMGvfmKJ7kKqULUaqyUUxaETB4aDVb50naHDT4fSy4OnHEFtFFiVDv3XisArIA6RIEw+PYizE+ZU+hJbaYno9hSRmKDuGdb/FDhx2fz4dN91I0OSianYiKwvbeu/m9VviLiSJ7Rh8lsDOBrBb56jU91P0TrecvQrUVnGaRqd57AX5hxN4HYcmrDVejyFbudu3wYtLLrgtPYCnnePBn1FSfqYNvFq6iKjrNzeY15kNuesZfRxNkpvru5bkN+Jrzo7U7uoLfLD6SwqZpGisrKywuLrKzs0OxWOTGG2+ksbHxQ/n7hyvg1W2ZjKsGZ3rLcFpNrnJ7TQ/rTTWEQqFLZ1kfwO12Mz8/z4kTJ9B1nXMLmyy5O9mjDdAz8RSqYIS9LDffgCe+jDMX5vj1NzH86nOsry6z/+BuFNmGGJrhNbWfHkGiavk9BtbMTKhZymXD7aJWNIGmkTV5WNz9WcrAvuGHsOUTONdO893FHOWywcQNmkw4HA5WrV4UJU/eWkF5zyf5o26d1xdTzCxFcac3aVg5ycZyiYeUAh26YETUqXkQRUR0SmYXK43X0jn/MmO7Pk+jx86FIqga1Ofi2DM7mHamIRfGnIvSXMqgA53TzzMjititVkwWNymrD0sxxf/L3ntGyXWed56/e6vqVo4dqqs654hGAyBBgkGUGESRkihKprJEy9lzvPJ4vfZ6vJ7ZGZ9Zee3jnZ2d2fUcL0VJIMUkikkSg0QCJJGBBhvoiM65q6qru3ION+yH26KskWWZJKywB/9z8AHdt+6trvvWc9/3ff5h6dAX+JsRIwYB7LtwbHQCV2oNDCI1O1cY3UnSsZNEA+pisySbr6fR++4kTU4T/FmvPitrtMKQ+yeP6XPBb7bBbNbFoAuu9zWxvwSvrLo4WF6k3dH3Y8fnFX1PTgNWp8cRs7to9lrWgzfiTSyxRhcnY3B7/U9e6xr+/4F3XNjW8zCa0AfhTXsdwUwmw/LyMqFQiEQiQalUQhAEnE4nDQ0N5PN5jh07xoMPPvi2d9d7wSeadGb+4zvtOLIRNAQc2QjrBRjo7WVxcfHHHE8BmpubWVxcRBRF7HY7+c1F8ARRRROxmh5KrQdpfetRrmtrwNJgJnRulRc2VUR7C/7IOJHZi9RpCnW7M9TvzqAgIFWLpG113NLTTWtzEz6fjytZkZeOn8CeCfP5Vji6DrJBwlTNkXA1MdTl50hPEJ9Pd8hIpVL835fjSLkd7LkdtAuP8fWzZTQEOvbItAa1QtbVyPu7/Jyq1KGujmMpp1ge+iTBpWNYSklybl2v2BAeQ90s01rNYS2lMShlVASaN88ioKEIJuJ1vdTtzLDVeD33Hh7mplq4nISnR+dpWT+Fc2eR469vk00lSGRyNFZ1j7Sq5KCc3sXf6mVUbMG+vMN23RAtvQfe0/2st+gi+H8KN9TwYylVfgvsHxzk4uh55tIqfe4f3evzcWheP4WAhlzIcviGI5yfmKFv8UXSrhaSvi4q6k+/lqrBTAbMIvRcC4X/lcQ7qjLpKvyX6RzO3QWWiinmy1GUUh5VVZEkCZfLRU9PD11dXdTW1r79OlVV+eY3v8mrr77Kvffee1XeeJ8LXC3dCJtnENAQ1Qr91gpBVxBBEFhfX/+xdn5fXx9TU1PIskxDQwM7O2G+fD2cXm+goRAiZr0JxSAxNTdPzNfLMBq148/sMf816rcnqVjcGJUE0yNfwpoJ0blyjNbrb+NQh/nt67TbQbQ6EJMVpjMgCaAKRko2H2lHkImtCLnNeYr5LJVKBVEUCaoaKiIIkHS3cv+AH7u7hr/Z8jA09YRuFtl2K99QQBBU2gBTKUtw6TWc2QgGpczBsYdQgbr4HBXJibmSIdwwgkGpUBdfYPzAb9Kz+AompUix40bU+CLu1AYz52JEKkkSmRxtewWsfvMc21YrNV4PnY1tvFhqpHvpePvTIQAAIABJREFUZRK+LvyDh7mxHZ4eB0UwIikF4pWrckv/SVzJ6Py2AZdOBykq8M1yJ73aOR66vMP7exq4T2eL4JVAymwQrRvAaLbx1oVzlGx1YKslVtPF/vFHCE8oLN92G52dnT9xrW+s6Q9vVJl73Dk+1GK51kn9FcM7Kmy7ZfBGpvDvTFE2OaCugTsG22lubv4nZ2KiKHLXXXfx4osvsrm5SXNz80899p3gD3olHjure+YDJDcWaBwaenvZ+Q8Lm9frxWAwML+4jKulm6XlFS7GVbbc3QRjxymsTuJSoSFyiWBkDA0BQ7VEqOkGGrdGCTddj61lCOvZr/Fx1y4Ff5DQClxeDoGxg8+06Hypo1NJqpkkolKmcOppBqo5BFXGXM3hymyiGC0obhedXd0EGvz4fD4mym5enVyideM0pd7bGOiDXFXFurgLmoontYZrKoRBLmNU9P00BRFLKUXWGSBn95NzBuheeJlYfT/Z1sN0X3iI7o4uttM5xNgc/7oLdrJWtrfTzFag1mTHmQtTlV3Y6twY61o4V3LTvvYms4d+E48EZ0rQY4diuoKoyjgzIRh9jsdPZdlX2ZvFiSbChatyOwHYKOh7qH1OfVYG8MwWvBYFQVW42ZrmJmuS2UiK+khSz04txnlzRy9sJQUm4jJdqopqkDBmouStNaT3f4zguYdpDL2F2eYg6LVz4sQJstksmUwGi8XCyMgIkiQxlgSplGJo5mmiwKOAw+Gg2H0rq9ZmrvPC/dcMPX6p8Y4KW4sNxPYDzHtaqbqD/FE3tP8zt1aCwSBtbW0cP36cBx988KoY89mM4LDbyOVyACwsLDA0NEQgEGBzc/PHjt0uQUFy89LEKuvttzOMRvz0czRUcgigGzqKZgSlyvj+B2nePIcrF6G9b5hccoVAZo0G1zBhk53z0wtEgk76BAONW2fZCY/ysJxHU1WMQI0GKgJVyU7a20rW5kc1SPQsvsjMvs/jt4mcKME+4HecMkokjD23g6Ap1L/1JF+7UERVZHr3khU0IOcI4E2tMNP3a5irOTpXXmN28JM40xtYSinK9jpEyUKbmOfX98PDF0VudWbxNHv41ozKgBvGFDu5YoVOO6hGvSvbeNvHeX8Q/t005EVdl1q3chJrKYWvkscs5xnZcwmRKjkqjho6e1p4M22jZfM0idp+Wt+Fx2NBhhO7YDbA+2r1jfzlHPwf86ApVdzVNJ/xpahmE2yupxjK7WKsFkhZXCw3eFEsXtLuVtzJNRq3RhFDF3hoVKajb5CO5TUMahlBVbEVdpENZjyUEACvxUC9x86dd97Jk08+yfj4OJIkUalUGB8fZ3h4mE73YRYUF+P7v8TNDRKfqCvw7PdfR778Cg5PB6903km/Sxf8X8MvJ95RYZNE+NN9FtbyQerM+pT/neD222/n6NGjTE9PXzV3BK/X+3Zhi8fjJMpgb+wiPzfPs5sq9zWKCKrMy5dW0OQKruImwxNH9S9qKUesYRDfzhxpbytbjTcyMnGUEYdMU18PW2eXWM2qiO5WAtuXuTRzhYCq4E0sUZNYQkVDrCpk3c0Mt3Ujef1sCV7ejBvZP/kIG5138T/0Sby0DYtJfb3WvPoGUiXHgFzAWC3wiKaAIOAV9Q8za/cTaG7gfb1NPBN3UTr/PKKmYB65E+HNh/h0u4mK4mZxWeWwD8IbG3hS67g7h2lwSkhCQd8/Eg1MhTO8FmtmAPhXFyp4qw6aq2VC0Sgtcknn9r35DE8peborFdQ9yr8nuUrF4sJSzbLc9gHyrhaGJx8lHLyOgwP9vLCj0rn7HEWLF4PTx//0MzThJ3f1Wdgh74+aA3+3DMvpCtZSinVDin5DgoXtFAPJBAalTFVysJT20uH34mjqIrGuYkVAufHTfLBH16e+vAQtayeoSg5i/kEOV5ZIRsNIgoZstODMR1FFE9ZyGldqiSyg2n1sbq7w6quv8r6P/BrfCNtIVuBjjRBMzHHq1ClcTHHYYgNVQ1wW+b7FQv0N9/HyUlIP6Vk+RrXzduBaW/WXFe94J196DxuqRqOR9vZ2Jicnr1phq6mpYWtrCwQBVVX592NZKoZ6DqKxdvJ7HK1m0CpFEEQ0kx0BjZn+B2iITuDKRbjryPXMnE4h5SL0BiR2piV2lmeZrO1nGA3fxPNYSmkEZFo2T1MxWhHRmO/5KMZqns7VN9hsez/DLRaeDOvW2Z70CiBgyUY4v27DeeE77Ff1WY87s0HJ4sFSybLa+n5+bX8LLR4Lz20Brz9Euukgr5k8nFmDz7bAts9KNhnn8z3w1RMCLaTxNzWyCNxdK/Oaz00lUWHICxOyFfJ5zl8BvyIytbmN11JCAwZnnsYg62vGvvnv6GJ9DcqSk972dl4r+wmb/QxPPcFm0xFydT0Mv/VVRE3DnVpBQ6AxdIHdrfMM73m0pZ3N5BXIVsEtwUoOvhMGmwE+3aynSI3GNZ5eyiOVcyzOJbnNnqKaTWLdSTIsV1EMEhl3A1Kbh96+Pp6Ke+ibeZrl9vfzwHV1NFrBkYHHEjlcuQjr6RLz6wm2QmH6VjbQBJGCzcdu3QB1SpHZK9PYHW5KVQVTNopU10w5XiAze56q0UYptoNBcrC1tcXmM08Q0DRqjFa+m/sQXznSx+/09TE/P8/Ozg4GgwFZllldXSX/+pN0Hv4868rdtC2/Rn7+Lbjh8FUZw9dw9fFz57EdOXKExx57jHA4TDAYfM/nC4VCSJJEqazPiHpnn8Ok6Ps/lmISJdjNJ2/ow+6p4alNKL/2MLdYEqjdvaQvLPLIqorL0UXHzmuMLqzQgoh/e5yG7XE0wFpJk6jpxJdYItxwgHRwhIGxhxnxwHhVF0J2zb7AykyFg3IZDQ1tL5DZkQlR9bShqiqlW7+EdvE7VCweljvv4sClh8k76nlh10IsBC4jdAsiSjFDbSpEweLja3IdfVUbnso2AKLBwEYsw1/tNDMC/O14CpPspFuROXXuAt7sLia5TOM5XQvrS60iGyy6tZDJTrJuiObIKJcO/S7+nRkCoVGG3nc3NwWgtwz/y7QuhW8OXUDYOqfbNa2/uRcwraFoRuKNw+RcjVji6zTsTCAoMn8+beR32zW+tZBFzqWwlhI8NZPCrySJJVP0YQIBMs4mFI+HwcEgkVYvKxsb2AtxvMO3cXDP+eS5y1UUwUhdZJyXTjpp0VKEYkmaClk0BLrGn+AtXw2tQT/bzUfwRSZwZ8MAPJvz0125xLbmxlkMk2u+Ht/mRQDCDSM0bE9iEATKZheNfj87u3FKJiuaBv2zz/H4nIBhL1Yvn88zODjILbfcQiQSIZ1O89vNJRaKSS4ua5TLpfc8dq/hXw4/98Jms9mora3l/PnzfOITn3hP54rH4+zu7nLgwAHGxidBUzAqZeZ67qN+dwZHYYfbb7mZmj2W+X43nDS7WF1eYsc/TA8wNKErFgA6V44jC0YEYLnzg3gTyzhzEZzDt1G5mMKb2STQf5CqZCe+vEA5eAgFEaNcYrd+gKLZTfv6CaZHvkTH/PfwlON8uP9GvjsGv9Fc5Y11D9lUkmXg8sHfBnRGvSexTM4RQBEMuFPr1MbmEdHthpLOALZqlf9zTsOMiddXk/iNoyjoX8a3DSLj829nhm623ELt7gyqQWK55yPsGz9K2tuGuXUYIqPc6S5wuM7JqyGFewP6Z+Mw7tmsiyYEVSVVP0Dc0UTB4cdmEmmdegbZYEZt3kcnedazVgxqlaGZp5CNVi5cStNotCCLJmSjhVKgmyP9fSg2L3+7bKZr/DFiTYcYHHbSbIPGjRKrgD0bIT59ludmUxQzSdoLJVRBxJ7foeCuoa+vj0bJw3/bcjAy/nXm++/njw/4aLbD8+OQT23hyobomX0e496DpSa5iCyaiDjbqNYVqd2dpX53lrX220n5OhCB7iB8qgaOrkGyCvfUVeggRTKZZHxlCzW/SipfZHp6mmw2ywMPPMD09DTj4+OMjIxcsy76JccvRHlw8803853vfIdcLveevOpff/0NPD4f9fX1iHsSGxURWbLR091N/OIKdlEFRFRV5cT5t5DKOSylFJ7MBgAmtULR7EbRFNKeVkLNNzM8cZSRgBtHwyDbZ5aIFFUUdxvB0Cjbs2PUKzK++LxeTABNEwg3HkaSK7B+AkMxQUOdD213gwabiMFgIBLaorWhnkuRrbeL0Q/Rtn6CzaYjVA0S9bFZCtYaFrruQTVaqEnovmOViVexySXqY1dQDBIikHK1sN76PkamHmNz+AGChS3EhVN86oZe5k6vI+cz/MkheGzOxLAnzy37RL56XuAWexqTxY2mqmSqekiK2QA31UDcaKVqstI6dIjhYhQtfpn5lV2kchYTOeznjyIYjfhM+mZZ1tGgPyT8HtqdEmcnZ7Hnozha+vD7NfKFIpZMGFmUaFg7w0sbMvZyklJVpkZyY5RLVEw2GjobGQp6+X7Kwcr541hLSezdB2lrg1yhhO/KOhoCrSvHeGVNw1Qt0LNHdC4brEilLIpkRQWWOz9Ez/L36b/yHIgCk/s+T9fKD7AVY+QqDaiiyHfDFq7zwh+9vT8ooaq1nF6NMU6ANnWZk7YDdL31PD09PUxOTrK4uMhtt91Gb2/vux6z1/DzwS+ksPn9fhwOB6dOneKee+55V+dYjMRJJBMUzW5efuM0oqbtLZlEfPFFXjWOcFDTeOLl4/iVlL5E0rS3i0ra2UTF7MSgVFjruIOO5WP4ClHe1yExOWNheXGeWGA/g4D38reR9pw2/NvjlM1ubEqZ8X1fwJmP0rFyjANjX0XYM6d0ZsLkvQ2wscBKDhSTldcXtkn5h/BVL+jxflNPkvS0kW0/gioakSo50ATy1lpkm4f9q6+gFXOIe8tqeyGGbDBTMrvYHLyfrvHHkc0u/sdBG29OC/xeQxqbyc1351VGPJB1W9nMxPQPyygRSRe5kgZVEHl+KUPU4ycI/PuJCn86KBG0wnoBTCY73swGhdcepiQISJKEWXQgGy2ISoXpoc/wlQMW/sMM9I59g5LVR3N9HffX5zm5HsVSTODMhMhf+C5HTyURBfCbPGiCiCZAtWWEjw95kCU7/9usQPvYo2Rqe2hqtmEgTzW0gFTOYi6lqbz5KF89XkbTNJoF/dFlqhaQa5q5saOO81ojYyU3IxNHidX2kfF10rXwIjlPCxoCAgpV0YZJKRIf/hiJCjSELlIbn2d6+As/FgwD8MYbbxBbXqEVqBrMZAQTiiwTDAZ5/fXXueeee64aVeka/mXxC9OKHj58mDfeeANZlt+VGuHY9BqaaEIVTYz3fZLhiUcxqhUUDAQjYwQilwDwpNfJugLcdcsQBk89/23LSe/EYxS9LcTtDXStHANVJVPbjWdplVcuzhBUVeqjE/ijE3qWplwi3HiYQGiMHf8+hPZD2M59jf2GBJPOIAIa0bpBss3X03TlBRz5KHP1t9KjKvzn8SRdmhHjzhqWVEz3Nhv7KmWzC19yBVdmC4NSIbB9GQBJzqGoFVrr3eQa27hcsNIcOs9q5130xS5jq+T48jB8d0miz5GnxwWnDQYq+QxSQyuapjGZVJkuO6BY5T8vgKJYEJJ53nprnTYN5OUxajWdq6fmU7yVrOc+q97lTktWZKOZnf2f4C8P6bPpJ9ZhYeIi/p0pDEqFlfUornASRTRQH53CGJ3gmGREsXkRcWKsFllrez8f3++l3WvlB9sCpyeuYC3EqPqaqFRTrK3MULsQBVWlZ+pbvDIh61aXogGTICGgEa/p5aMDAfa1B/le1MjiqVcwVYvUHriD4VboqGpMjBVRDUaMSoWqsw4BDZdaQhONRPzD1GbW2Tf3LF/8wheoGiw8mpIQd2U+1Qy1e7zqhSyc3VWRN0PUdfSyHtlFNki4Sgk0BHYTaURRJBAIXI2hfw0/B/zCCltXVxcnTp7i+dOXuP76w7S9Ay7UUg7W8NCuVrEXYxy4/PDbvzPsxdxVTLY9Bn4W6/Ufpr9D//2fuOG5BS/2xCphbw/mcobeuRcwlzOARvPWWapGGwa1yuzwZ6kNX8abXqetfz+57CbBwiZfHLiex8ftyJEFTC1NVEx2bIUElZ0FRKWKO7WKazKkz8yufBsVEBCQjRY0BGI1fZSsPlrjkygWNyFfF1lXE4HwGOZqDsfNDxAzQIcd2soZLoc0HmwoksbK5lYcowhF0Uw2XeS1bShh5NnFLDtFC/3AU+dn8aTCuJQypjOPYduzF7evvAaaiqhUSXvbqYnNYy2nCVp00eQNPnjR5EBQVcR8inMXrpCMx0jupvGX84BGz/z3mIl6sYoeihYfJYsbV99hyiY9lDpV0HW7FclJJJknvT5PaD2GP7mDUS4jvjnHM+gdcrvBjmKQKFk9eLpH+O0DDRQUkf8wrdJ98WESdX2YvGZisRi5tSRGuYS5nGJj7CTPXEqSTacYVNgjU+coYkQURb7kDnPeYqVVyHDX/Z/g2DOP8sKbF7Dsuw2T1Y6mKozGQVbhOh/810Von3sRmyzj7BrBsf4MeZOTpuXXUUQj0zPToGmo6j+hw7qGXypclcDkx9bhW5t6KvmQm58QoP9jiJXh9GYWObLE88b9DLh+nBenaHB8R9f91Zp1sbQsy4RCId68NIM1NPV2NJyAQMzbi6WUQhD0gb7UfS95Z4D63Wl8PQfocgoImsr3xlcoRDewFeMEo+N7Wswqibp+pFKalLcdbf+9WDYv89Hr+rmh2cfq3BQ3HjrAxZiMI7bEUeEg5lQIU2ITV2IJcyWDVM3hzOmCfIMms91wAFt+l2j9PmLBg/gSS5hv/QxCdBmb2cRNR27kYzfuo7e7U4/Vc9rJxLaxFhJM2rvZTma5lLfiNAqUV8a5YgyyURAQkhFelEaobK9CLsnKbgpbfhdrLkpdSI//c2dCGJUKBk0mXtNN1WjBUK2weeNvYI6vIdu83HjbHSSWp+lt8HB7rz4TObELoVSemuQSjtgSyVQKo0Gk6qgjagvizEeZ3vdZvnikH6m+mbm0jLmcI6rZqYbmETcnqdkaw1At0rA7xc7qj8KX05IHqZRmse9j/N69t3Dz9QeJ1g2xmANB0yjVdtCuxlhZ3yC8uoi1mKAmNkdofppEPEaxqhAT7DgLO8Rremnv6KTSfoh1/3WUymVqUqvs+ofx7c5yOW9GVhQqxQLPC/1Y0hEKmSTjaj3ldAxXdostqY7xihtJhPkcoKlEAoeo83mpU1LEMzmqkg3ZaMHqb+XBj9+LJL1D4uY1/MLwnmdsf78MS2tr1CSWOdN+O612gdv+Gbkaa3lYbzzMYHIVZ3yZR9Y7+XQT9O9pAZ/fgmPbMvbcNisTYfoqm6RTSUwmE3JVRpFciEqVqsFCwekn5h+kNjmPJhgRNBnVKEFVlx+tnn6JR+QMWikPgggmBwIw13MftYkFPOkN7rzlRtZGC7gSET7ea+Sboxa++9YccueNBASRJ8/PYi5nETSFA2MPvb1XlzM5SLuaaNiZYm7oUzQYSngvP8vN1x8kdHKdfiHGR28+xGOLGg82ljjl95JMJrm1Tp8xKJpus/ONNShKTmqqOUYmHiVn97PQ9zHObZcYQsMUmsGiVBCVMk1nfxg2A670FpogIhvNhFtuoXXpVbZabsbW2EntuaP0HLwJS3iandlt/tcBOL5hoVopclsdhC0SPjX39j3pdsCoRW8KzB7+Hb4ypLvcjsVhaiZO/c40wa1RjoWyVPMZmop5BDRqEot640Y0kHG3YjBYKDgD9Bw4zGdbdJnTX0xqOC89iorApeUQfiXJ9kaS2kQUY7WE8NYKF2q8+LweVKsX2SBRcPgR993FLgLNVtiJq9TH50g7g7ySMWGQC5jkBKa99zw4+TiiUqYmOqMPIk3h4NhDb/99/fMvoFubS9TvXCHrbkFATxhbph+bAY7UQPMdH6Ac0vNN68zwYBdcq2m/WnjPhW0iBd3hS5grWdA0Kuo/Y7oGdDjAJFkoOPy0bZ5i0t3Ef10wckiMckALsz2/wUg+jiaICEDOYqGnp4empiYCgQCjWStvjM8SWDuFIaNztozOGpRCWp81yWU6V17V+WylNJXaZh64oQ9fnZ9ntiDz6te53bxD3w29vPHSHEGzSrixh8zmMn86rtJl9uCNzVPJRkBTdWtxg4SGSM5ez1LXhzg48Qj2tkG6GgLEX5vmi44tDgx08/BluN6cxOz3EQ6HsUlGRNHA+PIWJXsdqY0Qb+zoM6RICWolEItpbKUkAEWrD0s+/vaXUgPM5QwlqxdzJctS1z1YCrsEohOUb/oclslXMMlFfvdwC29sSnzAlePOfRIPnYMPebIkVCfHZxSsBpAsVlKZHNkq5AUzc7t5uooQtOqOLVWTvifgXTvPi+tx1EKGbL7IgCqjAb7UCiWri5r6IJOyl2D4LWYO/gaB9dO40xske+/AtDWNPR9lcXWdS/Ek0USKpkgSFehefJnVnVpsAQ9OXx3LlmZa1k4xffDXabHq6oTtEFhSW5hLaTZ2opjLGdYLMVqLSVRBZPDKt5ENVoxqhZy9HlGV0TTQBAERUIBowwi++CKaaGC5824qRhtN4fP4kqtM7f8iAG6jbjf+kSCEi/qK4YcGmR9r1P9dw68m3nNhC1gAQaBgr8Mlidxa+zNfAoBPgi+2wjcLNzIw8zQHJh5BMUhUEZgQFCTRxK63k4ynjZyzgT/dZ/uxfbjbrHDrXf28fCZP+MolWltbaWxp48ypEwBYSkliNb34d6aZ3v8Ffq8D/F7dIeKBJnjK42N7a42t+mEEQeTvTy9grBZpQmP/+DcQNQUVAU00sNV0hLi3G1Wy0LXwEia5xP88IHF+xYk/v8id7S086XQQ3VyBwV5Eo4lT81tkpQZy+SX+Zg5sBgvH5iOknU10KRXOnziOp5igtlrEpOhkzx/y6SqSAxURrZpndvjz9E09SdHqg6EPwNlH+eRwEEOsyqVtmT/ugZMRXdze4YBRs/R2ZJ8oiqTTaWYVD4qqcnQVtvJ2vMUQ/3GyQqAKUn6Hb7/wXWqUDMVSieE9hURdbI6C00V7IECLr4Enc43sm36SjeabuWO4m5tq4dSESnD7Mu7deYxyCaNcIjDxLJZiEtlopqhUSBk8tAQbuGjrx7g1Q8Hh58b9g7R44Kl5qJhU2rQ3cCTWyMhFRufidObjmEspEEWats5j31vSpwL7sC3vsl2/j0zzIfpGHyLVdRvmUgrb/KtM7X+QtqVXceajxBoPYSmlsBXjWB0uPhkAg6+DmTdn+bd7Ac81Zl1JA9Bse6/fhGv4ZcJ7Lmx/2A3PzZkQ1ApfHvrZKeD/EAagbPHwQxJG2h6g6GvjT48EsTucPL6hL1nvqeUfbS6IAnzkluuIdDbyyiuvEN3ZAUATRFQMGDoPYtiZ4PetCxzw9hAtwf+1iN72lxpp2J4gP/oiDk2jbeMkqmhCRaRk8bDQ9SFGph5no/kmShYf7auvs9p+O0PdHYQnztLphIX6AMtbWyjbELI2kgyv8uXL0GOwMre2RcFWS0BVMF94GlO1QF1slrrYrE7fyEUp2mqwlpKstbyP2vg8kYb9dC+/iqu5B6cok58+xVeGRV5esWAyFPnkkIWHzsKApUCx1smYqqJqUDHZyZUqXElDXJXYiRaoz6C7mUQSnEiV6ADiZ17AW0pgVGU6x47ucekESqpGa1sbvvoGvplrom3scbZab+E3buyi2wnhgorhUhpNEKmNzTF1eo1dJcVgJoNsNFMTnyPnDLLm+wAVyYlskOib/w47/fdw85DOkTu1pBGJbeLKbHJxXCEppGhPJDFWiyAING6eQZJ1N5W0I0jn6jEuDf8WZpOBgbcexlnn59MHW3hlU2LEmudD++CxiwK/GcjgdTj59pzKb7fDy7FGjNkQTVaI13RTLNaQluGgD0SHhxlNw6flsdvehXL/Gn5l8J4Lm0eCFreFZDL5jooaQKQMbSvH0UQj8z0fpWiv5Qst4NzTov73ls8/DYFAgM997nM899weE1/TcJaTfKatm/n1IAtTlzkw0MMPtvWi1j/zDNZSQl+yVksUbLWYyxnSN/06tvkT2NJbfKbTzsKCjQ+UZ/m+7VY86TVqUytYB7qRL53iX59JYzD00lue56WFOIFKCVEpM3jp6xhUGUs5gyOnS6Fko4W80YyllOLK/i8yNP4Iu/5hdvxD7B9/BIdSwFzJ4suF8fqDiOFL3HvvvTw2qeAQZVwOK8lkilgZEATeWEvxcrGBEeAPxlRqsg6aKxUePz9PQ7mIKZ/ijWcexShXWZ0YpX1PkSBoKllXE97UGjMjX8K7M4M/Okn10Me4tQ+KFRllNIWGgG93ljeOr3K5kiSTydJpsusPC7lMqr6fL4x4ORp1U50/R9Hqxdo6hE+EQafKq2tZRFXGvn6RxzfzeKtJSKSoVzQ0o4mK5ESrqyVk7dLpHkuvEGm+jvb1kwwPDdHjhNFV+KC3yL0dDp4aN3CzK0fQCh6bGZtSxGrQC3c5l8MZ0F0qD7hk1DYHExsKAy54udBC1t1CnxPsBhBsNjweD0899RT3338/NTU1P2VEXcOvOq4K3cPr9epC9Hf6uu1pfMllFrvuweqt5c+6IPBT4td+FiwWC/fddx9PPPEEgiBQV97FbtC1qc888wyZTAa7UddWRQIHKdh8DMw+R9XfTUtzC5nT3+YPO2Synh6+9715bq1VqQT9JOJh/tV1cPqKG19iiSe3u9hvkGhbOQaACgzOPYts0OkOGVczkcBBShYvTkmk/a1HKLmDBOpqUCaP45FEqiYrDeGL1MRmqUh2PKVdfC4HjUKcpuZWJi+P8UzUhobAn5/cxlO04y3t8O+mYVgTmLoyT7OwgAYMjz+CUdO7w80bp1E1AI1UbS+t2SXq6v1cab0Ty4mHqbYeYLCxlsjxNa6rl5hJOxHVKuLE9/nmpSSVYoEmkwsVAVGpUK0d4I5+Dy6Xm38/Z8R/6Wmqkg17Uxe1PhVpM4OsqfjBP8U+AAAgAElEQVTiC1RyUdqFFNvpFD2ihYrBijW3w3Z9B/de18eLaS8LkTi9Cy+x2XIzmwCqiju1CmhU7DUIaHxqj/96URC4wZrCanBgMpnI5XLEyrCtmNESJWLrUMTIc8s5HmjSh/FiLMdTOw76NJVXo/Bb7boL7qDrR1mlDzzwAM888wxnzpzhvvvue3eD7Rp+6XFVCltXVxdjY2M/k2yrqiqbm5ssLi6yvb1NoVDgwHWH+WBvM43WH+13vFsIFgfKXlJVJZ/mr+fgr4d9OBwOzp8/z4fv+CB5GaKODm6pgY2oj0BpjfsH9vPwWZHQ2jId3b0gCDx9eZOhti7W14+zGMtREkzY01uMXNIF5pZikpwriFKSSDsDrHffTd/0tzAqFazuGh5oUBldDqMJIlImykrjMK2aiqZUKJi9uCoFkt5OLKUkQi7GujOAI7HFWV+ALrnKeDhNPyKNG6cxKBVEpcLImN4N9aVWqJj1aW3OFSTu66Jz9Thz1/8WgdAojugcH7r1BjZPblMuFfmjHvjGGQP3eLIMtbfyMOAVKpQkN4KmEq/p4cMDPvobXDy5KbJz8jlkk5Xu9k48HoV0Og3RJIKqYMvHUEa/zdfPZDAZ7ZgxYK7m2a0foqVrH/sCHv7kikTvzLfBYEIO9FNbK7Mvs00otQVoDI1/E5NS2sue1/cW85KeBJMrVTBLEoJoYCGWw9sAJcHEbKzA6VWQBSvu/AbRU89jlcv4IhO88fQUInDqu0/Th073kRWViipy2PfjY0QURRoaGt7Vg/gafnVwVQqb2+1GEEXOza2xv7eL/3dF7zLdUqNygxBmYWGBSCRCPp9/OwuhtbWVffv24fF4fvYF/pmIlKBgq8OW30YWJUqqvvTct28fFy5cQBJUHmz7UfW0tLdy6fI40SKoVjc/mFylpPViEa3kp84TM5mQVJXE609gFYwIqGw23oimCbSELrDUfS+tG6fwpNapNUHW1Ujt7hz2C19nVpNxIKAKApZKhi1NQhNEanIhsvZaXPltthtGCIYu4C1nUAwSxkqO9vmXdGLvzLdQAamSpWLxICkl5rvvpXX9FAVHPeGO2+m/9A3yziCfGmnn0ir8m84SCbOTc1GZg16IWa1kMroUzGA0sZPOs1XS//5SLo3RpReTiq8FvweSySTba0mMShl7OcPa8W9xtKrreb2CV0+QV8ustn+Av7zew7mkke+tFRieeoxcTQd9QYjvhOnZDmOsFjCXUghnv8bXz+iecz8Mk66YXaiKhCIaSfq6CEQuYzIa0IC/upTB7avFgZET6xnOVOK4ZNDiO5SUczjzMQRVQTGaUQ0mFIMZY8sgptWLtPUO8KL5AH2XH8WlZOl16jSQY1G4lNQTsK7XtlhbW3tPGuVr+OXHVSls5+NQMto4NbfJsawbcWeF5kyIWDHOy4DT6aCxsZGenp6rYlX009BohaKvDXt+G2s5RcBUpcFiIjA4yIULF5ifn6e/v//t4y9a+9Hki3xlLE2zYMWR3MJ4+igGtYKmQF5qwCKKtHZ0MdX0fmwnHmbQa0au66QUOsdX2lNoLX08//wsZlEl4W6nbvcK4YaDKP4eEgYHvp0ZmjbPY8jtoggGTMvnqdE0RKXMwT3FhAo6lwvYrt9HMDLGYsfdBHYmAIj5h2ldOc5NTS4qCQtmU4Ebm2BmwoSpkqOAiCAIUEhjcbiQFYWNPIQUK+V8jCc3IKWaCG0X+O50iQFEVidGCWoyAO2Xv8Vzl0p4XE6sJi9lg4SmVol238VfHnZjMBj49iZMj4/REJ1AllxsbG7i2o1w83aMHLDv0jd4ekxDEARsJgsVwQCCyGbrrfz5zU047Db+n0WonHmSstUD+QSiJuOLLyBoMj1T30IDWmZeAE1DQCMYHYc9EjUIGJPLoKogGljqvpfh5RcxqzKfumWYF0MTOCUDfzFs4blxgS/5s9SZ3VxciTJx/gIIRrbzUV5Rq9TV1XH33Xe/qzGmaRAugdOomwdcwy8nrkphe3UbJGstnsQKpNcRVYWEp43t4CH+8MZmmuw/H6dRqwF+/9YennviPKLRyG/VxjAIARBEGhsbmZycpL+/H1mWmZpbJD21ghMYvPItVEREVML1A+TtfrqXf4Dnho/QsnKcxG6UP74dvj3hxpFa4Z4jvTxy1sLElVl6Dh7RuXY7qxScbboPW3YbLb9DXTmLuZJBRKFv7nk0wFRRSXta8KZyzHfdS94Z5ODlh1npvJP+uRfoaGygumPkHm+OWNlKNZviC0NWXloXuM1T4pLDSi6X46UwNBosSKU0z27BgCDy9EKGlC1AvabxN5MFmjMlPJUCkZPPYyunMZfT+JLLKIIBWzGuFxgEdgL7uPu6QW6tN3A+Dq+cHaN+Z5qiycHaxhY722G212PU5RIIqsy+iaOcE0RsVgtOp5OCwYCjNsBHP3g7dquF0zvw3JUwvQsvkXC38fJ8iObyNtpGDGO1QE18fu+O6YtRRTCQt9dhKmdJudsoN/ThWT1L2ezCcvBD5KZP4spsUXv759hcW8U1f5xPN4OWshKLxfBKYDKZyOfzmET0Zexulr42WJx8C3t+l4rRSs5eT911d2N3GikZ4eS2Ls876PlR4hpAWYEXI5CV4YN+neMHelF7aAUupcAkwB906YTya/jlw1UpbAYBss4AruwWsdo+rB0HKAhm7qiFpp9zV73WYcFkMqEoMsnYLs1BXS50+PBhnn32WR555BHK5TIGgwGz2UPVaEc2WQgP/xqdo1+js9bFnQdaeWlF5P2sIXZ1ceyY3iioa2xlaX6Wk7sQt9STXNniFUOKdsGId+UkNdobaIAzH6YiObGU02w2HaF56xwLvR/Dm1jEk1oncPguyse+xt3ePO2dIm9OSXzSFmbZYqZfCTMnmXAqeSS3ndVklJBipapoPL9aoli2YsgmKKmAIODObJKJXkHTNISlC/gUfRY2PPUYGoLOiTOYyNkDOApRZka+REU0Ion6rMM6ehRjtUR8fYmTc1GmQgnqCykMSoWeS0c5LohYLWbMkpOU0487vcH0wKf58n43PU49ZCX72nMkcwpHL0c4QITxjRgduSQqGiMTR0kIImWLGcnkpGB2I5XSXNn3WWTJRv/MtylZPKy1387+bJhmn537b2ri+bgNUS3zuW44lbSznK3y2RbYMDv4/pzKQQ+cMtjIlqpES2A2mykUCvzVLLQIRsajeU5OQEPFjMXsJFbbh1TJcT4FUjTJCSWPXKmgIrBkdhA4VEe7HU6dOsViwciF2iOAno711/t0alGiohc1f+Qyu3X9nNy1XCtsv6S4KoXtw0H4+3w/LVvnKAUG+JN+M7ZfYMZ8XV0d4XCYSCTytgV5TY1uWmg0Gunv78fr9RIpwvcvTCAvj/G/74MXFt3YUisErX04XU6uLCyx/9Y7UTWN/zQaJSr20Vkd5/jZC9TkE0jVHN1TT+vReahstL4fS2GXuvg8kZFP0X7hq/Q3ByhEJT5sDhEYbODMyTl+vQ2esFmxZqP0uHq57LCRiu8gWuxc2ohR1SRObeUoWmvwlWUeCtk4oCnE1hewFhOYKzkGLj+CYS+xqmnjDCXJSVVyUnTU4UxvAgLLg5+gqsEhD1xJyfSPfZ26rVGajCVs5STxdA5RqRCIjhPdNVCwWRGNLpLOZmpSy4zv/xJf7pMYcMN8Bv5uKoUrvYUntcbFs1lmS3EiySy2ik4I1maiLFssWC1OwjWd1O1eYb35Zuytg/z+gG4d/vejG3Qs/QBnPop9O4K5lMJcziKVUsiiiQYKOIwQdFmJx+MIAvg9DhYVhUwF/i7kpgP4i0kVb85CY7nM351bZ6BSIZvN4SkcR5Bl/NuT1CSWMFUKCKg0bl0AoH5nWu/66u+YismOVM2z5PoA7SPdzM7O6mOoaiUYnWBm4JMkKzZCRbBWc3Suj+GOzROv6X47RevdIFbWE7k67Dpl6hquLq5K+RnxwJ8NGDk+LfERcQmb8eDVOO27RltbG+FwmGg0+mM/f9/73vdj/w9Y4bM39vLowgVKhRx1wWYWF+YYS0LY2oi0vcZr0yX6BBPmye/TjoIGNESnyDv8mKs55no/hk0y0jL1LPcf6CCdcLJ2apZ/05rm+UsmhtQQCw47ciZGw9CA3hnOypTNLsY34/xgCjx4MEVTFK01ONJhNEHAnNxCSkcQlSoHLn9dlzMlVyibnSQ9HZSsXjKuRrrnXyTSeB3xhv14JeiyVti+lMaTWqdt4SX8aoZqqUi/rEui6ndnqFidBOs8hOxtmLbnKdhq6br5gzzQBKE8fGW6Qk1qGVd6k42JHZbTMaLJDAOlPACN4VGykhWnz4U10MFmTqYmPs/mjb/NX+3TP9vfGwNPag1fcplSMcF3FhPE01k6Sno3tG3lNWSTDRGNjL0OVZRQjBY20kUiRZgs2jDlI/zHK+DIOLHJCl+Zg5QmoSEwfOmH+5MiwaXXyAgCqAo24hTNHmTJgiLZqJpslE12KmYnFaMdqZKle+U1Jg79Dj3Lr6BViogOH8mFcRjpxm63UygWaQqPUpGc7J96nMc2goQ93XSsn6BGMiP038K9bQ4+9DNCnn8aIkX46zkoqbqE6y/6dSXONVw9XLV5Vbsdajxu4pEQ8IstbF1dXZw9e5ZqtUqhUMBm+8f1MqEiZKsWMEo8fHqeiLePjsoEz5+5RE06irFaYHDysT0HEQORxuvxxhZQTBb8Rz5C8c1v8n5liY8duZmvXTHgjC9yqKeHr5/SGFtcRzDbmdjYoWDysr0d59l5CwcQ+C8XtvCpNryFNZyzr2HNbmNUylhLSVREBFQqRisFez05u5+sq5HW9RMYVJnZwU/hNsFdvgpnFrbQRAMN2+MEd6cwySWqqop3T8khyhU8/gbaA/W8VgmgXTmBajDRcetH+FATRFYhkQhhLcYJXT7Fd8YSJNJZhst6AEz72utsma3UeZwEmlo4VfXTvv4m6y23cnioj/uaYDMP/+mtHeric1gXT/HkQgKlmOVAsYSgqXp3tJxFq3HS3N7BG5UALcvHWGv/ANW6LnpGH9KzC8wiCpBLp3j4+Bi2VBRDtYDt8ncQ5RIaGq2j36BdUwCN5dYPkPZ1gijiMQGRedrXTxJpvAGpksNYzVNLEYuaRM5GMKQqVKtVlFIJDQEFaHRbqSbSDPV1c3F0FFVV3/YJrK/3E9uJYpQsmLI7tKdDJLyd9N90x09kim4W9P24Xic/YV75D8faTgl6HSpnLk/TuTiLoMqkPO38W/kmJAP8boceCH0N7x1XdcEYDAaZn5//2Qf+C8NisSCKeqdwd3eX1taflDD8YBueCwGqzIDBirQ1SWtoCg1oDL9F0a57lK033YRqddG++AM+eN0Qyfkyu0szfLENXg36ScVCANhcHt6aXWbN00/B7GFiYY2qwYV1d4eS1YOrlKF/+mlAo3vlVQAUwYQntU7S207O4SfrbKRs9TI0+QRZdxOh1vcxbCuhxDYpiEbshRhD449iUiusaCoNgqjrWTXI1nTxwHAAY22Qv10wMnTp62x0383nhm34DBWmlwtsiQZs+R3WTzzPI0qWSrmMQ9NdQqqxDcRaF20dnRyvNNC0dIyVzg/yO4db6XZCpgovXqqgbhio3Zlh4+Qs31RyFEsl+vfO4U39f+y9d3Ck93nn+XlD54RGdwPdyDkMZjCYGXLI4XCYszJpSqIkS6LkoPLt3fq8tq+2yt7S7npX5/Pu7Z7jnkVJJEVRlERSFEWKIinmyYM4GOScG51zfMP98YKUaNFrKpXqxPlWoQpVjfdt4H3ffvD8nt83rFB219DT0cH3CyHsmU1qE8tMD36S//WIcd1PjxVQl2WC26No4YsAdO9lNwBogkzt7iU00YSAYfJZtPmwlNOk3U2kvB20rL5Oy8ZppI03kHQV9t5fB9qWX0QSRQRJRpdMaLIZv92My15DTrAwkbMQikwgKhUcNjvRapWe3n4unD/PI8/8iPZjt4FthHBJ4ODtHyUxdZa1SIKYp4+tlmPc+U9mxqdi8PU1470PeOCzwRxWq/VtfM7JNPz9IrgTi7SvvY6ERtHVQsHqpWF3DF1T2Wo6xtdWZP7q4C/8+F8Gv+TC1tHRwcTEBJqm/VICkX8ReDwekskku7u771jYTsYATeHw3jIPIBw8RE1qFcVko+7Y+0m+8TjezDrbwTsQAFN6m+uH+nlsZoxsoYQp1Ely7RX+bhHilmb80WlWzp+ltlLAoqUQ0NEQkXIVcvYAjmKcjKuRjZYTKFY31nyEvtmn2Oy8mT5TnqOlTaZWLyJWS3hjC/hjcwjoiKKEdS9tqmJxQedhfu9IiGcjZsbGxwiGJ1hqPk7RnqWwtkxodRcd6Jn8Fk9fVIztPMC518kpoomWtl7SzhDjK1sEEgsUj32SD/QZVkrPjhhdTX14nNefG+dcJUuxWHorONlaSlF01dPQ3k1LUwNfSzfQdOERovWDHL9miENeqG6XeOV8GFkr0z3zXb52KYtSKRPcK0JiOUPRbrBnlzpv52hnIy/FjXSvQx4jh7R95GEK/k4OH7mCleceptHvZdXTScvaSfKOANnaTn5/n4Oo5ObLazJDk48wOvS5vbupgShTG5sjJircEaiSSFQw+kIwVfOcK9gJVhT+ckFG67qdhrkf8KOzo5hsIWqTS3wjXsOXbr2DTBXGU/AhOxz8J7TL8wloXX6JuK+bSa2JR1/+JoIAAwMD9Pb24vP5GN4t0bHwMo7cLglvJwevPsFwWGT/xCMABBJzBBLzJOsP8LTvMAe8Mu2Xpay/EH6phS0QCCAIAru7u792G+VQKEQymWR7e/sdX2+wQaQsc/HAJxEkEwfGH2R/bzdyGBIr0zhlWPK0EQhPIKZ3KJudvDwxz4vVm/CJMn/56jxpTxv7dQ3l1LeoK6cRAF90lrLVg1yIstB1J1lPMxYRyhr0TT+BqFVxZzYYzOyyHUsasqhhIy8hJkm4JJtBhFXLLHTdyZ8dC2I1y/zbSWiZfAIBnXU8TM3NszS/iy+zC1qFwyP/yMkRw5nWKdnRBYmyxY2j70ruOxhkVzHzXy/m6b/4DXZ672Bov8yZzRzm6iKSUsY0/CQPnstRrZTp3is+tmKCquyjv6OD+mCIv0s00jLzNFXZymLP+5kH7tAKeOJLoOvUb49x9qlJhpUSuq7z5ghKFWV8zX0c7mxgXAsyNnIOb2qFmL8f2+YZvA2t3NsGHit8dwsmM/DZNlicNnHAVeC6IHzTaqJRLjAqgibJ2EspnIkZTp8uky9XOVAxZGVvcgO3Q0cINxyhcfsCklplfEsgr0kElSJpRz2tq69gLWcRtCrBU4Y9lCZINOwMG8cHD6Hqhpdcs934ylbhyU0jtf6WgMbC9CTO8Uls5SKRuv0ESzuAztDQIWZmZrh06dJbz5tdtrLYcTt2QWH77PMMJbYRdI1obS8brSdo3TiFNzLFzg/G2QGCTa186K6fj2t3Gb8Ca3Cr1cbM4gr1wdC7ctL9VaGjo4Pp6Wni8fg7dpD3txlUBUV3cEsdPDljoSU9T//hfr45N0Y0XyHu6yEYHqVn4VkUyYI1vUNyeQxd02naPEvz5lmj+1AqbLRcS/PGGaLNVxH29TI0+hX8kWnqkot0kCCSyiGpZTTAUUxQtNmpmjzYinF2AwPccPwo19XJPLUBp+dW6Fh+CdVkY2p6ikIiQvtOElMphQh0Tn6bEVnGLjvIWWqwVnMstd1MZ3s7n+8WeWwdNk9+H1GtEhcdzMzMEs3kqd8tAtA18jDfGTZmVV4EBHQUyUKorYl9rSGezoeonv8uJWsNB0/cyjUhWEuVMC+uYS5nMZcyDI5+DVmvEgE8grRnfw4ZfzcfHwzhrW/k/5iSOTj6ANG6/dga2rmpJkfpkuGOK1cLNG+cpirbWCtAUTUck+VSClFT+e6WjwOymd1MgbIKZdHMSqKA4oSKZMFWzlAVPZSdbmx+B8tlB82bp1lpvZ5kbSeIxqM9OfgprvXDBxvgTy/CwMQ3cORj5F1BUl4/nuQKVbOT7X0foGbtLN74IpODn0CTrdxcx9t2Pv9hCbZiCdpWXmanmEQSBdrb2jntO0apItJ16VuYa4NceeWVSE39fH2+iAaYnB6KpQIDM08haVXMLg9bwUPsBAeps8n8+y642HyCJ7ZOsG/q29hKKVTrz5lKfhnAL7mwpSoQM3mJrYV53AF/1GPIWH4dCAaNfkEQBFKpFLW1bxcNWiX4wE+IIGp8AWZWNii3H0UTZbaW5lF9XQgIlEx2LNU8dspYdsZQTDZMSoG5oU9Tt/oGrkKEe6/ex8X0DAcqK+wI/eStXmoy61QsLux1HhKWVpRqlfroJOOHPsf/MwT/7zJUTj6KtZRianKSkholFUvRns8hoNE38wQzsgm30wEOL2lLDd70KmMHP8t/HDLjkeFfj8Pg6FdwFKM4ttI8vxwlHUnhLGYR0GDkCUZMJiTZhEOT0REo2H007r+Sm3uC/KeLJfZNPMJ275184YCIywSZKQ1ntYSnvM7Kcw/zZdVIimoTJNBVSpIdzeKAcoatKz7J1X6ZC+MThHbGWG64moI1R3h+gebVXTRdoG35R0jL8Cg6giRjlmwkPe3Yi4aRaK3ZEKubRfBvnEZSymy4PsKmYkFKl/gPlxRqqxJyKYU3fAmzWqZkq2Wh7VbMpRTWSg4TOXQE6qIzNG1fQEfk0uAnAKhq4DHtDeYliZS7g2T3jbQ7IDZjwxedIYOZxnyUrLuRHq+VP+g07JZ+EltFaFl5DXsxQar5Cr5wTSffe/pp/GvfJqAqqJKZ3b67eO6559jY2DB0q4KIoBtZCVlnkIXu9/On/SI3ibBbMgi+Zc1wL7aKMD3wUdwyfLSfy/gFIOi6rv/LP/bu8Mw2nBsdI7QzxtTAvQRrXPz5vl/W2X92PPTQQ1SrVY4fP/42KdWb0HQjq2EqA8LWDI3rp9louprGzfOIuoqAhopEyeYl7W6hYXeUla47aa73IZ96hFt/69No6Qiv/Oh5Pv/5zzM8PMzMzAyLRz6DtDxMcHeCycOf4z8dEDALGn97Zh3P7AvUNbZSyaVIZgsImpGNqUpmAm4HFpeX81odTZvnWG6/mdsOdHBL0NA6fn0iTO/894n6+wiRx1lJkcwVEDWDlKvLFgIeJ3lLDetlE/74LAtHf4+/HDSWT3+7ANWzT6JIZkzN/XQouyzsxHDmwqiiCRkVsyxTVlR0TUUXZFKh/fz2UANjWpBnIhKHRr/MVugKynYfHUvPs9F8HE9hF3NmF0s19xY/TJZkCpINsVpCE2VWOm/lv1xXh4rIg6vGzKpr6kkUSaaprZNgOcL0bgYha0itdFFG3Ls2b0IHI5lMU5H3Qnv0vW2HNz39KmYX5mqe1ZYTlOw+WtZPGm4vapqMKoJSAUFAsDgxaRWUcglh7/00XSAaGMDSc5R/+w7P7bfWYf7CSQLxGQR0uvr6WZqdId18BNvONDlHHb3X3k7sB1+m+cj1TM3MYCrnWDz4MSRBpKCL9LrgI40QLkGvE76yaqgfTAJ8qtX4h9vhuCzX+kXxS+3Yas2Q9Hbhj85gVoo45F9vOx0IBNjc3GR7e/sdC9uFBLwahYat8/h3p0BXad44Q9FaQ6qmnVx9LznZiVWEO4Ow/dIiJ5R53jdwM187byK7MceBAwd4WYfX5rdJeXsplcfJFBUsDj+CrtJ38VG+NVZG0BS8giEhKmSSBOsCVBrqWYml8CeWiB/7DH+wz+gunh1RCG2P0rA9wlhsmoieIVco0qcZPDp/fIGyzUNHQx3hunqU8BKSWiU8eA9fOAjxMnxxrEQgPot77TyPbyQQCmnkXAGTahQLfTZMwmoF0bhHaU8LB7raaBZzbBYlRnYy+JJLyF1HEew5zl1YpCW7iwA07oy85czRtHUOzWwnb3Fjq2ZZabmOpvYefr9X5E8vgnvxDTzpdVTJxBvDk1TSEdzJFAOZPKJWMZav0zEEpx1ZdFAy2zFX8+w0HsWe3cKZC7Nx+BM41oapTSyyeeRT2JfPUJtYYOrApzg4/jU2Wk8gl3PURSaZOfBxBscexKKWyJgdCLqGTRLpau/iZLiCnA6jmSzIVgcup42NbMU4b9PVNK2fpGxz0/vPrDJa7PByy9X4Uots1x+EWWMel6toCE2D1K6d5y5/hRdDIdaHX8UmWZDUMu7daW48Msg+N8Qr8H/NglgpEEzM4owtcaicZKrvXh5e83JznbG7ehm/GH6phe0aPyzmXIw6PkGt2Zhj/TrR1NTE5uYm4XD4HV+v7vWqVdlOvG4f0doeqnYvrXZwifDZJghaDRtpkwivNYfesruRXLWcm1tl1H2QstnB+YkpSjYv9UD/2Nf2wpNBFc1kW4b4vSub+YdtN65TDzHv7Ga94Qi3+hXmz11EUsvYJp7hwdEMSrnIYVU1nD3KFTRJpqG5EbsvyEPZRvZPfYeYrwf/4HFu6oTnhiv4I+vYc2H808/wlYsZ9EqR/aqx+1cXvUTe4aGtzo/WVM9MokwoPM721Z/nPx6AL06B/cxXyblC2Gt8yIUS4egu3tQ2klLE/fo/8izQJBjuG4poomp2sNZ2AwWbn16PyO+2wx9fhKGxr2Ipp4mvTPPS5i4N2ynMxSQCOvtmnmBWMuF1OfDWeFl1deHeGGG96RjXDA3w/gaDFvGdU5MEt4dRmwboymgk57b4d/tlRlQHC/Eqf7Efnso5SCRU/nxA5NlLMlc7crS3ODkXUfizfnhmUqaBHNe0WJnzfoSJLGya4bZrjVWFLMJnWzS+vlikIuwYCoVSFhGwFZMc9yr8049GSYVnw4AoMzH0WQBkfwvBye/iSa8z33QPx3bGOXfuLLfccgsvv3GKybiCO7NB8+ZZFpQYN3/wJt6IGaYH++a+h1wtIugKAoanX9rdyAvqrdglmTsvR5j+Qvilbx58ug0+/cs+6c+Jrq4uzp49S7FYpFQqYbW+XdcQ568AACAASURBVANzVa2xJJoVDNfWaz0G0fif22rfqekmNzfHH49pOE0h6ncnyJ96Elslj6dixO9pgkzV7GBu3z10zX0fQdfYcHWytrNFZeYSuq5RvzOOGB5jVNdo3Ot9JKWMI9jEwdYgf5doIrA9gie9zsq+j/BHhyGXL+A+tYmKiC++gPr6Cg+8UqJL09DfPIdaRfM2cnVHPU8UmvBPPkXS28kt1x7jmB9WshrD5zcRdRXHzIs8NJWiLp9H0BRa1k+ysA6rsgxmO1WTA3O1wHzfh7i9K8AL82Hal16kbHEhKRVMksTvSJOk1iI8M5bkYLYAmkLD7gSaaCLmsiNYa4g6GwlGLzJ68LPc32nmar8hJfrulMbQxgVs5TTKxIt8+2SSdL5IQ7WCJkjEKhDwOElqKlYJ8iYniqryv42Ds+CiQ1X5qznoQGY8nKds9aJpGt8YWcOpaqiRNRZO51BKRXrUqmH7pCv06SqapvHaGZ1mQMMo2MHIhEFxiVxickSn5YZr3nbvV/MQLUNg9yJVk51ASxctdh+z4QH88XnaHdDf38/k5CRra2uUy2VqNJ2Yv5eitYaWzXMsL7fRW9vBSxGIezsJ7Y5TsPmwFhPo6FRNTkAkVvkVfBjeY/g1Kjp/9bDb7YiiiCiKRCIRWlpa3va6SYR/1fXuzhUrwyuVIIeAzmEj7AUMSU/M10sgPsv2VZ8hsHkB2/YUtVaZZE07jdsX2Df+MGdEEa9kRdeNXciVthv4k2NN/I91K75TX0Fr2s8HrutFKea4NrHBWjGJuZqnb/xhvjxiDO9bBQl1z9In4e/l7oEg83Ijz8dEDo99laXO2/njQTutNo1XRqLoCHhjcwz/YINZNU+1WqUHY1blyEcQfQGyNV3Yd6Yp2GppPXY7H28ViZTgP4/l6J98FEHTeW1ynobwJKJaxVaIGTuzU08waTLhcjqp9XqZcXTjTq0hq1XmD9zL3x+GkgJ/OKYRjE7SsnGKuXCVtVKSbL7AkGIsiX3xOVIOB41+L+ZQFyMpaNoZRgZeyLhp0TT+w6RGIQJdukb95nlseSOrtHfYMP2si88Qj89gNpmomXkeRTAZNk7FLIhmbKUURVstQqiTQK2TqOBCtrupylbGU9A79R0cpSSLnbfRtD3MYizHYu7tG191VkNV4MxFcObDrNd38a+74bR0iLlnLnGnNsv+K64gHA5TKpW45557GJu8xOzsHGpsFoBSqcTBGviDpjznRsah9zi2+bNk3Y0sdt4BoohV5F3FV17G/xy/0YUNwOVykU6n37Gw/SwwiyBJIhWTkV6+3v8Buie+iRBo5cTQQea+N8snXGGiA/3Mro+RLpSwWj0I6Mx0vx93oIEWG6zMT9G0dY6KvY7V5SWuie2yqKt4lt7g64uvo+s6iBIW0TBljNV2Y/Y3odSEUJFR1idp3jzLdtNVOHwVuqLrTG/sAAL7Lj3Gi1M6aCoWjB05XYesrZbrevqoCzXyD2EvwQtfJ+7v59jxwxTiGoXoMqZqgcjsBC/MRdmJp+jJGXmj3fNPGzIvwUgyTbtb8WQ2WL7yc3zpoIi8x6IprGlcGsnhj8/TtvACj84nKRUKHFIMflltYomSw0NjvY+Grn5+GDPTsvYGk4fuR8fYHexzauRnDCVHy+IL2AoxABrOPvDj+5neIurvwZPdZLnlBBWLi5LNywGflWJkBWnqJS4evh/grezXgUuPUbLXMuc5wHSxgLmSxRpZw6XmaSoVsJbSKIJMcHcCUzmDWinw8KU4/+HqH2ci1Jqhww7W7DaSWkFJhMkpQa5vsKJ0djB24RyD+/reZjd+/KqjHL/qKPF4nHK5/JYXobo1B5LMnOqiR1cpmj0MTTzIQtcdUNNwWTf6S8BvfGELhUKk02m2tra44oorfu7zuE3wuTY4tdWKI77CF4esPL/pQ82t4TEfomJy8NTwHElvJx0Y4b2Cbgz7G8LjqPFZJCVJYzaDqCv0TT3GmCRjttkRTFY0ATqvvpUXSvVkVJF6K4ROfRldlCnHtjCHF5AECW9uFx2dQ6MP8MIoSKJIjWRDw1Al2LuHuGegnjXdzaPnFmhde4103y1092nkU3Fc2xOgqdSFxxj+7gSCWuVNJa26mSXtduCrrWXZ00fD5lnmet6PLtvonvseKU8rcV8P3swazq1xnt2JUsqmKBQKVKtV6vbOYy6nkf0+6tv2MSo041x4GUWykBx4H78/CN9c07Csn0ED2uefw1TJYa5kWNVVejF2OC3lNIpsxawUmOm/G6uzho7zD7DScTNVq5u2jVPc1B2kKNlJhjdYms+i6zotukb33PcR1CrmSh5BAJNSxFLO4IvPv3U/NUCXLKCriGgUzIakQBMkTGqRxotP8PhmLTfffDNer+E0fFWtxrRaIm8P0Lv4LKYr7wOznRMnTvDggw+yvb39jkaqb4bGVDQ4H9OYHZ9ACnbQtfg8qiCz1XwMT3aT5o0zzLruYbsIPZdpbL8QpC9+8Ytf/HX/Er9KSJLEwsICpVKJQ4cOGUuUnxMNNmitdTA/dZFq6yEm4xXYXeJ00Y0ntYojv7uXii5SNdm5dOATOLM7uPJhJE3BZHez7enAldthrvv95LqvY967H7GUw5qPsZgDz9Y49dsX8KxfQMSI6XPlw1hLaazFJGWrB0slx3bwEM3H7uLTN1/BRmCQSHgHQRBQ26+iR84wPTdPLryKtZzBtTnGpfERZmdnMediaLqOIIikm47QMnQ1q3kwVQtUj3+az183QHtHB8/lA3i3x5HVMrXRWUxKEZNSJBCdAsCej6Lp4Pf7INTDVtPVzASvIRQeZab/btY8fcwIAZRSFk9iGVshgT06z+TIeUoLwzgLUUBAF0Xs5SThugOstV2PLohYyxk2hu7jULOf/PoMd91wLR9rEZgYH+WDB1qomtywOsqw2Iww/gPYnsWT2cSd3ULACH12FONUzE6slSw5Rz3oOtHAALZSkmRtF9ZylpX2G/AnFtlouZaN9usRG3rR8kkkrUrt8Q8jhBcZHR1lamoKR30LfX47qxubmJQSDquZmekp9u/fjyzLrK2tsbS0RHd3N08//TSnTp3i8OG3m0H893mYunQRZ2YTNZdGQKdg91Pf0Y+yu4wuSmQCvRQ16HH+NI/uMt49fuMLm9PpZHR0FEmSaGtrw2b7OWOw9vDAlh15dYTZaB5bagNzNU9NcoWK2YlJLTMx9Dk0UcKd2aRiceFJryHqGpcOfIJdRxOSWsaT2aQmuYR7Z5LQ1gWchQi6IGGu5BB0FUu1wEbHjdQkV4hccz/2zQmi/n248mHmez9MIDpFyVpDrlRB3ZhifWoUUy5muFqsjzE/N0cpHUdBxKQUifr7OHztTdxz83FMHUMMpyWc2R3ivbdRT57Mzhq2YpxSKsrq5DAjw+fxbg4DOpZSFpNaQdBVlrruYLv5OMHwODMHPs5aYIgZWwfLgo9yLoU/sYAjF8YXnye4M0owPEogNoO4F9ySdTVS668jbvEjlrKUzG4W9t9LfWQStbaZMhKhnVEkpcRa8AgH62wk50eJeTsZz1tRVic4XQkQroAvNoMtsYlFMyzVc84gc70fpD4yyWLPB/ClV1E9QUz5OOZgJ0I+TsTfj6MQYbnjZrzpVeojlyhYvDgP3sBf7IfXYyBEV3DkI0zWHuELxztBENhK5pmbm+NxcZC7+kOsXBrlxhtuYGlpiY2NDeo6+uhoaWZ66hKjo6OGi4iqIjQN4LIapp6jY2NsjJ7Cm1wylB6yjYaWDuRshN+/6SCLF0dI2epIeFrZKRkz3Stq/6Wn8TL+OfzGL0VFUcRsNqMoCpFI5KcUCP8zXEjAKxHDt+3DgRIzlyaRZpYQAH9ijrwziCbKhOsOkGw4wsDoAzSsn8SV30XUFVrX3qBocSPqCofGvgp7FBBFsGDSy6QddZgreVTZwnzfh2i2gU/JIJx9jI8e6eD8yivc793lFZuVTrtGQnbQvvwCFZONQGwa4nNsOmyYLW523U3UpNcZP3Q///2wjEWCv5oD06mH0QWZSK7C6Ogo05tRfIk4klal+dwDxAG3ICOgY6rkkf11NHTWc5YmfDPPkbcHqEmvkXM0kHcEcGeMGVj7wvNI1SJmpWQQmUUT7OWXaoLMTsMVNG+cYrn9ZjLuRg5OfJ3a1DLFtIhTtoCuoJrtBCwgWuyI2QjFpi4qJgcOpYhYKfHCfIpOBFIjP0LSVcyaSuvmScCYnVkooYkmyrIdTTLTufSiYb9eSmGxmOm0lVgDDtYKXNxRSHvbSXvbEYCEr4fGzbMs9tzFCWOcSaICLdU8oq7RMfUEz65IRkKXrmMGXBsjXKg5QigU4uTJk3zgQx/iiSee4O+feYNs1wn+zcc+g9+sEa2IPP7NR/jRq6/yne4bGJh5klKxgOBupKpVkJQKl/Z/DPfsY7j3QmXKpSK5Wh99U4+TqmlhUjjKZPoyp+3nxW98xwawsbFBNpvFbDbT3t7+ro5JVOC/zoEaWcEy8QNmxodJJBLo7jpSphpkrcLG4L1Ykht4Mpt4YzPIagV7MU7REcBczrHTeAVr7TcR3BkjXdPKdP/dhMLjbHTdgrWUwmeTcfv8yNko9107yPsb4KqghdGREY72trKysoLVaqVarZIuFFkLDGKpFlBEC5KusnDkM/zJrQdQ63t4iTYawmOUZRtTS2ukFi+SnRtBruZxFiKUNmaJx2JoOiQsfqL+fjYar0Lsu5Ytdzv+yBRLh3+beXs781oNYjaCO7OFvRBD1BXMlSyh8Di+5KJBL9lb0muizHLbTfgTC4wf/hyuXBhEkZ4rrqO8OUPAJrPp6qBhZ5Sl9pu56aZbWA8chM1p8q4Q3voQxZ1lrLkojmIMs1JAUsuEIhPU7s3EJE0h7wohaCpVk53Jg5/Gl1ggW9NGtG4Ad24Hj6RRECxYKnlyriAeJUOhVEUrF9k01yOkwnh7DpOugqqU6F34AVlHPZ16Al9slqmpS0jrE1gKSTLOEPZSAqfDTqFYJONtpyTbCSQWEOPrdBy7mfWpMTSHj3OWHhq3ziMlttiJxmnzuxgv2Bgt2AjuXsS7fRFBNvPJ+z6GTa8QWV8lOvhhbqkXScyO8Fu/9Vs8cWGBYngVWSnhKCZw5sIUTU5Olf1c4zOyPC7jZ8NvfMcG0NjYyM7ODjs7O+/6mKJqDJg10UTOGaRm3xC/PeBjIQt/Ox5j38yTtI9+HZNSRAdSrhBFqxd7MUFi4C7Ei9/Dm1jCVCmgI2IpJkGUMVusvM+6RbXRSzgc5srBXl5dn6P7J4bFssnE1OoOmsXJxHqUgsWHmFsh2dFL0tdDcOs8NdkN6hZf4ZH5JPl8jsNVQ2DfsnkaTbJSqHEg1tSTz1oxl7NEr/ptrgvAuTisF2Fw4mEEVSFZzeNJrwPQeeEhZL0C6CCIFM0eTHvSpc2mY3syrxtp2jxHqbYNh9WCvDXFzfuaWV/WOWrNkPUEMIVnGU+Dz+RGSMQR6kCRLNSkVjl9Pk41FcVZLeCPTCFELmHBuNaOQpSMuxm5UiDh7STccT014Ys0b55jK3QYX2IBf3QWez6CoCnI1QJJXzelQDf/bgAeWAb19MOYKznimg1HIYJJh1wiRo2ukZ98lZZqAVM5iyqI2MppTOkCJasFi8VC1eWmaHFRk9lio/UE4trruFwuSK6CxY73+IdInHmGV199lWptD4yeJTN0P7og4SgnUcIZHn98isEb7iLnaUZAZ7nrDv7VVU0sLEwxcv4cVx09ytCQj2g0yjqGd2BibpSssxGTWmKm54MEd8dp3DpPwt/Ll2bgzhDcWMdl/Ax4TxS2rq4uhoeHKRQKlMtlLBbLv3hMow2u88PrNGEJNHHHHt+tqELJ7kcTJMpmN0sdt9E3/z12Gq/Cko9Qs/oy9aPfxlo2hsPmaoGyxYW9nELSFDxuF6lEnI6ODlZWVqhraELTNNazCi0umVMxyEoOzq5EACeu5A4VWxVXtcDBsQcRdAVR19AAV3abqqeGtu4mXqw00Lb8EklfJ47+a7mnzxBZ/8Prs9SvnWI3X+KlrXXc6Q16S0kkpUzzznkAFNmYO2Y9IVTRgi+xwKXDv4OiawyNP0TJ4kZrPoAcGeVWZ5pdhxVRyDJtbadJGeOpHZEhUWZ5Y5OyuY4uZRzryjnEShFLNfdWyLQvuYSetaKbnYjATv0goa79jJUc9E19h7LFgzBwI6WRFNZyCr2cR5WtqIj0zTxp6FB1lb7Zp9AAu1KlZeklnKU435mo4FQURK1KKDwG7GlLEXHndiib7DhzYdDBUskw3X83B5v8fKyxwtbWFtlslmo8z0xMA3Ti7hauOfEh4sMvYDabkESNwugLzHS/j56FH5DTQVermItJFLsXq8XMZ+5+H6+98hIXX/0BRyQZzWLjd4+2YM7tcubMGfYdvooxz0FeWwDv+Ek8Hg+apiFV8uy034I/PkfX1kmkUhZtTwObVgw981ANeC/TQN413hOFze12IwjCW0Td5ubmd3XcJ1vho80GkfdNDHig0QplixtNkvBk1tER6J967C3elCZIrDcdo3XzNDuD92BBwT72bW6xRsBVy872Bi/VNtKnKPzJlJnDCPzNhW3uOdjC61HQbX5qk4tvnc9cygKw6++nITLBYtstdK2+xEbb9fzJsSYCVjg1CeWw0TGuJvNMTq4wubqNLx5D0FUOTzxsGFWaXVgqWdYbrqImvY6sVckduZvAqa/ga2ynrcbC6ukF/v0A/N+TRkhLuqaNNjuURAvDWxlEzYEpladkL6Eg0D37NOjQvH7qLSmZLz6HoKnoosxG09Vk3c0oZjsWCQpVw+Az23SEnYKIM7dlaDrzEaYK0OSooy46RdfCc+iCBKKIrulsNB+lZeM00/33EIhM4k2soMlmCjYfZqedguQgIjgpWz1UzC40+Z9UAk3h4PjDJD2tdG+dRpkJ8yDGHFaUZFRRxo6hPreV01hqQ9x3331885vfxOl0kkwmadm+wGLXHXQv/tBwDY5MURLMqMUiD6zAF26+mVAoRC6XY2hoCLMZnnzhFIFAgGfMB0nGFGqSK1iTUapHP/xWoPX+lR+iaxqhUAiHI8CSs5u3HFB527eX8S7wnihsYOyOZrNZdnd333Vhg7cXtVKpxMzMDPVza2ilJLZSEkchhiqZDAeLAx+nbeoJJLubj16zn+EnL/B+ZlkJHCIlSEwtrlC0BWgpzVK7e8mwk574Ojpgz0U5l2ih0QaLNi96Wmaq9272z3yb9UOfoHvkq5hqQyjJBWqym+iCgC0f4clFD9foqzimt7HlIghoDEx+g3OSjNXhJOeoJx28gtrkAia1TOzg3bSc+Ue8wSY8QhpTcpP/fR88dEHmgC1LZ1Mdq7pGtAzFYgHQ0TSd3YunqC0X8ZSXEHSjn+hcfomK2Wl0kIJI2eploet2hiYfYan3Q3jic/hjs+gNvZRLCs70Op7sNg25CADdow8h7Ck4FNGMrFWwFuIUHAH0qIguSqiSmbizm5rUGlrjftg8y5A5w4ZsA0lms/UELhn+lz03jh9tlpBKadzVdbK5HGI5j1YusJAoYi4mEXUNb3oNgLnu93FN0MqNnT7+YhryVQ1RqzA48Qg1iSUiyymSop+77rqLJ554An/fEaqzI9RaPEwMfoq+i4/REJsGjGzU+MTrZIJXsm/f261BEokE1153Az/MgisbpmP1FSqynYuKn9aySFdXF6VSidtuu+0tS/GhCsSXIVKG24OXw15+VrxnClt9fT3ZbPafddQFKCjwjXVDE3hrPRywl5ifn2d1dZV4PE61WsVkMmF1+1ipP0hod4L1I58ilFrAuniaPx+UGS80srm2ylANrPt97Gys8YZ4mHa7n0B0+q2OpjaxtEeqdaOqZZz5MC12w0Xk0VQj1e0LHG6soTIDai6GIlnQY+uURQvexCKartOwPQzbw1yQZayyy6CcVHKMH/os/+egjNcC56IVXpzewRQpICsV0lWD1HuPL0NSdDIZM6RNomwmnMxh1l3owF/PVmiIzSJqCsHoJVTZQsleS8FWi6gpeFOrXDx0P7qm4M5HaFw/iayWEMx2JEnmqLDJsD1IvTJOy9mv0KqrRoiKbKEi2dCBtZYT1CYWMClFZvf9FoPjD+JJr5Op70dY1VAkM36hzFCbg4sTCl8ahK+NSGilHCWTA1GtcHD8ISRd4VvnNd504BIEgZgoIssysixTwIyoCpjVMvNdd6JIFtpXX6V9+SWiyypPnFLp3dPcGvdHpC42TSYh891Jhb7b7mVgYICpqVG2Q0eoWFzokomFgY8wOPkoa03HsRdj+JNLfOvReXaariQdGuT3OwS85SiaptHT1cFNW/AyTVwa+CgD04/TtvAc3xHexx9ecdNP5ZPWmOFP+34lH4X3BN4zha29vZ3FxUVisZgRLvwORN3v78BwEtqXfsSF05uMqRVkWcbr9XLw4EH6+vreSrwaScLIE5PcZ1lm4Npuvjr/BuSTHNjXx8LsNPGCQtXfRnR6GL0FkjXtuHM7TBz4bQ5MPcZO6BCB2AwVi5Maay2m5DYX4nAhDvFqLYeB2YVZ2hDoWHgeUS1RF5tGR6BsdiLoGqquMTP4Sf7miMgP10pcGB8jFJmkd/5ZvjeTRamU0DSNgCCiCSIaIoqO4VCxnSEpualUFP7bPKBb2InmeW4qw36gdfllPNkNFGRmB+6larLRVtrGnNzCnNpF1KoMjX4Fca9gaYKIpoOKodEV0hGy/l4EYK3pavK2APvmn+Li/k/QuHUOazRNXfQSlkISTTajA3l7AF0QKYpWilYvqmQmX8iwK7hQ94KgTSYTWiVH1dKAoKuE6w7h9zgx2914PG7ubrdiln/cZp+Lw1eXNfZffISCrZacK0TH4guYyxligQH8HifHmpw8tOukd+a7zPZ9mILjx5P6oZEH+OH0NtcdPk4gmaYaneHi4KfodMAXBp28sOPHXlyi9poPcrz2BH/73DnqN84h5RL8N/VGfs8cQZIkRFHkY82wkIUNapjuvwdbMQEYCVeX8cvFe6aw/eTyM5PJ4PH8NEGoZKyKUGQLkcAA91/bT2vtO5tzHfHCssfDztoyB/t7kC1Wfjgyi3vgGJog8l/eWEKVnHRqCgMTxu6phoCtlEA122mpRsjZvVgLKbZ8h2kKz2FZPImrEKWxlEYXRNrXT1IRrVjUIqpoYre2m5rsJgV7gKLNS8P2CAMTX+crY1XQNYJ7A2cN8DR3MtQWpLGxkfWyma+dmad57Q1MIhRVgbmNHRTZil9XEc49gaUYxw54pjZQJTP2fBgRHU0U6Z96HEmvIggCktlKWnIgAKvNx/nU4RYKsp1HJ7bpW3gGNA3Z4UYqJrk1JBMfF6m1Wyjtcd2chQjmSh5dEFBkK4XaDvyJBQAWe95nXFxNQ9BU7PkYklbmhbSLflXj9ShkdBNqvgh1bgQg2niYsA6oKsHZcf7H2RVclEBRUDWVkmSl3ebHpJYxF8tvhffoCORcQX7n6lbKFQXXnJFQ1jn/QyRRR1c1dNGIQmzZOsNiYwOfvu5aHnvsMX7XucahnlZymTTpZJL29nZuCoGui2w0H8OSj+JLLlDZdpE9sh9dP8Ojjz7Kxz/+ccIlEW9ikYatC0wN3EuXE1rthtzK/OvNP/qNwnumsMmyjMlkQlVVIpHIOxa2O4OGm+lW6wluC0Lrv8Tl9TWxurbAXy9AyRzAur7MSrqMV4e2tdcAgaKlhrwrSMzfR/fCc9QmlymYHOixLSTZjKWcpWnpJQDqY9MUbD4ETaEqWRBEAUu1gA6UzU685TgtdbUkUgkuOfsNomltJ8e6mzna1ciXFmRazz5AvH6QDxxpJ2Qusbm5yYWlHfzhMOgqA8MPIOga5sw6imTsDldMdjRBwlaMM3v4fkqI+Hcnad48Q6qmDX9inoXOO/jIwRZq1SyPjG3gWD9J/e4EZ35wDq1aoU/X0RGwFpPsmPyYY7Oks+CQbRRj24g1rQhalaaNM1hKacqyk6KtFnsuCkDX3PexV/PIVcP+CN7c1ZQoWT3o6HxzsUSfpiMmdwjm94buo19D1Kp7w3WBrKeZtDlExezEZndg3p6iJr3OWvO1ZOr7oVygZeUVanJbdC6/yDPLxq18U+Fp0koImlH48qYaHGoZdI3G3Cpu9yFau/sZfe15SuIHiU+fw+FwcMMNNxjvLkDIAvZyirw9QMPOGC+OyjSaneRyGQqFAtf4nbxRbaF54wxHxh9Ec3j5m6Vuyo2D/FGPQQa/jF8c7wmC7ptYW1sjl8uhm6x0tf90JJ9Dhpvq4K7Qvxxcu5aHp9Yr1MYXULfncRSjiLqKqVpCMVkRNI2Vo/ezW7cfT6iVhhoHudg23pSh39RFEUW2Ea/pJOVtR5Ws2EopzEoBEZ2ybKVQ00K64wS2xCqKbMNUzjLn7MKeWGOr8SqCuxPshI7g9gVwp9dYmp3CWojhSa2yNjXKxYlxVldXUYs5SqIFc7XASusNyEqRqtlJ5PDH8GyOYL3iA/gdJqq7q3z0+iOcSQi0rL+BoGtUrW6sxSTe5DLRmRHW5yZxZbcRdJ2KyYGnuYvrjh7mafcJAjsX0QVQymUc+V2E3UXMlSz2kiG3UmQruiAiKRXMWhFrOYMmmwzDRU0j7woS9fWy1XgUayGOXC0goeGNzSHpCqHIBJJaNmZ1ZjvmSo5oYAAdAVFVkHWFtdbrsZZSBKIzWFMbmJQSFYubjfbrDUaerpOo66ehxknQVEUU9pK92gZY6b4Dd/9RPn3jEeaWlhHLecRQN/UBP+8/cZSsKvBAtpWarQnmUxXEbISerq63rQaO1WpMjpwn2n8HFDL447MUZSdXXHczHUEfBzzQVyPRN3AA2WJlfTeGL7FAxNHApu7imO+ffeQu42fAe6ZjAyh7GtEiEebWd1B3jAL2TtB0mM8avKGfTClKJBLMzs6yublJOpOhUzPIq4poYrPzdtLuZgI2b80lCAAAIABJREFUkZbcClx8kT/p0QjYjfXFU1twztuJJ7PJZO+HCMXncGW3CcUuIQAVi5OqbEWTTEzv/zgCcHeDxsXVbdB1rIUYEjr+yDSCVqV/6jto6HQt/ZDsErwhSbglG7ooo4omyj0n+MOrG5FlmaICf3YJes7/IwV3iGB1HT0X598cgC+fFbirJoXqcvD8JQFBqyJoIrZiEl0QcOSjaKJM1WSj0nsjf3RlgD8ah96xh1BlM8VUjPOnl9iXKyCiUh+dQhVkcrYAFaubqmzDWkwyfvhzb13HobGvshW8EpO/GTW+ia2QQETFmd3GnVxD0qtvLRdTribsxSQlk4u5ffdwYPJRdkOH8HYfhNceoLelgWJMIL+VpeRsoHP5RVYbr6Y+eomKyYFZyaNIFhqtUNhaoG3tNSb330e2rpdysJdb6vmpwT3AfXd/iJdffpn19VlGQ1cwfGqb/dlZOiNhZBR8qSVUUaK7uxuAqTTMZaHTZCSB1XnczLac4MDUtyg6/LQ2/vhh63JCKpXh9PwlHMU0imihc+VlLjk/wWpeoO0njE6Xc1DSoM/FrzX17f9veE8VtklbF82MYS5neDWscFfop/98TYe/XjQeUmspwy3KDOXoBqlUCk3TsFqt1NfXM3ToMC/RQensdzGZLXz+ylZyqhHSsXn6RTTRxHoBAm96AumQcTehIbJv4QdokomiK8SHb7yGpqYmLiRFvn9mnMbtYdpWXqGxvMPaaB6XbuRyCugkPG3UZDeJeXsJJOcoizZU2Uxk6B6+NCTz1wuQvHSSmtQaK1KAkdkVKskwW5E4HeksOgKmYhLVYkdK7aDpIIgSy9EMMYsfDVhNV+mtxkEQmNl3Lx6PB/vsy9SkVhHnXubBqSL7VAUdcOZ2qepe6kN1zNYEcSZXMFULzAzci4ARShJdW6B97RWCO2PUlyNUcykETaFp+wJsX0CTzOi6jqhUiQd68Udn2Gg4StLXxeDkoyx33UFDeJRAZIqr6sxITgdNYoQP9sDXTkkMmLMIjS7Ob1X55N238dDDD+OtJNkNDBCITpHwtFGbXuWwp8SjmWbQdQYnv0HF7CTpaeVbiy4+0mLGaTVhtVoJBAKYzWbMZjMtx+7gDX2K5o1TCDsQs3rIOBvwJRdZ6riVTx5px+c1NgT+ZtFYOos42C9ZKUy8hNJ9J+X+m/DPvszEa0Xqb7udswmBZFkj/MMncbtdmK69j5WNbTrWXsNWTJCu/rhlez4MTxrSXI7WwuffnRrwMniPFbaAz/vW93Iuzkahnmb7238mXjGKmi86Q+v6G2ybLDTXBwh2H2Da1onNJnNjozHo7QEe3GinuDzBMztwf0ORJ6a2aRJNxHw9PBeROeI3ztvphOfMDnREUp5W1jpu4pY6sFmjnDx5ksX1bZoLWXR0nJktrA0N3HR9DxFbA49ObNK9+ENWO29laPxBku1XE0jOU3TW4cptI4YXeObFMNpuAl8hiYDG4OQjjIsSTpsVh8tNsrYLX2QaWzlDRHbhLFf54hTUCzIvraaoWHVadZ1nNiocTc5RNZv50lUeHlmDVUcQb2KJrDPEjqOevKeZluWXjJ3Zui6y1V28kSkkpWx0MfPP4KjmkKsFPHu7mfXhcQSbi6K19v9j773D47rvM9/PKdP7YDCDwQx6I0iCBRQpiapWs1xkx5LjJttxi7NJntxsst5su7HzpGxuNmW9u/duHEe2ZVm2JdmWYlWrWKJEiaRYQAIEiN5ngBkA0/uZM+fcPw5EWevkbnzvxtYN8T4P/iBxBmdmzpx3fr/v9/u+L6ZagbmeOwlForyzBZ5++SSe1BwdB65HORFnn5jiyL4DPDcu8B9aEpiiEZ588jyf6oLn57xkMhnjGsoypVKJ1tZWGo0GZrOZvgNH0EZep2z1gSDiLcRpmF1MPv0AgzY/ILAeHMJdWCO4eQlNMvF6XDOiCnUdXdex2+0cPHiQjaZBrFXjXEn/ALnemxg4/VXqkpmcpw3v9mzZasUgtcGJ74NgBDq78zH8m5PUOge5s8PGK889zdfu/yZb7nY2/APsaqh84O57KGsif9HoY8rqoa3Z/5YSyJk0yEqRjuXjnO55J5/uFHdWbf9IXFHE9tkuePBlGUFTkQobfGU+xJ8MvfUYjwm8Jkg19ZHx9fD+DjO3BOH3Rg2naQpGB+veDphOKyyURSJaHenkw/xAqxB0tlAzu/DmVkg0rkPTjS3EkBeCFig5DLcMx8QjZEfyPKZr2O12gs0tnDBdS/vc86y3HmJwsJ1kcopL86fpyRmJ8XKtgN3j51+1pnhm3IIuCIhag+jqCTZtdgSzhy17mNDWOCP7P8mHOqzc2mIkXz1zHnyb07izK+gCCI06odPfQlKrhDcuoiOiIyDVK+SSMfL+bhQN9ro05mUzAjqiqtC0OUk0dgppOxpPW85SctqpWXxU3W4Uk52m7AJ1V5DuthDP16P0jn+Pla5bODrQwdRiCl9uEc1k4erCKCXdTdYWwK+OcyINd3i9aOUMnQ6wWiwkE3EOHTqErusUCgWCweDlQB2z2UypVMLkMKRJ6xU4ZttHQB7FXk0z2XsX/YvPoQIr7TfTtnkeEY320hILHdfjmHrGCGbRVBBl9rjhUy1Fzpx+nRMnTqDrrxHc7jSH0tPU1ozV1HzvnfS6ZaLbX4pDHnhqHWLRI7RuTqAKLvLOMB0rrzJp9fF0ayu//olPcN8LZ3El5vFmltCBJ186gXff9fy7QZG63oJLNhoQbyBkgbgo48mvYq1lWS77/8E8jh28FVcUsTll0Mx2pGqe5uRF5sJDP3XMStlwy5UFmesC8M4Q5FWoaNAz/RQgkJwT+OaxDWq1GmFBMkKInSG8wzeyx6Zx4vWztGyMkapqPD29hXdrhkQiQSSTu+yqWzO76NozzHsPdiOKIoqicPGlaTRRpH3lOPMrYDGb8fibmHdfQ2j1FL7cCg6vn1QqhdvtIl8xJE+zA3fx2f1BPDL80RSEtiaIxs9wNq6RF9LkCkUOVquAbsymyTYEIOXvxZNZQrE4mR+4i4Pn/hZHKYmoqTizKzz8wNcRNJUejBWJvbyJqV6m6GpFMTnw5laIH/kkvz4EryxnOT4dRxEsxAbfR0kXmdA0/OomGiKtqydYiZ9isGbIwwanHmPBZEatK5f/vqBWET1B8puGWYHT6WRzcxNxe9h2ZWWFaDTK66+/jqZpmM1miuUK/3XVSQfwJ6NlvJvTyNujNY5amond99Az/zwFT5Sxpl6Gz99HtVrjV/cFeXZKB01lYOoJLLUckt7g+w4XA0du5JM3vYP0ZpJR1cfis9+hZnLSlJ5lqeNG9reHuLfDyEAAaLbAl3ZDrNJOu72dugZfmgCpodA//yxx78cwmS0cuPo6Hli+jnD8DOHEeZILl3hF7uYH7lb+84G3khoY8r2zWStZTydVi5uF4j8cNLSDt+KKIjaAJo+bbDWPpV7k7tYG8FZPmK/M6TTPPI/m7WTe2o8gGKs4uwR1k41AZp6q1cvAwACDg4P8dcyFZeRRvNklSsdWWVQrhDBu1IPnv0YcnYzNhs1mQ7C7UctFJL3BZmAXtnyVZ555hq2tLWq1Gn5Rpi6aAIG14Y/yx8NG52LstQSaaJhDTvgibCxu4Hc1Y8ouARpty8d5cUXHVi9ddvlo3pqkbnZiCrgZ6O/j0VKY8No5NMnEbN97GD5/H/HIYSyVNNZShujycTTAmzbmH/LuNorOEFWzm5Inwv4L91No2YM3NYfFJJN2txJIzxI9fT9fPWnEKoVlmUajQWPpZaPepDcAgYYgowsiRVsAUXbiKG2yeORT/OEeKNcU/nJOpOP0/UTKMfYPRHj+0hkA/H7/ZUcWq83O0lqSYLeRD/udySxbqg2KJUqeNA3RxNDYgwDUJQsX996LO7+MJspMD37AuLiaaoxxWH1MVMwIgkCgnGCreYD2lddY7riJyNppzpw4zonaXdxU32JkfgafrpP1dLAeOQyiyIm0sQr/YNublkJuE+z+iZDj97XCD+q3sG/0ARzzJ/jPtpv47T7DXOEHzsNUs4vI1SydCy8yufdDfHnGzBf+B6XBLjc4JFjovQOL+Pc3OXbw9+OKGvcAyKc32dzYQAA6ws0Efd7LdQtNh8fXBULxs1irGWotu3BIsFw2yG2xqOPNLrLUfSvBapLxCyOI869jUisIeoOaxY1Fq23H4elooglNNKMpVWq1Gg6blbi7G2slQyA9i5iJYzbJ9Pb0cMstt+AevJqXK00EUtPUlRpL509x+tRJHBvT6LqOpKukXe14EuPUsltIWp2aZMOsVqjYmrhqoJuXPYexl7ao2vzM776Hf3lzP23RKD9MygS2prHW8nizi8hqmdbEeaxKAVGvY6vmEXQdi1om54qw3ncHBauPoUuPkAzuob2wyC6HRtBjp5xLE/Pvpjk1SaLlIO84eoSbDh/A4/FgMplYs4apagKCWmfx6s8QaxrEpNZY6bgBb24ZUVcZiLYgJGaYm5rAExtBqVY5HHHR39fH2IURXJEeklXYXF3gSfMwla0YuVyex/RBAusXSGezmEoZLEqO4NYkitnFZmAXrlKSnDtCx+prNGXmAYGq1cvthdNUUwnKFi/+/DJeq4xZq2Ffn8Tcfxg5PkGlbT9FwYI/u4hldZSNRAKpVkbWasRbD+MqJuibfZpkcIhYsc7M6DlSMxdYi8ex2+04nW8Oc3c7YVORSKXTuHMrxAUPp6o+LuWNld6y3EwoNYWs1XFnV5hx70IShbfYV9kkOOw3VmnvjxgZtzv4x+GKW7G9YVmkCSLPj87zY62T3+03xO6iAB9ug5dX2vGn5ygBX1kAezFJZ3aKaNpoUfXNPEnC5qQ70oLJ38+l5RgtyTFslTSaZDJGJhBQTDZKnii/dsMgTU1NKIrCH70wBZpOTbIxceAT/G4fhLQsFy9eZHY5Rk8+C4AnvYgQauW2a4/wbL2D+PwUbauv0b30IlWTE0E2IWoqVrVMzexirvdOfvsgfOdkFgQjK6H30g/4+sUijbrCPt3QqGqINGQzApBo3sta9Ai7Jx+lYvVjL20g1yvE2q7nGmWW1PQ5dMCVj4HDSy6XYffu3SwuLVO1G42YYGKUc4lznNN1ZFlG0zS6wq3U9h0mc/IJ7m7VeGBBJJQcZb3lIGK9gq2WI/vao1wwmzHbHNTtAVo799CyaxdfuCiyVzTxwLkVahYXvVoD+8WnsZW3MDVqDI3ch46Ao7SBJkroiEwMfQRFtjM09i0AfLlVamYnmmTCXYjjr2fZTC8RkK1Iao1Q3xCrY68jt+2mrm5xQE+w4fdjWTvFJe8+dHRmD32GsibSN/V3iHoDSVfpXD5G3tFC/9QPsVfT6IjkvF5KhTyzs7OYzWba2tq49tprsdvtRhNKrW0bBjxPNe5hatf7cVmsVJ1BymYvdiWLrZZD1BQu5a0/NYLkN8PPYPq8g21cccSWy+UA0HUdR2mDiRI8vgbrVRhwGSEaGXcbwY2LzJcATWNg5glU2UbJFSbp76XkivKbfSKsjLFw9nlCjQYahhaTpg72DO7ie6VWGg2VO1jg9OnTbGwYNbmIKFMz27EqeXZNfI+Xz+dBa2C1WvEHgswFDhJaPkHG24XYfYhIREZ6bRxvduWyQNtaL6Kb7WTdURTJTHBzgv3nv8H95+rshW1rSFDMDjwtnRztb+VvNkNoK6O0JMeY638v+8/fjy5K+NNzSPUqnuoyugAiDfZeepiyKKLag4iNOq5igqIziJ6KsWxto9E4AYY7GhlfF/09PRz2qqyvrzM3N0e5kOcjQ2H+9pRAtBrnV3rbGB0TaC4nsNVLZLxdeIdv54Od8PtjGnp+E/fmGouxFxkopkFTaYufMl6DZMFUL2FqKGRdUWKdN1A3OxEA/9Y0bSuvGtmm88eRGwpFaxPZwACR+CniHbcTnX2WFW8n7SyxFD1K2+YYaiqOZd8tVMZeRBNk/k7t5F8MW3jphecph5sQgKbFV+nLzG1vqTX65n4EgLOSomr1IOoaS5038i+u66PDAaVylYvjF5mbmebb3/42V199Naq+D7FRJ+uOshE+RGvsFJooowlwjQ/Gum5iYOYJks170GQrlQZkFS53W3fw/x6C/oYlwhWAzRo89YOHUYo5tG0nh0v77qUuSPjSczSl53DWsuiqgo7AQtdt5PzG8NCgC+6JGsnx9o0ZVkdPoigK/q5dnPJfS3jyKQRNQ+86wL7KHOuJBNVKBVEU8Xq9RKNRBgcH+e6Wh7HNCkNjD1K1eMmF9/K/39KHKEqcjOV4ZWoVV2wUk2o0BgRAkGRKshNbLUuieYjN6GE+4U1w/MIUtnwMqaGQCO7HGemhOeDndKLMvovfYeTg57gzJHKbr8BfnIjh2pjCWdmiIVkQG1VEQBck6iYbZbMbTylBwd7MUu+7+MurzPzBBDjmT1A32ci7owxOPcZs77vom3uGkq0J+7aIW0RHFEWsVitut5vW3l2cNPUjvPZdKq4WaoPvwHfK8EFrSs1Ss3pwyzp6tYSq1o2tuyihWV1UBTPOUpLxwV/G5PRR0sAsQO/4I1SsPny9B+itrbC0nqSSTSE1FCYH72bvpe/B4A005s4y3/ceei/9gJK9GUfZKDvUJavhPgLIkV3UBRkhNsFK21G2gntwy9D1+teobpuCaqKJrdZh4s1DOOt5dKVMyRag223iZleBsR8/jtPl5uih/cQlP9/ecKHp8MkOMC+fY2RkhP5f+lWmHvsqsehRPD17mSsa1/PjHcYW8y+nobw4RjT2OgVnC3O972KPT+a3+n4Rd8c/L1wxxDZfhL+YhgPn/hYNAdXhx1LaQjBbUdUGBUcISVeJRKJGqvn0i5g1lX3vvIdTaVgoQbS0QtvyKyiVCilfN0udN+EqJAhlprFn48iNKiDgcbuJRiMMDg5ezpTUNI21tTVOj88QX09gqpdIebrIBfoIl1axZFbRNI28O4oiWwknxxgb+gRuUaVgctKoFdl38SFU2WrU9ADZ7mLdHqF5a5LFrluINPnxFGOsJTbwZhfREJHQENAN9QAyJq1KouUg/q0ZKjY/y/3vMsTXxRS7pv6O5Z7b+PShNhzFdZ4aj5NPb2Cp5jHVjQBlAVBkO3WTHVslQ94doePwzXyk580C0B+dyVLdjBFKjmKqV9AlGamhXP69YnIge4Ns2UJsOdvomX+Wkr0ZrWUAbXOJ4NYlLvV/gKuldTzlDZY2MkiVDG80Da0WC6LNSUzw4s/Mo5hdyGYzFwbuoXvuORylJCa1Ql2yUJdtyFqd8b0fZd+Fb6KY7JgbVcy6ymrbUZKBQURVIbLyGs2ZWXQEqmYXk0Mf4TOdYJfBBCRyRZIzY5RjMzQaDbSG0d1+wwxURyTRsp9MYIA/vsrJd++/j0OHDjE2u0itkGVi9wfRRBnV7OQdzXBDM5zYArcML07FiC69TEOyUOs8RE9XJwVV4PYQl0dKdvCz4Yohtv80Bcn4Cr0Lz1G0B6namwhtTtA/MMjJ5utYqoiErfCFATAJcGklwZnnH+foBz7J1y7liMZO4ixtUHSEDCvo3BpWJY8O1M0uCq5Wtnw9eEJRvrTHOGcymWRqaoq1tTWK28nqDoeTJUsYczWPvWKYKuZdUXLuKGaliDe/wkrb9Qyfv4/14H4sSh5PPn5Z6K2YHNRsPvK738knQwUePjFBYHOcN4whRMlEWbZjruUpOlrYiFzFn90Y4vSWyDeWDefakYOfY2D6h8j1CiVXC7ZKBnMtj6jVQZAQ9QaCIGAyW9CtLiRPgDkpzKY7ii5b0TEK4P0XvguyCZPLR1BNUyqVUBTlshxKRyDr6aDiCJB3R6mYPAxfvJ/Fjpvx1FJIlRzzvXfSOfcc/twSIKDKFiTVWFkhmfC5HKRlL+VyEbNSIn3NJ/jibsOJ5YtjGj1njJT41ei1NKVmsFdSZF1REq2HKDtDNKXnaF98EcXkxFIvomNE9a31v5tSQ6Nz9VX86Xl0dDabBil4ovQsPE/m6o/zznY7Dy+r2JbPEdocxywKeDweSpippN7IzzCCbRqSGcXkwFrL4450MRTxc+rUKYPE1QqqZMGkVhgb+jjXhO2MZKFc10AUGfbC+YyOL79CR+IsZV1msesdWBxu/mzfm2MlO/jH44ohtt84B+GFlwhmZilbvGyED9AXew1RFHjvXe9Dcvlxm6CkGvKYrAJ9Z78BooRer5J3hsl5OmiLn6IhWynamnAX4kzsugefv4nbQ5DKZPAmJ9lYj5HL5Yw6nsNBOBymv7+f1tZWRFHkyRgcn1qke+F5Lhz4FIOTj5FzR6hafLTHXqNmcWOq5bdXAyIVm5ea2YWzkmah+zZ6Z59G1FQkvUFdtoKuo0pmFoc+zJcPifz6ORiY+D41i5O11sN8zBnnzOIGaj6FRckjbnthNADV4kaxerAXEjQkE+vhQ3z+SDsniw6ObRqVtI8HC0jpFRbjSShmqJUL1BRjBaYDdYuH/hYvwWCQSCTCU8UAK+Nnad6YYKt5N+3qJrViDr1WQUBDF0RjdWJxMd3/PloSI4Q2Jpjc/wmkcopdU4+x2HEz3b39/FoPvJCAYyPjRNZOsx4+xFXiBrlchkKhiKSraEDZ005D03AV1hk9+GmONovYJDh3aYqu5VdQBZmZ/rvoWj4GmkbF3oQ/u4iOzmr0Wry5FRxKDq77GNrxBynbAqQD/bQtv4ouGJ1Vn92CKZ+g3BAQ6hUaiFzc/3EErYGs1XEUk7QkLuAWVXS1Trx5L1K1gKBrWCpZ7NU0CCKSYLgSq5KZsQO/wnVN8MttBoH99ZzOxsIkWW8nqsnOX+03zBl28LPhiiG2/+089I5+F7NSpGL107AaYcaBQIBcLsfw8DD9/f18edFCenWe4MYErnISHZG5wV+i7AhcNjt8R0jmlU3YO/J1yo4Adr2OpZql0Whc1pL29fXhCHeyVBbpcUJgOz+mWq3y1LkZlhbncZS3SDbtIpBdRGzUELfddfPuNjabd5P3tNG58GOcpQ2Wum6hf+YJRg58lgMXvkHW20n/4etZq1tJT5wkuHWJRMtB9olbxLYymGs59O2tqCSbwOJgy+TDm10kHr4Kk1qjKTPH2P5PYFKK7B1/iNXWI+wPWAmU1xiNpTEpBUyNGgAmWcZut+P1GgR2QYwSX5jGm1th/uC9/MU+kEXj9X3tXIxcbB5/bpmGbMXmdOPwNjFdEgluTnD+0OexllMECqs4ShuYisbgr7BNuDoCieY9WL1BrpPXuRhLoRcySNTRRDNWu4NQk5fFtQ1M9RLxVmPc5FxKxf3qN8i52/CUk4hqzTCwtPiQNAVEmZrZhbtgKBfiLYcJb44i+yMcvPpaRp78DrO978ZeWKM1OQqCQNXqI+tuI5CaAXTMaoWyoxlrOYWm6yQihwklLzK2/xO0WGDYq9GdmeDU2XNUBTObgd0kwwcAQx51iHVuCsr83YaJBbwIFie/1Wc0rgDGc/CVeajrRpjQvT9tQrODfwSuGGI7n4HT3/tbVEGmYbKiRPfhWTyBx+NBURSqVcNt9o03o/HG4K4oMnrw0/xqFyznqghrM0hbi6xvphE0o/BdcYe5c38PfX19lz3rE1X400lQFIVQdpZ9tUXy6S0URUGSZXIWP9ZKFlGrU7E3kfL2kmruZ2j8IfKuCJKu4SgmkBo1NAQuHPwsB89/nbWWg4Q2x9EREUxmJKWEoBmidE00Y3U42JR8CA0FVzHBhQOf4ot7RCJ2+J0L0Hf2fhKhIazVHP7MPBV7E5ZqFlFTEQBRlHA67CRED3I5Q0OykB++my/uFclms8RiMZLJJNOJLEI5h45O1ebH2yjQUGqGPbcooggWTI0Kcz13sEsuomQSNNIJZLV8uVamSWbsDgfroo+CM0TJ1UrF6qN/8jGc1RS6IOKy21CtHpZFP6HNcUYOfoZ/OyhTX5vh2LFj6LIZe/tuPnHbEb58Kobl4rMAZPw9fPTGg/zVggVV0+hefBFXcc0wyIxeR8vmOLIkceDQYSaOP8vU4N20Lr+GpKnYqykAVqJHadkYw6SUENCpWr18+I6b+G+bIerrs/QsvUTJ2oSjmmK6/720tLRetvM+vV7i+ZPn8GUWKDlCbAV2kfV18bF2uKnZkLktlqDJDE3/Q2haUTXS0Jr/52FqO/gHcMUQWyKR4PHHH0cVzWwN3Ma9B6OcefIhTCYT99xzD+VymXw+zxNPPUOjUSft6yXRcoA9k9+nZG/GWc9DvYYsyzQ1NVHxdzJWlGiPnUK45XP8Wo9xHkVRmJ6e5sLsEoVMGrGhgCBi9/jY09PBwMAATqeT/2MS9IkXcefjXBr8AJ2pS1jSS1iqWUNyZfGQ83aQDO5l6OJ3Dc+x7UEOI0pFpNjUSU9riOO1JnbNPMlM33v4zHArC0V4YSHF7skfsNR5M3u0BI5KivVMAUmtAsYWt2pxUbe4sFYyoDUY3/cx/u1umS4H/NkUKJdeJZCaQhdkZM3YeppMJux2OynJQxorgfQMBVcrfeEAw92ttLa2kmvI/PtxGLrwLUyNCrpoQrLZSZn8FJwtFF1hqlY/h5tEPtcNLySN5swhH3x9EaIzzyI3aizueh///ZAxOP0HExA58bfM9r+XT+9r5tRj30Rr6aOyGadmceFT82iVIjlXhLned9LvlvlcpMzfPPUKrlychmwm3jJMdP0sDYefXUduYOmFR1jtegf+xJhRY9R1RN34ksh6OvHllijZm1mJXkvF5iXksPKHe2G1bLhumKt5xJMPATA2dC8ep4N/1f8mUY1k4MyGwsJqjIZkpuCO8stRuC30c/zgX6G4Ynbvs7OzCIJAyOfil3pEWp2wGAiwvLx82dHh+PHj6I06R64+irVzL/9lDqoWN5ZaDrVtD588Onh5ulzXYWZCRVg9QWzyPN8aT6Jlk9RqBvnZ3V62grtpXj/PWvQaPn/TnstOIpqm4S2sUVRKSGqFfRe/Q0Px4kSWAAAgAElEQVSyUHSGSHs6CCfHuLT3w+y/8E1S/l5U2UrN7GS582ZqNh/NyYtE1s6i77mV23rg+XMVNHQisVO8sC5hV/IMKkaQc8fSy5QsDrxNboTWAVKFEt7sMpcOfZr69lfavtFvUXOFuFtaYOl0nPOZDO5sEVGtoiGw3nqQO3dHubbDh6ZpxONxXp2OU9lWcCxFr6dVTrK0tMT58+cpFAocrFQRdI35jndQD/XxH4fg0ZhRu+xwGFvzw9uDpz95ox/fhILFgTOzia2Y5PTZOOsbGwQ2DcI3l9O89tIFLLLMSMv1tGWfxF1Yo+SJ8NkPvI+47mSrUCZ74XkefnkVj9nOQtfNZP09dNgh0u5j48STZDQzKV8PrYsvG/OBgkja14MvPQeihC+3TGj/9XQO7Oa5hLF6+tC2n2SbHX67D8DN0/lhVidGGJh+gvnuW/nz6Wb+cK/h/jLsgwNeM980d3MuA4NOuD7wT/9Z38EVRGxvWN00NzcTi8VobW0lGAyysrJCsVgkn8+zvLxMMBhkeP9ewPgQrjrDuPMxBvYf5g3FTCKR4OLEJL4VI/EqunaGot3HwYEBdu/ejdttiPpe3YKzP1rFnV3iiclm9hSNDmm+UEAALObt7ID2Gyg5W+heeIH57jsIJ0dp0oqga3jycSo2H1KjTtDtoKO6yGppE1GrYz/xLR46XuPAdoCytZqh4gjS09vLs7VWOudfIB49zNDefby3Hcaz8MDpWZoyc7QuHsNRSSMpJWS1iqJWWT57DJfLhdvtxtMRZUQP0rfwHN7sElPHx5n8cQVN0xBFEUxWMLnREdg3+QhFUSJmt+F0Ounu7macEOelCJps5dYmQx70j6kXZRSo2oM0b07SP/1DLprMuF1Oao5mJLWGpxCD3Cq3vec9FCoiFUmmZA/gP/IeoMjcK08Rj8dxOp3cfvvttHV0cTFnFOD7XfD4Wit12cbK6R/jLW0iCAJr4avYCA0RTIwioCHoAuN7PsSoycOBNMyXjBVljxNubH7r8333dVfx1bV1LJl1mjcnWHXcTK7+5jZSFODTXcbPDn5+uGKIzWKxIEkSaXOAzUtnMbn8NPv9iKLIcyPTJGcvIgH7brj98mPeGYK/9PfQlJrhxKlTJCqrVIs5NE3D6XSi+yIUSjlMjRrdt/wy17S+eb5sNsvk2UnkagGbtgXn4szbHLgDLcyGjlKXbChWD3smHsGbWyHr68FWzSBqikFSqxfQ9W0fM62BqKs4Tt1PRRBxy8bMWMEZ5uBAD6eJIM6fpik9y0z/e3l3n4A4lachmWnenGTt5Vm+oRWp1xR6thsUzsIaqs1LwRYgkJ6loQsoVi9H7voQPU64kIGTl/JoCMj1KqWmDt492EI0GsVqtXIxnubh0RiOYoKl9pvwdg7waz8h4r5Gh4s548be+zOIt1uscCHQz6i3HU228ge7jRyAr8xD+cSjeHIrFDxt+FsiXJ2DF2Qb1mqWypkn+E52HZfLxZ133kna3c7xLPRluGy3PZ4z7IV6rH7cxTXK9gAbA3fQ7HaQLEIweRERmOx9F4rVA7qRRgZG9/e1rZ8mNoCrbruLry4Yx3Q7djJA3w64YohtcHCQ5eVlYpdGWGm7gfK58zjqebS6QnJ2nJrFjS6IPJNx8JvbN8JKGbLOVnQEAhuTaMEw7zg8TFdXF6Iokq/Dfzs+i3P+ZY7Hy7hXJ0nFl8lkMjQaDUSzlaq9CVNxjZH9nwLZzCc7oLCocuD8N4zak6bgyq3SM/8sOgL7R7+FgBHsUhfM1CweVJMVb26FqYOf4k8Omvkvs+A5cT8VexNSU5irN1cZUasIWp3957/BKyMNOjHCVQS9QckZorOzk7ZIK3+zFaLn7DdYixwh747SN/0Eum6kQolKiScf+z6eRhFFUS7LsxSzDbFWZWRkhFdffRVle9QjIpoM4qvlSdXe+n6LAuz3/uzX6fM98DfzkKhauSP0ZrjJZB6CVg+WWp6Z7tvZqhlGjAVnC770HAoCN9/2Lga721gqwVemtskoZdhVDXkgZrh20zBZWYscJhfez3/cJzBTgJkiTA++H02QUC1Gi7LfCYU6rG+/tsg/ELQy7IPf3w1pxehu7syd/eJxxRBbe3s7qtmB0GjQsfgi8bZrKfg6OTD5CDlbEJNSZjV6hG7gVMqIROt1gsssookSydZhpIH9xN3QI4Kqqpy5OINlfQ5B1+g5/yAzspmW5iYCe69l1tlPk11mNg0Dlx5l78TDJFoOcmlmhuFCCtBRdZ3FtuvpXH0NUVPZaN5DyRmkaXMaU6PK7J57kIFGQ8V7/utYt+Z49lgK20YaoVGnde0MC2tnEAQR57bHmqBrTPe9h96WFpJzFwhtjDHf9y5+dQikah735CSaDm3Lr4IAktagYvXhqGyhA1Wzi6O93bRHI/zBSjNdc0/jLqyjWD34wj76+/uJRqO4vX5++5zKnkuPYK8XqP4vuk6SAL/R+9P/7zfDSvetrGgasiTSYjWm8kebB8n4unDbrPR2Gsdu1OAnO2KJqkFsB7zwXAKWum/FLsHv9Bpb1ANeuNoP57NeAmb4zR7j8c0WyNfhxxvGVvr2/4eif8T2DxPfDn7+uGK6ogBfOlskNPp9xIZCzexmM7SXXeV5lFKeuqKQvfZXSNZlSg2QBfi9ARjNwcIL30MxO8j4evHklglWEqi1CqIkUbD4sFSzZHw93HLzTYSt8KdTb57TW1wnsDaCqxBHADR3CG//QSbW0kTWzlC1+rBVsyy3X08ltIuISaU++TK+zAIVZwivmkepVY1uhSAgWWwoZhdqrYLUUCgc/jB3d5r5qxkYGn0AWa2S9nRSdrXizi7iLq6jiSYkrY6AkZ+AroNuSK22/P3EOm5g7/hDaIhM7vsoXz4A5XyGr5yO4VifQFAVlrtv4d2WOOXMJrlcjkqlQmN7PCbnjpLd/W7+dN8/3bVLK/DgMlRU+Gg7tDuMbulLG8bvbmqG4Laqq6TCf5o2CM1rgn+z683tYb5uGB6029/0UtvBPz9cUcT28Cq8mFDpn3kKZ2mDhmSmvbWF9dgKYDh+vCEHMgRBb/3m1xFQJSvOaA/vPzKIz+djPAcnXnwOShnee8+HiVfggck8g5e+Zwxl6A1qNh+62kCTZAo9R+lMjlDeSgAaZXsQczVn2JULOqKuXfZzKzlC9Lc2MyqGWbW3IYqGQLqqwvdPT9K28hpr0as5ICRZ3cxgrWa3H7ktbjc7sNTyJAN7sLX28mvDzXzpkkjT/CsE0jPous5Sx03YGhX8GxOYlSKaaL482qFJJuqCCZNaRkBAMFvA6qLuDBCzhKl5owQXXsFWybA2/GH+dOjtk6SkaAaxNVt2COxKxBVFbA3d6FRmFJDmT7M+dQFJkhBFkXq9zt7hI3xP382u899kvvs2PjMcYTSlMjo7T3vsFGV7ACSZD77/Ltq3RzfydfirVxdpmX2BzdA+orlZlKoRcly2NSMdeg9BocL62R9jr2whADa3n0X/HpqXT5Js2Y+ttIk3v8JS1y3c2B/l5YyZ7tP3oR79GL++x0lJhckChK3g04p8d2SVrfVV/LklNFFGtjrIm71Y8kmqNp/h06bkuDh0L/vGvkUscjVH+yLEVmOkN9dw59cMPaj+hkDeREMQkRs1NoJ7Obqnj1t6mji+JfLQYpUDow8wsv9TWJU8rvwaztIGci2PvZpF0lUU2c74/o/z5/sMJ9kd7OAXjSumxgZG/eamN7pakSOctsKFCxd4g9tlTeH3hsw8PeXgBn2ZXf4u+n1mwp5BpmIn6Y+2sLE4dZnUAJZKsO7soAWBQHIcKdJNve0qKhePYaukEV5/hEK9jEm2IwDjg/fwheEmUgtVGqtnCa+fN/STCBSdLVhtVv64DR44J9G1dpLjKTOpVIpischozZjsFyQZh2w8idned/GO/jB+DWZfew57JUXK34c9scmesW8jaA3aV18jtgq6KOPTNBqSjIZAwd1Bovc2Ptgh8vjoMh3LL1N0tJBVRS5evEhufYNdG0aQzPDo/QDbw8NeLLUcOXcbJUeA8PoFuhxGkX4HO3g74Ir+KF511VWMjo5ellItbBU4YoPO1hAbG4Z7gyjAjUGZRYuFJgus1esUCgVcLqNz1mYHsyyiylaynnYEZxPmi89gKhkDpRlvLx+66TAPbrhoPvENOlde40eLJezVApogoaMxvucjDE08jDu3QqK6G5MIoVCI1dUVbDYbXq+XtrY2IpEILS0t6Ij81nnYe/5+uhZfJL6oIag1fLrxOkIb49RlO2a1jCJZ0UQTM4Mf4GjsRxQyKZLB/bSun6Fob6YrNcpCfJNoOoWo1uhZfIHUIhRMJmx2B4rNh7wd4BLrvo29I/exNXAr4ZnnaXJYuH53B+PrI3hkwxrqJ62td7CDXxSuaGITRRHJ7qZeMlx149kSq2Xo7+9nYWHhzWFUoLW1lbm5OSwWCxOTU1xz5DBgpMV3lpcRNJVAagrSIu7mMOfCR+mde5pky0HW1tfxjz2HpNdxlJIUvR30HrmdY0U3u0bux6QUUQUJX2qOlzd3875WuOPd7yVXN7SEogAvbsD9KehU4YMRw5mjajJqaBW7D5vFTr1suF2MHvwUAJ0LP8abXSLjCtM//UOqapFy/w3oRWPuoW39DLpkBoeDsj2ATymQc7ZSHXo3XxwyXvd3VyD26pOYagV8VhFRMjGkxknb3VTzGR7J+tgNXMioXMjJ/PtdhrJgBzv4ReKKJjaAnDOMvWQ46pqUMgUVdkUiAKytrRGNRgG49rob+M6DD1Cx+Tk5vcKouZvO5DlisVVcDY2K2Yms1JkY/gx/cUBk5NV1NGDw0ve5JIDdGyLu3Etw8xILvXcwU1BpSYyiA7tmn6QhyDjKmwCkqvDXC5CpGyMnd7pz/Hg0jrWSJlHa5FuNIgeVGsL2Cs2sFLE5nGTcYfzZJVCr7J18FLleRdAb+LLLIIrsuf5Wlu2diC9/Hw2JirOZwLXv45NdRm6q7fxDWKtZSsuj/HB1g2ohS75Yxt2oo8g2kjVoEi3kVpZBb+Aspegdexgdgda1s6xFr+FCdofYdvCLxxXVPPj78PsvLhKde94Qlosyn//sp5EEeODB7yA3hbn9lnfQbIHvx2D1xe8h1WuYG4ZDhc3hYmj3LroHh/jihMjuc/eRc0XxVZJoah1NkFFFE9Wj9/LrfSL/+pxRiK+ZHJjrhpazIZlRRZn1yGG6l15iI7Abd6MI5SxyvYas1S6PaQiaStXqozkcJW5pIdGwYFGKpAP9/Idd8OfTsPfsV0kE9yGrFSy1As5SAh2BmYH3sSsSYjSrsX/kPor2ZmzVLGVXmFYtR65URngjBFky43Q4iDT7mRODLFVEOmMn0EQJUTOsm1TJQsXqo2bzknO2UvC0o8nmnRXbDt4WuOKJ7WuzKupLX6cumDHrCp///OeZyMHjz7+IM79GMdBDdzVGNpcDXaMhykiayqWBX+J3rgoStaicPHue0clpTPWyMSfWtperhw/w2Mgi0eWXWW8/Sm/2EuX8tnOHyYlqsiJpGorJjrsQuzxaogkSDZuXktmNL7vIdN97+J3DYR6Ji5hPfIe8J8qha28k2Mjw+NgK1uIm3noGs1KiXlcu21VrAIIIujE8oiEZoxjbnVC2z1e1NdET8jIthigX8gRS00zuvoff2ONm0ANPrKgcm1ujf+5HxFoPI9erNKdnmBz+FXTdmLrP1aHWgLujhh5zBzv4ReOKJzZNh6/ddx+IInpDpaenh6WNNPWC4bGvimaCLS2E2rt5tBJlcPRBGsgU3K34tBIUU5hMJsq+DsqVMuZ6GdM1H2SgusDY2Bi28hYIIiZfmExoN6yOY6tkQG8gaXUakgW5UWOm9920x05Ql23ow3eRUyD6+n3EwofZ75dYSyQxpVd+YkzDsBAy2xwE/F7MngAvbUAwOYasKdsuvCWq9iZs5S1KzhZyzf3418cQNJXpwbs5MHo/o0Mf51eac0zFN9lYW8VZWKNhsiHrDaSGsj3bZ1DhYvuNCAJ0Lb/MyKHP89t9sHsnxHcHb0Nc8cQGcN8D30atlsHmwiGo2LxNnJc6aV89TnzwLn7v2jBO2Zhof+CBb1ITzViVAmVXmM49w+zpirBZhRdOvE44OYouiIjoFG0BrOUUNbsfq1pB0FQUXcDcqJHxduPPzjO596PsmnqMUmgXpXqD4MY4FZsfi1JE2navRZTRLQ5yZi9FRxDJH+Fz+wN8Y1mk1tB5jznO3MirFEtlBK1BMrSPtcgR9o09yFZgAFd2FXO9hGJ1YyttoklmBF1H1BRDhoUAskxNMCHXK1RtPupN3XxkbwBfIMgXJq0MTD6Ko7wFQNnqZ2rwbu7tFP9eUfgOdvCLxhXfPFgpQ8bkw10tUVV1Iu/8OHe1wpEyvPD9c9ygzuKUjRRbhwwmlxelVAFBYqb/LpYzm8xOPoevGCO8bR2e8vYQdJqxJJZAlJCVMrMD76Fk9YFmBKoI3cOIF2O8V59k0+enlo2TiR4luHERTZDIhvZgTS2BKBK5+W7uCMH3YmBvwC9F4P+ah0pmg/al41yo5XBYZDLebnzpOUIbF6lZ3GiCiNhQKThChFKTKLqOiE7GHaXmCNAcHyHd1EvL0HUcsmR4dCJB++prKJKVhdAw/lZjNq3FAtMD78NayyPYvVR0kZDF2IbuYAdvR1zxxKbrUHQGcRdiWOpFtEYDkGi3Q3trC1vJtbccbyrnCDe3ko3n2X/+6whaA8Vkw95zgOOOfeye+B7e/Ao1z1523fhuXppN0LZ6gpLVRzh+hpy3A91kJZyaJOtoZnx+xTA8LJ2jZf08IJL2d+Ps2kdJreNPzzGShveG4fPdxnPIZrM0TZzAmTe8+3VBolqt4q/NoyNQl6zkPO2G7bitCVOtiJC6hIbRhLBRx5WaRdbrhLYm0V+a5BwQFWU0QcJWMcZf1O3k5X/ZD88nZRyyn5ubDetqvxlMIjvYwdsSPzdi03RQdcNZ9O2EDgfsbg+TXQckM4fMGcCwOe3p6WFxcfHysZlMhlqtykdvv5EXXxEYLdlwbs1R9HVz95FhlpehavNjreUY2HeI21rg2qiLb3/zOI5Kmqb0HBalQM7aTD02j2Z2YKumia6n0QFrLYcqmWlJjKGm57BVMigmO1kVHlgGtVwkEn+dTHwJly6wHjpgqCYkmQ9c1ceLeTfV8WP4U3PsHX/I0Lvqb9iJg6u8SQMJs1ICu5sKAialwPLQL/OnVzn4N68XaJ17HkdlC3SdqYLANU3GrN4b7rGwk5q0g7c/fi4f0fUK/NfJKua1S+zas4+Pdr297oz3DzTxwOuGgmByPU2oOYBJhI6ODnRdJ5lMEgqFLqsNisUid952K9fW4bnny7hSC0TtR/ndfniu3ENy5Bhd2yMPjydl6qKZYPwsuq7hTc9fTqPSNRMCMN95C10rx0k19aNrGq2JEWpWL7HIEVJNfVgbVbbGztG8OcmGIDAwMMDBQ1fxfy5bSVbh6iY4EIbTZUjZ/PiB1baj3Bqxgt3LIyk3By98HdBZ6L6NW7xlNjY3UYsZ5IZC99jDfP2CSj+G0D/vNBwzC+ov4GLsYAf/C/BzYZhnk6BtxYisneWEv5dbwm5C1v/5435esFqNJ1OuNzixkmPMBr/bbygT7HY7MzMzhEIhZFnGarUyMzPDNddcg8cE77zxKA9950GeXS4zUraTFrvp1V/km8cn2EuS7GYCWVPw5ZaoS1ZEdKb67mLX7BMkem+lfeZHHCCJHAhgKi4y3nojQmKERMd1fKTPxdLUGKmZC+jbw7gTez/MwX4nXgf8u0H4QczQq760Ad12jRVdR0AjvD7CyoaGhM5BpX55xKNv4VkSsgwmK6rJSc4dpWbz8bGhEHHRxw/WjCW11wRHm35RV2QHO/j/hp8LsTllaE5NUbb60Kzut6WNjA5ImoK9mGSmCKWG8byDwSBra2/W2fx+/+V/qxr895gdryDx6tgUckOhLbtkhKjEXiNvcWIPhFlUHYSTF1ge/ji9Z+7jtrDIxqqdO7RplEiIbDbOnr17OXniJKqjCQSBwOopTk8lsdDA1tTCuaZr6J99EkmpkKwa4QuvbGicmVnFm1lgvLCOpV6ibfu1FFyttDVZCTtlnsl7aF40ouUmDn2WLw8b5PXIKiyX4QY/7AnCHuDqgJGy/nb64tnBDn5W/FyI7Y4mhYcK61QGbuJXu9+e1jaCIKDrOu7iGmGzhl0ybv7u7m6OHTt2+Ti3200sZhTt16tGNuQ+QSK6fhYdkZrZRcnWjKwpdN3+Ye4Kw/m0ytkfXOBft6V5bsKOe3MGORRkLR4nsvsQmeVj/E25nz3aq7iTE2i6gCe/StUe4JabryccCjJ6chMdndb4GZZSFr5dSVAqlejdHu1N+Xvp372LJ8ot7B35GorJTkUXWEyk8WYWkbQ6uiCjIHIpbzjKfrT9p98Hj8n42cEO/v+MnwuxvfrSC9hsVj5/U//P43Q/E3IKPBHXQNeRZROaWufjnnVEwdCLdnZ2omkaW1tbBAIBtra2LqdQ+c3gkAxZVN4dNcJ21SItA0PkR49xVxgEAYabZCZsNiYnpxE9QcaX11lrGSZSOMbL1U6GdY3AyklUJDpiJ6mLZmRNo2gL8vrxY9RLefo1owngLcZQ6m6inVHaevr5y7iPodEHcRQ3WHo9xlC9BuiEk6Pk01ZsdgeaaN62DVcR1SoSO8uxHfzzxj95jzKTyRCLxbj11lv/qU/1M0HTDVL70sUGYzML21InB5IksRFbvnycLMuYzWZWVgyX3Xw+Tzj85lzbFwbA0xIlVE1w14EubLUc9xzsRNc0tlJGonhWgaQlyIXFOGOWToRylv+bvfcOkuS+7jw/mZXlvemqat897f04mJnBDDwBECAFQ4gSKBpREk+r29Pu7cbF7v6xJ4Zid291odWGblcmJB3dUSJFLgkQliDAwcwA46dnpr031V1dpst7n3l/5HAgkBSFpYFjfyI6oqO7Mqsqq+rV7/fe+36fIR0ERebg9S+oVkPxBUQBqho9KwOPAOBKraIY7dx11104H/ht1rvvQ0Eg2jRCNJXlzKsvMz71FRRBQBY0lP2DZEYeomBwq9Pk7/wUi8NPoAgCNa0JBQFbepvJ9Dt6qffY4x3nF75iu3TpEjabjZaWln/6xv8TyAokqmCVwKCBmqw647p0IIkQKqlVvT7Lj9pVr+Xhz1ZBkwgwsP79my4ZFUFCFCRCkd2bt81WZarVKl6fj3wdqtUaGcubz6XFCA8dGuSZZxbp2dfN62dO89+n0mglA3/xxjIdE7dRScaQa1V05TTdm6dQAEcmgCKI1CQD2lqRqmhgp/0IXVunUUwuEER2faOYusYpl5dpzLxAZyKOgEJb8CJ5u5uJsTEizgGeS1nQIfMJT4qp9R3KchVjLknltS/T2agCiiryFwQshQg1uQ9QHYW/uAHTGXW60uf27fWm7fHB4Bce2GKxGF1dXT/Xc8oK/PmaOrfSrIH/ZR/87RZEK9BigLub4O+21ST6mB1+pRn+dFVN9j/ZDpd2cjStXMKZ2iBna6GhaHDmApiLcWqinmRaXdKs5eGLFzdoE0S+XWgltQR+FJ4PK5Rt8GF14YbX60UQBP5uaoeyzkp94SwiGpp2Zym/MouAglnQIgI7/oN44wvUdGYMxSSK3GCr/Q46gud4+EA3C4HX0JRSFA1O/OHriOGrXNRI2J1OEv5xHNF5svY2jN5OcrktiusvcVs+T61WYwpQNFpERAQg1jRMTdTQEbrC9MSn6V37LqayqoHNZrOcWw6yuxnFqbUw3XKI84k9idQeHwx+4YGtVqvdzEn9vNguqkHNlg5Q05p4NtxEtAJN0VlCTYO8FpPQVPP4I1PMdBxjPgtNwSu4kyvMXClgUmR0koGNzuMUPAOYk2vY80HKBif6SgZkmWKxyOtxE2IxA4qC7vT/i/9Gs6sjtcFK/s1VWzabRZS0FKdOo5Or6lCUG8El0HmC372ti/+6qWfftb/DmQmgadRQyll2Wm+hLXSZ28f6iWy/wYiUZcNgwJNcIe3owlSKMz38JI/Z0mhTW+xubyA2SniSKyipNUJmEx6Ph/7+fvx+P9lslosrQRK7UaRGhebINUAV8ncGzmAoptDIVaqv/BVfB0SNhEUy4a6skLO3ohV/vqvqPfZ4t/iFBzZFUdDr9T+XcwUK8GIEtII6Hq8lNIkiCHg6HmM1D62hy+hqeaT+23Gm1vHG5qj5B4nq3DhSm2jqFda77+V/vbWdl+MS3hrc1QR/K3Yjb72B1CijkWtodXp2Y3F8+g4mXb20hq+w3nEcl9kE29M4Uxv4tgSeno2SSqWo1+vICIhARWdFX80xdeDTHLz2BawuLz6Llp7gWXS1PPVaiZ22W2kPXqBvcITKzkXutBb4jsHA0tISVqcbZzbIYuc9NIcnGZ//JmuCiNVsQm92ETb5aIovsNl1F0fYJp2KEQwGqdfriKKI1mimYnRiqGbZ6DhOS/ga2loBUylBRW/FVIqzOvgof3jEg0ES+aNF0Jz7CrbsDtnaXmDb44PBO1IV/VkNROIVVaz+1YDaXwYwaAXzwGG4/l2ebK4iCjo2Xb007c5BbB6P3EDb1M7vjdv5L6uw6xuhc+ssBrONTpvE5/7BIrKhiLy4PYQ/Mo2CQKmu8KXpGO0jHSCora2toSvoGuWbRovlnVUMDgcHDhxg2dLHhWCWgZUXEBoNBMBUTFAX9eiXzvDlqQQGAcJNo/his7TsG0IInucha5IXdHrOzyxTtzRxdW2HqHuQ5sJFrLkQAgph1wBFRwcflrbYjuzizqs9dF0bJ4kZrXT43IyMjNDd3Y2iKMyvbhBZDKm9dFuvIyCwMPg4vc1utpJFhqa+Sl2WOXt1BiW7izmSQtMooy+nOR2DB/w/00u1xx7vCX7hgc1qtTI3N8fg4OBPdXywqA6/rdwQZKLeQnsAACAASURBVHcEzmAopZAP/wqfu7WDL83ruDZ5hZbeo5xtPoQ7vkjK2cs9dx3ndo/69D4/AiddfUSC57irNAXc85b70IqQcXTTHLkOgChXccUWKb82y8gNV1lNo0K8eYLfPtTKs88+y1NPPYUkqee35eFMRp1CFew8RvPOZTo3TqGRK5iLUZK+Uf7NR24nVhV59v+b4z79Dif1Jv7+4jI1nZPUZpCCqQlvMYivMomATHvwArKoxZ9cgtQKQbMJp8vNin0YX2iSpLMLl9MFtRDT09OcP38eWZaRJAmjZFVH6olatPUSraHLWLYzDJSKAAwuP8u6pMNpNSOYnZTQYC7GkXQ/1Uu0xx7vOX7hNbD777+fZDLJ+fPnf6rjZzJg3l2iI3AGgJRjH5ZClPtcZUAdvLK8vMxtLvDbTFSMTuz1HAecb8ZsswQfaZfY19PD6voGX1ypkqi8eR/Pr2Ux5iLciJ0IgNSoULD4SXQfJ+nqQ9FoGZo4hN+vLmkymczN43ss8OudIhW9DXdiBUXUYKhmCLbcigD4u/oQRRGfASwWC2/Mr5GRbIjRFfSlJKZiHG98nqLBTtLVy9zQE1zb/5ukHF0ATI09haN3P3qNiG93GqlRxhtfRFy7RDSZwe/3c/fdd/PZz36Wz372s9RueYyywY5UL6MgoKsVaPF5iLUepi5oifomGP7IZ3jyySe54+77iXmG0NaKbOYhWv6pXqY99nhP8QtfsTkcDu68805OnTpFW1sb7e3t//RBqIOIr6bUIKNp1HAnltluv4PPHGzjXMDAqbPnSR29m/37DzMzO8ufX9ziqfEOwvIBFs6f5K9W63y2R7rpRNFQ4BXdGF3KGpsL0/zJmpnb6usk4zGaqjUQ1GR/RTKhaVQRBQh23MF/PGxmbsfD9PdWkKjzraAEgsgzyxlG+t2M2dXAeSUFaXsH3t15NMisdt9HzrWP3sI65uVTMPEkoI7VW11dxQqUtRYK1mZi7kGqBjvO1Cr+3BbNa8/TqJZvzKIX2D/9VXZECafNQsPmo5zXYyolmB96gqrOzJ3CDpqdAFevXiWXy2Gp129ahK/sux9bczcPjMDmikwxtog9ucaVUxl25BTZQpHOek2dci/LbBXFPTnVewxFgddi6mT7o27oMqump98MQq6mVud7LO/2o3xvofn85z//+V/0nbjdbtLpNFeuXEGWZWKxGNFolEwmg1b7pn5HlmVkWaZSl/mjeZmL8RobiTyKqMGVWKUu6blQ91KtN7DHFnnVdIDpnAZNYgspuc2ZvJXVkoQjuUo6X+BSWqSTDKlUipVAkNjaHLobA04cmS2qMvTt6yLTcSuTvmPkbK240puIjTqIGgStgfsHfLQ5TFy5dp2teJbZmh1XYolUuc5rdPP9mMBiVvX9r2cTOHNBtltuIesd5g+GYbjDx9WrV+no6MBsNtPa2krJ4ud77rsoGx24k6v4dmfxRaex5qM4TVqGevfRdeAYL+tG8cYXyFqaqRhdGKtZyETR1kvUNQaao9dpjlyjEl4nmS/T5HIwODjIOe+dJCUn9tw22noFX2iS61cuIa9fQVtXCyQNBDp8LnxdfZx13o4ntkDR3sK9ndY9SdV7jJO78I2gquu9koQ7PGpQuxIpEqlruZaG+30/2q/5y8w75h909913oygKc3NzN4sJjUaDRqPxY2/fBrQIGkTlzf+bszt0BM+pxwoaDk3+1c3/KcC+1e/e+F3Ak1iGxAovL6jFC0EQMGjNJFx9pJz7KNia+XfDEp1mOKbA0TzU5RZOR6wojRpSo4ovsUhdHkcUINB+nJadi5gLavOuM7OJ/foXqOptLA58FJvBgKTRIgsaYs0H+N96wW8EjC5sNhtXr17lgQceQKfT4WvrgBUAgarWTNzVT/vOBTbbjjBKjM3NTbLT04zKMjIitnyIqt6OtrmTBdMgaVMTjYZMz9ILWItR1no/RM7ewQND0G6EL0yBP7OBogho6yVcXi9Glw99UzvfW4rQufU6iYNPcs8ICIrMd8/FVYPJbIjnQi38Xu/P+9Xf42chXAaxXmV07uvMDz1OomKiuHiJ8e0ZttuOEPONUpNB8x40l3i3eMcCmyiK3HfffW/rtjUZ/uMChEsKgtLAJkG2LuCPXIOsKndSBBH+QdCras1sH/g1JBSSVYW+lRcwHH6Yz+1TBe4ajYbraYEvbqoNvo+2vDkmThDUznsA27EDPP/KSRQZ5HKBL8zE+dyEh77+fi54VK3r4Py3aYgS1kKEnKUZWTJg1UJ7fx/l7bN82p1g1P6m58/AwACTV6+xXYTVPPz9NiDLyKIGWWvCuzuLDHRvnSGrNdHb6mViYoIXGz0kAku0bZ9jsf8RdtOb2IJXac1HkGQ1SVjS2dA0qgBoGnXemFmneWkdazZIxH+AatdhFmuAXKcrGMFY2EVQGngufpUvXKyiNOp0on4ZGIsJEtWf9hXe4xdBpKwqaJQblR1/dIYrqTy6nQChjiPEmkZ5pFlV3+zxJu8tx8cbaEX4PwZgOiPg0Ul0meF0DAzdhznqPsxqXg0Qh5yqvc7FBKRr8Ds3uuZP7oKl+1Hu8Lx1eX7Aqf78JAr2NqqSCV29hiDXSW0swMRxPtMFxzygF+FUQE+hrAaWUNdxzKKqaBiw6vjbC2YqG9PQdffNc645x2g0LvPf3ljFWdplOLmBvlYAuDl2TwEWej+C3dvM742qx7kq8IfpDtq3zzEx87fIggYQqEsGcuMPEdZ60CQCeFOr9IfO88JkCUEU0UtmRBR2m0bx3igP7Z/6CqLcoC6pPYUVkxNPRxcfHmnly7sOStdfxVhKEK1CVX7vOR3/MlKX4b8sQb5cRpEMVHRWFCCcr2LX6/hXJ3qR9LwnbcDebd6TgQ3UhPyRf2B0eJ/vzd/7rW+dX3nbDxki/kDq9NMgCAKhlsN0bryGoMg4YsvU60eQJIl+Kzy9A6GGAXMliwZQamU+NWC4ueJrautkdWMdduHOJkinkqxPXseGSM/mSRoaA1WtEblWQpB0mHQaIpITS3YHV3YDfG8+eKsEGKzIokTSuY+trjvp3DiJO7mKZuFVBip5BEHAZrPR2tPN4OAgf7HrQVw8gyazRZPVQPVGqff6xKfwGiR2qzB2/StkLX60TSM4HKBLQMA7iqGcoth4c6bBHu8eySpcSIBt/Rw9sXk2O08QbDtCwerHbiwjXf82X/+7r3L/479Ol0vdeiiKuvvY4z0c2N4tBqxwqL+TxKaIgIJGUFhfX6e/X92GbhTUgcf2egBZ0KAr5wiVDOx3qAaNJ4376a7Oc/nki6wWd1HqVWx6M0WTB2MxTv3Ep/BoqhRf/RItLX4iwS1MkkBNZ8GZ2sRgPHrzsdRLedyhFRoIOBOr2NMBtI0yZZ2FkrmZj987wIzYgl8Pt7phqwDBEgynt5HqRZqufI28qQnR1oK9pYvf7pf4gzmo68xYizF+0DZ9hwdmMn4KVj9jdnDuFQ/eVQp1+M+LUEvvMhibpSFq6Q6cBhQw2hg6cjd/P/gUo1e/yBfOr/CRI/s5l4CFLIzY4Hd79swM9gLbj+FXO0TODfczOzuLRtIyPT19M7Dd6oLvafUgighyHYdS5BaXely2BimNhVbJhCUXRekc4VMnxmlIBl7eqRJ/+Us8ak/Q7HVzZnCQxcVFmpqaKFVr5LMZQGQseZWnpwI3pVo+jY4GIiJVNttPkHH2gCiiA/7vKMiKgqGU5Gp+CW1ymwOFLAIKW823Yq6kcCVXcaQ30Wy9wbcviYzqzNTqDcRGhfWiuu0cs8MfjqiV3W7z3rf+u02krL4W/VtqoUySJB771U9ilMu88sorLJz8DmM3khhCvc6XNqAOOJLrLJdd/FHNwa+2v3VX88vGO9Lu8X7EarWysLCAoigUi0UGBwfR6XSci0MivIWplEAAatYmXil5Wc7B7W61JF9MxdA2ypy470FaLBI6EYYcGhYXF6mUi3R3d9PZ2Ynf7yccDiMC1UoFRW6QjMewWCyMjo5y7733Yuk7xMtCL77dWeJNw1QNdgyFOE3hq7SELuMPX8G/O0OjmEO2ekgamjCWkhjqBaoaI+ZykqmxT/D48YP0+Z2s52QahQwapcGObz93e9XEs0lSt597Qe3dx6hR2zrCljYqBjsP3H0X++yqL+DQ0BBnTBNEZCP27DbmQpS80UXV6KA1eIGO4HmigpmzZQ/HPaD/Jc2/7QW2f4QfDG1pNBooCMwmKpRcnbwShabty0jVAoLSQFNMIVdLrOtbMWrgqU6wWKzsLk9z/20TiOKbe4JMJsPW1hYTExOAajM+ODhIJpMhEonw1FNPcdtttzEwMIDX60Wj0eDSwXMxHd7wdRyZTfyRKXyxWQylFGWjE029StngILT/46RcPbh2rtLQ6KkYHDgymyiINO9OEV6ZJZVMYjKZWDN148wGiPoPcNQjYN3ber6n0IrqzqDZouPOniYG7W/dV/ZYRU5XvWx5J2hKLNKUWMaa22G96268sTlc6U0KOhuXam6OuFV/wl82fgmf8ttnZGSEWr1OVZCohVb5SgA8ch5LcZeK3kbJ6EbW6BBv2BkJAmgEONjZhCRJzM7OvuV84+PjlEolyuW36pbGxsYA3hIEf0DtRiKsaHQhNmqEmg8zO/SraJQ66933kPUNYa6keLwNMlUZQzmNRq5R1ZkRgM3Ou1ie+ASHD9+K3W4nH4/QFroMgIzMcv7nfNH2+Llg1ao7gC7zm3+ryqqCZjYLpapM/9rL6Golttpux1hKMjHzVWREdl39tAUvspsvs5RTjy2Xy4RCIcrVOtmaWmj4ILOXY/sJ9PX1cf78BUDtkzPlIpgTs9R1ZiITHyNXV7dxkgATZtXg8gf8QDq1f//+m3+z2+3odDpmZma45ZZbbv7dbLYganV849wcdx65hW4zFAoF5ufn2dra4kAyjaA0kBFJNA0w5pAQliV+S79Mx7EBnv77yzy3WcSejSEqDUoGB870BqCwL3ASeUfPptuB1+vF2jzGcihLZ+AMoijR8w8+OHu8d/l+VFUbWCppDOktRkOTiHKN4sHHOFAJkwxWkQURRA3BzhO4Zv6WgeXn2cm5mdsNk8+rFXQZgdnhjzHkc/C7PR9ctcJeYPsJRBoGcmYfhlISRaPBF5tFk4tQMtgpFvOYTRb+aFxdpf0ww8PDvPrqq8iy/JaVmN/vZ319/S2B7UwcEkYf5sACz0RD2KtJ6rUaOp0Oj8dD88RRvldvY3z26zQVIhztbeOMwcnp+U2WG+NMoMGweZmmzDayoEExu1hvPkD/8gvsNB+iU19HKEdYWVmhVJ6hCyjp7QhAm+kXfhnfc8jK++sDLSvw7R1o3rmEP3IdRRARFJlAxx24qiVScxcw9h9mtuagZ+NVutZfZavvAfrWvkt6t0pzczP79+/n1byTnVPfon37AlOGB9kofHA1pnuB7SeQqELUN8a+9VcRK1l0lTwNUYNUL6EIGnJ1qDTUxPsP09nZiSAIrK2t0dfXh6yoWwltxyjpN17iP83JfKK5RGhpmuWVDRzlPHWNDhnoGjnA0fHBm4OcAZpicG1RjyGxyl+ut9Gud+JOrjA883UEZNyJFURkKpIZa2IVR2QGBQF/dBqdzYanzc/hw7fw/+z6aJn6BhWDnaafj//n+wZFgS8H1P6wNiP8ft97cxTkDyMK6ozbUOuthJoP02EWcZ/9G2SNDu3qBXKWZia62il97xmy1lZcmU2KJg9XRn6Dz9hDVCPrnDx5EsXdwcLgr6jn5P3x3H9a9gLbT2DEBjZ/B8I6yIIGyWiBYpaCsZm61sidTT8+qIGaL3O6XEzOLlD19vGlTcjWwVTQM4iC4+wX+S4NDHo9Xn8rZ833kzE2sc8Mx/t/tA/pG0FoMXpwJtawZYLo6kVKOhsVvYNwyyFKOjvDy8+Qcu2j4h0goXehK8ZxZ7bwyyHW1taYnZ2jG+XmpKvBD+i39T/GSh7Ox+q4Uutsu/t5KQKPt74/er5+rweeCYFRI1JpQFUy0BY4i0apIdVKTL3yHVpbW7CPPcz81CSt4UnawleYFgTMJhNmm4P48jWcE4PYbFYe9POB/mLbC2w/AYMG/u2whu+s+UlEw+iqCgINmkthfmv0J78xyg1Ysw1g27jAlye3aNqdpSu/iyRXkYGGpIdbH+PTo2qS664aJCrQbvrRD1r5hiQ27unHlguy7d9PsmkQRAkNYBTBu3EGGZGmxDKa3RnaBQ0NjQ69zUXXvhb2nbiDsODgryeDDKy+SNq5j6ZfMnsiTaPM+Mw3kQWRpLufk7uqNda/7gfve/xadJrhX6jDxfjTMysYaqppaMLRjSLpmfBbeeToATI1mAt2IIQnWbnls/zbYQmPHv5sOo0Q/TbOjbOEBh5kv+NdfDLvAHuB7Z9AEmFiZIiT0TA6nQ5BEKiUS5jqBdD/45n3zQKs2Qc4wHl6Vr9LRWdFkqvMjTyFL7+BZ/sSj/a+efwPT2Bfzqlb4VQVnlXdwNHeGHxc15oxSxL/akCd//AfruVwpNYpGV1Uhu4hWBEZn/s6cUcXXfUY09PTXLlyBQWBHlFCEUQaOjPHfkiK9kGmXC7zxnf+HqMksTn+JGKljHd3jkjLIf7bqqoB/pBfbbN4L1CTYTajSgt/uNHWFZwk6ugkZ3TTEr5KdfzD6LrakBX1PfRhS4IZjcTv9EgYNHBxMYB04WVkQYO5EKWmwAe8KLoX2N4ObW1tCIJAvV7HZDJRrVYJBAIMDw//yG0VBb62DZNJQJSoa/QUjE0E+h9k4voXeYgl7r93gi984TxSIQEGNw1FFcOfS8B0WhWgX06BrpymKb7IQHobY0UdmycLIu74ElkaLGeCBHfCDJarSI0qQimJ+eo3cKG6daRcPfyLo8ew6URkWeYvLodoLLxO/Uby/P2wBftZKDXUuamRbIH269/EYtTz5JNPspMt8+K3v0lNayTiP0A6k6eqM/HFDYlB67uTe6rLqhzOrVPzaX+8BJvqoowxG3SY4UwMWo3QYdDTlIuy32fmaqkb28zLfEvzaQRB4jYXPB8WaZcV/mRF/eIbun6aqqubgqMDz8YbPNXx4wteHyT2AtvbwGAwoNVqKZfLaLVaNBoN0Wj0xwa26ymZmcVVfPFl+vIhBMBSUG3Hm70eyrtbSNIhdAYjr11fwDF6B0/vqIFGLufxxJdwpDc5UE6BItPQGFBQqEkmFsafomPjJLbMNqIooO9vpbd7gu/PBfCErrJ962fpNsrkLzyDqZRgYPkFvr6sTgmz2R3kNH7MikzB4ueo+4NvdfNyBKZSMhPT36SoNfHhj36MQiHH95/5FhaLhYWhj6HPJBhe/A6xpmGCHUepvwtLmZoMf7IM6wVVdfC7+9SgZk+s0r35GoIgcKbnQ+SsLSxWoWPiATyLrxFYW8Eo6In61D7I3TK8EYeko4v2wGmcsUUy9g4EucFq6zE+qt8mGFC1wR909gLb28Rut5NMJikWSwiiQKFQ+JHbnD17lrn5eToREBSZmHuAWPNBhme/xkPuKvp6J5uzV/jrdUga/GS3t5kpXqU7u4W5mEBUVJVD0egm1HyQ1tAVdg7+Gs35LXSLp7jfL3IhvQ9naoPNrrsYcSqcWw7SvHONqtbEoK5IQTChbZRJufvRjd7JXcY4cnSDzZ0w1tgSmnqFrLXlXfkAv9M0FEAUWe++h5y1jcVIms1TT+N0Onn00Uf5ykyc8tKzyKJIyeDkhOedczUp1FUHD3ujwAsvv4wtnWa/Aooo8saciS5LGxF7NyIKMiKu1AadW28g1UqUuoYZ7e2la/wW3njpGVKObgRRwiqBQwuypGOr7SgpZxf2TBCNXKOuNRBZuIrH80sQ1diTVL1tIpEI8aQ6ub2KRBEth0aH3nKb+fl5dVLUiU9SCK9jlCTuPDBMfHmKpYqRaW073ugM+UgASy6C1KhgLsbRNCooCCzv/wT2xCqK3c89x46wu3SdZruJdWs/jp1Jril+pFoReyaAJzZPfvU69vQmGhqIjSqNwDTC5nU0jQqyKBGrwEzRxEf276Otb4inlSF8ketsdt3Fw60SzcZ36WK+Q7QbYS0PUdGOsRhHvPIMZqeXJx/7KJFIhMVTz5GztbPWfS9dW2dIYuaWDtf/1DYtVFJXWg7tm9KlcgPOJ9TA5darus9cXS02lRvqMf95Cc5sZYie+iZytYzSqFPSW4l7RmjWNzCmtnDtzlPQO9HVy6z2fohs8xhOTZ3G1gyBQIDlcAJFUbDmdqjorMzW7dzrVXOzQZ0XBA29a69QF3XUdSZsu8s89tijb7Hj/6Cyt2J7mygWN4qyBoAsCBRqDcqNN7dzkTKUvX1kt19Dq4hkrW04Eit8/8oszQq0bp+lDTVpq62VCDcfpDV8he3BD9MkljHPvsy/HNTx3ZAfIR3i+RC49Q7y64tYzTFkoH/1BUBARkQWtax33cWgRaY6fZLArb/FI746L15bpim+gLmwi7kQAwG+tahQ15rYJ+hRAFkyMGj78c/zg4RVC7/RCX98MULvygvUNXoCwx/l0uoWM6dfpru7m1OGMYYXnmaz8wTt6+f471qJf3m082018M5m4M9WQQY6hTwfs0VZXlwgGEuy6xpgp+UWnHqRlDrBkf12mMqApl6lLXAaRzpA0ejCq1cwa0Qshx+jMzjNPrOP8Yfv59+/ukbH5msoQF0ycNAlkVZ6iWucdAReJ2HrxJNYQl/OYssGydnbmc/Bvx6A//066CNL6KpZlvsfoSW/hSgKnD9/HpvNxqFDh97SOB4uwYUk+A1v9UF8v7IX2N4GmwV4Me+h74YmVJQbaJUG+hvvi+k0/MUayPV2DioyqXNP4yyl0Ch1WoIXaGgNCDWZpYlfp23t+0hKgweOHGTu+XnaUos0+u4AFP50OodJ66Ojsobn6jcwVNQRf/panoZGT02QWBx5gvbtc9gzW2i83cTmX8Kot3I8+Qabs1t0FYs0NDoyzi6CzYfpMcncb4jy0twOpvQ2JYNqIVxu/HI4r1ZjQQaWXyJn8WHNR9Fde5apfBRbez9DQ72sv/gsKVsH9swWu55hvEun+YPGvaStrfRZ4Hf2gV6QWVtbY35+nlwud2PokEK5oTAh10FRv25OiyJ2m52C1oYvOoUvOgVAF2pxqCHqGNZo0dcK1CUDAjJpzwD3D9g4/+pLHMkvcH7uAimNhmvXrqEfeYz5wccYWHqOnrVXuaZ5kOGp5+mWa8hAa/gKiiCyOPgYJZMbFIWLcytkLq3Rk0mhrRZI2TooWFv4+GE/K5eKxGIxNjY2iEajPPLII4C6Lf7jZdVgFNRG8jubftzVfP+wtxV9G1xNw7WiHkc6gLZeRpC0WCWYmBgH4PmwWtGamP4qINDQ6Eh6+rDkd9npOoHUewjDzgwfPXaIcrVOPbLOtOMAtXQUbTZColzHkovgic1hzwaRRS1VvZWof4LtzuPUum+hUmtgzwX56LFb6LaK7G6usOUcpCV0CW2tSC5foKerk3vuuYeJ0WHEXALr9iT21Cb1eoM1fTu6UoKy0YXo7+GRlnf3mv4iiZbhXBwi2xtcfO17uDp7mex4EOQ67tQaBaOHJfcEiQsvYmjZh4kq2uQW4ZbDZOwddCx/F2MuQj4ZY336CtcunGVzcxOj0Uh7eztut5uw5GJXtGEuJchYWtie+Di//6EDbG2sUU3HyBu9SHKFjYlfo9xQsBRjxFoPoS1l0Mh1Ykc+g6OcwJPZ4Pgdd3B9do75eBl9NccTT36cnXAYTeA6O223kbO20Bq6gracIWPtoGRwYKykQRCx90yQz6RwJVboCJzBnVqnrAh43S5W3ROEWm/liFvgTp9Ad3c3o6OjtLa2Mjk5SSAQoLu7m0Rd4tVdGJr/FjlLM2ajkYn3eZ/bXmB7GxhEOJvUoCsmMRfjKFoT1XqduH+CPquaS5nPQswzTLj1MDnfMA+PtJLcXsUjlPD3jlBYvc65vIl1bTPe2BxiIoAlF0JsVLHmI5RMbuJNQ4TajxFsu51U0yCfGPVyvFnHx9pgxCmxvLTI8fE+WjwOrk9NUdaacWYCzA5/jAP9PYjpMJcvX2ZqaopSsUBbaysmk5FoLIEutoZUL7PbNMJgi5f9/8Tsh/crmRr8hwXY3lilNvV97N3DnPbciSO2QEv4KjWNDn01j76UQpTr5Bsi2lyU/rsfxZ7Zwrx2FkUQkWpFbIUwecmCraOfZrNEPB4nEomwu7uLkt3FXEpQNLpZH/gIo3aZ1Vf/B/lshkcf/xjrrlGEjUnilnZ8+4bQb1/nlt52Yt3H0Qaucl+Xjc6+QdZnr/KNcheaUhZbPkJZb2NrfYUrvY/j2rkKikzWO8jjg03EFyexFCKIikzZ6MYmNihHA1gLYXTVPEl3P8t9DxHzjbNh7eHD/R7+eZ9AVVadn5uNapuHxWKhq6uLubk5VldXuXVilPl4EdvmRSJtt/NYu/i+VyXsbUXfBj6DKp3S3RjAUhEk9HKJZ0IwYlfnMZgliFV0DFnVfNvpGGBsxpHYYHlukTZFoG37LKrhuIAoN4h5x/DtzrLeeRf29l7Grep8yJ0SNBvA8Q8qdB6PB0EQCAQCjI2NUdca8UZnUBAZWXyGkFzHYrHQ39/PxMQEJtOb6vZMFf5gqsrQtS+RcXQz8AHKr5Ubat7yB9vqYBGMkQXat85SNLgI+O/AuT1NW/AiKXsXZZOL5vA1LMVdFATV4ODQY6RnXycfi9E8eIDA+hq6qur3YynsUlrdJWu3Mz4+jq9vjC8Fdehnv4c5u8PS4K+gq2Qpn3mBeqPCgQ89TjaTojB1CSMi/tAVAq5HeaS7m8356/zzT47xlYVWXr90hdXhJ+gXJPoXvnXz+WTsHZhiMzi2L1E2OPBFp9DX8vgfuYvf+s3f5Pz0PKnwNrVSgYYoUtO5WDX3EPKO4zaIWGUoFYvYskFe0PQTr6jDlgGupeGf9cCLYUhU3Rx56AnOI+fycQAAIABJREFUfudrnDr5Kp8cGeNFQeDz49L7PqjBXmB7W1RldSXg/oGJVaOBKNcxFmI0FDUZ8YOEa7gEX1sv441M0ZRaR9Oo0RV4nbpGC7KGpf6HKZm9tJpEHBLU0pt4UyvsG+nlsVb1HD+uQVQURRwOB+sbm7QPjJExt+BMrVEXdaSbx7n/1hEOOkRWV1d47bXXiMfjVCoVNBoNst5C+43CgdZoumll/n7nUhK+tKk2Rf96B5xogtLGDJ1b50k4e3Gn1nBPPaP65+ks2PMhlNG7SVTyuJNLFE1NbLUdpf/aC4QVmd67P8bm1hb6ap71rnvQVvK0hS5Qdnbw6ccfJJ1O88ULy+hj69gKERqCxMFrXwBULbGoNJh++RuAgKi3kXTtw51cRR9b42X7EXpKX+XfnwlStI/RH3uJoWtfooGAAExNfIbByHlak0scP3GCU6dPk7a2YSoncaY2+M5zeSKjH2XcN8pHD6hjzBQFvr4NxTSMGuFz+9RcbygWpStwirySZ1GzH3t6G1dimYWe+/k/5yBZrNK38l1ebRQxCYJqjXXgACjKByKowd5W9G0hA69GwRe6CihIKJSNLlqj12m1GzGbzWxsbHDp0iWuXzpP084kulqBvLWFYPvtJPYdJ+Hupyk6Tdf4bfy7MS0nmmCtAOF4EntqkzesB2jSC/+ojVBDgde2cxTCmzwt7acigzu9zlrnvciCSH7yZaauXmYruINOK9HT08PRo0cxOZvYzNXRZaNUdFbCTaPc5/1gqA7+cg3y1TreyBSTNCNtXmXh2iV69t/GOfcRDMUY1nyE7Y5jWEZPYNqZpqO8w3bPPRh2VzGWUzQlFkGWmdr/KRYqJlwrpygZncgaCV29wE7b7TTvXOH6tUmWFubQZ0IYqjlKkpmMax/bHXcQaT+KObuDVCvyg6q1IoroawWERh17dguxmEZbL2GLLeNJriAjUDY4WD/wKVyRaUS5hrm9DzE4x7Fjx2igIRvaQACs+8YohdbRRJaZpIUOhwmvAS7s5Dg3vYhv7RS69QukJBsf7XeR0jqRZQVD8DqWnWl2vGN0BM/j3Z2lUqnSuX0WYzmJ1KjgavLxwP33kcfA2sIMUs8h/O9x3ezbYW/F9jbI1lQn27hngObQVaTOEbrqMQzN3Zw9e5bXX3/95opqaGCA6+ZB5qp2nFp42KdO8j4TtyCLEgvLi3wtrsee2iAbjdNUKyMjoi9n2Co6uP3Gyq8uqx5cwZIqsUrmyyilBn65Tt+VLyIqagmrf/N7Nx+nIoiUJRNJnYsJl4vpopFvlAdQOgYYyn2Tit7GCc8/7kjyfsOhhWwqTWvoCs7UOhulBOaRO/iWZpi2rbM4M1vUBQ0pzyC/3yWi8TzCt7/9NIOOWS71PUT//NPUJAO6WpGJa18BFDQ00FdzWPNh4q4+rLkQWUsz2lIGXaOEeGNId9noxplaZ7vzOPcmXidZVPd7u01DGMtpLPkoCXc/nvgiVa0JZ2aTqqBHQmat+15EUaR77RW0iU1qkh7v7hzC7gwmmwOTyYTTakInKHT39bGyPIUAGKo5hhe+xflliUuiQK1Wo0XQICgN8pYWwtMXsO/v5VNdQNdhZPkgX/7yl7mnPEfoxKcpXH0F/41K7XLPQ7TUE4hbl3nt1GkWzH34gD9fqfNbPdJ7RjP707K3YnsbGDRqo2dA50fXqNBci0G9SlNTE4888giHDx/m4MGDDA8P09bWxmGfgft88IAfjNR58cocLTuX0Vcy2HM7lGPqqsrR0sVF73F88QWqeisByYdFgr9eh1fCMoFwBLZmMS++hi04iaW4e+MRyTdFzA1RS1nvQBZENI0q2kYVJZ9kc2ODxOoMzeFJbOkAxkqauGcIn8/HmP3dupI/XwZtsFQxUUnHsBQiZOwdTHmP0L5xCk9ikY2O4zhzOww1wtw22o/JZOJ8WqKxcom4ux9jJY2hmqNga0YBdI2iqsdFzduZS0ms+TCyqEVSqsgaHUtDT9AUm8NYzRDpuYeDLoHc9GmGxyZI7EYYvfcj1IPLyFoTvYfvIL8+zdaBX8cRmSXWehCpWsKaC2Eop9FVc7hSa9QlIxHfGIF9H+Kzd41j1QrorQ6mr1/jurGffMdhCt4BhHwSjSgS9o5TtLbwofvuJSQ4UGIB9AcehK1p8vk8XV1dgDojt6I1szFzhYduHWdqt4C+mERAJmvv4NDIMA+Md7O0toEU30AWNCQ8Q1gM2vf9e2QvsL0NBEF1fRi0wtG+FnKRLQBisRjhcBiv14tO91YtjlaEzc0NvvfCd7BkgtR0ZqL+/QTabqd5/CifPDbMQFc7p9ImTLEVjKUERUHH7vwVXOtv4A5expNYxlrcRVTqNwNZwt3P8vATNEeukbf40FdyRP0HCLYfxRebI9BxnN6Jw0w021nLg1xTu0M1jQpbrccwGPQ3V4Xvd4waKE6fohzZYLdpGE9yFVtyHUd+h4agpaEzEmw/gjVwmbmCxLLoJ5DIY0lt4I4vYahmCXQeR1AaOLLbFI0uEq5ebIUYJYNLjW6iBqOrCdnRgraQYLv1VtyxeeoaA4bRE1ivPY3FYkFERhAEPnr7GMH1ZQzUePjwEFPXr/PUuJ9atUY9us5G+zF8sTlkUSLsHVcdmqs5PKk1/NHr+B0WPB4Pp7bzREJBnMk1Kg2FaqNB7+AYpa0FrNkgulyM4NIs94x2Etjc5MHRdmw2GwsLCxw8eBBZga8G4MWEEd/uNDO2EfoS06QEI7ICjtQGc1UzD4+0MTg0zEvGA6w1HQCNll9pff97te0FtreJKKjyGItWoKuri2g0Si6Xw263c/78efL5PA6HA71efUesrKhJfJ/XS8/dj7HmGEFjb+LOFgOPt6lld1mB50IKhmwEWyGCPbONoZJBVOr8oPG9KpnJWZoxVjIoCARbb0eqFWhKLBFovwNPahVrLnRzi2EuxjGUM/hcNiYmDvCc8TAVyYgzs0mo4wif6QLX+/xNezmpSpaWz75COLBO6+0PcMU6hiO5hr6aR0FAEUUshV3Szn1oLE40a5fIbcxiT6wScw8BMmH/QfSlNP7YLAnPILHBh9CJAtb4CkrrMPr0Nv1Do+RDG3zoljHWV5YQug4gxTdpSHrc+R1KqV3ufeRxttdX0Gq1DAwMYDKZmZ6eJtq8H2MxwdTsPBfbH6QpNImmXsFYyaBp1HDkgljzEWSNjq2OO6hLeuILk8zMzJBcmUZGpGhyY88GsWe3qUQ3CHedwJZcI2PvxKAV2A2sq/pivY3AyhImp4eIs5//ugybeZm+5efQ1ktUU7sIGolGIYNULwEKzswmXp+f7730PJbAJCd6vDzaa/1A2IV/QLIt7ywajYYTJ06wurrK+fPn6e3tRRRFnn76aXw+H51d3bz++hvkLH7SfQ9zX5PA7X712EoDLsZlaokQ4bVFhqJBRLl+89yCIiMLmhu/N9DVi+iyqn+NiEL/6ouAgixKGKpZFAQytja2W2/DVIrjzAZxFWNcuhSkXj/HqCDSQKQmGbFrofd9PkR3MgV/swE9Ky9hzwZpOfYwU/jpm/oOhkqGnZbDJJ19jM19jYaopXf1u0yNf4LO1A6OXIit0SdQLG5CpSr9y89hKiUAKDSP8X+NQ2JX4tlF+FCXhdMBhWaXlfVajfb2dgRB4MHKFDuDo8QmT1LOC6z0PsDMhon79CYKqTiVBjxbaUMQtcyeP0Pd7MNb26Z35hsAWPJR8gY35nKShcEnaAldwprdoWP7LNMTn8Tp8XKbvUxnZxev5uycicO+2f9BRbLgLIZoW32Fqr0F4/77+LA7z8vf/hoNRK4H07iLeVbsQ+SWYjiywZvTyBREjKUUhYYBXaOCosjsNB+mLXKVl198npaWFiqVCkRWaB34YHRu7wW2n4He3l5aWlo4e/YsiUSCY8eOUa/XOX/pIorSoCrqYOYkz0addNp11Et5rq6H0RUTCIqMgoDmhnuDAMhaI7vOfWirBYIdxzAW4rTuXMJQToPSUJ0eRAmNXAO5Tsf2ORTAkQlgKKVp6ExovR08fHg/drudRqPBH7+xiW31DQpG9wfCg2v7hkeZNRcm4h3latHPwPKzmMpxUo5u2kJXKBns1LVGFno/zNjCtxhaeJq5oSeZmPkqA5k57t83wAsvvAAaifJtH0eeeRXfyiv8G+Ov8nvdqvtFMplEq9VSLBaRZZlwOExfXx+zM9McevTTeJua+P7kLE2xBdbtHdQ6JsgGnuYvv/kcm75D9MkNXOl1GrkgdVGHJFfZaT5EtOUQbknGcukL9Mth5tqPMD73DTbbbgOgs8WPnFvn3LmzVFIpRkplFFkGg8LM8K/xz+wBBgcHUGWeFrYGHqZt8Xkc6TUUBFrDlxHCl1V9qahFK9cI+8ZIuvoZXfo2yA3c+0boHj3IbY5xjKJMRdDxtS//DUFjK/m66gf3fmdvK/ozotVq6enpwWazMTk5STQaJV+sUDS6yZubsOdCVOM7RHa22Y3FERo1ZEFSu8cNdqpaMxu9D9BSjmC1O5hpOUHPxvfJ2Duo6W20hS4BIAgiodZbSbj7cKU3aAg6EFQNovqjoGlUaZTybC/NMj8/TzJbYEn0YUssk/QM8diwl5b3uaOHWYKLCagLAi2Ra7hiCxgqWTY7jnH89tsQKwWMG5eIesdw5HfQ1KvoaiXqWgMIIkpii7XFOVpbW3jyicfpcxv5TtqJb3ealMFDUutCH5wmnU7T3NzM5laQhsHKdCDCeufd6ANXuRotkp87i7kQI+4ZoGjxcV+bmauKD9PuMt7YHBWtFa1coXL4caIdR9BkI/hKYX7jjlEebxe4FEigRNYoWPy4kqvYcyFady6T35glHo8jiiLNzc3MW4eRikn0lSyWfJhsNEhrSwsmk4l6vc65uTXqaDBVMlQlE/NDj7HTcYzmyHV22m9HEDV44kuM9HXzsfuOs398lPH+ffRYwCCJaDQa/mgRjMHrhKsalgNBIktTZGSJBdmFKLy1UTxTU99v7/UhzHuB7eeE3W5naGgIp9PJ8tIiKArWXARto4SgyNS0RvJmL3HPEM5sgLmRj1E0N+HfnYX+YwiVHOXdbRL+cdy7czgyAVzJFTSNKmHvBPZCmAc/9AC1RIhaKsL6LZ9Bl42oE+lRq6MiCrpqARQZRVHIVupI4SU0jSqBzhOslnV49byv+5T+f/beO0bS+07z+7xv5Ry7q7o65zCdZnoCJ3GGw+GQM4wiKVJpKQmrXcO+tXEHw7fGGWccbBhe4w6GDRs2cPb5VlqRoqihRJHUMImkGGY4sXPO1dVdOef4vv6juNzlSlqvdrkrku7PX4VuoOsNv37wC9/v85iUsJIFr7KRhvA8oiCQtrTSFJrjSHczSdcBdkJRnLEVago1KwOPEXSPkje6cYTn0ZdSRNtP8IcXTyIIAguzM1Tm3kUWlJjSfpZsoxzUpIiHQ1S67yLnXcRv7cOa2GDJMY62mMCZWKesMqDTaTEnd7Dmg7wud6BKh7AmtiipjSwNP0VzcpUeMcUfn+imv7mRxZlJtgydpNGwshvGlNnDEV8nr3OQsrRh7Jvgew+dpXfkIF7bEHFLO8qVqyjzcXKGRmSFCjEbI6uxobI28qsrLyGEt1BVcsiygEoqE2w5jlIU0BYTuEOz9A6NYlVDeOkOh8bHUKvVfBiFd8P1fd5UBd4IQWNoFkMujFTMUcrn2PaH+ZV2mI9iMGyui9u/W4Ef++CdEHwQhSvBejF56+cwwnFf2D5DBEHAZDIxOTmFv+kQZa0ZdSXH7Ph3cMTXkBVK0l0nsQTmUAoikmsAq3+SRFVETEfRF+O4ApOIcg2FVEFZKwMC6moBELhhOYhy/RpqnZE/OjnAxvR1YvZujPkoUWcfFb0Tu5RFQEapVFLIphHlGgIy2lKKmM7FjbQGb75+wqv5grl7VCT4s2XYzFQZnH8Bda3Iau8lqq1jeKoxVqZvsZBX4oosEGoYxpbYwhldJGnvQavR4PF+yG7zEYxdo4zr8/z85z9nc3ODQvsEe+Yu7IkN4qY2mts6yW/NEirU6pZAuWC9DU6AgGeChvAcsqCgpLWTs7WhjWzgCdyp182ptMgKFQMHhhk3V1leWcbcd4jJnJbo9irS7hLJlTsY8lFqopqC1srq0BPYHY2c0cdZXV7kteszbEbS5LZm0WaC5I48xW7jOCF7H/pcmOLOMj9RjOKKLGC1O4iaWlEW04hShYKzk1INMsYmRKlKeXOa0NgTGAILLCwsENc28GzQgC8vczshoFfAZkZCV4iz3vsgAc8EpsQWFaUOZ2SJtKmZG2kN7wQlwqkMnRtv0eL9AGNgnmq5xEdyMycc9e6cz5Mj876wfcYECjC/vIIg1Yg3DtEQnqd7+BCJdA5j0kvcNYo+voUxvYsxvIhCqmDO+hEE6rMz90HCjSPYE5sAJK1dGHMhFHIV494MylKWuM7FqwU3rsAkmuFzVGJ7CLKEZuxevnd2hM6ODlQqFTuJAlRKSIioq3msyS2U1RIbag/pChz8gjXCv7QHU9EiQwuXUUg1yhoTnvAsKYWBVedBbPEN7IlNIg1DiP0nqcUD6EopXOE5BEFAn95DGr2fc5Ul3nr9NSRBwUzvVyATpW3vOpKoxpgPY+oaJbWziiEXQhYUCEjEnIM4Y6v4m49iSXoBga2Wkzh8d1BLRQRgp+UELd39CL55njl7kGm5kdTKFB9GBaorH6EuJlHINXwtx2g6dj9LChfu0CxNgUn0ezOE9nxkcwXyNbClttCW0uR1DuREEM/WezT576AppRGQcIXnSOjdKLNR4tYOjAkvWq0OZTGNPuOnfecDdPk4NUHBvOMQ/+JsP7u+HXYWpnCHpjFl/MSc/Ry1w3pOIGrtQlnJ0bfyCrIgIgKiVMHjv40ptkbjzvV6YHi1hK/1BBWlFld4HltsnReqPbwVUaISoedzcqK6L2yfMa8FwZssoi/G8XsO4w5Msl382BmkEMPhn0RdzVNSG8iaW6go6slT8omvo4hsYRGreB0HcIVnCTiHyfeexLY3xUrvw9REJaZ8GG0xgSs0iwzESxJVUYUlvUMxFiSPiqE2Fx6Ph3c0BxCCaxQMTlaGniRrdCHKEgW9E4f685PI9P9FRYL/exNuhIoMzz2PulYg5B6jMHSeaj5DU+AOTaFpFFKFYMMwgbaT/KfdEFq8jaahhaShCat/hioCisgW0e11FO0jfNRyP+3b7+KMrZIxeZAGz2D0TVKt1Qiq7JiyQbwtp7BmfKQtbZjTu1gSW+iKMdS1Mg2xJVRSmfnBp7BW4riKIc6cOM76/BQvhzVEo1F0qV0sWT9llZ69nvOYElvYTQbuHmznV1kTjcE5soZGVoef4txdh7miPIBn7yYZQxPbHWdpCs0g1CpE2o5hSnoJusaJ23uxpbbRFBMEPYdRxXfQVLIEmo9iD85SHn+ItNpKTO/Glt7B1DXGGY+agYEBmvoO8GHGwK5rHI9RzdOtcNIJNhUEggEc4UWyfWew7E2jEmRkqYokKtnzHMGa9lFR6fF33YPD00ayYQBjaAmP/zYVhZp5XFxs+n2Pljr7wvYZEyrBdbmZmHMAAEM+QmN0CYVUIW7rwt98jEDHGUKuEUZ72umwaMjvLPHPLkxQyqaIB3yYEluoqkXW+h/hYm2ZTMTP9y7dTcC7TrlUZu/od9BENhAAXSmFPh+pi6MgkttZYmpqivXNbcK5CqaUl7hzgG+MuPFYDcxITiwq+IP2T8f9fZ65GoU3QzA09yNkQYm/6RAt/lsYhCobDWO4wvNsdN9Prv8c7W2t3NcIqpiX7dUl7rvvAi9JvVgjK2ikMpKgwHzyCa4LzfQvvYQxHyHgPogzvsqZwQ56OlrZnL5OXm3BUIiRtDQjyDLO2CoCMjVEBFmmoLPh7bgXR3yNnhYXza3txNdn+LnUjz22ii21jT69R87oRlPOUjz6JP/yoJVSqUxye4mGgYNs5SBfLuNMrKPNx5hOCTT4J9EVEyjkGtb0Dopamd22kzx+ZIDg5jKmXIiEpR11KY2yWkSfqfeuinKNZOcJGhPrdFRDHGkykFu9hSAq+KPzE4hIVCoVrHoNRzsaOeRU84C7vh2hU0CnXmL3g1cw2Z18994j9HR1oBAVBM0dbHfcS4+2hBxcR1krc1CM8p1jXdzj0XDDMEI0V6I5OInUPsZZ1+fjVGFf2D5j2vX1yDOTsl7U6zX3EHAfxNg9hrKxg3GPmT/pFTjvgsN26G4wMzk5idvTwotZF/q9WVTVIlWllomD46QWrmE2GJgYHmDx5lX6Olr5xkQ7i3c+Qu47zqrrOI3hWUAgbu0kMPgwTx9w4g3HUQRXEWSJ7dZTdNk03OeCi+56fuYXRdQAfAWYTYErPAeCwPG772HMY2Vn5jrKWpn1nguUDI38V/1wOwFXt6Pkb/4CS1sfjZ0DLK+sYk9sUFKbUEllNnRd9C2+iLqaJ+IYoGX0GJrgMhG/j3vuuYf3clZsvnoNmK6QxFCI1GfHth52209hEyoYMgH++cOnmd7wkYpFuKXpxhFZxBWZQxYV+N3j+HovcnJ0gMzWPAc0eXo721lRuogvT3InUqbBdwNbcgsQKCl0WDI+zLkgAjIVlZ7VvkewlBO0pje5eGyEwb4+QtEYqt1Z9nougEqDu8lDaPASqsgmLekN7r3nLLdv36Zaq5HLZjHf801yvlXeuvIKU1NTmEwm3A0OLKpPR/Dt7OywtrrKN55+CrVSRK1WI9WqKJMBHHuTWAoRctks950/z/zsDLvRJI7WLiZs4Nc1I23PctBcobOt5fcyRv4m+8L2GSMI0GuCQza4y14XkAm7wNOtcKoBBs2gEOuN7QC+vMDS8hLXI1V2TR24Q/WG56pCw3zVin5vjt2GMSJKO6nlmxw9dYZyLs3K8jJ//Nh9KHyzxGIximoT1swu9sA0yWQCoaGdRWM/tpQXf+txHvaATV2/vi8azTqIlWDH0ocjNEd5d4XTp0+zqWhEWL+JupAi4ehhMgHhdJa+lVeoKLQs9D7MmBAifedNwu5RtrvupSkwiTWyRNbgQiHVKOqs6DeuQrXMQw89hF6v5xfrCYzJXUCiqHew03qy3nmS3qExPI8yVw9ReTWmoygrsKS2aYwsIgkqZEFk68h3sTU28a0OgeNO8KbKeNdXeF09RmJtBmUqiCkXoqg2s9VxD/pcGFMxirJaImtsQpJkRFHku2cPcnefh5npKWZnZ7kek7nqPIExG8Hlv0VRoWXWc5p/NSgw2t3K1J3bNDU1UalUCMUS1KoVkv4d4jur9A8eoFjII4oi7e3tQH3DfzNbL93we7eIRqMcOnSIy5cvc+3aNba3t0kXyiSVVkqVKmpHC9uNB8mozJQ2pnhOHEOrEHmqTaBcKrK+vMTY2BiCIFCowQ+88FYI9Ar+yYOD9oXtHxGlCJ2G+nH4bxOU/2UNaokg9sQGntAMZZWRiHMQbSlFY2QRALGQIrrnRVXO877jFN7ZGyilKuOjo8zcvEZabSVtdKMvxNjqvJc2OUV0ZwN7YoOySk/UNco3276Yogb1me9BG9zbpOTA4AAzMzPMLK3yvu04xswu5qwfS3IHv60fqC8btZUMlWqV+OyHWN3NXDx3luWMSKYK5qyf9a770ZZS2BPrlFFx+tGnabUZefHFF1H5l5AUdX+1itrIeLub04cPEvWMs+E8iCEwT01QYU1tY8yHEQC/+xCFoXsx703x+HATj/WYaNDU9wf/j5iLJv8d9L4p1OkQCXsXmmIGX9sJOr3vUdTa2W05hrfzHDV3PwpXF2bfHW5Hq7xa7eT+o6NIpTwZ7xLu4DTaUgpZENEVkwQbDnDYoaTRpCGXyzEzM8PDDz/M9PQ0aaMHQyHCTtspAkonKv8iw2MHcdhtlCX439+4xeLcHC9XO2gvB0nHwoyPj/Phhx9y7NgxRs9e4keMUBRUSMUscVlLzr+JIrGLqpxDnw2SWZti7s4Nhg8cYHNzi82yBsHSyAdRuO7PEy/L3Ekp0Cvqoc9/l5Ccz4J9Yfs983YYYgozAhJbXecJNh+haG3B3DXMgv0gOb0DTSWHIRNEQQ29fx4xFyepa+SlWg/6zWvk2w8TV1hwxNfQFuLkHV0Ees6jim5SVpsRPH2cd/2+7/SzQalU4u7sY2F2GltsDVGSyOvsmPIhbPF1wq5hIu4xKqKa5sBtSmoTsZFHeSciIES26PBdRRKUmHJBNrrvxxFfQylVeE13kMLsr0hGgnDym+CbI2npwFjLU/DOs704TWLPiza68Uk/b8QxyFrfJSyZPRyFEH9y9gC7uz5iQT9C8yA7eTAr4a2wiC7tRyFX8R1+BqW7i3I2SVNwpt4j2nUYpdHKV5oFvtcFp5vUvB7X4/DdxL43SWBpilq5wPTgU4jlPPpCnKmxb2NLbRN19jNgVeLSwryylfTGDKlMjg1jD7bIMjICqmoRQ3SNtMmDovswPQaJ51/4CXLEi7qUwRJdJRMN0uCw09/fj8/nIxgM4uwZ5loMDNkgtsQWlrQPTTlNVakla2zCkvYhiyJmewPrS/PELR1Udpd5WT2OWgDn3M9p3b1OytTMdMlIqAgT/0Qn8fvC9nvGpYGPsgZS1g5sei2PeeC7nfWUoFaDgNliQ+fp4ab1IBHn4McdBiVMuSCOvUkEZGIqG/bEBtpylpqoRBXfwbJ7B2WtQrRhkP4W9xc+nOMv2czCv91QEbT10hScRl0toKnkiFk7MeWCWBPbJJz9tPuuIco15ke+hqhQoAwu07X9LhF7P4qewxj25mgZGmfOMkaDfwpXYIpCOsF9F+5HodWRWJthc+BhAvY+NLUy2kIcTSWLJKrIa6xoK/WMgZpSQ8bgwhldZnNjnePHjzMzM8ObRRfxybdZnLpFUW0gY2qmMbaMz9qLpZLC4ptku+MseXsH/8Nwfd+z3VC/x1gsxkc7CTT5BFWVju3eizgiS4wYSsy4TuEIzeNkXV19AAAgAElEQVQKz5CwdVM0N/Fgi5L/sAk3AxnskRVCRZmN9rM0hOcR5CpxRy/e9tMkbF3YtErSc+8TCYfYaT2JNeUlb3Bi1al5+OL9bBSUzE7eImJux9rUhkaEDdGJXiGgT/pYPPAUjp5Rto2d5LQ2GmKrKHUGquUSRVGLppymITyPpfMAezUtpsQ2powfSVTiVzXwgPufZpwIsvyXftf7/L7IVusV4E3a3z5V38nXzSd/FYEbcdALEurYJvboKqZcCFGq2xMlrZ1sdd+HNh9DW0yQtHbxcLP4pUmletYL70cBSUJZznI48CsKyTgKqUwVJYJCRKhVEZDIHP06Y24T23tB5DsvIyNS0Rj54288yU9+/DwajYa14a9SWrtNU3Ca7aPfodeiZGfuNk2hGUpqI5pyBgkBZXM/U47DIEkMrL2KolpGVS1QVaipqPTEWo/QvvFLHnn8SX7wxlVMmT0qCh0Zoxtbqu6EWxNUlLUm9NU88tBZEpY2Hmzi17zPvv/971Mof/w+LW2kBi4wtvg8TU1N3HCdQZp+HXM2iCAIKGolBIOVDGoMuTAyUNA6yBucOGMrLPc/SkOjC28elOU8NaWWkbkfIjb10lBJkMzlOXDhyU+s7f/1PDTeeo6ixsR6/8MMmOo5Ce+//SY7Ph+yJCPLEiq1mrbxEyxIDjS3XyTQOIo7Mk9W34gpF8JgttB87il+thyjd/0KSqlK7tjX6bZpWcvWv+vxln+8urf9GdvnALVYb0352/bALKr65v9BGzzghnMugYDCTsbZi891kIC1G0mhIdI4DCodT3TpCavsDFkEHmvmS9EAnyjBi3sg5ZOMzP8Id3gWuZjD6ulgoeEIzsQas8Nfx5baQiHVcHQOMtqgJXrzNcpVicLRpzAH51mcn+OBBx5gZmaGTjnGTstxrHtTZGUNbN3GGVsFZPKGRtLGJkz5KNPt9zG09DM8gUnEWoWtwUcwJb2oqgVU1SIRSzvWtI+lxUVKKj2qSpGC1kascRBraoep0W8R8kygUau5dOIgDwy4OeWsBwUBbGxs8IvX32BW8FDaXSFn9kC1TEVtpNbYjdE/T1gwsajtoCk4RVVv46HHvsob1RYUmQjKcg5ZqQZBRKxVMOYjZFoP8a1jvVhUMJ+G7o03aPe+hyBVWXMfwxZZprvFzanBjk+e8bthsHhvoC1nsMQ2WNV3YtSoONHjJhGPc+DAAe655x4K+TxrM7cJCmYqKj3KSgFdJcfA2CHS/m0qpSJ9vb3oTDZCWheGyBqpYplJZRuJUpVEBa7FBPoM4PxHaPHbF7YvIAqhfjBx0AanG+CwDQqCFp/Wg1ar4w874ZijHm4ybv1yiFq6Av/tAlQycYaWfkpBZ2fs7EUeOXMXTc0tzC2voM9HqSp1eDvP4UhvI23e4bVSEzHnEA3RJcyxNR569Cusr28wt7DARutplDvTaJM+FJUilowPWVAgVsvseY7gHDtNS1s7Ge8STYFJZFFBXt+AIIBgcWEOL5HT2lFVi1jSPhb6v4IsKLAl1ilqTOjKGfZajuFvOoxBreJ/GhE41+2g0fTpI8Ld3V3efOstihJUfEskDW6MmSCKWgkZEa9tAGtogZTChFAu0hhfQawUWd3apiZJyIiYcwEkhZpI593k1CaMuTC7A5e4312vA/QXIe7oQ11MoS0m8XWcoSW/QyEZZWRk5JNr8air+BYmgbo5qSuygKrrEGNONb29vTQ2NqJUKmlvb0elUpFausF2x1lU1QKmYgyPzUgykaCMkjtJgbCxmf9y1Ig3mkQMrmJJejFkQ3Ruv0vS3M4HWT0XXJ99U/2+sH0J0CthzFq3Ij/vgsYvcJP7byJegv9mHoRCmoGVl5BEJct9j3BY9nP9g/eYvn0DXTlNRanDmI+Qbx7lWEcDkd0tnJElEvoGxo+dILu9xNTsPNOdl7CkvDjiq3WnikqeotbKQv9XyLkGaAjO0Hf8Xr7ZqcShhveCNSxZPzmNDX/XPbgDd9DHtsgaGjEWop+44FpTXjSlNEq5xkr/o5iyfrSFBGlbJ/9JF7T8llPBX/7yl9QkmSIqVNUiolRjdvwZbNEV9OUUruAMqmoRfSGGLe2likjS0o42H8OS3kVdSKFAAgSsqW10mRAKqcyutZ+KqOZaHAwZP11bbyMJirolejGBavA01Y07GI11114Ap1akUJXYVDUhl0uoq3lWNB2UEyECq/Po9XoMhvpmoMvlYm11jYZaiojWjTmxxaZsRVPOEDO3oi0m2bH00WGABbEJ5c4sRa0Va8qLiIwltk6sYRC9SvmZm1t+PsqE99nnb+HfLIKYjTO49CIVpQ5Bkhif+yFzN69iMBh47LHHMN/7bda77kNdztB15/ts/+qnSAo1GZOHrq13eTtQozZ6AVmWObB8GXU5S1nU1BOlBk6jL6cZX3ie7tmfIAlK3k9qEQXw6KApNA2AuRChLIjkdA5qopK0uZWkuQ1zLsS25y7UlRyiVKGq0DK0/DOqSh22pBckCX/xt99f/+AByjWJqtbE/MATqCs5DOUsClkiZu9l9sDXWOp7jKpSx1bLKco6G47kBggCYecQ4aZxfJ5jBF2jBOxDpMz1HEdVrUC2BhoRJFGFKFUxZwNE7X3YE5t4SNHd3c3169c/dT2njh3hLnMJXTFORaGlZf5neK//ku1tLy+99BLV6l8Zo4qigEKhoCIokJFJKwxIpQLejrOs91wE4P0ILBW15PUOUqZm6iZboJSr9C2/zFZW+kzHC+wbTe7zOSdfhZIELeF5RKlCzuBGM3Saf94noVTWh28ikSA7eZ1+/xo1QUVRbWGz5wKyWo9cLTM6+0M6pp6jhExVY0ZVqhG391DpvxvXjR+QDO4SOvRdXOlNzOsfktU7qcj13M5gMIBCqiBqDWRRMzz3IwQEgq5R9IU4lswuFUMDDYl6i1vO1ETC3sPJdgdXUn81DflNGQKSDHMpuK7uZ3K0/5Ofy4KIKhsCQUCXj9EemsSZ3kY3eIQN3QCbFg/DCy8QdI0iyDLqcgZbNoSqlEEplevW6AiI1QItuvqWxFuhBhwdT3JvI0wmIfyrMErvNHedPcv6+jrZbBajsX69V69eZWlpCWnoLLWNutvM4ug3+bNReO4Hf44k1YVIkiQymQxd/WPEZydBEOt5DgioBLBG5lHUKvjbJxCBqkqPORsA6p5uUUcfzvgaofkb/LP0cf7znnpAz2fBvrDt87lGr6zXgu123k3W0kzn9rsYZoI8r/8qHilGdv4q6XQag7uXW30PoS0maQjPY0r7cIdm0RRTIAiIyITaT3Hh8BALs9M0btxmpOluLnedo3vjTRQrV4g1HMCCRMrWwYgZnvNKFN99A0EQGOjt4S+URxie/SFirUpTaJqyykigaYLB3l5S7z3Heue9VJV68kYXaoPIH9nrrWA9xnonyt/k2R34MFr/bIlv0LX9LjWFGmSJzq23AchrLOR1dr5y9xAOh4PiFoTWJ5EEBR7/JIJcBUQypiZU5QwxWw+lwXO4bvw5nkqMU842TCro/2uW8A+44U27hXQ6jV6vR6FQ4Pf76evrY3FxkYWFBc6fP8/swjLBahH/0EN8q1uNVE4D9RCj5uZmvF4vkiRhrmbRFROsdZ6ne+ttSko9GhGc0VUqKi09lvp9FtVGGiML5DUOshYPrsgCUVsPDeF5IvZe/tc1J//nxGczbvaXovt87vnvh+HeRhjt6+bsY98gm8sTf+8Fln71CzQtfWSOfYMPbMcQq2VcwWlM2QDNe7dQ1MoISMwc+kNSTSO4vR/iSm/x3TOjKESR3Mpt8tY2ZAT0+Ridm28hSDVijj7uRKvE3nmOaqWMQqlip2kCZ3wNda3IWv+DTE78MSlLK2lzMx9F60uzxtgaA2uvcnD6P3JlK8P3t+uHHn1/TVRy1Xp7GMBMEpCqHLrzf9G99TYFjZWIc4CyykBRa6Wm0FLRWpBbDmC21esxzjaAORMg5uijcPo7FIxuCjob+omLaG0NNMtJ/s0BsBt1jCvimH5LT7Ck0hHPFXl2vUitVsNmqyvvRx99xPDwMB0dHcQiQcbHx/imI076zpuYzWZaWlq4cuUKAM3NzRgMBubn5xkcHKTs7CJpaUchV/EsvYq+GOfw+Ci9gRuIUhVVJY+MgLacJGt0I6v1OBLrgEznxi/5LBek+zO2fT73aBXwVGv980xSz+Lg4wwsv0Re7+S2tp/M9gZ94Xn0+RgFrZ3t9jNUlDp6N15H1TXOnw5AzdLAOwGQ5Xof5oEDB5ifn+O/ePwQ70+J2AYOMR+v4ArNoKxV6F+5jKJWIqdz4Ou7SDEkMer9gILWRrPThjedwx5fR1NMgkz9H7YQJ+fsQR9do2/xRXJmD0ud5/iPW0rONtaFbC4JVeqF2W7fDRyFHMsDj+KQcuRt7bQZRDIrYAwufWxpJZMqw59MwRPN9XpHsVZG0Fv4ZhusFbpYvHmVhVCCg5ZG2F1EEMBusxGPx37rM72qHaKltETyvR+j0uhpaGgA6lb3AJdfe5tKTeKKX6Il8B7Cx7VIZ86c4dlnn+XGjRuYzWaefvrpT7YEri5DWW1EIVVRVAq0d/ey/uEbyLKMo92KNe0j5hxAlKp0bb3DWvcD9Gy8QdbgwpwLYkzv8fO9Zh5t/oePmX1h2+cLRb8JnFYLW5330rt+hezUzzHWKsRs3RhzYVLWNqx2J7bpn9LR1cOF80fx+/384t13GTgwgrapC0mGI0eOsLy8zPQbl6FWYUvfjmX7HSoqPSMLz1PUWFkYegpTaoeOlVdRlzKAgLqURX/1zxkBJBQY8lEqKj3rXRdwJjexR9dJmNqwZHbQFlOASLQEf75epXf9CiP5CCWljqLegSnlBaDHruXeiSHsVpHd3V0+SG8QE5WAjC2+gSm1iyTAylx9010tVbHuTfPy5YW6XRUy3WtXmOm+wFBpCkmS6Ozs5L333kOSJETx0wuzqgRhtQOrvhFdMcHSwFfJVUEn1udMwWCQRDRKyuihOXCHpLUTa3KLK1eucOnSJQYGBlhaWqJSqTA5Ocn4+DhTs3NoJA2GcoGSxoymkmN7I4kA9Tq3QgJBlki0HSUrq9Dno7TuvE/c1oUjsU7O0IA+H+H96GcjbPvlHvt8oVCKcMIJK1UzwbICZ3yNndZTjBwYIirrce5cRxNcpmhy8Y1HHiCZTPDyyy/jau3kNfsZfhmGjSyspsFnaEW1M4vZ7mDSOk6z7zrqah5l2zDd7a2oZ1/HmtxGVSshyBIiMnF7D8nB+1lrnCBnclPQO9lrPoa2nMITuMOFC/ezuzpP1uhiZfArKIV64k7/3POoK1mCjSPY0zuoyllqSi00DyHvLTM/N8fMzAwrKyuYTCa8zhGssXXy+gYUtTLqSo6kpY2KxkLW0EBZa8FqNqEymEnUFOhLafbaT+EJTuJwOOjs7GR6un6a6/F8uu1EFGC3AFuyhcbYEs7QXN18cv4OxUySXC6HZGtGl/ZTVJtJjD7KhD7LjteL1+slUSgzfO5R7M3t7K7Ms7u7i9bhIZ/NoK5kUFWLxO3d6IoJago1u8130eq/wU7bKRpcbgRBYM/UQVNwhmDTONa0j7LKiK/jbjr09ff7D2Vf2Pb5wqEQ6p0YH1TcqIopmoOTPHqoi2lFK7FCBVMuhK/pML6qjqU3L9PQ4CQ/eomYdxV1Kc2eaKO8NYtn7S3ujH2bB48OsxDJ0xicYnbwcdrii8S2Vyg29rHnGKKm1pM1NGHKhdAVE5gDc7jC8zjjq5jTe7jDM9iSW4SdQwixHSrFPJcefZy+1ALceYWGvdsopTJbbWfI2DrqWQKWVvSFBIpUCIfDzrlz55AkiXQ6TTabxZTykTG3oqrm0ZazyKKSstpM88TdFK3tOBUlXOUYOoeHkNaNNu7l7qOHECLbRKNRBgYGCAQCxGIxBgcHf+0Z6qQiydtvIso14pZOrP4Zitk0KFWU1GaUuQiCxgCCyJZtiCVlM5ZqmooMhViQO0mBD9X9JGydHJi4i1MHulmZmyKvc7Ay9AQJew85vZOUpY3u7XdJ2HvJth/hmfa6y8dUQsITnMLbdgqn3Ylhb4am5lYe7jR8KhXr7z1G9oVtny8iDRo47oDerk4yAS/T09McGRnkmtgB1TIt/ptUdxYpqQw8+fhX8O3topz/JWWNmZzRRcfWOwhyjabQDN5kkWomhiEXwR1fQyVVOHPmDMHlKayJbRxyDksxhiyqOPjAk1xTdCFJFfSFOALyx0nsViS9GSm4yV3nL7G3OMni3Axakxm/pRdDPkyoaZyejTcQajUEBOZHnqa/xUVme5Hl5WVisRgtLS08+uijeD3H2IvEsaa8ZI1uVOU8+mKM2uYU2p1JhJiPdKFEem+DpNKIMR/mqukQpx0S2xtrHDx4kJWVlfqJ7kDdzTldqfca70aTzL32YxAVzPc/his8h7pWJGNoQlXOUlZokEQlyeFL6P1zNAVuY4uvo87HkAtpBFnClA3SFJjE13aKTE2kPTpLcM/HyP1Pcs5TDwxSRLfp3HmfoaEhvn7/GS64622Bzbp60XV1awq7osYfnBxkZtNHxb/Gy8oReozg/A3lMb8L+8K2zxcWnaIeC9ff38/i4iKJ7WW+ceIAa6oWRN8cCrlKqGGIm2kNTL6KtrmXzZZTdC39HE21wPyBr+HUKRH8S1gye/WNenMbqo5RNm++S0NDIydPngBkyqUS5WIe/8ospsQ2Afc4mlqZe06eIJxIIxRSqApJRLnGxs4uqUiItrY2Ju65yOLGFtpCkrzWjiEXRl0rfNKGdXhkkAdOHaO1tZXjx49TdPXzoz0lgUSWhq0PkAUFiAqijj6C7oNMHL+b82PdFAoF4tGPa0VqNdTVPHKliMXmILW3yYGxQ2ys1oWtv78fSYb/cRlm/Qm4+TNUZju3ex5jYOXnaMo5ALSVDFmdE2MhBpKMOraNolqvLK4HPh8h0niAskKHoRBFEpVUVHq63XZCN96go72dc6O9NGhAsfIB5c1pjh8/zpEjR36tD3rMLqLTaomszjA/PVlP4CrECTkGUCsVv2YM8Luy7+6xz5eCYrHIXzz7HFmNFQkF+mKMPfchWj8OnM6Ymmk++SB31rz0brxBwtJOuGGYnKW+Uz06+edURDUFowN7ykvc2ok1G0BZK2EwGHA4HLS2trIsuvBdfwt1Jcdq30Oc7nZxwVnmL559DrFW/vhqBPpP3Ec1uM7W1hYVhQZJlsmYmlFV8giyRKblIL3BG+TSSY4fP87IyAi5KvzLaYn29TewpH1UNGZ8I09yuEGJIECjBk4762YJ77x/ldWVZUoKHdpqFgkFgiBTVWhQ1kqETnyP8Y2XEQQBceJhFtOQ2lqgxfcRkqikevoZystXMYWWqSq1bLfdTcfOewhAXmunrDIgiCJZYxMxcwejiz+ioHew1vMAw7PPISnUVPR2LJldWjweAgE/zzzzDKIocuXKFQKBABcuXPjErfdv49b0LJM3r7PW8wAZSxvPtNcDZv4h7AvbPl8a/rtbSRqnXwRZYv3AE/Q6jUjv/xBBrpLTu/C1nWBw+SVyGhsqqYSqUg+bLikNaKo5ChoL6lIGBRIyIItKWnoHOXtoGJPJhCRJvHjlLeL+HXI6B/pinKSlHVtyCwGBlLYBczHMetcFHtBH2Fqc4e677+b5VCOO6ZdQynXhkxGQFCruP3+eO5N3qEpwZHyUd9/5JbIsIwBZfQPmE1/he11/dX+rq6tcv36dUqmErNZTqVZR1Er43YfxBCdZG/s6HfOXUdVKrPY9Qov/BpKgYKPrAp2bb2HJ7BGzduJIbmM9/21y114kLylQFVOs9dxPxtL2yXcpBbAoqrTe+gEVpY6czokttf1xoI0CEYlQ23FcvhsIco2LDz2Mp7GBF198kWw2yyOPPPJJCcnfhV+89Q573k2GHvg6p1oM/+CxsL8U3edLw1xBy4x1lGDTBHaDFvf0TyjLIiu9D9IUnKIhukLW6KYw8RUqhRyaYpKt7vswZgJ1U8qxbyFINUy5IGWlgYKhESG6w8zMNLu7u+zs7BD2+xg59zALjgkMuzPoi3G228/gOHIBVesA0u4SnRYVkcAeks5MpVREXvoAWVRQFdTMjD9DytyGPbfHnj+Av6alUCqznKxiLKfRD95FMpNDicQjxw5gVtVno5cvX2ZlZRWdu53jdx3DFwhCMYskqIg7e7Gndzhx1zHulCzYE5s4YysoywXU5RxNoSk05QwrPQ/j7BtDHVgiubOKWEwT7ruXoqwgZ3SjKmepqI04wwu0eD+kIAkoK0VUlTzGQpS4tYvdlruw5MKICpGwuQN7cpNQ4wh2Tzvvv/xjqtUqTz31FFbr7+Zs2tfdyfraGomtRYaHhz+pm/v7st95sM+Xhi49ICpBFDHPvkKpWKDpniexmwwIgkBG38Ba74PUZLDE1ik7O/ne4TaUahUFvYNjdmjM+cgbGtHUCrSZlHQ++G3OPvIUiUQCr9fLpUuXONLupH32hXqaFEpcgSluxSSesCVRVvLknF0U8zlqqQi+7S3GTp9HqRDRORp5wKOksRpHWUiRLtfqdtuFKJvOcWqCSH7pI2xynsfOHqdZB16vl2effZZ8VWLmwNcJxNO8+9YbZMoyeZ2DUPMEakGmhsB2Hs43yAiiglDvfUiikppCRczaiQjkTS5OOCAx+iiaUgYZSFdFTCOnyeucDKz8HHUxSc7QSE1U0rbzIfp8BFWtSNLSjrfrXlojs2jKaSwTF2gJ3KaosRBoOsjKmz9GrVbzzW9+8xP3j99GqQZvh+BX4XpN3V/y6KOPUiqVePPNN//BY2G/QHefLw3+IiBJjM98H0GqsD36JDcjakZn/4KSxkR+5EEm0mvMlDy4qkWWHWOkq6AvJDh9+DBjnfAf3klw7sQJqtqjXHvrFyx/dJNIy1H+1dPfwaODTCbDs88+i0oUSR3/Oky9hr4QoyW7RS6tRBAE4oKRoq0LV3SJmdFvkZi/irVWpdYxwexeAsfObdKGetBKRdSglEr0r/8C07lneLrt0/f00UcfYTQaiVs6GVn8MZIgsN1+N017t1CXCqgD0whyDUmGj2Lw4MeNSRfHOrnmn6ai0JAauA/H9X/PPY0SR+0iOzkDcSTKKgPdwVt85dgj/M8+PzICnt2b+HsvoKtkqSp1+N1jWE0mzg51Ep/eRpfaw984gmJ1lYZylvSxb3Bs4RWUKhVPPfXUrxUD/3UkSSIYDPJiws58FpzxDe7o1ajd3fRZRO53a7l06RIvv/wys7OzjI6O/r3Hwr6w7fOlYcIGtxIiKz2XkJUqdHo7lCTEWoWcuRXn1nvI4Q36NBZkUYEztsx7vmGM1SrW9gEisTi1Wo3e3l6uJpQEXCO4g3UPsTeCfTzuLnP5hRewWCw0nH4MQ0VJtJIBpZpDlW3a2u7BZrMh33yOuYEncEcWGFr4CapqCZARbv0UNyAhYKiGQBQRBVgYepLhxctMmIvAp830+vv7uXPnDqrcImmdHW0hgdLTx7baSP/qq0QbBtHlI5jSeyjLea4n8rRJEs8tp2irVZAUWvoMEjXgqVYRQYBjgp/XBQGrzYqqnENOhuhdf42ixow5FySUjaAsZ1Gf+RZjej33u+v9rTl9A2mjh6bwHDIC3o4znKzuEsgmeeJrX/uNolaTYTUDef8WUx++jSzLqGWZQ/UnggAUtyf56dBXcWpEJtxuJiYmuHHjBj09Pej1+r/XWNjfY9vnS0OTDoxK2K4ZaTDpeLwZlrICCZ2TFv8thFyCuKMfc2YPZImcpYVSMoIhH+U1zSgLs7NoyhlyLQf5xZ5E88Y7VFVanLE15tVtrC4uYCzGsZz9Gi/uCijuvIy6nGV8bISN1WXGxsZQtA2zuzKPqphCW0qRNrUSbRhgz3OYfPcp3EOHuWUZoyk0Q0HvYHHoCQQEXOFZjFodrZ5Px4k1NTVx6NAhxsfHCSjtlHaW+M/um8BSShDzbaI98jBewUpjdAlXeBZreheAhvACqmqRvM5J2NKJZXeS0dFRFAoFm5sbxKJRHrzvHDPT06ytruD2eChnksQs7bhCswiyjFSr0pnbYnlumpXJ6zgrCTbdR2iIrhCz9xFpnsCx+DqtLc2/sQhYluF/W4c3tpJUb7+KvaOfi/fczbIvBOUCuy0nCLjHcIfnsKS8GNsG6DYJeDweVlZW2N7e/o1/9+/CvrDt86Wi0wD3ufgkT+BsA+hNFj4QOlBWC/jaTtRnN7USa70XKapNNIYXcAam0OcjgExgex2rfwqVVGZx5Os4wos4YqtoshFS9i5i5k7sC69iygUJNo5w/8kjrM7PsJaq8dO4mYaPsz+z9i4MDhcttTiNaS/9xW2qoU10vhlU1TyCDLbYKq3+m5RVBipddxGqadAp+JQrRz6f5yfbZVaWFtGUMyzYxugjxt7OFkcmDnEzZ8ATuMPmsT8mrTRgzuyxfOR7GBJeZEFksL+PwsYUi1UrLY0OtlcWKRaLHD16lO7ublwuF4KoIBIKIAkKNKUsJbUBVTZKOpMliwqzxUoh5MMRW0W2uek9cYGLjiKbs7e5ePEiGs2vV9QmilUmf/kKbv8UiALzzacJvfcztDo9fcfPYU3vodu8TsbQiKGYRIxuMzjQjyAINDc3c/v2bUwmEw6H43ceB/tL0X2+1GgU9Q6Fj5wOtvX3oRJgZeAREBSIgoCstTAz8T20pTSm+Aa6YhJVtYC5mGC75SSDyz9DlCVKKj2acppN9xGkHIzlY6SNHtzhWRK7TozuNkI763QK3k++25zYQpnxodBqMWi1lHJ5alWZisZExtyMOeVDV84iIRJz9LGQMyFnJF5RivzroXr1/bVr15ifn0cGXEBOY2M5Bb5oFY8s8EEUnm6FtTvwL/rgVkkmsAt/2g+vrYCohlARqioTubUZfrQ1jyYb4dixYwBYrVbezFiJzP+AnKMPUaFEkQsjC0rWW61dexMAABLtSURBVI+TsbSCJGFN++hiB0GuMdX2ABM6ILSFQqHAZDL9xmfv31zBkI8QbBjBntigZ/5FAG577qHw3k9RKlUcPXKErgPjSPk0P738E1566SUee+wx7HY7HR0d3Lx5k76+vt/5ve8L2z5fejQK+NMBSFbqA/4ne0riZbjggkFz3cl2K2fmFf9BYmVonv4JJa2VBvKoiinmBx+na/1tBGB87ocA1AQF251nuZi5wQdXrzHT/RBDu5dRAX73QXTNvfzXE39V8iBJEsVikUKhwI2Mjg8yetKRFnrXX6NmctGc9xHgCAPLP0NTzvKO38PR8WHCYr0EX9nUw5Kuh97N1zlw5/8BWUKWIb34Ea9YOxgA/t0KaGMSzbLAny1De0WgKsNmCvpEFbpCnILByaMPPEBbW/2UIpavsnL7Js5ahZIskG05jCE4j7qSpXf9NaSPTSw3+h7E23KStr2PaIgtsd40Qmcy+RtnatVqlRdffJFUKkXG2kHC2UtTeAYZgZqgZHjpMjVRxe3Rb/MHI/X3g8XMk08+yeXLl3n++ecxm83UajXy+Tzz8/MMDw//Tu98X9j2+f8FogD2j5ur/7Dz138/aIZoCV5YTaMpJlgceJzxFjvZ0AoHln6GJCgQgIDnCEK1iCs8j12t5Njxk/z0R39Bs/caAOvd91M1NzGauMELLwQoFAqUy2X+Zh38gE5P08mH2d1R027TsLOzg6EQY73nIp2+D8mGfLzxiy1qKPB23EP39rs8dO8IcucTRMMhJtMKjJkAztgqrvAcMtB7898D9U35oVv1z3FrF7Ikoa7k2G4/g7Wtl7a/dvL66ltv0xDdJa+10RhdojG6TFmpZ33kaVSZAL3rr1NUm+jyvgeCiIQCS2KL67ERGnM51Opf71gvlUqkUikUCgViYwdFnZ3psWfQabRUJFCl/eQMjWjFT6dTWSwWvvrVr/LBBx9QqVQoleqOnNeuXfudhW2/82CffT7mWhS+vyUxuHgZhVRlves+Bv/f9u40No7zvuP4d44d7r28dpfLm5TESyR1S5ZlyTIpH7Esu1J81EasJG6BtmiA9EWRNi0QFOiboi1atG9atE6QKM4hO5JqWU4ky1Zs+dItkRJvLSne15Jcknvv7ExfjOwkTto6hxRFfT7AvtwFOQP88Mz8n//z73sVMIgU1qNKUDTfT13bXsIfnkQ1dUp3Pcupy71UjVnBltK8aNkEpiRRXlZOebCI4uJiAoEAdrtV8eydT/HGsaNIuSypolp8kT4Up5dUNsd8oIng8PtWiJgg/dS5so0NDezYsQPDhFMz1iNmoQ3e6+iifOwsvev2kzIBw0CToKb/dezpRdSbrV7LziAP7Xni4z7Miwtw/gcvMhbagGKazBfWUjP4Fu7kHMMV9+FbHMa3NIohq7gcDhK6SS6bBQmurf08O66/TGG+j4cffvjnruXU1BTnzp1jYSGKq30/mmytkDMGHByFZR0eC/3s6cK/yNDQEGNjY2zfvv2Xupci2AThppxpTZq/MJOiseM7SGaOmDvEoruU0qnLdDd+lg1T76CmY3z2qaf51kvfI6U60LIJUnYfQzUPUHXjNM7kHIqRRbM7CRYXkk6nSaVSpNNpdF3HMG62bCGR0nw4MlFGSjdROXGehL2IvMwihqIh69ZglqX8SiqcsHlVBVNTU6TTaQKBAI2NjRx5/wqjk9O4YpOMV91PDms7iU2RqR59H7c/RHx6DGeomvXb2yixw2TSGjw9GjNYd/lFYg4/rmSElD0fRyqKAQzWPogpyawMn+Bq8zO8UJ7l+tANBqcXKIwO0l2/l6a+I7S2P87WFSW/8HpOTExw7NgxQqEQe/bsuZ23UgSbIHzSi4PQMT5Pc88hljwhvMuTGJJMwuXH17AF48KruHd9gffHY7T0HEJX8hhe/xx7g1mOjmRZsHlxJuZoXe7CmYjgsmt4PB68Xi+FhYVMqEUcGFEpmBvAP9+LPbWIfLM/NW3zYMulGC/bTPn4WRJ5+TjTiyhGFkmScLlc2Gw2lpeXrTF4iopuSshGFlNWkQwDMEGSUewOq0XMrtH+xFP804DMXMY6z84ZHWXl9eNw871X3FmMLMN46SZWDfyQyWArM6UbaO78DpqZRdIzyLY8UqaMTU+SUpxk8zzY73mCP10BkYy11cah/Oy1jEQiHD58mP3793+8Yr0dxDs2QfiEZypgPlPIQPZhaobeJlJcT8wVpGrkXc7n/KxR7YyfPcnqRAQwSToKMRem6bz8JlWSTNDmIuYKcqFkI1KJky+VRpnp76S/v//jd0frcjkATElBVzVygKqnGFyxi6beI1Zbk6Sg5lJENz3LV9fYWVpaQpblj8fkZTIZJrIah177IWp6mfjmZ8je6MQ/fomBjV/AWJylqe8IyS37eG9OZnkpiie9zLKvgmVPiLHyrUSCzUh6hrr+17he+xl0zUlWdRCavspMyTqe3LuX/o7zlJWV4Slfyde6oPXiN9BySXrqnqbVhBeH4MKCFWpfXmVtufnIR4OYL1++zNatW2/bPRTBJgif4LHBH9bC36Yq6fTtR8aqamo3zy27UXU/teGTJB0FjFQ8RN3147jDx5nxN7FQtYVA/0mK5/rwz3YjYXIasNvtlJaW4nK58Pv9BINB68QQEz6cNXhnMkXB2e8RiPQQdwVZNfAj1Fwa2TQpOnuA/zwnfVyAUBQF1eklXNSCkucktDTGuu27WN8APxqaIOpykM5BS/9RdFnjWtzBvQ7Ijw5TNn6eqUALxQvXsWXjVIx9gIkEkoRvYZD8YDndq59m/eWv02qMYyYUNE2jtKycnAKYJjlbHgnVhalo7AzAv/TrlI+dYazyPk7NwAvVcGbeKsbcWwRtbW2cOnWKiYkJ2tvbf+kG+V+FeBQVhP/BbBq6l6DcAT8Yg8E4uBRI5MA0dJBVnimHV0YMCme6CE13oBWVMO+uwDnegZnLkdVcbGh/jFbbAmfOnGFycvLjgcOfZAKGpNBb/3vU9x9FMg3mtn6Rz4XiKKklQkGrK2EgHOb4hR6c8RkAsiUNfOnxHYyMjHD8+HHa2tp4R6pFf+tFDElhyVvBeN1DeMcvUz5xAUNSsAWq2LNlNf8aVtBmwxQthLHl0siGTp7TRVJ2IMUiSICkqCRVJ13Nv0/p+DmC050MrNrNnqYQmwrh7358nfKhU3Sufo41PQfByJHK8xKuacORH6DSCeNT01SFT1LscbJv375bfu9EsAnCp5AzYSZlHW3ds2QNQq7zWJt/z8zBm9PgV7OsWeyk+2oHjrKVdEolVN94h6zNiZaN4/P5WLt2LYFAAEmSsNls2Gw2VFWlc0nm693LrOh/HdXIcr12Fw0Dr5N2FNC7ag8Vtgw7s92MjwyzuLhIzjBIqW5GK7dRXVnBhrmzXL16lfr6epwt9/Pm0CKFFw9ybfXTICm44tPUDJ1ivHQT06F1PJq8xHT3BcAqYvTV7SblKWW7L0Hi4gn0xVmWHX4igUaSTj9NPYdIah7smRiRojrU1ffzlw3WYJwjwxk8HxzAXtlIergLs2kniRvXsCcXQJLIaG7SmgdXIoLHobH/2Wdu+f0SwSYIv2GmaXJsUuKHoynqe4+SchTStu0eNpe5/9fvHRyBtyczNPQcRjZz9K98hMa+o8hGFglQbHl4ioM016/CDNTw2lAc39AZtPlhJEli0+YtzAaaeWVEpzr8Fr7lMbo2/AG6CRuvHqCyvBx7607GTv8XsfkIW7duZSTnoqe7G3dsiqSzkBsV2zE8ftyzfVSMfoBiZIl6K1AzSVwpawUX9VaQaXiAr7TY+YurkMxBU9fLeLw+yhwwMjrGxTVfRDJ0qhb7IDoNZg7VyLJtyxa21n76Ayh/VSLYBOEWmEjCP/RZj60hu9X58MmK4SfpBvxbGLrnUzR3vYyU01FMnYTNizO7RMJRxGB1OyXpKWojHSwvLeJyuWhpaaG5uZnvjcqcnsrQ3HMIWybGsruU4q27eb4KvvHif/Dkk0/idDo5cOAA9ZvuY7ywiZEE5F08gppNIBkGai5F0lHISNUOEo4iimY6KZu+iqInmffVkHAFCc1cwZZLEy1bRzi4kZrwSezJBRzpKDu2b+e9996jKFRGHI3W1rWc14sZiMH6Ani6nJ+bf3AriGAThFtkKWu9pyt33Gwb+pTenoGDQxmKZrsITXaQtXsYrGmjvvdVZEO3Jr0HS2nftoVZWxHxHKzxwT+/fgbvZKc1NctZjKIoPLv3cdxGgpdeeokXXngBVVX598MnMBam6Fv1GBUj7+FJzMDmfeiXXifmDGDXE9gTEeKOIsYqtqLqaVYMnqSz9XMompONhWAOXSY1cIFkno/xsk2sHDyJ018KqTjFVXUMh/vJZdIgQeDB/TxVceuu8y8iqqKCcIt4bdbnl7XdD4NxjQ5tHbPBNah6ivzoELKhk1Py6Gt5ij+pt/POfIrz/f1gGlwY/xBvLsuipwx7Joah2JD0NOE45HouoWkaqqqykIHLFe2sjXyTpt5DmEjMFdRSR5J5PUX7Azvp7OwkOxRBy8So7z9GDpmEowhZc/KPa0GT4YR9HX03uslLL7Fi8E0Aep11VM6+w9vLLspzOdRchqzm4q0ZeDQErtuYNiLYBOEOo0jwws1+1j/vkGF5nsrR95n2N1MYHaS54yW+PX8fFWMfUm1kAYj6qskVVzGcXw9AycRFko5Crk8tkOrpoW7dZsIxmF9coqH3JJIE48H1ZO1eqm+8zeSlSUx3gLz5YfShK2hN2+nLq6Fo6F2Ko0OMlW3BqVqhBtDmhxvZOAN1j7Oy/ygAFSOnAZOa4bdZ9pShyDZMJGvjsQG//oiWT08EmyDcwZwKTPvK6WnYi5bvp7ngHnrOvkv1yGmyqpOBlY/Q0P8ag7VtgIyaiaNrLqZKN+BMzJH+8DBaQZDvSmugDzYMvIVNTxJzBSiduszi+idZjJTjjY3TXbkb99mjlNWsxJbvInvmu5iGTtzhJ+Yr57mf6pz6vnWeJTXhE2RVFzY9TsrmJRJoZLaoHlSNNVe+yay/iVbvTw4guF3EMBdBuIN9vtoqPuQX+fmjWogbMiNV21j0lNPVuI+EJ8SMvwmQKVgIs7rrZTAM7l26RFPvYQLBAD0rH8MZmyY4dYUF1YvdyFCw4SHwBvBeOYInPslCQS3Fi0Po2QzHPNvoO3fa2quHhCs5i5pJcGXxJ3/X+VkdAxkll8amxzGQcWSilExeorXr+xTPdDFWtoWpYCuNv+bw41+FCDZBuIOtcMPfrLY+K9ywsQAURSVc9yguh5MGD4xV3ocsy6h6EtnQWXf562TDl1i7di29q/awkJOxp6KUTlxAqtuG02En7/wPmG3ajS5rgMlYyQZKJi4yEdqIe2kcTU8AEHMFGFj5KLr2k9kDmUyGpmvfx1BsLOTXMF5+L10tz5FwFGHLpVl2h6gcfR9bJoah2qm9nc+gN4mqqCD8jplOWdXWVW6wyTCWhHdn4fSMTmDqKhm7ly9vq0FTZP76GhRG+nHGpslfGiVPTyA3bsPoP0MiL5++lZ+htcM6PDOb52Go8XHqr7yEAdbg5nueZ0Gy41SsleNELEPo0kHyFPDf/wwXl1Tka29SsDRM1uYkt3oXSVcR+R98i6ivktEVD/L3a6wG+dtJrNgE4XdM0A7NPmsLiSxBpROeKIMGn0qmah0PtKyg1Cnjs4FdhqzNTmCuBzWbQJcUct3v0lP9MPb4LE1dryBjIGEwVLWTxhsnMRSN/vonkDHZ6lrmrxqhPQjnFqDg/EFSBqzZ/SyPVGqU9p+gYGkYkIi7AvRKfoo6X0VRFPJa2/njFbc/1EAUDwThruBWrZkHP003IWWADWtH7EygGVcygiMeoeH6MQxkVD3DQO0jVI59wIrwCcxcmg0P7MZz7k2W3H6+HfVzaBm2F9/8UUnClGRSGZ03plQy0RmS5WsZt4dYEX6Dls5vkzMN7tu9j5bQb2/dJB5FBeEulTPhK52QSiRQcmkUdwEOBeYyIOsZ7PEZ6sPHWXSX4l2eQMJgrOweVjmzZK5f4lLr8xiqdYZamx/GUxBeSNHadwQptUxac2PLxJko28x0yRp8C0No6SVmA6v5apNK9W/h3dpHRLAJwl1sJAHHp8BngydKrT1yk0noXYZjk1Awch5/pIeYtwxXbBpdzcOZnKdu7UYOqevI3kyH56uskYamabVEvdIxRrivF8wcQ7XtPFiicjFqHf3dFoDdod/u/y2CTRD+n3pjyjoi/CO+6DBVQz9mKb+SR3e14VDg3LzVErYz8LPfjaStqVgLWVjphj9bZRUy7hQi2ATh/7HOKAzEoMwB37oBBlaz/tea/u9NtRkDFrNQpFlFjDuJCDZBEAAYjMGNBKz2WpXX32Ui2ARBuOvcQU/FgiAIvxki2ARBuOuIYBME4a4jgk0QhLuOCDZBEO46ItgEQbjriGATBOGuI4JNEIS7jgg2QRDuOiLYBEG46/w3SYjUgD7h/boAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# you can also create a network with a buffer distance (meters) around the list of places\n", - "G = ox.graph_from_place(places, network_type='drive', retain_all=True, buffer_dist=500)\n", - "fig, ax = ox.plot_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# or create a network from structured place queries\n", - "places = [{'city':'Daly City', 'state':'California'}, \n", - " {'city':'South San Francisco', 'state':'California'}]\n", - "G = ox.graph_from_place(places, network_type='drive', buffer_dist=250)\n", - "fig, ax = ox.plot_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# get the network for manhattan\n", - "G = ox.graph_from_place('Manhattan, New York, New York, USA', network_type='drive')\n", - "fig, ax = ox.plot_graph(G, fig_height=6, node_size=2, node_alpha=0.5,\n", - " edge_linewidth=0.3, save=True, dpi=100, filename='manhattan')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# get the network for all of LA - takes a couple minutes to do all the downloading and processing\n", - "place = 'Los Angeles, Los Angeles County, California, USA'\n", - "G = ox.graph_from_place(place, network_type='drive_service', simplify=False, retain_all=True)\n", - "fig, ax = ox.plot_graph(G, node_size=0, edge_linewidth=0.1, save=True, filename='la')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that if you want a projected network, it's usually faster for large cities to say simplify=False, then project the graph, then simplify it. Projecting a simplified graph with spatial geometries embedded as edge attributes can take a *long* time in large networks." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# create a network constrained to the shape of hong kong island\n", - "G = ox.graph_from_place('Hong Kong Island', network_type='drive')\n", - "\n", - "# project the network to UTM (zone calculated automatically) then plot it\n", - "G_projected = ox.project_graph(G)\n", - "fig, ax = ox.plot_graph(G_projected)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/03-graph-place-queries.ipynb b/notebooks/03-graph-place-queries.ipynb new file mode 100644 index 0000000..a7dbdf7 --- /dev/null +++ b/notebooks/03-graph-place-queries.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Use OSMnx to get street networks by place name\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n", + " \n", + "Once you've perused the features demo and overview notebooks, this notebook provides further demonstration of querying by place name with OSMnx." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import osmnx as ox\n", + "%matplotlib inline\n", + "ox.config(log_console=True, use_cache=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Query/download place boundaries\n", + "\n", + "The `graph_from_place` function uses place boundary geocoding logic to find the network within your place's boundary. Let's look briefly at this place boundary querying before we get to street networks. You can download by cities, neighborhoods, boroughs, counties, states, or countries: anything with geocodable polygon boundaries in OSM's database. Notice the polygon geometries represent political boundaries, not physical/land boundaries." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# neighborhoods or boroughs\n", + "gdf = ox.gdf_from_place('Manhattan, New York, New York, USA')\n", + "\n", + "# counties\n", + "gdf = ox.gdf_from_place('Cook County, Illinois, United States')\n", + "\n", + "# states\n", + "gdf = ox.gdf_from_place('Iowa')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# you can also buffer the place boundaries (0.5 km in this example)\n", + "gdf = ox.gdf_from_place('Piedmont, California, USA', buffer_dist=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# you can get multiple places in a single query\n", + "gdf = ox.gdf_from_places(['United Kingdom', 'Ireland'])\n", + "\n", + "# and optionally buffer them\n", + "places = ['Berkeley, California, USA', \n", + " 'Oakland, California, USA',\n", + " 'Piedmont, California, USA',\n", + " 'Emeryville, California, USA',\n", + " 'Alameda, Alameda County, CA, USA']\n", + "gdf = ox.gdf_from_places(places, buffer_dist=500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Be careful to pass the right place name to get what you want\n", + "\n", + "Be specific and explicit, and sanity check the results. Try passing a dict instead of a string to be more explicit." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.02791767205093063" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# oops, this gets the county of alameda rather than the city!\n", + "alameda1 = ox.gdf_from_place('Alameda, California, USA')\n", + "\n", + "# this gets the city of alameda\n", + "alameda2 = ox.gdf_from_place({'city' : 'Alameda',\n", + " 'county' : 'Alameda County',\n", + " 'state' : 'California',\n", + " 'country': 'USA'})\n", + "\n", + "# the city is a very small part of the county\n", + "alameda1 = ox.projection.project_gdf(alameda1)\n", + "alameda2 = ox.projection.project_gdf(alameda2)\n", + "alameda2.area.iloc[0] / alameda1.area.iloc[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "OSM resolves 'Mexico' to Mexico City and returns a single point at the center of the city. If we want the boundaries of the country of Mexico, we can pass a dict containing a structured query to specify that we want Mexico the country instead of Mexico the city." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "shapely.geometry.point.Point" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mexico = ox.gdf_from_place('Mexico')\n", + "type(mexico['geometry'].iloc[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# instead of a string, you can pass a dict containing a structured query\n", + "mexico = ox.gdf_from_place({'country':'Mexico'})" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# you can pass multiple queries with mixed types (dicts and strings)\n", + "mx_gt_tx = ox.gdf_from_places(queries=[{'country':'Mexico'}, 'Guatemala', {'state':'Texas'}])\n", + "fig, ax = ox.plot_shape(ox.projection.project_gdf(mx_gt_tx))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### You can request a specific result number\n", + "\n", + "By default, we only request one result from OSM. But, we can pass an optional `which_result` parameter to query OSM for *n* results and then process/return the *n*th. If you query 'France', OSM returns the country with all its overseas territories as result 1 and European France alone as result 2. Querying for 'France' returns just the first result, but passing `which_result=2` instead retrieves the top 2 results from OSM and processes/returns the 2nd one. You could have also done this to retrieve Mexico the country instead of Mexico City above." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "france = ox.gdf_from_place('France', which_result=2)\n", + "fig, ax = ox.plot_shape(ox.projection.project_gdf(france))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Get street networks by place name\n", + "\n", + "This \"by place\" querying logic works the same as the place boundary querying we just saw above." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# get the walking network for piedmont\n", + "G = ox.graph_from_place('Piedmont, California, USA', network_type='walk')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# you can also get a network with a buffer distance (meters) around the place\n", + "G = ox.graph_from_place('Piedmont, California, USA', network_type='walk', buffer_dist=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create a network from multiple places\n", + "places = ['Piedmont, California, USA', \n", + " 'Berkeley, California, USA',\n", + " 'Emeryville, California, USA']\n", + "\n", + "# use retain_all if you want to keep all disconnected subgraphs (e.g. when your places aren't adjacent)\n", + "G = ox.graph_from_place(places, network_type='drive', retain_all=True)\n", + "fig, ax = ox.plot_graph(G, node_size=0, edge_linewidth=0.25, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# or create a network from structured place queries\n", + "places = [{'city':'Daly City', 'state':'California'}, \n", + " {'city':'South San Francisco', 'state':'California'}]\n", + "G = ox.graph_from_place(places, network_type='drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# get the network for the borough of manhattan\n", + "G = ox.graph_from_place('Manhattan, New York, New York, USA', network_type='drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# get the network for the financial district neighborhood in downtown LA\n", + "place = 'Financial District, Los Angeles, California, USA'\n", + "G = ox.graph_from_place(place, which_result=2, network_type='drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 29.8 s, sys: 452 ms, total: 30.2 s\n", + "Wall time: 30.2 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# get the network for all of LA\n", + "# takes a couple minutes to do all the downloading and processing\n", + "place = 'Los Angeles, California, USA'\n", + "G = ox.graph_from_place(place, network_type='drive', simplify=False, retain_all=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that if you want a projected network, it's usually faster for large cities to say simplify=False, then project the graph, then simplify it. Projecting a simplified graph with spatial geometries embedded as edge attributes can take a *long* time in large networks." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# create a network constrained to the shape of hong kong island\n", + "G = ox.graph_from_place('Hong Kong Island', network_type='drive')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/04-example-simplify-network.ipynb b/notebooks/04-example-simplify-network.ipynb deleted file mode 100644 index 2bca040..0000000 --- a/notebooks/04-example-simplify-network.ipynb +++ /dev/null @@ -1,577 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use OSMnx to topologically correct and simplify street networks\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import networkx as nx\n", - "import osmnx as ox\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create a street network and then simplify it" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# create a network around some (lat, lon) point and plot it\n", - "location_point = (33.299896, -111.831638)\n", - "G = ox.graph_from_point(location_point, distance=500, simplify=False)\n", - "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# show which nodes we'd remove if we simplify it\n", - "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# simplify the network\n", - "G2 = G.copy()\n", - "G2 = ox.simplify_graph(G2)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot the simplified network and show any loops in magenta\n", - "loops = [edge[0] for edge in nx.selfloop_edges(G2)]\n", - "nc = ['m' if node in loops else 'b' for node in G2.nodes()]\n", - "fig, ax = ox.plot_graph(G2, node_color=nc, node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# turn off strict mode and see what nodes we'd remove\n", - "nc = ['b' if ox.is_endpoint(G, node, strict=False) else 'r' for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# simplify network with strict mode turned off\n", - "G3 = G.copy()\n", - "G3 = ox.simplify_graph(G3, strict=False)\n", - "fig, ax = ox.plot_graph(G3, node_color='b', node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# show the strictly simplified network with edges colored by network length\n", - "ec = ox.get_edge_colors_by_attr(G2, attr='length')\n", - "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=30, node_zorder=3, edge_color=ec, edge_linewidth=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot same network again (topologically isomorphic), this time ignoring the edges' spatial geometry\n", - "ec = ox.get_edge_colors_by_attr(G2, attr='length')\n", - "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=30, node_zorder=3, \n", - " edge_color=ec, edge_linewidth=3, edge_alpha=1, use_geom=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# highlight all parallel edges\n", - "ec = ['b' if key == 0 else 'r' for u, v, key in G2.edges(keys=True)]\n", - "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=20, node_zorder=3, edge_color=ec, edge_linewidth=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cleaning up the periphery of the network\n", - "\n", - "This is related to simplification. OSMnx by default (with clean_periphery parameter equal to True) buffers the area you request by 0.5km, and then retrieves the street network within this larger, buffered area. Then it simplifies the topology so that nodes represent intersections of streets (rather than including all the interstitial OSM nodes). Then it calculates the (undirected) degree of each node in this larger network. Next it truncates this network by the actual area you requested (either by bounding box, or by polygon). Finally it saves a dictionary of node degree values as a graph attribute.\n", - "\n", - "This has two primary benefits. First, it cleans up stray false edges around the periphery. If clean_periphery=False, peripheral non-intersection nodes within the requested area appear to be cul-de-sacs, as the rest of the edge leading to an intersection outside the area is ignored. If clean_periphery=True, the larger graph is first created, allowing simplification of such edges to their true intersections, allowing their entirety to be pruned after truncating down to the actual requested area. Second, it gives accurate node degrees by both a) counting node neighbors even if they fall outside the retained network (so you don't claim a degree-4 node is degree-2 because only 2 of its neighbors lie within the area), and b) not counting all those stray false edges' terminus nodes as cul-de-sacs that otherwise grossly inflate the count of nodes with degree=1, even though these nodes are really just interstitial nodes in the middle of a chopped-off street segment between intersections.\n", - "\n", - "See two examples below." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# get some bbox\n", - "bbox = ox.bbox_from_point((45.518698, -122.679964), distance=300)\n", - "north, south, east, west = bbox" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', clean_periphery=False)\n", - "fig, ax = ox.plot_graph(ox.project_graph(G))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: 0, 1: 29, 2: 2, 3: 7, 4: 52}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# the node degree distribution for this graph has many false cul-de-sacs\n", - "k = dict(G.degree())\n", - "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Above, notice all the peripheral stray edge stubs. Below, notice these are cleaned up and that the node degrees are accurate with regards to the wider street network that may extend beyond the limits of the requested area." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G = ox.graph_from_bbox(north, south, east, west, network_type='drive')\n", - "fig, ax = ox.plot_graph(ox.project_graph(G))" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: 0, 1: 0, 2: 0, 3: 3, 4: 58}" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# the streets_per_node distribution for this cleaned up graph is more accurate\n", - "# dict keys = count of streets emanating from the node (ie, intersections and dead-ends)\n", - "# dict vals = number of nodes with that count\n", - "k = G.graph['streets_per_node']\n", - "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A final example. Compare the network below to the ones in the section above. It has the stray peripheral edges cleaned up. Also notice toward the bottom left, two interstitial nodes remain in that east-west street. Why? These are actually intersections, but their (southbound) edges were removed because these edges' next intersections were south of the requested area's boundaries. However, OSMnx correctly kept these nodes in the graph because they are in fact intersections and should be counted in measures of intersection density, etc." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "location_point = (33.299896, -111.831638)\n", - "G = ox.graph_from_point(location_point, distance=500, simplify=True)\n", - "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create a 'drivable' street network for downtown SF then simplify it" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "location_point = (37.791427, -122.410018)\n", - "G = ox.graph_from_point(location_point, distance=1500, network_type='drive', simplify=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G2 = ox.simplify_graph(G)\n", - "fig, ax = ox.plot_graph(G2, node_color='b', node_zorder=3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create another suburban street network, then simplify it" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "G = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', \n", - " distance=800, network_type='drive', simplify=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "G2 = ox.simplify_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = ox.plot_graph(G2, node_color='b', node_zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# save as ESRI shapefile\n", - "ox.save_graph_shapefile(G2, filename='arizona')" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# highlight one-way streets\n", - "ec = ['r' if data['oneway'] else 'b' for u, v, key, data in G2.edges(keys=True, data=True)]\n", - "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=25, node_zorder=3, \n", - " edge_color=ec, edge_linewidth=1.5, edge_alpha=0.5)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/04-simplify-graph-consolidate-nodes.ipynb b/notebooks/04-simplify-graph-consolidate-nodes.ipynb new file mode 100644 index 0000000..2f3c51b --- /dev/null +++ b/notebooks/04-simplify-graph-consolidate-nodes.ipynb @@ -0,0 +1,501 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simplify network topology and consolidate intersections\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import networkx as nx\n", + "import osmnx as ox\n", + "%matplotlib inline\n", + "ox.config(log_console=True, use_cache=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Complex intersection consolidation\n", + "\n", + "Many real-world street networks feature complex intersections and traffic circles, resulting in a cluster of graph nodes where there is really just one true intersection, as we would think of it in transportation or urban design. Similarly, divided roads are often represented by separate centerline edges: the intersection of two divided roads thus creates 4 nodes, representing where each edge intersects a perpendicular edge, but these 4 nodes represent a single intersection in the real world. Traffic circles similarly create a cluster of nodes where each street's edge intersects the roundabout.\n", + "\n", + "OSMnx can consolidate nearby intersections and optionally rebuild the graph's topology." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get a street network and plot it with all edge intersections\n", + "point = 37.858495, -122.267468\n", + "G = ox.graph_from_point(point, network_type='drive', dist=500)\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice the complex intersections and traffic circles creating clusters of nodes.\n", + "\n", + "We'll specify that any nodes with 15 meter buffers of each other in this network are part of the same intersection. Adjust this tolerance based on the street design standards in the community you are examining, and use a projected graph to work in meaningful units like meters. We'll also specify that we do not want dead-ends returned in our list of consolidated intersections." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "67" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get a GeoSeries of consolidated intersections\n", + "G_proj = ox.project_graph(G)\n", + "intersections = ox.consolidate_intersections(G_proj, rebuild_graph=False, tolerance=15, dead_ends=False)\n", + "len(intersections)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "111" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# compare to number of nodes in original graph\n", + "len(G)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that these cleaned up intersections give us more accurate intersection counts and densities, but do not alter or integrate with the network's topology.\n", + "\n", + "To do that, we need to **rebuild the graph**." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "67" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# consolidate intersections and rebuild graph topology\n", + "# this reconnects edge geometries to the new consolidated nodes\n", + "G2 = ox.consolidate_intersections(G_proj, rebuild_graph=True, tolerance=15, dead_ends=False)\n", + "len(G2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFUCAYAAAAaiub3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eXhjd5Xn/ZEs27LLiywv8r7LtmTZVZUQCISQIYSEDNAdSGhIgJkOE2aY6UzzNjTNDP12M0szGYalYWg6QMKSvENo1pfQHQhpkpBUUlsqTpVtrbarXC4vkizJki1vspb5w743lst2eZF0tdzP89TzlC3p3nOrpK9+9/zOOV8FEENGRkZGJuUopQ5ARkZGJleRBVhGRkZGImQBlpGRkZEIWYBlZGRkJEIWYBkZGRmJkAVYRkZGRiJkAZaRkZGRCFmAZWRkZCRCFmAZGRkZiZAFWEZGRkYiZAGWkZHJetoAC7AK/I3EsWxGgTwLQkZGJktRKpV0dHTwjdVV7piYEH/fDlySLiwRldQByFybUuAp4C3Az4F7gaikEcnIpB86nY6+vj46Ojqor69Ho9FQWFhINBql6kc/gg0BXgNWpA1VRF4BpzFKpZL29nY+W1DAAxaL+Pv3sC7IMjK5SElJCSaTia6uLpqamqisrKSoqAiFQsHKygo+n4+pqSlGRkYYHh7G5/NRDnwHeHtTE1+ORPhf09NSXwYgr4DTApVKRXd3N93d3TQ1NVFTU0NZWRn5+flEo1Fann8eNgnwgoSxysikCrVaTW9vryi0VVVVlJSUoFQqWVtbIxAI4HQ6ee211zCbzVy+fHnHYwWADwJf/bM/4/zTT4MswLmH8Ibq7OyksbGR6upqSkpKUKlURCIRFhcX8fl8WK1WxsbGsFgsBAIBlMDXgZuAnwEvSnsZMjIJRaVSYTQa6e7uprm5merqakpLS8nLyyMcDrOwsIDb7eb06dPYbDYcDgfhcPhA5/L7/bS2tib2Ag6BLMBJoKysjN7eXjo6OmhsbESr1XLkyBHxDRUMBpmdnWVgYICxsTGsVitLS0s7Hi8K/MfUhS8jkxSUSiXd3d0YDAaam5vFOz1hARIMBnG73QwMDGCz2bDZbIRCoYTGMDU1RVNTU0KPeRhkAT4E1dXVGAwGMemv1WopKioSb5Hm5+dxu92cOnUKh8OB3W4/8De3jEymIOxdGI1GWlpaqK2tjUupBYNBPB4PQ0NDOBwOzGYzKyup2RYbHR2lv78/JefaC7IA74GmpiZ6enpoa2ujtraWiooK1Go1CoWC1dVVAoEALpeLCxcuYLPZuHjxItGoXKcgk/20trZiNBrFz0Z5eTkFBQVEo1GWlpbwer3YbDZGRkYwm80sLEi7g2E2m7n33nsljWEzsgBvoFQqaWtro6enh5aWFnQ6nVjGEovFWFlZwe/3MzMzw+nTp7FarVy5ckXqsGVkUkJDQwNGo5H29nbq6uqoqKgQPxvLy8t4vV7GxsYYHR1leHgYv98vdcjb4vF4iMVitLa2Mj4+LnU4uSfAKpWKrq4uMeFfU1NDaWmp+K29vLyMz+fj8uXLPPfcc1itVtxut9Rhy8ikhOrqakwmk5hWq6iooKioCIDl5WXm5uaYnJzkhRdeYHh4mNnZWYkj3j9LS0v09vbKApxM1Go1BoMBvV4vlrCUlpaKCf/Nt0ejo6NixYGMTLbxF8BdwPPAX278TqPRiE0Lwkbx5lpav9/P9PQ0p06dwmKxMDU1Jd0FJBiv10t7e7vUYQAZIMBGIB+4sMPjpaWlGI1GOjs7aWhooKqqatuKg/PnzzM6OnrNigMZmWzivcXFfHHj/f5m4Oh99zHx1reiVCoJhUIEAgFmZmYYGBi4Zi1ttjA5OUlXV5fUYQBpLsB/Dnxp4+9fLyriFzfcQHt7u1hxUFxcHFdxMDs7y+nTp3E4HNhsNrniQCZnKC8vF2vMGxoaqKyspLi4mM7XXoNHHhGfNzk4yFfPns3pjWKHw8ENN9wgdRhAmgvwv9v0908oFCjuvpv5+XlcLheDg4PY7XbGxsZy9o0kk3toNBoxR9vQ0BC3EAmFQuLnw2w2Y7VamRgd5ZfAuwCbRsNnhodzvpNyeHiY/Px8VCqV5Iu0tBbgIaBz4+9nlpb45Cc/KWU4MjIpQ6vVYjKZaG9vjxNahUIhpg6Ehci1Sh/vBP7qL/4C//IyC9/4RmovJA0JBoNEo1G6urqwbGrxl4K0FuB/Dax0dtLR1MT7n39e6nBkZBJOVVUVRqNRXNFWVFSIQru5xvz8+fNYrVbGx8cPdMd32elMm7xnOhAMBunp6ZEFeDcWgK+Ul3P/3XfjlQVYJoOpqqoSc7R1dXVxVQerq6v4/X5cLhcDAwNYLJaEl0ilU94zHZidnU2LmRBpLcCwvmOpUqV9mDIywOupg8052q1C63Q6OXfuHFarNWVVB+mU90wHJiYmOH78uNRhpL8AC4XearU6Zf3iMjLXYvNmmFBHuzV14HQ6k7ai3S/BYJBIJEJ3dzdms1nSWNIBu93O2972NqnDSH8BjkajRKNRGhsbGR0dlTocmRyjrKwMk8kkjhDdWnWwNUd78eJFqUPekcXFRXp6emQBBiwWC3l5eZIv7NJegAHW1taor6+XBVgmaQguC3q9nsbGRrGOdmt519DQkCi0mVb+ODs7S0tLi9RhpAWhUIhwOExvby+vvvqqZHFkhAAvLy9TU1MjdRgyGUQz8C+B88DpTb9XqVT09vbS29tLc3MzlZWVHDlyJK6hR6ijFdrUM01od+Ly5ctcd911UoeRNszPz9PV1SUL8LVYXFxEq9VKHYZMhlAFnAV0QAR45P3vZ8ZkorKyksLCQiKRCIFAALfbzcmTJ7HZbNjt9qwR2p2w2WzccsstUoeRNrjdbpqbmyWNISMEOBAIUFFRIXUYMmmMVqvl6NGjdHZ2chug22i/zQPeFAzyA7+fEydOMDAwkLNDl4S8Z3FxsTwPBRgfH+emm26SNIaMEGCfz0dPT4/UYcikAYJ/mDC3WfDVUyqVrK6u4vP5mFUo8BcVoVleJgy8qtXyq1/9SvJKBKkJh8Osra1hNBo5d+6c1OFIjtVq5fbbb5c0howQ4NnZWTl3lWMolUo6OzvjBuSXl5eTn58f5x92+vRpzGYzIyMjYgrhYx/7GE93d1Nz/jwXgDdWVKDRaKS9oDRhYWGB7u5uWYCBkZERlEol5eXlkt0VZYQAz8zMUFBQIHUYMklAqVTS1dUlCq1g1Cj4hwlzmx0OBw6Hg+HhYYLB4K7H9Pv9rOl0fG/j5+5AQBbgDVwuV1qZUkpJNBolFAphMpl4+eWXJYkhIwR4ampK7obLcAQnkp6enjgnEkFoFxcX4wbkm81m5ufnD3Quv99PVVWV+HMgEKC8vDxRl5LRXLp0KS0aENKFQCBAZ2enLMC74fV6gfVazWutfmSkRaVS0dPTI1o+VVdXi9bjgtB6PB7MZrMotIn+P/X7/XR2dsb93NHRkdBzZCoWi4V3vetdUoeRNjidThobGyU7f0YIMKzfLjQ0NGC326UORQYoKCgQhbapqYnq6uo4yydBaIeHh0VH3FTtvAe2pBzkFfDrXLx4EaVSiVarxefzSR2O5Fy6dInbbrtNsvNnjACHQiHq6+tlAU4xarWanp4eurq64oQ2Ly9P3AzzeDxcuHCBkZGRtLB88vv9cYK7VZBzmWg0yurqKiaTiRdffFHqcCRneHiY9773vZKdP2MEeHl5merqaqnDyFrUajW9vb1xJqYlJSWi0C4sLDA7O8vAwIAotOk6HElY8SoUCmKxGPPz85SWlkodVtrg9/vR6/WyAAOxiQn+xeOP8+PSUj65sIAzxefPGAEOBoNUVlZKHUbGU1xcjNFopKuri8bGxm1NTN1uN+fOncPhcGC1WgmFQlKHvS/C4TCrq6sUFxezuLhIMBikpKREFORcZ2Zmhvr6eqnDSAt+BvScOkUP6x2U70jx+TNGgOXbyNdRAE2AC1jd4TklJSWiW3RTU5M480AQWmFFe+bMGUZGRrDZbBkntLshdE8uLi4SiURYWlqipKSEhYVcd0RbzwN3d3dLHUbKEZp49Hq9WInT94UvwMYmcJsUMUlwzgPh8/nkb20gH/gt8HZgAviXR45Q2tcnjkvcOlxmYWFBbFiw2+3Y7facGMjt9/vRaDRMTk7G/SwLMAwNDfH+979f6jCShlqtpru7O26DuKSk5KoN4qGhIf53WRmfCQZBqeQLEswCyRgBdrvdFBUVSR2GZJSVldHb28tdR47w9t/9Dlif+PXYLbdw6s47mZ+fx+128/LLL2O32xkZGckJod0JQXC3/nzlyhUJo0oPZmZmiMViNDQ0MDU1JXU4B0bYtxDu8gSh3bxv4fF4eO211xgdHd12g/gJ4Ln+fj5033189z/9p5RfQ8YIcK50w20eAN7Q0BA3l3ZtbY2C0VEizz5L3kYu89u/+Q2P/PrXEkedfmwVYDmFFc/KygomkykjBHgv+xazs7PivoXdbt/XBvFzFgvv12gkGVKUMQI8OTlJXl6e1GEkjGsJreC0sN1c2t8CD/X1cWptjUdsNmkvJE3x+/1xowa3CnKu4/P5aG9vlzqMOEpLS7fdt9icThP2Lex2OzabLSF3ecKQIpPJxNmzZxNwJXsnYwRYGJah0Wjw+/0SR7N3ysvLt/UO2+q0sJ8B4L8Ajt5zz7r9jSzA2+L3++nv74/7OR1ccNOFyclJ2tqk2Ha6evGh1WqvGoovzGq22+04HI6kp9Pm5+fp7u6WBXg3IpEIDQ0NaSnAgtBuflNtJ7TDw8NYrVbGxsYONQA8GAzKQ+p3YW5u7qocsNwN9zqjo6NJdwXWarUYjcY4h+idFh/CvoVUQ/GdTqckQ4oySoBDoRB1dXWSmgpqNBox8b/bm2poaAibzXZood2Jubk5GhoaEn7cbMHv98cN8ZdTEPEMDQ3x4Q9/GKVSeej3Z1VVlSi09fX1cQ7Rm41LBwcHsdlsaemnd/HiRW699daUnzejBDiV3XCbbce3E1rB0kYqk0av10tXV1fKzpdpBINB1Go1KpWKcDgsC/AW/H4/0WiUjo4ORkZG9vSa6upqTCYT7e3t1NXVodVqKSoqQqFQsLq6it/vx+Vy8dprr2GxWJiYmEg7od0Js9nMe97znpSfN6MEeGFhIeHdcFuFtrKykqKioqtsx9Pt29vlcqFWq6UOI22JxWJi5YPH4yEYDFJUVCQKcq6jBvp++Uu+FI3yIDC56TGdTofRaKS9vZ36+noqKiquElqn08m5c+ewWq1cvnxZoqtIHOPj4ygUCmpqanC73Sk7b0YJ8GG84TYL7ebNsO1uk6xWK5cuXUoLod2J6elp8vPzpQ4jrRFWvR6PR5wJUV5eLo43zWW+Abz1mWcAeFN5OQ9/8pNUVFSgVqtRKBSsrKyIQnv27FmsVisTExPSBp1kVlZW6Ovr49lnn03ZOTNKgP1uN8ayMhTATh39Wq2W3t5e2tvbdxXa8+fPY7PZ0l5od2J6ehqFQpGQHF62slMzRq4JsE6no7e3l46ODurq6qioqOC9X/86bHjk6QIBZqenOX36NFarNWebVebm5ujo6JAFeDsaga/80z9Ru7KCAfiwVot+4021OUe7ndBarVbGx8ezSqhCoRCxWAydTsfMzIzU4aQlWwV4a2VEtlFTUyMuPoTNsK0r2pmZGc6cOcPE/DxfYt01+lHg4UcflTh66Zmamkr5cPaMEeB/A9RudLfcCjz64Q9zUa8nEAjgdDqzVmh3IxwO09DQIAvwDmRrN1xVVZVYibNdjnZubg6Xy7Vr6uC3wG8LCvhvn/40f/q3fwtpOlo0lYyMjNDX15fSc2aMAG++KYoAn/3GN5CuGC09WF1dRafTSR1G2jI3N5fR3XCVlZVxQrtd1YHT6eSVV1450GaYJRTC2dBAb28vr776apKuInMYHh7m3nvvTWlaL2ME+HtALfDA0aP8zego5sVFqUOSnKWlpTjzSZl4tq54/X5/WtZOa7XauEqciooKMZ22uroq3uUNDAxgsVgY38jdJgLBpl4W4PXSzv2W5h2WjBFggP8BNPzbf8u5b38bBgelDkdyFhYW5G64XdhpE04qNBoNfX19u+5bJEtod8LlcsXdJeQ6S0tLGAwGWYB3YnV1ldraWgZlAZa74a7B1vbjVAnw1rZ0YdBSOlbiXLp0iZtvvlmSc6cjHo8npTMyMk6AZW+415G74XYnFAoRDofFMYOJdkfePFRmu0FLgtBK1S25F8xmM3fccYfUYaQNExMTmEymlJ0v4wRYvu1+Hbkb7toIq96lpSVWVlZQKBQUFhayurqTmdPVlJaWYjKZ0Ov1V40OTcagpVQi2NRXVlbmXH30dtjtdt7ylrek7HwZJ8B+v1/eeNpA7oa7NsJQnunpaeB1x+Tt2k1LS0tFZ2hhRbt1TOJ+R4emO5tt6l944QWpw5Ecs9mMSqVCrVanxPU74wTY6/XKc103kLvhro3f7+dtSiU/BNaAl0ZGKC8vF1vT29vb0el0286jtVgs2Gw2ScckpoK5uTn0er0swKy3I4fD4ZSV5mWcALtcrpz2htuM3A13bYLBIF+dmEBIWrX8/vcUfe5zRKNRgsEgLpeLU6dOYbFYcDgcWS20OzE9PS1v5m4ilaV5GSfAMzMz8m33JsLhMPX19bIAsz7zwGQy0dXVRX19PRqNhvz8fAo3TEwBYqur/PrXv+ZXv/qVhJGmF6OjoxiNRqnDSBtSWZqXcQI8NTWFUqmUOoy0QSjLyyWEDjG9Xn9VK+7Kygper1d0wY1Go0Te+lbueuop1oBvtrWhUCikvoS0YmhoiD/6oz+SOoy0IZWleRknwIJraXV1NbOzsxJHIz3Z3A1XXl4uNi5snWy3uRX37NmzWCyWbad4NTU1MfOud9Hw1FMA3JyfT2tZWaovJa2ZnZ0lFovR3t6+7jOY41gslpSV5mWcAMPrQ2hkAV7PVx10RnK6IFQfdHV1bVvmJdTTCk4L++kQ29p8MT8/T5kswFextLREb2+vLMDA2NhYykrzMlKAc/G2eyf8fj/19fVSh7EniouLMRqNdHV10dTURFVV1Y5lXomqp91qTSQL8PakugMsnUllaV5GCvDS0hI1NTVSh5EWeDwe9Hq91GHEoVarMRgMdHV10dzcTFVVFSUlJeTl5YkiKNiOC2VeybIJ2mpN5PP55Eaebbhy5Yq8EbeJVJXmZaQAZ8Ntd6Jwu92SdcMVFBTECW11dTWlpaXk5eURiURYWFhgdnaWV155BYfDgcVikcSPTWi+8Hg8zM/Po1arKSgoIBQKpTyWdMVut3PjjTdKHUbaMD09nZI7y4wUYL/fL8/B3WBqagqVKrn/jWq1mu7ubrq7u2lqarpKaIPBIB6Ph/Pnz2O327FarSnpItorm9MOsVgMj8dDVVWV2B0n83oHmPzFtE50cJB3zszwPHAiiefJSAH2eDx0dHRIHUZaMD09jVKpTEg3nFqtpqenR8zRbrei9Xg8DAwMMDIyknZCuxNb874ej4fq6mpZgDextLREJBLBaDRy/vx5qcORlFbga2fOcCQW43ngNuD3STpXRgqwlLfd6cZBuuE252gFoRVytJtTBwMDAzgcDmw2W0YI7U5sFeC5uTk5hbUN8/Pz9PT05KQAC7Oa9Xo9dywucuTHPwbWPfPegizAcchDaF5HA/T99rf8+4ICPk+8W7RarRYtbbbbDAsGg8zOznLu3DkcDgdWqzUrbz/n5+dpamoSf5Z6MHu6kgvD2YuLi8Vuyaampm1LHs/abLxDpaIyHGZFqeQ3SWxPz1gBTtRtd6bzDHDDL3/JTcB13d288Ad/cJXQbt0Ms9lsWSm0O7GwsBC3Ag4EAnIKaxvGx8e56aabpA4jIRQUFIgljy0tLVRXV3PkyBHy8vKuKnm0WCxXzWr+IfC1970PW1ERrz3xRNLizEgBFm6Hq6urcblcEkeTOoqLi+PGJdZoNNzwuc+Jjx9bWuK5SISzZ88yMjIiWdVBuhEIBOIEOBgMUlJSImFE6YnFYuH222+XOox9oVQq6e7uxmAw0NzcjE6no7S0FJVKJabT3G43Z86cwWazYbfb9/SZcAJPl5cn/Ys6IwUYYG1tjcbGxqwUYKEzTHBaqKysjGtYEN5UJ8+d47rSUt6+sADA3165wle/+lWJo08/tuaAg8EgR44ckTCi9GR0dBSlUolGo8Hv90sdThwqlUrcIG5ubqampobS0lLy8/OJRqMsLi4yOzvL4OAgDocDs9l86H2LkZERrrvuugRdwfZkrABngyV7eXm5KLRbW3A3z6V9+eWXsdvt2zYsPAl8/fbbUdfV8ZXHHpPmQtKcpaUliouLxZ/lFfD2CB1g/f39vPjii5LEIOxbdHR0xG0QCyvaxcVFvF4vZrOZ0dFRLBYLCxsLkEQzPDzMRz/60aSmOjNWgJeWljLGG06r1dLb20t7e7s4VKaoqOgqS5uDOC1EgOdKSniT3MW0IysrK3FVM7IA74zf70ev1yddgEtLSzEajVfd5W3dIJay5DEQCBCNRtHr9djt9qScI2MFOB274aqrqzEajXR0dFBfXy8KrTC9SxDaCxcuYLVaE+aGOzs7K5fl7UI0GiUcDotNBktLS+IXYK5v4m4l0cPZBeeRjo4OGhoa4oxLN9/lnT59GrvdvuccbapYXFzEYDDIArwVKS3ZdTqduKKtq6uLm0e7eUziwMDAvqd3HQR5SP21WVlZobCwUKybXl5epri4mGAwKHVoacXY2BgGg2HfrxPu8rYKrUKhuMoh2mazZYxxqcfjSaoFWsYKsMfjSbole0NDAwaDgba2NtFhQa1Wi4O/N8+jtVqtTExMJDWenZicnJSH1F8DYRqawPLyMkVFRbIAb+HS0BCGtjauB7Yz5BGG4W++y9s8o3l+fh6n08n58+exWq2Mj49nhNDuxJUrV5JqU5+xApzIbrjm5mYMBgOtra3U1dWJQgvrH1S/38/MzAwnT57EYrEwNTWVkPMmis1lefKM5O3ZakWvUqlYW1uTMKL0QwX8xOXiukce4TbgvxkMXHnzm7dNpwUCAZxO54FmNGcSybapz1gBPkg3XGtrK0ajkZaWFmpra9FoNBQWFhKLxVhZWWFubo7JyUlefPFFrFZrRvmsCd5wsgBfjUqlIhqNxq3EtgpyrqLVasUcbb9azXUPPwyAEri3qIgft7SkNJ2WbiR7SFHGCnD1lSu85Wc/42MKBd+Lvd6Aq1QqaWtro6enh7a2NnQ6HWVlZaLQLi8v4/P5mJiY4LnnnsNqteJ2uyW8ksQQCoWora3lwoULUoeSdgi5362/yyUBLisrw2QyxVUdbE4dBAIBxicncRUVoVteBuDrAwM8PDAgceTSsrKyQiQSwWAwJOWzlZECXAP8cyRC+bPP8l3gtltvZeztb6e8vJyCggJisRhLS0v4fD7Gxsa4ePEiFosFj8cjdehJY3l5OWPK8lJNeXk5gUBA/Fko3s/k3OROlJSUxHVLVlVVxc06EHK0g4OD21bi/BT4+hvfSKS1lYd/8hPpLiSNEGzqZQHeoA0o3/RzayDA0yMjXLx4keHh4bTr4kkFwWAw7cry0oXKykp8Pp/4c2lpadKK91PFZnsnQWhLSkquKu86ceKE6Dqyly+caeDvjxzhrptuAlmAgfX9ppaWlqQcOyMF+DzwCnADsJKXx6defZXTr263Z5s7+P1+KisrpQ4jLdFqtRkrwJvnfzQ0NGw7aEmoo7XZbDgcjkPX0Q4ODvLBD35QrpPeYHx8PGluIRkpwKvA24CH77+focVFTsvf1Hi93qwfJXhQtlsBz8/PSxjR1WxtS9dqtVfN//B4PCmZaOf1ekWb+tHR0aScI5Ow2WzcdtttSTl2RgowwApgqaoC+bYbWO+GKyoqkjqMtESr1TI4OCj+XFZWlrT6Xw3wDsAGmLd5vLq6GoPBsG0drZCjdbvdWCwW7HY7o6OjknSGLS4uYjQaZQEGHA4HSqWSkpKShL9vMlaAQdpuuHTD6XTK3XA7oNVq8Xq94s/JWgEfAc4AXcAa8JfHj+N/wxvEbkmhiUfolnS5XJw/fx6bzZawtvREIdvUv044HGZtbQ2TycTp06cTeuyMFmCv15v0brhMYWpqiry8PKnDSEu25oDLysqYm5tLyLFramrEzrA3hsN0/eAHAOQD95WU8GRDA9PT05w+fRqr1cqVK1cSct5kMzExkdQOsEwjEAjQ1dUlC/BmZG+41xFWdFtLrnKdvLw8SkpK4v5NSktL9y2E1dXVmEwm2tvbqa+vv2r+x9zcHPbxcfwFBWg2crMPnTjBT04k01M3eSS7AyzTcDqdNDY2Jvy4GS3A8hCaeCKRCA0NDbIAb6KiokIcKyiwWwqipqYGg8FAZ2fntkJ7rfkfvwTeDwwDv0neZSUdoQNMrVZntCFrorh06RK33nprwo+b0QI8PT2NQqGQy2U2WFtbo7a2FovFInUoaYNWq2VtYoJXgV7gm0BQq6Wzs5Prr7+e2tpaseKgoKAAIE5oX3nlFaxWK5cvX97T+caALyXrYlLIysoK4XCY3t5eXs3xEk9Y/0J6z3vek/DjZrQAC9/M+7Fkz2aWl5epqamROoy0orq6mjsGBxGMZT4F/HRtjYrbbmN+fh6Px8P58+eZnJxkdHQ0Ky2uDorQASYL8HotsEKhoKqqKqEdtRktwPD6EBpZgNe74bRardRhSEpLSwvXX389XV1d6HQ6ioqKyP/Vr8THo8CaSsWnPvWptBr8nY7kgk39flhdXaWvr4/nn38+YcfMeAHOBm+4RBEIBCgvL7/2E7OAkpISjEYjer2e5uZmceYBrH8RTU1N8fTTT9PS0sLPfD4+xnoK4tH8fDo0Gll898ClS5e4+eabpQ4jbZibm6Ojo0MW4M0sLS1RVVUldRhpgc/no66uTuowEopGo7nKaWFrh5jL5eL3v/89Q0NDV41L/NSnPsWk3899Gz9XazR8Uh7CvicsFgt33HGH1GGkDdPT09TX1yf0mBkvwOnoDScVHo8nY7vhBKeF9vb2bS1tBD+9/XaIVVZWxuXsSktLZReMPTI2NoZSqaSysjKukSVXuXjxIsYEm99mvErOAQkAACAASURBVAD7/X45BbGB0+mksLBQ6jB2pa6uDoPBsKOfnuAdlogOMaVSSXl5eVzTRUlJScYM4pEawabeZDLxwgsvSB2O5JjNZu65556EHjPjBdjn89He3i51GGnB9PR02nTDNTU1xdk8Ca24gOinNzMzw9mzZ7HZbHsu89oPFRUVLCwsEIlExN/JK+D9MTc3h16vlwWY9b6DWCxGc3NzwvwfM16A3W53xt52JxrhVru4uJilpaWkn0+pVNLa2kpPTw+tra3odLptbZ6mp6d56aWXsFgsKa1W2e7WORkDVbKZRNvUZzqNp07xmZISPgck4j4q4wVY7oaLJxqN0tjYiMPhSNgxlUolnZ2d9PT00NLSQk1NzVXuI3Nzc1y+fDmtbJ52EmA5BbF3kpH3zFT+GnjP448D67PIEzEhOOMFeGpqSrZk34TQDXcQAVapVHR3d9PV1UVzczM1NTWUlZWJFj6CzdPo6ChjY2NYLJa4ITfpxtYhPLCegpBrxvfO0NBQwvOemYRGo6Gvrw+9Xs/Hnn0WNlJlbwKKgcPeZ2a8AAu32onuUMlUlhcXqbuGN5xarRaFtqmpierqakpLS1GpVEQiERYXF/F6vVgsFkZHR7FYLBm5atRqtVy6dCnud5nkhpEOuFwuYrEYra2tWe2IvJtpaSgUwu/384pOR8uGAP+ew4svZIEAw+tDaHJdgO8APvlf/gt54TBFwE+Ki8Xh34JvWFlZmSi0wWAQj8fDhQsXGBkZwWq1piR3nCq0Wu1VbbQajSZhoyhzhaWlJUwmU1YI8FbT0srKyri6cqEKZ2hoCIvFclUVzh1KJZ/54z/mQz/5CSRgLyErBHh1dTXnLdmLi4v5plKJeuNN8S21mhu/+lXC4bAotENDQ4yOjjI0NJQTE662ywFrNJqcNG09DF6vN+OGs6vVanp7e8W7vK2mpUIDz0svvbQv09LfRqO85/hxumw2PCdPHjrOrBDg5eXlnOyG6+/v5+1vfzttbW2o1WoKv/xl2LCQmY1EePDBB3O65baioiJutatQKCgqKmJxcVHCqDKPyclJuru7pQ5jWwoKCjAYDHR3d9Pc3Ex1dfWOpqV2ux273X7oz4Tf70ev13NSFuB1cm0IjV6v5/7776eiooKpqSmeeeYZXnzxRb4YDPKjmhrqysq4a3SU3JXe9RVQJBKJM64sKipiZWWFWCwmYWSZh91u54YbbpA0BpVKRU9PD93d3WIlTklJiZhOW1hYYHZ2lldffRWbzZZU01Kn00lTU1NCjpUVApwrluwqlYo/+ZM/wWAwYLfbeeihh+I2lILAnzQ1cf/99/Pagw9KF2gasN0g8aKiIpaXlyWKKHMZGhoiPz8flUqV9DsqpVJJd3d3XMljaWkp+fn54gbx7Ows58+fZ2RkBLPZnPJ02tjYGLfffntCjpUVAuzz+bJ+bF5/fz8PPPAAoVCI//k//+eOGyLT09OoVFnx33ooCgsLWV1djftdcXGxLMAHYGlpiUgkQm9vb8L2WZRKJR0dHWK3pE6niyt5FCpxzGYzDocDs9mcNhvEFouFP/zDP0zIsbLik5rN3XBKpZIHHniA48ePc+bMGX6wYfq4E8JA8Vy3kikoKLjqFlReAR+chYUFenp6DiTAra2t9Pb20tbWhk6nE5t4hNpyr9eL3W5nZGSE4eHhtC8TnJiYQKFQUFdXd+ia8qwQ4Gy1ZL/55pu5++67USgUfO1rX8Nut1/zNdFolGg0Sn19PRcvXkxBlJnDdqIsszcWrlzhLfn5/CM71782NzeLg5Zqa2vj2tKFJp6xsTHGxsYYGhrK6GqU5eVl+vr6ZAGG7LNkf+Mb38g999xDSUkJp0+f5oknnthX7i0cDlNXV5fTAhyNRq96T6Qih5mNtAKffvRRKlZXeSfwPp2O5v5+2traqK+vR6PRoFarxfkfPp+PiYkJnnvuOcxmc1bW5/t8Pjo6Og59nKwQYMHh9jA1niUlJXR3d4vzaCsrKykqKqKgoACVSkU0GiUcDhMOhwmFQiwtLbGwsIDf72dubg6Px4Pb7WZ6evpAuaqysjLe9773cf3116NSqRgcHOQHP/jBgdIIKysrOe8NF41Gr2pRlwV4fwiDlv6N10vFK68AYAC+8Qd/gKW3l7m5Oaampjhx4kTKBy1JzdTUFK2trYc+TlYIcAXQ+8//zL89coT/dQ0Brqqqore3l87OTurq6tBqtajVapRKJeFwWEz+j4yM4PF48Pl8+P1+1Go1ZWVllJaWUl5eTnl5OaWlpXR0dFBUVERhYSEqlUr80AslUCsrKywuLhIMBllaWmJxcZHV1VXKy8vRaDRiG3BeXh7z8/M8/fTTPP3004dyeV5cXMzJuujNRCIReQW8B5RKJW1tbeJEu9raWsrKysTUwfLyMqFXXoENAQ4Df/7IIwxKG7bkjIyMcOzYsUMfJysE+Fng+M9/zluB+vJyHq6tRa1Wo9VqxcHfWq02bvC3YDs+MDCAw+Hg4sWLCbO212q11NXVUVtbS1VVFVqtlpKSEnQ6nSjUy8vLLCws8Nprr2G1WrFYLAkTh/n5eTQaTUKOlalEIpGr9gWE4vxcRKg6EIR2u4l2m3O0FoslrovwKeA/veUtPLG4yGAOd5wKDA0N8eEPfxilUnko3ch4AS4Djm/6+R6djvw//VNisRiRSEQU2nPnzmGz2VLSz+7z+fD5fJjN5qSfazvm5uYyrnU00VRVVaHRaOKGyOTn52e9ACuVSvR6/VWjQ7dOtBsZGWFsbAyz2byntN0TgP6d78Q3MwOyAOP3+4lGo+j1+j1tju9ExgvwPOsr4Hds/PxFh4Nv/MmfSBiR9Hi9Xkwmk9RhSEpHRweRSISPfOQj/M3f/A2QXXXAKpWKrq4usQVXp9OJDQtCHa3P5xP988xms7hXclAmJycT1gGWDSwuLmI0GnNbgAH+JfD3d95JpLKSb/yf/yN1OJLjcrnS3hsu2Vx33XX87Gc/44Mf/CA6nQ6Xy0VZWZlYJ50pCC24XV1dtLS0iHsGm4XW4/FgNptFoU2W48fIyAj9/f1JOXYmMjs7e+iNuKwQ4BDw+8pKenp6pA4lLZiZmcnpbrjjx48TjUZ5/vnnueWWW/joRz/Kl7/8ZcrLyxPqFJJICgoKxFkHO81o9ng8DA8Piy24qe4MGxwc5L777jt03jNbmJiYOPRGXNZ8SmdnZzl+/Pi1n5gDzMzMoFAocnLXv7CwkA984AM89thjADzxxBN86lOfory8nLKyskPfhh8WtVqNwWBAr9fHCW1eXl7az2hOVN4zW7DZbNx8882HOkbWCLDb7c75226BcDhMLBajvr4+Ye6tmcK9996L1WoVBcLhcODz+fjoRz9KeXk5gUAgJXEUbwzDF4RWmEcrVGIEg0FmZ2fFKhybzZYRreOJyHtmCxaLhby8vEOZ4GaNADudzpy+7d6K0A2XSwL85je/mZaWFh566KG43//85z/ns+96F+UjIxQmWICLi4vjHBaqqqo4cuRI3Dza2dlZXnnlFXFFm8nt0LOzszlfYSMQCoUIh8P09vbyykad9H7JGsUSNlfkfv91VlZW0Ol0UoeRMurq6rj77rv5yle+Evf//453vIM/OHKE9z/0EHnRKCeAY8B+Zbi0tBSj0bijlU0yBn+nI+Pj41x33XVSh5E2zM/P09XVJQtwNBoVb7uzwbvqsORSN1x+fj4f//jH+cUvfhHXDltXV8edd95J3de+Rt7GplErcBR4cYdjlZWViZ2SjY2NaLXaOKGdn5/H7Xbz8ssvixO8slFod8Jms3HLLbdIHUba4HK5DjUKN2sEGF63ZJcFeH18YK50w33oQx/iypUrcRYxCoWCf/Wv/hVPPvkkFZOTfGDj98ulpehvvRXryZN0dXXR0dEhzv4oLi6OM2d0u91YLJZ9eYZlO4nIe2YTly5d4m1ve9uBX59VAry6uprzQ2gE/H5/ThTNHz9+HL1ezxe+8IW437/zne8kFArx0ksvEWO9Uefzd93FL2Mxrr/jDm64805CoRDz8/O4XC7MZjM2m43R0VFZaHchHA6ztrZGf38/p0+fljocyTGbzdx5550Hfn1WCfDS0lJOWBPtBa/Xm7ZGiomipKSEe++9l29961tx7hd6vZ7bbruNL37xi6L/23PAW/v7WXa7efDBB2WRPQSBQICuri5ZgFlfASsUCqqqqg40dlN57adkDrl0230t3G43arVa6jCSyr333svp06fj5h5rNBoeeOABvv/9719lSX/58mUaGxtl8T0kiTSlzHSi0Sirq6v09fUd6PVZJcCBQIDS0lKpw0gLpqens9IlRODYsWM0NDTwq1/9Ku73H/nIR3jxxRexWq1XvWZ4eFj+gk4Ao6Oj8p3mJubm5ujs7DzQa7MqBeH1eg/8D5FtTE9Po1AoMqpttLi4mLa2NpqamsjLyyMYDOL1erFYLHHXUFhYyAc/+EG+973vxVUgHDt2jMrKSh5++OFtjz80NIRKpaKkpCRp8xJyAbPZzF133SV1GGnD9PQ0DQ0NB3ptVgnw7Oxs1t9275VQKEQsFkOn06WdU4FWq6W3t1esQNBqtRQXF6NQKIhEIqysrBCLxVCpVOTn56NUKrHZbDz32GP8md9Pc10d//Taa4yMjIjHVCgUYgtyJBLZ9ryhUIhQKMTx48c5ceJEqi4367hy5QoADQ0NTE1NSRyN9IyOjmI0Gg/02qwS4Gw15zwo4XCYhoYGyQS4rq5OHABeV1cnlnopFApCoRCBQACn08lrr72GxWJhYmJi29V6f38/H/jAB/jnigp0fj+Mj1Nw5Qpf2/Scjo4OlpeXrzlsx+fz0dPTIwvwIVleXsZkMskCzPqd1f3vfCcaYL+GaFklwFNTU1f5gOUyq6urSe+GU6lUdHZ20tXVRXNzM9XV1ZSXl4t3IisrKwQCAWZnZxkcHMRqtXLp0qV9pUUGBwcZHBzk3236v23esso9evTonizTL1++THt7+57PLbM9Qrrvt7/9rdShSM6fz87ykf/8n7lHoeDuWIxf7+O1WSXAQmG4VqvF5/NJHI30LC8vJ6wbrqysDIPBENe4UFJSIhqWCk4L4+PjjI+PY7FYEj579+HKSv7K4yEai/GFLY/19/fz6KOPXvMYFotFbqVNAFeuXMn5/ZbKykqO9/TwFy+/DIA6FuMzkLsCDOteYHV1dbIAs16WV1FRsefnK5VKmpub6e7upqWlhdraWjQajeilJ8w88Hg8DAwMMDY2ltJxif6PfIT3vPAC5wYGcG/6vUajoaSkRMxN7saFCxe4//77c3JUZyJxOBy84Q1vkDqMlCAY+XZ0dFBfXx/vL7mywsKFC5RubOpe3uexs06AQ6EQtbW1kvmxpRO1w8PoYzGegDjBUiqVtLe3YzQaaW9vp6amRnRZEJxw/X4/LpeLs2fP4nA4GB8fl7SaQqfTUVdXx9fPn2drFJ2dnYyOju7pOMIGX2Njo9yyfgiGhobIz8/Pqi+y6upqjEZjnGP6dka+W/0lHwE+B3iA/3ef58w6AV5eXpbbkYEPA3/26/WbodfUav7Hhz5EdWsrFRUVouX4ZjsbYTWbqnm5++VNb3oTZ86c2fZLoKOjY88CDOszQ+ShTYcjGAwSiUQwGo0MDmaWSX11dTUmk4n29nbq6+upqKjYUWitViuXL+++rh0G7jtgLFknwPPz81RXV0sdRsopLi7GaDSKljYf/t3v4Nw5AOpXVuhVq3ltaooXXniBoaGhA7VNSklfXx8//vGPt32ss7OTJ554Ys/HyrVRncliYWGBnp6etBXgmpoaent7dxTaubk58S7PZrNdU2iTQdYJsM/ny+oPl+CGazAYRNtxwdImHA6Lw2V+E4sh+CLbgU9/61tkqh+wRqNBq9XGtRwLFBYWUlNTs6/B84uLi3InVwJwu920tLRIHQY6nQ6j0UhHR4eYOlCr1SgUClZWVsQV7dmzZ7FarWllUpB1AuzxeOjo6JA6jITQ2tpKb28vbW1t1NbWUl5eLrrhbra0sdls2Gy2qwbRP11QwF996EPc/fjjGSu+ACaT6apuOIG2tjYmJyd3bL7YjkAgsK/NSZntGR8f58Ybb0zZ+XQ63VUr2q1COzMzw9mzZ7FYLHvalJWarBNgl8tFUVGR1GHsi5qaGkwmk7jLKryxYrEYS0tLeL1eHA4HIyMjDA8Ps7CwsKfjPhcK8UdveQvKX/8aMizlsJm+vj4GBga2faytrW3blfFuzM3NZc2XtJRYLBZuu+22hB+3rq5OLHmsq6vbUWhPnz6N1WrNCKHdiawT4KmpqbTthqusrBQrDwS3BaEzbGVlhbm5Oaanpzlx4gTDw8O43e5rH/QahMNh6uvrMy7nK6BSqeju7ubxxx/f9vG2trZ9j0X0eDwHnl4l8zoOhwOlUolGo8Hv328P2LrQCp+HnYR2enqa06dPYzabs7LrLusEeHJyUnJL9ubmZrEFt7a2Nu6NJQwBdzqdnD9/HrPZnNTdeKEsL103Sq6FXq9namqKxcXFbR9va2vjRz/60b6O6XQ65ZkhCSAajRJaXeVoXx8v7NLaXVdXJ6bS6uvrxdpyQFx4zMzMcOrUKSwWS1YK7U5knQALluwNDQ1J3dXc3IIrbIaVlZWJJV6bb5XOnDkj2S5rIrvhpKCvr4/h4eFtH6usrCQWizE3N7evY05PT8sO2gngVuCBz36WT4RCfBx4ZkNot65oIV5oT548mXNCuxNZ+S5cW1tLmAAXFxeL+aimpiaqqqooLS29qgV3dHSUS5cuYbVamZ2dTcBVJIZgMIhWq5U6jAPT19fHt7/97W0fa2tr49KlS/s+ptAirVarWVlZOVR8uYharaanp4fvXL5M0caX33cKC/n+5z8fJ7Qvv/wyVqtVFtpdyEoBrrJYeKdSyclrP1VEq9WK+ShhRKLghhsOhwkGg3g8Hi5cuMDo6CgWiyUjTAkzecdfp9OhUqmYnJzc9vGDCnA0GiUajdLQ0MDY2Nhhw8xaSkpKxM6wxsZGqqqqOHLkCHl5eUQiEVRf/SpsCLAvHOYTn/iExBFnHlknwP8duPdb3wJAB/yHLY83NTXFjUjcPOtAyM+63W6sVisOhwOHw5HRrZY+n4/GxkapwzgQu6UfYL1Mb6sjxl5ZW1ujrq5OFmDW66y3zmcWFh/C/I/Z2VnOnDnDyMiIWPL4ZeC7hYX0NDXxh/voRJR5nawT4Hs3/f3+oiLCX/wikUgEpVJ5VX7W6XRy5swZ7HZ71ralzs7OZlxZnkBfXx/PPvvsto8plUqampoOnGZaWVnJuZZ1YdbB5oaFzfOZhcWHxWLBbrczOjq66+LjEnDr6irf+vM/Z/q//3eQUw37JusE+AwgVHgO5OXxox/9iJKSElZXV9MuP5sKnE4nBQUFUoexb9RqNS0tLdhstm0fb2xsxOPxHDiHGwwGM3pzcjcaGhowGAy0tbVdVd4lzDpwu92cP38em8227/nMW5GHsx+crBPgjwFBg4Hu9nbe/dRTLJ46JXVIkjI1NUVeXp7UYewbg8HAxYsXr+ruEzho/ldgfn4+4w06W1tb6enpoa2tDZ1Oh0ajuarqQLjLS2YLrtfrlRtbDkjWCfAq8MiRI/zrd72LxaeekjocyREK5DPNiLKvr4+hoaEdH29raztU/tbn89HV1XXg16cKpVJJR0cHPT09tLS0oNPp4sodl5eXmZubY3JyUnSDTrUFlTyc/eBknQADzMzMyHWemxB2/O12u9Sh7AmFQoHJZOLXv97ZW6CtrY3f/e53Bz6H2+3m2LFjB359ohGGLHV3d9Pc3CzWlQuzP4Ryx7GxMS5evIjFYkmb7ka73Z4zw9kTTVaq1MzMjOTdcOmE0A2XKQLc3NzM0tLSjgJTXFyMRqNhenr6wOdwOp0UFhYe+PWHobW1lb6+PnHIUllZmVhXvri4iNfrxWazieWO6TqjWWBwcJA//uM/lj9vByArBTgajRKLxairq8voQR2JItN2/K+VfmhpadnRQXmvpKIbrrKyEpPJRGdnp1jetXnIkjAM3+FwYDabM6KufDuWlpYydji71GSlAMN6S7IswOssLi5mVDecyWTiF7/4xY6PH3YDDhCrYYqLiw8tfKWlpZhMJvR6PY2NjVRWVorlXULVwdTUFC+//DJDQ0MJGbKUbiwsLGAwGGQB3idZK8Crq6sZtepLJvPz85SXl0sdxp4oKyujpqZmV4uhtrY2Tp7cT5/j9kSjURobG3E4HHt6vlqtpre3l66uLpqamqiuro5rWAgEArhcLgYHB7FYLPsek5nJOJ3OtBjOnmlkrQAvLS3JrgcbzM3NodfrpQ5jT5hMJmw2267phba2Nn74wx8e6jwFQNfzz/OAQsHngM2ZS2EEplB5sNV1ZGFhAZfLxalTp7BardjtdkkNS9OB8fFxbrrpJqnDyDiyVoD3a8mezXg8Ho4ePSp1GHvCZDLtmv+tqqoiHA4faP7sZp4A3vHTn/IO4PqmJp583/vEEq/8/HwikQiLi4ui64jD4cBms8nDe3bAbDZz++23Sx1GxpG1AhwIBKitrZU6jLTA5XJlRDdcXl4eBoNh1/m+bW1t+24bVyqV6PV6cQZITU0N7/7CF2Aj93t9MMjvjhwR538MDw9n7IaYVIyNjaFUKqmsrMTr9UodTsaQtQLs9Xppb2+XOoy0IFPm33Z2duJyuXa1XOrp6dkxZ7tZaDc3LWyupfV6vdjtdn535Ajv2RDZH8zN8dBDDyXlmnKFaDTK6uoq/f39PP/881KHkzGk/6fygGTyEJpE43K5UCgUFBQU7Njamw709/fHTT8rBbZKsdFo5JlnnqGqqorrr7+erq4udDpdnGHpZqEdGRnBbDYzPz8fd5z/D/iv11+P6dgx/p/vfjfp15YL+Hw+Ojs7ZQHeB1krwE6nM2294VKNUBddX1+f1lPfjh07xje/+U3ygV8B7wIuAPc3N3Pju99NR0cHR44c4fOf/zxKpZLl5WVmZ2dFw9LthHYnYsD/H42iPX48eReUY0xNTWXs6FOpyFoBnp6eRqlUSh1G2iDMv01XAW5paSESiaBQKPjb22/nXc88A8BR4O+vv54LR48SjUbx+Xw88cQTWK3WQ1ceZEpqJlNwOByy2ek+yVqFEgbPZFIDQjJJx7rogoICbrzxRj7+8Y/z6U9/mpqaGv7qr/6Khi0zGr77j//IJz7xCWw2Gz/72c8wm80JKfsSmjFkg87EMDg4SGFhobzw2QdZ/fUfiUSoq6vD5/NJHYrkLC4uSlYXrVQqxdGJwuZYRUUFhYWFrK2t4fV6icVinDp1ih//+MesrKzwH4APAC8D3w2Hyc/Pp6Ojg+985zsJi0tIzdTW1qbtnUEm4ff7iUaj6PX6jJk7IjVZLcDCEBqz2Sx1KJKzsLCQ9Pm3QgNDV1cXzc3NVFdXU1ZWRkFBgTj/wO/3Mzk5yQsvvMC5c+dYWFigvr6eBx98kMcee0w81t9v/BEwGAyMj48nvA53bW0t7XPjmUQwGMRoNMoCvEeyWoBXVlay1vVgv/j9fpqamvb1GpVKJXrmFRYWolaryc/PJz8/n8LCQhoaGkSzxpKSElQqFZFIJK4KYWxsDIvFsmvjxLFjxzh//vyusfT39ydlzkCmDSpKd2ZnZ2lra5M6jIwhqwU40y3ZE4nP4+HoDgKsUqkwGo1xK9fS0lJxgyoWi131Ryj38ng8DAwMMDY2htVqPVADw9GjR/n5z3++4+MKhYL+/n6efvrpfR/7Wsgt64nl8uXLXHfddVKHkTFktQBn0hCaZFIFfOWZZ2h78kkMwOff8AaO3nADzc3NotBGIhGCwSAej4cLFy6IZV3Jbr3VaDRUV1fvOnynpaWFxcXFpAwgT0VqJpewWCzccsstUoeRMWS1AM/NzaHT6aQOQ1JUKhX/tb6etg0/sNuA1euu42x1NUNDQ9jt9gOvXBOBYD2/W1VDf3//rvMhDsNBUjMyO2Oz2cjLy6O0tHTXjkaZdbJagD0eT850wymVSjo7O69qwy0oKKDjxAnYND3sv33nO5yVMNbN9Pf3c+bMmWs+Z7f5EIfB6/XS09OTlGPnIuFwmFAoRF9fX0JGhmY7WS3ALpdLMtuZZLHXeQcOh4PR0VHMZjOBQID/Cnysp4f/PT3N2T12iyWbgoIC9Ho9392lFVir1aLRaJI2W9ftdmfde0RqAoEAXV1dsgDvgawWYKfTmbGdTkqlUjRpFCZ4bSe0gnfYtdpwPw9UPvggz33/+/Dqq6m7kF3YS2mZkH6IxWJJiWF6elpuWU8w09PTclpnj2SmOu0Rl8sFkNZDaJRKJd3d3XR3d4vDvzcL7WaTxpGRESwWy57nHWxldXU1rXLiR48e5cKFC7s+p7+/nxMnTiQtBqfTiUKhQKlU5vxQ9UQxOjpKV1eX1GFkBFktwOk0hEalUompg+bmZnQ6HaWlpVcJrdVqFYU20ZsYi4uLVFdXJ/SYB0WhUNDX18dTTz2143PUajXt7e18+9vfTlocwuq7urpa/MKWORzDw8PcfffdUoeREWS1AEPqh9CoVCq6urpEoRXsbLYKrdlsFoVWmFuRbObn59Om5rWtrY2FhYVdh3cbjUYuXrzI6upqUmMJh8PU19fLApwg3jkzw0c/8xn+hUrFXeEwNqkDSmOyXoBXV1eTsuoT2m67u7u3FdpgMIjX62V4eJjR0dGUCu1OzM3NpU1urr+/f0/ph1S47KZbaiZTUSqVmDo7eXRkhPyFBbqBLwHvlTqwNCbrBXhxcfFQ7cjbCW1ZWZnYvCA0CAwPD4vNC+lqZzM7O5s2JVf9/f08/vjjOz6uUCgwmUw8+eSTSY9leXk5bVIzmcB2Fk/CvgWrqyg+/WkIr9ucrkkca7qT1QJ8BPgX//RPFC8ucgbYbSSPSqWip6fnqhXtdkLrcDiwWCxpK7Q74Xa702L0ojA74vLlyzs+p729Hb/fCKgJ3QAAIABJREFUz9zcXNLjCQaDcjfcNiiVSjo6OjAYDGLJ43bOI8IGsdlsZmFhgWeAb5aVEdJo+PRGA5DM9mS1AH8VuOXcOQBeKCjgD6+7jtWNb+aWlhZaWlri5h5sdsIdHBzE4XBI2iWWaGZmZtKiLO/o0aPXLC3bS4VEoggEAmmTG5cCpVJJW1sbBoOB1tZWUWgLCgpEofX5fGJt+fDw8K6VOL8APMeOcc8993DpT/80dReSgUj/aUwimy05K0MhPvK+9xEuLgYQB8kIcw+ySWh3YmpqKi1Krvr7+3n22Wev+Zzvf//7KYnH6/XS3NycknNJTWtrK0ajkba2Nmpra0WhFcaF+nw+RkdHGRsbY3h4eNcpdrsxPDzMfffdJ/l7Ld3JagH+W+BmhYLCWIy/A/7jZz8rdUiSEg6HicVi1NXVMTU1JUkMxcXFtLS0YLVad3xOdXU1RUVFTKTo9jUbDVxbWlowGAyi0Go0GgoLC4nFYiwvL+Pz+bh48SJjY2OYzeaEW8n7fD6i0SgdHR2MjIwk9NjZRFYL8K+BNzc28umPf5z/+Nd/LXU4aUE4HJZUgHt7e3E4HKyt7bw9k+zut61ksoFrU1NT3IpWcBoRhHZubo6JiQmee+45zGZzUibK7cTS0hIGg0EW4F3IagEGMLtcBGtq5FuhDaQuudpLadleUhSJZGpqiry8vJSd7yA0NDSIQltfX49Go0GtVhOLxVhZWWFubk50GjGbzbjdbqlDxuv10traKnUYaU3WC3AoFCIWi6HT6ZiZmZE6HMlZXl6WzCVEqVTS29vLT3/60x2fo1araW1txWZLXfm+sKFUXl5OIBBI2Xm3o66uDqPRSHt7O/X19VRUVIiVK4LQTk1NceLECSwWS1q/p69cuYLBYJA6jLQm6wUYXu90Suc3a6pYWFigoqJCknPr9XrcbveuO+g9PT1cvHgx5bM7IpEI9fX1KRPgmpoaent76ejoiBNahULBysoKfr+f6elpTp48icVikSxldBgcDgdvetObpA4jrckJAV5dXaW2tlbqMNICv98v2b/FXtIPJpOJ4eHhFEX0Omtra9TW1u66OXgQqqqq6O3tpbOzUxTaoqIiFAoFq6urzM3N4XQ6OXPmDBaLhStXriT0/FIyPDxMfn4+KpWK8Eb5p0w8OSHAS0tLcqfTBj6fj/b29ms/MQmYTCYeffTRaz7nmWeeSVFEr3PYbjitVovJZKKjo4OGhga0Wm2c0Pr9fpxOJ6+88gpWq3XXJpRsYWlpiUgkQk9PjyRfqplATgiwlLfd6Ybb7Zak5Kq6uhq1Wr3rCq+hoYFwOCzJBtLi4uKemjE0Go0otI2NjWi1WoqLi1EoFIRCIQKBAE6nk4GBASwWi+RT+KQmGAzKArwLOSHAfr+f+vp6qcNIC6QqudpLakGq9EMr8LFHH0WztMQ88EOgrKwMk8lEZ2dnnNAqlUpRaF0uFxcuXMBqtXLp0iW5ymYbZmdnaWlpkTqMtCUnBNjj8aDX66UOIy2Ynp5GqVSm/Lwmk4mXXnrpms9JhvX8TiiVSioqKng4FKLN6QTgsbw8bvnSl4gWF7O2tiYK7fDwMFarlbGxMVlo98HExIRsU78LOSHALpcrLYbQpAPCSMzKysqEdz/tRH5+Ph0dHTzyyCM7PqeoqIimpiYcDkfCz19WVkZtbS21tbXodDpqamqoqamhsrKShYUF6r73PdgYfh+LRvn7b36TQXlFmxDsdrtsU78LOSHAsu9XPJFIhIaGhpQJcHd3NxMTE7t6vxkMBkZHR3ftkNsNlUpFTU1NnNDqdDpqa2sJh8O4XC6cTiculwuHw4Hb7cbj8bC2tsYjwJNqNa2FhTwYCHB+bOyAVyqzFavVSl5eHmq1etf//1wlZwQ4HYbQpAuhUIiampqUna+vr29P+V+zebeBoeuUl5eLwioIrTBUxuPxiEJrt9t54YUXcLlcLC4u7nrMi8CbVSq+/MUv8tgnPrGfS5O5BqFQiHA4TG9vL6+miRlsOpETAix0w0k5AyGdSPUAcpPJxN/93d9d8zm/+c1vAMjLy6Ouru6qlWxNTQ1ra2txq1mbzYbT6cTj8Rzqy1VIzeh0OtmaKMHMz8/T3d0tC/A25IQAw+vdcLIAr4uNVqtNyblqa2tRKpXMzMygAD4N9AOPA7/beE5zczNra2vo9XruuusujEajWDfrcrmwWCw8//zzuFyupI4MXVtbo7m5WRbgBON2u9PGCivdyBkBlnoITToxPz9PeXl5Ss5lMpkYGhoC4N+z7hEGcG9eHo//5V8SqqtDoVCwtraGwWDAbDbzD//wDwl3hN4LKysrcrliEhgfH+emm26SOoy0JGcE+LDecNmEz+dLutAolUqOHj3Ku9/9bgoLC3nb297Gm3/6U9iYcqaKRFgdHeWZwUH6+/v5yU9+ktIBPNsRDAZTmhvPFaxWK7fffrvUYaQlOSPACwsLKbvtTnc8Hk9Cu+GUSiVdXV10d3fT1tZGY2MjJSUlRCIRlEolgUCAy5cv89srV/gOUAU8D/zpE09QVFrKLbfckhYzYwOBgNwxmQRGRkZQKpWUlZXtOogpF8kZAU4nS3apcTqdFBQU7Pt1m4V2qxtuNBplcXERr9fLyZMnOXXqFA0NDdx4441xG3DPAvXACBBhPUVhtVqJRCKJurwD4/P55IadJBCNRgmFQphMJk6ePCl1OGlFzgiw1+ulu7tb6jDSAt/UFPWXLlELOLd5fDfb8c1Cu9UNdyt33nnnVcaa8xt/BPr7+1Nmvnkt3G43R48elTqMrCQQCKDX62UB3kLOCLDcDbdOEfCk18t1X/4ytwJ/3NJC9Ngx0XZ8s9DuZDu+F4Th67/4xS92fI5KpcJgMPDDH/4wMRd3SJxOJ4WFhVKHkZU4nU4aGxulDgMd0Aa8BqxKHAvkkADncjeckDro6enh1rw8rvv5zwEoA/66s5Nnb74Zr9eL3W4XhfawubrOzk48Hs+urrp6vZ6pqSmxBldqJicnUaly5iORUi5dusQ73vEOSWM4zvreQznwKvBWQOrevJx5t6WLJXsy2UvqYPHSJVby8lBv5Fz/9tlneTwJ/mtHjx695vD1o0ePiiVq6YBgWFlcXJzUeuNcxGw28973vjfl5y0uLhan2n1iZITyV14B4HrgBuBEyiOKJ2cEOB0s2ROFUqmko6MDg8Egpg7Ky8uvytFarVZGRkawWCxxqYNfAn/3lrdwJhTi8XPnkhJjf38/3/72t3d9Tt//be/c49s+63v/lmQnvl/ji+z4Jt8kWZLT0hROWS+saaEphwFdB6P0cMo5nMO2s5XSsa6wHVhZGYytZdthtCtQtgKBlUELZU3bNG2ahKRJmya2JMuybMeOZdm6y/JFtmzp/CHrFzuJHTuWfj/F/r1fr7yQrZ/0PKLyR4+e5/v5foxGvv3tb6dl/CslFotRV1dHb2+v1FPZVAwNDaFQKKisrExLv+eCggL0ej2tra3s3LmTHTt2kJ+fj1KpJBqNEg6HOefxCNdPAYMpn8X62TICDAkRrq2tvWoEWKlUotFo0Ol0NDY2Cnu027ZtW7ZHa7fb17V18Cbwqz17GBsbgzQIsFqtJisri5GRkRWvSdYhj46Opnz8jTA3N0dNTY0swGkgEonQ0dGxIQEuKCigo6NDENry8vKLhNbtdvOb3/yG3t5e7Hb7sjikA8AuYB+w8rtTPLaUAEcikYzNhksKbVNTk7CiXSq0fr+fvr4+HA4HZrN5w+GRExMTlJSUpGj2y1lLZcNa8uGkYHp6WjZjpIlgMEhzczOvvfbaZa8tLCwUsvQuJbQTExO43W6OHj0qnF2sJXfu6VS8kBSypQR4enp6TbEz6aSxsRG9Xr9MaLdv3048HheE1uFw0N/fj9lsXvUQayMEAgFaWlrS8twmk4kXXnjhstf86le/Ssv4G2FyclJ2TKYBBWDcv5/fmZxkCHhl8feFhYUXJY9cSmiPHDkirGg30xnOlhLgiYkJ0ZxODQ0Nwoq2urqakpKSi4R2cHCQ/v5+LBaLaL15k3i9XoxGY8qft7CwkJqamlWdbYWFhajV6oxwv11IMBhM2zeDrcwfKBR89PhxAP5TpeLphx5ifudOQWhDoRButxuLxSKsaDeT0K7ElhLgYDCYcjdcfX39MqEtLS0VhHZmZga/38/Q0BCvvvoqVqtVOGmXmvHx8bTUvBqNRnp6elb9Oph0v2ViVLnX65UdkxsgKytLKHmsr6+nsrKSwsJCbnz+eTiQ6H+XtbDAwKFD/NzjweFwbAmhXYktJcBerxftFbrhamtr6ejooKmpCbVaTUlJCTk5OYLQBgIBzp07x6FDhzCbzXiWnLhmIi6XKy01ryaTiXfeeWfVa4xGY0aVny3F4/FIkhp9tbGS0C6txPF6vZjNZhwOBz/o6uJFoAJ4Hfj7o0e5suyTzcWWEeAC4P8ePMiuX/2KBuD3SfQiuBC1Wk1HRwcajQa1Wk1paakgtJFIhEAgwMjICIcOHcJisUgSoZ4KXC4XCoWCrKyslK1Es7Oz0Wq1PPPMMytek3S/7du3LyVjphqpUqMzlbUKrcViEUoeVzLWNJPoA+Lg0n97W5FNJ8DJLYHGxkbUajW5ubnEYjGuOXKEa3/9awDuBiJ33UW3RsP8/DxFRUWC0AKC0I6OjnLkyBGsVisul0vCV5V6YrEY8Xic2tpahoaGUvKc7e3tjIyMrBoB1NbWhsvlkqTf71pwOp2oVCqpp5F2dgIvAu3APwEPLQpte3s7DQ0NGxLalQgDcnHfcq5KAVYqlTQ2NgqOr6qqqmWHXEkBdTqd+Hw+srKyKLtg7zW4sEA0GiUrKwuXy8XRo0exWCybTmhXY35+HrVanTIBNplMnD59etVrOjs7M6b5zqVI1lGXlJSkrQJFam644Qa+Pj2NYfG/1eeBnV/8Ir7qasHEsxGhlVk7GS3ASWvt0k/lZH1sspogEAgwNDTEwYMH6enpWXFL4Gckmm/8/s6d/CAU4gvPPSfqa8lEIpFIympeFQoFJpOJxx57bNXrOjs7efzxx1MyZrpYWFhg586dV7UAb9u2jba2Ntra2qirq6OiokIw8QDk/+IXwrULwFf//u8xXya8VCb1ZIwANzY2CodcyZTbC7tyJetjrVYrfr9/Xc8fA/4EUDz0EM8+8wycOJGW13E1kcq66Pr6emZnZ1fdE09ek+mZa3Nzc1RXV182yTkTKCoqQq/X09zcTG1tLeXl5RQUFKBSqVhYWGBqagq/34/dbqe/vx+n08mf//mf876XX+afAR3w/0AWX4kQXYDVajUGg4GmpiZqamqWlW0lhbavr4++vj7MZnPKO+jL2XDnCYfDKauLXov7bS0NejIBsVOjdwAhWLUqoLa2VkgcSR4O5+bmLrPgejweTp48icPhwGazEYlcutdXLBZD3dbGJ2W7teSkTYDLysoEh0ttbS1lZWXk5OSgUCiIRCL4/X6hmkDMsq2pqSnJ3XCZQjAYpLa2NiXPZTKZ+MlPfrLqNZ2dnRlb/bCUcDgs2nvkB8CnSDTGv12hYHbJlltFRYVwtgGJLaNgMMj4+DjvvPMOvb29DAwMrLuOdmpqCr1eL/e7yADWLcCPAvcDPcCHgFBeHkajkba2NsGznZeXh1KpZHZ2VogXP3HiBFarlXPnzqX6NawLORvuPD6fj7a2tg0/T2lpKaWlpQwMDKx4TVlZGSUlJatekykEg8G0vkeSpV231tTwqUVzQjXw0xtu4PV77ll2tvH6669jtVpTum3j8XhoampK2fPJXDnrEmAd8MXF29cB+2+5hWMf/7jg2R4fH8disWC1Wq/ok1kMUrnqu9pxu90pSQnp7OzEbDYTj8dXvaa7u3vVazIFv9+fEjecUqmkvb0drVZ7ydKumMtF9LXXyF7szfzLkyf586NHNzzu5RgaGuKaa65J+zgyl2ddAjxL4jBLufjzye5u/s+RIxlpKV2JVK36NgNjY2MpccOZTCYOH169tXVnZyevv/76hscSA7fbTV5e3pqvX5o4kuzPvJIrLNk2NNnw/dfA3zc24i0v58tvv52mV7Scnp4ebrrpJlHGklmddf31DQD/Z/GfDfi8z8fVI70J5Gy48zidTpRK5YZSQnJyctBoNKs2X8/NzaWxsRGr1XqlUxUVnd3Obf/+73wC+PGS3681FdpiseBwOLBYLJetoX0RyL32Wt7znvcwK5IAW61WVCqVnPyRAax7+fOdxX9XK1s5G+5CkqfkO3bsuGJLtV6vp7+/n9nZlSMODQYDfX19zM3NXdEYYnId8I9OJyqnkx8BN33kI/iuu+6SQrtS4sh66enpYc+ePSl7DZdjfn6eaDSK0WjkzTffFG1cmYvJmDpgsRgdHd302XDrYX5+npqamisW4LU0Vs+k6PmlVFVVYTQaaW5upqamhpKSEjpOn0b19Pm23dWhEEevIBV6PfT29qJUKikoKBDNdTYxMUF7e7sswBKz5QR4bm6OeDxOVVXVlrIdr8Tc3NwV10UrlUqMRiPPP//8qtd0dHTw7LPPXukUN0wymFGr1S6r1FlaEjk8PMzBgwd5wmbjFyR6JIxlZ/NHBw+S7gCrWCxGNBrFYDBwfLFnbrpxuVwZERO/1dlyAgznV32yACfccFdqOmhubsbv9xMIBFa8pqWlBbfbnTJDjY7EQfClKliTe7R6vV7Yoy0sLESlUgmVOmNjY5w5cwaLxcLZs2cvOcY1wJOf+xy/6unB+dJLKZn35QiFQrS1tYkmwAMDA5LHxMtsUQFOWk1lEhE8V+qGW2v2W6osvX8JPLJ4+6uFhRz5L/+F5uZmoT9zMkNvamoKj8fDO++8g81mw2KxrKtSZwYYKCmhSMQV4tjYmKgrUqli4mWWsyUFeHp6Ws79WiQUCl2x68tkMvG9731v1WuMRuNlr1kNtVqNTqdDo9HwZz/+MSye2n8uO5vCO+7A7/dz9uxZ+vr66Orq2nBYaZJQKCSqYefs2bO8733vE228ZEy8Wq2WvwlKyJYU4FT2QLja8fv91NfXr/txVVVVbN++neHh4RWvqaioIDc3d03ux2R70WRYaTJxBM5bcEeLi2lbFOAjfj8PPPDAuue9VsSuF7dardx5552ijQeJnhcGg0EWYAnZkgIcCARQq9VSTyMjuNIInrU01tm1axdnzpwR3G/JPdq2trZLthdNZuglo51sNtsycfh/wHdbW6muqeEThw6te87rYWxsTFS32MDAAAqFgh07doiWG+j3+2lubuaVV165/MUyaWFLCrDP50tbJPvVxpVG8JhMJvbv37/i/VlZWezZs4eJiQkeffTRi+po/X4/fX19DAwMrLm9qBf424oKPn7XXQTTLMAjIyNC71yxmJ2dpaOjg0Npfm1JnE4njY2Noowlc2m2pAB7PB7ZDbfIlUTw5Ofns3PnTmw22yXvv++++3j3u98NJHpvJA0La3GGXY6RkRFRjDRnz54VPZooEAjQ0tIimgD39fWxa9cuUcaSuTRbUoBlN9x5kodWzQUFXDc5yWkuXeK1Y8cO9Ho9Go2GlpYWpqenL6osuOmmm/j4xz+OUqlkenoas9nM97///ZTOd2RkBIVCwbZt29LqrEtadMU8pHK5XKI2iurq6uKee+6RTUkSsiUFONkDQSZBdijEkUiEaiACfGH3bmZ37VqWCq1QKJidnWViYoJAIEBrSwv/ceONBA4fZn9FBb/1pS+Rk5PD9PQ03/jGN7jnnnt4Ow29DWKxGLFYjLq6Ovr7+1P+/EuJRqPU1dWJJsADAwNotVpRxoLEh28sFqOtrW3FbzMy6WVLCnCyB0JlZeVVGyufSsodDqoXV7M5wCfLynhx0ahy/Phxenp6LqpkeLytjY/a7QD8t2CQfZOTfPvHP+bEiRPk5+dTX1+ftuY70WiU2tratAvwzMwMNTU1aR1jKWazmbvuuku08SBRB67X62UBlogtKcCQcMPV1tbKAgw8deIEe1Qq8hcWiAH91dXs27cP+6LAXpIl92VHozzxF39BMmXPYDBgs9mIRlcL2blypqenRTHShMPhlIWWrgWXy0U8Hqe2thanM90G6AQej0c+iJOQLfs9XM6GO8+vz5xh98ICXwBuBb721lt8+tOf5u6770ahUFzyMebdu4ks9sx9A3hryX1radCzEcLhsCiZbYFAQPT4qkgkgsFgEG28oaEhUT9kZJazZQV4ZmZGfuMtoQf4O+B1EjbVRx55hIaGBn7v937vomtramq47tOf5lM33ICJhGgn17oqlQq9Xk93d3fa5hoIBCgpKUnb8ydxu90UFRWlfZyl+P1+NBqNaOPZbDYKCwtFG09mOVtWgKV2w5UB7wMyNR50enqab3/727S2tvKBD3xA+L1SqeRP//RP6e/v598PHKAbljXlb2trY2xsLC1tG5N4PB5RRMPlcq0rGSMVOJ1OUfuUJJuzFxQUiDamzHm2rAAHg0HRVzdJaoAu4CBgBtZvBBaHmZkZ/umf/olbbrkFnU4HwOc//3kAHnvssUs+prOzM+29f8fGxq7IvbdehoeHRTdjOBwOUVb3SZLN2cXc9pA5z5YVYL/fT35+vmjjFRcXc8MNN3DvvffyD3fcQbLasxrYK9os1k8oFOL73/8+9913H3fffTfNzc1885vfXLFu1Gg0pl2AxXKpnTt3DoVCIappx2w2s337dlHLJJOtMGXEZ8tWQaQrG66wsBCDwUBra6vQ/Ds3NxelUsnc3BzhcJihri4WABWwAGReVsRy7HY7R44cYe/evezbt2/Futja2lri8Xja62aTZoysrKy0BsIma47r6+tXrwhJIX6/n1gshkajweFwiDLm2NhYSlKgZdbPlhXgsbGxDa2icnJy0Ol0tLe3U19fz44dOygoKECpVBKNRgmFQoyPj9Pd3U1PTw8DAwPLVo37gW/ceitPDw1xTKQ/tI0wPj6OzWZb1Sa7lgY9qWB+fp54PM7OnTtXbKqeKmZnZ0UVYEjsv+v1etEEeGBgQNRMOpnzbFkBHhkZWdPXvKysLCFyPJmyUFBQIKy+wuEwbrdbMCz09vauydZ5AHh9714GXn0VrgIBNplMnDx58rLXPPfcc6LMZ25uThQBnpqaEr1zns/nE7U212w2y83ZJWLLCvAfTk/ziS9+EU1WFr83P08Q0Gg06PV6oSdtcXGx0MFrcnJSSFno7e3FZrMJjror5WppDK9UKtHpdPz0pz9d8ZqioiIqKytFWynOzMyIIoyhUEiUmuOlnDt3Tjj0FIPh4WG5ObtEbEkBfp9azTddLvD7uQ04sGcPb/3u7xKPx4XIcbvdjt1uT1sSLiRWV2KeeF8pa8l1MxqNWK1W0Zq6hMNhUT68PB4PTU1NaR9nKXa7XegmJxYzMzOYTCZZgEVmUwtwUVERJpNJOBArKysjNzeXktFReOQR4Tp7Tw9f/OIX19STNpVsJA5ITEwm02WNFZ2dnZfdokglwWBQlDrusbExTCZT2sdZitlsJjs7O+2HjEsR2wAik2BTCHBWVhZarRa9Xk9DQwMVFRXCgdjc3ByhUIjR0VHefPNNuru7cblcWIGH8vMZzMvjT5xOxJXeBD6f74rigMTGZDLx1FNPrXh/dnY2bW1t/OAHPxBtTh6PR5QQy5GREbZv3572cZYyPT3NwsICWq02ZYGml2NkZEQWYAm46gRYrVZjNBppbm6mpqaGkpISsrOzWVhYYHJyErfbzZtvvonVal31QOwRIPbAA3i9XrxPPCHui1jE6/VmfGP4yspKtm3btmqum06nY3h4WOihKwZjY2OiuNSkaMwOiS5lYgqw3W4XNYJJJoGkAqwFqoDDwIUymZOTQ0dHB1qtVijzysvLQ6FQMDMzg8/nw+FwCGm4V5K0MDExIeke7Pj4uOhOq/Wyllj5tcTTpxqxkjGS7yuxD6g8Hg8NDQ2ijdfd3c29994rN2cXGckE+PeBZ0iYEQ7k5vKt3/5tNBoNarWaoqIiYf9rYmICl8tFV1cXZrOZoaGhlM0hEAhI2pDH5XJJsrpaD0ajkVdffXXF+xUKBSaTiZdeeknEWZ0vIxRDMObm5mhoaBBVgIeHh7n22mtFG29iYoJYLIZWq01bH2eZi0mpACuA+Cr35+XlYTKZaG9v50uHD6MaGABgz8wM9uuvZyQSwWKxYLPZsFgsGy7zuhxut1vSr13JQ7+8vDxRv76vldzcXBoaGujp6Vnxmvr6eqampvB4PCLOLCGKSTPG8PBwWseamZkRNSoIEl3Kbr75ZlHHnJycRKfTyQIsIikT4O8AnwEswAeAXI0Gg8GARqOhqqqKoqIiVCoV0WiUYDDIQHc3rYuPHQD+5MtfZiFVk1kjmbAFEIvFqK2tpa+vT9J5XIqkG2u1xuqdnZ1pbT25GtFoVBQBFrsxOyQEWKVSifrh7Ha75ebsIpMSAb4O+OzibRPw4m23ceyjHxVWRmfOnMFms2E2m4WyGiXwlcpK7rzmGj780kuiiy8kwjmzsqQ9h4xGo1RXV2ekAK+lsbrJZGLfvn0izWg5MzMzorRuDIVCFBcXp32cpczNzTE/P49er+ett966/ANSwNDQENddd50oY2USxcDfkGgN+yiJToVikRL1CZM4REsae1/8zW94+JVXVn1MDPj65CSVH/kI50TeP0ySjCOScgtgdnZWdKfVWlAoFBgMhlWtxWVlZZSUlDCwuJUkNmIlY3g8HtHtyJDYl21raxNNgHt6erjllltEGSuT+LZSyT2L5wg3kmgXKxYpEeBeEivg/wV0A381NbWmxyVFr7y8HJ/Pl4qprJtYLEZNTY1ojU8uZGpqirKyMknGXg2NRkMgECAQCKx4TdKgEY+vtvOfPoLBoCj/342OjvKe97wn7eNcyPj4uKh14sltj4KCgiuqKsp0kn4BrVYr+AUKCwt537e+BYvfQNXAdmBWrDml6omeWvy3XhYWFqitrZVMgKPRqKQCHA6D66YNAAAblElEQVSHRf96uxZaWlro7e1d9RqTycThw4dFmtHFeL1eUVKLpWjMDoktgfe+972ijZdszm40Gjl27Jho46YapVJJS0sLWq1W6OtSWFgo+AWSW6PJvi4vnT3LTxQKcuNxvoZ44gsZYMSYnZ1FrVaL0sbwUkQiEUm3AILBYEa64aqrq1eNfc/JyUGj0fDkk0+KOKvljI+Pi2LGSJa8iWkNhsSWwO233y7aeJB4P7a1tV01AtzQ0EBHRwdNTU1UV1dTXFzMtm3biMViTE9P4/V6sVgs9PX1YTabL7nVeBrYqVLxra99jb/56ldBxNW/5AI8MzMjaUewqakpSfsx+Hw+tFqtZOOvRFVVFUePHl3xfr1eT39/P7OzYq4XliNWMsb8/DyxWIyGhoZVP5RSTV9fH0qlkuLiYkKhkChjStmcvQb4H8AI8PQF96nVavR6/TIHbE5ODvF4XDBm9ff343A4MJvNBIPBdY3tX1gglJeHwWDg+PHjKXpFl0dyAQ6Hw5LugUrthvN4PBlpR66urmZsbGzF+9MdPb8Wzp07J6oZo76+XlQBjsVizM3NYTQaOXLkiChjnj17VpKeEFnAIaBl8ef/eu21nNq7V2igpVAoiEQiBAIBnE4nhw4dwmKxCAfpqWBiYoLW1tatJcBSdwTz+/20trZe/sI0MTY2Jnkp3IUUFBQQj8dXPIhRKpUYjUaef/55kWe2nEgkQjweR61W43Q60zrW9PS0JJUQoVCIlpYW0QRYEw6jFqGqZceOHXR0dAgr2p0qFS1/9VfC/R2Tk7zi83Hy5EmsVuuqvUhSxdjYmCgNnpYi+V++z+cT1fN+IV6vl87OTsnGHx0dFW0Vt1Yudwqu0Wjw+/2rVkiIRdKMkW4BnpiYkOSsQExR+GPgH994A954gykSxqqNUlVVhV6vR6PRUFNTQ2lpqbCinZ2dJRgMMj4+zqnBQQw5Obw3EiEGPGK38yMRY6AgsfoX230ouQCnKxxzPeNL6YZL2q3Ly8tFt/OuxPz8/Kqr8kzYfkgSiUREqYTw+XyijHMhg4ODNDc3izLWfUtu/3fWJ8BqtVo4DFOr1ZSWlpKTkyNsHQSDQcbGxjhx4gQ2m+2SPV1eAfYAo0gTVGu1WrnjjjtEHVNyAd5oOOZGGR0dFaWr1mosLCygVquvGgE2Go3867/+q4gzWpnJyUlRVqbj4+O0t7enfZwLsVgsouW1nQKSnVFOr3BNXV0dOp2OxsbGZYdhgLBH63K5OHbsGFardV3fTKLAixt5ARtkcHAQpVJJWVmZaOEMkguw0+lcUzhmuhgfHwdg27ZtzM3NSTKHubk5qqqqJBn7UkSj0RUFuKysjIKCgpR2pdsIYpkxnE6nJN/UhoaGUCgUVFVVCe/VdPFHgP4jHyErEuGzZjN7jUYaGhqorq6mpKSE7du3E4/Hlx2GvfHGG/T09GyKKKNYLMbs7CwGg4E33nhDlDElF+DkXqNUbrhYLEY8HqempibtCbsrIXUp3oWstgI2GAxYLBbJ3G8X4vV66ejoSPs4Z8+eleSwNAfQ79/PX+Xl8adAqitU6+vr0el0aDQaqqur6VpcCHzmQx9iZmYGv9/P8PAwr7/+esqrDjKRYDBIc3Pz1hFgyAw3XG1trWQCPDk5KUq+2VqZn59fcVvGYDCImv12OcbGxti9e3fax0m+N0tKStZdY7oRngZufO45bgQaSXQavBKqqqqE7oTJw7CldbSBQIChoSEWFhJtsR5Zkpm4lRgbGxO19WhGCHAmuOGkbMw+MTGRUXbkeDyOQqG46PdZWVm0tbVlzP4vJLYGxMpsm5+fp7GxkdOnV9ohTT3XL7m9lo+ZsrIyDAYDLS0t1NbWLqs6SG4djI6OcuTIEcxm80XbGh/84Ae3ZEOeJAMDA6KWpWaEAEv9FVxqN1wgEBClreJaUalUwkpoKa2trYyOjjK1xmZLYiCmGSMSibBz505RBfhHwF8u3v7xkt8XFhZiMBiExO/y8nIhsitZ3pWsOlhPHa3dbmfv3r2pfhlXDVarlQ9/+MOijZcRAiy1Gy4cDku6BeD1ekXpabBWVCrVJXseGI1GyZqvr0TS219VVZX2g6DJyUnRD0u/npeH6pZbMLS3M7JtG9/csYP8/HyUSiXRaJRQKMT4+DhdXV309PQwODi4oQ8ih8OBUqnctB3RLse5c+dQKBSiZQBmhAAHg0FJV8B+v5+mpibJxne73ZIncyxlpaYzJpOJJyRKkF6NpBkj3X8wgUAgbe/TnJwctFot7e3tQghtQUGB8GF4Dph1OPjNb35DT08Pdrs9LSv+WCxGNBpFq9WK1oc404hEIuj1+q0jwH6/X9IoFJ/Ph8FgkGz8TLMjb9u27SIBrqqqQqVSMTIyItGsViYSiYhiE/Z4PBt+n2RlZaHX62lra1vWkza57RMOh3G73Zw8eRK73Y7VahW1AxskVvrNzc1bVoADgQDNzc2rhtGmioz4q88EN5xYBzkrjQ/S1iIvpb6+/iKhzcTthySTk5OiHKK6XC6uv/76y1/I+QNLrVZLfX09lZWVQtr3wsICk5OTeL1eTp06hd1ux2azpT2Edq14vV7ReyJkEqOjo6JVQmSEAEvthnM6nZKuQJO1yGq1OiMMDi0tLcu6fn0I+G+xGI+JePi0HsQyY9zR1cXv9/cTAx4kkQCel5dHR0cHbW1t1NXVCYdhKpWKWCwmNP82m83CijYTE7CXMjIywq5du6SehmQ4HA5RasshQwRYajecy+VCoVCI3nB7KclwzkwQ4ObmZn7+858D8ADwGMDBg7SSsKpmRsug84jRU/nO/Hy+4POBz8cDgPbuuxm85RYh6TscDjM+Ps7Ro0dxOBw4HI6MWdGuF4fDwY033ij1NCTDYrHwsY99TJSxMkKAM8UNV1tbK5kAzs7OSlqLnCQ7O3uZKeXWJfeZgAogvYbY9TM2Nsa73vWulDxXXl6esEdbX19PeXk5+fn5NHV1wZIDSFdvL0/29kqyR5tuLBYLWVlZ5OTkXLUfIhvB7XYTj8dpaGhIux5khABDZrjhpNwCmJ6ezohwzqamJpxOJ9FoFIBfA3cu3ncCyEQj6ujo6Lq3sJKHYcmqg6WHYfPz80xMTDA+Ps6RI0ew2WwM2O38FPiwQkF3QQGf6+oinJ6XIzmRSIT5+XkMBsOWPYibmZmho6Nj6wiw1G44qVegmWJH1ul0y8I4n1Qqed9nPkPp9DQf/eEPM6YHxFJmhodpO3UKE3Dhu0epVKLRaNDr9TQ2NlJVVUVRUZEQ0Dg5OYnb7ebtt9+m9zIr2o8Cf/u1r/HmW28R/o//SPfLkpRQKIROp9uyAuzz+UQpTc0YAZ6enpbcDSfl+KFQKCPccLt27VpmNW5qauLMjh3k5OSQW1FBOMOasRQBByYn0Xzve7wF/N/rriO0ezdqtZqSkpKLAhqtVit2ux2LxXJFh2Hh6WlJQ1zFwuVyZWRYrFiMjIzQ0tJy+Qs3SMYI8OTk5JZ2w/n9fkmyuJZSWVlJXl7esq9dnZ2ddHd3U19fj1qtzohuWI2Njej1ehoaGtgdiaB5OhHhmA3cnZvLL8rLGRwcxOFw0N3dndLmOcFgMCO+qaQbh8MheiJzJuFwOFJ2rrAaGSPAUrvhgsGgZGmwkBnhnJ2dnXR1dS3bZkg2X4/FYrS3t3PmjDhZBUqlkpaWFrRaLQ0NDVRWVgqR48kOXn6/nzODgwSysyld3LP+6uHDPHf4cNrm5fP5JMmGE5vu7m5ReyJkGmazmXvvvTftPUYyRoCldsN5vV5J4+GljkaChNX45ZdfFn7esdh3YGhoiHA4zMMPP8yxY8dSGpCYlZWFVqsVqg4qKyspLCwkOztb2Drw+Xw4HA76+/uxWq0XpRX8Evgwif3fdHuXxsbG1mzGuJpxOp2iVQJkIqFQiFgsRktLC/Y0ZtNljABvdTdcMpxTKvLy8qirq8Nmswm/M5lMdHd3E4/H8fl8PPPMM9x///0cOnSIkydPXhRbnw38FnAOcFzw/Dk5OXR0dNDS0kJdXZ3Q6yDpDJuamsLr9WI2m3E4HPT09BAOr63OYBB4fCMvfh04nU7JPyjFYnp6GqPRuCUFGBLnQjqdbmsIsMvlkvSN7XK5JM2Gm5iYAKCoqEi4LSYGgwG73S6Un0Fi++HQoUPCz2fOnMHlcnHrrbdy//33o1AoGB4e5ty5c4wMDfGPViu/NT/PHPAVk4nwTTexc+fOZeVdk5OTeDweTp06RV9fHz09PVdVramY7S+lxuv1ihYImon4fL60fyvPGAEeGRmRdAXodDpRKBSS/mEtLCxQU1MjiQBfmHSck5NDU1PTRd3P3G43+/btY9++fezYsYO6ujrq6+v5SGcnv7X4+G3Ap7KyeKa4mNOnT2O1WrHZbBnR52KjiNn+UmqGhoYwGo1ST0MyhoeH096kSzrFu4DkG1uqxujz8/NCPwapiEajkoRzKpVK9Hr9MgHW6/X09/czOzu74uO8Xi/vvPMO8Xicis5OpoqKhPu+d+oUjz76KD/5yU/o6uraFOKbJNn+crNjtVopWvLfdKvR19dHYWFhWsfIGAGG8244qZifn6empkay8SORiCQ1pq2trXg8nmUr7+T+72rU19fz+OOPc9ttt/HiG2+wa2KCrwP/C/hmeqcsKZFIRNL3qViYzWZUKlVGhQWIicViITs7O62NujJKgJNuOCnHlzIefmpqSpJa6Au3HxQKBQaDYVVX4p49e3j44Yc5e/Ys999/P7/85S9xAA8DT6V/ypIyMTGREX070s38/DzRaJTOzk6ppyIJkelpmt58kweqq9MmlBklwFK74aQePxwOU1JSIvq4FwpwXV0d4XD4onIvSGxX/PEf/zF33XUXP//5z/mHf/iHTX8YdSHpTMbINILBIO3t7VJPQxK+C9z+9NP87chI2hYVGXMIB7IbLtmJX0yqq6vJyspaVtvb1tZ2ydKb8vJyHnroIbZv387Xv/71LVue5Ha7t8QWBCTKI6U0KEnJB5bcviNNY2TUCjgYDEoazx4MBiU9dPD7/aLvt11qr7e9vX1ZQx6Ad7/73Xz1q19lYmKCL3zhC1tWfCFRsrhV9kUdfX3Uq1RIVyEvHS8vuf1SmsbIqBWwGHV3lxu/tbVVsvHdbrfoZhCj0chLL51/eyUtwP/2b/8m/O4zn/kM1157La+88orQqH0rMzw8vCXMGErgwTfe4P0HDrAXuAXok3ZKovI/OC/CP0nTGBklwG63W3I3nJTjix3OmZubS319/bLVbl1dHYFAgHA4TFlZGX/2Z39Gfn4+3/rWty5aFW9VktHlmZLhl2qKiorQ6/XcXlzM+xc/nGuAPwA+L+nMxGUB+HGax8goAc4EN5yU2XBim0F0Oh19fX3L3G/J/d/3vve93HPPPYyOjvKVr3zlqnKrpZtYLEYsFqO+vh6H40LT9dVDRUUFOp2O5uZmampqKCsrIzc3F6VSSTQaRTk8zPwrr5C1+F5MXQcQmSQZJcBSu+GS/RikcsMlzSBiuawMBgMWi2XZ79rb2ykuLubmm29m//79PP/882mfx9XI3NwcdXV1V4UA19XVodPpaGxsFPok5+TkoFAomJ2dJRQK4Xa76erqwmaz0d/fL7z/9wN/09rKSGkp/3jihLQvZBOSUQK81A0nRTRRcpUnpc00aUcWY3ydTrds/9dkMmEwGJidneUb3/iGkAsnczFTU1MZ1ZZSqVTS3NxMe3s7jY2NQvvO7du3E4/HiUQiBINBXC4Xx44dw2azMTw8fNnn/RVQuHs3RqORBVmAU05GCTAkVoFSZsMl3XBSCfDs7KwobrjKykoU8Th/OD7OuwHPrbcydffdzM/P8+CDD266oMlUEwqFJHEtXq59Z7JP8uDgIAMDA/T09Gy4iX5vby833HBDil6BzFIyToDn5uYkz4aT0g03MzMjSpG/Vqul8oUXuG/x5/jBg/zQZOKHFossvmvA7/entRY4mc6cbN9ZXl5+UftOn8+H1WrF4XBgtVrT1sRpq6ckp5OME2Cp3WhSjz81NSWKGUSr1VKyJHBREY+TNzHBqVOn0j72ZmB8fDwlDfxLSkro6OigubmZ2tpaysrKyM/PR6lUMj8/Tzgcxuv1Stq+M5mS3NHRwdtvvy3q2JudjBNgqd1wUqcTh0KhtI+vUCjo7OxksrkZ//AwZV4vh/PyOFNRgdfrTevYm4WRkZF1lSyq1Wp0Oh1NTU2o1Wqh4kChUDA3N8fExARut5uenh56e3vp6+vLqG8iExMTaLVaWYBTTMYJsNTZcKFQSNLxA4FAWlsd5uTk8KUvfQmVSsUBi4X/7vVSArz/d36HwOnTaRt3s3Gd3c6H/vmfmQD+AkjWzDQ2NqLVamlsbKS6ulqoOACEg7Dx8XFOnTqFzWbj7NmzV0UvjfHx8S2dkpwuMk6ApXbD+f1+GhoaJBvf6/WSm5ublufu6Ojgs5/9LAsLCxw6dIh9+/YBEFAouOaaa/i7v/u7tIy72dArFHxnagqV1crDwLV33on9/e9fFhgaCAQYGRnh8OHDWK3Wq755+8DAADfffLPU09h0ZJwAS+2G83g8aRPAtZCucM57772XG264gRMnTlBfX8+xY8eE+5qbm4WvwDLLqa+vR6fTodFoUKvVFBcX0zg0hOqxx4Rr5oaHefbZZ7FarZJV76Qbi8XC3r17pZ7GpiPjBFhqN9z4+Lik2XBOpxOVSrXm6/MBPWAHQhfc19jYyB133IFWq0WlUvHEE0/gcrl48MEHlzXT2bVrF6e3+PZDVVWVcBhWU1NDaWkpOTk5woo2WdrV39+P+cwZngY+BAwAf9TdveldYgMDAygUCioqKvB4PFJPZ9OQcQIstRtuvQKYapIrqLWYUUqB40Ab4AL+cNcuyq69lvr6esrLy8nOzsbtdvPSSy9x4MAB5ubmuP322zl9+jTxeFx4HpPJxL/8y7+k7TVlEiUlJRiNRlpaWoSqg+RhWCQSIRAIMDo6yuHDh7FYLIyPj1/yeX4HKAOCnN//3exEIhGMRiMHDx6UeiqbhowTYKndcKFQYh1ZXFws3BaTPEB34AAPFBbyZZ+PhQvuLyoqQqvVotFouDMcpu3XvwZADTzY2MhrjY2cO3eOAwcOcPz48YtO0js7O3nhhReEn6uqqsjOzmZkZCS9L0xkCgoK6OjooK2tjZ07d1JeXk5eXh5KpZK5uTnBFXby5El6enrW5Aq7kIvb1W9uAoEALS0tsgCnkIwTYJDeDZfMppNCgH8B3PSzn3ET8K6GBl744AepqKiguLhY8O9Ho1EmJydxWywsKBSoFlezju3b+eEPf3jJZuoA+fn51NbWLrt/LdlvmUxOTg46nY729nbq6uqoqKigoKBAaCgzMTHB2NgYFosFq9XKwMDAVVF1kIk4nc4tEUYqJhkpwFK74aLRKNXV1Vit1rSOk5eXh06no7W1lZ07d7Jjxw5++y//Eha7k+2emeFISQnnzp3j6NGj9PX1MTw8vExADpDYi3wD6Ovv51Of+hSjo6Ps27fvokghnU6H3W5nYeH8utpoNPLyyy+T6WRlZdHe3o5Wq6WhoUGw4KpUKsGw4Ha7OX78ODabDbvdnlF1tJsBu92+pWPq00FGCrDUbrTp6emU2pGLi4uXuZ3Ky8tXdDu9XFDA3kAAgO+43Tz66KOrPveLi/8AeOstTp8+ze23386DDz7I448/vsxYodfrl32o5OXlXdQPWGqSTWWS3buqqqooKioiOztbsOB6PB7eeecdent7sdlssj1WJMxmM5/4xCck6xa4GclIAc4EN1x5efm6H1dRUYFer192kp6Xl7fM7eTxeDh69Ch2u/2Sq7SfAXcC08CrVzD3+fl5/vM//5OZmRk++9nP8uijjwoHbnq9nv379wvXdnR0YLfbl/UDFpOGhgY6OjqENonFxcVs27aNWCzG9PQ0Xq+Xnp4e7HY7ZrNZOB+QkQa/308sFqOlpWXFbS6Z9ZGRAiy1Gy42OopWqUQFFx2CQWLlaDAYhH3H5AFPsr/qUrdTb28vg4ODa14xxEi0ANwor732Gtdffz3XXXcdJ0+epKamhvn5+WW1vhemIW+EXOCBxf/9FrB0916tVtPR0YFGo6GmpkZwhyVLvHw+H/39/TgcDsxmM8FgMCVzkkk9U1NT6PV6WYBTREYKsJRuuBuBLz/zDDkLC7QplTxsMtGyKLQ7duwQ9h2XHvB0dXVhNpszrn/uL37xCz75yU9y8uTJi7YflEoler2en/3sZykZ6yngnsXbH6+s5N/+9/+mtLT0ohIvp9PJoUOHsFgssvHjKsTj8UjqVN1sZKQAS+WGa25u5mvxODkDAwDcFovh+eAHOVdQgMfjEVa0lqukZaPdbicnJ4fS0lI6Ojo4dOiQcF9zczM+n++KKj0u3GopKyvjjm9+Exbttg2BAF6vlxMnTmC1WpdF3stc3QwPD7Nr1y6pp7FpyEgBTrcbrrKyEq1WS1NTkyAg+fn5iRKv556DRQEOAH/41399kcPsamJwcJCWlhY0Gg1PPvmk8Pu1bD8kO3glbbhlZWXLomyCwSBjY2O89dZbTEcifGnxcU9Eo3znO99J46uSkQqbzcaNN94o9TQ2DRkrwBt1wyXj1ZPJAVVVVUItLSQaryf7H1itVuFEXQl8Dmgl8bX6ahZfSOTctdXV8cEnnuB/RiL8EvijoiJ2797N8ePHue2229i2bRu5ubmUl5cLHbyS/TCWRtmcOHFiRdPCfuDfSewBvynmC5QRFavVikqlIi8vTz4UTQEZKcAl4TDtR49yrULBqSWW2UteW1JCa2urUOKV3KfNysoSTtMDgQDDw8MMDg7S09OzameqGPDYivdefUxOTrI3EEDT0wPAx4Gyj32MgeJibrnlFiHhd35+nunpaUZHRzl69Cg9PT04nc51jSVN1baMmMzNzRGNRjEYDJyQM+I2TMYJcBXwFlD5zDMcBz7f2Ym7vZ3y8nJKS0spKCggNzeXbdu2CT0bks4wr9fL6dOn6e/vx2azMTk5KeVLyQimpqYouqCm+bs/+hHPPvWURDOSudopPnOG+7Kz6QHCUk/mKifjBPhdQOXi7Wzgk9XVvHbNNUxOThIKhRgcHGR8fByXy4XT6UxbDtZmYXJyksA99/DzU6fQjY/zS+BZ+aujzBXyKeDe734XgPcAu4HMP47OXBTA6t/xRaYaMAPlJP7D7gEOrfoImdVQKpWUlZXJUUMyKeFZ4HeX/NwIDF36Upk1IF3fxxUYI/Gp+gfAe5HFd6PEYjFZfGVSxtI+aDZgVKqJbBIybgUsIyOT2dwJNAA/ZbnjUWb9yAIsIyMjIxEZtwUhIyMjs1WQBVhGRkZGImQBlpGRkZEIWYBlZGRkJEIWYBkZGRmJkAVYRkZGRiJkAZaRkZGRCFmAZWRkZCRCFmAZGRkZiZAFWEZGRkYi/j9eimUXT7+MPwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = ox.plot_graph(G2, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice how the traffic circles' many nodes are merged into a new single centroid node, with edge geometries extended to connect to it. Similar consolidation occurs at the intersection of the divided roads.\n", + "\n", + "Running `consolidate_intersections` with `rebuild_graph=True` may yield somewhat (but not very) different intersection counts/densities compared to `rebuild_graph=False`. The difference lies in that the latter just merges buffered node points that overlap, whereas the former checks the topology of the overlapping node buffers before merging them.\n", + "\n", + "This prevents topologically remote but spatially proximate nodes from being merged. For example:\n", + "\n", + " - A street intersection may lie directly below a freeway overpass's intersection with an on-ramp. We would not want to merge these together and connnect their edges: they are distinct junctions in the system of roads.\n", + " - In a residential neighborhood, a bollarded street may create a dead-end immediately next to an intersection or traffic circle. We would not want to merge this dead-end with the intersection and connect their edges.\n", + "\n", + "These examples illustrate (two-dimensional) geometric proximity, but topological remoteness. Accordingly, in some situations we may expect higher intersection counts when using `rebuild_graph=True` because it is more cautious with merging in these cases. The trade-off is that it has higher time complexity than `rebuild_graph=False`.\n", + "\n", + "## 2. Graph simplification\n", + "\n", + "Use simplification to clean-up nodes that are not intersections or dead-ends while retaining the complete edge geometry. OSMnx does this automatically by default when constructing a graph." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create a network around some (lat, lng) point and plot it\n", + "location_point = (33.299896, -111.831638)\n", + "G = ox.graph_from_point(location_point, dist=500, simplify=False)\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# show which nodes we'd remove if we simplify it (yellow)\n", + "nc = ['r' if ox.simplification._is_endpoint(G, node) else 'y' for node in G.nodes()]\n", + "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# simplify the network\n", + "G2 = ox.simplify_graph(G.copy())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the simplified network and highlight any self-loop edges\n", + "loops = [edge[0] for edge in nx.selfloop_edges(G2)]\n", + "nc = ['r' if node in loops else 'y' for node in G2.nodes()]\n", + "fig, ax = ox.plot_graph(G2, node_color=nc, node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# turn off strict mode and see what nodes we'd remove\n", + "nc = ['r' if ox.simplification._is_endpoint(G, node, strict=False) else 'y' for node in G.nodes()]\n", + "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# simplify network with strict mode turned off\n", + "G3 = ox.simplify_graph(G.copy(), strict=False)\n", + "fig, ax = ox.plot_graph(G3, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Cleaning up the periphery of the network\n", + "\n", + "This is related to simplification. OSMnx by default (with clean_periphery parameter equal to True) buffers the area you request by 0.5km, and then retrieves the street network within this larger, buffered area. Then it simplifies the topology so that nodes represent intersections of streets (rather than including all the interstitial OSM nodes). Then it calculates the (undirected) degree of each node in this larger network. Next it truncates this network by the actual area you requested (either by bounding box, or by polygon). Finally it saves a dictionary of node degree values as a graph attribute.\n", + "\n", + "This has two primary benefits. First, it cleans up stray false edges around the periphery. If clean_periphery=False, peripheral non-intersection nodes within the requested area appear to be cul-de-sacs, as the rest of the edge leading to an intersection outside the area is ignored. If clean_periphery=True, the larger graph is first created, allowing simplification of such edges to their true intersections, allowing their entirety to be pruned after truncating down to the actual requested area. Second, it gives accurate node degrees by both a) counting node neighbors even if they fall outside the retained network (so you don't claim a degree-4 node is degree-2 because only 2 of its neighbors lie within the area), and b) not counting all those stray false edges' terminus nodes as cul-de-sacs that otherwise grossly inflate the count of nodes with degree=1, even though these nodes are really just interstitial nodes in the middle of a chopped-off street segment between intersections.\n", + "\n", + "See two examples below." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# get some bbox\n", + "bbox = ox.utils_geo.bbox_from_point((45.518698, -122.679964), dist=300)\n", + "north, south, east, west = bbox" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', clean_periphery=False)\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: 0, 1: 29, 2: 2, 3: 7, 4: 52}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# the node degree distribution for this graph has many false cul-de-sacs\n", + "k = dict(G.degree())\n", + "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above, notice all the peripheral stray edge stubs. Below, notice these are cleaned up and that the node degrees are accurate with regards to the wider street network that may extend beyond the limits of the requested area." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G = ox.graph_from_bbox(north, south, east, west, network_type='drive')\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: 0, 1: 0, 2: 0, 3: 3, 4: 58}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# the streets_per_node distribution for this cleaned up graph is more accurate\n", + "# dict keys = count of streets emanating from the node (ie, intersections and dead-ends)\n", + "# dict vals = number of nodes with that count\n", + "k = G.graph['streets_per_node']\n", + "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A final example. Compare the network below to the ones in the section above. It has the stray peripheral edges cleaned up. Also notice toward the bottom left, two interstitial nodes remain in that east-west street. Why? These are actually intersections, but their (southbound) edges were removed because these edges' next intersections were south of the requested area's boundaries. However, OSMnx correctly kept these nodes in the graph because they are in fact intersections and should be counted in measures of intersection density, etc." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "location_point = (33.299896, -111.831638)\n", + "G = ox.graph_from_point(location_point, dist=500, simplify=True)\n", + "fig, ax = ox.plot_graph(G, node_color='r', node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/05-example-save-load-networks-shapes.ipynb b/notebooks/05-example-save-load-networks-shapes.ipynb deleted file mode 100644 index b2d0e73..0000000 --- a/notebooks/05-example-save-load-networks-shapes.ipynb +++ /dev/null @@ -1,228 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use OSMnx to construct place boundaries and street networks, and save as various file formats for working with later\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import osmnx as ox\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "place = 'Piedmont, California, USA'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get place shape geometries from OSM and save as shapefile" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf = ox.gdf_from_place(place)\n", - "gdf.loc[0, 'geometry']" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# save place boundary geometry as ESRI shapefile\n", - "ox.save_gdf_shapefile(gdf, filename='place-shape')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Construct street network and save as shapefile to work with in GIS" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "G = ox.graph_from_place(place, network_type='drive')\n", - "G_projected = ox.project_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# save street network as ESRI shapefile\n", - "ox.save_graph_shapefile(G_projected, filename='network-shape')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Save street network as GraphML to work with in Gephi or NetworkX" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# save street network as GraphML file\n", - "ox.save_graphml(G_projected, filename='network.graphml')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Save street network as SVG to work with in Illustrator" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# save street network as SVG\n", - "fig, ax = ox.plot_graph(G_projected, show=False, save=True, \n", - " filename='network', file_format='svg')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load street network from saved GraphML file" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G2 = ox.load_graphml('network.graphml')\n", - "fig, ax = ox.plot_graph(G2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Save building footprints as a shapefile" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "gdf = ox.footprints_from_place(place='Piedmont, California, USA')\n", - "gdf.drop(labels='nodes', axis=1).to_file('data/piedmont_bldgs')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/05-save-load-networks.ipynb b/notebooks/05-save-load-networks.ipynb new file mode 100644 index 0000000..b5af746 --- /dev/null +++ b/notebooks/05-save-load-networks.ipynb @@ -0,0 +1,204 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Save/load street network models to/from disk\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n", + " \n", + "This notebook demonstrates how to save networks to disk as shapefiles, geopackages, graphml, and xml, and how to load an OSMnx-created network from a graphml file." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import osmnx as ox\n", + "%matplotlib inline\n", + "ox.config(log_console=True, use_cache=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# get a network\n", + "place = 'Piedmont, California, USA'\n", + "G = ox.graph_from_place(place, network_type='drive')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Shapefiles and GeoPackages for GIS" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# save graph as a shapefile\n", + "ox.save_graph_shapefile(G, filepath='./data/piedmont')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# save graph as a geopackage\n", + "ox.save_graph_geopackage(G, filepath='./data/piedmont.gpkg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GraphML files for saving network and preserving topological detail" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# save/load graph as a graphml file: this is the best way to save your model\n", + "# for subsequent work later\n", + "filepath = './data/piedmont.graphml'\n", + "ox.save_graphml(G, filepath)\n", + "G = ox.load_graphml(filepath)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# if you want to work with your model in gephi, use gephi compatibility mode\n", + "ox.save_graphml(G, filepath=filepath, gephi=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SVG file to work with in Adobe Illustrator" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# save street network as SVG\n", + "fig, ax = ox.plot_graph(G, show=False, save=True, \n", + " filename='piedmont', file_format='svg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save points of interest or building footprints" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# get all amenities and save as a geopackage via geopandas\n", + "gdf = ox.pois_from_place(place, tags={'amenity':True})\n", + "gdf = gdf.apply(lambda c: c.astype(str) if c.name != 'geometry' else c, axis=0)\n", + "gdf.to_file('./data/pois.gpkg', driver='GPKG')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# get all building footprints and save as a geopackage via geopandas\n", + "gdf = ox.footprints_from_place(place)\n", + "gdf = gdf.apply(lambda c: c.astype(str) if c.name != 'geometry' else c, axis=0)\n", + "gdf.to_file('./data/building_footprints.gpkg', driver='GPKG')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save .osm XML files\n", + "\n", + "To save your graph to disk as a .osm formatted xml file, ensure that you created the graph with `ox.settings.all_oneway=True` for `save_graph_xml` to work properly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# save graph to disk as .osm xml file\n", + "ox.config(all_oneway=True, log_console=True, use_cache=True)\n", + "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')\n", + "ox.save_graph_xml(G, filepath='./data/piedmont.osm')" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/06-example-osmnx-networkx.ipynb b/notebooks/06-example-osmnx-networkx.ipynb deleted file mode 100644 index 58b516c..0000000 --- a/notebooks/06-example-osmnx-networkx.ipynb +++ /dev/null @@ -1,629 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use OSMnx to analyze a NetworkX street network, including routing\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.cm as cm\n", - "import networkx as nx\n", - "import numpy as np\n", - "import osmnx as ox\n", - "import pandas as pd\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Calculate basic street network measures (topological and metric)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0877243275299155" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# get the network for Piedmont, calculate its basic stats, then show the average circuity\n", - "stats = ox.basic_stats(ox.graph_from_place('Piedmont, California, USA'))\n", - "stats['circuity_avg']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To calculate density-based metrics, you must also pass the network's bounding area in square meters (otherwise basic_stats() will just skip them in the calculation):" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# get the street network for a place, and its area in square meters\n", - "place = 'Piedmont, California, USA'\n", - "gdf = ox.gdf_from_place(place)\n", - "area = ox.project_gdf(gdf).unary_union.area\n", - "G = ox.graph_from_place(place, network_type='drive_service')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "n 401\n", - "m 1048\n", - "k_avg 5.22693\n", - "intersection_count 343\n", - "streets_per_node_avg 2.84539\n", - "streets_per_node_counts {0: 0, 1: 58, 2: 2, 3: 289, 4: 49, 5: 2, 6: 1}\n", - "streets_per_node_proportion {0: 0.0, 1: 0.14463840399002495, 2: 0.00498753...\n", - "edge_length_total 118766\n", - "edge_length_avg 113.327\n", - "street_length_total 62021.6\n", - "street_length_avg 113.178\n", - "street_segments_count 548\n", - "node_density_km 92.2586\n", - "intersection_density_km 78.9145\n", - "edge_density_km 27324.7\n", - "street_density_km 14269.4\n", - "circuity_avg 1.11339\n", - "self_loop_proportion 0.00572519\n", - "clean_intersection_count None\n", - "clean_intersection_density_km None\n", - "avg_neighbor_degree {53090322: 2.6666666666666665, 53090323: 3.333...\n", - "avg_neighbor_degree_avg 2.83674\n", - "avg_weighted_neighbor_degree {53090322: 0.020963371748712063, 53090323: 0.0...\n", - "avg_weighted_neighbor_degree_avg 0.0348314\n", - "degree_centrality {53090322: 0.015, 53090323: 0.015, 53068822: 0...\n", - "degree_centrality_avg 0.0130673\n", - "clustering_coefficient {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n", - "clustering_coefficient_avg 0.0704073\n", - "clustering_coefficient_weighted {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n", - "clustering_coefficient_weighted_avg 0.0114285\n", - "pagerank {53090322: 0.00405940164772774, 53090323: 0.00...\n", - "pagerank_max_node 53036558\n", - "pagerank_max 0.00702397\n", - "pagerank_min_node 682931951\n", - "pagerank_min 0.000510247\n", - "eccentricity {53090322: 3457.4420000000005, 53090323: 3425....\n", - "diameter 5047.92\n", - "radius 2507.46\n", - "center [305541020]\n", - "periphery [53065785]\n", - "closeness_centrality {53090322: 0.0006326620719209126, 53090323: 0....\n", - "closeness_centrality_avg 0.000576161\n", - "betweenness_centrality {53090322: 0.04543233082706767, 53090323: 0.04...\n", - "betweenness_centrality_avg 0.0422009\n", - "dtype: object" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# calculate basic and extended network stats, merge them together, and display\n", - "stats = ox.basic_stats(G, area=area)\n", - "extended_stats = ox.extended_stats(G, ecc=True, bc=True, cc=True)\n", - "for key, value in extended_stats.items():\n", - " stats[key] = value\n", - "pd.Series(stats)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Streets/intersection counts and proportions are nested dicts inside the stats dict. To convert these stats to a pandas dataframe (to compare/analyze multiple networks against each other), just unpack these nested dicts first:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
nmk_avgintersection_countstreets_per_node_avgedge_length_totaledge_length_avgstreet_length_totalstreet_length_avgstreet_segments_count...int_4_countint_5_countint_6_countint_0_propint_1_propint_2_propint_3_propint_4_propint_5_propint_6_prop
0401.01048.05.226933343.02.845387118766.22113.32654662021.577113.17806548.0...49.02.01.00.00.1446380.0049880.7206980.1221950.0049880.002494
\n", - "

1 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " n m k_avg intersection_count streets_per_node_avg \\\n", - "0 401.0 1048.0 5.226933 343.0 2.845387 \n", - "\n", - " edge_length_total edge_length_avg street_length_total street_length_avg \\\n", - "0 118766.22 113.326546 62021.577 113.17806 \n", - "\n", - " street_segments_count ... int_4_count int_5_count int_6_count \\\n", - "0 548.0 ... 49.0 2.0 1.0 \n", - "\n", - " int_0_prop int_1_prop int_2_prop int_3_prop int_4_prop int_5_prop \\\n", - "0 0.0 0.144638 0.004988 0.720698 0.122195 0.004988 \n", - "\n", - " int_6_prop \n", - "0 0.002494 \n", - "\n", - "[1 rows x 32 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# unpack dicts into individiual keys:values\n", - "stats = ox.basic_stats(G, area=area)\n", - "for k, count in stats['streets_per_node_counts'].items():\n", - " stats['int_{}_count'.format(k)] = count\n", - "for k, proportion in stats['streets_per_node_proportion'].items():\n", - " stats['int_{}_prop'.format(k)] = proportion\n", - "\n", - "# delete the no longer needed dict elements\n", - "del stats['streets_per_node_counts']\n", - "del stats['streets_per_node_proportion']\n", - "\n", - "# load as a pandas dataframe\n", - "pd.DataFrame(pd.Series(stats)).T" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Inspect betweenness centrality" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(53124805, 0.3082581453634085)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "G_projected = ox.project_graph(G)\n", - "max_node, max_bc = max(extended_stats['betweenness_centrality'].items(), key=lambda x: x[1])\n", - "max_node, max_bc" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the city of Piedmont, California, the node with the highest betweenness centrality has 29.4% of all shortest paths running through it. Let's highlight it in the plot:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgIAAAFUCAYAAABWelS7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOy9d3jb53bn+UEH2HsBm0iRYhFJkZJYRImS1axCy5JsyZZl+/qWlElms5PJ7G4yTybP3k3b2Wwmmcwke2eS3Fz7+lq2erW6ZErsXaTYxd57AUkQBMEf9g+GuJLFAkCgbVm/z/PosUy8DSD0e8973nO+R2I2m82IiIiIiIiIvJJIv+0FiIiIiIiIiHx7iIaAiIiIiIjIK4xoCIiIiIiIiLzCiIaAiIiIiIjIK4xoCIiIiIiIiLzCiIaAiIiIiIjIK4xoCIiIiIiIiLzCiIaAiIiIiIjIK4xoCIiIiIiIiLzCiIaAiIiIiIjIK4xoCIiIiLwwuqkZfnmrksct/d/2UkRERGxE/m0vQERE5OXnr8/kc73wCSq5lHt/+0OUciktLS0MDAyg0+kwGo0IgkBAQACbN29GLhcfPSIi3xUkYtEhERGRF+W/nMnn83vVqOXgppbirTGzPQw0Gg0ajQaFQoFUKmVwcBCAgwcP4u/vv+yYXYM6HlS2sXtjBAFeLt/E2xAReSURDQEREZEXxjQnUFzXzYUH1WRXdQJw9qfHCQ/0fKadIAjcuHGDnp4e3nzzzWWNgXd+epaW3lHWr/Hlk/94dFXXLyLyKiPGCIiIiLwwcpmUjPgQTuzZgIezilB30EiMz7WTSqVkZWXh4+NDTk7OsmM6qRXzY0vFs4qIyGoiGgIiIiIOY3O0lrt/8xE/3BbArVs3MZlMi7ZTKBTIZLJlx/q739vP4XgN+yLFx5SIyGoi/gsTEXmFqG0b5GZxE3OCsKrzHDx4EIBr164t+vrExASenp6LvraAu7Oa3353H2PDA9y9exeDweDwdYqIiIgxAiIi30sEQWBsbIzR0VEmJyfR6/X0DU/wn79sY06AvXEe7E3wQalU4urqio+PD76+viiVSoetYXR0lHPnzrFhwwZSU1OfWdvPf/5zdu/eTURExIrjtLa2kpOTg8FgwNnZGR8fH5ydnfHy8iIuLs5h6xUReVURc3hERF5yxsfHKS0tpa+vD6PRiMlkYsG+l0qlyOVy5HI503MyFsx+o3GGwcFBTCYTs7OzzM7OYjabkUgkKJVK3N3d0Wq1RERE4OPjY9e6PD09yczM5OHDh2i1WoKDgwHIy8tDKpWyZs0aq8YJDw8nPDyc4eFhqqurGRgYYHh4mLq6Ojo7O9m3b59d6xMREZlH9AiIiLykCILAV199RXNzM87OzoSGhuLp6YmXlxdeXl6o1WoABgYGqK6upru7m87haRJSMjm4JRqZ9NmbQZPJxNDQEN3d3XR3dzM2NobBYEAikaDRaAgMDCQ5ORkvLy+b1nn37l3a29t5//330el0XLp0iZ07dxIVFfVC739gYGDFsXQ6Hc3Nzfj4+BASEvJC84mIfF8RDQERkZcQk8nExYsXGR8fZ//+/ZbT9gJGo5Hs7Gw6OzuZm5vDxcWFkJAQEhMTcXd3t3oeQRDo6emhtbWVzs5OJicnUSqVhISEkJSUhLe3t1VjnDp1irFZFYJxinCtN4cOHbL5PS/GgwcPaGpqYteuXYSHhyMIAl1dXbS1tdHd3c3ExARKpRKj0cj27duJiYlxyLwiIt8nRENAROQlw2AwcO7cOebm5nj77bdxcfm12I4gCBQWFlJTU4NKpWLjxo3ExMQ4TMnPYDBQWVlJc3Mzk5OTqFQqNmzYQGJiIlLp0rHHn3xZxH+/UolcCuf/9B2CfD0csh5BELhz5w7t7e2Wn0kkEpycnPDz8yMlJQUPDw8uXryIQqHgjTfecMi8IiLfJ8QYARGRlwij0ciZM2eQyWS89957zwT3mUwmzp07x9TUFGlpaSQmJjp8frVaTVpaGmlpaRgMBkpKSigtLaWiooKNGzeSkJCwqEEwy7wmwJwAM7OOO3tIpVL27duHwWDAYDDg4uKyqNFjMBhs8oSIiLxKiIaAiMhLgtFo5PTp00ilUt59993nNrwbN24wMzPDe++9h5OT06qvR61Wk5mZyZYtWygoKKCkpITHjx9z5MiRZ7wUAB++nkhTQx2+7moitMunDdq7loWYiK8zNTXFxMQEO3fuXHGc8SkD//4fbjE1beS//O4+gn3dHL1UEZHvHKIhICLyEqDX6zl79iwymYx33nln0VNvX18fu3fv/kaMgKeRy+VkZmaSlpbG5cuX+eKLL9i7dy9hYWGWNiqFnJS1HgyMTn6ja4P5LAVnZ2cCAgJWbFve2EtV83wFxb/6x9OkrXHCxcUFDw8PvL29uVDcw91H3fzO4c28tzthtZcuIvKNIAoKiYh8x+nq6uKLL75ApVJx4sSJJXP9zWazzRH9jkSpVHL8+HEiIyO5desWRUVFltfGpwz8t3t9/LxgnPMPa7+xNZlMJtrb29m0aZNV7VNiggjxkBHsqeLEvjTCwsKQSqV0d3dTUlLCjZI29DOzXM1vXOWVi4h8c4geARGR7zC5ubnU1tYSHh7O7t27lw3IUyqVPHnyhJSUlG9whc/z2muvERgYyMOHD+nr6yMrK4uh0QmmZuYA6BzQfWNrKS4uRi6XW50t4KJRkhVlZteuzEXFjtShj7ma38iPDyY7eqkiIt8aoiEgIvIdQhDM/MuNCgaHxwikG5Nxhl27dhEZGbli38DAQJqamr51QwAgOjoaX19fzl28zOE//AUTM2a2hMmZnjFxND1s5QEcwPjkNFXVdSRviLe6T1NTE4IgEBoauujr7+1OEK8ERL53iFcDIi81BoMBYZV1879JbhfV8z+ulHI+r4mWcQUffPCBVUYAQHp6OhMTEwwMDKzyKq3Dy8uLjVv30j9pRj8LQcFh7IjU0NnWvOpz17UPcuAPP+OTijl8gq37/EwmEw8ePCA6Otph6ZYiIi8D4rdd5KVCr9dTWlpKS0sLRuN8mVuJRIKfnx+7d+9+Llr9ZWFsbIwHDx7Q0N6PQjafZvfm3m1LRsIvhru7O97e3uTm5vLWW2+t4mqtJylKy4HUSGqbO5GPN+MW6k9XV9eqzjk1NcWpS3cwmuYNxMrGTtYGrSx8dPPmTUvgo4jIq4QoKCTynUcQBBoaGqiqqmJ8fBy1Wk10dDTr16/HycmJtrY2iouL0el0rFu3ju3bty97l/5dYsEA6O/vx93dne3bt6Nx9eSzU5+zIS6Kbdu22TRef38/ly9f5sSJE7i5WZf61t/fT0FBAdPT08zMzCCXywkICGDdunVLusjt4eHDh+RX1FPaA8f3ZfDuLutd9l9nbGyMK1euYDKZ2Lt37zPywZ9++ikCUtrnAhge7CfWbZK01BSSkxe/1zeZTNy+fZuuri4OHz6Mv7+/3esSEXkZEQ0Bke8kw8PDNDU10d3dzcjICABarZaUlBR8fX0X7dPY2EheXh6CIJCeno5/cDgAPu72pdPNzJqYmzPjpFbY9yaWYTEDIDAw0PJ6cXEx1dXV/PjHP7Z57C+++AIXFxerVPSGh4e5ePEiHh4e+Pn54e7ujk6ne0aeNzk5mfj4eIcYV7/xl6d51D4OwFd/+xGuTiq7xjl9+jQwX9ioo6ODkydP4uTkZDGEfvjDH1qyK8rKyigvL0etVhMREUFoaCheXl4MDAzw5MkTOjo6UCqV7NmzB61W+8LvUUTkZUO8GhBZVcxmMw8q2wnwciEmdL6KnSAIjI+PMzw8zOjoKDqdzlIqd2ZmxlIJT61W4+XlRUZGBjExMStuROvWrSMyMpL8/Hyu3M3jUn0eUomEf/7fD7M+3O+59oIgIAjCMxX4Fv7eOzzB//GLAmZmBf7b//I6m2IcU7BmbGyM7OxsBgYG8PDw4NChQ88YAAts3LiRyspKGhoaiI6OtmmOLVu2cOvWLQwGw4pXC1evXsXf339R7X+j0Uh+fj7FxcWUlZWRlpb2wmV/929NoLI9Fz9n6O/txnXtymWIv45er2d8fJxjx47h4eHB2bNnOXv2LG+//bblbv/p78qmTZuIjY2lqKiI5uZmamtrLZUW3dzcSEpKYuPGjS+NF0lExNGIHgGRVeXze4/5L2cKkErgg2QlGumspUSuTCZDoVCgVqtxcnLC1dUVNzc3vL29CQ4OtvvBbDKZ+Ot/ucS5snlPws41EBegQBAEzGbzssGFEokEgI5xuPFkfp1bgiHBf144R6VS4eTkhJubGx4eHvj4+ODr67uoiM+IbpqfXSkh1MeFSPcZWlpamJqawsPDg+3bt68ocHPz5k1GRkY4efKkzZ/Bp59+SmBgIHv27FmyjSAI/PM//zMffPDBsiJEJpOJwsJCamtriYqKskqhbzkmp42UlxbRUF/PoUOHrBL6eZrW1lbu3bvHb/zGb1jWt1CAaefOnXz11VesT0xmS6p12gEiIq86okdAZFUxmuZzx83A2shIEqJC8fPzsykIzhYaGxvJycnBTyHlaHoo7e0d/NbxXRimp1GpVGg0GjQaDU5OTiiVyiWjw01zAm5n8nhUXcdvHM1E6+/DwMAAIyMj6HQ6hoaG6OrqYnZ21mJYyOVyi7Egl8u5VaujvGsWgPeTFGyIDiM5ORlPT+skdrdu3crnn3/O4ODgktchS7Fp0yby8vIwmUxLvsfBwUFLgZ7lkMvlbNu2jbCwMG7dusXo6Chvvvmm3ZH1Lhol2zMzMUxPc+3aNcvJ3lpGRkZQKH59XSOXyzl+/DjZ2dncu3eP60/gf5SU8W+HpfzogJjvLyKyEqJHQGRVMcwY+ZO//YTNCdG8m7V91eaZnJzk1q1bDA8PExMTw7Zt25BKpZw6dQpfX1/27t1r17g3btxgdHR02VO5IAiMjo4yODhoueYwGo3U9c/yWX4vLkq49lc/xEWzuCLgcpw9exaVSsWbb75pc99f/OIXrFu3jq1bty76ent7O7dv3+YnP/mJ1d4XnU7HxYsXkUgkHDt27IXljC9cuIBOp+PkyZNLKiY+1+dOAf/zy8cc2JrA7x/f8sxrU3o9O//gVwhmCHaX8re/s5vw8PAXWqOIyPcd2U9/+tOfftuLEPn+cunSRTxVAu8ezVqVO1hBECgqKuLevXsoFAoOHz5MdHS0xcVvNpupq6sjKSnJ8jNbCAwMpKysDK1Wi6ur66JtFk7VPj4+BAUFER4eTmRkJFuSojmQEo58uJYQrb9Np94FXF1defToEevXr7f5BD43N0dNTc2S793NzY3KykpkMpnV7nmVSkV8fDz19fVUV1cTGxuLTCazaV1PExUVRU1NDU+ePCEuLs6q39E/3aqlvmucqpYB3t21HrXy15+LUqEg0NuVubk5tkWoaa6roqGhAU9PT6uzKF6EquZ+/u5CESqFnFB/sdqhyMuBaAiIrBr37t2jr6+P48ePo9FoHD5+X18fly5dore3ly1btrBr167nrhx8fX0pLy/H1dUVHx8fm+dQKpV0dHTQ3t5uV6Ccu4uGgf5eWlpaiI+3PV3O3d2d6upq9Hr9M0V8rCEgIICKigokEsmiAYkSiYSRkRFaWlpsKlkslUqJjY2lpqaG2tpa4uLi7DbypFIpUVFRlJeX097e/owRtxQKmYzi+m52JK3hYFrUc+3XhXizPzWKjQkxxMTE0NvbS3l5OU1NTXh7ey9p0L0oBoOB3/2byzxqHqSgppOP9iWtyjwiIo5GNAREVoWKigqqq6s5ePCgXRvwcgiCwN27dykqKsLPz4+33npr0Y0O5je7vr4+Ojs7Wb9+vV3z+fn5UV5eTkREhF0Gjb+/P+Xl5YSGhuLs7Gxz/7m5OWpra232akgkEiYnJ6mvrycpafFNaeG9+fr64u5u/QlWKpWybt06qqqqaG5utvuzBVAoFKxdu5aKigoaGxtXzBAJD/Tko31J7N4YseLnoVQqWbduHVFRUXR1dVFeXk5LSwt+fn52/S4Wo7+/n7t375Kfn8/oNPRPmtmyPoTXU9Y6ZHwRkdVGNAREHE5HRwcPHz5ky5YtVsvjWovJZOLChQsMDAxw4MABNm/evKJr2tPTk0ePHhEbG/tMkJm1ODk50dTURE9Pj82pfABqtZq2tjY6OzuJjY21uf/CyV6tVuPn93wa5HIEBQVRVlaGi4vLogaZUqlkbGyMiooKEhISbDrZy+VyoqKiKC0txWg0EhwcbNPanmZBJKqqqoqqqiqCgoIctlHD/JVGTEwMa9eupaOjg7KyMtra2vD397c7zqGpqYkbN27w+PFj1Go1O3bs4AeHd3JkWwyHt8bYdRUlIvJtIBoCIg5lbGyMq1evEhUVRVpamkPHNhgMnDlzhpmZGd555x2rPQ3Ozs7U1tYyNTXFmjVr7Jrbw8ODiooKu40JLy8vKioqiI6OtjoobgGJRGIRWLLFhQ/zJ/eRkREaGxuX7LtmzRqqq6vp6uqy2dBRKpWo1WpKS0vtimN4GoVCQXx8vKXkr9lsdrjAj1qtJjY2lrCwMNra2igvL6e5uRmlUom3969liA0GAxUVFRQWFlJeXk53dzfdY7N8cqeGgd5OSvOzaW5uJiAggKysLJKSkiweFWeNUjQCRF4qRENAxGEYjUbOnj2Lh4cHBw4ccOjYOp2OM2fOoFAoePfdd2120RuNRhoaGpaUmV0JNzc36urqGB4eZu1a212+Li4uNDQ0MDAwQFRUlM39AwICKC8vJzg42OZ6CgsBj0u5/yUSCVqtlpKSkiU9B8vh6+tLXV0dg4ODL+wBkkqlREdHo1KpKCkpoaWlBR8fH4fXkHByciIuLo7Q0FAGBgaorq62XE0sKBGOjIzg4eFBQEAAg4OD/N2XT6hsG6ayZYjD6REcOnTILsNOROS7hmgIiLwwpjmB//Tz+/zX0w8IdJPyg5PHHZoh0N/fz8WLF/H09OTYsWN2nToX7ul9fHzsit6HefdyVVUVGzZssOv9OTk5UVlZSUJCgs2R9kqlkra2Nrq6umy+XlAoFPT09NDa2rpkwKKzszMzMzOUlZURFxdn82fs7OzMo0eP7P5svo6fnx+RkZG0trZaNmgXFxerNRisxdnZmXXr1rFhwwZcXeezDUJDQ9m6dStbtmwhKiqKmZkZ2tra6NWZGJ6GjIQwfvv4nhfKlhAR+S4h6gi8ovT19TE0NITBYMBoNFqkfY1Go0Vq12QyMTc3Z/mzoMz39a/MkB4u1M3//VhmNH/0wQ6HrbO1tZW7d+8SEhLC/v37X2isS5cuIQjCC1Xm+/jjj4mIiGD7dvs0EX75y18SGhrKa6+9ZnPf7u5uvvzyS37wgx/YLMg0NjbGrz4/Q8rWXaQlLn1qP3XqFCqVirffftvm9f385z8nPT39hQIHF0On05GTk0N3dzdqtRqtVsuaNWtYs2bNqpULnpiYoKioiI6ODubm5ggLC2P79h0MTcwQ6O2CTJQjFvkeISoLviIIgkBrays1NTUMDg4yNzeHQqFAJpMhk8ksqngLyniurq4olUqLBPCCKt+CxK5arUYqlSIIAvezH1Dc3c6MRENWRozD1vz48WMKCgqIi4uzuQrfYmzevJnr169jNBrtdudu2LCBsrIyi2CRrSQlJVFcXGxXhcSgoCA0Gg35+fns2rXLpr4urm5capDy8aP7/NYb4/zWocXldw8ePMjZs2eprq62Od3R19eXxsZGhxsCbm5uZGVlYTAYKCkpoaenh7a2NgRBQKlU4unpib+/P56ennh7e+Ph4WGXgWAwGKiurqaxsZHJyUmcnZ1JSkoiMTHRMl6w2r4iSSIi32VEQ+B7jMlkor6+noaGBksFPy8vL9LS0oiJiXHIaSo/P5/uzg7+4fezCAoKeuHxFigoKODx48ekpaWxYcMGh4wZHByMUqmkrKyMLVu2rNxhETZs2EB5eTllZWWkpKTY3D8+Pp7S0lJKS0tJTU21uX9iYiIlJSW89tprVhsSvb29fPUwl/HpeSnkpu6hJdt6eHiwYcMGCgoKiIiIsCmiPjJqHaeu5ZAxOom/p2Pv9GE+0C8zM9Py/zqdjidPntDd3c2TJ08sniyYj3uQSqVIpVIkEonlz9P/v/D3BU+YyWRCqVSi1Wo5ePCg3VdIIiIvG6Ih8D1j4VTT3NzM+Pg4MpkMX19fdu3aRXh4uEPv7hfU5fbs2eNQI+DOnTu0tbWxa9cuh6cfRkZG0tjYaLchsCCmU11dbZch8LQYjz2GQEJCAiUlJTx+/HhFA6m+vp6ysjKmpqbw9fXlT06mce1BGZv9Z5ftl5qaSnNzM9evX+fYsWNWr+1cUS83m8wU/fk5bv6/P1h197mbmxubNm1i06ZnvRtGo9FSE2Jubm7Ray6TyYQgCMzNzaHRaHB3dycsLMzhQYkiIi8DoiHwPWBycpLKykra2tqYmppCoVCg1WrJzMxctfrqBoOB3NxcEhISiIiwvZTsUnz55Zf09vaSlZW1KmvfvHkztbW19PX12Vz1boHU1FRqamqoqamxyw2ekpJCdXW1Xf2lUikRERGWoMWvYzKZKC0tpa6uDpPJRFhYGEeOHLHk5McEanjw4MGK1yNZWVmcPn2aqqoqq1MWWzq6ABifMvLv/+4Kf/Zb+3F3Xp3iUsuhVCoJCAiw+/crIvKqIWYNvKQMDw9TWFhITk4OFRUVTExMEBQUxM6dO8nIyCAyMnLVpFQBrly5AszfKTuK7Oxs2tvbOXr0KP7+/g4b92nkcjmFVU+4mN/MuvBgvNxsVwqUSqWMjY3R2Nho17XFi/ZfSAcMCAiw6Ofr9Xqys7PJzs5meHiY2NhYsrKyiIqKembD9/b2prq6momJiWU1FVQqFWazmdLSUiIjI60KTmyvLaPPoGbSMEvn0BSDPR2sD3N86p+IiIhjET0C32FKG3qo7xjircxYnNQKuru7efz4Mb29vczOzuLs7ExkZCSJiYnf6MO2traWoaEhjh8/7rAxS0tLaWxsZP/+/Q6XJF5AEAR6enq4XDXFiH6O/n+6y5mfvmPXWFu3buWXv/wlra2tdlW3W+jf3t5ucw0BtVqN0sWLv/rVfd7ek8Jwx3wOv5OTE9u2bVsxvTApKYmSkpIVAxY3b95MR0cHly5d4v333185psQ9mIGxNgDkUgleihkuX76Ms7Mz6enpdukviIiIrD6iIfAN0tHRQXl5OWNjY5hMJksa3sJ/FwKYZDIZhjkp/1JiQDBDTlE5qYHzd5vu7u4kJiaSkJDwrQiZGAwG8vPzSUhIcFhOd319PeXl5Wzfvp3Q0FCHjLnAxMQENTU1dHR0MD4+DoCbWsqIHuRzervHVavVBAUFUVRUZJchsJAGV1hYaLMhAHCvaZa67mlKfv6Q/7DbmzfeeMPqq5SEhATKysooKSlZUf3xzTff5LPPPuPixYu8/fbbyxoOb+1J43p5LzOGGf77/7qPhHWh6PV6cnJyuH//Pvn5+ezcufOFpIhFREQcj6gj8A1gMBg4d+4cer0eX19fwsLC8PX1taTuyWQyJBIJMzMz6PV69Ho9I+OT/MnpWqZnBdJD5fzOkTSio6NXLW/aWs6fP8/MzAwnT550yHgdHR3cvHmTjRs3snnz5hcez2Qy0dDQQHNzM0NDQ5hMJtRqNf7+/qxbt46wsDBm5wTKatupKrzH1owtJCQk2DWXTqfjiy++4PDhw3ZdZYyNjXHmzBmOHj2Kr6/viu1NJhPFxcU0NDRwt2mWhiHwc5Vz/a9/bPPchYWF1NbW8sMf/nDFAFKdTsf58+eRy+UcOXJkxSuns2fPIpPJntFrMBgMfPXVV3R2dhIQEMDrr79usxaCiIjI6iAaAquMIAicOXMGk8nEsWPHbHr49QxN8PhJB+2P81i3bp1dIjSOpLq6moKCAo4fP/7CqVW1bYP8/t/fQCEY+HcHo3h9z067x+ru7qa+vp7e3l70ej0ymQwvLy8iIiKIjo5e8jMvLS2loqKCkydP2l3g5sKFC5jNZrsEeGDesJJKpRw9enTJNmNjY+Tl5dHT04NCoSAmJoak5I3cyntEZ8Mj/s1v/thmA9FkMvHxxx+TmppqVTCg0WjkypUrjI2NsXv37mW9IENDQ1y4cGFRA2lgYIDbt28zPT3N66+/bpc3RERExLGIhsAq09zczP3793n//fftrnK2cGpOSkqyK+XMEej1ek6dOkViYqLNazAYDHR3d9Pb28vw8DATExM8aNJT0Tv/+pvRoHWTWoSNFAqFpZiNRqPB2dkZlUr1jAdleHiYzs5Oi7vf1dWV4OBg4uLi8PLysnptp0+fBuDdd9+16T0tMDg4yMWLFzl+/LhdVyW9vb1cvXqVkydPPhfn0draSnFxMePj47i5ubF58+bn0ik//vhj1q5d+0x+vbV89dVXdHR08NFHH1ndJycnh7q6OjIyMpYVHLpy5QoTExO8//77i75+9+5d2tvb+fDDD0WtfhGRbxnREFhlrly5gslkeiFZW4CGhgYePHiw4gN4tTh//jxGo5H33ntvyTYGg4Gurq5nNvyZmRkEQUAqlaJWq3Fzc5sPBlS58Y93nqD1duUP3trItH6KiYkJJicn0ev1TE9PYzAYmJmZwWg0PiNvbDabUSgUz7j77dVHmJqa4tSpUyQnJ9t9NXHmzBlUKhWHDx+2q/+pU6fw9PTkwIEDmEwmysvLqa2tZXZ2lsDAQLZu3bqkkVFWVsajR4/40Y9+ZPNnYDQa+eSTT9i5c6dNeg2PHj2iuLiYHTt2LFmt0GAw8Omnn5Kenr7o1YsgCHz22We4urpy5MgRm9YtIiLiWMRgwVVmaGjILuGZrxMdHY1eryc/Px8nJyeH5u4vx9ikgbziR4yMjPDOO/MR9nq9nq6uLvr6+p7Z8M1mM1KpFI1Gg5ubG5GRkWi1WoKCghZ1XWdsesqg8bb+FO9InJ2d2bJlCwUFBURGRtp15bFt2zauXbvG5OSkXdkbGr9I/vT8I/4552P2hhlRKuSsW7eO1NTUFU/LycnJVFRUUFlZaXNlRaVSSUhICEVFRTYZAklJSczOzvLgwQOcnZ0XDf5Tq9WsXbuWqqqqRQ0BqVRKVlYW586ds0vOWERExHGIhsAqMjk5iclksvDezQsAACAASURBVLnG+1IkJyczPT3NvXv3LFHnq8nQyDjv/tkFxvWzbI9QcPnyZcuGL5PJLBt+dHQ0gYGBaLXabz2Y0R7i4+NpbGzk1q1bdl0RaLVaXF1defjwoc26Ch0dHXyZX8usAO3DRqKyNrF76+J1ABZDKpUSFRVFVVWVXSWWMzMz+eyzz+ju7rZJHTIlJYXBwUGys7P54IMPFm0THBxMa2vrkmN4eXmRnJxMQUEBGo1GTC8UEfmWePme2i8RDQ0NKJVKh96BZmRkoNfruX79OkePHsXb2/uFxzQajXR3d9Pd3c3w8DA6nQ6DwcDkjBndv2bYTQtKYmKi0Gq1BAQEvJQb/nJs376dCxcuYDAY7IpmT09P586dO1b1FwSBiooKqqurmZmZIX2tN7pZPRqmeS09yea5t2zZQmNjI01NTTZLMjs7O+Pv709BQYFNcsIAu3bt4tNPP6WhoWFRYzcwMNBStXKpa4uUlBSLcfvkyRNef/11h8pgi4iIrMz362n+HaOjo8OqwLWxSQN/+ssHOKkU/KcPt6NWLv9r2bNnD1euXOHSpUu8++67VrujTSYTfX199PT0MDAwwPj4ONPT08/c4bu7uxMZGUlQUBAtLS0M6p/guyaOHx3chIfLN5vupTfMIpjNuGhWP5jMx8cHpVJJTU3Nc9r11hAeHo6TkxM5OTns3bt30TaTk5MUFBTQ3t6ORCIhKiqK1NRU1Go1PxYEfvGLX1BZWcnGjRttmlupVBIUFERxcbFdtRmSkpK4ffu2zf0WtBSqqqoWNQQW0gxHR0eXNVi3b99OZGQkt27d4pe//CVZWVlWpVN+k0xMTFBRUcHU1BTT09P4+PjYXYpaROS7hmgIrBKCIDA8PGzVw+JmcRMPK9sB2JUczq6NKwvUvPHGG5w7d45z585x4sSJZ06hC3N3dnYyMDDA2NgYer0ek8mERCKxlBkODQ213OF//RTb2tpKY2Mjv3l8r12COfYyOTnJ4OAgXYM6/vhXZcwJAn/5UQYbY0JwdnZe8bQ4OW2krW+MuDBfpFKJzfO/iKcjPT2d+/fvMzEx8UyufVdXF0VFRQwPD1tiEmJjY595Lwsu/sePH9tsCMC8i//zzz+nv7/fZk2DkJAQzGYzer3e5swWT09PS2XLxVCr1TQ0NJCRkbHsOFqtlg8//JAbN25w6dIl9u/fT0hIiE1rcTSmOYFHT3robnpMf08nTk5OODk5odFoaGxsZHR0lEOHDokeDJGXHtEQWCWampowm81WndBSYrRoFBI0SjkJEX5WjS+VSnnrrbf44osvOHv2LIGBgYyMjDA1NcXs7Hx1OaVSiaurK/7+/gQEBBASEmKV90Cv13Pv3j2io6OXNQIMRhMVT3pJiPB/4VN7SUkJlZWVFu9E6yjoZ+bL5l68nUtDxa/bSiQSSxrhQrqhQqFApVLxD18N0K8zsnO9Lx/siECpVFrSEVUqFSqVal6iV6l85gGe/aiNq7VGfNfCcur/lc19BPm44eP+/IYZGRlJSWkp//WX13hz306EiV4eP36MwWDAz89vReGh9PR0Ghoa7HLxu7q64uPjQ15ens0ZKoIg2NT+aWZmZpY1nhbiBFYyBGDeCDt06BDZ2dlcvHqDQVkwqQlrOZThmBgbW/npv9zhZmk7nhr4x3/3rEE8OjrKxYsXLYqLIiIvM6IhsAoIgkBBQQFr1qyx6rSwVuvFTzYrSExMxNfDemEbuVzOO++8w6VLlxgeHsbLy4uYmBiCg4NtyqX/9brNXM6r51F5KTF+zuzYsWPZ9v/xn+6SU9VBYoQ///KH9qXOwXzFwZ6eHlJTU1m/fj1yuRzTnMDQX3yMxsWN//vfHkajUmAymZicnGRycpKpqSmLm9ZgMGAwGNDrpxmeNALQ2jNMRcX4c2mHi2XLSiQSPq00o5+Fvz1XxFDLI4uRsfBHoVCQ36LnVvUoLmoZ/8+Hyfh4uuPi4oKLiwsajQapVMqgNJDLVQ1cfXyF9xKkJMWtZcuWLVbFHSy4+EtKSuxy8W/dupXLly8/55FYDkEQuHbtGkql0i6di4mJCTSapQs3bdy4kTNnztDY2Mi6deusGvO1117jXFEPhS1d3Cjvwls1S3py3KqevKempmhra6O3t5eBgQGmpqaoaZz/rswI8ucKNHl6evLOO+9w6tQpenp6Vj1wV0RkNRENAQczNmmguCCH2dlZdu60Ti1PEARMJpNdqWtKpdKS1veiXC96wl/8KgeA3dt3r9i+s3cIgJGJabvnvHfvHr29vbz11lvP3CPLZVI2B86xb18qGpVi/mdyOR4eHst+TiOz16hoHuL//N1jBHgt7f0QBAGj0YjBYMBoNFI6eJey9klSogNJSAiy6Bcs/JmdnWVwfD5ycsowR2l5JWqZYDE0Fmjo+/Ucx44fJ8TP3abPY9u2bXzxxRcMDAzg52edd2gBf39/XF1dycnJWTF7ob+/n6qqKjo6OpBKpRw6dMimuRYwGo3LqjJ6eHiQkJBAdnY2/f39bN26ddkNvaamhuLiYpRz814tZwWUF+dTU16At7c3sbGxREdHv5BRIAgC7e3t1NfXMzw8zPT0NGazGblcjrOzM4GBgaxdu5bg8DYu5zfyO+8fRCJ5/prJxcUFX19fCgoKRK+AyEuNaAg4kJ9fL+dnl0sJcoWf/cEbVt83l5aWYjably0L+00wNT4MgATw9XJbvu3UFFsC9CSHB/PegS12zVdUVERLSwtZWVnPBZNNTExgNpttPml5yqd5Ky1oWSMAsARHLpzUXwuX8EZSGIcO7luyz+7XZ/ijv/mMlPVr+OHRXc+8ZjQamZiY4LhUxoOqTqrLC1BLjDatHcDNzQ1vb2/y8vKWlR1eitTUVO7fv4/RaHwmW0UQBFpaWqirq2NgYIC5uTlcXV1JTk4mKSnJ7o3VZDKtmBWzZcsWfH19yc7OpqOjgz179jx3RTI0NMSdO3eYnJwkJiaGDz/cQlVjO3nZ9/jxRx/Q09NDbW0teXl55OTk4ObmRkhICOvXr7fKgNbr9dTU1NDa2mpRo/Tw8CA8PJzg4ODntC5MJhN37tzhx/sT2bA2YMlxt23bxsWLF23ywoiIfNcQDQEHUljTAUDflAT/gKUfHoIg0N/fT2dnp+XBlJmZ+a0EHU1OTtLe3k5fXx+6zhZ+stWbSd04sWHLR23fvHmTIB83TpywLW9+gf7+fiorK9m5c+eim31dXR0qlcrm4L2FjcQWTCYTExMT7N69vBfE1UnFljVKIgOfd6ErlUqLMXNkhwemwQZyc3Pt2sy3bNnCtWvXmJqasrkGwtq1a7ly+yF/+k/X+I23XmN8oJMnT54wOjoKzOfup6amEhsb65AUULlczuTk5IrtIiMjCQ4O5tatW5bSxM7OzshkMkZGRpiZmbHEUSxcUWyMW8vjklzKysrIzMy0XJd0d3dTV1dHS0sLNTU1yOVyfHx8iIyMJDQ0FCcnJ4xGI42NjXR0dDA8PMzMzAxKpZKAgADS0tIICQlZ9t9bbW0twIpqk76+vqjVaqqqqti6dau1H5uIyHcK0RBwIMl+c0yOy/nwjUxk//qQMRqNdHR00N3dzdDQEBMTExiNRkv0vpeXFwcOHMDNbfkTuK0YjCYeVLaxfo0fwb5umEwmOjs76enpYXBwEJ1OZxEHWnCJxsfHEx8fz+eff75s7ndjYyPDw8N2X0kIgsCtW7fQarVERUUt2qajo8Nm17ggCMzOztrsWamurkYul1s1n1QqxWQyrdhu69atXL161S61Qa1Wi7OzM3l5ebz++us29Z2cnORGo8CIfoiypnMcT5h/X3v27HkhKealSExM5Pz1r1jfPczaoOU1LdRqNYcPH2ZkZITHjx8zMTGByWSyuPvd3Z+/RomKiqKxsfGZWgpBQUEW8SOj0Uh9fT3Nzc0UFBSQm5traadQKPDw8CA2Npa4uDibfg+tra34+vpa9XlptVo6OzutHltE5LuGaAg4iL85U8Cp/GFSwl2Qjbfw+eel6PV65ubmkEqlODk5WSrihYWF2RXMZw0L3ob//Hk+eQ3DaBQSfpAkwfw1rYDo6GiCg4MJDAx87mEnkUjo6uoiNDT0ufFNJhM5OTnExMTYXYGwsLAQo9G47CY3NjZmVVW8p+np6UEikdjson3y5AkBy3hwnsZaQyAwMBAXFxdyc3PZv3+/TeuB+ZPow4cPMZlMK57ch4eHqayspKurC4PBgEo2f58dHhLAj3/8ps1zL4fBYKCuro7g4GB8fX0ZNCg4VwsX/uw8v/ijI6xfs7Ix5eXltWIg6gKbN2+murp6yYA8pVJJYmLiM9+Vhd/Pi3g8DAbDfE0MK4iLi+PatWtW/a5ERL6LiN9aB/Gwqg2A2u5Jdq1VEBAQQFBQEKGhoatSd10QBPr6+iyehrGxMaanpy1aAUMj85uBGcjI2MraiHCr16HRaOjo6FjUELh37x4ymYxt27bZte7x8XGqq6vJzMxc8m55cHAQQRBsrqfQ2dlp82ctCAJjY2OkpaVZ1V4mk1llCMC8al52dvZz9/XWEB0dTX5+PsXFxYum3nV0dFBdXU1fXx8mkwkXFxciIyNJTEzkpExJdesASZHWGTfWMD4+Tk5ODj09PcjlckpKSlCr1TzuNgAgmGFEZ3/Q6FIolUr8/PzIzc212gPliM3YyckJnU5nVVutVotKpeL06dMcP35crKYo8tIhGgIOYHzKgJsK3FXwxz/ca5Ug0EqY5gT+4tOH9I1O8tv7YjBOjjA0NMT4+LjF0yCRSFAqlbi4uBAQEEBAQADBwcG4urpy0mDkL352mvWh3qyPi7Vpbk9PTwYGBp77eV9fH+3t7Rw8eNBuF/PNmzfx8vIiNnbpNdXX1+Pk5GTzA31gYGBR9/JytLS0IJFIFjV6FkMqlTI3N2dV26ioKPLz8yksLLRLhW79+vXcL3qMd3AUUcHeNDY2Ul9fz9DQEGazGQ8PD5KTk1m/fv1zm0963POFgOzBbDbzf/39F0xNTrA5wp19+/YRFhbG8PAwNTU1vP56NElVvZSVFuM0OwSEOWTep9m5cyenT5+mq6tr0QJHq0F0dDQPHjyw+pT/7rvvcu7cOT7//HOOHTtmc2yHiMi3iWgIOIAv7ldT2zUBwEh/J4Kw8l3s5LTRIsLzqztVFNR08oM9sajnJujv7+dR8wBXH82nq82N97AtQo2LiwuBgYGWDX+5O09ntZKd8QGWIDFbCAwM5PHjx8/8TBAEbt++jVartfthXFVVhU6n4+TJk8u26+7uttpV/zTj4+M2Bwo2NzfbFJ8hk8ksgk3WkJiYSFlZGdu2bbO9TLDaj3PVc5yvvsjhGAhwleLj40NmZiZRUVHfSHDprZJmrlXPf7ePHsogLGxe7c/b29ti3Lwf4E+cr5nS0lJiY2Pt0iNYDnd3d7RaLQ8fPlzxu+Mo1q1bR35+Pvn5+VYZcWq1mhMnTnD+/HlOnz7NO++8Y1clShGRbwPREHAAHopZJICzSkpveyOffNLM9u3bl6ym9rPLxfz8+iM2hLqyd52S/3p3Pm2vt6ebQ7EKXFxcWB/uT3BnP4NjejLigvjBO1k2r8vf35+uri6b+4WFhVFaWvpMwGBRUdGK9/rLYTAYKC4uZsOGDcueloxGIzqdzq4T9MzMjM1GysjIiE0pisHBwc8oIK7Ehg0bKC8vp7y8fMUIdJi/366urqahoYGy1vk0NzMQn7SJIzttr4Hworg5qQCQSiS4OauWbJecnExdXR03b960WdnQGnbt2sWvfvUrmpubv7EqhQkJCTx69MhqI04ul3P8+HHOnz/PmTNnRGNA5KVBNARekPz8fMY7qvmLE7FkZqSjUsjIzs7mzt17fHq3Gm9vH1JCFAwPDVqK/FytmXct13RNcCQxkOhAFxp7JzmxP513dv066Clr//xd8M2bN2ltbbVZ8z8kJITCwkKrN60FvL29kUgk9Pf3ExgYyOTkJNXV1WRkZNh9/3nz5k00Gg2pqanLtisrK0OpVNqsHzA6OorZbLbZkzA7O2vTCXbjxo1UVlZSUVFhVXEiqVRKdHQ01dXVSxoCJpOJmpoaGhoaGBsbQy6Xo9Vq+f0fZJLeNI5SIeONLdap8jmajPgQPv6jIyjkUqJDlg+eO3jwIGfOnKGurm7Zqx97cHJyIjw8nOzsbBQKhdVXOS9CcnIyFRUVPH78mA0blhOe/jVSqZS3336b8+fPc/78eT766KNVXqWIyIsjGgJ2MKKb5jf/+gpDozoORpl5++CuZyRhd+3aRc+0mmtXqoF+uiPlpK71sETphyfM8rML+fzkrdfYnxrJoUPwP//xn0gKfj7QLTQ0lKioKO7fv8/7779vUzCcp6cnMB9Vbms1N5VKRXt7O4GBgdy4cQM3NzfWr19v0xgLtLS0MDAwYJX62pMnT+w68bW3tz9XP8Aa5ubmbPpMFzb2qqoqq6sUpqenU1dXR319veXqwmQyUVtbS0NDA6Ojo8jlcgIDA9m2bdszRtBb3wHp2vhw69I4F1QE8/LyCA+3PjjVWnbv3s29e/e4efMmwcHBvP7666sapS+VSgkPD6empsZqQ2Ch39GjR/nFL35hlwEvIvJNIxoCdpBf1UR7/7zb1js8aVFd+JTEdci/rEEQzLx39CAb/jWC22w203TzJn90PJlNm37dz93Nla6urkX12Hfs2EFPTw9Xr17l+PHjNq1VqVTS2dlpsyHg4eFBf38/dXV1jI6OcuLECZv6L2AymcjOziYqKmrZUrQwLzJkMBhISUmxeR6dTmfXpqBSqRgcHLSpz8LGXlNTY5VxJJfLMar9+A//lMuOxHbCnXSMjo4ik8kIDAwkIyPDkhf/spOWlkZzczM3b97kyJEjDh1bKpWyd+9eent7uX37Np988gk7duywqy6DtYSFhdHW1mZzvwVtjq6uLtEQEPnOI9bPtJH6+no6awpYH6gmPS6YI9vjF20XHeLD5T8/wXsJ4Myvldeam5uZmpoiKSnpmfbe3t4MDQ0tOpZUKuXNN99kbGyM4uJim9br6uq6aAbASihdvHhYN8Ttr3KJi4uzW/Do/v37SKVSq/LGy8vL8fDwsOskmZiYiF6vt8jHWktwcDCdnZ02VeCTy+VERERQVlZmdZ+yHjP9kwJn89tRazQcPHiQn/zkJxw8eHDVjACDwUBpaSmXL1/ms88+4/Tp0zx48AC9Xr8q88H8d/XAgQMMDAzQ2Ni4KnMEBgby4YcfEhkZyf379/niiy+smmshVbSpqYne3l6r5tJqtczNzdldodHaDBMRkW8T0SNgA1999RVPnjxhU3ISv/Pby991A/h7uRIW6ENdXZ3l1FJVVUV6ejoymeyZtkFBQcuqk7m6urJ161Zyc3MJDw+3+oS/VCrgSvz8QRetfXNo3eX83r9ZuYTsYvT19dHW1saBAwesctn39fXZ5IJ9Gg8PD1xcXCguLmbv3r1W90tPT6exsZGysjKbPBFbt27l008/paWlxSq9gze2RFPXPkC0n5JDb7xh9Ty2otPpqKyspL29Hb1ej1KpxMvLi9DQUIvKZUNDA6mpqc8Zo47C29sbvVrLb/99Nsd3jfO7R2z38KzEgnG5YcMG8vLyePDgAfeyc7jdpkBvhN/dtxZnyTTj4+NMTU1hNBotm7lMJmNubo7o6OgVDVQnJyckEgmDg4PLlpD+OgtVMh0dKyEishqIhoAVGI1GLl26hE6nY//+/TYFKgUGBtLU1ATMR6hPT08vGggXERFBbm7usuIzcXFxNDQ08ODBA44dO2b1/Pa4NjWq+TV4ebrblab2dLphSEjIiu1NJhOzs7PExcXZPNcC8fHxFBcX2xQcqVQq2bRpE6WlpSQkJFjtjVCr1QQHB1NYWGiVIfDW9lh2rPfj/PnzjI2N2a3KuBgLlQR7enqYmZlBo9EQGhpKYmKiJU7kaaqrq8nPz0elUjl0ozKZTDQ3N9Pc3Mzdyl4mZuDjmxVEOY+RkJBgV0roSnh4eJCVlYXJZOLUtQd0ljUDcKuwnteiXXF3dyc0NBQfHx/8/PwsGSvt7e3cuXOHqampFSs1KhQK+vr6bDIEcnNzcXFxsamPiMi3hWgIrMDg4CBXr15FqVRy4sQJm9OBQkJCqK6uBuZPvMHBwYtuUmq1GqlUSnt7+5L6+wAZGRlcvnwZvV5vVbR7SEgIOTk5NmcO/N3vHeCv/scpDu2w737z7t27mEwmq9MNF/QOXiTAbMEQqKursymwMTk5mZqaGu7evcsbNpzWMzMzOXXqFN3d3Va59729vXF3dyc3N9emeRaYmTXx+b1qAjydifaTU1NTQ39/P3Nzc7i5uREbG0t8fPyK34v4+Himp6fJzc0lLCzshfL+BwcHefToEX19fUxPTyOVSvHw8GDfphCuPxokOcyV4eFhrly5gkwmw9fXl6h1MeQ3T+KklLLOa86SuREeHm53BT+5XE5GYgTXCpvRuHnzx7+1lyCfpa+zwsLCOHToEJcvX14xoE+pVNp05bRQ18NaGWURkW8b0RBYhpqaGvLz89FqtVa7t7+OVqvFbDYzNTXF8PDwsgFzzs7OdHZ2LmsI+Pv74+TkRGFhIbt27Vqy3QIuLi5IJBJ6e3ttuov2dNWQHOZqKU1sC3V1dbS1tfHGG29YnW44OTn5wgI5UqmU4OBgqqqqbM5w2LNnD1euXKG3t5fAwECr+iyc+PLy8qyWv01PT+fWrVsYDAabjJ7Ozk7+4UI+d2vnN6RjcRAV7E1KSgpxcXE2B0qmpKTQ1NTE7du3bQ7qEwSBuro6Hj16xNTUFG5uboSHhxMbG/vM9/v3ntL+MZlM1NfX09jYyM/OZZP/r7dgR9fLCfVUYDKZKCwsxNXVlddee83q38ECY2NjZN+/x2/uDrf6asjf35/Q0FAKCwuXNQQ0Go1VFRYX+Oqrr1AqlYsG/joag9HE318sRimX8btHUpDLxLAvEdsRDYFFEASB+/fv09LSwqZNm6xOE1uMhc1tenqa2dnZZTdGHx+fJQMGn2bt2rU8efLE6jWoVCqrT61P4+npabMy4djYGLm5uSQlJdmkBaDRaDCbzTbNtRjp6emcOXMGnU5nU4BjQEAAWq2We/fu8cEHH1jdb/v27Zw9e5ahoSGritSEhYWhVqvJz89f1pATBIGGhgYaGhosksJKNADIpfDR+ycIXObEaw179+7lwoULS9aV+DpTU1MUFRXR2tqK2WwmNDSUw4cPW+Ulk8vlluqW3hGt5P/sDnIpfPju24T6z8tCT0xMkJ2dzdWrV4mPj1+0xsJi6HQ6zp8/j4+Pz4qlpL9OREQEOTk5y7Zxdna2uu7A5OQkra2t7Nmzx6Z12MvVvHq+uD/vcYwP93OIvLnIq4doCHwNg8HApUuXmJycJCsryyER3RKJxKro4ZUCBheIjY3l8ePHVuug25s5YKsyoSAIXLlyBW9v7xWFg76Oi4uLQwyBhaDBoqIim4IGYd4r8Omnn1JRUUFycrJVfTw9PfHy8iInJ4ejR49a1Sc5OZmc/EISN6bh4/FrlUWDwUBNTQ3Nzc2MjY0hlUrx9fV9RlL4rcYu7t26jnFqFF7QEPDx8SEqKopbt24RHR3NmjVrUKlUFuN1dHSUkZERRkZGGBwctMQfbNy4kQ0bNtjtwdmRFM7/diAU3diIxQiA+e/poUOHePLkCdnZ2SiVSqvUGK9fv46rqytvvvmmzWsKDg5mbm5u2X9Ltvz7uXPnDu7u7jYXzLKH4eFhWmqKkUtBpVSwNuj5eBAREWsQDYGn6O/v58svv0SlUnHy5EmHaqbPzs4il8uXrVxnTcAgzG92EomEgYEBq07d3t7edkkNLwTDWRtfcOPGDebm5njzTdtL3y581o4o5WpP0CDMxyckJSVRVla2aCGfpcjMzOTy5cvLeiF6e3spLi5mcHCQWYmSU1VmPqn4jD95LwV36aQlyl+hUFi0BRaTS05aF0xXo5bCwkLCwl68wM/OnTvx8vKisrKSxsZGizFmNpuRyWQolUqcnJyIjY1l/fr1DiumExseSEVF36KvRUVFYTAYKCwsJDIyctnAyu7ubnQ6He+9955dhomTkxNqtZobN25w6NChRdt4eHhgNBpXHGt4eJjBwUGrDcIXoa6ujtzcXGJD/fnNH+xGqVBYapeIiNiKaAgAP7tcwic3HxHvZ+bt9BD27dvn0IIuCx4BhUKxrCGwEDDY0dGxokiKXC5ndHTUKkMgJCSEhoYGmzdZLy8vJBIJbW1tK55wqqqq6O7u5siRI3Zt5Auf9/j4+IrCQyuxYAjU19fbnIWQkpJCXV0d9+7d48CBA1b18ff3x83NjYcPHz4TBGgymSgrK6OhoQGDwYC3tzcZGRkUVLdjMM17fm48LCV9jZqQkBASExPx8vJacb7MzExOnz7N4OCgzUJRi7Fhwwa70zbtxdfXd9niTQkJCTQ2NvLll18uu8mXlpbi4+Njd5AhzEsjX7hwgerqauLjn9cF8fHxsar0dG5uLp6eng75nSyGaU7AOGuiIC+H5uZmkpOT7RLfEhH5Oq+8ISAIAue/qsIkmGnTya1++NvC04bASieLhYDBlQwBhUJhdSRzWFgYcrmcwsJCtm3bZvW6Afz8/CgtLV3WECguLubRo0ekpaXh52edHO1iyGQyhoaGXtgQeDpo0J50xF27dnH9+nWbNtqMjAz++cxNBI8aNoV7UFJSwsDAAAqFgrVr15KammoJDoyNjWVOU0ZecTm/eSSDpATbAhvd3d3x9vYmNzf3Gzl9rgZ+fn6YzeZlvV9ZWVl89tln3L9/f9E7d0EQGBwctPk7/XV8fHzYtGkTBQUFBAQEPBfrsfB9XCnAc2Rk5IXiiZZjaFzPh395gVGdnjfWSfjh8YPfWElmke8/r3SI6ejoKL/61a/YHARBHgpStGa7FcRWwmQyodFoMBgMy7bz8fGxSvJWo9FYHcAklUpJTEykvr7eD+uwxQAAIABJREFU5ve3Y8cOixrb1xEEgRs3blBZWWkRd3kRVCoVIyMjLzTGAmlpaeh0Oqs/o6cJDg7G39+fO3fuWN1nfFbB9Sfwp5/m8dcff8nc3Bz79u3jRz/6Edu3b39mA5FIJPzWoc28n7mGmqpHNq8P5gWNBgcHl41mnzIY+clfXebwH39OU7djPldHIZfLLddbS6FWq9m/fz8tLS3PlcUGyM7ORiqVOiQ6f9OmTWi1Wi5duvTcvz+pVIpEIlkxkFcQBFSqpSs0vggPiqoYHNNjEsA3IlE0AkQcyitrCNTU1HDu3DlcXV3583//Eef/4kMivSAvL8/hcy14BDQaDdPT08u21Wq1VqUqubi4MDU1ZfUakpOTkUgklJaWWt0H5u9HY2JiyM7OtjwgF6rlffLJJ/T19XHo0CGio6NtGncxNBqNzRLBS+Hp6YmzszNFRUV29d+3bx9TU1OLbkBP09LSwvnz5/ny2lUk//qzzG0ZvP322yve4W/dupWpqSmr5W6fJiAgABcXl0Uj3g0GA+Xl5fzsk3NUNvfTPTTBvfIWm+dYbRQKxYpGb1BQECkpKRQUFHD+/HkePHhAYWGhpSRxZmamw67xsrKy0Gq1XL58+bl1WbNWLy8vysrKHHqYMJlMXL16lcHWKrbHeOGqgs/uPuZ2SbPD5hAReeWuBgRB4ObNm3R1dT2XGpiRkUFubi7JyckOrSMukUgwmUx4enquuHmHh4eTl5e34n2+l5cXfX2LB1sthlQqZf369ZZyuLY8PLdt28bk5CQXL15EoVAwOzuLTCZjzZo17Ny502EPYldXV4cZAjAfK1BSUmJz0CDMn0bj4+MpKioiNjb2md/FxMQExcXFtLe3Mzc3h7+/Pz84/gZvzMgZmzSwLcE65UlnZ2d8fX3Jz8+3qjLj10lNTeX/O3P//2fvvaPavPN8/5eEEEKARBEgeu/NYBsMxnbcYuMSO3bs1MnMzu5md2dn97ft7t32uzt37z17t/5299y7ZebuzGQSJ04xtpPYsbGxcQCbLhC992p6k4UQ4vcHI8UFUEFOPBNe5+ScJDx69Kg93/f3U94fZpxq2Z/sT11dHQMDA6aiwyh/H7bPOjOvgyMZa3tTfF04OztbFAFKTU0lMDCQ4uJihoaGWFxcxNPTk5deesnuEw6PHDnCtWvXuHz5skkYwMp309zvLScnh/fff980DMnazoElgwGHn39P375ew+clzcS6zRLmJSIhPg7/6VkKmycAA1dKWnl+u/VTOjfZZDW+UUJgcnKSzz77jKWlJU6cOPGE/WdcXBy1tbXk5eXZdGNeC6MzWWRkJNPT0ywvLyMQCFY9ViqVIhQK6e7uXrdOICwsjOrqaqsWufT0dOrr66mpqSEtLc3i6xcKhRw5coTR0VGGhoYICQlBLpebf6CVREREcPv2bbt0DsBKwVlFRQUtLS02WelmZGTQ2trKH/9/55lYcuFIshdLM4PMzs7i4uLCli1bSE5ONl2rLQODs7OzuXTpktW+BwD9cyIKe6CwpxRVOSQHuZishY2V9idWL4R/JrCmP9/b2/srq4fIyckhPz+fK1euEB8fT3Z2Nj4+PvT09Kz7OIlEwne+8x3u3LlDfn4+e/fuXdcc7GGKa3v44x/exFfuxKtpLvzrzTGWAc0cBMoW6ezsxNXVlX3xnvRMGnjtQJIdXukmm6zwjRECRpdAhULB8ePH11xoDh06xEcffURHRwcREfZR3K6urkxOTpp2L1qtFmdn5zWPt6RgUKFQIBAI6Ovrs7iNTCgUEhMTg1qttkoIGPH29n5qFdGwIgSMod+NFoDByusNCAhArVabFQI6nY6xsTEmJiaYnJxkdnZ2ZVjN0jKFHQ+AB8xMjvGbB0LJycmx26wAb29v3NzcKC4uNut5/zgebhIEAmAZTh0/TEaC5TMwngXc3d3NLq5fFwcOHKC9vZ07d+7Q19fH9u3bKa1uond4gmDl2p0dQqGQffv2YVhepqCo5AkhoNfrGRwcZHh4mLGxMWZmZtBoNNzp1KPTQ9/4A2YWpGTFKFB1TfGtI1t5ef+XtTf2255sssmX/NILgfVSAavh7u5OZGQkhYWFhIWF2SXs7e7uzsDAAAKBALlczvT09LpCYL2RxA8jl8tpbGy0qp88MzOT5ubmNVulvm6ysrIoLCwkOjp6Qx0IRhTBMfzdf+Rzpe0jfv9YLFrNrGmRf/DgATqdztQaJhAIEIlEODk54ezsjLu7OyEhIWwd66Oma4Jwj2Xu379v17QRrERqbt++bdY/4nFSIpSc+7MXuXTpEh6O6xehPot4eXk9tVHF9iAyMhJ/f3+uX7/OO5dvc60NLv5VLuf+4jQR/uu3eZ4vG0fdo6V7PpftgULm5uZYWFgwRfDEYrHJotrHx4f03TL+6qf5KOVifu31zeV+k6+WX2ohMDU1xaeffrpmKmAtnnvuOd5++22KiorsMjgkKCjIZAksk8mYnp5edxJbYGCgRQ6DkZGR1NRYV3UuEomIjIykqqrqqQmBsWkN18vbyUwINHvDfJzY2Fi6u7v59NNPOXPmzIZTEHdqepjVQXP/FJ9/UUGYYmWRd3V1xd/fHw8PD7y8vPDw8FgzSmR0SdRqtbz//vtUVFSQmZm5oet6mIiICIqLiyktLWX37t1WPTYm2JvECH+qq6u/Em97SzHufI0TNx0cHJDJZAQHB5vMo3x8fCzqz7cX9V33cXJ0ICrQ8vZUqVTKqVOn0Fyv4vO2KhaXlvmiuh0vWTLurhJmZmbo6+tjZGSEyclJ5ubm0Ol01PeuGDPV906RFeZLZGQkSqWSgICANcXe9w9F2GT8tckmG+WXVghYmgpYDaFQSHZ2Nnfu3CE1NdXq3O3jhIaGmnqe3d3dzRbERUdHU1xczMjIyLriJTk5maqqKrPT0x5n586dtLe309LSYpdq/8f58/97k6q2Ec7dlHL97yz37Tfy/PPPc/nyZXJzczlz5ozNZjFNTU0w0YZS5oCzwxL/5bfeROLkaNO5YCUHHB8fT2NjIxkZGXY1nUpKSqK6uprs7Gyrz7tjxw4uXrxot9oKazBO2hscHGR8fJyZmRm0Wi0GgwGBQICjoyMikcjkGVBYWIhIJMLDw4PpZRkf1sP4uS/40zee7qS+otoefv9f8xAKBLz9JyeJD7UuxfXKwVR0BiE37tXwb5/W8M51NWcTlhEJV8S1VCrF3d2d0NBQAgICCEye5baqi28f3kJimGWRLaVSadUMkU02sRe/dELg4VRAWlqaRV7lqxEdHY1arSYvL48zZ85s6JqEQiFSqZSWlhZCQkKorq5e93iRSIRMJkOtVq87xlckEuHr60tlZaVVQkAsFhMaGkp5ebldhYBWq+X27dtMjo0A2Gx5KhQKOXnyJJcuXeL8+fOEh4eTnZ1tVYX4vXv3qK+v57kdqfzhb2/lxz/+Mb09XRveNW/bto36+noaGxvtGlHZsmULKpUKtVpt8ZwDIwqFAqFQyMDAgF1sh9fCYDDQ399PT08P9+/fZ2ZmhsXFRYRCIRKJxDSF0M/PD39//1U/L61WS2trK93d3Xx2t5PpBcgtauF3Tmfa1SJXr9dTW1tLd3c3Op0OVc/symtYXmZGs2D1+UQOQr57JJW+0WnaR1uZ1y2za89eEmIiVhVuOUolOVZ2algy92CTTZ4Gv1TfNltTAWtx6NAhPvjgA1pbWze8gCiVSvr6+tixYwf5+flm88HR0dEWhf0zMjL45JNP0Gg0Vs1G2LVrF++8847V0YTVMBgMlJaW0tDQgEQi4X/9xiH6Z5ZJCrP9/RcKhZw+fZqOjg7u3r3LO++8g6+vL5mZmevWDhgMBj7//HOGhobYv3+/qeDTz8+PmpqaDX+OIpGI8PBwVCqVXYWAUCgkKiqK2tpaq4UArLTi9fT02E0IGAwGBgcH6e7uNi36Op0OgUCAVCrF09OTyMhIwsPDrYrYSCQSkpOTSU5ORh7SzV/+500SgmR2EQFTU1P09fXR1dXF8PAwjo6OeHt74+XlxauxseyYEePs5MiOeNvNeH73VAaerhIm+5upqSwlLso+dUSwkoYQCAQMDw9vGgZt8pXySyMENpIKWAuZTEZMTAzFxcWEh4dv6JzJyclcvnwZg8GAj48Pg4ODhIaGrnt8VVWVWRHi6+uLs7MzZWVl7N271+LrkUhW/O1LSko2JARaWlq4d+8eBoOBjIwMkpOTAbBXh3NERAQRERH09vZSXl7O5cuXTa17cXFxj9yEdTodFy9eRKPRcPLkyUc6HDIyMrh06ZLVgmk1srKy7CaiHiYzM5PW1lY6Ozut7kH39PS0yJFyNQwGA0NDQ/T09DAyMsL09LRp0Xd2dsbDw4OUlBTCwsLs1i0BsCcllP96JBCNRmPzOUZHRykoKGBqagpYMf6RyWQcOnToCVFkvbx6Eg83Z37n9A50ujQ++OADPvroI86ePWu3HbyTkxODg4ObQmCTr5RfeCFgMBjIy8ujr6/vqQzh2LVrF52dnRQWFq47P94cPj4+iEQi6uvrTcWA6wkBkUiEn5+fRUVg8fHxqNVqq4QAwO7du3nvvffo7++3+sYzMjLC7du3mZubIyoqiuzs7KcazgwODiY4OJi5uTlKSkooKSmhtLSUiIgIXHzDqW0fZul+A1InR1555ZUnFntvb28kEgkVFRUbLgCVSCT4+/tTVlZmVyEgFosJCAigvLzcaiFg/K6Yw2AwMDIyQnd3N8PDw8zMzLCwsGBa9N3d3UlOTiYsLAwPj6c/1tYYqbGGJYOBL6o76GtVszA7gbe3N8ePH8fX19eudRvrIRaLOXv2LP/2k/Mc/S9vExGs5B+/dwjnDdSgwEqrsS0jwzfZZCP8QgsBe6cCVkMoFLJnzx7y8/NJS0vb0I7I39+ftrY2cnJyuHz5MllZWTg4OKx5vLEIbG5ubt2WtZSUFFQqldUpDBcXF/z8/Lh79y4vv/yyRY+Zn58nPz+fkZERlEolJ06csOu4ZnO4urpy8OBBDAYDNTU1VNXU8Z8ftLK0DKlBEn74Z6+tuRjExsbS0NBgl04Q4wTA+/fv26XN0Uh2djYffPCB1ZMFw8LCKCktZ2lpyfSdMhaoGhf9qakp06IvkUhwd3cnMTGR0NDQDQ96shWNwJWL9TpEN9S8diBpzc/OYDAwOTlJf38/P81vprh1GqkjnP+zFwjwX7sDx1609Y/zk2vVZCcGkegvobe3l/v379M6pmdcs8x48yAN3aNsi7HFVupLIiIiqKystMkNc5NNbOUXVgg8jVTAWoSHh+Pk6sEf/PMlDu9J5+xe66bFGUlOTubKlSumCuP+/v51c7oKhQKpVEpZWRn79+9f8ziRSERAQIBNLWS7d+/mww8/NNuhoNfrKSwspL29HTc3N06ePGnXBdBahEIhaWlpOLvIeLvyNktLkBwfs+7NMy0tDbVabZdc+sMTAE+dOrWhcz2MTCazabJgXe80P62Bz/7kHb6b6YFmbsY04Mq46MfHxxMaGvpUTaGs5e28OgZn4Z9zy5jtKsNH4YWvry8LCws8ePCA+fl5NBqNaWSxo6MjUz83I9QtgYfn0xEw09PTDA8PMzo6ytTUFD8tHqFncon8yk5+bSu4urjg4eHBC9kJjBb0YFiYZaKvGTYoBJKSkigvL6euru4rHw29yTeXXzgh8LRTAWvRMS+jdmiS2g/ukpkQSJCP9f3t/v7+pvRAZGQkbW1tZhekhIQEVCqV2R1CRkYGubm5zM7OWlW8JZfL8fb2prCwcM3uCJVKhUqlQiQSWWWb+rRpamqiqKiIPzkRhYd/BJkJ66c3RCIR3t7eVFVV2aWobufOnXz66admIzbWkpmZyZUrV5ifn8fFxWXN40ZHR6mtrWV4eJibzfMYluH+zCIT83q2xMYSGhpq6ih41tBqtZSVleGiH0UAZCYEcvj5OBoaGuju7kYsFiMWi1EoFPj6+hIQEGBKVbykWeDvfvIpCokeqWRjoXhYEbkVFRX09PSg0WhM3gYODg5IJBJcXFyIC3SnZ3KcSD9XfuOt1x55/JF9WTQ3N/98AJTt6UNYEbhbtmyhvLycyMjIdT//TTaxF79QQsCYCtDr9U8tFbAaJSUlaMZWrFBlTgI8ZWu7ApojKCiIxsZGTp8+TVlZmdnugZSUFCorK2ltbSU2NnbN47y8vHBxcaG0tJSDBw9adU3PPfccH3/88RNRga6uLgoLC1lcXCQ5OdnqYUVPk5qaGsrLyy1yi3yY7du3c/XqVatd/Fbj4QmAOTk5GzrXw/j7++Pi4sLdu3efaB/V6/VUV1fT1NSEVqvF1dWVoKAgfidFyXuFXUT4efDWi+l2uxZ7Mzs7S0FBAcPDwzg5OfErx3bw9wmJiBxWvleW1Fy4SZ2I99Lj5+e34evp6uri1q1bODg4EBwcjL+/P0qlErlc/sh3/SQQ9JN3iY9eXUBGR0dTWFiIVqvd8CCk7du309PTwwcffMCxY8e+svvcJt9cfmGEwFeZCjAyNTXF1atXefDgAb96che/5+nLp5cucH9owOYisfT0dD788EO0Wi1BQUG0trau24YmFAoJDAykpqZmXSEAX4YVrc0venh44OPjw507dzh79iwTExPk5+czPT1NWFgYe/fufSb6mpeXl3n7eg0t7d0EO46yOzvL6hY+o7NbZWUlWVlZG76mjIwMm+yBzbF161aKiopMPeVTU1Pcu3ePgYEBHBwciIyMJD09/ZFFZ2vis+Ms+Dh6vZ4bN27Q39+PXC5ftarfGhYWFjZczDg5OcnNmzeJiYmxaJyxQi5lfm521b8JhUIEAgHT09N2mYh46tQp8vLy+OSTT4iPjycrK+uZEeGb/PLx9d/dzfB1pQLKysqora3Fy8uL06dPm37cIUEBlJaW2iwE5HI5rq6ulJeXk5iYSGFhIQkJCWtOI4SVxebChQtmw/6JiYmUl5fbZHYTlbiV3/yna/z73R9zLMpAeICCV1991WZXv6dBaWM//3q5AoDv7I+yuY/fmJaxhxAw2gOXlJTYpQjRdN7IKP70J0W89wdvczTOCbnDA2QyGXv27HmmrIQtYW5ujtzcXAAOHz5McPCzMRzpxo0bKBQKiz83FxeXdceIC4VCZmdn7bKDFwqF5OTk0NLSQlFREV1dXeTk5KBQKDZ87k02eZxnVmLeq+/jZ9cq+dk77zI0NMSJEye+EhEwNTXF+++/T11dHVlZWZw6deoRhb97925mZ2fNziZfj4SEBHp7e00theb8xT09PXF1daW0tHTd44RCIcHBwdTW1lp9Te0j8zzQw9yCAWXkFk6dOmWTCJifn6ehoYH8/Hw++ugjysrKMBgMVp9nNbpbanEUglAA6Um21yls27aNhYUFBgcH7XJdW7Zsoa2tzW6vU6fTcelaAX3Ty8wtGOicEnL27FleeeWVX0gR8NFHH+Hs7Mzrr79uNxHg5uZGd3f3hs4xMzNjmiNhCTKZjAcPHqz5d5FIxOzs6hEDW4mJieHNN99EJpNx8eJFysvL7Xr+TTYBcPjBD37wg6/7Ih6ne3iK7/7dJ5Q1DyF1duKPfuP1Dfv9W0J5eTm3b9/Gzc2Nl156CX//JyuAnZyc6O3tpaenh/j4eJuex8fHB5VKhUwmw8fHh5aWFrMFeMvLyzQ2NrJly5Z1owfe3t5cuq1iZB7iw5QI1zn2YQK9ZXQNjiPSzfDWC+nIZesXvxlb0xobG6murqa8vJzy8nJqa2sZGhpiaWkJuVxOW1sbDQ0NpnG7tqDRaLhy5QrTE/f53dcO4jzbQVJkgM0tbyKRyNRSZy7dYgk+Pj7U1NRgMBgICAiw+Tzj4+PcunWLu3fvYliYR+gsQ6vV8q19cSTHrT2S+llFr9fz4Ycf4uLiwksvvbRuq6y1yGQyampqCAkJsbl9tbq6mvDwcIsHW83OztLT07Om82NjYyNSqdTuEQ8HBwdiY2NxcXGhvLyc+fn5p2olvck3j2cyNSARi3AQgH4ZdmxLfer56ZmZGa5evcrc3ByZmZlmQ867d+8mNzeXiYkJPD2tm64HKzt3o5HKqVOnKCsrY3p6et0bkjHs39TURELC2u2LDV33yeuAvI4qxE7OvLTHMrHi6izmH387hwsXLnDzTjFnT71gsn01Dpbp7+9ndHSU2dlZFhZW/NqdnJyQyWSEhoYSFBREQEDAI5+XTqcjPz+fK1euEBAQwMGDBy3OpWu1Wu7cuUNvby8uLi68+OKLeHl50dLgS319/YZ2x2lpaeTn59vF110oFBIbG0t9fb1NUau2tjYqKyuZnZ3F3d2dAwcOEBYWxneA27dv09/fCuzY0DV+1RgMBi5cuIBAIODUqVN2z28HBgbi7+/PJ598wssvv2xT14ZEIqG7u9vihdvLy4ulpaU1/y4WizfkkmiO2NhYnJycuHnzJlu2bPlKNkebfDN4JoWAqxhejIW0HdkczLBt120pVVVVqFQqPDw8eP311y3aXXh5eeHu7k5RUREnTpyw6XmNlrdardZkdLNezlooFBIUFERtbe0TQmB8fJzq6mr6+/sZntYhFIBhGSSO1u/AHkiD+Lebas5VvMt3trugX1hppxIKhSbnuZCQEEJCQvD09DR7gxeLxRw5coTBwUHy8/N55513SE9PN1kRr4ZWq6WwsJCenh6cnZ05ePDgIzUZycnJ5Ofnb8h0JSwsDAcHB6qrq+2ScsrIyKCxsZGmpibi4uLMHm9sWWtubkav1xMQEEBOTs4ThlVZWVm8++67drczftpcuXIFjUbDK6+88tSE/JEjR8jNzeWDDz7gueeeIzLSuqhJVFQUjY2NFo9+9vLyMk1RXE3MOjk5rZs6sAdhYWE4OztTV1fHzp07n+pzbfLN4ZkUAqWlpQQqXJ6qCJibm+PKlSvMzs4+4pFvKdnZ2Vy5csXmHnJvb2+kUiklJSVkZmaSm5vLtm3b1t0t79ixgw8//JDJyUnkcjlNTU2o1WrTNcTHx/NKcjIvjs7xUe4neDJu9XWNzK7seGYeLOHk4s72tJQNhV+N+Pv788Ybb1BZWUlZWRkNDQ0cOnTokYiKcUxtV1cXEomEvXv3rnpzDwsLQyAQmI2OmCMsLIzm5ma7CAGRSERoaChVVVXrCoHp6Wnu3r3LwMAAIpGI2NhYtm/fvuZiKZFICAjYWIHqV01BQQEjIyOcOnXqqbpOGgdTFRcXc/v2bRQKhVXOn1u3bqW2ttZikSUSiRAIBExMTKBUPulm6OvruzL62kLmHuj44/+4yaxmgb/9jYP4KyxLnbm7uzM2Nmbx82yyiTmeyRqBL774gvj4+FVz9PZApVJx48YNnJ2dOX36NEFBQVafw83NjX+/Usv/uVKH0ktGZIBtKYKGhgbS09MZGxtjcXFxXbc+kaOYv76g5j8+r6enVc3caB9+fn7k5OSwbds2U1heIZfiLNTT2NhISkrKujUFjxMXomBsfAp/8TS/9fpx/P39cXTcuGkLgEAgICAggLi4OLq7u6moqETVOY5MLkddWUpBQQEPHjxg586d7Nu3b920y+DgIENDQxsSAr6+vqhUKrsIHVjxza+qqsLHx+eJNE9XVxc3b96kqqqK5eVlMjMzOXDgAEFBQWajGkqlkqqqKgIDA+1qXPQ0UKlU1NfXc/jwYbv0+ZtDIBAQEhJCZ2cn3d3dVtXtCIVCBgcH6enpsfh7pFar8fT0XPV36ubmhlqtJikpyaJ6iJLGPn56rYaxaQ0+Hi6kRFhmlWwsTLVHfcsmm8AzGBEYHx83GdjYm7m5Oa5evcrMzAzbtm2zadyrkUW9nprBFdvT3C8aOJxufTFXfHw8ZWVlqNVqEhISKC4uJj4+fs2Fu71ngL6plR376KIrP/jO6TV3ktu2baO2tpaGhgaSkpIsviYPN2f+x1uHee+99ygsLOTw4cNWvy5zSKVSTp06xd/8LI8Lt7r5SUE3304Ts2fnTotv5KmpqVy9enVDOX6pVIpcLqe8vJwjR47YdI7Hz6dUKrl77x4vnz3L8vIyVVVVNDY2otPpUCqV7N+/3+oiRzc3NxQKBcXFxZw+fXrD1wkwNq1hcGyW5IiVVjeDwcDY2Bj9/f3cv3+fqakpNBoNS0tLCAQCxGIxXl5e7NmzZ00xYqx1yM7O/spbBPfu3cvFixcZGxuzqsUuMzPTonkeRpycnJicnFz1bzKZDJFIZCrqNUdalB8Rvi5MzmrYm2p5tGdubu5rtffe5JePZ04I1NTU4OrqaldzFuN5KyoqkMlkvPrqqxvaWc3Pz3Pp0iXS/AV0TiyT5Gv5jvthhEIhYWFh1NfXs2XLFoRCIQMDA6tOAlSr1ZSVlZEVLqV7VMPBZN91F0ChUEh4eDjV1dVWCQEjmZmZ5Ofn28Up7XGMA4M6u3pX/nsZTr90Bh8Py+1UjdGPurq6DQm6lJQUioqK7DbkxTcskd//93z+s/QnHI9awk0iIioqioyMjA19p7Ozs7l8+bLZolJL6B+6zxt/c4U5rZ49kRISFUsmL38nJydcXV3x9fVFqVTi6emJRqPh/v37dHZ2cv78ebKzsx9Jf2i0i9woraevqYLtqck2d9NsBIVCgYeHB/fu3eOFF16w6nEikcjiqICzs/O6LYJhYWGo1WqLhICb1Im/+9Vsbty4gdLDfESqe3iKf7lwj+XpGb6/bZvZ4zfZxFKeOSEwODho11zo/Pw8V69eZXp6mq1bt5KWlrah8/X19ZGXl4dMJuP//OlZ2trauHfvns070x07dnDu3DlTmNs4ptiIwWAgPz+f7u5uMjIyeCslhZKSEpqbm4Hn1j13VlYW77zzjk1DdsLDw3F2dqaoqMhqy+L1ML5fi4uLfPtQEqkDWsZ6W1HIrbdtDggIoKWlZUNCIDo6mrt371JfX7/hKFR/fz8fX7+Lbgl0miV8QxM4ezjTLgLDx8cHmUxGUVERx44ds+gx8/Pz9PX1MTQ0xMTEBHNzcywsLDDDVDMTAAAgAElEQVSvg/mVeUQsImbr1niCgoLWdeoLCwsjIyODqqoq/u1CEVXDxeyO9+Vosgc/vNVD85AGpUzE7/yW/bsbxqY1jE7NExfy5LCk+fl52tvbcXBwYFbgzj9e6+JS4yV++IcvILawWFYoFK7bDfAwrq6uzMzMrPn3nTt30t7eTltbm0UzOYKCgnBwcOD27dtP2Ek/jE6n43/+5Do1PSvP/QOldWPDN9lkPZ4pIaDT6Xjw4IHNjnGPU1tbS1lZGW5ubrzyyisbdsmrqKigurqayMhI9u1bGS6SkJBg6qG3xalOKpWiUCgoKyvj+PHjVFRUMDMzg0wmQ6/Xc/nyZaampjh27JipZmL79u3U19ebrVCXSCT4+flRWlpqU99xRkYGX3zxhV3scwcHB7lz5w7z8/OEh4ezZ88eRCIRO4Ef/7gDtVpt9YKelpbGpUuXNnR9RhMmW4WAwWBArVZTV1eHVqslLcSbGYMzmpkJjuxKsWvbXEZGBlev36R7cIxQ/y/D3zqdjr6+PgYHBxkfH2dmZoaFhQWWl5cRiUSmaZdhYWEEBgaiUChIrGwj99oX/M/vnUTmYnnEJzU1lb/8QI1Or+dO/TDJHnPMalZaSTULen72s5+xb98+q+puDAaD6fs8NzdnWpQFAgF6RLyv1vNgcZlv7QnjQIo/Op2O+/fvMzw8zMLCgqmGpaBjEb0B6rpG+d8/eptgHxmRkZHrfq/0ej06nc5iN0A3NzdGRkbW/LtYLCY4OJiysjKLhIBQKOTAgQPcuHGDn/70p7i5ubG8vIxer2dpacn0j16vx124Imx83YSm1t5NNrEHz5QQaGlpQSQSWVX5uxoajYbPP/+cyclJUlNT2bbBMJrBYODq1asMDw+za9euJxbfxMREamtr2bFjh003/oyMDK5evQqs7FCNOcaPP/4Yg8HAK6+88kgqw9IKdYBdu3bx0UcfMT4+bnVuOjo6mtLSUoqKitYdg7we09PT3Lp1i7GxMfz8/Dh58uQThXkhISE0NjZaLQS8vb0Ri8XU1NRY5RD3OMb5D9aE3TUaDSUlJXR1dSEQCAgPDyczMxOJRMJrwLlz5ygvK+XAgQM2X9fjePn483EjvF1zkRe3yAlxW0Sr1ZrSGs7OzsjlcmJjY03Dc9aKUh1Mj6FbXcjc9AQyF8uKcjUaDZ988gkpPks4O8s4tSeBV/cnsT9njpuVneyI86OzsZpr166RlJREZmbmuufr7e1FpVIxOjqKUCjE39+flJQUvL29MRgMLC4uUtfaw4PKOgDqWnuQLfQjFAqRSCTExcWRmJho+j7tHpzgb8/fJUIp51CKJ319fVRWVjIzM7OmjbBarcbBwcEqIWCcTrgWu3bt4ty5c/T29lpUKxEcHMwbb7xBc3MzIyMjODg4IBaLcXR0RCKR4OTkREBAAHK5nMH743x6KZf7I8NPrZh6k28ez5QQ6OzstNktzkh9fT0lJSW4urry8ssvb9h0Y25ujkuXLqHX63nxxRdXLUTaunUrarXapl0trIS4HRwcaGxsROLhz//7f/NQXKvnQLQzL7/88qq73Z07d3Lu3DkGBgbWdbNzd3fHw8OD4uJimzwPtm/fTnFxMbt27bJq163VaikoKKCvrw93d3dOnz695mebkZHB+fPnmZqasloEBgUF0d7eviEh8PD8B3NpkKGhIUpKShgbG0MqlZKenk5iYuITAjA1NZWSkhK7GBYZGZ/RMK9b+ffBKR17ksIICAgwDVKyFrFYzODgoEULisFg4OLFiwgEAv78tx/12/D1cOWNgyvRlMjA52lvb+f27dt4enoSExPzxLl6enooLi5mfn4ehULB/v37CQ8PX/V5/f39KapsROTmwx+9eWjdnXCEvyc/+sPjpv+OjY3l/PnzaLXaVY/XarVUV1dbFQlycXExm0aQSqX4+flx7949i4smJRKJRXUF/j5e+Cl9KS4u5uzZsxade5NNzPFMzRqYmJiw2TpTq9WSm5tLSUkJKSkpvPrqqxsWAcZRoBKJhNdff33NamShUEh0dDRqtdrm5/L29qa9vZ0r5d0MzS5TN2wga9+RNW/wUqkUX19f7t27Z/bcmZmZjIyM2OR6FhcXh8jRkZ9dvMn0/Oo3VCPNvWN8/1+u8lc/vMy7777L+Pg4hw8f5uzZs+sKPDc3N9NCbC1paWnMzc1t2NEtMTGRnp6eVecFGAwG6urqOHfuHJ999hkAx44d44033iA5OXnVKFBcXBxCoZCqqqoNXdfDhPl58MevZJHoI+D0zgiys7MJCwuzOS3i6urK6OioRcfevXsXrVbLmTNnzLZaRkZGkpiYaJqeaKS3t5f333+fvLw8PD09eeONNzh16tSaIgBWhFewbIk/+5X1RcBqXL16laWlpVWjAQaDgUuXLiGRSKyKGC4sLFgU9du9ezczMzPrphFsZffu3UxNTW16CWxiN54ZIWAMBdpSKNjQ0MC5c+dYWFjgzJkzG9od6pcMTM9rKS8vJy8vj8jISM6cOWP2ZpuVlYVer6ekpMSm542NjWViYoL9aWE4iQQEezgS6L2+kNm5cyeTk5NMTU2te1xgYCBSqZS7d+/adG21kzJ+WDDAd//2kzWPMRgM/P25W5Q2DvCp6j4pW9N54403LN4RJSYm0tvba/XgHg8PDyQSCdXV1VY9brXnX15eprW11fT/jBbHP/3pTykrK0OpVJoWL3O7aKFQSFxcHI2NjRu6rsc5uzeRt3IS6Olo2fC5PDw8mJ6eNnvc6OgoTU1N7N6922LRsWPHDuYWhbzzSQG9fX2cP3+e69evI5fLef3118nJybHIu+HOnTv4+fnZJHZGRkY4dOjQE10vo6OjvPfeeywsLFhtfzwwMICzs/nCVrlcbmr5tDceHh7I5XK7isxNvtk8M6mBgYEBBAKBVa1Rs7OzXLt2jampKYtykubQLxn4zt9corl3nF0h8Jun96wa2lwNkUjErl27+OKLLwgNDbXaTCUyMpI7d+4QrhDzo+9lUVpaiqNo/apnhUKBXC6nuLjYbCX51q1bKS4utihUvby8DMDi4iJFRUX0DK3sPEYmZlleXn7C56CpqYmysjLcBYsIgGBPR7Ztsa7wLjExkbKyMtra2ix+z42EhobS2dm5IctVoVCIs7sP//tiGS8fgsn+FkZGRpBIJKSmppraO63BWNTZ3NxsV/OX9PR0GhoaaGlpsfq9MqLX601FhethMBi4du0aSqXSqtkOcw8WudCwhLami7K6Lo5v8+f48eNWt+3Ozc3Z/LkKhUJq6lvQCZ0J8HJFrVbT1NSERqPB19eXnJwcqwVGb2+vxZ/lrl27uHTpEpOTk+t2ZNiCpSJuk00s4ZkRAr29vRYpbVi5Od27d4+mpibkcjmvvPKKXQZwDI9O0Ny7Ysu7IPay+iYbExNDV1cXn3/+OS+99JJVokYoFOLq6kpjYyO7du3i7t27FuXM09PTuXnzptl+/7i4OEpLS6moqFhXMHUPT/Hrf/8phqVFjkYuoZBJ+MMz6RQ23GdpshuNRoOLy0q/f09PD0VFRTx48ICoqCjeeCOb1rYO7hYXAsuA5f4KxmKxmpoaq9/3tLQ0mpubmZ2dtbkzxGAwcK1xnpbBBWp+XMjv7fXg8OHDGzLGEYlEhISEUFVVZVchYDxvZWWlVe/V1JyWf/zoHkvaOUIdRxA7OrJ37951H1NYWMji4qLVxlKLS0ss/jyVHhYVw7FjqxfrmUMoFNo82jd5Wya/96O76C60cjACohQrRbYZGRmm77CltPaN8xv/8AnCZT3nT1rW1eTt7Y27uzt37tzhxRdftOUlrMnMzMyGu6A22cTIM5MauH//vkWFYv39/bz77ru0tLSQnZ3N2bNn7SIC+vv7uX7lMgeinUkOciXMadxsyH01nn/+eTw8PMjNzV2333g1AgICGBwcRCQSoRc48dmdSrOPCQsLQyKRWJSSiI+Pp6mpac3w+/j4OD/5+BqTc1qmHyzhGRzPm2++yc7tW/jT7zxPuK8rt27dYmRkhA8++IC8vDwUCgXf+ta3eO6551a882OiEAgEtLRYH7pOT09nenra6ny/q6srUqkUlUpl9XPqdDqKiop4++23QTcHgIerI2fOnLGLO97OnTuZn59ncHBww+da7bxDQ0MWP+ZiYRPXytq5oR5G7BnKm2++uW5NzsjICK2trezdu3fdnXP38BT/ermclr4vc9ZeMil/+6u7yQqC3ztje6TG09OT9vZ2mx7r4u6N7udixEnmy3e/+1327dtntQjQ6XS8+8ltZrV6phegtX91Z8HV2Lt3L6Ojo3R1dVn1nOaYmpraHEW8id14JmYNdAxO8Pb1aiJCAoiNWP3LrdPpuHbtGiqVCn9/f06dOmVxy485ampqVsLy4eG89fpJTuxO4v5gL2q1mvj4eKvmqAsEAlNkwFofe6lUSl1dHRHRcfz5+2qKWyYQOzqwJdK8B7nRnXC9uQJKpZLq6mqcnJwesSjt6uoiLy+PmpoafN2dWRK54MwD/p+Xn8NF+mWURqFQoFKpaGlpwd3dnRdeeIGEhIRHUg0CgYCBgQGGhoasdphzcXGhoaGB+fl5QkNDrXrs3NwcnZ2dFlVew4rouXXrFnfv3mVmZoaEhATeevkwflI9foIRtqalWjWjYS3EYjG9vb309fXZ1XFPLBbT3tnD1dI2goMC8ZSZj6YJBALyKtrxlDnzJ98+hMs6xXfGLgFfX18yMjLWPe/3/+Uq+VVdlDX28+r+L10sg5We9LeoSIiPs7mg0cnJibq6OmJjY60+h4+7C15yZyTL8/g7jBIUGGBVakKv11NcXMytW7dwcTSw5OiGm4OWfQneKJWW3XtcXFyYmpqipqaGpKQku/hKtLS00NPTw/79++0+3nmTbybPhBD43j9dpWFAQ9uIhtcOPJlbrqur4/PPP0en03HkyBFSU1Pt8gMwuvY1NDSQmZnJjh1fuqJFRUXR0NBAe3s7cXFxVi0KAoGA2NhYBgcHqaysRKlUWhTGm9Ea+Ovcej6718zk/Eq1dZifOzsT19+Z+vj4UFNTw/Ly8rpFbEKhkImJCa6XNuOj9Ke/q5UbN27Q2tqKl5cXOTk5ZGzfxrGd8ehHW5mcGHvEFMXNzQ2xWEx6ejppaWk4OTmt+jwuLi7U1taSkmK9oc7CwgKtra02eQqoVCrTmNa1aGtr4+bNm9TU1ODg4MCuXbt47rnnfm5Z7EBMWAB1tSvdH/bq0zYKqKioqDXfM1v48a12bjVOcKmoiZeei8dZvP5wKKWnK6/tT+L1A8m4Sde/jtu3bzM5Ocnp06fNfoYXb1UyNqcnKtCL41lfpioEAgHV1dV4eXnZ3Bbs4eFBS0sLfX19NqVX4kO8OZARz+TEOBUVFYSHh5u1zDYYDFRUVJCXl8fU1BQZGRkcPfw8J3YlEOCiQ11TTWJiosUbhNDQUNRqNRMTE0RERFj9Gh5mamqKvLw8oqKi1u222GQTa3gmhEChuou+0Vk8nZY4vffLdqypqSkuX75MZ2cnycnJ5OTk2C0vptPpyM3NZXR0lKNHjz4x7lYoFBIZGYlKpbLpB2yMDExMTFBeXo6np6fZgqHPy9q4VdPHrHaJ7AgXfKWL/NdvH0Zi5gYvEAjQaDQ0Nzeb3RF/0TzBe8X9fHK3GVfdEPHRERw/fpy4uLhHbpASiWTVxdzX19dshEMmk6FWqxEIBFYXTfr6+lJVVYW3t7dVNRYikYiWlhZmZmaeuEHq9XrKysrIz8+ns7MTb29vDh8+zLZt2574TAQCAbOzs7S2tlocXTCHi4sLra2t3L9/3yK3OXOMjY1RXl7OlYpe5nSwvAxSNMQEe5vdNTuKHHAws7APDg5SVlbGwYMH150ACVBdXY1wupdXjmTz1gsZTxS4dnV1MTk5aXNRI6xEslQqFVNTUzYvfhERESYDo5iYmDUnaqrVaq5du8bIyAhbtmwhJyfnkchjQEAAjY2N9Pf3W/yaBAIBXl5eVFZWEhBgeVTCYDAwMDBAe3s77e3tVFVVUVFRgbe3N88//7xdIlabbALPiBAIlYPCUUOM+wKF1W1MLorpb6+jqLAQV1dXXnzxRdMMenswPj7OhQsXADh79uyaNzuxWIyfnx9lZWU2LWqw4tn/4MEDysrKcHZ2xtv7Sb90Iz7uLtyr7cTFQc//eCsHh/khtqVZtjP29/enqqoKNze3VXdfxla42+WNDMyAQAD/7Xtn2JIYu+rOxsvLi7q6Oh48eGBTrnx0dJS+vj6rBx4JhUJ6e3sZHBw065r4OFqtlvb2dlM0YXp6mtu3b1NYWMjExASxsbEcPXqUmJiYdXeFxoXHWjGyHlKplNraWotH1D6OwWCgu7ub4uJiGhsbCQ4O5vnsNG5VdSJxMHAwwR1VRRnd3d3odDpcXFxsCsfnlbfx7x/mkxIVwI6M7WseNzs7y+XLl+nq6mLHjgwytyat2uXi4OBAQ0ODTdEhIy4uLvj6+lJZWUljYyNyudwm99Ho6Gja2tqoqqpiaWkJLy8vRCKRyVgoPz/f1BXwwgsvEBAQ8MQ9x3gfqKystEjcG5HL5QwPD1NXV0dycrLZe1lrayuXLl2ivb2d8fFx5ubmkEgkZGdnk5GRsSkCNrErz4QQKC8rZfuWeDwDIvjri40U1HSjnZ3k7NHnyM7OttskwkX9Ep0dHVy7dg1vb29Onz5t9txubm5IJBLKyspsXhiCg4MRCASUlpYCa4ecXZzFHNsRiXagFl8fBQaDweIdkFAoZGxsjI6OjkcW37m5OW7dukVRURFarZYX9u1gS1w4rx1IWnWIy8PodDqamppISUmx+sYjl8tN45WtddZzdXW1adF0cpHxT5fV3KnpYrK3jhpVFcvLy2RmZnLgwAGCgoIsWoxEIhH9/f309vZaPKfeHJ6entTX1zM/P291kZder+fjjz9mfHycxMREdu3ahZ+fHz4ebrx5KAXDcC1ePv4cP3oYmZubyf3QKAqkUqlFKYmh8Vl+/R8+Y2h2Gb+AQHYmrS4Ay8vLuXXrFs7Ozrz44ovrCkWFQkFdXR1zc3MbKm6TyWTEx8czODiIWq1GpVJRV1dnMiGz5PspEAiIj49nYWGBpqYmqqurqaqqQq1WMz4+TkhICCdOnCA0NHTd89ma9zdOA9VoNGbfiytXrhASEsKpU6dITU0lKSmJmJgYuwnTTTZ5mK9dCMzOzlJVVUVaWhpXrudTO7gyDvWFPcns37GxaXAP899/doc//mE+XV3dHMpK4sCBAxYvbj4+PszNzVFRUUFERIRNY3n9/PyQSqWUlpauu8t2dHSkuqaWsYkpIiPCrJo7rlQqKSypYnbJCU9XR27evElJSQkGg4E9e/awZ88efHy8iQ7yws/LfIrF19cXlUqFs7Oz1fPPpVIp9fX1LC4uWjWABlZERG1tLXq9ftWRzKthMBj4949uU9w2w8DEAwI8nfnWS0dJT0+3KT/t5eVFdXU10dHRdsvrGwwGGhoazBZ1Po5AIKCzs5PExEQiIyMfeaxAIODt22389E4v7QMTnDmQRmhoKMnJybj9XBSUlpbS2dlpihSs9XqWl5f56LYavQFSAp3JTHk0XTY1NcXFixfp6+tjx44dZrsJHsa4E95IbY9IJCI6OpqUlBT8/PxwcXGhqanJqtSdQCAgKCiI1NRUUlJSCAkJISsri61btxIWFmbx9dmS9ze2CFdWVpqme65FRUUF6enpG567sskmlvC1C4H6+nqEQiGlpaV4yaV8+8V9OOvuI18a3fBYWCN6vZ7/9uNb6A0gkkj5o28ftfocoaGhdHd3o1arV/WWtwRvb288PT0pLy9f8wYyPDHHX3xQS0mXlkNZSfgrLG+NNCDkL96v4XpVH/X1jQR7OLB//3527txpk6GJsbiwvb3dps9ienqa7u5umx47OztLR0cHKSkp6x43NzfHnTt3KCgoQPdgnu5pIR5uUv7yreP4eNl+E3VxcaGlpYXx8fEn6kdsxdfXdyWnLhRalWYSCAS4ublRWlpKfHy8SQhMTU1RUFDA1er7aBZhYnqe7+Skmh4jk8kICQkhKSkJmUzG8PDwI6Lg8UjBvbtF+IqmeWFnHItjHcTExCAWizEYDJSUlFBQUIBMJuOll15ad77F4/j4+KBWq1lYWLBaFK6GUChEJpPh7++Pt7c3FRUVKBQKqxdNoVCIi4uLTb9lgUCAp6cnlZWVBAYGWpz39/Lyoqenh+bm5nXTZq2trUxNTVll4mSO9vZ2CgsLqa2tpaOjg6WlpXVTlZt8c/hahUBpYz+f5pewrJkgPDyM48eP46eQsTVhpUhvaWnJqhvOaszOzvLxxx8jdVxGtwTHtwaQlmBb5W5UVBT19fW0tbVZ3UlgxMPDA39/fyoqKujv7ycqKuqR86g7hvmspB3DMkQGepEcYVmb0sjICJ9dvcbdLi3LwJaYEH732yc27LHg5+dHVVUVfn5+VhdqbqRa3lg0GBQUtGrfd39/Pzdu3KC8vJzFxUXS09M5nnOQ7+Sk8frBZLuMaXV0dKSurm5D+e2HMRYitrS0WF2IKJPJKK5u5cLdDpYW5qkqLTT5JuxMi2V6dp4tPkvs2fFkTYk5UbCwsIBMJqO6uppAfyVHDu6ltbWNy8WNGAQiSr64wdDQENnZ2ezevdvqVI9AIGBpacmiFldrkcvlTE1NoVKprKrktwfu7u4MDQ1RX19PUlKSxa/LaDK1XpePh4cHKpXKpt/d4xi7o6qrq3F1dcXd3Z2FhQWam5vp7u62a1vrJr+YfG1CoLF7lF//h89oHzcQFxHE6y8eMv1NJBLh4OBgGrO7VoWvOXp7e/n0009xc3Pje7/yCm66YZyFiza7vAmFQiIiIqiqqtpQK5CbmxshISGoVCo6OzuJiYkxLTQBCjdUNbWEKuV8/6VsxI5r39j+86qKP/y369TW1jHe04CHXMbRPVuJCfHlrRe24+S4ceNIR0dHm/vgxWKxaca8tTMkRCIRHR0d3L9/37QrMhgM1NTUcPPmTZqamnBzc+PgwYNkZmbi7e2NQCCw6yKjUChQq9V2EaRG/P39UalUVhWawc+jWu+V09A3TVXLIHviFRw+fJjt27cTExbI8+lRdDRWmz3v46LAWMR27949SnuXuN04iePSLJWdU9xs1nCrupfUUBlvvnYWpdK8n8VaKJVKu0YFHiY0NJSGhgar7H/t+dwqlcqq1+Xo6Gi6v63ljyCTybh//z61tbUWFReuhrEN8vr168zOznL48GHS09MJDw8nNjaWmJgYKisr0el0FqfgNvnl5GsTAm3dA1yv7Abg9L40ooMezeMqlUpaW1vp6uqySbFWVFRQXFxMdHQ0R44cQSgUMjw8zMTEhNWV7A8jFotxdXWlpqYGpVJp845bKpWaJhY2NTURG/vz6v3lZYZbK3nr7CE83VcvDDJOw/vbjyqYW1hiYl7PkW1B7Ny5k4TIYFKj/OwiAox4enpSXV1tChVbg0ajoaOjw6ZWvGWEvHerAR1iBjvqKSgoYHh4mNDQUI4dO0ZiYqLVLnHWMj8/b9MOfi0cHBwYGhqiq6uLxETzVrVTU1OmzofBGQOTDyArKZTffi3nkRyzSCRiZGSE6yVNPBC6EuHvYXbxeFgUPNAL+dGtbqa1y9wfm8TTVUzHmA6hAL5/dg9+3uu3EZpDIBCwvLxsWtjsaYRjzPtXVFSg0+nsLjTWw8HBAWdnZyorK62qH1IqlbS1tdHZ2bnm/S0sLIyamhqmp6etFtIdHR18+umnDA8Pk5KSwpEjR54oNBSLxSbfDnt9vzf5xeRrEQJzc3MU3LjK1ihfvnU8mwNbV6+MDwoKorKycs2WuNUwGAxcvXqV9vZ2du3a9ciI0a6uLjQajUU34LXo6emhoKAALy8vtm7duqEbmlgsJjY2loaGBurq6oiOjmZsbIy2tjZ27979xPEajYbCwkIKCgoYGBjA19uLB0siDiR5I9KtVDHX1dUxPj6Ou7u7xbMbzOHq6kpLSwtjY2NW58uN6YHg4GCrF+3zBU1cqx2jqL4fb0cNuzO3cejQIcLDw60OT9uKsZXQ2h38evj4+Jh1nezs7OTGjRum8H9mZia/9tIBDmwN56U98QiFTy7yEzox/3SlhdvVXQR6y4gONP+b6e3t5dq1a3R3dTCmdUSjhz96fT8hrgvEBStI9DYwOdRll3odX19famtrbW5JXQ9nZ2fkcjllZWVMTEzYtd3YHN7e3nR3d9Pa2mrVvSUoKIiqqqo124qFQiFyuZzKykqrfj83btygurqasLAwTp48SVBQ0JrvhcFgoK2tjbS0NIuve5NfPr7yoUN6vZ7c3FzkcjmnTx9bdyF1d3cnNjaWoqIii27+Go2GixcvotPpOHny5BM/rqWlpQ0t3JWVlahUKmJjY1ddqG1BIpHw6quvcuHCBd4/f555kRcOgkd3Ff39/ZSVlTE+Po5UKmX79u2rti1ptVpqamro7OzkwoULiMViU4W0OWMYc2zdupXCwkKLphc+/vpkMhkqlYpDhw6ZfwAr0wxVKhUDffMAOArh9ZdPo/S0bnKdPTB6SZSXl9s0Ins13N3d8fDw4O7du5w4ccL0//V6PVVVVTQ1NbG4uIifn98Tpj6RAWt/jq4uzghYGfdUXVnBzlgf3N3dmdfqaB+YIDHMBwehEL1eT01NDc3NzWg0Gvz9/Tly5Ai/KZOZpktWVIyxtDTOnsPHee+99ygvL9/QeG9YWdjS0tIoLy8nKirKbhbhRiIjI5FKpVy7do333nuPgwcPbiidYQ2HDx/m/fffp6amxuLdtVwuJzExkXv37hEZGblqtC08PBylUkleXh6vvfaa2ftXfn4+PT09nDhxwqL3V6PRbNoUb/LVRgQMBgO5ubksLS1x9uxZiwp7goKCqKurY3R0dN3d6ODgIJcuXUIikXDmzJlV+23b2tpYXFy0OtVgMBi4fv06ra2tTyJ/Hm8AACAASURBVEQZ7IFQKCQ+Pp538hu5UjtN44ieKA89ne1tFBUVmfLh+/fvJysrC6VSuarCF4lEBAYGkpSUREJCAnq9nv7+fosjBSMjI7S0tODk5PTETlWhUFBbW2tT6FWv15u1Ddbr9ZSWlnLz5k16enrw9/fnjdNH2J0cjPNMGwlRIWsWTbW2tnLr1i0MBoPdFxf4spXQ1tbR1ZDL5RSW1eDgqsDNSUBBQQGFhYWMj48THR3NsWPHiI2NtSqq4+PugkQ3ys44JQqxxjQX4r9/UMN7txpR1TUz3VtLeXk5Y2NjBAYGcvToURISEkzFnMbvlVKppK6uziSEqqqqbEoNPY5SqWRiYoKysjLm5ubw9/e3a4Gfm5sbiYmJJnvvjo4OFAqF1eOPrcX4vlRVVVnlnWGJU2FYWBhVVVVmf3uFhYW0t7dz9OhRi7tS+vr6GB0d3UwNfMP5SoVAXl4eY2NjnD171uIb6sP2nGu16ajVagoKCggNDeX48eNrFhe2tLRgMBiscqzTarVcuHCBiYkJjh8/bvUwHEsRCAQ0DMxR3zUKQKDjJEuLC6abdWJiolU3M0tFgUajoaKigqKiIurr65mYmFjTUVCr1dLc3Gz1HACFQrGmbfDs7CwFBQV88cUXTE5OEh8fz9GjR4mKikIsFuPrJWOov4f+/v5HPjetVsu9e/e4desWXV1dTC+K+OdrnVS0DLMvLRyRg/12OVKplLa2NrtZBAPMLwr4yw/ruVLaQU9rA57OXxofBQcH27xLG+huZXtKLFlZWYSFhTE5Ocm12gmWlkHsADnpEWRlZZGdnU14ePiavxWhUIhSqaSgoIAdO3bQ399PW1ubXQyWIiIicHJyorm5mcrKSoaGhvD29rZbKsvBwYHo6GjCw8Pp6+tDpVLR3t7+1AWBv78/LS0tdHV1WXyPEQgE+Pv7r+tU+HAdQmRk5BP3Tr1ez+eff053dzeHDh2yqvCvq6uLmZkZu7Vqb/KLyVcmBEpKSmhvb+eFF16wOtcql8tXbdMxGAzcvHmThoYGduzYQVZW1rp5webmZoRCocUe4aOjo+Tm5uLg4MDLL7/8VM09tDo97+VVMzun4S9/ZR8vH99HYmIioaGhG86HrycKmpqaTIt+Tk4O27dvx9PTk7Kysid2gH5+fqhUKlxcXFAoFBY/v1AopLu7m9HRUdN7b2z/q6ioYGlpiaysLA4cOEBgYOATi6BcLud6cQ16kRvOQh35+fmUlJQwOztLQkICR44cobJXS1nLCP1js2QlBtk9jWCcgrfRVkKdTkdJSQmf5xdSN7IMwHPb4/nVl4/aPJjHyJLBwEc3KggIDMDDzZnBwUHa29vJTAolKiyIP3h1N4mxURYvhsaFWa1Wc+DAAaqqqnB0dLRL1MXHx4eUlBQ8PT3p7u5GpVLR2tqKo6Mjnp6edsnvOzs7ExcXR0REBP39/ahUKsqb+vFS+OLhZh/R8TiBgYFW1zVZ4lRorENoaWl5pA6hpqaGzz//nIWFBY4ePWp1d0tjYyMGg2GzhfAbzlciBJqbm6moqGDv3r02FwkZ23SM4TGtVktubi5jY2McO3bMoiK25uZm0zAgc7S0tJCXl4dSqeTUqVM2tzBawuDgIOc+uc212lF0BogK9CIt2vq5BpbwuChITU0lNTWV0NBQ02v08PCgrq4OkUj0SIjxYRtja3cQAxMP+NGNNtr7RuhpKDWlO55//nl27Nix7k1zYHKB/3WpiXxVN8PdrQR4OrN37152795NQEAAQqEQhVxKddsQiWE+vLo/0a4RAVhJD9iaGoFHxx5PT0+zfUsi2dviES2Mcyw9lP+fvTcPiyu/z3w/tVBAse+bEDtiE6uEFoQktCG0tnZZ3W3H9txr38xMxpNkJjPXSTzXyWQmmSe5k/HEcRI7brfd2oX2FQRIAkkUe0GxLwKKTazFWkBxav7AVZGaraoASU76fR49TUNVnVNV5/x+3+X9vq+X5/KFXX58vZBLz9U8KGpG6FEhEenZsGEDKRvj2BS5BsclHAfng6enJw0NDej1eqPDY1RU1IqRNV1cXIiJiSEkJIT+/n4qKytRKpVoNBq8vb1X5Dg2NjZERERQ2jrGP+S0cj2/hvSNoTjZrUyb503Y2toyNjZGWVmZWdMRgYGBKJVK+vr6FhxLDgwM5EVhEYUN/UhEenIe3aO1tZW4uDiLDdmKiopwc3P7ysnwXzhWnSzY1dXFs2fPSEhIWFZZVSaTsWXLFs7fLaCgeQL7sRYc7GaJdku54Rng4eFBU1PTko8zGLvEx8cvmyC1EHQ6HQqFgtraWnQ6Hc72Tvg4iJjSS0lLCFyVY34Zi7VnXFxcaG9vn8MmTklJ4fz58/T09JicGU5NTXH5aT3qYVAr1Hz/cACnTu0wuT2kmxGMPydv2syJXXODkBBfVy794JRJr2cpIiIiqK2tZcuWLSY/p66ujtLSUkZGRnB2dmbPnj1vkQ5j/OzIy8sjOirCokqDIAio1Wrq6+tRVr769W/FnDh5Ci/X5Tt1isViduzYwY0bNzh06BANDQ3cu3eP48ePL/u134SzszP79+9HEATKyspQqVTU19fj7u5OcnKyRXPuAwMD1NbWolarGR4epqJr9jrSzeiZmNSt6Pm/iW3bttHS0sKjR484cOCASc8Ri8Xs3r2b+/fv09XVNW+PXy6XUzPmxouyV1zMf8V/SPfh5MmTFvNWhoaGGBkZYd++fRY9/yv888GqBgIjIyPcvXuXwMBANm5c2MnMVLj5BPCoqQB9UyNbgu3463/1NbMWz3Xr1lFVVbUg810QBG7dukVvby979uxZlShZq9WSn59PS0sLUqmUmJgY42Y7MfqPHD9+GHf35TH8VwL+/v4olco5v7e3t8fNzY3nz59z7NixRV9jaGiI/Px8urq68JRJEIvAy17EhvhosxavmCBPfvQ7+7l59yFhrsLST1glbNy40agsuVhQOzU1hUKhoL6+npmZGfz9/Tl48OC8mhM+Pj7Y29vT2NholpysIAjU1tZSVlaGnZ0d4eHh/NXvb+VxeRshvq4rEgQY4OjoSHJyMrm5uaSnp3Pt2jVUKtWKGTK9CbFYTFJSEklJSUY75Hv37mFtbU14eDhJSUkLEhYHBweNG79Go0EQBKNPRmJiIp/4r+VKbiW1yhIcraZX/NzffA979+7lzp07qNVqk4MYf39//Pz8ePToEZ9++um8a9vsBEk/IpGIgwcPLqvylZWVhYuLy7JbUl/hNx+rFgjodDoyMzNxcXFh7969K/KacmsrHOTWDI9P4u/lanYGZbAdLSoqmpPVjY6Ocv36dWZmZjh58uSKzYwbYNgUOzs7sbW1ZevWrcaFVK/X89mtZ3SMiMzqva8mwsPDjapjX154t27dyu3btxkfH5+3GtPW1sbLly8ZGhrC0dHRmAVnFDxnYnyMqspK/M3M8LZEr2WiJ4TKysr3xnCWSqX4+flRUlIybyDQ39/P8+fP6e7uxsrKyhjkLVXeTkhIoKCggNDQUJOuabVaTX5+vlFZ8U1DqKMpq6Ost27dOl69emUUh3r+/DmBgYGrKujk6+vLsWPHjIFVXV0dlZWVyJ3cedomwkFuw0fxzvR0dTA0NIQgCNjY2Bj5B/ONHH+6P4kb2naePXvGqVOrV0Hy9fUlICCA7Oxsvv71r5u8VqWnp/OLX/yC/Pz8eUeU/9O5bcQEuPJKVUhdbY1FwZggCNy+fRuNRsPJkyfNfv5X+OeHVeEICILA1atXEQSBkydPrticqrVMyoHNYQQ6CegHmiwa55qenp7jAGcYPbSzs+PUqVMryizu7u7m4cOHFBcXIxKJ2LlzJ9u3b39r8b5ZUMdfXiuhoR8SQ9zw9Xj/jmMymYzy8nLs7e3n6DE4ODjMcX0TBAGlUsmjR4+ora3F2dmZ9PR0kpOT3wiq9KjVavr6+oxTAebA4Ia4EvrrlkImd+QvryvJV3WyPT4ImZWEuro6srKyKC8vRyqVkpqaSlpampG/sBQcHBxobGxEJpMtqvcwNTVFQUEBSqWSbdu2sXHjxlVXVjTAwG7Pz88nNjaWnp4eswV0LIVEImHt2rXEx8fj4eHBncJGnjdoaO0ZRqIdINjXlfj4eHbv3k1CQgKhoaG4ubkt+NkbBJ0CAwNNbitagsDAQLOVAd90KAwKCpozSWEllRAd5I2UWc0Jc/kagiBw48YNBgYGOH78+IonPAYMDQ2Rl5dHaWkpra2tTE5Omu1g+hXeHVYlELh37x4DAwOcPn16xSxcDbCzkREZspZXr15RUFyF2M4NPzMc+nx8fCgvLzf6wiuVSnJycggKCpotta0QCcow0VBYWIidnR3p6els2rRp3smDxo4B8spfIQJkw0201KsYGBhYUXVAS9DU1MTExMS8REyRWML5x0rGZ2T0ttWSk5NDR0eHUf43Ojp6ziJrsGEODAxkYmLCbLEXg+/Bl0cJ3xW0Wi0/zXzCy5Yx1H2jvGptQ139klevXuHl5cX+/ftJSkoye3EViUTI5XKjt8Z8jPnJyUljiXz//v3LFoiyBAZGf15eHnv37kWpVNLf32+x54YlcHJyIiTAn5yyFmwlAvHeAul7dpk1cmlra4tKpUIikayYh8R8MLgkFhcXL6oi+WWY4lC4Zs0aampqaG1tNeteyMzMNFYCVisIMDhV6vV63NzcGBsbo76+nuHh4RUT5foKK4sVDwSeP39Oc3MzR48eXdVxOzsXL/74UiW3XzTg5mRLVIBprGuRSIS9gyP/9WIR/3i/nKmBdtK2bVpy9NAcGIST+vr6OHDgAMnJyYtmbsE+Tqjry/jeuT0c2bOF6elp2tvbjTP/fX19ODg4vLPsz4ChoSE6OjrmtQJ+VNLKVUU3+VVq5MIw2zfFk5GRsagCpEQiQa1W4+XlRUNDw1uWuqbC2dmZ8vLyJc2o1Go1o6OjK1I5aGlpITs7m8LCQsT6aZRdMwAMjkxwbk8sBw4cIDw83CLS1gtVOz+9W0pYoC8D3e3I5fI5941Wq+XevXt4e3uTmpr6zuSV54OB51BYWEhKSgoVFRU0NDQQFBS0bLEhU+HiYMun++L4dH8i3Z1qVCqVWe5/gFHieTUEqN6Eq6srarWa6upqsyZtgoKCKC4uXtSh0M/Pz6xRxfr6emprazl79uyyXUnnw9jYGJmZmXR0dLB9+3Z27txJcHAwkZGRyOVyKioqVtx98iusDFZ0Ramurqaqqordu3evus/1i8JidL/mjbV39pr1XMHamVYNwAxDEs8lPe/NRW5uLhqNhrNnz5rUZmhsbCTIVcLm9bPkxK1bt7J161a0Wq3RO/z69etYWVnh6+tLbGysWX72liIsLAyVSoUgCMZsq6WlZbZf26YBQCIWcfbE0UWlb9+Ev78/o6Oj6HQ6+vr6zL5OfHx8kMvlvHjxgt27d7/1N51OR1FRkXESQ6/XExoayrbUHYu6OH4ZL6vV/JfPcvFzkrLVe9yoWGiQbR354hmZT2tIDHZZ9lTJH/4sB83YJE2dg/zJuQTjBmVYLLVaLXfv3sXPz49NmzZ9EIuowQ2vsLCQ/fv3U1BQwPnz54mMjGTr1q3vVLI2IyODzz//nMLCQpOnOR4X19PSP82pd5Sdpqen86tf/cosmWYbGxuSk5NRKBTExMTMG2S6ubkRGRnJs2fPCAwMXDIQUygUBAYGroqoUm1tLc+ePcPR0ZFz5869Vf3QzQj8PK8VZb3Ajo4Bwvw/DB7UV/gnrFhFoKOjg8ePH5OUlLQqbGIDDF4FI4Ov2bctASfpJG4zXcSZMbPrZGdNY8cAExMThNsPo5+abROsBOrr6ykrK2P//v0mb3IG/sCXPzcDOW39+vXGjKezsxOlUklFRYWReDifnPJKwM7OjotZJRQ39CEa7yMv9zENDQ24urpy9lgG+zdHcG73eoJ8TC8xSqVSKioqCAsLo7u72yJdCZFI9Ja3/djYGE+ePCEvL4+BgQEiIyM5ePAg7h6e/OEvi/jft8rw93QyOVj5ya1ilM2v6dFMcSw1iuNHDxEZGWlcQFNjA4j3AWGwddkZTml9F+2vh4lZY8fp9M2oVCocHBxwcnJiYmKCu3fv4u/v/8EEAQZ4eXkhl8t5+vQpO3bswMPDw3hdBgUFzbtxaTQaampqqK2tpbGxkZ6eHuRy+bL69BKJBBsbG5Mty/Mr2/j9n2TTMAAbIv1Z47HymfGXIZVKsbKyWtR2eD54e3tTW1tLe3v7gvbK/v7+qFQqOjs7F506MQgWHThwYEUrNwZVQ4PY2/79++d8B3XtffzVlULGp0FmJWFr9Ltzh/wKpmFFAgGNRsPNmzcJDg4mJSVlBU5rfgwODnLlyhVmZmY4deoUcRGBbE+KoFKpZGRkxGT5X4lYTPrGUD7eF88aL1eKi4tpaGggNDR0WWXX4eFh7t69axTrMRUvXrwgICBgUaEaiUSCr68vMTExxMXFIZVK6e7upqqqirKyMtRqNTKZDCcnpxXbMEqqW/jRg2ZqOzT09b5mZ1I4Bw8eJDIyEhsbG9yc5DjZm1cOt7W1pbS0lKSkJBQKBeHh4WaLNbm7u/M3t8q4mFvLYEcdlaUKpqam2Lx5M3v37jWqE07ppfzD/Ur0gLVMwq4E0zJAV0dbql69Zmd8IL91ZNu8Wvg+3t6UlZUhlUqXZWyzd0MI7vTjygDx8fEoGgf5z5+9oLK5G22Xyjh6+yEFAQa4urri4eFBbm4udnZ27N+/n1evXnHrSTnefmuYHh+mrKyMly9f8vLlS6qqqujr62NqaorJyUl6e3tRKpXG4MfSnrWHhwd1dXV0dHQsKRbW2jPEw6JZLZEDm8PeSSAAs4GTqef4Jnx8fCguLsbLy2vecr5IJMLb25vi4uIFVS8FQc/PbzxhZGyCtG0rp4vS3d3NtWvXmJiY4PDhwwsGK4521mQ/V6IXifk3xzbj5fLuzcO+wuJYViAwODLBX14q4F5OARH+rhw8eHAFT+1tNDU1cffuXdzc3Dhx4oQx4zAQrcrKyswy+zDAxcWFiIgIo+Odu7u7RRm2IAhcuXIFR0dHswQ6DOXs1NRUkzMjgw68QRnQxsaG169fo1KpKC8vp62tDZFIZJFUq2FUKzc3l7q6eur6YUaAbxzYxP4dycs2iBGJRAwMDACz/f76+nqCg4PNOs9X3Rr+5q6KwbFpBEHPd85mkJKSMqcCY28rQyIRYW0l4btHNposK+vtas+pndFsjw1Y8LxEIhGDg4M0NjYuq7UkFosI9PeltLSU6upqrrzsYngK2ntHSFrnR8aulA8yCDDAwcGB8PBwmpubKSoqonXCnuvlGm7k1yL01SNMT+Du7k5CQgJpaWkkJiYSExNDdHQ0cXFxREdHMzAwQGlpKV1dXYSGhlr0ft3c3EyaBAjwciYywJ0Dm8PeeWbq5ORERUUFCQkJJr9HOzs74729EA9ienqa6upqgoOD533vv8pS8pP71dS+nuHg5nAcLFCY/DIGBga4ceMGvr6+nDhxYtF2gzCjY7StjB989ziBfqvbMv4KlmFZgcDf3y7hcl41bUN6vnNmH+7Oq0Nme/HiBS9fviQ6Opp9+/bNiXrd3d1RqVRmjem8CSsrK6KjoxkaGqKoqAiJRGJ2lvfgwQM0Gg2nTp0ya7NsbGykra2Nbdu2mXvawOyG5OnpSVRUFAkJCTg4ONDb20ttbS2lpaW8evUKvV6Pu7v7kp7kOTk5xvn/oKAgDh/cz8m0WEY7a3B3kBEVvjI9VSsrK8rKykhLSzN+b35+fqYvjjYyims7GNCM8c39cWyMXTjDSgzzIWNT2Kpoy/v6+lJSUrJgtmYqDBURJycnxNZ2qNqGAEhLjiY68MMfuZJKpQQHB+Pp6UlxbQe1nSMAfP//PsbObZsJCQnB1XV+3Q+pVEpISAgBAQGUlJTQ2trKunXrzA4GHBwcaG1tpampaclqXICXM2s9V6edthicnJwoLS3Fw8PDLCJ1QEAAzxUldA5MEBkagCAINDU1oVAoeP78OUqlEg8PjwXbVGUN3ShqOxCLRZzZFW2R1PSbEASBzMxMnJ2dOXz48JLfVXl5OX19fWzdunVZx/0Kq4dlkQWjAj0QicDDSY6v+8rfWIIgcOfOHXp6ekhLS1tUzS02NpaSkhKLj2WQ+HR2dqaoqIioqCiTe2lVVVW0t7dz9OhRs/tvzc3NK9bjF4vFhIeHEx4ejiAItLa2UllZyYsXLygoKMDFxYXw8HD0cg8UtV3siPaipb4KtVqNXq/Hx8eHbdu2vUVE1PSPcLdWxw1VI46eAezbuPxRMT8/P+RyOeXl5WRkZHD//n0eP35MamqqSeOmMisJP/uDj7hz5w5jvU3AytpCmwqDeE1hYaFFErhvIikpiZGREV69usNHyWtwdnXn8FbTlQY/BHh5efEH3zzA8MBnJESHEuZvevbn7u7OqVOnuHz5MgqFgs2bN5t9/N27d3Pp0iXa2tos9jRZbYhEInQ68+SNBcRk1ooZLqvhSWkjUW7TiMVinJycCAsLIzIyctHA4tN9sXi72uPr5mDWqPVCKCgoQKvVmixGVFtbu+z74yusLpYVCOzdEEJ8qDd2NjLkNitryjM2Nsb169eZnp7m+PHjS47HxMbGUlRUtOxFICkpiaqqKp48eWKSImJ/fz8vXrwgKSnJolGklbS2fRNisZigoCBjhaS9vR2lUklRURE/KxGYFuDBMzid6MjmzZuJioqaN2MbHNEyPTPrkldQrFyRQEAkErFr1y5u3ryJWCzm0KFDFBUVcfXqVVJTU03+/lJSUrhy5QoDAwPvZa4eYMuWLdy8eZPR0dFlsbGHhoa4d+8esbGxfO0diPSsFqQSMevcISHU/HvB0dGR6OhoamtrLQoEnJycWLt2LRdvZRMau5mDW8Kxtnp/o5ZfhlqtRhAEs02rxrXTjGpnR1anJXKOHdtl1rSNRCxmf/LSpmwmncv4OLW1taSmppo0Ltvf38/Y2JhZ/hxf4d1j2XM+Hs52Kx4EdHR0cOHCBaysrPj4449NmpEVi8W4uLjMq49vLgymIaOjows+RqvVUlBQQGZmJr6+viQlJZl9HJ1Oh1arXZBks1IQBIHR0VHGxsYQBAG7Xxct4iJDOXv2LDExMQtOXEQFenBygzspgTK8xb0oFIoVOSdbW1uOHDlCe3s7WVlZxMXFkZaWRn5+PhUVFSa9houLC87OzhQUFKzIOVkCLy8v7OzseP78ucWvMTAwwJ07d4z98990GKR+LYG3t7fZGfObSN6aSqZKx599kc8f/eQ2Q0NDFr/WSkKj0ZCdnY2vr6/ZVUNXR1t+a/saNvpb8V9/++iqj2YvhuzsbOzs7Exes4qKinByclqVkcWvsHL4cMLlX6OiooLCwkKCg4PZtWuXWTPJERERFBYWLvscQkJCUCgUPH78mKNHjxp/LwgCVVVV1NTUoNFokMlkbNy40WLt+6amJmMAsxp4/fo1RUVFdHV1AbOL7I4dOzjzsRMN6gHiQ03jQaz3tWaduxNRUVE8efIEDw+PJbkYQ6Naatv62LDOd0FjFLlczpEjRygrK+PatWts3ryZI0eOcPv2beRyuUmVkk2bNvHw4UO0Wq1Zm8/4+DgqlYr+/n6srKwICAggODjYohn4xMRE8vPzFzSzWgy9vb08ePCALVu2mGSl/ZsAvV5vsW33cjUIZFZWWEkl6KZmGOzv5/Lly8hkMvz8/IiNjV11AaH5oFAoqKiowNXV1WKnvzAPKzys7HE2c0pnJSEIAt3d3SY7KsLsZMFqjpN/hZXBBxEI6GYEPntQzqtXLayR9rN1y2az/e5hNhB48eIFLS0ty5ayTEtL4y9/fou60TwOJPrSUKuir68PsViMr68vaWlpy9bObm5uXnH1xfHxcUpKSmhubmZychJnZ2e2bt1KRMTbNrcb1s2vVrYQRCIR69ato6enh+zsbE6fPr0ot+G3/vsN1L3DHNsWwfc/nWueYoDBbS4wMJDs7Gx0Oh379u0ziugsNUkREBCAjY0Njx494siRI0u+j6qqKsrLyxkfH0cmk+Hg4IBOp6O5uZmXL19y5MgRs4l/kZGR5D57zi9u5HLu8E5srU3bBLu7u3n06BHbt283efT1Q8fnD8v5hxI97WIVP/y2edcYsOwJCXtbGb/8/gl+8ovLfOfMHny8vVEqlTQ3N3Pz5k2kUim+vr4kJiauuvZ9T08Pjx49YnJyks2bNy8oF2wKhoeH36vcOMxWakUikcn9/rGxMaampr4KBH4D8EEEAtklzfzkVjEAv3sszqIgAGYZyJ6enkbDjuVgWmxL7ivgVT21dfUcTvCY4yW/XPT29pplPbsQBEFApVKhUqkYHh7GxsaGsLAwEhMTLS7Rvgm9Xm/8efv27fT19XHjxg0+/vjjBeyc9QwMjwPQ9+v/LgU3NzfS09O5efMmp0+fJjg4mOrqajZsWJoIeODAAa5fv87jx4/nqA0aoNVquXbtGuPj4wQHB5OUlPRWEDY1NcXt27e5fPkyu3fvNvt7ftgsoaOkhcruGf7nv9m/6GN/8bCcv79dQpQH/ODb6R88kWpqaoqamhqGh4fRarVMTEwwOTnJ9PQ009PTzMzMMDMzg16vJ7MGBD3klLfxQwuOJRaL37reLEGgtzPhHlKmp6aMCn3JycnodDoqKyupr6/nxo0byGQy/P39SUxMXNGqXFuPhj/42/tMTwyzJ9qNb3xyCttl3Ifj4+P09/eblYmvBpqbm82SOVepVFhbW6+qsdNXWBl8EIHAxFA34l8nAgOdLeh0SRYL+2zbto1r165RV1dnlnDHl+FoZ42znTVDY5PsSd3Isb0JFr/WfFgJfkBnZyfFxcX09PQYI/U9e/asuJWxRqN5i+B05MgRvvjiC27dusXx48fnPF4sFvGX393Fz6484neOmt42cXZ2JigoiLq6OkJCQnjx4oVJgYC7uzsHDx7k7t27vH79rMRGXwAAIABJREFUmqioKNavX2+sgAiCnuu3HzAzM8M3vvGNeXu0MpmMEydO8PTpU7KysoiPj19QDlan09HW1kZrayuvX79mdHSU4bFZMpe6u/ctSeb5kJlXxeT0DLW9s9/ZP94r47mqnX97PJm4EMvFiVYL58+fN/b9ZTIZMpkMZ2dnbGxssLOzw87ODgcHBxwcHFjX1Md//0UW59Itu19WUp74ywGFVColISGBhIQEpqamKC8vp7GxkStXrmBjY0NgYCCJiYkW9bO1Wi2FhYW0tLSQ3zJFQ/fs739a0E/ndAE//Pb8AaopePDgAXZ2du89YFSr1Qv6Hiz0+A/FVv0rLI73Hgi0tbXR+6qa//GNRPzX+PMs5wHnz5/nxIkTFpnsuLm5ERMTw7Nnz/D397c4GnWys+HqD8/wiy8u4yUesOg1FkNjYyMSicTk1kBtWx+NHQOkRHpRXjarDzA9PY2rqys7d+4kJCRkVTTep6amGBsbe6t/LZVK+eijj7h8+TLPnj0jNTV1zvM2RgXSvt6dvKz7+HztayZXJoKDgykuLiYmJoaBgQH0er1J5WJfX19OnjxJUVERxcXFKBQKbG1tcXBw4FrFKNUdYxzbsrQxzvbt2/Hy8uLp06e8qGwhs2IMLxc5/8/uNQz196LRaJiamkIsFmNnZ4eHhwcJCQmk7nWmoEqN1Wgbubm5pKWlzfk+ZmZmKCgoIMkXrKT2+NuO8cXFK/w4dxCAn98vX7Ka8D4wNTXF6dOnTbpWd8Q7UKeAUzujLDrWuxJPkslkxkrB+Pg4ZWVlNDc3U1tbi1wuJyQkxCjWtRgEQaC4uJiKigpkMtlsELrJm+///AkDwxMIeihWNXHxYi8RERHExMSYleQ8f/6c/v5+Tp06tdy3vCxotVrGxsbMEs8aGhpi06ZNq3hWC0Ov1/Mnv3xKZXMP3/9ku8l8qH+peK+BgEaj4dGjR4SFhbFjy2zmt/bjj7l27RoXL17k8OHDFvXxtm7dSnt7O5mZmZw7d87iDdLZ3obtyespLS216PmLwRx+QN/QKN/68xtM6QTivCAtXE50dDTx8fGr7viWn5+PtbX1nEzAycmJPXv2kJWVhZeX17wtjo8++oiLFy9y+fJlzp07Z9IC6OPjw+DgIIIgIJFImJycNDmIcHFxMZKx2traaG9vZ2BggIauMQAauhaeAnkT69atw93dnT/829uMTepo7h6mqLKJqAA34uLiCAkJmZdHEL7WE50ulqysLLKystizZ49RXGpsbIysrCzkcjn/6TunkclkjIyMcO3aNQKcQD0iYk9SsEnn9z4wMzNj1uMtreitVDBrzuSCXC4nJSWFlJQUhoeHKSkpob6+nsrKSqNyokHW+020traSl5fH9PT0HNLwg7/4lM8zH/G0Us13T+6gX91IaWkpCoXCmKyEhYXR9noYG5kUb9e3qxCCIPD48WNaWlrYtWvXqjq5moKmpiakUqnJY7pjY2PodLpVGY02Bd0Do9wqqAPgZ7de8KPfPfZezuM3Be8tENDpdFy/fh1XV1fS0tL+6YSkUk6dOsXDhw+5efMmO3futOhiOnr0KOfPn+fOnTsmkcgWQlxcHMXFxdTX169IP9+Avr6+JV+vqamJiooKOnr6EH7ttCiTSTl58uSK9P6XglarpampaUFFsKCgIOLi4njy5Alubm5zxjzFYjGnT5/m/PnzXL16ldOnTy+50EskEjw8POjq6sLe3p7R0VGL3uvatWuNegStw/fIV3Xxe2dMVzZzc3MjZZ0rXcM9JMWE83ufpCIxYZOSSqXs27eP3Nxcrl69SlBQEDqdjqamJmJiYt5Sf3NwcOCTTz7h4ODgosqP7xvmiOAIv75QLd3QVyoQ0Ov1FpHrHB0djetRf38/paWlKJVKSkpKsLe3x8vLC5FIRFdXF2NjYwQGBrJr1655Ax87/QjHN3qzIToEomf1Nwz24s+ePeOXt57woBGsJCL+26cbCPX3QCqVUlVVZZQJP3DgwHtvCcAsWdGcpKOurs7YRnof8HKxJ9RNzOsxcNX3kpmZyYEDB97JuvmbiPcSCBgkKsVi8bybtFgsJiMjg5cvX5Kbm8vg4KDZdq82NjYcPXqUzMxMY6nWEhimBMrLy1csEFiMH9Db20txcTGdnZ0IgoCHhwdHDqSTccSB2tYehlrK+OKLLzhw4MCqWhELgsDNmzext7dflPW7adMmXr9+za1bt/j444/n3PhS6WzgcvHiRZODMj8/P9rb2/Hw8KCjo2PZfUZfWy2fpnizPtj00TG1Ws34YDc//t4hs/qiMBvM7N69m66uLqND5MGDB+fNpqRS6XudCzcV09PTJj3OEDBYuqGLRKJlkwVhNhBYLknNzc3NKCpmMEjq6+tDr9fj7e3Npk2bFuUTDA8PExLytgCXv78//v7+CILA/76cB42NTM/oeVZYQkOVHr1ej729PevXrychIWFZJmgLQa/X85//4THPq9o4u9WPvUnBBAQELLppG6ZsTEVHR8d7rWK0tDSzO0jPN77xDcbHx7lz5w6//OUvGZEH4+DkzDczEhYca/6XiPcSCDx+/Jjh4WHOnj276IW+efNmXFxcePr0KYODg+zdu9esBcbNzY39+/dz//59HB0dLRL9gdnNLjMzk/Hx8RVhwDY3NyMWi403yvj4OMXFxbS0tDA5OYmTkxMbN26cI/QT6ueKsHkd2dnZ3L59e9WyhYGBAe7fv49Wq+Xs2bNLPv7gwYOcP3+e//q3l4iIiefUzui3bjK5XM5HH33EtWvXFmX2GxASEsL169fZt28fWVlZBAUFWazl//nDCv42u489sT6YaollKMsGBASYHQQYIBKJ8PX1tfj5HxJEIpHJrYHliAEZjrVc9Pb2AqwoW93Dw2PJ6/ZN6HQ6pqen5wQCBojFYr57Ygfjkzp6Olr5o+/9q5U61SUxpp0mu6QZgJzydmSj7QiCYHQvdXNzw9vbm+DgYOP6PDExYZL8twFarfa9BgIKhQI/Pz9jVeLcuXP83cUHnH8y6zzpYifjZJrl45z/3LAiNsTmwOCydujQIZMUA93d3fHz86O4uJjm5mbWrVtnVjDg5OSEra0thYWFODo6mnTML0MulxvHp5Y7Pjg6McXfXMmb9VEX68jLy6O4uJjR0VFCQ0PJyMggPj7eWIL8MkQiESEhIQwNDVFSUkJsbOyyyqnj2ml+/28fcT67AslYFyWKF1RUVODo6MiJEydMWkxFIhGjIgf+1906XqjUDPSo8bDDyDKHWSVBLy8vFArFki6R1tbWjI6O8vr1a0JDQ8nPz8fDw8MiNvcf/+NjhsameT08xTf2mzbBUFZWRkdHB8ePH18VAuZvGsrKyli7dq1J/eHJyUkqKystDrqnpqZQqVQWPx8gNzcXiUTyXlUaW1tbefXq1aLSuhKJmK2xQajryvD09Fwxz5GlILOSoJsR0E7p+I+f7OLg3h2sW7cOqVTK+Pg4vb29NDbOchqU1fX8Q1YjhXU9bI8LImCtafLIr169Ynx8nMjIyFV+N3PR29tLRUUFBw4cMAYvIpEIQQ8Pi18hEoHztBpbsQ5fX98PtiX3LvFOKwKtra0UFxeTkpJiVlnb29ubs2fPcu3aNc6fP8/x48fN2hSioqLQaDTk5eXh4OBgkX98ZGQkFRUVFrcYDPjhz7PIqRpCIgJbSgkO9Gffvn1mByhpaWl89tlnlJaWmt02gVmxk/r6ep4p2yiomiXT5UpGOJIcQGJiotnRvJebE2LR7Ay5bmKYgoICZmZmEIvFuLm5ERUVxbSVM8oeEbUNLcSvX3yB2LRpEzdu3MDW1paNGzfy+PFj4wiVi4sLrq6uODs7L3oTDw0NEeE0zvSUhG3rTHs/5Y3d3HxSzt6NEatSln3fGB4eZnR0FE9PT5PfnzkcgfddERAEga6uLnbs2LGs11kuqqurTQqiDeZBKpXKbA+C5eC3P9rIb3+00fj/9vb2JCYmkpiYaPxdf38/f30hG0XDbIVlwtp04raHhwe1tbUrd8JmoKioCGdn5zlVxN62Or67zZn0/Rn0dszaZv8ypxaJvSf/4WwKazyWb8j0m4p3utIVFBRgY2Nj0Xy/vb09H3/8MZmZmVy6dIlDhw6ZJRe6ZcsWRkZGuHPnDmfOnMHBwcGs48fFxVFaWkpjY6PZUrBjY2MoFApevXpFX/dsr9XOxorf+q1PsZFZzq728AviR7eUHNM6cHz70pG3IAjk5+fT2NiITqdDLpcTHeBGaZeeweFx/vXHh8xyjHsTAZ6OnIoWERG9nsO7NhuP19zcjEqlIu/JUz4r0zMtgO2zV0sGAlZWVhw+fJjHjx/T3d3Nzp07mZmZobu722jBOjMzQ0hICDExMXO+T61Wy/Xr19kc7s4Pv3eAixcvMjw8vGiLoaa1l//rf9xCD2zYtHrzz0NDQ7x48QJPT89lZb7mQBAE7t27R2dnJyKRCIlEwrlz50wiT73L1sByKzCVlZWIxeL3Itc8MjJCWVkZra2taLVa9u83bRQ0ODiYysrKVT478+Hm5sbu5Ehyal7iYGdrlsaFr6+vyZ4hK43u7u5576v+/n6iIyPxdXfA1z0Oqb07P/mLu0A7Nlee8ue/fejdn+wHgnda9zx48CCCIHDhwgXGx01TnHsTBuKZn58ft27dor6+3qzn79u3DxcXF65du8bU1JTZx/b29qasrMykxxvU/i5evMgXX3yBWq0mJiaG3z2dwoEwEef/+JTFQQDM8gruV7ymplfgz754Rs/g4qNxOp2Oa9euUV9fT1xcHN/61rf45JNPOHoog6t/+gmfJsoY6Gy2+HweP36Mh4MVB3f+U3XCsCAfPXqUb37zmxje7qjGNF0GGxsbDhw4QEREBPn5+eTl5dHV1YWNjQ3x8fHs2rULkUhEZmYmpaWlRsa6TqczisQcPXoUa2troqOjlxwDnRH0GGhqItHq3BovX77k8uXL9Pf3U1JS8s5McQx23kePHuXb3/421tbWXL9+3fiZLQaxWGzyeT4ua+VxCzSo+y06z+UEAjqdjtLSUos9IxZCVnETBVVt/3ScGYH8yjZ6BkfRaDQ8efKEzz//nAsXLtDW1kZgYCBf+9rXTM7wY2JimJ6e/mAMkgwQBIFmVQn/3/EQ7v/Fp3NGHBeDt7c3er2ekZGRVTzDuTCMLX6Z4KzT6ZicnHyL8B3i70WorzNiEUhHO7l48aJF+9I/B7zTioCTkxPnzp0jMzOTCxcuWKQTIBaL2b9/PwqFgry8PIaGhswqjR89epSLFy9y9epVzp49a9aCkZyczM2bNxclDfb396NQKOjo6ABmGfB79+41lv4fPnzI+gBns24qA6ampqioqKChoWHW9vbXX5+LrQgnu4UzO0EQuHLlClNTU5w9e3betkpAQAANDQ0WCYB0dXXR2trKgQMHFvw8a6pVHIuAwKgkehpKePnypUlWsyKRiIiICNatW8f4+DgajYbBwUG6urpQKBT4+PiQnp5OcXExrW1q+sTedLXWE+AocOLECeP5rF+/fsmqQEyQJz/+3kGGxyfZnbhyUtIwuxBlZmYyPDxMSkoKHR0dtLW1vRP51UePHvH69WuOHTtmvA6PHTvGhQsXePTo0ZKZa0xMDCUlJVRVVc0p3Rv+f7YHq+fviwT0wP+8+pK/+Z6p9My5r2cJsrKyEIlEK9oWuF/YwB/9Yy4A39zqRqC7DferNLxsHkVuBV+LAQf7WQGi+Ph4i0TQbGxskMvlKJVKtm9f2JfjXaO9vR2dTmdRO1QqleLg4EBWVta86qOrhYUIjQaDtzdbnjYyKRf++BSXr1xFZiVlYmKCa9eu8fHHH/+L4wa98yaoTCbj9OnTPHjwYFk6AcnJyTg7O/PkyRMGBgbYt2+fSV+eoapw4cIFrl+/zrFjx0z+0r28vLCxsaGoqOitxcaQidTV1TExMYGTk9O8Rj8w6wgYHGy6cIwgCFRXV1NdXc3Q0BBWVlasXbuWjIwMXFxcaO3s4/6d67x8ns/OnTvnfY179+4xMTGxaCl4w4YNNDQ0LFk+n+/8srKyWLNmzYITDFqtlqKiIrZtSmTDhiTq/RzIy8vD3d3d5BKuSCQyytn6+voSHR3N9PQ0KpWKR48ekZqayt/drSC7shyAn/3egbfGnQxVgbKyskU3iuRIP5Pfuzm4c+cO4+PjnDt3zqhcd+XKFf71f/slIjsP/vPHqQT5rLwL5dOnT2ltbeXw4cNv8VDkcjmHDh3i5s2blJaWvtUb/jKSkpKIjo422lgLgsDMzMycn2dmZshqVdD8epwgD8sMcixZgDv6hrmcVcJ0bzufnDy0oov4m9MvIvRMT08zqp1t7+kEEWfPnsHFefm9ZX9/f9ra2pZ+4DvE0NAQEonE4s8zPT2dq1evrogJnKmQSqWIRCIUCoVR/0Sn01FcXDwvN0wkEpG8cQPZ2dl8+umn/OpXv6Kuru69kBzfJ9751ADMfvhhYWFMTU1RWFjIzMwMfn7mL8Bubm6sWbOGkpISmpqaTJ4okEqlBAcHU1paSmdnp1mchQmtlqzCWoKCghkeeE1OTg4FBQX09/cTEBBARkYGCQkJeHh4zMluuvpHyH1RRnraNpMyh5GRES5cuEB7eztubm7s3LmT1NRUgoODjWIpzg5y3FxdKS4upq2tjZCQEKOaHcwyvuvr6/noo48W3eCtra2pra1lZGTErJv2+fPnvH79+q3s+8u4e/cuer3emHm6ubkxNTWFQqEgICDA4qxYIpHg7e2Nj48Pf/ZZFs8aZsuQNjIJ3zq4AXvbt+ee3dzcyM/PJzg42KxRqOWitbUVpVLJRx99ZGSGS6VS7N3X8KM7KroGRtHNCGyPDVjR47548YLq6mr2798/7/1lb2+PtbU1hYWFS7LWpVIpcrkcOzs77O3tcXBwwNHREScnJyN5083NjRhfGfYTbQS6iImIiDA7wxcEgfLycpO5E5oxLf/uR/fIU3bQOQqe9FJTU2P8V1tbS01NDe3t7VhbW5s9hhri60pMkCcndkRxeFcyERER7E6OpL5ayXeObCQmfGW+MycnJyoqKpacqHmXcHZ2pqysDGtra4sUXm1tbRkaGqKiooK4uLh3xs53cnJCoVBQVVVFU1MTL1++BGbNyebTQnBxcUGpVBrlzDs7O//FOSa+l0DAAH9/f+zt7VEoFPT29hIcHGz2xWJvb094eDiVlZUolUpCQ0NNEr6wsbEhICCA4uJient7Tc5MbyrauFzYQ+ZTFdKhRpwc7Ni+fTs7d+4kMDBwQR/2/uFxTv7gMpU9Al6uDqwPWXxqQqfTcenSJSNJMjw8fMFJCRcXF0JCQqiqqqKkpGTWg8Ddk7rmdgqfP2Pz5s0mbe46nY7q6uq31O8Wg0ajITc3l9TU1AUXipaWFpRKJYcPH35rw/f396erq4vS0lIiIyOXtfjZ2dlx+WkdvcOTSMRw6Qen8XOfu+BLpVKjYdC7tP29desWfn5+c2xo7W2tKartZGhUy786mMRar5UbH1MoFCiVSnbt2rXod+/p6YlGo6G4uJjw8PBlK8H1dHfT19OFTCbDzs7O7OkTvV5PWVmZSYHAnRf1fPvPbzI8qkXQg7eTNdsiPd4yR7KyskIqlaLRaKiqqqKsrIyWlha6u7vp7u6mtbUVtVptLGXPB39Pp7daedZWUjrry0hOiF6xWXlbW1uUSqVRwOxDgFQqRSwWU1hYiK+vr9kEa5hV+KyoqGBkZOSd3XOurq6sW7fOWKkKDQ0lPT190eBfrVaj0WhITk6moqKC9evXv5VQ/XPHew0EYFYnwJDVNzY2zltOXwoymYzo6GiampooKSnB19fXpPFCuVyOn58fCoUCjUaz4IIpCAJKpZK8vDyeV7XTPTpb1fiTf3uWjUnxJs3/9g6NcT57lhk8MdBJX0sFWq12QULRkydP0Gg0nDlzxqQL0sbGhri4OCQSCSVl5Xz/izIuPWvC19OZM4d2Lfl8mG19VFRUMD4+bpTnXQw3b97Ezs5uwb6mTqfj5s2bBAcHzxthh4aGUltbS5VKhYvXWhzk1hZlDf39/ajry3FyceN3TqUuym52dXWloKDgnVUFGhsbaWxs5MiRI3OCHYlEzNFtEXwrI4EAr5UTX6moqKCkpMTktltQUBBNTU2UVSixcfHF1dEWsYXZm1qtpre3lx07dpCXl4eXl5fZ+g+lpaUmBQI/uV5Aa+8ogh5+8I0d/PszqUSuCyckJISQkBBCQ0MJDQ0lLCyMmJgYEhIScHBwQKPRMDQ0RF9fH8PDwwwMDKBSqaivrycsLMykoLS0tJTQ0NAVnf03BCcfUjbq4+NjJLZGREQsmOgsBIM5V0lJCaGhoe9M4tdgMR0aGoqPj8+S68ro6Cjt7e1s27YNpVKJIAgWVal/U/HeAwGYzerXrVtnzOotWaTFYjGRkZFGsp69vb1J0rQG/XCFQsHExMRbG6BarSY3N5f8/Hy6urrw8vLia4fSCPB15+v74gjzN33EzNneho6mSsL8XPnj7xzFWmZFeXk569atmzcLa2trY3BwkISEBLM2R29vb3wDQvjskQoAW6meoztME9IRiUSIRCKUSiUxMTGLBiBKpZLm5maOHz++YBaZk5PD8PAwH3300YLiSGFhYfz3yyX83X0V3YOj7IwPNOlcDdDpdFy9ehV/Hw++981jBHovvqFKpVKmp6dRq9UEBKxsKX4+3Lt3Dz8/v0XbTytZMtVqtdy/f9+oTGkq1q1bx59eLOGz7Fo6+0dIS7Csp9ve3k5/fz+pqam4ubmRnZ3N4OAgrq6uWFtbo53SUdvWNxtsiOe+7+ExLTefKFkfGYa9fO4a0NgxQEFVK51NKkQTA0xMw7HUSM7tS0BmtXjALBKJcHNzIzw8nJiYGGJjY1m/fj2xsbFERkZSXV1NS0sLUVFLOyeWlpYSFhZmseLlfLCxsUGlUpl9z682goKCKCir4wfnS1DUdbM7MdgseV43Nzeam5tpbGz8oIKcN9HX10dXVxfx8fEMDg7S2tpKbGzs+z6td4YPoxnFbHn33Llz3Lx5k8uXL5ORkWF2RCYWi9m3bx8KhcJIIlxM2cuANWvWGJ30YJad39rayvT0NG5ubqSlpb3VOjjpbX6/TBAE/ORTHD26FRcnB5KSklCpVFy/fp2goCCio6NxcfknslhKSgr19fV0dHSYLTQyOTLA9gCYsXEj2HbQrOfGxsZSVVXF3bt3OXZsfscurVaLQqEgLi5uQa5Db28vzc3NpKenL1nh6Z3VM6JI9cqscxUEgRs3biAWizl0yPQZ4PXr13Pp0iVjhrgaqG/v54c/z0amG+d/H9+2KseYD5WVlVhZWZGQkGDyc7RaLc+ePWNgfHZ4skTVjCDsMLsypxnT8l+uVDM0NoV3SAXBXnYkJSXR2trK5cuXsba25lrVNOohHRuDnfjaFp+3SIeCIPDz/B4aX0Pln13hO6luCIKAXq9HEASmZuBvng4yNQNJa6z4g4934OjcSFP/IN0DoxZN4hggl8tJT0/nl5eu0/F6ED/PhYmbw2OTVPUIxPSNspIK3/7+/nSPwud3Cvj6oW3zBkqWQt07zNUn1aTGriUp3LzWw9TUFM1DIjRaPYU1HdS19RFnpq3v/v37uXjxInV1dRbpyKw2xsbGjJWgDRs2cPHiRUZGRlZtffjQ8MEEAjCbrZ04cYLHjx9z9+5dtm7dapFMaHJyMi4uLsbxwqU2I51Ox8DAADKZjOrqaqysrIylxJUi7rS2tiISid4SQTp+/DiFhYW0tLRQXV1t/L0hM9fr9Wb3IAVBIC8vj4ObQqjvF1FYNUifZhx3J9MIeWKxmIMHD3L16lUqKyvn9LVhdgTSxsZm0bHNhw8f4u3tvWjWbeBB7I+wpk9wwWl6diTQlHHQ8fFxrl+/zuTk5KJExflgY2NDVFQUVx7ks3v7lhUtyxvwqywltR0aAIbGZ3gHU4LAbHn5zYByMYyNjfH06VPa29uxtbXl947FUaEew2bkFRcvXuTkyZNmcQYa1AO8Hp7V57iWXUjyGonxWpZKpczMzNA/Ois41NE3QkeHgFgsNj5GLBYzrZsVLhL0s+uBRCIxMtfHJ3XomQ1sDX4Qn5frmdBBbcdtPv/DM8uaGGjoGuFiFVxSXeH3DoTg7WTFzMyMMVjR6XQIgsClon5quqHkp8/497uqF8zeF8vq5/tb76iOW7V69LU12Ni7cHbXykkk/9kXz1DUdHA5t5IffSvRpGrG+Pg4T58+pa2tjQB7a1rd5FgJE1QXP2F98CmzPmsHBwejHkhISMgHQ4g0oLOz0/h5ODo6IpfLKS4uXraS7G8KPqxv49fYvXs3Li4uPH/+nMHBQVJTU81+jbCwMJycnLh9+zZXrlzhxIkTcy6+lpYWysvL6evrQyKRsHbtWhwdHSkvL8fe3n5FL9ampqY5N569vb3RyEQQBLRarfHf5OQkXl5eZjPqc3JyAIiI3cAf/OElAP7+Tgn/78emf4YuLi4kJCTw8uVLgoKC3urxtrS00NPTs+hscGFhIVqtltOnTy/4GIO7IcDvf+ccUqmU+vp68vLykMvlCwaATytaaW7vZrq7EvtfV5Es6Ts2aWT8OLudnz3p5NoPz5icTRo2AwORaiH42E4gFYOXvQhPF/Nnyy2FVCplbGxs0ccYRHC6u7uxt7dn7969Rn7MEWYrBFevXuXChQucOHHC5B5/fKg3W8Nc6Oof5k9+5+y87zsxtYecshaOpUbMG4Cl7Z0gt7yFLVH++Lq/nY319fVxur2H4OiNZGxeh8xKwoM/ukDr6xFmtKP8/Oc/JyEhYdFRyC+jtbWVkpIS+vv7qe3VI+gBPVQ3q5nxlCEWi+f8k0pmN3EriRhr6/l5LYs5KC70N4lYeOPnlW0NrPV0QlHTgYtcQmVlJSUlJUilUtauXcvOnTvfWutGR0d58uQJHR0d2NnZsWfPHoKDg/n3v/7ZlH5nAAAgAElEQVTblStXuHLlCqdOmRcMpKSk0NTUxJMnT8wycFptKBQKBgYG3qoqhoeHo1Kp3uNZvVt8kIEAQGJiIi4uLmRnZzMwMMDhw4fNjvY9PT2NHgU//eyXtM344O5kR4zrBGq1mpmZGTw8PNi3b99bmatYLObZs2dMT0+vWJ+op6dn0RK/WCxGLpcvS2Cmp6fHWI53cZDjaC1ieFKPu635tq4bNmygqamJO3fuGB0IDdWGkJCQBfkXo6OjKJVKNm/evGA2qVaryc7ORq/Xc+zYMeMiFB4eztjYGM+fP8fOzm4OebO2rY/f/fFDAA7GuvCDb5lXCTC8h+bmZhRlSgAmp2eYmFzaYreurs4Y4Bjg5OTEtm3b5rSwWltbkYyo+ePDa+ju7n6ndqfh4eHk5OTMW9bs6uri+fPn9Pf34+TktKB7pY2NDWfPnuXKlSvcvXuXM2fOmHRsqUTM2a1+tLRMLRj8xIZ4ERuysDS4q6MtJ7bP7dFPTk6Sm5tLxs5Nb9l3//w/Hae6tZf4EC8qleWUlJTQ0NDA0aNHFwwQR0dHjZLfb64B3/D14/NHSqQSMV/fF7dgaT49Q8fTilZiQ7yW1Y6YF5J7qHsGOLljaZ6COfiPZ1M4snUdgd7OyG2smJqaora2ltLSUj7//HO2bNmCvb09ZWVlxgAxPT19TkXP3t6eM2fOcPnyZS5dusSpU6dMTpjEYjHbtm0jJyeHLVu2vBMxraVQU1NDeXk5O3fufMv/JjExkYqKClQq1QfLa1hJfBBkwYXg4uJCUFAQZWVl1NTUEB4ebnaWLpPJCAsL42JONXk1A1S+6sNVpmXbxjjS09OJioqaU3739fXFysqKly9fotFoCAgIWBZ5RxAECgsL2bp1q0UOeqYe48aNG3h4eJCcnIxmaBDhdQ07Y7yQTrwmLi7O7NcMDg6muLiYqakp/P39ycnJQaPRLEj+g9lJAplMxq5d808qtLa28uDBA/z8/Dh27NicxcDHxwetVjtnZEmtVnP73gOqumfQA+kbQkiIMJ3sNzMzQ319PTk5OQwODnIoLRlvN0dcdN1siglcsEza29vLrVu3aGhoIDAwkH379rF161bWrFlDb28vpaWlvH79moCAANp7R7icXUZlyXPWR0cQHx9PdXU1/f39C9rRrjRcXV159eqV0dFybGyMhoYGnj59SlVVlXGBT05OXrQ0bBhjKysrIy4uzuSAq729naGhoRUlWul0Oh4+fIiXl9ec0VZrmZQ1Ho5IpRL8/PyIiIhApVJRVVVFZGSkkfAqCAJVVVXk5ORQUlKCVqslOjqajIwM4xogkYhJDPchPtR70ftdKhET4uc6R6diJdDf1YqdZGrFnRNFIhEeznZYSWc/D4lEgpeXF7GxsQwNDaFUKmlsbEQsFrN7925SUlIWbEtaWVkRHh6OUqmku7vbLEE4V1dX6urq6OjoeO9cgZaWFnJzc0lMTJzTAhWLxWg0Gmpra4mPN41s/ZuMDzoQgNn52sjISGpra412qKZEkoIgUF9fT25uLgqFAkQiGvoFbKWwO8qVfbvTFl3cvLy8cHd3N9ome3h4WEwcaWtro7m5eVUd0UpLS1Gr1Zw4cQKJREJWVhY21jKOHT5AaWmpyVMUb8LKygoHBweynyn4q5tVVDT38s3ju3FbwI62pqbGKF4039TH1NQUN27cICQkhL179y74+a9du5aBgQEuPFRwv6yL1jolDTVKgtf68s1jaWwO92C0Q4W3t/eSgZVOp6OmpobHjx8zPj7Opk2b2LBhA64uLsSH+TE+0EljY+NbC0FOaQtf/7NMHj2vYLhdxbN2MSKnAM4d3oGdfFbIyaBf4eXlRXV1NcXFxfzpNRUval8zMiPjP3zrqHE89X5eIf//LRXqvjG2xqy+w1xERAQzMzM0NTXR1taGRqPBx8eHjIyMRQmeX4ZcLqe0tBQ/Pz+Tr/2VDgQEQSAnJwcrKyu2b9++ZEAuk8mIioqiqKySv75RTtWrPobV1Tx79oyOjg68vb3Zt28fmzZtwtfX94OTkm1sbGRqasqkyYWVgEgkIigoiMTERJKSkoiJiTFpEsLKygp7e3uUSqVZgSLMThGUlpYSFBRkFEZ71ygqKqKgoICoqKgFpc79/PwsXjt/0/DBtgbehKFUeefOHTIzM9mzZ8+CM/89PT0UFxfT1dUFzI7TpaSk4Ovry78bn2RkWMOdWzeoqalZUkYyICCATz/9lIcPH3Lnzh2cnJxISUlZUEp3ITQ2Nq46+1SlUhEWFoZMJkOr1dLT00NGRgY2NjYEBwdTWFhoUQQeHh7OTGE7r6qaABiemVtu1U7p+OEv8qhvbOY7+yMWXEhevHiBRCJZUAr5TezavZvvX/spgr6TFmcJf/f7x/DwmHVGjAz0os3HnkePHnH48OF5M5epqSlqampQKpV4eHiwZ8+eeUWP0tLS+OWvzvOkqIptSVE0NjTw08wCJqZmaOydwVUGVZ1aqjqbCPW05kx6MjVtA4T4uuAgt2bNmjV8+umn9Pb2crPhDiOT06z1+6cSo7e3N4Myf1r722nNqeLMrphVtzsVi8UkJydbZE/9ZVhZWdHT0/NeRG70ej0vXrxAq9WSkZFhclVOKpUi8oikrrCMut4WbOLt+GjXdsLCwj64jf/LEAThgz9HA0JDQ3n27JnZVui+vr64urqSm5vLiRMnVvEM50IQBB48eEBHRwepqamL7gEymYw+3Pj2/3rCkW3/h733Dosyz9O9PxUoCihyFAQkKigmzIqZNott1u7p7pnZmXP23Xd3znvmbDyz++5smg2z887MeXfPXhO2p9uOZhEVUVEEJUoOkiRIhiJTVBVVT50/aqpaJFUVSZ2+r4tLoZ5UVc/z+92/b7jvLv7kzOY5vNK5xWtBBMA4uB0+fJj09HTu3LlDbGwsHv6h+HkoMOhHyMvLo66uDo1Gg5ubG5s3bx4jOezsaI+zow/Lli3j0aNHhIWFTVkVLZPJOHToEH19fTx48ICbN28il8uJjIxk+fLlFkUn2traZtVrvL29HbVazdq1Rn/xx48fI5fLzeeMi4vjo48+sjnfFe5lh1wKwQs8iVjoOeb1jJJGUvKMzoVKw8QV68+ePWPZsmUWDXRpDx7g4wRtg7BnywozCTAhKCiItWvXcuvWLRISEszfg0ajobS0lLKyMvz9/dm/f/8ojf2XoVAoSH0u49cFj1l8NZPti2BHtDeSOj3rohaya1Uw/9dPbyERg1TTw+//wzmKW/UE+7pw6W9Om4/j7e3Nnx9bzu1HhfzFt0enRQ7HLSXraRvRwd4zn1OeZTg4ONDdbZlb5EyjqKiI1tZWDh06ZHVKcH10EL+5XYQUgfdOHGCB18x3hswGmrrVaLXTs3KeS4SHh1NRUWE16dy5cycXL16kt7d3xtQZp4JJc0SlUpGQkGCRbHKVUoRaBxfTyvnj05teKX2HmcRrQwRMiIuLw8PDg59feMST1id4Ooo5ukTAwcE4Oa9atWrKKvINGzbw7Nkz8yRiCVxdXUlISDDnrysrKykuLsbe3h4vLy+c3H35/HEL3u4K/uq9bWZxE0EQGBoasslY6WWU13fi5eo4phArPz8fV1dXHB0dEQSBurq6UZXTJuXFzMxMAgMDrRJBUavVdDdV8rNvxU6o9rY81Fg0pRnRsW7J+NGSgYEBRkZGxm1HfBmdnZ3U1NTwv/7wLZxcvScsPFuyZAkqlYpLly4RGhpqLgQMDg7m8OHDUw4wpva5tl5jy5saB775zdNIpVK+88J2d3/yPiIRSMRiMhoTobWN5s5+vvtPF9m7cSlHtxpXFY4yEeFeUhzsR6uvbV4WRNrPvjnl+34VYVLim2tUVVVRXl5utpG2FsvDfEn9/z7g00/O8fxZFQu8ph8dmU0IgsCdzFL+I60DgPWbWqzu958PrF27loqKCpqbm63SffHw8EAikdDV1TUnRECtVnPhwgUMBgOnT5+2uFDx/b2r+MeP77IiyPmNJQHwGhIBgKVLlyK/WwetLfQMCxw+8jYLfL2n3vG3MFkZX758merqaqsmablczrZt29i2bRuDg4OUlZXR1NTEjXuFPGkytv+46dvZHLOIkNAwPk4pobIJ3vey/PrGw6WH5fzo0wwc7aVc+bvTeLp8dSObFLEAysvLMRgMY4oDN23aRGtrK1evXuXs2bMWr7BSUlJwcHCYVPLVx92JpB+dNZt2jIeSkhLkcvmUJE3Zr+LfvrhLqKc7IRZok69evZrQ0FDq6uqQSCQcPXp0yjTMwMAAaWlptLS0oFAo+LOTsZS1qDm6dXzPgxer/v/qg51celhOam4l+c+6KahLZ/+GCOQyqdm7orGx0SKJ5tcB7u7u1NbWzuk5W1tbyc7O5uDBgzbZ+ppgbyfFy9OTtra2Gby66WNwcJCGhgZaW1vp7u5mcHAQnU5Hfe9X2/QNaubvAq2AXC7Hy8uLnJycCQXIJoJUKqW/v3+WruwrqFQqzp8/j0wms1obY/vKRXQ/83ijSQC8pkQA4E/f2caPP7mDo64bX++JQ78TwcvLiyVLlvDw4UOCg4NtMltRKBSsX7+e9evXE72mg+/+81XcFPaE+DhTU1PD9fQSUn47hiZlVo3bFmUp2roHAVBpdPzm48+IDPYleulSbhe0Utak48xZ47HLy8tZuHDhuOH3hIQEPvnkE27cuGFRJKSpqYm2tjaLoyYTPSxarZby8nKLCsi+/+8plNYNEOLjxHsWndXokmaJkl5vby9paWm0t7fj4uLC3r17zRP2AQvP5eeh4A+OrMPD2YF/PZ/JqogFyGXGx8jT05OIiAhSUlI4fvz4nIU8ZxNeXl6jxK5mG93d3dy7d48dO3ZYLIw0GaRSKRrN3E2qDe29pBc3sjs2FB83R1pbW3n+/DkdHR309/czPDyMwWBAKpXi5OSEh4cH0dHRBAcH4+zsjN+nybS0tLBz9dzY9s4EYmNjSUlJQafTWZXCkcvltLe3z+KVGdMBly5dwt7e3qpWRxPa2tro6uri8OHDs3SFrwZeWyLg7+XMj//oCB9++CFPnjwx58etwZYtW6ivryclJcUqidrxoBBreG+liG9/+xvmSfhZSzf3//YiAiLCA8avtLcU39y7Cns7KUHezgQ4GXuAf3nhLneNqXnSipt4a00ofX19Zh/ulyGVSklISODixYtkZmZOKr9sUm4LDAwcpYZoLXQ6HZcvX8be3p41a9ZMub1phTA4OERqaipbt26dtrCTUqkkLS3NHIY8ePDgtIvfzuyK4dCmxTi+lAbYsWMH/f39XLx4kbfffnvS+oTXAQsWfCUDPJtFbHq9noqKCvLz883tmTMBtVo9J5XpgiDQ0tLCf/3pHToHRvjydjaHIo0RMnt7e1xdXQkNDWXhwoX4+/tPeE8fiYvm9u3ns369MwlTe3VdXZ1V0dVVq1aRlpaGVqudtuvleBAEgStXriAIwriCclOhoaGBlJQUQkJC8POzTlL5dcNrSwTAGOKPjo6mpKSE2NhYqwcqU4rg6tWr1NXVWWTVOxEqKytxdnYedQ2L/Nw4EwO7du9m6SSOeJbAUW7H7x34Ku+/dOlSImpbSf2X6wAEeDlTXV2NSCSadBB1d3dn+/bt3L9/H0EQ2Lx5/ErY7OxsRkZGiI+Pt/maq6qqePToEWKx2CIVsqGhIbYtVGO/OoLYcB9KC3LMYidTdXiMh4aGBrKzs+nt7cXT05MjR47Y5Ks+ESbqIz906BA3b97k8uXL5ras1xWm9syenh6LSE1ahZLaJg2HhjS4OE2e2zcYDPT09NDY2EhZWRkeHh4cPHgQjwnaU23B4ODgjJGKF6FWq3n27BkNDQ0olUpUKpVRJtlgjIp5uCo4dWq/1e6Efn5+GAyGWZscZwt2dnYMDg5atU9kZCSZmZlkZGRMqDsyHaSkpNDX18fp06ct/ix1Oh25ubnU1NQwPDxMVFSUTcq2rxteayIAsH79esrKyiz2MH8ZPj4+hIeHc//+fQIDA21efba1tY3x225ubsbBTkRU+Oy43BkGOzgdI+LE8RME+rqRmJht0WAdERGBRCLh3r179Pb2sm/fPvMk3Tug4p8+y+B5Yz3//cR6mz6Puro6srOz6e/vJyIigri4OIuOc+fOHXzcnTlz3KjvHbs8ikePHpGRkUFRURGuQctQ6cQkbF4yqVpfQUEBxcXFaDQaFixYwK5du+Z0ZW4yQSoqKiInJ4eSkhKioqKIiYkZVaQkCAJ9fX109GvQ6kXEhNoeeZlNSKVSOjo6pvwMnzZ2cSnH2Lb71//7MjuXOI+S0zUYDObf9Xo9AwMDZrvY3bt3TyvyNB5auvroHVTb7DKZXtyAo9yO2Eh/lEoltbW1Zt/6kZERJBIJrq6uhISEEB4ejq+vLycG1fzkF5+xb3OETRbFMplR1ri1tXVO3DFnClKpFJVKZfV+kZGR1NTUzPj1ZGZm8vz5cw4fPmyxiJtareb8+fPodDrCwsKIjY2dNQG4Vw2vPREwRQWKiopYtWqVTeHL7du3c+7cOe7cucO+ffus3l+n06FSqcasWqurq1EoFLMWUi0sLCR2WSSBv9Vs7+zsnFAc42WEhoaiUCi4ceMG//rvH5Lf5YS7XI+dfohHjcZtevSWax8olUry8vJoampCEAR8fX05ePCgxQ9Sc3MzHR0dowqOxGIxcXFxrF69mk8u3eTHHz0GYFij49348esNUlNTqa2tZfHixZPKHM8FVqxYYe7WqKiooKioyGywA78lAmq4WA56A/zdt3eyd134FEe1Hf/65WMuPiznuwdj+eY+y90J5XI5XV1dU27n6+6Es1zKgFrHhuXhrFpqTL+Y3u+L/4rFYhQKBQ4ODrNSiJVV3sQf/fwmUjFELqnBo6FhlMvhi66Gpv+/+Hvx80EuPDEaHB1ZAj5Oxs/Bw8OD1auNpj3jVZ67KeSsCHalt7vT5muXyWS0t7e/VkTAzs5ulPy2pfD19Z1xTf/y8nJKSkrYuXOnVeTyxo0bSCQSq4qp3xS8Ee923bp1lJeXm8mAtRCLxcTHx5OUlGRTxXd1dTUSiWTMiqmtrW3WhFiqq6vRarXmPH9bWxt6vd4q0SAfHx/ef/99/uhfL1DdamwR+8fv7KTwXDqCXkfVswZ2rg6ZcKBWq9Xk5+dTU1ODWq3GxcWFNWvWsHTpUqsfpNTUVAICAsboBYDRovrAvj18mHUenV6YVNq1oaGBtWvXvjKyoFKplLi4OOLi4lCr1SiVSrRaLWKxGC8vLxo6VXxZdgWArj7rV1TW4EZ2NSM6gZtZ1VYRAScnJ7q7p7azdnd24E8OR/CkrIaTb1lfszOTqGzsQjCAVg9PSqsIcpea72MTMX/R+fDlH+3IV738a9as5a3NlqvneXt709TUZPO1Gz/v+dFusBUymYzh4WGr9zM9CzOFpqYmMjIyiI2NHWUdb8l1KJVKmzQr3gS8Ee9YKpWyZMkSCgsLrZa7NMHf35+QkBDu3bvHN77xDYtvhqLaNv7sV5kscJXyTcFgNiox6QdERkZafS1TQavVkp6eTmhoqHnFW1JSgouLi9U3sVgs5r2DWyj4XzdYssiHrStC+E2AJ6d+eIFf361maFjDN/aswtvbG51OR39/P+Xl5TQ2NqJSqbC3tyc0NJTY2FibTUQKCgpQq9WTOpIt9Hbh0x8cRdk3zLqoifuV7ezlXM+sRuy8YFJzm/mAXC4f02sd7eTEP353N529Q5zYPrvmJn/49jp+eSWdfSuta2W9UT5Mfn0/9eo03t5orKN52UHPYDCg0uj4l8Qq+tV6Iu+XcXLH/Jm1RHkZWO4LWzas4Vv7LXcjNOGIIKD6l1+xfesm9my0Tvc/MDCQqqoqq89pgqurK0ql0ub95wNyudym1MDAwMCMTby9vb0kJyebw/rWoKSkBDs7u1HGQ79LeCOIABhFgp4+fUpJSYlNBjtgtD/+6KOP+OjiLXbviLPIp/7ywwo6B3V0Dupo6x40W6e2tLQAzEq16Y0bN5BKpWavbEEQeP78uUViPeNhXVQAWyOcKGod4EpGBRuiviquamxq5tq1xlHbOzo6EhQUxIoVK2zKg74IQRB48uQJK1asmFJjIMzfg7ApAiwNWi+uFdZxs+Q6if9wBm+3ubMAthW7Y0Pn5Dxvx0UhUlYiEo3fuz0wMEBzczPt7e3m/naNRkNhvVEfIzGzhkiXrwb7lyNFvSod/Wo9AAU1rfNKBJ6Wl/CNHRHs2GE9CQDjyjLUQ2Q1CQAjERAEAZVKZRM59vLymlZEYT4gl8vp7e2desOXMDg4OCPpO7VazZUrV/D09LTJ4riurm7Ga1ReJ7wxREAqlRIZGWl2S7MFYrEYB/+l/PhyIb98eIEv/uoEi/wmJwMHN0aSW9lCTIgPvh5fTTqzVR9QWFhIV1cXx48fNx+7qKgIQRBsSouYkNc0Qs+gll8l5mDfV8PpWGdClyzn0OYoJGKx1T3ClqK5uRmDwWBRa6ElMGpK1CGRiJG8Jprtc4m8Ngkpha08ab1OXJhx8B4aGkKrNaorSqVS5HI5Li4uhIeH4+fnx53mPGpbeugb1tPd24+dRDRuRGBALZh/FwTrra9nCoODg6jVatavX2/zMWpra20WM5JKpUilUurq6myS9F6wYAG5ubk2nXu+4OjoyMjI1HbeL2N4eNgm5cgXIQgCly5dQiaTWax58vL+PT09r3V3z3TxxhABMKrnVVVVUVxcbLv7mZ2Rwev0BjJznhB0cGKXws7eIf7m4zS0I3q+eyh21MTT2to642Gmnp4ecnNzWbdunVlsRafTUVBQQFTU+Kp4lmKpl0CRTszBdYtYsyaSg35+o443W3mzhoYGHBwcZowwfWvfKsL83Qn2dcPDZX6czV5V1NXVkVHehmCAjPJWYjzdcXNzIzw8HH9/f7y9vccXoto8yE8uZLJkoSv79sSPKf4zQRAMpNYnU9s2QPyaubFdHg8lJSXY29tPy+++o6NjWq2mCoWClpYWm4iAt7e3MdViY0RhPuDg4IBOZ71HwvDw8LTUIwFu3bqFVqvlzJkzNo0jpujL61ScOdN4o4iAVColIiKC/Px8m4nA8W3RaDQayoqeMNRRx29+08CiRYuIjo7Gx8cHsVjMsGaEIfUIxc/aaVUae2dzn7YQ5m/sf55JfwETBEHg+vXreHl5jYp43L59G7FYPKk40FTIyclhmbfAP3//vTmvsjcVbM3c8UTsWPX6qLLNFerq6oxdMTGeVHSJObM7hj1rLSumOrs7hu7qTA4d2Dhlj//fvruWBw8ezFm6Yzw8f/582ik5QRCm9Sx4enpa1GkxHsRiMWKxmJaWFqsK3uYTLi4u6PV6q/dTq9XTIlz9/f00Nzdz6NChKVOLE6GiogIXF5fXxvVxNvBGEQGAzZs3U1VVRWlpKcuWWZ/fk0rEvL8vls96KvH29sbV1ZXq6mpqamqMbU92DnxWqKFfrecPj6zF3UGEq5P9qLYvkwXyTHYMmCQ8Dx06ZP5bTk4OLS0tHD582OabWK1WU1RUxNq1a6c18PUNqXF1sv5BtHUl8bsOnV7gR5+m09w1wA++sXVSa2OdTseDBw8ICwuzKX8K4OIkp621leApOmrs7OwmfX0uMDw8TFjY9CISItHY9Ic1WLhwIfX19TbvL5fL6ejoeG2IwIIFCxAEAbVabfGErNPpGBoaIjTUdtLY2Ng4rSI/QRBoamqaVlr1TcAbRwSkUinh4eE8efLEJiJggq+vL11dXcTHx7Nu3ToEQaC1tZX0vDL6husB+HVSLkMjMKRV87yuGnlEBFI7GRfvPUHMzIW7CwsLaWxs5PDhw+YQfVVVFYWFhWzbtm1aRS63b9/G0dFxWu12f/NxGomPKjmxLZo/PbvFqn2dnJysWkkMDQ2RkZFBR0cHIpEIDw8Ptm/f/tqEUGcK5fWdXHtUCcAP/+1LtoU7IJfLcXBwQKFQ4OLigrOzs7nFUywWs23bNpvP5+LiYpEuvEQimdYEOhMYGRnBy8trWseQyWRWK+W9iODg4GnJ5yoUiteqhVAmkyGRSGhsbLS4Uyo9PR2ZTGaVa+HL0Gg004ooVldXIwiCVeOfIAjcvn2bpqYm/Pz8Ri3OXle8cUQAjFGBmpoaysvLiY62zejH1dWV5uZm8+9isZiAgABOBwSQV/UxKsEON3dPUp7U4+EkJTc3l8zMTPJaReS3GJBJRbxvgczqVGhpaSEnJ4cNGzaYw52tra2kpaWxYsUKq3QDXkZjYyPt7e1Wu4a9jOxyY44tq8L6SmdLiUBPTw8PHz6kvb0dJycnIiIizJbLn332GSdOnJh2B8PrhLAAd6KCvHje2cfBLVH4OBkYHBxkaGiIlpYW6uvr0el0iEQi/P392b59+7TqPMLCwsjJyZlyu/mOCJgEgcbTo7AG/v7+02oBlMvliMViGhsbbVrV+/j48OzZM5vPPx9wc3OjtLTUIiKg1WqpqalhyxbrFg4vIyoqiidPnjA0NGRTrUF+fj7+/v4WL9oEQeDixYsMDAywePFiKisrrT7nq4g3kgjIZDLCwsLIzc21mQg4ODhMOEEtcdeyY8dmQkJC+caeLhb5ueFgb1TWqv/PFGhpA0QI01wZtbe3c/PmTUJCQsw1D3V1ddy9e5eQkJBpVUULgsD9+/dZtGjRtAfNP38njp9+ksw337LeD8DZ2XnSFWRLSwuPHj2ip6cHNzc39u/fP0o7ftOmTVy+fJkrV65w9uzZ10qffTpwkss49z+Pztn5oqKiyMzMpKmpaVLtfqlUOq8RgZ4eo/DRdCNES5Ysobi42KpQ98twcnKiqanJJiKwaNGiGVfcm21s3bqVK1eu0NnZOeWYkpaWhr29vU0eIi/C0dERe3t7SktLrR4P8/PzGRwctHhFr9PpuHjxIsPDw5w+fZoHDx68EQ6jAG9sdcSWLVvQao0ufbZgosGst7cXQRAIDg5GLBYRFRjSWgUAACAASURBVOyNw28d6ORyOd85sJKtwfCL7x/CTWHbAALGavrExEQCAwOJj4+npaWFy5cvc+fOHaKioti9e7fNxwbIyspCp9PNiNnHlpggDiyxI8jN+tvJJEH8cp1AbW0tn332GUlJSdjZ2XHs2DFOnjw57iR0+PBhJBIJly9fRhCEMa9/jelDKpXi7u5OUVHRpNvNd0Sgs7NzRjpc3NzccHR05O7duzYfw8PDg85O26SGTeZDthYczge8vb3x8vLiwYMHk27X1tZGXV3dhC6p1mLBggVW12P09fWZXWstkUHX6XRcuHABtVrNqVOnkEgktLS02Kzd8qrhjSUCMpmMkJAQi8KZ42E86Utlv4r/+pMb3KwRMaQZv8Ct/lktaxYpWGajgcyV9Aq+//NELl2/jYuLC93d3fzqV78iKSkJg8HAsWPHph1OGxwcpKysjA0bNsxYW6C9vb15NWYNTJ/x0NCQUeO9uJiPP/6Y1NRU3N3dOXv2LEeOHJnU8EYqlXLs2DGGhoZITk62+T18jcmxePFi2traJt1mvuVZZ1KydufOnbS0tNg8GS9YsMDmOgOxWIy9vf1rlx7Yvn07PT09E9aTdHV1kZSUxKJFi2asEDIqKor+/n6LFwGDg4NcunQJLy8vi2oDBgcH+fTTTxkZGeH06dM4Ojpy//59HBwcWLJkyXQv/5XAG0sEwBiq0mg0VFRUWL2vWq0eM6g9KKynpn2Ipj4Dj0vH9wxva2uzuXivs3eIv/8knbSyNvJajCzU19eXXbt28a1vfYtjx47NiIve7dtGkmFLj/NEcHR0pL9/fMW6Sa8lt4Zf58N/+fFVPvzwQ3JycggMDOT9999n3759FpsWOTo6cvjwYUprmvjOj77k8kPrv/OvMTmio6PR6/WjamdexnynZsRi8YylJkzaCrZGBUJCQhgZGbG5K8bNzc3cgfS6wMPDAx8fH+7fvz/q72q1mnv37nHlyhX8/Px46623ZuycpmJDk5rrZFCpVFy4cAFnZ2eLxIfa29v58ssvcXBw4OzZs+Y0UVdX12vT0WEJ3mgiIJPJWLx4MZmZmVaHjMcjApuXBRHq705koCdrl4ytdP3wVgHncgdQ21k/WWu1WlJTbuH222zCsT1beOedd9i5cychISEzttKqra1FqVTO6IMIxlz/0NCQVfvodDo+vZmJ3gA1HRqCQiP54IMP2LFjh9UTilarpb29nYIOKQX1ffzo03QGh7VWHeNrTA6pVIqrq+ukxNq0Gp+vltCZdjKMj49nYGDApkiTs7MzIpHIoglqPAQEBNgUZZtv7N69m87ufi7eyaGrp4/k5GTOnTtHc3Mzmzdv5uDBgzN6PpOT5VTFnabwvqOjI8eOHZsyclRVVUViYiILFy7k+PHjo8ZgiURi9Xj3KuONLBZ8EVu2bKGmpoaMjAy2bt1q8X4mQ50X4eeh4Pz/e2Lc7XV6gX+7apQF/VVSHhJVG0FBQZR36MmpbOM7B1YTsXB8gtDS0kJycjJ2dnZ8/pfHMUjs8XGfHY38jIwMwsLCzMqEMwU3Nzer9NFLS0vJysoixksKEnc2rwghfof1MsM1NTUUFhbS3d2NVColxEtOdecg3k7Q292JYoLWJJ1e4HlHH0G+rq+8FLFKpSIrK4vBwUECAgJsttueCcjl8kld5l4kAvORJphpIqBQKEhISODatWvcunXLaptyBwcHmxxNwRiByc/Pt7kifr6gUCi41yijqaiQT1MKOb7SiR07dszqCtrV1ZW+vr5Jt0lOTjanV6d6fnJycigsLGTlypWsW7duzOtLly4lJyeH8PDwN0KR8I0nAibVvYyMDFavXm1xqLmvr8+qh1cqEbMq2Jni5wNsivJlYGCA9EeP+VWegAHQaHX87A/HDiKmGy44OJj4+PhZHeB1eoHmHg07d02vUnc8eHl5MayZegWuVCq5c+cOAwMDLFu2jPXr19v0nsvKysjJyTGnTw4ePGgWcPqTQTU5mekk37rFtvgDBC7wpqOthYaGBjo6OlCr1dyo1FHVruHAhgh++M0dVp9/rlBVVUVaWhoODg44OztTWFhIZWUlp0+fnhcyMDw8bFGXyXxGBGa6a8HHx4eEhAQSExNJTk5m7969Fu/r5uZGR0eHTec1VcSXlZWNOxm90pDaA1ok9g688847s366qVqQy8rKaGlp4e23356SoN65c4f6+nq2bds2YXv2ihUr6Ojo4Pbt20ilUgICAlizZs2MpG7nA288EQBjMUlxcTE3btzg1KlTFu2jUqmsZvE7Q+DMhnBzJb7BYCBbeZXius4xqQStVsv169fp7u5m69atc1J08le/vkdKBTz5t9scXSZDo9EgkUjw9PRk+/btFpOk8XA5q5FPnxio+OlV3osLZHh4GLVajVqtZnh4mKGhIUZGRjAYDHh6enL27FmbVjldXV0kJyczPDzM4sWL2bJly5gJ0U0h5634eP7q559x5h+u42IPx6PB1dkJd3d3vL29ac0xhhGrml5du9f29nYePHhATEyMWUJarVbzySefUFhYyOrVtjnr2QqdTsfAwIBFctYmE6O5xmyRIx8fHw4fPszVq1etUi0NCgoiLy/P5vP6+vpSX1//2hGBn/7f+/jPy/fwlgzMyfk6Ojom/Iz6+/t5/Pgxq1atmpDEKvtV/O3HafR2tbPRf4RDBw9MqQwbHx+PTqejpKSEyspKLl26RGRkJNu3b5/u25lz/E4QAYADBw7w+eef8+TJkyldptrb2zEYDAQGBlp8fEEQGBwcJC4uzvw3kUjEL/8kgcFh7Sj53dbWVm7duoWdnR0nT56cFSGcmuZuhjUjRPi7UlBQQE1NDQUVxpCuckhPUFAQnp6eqNVqKisr+eyzz/Dw8GDt2rWThrqUSiW1tbW0trYyMDCARqNBr9eTXG58Pa+qg9XufUilUuzs7JDJZLi5uREWFoa/v7/Zr8Gm91RTw/379/Hx8eH48eNT9nfr7T2AQfo1cODIcYL9vtLJ/8mCCG5mV3M0buajIxPBYDBYHLrWarXcuHGDoKCgUROvXC4nIiKCkpKSOScCaWlpSKXSKUOhIpHIqoiATi8gEYtmJKyvFwwMaGanhdTHx4dly5bxeXIWR+08iF08tYT4kiVLyMrKor+/HxeXiWWgJ0JUVJRZXny+OzKswSI/N/7quwl8+OGHNsu9W4q0tDQMBsO4mgSCIJCYmGge2yZC0uNKMkqMBeBn9sZZLA8vlUpZtWoVq1atorGxkeTkZNasWTOtRdV84PW5s6YJhULB+vXryc7OZtGiRZOGcCorK3FycrJqwprIX0AiFo8iAXORCqhs7OS9H11FLxiID4XFvsZWyn/aEMadgkbiY8NYHvZVZ8Pq1atpb28nKyvLHOpycnLCwcEBqVSKRqNhaGiI4eFhDAYD9vb2uLu7ExYWhoeHB15eXsRsHuKTOyUc3BjJvvUzZ7Zkgulze3F1PBl0Oh1+hmbWLHLirc2rR5EAgFURC1gVYZk+eVefij/+jxRUgwMkLHMkwM+L2NjYcR92QRAoKyujra2NkZERRkZGkEgk5DYJ3Cps49i2aP70zNTtn4mJichksnGLOtevX09lZSUNDQ1zlp98/PgxtbW1U4bFS561c73SgPZhJX9wfLSZjCAI6HQ6dDqduZo+r7KVH36aha+bIz/6YAOO9kZBoheLe1/83WAwmEP/pv+bftfp9Pzg0yc09whoPkpmz0qj/r1p/xf//+K/pp8Xf5/otbz6QW5XC6T8JIlPf3CMyMDJQ8EymQx7e3sqKipsEgALDAw03j+5udMyFpsPmEzg8vLyZo0IVFRUUFlZyZ49e8YlSvfv30ej0XD8+PEJj6FWq1HWFSOXgqO9hDXRtj1TJuVXWwWo5hO/M0QAYPny5TQ0NHD16lVOnDgxIUNvaWmxugWwqqpqUvIwF6mApqYmcnJyKK3vQv/bcdTDZwEffPCVctbyiPFV4Xx9fUlISECr1VJdXU1bWxtDQ0NoNBpkMhm+vr4EBQVNKMe50dOTjUutL4iyBPn5+WZfBUslla9fv46rox3//l3brElfxIPCekqeGfO8z/scEEaeU1lZydq1a0eZlZSUlJCXl4der8fNzQ2JRIJUKmVkZITMp10IBrieUc43toVOuuIwKSlOVAcgl8vx8/MjKytr1olAS0sLaWlpDA4OsmvXrinTZb+8kU/LAHx4pwJRVwXSKT76rCbQ6uB51yCXb9zDRzE2KjBepGC8v43ooaXHGInIe/ocH0PbGMtkkUg05v8v/kz0d9OPwfDbB8uK4IWvry+NjY02EQGxWEx0dDTl5eU219PMJ7Zs2UJ1dTXV1dUz6sYKxnSAqfZrvOegrq7OTF4nmpx1Oh3nz5/H10XKf9/ljL29PZ4utqlStra2IhaLX6vIjQmv3xVPEwcOHODKlStcvHiRU6dOjclT9/f309/fb7XqVWtr64TWp7OZCtBqtTx58oSqqio0Gg3e3t58cHwvG9pHeFpTh6z/mUXpEBNkMhlLly6dUY2B6aCqqoq8vDw2b95sMQl48uQJXV1dnDhxYkYGzi0xQYT5uyOTSvjO6X14uDhQVlbGo0ePGBkZYd26dRQUFJCbm0tUVBQbN24cMxi4h9Tz8y8fEOY6QlJSEq6urqxcuZKIiAjzNVY3Kfnybj7SvjqOH9iJs7PzhNe0detWzp8/z/3799m2bduMThBarZa8vDxqamrMNrEJCQkWyfYuD1SQWQqxET6cPrkVqVSKVCpFJpOZ7XVfxOHuQb734/Ms8HTiz793ctrpgYBlVeQ8beb39q8myHfmU24JBgN2//tzvFydpowGmBARETGmr94arFmzhtLSUsrLy2c1xD4bkEql+Pn5UVhYOKNEQK1Wk5SUZC7SexkqlYp79+6xePHiCcmrIAhcunQJgFOnTnHt2rVpPUdKpfK1JAHwO0gExGIxb7/9NhcuXODChQucPn16FFtMSkrCw8PDqkJBQRAYGhoa12xjJlMBgmCgprmbIF9Xurs6yMnJoaOjA5lMRkRExCgr4aAgeGttGBUVFaSnp6PX61+7giPTanTlypUWE5OOjg6ePHnCpk2bZkwH3M9DwZcvtY0uXboUqVTKJ4lp/M3FcvwctPy3E5smHKi3r1zEhiWnOXfuHLGxa4xOlunppKenI5FIEIvFfFKgpWfYgK+LHX82RauVm5sbe/bs4d69e1RXVyOTybCzs8Pe3h65XI6HhwerV6+2Kkz5Yiumya9j7dq1Vh3DCyV/+pYnx48dsWh7Pw8F390VbHaTnC4Obozk4EbL3O9sgUgkYqm/I3Z2lg+dISEh3Lt3j7a2tgkXC5NBKpUSGho6bUfV+cK6deu4du2auXi4pKTE/H2HhISwYsUKq8ZFQRC4fPkycrl83FSVIAhcvXoVhUIxqeNmSkoKg4ODnD59GqlUSm9vr83eNGDsnBoZGZmWP8V84XeOCICRDBw7dozz589z/vx5Tp8+jUwmIyMjA5VKxdGj1pm5mARDXgz3vpgKiIuLm7a5BsCPPn3IlYxK/BQiDi824OrqyrZt2wgODjavuF5GVFQUEomEBw8eoNfrWbZiNc6O03NEnAsMDAxw8+ZNFi1aZDGB0el03LhxA39//zkZMBcvXszTnse09Wlp64PwyMnTPXK5nNDQUEpKSnj//fcRBIH6+npzR4V/YyU9TQM4W/j1BAcH861vfYv29nba29sZGBhgaGgIlUpFdXU1paWlLFy4kJ07d044MPX29pKbm0tjYyOCIIxpxbQGKpWKzs5Oduywrh1z6dKl1NbWIgjCaxH6lkgkVllnmwRvnj59ahMRAGOI/aOPPpqWo+p8wdfXl5wWCdf/8hM2BggEejrg5eWFXq8nPz+f/Pz8KWXEX0RycjJqtZqzZ8+Oe788ePAAlUrFu+++O+ExqqqqaGxsJCEhAScnJ3p7e9Hr9dOKWixcuBBHR0e++OILNm3aRHh4+JT386tSBDr/VzBPkEqlnDx5ks8//5wLFy4QFxdHeXk5O3bssIrNGQwGUh4Xg52D+UuvqqoiIyNjRlIBWq2WkpISqqqqyCo0tuJ0Dxtb8PR6PXl5eWRmZjIyMoJYLMbZ2RlXV9dRP/7+/uzcuZO//HUq1b8p4cyuZXz/5MwYfswWrl27hpubG/Hx8Rbvc+PGDcRisVV93tPBvXv3CHUdobUP4tdGIpdN/TjFxcXx0UcfmSupQ0NDza/9ImY5uWV1lGTfp6ioiBUrVlh0Hb6+vuPWtDQ1NfHgwQPOnTs3qtVSp9NRVFRERUUFKpUKhULBmjVriImJmdZEfOvWLRQKhdXCMd4+PuS2QOMvbvGDb+2x6HOcT4jFYqvbI/39/W1WGARjyi48PJycnJzXjgg0d/VT2GokTn2hgfzFN77SUxEEgZs3b3LlyhVOnjw5ZWdFbm4uzc3NJCQkjDtO19TUUFNTM2ldgFar5eHDh0RHR5ufm6qqKuzt7ac1KYvFYk6cOMHDhw9JS0szd9m8WGwKYw3tTHUgM2XCZAte7SduliGVSjlx4gQXL14kOTmZ0NBQqxnhL5Py+cW9JpxkIJN8yojGWFkfHh4+rdxtT08PqampKJVK7OzsWLhwIT/89nruFbeyfeWiMboEBoOBkZERBgYG6Ovro6+vj/b2dqqrq+nr60Oj0dD0WyuAO9kVfO/ouleCiY6H3Nxc1Go1J0+etHifwsJCOjo6OHr06Jy8r/z8fGpra1kX7smRrf4WV3TLZDIiIyPJy8sjOjp61P1hbydly8oInEUqsrOz8fHxYcECyzobxsPChQt59913KSsrIzs7m6dPn2JnZ8fIyIi5DXDdunWT1iJYioKCApRKpVXfmQnpxY0UtAKtzUSnlXI2fmojmPmEVCpFrVZbtU9UVBRVVVXTinrExcVRXV1NS0uLTRGb+YK3qyMLXUR0Dos4tGV0ik8sFnPw4EG++OIL7t27x9tvvz3hccrLyykoKCAuLg4fH58xrw8ODvLgwQOio6MnTe3euHEDuVw+auI1PRPThUwmY/fu3QiCQEtLC319fdjZ2Zl/ZDLZqB+xWExFRQWPHj0iICBg3lQKX82ZYA4hl8t59913UalUNnmYt/cY3cWGR8DHdwERoUGEhoba/LCr1WpSU1NpamrCw8ODhISEUau91dGh4+4nEomQyWR4enqOG2LT6XSExT7nUlopvqIuzp07x4EDB8Z9oOYTarWawsJC1qxZY7HfgFKpJDc3l3Xr1s2JslddXR15eXn4+Pggl8utrgbfvHkzVVVVPHv2bNzV84oVK2hvb+fmzZu888470843moo/W1tbUSqVeHt722yM9TJ0Oh03b96kra2N9evXW1WXodPpyMrKIr+4EpkE9AZ4VppDkY/I4mjIfEAsFlvtXeLr64tEIqG4uNgix7vxYPJ6KC0tfa2IQElxEQcXi/jggw8mnGx37drFlStXJqyjuH//PtXV1cTGxk6oF3D16lVcXFwmdWetqKigs7OT48ePjxqjXVxcZlQESywWs3DhwnFt01/G0qVLKS8v5+nTp18TgfmGLSQA4I+OrcfXXcHyMF82RE/9pU8EQRB4/PgxFRUV5iIYW/TJJ4JUKmXHqhB2rApBEARu3brF1atXiY2NtbijYC5w+/ZtHB0dR7XlTQadTkdSUhK+vr5zMnkolUru3r2Lj48Per2eXbt2WU36pFIpnp6elJeXTxhG3717N+fPn+fChQucOnVqRlz9FixYMK0Iw4tQKpUUFhZSX1+PVCrl6NGjeHl5WbSvTqfjwYMH1NXVYWdnx5Y1MXzz3aWIxBJqK43RC0EQLL4H5hoSicRqIgCwaNEiSktLbSYCAKGhoZSVldm8/1yjsbGR/Px8Vq9ePemK20RO79+/z5kzZ8x/1+l0XLlyhb6+vknHxHv37k2pF6BSqXj06BErVqzAw2O0rkhgYCCZmZnzlrO3t7efNzVO+JoITBuuTnK+e2h6E2lpaSk5OTkAbNiwgZiYmJm4tAkhFos5cOAApaWlZGZm8vz5cw4ePGjTA6DT6WhtbaWpqYnOzk76+/vRarWIRCLs7OxwdnZmwYIFLF++fMqV7d27d+no6ODIEcsqzuErI5H9+/dbfe3Wor29naSkJNzc3BgaGuLIkSPY2dnZdCxPT89J7XzFYjFHjx7lyy+/5IsvvmDv3r1zGr0RBIGGhgba29sZHBxkaGjILBdtkopWKBTExMSwZs0ai8lQWVkZWVlZSCSScY1oYmNjGRoaorS09JUlAlKp1CYisH79ej777DOUSqXNkSsXFxebzj0fyM/PJy8vj8jISIsWG7t27eKzzz6jrq6OkJAQenp6zC19p0+fnlCtr7Kykrq6Ovbv3z/pGHP9+nWcnZ3HjeC5ublhb29PamrqjDuzWoLZ8MiwBl8TgXmESqXi+vXr9Pf3s2TJEjZv3jynVdPLli3D39+fpKQkPvzwQxYsWMDGjRunHKQEwUBPTzePHj2irc0o2iKXy3FxcSE0NBRPT09zvUJnZyfl5eUUFhbi7OxMZGQkMTExyGQyrmY8Ra3VEbfEk4z0hwwMDHDgwAGLTG3ASKAsNRKZDvr7+8nNzaW2thYnVw8aOgf54OTBaTnCdXR0TPk5y2QyTp06xY0bN8xhT29vb/R6PTqdDicnJwICAmbM1U2n05Genk5zczMqlcr8vdrb2+PgYKz09vDwwNvbGz8/P6s+8+7ublJSUhgYGCA6OpqNGzdOeK87OjrO66A4FWxJDYBR3dTV1ZWsrCwOHDhg07mHh4df+c4Kkzx2V1cXGzdutHhho1Ao8PPzo6CgAFdXVy5fvoynpyeHDh2a8F7r7+/n4cOHxMTETBqGz87Opr+/n7Nnz064za5du7h586Y5gjGXsLe3p7+/f07P+SK+JgLzhGfPnpGamoqTk5PNBjwzAQ8PD9577z1qa2t58uQJly5dMq/m7e3tsbOzMyvkSaVSqpUGPslowt8ZzqxxZd++fRZ5MnR2dlJQUEBxcTFPnjyhQy3japkxFJYbDBsi3Dlz5ozFn0NPTw+ZmZnExsZaTBwmQl1dHdnZ2QwNDU3YFmZvb4+rmwf/kdHDgMaA+6JGvr3fslD4i9CM6PjZxUyqnvbwZ+9NPdjIZDLefvttlEqlWSjJpDvQ19dn7CbJymLv3r0Wh+bHQ2NjI/fu3QOMAjiRkZEzFoGoqKggIyNjWmZTswGT3LG1NRimSnBbsHTpUrKzs23aF4w1NK9qkS98ZaluKsS2VstD6uzDpdQSShsusyLUm4SEhAm3FQSBa9eu4eHhMWmxbmdnJ0VFRcTFxU167y1cuJDNmzfz6NEjdDrdnOquBAQEmFt454Povbp31BsKQRC4f/8+tbW1LFmyhK1bt873JQEQFhZGWFgYarWarq4ulEolvb29aLVasy788PAwj8p7EAzQ1A9bd8SzwMdj6oNjzAGaQm6dnZ08yC5BXF6DYIDN61ZxdPfEhiAvQxAErl+/jpeX17TqG7q6usyWyKbQoMlP4UWIRCLc3NzwWxjMUGouAM87bGPvV9LKOP+gAoDSpiHCwyzbz9PTc9yQpVqt5ubNmyQmJnL27FmrJ7UX78fQ0FB27tw5YwPRi8devXr1uApw42E2ogGmVEdtbS3t7e0MDQ2ZXxOJRHh5ebFp0yaLiihtrREAownR48ePaWpqsqiQ7GWYHENfRWRmZlJSUjIt8bTPMp7ztMPAsx74wfcOTbptSkoKIyMjHDo08Xam9sQFCxZYpOWydOlSxGIxGRkZPHv2jL17986YMNlkWLJkCR9df8TV+/kc3TX5czKsGeHuk2csD/Ml2Hdmru1rIjCH6Ovr4/r162g0GotX0nMNuVw+abXrktWd/PRiJg4j3dy/mzyhHv5k8Pb25sTBnaxds5q29k6qijJpawu0WGwlLS0NnU436QAwFTo6Orh27RrOzs44Ojri5ubGypUr8fT0nHSg/Tu9A18mpfEHRyyb1F5EdnY2tSVFSMQgEUFVURaXuqrZtm2bzat5uVzOkSNH+Pzzz7l27ZrFNttgJBHXrl1jYGCA/fv32zQxTQZTQaC1x+7u7p4xZbbGxkYKCgro6DB6RTg7OxMYGEh4eDh+fn4IgmDe5tq1a2zfvn1chdAXMZ2IgFQqxd3dneLiYps+b61Wa3NdymxBrVaTmJhIX1+fRZ/fRGhra0Ok6QEgzN990nGlrKyMxsZGDh06NGkh7d27dxEEgX379k24zcuIiooiKCiI5ORkzp8/T2BgIJs2bZoRaXitVsvAwACDg4MMDg6iUqmMC6ynnaTWQWpdPk0Nzwh0N37HL3tlAFwr6qO4WY2bQk7yP7+LVDJ94v41EZgjlJWV8fjxYzw8PDh58uSMVIHPB6IXefOL/3EYtVrNJ598QlFR0bhFXSqViszMTPr6+nBxcWHdunVjxEIW+bmxyM+NAA85d+7c4eDBg7i7u096fp1OR21tLRs2bLA5RNrZ2Wm2Jh0eHmb37t0Wk5C31i2moeghgmYIsNxq9NKlS/T09HB490b+4DsRiEUiNCpjfvPy5csodQpyW0XsWRfBfzlkHckwyWZ//vnnnD9/nsOHD086kXZ0dJCZmUl7ezsKhcKqlIyl0Ol01NTUsGfPHqsmvKzyJh4UN7N/HJlglUpFU1MTbW1t9PT0IAgCcrmc4OBgwsPDkclkCIJATU0NlZWVdHZ2otPp8PLyYseOHeO29YrFYkJDQwkNDSU7O5sHDx4gkUgIC5s4VGNrsaAJixcvJi8vz6Z9NRrNK5UaaGho4O7duzg4OHDmzBmb7Xfr6uq4e/cu78QFU1rTzK4tE5OJ3t5eHj9+zKpVqybtgmlubqa+vp4DBw5Y/Zk5OTlx7NgxamtrycnJ4csvv0ShUBAcEs753C50goG/+dYO0osbaWjr5b23Yujv6eL58+colUo0Gg1arRadToderx8lKATG+04iwcEHXAAAIABJREFUkSCRSLCzs0M/YnxNBDjKZdjby8YVILLGytwavDp31GuMoto2Khq6iPaVUFpUgI+PD7t37waMA2JycjItLS2sWrVqUk/s1wmmyEFVVdUYIlBVVUVaWhoODg54eHjQ0dHBF198Mcatz4TAwEDWr1/PrVu3OHz48KSDSV5enlmJyxZ0dnaaVQuHh4c5cODAlOTjZdjZ2dHW1mZxL35ZWRnd3d1jB0onb44dO4ZSqeT3/uUaz3t0/PpGAd85EItYbN3D7ujoyKlTp0hMTOTjjz/G3d0dFxcXFAoFDg4OdHd309PTw9DQEFqtFg8PjxlvUX0RfX19AFb1RRdVN/GHP7uJAXD36kUifmzuRFGr1RgMBiQSCXK5HGdno1Pc0NAQmZmZZGRkmIv4xGIxHh4exMbGmj0hLMH69evRaDTcv3+fgICACcnUdCICANHR0WRlZdmkXTJbE4EtMBlvRURETEs8rbS0lMePH7N06VI2b96MsutThgbGT70JgkBiYiJeXl6TjqVXM55y4fZjdkd7ExAQMOF2U8GUMu3p6SEvL4+bj0p4VG2sI/qzf/2EgjbjdiUlxaxfKMLR0RFXV1c8PT1xdHTE0dERJycnFAoFzs7OODg4TPg5xVc04SSXsSxk8tqc3W+NcC+/juWhvjMSDYCvicC00Tuo5vd/cgOtTs9SHzi1cSF1dXX8/5/cIGBhAH31hQC8/fbb0y5qe9WwfPlykpKSRvXednR08ODBA1auXDmq2Mb0sMvl8nFzdZGRkQwPD5vJgL39+IL7FRUVYxT5LMWLJECtVttEAgAcHBxQKpUWb19YWEhISMiEBMfT05NvJ2zhpxeziI8NtZoEmKBQKDh79iwtLS0UFxczODhIV1cXOp0OBwcH3N3diYiIICIiYtYL9hTOzpR3wpd38zm1e+KiSJVKRUlJCTU1NTR1fZW3V3Z2UCvtwdXVlYiICBYuXDhpp8LAwAA9PT04OTlNS1Rq69atPH/+nDt37kyYepouETC9B2v8Ckx4VUhATU0Njx49mpDcWwqTKdu6devM+gpOTk709PSMu/2tW7fQ6/WTpgUHh7X8/bmHGABf35lJMbm7uxMfH8+KNYNk//VniKUyju9ewdMvchnWwf4dGzi6ffm0zrE+yrLImYO93Ywba31NBKYJqUSMXCZFq9OzZtVy9u/fwOV7efzD+XygmdNr3Plv35zd9rb5gr+/PxKJhIqKCmJiYsxCRf7+/mMqbpctW4ZGoyE9PR1HR8dxV4rLly9HpVJx+/Zt9u/fP+Yz0+l0jIyMWFx09iIaGhq4c+cOrq6uNkcCTHB2dqa3t9fi7QVBmFLGdyZd8/z9/eddee52bh0ZjZDRmIdEr+bIrq8krZVKJfn5+bS0tKDRaJDJZAQGBnLgQCyHekfoHhhmS4x1kQpnZ+cZkUoGo+1venr6hBXc0yUCJrwuegAvo6Wlhfv37xMTEzMtEpCamkptbe2YugI/Pz8qKyvHbF9cXExzczNHjhyZdDzVDA/i5QidKogKnDkr6uomJd/7WRIKmYgv/v5d1MMqTpTksmP3HmIi50cRcKbw5s1OcwyFg4yP/+Jt6tt62bTUWPwXGPBV3mrL5rHe9G8SgoODycnJobe3l7a2NvR6/YSmPyaxmJSUFBISEsa0p4lEIjZs2EBqaiqpqans3r171EBssi615vN89uwZeXl59Pb24unpiUql4sCBA2OUxayBu7s7tbW1Fm/frRZT+bwbK5WIX2sIWuPqXiyC2spy/rOh1FyEqdfrR2lKvBgpme0Cba1Wy927d2lvbzdHspycnIiIiCAmJgapVEpERAQpqWnce1xI/Jax0YwntUruPRPY+lxJZKDt0YdXWSthInR3d3Pz5k1CQkIs9td4GYIgcOPGDdra2ti/f/+Y0P2yZcsoLi6mv7/fXFekVCrJzs5m7dq1U7a1Jt+6xbc3ezKgHsFF12rTNZrQ1dVFUVGR0RK9ZhhTs9D3/vFj8pt1BLmL+aPXnATA10RgRrDQ24WF3l8Vwq1dEsAvvn8IAwZiI18fTXBbsHPnTtLT02loaMDBwYGEhIRJJ+qtW7cyNDREYmLiuG5jIpGI7du3k5ycTEZGBnFxceZwaFdXl8UV05WVlWRlZaHRaHB2dkahUCCXy4mPj5/S4WwqeHt7WyzzWlDdyrm8IWCIgKAKdq2bvh31qw6dTkd3XSF/sNOfbXGbCfV3p6enh87OTgwGA8HBwfPm1/7w4UPa2tpYtWoVXl5e9PX10dTUREFBAbm5uSgUCmRyRy6Ww1BhHh1qKe/s/irkazAY+MmVQrQ6+PuPU/nof56w+VpsjQjMF4FQqVRcvXoVb29vcw2UNegZGObPf3GXzq5Odi4SOH386LhpHIVCgYuLi9mESKfTcf36dXx9faeMQDx+/Jjh4WGOHTvG8PAwFy9e5FFWDitWrEThMHWBtqnNtLKyktbWVkZGRlAoFISGhrJ4hQ8/uVKIh7OM3r5+DOho6BHo7R/EzcW2Isnxzl9UVERZWRlqtdoclTIJti1ZssQie2Nr8TURmCWsjpwZTfdXHWKxmG3btlm1z549e7hy5QqXLl3izJkzYyYFiURCfHw8SUlJ5Ofnm7UCenp6JqwdMEEQBO7cuUNDQ4M59O/r62u2HJ2JHGtWbT+/eiLQIX/IX7w7uQ5Ev0pj/v+d++nUFT/CwcEBZ2dnPD09WbBgAf7+/vM2Mc4GEhMTkUgkfOPEfvOA5e7ubnMqZqYgCAJ1dXVs2bLFXKcSGBjIsmXLAKOEdHl5OS2dvah+K/ve2N436hgikYjFC90pqVdip+3hzp07NvlNADbtM181AlqtlgsXLuDk5GRz2+7dvBryqowrdL89Gyat5YiPj+fSpUv85OObNHf2EuU2tYx4eX0Hlx6U8kFCHFKpFI1Gg8IrgD/+uBBExfzwbCzh/saQk1qtRqvVotFo6Ovro7e311xIKxKJcHV1ZcWKFSxbtmxUh9cXy43utKV1Hfz8UhaOI13cu3ObY8eO2fSZvIjBwUEuXryITqcjIiKCoKAgPD096ejooKOjg7a2NrPFcVRUFJs2bZoxQvA1Efgacw5Tu9sXX3zBxYsXOX369JgogkwmY+/evSQmJuLg4EB0dDR9fX1TFrklJibS1dWFu7s7zs7O7N27d8ZyxybcyW9AJ8D1x1VTEoFtKxbxzR2LeP68iX/4/gc0NDTQ3NyMUqmkrq6OiooKBEEwu0eait02btz4WpKDu3fv0t3dPcbd7VWAUqnEYDBMKCzj6+tr7gRx8C7kxv0cfj9hbGX6X7+zjkuJtzh5ZD8pKSmcO3eO/fv3W10M/KoKA72Mrq4url+/jp2dHceOHbPpe+3t7aW1MhcPB6OmfnTg5DkgT09P/CNX8defFwAQvGvxpJHG1o5uvv3P1xjRQ+/5DNYHpCMSiajrFaHVAwgkP8wjyttIpMRisbmFz97eHjc3N8LCwli0aJFFacNlIT784n8cpre3l/Pnz1NRUWGRYNFkSEpKQi6Xc/z48VHv1cXFxSwjLggCZWVl5OTkUFdXN2OGZF8Tga8xLxCLxRw/fpzPP/+cy5cvjztxODo6sn//fhITE3F0dKSvr29SXf309HQ6OjpwdXUlJCSE2NjYWVlBfXv/av7xoxS2xliW9jkSt5SbNxsQi8WEhIQQEhIy6nWdTkdbWxvt7e0olUqeP39OTU0NYWFhbN269bWpMcnNzeXZs2ccPHhwTtTYrEVra6vFqaV1EV4oa0S4KcaSMbEIXORGm9n33nuPW7duceXKFWJiYqzKm9tKlOYyNWDSP/Hz8+PAgQM2XbNSqeTKlSsE+nqS/N0Erl27RnFeJlFhkxeErl62BAdZCcNaHa11lXz6aRO+vr64u7sjEolQqVT09fXR1dVF/5AGfvuxBAT48+67O3B0dGREp8frcg4jej3fO7YBuWxmnyU3NzeWLVvGo0ePCAsLs2lSNhgM/CIxm5zyfv7l/zk16fMuFouJiYkhKiqKTz/9lJSUFA4ePDidtwB8TQS+xjxCJpNx/PhxvvzyS5KSkjh8+PCYbVxcXNixYwfp6ekMDw9PSARKS0upqKjAy8vLLD08W2HUrSuC6dzsgaOjZcf39fXFYDCgVqvHXeVLpdIxao4VFRVkZ2fzm9/8hujoaDZs2PDKrbBNEASB1NRUnj17Rlxc3Lx3LEwEe3t7dDrdhN/Di+js7JyQNPQOqmkdMGAwGJBKpRw6dIjKykrS09Opr6/n0KFDFgnr2HJ/zkVqQK3V8f1/v011Yzvbg3Tsifs/7d13fFT3mej/z5wZSaNR711CDSEQCETvTYBtmmkmYJM4vkl2czf725K92c3emy3ZTTbJzeZuzW4Sx3Zwo5limuhNBQQCVJCEKiqjinobzYzO/P6QpRirTVPBfN+vFy9g5pSvNNI5z/mW57GtVPn58+fx9vZmx44dQH9xn0OHDlFZWTlqHotgXzc++eFeunR6PJxMZGdn09jYOFi1U6VS4ezsTHx8PAkJCWxu7aVE28y6pMjB9fUOKiV//pp1kxrNtWTJEkpLS0lJSRn2GjaWOwVafnMuB4CUrEr2J49dpEmlUrFx40ZOnz5tVT6KIcezaW9BsJGLiwuvvvoqx48f58qVK6xfv37INv4BgVws7KZDB7udnr3APn36lNu3b1NTU4O/vz9KpZLly5eP+wXT19eXmpoas7ZVqVRIkkRtbe2Q3oCRxMfHExcXR3Z2Ng8ePKCgoIB58+Yxd+7cKRMQ6HQ6cnNzKSgowGAwjEuaYnsayOh38eLFUS/Yxj6ZK1mleKmfvbjqdDpq6+r581/foqXbhNfJu3xnx6LBY4eFhXH27Fk+/vhjs8qJT5XP8Yuyi6q4U9B/s+1zn2ZTEFBWVkZPTw+7d+8efM3d3R03NzfKy8vHTGjl7+UC9A8Hrl27dtRtozQaooInfh6KJEm89NJLnDhxgrKyMqKioizav9dgRKkA2QRtdeUYjfFm9QIGBQWhVCqprq62Oq3zABEICGbr7NHj5KDEQWXfsU1vb29efvllzp07h6ur62C9cL1eT3FxMVfuFpJTawTg/71/jqWRzjx9+pTe3l5MJhPOzs54enqiUCjYuHHjhIy9BgYGUlJSYvb2arWauro6swMB6L/AzJs3j8TERO7cucP9+/fJyclh8eLFNo9HWquoqIicnBza2tro6+vDwcGByMhIlixZ8lzMaUhOTubUqVPU1NSM2HPxiyMZHLnbjLMDKOX3kY39RbcAjDK09/RvV9vU8cx+Go2GPXv2kJWVxe3btykpKWHz5s0jdhdPxTwCBQUFPEi7RayfipbuPnwUzTYd78GDBwQEBAz52VAoFM/l8smR+Pn5ERsby/Xr1wkPDzd7OK9Lp+d//+YKfSZYlRBEbKAzqamprFmzxqz9HR0daW627TMCEQgIZkrNreS7v7xAgJcrH/6fnbhpRp+9b6mQkBDWrFnDtWvXKCkpwWg0DlZa83R2x80RdEZwo5PubhPu7u60trYiyzI+Pj7ExsYSExMzYbOqw8LC6Ovreyar4mhcXFys/oWVJImlS5eycOFCbt26RWpqKvfu3WPFihUWBRa2On36NHV1dQQFBTFnzhymTZv23NXMCAgIICIiggsXLnDgwIFhP7vqmv68sX2ygmnTIgnw88HX1xcfHx8kSSL46l3O33rId19bNuw55s+fT1RUFGfPnuX9999n3bp1w35OBoPBvl+cDWRZJiUlherqaubNTeQP/2AxHR0dfPzxx1ZXSoT+lT7DVVjt6emxKZfHVLR69erB2gsj5VL5ou6ubkxyf4bJtqZ6lMpotFrtqIHq5xmNRqvrO3yeCAQEs2QV1dAnm6hp6uBJbTOzo+2/PDI2NhZfX19ycnLQaDTExcXh7u5OeXk5PR2XyG8ElWcozho9Ckzs3LkTNze3SVlSpdFoUCgUaLVas/Lpe3l5UVtrW3ITlUrF2rVrWbp0KTdu3ODSpUskJiYO9qCMF53eyLX0LGpra9m1a5dNKXyngg0bNvD+++9z9uzZIfXuGxsbma5pInLVNF5emcSM8KFVIWdHeNNULuHt7jziOby8vNi/fz83b97k0qVLw5bmHehlmGxNTU2cOXMGWZbZvn374MoJNzc3AgMDSUtLs6iq5eePK8vysF3lRqPR7FodzwtJkkhOTubcuXNotdoxaxzo9XrOnTnF1xa7EzVrIUvig7h+7SrBwcFkZ2ebHQjYY2Lu1BykEqac15PnsHFBFIvDVeTcvjouFzGTyYSXlxcrV67Ew8ODa9eu8fbbb3P58mUMzn6kVcFHN0vJrtaxadMm3N3dJzX3urOzs9nzBPz8/Ojp6bHLedVqNZs2bWLNmjVkZ2dblO7YGt/8+af84ONsCjq9nvsgAPov2Fu2bKGhoYG7d+8+896lS5cICw7gz17fOGwQYOl51qxZw5YtW6ipqeHgwYPU19cD/V3jU6FH4MGDBxw/fhxPT08OHDgw5Oa8cuVK2traLKqtMaCwsBBnZ+chvS4DlfgmO6/EeAgNDSU8PJzfHUvhD39+kpOphcNup9VqOXToEEqlkrde303ygmhcXTQkJibS2tpKfX39mEMnA99He/SsiB4BwSy+Hhp+/M1kdDodhw8f5ujRo+zdu9cuE550eiPf+L+nKK9tYcccFzwUnSgUCnx8fFi5ciWxsbGU17Xy4Z3jGPtk1i5fMCXWYLu7u9PY2GjWtkFBQRiNxhHz11tj+vTppKWlUVVVNS7L9YxGI+np6ZRUPQWgqfvLM6Y78LN18+ZNTCYTixYtorW1lc7OTrssx/q84OBgDhw4wIULFzh16hQzZsRT3Q4NLZ2YWf3a7gay9T19+pRFixaRmJg47HZeXl54enqSlpZm8Yz46urqUZ/69Xr9lB1aGpi/Yc3v6saNG/nNjd9R0dxAVkkD/lILHh7uyLLM06dP0Wq1dHd3ExQUxIYNG54JlLy8vOju7kapVNLd3T1q3pSurv403rauGAARCAgWUqvV7N27dzAZkC2JY4xGI7m5uaTdL6Swsn/iVVlTH//rK8lEREQ8c9zoYG+O/t1r6A19kzIzeDi+vr6UlZUN/r+xsZGqqirg95n03N3dkSQJlZOG+7WQcruAV5bNslsb7DnpSpZlurq6qK2tpaysDK1Wi0Kh4M+2zSS9oJZwp+FLw04lRqORrq4ulErlmGOnM2bMQJIkrl+/Tl9fH319fWg0mjFTUFvTC6VSqdi8eTNFRUX89IPrZNdDavUtzv8sEkeHiQ1qa2pqSElJQaVSsXv37jGfzJcsWUJKSopZyy4/r6OjY9hSwZIk4ejoSEZGBhs2bBh8XZZNPCypIzLIEy+3kYddxltbWxuHDx8GwCBDSZsTG5Yn8cqKsZf1AVRVVRGkMVDRDNMDnCkpKaavr28waVh4eDhz584d9ufMYDCgUqlQKBTo9fpRA4Hm5maRWVCYPGq1mj179nD48GFOnDjBjh07zP6B1Ol05OTkUFpaSkdHByqViqigQDYv8qGxw8D3968gzH/4imGfr+cwFfQ5uHOxsBvnixl01RWj0+kGUyAbDIbBpwqFQsFtrYLsWsj6XRpttWWEBXjh4eGBl5cXvr6+Vs+4t3SyUGtrK5cuXRqxzCv0Z7xzd3dn7ty5zJs3rz/50yaZt99+m/r6+ikxtivLcn9vxWcTS00m05CAyN3dncWLF486oXL69OkolUo+OXuF21qJUB9n3hjHdk+fPp2g8Eqy68vo0hnQ1tQQGRE2jmd8VkZGBrm5ucPOWRhJeHg4arWa9PR01q1bZ9Z5GhoakGWZadOmDfv+wFj6wYMH8fT0xNnZmQt5rVwvbCHQ25WT//iVwVwAE62kpASlUsnOnTv5l0/ucKuskrTyDLzUMvPnxI/ai1FQUMCtW7d4bfUMfr5kmcUJjFpbW3F3d6ezs3PMMtWurq7IsmyXXkYRCAhWcXFxYffu3Rw9epTTp08PmXT1RQ0NDaSmpvL06VMcHR0JCQlh3bp1gzeV0bOIT03vXCkhvxFKT+byD7tjWLZs2ZAbuk6no6mpifarj8iufYLaUUI29lJRUYFerx+8iUmShLe3N+vWrbOom9+cEscD9Ho9J06cQKPRsGPHDry8vJBlebAdjo6OI3YzSpKEq6sr+fn5kx4IPHz4kKysLBQKBQkJCfj6+uLi4oKLiwsajQZJkmhtbSUtLY3Lly/j6OjIsmXLiI2NHfZ40dHRtDg8prK1msrWLp7UtTItcPwyI35v30paasuZHuzO5YspLF++nJkzZ47b+XJK6/ntuSw8+poIc9ENKftrjrlz55KZmWl2pstHjx7h4uIy4g1qICvj3bt3aWlp6R8Xb+kE+osTGYx9kxYIxMbGUlBQwNGjR2nsX0CCoxIeZN0l9/4dHB0d8fLyIjQ0lOnTp+Pi4srVB+W01FfRUv2Y+fOtT8Ck1Wrx9/entrZ2zOvAQE9OU1OTxemtv0gEAoLV3N3d2bVrF8eOHePMmTPDjq3KssyFCxeoqqrCx8eHbdu2EThZA6N2FhPqTW55A7OiAkd8UlKr1YSEhPDdAyFsXF5PoLcrfp7PdvcNFMO5f/8+R44cYfny5cyaNfbwwUCPg4eHeTXXs7KyANizZ88zF2hzx2mDgoJsXvlgi5KSEtLS0jAYDMyaNYvFixePeKPx9PRk8+bN6PV60tLSuHbtGpWVlaxdu3bYfV5aNpOr2dXEhHgR5GOfSnIjcXdxIilYYvXq+bS1tZGamkpTUxMrV660+7lkWeZHv7tMaX0XSgVc+fl+q5abJSQk8ODBA1JSUsyaQ1FRUUFcXNyo26jV6me+5uSXejh6PZ+k6UE4O5mXCno8uLu788YbbyDLcn8hqqpWZsWEEejtSmdnJ0VFRVRVVZGbm0tWVhZ5DQrSq0wogJ9/fQHz5w8tXW0OnU5HaWkpK1aswMvLa8yAS5IkXFxcePTokdl5B0YiAgHBJp6enrz66qucPHmSCxcusGnTpsH3ZFnmxIkTtLS08Oqrr45ZR/x58/39K9m7NoHwEYYyvmh21PBP0pIkER0dTXR0NJmZmaSnpxMREWH2BdtgMJh1M9dqtQQGBlrdjejp6UlFRYVV+9qipqaG69ev09nZSXR0NKtXrzY7YYujoyNr164lJiaGixcvcujQIV599dUhPR/TPBX8jyT41rfMKytsr3kZ8+fPx9vbe7BY09atW0f+fM6cIfEXv0A2GqGvD3buhFE+y8LCQm7fvo23ykApkBTjb/Wac0mSeOWVVzhx4sSYBXYaGxvR6/Vjlgz+Ii83Z7611foshvYmSRJBQUEEBf1+qbSrqytJSUkkJfXf7I1GI3//3yegqgVJUhAdPXItlNHIssz169eJiYmhuLh41JoqnxcWFkbO4ycsXW7EycH627lYPijYzNfXl61bt1JZWcmVK1eA/m7oQ4cO0d7ezmuvvfalCwIAJElBTIi3XSd7LVq0CBcXF27dumXG+aXBFKPmsHUcUa1WT2g2vJaWFj755BPOnDmDm5sbb7zxBuvXr7eqCFNYWBivv/46kiRx6NChIctfy8rKzL5J2nvJamRkJLt27aK5uZn3339/+JUof/RHsHUrIdeuEXbrFuzZA2/8fjZDZ4+evs8+m+rqaj744ANu3bpFREQE//7XX+etJAV/uXuuTe308/MjMTGR1NRUOjs7R9wuKysLd3f3cck02dqpo1s3+csuB5SWlhLq0ML/fCmO3/zFNqvmMZlMJm7evIksy4SGhtLU1GR25tAHdRLv3dPx5k9O2hScih4BwS4CAgLYvHkz7x87w29u1OCp0rM80pF9+/Y9F6lnp5K4uDjy8vLM2tbZ2Zn6+voxu2GhfwhhYB27Ndra2syu3mcLnU7H5cuXqampwcvLy25JjNRqNa+99hq/+93vSEtLY/Xq1YPvNTQ0TGqw6u3tzYEDBwYrGXp7ezNnzhxiYmKQcnLgl78cutPHH8M3v8lxZQD/9GEqId5OvDoD9L29hISEsHv3btRqNdqn7dyqgL47ZfzxCJP3zLV48WIqKio4duwYu3btGnZ+ilarZcGCBTadZzh3Cqr5k39PwU3jyEf/Z9eQIbYBxj6ZP/2PFB4U17JjrgdR3v1d6AEBAcycOdNuSxa1Wi03b95k3ry5LFq0yOrjDMyTWLJkCZcuXRqypHA0+U8aACiraUFv7LO6V0AEAoLdBAcH81QZQkl9f8GSv/7WFhEEWMHZ2XnMGcMD3N3dzU5dnJSUxNGjR2lubrYqCYlWqx11OZM93L17l4cPHw6WoLZ3ESNJkli2bBk3b95kwYIFuLi4IMsyHR0dNhXXsYeBSoaNjY2kp6dz48YNbty4QdLFi4zUspyf/pRDc3diAqqbezHIGubMmYNKpSIrK4ve3l4+Tq+huMlE8dUS9m5c/FkhH+vt3LmTkydPcvjwYbZu3frM5NGKigpkWTZrjoulHpU3YOyTaenQUdnQNmIg8LStm9v5/b1kudWdzAoJoLOzE61WS2ZmJs7OzgQHB7NgwQKz59d8UUtLC+fPnycqKsqmICA3N5fy8nLWrl3LxYsXWbly5TNDEaPp7u5muqYJhxhPdq5faNPQgAgEBLvavHwWqfm1xEf4EeQ7tZb7PS8qKirMvuH6+PhQWlpq1rZeXv2ZAS9evMhXvvIVi9qUnp5Oc3Mzu3btsmg/c31+PsnChQuZO9e2buzRxMXFcf/+fU6dOsXcuXMpKipCkiSLq8aNFz8/P7Zv344sy/0ld0f5fENmzOD7X9vARzeKSYzyZ1mMOw0N/U+JHh4eODo6snSOEw+qHhHi7Yynq+2BuUqlYufOnVy8eJFPP/2U5OTkwSWaDx8+xMfHx6rhm7HE+5qY6QcrFieRFDvyzTLQ25UDG+aQXVbP976y/JkMka2treTl5VFZWcnhw4fx8PBg4cKFFn32Op2OEydaXexWAAAgAElEQVRO4OfnN2y1VHOVlJSQk5PDhg0buHLlCklJSRbVDjl9+jTBPq58d99rVrdhgML0ZSoBJUwJsmxCkiYv9e/zrKOjg0OHDrFq1SqzuvvLy8u5cuUK3/jGN8w6fmdnJ4cOHcLf359XXnll1Au20WikuLiYnJwc2tvbWb16tc3lToej1+s5duwYvb297N692+zlkLbo6uri7NmzdHZ24uzszIoVKwgLM289v6Xf8+H89re/ZdWqVSMuaXxGYyOEh4NO9+zrKhU8fgxm3MT+6zfvsmj+XOYnWTaBbyxpaWk8evSIgNBIchsk2utK+dbudWZPdrPEe++9R1RU1LBFjKzR3NxMeno6tbW1ODs7s3D5Wnr6lMyNGXlVk06n48iRIzg4ONiUWbW6uppr166xceNGUlNTmTbNsnLPGRkZ5OXlsX//frv00okeAcHuRBBgnY6ODj755BO8vLzMCgKgv2rjQC4Ac8Y+XV1d2bZtG+fPn+fdd9/F29sbjUZDR0cHnZ2dg/nLB54PlEolPj4+7Nu3zy5Vzr6ou7ubo0ePIknShM4ncXFx4bXXbH+SmhB+fnD4MHz1q9DW1v+aiwv893+bFQQAaBwlxuPXcvny5fj6+vKjD26R39A/WfFNk/1vK1qtFr1ez7Jlw1d8tIa3tzdbtmxBr9dz5Php3vzZWQwy7FgQwLoEf5RKJSqVavBPc3MzRUVFODk5sWvXLquDgMbGRq5evcq6deu4e/cuAQEBg6sQzFFfX09ubi6rV6+221CdCAQEYQqoqanh3Llzg8sxhzOQb6C2tnYwHW5Fs4F3H8C12hO8+/1dZmUy8/f358CBA5SVlVFcXExPTw+enp7Mnj0bjUYzmJ7X1dV1XLp4B1RXV3Px4kU0Gg27d++2+lyyLFNSUkJ9fT1tbW24ubkRGRlJaGio3VKwTrpt20Cr5cFPfoK+p4fFf/M3MEYq5C8ar87fuLg4ooJyyG9owV2t4PqVi1SVmZ+50BzWjuWbQ5IklI5OGD9bEKOtb6bUueOZoFiWZVQqFdOnT2fZsmVWf11tbW2kpKSwcuVKCgsLcXJyYtmyZWavRDEajZw7d46wsDCzHxbMIQIBQZhkjx8/5ubNm0RGRpKcnDzsNp2dnRw7dgyDwTCYPc9gMHC1pBeDDMU1bVQ3thMTYt4kQEmSiImJGZcu3LFUV1eTnp5Oa2sr06ZNIzk52aoLq9Fo5MKFC9TU1KBQKNBoNDg7O6PVaikqKsJkMhEdHT1iEqHnjosL9cuX09XVxWILg4D6ThMhHb3j0qzq6mqCVS3813fWEh8TQXvLU1JSUvjggw/YvXu3XYriuLq6IkkSVVVVFo2jj6W8vJxr164hSRLf3zufDoOSvWsTLE4NbI7u7m7OnTvHggUL0Gq19PT08PLLL1v0s3nu3DkkSXomX4s9iEBAECbRw4cPyczMZO7ckZcgtbe3c+zYMdzc3IZ0SS4sr+V7/3Eab2eQelsB20uSjqcrV65QWlpKUFAQ69atw9fXulK/LS0tfPrpp5hMpmcmq33ewEX+4MGDbNy40az67lOdNTkMjt3I50iOnlP5ebS1tuAo9WEwGOjt7UWv1w+WQ5YkCZVKhYeHB/Hx8WbPB7l58ybBwcEsnN0/38HVOZivfvWrfPTRR6SmprJx40aL2zwcT09PcnJy7BYIXLp0ifLy8gkJFvV6PefPnycuLo6enh7q6+vZunWrRb1geXl51NXVsXPnTru3VQQCgjBJjEYjd+/eZcGCBSOOETY3N3PixAk8PT2HLe7U0VjF7jlOhIeHc/zcVRKXyKydFzVpedpHc+XKFcrKynj55ZfNnpg3HJ1OxyeffIKPj8+oF9PIyEjCwsK4fPkyZ86cITQ0lOTk5Clb+na81Df3J//pNZpobuskwFONs7MzPj4+uLu74+HhMVjtrq2tjdraWm7cuEFGRgZr1qwhIiJixGPX1dXR2dk5ZDhLpVIxf/58MjIy7FZ6W+0XzY8O3eV4/nF+/RfbrF4uZzQaOXXqFC0tLWzZsmVCAsTr16/j5+eHu7s7d+/eZfv27Rb9HLa3t5ORkUFSUpLVwfNoRCAgCJPk9u3bqFSqEYOAuro6zpw5g7+/P1u2bBlyMc1/0si/nXnEnDA3FoWEc/xoMYdyr/K1TU388c7FE/ElmG0gj7qtQcCP3r/J2YxCVkU58tZb28e8wahUKl566SW0Wi1Xr17l4MGDxM5IoFbvyoK4YLOHUqYKa3oEvv7yPB4X5hMX7s83XzevvJfRaOTatWtcuHCBefPmDVtOGPqLC7m5uQ3b/R8fH8/t27fJy8tjzpw5Frf7i24/rscgw6MnT6msayU2zLob4rFjx9DpdOzdu3dCVqg0NTXR2NjI3r17OXz4MMnJyRYNl8iyzKeffoq3t/e4JGoCEQgIwqQpLS1lxowZQ1439snkldVy59o5IsLDeOmll4bd/xdH0imsN1Dc0Iyz8Qp9n012ysl7ROfGWeMyy99ajx49wtHR0eogQJZlcnNzOZlaiAmoM7hb9JQZEhLCgQMHuH//Pv905B7lLf0z6d/9s3VEhIdb1EX7tF1HeYsJg7EPB5X90kuby9JJfxq1A0unORESYv7Pg0qlYsOGDTx+/JgbN24QFBQ0bHKnmpqaEUsNS5Jkty7skpIS3HWVRPmpcZF6ybt3i9iwHRYfJy8vj46ODg4cODBhK1S6u7vx9PREqVSi0+kGqwaa6/r164NLa8eLCAQEYZIYDIZhS/r+zbvXuHi3lAgvJUe/MfL4qr+mP/vgvNhA/vjb21j3pIG8sjqM9QV8/PHHrFmzxrx16hPEmqdZo9HIvXv3yM/PR5ZlVsc486hWxze2WPdklJSURNz9FsrvliIpTFy9cgWTyYSjoyPu7u6oVCoUCsVgWz//t0KhQDbBz85X06U34XI4nb9+3fqKgdbM4re2zoHJZLJq37i4OIqKikhPTx+y3NJoNNLT0zNqFkGDwUBISIjF5/28/Px8UlNTWblwNt9bunSwBkVmZqbFWf3u3btHXFzchGY89fHx4enTp9Q3NHKvQU3qz0/x4z94iSCfsXsjKioqKCkpYdOmTePaZhEICMIkMZlMw3ZNPqlrBUCH04hPVDU1NUQ6NfHPX53LiqX9N8VZ0/yZNc0fmEN6ejrXrl2jsbHRrmuvrRUUFERWVhZGo9Gsp++B8sGlpaVIksTMmTNZsGABly5dYmlUNytmh1vdlh98bTV9zaV8ddcm4qPDaW1tpaysjLq6OoxG4+ByMeCZnAomk4k+2YShr///PVOo+M1YrA0EoL+OSGFh4ZDXS0pKUCqVI6arbmlpAbD4CfjzBibTfn4ejZeXF9HR0RQXF1sUCJSXl2MwGCb890Gj0bBy5Up+d/Qcd5/ogS7+8VfH2bMsYnAey3C/5wM1N2JiYkadp2EPIhAQhEnSazQhqYYW8fnh19dyKq2QTQuHX9pXU1PD2bNniYyMZPXy4S+Ey5Ytw8fHh5s3b7Jo0aJxzQdgjuDgYJycnDh79izbt28fcbuamhru379PbW0tTk5OLFq0iISEhMELpSzLNlf/c3JQEekJ/p/lqvf09LQooYtfeB4nLmXwvX3LbWqHtazpSTCZTFZ30xuNRpTKoUMg5eXlo67v/2KFR0tlZmby8OFDli1bRkJCwjPvJSYmUlxcbHZgCXD//n0CAgIm5XchKiqKb77hR9b/O0dtcydzI72pqamhuLgYk8mEWq3Gy8uL0NBQYmJiOHW7nLtZD5kX7MiaNWvGvX0iEBCESZBTWs8HOXD88Qk++ps9BHr/fvw2JsSb7742/FNLYWEht27dIioqasw853FxcWRkZHDv3j2WLFli1/ZbY+vWrRw/fpyPPvqIuLg4goKCUCgUNDc3o9Vqqa6uxmg04uXlxbp164iOjh5yjICAAB49emSX9gx3czNHdJAHswMUuGmc7NKOiWJtANXb2zvs96qxsXHUoSc/Pz8UCgUVFRUWL/lLT08nLy+PNWvWDLuM0dPTEzC/tLZer6epqYnNmzdb1A578vZ048jf7x3SO9PU1ERpaSlarZbs7GzeO3uXtKr+96JjEuiTTYx3GgwRCAjCJMgpq8coQ3uPgcKKhmcCgZEMXBxHm8X9RR4eHmZXJxxv3t7e7N+/n+vXr5OTk8P9+/eB/huyi4sLiYmJJCYmjvrEFh4ezv379y16EhyJtfsrFIpxy9JnzrmtYUuPgMFgGPZ71dvbO+bkTzc3N0pKSiwKBAbqFyQnJ49YDEiv1wPmBwJZWVk4OjraPF/BHr74Gfr4+AyW2b54t5T/yLgy+N7BS3kUVrfwyz8d3wBGBAKCMAleXTGDUm0T2spyqh6lY5w98sx1vV5PSkoK9fX1rF+/ftgn5ZGo1Wp6enrs1WybDZQXtpa/f38O+EePHpGYmGhTW6y9Mdo6NGEra4MQa9rdJ8vcK2tD4/DsOfV6PSaTCX9//1H3j4+PJzMzk+7ubrOWzKWnp5Ofn8+GDRtGDR7S0tIsWodfVFQ0KVk0LZVfUjn4b0+1gladiceVT8f9vFMv64ggvABcnR352zfX8m/f249Jlvnwww/p6OgYst39+/c5ePAgra2t7Nixw6IgAMDJyWkwc9yXRWhoKAUFBTYfx5Yegcky0ec+fPURxx+08GFmK2U1LYOvNzQ0oFAoxrwZJyYm4uLiwsWLF8c8V1NTE3l5eaxbt27UIKC9vZ3S0lJWrjRvxUZ1dTW9vb0WrzCYaPX19Ti1F7Nlnj/f37eUN5YFsijKnR9/0/pSx+YSPQKCMInUajX79+/n5MmTfPTxIcoNAbi6ubEkBKqrKjAYDMydO9fsoYAvcnR0pK+vz86tnlwLFizgk08+MfspcyTW9ghMZt2C5k4DDR0T93k6OvTPDZAkxTPZKhsbG3FwGDrRdTgbN27k+PHjFBQUEB8fP+J2Fy5cwN/ff8xg99KlS3h6epodFKelpeHv7z+lM0p2dHRw+vRpIiPC+fZg3pDZvDlB5xeBgCBMMpVKxe7du/n3j1K4fKMSqKMr1oHtK+JJSkqy6QLm7+9PQUGB3dK8TgU+Pj4olUqqq6vNzof/eQNLA639fpy7+4RPC03MLdSycMboY86yLGM0GpFlGVmW6evr4+qDJ/zmXh9pdQ/4hzddMZn6X+/r68NoNA7+e+DPwL61Ld38c0olRhlmzitnXZL54+4KhcKqgHD36pn4e7rg56khPOD3KwQ6OzvN/rn09fUlKSmJW7du4eHhMWxK38uXL9PV1cXOnTtHPVZtbS1NTU3s2bPHrHM/evSI9vZ29u3bZ9b2k0Gv1w+WH7dXXQZLiUBAEKaILWsX80lmHbIs8z/2bbdL+tuYmBhSU1PJysqyuldhKrJlwp6tgcCvz+di7IO/+/VZtg9NDDmmi6VglCGnso1PTp3B2UExJHHRcH9qO+TBUrl1n9UPMJdarR526MkcqxKHrmHv7u7Gycn8VRMLFiygra2NM2fOEB4ezvTp0wkMDKS6upoHDx7Q0dHB5s2bx0yac+PGDQICAsbMTaDTG/nxBzd5XFzCtzbFj0uWze7ubnJzc2lpaaG3txc3NzdmzpxJYGCg2ceQZZmjR4+iUqmGrSUyUUQgIAhTRGSQF+d/+jomU39aWHuQJIlZs2aRnZ3N/PnzvxS9AgNP1s7Ozlbtb+v69hWzQriRU822VQnsXDG9v569UolSqRxMq6tSqUZMsbuktJ7v/+cpliSE8/+9NXz66JEo3jlFbWMre9bMtGg/FxcXOjstCx5G093dbfH3f/369URGRnL79m2uXr06mBMiICCAjRs3jnlzr6yspL293awlgFezSjl3pwSAzJImli6ybRhpwNOnT8nJyaG6uhqdToeTkxNubm44ODhQV1dHSUkJTk5OvPLKK/j5+Y15vJMnT6LX69m3b9+k/m6KQEAQphBnJ/sEAJ8XGjWDHx/NpvCX5/jJt1+ZkpUJLVFV1b/Ierjc9+awdc7E97+ymFhVNX/wqnUZ6uZEB7ArQcWKFcMvjRvNomhPapy7La5x4O3tzePHjy0+30h6e3utyhgYFRU1uCTQ0p6Z1NRUQkJCxiwUVFdXR/HDVFwcFZhQoDa28sEHH+Dk5ISHhwcBAQG4ubnh4uKCRqPBxcUFtVpNZ2cn7e3tdHR00NXVRVdXFzqdDp1OR09PD93d3ciyjKurK9HR0SQmJg7padDpdJw7d46UlBQOHDgwajsvXLhAc3Mzr7322oSmPB6OCAQE4UvudEYx2g7Q5tbwz7/6kFnhXvj6+hIcHExwcDAqlYqiqiZ+eeouS2aG8pV1CWMfdBI9fvwYd3fLig59nq2BgCRJTNbCAWuHRKKiosjOzrbbXBG9Xo+Li4tNx7CkHWVlZcOWO/6irKwssrKymBEVwZVvJqOQFCglidbWVkpLS6mpqaGkpGRwLsbnU0gPtEmpVKJSqXBwcMDR0RG1Wo23tzfh4eGEhYWNutpErVaTkJDArVu3Rm1neno6lZWVbNu2DXd3d7O/D+NFBAKC8CW3YnY4R68/wlOjYu70YLo7WikuLiY3N3cwy9mFEhNPWiE1t5ItS6fj6jx1Z1jX1dXZVEzJ1kBgMpcPWnsTH8jyV1NTY3VPyucZjcYJvYGlp6cTHh4+avf+zZs3efz4McuXLx9SCMnT05P58+czf/78Yfe152Ta+vr6UZ/wc3NzycvLIzk5ediiY5NBBAKC8CWXEOnPlV98bdj3dDodHR0dKDNK+K9zucyLCUIzDsMT9jLQVfvF3POWsEePwGSRJMnqSZIajYaysjK7BAJ9fX2j1hmwp6KiInp6ekbNud/d3U1hYeGYiYhGYs/P9OnTpyN+b8rLy8nIyGDx4sUjZk2cDCIQEIQXmFqtRq1W89Y2P/ZtWoDaUTXpmfNGU1tbiyRJY44Tj6avr8+mr3EyAwFbVkv4+vpSV1dncxtaWlowmUz4+vrafCxz3L59m2nTpo36lF1SUoKDg4NVQYC9tbe3M3Pm0MmcjY2NXL58mZkzZ9qcFdPenu9ZQ4Ig2I2zk8OUDgKg/2Jqa2KYgUlq1rJXIGDNDd2WzycqKor29nar9x+Qm5uLWq2ekCp+BQUF9Pb2snr16lG3s/UztSeDwTBskHT16lV8fX1ZsWLFJLRqdCIQEAThudHa2mrzMrAXdWggMjISWZZpamqy+vydnZ08fvx4wp5oMzMziY6OHjP4mz59OgaDgeLi4glp12gGygp/XldXF21tbWMGNJNFBAKCIDw3Ojo6bBoWAAbXrz+PbBkaUKlUODs7U1hYaNX+sizz6aef4u7uPiGBQG5uLnq9nlWrVo25rUajYfbs2Vy7do2UlBS6urrGvX0jcXR0HBKQPH36FEmS8Pa2PUnYeBCBgCAIz4W88gY+uNPC/Wrbiig97z0CtggICECr1Vq8X1tbGx999BE6nY7t27fb1AZzZWdnEx0dbfYQxNKlS9m0aRNNTU18+OGHnDx5kqdPn5JVVENlfds4t/b3Fi1aRGFhIQ8ePBh8zcnJaTDd9FQkJgsKgvBc+PWZLKraZKoya/izA0bUjtZdvl7UyYIA0dHRXLt2zeztu7u7SUtL48mTJ3h7e7N79+4JS37T29tr8QqHiIgIIiIi0Gq1pKen84+/Ok5qJTg5SBz/h68Q4GX/VMNfFB8fj16vJzMzk9zcXBISEpgzZw4GHPj5787y5o71BHqPfzssIQIBQRCeC2sSp5GRV0VsoLPVQQDYPjQw2YGALSIiIgbnCfj4+Ay7jdFo5NGjRzx+/HhwTsbKlSuZMcOKwgo2kGUZT09Pq/YNCQlhz5491B5NJbUyn16DzAcfHWZBQgwLFy60S7rh0SQmJhIfH8+tW7d4+PAh9+7d4/xjqOus50H1eQ7/rXlFkyaKCAQEQXgu7FwVj7epkeqqSpuOY6+hgcmo6GjLZEHonyfQanDk4wuZ/M+vvIQk9QcWHR0dFBQUUFFRQUtLCyqViqCgIFatWmVRER17MplMNhcLmh+qojRCYsfL63AxNlFQUMDjx4/x9vZm4cKFREQMLag0nKqGNv7z5F1mR/nzevIcs/ZxdHRk/fr1ANTU1HBNe426zi56dT1Wfz3jRQQCgiA8N+YnzaPocSGVlZWEh4dbdQx7TRZ8HgOBmqcdHMvVI5uqqH16lPmhKlpaWujr68PJyQk/Pz+WLl1ql6RDthhYDmjLUlFZlil+XMieVTNYMS8KiGLhwoXU19dz584dLly4gKOjI9HR0SQlJY2aMvk/j2dw+UEll7PKSJ4fZfEQQ3BwMP/1v3bx8dlbGFsqplxZcBEICILw3HBzcyMsLIzr16/zxhtvWHUxtXWOwIDJWLtua7tN/D6I0Bv0ODpqWLJkCbGxsTbnZ7Cngc+1paXFrCp+w7l37x5Go5FFixY983pAQADbtm3DaDRy9+5diouLKSgoQKPREBYWxowZMwgICKBbZ+BhSR101WNs6e+Fig31xsvVuqqXnq5q/mDPet555x0KCwuHTTo0WUQgIAjCc2Xt2rV8/PHHHDp0iN27d1t8A7v4sIbsUiObW7vw87S+cM5kBAK29ggEebuyLQ4iYhPY/8oSlFPoqfTz6ls6uVCqoPzobX70h1sGhzDM1d3dTXZ2NosXLx7x50OlUrF06VKWLl1KW1sbDx8+pLq6msePH6NQKEgplaho6SPQFX701cX8bewMnJ0cbKreKUkSoaGhZGdni0BAEATBWmq1mn379nH8+HHee+89NBoNnp6eyLL8zJ+B6nKff62lu49DD/qXH/704EV+9p3tU6qLdiy2trWgoIBAN4nXX1kyJb/ugZoB713Kp6LVREVrLXvL6pkbY9k8hbNnz+Lq6sqcOeaN53t4eAwm+5FlmZqaGk7960UAHJzd7Jo3YcmSJRw5cgS9Xj9lemFEICAIwnNHrVazf/9+GhsbKSgooLm5GUmScHBwQKlUolQqkSQJlUo1+H+VSoVBhpTSfJ6296Lseco777zDtGnTWLFihcXL4iarR8AW+fn5BAUFTZkgQK/XU1hYSHl5Oc3NzRgMBhwdHYn1d+VepQ6NSqYk7y5zY7aafczMzExaW1vZt2+fVW2SJIng4GCSo6AZP97asdaq44zE09Ozv/R3UZFNxbPsSQQCgiA8t/z8/CweQz4xbx6dPXq83dQUFBRw//59Dh48SGhoKMuXLze7qt5kzRGwdmjAaDTS0tLC8uXL7dwq61y8eJEnT56gUqnw9vZm7ty5xMfHDwZk3/6qTEtzE6dOneLUqVNs3bp1zAAmPT2dvLw8li9fbtOKg4cPH+LqIPOdN7eOS00FDw8PKisrRSAgCIIwGdSOqsE8BLNmzWLWrFmD5WEPHz4M9I8fq9VqXF1d8fT0xMfHh4CAALy9valqbCejChJK61mWaPnNpqWjh9tVfWjKmoiLs2zfqzm1XC7uY1V1E7Ghw+cBGE51Yzt/8R9nUBgUfN0/wMIW219GRgYVFRW88sorI65QUCkl/Pz82LlzJydPnuTDDz8kOTmZoKCgIdu2tbWRkpJCR0cHa9euJTY21uq2ybLMw4cPmTVr1rgVVgoKCqKsrGxcjm0NhcmWmSeCIAhfIrIs09zcTH19PU1NTbS2ttLZ2YlOpxtMD/vpY6jrBLUK/nDpyIlpRprhf+FxL/n1RiQFfGuxM06q31ciHO1vQ5+J39zrz4EQ4QEvT3/26Xi4S/nAa3e18OCzCsS//u5WkqYPvZlOFL1ez3vvvceqVavMTlKk1+tJSUmhrq4OtVqNt7c3zs7O9PT00NzcjE6nw9PTky1btticLGggI+DXv/71cRtCqdbW8MsPz/DNA3uIDPIal3NYQvQICIIgfEaSJHx9fYctIwv91feK3r1GXV4tQV4aoqOjh91utOerae0N5Nc34KFxYHpMFGonh8FzS5KEQqF45u+BfysUCq5WZVFa38W6hXGsXxA+ZPuR9k2saeUH76US5ONGXLj5PQnj4c6dOzg5OVmUqdDR0ZFt27bR1dVFdnY29fX1dHV14eDgQExMDHPmzLE5+RD0B4K5ubnMnj173IKAzs5O3j57n4ulcOvHJzj7k9dxd3Eal3OZS/QICIIgWKBPlimsfEp0sLfVqY4fPWkgxNcdT1fLJihWVlXx6ZnzfOfb37LqvFPBu+++S3x8PEuWLJnspgyRnp5OYWEhb7755rCBgNFopKamhoaGBlpaWujp6UGSpMHJqQOBF/DM3729vbS0tNDd3Y0sy9ypkciulVFJCs7/7A283KzLTWAvokdAEATBAkpJYtY0f5uOYe3+KqUSJ9XzWUIZoLCwEKPRyIIFC8b9XEajkdbWVnx8fMxOxFRYWEhCQsIzQYDRaOTBgwcUFRXR1dWFQqHA0dERjUaDk5MTRqMRvV4/uFQVnu0RMplMqFQqQkNDCQsLIywsjK/K8LPfnsDDoW/SgwAQgYAgCMJzQ6lUTnYTbHL//n3Cw8PHbRLeAIPBwLFjxzAajSQkJDBv3rwx99FqtRiNRpKSkgZfe/DgAffu3UOpVDJt2jQSEhLw97ctCIT+G+/OlfFkZmbafCx7EIGAIAjCc0KpVNqUWXAydXZ20tnZySuvvDLkvctZZfzq9D1eWRzL118e+6Y9lqysLAICAtBoNHR3d5u1T2trKw4ODoNBSnV1NXfv3mXx4sV2TSg0ICoqivT09CmRWGhqZJUQBEEQxvQ89whkZmYOZoH8ooMXsymvbeVXp+9Zdeza2louXbrErz44zto/eYe/P5JLSHgkRUVFZvUGAAQGBmIwGAbH8a9cuUJ4ePi4BAEAGo0GpVJJeXn5uBzfEiIQEARBeE48z4FAQ0MDwcHBw763Y8UMXNUq4n1M6PV6i46bkZHB6dOnaW5upqCmmw6dkcYuE3/wr5fxCZth9nJCHx8fNBoNf/TTQ+z669/R0GEgOTnZorZYys3NjcpK28pq24MIBBPJhkgAAAskSURBVARBEJ4Tz3MgYDAYRlzit2NlPNf/9S1WRqooLCw0+5h1dXXk5uayfv169u7dy/fe2s6Mz5ZHdupNFDQYLWrj3KXrya0zUtVioMclctznMvj7+9PY2Diu5zCHCAQEQRCeE11dXZPdBKv19fWNORbu6+tLaWmp2ce8cuUKQUFBg/kcgn3deO+vdrBqThheatiyxLIMg7HhfsyO9MNJCckLhs8RYU8RERFmz2EYTyIQEARBeE4UFxfj7Dz5y82soVaraW5uHnWbuLg4mpqazDrezZs36e7uZsOGDc+8rlJK/OKPXmbPLIgKMq9uxAAnBxXv/tUOvrHQASe9ee2wRVhYGLIs09raOu7nGo0IBARBEJ4TpaWlhISETHYzrOLr60tNTc2oqx4ipkVxu0rmFx/foG+Eok4DE/kKCwvZuHGjxVUjzREYGEhJSYndj/tFfSZIq5L4m3eu0K0zjPv5RiKWDwqCIDwHioqK6O3tZdmyZZPdFKusWLGCP//Z+/zbt3/DzlUz+av9K4Zsc+hSFg/r4GHdY5prSkiK9CIqKgoPDw/a29upqqqirq4OSZLYtGkTERER49LWpUuXcuTIEerr6wkIsH+RpubmZkpLS7l4r5RHDTI0NHHhbgk7Vsbb/VzmEIGAIAjCBDOZTGZnu4P+ZDc3btx4pkzv80atVlPV6YBs0nM6LZ+NM/prNSgUCp48eUJBQQFV2jaUClAqJZYlzcTY0ciDBw/o6+tDpVLh5ubGkiVLmDlzplm1AKwtFe3p6Ym/vz83btzgtddeM2sfvV7P7du3qa+vH8w+6OzsjMFgQKfT0dvbi16vH8xC6OTkRLCHK84OCvpkE7OjJq8qpAgEBEEQJtCTula+9c+nkTDxz99aTaC36zNFggb+GI1GtFothYWFNDY2Eh0dzYoVQ5+ipzqdTseDBw8oKSlhjq8eV40bs4McycnJ4d69/rwBKpUKX19f/vitTXxb4YhSUtiUere6sZ2bFRCYWcy2VbOtOsaaNWs4cuQIdXV1BAYGjrptYWEht27dwtHRkeDgYEwmEzqdjtbWVlQqFRqNBl9fX1xdXfH19SU0NHQwkNm0tp6Tp04RFTQ0v8JEEYGAIAjCBMoqqqG5vQeAg59cINp75G1VKhUeHh7s2LEDPz+/CWqh7WRZJj8/n0ePHtHW1oajoyORkZHs2DHfLlUCx/LzQ6kUPoUffXybjUvirSoO5enpSUhICOfPn+fAgQPDLiWUZZnLly/z5MkTEhMTWbx4scXnCQ4KwEGpoK6ubsQ8C+NNBAKCIAgTaMP8aG7nV+OgUvKDA6tw/qwM8ZdFSUkJN2/eRJZlgoODWbNmzbiMs4/G07E/f4CPRoGjyvrcCy+//DIffvghH3zwAStWrCAqKmrwSb68vJy0tDT0ej1btmyx6Sbu7OzMkydPJi0QEGWIBUEQBJvkP2mku0dHRX4mTU1NxMbGsnr1arPG8cfDuXPnUHv4U5h7nx3btxIUFGT1sYxGI1evXqWiogLo76Xp6+vDZDIRGBjIpk2bbK4V8JNfH+P+kw6+97VNLIib+GBABAKCIAiC1bJL6/jG//0Ukwl2zlbz7de34uXlNaltysjIQKlUUldXR3t7O2+88YbNx5RlGa1WS1tbGxqNxm5VFMvKynjj55fR98GMcF8++N87bT6mpUQeAUEQBMFqnT16Bh4nFyxePulBAMCsWbMoLCwkOiaGT/O6Wfen75CWZ1tOf0mSCAsLIyEhgaioKJuDgPT0dN5++22uXLlCrL8TAMsTwmw6prVEj4AgCIJgkwt3SzAYZTYvibVoWeR4qqmp4eqt2/zL1acALIsP4N/+dPskt+r33n77baZPn86KFSuQJIlunQGNenLmi4jJgoIgCIJNNi2MmewmDBEcHMwbe3ei7Uvl1sNSfOV6uru7za5GOJ6MRiOyLLNo0aLBeRSTFQSAGBoQBEEQvsT+cv8Kzvzsa0QHuHD9+vXJbg4Ajx49QpKkKZMcSgQCgiAIwpdeUlISNTU1z2QbrGvu5PydYrp0erudp9dg5ExGEWU1LcO+L8syWVlZzJgxw27ntJUIBARBEIQvvbi4OEwm0+AyQIC3fnqSH7xzjR/+7obdzvMvx27zd+9d52v/dJye3qGFhDIyMgCmVM0IEQgIgiAIX3qSJOHi4kJ1dTUAeXl5dHZ1A9An23/OfF9fHwcPHuTmzZvo9f09Dt3d3eTn57Nw4cJJy7EwHLFqQBAEQXghnDhxAicnJ+Lj47l06RKh0TPpdfRhfVIU7i5OdjlHr8HIpXtlxIV60Vr3hPz8fHp7ewkICECv12MwGNi/f79dzmUvIhAQBEEQXggXL16kvb0dhUKBg4MD27Ztm5DzVlZWkpmZSWtrK6+++iq+vr4Tcl5zieWDgiAIwgvB09MTrVaLk5OTRTdjWZZpamrC2dnZqqJJ4eHhhIeHW7zfRBGBgCAIgvBCSEpK4tqdHC497CTYR8vSZX04OoxclKi4uJiMjAx0Ot3ga5IkMX36dFatWjURTZ4QIhAQBEEQXggqlQqDWwStunJatZ2kPShk7aJZw26blZVFVlYWsbGxLFy4EFdXV4xGI0VFRaSnp9PU1MSOHTsm+CsYH2KOgCAIgvDCKKpq4vu/uYwTvawM1uHv58PatWvx9vYGoLGxkdTUVBobG1mxYgUzZ84ccoyOjg4OHz48WGXx8x49aSDYxw0vN+cJ+XrsQQQCgiAIwgupqamJa9eu0dzc/MzrXl5erFq1ioCAgBH3LSkp4erVq7z11luDBYjeS3nIf5zIxNdDw/Ef7p3UtMGWEEMDgiAIwgvJx8eH3bt3I8sy3d3dg2l/zVnjHxMTw40bN8jPz2fOnDkAVDe0AtDc0UOPfvKKCFlq6mQ0EARBEIRJIEkSrq6uaDQaixL9BAYGUlRUNPj/JeFKFoRI/PwPN+LjPvnFjcwlAgFBEARBsEJcXBwtLS2D9Qu0FWW8vjaOVYkRk9wyy4hAQBAEQRCsEBUVhSRJXL9+ndzCMrp6elm4cOFkN8tiYo6AIAiCIFhBkiSSk5P5+cELZFSXIClgTX0HMyOmRnlhc4keAUEQBEGwUkREBD2O/VkKZRP8+shlyqrquf7wCXpD3yS3zjxi+aAgCIIg2OBJXSvf+dezdHd1sXO2E8dyeunUw9al0/nbN9dMdvPGJHoEBEEQBMEG0wI9OfNPr/OXmyN4ad0KjCYFAJ09+klumXnEHAFBEARBsAOFQkFlRQVfW+qDs180W5bFTXaTzCICAUEQBEEYQV55A44qJdPDfEbdLqe0nn+5WIWvs4n//N5e3NzcJqiFthOBgCAIgiAMIy2vkj/59xQUCnj3e9tJiBo55fDRG49o6OijoQM69fD8hAFijoAgCIIgDKutsxcAkwmOnviUS5cu0d7ePuy2C6M8cXVUsHbeNPy9XCaymTYTqwYEQRAEYRgmk4lTaY9xVEmEanTk5eXR2dmJu7s7c+bMYcaMGUiShMlk4uTJkyQmJhIVFTXZzbaYCAQEQRAEwUwtLS3cuXOH6upqFAoFuPjzaXYrXk59/PYHX0WpfP462kUgIAiCIAgWkmWZ3Nxc/uXEfXJrDQAc/+FewgM8Jrlllnv+QhdBEARBmGSSJJGYmMgf73+JAC8X1sydRrDv8zRF8PdEj4AgCIIgvMBEj4AgCIIgvMBEICAIgiAILzARCAiCIAjCC0wEAoIgCILwAhOBgCAIgiC8wEQgIAiCIAgvMBEICIIgCMILTAQCgiAIgvACE4GAIAiCILzARCAgCIIgCC8wEQgIgiAIwgvs/wcWwlB7sbLOCAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nc = ['r' if node==max_node else '#336699' for node in G_projected.nodes()]\n", - "ns = [50 if node==max_node else 8 for node in G_projected.nodes()]\n", - "fig, ax = ox.plot_graph(G_projected, node_size=ns, node_color=nc, node_zorder=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "29.4% of all shortest paths run through the node highlighted in red. Let's look at the relative betweenness centrality of every node in the graph:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# get a color for each node\n", - "def get_color_list(n, color_map='plasma', start=0, end=1):\n", - " return [cm.get_cmap(color_map)(x) for x in np.linspace(start, end, n)]\n", - "\n", - "def get_node_colors_by_stat(G, data, start=0, end=1):\n", - " df = pd.DataFrame(data=pd.Series(data).sort_values(), columns=['value'])\n", - " df['colors'] = get_color_list(len(df), start=start, end=end)\n", - " df = df.reindex(G.nodes())\n", - " return df['colors'].tolist()\n", - "\n", - "nc = get_node_colors_by_stat(G_projected, data=extended_stats['betweenness_centrality'])\n", - "fig, ax = ox.plot_graph(G_projected, node_color=nc, node_edgecolor='gray', node_size=20, node_zorder=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Above, the nodes are visualized by betweenness centrality, from low (dark violet) to high (light yellow)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Routing: calculate the network path from the centermost node to some other node\n", - "Let the origin node be the node nearest the location and let the destination node just be the last node in the network. Then find the shortest path between origin and destination, using weight='length' to find the shortest spatial path (otherwise it treats each edge as weight=1)." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# define a lat-long point, create network around point, define origin/destination nodes\n", - "location_point = (37.791427, -122.410018)\n", - "G = ox.graph_from_point(location_point, distance=500, distance_type='network', network_type='walk')\n", - "origin_node = ox.get_nearest_node(G, location_point)\n", - "destination_node = list(G.nodes())[-1]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# find the route between these nodes then plot it\n", - "route = nx.shortest_path(G, origin_node, destination_node)\n", - "fig, ax = ox.plot_graph_route(G, route)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# project the network to UTM (zone calculated automatically) then plot the network/route again\n", - "G_proj = ox.project_graph(G)\n", - "fig, ax = ox.plot_graph_route(G_proj, route)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Routing: plot network path from one lat-long to another" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(850803362, 65290756)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# define origin/desination points then get the nodes nearest to each\n", - "origin_point = (37.792896, -122.412325)\n", - "destination_point = (37.790495, -122.408353)\n", - "origin_node = ox.get_nearest_node(G, origin_point)\n", - "destination_node = ox.get_nearest_node(G, destination_point)\n", - "origin_node, destination_node" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'[850803362, 633686735, 633686762, 633686748, 633686743, 850803353, 6250503226, 65295320, 65295314, 65326733, 65326736, 6319217961, 65332818, 6319217970, 6319217966, 6319217971, 65290756]'" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# find the shortest path between origin and destination nodes\n", - "route = nx.shortest_path(G, origin_node, destination_node, weight='length')\n", - "str(route)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot the route showing origin/destination lat-long points in blue\n", - "fig, ax = ox.plot_graph_route(G, route, origin_point=origin_point, destination_point=destination_point)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Demonstrate routing with one-way streets" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', distance=800, network_type='drive')\n", - "origin = (33.307792, -111.894940)\n", - "destination = (33.312994, -111.894998)\n", - "origin_node = ox.get_nearest_node(G, origin)\n", - "destination_node = ox.get_nearest_node(G, destination)\n", - "route = nx.shortest_path(G, origin_node, destination_node)\n", - "fig, ax = ox.plot_graph_route(G, route, save=True, filename='route')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Also, when there are parallel edges between nodes in the route, OSMnx picks the shortest edge to plot" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "location_point = (33.299896, -111.831638)\n", - "G = ox.graph_from_point(location_point, distance=500, clean_periphery=False)\n", - "origin = (33.301821, -111.829871)\n", - "destination = (33.301402, -111.833108)\n", - "origin_node = ox.get_nearest_node(G, origin)\n", - "destination_node = ox.get_nearest_node(G, destination)\n", - "route = nx.shortest_path(G, origin_node, destination_node)\n", - "fig, ax = ox.plot_graph_route(G, route)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/06-stats-indicators-centrality.ipynb b/notebooks/06-stats-indicators-centrality.ipynb new file mode 100644 index 0000000..5033516 --- /dev/null +++ b/notebooks/06-stats-indicators-centrality.ipynb @@ -0,0 +1,516 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Use OSMnx to calculate street network indicators\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.cm as cm\n", + "import networkx as nx\n", + "import numpy as np\n", + "import osmnx as ox\n", + "import pandas as pd\n", + "%matplotlib inline\n", + "ox.config(log_console=True, use_cache=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate basic street network measures (topological and metric)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0900093971389724" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get the network for Piedmont, calculate its basic stats, then show the average circuity\n", + "stats = ox.basic_stats(ox.graph_from_place('Piedmont, California, USA'))\n", + "stats['circuity_avg']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To calculate density-based metrics, you must also pass the network's bounding area in square meters (otherwise basic_stats() will just skip them in the calculation):" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# get the street network for a place, and its area in square meters\n", + "place = 'Piedmont, California, USA'\n", + "gdf = ox.gdf_from_place(place)\n", + "area = ox.projection.project_gdf(gdf).unary_union.area\n", + "G = ox.graph_from_place(place, network_type='drive_service')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "n 413\n", + "m 1076\n", + "k_avg 5.21065\n", + "intersection_count 350\n", + "streets_per_node_avg 2.82809\n", + "streets_per_node_counts {0: 0, 1: 63, 2: 2, 3: 296, 4: 48, 5: 3, 6: 1}\n", + "streets_per_node_proportion {0: 0.0, 1: 0.15254237288135594, 2: 0.00484261...\n", + "edge_length_total 119599\n", + "edge_length_avg 111.151\n", + "street_length_total 62437.9\n", + "street_length_avg 111.1\n", + "street_segments_count 562\n", + "node_density_km 94.974\n", + "intersection_density_km 80.4865\n", + "edge_density_km 27503.1\n", + "street_density_km 14358.3\n", + "circuity_avg 1.11275\n", + "self_loop_proportion 0.00557621\n", + "clean_intersection_count None\n", + "clean_intersection_density_km None\n", + "avg_neighbor_degree {53090322: 2.6666666666666665, 53090323: 3.333...\n", + "avg_neighbor_degree_avg 2.83652\n", + "avg_weighted_neighbor_degree {53090322: 0.020963371748712063, 53090323: 0.0...\n", + "avg_weighted_neighbor_degree_avg 0.0357509\n", + "degree_centrality {53090322: 0.014563106796116504, 53090323: 0.0...\n", + "degree_centrality_avg 0.0126472\n", + "clustering_coefficient {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n", + "clustering_coefficient_avg 0.067958\n", + "clustering_coefficient_weighted {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n", + "clustering_coefficient_weighted_avg 0.0110513\n", + "pagerank {53090322: 0.003935434817232046, 53090323: 0.0...\n", + "pagerank_max_node 53036558\n", + "pagerank_max 0.00680478\n", + "pagerank_min_node 682931951\n", + "pagerank_min 0.000495123\n", + "eccentricity {53090322: 3457.1730000000002, 53090323: 3425....\n", + "diameter 5047.92\n", + "radius 2507.46\n", + "center [305541020]\n", + "periphery [53065785]\n", + "closeness_centrality {53090322: 0.0006301926881995009, 53090323: 0....\n", + "closeness_centrality_avg 0.00057753\n", + "betweenness_centrality {53090322: 0.040163702076394296, 53090323: 0.0...\n", + "betweenness_centrality_avg 0.0421533\n", + "dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# calculate basic and extended network stats, merge them together, and display\n", + "stats = ox.basic_stats(G, area=area)\n", + "extended_stats = ox.extended_stats(G, ecc=True, bc=True, cc=True)\n", + "for key, value in extended_stats.items():\n", + " stats[key] = value\n", + "pd.Series(stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Streets/intersection counts and proportions are nested dicts inside the stats dict. To convert these stats to a pandas dataframe (to compare/analyze multiple networks against each other), just unpack these nested dicts first:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
value
n413.000000
m1076.000000
k_avg5.210654
intersection_count350.000000
streets_per_node_avg2.828087
edge_length_total119598.926000
edge_length_avg111.151418
street_length_total62437.929000
street_length_avg111.099518
street_segments_count562.000000
node_density_km94.974035
intersection_density_km80.486470
edge_density_km27503.129604
street_density_km14358.309986
circuity_avg1.112750
self_loop_proportion0.005576
clean_intersection_countNaN
clean_intersection_density_kmNaN
int_0_count0.000000
int_1_count63.000000
int_2_count2.000000
int_3_count296.000000
int_4_count48.000000
int_5_count3.000000
int_6_count1.000000
int_0_prop0.000000
int_1_prop0.152542
int_2_prop0.004843
int_3_prop0.716707
int_4_prop0.116223
int_5_prop0.007264
int_6_prop0.002421
\n", + "
" + ], + "text/plain": [ + " value\n", + "n 413.000000\n", + "m 1076.000000\n", + "k_avg 5.210654\n", + "intersection_count 350.000000\n", + "streets_per_node_avg 2.828087\n", + "edge_length_total 119598.926000\n", + "edge_length_avg 111.151418\n", + "street_length_total 62437.929000\n", + "street_length_avg 111.099518\n", + "street_segments_count 562.000000\n", + "node_density_km 94.974035\n", + "intersection_density_km 80.486470\n", + "edge_density_km 27503.129604\n", + "street_density_km 14358.309986\n", + "circuity_avg 1.112750\n", + "self_loop_proportion 0.005576\n", + "clean_intersection_count NaN\n", + "clean_intersection_density_km NaN\n", + "int_0_count 0.000000\n", + "int_1_count 63.000000\n", + "int_2_count 2.000000\n", + "int_3_count 296.000000\n", + "int_4_count 48.000000\n", + "int_5_count 3.000000\n", + "int_6_count 1.000000\n", + "int_0_prop 0.000000\n", + "int_1_prop 0.152542\n", + "int_2_prop 0.004843\n", + "int_3_prop 0.716707\n", + "int_4_prop 0.116223\n", + "int_5_prop 0.007264\n", + "int_6_prop 0.002421" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# unpack dicts into individiual keys:values\n", + "stats = ox.basic_stats(G, area=area)\n", + "for k, count in stats['streets_per_node_counts'].items():\n", + " stats['int_{}_count'.format(k)] = count\n", + "for k, proportion in stats['streets_per_node_proportion'].items():\n", + " stats['int_{}_prop'.format(k)] = proportion\n", + "\n", + "# delete the no longer needed dict elements\n", + "del stats['streets_per_node_counts']\n", + "del stats['streets_per_node_proportion']\n", + "\n", + "# load as a pandas dataframe\n", + "pd.DataFrame(pd.Series(stats, name='value'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inspect betweenness centrality" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(53124805, 0.31350246852337416)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "G_projected = ox.project_graph(G)\n", + "max_node, max_bc = max(extended_stats['betweenness_centrality'].items(), key=lambda x: x[1])\n", + "max_node, max_bc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the city of Piedmont, California, the node with the highest betweenness centrality has ~30% of all shortest paths running through it. Let's highlight it in the plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nc = ['r' if node==max_node else 'y' for node in G_projected.nodes()]\n", + "ns = [80 if node==max_node else 15 for node in G_projected.nodes()]\n", + "fig, ax = ox.plot_graph(G_projected, node_size=ns, node_color=nc, node_zorder=2, bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "~30% of all shortest paths run through the node highlighted in red. Let's look at the relative betweenness centrality of every node in the graph:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get a color for each node\n", + "def get_color_list(n, color_map='plasma', start=0, end=1):\n", + " return [cm.get_cmap(color_map)(x) for x in np.linspace(start, end, n)]\n", + "\n", + "def get_node_colors_by_stat(G, data, start=0, end=1):\n", + " df = pd.DataFrame(data=pd.Series(data).sort_values(), columns=['value'])\n", + " df['colors'] = get_color_list(len(df), start=start, end=end)\n", + " df = df.reindex(G.nodes())\n", + " return df['colors'].tolist()\n", + "\n", + "nc = get_node_colors_by_stat(G_projected, data=extended_stats['betweenness_centrality'])\n", + "fig, ax = ox.plot_graph(G, fig_height=6, node_color=nc, node_size=20, node_zorder=2,\n", + " edge_linewidth=2, edge_color='#333333', bgcolor='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above, the nodes are visualized by betweenness centrality, from low (dark violet) to high (light yellow)." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/07-example-plot-network-over-shape.ipynb b/notebooks/07-example-plot-network-over-shape.ipynb deleted file mode 100644 index 9f6feef..0000000 --- a/notebooks/07-example-plot-network-over-shape.ipynb +++ /dev/null @@ -1,145 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use OSMnx to plot street network over place shape\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - "This example uses Portland, Maine - a city with several islands within its municipal boundaries. Thus, we set `retain_all=True` when getting the network so that we keep all the graph components, not just the largest connected component.\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import osmnx as ox\n", - "from descartes import PolygonPatch\n", - "from shapely.geometry import Polygon, MultiPolygon\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# get the place shape\n", - "gdf = ox.gdf_from_place('Portland, Maine')\n", - "gdf = ox.project_gdf(gdf)\n", - "\n", - "# get the street network, with retain_all=True to retain all the disconnected islands' networks\n", - "G = ox.graph_from_place('Portland, Maine', network_type='drive', retain_all=True)\n", - "G = ox.project_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# plot the network, but do not show it or close it yet\n", - "fig, ax = ox.plot_graph(G, fig_height=10, show=False, close=False, edge_color='#777777')\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# to this matplotlib axis, add the place shape as descartes polygon patches\n", - "for geometry in gdf['geometry'].tolist():\n", - " if isinstance(geometry, (Polygon, MultiPolygon)):\n", - " if isinstance(geometry, Polygon):\n", - " geometry = MultiPolygon([geometry])\n", - " for polygon in geometry:\n", - " patch = PolygonPatch(polygon, fc='#cccccc', ec='k', linewidth=3, alpha=0.1, zorder=-1)\n", - " ax.add_patch(patch)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# optionally set up the axes extents all nicely\n", - "margin = 0.02\n", - "west, south, east, north = gdf.unary_union.bounds\n", - "margin_ns = (north - south) * margin\n", - "margin_ew = (east - west) * margin\n", - "ax.set_ylim((south - margin_ns, north + margin_ns))\n", - "ax.set_xlim((west - margin_ew, east + margin_ew))\n", - "fig" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice this municipal boundary is an administrative boundary, not a physical boundary, so it represents jurisdictional bounds, not individiual physical features like islands." - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/07-plot-graph-over-shape.ipynb b/notebooks/07-plot-graph-over-shape.ipynb new file mode 100644 index 0000000..f7f0e2a --- /dev/null +++ b/notebooks/07-plot-graph-over-shape.ipynb @@ -0,0 +1,128 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Use OSMnx to plot street network over place shape\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + "This example uses Portland, Maine - a city with several islands within its municipal boundaries. Thus, we set `retain_all=True` when getting the network so that we keep all the graph components, not just the largest connected component.\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import osmnx as ox\n", + "from descartes import PolygonPatch\n", + "from shapely.geometry import Polygon, MultiPolygon\n", + "ox.config(log_console=True, use_cache=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# get the place boundaries\n", + "gdf = ox.gdf_from_place('Portland, Maine')\n", + "\n", + "# get the street network, with retain_all=True to retain all the disconnected islands' networks\n", + "G = ox.graph_from_place('Portland, Maine', network_type='drive', retain_all=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the network, but do not show it or close it yet\n", + "fig, ax = ox.plot_graph(G, show=False, close=False, bgcolor='k',\n", + " edge_color='orange', edge_linewidth=0.2, node_size=0)\n", + "\n", + "# to this matplotlib axis, add the place shape as descartes polygon patches\n", + "for geometry in gdf['geometry'].tolist():\n", + " if isinstance(geometry, (Polygon, MultiPolygon)):\n", + " if isinstance(geometry, Polygon):\n", + " geometry = MultiPolygon([geometry])\n", + " for polygon in geometry:\n", + " patch = PolygonPatch(polygon, fc='w', ec='w', linewidth=1, alpha=0.2, zorder=-1)\n", + " ax.add_patch(patch)\n", + "\n", + "# optionally set up the axes extents\n", + "margin = 0.00\n", + "west, south, east, north = gdf.unary_union.bounds\n", + "margin_ns = (north - south) * margin\n", + "margin_ew = (east - west) * margin\n", + "ax.set_ylim((south - margin_ns, north + margin_ns))\n", + "ax.set_xlim((west - margin_ew, east + margin_ew))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice this municipal boundary is an administrative boundary, not a physical boundary, so it represents jurisdictional bounds, not individiual physical features like islands." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/08-custom-filters-infrastructure.ipynb b/notebooks/08-custom-filters-infrastructure.ipynb new file mode 100644 index 0000000..e90fa64 --- /dev/null +++ b/notebooks/08-custom-filters-infrastructure.ipynb @@ -0,0 +1,189 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Custom filters and other infrastructure types\n", + "\n", + "Author: [Geoff Boeing](https://geoffboeing.com/)\n", + "\n", + "Use OSMnx to download and visualize a power line network and a subway system.\n", + "\n", + " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", + " - [GitHub repo](https://github.com/gboeing/osmnx)\n", + " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", + " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", + " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.13.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import osmnx as ox\n", + "ox.config(use_cache=True, log_console=True)\n", + "ox.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use custom filters to fine-tune your network. OSMnx uses `network_type` presets to query for streets that allow walking, biking, driving, etc. You can override this by passing a `custom_filter` to specify specific OSM ways you want in your graph." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36 motorway\n", + "11 primary\n", + "47 motorway + primary\n" + ] + } + ], + "source": [ + "place = 'Berkeley, California, USA'\n", + "\n", + "# only get motorway ways\n", + "cf = '[\"highway\"~\"motorway\"]'\n", + "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n", + "print(len(G), 'motorway')\n", + "\n", + "# only get primary ways\n", + "cf = '[\"highway\"~\"primary\"]'\n", + "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n", + "print(len(G), 'primary')\n", + "\n", + "# use the pipe (|) as Overpass 'or' operator\n", + "cf = '[\"highway\"~\"motorway|primary\"]'\n", + "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n", + "print(len(G), 'motorway + primary')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# network of the canals of amsterdam\n", + "place = 'Amsterdam, Netherlands'\n", + "G = ox.graph_from_place(place, custom_filter='[\"waterway\"~\"canal\"]')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To download the road network for an entire country, you often need to limit your query to something like motorways only, to fit in your computer's RAM. For large queries, such as the entire nation of Belgium, OSMnx will subdivide your query into multiple server requests to download all the data, then assemble the graph." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAFUCAYAAADcY7ALAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeVxU9f748deZYWAA2UFAQEBQ3EXBJQUVhFxARa+mXU2vtHgzl3JPzTVTc8kN7WZ6y/JqaamVaZpLrimoKOUuiguibLIzzHJ+f/hzvpkbywwDcp6PxzwqOOdz3kMw73M+y/sjACISiUQikZSBzNQBSCQSiaT6kZKHRCKRSMpMSh4SiUQiKTMpeUgkEomkzKTkIZFIJJIyk5KHRCKRSMpMSh4SiUQiKTMpeUgkEomkzKTkIZFIJJIyk5KHRCKRSMpMSh4SiUQiKTMpeUgk1UT9+vVNHYJEoiclD4mkGmjTpg1vvfWWqcOQSPSk5CGRVAPt27cnKyvL1GFIJHpS8pBIqgFPT0/Onz9v6jAkEj0peUgkVVzjxo2xsrLi5MmTpg5FItGTkodEUsVFRkYik8nQ6XSmDkUi0ZOSh0RSxSkUCpKTk7l9+7apQ5FI9KTkIZFUcd7e3pw4ccLUYUgkj5CSh0RShdWtWxeFQsGhQ4dMHYpE8ggpeUgkVdirr75Kbm4uWq3W1KFIJI+QkodEUoW5ubmRkpJi6jAkksdIyUMiqaJatmyJpaUlX3/9talDkUgeIyUPiaQKUigUDB06lDNnzpCTk2PqcCSSx0jJQyKpYtzd3Vm8eDFqtZrPPvvM1OFIJE8kJQ+JpIoZOXIk5ubmbNiwQRool1RZZqYOQCKR/J9XXnkFBwcHli5dyoULF0wdjkTyVNKTh0RSRQQGBhIWFsbnn38uJQ5JlSclD0mN1aZNG9zd3U0dBgC2tra8+eabHD58mFOnTpk6HInkuaRuK0mN9dprr6HT6fjuu+84ePCgSWOZPHkyGRkZbNiwwaRxSCSlJQdmmjoIicQUZDIZ3t7etGrVCjc3N06fPm2SOKZMmYK9vT2zZs1Co9GYJAaJpKyk5CGpsS5fvszu3bu5desW0dHRXLlyhczMzEqNoXXr1nTu3JkdO3ZI4xySakUa85DUeGfOnKGgoIA333yzUq9raWnJkCFDOHHiBLt27arUa0skFSUlD4kEeP/997GxsaF27dqVds3x48eTn5/Pf//730q7pkRiKFLykEgArVaLWq2mbt26lXK9IUOG4ObmxsKFCyvlehKJoUnJQyL5/4qKivD29jb6dQYOHMhLL73E6tWrycrKMvr1JBJjkJKHRPL/abVa2rVrZ7T2ZTIZ7777Lh07duQ///kPf/zxh9GuJZEYm7TOQyLhweC1UqlEqVTi5+fH1atXDdq+q6sr48ePRy6Xs2jRIpKTkw3avkRS2QRANHUQLzqFQoFarTZ1GJInUCgUzJ8/HysrK3Q6HWZmZly8eJElS5YYpH1ra2u6detGly5duH79OosXL5aKHUpeCFLyMDA3NzeaNWuGj48PDRs2xMLCAjMzM3bu3Mn27dtNHZ7k/7Ozs2PQoEE0adIEQRC4ffs2c+fOZfz48fj5+ZGWlsbatWu5detWua9hbm7OwoULsbCwYN++fXz77bcGfAcSiWlJycNArKysGDVqFL6+vhQVFZGbm0tSUhJXr16lf//+WFlZ8d577yGK0o+7Kpg4cSLe3t789NNP7Ny585HveXh4MGbMGGrVqkVycjJxcXEUFRWVqf0GDRowatQoCgsL2bhxI4mJiYYMv9xsbGyIiIjA1dWVpKQkrKysqFu3Lk5OTqSmpqLVasnMzOSPP/4gNTX1sfM9PT3x9vZGo9Fw+fJlacC/BpOShwGEhIQwaNAgsrOzWb58OWlpaY98Xy6Xs2TJEpKSkvj8889NFKXkIUdHR+bOncvSpUu5ePHiU48LDw+nW7duWFpacuzYMTZu3Fiq5N+uXTuGDh3K6dOnq8RmTg0bNqRv3754eHggl8vRarXIZDLUajUajQYzMzNkMhn3799HJpNhaWmJpaUlWq2WvLw81Go1jo6OAPrzBEFAoVCg1WoRBAGZTMahQ4ek2lw1iDRgXgGCIDB27Fj8/f1JTEzks88+e+KHi1arZc2aNYwcOZIDBw5w5coVE0QreWjYsGFkZGQ8M3EA7Nu3j3379jFr1iw6derE/v37uXPnzjPPadGiBUOHDmXXrl0m76Z0cXFh4sSJ+ieoNWvWcPbsWXQ6HV5eXty8efOp5wqCQPPmzWnQoAEWFhZYW1tz8eJFDhw4oD9GJpPRp08f3N3d0Wq1HDp0qBLelaQqEaVX+V7Tpk0Tly1bJrq7u5fq+NGjR4uLFi0yedw1+dW4cWNx+fLlYoMGDUp9zsyZM8VVq1Y99ziZTCYuX75cHDp0qMnfp5OTk/jJJ5+IcXFxYr169Uwej/R68V7SOo9y8Pf3Z/r06bi6ujJz5szn3o0+9Omnn6JUKnn77beRy+VGjlLyJMOGDUMmk3Hp0qVSn2Nra8uePXuee9wbb7yBTqdj/fr1FQmxwjw8PJg5cybp6emMHDlSmhYsMQqp26qMWrduTWxsLLdu3eLDDz8kOzu71OeWlJQQFxfH8OHDWbx4MTNmzCAnJ8eI0Ur+ysnJCWtra7Zs2VKm8ywtLenQoQNbt27F3NwcHx8fIiMjqV+/Punp6Zw4cYImTZoQEBDA8uXLTTopws/Pj7Fjx3L58mWWLl1qsjgkLz5pwLyMVq1apZ/WWV6CIPDBBx/g5OTEjBkzuH//vgEjlDzN2LFjsbe3Z/r06WU6b9WqVQiCgEajQaFQIIoi9+/fx87ODo1Gg1arJTc3lw0bNpTpicbQmjZtyogRI/TjbxKJsZm876y6vIYMGSKuXLlStLCwqHBbgiCI06dPF5ctWyZaW1ub/L296C8XFxfx008/FQMCAsp8rlKpFF1cXMSxY8eKn376aZUY0/j7a/jw4eLq1avFQYMGmTwW6VUzXtKYRxm0bNmS27dvo1KpKtyWKIrMmTOHwsJC3n77bQNEJ3kae3t7Zs+ezd27d587w+pJiouLSU9PR6lUcv78eb788ksjRFk+rq6uTJgwgcDAQJKSkqSpspJKI415lJJSqcTS0tKgf5yiKLJ+/XpGjx6NTCZDp9MZrO2azMzMDH9/f7y9valTpw6BgYFoNBrOnj2LUqmkuLi4XO26urpWWmkRPz8/evfujYeHB9evX0cQBP215XI5dnZ2ODk5oVQquXv3LvPnzyclJaVSYpNIQEoepaZSqRBFEYVCYdB2z58/jyAI1KpVi9zcXIO2XRO4urrSokULAgICCAgIAB4kD51OR3FxMRYWFsjlclQqFREREYSHh5OXl8eZM2f48ccfyc/PL/W1SkpKjJ48vLy8GDVqFDY2NuTl5aFUKrGysgIerKsA0Ol0+oH6I0eOlOk9SCSGIiWPUhJFkdzcXIKDgw1ecbWkpITAwEAOHjxo0HarM2tra7y9vfH29sbR0RFra2vUajU2NjY4OTlhb2+PhYUF8GAfjvT0dNLT0/n5559JSkrSP13I5XJ0Oh2iKCIIAh4eHoSFhREUFETHjh25fv06165dY+fOneTl5T0zph07djBgwACGDRtmlN3//P39GTt2LFeuXOGDDz4wSPeoRGIs0myrMlixYgUXLlwgLi7OoO1OnToVlUrFokWLDNpudfOwAm2bNm2wsbEBHiSG4uJiiouLMTMzo7CwkPT0dJKTk7lw4cJjpWDKIiAggL59++o3gHpYtuNZY1ANGjRg7NixJCYm8umnn5b72k9q99133+X06dOsWbPGYO1KJMYiPXmUQUlJicGfOgC+++47xowZw9KlS9HpdMjlcv2UULlcTkFBATk5OZw8eZI9e/ZQUlJi8BhMxcrKiu7duxMcHIyDgwMFBQVcv36dCxculGphXkVcvHiRefPmIZfLqV27NpGRkQQGBuq7jJ7k0qVLbNmyhd69eyMIgkHWdDycYpuQkMC6desq3J5EUhmq/ZNHQEAAHTt2rJS7tcWLF6NWq7l8+TJr1641aNt169bFz88PhUJBUVERqamphISE0Lp1a3bs2IGvry8NGjTQD5D+/PPPHD9+/Lntmpub07BhQxo3boytrS2FhYWcO3eO06dPm2wxmyAIdOrUifDwcGrXrk1hYSFnz57l559/5t69eyaJyc7OjkmTJuHo6EhRURHvvffeU48dN24c9evXJysri//973+UlJTg5uaGg4MDxcXFWFpaYmZmxo0bN4iPj3/qz1mpVDJx4kTc3d05fPiwNFNKUq1U++Th4+PDuHHjkMlk5ObmkpqaSnp6OocPH67QXgxP8uGHH+Lg4IBKpWLs2LEGbftJevbsSadOnRg/frz+a76+vkRFRdG4cWN9JdQNGzbg4OBAcHAwfn5+mJn93wOlKIr6RWyFhYUolUrs7e2RyWTcuXOHEydOsG/fvkp5mvHy8qJPnz4EBAQgiiLnz59n69atTyz9XZlatGjB8OHDKS4uJiUlBT8/P44cOcKWLVswNzd/pBy7XC5n5cqVZGZmYmFhgZWVFYIg6MdVHlaq1el0+q63P//8k02bNj1Svrx3796EhYVhYWHB5s2b2bdvX6W/b4mkIqp98oAHs1CaNm1K06ZN8fHxoU6dOvraUfn5+ahUKhITE7l9+za3bt3izp07aDSaMl8nLCyMqKgoJkyYUCl37cOGDcPHx4cZM2Y88fvLly8nPz8fe3t7NBoNaWlp7Nmzh8TERP2sIFEUnxhr06ZNCQsLw9/fHwsLC7KyskhOTiYjI4OioiIKCgq4fPkyd+/excHBoUxlWP7Kw8ODTp06ERgYiK2tLWlpafzyyy8cO3asXO0Z2syZM3F2dqawsJCFCxeSnp6uL6mu0+m4cuUKn3zyif74fv36ERYWRlxcHOfOnXtu+yEhIXTv3l3/VHLp0iUCAgJQKBTs2rWLn376yZhvTyIxmhcieTyJIAj4+fkRFBREo0aNsLKyQqlUolAoEAQBtVpNfn4+586dY9u2beTn5z83ITzcGW727NlkZmYa/T1ER0djbW3NN99888Tvv/XWW2zevLncH+wPeXh4EBERga+vL1ZWVpiZmSGXy7GwsECj0SCXy9m7dy8nT55Ep9NhaWnJ3bt39YPZf+fk5MTw4cPx8PDQr084ceIEW7durVLTSmNjY2nZsiU7d+7k559/fuR7S5YswcrKipKSEjZs2EB8fDzW1tbMmjWLxMTEMhc/rFevHiNHjtRPuy0pKSE/P5+MjAzS0tIwNzdn/fr10lofSbXxwiaPp7Gzs6NXr160bdv2ke4drVbL1q1b+fXXX595/pw5c7hw4UKN6J8OCwujf//++u6Yh1NjBUEAQKPRkJyczKFDhzA3N8fPzw9PT0+8vLxIS0tj+/btnDt3Tj9LqqoQBIHRo0cTEBDA0qVLn1iPysLCgvnz5yOXyzE3NwcePMXl5OQwffr0cnfzyeVy7O3tCQgIwNfXF3d3d9zd3TE3N0cul3Pq1Ck2bNhQ5p0LJZLKVmOSR2hoKD169MDBwYHc3FwSExPZtm0bhYWFvPzyy0RFRWFhYUF+fj6LFy9+apn1gQMHEhQUxIQJEyr5HVSu6OhooqOj+emnnx7rWlEqleh0Ojp06MBLL71EnTp10Ol05Obmcu/ePQ4fPsypU6dMFPmzNW3alNjYWORyOYsWLXrmhkixsbG0adOGkpISBEEgOTn5kS4sQ+vQoQMxMTHUqlWLK1eucOnSJVJTU7l58ybp6enSFsaSKuWFTx6+vr4MGzYMZ2dnTp06xfbt20lPT3/isSEhIfo/3kuXLvH5558/tup7/PjxODs7M3ny5MoI32Q+/vhjUlJSDL6mxVRsbW155513qFu3LmfOnGHNmjXPXS0+depU3N3dGTVqFOPHj0cQBD7++GOjx9qyZUu6deumLz/y8AlZp9OhUqnIy8tDo9Hw4YcfSt1cEpN54ZKHv78/ISEh+Pn54ejoiFwu138Ilrb8h7+/P8OGDcPR0ZHk5GT27dvHyZMngQf7QY8ePZo1a9Zw+vRpY74Vk3FycmLu3LlMnDjxhSiZ0rJlS9544w2ysrKIi4sr9cLCWbNm4erqqv9vtVrNqFGjjBXmM9WqVYu6devqV8g/XBOzdetWjhw5YpKYJDXbC5M8QkND6du3L0qlkqysLK5evcrp06c5c+ZMue/OmjVrRs+ePfH09AQgPT2d27dvY29vj52dHVOnTjXkW6gyBg8eTLNmzZg0aZKpQ6mwGTNm4OzszJEjR9i0aVOZzl26dCm7d+/m119/5ZNPPmHdunX6mwhTs7GxoX///gQHB1NYWMiePXv45ZdfTB2WpAap9ivMnZ2dmT59OgqFgiNHjvDNN9+gVqsN0nZSUhJJSUkABAYG0rt3b5o3b67fFOhF1aJFiyrzIVleXl5exMbG4uzszOHDh586Y+1Z5HI5Z8+epaSkBJVKRUBAQJX5ueTl5bFu3To2bNjAsGHDiImJoVu3bpw/f56DBw9y4cIFU4coecFV2+RhY2PD4MGDad68OcXFxWzevJlDhw4Z7XqJiYkkJiYCEBcXh1wu55VXXuHbb7812jVNwdHRERsbm8emrlYXfn5+DB48GHd3d27cuMGMGTMeWZxXWj4+PshkMv1C05MnT9K2bVv+97//GTrkClGpVHz66afUqlWLl19+mcDAQMaMGaPf7fD06dPs3r1b2u5YYnDVJnkIgkD9+vVp2bIlTZs2xcXFhfv377NmzZpKndljbW2tn1kUFhZGy5YtOXjwIL/++qvBnnhMKTo6mpycnGo11iGTyXBxcWHo0KHUq1ePq1evMnPmzAoVTWzYsOEja1g2bdpEhw4dCAkJ4fDhw4YI26Dy8/P5/vvv+f777xEEgcDAQMLDw+nQoQNdunShqKiI5ORkjh07xsmTJ6WZW5IKq7LJw97enjZt2tC4cWN9zSedTkdeXh5Xr17ls88+e+Y0S2N58803yc/P5/3338fOzo5XX32VqKgounfvzpEjR/j++++rdRJp2bKlwcu6GIOZmRndu3fn5Zdf1heRvHfvHnPnzjXI74Wvr+8jyUer1ZKUlETXrl2rZPL4K1EUOX36tH5CR61atejcuTMtW7Zk2LBhxMbGcubMGdatW1etf1clplWlBswFQaBfv36EhoaiUChQqVSkpaWRnJzMrVu3OHr0qEnjk8lkxMXFsWzZskf6lGUyGf3796ddu3YolUrOnTvHxo0bycjIMGG0ZScIAqtWrWLFihWlKr1RmWrVqkWzZs2oX78+QUFB+gWLWq0WQRCQyWQUFhZSVFSEWq3myJEjFarKO23aNFJTUx+pctupUyf69evHnTt3+Oijjyr8nkyldevWDBgwAEtLS06fPs22bduq3e+qxPSqzJNHWFgYMTExyGQyjh07xg8//FClSlkANGnSBFEUHxuM1Ol0fPPNN3zzzTe0bt2aXr168eGHH5KamsqWLVuq3Afx03Tt2hWtVltl4h0wYACBgYHY2dkhk8lQq9Xk5OSQlZWl/2B/uFbD1taW0NBQbG1tsbGxoWfPnqSkpDxx9XhpODs789tvvz3ytUaNGmFmZqZfYV9dxcfHEx8fT8+ePenRowfNmjXjs88+488//zR1aJJqxOTJo3nz5rz22mtYW1tz6NAhNm3aVGX7YwMDA5878PjwD9PDw4OBAwcyatQoVCoVx48fZ+PGjZUUafl07NixyswmGjRoEO3bt+fevXts2LCB8+fPP3NRX25uLjt27AAePEGtXr263CVR5HI5giDoZ9oB9O3bl+bNmyMIQpnrWlVVP/74I4cOHWLIkCGMGjWK27dv880335Q74UpqFpMlj+bNm9O3b19cXV05e/Ys//3vf59YZK8qadq0KX/88Uepjr19+zaLFy/G0tKS0aNH06FDBzp06EB8fDzffvttlaxdZG1tbZTNrsqqadOmhISEEBcXV+qf9189LPle3rGbVq1aIZfLuX//PgBjxozBz8+PY8eO0bZtW5OMtRnL/fv3Wb58Oa6ursTGxvLee+9RUlLCuXPn+OGHH55apkciMUnycHd3Z8SIEeTk5DBlypQKV4WtDF27dsXGxobdu3eX6byioiIWLFiAIAi8/PLLREZG0q5dO/bt28fmzZuNFG3ZOTg4YGFhYfK7TrlczptvvsnJkyfLlTgA7t69iyiKzJo1iyVLlpR5mqqPj88js802btxIVlYWrq6udOjQwWA7CFYld+/eZd68eSgUCiIjI2nfvj0zZswgPz+fW7dusX37dq5du2bqMCVViByYWakXlMuZPXs2GRkZrF692mQ7x5XViBEjSE5OZu/eveVu4+rVq+zevZu8vDyioqIIDw8nOTm5XOsQDEmhUDBjxgwyMjJMur5DEASmTZuGubk5CxYsKHc7xcXFHD58mHbt2tG7d29KSkpITk4u9fndunVDpVLpJ2gUFBToZ/r16NGD1NTUCk0Drsp0Oh2XL19m37597N+/H2tra1q1akW7du3o2LEjtra23Lx5U5qlJan85DFkyBDc3d2ZMmVKtVlL8M9//hMfHx/mzJljkEJ0KSkp7Nmzh/r16xMTE4O3tzenT582SZE7Jycnpk+fjkql4qOPPnpusUBjkcvlTJ8+HUdHR2bPnl3hbj2VSsWBAwfQarX06dOHoKAgTp06VapS6jExMVy4cOGJA8gtW7akTp06/P777xWKrzpQq9X8+eef/Pzzz5w4cQJnZ2dat25NdHQ0kZGRtGjRAkdHRzIzM6tkN6zEuCo1edja2vKvf/2Lb7/9lpSUlMq6bIU0adKE/v3788UXXxh0/YNOp+PEiRNcunSJyMhIoqKiyMrK4vbt2wa7xrO4urry+uuvM2DAADIyMpg3b95jH6w2NjZ4enoavVuxffv2TJgwATMzM2bMmGHQ1dBXrlzh6NGjhISE0LNnTwoLC7l+/fpTj7e3tycqKopdu3Zx9+7dx75vYWFBu3bt2Llzp8FirA6KiopITEzkl19+Yf/+/RQUFODs7Ezz5s3p1q0bXbt2pUWLFty7d69SNkqTmF6lrfPw9fVlzJgxZGVlMXv27Mq4ZIWZmZmxdOlS4uPj+fLLL416rX/+85+EhoZy69YtVqxYYbSnsv79+9O5c2fkcjnp6els2bKFM2fOPHbc8OHDCQwMRBAEsrOzOXToEL/88ovBn0xsbW2ZNWsWFhYWfP7550atFtCrVy+6d+/O+fPnWbFixWPjFjKZjDlz5iCTyXj//fef2Ia5uTlLly5l9erVj8zGqskUCgUhISH06dMHQRDKXRJGUr1USvIIDw/nlVde4caNG8yfP79K70HQoUMHQkNDkclkuLm5IZPJGDlyZKVc28XFhdGjR+Pk5ERiYiJbtmwx6B9ho0aNGDNmDNevX2fp0qXPnN1mY2MDPEj6kZGR+Pv7c+XKFRYvXmyQWGxtbenevTsdO3YkPT2defPmoVKpDNL2s9StW5dx48bpu+kezqiCB/t3uLq6Mnny5GdO842Li+Po0aM1YjfJsmjQoAFDhw7FycmJpKSkF2YvGMmTGX22VYcOHejfvz9//PEHK1euNPblKszc3Jzi4mJEUSQvLw9ra+tKu3Z6ejoffPABffr0ISIighYtWpCSksKvv/5qkDvyhzsAzp8//7nH5uXlAXD27FnOnj1Lw4YNGTNmDIGBgfoCkU8iCAL16tUjICAANzc3rK2tsbCwwMbGBisrKywsLPT7yBcUFLBjx45KHaS/ceMGEydOZMqUKUydOvWRHSE9PT05f/78c9eHqNXqF3bAvCIuXbrExo0bGTlyJI0aNXohZ6VJ/k+5nzzef/99vL29EUWR/Px8Ll68yMaNGykoKNAfU79+fcaOHctPP/2kX8BVnURERBAdHc27775rkusHBQURERGBt7c3Op2OK1eusHv37nKvAH+4onjEiBHl+qP+4IMPUKvVT0w+ffr0oXPnzlhYWCCKIgUFBcjlcnJzc8nOziYnJ4fMzEzu3btHWloat27dQqPRlOt9GIK5uTmLFi0iIyODuXPnUr9+fUaNGsXo0aOf2zW3YMEC4uPj2bJlSyVFW714enoybdo0rl69ysKFC00djsRIyp08PDw8cHJyIjc3l6CgINq0aUOtWrX47LPPSEpKIjw8nL59+3Ly5EnWrl1r4LArh729PfPnz2f8+PEmLZUiCAIhISF07txZv194Tk4O9+/fZ/HixaUeh5DJZKxcuZLvv/+eX3/9tcxxxMTE0LVrVxYuXKif+tqpUyeioqKwsbGhuLiYb7/9lmPHjpW5bVNwcHBg2rRpWFpaotPpEEWxVDsFvvvuu1hbWzN37txKiLJ68vf3Z9y4cezYsYOffvrJ1OFIjKDcs63y8vK4e/cu9+/f5/z58/z66684OzvTp08fevToQUBAAPv376/W/cLFxcV06dIFrVbL5cuXTRrLjRs3OHjwID///DPp6ekEBQVhY2ND7969adeuHbVq1eL69evPTCSiKCIIAr169cLR0ZGzZ8+WKYb8/HzatWuHp6cn/v7+xMbG0rx5c5KSkli8eDE//fRTtajI+1BxcTG7d+/mzp07+tIz+/btK9V5YWFh7Ny5k8jISMaMGUOzZs2wtbUlLS2tVNOBX3RZWVncv3+ffv36vdDrYmoygw+YC4JA06ZNuXLlygsx93vKlCnk5ORUucE/uVyOVqvF29ubl19+mcaNG2NpaUl6ejpHjx595v4is2fPxtbWtkzdcXXr1qVnz540a9YMeHDzcOTIEX788UeTrQ0xlJdeeomhQ4dy/Phxvvjii0e69BQKxRN/jqtWraKoqAgzMzOKioq4d+8edevWRalUsnbtWuLj4yvzLVRZAwYMoFOnTvpCoZIXR5UqyV4VDR8+nNq1azNnzhxTh/JcXl5eREVF0ahRI8zNzUlLS+O3337j4MGDj8xwMzMzY+XKlUyZMuWR2VyWlpb069ePr776Sv/fvXr1ok2bNlhbW3P37l3y8vLw9fVl6tSpj8xUqs7eeOMNGjZsiEKhQKFQUFBQQG5uLgUFBXh6ejJu3LhHEkrbtm0ZNmwYWq2WmTNnkuXjAQ0AACAASURBVJ6erv+eNEj8uHHjxuHv78+ECROqXKVsSflV+grz6sbNzY1GjRqVuaaVKeTm5pKQkMCuXbu4cOECHh4edOzYkZdffhlPT0/++OMPtFotOp2Ozp074+PjQ3BwMLdu3SI/Px9ra2tiY2OxtrYmJiaGV155hdq1axMfH8+KFSvYvXs3R48epVu3bgAvzD7ZgwcP5ujRo3zyySdcu3aN4uJi7O3tEUWR77777rHFgv/85z9xcHBAp9MRFBRUoZI1NcHx48fp1q0brVu3LlW3oKR6MHlJ9qruwoULREdHmzqMMrt69SorV65ELpfTq1cvWrduzbJly/jzzz/53//+x9q1axk9ejSCIKBUKlm8eDE5OTmo1Wr9OpcFCxY8VgzPzs5Ov1HXi6Bu3bpYWVmxd+9eRFHk3Llzz53NduPGDVxcXJgyZQp9+/atpEirL51Ox4QJE/j444957bXX9E+2kupNZuoAqrrk5GQEQcDe3t7UoZSLVqtl69atTJkyhbVr1+Lm5sZHH33EoEGD9LO2HBwcgAf7lSgUCgoLCxk5cuRjiUMul/PWW2+hUqlMWkDRkPr164darS5TF5yDgwN5eXloNBq+/fZbI0b34igqKmLjxo289NJL+l0gJdWblDyeQxRFSkpKaNKkialDqbCEhASmTZvGRx99hIODA3K5HKVSiZOTEy+99BKDBw9Gp9MxceLEx6oABAYGsmzZMtzd3Vm0aJGJ3oHhOTs7l3kHvbt371bbmwlTOnr0KIWFhbz66qsVakepVGJpaWmgqCTlJXVblUJxcTFt27blyJEjpg7FIB6usq5Xrx6NGzemU6dODBkyBEEQ0Gg0xMbG8uuvv5Kbm4ubmxuDBg3C0dHxhSzJ4eDgwOrVq8t0zt69e+natSteXl4v1MZQleHHH39kwIABfP31109dJGpmZsbrr7+Ok5MTjo6OwIObOHNzc8zMzJDL5YiiiEaj0f/O3r17l2PHjnHo0KFqP/uvupBmW5XCggULMDc357333jN1KEYzbtw46tevj06nQxAE/T8FQUCtVnPp0qVqUV6mrFatWsWUKVPKPHNsxowZFBYWsnz58hdm/KeyLFq0iJSUFFasWIG9vT1NmjTBz89PX4jT0tIStVpNQUEBhw8fRqVSoVar0Wg0WFhYEBwcTG5uLvHx8Wi1WpycnGjevDm+vr6YmZmRkZHBlStX2LJlyyMVLySGJT15lMKRI0fo2LGjqcMwGoVCga+vLzt27GD37t0MHDiQ1q1bI5PJEEWRhQsXvrB32DKZrFwbG/3www8MHz6cKVOmMGPGDCNE9uLp0qUL/v7+WFpa0qRJE1asWIFCoaCkpITc3FyKiorIzMzk22+/feZi0yfNbntYMaFevXpERkbSqlUr2rZtS05ODqdOneLHH3+kXr165S7tI3mclDxK4dKlS/rpqS+iESNGoFKp+PHHHwH48ssv+fLLLxkzZgxeXl5MnTqVmzdvsmbNmmqz82NZlCd5nD59moKCAuzt7TEzMzNpna6qTBAEevToQZcuXVAqlWRnZ5ORkYGrqyvp6enMmTPHoOtikpOT+c9//gM8mGbfrVs32rVrR1hYGIIgMHnyZIPuF1OTSd1WpaBQKFixYgWjR49+IUpPxMTEUFBQgI+PDw0aNMDKyopFixY9dY9qd3d33njjDerUqaNfhf0iEASB1atXM2LEiHJtE+Di4sKECRPQaDRMmzatSm81YAoxMTFEREQgiiJHjx7l+++/13fxDRgwgJCQEN59991KGaOYO3eufvzk1KlTfPXVV8/ckkDyfFLyKKVVq1axcuXKavnYW7t2bTp16kSDBg1wdnbW9ylnZmZy+fJltm3bVqq+4cDAQF5//XXy8vJYuHCh0XcYNDaFQsHKlSsZPnx4uduwtLRk3rx5XLp0iVWrVhkwuuqrdu3avPfee9ja2rJjxw527tz52NOFIAjExcWRm5vL5MmTjRrPw/9HZ86c4dy5c/Tr1w9ra2tu3bpFQkJCtVgAXBVJ3ValVFJSQp06dapV8ujSpQsRERE4ODiQm5vLzZs3OXHiBEqlkv3795e5VERiYiITJ05k8uTJzJs3j/Xr13P06FEjRW98D2ftVERRURFHjx4lPDxc6r7i/yov37hxgzlz5jx1bxRRFCksLMTW1tboJV2ioqLQ6XSsX78erVbL8ePH9dsT1K1bl6CgIPbv38/x48el0jJlICWPUrKwsKB27dqmDuO5BEGgZ8+ehIWFAfDHH3+wadMmg806KSoqYubMmUyaNIlBgwbh6+tbbafvmpubG6Sd7777jtDQUFxdXSttD/pnkclkWFlZodFojNo1ExAQQG5uLh4eHvj6+tKmTRusrKzYtGkTv/3223PPnzRpEkuWLOG9995jyZIlRouzfv363L59W9891q1bN7p3787Vq1e5cOECDRs25LXXXmPIkCFcv36d/fv3k5CQICWS55CSRynpdLoyLyarTIIg0L17d3r06IEoihw5coTvv//eKGM0oigyf/582rZty+DBg2nZsiWrVq3S7/FRXRgqeYiiqJ81ZEpeXl689dZbODk5IZPJ0Ol0qFQqcnNzycrKIisri5ycHHJyckhNTSU5ORk7O7tybXUcERFBTEwMMpkMrVZLUVER58+fZ+PGjaWupq3Vavn444+ZPHkys2fPZu7cuUaZ9iyXy/VTsT08POjWrRt79uxh69atAPr9RoKDg+nSpQvDhg0jNjaW3NxcMjMzSU1NJT4+nosXLxo8tupMSh6lJJPJqmwfv6WlJYsXL0YURXbt2qWfNWVsx48f59SpU7z99ttMnDiRxMRE1qxZU20WaZmZGebXv1mzZuh0ukeq61a2h90wycnJfPHFF1hZWZGTk0NAQABeXl44OzvToEEDlEolCoUCc3Nz/VTshwlFJpNhb2+Pubk52dnZXLt2jS+//PKxaw0ZMoSXXnpJXyjz74Ujy+L27dtMmTKFadOmsWDBAubOnWvQn6OzszNubm76EvkFBQXcvXtXnzj+KiEhgYSEBODB00qLFi3w9PSkUaNGdOjQAY1Gw61bt0hPT8fGxobMzEy2b9+u37K5ppEGzEvB2tqaxYsXl3tWjjE5OjoyZcoUrK2tWbNmjUH2Oi+PRo0a8dZbbyGXy/niiy9MFkdZWFlZsWTJEmbMmFGhD8B33nkHZ2dnZs2aZcDons/CwoJevXoRHByMUqlk69atHDhwoNTn29jYEBMTg0qlwsXFBVEUuXPnDllZWXTu3BlXV1d++umnR+qYxcbG0rp1a5YvX8758+cN9l5kMhmTJk3C3d2dyZMnP3cf+dK2uXTpUm7evFnh7XDlcjmdOnWiWbNmODo64uLigk6nw8zMDLVaTUpKygtVtqc0pORRCoGBgbzxxhuMHDnS1KE8omHDhowaNYrU1FTmz59v8jt+QRAYOnQobdu2JTk5mZUrV5aqC6Nly5acPn26EiJ83PTp07G3t2f8+PGlvjGIiYlBLpfz3XffIZPJWL58Odu2bSvX1r7lIQgCQ4YMoV27dhQVFZGQkMCWLVsM2m1mYWFBz549CQ8Pp6SkhLy8PBwcHBBFkVWrVhk0cfzV/PnzMTc3f2wPlfKQy+WEhoaWKaGWpW140J3t6uoKUCN3SxSl17Nf7733nhgXF2fyOP766tKli7h69WoxNjbW5LH8/VWnTh1x3rx5YlxcnBgeHv7MY5s3by6uWLFCdHZ2NkmsFhYW4ieffFKmn2NUVJT4ySefiIDYr18/ccGCBaIgCJUSr52dnbh48WJx2bJlYtu2bY1+PaVSKXbv3l187bXXxNDQUKO/Tw8PDzEuLq5K/l5Lr0df0phHKaSmpuLp6WnqMPQe9jl///337Nmzx9ThPCY1NZX333+fXr160a9fP7p06cKpU6fIycnR3537+fnRoEEDtFotCoXCZKt+VSoVR48e5aWXXir1ORcvXiQiIgKZTEaHDh3Yt29fpc3MmTNnDvfv32fWrFmV8qRZXFzMzp07jX6dh27fvs3atWt58803+f3336vV1PiaRkoepXD79m0UCoWpwwBg/Pjx+Pr6snLlyio9+wse1H/67bffeO211wgLC0Mmk9G7d29kMhkymYzCwkL93g4LFiwgMTGR9evXV3qcO3bsICwsjMaNG5fqw8rd3R1zc3P69u2LXC7Xz9YxtjfffBONRsPChQtN3kVpTKdOnSI+Pl4/EaO0s7cklUsa8yiF2rVrM2vWLD777DOT9c0rFApmz55NrVq1+PDDDys0wGsKCoUCpVJJkyZNKCgo4M8//9SPMQwcOJDOnTuj1WoZOXKkSebXT58+neLiYlJTUwkICODMmTN89913j8XSsGFD3nnnHe7fv4+DgwO7du2qlOQRHBzM66+/ztKlS2vMlNGPPvoIQRCYP3++VI+qCpKePEpBrVaj0+n0g2SmEBQUhJ2dHWfPnq12iQMe/AzVajW///77Y9/btGkTrVu3xtLSkri4OO7du8fx48crtbvEwsKCOnXq4OnpiSiKhIaGEhoaikaj4caNG3h7e6NWq7GwsCAlJQU/Pz9EUWTHjh1Gj83W1pZhw4Zx4MCBGpM4AJYsWcLs2bOZMWMGS5cu5caNG6YOSfIXcmCmqYOo6oqLi4mMjOTGjRtPLR5oTIIgMHbsWM6fP8+nn35a6devDG5ublhbW/PVV19hZ2dHSEgIXbt2RaPRGH3x4bhx4/RJY/To0ezcuZNdu3ahVCrx8vJCo9GQkJCAu7s7NjY2XL58GQ8PDwRBICcnx6gfapaWlsyZM4fc3FxWrFhhtOtURYWFhcTHx+Pr60vv3r2pU6cOiYmJ0srvKkJ68iglc3Nz7ty5Y5JrDxo0CDMzMz777DOTXL8yFBYWIpfLSUxMJDExEZlMxiuvvEKfPn3o3r073377LcePHzf4dVu2bEn9+vUpKSlBJpPRoEEDLly4AMC2bdvYtm2b/timTZvi7OxM27Zt+eqrrzh27JhRn0bbt2/P4MGDycvLe2EqGZfVvXv3WLx4Mc2bN+ett95i5cqVpKSkcPHiRc6cOWOSmznJA9KYRyk8XEz23nvvVfrgnZubGzNmzGDdunX6VbIvol69ehEaGsqECRMe+bpCoWDIkCGP7B63ZcuWcl3jrwX47O3tGTx4MPXr10etVjN79mzefvttXF1dn7rmo3379gwZMkTfRkFBAWq1mvfff79c8TzLhAkT8PHxYc+ePY8ksJrM3t6e7t274+HhgaurK7Vq1QIgJyeHgoICvv/++yo/ieRFIj15lIKfnx8lJSUmmfUxatQobty48UInDkBfKuPv1Go1a9euZdOmTbz//vt07NiRkJAQEhIS2LZtW6krA3ft2pVevXqhUqk4dOgQXbt2JTMzk9OnT+vv6pcvX/5Icvi7o0ePcuXKFWJiYmjVqhVWVlZG6bKaPn06Dg4OnDx5Ukocf3H//n02btz4yNe8vb3p1KkTrVu31leAOHbsGBs3bpS6t4xMevIohV69etGxY0fGjx9fqdf9xz/+QZcuXZg4cWKZy6dXN7GxsXh7ez93S1e5XE50dDQhISHY2NjoB+KTkpIoLi7Gy8sLNzc3lEolWq2WnJwc0tLSuH79OqdPn2bSpEmYm5uzbds2du3aVeY4fX19GTVqFAqFAoVCwbhx4wy6T3a7du3417/+xaJFi7hy5YrB2q0J5HI54eHh9OzZE1EU2bhx4xMnaEgMo1oPmLdt2xaFQqGvmGksHTt2xNzcvFRlpg3llVdeoUuXLnzxxRc1ol83LCwMtVr93P1BRFHk4sWL7Nmzh3379lFSUoKnpyd2dna4ubmRn59PQkICO3bsIDk5GVEUcXFxoWXLloSFhSGXyykoKCj3xk1yuRx3d3d27dpFy5YtcXV11RfTq6jBgwcTHR3NsWPH2L9/v0HarElEUSQ5OZlffvkFFxcXoqOjadOmDRcuXHjhb75MoVo/ebz22mu0b9+eK1eu8M0333Dr1i2jXGfkyJHY2Ngwb948o7T/V05OTvpCh999912VXEFuDDNnzuTWrVt8/vnnRrvGypUrkcvlZGVlMXXq1Aq1NW3aNNzd3ZHL5aSkpOi7SFxcXB7Z512n01FQUMDt27dJSEh46n4fNjY2fPzxx2zevJm7d+8SERHBtWvX+OGHHx45TqlUStunlpK9vT0jRozAy8uLzZs3s2/fPlOH9EKp1mMeX331FSdOnGDgwIFMmzZNf+f6937RipLL5UZf0evg4MCwYcNo0KAB9+7dY/PmzTXmkVsul1O7du1ydSOVliAIwINqARWZuVS7dm3GjBmDk5PTI33qBQUF+nEblUqFVqtFEAR9mfN69erRvXt3NBoNd+/eJSMjg6KiIn0sM2bMQBAE/ar1jIyMxxLH8OHDsbe3Z8GCBeWOvya5f/8+H330EZGRkfTt25fatWuzadMmgoODuXr1apXdYqG6qNbJAx7UGZo1axa1a9dm7NixdOjQARsbG4NOa9XpdMhkMoO191e2trbExsYSEBBARkYGS5Ys4dKlS0a5VlUVHByMTqczarJ8uG9FQUFBuZ5Q3dzcmDZtGoIgoFKpEEWRESNGMHPmTLKzs0u1/kYulxMcHEzr1q1p3LgxZmZmBAUFYWZmhiAIJCQkEB8fz9mzZx8b7I2IiCAwMJBly5aVOfaabs+ePfTp04eQkBCCgoL0T/V79+41dWjVWrVPHg/du3ePyZMn4+vry4QJE4iOjjZY2YiMjAzq1Knz2NctLS0ZMWIE3t7eiKLIggULSE1NLVWbISEhhIaGUrduXTIzMw2+P0J1kpuba7Tk/FcFBQV4eXmV6RxfX1/GjBmDhYUFWq2WrVu3Eh0dzcGDBxFFkdTUVLy9vUvV1sP9s48fP46lpSVOTk7Url2bV199FWtra4KDg2nQoAE+Pj78/PPPqNVq4MFMtB49enDkyBH9GhRJ2WzevJn+/ftz7do17t27JyUOA6jWA+ZPcv/+fQoKCujTpw+3bt0ySCkPW1tbgoKCHiuXMW/ePOzt7Vm3bh2CIBAfH49Go3lmW9bW1rz11ltERERgaWnJp59+yqZNm8jIyKhwnNVVdnY2PXr0QKvVGnWGUVJSEpGRkfj6+pZq6nNwcDD//ve/sbCwIDU1lcmTJ+Pu7k7Lli1ZsmQJOp0OURRp3749Z86cITc3t9SxaDQacnNzuXPnDnv27GHHjh0cO3YMR0dHXnrpJXr16kVERASdO3emZ8+emJubc/fuXaytrbl9+7Y0DbWMrl+/TnR0NOvWrePYsWOmDueF8MIlD3jwi1KrVi369+9P8+bNqV27doXu6jMyMujevTs3btzQD4a6uroSERHBuHHjuHPnDomJiY8kDoVC8dhCs5iYGEaMGIGFhQU//vgj69evf+oAak0iiiLZ2dm88sornDx50mgzY4qLi+nUqROurq7PHV8RBIHRo0ej1WpJTExk06ZNFBQU0LdvX7KysvSzwu7cuUPHjh2Ry+UVLh9eVFREYmIiu3btIiEhgczMTPLy8vD19UWj0WBpaUlwcDDR0dG0atUKnU7HzZs3K3TNmiQ8PByVSlWj6oMZ0wuZPAD+/PNP/vjjDxo3bkxQUBDh4eF4enqSkpJS5sV+Go0Gf39/unfvTk5ODoWFhUyaNAlRFB/ZovOh4OBgJk2aRGJiIvn5+Tg6OjJ16lSaNGnC5s2b+fzzz7l27Zq+W0ICN2/epGvXrqSlpRm1VlT79u0RRfG53RYymYyEhASSkpJwcXEhOzubrKws/vGPf3Dw4EFSUlL0x4aHh5OZmUlSUpLB4szPz+f69et07NiRWrVqMXbsWPbv38/OnTu5fPmyfnFcVFQUjRs3Jj8/v1oWzKxMgYGB2NvbS08eBvLCjHk8yfXr11mwYAEWFhZEREQQEhLCRx99RGZmJr/99hu//vrrc7cetba2ZtCgQdSvXx9BEBg8eDDw4G7566+/fuI5CQkJxMbG0rNnT27cuEGvXr1IS0tj0qRJ0nzzZ8jIyDDYmomnsbW15Y8//njucTqdjuzsbLKzs7l+/br+60ePHn1kLYq9vT21atUySt0teFBPa8OGDY987dKlS/pJFcHBwURGRvL222/rZ3mtWLHikZglD1y9epW2bduaOowXRrVe51Eezs7O9OnTh+bNmyOXy7l27RqHDx9Go9Ho+8FtbW1p3LgxnTp1wsfHh7y8PLZt20arVq1o1KgRx44dw8HBgcaNGxMXF/fED6OFCxdibW0NwPbt2/nll18q9X1KHvfOO+/QrFkz1Go1o0aNMkibERER/OMf/+Dtt982SHt/Z2dnV6q9LGQyGQMGDCA4OBhra2sKCwv5+eefK21f9erA39+fcePGGe3/VU1T45LHXwUFBREZGYmnpycKhQKNRoNWq8Xc3ByVSsWdO3fYvn37I+Ml06ZN05fJHjt2LO7u7qxZs4azZ89ia2uLjY0NoaGhdOrUCZ1OxwcffEBWVpYJ36UEHqxg79q1K0qlEqVSSUJCAtu3byc9Pf25544aNQofHx+Sk5PJysoiKSlJf8OwbNkyiouLmTRpkrHfQqkplUr69OlDaGgo9+7dY8GCBdJufDwYx1q9ejWzZ88u9axIydPV6OTxkEKhICwsjMuXLyMIAmq1+qkDkVFRUURHR/P5559z8uRJ/vWvfxEcHIxarUahUGBmZoZKpWLz5s0cPny4kt+JpDRmzpyJq6srKpWKd99997nHBwYG0rx5c+rVq4e1tTUWFhacO3eODRs28PHHH1fZada2tra8//771KpVi+XLl3P58mVTh2RyS5YsYe/evZWyideL7oUdMC8LnU7H1atXuX//PtnZ2c+ccnn58mXq1atH+/bt2bNnj35zGm9vb30xvg8//LBKfphIHjhw4IB+18Bdu3Y9d9prWloaZ86c4cCBA+zZs4dr167RrVs3unXrRklJyVPHvkxNpVKxd+9e6tatS58+fZDJZDVuAerfNWnSBC8vLw4dOmTqUKo9KXmUw9mzZ4mKisLT05O0tDReffVVtFotn332GevXrzdolVWJcWRlZREaGsrevXvLPOstIyODX375hejoaORyOa6uribb2740Tp48SW5uLn379qVRo0YcP34cURRxcHDA1dW1Ru0PnpqaSlRUFNnZ2dI05wqSkkc5aDQa0tPTiYqKolOnTqSmpjJ37txHCuJJqra+fftSp04dfvjhh3ItuGvXrh0tWrRg3bp1REVF0apVqyp9N3vjxg1OnTpFt27diIyM5MyZM/paWWfPnjV1eJUmJycHpVJJTEwMSqVS6iGoAOPXhHhB2dra6v+9sLBQWvFbzaSnp5Ofn//cqdpPExUVxblz50hISGDevHm4uLjw+uuvGzhKw7pz5w4TJkzg3r17TJs2DS8vL3bv3m3qsCrdli1bSEpKIiIigoYNG5o6nGpLSh5lZGVlxZQpU+jXrx8//fQTy5cvx8/Pj8WLF9OgQQNThycppUaNGpVqptWTuLq64uLiwjfffAM8WOC4YcMGWrVqZcgQjUKr1bJgwQJUKhVApdQUq4pWrVrF77//zujRo/H39zd1ONWS1G1VBq+//jqDBg1CEATmz5/P6dOnSU9PZ/fu3fj4+BATE4OlpWWFy1RIjEupVDJw4EC++eabcq3KfvPNNxFF8ZHCm7dv36ZHjx7k5uYadYW8oRw4cIAmTZoQHh5eY/aM+bszZ85Qp04d+vTpw6FDhygpKTF1SNVKzbztKCcbGxvOnz/PlClTHtvwZ/Xq1axdu5bw8HAmTpyIXC43YaSSZ5kyZQpqtZozZ86U+VyZTEb9+vWfuOPhvXv36NixoyFCNLqSkhIWLVqEUqlk0KBBpg7HZNasWUNubm6N/hmUl5Q8ymDp0qXP3LchISGB2bNn4+rqyqxZsyoxMklZODg4kJmZWa5zX375ZXQ63WMVlgG+/PJLvLy8GDBgQEVDrBQlJSV8+eWXhISE4OnpaepwTCY+Ph4/Pz9Th1HtSMnDwNLS0pg2bRpOTk40atTI1OFI/sbBwQGFQsEnn3xSrvPDwsKeOi33+vXrrFu3jvbt27Ny5UpatGhRkVAJCQmhU6dOFWrjeRISErh69arByrVUR6dOncLGxqbU+7IAeHh40Lt3byNGVfVJycMIioqKKC4uLvPGQxLje+ONN8jMzCzT3hsPeXp6Ymdnx3fffffUY+Lj45k8eTJXr17l3//+d7kHY/39/enRo0eZPtDKa8WKFVhbW1ebJyZDc3V1RafTlelmb9SoUUZP7FWdlDyMwMzMDEtLS4OW6JZU3Ntvv42Pjw+rVq0q1/l9+/YlLS3tuYvqioqK+OSTT0hKSmLUqFFlGv9ycnJi0qRJ+iS3fv36csVaFiqViq1bt9K5c+caWXX2+PHjZGVl4e7uXupzqsvECGOSkocR2NnZAQ/m1UuqDgcHB9LS0sq1AZcgCNSvX79M1ZFXr15NUVFRqYsm9u3bl/Hjx2Ntbc1XX33F4sWLyxxnee3du5fs7GxiYmIq7ZpVSXJyMvXq1SvTOeVdI/SikJKHETwcjI2MjDRxJDWPXC6nXbt2hISEEBYWpv96jx49sLe3588//yxXu127dkWr1ZZpIyFRFFm5ciWenp7P/VCuU6cOERER7Nu3j+nTp5c7zoqYNWsW1tbWTJ48GUEQKv36pnTq1CkcHR1LfbxcLsfX19eIEVV9L/RmUKYkiiJt2rQhPj6ekJCQR9YESIyjZ8+e9OjRA51Oh1arBaBjx47k5OQQEBCAIAj6PVbKKjQ0lAsXLpT5vFu3brFp0yYGDBhAhw4dmD9//hNner355pvcvHnTpGsuVCoVc+bMYerUqSxZsoTt27fz22+/1YjqCUlJScjlctzc3EhLS3vu8SqVqsZ3W0nJw4DatGlDaGio/g7Gy8uLOXPmkJKSIiUPI/P09CQqKoqvvvqKI0eOAODr68vAgQNxu2JTiAAAIABJREFUc3Nj48aNvPrqq2zZsqVc7Ts5OT1zmvazHDx4kNzcXGJjY5kzZw4//PDDI3uoOzs74+7uzgcffFCu9g0pPT2dcePGMXToUPr168fAgQMpKSnBzMyMwsJCtFotOTk5XLt2jbNnz5rkCckYtFotRUVF1K9f/7nJQyaT4e3tzZUrVyopuooxMzOjV69e7N+/n+zsbMO1a7CWarhXXnmFzp07k5aWxsWLF3F3d8fOzo7//ve/0j4KlWD06NHcuHFDnzgArl27xrx58wD0s5aKi4vLfY2MjIxyn5uYmMjo0aPp2bMnvXr1IioqiilTppCXl0ePHj3Iyckpd7kUQ9Nqtaxbt45169bh5uZG3bp18fPzIz8/HwsLC9zd3WnRogUdO3bUb5qWkJBQrlXaDg4OKJVKsrKy9CVTTEGhUKBUKjE3N3/usa+99hoajYZly5ZVQmQVU69ePUaPHk1ubi779+83aNtS8jCQAwcOcOTIEf1g7KBBg7Czs5MSRyVo27YtlpaWfP755089JiUlBa1WS79+/di8eXOZ2reyskIUxTKXbn8SM7MHf3KCIDBixAgWLFhA27Ztq2x117S0NNLS0jhx4sRj36tVqxatW7emVatW9O7dm/79+5Obm8ulS5c4duwYFy5c0Hcf2tjY4O/vT+PGjfHx8cHZ2RlLS0vgQRevIAiIoohGo0Eul5OVlUVBQQG5ublkZ2eTmZnJnTt3uHDhglHKiDg5OSEIQqmm13t5eZGRkVGlB8zlcjnjxo3Dx8eHc+fOERcXZ/DuRyl5GMjfy7E3aNCA69evmyaYGsTZ2ZmhQ4eyb9++52509PXXXzN06FB8fHxYs2YN9+/fL9U1ioqKDDKAHBQURHh4OElJSRw+fJh33nmHCRMmoNFo+OKLLyrcfmXLz89n//79+jva2rVrExYWRtOmTWnVqhUymeyRDyydTkdOTg6pqamcOHGCxMRE/dOWIAj6DbpatGiBRqPBysoKOzs76tSpg6WlJRYWFsjlcvLz8zl9+jQ//vhjudbrPEmbNm1QqVS0bduWoqIifdHLv7Ozs8PT05OFCxca5LrGYGVlxaRJk3BxceHChQusXLnSKNeRkoeRODk5SeMcPOgfbtSoEYIgkJ6eTkZGhv5utKIc/l979x0X9ZX9j/81lTL0rnQREAGJCBFBrNgVVDa2XXWTqLFX7MZO7FhWxRg15RM10dgSS4yIBRtqsKIoSpcqnWEYpv3+8Ov8lkWUMjPvQc7z8eDx2IV533swOmfe73vvOaamWLp0KTIzM+u1lnHr1i3k5+fj888/x9q1axETE4OTJ09+8Lq3n4hbt27dpEXSESNGICUlBdHR0QDevJk6OTlh8+bNqKioaPS42iI/Px+//vqr8o1XIBDA3NwccrkcZWVl732jVygUePXqFV69eoX4+Pg6X2dqaoq+ffvCz88PXbt2RXV1NS5evIhz58416c7w008/RUZGBmJiYjB58mTo6OggJSUFEomkRjwhISGorKzEy5cvGz2XOrVt2xazZ89GWVkZlixZUu8PSI1ByUNNuFxui2z5aW5ujjFjxsDS0hK6uroQCATKRxJvD8vJZDIIhUJUVFRAIBDgzp07uHz5cr3XFDgcDoYMGYI+ffogJycHGzZsqHd8KSkp+Prrr7Fr1y707NmzXslj8eLF4HK5KCoqqvc8/8vKygoCgaDGAcW0tDQ4ODggNTW10eNqM6FQqPKumsXFxcoE5eTkhJEjR6J3794YMGAAsrOzERsbW2Pdq76MjY2RkpKCJ0+e4MWLFwgMDERAQAAUCgXGjh2LzMxMxMXFITg4WGs7EDo7O2PWrFl49OgRvv32W7XPxwLw8e/D0zAjIyNs3LgRkydPZjoUlfnkk0/Qu3dvWFtbo7y8HKdOnarVgc7a2hrLly9HUVERXrx4gcrKSuTn5+PKlSvK1/D5fHh4eMDFxQWtWrWCjY0N9PX1oaOjA7lcDrFYjGfPnuHIkSM1Pqmy2Wz4+PggKCgIrq6ukMvliImJwZkzZxr1+/j4+GDKlClYu3YtsrKy6nzdqFGjEBgYiJ9//vmdz/3ri8ViYdeuXTh58qSyARObzcaOHTtw69Ytre2D3ly4ublh0KBBynIwxcXFOHPmTL3O5bRu3RrLli3DnTt34O/vD5FIhOPHjyM+Ph4ymQzz5s2Ds7MzOBwOSkpKsHz5cq0r325mZobVq1fj8ePHjd4V2FCUPNTAz88P//73vzF9+nSmQ2kyIyMjTJw4EU5OThCJRLhx4wacnZ3h5uaG8vJyXLlyBdnZ2ejZsyfatm2LFy9eICoqqsHzGBoaomfPnvD19YWhoSEEAoFyQZLFYoHFYkEmkyEvLw83b95ETExMkxcA161bh8TExDrfuPX09LBlyxacOHFCJecv3t4hLVu2DBKJBFwuF9u2bUNpaSmWLl3a5PHJGwEBAQgPD4e+vj5KSkrw4MED/Pnnn6ioqICtrS3c3d1hb28PY2NjtGnTBhwOBxwOB5WVlThz5gwuXrxYYzwbGxssXboUYrEYLBYLenp6OHjwYKPucNSBz+djw4YNeP36NSIjIzU2LyUPNRg5ciQ6duyIRYsWqX0uZ2dn2NraIjU1tVFlN+rC4/Ewfvx4dOrUCYWFhThw4ABSUlKUPxcIBBgxYgR8fHyUb+4nTpxQ2XZAPT092NraQiaTQSqVori4WOXrAgsXLkRVVVWdWy4XL14MCwsLzJs3TyXzOTo6Ys6cORAKhfjll1/w6NEjuLm5Ye7cufjxxx8bdHqdfJixsTFmz56trFn19sNGZWUl5HI5iouLwefzoaenB11dXcyePfudH0j++c9/IiAgQFl5OCwsDP369cOjR4+U61dMYbFYWLt2LbhcLpYsWaKy9cT6oDUPNTA3N0d5ebnaxufz+Rg+fDi6dOkCPp+P6upq6OjoQCaT4fXr10hPT8fTp0+hp6cHZ2dnmJiYoKKiAgkJCbh79+57P7GbmJhgwIAB6Nq1K6qqqrB//37cvXu31uuEQiG+//57tf2OIpFIrYew3Nzc4OTkBBaLhblz54LL5cLAwACpqamQyWTw8PCAiYmJ8pyIKqSnp6O8vBxmZmaYNGkSzp8/j9OnTyMuLg7jxo3DqFGj8Ntvv+H69etavQ20uSgtLcWaNWuU60xxcXE4dOhQrdeNHDkStra2df67yM/Pr/GmfOrUKTg6OsLLywsdO3ass0S/JkRERMDAwACLFy/WaOIA6M5DLcLDw9G1a1fMmTOnyWP5+/vD2dkZPB4PPB4PrVq1goODA0QiEeLi4vD7779DJpMp1wT8/f3h6emp/IdQWlqK0tJSGBoawsrKCiwWC5mZmXjy5Anu378Pa2tr+Pv7w8HBAYaGhmCz2aioqMCFCxcaVASwuTEyMlI+RkpLS4OxsTG4XC5EIhHYbDby8/MRExOjlvMXLBYLa9asUX7IEAqFiImJQZcuXeDk5AQOh4Pc3FzEx8cjNjZW656vNyccDge7du1S/hspLCyEvr4+jh079sHHTubm5igsLERYWBh69eqFWbNm1fj5iBEjEBAQgAMHDuDx48fq/DXeadKkSfDx8cHq1asb1U65qSh5qMHbZkPPnz/Hjh07GjVGr169MGzYMLDZbJSVlUEmk0Emk6GkpAQXL16stVhdX35+fggODoadnR309fWV6whJSUl4/Pgxnj9/rvFPMEzZtGkTrl27hlOnTmlsToFAgOXLl8PAwAAymQz37t3DL7/8ApFIpHyNu7s7+vTpA3d3d/B4PLx+/RoxMTG4fPmyxuL8GAwaNEjZ+XHBggXo1q0bunfvDhMTE/B4PKSlpb1zp97o0aMREBCgvJvncDg4duzYO9e9Jk6ciI4dO2Lr1q1NPhCsr68PZ2dn+Pr6ok2bNjA1NQWbzUZVVRVKS0tRWFiI169fw9raWtl7ZPv27YwdRKbkoSZfffUVPDw8MHfu3AY9gvDy8sLo0aNhamqK2NjYRtdiIh+2Y8cOHD58WKNrDStWrICuri4iIyPrtYZjb2+PgQMHwtPTE8CbRXdVrm19rNzc3JR3/r///nuttsGhoaEICQlBWlparQ0egYGBMDY2xrlz59CuXTtkZma+d8vxhAkT4Ovri127dtWr1teYMWNw8+ZNVFVVoVOnTnB3d0fr1q2hr6+vPEiZnp6OZ8+eQSwWK3clmpubw8DAADweD6mpqTh37hyj9bUoeagJi8XCtm3bcPPmTfzyyy+1fs5ms/Hpp5/CwcFBWVPHwcEBVlZWSE9Px44dO1S+R57UtHv3bmzfvh3Pnj3TyHxdunTB+PHjsXfvXiQkJDToWiMjI0yePBlOTk71fpNqqTp27IgvvvgCSUlJ4HA4cHV1fWeb3REjRqBnz57Iyspq8i6lcePGITAwEHl5ecjJyUFaWhoUCgXYbDZYLBY4HA50dXXRqlUrtG/fXlmSRSgUIi8vD8nJyXj69GmjKjczhRbM1UShUODMmTMIDQ3FkSNHatx9rF27FsbGxmCxWMpPn2//f1VVlUoXacm7vd36K5VK1TaHu7s7JkyYAA6HA4VCAYFAgAsXLjQ4cQBvOtdt3LgR48aNw7Rp0xAZGUl3IP+Dy+Vi0qRJ8Pb2xvXr13Hw4EGw2Wzs2rULDg4OtaoDHDlyBHZ2dnBzc2vy3D/99BNiY2PxxRdfwNPTE+7u7lAoFMovAJBKpSgrK4NEIlFWXFi1alWT52YKJQ81+uuvvzBo0CCEh4fj6NGjMDExwZw5c2BqaoqCggKsXLlS+VoDAwOsW7euxaw3MO3t7b+BgUGDrmvXrh18fX0RHx//zhIV7du3x7Bhw2BlZQU+n49nz54hNTUVUqkUCQkJTe4u+dNPP8Hc3ByLFi3CwoULUVlZ2aTxPhZvz1aJxWJERUUp1wFkMhny8/Mxa9YsrFu3rlYVg23btmHHjh3w8PBo8uaIrKwsrF69+oOv43A4GD16dLNv+UuPrdQsJCQEYWFhSEpKgqenJ/Lz87Ft27Z31pyZOnUqHBwcNHI+pKUbPHgwevfujblz537wsKG7uzt8fX1hb28PJycnAG/uXKRSqbIPBIfDgZ6eHrhcLl6+fInc3FzcuXNHLY/EWCwWoqKiUFFRoRU9QJjwtgKuq6srfH194ezsjJSUFERFRdVaYxQIBFi3bh04HA5SUlJqtffdsWMHKioqkJKSgvPnz2uk/AiHw8HOnTuxbt26ZttUipKHmpiammLmzJmQyWSws7MD8OY2OTY2ts5rrK2tsWrVKsyfP1+t50TIm10qV69exbFjx977urFjxyIoKAhFRUUoKyvDsWPH8PLlS8jlcnzyySfw8vJCdXU1qqqq8Pr1a9y9e1cjW2vf3qk+evQIe/fuVft82kBXVxe9e/eGv78/rK2tAbzp6Jefn4+jR4++d9eRkZERTE1NIRKJalXAdnR0xJdffgkjIyNwOBxwuVwkJCTgu+++U9vvwuFwsGPHDmzevLnZ1jajx1Zq4uXlBWtra5SWluLu3btISkrCtWvX3ntNXl4eysvL8eWXX2L79u0tov0nE4yNjaGjo/PBoohBQUEIDAzEvn373nlQ8v79+7h//766wnyviooKbN++HfPmzUNISAhiYmIYiUMT2Gw2xo0bh4CAAIhEIiQnJ+PQoUMNKjz6vqq+6enpWL58uXKuJUuWoE2bNiqJvS4GBgbgcDhIT09X6zzqRMlDTa5du4a4uLgGX1deXg53d3dERUVh48aNymfkRkZGcHJyavT5DvL/Y7PZAPDeLdQWFhb45z//iatXr74zcWiDFy9e4NixYwgPD0dqaqrWlglvirePfWUyWZ1nLVSpX79+0NXVVW5gUdcHuLCwMJSXlzfrSgKUPNSksX/pduzYgcjISHC5XKxYsQIlJSWIiorCuHHjYGlpSclDBYqLiyGVStG3b993nqI3MjLCV199haKiIhw+fJiBCOsvJiYGbm5umDlzJubOndssN1wYGBhg2LBhKCgoAIfDgampKSwsLODk5AQ+n6+x804sFguhoaF49uwZbty4odY7/4CAgBrVppsjSh5aplevXigvL8eyZcvA5/MxZ84cLF68GGw2u9kurGmj1NRUhIWF4dmzZ8qOj2w2G1ZWVpgwYQJsbGxw9uxZZoOsp+joaGzZsgVTpkxRW9c4VTI3N8e4cePg7Oys7Bn+ts3v2/Wj8vJyXLp0CWfPnlVJ+9/6ksvlOHToUK11EVWTSqWMlBRRJVow1zL/+0iFxWJh9+7dkMlkWLlyZb0bJpH3mzBhAvz8/JCYmIjo6GhMnz4d7u7uqKioAJvNRlRUVLM6R/G2Ou+mTZu0+vHVrFmz4O7uriy58vjxYxQVFaFjx464f/8+4+t8K1asgJGREVavXo3S0lK1zRMVFYXq6mqsX79erd3+1IkDYCXTQZD/338fKgKAbt26wcvLCxKJBMePH2cwso+LiYkJPD09YW5ujsGDB0MgEODMmTOIjo7GX3/91ex2uxUWFsLZ2Rl9+/bFhQsXGH8T/l9v76LbtGmDrKwsrFmzBunp6cqaXrm5uQxH+Ma1a9fQrVs3tG/fHjdu3FDbPNevX0efPn3g4ODQpCZjTKLHVlrMxMQE4eHhiImJQd++fWFnZ/fernek/sLDwyESiTB//nyYmJh8FHd0u3fvxpYtWzBjxow6e5RoGovFwmeffYbu3bujsrIS69ev19o7OoFAgIULF8LMzEztPeUrKiqQlJQEKysrtc6jTpQ8tFhERARYLBaOHz+Odu3aYdq0aVi2bFmzXBTVJhMnTgSHw0FVVRWmTp0KR0dHSKVSlJeX48yZM4z2Z2gKmUyGqKgoRERE4Ouvv8aaNWsYjcfNzU3ZTfPUqVPK9rvaSiaToaKiAhYWFrh8+TJ0dXVRVVWltvmMjY3VnqTUiR5baSFdXV0sWrQIZmZm+Pbbb1FQUIC///4bffv2Re/evfH8+XO1Po/9WOnp6WHJkiVo27Ytzp07B319fejr64PNZuPOnTvQ09ND3759YWVlxdj5jaYqLS2FjY0N2rZtCzabzVi57i5dumDy5Ml4+PAhIiMjtXod5i2pVIr79++jT58+8PLywqBBgxAcHAx7e3u1/H0IDQ1Fq1atcObMGZWPrQm0YK5lzM3NsWLFClRWViIyMrLGs3c+n4+5c+fC0dERaWlpOH/+fLN9k9O0oKAgjB49GuXl5diwYUOdi5Tu7u6YPXs2Dh8+jKtXr2o4StUJDAzE2LFjceHCBY2vlQ0ZMgQDBw7EuXPn8Pvvv2t0blUyMzPDmDFj4OXlhcrKSvz111/4888/VTb+gAEDEBoainv37jXLKgGUPLRQeHj4e8tmeHt7Y/DgwbC3twcA5OTk4MmTJ81yoVedOnTogL59+8LU1BRmZma4dOkSjhw58sHrRo0ahYCAAMyePVsDUaqPn58fvvzyS1y7dg0HDx7UyJybN2+GQCDATz/99NH0ZDczM8OQIUPQuXNn3LlzR6Xtl9/ukpsyZYrWbXL4EHpspYU+VN0zPz8f165dw5kzZ5Ceng5zc3N06NABgwcPRrdu3eDq6gpzc3NGG8Uw7bPPPsNnn30GMzMzpKSkYOvWrfj777/rde3Tp08RGhqKnJycJlfBZVJ2djbS09Pxj3/8A1wuV619S1gsFubPnw9zc3PcuHGj2ZyRqQ+RSIQHDx7Aw8MDLi4uKl27KSwsxMCBA5vl3zVaMG/mHj9+rOyfbGpqim7dusHf3x8dOnRAr169sHDhwmb3iaap5s6di7Zt2+LUqVMYNmwY/vjjjwbtpZfJZHj+/DmGDBnSqN4b2uTx48c4dOgQxowZg3PnztUq2hgYGIiePXtCIBCguLgY9+7dg0QiQUpKCoYMGQInJydIpVJIpVJUVlZCJBJBX18fSUlJKCkpQXl5OaytrdGrVy8oFApERkZqzbZbVTMyMlJLT/uMjAyEhIQo/64ZGBjgk08++WAtPKbRY6uP1CeffIJx48YhKyurVpvNj9G//vUvVFRUwMfHB+bm5vjmm2+Qm5uLNWvWQCaTYdWqVQ1Koq1bt8by5csRHR2NBw8eqDFyzdi5cycePHiAw4cPK7tWDhs2DJaWlkhKSkJBQQHs7Oxgb28PPp8PqVSqbFoUHx8PHR0dGBoawsjICMbGxgDerMFxOBxIJBI8ffoUP/74o0YqCjNlzZo1yMjIUHm13fbt22PGjBnIzMyEpaUl9PT0wGKxkJaWhh9++EFr70goeXzEbG1tsXTpUmRlZSE6OhrFxcVMh6Q2Q4YMwaBBg6BQKLBo0SLlbjQzMzN88803WLVqVYP/EY4aNQrdu3fH6dOnm+2OGOBNccF//OMfNb4nk8mQmZmJb7/9ttbfC09PTzx//lyjZUGag+DgYIwZMwbR0dEqrzHn6+uLrl27IjU1FSkpKZg+fTpycnLQqlUrfP/991p5kJCSx0fOxsYGU6dOhaWlJVJSUpCQkICEhISPKpGYmppi6dKlYLFY4PP5KCsrw/LlyyGTyTB06FAEBgZiwYIFjRr7bVVXkUjU6DGYIhAIMG3aNGUDK5lM9s5e3qT+Ro0ahW7duuHo0aO4dOmS2ubx8fHBgwcP8Pnnn8PLywvz5s1T21yNRQvmH7mKigpcunQJGRkZcHNzg5+fH/r16wc7OzutLTXeEK1bt8bixYvBYrGwYMECxMbGYvDgwcryEq9fv8bVq1cbfdgrJSUFz549Q9euXZVrAdqMx+MhODgYI0eOxMiRI8FisbBlyxbk5eXB3d1dpVtNW6LHjx/Dw8MDwcHBSEpKUtuHsLdFE0UiEbp27aqVd76UPFqI/Px8XL9+HX/++SfS0tIQGhqKp0+fNss7EC6Xi549e2LWrFno3bs3eDweOBwOgoKC4OrqCisrKyQlJYHH4+GTTz7BgwcPmrRpoLi4GK6urnBycmJsEZPL5X6w98OoUaMwZcoUuLu7o7y8HIcPH8ahQ4dQXl6O3NxcDB48GI8ePaIDpk1048YN2NnZYdiwYWr/8+Tz+ejRo4dWJg/abdUCPX78GK9evcLo0aOxdu1aRmKwsrICl8tFdnZ2vV6vo6ODAQMGoHPnzjA2NoZMJkN5eTliY2MRHx8PX19fmJubo3379mCz2QgICIC/vz/YbDZ69+6Ny5cv1+uMR13U0bSHw+Ggc+fOcHNzg6GhIVgslvLr7c8NDAxgZGQEfX19VFdXQy6XK0uXi8VisNlsmJqaQqFQgMfj4ccff8StW7dqzVVVVYWsrCzMmzcPs2bNanE78FTt22+/xYwZMzB//nysXr0aBQUFapmnrKxM+fdB29CaRwvVqlUrLF26FGKxGJmZmRpre+vi4oKJEyfCxMQEACCRSPD8+XOcPXu2VgkLDoeDXr16ISwsDCwWC9XV1UhKSoJQKMShQ4fe+YY+ZcoUmJubY+3atWCz2ZDL5QgODsaoUaNQXV2NPXv2NOq8w4wZM5R9w5uqX79+6N69O0xNTSGTyVBUVITKykplReW3/x3eJshXr17BzMwMWVlZ4HA4MDQ0hEAggEAggJ2dHXR1dXHz5k2cPn36vYvc9vb2WLRoEU6fPo1z5841+fdo6bhcLrZv3w6JRKK2A6UsFgvR0dFYtGiR1pVup+TRgvH5fKxcuRIGBgbKQ2THjx9HZmamSufx8fHBl19+CTabDS6Xi+fPnyM6OhpisRg9evRAcHAwbGxsUF1djaKiIrx69Qre3t41ept8//339SrFYmFhgaqqqloF54yMjLB+/XrI5XLs2rULT58+BZfLRUhICGQyGSwtLdGxY0cUFxfj0qVL+Pvvv2tsOx0xYgR8fX0RFRWF2bNnQ19fHydOnMDNmzfrvT3Vx8cH4eHhsLKygkKhwLfffqvx8jJDhw5F7969MXPmTLr7aKJ169ZBX18fwJs+Jeqyfv16FBQUICoqSqv+m1HyIACAzp07o3///rC2tsbLly+xZcsWlYxrYWGBNWvWIC0tDTk5Ofjtt99QWVlZ63V8Ph8LFy6Era0tAEAsFuOPP/5ATEyMSuIAgMjISOjo6EAgEAB4UwiPz+dDLBZDKBRCR0cHUqkUenp64PF4EIvFKCgowMuXL+Hv7w8dHR3lYyWpVAqFQgE+n4/c3FycPHkSYrEYz549q3FHxGKx0K9fP4SEhEAgEODZs2f45ZdfEBERgfLycqxevVqjbwgsFgv/+c9/8PDhw2ZZT0mbTJo0CX/88QdWrFiBWbNmQSwWq2UeBwcHLFy4ECwWC3v27NGaVtSUPEgN//znP9GlSxfMmDFDJW9q48ePR7t27bB48eL3vs7S0hJLly4Fm83GokWL3plgmmrTpk24ffs2jh8/DltbW3Tu3BlBQUHvfORgaGgIPz8/eHp6wtbWVrmu8J///AdPnz5V/tk4ODggPDwcrq6uYLPZKCoqwsOHD6GrqwsfHx9wuW+WFe/cuYMjR44od30ZGxtj9erVKCwsxNq1a9WyplKXWbNmoXXr1li4cKHG5vxYjRs3Dn5+fpg5c6Za57G1tcXnn38OW1tbpKWlYePGjYzfhbAZnZ1oncOHD4PD4aB3795NHiskJAT+/v6Qy+XK2/u6TJ8+HUVFRZg5c6ZaEgfwpsVvXFwcZDIZMjIyEBQUVOdcb3to79y5E4sXL0ZRURFevHiBJ0+e1PhHm5GRga1bt2Lu3LkA3myt7NChA9q0aYOSkhKcOHECM2bMwE8//VRju3BpaSkiIyNhamqKVatWKR/RAYC/vz+srKxgY2Ojlj+H/fv3w9jYGK6urmoZv6Vgs9no0qULfvrpJ7XP9erVK6xduxbLly+Hra0tJk2apPY5P4R2W5Ea5HI5MjIy4OPj895HRiwWq85PPvb29ujVqxc6d+6s3A0UEhLy3vLc//d//1fvnVeNpa+vr3xkBbx5o6/vIwCJRAJHR0f4+vq+s95VVVUVqqurce7cuXqdn9HV1UWXLl2QlJS+KB+kAAAgAElEQVQEb29v5cIrl8sFn89Xvq6goABff/11vWKsr4qKCuTm5mLmzJl0aLAJ3N3doVAoNHpeqqCgANHR0Zg1axZcXV0Z69cCUPIg/4+Ojg6WLVuGyspKsFgstG3bFuvXr0dxcTFYLBY4HA74fL6yxhGbzYZIJAKbzQabza6xzZTD4QB4s1to9erV9UoKmqgAnJycjJkzZyoXNzMzM9GxY0f88ssvH7x2xYoVmDdvHiZNmqTcXfO/HR25XK6yJ/f76OjoYOnSpTAxMUFhYSGqq6uho6ODixcvoqioCC9fvkR+fj4sLCywdu1a6Onp1Wvchrh+/TrCw8NhZmaGoqIilY7dUjg4OKi102Bdnj59isTEREycOJHRqgeUPIiSqakpWCwWRCIRKioqwOfzoVAoIBQKIZVKUVVVBaFQCF9fX8hkMly5cgVisRgSiQQSiURZTM/DwwMhISHIz89X+91EQ0RFRWHPnj0wNjZGaWkpvv/+e2zYsAERERHYvHnzB6/fsmULXF1dMXv2bFhZWdWoleXt7Q0ASExMrHHNwIED0aZNGwiFQlRVVcHDwwNmZmZQKBT4+uuvldsv9+zZg/j4+Bq91F+/fg25XA4HB4da24uNjY3BYrEavX3zwoULCA4OxsSJE7Fhw4ZGjdHSOTk5MXbgct++fdi6dSt4PB5jNcgoeRAAb3Y3ve03/SFHjx59788TExPh5eWllSeZ5XI5WrVqhdLSUohEIkRGRuLrr7/GtGnTsGvXrg9e//YxQbt27Wokj6CgoFp3Ivb29hgwYABKSkogl8vB5/ORkJCA1NTUGo86OBwOpFIpvLy8cPnyZeX3dXR0wGaz35kgZs6ciefPn+PXX39t6B+B0r59+7BkyRJYW1sry2GQ+nNxcal3jxhVE4lEUCgUsLCwYKzqLi2YE5Xj8/mwsLDA8+fPmQ6llurqalhbWyv/f15eHjZt2gRPT896n7YXCoUIDw+Hnp6e8nuXL1+ucRLY1dUV06dPV65ZrFixAosXL8bRo0drPSN/m3T+e60DgPI8yH/fjbylq6vb5L4ZGRkZKCoqQv/+/Zs0TktlaGj4ztP8msTj8Ribm+48SKPY29srd3xUVlaioKAAP/30E0JCQuDs7AwOh6OVbUjFYjEsLCxqfC89PR0xMTHo2bPnezcCvLVgwQJER0ejW7duOH/+PIA3veffbrf97LPP0KNHDygUinqfpcjPz0f79u1rdKnLzMxERUUFNm/ejNLSUhQUFODBgwfw8/MDj8fDkydPGvKrv1NaWhratGnT5HFaIrlcjl69eqm0LW19cTgcsFgstZVFqQ9KHuSDnJycMGHCBJSUlEChUEBPTw92dnYoLy+HTCaDkZERLCwsEBUVBblcjsrKSojFYowbNw7bt29nOvwahEIhzMzMan3/+PHj6NOnD+zs7D54wr59+/aQSqXo0KEDevfuDYFAALlcDg6Hg82bN4PH4+Hy5cs4ceIEpFJpveJKTExEt27doK+vX2P78MqVKzF69GgAgLW1NUaNGoWSkhKcP39eJW8cJSUl8PX1bfI4LVFpaSnc3d0ZmXvixIkQiUQq30jREJQ8yAe9LchnaGiIyspKcDgcHDhwoEaDGhaLBUtLSxQUFEChUMDFxQWzZ8/GqlWrsGbNmnq/iaqbUChU9rf4X3K5HCYmJu9NHv7+/hg1ahQUCgUcHR1RUlICFouF0tJS2NnZ4cWLFzh//jxSU1MbFNfJkyfh7++PyMhILF68WLmLRygUYt++fQ0aqyF+++03BAcHY/r06YiOjq61bkPqtn//fkRERGh83qlTp8Lb27temzzUiUqykw96e2Du8uXLuH79Oq5cuYJXr17Vep1QKFT+7+LiYlhbW6Nt27bKsifl5eWMl4DPzs5G3759cfXq1RrlJFgsFgYNGoSUlBSkp6ejbdu2cHZ2rrUY2bNnT6SlpUEmk+HOnTvYs2cPLly4AHNzc7Rt2xYrV65s1A4ohUKB2NhY9O7dG05OTho7O6BQKJCcnIzQ0FD06dMHcXFx1EGwnoRCIQYOHKjxcumff/45kpOTcfbsWY3O+78oeRC1uX//Ps6ePQuJRAI/Pz/06NEDn3zyCeLi4hiLqbS0FD169IC3tzfi4uLg4eGBSZMmYfTo0WCz2fDy8kL//v0RHByMqqqqWocI+/XrBxcXF7Rq1QoXL15Efn4+ACAnJwchISGQSqW1qgPX19u1lqCgII1WvS0qKoJAIICrqys6deqE2NhYjc3dnHXv3h1ubm4afRO3sbFB9+7d8c033zB+N0+7rYjaXbhwAYsXL8a+ffuUhQ+ZdP78edjY2CAiIgIzZ86EWCzGd999h7KyMsjlcigUCnzzzTf4v//7vxrXsdlsmJubKw/5PXr0SPmz0tJSnDx5EqGhoU2K7fLly+Dz+bC3t2/SOA115MgRPHjwABYWFpgwYYJG526OLCwsMHz4cMTHx2t03m7duqGiooLRtY63KHkQjeFyuYwXcwPebADg8/kwNzfHunXrsGXLFty7dw8LFizAwoULUVFR8c4ksHTpUhgZGeHEiRPvPMMiFouVu2AaSyKRQCaToVOnTo0eo7G+++47KBQKdOrUCR06dND4/M1F69atsWLFCmRlZeHnn3/W6NympqaMnGp/F3psRTSmuroa6enpjJ06Z7PZiIyMhIODg/L8xf8mgerqalhaWsLb2xuOjo5wcXFRvtbKygpyuRxOTk5wc3PD0KFDYWFhgc8//xxDhw6Fl5cX4uLiatyRNEZYWBiEQqHGe8zL5XLcu3cPPXr0gK+vL7p27YqEhAStebPSBm5ubpg7dy7S0tKwadMmjc+fk5OD/v37w9fXF3fu3GH00RWVZCctSkhICB4+fKhcq3gXNpuNdevWQSKRQFdXFwKBAAqFAiwWC5GRkejTpw88PT0hEomgp6eHrKwsPHnyBBcvXlTJbqX+/fsjMTFR5U256mv16tUwMTGBWCyGgYEBHjx4gP3799NCOoBvvvkGJiYmmDp1KmMxmJubIyIiAgKBAJGRkYxVB6DkQcgHGBoaoqKiAiwWS6N9N5ji7OyM+fPn49tvv4VMJsO4ceOgq6uL3377DVevXmU6PEatX78eDx48wOHDh5kOBREREXBycsKGDRsY+aBBj60I+YC3bWa1Yb1GE0pKSuDg4IDg4GAcOnQIMTExMDQ0xJAhQ9CpUyfEx8czvtOHKX369EF+fn6TH02qwo0bN+Dm5oZhw4bhxYsXKCws1Oj8lDwIIbU8ffoUoaGhSExMRHFxMRITE3Hjxg306NEDgwcPxrVr1+rdu/1jEhQUBFNTU1y5coXpUAAAt27dgq2tLYYPH47AwEDw+XykpqZq5IMOJQ9CSC0SiQT+/v6wtrZWLtxXVVXh2rVr6NGjB3x8fFrkI6yysjL06NED165dU1vP8ob6+++/ER8fDxsbGwQFBWHw4MGorKxEWlqaWuel5EEIeSdTU1N07NixRrFGmUyGu3fvIiwsDAKBoFb/ko9dbm4uunTpAi8vL9y4cYPpcJQqKyuRkJCAc+fOQS6XY/jw4dDT01NJ8cy6UPIghLxTbm4uBg4ciCtXrtR4RCUSiZCXl4fhw4ejtLQUGRkZDEapeS9evEBYWBjS09Pfu2uPKS9evEB2djaGDx+OqqqqBtdZqy9KHoSQd6qqqkLv3r3B4XCQlJRU42fZ2dmQy+X47LPPIBKJ1PYGpY1KS0thaWmJQYMG4a+//tLKjRS5ubno3r07XFxcEBMTo5Y56IQ5IaRO1dXV6Nmz5zt/du7cORw/fhzDhg3DkiVLmnSyvrn5/vvvIZfLMWzYMKZDqdOdO3fU+t+EkgchpE4fqt104cIF/Prrr7C0tERUVBTc3Nw0FBnzHj58CB8fH6bDqFP79u3VuiOOkgchpE7nzp2r1R73f127dg0RERFITk7GnDlz8O9//1szwTHszp07MDc3ZzqMOllaWqq1TS4lD0JInQQCQb1eJ5PJsHv3bvz666/o2LEjNmzYgM6dO6s5OmY9evQIcrkc//rXv5gOpRZvb29wuVy1lvan5EEIqVOnTp0aVBjx8uXL2LRpEwoLCzF+/HitfGNVpcTERAQFBWlFq4H/1qNHD+WmBnWh5EEIqZOHhwdyc3MbdE1WVhY2btyIXbt2ISgoCD169FBPcFogOjoamZmZWveoTi6Xg8fjqXUOSh6EkDoJBIJ39i6pj8TERMTFxSEsLEzFUWmXM2fOaN2dx5EjR2Bubo7Vq1fD2dlZLXNQ8iCE1KmwsBDW1tbv/Jm+vj5cXV3fe/2RI0fA4/EQERGhjvC0wqNHj8Bms2Fqasp0KEoFBQVYsmQJjI2NMW/ePFhaWqp8DjokSAip0+vXr9G/f388ePAAZWVlAABfX19Mnz4dw4YNg4eHBy5evFjn9W/b+nbq1AmDBg1C165d8emnn8LT0xNSqZSxXhSqpFAoMHDgQCQmJuL169dMh6MkFovx559/IiAgAC4uLipvmUvJgxBSp5KSErRr1w49evRASkoKFixYgKCgIKSkpGDr1q04ffr0B8d48eIFYmJiUFFRgaqqKnC5XFhYWKBnz57Q1dXF06dPNfCbqNfgwYMRGxurTLDaxNbWFk5OToiNjVXpuFyVjkYI+ejs2rULUVFRyrMca9euhVAobNAYUqm0Vhnzfv36ITQ0FNnZ2bh586YqQ9aot33rc3JymA7lnZKTkxEQEABLS0sUFBSobFxKHoSQ9+rRowfkcjlYLBZ+++23BieOupw/fx6tWrXC+PHj4evri127dqlkXE1r3bo1FAqF1jbIun37Nv71r39h+fLlqKqqglgsRlVVFVJSUvDLL780ejsvPbYihNTJ0NAQU6ZMwe3bt2FlZQUvLy9cunRJZePfv38fjx8/RlhYGLy9vZGQkKC1b8J1cXBwgJ+fH86ePct0KHU6d+4ccnNzUVJSgvLyckilUnTo0AHdu3d/75rVhyjoi77o6+P6MjQ0VFhZWTVpDDMzM8W2bdsUK1asUABQuLu7K6Kjo9USr7W1tWLjxo2KnTt3KvT09Bj/82vIl46OjmLnzp2KOXPmMB5LQ758fHwUe/bsUZiYmDTqetb/+x+EkI/EnDlz4O7uDoVCAaFQiOTkZBgZGcHGxgZ6enooLy9HTk4OfvvtN2RlZSmvMzAwgIeHBywsLODp6QkXFxdkZGRgw4YNkMvlMDExwfr16zF58mS1xb5hwwYUFRVhw4YNaptDHRYsWAAHBwcUFRVh165dzWYX2bx58/Do0aMaDb/qi5IHIR+Zfv36ISEhASKRCKGhoXBxcUFlZSWSk5Px/Plz+Pr6wsXFBa1bt4ZMJgOLxQKHw4FMJoNCoUB1dTXy8vIQExODv//+WzmuQCDAli1b1Jo8LC0tsWLFCmRnZ2PPnj0oKipS21yqZmpqiilTpsDOzg7btm3D8+fPmQ5JrSh5ENJCGRgYwN3dHWKxGPn5+Xj9+jUUCsV7mxvt3r0b+/btQ0JCgtricnNzwxdffAGBQACJRIInT55g//79Wtl06V2++OIL+Pv7Y9OmTUhJSWE6HLWh5EEIqbdp06bB1tYWS5YsUftcAoEAISEh6NWrFyQSSbM6pb5w4UKwWCysX7+e6VDUhnZbEULq7cmTJwgLCwOfz6/VmlbVJBIJnj17BjabDS8vL1hbW+PevXtqnVNVzM3N4eHh0ai1hOaCalsRQupNKBQiLy8Pbdq00dicZ8+excGDB9GxY0ds2bIFXbt21djcjRUfHw8DAwNwuR/vUTpKHoSQBsnOzoa+vr5G57x27RpmzZqFnJwchIeHa3TuxsjLy4NUKoW/vz/ToagNJQ9CSINIpVJwOByNzyuXy7F//37weDywWCyNz99QBQUF8Pb2ZjoMtaHkQQhpEJlMBjabmbeO4uJicDgc2NjYMDJ/Q1RUVMDAwIDpMNSGkgchpEHEYjGjz/Krq6ubRfIQiUTQ09NjOgy1oeRBCGmQwsJCRt8UWSxWs3hslZycXGcjrY8BJQ9CSINkZGRAR0eHsfm5XC5KSkoYm7++YmNjweVyERgYyHQoakHJgxDSIAUFBWCz2YzdfchkMnTv3l3r7z5kMhkePHiAIUOGMB2KWlDyIIQ0SFFRESQSCVq3bs3I/CdPnkTHjh2xc+dObNy4EWPGjGEkjvo4evQoTE1NGdmdpm4f7wkWQojaSKVStGnTBi9fvtT43BcvXsTFixdhb2+PgIAABAcHg8/n44cfftB4LB9SXFwMANDR0UFlZSXD0agWJQ9CSIMVFBTA09MTFy5cYCyGzMxMZGZm4smTJ5g6dSpMTU2Rl5eHhw8f4vHjx4zF9d969eoFmUz20SUOgB5bEUIa4e+//9ZoiZL3SUxMxLZt28Dj8eDp6Ylp06bB19eX6bBgbGyM8PBwJCYmMh2KWlDyIIQ02MWLF8Hj8eDj48N0KADebIvduHEjli5diufPn6Nfv35Mh4Rp06ZBKpViz549TIeiFpQ8CCENJpVKkZSUhBEjRjAdSi25ubkwNDRkNIbx48fDzs4Oa9asgVwuZzQWdaHkQQhplB9++AFmZmYIDg5mOpQaUlJSYGJiwthW4rFjx6Jz587YuXMnCgoKGIlBEyh5EEIapbS0FBcuXMCoUaNgZWXFdDhK8fHxKCsrw1dffcXI/AEBAfj555/x5MkTRubXFEoehJBGO378OAoLC5Wd87TFvn370K5dOzg4OGh8bjabjZycHI3Pq2mUPAghTRIZGQkul4tp06YxHYrSixcv8PLlS0yaNEnjc4vFYjg5OWl8Xk2j5EEIaRKxWIytW7fC09MTISEhTIcDANDT04OVlRXMzc0RFBSk0bmFQiFjp+81iXqYE0KarKSkBNXV1QgPD4efnx9SUlJQVlbGSCxsNlu5y+nevXvo06cPXr16BR6PBzabjerqarXOP3jwYKSmpuLp06dqnYdpdMKcEKISFy5cAJ/PR9++fbFkyRLI5XIcPHgQN27c0Ggcc+fOha6uLhYvXgyxWAxXV1dMnjwZJSUlMDc3R0VFBRISEnDo0CGVz+3n5wd9fX2tOeGubgr6oi/6oi9Vfw0bNkwRHR2tsLW11dico0ePVuzevVthbW1d52s6dOig2Lx5s1rm37x5s2LmzJmM/9lr4ovWPAghanHixAkkJydj/vz5Gun/ERgYiG7dumHv3r3Iy8ur83WPHj2Crq4uVq9erdL5hw0bBl1dXURHR6t0XG1FyYMQojbbtm2DWCzG119/rdatvE5OThg7dizOnj2L+/fvv/e1CoUC27dvh6WlpcrmFwgE6NOnD06cOAGJRKKycbUZJQ9CiNrI5XKsWbMGBgYGWLlypVp6nwsEAsybNw+PHz/GH3/8Ua9rWrdurdKyIVOmTEFpaSkuXryosjG1HSUPQohaVVRUYPny5RAIBFi7dq1K70A4HA5WrlyJ4uJi7Nq1q97XtW/fHlKpFMbGxk2Owd3dHW3btv1oCyDWhZIHIUTtysrKsGTJEujq6mL27NkqG3fBggXgcDhYs2ZNg6777rvvUFRUhLVr1za5tPyECROQmJiI9PT0Jo3T3FDyIIRoRHV1NTIyMlR2gG7ChAlwdHTEunXrGrzOIJVKsWrVKjx58gTz589Hz549GxXDkCFDoK+vj7179zbq+uaMkgchRGPu3bsHHo+nkrG8vb0RHx/fpMq10dHRePr0KYYNG4bQ0NAGXaujo4P+/fvjjz/+gFgsbnQMzRUlD0KIxhgZGalkN1K/fv3A4XDw448/NnmsHTt24MCBA+jfvz/mzp0LNrt+b4sjR46ESCTCn3/+2eQYmiNKHoQQjTExMUFVVVWTx3F1dYVUKlXZjqn79+/jm2++gaOjI1avXl2vcyleXl64ffu2SuZvjih5EEI0hs/nq+TOw9HRUeVlz7OysrBixQpwuVysW7cO//jHP+rcWszj8aCnp4f4+HiVxtCcUPIghGhMTk4OTExMmjwOh8PBgwcPVBBRTSUlJco+6IGBgfjPf/6DiIgI2Nvb13jdmDFjwOPxWtwOq/9GVXUJIRrz6tUrDBo0CCkpKXj9+nWjxwkJCYGFhQWuXr2qwujeUCgUuHv3Ls6fP4+cnBz4+PhgwIABCA4OBofDQUpKCv7973/j5s2bePTokcrnby6oqi4hRGOEQiGqq6vx1VdfNem8h1QqRWlpqQoje7eEhAQkJCTA2NgY4eHhGDx4MMLCwsBisXD06FG1z6/N6LEVIUSjduzYAR0dHTg6OjZ6DIFAgFevXqkwqvcrLS3FgQMHMGvWLMjlcigUCmzZsgWDBg3SWAzahpIHIUSjXr58ifT0dIwfP77RY8hkMkb6hA8dOhRyuRzTp0+HSCRC//79MW7cOI3HoQ0oeRBCNO77779H69atYWdn1+BrDQwMoKOjg9zcXDVE9n6dO3dGfHw85HI5FixYgKdPnyIgIKBRv0dzR8mDEKJxeXl5KCgoQL9+/Rp87YABAyASiZCSkqKGyOqmr68PAwMDxMbGKr+3e/duSCSSRpc3ac4oeRBCGFFQUAALC4sGX9exY0c8fPhQDRG93/Dhw8Fms2vd8bDZbNy5c0fj8TCNkgchhBEcDgcymazB1+nq6iI/P18NEb2ftbU1MjIyoFAolN8TCATg8XhITk7WeDxMo+RBCGGErq5ug0uVDB8+HDweD3fv3lVTVO/G5/Ph4uKCK1eu1Pi+t7c3JBJJo5Jgc0fJgxDCCD6f36DkERAQgD59+uDgwYNNqqTbGBEREaioqMCNGzdqfN/V1RVlZWUajUVbUPIghDCCz+ejsrKyXq+1s7PD+PHjcf78edy6dUvNkdU0duxY2NraYuPGje+Mi4ldX9qAkgchhBECgaDeZzV69+6NkpISnDx5Us1R1dSnTx8EBgZi9+7d7yynYm5u3mLrW1HyIIQwgsvlorCwsF6vzcjIgEAgUGn/8w/x9/fH8OHD8euvvyIxMfGdrxEIBHX+7GNHyYMQwoiqqiq0bdu2Xq+9dOkSOBwObG1t1RzVG15eXvjiiy/w119/4fLly+98jZmZGVgslsbPm2gLSh6EEEY8fPgQXbt2rffdhEKhgJWVlZqjAhYsWIDJkycjLi4OJ06cqPN1Xl5eEIvFNbbutiSUPAghjDh06BDYbDaWLVsGPp//wddLJBKYmpqqNaZ+/frByckJiYmJOHTo0Htf27ZtW41U9tVWVJKdEMIIqVSKNWvWYOHChdi2bRtycnIgFAohkUhQWlqKuLg4pKamAgAsLS0BQK2PrXx8fDB06FAcOXIEly5d+uDrbW1tkZ2drbZ4tB0lD0IIYwoLC7FgwQL4+fnB398fAoEA+vr6sLGxQWBgIDIyMlBaWgoXFxcUFxfjjz/+UHkMXC4XY8eOxaefforLly/XK3EAbxbLnzx5ovJ4mgtKHoQQxt29e7fWqfHhw4ejT58+sLe3x8mTJ3H+/HmVz+vp6YkpU6aguroa+/fvb9DJdT6fj4qKCpXH1FxQ8iCEaBUPDw98/vnnEAgEiIuLg5WVFYYOHQoHBwf8/PPPEIlEKpnH1dUV06dPx61bt/Djjz82+HqZTAZdXV2VxNIcUfIghGgFExMTTJkyBY6Ojnj8+DG+++47iMViAICvry9GjRqFrVu3orS0FIWFhSgvL4etrS0SEhLw6tUrvHjxot7nRlq1aoXZs2fj7t27jUocAFBWVoZWrVo16tqPASUPQgij2Gw2pk+fDg8PDxQUFGDNmjW1Wsy+7SVua2uLwMBA2NrawtzcHKampujSpQt0dXXB4/EgkUiQm5uLxMRExMXFvTOZGBsbY/HixUhJScH+/fsbHXdhYaFyIb8lYgFomZuUCSGMMjAwQHh4OPz8/CCXy3H69GlcuHCh0ePxeDx8+umn8PX1haOjIwwMDCCRSKBQKPDDDz8gISEBfD4f69atQ3l5OVauXNmk+Nu3b48ZM2YgIiICQqGwSWM1R5Q8CCEqx2Kx3nl4zsXFBYMHD4adnR0MDQ1RVVWFJ0+e4LvvvlP5YTs+n4+5c+fC0NAQ5ubmSEtLg42NDcRiMZYsWaKSMuobN27E8+fPsW/fPhVE3LxQ8iCENJmtrS06d+4MgUCATp06QVdXFzKZTNnroqqqCsbGxuBwOMjPz0dRURF+/PFHlJSUaCS+kSNHKlvFLl26tN5rIx/i7++PsWPH4tixY7V6fXzsaM2DENIk8+fPR5s2bVBeXg6ZTIa4uDicPn0arVq1grOzM3R1dWFhYYGUlBTcvHkTcrlc4zH++uuv6Nq1K6qqqlSWOADgzp07sLa2xqhRo1BWVoZ79+6pbGxtR8mDENJoU6dOhaOjI3744QfEx8fX+FlaWhrS0tKYCewdsrKyYG1trfJxT58+DWdnZwwZMqRFJQ+qbUUIabR27dph7969tRKHNsrKympw29v6KigogImJicaq/moDSh6EkEbj8/lITk5mOox6qaioAJernoctN27cgEAgwLJly9Qyvjaix1aEkEYxMTEBAJWd+Fa3vLw8tZ0Iz8jIwKpVq1S6nqLtKHkQQhrF2tqakcXvxsrMzASPx1Pb+C2twi49tiKENIqFhQUkEgnTYdRbdnY2WCwW9PX1mQ7lo0DJgxDSKKamps3mkRXwphOhTCaDs7OzWsZftGgR+vfvr5axtRE9tiKENMq1a9eaVE6ECXK5HGFhYUhMTFT52BYWFmpbkNdGdOdBCGmUkpISZdXb5iI1NVVtj63y8/NhZmamlrG1ESUPQkiLcfDgQVhYWKilF3pZWRkMDQ1VPq62ouRBCGkx8vLyUFBQgEmTJql87NLSUjg5Oal8XG1FyYMQ0qLs3r0bTk5OCA4OVum4p06dgqGhIb7++muVjqutKHkQQlqUnJwc/Pnnnxg9ejRat26tsnErKytx+/ZtWFtbw8bGRmXjaitKHoSQFufUqVNITk7G4sWLIRAIVDbugQMHkLmfX7wAAASUSURBVJmZidmzZ6tsTG1FyYMQ0iJt3boVZWVlmD59ukrH3b59OwwMDLBgwQKVjqttKHkQQlqsvXv3wtnZWaV3H1VVVbhy5QocHBxgbGyssnG1DSUPQkiLlZ6ejvLycowYMUKl4x49ehQikQiDBw9W6bjahJIHIaRFS0lJgZ+fn8rHTUpKQkBAgMrH1RaUPAghLdoPP/wAFosFLy8vlY57/PhxcDgcODg4qHRcbUHJgxDSoolEIqSnpyM0NFSl4xYXFyM/Px9jxoxR6bjagpIHIaTFO3bsGOzt7VXe43zv3r1wcnKChYWFSsfVBpQ8CCEt3osXL5CamoqFCxeqdOdVdnY2ioqKMGTIEJWNqS0oeRBCCIAtW7ZAKBRiw4YNKl3ovn37tsrXU7QBB8BKpoMghBCmKRQKXLp0CcbGxggLC4OPjw8yMjJQWlrapHH5fD66dOmCM2fOqChS7UDJgxBC/svjx49x+/Zt9O3bF926dUObNm1QVlaG169fN2q8vLw8DBo0CJmZmcjLy1NxtMxhAVAwHQQhhGijgIAA9O/fH9bW1pDL5cjLy0NlZSXYbDYqKyvx9OlT3Lp1C0KhsM4xHBwcsHDhQpSXl2PRokUajF69KHkQQsgHsFgs+Pv7o2PHjtDX14dcLodAIIC1tTV0dHRQXV2N3NxcXL16FdeuXVNe5+joiAULFqCkpASbNm1CSUkJg7+FalHyIISQJtDX10fnzp3h4+MDd3d3pKamYuPGjQCAJUuWQF9fH8uWLWM4StWjNQ9CCGkCiUSCtLQ03Lp1Cw8fPsSgQYPg4eGB6upq9OzZE0eOHMGrV6+YDlPlaKsuIYSoSGZmJiIjI+Ho6IgJEyagsrISMpkMHA6H6dBUjh5bEUKIivH5fGU7WjMzM7BYLBw8eBDXr19nODLVoeRBCCFqFhoaigEDBmD+/PmoqKhgOhyVoMdWhBCiZr///juEQiGmTp3KdCgqQ8mDEEI0gMfjwdnZGfr6+kyHohJcpgMghJCWoKqqCnK5HJs2bcKNGzdw69Yt8Hg8uLi4wNvbG+bm5ti2bVuz2ZlFyYMQQjSAy+Viz549cHFxQY8ePdC1a1coFAqIRCKIRCLw+XyYmppS8iCEEPKGra0t9PX18ezZMzx79gxnz55lOqQmozUPQghRs759+6K4uJjpMFSKkgchhKiZjo4OZDIZ02GoFCUPQghRM4lEAi7341oloORBCCFqxuVyIZfLmQ5DpSh5EEKImhkbGze6mZS2ouRBCCFqpqur+9GUJXmLkgchhKgZj8eDvb0902GoFCUPQghRs/z8fCgUH1cNWkoehBCiZgcOHICpqSkiIiKYDkVlKHkQQoiaCYVCxMbGwtHRkelQVIaSByGEaEDnzp0/qoOClDwIIUTNwsLCYGxsjB07djAdispQ8iCEEDUTi8XIzs5GSkoK06GoDLWhJYQQ0mB050EIIaTBKHkQQghpMEoehBBCGoySByGEkAaj5EEIIaTBKHkQQghpMEoehBBCGoySByGEkAaj5EEIIaTBKHkQQghpMEoehBBCGoySByGEkAb7/wC+pSVDCyhhYAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 46.6 s, sys: 328 ms, total: 46.9 s\n", + "Wall time: 46.4 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# get only motorways, trunks, and their links in all of Belgium\n", + "# takes a couple minutes to do all the downloading and processing\n", + "cf = '[\"highway\"~\"motorway|motorway_link|trunk|trunk_link\"]'\n", + "G = ox.graph_from_place('Belgium', network_type='drive', custom_filter=cf)\n", + "fig, ax = ox.plot_graph(G, node_size=0, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get NY subway rail network\n", + "# note this is rail *infrastructure* and thus includes crossovers, sidings, spurs, yards, etc\n", + "# for station-based rail network, you should download a station adjacency matrix elsewhere\n", + "G = ox.graph_from_place('New York City, New York', retain_all=False, truncate_by_edge=True,\n", + " simplify=True, custom_filter='[\"railway\"~\"subway\"]')\n", + "\n", + "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2, bgcolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (ox)", + "language": "python", + "name": "ox" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/08-example-line-graph.ipynb b/notebooks/08-example-line-graph.ipynb deleted file mode 100644 index bbb884d..0000000 --- a/notebooks/08-example-line-graph.ipynb +++ /dev/null @@ -1,204 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Street network centrality analysis\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - "We can calculate and visualize how \"important\" a node or an edge is in a street network by measuring its centrality.\n", - "\n", - "In some traditions of street network analysis, streets are represented as nodes and intersections are represented as edges. This is called a line graph, or sometimes a dual graph, and it essentially inverts the topology of the street network seen above. We can do this with OSMnx too.\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.cm as cm\n", - "import matplotlib.colors as colors\n", - "import networkx as nx\n", - "import osmnx as ox\n", - "import pandas as pd\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# download and project a street network\n", - "G = ox.graph_from_place('Piedmont, California', network_type='drive')\n", - "G = ox.project_graph(G)\n", - "fig, ax = ox.plot_graph(G, bgcolor='k', node_size=30, node_color='#999999', node_edgecolor='none', node_zorder=2,\n", - " edge_color='#555555', edge_linewidth=1.5, edge_alpha=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Calculate and visualize node centrality" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# node closeness centrality\n", - "node_centrality = nx.closeness_centrality(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot it\n", - "df = pd.DataFrame(data=pd.Series(node_centrality).sort_values(), columns=['cc'])\n", - "df['colors'] = ox.get_colors(n=len(df), cmap='inferno', start=0.2)\n", - "df = df.reindex(G.nodes())\n", - "nc = df['colors'].tolist()\n", - "fig, ax = ox.plot_graph(G, bgcolor='k', node_size=30, node_color=nc, node_edgecolor='none', node_zorder=2,\n", - " edge_color='#555555', edge_linewidth=1.5, edge_alpha=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Calculate and visualize edge centrality" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# edge closeness centrality: convert graph to a line graph so edges become nodes and vice versa\n", - "edge_centrality = nx.closeness_centrality(nx.line_graph(G))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# list of edge values for the orginal graph\n", - "ev = [edge_centrality[edge + (0,)] for edge in G.edges()]\n", - "\n", - "# color scale converted to list of colors for graph edges\n", - "norm = colors.Normalize(vmin=min(ev)*0.8, vmax=max(ev))\n", - "cmap = cm.ScalarMappable(norm=norm, cmap=cm.inferno)\n", - "ec = [cmap.to_rgba(cl) for cl in ev]\n", - "\n", - "# color the edges in the original graph with closeness centralities in the line graph\n", - "fig, ax = ox.plot_graph(G, bgcolor='k', axis_off=True, node_size=0, node_color='w', node_edgecolor='gray', node_zorder=2,\n", - " edge_color=ec, edge_linewidth=1.5, edge_alpha=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# save a shapefile with centrality as node and edge attributes\n", - "nx.set_node_attributes(G, node_centrality, 'node_centrality')\n", - "nx.set_edge_attributes(G, edge_centrality, 'edge_centrality')\n", - "ox.save_graph_shapefile(G)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/09-example-figure-ground.ipynb b/notebooks/09-example-figure-ground.ipynb index 3eb9f7f..65811cc 100644 --- a/notebooks/09-example-figure-ground.ipynb +++ b/notebooks/09-example-figure-ground.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -36,7 +36,6 @@ "source": [ "import osmnx as ox\n", "from IPython.display import Image\n", - "%matplotlib inline\n", "ox.config(log_console=True, use_cache=True)\n", "ox.__version__" ] @@ -68,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -97,7 +96,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPAAAADxCAYAAAD1CTo3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAGJgAABiYBnxM6IwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nMy9d1xT5/cH/s4gYYNMEREXICKoqDhwizIT0Kp1a521tc5qq7WOWm21jlr3bNVa6zYJ2wVuRaxbqRNFVIYCMhOS/P7g9zy9N/PGj/5+3/N68UpInnvz3HufM55z3ucc3oMHD7TNmzfH0qVLcfToUZijv/76C/7+/vjpp59w+PBhk2OdnZ1x4sQJAEBCQgLy8vJMjm/dujV27NgBjUaDsLAws3Pp378/vvvuOzx8+BBDhgwxO/7PP/9EixYtWJ89f/4cPj4+rM9KSkrg7OyM3Nxc+Pr6YseOHdi0aZPJc0+ZMgWjR48Gj8fD8uXLcfDgQbPzOX/+PMRiMSZNmoTs7GyTY11dXZGWlgYAkEqlyM/PNznez88P+/btAwCEh4ejpqYGVlZWEIlEsLKy0nsfFxeH4cOHIzc3F6tWrTI4hvk+PDwcwcHBKCgowLlz5yAUClnfk/Hk86ZNm0IsFqOyshKVlZWs8wmFQrP36v8yabVa8Hg8VFVVobq6GrW1tVCpVKxX8icUChEUFAQAOHv2LKqqqgyOJ6/e3t6IiYlBTU0NVq1ahZqaGtafUKVSAQCsrKw4TdaS8WQs1/E1NTUAAD6fD6FQiNra2g82FwBQKpV6n4nFYr3P1Go1AMDW1hYAEBgYaPbcT58+BY/HAwAMGDAA6enpdCHb2NjA1dUV5eXlrAWu1WoBAF26dIG3t7dBRiF/dnZ29Le++eYb1NbWmmQya2trOj4jI4PzPfL19cVvv/3GaSwAeHh4YMCAAZzH29ra0vtqCZFFrVKpoNVq4eTkBAB49OgRVCoVlEol/Z78kc+6d+8OJycn3Lx5E7du3WKN1X1fW1uLwYMHo3Xr1sjIyMDevXvpmJqaGtYr+Tw9PR1OTk6YO3cuzp07Z/I6vLy8oFAoAADLli1DYWGhyfFt27ZFTEwMBAIBjhw5ove9xQxMmEAkEpkdy2RALuOZDCYWi1nH8/l8Kq3JH1kItra28PPzY0n8Zs2a4c2bN9BoNHRxOzs703kRqU8WApPs7e0B1FkQWq0WnTt3RmpqKl6+fEmvRSgUorKyEv/++y9WrlzJYjA/Pz+cPHmSdU4ipQ3R6NGjzd4bJoWHh3MaR36T67Mlx1RUVJhc5CqVCg0aNICPjw/evXuHzMxMuviNHRcfH4+AgABcuHABR48epeNVKhXCwsIwfvx45Ofn44svvjB4vEajoXMMDAzEnj17AADDhw83K+i3bt2K0NBQZGZmYteuXWbvQZcuXdC6dWsUFxfjn3/+MTue8JCla9yS8UKhEHw+n3UfAAYDczVjyAkt1cDffPMNqqqqWAxI/gQCAQQCAUsbJiYmspiWz+cb/A2tVgt3d3dqLnIhlUpFr9eQBhaLxaiqqoKNjQ0KCgrg4eEBNzc3uLm56Y0NDg7GP//8Q80iY4zK/FypVEKpVMLOzg48Hg9v375FSUmJwYVL/tdoNIiKigIAJCUlobCwUG8MYSClUglbW1t89913AIBvv/0Wr1+/1hvDZLg+ffpg8eLFePHiBRISEszew6FDh2LWrFl49uwZFi1aZHZ8y5YtERAQgJcvX+L06dOs79zd3el7c9ssQN+y42qpcV3j76vUuIxnMvD7WLHESiUkJBfPdbJkPBfpodFoqLYLCQnhdH5CDg4OnMbpMgv5Ta1WC41Gg7KyMrrI3dzc4ODggJqaGtjY2NC5lZaW6mniO3fuoH379sjNzcXevXvRsmVLPH78GFVVVXR/0q1bNyiVSly7dg3ffPMNnY9SqcTQoUNZzKhWq+n+iNCxY8fQsGFDrF69GikpKSav08rKijLwvn37cP/+fZPjnZ2dKQPn5OTg+fPnJseThfExFi1zvCGBaYkGY44nx1RVVXEa/7Gu7f8LDUzG6zHwx744ovKTk5Px7Nkz1oae/Gk0GqjVaohEIrrofvzxR7x8+dLgeMJArVq1wrJly1BVVYWIiAjU1tbS/ashGjFiBKZPn05veHV1Nezt7VFcXKzHwKWlpQCAdu3aYenSpdi7d6/e+YjTLyYmBg4ODlCpVLCyskJ1dTVyc3PN3htLHvz/sh3hMt5SJrJEkAP/CQhD499XQ3I95n39PFyv7X2tUkuei7Hzf1QnFlDHJCKRCGlpaTh//rzJsXZ2dpSBb926hUePHpkcT0wvQ5LJEL1+/Zr+DjkOMOzcatiwIfVCjxo1CsuWLTN4ToFAgAkTJgCo09pt2rRBeXm52bkAli1crVZLBcTHNNUsFeSWbr2YzjXd7yxlGK7HfGwlZcl4plX6IRiY/7574I8hnd530ZE9tDlq0KABgP8WEbkGGxsbvbEBAQHU6xcXF6cXaiKUkJAAHx8f1NbW4sqVKwCAsrIys3Nhzv9j3Mv31dgfw5kJmDbR/1cT2hxZuk382NbI+2psgwz8vhf3MW6GpQ9G12ttjphhqoqKCvq5t7e3Qa1ZVVWFZ8+eQSQS4dtvv9X7XiwWU+175MgROh/mubnM39KF+yGYxti5udzH/2UupvbAQqHQqKfe0HhyjDn6mBqVOd5SBuZyr/9/Z2AySUMeXEP0IaWTLrm6utL3JSUl9L1QKMSDBw/0xnfu3Bk///wzAKBjx46IjIxkfT9kyBC4ubmhqqoKO3bsoIvJnFdUd/4fIwLAPL+lC4WLNfO+ZqmhuVhqeX1sE/r/ksnNfC62traws7ODs7MzPDw84O3t/XHjwABo+IeYr1zOT8AI5shSSezo6Kj3Xq1WQyAQ6MXXACAsLAzz5s1DSkoKoqOjMXPmTFy8eBFlZWVwcHCg8dt9+/ahuLiYMq6lzhhLJffH3r5w8ey+rwltyolF5mrIJ8EkpoD80Pt7Pp9PATY2Njbw9PQ0iUgTiURUOQUHB+PTTz+FSCRiYRJ0jyMO04kTJ2LgwIGssYaOI2Qohm1xHLh+/foAgObNm3MaX1RUBGdnZzx79ozT+Pd1yVuyL9RqtTRMRQRMUVERZWZCdnZ2CAsLw5o1axAeHg5XV1d8++23mDdvHkaNGgVHR0eUlpZi9+7drLl/rHjjx2R4XSb60KEZXRNaIBDQRa0LgqmpqTHJAFZWVvRZJSQkIDw83CSTEfhseHg49uzZQ78zxDjMZ+fn54ekpCRO1wfUWWkdO3bkPL5Zs2Zo1qwZp7HG8AUWa2ByEq6LtLKy0qLzf0wTmjBwYWEhPDw8WDfFy8sL165dQ4cOHVjHREZG4vz58/jll1+wZMkS9OvXD/fv38fw4cMB1ElFsn+2dDvysfdm5P44ODjAycnJpBbx9PSkx0VHRxvETjPHM8EXK1euhFAoNAntJOg2Hx8fXLlyRQ+YQ57F9u3bOV0bIalUynmsnZ0dJ1gscz6GSBcM4+DgALFYjPLycjx79swoeo389e3bF05OTrhy5Qqys7PNot5Wr14NkUiEn376CdevX6e/rVKpLNfA//77L/r06WMWTE/ofT2MXLWGWq0Gn8+Hs7OzWbACYbCnT5/C2dmZ9Rv+/v749ddf9Ri4Z8+eEIvFSElJQefOnRETE4Mvv/wSAoEAVVVV2L9/P0WMkUVpY2MDb29vvYWsK/GJNRMUFIQRI0bojdfVDsQTPnLkSERFRRlkMN1zAMC8efMwb948LrcfWq0Ws2fP5jSWeY+4Eo/HM8gYhj7TRYwx3zdv3hx8Ph8PHz6kKDNjTNC+fXsEBwcjNzcXBw4cMHlepVKJzp074/PPP0d+fj7Gjx+vx4DExCa0YMECSKVSHD9+HEuXLjV7D5o2bYrQ0FBcvnyZE7SThGJfvXqlF1p9byQWF0cH8GHMRLIYxWIx61UkEuHx48dwdHSEh4cHevXqBYFAQOGZTKhm06ZN0bt3bwB1XuIVK1Zg/vz59Desra3RqVMnPclra2uLlJQUaLVaVFZWssxsKysrZGZm6gm/Jk2aQCaTcbpeAAgJCbEIqebt7Q1vb29OY01pEqAuLkkWsL29PXg8Hl6+fInKykqjsEvipyD388CBAygvLzfJRM2bN8f48eNRUVGBqVOnsr4XiUQUCjtixAg8fPjQrCMwOTkZHh4e2LZtmx7uXJcmTZqE4OBgvHjxAvv37zd7zxo2bAigTqgUFBSYHf+xw1SmtkIWm9AE6cSVgYlW6t69O1xdXfUYkPleJBKhUaNGAIDZs2dj9uzZBgP/uqTVarF8+XJO89FqtejVqxd69eql950xTUIcXrpoLUNWizGGIQgy5sJ1cnKCra0tKioq8PDhQz1ss+77iIgIuLu7Izs7G+fPnzdrei1cuBANGjTAli1bkJaWZnAMM/PqzJkzAIDp06ebBdHUr1+fMvDvv/9uNquGbDO0Wi1u3LjB+o7pmSZAB3Nkybq1JGzDHG+pUuNqxVoamTHF8BYzsKWTJZNs0aKFXi6uKeLCuIR4PB7Ky8sp1litVtNX8t7FxQVubm5GkyKAOuFUVFTE2g+Szw8fPozbt29j3Lhx8PX1pd8dOnQICoUCKpUKoaGh+Prrr1FcXIwhQ4awMm4MeblnzpyJYcOG4eLFiwbjzLrUsGFDuLu748aNG9RxZopKS0vRoEEDlJSUmHUi/i8gey6ahAgKQ+vGUq8y85iPEQf+2DxBFAJRVubI1Pzf24TmOtnXr1+jadOmyM/Px7Vr16BUKlFTU8N6Zb4fO3YsfHx8cOzYMaSmphocp1L9l5N5/vx5CIVCzJgxw2zqV1hYGDZu3AiVSoVhw4ZRab9582Z4eXlBrVZj2LBhSEtLY12fQCBATk4OkpOT8dlnnwEAHj9+jKZNm2LAgAE4e/Yszp8/Dw8PD3pv3r59a/befGwghyXntxS5ZWkIz5TlRgQt8UxzofdhYEtBKh+LJ54/f055wpLzm8RCc/1xSydbVFQEALh06ZJRPDGTJBIJfHx88Pz5c1y9epXTfMg+1xyRUIZAIMCTJ0/o53/88Qfmzp0LkUiEwMBAXLx4Ed26dWMdGx0dDZlMRi2KzZs3Y8iQIQgNDcWPP/6I0aNHf9Q4LXP+ljK8JaYj1xi8pWAKc74TlUr1XgxsyVw/1h7VUoYniTK6zjBjZGpdWYzEMmUKGSKSRM/V6eLl5QUAnONjlsyHXCufz2ctpKNHj9LzTJgwAcnJyXrHtm/fHo0aNaLx4/z8fHzzzTd49eoVHBwcsHr1anrOj/XgPyaU0tL5vK8JzefzDfoI3pdpLNHAlgpWrtBOS5XahxT0FiczWOqFJkH6evXqcRpP9oofAqKnS8bMPo1GQ502ISEhePr0qUFsdGxsLH1fUVGBt2/fYtasWaiurkbjxo0xceJEKlU/Rprbx9bAljCRWq226FkxTXRDa+djgmDed6vC9fwfMyGIz+ebTJb46E6sBw8eIDQ0FC9evOA0Pjc3F97e3pzyaYG6GBnAzenFXERCoZCVgnj27Fn4+/uDx+Nh+PDhOHHihF5lioiICPqeLN6cnBwsWbIES5cuRXBwMIC6BcrFPPr/Con1MTHA1tbWnMYz87QFAoGep9lSJnufPbCpcxsCnQB1zle1Wm0S6kjAIb6+vhg/fjwLMtmkSRMUFhaytif+/v4A6kr3/PnnnyZj/8zrGzduHKKiomgUQalUQkgqSbi6uuLnn39GWVkZSktLUVZWxnpPXi1FYhEGM+X9ZRLXfYHu+bkwsCnJeuvWLfo+KioK33//vR4DM73PzMJsaWlp6NGjB/r160c/M+R11qUPiSc2dX5LwyeWaEFra2uLTGgyHz6fz4I0EvL19UVQUBArls98FQgEsLOzo1ut3r17U7yyIUawsrKiqDFHR0fI5XKDwBdDpNVqsXPnTk73AqiLuHz++eecx9va2loUmRGLxWjatCnrMyHZo1pZWbE0jDlydXXFX3/9hdLSUr2/kpISKgDIQue66Eis1VIB8b+Y0ADw8OFDlvkbFhaG/Px8vSQMlUpFFwUzgyk5OZnFwHw+32R1EOZ8/q9pYC7nZ/o0/P39cfHiRYNCSyAQwNHREVOnTqWfnTp1yuA5tVotPv/8c4uYwJLwJJ/P55xUA7DRYaRqDPnTaDT0j+C5tVot3rx5Q48VCAQQiURQq9XQarXU92JlZcV5C2qOhJmZmejRowcKCgpw4sQJODo6wtHREU5OTnBycqI4Wt0Fz+PxqCnAhTp37oxz586hrKwM796903stLS2FSCSCn58fgLoYmbe3N0pKSkzm176vCa27qAcNGsR6YHFxcTh06BCGDh3KGkfGNG7cGBcuXKCf6wIZBALBB2dgcxqYx+PpAfUBwMXFBQEBAWjQoAENnVlbW8Pa2hpisZi+J34KiUSC4OBg8Pl8uuiYr61atYKnpye9F19++SXGjh2L4uJiWpxQJBLB2tqazkGr1ZpFhekSWfikvhl5r1arYWtrCz6fj5qaGhrpYN4H8srj8VCvXj1a5bSiooJqdF1G0mg0Ri1Fci9MPSsej8dKWf1fiBlqdXR0pBliNTU1dO5isRjCJk2aAAAUCoXJ4uV2dnaUuQMDA+kFEUZ3dnam78mfvb09Tc/i8Xh0oZB4qSnq3bs3RfrU1taitLQUFRUVsLGxQUVFBXJyclBWVkbxxG3btsXTp09RUlJCrYB3796xtIIxDTxt2jSMGDGC/k8qUhLrhEnkuBYtWsDR0ZGagsxURbVajeDgYBYGWiwW05tOXokAdHV1xaZNm6iwYjIh85Voj5CQEMjlcr3vjVkt4eHhCA8P58xAoaGhCA0NNTuOSTY2NhSCaIx4PJ7JOeh+zkVLicVizhEOoVBosIywsd8H6p5lZWUl3XPqYhGUyrrqosHBwdBoNNi/fz+L+aqrq+l78nl4eDgGDhyIR48eYe7cuazvyCtzK7ls2TL069cPMpkMK1euZM9Z+/+OHDBgAOeUP67E5/PRuXNnrF27ln6mVCrx6tUrXLp0CVVVVXB1dUXnzp2p5CJS90NU69doNHj37h0EAgGqq6uRk5NDaypfuXIFZWVl8PPzo3tbYh4TSUwkvjGpbEpi/18k3fmqVCqUlpaiqKgI5eXlaNmyJWxtbfHgwQPk5ORQs5H5qtFo0LJlS/j6+sLZ2Rk8Hg8VFRW4desWTpw4QbsTMBetUChE3759afeMx48f4927dyyTNDAwEE5OTnj58iXu3btH1wHzlfx+06ZN0bp1awB1wlahUOgVPCSvNjY2mDRpEoC6eP/9+/ehUqnoHJlYb4FAgDdv3kCpVGLbtm3w8/PDL7/8YhY/zaxT3blzZ5aiMESDBg3CN998g5ycHJrVZopIssSxY8fw448/sr4TAsCNGzc+OPMCdQvm7t279H/iiWvUqBEaNWqEx48fw83NjWqv33//Hdu3b6epbI6OjizNLpFI0L17d5SWliItLQ0ODg7w8fGBp6cnamtrYWtry5KwxELQarWwt7dnYU8NtW4h5hFZ5Oa0lan6z7W1tXqSWvfP3t4egYGB1Erg8/m4desWcnJyWIkD5DUgIADR0dEoLi7G6tWrjWKgyfkHDhyIkSNH4urVq/jqq68gEAjQq1cvxMfHo3379rCysoKbmxucnZ1x4cIF5OXlwd/fHxkZGdiyZYvZ50va7Pz2229m2+zcuHEDgwcPBp/Px9KlS/Xw0D///DMiIiJw6tQprFmzxuh5bGxsWC2AbGxssH79epq2qkvjxo0DALx8+RIbNmzg5CR1dHQEsUyZgB9jxMydtrGxMcvAlvomyPkNdbQQAnVAc29vb86hHkuIFC13dnbG0qVLERQUhJ49e8LDw4N61LRaLbKzs3H58mV6cSqVCsXFxSguLgZQt7hnzZoFAPj777+xbds2g78nEAjovt3Z2ZlKfqVSiX379qFt27YICAhgOb1KS0tx8+ZNPHnyBKNGjQIAZGdno127dtBoNEZNuXXr1uHMmTOoqqrC1KlTERkZiaysLEyZMoWTFzo0NBRbt26FRqPBwYMHMXToUPj7++P69euQyWR4+vQpa3x0dDSio6NRVVVF+ySZIoL44fF4lMlTUlKQkpICHx8fxMfHIy4uDm5ubujevTs9buTIkbC3t4dCocC///5r9PyWerlJPW5D48n9Mic0x40bR8sYkWKEbm5uRhWQRCIBUNcogGuEo2fPnhAKhXj37h2nzgxMBra2tjZb1NBSZyR5jobMfz5Qt0eSyWTYvHkzYmNjLUok4EKknGvr1q2xYsUKxMTE4NKlSwD+01jt27fH5s2bIZfL8fnnn+vtp8LCwlC/fn1oNBrI5XKjv6VWq1FSUoLc3FzcuHGD7jPT0tKwbt06jB07Ft27d8fcuXNx+/ZtAHU3plu3bhg1ahRdSAcOHEBlZSU1qwyRtbU1nj59itLSUmqap6WlcWJe4D9wS1VVFTZv3oycnByIxWKMHDkShw4dwo4dOxAfH0/BMO/rtTa0HXn+/DnWr1+P2NhYzJw5E6dOnaJON2trawwdOhR//fUX9u7di08//dTg4rE0rMVlvCkGJnnTAKgAU6lUtOWNLrVp04auo8TERE5zBIA+ffoAAM6cOWNWmwL/OVIBwxVOdcnS50gcpCR0xiThkydPIBKJ4O3tjfbt26N9+/aYM2cOTpw4AYVCgevXr3P6ES4TJu1HOnTogE6dOgEAlixZApVKRc06Ly8vjB8/HuPHj8f169ehUChw4sQJxMfHAwAuX75MBYI5atSoEXXGMPNz1Wo1jh8/juPHjyMkJARxcXHo1q0b3N3dqfncqlUrrF69GvPnzzfq+CDn7tWrF+zt7VFdXU27MXIhUiTv+vXrqKiowLhx4zBw4EDEx8ejSZMmaN26NVq3bo2vv/4aJ06coOCWDwm6UavVOHPmDM6cOYPvv/8e8fHxuH37NqysrBAQEICAgADMnj0b06dPx5kzZyCXy3Hp0iWo1WqLGZjQp59+inbt2rHM/saNGwOoC0lJpVJWuObevXuwtbXF1q1bIRQKUVRURIUqaW5miIj2/eeffzhbl66urrQszvHjxzkdYw5lpkuWmtDECmrUqBFcXV2pVQoAwlWrVuHy5csIDQ2FVCpFnz59YGdnh/j4eMTHx+P58+dITExEUlISXr16xekHdSkzMxOtWrWiFzd+/HgAdcxItGlKSgq8vLwQGxuLuLg4NGzYEG3atEGbNm0wZ84cerGmtK8uxcXFAQCePXtmVBDdvHkTN2/eBFBXC3r79u2wsbFBXl4eFAoFRo0aZTTtq1WrVuDxePR3Tp06xbmkLNH6wH/aobq6Gn/++Sf+/PNPBAcHQyqVol+/frCzs6OLEajbo3HZ8liKcycM+ezZMyxYsAABAQGQSCSIioqCs7Mz+vTpgz59+qCwsBBJSUlUMHC12Mg8OnfujM6dOxsc065dO7Rr1471GQl9EUHh5uZGs8LKysogEon0CuFZW1tTXIMl2nfChAkQCoVQq9WYNGkSxo4dy3K2MdNVa2tr8fjxYzx69AgajQY8Hg+dOnWCn58fjdIYcsaRUCnXrcf9+/fpNpQk1RCHnvDKlSt0D5qdnY0VK1agT58+iIuLQ2hoKHx8fDB58mRMnjwZV65cQWJiIk6dOsUyG8xRTk4OgLpKFX5+fvQB6dY/evnyJbZv347t27ejTZs2iIuLQ0REBAvaNnXqVDRu3BhyudykJhYIBHTRc2X68vJyagLduXMHarUaW7ZswdKlSw2GP6ytrdGhQwdahseShUJK4pSUlNBEeibdunULt27dwqpVq9CnTx9IpVJ63wQCAWQyGa5cuQKZTIbTp08brORoKexVF3Obk5ODnJwcrF27Ft27d4dUKkWnTp3g7u6OMWPG0OM6dOgANzc3vXgsk5hdEq9du4aSkhJWGKxevXpwcnJCRUUFVCoVjTsTLAKJgx4/fhxdunShUYuwsDCcPn0aT58+xd9//42MjAy8e/cOvXv3hp2dncVWERGqAoGAc/0s4L+t4MyZMzmP52q5qNVqZGVloW/fvpg+fTqmT59OvxPq7tcqKiogl8shl8vRsGFDqhG9vLwQFhaGsLAwlomt6000RAUFBVRCkVKsDx48MOkguH79Oq5fv45ffvkFR44coUn2Xl5emDRpEiZMmIDLly9DJpMhMzNTz4wiC02tVnOuLEg0aV5eHm0elp6ejrFjxxrNjho3bhz4fD6Kioo4pT8SIsIlNTXV5D6ruroaSUlJSEpKovnMRJCQ51FaWoqUlBQcO3YMDx8+pMd+qJrfKpUKJ0+exMmTJ+Hu7o6YmBhIpVIafgsMDERSUhIuXboEuVxucO/YqFEjumAXLlxodN+qSz169MCqVaug1Wrx008/ITk5GQKBACNGjEBkZCSaNGkCkUiEgIAALFy4EDNnzsSqVasQExMDwDKryMPDg66zgwcP4unTpwahnOS9jY0NAgMD0bJlSz3UVmVlJcrLy2l4iiCz+Hw+rK2tYWdnZ1GoNDMzExEREXpKxOQZ8vLysGXLFmzduhXt2rWDRCJBnz59YG9vj4SEBCQkJFATOzEx0ahGfPToEdRqNaysrNCjRw8AdZUsuJCvry+9qdOnT0dQUBAkEgnq169PTbGSkhIkJydDJpPRrCKyZ75w4YLZci9AnYYg2UZMhid4WGPFykgCg5ubGzZt2gS5XI6TJ0+atFD8/Pwo/I80e+ZCRIiUlJRg3rx5kEql6N27N5ycnDBkyBAMGTIEd+7cwbFjx5Cenv5eyQmAaY1dWFiIXbt2YdeuXVi/fj06deqEmpoaiMViChgpKSlBamoqFAoFtb5atmwJACguLubMvMB/QvXcuXM0zVOtVtM5ODg4YNSoUejUqRMaNmwIBwcHVrtTS6wiAhwqKirCL7/8wskZKRaLkZqaCgcHBzx+/Bje3t4Qi8Wwt7eHvb09/v33X8jlcqSkpFBvclBQEHbt2kWZ2hxiD6gT9DNmzICrqys2btyIjIwM8Pl80wxMSKvV4urVq7h69SpWrFiBiIgIxMXFoW3bttTEnjRpErKysqiJzcz0IRhRT09P2NjYoLy83Gw7TULkAeHGa1MAACAASURBVObk5ODcuXM4d+4ctm3bhrCwMMTHx6Nnz55wdnbGsGHDMGzYMNy5cwfp6ek0LMLVfA4NDaVIJ12NfeLECXz11VcU9cUkphlE9m9z5sxBeno6FAoF3V8ziWjff//9ly5wLkSOS0lJwZUrV3DlyhU4OTkhKioKCQkJ8PPzQ1BQEIKCgjBz5kzqZX9fE9ocPXv2DJ06dcKpU6eQmpoKqVSK7t27w9nZmQqUnJwcKBQKGjK8d+8e5+t1cXGhJq2xIoHv3r3Dhg0bsGHDBtjb22PBggXo1asXeDwerl69SvtVcaG+ffsCAE6ePMk5ktCzZ084ODiguroaY8eOBZ/PR2RkJKRSKQIDA+Hv74+vv/4a06ZNQ2ZmJhQKBeUNc900den+/fsIDw+Hra0tHj9+DMCMBjZEFRUVkMlkkMlkaNiwIeLi4hAXF4f69evTwtZz5sxBamoqjh07RhcoYWCNRoMVK1YYDbwzSSgUIjo6GgBbkmo0Gly6dAmXLl2Ck5MTYmJiEB8fj+bNm9MFDNSZfhUVFRTCZ4qIoMjOztYrdaJWqyGTySiiR5fu3buHNWvWQCKRICIiAnZ2dujfvz/69++Pp0+fQi6XIykpCcXFxUavyRwFBATQkBhTKJWWlmL//v3Yv38/WrZsiYSEBPTr1w/29vZ0b+7q6ooxY8bQxuDGyFKvMjM3/Pz58zh//jwVKFKplHqxAwIC6P0vKSkx2GneEEVHR0MoFOLNmzc4d+6c2fHl5eW4fv06evfujcrKSnz11VecrgMAPD09KbqLq/cZ+K8udUZGBs0hP3jwIA4ePAh/f39IJBJER0fD2dkZERERiIiIoHHid+/ecf4dABSCzIwz/084wLy8PGzevBkSiQSTJ09GcnIyqqur4eDggEGDBmHv3r3Yu3cvBg8eTFEkcrncYMULQ9S1a1fUq1cPtbW1RjV2aWkp9u3bhyFDhmD06NE4cuQIXSxWVlbYuHEjjh07hgkTJhiMowF1sTsS+zNm0praRxcUFODatWtYvHgxoqKisGTJEuobaNy4MaZOnYqkpCSsXr0akyZNotfE9T4A/y2U+/fvG+zjBAB3797FsmXLEBUVhUWLFuHJkyfUuTJlyhQkJSVh3bp1iIyMNNmjiKt31JCTjAiU4cOHY9iwYdi3bx9rwcXFxdFYv7nMIHLNycnJnPtNka3TsWPHOMVwCZHnX1hYyMmvA9QxPRGShtbNv//+i1WrViE6OhrffPMNzp8/D7VaTZGH9erVw7Zt2yCRSMzGj5s2bUq910xfywcB8mq1WmRlZWHBggWIiorCzz//TE2lgIAAzJkzhzo8uCBbCJEHePbsWVYzMmN0584dHD58mG70CYzT29sbkyZNgkKhwMaNGxEdHc1apL1794atrS2qqqqMprrl5+fjzp07Br9jhteIhUJiurt370ZRURGEQiG6d+9Owx9v377lnLkiEokQFRUFgNueubq6GomJiVi/fj2FdRYUFFBs+tKlS5Gamoq5c+dSawV4fw1szEQnCzgpKQk8Hg/V1dVQq9WoX78+xo8fD7lcjg0bNqBfv356vxkUFET3/Fz9BMxjLKnLDYDe35MnT3JGbMXFxYHP5+PVq1fIysoyOo44AadNmwaJRMIqeNi2bVssXLgQaWlpWLBgAdq0aWPwHGT79OjRIxY8+YMj8cvLy3Ho0CGMHDkSw4cP14OwLV68GIcPH8Znn31mMivJxcUFXbp0AWCZqUku9N69exg1ahTi4+OxdetW6jgJCwvDkiVLkJaWhnnz5iE4OJgVxzVl2mdkZBj8nJmJxKSnT5/it99+Q2xsLGbMmIHTp0/Te+Hu7o79+/dj165d+OSTT1ihMl3q3r07nJycoFQqkZqaavYeECL5yZcvX0ZcXBymTJmCtLQ01NTUwMHBAZ988gl27dqF/fv3Y8SIEZQRP2RVDIFAQAErmzZtgkQiwaZNm2gMu2PHjli2bBmSk5Mxa9Ys2nOLCO/bt2+brVFNiGjfO3fucD4GqNOExMzv0KED4uLiOCGqyLpJSkrivGd2cHCgCLylS5dCLpejsrIStra2kEql2L59Ow4fPowxY8bQQgRCoZA6WHV9Ov97yo8JysnJQW1tLdWIpHSor68vvvzyS3z++ed48eIFZDIZ9u3bx4plWrr/AepMZiJJCdO/ePECW7duxbZt29C+fXtIJBL07t0b9vb2GDBgAAYMGECPNxcGunjxIr788ku9z401/yakVqtx9uxZ5OTkoEePHuDxeLRYANmzz5gxA6dOnYJcLkd2djZL6BGhdObMGerJNEf29va0UD1ZYMRv4ODggH79+kEqlVKtNX36dOpQcXR05OQd5VJQMDw8HC4uLnQb9ObNG+zYsQM7d+5E+/btkZCQgF69esHZ2RlDhw7F0KFDcffuXcrIXJ2Q1tbWVGBZqn2Dg4MpyKhZs2ZYtGgRDZXK5XKDICDiwAUsiyQQpn/06BGOHj2Ko0ePYuXKlYiIiIBUKkWbNm3g6+uLKVOmYPLkybh06RIePXrEuodMEjRo0GCRRVdrAVlbW2PhwoVUot+7dw+TJ09GZWUlvL29adJBx44dMXDgQNSvXx/FxcUoKirCd999BxcXFxw5coSVOG+KevToAalUCpVKhUWLFrE84UCdGXz69GkcOHAAL168gLOzM6uIe8+ePREeHg6hUIi8vDy944uLizFy5Ei9sIxIJOJUaH3QoEHo2LEjCgoKIJVKce7cOWg0GjRq1Ai2trbw8/NDXFwcYmNjYW9vj/z8fNjY2GDOnDng8/lYu3at2f5PhOLi4tCrVy+8e/cOS5cuZTGjUqnEvXv3cOzYMZw8eRI1NTVo2LAhxVyLxWIMGDAArq6ueP36tdHtS0hICDp27IjXr18bXcRTpkxBkyZNcPbsWT3Gys/Px6lTp3Do0CEUFBTAw8MDrq6ucHd3p3XFSA+qvLw8k6ZtZGQkIiMjUV1djUWLFlm0/50wYQKaN2+Ou3fv4vLly/Dx8YGtrS0CAgIglUoRHR1NnweJKU+cOBEBAQG4du0a9u7dy+l3BAIBFi5cCFtbW+zevZtGKFQqFXJyciCXy5GamoqKigrKH40aNaLOtYKCAmRkZLBMcF67du0sK0JlAcXGxmLx4sXUkcLMreTz+ejbty/GjBmDxo0bs5ji+fPnVLoNGTKEBU4wRatXr0b37t1x6tQpzJkzh9MxR48ehY+PD8rLy1lmrFKpREZGBhITE3H58mXKAAcOHNCrSwSAMospOnz4MHx9ffH7779jw4YN9HOxWIzevXtDIpGw0hw1Gg1evXqFBg0aoKCgABKJhHPYYdeuXQgKCsLhw4fx008/mR0vEAiwdOlSRERE6KHObty4AblcjuPHj7O2GMOHD8eMGTNw8+ZNjB07Vu+czs7OSE1NhVAoxNdff210C8Kkli1bYs2aNXr+gTdv3iA5ORkKhcKgebx161aEhoYiMTGRFQc2Rw4ODkhNTYVYLMZ3332HtLQ02NraIiIiAhKJBG3btqVjNRoNsrKykJqaitmzZ8PW1haLFy/mrIG7deuGNWvWoLa2FrGxsSxMsy4JBAJ07NgRgwYNQteuXVnP4/bt25DJZEhPT/+4JjTZxxBHCjMFTqPRIC0tDWlpaXByckJkZCQkEgkCAwMp82q1WkybNs0o2opJ77NnDg4Opr81evRo2NvbQyKRIDIykpqZ/fr1Q2FhIV08hsrNkt83xcAhISHUkac7v5qaGprm16BBA8TFxUEqlaJ+/frUU1uvXj3MmjULcrmcosSMUfv27SkMkOviIpUngDpHzp07dyCVSvWSKo4fPw6ZTIYbN26Y3QOTbdDbt285b4NKSkoo827atAktWrRAt27d4OLighEjRmDEiBG4c+cO5HI50tLSUF5ezkpasQQrD9Q5r8RiMcrKyqiAqayspGhEHx8fSCQSxMTEsEKl5J5x7a4A/LcVunDhgknmJee+cOEC/Pz80K1bN1RWViI/Px/NmzdHq1at0KpVK8ycOfPjMXDz5s1ZoPScnByjplhpaSkOHDiAAwcOwN/fH3/88QdEIhF4PB4LbZWamgq5XG4wRzUqKorumc+fP89pjkTA3Lx5k2b63LlzB6tXr0aPHj0QFxdHIZmjR4/G6NGjjWpAZ2dnk6Vwyd6H+VuGKD8/H1u3bsX27dsxZMgQiq21srLC4MGDMXjwYIPoHib17t0bfD4fZWVlFMzBhQgT3LhxA/v27cOePXsQEhICqVSKvn37ws7ODlKpFFKpFLm5uf+BCYwwMLnmlJQUzmEgcsyLFy+wc+dOaLVauLi4IDo6GlKpFM2aNWP5DU6fPk2107Nnz3Dt2jXO1wv85/hKTU3V2zIBddbgxo0bsXnzZnTo0IEmmBAU1ZYtW/Do0SMcO3YMycnJRn0UhpJXuBBh+oMHD2LdunUICgpCfHw8IiMjYWdn9+G90ISmTZsG4L9iZqdPn+Z0nLu7O63kN3fuXKSnp0OpVFJ0z19//YU///wTgwYNol0SADZKiYuZaW1tTZE3ulJbqVTi+PHjmDZtGuLi4rBu3Trk5uaaLK9jzBMN1JnIxMHCVSNqNBoaErl9+zaWL19OwwcE3ZOamorly5cjPDycOmH4fD51XnHZlxMKCgqiubNMn8PNmzfx448/IioqCosXL6YOHV9fX9rh0cfHB7169WIxsr+/PwICAgBwX7B8Pp8KVWb04s2bNzQvefTo0Th8+DDKy8thbW2N6Oho6rjMz8+3qKhcQEAAhbSac3xpNBpcvnyZhUUn1TqaNWuGWbNmISUlBcuWLUNYWJgeZtlc8oohCgkJoWmWZI3euXOHxvoXL178cTSwk5MTjWfxeDy8ffsWf/75J6djCSNevHiR5uwSdE98fDz8/f1pKdHp06cjIyMD//zzDw1yc2UQ4omurq42ibxhYn9JvqwhiouLw9u3bw1qPGa+cHp6Oqf5MdPhjh49CplMhoMHD8LPz4+adMwUv4KCAiQmJiIvLw8eHh4WJXEA7LCNIQuB1J5SKBTw9fWFVCrFsGHDYGVlBRsbG/zyyy8oKSlBSkoKFAoFCy5qqqoHkzp06ECLNhh7jnfu3KFWUq9evTBmzBgq6Dp16oSkpCRcuHABCoUCZ8+eNan5yTWTrCsuRK4rLy8PgwYNQtOmTREfH4/Y2Fg4OzvTbdeLFy8gl8uhUCio/wKo0/RcrREyvxs3bug9E/I8PgoDDx48GDY2NjRsxNWEcnR0pBhm5gNkwgUDAgIQHx+PqKgoODo6Uu8jUCepjVXP0CVyc06ePMk5W4VU3TBEffr0Qa9evZCTk4O///6bldBAHt7p06c5/xbJy66qqmKlwz148ACrV6/GunXr0K1bN0ilUnTu3BkeHh4sR9KzZ8+M7td1SSwW03vIRQDm5uZiw4YNiI6OhoeHBx4+fIjGjRuzQkEkLmoJLJHcp6ysLLO55zU1NUhNTUW/fv3QvHlz5OfnQyQS0fJA3bt3x9u3b6lA0UWvMcExXPfNfD6fmvjkPj1+/Bhr1qzB+vXr0aNHDyQkJKBTp07w9vbG5MmTMXHiRNy8edPi5BVTFiKTPjgDi8VifPrppwD+q07AddIEkVNWVoazZ88aHJOTk4MVK1bg119/Rc+ePZGQkIAOHTqAx+PBxcUFycnJuHDhApKSkoyWRCHVRwDuD69Zs2Zwc3NjeWiZ76urqyEWixEYGIjFixdjzpw5OH78OM6ePfte+cLmBIxKpcKpU6dw6tQpuLu7IzY2FvHx8dQp16RJE6SlpeHEiRPU6WSMmBYCl1pbQJ228/DwgEajwbRp01BTU4OoqChIJBIEBATQrcbEiRPRokULViUPQ+Tg4EBNcq7PxNXVlTouV65cifPnz6NLly60+GG9evVoksv9+/ehUCiQmpqK0tJS9OzZk4JjuCbWMC0E3WepUqlw4sQJnDhxAg0aNIBEIoFUKoWnpyf1ZGs0GsTGxqK2ttYs0IQpwE0JwQ/OwBEREXB2dqZtP01hd3WJSDfSTd4UKZVKpKeng8fjISwsDGq1GqWlpXBxcaESuLS0FOnp6UhMTGTBIJmOEq5OD8JQhYWFFEHG3Of8+OOPKCwspEUI7OzsaMolUIdQ42qmeXt7UwcgF+FXWFiIP/74AyUlJZg/fz5qa2uhVCopuoc4nRQKhcGEBqaFwFVrk63ExYsXaRrp33//TQsOtm3bFrW1tbCysmJV8jhz5gzS09ORnZ3NOh/BZzO9weYoJiYGQqEQxcXFFGd89uxZnD17llavkEgkrG3XjBkzcPfuXQqlzcjIMFuEjhDTQjBVTCI/Px9btmzBtm3b0LVrV6xYsQJCoRB8Pp+VNcf0pOsSWW8nTpwwiQ784E4ssmCJycwVsN+oUSO0atUKgGWaiiyk9PR0REdHU0STSqWCk5MTBg0ahF27duHgwYMYPXo0PD096YNQKBSccK/MDCJmDyUmVVRUIDs7G4sXL0ZkZCQroQGoQ0YlJSXhhx9+MIp3JcTcZ1niVSUPXS6XIyoqCj/88APL6TRlyhQkJiZi7dq16NOnD6ysrODl5UXDIlw1n7Ozs9F0TTc3N4SEhAAA5s6dywLxu7u7Y8CAAdi0aRN+//13VsE+Mndj3mBDRO5TUlKSnmYvKSnBvn37MGzYMAwfPpwWXBcKhQgJCaGZXUqlklO7FSayzRJHJGlQplKpsHHjRoppCAoKwty5c5GamooffvgB7dq1owrBx8eHCnBzz+SDamAfHx9qLlhbW0Oj0XB22pAFkZeXZzRpQJe8vb0p8EEmk7EksJOTE/r164e4uDgEBQWhSZMm+Oqrr/Dll1/SdDau+7OuXbtSKJsxJBRTildWVkImkyE3N5eWDSJAkZiYGMTExODJkyc4evQokpKSWKEH5j7LklKojRs3poyjUChYsUxfX1+a9unu7s5KvCeY5Pz8fM4VRWJjY2FlZYW3b98iMzNT7zuBQICioiKcOXMGarWaVvKQSCQYMWIEHB0dERwcjODgYMyePRtXrlyhCf9chUhQUBAF1JhjqJycHPzyyy9Yt24dPv30U3z66acUZ0zuS3Z2tsliDJGRkbC2tkZ5eTnniAo5P1CXkLNz507s3LkTLVu2hFQqRVRUFGtNkDpsLi4uAOr8GOaSfz6oBiaTJSZBVlaWyTpJTCJaiZSb5UJEaufl5emZZKWlpVTrEi1MMnKAOkbZtWsX5s+fb1YjMrOijCUdGDLDyHH//PMP+vXrh/nz59N5NmnSBDNnzkRycjJ++OEHKvhM7bO4zPHJkyd6VgJxOsXFxWHatGk4efIkVCoVnJ2dERQUBK1WCxsbGwwePNhkOEz3twyl+ZHvdLViYWEhdu7cid69e2Ps2LE4duwYKioqYG1tTYV3bW0twsPDObXeIZbX7du3ORVfB+r8FH/99RfEYjF4PB4uXrxIBVi7du2wePFipKWl4fvvv9dbE0Tbp6enc7YQjIGL7t69i59//hmRkZGYP38+LTrQsGFDTJ48GYMHDwZQBz02V03lg0Ep+Xw+5HI56tevT0us/PDDD5wlalJSEjw9PTlD0/h8PhQKBTw9PbFp0ybs2LHD7DGOjo5ITU2FSCSibVQIGau+6erqSiswzpgxA0OGDKEmJ5PCw8NZD9bW1hapqakG4Xa+vr7o378/4uLiWP2Xnj59CpVKBT8/P1y+fNlg4oQhEggESEpKgpubG3777TdO8V8nJydMmDABQ4YMYTnjampqkJGRAblcDlLwkEmtWrXCH3/8AaAu2kDAHEBd3JK04/zkk0/M9ngmCQjfffcd+Hw+nYNGo8HFixeN1tcSi8VIS0uDvb09li1bhiNHjpi9XkK9e/fGihUroFKpEBUVhbKyMoSGhtJyUcwspGfPniExMRE3b97E5s2bAQBjxozhDI4ZNmwYZs6ciTdv3iA6OtokPoEg8AYPHkzLGPN4PNqFRCaTGfShfDAN3L59e6o5xGIxVCoVZ1Nj0KBB1KQhhb/MUefOneHp6Qm1Ws15T9K3b1+IRCKUl5cjNjYWS5YsoSYKKQ2UmJiITZs2ITY2FjY2NtRRUlRUhAsXLrB6BBN69eqVnlSOiIiAra0tKisr9aoi5ubm4tdff0VMTAy+++47qpUbN25M49lOTk7o0aMHpzrDXbp0gZubG2praznHfktLS2mRhfv372P//v0oLS2lIaUNGzZALpdj4sSJrEIIRPPdunWLxbyA6bilIaqurqbdAmtra7F37168fv0afD4f4eHhWL58OVJSUjBr1ix6XwB2DJ+r15wQ06QtLS2lFVkXLVqEyMhI/PDDD3RNNGrUCF988QVt+ldYWGhRSSDyW6mpqWbBRQSBl5WVBR6Ph7KyMiiVSjg5OWHw4MHYu3cv/vrrLwwZMoRVp/yD7YHJZEmi+sWLFzmVDHF1dcXMmTMp086fPx/jxo2j+zdj3j6mF7SgoIDTHImDLTU1FW/evGGVBmJW3ySlYknzc6DOXBSJRAbrYhlarMTkIg2/DJFSqaR4cF9fX3zzzTd0T9+iRQusWrUKRUVFtGCfMaawBGNLyMbGhgJFDhw4AIVCgbVr16Jnz56QSqUICwuDl5cXJk6ciIkTJ+Ly5cs07groI5dsbGw4xS11iTD9mTNnsGbNGqxduxYdO3aEVCql9c5IbPnevXuQy+V03pZUnATq8OTEpDUk6HQx0GR/TDLW3N3dkZycjKSkJCgUCpOmu7+/P3WUcRWqRGgDdb2irly5QutrtWjRgiLwpk6dioyMDBw5cuTDMLCdnR2t6EfgjVwlY1xcHKysrFBRUYEHDx4gJCSEVTr20qVLNJmB7LdIqAjgnvsZEBBAAf7M5liAfvXNuLg49OnTh2oorVaL/v37G/VW6jq2GjVqRPe0XBdzbm4u9cheuHABSqUSXbt2hZubG0aNGoVRo0YZzAqqV6+eQfCLOWJWITl58iSA/0Jz6enp8PLyQlxcHCQSCRo0aKAH4te9ZmPAE1Pk7u5OO3SQ+0TM54sXL+oh8AIDAxEYGEjN+ocPH3Kqd0aoX79+EAqFKCkpMYuXf/78OTZt2oTbt29jzZo1tEexq6srfR43b96kz0NXkBCFZknhwqioKIhEIpSWliIzMxNKpZLmCOgi8Aji64OY0BEREbC2tkZ1dTVEIhGqq6s54z2JBD548CDGjx8PqVSKrVu34tWrV+Dz+ejSpQuWL1+O5ORkTJs2DY0bN2bF/4wBPnSJaOz79+8bvaGk+iYxp0gYiMfjwcHBgUp+MpaQrlnFpSOELjVt2pSWt9myZQu+/vprxMbGYu3atbTJWevWrfH9998jNTUVCxYsQOvWrVkZP1zvBQBa4eH06dMG44wvX77Etm3bEB8fj88//xzJycn0mgmI/++//8awYcPg7OxMrQBLkG3EY11QUGDQeUkQeCQUdODAASiVSrpXnjp1KmQyGSZOnMgpFMTEGXCFM5LrOnfuHGJiYrB27VqqeUNCQjB//nykpaVh0aJFNBmEWYXkfeCsqampejgIgsCLjo7G3LlzqePrg2hgcpFv376Fl5cX7dhnjlq3bk33lER7vHr1imbjhIWFISEhAT179oSLiwtGjhyJkSNHUqdGeno6pwchFotpHPfYsWOcrkmtVlOM7e7du1G/fn307NmTFidggjiYC9YQ3I4LkXv4+PFjGkYrLi7Gnj17aFZQfHw8+vbtywJokOs/c+YM50VZv359aqqb83QToVZYWEiLpefm5sLX1xfNmzfHzJkzMXXqVJrI8D6e88TERLN7RBIKCg8Ph7e3N0pLS+Hk5IQGDRpQM//q1as0FKTrk2jWrBm1wCwxaUkGkUKhYD0P3dY3xNx+/vw5bt26BVdXV5PFGHWJVO8ETFttKpWK5ggMHDjwf2dgHx8f6nIn/Xe5xn6JVrx+/bre/o5ZAqZevXqIiYlBQkICmjRpAisrK2i1WiQkJMDOzs5o2RNCffr0obV7udaU6tmzJ+zt7VFTU4OdO3dS76wh+vnnn/Hs2TPcvn0bV69etTiZQCAQUOYwxvSkh9OqVasQERGB+Ph4tG7dmjJOfHw8GjRoALlcrleXW5eI9n316hXn2C8RMLm5ufjkk0/QrFkzSKVSxMTE0BpPQF2zusTERCgUCpM9p1u3bk17TnEVdO3atYO3tzcAYNSoUdBqtZRxGjRowGrOd/z4cVZdbnJ/Hz9+zCoKZ4qio6ONZhAZa33j4+MDHx8faLVaVFZWom3btpy6HJL7a0liRbdu3f53E5r07CVhmfLyck4lcEjVA8D8Pvbt27fYu3cvBg0axAJf2NjY0EJgR44cwdixY1klcggRQXHy5EnOUEGiRUm935CQEIPlVkmOc6NGjRATE4Pvv/8eQF3NIy6VNIG6EBSR2OaQa8TRMm7cOLrwifbq0KEDq2Afs+KkoWtLTk7mVIxNIBDQY4h2ePToEdasWYOYmBh6nRqNBu7u7vjss89w5MgRbN261WiBOPJMrl27xrlMEDkmKysLL168oJ5bpplfXV0Ne3t79O/fHzt37sShQ4cwZswYg103zBEzRdWYdUNa30yaNAkJCQnYv38/3Wo4Ojoa9aQzSSQSUQuRq8/Ew8MDnTp1+t8YWCwWU6A+iakKhUKMHDnSICMxiZiCFRUVnJ0eVlZW9PfWrVuHJUuWUM1LXP4KhQLr16+n2NpGjRpRWBpX89nDw4M6bIhJaGz/u2HDBnzyySdIT09HZWUlNa39/f2RkpKCOXPm0EwUY/Q+XmQrKytq3q1du1ZvAQ8YMAC7du3CgQMHMGLECIruIVoC4K75mGEqXRO5TZs2NJb92WefYf369VTzhoaGYtGiRUhNTcX8+fNpGxqm8OY6BwcHB+oo1RX4xMxfsGABIiMjsXTpUqp5GzdujClTptBElJKSEk6hOaZJy3WOeXl5KCkpAY/HQ0lJCQswM3ToUFokYdCgQSzAzPtUHZVIIrVoswAAIABJREFUJHV9mjiNNkLx8fEQi8U0cUGr1cLa2pq2WjEVjCf7n+PHj3PaLwOgbTtUKhVkMhlKS0shk8nQqFEjWgzO09MTnTp1QqdOnfDu3TsKysjNzeVckzo6Ohp8Ph+FhYW4fPkyBAIBXTwAe/977do15ObmYt68efjss8/w5ZdfQqVSQavV0hje4MGD8eDBAyQmJiI5OZlVlKxevXqUES0Jv/To0YPeCwLHJK1vSMXJVq1aoWnTppg+fTqmTJmC8+fPUyRZdnY2Z81HnpUhAUM085UrV2iu7h9//IE2bdogPj5eL7HjyZMnePz4sdEYuTEipW/evXtnEl9QUVFBqz02btwYEomE5i3zeDx8//33+OKLL5CUlAS5XE4dhLrENGm55jMz+2sdOnQIW7ZsMepJJ7nscrmcWhYZGRmcqo7yeDw6v/fWwFZWVhg5ciSA/yoTPH78GDt27DAbjG/cuDGttGfJoiWTJkF4Qs+ePcPGjRshkUgwZcoUCndzcHCgv1mvXj2WJjJFuiZmaGiowUoPRUVFrL07MYP27t2LqKgorFixgu63/Pz8MGPGDKSkpGDlypUUpEE86paUzwX+i2nrPvTy8nIcOXIEY8aMweDBg7Fnzx7a0qVHjx7UGqmurjZYnE+XTPUnsrW1pYJN1zS9fv26wU4VTZo0QZ8+faDValFVVYUuXbpwar5GrjclJYUzlPHp06fYtWsXtZju37+P2tpaGgo6dOgQduzYwUqqANjliS1xRIaGhtKqJsRSYXrSR4wYgQMHDqCsrIwFmCGhtMuXL3P6nXbt2tHfeW8o5VdffYXRo0dDqVSitrYWtra2FNbG5/NZwXjmA7p79y7Ky8sRFhaGp0+fYuDAgZx+z9XVlbaWnD59utnFTrrWffbZZyyoYG1tLc6dOwe5XE6zZJhEOscBdQixJ0+eYN68ebR+tEajoaCTAwcOYMWKFQDqgBek6oguxLB58+a0Rw5TgBQXF0MkEsHBwQF79+7FmjVrON0LLy8vurC+/PJLsw9eIBCga9eu+OKLL/TapJpLaxsxYgSmT5+O4uJixMTEsO6XRCLBwoULUVFRQUu6mqImTZpg+PDhSEhIYD0TUslDLpcbTD0NCAigpVuHDx9uUUO4gQMH4ttvv0VZWRmioqLg4OBA26M2adKEjiPxcLlcjnr16mH58uUUbsm1FvfChQshkUiQnZ1ttI8WULf17NmzJyQSCTp27Miy6K5fv05jy8Ys0yVLliA6OhpZWVnvp4F79OhB+/xevHiRmkMEvEGC8XPnzkVUVBRWrlxJH0zLli1pCEOlUuldgDFiZrlcvHjR7Ph3795R58nTp0+xZ88evHnzBkKhED179sTq1auRlJSEr776igWPJNr3zp07ePLkiZ75zIR5MrUO8XLev39fD2L48OFD6vCZNWsWBaW4urrC3t4eWq0WHTt2NNuhgRBp8FxcXMyp+55arUZmZiZlPiYMkpnW9uOPP6Jjx46sa2QmLugKO3KvzLVTJfTkyRPq8CoqKuK8R+QSwzdGxGojOeYkFDRo0CDqbCON3ePi4rB161YsWbIEQN22gCvzMvf15kJpNTU1SEtLw5QpU2jHECI827RpgwULFtCkCmKpEmL6Ao4dO2b5HlggEGDq1KkAgPPnz1OcbHp6usEAfmlpKU30DgwMxKRJk9C1a1cAdWblhg0b8OrVKygUCiQmJtLsEF0iD8LQQjJETM/eoUOHsH//fqxfvx5du3ZFfHw8dcyQapM3btxAUlKSXmmZ9u3bsxIOCOXm5tJ4LTNwbyruV1tbi8zMTGRmZsLFxQWrVq2ijp3mzZtj7ty5mDFjBjIyMqBQKJCVlaXnJebz+dTkunnzJmcUEml1CQDLli3DgwcPEBQUBKlUisjISNjb2yMqKgpRUVF49eoVEhMT8e+//1IzW3erwyw6YEm4jDD933//jV27dpncI2ZmZiIlJYU+R0s7LpAKloBhU5iEglavXs0KBRGLsVOnTvj111+pH8dUnJ0kQliyr2/dujUFoIwcORIuLi7Ub2Bra4v4+HjEx8ezOlz27t2bVfjAYgYeO3YsfH19UVtbi1OnTtGwyb59+8wee+/ePerMun//PkpKShAWFob69etjwoQJmDBhAq5evQqFQsGS6q1ataLmDtc9syHPHtFEmZmZcHV1RWxsLKRSKd2TE2lHqk/yeDyK/SWfE2uByagdO3aEq6sr1Go1Zy9ieXk51fx79uyBra2tQUYiuNu8vDz6W3Z2dtBoNFi5ciWn3wL+20PeuXOHWkPMAnEEA03SGcePH0+PffHihV6NKuKssaSqSefOnfW82abqnRG4IFD37Lh2DSTEbGNiKvZLQkHEIhs9ejTtCtG1a1d07dqVNpE3VF+L+VsnT57k7JQlx1y/fh3Pnz/H8+fPcePGDdpqhcT6SYfLL774giov0uPKIga2sbHBiBEjANR5MYlkPHv2LKdmUkyP6/bt25GRkQFPT0+KuW3YsCENxs+ePRvHjx+HXC6n2vfWrVtGvYa6REy/zMxMg2ZQcXExdu/ejd27d1OUk0Qioebj7NmzMWzYMFZuKtPUZzIwuQ9XrlzhHAbq0aMHHB0doVQq8fvvv6OsrMwgI40bNw7jxo3DtWvXoFAoKNidWcrGHFlbW1MLwZAWIyZdWloa6tevT+trEe3g7e2N1NRU2ivo5s2brLgqVyuAPJOLFy8avE/MemekTU6nTp1oDea//voLWVlZnMAqAoGAPhdLHFFkfe7duxdZWVmspuWkHA5JqkhLS0NZWRnLGuGKRBOLxTT5Q3d+usUYpFIpYmNj4ebmRqM9ERERqKqqgjAkJMRgF3lD9Nlnn8HOzg61tbWQyWRYtmwZAFCnjzkyVKn/9evXtNkVycuMiIigwfj+/fvTBWKs9acukSC3oZtjiG7evImCggK613r79i1cXFyop0+Xbty4QU19W1tbWozNkn6/RCgxazIZYiQi2EJDQxEaGkrvRU5ODqcGZADo/ayqqjKbZPLq1Svs2LEDBQUFWLhwIdRqNZRKJezs7KhJR/oYAdzNZ2YZHnPPhNTlvnv3LhU4xcXFcHV1ZWWKpaenQyaTGazgwoxdc4UzMqt8yGQyPHnyBOfPn6f1taRSKfz8/PTMfPIMLCmBxCwkaMrkzs3Nxbp167Bx40bs3r2bxqbr1auHUaNGgU/QKqNGjTJZFLthw4ZU+27atIlWnvznn384A/ZNIVt08zKZoQei+aZMmUK7JpgKxpO+ra9fv+Zc4YNI61evXiEyMhIJCQlG46QVFRUUDNGrVy9YW1ujqqqKczE2EqsGjC9mwkj9+/fHxIkToVAoWJ0ex44dC7lcjsmTJ1N4oTEi5rOhrBlzxxC/ABM0Q5hXq9Xi66+/5pS3TMJlb9++5ZzoQkzMvLw8REdHY9KkSQbBKqShONPD/z7gGGZtbGaqIKmvNXToUL1QUL9+/ejaefPmjcF8cUPEFOBcnomHhwdl3nnz5tGkCiEAlo194cIFyGQynDt3jiXdZ8yYAZFIhGfPnuH169d0v7h27VpOE27RogWNyZrbx5Im2TKZDDt37kRISAiFapKKk8XFxXRPouv1ZRY749q3lXiRU1JSaIzSWIZLly5dcPToUepBBOqyerjufWJjY6mAMRcC0mq1uHbtGq5du4bmzZsjMDAQhYWFcHFxgaenJzWxs7KyIJPJcPr0aZZp2bhxY4pV5+oEYsbpZTIZrfElk8ng7++P3bt3QygUgsfjoVu3bujWrRuKioqQlJQEmUxmEANNrBtDZXgMEZ/PZxUf1Gg0yM7ORnZ2NpYvX07zZFu1aoVmzZphxowZ+Oqrr3Du3DmcPHmSlYTAhbh2z7h//z7u379Pc6dHjBhBkXYhISE4dOgQbt26BYVCgbS0NIPM6enpSRGFXOdH7kV+fj5OnDgBrVaLPXv2QDhw4EAKSmcWxWYyiLu7O917rVu3joYx0tLSOJcXIdLt3r17nLsNenl50UJtM2bMgJWVFaRSKbp16wZXV1eanXTr1i3I5XKkp6fD39+fakeuDq+WLVtSJxkxg6OioqhWYTqvHjx4QCGaXl5e1KR1dnZG27ZtOaG93qcxNDOb5uuvv6YlbKVSKRo2bEhNy7KyMqSmptISLIRxnjx5wtkJxKyvpXtMs2bNIBQKUV1djYULFyI6OprmLROPPikQd+LECdTU1OD/oe67w5o+33fvDPYGlaVoBUVFRcUJKjghQBIVt3a4Rx11W6t11GqdVaut2zrqFiWAgAoqLtwTN9YFgiKgEGQlOX9w3sdPQhI+8Xe+55zvc129rrYQ8hnv+z7rfu67SZMm1H/m+06McYMplUpER0cjOjoa9evXh1QqRUREBJydnRESEkLskWVlZbzRZiEhITTwwmeWnaU7nTt3RuPGjZGZmYny8nLUq1ePCPumTp2K06dPQ6FQ4Nq1a7RWwsPDIRQKkZ2djatXr1b7XVzJmZiYGK2ag5ipyG/YsAFBQUGQyWTo2LGj1gZhleNr166hXr168PT0RGlpKdavX8/r4XBZ8L9kxC4rKwuXL1+GRqPBuXPnSOxKLpejfv369MCmTZtGfcYbN25Q5bY6Y973/v37FDqxIg2gXbz6888/ce7cOQQFBeHnn3+mtCMwMBCBgYF4/fo1VTT1Kde1aNHC5CkcQLuiynK+7du3Y8eOHWjVqhXkcjm6du0Ke3t7gm8+evSIvosvDlwsFtN36fPY7GcpKSlITk5GcnIyXFxcEBkZCblcTtjzgIAAzJgxA4mJidSGS09P51XsBD577MuXLxst1j179gxr166l9SuXy9GpUycIBAKYm5tj//79RIRw6tQpg+Eq2yBseIWPcalm//zzTyQlJaFp06Y0ZmhrawuJRAKJRII3b94gLi4OcXFxJg+TMO1sfYcZVaFVKhVSU1ORmppaZYOwvljLli1paPnAgQNaIaRAIICZmRnMzMxQUVGhFcZxK6582yxcvKcufzMTu/rnn3+qPDA3NzdoNBrUr18fw4cPR1xcnFHKHbFYTBVa5n0bNGhAPVOu5efn06TVxYsXKWROTU2Fra0tQenGjBmDMWPG4Pr169QSY7/LZark6x2MjRuy2sH169exYsUKhIaGQi6Xo3HjxpQzaTQaNG/eHE+ePMHVq1eNVo2ZlKc+fi1u6Mf92fv370k/qmXLlujVqxe6desGW1tbLaRdZmYm7O3tqyVSt7e3p43B12OzHvu///5LxbI3b97A3d1dSx6Voa24xaYvCWmBSoYPCwsLFBUVUf3j3r17uHfvHlatWoUuXbpAKpWiTZs2cHd3p1YpM757gVsL0D3M9LaR2AY5cuQI4uLi4OjoCLVarVWo+OabbzBw4EAq8esS0ZWUlODly5daujBnz57lzYLPbro6elX2wFavXo0ZM2ZALpdDIBDA0dER48ePx5gxY5CWlmZwqCIwMBBOTk5a+sVc78sNn7nkZFzc66pVq5CZmQlPT0/i1vLw8CBPNHPmTCQnJ+PkyZMmT+EA2uOGxiqqhYWFOHz4MA4fPgxfX1/89ddfsLOzg0AgIHUErifQB5phni81NVVr6AL4POSRk5NjMPS7efMmbt68iRUrViAsLAyjRo2Cs7Mz9dRDQkJw9uxZxMbGIi0tTa8H0qWWMcVY8Y3NLRsbvGfgIVb05BvSMmMbSx/VLNNuSkxMhJubG30vt7OxefNmoxBSoBKLzpzJ5s2bq/zcaB944MCBcHR0RHFxMc6fP4+ePXvSAxcKhcROwYy72C0tLYnYi534ZWVlcHV15dW/HDhwIIDK2U+upzdkJSUlJMV48uRJvHz5kgjJuETmjCCOhXLMs128eBH5+fkQiUQU7gPa4TPX67Do4Pr167QRMjMzsXnzZmzZsgWtWrUimRVra2tIpVL6TEVFBe9BeuDzQjGlopqVlUUA/ZSUFNjY2KBdu3ZankCXzLxWrVro0KEDAOPhM5/Qr6ioCIcPH0b//v3h4uJCB7e9vT169OiBHj164O3btwRU4Ra+WJTCR2KHa9zwn6UMxgbvx48fj7Fjx1JRLSEhgXdNom7dulSfqa73m52dja1bt2Lfvn04efIkzM3NUVFRUYWwj2k3cZ0clz5KX7vJ4Aa2sbHBN998A6DSc7JS+fLlyxEfHw8vLy/Y2dlBrVZDpVLB2toaFRUVhDd2dnaGt7c3evTogcaNG9OolUQiwZUrVxAbG4szZ87obcY3aNCAwqC9e/dW9ywBVD5QVjllec+mTZvQvn17yOXyKs349PR0KkIAnzdnu3btiFmEaxkZGXj48CGAyt5vt27dAOgP8XTD2q5du0IqlVKzXywWIzo6GqmpqYiJiTEq+mVK/5RrPXv2hEgkQmFhIebOnYuysrIqnoAbIZw6dYqirJycnCp4cz8/Pzog+YIVatWqRZ/5+eefceXKFQQHB0MqlZI42rBhwzBs2DDKU1+8eMFbs1fXgoOD4ezsjPLy8irXyEVb1a5dG1KplA54c3NzaDQaREVFwcrKyqCIPNfYQfHixQveOIru3bvD3NwcSqUS/fv3R0hIiF4I6bNnz7B3714kJCRQRBQfH6+3em9wAw8cOBD29vYoLCykjXH58mUcPnwYAHiByi9duoQ9e/bA398fISEh6Nmzp9a87sePH5GUlITY2FgtqFtUVBR9R3Xsgcy4lC+scqpWq3Hx4kVcvHiRmvFyuRw+Pj6k8s5+r1atWhCJRAbDZ6737dGjB6ysrKBUKonR0ZAVFxcjLi4Ot27dIq/AZFa6du2Krl27kidSKBRV8uIvJa3j6tEyL8Y8wbZt29CqVSvIZDJik+TqHmdmZsLFxUVLBI0tWEP6wfqMhdxv377FxYsXSc7m5MmTqFWrFgFVvLy8KE/lgiJMHVxg4fPZs2erhP9ce/36Nf766y9s2rQJ69evp+Eae3t7DBw4EAMHDsSjR4+gUChIzZBrQqGQ1okphyp3Bj4nJ8cghLRRo0ZYtGgRJk6cSHzphg4zkYeHxwLd/2ljY4OlS5fCwsICd+/eha+vL0pKSjB58mReXM+6xvqdzDOKxWLUrl0bNjY28PPzQ+/evdGtWzdYWFjg/fv3mDVrFszNzbFlyxZeRNoikQgLFy6EtbU1du/erbddUlJSgnv37uHw4cM4f/481Go1GjVqBIFAAIFAgMDAQPTq1QtNmjShfJ6rFLBw4UJib5wxYwbc3NyQkJDAGx02ZMgQtGrVCq9evYJUKsXjx49haWmJ2rVrw87ODi1btsTAgQPRsGFD5ObmUtowZ84cuLi44OjRo7wPs6+++goTJkwAUBkx6aoRApUFnjNnzuDAgQN4/fo1PDw8CAjh4eGBQYMGoWnTpigrK0N2djbmzZsHS0tL7Nixgzen1Ny5c+Hk5ITDhw9X6XcrlUrcunULBw4coJ/VqVOHaIvs7e0hkUhga2uLrKysasEO7u7umD59OgQCAdUkqjMrKytMmzYNZmZmWLFiBS5evIgaNWrQP0FBQRg0aBC8vb2hVCqRlZVFk2P9+vWjdcEHiMGwFkDlO+GmkUxdcd++fcjPz0fdunVhb29PKZBarUZRUREyMzOrVMj1zgMPHDgQ06dPh1KphFgshoWFBTZu3EhCXf8nzM7ODqGhoZBKpVrcTUwUvKysjKQvqrOgoCCsXbsWKpUKERERvPSYGjRoQAMYOTk5qFmzpkFFiLS0NNoQXl5eJOUxYsQIXr1VruyMrgwM0/aVyWTU8gEqVQCePHlCROSDBw/mzQzBAPnPnj0jnZ3qbObMmejfvz/y8/NRUVFBJz9QudlsbGxMmo/VN1ddnXXv3h2//fabVuQDVC7gy5cvU9qlLy8eO3YsRo4ciczMTJo3rs7YPHNxcTFCQ0OpU+Dr60viY1wVBDZc0rBhQ3Tq1AmXLl3CxIkTq/0eoJIC95tvvuE9A79y5UqqxDNTq9XIzMzEX3/9Rc+hyooVCoVUQMrJyYGFhQXevHmD3bt387pQvsYqpt9++y0GDBiAPXv2IC8vjyrd5ubmOHjwICZMmKC1sPUZV6WBr5ha7969AVSG6REREYiIiNDbtwUq89CgoCAA2rkPX2AEm7jSV1Fn2r5RUVGYOnUqyazUqFEDgYGB0Gg0qKioQNeuXWFpaVntd3FbTnxzVbFYTCikLVu2kAhaSkoKKioqyBOYmZlh9erVkMlkeonquMZCTDZXzcdYhf7cuXPo1auXFrtLhw4dsGTJEiQmJmLmzJkEamH3zKC9CoWC93CFIfUMRmHLOJhZ+M+GSxjK6/Xr17zfCVf6tTqzsbGhYiJQyZmel5cHoVCIOnXqaD0HQY8ePTR5eXn0y8HBwVi1ahVUKhUEAgGEQiHmzp3Lu2f1PzGRSISoqCj0798fderU0Wpb3bhxg5rx3OFxR0dHJCYmQiwWY9asWdXmpEAlbC4xMRF2dnZYtmwZDh06BE9Pz2qLJkqlEgKBANbW1tiwYQN27NjB676WLFmCnj17anlyY+bl5YWpU6ciKChIyxMVFxcjOTkZ8fHxuH79ut6FGhgYiHXr1pkUjbB3XlFRgdDQUC0P6+npiejo6CpYZ6VSiZMnTyImJqaKGqKZmRkSExPh4OCA5cuX4+DBg9Veg52dHZKSkmBubq71HoVCIdq2bQuZTIbg4GAtZtCnT59CoVDAwsIC33//PdRqNSIjI3lJ7dSuXZtqEqNGjaoWQcem5oYMGUKtOaCynnHixAkoFAqDqMSRI0di7NixUKvVkEgk1XYS5HI5jenm5uYiLCwMAoEAffr0Qdu2bdGxY0d6DuLjx4/j4sWLUCgUOH/+PAYPHgwApHb/4MEDkwWkvtRUKhVJSTB0j0wmQ926dWkaZ/r06VoPjFvk4dsz7N69O8HmEhIS4OTkhN9++63az9nY2NCmad68OQIDA3H58mWjE0F2dnYEQ+Vb8Hj58iWOHj2Kjh07QqVS4d9//4WXl5dWOyo7O5t0erhFJRYhpKWl8Y5GmLe8cOFClfC4TZs2EIlEKCoqwvTp0xEeHo4ePXpoEdVlZGTQwHlBQQGGDBkCe3t7qFQq3muHVWgLCwu1inVcfnB7e3tKu5o0aULE8uyd5OTk8G6zMe/76tUrXvBXNjUXHByMJk2aUKGPDVX06dMH//77LxQKBY4fP651HSy6EQqF8Pb2rvYaWccHqFSEcHBwwLBhw9CpUyc4Ojri3bt3ePv2LRwcHCDQcI7xwsJC0jZixhBF/y+Ny3DIDd0yMjLg7OwMJycn7N27F6tXr+b197Zu3YoWLVogLi4O165dw8yZM0kHSdcOHToEMzMzCIVChISEVNHPfffuHWHG9c0qczmZJBIJb0K2FStWoEuXLjh79iymTZtG+lMRERFo3bq11u/eu3ePUHS7du2Cubk5fvzxR14C5oY8HzP2rI4ePYpff/0VQGUbrUePHpDL5dQLBSopklJTU9GoUSN4enoiIyODQtvqjH1PdHQ0jakaMx8fH8hkMkgkEi1i+ffv3yMhIQGxsbEGYZvGahLGjFs3GTp0KF69eoUePXpAJpNpPYeKigpcuHABCoUC9+/fR1xcHEUwDx48wLfffmuw3+zq6qrV8di1axeioqK0SPeYffr0CYIpU6ZopFIpOnXqRCz/zPiGfP+3zMbGhhYOo6Jh58+dO3ewf/9+nDlzxigLfr169agVtnTpUsyYMaPKfTPLzs6GVCqFRqPR0qQ9evQozRxzQ8u7d+8iLi5OiyBu586d8PPzw6FDh7Bs2TJe98lNC6ZPn15lTNHNzQ3h4eGIiIig8TWNRkNMIiUlJYiIiOBVbOrTpw/mzJmDwsJChIaGahWIuGmFoYJd/fr1IZfLtRQaWBEqOTkZe/bsqRJi6xr3e0aOHMl7PBWorGX89NNPUKvVUKvVWu8yPT2dpoK43ZN27dphw4YNUKvVkEqlvIkRpk6disGDB+PJkycYNGiQ1s/q1aunNRTErLi4GNbW1rROBQIBduzYgQ0bNuj9ju+++472XHl5Ocn1KpVKbN26Fc+fP4enpycGDRoET09PiMrLyxcwGYp+/fpBJBLRC9ixY4fJvbj/pJWXl+Phw4eIiYlBcnIyBAIBYbXd3NzQvXt39O3bFzVr1sS7d+/Aze2ZDRs2DM2bN8fz58/RoUMHkk9hL55bAT148CBB63r27ImwsDCUlJRgwoQJUCgUiImJQX5+PlxdXeHo6AhXV1d06tSJWg8ODg7U0162bJnedo4+Y4D8goICLFmypMppXVRUhJs3b+LgwYO4ePEihEIhSc4AlbWEQYMGwdHREe/fvzcask2bNg1ubm6Ij4+vclAMGjQIAQEBeP36tcGx0fz8fKSlpWHfvn148uQJmjRpQjli/fr1IZPJ0KVLF5SWluLVq1d6wQgDBw5E69atjX6PIWMtPYVCgR9++AG5ubmoVasWnJ2dUatWLXTs2BGDBg2Cj48PtYLGjRsHHx8fXL58GYcOHeL1PWZmZli4cCEsLS3x999/V8l3CwoKcPnyZezbtw8PHjygFiHLVdnhClTOFIjFYr1ovDlz5tBB+O7dOzg6OuLTp08YNWoUUlJSSMInLi6ukq2EtZEiIiKwcOFCIml/+/YtIiIieFf0/l+ZSCRC27ZtIZVKtcTHABCjA/OIZmZmSEhIgKOjI27evImWLVviw4cPEIlEetkguSrzf/75J9q2bYvjx4/j559/rvK7ukMVXPv48SO++eYb3tNRe/bsQaNGjbB//37evFc+Pj4U3nEXCwCDoARjHlYgEODo0aOoXbs2Nm/erBeHq2sCgQBnzpyBjY0Nbty4gQYNGsDW1pYOxPLycqSkpODAgQNa6KWjR4+iTp062LJlCzZt2sTrfgHtaEr3+ps0aQKpVIrQ0FCttOft27dwcXGBSCTCTz/9xDtH79atG1HNSiQSXrI5rVu3xsaNGw3+/Ny5c1i1ahWtCy59LlC5buzt7bFixQq9CrkvAAAgAElEQVQcOHCgyudDQ0M/I7EYioVt4IMHD/5/v3mBysIXV0+Woa0aNGiAJk2aoEmTJpgyZQpSUlKQlZUFR0dHlJWVEbnAmTNntFBIzLiII3d3d0LrGCpEcadQuCLZAoEA9vb2OHbsGG7evEmVdEPD/z4+PgQlNEXpj1UqMzMzMWrUKHTt2hUymQwNGzaEr68vZsyYgcmTJyM1NZUGCVi76fXr11XCY39/fwLe86XNCQwMhLW1NdRqNVavXo2HDx+iTZs2kEgkhOkNDQ1FaGgoMS3++++/NL9tCiUR8BnZ9Pz58yrXf//+fdy/fx+///47QkJCEBkZSfBNZv3794e5ubnR96H7Xampqbw1r1jx8tmzZ8jKyiI2VmadOnVChw4dcPz4cRw8eFCrZ19WVkYHjyHSh6SkpMoNXLduXRKktrS01KuB899guhS2DJ5ma2tLixWoTP4dHBxQWlqqBVjgmr7BhaysrGqHENigd0lJCdq1awe1Wo3s7Gx4eHigZcuWaNmyJWbMmIFTp04hNja2SgWUVZGfPn1K2OvqjAsBjY6Oxtu3b+k56IISunfvToRozEvrm3Bif+/mzZu8UE3sMwKBAHfv3qVrv3r1Kq5evYr169dDIpGga9euWkyLLD3Izs422Iev7p6Ntf+4ouWurq7YuXMn5agMvmnsfQD6hcirMzMzM6omHzlyBAcOHEBoaChmz55NhWKWszOpWK7DvH37No04GovchMBn78sgYRcvXuTdgvj/1R48eIDffvsNoaGhmDdvnhaHMkPXaDQaejFcKy8vJ4lUgUBAmyouLs5kBsbU1FTIZDKMGjUKCoWCihoymQxbtmwhVUWGxWaTUKYcoO3atUPNmjWhUqmqeDEGSggLC8OsWbNw4cIFqNVqWFlZUX7GMMmsws9lTDRFS5chh/bv31/l52xEdcSIEYiKisLOnTuRm5tLhwirvuoS7RsyRjqhb27ZkFlbW9PmXbJkid73cfToUYwYMUJLnK86IXJ9FhISQtEew1AkJSWhV69euHXrFtVaKioqKK1hhUgAWsMkhhCCACA0MzOjBcpeIF/2hv8GKy0tRUJCAi5evAiBQACVSkUPydLSUu/DOX/+PD3UgIAA4sbiu6lcXFwIucVC7ps3b2LRokUICwvDwoUL6aRnqopxcXHYtWuXyUyKwOcIIS0tzWChrLy8HMnJyZg8eTJkMplWYcvDwwPz589HUlISFi1ahMmTJ1Nxjy9J+ddffw1zc3MiHDdmjGmRFazYwmW0PEeOHMHWrVu1DhVdY2nP+fPn9RYr9RlXRD06OhqLFi1CaGgoFi5cSAP+derUwbhx47RULtl38REi170+Xe2qDx8+YOTIkVi5ciU+fvwIsVgMe3t7pKenY//+/RAIBCgqKtJq5zHxBF1zd3eHMDg4GE5OTlCpVKTIxxc0/99kLMoQiUQQCATQaDQGe3FmZmb00JgnvXr1Ku8Qj4FL3r9/X0XDqbi4GLGxsRg1ahRp2DK4IGPQEAgEGDlypBZc0JDZ29ubDBRRq9VU6dy6dauWJwoPD6dcrKCgoErf25Bx1fz4zvCyaOPEiROQSCRYt24d1R1atGiB+fPnIzExET/99BO1DQHQoAHAf+TQEKvJp0+fEBsbi9GjRxN8Mzs7mxQwfv31V8rR+aY0bm5uVDMxdH0HDhxAr169cP36dQgEAvj5+RGE+fTp08jMzKQomAur5Fr79u0hZJhgBk805ZT5b7F69eppUaEClYvGUGjSsWNHxMTEYNWqVQbJt40Zlz7X2LN89eoVqSrOmjWLDhSRSIR+/fph9+7d2L9/PwYPHqxX3gWorEQyz8eXrpWxYr59+xabN2+myGDRokXIy8sjj+jq6opjx47h999/R7du3QyqCDZo0IC4wf7++29e1+Di4kLpC0MuMdDCiBEjoFAo8OnTJ9jY2KB3797YsWMHDh48iCFDhlC78927d7zE5AFtnmhDxTI2ZiiTyfD9998jKSlJ65Bfvny5XgpbXZPJZBAKhXjz5o1Rho/CwkKMGTMGI0aMwMuXL2k9BgQEoFmzZgTEGTp0qF7MdUREBIRMyJohPUyR+/xvseHDh0MgEECtVlNLg+sluHnty5cvUVJSAqFQiODgYJiZmUGj0aBRo0Y0nG7M/Pz8iIHRFI9Yo0YNCIVCfPz4EStXriTiOgYXTExMxPLly9GpUyct8AhLf7hzv9WZPtpdpgZw/vx5CAQCfPz4EcXFxRAKhejUqRPJxM6YMaOKYPn3338PoJLFkq9EZmhoKEQiEd6/f18lr7x9+zaFt7/88gu1nOrXr48pU6Zg+PDhACpJFvkyaJjCE82mn5YvX04HMIu+GIXt8ePHsWrVqiqc2Lpcbnyuj+lyAZVr0cPDA9u2bSPidzc3NyxZskTrezw9PdGiRYvKKjQbF7t27RpvorX/FmMULgKBACUlJbCyssKTJ0/ADi5AmzZn3rx5ePToETp27IiFCxfCxsYGAoGAmDwYc8TJkydpPphr7OWZwsAIfJ6Oio+PpwqyLlyQEQDk5ubi+PHjuHHjBo1i8s3P/f39DbJiWllZ0UTQ2rVrER8fjw4dOkAqlRKjyYABAzBgwAA8ffoUp0+fxsmTJ4lphO+cMPCZyigpKclglMLlo2agELlcToqOEokEzZo1M8oCCnw5q0loaCjMzMzw4cMHREVFwcvLC1KpFOHh4XB2dkZwcDCCg4ORl5dH3FY1atQgLjdTnCGrWB87dgw+Pj5o1qwZpFIprbHOnTtj0aJFmDdvHg1tAKjEQjPN23nz5plUPPlvMDbbDIDI4aOjo0nvl2vcWU0uSODgwYNo06ZNFT1ZNo3DepDcKaelS5fiyJEjvK6ROzs7YMCAKhtfLBajU6dOkEqlCAoKqjIZlJubC7lczgtnPW/ePMjlcty6dUtLwAzQno8NCwvTOqAcHBwQGhqKyMhINGnSBACojsDQe3K5nFedwNvbm4AJQ4cO5Z1bAsCCBQsQGRmJT58+VSlwMWG8lJQUrb4uWwMFBQUICwvjRSwPfIbBcnWggc96yzKZDEFBQVrwTeYMs7OzceTIEWRlZeH58+d4/vy5wffDff9RUVF49eoV+vTpg7Fjx1ZJneLj47Fo0SIcO3YM7u7uEDPUjkajQdeuXfHx40ejHE265u7ujmXLluHatWtYt24dr8/83zRu/9fMzAwqlUrroRiizWGe9Pnz5/TymjVrBrlcTtM4rH/34sULKBQKKJVK2NnZobS0lNpQfIwV2O7evavXa1dUVOD06dM4ffp0FVVFoLKowxgQFQqFQRYTKysrozk9dz5WN7r48OEDTYr5+Pigd+/ekMvllJsJBALs27cPhw4dQmxsrFHaHfZOnj17ZtLmtbS0JB2qlStX4tq1a1osoEwYjw1lxMXF4caNG0YlfQxZ/fr1DUY3XJVLRsEsk8ng7e1NqaibmxulFsDnYfxnz57h3bt3+PjxI5KTk/H8+XOqWHPBQ4cPH8aJEycwZswYREVF0SERERGBOnXqUJFVUFZWptEtTrAQTaFQVKsGOHfuXPTq1Qvv3r3TGoMyZi4uLqhRo8Z/HGfN9aLM0tPT4evrq3eAISIiAjk5ORCJRIiPj0eNGjXwxx9/VBFvY6GmTCYjAAzw+TC4e/cuxo4dy8sjWltbIzExEdbW1vjll194V1W7dOmCFStWQK1Wo7y8XGtO9vHjx1AoFEhISNBqYURGRmLBggX49OkTQkNDtTZpnTp1cPToUQD85mOBSoBDfHw8hEIhWBTH7Pbt20hJSUFCQoJWm0coFCI2Nhaurq5Yv34976IXUBlm/vLLLygpKUFoaCjhFgQCgRYLKNczv3v3jsA6prCaMAYNU1hN2LADs/LychKGM2Rclte0tDScOHECubm5uH//PiG+vL29MXXqVK20D6j09qJFixYtACqxvqWlpfD09IStrS38/f3Rv39/dOjQAWKxGK9evdJbJJkyZQocHBygUCiqMBnqM4FAgCNHjuDrr7/G2bNnec9vfokNHjwYLVu2xMuXLwlgb2Vlpbe3ePXqVQrrgoKC0KdPH6hUKixYsKCKN6qoqMDjx4+JBvTTp0/w8vKClZUVBAIBXF1d0a9fP7i6uiI3N9foPYaHh6N79+5QKpWERedjkydPRt26dXH69GmMHj0ab968gYuLC2rWrAkXFxcEBgZi8ODB8PHxQXFxMbKysjB16lR4eHiQVCjXhg4dipYtW+LVq1dYs2YNr2uYNGkS/Pz8UFpaij59+uD9+/dwc3ODo6Mj3Nzc0L59ewwePBi1a9dGYWEhsrOz0bp1axox5MsnxeyHH35A7dq1cerUqSoY5jdv3uDs2bM4cOAAXrx4ATs7O3h4eGhtHh8fH2g0Grx8+dLocxaJRJg/fz5sbGywZ88e3swrkyZNgouLCy5fvgxHR0dYWVkRNj8/Px9Pnz7FixcvIBQKIRKJYGZmRpxsQCXJQHBwMMLCwvDNN98gLCwM/v7+sLa2xsmTJ3H69Gm0b9+eoh5zc/PKItarV6+wfft2AJXhGEPmcHVe9CnH+/v7U49MH9hanwUEBKBmzZrQaDQmcf6aagKBgPqMGRkZ8PLygkajqTLvzIwbJnF1bKtDpL18+RLr169HSUkJxo4di7KyMmg0mioSJ4YYDlnx6sSJE7zF0RjdDlDZZywsLMSRI0dw5MgRNGjQgAotjo6OxMGcm5tLKCTd8JnLsmgKAoz1J7Ozs/HmzRtSZ2jevDn69euH7t27gwGFWN7K7v/atWu8x/iASopa1ls1do2MBTQuLg5169bF3r17KTph0Mlp06YhKSkJx44d05tucJFtfFFeDRs2JHz9mjVrkJubi969eyMsLAz169eHk5OT1tzy48ePcfToUURFRcHHxwdPnz5FTk4OfHx8UKNGDYhEItStWxd169Yl5RAANBbJoj0hoI2Fzc3Nxc6dO9G3b18MGzYM0dHRKCoqgqWlJcLCwrBhwwaStWShxe3bt03WIbp27RpvrqQvsRYtWhCCioVQhuZSWY4JVBZrGOcR3yoiF265e/duSCQSLF++nBYHGyZISEjAkiVL0K5dOwiFQvj4+KBp06YATEO/MWjfu3fvqrRgnjx5gtWrV0MikWhBJ7kzqqNHj0Z4eDgt7LZt28LV1bVaFQyuubi4UB6me3jfuXMH8+bNQ7du3TB//nzcuXOH4JtM+obl0dzQ35hxKWqvXLnC6zPe3t6wsLBAeXk5Jk2aRL1lW1tbREVFYffu3fjnn3/Qr18/rQky9i4vX77MG1LMPvPo0SM8efIE+fn52L59O/r37w+ZTIalS5ciKSmJkHINGzbEjBkz4OPjAwBYvHgxZs+ejQMHDhgtBDIHxLy2GDA8BcJltefqvDByL2Z8TylLS0siRDd18sRU47Zz2CZ58+aNFnMCs2fPnlGYLJFIYGZmhoKCAt7AiJYtW9LkTmxsLD5+/EgFn4YNG1IryMHBAT179kTPnj2RnZ1NOc6TJ0/0ilQbMhYhGAPdMOhkcnIy3NzccODAAQonWbFn5syZOHHiBOkLVyckxjW2od6/f2+w2l5cXEwtnubNm2P27Nlo2LAhSd/89NNPmDhxIhITE3Hs2DGj+SnbIKaoJ7A1cO7cOeIHX7VqFXr27IlevXrBz88Pvr6+mDVrFiZPnkzyNwzZxvcwMzMzo0hK37rOysqiCAmolNrdsmULpXKPHz8mogjuQcvoZMvLy1FRUQGRSFRFdEDMx3tydV4YudeAAQPg5OQEtVpN3qs6CwkJgY2NDUpKSnjzKX+JMeYOoHL+08/PD5mZmRR26tr8+fPp39nmMKViyZVZ0X2Wjx8/xsqVK7Fu3ToEBwdDJpOhXbt2cHNzI29kbW2NyMhILRE0Q+bv709gf749TW4uOGfOHAQFBZH4GLedVlBQABcXF151Cfacjh8/zqtjcefOHQr/mEdu1KiRVqrB5rcTExO1cmM/Pz9q4ZkSIbD3zY2klEoljh49iqNHj6Jhw4aQy+WQSCSwt7cndlKg8gA0pFeka5GRkbCysoJareZF/vjx40etOgxTCBUKhVAqlTh06BCSkpLw7NkzrWc7YcIEfPfdd9SqSk9Ph9BUT8jIvR4/fgyBQIBLly4ZZcHnGns4p0+fNql4YapxlRNYXvLo0SO9+W9FRQUJhPv6+pKQFN/NYW1tzUuwrKysDCdPnsTEiRMhk8kIJicQCODp6YkFCxYgMTER8+bNIyUMfcY2zq1bt/QKaesz9tyvX7+OEydOYP78+QgNDcXixYuRnZ1NSDSJRIL4+Hj8/vvv6Nq1q0GqIT8/P9SvX7/ae+Yakx0FgPXr12PkyJGQSCRYtmwZdSOaNGmCH3/8EUlJSViwYAFV+L+EopalGbm5uQaLq48fPyb62Hnz5mlxv5mZmeHQoUPYtGkTZDKZQc40AJSbP3z4kNfhx6IJoPKg6N69O4RCIW7duoWoqCisX78eT5480dq8XCw3K2Lt3r0bQr7TJlzjgrUZC0R1VqNGDfrMfzp8Zov8+vXrFNqyMFrXxGIxvv32WwAg4XKlUglHR0cthJYhY4cFo3zlY9nZ2ZRzXb16FbGxsYT7lcvl2LZtG44cOYJvv/1WK2Ti9nH55ucWFhZ60xalUoljx44hLy8PAoEAT58+RW5uLoFGli9fjsTEREybNq2K1Cp7vunp6XT4VWfsMy9evKDJn8LCQhw6dAhDhgzB0KFDcejQIaq3REZGYsuWLUhJSaE+Od9UDfgcFfGJENjEGheswXLfgIAA/Pzzzzh58iT27NmDLl26aLXLuKyju3btqva6uPUSANR+u379OsaPH28w52ZkBAw4U1BQgLNnz0LMh/hM175EjpEp3ufm5vIuQnyJffXVV5Tnslzp2bNn5DH0mb+/P8zMzMjz2djY4M8//6xWihP4vFBOnjzJu4rs6upKPb1du3bh0qVLWLFiBTEcsjB54sSJGD9+PC5duoTY2FjY2dnB2toaxcXFvMf8QkJCCFOr+xlvb29CVS1atAiPHj1Chw4dIJPJiMKUqeexSnpKSgrRpPI9REQikVHRcKDSez18+BBr1qyhHnurVq2o/afRaIhO98KFC0Y3ZdOmTSnkNgXOyA6Zp0+fYtCgQWjZsiUiIyNJP6pRo0ZYsWKFFqVvQEAA0eHyqZlwx1MBkL7wnDlzjHZl2DorLi6Gra0tkpKSUF5eblxeVJ99CVgb+BwGVTeh8z81hmr5999/KWQzNEXDRuhcXFzQuXNnmJubQ6VS4datWwgICDAqxQlUhoUtWrQAYNpCYdNATDOKXQvD/datWxdSqRQRERGoWbMmOnbsSBzRQGWxSR8OW5+xsOvs2bNV0hbugmU45vPnz+P8+fNwdHREWFgYpFIpfH19qZI+ZcoUiMViLdKD6qxTp040CVSdFy0tLaXCV6tWrbBs2TI4OTlBIBCgcePGWL16NXJzcxEXFweFQqE3jWD3dffu3WqBSMzEYjEBkZig/I0bN3Djxg0sX74cX3/9NSIjI+Hu7g43NzcMHz4cw4cPp7WQkpLCqy3Krg34LCN08+ZNo6G3h4cHIdBY5MbWm9DQmJoha9WqFVUt+RYUuD2y/2T4LBaL6aC4f/8+7OzsUFZWRr1qXWMNent7e3qwp0+fxpgxYxAZGYmNGzdSUSogIAALFy5EUlIS5s6dC39/f72KiHyMeSPuNBDXXrx4gfXr15PESXJyMsrLyyl069KlC7Zt2wa5XG4U5cMd2dPdOCKRSGvB6lpBQQH279+PIUOGYMiQIdi/fz8KCgooLzYzM8PevXsxevRoLY+iz1gInJqaahJwJzs7m3qn+/btQ2pqKlQqFWrUqIHvvvsO0dHR2Lx5MyIiIigvtLCwoAjBlMGFjh07wtnZWe+4YUlJCbZs2QK5XA6pVIo///yTII8WFhbQaDREl6ObbnCNcXszY5j2PXv2GL228PBwCIVCKqo+evSI6gbiU6dOkZRjUVERHjx4gOTkZIOFKebhrl69ypsriXmBx48f867sfYl16tQJTk5OqKiooPnUvLw8uLm56f39hw8fokOHDigtLaWFzl66rhSnVCpF9+7dtRQJ2ObjW4UHKvvThqaBdE2lUuHChQu4cOECvv/+ewwbNoxObQZKmD59OpKTk6FQKCi3ZMZNW3TH/IwtWF1jC2b//v2Ijo4m6KS7uztGjx6N0aNH48qVK1AoFDh9+rQWhNTV1dWoaLgxYwddVlYWVq9eTawdTLHDy8uLFDtmzpyJR48e4cGDB5QymKIowg7wc+fOGS3K5uTkYPv27di+fTvmz59PvOGWlpbo27cv+vbti7t37yI6OhonTpzQehY9e/akg4a9RwDVCvh16dKFxmEB7WhPDFRCuGrXrg2NRgOZTIbZs2dDqVQiMzMTSUlJxPAHgE4QU/IfhogypQjxJcYVOWOLhstCyLX3799rlfINASN0xbpZfubv709DIF9//TUaNGiA2NhYnD171iixPFsoN2/e5D26KRAIqHi1Y8cOXLp0CVKplIYqGNLp9evXiI2NRVxcHHJycoyO7HEpafh2EcLCwqj2MWbMGISHh0MqlcLDwwNt27ZF27ZtUVhYiKSkJFIliIyMhEgkQnZ2Ni+oLfeeuegwVinPzc3F33//jb///hstW7YkxQ4bGxvazEDlwc0I0aszQy0nYyYUCol0bvv27Xj79i369OkDX19fQi9OnToV8fHxiI6OxrNnzyhiAyrnkhs3bowaNWqgVatWBh0bS1+ASugkl2MLAMRLly6lgfVOnTrB2dkZIpEINjY2aNiwoVZIUFBQAEtLS9KMFYvF1fZKmeK9SqX6jwqkcU/6d+/eQSwWo6SkxKB6XEJCAr0AFqbFx8cbzc+VSiXlqWvXrkVQUBBUKhXEYjGCgoIQFBSEgoICWsC6wxrceVtTwjtdoEhmZiZu376NlStXolu3bpDJZAgICEDt2rUxbtw4jBkzBvfu3aMXr+thv2TBcqun7Bq2bNmCrVu3IiAgADKZDF27doWdnR15oqdPn1L0Y0q9BNBO1Qwd/Ddv3sTNmzexYsUKmlN2dnaGQCCAh4cHjh8/jtOnTyMmJgZXrlwx+P2M8jY3N5c3wwcDNKnVakRHRyMnJwdHjhyBn58foqKi0LNnT9jZ2ZFgeHp6upaM7r59+xAcHIwBAwZgzJgxuHHjht5NzA58JgqfmpqqBccVq1QqLRifSCSCj48P5HI5HB0d4eXlBR8fH4jFYhrDY+LbpaWlePjwISG27t69W0UZjnmBy5cv/0cHF6RSKZ307EHpzs1y7cqVKxg6dCgA0H3x3VT29va0+efPn4+ioiK9Q++PHj1CbGwsTQV169bN5Coyuzegsi3GTVtKSkqo4FO7dm0qfLm5uWlV4uVyOWJiYuhA4XJ28eU/a9WqFR0i3NqHRqPBtWvXcO3aNSxfvhyhoaGQyWTw8/MjmKBGo0HTpk0RHByMCxcu8ALIGLpnfaZUKrF9+3YIBAKMGzcOZWVlUKvVsLS0JCx4dnY2FAoFYmNjSTydmamgFO71Xb16VQu9lp6ejvT0dKxevRoRERHo06cPvL29tTZvXl4elEolNm/ejJCQELi6upIEzcqVK2nE0tzcnKJX1ofWPXDFutw+KpUKjx490uqJsV7iokWLAFTmAa6urrCwsKBcjFlOTg7u3buHO3fu4OnTp0Q1+p8Mn4VCIYWEFy5cIDkTQ9Xn3NxcypFLS0thYWGB27dvG51h5VpYWBjxUJ0+fRplZWW4cOECHBwcqHLbqFEjCn8mT56Mc+fO0fyuvnlbQ8YFihjzlozPadOmTWjfvj1WrVpFomzcoYrY2FgqKn3JgjW2oYqKiggy6O3tjbVr18LNzQ0CgQAdOnRAhw4dkJ+fT+JjhsJGa2tr6l2bEiGwa9y1axcpCcrlckK+jR49GiNHjsTVq1cRExODM2fOoGHDhia3nGrWrFltP76oqAgHDhzAgQMH4O/vj4ULF9IB6OzsjJ07dyIjIwOJiYno0aMHPDw84O/vjz179iAjIwNxcXEoKiqCg4ODllqKboon5jOEUFpaSpv04cOHGDp0KBwcHNC0aVM0bdoUzZo1Q9OmTWFrawtXV1e4urrSCwAqDwVGYs0XnmiKtWvXjmhMWFWWsW/os6SkJBpYYF7alDYQWyi6PFQfPnygl6Y7FdS1a1fK48zNzVGvXj1eLQ4236pUKnkBRdRqNczMzGBmZoaKigps3LgR3bp1Q+PGjbXyKaBy04tEomo3sY2NDa9DhGsFBQUEQtmxYwe++uordOzYEU5OTkRPxA6UxMRELbUDLpKOLzhGN80oLy/HqVOncOrUKbi5uZEsq4eHB9q1a4d27drhw4cPlP/fuXOHd8tpyJAhEIlEKC0trZZCF6ichmPP4vjx46hbty5xp3l7e6OiogKvX7+GlZUVXFxc4O3tjcmTJ9N6YWlaXFxclTRAzIeEzNramlx5dHQ0gMrFyiqkAEhgi23oZs2aoX79+hAIBBCJRFi6dKkWd5ApfFHVGQOSX7t2jTw+I6PTh6ZKS0vDqlWrAIByZb4hrY+PD9G9GlvMbCpo3bp16Ny5M3744Qea3gkLC0NYWBju3LmD2NhYnDhxwmCxhYV3usLmxowdMBcuXKCCDztQ+vXrRwfbjz/+iJEjRyIuLg6xsbEGoZndu3eHpaWlSRsqIiKC8sqNGzdCpVLBycmJIhQm+cIilDNnzuDYsWO4cuUK5drcnjvfe9YXIWRnZ1O+3rZtW8jlcoSEhMDBwQEODg7QaDS8taUBUO8/LS2NF2mDRCKBpaUlCgsL8euvv6K0tBTe3t6IjIxEeHg4XFxc6PD58OEDMjMz4eHhoZWyAvrbtkI+6KHQ0FDY2NhAqVQaLESp1WpkZGQgJiYGixcvxowZM2jz3Lp1CxUVFXB2dsaQIUNw4MAB7Nq1C3379jU4n8vXnJ2diVNkl98AACAASURBVLAsNzeXpGEA6N28ubm58PLygrm5Of1ecnIyb2w221BPnjzhRQdTUVGBM2fOEB/15cuX6aRv3rw5CWwtWrQIbdq00brmOnXqmAwUcXJyIg0e7meePHmCDRs20IZ4/vw5VCoVatasSWOjW7duhVwur4L7/ZJDRF9emZ+fj3379mHw4MEYMmQI9u3bh4KCApiZmaFHjx7YsGEDEhISCAPN95754tE1Gg0uX76MOXPmQCKR0IZQqVS8ueCYkwJAM/TVGRsYOX78OG34jIwMrF27FuHh4Zg2bRrOnDmDiooKODg4oEmTJrR5mRN6+/at3gNWzKaMuEUOQxeQlJTEO3djJ+LLly8xcuRIODk5UdvBx8dHS3js7NmzUCgURiuFxr6HFWRYC8EQCB+o3KwsB2S/x3eh6KJ1+Bp33nbRokXIyckh1kGmZhgeHo7w8HBkZWWRR2RtlJcvX/IGirCKal5eXhVS+ZCQEOLsGjZsGCwtLYm8oW7dumjRogVatGiB6dOn49SpU1AoFMjLy6P0ie9zatasGeX7hj7Destr165FcHAwevfujfbt22thv8eNG4e4uDgkJycbXXcszTAFj/7hwwdqMZ44caJK8dWQcdUd+IyAdurUiUBMjLKIa1x+Ld09AoBgpHv37tX798XVMUc0atSIQka+LItc7Ct7gfn5+fjnn3/wzz//VJF+5M7IMi4uvgQBrHh1584ddOnSpQo3k67pqsZnZmZWAUAYMpbD8QE/cI15I+68LXfWumvXrpBKpWjbti08PDwIHMH6yaYQ5BkjlWfXcebMGRQWFqKwsJBCbH9/f8hkMvTo0QPW1taUM7LIhLWuTLnf27dvV5tXVlRU0Nxy/fr1sXfvXjpYAwICEBAQgJkzZyI5ORmxsbG4ceNGFX0qttb4qAwyY71rwDRMgz51B2M2adIkAJVjrU+fPjX6u2yP7N+/H6dOnaLoVKVSGVwDwmXLlhlljmAV3fT0dN4kdO3btzdKSXL//n0sW7YMYWFhmDNnDi5dugS1Wk0Y02PHjmHz5s1GtXGAyhfMUE2GVAa5VlBQQKTkrPj0JYJl586d4y0xyZ1W0ffS2STM+PHjIZVKsWnTJsrhWB4/ePDgKvIi+qxJkyZ0cusuSldXV2p96Vuwt2/fxi+//ILQ0FAsWLCADjVWFHR3d8f69evRo0cPLQ1mXbO0tPwiKCNQmVKIxWIolUpMnDiRJF+srKwQGRmJTZs24dixY1rwzdq1a1PkZcr3sU2fmZmpNUZozEJCQqpVd+CajY0N5bZ8+8tApaOws7OjaPTkyZMGIwTxoUOHcOjQIYPMEWxxmwIX5CKijKnS60o/snCuTp06hKph0o8KhQK3bt3S+jwrXnFZN/QxJDI7f/48LS5jhQF9xgU/mEoObmFhwUv0682bN1RsWbVqFeX21tbW6N27N3r37o3nz58jNjYW8fHxVUbPjJHK850g+/TpE01gyWQy/PzzzyQY3r59e7Rv3x4fPnygYqQuiwab3CkpKaGZZ77GUpsTJ06Q5vOKFSsoQmndujU8PT0pQrl27RqF1q9eveLFpAlUHcjhe4AzZ3bmzBlemIawsDCYmZmhvLychNz4GHMUbA0bixBolTPmCIlEgh9//JG8IiuqTJgwAX/99RckEolRHiNHR0eTOaWAzxjT3r1765Xi3Lp1q5YUp4ODA8E6WWGFhZyGQugPHz7A1tZWa6pHt6lvyFhuaQr4Afj8MpKSkniT+Jmbm5NXWbNmDRYvXkzha7169TBx4kTEx8djzZo1NHhvbm5O5Ge6Bwx3weprRRgydmBdunQJEyZMwIkTJ1BWVgYHBwcMHDgQe/fuxe7du9GvXz8K97gFL1NIG7y9vekQ5mKmP336hPj4eIwdOxYymQybN2+mCKV169Z0yH369MkoEQLX2rRpQ21Hvgc4V+SdbyrJvPyxY8eIjaQ64ypbAtVrUlep9jDmiJMnT2LXrl1o0qQJQRLbtGmDNm3aYNasWThx4gRiYmKqJPKMUyo/P583p5SuMYgcgwpKpVK0atWKpDjHjh2LFy9e0Bwme/FmZmYGvW9xcTHNvjL7EsGy6uCWXOPO25ryXV26dCFAfkxMDIqKinDs2DHUq1eP0FY1atSgMcOCggLcv38f9vb2JDDONS6Kiu91ODg4UOgfExODtLQ0pKWlEVhFJpPB19cXjRs3RuPGjfHDDz/g8uXLNMJpavjMoraMjAzcu3dP7+9kZWVh8+bN2LJlC1q1aoXhw4ejXbt20Gg0aNiwIbZt24bnz59DoVAgPj7eoJdkh8yVK1eQnZ3N6/pYQfHNmzfVirwDleEze/emoO6Yo2DDDtWleAarPV5eXnQB33//PcaMGYPjx4+jpKSEuJR27txZRa3tSzilDBmT4uRKPzIpToaesbGxgYWFhdHWEVDZymLtCZFIhKKiIt5pwZdQyACfn0VGRoZJukHssDh9+jSKioro/z9//hx//PEHIiIiMHnyZKSkpKC8vByOjo7kLVUqFX7++We0bt26yt/jA0tkxsI/XXI/BlZhY4YHDx7Ex48fYWFhQd5QrVYjKCiIlxgcUHnwsuIQn4klNmDCCq3Pnz/XilAmTZqE+Ph4rF69uor4mJ2dHc3WmvIu2QaOj4/nFXIzaK9Go4Gbmxtv9k32rtg1VxchGNzAzP2zWdfr16/j559/RmhoKJYsWUKnJFetbdOmTVQy/z+tcsigglKpFFOmTNFitAc+t4R0NzB72Cy8Zn043VEvY8Y24r1793hzMnHnbU15Fu7u7sTWYWiBsTHDmTNnQiKRYNOmTSQJam1tjS5dumDjxo1ISkpC165dCRX3JYdPYmKiwekqBrkNCwvD3LlztVKYb775BocPH+Y1txwcHAxHR0eUl5fzhtxyi4Nbt27FiBEjEBUVhZ07dxI1UOfOnbFq1SocP34ckyZNQr169UyqSTDj8p/zvT42nioQCLBw4UIkJiZi1qxZRjWfmzZtqsUcw0eTWu8GFgqFdCLqngBKpRLR0dH47rvvMGDAAOzZswd5eXkQi8UUPqlUKoSHh/M+gU0xFiJzB5yNnYgCgQAVFRUUZrOTkO9sqoWFhcHc0piZMm/LNXYCV6cty6ygoIBqFXl5eSTFCVTmU8uXL4eVlRVUKhVvqCAXcsnn8CkrK8Pbt28J4bVz5076Ln9/f8ybNw+JiYmYP38+AVO4ZkjN3pj17NkTFhYWKCwspI344sULilCmTp1K4AgXFxc6UKZMmQKgEg/A9wBn7+TWrVu8RkBFIhFt1MePH6O0tBR2dnbVaj6zQ5M5Jz7rTe8G5o5KGVt8GRkZWLNmDaFJHj9+TLE7e2Dbt29Hr169jJ7AphrzKKxIUl1xSKlUwsXFRYsjiy8PMzcf/ZIBcVPmbXVH9vhWR7nFkuHDh2PAgAE4e/Ysbt++TX9DJBLh77//xrZt26p9H+zaHz58yFtLiBum//HHH+jbty+1BJVKJaysrCCVSqkY+d1336FmzZpwc3OjiMOUgX9ucVB3I6pUKqSmpmL69OmIiIjAmjVrKHJiDBrh4eEGDxSuWVhYEMqLb8ErKCgILi4uqKiowMSJExEWFoalS5ca1Hzu2LEjbGxsqEMiFApRVFTEC5SiF7LEFsSVK1d4EX1XVFQQmoSp50mlUiKYa968uRa6hy9wQp9ZWVkR3tnBwQFA5UPWV7xiMDT2eyy8NmUjGspHjZmzszNVEk3x2q1bt6b+Jt/PtWzZksI79pmMjAxMmzYNXl5ehF1nFX02Pfbjjz/i4cOHWLdunRY4gjvC9j+FMt65cwd37tzBqlWrtMTgvLy8MGHCBIwbNw7Z2dnU3uJLdshVDqzuOb1//x579uzBnj178Ouvv1I0ZWFhQWCVly9f4uTJkzhx4kSV9hv3AOfbFtMnJs6d0pLJZAgPD9fSfGbzvmwd803xqnhgW1tbSvJN0clh9v79e+zatQv9+vXDsGHDcPToUSiVSqIK3bx5M44dO4YRI0bA1dXV5L/PkEIsfGYhlz5vxWhI2M8YLG3EiBH49ddfSeLEkLm7uxP4wZSNyJ231YUzGjMuYotve4stlhs3blRBr3HrGJ07dyaPWFJSApFIBD8/P2zatAlHjx7FqFGj4Obmhs6dO8PBwaEK84Mxqw7K+OnTJ8TGxmLUqFHo06cPduzYgXfv3kEkEtHQvpOTE3744QcCovC554yMDN6RlFgspjbQhg0btMAqXl5eGDFiBPbu3Yu1a9eiS5cuVFNhz/DMmTO82mJOTk5G26gZGRn4/fffIZFIMH36dOL5YmR1zMnwXW/irl274ty5c1SA6NGjBywtLU2q0hoyLlzQEHNEWloaFApFtVQ0zFgznVXp2I3rDu8z75uTkwN3d3eUlZXB3NwcarWaeqahoaHIzs4m7LFuhZaBH/jmo8y+ZECce3Ca4vkM6f0KhUJafOwgZh5x5cqVGDNmDFq2bImmTZuidu3aGDNmDEaPHk2nfmpqarVcTcy4usLVQRlfvnyJDRs2YOPGjfj6668xYcIEaDQaWFhY0Jjhw4cPacxQNyf+EjgjUBnWMhhsTEwM8vPzERcXBy8vL/Tq1Qv9+vWDlZUVMavk5eXhzJkzvATVuMbaQPn5+UYPbzbkcubMGTRt2pRkVgUCAT58+GBQx0vXxMuXL0dBQQESExMRGxtLL92UKm11xmWO8PT0hFQqRWRkJNzc3BAYGIjAwECjVDTM/Pz8KHRiN+rg4KB39re0tBSWlpZEqcNO1Llz50IoFEImk1GuP3LkSIwcOVKLOra0tFRrA/DNR9mcJ2DaAmOEZ0VFRbyro1zPp9trZETg+uCsJSUlhAzy9PREREQEBg4cCHt7eyrydezYEXPmzIFCoTDYlwUqoYysPWfK/apUKmoFMi1hqVSKBg0aoFGjRmjUqBF++OEHnDt3DrGxsbh48SJUKhUCAwMpv+Q7QQR89qQXLlzQqkm8fPkS69atw4YNG4gTu3PnznB2dqYhHpVKhbp16yI9Pb1aQMaXiImz6TFWP9q/fz/v+9Ir8A0AEydONImEzFQTCoU0mxkcHKyFrzUkx7l48WKEhYXRjebl5UGXUcSY5efnQyKR0IN1c3OjfJ0BHYDKotft27eptyqXy3n3T2fPno2+ffsiPT2dFB/42Pbt29G8eXNER0djyZIlvD6zZcsWtGzZEgqFgthSmC1duhQ9evTAhQsXMHny5Gr/lkAgwJIlS9CjR48qc9TPnj1DbGwsjh8/XgUcMW7cOIwYMQKvXr0iaCsfs7GxQVJSEiwtLTF//nw6ZHx9fSGVShEWFqZVpX3//j0SEhLQoEEDtGvXDqmpqZg6dSqv73J0dERiYiLEYjGmT59e7QHp5OSEiIgITJw4USuyKy0tRUpKCmJiYnD9+vUqh3rjxo2xe/duAMDAgQOrHV4AKveBQqEg7jCVSoWIiAjeqojCsLAwrFy5sorXW7VqFZYsWYL27dsbzRO/1NRqNdLS0vDjjz+SHCebr+UOVSxduhQdOnSAh4cHFUpEIhGUSqXBzcsiB3ZaMrys7qmYnZ2Nbdu2oXfv3hgzZgzi4uJI4oRt3vLycvTs2dMguyXXuC0nU3q/9erVIw4rvl6sTp06BudmuSgqvn9Po9FQD3///v1YsmQJhXH169fH5MmTCRwREhICsVj8xbrCgHaqxs2bHz16RJDemTNnIjU1lVpBQ4cOpYr1u3fveHc2wsLCIBaLUVBQwKsmkZ+fjwcPHtDmjY+PJ7CKRCLBxo0bcfToUYwYMUJrXTDv++DBA16bF/jc8WGHAR9Naq4JAgICNEDlSZCQkAAXFxfiiWLGCMHi4uKqbSz/T42dwGyoghmDczLvm5GRAW9vb73hc0FBARwdHYlLiBmfU9Ha2hoRERFESMA8kUqlwuXLl6FQKJCamqq3dRUaGkqMC2FhYbzxr0x17vnz5+jbty+vz4wfPx7Dhw/Hy5cvtRQGAWDAgAGYMWMGPnz4AIlEwguD3axZM+zYsQMA0LdvX+rjfvXVV0QNxJ3VLSwsRFZWFnx9faFWqyGVSk0S7N62bRv8/f1x7NgxLF682Ojvuri4IDw8HN98842WZhVTuYyJidE7Zsjsn3/+ga+vL/bt20dMLNXZwoULERERgWvXrmHs2LGwsLBASEgI5HI55cVA5bpIS0tDfHw8Zs+eDXt7eyxfvhwHDx7k9T0sqmRRz6xZs3jPNAOcKnSbNm2oVzpw4ECtgQZGCKZQKLBhwwaEhoYaHSn7nxj3BJ49ezYJVLNclsHTGEhEX/jPQi+xWEyLl++pWFxcTCoIJSUl2L17N96+fQuRSITAwED89ttvSEhIwMyZM2k0kRk7gdm8LR/jgmb4ekuRSISBAwcCqByH0x2lZNdhygAF+4yuHMm///6LdevWISIiAlOmTEFKSgoqKipgZ2cHX19faDQalJaWIjw83CAHma7VrVvXJJKA9+/f03sQCAT4999/SQQtPDycKun6OhuMugfgHyXY2NhUQa8xjPn48eMhl8uxdetW5OTkQCQSISgoCEuWLIG9vT3UajVv72tra0stUYFAgJKSEpPnB0QeHh4LAGDMmDFo0KABrly5gn379uHZs2fEHlhYWAgPDw/Y2dmhdu3a6NatG/r27QtXV1e8f//+P0IXq1Kp8OzZMyQmJqKkpATt27enU0ogEBCpui50Mjc3F9bW1igvL4dIJCIvvH37dt545BkzZsDNzQ3x8fFYsWIF9u3bh7t370IsFqNOnTqwsbGBn58f+vTpgy5dusDc3BylpaWYNGkSBAIBfv/9d945c4cOHdC3b1+oVCosXLiQF+NJx44dqShTp04dDB48GC1atIBarYaFhQVGjRoFAFiyZAmvd2NhYYEFCxbA3Nwc27Zto/lwrmk0GuqXHj58GDVq1KCWj5mZGdq0aYO+ffuiVq1a1a6Jr7/+Gi1atCBsNx/z9fXF6NGjAVRi89evX4/nz5/Dzs4Onp6eRPU7aNAgNG/eHOXl5Xj16hW+/vprNGvWDI8fP8bmzZt5fVd4eDi6desGpVKJRYsWVSlGFRYW4tq1a9i/fz/u3bsHCwsL1KtXj9amVCpFly5dYGlpiczMTIOVefZ7KpUKQqEQFy9eNKkwB/xvIAdXs0W3YsklBGvTpg3kcjm6dOkCBwcH4j9++PAhCTPz9TymGAMWsM3KWkL6BhdYK4p5AwsLC5SVlfEGb3C9Azt91Wo1KbzrUsc2aNAA06ZNowb8hw8fTAKqsI2YlpZmdHaaaxKJhHiShEIhatSoQUyLbLG9evWKNwFD165dTUKbFRQU4Pbt2wgPD4dSqUR2djbq1asHR0dHIjLX5cRmJhKJKG/+kmmwR48eETosISEBCQkJ8PT0RGRkJKRSKdzc3IjCtqCggPi9TMnRuQwfxjjA1Go1Lly4gIyMDISEhEAgECArKwseHh5o0KABpkyZgkmTJuH169fYsWMHKQrq3hPLtbds2cL7GpmJPDw8FnBPnF9++cVg+TszMxMpKSk4dOgQ3r59ixo1atA/HTt2xKBBg1C/fn0UFhbyBiJUZ/7+/hg+fDj995s3b+Do6Einlq7Z2trSxi4qKoK5uTmSk5N545GZd3jx4gXWrVtX5eelpaVIT09HdHQ0cULXqVOHmEMsLS3Rq1cvuLi44N27d0ZhlHZ2dpg3bx5EIhH++usvXlq7dnZ2mDt3LsRiMRYvXozFixfj1q1bEAqFqFOnDqU2Dg4OxCZpzAsAwNSpU+Hp6UnkCnxs8uTJ8PDwQHx8PCZNmqR3TQQGBmLw4MHw9fVFcXExsrKy0L59e0RFRUGlUmHBggW8Ig4zMzMsWLAAlpaW2LFjRxXwRmFhIa5fv479+/fj1q1bMDMzo0iJbQ5nZ2cIhUK8evXKaFpRp04d0oleuXIlr3HDQYMGoU2bNsjOzoZcLkdKSgpKS0tRu3Zt2NjYwNHRESEhIejXrx/c3d1RUFAAW1tbTJgwgf7G06dPsXHjxmq/S9cEAQEBms2bN6NVq1Z62xHVma+vL+RyOSQSiRbDZGZmJmJjYxEbG2tScUPXGPyNeThGKl9YWFiF0VK3aMVC7BkzZvACpbD5y5o1a+KPP/7Azp07eV1jmzZt8NdffwFAFUhneno6UcfqAiP69u2L2bNn4+PHjwgLC+OVrxr7jEQiwS+//FIltaioqMDFixcRGxuLc+fOaR3Q7u7u5AnHjRvHC7Di4uKChIQECIVCjB8/vgoE0lArSKlUQqlUolatWrzbW0Al9n3ZsmUoLy9HWFgYr4EHBwcH/P3331WUKUtLS3H27FnExMTg6tWrVcgNjBUH9ZlAIEBMTAw8PDywefNmrTBdJBKhX79+BCvm1o0YdJKt2TVr1lSrUqjPhJ6ensT+8CXQSe5I2U8//UQv09PTE2PHjkVsbCzWrVuHbt268S5yMHNxcaFiglAoRHFxMbE76qOj5RYPuIt40aJFWLBgAQICAgzOCwPVc3kZMlaEun79OiQSCdauXUve1M/PD7Nnz0ZiYiKWLFmCwMBA2uBfUmzijvnpfoahsk6fPo1+/fph165dWqN1K1asQEJCAqZOnUotI64CIJ9BdaASQCIUCpGXl6eXT4pbiJw1axbOnz8PjUYDGxsb1KpVi6RW+vbty6sVxJ6Tri6QMbOxsaHNu2zZMhw6dAiFhYUkP7phwwYoFAqMGzeOMABf0hZjRIRqtbpKSqBSqUiiVSKRYNmyZRQ9cBGEarXa5NyXmWDTpk2a0aNH4/Xr1+jduzdvxJEx081JmBUUFOD48eOIiYnhRew+cuRIjB07lrwaa289e/ZMa24SqAyjrK2tKWRi4H1dr/z69WuCTupGBsuWLUO3bt1M8g7W1tZISkqClZUVFiz4X9y9Z0BU1/o9vKbQe0dA0VgRFBuosVAs1BnsiA2xG4zYjSX2mChqYow19hh7nUGKgopIgl2xYkdAkKJU6cz7gXfvnMO0M0Tvvb//+nJzhWHOnDl776esZ60VrC/e2dkZgYGBVH2TIDc3F8nJyZT4EBoayonT27JlSxw7dgxAfajPLDZZWFjg/PnzEAqFmD17NpKSkgCAVs+JdxPzXjx58oQWgBqeHqqwe/dudOrUCSdOnMC6des4vcbR0RGrVq2Cs7Mzi5tOWkESiUQhOcLS0hLnz5+HQCBAREQEZzkjQjDJysrCoEGDKF3T09OTKoAyI6Xbt2/j0aNHGDdunEZtsbVr12LgwIG4fv06wsPDOV3bkCFDsHjxYnrIcD3tFUFIdpzo6OjPsniB+vB5586d+P3339G9e3fKtjI1NaV810ePHlG2lSKSuEAgoLxnUnHW0dFBaWmpQgXKt2/fsgykSPFi7NixVLCP8LCnTZuGKVOm4ObNm5BKpbh8+TJ0dXWpooQmJAxiA6KIyE+Mrn7++Wd4eHggMDCQUhzJ4q2qqkLz5s3x8uVLtaLp5PR98eKFXKVYmcNebW0tkpKSkJSUBFNTU/j5+UEsFqN169ZwcnKiQgDt27fH119/jZSUFJWaWTY2NnQETxPRuvT0dLp5pKSkoLq6Gl26dGFpYmdlZVFBPVJDCQgIUGr9qgwCgYCe2hKJhD7XpBUUFxcHGxsbesg4ODhQCVug3q/X1tZW7QI2MTGhbSBNRiHJgAxZwLt37+b82obgyf7/T6cJXbAxMDExgb+/P4KCglgTJxUVFUhISKDNeIKBAwdi7dq1cjnlqVOn6MJmIj8/nxINSH587949TJo0if5OQx42QWlpKV6/fo0OHTqgsLAQfn5+nAYrgH9OI671AysrK/j7+yM8PJz1uUpLSxEfH4+LFy/KmXED9Q9lTEwMzM3NsWnTJjmh7xMnTqBFixY4ePCgwuJbQ7Rr1w4//fQTi0IK1EcHZBEpcgIYPXo0Zs+ejby8PAQEBHAWyGvTpg295tGjRyMtLQ26urpU84wpAQTUj7JKpVJMmjQJjo6OOHDgAOeWU+/evfHLL7+gtrYWgYGBKqv7PB6P+gz7+/uzUqz09HSqAKrobzSGMGNiYoLY2FiaTmryWkXgA/U7wfz58xuVp3JFUVERjhw5gpEjR2LcuHE4deoUbcYHBARg165dOHPmDMLCwuDo6Ijp06fXXyDjIU9KSqLzskyQxcucaQXk2xRZWVnYsWMHRCIRvvnmG8TExFCNL6K5LBQKMXLkSOpeqArNmjWjpxHXHTgvLw+PHj2in+vy5cv0GgYNGoTffvsN8fHxCA0NZTGfVCl8uLi40MEArq2ZjIwM+vePHTuGv/76C3V1dbC2tsaECROUWq2QPDs+Pl4jFw1mG4i0t8iQy7Rp0xAUFIRdu3bRk9fd3R2rV6+Go6MjAHCysSEg0U1ycrLa1pxMJsOdO3eQnJwMHo+H2tpaOrzh6OiIGTNmICoqCps3b5ZbH0RJJCYmhvMCJFpjpJCoyWsVgVdWViZjfkHMySSufcTGgqgdkPCWgIQWhDYJ1Hv7fPfddzhx4oRc+4hU9IB/JjrKy8vh4+Ojtk1haGiIsWPHYuLEiazCF6ncSiQSXLt2TWFrjVQs09PTFUYFyrB69Wr4+fnh5s2bmD59OgwMDDBgwACMHTuWPrDks/z999/UZqVv3764fPky5s+fz/p7ixcvxpAhQ/DgwQOEhYVxuobBgwdjyZIlKC0thY+PDyorK2FtbU2HO4hgPlA/z5uQkIC//vqLDlpMmDCBJd+jClpaWoiJiYGpqSk2bNigctqGx+OhW7dutIrN/K5zcnLw/v17pKamoqKiAikpKXJuEZaWloiKioJQKMScOXM4M5u2bNmCnj174sKFC1i8eDEcHR0RGBiIwMBAVspGpuYePHhAKaAhISFKrVIbgtA6CUaNGsVZ9UQReO7u7jIyRtWnTx/WDpOWloaoqCjExMRwdiJoLJo2bYrJkyfD19eXDt4D/8iLBAcHw8/Pj9U7A8DSrubxePQ0lkqlWLlyATZ30gAAIABJREFUJaf3njt3LkJCQvDmzRtcvXpVjvdLPG0lEgmtdPP5fEilUtjY2GDr1q2UR6wORkZGiI2NhY6ODpYuXSo3NO/s7AwvLy8EBASwHhyyuTRcADo6OoiLi4OhoSHWrl1LFTjUgUw/nTlzBj/88IPcz4nVSv/+/eUqxWVlZQgODuYsydqYNpCOjg4uXLgAAwMD5OTksFIeJvbs2UNbeAAQFhaG8PBw5OXlITAwkNM8to2NDaRSKfh8vtwUnkAgQI8ePSASieDh4SEXoebl5SEkJITT+mjbti3+/PNP+v8LCgro8EtjIbC1tV3BpMgpasaHhISgbdu2qKioQFZW1mcrdtGLEAgwatQoDBs2jHKQa2pqaCg8a9YsPHv2DN9//72cEBhxDeDxePj06RMdgNi4cSMnMgmTJLB7927s2bMHR44cwePHj6GtrU0JAR06dMCwYcPoJmdjY4NBgwZRCiRXEXNS0CspKcGaNWvkHrC8vDzcuHGD0vS0tbXh6OhIT6Kvv/6aPkiZmZno06cPfH19UVFRgRUrVnDK3Yk4PACsX79eoW3H+/fvcfXqVRw7dgzp6ekwNjam6Yu2tjZGjhyJTp06oba2FpmZmSoXSkREBJo1a4bExETO7ZmBAwfCx8cHFRUVCAoKQnR0NFxcXOimVlZWRgXwu3btihs3buDTp09Yvnw5jI2NcezYMc4SPcHBwXB3d8f79+8RGRnJer5lMhkyMjIQHx9P14eVlRVNsQwMDBASEoI2bdrg06dPKtfHhAkT4OLiQklIR44c4dy6UwY6jdQQbdq0oVNBzEWTn59POdJcmEPq4OLigkWLFtGw4s2bN7CxsaHMpmfPnmHUqFHo2LGjUjtHcjpdv34d3bt312g2Vd3pYGZmBj8/PzpsTkCKa0+ePEFoaCjnfPDQoUNo164djh8/jvXr13N6zcmTJ9G8eXMqYEBQXV2N8vJyGBsbIzY2FkuXLuX097799luEhoZqNP3UtWtX7Ny5E0D9JsOMDkpKShAXFwepVCrXDmtsG2jbtm1wd3dHTEwMvv/+e/rvkydPxtSpU+V+v7a2Fi9evKDPkSZF2dOnT6NZs2bYu3cvtm3bpvb3yTNTV1eH4uJi1vpQpvCira2NmJgY+v1pOrGmDHSYoSEKCgrw999/48iRI3j27Bl0dXVhb28PQ0NDuLq6Yvjw4ejVqxcEAgEyMzM1TsRbtGiBuXPnYu7cubCyskJNTQ2ePXuGVq1aUYcFHo8HiUSCPn36YPbs2UonoIikqpGREQwNDXH48GHOPjnkdLhy5YrC06GiogIPHjzAqVOnKIupWbNmdDrKysoKIpEIpqamyMnJUSlD07ZtW/rwcR00cHZ2pnntuHHjcPbsWVRXV1OaHrkn1tbWMDY2xvv371WGqAKBACtWrIC+vj7++OMPzo6DU6dORZs2bXD79m2MGjUK9+7do8Md+vr6aN++PQYPHox+/fpBV1cXmZmZKC8vx/Dhw9GjRw/k5eVh/fr1nKK3Jk2a0Dy/4WDInTt3kJaWBplMhhcvXqCmpgYCgQD6+vo07SGO9gUFBWpnazt16oSxY8cCqCf8cJERmjNnDpo2bYr4+HhMnDgRz549g76+Pu2pd+nSBSEhIejcuTNqa2uRkZGBvn37IjAwkD7X8fHxnDXHVEHpCawIZC5TJBKxiBSVlZV49uwZJBIJzp07p/Q04vP56N69O4YMGQIPDw8aFmZmZsLQ0JDuZKmpqbQqrIo5xQQ5hTVpwjf2dBg5ciTmzZtHw0amasPdu3chlUoRHx8vV0AjuXZaWhpGjx7N6b0WLVqEoUOHyil8aGlpYdWqVQoVNO7fvw+pVIqLFy/KhfbMFgtX5QcmWYWpngHU5/QDBw6EWCxm9eFJEdDJyQlWVlYatYHIKZudnQ2xWKx20fP5fAQHB2Pu3Lly9+L58+dUTURRnrps2TKIxWLcvXuXTnGpgq2tLSQSCfh8PsLDw1ktP2tra6p0yWzPlZSUoLq6miVAoYiC2hgIXFxcVnD1VC0vL0dqaipOnDhB53TJDmxjY4O+fftCJBLBxMSEnkZ8Ph8dO3bE6NGjsXjxYowYMQItWrQAj8dDTk4OSkpKYG9vD11dXZSVlSEqKgrOzs4wMDCgX4Qy9QWym5WXl9PiAqlikhxRla5XY04HAFi4cCGsrKxw8uRJLFy4EIWFhbC1tYWJiQmaNGkCDw8PBAcHo1mzZnSwg5x8enp6OHDggEqdKQIdHR0sX74cOjo6cmN+MpkM3377LYyNjXH48GEkJibC1tYWpqamVF0yJCQEzZs3R3FxMS04zZgxAy1atEBycrJCw2lFUDVeV1VVhSdPnuDs2bNUS4xEB46OjtDX1wePx0NGRgYyMzPVamTzeDwsW7YMxsbGOHr0KKccUSaTISgoCE5OTnj8+DH27dsHc3Nzmqv27NmTDlVUVlYiMzMTMpmMbkhaWlr4/fffOXVdRo0ahW7duiE7OxsbNmxg/aysrAx3797FsWPHcOfOHQgEAjRr1gz6+vo0YiOFVq7pkzrwZDKZ7P3793j27BmeP39O/zcjI4NTXkdkRsLCwmBnZ8fa/crLy1mSmUD9osvMzISJiQnNB2pra/H48WO0aNGC9buZmZn44YcfMH78eCql0hBVVVUICwvD/v375SqE1dXVuHr1KiQSCVJSUuQKLSS33L9/P3777Tf1dwv1otykCjxmzBhWf9LV1RVBQUHo378/q3eamZmJ1NRU+Pv7o6amBv7+/vjw4YPa91Kl8MHMSZn5XseOHSESiTBw4EDWppeVlYWLFy9i9OjR0NLSwoIFC3Dp0iVOn5mQVc6dO4fVq1er/X2BQIDevXtj4cKFclJEjx8/hkQiQVxcnML8T9nnUgVdXV3ExsbC0NAQa9aswdmzZwHUf1fEMtfMzIz+fn5+PqKjo1FSUoLw8HDOLUemfhVhGqoDmTjz9vam0cGlS5ewYMECta/lAiFQX0a3sbGherZAfe738eNH1NTU4MaNG0hLS8P79++Rl5fHyrMqKytx9uxZnD17ltLTxGIx7OzsWObcRE3BysqK9hhra2vx7t07WFpaokOHDpDJZCzPo/Xr1yMjI4NSz5gg/d5Dhw7BxcUFWlpaKC4uxsyZM+Hr60snYfr164d+/fohLy8P0dHRkEgkSE9PR4cOHaiqR2M8g54/fy5HLrh//z7u37+PyMhIyjAi9E0HBwfIZDKUl5fDzc0NV65cUav6Sd7r8uXLcg87+dmtW7dYDzlTTJ3JcrK3t8f48eMhk8lQW1sLfX196OjoqL0GJlmFK8WUyMyQTSw+Ph4tWrSgbo3t27fH7NmzkZiYCIlEghs3btDvvTFGbMx5Zia988WLF9i0aRN+/fVX9O7dG2KxGF9//TUsLS0xbtw4+nukgq0O7u7u1LGE670oKSmhzEOS4v3888+cXssFCp0ZgPpdrUmTJgAgN5IF1J98eXl5yM/PR3FxMT59+oSysjLweDy8ePECVVVVsLW1pYuYuRMXFRWhrKwMdnZ29G+XlJQgISEBr169wpw5c1BdXY07d+5gzJgxcsSNuro6CAQC5ObmYt++fXSOMi4uDg8fPsTDhw+xefNmGtL37NkTVlZWCA0NRWhoKMty5P79+0hPT+d2s4RCalimatEzTbIdHBwwbNgwmvMaGRnhhx9+UFm5Beo3VWWi8ookXxqioZRvQEAAJk6cCIFAQMP5efPm4dKlS4iJicGtW7cUphANTe64ol+/fnRRrV69GmVlZWjfvj1EIhEd7iAm8jk5OYiOjsbFixcbZcRGFv2lS5cUtvOYGsykjjN48GA0bdoUPB4Pffr0waZNm1SSdoB/DMhTUlI4j8i6urqySDE3b978bLPygIoFrA7a2tqwt7enyvqqUF5ejoKCAlRXV8PKyooVPr958wZHjx7F+fPnUV5eToepU1NTwefzMWrUKLm/Rxb0r7/+Cjs7O4U2G9XV1UhISEBCQgLlH4vFYpbiBlC/KLt166ZwEqYhevfuTcXBuQoEZGZmIjs7GzweD2VlZfjrr7/Qt29fGBkZYdiwYRg2bBhevnwJiUSCmJgYGloTUfmcnBy5GV1lio7KkJWVhcTERCpJk5ycjK5du8LQ0BBisRhisRhZWVlUuJA8nIrE4blC0aJ6/PgxHj9+jJ9//hmenp4Qi8X0VJswYQIVbqiurmYNZKiCvb093eg00dcyNDTExIkTaSTXt29f9O3bFx8+fKCkHebEnKmpKcsvmSsI3ZK8z+eoPDMhBOqZRhUVFTAxMWHlbo1BbW0tampqUFVVBaFQCD09Pejp6bGqcpWVlUhISMDZs2fl5GeI4l9JSQmkUilrDI+J+/fvIzY2li54VR68eXl5OHDgAA4cOICOHTsiPDycUjednZ2xY8cOhZMwDUHC1qtXr2rETCNfokQiwcaNG2FkZAQfHx+IRCIqBD979mx8++23SE5OhlQqpQsgKipKrhZBfnbx4kW1E0wNX5OWloaIiAh6ivv7+9MQm7hl/P3330hKSkJubq5ScXhVsLOzU7moqqqqqPoHSbsCAwNpNKalpYWzZ89SL6179+4pfS8yTZeVlaVwNlkRmHO/u3fvxrNnzyASiSjfnHgfP378GFKpFHFxcQgICKDG9YmJiZzeR09PjyWFTEYnPyeEAFgJPlAfcpSUlEAoFCocnFcFEqI1NDR+9eoV7t27h/v37+Pq1asKCxgmJiY0XyBjWsqwYcOGRnnwpqam0gWRmpqKyspKuLm5wd7eHlOnTsXUqVPpJAyRRgHqW2hEK1qT8M7JyQlt2rRhXWNJSQlOnjyJkydPomXLllS21dzcHB4eHnSnByAXtirS7FIHLS0tOcOysrIySCQSSCQS2NnZ0faHra0ttRch9+nhw4cK2VrKQE5tLovq/fv32LNnD2JjY+nJVllZCX19fRodvH37FlFRUTh//jwrdGW6OWrinsF035RIJHj//j0SExNhZmZG26StWrVi5evkOTh//jxnxwVSzCSnb0JCAmfGHlcoDKGFQqHcoi4uLkZtbS2MjY3lfIgaIjc3F1evXkVKSgoNIZVduEAgQNeuXTFo0CB4enrS8Li2thYymYw1gE4gkUjw5MkTeHh4aGyzwTwdtm3bhlu3bsHOzo7OhjZp0gTu7u5wd3fHwoULceHCBUgkEnTu3FnhvK06kNP38ePHCgnvxKJ1y5YttNDSt29fWs3fsmULleWJi4ujJ+mbN284DxP07duXGmgrCuHevXtHq6o9evTA+PHj0alTJ/pddOzYEbGxsdi7dy9iY2NVkh2Yi4qrmz3wz0mamZmJUaNG0QJcly5d0KxZM3zzzTeYNm0arl+/DqlUiitXrsDV1ZXSOzUJ8Ukk1dB98+PHj/jzzz/x559/wsnJiQ5UGBsb0w5HYzyyyHr53Kb3AGMeWBHIsLci8biqqirU1tZCW1tb6YJ+9+4d9u3bJ0fusLW1hbOzM+X1NuQ3FxYW4uDBg5g5c6bc3yTc2IKCAmzYsAGenp5ITEzE3LlzOX3gKVOmYMqUKSylBgLmJIy3tzft3QH/6G1pokLBHDT48ccfcerUKbWvYZImmDPOQP3JxOfzoaWlhd9++40aYqnD5s2b0atXLyQkJGDhwoWcXhMaGopvv/1WjhhRVVWFxMRESKVShcP/TH0wsVjMyQiAqSvVsD3TtGlTiEQiBAQEsDSfi4qKUFpaCnt7e9y4cQPffPMNp8/FHCZZsmSJWhVObW1t7N+/n0ZRpaWlmD9/vtqFzLR2BaDwefscEA4aNAgDBw7EgAEDWFxfACxngtLSUmRnZ8Pc3BwWFhYKaY0Nv2w7OzssWbIE4eHhePnyJYRCIRwcHORmbWtra3Hv3j2YmpqiZcuWSE5OZrW0mMjJyYGTkxPS0tKoKRTXnU3d6SCTyXDz5k3cvHkT69evx8CBAyESidChQwcaCQwePBi2traQSqXU9kMZmJVYrrK2TIWPwYMHU2cEpiyPTCbDiBEjoKenB6lUKmcryoSVlRV69OgBQLMTgORuhLTTu3dveg0DBgzAgAED8P79e5w/f541/E8ihBs3bnB28ejSpQs9SRvm2hkZGdi2bRt27NgBd3d3iMVieHh40EKoTCZDixYtMHr0aERHR6slivj4+EBHRwfFxcWcTOT4fD6t3xDHj02bNmHKlCkK9bMJyHNGNn5NohFNwKJStmjRAl5eXvDw8GDR4pioqqrC3bt3cfPmTdjZ2aFNmzZo1aoV67TigtLSUqSmptLy/ocPH3DgwAE4OzsjNTWVegUpA7mZHz58gJ+fH6exscacDsA/ukfM+WRyDdHR0ZBKpQrD4507d6Jr166Ijo7GsmXLOL2XMtKEtrY2du/ejfbt28ttlLdv34ZUKkVCQoKcfCw5STUZr2vdujWOHDkC4B/1DHINHh4eEIlEcp5Zz549w/379yESiaCrq4vvv/+ec1qzYsUKBAYGUhsTdTA2NsbChQvlRvFqamqom2FycrLCz0qeMa6RFCHTEG1xYvj97t07jBw5UmH/mM/nIyoqigr4AfWp1JewJWIlmK9fv8br16+xd+9eNG3aFDNmzICbmxurEqytrU1FxEmLY9myZeDxeGjdujVsbGxgbGyM9u3bo0OHDixmFVCfZ2zYsAEXLlygH65NmzaYPXs22rdvDwBKF+/Lly9hamoKMzMzGnYbGhoiIiJC6SJigpwON2/e5HwzdXR0aPEqMjISOTk5NE9lanw9efKEetoWFxdTnSWAe9tBFWlCT0+PRkg//vgjzMzM5PScFixYIFe5JXnY+fPnOXsVk/v07NkzFr2wqqoKFy9exMWLF+WG/9u0aUPDTGKqzpzrVgZ9fX2Ne7/FxcX0xI6Pj8f79+/h5+cHc3NzeHl5wcvLS+HUXMuWLRW2HFVh+PDhAOqfe3JfZDIZ7OzsMHbsWMoaY4LonpF7kJWV9cU8xRQOM3To0AFNmzZFdHQ0tLW14e/vL6cW0RCvX79GcnIyHjx4gKdPnyIrKwtaWloYPXo0Jk2aJJdPXrx4EdXV1ZRkwURDJUmgvjfo5eWFiooKeHl5ITIyUu4anj59SoXyGhZamHaWmpwOvr6+WLNmDSoqKuDj40OLcQ0F4ghIjlhbWwtfX1+N1D7Dw8MRFhamUOGD6C8xNbuInpNIJKJewQTp6em4desW/TtDhw7lRFgRCoWIiYmBmZkZNm7cSE9iVXB1dUVERAQ6dOjAigwyMzMhlUpZveWGCAwMpALvPj4+ag3Cgfp55pMnTwIAxo8fj4cPH0IoFLLYVszn5+HDh5BKpfjqq68QHByMly9fIjg4WO372NnZ4cyZMzTqKiwshEAgoJ2ZiooKDBw4UO4UJtau5Dn+4YcfOPPONYVciVdHRwfbtm2Dnp4e0tPT8ejRI5w9exYSiQSenp4IDQ1VGF63aNGC6jIBoEr8ZWVlePPmDR2MB9iMJoKPHz/CzMyM2qY0xJUrV2jPs2fPngDqZVGjo6PpImIaQzcstDANtDXpxZFd9/Lly6xKemFhIY4cOYIjR46gXbt2EIvF8PHxgYmJCdWNAup70E2bNlUoEMeEOk1iph40Gdonek537txBZGQkBgwYAJFIhE6dOsHR0RGOjo6Uvtm2bVtkZ2erHfvs06cPzMzMUF1dzXmTu3//PlatWkUXVUFBASwsLODg4EB7y7du3cLdu3dx6NAh1iIl9zc+Pp7T4mXei9evX9OhEEVsKzI15+LiAhcXF7qJEicLdVx/Ly8v6q8VHh6O27dvQyAQYP369fDw8ICuri4WLFiAFStW0NcYGxvTNqBQKERlZSVnt4vGQK683K9fP+jp6aG2tpYlmVJXV4dLly4hNDQUc+bMUUjGJ9NFQH1o1KpVK7i6uqJdu3ZKBbzv3r2LoKAgaoysjJO6Z88eAKDC3ED9IPaRI0cQEhKCMWPG4Pjx4ygqKoK2tjYGDBiAX3/9FVFRUQgPD6eD6xcuXFDL/yVo0qSJUjojE0+fPsX69eupoyKZVwWAzp07KxWIY4KEXYpIE23btqWD6squ49OnTzh37hwmTZqEIUOG4ODBgzSE09fXx9q1axEbG6vQVZEJsqCSkpI0IquQ171+/Ro+Pj7UwS8nJ4eauU+dOhXx8fFYtGgRnJ2dYW9vT9MMrkQRgUCg1s2RsK1GjBiB0NBQnDp1ChUVFTQ6GDp0KCQSCaZNm6aSSUje5+TJk7SfXVtbiyVLltDNnBwmBL6+vtDW1qabbHJy8mfv/TIhdwIz3QKUDZxfvXoVQUFB2LZtG53bBerbQ8nJydiyZQtsbW1ha2tLG9mVlZUoKCiApaUlwsPDaW7cuXNnTJs2jVZzFS30goICqkXFrOwyd7anT5/i6dOn+OWXX1gcaGtra4SFhdEFRQyvuJDXCZ0xOzubU/+vqqoK8fHx8Pb2Rtu2bZGRkQGZTEZz206dOmHevHlISEiAVCpledqS+56SkiJHmlCk6KgKb9++xcuXL8Hj8VBVVYVr166hd+/eMDY2xogRIzBixAiFc7JMsoomFWtFhmVEAXTXrl1wc3PDlClT4OzsDB0dHQwdOhRDhw6lAzE5OTmcDeF69uwJS0tL1NTUcFr0RJvb2toaffr0QUlJCQwMDGBra4tJkyZh0qRJuH37NiQSCRISEmiUp2rTrKiowNKlS/Hzzz/DwsICLVu2pLRLEh2QAh/X7kNjwVrA6ihwTJSXlyMsLAwDBw7E0qVL6cnSq1cvWFpaYtasWUrd0B8+fIgtW7bQQpSfnx+V/1Qka8sM5cgNUsZqIYsoPj6eFlrGjx9PN4YJEyYgJCRE4SJigsfjsUJari0AAwMDKhC/fft2XLhwQW7MkFAHSY6YmJhIw66GD4siFhUXMOmWRCfKx8cHYrEYTk5OaN26NebMmYOZM2fi6tWruHLlCqytrSlZhSnspg6qFlVdXR2uX7+O69evyw3/Ez68tbU1Nm7ciHPnzuHatWsqi23k+//7778529qSmWCgvuKdlpZGvwNlRUCSBinbNJOSkqjJfGBgIDZv3kzTOKB+UysrK1O6Bj4X+MwKsyYUOIILFy4gNDSU1Yts27Yt9u3bxxJwZ+LJkyeYMmUKSw1CkdsCASmk2NvbUwFwLg9zbm4uDh48SHOrtLQ0lJWVQU9PD4GBgSqNobt06UL7f5qwfHx8fGiuTTizJEf08fHBihUr6L0lOeLhw4ehra2N8vJyOVF3dSwqRVB0n4qLi3HixAmMHTsWI0eOxOHDh/Hx40cIhUJ4e3tj5cqV1Brkxo0bnCvWAPdFVVJSglOnTiE0NJQlgs/n89G3b19s3LgRMTExmD17Nlq2bCn3elNTU8oP0ITO6ufnRyV2rl27hpycHOzevRuDBw/G1KlTERUVhfLychgYGCAoKAh79uzBiBEjAEDlAiTPhZ+fH8sNghwsiYmJnNO1xkKQlpa2omXLligrK8PEiRNhZGSEI0eOcF7AwD9auV26dKFjg4aGhvDx8cGVK1cUajR9/PgRf//9N22sK0N+fj4t1S9duhRfffUVcnJysGnTJk7X1qtXLwwZMgQ1NTUYO3Ys9u3bh7dv38LIyAh2dnYsY2hXV1eqsjhp0iS0adMGt27d4lSJJViwYAFsbGwQFRUlRxQgul+E10tGKklVU0tLC0OHDoWdnR0+fvyIvLw8tZpdihASEoKuXbsiKytL4ezphw8fqN5ZWloarK2tYWNjQ8O+1q1bw9/fn5pkqyp8mZiYYMmSJRAIBNi6dStev37N6RrHjBmD1q1b4+bNm9i0aRN0dHSokkfHjh2p5ppQKKTXMHjwYPTu3RsfP36krh1csGTJEpibm+P06dNykUV2djauXLmC48ePIzMzkyqakHy5S5cu6NChA0pKSpCRkcF6bVZWFkJCQmBoaIjS0lKMGDECurq6EAgE4PP5+O233+Re87khR6WUyWSYNGmSRrOfBDo6OlizZg28vLzov71+/Rrjx49Xmsh37NgRO3bsUCpYRxru9vb2OHPmDPh8vkbUyfXr18Pb2xtJSUmYPXs262fKrFaYRmkNNaBUgdneCAsLw4MHD9S+hmk5Ul1dzUoh0tPT0bRpU/D5fM6aXapoiapASCcNySpEQP3vv//G6dOn5VIJog9WWFgIX19fTkR/Q0NDxMbGyrX0zM3NaWuOeQITS1BS+Dp8+DDnDdzZ2ZnaxJIWEtd7Qcz0CNLT03H8+HFIpVJaQ/n999/RuXNn2jIi90+T+/FvIKisrFxhbm5Odx0ej4egoCB07dqVauJyvYja2lo6f0tyATMzMzRv3hzx8fEKX/P+/XuYm5vDxcVF4c9/+OEHFBUV4ddff6VhbmRkJCe1BlNTUyxevFjp6VBSUoJbt25RY2imyiI5jRwdHaGjo0NVFlVh3LhxcHV1xZs3bzhL9ISGhqJDhw549uwZgoODKV3V2toapqamlAyhr6/P0nNSBhJNAMDKlStRWlqq9hp0dHQwf/58CIVCHD16FDt27EBFRQXVc2revDn69OmDIUOGUKF10m1YvHgxLCwscObMGc6igIGBgfDy8kJpaSlWr15Nw/Xy8nI8ePAAJ0+epIP15BpatmwJIyMjKhjx+vVrTgqSEydORPv27fHo0SOlssRMWFlZYc6cOeDz+Zg7dy6ioqJgZGSEpk2bwszMDL169cLw4cNhbm6Ot2/f4tGjR7TYyePxUFJSAl1dXZw/f56zK8S/Aa9r164yYs1RUVGB4uJilnpGWVkZTey5nspCoRDbt29H586d6b+pci8gptUNUVVVhb59+2Lv3r2UpVVeXg5PT09OOVpISAjmzp2r0W5oZGSEoUOHIjg4mJWX19TUIDk5mao2NHx/Jn2Oqzm4UChEbGwsTE1N5UgTLVu2xJ49e+SYbMoGzgmIbYsmBH9iDF5TUwM/Pz/KJ9bR0YGXlxemT58up3eWnZ2NpKQkmitqYhGyb98KpkehAAAgAElEQVQ+dOjQAadPn6ZWLcpALEFnz54NCwsL1jXcuXOHKoAq2lx1dHQQGxsLIyMj/PTTTzQ6UgVl1FMHBwcEBwdDJBLR76Surg53795FTU2NnGYbV8vYfwu+gYEBrXJu3LgRAQEBShP7U6dOISwsTE6orCFqamrw3XffsdohRFdYERo65BG8e/cOBw8epPxfQLMCCykqxMTEcI4iSkpKsH//fvj5+SE4OBh//PEHCgoKIBQK4eHhQQsts2bNYoV5bm5usLa21sismRSoFI1DGhgY0Adl3bp1uHLlCmpqaujA+bFjx3DgwAEMGzaM5tCGhoY0fWlMxfrChQusYYDKykrExsYiKCgIIpGICh8A9T1ysngrKyvlxk+VoUWLFrT1yOUaKysrcfnyZWhpaYHH4+HatWs0r+zSpQuWL1+OuLg4LFu2jHVgAPUz5UZGRtRWlAuUUU8zMzPp+tiwYQMyMjLA5/PRtWtXKkJBUF1d/cWokw3BW7t2rWzRokUoLS2Fn58fayfT19dnsXsIiGgZmchRVuRwcXHB7t27Ka0tLS0NY8eOlSs+EBX+hmDyaauqqqCjo0Pd1tWB6UPzbw2kiMoiUW1g0vTIrK67uzu8vb01Mnr++eef0adPH4UqhUuWLMHgwYNx//59TJw4EYD6HLGgoAAhISEswzJ1aNKkCa3oTp8+XW2/m8fjwdvbG+PHj0e7du1YJ+KbN2+oHacyvemZM2di3LhxeP36NeUZq0P//v3x008/oaqqCn5+figqKkKnTp2odxOTHJORkUGVVb7//nv06NEDcXFxWLJkidr3Ybp/qKOe8vl8fP3115g3b57CAygvLw9Lly7VqBjcGAiJM3hsbKxcGELYPefOnaNubQEBAbC2tqaqDUVFRYiLi4NEIpFTaXz48CH27dtHBbPbtm0LkUgkR+5XxrHm8Xh4/vw54uLiMGPGDNTU1CjNpRuC7KRpaWn/avEC9RtWYmIiS7WBLCJnZ2eW6zyxDlVXIVWl8KGrq0v7kMyfffjwgQ6cKxKII8jJyYGVlZXKMUMCcvq+e/eOswYz0eEi9iL5+fmwtramnkvffPMNdVW8evUqZSVxYVGpusarV6/Sjsa9e/dw7949REZGon///nT4v2nTppS+STYXrhEReR8uQod1dXW4du0aiouLFebWVlZW2LlzJyWG8Hg8JCcnIy4uDklJSf/KUpQJWoXmapEoEAjQvXt36tbGrB4/f/6cirMRdo9QKMTx48epMl9JSQkCAgLw6dMnmJmZYejQoayb3RCzZ89GQEAA+vfvj6tXr2LOnDlqr5FpZxkZGYljx46pvxONAFlEYrGYVa1U5o/DxLhx4zBz5kzk5+cjICCAFa75+/tj1apVcgMUiqCtrQ1PT08EBwfTKS5yL9XliMyK9a5du7Br1y7On52IBMTHx+O7776Do6MjHbxvaMdJ7Gqtra3x888/o6amBgEBAZyIGFZWVoiKiuLknuHg4ECvgdlVKC4uptegbIZXmba0OhBnB+Jb9ejRIzx79gwtW7ZUOlVXVlaGV69e4cSJE4iJiflXc8I8mUwm08RXlgkTExPK7mHya2tqanD16lWcPXsWKSkp6Nu3L0vF/uXLl9DX12f125Th1q1b6NixI7S1tbFw4UJOKozEfIoZcn1J/PHHH3ByckJ+fj7Mzc1Zc7LKZnVPnDiBFi1a4ODBg/j1119Zf2/79u1wc3PTaI6YhKZFRUUoLi5mSQF/+vRJoUBct27dqCSvJvPRqhaVKjvO8vJy6OnpISUlRc4mVhnGjx+PGTNmIDc3FyKRiFP9QyAQIDo6GhYWFtSEjuDFixeUQsrM9wMCArBy5UpOmyYBsx1G2kgLFixAUlISunfvDm9vb5qHK3vOs7OzqSgCl4ipIYQAOO82DVFUVITjx4/j+PHjaN26NXUzNDMzg7e3N7y9vZGdnY1z587RaSMArPyt4XB6QxBGUUlJCZKSkjhdFwmfExMTv/ji/eqrr+Dk5ASg3vSqoKCApbKoiKZXU1NDJ7caFnI0obMSMEPT/fv3448//kDnzp1ZOaIigThynzSZjwbqH3aBQIC8vDykpKSwflZbW4vk5GQkJyfDxMQEvr6+EIvFaNu2LR137NatG9avX49z584pdMxggoS1mswzu7q6UtWXsWPHUreK9u3bo1WrVlQBlDn8r05bWtl90NXVRUVFBXR1dVFYWAgjIyNIpVKWFBJQ31EhhTgmmjRpQjnZqjytlIFXXl4u47rjcIFQKESfPn0waNAg9OzZk+5+DRcqIS2kpKRQyRcmGpIauLQcAPbpMHPmTI0E6BoDYtX56tUrWpUlILO6RCaH4NOnT9DX18eTJ0+oMx6BKs0uZejTp4/S0FRfX5/miMwqLdMBY9WqVRpVrU+dOgVHR0eNLGkiIiIwduxYueegoWMGE66urnQKbciQIWpHMgmWL18OkUiE27dvs6xIlVmtMA+XadOmcfbsPXbsGFq2bEnVYQg3Gqh/fu/fv4/Hjx8jNTUVKSkp8PX1xdy5c1k+SYpQWVmJK1euQCqVslwrFEEwYMCAFZqKdqtCXV0d3rx5Q3OOsrIylsIhfWOBAOXl5Xj48CGd+mDi+vXrrDBww4YNnNTwR4wYgR49eiA3N1cjw7LGgM/nY/ny5TAwMMChQ4fk+uQ5OTlITEzEsWPHkJGRAWNjYzRp0oRuTBYWFnB2dkZ1dTUlaCxfvlxjOisxLLt27ZpcNFVdXY20tDRIpVLExMTg06dPlL5JHqDOnTvDxsYGHz58UOtW6OrqSm1JVq9ezTnCmTVrFiwsLHD8+HEcPHgQurq6cHBwgKGhITp16oTg4GB0794dfD4fGRkZqK6uxpQpU9CuXTvcv3+fjpuqg76+PjUs27VrF6uAyaSQPn36lFrmMifgmjdvDoFAoJZC6urqivHjxwMAXZDEfTA2NhbffvstTpw4gevXr+PNmzeoqanB06dPcfToUaqXbm5urnARC4VCtGrVCv7+/hg+fDjc3Nzw/PlzhSO8vBUrVshIRdDe3h62tra4f//+Z6OAtWzZkhaRXr16xbIlBUDDj4ZYv349q7XCNUcjp8O+ffuwdevWf3n1qtG9e3ds3boVdXV1CAwM5KSdPGbMGMyaNUvuJCoqKsLdu3epHrZIJOJkwWFqaorY2FgIhULMnz8fly9fVvsaPp+P48ePo3nz5pxzRIKlS5di0KBBrPaWOrRr1w6HDh0CwC6WWlpaUlke4lMF1D8TZEJLV1cXq1ev5ixLJBaLsWzZMs4KH5aWljh58qQcYaaiogJXrlyBRCLBzZs35Q4CQtFtqByqCX3VxsYGfn5+CAwMZH1+ZXj06BGioqIQFxdHWWh8kld6eXnh1KlT2LlzJw4cOMAK+f4NSJ718uVLhIWF0ZYCUB9WK1q8dXV1SExMZN00RQZnDeHq6kpbUpq0KRoLMr118+ZNzsLnpHUUFxeHiIgIxMfHo6qqCiYmJnTxVlZWwtvbmxM5wt/fH0KhEB8/fuRcI2jWrBl9YCIiIrBu3TrqakFyxJiYGGzYsAEeHh6UG81sb2kScpNn4MmTJ6xOR35+PiWjhIWF4fTp0ygtLYWuri4dcpHJZHBwcKAaWOqgqcIH0xFz7ty5OHXqFL0GX19fbNu2DRKJBFOnTqXD/46OjvS7Yp7ez54947x4gXoa8f79+zFs2DCEhobixIkTKiMaZ2dnLFy4ELGxsVi3bl09J0FfXx+FhYUYMWIEJSi0bdsWZ86cwY8//oikpCTOUx8NIRQKaXFFIpGgrKwM+fn51DTt+fPnMDc3l0v4eTwefvrpJ9YJpSjMbghmH49rvtRYGBgYUNYT1xSEiMYD9UJ3N2/epMUeHx8fTJgwARYWFtDR0VFYaFFUxGkM24wpDk+mc06cOCGXI3p6esLT0xMFBQWIjo5GcXExDAwMUFFRwbkfr62tTdUjVW2qDx48wIMHD7Bx40Z4e3tj0aJF0NPTA4/HQ1hYGMLCwnDz5k1ERUWxBu+ZaNasGc3zuW4wTJF30uvftGkTvLy8IBKJ4ObmhiZNmmDy5MmYPHkybt++DR6PBz6fj7y8PNoyk8lkGk2tNQQRHti0aRP69OmDwMBA9O7dW6Emu7a2NnXd5P/555/o2rWrHNHf0tISGzduxOnTpzF69Gi5EIMLiL4SMQMTCoV0iBuo3+0VjVvxeDyW0gcAWulVhsaeDo1Fv379qCk5l7AV+OfEbkiaINV8X19fjBkzhjWr6+XlhU2bNuH8+fOIiIhgpSDt2rWjgnpcIw5F6hkExI7Tz88P8+bNo7rXFhYWGDt2LGWYEbUPLujbty9MTExQVVXFaZ65srISqamp1BhcKpXS1MnNzQ0rV65EbGwsli5dyjKpA/65v2/fvlXpp0TApJ4y7wWhkIaHh0MsFmPHjh20xdO1a1d06dIFAFiDIsRH6d+iuroaly5dwpw5cyASiXD27FmV/Ay+kZERQkJCsHPnTrkCBglfSEg1depUhTuCMjAZNB8/fkSvXr1YtDc+ny/nygDUP9CVlZWsENrFxQXLli2T+9II+vXrBwMDA5SXl7M8Yr8UyCJQdho0BI/HYxmWKSuupaWlKVxElpaWGDt2LI4fP44DBw5QWRpAPjRVhaFDh9L+qLIxSSIQN2fOHAQEBOCXX35Beno6vWZnZ2fExsZizZo1cHd3V7mYmS09LtNDwD/PTWZmJlatWoWgoCBMmzYN0dHRqKiogKGhIQYNGsTi59va2qoUBVQELkKHDYf/mQcdk0FIaLufE+/fv8eaNWsQEhKCkSNH4tChQ3JrlH/48GHs2LEDRUVFEIlE2LNnD6VEMr8YPT09TJo0iZLb1eXIlpaW6NWrF4B/TkSyQzJDckXD/O/evUOvXr0oyYBci1gspl9aaGgoK/RmSu1w0bv6N3BycqK7MJf5UqB+59bEx0fRIiL6xs7Ozli0aBH1q01NTeV8Ivr7+4PH4yEzM1NtxRmo1yM7dOgQLly4AB6Ph4qKCrU5IoG1tTVtEXI9nRpamhJ7n1u3bmHZsmXw8fHB6tWracXf0dER4eHhkEgksLGxgUwm46xcwhziUMcbl8lkePHiBUu5hRxm2dnZnAhG/wYvXrzAL7/8goCAAERERODixYuoqqqCID09fQUpT9fV1eHWrVs4ffo04uPjUVJSAhsbGzrtwuPxoKenBw8PD4wcORIODg4oLCxU2N4ZPnw4evTogfz8fKxbtw6GhoZUueHhw4f0RshkMrlFXFBQgNOnT9PcnODp06ewtLSEqakpunfvjpCQEDg7O8PQ0JD+3saNGz+rgbIiTJ8+nTLPevbsSf16s7KylBZOpk2bhtatW2us8AHUM5hSU1OpzUldXR2++uor2o5ycXGBWCyGsbExsrOzFTo/AvXMuVmzZkEgECAyMpIKBaoDj8ej7a09e/Zg/vz5ePXqFQwNDamqSdeuXakSCJkjHzJkCLp3765RS8/d3R3BwcGoq6tTOM9M2mISiQRxcXH49OkT7O3taYrH4/Hg5+cHS0tL5OfnK2y9APXFK8IGW7duHaci5IgRI9CnTx+UlpbSe8/j8bBr1y7ORnP/FuTeJiQk4Pjx44qF3RvC2dkZLi4usLCwgI2NDby8vFih8OvXr3Hu3DlER0fTG0baOQcOHMCWLVsgEomwfPlylJaWYteuXZTTrIiJlZaWhtGjR8PIyIiVX86YMQPv3r2jKhoNdbRyc3MREBDwRXu/QD2ppFmzZsjJyWFxbmtqavDXX39BKpUiKSmJpbRJROWXLVvG2RxcFbZs2YKePXuiqKgIRkZGcvTNhiqLgGJxeC5wd3fHtm3bAMi3t0joSlwiCMrKysDn86Gnp4e9e/fS16vDmjVr4Ovrq9FUF7OV1tAU4OnTp9Qxg1nhbcxUFHmm7927R6fzSkpK4O/vz1nT+nNDob1oQ5AKGcG6deswYMAAiMViuLq6okWLFpg1axZmzJiBpKQkpKam0vyAhM+kDXTt2jXcuHGD/i1FoR95GBuywwwNDfH27Vts3boVO3bsQM+ePRESEkLzsPLy8i++eDt27EgHM7755huqYOLv7w9LS0vq9F5YWEitPdq3b09zrc8RallZWdFq9vfff49Xr16pVVm8f/++QnF4LmAaljWMbnJycrBnzx7s3bsXXbp0gUgkovUIoH6D9vX1xadPn3D+/HmqPqoIhoaGtD2jSSFywIABEAqFKC4uRnBwMGWetWnThor9R0RE4OrVq7Svq+lUVOfOnekzzSyobt68+b+2eAGOC7ghmGOGzZs3h1gsRkBAACwsLKg3DVC/+xF6HAk5Hzx4gJcvX9LpDUUgE051dXUoKyujDwOzEl5bW4tr166hZ8+eVA2BS073b0HyM2ar6tdff8XWrVvx9ddfQyQS0UH9kJAQhISEUEbPxYsXP4tKIeEi5+bm4vr166itrcXu3buxZ88euoj69+9PxRiCgoJQUlJCUyFNqqVcRQJkMhlu376N27dvY/369fjtt9/QsWNH8Hg82NnZYcaMGZg+fTqdI09MTJTbRIiiZ0lJCSfnQALmxpSXl0cdM9q2bUsdM0xNTdG/f3/0798fxcXFMDY2Viiirwyk3pCWloY2bdpAJpPhjz/+aPQcwecCX5n0K1e8efMGv/76K/z9/TFv3jz89ddf9BS8e/cu/T1SwCHVTFWCb+RBa4iG/WJtbW2qJgKAU+vg34A4PgCQC4Nra2uRlJSEBQsWwNfXFxs3bqQ0PrIhaWLpogrKVCPIIlqxYoVcsYfcU5lMhh9//BEDBw5UqMHdEEyZXK7tsrq6OsoJ3rZtG/bt24fc3FwIBAL06tULP/30E2JjYzF//nxWf1+TohJBq1at6InYcGNKS0tDZGQk/Pz8sHDhQtpLJ1LKxCYlKChIqXMIUH/viAFbaWkpnVNvOEX23wB/9+7dcvYQjUFtbS2uXLmChIQEWq1k5j0NSQiq9LWYWtXMEJvJjQZAfWIJvrSIWN++fWFkZISqqiqVfjfEN2nUqFH01CosLNRILF0ZXF1daQiv6iQtKyvDuXPnMHHiREydOpV1/5s1a4a1a9ciJiZGbhE1BNOpg+uiYrb0jh49iq1bt0IkEmHmzJm0empiYoLg4GD8+eefOHz4MMLDw6mwYWNYXi9evFA661tdXY2EhARERERg1KhRrHvh6uqK77//HrGxsVi5ciW6du0ql9b5+vpCV1cXxcXFdLP4UjPmmoJvaGiIn3/+Wc4Nr7EICgoCUM8MYuYGpIBATmJVC1goFNIiGTOnbZg/kYeL/IzQAb8USJ/x6tWrSiu9TAgEAkqd5ErGVwfywN67d48z28zV1ZWadG3fvh13795FdXU1TE1NWYto5MiRrA2xRYsW/2pRxcfH05ZebW0t/vrrLyxatAh+fn6IjIyk7co2bdrQefSKigqYmZmxpG2VgWmSx/X63N3dqezrlClTcPbsWSr2HxAQQMX+J02aRAuUJHx+8uQJ9PX1NWKifWnwU1NTIRQKsWjRIkRERHDuJyoCU4WgIfmchLckX3306JFK6h8J+ZgLhWm2ZWNjwxpDTEpK+qIFLHNzcxqpcCUK9OjRA5aWlhrlWqqgp6eH/v37A9AsjyU961evXmHv3r2YPHkyfH19ERkZSW1D2rRpg3nz5iE2Nhbbt2/H6NGj6UJ89eoVZ4VFpmGZsmssKirCsWPHMGbMGISEhODYsWP0u9PV1cUvv/yC8+fPY+bMmSpJ/r1792Yx/biAfKbo6GjcuXMHa9asgY+PD5YvX85yzJg2bRokEgkOHjxIIxTyTMbHx39RwzJNwJ8+fTplLo0dOxbr1q1TOGDABeT0ffnyJbV9JCCqDb169YKJiQkqKyuVhjzAP/kuk/TB3FyIFi/54omNyZeCr68vhEIhHUnjAvKwpKSkfJYCW2PYZlZWVrQDwJzOIoto9OjRGDVqFI4cOYLCwkJoaWmhW7dumDVrFsaMGQOAXctQByaLioth2fPnz5GSkgIej4e6ujo64G9paYlx48bh5MmT2LdvHwYPHiyXp5L7y9VJURn1tKKiAufPn8fUqVPlXBWJnHFdXR397//EoAxX8CsrK7F48WKq2ezt7Y24uDhMnTqVqhpwgZaWFi3NK6rMXblyBYWFhdDV1aWkC1VhNLlZzFOVtJeYtEQej4fCwkI5T6HPDVJ9jo2N5aQMYWJiQk3OPhc3m3xmTdhm/v7+StUzCJ49e4aNGzfCz88PCxYsoKE5UQQdMmQI9u3bh0GDBqks9jBZVJo85GQhXrt2DTNmzEBAQAC2bNmCN2/eAKg3nF+yZAni4uKwatUquLm5wdLSUqkooLr3UUU9Ja6KYrEYs2bNot81efZKS0s5Oyn+J8AH6hfJ1q1bsWrVKtTU1EBfXx+TJ0/G+fPnERkZiV69eqnlQHt4eFATLkXhTGVlJU38g4ODoaOjo3JnJ7kXcwEzB9CZpIGEhIQvamFhZGREWwdlZWWc8jNfX19oaWmhsLDwsxTXnJycaGiqicqIsoq1IhAi/dChQ+l71NXV0eGSpUuX0kXUrVs3uXTLzc0Ntra2qKur45xmmJmZUcMystGpGjP09/fH9u3bcfLkSQiFQhQWFnJyhOA6FUVQV1cHExMTCAQCSh8FvnyqpilYq1IikWDcuHE4d+4c8vPz6TTM5s2bIZFIMGXKFDkXPwKS6F++fFnpTOPx48dRXl4OU1NTDBo0CLdv31b6UJEFzPw5WTjkoSQ8Wa5zsI1FWVkZioqKwOPx6MYWHh6u0hy6saQJZSDqDwCwdu1a7Nixg2oyKUPHjh0bNR9tZmZGaxXfffcdxo8fL7eIduzYgbNnz2LKlCl0PJSpscVFPQX4xznw48ePCp0AHzx4gLVr18LHxwfff/89JQERToCpqSl+++03+Pv7qzTJIx0LrlNRzM9z7949GBoaoq6u7ouLRGgKuWP12bNnWLNmDQICAjB37lxcu3YNdXV1sLW1xZQpUyCVSrF582Z4enrSBdVwzlUZioqKaHgdFhaG2tpaOS1pAkdHR5iYmMgtYAMDA1rI4fF4/xEP1rq6OoSFheHSpUt0MigsLAznzp3D1q1b0a9fPxZ9T5U5dGPA5/Ph7OwM4B92Wrdu3eho3ZIlSxRKmGqic8wEc1ElJSXh4cOHdBEtW7aMir/b29vTZ2LXrl20V9oYV4jo6GiVUVRlZSViYmLwzTffyBnbubm5YdWqVYiLi8PixYvlRlGZ78N1KopZjCPR582bN5GTk8Ptg/2HoJSJxRQzt7GxQVBQEMRiMWxtbamoe35+PqRSKXR1dcHn8/Hu3TsWTVIR9u/fj6CgIFhaWmLMmDG4desWfTgbwsXFhXV6ESKFrq4ulYI5ePBgIz+6Znj79i0WLFgACwsLiEQiDBo0CA4ODujevTu6d++ODx8+ICoqCmfOnKEPizJzaE3BDE2Dg4Nhb28PsViMfv36wdDQEIMHD8bgwYNZzgilpaUKxeG5QJlIQGVlJaKjoxEdHQ07OzsEBgZCJBKhSZMmtNItk8ng7u6OrKwsuUJmQzCLSposepL7Pnz4EL/99hvEYjG8vb1haGiIIUOGYMiQIXj9+jV1aCBStwD3e8H0yia85/+l4hUBp2EGAj6fj549e2LQoEHo06cP69QB6plGy5YtUzsfO2nSJEybNg3l5eVYsWIF1q1bp/D3Dh48CCcnJ1pFPX36NJycnGgzvba2FoGBgSr5tV8KPB4Pbm5uGDx4MDw9PVmsJmIxuWHDBhw9evRfv5cygr+BgQG1vmHOSdfW1uL169do1aqVRjrHAFu/auTIkWonlng8Hrp164bIyEg50YfXr1/TDUWRiPuCBQswYsQIPH78mArlqQPTsOzHH3/EqVOnAKi+F9nZ2XBwcEBubi4CAwPVKszw+XxIJBLY2tri4cOH9CDx9PT84obdmkJgZ2e3gusvk1Gmixcv4syZMygqKoK9vT3tj3311VcIDg5Gs2bNUFxcrDQPevz4MUQiEUxMTFBWVgZ7e3uF+Yuenh7ev39PaXkVFRVwdnamxZMbN25wcpz7UsjKykJCQgJOnz6Njx8/ws7ODiYmJuDz+aipqcHy5cv/9RduaGiIpUuXUsdH5vxxdXU1nj59SkfrysvLqdIjUUgE6h/u/Px8Tk4IEyZMgLOzM548eUIlXdVBV1cXo0ePBlDvPCgQCGBjY0NzaTL2SQzD6+rqoK2tjRUrVkBHRwd79+7lTMLp378//Pz8UFFRgZUrV1KeecN7UVFRQe8FYfZpaWnBxMQEBQUFKu8Fc6SR1GxSU1Nx5swZTtf4n4RGC5iJ8vJy3Lt3D8eOHUNeXh4EAgGsra2hr69PSeT+/v4wMjJi+ckC9WN3paWl8PDwQOvWrXH79m1KD2TCwsICjx49ovmklpYWDAwM6Aji5cuXv3j7iAsqKiqQmpqKY8eOITU1Faampvjzzz8/CzdbJBLBy8sLJSUlWLNmjdKiX1FREW7cuIEjR47g3bt3dKqHz+fDxcUFQ4cOpU4JmZmZCjcWbW1tLF++HLq6uti/fz9n8gbxRX758iUWLFiAc+fO4cKFC6wNxdHREQMGDMCwYcNgZWWFFi1awMPDA1VVVVi5ciXnjW7OnDlwcHDAxYsXlToOMu/Fp0+faPgsEAjQoUMHtfdi+vTpaNWqFR48eECfve++++6/EumpA3d9HCWQyWQ4c+YMIiIi4OPjg1WrVtE+mYODA6ZOnQqJRIIdO3YgMDCQVk2lUilevHgBgUCgst/MVP4gKo3kBP5f4aMykZKSgpkzZ+L06dOf5e+RSihXLnJtbS2tCmdnZ2PDhg00D2/bti3mz59PVQ179erFaolpql8FKDcse/PmDbZs2UIVJC5dukTpmyEhIYiIiKC/x5X9Z2trS9MpLvlobW0tZXI9fPhQ4b2IiYnBTz/9RO8Fc6SRFLs0YaL9p6FRDqwJ7AguDmIAAB0+SURBVO3tERAQgMDAQJYkaG5uLjZv3oy4uDj07NkTW7ZsAVBfIFEURj9+/JiSOoB/8svy8nLaP/x/FV999RWOHz8OgLthNNOwjKlRTJwhfX19WTpkTGeEuXPn4uuvv8bFixexaNEiTtdIPJO5GJaZmJhQe9TWrVvThVtVVYXExERIJBJcv35daY5KaifZ2dkQi8Vq+7G6urqIi4uDgYEBS1ta2b3Izc3F/fv3MWDAANTU1KC4uBjm5ubYvHnzZ+Oyf27woqKiZL/88otCEe/P8gY8Hrp06YLAwEBWBXn16tWQSqXYunUrunfvrnQ+uKqqiuWAmJ6eDkdHR42UFP6vgtiRvHz5EsHBwZxe4+bmhu3btwNQLA6vpaWFvn37QiQSoWfPnqwTmKQmCxYs4Dz6uGHDBnh6enJ2jiTo27cvxGIxOnfuzPrec3NzER0dDalUymp98Xg8nDlzBg4ODvj999+xc+dOte9BDMvKy8vh4+Mjx14j90IsFqNHjx4KCTqVlZUQi8Wc6gf/DfBkMpksPT0dY8eO/eJicFZWVvjzzz9hbm5Olf2dnJzU7m7k1AXqG/sdOnTAo0ePEBoa+kWv978JpsPeL7/8QivD6rBq1Sr4+/vjxo0b+Oabb1T+LnFGEIvFLIXFiooKXLp0CRKJBLdv31Z60pmZmSEmJgZCoRDz5s3TaAifQFtbm7WhMBl/TLOvdu3a0UUbFBSk1LaViZ07d6Jr166IiorCihUrVP6ulZUVAgICMHz4cEpWIrpcn2MQ5UuBX15eTpX9vjTy8vLwww8/APhHqP3Jkyd0tlZZ6MT0qCFc3C9JnfxfwPDhw2FhYYHa2lrOBtUGBgbw9vYGwC1HJJTFoUOH0gispqZGJduKCeIK8eHDh0aTaaqqqhAfH4+IiAgEBgayONCurq6Uvrly5UoA9XpfXBYvk4jBpcecl5eH/fv3Y/HixfTf+Hw+Zs6cKWcH9L8EPhm6Dw4OxrBhw774G5J+KbOaun37dtTU1CjlWzPpgmSo/9+MPf5fwODBgwEAGRkZnMM3LjrHikCcGOrq6jBmzBilbKtt27bBz8+P1ioa4wqhCrm5uZQDPWHCBJw5cwZlZWXQ1dWFra0tZDIZWrZsyZrVVQbiP1VQUKDR8AHhS6enp+PDhw+wsLDAli1b5AQU/1fAP3r0KA19vvvuO6xfvx59+vRB+/bt0bRpU1ZeYG1trVZ+RB1IVZXZ/snIyKBVW2a4Rv6buVjJBtDYkcf/CzAzM6Mh7YEDBzi/jtxbTSRpANA2S25uLl68eIHo6GhMnz4dYrEYu3btonm0u7s7Vq9ejbi4OERGRoLIMX0JJ4zU1FT88MMPdFY3OzsbPB4PpqamdFZ369at1EOJCT6fDzc3N/B4PJUTbw2ho6NDBQKOHj2KqVOnoqioCDY2NlizZs3/5KHB69q1q4zInQ4cOFDuF8jc7p07d/D111+jXbt2qKyshFQqxenTp1n2jerg4OBAudDh4eGsRWxhYYEzZ86w5GqZaOiiV1hYSDnR/69h9OjRmD17Nj58+AA/Pz9O44vNmzenpJawsDCVmmNM6OnpIS4uDvr6+kpdAAnbSiQSwdvbm7V5Zmdns5RRviTs7e0pfZN5ApeUlODChQuQSCR49OgRrYzX1dVBJBJpNFixevVqVFRUwM/PDyUlJSxJ3cWLF6uUUvpvgA/UFy0WL16MBQsW4NatWywpHB0dHXTq1AkTJkxAu3btqBD7sGHDcPjwYezbtw+BgYEqJ0EIhgwZAqD+xG3ImS4oKKD2FIqKJg3Da1NTU07uff8XwQxNubrSk+H7N2/ecF68QL1IgL6+vkqRAJlMhps3b1JnhHXr1qGurg4ymYzTKN/nQlZWFnbu3AmxWIzw8HDExsaioqICRkZGGDp0KA4cOIDjx4/TFlhWVhbnxQv8I0hx6dIlSjy6ceMGrUFMnTr1f+4UZpGZL126RHMnoVAIU1NTtG3bFq6urujcuTOcnZ1ZLR2gfti6Q4cOmDNnDs6fP4/Tp0/LGaUB9RsBCfFOnjypcJEeOnQIw4cPV+iXBLCr0UC9IiHJ1f5fgZOTk8ahqUAgoLmbpveDacfJpQtBRiv5fD4qKys5C7Z/TtTV1eH69eu4fv06DA0N4ePjA5FIBBcXF1bBqa6uDp6enrh27ZraHL1p06bo1q0bAPmJul27dsHPzw+Ojo5wc3NTO7Dzn4RSJlZNTQ3y8/ORnJyMbdu2YfLkyfD09MTkyZOxY8cOuUVqbGyMkJAQnDhxgo6WMXcrsjArKyuVDnuXlZVRZRBFC7zhv/0vVwcbC7KgHj16xNl3qWfPntDT04NMJqPEDy7gol+l6ho1MSz7UigtLcWpU6cwfvx4SgoicHR0xIYNGxATE4M5c+ZQTr0ikMPl7du3VBuLICMjg/5b7969P/Mn+HfQiEpZVVWFu3fvYvfu3Rg+fDgmTpwIiUQiN330/3V37UFRlf/7OXuBDVhSWAVEMy5CujqkjIhEBLGykK4SXVBZARGvaUpTdnGcyjEwJzEvMYrpQI0mVwWCFCVTRBRvY6TIqGHeAgOxdRHY9vL7g3nf31l2F86SIH2fGf9YgWUP57zv+7k8n+eZNGkSvvzyS+zbt49S2ebMmQOgSwOpJxPjvLw8NDY2mg1Vuk8/mcvZ/8tg61z3VZLGXPRjCWz9Kq66Vy4uLnTYfyBsXK0BiUJOnTqFTz75BMeOHYNWq8XQoUMxd+5c5OTk4LvvvsNbb71lJF3M5/Pp38LSPDs5dcnY5GDBv+JCX7p0CevWrYNcLkdqaqrJRMmYMWOwf/9+JCYm0uZ4b0UAjUbTI8uG3ROWSqVW2Z0OdoSGhsLR0RGdnZ0WifrdMWTIkD5pb3XXr+IqEzN9+nTweDw0NjYOqlDSz88PPj4+ALqcMsrLy/HBBx8gKioK6enpVANr3Lhx1OV+9erVEIvFCA4OhkQigVartRgdEuGJnlRYngaeyNPf1taGwsJCxMfHIy4uDrm5uXT+VCAQYPny5fQBee+995CRkUH9bMyhrKzMaKGywc7BBQIBlfL5XwA7NOWiOw2YqmdwhUwmoyIB1jCNyKIvKyvrda52IEE4DBcvXjSaYW5tbcW+ffswZ84c6q+sUqlgY2ODt99+G4cOHcKnn34KoEs51VLPnUSNYrGYkybaQOGJH1/19fXYuHEjIiIijCZy2CFxQEAA0tLSUFZWhnfffdfEcWHcuHEmxTI22It74cKFT/DTPz30NTTtK5mC0FB5PB527tyJd955B73Z7Lz44oucXCEGGkOHDqUtxZ7mw+vq6rBx40ZERkZi48aNePToEWxtbSEWi2EwGCCVSrFo0SKj4RsC9qLl2hkYCPAWLlyIwMBADB8+/ImWyDs7O5Gamkr1ei9cuGAkj2MwGODk5IT4+HgcOHDA6FQmD6Wlqih7cUskEjrO9l9GfHw8eDwempubOYemvr6+NGy0ZkGJxWJ4eHjQ1+7u7pg/fz7279+PnJwcLFiwwGyoSHLtixcv4vbt25x/X39j1qxZEAqFaGlp4cRA02g0yM/Pp88mwzBgGAYSiQSLFi1CYWEhdZ4kIKIV3f2KnzYEixcvpi90Oh3UajU6Ozuh0+nov87OTjQ2NqKiosKqcIvMVwJddMlbt24hJiYGb7zxholRWUBAAAICAtDa2kqnU/Lz8y1KrRBiB8MweOutt56I5+7TBGEAOTs7Y8uWLSgqKjLr4McG6VtevXrVos6xOURGRsLGxgYqlQoLFixAWFgY5HI5vLy84OXlhaVLl2Lp0qW4fPkyCgoKUFxc3GdXiP4Gj8ejtkBFRUWcFUAnT56MUaNGQa/XY+XKlbh58yYUCgWmT58Od3d3JCUlQSAQUAMzUozlwsMeSAguX74Mb29v2Nrags/nW7T89PHxQUhICCQSCWd6n5+fH81zb968idbWVuzatQtZWVmYNm0aYmNjjQTtDAYDJWfo9Xp89913GDZsGH242WAXryZMmACpVDpoh657w8SJE2lVlGEYTJ06FVOnTqUew0VFRSbaVGydY2urwWzJ24aGBjQ0NGDPnj3w8vKCXC6HXC6Hu7s7pFIppFIpnnvuOfzxxx+U8DFYfIGArraOm5sbdDqdVSIKZPOrqamhThuZmZnYvXs3UlJSMHv2bCiVShQXF+PmzZtU6dKSiurTgiAhIQE8Hg8jRoyAs7MzHB0dYWNjA4FAAB6PBz6fD5FIhJCQEAQFBWHhwoUoKCjgFEoQQv6FCxeM5o2J+HtZWRl8fHygUCgQFRVlROBoaWnBw4cP8dVXXyEsLIzS98jMKmBM7FiwYIFV86iDCSRluHDhAnbv3o1Zs2YhNDTUyGP48uXLVO9JrVb3ST0D6OoMEFHA7i2TGzduICMjAxkZGZgwYQLmzJmDiIgIJCYm0hOeK+FjoECKVydPnuQs+SoWi/HKK68AMN38dDod0tPTMXnyZHh5eWHOnDnYsGEDVaa0hls9EBAAXafdnTt3cOfOHYvfSEyZRSIRfH19TZrd3fHss89SnWCiHGgOxNZj69atePnll/HZZ5/Bzs6OUvT+/vtvfPPNN1QLmJ2XdJeDGTNmjFWh5GCAnZ2dUWhKGEZEvWLWrFkYM2YMPQ1TUlLw888/02KStWQKsllcu3atR8nb2tpa/Pbbb3B2doa/v3+f5F/7GyNHjqQSs9YQWMLDw2FrawuVSmV2hlmv16OwsBAffPABAgIC8Oqrr1KRQEv2NE8LnKvQEomEhsNcqnAKhQI2NjZobW3lVFggth6EFMI2EPvhhx+MBMXYPUv2ZyEWlf8lyGQy2NnZ4fHjx0ah6d9//439+/fT9kd+fr6RMwJJPbRardmqqTmw7Ti55LEGgwFff/01ff3XX39ZZXTW3yC5761bt6zqSZPZ5ps3b1psV5KUxc3NjfbZW1pacP/+/X/zkZ84OC1gb29v7NixA0BXEt8bWZ5hGDq4UFJSwrmwYGdnR3e67tHAZ599Zna8kH0Ky2Qys+qWgxlsLjJ7iISNuro6bNiwgTojsGVyoqKiqGhgb1YrfbHjrK+vp/fPmiGJ/gabW19QUGCVXxHhPJPKsjmQ4mtHRwf1gXqaEsaW0OsCnjJlCnbv3g03Nzeo1WqsXbu21xM4MDCQLiRrCgvs6aLuQuRnzpwx4gazbxghFPB4PErZ/C9g1KhRmDhxIgBuJyJxRtBoNHTWlVRFrbFa4WrHCXR1B4RCIQwGA7Zv38710vod06ZNw7PPPouOjg6rquI2Nja0otzThkQ44vfu3YOLiwv0ev2gSh8IelzASqUSW7duhb29Pe7cuYPExET8+uuvvb4pMeK6du1aj3l1dzx48ABarRYGg4GaabPB1jVin8LsinRUVJSRFO1gBllQt2/f5hya+vn50WH/zz//HNHR0ViyZAnKysrQ0dFBrVb27NmD/Px8JCQkQCKRYOTIkVTFk6tzIGDscUxsRwcDiEVteXm5VTUAmUxGi3+kRWQOxJaG4MyZM3Q0MTw8nIbvTxsWF7CHhwfeeecd8Pl8tLS0ICkpiWoV9YazZ8+io6ODs7I/QXt7O6qrq8EwDKXssXH16lWjKqC5sMnBweE/MeTA4/Ewffp0AH2bBLp06RJu3boFg8GAc+fO0Vnd9evX0032+eefx4oVK1BaWoqdO3eCx+Ohvb2ds36Vo6Mj1UgeTL3f8PBwWknPy8uz6mdJ1frIkSMWo5CoqChIJBIYDAZ6WpPrHz58ONLS0vDxxx8PinTN4gJOSUmBUChEU1MT4uLi8ODBA85v+u233yI4OLhP/UKSa0ulUhrGsEF0jgHLulgk/x7MCAgIoKEZV3KMSCSiJ4O5cK6trQ0HDx5EUlIS3nzzTWRnZ6O5uZlanQBdhawVK1b0OFpHIJfLKeGjL4qT/QWy8TU3N6Ouro7zz/n6+tLUoqeFP3XqVDAMA7VabXL9ERER4PF4ePz4Me7du9f3i3hCMLuA3dzcaHl+3bp1aG5uHrAPVF9fTyuK8+bNM/n66dOnezXckkqlVPVysIJ4CdXU1HBWjQgPD4e9vT0nMgXbGWHTpk30/4VCIZRKJXJycqiAnKViDjntDx8+bLFaO9BwdHREQEAAGIah+tdcQcLeq1evWnROFIlEtEdMBkrY108iw4KCgkGhjGp2AROv3/v37z+VkTGiEx0cHGx2aH/lypVGZAJzUzHLly/vvw/4LzFkyBAEBATAYDBg3LhxWL58uZEusyWQfLSiooKz2yDbXqS+vh6bN2+mxUCpVIqPPvoIhw4dQmpqqpEus5eXF3XEGEzhs0KhgEgkwsOHD60isIhEIppa9VRYJZtkR0cHbc+R62erpQwWrWizC5gIhqlUKqvK808K1dXVlJBBtJ7YaGpqQmZmJn1tbiY4ICDAIi20O5YvX46dO3ciMDBwQOaLp02bRttfjo6OSExMREFBAWVhmVP97Kt6hq2tLaVcFhYWYu/evYiNjUV8fDzy8vKgUqlga2uLiIgIbNu2DSUlJVi2bBmSkpIAgKpBDgYwDENP0eLiYquUN4mXcnt7e4+z1mSTJNX9Gzdu0Dn3d999F0BXP7i3KHCgYPK0uru700R/1KhRFvWp+hvEiSAqKsqsJu8PP/xgxLrqfgrz+XzMnTu3199ja2sLpVIJf39/bN++HcXFxVi2bFm/FihIaFpaWopt27ZRCxE/Pz+sXbuWCpn7+/vTxUNCtzt37lilcyyTyeDg4ICOjg6jE+vKlSv48ssvERkZiU8++QSnTp2CXq+Hi4sLkpKS6KJ3c3NDdnY2Dh48iCVLlnCKFPoLU6ZMofelJ3afOXCJXtibJHnmyGbJ5/PxwgsvAECfRez7A0b2ogzDIDMzE+7u7jAYDBAIBJDL5RAKhRg/fjwcHBwwcuRIjB49Gs8//zw8PDzg6ekJNzc3qFSqJ2p+3NDQAIVCAUdHR+h0OpNQ3mAw4Pr165SUzjAM9Hq90Wnh4+OD/Pz8HvM3nU6H+/fvY8SIERg6dCjEYjEmTpyI2NhYTJkyBXw+H42Njb2alnOFl5cXtTxZv349jh49itzcXJw+fRoGgwGjRo2CnZ0d5YgTi9bo6GjY29tj3759Vi3g1atXw83NDeXl5WbVUHQ6HW7cuEGHJh4+fIjRo0dTIgPhnjs6OmLSpEmIjY3F66+/Dr1ej9u3bw+o4XVaWhqGDRuGqqoqq7W/CE9+06ZNJn5RBHFxcZg0aRKam5sp4YV4K7399tsICwujumMNDQ3Q6XSwtbVFWFgYvL298eeff3ImLT0pGLkTuri40Nh+27ZtmD9/vonruiW0t7cjNTWVsw0IFyiVSqxatQpqtRqRkZFmF9GaNWvo0IQ57NixA99++y2n3+fi4kIdFdknsFarxYkTJ5CXl4dz5879q7QiJSUFcXFxuH79OmbPnm3ydZFIhPDwcCgUCsoYAv6/ZbZp0yYcOHCA08IZN24cNdxevHhxr/x1gg0bNkAmk6Gtrc0onP/nn38onZZhGGi1WlRVVaGsrAyVlZX9WuhydXVFcXExeDwe0tLSrDqBFy1ahEWLFuHu3buIjo62KFtcXFwMV1dXNDQ0wMPDw8iwLTs722hyTqVS4cSJEwgMDKSjsXfv3sWCBQsGtOhrtIAFAgEqKipgb2+Py5cvo6amBl5eXvD19aUUR41GA71eD51OB71eD71eDwcHB4hEImi1WsyaNcsqLd6eYG9vj8OHD0MkEuHDDz9ERUWFyfc4ODggJyeHtkm6S8+2t7cjMjKSc9GHwM/PD/Hx8XjllVeMJqDu3buHH3/8ESUlJRZ3ckvg8/n46aef4OTkhM2bN1MdbEsgQuYJCQlGIgZqtZoKmVuqpgLAihUrkJCQgLa2NoSGhnLaeJydnVFaWgqBQIA1a9ZAJBJBoVDQaRygazPRarXUJQPoqtgeOXIERUVF/TLWSfLyR48eITw8nLOcD9tuNTMz06h2wkZgYCC2b99On2m2YZuTkxN++ukn8Pl8XLlyBWPGjDG6dqBrkxcIBPj++++xZcuWf329XGGUA2u1WmqaLZVKMX/+fISEhNB+ZX19PXbt2oUZM2ZAJpMhIiICkZGRiIiIwOPHjyEQCGieYAkMw3ASgQe6+pqnTp0CYMqMIVCr1UhNTaWv+Xy+0c195plnaEHGGly6dInqI927d4+G8CNGjKBeQbm5uXTj4ILg4GA4OTlx5iLfvXsXe/fupddTW1tL2VYxMTHIyspCbm4u5s2bZ2KSzjAMnXLau3cv56ghOjoaAoEAzc3NOHr0KIqKipCcnIyYmBjs2bMH9+/fB8Mw9AH+559/oNPpIBaLERMTg+zsbOTk5GDu3Lmci4i9QSgUUu2zrKwsq7S4/P39aTW5JwYaW1aWaIyRXDc5ORl8Ph+dnZ1ITk6GXC7HF198QUdqNRoNLWp1F6rob5gUsXbs2IF169ahuLgYtbW19EPa2tpi/PjxWLVqFTIyMox2oMePH1NWS/cFLBaLERYWhtWrVyMnJwfV1dWoqqrCqVOn8P3330OpVPZ4o4lbQHBwsEWKZFVVlRGxoXvVVKlUWu3nxG47ZGVlYdmyZVAoFNi5cydt4Ht6elIZWC4g+frJkyc5+zHL5XKIRCI8evQIS5YsQWRkJNLS0ujJ6+npiZUrV6K0tBTp6ekICwuDQCAwMlbn2vLg8/k0HSksLDTivN+6dQsZGRmYMWMGVqxYgfLycmg0GgiFQhrxkBTHy8sL7733Hg4dOoQNGzaY2IZaC5lMBicnJ2g0Gouyr5ZACoZnz561SLxgM87IMAhbY2z8+PEAuua1NRoNVCoVDhw4gLVr1wLo4leT5/748ePWXdy/hIksJCFtsxeEi4sLPD09ERgYSFU05s6da6TMQfqyr7/+Ov766y+4urpiypQpeOGFF8yq+AmFQowdOxZjx47FwoULkZ6ebvbmVFZWoqOjAyKRCC+99JJFAkN6ejqmTZuGZ555BgzDGIW9fD4f6enpYMsH9QZSvW1vb6fFnz///BO7du1CbW0ttm/fDoPBgGPHjnF6P2dnZ0qO6Qt1khiWdXZ2oqCgAAUFBfD09MSMGTPw2muvQSKRICQkBCEhIWhtbaU5cmNjI2cZmODgYLi6ukKr1VIPq+7Q6/Worq5GdXU1HB0dERkZCYVCgbFjx9KHn6RYQqEQMpkMMpkMjY2N+PHHH1FcXGw1g4l0RY4ePcp5CAPoSsHITHpPpy+RGFKr1bSFSp5/Dw8P2g8nLEGCyspKpKamIjY2FjweD3l5eQOuVmJe17Ubmpqa0NTUhOrqami1WiQkJGDmzJlGC3jPnj1Yv349JBKJkccq0JWHXrx4EWfPnsWVK1dgMBjg6uoKHx8fzJgxA0OGDMHatWthY2NjQnHr6OjA6dOnERoa2uMCVqvV2LRpE9asWUNFytiL2N/fHy+//DJn6VVyWh49etQkfyaL6syZM5wJ/kT+taWlhXMbwtPTk+7+5qiTv//+O7Zu3YpvvvkGQUFBUCgUCAkJoVNd5PqJfGpvpH9yzVVVVZzmXlUqFXJzc5Gbmwtvb2/MnDmTWpWSE5ec0q6urkhOTkZycjJqampQVFSEX375pddiHLH2Aawb2ge6NmGRSIS2tjaz9RMCcj8bGxvh7e2Nuro6GhLHxsYC6Ppbm8vtCwsLrZq4e9LgtIDZOH/+PBISEkxyrvLycjQ1NUGpVMLDwwMPHjzA+fPncfbsWdTW1potr5eVlSEzMxPr169HSEgIPvzwQ6hUKpNGe1VVFUJDQxEUFEQXpjkcPHgQLi4uVGq2+yJet24dlEplryfS6NGj6Zhf96hALBb3ieBPThFrDMtI79fSw0Og0+lQWVmJyspKDB06FO+//z7kcjkYhoGLiwtWr16NVatW4fjx4ygpKcHp06dN8kh2hGBtmAp0DcCnp6dj69atCA4OxsyZMxEUFGRUfNNoNLCxsaECho8ePcLhw4dRUlJi8frI362urq7Hgp05kIV55MgRi21AtsQQOX3ZvV+ieDpYPbj+D99AUFL1snZ8AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] @@ -126,7 +125,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -155,7 +154,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -184,7 +183,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -213,7 +212,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPAAAADxCAYAAAD1CTo3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAGJgAABiYBnxM6IwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nLy9d0AU5/Y+/uwuvS29w9KrogiCImIDUQSlqdck5t70mFgTS8SGJTYw9ZOY5JvEa2ISo1JsiBqNgpXYogIioCAiiIBSpe/vD37vZHaZWWZ3xnv+SgRmdnZm3vec5zzneUTNzc1yY2NjAEBlZSW+/PJLnDlzBlzD0NAQBw8ehKmpKX777Tfs2LGD+llAQAAWL16MgIAAAEBXVxf27t2LH3/8Ea2trZzPwRba2tqYNWsW3njjDZiYmKh9Dc7Ozti3bx+0tLSwdetWHDhwYMDvDB8+HEuWLIG/vz8AoKOjA3v27MHu3bvx/Plz3tcAAFFRUZg/fz4cHBwAAM+ePcP/+3//DxkZGejp6WH8G39/f+zevRsA8OWXX1L/zRTh4eFYtGgRXF1dAQCtra3473//i99++w2dnZ2Mf+Pg4ICDBw8CABISElBVVcV6fJlMhgULFmD8+PHUv+Xk5ODrr79GbW3tgN+fMWMG1qxZg97eXsyZMwf37t1jPbZyjB49GosXL4a7uzsAoK2tDT/99BP27NnDei2ahlQqxRtvvIGZM2dCW1sbANDQ0AALCwu0tLQgPj4eTU1NvM6hp6eHV155Ba+++ioMDAwAAHfv3sXnn3+Oy5cvD/r3ksuXL6fq6OjA19cX5ubmmDx5MkaOHIl79+7hyZMngx7gnXfewahRo9DS0oLly5crfImPHz/GwYMHUV5eDl9fX5iZmWHYsGGIj49HZ2cnSkpK0NfXp/HF9/X14datW8jOzoa2trbCNQQFBaG8vBz19fWsf79t2zY4OjqisrISGzduhFwuH/A7tbW1OHjwIB48eAA/Pz+YmppixIgRmD59OlpaWlBaWsr4d+rEvXv3kJGRgZaWFvj7+0MqlWLMmDGYNWsWxGIxbty4MeBvNm3aBHt7e9y8eRMbNmxQefwHDx4gMzMT9fX11PFDQkIwbdo0PHv2DGVlZQP+JiIiAhMmTEBDQwO++uorlcdvamrCiRMn8Ndff8Hd3R3W1tbw9PREUlISDA0NUVRUhK6uLgD9D2x6ejoMDQ2RnZ2NQ4cOqfFNAQ8fPkRWVhZqa2vh7+8PU1NTjBw5ErGxsWhqamK8Fk2js7MTFy9eRG5uLiwsLODu7g4DAwPI5XI8evQIp0+fRktLC69z9PT04Nq1azh06BCMjIzg5eUFKysrTJs2Df7+/igtLcXTp09Z/15ibm6eevHiRRw/fhzW1tZwdXWFnZ0dEhISIJPJUFxczLpb2traYuPGjdDS0sI333yDgoICxt+7f/8+4wM6efJkPH78GBUVFby+BPJF06/B3t4eiYmJcHR0RFFREdra2hT+JioqCnPnzgUAbNy4Effv31d5jrKyMmRkZKCjo4N6cMaNG4fx48fj4cOHqK6u5nUNyouRn58f9PX1ERISgtDQUFRWVuLx48cA+nfU119/HQCwatUqxl1OOeRyOYqLi5GZmYm+vj5qMZowYQLGjh2LBw8eoKamhvr9WbNmwdfXF5cuXcLJkyc5XQNZ7CorK6kFe/jw4QoL9ty5czFu3Di0t7dj2bJlGmUxcrkcJSUlVIZC7seECRMwbtw4PHjwAI8ePVL7uGzR0tKCU6dOwdfXFzKZDCKRCGZmZkhOToaRkREKCwupBUrTeP78OfLz8/Hnn3/CwcEBTk5OcHZ2RmJiIqytrVFUVMT4XUns7e1TAaC5uRknT57E5cuX4ebmBhsbG3h4eCA5ORmGhoaMH3L58uXw9fXFo0ePsG7dOvT29rJ+QPKAZmVlQUtLS+MdX1WQaygoKFDYCZKTk6Gvr4+ioiJ0d3cDANatWwdra2vU1tZiy5YtnI7f29uLGzdu4PDhwzA0NISXlxcsLS0xbdo0+Pn5oaSkBM+ePeN1DWQxOnv2LAICAmBhYQFbW1vMmDEDnp6eKC0txapVq2Bubo68vDyVqTNTdHd348qVKzh69CikUik8PDxgbW2NuLg4+Pj44M6dO2hqasLChQthZmaGrKws3Lp1S61zlJeXMy7YU6dOxZgxY6ClpYVdu3bh3Llzah1XOXp6enD16lUcPnwYJiYm8PT0hJWVFWJjY+Hj4yPI/SDh5eWFxYsXQyQS4bfffoNUKoW5uTmVUXZ0dODOnTu8s7GnT5/i2LFjuHnzJjw9PWFpaQlfX18kJSVBLBajuLhYoayiXmASJO29f/++yrTX19cXK1asAABs3boVd+/e5fQBOzs7cenSJRw/fhyWlpZwc3PjvONzDfpOQHaawMBAzJgxA+3t7XBycsKcOXMAAPPnz1d74aCvlo6OjgqrpYWFBYqKitDR0cHrGhobG5GRkYELFy7A2dkZdnZ2cHV1RVJSEiwsLNDb24vly5dr/IC2tbXhzJkzyMvLg7OzMxwcHCCTyZCUlAQ7OzuMGjUKALBz506NFtbe3l7cvHmTyih8fHxgamoKLS0t9Pb24scffxRsl2xvb8fZs2dx5swZODk5wdHRETKZTND7sWHDBjg5OaGkpATLli1DRkYGmpqaMGTIEGqBioqKwqNHj/DgwQPe16RcKkil0gGlglwuH/gCk2Cry6KiolBXV4e33noL9vb2KCwsVACuuEZzczP++OMPtXZ8dYPsBO3t7dQ1jB07FuPHj4dYLMbx48exd+9ejY9PVstbt27B29sblpaW8Pf3R2JiIpWyqspKuERdXR0OHz6MO3fuUAsq0P+ClJeX867BGxoacPToURQWFsLb2xsWFhbw8fEB0L/Dff7551TWokmQjKKwsBBTp04FAIjFYsTGxsLDwwN3797lDQSRaGxsRE5ODgoLC6nsiNwPABrfj7CwMLz11lsAgNWrV+PRo0fo6+vD7du3B+AvU6ZMwfDhw1FaWoqGhgZe16NcKpDNaPz48YiIiMDDhw/ZX2BgYF3m4+NDpb329vYAgJSUFE41GFuQHf/evXvw8fEZsOPzTUt6e3vx999/Izs7G3p6evD19YVEIgHQvwuVlJTw/qLJavnkyRNqoQgNDcXUqVNRX1+vFsrKFpWVlZBKpQgKCupfeSUSCmh6+PAhHj58yOv4VVVVFNAVGhoKiUQCsViMqVOnCgIOffDBB3BxccGjR49w79492NraKmQUxcXFgqH6VVVV1P0gDz0B7Z4+fYry8nLOx5JIJEhLS4O5uTny8/Oxa9cuhZ+TBerEiROwsbGBi4sLHBwckJCQAFtbWxQWFvK+LnqpYGxsrAB0qXyBlT8kHSQioaurK0jay7bjT548GXV1dbyBro6ODhQXFyu0BGxtbZGQkAB7e3sUFRWhvb1d4+PTQSK5XA4/Pz+YmZkhMjISo0aNwr1791BXV6fx8S0tLbF582Zoa2vjp59+QllZGbXrx8TEYMiQIbh7965KxJLrNYSHh8PGxgY9PT0wMTHBhAkTEBERoTE4FBQUhPnz5wMA1qxZg6+++golJSXw9vaGubk5/P39kZSUBC0trQE1Ht9rUQbtJk6ciPDwcFRWViqAdmwxY8YMxMfHo7e3F8uWLWMtWQgSf/XqVeoF8/HxoWrXoqIi3tlYe3s78vLyqNLN0dGR2wtMorm5GSYmJhg7dizkcjlEIpGgaa+qHT84OBjl5eW8gK6FCxdi2LBhqK+vx0cffQRXV1dYWVnB29sbycnJ0NbWRlFREa8HqLu7G3/99RdycnJgbm4ODw8P2NjYID4+Hi4uLiguLtao9fDll1/C0dERT548wfLly3HmzBmcPn0a9vb2cHZ2hpOT06CIJZcwNjbGBx98ALFYjNWrV6O9vZ0XOCQSibB161ZYWVnhr7/+ws6dOwH0ZxQZGRmoq6uDn58fpFIpgoODMX36dLS3t+Pu3bu8ASFgIGhHXq64uDh4e3ujpKSENYXX19dHeno6DAwMkJWVhcOHDw96vpqaGmRnZ6O6uppaNEjtytayUzdIqXDr1i31XmADAwOkpaXBwMAA+/fvx88///xC+rv0Hd/KykoB6HJ2dtZox5fJZFizZg3EYjE+++wznDhxAllZWQpfdFBQkGD93dbWVpw+fRrnz5+Hm5sbbG1t4e7ujqSkJBgYGKCwsJBzbenl5YV58+ZBJBJh7969uHTpEoD+Gjw3Nxd///03VfP5+voiMTFR41U/IiICkydPRnt7O9avX4/Tp08jLy8PTk5OFNCVmJgIS0tLTgvFlClTMHv2bAD9XQt6uSKXy3Hnzh1kZGSgq6sLvr6+MDU1xdixYxEVFYXHjx+jsrJSrc/PFgS0O3v2LGQyGezt7eHi4oKkpCSYmZkxAl1vvPEGxo4di7a2NrVaXnK5HHfv3kVGRga6u7sV2lzq7P6DxaA1sHK8/vrrCA8PR1tbG5YvX46ioiKVQBfftJcOdJG2kIeHByNBYLBYtWoV3N3dUVFRgU2bNlEvZ2lpKfUAkWsYN26cYLXlkydPcOjQIQUyC+mNPn/+HCUlJYMuFBs3boSjoyNqa2vx4YcfDvh5dXU1I7lBFVGDLebOnQtvb2+cP38eubm5ABSBLrJQ+Pn5DbpQ6OjoID09HcbGxjh69Cgj0w1QJDPo6upSqXV0dLRgLUYSDQ0NOHLkCIqLi6kMb8iQIUhMTERfXx8FdFlZWWHz5s3Q0tLC999/jwsXLqh9LnJdR44codpcpGXn4eGB4uJiNDc387oeiZOTUyqXnYZeg/3www/UBQ2W9grx5T9+/BjZ2dkKrS3yEnDpvxFKJ8BM2ujt7cX169dx6NAhhf6uULUl8A+ZpbW1lVoowsPDMWnSJDx69IiVqhgeHo433ngDALB06VLWGpSOWPb29mq06otEIqxcuRIGBgb45ZdfcOfOHYWfE3Corq5OobUxbdo0RqDr5ZdfRmRkJDo7O7F06dIBZBrleP78Oc6fP4+TJ0/CyspKgVTEp/xgigcPHiAjIwMNDQ0DgMfGxkbEx8fD398fjx8/xurVq3nVr6TNlZeXR+3+BMAzMTHhVXpKzp8/n8olVVmyZAmGDh2Kuro6rFq1asAFvYi0Vznu3buHzMxMVkYX2zVs3rwZtra2uHHjBr788kvW49P7u0LXlkD/Ykd6o3p6evDx8YGFhQWmTp2KYcOGobS0FI2NjdTvSyQSpKenw8zMDHl5eQMQUKYgiCXTqu/p6Yk7d+6wrvq+vr54+eWXAfTTTJleOJL2ZmZmore3V4HRRWdBSaVSbNu2Dbq6uvj555/x559/cv6empqacPLkSVy6dAmurq6wsbGhyg+hWozkWoqKipCZmQkAFPA4adIkeHl5QSQSIS0tDcXFxbzPBfyz+5eUlFAbXUBAAK+Oi+TTTz9NjY6OVskddnNzw6pVqyAWi7Fjxw4UFRWxHvBF93fpBAE6h5vtGsaNG4dXX30VALBy5UpOSDC9tiRIL50NwxdR7OzsxIULF3Dy5EnY2dlBJpPB0dERiYmJsLGxoVoPycnJiI2NRU9PD5YuXapWv7StrY1x1U9OToZUKkVRUdEA8n98fDyCg4NRWlo6KMOLgENHjhyBsbGxAtDl6+uLESNGYMiQIXj69Ck++ugjjXrJg3HphWA+kWshwKOpqSk8PT0hEokA/LNg8U116VFZWYnMzEw8e/aMypTIRlRbW8u57rexsYEkIiIilc4ddnJyGrBbrlu3Di4uLigrK8OWLVs4fWlcGV2axmD8Z9JXTE9Ph6mpKU6fPo1ffvlFrXNUV1cjMzNTJRuGTzQ1NeH48eO4du0a9QKQ1gOZUtHX18e+fftw7Ngxjc5BVv07d+5Qq/7QoUORkJCAnp4e3Llzh7oPCxYsgI2NDQ4fPszKa1cOslCcPXuWam3IZDLqJfjhhx/w119/afTZSQzGpRcK6GptbUV7ezumTZtG/dtgi56mQSeCaGlpwc/Pj9qIAgMDUVZWNig/ISUlBZLCwsJUOkhEpkgIUjps2DC89957AIDU1FS1aWKDMbqEALqY+M9JSUkYPnw4hgwZgp6eHixbtkwjxs//gjj/6NEjZGdn49GjR9TxR4wYAX19fap+5EsFJG2bp0+fUvdh9OjRmDJlCp48eYKnT5/iww8/hEgkwldffaU2OaehoYFiQY0bNw46OjoAAB8fH/T29uLOnTu8sha2ybPBskd1QiQSYdu2bbC0tMT58+fx+eefKyx6BOjiey30oFOLyUZEiCB2dnYoLCxk5CcMGzYMH3zwQT8KTUCiioqKASDRuHHjYGhoiMuXL+Pbb7/V6EOqGvsTCugi/Gf6NTg6OgIA/v77b/z222+80q3BiPNkCEDToLce9PT0MGTIEIhEImhpaSEkJESQ1oNcLkdhYSEyMzMhFoup7ykqKgrjxo2DmZkZWlpakJaWpvF3paenh9mzZ0MkEqG9vR1GRkYYNWoUpk6dqjYLiim4ZF6aYi0xMTGYOXMm+vr6sGLFCly/fn3AokeupbGxURCGHQmyEV25coUaMPH29qYILnR+AllorK2tFdtIhDtMR0oNDQ0BAPv27VN7KkU5/hdAF7mGgIAAakDezs5OsHSLIIpnz55V6I0mJSXB3NwchYWFvHbLnp4ezJkzB87Ozujo6IBYLKaIB0IsFEC/sMLly5eRm5sLS0tLuLu7w9TUFEA/Y+3YsWODIsZssX79ejg7O6OkpAQvvfQSRCIRtVBMnDgRY8eORVVVFe+sRVXmpTx5xiVIy8vIyAiHDx9GVlYWgH8WvYyMDIVrmTRpEsaMGYPKykpeVGLloBNBSDYWHBysQASJiYnBrFmz0NfXN7APTECio0ePUm+/SCTC6NGjBUtVXjTQZW5ujoULF0JLSwu3b9+Gubm54OkW0xCAEIMMY8aMoYjz69atw48//vhCFgrgnznX4uJiREdHA+jfQRMTEwes+lwiNDQU77zzDgBg7dq1uH//PgoKCnD06FGYmppSO0tsbCz8/PwEac8xzSAHBgaq1WcHgJdeegmRkZHo6OjA8uXLByxg3d3dKCgoUAC6rK2tMX36dHh6eqpkdGkSyvwEUraNHz8ekZGR0NPTw+HDh9mJHMnJyQgPD0dXVxcKCgrg5OQkWKpC4kUBXR9++CGGDBmCx48fY+7cuTh27BjVVxxs0F/doA8B0PuJMTExGqVZa9asgb29Perr67FhwwaFhYK0nchCQSce8IkpU6YgODgYzc3NaGpqUlj1m5qaUFpaOugxxGIxtm/fDgsLC5w/fx4//PAD9TP66CIBusj4pa2tLW8eOvBP5tXW1qbQZ4+MjERtba1K7MbExIRqee3Zs0dly6u1tRV//vkn8vPzB/R02RhdmgYhgtDLNktLS+jp6aGvrw9paWnML7BUKsX27duho6ODn3/+GRs2bBAsVWEKAnTRU3dNgS4PDw+kpKRAJBIhPT0dxcXFVF+RSfJFT0+P9zUwDTKYmppSaVZFRQWnNGvs2LF47bXXAACLFi1S+BuyUCgTD6ZMmYLGxkaNa0ttbW1s2rQJBgYG2LVrF1atWoWuri4MGTKEGl2Li4tDZ2enyn5oTEwMkpOTqfqR3s8mQYCuW7duUQ8jQd11dHRQXFzM6z6QybOsrCyFPvuUKVNUIrvvvvsuQkJC8OzZM3z00Uecsr/6+noK3SfMMcLoIq0noYAuOhEkJCQEUqkUIpGIfRpp/vz5CAoKUujhqUpVOjo6OKcqbEEnOfABulJTU6kabPv27QqfSXnQn1zDjBkz1Eq32IL0E48ePQozMzOFNMvDw0NlP5GMrZmZmeHMmTP46aefBvwOnXigXI+NHj0a9+/fp2R3uMbUqVMRExODrq4urFmzBq2trbh+/brC6JqJiQnCw8MRFhaG+vr6AawxXV1dpKWlDagf2YKMXz569GgAD/358+e8BxnofXb6iF9SUhIcHBxQXFxMZV52dnbYsGEDJBIJvvrqK1y7dk2tcxF0X3lh1WR0cbBoaGjA77//jqqqKri6usLCwmLgC+zk5ITU1FSIxWJ8+eWXAwTV2FKVqKgotZrQbMEH6AoNDcW7774LoL9+ZOMxMw36c023uERbWxv+/PNPnDt3DjKZjFLTSE5Opqhzyv3ExMRExMXFcWp5kXrs2LFjChNPM2bMgJubm1qUw7Vr18LKygpHjx7F8ePHqX8no2sFBQUICgqCVCqFjY0NoqOjYWdnp/ASzJ07FxMnTkRHRweWLl3KKR0mqPuBAwfQ0dFBvchjx44V7D7QR/w8PDxgZWUFLy8vJCUlQVdXF0VFRViyZAl8fHzw8OFDrF+/XqOSjb6wyuVyaiiDgHbKemN8o6ysjCrbBrzAq1atgoeHByorK7FhwwbGlZCequjq6lK9sujoaIwYMQJlZWWCAl30QQY2oIteg124cAHff/+9yuMrD/oTIGqwdEudePLkCQ4fPqxAnWMiUdCnvA4cOICcnBxOx6dPPLm6usLW1hZubm5ITk6GsbHxoGDgsGHDKJ41qbeV4/Hjx9i7dy/KysoQFBQEAwMDqr2hp6eH6upqbNy4ETo6Oti9ezfOnj2r1ndEdMYOHjz4wu4DQXarqqoUlEUTExMxdOhQAP2yUFxqfVVBz8CY9MaE1OgiZZvCCxwQEIAlS5YA6JctHUypkaQqJ06c4KwGqW4wDTIw0emmTZuGpKQkSiuKK7rZ0dFBEehtbW0V0i1HR0fcu3ePN7pIqHNsJAoycNDa2orly5erDYKQiaeysjJK1YRwbLu6uhTYVvQg+srXrl3Df//7X5XnuH//Pn755RdUV1dTO0xgYCCFhTQ2NiIlJUXjGlbVfVBOezUNoiz6/Plz+Pn5UVri3d3dyMnJEUTLClAE7TQdw+QakjFjxqSSVYFO+v/iiy84H+RFg0QAO9A1efJkNDY2YsGCBVQNlp2drfbx6emWu7s7rKysKEVLCwsL3Lhxg9c19PX1obCwEFlZWQNIFIGBgRCJRPj+++9x8eJFjc9BKIfNzc3UThMWFsYo32tjY4OVK1dCLBbj008/HXSxBhTJJu3t7Rg6dCh0dXUp0kZJSYlKAXguwXQfSNqrp6en1hw1U5Adv6amBpMmTaLkiaZMmYJhw4ahvLyc945PQtUYpkQiEUSlQ3Lz5s1Ua2trmJubY9asWQCAFStWaMSMetEgER3oog8yREZGwsjICF1dXZxrMLYg6daDBw8QHh4OLS0t+Pv7U4qWfAEWOomCiIUT4nxzczOKiop4jczRWW/K8r3BwcFUefPaa69hxIgRqKmpwbZt29S6JlJ+BAQEQCaTQS6Xw8DAgJqqEuIlYEp7AwMDBQG6JBIJNm3aBHNzc1y9ehVlZWXUQElCQoJgOz4JMob5+PFjBZWOuLg4BYVJja5l/fr1qb6+voiIiIBIJMKpU6fw66+/8vrAfHpyXIKumG9vbw+ZTNZ/MRIJLC0tBelR19TUICoqChkZGfDy8qIULSMjI1FTU8P7GlpaWlBZWYnExETqBXZzcxNsZI6JY2tnZ4fExEQ4Oztj8uTJ0NXVxa5duxidHwaLwMBASucqLS0NfX19Ci8B4QoIlfYSwJEAXRMnTkRNTY1GO358fDxmzJiBnp4eLF68GL///juuXbs2AOgSKnsEFNVHlBUmx40bp7E5gEQikaSOHDkSOjo6kMvlMDU1RXNzM29JGTpIRIAuAk4ICXQNGzYM/v7+6O3thVgs1lixQzlee+013Lx5Ez/++CMjwDJ8+HDeAAtped29exfp6ekvRJWTiXLo4eEBXV1d9Pb2Ij09Xe0an+hcWVtb4+rVq9i2bRuOHz9Oob3W1tbw8vJiFNTXJMizdPDgQejr61Mjnmxz1KpCX1+fAgwzMzNx5MgRAP0DJVlZWXj48KFCjS9U5kWCzqknVirEHICLlYpySPr6+lJnzZoFPT099Pb2wtDQUFBJmY6OjgE9OQJ08U1VZDIZ1q5dC7FYjG3btiEnJ4fR0kPdl8Dc3BwLFizApk2b0NvbywqwkHRLE7CO3vJau3Yt8vLyXujIHL28IbrYYrEY06dPV1vMb8qUKfjXv/4FoL/cIgsxvfygvwRCLUbkPvzxxx+wtbVVmKO2s7PjxOh6/fXXKZ2r5cuXDwCTCIVRWUs8MjJS0NFF0qajCxNqwk6TrF+/PjU0NBTNzc2YO3cutLS0FCRlhg4dqtYKxxYEnLhy5Qrc3NyoVZpPqrJ69Wq4u7vj/v372LRpE5Vu8X0JFi5ciHPnzg0Y3lDuK9KvgfQVuVwDW8vrfzEyZ2hoiISEBAD9LojGxsYUiaK1tXXQzEtXVxc7duyAkZERcnJysH///gG/Q+5DW1sbpThJ7sOTJ08GMOv+7//+D/n5+ZyzpWfPnlFz1CTtJa0tVYsRmyyUctB3fHrmJeR9IEEXj1CeCeeysEr27t2bqqWlhZ07dyIvL49VUkYozmpNTQ0r0KVOqjJ8+HAsWrQIQL/OFXko2DS6oqOjOUvTXr9+HX///bfKa2DqK3KVRCUtr76+PixfvnzA4qiJWRvXmD9/Pjw9PXHjxg28/PLL6OzspK4hIiICEydOVKnR9corr2DSpEkUaYPtc9BLKGVmXUhICKWTHRISAnd3d869b3qQtJersihdFmr16tWDZhz0zEs5exRqHoAEESZkuhZVC6tk48aNqdXV1UhNTaUgbeVVgc5ZFUI7GegHujIzMxlTFS4gEb0GY7K/5MPo4poJKPcVuQAsurq6jGNrTKFqZE6TrMXMzAxr1qyBRCLBl19+iZKSEoo2SQgaqjS6zMzMsHXrVujo6OCnn37i5MFMBxyJF5atrS3i4+Ph4+ODSZMmYceOHbymkrgoi7q7uyMlJYWShSosLOR8fFX2qepKBKsKOjutq6trwMKq/ExJpVJIUlNTU7dt28ZoTsa2KsTFxXFKtwYLVUCXKhZOVFQUXnrpJQCKNRhTsI0uCgF0kWsgTCImgEX5Gl599VVMmDBBLdohW3tO3ZbKv/71L4wePRqNjY34+OOPKXLH8+fPce7cOZw6dWqARhe9tly0aBECAwPR0NCgNmmD3IeLFy9SrDGZTAZzcyIaPl4AACAASURBVHO0t7fj1q1bvDaFwZRFJ0yYAHt7e5SWlmLr1q0aPbds9qkJCQmCanTRr0VfX5+6FuVnav78+ZDMnDkzVZU5Gb1539nZqeCN+yKBLjYWjra2NtLT02FiYoLc3Fzs27eP0zmYRhfVkablcg1MAAuRRikqKoKuri62bNkCHR0d/Pe//0VeXp5a51DmcJMdfzBpWqC/7t6wYQOMjY3x22+/Mbq/k9ry+vXrVD1GXCusrKyQkJAAsViMzz//XGWJoSrq6upw6NAhVFZWYtSoUdDV1cXw4cMRGxuLp0+f8tYZI8qiyq4Vtra2EIlE+OSTT3ifg0n4QkgbIPq1nDt3jvGZ8vLywtSpUyHp7u5O5UK07unpYV3hhg4dKshwNh3oYmLhFBUVISkpCZMnT6ZIG+rWIHSNLro1pFBoLxvAMnv2bERFRcHS0lKjHYwEG4d7sJZKeHg4kpOT0dvbi3Xr1qn83phqS39/f4jFYjQ2NiqUW5pGeXk5fv31V3R0dFCjixMmTMDo0aNRVlbGW2KJlIE3b95EVFQUZWgXFhYmSBnIpo4qpN81CfJM0cFTV1dXiMViSEQiUao6B1OlnSwk0EXaEXQWTnx8PEaPHg0tLS388ssvOHXqlEbHV4X2CqXRRe8rjhw5Evr6+jA2NoZIJMLZs2dx6tSpF9pSURZD+/DDD+Hs7Iz8/HxKB3mwILUl3XJUX18f48eP15hEQQ+6YbqpqSm8vLxgY2NDtedu377N+1kaMWIEJk6cCLlcPgB1F8JCRxXWIpPJcOfOHcHE6Ml7IRKJ/nGpVMdahR584W8uoczCkUql0NLSQl9fH37//XfeomJMaC8d6CoqKuKNMpaWluLAgQOIiYmBkZERAMDT05MXk4geXFoqNjY2WL58OQAgPT1drZKnr68Pb7/9NpU56OjoUPXYxIkT8eTJE0F0xs6cOYPz58/D3d0dNjY2VOalibQPCT09PaSnp8PQ0BAHDx7EggULKHCIDnRVV1fzLgNVYS1GRka8sRZ6vPfee7C1tUVdXZ3mLzAJAnQpD2cLDXRdunQJ8fHxAPrrucjISEHYUMA/aO+LArr8/f0xZ84cAMCFCxdgZ2enMZOILdhaKnFxcfDz84OTkxOqqqrwySefqHXcqVOnUgJqb7/9Nvbt26cAQEVFRQ2YD9Y0yFRVVVUVlVYHBwcjLi5Oo93ytddeQ0REBNrb27F06VK0tLRQHkzKZWBAQIAg94HN7zohIQHd3d2sk2FcY9KkSXjllVcAAO+//z4kW7duTeXLu1UFdI0fP16QFW7JkiXw9PTE48ePcf36dchkMgU2lBAP0IsAupRph++//z5OnTqlMZNosGASQ3NycgIA/PHHH8jPz+d8LHrL6+jRo8jIyKB2/NLSUowYMQKGhobUjq+joyMId5hkXvRWyrhx49TiDFtaWmLLli0UaeP8+fPUz+hAl52dHZydnQW/D0x66GFhYYiOjkZ9fT2n6S/l0NLSQnp6OqRSKU6cOIG9e/dCkpWVlSoU1U0V0MXHJMzf3x9Lly4F0D+nvHPnTt5sKFWhanRRXaBr8uTJ1O5LWl5saK9Q5Qe9DTFy5EhYWFhAJBLBz88P/v7+nO8DnbSxbNkyhQWyoqICv/zyiwJ3WB0yy2BBdywkzxJxpefCGSbChsTLi+n7JGXgjRs3FMqP5ORkQRYjgrVkZWVBIpEojJCGhobi/v37apm+z5o1C1OnTkV3dzeWLVuGlpYWSD744INUoWFwoYGujz/+GHZ2drh16xY+/fRTAKrZUELoKrFpdKnD6KK3vI4dOzag5aWKSdTa2irINbz55pswMDBAbW0tjIyMKL6ttbU15cHEFKampti2bdugpA2y43d0dCgQcoSq8ZmeJfo1MA3He3p6YuXKlZQ5mSovL4CZ7yDkYkQmw+gjpITMwlUCycjICNu3b4eenh727t2LEydOAAAkBQUFqUy2oFwe0MFCFdDFFZwYN24c/vOf/wDo94JRFm1jY0Nx6Y1yicGALlWMrjlz5lAtr2XLlrH+HhOTKCIigjfAMmvWLEyaNAnPnz/HrFmzUFBQMMAInG2wfP78+RgxYgQaGxuxcuVKlTsRQZMPHTpEtbZUkVk0CTYzcybDuY0bN8LJyQklJSXYtm0b53OwLUaTJk0SbIT01KlTCmQWIoE0mPfSO++8g1GjRqG5uRkrVqygfk9ibm6eygaDMxmdaRJMQBcBJ1TyPP9/pUZiTrZnzx7G4zOxoei9UaGBLi5m4yYmJti+fTt0dXU5tbxUMYk0GSjR1dXF1q1bYWBggL179+LMmTN4+PChglkb3Qicbtbm7OyMdevWQSwW44svvuA8L0z8fdnILGw+P+qEspk5MZwjw/FWVlZ48803AfQPu6jrAMG0GAmt0UXILHQJJDbDOQCwtbXFxo0bQWYW6GZxFArNJCJH+J5kwJyvdrK6QFdSUhJlr8nFnEwVG8re3l4woIvNR4qOI8ybNw8jR45US2sYYAZYNCk/kpKSEBUVhY6ODqSkpFBppiqzNqKg+Prrr8Pd3V2lsKGqYGttEceH4uJiXjW+8jXQh+MjIyMhkUiQn5/PyU+ZLehm4y9Ko4tIIClrpRHvJSJJu3z5cvj6+kJ5ZgHAwDYS1wdU0+AKdBkaGiItLQ36+vrYv3+/WvaaqnqjQiGlhE7HNLrY29uLt99+m9Iavnr1qtrHpwMs6g6UaGtrY+vWrTAyMsL+/fsZd38mszaioOjq6gqAm7ChqqDX+PS2ENfRxcGCycxcS0sLcrkc9fX1KCoqEowdqKzRJZRYAdFKUzacmzRpEsLCwiCXy6mMgmlmgbUPrIrvKQTlcDCga9iwYQgJCdFYqRFQfIDoSGlcXJwg4AQbnW7s2LGQSCSoq6vDmjVrePX9NOmzJyQkYMqUKejq6sLKlStV7thMZm1A/y7X1NQkiAcTvcYnJAq2CRtNor29HQUFBRTlViQSUWN/bECXuqFKrEAIYwOilZaTk0NpfVtbW2PcuHEAgKKiIjDNLKgkcrA9oEIONrMBXcRe88cff2QdvOYayuCEELpK9KADXR4eHrCzs4NIJIKhoaEgc6ODlR/03qiWlha2bt0KY2NjZGRk4OTJk5zO0dDQgI6ODkRFRQHo718L6cFEbwsZGBgoTNgEBgbyfpZee+01hIeHo729HevXr4dMJoOFhYUC0MU3dQf+EVVXNgUQamMjWt/nzp1DQEAAzMzMKJsgJuYhJybWixwwJ0HfacLCwqClpQWgXzZHCM4qHZxQNaLFJ5qbm6kMorOzE1paWoIyutjKj2nTplHlR3h4OKZNm4bu7m6sXLmS832ht7xOnDiBffv2KViFKNdlmgbThI2DgwOvZ8nCwkJBaWPfvn2MQFdsbCyam5t5qUACigMlOjo6CqIRQUFBgnDpGxsbkZycDHNzc9y+fZtqnyqHWlRKtgFzoeoBuVwOuVyOmTNnQiQSoaurCyYmJmqzcFQFffaVbexPU6Q0KioKL7/8MgDgzTffxOXLl18IjqCq/AgNDYW2tjYOHjyI3Nxczsf817/+hejoaGrKq6CgQMGsjV6XaeLBpBwEp6BLLJFnSd0h+SVLliAgIABPnjyhSBuqgC6hniUyBnvixAkF90sh/K4TEhIwffp09PT04P3332cFcDXiQgvlycoUdIPo//znP4Io9zEFG9CVnJwMbW1ttZ3ydHR0sGPHDhgbGyM3Nxd79+5VYHQpa0MJkW4xlR/a2tqQy+W4ceMGrl+/zillNDY2pkgCv/zyC/744w8A7GZtM2bMgIeHB4qLi1nN2rgGXWJJk8XOzc0Nq1atglgsxieffDJAaUNoFUimIMYGysqfmvpdGxgYYPv27TAwMEBGRgaOHj3K+ru8hhmENjobNWqUgkF0aWkp8vLyqJ3GyclpUBaOuqFqCEAdpPSVV15BZGQkOjs7FeaUhWB0DRbV1dU4ePAgEhMToa+vD5FIhKFDh3IeApg3bx5CQkLQ1NTE2PJiM2tLSkqCVCplNGtTNzQFTdeuXQsXFxeUlZVhy5YtrNdJVCCZniUbGxtBniWysVVUVDBKBHP1ux5MOZMeksDAwFQ+9SuTJ6smRmeqDKIbGxtx7Ngx3Lx5k2qpEHCCMIn4ghNMQBcXkTdgoFYUk0H0YBpdfEcXo6KiEBsbi97eXuzbtw9ubm6chgAcHBywfv16Ti0vrmZtmsZgoKlybRkcHIz3338fQL8bJRcwkjxL9KyFPEt8RhfpoarF+OTJE5WtOa7KmSQkN2/eTBVCgZ7Jk1Ud/efY2FgkJiaqNCcjvrI1NTUDGF0vAujiqnahjlbUYBpdmhBmxGIxtmzZAjMzM+Tm5uLjjz/GoUOHqJRR1RDAypUr4eXlhaqqKqSmpnJ6AQcza+PTOwbYQVN6bdnW1obt27fD0tISly5dwnfffafWOeigKVmwubADuQabOioZZCCqnMrxwQcfUMqZq1atGhT5l2zatClVKM8ZgJssjvIDSsbWDA0NcejQIRw8eJD1+AScyMzMRHd3t4IK4YsAulSJvAH9NdiaNWsgFovx2Wef4ebNm5zOwTa6mJCQoPboYnR0NOXMuHLlSjQ1NXEaAnBzc6OmvDZv3qwWwqzKrC0kJESQ0kAVfXXo0KEYMWIEqzQvl/hf6L3RFyNlVU4XFxcFxQ53d3esWrWKahsNNoQBABILC4tUdQXSuASbLA6T/vO///1vjB8/Hs+fP8eyZcs4ocCkr/giwQkuY3+rV6+GTCZDeXk5Nm/erPbix3d0USKRYOvWrTA1NcWxY8cGLH6qhgDGjx8PQ0ND/P333/jss8/U/n4AZrM2W1tbJCQkwMXFRS2zcbZgsph1dnYGABQXF2P37t28UvfB9N6EGPQnmdelS5fg6uoKGxsbuLu7U17ORUVFWLlyJWQyGe7evcvZcE5SV1eXyjYEIMQHZ5LFoes/t7a2Kig1qjNwDqgGJ1400JWcnAxPT08A/WCKpoueKqBrsL7i1KlTqRp05cqVrKgwSRnp5YeBgQFEIhFyc3Nx9epVXpkXfdKGlAbu7u6CmbUB/yx2vr6+1AtsZWWFqVOnorW1FeXl5YK05/jy0FUFybzKy8upxSggIAAzZ86Eu7s7gP5nievOL7G3t09VVyBN3WBTUpwyZQpiYmIglUp5KTUC/1ugi7gZGBsbA+jvB548eVLQdEu59mOaDCO7r1QqxdGjR3Ho0CGVxyflR3Z2NlXSAP0uF5GRkairq+Pd2qqrq2OUlBGqBy6VSrFo0SLo6OiguLgYpqamVH83Pj4e+vr6uHbtGq9rYBr0F1rv7f79+zhw4ACamprg7+9PPUvd3d04d+4cZxxBoY30opUimEzC9PX1AQB3797F6dOnefNu/xdA1/Xr19Hc3IyxY8dCLpdDW1tb8HRLufZjmgyLiYlBfHw8enp68NFHH3FOVWNiYjB58mT09PTg5MmTcHFxobx/QkJC1FaKYIoXJd+7cOFCBAYGorGxEXPnzkVWVhYMDAzg6ekJIyMjBAUFITQ0FCUlJbyZddXV1cjOzsbDhw/VsjvhGn19fbh9+zba2tqoZ0kikaiFIzD2gR89esT4wYVC6AjQFRoaSglu29raUl65fHm3LxroIjufsbEx8vPzUVVV9ULTLabJsK6uLrz66quQSqU4cuQIZZM5WOjq6mL79u0wMjJCdnY21q9fj5MnT1JMIgKwTJo0CX/99Zfa1qP0oCOxTG0hdS1m6W6Un332Gf7++2+0trYiLy8PJ0+eRGBgICwtLaka3NbWVqXqCJeQy+UDMi91WoyDBZnbNjIywqlTp1BWVqaAIwzWYmQlctA/OF0gjYlAr0kEBgbirbfeAgBK6dDU1BQhISGYNm0anj17xltBn06g59JS4RpLlixBWFgY+vr6sGTJEuzbt++FpltsJAepVIq+vj6sWLGC8+77yiuvYOLEiZTOVXt7O8UkunTpEtU5MDMzQ1JSEmWYzuclIKWBMuVQXf7z2rVr4ebmRrlR0jeRpqYmZGRk4PLlyxRjzMfHBwkJCejr60NRURHvHjXd7kQo0Qi61c6iRYtw+PBhBaCLoO5s9NJBmVhsShF8XgJlpcaVK1ciMzMTvb291Ao3YcIEREREoLKyElycI1QFvaXi4ODAC+jS09PD2rVroa+vjxs3blAqIarSLaFSdwJ06enpwd/fHyKRCCKRCN7e3pzSLRMTE2zbtg26urr46aefcPbsWYWfE7S3u7sbTk5OkEql8PPzoxYjdemlykEWCiaTMD09PZU98BEjRmDBggUA+um2bCk4uYaamhpqBjk0NBRTpkxBQ0MDby1xVVx6dUUjzMzMGK12VKmjKlOVOVMphXwJmJQau7u7ceXKFYXhbCsrK8TFxcHHxwclJSV49uwZp+OzxdOnT3kDXf/+978xduxYPH/+HG+++abCNTNlLUxOeXyis7MTZmZmmDBhAuRyOUQiEWcJpHfeeQchISGUSgjby3Ljxg3s27cPdXV1FIebLEZCzL4SyqFyi5GNiyASibBt2zZYWVnhypUr+Prrrwc9x927d6keNRnGiIyMxOjRo1FRUSHYMAaTaARXdVRSz7MBuPfu3UNmZqZC5hUeHq7g4Kk2F5r+EnAVSKOHvr4+vv32W+jo6DAqNba1tVED5o6OjnB0dIRMJkNiYiIsLS0FaQuxAV2DjZtZWFhQWsO7du3CuXPnGI8vtL4VPQjrytTUFIcPH8b27dsVdrPZs2fDz88P58+fV2jb2NjYKOgqDaYSIpfLcefOHRw4cACdnZ3UEDuZfW1oaODNuFJuMbLNaUdHR+Nf//oXAGDZsmWcU9Xu7m4UFBTg2LFj1JC8jY0NNYxRUlLCq8YHFC10lOV1VRGj6PX8559/zkoAUs686A6ew4cP13yYgU0gLTY2VkEgTTkWLFiA4OBg9Pb24sMPP2TdLRoaGpCTk4Pbt29TL4Cfnx8SExMHqBBqEkxA12DjZosXL8awYcNQX1+PlJSUQXfrF9FXjIqKolhXKSkpuHv3LkVyCA4OhoGBAWQyGQV0EX7yhx9+CH9/f9TU1GDdunWcvztCcjh48CBlAcuFEsg1SIuRzZ61oqICq1atgrGxMY4ePYoDBw6ofY6WlhacPn0a58+fHzCMYWpqKsgwBsm8mNRRmRQt16xZw1rPMwWdqkzX6OI1jaRKII2pfjUxMcG6deugq6uLU6dOITs7e9BzVFVVISsri0rn2JQUNQ2uQJeLiwtWr14NsViMTz/9FLdu3eJ8Dj76VvQQiUTYvHkzzM3Ncfz4cYXv7969e9i3bx8sLCzg6OgIExMThIWFYfLkyRCJRHj11VchFouRnp6OO3fuqP09kdnX3NxcmJubK2gbOzk58RZ1YOMizJgxAyYmJtScMp9zMA1jDBkyBElJSVTGwWdToKujqlK0DAwMxMKFCwEAGzZsUEuHna7R5enpCdHixYvl6rKf2MLKygrz5s1DbGwsxGIxACAvLw+ff/45KisrsXjxYrzyyit49uwZ4uPj1Z6+MTAwwNy5czF37lyKhFBSUoJPP/0UV65cEeQa3N3dsXDhQowZMwbAP62Q58+fY9SoUSgvL8dLL72k8Y0Wi8WIiYnBe++9B2trawD9D9Y333yDw4cPq0RKJ0yYgLS0NPT19WH27NmsKaxUKsUbb7yBmTNnQltbm/r36upqCpXlG0OGDMGSJUswbNgwAP0v4J49e7B7927eJQ4AjBw5Eh9++CE8PDwA9L8cu3fvxu7du3mrvwD9rcDExES8/fbbMDMzA9BP//3qq69w/PhxQYy6ZTIZFi5cSOlaAUBOTg48PDzg5eWFq1evUuOzmoRIJILk4sWLqeqM/akKJoE0mUyGpKQkODk5YcaMGdTYmiZsme7u7gFKilZWVoiNjYWvry/u3r0rCNClzB22tbWFo6MjAGDLli28kEw+BPpNmzbB0tISp06dUplKkrZNbm4uPD09KY0uExMTuLq64s6dO7wH8Ym2cUVFBQUSEcHA5uZmlJaW8jr+o0eP4ObmBn9/f8jlcojFYpVAl7ohl8tRVFREqY4QtHfixImUvC7f7geToqWnpyfMzc0hEomQmprK+xyS1NTUVHXG/rhEQ0MDjh49isLCQiqN8PLygkQiQWtrKz7++GNejCuyUJw5cwZOTk4U0JWUlAQrKytBgC7CHdbX16cE9oB+2qEQukrqGqaPGTMGc+fOBQCsWrWKEwjW0tKCpKQk2NjY4Pnz59DW1oabmxs1iK/KCYBrlJeXIzMzU2GOevz48Rg7diwqKipQW1ur0XHpIE96ejquXbsG5aEbIdwS6KojxKNY6O4HGeyprq7GuHHjqOx0zJgxvNVRJY8ePUrlOvanblRVVSEzMxPa2toYPnw4gH7pmenTpwvCi21sbEROTg5u3bpFLRQE6OKCiA8WcrkcUqkUkZGRAPp3NqlUivHjxyMiIkKw0UU2fSt6e27Dhg2wsbFBXl4efvvtN07HnjRpkoJG14ULFxQG8RMTEyGXy3kz3+hG3SYmJvDy8oK1tTWmT58ODw8PFBUVqT2RtG7dOri6uuL+/fvYsGEDrl+/zsilF8pitq2tDWfOnMHZs2fh7OxMZY9Cdj9CQkIQFhaG3t5ePH/+XGGwp7a2VqPFSCISiVLperdE32rGjBm89a0AUMLUdnZ2ePLkCXp7ewXXhiJtocePHysAXXxVCOk6Vzk5OViyZAkj0KWp6yI92Mb+EhMT4eTkhIiICAD96CWXOVtiS0O3oqyoqBjgBBAaGoqYmBg8ffpUEMXJvLw85OXlQSaTwd7enkJ71ZlICgoKwvz58wEokjaYuPR0i1kh1FHp2aOQ3Q+61c6ePXuwcuVKQaxbKBSaTe+Wz+oAKJqTLVy4EN9++y3jyFxpaSmvVZSgiEwqhBEREaiqqlLbJ+ell15S0Ll68uQJNbrIl8zCFsreP6ampvDx8QHQb+m5c+dOTotRcnIypk2bRtnSkJqXDOJnZGQAAPU9TZw4EeHh4YLUfg0NDThy5AhKSkrg5+cHc3NzDBs2jNOmIBKJKKWNgoIC7Ny5c8Dv0GvLF2Uxy9b90HRTeO+99yirnRUrVqC5uZlajIiCjSbWLQptJPrYH+n58VodJBKkp6crmJOpGpkTYhWl220YGxtTu2VsbCz8/Pw475ZSqZSiHe7Zs0dB54o+usjklCek94+uri6GDh0KkUhEgV2Dpe4GBgYKtjRM8rKD1X5CAIJEeoc+kRQeHq5SNGLatGmYOXMmpbSh6nlTZTErhPMG2RQyMzMV2qTqllB03bH/+7//UwBw2axbuJayjH1g0vPjuzqoMicjI3N//fXXgFVUiCEA+qA/YXSps1u+//77CA4OplZMpi9RmcwitIB4T08Phg4diuDgYHR2dkIkEnEaxnj99dcRHh7OyZaGXvspdw6EyCroE0n0TWHq1KkICAhASUkJdQ1EWsnIyAiHDx9GZmYmp3OwWcxOnDiRlz0rCXr3g74pcJ0HoOuOrV+/nrGNp46CDT1UEjk00bciwdWcrLa2dsAqymUIwMfHB/Pnz2c1niZBgC51dktHR0esX78eYrEYX375Ja5fv856fFUC4nyBLrFYjPXr18PIyAg//vgj0tPTB+hbKUui0l0Kvv/+e1y8eJHTuZRrP7otiRCCCHQmkbLOGFkoZs2apba0Egkmi1mC6gcEBKC6upo3/1kTaVp/f3+1dMcGU7BRLmU5MbGUjZ3oQBfb6vDWW28hLCyMszkZ+eD0doSq0cUtW7Zgz549nNsU6uyWKSkp8PDwoOw1uRAfmATE+QJdY8aMQXJyMnp7e5GamoqqqipWfSvyki1YsIByKVi9erXaLx2p/QggKJVKBVVrbGpqwvHjxylWGl3WNSQkBGKxGLt27VJbWokEAbpOnTpFLXaOjo6Ii4uDr68vrl69yntOm039JTk5eYB96ubNm2FnZ6eW7pgqBRvlUlYtKiUT0MUEg1tbW2PTpk3Q0tLCd999h0uXLnH+4KQdwTS6SHpyRFzA1dUVZWVlnAcD6LslG//Z3NwcH3zwAQDg448/Vpu0wTd1p8fixYshk8lw7tw5hXSSSd8qODgY8fHxGD58OEQiEaNLAdegA4LKgggTJkwQRPSQyahbLBajr68Pubm5KCkp4XX8Z8+eUfTV0aNHQ19fHy4uLoLOadOHYsggA7FPbWlpgYODA1599VUA/ZuCuhkAG+pOL2VFQUFBGi2npqameOuttyhBbAD466+/8Nlnn2H27NmYPn06amtrkZSUpDFZwN3dHYsWLUJYWBiA/l3u6NGjcHd3x+bNm6Gvr493331XY46spaUl3n33XUyfPp1qrre3t8PAwAA3btygfFn5xKhRo7B48WKKEtje3o7du3dTgB5b2NjY4NChQ5BIJFi8eDHr5JO+vj5FLyXyRN3d3fjggw84p8+DhYWFBd555x2KSQcAly9fxueffz7Ar1aT8PPzw+7duymyDNCvNvnZZ59p5K2sHBKJBPHx8XjjjTco+mp9fT1FX+XTAyehp6eHl19+Gf/+979hYGAAoP951dLSwqlTp7BixQre5wgKCsKiRYvg5+cHoP8F13iYQRXQ5eXlBZFIhLS0NBQXF2v8gemji6SmISDIkydPcPr0aRw6dEjjlgFTTUO8hUpKSnD16lVBRheZUve4uDhqGIMpJX355ZcxcuRI1NbWIi0tjTVtJal7dXU1Jk2aROkqxcTECCavS5+q4jvEzhQpKSmQyWSoqKhAfn6+gtm4j48P7ty5w2vsj5BVDhw4QHkU02VxhLCYVWbWeXt7QyKRUD7LxcXFvLXSmIAuXtNIADPQJRKJIJfLUVNTIwhdj6QqT58+RXBwMLS1tTFy5EjExMQIYnnZ2NiIkydPIj4+npJaJemW0G0hLkCXRCKhwKtffvll0EENiUSCjz/+GObm5vj7779x7969F9Kj6Y9ISAAAIABJREFUfvr0KesQu6bsvaCgIAV7lJ9//hl5eXkKiPjMmTMRHByM8+fP86LgKsvi0C1mhWJ0PX/+HNeuXUNycjJ0dXUVBBeE0OgCFIEuya5du1Lp6vCaRk1NDWpraxETEwMAlMGWUL45crkchYWF2L9/vwL5XCjLy5kzZyIqKgrd3d34+uuv4e7urgB0qdotuQYd6FJuR9B71GPHjqVmftetWzfo7paYmEhZUS5atAi//fabSqCLb+3HNMROQE11FDvoShsFBQX45ptvACgi4kOHDoVUKqU0tADwpn6yeRQnJCRQhux8Moq3334bo0aNQmtrK1atWgWZTKaglSaEB1Nvby8qKiog+fnnn1OFEN+mm5NduHABe/fuHeCbU19fz1uTqKuri9Xy0t3dXSMnACMjI6SlpUFPTw+///47vvnmmxfSFiIxGNA1evRoODo6Ij8/H1lZWYN+9h07dkBPTw/79++nrCiZQCIuqiPqBBli19StfsqUKZg9ezYlzKe8+1VVVWH//v2QSqXUjDMRPRSC+klkcQiJgnAR+Phd05VPvv32W2RnZyM7O3uAB5MQ92H+/PmQvPnmm6ma2iDSIy4uTsGcLD8/H5mZmQq+OZGRkRg1apQgBtHE8jI/Px8uLi6ws7ODm5sbZVWhzmJEVsyWlhasWLECnZ2dnHdLPsHWo3ZwcIBIJMLOnTsHla157733EBISgubmZixfvlyhXHmRPWoSqtzqR44cyeoqoaOjg/T0dIpnzjYeKZfLcf78eWRkZKCvr0+B+inU2B+pLSsrKxVIFJqI0S9btgx+fn6oqanB2rVr0dvbqzBCSld45XMfnJyckJqa2j8PzGSDWFdXx1kpQE9PD2lpaTA0NMTBgwcpfx7im3Ps2DHKN4doEpG5VL6pe319PQ4fPoy7d+9SD09AQMAASRm2sLW1pVbMb775BgUFBQo/V7VbCjW6SAe6Ro4cCR0dHQD90rttbW2svVdnZ2cFwgkbYqtqMRIK6CKgJp0iS2o/ZRMvYCDPfLCUlUn0UEigC1DtUczlffD29saKFSsoPrey8gld/YXpPqizKaxevRru7u6Q2NjYpDLZIE6ePFnlCkoPujnZ0qVLBzzQxDfnwoULlHg43dhJCN8cMmlDrCpMTU0RFhaGqKgolenc8uXL4evri0ePHqnUivpfjC6WlJRgxIgRcHJyQk9PD4yMjFQipUQnuaKiAuvXrx90lxCyR80WdFcJZRMvExMTFBUVQVdXl5VnPlgQ0UNloCspKQnm5uYoKiriDXQxeRRzeR82btxI1dBpaWms5yBTW0xDMVw2hWHDhmHx4sUAaEQOJhtEsoLKZDJWuVJzc3NK21aVUiPwj4pDWVkZ5ZsTEBCAhIQEdHd38wa6iFWF8mLE5gTg7e2Njz76CACwdetWTj1NVaOLfDW6dHV1sWLFCmhpaWHjxo2or69XQErpAuIhISEK6K06I5lMixGdXsp3MQLYTbwSEhIQHBwMFxcXSt5Wk8WbSTTC399fMKBLlSE7U0YxZswYijewevVqTpNvhNHFtCmoug9bt26FjY0Nrl27NrCNxGSD6OHhgeTkZEaga9GiRRg+fDhnpUag39gpIyMDzc3NFF0vLCwM0dHRL9QgmqiOkImnTZs2Uf+/Y8cOzsdnm1KZMGECxo0bhwcPHqg9ugj0kz7i4uLQ3d2N1NRU/Pnnn6wC4omJiTA1NcXFixfx7bffqn0u4J/FSN0etTpBTLyePXtG3Wtip3Py5EmcPHmS1/GJaMSTJ0+oBVVIdw9VtqAko+jp6cH27dthbm6O/Px87Nq1S61zsG0KTNcQGRlJiTR89NFH7H1gsoKyucyVlJTA2dlZY6VG+pSKlpbWCzWIpjsBkGEMd3d3akie64qpHKo0ujSRY5kzZw78/f1x5coVCkdgExA3NTWFXC5HSkoKLy2z/wXQRTKjrKwsTJw4EVKplHKUCA4ORmlpKe9rKC4uZnT3EAroUpVReHl5YeTIkejt7cWyZcs0GsNUtSmQa6ivr0d6ejpMTEyQm5uL33//nRuVUltbG7NmzcIbb7wBExMTAP2znqTYv3fvHubMmcMrZXFwcMCCBQso+RoAOH78OL766iuNXi7lEIlEiI6Oxvz582Fra0v9O1+VSXp4eXlh0aJFCA0NBdAPWmRlZeG7777jBE4cPHgQDg4O+OSTT/Drr78yXkN8fDxSUlIo2mF9fT2+/vprHDlyRBC1SSsrK7z77ruIi4uj6KXnzp3DF198wbsF6Ofnh59++gkAcPv2bQwZMgRA/wt+5MgRfP3117yFFYF+Lv68efMwbdo0BXXUL774Qi0JV7bQ0tJCcnIy3nzzTZiamlL/fvnyZaqs4RtM11BRUQEXFxd0dXUhKSkJNTU13JhY9N2SXlsS1tWuXbtYleW5RktLC2PqLqRBNGGwuLm5wdXVFXK5HObm5oLNjRIxerocC6nLBnNddHFxoWqo9PR0VkQ1IiICwcHB6O7uRldXFzVkEBERoXHqTo/BgC4+TKJNmzbB3t4et2/fxn/+8x8UFBRQs+De3t6CifazAV2JiYkwNzfH7du3ebED6RlFUFAQrK2tIRKJ4OjoKGibVPkaSNZ1//59ZGdnq8+FprvMxcXFQVtbGyKRCKNHj1YJdKkTg6XufIXwdHR0sHDhQhgYGKCqqgpGRkawsLBgVYPUJMhInjp1WWxsLEaNGoWHDx+y1rSWlpbUrO93332H1NRUGBkZwdvbWyF1F6KlwgZ0aYq606WVUlJSUFtbS82CV1dXK7h7TJs2DQ0NDbyJGkz6VmRBFYIdaGxsjHnz5kFHRwf379+HmZkZ1SZ1c3PTiFTEdg1eXl5wcXGBSCSChYUFJUioEReaMKtEIhHKy8sp3xk2oEuTeFEG0a+//jrGjh2LtrY2vPLKKzhy5MgANUi24Wx1Qt26bN68eXBwcEBOTg4uXLjAeMzFixcjICAAdXV1WLVqFVpaWpCfn88oryuUZYgy0KWJNhQR2CPSSj///LPCzwmji177TZo0CaGhoYJgIWRBra+vp54l8gzzAU2XLFlCzV7Pnj0bZ8+epdqkhFREgC4+98HBwQFLly6FRCLByZMnYWZmRgkSqv0CKzNo3n//fQUbRL6MLnoop+7KQnjl5eVq1Uz0HeyHH37A+fPnFdQglQfMheAOcyEg9PT0YMWKFRCLxfj2228ZU3lXV1cKMFSe9SW7ZWFhIfUdDRkyhOKhFxcX8+ahM1nocBUMVCWtRIKQTY4ePQpzc3N4enpSJtfqeAirugayoEokEgXQVJO0183NDatWrVK4H0+ePMGhQ4dQWlo6gFTEZ8dPSUmBp6cnqqqqMG/ePIq15ufnB0loaGiqOir9c+bMQVRUFDo7O7Fs2TK0trZSu6UygyUqKkotRhdbqGoLkcY5l9R9yZIlGDp0KOrq6gaoVRDu8IvgrAKqCQi+vr6QyWTo6OjAtm3bGFPTtWvXwtXVFeXl5diyZQvjZ6mqqkJGRgYaGxsVdpro6GhB7gOd0aWMurPRS+nSSvv27WOVVqJ/T3/++ScuXLgANzc32NjYUB7CWlpaKCws5L2gEnagsmOhm5sbZ9eKdevWwcXFBWVlZQPuByEVkdaZqampxjv+5MmT8fbbbwP4R5KHCBLm5ORAcvPmzVQTExNOaS9dqfHXX3/FqVOnqJ/19fVRDBb6bjl58mQEBwdzYnQNFqQtVFBQMMAgejDyubu7O1JSUiAWi7Fjxw5GtQo6Z5WrYyEJmUwGLS2tQdNuJgKCk5MTgP76f//+/QNe4BEjRjDqJDMF3TKE7o1L7oMQKSmTMwYbk4gurbRs2TLOqWRdXR0OHjyIyspK6j4EBQUhNjZWkP4u3bGQzqXn4loRHByM9957D0D/i8w0S0wHupR3fHVcHT/99FMYGxujtrYWH3/8scLPWltbIdmwYUMq2eYHA4mUlRqZXnim3ZIwWJydnQUBuohBdGVlpYJGF5ODOYnU1FTIZDKUlpZi69atKndTro6F9Pjiiy9QXFzMWaOLEBDq6+upGWcTExPGSZutW7fC2toaV65cYdRJZgrCQ8/NzR3AJJLJZILw0OmpOxHCozOJ6uvrsX79emoy5/Lly2qfg/CTu7q6MGTIEApHGDNmjCBoL3EspHPpVY3B0nWrL1++PCiJhn4fyDwAcXV0cXFRCXRNmDABSUlJAPozMKaFW2JkZJRKVjgCEjGp36nStmUKOieW7Jb0tlBRURFvoIvc3La2NpVi9CNHjsS8efMAsK+YTMFke8LEHR41ahQcHBywZ88etT4/vS7T1dWFh4cHNWkTERGB6upq+Pr64qWXXgIArFixQu0+KWnPMd0HIyMjQe4Dmwh6QkIC9PT0FCZzNAkyiH/48GFIpVJ4e3tTI6Surq6CoL1MrhUk7W1oaKB64DExMZRuNdMIJFuQeYCLFy8qzAOw3QctLS2kp6dDKpXijz/+wA8//MB4XEljY2OqctpLPGfobglctG2Z4vHjx8jOzkZFRQW1Ww4fPlywttBgYvTl5eVYsWIFLC0tcenSJXz33Xdqn4PN9oQoUSQmJiItLU3j1g2RXCUi64RxNW3aNEREREAikSA3Nxf79u3T6PjAP/fh/v37Cu05oXjodCZRb28v/P39qamq1tZWFBYW8mZDkdQ9Pz+fyuzc3d2RmJio8fwuPYhrRWZmJkQiEVV+REZGYvTo0aiursayZctgZGSEI0eOcNatpgeZB6AzugjwS5+emzlzJmJiYtDd3a3grKEcEnt7+1R6f5eub0VkQHp7e6kajIu2LVOQ3ZJpdFEIfyQ2ja6EhARYWlpSSv98dImY1CADAwNhZmaG0tJS3pKrRGT9zJkz1JQK0VW6e/cubty4wWvSBlBsz9F56HxbKiQI6j569GjY2dkB6O+XxsXFwcvLS5AeNRkhLS8vp16ywMBAxMXFqdQS5xpdXV0oKChATk4OJRphY2OD2NhYGBkZCWI2rjwPQKbnJk+ejKamJixYsIASmDh+/DjrcRTaSHSbB1L3+fj4IDo6GiKRCLdu3cKnn36q8YdmG9WKjo4WDGCha3QRlBTo3yFaWlpQWFjIa5Wmt1S0tLQwZMgQaGtrq9SwVjcaGxtx7tw5zJo1iyLLeHl5CeYmSG/PSSQSakcmLZWKigpetWVYWBhef/11AP0LvoGBAezt7SmdMaGsTe/fv68gc0y0xLnYz3CJ1tZW/Pnnnzh37hw1yw7018FisZh3n51pHoAwA/X09NDe3j4o8MfYB6b7mQYFBUFPTw9Afw+4sbGRNwKoCuhycnISBOiqqamBsbExQkNDX4hBdE9PD9WOMDAwoAS+hXIsfPfddxEcHIzm5mbs3LkT3t7eCm6CjY2NvLnJnZ2duHTpkgLAQloqHh4eGhmBE2klc3NznDt3Dp999hmOHDny/zH3nXFRXO3b1+zSe28KSBMV7EpRUCliUGmKJsYYEzTGEo3GggYL9gImxjyapoklmiYiKomiJtjFxA6igL0LNoqIwu7/w77n5Owys3XM770/GjLLsDPn3Oe6r4JLly5pBRLpWuQIxbpBst+DGGYFlZWVaN26NYKDgyGTySCRSES9B/I97N27Fy1btoSnpyc4joOxsTHc3NzUAo6CRA65XI4rV64gMTERtra2kMlksLCwoJI5fdL+VEvdWIgwuvTdLe3s7LB8+XKYmJhg06ZNOHr0qFJujrqALV2qpqZGiTvMirOdnJxQUlKic9vr4eGBBQsWQCqVYu3atdiyZQs9b5F7iImJQc+ePXHjxg29Q7TZezhw4IDSSMXHxwepqak6M7oSExORkpJCrZXIy3Pjxg1BkEiM1p0FHFVF8m5ubrh48aLeiQxs2HhWVhaOHTv2Wu6huroa4eHhaN26NRobGyGRSDTqAdQyschBurGxER988AE4jms2vBcjwZyMhVSBrpSUFLx48UIvoGvixIno0qULHj9+jJkzZ+LkyZNKuTkkYEssO1HiYc0nzgZ0E5jPnDkTgYGBuH37NjIzMyGTyZSG93Z2dpTRlZiYiICAAFy+fNngsyUZqVy+fJnulsHBwRg0aBBkMhkuXbqk9h7MzMyQnZ0NS0tL7NixAzt37lT678RZVNUrjcxGxThCEZE8y6wjbpD6JjIQ+5rr169jwYIFuHDhAu89xMTEoLa2Vu8ONTAwEDNmzADHcZg7dy4KCgo06gEEX2BLS0tkZ2fDzMwMP//8M3bs2ME7vB88eDCcnZ1RWlpqsB2LOk8iXYAuLy8vzJs3DxKJBF988QXOnTsH4N+oCj47UbECogl3+OHDh/RcFhISgjfffBMvXrzQGHfChmEtXry42cNAzmWHDx9uFqJtb28vCv+Z3S0J0BUWFoY33nhDrQ/3e++9h969e9Ozm9DzwM5GnZyc6GxUk/uLLsUy61RD82pra7U+QnXp0gWTJk0CACxYsICy2fj83hwcHBAVFaW339uCBQvoETI7O1srPYDgCzxmzBiEh4crOTUCr98bigW6yFhIV/5zRkYG/Pz8cOPGDSxcuLDZF8Xaib6OgGh2pCKXy9GxY0eYmpqiR48e6NmzJ65fvy7Y9pIwrPPnz6sNw6qqqqJny8DAQLpbDh48GDKZzGCgS2i3jImJQXh4eDOgy9HREUuXLoWxsTG+//57tdZKpEjrzichtbCwEAVwJMy6hoYGpUSGqKgo3Lp1Sy3QxXGcEolmzZo1gvfwzz//oHv37rC2tlY73xWqsLAwSpmcM2cOPZ5q0gPwvsCurq40nIzPqREQtgERy46FzEYLCgrg7OysNf+ZNfxauHCh2nMJAetYg3IxA6JfvXqFc+fOoX///qioqIC7uztte/39/VFaWqoEEvXp0wcjR44EoJi7a4MEk93y8ePHtGsRE+h69eoVTp48ycsdZn24J0+ejI4dO6KqqgoZGRk6talEQsqKYghXQIhZp0uxsScWFhbNgC4hwLFfv3546623ACjMD9VtHPfu3cPWrVs1znf5ivVUP3r0KL7//vtmPyOkB+B9gdPT07VyamRT7F6XHcuzZ8+a2eIQoItvlWYNv/73v/9p9RlEzqYaEC0G0DVs2DBcvXoVmZmZvG0vWaVlMpkS82bLli1afwbLfwZeD9BVW1vLyx1OTU2Fp6cndfD47LPPUFxcrNdnXL16Fdu3b0dtbS1tGQmzTgzAkSQy/Pnnn7zMOtaswMTEBCtXrqSqu99++02rz1A33xUSlAwYMIAmcbDAH1+pAr/NLHUCAwPpw5ORkaF2iKxafHYsR48exerVqw0WZwOKliYuLg4TJkyAh4cHAAV49O2332L79u2IiorCsmXLACisbvWJ17S3t8eYMWOQkpJCUxdPnjyJVatW6ZzEZ2Njg3Xr1mHkyJFK58HevXvj448/hpeXFwDFInX69GlERUXh1atXGDJkiEHuIG5ubhg/fjyNuQGAv/76C19++WUziqy+1adPH0yaNIneA6D4LhISEgwmmwCKKcKYMWMwaNAg+j0UFRVh1apVKC8vN/j6ABAaGoopU6bQ5Mi6ujps2LABW7duxVtvvYWJEyfixYsXGDx4sF5zcRsbG4waNYrO8wHgzJkzWLVqFX02TU1NsX37dri6uiIvLw8LFy7U+vocx0H6wQcfZLJAyeLFi+Hh4YGSkhKdnBqB/8Z3mA/oInEe0dHRMDc3x969e/Hzzz/rdX11QJeuSXxjx47F8ePHm9kNkbaXdeX08fEBABw/ftwgyiTw3wBdhDtsaWmJ9u3bQy6Xw9zcHHFxcaJE6LDZuO7u7tSVc9CgQXB3d0dJSYnBQd137tzB9u3blY6BISEhSEhIQM+ePWFkZIRNmzahsLBQr+uz811Vq2Yi7ElOTkZ0dDRevHiB6dOn63xP0sLCwkwy1/X19aUMmtmzZ+vNXRWKDBFLJC8EdJmbm0Mul2Pt2rUGUzP5gC6SxKcN0OXu7o60tDRB7S4BJ3JzcxESEgInJydwHAcvLy+tDfU1FQt0sWMhMYGuDz/8EC4uLqiqqoKxsbFShI6hjC5A0Z0QV04yFiLfg7GxscH6YFUON1lQjYyMIJPJsHHjRoNbd2JNW1RURDXOBKwLCQmBRCLBxo0bcfDgQZ2vLZ07d24mmetGRUXByMgIhYWF2Lhxo0G/NMCfjdutWzfROKsE6Dp69CiSkpIgkUio+6QYLg6AeqBLHaNrxowZ+O233zQO9+3s7DB27FgYGxtTeyJtDPV1KSGgKz4+3iCgiwV5PvzwQ2zevJkX6NKH0aVad+/eVfLPsrW1RdeuXUV7lgiH+8yZMxg4cCAABbgUHx+PwMBAUebsfGCdRCKBXC7HoUOHUFJSovM9SMvKyjLJXNfIyAhyuRzl5eU4e/aswe0uoMwdJiJ54qQoFnf47bffpjlCV69ehZOTEwICAgxKmVMtIaArNja22Yw6MDAQcXFxWoFoCxYsgL+/P+7fv49hw4bh6NGjgq6cho5UVIEuMhbSNNriK2NjY2RlZcHGxoaCPIaI5LW9B9ZwgXwPhP+saSykTU2dOhW+vr64d+8eysrKlDjcDg4OejHrVOvq1as4efIkBg8eDI7jwHEcwsLC9BL2SE1NTTMLCwuVAonJHEusPFngX5H8rl27YGlpSVvrAQMGIDg4WG/uMEs7XLNmDRYsWKCT0F+XampqwtmzZ5GXlwczMzM6ByczOdL2LliwAF999ZXG9rFDhw6YOHEiAIUhQHFxsdqRii7Zu0IlFqNr2LBhiIuLo8octksQEsmT9EpDPbo0GS7o+yx17tyZkjbmzZuHNWvWoLS0lN4DcbQUQ1Ayc+ZM+Pn54datW9izZ48S36FHjx549uyZVhZIUg8Pj8xRo0YhPDwctbW1+PLLLxEQECC6JxSp58+fNxPJe3p6IjU1FT169MCxY8d0Osir0g6bmpoEga6+ffvi/v37okgXCcDCzuRSUlLwxhtvQCqVauWcMXPmTJoRNGfOHKW/LztSUb0HPsMFXUsd0KVpt7SxscGKFStgamqKLVu2KFkrscUnkg8LC6Otu6GTCZb/rMpD1yc5csmSJXB1dcWpU6coaePmzZvIycnBo0ePRJuz9+vXj3qAL1y4EFu3blXiOzg7OyM2NhY+Pj4oLi5WewyUduzYMXPJkiUwMjLCd999h82bN/N6Qok11yXFiuSJVYqrqyvtBEpLSzW2jCztcMmSJUq0Q3WMri5dujQLOtOnyIz65MmTtO21tbWFg4MDdR0Regk6d+5MNdYzZ87kXVTYezAzM6P3QMwKxOBw8wFdmnbLcePGoXv37nj27JnGcDIhkXxMTAx69Oghii0O4aGzoKmu7MCYmBi88847ABQkGhZAZI8fcrlciZWmz5x99erVsLKywt27d7F06VIA/z5Lp06dQlhYGKysrGgnbGZmJngMlK5cuTIzKCgI9+/fx5w5c9DU1CRqjqmmunPnDu7du4c2bdpAJpPB2toaXbp0QVJSksa2d/HixXB3d1erU2YZXXyOlmIAXUSMUV9fj6CgIJiZmVE70aamJl4WztKlS+Hq6qqVzxW5Bz6zAl1HW0LFpxYi/Gd2LOTh4UGtldauXSuYSaxarEieAF3EFkdf6aJqqWMHqgO6WPuagoICwREkOX7k5+dTob+ux4+YmBgkJycD4E+VJIwuEjZOjoFJSUm87EDpli1bMjmOQ1ZWFkpLS5Uupi7H1NCYDfoLSKVYvHgxPvnkE6xfvx4vXrygUD6Z7/IxWFSd/jWt4uoYXepWOF3q/Pnz2Lp1q9J8l8jN2JcgJiZGKWFO23ERa7igOtoyMTERhcPNx38mY6GrV6/i/fffb6aU0qVYRpe3t7eSdFEsoIuPHUhAU74InaFDhyI+Pp7a12gSIRDr20OHDuk0Z1ddKPgok6TIMZCYFdja2lJ2IHuEks6fPz/z8uXLWLFiheBORyRaqnNdMQQMqampePbsGfbv368EErFtb1xcHEJCQnDt2jU8fPgQUqkU2dnZ1OlfFzM51tFSdYUTA+hi57usnSjrq/TJJ5/Azs5O7WqvroRGWwkJCaitrRXFUqaoqAi///47HB0d6VgoOTmZspaWLVtmECOKT7pIWndtpIuaivWwZkHT/v37o0OHDvT4YWVlhRUrVlDVXUFBgdafoaugRNeFgvV7Y0FT4llXUVEBTi6Xy8ePH88rWOAriUSChIQEjBs3Dk5OTgAU8621a9fi999/1+nBsbS0xIYNG/D+++/zzjq9vLwwYcIExMTE0H/bv38/rly5gg8//BCNjY0YOnSo3oCOiYkJ3nrrLaSlpcHKygqAgsu6evVqHD58WK9rqpaHhwcmTJiAfv36Kf17Y2MjUlNTDQ5UMzU1xfDhwzFy5EhYWloCUIS4rVq1CidOnDDo2qSCgoLwySefoGPHjgAUu9yPP/6I77//3mA3SEDRhQ0ePBhjxoyhaX93797FmjVrUFBQIAp46ufnh0mTJqFnz54AFAvt77//jvr6egwZMgTV1dVITk7Wu42XSqVISUnBhx9+CHt7+2b3QDTSdnZ22LJli17WVN7e3vj4449pLK5MJoO0b9++mUKWlXwlFLOhT7j12LFjcfLkSZw5c4b3v5Od+cSJE2jVqhXNnOnatSs4jsOOHTuwe/durX931dLkaCkGSMTORomdKKDgsRoZGeHixYsGzRWJ5SqxlGF3GkPGc2xVVlbiyZMneOONN+jvrq3SRpsirXtOTg44jmsGEuk6o+YrApqeOXOGMrpat26Ndu3ageM4rF+/3qAFT9OcvUOHDggODkZ1dbWSPFeXIqw09gglra2tzdTnC1YXs6FNQp6HhwfS0tKwZMkSjSvsgwcPaOZMjx49YGpqCgBo2bKlKJ5EQo6WgwcPRosWLUQBiSorK+Hv74/27dtTXyUyVwR0c+zgKzJSYZU2YoW1kXAye3t7HDp0CDk5OUpKm379+onmaEmALr4ZtViMrtwIFOPCAAAgAElEQVTcXNy5cwc9evSgQgk/Pz/RJKR8QJefnx84jsNPP/1kcHfHHqGklpaWmYb8wnwxG9ok5M2aNQs///yzEjhlbW2tdiRRX1+PYcOGwcjICA0NDbCwsBDVk4h1tPT19VUS+hsKdPn4+FCXkJUrV+LgwYMUnAgJCUH//v2bJTLoU+o8rPXN3k1JSUFiYiIaGxsxbdo0HDlyRMlJkVjKhISEiGKLo2lGLYYYg+M4DBkyBBzHoaGhAdbW1qJ6pRGg6/Dhw4iJiaHGkMHBwSBRRobeQ3l5uQKFPnjwoMEJ9WzMBmlFg4ODkZyc3Mw4PDg4GJGRkUrjEzs7O6xZswa5ubmCnzF9+nS0a9cO9+/fx5tvvqk0k9M1c0Zd3bt3D3l5ebh586YSo0sIytemFi9eDC8vL1y5cgULFy6kaC97D9HR0aK1jMRShuWhk1hQYrigTVlYWCArKwsWFhbIyclBfn4+AGVHSxLdQmxxNEWGaFsEJFIFuvieKV1r4cKFaNmyJS5duoQRI0YogUTx8fHo2LGjKEcoR0dHmqxBQDMxHS2lP/zwQ2a3bt1QWFho8IoA/Jv5Q+aJpM3q27cv5XkuXrwYn3/+udIfZ8KECThy5AguX77Me93AwECkp6eD4zgsX74c58+fV5s5c/HiRYNFABUVFUq+wwTKj42N1YkN1bt3byWVFwGu1M0VxZiNioFXpKWlISIiAnV1dZgxY0azNpxEt7C2OISAIFZW9I0bN3ifKcId1jV1MSIiAqNGjQKg0LxfvXq1mYS0ZcuWSElJgbu7u0GOlgsWLKB8gzfffJPXlfPhw4d6d4/SOXPmZLq7uyMiIgKnT58WhaBBQInc3NxmPj6DBw9GZWUlNm3aRH/e0dERo0ePVhs6RlbM0tJSZGVl0X/n81VSfYAMmY2qg/K1AbpMTEzw2WefwcbGBn/99Rc2bNjQ7GfYdottGcWajWrCK4ScRZ2dnUFYeuvWrRMMHgf+VdrwWcqIlRVNninWBJ2kLmrLrFM9z7PfB5GQnj59msbbsNJFXXUB4eHh+OCDDwAoFu47d+7Qe1BNLNRXQiqtqanJ7N27N1xcXEQV3gOKeeKJEydQUFAANzc3tGrVChYWFmjRogV9Gevq6jB27FgUFhYK7r49e/ak3NHZs2fz7hqvWwTA8p9V2VDqgK53330XsbGxaGhowNSpU9W2lUIto1jtlhBeQTysVb/3qVOnIjg4GA8ePMDs2bO1OmYRSxnVCB2xsqLJM7Vnzx64uLhQkby2zLrk5GQkJSXRsHG+hYsFulQdLbWVLrI+V4cPH8YPP/ygdA+qrpz6BBvY2dlB+urVq8yioiIEBweLStBgq7q6GgUFBbh9+zaCg4PpuCM1NRWtWrVC165dBYXvUqmUOv2rrph8pc5XSQwRAMuGIowuFuhid3xnZ2fq1Lhx40b8+eefWn0GoTU+ffq0WbslhtsFwSuKi4uVuMMpKSngOA6lpaVo1aoVPv30U3Ach+zs7GYsPXWl6qTIEnLEitDhS10kzDohwwX2PL99+3aNI0giIX358qXOMljW5yo9PZ23syXdIyv01zbvGgAmTZqkUCNVVlYqAR6EQyq2Eqm8vBxbt26l4BAZFVhaWqKmpoZ3h0lKSqKc4hkzZmhlIq8qAlBlsLCpi/oWgfJv3rypFHTGCv1nzJiBdu3a4cGDB5g1a5ZO7Zc6WmNoaChlpRlSfLGgISEhGDBgACIjI+Ho6IiysjIsX75cr++fdVJUzSgWKyuadF4ss46w0urq6pR2y/fffx+RkZGC53m+Epqzq5PBmpqaIjs7G1ZWVti5cyfy8vK0ugc22EATaOrl5YW5c+f+60qpCnioOkyKEaVCqqKiAjk5OfR8bGJiQueJVVVV9EBvbm6O7OxsWFhYIDc3F7t27dLpc/h8lUjbayg4oXovbMBWZGQkBg4ciC5dugBQCBeEjgeais9AnAXrDA3q5rOUsbOzg729PTiOw+bNm6kxvr7FWsq8zqxo1aCzXr16ITo6Grdv30Z9fT3thtavX6/2PM9XfFnRZM6ueux855139PK5EuI/R0dH4969e0qjLeJ93sxWlgU8WCXSwIED0bZtW5SVlRkcpQIoVraioiJs27aNtlnkQE+Mw/v374/IyEg8f/5c6xWTr1gGC7kfMX2VCNDFCv1tbW0BKL74/Px8UTKYDhw4gGPHjmkVEK1rEUuZ/Px8JCcn01TEsLAw0WJB2YxiPpxCrKzovLw86v/s6OiI/v37o3///rCxscHDhw+RkZGh99FQaM5Ojp137tzBkiVLYGJiopfPFR9o6uTkREdbZWVl8PT0pN7ngskMfA6ThKChj1haqEibxZeQ17lzZ3Ach3Xr1uHo0aMGfxabusiCE2L5KpEdv7a2Fj169IBcLoexsTH69euH9u3b4+LFiwa/BOoCosVAe2NjYxEbG0tbeBcXF2opo2vQmVARnOJ1ZkWr+j+bm5sDAMrKynD48GGDn13VOTs5dhK/8sePH+PTTz/VewLCuqOqunJGRUXBzMwMZ86cUR9uBqiPUtGX2cNXbEIekZlxHAe5XI7r16+juLhYlDk166v08uVL0X2VpFIpMjMzYWdnh3/++QempqawsLCgOVJi2bq+DrRX9cgydepUJUsZEnQmhi2OuqxobSN0NBXZLSMjI+Hs7AyO4+Du7o7BgwdTHrqhjpbssTM4OJjaUtXV1eHixYsGG2CQ0dbZs2dphC1hdZ04cULzC0xKSCw9ZMgQ2NjY4O+//zboFyVVWVmJkpISJcOvoKAg0axQSfGZFhBwwpDUxZSUFCQkJKCxsRETJ07EV199hYqKCgQEBOic9qephHJz4uLi9HoJRo0a1QzkIZYyrKMln9Bf3xKKDBHLcCEkJITqxn/88Ue4u7tTuyixOi9y7OzQoQO8vb0hl8thaWlJga7y8nI8fvxY7+sDih1/165ddNoBAG3bttX+BQaUAQ+y4lhaWqJjx46iAl3z5s2Dt7c3ysvLsW7dOl4rVDGSHgBl0wI2dXHQoEFwdHTUSS1kamqKrKwsWFpaYtu2bfjjjz8A/Ltbsr5K2qT9aVtivAQuLi6CpA1WaSORSCjaKyYiLpQVbYizKGHtOTk54cSJE5g7dy62b9/+WtxRO3bsSA0KP/vsMwCAp6cnBbrEAE2HDBmC6OhovHr1Cnl5eWjTpo1uLzCpV69e4dSpU8jPz0fHjh3h4uKilBlsiIStW7duGD9+PAAgMzMTe/fu5ZVoieWnRIrlcpOjgq4uhCNGjEBUVBTq6+uRnp6udM5iXwJVyRxf2p8+pS4wXZMYg+WZC5E22KAzPkRcDP4za7igOlLR1XChX79+ePPNNwEo8r4ePXrE62gphjvq8uXL4eLigjNnzmDJkiU0o5hldKWmpuotimGNB3755Rc0NjaiQ4cO+r3ApOrq6rBjx45mmcH6Mro4jsOKFSvg5OSEoqIifPPNNwCErVDF9FMiRbjcVVVVvC6EQrulra0tli1bBlNTU2zcuFFQMqZt2p8hpc51hG+u2KZNG8ycOROA4kG8dOmS2uurQ8TFHAvl5OSgrq5OL2dRVd/qbdu2Kf13dWMhNzc3neyi+vbtSwULrEXSnTt3mjmnkO9BV3bghx9+iLCwMNTU1GDVqlX49NNPIZVKIU1LS8s0tIVjgS5VCZsuYMHw4cORkJAAmUxGV0y2hGRmYnGGSZEdl6iF2LQ/oZ1/7Nix6N69O54+fYpZs2ZpXGHVpf0RuZlYLwGfrxIrmWPzsLKzs7W+vjpEXAyhP5/hgrbOom+++Sb69euHly9fYvr06YKEEXYsRDjibdq0QWpqqlbPrrGxMbKzs2FjY8ObyUWCEthQAE1+b6rl5uaGhQsX0rjfvn37IiAgALdu3YL00KFDmREREbh586beWUik2CgV8tATsECTV5OpqSk+//xzmJiY4OTJk9i8ebPg5whxhsVCSEkJqYVUd0tXV1csWLAARkZG+Oqrr7R2agT+9YYqLy+n99KhQwekpKQYLJkDhMUYZK5oZ2eHwYMHA1CYA+ojYxSK1BRL6M9nuEDO+Hw8dLbd/Omnn7B//36Nn0HGQnfv3m0WA6Tu2X377bcFDe7ZIn5vqotRXFwcunfvrhZHmDFjBo37/fXXX+kMeMmSJZBmZmZmOjs7IyEhQZQMGBZaVx3TREVFCYql33nnHURGRqKpqQmzZs3SCj0VskKNj4/Ho0ePDEZISRG1kNBu2atXL7Rt2xb3799Xm6esrogJ+rNnz+i9aMqV1aX4UhdbtmyJsLAwcByHI0eOaOSZqysWEVdV2oil02YNF/z8/KgtjuoZ/4MPPkB4eDhqamowc+ZMrbsydsTY0NBA57tCjpa2trZaGdyzRRYj1sjd3d0dycnJ8PX1bXYcDAwMVDrevPfee3Bzc8O5c+ewatUqSMvLyzO9vLzQokULpQwYQ72aWLCA5ZDyiaVtbW2xfPlymJiYYMOGDRS91aZYPyVVzrBY4BApdrckn9OhQwf4+/uD4zh8/vnnuHjxot7Xl8lkKC4uVnK7YFdpMRILWclcaGgoLC0tIZfL4erqKspslBX6E6WNmNRPQJiHnpSUBKlUipEjR8LIyAjffvstioqKdL5+Y2OjVj5jEyZMQLdu3fD06VOkp6frdOQhNsdFRUVKfm+EMEOOgwsXLqRdxj///IN3330XwL9WylITE5PM/Px8XLx4sRn6Cojr1eTu7g4vLy8qlg4PD0dxcTGGDRuGrl274smTJ1qdH/mKBYdIu0vAIbGBLna3DA0NpWHm/v7+os1GVd0uWBGAGGYFz549w9tvvw1zc3M0NDTAzMxMZ8mcuiJA1/Hjx5WArtTUVFhbW4uCV6jy0Ik9kZGREZ49e4ZZs2aJ8uzyAV1+fn4YOHAgJBIJvvzyS0FjRk1F/N6uXLlC6cTkOOjt7Y3o6GgAitEqsSM+cOAAtmzZAoChUt68eZOir6rKlKdPn2ptwSJUfK6Arq6uGDRoENq3bw+O4/Dll1/i7NmzBn0OAbqOHDnSzDjcxsZGNKBLJpPBwsICCQkJABSrtp2dHZ2NirHzs5I51VxZCwsLg8wKPvjgA/To0QM1NTVITU1VYnSJmRxJgK6Kigr6gJLUCjE0ziz/2cnJiXZDZmZmCA4OxuXLlw02qeADuvz8/CCRSFBbW4sFCxYYDDgSHIE9DgYGBgJQ0D/v37+PAQMGUB0z2YyUxkgEfc3NzYVMJqMvclRUFHr16oUbN24YDHQRsTTxgiLUM5lMhqNHjxosvCclZBwuljieHXmdOHECH330kdJsVMydX51ZgT5m9C4uLli0aBFtM48dOyYomQsKCkJ5ebnBLwF5QJ89e0afKzENCV+8eIH4+Hj4+vqioaEBRkZGlDssVooIAbokEgm6dOkCuVwOU1NTDBw4UJSuhbiO5OTkICAgAF5eXpDL5XByckJ4eDg4jsOvv/6KPXv20P+Hdw5MlCm7d+9WsmBJSEhQa8GiS50+fRrnz5+nOxjHcYiIiBDNFZCUOnG8IUBX//79MWTIEDryun79Op2NkjON2CMuocTC2NhY3L9/X2uzgqlTp4LkYc2dO5e2mXwtoyFzfdUiZ3w+S5mwsDCDiDldunSh0aDp6enIy8ujzy1RCwEwmLsvl8sxbtw4uLm5obKyEhzH0a4lKiqKN7pF15JKpZgwYQIsLS1x7949WFtbg+M4AIoJTHFxMcUR1BI56urqcPDgQRw6dAienp5o0aKFWgsWXWvRokVwc3NDcXExCgsLX4srIKAsjmcT8vQFukxMTKhgOz8/Hzk5OfS/kZaxrKyMxm2IOeLiSyzUxaPLz8+POm3w5WEByi0jkbOJ6dTCapxVySx8SKymIpRJZ2dnnDp1Cv/73/941UIhISF0QqEv94FNMRw/fjzWr1/PG91iCP/5vffeQ+/evfH8+XNMnDgRCQkJkEqlAIBWrVph0KBB1P1FKybWo0ePkJ+fj5KSkmbxjfoqkqKjozFixAgAijlXbm7ua3EFZIsvIU8fFtTw4cMRExNDBdt8PGMCdLE7v9giAH0SCzMzM+Ht7Y2ysjK1eViAomUkc31WMjdgwACdrGmFii+1giCxunQt8fHxlDI5Y8YMOoIkI02WkEPoq2FhYbhy5YpOoy2+FEMWpGWfXX35z46OjtR44Pvvv0dYWBiluC5evJgeBzt37qx4sXWhUvJZsOjjNaz6h/jpp58AiO8KKFTqWFCajMPJyMvU1BSbN2/GX3/9Jfg5/4UtjqbEQtasoHv37hg3bhwABaqpzTGFnes3NTUpWdNGRkaKQgCqrKykyRu64hWsfc3u3bubUSYBZSouO6FITk6Gt7e31qi+unCyJ0+eYO/evUogLeE/65IcOXnyZHTs2BFVVVX4/vvvMX36dNot7dmzB9u3b6f0Ujs7O9250KqKJFWvYW0USZpS2sRwBdSmCNBVVlam9YPDzv5mzpyp1Zfyum1xAOHEwsTERMokWrp0KZydnVFUVIRvv/1Wp+sTydzu3bthbW1NWWliEYCAf7sWVe9kdQq0kSNHIioqCi9evMC0adPUqq7IhILlcBNUX5PIQFVMIJRiyPfsku9BUyhAq1atMHv2bEgkEnz22WcYMmQIvLy8cPnyZSxfvhzAv6g7ARz1FjMQRRKf9Y46RZIucY5CroBRUVG4ffu2wWABKaEHRxUhbdGiBQ231mf297ptcYB//2YNDQ30AerVqxeSkpLQqlUryGQyzJw5U29sgQ8XIQQgMcwKCBKr2rXw8dAdHR2xbNkyGBsb44cffsChQ4e0+gyCU1y7dk1J7EEWO76XjIgJtA0nI9/Dixcv1PLQ2Zo7dy58fHxw5coVHDhwAGPGjKH/rjrOI627NCQkJNOQMQex3iksLKTWO+qQy7FjxyI0NFTrP8R/kb4HCD84hAp4/fp1pKWloXXr1rh58yYWLFigNxj1um1x2L8Z8YaytrYGoDim7Nq1y2CBOcFF+Bw7iPGCIffAZhQTvIJVoF2+fBlpaWno0KEDqqqq8Omnn+p8vLp69WozQ8JevXqhT58+Ss4srJjgq6++0tq8gvCfd+7c2YyHrgo4dunSBR999BEARYjBhAkT4OjoiGPHjmHdunWCnyG9cOFCphhjDnWKJIlEgtLSUjg7O1PS/9q1a/HPP/9ofX116Xtim9HztbsE6AIUJHIxDAWEbHH0jQxRrfr6ehw5coSaLgAK25yUlBS4ubmJAg6+bscOFq9QJeaQaNCVK1eiuLhYr+uzLSlZ7MgMvG3btrh8+TLGjBlDxQT6cN3r6+upOyoJOGDTLy9duoTZs2fDxcUFf//9N27evEkdaGbMmKF2seXk/69XqKmpwfr16/Hrr78a3MbxhYA/fPgQDx48QPv27XHnzh2kpqYaFHkSGhqKjz/+GK1btwag6AQ2btyIH3/8URSmFang4GBMmTJFKdx6y5YtWL9+vSjh1qRsbGwwevRoDBkyBMbGxgCAM2fOYNWqVSgpKdH7ura2ttixYwesra1RUFCAVq1a0b9ZfX09Nm/ejM2bN4uy+FlaWiItLQ3Dhg2DiYkJAFDS/YULFwy+PqDImZo0aRK8vb0BKL6Pb775Bj/++KNB3H1Sfn5+mDx5MsLDwwEoXnAywsnIyMDevXsN/oyuXbti8uTJaNu2LQAFvkBiTtPS0rB06VK4urpi586dWLBggdprSS0tLTNVlTyPHz82aOUU8ph2cXEBx3HYtm2bXiRztsic7969e0qIeEJCAkXExQC6Hj58iPr6esTGxgJQzBwJFVAMzSsp1hbHyclJif/s7e2ttwk6C7pNmDABv/zyC+7evdvMlVOT3FObYvN9HR0d4e/vL7pjx40bN3Dr1i30798fgOL76Natm9IkxJB7ePLkCf744w8UFxfTlhdQHLHKy8tRWlpq8CSEAI63bt1Cu3btYGNjA0DxIjs4OCAoKIiCcpo6JOnjx48ziWWNajL6jRs3DIq5ZD2mBw4cCDMzM3Ach86dO4tC0WPnfMTnSGwzejKmIDtYXl6ekuZVrHaXFGuCzvKfU1NTdU77a9myJTIzM5VAN3WunHySOX2KbXtJ7KhYiYUSiQTLly+Ho6MjPSO/jhCCW7du4cGDB+jXrx8AxULRvXt3rdBkbauiogJGRkYIDQ2FXC6HVCpFq1atAAB//fUXdu7cqfEaUg8Pj0yW4KCajN66dWuDRwRdu3ZFcnIyOI5DcXExXFxcKNBlaHo88K90UciM3hDq57vvvktJG1OnTsXx48d55X6JiYmoqKgwmPxPio//zAJd2pigf/rppwgICOAF3YTknmKCg2S+ywfW6WvkPnDgQJo5NG3aNOzfv5+OtsQMISCZXPb29jhy5Aj27NmDtm3bUjQ5Li4OlZWVBi3cNjY21Ibp119/hYWFBezs7MBxHPz8/DS6jgAqVErWssbLywseHh4Ga4TZOMfCwkKMHz+eNz1eDC2qkBm9Pg6TgPKYYsOGDSgsLATwr9xv7969lAVlbW2NAQMGwNfXV5RWkRRBSnU1Qe/QoQOmTJkCQEFZFToSiekNJVTqPKy18bciZWZmhuzsbFhaWiplDvFNQgwNIRg2bBj69++PxsZGTJ06FX/++acSmkwW7rCwML071XHjxqF79+549uwZVq1ahZEjR0IqlaKiogIODg7w8PBAcnIy3N3dUVJSwttO886BiWVNaWmp3g6NpFJSUpCYmEhlUM+ePeM9v2prvaNN8aXv6aNxnjZtGtq3b4/KykreMUV1dTWePn2KgQMHQi6Xg+M4yuiytrYWxdcKEPZ/JibofEL/JUuWwM3NDWfPnsXq1as1foah3lC63IOqkXuXLl20CpwbOXIk+vTpg/r6et7MIbFCCCwsLLB69WpIpVL88ccfdKEgaHJBQQEcHR3pEScxMRFt2rTR6Ujo4eFBOQVr165FfHw8/Pz8cOPGDQwbNow6i7q6uiIwMFDwHtQSOfg0wqGhoejXrx/u37+vsX2wsLDAihUraJxjfn4+/W/qrHfEOosR6mdlZWUzjfOTJ0/UjoKIlQmhsQk5bQwcOBBdu3ZFSUkJsrKylJw6xPK1IsWX9ufh4dEsV5Yl3M+cOVMnuqa+3lC63kNBQYGShzXJWRbysGY5wj/88IOg6ycgHEKgLYc7LS0NoaGhaGxsxOzZs5sdH589e4b9+/fj6NGjtFMlnR4xm9O0GM2cOROBgYHUR44oqRYuXIhr165RZ9E7d+4046GzYgyNTCw+h0bSPnTq1AmXLl0SXHW0iXNUdxZr3769wa72Qhrn6OhoRERECGqclyxZQq1MVqxYIXj9MWPGwMPDA3v27MEvv/zC62sllrkbKb60P+L/bG1tjTfffBM2NjZKPHNdShPQJYbQn1jKEH8rNmdZlcMNAFOmTNGJtKGO8qtO2+7s7EwN7r/99lu1XPfKykrs3r0bJSUl8Pf3h5OTE3x8fJCUlARzc3OUlpbydmDt2rXD9OnTASiSK9PS0uDq6oozZ87gyy+/VPpZwuhi7yEmJgahoaGoqKjQnkpJCOHk3Ofj44MWLVrQ86VqdhG7YmoT56jpLGYo6YBN37Ozs6OAR0JCQrP0vaioKIwcORIAMGvWLMHzjbGxMWbMmAEjIyP88MMPuHnzJq+vFWF0hYSEiBJuTYov7a9jx46wsbGhecqGsOxelwk6W6ojFZY7THjvPj4+yMjIgEQi0Zm0wVJ++bTtqqmLU6dORXBwsE4phqTTi4uLg52dHSQSCTp16oSUlBTeCJ1FixbBw8MDxcXFOHfunFK3xPdskGlOfn4+HBwcEBAQADc3N6SkpOjOha6pqcG+fftw6tQpBAYGwtnZGUFBQUhJSUFDQwNKS0shl8vpillZWYmMjAytz0/sWYwoktq0aSOaIqmurg6FhYU4ePAg9ZZm0/fKysqwZMkS2NjYYP/+/fjxxx8Fr0V0vjKZDCtWrFBabYXM3VJSUkQTMJAiQv9Xr16ha9eu4DgOEokEYWFhOoFEQqVucRVjigD8629FuMOsk2nPnj3h5uaGiooKLF26VK8W/vnz5zh48CAOHjzYDOgiAG3Lli01aqWFKiIigkoaf/vtN7Rs2ZJyK0jrfuXKFURGRuL9998HAMyZMwfTpk1TkieqK+KOeuzYMUot1VvMcO/ePXq+bN++PW0XY2Nj0djYiNGjR1NVhT5MIuJqz6dIEiKc61KPHj2iQB3L5R06dCjs7e3x8uVLTJ06Ve1L1r9/f4SEhKCsrEywVSUChhMnTsDHxweurq7U3E1MM/qmpiZERkaiY8eOePXqFeRyudYm6NqWUDauWFMEljvMHqdIsuA333xjkOsnoPjehSJ0evXqBVtbW5SVlWH58uVaP1+qk5Z58+YhNzcXgCL1grTuUVFRiImJgaWlJQoLC6kNkJAqT6gePnyIvLw8hbG7IdEq7PmSIIuOjo7o1asXJBIJbt68icWLF+v9opGz2LZt25TOYr169VLrMa1LsVxeEtYGKDjRV69eVcvsSUtLg6enJ/bv36/xiEDmunzug7oi+3zFKqW++OILrFy58rWk/QH8LDgx0/7Ijl9YWIiBAwdSammPHj1E2/FJhA4LcBLrml27duHkyZNaX4tv0kK4Ffn5+bCysqLRoMTGd+PGjZgwYYJGeaK6qqiogHTSpEmZhhrJvXz5EsePH8e+ffvQrl07Spm0traGg4MDSkpKDOKpEnXNrl27lAjnxHpHDKDr4sWLcHNzQ1BQEA3m7tOnD6Kjo3n9pqRSKdLT02FiYoLNmzdrDVDxuQ+S7KWnT5/qLZKYNWsWWrdujVu3biEzMxNPnjyhIJGvr2+zoDNDHC0BfhYckXv27t1bFKArPDwcffv2hUwmw61bt2Bvb093fGLtY2i+b2lpKfLy8pCSkkJjOzt16qQ1E9HCwgJZWVmwsLBATk6O0qQFULS9hw4dwvHjx5GQkACJRNkGxOIAACAASURBVAKO49CnTx+YmZlRgFffLky6f//+zNjYWNy7d09rUzShqq6upsPzhoYGGBsb0zkcII7H9JEjR3DgwIFmqeWGWu94eHhg3rx5kEql+Prrr3Hnzh0EBARQv6muXbvi+vXrdCTTtm1beuZZsWKFTgsUK10k1yLIuD7un8HBwZg6dSqA5kqpe/fuIS8vr5kJemJiIurr6w0+iqjLWTaELkuiWonTxkcfffTadvx+/fqhX79+aGpqonbEhIkYEBCglomYlpaGiIgI1NbWYsaMGYLPwaBBg9C9e3e8ePEC165doxxrqVQKjuP0XlCls2fPziQPqaG7WXx8PIYOHQqZTIb3338fly5d0nn+qk0R6x1D7UvYmj59Otq0aYPbt28jIyMDhYWFOHDgAFxcXGgWT3JyMvz9/VFWVobQ0FCEh4fj2rVr2LRpk173wbZZdnZ2FLRLSEiAr68vLl68qNW5iJA2iPKHr1RN0O3s7DQKzHUpNmfZw8MDnp6eBtFlR4wYgejoaOo7VltbK8gbMGTHV2V3ZWRk4NChQ0rheQTgVDUrYEdO69atw/Hjx3k/w8nJCUuWLIGxsTG+++47NDY2onXr1pDJZJBKpejUqZPebjPSkpKSTL7dTIi6JVSq3kQ5OTl0fqzL/FWXYu1LWBuZhIQEnQjnqvkz5eXlABQLRUFBgVL8BflCfX19YW1tTamnhhRBxg8dOgQSc0PM3TSR/6OiomjcxqxZs9SSNlgTdL6gMzFcQB8/fow//vgD58+fp+c+XdteOzs7LFu2DCYmJti0aROlsAL8oy1nZ2e9d3yW3TVt2jTU19dTJuKlS5cobZI1KyBjITJyevDggWCmMgB88sknaN++PR4+fIgNGzZg2rRp4DgO8+fPx7lz5xAcHEwXI107MKmFhUUmMZJjdzMytlEdqAvVO++8w+vUyM5fbW1t1c5f9S1V+xKyu0RHR+PevXsad5fvvvsOtra2uHTpEm+8Jom/uHz5Mlq3bg1HR0fqcPHgwQMUFhYadDQgRVwuKioqmpH/+QzcWXPAffv2YevWrVp9jlDQmZguoIQNRRwtWUaXpp1m0qRJ6Ny5Mx4/fiwYtSOGh7WqA+SRI0eU/jvxFOczKzA2NsaIESPAcRyys7MFR07ExpfMsN966y3KmluxYoWSvxUZyyYkJMDf31+rDoyi0Hfv3uUd2yQkJKC6ulotGmtnZ0fDyTZu3IiDBw82+xlN81dDvZT47EtYoOvKlSu8u0tISAiGDRsGjuOwevVquvvy1Y0bN2hH0a1bNwAKIzIS/i1WGiIBulQN3Pv27Yu7d+9SrGLIkCHo378/Xr16hWnTpuk8V37dLqB8unBNQJe3tzfmzp0LiUSCVatW4dy5c2o/Q91oS9OOz3IVhNhdBOAknuJkYSWpjrdu3VI7aSE2vuXl5Th48CBGjx4NQDEDJpJHFnUnxzXS6WmK0GkWrcJS6MjDo0lnSVbMR48eaQwnE5q/qrYn+hYhnPPtLqpcW47jsGzZMjg7Oys5/6kruVwOX19fClzIZDJRNdSkZDIZNXBn82TfeOMNdOrUCXfu3MGsWbO0MgfUVK/bBZTVhasyulTb3tmzZ8PPzw/Xr1/HokWLtP5codHWwIEDeTcgPz8/yu7ShqvAmhX4+/vDw8ODpjK0adMG9+7daxYOwNr4zp8/H5MmTYKDgwOOHDmC77//vtlnPH78mOZeE8qypvMx7xyYD1kU0teyK+YXX3yB8+fPa/UHV+elJGQhqkuR3YX1SyZcW1NTU5SWliIqKooiyR9//LHW57+3334b/v7+2L9/P6ZNm6YU/q0NcqlLsQburJ9SQkICzM3NKfopBhnkdbuA8sk92baX4ziMHTsWALBgwQKdtbbqDB5Ud3yyM+rK7nr+/DmGDx8OR0dH1NXVwcTEBN7e3hg4cCCcnJxw4cIFNDQ00LQIJycnFBUV4f79+0hJSaEUV3XndNLp1dXVaTwfqyVyEGSxsLAQnp6ezfS1JSUlmD59Onx9fXHt2jWdVkxAuD2JiYkRLdtXiGublJSEXr16wdTUFL///juvIbhQffLJJ7CyssKvv/6Kf/75B3/99RcvcimGzSop1sCdWKESymRTU5NeyDtfqXMBFUNcAvwr+zt//rxS29u3b19wHIczZ87gf//7n97X1wR0mZqaUv7x3LlzdULgExISaEzOu+++i5MnTyI8PBxmZmZo164dfUm9vb2RmpoKmUyGuXPnYtasWbC0tEReXp5WThukA9N0PtaKiUX+4Kr0syFDhiAgIACAfismKTbb15DIE3XFlyVramoKuVyOn3/+GZcvX9bqOu7u7tSv98svv6SdiBBySdwFDZ2Bk7p37x46dOigNIbQ1jhcl3rd4hIAVEp3//59dO3alX4fpqamePz4scHRLew9tGjRgo62evXqBY7jcOrUKXz99ddaX48dOeXl5SEvLw/Xr1/Hjz/+2CxCh3xGfn4+rK2t0bt3byWkW9d7EDof6xytQvTBQUFBSmZcx44dM7jtNSTyRJsiY5SCggJqd8txHHr37q31DJzQOJ8+fcorlOdDLkNDQ0UxCwQUI68ZM2bQMURJSQntLMhcVwxSDilVob+Tk5Oo4hK5XI6rV68iOTkZ1tbWkMlksLS0FDW6hRjVnT9/Ht26dYOVlRXkcjns7e2p5bE290BCx1RfRDZCx8zMDEFBQTT03dzcHBEREVSxpop0a1tC52O9olVKS0vx9OlT9OnTh5pxkfmuWFk5u3btapaVQ0KhDTUNHz58OLp3747nz5/jn3/+occDbWbgQ4YMQdu2bXHixAlB4Ig9GgBQCtXq2bMnrl+/rjfQNX/+fKUxxJkzZ5rNdbVNKtSlCEjEN6UwVOg/bNgwxMXF4eXLlxg9ejSMjIyUolsCAgJEyVmurKzE0KFDYWVlhVevXsHMzIxme2matGgaOQEKYs77778Pd3d3yOVyyOVy2NnZwcjICI2NjVizZo3BWViq52O9xAzGxsZYunQpbGxsUFhYiNLS0teSIcwm/LGh0IYI5B0dHZVYMUuXLtVpBj5x4kTY29sjNzdXo9cxG6qlahaoz0MZGhqKDz/8EIBy3AaZ66oCXZqSCnUtdkrR0NDQTPanD9BlY2ODFStWwNTUFFu2bMHu3btpdAuLKaSmpsLGxsagLozlKgwbNoy2vayjpRCjS5uRk4+PDyZMmACJRILffvsNmZmZGDx4MDiOg1QqRUJCgihiDPZ8LA0ICMjUFfx466230K9fP7x8+RJTpkzBrl27cPDgwWYZws7OzigtLRU1FJrsZvoK5CdPnqykU25qalI7A2fhe1tbW0yePBkA8PXXX2v9uaxZoCrQpWnOR4pFNY8dO4b169c3+xlNSYViAV2NjY2iAV3jx49H9+7d8fTpU6Snp1PGGRk3Xr58uVnw3KtXr3TuwlxdXbFixQoYGRlh06ZN2L9/P3Uy1cToYkdOK1euFBw5sdlGU6dORZcuXSgwd+PGDSUxhr6xvGzV19dDevr06UxdwA9ra2saTrZ161bs378fgHCGsFjKERJ5IiSQ1wbo8vb2pulvn3/+udIXITQDJ/D9rVu34OnpiX79+qG+vh7Z2dk6t4ws0EUeyk6dOiEpKYmXacVWfHw8hgwZAplMhvT0dLUviBDyLpavFSlDgS5WArlmzRqcPn262c+QllE1eE5XP+6srCx4e3ujoaEB06ZNowsZO9pS5XATRteMGTMoGWPZsmW8f7tOnTph4sSJABSA7u3bt7FkyRI4ODigtLQUb7/9drMQAl1jeVUrLCwM0uXLl2dGRkZCW0USG042c+bMZu0MsRchhmJim6IJCeS14Q1nZGTAz88P165dw5IlS3h/D3Uz8ODgYNjY2OD06dPYvXu33vegeo4hTKvY2Fhe6aKJiQmysrJgbW2N/Px8erbWVHwuF7169UJ0dLQopoGk9AW6VCWQQjsqUW/l5uY28+Pu1q2bRrMCT09PfPzxx5BIJMjNzeX1uRLicA8dOhQ+Pj4AgD179mDx4sUYPnw4Bb/IDkriUE6dOoW1a9ciMTERycnJaGpqwoQJE/DkyRM6o1b16IqMjNRZGyCRSJCVlQVp27ZtM9u0aaMV+OHm5qZVOBkxFOOj0PXp0wd37941+OEhAvmrV69Sgbw64/P27dsr+SRrOj/zzcBtbGwgl8vR0NCAAwcOGKRx5mNaCX0Hb731FuLi4tDQ0KDEM9emWIop0VI7OjqKOtclpQvQFRQUhGnTpgHQPizu5cuX1I+buHK6u7tj0KBB1ICQ729D2F03btzAlClT1G4ghMNNdkt20tK2bVtYWlrC3NxcScPdqlUrDB8+HIBiUaqurkZWVhYsLS2xY8cO7Nq1i16fZaURjy4C1umiDUhMTFR4Yl27di1z37591KCcTU1T/YNMnz6dprRlZmZq7N/JL8t3VhJL/cIan5PdjM/4fNGiRXB3d8e5c+e08kkmRWbg5eXl6Nu3LwDAwcFBZ69hoXrx4gVlWvF9B7du3cLcuXPpkeXPP//U63OIllo13VHMpEJAe6BryZIlcHd3x/nz5wUlkEJFXDmJd7KqoyV71u/YsSPFLbRZuMk9XL58GXV1dejVqxedtBgZGUEul+P48eNwdnaGvb09oqOjaW7Wvn378NNPP2HEiBE0dJzPvxr416OLVaARbYAmqyVzc3NkZ2f/Owcm4Aex+HR2dqZ/EJJc7uvrS+ePy5cv15r4AChHg7q7u8PLy4vyk8VASdWZhnft2hU2NjbUVCAjI0Mvdhdpo2UyGZ4+fQpbW1utRxDalNB3MGjQIJibm+PZs2eYOXOmwUbxQgbuYvlakVIHdPXp0wfBwcEAFDuWvmw74p3MmhWQsz4BHxcvXgw3Nzdey1Z1ZWpqiuXLl8PKygpHjhyBp6cnOI4Dx3Hw9PTEyZMnUVFRAW9vb3Ach2fPnmHWrFk0u4kIezSFjrM5y+S5JWBdY2Mjr6f4qFGjqF2z0hiJgB+q7g1JSUmIjIyEvb09SktLeSV32hR5eFSF+OxCYQhKyhqfs35QJCryxIkT+OGHH/S69oABA9CtWzeUlpZixIgRSucYPq6tvsV+B8HBwbCysgLHcdixY4eSLtbQUiX/E6xCrAWJFN/i7ejoCLlcjsrKSmzevNngnV/I0TIxMZFmOgtZtgoVO3J68OABvLy8cO/ePZSVlVGwy9PTE7///ju2bt2K7OxsVFZWYuzYsejevTuePHmiUdjDFtEGqIJ1b7zxhtLI1MXFRclEgHcOzEc7tLW1Bcdx+OWXX3D27Fmt/xB8RdQvt2/fpkJ8slC8ePFCLRqrTVVXV2Pfvn34+++/ERISQo3q3NzcYGNjg9LSUp1niaNGjULLli2xb98+HD58mJ5jVG1kgoODRTlXVlRUIDAwEK1bt0ZdXR0mT54sygiILVbux5fuKMaCRIos3ra2tnT3tbKyMshFhS1y1t+1axfd8Ylm+8mTJ5RPoE3Z2trSXXTfvn2Ijo4GoBgTrVmzRmmKEBgYiK5du6K2thaXLl3Cu+++Cw8PD1RXV+PUqVM6ETdYRpdEIuH1FB85ciSCgoKoiYAgkYNNLk9JSYGJiQk4jkNISIho51eifmEXioiICI3BXdpWdXU13n77bVhYWKChoQGmpqbo0KEDbae1lS4SAztjY2Ns2rSJji74RhBkjGKoMN7f3x/p6engOA6LFi0y2E5VXbHpjqoz0Xbt2oli4A4oAsAzMjJgbm6OkydPwsTEBLa2tpTLLYZHF9nxTU1N0blzZ8jlcpibm2PQoEFaGyx+9NFH6Nq1K548eQJzc3M4ODigqKgIX331FYB/6bIs/5nslhcuXEBQUBCsrKyQnJyMyspKXLp0Sad7UDcybd26tZJvtUYmVt++fakz4OnTp+Hh4SGqewNZKMj5laxs/fr1Q/fu3XmDu7StUaNGISIiAnV1dRgyZIhSuxgaGoqBAweirq5OY7tIxgmAYp6o+gCQEQRrRm+oR9e8efPg7e2Ny5cvq412EbPYBYkl/5OZqKFJhWPGjEF4eDhqamrwwQcfYOvWrWhoaKDfCeFy843SdCkrKyvMnz8fZmZmKCwshEwmUwq4a2pqEly8W7Zsifnz50MikeDgwYMICQmhUabsIia0WwYFBeHKlSuorq6GnZ0dwsLCsGHDBr0WJXZkSoLUOI6DXC7HzZs3UVJSov4FNjMzo3B4Xl4e0tPTm7k3pKamwtjYGKWlpQa1QASNZc+vJKFenyQDFxcXLF68GEZGRvjuu+9w5MgRFBcXIycnB3K5nLbuvXv3RnR0NB4+fCi448fFxVF5ozoDO2JGf/v27WYxIbrsLl27dsX48eMBKHSrYs1rtS12JsrK/QYNGkRJOboi766urli0aBGMjIzw9ddf4+TJk0pAl7m5ObUrIi6gV65c0cuM/sMPP0RYWBiqq6sxYcIE/PTTT1SAQ9RCQnTcWbNm0UxlHx8fmJubIzc3V1ACSHbLP/74A46OjvDz84ODgwPs7Owgl8shkUiwb98+g2jFDx48QFVVFeLj4wEoWHmdOnVCcnKy+heYz/BLyL1BLKIGOb8WFRU1SzKwsbHROslg+vTpaNeuHe7fv485c+bQB47wk8lclDw0ZMe/ceNGM1R0xIgR8PHx0crATi6XK3l0sUqh2NhYjUcDjuOwdOlSuLi4oKioCN9++60Wf7XXU6zcj03I04dBlJ6eTkeQ8+bNU1oAyIiL5XITM3pPT09cunQJtbW1Wn2Om5sbFi5cCCMjI3z11Vf4+++/lQL6iO7cwcEBffv2RWhoKKXjBgUFUXve06dPo127dqitrcX06dM1tt1ktyRKOjc3NwCgETdnz57V+8hJwsYdHBxw+PBh5Obm0sVI8AV2cHDA0qVLYWJiwiuDIg8paYHEZvmwSQaqkZ1C8DqpwMBAzJo1C4DCZZLvDPL8+XMcPnwY+/fvh7OzM93xk5KSEBAQgLKyMjpQnz59OszNzfHzzz+r9cxii4AqqkohMtoS2l3i4uIwbNgwAArk1NA4FEOLz9eKMIh69+6Nmzdv8tossdWmTRukp6cDAJYtW4aysjLen2NHaapm9FZWVlrlLc+YMUNwoWB1546OjvD396dnSy8vL8THx8PFxQWlpaXo2LEjze7VJaWBKOnq6uoQHh5ObXeSkpIgkUi0NolkKzk5GUlJSTT54dChQ5QAJPgCT5o0CZ06dVIb58i6N7wuls+1a9ewbds2qkgigEF8fDyePHnCq69dvHgxPDw8UFJSonHk9fTpU7rjq1rHuri4oKamhtrurFq1SmdjAVYppBp14uXlRTN9AYXLZFZWFmxsbLBnzx78+uuvOn3W6yxCytm9ezevzVJZWZlgm0jS+EpKSrBy5UqNn0XM6G/cuNGMZacub1nbhYLozo8dOwYfHx+4ublR8QegGOl4enpqpHiqq8rKSsrOIkQQbU0i2WKTH7Zv304pvMRqSbpmzZpMVXmTt7c35syZQ0n/mmRzLMuHzPrEdG8giiQCGJAvlc9Irnfv3jT9LSMjQ2t+KZ91bNu2bREfHw+pVIqqqiqKQupTJA+XZQ/5+/sjNTUVlpaWuHjxIpKSkvQKu/oviwBdqjZLJJFD9VmKiIhAWloaAN2+DwC4cuUKZdmp5i1XVVU1O78uXLgQLVq00HqhePjwIXbu3Inr16+jT58+kEgkuHPnDgIDAwEoRAn6GjDMnz8frVq1wsuXL7Fs2TKUlJQ0G9Np071oytiW/vzzz5mEhUOcCebOnQtfX19cvXpVkPTPV2TWd/bsWV5Suz7tA1sEMODT1wYGBqKiogJz5syBnZ0d/vrrL70SE4jQ4P79+2jbti3lwpqYmODRo0cGjzkIe+j69evNdpeePXvCyMhI77Cr/7IIxfTChQu08yIxOoRiCgDZ2dk0tU+f74Ow7FghA5mNhoaGUt+0nj17YtSoUQAU3Gddo2n69OmDpqYmPHnyBHZ2dvj777+xZs0anX9fQAH+krFjbW0tMjIyBAUyfBnFpJydnbF06VIYGRkJZmxzDx8+lDs7OwNQyN3y8/NpuPXkyZP1tgCRSCQYMGAAxo0bR1uTyspKfP3119i1a5dBjhqk2rZti48//ph6NMtkMkgkEjQ2NmLo0KEG28qYmpqioKCAEkEAxdl/1apVKCoqMujagMIYYejQoUhLS4OtrS0ARbu1aNEi5OXlGXz9/6qIWH3s2LFwcnICoFio/v77byQkJKCxsRFvvvmmwXN9QCFBnDBhAuLi4ui//fXXX/Dz84OXlxcOHjxIgShtytTUFLm5uXBxccHp06fRpUsXNDU14Z133tEa71Ct0aNHY+zYsWhqaqJnVrYCAgIwefJkhIaGAlAcT3JycvDtt98qvchz5sxBUlISHj58SPO3VUt67NixTEI6t7W1RadOnQAomECfffaZXjcANNfXipVlwxbR1xIeqb29Pf3sJ0+eGCw0cHJywnvvvQdAQVRv1aoVZVy1a9cOly5dMmg8QHaXI0eOYNCgQZRr27t3b/To0cMg653/soj6TFUqR1rRQ4cO4bfffhPls1TRXnd3d/j4+NBOaf78+Tqxn4jwoL6+HjY2NjAzM0Nubq7eCyhrvXPz5k1kZWU1+xnWJJKo0Ig3elNTE0pLS+Hr60vDxrOzswWJPFIXF5dMAkQFBgbCw8OD/iJiMK5YfS2huBmSZcNXN2/ehJubGzp27Ehnb+y448qVK3q1vREREYiJiUF1dTVGjhyJAwcONCM4ODg4oLi42CCzvfHjx6Ndu3Z49OgRjhw5Qs/I5Ggglsf0665Xr15Riml4eDi1vm3VqpXaVlGfImjv9evXERUVRQ0KY2NjtXYBZSmTly5dgre3N2pqajBt2jS9paLEeufVq1eYOHGi2neHmEQ+evSomTd6REQEnJycNIaNUxS6sbERo0ePho2NDaWQiakYErL41CXLRqjc3d2VdMrnzp1TEkzry+sdOnQo2rVrh6KiIuzdu5e6G5JzH8vu0TTaEiofHx9q15KdnY21a9fiyJEj8PLyUoqfcXR0NHih+K/K0tISH3zwAYyNjXH37l1YW1tToEtMr2xAEQ3apUsXvHz5EjU1NbCxsdHaBXTcuHHo1q0bqqur4eHhAYlEgrVr1+Lvv//W63dhrXdOnTql1ZmfNUCUSCTUMsrBwQEcx+GHH35QCyLTF5h1Bhw2bBgOHz78WhRDrMWnanqdvvra9PR0tGnTBnfu3MGcOXNw8uRJJcG0vjv+xIkT4eDggNzcXKXECSL6rqqqohpkYrb38OFDnfyxWR8lkhBQWVlJjwYEEQ8KCkJKSgpevnyp10LxX9Ynn3xCU/tSU1Nx/vx5CnSxMTqGuouy7K61a9di7ty5zQIChFxAyaIvlUpx+/ZtODk54caNG3qPjYB/0x5evnyJUaNG6bSLkxn13r17kZiYCGNjY3Achx49esDHx0eQiSj18PDItLa2xvLly2FmZoYtW7bgwIEDahVDmvybtCm+9Lru3bsjISGBsny0uX67du0wY8YMAApbEwI8EMF0YWEhb4yHph3fzs6OCsG/+uqrZnxslt1DVk5dbF4AoHPnztRHaf78+c1At5s3b1IfbhKx0aNHj2YhZ/8/lWoa38WLF5X8xMmCFxYWhvj4eFRVVek9qmHZXXPnzsWLFy9ofpHqlMLf31/pKELMKaqqqtCyZUsACv65vkBbaGgojYXZuXOn3lOEyMhIxMXFUUYfoWcSb3RVJqLUw8Mjc9y4cQgJCeEVjQsphvr27Yv79+8bhCwKsXw0hamxRUgCFy5c4AXdhGI8NJnthYWFIS4uDs+fP8fKlSsFFxOycrLKEWLz4uHhoRSmplqqPkpCf6PS0lI6RiELBQk5Ky8vF837WYxi0/hYAzg+OqO9vT1iY2MRGhqKa9eu6QQ+BQUF0YVblbShzgXUzs4O9fX1mDJlCjiOQ21tLSwtLXHs2DG9aasSiQQrVqyAo6Mjnj9/ThFoXcvU1BRZWVmwsrLCrl27MGnSJFRUVNBxIxH6s2IMabdu3TJJK7F27VqcOnWq2YVZxRCblEdogYYohgDNLB8hj+nevXtTlPjTTz9V6+zA8nrZ9DohDvegQYPQvn17nDp1Cvn5+RrvgaCjRUVFzcLUjIyMms3AY2JilHyUNP39iB9UQUFBM+9nsTJ9DS02jS8zM5M3c4gvRsfNzQ3Jyclau4sCoJY8Fy5cECRt8LmABgcHY8CAAZBKpXjw4AFcXV3R2NiIadOm6T1RGDhwIAYPHgy5XI41a9borZfny9gmUbOs0J8NAZSuXr06MzAwELdv39bY/7P+TSwtMCUlRWfSOV8JsXwGDRoEJycnpbZXKpUiOzsbdnZ2+PPPP/Hjjz9qvD6746uOtvr06aPE4R4/fjycnZ2xa9cunDlzRut7IBxu1tWEUOiePXuG8vJySKVSZGVlwdbWFgUFBfj555+1vr4672cxok70LdU0vm+++Ubtz7MxOr6+vnBzc9PaXTQ6OhrvvvsuAO0sedi4m06dOsHMzAyAYuc0NjbGL7/8gt9//12Pu1bOS3r8+DHtCnQtFhHftGmTkvsKceXkCwGUbt68ORNQPj9qKpYWyJLOCS1QG9K5uiJtb3FxsZLHdEpKCjiOQ2lpKVJSUjBgwAC6euqScMA32mKNyW/fvo33338fEokE3333nV5RMcTVhHhMs0eDVq1aISIigpLT9YkMIdY7r0sVpmvFx8dj6NChkMlkmDlzptZtfWVlJXbu3KkkWiHMtBcvXjRzFzU2NsbKlSthY2ODffv2YevWrVp9DkF7o6Oj4ezsjJqaGlhZWVFDeX1RcZKX1NTUhIyMDL1xCdZEQMiK5+XLl83O+JxcLpcXFxfTVlTX4jgOffv2xYQJE9CiRQsACoHAunXrsG3bNoN3A6lUisTERIwdOxaOjo4AFLucjY0NzM3N8dNPP2nFw0TkewAAIABJREFUe1VXfn5+mDRpEnr27AngX0bXq1ev0KdPH4NHHo6Ojhg3bhwSExNp6BUA5OfnY968eQZdGwCNyxw5ciQsLCwAAGVlZfjiiy9EYYxpKhMTE+Tk5MDd3d2geyLMtNGjR1M7nOvXr+OLL76gMs7hw4djypQpePnyJYYMGaLTaDAqKooSK5qamiCVSrF8+XK9SSaOjo7Izc2FhYUFKioq8NZbb+l1nZYtW2Lbtm1UzPLLL79o9f+1bdsW0szMzMxPP/3UIMaPOtK5vhlGpFiWT1NTE91tjI2NIZPJsHnzZr1jTUmxHG5iVgAoFqeqqiqDEXfiMX3w4EFERkbCwsICHMfB19cXdnZ2oqQuqjpAsqMzsSxxhOrtt99GbGwsTT3Qly8g5C5KvLLv37+P9PR0mqNEUkG0KfKy2tvb49GjR7C0tMSVK1d0zrRmi5A2GhsbMW7cOL3P0KyJwIIFC7QeY1VVVYGTyWTyX3/9tRkPU9+ytbVFWloahg4dCmNjYwDAuXPnsGrVKo2qJm0qODgY33//PaUdAsCxY8fw5Zdf6s1dZUsikSAnJweenp70365du4bVq1drFPNrKjc3N+Tk5MDU1BTV1dWU/ldTU4P169fjl19+EcW4zs/PDx9//DF69OgBQPGC79ixA998841oJu6kWrRogd9++w0mJibYtm0bli1bJtq1vby8MGnSJPTp0weAYjHnOA7V1dVITEzUCW9JSkqixg5SqRSAAufQRevLlp+fH7Zu3QqpVIpjx45h0qRJel0nODgYGzZsAKDQMuvq+y3NzMzMZIfr2hq9CVVDQwNOnDiBPXv20BkWQRnVDaS1rY8++gitW7dGZWUlSkpKKKtLkzu/tiWXyzFq1CiYm5vj+PHjcHd3Fy2ykxBO7t69i5SUlGY2L/Hx8Xj06JHBGcIsWUYIQxAjbJzcE+E8+/n5aR3Wpk2xgB1hKJGkPwBak4pYj+fnz5/DxMQEBw8e1NtiGFAmbYwdO1bvCcC6detgbW2NCxcu6GxwDwBSMzOzTD542tCwbjJWOX78OBVNqxtIa1MsaWPx4sVYvXq1kpFc69atkZqaCisrK1y8eFEvIM3FxQWjR48GoFBjbdu2TavUCk0VFBSE6dOnA1AAhpcvX0ZJSQlycnKUKHSxsbEICwvD1atXDc6SJWQZklNlZ2eHkJAQDBgwAE+ePDH4O27ZsiXS09MhlUpRU1MDi/9r7crDorrO9zsMMI4sM4ICCg6LYEFANgE3IGxKAKEiLlFJtdH6JKagVsG1WlONVfNYTGxFY1qrsVERtAquUSFGxWBCUERAWURAUWQEQZEw8/tjfufk3pk7+3x/DjxzB+7cc77zfu8yeDD1ajIF2YdUW1sbwsLC4OHhAZlMBj6frxep6L333kNcXBz6+/shFArR39+PP/3pTwbnDTNJGwUFBbh48aJB75OSkoLk5GQAikVGKpXqDT7ypVLpJi54euLEiWhoaDDYNZ8UEU0Tn2Om87wmd0CuIqSNu3fvUuCKGJQ3NzdTxlhAQAB9/5qaGr12m5CQEEydOhW9vb3YvXs3pFIp3QWUUysEAoHOu8C2bdvg5OSEyspKFuGEzEWLi4upzYujo6PJOhZ1GEJMTIyKGYK+tXbtWnp2S09PZ2EgpiL7AOx4lDVr1qC6ulpnG2Jra2vKMuzr64OFhQW+/vprgx86Jmmjp6cHS5YsMWiR4vP52LJlC8RiMWQyGYRCoUFKPf6IESM2Mb9EQ4YMoRS01NRUjBo1yiTp6NoG0tp2AyZpg2v2R8Y23d3dnNY7uu42hJxSVVXFkpSpi+xMSUmBtnjW2NhYzJ8/H4DC54prZ9U0FzWmoyDV39+P8vJynDlzBiKRCKNHj2aFjeurePL398eKFSsAKLqh2tpa/PzzzygsLMSgQYNYZJ/g4GCjGGPbtm2Do6MjfvzxR+Tm5qolFY0bN06FVLRo0SJqZWttbQ1AQQIxFNRjkjZyc3MNxnXS09PpGHTRokWQy+UGKfVYnliEgnbt2jW4urpi+PDh8PDwoIFLxqKlmgbSmnYDXUkbAwMDqKysRGFhIX1/stvoqkiaN28eXF1dcfXqVU4HBLJQvH79muU4GRMTg7a2NhX2kaWlJXbu3AlbW1tcuHAB//3vfzVeX9Nc1BRChp6eHly9ehUlJSUqNEN9jjaffvopnJyc8PPPPyM3N5e+TryamGFtI0aMMPjoERcXRxlrzHgUQiq6cOECy5Rw+vTpcHV1xf3792FpaUljSA4cOECN6np6enD79m29d04maePVq1fIyckxaPe1srLCjh07IBQKcfToUZw8eVIlZ1lX3j6nqR3RWtbW1qqkoxsqm2MW10CauRswHSEBYObMmXqRNvr6+lBWVoaioiKIRCJ6RibRJw8ePFCLxmZmZsLa2hr5+flqTdGYjpNCoZBKC999910EBASwzPzmzp1Lo0FXrlypM3JKOpauri66UEycOFHvYGt11dHRoUIz1PUex8TEICMjA4CiG+LqKJgAFFdgni5Al4WFBV38zp8/z8lYI6Qipg2xp6cnZsyYgcmTJ8PBwQHt7e1Yt24d5cEHBgYiNjaWJiXqWkzSRkVFBebOnYve3l69A7oXL16MiRMnoru7G9nZ2XTBZAbP6crb1+gL3djYqFPgkqGliXROYjDI7jto0CAcPXoU586d0+v9yW6jHH3CtRvY2dlRLu/evXu1jlyI4+SlS5fg5OQEV1dXuLi40GiVlpYWbNq0CZaWljh8+LDeIwLmXNTCwoI+aFOmTDHK+JxZhGao6z0mZAORSKQTE4rr6BEUFKST2f2cOXMwdepUvH37VqvJH5cNMUGtb968SY8ngwcPho+PD3VP9fX1RUVFhdaFlem00djYiIULF+Knn36CjY2NXospUwKZl5fHOcZSDp4jvH2u4Dmt0SrMdHTlwKXw8HCToKVM0jkBuohQPiwsDO7u7iqrlT7V0dGhEn3ChVgHBgYiMTERfX192LVrl87tkVQqxfnz51VSF6dPn45Bgwahs7MTq1evNni0oi51MS0tDS4uLhoVT7qUplAt5Xs8c+ZMJCYmor+/HytXrtQZYFN39IiNjUVra6vK0cPGxgbbt2+nuci6kjZI59LX14fAwEDw+Xx4eHggMTERHR0dOHz4MC5dusRqVcPDw1FQUKDxfjOdNjIzM9HR0QGpVKp3J0QCB9ra2vDnP/9ZLcBKePsFBQUqwXNMoEvrA0yKGbikPN/VR0WiqchuwJyPOjk5gcfj4cqVK3rtvlylDbEeMWIExo0bR/9x+hYztcLf3x9WVlbg8XiQyWR4+vSpyVIrmNa0hIMuFAqNNlvgiglh3uPGxkZs3LiRdkP6al7Vmd2Towdzxs6UuObk5OgF4MlkMlRUVCA/Px8AVLCQu3fv4sCBA6irq8OUKVNgZ2eHqKgozJs3DzY2NtSdlRTTaaOiogIHDx7U6+8m9Zvf/IYG1umasc0VPEd82Xx9fXV/gEmpm+8SFYmxaClTNxoVFQU7OzsAirQ+Xb10tRXZDbq6ulhto5+fH8zNzfHdd98Z7MYJKDTU48aNg6urK+RyOSwtLVUS6o0pYk3b1NREd0syF9WGiOtSzHtMQrXIPRYKheju7jZKAKDu6EGkkR0dHVizZo1Giasu1dfXh1u3bqGoqEjFnSU4OBi9vb0IDQ0FoGiRSUZySkoKDQiXy+Us0sayZcsMZix+8skncHFxMShjmysJUyKR6P8AkyLzXS60tK+vDzU1NUYBXRKJBIsWLQKPx0NFRQUcHBx0TgLQpQYGBqjfMI/Hg7e3N5WZOTg4oLKy0uAZeEhICJYuXQpAYZnT2dlJgS5TplYQDjrTbEFTW6pvtbe349SpU6ivr2eFjQOKY4myUkjfIkcP5cC8lJQUmJub03gUY+2Denp6qDsL+fKTbov8Pd3d3Th69Ci8vLwgEonoghsWFoaoqCgAwFdffYVvv/3WoM8QExNDx6Dr1683eBNiBs95eXkZ/gCTImcO5hB/0qRJiI+P19sfilkbNmyAm5sbamtrsXDhQpY1DjFIM9YMD/gVsb506RJmzZoFHo+HwYMHIzU1FW5ubqiqqtKLc0vao2HDhuHWrVvIzc3lTK2YMWMGxo8fj+vXr5ssnlVbW2po1dfXY8yYMfDy8oJcLoe5uTkmTZpkshxn5tEjICAAQqEQPB4PZmZmkEqlRncUpJgxsBEREXTBBhRg2+bNm3H8+HGWxNTd3R2AgtVGmHT6lpmZGfLy8jBo0CBIpVIcPnzY6OMmYdkZ/QADbPd8ZbR0ypQp6Ojo0AuxDggIoOTwzZs349GjR+jo6GBphEn0CTHDUz636FvDhg3DzJkzAQB37txhtY26jj0Ati42OzubPjxMxZOvry+GDBkCJycnk6VWaGtLjXHs8Pb2ZlFYW1paqFJIW1ibPlVXV4fIyEgMHz4cMpkMAoEAERERiI+PN8lCQaqlpQVRUVFwdHSkr4lEIqSlpaG3txf79+/HhQsXYGdnh0GDBqGmpgYff/yxwVazSUlJNBpUKBQiPT0dNjY2Ruvm5XI5+MeOHdtkKrkZEy0dNmwYlcvFxcUhKCgI9fX1Ot3krVu3wsnJidMrqrm5mdMMLzk5mXVu0beCgoIQHx+Pzs5OzJgxg+465HzJdNRQVwKBADt37oS1tTXOnDnDCYS1tLQgPz+fHjVsbW1NKsRX15Ya49jBDCf729/+pkKgMBUiHhUVRVNBli9fjq6uLjqVUMe0MqRiYmIoMw4AysvLIRaLYW1tTYPfm5ubsXfvXhw5cgRnzpwx+OG1tLSkPlc//PADZDKZXkmb2or/1VdfbTKFNzOzurq6cOnSJTx//hzjx48Hn8+Hs7MzUlNTte5mUVFR1C5l7dq1nCMqdWZ4xBrHEA/omJgYhIaGoqamBv/73/9QX19Pxx7KjhqNjY2cLh1cnkZcJZfLkZ+fj2+++QYkFcPYz69c6nKclQEabRUREUHDyZiZQ4RA8cMPP7AQcUPth5XZdgcOHKCpjspMK0MC35WvQ6Js7t69i0WLFuH48eN6B7/rUnPmzEF8fDz6+vrw0Ucf4eDBg3j58iW9J8byKvgZGRmbmO0oM+TM2BIIBPD19UVpaSlGjx4NPp9P1Spv3rxRUZHw+Xxs27YNdnZ2uHz5Mr7++muN70/M8E6fPs06tyQlJekNFE2fPh1eXl4oKyujWTZk7HH69GmW2d60adMwatQo1uhMLBZTT6ODBw+ipKRE4/UGBgZYCfXKn9/Pz88kQnziKkqsfQhAowtpnnh3kXAyrvEJExFndiz6IuJMbjCTbcfFtDJG1UauQ4qYWZDgd+Z3iRn83tjYqDffwcrKigopjhw5gsuXL9OkzcLCQvD5fLVhbboW/+bNm5uY7SiB0Xt6eoxu5548eYK6ujqMGTMGn332GRoaGlTUKm1tbdRHaNq0aXQmm52drTNcT8K6mVxSZrxpdXW11vPfggUL4ODggPPnz7NM3IFfHTVKS0spt5dwxIn+9cMPP0RQUBAdgeiz+zBTK5Q/v6Ojo9GdkaGOHWlpaTScbNWqVRrvx8OHD1FQUGAQIq7MDeaa9zOZVkyb1bS0NADQSdVmZWWF7du3QygUAlCEoh06dIj1O8zgdwcHB5q/9Nvf/haenp4qNF9NtXjxYkyYMAFdXV1YvXo1a6FRx6tITU2Fh4eHzrwKvpOT0ybSjvb391MlT2RkJGJjY/HkyROjDMSfPn2KkpISPHnyBJWVlRQtJUAXEco3NTUhJycH1tbWOHXqFE6fPq33tZhcUnL+8/b2Rnp6OiwsLFBdXa32wVq+fDksLS1x7NgxtS0T4Q/X1tbS3SYwMBBpaWkICgoCj8dDbm6uygJgyOcnM0tmZ2Ss46S2eJuqqiq6UDCDpfPz83VybSSIuC5EDWb94Q9/oIohbWw7LlVbeHg4kpKSaCCAuvrggw+o75m2RYnISNUFv2vbFOzt7amQYt++fWqdP8jM/fr16/Q6Hh4eSE9Ph62trdYOg5WNRJwaBw8eTFuIhIQEhISEoKGhwWjwAOBWqzg7OyMlJQU2Njbo6+vDqlWrjBqttLS04OTJk3j8+LGKYyNXZzF06FB6zsvLy9O6whKO+KtXr+Dn5wdbW1vweDz88ssv+Oabb4wmmqjjwk6bNs0ooI4Ul2OHj48P0tLSKGl+wYIFmDx5Ml69eoXs7Gy9QBx9EHEmN3jv3r06WdwQeu+JEydY59bo6GhERUWhpaVF5WgwdOhQbNmyhdo86booqQt+T09Ph0AgULspZGVlYezYsWhvb6dWPpqK8Crq6uro5qYL0KUyRnr9+jWuXbvGaiGI97Mx4IFyMdUqhOQAKOao/f39RtMCSTQF4cWSB4F0Fsy2zsfHh7aKf//733V6OGQyGSorK1FTU4PExEQFpM/nIzk5GaNGjcK9e/eMFuIzOyN9z6+6FNPsngBpoaGhSElJoeDj/v37cePGDYPeXx0iTjqie/fuYcWKFTQeZePGjXqZL5BzKwkEYDKt/Pz8WBjIsmXLMHbsWAAKkcuqVav0WpSUg99FIhGCg4NpXhWTuCSRSLBhwwaYmZlh165dqKqq0vk6mgREXDE0aufApIW4deuWScADddXW1gY3Nzf4+/vTaNCgoCC1QJe+xTz/Kbd1gYGBePDgAUaPHo2IiAg8evRIZ0tPUmvXroWzszPq6upQX18PZ2dneHh4IC0tDWKxGNXV1QaPIAB2Z0SANCYX1th4VuZCMTAwQL80fD4fAwMDOHTokNHUT3WIOEm/AFTjUfQpLqYVwRAkEgl++eUXZGZmUkvfffv24ebNm3pfh/yv8vPz8ebNG4wZMwa2traYOHEiEhIS0NnZifr6eqxevRpeXl5obGzEli1b9P7+MnXzTHFJXFwcJkyYQIGuiRMnghcSEqLTu8fGxuLjjz+mbo3d3d3497//TUchhtbIkSNx/PhxmJubY9euXTA3N8fChQupe0JTUxN2796tFdXVtdzc3JCZmYnIyEj6WkNDA9zd3XH16lWsXLlS5/cKCwujc+olS5bg9u3biI6ORlZWFlxcXCCXy/HmzRvs3LkTp0+fNkmioKenJ7KysjBhwgQAigXq1KlTyMvLM0lGUlhYGPbs2QMAlGZYWlqK3bt3G61BBrg9rPv7+7Fq1Sqj+OfMCg8PR2ZmJjXbIz7fgAJYnTFjhkk2H5FIhA8++AAzZ86krXlTUxNcXV0BGOYyyVUjRozA0qVLMXXqVPra5cuXMWrUKN2ZWNrAA0NDtNevX49Ro0bRaMeffvoJhYWFKnYpoaGhJhnik7aOKTQfMmQIAMXDcPbsWZ1b961bt8LBwQE3btzAgQMHAChaoIKCAlhYWMDPzw8CgcCkQgYmF1ZZ9G1oPCuzcnJyIJFI0NTUhNraWjg7O9N4G3t7e9y7d8+ojoJ0RE+fPkV0dDQ9eiQkJCAgIAAPHz40eiEiGIiPjw8kEgldiACgsrISxcXFJqFmEuLS2bNnIRKJ4OXlBbFYDEBxFP3Xv/5lFF+fVHd3N9UzE1Tc3d1d0SnpQ6XUBB5ERkZyggeaKjAwEFlZWQAUSg0yyCZAF1P/aoohPrOI0PzRo0d45513wOPxYGdnh/feew9isRi3bt3SeJPfeecdyuZZs2YNi2E2MDCAsrIyFceOxMREjB071iRCBuXzK2GkzZs3D0lJSQalDTDdFtetW4d9+/ahqqqKLhREow3AKGtaPp+PrVu3QiwWo7y8HA0NDZBIJBToIoodYzTOTk5OWLFiBbWgJeXi4oLo6Gg0NzcbjSGQ6u7uxpUrV/Dq1StMmDABcrkcFhYWSEtLo8YUxix6pIhTTmNjI6Kjo2FmZmYYF1oTeODv76/RsoYUIf07ODjgxx9/xBdffKHyO0T/yjXE1wVi16Wam5vx+9//noJnAoEA/v7+Gon6ZmZmlHDy7bffqg0n6+3tpUIGLscOYxMFlRlp/v7+EAgEEIvFSEtLQ21trc5fUjMzMxpOdv36dXz55Zf0/1NYWIj29nYKdBFrWqlUqredDADMmDEDycnJ+OWXX5CVlYWjR4+ygC5itmCMxnnNmjW0hSaG8KTs7e2RlJQEb29v3L9/3ySBBubm5ti4cSNEIhEqKyvR09NDFz3CbTA20JwUYQ329/cbJ2Yg4MGVK1dYShuSjXv//n21q+jUqVNplkx2drZGjjSXXYqpuKRubm6YNWsWAEX7GBISAktLS42te2JiItLS0jAwMICcnBytbVJnZyenY4cu82ldijDSzp07h/j4eAiFQlhZWSEpKQljxoxBc3Oz1qNHYmIi0tPTqQiDuQCrs6aNjo6m4J+uAXBWVlbYuXMnhEIhjh8/jrNnzwL4Fehimi0QMJOY+ena9vr5+bGwDPLwSqVSLF26FI6OjixV25AhQ4w2bJwzZw4SEhLQ399PKZPPnj2jix5xYDXWiorMly0sLPDll1+aRo304sULlWwhQqDncuonTo02NjYoLi7Wud1raGhAfn4+pFIpyzrWGDP64OBgxMfHQyqVorS0FJ2dnfjrX/9KxRjKToevX7/G9u3bYWtrizNnzrCsZ7UVE40lX1IynzaVEL+mpgY3btyAlZUVXFxcIJFIkJqaitGjR+P27ducjC7lYOnCwkLO92da0xKBvIODA6ZNm6bzbkZIG+rmyw8ePFBhdBHp4rNnz3QC0ohjJimyA3/++ee4fPkyiouLUVVVBW9vb9jb24Mkkxi6GYhEIuzYsQMCgQBHjhzBxYsXVQLNCfEnPj4eoaGhePTokUF6c2Lt8/z5c6xbtw78kSNHbjJVDKWyZQ1hKpFZGfnnzJ8/3+AwLCaXlAmxEzP6xsZGvYzK4+PjERISgtraWnR3d6OlpQXl5eW4dOkSysrKqCMFcToMDg6Gt7c3+vv7kZ2dbVAeMplPv3nzhq7QphLit7a24uHDhyguLsadO3cQHR0NCwsLuLu7s4gazPNrRkYGYmJitIowSJHOq7S0FCNHjqRAFzEjVAd0KZM21CUnEkZXYWEhK+RsypQpCAsL0+jDFhcXx1IaAYoduKmpCX/5y1/oAtnc3IyCggJ0dHSw5q1Tp07VW8eelZWF4OBgdHZ2qtj/MAPNCWVy+PDhSElJQVhYGMrKynT+/ru7u2P9+vUwMzPDZ599hrt374L/3XffbTKFewOziGXNq1evWGmFCQkJeP36NT788ENYWlri0KFDuHLlikHXIFxSZTN6dda06mr58uUYOnQonj17BjMzM5SWltJ2nqt1JxGqd+7cwbFjxwxu3YlQQtN82lg09vHjxxg8eDBu3rwJd3d3StRITk6mtEOxWIxt27ZxBktrq46ODhQVFaGqqop+fk1AV05ODnx8fLQaupEiKO+5c+cwdOhQanivLrWCSPdIaByzNm/erPJQksxg5mbAdP188OCBVvmru7s7JW3k5uaioqKC8/cIZfLmzZsYP348rK2tMXz4cL1oshs3boSbmxsePnyIrVu3KjoL+f8vSWVlZdi1a5dBoISm4korJH9QcnKyUUgjs3x8fLBs2TKEhIQAUJwLCwoKsH//fo1EhxMnTsDV1RWFhYXw8fHB4sWLOdtMCwsL7Nq1C+PHj6evmXJG7erqiszMTGrfIpPJUFxcjH/+859Gx9sACm5zRkYGMjIyqBNFTU0NWltbER0djRcvXmD69OkG3w8+n4/U1FQsWbKE5jg/efIEe/bswblz5+Dt7U2FA+vWrcP58+f1vsbYsWORlZWFgIAAAIrd7fjx4zhw4ABevnyJjIwMZGVlqYBW5eXlFF3XVM7OzvjjH/+IuLg4+tqZM2fwj3/8Q+2On5ubi0mTJuHhw4eYO3euTsg8j8dDeno6fve739FW/9mzZ9izZw+Kioo4j1EhISHIy8sDoNjxv//+ewAAPyYmZhMTHXV0dGSR2o0tZlohYcjweDwIBAK4urrqHemhrpjWtISzSnYDTYl8ixYtglAoxH/+8x+Eh4er9Tm2t7fHsmXLYG5ujjt37sDe3t5k0SGAqhG6g4MDywjdWGppf38/lV4yDd7c3NzA4/Fw+PBhgymTANuMUCaTsTKYIiIiEBUVhaFDh6KqqsrgQHbCS37w4IGKIsnS0hLvv/8+BAIB6+FVdkbRVN3d3fTo5OnpyboHXLvk+PHj6cKwceNGvUQ/9+7dY8k8NenNlW2a9u7dS3/Gv3PnziYmOurt7W0yUgCzuru7ERsbC3d3d7x9+xZ8Pp+qO0wRck2KcFafP3+uksinTDixsrLCRx99BECx0kokErXWtStXroSvry+ePn2KjIwMFBcXszyaTWFdA7Dn00wjdFM5Tvb29qKkpAQlJSWIj4+nu3FAQIBJZpbqgC57e3sKJBmb48xFKho3bhwEAoHK754+fVpvi2BydGKa0ROwsaurC3V1ddQYwM7ODt9//z3279+v99/BpPkq6809PT1RXV2Nrq4uJCQkYPbs2ZDJZMjJyWEtRvwRI0Zsam1txcmTJ9Ha2go/Pz9KCjBVDCXAJm1kZ2fjwoULlGnl5+dHA6NMkV3L3A2Uxx7MjCSi6QUU2lALCwtOYCUgIAArV64Ej8fDjh076D/24sWLKC8vp6s1Qd5NIf0jOIKyvjYuLs4k/lCurq5IT08HoFDC2NjY0I7FFPeBAF3Xrl1DcnIyzM3NAQCRkZEmYXQx+cK2trbw9vZm7byAgg1ljLKN3AOuXVIikSAqKooaEBjDuCJ685KSEkgkEjg7O7M2t9mzZ8Pa2hrFxcXU65oUHSPJ5XLU1tZSUgD5wNHR0Rg7dqxO0itN9emnn8LR0RG3b9/GF198QU3cX7x4waJmJiYmmmzRYO4GyoQTX19fyOVyTJgwAS9evEBTUxPa2to4zbbz8vIgEonQ0tKCTz75hPUzsmMyifokBkObh5a2YjpOEmopcYkwxkiO2ZLdvn0b8+fPZ5npk/vw4sULo8PGIyLcAaNCAAAB/UlEQVQiEB0dDZlMhpaWFojFYp2ONrrW27dvkZ6eDolEAuDXkZFcLkdraysuXLhgFGuP7JLKrixE2XTu3Dm1Yzd9i4CCynlV1tbWGBgY4IyXUZkDE1JAUVERjZ54/fo1Tpw4YfAHU5cwR1BAEmtBkN6YmBhMnjxZL4KApmKqVZhC9vDwcPB4PDx58gQymQwlJSUqD0RERARmzZoFuVyOzz//HNXV1ZzXqKurQ0FBAedqTRYHQ4sk8V28eJEzWqW6ulqvcda7776L2bNnA1Agw+3t7bRjYd4HkhppaE60UChkmQIsW7YM7e3tnEcbQ8FTT09PGnMK/Era4PF4EIvFND7HWAdIYqxeUlKCyMhIWFlZAQBF9011BAR+PQb29fUhNDSUWuyGh4er8OnVEjl6enpgb2+Px48fY8OGDQYDKMoJc1xyPULNLCoqglgsZp0FvL29UVNTYxJSuLIpNtEgi0QiuLi4oKCggIVYM43WSktLWTGaXMWMwVA+04wePdpo2h7xh1KOVlFHmOEqpnOmMomGeR+Uc6KZZzJda8GCBYiMjERvby+ys7PR29tLGV3KXZ6hGucNGzZQ9Q+zjh49CltbW9jZ2dHAgTdv3hhtRm9hYYH3338f5ubmePnyJQYPHkyJIKakS8pkMsTExNA8Jrlczgpku3//PqRSKf4PVbSEALBUGQAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] @@ -242,7 +241,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -271,7 +270,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -300,7 +299,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -329,7 +328,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -358,7 +357,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -387,7 +386,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -416,7 +415,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -445,7 +444,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -474,7 +473,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -510,7 +509,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -538,7 +537,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -566,7 +565,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -594,7 +593,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -622,7 +621,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -650,7 +649,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -678,7 +677,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -715,7 +714,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPAAAADxCAYAAAD1CTo3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAGJgAABiYBnxM6IwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9d3yUZdb//56SXiZ9Jm0ykwkhlCRA6L2pgAIiClIWRVEBEVAR2QcXEZSij64LrrLYK7ZFsYAFEQSkCNI7yZSUSS+kl8n8/shzXzuTmSQTdPfZ7z6/z+vFi2Ry97nPdZ3rnM/5HJndbrcDFBQU0NjYSHR0NM899xyffvopjhg8eDA///yz02epqan4+/tjtVqpr6+nqakJX19fEhIS0Gq1fPTRR9jtdhYtWsTdd9/N7bffjslkoj0YDAbefPNNRowYwf9cGgBqtZqCggKnbX/44QcyMzO5//772z1mREQEO3fuZNiwYdTX1zv97euvv2blypWcPHkSgO3bt9PU1MS0adPaPaYnCAgIQK/Xc8stt3D77beTn5+PSqXCz89PbNPc3IxcLhe/NzU1IZfLMZvN3HHHHe0ef8OGDYwdO5YzZ84wf/58l3trD1qtlkcffZQhQ4awf/9+Hn74YY/39fHxYdy4cdx888306dOH5uZm8vLyMBqNTv+8vb3ZtGkT8+fPZ+nSpfTq1QuAzMxMwsPDUalUyGQy7HY7MpmMK1euMGPGDI+vQ4JMJmPo0KHk5+dz5cqVTu///zKU0g9qtZrS0lIUCgVxcXEuG6pUKtLT0zl16hQAcXFxeHt7c+TIEZdtc3Nz+fXXX7nxxhv59ttvMRqNAOj1+g4N2GKx4OPjQ1RUlDDY+Ph4Xn/9dcaNG0dzc7PY1mQykZiYCEB4eDg6nY7ExET0ej1paWmcOnWK5557juLiYmpqatBqtS5fsMlkQq/XCwM2mUwMHjwYhUKBzWbr8AECREZGotfr0el06HQ69Ho9er2eiIgIsY3dbic0NJSTJ0+SlZUlXvLCwkIMBgPR0dHk5+czZcoUhg4dSnx8fIfXID2fiIgIEhISuHz5skfXCy3fUUVFBQBhYWFERUVRWFjotI2Pjw86nY7w8HCnwbShoYEzZ84QERFBnz592LBhA9u3bwcgODiYxMREunbtSmJiIuXl5bz44ossW7aMZ599lrCwMAwGA7m5ufj4+ODn54dMJgNaBu/+/ftz9OhRj+8jKiqK1NRUDh48SF1dncf7/adAKc0AdrudsLAw7HY7ffr0cdrI39+f8vJy8vLymD17NllZWZSXl3P8+PE2D1xXV8fhw4cZOHCgMFq9Xs+PP/7Y7gU1NjaSk5ODXq8XL2heXh5BQUFER0eTm5vrtG1wcDA//vgjQUFB5ObmYjKZyMrKYseOHWKwATAajej1ehcDlj53/H348OHExcVhNpvF59LAJhmoTqejb9++hIWF4e3t7XTM6upqTCYThw8fxmQykZuby/r169m7dy8rV650uWfHe4qLi2Po0KEolUqXa2iN7OxsoGXw1Wg0bg145MiRlJWVOT0LAJvNRllZGQBJSUmMGDGCnJwcp23q6uowmUxcunTJ7fnT0tIAmD17NmPGjCExMZHIyEgKCgrIysoiMzOTV199lenTpzNu3Di2bdvGgw8+CEB0dDS1tbVOHohMJuO5555jwoQJVFdXt3nfEvr27UtjYyM//PBDh9v+p0L5t7/9jXvuuQcfHx/hyiQnJzN9+nQ++ugjAAYMGMDevXsxGAzs37+/3ZfKERUVFcjlcmHABoPBo/2kWfHw4cNAy8tmsVjQ6/VOL/vly5fp27cvmzZtYteuXe2OwEajEZ1O5/bzESNGiN+l499xxx3U1NQIg42Pj0epVDrt29jYSH19PTt27MBkMmEymcSs2hqLFy92e3539y5Br9e3+6yPHTsGgFwuJyoqyu02EyZMoKamxsWAoeX7sdvteHl50djYyKFDhzq8PkcUFxfT0NBAUFAQ7777LpmZmWRlZVFVVQW0eCZJSUkcOHCA2bNn81//9V9YLBa0Wi1yuRx/f38A8d5By7Lj8ccfZ9WqVW2eNzAwkEGDBnH8+HFKS0s7dc3/aVC+/vrrWK1WHnvsMYKCgrDb7SiVSpYuXUpERARHjhwhIiKC0NBQYmJi+Omnnzp1goCAAFJSUqitrSUjI8OjfVrPivAPoz5w4ID47NChQ8ycORO5XN6h+2QymUhJSRG/h4eHYzAYGDFiBBkZGbzyyivEx8ej0Wiw2+3ceeedQMvgkZOTw88//4zRaBRGajabGT58OJMnT2bjxo0e3VOfPn2Qy+VOywB31ykhPT2dvXv3trttRUUFKpUKtVrtdpujR48ybNgwt3+7evUqdrvdyZg6A5vNRl5eHj4+PmRlZdGlSxfGjRuHwWAgKSmJoKAgsrOzyczM5Ouvv6asrIzt27fz0EMPoVAokMlkYhb29/cXRjxhwgQOHjzIt99+63JOg8FAVFQU33//faev9z8RSoCdO3dSUFDA2rVriYqKEqPy3LlzSUhIYPny5fTo0QMfH59On6C+vp6zZ89isVjQ6XQiaNEejEYjkydPdvms9QzmuLZ2B4VCQWxsLHq9np49ezJo0CDeeustEhISCAoKEtvZ7XZSU1MxGo2cOXOGG264gVOnTrFu3TosFguNjY1ujy8NKp5AWlu3Xga0htVqpaGhAaVSSWhoaIfHLSwsbNeAjUYjc+bMcfu3xsZGrFYrsbGxbe7fEWw2GxqNho0bN3L16lWuXr3Kl19+Kdxxf39/8T516dKFKVOmOAWu/Pz8qKysxGKxkJCQII67YsUKTp06RX5+vtP5qqurqampua5r/U+E8AmPHz/OAw88wN///ncxEgKMHj2al156iUceeYTAwEDCw8MpKSnx+AR2u536+npOnjxJ165dnYJTbcGdYRiNRvr16+f0WUFBATU1NRgMBlJSUsTaVK/Xi0i4l5eX07XExsZy+fJlMZvefffdvPrqq2zfvl0MLL169UKpVJKZmdnhdYaGhqJSqURAqC1Ig41Op2vXgJubmzGZTAQHB7N+/fp2jwmQn59Ply5diIqKchv0MplMxMTE4Ovr6+Kl1NbWYrFYrtuAm5ubyc/PR6/X88UXX3Dy5Enkcjnh4eH06tULPz8/oqOjMRgMJCQk4OvrS0NDA1u3bmXQoEGkpaUhk8lQKBSo1WrKy8sJCQkBICgoiKeffpr777/fyWNJSEgQa/f/Hw4GDC1BkaqqKoKDg502GjhwIK+99hpLliyha9eupKamUllZSVlZGTk5OTQ0NLg9+IABA8jLywOcZ0tPDLi1YUgR5wkTJhAaGopGo0Gn0+Hj40Pfvn157733xP6Sa3fo0CGxNrVYLLz88svMnTvXKVjTp08ffH19nbwCo9FIjx49Onx41dXVFBYWotPp3K4xHZGVlQVAYmIiBw8ebHfb0tJSunTpgkKh6PAapGcZHh7uNuhVUlLCtWvXSEhIcAlGZWdnizVkZGQkPj4+baaifH19MRgMqFQq4Xb36tULlUqFXC5n8uTJ4rtp7anl5+dz/Phx8vLyuHDhAkVFRXzwwQds3ryZ9PR0/P39ycvLo7m5WRgwtAyka9euZeXKlfj7+zN06FCOHDnS4WD5fwnK1h9cunSJfv36YTabnVya7t2789prr/H4449z9epVxo0bR1NTE+np6QQHB7N//34nQ05OTqaxsRG9Xk9paalTJFoKTrmDQqEgLCyMyspKHn74YZqbm9HpdBgMBvz9/Vm9erWIWtbV1VFfX4+/vz9vvPEGly5dwmQykZ2d7XZQyc7ORqfTORmwu9neZDLRv39/t6mV1pDW620ZcEhICHq9nu7du2O32xk+fDjvvvtuu8c8ffo0PXv29MiAa2trAYiJiSE2NtZt0Eu6xtYGXFJSIowhLi4OrVaL0WgkISFBBMUUCgWRkZF069aNiooKYmJiSExMJCEhAW9vb5qbm0WKrLa2lmPHjolBIz8/n4KCAurq6rDZbJjNZqfBe8uWLaxfv56QkBBiYmIoLCwkLy+PmJgYsY20nMnNzeW7777r8Hn8X4OLAV+5coV+/fphNBo5ePAg06ZNQ6lUYrfbSUhIYPPmzXz++ee89957ItSvUCiYMGEC165do7GxEY1Gw8WLF/n1118B6NevH9HR0TQ3NzN8+HC2bdsmCB9jxoxBqVQSExMjor3e3t7Y7XZuueUWoOVFk9I/KpWK3NxcNm7cSH5+PnfffTcPPvgg+/bt49y5c+3erPQiOwbCjEajS3DN0VvoyIBbDwD3338/kZGRwpUPCQkhPz8fk8lEU1MTkZGR7R4PYOvWrWzdurXD7QDxXHx8fAgLC/PoGgHx/CVDDQ0NZdasWRQUFODv749arUan06HVal2i77m5ufzyyy/U1dURHh5OWloaVquVHTt2cPr0aSwWS4fPDVqi6Pv372fixIlAy2Bnt9uprKwUMQq5XM78+fMZP368R8/j/xpcDFgawRMSEli2bBl5eXksXLhQBCMiIyOZOXMmNTU1Yiax2WwcOHCAqKgoLl26hEqlEmSQsLAwmpubRUAmPT2dL7/8kujoaKfzSm7vkSNHMBqN9O7dm5KSEtasWcO1a9fEdtOnT2fAgAFYrVbgH1FbnU7nsQE7IisryyU45nhMd0SV1tsOHTpU/J6UlEROTg6fffaZcN+loMuOHTuIiIhAo9G4BGeuF+Xl5dTW1uLn5+d2HRseHk5gYCBpaWmcPn2aoKAg1Go1YWFhhIaG0rt3bxFQmjBhgvBubDYbubm5HDp0iPLycvz8/Dh58qQIsjU0NGAymUhOTuapp56irq6OixcvitSWJ7Db7Xz//feEh4czePBgvL29yc/Px2634+vrK+IXwcHBLFmyhGefffZ3eWb/SWjTgOPi4lAoFHz44YdYrVaeeOIJQkNDsdvtBAQEsGjRIuLj41m3bh1yuRyVSsWtt95KXl4effv2pVu3biiVSpf1tJeXF9euXeP06dMYjUbGjx/Pnj17ePXVV53c3qlTpzJixAgn44UWI3Sk2zkGhzqC5Bq3vl+VSuUUnOsout36embPni1+X758udvtAgICOHv2LKGhoYwePZoPPvigw2N7ArvdTnV1NX5+fowYMYLz588DLYarVqsJDg4mNjaW+Ph4nnnmGQIDA532l9a8MpmM4uJidu7cidVqpbCwkMbGRhoaGjCbzRQXF7d5DZcvXyY9Pd0p+NmZ69+4cSN/+9vf0Gg0aDQa8vLyOHv2LL179xbbTZs2jYMHD3YYP/i/hjYN2MvLi5iYGLKzs9m3bx9FRUVs2bJF5AsVCgVTpkxh4sSJyOVyl/VabW0tly5dIisrS8xEEyZMYNy4cTz00EMieBIUFISfn5/LmlWKELdGVlYWMTExIuCSk5NDU1OTxwbc2ijr6urIy8tDp9MJAy4uLqaqqsrtMQMCAujZs6eYmY1GI9HR0e0GgKAl4FVVVcXgwYPd5jevB9L6VJqpDAYDf/zjHwkLC8PX19dp29raWrKysigqKqK0tJTCwkIKCgqIjo7mzjvvJDQ0FIvFwubNmzt1DXa7HZPJxMCBA1GpVNd1H8XFxZw7d47IyEgUCgVRUVGEhIRw4cIFunXrJrb705/+xJ133kl5efl1nec/EcKAFQqFWIc2Njbi5eXFwoULAcTatHV0USaT4eXlRV1dHZ999hmNjY3s3r1bEAxaIz4+nnHjxpGYmCgMOCsrixtvvNFlW8kw/Pz8RKAGELxmifvb1NQkqJcdQUrPtE6FSa61IzW0LeZWeno6f/rTn8SarKSkhOrqao+4yCdOnGDq1KmEh4d3eK3uMHr0aFJTU1Gr1SJVJsULALy9vQkJCeH06dOUlZVRUlJCQUEB+fn5VFdXC2qkowEkJiaSlJTEDTfcIGiN7RFNWqOqqkosZ64nFWWz2QgJCWHUqFH89NNPjBw5EqVSSVlZGZGRkYKoAi2c75UrV/LYY491+jz/qVCuX7+exMREETxyhPSlWq1Wjh07RnZ2Nt7e3gwdOtSJuufr60tqairz5s1zMrbWkFIpBoNBrJWMRqNbimVpaSkVFRUkJCRw8eJFl+Po9XphMNI6tCPyf319vctsK12DVBTh+FlqaipBQUFUVlaKz6WZIiAgQATxpJm9IwOWgnqORQ6OiI6OprCwsM17WLt2rRhEc3NzOXr0KKWlpfTp04e4uDgaGxt56623OH78OEaj0WX54Q4Wi0VsFxYW1iHRxN3+EsMtPDy8Q0+kNcxmMwEBAVRWVvLhhx9iMBiIj48nMjKSnJwcLBaLEzd/1KhRTJo0iS+++MLjc/wnQ3nDDTc4fVBdXY3dbicwMJD9+/ezYsUKly9EJpPx6quvivIwgK5du/LBBx8wf/78NvO8EjHC0WCzsrKIiIggODjY5YWTDKO1Abd2hU0mEyNHjuyQ/A//mFlbz7Y33XST03bScfR6PadPnxafV1RUUFpa6hQ0a2u2bo3CwkKqq6vp3r07I0aMEFVLUhWTr68vb775Jlu2bHG7/7x588Ra2pGUMW3aNJYvX463tzfZ2dkd5qQd0dTURFFREdCSioqLi+uUAV+7dk0McAEBAcTFxXVIgHFEQUEBgwYNoqmpiQULFrB582aefvppvL29iYmJISQkhCNHjjBgwACxz6OPPsrx48c7dZ3/ToiKikKv1/PLL790yttxB/mnn37Kc889x4MPPsiECRMYMWKEiC4HBwe7HU3tdjvz5s3jnXfeETRDu91OfHw877zzjtO6xRGlpaWUlZU5GXBVVRWFhYVuXWB3UWNomQUdAxydCTq1xfJy9xm4D4613t7dMf38/EhJSWH8+PEsXLiQZ599lo8//hh/f3969OjB888/z6JFi7j55puJiori3LlzHDp0qF2O74ULFzh27JgLo8pqtYpZ+3rcWCki7ufnd13u/bVr16iqqkKtVrdZVNEeZDIZp06dIikpibi4OL755hugJYXU2NhISkqKqLyCloFizZo1HuXJ/x3RrVs3zp8//7vUnCs3bNjg8qGnkd1NmzZhtVp58MEHCQwMxG63Ex4ezssvv8zq1avZt2+fyz5ZWVl07drV6bPi4mIyMjJcZg6j0Uh6errLMU6cOMHSpUsFp9Yx7dMRTCYTY8eOdTlPZGQkgYGBopKmIwOWXO6YmBi8vLzo27cvf/7zn4mJiSEgIACNRuO0j1QUUV5eTmhoKBs2bODChQuYTCaPSufaQ1NTE7m5uWi1WpfzeoKysjIaGhrw9vYmNjb2uq7BbDYLrntnYbfbxfO+55572LBhAz169MBgMBAaGioYYxqNBi8vL+x2O+np6dx111288cYb13W9/5tobGxk/PjxHD9+nN69e3PixInrPpbc3YfSw1SpVG2SAyR88skn/OlPf6KoqEgYVFBQEOvXr3c7wmRmZhIYGOg0U2zYsIGdO3e6bGsymdwakMViwcvLS7ysjiyvjiAxjRxRWVlJcXGx0/55eXk0NDSg1+uRyWTExMQwePBgli9fzrBhw5g2bRq7d+/ms88+Y8GCBYSEhDBs2DB0Oh0VFRV88803bNmyhccff5zp06czdOhQpk6dyvvvvw/AxYsXOXfu3G82XvgHpxmubwa22+1i4HJcFnUGZrOZqKgol+i3p8jLy6NLly6cO3eOJ554gm3btol4Snx8PFqtlv379wOIQeL+++9v09v7d4XEzy8oKECn07nEnToLlzQStFAOm5qaUCqVggrZHvbv38+SJUtYv369MA5vb2+WLVuGWq12Sk04roOltbKUu2wNo9GIVqt1CU41NTWRnZ1NYmIiVquV6upqioqKPJqBjUYjGo0Gf39/p6oWo9FIUlKSqAHW6XQ0NzczePBg9u/f7/RiNjc3i/yoTqfj0qVLYpvevXuzePHiNs/vONicPXu2w+v1BGazWUSWQ0NDCQ0NdSH8y2Qy5s2bxxtvvOESJCsvLyc3N5ewsLDrnkGl+7oeF7qhoYFTp05x4sQJ8vPzBbf6s88+Y+bMmQAolUoGDhzImTNnSE1NFZ+tXbuWWbNmdSpw9r+FAQMGcO3aNeGZdkb1pS24NWDJQKQgS3vKGxJyc3NZsGABzz33nCgEkMvl3HXXXajVap544gnA2YBba2y1htVqpampyW1wSgocSYl9k8nk0WhcUVFBRUUFo0ePxm63i3tMTU0lIyPDSZ8KWl7OU6dOkZmZiclkIicnh6ioKL766iugJaDS3NzMtm3bGDBggKB/toXOEE88RVlZmTDgqKgodDqd24qduXPn8v333zvVHAOixjk1NZWAgACPOOCOKCoqEufryANQqVTodDoCAgKAlpe4Z8+eKJVKKisr+eqrr3j33Xf58MMPCQsL4/z583Tv3p2goCCsVqvYTqJa6nS6f3uWlr+/P0OGDOHo0aNO6dXfarzQhgHDPwI1nta7btiwgcuXL3Pffffx7LPPOtELx40bR0REBIsWLXJKJXUEu92O2Wx2q0zROvUjlRtGRkaKqKqkk+UY7dXr9QQFBbF69Wqxb1NTExUVFZjNZg4ePCj0qsaMGcPcuXN54YUXnCKrgwYNEj/X19cLdldOTg6xsbHtjqwS8cTT5+opJG9Go9G4sN/gH+tMnU7nYsA1NTUirabRaNBqtZ0y4JycHDF4ajQaQkNDCQgIEM8CWrjaGo2GoKAg8Te9Xk9sbCxKpVLkoGfNmkVzczM2m42RI0eyZs0aHn/8cVQqFdHR0Xh7e3Po0CEn7sC0adPYv39/pxVF/hWQ9M7+WQIEbRpwZwJD0EKnCwgIoKGhgaVLl/LEE08wceJE8QVKJX+PPPIIDQ0NHrN2pIGktTJFVlYW/fr1E+tTiXD/5JNP4ufnh16vd3mRa2trMZlMFBQUcPXqVaGykZ2d7dbgpOWAXq9vMzVy9epVRo0aBSB4vBqNps0Uh81mIzs722Ud/lshGXB78jpStNydyodjWaKn342Pjw9arZaIiAhiYmKw2Wykp6ezdOlScnNzCQ0NJSEhAb1e71LEIRFwfv75Z5qamggMDKR///689tpr1NfXM2jQIPbt28fChQt5++23WbRokaDsjhgxgoMHDzJkyBBxvCeffJLp06f/W5UaDhkyhPz8fKfimd8bbRqwNFN6OlNkZ2c7RXeffvppUS0krR8NBgOffPKJqG7yBJIBe3l5odVqGTlyJD4+PvTu3ZuePXty4MABJ4bYwIEDKS8vJzMz00kCx2g0UlBQ4PF5wbNBLDs7WxAzbDYbxcXFpKSktJujlHS4JC0qCatXr+bzzz8XCpmdQW1tLcXFxURERLRpwG2l5aAlRy3Ngo77y+VyoqOjnWZTmUxGaGgoYWFh+Pn5kZCQQP/+/ZHJZERGRjJhwgSxlpYE/k6cOEFlZSWlpaUUFBRQXFyMzWajrq4Os9lMamoqffv2JSEhgbfffps5c+bwwAMPMHjwYPR6Pfv27WPUqFEolUqqq6uJjY0lPz9fBDIlllZbXPR/JVQqFQMGDODgwYO/S5CyPbTrQkPLmsqRddQWcnJyXORoX3vtNaxWK4888ogY1SXxvPLycmJiYkTBP7SUk8XGxooXJjo6mgEDBhAdHc1NN93kkverrKzkypUrXLx4keLiYhYvXsznn3/O008/3bmn0AYkt721ATsm341GIzt27BC/l5eXk5yc3K5SoslkYvTo0Wi1WqeZPT4+npSUlOsy4ObmZsxmMxEREe3K6wwfPtzt32QyGfX19fj5+TFmzBjMZjNyuVzwqlUqFVqtVlA4HbWtoWUpYbPZUCqVnDt3jp9//hm1Wi1c5F69evH666/z97//3e35GxoayMvLE96Ot7c3s2fPZvXq1Wzbto0XXnhB1CFLogJHjx4lKipKxC1Gjx7N7Nmz+e677zq1BPg90bVrV0JCQv5ltcttGrDjmtOTiGl2djbR0dEolUqamprE519//TWFhYW88MIL+Pn5OZWu5eXl0aNHDwIDA+nWrZvbFERDQwOVlZWcOXNGuKu//PILmzdvdqFt3nvvvS5lir8FdXV1WK1Wl1nLscSwpqaGF154Qfyel5fX4TU4BrIcDfjs2bPEx8df17VKFUTQMhu5G3RNJhMGg4Hk5GQnwoa3tzcDBw4U31vXrl3505/+RGhoqEstcEFBAadPn6a4uJhr165RUFBAQUEBWq2WsWPHYjAY+Oijj4RgoEKh4PDhwyIY2R6karHm5maKi4tZsGABPj4+rFu3jpUrV/L888+zYsUK/P39CQkJYeTIkXz33XeMGzdOHGPJkiUkJSU5xTj+FZDL5QwbNgyTydRhCerviTYNWKrSkQocOjJgicOblJQkqI8qlYoePXqg0+nYtWsXkyZNEi+EUqnkgQcewG6309zcTGFhIVevXuX06dPk5eWRl5eH1Wp10d/SarV07drVLefaHSNKJpMRHh7ebjlce8jJyRGlcp6436+99lqHudC2XHOj0UhraqunyM3NFWkxvV5PUlIS1dXVTmtPyQuSvBkpuCcpYEj35+vrS1NTE0eOHKG8vFy4vZK6hrR+ldb80NKlw26306VLF8LCwjhz5gxDhgwhKyuLq1ev0tDQ0G6OWdICGzp0KDExMRw/fpzIyEjmzJnDzJkz2bdvHzfffDPbt29n1qxZQkurV69eTioeMpmMnj17droo47cgIiKCXr16sX///n95OqtNA4aWF0oy4PYgqTc0NTWxbNkyGhoa0Ol0hIWFOa2bmpubqaioIDAwUMiK/vrrr+zevZsdO3a0qa3liO+//5677rrL7d/MZjM9evRwmn2GDh3KI488wpQpU9o9riSk3pqfnJycjEKhwGAwcPXq1Q6vz5PWHu0Z8PVGp202mzDQsLAwZs2axcWLF4mIiCAxMRGdTkdERAR2u108v/r6eiwWC99//z1NTU307t0bjUZDXV2dKIowm81OxRxtQVrHQksg7OjRo2i1Wvbs2YNer+ebb75p9zvIzs6mZ8+eQMsAdPXqVRITE9mxYwdr165lyZIlvPvuu+zfv5+8vDyxJvfx8eHChQuo1Wrxrul0OlavXt2utvRvhUqlIjU1VdS37969+592rvbQoQEPGTJEMEbi4+PR6fLnx6oAACAASURBVHTccMMNeHt7C+FuhUIhRrxevXpRU1ODyWQSSoi1tbU8+uijgs+6ZMkSkaDPyMgQFMZdu3Z1eMHSF+tuhHWnzmEymVCr1R3OoDt37sTf3x+z2SyCXvv27aN79+7cddddREZGemTAnqC2tlaoOba+fk9jDnK5XAyuer2elJQU+vXrJwTnRo8ezejRo4GWQJLRaOTYsWMMGjSIvLw8Pv74Y0pKSrDb7WJGnTBhgnBbs7KyOkU0cSxq8PPzw8vLC7lcTkVFBcOGDcNoNBIXF+eyxJJgtVqFVyWRh1JSUvjzn/9M//79mTFjBqtXr2bTpk088cQTrFq1CpVKRWhoKL169eLIkSMMHjxYHG/cuHHs27fvn9K1IS4ujri4OLy8vFCpVB12G/lnwsWAVSqV6C0k5XKHDh3KgQMHRLBAWsfm5+dTUlKCv78/r7zyCmVlZVy6dEkY6vr164mLiyMsLMwp97hz506hqiGTyejatSszZ85EoVCwa9eudhPcOTk5yOVyYmNjnQju4Ly2lAw4Pz8fpVJJRESEyA9DS8uRbt268corr4h7WrFihUvIv7y8nLvuugudTve75hlNJhO9evVyGlgqKiooKytzun4fHx969uyJwWAQAnm9e/cmNDTUJajnWORgtVr57LPPyM/Pp7y8XGhNNTc3o1Ao+PLLL12uSaJjtpeKag+lpaVCE02lUmGxWIQoodQ8Lz4+XnxPjnCUYRo6dCjPPfccTU1NrFq1ilWrVrFlyxYOHz7MJ598wr333svHH3/MfffdB7Ss4dPT06mqqhKKI3K5nGXLlnHgwIHf3a3NyMigrq6OiooK8cz+t6CcNWuWcBclETYJkuKgTCZjz549Ql1j9uzZXLp0iaeffpqePXvy/PPP88knn7gcfO/evcycORO1Wu00q2RmZoqZQmLadOvWjdtuuw0vLy++//57wc1tDZvNRmFhIf3793cxYGmQcMyxNjY2UlZWRlpamtNoHBERwbBhw4QB79q1y8nAJXSm0qkzMBqNDBw4ELVaTX5+PsHBwfTo0YPm5mYeffRRrl27hk6nIyYmRngb0v+NjY3U1NTw+eefC7UTo9EouNpBQUFcuXKF7OxskpOTOXfunMj9arVabrvtNrfXVF1dLbSZr1cn2jHHbTKZCAwMxMfHh8jISEHKCQ8PF/lhvV4veio1NjbS1NRETEwM165dw9vbm5KSEiZPnszLL7/MmjVruPvuuxk8eDDh4eFcuXKFLl26oFQqkcvlLiy6iIgINm3axAMPPNDpe2kLvXv3Fmv/zMzMTmmk/zOglNpKVlRUYDKZ2Ldvn8ifNjY28te//hVoCc5I67u+ffuKEdpoNIrkf+skulQ40HpWaWxsFF/0qVOnOHnyJNOmTSMtLY2QkBDkcjkHDx5sU/jtvffec+veSRzu1sZ25coVF1LHmTNnRKMtgBdffNHtuUpLS4Wu8u8JKU+8adMmockFiIquhoYGLBYLP/zwA8HBwaIdqNlsZuzYsUydOpUDBw6IIosHH3yQX375hV9++YUxY8bg5+fH/PnzaWxsZOzYscKAJTEEd2hqasJsNl+3AUOL0Q4fPhylUim47JJiirTGHzBgAHa7nYsXL/Ldd9+JJUvPnj1ZuHAhBoOB4cOHI5fLef7559myZQurV6/GYrGwceNGAgICmDBhAi+//DKLFy8WBtwaMpmMjIwM4UH+Fvj6+jJs2DBOnjzpdqD/34Ly/vvvx2g0tql2X1JSQnh4uFNnv8OHDwu9qvbEzc1mM/7+/pw7dw69Xu+kGmkymUhISMBut/Pxxx9z7do15syZg1arZcGCBSgUCn799Ve3687WvYslSGV1rYND7qqaTCYTQUFBHnWacBfdbg8KhYL4+Hi6detGXV2doAZCSylkdXW1kFCNi4vj0qVLHDx4kLy8PLRaLdu2bePy5ctin+TkZLZu3SoUP3JyckhLS+PFF1/k/Pnz5OTkEBAQQGpqqni5JIUQLy8vp8HHZDKJKrPWRSoWi0XsHxYW5qJG0hEkDr20ZDEajfTv318UfUjfQ1v9nG02GzU1NSiVSkaPHk15eTl9+/Zl48aNPPnkk5w+fZru3bvz5ptvMnnyZO666y6nZYTdbhdkGseyylWrVjFjxozrni0lxZoffvjhXxbZ9hRKSealLZhMJsEplpCZmYler+emm24S/X8TExNdDFiSsCkvL3cxAGkGysjI4IUXXmD79u3U19cza9YsIiIiWLJkCVu2bCEwMLBTxAaTycSQIUOc+MhFRUUu6Zm25HXaOmZaWpqLl+Hr6+vCtda10lJeuHCh6Hcrl8vp3bs3gYGB7N69m3nz5vHVV1+xbt06ccxBgwZx4cIFp/NLA2FERATFxcVcunRJEPu9vLwYPXo0gYGB5OXliYE4PDyclJQUdu7cKbpMwj/Sg+6qzAoKCoQqijRoO6qRdITs7Gy6d+8OtLivBw8eRK/Xs337dvR6PUeOHBG0U3ewWCycPHmSjIwMXn/9dRQKBRs3buTatWv4+/ujUqlYunQpgwYNEvI9jpAyHTU1NU6ppbCwMFatWsXSpUs7xcSTyWSCDumutv3fAe1GoaHF5crIyHAywOzsbI4ePcof//hHYcBtzVASJTMjI4OpU6eSmJiIwWAQFUtSAXlpaSmffvopDQ0N3HbbbRgMBpYsWcKbb75JYGCgxy6QyWRixIgRThVMeXl5boMy7sTs3EFaa69YsYLi4mKxfnOnbS3xe00mE5WVlU7Hbm5udvq9oqLCI665NNgkJiZSXFxMXV0dX3zxBVOmTOGjjz4Sa81nnnmGM2fOcPPNN4teu+5I9G3dt91uF2SQ+Ph4pwZwnkDKE0NLJLqxsZGAgACKioro2bMnH374Ibr/Kfp3Z0gFBQUiEp2SksK7777Le++9R11dHYWFhSQkJHD33XczcOBAp2u+fPmy6L3k7e2NSqVi7969TJ48WQykQ4YMYdq0aU6DWXsIDw+nT58+HDhwoF2dt/9tdGjA7orlbTYbjz32mOggmJ2dLdgwBoOBtLQ0EhISSExMpFevXvj4+FBdXc2oUaPIzMxk165dfPvtt6xcuZLAwECndNOnn35KbW0tEyZMoG/fvsydO5cvvviCgIAAdu/e3WEJlmMkWjLgo0ePEhYW5qS4Id2b430FBAQ4BfSkWVUaZKRZXOLvStrWUsygvU6GbT3b1gNfTU2N2zSStHaVZvOjR48yZcoULBaLaO4WFBTEtWvXsNlsomFYW8+orQHXUV7HMaDpCex2u5MLHhYWJkpC9Xq9cK81Go1QspSgVquJj48nPDyc5uZm5syZw5gxY5DJZMTGxhIYGOjCCqurq+P999/nlVde4f7772fevHnI5XJCQkK4+eab+eyzz7jjjjvE9osXL+bYsWMdanalp6ejVCr/n2hh2qEBSwbRurDeZrOxfft2oKUgXyonW7lyJRERERw4cIB9+/bxzjvvYDQaXdzUgIAA0a3esfGWzWbjiy++EMT3G2+8kUmTJgmXaffu3e22l3QccCS3p6KigqKiIgwGA6dOnRJLgri4ONLS0oTRtn7hm5qasFgs5Obm4u3tTUFBAU8++SRWq/V3WQuZTCbS09Ndmrg5Bvwct3U0OovFQkhICC+99JIYRN5//32qq6vJyckhISGhTXkddyJ+EsrKyqirq8PX1/e6Ukm1tbWUlJSIJt6FhYWo1Wp8fX1Rq9UUFxczfvx4srKyiIqKQqPRoFarCQkJITExkfDwcFEs0VZ71ZKSEk6dOsXWrVtFjGTr1q0YDAbGjBmDQqGgqqqKAQMGcPLkScEA8/Hx4ZlnnmHOnDluSUPe3t4MHz6cM2fOdNiA798FHhuwpJfkLu915swZzpw5A8DJkyfx8/PrsMBaUtGIjIx023jrxx9/pLq6mpKSEmbMmMGQIUPEl/vzzz+3GQl0NOCEhARhnD4+Pjz//PMolUqn7gR2u520tDRMJhPHjx93ql6Sygy9vb3Zs2cPvr6+v6sSoiPxRIofVFRUiHWkI4xGI7fffrv4vaysjDFjxri4d/369RO9dttqOWq1WtFqtW6vyWazYbFYSE5Ovi59LWiZGVNSUujRowdms5nw8HCUSiX//d//TV5eHrfeeqtTA7OOIAW3Tp8+zfnz5zl27JjbZc+6detEWkqlUtHU1MS5c+cwGAxiOZCUlMSiRYuc+OuAeFd+/PHH36XQ/l+FDg24qKhIJMj1en2HieusrCzRrKojSGJybblzR48epbq6moqKCu69915SUlJYtmwZn376qUhBqNVqtFqt0E2Kj4+nubmZCRMmcPPNN4tj2e126urqOH/+vDDSoqIiNm7cyPjx49vMO0NLQUVOTo6oO3bHJLoeOOaYO5KCNRqNLtfobm2WnZ0tvB2p61/rfPnx48dZu3at2/NYrVYKCgpEwYO7vsISJLdXYiRpNBpGjRpFUFAQ3t7e3HfffU5R4i5durR7j1LPJR8fHxQKBadPn2bnzp0UFRWJBnHtLVEqKiqELG1AQADh4eGMGjWKjz/+2KnJ+cyZMzl06JAg5gwZMoTi4uJ/i0CVXC5HqVR6RCsGDwwY/iFyrtPpOrxJTzWS4R/VJ+1tf+7cOVQqFV999RWTJk3Cz8+PO++8k8LCQp566imXdVFjY6NYA77zzjvCWNvi9JaUlJCQkNBuYzQvLy+amprw9/enf//+HUoBeQp38jpDhw7l4YcfZurUqU7bnj171ilv3RYKCgrEfWo0GrcGbLPZ2qyYycnJEUsUg8GAwWCgpqYGtVotmner1Wrh9kqdGFv3XAJcmGISKaiqqorc3FynIgmpcMXLy4tRo0YxceJEfvjhB7FM8xT79+9n3759TJgwQXw2ceJEdu/e7VSvvnbtWubPny/6Nf+z63Y9QWxsLJs3b0YmkzFt2jSP4imdMuDWcrDuIKWdPOla35rUr1AoiI2NRafTkZCQINyahIQEQkNDxbpT6ttUUlJCTk4O3333HRaLhezsbPLz81m2bBl33HEH27Zt67AKyfQ/jcOljgtardbp/FqtlpiYGFE1lZqa+rsZsNVqpb6+3skDycnJ8Yi73RYcI8kxMTEeq0SGhISg0+mctKGjo6NZtWoV+fn54tl4cjzH666oqODs2bMiR3/+/HlKS0vJzs52K7Dg5eVFcnIycH0KmwDffPMNarWajIwM4UH4+fk5pZZCQkL485//7LG3+M/GmDFjeOKJJ/j222/p06cPa9euZcWKFR3u55EBS2jdR9cdqqurhWRmW25hYGAgOp1OpGESExP55JNPiI+Pd5lRy8vLMZvNHDt2TPRhGjt2LEqlEpVKxYcffkhBQYFT03DHdbA7A9ZoNBgMBpKSkoiNjWXp0qUsW7YMPz8/rFYrZrMZs9nMgQMHxM+33HILCxYscDvTXC+am5uxWCxOM3B2drboU3W9623HAEzrQFRERIToqSTpVEmzaUhICD169BDRZ6VSKWbh9pCfn09RURFFRUVUV1fj6+tLv3798PX1Zd26dezZs8fja29sbBTfWUhIiFvCSUeQUmibNm0SjdJ69erFp59+ypw5c8TgKDV2+/DDDzt1/N8TPj4+PPLII9xwww2sWbOG5uZmbrrpJhevqS14ZMDnzp1j0qRJHucFpVktPz/fKS0j/ezYG0gagX18fET+1Gw2C46vu1ncZDIxY8YMVCoV8+fP56WXXuKGG24QTBnJgKUaVeklTEpKIjExEV9fXywWC5mZmWRnZxMaGsrKlSvJzs5uc+0hUTc9adDdGRiNRsaOHSt6CklBpMTExOs24NraWurr6/Hx8RGMJrVaLYoMwsPDOy0C39TUhNVqpbi4mMLCQvLz88nPz6ewsJDCwkJMJpNYkw8aNIja2lomTZp0XTK1xcXFNDY2EhISQkJCQqcNOD8/n7q6Onbu3Mkf/vAHFAoFfn5+TJs2jV9++UXI/0BLaunEiRMuQdR/BfR6PevXr6e6upq7776bWbNmceONN7JhwwaPO1h6ZMDSesnb2xu1Wu00wktaVYMHDyYiIoKwsDChb9R6DVRVVYXJZOLw4cNibfr000/j5+fH888/73EQ4bXXXqOgoIBp06bRrVs3li5dygcffIBSqWTPnj3k5eXR3NzMwoULycnJEUXlH330EZmZmZjNZrG+GDBgAI8//niHucETJ05gs9naTa14QstsDZPJhFwud+pumJWVRWJiohAybwuSXlVcXJzIf2o0GkaPHi24wRkZGfTr18/j62loaKCxsRE/Pz/kcjlWq5W3336b/Px8CgoKsFgsHlX3SIPo9XYslCLp1yMUn5mZyZ133smuXbuIiYnhxhtvRC6XY7PZCAwM5Ny5c4JI5O3tzbp16/jDH/7Qbnry98akSZNYtmwZH330ET/++CMvvPAC5eXlzJw50yVH3h48MmCpS4GkU9TY2CgMNigoCIVCIaploEWrKjs7Wxiq9M+dO5uZmUnPnj2d8rae4Msvv6S8vJypU6cydOhQZs6cyd69e7Hb7Rw5coTGxkYuXrzIvffe2+5xTCYTsbGxLgJzrdHQ0EBJSQnR0dHEx8c7eRTSzzabjQceeKBTzb0c3f3WBixBoVAQFxdHTEwMMpmMiIgINBoNUVFRBAcHC0EFSWvZEe5I/tBSvyvNnpJxSv8HBgayYMECDAYDRqOxTe55e5ACdL+lKEJqNXo9kDys5557Dr1eT5cuXQgMDCQ+Pp6vv/6axMREoeuVkJDA8uXL/yUyPAEBAaxYsYL+/fuzfPlykpKS2Lp1K2+++SZvvfVWp1NYTk9HJpOh0WjQ6/UMGzYMtVot1qtSCwipjtdms1FRUcG+ffswmUx0794du93O448/3qmRTKpC8TRy7Yj9+/dTVVVFUVERU6ZMYeTIkSJaWlpa6tHLU1hYSH19PfHx8YL22Raam5tRq9V88sknwoMw/Y8GkhTp7mztqWTA6enp7NmzB61WS1RUFAMHDuT2228XDcOkcsOgoCDR0Ls9SBFfqQ741KlTWK1WkSayWCxYLBa331VwcDCXLl3CYDDg5+fnpLXtCRyXPdeTS5ai1FKz79+CsrIyXn75ZdauXUtgYCBBQUHcdtttvPvuu06D+y233MKRI0c8EpW4XqSkpLB+/Xry8vJYtGgRS5cuJTY2lgULFggeRWehvO+++8RM4uiySGvTqqoqMZqGhYVx/PhxnnnmGXJzc51Gi5tuuonp06d32g1xR9XsDE6cOCHYP3fddRfdunVj0aJFhIWFeeTOOorHd2TAJpMJjUbDQw89xC+//CI+Dw8PZ/PmzUJlpCP4+/sL3eouXbrQ3NzMLbfcQq9evSgvL6dbt24EBgZ6FIUEhKZYcXGxaOYdHx8vOjhu2LChUyqJ165dc+q0oNVqO2XAJpOJrl270tDQQFhYGCEhIU5NxT3ZX3qPrncGr6+vF5TU/fv3s2PHDmbNmiX+Pn78ePbu3cvIkSPFZytWrODs2bMeB5A6gxkzZvDggw/y+uuvYzQaeeWVVzhw4ADLly//TSkspVTsbLVa+fXXX0UQSUqcS4GU++67TxRGuyNzuCvZ8wTS4PBb6m0vXrxIbW0tlZWV3HPPPWLUzszM9Kj7W+vctUKhYMaMGbz33ntO22VlZTFw4EDS0tKcDLiqqoqkpCSXmUoSmFepVEJ5U9JuCg0NJSkpSdQp+/v7i/RJW7DZbMjlcvLy8jhz5oxwea1WK0aj0YniOWTIEHr06CHE190hPDycqKgol+on+AcnWqPRuHXN20NNTQ2+vr5kZ2eLVi+dqSirrKwUs3hYWJhHEkOtcfLkSfr16yeyE3/9619JTk6mX79+ouBBKoWV3peAgADWrVvHPffc0ylOe3tQqVQ8+eSTJCcn8/DDD3PDDTcwZ84c1q9f/5ukZ6V+2spZs2ZhNpvbZNtIkAxZEh5rDbPZTHBwcKfD/pIBBwYGdronT+vzSwURixYtIigoiIEDB1JTU0NISEi7ukVms9lpAPH19eWhhx7i66+/dqqTltQ2W7uFMpmM8vJyZsyYwZUrV9BoNKSmphITE0NdXR2xsbGEhoYKt7Yj1NXV4eXlRUlJCUeOHHEy1DVr1vDiiy92qMPU3NxMZmYm3bt3p1+/fly8eFEUaEjVVMHBwZjNZhfSCDh3erjeWdBoNDJ69OhOVzUB4j0IDg52yw3vCI4xGWiJYbz44os8//zzYlAaO3Ysb7zxBgsWLABavLFu3brxwgsv8NBDD3X6mlujV69ePPPMM5w/f55Vq1bxX//1X5SWljJjxow2xSo8QUZGBkqlEh8fH5Sehs8lATSJNtc6vSNpKOt0uk4ZsGOATK/X/yZB7oKCAn744QdkMhlTp06lS5cujBkzhoEDBzJkyBDWrVvntghBKkGUUF1dTXFxMVqt1smAz549S3NzM/3792fSpEloNBqRRw0ODmb27NltBo0AF+OtqKhAJpMREBCAQqEgOzubV199lYKCAqGwIUn+SDh58qTHPXyltE6vXr2Iiori0qVLYs0ueVptDdyOnR5+SyBKLpdfV+pNEnqPi4tz2+upPXh5eTF58mQXws2lS5d4//33WbJkiailnjVrFp988gl33HGH+H4GDBjAkCFDROO8zkIulzN37lzuvvtuNm/ejK+vL5s2beKNN97grbfeuu5CGC8vL0aOHMmJEydEWavHIb5ff/1V6Fjp9Xq3LpHkRnckEuAIqYY2MTGRlJSU3yyKXVFRwc6dO0WPJsl9vfXWW4mNjeXRRx91Wac7uv+SmkZDQwMzZswgOTmZ+Ph4Bg8ejLe3t1CD7IxkaWlpKUVFRaIdyUsvvURBQQHZ2dlYLBZeeukl0tLSOHXqlOiTfOjQIbdC6K0j1G0hPz+fc+fOkZGRQUVFBTNnzuxUXWtNTY3o9HC9RQ2Sd/Vb9u/bt2+HXouPjw/p6emi+bevry9VVVWkpqY6df4A2LZtG927d2f8+PHI5XK8vb2Ji4ujoqJCyPLK5XJWr17NjBkzOq0nHhERwdq1a4mKiuKxxx5jzpw5xMTE8MADD3Tai3CERqOhR48e7NmzR8SezGaz5wbc2NhITk6OaK/hzoBLS0vp27dvp/mr0gUNHz6ct99+u1P7ukNtbS07d+4kPDycefPmicBcv379+PTTT5k/f74YwaROet7e3qxZs0asT6X8qiN/VoK7F0oqlrBYLOTk5FBVVcX48eNZu3Ytv/76qyhI/+CDD/jggw+cRuGjR4+SlpbmNNNlZWUxbNgwl/OYTCangva24CiPo1KpBF3UU2RlZYnAU1udHtpDVVWVGDCux4CDgoKwWCwMGTLEpcl8aGgo8fHxBAYGipYwp06dcskAODY/c8SmTZtITEyka9euoqfz2bNn6d27t+AuhIaGsmbNGh588EGPKa2DBg3iqaee4tChQ+zYsYOnn36a/fv3s2zZst+UY05PTwdwK5HbqSSbJFLWVsS4rVK4jnDhwgW6dOniIpHyW2Cz2XjnnXeIiYlhwoQJ+Pr6YrfbiYqK4r333hPEeT8/PzHyOhLgW8Nx/Wq32yktLeXYsWOCkXThwgUyMzOdZrkBAwaItA200CRlMhnR0dFOLCtppnIMYkkF/K050e2J0rW+f8mAFQoFKSkpTga8fPlyTCYTH3/8sdv9pXpsaDHgzq5DjUaj4M67E1OAlpkzPj5euNiOMZDKykqio6Ox2+2MHTvWKaNQWlpKZmZmhwNKW65qUVERr776Kk8++SRBQUH4+vqSlpbG66+/7qTX1b9/f+bMmePxpPLUU0/x66+/0tDQwPLly1m/fv1vEgVQKBSMGDGCCxcutEnu6LQBjxgxos0X6OLFix4VPLTG4cOHmTRp0nXTFH19fUWbS0DoJw8ePFgYp6MB+vv74+/v3+4xbTYb1dXVorF3TU0NWq2WYcOGUVtb22ZBvCOk9JTkrUgMI51OR3l5OTfeeCORkZH07dsXaJl1pCCgxWIRRRuOxm6xWDzOzVZXVwtKZXp6ulNjMYVC0WF5nzTwxMbGdlqdo6qqCm9vb65du0ZKSgq33nqrC8Glrq6OnJwcUZQ/ePBgUeInk8no1asXI0eOpKysjOPHj3tcYiehPdd77969pKen84c//AFo4X2PGjWKn376yakB3IIFC/jll184f/58m8fy9fVl48aNBAUFMXbsWI4fP86MGTN+kyiAJOmzb9++Nu9br9d33oCBNo1UannRWUjHDQ8PF+Hx1pDJZKjVaqGI7+fnR3R0NCEhIWK/6OjoTtHvpAojKe9ntVo5efIkly9f5vjx4y5uT8+ePRk2bBj+/v7t1sk63lfr1Jqk0Ojl5cXMmTM5d+4cR44coU+fPmJ9XVpais1mw2q10rNnTycDdtTH8iQ3W1ZWhkajcSnCOHv2LLfccku7+0qRUi8vL6dmaK3h2IJU0oCW5G59fHzw8vLCaDR2KIzvaHB2u12ooEqpsM52xigoKHCh/jpiy5YtjBkzRmhvx8XFcfjwYRG8gxbDfvrpp5k9e7ZbN7hHjx6sXbuWyspK7r33XmQyGRcuXPhNii3du3fH39+/3dl70KBBFBcXd86ApTrTkJAQt2ui7OxsNBqNIOZ7CovFImbI/v37k5ubK2RXJaqgxApLTk4mNjZWzKCepGUkudHa2lp8fHwEqwxaop27d+9my5YtHR7HsaOAowxQWzCZTC7rWEka5/3333dqtD158mRiYmLQ6XSicGL//v1ua5ilgaGjgJ/dbufgwYNMnTrVxYA9ccUrKiqEvI6kcpGQkEBAQADBwcFERUURFRWFWq1GpVKhVquFMTiiubmZtLS0DqO6rV/6mpoaMQBdT2sbKW/flgHX19fzxBNP8PzzzxMaGipqzf/yl7+wbNkyoOUZarVaHnvsMZ566imxr0Kh4N5772XOnDls3bqV99577zfLLMlkMoYPH47RaGxzxg8ICGDo0KEcOnSoJQ/cmRNI9TrofgAAIABJREFUhAi5XE58fLzIi0ooKSmhqqqKuLi4dvnAMpmMqKgotFotXl5eREdHU19fj6+vL4899hhGoxFvb290Ol2nUghNTU2UlJRQWFhIaWmpYJfZbDaGDx9OQ0MDAQEBvPHGGxgMBmQyGX5+fsyZMwcvLy82b97c7vE7kgFqDaPR6KQEAS3rt0GDBrndtnUjudayLxI8jURbrVaxjm2dCjIajW5ZUtIaPT4+ni5dugj1kcmTJzsRQ1oPCA0NDRQVFXHq1CkKCgooLCwkIiICm83GxIkTPXq53Q3GRqORpKSkDvd1B0/y7qdPn2bbtm0sXLhQfDZr1iw++ugjpk+fLvafOHEihw8f5ttvvyUhIYE1a9bg4+PD3Llzhacgyf5eD1QqFQMHDuSnn35qM1uQlJSEWq12qlTq9AwsMVf0er2LAQOi40JmZiZ+fn5otVrhfvn4+KBWq0lPTycwMJC6ujqSkpKIiYkR0b/w8PB23TVo+WIaGxuRyWTs3r1btLo8e/YsJpNJRLW1Wi3bt28XtcNSverMmTNZt24dY8aMARBFGoGBgTz77LPtEsrdyQBJHPLo6GinFJrZbBbFHtIxt2/f7lS77LjtkCFDPApQGY1GoQjaHnJycoSbr1arnaql6uvrqaio4M477+Ts2bNERkaKvLbUmUGv14vZNDAwkN69e1NaWkpeXp4ohJAUNS5cuOD07AHR63fixIkdfqetkZ6eTnJyMiaTiT59+nQ6FyzBkwjyO++8Q8+ePRk+fDheXl4EBQXh5+fHpUuXnJaLK1euRKfTMWvWLLZv387LL78s1qdpaWl4eXldlwF36dKFiIiIdksIU1NTqaurc/FiOl3qYbFYiIqKokePHuzatctlbRoQEMDMmTOJiYkR6v5SgURn0wnSbCq9JAUFBeTk5LBw4UKMRiOjRo1iw4YNbUYjc3NznUgi0prRZrPx+OOP88c//pFbb70VhUKBQqFg6tSp2O12Dh8+TG5urttWoRKxY/LkyURHR4tKJC8vL/Ly8pz6DhUXFzNlyhSnl7qhoUHwvx3RGUqpJKTfEWw2G9euXcNut6NQKLjvvvu4evWqIJ/4+voyY8aMFkaPQ9WPxK3Ozs4mMjKSgIAAamtreeWVVzh69KjH8rkSlRJaItHjxo0TBKAzZ864RKVjYmKYOHEilZWVnDx5kqqqKjHIXi+ZpLq6usMUWFNTE6+88goGg0FI2N5000385S9/YfHixSKm4u/vz9y5c1m8eLGQ91UqlYwYMYJz5861y66Sy+UkJye7THqScHx78YGUlBTq6+vdvo8eG7CXlxeDBg0SX8jIkSMF+T8oKIjQ0FC6dOlCbGws8fHx7TZzdkR9fT2NjY2i6LqpqYn333+fQ4cOcfnyZbcBLa1WS3JyMlarlfDw8Da/HCkQlJCQQGpqKkePHiUyMpKEhAS8vLzYu3cv/v7+3HjjjSgUCux2O+PHj+fChQttVodIgQyJhrhv3z6ysrJEX6bW8JTELxm1NBC2ZyAmk0koaLg7viRAaDAYmD59uvh8ypQpTjXazc3NNDQ0iJdP+me1WsnKysJqtbJo0SLRTzgrK6tTpZL5+fkkJCRQXl5OaGgoVquVU6dOiViHSqUS36+3tzdFRUXk5ORQW1tLeXk5NTU1IpYSFRV1XU27pSVPewYcEhJC165d+fjjj1m8eLEY0OfPn8/WrVtZvHgx0DKbK5VK0tLShAEPHjyYvXv3ikE6LS2N6OhofHx8+PLLL4UHkJKS4lRFJrnMP//8c7vta5KSkpDL5W69XXBjwH5+fuh0Lc25NRoN8fHxJCUlYTAYiIiIEGuCqKgoli9f7nG9piS1I+kraTQannvuOdHbp2fPnrz22msolUpee+21dllDWVlZjB8/3iM9I8mobrrpJs6fPy/WaZKBHDp0iJMnT3L77bdjMBgICAgQaopHjx4lJyfH6Xi7d+9mypQpKJVK3n777d9doVJigrVXGVVTU0N+fj4ZGRlUVVWJmuQBAwYI8r8E6YWXyWQ0NTXx/fffi7LC3NxcsrKy2o1mS4Ur/v7+beo0twVpDSpxzaXrstvtFBcXU1RU5HSfGRkZ9O/fn23btgEt3orkkgYFBRETE+PyfXQEqZC/PahUKpYvX86CBQvYt28fo0ePFu91RkaGEMKX3v158+Zx5MgRzpw5g1KpFEUmI0aM4OLFi5w+fRo/Pz/RVG3YsGHk5eWJwFSPHj0IDAzsUHVDq9USEBDQrmKp8tZbbxUUv5CQEKKjo1Gr1URERLRbd+qunSO0zKjV1dVcuXJFVDVdvnyZkydPivVYQkIC77//Prt27RIjlKN7oNVquXTpEkqlUszo2v+PtS8Pb7pKvz9Jky7plqRL0j1N943upSxlL4i444aoKGrFBcfxq6K48GMYccZlVFBnRgVExBUYGFcsi2wtdAEKFLqQZmnSNEn3Nm3TbL8/6r1mT4pznqfP+HTCJ5+kn/fe977vec9JTERRURH27t0LiUTiJDTvDufPn0dKSgr0er3bNGXv3r1obm5GXl4eHnvsMQiFQjz11FP417/+hbNnz9JBe2ByV7FYLGAwGHaGb38UAwMD1NrTdrSRxWJRY3VHWaK///3vdteYmJhAf38/jh49SmeV09LSsHTpUiQlJUEqleLll18GMBnQsbGxyM7ORmFhIXbt2uVy/LKnp4ceQ/4IJTI/P9+u9x4XF4fjx4/bva6xsREjIyN2xaD+/n6MjY0hMjIScXFxUw7ggYEBpKamehwRlMvl+Oyzz/DCCy/g1VdfRWpqKhITExEWFob8/Hx88sknuO++++g5nsViYdOmTSCDQLNnzwaLxUJNTQ3NGMbGxpCQkIDKykqcOHECY2Nj8Pf3R0VFBa5cueKVFBMZGYmYmBivnQYW+YN6g6uKHqEOtrS0QKVSobm52S5Q3UGlUjlZbOj1eoyPjyMgIACvv/467S0S9/jOzk6MjIzQIorZbEZiYqJLs2hbnD17FsuXL3fyMXJES0sLnWaqqqpCbGwsnn76aXz88ccICgqiqyAZAOBwOIiNjb2mAObxeE5ukMHBwejv7weXy8WqVatw3XXXITk5mbra20Kr1UKlUkGlUuHEiRNUXMBVAaW7u9vOj/fDDz8Eh8OBWCyGv78/ZDIZdDqd20zKaDRCoVDQCui1gBwPbBcAd5lLW1sb7XECk88dab15GhRxB3IGJkcHdwv+zp07sXTpUmRnZ+Obb77B008/DRaLRW1a33rrLbr4EVfJ559/Hhs2bHB5rCgsLIROp6O9XKKwaptuu0NYWBhyc3Pt2ozu4PMZmATvxMQE2Gw2GAwGPvjgA5ruTAVEYjQpKcmOIkZ6foODg/jwww+hUCig1WpdVhJJIcdbAJOHJzIy0iWdz/G1Y2NjsFgsWLFiBbKysvDYY49h9+7d4HA4dAeXSCTIy8ubsgwQMCmK99lnn6GpqQk8Hg9sNpvK4xBkZ2cjPT0dSqUSJ0+epLsp+ZkKJ1kmk1HpGHK2/vLLL3H16lXI5XKvRwAi/5qamnpNOzAJQMC+EOWObEOyi1mzZsFisSA1NRVSqRRZWVk+EXSIRlt0dDRNY0UiEVasWIETJ064pY4ajUYcPnwYhYWF2Lx5M3Jzc3HdddfBz88Pw8PDWL58udPU0rJly1BTU2OXCgcEBKCiogJNTU04d+4cGAwGZs6cCZ1O59OzkpmZCR6P51PwAlMI4NHRUXz55ZdoaWnBc889h+jo6D9kQUHORbYtlVOnTuH222+HRqOxG5h3BI/H89l0WyaT0dnQ5ORkr9IlGo0Gp06dgtVqxeLFi1FRUYGVK1dS8nx1dbVXnWyiYeVKkTMkJAQWiwWLFi2ivsFtbW1oaGhAVFQUSktL0dnZiTvuuON/cr42GAyUdcVkMrFjx44pDdd3d3fTynFkZKRPet+20Gg0lM4aERFBK8Jnz57FnXfeCY1GY6eeEhUVZUf5HB0dpam37QIQEBBAgz0tLQ2jo6P0+Mfj8ZCYmAiBQEBF/sl3UV1d7dYL+8qVK3jsscdgtVqxfft2pKWlISUlhZKKamtrnYzhXnzxRTQ1NdEK9MKFC/Hzzz/DYrEgIiIChYWFqKmp8TrM4Ofnhzlz5kAikbgtWLmCxwAeHh6m5tPENRAAFi9ejMrKSp9aGe7gSsHD1mrEE5544gmkpKTg0KFD4HA4Hr8cg8EAtVqNuLg4nwIYmGQgHT16FAwGg7aC5syZg8zMTDv3+hkzZqC8vBw8Hs8uSIndiC16enrQ0tICqVSK8fFxtLe3Y/ny5Thw4AD++9//ApisaJaWliIqKup/6s9jm1pnZWX5HMAcDgeJiYm04CcUCpGUlDRlz+Do6GgYDAaEh4fToYiBgQEoFAqcPn0aFRUVOHnyJKxWK0pKSuyYfP39/UhMTITVasXChQsxMTFBmVlcLpfa6dim1+Pj45BKpaivr0dISAji4+ORmpoKf39/JCUluQ3guro6/OlPf8LatWuxZcsW7Nu3D3/605/g7+8PLpeLe++9F5s3b8ZLL71ERxdDQkLw8ssv48knnwQwmV1aLBYUFBSAyWTi0KFDXr+j2NhYZGVl4fjx41NWAmGRKiWTyaSp7Q8//ICDBw+61SWWSCSorKz0KvjtCXK53GkgwJ0ToiP++te/AgBee+015ObmuvX5ISDKk1OR/BkfH8fBgwfh7++PtLQ05OTkIDo6GmvXrsXAwAD947333nt25yuVSoXa2lp6LvVk61JaWmq3q5DPHxgYiJiYGKdZ1muFwWBAf38/eDweUlJSqMuCLaUUmOws9Pf3Y2JiAgwGA6Ojo1AoFLh8+TJuvvlm8Hi8KYvMmUwmMJlMKBQKxMfH090Y+P1YplKpUFZWBmCynXTzzTfDarVCKBQiMTGRjtMVFBRQnS/g9+GQpqYmNDc3w2w2Y3h4GG1tbXbHruzsbKoJTo4TrqDX6/HUU09h+/bt0Gg02LdvHzIyMqi+tcViwSOPPIJt27ZhzZo19P7Ly8tx88034/DhwwgNDcXMmTPR2trqkyZbWVkZRkdHXY4K+gKW0WjE2NgY6uvrkZWVhWPHjmH79u0e/xE5tP/RAHZMgckDzGaz3Toh2uLChQuYPn261/eSyWSYNWuWxwAmRTOS8jqmvbaTTLYPQUtLC/Vgmqo/8ODgoB1NsLu7G2NjY1RL638VwCQYeTwecnJyEB4ejkuXLvnMV9dqtV49h71BrVajoqKC7qbA5EJNbFCTk5NhtVohEomc+NS2C/mlS5foGKdGo4HJZKLugydOnHAa6QQmzcqByQzC2xSaQqHA008/jQ8++AATExPIysqinz0wMBBMJhNCoRCNjY12TiWkpWqb/ntCcHAwZs2ahbq6uikJ/jmCZTv0/M477/i0apAWB5kAIgEXGxuLuLg4pKWlYePGjR5pZTKZDAKBwC4FnqoTolQqxd133+31fm1Tc8LlnTFjBuLj4+l7JSYmOs0jDwwMoKOjAyaTCQaDAX19faisrERQUBB9CM+fP3/Nq2dzc7NdwJOCT1ZWFpKTk69Z0sURw8PDuHTpEuLi4jA6OjrloQCj0QiVSjVlNwdg8hlZsGAB9Y++++67qXC847WMRiMlxwwODqKvrw/d3d0oKirCddddB7PZjIMHD+Kbb76xC+ra2lrMmDGDDoE4gpiMk7akN1y6dAmvvPIK/v73v6Ourg5Hjx7FAw88AH9/f0RHR6OyshLvvPMO0tPTqd5XQEAA7r//fuzfv9/r8Sc5ORkxMTF/SNSOwO4M3N7e7lOaqVQqYTQawWazceDAARiNRkoMUKlUaG1t9VjtBSaDY3BwEImJiXaHdplMRnWivVXtOjo66Aib425C+qkikYgqWMTHx+PEiRNgMpmwWq1UIqirqwsNDQ20ykuqvo4rY0FBAY4dO4ZnnnmGPggLFy7Er7/+6lX50hWqq6udRsZIxfVaZXZdQSqV0hSe0D6nkil0d3fTDKSoqMjlaxISElBSUoKEhATExMRQbjifzweDwaD/Pj4+HkajEVKpFFevXkV/fz+6u7sRHh6Orq4uSCQSej4m1fb+/n5aETabzV4DJCgoCElJSeDz+TCZTDCbzZDJZNQLyxccP34c27Ztw80334zNmzdDKBTipptuoubhTzzxBL744gtUVVVR0QWi8fz+++97vDZhnf0RkO/CLoAJcdwbzGYzZfgcOnQIL7300jU56ZE02jaApyL03tvbi9HRUUoRtK34Og6gk/urq6vDhQsXqLvCQw895HMqef78eWRkZODNN9/EX/7yF4SFhUEoFOKhhx7Cl19++T/ZMUnLZSrndVuQ9Jv8EOkY8n1wOBwkJSVNaRe29YyKi4vDqlWrEB4eTgNVKBQiIiLCbZ/WYrHAarViaGgIfn5+OHnyJPbs2YPOzk46LbVs2TIkJCTg7NmzTn8PW/lX212bGLUFBATQ+WPgdz0v8lzNnDkT7e3ttJcdFBTkkz7YJ598grS0NLz66qv46KOPkJWVhbS0NAgEAigUClx//fXo7OxEYmIiXaBWrVoFjUaDb7/91uU1MzIywOfzvc5Gu4O/vz8mJiZwxx134KuvvrIP4Kl4+6pUKojFYrBYrGsKXsD1OdjVA0ykV0hwEmlU4rJHZjeByZ3dcSeVyWTYuXMnuFwu9u/fj0OHDiE/Px+bN2+espNCa2srxsbGUF1dTeVYp0+fTgkD1dXVLr+P0NBQJCQkID4+HmfPnnV7vCDHE287MEn9xWIxDdb09HSEh4djdHQUHR0dkMlkqKurw9dff43MzEysXbsWbDYbGRkZHgM4KioKOTk5SEhIgEAgoBx38r5PPvmk2zE9sqMSTrVEIkFNTQ22bt2KTz75BBUVFVAqlU70wL6+PoyNjYHNZtv9TYiL4sjICKKjo5GXl4eKigqYTCb09PT4dJY3mUy0bhMdHe20abjC1q1bIZFIsHHjRuzcuRPz5s3DDz/8gLVr19I24ejoKD766COsXr3absN4/PHH8euvv9rtsmTWVy6XX3PwAsCiRYsQExOD2tpaiEQi5x2Yy+W6ZAo54tdff4VYLJ6y6Lct5HK5nQ6U7chYdnY23n33XZdFDWBS/aOxsREWiwUtLS2oq6uDVCp1WxDo6OhAUVERDQxXZ3BfoVAo7Cr0DAYDCxcuBI/HA4fDwQ8//ACj0YiwsDD8+9//pi0Pstvs378fH374octrk/N6WFgYIiIiYDKZ7AKV/G90dDR6enpopfvEiRPYs2cP3nnnHSxevNjpCOPn50cpkcQMLS4ujupXC4VC5Ofng8fjgcViubRRdbRrUalUdsMPer0eV69edUmuIccdIjPkiO7ubmRnZyMvL4/+Lj09neqPqdVqiMViTExMoK2tbUpyNZ2dnZSJl5SU5NNoY3l5OWbMmIFjx47h2Wefxfbt27Fq1SosW7YMaWlpYDKZGBkZocMPtggNDcX27dtxyy23wGw2Izw8HNOnT8fx48e9shQ9ITo6GqGhodDr9bhy5crkcIXtC8bGxtDd3Y3k5GS7AN62bRv279+P7777jv7Olbu8LyDjhyKRCBkZGZg1axY++ugjOkBBwGQyUVZWBoVCgcOHD9sxkWQy2TV5EBUVFdH7HRwcxMDAAEQikUe9I3eQy+WUxF5bW4vy8nIUFRWBy+XC398fP/74I0ZGRrB79260t7dDqVRCr9djxYoVVAPLFZRKJb3u3r17ERISQl0yOjo6cOjQIbq7uiJU9PT0OPW72Ww28vPz6bHnvvvuwy233IKwsDCPQoJmsxk9PT3o7+9HSEgINcfetWuXS/GDqKgoVFZWugxgpVKJuLg41NXV2WlOEZAxVVvur+1ORQwF+Hw+kpKSphTAxG4UmMzmfGmFNTY2oqSkhC6Ia9asQUFBAf773/+iqqqKjsmSRa2vr4+e94n38KOPPkoX6v7+/j8UvCUlJTCbzfj666/tfu9E5CBME9vB9O7ubqcPbUuPczVvSShtpBVTUlKCpKQkOixNYLFYkJ6ejo6ODmqo/cQTT4DJZOL555/HyZMnr/lDu7pf2wWHHBmuJYAnJiag1WoRExMDo9GIrVu34tFHH4VYLMbq1avBZrNRXV2N77//nv4bPz8/ZGVleexFms1mjI6OIjQ0FAcPHsSWLVt8pk4SPvW9994LpVKJ5ORkZGVlgc/ng8lk0rQ3MDDQjpZoMBig0WgQGhqK4OBg7NmzBzU1NTh37hxdKGfOnImNGzd6nEjS6XROuxGBSqVCUVERjhw54rKSTRYtT9cG4JIk4+p7SE5OphXisLAw+Pn5UYG/oqIi/Oc//3H6d35+fhCLxYiOjsaxY8eoXNDWrVsRERFBXSxtwWAwMDY2hqNHj2LBggXg8Xj0e169ejV0Oh1OnjzptX3lDn5+fpg3bx4uX77sUpnSZQA77qoSicSJdWU7lL5gwQIAsOudxsXFOf0xLRYLGhoaqNKjTCajQ/q2uO+++8DlcjFv3rz/WQDbDsyTuVJXbDBfMTExgY6ODsTExMBsNuPUqVMYHx9HVVUVIiMj8eijj8Lf3x9HjhyBXC4HADz33HPIysrCE0884fHadXV1WLhwIVXGdERERAQV1yMEFZJWW61WpKamujyjEkqp0WjE8ePHceHCBdTX16O9vR1WqxUFBQV4//33cfLkSTrvSkBM7ng8nsdesLuz9cmTJ/H444/j/fffx4EDBzx+flcgcrOBgYGUDOKOkEJ8qEnlnTglkIGNsrIyqurp7++PgoICiEQiZGVlITY2FpmZmXZHQ9t+L+A82EPM6T788EOsWbPGboFet24dsrOz7fS0fAURcz927JhbWq1TAMtkMhqQBFKpFEuWLEFpaaldIYk8EBs2bKCvJdMrx44do0UkMinz888/44UXXnA5pG8LhUIBLpd7TdMn7kAWnMDAQAiFQnR1dUEmk1GWz1TR2dlJe+YCgQAdHR0YHR2FyWTCfffdh8TERKxZswYhISE4dOgQSktLMW/ePDzwwANe7WPIYpOZmUlldmy/d0/yMgwGA3q9HhcvXkRHRwekUimqqqooNfSOO+6AXq/Hli1bnJh2zc3NYLFYVJHRFjKZjJ7h+Xy+WzPz7u5uCIVCJ3WK3t5e3HrrrbBarW4rwHw+HzNnzkRycjK++uoru3ZRT08P7eWmpKRg2bJlaG1txcWLF73KzZLxT1vZpv/7v/9DY2Mjpk2bhpycHJcGcLZnftuAJf9NeNrBwcHo6OjAgw8+iPfee4+6SpL3Xbx4MT799FO6kPuCgoIC+Pv7e+UY2AUwk8nE6OgosrOzsWrVKvrApKamIiAgwM6nR6/Xw2Qywd/fH83Nzdi+fTtkMhk9w7mCTqeDSCTyyqWtr6/HtGnTrnn+1BVcsZxkMplP2lKuQPS1gElGUVRUFLq7u3HkyBFYLBbcdNNNyM/Px6pVqzB79mwIhUJUVVU5PdikomlbTSZ0wWnTpuG9995z+f5WqxV6vR51dXVOtE3HAElLS8P4+DhdOEiP3DGAbd03HGFrOUpUTVwFsEKhQHFxsUt5GW/FwvHxcdTU1ECpVEIoFNrdX1dXFzQaDe37a7XaKbXCmpubaUAxGAzMnz/fyXXD0RDNVsh/ZGQESqUSSqUSCoUCarUa8+bNw8yZM8FkMiESiVBbW4vKykp8//33dHiEpO2bN2/GAw884LX/zmazcdNNN6Gtrc0pC3IFVlVVFX1wbNMR4s7W29uL1tZWWK1WHD9+HK2trZBKpdBqtfi///s/rFixwudRKTLX6S2AfR1qcERMTIxbBXviA5yZmQmRSIRTp05BJpP5LAzg6npk5edwOEhNTYVOp8Pg4CCdRunr68P8+fORkpKCwcFBLFmyBPPnz0dwcDAVxiPKnK6uT85Xti0xEqirV6+GQqHAJ5984vVeR0ZGkJOTY8dUcrc4kmqvu/8PmDyHuus+2E7/eIKjKwODwaAB2d3djby8PLsAViqVdAEoKiryOK1GEBYWhqKiIojFYmqzQoKSkHkcf2c2m9HV1QWpVIre3l7o9XrU19ejqanJrrJfWlqKf/zjH+ju7sbtt99Og9hkMqGpqQlKpRLx8fEICAiAxWJBRkYG1q5d61ZpFABN3/fv34+5c+eCxWJ5nUhjVVVVwWKxQK1Wo76+HnK5HAwGA0eOHIFEIvGY7pK01NdAk8lkPou2AZMrvbcZ3tLSUvrHFIlEbgOYXDczM5PeL6HYxcfHTym9ISDFLyKDc/r0aaSlpWH+/PnIysqCUCikrZuwsDAniVlbDA0NQSqVUn0t0mt98sknXUqqSKVSn7no27Zto5ravb29iIiIcHuO7evrc2mqBvzu1OAuzSYIDg5GaWkpQkND0dTUhISEBAQFBdntaBMTE5DL5S53UTJzbguz2YyGhgakpKRAJpPZpc0CgQCFhYVISEigxBJb4T5HOKbEer0eFy5cQFNTE/bs2QM/Pz8IhUKPqhkcDgcKhQK//PILMjMzkZubi7i4OBw8eBArVqzAO++8gxdeeMFuR7/nnntQV1fnsq5TVFQEo9GII0eOAACOHTuGefPmeU+hV65ceU1tGeD3QIuLi/NptZDJZD4NH9gGk8hG6NwVfNXkIu9PrglMpkzE6mQqAczhcFBcXIzbb7+d7jhPP/00nnnmGa/3Q9KxQ4cOob29nZ5THdPR2267jc4UuwpgmUxGFRu9wWAwwGAwwGKxQC6XU2NvV6ipqbETwrPF8PAwlf3xdLxhMpk4f/48mEwmxGIx2tra/pC5FzC5SEokEnz66acwGAxYu3YtHn74YfD5fERHR3tsh01MTGBkZIQ6ahCMjIzgP//5Dz777DMn3kNRUZFdABMtc2DyrE4W77Nnz+Knn35CamoqAgMDsWTJEnz55Zd4+OGHcfz4ccybN88uld6wYYOd6yGPx8Prr7+Ow4cP27G3zGYzmpubUVRU5NHt02d/YFcgAcxisZCYmOhRiA0CmD4rAAAgAElEQVSYfOh8GT4gXsNkOshTANvCaDR6XEhctZJIJdrVESA2NhbFxcUQi8V2K7sr2qBtJZS4QJB6wMDAAMxmM8rLy+Hv70+D/OjRo245sVKpFPHx8W6zG5LNOJqfeYJt4c1dAHuqzJtMJsjlcq8BPDQ0BJPJBKvViitXrvh0bwQzZ85EXFwcPc4JBAIIhULExsaiqKgI4eHhbhfJ8fFxaoROtKrr6+vR2dkJi8WCdevW4Y477qA7MJlztw1esViM+Ph49PX1Yfbs2XaigIQTnp+fb9eGqq6uRkJCAn22SduHxWKhvb2dGvcZDAbweDxs2rQJTzzxBGJiYnDrrbeipKQEhYWFuHjxImWI+fv7Y/369Zg5cyY++eQTt84hU9aFtkV/fz/1VbUVYnMH4j5A+JwExcXFaGxsdHot0V32BDKQQDyOPC0kZMGxZZuRcyqRaSVWLjExMQgJCfF4npuYmACTyQSLxcLY2Bi2b9+OU6dO4erVq07ypxkZGaiurkZVVRXi4+OpHjUZRXR1rxUVFW4/v1KpBJvNRnR0tM+kBrVaTVsrZOdyrIjL5XKEhYVRkzVbdHZ20td7shxVq9VOpmyOIMP9HA4HAQEBNOWNj49HUFAQlcR1XCjJEMro6ChkMhlaWlpw+fJl1NXVobu72+NiRuiU5Jr+/v7g8/lUmqmvrw9CodBJbM/VdSoqKujr+vr6cOLECWRkZKCwsBAxMTFoaGhAcXExfvjhB/oskSyhtLQUO3bswBtvvIFt27ZR4fvXX38d9957LyIjI7F582aq+CIWi93Waa45gP38/BAbG0uravPnz6f5+tKlS1FcXEwH7wm0Wi0MBgMSEhLshMBcFXFkMhltKTiisLCQTv+o1WraFtJoNJgxY4bLAA4JCYFYLKYp765duzA6Okr7wjk5OU69U/IwkLE28tPc3Iy6ujqYzWasWbMGd955J/r7+7F//363FNTW1lbo9XrIfhMXYDKZuOmmmxAQEICvvvrKSSnEG9ONjPiJRCKfA5jIuQKgw/KOAUyyH5FI5BTAtvI6fD4fycnJLrMjpVKJOXPmgMfjgcvlwmAwgM1mIzAwkC6OPB4PPB4PSUlJXgUHe3p6oNFowOFwIBKJwGAwUFtbix07dni1t7GFVqu1qzTHxMTQ7z05ORm33XYbvvjiC6/XIc4gtjhz5gzVKw8ODsaNN96It956C0888QTOnz9P7XTI7p+dnQ1/f3+MjY1hzZo12LVrFxISErB161akpaVRjfRPP/0Uhw8fxgsvvIB3333XacH0GsCEUUV4uLbDBMDvw9a2D5rVasW0adNcXo+kaN4Ewj09wENDQ7QRr1QqUVxcjK6uLnpOueWWWyi/lwjGRUVF2Z2THFNAq9UKk8mES5cuQaPRQKVSIS8vD3q93m5YwhEkAKKioiAWi50yibvuugtFRUVUGnZ8fBz79u1DcHAwli5diiVLloDH4+GLL76wK27Y1hfcOSESp0Nv0qO2IMEeHBzslhNM/kaOZy+r1Ur/vUgkooQKIn0rEAjAYDAQHByMyspKDA4OgsPh0GD3Zh/b3d0NnU4HnU6HiYkJjI+Po6enB11dXTh69CjGx8fx008/gcvlQqPRQK/XY+HChairq/Mojk6g0+movBIw+QyQTEwqlUIgEPgsHB8dHe10XDtx4gQEAgEeeOABAMAjjzyC0dFROy8s277yhg0bsHLlSkilUrz33ntYt24d8vLywGAwoFQqsX79ekRGRmLnzp30iPbaa6/Z3QcNYCLobjuKRmRNDQYDbV+0trbi559/hlQqRVdXF1asWIGnn37aLtW5cuUK3WUcvxBXZyx3plbA5APsmHLrdDpcf/311JMoJSUFGzZsQHh4ONhstse0l6zAExMTOHjwIKRSKdrb25GZmYmCggL86U9/oq+9/vrr7axSXIE80Gw2G/Hx8U4BzOFw0N3djR9//BFXr16lFqxE7Puhhx6iLgV8Pp/qY/nihHgtTDJbQoS7SrS767LZbPo3ZbFYuOGGG5Ceno6IiAiEhITQI48tp90RFouFBqpWq6U62xcvXoRWq4VMJkNlZSU6OjqgUqmoGRwJUOJcKRAIaF92+vTpsFgsXltLst8kdEkAc7lc5Obm4sSJEwDgM3GILCBEBojcl1wux/nz53Hx4kXk5eXZeVOTyjqhtBqNRsTHx+OFF17AZ599Rs3VGAwGzGYzXn75ZSxduhQrVqwAMDmn0NLS4jRoxHrvvfcgFosRExODgYEBGqiNjY3Ys2cPpFKpxxSNNOzFYjFdXZRKJZWocTwHyWQypz4jIVjYEhDIuZDJZOKNN96AWq2mNqMCgcCr4fTw8DD6+/vR2dkJtVqN5uZmNDY2Yv369SgvL4dCobCjtxHyhS0cFQhdYWBggKqIuAqIHTt2OP1Op9NBIpHQCuRzzz2HjIwMPPLIIwgPD8eXX34JvV6PoaEhhIWFoayszG0AL1261OP9OYLodiUlJXksZM2bNw+zZ8+mR47IyEjKlAJ+n8CqrKx0+z5dXV00/dVoNPD398fg4CAGBweh1WoxMTGBhIQEdHZ22g0uaLVauyNFQEAAZs6cCQ6HA41Gg5ycHLvv+syZMwgLC8PChQupRrkrjI2N0aIh2QVFIhEN4P7+fpcMMyaTSWVumUwmIiIisH//frvXpKSkoKCgADU1NSgrK0N2dja16wEm6yXffPMN7rnnHmrdAkweNwlv22QyYWRkBFwuFx9//DE9WtbW1mLDhg3o6+vD4sWL7UZWWcePH8dnn32Gjo4OryOErkC8fW2F2onYmCu2j1QqtaNqMhgMGAwG3HvvvWAwGODxeIiPj0dubi69ydmzZ7t9f/KAhIeHg8fjYcOGDTh37hwGBweRkZEBnU5nd5a7cuUKysvLnXYJV+oeMpmM7oyO50Hb+5f9piLiq16UwWAAi8XCL7/8ggULFmD9+vV49dVXERMTg9WrVyM4OBiff/45TZvmzJmDXbt2OV3H1766LdRqNV0o8/LykJeXR0cHg4KCIBAIMG3aNBQWFsJqtSI2NtaluDz57KR4aBuoBoMBsbGx+Pbbb9He3k7TzEceeQQ7duywK8ZotVqkpaV5vOcTJ07AbDYjNTWV8hIcv+uhoSEcPnwYmZmZyM/Pd2tHQjYcs9kMFotld/5uaWnBggULnHqvlZWV+PXXX2EwGFBWVoYff/zR6boSiQQ33ngj0tLScPbsWQQHB+Pmm2+m2eXu3btx//33o7a2FrNnz6acdDabjdTUVBw4cADff/89JiYmsGPHDrDZbFgsFrz//vvYtWsXrFYrBAIBWCwW5syZQ7smLF9FuNzh6tWrMJlM9KxMiBREeJ2c64iVR0ZGBpKTk7FhwwZqlyEUCulq446EPzAwQK1aFAoFGhsb0dzcTION2LUcO3aMBr5cLkdWVpZd8BFJVT6fb7fr63Q6WtQiVipjY2NQq9VITk52G8BEriU3N9dja4VYrfL5fGo4brVacfjwYcyaNQsvvvgiXnrpJQiFQqxevZp6FgPuLTLlcjmio6O9uu8R2Vtibk6yl9TUVDz77LMYHx+HSCRyOhOT3ZaA0Gf9/PyoPeyuXbvw888/Q6VS4dZbb0VnZyeUSiV0Oh0KCgqovWpPT49LGqFcLsfy5cvtRiNTU1PtdmQS8LYGchERES6llFpaWnDXXXchMDCQuiuq1WpaqyABTBYk2wAm1e2lS5eiv78fVquVtq3IUZDMVbvC0NAQ+Hw+5HI52Gw2pk+fTp8JYp42a9YsytIi0kZsNhtpaWm4ePEiTCYTfvzxR0rFlMlk9O//yiuvoLy8HHV1dVCr1Whra/tjbSRgMrg0Gg3i4+ORlZWFuro6iEQixMTEoKCgAKmpqZg2bRpCQkIQFBREC0mujMmsViu6u7uhUqnoisvn89HR0eG1f6xUKumKStQcibu8LWw1kYkHEwFxrbf1QiL0T8ezLUFXVxcNbmLFSYIpMDCQznESiVZXqfCpU6dQWFiI//f//h82bdqEqKgou76yu112cHAQ/f39SEpKwuXLlxEREUGLS6RwFx0djczMTISGhoLBYNgFaUBAAHJycuyuabFY0NvbS0kuHR0ddGcdGBiAWq1GZWUlHnvsMcqDJ+KDKpXKrqDGYrEwNDSEGTNmoK+vj4752bKvTCYTTpw4YRewhC3mmMoSYUFgMpCKiopcqlsEBgYiKCgIbDYb7e3tKC8vx9GjR+2KcAQkgBkMBgoLCzE8PIza2lowGAxKrWSxWFi0aBGOHTvm0TB8bGwMn3/+OcrLyyGRSPDdd9/hkUceATC5GL7wwgsoLi5Ga2srQkJCwOVywWazYTabkZ2djccffxxbtmzBxo0b6XHl1VdfxcqVK6kxIDA5TfXiiy/i008//WNtpPT0dMyZM4emo48++igefvhhu6C5/vrrnf4tWenIjGNubi70ej0EAgFuuOEG+rr169fjtttuQ0BAgFdrSbPZjM7OTq9yrHq9nrKJMjMznQLY8Xze09ODe+65B2w226WNTFdXF2UZRUdHQ/SbcDkwuYD4Og557tw5ZGRkYNOmTVi7dq1dWsnlcu2UQ4jBOlEE3bRpE7q6usDn8xEVFeWxiATYT9n09PSgoaGB7lI6nY7KErlzYCDjn+RsTApZjkUggUCAsrIyMBgMqFQq/Otf/0JJSYnXIQS5XI7c3FyXwxJSqZTKF+Xl5bkM4La2NrvfE9XKmpoa9Pf3Q6PR0BQ8JiYGc+fOhcFgwOXLl2mKTrIk8jk1Gg0WLFjglIklJSUhISEBZrMZERERmD17NhoaGlBYWIj29naq5RUQEIC7774bL730Enbv3o29e/fSajXZYe+//36cOXMGZ86cwYYNG/Dll18iMjISmzZtwmOPPYbNmzcjKysLGRkZyMvLwwsvvOA9gP39/ZGTk4O8vDzKiiH/61hIYrFYdmeliYkJdHd3g8vlwmQy4Y033kBzczPWrVuH+vp67N69GwBw5513Ys6cOdTPhqS1ZMWJjo5GXFycS4e5goICuquSWWZv4nIajQZcLhf5+fl2s6nERc8WGzduxMsvv+y2V2k2m2l6FhISgsTERK/Oc+7Q2tqKxMRE7NixAw899BAtDPr5+WHr1q3QarXUOZK0MYjAvKtdWqPRoLe3FxMTEzAajbh48SL6+voQGxuLu+++G0wmE7t378bnn38+pfscHh7G8PAwQkNDIRAIkJ+fj7/85S9Or3NlXO1LpddgMDjN+JKpLQ6HA51Oh+DgYKcjC4PBQEVFhZMiyNjYGHU9lEqldrtocHAwLBYLTp8+DQ6Hg5ycHKdODKlay+VyfPTRR4iJiUFqairYbDa6u7vtFmkGg4FFixbRDWXfvn149NFHwWAwsGLFCuzevRt//etf8dJLL9GpJUIECgoKwsaNG7FixQr09/fjlVdewQcffICioiK6k9su7GNjY78HMIfDQWFhIdLT0+3I4EKh0KU+EgHpn5JD95kzZ7Bz505cvXqVruALFizA6tWrqc1EW1ubE51xxYoVGBkZQUZGBg1Iku4EBAQgLy/PZQDbDk+TdNcWrh4YjUaDjIwMp7G5jo4O3HrrrU6vdxXYtiBBci0WnLatMOLDQ5RLSPoGwO37m0wmDA8Po6WlBb29vdBqtWAymbhy5QrUajVkvxm22aK8vBwLFiygtNBrAdklSWHFFVPIYrH4NOlFAio8PJy6JzhWyGfPno329nZ89913WLx4MUQikV0hi8/no7i4GCdPnnQ5b3zhwgXMnTsXo6OjNJMjmcjGjRsxNjbmVBgji/OFCxcwOjqK+vp6pKamoq2tDRwOh7IQSZ+Xz+fj8OHDqK6uxsqVK+Hn54f29naMjY2Bw+FAKBRCLBbj8OHDKCsrQ1paGqVaBgUFwWAwIDIyEhs2bMDTTz+N+vp6upg/9NBD9Hsi3ZHExESwPvzwQ8o19UTEN5vN0Ol0VJ/p/PnzaG9vh0wmw/Lly/HMM8+AwWBg7969LmmRhEFDxMttdaFkMhliY2OhUCiQl5dHA5h4wwYFBXll6wCTZzDHM52r3ZgU2hwfko6ODrviAkFXV5fHdg05L6amprptzZAiFnHOsyWZkB0VcF3EAya//0uXLkGn09lVfIeHh9HX10dtT4HJAk9ERITdWd4WhABD7mEqYLFYSEtLo3I1ubm56O/vR2BgoFMhTaVSISYmxk5xhcFg0O8iIiICVqsVycnJyM7ORm1tLVpaWjA2NmZHfgB+90+2WCw04yHPRE5ODoKCguw0tplMJmJjY5Gfn4/Y2FgIBALExcUhKyuLytuQ7zokJATDw8Oor6+nZ01Cz3Qk0MyYMQNyuRyBgYHo6Oiwe07I8P6hQ4cglUrBZDIxODiIHTt2UBWWu+++G5s3b8Y//vEP7Ny5k0ocBwYG0vrQ7Nmzcffdd+Orr75CW1sbbV9ZrVZ88cUX2LJlC55++mncfffdYNk2o8luSj5EW1sbLly4gI6ODigUCrdDAram1+np6U6DAZ2dnXYFps7OTrtzmlarpar8tt45BoMBCoUCGRkZPrVoyACEN5AUNzo62m6HIC2QxMREO6ZYV1eX1+uSh7e8vBxlZWVUT4n8kIKSp/61xWLByMgIOjs7MTY2huHhYcp66+vrwxtvvOHT5Fhvb6+d2qcjFAqF3XC+uyq2QCBAamqq3Y9IJILRaKTnttDQUJw7dw7Tp0+no3AEarWazosTeaCFCxc6FfTOnz+P5cuXO03/xMTEUB0qDocDpVJJK+CkxXX77beDwWCAxWJh9uzZdHGMjo5GRESER/0ssgN3dnZSiWBf4aoYSboKixYtwtDQEM6ePYucnBwolUrKFbj++uvxwQcfYHBwEC+++CJ27tyJvXv3YuXKlQBAM7mnnnoKlZWVNPOy7VtbLBZs2bIFCQkJYJ06dQqXL19GUFAQFi9ejBtuuMFnOhnB6OgoJiYmEBgY6FLuxWQy2RWYLl68iFtuucXuNd9//z31xiGQy+XQ6XTIyMhwu1OQ1YkwfAidzxOpvaGhAcDkbuI4C0zScNsAVqlUCA8PR1hYGIaGhsDhcFBSUoKUlBQIBAJMnz6d0gTj4uKwdetWj2wws9lM+dVkJ1WpVLhw4QIVTyC49dZb8dJLL8FoNE6J9+sJRqOR7mKxsbGYNm0a9Hq9U7AGBwdDoVDg6tWruHr1Kg4dOoSrV69Cq9XigQceoLpf3d3dSEhIAIfDoXKr5HNKJBJcuHABKSkpuHDhAtLS0nDlyhW7RYi419tCIpHgrrvuwsWLF+n88rx58xATE0MXJxaLheeff97ruZpMKel0OjCZTDCZTBQUFNjNJ/sKUkBz17YjVfVly5ahtraWpto//vgj7rzzTgQGBuKWW27Bzp07IZVK8fbbb+Oxxx7D8ePHMWfOHMqPDgoKQn5+PqxWK06dOoXq6mps3LgRs2bNwj333IPdu3dPmpAT6qBAIMCKFSvAYrG8agw5IiUlBS0tLSgoKHBbASV5O0lpHSeQ/va3vzn9m56eHqrz7G4HJrujSqWCRqNBQEAAIiIiPPoyabVa+iWlpqbaBbBtJTo8PBxlZWVIT0+H2WzGjh07wGQyPc6f2io9GAwGaLVaGqSkh11fX+9VF8v2foBJ3q4jpfRaQaikVqsVUVFRePPNNzEyMkID9cCBA7h69arH3Z5UiLlcLrRaLQYHB5GWluZkTk2kf8gDr9PpMGPGDHpdcjwKDw/HihUrEBcXh/z8fLBYLPD5fNx7770uJ5IclTWIfrRWq6UUzcuXL6OxsdGpdVRaWoq33nqLqoq4Oja5A3mOPY24jo6O0lpEQ0MDsrOz0d7eTjeblStX4ttvv8Xo6CgOHDiAsrIy8Pl8mkEGBQXRjFYikeDPf/4zrFYrcnJycOedd+LJJ5/EuXPnJkcWyZtqNBqMjY0hKSkJ7e3tXj+ILYqLi2n53V1KRnqsBH/7299QVVXlUkPYFqQSHRUVRQcYbNHV1YWSkhKoVCoYDAY6oeMpgIHJCaO4uDjMmTMHZ8+excyZM5Geno6ZM2ciLCwMt99+O8LDw+12UsdKL5GWZbFYCAgIAI/Hg8ViwU8//YTDhw+jsbHRZ0lYd7CllDpOcXkC0d8m7DJbWCwW9PT00CD49NNPfZLmsUVPTw99yJYsWUI55LNmzaKTTn5+frRIptPpkJ+fj5iYGISGhiIjIwNhYWF0nNDbEam3txdqtZr2qPPy8hAZGYnh4WHs378f//73v33SXWYwGHjzzTdp8ZOwCAsLC33SoCJSQN5m1E+fPo2ysjKcPn0aQUFBUCqV+PXXX7FgwQK6MH300UcAgM2bN+Pzzz/HyZMnsXz5csqXZjAYSE1NxQ033IDvvvsO7777LgoKCpCeno7Nmzdj5cqV9m0ksvtMNYB//PFHFBQUAPhd8MxRa1kqldqRv0kAeQtgsnqGhYUhJyfHbnUHnPWEyQpJ0mRbpKSkoKSkBGKxmErCXHfddVi2bJnTawljCphMm4j3rFQqRWdnJ9rb2ym7qKuri7ZSmEwmtm/ffk0SPa5ABOhJddrXAB4bG0N8fDza2tpcTuowmUzao/SkU+0OxLExKCgIJSUlyMjIQGtrKzQaDQoKCjA8PExT1bKyMiQlJSE2NtajrjQhBQGTAd/b24sLFy6gq6sLw8PDUCqVUKvVsFqtWLt2LVatWgWz2eyy2OQOVqsVDz30EJ599lmUlpbS3TwvL8+nAC4oKHDbH7cFUUCJjIxEbW0tFi1ahDNnzmDOnDlgsVhYtWoVfvjhB6hUKuj1eqxfvx7/+te/6KwA0UMLCgrCunXrcPnyZUgkErz44ov4/PPPER8fjxdffNHZWiUzMxMHDx706csgOHToEF1BY2NjXbYmCLWSgPgieSM66HQ6Oj1DfF49YWhoCDfccAPlVOfk5NCzuasH1XaH7e3txdDQECYmJtDY2Ihly5aBzWbjH//4B65evYqYmBi3juukChscHIyZM2f+zwIYmCwCcrlcpKamOhWK3OHy5cvIzc11O2Y3MDCAzs5OREdH+1T4cwVSYAwICMDu3bsxPj6OsbExKrLA4XCczrbAZBDZsuRqa2tx8uRJmgXK5XJoNBoIhULqHukI8jsul2tX+PQFEokE7e3tKC0tpWmtq+8gMDAQKSkpCAsLo6OqFosFUVFRqKmp8fo+/v7+yMrKQkJCAh1g+e6773DrrbciICAAr776KtasWUNllk6dOoW8vDw0NTUhPz8fQUFBVLr29ddfx/333w+5XI433ngDGzZswHXXXWcfwETR4lpAVk4/Pz+Xc59yuRwcDgeRkZHo6elxaWzmCsS6lBiDESQkJKC4uBjx8fGUWkZ6qgCc2kkEJpMJWq0WISEhCAsLo0P5V65ccVrFQ0JCcNNNN2FkZATNzc1u9ZiDg4MREhJCq9mVlZWQSCQ+reiOEAgEdiQC0W+C48DkUANJu7zBFRnCFjKZzK4S7YpX7ApkbDIpKYkGINnFHB0fgN+54rLfDNC7u7uh1WqRkpKCqqoq+Pv7Q6FQ4JtvvnF6L1fStAREpsg2TZ8KyMJGFvDi4mLccMMNGBwcpF5WRqMRfD4f9fX1MJvNOHfuHJRKJUJDQ7FgwQKviymLxUJ9fT0EAgGqq6sxb948nD17FtOnT6dyTaQglZqaivXr1+Odd94Bg8GgPWYOhwOTyQSxWIx169Zh48aN+O6771BWVoalS5faB7Cr0TdfMTo6iv7+fvB4PJermcFgQFdXF8RiMQ1gV3xoxy+Az+fTwLn++utRUlKC4OBgahfiChaLBRMTExgeHkZkZCSd6qitrUVHRwfMZjMSExOxb98++Pn5QalUukzBbAtIAOhon2OFmShttLa2orS0FN3d3R6D18/PD3FxcU6BKhKJnORah4aGMDAwgMjIyGu253CFsbExO32sxMREu6MTcT0ICAgAg8EAn8+HQCCgs7/5+fn0e3F0KRgYGMDw8DCOHz+OoaEhHDp0yImEYzKZcP78eZSVlVGPpqkIK5KjS0JCAmJjY33WBiO94eTkZLtiGJfLhcViwfj4OE6dOkU3pBkzZjixyQYGBlBXV4dFixbh8OHDbt/31KlTyM3NxZkzZ1BaWgqNRgOz2YyvvvoKzzzzDIBJ+Waz2YyjR48CmGT+ffHFFzh06BBtbZHr33jjjTh79iy+++47vPHGG5g9e/YfH2YgGBwchFwu92i9Qc6ndXV1di51XC6XOgcSBhj5IT0/4HfjZsf3NZlM1Dq0ra0Nzc3NaGlpQVhYGI4cOUINyGwfUJVKRXtuycnJLsXlyPlcKBTSKZTGxka3zCKVSoXS0lJKvQsICKBqJrY/CQkJTrujTqfDpUuXILPRfpbJZOjt7cXcuXPx9ttve+U4TxUk3RUKhZg3bx4lmZDvnRxDXN2vLaxWKyQSCY4ePQqJRAKpVErP6uHh4S5NtScmJtDZ2UkDOD093UlWyBMMBgNkMhmVrBUIBE47NlFJsbXAValUaG5upkoZhJBiNBrx008/+dxSIikvmc911Xo1Go1U+ik+Ph4FBQU4c+YMmpqasHfvXixfvhwsFgtPPfUUTp8+DWBycXjllVfw7rvv4pdffsHixYvBZrPpbPjzzz+P1tZW/OUvf0FoaOj/LoBlNtYb5Oxi+6H8/PzAYDCwfPly8Hg8pKWlITw8HD/99BNCQ0Nd6vcSkJXSYrHgypUrOHfuHFpaWlBfX4/e3l4EBATgxIkT+Pjjj+2qz0NDQ3SyJTk52S6ACVc1JSWFLiqOIDswUZsgqbe7IgZJSbOysrB//34nW1SLxYKuri6cOXOGBikJVE/a16QSHRIS4tbSxBP8/f3pXC/5SUtLQ3Z2NuVaE0M2TxgfH4dCoYBOp4PRaERMTAwyMjJgtVrx6aef4ueff7Z7/fTp08FkMqmIoC0rTiqV0s5FbGwsDSRfoVQq6fcQGRmJ+Ph46HQ6lJeX0yDU6ZgM4ccAACAASURBVHRoaGhwueCaTCYoFAp61AoPD0dCQgKdrPIFxNSMsK88ySrX1tYiLi4OS5cuxb59+1BXV4cZM2ZQkce3334bDz74IIaGhtDY2Ihdu3ZRZRKxWIywsDDKP//www9pxvA/C2C9Xk97lJmZmXj22WdhMBgonzo6OhrR0dFgMBh4+OGH6b+zPS9PTExAo9FAq9VCrVajtbUVDQ0NKC0txTPPPEPJ97/88ovde5P0PCUlxal9JJPJ6JidI4g4uruzOLFjIcMUly5dooQEVxgdHaWLDRHpJlagUqkUCoXimvS3lUolLeSJRCKnAGYwGIiMjERCQgKSkpIwd+5c+Pn5ITMzk1L0vJEdbINXrVZDoVCgr68PIyMj9G8yMDAAk8lEq8EVFRV46623wGQyXWYHfn5+tNjjSI0k1wZg53DvDWw2GwKBACMjIzRQS0pK0Nvbi4qKCnzwwQc+9crVarWdgIWfnx+mTZs2pQAGJp/Z6upqVFZW4siRIx7fWyqVIjw8HI899hg++eQT1NfXU/G/pKQkbN26FY8//jj0ej22bduGkpISDA4OIjY2FoGBgQgNDYXFYgGXy0VHRwe2bt0K1rXYigCThRuxWIyQkBC6euXl5cFqtYLD4eCOO+5wO5xPmDFWqxVSqRQ1NTVobGyESqVymYpERUXRQfLMzEynAAZ+b4E5CrxJpVKq7ewIsrO5k82xWq20f81kMqHX6z0Odly8eJFWYF977TW72eM/ArPZDKVSCZFIhDlz5kAkEtGiXkJCAhW+c/cZyN9Br9dDqVRCpVJR+9GSkhIEBQWhp6cH27Ztg0ajgdFopDuUJzklcg6Nj4+/Jh8r2+H64uJiWK1W6HQ6SKVSKvTguPBYLBZkZmbCaDQiMTERVqsVbDYbJ06cQH19vc9EF6vVSjMp8h254rEPDg56zHr8/PwQExOD/v5+PPDAA9i5c6fLRXrRokXo6OjAtm3bkJSUhJUrV2LLli1oamrC448/jsjISOTk5OD999/H2rVrMTIygpdffhlffPEFqqurab2IVM3FYvGkxnhcXJzHVcc2UHk8HiXAR0VFIS4ujq4OrkB6d0SO9eLFi7hy5YrLqSJPsFqtVMfJXc+yra2N6ujawpPPki8eTFKplJLlvUEikUCj0VBxtz8awGFhYVRokKSYhDPrCoTHzufzodVq0djYiL6+Ppw6dQpKpdJJMik8PBzvvfcecnNzodVqsW/fvikt5qOjo5DL5W4DWK/X0zlmq9WK4OBgFBQUUCtUogPFYrGQnZ1NqZZcLhddXV1u01+ySKvVamr9SUgdU4Fj4dLVIt/R0YGsrCwEBARQBxJbEO2vhoYG1NXVYcmSJTh8+LAdqysrKwsKhQLp6enQarXIzMzEt99+i1mzZuH8+fPYunUr/vznP4PL5SIvLw///ve/8dxzz6Grqwvr16/H22+/TamWLBaLtuBeeeUVsPLy8qBQKOxMkblcLmJiYmigpqSkgM/nOwXq8PAw/P390dTUhNbWVkRFRaGiooKed1955ZX/ib+vVqtFZ2cnkpKS3BbILl265FJgjeyyrkzMyP8XGRnp1oPJtpAFeObN9vf3Q6fT+SRIT8BkMiEUCmkV2vbHVVpKshaiyNjZ2UllbIge2eOPPw4ej4fNmzd7fO/BwUG0tLQgNzcXHA5nyh5Rtq0oMlZIiDXZ2dkoLS3FggULMDQ0hKCgIIjFYrS0tGDPnj0oKSmBSCRCe3s7srKyoFarcfz48Snx8InjIim8+QIi/RQXF+c0AZafn4+ZM2c6/Y0zMjJw9OhRnD9/3ivdsrq6GosXL8Yvv/xCVWVycnKwZ88edHV1oaqqClu2bIHVakVZWRliYmLQ1NREvYX5fD4yMjKwa9cuvPLKK6ipqcH777+P1atXo7W1FRkZGQgMDITRaERISAhY999/PwoKChAZGYmIiAgkJiY6pYkGgwF+fn44fvw41Go1uru70draikuXLuHrr7/Gxx9/jNOnT0MgEFDdKwBuTbKmCoVCQVdXd38oYqLlmO6QAGSz2XDMNnzxYHJsJXmDrW6yLQICApCUlOQUpImJiR4LeKTwNTo6ivT0dOh0Otx5550e70Emk6GoqMin+yVpbGxsLOLi4qYUwGw2m9I04+Li8OyzzyI2NhaNjY2QyWRUXdMVTp48iaGhIaSkpCArK4tuGp7cHFxBKpVS+SBb1RJ/f3+qlkHqMLbjm2ToxRYCgYCmtVVVVXSxVygUPt+X2WymZ+KrV68iMDAQNTU1qKioQFBQELZu3YqFCxeiuroa33zzDR5++GGYzWYcP34cfn5+WLFiBRITExEeHo53330X3377Ld5++20kJiZi1qxZdMFis9mTNFAySA5MVm27urrQ3d0NtVoNtVqNixcvYmBgAN988w3WrVvntAK1trZCLBbj9OnT1JeGBPC1kkIcYTQaaZsnKirKJfF8eHgYEokE+fn5dg12rVZLR7mSk5PtAnh8fBxdXV2IjY11S1AnAUz60STlc1Vx9Pf3pw/QtGnT8Mwzz9BAjY2N9fgZx8fHIZfLKemBVKc7OzthMBiQk5ODnTt3OqmWuAKZv/YFJID9/f3dzjKHhYVhxowZiIuLs3vouVwuzWK4XC4aGhrcMtXc3Sf5HEKhEPHx8VMKYJ1OR9tbZWVlWLduHfR6Pc0cyUihO5AhCPKZjEYjHnroIXzwwQfIyMigdOCpLiomkwmy3xw4jh07BoFAgP7+fhiNRhiNRvz666+orKxET08P6uvrabwcPHgQY2NjmDt3LubPnw8mk4m77roLS5cuRVVVFXg8HlJSUsDj8cBmsyfHKLu7u/HVV1+hvr4ebW1tLlNEIv3qOCcLOD8stvae3rSbpwIyvcPn85GamurSNOvSpUvIzs52YsjI5XLk5ORA5MLEjPg1uUt51Wo1xsfHaaVQKpWioKCA9jeFQiE9bggEAoSFhdHz3j333ON0PUJisQ1SmUxGi3ruQAIFmNzdPZmGyWQyO/8nTyCc5oCAAGRnZ0MikThlYLGxsTh//rxLiu38+fPpf3viObvC8PAwzZbIEccdOBwOdQYh33VeXh6l10ZGRrrktBMQEQQywnnlyhU0NDTggw8+oGdfFouFsLAwdHR0QCQSOfH5fUVKSgry8vIwbdo0vP7662Cz2RgdHaWtpL1792JgYIDqZw0MDCAzMxNWqxXV1dUwGo1ob2/HI488AgaDgbCwMHz55ZeoqanB+Pg4xsfHadeA9d///terJhJR0RC5sESRSqV27gW2vNWp9vY8wbYampOT4/IBlkgkdgMTtvdItI4cIZfLMWvWLJc7Fpno6e/vR15eHtasWQOxWAwej+fVRpTBYODixYtobGyEXC6HVCqFXC6fcqGFQK/XUzE2sVjsMYDHxsbQ3d2N5ORkGsDBwcF2qTthf5F0DJh88KRSqceetCNsz6HesgxXIJlVQEAA0tPT0dTUhJSUFKSmptqlvlFRURAIBC7HOMkuajab0d/fTwunGo0GMpkMtbW1bqfTJBIJDWDi80ye9WtBSkoKOBwO5s6dS3vSZEFftGgR0tLS4OfnB7VajTNnziA4OBjHjh3D3LlzKTf74MGDmD59Onbu3ImVK1fS3XbWrFlOizzL1zTXnUuBo9G07Q5sS/1buXIlGhsbqX3iVEF8ciIjI92eRyUSiUv5WV8q0ampqViwYAF9sIkShm312dHb2Gw20+AkDKSOjg689tprSE1NxS+//OJSyfJaQfx7PD1cpOdtNpvx1FNPQa/XQ/SbfpSt88bZs2exb98+GAwGrFq1CjNnzsTExMSUxx+NRiMUCgU9h/oCwllPT09HWVkZ5TQ/8MADuPfee6mWtDuQOeuhoSEEBwfTo9qnn36Kf/7zn1O6f5LZkXuIiYmBTCbzqIHmDo7BC0wuUP/85z9RVVWFmJgYJCUlITs7G729vWAymThz5gzKy8vx66+/4o477kBubi4YDAbOnDlDC5U33XQT9RpzPLezfK2WSqVSlzItcrkcQ0NDtMI7NjZGKYq2KfTChQsRFBTkMoC9CZMDk+dzpVJppx/lCIlEQpULbQ2lSfopEoloKk2ClAwKxMbG4o033nB5XZPJhKGhIVy4cAGy39zhz549i/Pnz7s8C3d0dCA1NdXnSrSvkEqlKC8vR05OjlsudVhYGLq6uuDv74/Q0FAcOHCABq07BtmSJUsAgCpfeBoicIRCoaBpsEAgcGLgRUZGYtq0afS4QXbVqKgoqollq01lC0IiIW3Iy5cvo6GhAV1dXXQnmjFjBjZv3nzN2R7J7Ei/WSgU4ty5c06KMd4gFosRHByMBx98EBUVFQAmlV+eeuop3H777diyZQuWLVuG2bNn44YbboDVasXJkydRXFyMM2fOYMaMGTh69ChycnKQk5MDq9WKc+fOUd2z4eFhzJo1i74fcUhk+WoSLZVKsXjxYqffj46O4vXXX6cVO6VSSSc6bK/Z2NjoNvD27NmDV1991aM5lUwm86rO0dfXh/7+fhQUFMBgMDhN8wQHB2Pnzp1u32NkZITupOR8KpVK6Qyqr7BdMP4IHJ0hiVNCSUkJ9uzZA4VCQe/xzJkzkMlkVNxu+fLlmDdvnp0RtTvYVqKTkpKmFMBEeQKYZOC9+uqrMBqNNFijo6M9kl+A38kJBoMBx44dw4kTJ1BXV+czZfTq1asoLCx00jjz9f6B33c2sgMnJCT4fC0SvMRPCgCOHDmCl19+GQsXLsTXX38Ns9lMBfluu+023HjjjZQoxOVyIZFIkJiYiGPHjmHOnDkQi8WwWCxoamrC4cOHaVGMxCs5MrACAwOpp5EtYmNj7R5cqVRKvXQde3WONLwrV64gKirKaRd0t6o1NTVh2rRpHgNYr9fT82Nqaiqd4RSJRKisrKRV4vDwcGzZssXlNchqT5Q1SZCuXbsWISEh2LRpk5MvzrXAF4KILTgcjl3qbqtHPD4+Tgtdly5dorTP+fPnexxil0qlePDBB316fxKwgYGBHtNgogpCTKyFQiEVurNarQgKCsKyZctcMvDMZjN6enro2VStVuPSpUuor6/Hyy+/jEWLFqGrqwsff/yxV5EHWxDL0MLCQlpYnAodUqlUUsEEYHIya2RkBCaTyae+OCE5zZs3D/fffz+AyZ2XBC/pBwOgzxaTycQtt9yCm266CQcOHEBNTQ0iIiJw7NgxREZGwmg0Yu/evbQYdvHiReTk5CAhIYHOBDCZTAQFBU1yoW+77TaMjIzY+f9OTEzgmWeeobxflUpF/Y1sZUKBST4oWa0sFgstu/P5fNqXdZTUsQVhsGzbts3u9wwGA/Hx8SguLkZSUhI9V4SFhaG2ttblOYkUDQj9kOymN954I6KiovDuu+86Fe2uu+46FBYW/s9SXvIA8ng8hIeH09SVy+U6+SyTqirxqJXJZGhoaMA333xDq9MEXC4Xy5YtA5PJRFxcnEd1DqlUCqFQ6LXlBExOwBB2T1JSEpWOnTZtml3aS0TlPX3vZJdRKpXQaDTo6urCuXPnPJIgJBIJFi1aRCfQphLAcrmcHr+IefhUAlj2m+WobQCnpKRAoVBAJBJ5DODk5GSn4N23bx/efPNNp+AlIEHMYDBw88034+abb4bJZEJ9fT2WLFkCNptNxxclEglSUlKwZs0a3H///fDz80N/fz/ef/99VFZWory8/PcAJhMyx48fp7Ixtl84cRwUi8VOAdzZ2Wm3WpGHjoxz9fb2emxtXLp0Cc899xzuvfdeWm0kDw2fz3f5wJC0bWzs/9P25XFRluv71yww7DvDPguL7LIqoqIgIJaVux1TMxW3zLLOqWO7x06ZZnUqLfc6p+xrZaYnUVNRMnPJNTcUgRkYloGBAQYGGJjl9wfneXxnmBX9XZ9PHw2Z7Z33fp77ue/rvq4e6plz9OhRdHR0oLKyErdu3TI6n0ZERKCwsNAsuUQikSAtLe2BU17gfsuN7PbvvfceHVn08fGBXC6ni8rJkyfp38nxwBra29vpzLWpcqYp2tra0N7ebrPl5Ovri6ysLLprzps3D7Nnzx40l2wKtVoNuVyOlpYWqhbC4XCwZ88eixmQJZDsj5iBO4L+/n5aYRaJRFaLX+bQ29sLhUJBHQ84HA4iIyNpJdq07UggFovh5eWF8ePHmw3e48ePW0y/S0tLqffS448/jhkzZlAyBxkrJPD29sbTTz8NZ2dnKBQKrF69mpKolixZMhDApaWlNml3wP1K9OnTp41+3tjYiKysLBrApDVA7DAuXryInp4eKJVKTJ06FXq93mjul8xsrl692uJrq9Vq6PV6uLu7g8Vi4fLly1i7di3tn5obvDZ974D5tJa8b0d2YHI+NW3NCIVC6lLB4XDg5uZGfZalUqnRsWIoqK6uRkZGhl3vVfo/idw7d+4YKX2IRCKaBfj4+Bid752cnIyORG1tbTTtlcvldIyTmRmMGjUKq1atQmxs7JCKSQ0NDbQXbS8lkgmyAPB4vCHNTJNzMCHpBAcH02tnDhkZGeByucjKynI4eAkI4YXFYuGxxx7D7Nmz0dXVZRTAKSkp+Ne//gVnZ2colUqsXLmSEouqqqqwZcsWcFUqld07jyWGD7OSCAwUtsjFWLp0KR5//HF4e3vDx8eHKtSbew5gQJeK3CwNDQ34888/ceXKFXR0dCA1NRVvvfUWBAIBJBKJQ8UWa4UlEtzmCnqEwcVMeUUiEcLCwuhQOTlPnzp1ivKUP/roI2RnZ+P69esoKSmx+33a8zksBTBZMEmgRkZG4s0338Qbb7xhdSAfuO+Xq9VqceLECRw5cgRXr161a8Gpr6+HXC63W4DfFKRQKBKJhqTP1d7eTrWjhjIVRRYjcg8HBwfj119/HWSvCgzUX8jxknRlHA1eAmYQT548GYsWLYJWq8X27duRlJSETz/9FG5ubmhubsZzzz1Hg5dAJpOB6wjtTiKRGJWyCTw8PKicaEREBPLz82kqQ+RgAePzKdFLlsvl4HA4yMvLo6r91l6/sbERAoHA4S+aBKm/vz8VaDf9NxcXFyxfvhze3t40UImGFwnUCxcu4LvvvoNUKkVzc7PF6vS9e/eQnZ39UNJyJsiXGBcXh0mTJhntqgKBwCrBhEnXZAoKyGQyLFu2DM888ww0Gg3279+PK1eu2P2eGhoa6PX09/c3K/9rCS4uLggJCaGySURw3ZGqP9HdSkhIGFIAkx2Y3LPx8fE4dOjQoONWTEwMeDweFi1aROmPly5dwsaNG1FQUOBQ8BKQIOZwOJg0aRKWLl2KqKgojB8/HlwuFy0tLXjhhRcGBS8Bt6amBikpKUbFFktobW1FdHQ0Zs6caVQx5fP5RruwXq+nKSQwQJkrLS2FTCbD1atXcevWLaMPyuPxUFBQAA8PD6sB3NHRQVU/HF3pa2trafVOLBYbObjL5XJqtJyTk4Pz58+jpKSEBu1Q2FNkUXiQAPby8hpUnSYtMYFAgH/+859mH6dSqSjPOCEhAadOncLu3bvR2NhocdqH1DXc3d2p5K690Ol0dBcLCQmBQCAYFMCenp6DpIVIJtPV1UXvFS8vL/D5fKtzyKaor69Hc3MzEhIS4OPj47BqCfPeAAaGcD766CN89913AAY2oYSEBLi7uyMjIwM5OTm0BbR//35MnjwZhw4dGtJcPTAQxORMPHHiROTn51PlzhdeeMGqzDOXeaP9+eeflD5o7mKTSt2aNWsADKTKUqkU169fh1gsxtdff40bN26grq4O69evx4QJEwAMFKks3WzAfUUNkUhk07GAaTnK3EltOeGR1wgPD6eflcBgMKChoQFCoRAlJSXU9vRBQFL2kJAQm4JtgYGBZs+nloj4ZLFUKpXUQYGwwKT/09EiePnll6HVam0S8pnyvUNJg8n35uXlhcLCQkRGRhrdPySTIbv+mTNn8PXXX0MikaC1tRUrVqzA4sWLweVyIRAIHArghoYGuvkEBARAKBTaFcCurq4QiUTw9fVFb28vZQ6y2WwcOXKEyt4oFApcuXIFX375JV2QWSwWoqKiMHv2bHz88cdDDl6C48ePg8ViISIiAvHx8WCxWLh06ZLNeQIuKTr87W9/o05xpsPrxPBZKpViwoQJ+P777/HTTz8ZpZC5ublGouvl5eU0gO0puDAF76yBBLC3tzcSExNp4aqurs5mD1AikdAzoinKy8shFArtkrq1B2RhZLPZEIlEqKiooPaSJEhHjRoFHx8fizYtwP1xQia55JVXXoGLiwvWrVtnc95aIpFQZpA16PV66l9lKw0lizwJUpFIROdoWSwWHn30UVy9ehUSiQRHjx6l791aJkO+Vx8fH4eHYJiC8CKRaND1JHUMQihxdnamCpuurq5ITU0dJJFbW1tL763CwkK8+eabNHhv3rwJZ2dnDBs2DKmpqcjLy6N6bQ+CY8eOgcPhYN68eRg2bBjGjBlDxS9MlWYIuIsWLYLBYEB8fDyamppw/fp1o/ORRCIxavu4ubmhp6fH5grJJIbYw5G19yze3NxMeauRkZH0Ijc2NmLEiBE2AzgnJ8dsAJMd80F7wcxCElHW37RpE3x8fKyqehBOMXMntaSjNXPmTCQkJEAkEtkVwKRSag2EXMEMYPJZyILDzBKcnJyM+uyXLl3CmDFj4OPjg0OHDlmkpVpCY2MjzQCGUsgiGYCbmxut07i4uCAoKAi+vr5wc3NDRESEkWG3NZA22oQJEzBt2jQqfldSUoIDBw4gNzcXLBYLMTExeOaZZ+jjHjSIjxw5Ar1ej4ULFyI6Ohpz5syhhB1zQcz9xz/+gddeew2XL1/Gc889Z/MFKisrjVzCCUxTiI6ODkoOsKWy4ObmBnd3d7sI5D09PWhsbER4eLhRqsc8c1uCtSAdCntKKBQaVaaJZKxpIYl5Q/b29hrtSLNmzcKcOXMglUrtTsNIwcbeVhKRPbLE3HJ2dqaKHMAAv7ikpAR+fn7Q6/VGlfZff/2VLizMPnt0dDR8fX0xevRoi5RZayBuDGFhYVZTeMLACw8Pp2dWNzc3ZGVl0XPso48+ikcffdSiED8BmVZqaWlBRkYGgoOD0dnZCS8vL6pkOmvWLIwYMQIA8MMPP+CTTz5Bbm4utm3bhoqKChQUFCAnJwfPPPMMzUYfNIjJ2GZhYSFyc3OxcOFC+llNg5j7888/Y+7cuXarZ1RWVlLyOxOmVhPEEDwiIsJqRfG7775DVFQUVCqVTeVEAFRozTSAgYF5TmvFOBKk5m5oEtwkhSPECjLdwywkCYVCm2lmZ2cndDodVRD85JNPUF1dDblcbnQ9HnvsMQCDF0BrcIRrTexiRCIRamtrjYpiJJ0PCwtDX18f9Ho9TSGPHj2K/fv3Wy18MVFbW0uvu7+/v11FUSbkcjllVCUkJMDZ2RkRERFGsjc+Pj7g8/lwc3OjXlGkVsAsopoGbn19PaRSKeRyOXp7e+mRkHz/RIj+L3/5C223RUdHY9myZTR49+3bh/LycsyePRt79uyhyhsEOTk5WLhwIX0PDyuI9Xo9JkyYgAULFpgNYi4AerZ1cXFBQEAATZeGDx+OlpYWrF+/nj7g3r17lKxgytQyvWgdHR2Uv0kwduxYPPvss3TY/c0330RzczO0Wi3Kysrg6elp9azU3NxMU3rTIKqsrMTo0aNx5MgRs49lUvSEQiH12yX8bpKar127lgrK2VrFCa+aya0mhaTZs2fjlVdeoR6v5kAIA/aalpHHAPZXuDs6OvDFF1/A09MT7e3tqK6uhkQiwR9//IHvvvsOEokEzc3NmDNnDv7617/CyckJ169fd0iJoq+vjzKi+Hz+oEKhOZAUPSQkBCwWi55dRSIR1q9fT43gyaJj7QhCWpTEn/j333/Hn3/+iaamJqpUSSieRGCdCZIik7NwcHAw4uLiAAzsvLdv34ZWq8XXX39NF+C+vj4jBRKyEwMDC85QBQEISBAbDAbk5+dj/vz5NJbIGCL3+eefpzOIJ0+eBIvFQk1NDaqrq1FZWTloJSEKFSKRyGp5u7GxkXJw9Xo9JQmQ9JegsrISCQkJSE1NRW9vL1JTU/Hbb79Z/WDk/G0qL0MqyZbQ399PqYjFxcXo7++HWCymFiIEZKKEgBiUMwOUDOhba3uR3p1QKLRYISeUPUdAApiQY2zRMKuqqtDX14eNGzda/V1mXWMoaTB5fFBQkFEhis1mU2F5cgPyeDwEBgbC2dkZ3t7eSE1NpQuyp6cnxo8fb/Y1NBoNampqIJPJoFKp0NHRAblcjra2NtpD1Wg02LVrl8XeqblM78qVK3QBB+6ryfzwww/YvHkzRo8ejRMnTgzKJjUaDQ1ig8GAcePG0SA2GAwPZScmAwyFhYWYN28eEhISkJSUNHBcc3FxwZ07dxAcHIwvvvgC3377rc10rrm5GaNGjbIawHq9nnrCODk5ITIyEhUVFZDJZHTqRaFQYOzYsXj99dehVCrR19cHkUhkM4BJxdLf3x8xMTFGQutKpRICgYAODpB0USQSGTklMKVgCEgv+Nq1a/j999/pWbWurm5IbQKy43O5XIuTLVKp1EgQwR7IZDJa8BGLxdS+wxKuXr2KlJQUm4He09MDhUKBwMDAIRMiyA2en5+Pvr4+eHh4ICgoCC4uLvDx8aHHEUvPz3ThqKurw/Xr19HV1YW2tjY0NTVBqVTCYDDQFiYzTY+Li6PX0lbmZAoXFxeoVCojWaB9+/Zh69atGDVqlFG6bApmEAMwCuKHsRMTxws+n4+UlBSkp6dDJBpQLeVu3LgRsbGxyM3NhYuLi1036s6dO+1SLyQpGJvNRnJyMioqKtDX10d7vgqFAqdPn6bc6ldeecUupzkm9a24uBi///47nZcNDAwEm822ep7u6emBTCajFXeyo0ZERGDbtm04ceIE9u7da/N92EJrayu1w4iMjLQYwAUFBQ49b39/P9XJFolENgPY2ignE0SOhgjCWQLhgTPPp76++toGmwAAIABJREFUvsjPz6fFxNzcXOTm5to0ZCOFJOKskZiYCA6Hg5MnT+LgwYNQq9U2W1DM5wIGFnZHHAvj4+Oh0+mgVCppAJ88eRLbt29HWlqaXSOmGo3G6PdIEJOM42EFcWhoKAICAqh/NRcAJUOMGDECO3bssPlk5pwRzEGtVlNTJmYllqSNpvO/EolkUPpKDKTj4+PphBJRLACA0aNHD+KskrG2hoYGo7Mp+ZNJo2SCLF4PU0mjurqauuERBzomyJy1o/RBYs9qT/pdXV1Nq+PW/HukDI8mov0VGhpKdzNiHRsQEABXV1dKQCHSQ8xCEjNwCZGEVHy7uroolZa0yNRqNfh8Pl599VV4e3tDqVRaHU4xh+bmZlqJtpZBkFRZp9MhMTER/f39yM3Npbu3TqfDxo0bzRrKW0Nvb6+RW+G4ceOwYMECAAOL3K1btxz6PKbo7u5Gb28vvcYsFgvcsrIy6m37sGRgCQwGAxobG+Hl5WV0Qc2d+4gqfUZGBt577z06VkhkZE2fl3wAg8EAuVyOW7duISIiAk5OTvjkk09w6dIlh32IyI7p6JnUGqT/01eytCjU1dXRCRhTUQVrkEgk1GbFFghVNCIiwuKsLYfDoeQGYICq+dprrxnJ7oaHh1vlWpMqNnEPOHz4MMrLy6FQKIxmxYkAvSlIYXHkyJFD8vzt7++HWq2Gp6cn0tLSLDLqampqIBAIEBwcTGfcly5dSv/9zJkziI2NtXmUM4fe3l6jhZoZxACGHMR5eXkoKiqiKpzEP5i7ZMkSyGQybNq0CampqWYVN4YKpVIJmUyG2NhYREdHAxgQAI+OjkZCQgIV2CY3DpEKMSfdQ/yU5HI5tFotEhMT4ePjg7a2Nuobk5OTg5UrV1qs+NoDR4Y77AEppFgKYGIWJhKJHApgRyrRBoMBdXV1GDZsGJqamiAUCuHr6wt3d3cj1ceIiAj6fK6urmbrBMDAzUPaMp2dnVRpQ6lUYsmSJUhOToZWq8W+fftQUVFh92cickzAQCHMUXkctVoNpVIJT09Pq6l7U1MT5syZg4sXL6K4uJgyBoGBaxUTE/NA91BPT4/Rzv2gQZyfn4/Jkydj3LhxAAbIJK2trQNVaFKIqq6uxqhRo4akjm8OXl5eEAgElJwRGRmJs2fPGo215efnD3qcwWBAa2srbt++jaamJty9excXL14c9J7+9a9/YezYseDxeDQ1lP5Py+hBFiGpVIrhw4cPmlgaKpiBZilNJq0kR1JGW1xrf39/CIVCWjzy9vbGqlWrUFRUBF9fX0RERFikLJJUWKPRoLy8HI2NjVCpVHQB7ezshMFgoJY3zHZidHQ0kpOTaaHSkQAm3AHy/odi9XLr1i0IhUK4ubnByckJISEhCAkJoeZ0169fx/Dhw3Hnzh3ExsYiPz+ffi89PT1wc3NDYGAgpk6digMHDtj92qbo7u5GWVmZ2XQasD+IJ06ciGXLltHuyueff47q6mr8+eefuHfv3n17UeaN5kgAM/t0TPK6aRGExWLRVJhcLHJGbWxspHO/W7ZswTfffGNWRJyJK1eu0AAWiUSorKxEQ0MDZeoMdRFisrVs9THtAXNUMSQkxEg3m/majuz6RNBMr9eDxWLh+eefx7lz56jkLmnjBAYGDpLGNT0bkvNpfX09Ojs7wefzkZycDC6XiytXruCrr76CTCazOWRCQApJXC7X4akm5uODgoIgEAgcCmCVSkWn1QQCASZPnoyLFy/i4sWL0Ov1EAgEmDVrFi5fvoz4+Hi8/fbb9DxpMBhw7NgxjBkzBoGBgVi8eDHUarXV6rMtdHd34/Tp00MO4qKiIkydOhVCoZB6MEulUly9ehUdHR04evSo+QA2TR+Ijq+5iRlvb2+Lb4CciYjZmU6nw/Lly3H79m2L59N79+7ZVURi3iiJiYmorKykpt2OLkJMmE5nPShI39zFxQVisdhsAEskEjzxxBODfs7j8SAQCIwCwdnZGYGBgcjMzARwX1tp5syZVqmkJBW9cOECWltb0dzcDLlcTs+nZDdNSEjA22+/jYiICCgUCly+fNmhz6tSqWjlfShTTUyZ16E8ntxXHh4e6OzsRH19PZydnREeHo6kpCQYDAbExcXh7bffpp0KrVaLbdu24fbt2zh+/Dg2bNiAkJAQzJ8/Hz09PQ9k0KdWq43O0iSISVBbCuJHH30UU6ZMoe6LX3/9NcrLy3H58mUjW1QawOTGTU5OtilwbgpyjmNOzJAxt++//54SNzgcDlpaWqwWlyQSCZKSkmxeGEs3CtnNTBeh2NhYTJs2De+//77V530Yc7xMEFeLuLg4iMVis2ernp4exMTE0Gq6wWCAh4cH/Pz8aMCS78Ic0Z9pjqZSqVBTU4PW1la0t7ejsbERTU1NlLyyceNGNDQ0WDxiEKIKk8boCNRqNWprB5zvh9JL7urqglKphJ+f35Ben+iOs9lsJCYmUs00b29veHh4oLe3F2vXrqXBq9PpsHPnTnz55ZcABroa69evx7p165CQkIDHHnsM/f39FqeB7IG5IGYOQDCDmKhzTJ06FampqdDr9Xj33XfR1dWFixcvDmqncVesWEF5sQaDAQUFBRb7kkTRwXRaiRALzKGyshLh4eFGxsTW/IElEgnlB1tDZ2cnLViQIXdgoMAyYsSIQRVIT09PTJw40WYANzY2oq+v76G2kshFf+SRR3Dv3j1685D+KfFUmjZtGnx9fSFizF5bQnd3N7hcLjVU27NnD22R9fT0QMrQ0QYGFs9nn32Wttgsob29naahgYGBDnOaJRIJfTyfz3e4HqFWqymFcigLANPqxWAw4OzZs8jIyIBOp0NfXx/+/ve/DwrenTt30sefPXsWY8eOxfbt27FixQoUFBTQTNLWqKutz3XmzBmjdNo0iFksFh5//HFMnToVw4cPh06nw7p166DRaHDhwgWzljfcxYsXG/3AYDCgq6uL8mUfROAcuD9WyKTQWYNEIjHr5WuKuro6IxkWgv379xut3OPHjwebzYazszO8vLxsGn4R9c2h7sCE5ECygvDwcHr2FwqFePLJJ6HRaCAUCgdZi5pWfYk0LtlRmf3Tnp4eLFiwAJmZmTQFtAZiAyMWi20eL8h5NygoCEKh0IjpZgudnZ30+vr7+5uVIbaGmpqaIauuAAPZoFKpBJ/PR3x8PObOnYurV68iICAAL7/8Mj1maLVa7NixY5CUMTDQRuJwOCgrK0Nubi4KCwtpMe5Bgrirqwtnz541G8REIGD69OlITEyEVqvF22+/Db1ej3Pnzll0LuESRX+JRIKsrCzk5eVh/vz5Dl10a7h+/TrmzJlj9++T6RdbFcj29nZKUudyubQSXV5ebsQ/nT9/PlxdXaHX69Hd3Y3k5ORBqpqmkEgkyM/Pt6qkQYpnzH6li4sL/Pz8wOPx6FBIeno6XFxcYDAY4OLiQlsBTGg0GqjVatTX1+PWrVvo7u42Op+Ss73pAmowGJCZmQkej2fXTlddXY3IyEibZzpCVfXw8EBISIhDAcx8fEhICMLCwhy6l1QqldEC4Ii+FjAwFUUWxYSEBOzYsQOTJk3Ck08+SYO3t7cXW7dutWrq9+uvv8LZ2RlRUVGIiIjAc889hx07dsBgMFg1ILCFzs5Oo24DCeJRo0bR2WWtVovXX38dHA4HZ8+etWo7xGWqRPb39yMvL8+s9vNQQYogZAdmtpFMPYyAgcJXTU0NRKIBUe3Y2FisXLkSzz///KDnrqioQFBQEJydnS2aUxcXF9NA3Lx5s12VUZlMRrWzSFGMWaxzdXWFWCyGp6cnWCwWLe7Z4vcCA3TF06dPo62tjQojtLW1wWAwQKvVoqamxqpYHhPkvM7j8eyqvEskEurEZw0tLS2UF/4gKo8eHh4OW44yHx8cHAyhUGgxgL29vamCDHEYGTVqFFXecHd3xwcffABvb296/dVqNT777DPs27fP5vs4fvw42Gw2pk2bhszMTCxevBg+Pj7Q6/UOF/eY6OzspPKxfD4fcXFxdPJJr9fj1VdfhZOTE86cOWNTFZS7bds26HQ6PPvss0akA1u7lL1QKpXUYBsYoGseOnQIXC4Xhw8fxrRp0waltKQv+uuvv0Kj0SAzM9PsDkMUNjgcDuLj4y3u2CUlJVi9ejX1fTUHokTp5uZGKXUvvvgiSktL4efnh/T0dHA4HISFhdFFwFROl6C+vp7WBgwGA/z8/FBYWAgOh4NTp07h+PHjNFAfBE1NTVRO1Z7UuLq6ehBV1Ry0Wi1qa2sRFRU1pKNES0sLNbgbygLAtHohDhRisRg8Ho+ST9LT0wHcn9c2J0RPZogJOjo68Omnn+LgwYN2v5dffvmFUjPDwsIwY8YMmpU9SBCrVCpcvHgRmZmZiI6OBpfLhcFgwI0bNxAVFYU9e/bYdNQAAO7hw4fx4osvwtXVFdXV1dDpdFiwYAE8PT3x1VdfOeQVawlNTU00gMl5UKvVoru7GwKBYFAAE30sALTgZe4sVVlZSYtjsbGxlPBtinPnzmHSpEloaGjA1KlTkZmZSd8Hi8WCn58fPD09wePxIBaLaek+PT2d/t0UpBh0/vx5NDY2orOzEwqFwmj+tLu7GzU1NWhvb8fIkSPh5+dHhdEfFqQMdQ575HXEYrFN3nVdXR2am5sRFRXl8FQPMPC56+rqEBkZafc5lsPhIDQ0FKGhoQgJCaHTVs8++yxmzJgBrVaLmJgYq90QYCA9JlVnJnp6erBp0yaLs+LWcOTIEbBYLEybNg1paWmYO3cunT92RH6XCeL3m52dTYOXxWJh+PDhkMlkiIyMtIvswT148KCRJGZvby90Oh2Sk5Px6quv4vXXXx/SG2SisbGR7mrMMyNp+Zj2W5lDDeT8JxaLBwWwXC5HT08P3N3djWR+eDwewsPDqRZXV1cXJk2ahF9//RUhISHIyspCaGgoRCIRZStZAhmKCAkJwe3bt3H58mWo1WoEBQVhypQpqKysRElJCWpqaqwW3W7evGk3d9kUgYGBaGtrM1vpb2hoQEJCAjIzM/H1119bfZ7a2loq6GZNFL+xsdHICdLWEIQpampq0NLSgsjIyEFtLx6PB6FQSFU0PD09ERISgqCgIPr3xMREyrlmThaRRUen06G7uxsqlYpO+ZSXl6OjowNRUVFob2/HihUr6EJVWVmJ7777bkjBS3D48GFMnjyZbhhz586lG89QgnjSpEl45JFHEBISAoPBgFOnTiE5ORmBgYF47LHHaPHXVhBzAWM1jRs3biA1NRXbtm3DunXrHH5j5sAcFDft2ZobwDflI5Piiym5nOj5AgMUvuzsbGqv4ezsjICAAIjFYiQlJcHb2xtTpkwBALOufcQFsL6+Hv7+/khISIBOp8Nrr70GrVZLlTWuXLkCuVwOmUyGH374Ab29vXZxdh0ZPiBwd3dHamoqurq6EBYWhmvXrgG4r8fl6+tLrUTMeTebgggTREZGWg1gYlAGDJzRwsPDKdHHHiiVStptSEpKwiOPPAJg4EwbEBBAA1UsFpttl5HdjcwFt7e348KFC9BoNKitrUVVVRVqamqM+tmhoaEQCAQQCoVYvny5EcOqrq4ON27csPv9W0J7ezvKysrg4+OD9PR0rFq1CgcOHIBer6ffjT0oKipCYWEhNYx/5513wOVyUVZWhkceeQTZ2dlYsmQJ/WzWgnjQaAnhRPf19SE4OBjOzs40JRwqmBMwfD6frow1NTWDXO+B+5XEoKAgWuTJycnB3bt3jXSPAgMD0dHRAU9PT/j6+mLjxo12pViNjY24ceMG1Go19f5pb2+HwWCAUqmERCLBtm3bEBcXh7Nnz0Kn0+HcuXMIDAyEr68vbty4gf7+flRVVYHD4SAzM9OmIx759+TkZLuvm1qtpsSPRx99lH42MsxeXl4OLy8vpKen2zQjIyAukaYaZqYgi66fnx9EIpHFAA4KCqJTYOQ4EhERQXdeb29vvPXWW4MmypjQarVoampCc3MzGhsboVarkZ2djfDwcKhUKjz++ONWyT8CgQBxcXFwcXGhsjN1dXVwdXWFv78/cnJyqOZ5ZWWljStkGa+//jrYbDYmT55MDeamTJlCax32MPcKCgowb948yl3YuHEjNBoNjh07Bh6Ph76+PrBYLIwaNQpLliwBMLAIWZonNhvAwMBkT3d390OZTLp06RL9OzOFk0qlmD17Nv035s6iVqsxf/583L17F2KxGDExMZg0aRI1FDM9m3E4HKNUmLgA1tTUoLOzEy4uLigvL0dnZydYLBbUajWqq6stDopfu3YNycnJCA0NpXI6ZMQsLS0Nt2/fRktLi5EMizWQVoC7u7tdlp+mOHz4sNmfk5aZm5sbFU+3BpLN2AIxjWOxWIiOjoZUKqXjdzweD3w+n5p3E4G5iIiIQccRJgdeo9HQOgHTJ7iiogJVVVVGIoPLly9HcXEx2Gw2hEKhxaEIsViMvLw89Pf3Y9WqVWCxWHQBHjZsGCZOnIjw8HA899xz4HK5YLFYVpVkbEGv1+PKlSt48cUXaQGR7MQArAZxfn4+JkyYQIN3x44d6OjoQFlZGTQaDXp7e3Hp0iV63bOysrBkyRJ6dDAXxIMCuKOjAwaDAQsWLMDatWsdOvtYQmVlJS1KAMCiRYtw+PBhhIaGIjg4GPn5+fDz86PayWFhYXB1dcXs2bONlDVMGVparRYdHR30jHT27FmcOXMGzc3NNGvo7+9HTU2NQ71EwFhmViaTQSqV0pG706dPY+zYsRaLRuaKRKT3x2azIRAIqKDeg6Kuro62fMRisc0Alkgk1GfZGpycnKDRaODi4oKZM2di2LBh8PT0hFAotElx1Gg00Ol0cHV1BYvFQnl5OX744QfcvXsXUqnUrjltkuJ7eXlZDOCYmBiMHz8ePT09ePHFFwEMEC0+/fRT+Pv74+DBg7h58yYWL16MxMRErFixgmYKjkxJMREREYEvvvgCv//+O65cuYL58+dDIBBg6tSpkMlk0Ov1ZtP18ePHY8aMGRg5ciQA4NSpU6ipqaHBS9De3o4rV65Qq5URI0Zg6dKlFoN4UABfvXoVLBYLZWVlFqu6tmAqCQoMfKmk2jZu3Dj09vZi2LBhcHZ2xvvvvz+oHcNs0Wg0GnR1daG8vBy1tbXo6upCU1MTWlpakJSUhOLiYpo27d+//4FtLgDjACaeyeQMBwwsdGFhYdT4PDs7m77fwMDAQa0KtVpN9abEYvFDC2DCHIuKioJYLLZZ4TY1WiffFeFakz+joqLoghsQEGA0M0ugVCrpjkpS4IaGBmpnumHDBnh6euLSpUv473//69DnamlpMbL7NAWxH1EoFHjzzTcBDATvH3/8AWdnZ3r0YLFY2LFjBxYuXIiUlBQsWbKEDtc4+h1wuVxs27YNv//+OxITEyEUCrF371489dRTdJcvKyvDf/7zH9y8eZM+LicnB8OHD6cStadOnUJpaSlOnjxp9nja1taGK1eu0BjIzMzEsmXLaG2ASVQaFMDt7e1oaWmxSx2fzJyas7IwGAzUnCspKckotQoICKCyskwQF8C6ujpkZmaCy+Xi888/pxXR/v5+yGQymt4BAykN2Sn4fP5DCV5g8FBDS0sLuru7aWX7xo0bGDt2LOrr6wcNKGRnZ1t8ThLADxNEGM9agYwI52dlZVHPYn9/f7i7u1vUDyM3EFkk7ty5Q6mcdXV1qKiosLjjk6JgcnLykMYKiV1KWFjYoAJdcnIyNBoNEhIS8MYbbwAYmLK6evUqrl+/bsQcq6urA4vFwq5du/D0008jMzMTxcXFiIyMxK5duxwKYq1WizVr1qCrqwu7du1CZ2cnCgsLsWfPHqxevRo8Hg95eXn0GHrz5k2MGTMGCQkJdIzw8uXLOHnyJEpLS43mqE2hVCpx7do1+h1kZGQYBTEZ2jCrj1JbW4uEhAQA91fowMBAo12SPDGHw6GWFWTM0NPT0+K5kDzHrVu3cPv2bbi7u9MBCXIuJLPC+fn5Fs9+BA0NDfSMa49lhr3o6uqirRACsgsTWFosSEpr+gVJJBKMHDnyoQdwdXU18vPzIRaLaXFFLBZjwoQJlIttmvaaBntbWxul1NbU1EAul2PBggVISEhAX18fli1bRjnK9qCpqclIHN8c684aiFY4YFxhT01NhUqlQkpKCm1xXrhwAV999RXc3NzMtnRkMhlYLBa++uor+Pj4IDo6Gnl5eWhpacF///tfGgz2gCwOixYtwhdffIGgoCC88MILAEBbTAsXLoROp0NKSgqio6OpYszx48dx+vRpnDhxwmrwErS2ttIzNYvFQnp6OpYvX07rUnfu3LkfwITEQEygeDweVq1ahXPnzqGvrw+enp40jSI9VEuVT7JKEK+fxsZG6pVLAv/MmTO4cOGCRcVBjUZjdpc2RV1dHTo7OxEYGDgkd3ZrkEgkRpNOUqnUqA3GZrPNnnfr6uoQHh4+SH/qYY4qMh0k09LSAACZmZk2B9CJTll5eTlSU1Nx4MABfPvtt2YnjoKDg6lLQlRUlEMBDNwfiggNDUVkZKRRWmkLpF1E2oxsNhsjR45EQ0MDMjIyaPCeP38eW7ZsQUZGBrUDtfR8cXFx4PP5dFxx1qxZCAkJwfbt2x3Wb5ZIJFi6dCk2b95M74M9e/YgMTER6enpWLp0Kaqqqij/4c6dOzhz5gyOHz/uUF2JBDGJm7S0NDz77LP037kk3evv74dGo8Hw4cOh1WrBYrHw5JNPYu7cuVaFzIjQNpmYUavVSEhIQEJCAjZt2gRgIB24evUqNm7cSHfg+vp6qyR5qVQ6yObEHMgwemRkJDw8PBwmHViDRCLBiBEjwOfz0dzcDKlUakRF5HA4ZhlNTU1NyMrKshjA9kxbAfcF0U2tOq1RB4H7KhtarRZhYWF477336FTZ//3f/2HDhg04d+4c1q9fD7VabXFckLSSSJblKIOMZFRhYWHYvn27Wcd7S+jr66PU2PDwcKxatQr37t1Dbm4uZs6cCWCgMLh161aw2Wzs27cPhYWFOHbsmNnvPykpCWvWrMHZs2dx4MABvPjii4iNjUVOTg7doR2Vfq2trcXUqVMRHR2NTZs2YcSIEfjuu+8gEAjg7++PqKgosFgsqFQq/PDDDzh69OiQjnitra24ceMG/u///g9sNhspKSlYsWIF3N3dwZ02bRpEImN3d3JT8ng8elP09PSAx+Ph7t27uHbtGlQqFeRyOVpbW2EwGKDT6ajiYFhYGObPn280dVFVVWVUiU5OTraaHvf09EAul9slXE5ULng8HqKjox1KiayB9D6jo6PR3NwMiUSCKVOmUANpS/1xYvFhCqbQe0REBH1+FxcXhIeHU7M0onZirr7AhEajgVQqRW1tLfLz88Fms/HGG2/Q85Wfnx+OHTuGkydP0hbNnTt3MGzYMJw7dw4ymcyqJ5ZarUZ7ezt8fHyGNNrH7Lmq1Wr4+fk5tIvfu3cPfX194PF4mDp1Kr7//nvMmDEDBoMBly5dwtatWwHcJzr88ssvKCwsHHS+zMjIwIcffojPP/8c33//PYRCIT766CPMnTsX48aNw1NPPUXliRwVnNPr9aioqEBxcTG2bduGuXPnoqKighY1CROMKMYMFS0tLbhx4wadc09JScHTTz8Nrml1kezEpBDV3t6OzZs3Q6FQYM2aNbhz5w527dpldVeUyWR47733jH6m1WqhUChoccweNwIy1GArgMlKTc4JQwlgMtnC3OVIHSA/Px9nz56lZ2CRSITAwECrbCZz0Gq1UKvVcHd3p20PYpRmLctRq9WQSqVGM9rV1dVGxmMHDhxAeHg4eDwevXmVSiVUKpWRDxQzrauvr7eqftLV1YXa2tohB7BCoUBfXx+cnJzQ1dVldSzOHG7evIlz585hzJgx8PT0xKJFi8BisdDS0oI9e/YMIjgQw7GCggKcOnUKfX19GDNmDNavX48PPvgAP//8M4D798s333wDrVaLCRMmYN68eXYxnyyhubkZW7duxSuvvEJ3XrJhpaamIjMzEzqd7oE2F4VCgZs3b+Kbb76hZgnckpISOigul8uhUqng7e2NN954A0qlEu3t7Zg+fTr+8Y9/gMvl4o8//rBp0WEJTU1NNIDtuSHslXiVyWR0+oWMZTmCn376CREREdQlgNhoHjhwABs3bqQrJ9npExIScPPmTdy5cwdOTk4ICwuj0qwvvPAC3nvvPXh5eWHKlCkYM2YMJeEzq7HEw5bAYDBApVINClKpVGqXW71UKqVevqY/F4lENIArKyuRm5tLrxvRGbb0nJaM5OwBcYB0dnaGXC53WKdbLBbjp59+gl6vp368wEDmkZSURHdgJkgQFxYWwsPDA6tXr8batWsHuSvU1NSAxWJh7969YLPZyM3Nxfz58xEaGopvvvnGofM6MFB/4HA4cHd3B4vFQnd3N7799ltMnToVAQEBWLFiBa0NPUgLsbm5GWw2GyUlJQPC7rt37zbr/TNr1iwIBALMmDEDb775Jvbu3YuysrIHUukzNc+yNYQulUotmlwxQawpnZ2dhyRO/8ILL9Dzuym6urpoIYWct9PT01FZWYlJkyYhICCADvAnJibC29vbqrk1KUa0tLTg8OHDlGTi5+eHQ4cOOfzeCcgAiGmF25RvTkbzOBwOZDIZgoKCzFbMgfuyRcDA9+UorXbSpEmU/unoUARJQRcvXkzN98huHhYWhry8PNy8edMsmUav19Ojwz//+U+L1ihSqRQsFgvffvstwsPDER0djYKCAtTU1IDNZtstZDBy5Ej4+PjgtddeA5fLRX19Pd544w2Eh4dj06ZNmDNnDlJSUqikEYAhBzGbzabuii0tLeBamqFtbGxESkoK3Nzc8NZbb+G3336zyZ+1BaZwOdHstTbDKpVKjXSDLIHQJX19fYfUc7TGY66urkZUVBTGjBlDKZyZmZlITU2Fp6enxceRKaaOjg4kJiZiw4YNuH79OiZMmIC/ibJfAAAgAElEQVTFixdDIpHg008/pb9vqXdsL5iqokwQUQRi+Sn6nz51TEwM7t69i/b2doSGhtK0cteuXdi3bx+d3CHHBD6fD4FA4BCX+NVXX8Vrr72G6dOnQ6vV2j0UMWrUKBQUFNDhE2CAOPPbb79h4sSJ4HK5iIqKojRDc0KBBoMBeXl5Nq8rqUts2rQJq1atQmJiIhYvXkxbkraCOCsrCx4eHnjjjTfg4uICiUSCt99+G56enjhy5Ag1LOBwOEhKSsLKlSuHHMRsNhsTJ06kBJD+/v6BNtKIESMoG4f47YSGhgIYWF2OHz/+QDsvgSlPVGRD/lUikSAkJMSquzwwkFK1tLRAIBDAy8trSMLupNJKKr6EkTRs2DCwWCx88sknZh9Hht/JGVWv1+PixYtG0rknT57E9evXcffuXepQQa7vwwIJjNDQUCMpoNbWVowdOxb5+flobGyEVCrF8ePHUVdXB4PBgKeeesqIjKFQKIzSZdIKcnFxwbBhwxweBiCLdlhYGEJDQ60GMJvNxtixYzFr1iyjwFMoFHj11Vfh7OyMzs5OzJgxg8oJL1u2jOpGmYM9YvkSiYR+x3//+98RFRWFSZMm0R3aEr+ZGCG89NJLcHV1RW1tLdatWwd3d3eqYtna2kp70/PmzUNiYiJWrlyJzz77DAaDwSKl05QvT4KXnO2BgcWVC4CuZBUVFTh9+jT+85//ICQkBGvXrrXpLucITJvstiwszBVhLIHcKITQYUn5kmhZMQtWYrGYmn+Zg8FgoNNHSqUSI0aMwOeff47ffvsNMpnMZnWReQ4l5+ihWIdYA9lJTMn/JSUlqKiogEQiMZsmmzKpTHW5lUol1bUeSiGLfC/EDxgw724IDBA2cnNzjQprFy9exCeffAIul4tr167RnujMmTPB5XKRkJBAz5dEpmYoIJnWhx9+iL/+9a+IiorC0qVLodPpwGKxBo0Ljh49GhwOBy+//DKcnZ3R3NyMd955B87OzoPabcwgXrBgAeLi4vDcc8/RIDYdroiNjQWHwzEq0E2aNAmlpaWD6ghcAEbGTgQkhXiYrCFmWwIArfJag0KhQHx8vN0BzGazkZOTg59//tmsED2x2bAElUplJJnr4eGBJUuWYOPGjfjpp58AAF988QVUKpXdM7LMcygJYC6Xi6CgIPr/hMUz1OkvIifr6uqK/Px8GsDWVnlL75VZd+jt7YVMJkNMTIzDhaywsDCkp6dTZlp2djb8/f1x/fp1yGQyVFVV0d/NyspCTk7OoOD96KOP4ObmRndBjUaDLVu2QK/XY/bs2TSIyfnyQfSbyfvZsGEDFi9ejKysLKxYsQJbtmwBi8Wi3ZAxY8aAzWbTgO3q6sIHH3wAwLLMTmtrK50zWLBgAWJjY42CmGQ2w4YNGxS8wECLzNxib7TlMIsZRB/5YbCGmJDL5TSA7Sk4ffDBB0ZaV6ZqkF5eXggKCkJ2djYtEK1atQovvfSS1edVKBRGkrmk4tva2mr0e2FhYViyZInRdSgvL0d8fLzd2krkHEpeV6vVgsPhYOTIkXQMjbgAPoiYoFKpRFhY2ANlTSRbIJDJZFAoFIiJiTG7A3M4HISHhyM4OJhOWhUWFiIyMhJeXl7Q6XRgs9kwGAwYP348tFotqqqqjAqaI0aMwPLly41mpS9evIiNGzfCz89vUFBoNBps3boVer0ef/nLX2gQk/OlLenXkSNHWvydqqoqREdHY+fOnXQaiKS8LBYLbm5uYLFYeOedd+Dh4YGGhga8++676O3ttTkP3NLSQieNnnnmGcTExBgFMTAQg+baWDqdDsOHD8etW7eMApkG8IwZM/DEE09Q0rVer38gfWRLaG5upq0eaymZm5sbRP8TmSMtBG9vb6pfFRISQnnXpiDzp0yPYBKgZGe1V+ursbERGo3G6DrcvXvXIalcqVSKoqIi+p56enrg6elppEbR0NCAzMzMBwrgc+fOYebMmUMq5BHU1taCx+NRMQWmQubw4cMxevRoeHt7IygoCHw+HwEBAfD29kZ8fDwdH2SCcOINBgOcnJwwadIkcLlc6PV6/Pbbb0hPT8fKlSuNdt4//vgDGzduBJ/Ptxhovb292L59O/R6PebMmQMnJyckJCTQgLDGGiOMLkvev5WVlYiJicGOHTvAZrORkZFBacWVlZWYPXs2XF1dUV9fj/fffx/d3d12K360tLTg8uXLMBgMWLx4MaKiorBq1Sp8/vnnaGtrsyr74+TkhFmzZqG0tJSOx9IArqyspGcUAnv0kR0FsxLt6emJmJgYeHh4wMXFBRwOhxp0+fv7w9PTE+Hh4RCLxXBycrKY+mq1WnpO43K56O7uxrJly1BdXf3A75vI3DKPEuXl5YiJibH7DCuVSiEQCCgz59KlS8jLyzMKNLJTPQjIOZjJ33YU/f39qK+vR0xMDKKiohAcHIzY2FiqX/Xxxx9bHFRh0ko1Gg1kMhl8fHzg6emJw4cPIygoCKNHj6ZuB8HBwVi8eLHRdbhw4QLef/99hIeH2yxA9fb2YteuXVCr1Zg7dy68vb3pmVij0VisILe1teHatWvIy8sza7oODAR5TEwMtm3bRgtb2dnZyMrKApfLhUKhwIYNG6BSqRwmfpCdmM1mY9GiRYiMjKSpemRkJJ1mYiI1NRVKpRJ79+7F2LFjodfr0draamxuxufz4e7uTvuhUqmUpkUPomLABElRyZf9+uuvQ6lUQiAQWDWQJiqQtbW1UCgUVNFBLpejvr4e1dXV+Oijj5CYmAidTucwOd0apFIpJk6cSKvhxFJTLBbbVZU1NfGWSCTIy8t76NkNqVoGBwfbvbgQKxdSQHJxcUFoaCg+/vhjs5K5ZJEho52EB69SqdDa2ory8nJafORyuXj66afxzDPPICgoCNHR0bh58yaSkpJQWFiIlJQUKm7HYrFw/vx5vPvuu4iMjLTbn7enpwd79+5FR0cH5syZA7FYjOTkZCxatAg7d+60SMhob2+HSqXClClTLB6F7t27h2HDhuHYsWN46qmn4OXlBQ6Hg97eXuzevRttbW1Dvs9aWlqoUk1xcTFEIhFWr15NHTaYQZyeno7W1lZ6lDxz5gzGjRuHGzdu3A/gjo4OtLW1QSQS0RWF2VscSgATrWVmMYlMzpCbwxyVj3jRMuVXioqKIJfL8dZbb1lkgjU0NCAxMZGynmypU9gLcjFFIhHu3LlDhdJGjRplVwATixTR/0y8LfVsHxTkhuByuVQKCBhIY2NiYugsMrNdaM5dkjlr3d/fj+7ubvj4+IDFYuHy5ct45513IJfLbS4QsbGxmD59OlxcXKBWq3Ht2jUEBwcPqmobDAYoFAr84x//QEJCAn799VeHPndPTw+OHj2Krq4u/O1vf4Ofnx/Gjh2Le/fuwWAwmN0hY2Nj0dXVhdLSUhQWFuLEiRNmB1N8fX0RFxcHLy8vI3OCUaNG4eTJkw69T1OQdJrFYuHll1+mdFGVSgW9Xg+pVIqMjAwoFIpBXIXTp08jNzfXuIhFqIumAWyrEs3n8wdVe8VisV3jff39/Th79iwNVLKjSqVSI2aUVqtFXFycVRonSc8J//TEiRM2X98eMNU5CJf1n//8p0PEfFIcOnfuHH2+4OBgh+dkrUGpVNJK9MqVK2lLSSQS0ZE3c9BqtZDL5dBqtaioqEBFRQVqa2upG15KSgo2bdoEX19f3L17127rVrlcDoPBgN7eXpSXl6OyshJ37tzBK6+8QgkQRJ9szZo1GDt2LK30O4ru7m5ER0fD1dUVFRUVGDZsGBYuXEiPLcyqLjn+kJ+dOXMGEydOxPHjx426ACNHjkRiYiL1rGpuboazszO8vb0xZswYzJ49G99///2gwqcjUCgUuHTpEj7++GMUFxcjLCwMq1atwqeffork5GRcvXrVYl3k9OnTxgFsWoEkW7ZIJKKuBKZm3kKhkIq2mwOZUiIFpPr6eiokDwycR/7617/a/KASiYTKk1pCVVUVbcfEx8fbDGAOhwMPDw+b7nvmFjJHSenMa8usqguFQpqGtbS02JU5uLu7QyQSIS8vDyNGjICzszPc3NyMBA1MHSZJIFVVVUH6PwtR8h/R1bL23mtra6mTor1QKBSYPHkytm/fjvj4eDQ1NaGoqAgajYZyhsnneeutt/Dqq6/a/dymmDx5Mp588kmsXr0agYGBmDhxIvUdYkrRxMbGIjMz08i9sqenB6dOnaI7sU6nQ2ZmJpKTk7FixQoAA+2h8+fPo6OjA9OnT0dcXBz1+d23b98DZXsKhQLnz5+HXq/HkiVLEB4ejueffx6fffaZVWGMwsLCwQGckZGB6OhoupP29/cjPz8fubm5Rr5GpiDzm8zWjEQiQW1t7SD+bFFREXU8MHfmJbrMd+/epUwge1wLFQoFFXq3Ryd52rRpeOKJJ/D0009b/b3a2lrodLoHSnmlUilVZiDmZcQ0nQRwbW0tkpKS6M1AJIkIO4z8yUw9Le2qbW1tOHbsGA3SlpaWQfPJ9qKjo8PIctRRTnR1dTUtrKnVajz66KP0fRPxA6FQiAULFuDLL790mO01efJk/P3vf8eLL76Iy5cv01lpFouFnJwcuhMTRVNzjoR9fX04ceIECgoK0N7ejqSkJBq8Z8+exbFjx6hGnF6vx7Rp05CYmEiD+Mcff3zgIP7jjz/AYrFQXFxMZ6AJA9CU8lxYWDhQxHrsscdosBJ9YXMDBGQl6OrqogHKDNSGhga7WUW1tbU0gP38/LBq1SrKtSU7OhljZPZJgYG+rCXuMlHnIP45tlBeXm6WxGKK/v5+1NXVPRCpxXSoQPo/mVaRSARfX19ERkYiLS0NBQUF6OrqQnh4uM12UHd3N01BP//8c1RXV2P06NFYtmwZGhoaKLngYYCpE+2oKJ+7uzv4fD6CgoKMTOq0Wi1OnTqFsLAwTJgwAUVFRdDr9fjqq6+MSB7mEBQUhLfeeguenp4QCAR4+eWXab+YaajNYrEwduxYPPPMM/jpp5/w888/Wxyo0Ol0UCgUGDNmDG2nnjt3jgYveVxJSQmd+Y6Pj6e7/P79+x0K4l27dmH//v0oKSkBcD+IgQFyVWhoKE2nicINMBC83d3d+Pjjj8Fdu3at2ScnAudBQUEIDw/HW2+9hUuXLj2wIRdgnH4aDAYkJyfj/PnzKCsrQ01NDWQy2aD2DxFWE4vFFgNYLpejo6MDwcHBgxT/2Ww2IiIiqFoFMBBEfn5+dplYS6VSjBkzZsj0x5qaGgQEBKCgoACBgYF0gXn66aexaNEii4/T6/Woq6ujZBMm6aS3txc5OTl47rnn6Kwr2Z3tyUAcAQngkJAQ8Pl8uwNYIBCgpqYG6enpRsFLqI9bt25Fbm4ulEolZs6ciUceeQR6vR7//ve/zbZTCLq6unDr1i3IZDKcPHly0CQZYf2dPn2a+hBNmzYNHR0d6O3tNctOS0lJQUZGhlHwHj16dJDKR39/P+3Xzpw5E/Hx8Vi8eDH4fD62bt1qdxAfPXoUa9asgUqlogtOc3MzDeJly5YhJCQEq1atomSPYcOGQafTYcOGDeDxeOA2NDTQ3VQmk6GnpwdnzpyhN/S0adPw+uuvo6Oj46EEL2As9M5isXDw4EG6ClkDcRe0VKUkSoaxsbHw9PTEm2++CRcXF1p15XK5KC0tpXpKarUazc3NEJnxZzKFRCLB+PHjjZQ0zIHD4SAuLg4ZGRmIjY2FXq+nMq0GgwHvv/++0e+TIwRxJ+jr68PFixfx559/orq6GrW1tVZ72TKZDHw+ny4sra2t0Ov14HA4CA4Odlh0wBJIAHO5XCN/K2sQiUTw8/NDYmKikaieTqfD3r178fHHHwMAysrK6MTOtGnTMHnyZADA7t27LTpOkqzDEoYPH46mpibcvHmTFgnHjBlDp9tMOcjDhw/HyJEjsWzZMgD3g/f48eNm6wN9fX04evQoTXmDg4PxxBNPoLe3F//+97/t0iH/4YcfoFAo8N577+HNN9+kxBISxCwWC8uWLUNwcDD+9re/oaysDO3t7ZQHXl1dDe4TTzxh9UWYQmz29uZsgTmADwCJiYl2BbBEIrGp5MHkGickJODYsWM4fvw4JBKJ2bln4plrTwADA9dBKpVSky7Top5AIICTk9Og8ynTmKuqqgoqlYqqNMydOxdSqXRIWl6EOUUM0W/evAmdTkcHBh5WALe2tkKlUlHqqi1ERUXBw8MDcXFxyMnJoT/X6XT4+uuvsXnzZvozjUZDb142m40pU6Zg8uTJMBgM2L17t03bGlMkJiZCrVbT7+zMmTP0+pMg1uv1lIOclJSEUaNG0eMUCd4TJ05YPetrNBocOXIEPB4PS5Ysgbe3N2bNmoWWlhaUlJTYFcRlZWV4/fXX8e677xoJDzQ3N+PChQtgsVh46aWX4OHhgYKCAtpNIIZtlnVc/of/Hz1LslMSNQh7VTSYahKWIJFIaPCUlpbiyy+/tPn71s62Hh4eRpajy5cvx+rVqxEaGmqVOUV8lv7880/cvHkT8fHx8PPzw4oVK6DX6+Hv749ffvkFHA4H/f39Qxbi0+v11C6FOCQyhd5t8YLtRW1tLeRyuV0BHBMTAx6Ph7i4OCNOularxX/+8x+zO2dvby/Kysro2fLxxx/H5MmTERoainXr1tlNMSUyuMwzdFdXF51lZ7PZyM7OpkEcHR0NoVBIfYiYwWsPi0+j0UCtVqO/v59mPosXL4ZOp8PRo0ftCuLTp09jzZo1WL9+PYKCgvDtt98CuB/Ep06dohRUovZRWlqKgwcP2g7g9vZ2tLe3P3QtY2YA2zvlUlVVRVtals6hcrkcvb29cHV1pQME1kBSY39/f2RlZSEuLg5cLpfuqqb0UjLPS0DE6JlcaycnJ6xbt47yn4GBlX/16tW0z9ja2orOzk54enpCLBZbTBXtAQlgQgskmcrDXHQVCgWtRBNXRHN98NjYWLDZbMTFxeHll1+mP9doNNi9e7fZCjBBb28vTp8+DR6Ph4yMDISGhiI9PR0vvPACRCIRnnvuOavyQnFxcdDpdGZJR52dnUb2NllZWVi8eDHq6+tp+40Er7mxPUsoKirCY489Bg6Hg3379mHUqFEQCoUoLi6m8j72BPHvv/+OFStWYMOGDRg+fDjeeecdqNVqxMfHw9nZmQYvMDAnkJqaipCQENsBDAzuDz8MMFM7f39/u1oTZAidpIvm0NLSgq6uLri6ug5SXGSxWNTWkgRodnY2+Hw+fvnlF6uvTYysTp06hTNnztDquzlNazc3t0GSuNXV1XTmmOy2EokEw4cPh1gstkistwcSicRoYSEFnZycHGzYsGHIz2sKZiU6MjJyUAAnJiZCq9UiPj4ea9asoT9XqVTYvn079u7da/M13N3dkZOTA19fX0q7zMvLg16vx7p16+gZ1RREeMFaf16lUuHcuXNgsVgQi8Xg8/kICwsDi8VCY2Mjjhw5glOnTlkVj2CiqKgIRUVFSEtLw0svvYRLly5BIpFg3rx5CA8Px5IlS2il3Z4gvnXrFubNm4d3330X33zzDX7++Wf4+Phg4sSJAAY2UyJYQUYd7Q7g1NRUu6q19oJZBSRqGLZaB3q9nt6spgFMVCW9vb3peUckEmH9+vXQ6XRIT0+Hn5+fVfVHYKA4ceHCBToETwp8U6dOxcsvv4zvv//epj4y6fMyFTXlcjn6+/sRERFBz2ZSqRTDhw9/4MVRoVBg6tSp9P8JA8rX1/eBntcUJIAFAsEgTkBycjJ6enqQlJSE1157zei9bd682a4aBxF/y8jIwBdffIHW1lYsXLgQ0dHRYLFYaGhooFNSTERHR1scwzOFSqWCUqlEU1OTkdVtU1MTamtr7XKNZLFYmDhxIp1fvnfvHq0PlZSUgM1mY/78+QgJCcELL7yAgIAAWrCyhfb2dqxatQrbtm1DcXExnaxrbGzEvn37kJmZiREjRtyf7LL5jDCmEjpiZGwNpkEgFottBjAwkApNmTIF3d3dcHZ2Bp/PR3JyMvz8/NDb2wuBQGCk/FBYWGjzOWtqaiAUCqHT6TBt2jSzaRqTjWWPwDkpjpEANhgMkP5PJpcZwID5+oKPjw/EYjHS09NRVVVldYe+d++eUSX69OnTWLZsGXg8Hjw8POwenbQFcl08PT2pvau3tzeSkpLQ2tqKGTNmYNasWfT3lUolNmzYYFd2ERgYiOXLlyMvLw9btmzBjz/+CHd3dxgMBixcuBAxMTF4/PHH0d/fj127dtH3EhkZCRcXF7tVJBMTE5GWlkY5+IS5l5KSgoKCAvT09Fi9D5nBGxsbC4VCYaQ009PTg0OHDsHV1RVLly4Fj8fDggUL0N/fjwMHDtgVxNnZ2SgtLUVqaipYLBZqa2uxc+dOHDlyBEePHsWKFSswceLEgTaSPR+aeaM9rACWSCRG3rpJSUmU+shmsxESEoLw8HCw2WxKzEhLS6MODGKxmErUkh3XnMOhVqvFiRMnUF1djdjYWCQmJsLHxwe1tbWor6/H6NGjsWfPHvj6+qKurs7iGctRWxRzkrimBTOSRcTGxuIvf/mLkcSPr68vnbiyxZWurKyEwWCgAwxSqZTemGKx+KG40/v7+8Pf359+ZytXrkRxcTHc3Nzg7u5Og42gsbERJ06csEvmhhm8mzdvxv79+wEMHAVI8amgoAATJkzA9OnTYTAYsHPnTri7u8PT09MuY21gIEtgGmfr9XrcvXsXAoEAbm5uePLJJymv2VwQs1gsFBUVYezYsYiNjcWWLVuwfv16nDx5knYngIEagaurK7hcLh0TXbhwIZycnLBv3z6r7djRo0dj3LhxmD59Og3eXbt2UROE5uZmfP755+ByucjLy3MsgB9mIUur1UKj0dAh8KKiIty9exfBwcHg8/nw8vKi0zPmUkGme2J/fz/YbDbOnj0LhUKBtLQ0SuDv6Oig9pMPgubmZqjVarsDWCqVDrLkND2rkpuFw+Fg3LhxuH37Ng4ePEjpj/YKoet0OkilUkRGRlISDHHIcCSAORwOQkNDERoaCj8/PwQFBSE4OJjOZ0dHR9PKu+niCYBKvx48eBClpaW4fPkyCgsLcebMGYuLkKXgJejq6jIqPuXm5mL69OkIDQ3Fjz/+aHftICUlBSNGjKBnaK1Wi0OHDmH37t1IS0vDU089hdjYWNolIMc15mcrKipCTk4OYmJisHnzZqxbtw6HDh3Cnj178NRTT8HFxQWxsbEICAhAWFgYtmzZAp1OhyVLlsDDwwPz5s1DS0sLysrKzAZxdnY2hEIhDd66ujps2bIFpaWlYLPZSEtLg4eHB/744w/861//gl6vty+AzalSDBVsNptaRjInZAICAvDOO+9YfJxOp6M7qlQqxbVr11BfXw+5XA6BQICFCxfSlkV2djbeffddKunysEBSYFOQnitzByVjjUxIJBKjIYPy8nKq3v/VV189UMuHpOyE5CKVShEWFmb2O3NxcYFQKKSGcCKRCImJidDr9fD29kZoaKjFARVio6PX66lZNsGlS5fw4YcfwsPDgx4djh07hsLCQpw9e3bQgsTn87F06VJMmDABn3322aDgJSAVZCcnJ4wcORJubm7Izs5GXV0drl+/bnMqLDU1FRkZGVi+fDmAgeAtKSnBxx9/DLVajZ6eHuj1esybNw+xsbF4/vnnERAQgP/+979UsZLsvDExMdiyZQvWrVuHY8eO4cMPP8SaNWvwyCOPQKvVoru7G+7u7vjxxx/x/2j77rCorvXrdaZTpEnvvTiKKDZAQekmXhsodo0lAvaKvXfEmhgTTYyaxN5QUVGMDbFcFXtBmvSmgHSYme8Pvr3vDExD/a3n8blxLoxTzjp77/d911qHDh2Cnp4eWCwWpkyZAk1NTRoRevPmTRkS9+zZEzY2NpgzZw4YhkFOTg6OHTuGpKQkmJub46effoKuri4tZE2YMAG7du1Sj8DElUIVgc3NzTFu3Dhs2rSJmqy3dH+UVwAB/rf9bWhoQH5+PsrKymQkhiUlJejfvz/09PRk0tmA5srljBkzaJGtsrIS6enp6NKlyzct5BQVFUEoFGLw4MEwNzenAgMLCws0NDTQgtfbt29x5cqVVoU2sq0m5nUikQjZ2dnfpGfbMribFGNCQkKQmppKZ5FJgkT79u1hYWGhUqBSUFCA0tJSGhfKYrGQn5+P6upqREZGwtDQEAzDICUlBTt37oSOjk4r99GrV68iICAA9+/fp+dxExMTTJkyBQEBAUrJS1BXV4fw8HDU1NQgLS0NnTt3puftvXv3Kiyudu3aFR4eHlSY0NTUhISEBMTFxdFdwadPn/DgwQNIJBLMmTMHBgYGGDFiBGpqanDt2jUagiZN3itXriAuLg5LliyBr68v0tLSIBKJYGNjg9jYWCqLLC8vR0JCAioqKjB16lSYmJhQEt+6dQvFxcXo3r07/Pz8EB4eTg3lDx48iLq6OkRGRiI8PBzXr1/H9u3bUVtbi9WrV2P//v2YPXu2egQGmu/ogYGBrex1iLTNzs4Ofn5+8PPzQ58+fWBoaKhQCgU0X2AsFksmvOvAgQN4/PgxPnz4IJP7Q8BisehdVBotRyI/fPhAI0F4PB4NI1MX7dq1g42NDRV5EBUQ6ReOHj0aqampSE1NxenTp5GRkSHjHaUIubm59HxP5rG/Vc+W2B917NgRbm5u6NatGyQSCYyNjREXF6dQtQQ0fxf19fXIzc2lhnPkxpmVlSWzUtjb26NTp07o0aMHJW9WVha2b98OfX19ha6MSUlJCAgIwMOHD6GhoUHJu2vXLpUaYC6XS5MtJ06cCKFQiKqqKvj4+CA8PBympqZYuXIlKisrZX7P09MT7u7u9Ibf1NSEy5cvY+vWra229GVlZXj06BF27tyJCRMmwN7eHlOmTIGbmxtNsoiLi6Pk3bp1K5YvX47evXsjNzcXYrEY1tbW2LNnT6v3U1ZWhvv370MsFiM6OhrGxsaUxJWVlaZ8aboAACAASURBVDA2Nqbkff/+PQ4fPoybN28iICAAEyZMwOXLl2WyxlauXIk9e/Zg79696hO4qKiIbgU0NDQoaVsGRwOyZnVEFCGtXMrMzERxcTH69esno5h59uyZUh8kIimUZ79KCkRPnz6ViQQRiURwcHBoE4HPnTuHpqYmZGRkICMjA3fv3sVff/0Fc3NzrFixAgcPHvyiGBQyJWVvby9DYKBtk27t27dvFcQmFAqhqamJP//8U+ZnpW8qHz9+RGlpKS2OEaISWxxVxTLb/+/gIRKJEBwcDIZhUFRUhIULF8LAwEBmxl0ekpKSMHToUHh7e8PT01Nt8sbGxkJPTw/Tpk1DdXU1qqurIZFI6BGhd+/emDp1Kvbu3Uv78t27d0dQUBCGDh0KoJm8V65cwZYtWxS+z5KSEjx69Ah1dXVYtmwZdHR00KdPH9TU1ODBgwdYv349EhISsHXrVqxcuRJeXl748OEDGIaBpaUl9u/fj+PHj8t97qKiIjx58gQ//fQT3aLPnTsX7969g1AopDubY8eO4d9//0VYWBjmzp2L1atXIz8/v9U1f+rUKYwcOVKWwPIGHcgf0jZQFHVSUFBAc1YfPHiAx48fIysrS2nfuCVZ7e3tqSqDwNzcHI2NjSgpKUFeXh4YhpFrv0rOgARkKIQkFrZlexoSEiJ3gJ3IAb+mmEempsj7VFQgbPldkN1Ahw4dwGazlY5xFhYWUtEBscE5evQo0tLSUFBQ8EV1AVtbWwQEBKCqqgrz5s0DwzB4/fo1jh07BnNzc7kZRS1hYmICNzc39OzZE/v27VNJXh6Phy1btsiQF2jWJ1dXV+PIkSMYNmwYHB0d6XZ6z5496NixIzp27IghQ4ZQI4PExERs3bpVZZ+3qKgIbDYbe/bswcyZM6GpqQkNDQ34+Pjg9evX2Lp1K1avXo3u3btT8pqZmeHQoUMyJgHykJeXBzabje3bt2PFihXg8/k096mwsBD79u3D1atXwWazERkZiSNHjih0qbxx40azI8ekSZNk3DUEAoHSF1FTU4N79+7JrKjZ2dlqNcBboq6uDmVlZVTdMnjwYNr6IFYwGhoaSEhIwKpVqyASiZCfnw9nZ+dWBP706RN8fX3p30kbgMViwd3dvU2vSygUym2X5ebmoqmp6asI3LK9RHyryBADOVvb2toq/C5IMY9EupDvobq6Gg8ePEB9fT2cnZ2xb98+aGlp4fnz5wrdF9WBra0tPRoJhUIwDIOHDx9Smx1VKy/QTN7JkycjMDAQcXFx+Pjxo9K8YEJeXV1dGfICzd9PaWkp3rx5g4qKCoSHh6Nbt24YPnw4tV3y9fUFwzDIy8vDvn37cO3aNbUnrIyMjJCTk4N169Zh0aJF0NHRoU6Uhw4dgomJCTIzM6lR4bFjx3Dw4EG1npto4V+8eIGuXbvSQZLGxkY8fvwYdXV1MDExgb6+Pn755ReFzyMSiSASicAhh3tp1NXVtRLt5+Xl4fDhw7hz547MpM3XorCwkBLY3NwcDg4ONN6TSBylRyzfvn0rN53+7NmzMtNdJSUl1DzN3d0dlpaWag/Et6weE4hEIuTk5MgI89UFkTWam5vDz88Purq6sLKyovPgxCe4JVp+F7m5uTA1NcVff/2ldCUlumpXV1fY29u36f1Lg2xRw8LCYG5uDolEgsLCQsTFxUFPT08t8hL72MDAQOzcuZOaNPTu3RuvX79udbzh8XiIjY2Fjo4Opk+fLkNeNzc3NDU10XlnYpSup6cHR0dHerMmldx9+/bJBJyrQufOnVFeXk6He2JjY7Fs2TLw+XwEBASgoaEB9fX10NHRgba2Ns6cOYP9+/er9dxAc7VZIBCgS5cuMnUJfX19xMTEYO3atSgtLUVxcTEGDBigMjyAk5qa2uqMSkbxWqKgoOD/RNQgFAoBNPdzly1bpvTniZa3JcrKymS234RsTk5OtBXwLUDED4oiOYnLRsujiHTfGoDMbgEAHRV88OAB/T4yMjLkfhfe3t4qt8H19fUoKSmBq6srtLW1v5i8gYGBGD9+PL2pFRYW4vTp07CxsVEY2ykNReQFmmV+Pj4+ePfuHZ1QIuRt165dK/IScYq0mcDHjx/x+PFjdOjQAcbGxtTov7a2FocOHWqTMKFz586oqKig3YPs7Gyw2WwcO3YMERER4PP54PF4aGpqgqmpKS5duqR0lWwJb29vWFpaYvbs2WCxWCguLgbDMDAyMoK2tjY6dOiARYsWYfPmzVi1ahViY2MhEolw4cIFhQIezuTJk9V+AVlZWejWrdtXZfi0hLTDoUAg+GZ2sOQcCPzP0kVR4FlbQAY0unTpQrf70kTV1dVVej4tLy9HTU0NUlNT8ezZM2RmZmLSpEno0aMHrl27JhM5+rUggpEvCVKzt7fH1KlTERAQQB978+YNLl++jLy8PLW25GZmZvjhhx8QGBiIHTt2yF1NkpOT4e3tDRaLhU+fPlHyzpgxQ4a8Tk5O4HA4cuedyU2KuFxKJBIIBAJ4eXlRHytV6Ny5s9y8q4yMDCQkJODNmzdYvnw5NDQ0oKmpiaKiolYFw5bo3bs3Ghsbcf/+ffTu3RsmJiaYN28e2Gw2UlNTER8fj4yMDMydOxfu7u7Q09NDly5dMGfOHGzfvh1bt27F4sWL4eTkhEuXLskVaqhdhQb+ZyujKte3LUhNTcXYsWOphtfOzu6bEDgvL4/eea2srODo6KiwxdESZFxQIpHQCBdC1F69egGAUjcIclaXrrqTVVXedJWvry969OihdiWaHA1UbQtJ+8fQ0FClk4g0nJ2dMW/ePKqBBpq3qjt37oShoaFavs2EvEFBQQrJS3D37l34+voiKioKtbW1rcjr4OAAPp8vd965d+/esLKywqBBg8AwDD5+/AhNTU0IBAL4+fkhMjISe/fuVVqjcXd3x+fPnxWa/r1//x5sNhtr1qzBunXrwGKxYGRkhD59+uD27dtyueDn54dnz56Bz+dj9OjRqK6uxoIFC8Bms/Hs2TOcP38eFy9ehEgkQlxcHObPn49OnTpBW1ubJi/s3LkTp06dQnh4ON6+ffttCAyozvVtC0ixiGxx7e3t1RILqEJTUxP++9//wtXVFQzDICoqComJibQ/LA0S0EUGM4KDg2FsbAw+ny/Tp26J+vp6ZGdnyxw/cnJy1Fa1ELS1lZSdnQ1ra2uVqYNkrptUO9UhsFAoxNKlS2U8tR48eIDt27dDR0dHLfKam5tjwoQJapEXaN42R0REwNLSEklJSTJtHnt7e2hpacmNSSHknTNnDlgsFp4+fYqEhARUV1djypQpsLGxQUREBEQiEfbv3y+3feTu7o7q6mql/ltAc1F02rRpqK2tBZfLBZ/PR2RkJEQiEZKTk6kTDAD07dsXqampKC8vh7+/PyoqKrBs2TJwOBw8e/YM586dw4ULF+iO6OXLl4iLi8OCBQsgFArB5/MRFBSE169fIzk5GRkZGVi0aBHq6upamcm3icD/F/Y6ZHKKtKnUiRxVF9IDCKTgQC5qkuDX0NAAc3NzKtuSh5qaGmoml5ubi6ioKNy5cwdz5879JkcJ8rmSyShVuuiysjK1TOvy8vKojrnlGVweOnXqhLVr18LS0pLuiB48eIBt27ZBR0dHrR2MNHm3b9+O+Ph4pT/P4/GwdetWCAQCjBkzBtu2bcOKFSuwdu1aWFlZQUdHR25HoCV5nzx5gqNHjyIpKQmmpqb46aefMHHiRLi5uWHkyJGQSCT4/fffZUjcqVMnVFdXq1TBcblczJw5E126dMGNGzeo+N7CwgLTpk0DwzC4c+cO8vPz0a9fPzx+/BgVFRU0V4yQ98WLF63IS/DixQvExsZi4cKFlAOTJ0/G1q1bkZycDJFIhNWrV0NHR0emjvBFK/D/RSGLENjJyemLnoPL5cLS0hImJiYQCAQwNTVFUFCQTAGInJMUgWQDk5vK5cuXkZmZ2UqhNGTIEBgaGn6zOkBWVhYlTOfOnb/JDgRoXqkbGhqgqalJI20UoUOHDli1alUr8iYkJMgdj5QHCwsLjBs3DiEhIYiLi1NJXj6fj61bt0JTUxMzZ85EdXU1fvzxR+zduxf79+/Hnj175Fa5+/TpA3NzcxnykrlhoPnsz2Kx8Pvvv2Py5MlwdXXFqFGj0KdPH9TX12Ps2LHo2LEjampq1Cbv4MGDsX//fvz777/Q19fH2rVrsXz5clhYWMiMaSYlJaGyshJBQUFgGAYrVqygZ3dia6vounnx4gU2b96MwYMHY8CAAdDW1sbkyZMhkUhw9+5d7N27FzNnzkRRURGdoWgTgYm9zrcQNUijsLCQEleZvQ7DMDA2NoaVlRW4XC60tbWpWsbIyAh6enowNzdXadFTW1uLqqoqlJeXIzExEc+fP0dmZqba01rE4IAUTL4WFRUVaGxsBI/Hg7m5OVUFSZ+97ezsYG5ujk2bNqkdGVNeXk7v9MpaX3Z2dti+fbtM0NiDBw/w8OHDVnpXRbCwsMDYsWMREhKC3bt3o7a2VunnI03eGTNm0JWxrKwMUVFROHjwIMLCwvDkyROZ1YqQd968eTLkbfmZ5Ofng2EY/Pbbb5g6dSpcXFxgZ2eHly9fonv37vj06ZNa5J0xYwYGDx6MP/74A0lJScjNzaW93NWrV2PVqlUwNzdHVFQU9u7dC01NTfTq1QsikQhr1qwBh8PBq1evcPr0aaXkJXj58iWamprw9OlTzJ8/H5aWliCF5suXL6O4uBibN2/GggULml0pVX4zLfB/Ya8jvcLp6OjA1tYW2traaNeuHRiGodI2ExMTKjO0sbFp5f3cEnV1deByuWCz2fj06RMWLVqE9PR0pflK6qCgoAC9evWCpaXlN6lsA82DKCYmJpg9ezZiYmIgkUjo+TojIwO3bt1Cbm6uynNvS2RkZKB9+/b0c2i5dbO1tYW7uzsMDAwoee/fv49z586hvr5ercR7Qt7Q0FBs27YN8fHx0NDQQHBwMBITE1uRmM/nIy4uDhoaGjLkJSgtLcXo0aOxZ88ebNy4EUuWLEFTUxN8fX1hZmYmQ94TJ04ovKHl5eWBxWJh7969WLFiBfT09NChQwdERERg5cqVSt8Tl8vF9OnTMWTIEPz5559ITEyUqfs8evQI3bt3x8qVK7F69WqYm5tj1qxZ6NatG9LS0jBx4kRwOBy8fv1abfISkDYZKW5ZWVlh4sSJ1Et7/fr1iI2NlU0nVBeZmZnw8PCQ8Xv6WhASkC96zpw5qK2thZWVlcrpsKamJhQXF+PTp0/Iz8+nQ/iFhYVgs9mIiIiAp6cnCgoK1K5CtwQxuSNOH2Sl6tq1q1oEZrFYcHJyUmqGXlBQABMTExQXF2PevHnIz89X+oUTsqnaATx9+pRasLT0EuvcuTM4HA569OhBHysrK8OOHTtkJIHKII+8QPMu58aNGwgJCUFiYiJ9L4S8AoFALnkJysvLaWZuXFwcLl26BF1dXRnyksgTZcjJyYGOjg7evXuHHj16gMViwcfHByNGjMDRo0fldgUIeYcOHYpDhw4hISFBJtea4OHDh+jVqxeWLl2KXbt2oV27dujTpw98fX2pMOHUqVM4d+5cm3dqb9++BcMw2LZtG+bPnw8bGxtMmzYNWlpauHPnDjZt2tS8PW/Ts+Lr3Tk0NTVpz5T8b5cuXWRcNXx8fFr9Xl1dHY0clc4Gzs/PR1ZWFhiGgYaGhkwrQCAQoGvXrvD09KT92S85t3p7e9N0PaB54MTX1xeDBw+GoaGhUqdFoNmzadeuXQgNDVX4Rf7777/w8PBAU1OTWkMXBQUFNG9YGUgvuF27dnBxcaEE5nK5MDIywoABA+jnzTAMzcLau3evytdgaWmJMWPGtCIvQX19Pa5fv06T/zgcDiXvzJkzVYonKioqEBUVhePHj0MoFEJXVxcMw+DJkyc4deoUUlNT4evri1u3bil8Dl1dXQwZMgRubm64c+cOhEIhDAwMMG7cOEgkEhw/flzGcojL5SI6OhpDhw7F4cOHER8fr9QJ8969e+jduzfOnz+PsLAw8Hg8av169erVLyIvwZs3b8AwDOLi4hATE0OliLW1tQgMDERFRcWXE1iVPxbJ0JEmq62trcrzqUQiQXl5OV69eiWjmMnNzVUpjvDy8pIhcF1dHe0pk7Pzl9i3pqWlyczsfvr0CWKxGLZKUiKkkZmZCT09PRgbG6u07LGxsVFrZc3Ly0OXLl1UEvjTp0/UNOC7776DhYUF+Hw+DAwMkJ6eDh8fHzAMg/Lycujq6sLU1BR9+vTBu3fvlObfWlpaYvTo0QgNDUVcXByNdmkJEhr2n//8B4MGDUJTU5Na5CXo2rUr/vnnH8ycOZO6R546dYoOaIhEIvj4+Mjtiujq6mLmzJnw9/fHoUOHcPv2bZiammLevHmwsrKiJD558iQ+f/5MyRseHo5//vkHZ8+eVZlGwmazoaWlReelSTuUz+eDw+HAwMDgq+JHSfDdoUOHMH78eOjp6WHJkiWor69X35VSGtIrcEvFDIkT0dLSUlrtBUC1ppmZmSgoKEDPnj3pSvDrr7/i5MmTbX1pckEucC6XC3d3d5UEZhgGJiYmsLOzA4/HQ1VVFRVWkGKSqakpxGIxPn/+LHcaR0tLS2ZrJh2OporAAoEAZmZmMn1FeSCklAZJO+zduzcEAgHat2+PLl26UF12dXU1nj59ivbt26O0tBQLFy4EwzDIyMjA1atX4ebmBl9fX7i4uFAlj7yJKysrK4waNQr9+/dXSl4CNpuNgQMHwsTEBKNGjVKbvH5+fjAxMcGMGTPAMAwqKirw+++/y0xXlZSUUBJJf+a6urqYNWsW+vbti4MHD9LviWxL582bB0tLS4wfPx5isRgXLlzA6NGjER4ejqNHj+LEiRMqB4rYbDaCgoLQ0NCA/v37g81mo7y8HHw+HxoaGhg3bhwYhsGxY8fkzh+oi9evX9ObV0xMjMx12SYCE79jkUiEYcOGISwsTOX5lKyc0vPWWVlZrb7E7Oxs9OrVC2w2m/ZovwUqKytpn1k6P1d6eEN6HNLW1hZ8Ph+5ubmoq6tDu3bt8OHDB2RmZuLGjRs4cOAAMjIysHv3blhaWqJr164y0Z+E+NOnT6d3T+B/djyKTN6IIb1AIICdnZ1CAhNDACcnJ0RERGDAgAEwMTGB7f/X6gLyzf2A5pFKHx8fFBYWYsGCBWCxWLh//z5+/vlnsNlsZGRk4MmTJ5g1axa8vLxo/Ii071Rbycvn87Ft2zaIRCIMHz4cPj4+uHHjhsr55LCwMOjr6+PHH38Ei8XC48ePcfbsWWru1vKzk0ZL8korhdLS0sBisbB161Za5Y2KisKgQYNgbGyMY8eO4ejRoypXTQ6Hg8DAQDQ2NmLDhg1gs9nIz89HcnIyTp48iXXr1sHJyQk//PADrK2tsXnz5q+yZH716hUYhsGBAwcwYcIEGBgYYPLkyfIJrKenRy9I6S0w2f5KJBIZtw2imCEX3a1bt2hynLqRIWKxGDk5ObC1tZVrEvA1KCsrg46ODoYMGQIHBwfY2NjAysqKWtqQGwtRQH348EFp4DXQfHPS1tbGunXrkJ6ejoyMDFy5ckWh4buqCBdSdXZxcYGtrS0eP35M82ylvwMrKyul02EikQi1tbUoLi5GcnIyGhoaEBwcDCsrK3To0AHv379HTEwMAOD+/fv45ZdfwDAMNb4LCAjATz/9hOnTp8PHx4cavN26dQvW1tYYOXIk+vfvj61bt8qYGrDZbPTt21dG4MDn85sjMDkczJw5E7W1tbh69SqCgoJw8+ZNhaOgfn5+MDMzw7hx4yh5z507J5e8LaGrq4vZs2fDz88PBw4cwOHDh1v9DCkQxcbGYtOmTdDQ0ICVlRWdklKXvE1NTVi/fj04HA7evHmD48ePIz4+Hr6+vli0aBE2bdoEJycnBAYG4uPHj/j111/lBgGoi6amJhQUFNA2kp2dHTi9evWiYnGygrRszxCCPnnyBFlZWQgNDYWdnR3mz5+Pt2/fKlQvtQVFRUUoKCiAra1tm1LgW8Le3p4adjMMAzc3N3q319LSwqtXr3D27FlkZWXJte1RF/fu3UOnTp2wePFitWxNMzMzMWjQoFaP6+vr08+dyCSjoqIwZ84cpc9XV1eH6upqZGdn4/79+8jKykJ2djby8vJkxjgtLCwgFAphaWkJLpeLsLAwAP8jr0gkktkpEOubn3/+GdOmTUOfPn0gFothZGQEBwcH9O/fH7Gxsa2M2gUCAebPnw87Ozvs379fhryzZs2ir0ksFlOju+Tk5FZV4L59+6J9+/aUvJ8+fUJ8fLxaxvC6urqYM2cOfH198fvvvysV2L958wYdOnTAmzdvaE/fzs4Ovr6+OH/+vMLVksvlIiAgACKRCOvWraOtouPHj9PdyK1bt+Dr64uYmBjs3r0bFhYWGD58ODgcDnbv3q2226g0XF1dIZFIcP78eQiFQrqD4EinxFVUVCArKws3btyQ2fIWFBTIEJTFYmHq1KkoKChQWURRFx8+fKCeRl+6AltaWkIoFFIHfyK6fvXqFVxdXVFSUoKDBw9+kwkqooohNj7KQEK4XVxcMHbsWGr2Z2trK7eXLX0sKSkpod8D2S0QnypFN82YmBg4OjriyJEjKC0txf3796kIA2g+rvz2229obGyU29pKSkpCYGAg9u7di8jISPj5+cHT0xNsNhubNm2SS6bq6mpMnz4dv/76K+rq6uDj4wMWiyVDXgKJRILExEQEBgbi/v37dFXq168fDAwMEBMTQ1deEqytqoNAWky9e/dGfHy8Wnazffr0gbOzMxITE9GlSxcYGxvTsO4LFy60IjGPx0O/fv0gkUiwdu1aOmF14sSJVhZLt27dgp+fH6ZOnYoVK1agR48eNBZ027ZtatcBgGYNNPGwBpqvPXKW52zZsgXp6enIzMxUac9JIJ3U0JakdmVoamqSqRgr0tsqw4cPH+Dq6orq6mqIRCI4OTnJzDgbGRl9cSW6JaQ/AwIOhwMrK6tWTpzSvexZs2a1ei4SOl5TUwM3NzfU1tYiMjJSoXpJGVxcXBAeHg6GYfDHH3/Aw8MDLi4ulOwfPnzAhg0bUFtbq3Qo5Nq1awgKCsKpU6cQFhYGbW1tpKWlKT3HpaenY+bMmdQlcvjw4UpFHdeuXYO/vz8ePXpEo28WLlxIyXv+/HlcuHABXC6XtqLkSSIJeX18fLB//378888/6NGjByQSicJaQmRkJEaNGoX4+Hhcv34dFy5cwPLly2FsbIxJkyaBz+fj9OnTdNaBx+PB398fDMNg1apVYLPZeP78OU6dOqXQH+3mzZvw8/PD6tWrsWzZMnh5eWHw4MFgs9nYvHmzWiYDHTp0gEgkasWzFy9egGEYsD99+rSqoKCgTeoZhmEwbNgwZGZmquXIoC4cHBzg5eUFDQ0N3Lhxo83ld5FIhI4dO6KgoICm/6WkpIDFYsHPz48OlJN+7peCz+fTQGdLS0t07twZU6dOxezZszFixAgEBQWhe/fucHR0hKGhIa0WNzY20rPp1atXcfLkSezbtw87duzAkSNH8OzZMwwbNgxcLhc//fTTF52XTE1NMWTIEADNrTxdXV06l8swDH755RdkZ2fLTfBriYyMDIwaNQomJiZgsVho3749OBwOamtrFQ6wlJSUICcnByEhISgpKVEaNgY03wgjIiLA4XCwcOFCsNlsPH78mG6biQ91dnY2AgMDaXwsgTR59+3bhyNHjgBobrORi79ltEx0dDRGjRqFc+fOYdeuXcjLy4OhoSGSk5PRs2dP6OnpoXPnzigrK0NeXh4kEgn69esHFoulNnkJsrOz0b17d5w8eRK2trawtraGi4sLTE1NcffuXaUabRIWp+hGW1xc3PY2EtA83SISif5PRA1A8xZdKBS2eXUvLCzEr7/+2upxKysr1NfXU+KpC+K+aW9vT4t69vb2NBtYIpHA0NAQ/fr1k/k9chSR1gHLO4q0xIcPH6gW+UtzqF6+fIl9+/aha9euSE5Oxty5c2Wq0tXV1WrfwMaNG4cOHTrg6NGjaGxspOJ8spVVpEi7du0aSktLsWPHDjAMo9S8zt/fH1VVVYiJiaHkPX/+PBISEmQ+q8bGRiQlJSEoKIiuxLq6uliwYAG8vLzw66+/tnKEvH//Pnr27EnDywBg2rRpGDFiBCUv2eWlpqaia9eu2LhxI9auXQsNDQ1MnDgRXC4XDQ0NqK6uxooVK8Bms/H06VOcOXNGbWfSGzduoF+/fli7di0WL16Mvn374rvvvoO1tTWmTJkid6cpFArR0NCg8kb7RQQm5uvfeia6uroa5eXl0NPT+6pCVkuIxWIUFhZSr+eW0NTUpNtdabJKt52U4c6dO7h9+zYlqrpHkZZobGxEXl4erT5/CYH5fD6ysrJQUlIi411GRi8HDRqEu3fvtvJQbonx48dj7NixmDp1Kt6+fYuIiAicOXMGQ4YMQXBwMG0xkeyilkhNTcXs2bOxY8cOAJBLYn9/f+jq6lLyPnnyhArd5Z13Gxsbce3aNQQHB+P+/fuYO3cuevXqhV9++UXh3MD9+/fh5eUFiUSCiIgIDB8+HGfPnsXOnTtbdUgeP34MT09PLFiwAGvXrkX79u0RHR2NJ0+eoHv37nSE8+zZs2oV1aTx77//ol+/ftiwYQMMDAzg7u4OoVCIuLg4zJ07V+a1dOzYEXV1dWrdaL+IwHw+H58/f4arq2ubrVqUobS0FHl5eXRq6VuAw+HA2NiYJhD06NEDI0eOhLGxMSWrKq1sYWEhMjIyqCaY/Pfu3bvRqVMnpKam4tSpU9/k9WZlZVECtxV8Ph99+/alvU0CUgBxc3OjA/grV65UmFo4ceJEjBo1ClFRUXQFOHbsGIKDg1FdXU3HJyUSCSQSiUIv79TUVMyaNQs7d+4EwzAy6Qv+/v7Q0dHBokWLZMibkJCgtFjV1NSEBw8eYM+ePTA16vgwGAAAIABJREFUNcVvv/2mcugnJSUFy5cvR3BwMM6ePYsdO3YovGYfPXqEHj16IDY2FqtXrwaPx0OPHj3oIMWZM2fUamfJw7///gt/f3/ExMQgPj4eXC4X3t7eWLx4MTZs2ACRSIROnTqpJXMEmldppQQmoVtE/UP+mJmZoampCRKJBE5OTirPOeriw4cPtGjQ1hWYuD62b98e+vr60NfXp0FpHTt2hIGBAYDmc+G8efPkPkdBQQElZ2ZmJi3uKSokZWZmolOnTnJX9S9FVlYWfH1923w84fP56NevHwYNGoRu3brRx0UiETZt2oTPnz+jZ8+eGDJkCPz8/LB8+XKsWbOm1XubPHkyIiIiEBkZ2WoFuHr1KhiGwT///EOHOYDmG4Qi1dLTp09lSHzq1ClK3sWLF9Nt882bN1FUVKRyMSBnXlNTUxrXqampqbCqyzAMZsyYoRZ5pV/zxIkT8e+//9L6gVgsxqtXrxTuONTF9evXERISQn2yAFA7oHPnzqGqqkot8nbo0KF5Gk/ZD7m6umLmzJnUuf/69eu03+jt7Y2VK1fC1NT0mxG4vr5ephItD7q6urC1tYWWlhYMDAzg6uoKU1NTWFhYQF9fnxpxy5tGImeq2tpaPHr0SGZVzczMbFNpH1Ce7/sl0NLSogUvVQJ8afD5fHz33XeIiIiQST9saGjATz/9JLN95fF4+P777xEQEICmpiZs2LCBkvjHH39EeHg4IiMj5V5EpP0DgDo1hoaG0h2MKhLv3r0bvXv3xs2bN2XIm5KSQts+3bp1U1gYJdvtHj16YPv27dSqJzg4WG4CIsMwWLp0KUJCQtQmL9nFFBQUYOLEiQD+lyHcq1cvBAUFITEx8aumqu7du4cVK1YAaA5ua9euHQYMGICPHz/i559/Vvn7Li4uEIvFzW0pZT/48uVLWtFsCek2iroRj+qArMBWVlYYNmwY8vPzYWRkBFNTU5iZmcHAwACOjo7Q19enFzs530lDLBbTEcjGxkZYWFhQq5K1a9eqlKGpA+KjRObC1R1mIUIP6RFOe3t7GBkZ4fPnz9RVsWUOlTzw+XyMGTMGo0aNoqOUQPPNcMeOHThx4gR9jOhmeTwegoKCEBISgqamJmzatAnjxo3D0KFDERkZqdQfipCYw+HQeoWHhwdNXVRG4vj4eISFhaF3795UVXThwgUkJCTA09MTWVlZKCwslEtiQt7u3btj586dMiOciYmJCA4Oxu3bt2W6KaGhofDw8KCeWOqSl81mY8mSJWAYBmVlZbhz5w5CQkKgpaWFH374AUCzuP5Lp6rmzZtHj3TEBpfFYqFfv35IS0uTq6EmcHZ2BofDwdChQzFo0KAvOwMD8vugXwOyBfbw8KCjmvPnzwcAuSFp5A2KRCJUVlaiqKgIDg4O+OWXXyAWi5GVlQWRSARnZ2e8efMGQqEQTk5O4PF41Ez9a0E+A01NzVZKI4ZhqLigJVl1dXVlXCsTExNpAQxo3mYxDANra2ulVUgej0ejLaWFDfX19fj5559lyEtw7do1MAwDHo8HPz8/fP/99+jevTv4fD4mT56s0JlRGiwWCyEhIRCLxXQ0csiQIfRYJS/GJiAgAGlpaVSxk5eXh/Pnz+PSpUtoamqixSbihe3p6Un127q6uli0aBG6deuGHTt2yC0gXb16FcHBwXREk8PhwNraGocPH0ZwcDAdD1W0cvJ4PPTt2xcMw2DlypW0YHXu3DmUlpbi6tWrWLduHYyNjTF+/HgAwKVLlxTWERQhLCwM3333HYDmReb9+/cwMjKCvr4+bGxsaCidvAXGwcEBAoEAgwcPxsCBAwF8YRELaK4Yl5SUtHn7SLbA0hd0x44d0a5du1Z+ysrSDSsqKlBeXo6DBw+itLQUHTt2hJ2dHa5duybTvJdIJNDR0UFubi7S0tIgFAphbm7eptesCAUFBWhsbASXy0VERASqqqpk5pa5XC5ycnJoK4ls27Ozs5U28UncjJ2dnUIC6+rqYtu2bejcubPM45WVlThw4AD++ecfhc9PzrJ8Ph89e/aEkZER7t+/r1IBBTR/Jxs3boSBgQGGDRsGLy8vVFdXY/DgwRg2bBjNcZb29QoICICWlhZd1bKzs/H333/j8uXLMi2UlJQUeHt74/379ygqKoKnpyfev3+PxYsXw9PTE9u2bVOYFUQuerKd9vX1pavuxYsXsWHDBuzZswfTpk1rZURBhjQkEglWr15NfZuJAR3QLFVdtmwZ1q9fD1NTU4wfPx4Mw+DixYtqD9sMGzaMzqE/fvwY8+bNw+fPnxEYGIiAgAB6I5RIJBCLxTJOI/b29tDW1sb06dPp8eqvv/76cgIDzSsQCWdqueQbGxu3Wnns7OxoMUkRCCFaoqamBsXFxSgsLMT169ehp6eHgIAAlJeXIyUlhYZYmZiYUD8kS0tLeHh44OTJk3ByckJubi6EQuEXOV/y+XwZYQGZHycr35AhQ5CcnExVS8RiVl0xhzSysrLQvn17hTdHYiLQss2VlpaG48ePqwwNA5q3nSQoztraGj169MCcOXOwbds2ha6YhLzm5uaIjo5GZWUlXSk4HA4GDBiAESNG0BbTf//7X0repUuXyhiaX758We6/c/fuXfj5+eHVq1eoqanB6tWr6ezvlStXlL4nIn8cNWoUDh8+TLfMTU1NWLx4MdatW4e9e/ciKiqKyvu4XC769euHpqYmrFu3jvo2nzt3TmalT0lJgY+PD5YuXYoNGzbA1NQUY8eOBQBcuHBBZf0kIiICCxYsANDcdly4cCF9/4Sonz59wvDhwzF06FD6GSYlJVH7qAkTJlDzi8OHD+PVq1dfR+Ds7Gz06NEDAwcOhJ6enszooDI9sFgsRl5eHl2ZsrKyUFdXh+TkZNTW1uLixYvUviYnJwd///03EhISZD4kDw8PjB49Gubm5ggMDKRKG6FQCIFAQE3Zf/vtN4jFYjg5OdEL3tLSUuFr09bWliEoufmYm5ujurqavmbyJcfExMDc3BxZWVkqY2HURVZWFjw9PeUS2MHBAbGxsbCwsJA5+1+6dAkpKSltanFcuXIFDMNg6NCh6Nq1K90G79y5s9VwgTzyAv8TJzAMAzabjf79+2PUqFHQ0tJC165dUVxcTAtWhLxXrlxRap178+ZNhIaGIjAwEEKhEFu2bMHVq1dVvh+ykkqTl0AkEmHZsmVYtWoVfv31V0RFRaGyshL+/v4Qi8VUmPD8+XOcPXsWFy5caLUoJScny5DYzMwM0dHR0NLSwpEjRxTuqkaNGoW5c+cCaJ6RjomJafX5kqMNmXIMDw+HRCKBqakpMjMzERgYCG9vb/peXFxcsGvXLvUIzOfzYW1t3Uq1RC6w5cuXy/29hoYGWkiS/vPhwwelX+CjR48QGhoK4H9zwjNmzMB///tfSmI2m41Lly4hOzsbVVVV1N5TuofYq1cv+neRSERleAKBAPb29q2KSXZ2djTahbzWu3fv4u+//0ZGRobc0c5r165h3Lhx6nyMaoOcQ6UrypqamujWrRuio6NhbW1NySsWixEXF4eKigqVK5Q8EHE8h8OBu7s7wsPDIRaLsXv3bnqRKSIvgVgspv82h8NBUFAQBg0ahPfv38PBwQEMw9AtaWJiosrCnK6uLvz9/eHh4YHt27e3ibyK5qWB5mtg5cqVWL58OQ4ePIgTJ04gLy+vFXnPnz+vsIiUnJyM3r17Y8mSJdQ7bPTo0aiqqkJ8fHyr9zZmzBjMnj0bQPONadGiRQpn/MnRhs1mY+jQoQgPD8fLly/Rrl07WFtbAwC9OYWFhWH8+PGyBCarT8t8YDI6qAhNTU148+ZNq5C0/Pz8LxrykBZo6+vrIyUlBaWlpRgyZAjevn2L4uJiNDU1ITk5GV26dMG9e/foYPy1a9eoObp0ZfrTp0/0hsMwDP7++28UFxfT10s8oOVpeZWBqJK+VWEMaD5GSCQS2NjYYO/evdRR0tXVFRwOh5K3vr4e06dPh7GxMZKSkr5Y0nn58mV64QiFQgwfPhwikQhEqaaMvASExAzDoGPHjjA1NYWDgwOA5jP9uXPncPXqVbXIu2zZMnTu3JkK5ZX1eYH/9cClzfMUQSwWY+PGjTh48CAmTJgATU1NsNlsvHz5EmfPnkV8fLzKz/HOnTvYu3cv6uvrweVyoaenhxEjRkAikSA+Pp4uTpGRkdQS9vr169RdUxnIkcTZ2ZnmHBPcvn0bL168QFJSEhITE7Fnzx5wFi5cKLP6KENZWZkMQT9+/IiNGzciPj4eGzZsUPq7bYE0gfX09GBlZYW0tDQ8e/YMhoaGyM/Px8OHD6GpqQkXFxcIBAJYW1vDxsYGXl5esLW1RUFBAb37s9lsGBoaypytz549i82bN3/1ayWrpZ6eHvT19dtsnULcNKQLevb29mAYBiwWi+YTSd+MiL3MyJEjERQUhPPnz3/RWVsaly5dAovFwsiRI+Hq6oqIiAga3mZgYKCUvARisRgikQivXr2Cqakpfc1FRUUoLS1Vqb7R1dXF8uXL4e7ujk2bNlFPruDgYNy6dUvu77eFvEDzmdff3x/79u3Dpk2bwGKxkJOTgzNnzqhFXgCYNGkSHB0d8ddff+H169dYv349bGxsMGLECADAuXPnsHTpUgwYMABAszxzyZIlai9mL1++xIMHD2Bubk5rRiUlJcjOzqaOLu/evUN0dDQ4w4cPb/UELYO5CGnlfYFLliz55jPReXl5tHleX18PU1NT5OTkoLCwEFwuF2/fvsWoUaOo64f0KF9KSgrevHkDExMT2rbIzs6GgYGBTDQp6b99LT58+ED9qezs7FRmL7W071FmH0RWWTabLdMmunfvHubNm4c+ffogPj4e3t7eatnUqMLFixfBMAxGjx4NJycnjBw5EjU1NRg4cKBK8gLN1ea6ujrajiGfi5ubGzw8PFBXV6fQqpaQt1OnTjh16pSMoR5pEbV8j6Rvqy55iZ63traWkrekpARHjhxR2z1y0qRJiIiIwNSpU5Geng5fX19anba1tUVERAR69uxJdcPv3r1rE3nNzMxgaWkJKysr6tUNNEthra2tqYFfdXU13r17B87169dlyKqqxdESqqxivgTv3r1DQ0MDBAIBysrKYGlpCQ6HAx6PB2dnZ5SWlqKmpgZPnz6Fh4cHBAIB9PT06JYNaJZa5eXlwdvbG9nZ2fj48SNqa2tpzq06WUHqgJzRbWxs4OzsjJqamlbHECsrq1YGdNKor6+ntQIyC+3t7Q0dHR2IxWIZC52UlBTMnz8fffr0QUpKCqqrq6nDhbxppLbiwoUL4PP5mD9/PrhcLng8HsLCwnDgwAGlvxcQEACxWIz169eDzWajrKwM9+7dg4uLCxwdHTFp0iRYWVlBIpG0Emno6upixYoVEAqF2LRpE1JTU2nyHyDbIiIkJumDyoYepEHOyDU1Ndi8eTO4XC7evHmDU6dO4ezZs2o9x8SJEzFixAiZSTUi3CckJt890KxCWrRokdrkNTExgbW1Nbp164agoCAAzcNCpAjr6+uLmpoamsVUXV3dvIX+GmRlZcHd3R26urpfNV4mDaLlFQgEqKyspLpeoLkwlpKSgp49e8Lb2xsCgQA+Pj4wMjLCsWPHZAoEJKJEKBTi5cuXKCkpocWAtsgKW0JDQ4MKIezt7amrBhk8UQQSYdnS5K+libuDgwOcnZ2ho6NDK+oMwyA5ORkLFiyAr68vJS/wvwt85MiR4PP5KnNrlYHD4aB3796oqqqCSCSCoaEhxo0bh5qaGhw7dkzu7wQEBEAikWDdunXg8/nIyMjA0aNHceXKFfTt2xfDhw+HUChEUFAQPnz4AIlEQl1MdHV1sXLlSnTo0AGbN2+mLpivXr2SsYuVSCR0Jb579y68vLzaRN5+/fqhurqakvfdu3c4ffq02ivvDz/8gJEjR8odMyXC/evXr9MhjaqqKrkDLYpgYmICe3t7CIVCOu117tw5pKSkgGEYuLq6Yvz48QgNDYVAIADDMLh169bXtZEA2cRCdbyh1MXr169hZGSET58+yW2US4/saWtr4/vvv0d4eDhqampo2rtIJML9+/fR2NiI0NBQfPz4kRLY0NBQZcauhoaGjMTQwcGBFvWUobi4WC5R1TUoqK6uxocPH+hZmBjeySOvNFJTU6lJnaoVUx44HA42bNgAIyMjhIWFITAwEJMmTaLWrjwer5VJnL+/P4Dm8VQ+n4/09HQcO3YMFy9eRH19PS5fvgwWiwWBQAAHBwe6EgPNN39C3k2bNsmM5JaVleHdu3fw9vamAgKxWIw7d+4gIiICf/zxR5vI+/nzZ8TGxoLH4+Hdu3d05ZW+cSoah50wYQJVZykSGri4uMhMWGlpaVGt7/nz55WuwkZGRnB0dERISAh9jsuXL9PiLMEvv/yCqKgo9O3bF3w+HywW69sRWB1vqLaAOD4QwhGYmprC398fXC6XrtDR0dFITEyEg4MDGhoa6KC4NK5evYpJkybRvxMXxcuXL9O2kp2dHRwcHChhVRGVqJcAwMfHBx8/fsSQIUO+yLSMwMjICE5OTuDz+XTlTU9PR2xsrFLyAs03vSlTpmDPnj1gs9nYv3+/2v8uIa90tfn06dPg8XiYM2cOBAIBJk2ahJKSEtp6IkYGa9asAZ/Px/v373Hs2DEkJCTQs6pIJKLi/PHjx8POzg4hISHIzs7GokWLoK+v34q8BCUlJVREcO/ePWhqasLb21tt8pIzckVFBeLi4uhrPHXqFM6cOdPq3Dx37ly4u7tj6tSp9MY+fvx4jBkzRq46iyA6OpoKHx4/fgyGYeDh4QEDAwMMHz6cKo3kndMNDQ3h7OyMgIAAqu56+PAhbty4IUNesvvYvn075syZAy8vr2bzeJWfggp865loAlKJNjMzA5fLhZ+fH3R1dVFQUICHDx+iW7duePfuHUxMTPD8+XMwDIPXr1+jT58+cHBwaKVmEovFyM3NlSm4LVq0CNOmTVN5HiZElf4jrV7q0KEDfHx8ZIoOXwIzMzN8//33qKiogJeXF308OjoaISEhiI+PV3lzSEtLQ2RkJA4cOABbW1u1hkvkkRdovsn16tWLJg1qa2tj7ty5aGhogEgkAsMwMuQ9fvw4Ll682KrHLxKJ6Er8n//8B126dMGUKVNQX1+PQ4cOKRXDFBUVgWEYBAQEgMViqS1CIeQtLy+n5E1PT8eJEyfkkhdoDhTYunUrfv75Z8yaNQthYWEYO3asUvLOmjWLTmSdP38e+fn5GDt2LH799VdMmjQJzs7OCAsLg1gsblXlbt++Pdzc3ODu7o6BAwdCIpGgpqYGNjY2cjXWiYmJCAkJwYYNGxATE4OuXbt+PYELCgpQX1//zSvRZKtC3Ajz8vJga2tLy+g6OjqwtraGu7s7LCws0KlTJ9y7dw8WFha0NUNCyYiOuaUDZMu84MLCQqoBzsjIQHp6ulrGckRWCDQfJV69etXm92tpaQkLCws4OjpSZQ/B8OHDcfjwYbVX9kGDBqG2tha9evXClClTsG/fPoU/q4y8a9asoXO/Xl5emDx5MgwMDLBu3TpaVOLxeJQY58+fVzik0NTUhISEBLqVJud7oNmB4sWLFwpf36RJk5Cfn6/2sYCQ9+PHj9i+fTsEAgEyMjJw4sSJVttmaVRVVWHWrFnYuHEjTp8+DTabrZS88+fPp62jM2fOoLCwECNGjMAPP/wAGxsbrF69GitXroSrqyu18yUk1tfXh1AohKOjIz3zvn//HocPH8bAgQOxa9cuueFv5HPfsmULYmJivp7AYrEY2dnZ33wFfvnyJaqqqqCtrQ03NzcqtSLjZKRKXVlZCS6XCzMzM4SGhkJPTw+7du1S+LzSIWoNDQ3Yvn07Xr9+rVS4rwo1NTUoLCyk6qO2EtjGxgaGhoawsLCgZ0rp16qpqan2ayNZQBMnTgSfz8fevXshFovlBrCpIq+DgwMiIyNRXl6OqqoqSCQSzJ49G1wuF99//z0YhkFubi5OnDiB+Ph4lS6i7dq1g5+fH9hsNt6/fw9HR0f8+OOPVKtNhmIIuFwuli1bhj59+rSZvCRlUZq8Z86cUVkRrq+vx7Nnz9ClSxcsXrxYoZgkJiYGw4YNAwAcP34cHz9+lKlQp6enw9/fH2vXrsWKFSvQoUMHKlK4ffs23N3d4ejoSJ1Trl+/jsTERFy7dg1JSUnYtm0bduzYgZkzZ8rUaaQr8jt37vxyAmtqasLGxgZ2dnbUAaNdu3Zf5TwvjerqanqnDA0NRU5ODhiGQVBQkMJsYGk/5cbGRpSWliI3NxeFhYUoKSlBfn4+njx5gsjISAQFBaGiokKu5O5LQAjctWvXNvklOTg40FE5aQ+r8vJyaGpqgsfjUe2oKkRHR6N///748ccfaZYtCZ6WSCT4448/6M8qI+/atWthZ2dHyQs0F5WI8wYJRJNIJNQjStUgiZ6eHpYvXw57e3tqGhcaGoqePXtiypQp9LsmJObxeFi+fDl8fHzwzz//KDVpJyDkJYZ6AoEAmZmZOHnyJE6fPq1WO2fs2LEYM2YMpk6dqtANcuHChZS8//zzDyoqKlq1l4BmUgYEBGDt2rVYvnw5hEIhjIyMqBVVeHg4/bkrV67QVIv6+nrMnTsXO3bswI4dOzBr1iyZ/rc0idUmsK+vL/z9/WFoaAjb/x+zUl5ejszMTNTW1lLP5S/ZPkorfUgxSSgU0mELGxsbWFtbtxLti0Qi2nISiUR4/vw5amtr8eTJE6Smpipsa6WlpSEoKOirIkdbglwcLeV9yuDs7Aw+nw87OzuZIRORSERVKN26dYO2tjbMzc2Vyv1+/PFHDBw4EFOnTpWxfE1PT0dkZCRdif/880+1yBsVFSUjuwsICEBZWRm8vLwoeRmGQb9+/XD69GkazSIPpFXk6uqKLVu24N9//6VTcSwWC927d8fUqVPpjuP9+/dYtmwZvL298ddff+HAgQMqawukL0zIq6GhgaysLJw4cQKnTp1Si7xjxozB+PHjMW3aNIXkXbBgAcjwkzLyEpCki/Xr11Pf6QEDBtAUjmvXriExMbFVEmR9fT3mzJmDXbt2Ydu2bZg7d65cElMCGxkZwd7eHi4uLvj7779bvWEyipiUlERbI+QLDgoKwsaNG2Ftba2UwO3atZMrcDczM1M4a02+uKqqKrx584ZmAxcVFSEtLQ3v379v0+AJABoZyePxIBQKlV586uL27dvw9PSkgyKq4ObmBoZh4OjoKEPehoYGnD17FqmpqUhPT0e3bt0QGBiInJwc/Pnnn3KnrSZNmoTw8HBMnTpVrml9eno6oqOj8csvv4DD4VAbopbkXbduHWxsbBAZGSlz8wsICADDMFi7di3YbDYqKirw5s0beHp6QltbG2vWrMHSpUvlfve6urpYvXo1nJ2dKXmB5h0SEUAwDINu3bohKioKTk5OMDU1hY2NDQ4dOoSDBw+qTV6ybdbQ0EB2djaOHz+uNnlHjx6NH374AdHR0QrtjH/66Sf07NkTAHDkyBFUVlYqJS9BUlISBg4ciNu3b8PX1xdaWlqQSCQoKCiQS16Curo6zJ49G7t27UJsbCzmz58vUyCUSCTgHDhwAHZ2dtDU1EReXh5KS0tx4sSJVkbvp0+flnEVlIZ0LxhoJrs8oqqatZZWAWVmZiI4OBgeHh4Qi8WYP38+dWj4Wnz8+JH6RHfp0qXNBJbnxElGBE1MTFQO33fs2BGNjY1wc3NrRd6jR4/it99+g5aWFjp27IjXr1/Dzc0NI0aMQH19PY4cOSJD4vHjx9OLSJmbRlpaGqZPn47ff/8dbDYbe/bskSHv+vXrYWVlhaioqFbkZbFYWLNmDbhcLtUcP3r0CL6+voiOjoaVlRVWrVqFZcuWyaxcOjo6WLNmDZycnLBly5ZW1eaGhgZKYi0tLbi5uSEwMBANDQ24cOGCWgMphLyfPn2i2+asrCwcO3ZM7W3z6NGjMXHiRKXknTx5Mo2nuXfvHk2eUEVegvr6ejrXTG5IxDZJGWpqaqif2JYtW7BgwQKZWgPnyJEjVOLXlllaEnNpZ2cHR0dHSCQSjBkzBhEREUrnjMViMfLz82VEEWRFb3l+Li4upvm2lpaW34zAIpEIOTk5cHR0bLM7h5mZGf766y8EBgbKrAxk5I3FYsHBwUHhTaFz586oqqpCp06dZFo8DQ0NOHLkCH777TfU19ejrq4OL1++xNGjRxEZGQkzMzOMGjUKjY2NOHnyJOrr6zF69GiMHTtW6YABAZvNxsSJE2kK45QpU5Ceno579+5hw4YNsLS0RHR0dCvycrlcrFy5kk4vnTx5kvY0b9y4AR6Phx9//BH29vZYuXIlVqxYgfT0dLRr1w5r166Fo6MjNm/erDAInZDY2NgYNjY29NxPkhWU7eg0NDTg6+uLiooKbNu2jZ55T5w48U3J26tXL0RGRgJoXk3T0tIwfPhwtT53oHnYxdnZGZ06dQLQfF0bGRnBwMAAgwcPBgCFTiNAcz1oxowZ+O2337Bt2zbMmDGD/n8cVX01LpdLfYqlV1PpvB8CgUBAH2tsbMSHDx9aETU7O1vtG8Xjx49RU1MDTU3Nb2r0Trbhjo6ObfafLi0thba2disPrNraWuTm5sLa2hpOTk5yCezp6YnS0lJ4eHgoJa/0v/Xw4UNwOBxERUXB0NAQI0eOhEgkgo6ODkaMGCHj3awIRM9LNNOVlZXIyMjAxo0bkZGRQZPpW5JXIBBg+fLlNIGPjB6SmkFubi4SExPB4/EwceJEuLi4YPny5diyZQsiIyPh4OCAzZs349atW0pfX0NDAz5//gwOh4OPHz9S9dPPP/8MiUQik55IoKGhgT59+qCyslKmz3vy5Em1qs1As9B+0qRJSsnL5XKxaNEiAM0DFu/fv28TeQMCAuDm5kZ9tB4/foznz5+jvLwcM2bMgKenJ63CSweXt0R1dTVmzZoFV1dXmcfpGZjEiLTc+loFvMPPAAAKbElEQVRYWCgdxK+pqUFWVhYsLCzQrl07LFq0COnp6cjNzf1qw/fPnz+juLiYFs2+FXJzc784CbGxsZGmUkgTGGguvlhbW8sI8Ql69OiB/Px8eHp6yhggKCIvQXFxMe7duwc2m43p06fD1NQU06dPB8MwmDZtmsr4GWnySp95k5KSYGlpiSlTpmDFihUy5PX394empiaWLl1K0x1Pnz6N+Pj4VgW/3NxcXLx4ETweD+PGjUPHjh3pe1m9erVK8gLNfetp06YhKSkJT58+Rf/+/dG5c2dMmzYNe/bsAcMwMiuxpqYm+vTpA319faxZswYcDkeGvOpIK0eNGoXJkydj2rRpSm2RQ0NDYWlpSWNOhg0bphZ5ScfEyckJEyZMANBcsEpISMCtW7cQFBSE2NhYxMTEoFu3bpQrykhcWlqKO3fuyDzG2bVrF+zt7VUShFScpWd7MzIyaMzlzJkzMW7cOKSnp3+T9D+CwsJC2H5lZnBLiEQilf7TypCdnQ0bG5tWFqrv37+Hv79/KwJ7eXkhKysLPXr0kCFvbW0tjh8/rpC8BEVFRbh79y64XC7mzp0LgUCAiooKODg44M2bNwqLeGw2Gxs2bKDkbVmVP3jwIIqKirBq1SrU1NTg3r17CAgIgLa2NhYvXtzKpUJRtZ7oaQUCAYYNGwaBQCAzZqoMAwYMwJw5c5CUlITt27ejoaGBmjG4u7sjOjoaZ8+epQl9mpqa6N27Nz5//ozVq1eDw+GgqKgIx48fx7lz59Qi7w8//ICxY8di2rRpcld3aZChmszMTISGhqq03QWayRscHAwHBwc6pCFNXuB/o5GxsbFYsGABevbsST9fZSRuCQ4ZjCAoLCxsNYSfkZHRysmvJaQLWd+SwGSVMzU1/aYxLuR5DQwMYGZm1qacY0LgliBbWaFQCKB5V+Pt7Y3nz59TLyWCnJwcnD59GsePH1frSFFYWAgLCwtawNDV1cWIESOoM2LLoiMhr7yzrTQuX74MsViM2NhYXL16FS9evKBZRcT368KFCypbbZWVlfDw8EBDQwNtjS1ZsgQbNmxAbm6u3N/57rvvMHfuXNy8eRM7duygNRBS2GKxWOjYsSMGDx6M3NxcCAQCmJiYoKqqClu3bgWHw0F9fT20tLTw4MEDtcg7duxYum1WRV6GYWhb0NzcHJMmTVJJXhaLhaCgIAQFBcHPzw9AM3kvXLjQavUkvdy4uDjMmzcPXl5ebSYx29bWdtWZM2fw559/YseOHTh48CASEhKQkpKC169fo6CgQK02DY/Hw+DBg5GWlvZFoVyK4OLigm7duoHP5yMxMVEtYbk6MDY2pprL9+/ftykJ8f+1dm4hTfZxHP/oWnmCzDad29TZKHOGtQgPYeJyKiKImIFEXoRtkAfITLS66FWwFusmi8BKIaKie7Ms6UAU3mgmCsbwsCFZGgV5QF3lezGe/+txWq/f68H+z/Z8n8Pv//t9P2q1GqPRKALkwsLCiI2NJTExkfj4eHFXkALKDx8+zMKxzTdv3ogEiPXWA3JyciguLqahoYHOzk6MRiNKpRKtVsvs7CzDw8PiBF5YVfZmXkkDAwPo9XqysrJITU3F19dXBNC1tLSsC3dSV1eHRqOhsbGRr1+/snv3bjQaDVFRUXR3dy/LT87MzOTs2bN0dHRw9erVRf+rhBOdm5tDoVCgUqlISEggNDQUHx8fqqqqREW8qamJkJAQTp48yYsXL7wea2FhIRaLhbKyMjQazTJU6VJpNBrx7lpRUbFqu6ckmUxGZmYmO3bsID8/Xzz6P3jwYFWS48DAAGq1mg8fPpCcnExkZCRxcXFMTEx45TeL7xwZGfnH4XAwPj7+x0DthZqamuLEiROMj49vKKkhNDRUTB9tBNtXkkqlIjExkYCAAAYHBxflGK8kmUxGZGQkBoOBhIQEDh06RHh4OAUFBeTl5ZGXlyeg0j4+PiQnJ9Pb20t8fDxWq1U0P9y+fZuuri7a29vXbd6srCzOnTtHZWUl7e3tfP/+nS9fvrB//34UCoXApzqdTjFUHxkZuS7zwn+IT4mY4HK5xEjges27c+dO6uvrefr0KcPDw/j7+xMTE0NERAQ6nY73798LE5vNZqqqqujq6sJms624xp8/f+J0OnG73cTFxREYGIhGoxEXSGmNnz59orCwkP7+fgoKCladWZZ4T2VlZfT29jI0NERGRoZXE1dUVBATE8OvX7+ora31+jtI5k1PTyc/Px/wFL2am5vX5CkNDg6iVqvR6XSEhIQQFBTEgQMHmJubW3U3IyQkBKvV+v97oSX9bdD7Wurs7GRubo7NmzdvWCA7eNY7OjrK9u3bF40sSsU8hUIhkC4qlUqU/TUajai0r4SdkU4GuVyOxWIRhna73VRXVwt4+XrNazabuXDhAlVVVQI3MjIywtu3b5mfn6e0tBSdTsexY8fYtGkTaWlpbN26ddl+7moymUyEh4dTUVEBeAYz7t+/vy7zBgcHU1tbK8wr3WVcLhd3795FJpORk5PDwYMHqampwWazYTAYqKyspKenh8uXL3tdoxQ1vGfPHgFE8/HxYXp6mpcvXzI6OorNZsNms9Ha2iq6m5ZqoXmlVk2p281sNvP8+fNlrwhWq1U8Aq/1aC6XyzGbzeh0OjFi+fHjR+7du7cuGNr8/Dz79u1Dr9czMzODn58fQUFBlJeXo1QquXbt2qLPh4WFcePGDb59+7ZxBgbPH2cwGNi7d++ibOXHjx//VeQpeGZCx8bG0Gq1G1aJ9vPzQy6Xi8aSxMREqqur2bZt2yLjeiNDuN1usR0jdYZ9/vwZvV6Py+UiIyMDo9Eocq2OHz/Orl27/si8JpOJixcvUlNTs6xg5nK5xF29rKyMqKgoTp8+zfT0NEVFReu+80ZERIh9xY6ODtra2mhtbf1r80pyOp00Nzfj6+tLdnY2KSkp2O12VCoVfX191NfXr1lXCQgIwGg04nA4yM3NFa20fn5+KJVK7HY7TU1N4lVmpYEPactnoXklud1uXr16JYBl0sXXarVy5MgRLl26xJUrV9iyZcuq4Q9SVE96ejppaWmAJwFVq9Xicrm8Hp8kq9XK0aNHcTqdPHz4EIPBQG5uLnK5nKKiItRqtSA6REdHc/36dd69e4fNZttYA0tQLrvdjsPhYGhoiJmZGUwm018bGDwFJ61W+8eVaClRIzg4WEDDQ0NDUSgU6PV6ER4fGBgomtOX6sePH4yNjS0y6cjICN3d3aIlU1JqaiqvX7+mvLxc4C/6+/spLS0lKSnpj8ybmppKXV0d58+fX/X9yel0imzoM2fOIJfLcbvdJCUl0dbW5nWCyWQyodPpKCkpATxEhGfPnvHkyZP/bd6F67tz545gKcXGxjI5OcnNmzfXTO/09/cnJSVF9ATLZDImJyfx9fUlICCA7OxsHA7Hqg0i4EGZlJSUiMfmlTQ7O7vIxJJ5T506JZJdwGOcpUUvaXgiOjpamLenp4dbt25RXFyM3W7HYrF45SdZLBasVit9fX2UlpYyNTXFxMQEv3//Fk0e6enpNDQ00NLSQk1NDY8ePaKxsRGAfwH2MNwGKrBkDgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -771,7 +770,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/10-building-footprints.ipynb b/notebooks/10-building-footprints.ipynb index 2449dbe..02ed131 100644 --- a/notebooks/10-building-footprints.ipynb +++ b/notebooks/10-building-footprints.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -34,9 +34,9 @@ } ], "source": [ + "import matplotlib.pyplot as plt\n", "import osmnx as ox\n", "from IPython.display import Image\n", - "%matplotlib inline\n", "ox.config(log_console=True, use_cache=True)\n", "ox.__version__" ] @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -84,9 +84,9 @@ ], "source": [ "gdf = ox.footprints.footprints_from_place(place='Piedmont, California, USA')\n", - "gdf_proj = ox.project_gdf(gdf)\n", - "fig, ax = ox.footprints.plot_footprints(gdf_proj, bgcolor='#333333', color='w', \n", - " save=True, show=False, close=True, filename='piedmont_bldgs', dpi=40)\n", + "gdf_proj = ox.projection.project_gdf(gdf)\n", + "fig, ax = ox.plot_footprints(gdf_proj, bgcolor='#333333', color='w', \n", + " save=True, show=False, close=True, filename='piedmont_bldgs', dpi=40)\n", "Image('{}/{}.{}'.format(img_folder, 'piedmont_bldgs', extension), height=size, width=size)" ] }, @@ -143,7 +143,7 @@ { "data": { "text/plain": [ - "876548.3132242487" + "876635.0488818389" ] }, "execution_count": 6, @@ -164,7 +164,7 @@ { "data": { "text/plain": [ - "4346476.012557079" + "4348556.972337198" ] }, "execution_count": 7, @@ -175,7 +175,7 @@ "source": [ "# get the total area within Piedmont's admin boundary in sq meters\n", "place = ox.gdf_from_place('Piedmont, California, USA')\n", - "place_proj = ox.project_gdf(place)\n", + "place_proj = ox.projection.project_gdf(place)\n", "place_proj.area.iloc[0]" ] }, @@ -187,7 +187,7 @@ { "data": { "text/plain": [ - "0.20166873363430016" + "0.20159217286526154" ] }, "execution_count": 8, @@ -214,7 +214,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -232,11 +232,11 @@ "source": [ "point = (48.873446, 2.294255)\n", "dist = 612\n", - "gdf = ox.footprints.footprints_from_point(point=point, distance=dist)\n", - "gdf_proj = ox.project_gdf(gdf)\n", - "bbox = ox.bbox_from_point(point=point, distance=dist, project_utm=True)\n", - "fig, ax = ox.footprints.plot_footprints(gdf_proj, bgcolor='#333333', color='w', figsize=(4,4), bbox=bbox,\n", - " save=True, show=False, close=True, filename='paris_bldgs', dpi=90)\n", + "gdf = ox.footprints.footprints_from_point(point=point, dist=dist)\n", + "gdf_proj = ox.projection.project_gdf(gdf)\n", + "bbox = ox.utils_geo.bbox_from_point(point=point, dist=dist, project_utm=True)\n", + "fig, ax = ox.plot_footprints(gdf_proj, bgcolor='#333333', color='w', figsize=(4,4), bbox=bbox,\n", + " save=True, show=False, close=True, filename='paris_bldgs', dpi=90)\n", "Image('{}/{}.{}'.format(img_folder, 'paris_bldgs', extension), height=size, width=size)" ] }, @@ -244,7 +244,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Street network + building footprints: square-mile visualizations" + "## Street network + building footprints: square-mile visualizations\n", + "\n", + "Plot and save to disk as .png" ] }, { @@ -256,156 +258,66 @@ "# helper funcion to get one-square-mile street networks, building footprints, and plot them\n", "def make_plot(place, point, network_type='drive', bldg_color='orange', dpi=40,\n", " dist=805, default_width=4, street_widths=None):\n", - " gdf = ox.footprints.footprints_from_point(point=point, distance=dist)\n", + " gdf = ox.footprints_from_point(point=point, dist=dist)\n", " fig, ax = ox.plot_figure_ground(point=point, dist=dist, network_type=network_type, default_width=default_width,\n", " street_widths=street_widths, save=False, show=False, close=True)\n", - " fig, ax = ox.footprints.plot_footprints(gdf, fig=fig, ax=ax, color=bldg_color, set_bounds=False,\n", - " save=True, show=False, close=True, filename=place, dpi=dpi)" + " fig, ax = ox.plot_footprints(gdf, fig=fig, ax=ax, color=bldg_color, set_bounds=False,\n", + " save=True, show=False, close=True, filename=place, dpi=dpi)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": { - "image/png": { - "height": 240, - "width": 240 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "place = 'portland_buildings'\n", "point = (45.517309, -122.682138)\n", - "make_plot(place, point)\n", - "Image('{}/{}.{}'.format(img_folder, place, extension), height=size, width=size)" + "make_plot(place, point)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": { - "image/png": { - "height": 240, - "width": 240 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "place = 'nyc_buildings'\n", "point = (40.757920, -73.983393)\n", - "make_plot(place, point)\n", - "Image('{}/{}.{}'.format(img_folder, place, extension), height=size, width=size)" + "make_plot(place, point)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": { - "image/png": { - "height": 240, - "width": 240 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "place = 'richmond_district_buildings'\n", "point = (37.781999, -122.472501)\n", - "make_plot(place, point)\n", - "Image('{}/{}.{}'.format(img_folder, place, extension), height=size, width=size)" + "make_plot(place, point)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": { - "image/png": { - "height": 240, - "width": 240 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "place = 'port_au_prince_buildings'\n", "point = (18.522240, -72.347607)\n", - "make_plot(place, point, network_type='all', default_width=1, street_widths={'secondary':3})\n", - "Image('{}/{}.{}'.format(img_folder, place, extension), height=size, width=size)" + "make_plot(place, point, network_type='all', default_width=1, street_widths={'secondary':3})" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": { - "image/png": { - "height": 240, - "width": 240 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "place = 'monrovia_liberia_buildings'\n", "point = (6.340236, -10.747255)\n", - "make_plot(place, point, network_type='all', default_width=2, street_widths={'primary':6})\n", - "Image('{}/{}.{}'.format(img_folder, place, extension), height=size, width=size)" + "make_plot(place, point, network_type='all', default_width=2, street_widths={'primary':6})" ] }, { @@ -433,7 +345,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/11-plot-routes-folium-web-map.ipynb b/notebooks/11-plot-routes-folium-web-map.ipynb index 901a2d9..948a8a3 100644 --- a/notebooks/11-plot-routes-folium-web-map.ipynb +++ b/notebooks/11-plot-routes-folium-web-map.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -87,7 +87,7 @@ " " ], "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -157,7 +157,7 @@ " " ], "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -208,7 +208,7 @@ " " ], "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -248,7 +248,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/12-node-elevations-edge-grades.ipynb b/notebooks/12-node-elevations-edge-grades.ipynb index 69f674f..f75f38e 100644 --- a/notebooks/12-node-elevations-edge-grades.ipynb +++ b/notebooks/12-node-elevations-edge-grades.ipynb @@ -29,7 +29,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -97,7 +97,7 @@ "output_type": "stream", "text": [ "Average street grade in San Francisco is 4.0%\n", - "Median street grade in San Francisco is 2.5%\n" + "Median street grade in San Francisco is 2.6%\n" ] } ], @@ -122,22 +122,12 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], - "source": [ - "# project the street network to UTM\n", - "G_proj = ox.project_graph(G)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -146,8 +136,9 @@ ], "source": [ "# get one color for each node, by elevation, then plot the network\n", - "nc = ox.get_node_colors_by_attr(G_proj, 'elevation', cmap='plasma', num_bins=20)\n", - "fig, ax = ox.plot_graph(G_proj, fig_height=6, node_color=nc, node_size=12, node_zorder=2, edge_color='#dddddd')" + "nc = ox.plot.get_node_colors_by_attr(G, 'elevation', cmap='plasma', num_bins=20)\n", + "fig, ax = ox.plot_graph(G, node_color=nc, node_size=5, node_zorder=2,\n", + " edge_color='#333333', bgcolor='k')" ] }, { @@ -161,14 +152,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -177,8 +168,8 @@ ], "source": [ "# get a color for each edge, by grade, then plot the network\n", - "ec = ox.get_edge_colors_by_attr(G_proj, 'grade_abs', cmap='plasma', num_bins=100)\n", - "fig, ax = ox.plot_graph(G_proj, fig_height=6, edge_color=ec, edge_linewidth=0.8, node_size=0)" + "ec = ox.plot.get_edge_colors_by_attr(G, 'grade_abs', cmap='plasma', num_bins=100)\n", + "fig, ax = ox.plot_graph(G, fig_height=6, edge_color=ec, edge_linewidth=0.5, node_size=0, bgcolor='k')" ] }, { @@ -192,19 +183,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# select an origin and destination node and a bounding box around them\n", "origin = ox.get_nearest_node(G, (37.77, -122.426))\n", "destination = ox.get_nearest_node(G, (37.773, -122.441))\n", - "bbox = ox.bbox_from_point((37.772, -122.434), distance=1500, project_utm=True)" + "bbox = ox.utils_geo.bbox_from_point((37.772, -122.434), dist=1500)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -215,7 +206,7 @@ "\n", "# add impedance and elevation rise values to each edge in the projected graph\n", "# use absolute value of grade in impedance function if you want to avoid uphill and downhill\n", - "for u, v, k, data in G_proj.edges(keys=True, data=True):\n", + "for u, v, k, data in G.edges(keys=True, data=True):\n", " data['impedance'] = impedance(data['length'], data['grade_abs'])\n", " data['rise'] = data['length'] * data['grade']" ] @@ -229,14 +220,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVMAAAFUCAYAAACZTt/MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eXRb1b09vjXYli1Zni3J8RjPdgYyBxKGkImEmRKgA31A6UAhPB6U0jb02xQKvJYpUKCUllVKeTx47UtboGFICCGEjCQOIZZlSZYt29K9kiVLtiRrsIbfH17nIMka7r1KeGv9VvZaWYFIV/fq6p59zvl89md/RABiOIdzOIdzOIecIP6/voBzOIdzOIf/P+AcmZ7DOZzDOZwBnCPTcziHcziHM4BzZHoO53AO53AGcI5Mz+EczuEczgDOkek5nMM5nMMZgDTTizfddBPq6upQUVGB4uJi+u9TU1NwOp2wWCwYGBiATqdDXV0dvv/970Or1eK5556b9VkXX3wxbrzxRvzwhz8841/izjvvBMMw2LlzJwBgzpw5+PnPf44f/OAHvD7n+eefx+9//3ucOnWK9zV8+9vfRltbGx588MGs7y0oKIBarYZarYZGo4Farcb8+fMRi8UwPj4OhmHAsiz9m2VZBAKBtJ/33e9+F3PnzsULL7yAkZER3te+bds2uN1uPP/887yPnTNnDh588EHccccdvI8FgEceeQQ6nQ4ffPABurq60NTUhJqaGpSVlaGwsBBisRjT09PweDyw2+0YGRmBwWCATqfD/Pnzceutt+Kuu+4SdO6tW7fCarWioqICL730kqDPEIpnnnkG//u//4v9+/enfU9JSQm6u7vR3NyMOXPmoKKiAkVFRZBIJAiHw/D5fHA4HBgdHYXRaERfXx+8Xm/Wc//yl7/Eiy++CIZhUr6+du1aXH/99di+fTtsNlvCa6tXr0ZzczP+/Oc/8/vCAG655RY4nU4sWLAAjzzyCO/jt27dipKSEvz1r39NGDtqtRqFhYWw2WwJ44ZhGIyNjSESiUAsFuPZZ5/FPffcg3A4zPvcW7ZswcTEBD744IO078lIpgsXLsTY2BhOnDgBs9mMW2+9Fffcc0/Kge31eiEWi9Hb25vysz7++GPcdNNNaGlpgdFo5PlV0mPNmjUoLi7G7373O/pvFosFAKBSqWY9DJng8/nQ0tIiiExNJhOWLl2a8G/FxcUJPzr5W6FQwGaz0R/92LFj6Orqws6dO7Fv3z7e52ZZFjU1NVCr1YLIlGEYNDQ08D4OmLnXIpEIVVVVGBsby/r+xsZGdHR0oLGxEWq1GmVlZVi1ahVWrVqFYDAIt9sNu92OkydPor+/HwMDA4hGoyk/q7e3F1KpFFKpVNAAYVkWAFBXV8f72FwxOTmJpqYm7N+/HxqNBp2dnWhqaoJGo0FZWRmKioogEokQCoXoRHLo0CHo9XrodDpB35eAZVloNJqUZFpRUYGvfe1r+Oc//5ly7DAMg1WrVgk6r81mg0KhgEqlgkgkQiyWWuIuEolQUVEBjUaTMHZqa2sBAFdeeSUdO6dOnQLDMHC73Wk/DwCi0SicTieqq6thtVp5XzvLspg7d27G92Qk05/+9KcJ/3/zzTeju7sbx48fn/XeUCiEWCyGsrKytJ/n9Xoxb968M0amtbW1uPzyy/Gf//mfswZcIBBAV1cXLzIdHx9HfX09r2sQiUQoLy9HOBxGfn4+br75ZvrjA0iYJbVaLRiGwfj4+Kwf/pprrhFMaIQU1Gq1oOMHBwexcOFCQccCQDAYRGdnJyVTqVSKtrY2tLW1ob6+HtXV1VAqlcjPz0csFoPf74fb7YbFYsHExATmzJmDH/3oR7zPGwgEEIlE0NHRgdOnT/M+nmEYNDc3o6ysTDAhc4VYLMbcuXPR3t6OhoYGFBcXY/ny5Tj//PMBzHwXt9sNm82GEydOQKfTYWhoKO1EkgsYhkn5rIjFYtx///2wWq147733Uh5LiFjoeVetWgWfz4fy8nJMTExApVLNWmxUV1fD4/HQcTM4OIiDBw+ipKQE3/nOd/DEE08IPr9arRZEpgzD4IILLsj4noxkmgyPx4O2traUZAoAdrsdhYWFaY+32+1Z2Z0r8vPz8d3vfhdvvvkmHA7HrNfdbjfmzp2Ljz76iPNnWiwWdHR0pHxNKpWiurp61vZCpVLB5/OBZVnEYjF4vV784x//AMuy8Hg8nM9tt9tRU1PD+f3xYBgGhYWFgh9yrVaLG2+8kfdxRUVF6OzsRCQSwRVXXIHNmzdDoVBAKpUiGo3C5/NhfHwcer0eJpMJfX19cDqdCZ8xb948wSECYGY30d7eLphMV61ahfHxcVRWVtJJKRfk5+ejo6MDra2tqKurQ3V1NYqLi5GXl4doNAq/34/x8XGMj4+joqICv/rVr9Jut88WWJZFd3d3wr+JxWI8+OCDkMlk2L59e9pjfT4fpqenoVQqMTk5yel8MpmMjpnGxkYEg0Hcf//9UCgUGBsbo6GsU6dO4f3334fNZkMwGJz1OVKpFGKxGEVFRZiamuL1nYGZ7y10wcEwTNbxxYtMHQ4H5syZk/b18fHxjFum4eFhLFq0iM8p0+LGG2+EyWTCsWPHUr5Otr58MDAwgOXLl9MtaPyMWV5eDqfTSVeap0+fxp49e8CyLP3hn376aUxNTcFgMPD+PmazGRdddBHv44Avt09CHxSyep8zZw4NkcSjtLQ0IXZXXl4OuVwOsViMcDiMWCwGsViMQ4cO0dgd14ddp9NBIpFAJpNljAung8PhELxNJ6ssg8EAlUrFi0yLi4vR1dWFlpYWGs9UKBSQSCSIRCI0ntnb24uBgQFotdoE8uno6MDdd9/9lRMpMPO9165dS/9/1apV2LJlC6LRKLZv3571dyD3LZlMlUolHS/p4plFRUUwm82wWCz45z//yWvlHQ6HEQ6H0dbWhpMnT/L70kg9iXCFz+fLunPhRaYWiyXjdnBkZAQrV65M+7perxdMGPG46qqr0NzcjMceeyztewYHB9HW1pb2daVSOWt7oVarIRaL8c1vfpOS5uHDh8GyLOx2OyKRSMbrcrlcgrfqer0el112maBjp6en4Xa7UV1dDbFYLGhrGAgEsHz5chrLI7G7wsJCGrubnJyE3W5HX18f9Ho99Ho9wuEwrrrqKlx00UV48803eZ83HA4jEomgvb0dn3/+Oe/jLRZLzgPE7XZDpVKlfI9KpaKJMTKpJifGxsbGcPToURgMBuj1ek6TgtFohFgshkKh4JQ0OpNgWZbGLcvKynDzzTfj8OHDePXVV7M+OyKRCC6XC4sXL0ZdXV3CGIrFYglhrS+++AIMw8DlctGwVl1dHYaHh6FUKgU9pySvIYRMGYZJmESEHJ8JvMjUbDZnDD4bjcaMF9vX1weJRIL8/HyEQiE+p6a47LLLsGHDBvz5z39OuRUg0Ol0uOaaa1BaWora2lqaoCE/fjQaTfnDP/LII3jjjTcwMDDA+9pyiSeRwZXLFqagoACVlZWw2+1p3ycWi9HU1IT29nY0NjZCpVKhpKQEMpkMGzdupLE7khjT6XQYHh7O+OAbDAbBEwEwE0tvbW0VRKYDAwMZJ/BsYFkWoVAIzc3N2Lx5MxoaGqBSqVBaWgqZTAYAsxJjer0+Y2KMC8LhMKanp9HZ2Zl2d3WmUFZWhqqqKpSVlaG4uBiFhYWYnp7Gli1boNFo4Pf78dFHH0GpVMLr9SISiUAmk6G0tHSW6kSlUiESicDr9SIajcJsNtMFB5ewFgmHCd1F5boTyZb8yoRs+RdeZDowMIC8vLy0r+v1ekgkkrTBfJIwaGlpgVar5XNqAEBLSws2btwIq9Wa9gFUKpVYt24dFi5ciFgshgcffBAjIyMJgWyGYeDz+VIe7/f70d7eLohMh4aG0NnZyfs44MstTFdXFz777DPexzMMg6qqKqjVatjtdkilUnR0dKCtrY3G7pRKJfLy8hCLxTA1NQWXy4Xh4WGYTCYsXLgQxcXFePjhh3mf22Aw5DQROJ1OmqnlC61Wi7y8PE4rcqlUivb2dpoYq6qqQklJCVpaWhAOh9Ha2gqXywWLxYIDBw6gr68vZdjjTMHr9aKlpeWMkKlYLKa/f/zCQaVSIRgMwm63w+VyYXJyEn6/Hx6PBwqFAm63G1arFd/61rdQUlJCwzfBYBATExN0e67VarF3716a1d64caOgnQjLssjPzxdMphaLBfPmzRN0bDAYpMmv5Nh9PIh0MVlNUFFRgddeey3tcbzIlKx4SktL4Xa7Z70eCAQQjUbR2NiYNmPv9/sFkalCocB3vvMdjI2Nzco0tra24tJLL0VjYyPKysoQCoVgMBhQVlaGt956K6OWLxm5bNV1Oh2uvfZaQccCMwm+lpYWXmSqUCjQ2dmJ+vp6lJaW4tZbb0V+fn5C7G58fBx9fX00djcxMTHrcwoLC7Fu3TpB100mgs7OzrTJyUzIZas+OTmJaDSK5uZmGqsuKipCd3c3WlpaUFtbS+OZUqkUkUiE6qT1ej3y8/MBAF1dXbj33nsFXYNQjI2N8Z5E8vLyZmXANRoNKisrMTExAYZhwDAM+vv7sX//foTDYZSVlUGlUqG6uhoajQYKhQJFRUVobW3F2NgYGIaB0WjEyZMnOYUocknk2Gw2LFiwABKJRFCIY2BggCoghIBcu9PphFwup/cv/n4qFAqaFGMYhq68y8vLM342LzIFZgZOQ0NDSjIFZiRS9fX1acl0YmKCd2JIJBLh1ltvxdGjR7FixQqMjIzg4osvxvr161FcXIz8/HzY7XacOnUKLpcL5eXlWLx4MQKBANXycQXDMIJXScPDwxCJRKisrEypMMgGh8OR9tyVlZU0dkeSQEVFRTR2FwgEaDzr7bffRl9fH6+ETn9/P6688kre10xAVllCyFToVp3ck2g0ittvvx0SiYTek3A4DI/HA4fDgRMnTsBgMKS8J11dXdi4cSNisRiKi4t5KTByxejoKJYsWZLyNZIBTx7oJSUlNAPOMAxOnDgBu92OWCyGqqoq1NTUQKPRYN68eaiqqoLL5aKrS7PZjJ6eHng8HixYsAA1NTX4+OOPoVarsWjRImzZsgW7du3C3r17M26DXS4XZDJZxqQhUXqQCa2qqopOaFarNSH5xwd8diLAl9LFeKK88cYbafEDuY9EusiyLJxOZ8rvn2088SbTYDCIOXPmpI1v+Xy+jLOWw+FAZWUlr3MS0pTL5SgqKsLDDz+MaDSK6elpvP3229i7d++sG/vRRx9h27ZtGdUHqTA4OCh4GwHM3J+uri5eBE4wMjKCZcuWYf369WhqaqKidplMRpNAExMTsNvtOH36NPR6PYxGI8LhMIqKivDrX/8awWAQPT09vM89ODgIkUiUdteRDZkmgmzINkAaGhrQ3NyMlpYWaDQaGs8UiUQIBoNUTbB///6Ee8IFRHtIBvdXSaYGgwEXX3wx2traZhGnTCaDzWajxHPgwAGMjY1BIpFApVKhqqoKTU1NWLJkCSoqKmjlHMMwOHnyJN59913YbDZMT0+nPHdBQQE6Ojqg0+mg0+mwb98+VFdX49/+7d/Q1taGP/zhD2nvYSwWg81mg0ajgcvlokqPmpoaVFRUJCg9vF4vLfwZGBjAwMAAHn74YRw9ehRqtZo3mXo8HkSjUcydOzdhwSYWi+nKO37FrlKpMDU1lVBNKJPJ8Je//IWztIvA5XJlfJ03mU5NTWUkQ4/Hg6qqqrSvsyyLpqYmTudasGAB1q1bh9bWVjrQJRIJvvjiC5SUlODxxx9P+7AwDIMDBw5g8eLFnM5FoNPpsGXLFl7HxCO+siUdxGIxmpub0dHRgYaGBlRXV6OkpAQFBQWIxWLYvHkzTQIdOXIEOp0OZrM543mnpqYQCAQEJ8DI5NTV1YWDBw/yPn50dFSw8H9ychKxWAxr1qyBXC6n90SpVNJ7EgqFKGEcPnwYfX19GB4eBgDceuutaGpqwltvvcX73GSVZbfboVarodfrBX2HTIiPZyb/AYCrr76aEuGpU6cwNjYGmUxG45+NjY04//zzUVFRQVelLS0tsNlseOmll2C323kXHKQS7tvtdjz11FO47bbb8P3vfx+/+93v0q7+GIbBj3/847RKD4PBkPaaPB4PPB6PoFBBfn4+AoEA1q5di+7ubkqelZWVGB8fp4TZ19dHY7zxK8q2tjZcffXVvImUC3iTqc/nQ0lJSdrXXS4Xqqur075utVrTCvvFYjFWrFiB1atXo7GxESKRCFarFUeOHAEwsyULhULQaDTYvXt3WiIl6Ovrw4UXXsjhW30JoaWoBHa7na6Gswm4SRJocHAQJpMJJpMJ27Ztw/333y+oGoeEKPgIquMxOTmJuXPnCiJTo9GI1atXZ31fuu0fAFx//fU0xms0GjE4OAitVovx8XE888wzePTRR1P+5iaTCeeddx7vayaw2Wzw+/2CJyICQoDJfyorK+FyuehANxqNOHDgAFwuF371q1/BZDIhEomgra0NF198McrKymgsk2EYHD16FAzDJMjz7rzzTpSWlgqq5gFmCE0kEs2KW0YiEbz88su46667cNNNN+H1119PebzNZsPRo0fxpz/9ife5WZZFOBzOWG0ol8tTalaVSiUNNVosFhw7dozeGy5jJpd4bzbwJlOv1wulUpn29fHx8Ywrz9HRUUilX55WJpNh3bp1WLp0KZVdjIyM4PXXX8ehQ4cSZsaCggI89NBDkMvlnLLG/f39GdUF6UC26lzJlAi4yVanuLgYzz//PE0Ceb1eOJ1OnD59miaB0m0nieYyncdBJjAMg7KyspSCai4YGxvjHRYh0Ol0CXXyFRUV6Orqwty5c1FTUzNL6E+2fz09PTAajdi0aRPGx8fxwgsvpL02lUqF0dHRWa/19fWhoKBA0HUDM/ctGo0mfHeRSISioiIUFxdDqVSiuLgYCoUCeXl5kMlkEIvF8Pl8UKlUVDJExOkMw1CyISujyspKSg5Lly6lHg2hUAjd3d347LPPcPjwYVitVoyNjWWNBw4NDeHSSy8V/J0BpI1bRqNRvPTSS/jRj36EjRs34v333095z7juMFMdm5eXR0M2yXpvjUaDvLy8BOlif38/GIaBw+HAbbfdhvr6erzzzju8zz05OZlyEjkT4E2mk5OTaQXOwEzsjOjzUsHlckEkEuFb3/oW5s+fj5KSEgQCAej1erzxxhvQ6XRpjw0Gg9i5cyduueWWjBpTAqIuaG1tRV9fX9b3E0xMTKCpqWlWKWpVVRU6OzspaRJDingBN1m5v/jii5wF3PGYmppCW1ubIDJlWZbG3/r7+3kfPzw8zDsR1NDQQDWrsVgMTz75JPLz82k8k2z/tFptxu3feeedl1E/SFYUqciUJGDq6up4Gb2QEmESdqmoqMBPfvITlJWVUaILhUKIRCIQiUTIz8+nGs3JyUn09vbCarWip6cHTqcT+fn5qKqqQnV1NRX7J4vZWZZFb28v9Wh44IEH4Pf7sWvXLs7XDcwsFC6//HJexySDbPVTxS0DgQCee+45/PjHP0YgEMDHH38869hMPBAPkgQiq8yGhgaUlpYiPz8f27ZtoytwklBjGCal4oTAZDJh/vz5/L5sHIQmv7KBN5m63e6MZOl0OlNqURcsWICLL74YLS0tiMVimD9/Pr744gt88MEHGUXmyTh27BhuvfVWujXMhqmpKd5kOjk5idbWVnz/+9+HWq2elfCYnJyEzWbDqVOn0N/fD6PRSFcSUqkUzz33HIxGo6DySCFmKwQMw0AqlQrexqQruhCLxdS4JFU8kwj9jx49CovFQoX+fDA4OJhxgGQriAgEAujo6EhJpoWFhbMq3dRqNdUbkgQeCT9Fo1HEYjFMTExQAnS73fD7/QiHw5DL5Whra4NYLMbixYtpqMLhcMBut8Nut2NwcBCHDh0CwzAZV0AWiwXt7e087tQMTCYTxGKx4JAOkP2eut1uPPXUU7jrrrvQ3t6OnTt3UpWK3W5HeXl5wq6PKFnik2k1NTU0CURWmSaTCd3d3Ziensaf/vQn3s+KTqcT5CVBkGkSyQW8ydTj8WQU7judTojFYkilUlxyySVYsWIF3T4R8W93dzceeOABQRccjUbhdrs5x7dcLlfKFU8qgigpKaG6w0gkApVKBYZhcPDgQeh0Ok6rnjOhucxUBpsJLMvmVKM/NDQEiUSCm266CTU1NaiqqkJxcTE1LpmampoVzxQiAUuFvr4+3HDDDWlfZ1k2Y4LL7Xajra0No6OjCYSp0WhQUFAAu92OyclJ6m42MTEBiUSC8vJyjI+PQyQSwefzwWw2Y3JyEgqFAlVVVVRmFC8/k8vl8Hq92LdvH06cOIGxsbGUTmBcYDKZsGzZMt7HxScMDx8+zPt4YOaeZisycTgceOSRR7B+/Xr89Kc/hdlshlarhd1uh9frxde+9jUoFAqaOZ+cnKSrTL1ej3379s1KAikUClx44YXo7e2FRqPhTaakrDOdjSCX751rfDwVBG3zJRJJytcqKiqwZs0aiEQiPPfccwiFQjCZTHj55ZcpsahUKk5mJ1KpFIsXL6bVS/FwOp2chfUk83nDDTckJDzik0DJBFFeXo577rkHDz30EKdzJCNXzWWyLypXuN1uiMXirA9KsukwiWdKJBJEo1EsW7aMuvjwMR3OBdkGCMMw2Lhx46wtI/lTVVVFZTkejwfhcBiBQAB2u51uvUkJ8eTkJMLhMKRSKYqLi6n+MBaLobu7G06nE5FIBIWFhSgoKEA0GgXLshgdHYXZbE7pfiUUvb29yM/PF+SpMDk5iebmZsFkms6KLxnT09PYtWsX9uzZg/nz56OtrQ0dHR0IBAIoKytDT08Pdu/eTUtzs4GUorpcLsETP9mJCCVToZWKmcCbTMmMTtDW1oa1a9eira0NhYWFdMvx2GOPpZTz2Gw2xGKxlA5FSqUS69evx6JFi1BZWYlwOAyJRIL77rsvIeHEx33KYDBgyZIlWLJkCRwOByeCGB8fh1gsFiziFlLZQpDL4AJmBkhNTQ1kMhnKysoSTIeJSUey6fDhw4ep6fCjjz6Ko0eP4m9/+5ug688FxIOWDJD8/HzU1taivr4ejY2NKCwsxI4dOzA1NQWHwwGfz4dIJAKPx4PJyUmUl5dDpVIhGo3CbrfD6XTS+nFSZ75kyRJMTk7C5XLRuHs0GkUkEoFcLqdVY4Q8R0dHMTY2JmjVyQXE1Li+vh5DQ0O8js3lOQNmFiXFxcUoKCjglIMIhUI4fvw4XSRcffXViEQiVG3DBwzDIBQKCU54TkxM8LbYjD93NhKvrq5GZ2cnTaCS/EimTiGCpFFisRgPPPAA6urqIJFIYLPZ8NFHH2HPnj2YmprCiy++mNF1nQwai8WCxsZGrFu3Dh0dHTTD1tfXhz/+8Y8YGhrCb3/7W5x33nkJch2dTsfZfYrUjfMJK5AtVGdnJ44ePcr5OILR0VHBVoNkcDU2NsJkMmV9f7xxSUNDA6qqqiASibBjxw4As02H+/v7MTg4mJaoczGSEAqRSITq6moEAgFceOGF6OjooNU+drsdExMTCIVCsFqtKCkpQXV1NaqqqhCJRDA2Nga/34+pqSmsXLkSJpOJJjkcDgfcbjeCwSDdxk9MTNCkp8vlgtVqhdVqxSWXXAKr1YrKysqvvIUJ8YPgS6ZCEobxIOJ7lUrFe6sNzKzwhCaCWJaFRCIRvDIlumAhiJ9E1Gp1QueH5PwIKZIh+ZFMyEqmYrEY8+fPx9KlS9Ha2orS0lL4/X5Eo1G8/vrrOHz4cMLAJFndTNIlv9+PDRs24KqrrkJeXh4cDgcOHTqEPXv2zMrika1MPJkS9ykuxhoMw9CZn88DQ+rkhZCp0WjkrW+Nh9/vR0dHRwKZEs1qS0sLNelIZVwyPj6OkpIS7Nq1C++++y7vc+dSJ88HEokEK1aswKJFi9DS0oJQKASpVIqCggL4fD76TBUUFCASiWBychLBYBAsy2J4eJiWTjY1NcFms9GqLbIqDYfDtLiEYRhKmlarFXa7fdZkQla+Z0uDmAlutxuNjY28j9Pr9TlZygEzO0W1Wi2ITBmGwfr16wWdl6gBKisrBe3CzGYzZ6N5qVSK1tbWhM4PsVgMzzzzTELnB6vVioMHD0Kr1QoyuMlIpk8//TQKCwsRiUQwPj6OU6dO4ZNPPsmYiLnhhhtS6jOXLFmCyy+/nD6sIyMjOHz4MD755JOMGtBU2sdQKMQryTM1NYUFCxbwemCyGWFnQl9fn+DeRAqFAoFAAKtWrUJ3dzcqKytnmQ5nMi5ZsGABrr/++owdDzIhV0u7dJBIJKiurkZNTQ3q6+uxZs0aRKNROpDcbjfy8vJQWVkJk8kEqVQKuVyO6upqtLa2IhQKwW63w+Px0LJaQpg1NTUoKCjA9PQ0RCIRDh48SEmT6/1nWRYLFixARUUFvddfFUhohg9IOWm6/AWfcwtNxpBVrRBLO6vVigULFsDtdqOqqop3gUx/fz82b96c8G+kIKS5uRl1dXWorKxMSKCSsWMwGFBTU4OjR49i7969vM6bCRnJ9P3338fx48c5NUoDgIsuughNTU0pTZvLy8vhcrmwc+dOXi0mSDfDZHi9XjQ3N3MiU4fDgebmZs7nBGbIXmgiaGpqKqu+lWhW40XtRLMajUZpA7DPPvuMduPkIrWyWq0oKirirAFMBl8jiWSIxWLqalRTU0ONN0i5H8MwsFgs2LVrFwYHB1FSUoKmpia0trbSEEVtbS01bnY6nQgGg6iurkZDQ0OCmw/RbpLKoEceeQQej0ewheH69etp07Wv0gF/aGgIXV1dKV+bM2fOrGZ78dtQITHDeLAsm9ZsJRuCwSA8Hg8qKip4qzoIiQ8PD0OtVvMiU5lMRifibdu2obS0NKFrq9frhcPhwOeffw6j0QitVjtrB3vFFVckdFw+E8hIpumaaqVCUVERbrrpJrzzzjspV4C7d+/G7t27OX1WV1cXLr30UrS0tEAmk6UsIeQT2zObzbxjOwaDAZdccgmvY+JBxPdTU1O0Bj+VSQfRrJ4+fRr9/f30vFdddRWeeuop3ud1Op0oKCgQ3E+KWNolG0kkg9SbE8IkpEmcisjWus75rWIAACAASURBVKenB7t27QLLssjLy8OCBQvQ0dGBpqYmXH755XA6nZiamqKVYkqlEnV1dbDb7ZR4CWmmc/MhGBsbE/y9iXGwVqsVLLkRCp1Oh+uuuw4bN26kBjfx5tQkvsswDI4cOZLgS5Arci2vJKTIl0zdbjfy8/PhcDigVqtTGicRpUW6NijhcBhisRgHDx6EXq9Hf38/L4MboYuldOCdgEqHyy+/HH6/H//617/4X4RUigsvvBArV65EbW0txGIxWJbFBx98gAMHDuA3v/nNLLsvi8WScsWaClqtlnd7WtKbiMtWPZVmtbCwEJs2bcJll12WMBgOHTqEvr6+jKGSbJrLTIjFYnC73SgsLBS8XSUJEeL+T9x44oXY1dXVmJiYoHHIU6dO4b333oPNZoNSqaTk2t3djTVr1qC6uhp5eXmYmpqCSCTCxMQE7YtEVpl2ux2//OUv8cYbbwhaXeaSkCHqhomJia88bjoyMoJIJIJNmzbB6XRidHQU+/fvR19f31kndZZlUVVVlZN6RKPR4IsvvhB0bDAYRGNjIzUtSW6DQnYhLMvOaoPy6KOPYmBgAH//+98FnftM/85njExbWlp4ZSNLSkqwfv16nHfeeaisrMT09DQGBwfxyiuvzHIeD4fDaGlpSQgPGI3GrK1XCU6fPs05YUWQqo2wTCZDZ2cnWltb02pWnU4njEYjbX3xs5/9jOMd+RK5ipIHBgawaNEi3tvVeNf5Cy+8EMuWLZvlxtPb24vdu3fDZrOhpKSEDoDu7m6sW7cOKpUKXq8XVqsVDMPAYDDgwIEDVDSfDUIMsgmytc3JBqKTPBuC7myIRCLYuXOnIOvGXEB6YAmJWwIzz2pLS0vW94lEIlRUVCRMyEqlEmvXroXP54NMJqOeq1zboOQiDSP6Y6GTSCqcMTIl8YpsuPHGG7F8+XJaRRIvg0qHe+65Z9Zn9/X1cY7tkX47CxcuxKFDh7JeY2lpKbq6uhCJRHDzzTfTlhx8YjIXXXQRrr/++qznSodAIIDOzk5BZErkRFzImGTVL7zwQqhUKhgMBvh8Psjlcrz00ktwOBzUjKKmpgZdXV2UNMmq0mq1UsszstoQilx8UXPtdMqyLMRi8f9JRp+LdePZAtnqCyXTeOVKcvuUeF9Rr9dLdyEGgwGhUAgikQjLly/HM888w/vcw8PDWL58Oe/jgBlOcLlcgieRVMhKpgqFAvfffz9+8YtfZHyf2+1GWVlZ1hOuXr0aOp0uozlrV1cXfvCDH+Duu+8GgJQkTaooWlpaOHlQTkxMoK2tLYFM58yZQ+N3qbpxAjNk8+mnn/KOyWi1WlqaKgTEbEUISMvibKSwZMkSXHvttbDb7fjXv/6FoaEhNDc3Y/Xq1aisrMRtt90GlUqV0A5Dq9Xiww8/pKLrM42RkRHeHrQExJREaKdTsspKzlBrNBqaBPrkk0/OiudpvHXjVw2y5eVzz4iMrK6uDjU1NbjjjjugVqupUTVxzyLPS3xLdAKfz4dVq1YhGAyirKwsq/lyMgwGQ07OWaSs9CsjU6/XC5VKhYqKiowldCMjI5y0lV6vlzb2SoehoSHk5+dnjVdOTU2hvb2d08Nts9mwcOFC/PKXv0RpaSm1bIsXtR8/fhw6nQ5DQ0OIRqP49re/jfb2dkExGYfDgVgshoaGhqzGzqmQS/1wpqZlIpEICxcuxObNmyESifDqq69CIpFg7dq1aGlpgclkwvj4OPLz8/Hqq69yLhE8UxgYGMipHThpBSyETFmWxYYNGwAADz30EIqLixOSQKSW//HHHxd8felgNpvPSBt0IWBZFq2trSlfiw/lJPsdEMKMRCI4ffo0/vGPf2BsbIyXHI34X6jVat5kSnYiQrsdkzEmpG10KnDa5odCIXR1deGTTz5J+x69Xo+NGzdm/SwunplcpEXAjIkJV4clo9GI9vZ2DA8PY9++fdDpdFm3wLnUyQNf1g8LIVOz2cwpFpUKdrudZkIJqRKB+8KFC+F2u/Hee+8hHA7j2muvhUwmw+7du/H73/+eKidWr16N6enpr5RIgZlyWqEaXSC3Ci4iK5uenobL5cLevXsTnpMtW7ac8QwwgV6vz6lddi6w2Wy49NJLMX/+/FlJoOnp6QRf0ZMnT4Jl2QTiu/fee6mZNR8Q56n+/n5oNBpezm7AlzuRjo4OnDp1itexwMyKPJ2pUDpj961bt6b9PE5kSracmciUa7vfTE3E4sHFOo9hGM6GJyQz/fLLL3N6P5B7nbzb7Rbc6ZRvg7uioqIEZ3Ki/3vyySdht9thtVphNpvx2muvQaVS4corr0Q4HMa7776Lnp6eWZKjXIwkcgFJ/Ak1yM6lgou0/+7p6QHLsrM0nHq9Pie5XCaQ51Nou2wukMlktNV1vKg9Ly8PwWAQa9asAcMwGBgYwIEDB8CybNqW6PEgMddMXsSpEI1G4XA44PV6BcepvV4vWltbBZEpy7JYs2YNVqxYgebm5oROtvFFMg6HA6dPn85a3s2JTLnEc7j2fTcYDJy2M1x8PQcHBznLowYGBnj7P+ZiQgHkJr9I1+BOqVTO6o1OVqDxMhLSi+uDDz6gq1TS9kWr1eL111/P6OeYi5FEruBjkJ3cT6uuri6jRWQ2kARaqhAL6dwgNMGVCVzHDxcolUra+YEQBHEFS+78QEx//t//+3949dVXBTVTzEWryrIsotFoTnX2XHYiycYlxPQnFovhW9/6FjweD8bGxnD06FEYDAZBxu6cyHR4eJhTfx9SlZTpYeBaasmlLQIfk1ih/o+kTl4ImZrNZkFWXyKRCGVlZQiHw7j++usRDAYTtHfx1T9msxkikSiBZBcvXoxIJIJIJIL6+nr09vbixIkTsFqtnCcS0n3y/wJOp3PWRMqlnxYpFVy6dKng3USm5F38qllITDYbuIyfeBA3/7lz5yYkUEnnh8nJSYyNjeHw4cMwGo3Q6XRpwzZk4hdKprkYnuTn5wt+1kZHRxO6CTc2NtLOD1yMS26//XY89thjvOO1qcCJTPnEQ7PJWrhu47g0SeOrxyQaRj5k6nK5BJlQADNkf80116R9ndSrJ/e/Ic7kJpMJfr8fVquVrqxJj6fm5masXLmSusETucn+/fvBsiyWL1+OCy+8EAaDAfv27eN97WazmXcJ7pmCxWLBokWLcP/996f0JiDbrnT9tBYvXoympiYMDAzwPjepk083uL1eL9ra2s4KmaYaP2KxGC0tLWhvb6cmHSUlJTQxFgwGaQK1p6cH/f39MJlMvCcSkozhu1WPP1YIGIbBvHnzkJeXxznEEW9cMnfuXJSWluLZZ59Ffn5+SuOSTMbuZFX9lZEpn3goF+s5Lts4nU7HqUlaMBhES0sLJzIVUm7IsqxgyQpZNcYnguJJk8hIiCDeYDBQ/Sxp/9DZ2Ynzzz+fBvhZlqUxPZZl03ZoJeWbQssrz0SPIaHQ6/VYsWIFIpEIPvvsMypL47rtIhVcQsiUrLJisVhKP1uHwyG4rUwmSKVSqk7593//d9oaJrmTrdlsxuDgIPR6vSBno3TIZavucrlQVFQkKPxBTL8JIcf/ZvFFMumMSyYmJiAWi/HXv/4VWq2Wt2k3WZHzTX6lAicy5dqKg6v1HJd4KNF+ZVt1+v1+zg+BxWLhrWEcHBzknNAoLi6e1TIjFAph27ZtlPyIg/3Jkychk8loqeayZcsgl8sTjDw+/fRTMAzDqVtlMhiGobFSITgTPYaEor+/H1KpFDt27BC0VXe5XIITf2RwkcGdTKYjIyMZ26dkQ7pW14QgYrEYCgsL0dfXB6PRiN7eXkEG5XxhsVhw1VVX0aaVfEB8UdVqNe9wmNVqRXV1NYaGhnDddddBIpGgoqIibZEMWXDEL+peeOEFMAwjqPvBmWxhwrkCiotLE9d4KNc+R1yqgKLRKGcbMq7Jr3j09fXha1/7GlQqFaqqqlBeXo6SkhL638FgkPZLF4lECV0oR0dHUVtbS1cUNTU16OjogEQiSejIqNVqabfKM+XoPjExAZFIRK+L7+fGG2Rnc1JP5YAlkUjw7rvv4oMPPuB97XwNspPBMIxgeZTL5UJhYSE1H07WMBsMBk75AwKlUok777wza6trsjJ66qmn8MQTTwiSheUC4rzF1YwoGWQSykSm8cUPJMZbVFSEaDSKxsZGBINBDA8P4+DBg9Qpjct98Pv9aGtry2jMk+m6hRq5J4MzmY6NjWV9QLnqQ00mEye9HpcqoMLCQoyPj2f9LOBLsk+3HcnLy5tVBldTU4NAIID77rsP09PTyMvLg1wux9TUFN16j4yMQCwW09YYdXV1WLp0KYLBIKRSKWpqatDT08M7CZQrGIZBZWUlysrKON+jeHg8HjQ3N1MyzRbcJ22dT58+jdLSUlx11VWCyBRIbZDNFdk6nWYCWWX5/f6UKxa+XrVTU1Pw+Xzo6+uDXq+HXq/PeByp6hMSu8wFLpdLsLYX+HKFl9z5gXhUxBc/JHd+2Lx5M4aGhtDU1IRnn31W0LUL3Yn8n6xMLRYLp+2Nz+dDW1tbRjLlWmqZLaMsFotRWFjIWY9Ikl/z58+H3W6nZEn+LikpweTkJAKBAGKxGAoKCqBUKjE1NQW32w2Px4Pp6WkUFBSguroadXV1KC4uxoIFC2g1SH9/P+3I6Pf7ceedd0IqlaK+vh579uz5SlccLMtCJpNBo9FwJlOpVEqz5gUFBVi5ciVWrlyZENwn7T4yBfdlMhkuuOACwdUpuQyQXFy3gC/lOiRWTuRXhCCi0SieeuophMNh3HvvvRk/KxwO8yIIkk/4qskU+NJ1f3BwMOt7yXNCNKu1tbWQyWTYuHFjQueHkZGRrA5YNpsNEolEsAdvLjsRYkp+JvS9nMnUaDRy2t5wiYeS7WxjY2PGbUGqjLJIJEJhYSHy8/OxfPlyTE9PZw3Ey2QyLFiwAAsWLEAkEsEtt9xC22CIRCLIZDLI5XJMTk7SlizkBgMzA6KwsBBFRUWQy+WQSqUwm83Yv38/Dh06lLFz5zvvvIOtW7fCarXi0Ucfxb59+7B///6z3u0TmHnI5syZA41GM2vCKS4uRldXF2pra9Hc3JxSrBwOh5GXl4c333wTfX19vFa38a5bQgXVQhN/ubpuEfMOuVyO3/72tzQJ5Pf7MT4+joMHD8JisUCr1Qq6vkzgMn7OFoidXjyZKhQKdHV1oaWlBXPmzEnb+cFoNGLu3Ll47LHHeMurGIZBY2MjTbilS6qmQy47EQApk19CwJlMtVotp+2N1WrlVAYZCATSNhGTSqWoqqqiwfhvf/vbqKysRGVlJUpKSjA9PU1b8UajUWzfvh2Tk5Pwer2Ynp5GcXExotEoSktLUVJSArlcTolTKpVS4TIh0qKiIgQCAYRCIRqDlclk1LwWAMrKyvD666/DbDbTDqtcYDab8cc//hHf+MY3MDk5ifb2dqxbtw4nTpyghiFnC2RlumjRImpOnaxFJBNDKkf/hQsX4nvf+x4+/fRTQecndfJCyJRP4i8VcnHdslgsEIvFkEqleOONN/D555+fldCMVCqlXQnIn/Ly8rPWCTUTNBoNZDIZ1q5di0suuSSh88P09DSN8R4/fpx2so0PlUkkEjzzzDOCFgksy2LlypUYGxuDSqXC6Ogor+P7+/tpGEEIiJIhmUyVSuWs8tqnn3467edwJlMSD80WzxkcHORULupyudDU1IT6+nrU1tYmZMHLy8vh9XoRCARgsVjQ0tJCV4aE9GQyGSKRCMLhMORyOUpLSyGVSiGRSBCLxeDz+TA9PY1AIAC/3w+5XI7CwkJKICKRiK4+SZfL+Iw7y7I0iy6TyfD444+jtbVVUFtbnU6HX/ziFzjvvPOwdu1ahEIhlJeX4z/+4z8wOjqKPXv25LzKqa6uRnd3N1paWhJIMxKJoLS0FAqFAna7HSdPnkR/fz8GBgYQjUaxY8cOHDt2DB9++OGszyQVP0K36qnE91zR19eXk4VhLq5bY2NjtBvq8PBwzkRKumDGV6wR4iRxd4ZhcOLECbAsm3OTvHSIj2c2NjbSeCaRIIZCIeorHN/5gYuiIhKJwOl0oqqqivcEFq9x1Wg0vMmU7Eyrq6tht9t5HUuMyufNm4fCwkIa8lOr1YhGowm+BNkMsHn5mXKJ52SKh8pkMsyfPx9tbW0oLi5GeXk56uvr6QxXWFiI4uJieL1e2sqCdKwkBhSkVUFBQQFEIhEA0P7vPp8PgUAAIpGI6t7kcjmUSiUkEglGR0fhcDjAMAwVu7Msm3WwBAIBvPLKK7j99ttx4MABQdVQsVgMPT096OnpQUNDA9atW0dJfcuWLQBmWruQMtJoNEqTOsQtX6FQ0IFQW1tLdXfkXgSDwVmO/g888ADC4XBaC0W3252WdHLdqlssFkEVYORYYKbKR4hFWi4VXMSA4+TJk9BoNLyNasRiMS677DI0NzdDrVZDqVTSmDrDMDh8+DDtLJBMVFVVVbMaxfEF6fxAYrxEs0ri3qRazGw2Y+/evejr64PdbodKpcJdd92F5557TtB5CSnyJVOPx4NYLIbx8XHBWtdgMIjOzs60ZBrfZid+UlOpVAiFQjQXMDQ0hGXLluHtt9/mrWzgRabj4+NZkwLEeq6xsRGBQCBhmbx06VKEw2FIJBJa7kY8DvPz8ylhBoNBut0uLCyEXC7HxMQElEolgsEgxGIxgBm51rFjx6BQKKBWq9He3o5AIEBd3glZ2my2WS2k+eL48eNYvXo1tm7divvvvz8nd26z2YyXX34ZpaWl2LRpE6qrq6FQKHDNNddQpyaSXFMoFJiamqJbrnA4TAeD0WjE8PBwRgH32NgYysvLUwrQgeykk8tWfWBgQLB5LzAzQDo6OgSRaS4VXGSV5fF4BA3u9vZ2LFu2DDt37gTLsnRMcMHY2BhisRjq6uoytrYBsnd+8Pl8cDqd0Ov1GBgYQG9vb8Z45tjYGEpLSwXFLYHcvChy7XJAvCQOHjxIQyfxpEl6k5FVplarxd69e8GyLJRKJe6++278z//8DwBgw4YNgopdeJEp2XInfIBUSlv4kgufnp7GfffdR1dJY2NjsNvt0Ol0dEVKzCjEYjEkEgnkcjlEIhFdOcabdhCPxOLiYtTW1uKOO+6A3+9HT08PxsfHqa0ewzDw+/28bwJXPP/883jyySdx22234Y9//GPOn+d2u/HWW29hcnISGzduRF5eHiKRCMRiMfWP/eKLL3DBBRfgv//7v3HgwAFBZYJSqRRqtTolmQ4ODqb1sgRyS4iQXQqfOvl4ggCQk+tWLhVcxKdTyOD2+/2Ynp4W1BcJ+NKxi5BpSUkJuru70dzcjDlz5qQUtTudTpw6dYpqVoXELomLk5C4JTDzrAmNc7MsS3XRXEC03YRzCgoKsHDhQixevJiG7OJDJzabLe0EEQqFEiYRu91+dsm0qKgIHo8HpaWluO6666BSqaiztsPhgNVqhdPphNVqRWtrK/x+P42ZdXZ2wmq10t7mw8PD8Pl8WLx4Md59912YTCawLJtVtO7xeFBeXg6TyYTy8nK8/vrrvL9wLgiHw3jppZewdetWfPLJJ+jv7+f9GcQGrbu7G11dXVAoFLBYLDh+/Djy8/OxZMkSPP744zCbzTTRd95550GhUAhueEbaSKRyidLpdLj66qvTHm+xWNDR0cH7vMDMaiGd+J4LQUQiEcGSl1wruEjyTshKi5ge8y2WIJ0fAGDz5s3YtGlTQucHYlwipBsnV5DVpRAyZRhGcLyXPKfJfZnkcvmsrblGo6EdSsmCy2g0oqOjA/feey/vcRKNRhOSX2azmVMlZzIykulNN92UYPHmcDgglc4cYrFYYLPZIJfLoVKp0N7eTruKBoNBFBQU0HYF6Vr0/va3v4XD4eDlW9nV1QWv13vGWg3wRW9vL3p6enDHHXek/eHkcjnKysoS/lRUVKCmpgZVVVUwmUzo7e3FRx99BJZlE+7NggULUFFRkZBZzMUXlWVZnHfeeWlJYWhoCCKRCOXl5SmlT7lu1QOBADZt2kRDPqTqhRAEiXcfOnSIZokJQVx55ZW4+OKLBZ2XTwVXKrAsi3nz5qGiooJ3l9dAIIBAIJCyWEIsFmPu3LkJovZ44xKSP4jFYtizZw/6+/sxODh4xpq+ZQORRwmB0EkEmFkoLVu2DKFQCLfccgs19CGcQuLNvb29KRde7e3tWLRokeD7RDL6o6OjMBgMgoy6M5Kp3++HXq/H4OAgSktLUVNTg2g0ivPPPx+jo6Ow2WwYHh7GkSNHEhI5l112GTZs2JDQTTQVJicn0dzczKnJHUFzczOVaPxf4Q9/+AOeeuop/PjHP4ZWq0VZWRnKy8tRWlpKrfPcbjfGx8fhcrngcrlojGZ0dDTjaoI4Wx09epT+G8MwgpvMsSxL+/WkA+mkcODAgVmvabXarI0Ls1W9dHV1YWxsjFa9xLeGyYT+/n5s2rSJx7dNRHIFFx8wDIN169bB6XTy7vIKzNx3UrRQX1+PqqoqqqOMF7UPDw/DZDIlOPqT8bNr1y7e150rWJYVXF4ZDAbh8/lQXl6esk5eLBZTA5940x+1Wo3p6WlEo1F4vV4Eg0G88847YBiG866CuKoJFd/HG70YDAbe/gRAFjJdvnw5nRH0ej0+/vhj3H333di9e3fGMsFsW0cCLi1M4lFWVgaJRIK6urqz0tQsE0QiEVpbW7F06VLMnz8f4XAYDocD0WgUBoMBLpcL4+PjcLvdOXXntNvts4hzcHAwwbORD1iWRXFxccaVwuTkJObOnZuSTEmdfFNTE8xmc0LVS7yzUbqql8svvxy1tbXYvn0772sn7vPpkmfZ4HA4BAv/ySpLq9VmzFBnErW3tbXB4/HA6XSir6+PWgZmS4ZyHT9nAwzD5DSBsSyL2trahM4P5O/KykranJG4pBHLSL/fj2eeeQY9PT1wuVy8Q2i5mmvHe7KGw2Hs2bOH92dkJNNt27bN+jcuW87h4eGULvGp3rdy5UqOlwrU1dWBYRioVCpO7RTOBCQSCS644AKsX78e4XAYR44cwY4dO85amCHVPdHpdFQ+xRdENVFSUpI2S5vcSaGoqAhdXV00SxyJRHDvvffS7e7U1BScTid0Oh0liHS/89DQkOCJIH6rHr9S54qRkRHBPZuCwSC8Xi/cbjfUavUsp3YSriCido/HA4fDQYsfVqxYAY1GI2gSIaGXbOPnbMBms3HuJy+Xy2etMmtra/G9730vIZ7JJQlEzs3HBS4ZfM2148EwDNavXy/ovAS8svkAN9/DaDSKUCiEzs7OjFt4o9HIK2BdXl5OB/JXgYULF+L666/H2NgY/vznP+dcbsYFer1+1j3JRZQMzDwoIpFoVpa2oqICXV1dKCkpgUqlwhNPPJEgwSIEEQgE4HA4sGPHDt5+lbmK71OFPbjCaDTyjrnGm7nk5+fjggsugFgspvZ0yU7tRqMxJelUVlYK1tgCX4ZeDh48KPgzhGB6ehoTExMJ/eRLS0tnSY3UajXy8vISlDf9/f2oq6tDeXk5/vKXv/A+N8kfCI3ZcjGnTwebzSY43kvAm0zNZjPa29uzvo/EqzKRKd9WrQUFBYjFYmfd37GsrAxf//rXUVVVhf/6r/86I6YTUqkUtbW1qKurg1qtRkFBAfLy8nD48OEEUxhyT5JjP9lEyZng8/kgFovxjW98AzKZDGVlZbPcnk6ePAm73Q69Xg+j0ZgQ17399ttRW1srqO9RrhNBLlt14ouaXAId79Qe716f7NTu9Xrh8XigUCh4rzCJdWM6SKVSKJVK6vBeXl5Oq29qamoQDocFf28hEIlEVPURCoXw9a9/naoZSIdShmFgtVpx4sQJWviSjEAgIDhEwTAM5HK54JUpVzOmVCA7kfh4LxH6x6+8X3nllbSfwZtM9Xo953hoNq0W31atsViMCvbPBoqLi7F+/XqsWrUKH374IX7/+99zyuISVyhSFltVVYWysjIoFApqykJmPFJtoVAoMD09jeXLl8Nms+Hpp5/GxMREWiNuIkr++OOPU15DfHsLkgRSKpW0VJAUSxgMBhw5cgQ6nY5zZU8uMVsgt4kgl606MLNLuv322yGXy2cZMcebdJhMpllO7RdddBHmzp2LhoYG3isWi8UCkUiEH/7wh3A4HBgZGaFG4CRM4PP5kJ+fD4lEgqmpKUpYBoMBarX6rLSNycvLo7LG+NVmVVUVJicnqRrH7/fj7bffBsMwvBI6uTbXI+ZFJSUlvAttjEYjVq1axfu85J74fD5cc801kEgkdBzHx3iz5Wl4kynXeM7IyAhWrFiR9fN8Ph/nVq2BQICWkp4JkNm4ubkZCxcuRHt7O44cOYKHH34443crKirCmjVrsHz5clRUVEAqlVKinJqagsfjQSQSgVKpxOuvv47R0dFZWfyrr74al156KX7605/innvuwWOPPYa///3v2L17d0ojbiIkJjpV0sqhqqpqVmM5l8sFk8kEk8mEvr4+FBcX45ZbbsHw8DD+8Ic/8L5PucRsgewTQSYYjcas7ZXLy8tpY7k5c+YkGDFHo1F0dHRgdHQUJ0+ehNFohFar5UQQDMNgxYoVs1YsXPHee+/B7XZTd3273Y6jR4+CYRjYbDZEo1EUFxdTD4l4qFQqXvmEZJA682TSLC0tTfCh+Pzzz/Hee+/BZrPR3eGqVavQ0tIiKKw1OTkJkUgkKGlIylHJ33zJNJvyhNhRJpuXlJSUYGxsDMBMHPjgwYOcYrzJ4E2m8UmBTFt4g8GASy+9NOvnORwOzsJst9sNmUyG0tJSztcLfGn6TP4QbV9lZSVdrZ06dQqvvPJKxq1sQ0MDvvGNb6ChoYE6V73yyis4ffp0yuNeeOEFuN3ulLX8b7/9NjZu3Ijm5mZs374dmzdvxrXXXovzzz+fNvFbuXIlFbWTKo8dO3bMatebrrEcgc/now44QpBrnbzQihJgZrsskUiowxJxaler1dTMM2vJfwAAIABJREFUJVnUHm/EfP/998Pn8wkyHSaD2mw2Q6PR8CbTf/zjH1nfk+43SxU7T4VUzkbkWbHZbLBarWBZFgcOHEgw78kElmV5dRMgKCsro5V26SruMsFut6OiooKuzPmG14gZ05IlSzAxMZEg9ler1ZDJZAmVlQcOHADDMFSVc9FFF6G+vl5wq23eZAp8KaXJRKZ6vZ4OgmyWfVwD9VarNWGrlvy5RUVFKWdjpVKZMBufOnUK1113HdX2vf/++xnPS1pPNDQ0YHh4GI8//jimp6fxs5/9LC2RAjNB7UsuuSSl3jYajWJgYACXXXYZjh8/jl27duHw4cO4++670dTUROuziahdq9Vi8eLFuPvuu3k7OPl8PoRCIVRXVwtugRwMBtHV1SW4Tp5rIijZiFmlUiEajVLzDeLUzrIsjh07Bp1Oh+Hh4bTfiaslZCoQAw6n0wm1Wp1VN30mQcaPTCZDMBikMdXk5zsajSYQxKlTp8AwTE7dNoksLBWIVjQ5GUVirSRMoNFoUlbcZUI4HMb4+Dh8Pl/WiZ8UmiTfk0gkgptvvhnDw8O87wnLspx20+kgiEy56EPjHYcyPYQDAwOcv4DD4UBBQQHGx8exdOlSKkYnNzQvLy/hwdLr9dRoInmwLVy4kP4gmbBlyxZceumlcDgcePjhhxMMRfx+PzZs2IC33nor5bEnT57MSCLvvvsutm7dSglufHwc27dvx5IlS3Drrbdi69at9L1isRhLlixBQUGBIDs8MkAqKysFxS6Jpd1HH33E+1i9Xj9Lu5ifn08d/YlmNT5cQYyYh4aGoFQq8dlnn+G1117jfW6TycTJEjIdWJal1VtnG8mtv8PhMLZt24aSkhL4fD76XA8NDeHQoUNgGOasSAR9Ph9isRja29tpU8bk2GoqrSgJnaxfv15w3JR4IpDjk+8JuRYS4yTj3Ww24/Dhw9iwYQMqKyvxxBNPCDq30OsGBJLp6Ogoli1blvV9JB6aiUy5VNjEy1VEIhEqKiqwefNmurI8efIkGIbhpckbHBxEe3s7ddOPh1gsxhVXXIE1a9YgLy8Pb7zxRsp4X19fH5YtW5aWTD/++GNs2rQpbc8prVaLSCSClStXJkhgSJ+h+HtCwisdHR04duwY5+9JwDAMFAoFNBqNIDIlbV74ori4GGVlZRCLxfjJT35CE3PxTu2kpJiEK5KrXn7yk5+goqKC97kB7i1y0oGI9XMZZMlI1fY7vvU3SUSFQiEMDQ3htddey6kQRAgGBwdx8803Y2RkhI6x9957L2N7cQKGYXjLwvLz86k0qaOjA5WVldi+fTsqKytpO3RSTkrK1FONqbq6Olx11VW8zk3g8XggEomgUCgEGcUIIlODwYA1a9ZkfR8XxyFihtHc3EyrRogHY7JchVQZBQIBnDp1Cu+9956Qywcws/U8//zz6f/X19dj6dKlmDdvHnW+8ng88Hq9aRMnH374IX70ox+lnQjcbjdCoRCWL1+O/fv3p/wMi8Uyi0zjjbjjM4herxctLS2CyJRlWcydOxdqtRqff/457+OzbdWJOTXpPFleXp7g6B+NRpGfn49jx47BYDCgv7+fs9TKarVykuOlAvGFqK+vx/DwMO/jSXZayEQSH3Yi8bt4f1MSdjp69ChYloXdbk8IXbW1taGkpOQrJ1Jg5tk9depU2uc2EzI1qct0T+x2O0KhELXefPHFFzE8PMzLzMVoNOaUoCbXzjdEAQgkU+LAziUemtzSWSaTJWzvqqqqEI1Gcd9999FsdCa5yiWXXIJFixblvO0aGhqiCYwXX3yRuvMPDQ1h586dOH36NG6++eaMLamJW/3ixYvTBq1tNhsWLlyY9qE8ffp0yomJtK+NJ9NcRMkMw0AqlQq+b6ROvrGxER0dHbM6lAIzcVW32w273Y7PP/88wdH/scceg8FgwN/+9jfe5x4YGMhJHkUs7YSQKcMw6O7uRiwWS5uhJl1pk+N38WEnImonCQ8uMqvR0dGcJGm5IBeJk9PphEKhwPz582fFV5NDccn3pLGxEd/85jfBMAxisRhvVyxiDi8UJBz2lZEpiYe2t7endXwqKSkBMJPhe+CBB1BRUQG5XE63d16vFw6HA1988QUMBgNnD0aLxYLVq1en3J7zwfT0NPR6PZqamrBjx46Utdekh3om2O12LFu2LC2Z6vX6jCGRo0ePpvTddLlcs1QOo6OjWLx4ccbrSQdSo89lgEilUrS1tSWI2pVKJUQiER544AG6S7BYLDhw4AD6+vqyNjXMZSLo7e3l7YsaD7fbjcbGRkHnJqTCsiza29tpciWeNImoPdlDM9dS0IGBgYTd01cJMolkgkgkmmVcQv7b7/fjiiuugNlsBsMw6Onp4XRPCJn19PTMau7HBSSEJbSZYi6tnwWRKfBlC5Px8XF0dHRg7ty5syzWiNFqMBjE4cOHZ1msCYHVakVlZWVOsw+B3W5HU1NT2pvudDqzxtv6+/szuuz09PRklIiR5nzNzc0Jur5U7WsNBgMuuuiijNeTDqQvevyDQmrwW1paaBuUVKJ2vV4Pk8mEG2+8EX/5y18ElXbmMhEQs5VUvqhcwCexQMzO47eheXl5qKmpwde//nUMDQ2BZVkMDAxQaU2uLYLTgUs+4WwhfmWa6p6QJJDH46ETCbknLMvipptuQm9vLw4fPszrvIFAAFNTU5iYmBC8MiY7EaFkKjSkxIlMU1msFRYWYsOGDdi4cSOVqxCLtbPpwejz+RAMBlFUVISCgoKc4kkulytjfMXlckEikWT8jOPHj2eMJRqNRloXn05WNDU1hc7OzgQyNZvNs9rXksRUtvBKMoiondy3J598ksYziRHz2NgYenp6qFN7KoLYvHmz4Dr5XCYCYCbs0dHRIYhMidtVPEiTu+RVFRHnE4L44osvUFdXh76+PsRiMbz55puCvwNfeDweRKNRNDc3C9p28kXyPcnPz8dDDz2U8p588MEHsNlsacdfLplxhmEwPT0tuMMDKRIRojxJDm8olUp0dXVRvfdvfvObtMdmJNNHHnkko8WaVqsFy7K8Lzgd4rOcCoUiZcdMYGZ1Sh78XFolu91uanadClzI1GAwQCQSYc6cOWm3uoFAAPPnz09Lpqm29P39/bNqu0l4pa2tLWU308rKSvrD19TU0Ha9RNROGhJqtVocPHgQBoOBFymfjTp5rnC5XIIMshUKBXw+H4qKinDDDTfQ50sul9MkEMMwOHLkCG1yl1xCPG/evK+8Vp7A7/ejvb39jJIpUXUka1YVCkVCPNPv9+Of//wnTp48ycscG5ghRKEVXPGtdoQgl2aKgUAA5eXlePzxx2kVHUlGZ1PBZCRTLhZruaC1tZW6wMdn9Ei8hvR4SobVakVFRQUqKipyIlOv15ux1p+r8Nnv96OrqystmWbqAArMhBuSH5yRkREak3I4HPTfp6amsGjRIqjV6oTQCqkEIkkgm82Gnp6eBCPmTZs2YfHixbTMlC9GR0cFazaJQiHdRJANLMtmJDNSfZNcLiiRSKgbUTAYxN69e8EwTNYWOfFgGIYmmb5quFwuwSs04lafTJwikSiBNLVabcp7otFoIJVKeRMpkJtjP8MwaGhoQFlZmaDJd3h4OKuvASnLJt68lZWVUCqVtDS8t7cXBw4cgMlk4rzDzkimQmy0+IBsjz/++ONZWc577rkHGo0mLZnOmzcP1dXVOZ3f6/VmjL0ScXw6nSjBxMRExlWT3W7PeK0sy6ZsahcKhXDdddcBAK2rlslkuPDCC2lohWEYHD16FH19fVmz1QzDUBMHITAYDILbiAAzIRqhZDo4OIju7m5qFpK8RQ8Gg5QcLBYLPvvsswSn9meffZaW3/IFy7JobGw8I6ElvmAYJiOZEmejZMJUqVQIBAKUNEdHR3Hs2DFe7vW5ZPTtdrtgMiSVSA6HA9XV1bBarbyOJ6bkwIzOOX6bHm/eHZ8IP336NPR6PbRaLX79619Dp9PBaDTyOq/gBNSZAMuykEgkKU1OSFYtlVrAYrHQpEAumJqa4pTIksvlGcmU/OjpQAZjOlitViovSv7cBQsWwG63w2q14tNPP6WO7j//+c+zXncyGIahOj8hiK+TF7JV59rplNThxxNEXV0d8vLycPfdd1OCSFV9kw6ZuglkA4n/kR0EV7etMwGTyYT58+dTZ6PkGG+ye31/fz/27dtHt+m5gGVZwZK0+E6n2ZQeqc5LGkBqNJr/j7zvDm+jSrs/arZc5CYXyXYc95YQQ3Cy6YQQkiVZYAkLCbCQJcACu4QSYENLD6GlQBIgC8vuwrOwDT62wEdvSQgkIY0kluReNSNbcpObbJXfH37uZVRGmrmi7H6/8zzfk/2wxiNLM2fufd/zniOJTElAI7k/fD4fnn/+edoIJ968R48epb4NYve00+lEYWGh7ObZD06mYtvGUN1sYPxDmzBhApKTk1FYWBjV+aU4wvh8PsTHx4c1uQgVNSKEGFkSdHR0hKzd9vX1YXR0FI8//jj9byMjI6isrIz4vkOhq6uLuqOzQIokLhw6Ojr8dLvELzPQkCI1NdUvrpdM3zz88MPYvXs38wQXa82zs7MTaWlpVK7zXZJpoLPRxIkToVarsXPnTtkRxtEimpUp8M1WXy6ZEucph8MRdK2SxAPSFwgMaOzv76fi/7Nnz+Kll16S3QhnlfH9oGQaruPHcRwWLFiAW265JcghiDRSpI4YJiYmYvLkyX6xwsKlfrjxMWKTFg4ktC7czzUajejPu7q6oFAogiQwbW1tQUV8k8nEPB7p9XrhcDhoY4pF0kMkcXLIlMx3q1QqpKSk4O6774bBYEB8fDydAuI4DocOHYLVahV1NorGF7W1tZXJ6xIAPB4PHA4HBgYGvrW6aVJSUsgHidDZiOM4fPTRRygtLQ3yhfg+ICfCJBTk1k0JUebn58Pr9eLcc8+FSqXC+eefT0tcgX0BMfXQXXfdBb1ez/S+29raJI3LB+IHJVObzYb09PSQXxbHcUhPT4fX64XNZqPLc9JMWb16NYqLiyP6Jl577bWYN2+eX0fuyJEjqK+vh8Viwa5du6DX60XJ1O12RzRDiUSWdrs9bDmBbJkDTUhC2bB9G+ORpG7KIjMS26orFAq/hoeQIBQKBW1wqNVqfPDBByHjeiMhGl/Uuro6LFq0SPZxBDzPw+12yyIH4iMRWN81GAzw+XyUMCM5G42MjKC0tPR7J1OSsstqjsNxXJC2WBh1nZeXF5RkS5IfPB4PlEoltFotGhsbaSKF1Gu+tbUVs2bNkv2eAenj8oH4QcmUfFnCvBkCp9MJl8uFnTt3hiRL8tSL5Js4Z84c/PGPfxStf7jdbmRkZIhu3VwuFzIyMsL+Hd3d3WFVAYSoxWqNRCSfkpISRKbEhk1Y34l2PJJMrbCQqdVqRXl5Oc4999yghsfw8DBdaba1tVEjZOH3U11djcHBQaYcr2h8US0WC705WeJXOI5DbGxsSDIl/z3QMzc9PR1Op5OGyzU3N+PLL78Ex3GyjDSi0U1GC9K7kEumWq0WycnJKC0txZo1a5Cenh7kCkZklgcOHIDZbPZ7WCxcuBCZmZmYOXMmXnzxRdm5THV1dVi4cKGsYwjIuLzUOCWCH5RMgW++rFAaTFIGECNTYtUVSYMXzrF7dHRU1LsRGO9Ap6enh/39UmVjCQkJ9L2Qrvz06dNpfSZwVUJiXUpLS/2adFISYsVAIm0jbVeFDQ8haWZmZsLj8WD27NngOA5msxmffPKJqItPIEZGRlBWVhbSMDsS5PiiBsLtdsPj8aCiogInTpyQfTzP85gyZQrS0tIwa9YsZGVl0bwmnU5HHyJkF2Wz2b61emY0usloQe5BMXOcpKQkTJkyJUjbTEpoXq8XKpWKmpibTCZJagIij3Q6ndDr9X7yQCkgWWosD0+hfaiUBBCCH5xMyQrz5MmToj8LRZZSZT5jY2PIyMgQ1VUODAyEXXl2d3dHJFOy2hT74khz6bLLLqM1sri4OLhcLjQ1NeGTTz7BBRdcQKMThBgcHERxcbHflxrN/DDHcbTJAQTHWxDPSr1eTzW/JK6XTKZs3rwZzz//PFM9ilV8D3xjtsIK4roViUxJqJuwnpmTkwOlUonBwUGq1T148CCsVqtk4xJWtLS0fCd5UFLA8zyKi4uRl5dHbTBDpRz09fXRlAPiCuZ2u7F161a88sorsk3FbTYb9UQwGAyyyZQ8PMvLy0NySySEuu/0en3YHdV/BJkKR/2EHd6MjAzRZTYx7ohEKpFyuEmZQQxy5CHEKSdw1l2lUsHlcmHy5MngeR4ffPABvvzyS6qh3blzp+gNbrfbg2qUzc3NsuaHyThwSUkJ8vPzaY3qySefRGxsrF/D48CBA1ixYgUOHz4sqjMmNVuW1WU0D4L6+noolUqmfCEgOCInMMJY6PYUGGHscDiwdu1amEwmHD58GMePH2f6G1hgsVhCmuF8F8jPz0dlZaUfaSqVSsyYMQMjIyPo6+ujKQfCHoYYyMpWLpkS5ykiR2PRB5OHJwuZOhwOFBQUYPny5cjPz4fRaMTIyAgeeOAB0WP+I8h02bJltMMbFxdHx/zMZrPoBzE0NASXyxWxhtbf3x9RAxo4Ay9EY2Nj0NaS5M0LA9y8Xi+2bt1K8+a7urpw7Ngx6oglttVYvnw5NBqNaIRsqFgXi8WCn/70p0GvJe71ZCUR6F5PhP4ejwexsbHYsmVLyFrYggULwj6AyIgjC5k2Nzcz58kL88ek+gMIYzYUCgVyc3PxwAMP+MVskAdJJLenwcFB9Pb2fu+TUI2NjVE9RAJBoq5JE4i4ggm9g7u7u9HU1IT9+/fj0ksvxV133cV0LrKylOuh6/P5YLPZMDw8zPzwdTgckvPlAtHS0oK5c+fC4/GgtbUVNpstonroByfT1tZW/Otf/6IO4z09PZK3TB0dHSguLoZGoxGtTUXSgDY3N4t2/XJycpCVlQW1Wo3169cjJSUlaGvT2dmJs2fPwmKxBOXNR0JSUhLmz5+PV199VfS4hoYGTJ8+3e+/EXXAypUrkZmZCb1eD51O5+de73A4RN3r77zzTmpkEQodHR1hHZ6IpZ2wM5ufn4+vvvoKhw8fDvs3WywWXHHFFWFfEw5ktRFIpmSWO3ClSeJ6ibA/NjYWf//735ncnniex+jo6PdevyQPkcrKyoifrxAkFbWoqIiOTOp0upCuYKSeGWricNGiRRHTiMUgNt0n9Vifz8f88IrGD5aQqd1uh8fjQWNjY9jMO+A/gEy9Xi8OHDjAdCzZQhgMBrS1tYV8TWtra1hfxtOnT0Oj0eDGG29EfHw8MjMzkZKSgtjYWDrP3dLSgu7ubhw+fBgWi4VpRRYKK1asQG9vb9BUjlqtRnZ2NjIzM5GTk4OYmBg88sgjtE5FpGRTpkyB1WrF8ePHqb2hlGI7z/NITk6GwWBAe3t70M+bmpowd+5c0eOJDu+5557zy2uS8hBsaWkJ6TkgFQ6HA4WFhZg5c6Zfc4xEGAtrvIGidp1Oh6eeeorZ0YzneSiVyh9kRt/pdKKoqCgkmaakpGDSpEm0CUS8gwNdwUjUtZgrmBhI74KVTMNdS5GOJTV9FjQ2NjL7wdbU1EClUuG11177dmbz/9NB8mjCkanJZAq7EhoYGMDrr7+OBQsWYHBwEC0tLfj0009RU1PDlMQpB0VFRejs7MSqVav8DEtUKhV1GSdk3tfXhxMnTtBVxJYtW2CxWPDKK6/IPi/HcSgtLRW9SC0WS1gfzfb2dpx33nlYt26d7GxzYFylUFFREfYhGhjkJnQTc7vdqKioAMdx+Pzzz2nkR6SLPlpLO47jUFBQQLOKvsumUyDsdjvy8/OxYMGCkAY3wqjrQ4cOwWKxoLa2NirvYAJCpqSJK0fEH80UFcdxmDZtWtiUg3CIxg+2r68PXq8XhYWFkmf0/+vJVKFQhP2yiPtSOIu8Dz/8EB9++OF39TZFoz7IqCpxyzp9+jTq6+tRX18fUd/GGnAHjH9uxO4wFPr7+2nUdCj9rdlsxrJly5iIFPhGN3nw4MGIQn+y0jxz5gx4nsfEiROxatUq/P73v2c6dzSWdsSAY3BwkHp8ftsQegcXFhbSeia5XjIzM+n0z7Fjx/xcwb4r8DyPxYsX45JLLkF8fDyGh4dx3333STp2cHAQY2NjSE5Oln29kJ0naVrKJVNyHbM2S4eGhlBZWfn/D5nGx8dHfPINDQ3h3HPP/U4nSJRKJYqLi1FeXk4nO0IFAra3t+PAgQOoqanBAw88gDfeeIMptCzUqKlU8DxPxxnFMDIygpKSkpBkSh5QGRkZIeVcgSDORkRqpFarUVVVhaefflqS0F+IwcHBqHxRu7u7maVZ5OZubW2F0WiMikzVajXKy8upBRxpFpLrhWShNTY2oqWlBT6fD1dddRXuvvtu5nOyoqOjA0qlEocOHUJtbS0sFous4wkZyiXTzs5OpKeno7GxEQaDwS8PTSqi0TWT3YBU/FeTaW9vL1QqVcSOfmdnJ3MRPBDEB7GkpAS5ublITU1FWloa7ZhHCgQUYnBwkLnbWF9fHzRqKhVku5uZmSm6XY1kK0jm5IVkqtFoaA1bGG+RkZGBnp4ePzu4oqIirF27lllQzWq2QrwyWUCigO12u2S5TmJiIo2Gyc7O9ouG8Xg8GBoagsPhiOgdrNVqsWLFCuaHSDSw2WxQq9V48803mY4nDyGz2SzrOLfbje7u7qg8EXp7e5n9YNvb22UpT/6ryRQYf+plZ2eHrWHV19cHdcQjgVh6BRb1A/Pes7Ky8K9//QsHDhyQvQ2JxsmIjJrKHXkj4DgOGRkZSE9PD7m6JH9bKBCTlB/96Ed+XppJSUl+TaBjx46B4zjYbDY/AqioqMCkSZOYxjoBNrMVgqamJlRVVTGdFxj/3EionhBCuRy5XuLj4/2c2h0OB44fPx5RLhcK0T5EogFxcZKbJ0/ivydOnBgxsUIMPM/D4/EwLzpCGa9LRW1tLX70ox9Jfv1/PZlyHAe9Xi9KCgBw6tQp0VWcXq+n2y2iGRW6U5Gi/pdffon6+nqYzWY/8tq1axfVlspFW1ubrC9LCNaRNwJSIjEajSE/t7a2NsydOxfl5eVByZOxsbF0suzrr7/GgQMHqLm3lNpdXV0dlEols3OVw+FgXm2YzeaoctWdTicmTpwIg8EQVi5XU1PDJJcLh2geItEiXJ58Xl4eKioqMHHiRD8Tc4VCgZGREQwPDzN7KkQbYdLa2ori4mKmY8+cOQONRiN5N/BfT6Y8z9PVoxiZkpymZcuWQa/X0y+c3ATEmo4It+UU9Xt6esJGkoRDXV1d2OTSSAg18iYVxMGdmO8GNoGMRiOGhoawdOlSutI8efIkOI5Db28vLrvsMsybNw/vvfee7HO73W7akT927Jjs461Wq58vqhyQmJtwUcBKpRJFRUU0QFIolwO+8cFtaGj41uVy4dDd3c28QosWPM+jqqoK5eXlNFQzKSmJSgiHh4fR29tLTcyF8d9paWn4zW9+w3zesrIyJCQkMKUc1NXVMU+PkagdqbuB/3oyJVHJ2dnZOH36NBWRky+c3ARutxvz5s2jtTvhTbBv3z7s3r1bUjMlEFarlTkPPhozBkDezUWmo0jDIzs7GyqVCosXL8b8+fNp57ypqQmHDh0Cx3EYHBwU/X21tbX48Y9/LPs9EwwMDKCoqIiJTBsaGpgd4IHxVX1FRQUcDkfIiTGFQgGVSkXr3y0tLfj4449hMpmQmZmJiy66CHl5eXj11Ve/lYkkqQg01/4uoNVqUV5ejpKSEj+hv0ajgcfjoZri+vp6NDU1oaamJqJeuKenB/Hx8UzXOcdxmD9/Pp3Vl2vMTUaQ5e6C4uPjUVZWBpfLhQsvvBDp6ekoKioKqyL5ryRTrVaL0tJSlJSUoKioCMnJybjkkktw+eWX+9l7tba2StKMhmqmSEVjYyPzlAVxhSorK5M9bgeEXqEJGx65ublBRtgDAwNwOBwwmUyYPHkyOjs7/Zz8pYL1IiUInJOXg7NnzyImJkayflCYA5SbmwuVSoWrrroKV199tV/9m0yM5ebmwuVy4d///nfQ7/J6vVHJdaJBU1NTVA8RIVJSUvyykdLS0vx6AsJspPr6evh8PsyaNQvPPPOM7HOR0VCDwSB7Bc9xHLKysnD69GmmlAOv1xt2F5STk4OysjIUFBRQLwJS6yZb+4qKCpSUlEQcWviPJtPAmyA9PT2oCeRwOKBWq9HT04MnnnhCcliYECQfiEWiZDKZcPXVV8s+jmBgYAAlJSWyyTQjIwMqlQppaWl46KGHqPWZsOHR1dUlmnmjUCjwzDPPhLUfDAeyVa+srMRXX30l+/j29nbmRlBvb29I/aDRaER5eXmQqF34mdjtdvT29kKpVGLLli0hV0rTpk3DeeedF/LcxIDDYrEwy3VYwZKykJOTg/LyckoWer2e1jNHR0epYfqXX35Jr5NQDU29Xk/DHVlAxPtyyXRkZIR6SrDWTQcHB1FdXY0JEyZQGZqwREGc+zs7O3Hq1CnU1taivr4eXq+XXgsvvPBCxPP8R5BpVlYWKisrUVBQAKPRSJtAZOXh8Xhofaquri6oCbRp0yakpaUxrxJsNhtzV53jOPh8vrBDAeEQyYxh4sSJIQX/5GZQKBTo7+/HmTNnYLFYUFdXJ2m1RlYLJOKW5SHkdDpRXFzMRKb19fWYM2eO7OOIqH1sbAwrV66EQqHwc2onzkadnZ04efIkLBYLGhoa/D6TJUuW4KKLLhLdcnIcJ2r1Rz63wcHB731Gn1j9BaYsEI0zKW9lZGQEjUT39vYiLi4Oo6Oj2LNnj2yhf3d3NxISEqIy12YlQ+KJEOke1el01ItAuCsjumbiRUBKFGazOaLpNcdxWLJkiaT3+b2SaahJILJdc7lc9CY4deoUvQnmzp2LZcuW4emnnxb9vRzHITExkXkqJRrTYeBjHH6rAAAgAElEQVSbGhwLmRIzhoqKCpSWltLanVDwPzIygp6eHnAchy+++AJms5neTM8//zzeeustZju8mJgYGI1GJjK12+3MD6Gampqw4ntS4yW1u0AHLK/Xi+TkZJw9exb79++HyWQSbSgFwmKx4NJLLxX9uc1mQ2ZmJt0BBYLjOHi93qjTceVCq9VibGwMV199NbxeLzIyMpCYmOince7p6UFzczMaGxthMpn8yGLp0qVYsGABU8JCNFt1YPxakytPFB4r9C6OtAMhXgTHjx9HQ0MDdDodCgsLmabmeJ6nu8BQ14IQ3xqZxsbGQq/XIzk5GYmJicjJyUFeXh5SU1ORnp4OjUbjNwnU0dGBgwcPory8HBkZGdiwYUPI32symSJKWTiOQ05ODgwGAxOZms3mqEyHe3t7JXX0Q7n4JCUlQalUYvXq1X5PzkiCf4Lh4WGUl5czXeDC6Be5Uy3AuHwqnLtUOJBOaVVVFWJiYqidYahSjt1uR01NDRW19/X14ZZbbkF2djZeeukl2eduamqiK9pQdbCxsTHqNhaqRidlgiwaCDXOgfVMsjJta2uj48cmk0nSrixaX1Syuvy+fWztdjuqq6uh1+tpfDPZgZBQvdraWjQ2NoZcbRcVFTFPC5LBgczMzIgPa1lkqlAokJaWRidbjEYjdTfSarW0+xsfHw+Px4POzk7Ex8fDZrPhueeeC2nv5fF4cPnll4ues7Ozk86Ji5mZEKsuo9HIpMFraGiIyi+S4zi/VUpaWlqQ32mgi4/dbsepU6fQ0dGB6667Dr/+9a+ZnetZpVnEBYn1Im9oaMC8efMkvTawdpeamgqFQoFbbrlFkp43EC0tLcyR116vF6Ojo6isrMShQ4dCvqa9vV204UFkZaxyHQLhZxLKuCSwnmk2m7Fq1SoYDAY89dRTss9HfFFZyzrREGJnZyf0en3EFV5+fr6foz+RMLpcLrjdbrz88ss4evSo7PcdztM4Eoh0MCoyPe+885CWlkb/MBKa1t/fD5fLBYVCQet9REJCappke3HTTTchLy8vJJEC46vC5cuXh32TJEBOjEw5jqOjjCxg9YucMGECysvLkZmZiczMTOzcuTPIxaezsxMmk4kW90Ntaa+55hpmJyOr1crcFec4TpK3gRhMJpPfVl1YuyPlCqE+kzQSyGpi+vTpcDgc2LNnj+xzR+uLSuq9YmQa+IAUgjRTpMh1ImlWhZ+JFOOSlpYWZnPtuLg42tmWc50TcBzHbGknXOF1dXWhpKREclmrvr4et99+OxobGyNutUOBLPLkTnARkGshUrpCWDJduHAhCgsL6cXidruhUqkwPDwMq9UKq9WKpKQkWK1WPP/88yF/R2NjI6ZMmRL2jQLjo2dixeBI22ibzSYpwiQcxPwilUqlnyt5oFh5ZGQEAwMDUKlUeO+995gE3NE4GTU1NYVNCgiHzs5OJCYmyv7chFpEr9eLxx57DFqt1i95kjxcw0nTMjIymD0TiC9qpFweMURKOuV5XpQ4yCrr5MmTdPUaqcYbKNczm82Sa7xCmEymkCkLQoSLYxkbG0N+fj4zmcp58JKyFpHp6XQ6PPLII1CpVLTG63A4JJW1NBoNHA4H84PfZrMhKyuLiUytVivOPffciK8LS6Y+n4+OyH388cewWq1B22AybigGKeN7LpcL5eXlomQa6Ut0uVwYGBiIikztdjtKS0tx9dVXIzc3N2Rxv7u7Gw0NDbS4L9Sl7tu3D8ePH2fSqvb09DCPR0YjzfJ4PHA4HEhLSwvZpU1KSvKTpgX6EwwMDMDr9aK3txcffvghampqZJVJ6uvrcf755zO9d+AbX9RAc20piJSrTrZ2gSCfyejoKEpKSjBp0iRcf/31QTVesZSDaNHa2koduwCEtC8cGxujQxiBcSxr1qxhNnrp7OxEWlpaUNNQaE4drqzV1dWFzs5OvPbaa0wpB1IiTEgtm+ykyb9xcXHQ6/VoaGiQ/XdL7eiHJdPt27dj/fr18Hq9og2KSJk+Usb3+vv7UVBQIKrzlLK1sVqtKCoqilj31Ol09IsPRRBTp06Fw+HA119/TYv7Up5m0Qj/SQ2OBeQzZZVmkRLJkiVL6IpGKE0j+kxSuwusZz700ENwOp1MK50zZ87g+uuvZzLvBb7RB7OQqcViwcUXXyz6c7VajbS0NNx8881+aZzkMyE6W5fLhddffz1Ix0t+x+rVq7Fr1y7Z7y8c+vv7sX79evT391P7woaGBhw8eDBiHEtbWxvzAyw9PR2Dg4O49dZbkZKSQrXNgWUtMV+CWbNmobS0lGnIg+M4KBQKGI1GqNVqZGZm+pElIVC3200TFnieh8ViAc/zOP/88zFhwgTJ2WFC2Gw2ZGRkRLxOIzagwtWOgMhO9sA30iExMu3q6gp7DrPZHHFrw/M8/VCdTifS09P9XHxCidqFxX2NRoObb745bPpgOER6IIRDNFt14JuaciQyFTOp9nq9uPDCC9HT0wObzeYnTYtEciSHiwXEzby4uJhJ/B7pugmH2tpaKJVKKrERjh8TzWp/fz/y8vJgs9lw8uRJmM1m2jG+4oorEBMTg8rKSlFvBLfbjbKyMknNCzlwuVwwm81MUp/6+vqwMkBS4y0tLfWr8ZLPZHR0lDaDyWciNQaG53nJDctQx5L38fTTT8PhcFDSrK2txf79+6n+NxSsViuTrjk1NRU5OTkYHh7GqlWr8Lvf/U70tRHJNFLXVIpRcF9fX9iaZ1tbW9jCdrjcoAkTJtC6jE6nw+rVq6HRaKBQKOByudDf3w+bzYbTp09Tz8hQX3xMTExUc/LR2OlFO0XV29uLwsJCfPTRR1Cr1X5NIFLjDTSpJtI0tVqNadOm4cyZM0x+lU1NTczyKGBcIlVeXs5EplINstVqNcrKymjDIyMjA0lJSfD5fLjrrruCjLvNZnPEBxPHcZg0aVLEDvXIyAgqKyu/VTIljS8WkKZhfHw8iouLI9Z429rasH//flgsFnR0dODyyy+H2+3G22+/Lfvc0USYkGA+hUKBRx99VPbnKUWJkJmZiYKCAuTl5WH69OmIj4/H2NgYOjo64HQ6I1pdRiRTs9kcceUZaYtrs9nC/iF1dXVYuHCh6M/JanLFihUAELIJNDQ0BJ/Ph7a2Nvztb3/zmxCRgmjn5EmaIQvIhZGVlSU5d0qr1dKZ4cTERFRVVWHv3r0hkydJcT+UomLixImYO3duVDdnNJZ2DodDlpu5EIEG2YEND1L3Fn4mDoeD5mhdfvnlOHbsGP7617/KPjfP81iwYEFEDaLwQfdtQc6QSaiRbK/Xi507dzLVeHmeZ/KiUCgU0Gq18Hg8TEmnpG/S0tKCCRMmyCbTrq4upKSkUEs9sos1Go2YMGEC8vPzMTIygqamJrS2tuKLL76A0+lESkoKfvSjH0lqckYkU1LwDpcmSTJ9wtU8i4qKRM9BjI51Oh2KiopEHWsKCwvhcDhCNoF0Oh22bt2K0dFR2URKMDAwgNLSUiYyjdZFyeVyobKyMohMk5KS/Gq8QgE3Ke67XC7Exsbi5ZdfRk1NjayaFBGgszbvurq6Qo44SkV7ezvKy8tlHUMaHiUlJVCpVHjqqadCpnGeOHEibBrnzJkzmR2/SFnJbDaH3cZHsxoTQ6ghk8zMTFRUVPiVtQLr3l1dXThy5Ahmz56NAwcO4H/+539kn5vn+YgLn8zMzKCmWFZWFlW+GAwG2WRqt9uRnJyM9vZ25OXlSap9EqUK0cM7nU489thj0Gg0tKbK8zw+/fRTNDc3iz5E3nrrLfz0pz8Ny2GARNE+WXmKpUlGkpkETl6E6hJ7PB489dRTfs5GxLFGyoSH0+mEx+OJasQvGiejaF2UnE4nZsyY4TciJyzukxrvF198QXN4SHG/sLAQ999/P9OMPFFChOrSSgXJ2WEh07q6OtExQ6PR6OfZECqN0+fzoa6uDgcPHpSdxhmN2QoxPY5kwNHc3Pyt2ubl5+ejuLgYSqUSmzZtQnJyMmJjY2lZi4xkf/3117QJFFjWKikpYS5JEYmRVqv1W92Rf/V6Pbq7uylRmUwmfPzxx7DZbBgeHsa1117LFGHi9Xpht9vhdDqDHr6kcUreR3Z2NoxGY1Aoo8PhwNGjR/HZZ5/JOvfw8DD+/Oc/RzRyl0SmpGsqRqZi2w6hgYlSqcTOnTuh1WqDmkCHDx+mBMESwUFgtVqRn5/PPJXS3t7O3AiSangcaFySmppKbwYiUSKidovFIqm439zcDIVCwTzZQjqlmZmZsFqtso/v7e1l3qqbTCZoNBosXbqU1ngDjUuEovaamhq0trbSz+TJJ5+Ew+FATU2N7HOzmq0QEAOOcKt6s9kcdsIvFNRqNUpLS/1E7YF1b1LXPHjwIGpqamQpOaxWq+SmYUJCAiUqQlYulwtPPfWU3+ru6NGj4DgOnZ2dYR9orFNUSqUSfX19MBqNKCgowA033EDf0+joKCVMq9VK43IC74WEhATodDrZ5yaIpFiRRKaRVp69vb1ISEjA7bffHnQzEMeaI0eOoLOzU3KXmAUcxyE9PZ3JRBYYv7nCaQ8jYXBwEFVVVThx4gSKiopEXcnJhIfQlXzq1Km44IILRD0KwoFMcLFOtpBOqcFgYCJTKTdIYBNImMY5NjaGBQsW0IbHZ599JlnUHs1uwmw2R5V0SsZxI61MxXwApNR4hXVvk8lEa3fbtm1Da2srPvjgA9nvO1TTMHB1R/63Wq32W92ZTCZccskleOutt5geYBzHhd0NhLpOkpKSqLdHamoqXC4Xurq68Pnnn0eUgsk5d7SQRKatra2YO3cuKisrRZ+WRI5EusTC2ILvCxzH0SECFjIlqyTJmS+CuN68vDyo1WpUVFTgueee83PxITXecK7k8fHxUZmtiE1wSQHHcSgtLWWu7bW0tKCsrAzANwRB0lsD0zgJQZjNZtTX11PjElZ0dHRg0qRJTMeSoYOioiImoxee5+nDMlyg4+joKC6//HJq1Ujq3j6fDz6fT3KNVwgWxy6iuvH5fIiNjcUvfvELqs8cHR2l6bFWqxXHjx8Hx3Ehv5vJkyfDYDAwkSmpIQsbqBMmTPB7kAi9ik0mE71OysvLUVVVhdjYWFitVtkCfI7jsHjxYtnvWSrCkum9996LjIwMujS+4447/J6WDQ0NMJlMonP33zfIdpWVFMjNVVxc7FfTiY+P93OvD0UQDocDQ0NDUKvVePDBB9HT0yPr3NGarURjhye04pMKoZlLQUEB4uLi8Nxzz9EmEDFiZk3jlIqGhgZmRyBgXJpVVlbGRKYcx6G6uhpDQ0O0RFNRUeFn5hIXFwefz4fq6mpazyReDbfffjv+/Oc/i/oDhEN7e7uoJI2I2kncNlltZmZmor+/n3rwdnV1Yf/+/eB5XladP5L2XIjMzExq5iJsjD399NOymoXkvIsXL8bZs2eRk5Mju1FMrBXDPfiiQcSVqZyn5Q8NjuNojYcFKSkpcLlcuPLKK+H1eoPG4khHVIwgpk2bhhtuuEE2kQLsZisE4W6uSOA4TtRSjjgbFRYW+hFE4NSL0WjE73//e5w4ceJ7zXWvqamBRqNhnqLq7u6WNX0mNC4pKirCxIkT4fP58Oijj/oZMXMchyNHjoT1aujv70dRURETmRLHLlJ7F27PU1NTqaid4zicOnUK7777Lmw2G+1JPP300xgeHmbyNuV53u9aU6vVKCkpQUlJCdXxJicn+5X6hKY/U6dOxSuvvIL6+npZ5yVk+P7774f1+xADaeTq9fqIuVUsCEumO3bs+NZP+F2CxFFEemrm5eVRm69QSaVZWVl0a1FbW4u6ujpJBEHKBKw3djRbdTl2eIEg3qLZ2dn41a9+5RdECHzTBCKNBmJOLfwbd+/ejZiYmO+VSIFxQvJ6vSgoKGCauyZjyIHQarUoKyvz24YGitq7u7uhUCjQ0tKChoYG2UMPXV1dknYTQomPkDgVCgWuu+46WtP88ssvaRMo0vUn1YNXCGJwc84556CgoACPPfYYdDodrfES/4rm5mY0NzeL1r3T0tKQnp4um0zJw3toaIhZtWO1WpGTk/P9k+l/IziOw4QJExATE0PH4oQ1XmETiBAESSptbW3F9ddfj+LiYuzevVv2uYVlAtbxSFbdI5lsCUfkwhqvMAtHo9HA7XZT93apQYRCOJ1OFBYW4vPPP2d6/9GAuG6xmlicf/75uO6668KaU585c4aK2oVlmLVr16KpqQmJiYmyz93a2upXokhNTQ3ZBCISH7LSPHv2LHiex5YtW/DGG2/IlhkB401lsXIYEfoXFxcHfSZka65QKHD27FmYzWbZ2mZiSs4CnuehVquRnp7OtGixWCyYPn06k5Y8Ev5PkmlaWhp2797t1xElNl8mkynsU+nbGI8sKytjHo+cNm0a83kJkVutVlrcJzeDMKGUfCYmk4kSxKWXXori4mK8/vrrTAbb0YzTRouenp6ITkhEphcq6sLn82HSpElUpldXVxfSuCQUSGlJqjRMqVQiPT0dRqMROp0O8fHxePDBB2EwGDAyMkIJs729HUePHgXP86Jyt6GhIZSWljKRaWtrKwoLCzFv3jzk5uYiPz8/on+FMGzvgQcewKFDh5jLBKx1bhIj0tPTg4yMDMkPe4L9+/dj5syZWLZsGd58881vtXb6f45MeZ5HaWkp/vCHPzBtl6Mdj4zGTq+urg4XXnih5NcHmrn4fD7cc889UCgUflk4x44di9gE4nmelj1YyFTqnPx3AbIbUSqV1MwllHGJMIXyxIkTsFgsaGxsxLPPPovnn39e1Hw8HHiex5QpU4Kc3MnIYuAqMyMjA319fXQ7rlar8eabb6KlpQXDw8Oyzi213ivmXu/1enHllVdibGwMvb29VJImRbpIuvJyyFSj0SArKwvp6elRNUsLCgro6lYumbpcLuzYsQO33norVq9ejZdeeknUHEUu/s+RKelUpqWlMR1PxiPDxaREOj+rX6TFYoFKpUJMTIzf8EJeXh4V+pMaL0koFRb3yZZ0+/btsrc/HMdBrVYzKyFqa2v95uS/T9TX12Pq1Kl47rnn/MxcpBqXuFwulJWVMZPpkiVL4PP5sHz5cqSlpdGVr91up9vzkydP4p133oHNZsPY2Bg9fv78+YiNjZVNpMB4/a+wsBCANKF/b28vrFYrDh06BI/Hg8rKSuzduxdLlixBbGws/v3vf0s+d7itOklvCKzxJicno6urCzabDcnJyUz6XrKqra+vh9FoxMmTJ0VfS3YBQn/T9PR0xMXFwel0IiEhARs3bsTevXuZpJSB+D9HpjzPIzY2Niqj6EgxKeHQ1NTEJAxWKpW0M3zvvfciPj4+ZI03VEIpwY033oj8/Hym5hfP80hMTIyKTKNx3YoG5NwPPfQQk0yPpRlD0N/fD5VKhSNHjsDpdKK2thZWqxVdXV2SvoeBgQGUlJRIruEJhf6FhYVIT08Pa3AjFPoLYTQaMX/+fABscSQ8z2P+/PkoLy8PIs3Y2FharuA4DgcOHADHcbDb7fQz2bRpEzIyMmQblhDHrAMHDlA3u9jYWL/zk/9LT0+nfRGbzYbm5mYcPXoUw8PDSE5ORm5uLubPn49f/vKXePHFF5mCAoX4jyTT888/H3Pnzg0Z77x06VJ6kYSC3W5HXFxcVGQazXhkpGQBYZc4Ly/Pz8zF6/VSVx2TyRRR6B+IxsZGSfEKodDd3S1baypEtK5b0YDckKzlmWjMSNrb26HRaPDGG28wSQcdDkfICa5IoYxOpxN9fX1QKpV46aWXZEsXha754ZIsSDRM4EhpdnY2RkdHsXTpUr/VN8/zkqSBZGpODpnm5OSgoqICMTExmDZtGgwGAx577DEkJCT4jbYeOXIEPM9HHG1NS0vD2NgY3n77bfz617/Gnj17mE2SgP9QMnW73aLZQNXV1cjOzhYlU6/Xi66uLiodYSkwR+MXSS6O4uJipKWl+Qn9AyM/hGYuNTU1GBgYwG9+8xuMjY3hj3/8o+xz19TU4JprrmF63yQXnUyisGTlyF1lfZsguwkW39DW1lZmMxKpngxi6OnpQUVFBW655RZRHa/NZhOV6e3bt0+26B74JrKGNHFSU1OpBEy40szKyoLT6aQrTeLo39nZiW3btmH37t1+ZQupEHuAKZVKFBYW0rq3MICQ6HhdLhfGxsYwOjqKvXv3oru7W/Z9Pn/+fFx88cXYuXMnHA4HBgcHcccdd+CZZ55hntz8Qcl05cqV4Hke7733nt9/J7XDUDUVKbIKjuOQnJyMlJQUJgG9HKefUI7+Xq8X9913X5D1GemIhtsGRzMeGW29l+d5aLVaGAwG2RpAQHyV9X2A2EB+8sknso81m8249NJLmc89MDCAoqIiUTIlBEGaQIEJpR6PBzk5OX46XqlbTqkpCwTCLfHY2BiysrLAcRxaWlpw2223oa2tDTzP48yZM/jwww/B87yoaVBXVxeysrLQ3t4u6dxCdHZ2Ytq0adBqtX6G3VJCGa+77jqq4GAJU7zgggv8iBQATp06BbVajTvvvBO7du0Cz/Oyf+8PSqZ6vR6ZmZlBZDoyMgKPx4Py8nKcOXPG72dNTU0R86DIzLTRaGQi01BOPyTWWTgqGNgEstlsOHPmDGbOnIn6+nq89NJLss9dX18fVVc8mnoveVAZjcaIZEoMKYRTL2lpaUwZWN8GyBQWC8KZkUhBV1cX1TaXl5ejuLhYMkEMDQ3hqaeewubNm5lq3WL13oSEhKBxUqPRiMTERLodJuL3kydPwul04tNPP5Vl40i26uHINDExMUizSmR6Y2NjyM7Oht1uR01NjeQAQp7n/ZIB5KyMA1ekQhw7dgxqtRp33303duzYIfta/kHJtL29XTTca2hoCCUlJUFkWlNTg2XLloX9vTzPw+v1wmg0yjJjIKOC5eXlUCgU2Lp1K3Q6Xcgm0OHDh2E2m0N2ASdMmMBcJoh2PLKnp4e5mRLKBUl4MxDvWaFmlcT11tXVQaFQoLq6munc0aKlpYV2tuXC6/VidHQUlZWVkkY7AwkiNzcXGo0Gu3fv9vNqkEoQxGyFJeq7v78f+fn5WLBggV9NU6lU0q05z/Ooqamhnp5kSzxz5ky6MGER0guPiZS5RmR6X331Ferq6tDc3IzNmzdj7dq1srfoHMfhnHPOQXd3N9LT0yWXdsIRKcHhw4eh0Whwzz33YMeOHbJWvj8omdbV1YmOQIptGTs6Oqj3ZrhoaI1GI0poUkYFPR4P+vv78cEHH8BkMomeKxSiubGdTmdUU1SszZS0tDQYDAbo9XrMmDED06dPpw2PwHJFfX09LBZLyGjomTNnMj8IooHFYpEUxysGMsorJNOMjIwg9/pAUbvdbkdtbS0qKytx9913MykZhoeHUVpaKkqmZPZdGHJHZE/AuLQrMzMTHR0d+Oqrr0J6eYYCz/NU18xxnKTmZWpqKl3lEpObSy65JOQOzWKxoK6uTvRaIAYxcrfqhMTb2tokKwKkECkByUZbs2YNduzYQRUi06dPD+vw/4OSKRmBDFUbtVqtonVLknYqRnA2mw2JiYnIzc3FzJkzaZ53qNx3MUf/rVu3guM42a7cQPQ3NhmPZCHTSGUQYlwi5l6vVCqhUCjw0UcfhYzrDYdo5+SjAXHdYjHIzsvLg8fjQVVVFQoLC0PqeMMRRHx8PHbu3MnsS0Dqf0T2VFRUFGRLJyZ7SklJwX333Ye//OUvss9LolfIuCqxgFQqlcjIyKBlAmEzyuVy0dVua2srjEYjdu7cydQFJyoCuWTa09MDrVZLp6AiQQ6REnz66adQKpVYs2YNtm/fjtLSUlx55ZX/uWRKaqNlZWVBUzeNjY2iW8be3l4UFxfjs88+g1KpREFBAcrKyjBhwgRkZWUhOTkZwLir/bXXXhs2910MUk0oQiFaO73u7m5m4b/ZbMayZctoQqlwEijQuMRmswU1PDZt2gS9Xo933nmHKfUgmjn5aBDJIFupVAZ9JkIdr9vthkKhQG1tLb788kuYTCbJBEFGeUtKSkRVJkJotVq/LXl8fDyys7MpIcuxpevp6YFCoUBycrJsX9ixsTGMjY1h/vz5SE1NRUpKCtatW4fMzExazuJ5HmazGZ9++il4nvcbLtBoNFiwYAFTAwr4pubKMnHHcRxGR0eDJs8CwUKkBB9//DGUSiXWrl0LlUqFXbt2hX39Dy6NIvPFgR+oyWSi2xgCEvkRFxeHqqoqPPPMM/RmGBoaogLdr776CpMnT0Zubi4efPBBpnGx1tZW2UJmAnJjl5eX4+jRo7KPt1qtkuqepOERGNcLjHvREnPqUB1RMfA8T8f+WJpYUubkvys4nU6UlJRgZGREtIRDnI0CQxmnTJmCW2+9FS+88ALTuQcHB1FWVuZHpsTWMFCjqdVqg+qZ06dPx5o1a2SvboUPkS+//DLkawJF7eTftLQ0DA4OYsmSJdBqtXC5XPjXv/6FmpoaSU2dsbEx9PX1IT09XVYZjCCaaUFh1I4YLrroIixYsICJSAk+/PBDxMXFobq6OiKP/OBkGjhfLFxB+Hw+7NixA2q1Oijyg2QBnT59OqSoPSEhgUYxsMh8amtrw6YwRsLAwACKi4uZyDRQfB8Y1xvYBAqM673mmmvwxhtviKbFhgPHcVRryKoI+D7kUcJQRmGXeM6cOZg5cyYGBgao25OUUEaz2RzVBFd3dzfOPfdc6HQ6Slg+n88v8uPrr78Gx3Ho7e31a7oYjUbMmTOHuUxAfFFPnz4dRNyBHXzSPCXeAFdffTWKiorQ2dlJdy5yuuOkfslKppFC6sRgtVqRnZ0tSqY/+clPMG3aNGzfvp1J0UOQlpaGiy++GAMDA7jnnnuwadMm0df+YGRKVlUajQZFRUXYtm1b0ArCbrcjIyMD//znP3H06FFZHoQ8z8PtdjOTKdG6st5cLGUCEtdbWVmJ2NhY7NixI2Rc79GjR1FXVxeyCQQAS5YsCdbZQD8AACAASURBVBu9HQ7EuINVZtTU1MQcShgKwlBGo9EYMsKYlHAyMzNRUFCAtWvXyj4PmeAqLS3F119/Lfv45uZmVFdXo7m5mfqKSh18IA2UcE1VIQLzmmJiYjBjxgxUV1f7jXGG6uCHOndhYSHcbjdUKhUMBoOsoQvS8GQZ1IjGis9qtWLSpElBM/4KhQJXXXUVZs+ejZ07d0ZFpCkpKdiwYQM6OzuxdevWiFrk75xMExMTaUCWMPJDuKpqaGhAV1dXSL/IZ555BiMjI7LNXDmOg0qlYv6y3G431bqGM1MQQzjn+3AJpSSuFxjXvR09elR2AGGkAMRw4DgOsbGxyMrKYjreZDLh6quvln0ccTaaMGECcnNzaY2XfCbE7enUqVMwm81obGwM+kyqqqqiIvLBwUEUFxczkWlbWxtmzpwpmuAbCS6XC+Xl5ZRMhSYdQuIkeU3CNM7ExESUlJTg/vvvl31eUtZRq9WUTOWA5IexgDxs5PQWSPDjxIkTYTAYqDyK53koFApcf/31MBgMsNvtuPfee7Fp0yamLX5SUhI9duvWrQAQ0QjmWyNTvV7vpzPT6/VURuL1etHb2wu73Y6vvvqKxjpLWfH19fWhoKBA9mRLtMYdwPiXXVpaykSmjY2NmDdvHi677DIqZ0lOTqYuPsKE0kOHDgXF9e7atQt2u51JeygWvS0FPM8jOTmZ+SFEVllZWVlB9VmhxIc4Gwk/k+HhYToC/NZbb8kOZRRz3ZIKh8PBbJ9YU1ODmJgY2bIwYtU3MjKCefPmoaysjFr1kbwmjuNQV1cnmtfU3d3NnLrJ8zx0Oh0UCgWTNwPP88zXGjneYDD4kalKpfIbayVWhllZWTT4j+d5xMfHw2q1IisrC52dnVi1ahUSExPx9NNPY3R0FA899BA2bNggm1ATExOxefNm9PT0UCKVAtlkGikTiISG1dTUUGnN3r17sWfPHqa5adbJloGBAXg8HuYVGjBumhLJ+Z5EOQSmLJJo2nnz5vmZU9fU1Ej6YqMxW7FYLMxJpy6XC06nExkZGcx6UZfLhYsvvhijo6OYMGECNXMJlPjU1dXRz4Ro+ZYuXYoFCxbgww8/lH1eog4pLS0NGvaQgo6OjojTdWIg8+F5eXkhR0EDO/jk35SUFNjtdvh8PiQmJuL999/Hu+++C57nJdcuiWuW1IcIKROQ9+FyuZCWlgaFQoG4uDhZf3c4k5RIiI2NRX9/P2bPnk0TT4nWubu7m5JmbW1tyAdJXl4e4uLikJmZiVtvvRUKhQJ79+6lW/5t27YxEep1112H/v5+2VNpYcl0yZIldCwzISEBCQkJAPwzgSKFhpHXV1RUMJFpS0sLtQqTC6vVivz8fMTGxorOF4dDR0cH3TYKGx6kCRSoWbXb7Th9+jQ1Yn7yySepo49cRHOR1tfXRyXN4nmerg7Cdf9TUlIwadIkFBUV+e1GVCoVZs2ahf7+ftjtdpw6dYqauUQy5LBYLFi6dKns90wwODjITKaNjY2YPn0687mHh4dRVVVFV3hCwtJqtbDZbHR7TjLfiVXfZZddhnnz5oXVMYpBOH5NShRCR/9Ae7qxsTG/GJTi4mKoVCqMjo4iPj5e1ljt8PAwRkZGkJqaKlqfJCGXoRpjTqcTw8PDNOVAitsTAJrXptfrsWDBArS2tmLfvn1B5Ldt2zY8/PDD2LBhAzZu3CjJovHFF18EANkLibBketFFF6Gnp4c2JTZs2CDb2RoYX2UVFhbi448/ln1sNKssnueh1+thMBgkm7+SJlBhYSGKi4uRnJxMI4wDGx6RNKtkJJaFTJubm5lXSUK5DMvNyfM8rU3ZbLaIQv/+/n50dXXh0KFDqK2txfz585GSkoJHH31U9rkbGxuZxffA+AqRVU0gdauuUCjoxJiQHNRqNRYuXIiSkhJKVKdPnwbHcejp6Qk7NmmxWPDjH/+Y6X0D46S2cOFCzJgxAwaDwa9MwPM86urqqK9o4ANt4sSJyMvLw8jICNxuNwwGgyyPAp7nadJDYLKA0WiESqXyUzXU1NSA4zh0d3ejsrISixYtwv/+7/9KPh8JEtTpdPB4PFAoFHjxxRdFv7NHH30UjzzyCDZu3Ij169dH/NtYp/fCkum9995L//e+ffugVrOVWG02G3MNLppVFsdxKCkpgdFoDCJT0gQiK+/AqRdSrtDr9di1a1fYsTgxRCu+v+KKK5iOBcY1l8XFxZLJVDj8UFJSgrS0NNx8883QaDQA/IX+x44do0L/UJ9JQUEBsz+AMPJaTDcZDh0dHSgvL2c6N5Eska26SqVCZmZm0OouKysLQ0NDlBza2tpw5MgRLFiwAAaDAdu3b5d97rq6urDXudC9Pj09nfqMGgwGmgWflpaGAwcO0O2x1DIBx3HIzs7G2NgYbUKJ5UqR8wpNVNLT03HbbbdhZGSEkqbVasXx48fBcVzYYQKr1SprB6ZQKPDzn/8cWVlZ6OjowIQJE6DT6SLem1u3bsW6deuwadMmbNiwgcnQZvbs2WEDIyWzI9mqs3j9tbS0iPqTRkI0q6zOzk7ExMRgzpw5qK6uDpp6IU0gjuNw6NAhmM3mIG0licJgeVp1dHSguLhY9nHA+NCAQqFARkYGkxOT3W4PKc0Kl1BKhh/IRA/HcXj55Zdll2e+rTl5FjJtaGiQHUpIhhSMRiNGR0excuVKKJVKWrsjpHn27Fl89NFH4Hk+ZPM0NzeXmcjJdV5dXU0lQ2Lu9cRq8cyZM/T9XHXVVcxDIqSso1QqqdGNWq2mDxJhiSArKwv9/f2UsBsaGjA4OIjExEQmD14yGipFgqhQKHDDDTdAr9fDarUiLy8POp0OPT091EowHLZs2UIJdf369bImxmbPno2f//zn3w6ZRhPtYLFYovKLjLTKIkL/kpISapGXnJwMjUYDj8eDuLg4dHZ20qkXOe710aSNRpt06nK5UFFRwUSmPM+juroa11xzDa3x6nS6oIRSEqBWU1NDn9Y6nQ5btmyhM9tyEe04bTSjvOG26sImkJCsSDYRIcmxsTH84Q9/QFdXlywhvVRZmEKhCFnPBIArrrgCLS0tst3rWR4iwHgTSKVSITU1FYmJiVAqlTj33HMxe/ZsOBwOv3LFe++9B5vNFlTWKisri+r+JjvXpqYm0dcoFAqsXLkSqampaG9vR3FxMXbt2oW1a9eit7cXOTk5kq7VLVu2YP369di8eTPWrVsnqZREiPRbk0ZF4z7f1NQUlV8kWWWFmnqJj4+nXWLiF0kcyc+ePYtt27ahp6cH27ZtY3rv0YxHRpt02tfXh6KiorDie2J9VlBQQOMthJK0KVOmoKurC8ePH4+YUEpAnKtYv2/hVp0lITaayGuyVZ8zZw4UCkXYMc6DBw+C53m/vKabbroJeXl5TA+RQPF9qIRSsi0PXN0dPHgQP/3pT6FSqbBjxw7Z545U701MTAypJiCRHwDoMMTw8DDuvvtueDweyX+3VF1yfHy8X/SJwWBAUlIS9Hq9KJkqlUr84he/gE6nQ0tLCyorK7Fz504MDw+jqakJcXFxKCgokOzFSrb8mzdvxvr168MSqpBII9V1JZNptFt1OX6RgVMvBoMBKpUKTz75pF8T6PDhw2hoaEBtba1ol9hmsyErK4tZ5iN1Tj4UyHYsJyeHqTwiFN8Tc2qSUCo0pxZK0s6cOYPa2lq0t7dj+/btWLduHdOYItlqsj4AyVadhUylRF6TGmFgw4N0qxctWgSTyRR2jDMUGhsboxL+j4yM4NZbb0VMTAyVPRHSPHXqFN59992Qqztg/B5jVROQv23y5Ml08k/42SgUiiA/ANIE8vl8WL9+PZKTkzE6OoqEhAS6q5OC/v5+aDQaJCQk0Pl1olUOJO+YmBi/92GxWKjuOBQZKpVK3HjjjUhISEBzczOqqqqwc+dOer9bLBbMmDFD1uCA1+sNWqGG2kERIn3rrbckNcgkk2m00Q6h/CJJxrkwzzsw45wEZU2dOhW/+tWvZBOi1WpFcnIysxlDNCF1wDeTLVLINNDZKD8/H/Hx8di3b58sc2oCsbQCKSBDD0ajkdl9PpJGVwxC8b3H40FmZmYQYWZlZWFwcJDemMIxznvuuQddXV149dVXZZ/bbDZj+fLlTO8bGL/OBwcH8cILL0hOKCWQ8hABvrHIC1QTuN1u3HjjjWhtbQXHcWhvb6fhclLc65VKpV9HP1J0irAJNjAwgJUrV1JvArfb7TfaevLkSfpAC4RKpQppKqRUKnHTTTdBq9XCbrfjnHPOwa5du/zGdC0WC372s59BrVYjPj5echaW1+vF5s2bsWHDBrpCFRLqrFmzKJG+/fbbkn6nZDJljXYgUy8+nw/nnXceysrKgvK8e3p60NHRIZpxrtVqMW3aNKbVJcdxdIXLQqbRbtVD1ZrF3J6EvgQ9PT1obW1FRUUF1q1bx1Q3jUZzyXEcfcixSLvkbtVjYmLolpgQw8aNG5GUlCSrCQSMEwNrzZVs1eUmZxLYbDYkJSUxSQgDJ7iEjTEhcWZkZKCvr4+SFRG1X3/99bDZbNi3b5/sc3Mch/T0dLhcLjqGTciUqBrEHmgcx1G96fvvvw+O42Q5tYXSVCuVStx8882IjY3FyMgIjEYjtm/fHvSd9/T0YHBwEE6nE2VlZThx4oTk83q9XmzatAkbN26kK9SBgQHMmjUL119/Pd5++23JRArIINNIW3WtVouKigpKEIFTL263G0qlEidPngyaeomEcJlQkcBxHHw+H7MZQ2dnJ/NWPTExkWYy/eY3vxF1ezpz5kxIXwKlUonnnnuOOYc+Gs0l6fCy1k3FVlnCmpnw36SkJHR2dlKC6OjowJEjR/DZZ5/JLlM0NTUxhxIC0Q2ZtLa2iqZHiEHYGPN6vVizZg0SExORnJwMu91OV3cnTpwAx3Gw2WwhZU/ESYkFPM+jqqoKCoUCwPgWlxje6PV6qnrhOA5nz54NCtubP38+cnJymEyFhLHTxHDllltugUajgUqlgkqlwjPPPCN6HZjNZqSlpckmU2Cc1zZu3IhNmzZhy5Yt+Mc//oEVK1bg7bffxltvvSXrd8kSjjqdTlRUVMDn89H8G5LnrVKpqLFtqKmXSZMm4Ve/+hVeeeUVWW+QgHWVJUzcZAXpqouRabh4C2I6PDY2hqNHj0pKKCWItpHT0dGBsrIy2ccB4w8hMrnCerxKpcLChQv95qwDa2a1tbXgeR52u91v1xETE4PY2Fimeq/JZMKVV17J9L6Bb/wgWFBbWysqvg/nb0qmo0h5i6gJ5OzEmpubUVlZGfF1Qs0q+Tc3NxdDQ0PQarWIiYmBQqHAJ598Qq36In0PbW1tsoMghdrmsbExrFu3DlqtFnFxcbRma7fbI451ms1mLFy4EOnp6bLOT+D1erFhwwY88cQTWL58Od5//33ZRApEINMLL7wQhYWFtOGRkJAAvV6Pqqoq2gT64osvqHFJuA88Wks71lVWZ2cndTJnBdmq5+Xl+TWBxOItTp8+TX0J8vPzcf/990d06RZDNI0cVrkMMP55kxWTGEjNLJTciLi4V1RU4OzZs2FrZqHAcRzzBJiUnLBwiGbIhMjCpk6dGtQgI/6m5GESqjG2du1axMbGMpUJSMoCQVJSUsjvJvCBtn//fnR1deHhhx/G8PAwNBoN+vv7RaOrQ6G9vR3Z2dmikrTS0tKQZS2ibXa73XC73fD5fOjo6IDP54PP50NBQQFuuOGGsBpWi8WClStXwuv1Mk/OXXzxxbS8MnfuXLz33nuS668EYcn08ssvp02g48ePw2Aw0C2rXJAPq6KiQvZSHGCfbPF4POjq6pJ8cyiVSpSWlvqFl5Ei+9SpU/2aQF988QXMZnPYeAtSa2aJlQCkma2IgdXJCAB8Ph9sNhsyMzORmJgInU4XdFNmZWXB6XTSG7OxsZHKjQYHB/Hkk0/CarUyjRFzHCepGSOGQEs7OWhtbUVRUVHY1wTWEYWfydjYGJYsWYLa2lq0tLTI8jeVa7YSqGoAgAcffBAZGRl+5tSRmkDAeP0xOTkZY2NjfttuKSBTg4sXL4Zerw+ZuUbKWsLUVnJPLFq0CIsXL8ahQ4doGOaePXtQUlKCO++8Ez6fDy+//HLIcw8NDaGzsxMulwtlZWWyBxcWLlyIRYsWweFwYPv27XjooYeowF9IqBUVFWH7B2HJ9O677/b7/6dMmSIazSwFAwMDKCkpYSLTaFZZHMchOTnZr3mm1WqpSUeoGq8w3oKYQaxZs0b2uaXESoRDW1sbc3xy4HhkJJB4C+GsudvtxuOPP+4n4D5z5kxQzSwU7HZ7VDVbEvYmNwoYGJfrsBpkCye4YmJiggiT1BGFjbGamhp8/PHH4HkeGzduRF1dHf72t7/JPreY2YpSqQyaSCLkLVQ1eDwe1NXVYc+ePZLNqQl4ngcwTowJCQmSkz8J2trasHTpUvT19aGrq4v6V0QqayUlJWH+/PkYGhrC6OgoKioqsH37dng8HpjNZuzevRt33nknAIgSqtlsph4Scsj0wgsvxCWXXIKhoSHs2rULQ0NDWL9+PbZs2eJHqBUVFVi1alVYz1hZNdNoox0cDsf3vspKTk6miZv33HMP4uPjqbMRqfE6HA58/fXXNN4i8CIsLCxkMt4liGY8sq6ujtk1Cxg3wCgvL/cjU6GLj5AodDodlaIRaU1eXh7ef/99HDx4UPa5Ozo6mBtBIyMj1I1IaqNSCJvNJqu0Eygm9/l8NP2BfCY8z+Po0aMR64jR7CYaGxsRExODadOm+X1HGRkZfrZ0QvIW3ovnnHMOEhISZBMpML7oSElJob6ychUNVqsVNpsN//znPyUfk5SUhDVr1sButyMrKwuTJ0/G7t27/f4ms9mMPXv2YPXq1fD5fCH7LiaTCeXl5bJ6I/PmzcNPfvITjI6OYseOHbT5S2qomzdvxpYtW/CnP/0J1157bUSVhCwyJdEO0bjPT5kyRfZxwDerrPz8fDQ2Ngb9nLg9ETu41NRUxMfHQ6FQwO12w+v1QqlUUmejSDVeIVhlYQTRjEeSB5icLRdBSkoKhoaGUF1d7bcV1Gg0fi4+ZrMZHMcFxVtMnToVOTk5zK77DQ0NspsSQpD0ShYyFeuqEzeswIeJRqPxqyMC4+mUH330keyVcXt7e0RtclpaGjVTFzZyyWJh9uzZaGhowLFjx2gHX8r339nZGZUsjDSYPR6P7Kat1WqVNXSg0+mwZs0a2pOoq6vDb3/725BKBZPJRAnV7Xbjtdde8/t5fX09NY/W6/URvUtnz56Nyy+/HG63G9u3bw+6r91uN9avX4/HH38cq1atwrPPPhsxcVe2DRQJimMh0/r6esyePVv2cQTDw8OYPn06iouLRZtAJN7ixIkTsFgsaGxshFarxRNPPAGr1Yo333xT9nmJLGzSpElhjQ7EEM14ZCRZmHDOO3ClOTo6Cp/Ph5iYGHAcJ8nFRwiO4xAXF8fcjKmpqYFGo2GePiP6Q7lRwAqFAjabDQkJCVi0aFHQdJSwCXT8+HHwPB90M11wwQXIzMxkKjHU19djzpw5IX82ceJEPPDAA372hTabzc9M/cknn4TZbMa7774r+9wtLS2YO3eu7OOA8c9bq9XC7XZDo9HI/t7lZDoRIu3u7kZxcTEsFguef/75sNfJokWL4PP5MHfuXPh8Pvz5z3+mPxsbG6MDLOXl5WHv0xkzZuCKK66Az+cLm1w6ZcoUeDweDA0N4eabb8YjjzwSdkcum0wdDgdzHezs2bNQq9URV1nhMs7nz59Phf5WqxWff/55xHiLoaEhOJ1OZud64JutOguZSp1sEQORhZFVh7BDS1x8CEHU19fj4MGD1Ldy4cKF+MlPfiI79gUYX+VEE/3S398Pr9eLwsJCJv1hJPF9oLORcPbd6XTC5/NBr9fT2fdQXp5iiLbxJ3adt7W14Yknnghbw+7p6WG+VsNJsyKBRNaQwQG53zuxrFSr1fB4PEhNTfX7bsgsPjCuFunp6UFxcTHq6uoiEukdd9yB0tJSbNu2DXq9HrfffjvGxsbw+uuv09eYTCaUlpairKxM9D6dPn06rrzySigUCjz77LOiqomysjJcc801ePrpp2Gz2bB582Zs3boV9913n+h7lE2m7e3tmDx5stzDAIBauxUXF8NsNkueBCJuT5MnT0ZmZiY2btwo+9xtbW2orKyUNXImRDQhdUQWJnWrTsYFs7Oz6Vz1ggULcP7556Ojo4M2gT744APwPB82qsJisTBrLj0eDxwOB/R6PTQajawIYILh4WGUlZUxkSnHcaiurkZsbGxIoX9aWhqdfec4Lmj2fc+ePaivr2eypYum8Rd4nQvh9XojNgOjmeAi/r8s1/nIyAiGh4eh0+ng8/kkNQCFo61krPTBBx9Eeno6hoeHaTmpubkZhw4doiOvxAmurq4Ozz77bFgivfXWW1FRUYEnn3wSHR0d6OjowO9+9zvcfPPNcLvd+Mc//gFg3EpRp9OJfnbV1dW46qqr4PP58Kc//SlkuRAY98G4+eab8cILL9BFGmlKhYNsMm1oaAg5RxsOiYmJqKysRHFxMbxeL2677TY63SBlEoggJiaGOQmR4zjk5eUhJyeHKaSORZRMILZVJysrQpqEJDIyMqj8iud5tLe3IysrCw8//DDT+47GF5XneTrq2d7eLvt4Oa5bwsx5g8GA3Nxc5Obm4qmnnvKL/CBSo66urrBmHKQkxUKm0Tb+hoaGUFpaKmqyHA7RTHC53W466CHVRUkInueRnp6OsbExJCQkIC0tDQ6Hw0/pIfy/9PR0GmHE8zz6+vrw9ddf4+OPP8bw8LDf787MzMTDDz+MoaEhFBYWor29Hc8991xYIl28eDGqqqqwfft2Px+KY8eOQaVS4cYbb4TH40F3dzfmzZuHmJgYDAwMBDXPzjvvPFx99dUYHh7G/v37RRVF6enpuOOOO/Daa6/58YTb7ca6devCfnayyTRcHUyv12PSpEkh7eCI29PY2BiGhobw97//HWazWZYqIJrJFo7j4Ha7kZuby0SmtbW1uOiii5jOHRMTg+HhYVxwwQUoLi6mhKHX6/3GBU+ePIl33nknaFxw1qxZWLFiBdO5geh9UckEEwuZkocYgUKhoNu/wJUm8U8lK82amhrccccdzHE50ZitRNP4A6JLWYh2gsvpdKK0tJSJTO12OxISEuByueDz+XDrrbdCp9NRqz5Cml999VVIVcOll14KlUoVRKTZ2dm4//774XK5oNPpMDg4iIkTJyInJyesTvuDDz7AmTNnQpbxjhw5ArVajZ/97Gfo6enBrl27sHz5coyNjaGsrIySaVVVFa699lq0trYiOTkZn332Wchz6XQ63HXXXXj77bdDkm0kFy3ZZEq8LpcvX05dhYR2cMJJoDNnzsBisfhFfqxcuZK5gRXNZAvHcYiJiYm6qx5OFhbKq5H4Nfb09NCHypEjR+iFKMXmjJREWBGN5pLjOJxzzjmy62dk++dyuaDX63HjjTfSGu/IyAglTBL5IeZsRITYLGTa3t7ObM4djR8EEF3KQrQTXJ2dnREfIoH1TKG2uKOjgw7ZtLa24p133qFWfZFgtVqDmq2ESMnPExIS8Pjjj+P222/H2rVr8cQTT4gSqtfrDdsPOXToEDo7O3HbbbdBq9WioaEBRqMR5eXl+PTTTzF58mT8/Oc/x5EjR1BUVASO4/Dggw/it7/9rd81FRsbi9WrV+Pw4cOi98mKFSv8ml6BCEumxcXFNCcpKysLycnJNPJj1qxZdFUlxQ6OoKmpKSrhP1llyb3ISHeXlUzdbje9uZqamiR7NXIcR6N8WUEu5IkTJ0oOBhRCruZSCJ7nac0yFCI5G9ntdqhUKlgsFnz66afgeT5o1RIO0TwIGhoaZJuOCBGN69a3kbIQzQTXjBkz/BJKA7+f4eFhusokDzSO45CTk4MVK1ZgaGgISqUSAGRlzlutVr9rRUikzc3NcLvdeOKJJ+DxeLB3717ccccdEQkVGF/xJiQk4C9/+UvQz+rr6/H73/8et912G95++22UlZXBYDBg0qRJWLlyJd58801cccUVeOyxx9Dd3Y05c+bg/vvvx1//+lccPXoUarUat99+O1paWkRn8hcvXhxxKi4sma5Zs4a61zc1NaGxsREmkwm33HILent78eyzz4b95aFAxPes6OvrQ2FhoehSXQwulwsDAwPIycmRNFUj9Gokq8yhoSGsWrUKLpdLslfjt4WRkRGUlpYykSmLkxEBz/NISkpCdnY2CgsLg7bmwsgPMWejffv2oampidnSjvVBYDKZJKlHxBBt0um1117LdCzwzXXOOsE1f/58PPPMM+jr66PXaW1tLT777LOwDzSe56HT6aBUKpnkUSMjI0hMTMSVV14Jg8GA/Px8+Hw+NDc3w+Px4Le//a3fd7F3716sXr0aa9euxeOPPx6UwQYAy5Ytw8UXXwyfzwetVhtyTr+mpgavvvoqrr32Wmi1WgwMDOCmm27C7373O1x33XX405/+RPXKBw8eRHNzM375y1+irKwMcXH/j7s3D3OqPtvH7+yZZJJZM5md2RcGRjYHFQSRxYKUpRVRq6iF2ipLXQCxrVZbFWWTKhTq9rZutUjr9qqviisKiLLDLGG2zJrJMtmXyfr7I/M5JplzTpIzU9vv776uuRgmOcnJyTn3eT7Pcz/3kwKPxzNCu0owffp0zJ49G9u2bWP97Kxketddd9H+vb+/n3M+iERpXKOs0VTVyRCu7OxsKn9IN4GSLEcdDgcVZXZ0dODrr7+m+s5/SCgBpJ86hZ8Eg5ACaATALh+ORjJymUhzDHI8hoaGoFQqsXLlSoo06UZ+MOGHtrQjIFX1qqoqNDY2Jr19X18fZ9ctcp4XFxezRlxMGK16RCwWY9OmTUnP4LJYLNRMKB6Pxxj4kOaH2B+ZTEaZhUgkEpjNZnR3dyMYDI4gUoL33nsPFRUV2LJlksPU2QAAIABJREFUC7Zv3x6ldvjpT3+KefPm4fnnn4fT6WTt0z99+jQUCgVuuOEGyOVyfP3115g1axbOnTs3wn6zp6cHjz/+OG6++WaUlpZiz549tAFWTU0NrrvuOuzatStusMRpdnNHRwcuueQSLpsCAOXxyYVMtVotZs+enfR2YrEYer0e1dXVuPrqq6mcEemWSLbv/IfCbACzAKgaGyGTyaADMAVAH4DXACRC67FymUhzjNjlX6Q5Bhn5ce2110KlUuGFF17gtOwcjaXdaOfJk6U6FzJta2vjLI8Cvj/PkyFTkjbx+XzIysri9L4k31lRUcHJB0On0yE9PR1+vx8KhQKXX3450tLSokjT6/VSaQIykmVgYABWqxVPP/00hoaGMDQ0BIPBALlcju3bt9MSaWVlJe644w785S9/wezZs7F582Y8+eST0Gq1UURKHKxOnDiByy+/HC+//DLtTbytrQ1+vx9tbW2UKf3zzz9P+zk9Hg+ef/55zJo1C/feey9ef/31qKJdYWEhVq9ejWeffTahQIATmTY3N4/KfX40Q+paWlqwcOFCxsflcjmtZ6RCoYDRaASPx4PT6cTFixcpeQ2XJeAPgakArhr+3Ww2IzMzk3osH8DPADzLsn2ks1EgEMBdd90FiUTCOvKDrqe7vr6eKq790JZ2ZJ48V33w4OBglJogGVy4cIGz6xYQjvKYxPdpaWlQq9VRBEWaUwwGA+x2OzXChwuSMRWKlC6S9mGiK/b7/Zg5cyba29spR3+dTsf4XRDt76FDhzBr1iyUl5djaGgIdXV1I6LDmpoarF69Gs899xw0Gg0aGxuxdu1abN68Gd999x0aGhqiiHTRokWYNm0aI5Gq1Wps2LABR48eRWFhIdLT07Ft27a41/eXX36Jjo4O3HHHHaisrMQbb7wBhUKBtWvX4vXXX09Y/cOJTAlLcx0UR3quuYBEWYWFhSN0iaTHOlJeE9t3vm/fPjQ1NcXts/1vQGRDosFgGGFBmAegAkBXhLNR5LGIdDbyer3w+Xx44403ko66+/v7UVlZyXlagVarjZu8ZwKZ0sBVN9nb28tZm5ys61Ys+vv7UVhYiMmTJ0cRJmlrJVIj0k6q0+mo85RMWUhNTeVkWkLn2KVWq1FTU0OZmBP/ikjpotFoRG9vL5RKJaxWKyQSCY4dO4bDhw/HfU+FQoG7774bX3zxBSZOnIjs7GxoNBrk5+dj1apVeP755ykLuwkTJuDWW2/F/v37o67FvXv34tFHH0VDQwPeeuutKE/V8vJyvPrqq7TdTTk5ObjnnnvwzjvvoLm5GY888giGhoYgFCZGcd3d3XjsscewatUqylP20KFDSXm6ciJT4PslDBcy7ezsTMizkRSBSAGIEIXT6cTdd9+Nvr4+aknK1GMdC2Kn9d9OpoUA0iP+T/K0RYWFYX9UuRwypRITKyvRf9llcZ2N7rvvPgiFQk6plf7+fk7FCIKWlhZce+21nLYFQHXLcCHTjo6OUS3V6Vy3EkVbWxvGjx+Pyy67jFJ3kAJQvCibWDfW1NQk/bnHjRtHBRwPP/zwiEGVZJLt2bNnKT+AyEjvkksuofSifD4/IVmcXC7HPffcg2+//RbV1dWoqKjA8ePH8fe//x2zZ8/GokWLsGbNGuzduxcKhQI333wz9u7dO+K43njjjcjKykJXVxeWLFkSpRJ65plnaN87JycH9957L9555x0cOXKE+r41Gg1qamoSztWTZf9TTz2FYDCYtMEOZzKlGxSXKJqamrB8+fLvd2K4E4jOaNdut1ORJpce61iYTCbO+/1DgIy2mJaejglOJ5QyGbIFAkiDQYh6e3FlSgr8djusRiNODw7iZFMTXnjttbjqhO7ubs5SHVLh5dqj397eDj6fz9kF3Wg0cpa0jVY9Mpo++dbWVkgkEuzbt4/T9qSDi4lMS0pKMH78eJSUlECtViM9PZ2SLnq9XggEAvT09OCrr76K618RCZ1OR417FgqFcW+ihEjPnTuHwsJClJeX49SpU5SM6YsvvgCPx8PChQvx61//Gj6fD08//fSIXPLNN9+MGTNmYN++fTh79izWrVuHzZs3Y9u2bYxBQGREeuTIEfD5fCxZsgRtbW1wuVyorq5Oypdiw4YNCAQCeOaZZ7B69WpUVlbiX//6V0KpQM5kOjAwkPTFRVrSSLfL+vXrkZ2djczMTGo5Gtl3PjAwMOZFoJ6eHs7LvrFCZBdQrIogFAqFBeydnXB99x2sOh1kFgtsgQBKxo2Dx+OBfmAAPgADALQAElGwjkZzabPZEAqFOEemkQbZXMavjOZGQJbNJSUlnKJLnU7Huaqu1Wqp1VUyWk0C0sFVXl6O2tpaijTT0tKo6b7Ev0Kr1eLTTz/FhQsXYDQaIZPJsGvXLvz1r39NuiZgMBiQmpqa0HNlMhnWrFmDlpYW5OXloby8HOfPn8crr7wSdYP//PPPUVtbi7q6OgSDQQgEgqjXufXWW3HZZZdhz549lEsY0aEyESoh0nfffZca8jljxgwMDg7ixIkTqKmpQVVVVcIG4w0NDaiursbWrVvR1dWFxx9/HKtWrcLGjRvx3HPPxf0OOZOpVqtl7PCINB+OJIvU1FRqKXrw4EGKQBPtBBoLjObCTBaR7uixsiuXy0VF3F1dXfjmm2+g0+mipCxuAGUASgHwEbYZI4U/0fBPohmd0WoudTodcnNzOXu6jnaW1WjE9x6PB9XV1ZzItKOjI6EhdUwgE33j5RxlMhm1PC4oKIBKpUJ6ejr4fD42btwYNfmhvb0dFy5cYL24iSysvLwcLS0tSe1zMBiE0WhESkoKgPBqic7oRiaT4e6774ZKpaJaOI8cOYIDBw6MIK+KigrU19fj7NmzGDduHNatW4f9+/fj4sWLWL16NaZOnYo//elPI7wMmAiVjkhFIhGWLFkCrVYLsViMcePGwWq1oqioKK6iQiqVYtWqVfjiiy+o57pcLuzfvx9z587Fli1bcOrUKUYtKjAKMm1pacGPf/xj1NbWjiALgUAAnU6Hvr4+yhU8Mrn+n0RXV9eoln10IDNrIm8epAvIbDZTxbCmpiZMnToVL7/8ckKu+x8CuB1hUpUjTArp6d9nUpsBJJrVIRdXZWUl6xwbJvT391Ptw1wNsrn2yY/2RjBa9choJ52WlZVRZFpQUIDq6mqUlpYiNzc3qgjk9/vhdDphMpnQ1NSEYDCIK664AuvWreP03mSZmyyZAuGVZ1ZWFgKBAILB4AijG0KkLS0tUCgUmDBhAt5991188MEHtK/3y1/+EqdPn8Zf/vIXLFiwAHPmzMGvfvUr9PX1oby8HE899RRj1XzPnj1UlX/btm1wu90jiBQIjyDp6enBmTNncMUVVyAjIwPffPNNQvI0sViMM2fO0HZYffLJJ7Barbj11ltHR6aRmkTibkQIw2Kx4Ec/+hFFnMQVnEte7IeCVqsFn8/ndGGSaZ1ZWVkoKSmJmvluMBioSJPNHX3p0qUoLi5OiEwHAPwVQBGA8QhfHJmZmRgC0IMwmSYDp9PJmUx1Oh31mbls39PTM2pLu9HsO9cUBRfXLT6fj8rKSqq7ZurUqZgyZQqVz4wsAp07dw4ajQatra0jzhWZTIZZs2bRnqvjx49HTU0N/vWvfzHux2g6uPr7+6FQKKhR5TKZLGq/CJFqtVrMmTMH586dYyRSAHjssceom/BHH30EgUCAmTNnIjc3F2+88UZc+dHevXuxdu1a3H///bDb7Xj77bejiDQlJQXz58/Hzp07odPp8NVXX2Ht2rXUDeWjjz5ifX2bzYbnnnuO9jE+n48bb7wxbvGWlUx/85vfUNVzks9sbW3F4cOHE6pI/jeCjDApLi5m9DNkm2+u0+lQWFiII0eOUJq72JnvbDAYDEmd4DoABwH8CIDM40FKURFOabXw+HxIdkr4aCK0/v5+CASCUelFR2NpR8T3XMg0UfUIE5hct4RCIaqrq1FdXY3i4uIRfrxOpxOBQAA8Hg8HDx5Ec3NzUjpdtg6u3NxczJo1i5VM+/v7ORfPdDodKioqIJPJoFQqowZRRhLp9ddfj8HBwbjnf+xq5oMPPoBAIMBll12GxYsXo6urK67C5uDBgygvL8ebb745IhhZsGABzp07R42cCYVCaGlpwaWXXgqVSoUdO3bAYDDgpZdeSroTb926dRAIBNi9ezfr81jJ9LXXXhsxsOv/DxgaGkJ5eTmsViutPjPefPOdO3fCZrPh7NmzSb83l5ytAYBr+McjlSJLpUJvXx9USb73aJyMSIWXa0WfuG6R2eTJYjTi++bm5ij1SLKw2WyYNm0acnNzUVRUBJVKhdTUVMpRPtKPlwxlJLnv2tparF+/nlOPPcDcwXXhwgVcf/31rNt2dnZy7lTU6XSQyWTIzMxEf38/JBIJRCIR1q1bh/b2dvT29mLFihXYvXs3VqxYEZV+ShT/+7//C4FAgGnTpuHOO+/Enj17GPPa+fn5+PWvf40DBw6MIFKlUonZs2ePMG8mN3C3242mpiaMGzcOv//979HU1ITnnnsuoWDwRz/6EWpra/Hkk0/GXcmykimXhP1/G4gVXGSUCQDLli3D3LlzKdIk881ji0B0GM2FzaWYYoz43ev1IjMzE719fUlHpqNxMjKZTFSagwuIpR1XF6a+vj7ON4Kuri5qVpbRaGR8XuSQu/z8fGRlZVGTbLOyspCTkwOTyYRTp05RpBnvguTawaVQKKjCF925NjAwgFAohKKiIlpzECB8E1m5cmXC7xkJnU6HnJwcHDt2DDk5OZg7dy4kEgkGBwfR3d2NZcuWYdeuXRgYGMDg4CBnD4O3334bfD4fU6ZMwbp162glU4WFhdiwYQPeeOMNWqPva6+9FkePHoXZbI76e1dXF1JTU/Htt99iYGAAL7/8MqqqqnD77bdj586dOHr0KF555RXGqFqtVmPp0qU4cOBAQlzIuQD134ZIK7hY1/rYIpBSqURaWhoeeeQRTu+l0+k4kymXYooRYfkTD+FIRalUAggboIgBJBrnjcbJKBQKYWBgACqVCnK5nJPZy2gs7drb20dtaTd+/Hh8+eWXKCkpoeaLkSIQ8eMlQ+4MBgM1ybaqqgozZszAli1bkn5f0idfW1tL202jVqsxfvx4lJaWUqNYUlJSqK4kUvyhAzGQYSJTspxNxBc1Ly+Pmu5LPIr9fj9OnjyJ1atXo7i4mKoHLFq0CLt27aJe02QyUZV/LnjzzTfB5/MxadIkrF+/Hn/605+oYldxcTHWrVuH119/HSdPnhyxrUKhwKWXXoqHHnpoxGPBYBDt7e1wOp2oqKjAxx9/DI1GgwceeABXXHEFrr/+ejQ0NOCDDz7Ae++9N2L7O++8Ez09PQnrVP+fI1MyLTM3NxdZWVnUBUGs4EikSTqiYl3rgfCyYDTmGe3t7Zg4cSKnbV0uFxWhJWq+4QdgRbgjymazRekesxE2PUkEo3UyIt6mubm5nDrIRmtpl4wfhFAopIpAxcXF4PP5uOGGG3DTTTchFArB4/FQN9l4frx+vx/z58/ntN9AWHw/depUqNVqyhs4tiuJTNU9c+YMWlpa0NbWhmAwiJkzZzIu581mc9wGlFhf1Ly8PCr6jjV293g8sFgs6Ovrw7Fjx1BZWYmsrCwYDAaoVCqIRCLMnj0bO3fujOoOMplMo1bI/POf/4RAIMCECROwYcMG7N69m0orvPLKK4xtzFdeeSVOnjzJ2HLb2toKpVKJioqKKL3pkSNHcOTIESxduhSLFi3C3Llz8frrr+P48eMAgJkzZyY9Kui/lkzprODy8vIgkUioos/UqVOxb98+yoA50SJQc3Mzli1bxnnfRrN8AsIRWnV1dVJORgaEyXRwcDCqqKBC4mQKcHMyIiBV8fz8fE5k2tvbO8JfIFEQWV3sjUAqlaK2tpYaypidnQ2FQgGhUEgVgQYHB+FwOBAMBllH+zKBLNW59sl3d3dj8uTJqKmpgdlsRk9PDw4fPozm5ua4XUmkg4vObKWvry+u3Mxms2HZsmVYvnw5FT2SG0l/fz+OHj2KxsZG2v3weDyYM2cOpX7JyMjA/v37R7RZDgwMJNwDz4YDBw5AIBCgvr4ea9euhUgkwssvv8xYm+Dz+bjyyitZfZUvXryI5cuXw+12Izc3d0Tx6e2338Z7772HVatW4fbbb8fSpUvx8ssv44YbbsAnn3ySVEvpf5RMk7WCiywCAcCUKVPgcDiSdjIinSnxcmhMIF+IWq3mNE6DS87VCKASYTUAj8cDn8dDMBRKOm9qsVhGVdGfMmUK5yJUW1vbiJEWiUKpVMLr9eLGG28EEJ43JpfLIRAI4Pf74XA4YDKZcObMGbS2tqKxsTEqR7l06VLMnDmTUydSZAcXl+F8JpMJFosFDzzwQNLbkikLdGYrZGIvG/r6+lBZWYn33nsvqZZSINyuKhKJ8O2332LWrFnQ6XSYNWvWCBmTTqcLn5NJumsJhUKo1Wrk5ORQnZDkRpiamop3332XtchbV1cHi8XCOpuso6MDBQUFOH36NCorK2kr+X6/Hy+++CIOHjyINWvW4O6774bP50t6PPoPQqaRVnCxvfd+vx9arTYhK7hYkDHCXKIk0pnCtcpKcnBcZxMlK9Uhohx/IIBQKITs7GzoDYakyXQ0msv+/n4qzcIFbFEWAZnfE7kMJTnEYDCI/Px8dHR04NixY9BoNGhubk4o96zRaHDNNdcktb/EdjAvLw9erxclJSWcyLS1tRUzZ86M/0QGkNVELJkmUtHv7u5GeXk5Dh06lNR7rlixAoWFhfj2228xbdo07N+/H3fddRd17UaSElH7TJ8+HUDYXlCpVEKhUFCqB+IbIJFIIBQKo9pJyURVj8cDl8sFjUYDAHELdjNnzsRXX33F+hyfz4fu7m5YrVZUVFSwXu82mw379+/Hzp074XQ68eijj+Ls2bP4n//5n4QUTWNKpuIErOBIR9Snn34Ks9mMJ598Env37v3BO1uIYTFXMmXzqoyHtrY26sRLFJHxMzEO1hsMScujOjs7OVde9Xo9FAoFp22B7y3tysrKEAwGo+aLReYQPR4PrFYrBgYGcOrUKbS0tKC9vR1r1qxBbm5uXL0fHdiq6qSzK7YxRSKRUKsjl8vF+ftubGxMqOhYUlKCmpoaqjki8pjQ3cBIRZ/NCrO5uRmLFi1Kan+vu+46VFZW4ty5c5g2bRp27doFq9WKc+fOQalUYvHixSME7h6PB7fccgtFjF6vF0NDQ3C73SgoKIDJZMKJEycwODgIo9EIvV6P5cuXIzc3l3Ye/bx585CTk8O4jwqFAlVVVXjxxRfjfp7W1laIxWJUVlbGfe7Pf/5zWK1WbNmyBfX19bjllluwa9cufPbZZ3jjjTdYt+VEpiQ6iTz5iLEtsYLr7++npk7GjoONxGgmQBK/SC7Q6/WcnYiA8HKbqwHGhQsXGMdlM75fxO8ulwtpaWkAgAyE+/YTXVy1tLRwzhf7/X4MDg4iIyMDEokkrgkNEbVXVVVRovZgMIiNGzciFArB7XYnlUPUarWcc66kqj537lxqrnpk+3OknSNJKUVKba6//nrOgyCJ+L6iogKtra2orKykjgm5bohxCTkmvb291DFZtGgRY9Dg8XhQV1fHeNyIY1daWhqsVmvcfb3uuutQVVU1gkiBcHT/k5/8hFoh9PVFZ+sPHjyITz/9dMRrPvzww+ju7sZbb70V9Xen08logG2321lTYQ0NDThz5kxCRkgXL17E/PnzIRQKKVMlOigUCtTV1VEuX2fPnsWmTZswb948LFmyBDNnzsSvf/1rxvdhJdN4RaD+/n7w+XxUV1fjkUceSaoIROByuUY1ATJezogJWq12VOYZXMenAOHlRDAYRGlpacIpCg/CI0rkCJ9oZKQFH0AWosmWDZ2dnVSuOlm/RiCcJhAIBFCr1VQhSCaTUUWgwsJCZGdnR4naXS4XTCYTWlpaqFlQTz/9dNLvPdrCocFgwOWXX47z589THrh9fX0JtT9rNJqkvu/YwlgoFML69eshEAiiCmMajQbt7e1obGxk/D46OjpQV1dH+1i8in4wGITX60VdXV1U+yUdfvrTn6K6uhpnzpxBQ0MDdu7cSRGpUCjEqlWrcPr0aYjFYixZsgT79++ntvV4PFGTICLhcrloVzR2u51RBeBwOFhXQcQ8OhG0trbiF7/4BRobG1FZWclotnPLLbfAYrGMyNMeOnQIn376adyiMyuZPvTQQ1Gji8+cOQOdThd1x5bJZGhoaEiopYwOJpOJs1ymubkZK1as4LRtMkPmmLZnG58SD8R0OJl8rwFhMjWbzSPkUYmQqQBAJgCJTofx48fHzTfFIjMzE0KhEFKpFHfccQckEgnkcjll0kGc2k+ePIm2tjZaUfsvfvELzisCUjjkeiNwOp1wOBysZhVMIB1csUv1tLQ01NXVoby8HAUFBcjMzBxRGDMajXA6nbBYLNi9e3fSbdhNTU2MZitkPDMbbDYbKioqGMmUx+NhzZo1yMrKwoULFzBr1ixs3bo1KpIlkX1TUxOWLFkCn8+HsrIyqiXb7XZTq6VYOJ1O2sesVitEIhHtNna7HXK5nPaxnJwcZGRkjHCYYoLH44Fer8fg4CAqKipoyVQoFGLixIl44YUXaF8jGAzi73//O+v7sJLpxo0b4+4o0U1WV1dTPoTJoK+vj7O/KFnacKmqk/EnXOUubW1to55NlGy+1wigBOEURX19PXgIi/lVACI71sUIE2z28GPkX5ISyD9+HGVlZYxkWlBQQBWBiKg9JSUFPB4Pfr8fgeEi2Ndffw2NRgONRpNwzpstykoEpHCY7I1ABMB58SLKOC7VMzIyEAwGsWHDBshkMsrtiQj97XY79Ho9jh49Co1Gg5aWlqhjctttt6GsrIzTudLb2wsej0crvm9ra4t7PAcGBhgJVyqV4p577kFBQQE+//xzTJo0CSKRiLbl1+fzQSgU4vjx48jNzcVNN92ErVu3Ui21pJkkFna7nVYBYrFYGCVVDoeD0VN16tSpOHXqVFIOdOfOncOCBQtGdEkRLF++HENDQ5ymORCMSQGK6Ca5kOloJ0ByraqTRDlXuQu5U3OdTcRlXDaJPj3DeaIspRI+mw0NAFLwPXHSxwffI2AyoXA4mootAhFhPBFwDwwM4Ntvv0VzczO6urpQXFyMNWvW0ObAEgFblJUIbDYb641AivBxiLyJqBA+JvnHjyM1TrMFca+nK4wFAgHk5+ejvb0dJ0+eREtLCzo6OhJakXV0dGDy5MlJfNJoELOVWDJtampirejzAFhbWjBu7lzq/4SC5HI5Nm7ciOzsbBw9ehQTJ07Ezp07cd9990GhUIzochsaGkJ6ejreffddPPzwwzAajVi8eDHefvtt2O12xoKRxWKhzY2SsdJ0YFvmT548GQcPHmT8zHTQarWw2+3IyMigDaBmzJjBuRhNMCZkOprOlqamplFNgCRV+WQ1YcD3YyG4kCnZvry8nBOZtrW1JW1CEVnRD7rdmCUQYBBh/Sn9ggjgD+tps7KykKZUIk0igZzHw0y7HVfOnw/+4CBOC4XQdHXh888/R2NjI+uNSafTUbl0LmCLshKBXq9HQX4+UkFPmgDzsTAYDFC73ZBKpSgrK4sqjNEVgWILY1u2bIHb7caf//znpPd7tBN9iS/qF198EfX3/v5+hEIhFObnw9XXhxx8fyxyEM6n5544AeXs2agFMB/AUQDNMhnu3bgR6enpOH/+PKqqqigDH7vdDoVCQTkwERA/XZfLhddeew0rVqzA5ZdfDo1GA6vVyhgcWCwW2tzo4OAgeDwe7TYkMo41pc7IyKCKdmq1GgaDISHeaGlpgUQigd/vR1lZWVRedNKkSZBIJHjnnXfivg4bxoRMuegmCdhEyYlgNGOER2NYPNrtm5qakr64IvOiTp8PypQUwGyGDIBYIEB2Tg4yMzOhVCohk8momxSZCaTs7obQbEYwGERRMIiDw9HdOwASna5OtIAqlYrzDZApyooFD+Gur0iyrPryS9QWFYGpeTEy2SASCqFSqZCRkRG+kYhE8HV14R9r10Jis8EG4JRcDo1GQ+V42XKxXDu4hEIhVTCM1WgmCr1ej/z8fKrgGHlMyj7/HH+UydDJsK3JZEKh2YyrJRJkDA3hx0IhNi5cCJNIhHPD00N37dpFFeJsNhttVOhyuail9+nTpzFhwgTk5OTg5z//OY4ePcpYmTcajbTLeYfDgVdffZXxM5OlfuTSfPz48fD7/bj11lupfCtpqnC73XA4HLBarTCbzTAYDBgYGEBfXx+MRiMsFguysrJQW1sbRaaLFy+m9ZNNFmNCplx0k5Eg4nsuZKrValFWVsbpfXt6ekZlntHb28vZ4kyv18fVCMbCDkCQkoKC7GzwBQKIVCrkqlTwKZVYoFAgOEyaZCTK4OAgDAYD/MMjYcoAFCNMUrk+H4QCAfyBQNJaVSL8V6lUnJoWYqMsQhCRaYr84d9jT1Beby/EMd+3VCKBSqWibiRimQxSoRA8Hi9M9nY7Mjs74R0agtRkQu+5czjZ3AwDgGRizNbWVtYOLqlUShWj6Kz6/H4/qqqqEiJTUcQxUQEoPnIE9aWl4CN8vCIhHBhAtlIZRabpaWnU6BOFQoFQRwduHTcOx3t7UXTFFZDz+fjOYEBeXl6U/AkI5zjp8p+xhaR//OMf2LhxIzo6OnDZZZcxVuaNRiPjcp5tnAsdmU6cOBEHDhygikhSqRSFhYXUBOOsrCykpaVBrVZjypQpEIvFUUQeK2lMSUlBQUEBtm/fzrgfiWJMyJSLbjISoxHAt7S0JC1KJtBoNKOSR41FZ0ttbS0tmTIVgYovXIA3GMQFhQIesxme48fR09QEk8mEYJyEvBNhhykXgCyBACqVCv06HacuqrS0NOTm5iZFpiKECVLU2IiZfD5ciC6MEVhBn/dVpKZCoVCAz+dj9qwLKdWjAAAgAElEQVRZkEqlVHQSCATg9XoRDAbBk0rx7dGjYaleKAQRgBnDr1Ekk0E5nNvLQnIaXdLBlZGRgZqaGmpeU6RVH6ngGwyGEVZ9jzzyyIilugT06YpYd1BpZydSh8mUgAcgPT0dvGAQGbm5mHPVVZBKpRRxkWjNYjaj+tw5iNPTsai4GDqJBI1lZSguLMQjjzwywriZLPNjEVtI8vl82Lt3LzZt2gSdToeqqiraGWGkZTtZfojNm/J4PFRVVUWpMTweD1pbW9Ha2sr6WkKhELm5ubjzzjtRVFRE7efq1asRCAQYjeKTwZiQKdFNlpWVxf1QdBhNiyOpqisUirg+pLFobm4e1WyhRDtbmGCxWDBhwgSIxeKoyZORnUAWiwU6nY4qAkVG71uvvRbzCgqQnZ2N7u5uXLx4EYHhk9WCcFrAGPGvCMAtw9uqiPGvTscpMq2oqEBeXh6tm08KoomB/E4IctzJk8ivrATdgpkHIDMjA2VZWUhPT4dcLodUKqWiC7/fj0AwSF0AZPlGbiPpaWm4dN486CNc8X3DPwEA5lAIqcOGH3yEiZypW5/Y40W2tgaDQWzduhU+nw82mw16vZ6y6out4EdCDiDY1oZpfD50EccmkRmgfB4PAoEAPB4Pl192GVJSUiCRSKJIc9Dlgt9ioVYjLrebOp6XIEzaQpkMQxIJlAMD8F9+Ofbv30/rTWGz2WjTV3SFJJvNht27d+O+++4DAGzatAl79+6NEvQTAs3Ozk4qTx5L6sXFxbBYLJzGIvn9fvT09CAQCODcuXPYsmULuru7kZubO2bm92PWTkp0k1zIdDRjJSJNKIh9VqIghsVclQiRnS1smjexWExFMsXFxVCpVNTER7VajaKiIpjNZnR1dVEC7kQivhffew8mqRQll16KvLlzUX3ddehwOPDq//0fztEMUYtchLlcLmopl4bwiZDo7aC/vx9ikQilmZkow0jiZCoAEZhMJhRPnAjVcGEsPT0dMpmMIgivSAS+2w2XywWbzQatVguj0Qj7cAX2qh/9CGazGRdpzjWLzQavTIaulBRo3W7qZtILoADAOADjI+YZqQAohv1NS0pKkJeXR6kaeDweZY9HWlvnz5+Pjz76CO+//z7tZ0tDuPATK0uTAqg+dgz55eVgohOhQEAVC5VKJeRyeVTe2+PzQSwWw2QywWw2Q6/XU8oOC0ZGszwANcP7IMjMhD8QgMDvx6BKheLPPsPyWbNoz3uHw0G7zDebzbRLeZPJhB07duDxxx+H0WjEvffei9dffz2qMBsIBEZNplOmTGE1NUkEhw4dwvTp0yGVSnH27Fm0tLRwLp7HYszIlItukmC0YyXsdjsqKiqSJlPge8NiLmRKtq+urkZzczNkMhnGjx8/ohNIIBBQWjwyebKtrQ2NjY0Jtfgx4SKAHR4PcPgwcPgwqqqqsHTpUtx1991oa2vDrl27opZVXgA2hE2lbTYbJWXhIXzB6Ua+BVUEiiSGYq0WV5w5gyGzGczd02GQIlBsYczH46GhoQE+n4/qkCJRVcOMGbAPDuLU6dO0r+m12SBPT8cAwkQZGYEPhkLIbmhA08WLUeMtdAiTqcFggEAgwOx58yCSy3FJZSUGysvDy2GLBb29vfjqq68YHZYmT56M0qIiijAjSTMb4eiXqaxoMplQPGECJGIxdUwUCgV1TEiOl+S9dToddUx8fj/qp02Dqa8PvX0jTRdDCHfJGQDoh/+djPANNGXSJLikUuSEQuAJBLhw4gSqGxpwhcdDO1Pe4XDQCuZNJhOjLpQ07chkMuj1eixduhSTJk3CP/7xD9jtdvj9fmRnJ5dQiiX1Sy65ZNRz57766ivMmjUL7e3tlGVjspplJowZmfb19cU1qmVComMlmGA0Gjl31XCxw1OpVKitrUVpaSnEYjHmz5+Pa665hsoJWa1WGAwGfPfdd9Ty74eYo6XRaLB9+3bk5eVhy5YtuPvuu7Fr166o5xgRJtNYOZsaYSIgxJA1/Lcs0JwkHg+EgQBEEcUIqURCdaYolUqkpKRAJBKNIAjS8z5++nScPn2alhiG7HakDF9EQ4gmSwOA3txclE+div0MHT12ux1lZWUjyNQGwOV2IwjAZbFAr9Hg808+wUsMTRuC4c9P5EY5AGoPHUKOTMaYZxbi+6kIqXJ5VBEoJSUFQR4P8+fPRzAYxNDQEJxOJ3p6emAymagcLxM8NhvkqalwYuRNRI9wTpzgMgC5AGovuQQyuRxyuRweHg8nT54MG+T4/eipqYFCoRixbGYiU7ZCEhBONxw+fBgZGRmYMWMGRCIRHnroIbz//vvwer1Jz4my2WxU+k8qlVLdZXQ3gEQRDAbxt7/9DRs2bEBpaSn4fD7+8pe/cHqtWIwZmba3t2PSpEmct/d6vaitrWWt7jGhu7ubs/C/t7eX0UWpJGL5F+niQ5Z/NpsNHo8HAoEAL7zwAurq6tDQ0MDJt3Is0d/fj23btuF3v/sdLr300igdrQHhqr7BYACfz6dE3LEd78QHIBaK1FRkZ2cj5POBL5HgmgULoopAhCAMBgNMJhNjYaxqeGw1IdNIgvDI5SibPh27vvwSdFnw9O5uXDJnDuPnp7u5WhC+iQBAcNiwRdvVBQm+z/HG/mQgTIqR8A8MQBwh/CdFoOzsbKSnpyM1NRW8lBTI+HzqmHg8HjidTuh0OoybMCHsCZBARd+K6JtIvkSCcVOnYu+wRR0T8hHWk9bX1yM1NZUiIEKk3QAs48YhNxiEXC4fQaZOp5O2+yheIWloaAgZGRl4++23cf78edx8883Q6/WYOnUq5HI5ampq8OGHHyZkTgKEU4eTJ0/GVVddhcmTJ6O1tRUSiQSXX355XJ8BNnR3d0On0yE9PR1utzvh/YmHMSNTLrrJSBC5DBcyHc0Y4ba2NjQ0NGDx4sVUEUipVFIzzomAu6+vD19//fWI5d+8efOwePFiNDU1gc/nYw7LRf5Dore3FxcuXMCSJUuiyJTE/V6fD6FQCJmZmTDFaCt5ANIyM1GamUkRBPGhBMLJ/KGhIQRDIdhsNjQ3N0cVgdhgGd6H/NRUuCdNwovnz4cJNOI5fRYLflFcTEukQPhcY1OP0EneIjW6Hrcb1QiT63SEySce+DwesrKywubFYjHmXn01xGJxVBHI4/HA7/dDIpXiy0OHYKMpiOaXlyMjI4Mi0xAAM0ZGmkaMnO2lN5sxhWEVJQKQh3DO9gYAk6uqIIjIuZ44cQJ6gwE9AF4BsNLpRJbPR0uaTqeTNjKNV0hyu91U9NnW1oZHH30Us2fPxsKFC+H1epGTk4OtW7fi1KlT1KotMCzbo4PFYoHBYEBVVRX4fD56enrQ1dWFlStXYuLEifjoo4/Q3d3Nqfhrt9uRl5fHyWCJCWNGpkQ3yTYtMd72XC3tmEwoIiEUClFTU4OqqioUFRVRXS8ikQihUAhz5szB4OAg2tra0N7ejgsXLiTkyh7ZHtnS0gKBQMC5X3+s8frrr+PRRx+NEopHksrQ0BDq6upgMBiQlpZGFTwEAgFcYjFETifcbjclgo4sAvEAzL32WmQOt+eZI+QwQQCDiI6qjMM/pJfFKxBg2sSJoDtTNBoNBAIBI1mSESSVlZVooSm00U2AtQ6/twiA3eFAUSgE8g1JEE4nAN8XgUiOVy6XQyKRUEUg0o1DROEGg4EqAgFAjkqFerV6BJEGEFYNdAmFcI4fj4ONjTAM/42ZTqJBBhpGHhcRgLkAJiFMpJMAFOTkIMjjoWOY3I4cOQKL1Yp+hInUi/AS2u/30xaaSKu0VCodkZ4KBAJQqVSMZBr5eoFAAJ9++im+/vpr/OY3v0FWVhZ0Oh1SU1OxbNkyqNVqtLe3o6Ojgxo9ZLVaqRyry+WCWCyGVqvFzJkzUVpaip6eHvT19aG4uBg/+9nPoFarYTQa0dvbi56eHnR3d6O7u5u14i+TyahpHlw6J5kwpubQxBGcC5l2d3djxowZ8Z/I8L6kKt/R0RFVBCLRRGQRaHBwEM3NzWhra8OFCxfwxBNPYO/evZy0ZrHtkT6fD1OmTBmzpPZoYDQaodPpsHLlSspQuQfhKFCKsF9jfX09CgsL4Xa7YTQaqYJH/YwZuHjyZBRJRiIEICgSocPpRNHChRD4fPjTa6+hx+vFIOJrN9lWE0QlwSa1c7lcqK6upiXTlpYWCIXCEWRsRDh6s1qtgEyGtOHc7uzCQiAzk8rxhiKaHwwGAwYHB6HX6+EdJtJ5S5bAZDKhm6aybHa7MaRQ4AyiI03z8DGzKBSor6/HhSR7y4Fw9Gu1WqnIUADgZoQbMaQIF5wqh/PgToMB1dnZ2PfVV0i32+EDcADf3zTsdjtCoRCjOQnJm8aSqd/vp7q5YsEU0Q4NDUGr1SIUCuGf//wnpk+fjoqKClgsFvB4PNTU1FCpgEjtMMHy5csRDAYRDAaRm5sLn88XXhkFg2hsbITNZqNs/ubNm4fi4mIEg0F0d3dHESxRyKxZswZqtRo+n49TSzMTxpRMLRYL5yKURqPBggULEn5+5IzzgoIChEIhrFu3jnI2stvtMBgMOHnyJC5evIimpibGIpDL5UJNTQ1n4W5ke2RnZyeuvvrq/woyBYC33noLv/zlL1FSUoLOzk4EAHwB4BoAeoMBhz75hHY7l9lMRZykCBS7DFVccQW+OHwYXx44gAceeAA3P/44Nm/enJAwO95qwuPxoLy8nJFMzWYzY+GQRK7l5eVR84q6EI7KtFYrSuvrIc/KgikUgs3jgbWrizXHG4mAw4EUlQodXV1UxE2Oidvtxp7LLsM7L71EexxaW1s5Bw1AWOObm5sLvV6PKfi+o20yn4+qwkKIxWJYLBYoFAr0tLWhLhDA3xEuwEXeFokmm4lMSd40dnXGVkiy2WyMFXur1YqUlBQ0NTVBr9ejp6cHEydORFVVFfx+P/h8PrUaCQQCCAaDCIVC4PP58Hq9kEgk1E2W/F0ul1OrSzLaxuv1wmw2Y2BggCLryZMnY+nSpVAqlVTU7ff7YTabR/T+jwZjSqb9/f2ch61pNBpaS7vYmUBkrnjkjHO9Xg+HwwGbzYZt27YlnUMxm82cO7CA8ElUWlqKL774Aq+99hp+//vfY8KECWOaj+GK06dP48yZM9i0aROefPJJdHV14RjCxaVLES3jiSwCDYrFCNTV4aWeHjAZFFrtdhQWFsJqteJ3v/sdtm3bhrVr1+KZZ55h3adx48ahpqYGoVAItbW1OHfu3Ijn2Gw2VpVFPPUIGYkdSab/R34xGrG0shJf/9//UeJ2JtgRJkkiN9IDcNbWQqhQ4KUTJ0ZuMJwDJCOSY9HU1DSqRg9CpmfPngUxExSLxciYMgVCkwk2qxVyuRzd3d0IBIMoRDiNEBu/2+12CAQCRmcmJgs8YnYSCz6fD99wDnbGjBnIHM63K5VKpKamUgMQ9+3bR42V7urqQmdnJ+RyOc6cOQObzQb38PchEAhQWlqKkpKSsEHNcEpAJpMhJSUFMpkMcrmcamAAwkGNy+UCn89HYWEhampqIBaLEQwG4XA4IBAIYDQa0dfXh7q6OqSlpWHXrl0wGAzUvrS3t6Onp4dTJ+eYkqlWq+Usvi8sLEQgEMCGDRsglUpHzAQiwumTJ0+isbERXV1dUR941apV1F0uWfT3949KuDswMEDle/v7+3HkyBHceeedeOKJJzilPMYa+/fvx7p163D//fdj27Zt0Gq1+AThCDUTYQmQBUAkrdS73Zjd0ADHhx8yvm7k2Bi/3499+/bhvvvuQ0lJCXp6eqiRJZE5auLMRIo1ZNZQLAwGA+sMoPb2dtTX1zM+vmXLFtZjYhvWemq7uqJyvJGRpgnfL4sj0aHTYTqLpjoYDCI7O5uWTCOjZroURTzodDqUl5cDCCsOxCIRZsyYgZBEghabDeUyGbq7uqhOOB0AujUScbmni0yJl0BtbS1ycnIoUiRD8qZMmUJ17pFCIHF/CgaDuP766+H1euHxeCjzkQsXLqC7uxtarTbKtrCwsBC33XYb3nzzzRH7YbPZkJqais7OTvT397NaPqrVatTX16O6uhqFhYVQKpXg8/lwOp2wWq3w+XxwOp1IT09Hfn4+lcrp7u6mzLuLi4sxa9YsZGZmoq2tDRqNBhcvXoRWq2UtlFHHLe4zkkBTUxPrWAk+n4/KykpUV1dj3LhxyMnJQVpaGnWBkZOwpaUFhw8fRmNjY8IOO6PxRW1vb8fEOD6XbOjq6ooqeLz00ktQKpX4zW9+g7feegsfshDSD4U9e/Zg7dq12Lx5M0WofoCxG6evry9ui2/sqOGLFy9Co9Fg06ZNVI7a5XJFjedoGvYRAMKEx3QT+/jjjxlzc0DYIIOL8oOgj8eDdcoUPNfVBTMS788Hwp+bTbXh9/sZR3gA7PneeOjv76f8IHjDREoG/+UUFKBbr4c/GAQfQDsArUiEkuGW44yMDEoHnJGRAYVCgcrKSuzYsYMyBOEPS7qCwSDGjx9PDcdzu91wu91oa2uDzWaDzWbD4OBgVCGupqYGd955J+ucpFgw5VmB76NjhUIRtxg8MDCAjz/+GB9//DF4PB5KS0tRX1+P0tJS5ObmQqlUUvlwIoWyWCzg8/moqalBamoqNTHC4XAgIyMD06ZNw+zZs5Gamoru7m60tbXhX//6F+M+jCmZEvE9MX+IjErIPOxgMEhdYK2trVQn0ODgIDZt2oRgMDhi8mEiGI0vanNzc9z5LmxoaWkZMQJlz549WLRoEZYsWYJly5ZhaGgIXq8XH3zwwZhWEJPB3r17sW7dOmzevBn3338/64QBk8kEhULBOjiPzpj42Wefxfbt2/H3v/99hPdmLNgs7TRxtJRclmGR6LNYoBg/HiYOBtekwMW0VPd6vcjIyGDcfnBwkLN1Y1dXF7KysjBv3jxMUKshM5tht9uRn58Pn8+HlIICCBUKSAMBpGZmIr+4GPn19VFTQ93Drbpk/z/77DOYzWaqccA8bNOYLAYGBlhF/XRgI1O73Y7U1FSkpqZCq9Um9HpFRUW47bbbwOfzodFo0NHRAb1eT3lJWK1WSCQSyrBGrVYjFArB6XTCbDZTdRWJREKNqhaJRCgvL0dZWdm/j0xTU1NRU1MT1T4ZCATw4IMPUpVzo9FIhdh//OMfWS/gnp4e1qUbG0bji0qiXy7jT4DvxwgTu7XJkydTed5QKISdO3di3LhxKCgowMqVK/HFF1+Mmgy4Ys+ePfjjH/+IzZs346GHHmJ8XigUovJzTCcyOW6R0iuHw4GjR49i+fLlccm0ra2N1dLu34muri5ceeWVnLYlhRCmpTpTXpFg165dnDvifD4f/vznP2PdunVw+nywf/ghJBIJDAYD3G431SDgdrthc7uxx+tlnA+2Y8cOCIVCvPfee5z2JRYkekwmH+z1esHn82m3IZFpamrqCNd/OuTn52PDhg04cOAAreH7j3/8Y5SUlCAnJwdZWVno6uqCWq2GWCxGIBBAeno6RCIRRCIRdVMIhUKUfWLcabyJfGDSPllWVob8/HxkZmZCJpNRlTebzUa1T168eBHNzc1RJ8ucOXOwdOnSuLOWWltbccUVVySyS7QYjS+qx+NJePyJUChEVVUVqqqqMG7cOKhUKgSDQezYsQNAOBFuMplw7tw5HDx4EC6XC62trbj99tupdMZ/Etu2bcMTTzyBG2+8kXVIWH9/P/Lz81mjAnLcItMxr7zyCqZPn45rrrmGNcVBLO24WjeOBhqNBtdcc03S2/F4PFRXV8Pr9SI/P5+WTG02G9RqNeNrjKa1mMfjYebMmejs7MSXXV2YW1eHwWefRShmZpMXwEGwD1q02WzIzc3lXAyLBam0q9XqhD16gfDNSSaTjdCGuoenIshksoTI9JZbbsGbb77JODnjww8/xGOPPYZAIACfz0ddrzKZjCLYjIwMqrAlFAqRkpISlbJiAyuZPvXUUyPaJwcGBnD+/Hm0tLRgaGgI999/f9z2yUSX0fE6W+LBYrFwNlshHViRS3AywriiogKFhYVRZr9kXK/JZIJGo0F9fT1aWlpoUxSpqanYsmUL0tPTsXfvXk77N5aw2+148cUXsWbNGpw6dYrR8aq/vz9u3pRODhcMBnH48GEsXLiQlUwtFgtCoRBKSkrGxE8yGZDVRKx6RKFQQK1WR11cpPAilUqhVCphtVrx5ZdforOzExMmTIBcLqeqy7JhR6ri4mLa2fKjAY/Hw4033ojc3FycOnUKV111FR7asQMerxeTEXbEAgAtwpMT4lG23W6nbA5HY7gTCeIOlQyZkqV+LJmS5XdKSgrtgL9IELevo0ePMj7H6/Xi6NGjuPrqq6NysC6XC52dnZyCsEiwkun777+P5uZm1oo0b7jNji1BTLccpAOpdFZUVMTNmdGBLEuTRWZmJjweDyZOnIgHHniAMlSITEgTzSrTCOP169fTauzq6upw5513wmKxYMuWLZwmof47cOLECUyePBlr167Fpk2baKOlvr6+uObXTGNjDhw4gFmzZuGKK65g7aMm1o3/DjLNzs6mLO3S09ORlpZGFTRkMhmCwSAee+wxhEIhSm4HhG8Gfr8/Kr9ot9uRlZUFv98Pj8eDuro6VFVVwel0wul0wuVyUTfXUChEjccYKzLl8XhYuXIlCgoKcOrUKcydOxc7duygjJiPDv8kA5vNhqGhISgUCs5kyuPxIJfLKQ+AYDCIqVOnIjc3l/obWarL5XJ0dHTgr3/9a9RrxCtCiUSiuMFVUVER2tra4hqgnDx5EgsWLBhhYD0WYCXTjz/+OO4LkNG78SqrpDsqXnWeVDq5kGk8aVZBQQHl9hQ7wpiMsQWAr7/+Gi0tLbh48WLCy5/29nZcffXVUX+7/vrrMWfOHHzzzTcjTqD/Bjz//PN48sknsW7dOmrJE4lEItOOjg5UVlaO+DvpTlm4cCErmXK1buTz+cjMzIRKpUJxcTGKi4up71QqlVIpKOD7SbRDQ0MUOQ4MDKCpqQkOhwPXXnst3n//fXz22WesN7sNGzYgJSUFTz75JOu+FRcXY9q0aUm7JDGBx+Ph3nvvRV5eHj755BNcddVV2LFjR0LtzmwgbZtET0qE8JHkR/d75P+lUiklf3I4HAgEAsjLy4PFYoHdbodOp6MeS0lJwYoVK0bsBxuZmkwmVFdXxyU/v9/PaA8Yiby8PCriHWuMuppPBOvxyDTRKaJms3lUvqjLli2Lkl8R9/rYEcaR7vVEs/rHP/4RfX19nEYYnz9/HosXLwYQtgvbvHkz1Go1XnjhhVHN4v53489//jMeeOAB2j5so9FISdeYllnNzc1YunQp7WMHDhzAH/7whxHWilKpFCqVCllZWVQh57bbbqOqp1KpFCkpKZRcJ7JCTDrcyIVDnKqsViv0ej2OHz+O9vZ29Pb2YufOnXj00UfjLjnnzZuHQCAQd9Vgt9tZJU8ETqcTIpGIce57MuDxeLj55ptRXFyMxsZGTJo0CTt37mSc/872OiQVQX7S0tLg8/nw85//HCKRiOoycjgccDqdFAk6nU7Y7Xb09/dH/c3hcMDlckVFg4888gh6enpoq96EiGPhcrkYyVSr1SI7O5sS8wPhmoVaraZmPpHOw5tuuonKb9KBz+dj4cKFVEF8rDFqMtXr9Ql5ier1+oRGkyQ6Tz7SuCTSvR4A7rnnHrjdbgwODqKzsxMdHR1obGyEVCrFzTffjMcee4xxH7marWi1WvB4PFx22WW46aab4HK58Nvf/vbfspwYS5Di0g033EDJZciPQCCA1+vFXXfdBZvNRkV3kVGe2+0Gj8fDvHnzIJPJkJaWBoVCQeUPA4EAHnroIfCGR28QHSOpkhISKy0tpSKcvr4+2O12mM1mmM1mWCwWqqKakZGBDRs2YN26dXFXDYFAADk5OXHJ1OPxsEqZCEhLZDw4HA6IxeJRkymPx8OqVauom051dTXOnDkDj8eD7OxsKjqUyWRUtMj0QyJIkpYguUgej4fDhw/jk08+gdvt5uwTShBrdhIJ8p6xNRGn00nlmmNhNpuRnZ2N3bt301bZvV4vzp49i9OnT0Or1WLevHmMefpFixbBarVCoVCMme1eJEZNpl1dXQn1Gic6RbSjoyNq4mdkEYhMfJTL5VSXBslTNTY2oq2tDTfddBMOHDhA2xsvkUigVqsZzWVHY7YChO+wt956K86ePYt9+/Zxfp0fEjNnzoTf70dtbS1lJhEcnrEUDAYhEolQVFREtR/S/QSDQSxZsgRDQ0PweDyUPKenpwdSqRTBYBBvvvkmjEYjTCZT0rO6IkG6ihIpUPp8PqhU8SdcuVyuhJbkZrM5IZvJoaEh8Hg8RlJJBDweD7fddhuys7MhFoshFovx0UcfYfbs2Zg8eTJFiCRKJD8GgwGdnZ1RfyM53dhzftKkSVi+fDlCodCYuZzFDsGLBHkfuVwedQ4w+acC4TQQn8+nzh+9Xh/2T6D5/l955RVs3rwZfD4fH3/8MXWzFQqFWLBgAWbMmIFnn30W69evH7N+/Eiwkind0i8WiRqUaDQa1imiaWlpqKurQ0VFBSQSCbZv305bBCIX6DPPPEO7b4sXL0ZZWRktmZLe3czMTNp8U7JmK5Hg8/kQi8U4evQoXnrpJU6v8Z/AihUr8M033+Dll1+mfXzDhg2Qy+XYunUr7eMFBQV48MEHsWHDBtrHV69ejcLCwjFLdZALhKn3PRKJRpxM0zhjwTa2IxbExYgLeDwebr/9dmRmZkKtVkMkEqGnpwderxdtbW1jpghxOp3UMMqxgt1uZ20DJkL8WDJl+p6MRiP4fH5czTIQvtlt374dN910E+bNm4eOjg4AQGlpKdrb2/Hkk09S39+/Q4rHembU1NTgNMMcHgImg5JYtLa2gs/no6ysDOPGjYua+CiTyagiEJFHnD17FidPnhwx8bGwsBCrV69mJHmDwcCadiBFFSYyTeSz0GH+/PkIhUL/T1/CmHUAACAASURBVBHpypUrIRQKWeVL8Von4+UZbTZbQkvjZEA8NeORaaIRZ+Q8LDaYTKaEO3wcDkdC+dVY8Pl83HbbbcjMzKQ0oE8//TSuvvpq8Hi8McnDEoxlbhcI3wTIUp4JJHKNLESz5UyTHRM9ODiIPXv2ICMjA0VFRQiFQnj11VepHLNCoRhTp6hIsJJpRUVFXDIldla1tbU4EeGiEznyg2jAQqEQNm/ePGLiY3Nzc5T5we7du9HX10c75G5gYADZ2dmMB7erq4tV+E/kU3SOTkyfJRFMnz6dU6/1fwoKhQJXXXUVLBYLNm7ciM2bN9M+7/z587j22msZX4dIaphWMYkujZMBm6dmJJimbMbCbDaPGGFMh4GBAUo+FQ9OpzPpAXKESNPS0pCTkwOhUIg//elP6OjoQENDAwQCASPpRKKqqgpr166N2yPPltsVi8VRkqfInCzT71KplDI4YXvP2Pdjq+ZzHRNN8u2xsNvtsNvt/5aZbKxkGs9JiRiX+Hw+/OQnP8GyZcuijEvIyA8y8XH+/Pk4c+YMXnvtNdbXtVgsjJZ4xCBXpVLRditpNBrMmzeP8bX7+/tZrd0cDgfKy8uTJtPc3Fy8/fbbSW3zn8SvfvUrDA4O4pFHHsHTTz/NOCGhs7MTPB6PtdWW6CrpCj3EM3IsEa/3ncBmsyXkBmYymRIifLJCyszMxGDMqJdIyGQy5OfnJ0y8wPdEqlAoqFHT27dvp0Yb2+12SCSShKJI4ggVDy6Xi3Jou/fee6MIMhQKReVjI38fHBxEV1fXiMdcLhfGjx+Pu+66i/E96YpNbGQKcBsTzYaxKA7SgZVMSfJeKpVG2allZ2dT4TIpWMjlcpw6dYqa+063jK6vr0+o8s8kBCcg0SXdxU1GhzBFSjqdDtOnT2d8bZPJlLQJRV1dHQDgzJkzSW33n0JlZSXKy8uxdetWeL1e+Hw+qNVqxuYM0tDARKaBQICRTMlo5bFEvN53ArPZjKqqqrjP0+v1CedCg8EgVCoVK5mmpqbC7XZTFnXxlpSk2KRQKDAwMICioiL84Q9/iLqG7HY7lEolpaFlW/KaTKaEiJysxORyOV577bUoYuS6DI73fdMt6dmq+WQ/k43y2eD1epMmU5IOYZOksZ5BaWlp2Lt3L6XdcjgcMBqNOHfuHFpbWynR84033oj6+nr87W9/Y90hukFndNBqtaioqGB8nJhQ05FX5FL91KlTIx6P1yXFxWxl1qxZYzr+4N8JPp+PO++8ExcuXKBkUT6fjzW/Nzg4iPLychw6dIj2cbZlt16vTypCSwQulyuh5XuiEefAwAAl2YqHRFIMHo8HYrGYIg42eRwpNikUChgMBpSUlODBBx+M0lUC4Sh78eLFcLvdkMlkrLlqoglOS0uL29nkdDqhVCrHLEUVL8dJF4XGi0y5jIlmAjGVz87ORmlpKWsqIysrC1KplDqHnE4nq08uK5kKBALs27cPTU1NrL2xiRqU0A06o4NGo8GPf/xjxsd1Oh1t1w2Bw+FAZWUlLZnabDYqkU93QnIxW6moqBiVt+YPBalUii1btlDfK8HQ0BDrydrb28uaGvF6vUhLS6N9jKwOlEol65CzZBDv4iMwGo0JpRjIfjGdE5Hwer1xC0tEgkTmKDGRKY/Hw6233oq0tDRqcsDu3btpV1QOhwNerxdCoTCh/STewPHIlOxjIsqdREAIlCkN53K5RsjVyM2HiYDZ3P2Jxja2S0uhUFB+CrEa3GAwiIyMDKxcuXJEKqO3t5f6feHChZQvcTxvACAOmRIzj3gvlKhBSaIjG9rb2ymdHt0F2N/fz2qfFm+prtPpkJeXFzXSItnPQkAE6p9++mnc5/6nwOfzccMNN2DmzJmw2Wx48MEHo46/x+NhjfR6enqoVAYdhoaGGMkUCJ9HOTk5Y0amNpstoQJUMv6awWAQarU6Lkl5PB7Wz0rA4/FYNZd8Ph8/+9nPkJGRge7ublRVVeGpp55iJDSHwwGfzweLxZLQEjUQCFCO8WxwOp3weDxITU0ds6IMSfvQkSnTjdDpdFINM7GRokgkQk1NDdavXx/1d4lEAqvVilAoBLPZHJWmqKysRGZmJl599dUR3Vy//OUvkZmZiSeeeIL1c0yZMgXZ2dkJESkQh0yJpR3TUDOCeKN3CYgPZFVVFRobGxmfFwwG4fP5MH78eBw7dmzE46NdqpM0AR2ZJvpZCObMmQOXyzVmRDHWmDdvHpYtWwa/349//OMftHo9l8vFeoGaTCbWCC+eppIsjeOdR4nCZrMlVH0neU22dtjIfVSpVHHJh63Dh8Dn80EkEsHlctHKhEQiEX77299CJpPhm2++QU1NDZ566qkRS/tIEC3swMBAQlG5z+dLqEjndDops5PIlt/RwO/3o7i4mBLjRxJgfn4+8vLycO+990KpVEIikVCuVevXrx/Rrkr2j8fjUd4JJJJ0u91YsWIFTCYTPokZDLlkyRJceeWVtGoku92eUO3GYrEkpURhJdNk+uQTHcXgdDrjkikQ/sDl5eW0ZOpyueDz+ZCenk67hIq3VI9X4HK5XKiqqkqITCdPnhz3AvxPoKSkBL/61a+ovBlbrieeJtJoNLIWaNh0gkDiF3aiSFRuFemvGW8Wl9frTSjaZevWIRgaGoJIJKItrBDfhszMTBw+fBjjx4/Hrl274uqaiX4z3o0v8vMkkmck6QO6GwSRYtHlFCN/6JbRCxYswJQpU6JI0eFwoKWlBcePH8d1110HvV6Pl19+mSJMJmRlZaG4uJhWzsg0+M9isTAqGiwWS0I3Y7PZnJAqgoCVTJMZNDc4OMiaV4t8XiKvGa/nn0SXdGQab6ne39/POC4DSO4molaraYeB/acgFotxxx13YMKECdBoNNBoNHE/i81mYz3W8YpIdrudlSyHhobGlEyT6UTy+/3IycmJS6Zutzshkb3dbo97/hJZYGzVOCUlBZs2bYJKpcKxY8dQW1uLXbt2JWS6QZyOhoaGEiJTj8cTtVoQCoW0xJibmwu5XI4FCxbgyiuvpMxmyLiO2HZVYm7icDig1+tHkKXL5cLDDz+M5uZmvPLKK4z7N3fuXAgEAlZVBIHFYkF1dTXtYy6XizYwYgsAEiXJZM4zIA6ZdnR0JDxorq+vj5qaGO95bJV6gp6eHjQ0NDA+Tpb6dMbG8Zbq8UZSxxsjTEDyiGfPno373B8CDQ0NuOWWWzA0NIRdu3ZBo9Fg+fLlrDcOICy8Z7tTk6iJqfARb/tElsbJIBm5lc/nS0hW43K5EsqFWq1W1uInQSyZSqVSikhPnjyJyspK7Ny5Myl/W2Jxp1QqKc9dJru8lJQU1NTU4Pe//z2ysrIgEAhG5A6dTicVvVutVhw5coR63OFwcM6hut3uuC2qdrs9Id8EgH25zRSZGo1GxnMkUZLU6/UJqzyAOGRKNzCNCe3t7Zg8eXJCz5s6dWrc5128eJG1jZEUkZjAlnaINyyuvb0dkyZNiruP/y2SKLFYjA0bNqC8vByHDx+OaopgW+4QJCKsJ9VhJjJlW3YnsjROBgaDATweL6EiocfjSSjiZCsWRSLRFAOpD5BK+ebNm6FSqfDdd9+hrKwMO3fuhN1up6zxyHz5yMiQ/E7+lclkmDNnDjweD6ZMmTIit0iiRYfDgWPHjsHhcOCqq67C0aNH8dFHH9Hu56WXXoprrrkGJpOJdhnNBfHSPkCYTBNZyQLs5MdU0CL5X7pit8FgSIgkyao3kZw7kMAyH4jvkA+EiTeRk4xMEY0HIr5n+iD9/f1R7lKxYEs7hEIhDPx/zF13eFRl3j0zaZNMeg+EhGSSkAKBIIHQFFEQLNTQRMVGBwugAm4ERFijFBUW1u42l3UtnxXLAooNkCYlvZCE1EkyycydlmnfHzzv6yRzy3vDuN93nodn3eRm5s7MnXPf9/c7v3NaWxEXF4f6+nrec2R5LWlpabyGKv9NJCUlUad8Pu/Ozs5Oybswy52azMPzRTvodDrRvzcYDEz2i6wgX46IiAhJg2Q5K07W+XyxG094eDgdBdVoNIiIiMBzzz2HoKAgNDY2YuTIkbh69Soee+wxqgQhQnCdTgeO42AwGKimu7a2lv7/GTNmoLW1FTExMcyuZFJaW4PBAF9fX1HRvFxwHMcUd8NStwTEV5lCZEpusnyqAvJ+s2RfuVwuxMTEMMWwSK51rVYrk0O+VquFy+USHEskaG9vpymifERGYLFY4HA4kJmZybuNluroS5UdWltbER8fz3sObW1tcLlcGDhwoOCbSIx2/y8lUSqVChs2bEB1dTVeeukl3mM6Ozslt8RiFyuBmL5SioxJvpY3QUYMpchUzny+e+ddqVQiIiKCRp9ERERQovTx8cHWrVupoJv4bPaNPYmOjoaPjw+6u7vR0tKCuLg4fPDBB2hra6Mz4hzH4f7778fly5dx8uRJ0XMkMiA5q3wpYiOxICwKAVYYDAbJMllnZyfzmDHZifBBTHNMrpG+ZEpKGzExMZK8JifTSpJMSWAaS9Y7iSaRKvaT48TIFLj2RqWlpfGSKTGnEBIbS5UdpCI5yE1E6E0cN24cLBaL14LI+oOlS5fCYrEIEikgfiESkCaA2J1aTNgv1aCSKzFhASErKcVFd3c3kpOToVKpEBsbi5iYGEqOYWFhCA0NhVqtpjKd/fv3exCjzWaDzWaDxWKB2WzGuXPnYLfb0d3dDZ1Oh87OTnR0dECr1dJrcdq0aSgoKIBKpcL333+PgoIC7Nixg7dhylpi6I/ptFBNkcBoNDLP/LNCr9dLft5ymjtkZ8qn3hEjU7FpNTIWLEWmdrud2f1L8tWwOuQD4gYl/TlOqvNPJE7Et9AdUlv1lpYW0dotuYkolUqkpKT0ikEJDw+HSqXymi6vP4iKikJOTg5efvll0ePIlzskJETQlNl9akXo4jKbzYLbZdKgErIulLMKYQFx8M/OzkZgYGCvBFHSfFGpVHQ23uVy4aWXXoLL5aJ5UBaLhXalGxoaoFAoMHLkSLz66qvQarXQarXXFX+cnJwMHx8fhIaGoqCgAHv27BG88RKPTykQqZUc4pOqV3Mc53UyNRgMkp+33OYOIb++ZGqxWAQHgcTkYTabjUkKJ0eJIkmmrA75gLR+k4A1RbSxsVG0E01Wl3xkKlV26NvRd49BGTRoEA1rO3DgAHUI1+l0aGhowHfffYfIyEjJ5M7fE4sWLYJWq0VpaankseRCFHO4J1MrQmQqpW8k2yYy7+8OIZlKSEgIoqKiaKRyeHg4bcSQxg3ZSpMYFbJidLlcyMvLQ3Z2dq+gvM7OThgMBnR1dUGn09EVo1Q5ICoqCqNGjfKKMqOwsJBO81itVrz66quiOxiDwcCkODAajUhMTKRxIywRI2RcVAjE0ETos3UP2ev7v+S/w8PDaYOM3HCljFKkrBv7guxE+AZtyE2m7+CMmCEOqw5XbBHRF5JkWl5eLuqQ744rV64wufRcuXJFUDfmjurqauTn5wv+XoqU+coOwcHByMrKQkZGBmJjY1FcXNwrBsVkMtFoDaVSieLiYt6tWUJCAqZMmSL5Gn4P+Pr6Ijs7G2+//TbT8YQoxeKUpbYzBoMBcXFxos8xbNgweiPqS4zANZ/avqRIIlLsdjuNPSHRyk1NTdDr9eju7kZnZyc6OzvR3t4Ok8mEzZs3o6urCwcOHGB6D6QgpykhhsLCQmRlZcHX1xeBgYGwWCySxMK6MuU4DkFBQbBYLFTAz/I3Uo9NTKJXrlyJwMBABAUF0az6uLg4GmPddzqJ4zi0tLQgNTUVFosFH330EfR6PdRqNXbu3Cl5buQGLFUWBMQHP8jquy+ZihnisMr15Mj6JMm0urqaRhtIZfeIJVW6o7y8HLNmzZI8rqSkRNQAoaWlBWPHjuX926ioKPT09GDSpEnIz89HZGQkgoKCoFQqYbPZwHEcFAoFmpqacPz4cZSWlva6Q95+++249dZbBU0qmpub4XK5oNFo/usTUIWFhbBarfjll1+YjmeZQHL3CA0ODkZsbCyio6MRGRlJXcvDw8OxZcsWBAYGejReHA4Hbr/9dthsNmoQbDabaaplTEwMvvjiC7S0tKCjowMdHR3XNQvubbkVub4iIyP7LXebN28eMjMzaZggSY5Qq9WiqQCsTTLymglBspApiykMx3GIiYnBmTNn0NXVRVf5q1atwvPPPy/Z2yBhf+Q1Ermh1I2JNHdYyFRslSk27y/02llJkuM4761M3efkpbqNxEhYaMyz73FSJrtdXV20888nyWlpaUFiYiKmTp2KwYMH98pNVygUtKva0tKCS5cuoby8HJWVlfSLs2PHDuh0Ol53qbKyMlHnKuDaG52bm/tfJ9Px48fjyy+/ZD7ebrdLXhAGgwG33XYbpk+fDuC3FSMhRpIs2tjY6LGF1mq1kjq8MWPGoKKigvdz7A+kpq76A7KC7w+Zzp8/H+np6bRme+DAAaxdu5aJ9OWsTNVqNX1MlvMkn4uYVpI83pUrV3o9plQECYHZbPY4jozxinXBpawf+z6HUJNOiDTFDHFYm34Gg4GpJAkwppOSOXkpMgWufXg5OTn48ccfJY/LysqSPM5sNiMrKwv+/v7IzMxEUlIS4uLiaPfVbrdj+vTp6OrqQnNzM06cOIGysjLU19dj2rRpmDp1Kvbt28f72GLRziyE39rayjT15U3cfvvtUCgU+Pzzz5mOJ4Lws2fPih5ns9lQW1uLP/3pT7wrHhJh/cYbb/TrvMV0qv2B1NRVf+BwOPpF0AsWLEBKSgr8/PwQFBSE/fv3o6KiAjabDWazWZIoWb/YZNuqUqkwd+5caLXaXtvygIAABAQEYPv27R6BdWq1WpBMiTdDX0LiI0mh8+p7nJhhOIEcn1Kj0dgvMhW6RqSC/wjk6GGZyLS9vZ3JZQW49gI0Go0kSfIdp1KpkJmZifT0dOroHxAQgJkzZ8LpdNIGQ1VVFWpra1FSUoLNmzfjmWee4Z3MkSo7NDQ0oKCggPd3TqcTPT09yM7OFhTmX7hwQTQf6ffAbbfdxpTUSDBv3jzo9XrJ1TNxJRLaOrKI/8UgZxXCgt9DbtUfE+KFCxdi8ODB6OnpwYABA1BcXEwJhOM4WK1WyW22yWSCv7+/5LaYyJjIVFdwcDB6enpgNptpLdlgMHjUaElZQMglnjjri5EpmdTiG19NSEjwIFMWE205zR0xvazQ6l9sWu33MDth+nY0NDRg1KhRTA+o1WoFV3sEoaGh6OnpwdChQ/HUU08hKioKarXaw9H/0qVLGDRoENRqNZ555hnexyLiez57N6myQ0VFBW655RbB89Tr9YKx0UqlEsOGDYOfnx8GDx7stRWXGDZv3gyXy4UPPviA+W9GjRqFw4cPSx6n1+tFG0wkFri/YI0aYYXUJFJ/IGZyzYeFCxciOTkZFRUV0Gg0eO6553ptk00mE+x2O/MWPjg4WLQ85nQ6YTab8euvv6K9vR3ffPMN03lKlRrIjD5f0F1hYSEKCwsRGBgIs9ncy/CE/GttbfWo37NIiuTEYYsNfgitTMW0rFIkGR4ejpiYGMTGxsLPzw933303wsLCRCfPmMi0srISkyZNYjkUDQ0NtCmUkJCAzMxM3lhnu90OnU4Hq9WKEydOoKqqCmVlZR5bkVtvvVV09UfkUUJemWJlh7KyMtG8qNbWVt4VeWxsLJ566ikolUq0t7dj3rx5ePHFF0Xfl+vF+vXrkZCQgK1btzJnfo8fPx5KpVKwvhoUFASn0wmLxQKLxSK60hs7diyTu5EQpAyo5eJ6sqVUKhUV75MGW1hYGLOGU6FQYOHChUhKSkJlZSWGDh2KPXv2eOyOCEmxjGqSuqkYmQLXSJfkNrFCqqPPcRxcLpfHY3766ac4fvw4dYNikWIRmM1mSTI1Go3MNy+xnYjRaOQ1TSHR3HySruTkZAQEBGDr1q0IDAykmmQ+pQlwzdRIzG8WYCRTQjp82xClUonBgwcjMzMTycnJSEpKglqtxp///GcA8Ih1Li8vR01NDTMhlJeXY+7cuYK/l5JHiZUd7HY7HVnlM5Gtq6vziFkZO3Ys7r33XtTX12PXrl3IyMjA2rVrmfwL+otHH30UKSkp2LFjh6Re0h3Tp0/H5cuX6Xs9ePBg3HTTTRgyZAgiIiJ6aTZdLhcuXrzI+zhJSUm4+eab8dVXX/X7NYjVvPoDMtkVFBSE2NhYqlcNDw9HWFhYL/cklUoFPz8/+Pr60tW1y+WCw+GAzWajkiyWUU2FQoFFixYhMTFRlEjJa2YtjZAyixSMRiPzapdASmtqNBpplI87yE22PzAYDJJEqdfrmZs7ZPCDT+eq0WiQlJSEe++9F8HBwQgNDaU3RrPZjO3bt3vEkzidTigUCjQ0NKCrqwtdXV1Ueuc+yaZUKnHgwAEUFRVJchbTJ22xWKjhq7+/P5KSkhAbG4vQ0FCPWGfiClVcXMwrppcLMp0SExPDKy+R8iaVKjuQvCg+Mq2oqMC0adPo/1+6dClGjhyJr776Cv/zP/8D4Jp8q7KyEps3b8bevXtFtZz9wbJly5CRkYGdO3fKJuuIiAjU19ejqKgI8fHxUCqV0Ol0KCsrww8//ICamhqMHz8e9957L3Q6HXJzc7Fv3z5UVVXh3Llz0Gq1uOmmmzB8+HCUlJTgk08+6ffrkNKpAtdE/O7jnu6TTe5NFn9/f/j4+MDlcmHPnj29JpvcBfxarZYK+N2/KEIC+pUrV4rWdd2JtKqqSpRIgd+64SxJn3I6+v2Zz5damZIVnLeg1+tFB3iUSiUNB9RoNJQc+f6p1WqEhIRAoVBg27ZtHk5ZHMfhhx9+QE9PD0wmE5YtW4Znn30Wer2eunf1ha+vL8aNG4e3335blCTJ71iipkXJdP369YiJiaEfxJ133gmj0YiOjg5UVFSguroapaWlHt3uESNGyKo9ScFqtSIrK0uQTMXubu5lBz60t7cLjqxWVVVBqVQiISEBa9euRUhICF566SWPefA9e/Zg5cqVeOKJJzws8K4HixYtwogRI7Br1y4mowV3LF++HD4+PsjNzUV5eTkOHz6Ms2fPelw4s2fPxk8//YS//vWvUCqVmDhxIm688UbMnTsXfn5+6O7uxhtvvIEzZ87Iev6wsLBeW+n4+HhERUVhw4YNvYiRrBj7bq16enp6EWNrayv0ej2VZWm1WmzYsAF79uzhnYrpDziOE2y0KpVKLFmyBFFRUaisrMSwYcNEiRT4rfvOOqnEOp/Pt4oUg9FoFO1ckxV0f8lUqVR6rBiDgoIQERGBwsJCj6YVmW6z2WxQKBSYM2dOr4EAok12J0yn04nt27djzZo1TOdkt9tFPxuyw2YhSaKHvS4yBYCzZ89S0mQRCQPiq73+QK/XIyUlBcePH/f4nZQ3qVSTqbGxEUOHDuX9HYmNLioqQnt7O5566inB9+DgwYO44YYb8OCDDyIjIwPPPffcdU3SzJw5EzfeeCMOHjwoe7X7+OOPIy0tDbt378aECROQm5tLHYrKy8vpl3vgwIEIDg7Ghx9+COAakX333XeCaoGpU6ciMTGRxlOQgQop9ySyMiNTZs3Nzeju7kZXVxcV8Le1tTFfXwRiI4b9gZAvq5+fHx5//HFwHIeqqirk5uZi7969ksbOpGnHQlJytvlyV5Ecx4m6OBmNRvj7+0OtVlNi5Ovaq1Qq2vdw/31AQIDHapFcC11dXWhsbPTwXjWZTMjMzMSaNWtk9RuE/B/cwaoXZiVJFmUCIEGmu3fvlnwAPoit9voDsQgTKW9SqSZTVVWV6MqVrIa3bdsmeZ5nzpxBZWUlnn32WTzwwAN4/fXXJf+GD3PmzMGUKVPwzjvvyJ4V37RpEwYMGIDnnnsOzc3NqKysREhICPLz8zFnzhyEhobi5MmTOHHiBGbMmAGtVsvs9p6Tk4OwsDBYLBa6Q3E6nb2IsW/NiYCkAOzdu1fW6xEDS+yyHPAZaZN47PDwcHz77beUSKWmAYHfiI91+85ilkwmclgekzTa4uPjkZiYiDlz5vRyynI3hAGu3Vz3798vODqq0WjQ0dGB7777zsORv+/qe/jw4Vi6dCn+85//CJ4fi/WjO1wuF2JjYyWVM6xOT+RmLAX36UAx9F84KAKx1V5/UFdXJxrtTFz3+ciUNJmysrJ4J51KSkpE86I6OzuZ3nACvV6PI0eOiKYEiGH+/Pm4+eab8eabb+L06dPMf6dUKlFUVITIyEhs27atl6OVwWDA0aNHcfToUQwYMAAFBQV49NFHERAQgIqKChq6J4XrIUK5XxwWSEVMy0VXV1evhhGJGomKisKJEycwfPhw7Nmzh4lIgd9m3lmIT6pmGhwcTEsmRC740EMPURd+93oyX6ON4ziMGTMGZrMZZrMZ3d3duHr1Ki2bLFq0CGazGatWrRI8hzvvvBMKhUKwUekOls+bNFNZ/RAI+UmRKWuAo9VqZSJd1njv34VMpVZ7clFZWdmrEdQXUh19UnbgI1NSj0lLS0NFRYXH799//30UFRVh7ty5zPrOb7/9FnfccYeouTQflixZgoKCArz66quySiS+vr7YunUr1Go1ioqKRGOnm5qa8OGHH+Kjjz6CRqPB2LFjsWXLFtTV1eHkyZM4d+6caFJkf8EaFSEHckTfLOjo6KDnGBAQgPXr1yM2Nha//vor0tLSZBEpwO8VGhoa6iHJCg0NRVxcHKKjo7Ft2zZRpyxSOrHb7Rg0aBCMRiPa29tpPZml0caHGTNmME1qsdpxtra2Svroslg/uoN18MNqtTKbmLBcPyyZVsDvRKZSqz25qKyshFKpFKyXNDc3i7pLtbe3IzExUfD3JC+Kj0ybm5vxzjvv4IEHHkBNTQ0vIfeFwWDA1atXsXTpUmzdulXyeOBaw2j48OF45ZVXmGz1CFQqFbZt2wYfHx88/fTTzHVHl8uFqqoqVFVV4dChQxg+fDjGjBmDBQsW4OLFi3Qs1xuf/j0U4QAAIABJREFUHwBKQiw1L1awOCLJQUdHB82WWrduHeLj43H+/HkkJiZ6EClx4o+JiUFUVJSHUxZJYiB15YMHD3o02dxNYQICAsBxHGpqano12tydsgAgPT0dM2fORHh4OPbv3+81T12DwUBXt0I3UznvN1lpRkVFicr5pKwf3SFmUO4OVvJjjbRhNdX5XchUarUnhkGDBiEzMxMpKSm9jEuIMw0fmUl19KXKDlLRzqdOnUJqaiqWLl2KLVu2iDoAERw4cADPPvsstmzZgr1794quFh999FFkZGRg165dsppNQUFB2L59O2w2GzZv3swU+sUHm82G06dP4/Tp0wgODkZ+fj5mzJiB+++/H7/88gtOnDjB5OwjBTHP0/5ArPsuB76+voiJiaHC7507dyI0NBTt7e0YMWIEuru7UVRURIXdZJFAJvbsdnsvpywyFWSxWFBQUACbzYbXXnsNdXV1grrN+fPno6OjA0eOHBE9VzLtQ77g3iJTQpTBwcFeIVPgtxBGMTJlNWkG2FeSUt67BKwkyXHc/13NFBBf7SmVSqSlpfEal7hcLlgsFnR1daGlpQUnT55EeXk5VqxYgYyMDF4ybWtrQ3R0tOBKWKrs0NTUJOn8f+jQIQwbNgzr16/H5s2bJVdsnZ2dePrpp7FhwwYUFxejubkZx48fx08//URJLyEhAQ8//DDi4uKwc+dOWSWB8PBwbN26FQaDAdu2bbsu5YA7OI7DsWPHcOzYMcTFxaGgoAArVqyA1WrFyZMncfLkSckpHSGQmpe3yLS7u9sjNtydGInptFDThWyjgd+20C6Xi3qGhoaGoqamBjqdrleTTavVYt26dfj+++9FtbdKpRI33ngjWltbYTAYRAXwcr7YJITPm6tyjuNoNLUQ+UmJ//uCxGyLRcuwNncAdpLkOE5S00yOY4mbZo33/t3IVKfTISUlBcOHD6fGJTExMQgJCYGfnx81LtHpdKiurkZNTQ1KS0sFV31arVZwq26329HZ2YnY2Fi0tLR4/F6q7MAS7UwE3TabDevXr2eSc5AVzdKlS3HDDTdg7ty5WLhwIZ2+UCgUaG1txbZt25hWuwQxMTEoKiqCVqvFjh07vLYV74vW1lZ8/PHH+OSTT6DRaFBQUICioiJYLBa8/vrrsv0I5JqdSBEjkem8/PLLHsTobjhNtKrd3d104kWn06G9vR3t7e3o7OyE0+nEuHHjcM8996C0tBRxcXHYs2eP4I6CxWuAjOqykADrKpvEKHu7xMFxHGw2m6S4X84UG4vagrW5Q56fpRlsMBiYYpFYsqoAdlMdr5BpaGgosrOzodFokJiYiKioKDqxMGTIEHAcR3O5q6qqUFpaKquQD1zbqotFO5OOPh+ZSpUdLl++jEWLFiE9Pd1DsxgeHo6NGzciKCgIu3fvhtFoRFFREe6880589tlnoufs6+uLdevWYfDgwXjrrbdw6tQpREZGIjo6Gj09Paivr5dNhAMHDsSmTZvQ0NCA4uJiWX/bX7jXVz/55BO88MIL2LhxI/R6PU6dOoUvvvhCsg5KOrbp6emw2+2yVox8xEhMjNPT0/Hee+/RFaNOp+vXzWXEiBGYNWsWHA4HUlNTsX37dtHSDGtdjjhHsbjds6z6yPswdOhQQT+K/oB8R8Rek1wCZ7nhyHGy1+v1TJJLIb0w3+OxHCcVZU4gi0xjY2ORlZUFjUaDhIQEREZGIjAwkLrXGwwGtLW14eTJk1CpVMjPz8djjz0m5ykEUVVVJZq5JNXRFys7tLe34+zZs3jkkUd6CfOJCL+1tRVbt26l27RDhw5h0aJFKC0tFbS2i4uLw1NPPQWXy4Vt27bRuFkSv9EfpKamYv369aioqJAM0vu9oNfrUVtbi4CAANTW1mLcuHG49dZbac4SmW7iI0YAGDZsGDIyMjyIkawYScOlvb1dkhiTk5OxceNGSbtHKeTl5WHx4sVwOp3w8/PDt99+K0qkAPu2nNjbsaxMWYnK4XBAp9N51RybZUyVqAhYc5tYiFJO6YB1hajT6ZgcxVidx4QyzPpC9Ijly5cjISGBGgcAvxmXtLW14ddff0VZWRmvcUlCQoKoNlQuSkpKqH6O7wvW3NyMrKwswb+XajK99tpr2LFjBzZv3ow//OEPuO+++zB27Fh89913OHToUK9jjx8/jpycHDz66KN48sknPS4sYoZy5coV7Nq1yyvb8KysLKxduxbnz5/Ha6+9dt2Pdz3417/+hY0bN+Kll17C3/72NyQlJeG2226jVofuxOi+Yly3bh0cDofXhPssMdZSGDVqFBYsWADgmhu91WplkhTp9XomMiMuT94kU51Oh9LSUq9n3bOMqZLzZCFTltW2Xq9nqlsC7N6irN67bW1tTNpn1utM9BljY2PR2NgIhUIBnU6H7du3Sz4gAZE6eMtNiRgWpKen8xa0m5ubMXnyZMG/b2pqEh2pA67FmBQXF2Pv3r3w8/PDn/70J1y6dIn32IMHD+L555/HU0891Ws66qGHHsKoUaPw5Zdf4uOPP2Z8deLIy8vDsmXL8PPPP+Ovf/2rVx7zenDlyhXodDosXLgQr732Gurr65mmvVhrXqwgOwiWfDI+5OfnY/78+VAoFPD19cWbb76Je+65h2nb2d3dzeRCT0YrWUiKlRz7Y3bC8pgs01qETFlUBBzHSW7z5SQmsK4Q29vbmTTNRAsrJeFkvc5En3H79u14/fXX8euvv/bLi9JisYiuFuWCbNX50NLSgri4OME7SE1NjWShOzExEQqFAiqVCh999JEgkRL88Y9/RGxsLO6++24AwJYtW5CXl4dXXnnFa0Q6duxYLFu2DEePHv1/QaQEhw8fxvDhw2UJ8fV6PRMByYHT6WSKn+iLMWPGYN68eQBAifTixYswm81MWkYxF3d3kC8fS82UlRzJ+K+3yZSV9FmfVyw2hECOkz3r4Id70qwY3M1OpOB0OiUlXEw1UymzECF0dXVJrgbloLOzU3B+mXRNIyMjeaUdpaWlvBe/UqlERkYGxowZg4KCApw7dw6tra2YO3cuLl68KGqC0N3djddffx0rVqzAhAkTqMXd3XffDYfDQcXZDocD3d3d9E5Iurytra24cOGCoKxpxowZmD59Or744gt8+umnjO/SfwfHjx9HYWEhpk+fzpxH9XtEjRDRt5xQwzFjxmD27Nkwm82IjIzEwYMHUVJSAoDd/Z11K0lW41IG0TabDU6nU1Q07/6YKSkpXk0u4DgOAQEBkq9dDpmyNILkJCYQSZ5YOCAgb7LK4XAgPj6eyRRFKsNMljk0a+GZoLW1lXn8jAVNTU2iAXakCcVHpuTNuu+++xAZGYnY2NheMi2O4/D3v/+dNjOysrLwxBNP4IknnhA9p0GDBsHlctFtWlBQEE6fPg1fX1/6T61WIzc3F1VVVQgJCUFUVBS1nbPb7fRLSUyaXS4XlEolXC4XSkpK/t8RKcHJkycxefJkZjKVswphhVyzE0Kk5MZcXFzcayCBZWsKsHsNcBwHX19f5maVWq2WJNP29nZMnDhRskkmBxzHITAw0Ou1XSmidB/hZQEZ/JDSZLNOVvX09NCabVBQELWNJEbjxE9XoVDg7rvvFo1XZyJTKUd6IdTV1XmIqvsLYiYrtlUn8qjLly/z/t5gMCAvLw/Nzc1UplVSUsLrmrRr1y7s27cPqampvFNJKpUK69evx8CBA/HPf/4Tx48fh7+/P15++WX8+OOPvf5m6tSpSElJQVpaGpqbm/H111+jtrYWJpMJTzzxBPbv34+2tjY6kx0QEACdTodBgwZhyZIlyM3Nle0e9d/ABx98gAkTJmDo0KGSJRGAveYlB6wjhsBvRHr69Gmkpqbij3/8o8eX0mAwMC0AWJsSHMdRezuWY4ODgyXVHna7HadOncKYMWMkH5MVNpsNDofDq2RKYkPEQN5H1tFzYpsnRqakUa1SqZCRkeGhU3b3VPX390dhYSEt+bgbjZOwQpPJBKvVKnmTY76y++NRWl5eLpk93xcqlQpZWVlIT09HYmIiNacmK0gxo93m5mZRHZrRaERjYyNTs8Rut8PlcvHeWTMzM7F69WqYTCY888wztBjf09MDl8vV6wJasWIFcnNz8eWXX+KTTz5BaGgodu7cSUlFq9UKElFjYyNSU1OxfPlyPPPMM7IiS/4bsFgsqKqqwpw5c5jI1BtmJ+Hh4YiNjaVu/P7+/kz1fEKkv/zyC3V/4pvkYk2tJNtMobBG9+OIR6gUWJtQZBXJWhZgBVmVKxQKwe8Zx3HM459tbW2Sn7f7DL/Y4IpSqURcXBycTifGjh2L9PR0hIeH93LNco+nUSgUePjhh+F0Oj2IsaurC3V1ddDpdJg4cSJaWlrw1ltviTaXli9fLlmbZybT/niU1tbWQqFQ8Fq8hYWFIScnBxqNBgMHDkRUVBSCgoLg4+MDp9MJvV6Pjo4OXLhwgQr9OY7DwYMHBd2YmpubMXr0aMHzIUmmLCBprH1F/EqlEo888gjOnTvHS8oKhYJe3FOnTsXw4cNRXFxMay2xsbFQKpW4evUqDh06JCm8fvfdd5GSkoJNmzbhySef/N2mnfqLQ4cOoaioCNHR0bBaraKxI4SkiPkFSYAkLkruRiFk5SBmOt3T08O06mMlUuBaLZS1FOF0OhETEyOZKKpQKODj4wM/Pz/RCBPiVSoF0qwi/+stMiVmJ2TCSugc5TbKQkNDe5UklEoloqOj6T+Xy4VFixbB6XRCqVQiKiqKmq701Sk7nU7k5OTAaDRScmxra0N3dzc1hlm4cCHOnz+Pv/3tb5LnmJOTA4VCIakG0ev1otJKQAaZ9sejlFz0c+fOhUKhwIABAxAREYHAwEAoFAr09PRQof/PP/+MiooKJCYm4rbbbsPGjRt5H5NEmPCRqZRwv66ujmnG1t/fH/fccw/OnTvnQV5kCyH0QSkUClgsFgwcOBCzZ8/GBx980KtoHRISApfLhZ6eHmzYsAGlpaU4ePCgaEG9uLgYL774IvMY638TjY2NqK+vx3PPPQeAP3bEaDSitbUVJpMJ48ePx44dO+jfuxMjMQoxGo1oaGigXxDixs9nOr106VLRjK+xY8di5syZTEQKiMcD9wWL07/D4YCPjw9ddYo998WLFzF27FicOHFC9HkJoZHH9NaOhZB5SEgIM5mSkV/inBUZGUkn24KDg+FyubBlyxZ6M3EnRjLZptPpEB0dDbPZTBNfz50710un3N7eDqfTia1bt6KhoQFvvvmm4OsoLCyUlQrCUnNnUW8wk6mYWYhSqURqaiqGDBmC5ORkxMXFISwsDCqVCi6XC3l5eejo6EBrayvOnDmD8vJy1NbW8q6yDAYDZs6cKfqiNBoNr4O3Xq+HQqEQ1IOVlZVJlh1uuOEGLF68GFarlfcD6+npgd1uR05OjmAukt1ux6ZNm1BZWelxnlFRUejp6cELL7wAjUaDlStXYs+ePXj33Xfx008/CT7eCy+8gKKiIjz22GN45ZVX/l+tUHfu3CnZYSUoKCjAP/7xD5w7d67fyZfu6OrqEmxKLl68GMOHD8eJEycwYsQISSIF5EVIs5h0WK1WqFQqOtcu9vyVlZWYPXu25POSRlVTU5PX5FFkitHlcmHixIno6emho77u22iVSkUTO91LWu6WgsSAmuM4OBwO1NTU4OLFi72SGISu35deegnnzp3DsWPHBF+7lOJAjs+tXq8XteckYNmxMJMpMQvJy8uDRqPhNS4hCaX19fWoqalBWVkZFixYgICAAOY58rq6OigUCkRGRvIW4ktKSlBQUCD492R1ykemV65cgUKhEKxzbdu2DXFxcbDZbGhqasK6devQ0dGBy5cv4+zZs7S+09PTI6pNW7VqFRwOB1566SWP34WFhdFtWXV1NTZs2IAFCxbg3nvvxeTJk/HKK6/wdmmbm5vx/PPP4/HHH8eePXvw1ltv/Z81pYKCgrB69Wrs3r2bfilY7f9sNht1ZfIGOjs7eVcMCxcuxLhx43D27FlmIgV6axSlnLhYml/EQZ+F+Fi30GRFKjZhJGUSQ8ouxFaQ1EmdTicmTJgAi8VCI7BNJhNaWlpgMBho+a27uxv33nsvSktLRbfTu3btQm1tLW9+Gx96enpEiZBlJckqbwPY5/hZ1BuiZHr33XcjMTER0dHRUKvVcLlcePjhh6m79+XLl1FdXY2SkhJBmUZDQ4PsrmNPTw8yMzN5V2qff/45brnlFiQnJ/NauTU3NyMhIYF36+V0OtHT04Ps7GzexyZvqtFopBKllJQUOqNvMBhQU1MDPz8/mM1m3nN3OBwYOHAgnnnmGd67r7+/v8fP//Wvf+Ho0aN45JFH8Pzzz+Pw4cO8cqj6+nqsX78eDz74IFauXInq6mrs37/fa8TECpPJhKSkJEybNg1ffPGFrL+1Wq1enSlvb2/3aBIuWLAA+fn5aGhoQHJyMjORAqBNThaNIsvsOalrshAlqaf2ra32JUbSJEpNTUVqaipmzJhBVSB8toJ9I7C7urpQX19PLQWbm5vR0tKCyZMnY+TIkTh27BiT3wGLi5QctQU5Xuw91ev1ku5arPI2gL1GztJMEyXToUOHQqvV4uTJk6isrMR9992H7777TpbusbKyUnTMkw8GgwEpKSm8hGcymdDc3IzZs2fzrvyk6qZiW7ONGzcKSjTi4uIwceJE5OTkQKlUCsqv2tvbYbFYBDuTQl1SrVaLoqIiTJkyBbNmzcLYsWOxb98+jy+00+nEG2+8ga+//hqrVq3C7t278eGHH0qaCnsbp06dwuTJk2WTqRzLNRb0na9euHAhRo4cSVfAcoiUgAi0pciUZWrJbrfDYDDQjj4JuesbXRISEgK1Wg2n04nnn3+edqXds5zcO9M2mw0+Pj7o6elBVVWVR2QJsRWUA1JnZB1rZXn9FotFVinCbDaLHs+ittDr9aJ1dHew1shZQidFH2Xz5s29/r+UWQgfiOCftaYGXCMWsbvPV199hfvuu4+X+Jqbm5Gdnc37dyT6hM+mj0DoAmxtbcX7778Ps9mMadOmCRb9u7u7RYXKNTU1ogYw33zzDX788UesXbsWzzzzjOA8fn19PTZu3IgZM2Zg7ty5mDRpEvbt2yc5yeEt/Pvf/8a4ceOYNaYELDUvOXDXKc6bNw8jR46kpNMfIgXYo32NRiMSExORm5uLqKgoqNVqxMTE0OaLe50xNzcXI0eOxIIFC6itIFkxkrTXzs5OlJeX03IZab50dXV5XJebN29GSUkJ1Go1/vGPf8h+jUKvR6FQMJOpwWCQ3GWwGjq7n4PY87OsJOXO+7PK9aRuTrIU1M3NzUymq+7o6emhgn/WGt/Vq1dFM51OnDiBxYsXY/LkyR4NHrEIk8LCQtjtdsHGkRQyMzNxxx134MsvvxQ85tixY1i2bJlgzff06dN44IEHkJOTI7i6NZlMKC4uxg033IAlS5ZgxIgReO2111BWVuZx7CeffIJvv/0Wa9euxbZt23DmzBm89dZbv3uDymKxoLq6GrNnz5ZFpqzdU1aQuuaCBQswcuRIahO3e/duWUSqVCoRExODuLg4uFwujBkzBikpKXTF6G4rqFQq6Q3T4XBg+fLlsNls8Pf3R1tbGzU9r6urQ1dXFziOQ2FhIX7++Wf85S9/8crrNhqNcDgc/fLMEILJZIKPjw+zfwILaRkMBlneCRzHiTaEWAY/Ojs7mUdU5dTIHQ6H6O9lkWltba2oQbMQjEYj0tLSmMm0uroakyZNEj3m0qVLmDRpkgeZdnZ2Qq1We4iZVSoVJk2ahA8//FD2+QNAbm4uVq5ciZ9//lk0qoLM9q9YsQI7d+70+L3T6URjYyOmTJkiSKYEZ86cwblz57B8+XI89thjKCkpwYEDBzw+dL1ejx07dmDEiBFYsmQJXn75Zfz73/9mLvr3F++//z42btwoy7WJpeYlF3a7HQUFBTCZTHC5XNi9ezccDgc0Gg1iYmIQFhaGyMhIhISEUHIEgIiICA8NK/nCDBgwAIGBgTCZTNDr9TQWOSkpCampqXj22WfR0dFBb1qkw/3ss8963MgUCgUWLFjA/AVngbuG01sgZOpNf1GO42TtZg0GgyhBswx+yJn3l1Mjl9pZyyLTkpIS6v0oBx0dHYIGJX1BRN5krl3obvHll19i06ZNHj93uVxUnO/eoHr44YdhNptx9OhR2ecPXMsMr6qqYnJuevXVV7FlyxZkZ2dTAw13HD9+HPPnz/f4eUZGBq17ETidThw8eJDKqPbu3Yt3330XP//8s8ffnz9/HufPn8f8+fOxaNEiTJ06FQcPHpSVLSUHV65cQXd3N+bNm4e33nqL6W/kbMH8/f0F9YtkG61Wq+m1QrZ/zz//PIBr7x1pOrqH3TU1NSE3NxdfffUVrl69ira2Nmi1Wnqtbdq0CQaDAfv37/c4pwkTJiA9Pd2jJk4INDo62qPU4nK5vB5LTbbk3nSOMhqN8Pf3Z16ZsqwAWbvl7seLbePJbkPMJ0TupB0ZvpAiU6+NkwKgbvFy8+AbGxs9rPiIa39qaioGDBjg4drvdDqRkZHBS0bANQmVy+WCRqPxcAwiM/qETBMSEjBkyBD4+fnhwIEDcDgcsFqtMBqNNAuoubkZDQ0NuHLlCu+HlJiYyDSGClwrNVy+fBmLFy/G008/7fH7H374AQsXLsTw4cPx66+/0p/fcsstGD58OM6cOYM333yz1wqHyKgWLlyI++67j8qo+FaE7733Hg4fPoxVq1ahqKgIFy5cwBtvvNHv9FIx/Oc//8GMGTMAXFudDR06FNHR0fSmSGKPyURLYGAggoKCsHTpUvrf5Hfu3ei+jRci7HfXMTqdTgQHB9P36fPPP8fly5fpVhu45sZ/zz339BoUAK7ZJZ47dw5NTU0er0ms8y62zXQ4HIiMjOStW0s1VuSCuDxJuVHJgclkkvWYLLP3rK73co4nK0mhxFw5W3eAPSFVSMFDINt1gniUspJpcnIyAgMDERERgS1btiA8PBwqlYqOXXZ3d6OtrQ0XLlxAWVkZqqur4XQ6sWvXLqSlpQmSKQCaAdSXTN3rpkqlEhs2bEB9fT1efPFFBAUFITk5GUlJSYiPj0d0dDTS09ORl5eHgIAA6tZEvrTd3d2UXPmSUYXw/vvvY8uWLby/czqdaGhowNSpU3uR6cGDB5Gbm4sHH3wQe/fuxdtvv+3hhXDo0CEcOXIEjzzyCIqLi/H555/zujYZDAYUFxcjOzubPl5jYyOOHTvGu6rtL7755hvMmjULK1aswNChQ6FUKmG1Wns1V8xmM7RaLYxGI8LCwjBs2DAMGDAAFosFHMehpaUFer0eer0eOp2O3uDEXJFyc3Nx3333wW63w8/PDxUVFbzvg9C8u1ijQ6/XC+qIGxsbBePLV69eLXi+RqPRq1tyjuMQGhrqVX9Yk8kEf39/XjJVqVSIioqi0qzw8HBERERImr2wWhUSsOQtEbMTITKVs3UHrm3fWaRURqNR9PeyyZTPo1SpVCI9PZ1OQMXGxiIsLAz+/v40ulmpVKKpqQk//fQTysrKJHPYxbxL3c+F75iWlhaqbV29ejV8fHxoVIbJZEJpaSlKS0t5H1OpVCIxMRFJSUkYMGAAYmNjMWTIECgUCuzatQs6nQ6tra2or69HRUWFYCge+RCFVAxHjhzB/fff7/HzCxcuYN26dViyZAmWL1+O2tpa7N+/v9d4HJFRTZ06FbNmzcL48eN5ZVTAtdLMhg0bMG7cOOTn5zNHRLAiMjKS3mCPHDmCjz76SPT4qKgoDBs2rFc6gVwMHToUS5YsoV38hoYGwRWSEJmKrT7FTKwNBkO/8recTme/I7L7giwIsrOz6dbcG7sOooJQq9XYu3ev4C7BZrPBZrPRRQaf9wYBy+q17/FSW3SWlFtWeRvAHuon1ReQRaakTpGRkYF169Z5ODqZTCZ0dnaiqqoKtbW1KCkpofW/gwcP4ujRo8wmvi0tLZKFayFNKVmZTpw4EdnZ2SguLmbOlXc6naivr0d9fT392SuvvIJjx47BYrEgMTERiYmJyMnJwezZs6FQKGiY4Mcff4yTJ0/2ejyh5z116hSWLFmCgoICj1lsp9OJt99+G19//TXWrFmDF198Ef/zP/+Db775ptdxX3/9NX744Qc88sgjojIqAPjpp58Ex1X7C2Je3dzcjJdeeonJX1PuFqwvcnJy8MADD0CpVEKhUODAgQOYNGmSYE661WqFj4+Px/OJaSS7urp+F9/V/kSrKJVK5ObmIjc3FykpKYiOjqaifovFAh8fHwQFBXmthGM0GhEeHo4PPviAivo7OjoEz/3AgQOIiYkRJVPyOlgUJuSGI3Z9sAx+sMrbAHYylboZipLp4sWLaXSzWq2Gj48P7Xb6+Ph4ODpJnfCQIUOYybS2tha5ubmix9TX1yMzM9Pj521tbQgLC8OiRYtw+PBh2fnu7khISIC/vz8+/PBD3g83NDQUmZmZGD58OO6//34YDAaUlJTQJovYBVRTU4PJkycLGls0NjZi06ZNuOuuuzB79mzceOONHlpSk8mE559/HqNGjcJ9990nKqO6Hvj7+2PmzJnw9/eHSqVCeno6QkJC8N577wnOUfNB7hbMHVlZWb2I9ODBg6ioqMCoUaNEb7yEON2/DGLbfDndYFYEBASIOkYBv6U+DB8+HBqNBhEREQgJCaFppPX19fjPf/6DM2fOICYmBkuWLAEAj9d2PTCZTFCr1fjxxx+ZJuuICbOQ+xm5/qUs9viOJz2avmCJlpEzaccyyQX8thAQgiiZ5uTkoK2tDSdOnEBVVRXKysqQmJiIJ554QrZ7kVzBP5nrF0NlZSVtfrjD4XBQ71IxGRMLbr31VnR1dQneJUl2/KlTp3D//fdj1apVOHHihKQmDbjmVM/X1e+LTz/9tJeW9MqVKzh//jyOHDlCz+v06dM4f/48li5dKiqj6i98fX0xcuQnH6pnAAAgAElEQVRI6vRTV1eHv/zlL8zuPO5g7Z66IzMzEw899BAUCgUlUhKsKNUxJsTpTjik5sgHb/iu9gVfuSEtLQ0jRoxAWloaYmNjERQURO0nGxsbkZSUhN27d/OORpPHa2tr83pHnygmWMiUxeyFEC4LmbofL0SmLIMActQTrFpYKXcuWRNQgLRZiBCam5uZ3Fncjweudf2Fpnpqa2uhVCo9dI5ZWVmIjIzkHTeVCyF5Ex/eeecdANe++CqVSnIlcvXqVebivMFgwM6dOzF06FBMnz4dd9xxB2655RY8+eST9Bi73Y6DBw8iLS0NK1aswN69e3Ho0KHrzpUHrl3AfFK0/oC1e0qQkZGBhx9+GD4+PnC5XNi7d28v2ZvU1BkfkXEcJ+ioL9f9nQUGgwGDBw/GE088gfj4eOp1YTAY0NTURFec7gTypz/9SfD6IDXfmpoar5KpyWRCT08P1Go1UwKpt7fc5HixxzQYDJIheGazWZbZSWBgIAYPHkxNYfp66xIZnlgTWnYDSsosRAi1tbWy/VCtVisyMzMFyZQUwzMzM3tlsyxZsgQlJSWid8Lw8HBkZ2ejrq5OUJng6+uLiIgIWXPvhFAfffRRyZtHf7aSly5dwqVLl+Dr64tXXnmFN9KkqqqKyqjuuece3Hrrrdi/f///G6d+1u4pAKSnp2PZsmVUf/jHP/7RYzUs1THmazaJ1UzJaj4iIsJr71lHRwc1ufn2229x9uxZSUUM8UvlA1FLyB3nlYLJZKJNKBawkJbNZpNldiJ1vF6vFzWq9/X1hclkQkpKCm6++WZqPO4u1QsICIC/vz9tsLlcLjz11FN0gs5diUJueGIpH0A/yBS4dmdITU2VRaZlZWU0Z4UVer0eKSkpopM8RqMRqamplExHjx6NsLAwPPvss4J/ExsbiyeeeALl5eXUOPj999/3OI74Okpd9DExMRg2bBgGDRqE+Ph4DBw4EAqFQrLrS9QO/YHdbofFYkFCQoIHmYaFhSE8PByHDh2iTawdO3bAZDKhtbUVlZWVOHPmDK/r1vVApVIhLi6uVyCZu4mH+6w6i3Bfo9Fg2bJlMJlMKC8vx3vvvcd7nE6nE92W8xGnVEQI6QZ703jZ4XBg9+7dzH8jtYV2uVyoq6uTteqTAhlTlWN2wuIcJWdgwf34oKAgGlNDSDEtLQ1hYWEoKiqiGmU+YxiXy4XCwkJwHEdNx4nkrqurC+3t7Whvb0dUVBTuv/9+UWkbAO/5mbqjra1N9kggIaS4uDjBWkhwcDCysrKQlpaGxMREhIeHS14o7e3tvc5l9uzZuHDhgmgtb/Hixfjqq6/wn//8B0FBQVi3bh1GjBjhoeksKCgQJZzU1FQ88MADiImJgcVioV6Pn3/+Ob755hvJLSKfHZ8cCNmbzZw5E+np6SgqKkJnZyeeffZZxMTEID8/H0OGDMHYsWMxZcoUANdujI2NjSgpKcEvv/zSq3QTHByM6OhoxMTEIDIyspcvJhnZ9ff397iISSCZu3N+S0sLuru70dXVhQkTJkhu01JTU7Fy5UqYzWb8+uuv+OCDDwSPlQq341uZSlniyd2aSqE/TS2LxSK6Quvu7kZdXR0z8bGAjOSyPibHcZJRQGT1SpJ5+8bUkJstWTGqVCpMnDgRN954I4De1xSZQlIqlWhra4PBYEBXVxc1hmlvb6fGMJMnT8asWbPw1FNPSZ4fS43cq+OkBA0NDaIGzUKwWq3Izs6Gw+FAdnY2UlJSMHDgQERGRiIoKIhOP3EcB61Wi8bGRsmkyKamJlo+IJZmZJyQD2PGjMGQIUPoqCDRnQ4YMKAXmWZnZyMpKUlwdTl+/HgUFhbSL4ifnx+9QFJSUnDbbbfB4XDQGA/3f2QrQTKvli9fTocEvv/+e+aBCCFJh16v92jIaLVafPHFF70s8zQaDUaOHIm0tDTccccdmDt3bq9Zc+C3GBJCjhzHQa/X00AyMv7a1tbGHD2ckZEhuppJSUnBqlWrYLVacfbsWUntKtmWC+kdjUajxwpPyp2IRcsoB/1pakltoTmOg9Pp9CqZEmG61GMSj1VfX1+EhoZizpw5veqM7ltpX19fJCYmIi8vjzf902g0QqvV9hra0Gq1aGtr41UJZWVlYc2aNXj11VdFz5G1J+GtGnm/yLSqqgq33HKL5HFJSUnIyspCcnIyEhIS4OvriwULFmDBggWwWq3Q6/Voa2vDpUuXUFFRgaqqql7d56FDh2LlypWiz1FTU0PjVKZOnQqDwSCoeQsODqbPPW3aNBw+fBgqlQqjR4/uNYcdFRWF1atX48SJE7wSo8zMTMyZMwdOp5OOKYaGhtLtK7m7qlQqOjNOHM2JHaGvry+MRiOqqqroRalSqXDjjTfikUceYerCCzmKcxzHtAqqrq7uJVXz9fVFRkYGDSnrT6eeBXq9XlAXOnjwYKxevRo9PT04deoUPv74Y6bHdDqdiIqK4v3sOY7zqLGZTCaaRcZXavG272p/vrBSfqHExPx6G1CEGCMjI5GUlITQ0FDk5eUhJSWFEiO5rn19feF0OuHn50dF/BaLhRrNmEwmdHR0oKamhmY4jR8/HqGhoaKlNzno7OxkGgRgMXQGfrsZR0ZGMjXdhNAvMiUepSqVCj09PcjIyEBGRgadfgoNDUVAQACdfurq6kJzczOVtQiNWfZFRUUFfR4hmUZpaSn8/PygVCoxbNgwUSem5cuXw2Aw4IsvvsCoUaPw3HPPQaFQ4Pvvv6cTWf7+/nj66afR2NjIa5cWFxeHpUuXwuVy4Z133qGqA7maSSHs27cP48ePx3fffSd5rMFg4J1oYhnJ44PdbmdWLlwPhKRMKSkpWL16NWw2G3766Sd89tlnzI9J5uJramo8fsdXHyUkEBQUxDsmKKcbzIL+fGGl/EI5joOPj48HmUZFRSE2NpYSJKlduxNj3xojALqTAkAHcQwGA5qbm3uZT0+ePBknT57E6dOnmV6HRqORZcMnBdZBAFKyYpkQIyOq/xUy7ZtnT+bnyZ1KbPqJ4K677sJNN93EfHLECzUjI0PQvq+7u5vGi0RFRYmakWg0Grz22ms4f/48Tp48ibi4OCiVyl5E+PTTT8Nut/OWCtRqNdauXQubzYZvvvnGq11UAjmdT4PBwDtOKydh8/8CfBNGRM5lt9tx/PhxHD58WNZj2u12wfdNaIVH6qZ8ZMoq5JYDuV9Yg8EAtVqN3Nxcj+hsYkRN8pv27dtH8+LJc5GuNIkr0el0uHLlCi3PEHJ0N58eMGAA1q5di+bmZrzyyiu855WXlyertMBXdroeyLkxkQERFuXE9dbIRb9xGzdu7JVnb7fbwXEc2tvbYbPZUFFRgbfffpt5O1heXo7p06fLOkEWL1SLxYLZs2fDarUKTjuNHj0aLperV120byNs7dq1iIyMxObNm3kjnleuXAmXy4WLFy96PSZk/PjxmDNnDvz8/JgfWyjCoa2tTdKA4v8SfVfOo0ePxvz58+FwOHD06FF8/fXXsh9TLIhNqNkkVjflOM5rWVX+/v6IiYmhYXVZWVm9SNHdeJqUgsiK0WazYdmyZdQ1y2q10u00UTHEx8fj7bffpnXG68kE0+v1UKlUkrVaOaUFOWbNrCBlHSkyJTcwKTLt6em57hq5KJmazWb89NNPqKioQHl5ea863pNPPgk/Pz9ZdbWqqiqahcOSqQJc+yDENGXAtXpUWloa/vWvfwkec+ONN+Lq1auCv58zZw6ysrJQXFzMO4d8zz33IDQ0FJ2dnfjnP//JdO4sKCgoQGFhIYKCgnDq1Cm8++67zHPWQnZl5DOR8z7/N0HML3x8fDBr1iyMHj0aCoUCn332Gb7//vt+PabFYhEkACHSFCOFrq4upKene/zc19e3l/yLCLzdPVYJMfJlOA0fPhwmkwkWi4XGlWi1WnR3d6O7u5t2pcXm4Qny8/ORm5tLm6csU3dSIMYpYmRqNBplreJY3PHlwmazITo6mk7BCYF1xSlXvsUH0VcoppO8evWqbBE+EdlnZWX1EtmLoampCRkZGaLHkIK02Ix4SkqKYFZOQUEBpkyZgrfeeotXCjV9+nSkp6fDbrfj1Vdf9cpUzLhx4zB79myo1WqcOXMG//73v6FWq6HRaDwkIz09PbwELnaRulwuREdH/78kU9KMefLJJ2kO+xtvvCHo5MUCMTI1m83UXtH9szObzUhKSoKPj0+vcLvg4GDEx8cjODgYL774IiVG99TPvhlOpMzlLtUh4XZkG719+3ZUVlYyGYyzwD35VK1WM6spxGqNLpdLsvEl1z2ftREkBzabjWnnwJqO6o0aeb9vF9XV1bSLLgccxyEtLY2XTJVKJdLS0npZ+UVGRko6XNfX1/OuIghGjRoFhULBO2Sg0WiwZMkSfPnll7znNHLkSEyePJmK8E0mE5RKJUaOHIn8/HzEx8eD4zhUVVXhhx9+EJy6GjhwIG666SZkZWUhOjoaDoeDfjnz8/ORn59PVy+k3kW2dUJbGTG5DZmeuR6TF2/Dx8cHeXl5uP322+FyuRASEoLW1lbs2bNHUIHBCmJ+kZeXxzswYLPZ8MILL/CuGPmI0WAwICwsDN9//z3VLwqF28k5R2/WYcnK2mQyYfTo0QDAOyjhLlHy8fGB0+nEqlWrBB+XpCEINX7lbvMJyQcFBfHuZH18fOj5kvFN0iwLDQ31+HlwcDBzVpXVamV6z71RI+83mZaUlNAuupyLS6vVYtCgQRgxYgTS09MxaNAgREdHIyQkpJeVn06nQ21tLU6dOoU777xT9DErKipEj7nttttQW1vr8fPIyEg8/vjjOH/+PK8EJyMjA/fccw9cLheOHDmCWbNmQaPRICwsDA6HA21tbaivr0dYWBjGjx9PtaXt7e2oqamBwWBAVlYWlYV1dXWhsrISf//731FbWwuNRkO1df2RIYl1K72tk7we+Pj4YNy4cbj99tupysPhcKC8vBx//etfeaVJQUFBiI+Pp8MC7iOB7iTRd8X40EMP8aZ+VlRUwGw2U2Jsa2sTJfCEhAQ888wz122U4w4pbatcEFLr7OzE7Nmz6c2X3BBIqJ97+aC9vV1yqkuv19MVOh+Z9ud1OJ1OLF68GA6HgxIiIUeO4+Dv7w+DwQCO48BxHIxGI1UA/Pzzz/Tn5N/69eslBz+AayUvFns9b9TI+02mBoMBTqcTqampgvZbYWFhyMnJgUajoeJ8wv5Lly6lzaxLly5RKz++OtEdd9whGpVSU1PDa3gCXPtSDho0yMPlyt/fH3/4wx/Q0tLCK/7Nz8/H4sWL6RTKnXfeCa1Wi3PnzuHHH3/kNbdWKpXIy8vDqFGjUFBQAKPRiPr6ehw5cgSnTp3yuOlcz7aWQKhbKWf+/feCn58fxo4di2nTpsFqtVJXpNLSUgwbNgy1tbUeRDp//nxMnjwZwG8jgcRJyWQy0YEO4rWp1WrR2tqKm2++GaNHj5acdmFFa2srFAqFqCxPLrzZ1AJ+I7UrV67gzTffxNmzZ73yuHq9Hj09PQgJCeHdFcldmQKgq39i1+lOmsuWLcORI0c8ZI3jx49Hamoqr0WlVCnC/VxZVpzd3d2iu1sWXFdVmHiUms1mZGZmIiUlBQkJCYiIiKCCaGKKS6z8HA4HpkyZgjVr1jA/DzE8ESJTIcMTAJg3bx4MBoOHj2pRURHsdrtHgmhAQADuvvtu5Obmwmw249VXX2XeKjudTrS0tGDo0KFobW3Fc8895zULPCEIdStZDW9ZoVAoaGaT+zZMrVYL/gsPD6eZWqGhoTCbzXjnnXdQVlaGF198kZdYDh8+jCNHjtDV0wMPPIDk5GRs3bpV9Pw6Ozu9Kr8hYXxJSUmCMSVy4Y0vrDusViuUSqXsbHopGAwG2O12QRKS8jXgQ09PD1paWjzM08njiUnXhM5RqjENiA+IuIMlaVUKzGSqVCqh0Wh61TMDAwNx11134a677qLi/NbWVpw5cwZlZWW4cuWKx2pMpVJh+vTpspzWu7q6MHjwYNFjOI6DRqPxINOMjAxcvHix188ef/xxhIWF8UqgCgsLMWLECFy4cAH/+Mc/ZK1KVCoVNm3ahJqaGuzZs4f5764HdruddzsvFuBGpDpRUVFUZ0m2Xu7/QkJCKGFaLBYEBwfDYDDAZDLBaDSC4zj63x0dHaivr4fRaITRaITVakV+fj4mTZoEhUKB48eP49NPP6XlCKEJo747C2KPJoXfw9C5p6cHAwcO9BqZeuML2xccx8Fms0mSKfnMY2NjadnEvbZKxj+JmL+pqUnwMS0WC3VcYlUQWCwWwbJTf8iUSLikICQf7AtvXD+iZPrYY48hNja2Vz3TbDajs7MTdXV1sFgsUKvV+MMf/sD8hBaLRTJ5tC/a2tokZ/T7Gp4QGI1GDBkyBNOmTaPuTmq1Gjt37vTodCckJGDChAk4dOgQ0wRSX0ydOhV2u/2/RqTAtS98UlIS8vLyenWkY2Ji4O/vjx07dggakpBmV0tLCxoaGmA0GunEi/s2zGg0YvHixfjll1+YtpIZGRl48MEHERAQgM7OTvzlL3/xUEmwrpylon8JtFqtrKwhFphMJqZVDSv6O5kmBuJGlZOTg9TUVN7xTyEVArkRtra2oquri5ZO4uLikJ+fL7o9tlqtePLJJ2k0NNHIrl27lvd4k8kkWwcsRqY6nY7pxqTT6ZiuH7lZVXwQ/WT9/f1x6dIlVFdXo7S01EN6cfPNN2PmzJmyn9RoNMoi0/r6eqSmpooeQ7LQ++L111/HmjVrMGXKFFgsFpSXl+Of//wnb8Nn1apVqK+v7xeRAsCgQYOY3cT5oFKpEBMTQ111CDH2XT30JcaxY8ciPz+ffkmIaYzD4cDly5d7ZfkQTSPB7bffDj8/P8kZeIPBILn6GTBgAGbMmEGjZD7//HMcOXKEt0HJWndjFXyTAQxvGzqzNDlY8XtMptntdtxyyy10G803/tnW1gadTsf8vuTk5GDMmDGiZFpSUgKNRoPKykpqadfZ2Sl4vFjtUmiST4pMWa4LVo2rNwZdRJ/lhRdeEP1jlmgRPrAkj7qjoqICt99+u+gx1dXVGDdunMfPtVotkxfATTfdhKioKNlxLO5wz0wn2yqynSbxuHxTL2JSHTIK2NnZidraWnrRdnR0oK2tDStWrIDZbKajfzfccAMeeughlJaWIjk5Ge+++67oOXMcx5SAwFfw9/PzQ3JyMtLS0jBy5EjExcXB5XLB19cXL7/8Mm/cBoHBYGASU7OaWhCiiImJEbR4lAutVoshQ4ZgzZo19PMh/hJ8/9yPITlV5AtKSL6//rVC6O7uxsmTJxEcHIx9+/Z55TGNRiN8fX1Fb3affvopVq9ejTfffJPpMfV6vWCpTohoiRkN3w2yvb2d6bpg3bGQcl5oaKigXlcshRW4zgYUmWlPSEiQZfTR2NgoKcR3B5mcEtKpAb0NT+SuTHx9fTFv3jwcO3bM441UKpWIjo5GfHw8QkNDERMT4xFnEBAQQFeMAwYMwJ///GcA/BpGItVxv5u7axjlguM4hIWFQaVSYc2aNdBoNPjxxx9RW1vL1OxgXSEajUbEx8fjhhtuQHp6OtLT0xEXFwez2QyFQgE/Pz+cOXOG3iDEiBRgr4VKeZW6w+FwiPrlskClUtG6YmhoKBQKBb799luqLCD/gN/CAYX+keuQ/HdISAgef/xxr06m6fV6mM1mr5YjiOuY2Mq0tbWVLgyk8uSBa7VLoc9b6Bp0uVwwm80ICgryeL+I2kIKZLXs3qNRKpWIiIigCx1SP3a5XHjsscegVCppmYSM95LnWrFiheBzXfeew2KxIDMzUxaZ1tTUYNSoUczHO51O2O12ZGVl4cyZM7zHEKlWRkaGaDKnr68vNaglI4HDhg2DUqnEkCFDsHPnTkoI7m+iw+GAUqmEwWDoNQpIiNHdi7Gtrc1raZFS0Ov1SE1Nxa5du2AymbBz5040NDRgyJAhTNsboQtZqVRi4MCBSE1NRWpqKoYOHQo/Pz9kZmYiICAAPj4+uHjxIqqqqlBdXY36+no4nU4sW7aMSf7DWssiN0+xGymBe7YU+cK4j32GhYX18tt0d2nvmw/vcDjgcrlgtVq9ZmgzYMAAAPDqZBrRaHqzm89xnOR8PnH5Hzx4sKhTG0FHR4dgjVNMHUB+1/f9IivJyMhIBAQEICoqyuNzJqUxp9OJ3bt30x1gXzMYos8lN8mGhgaqzXVf7Eg1o6+bTLu7u5Gamior7re0tFR2Ljnp1ruTad8OpclkwrJly9DY2EhD/9ztxtyX++4rRjJzT1aH7ua0ra2tsNvtePrpp6FWq3lDBlnQ35x4dwwdOhQ33XQTIiIiaJMhMDAQLpcLR48e7RW90t7ezjTCR8hUrVZT4kxNTUVKSgrMZjPt3AYEBMBut+OHH37A5cuXcfXqVd4tq8FgYBo1lMptcofL5UJsbKykRM1oNGLevHmYP38+/cKQGzH5wpCySXNzM90dEEE7MSgmGDNmDBYvXsx0jiyIjIykY77emkwjWlNvkqnFYuG19uuL2tpaZjLVarWS4YCAp/eBn58fFi1aRD093C0EXS4Xdu7cSVf+xHCaDC0YjUY0NzcjOjoap06dwsWLF6HVaqHVanm/i7t378apU6fw5ZdfMrxLnrhuMm1tbZXstPdFR0cHXC4XBg8e3OuiioyMpHVG91gD8iZOnDgR48ePF+1QhoaGYsCAAejq6qJNs77TH+5lgNzcXKxcuRJFRUWC5YFbbrkFiYmJKCoqYn6NycnJmDVrFgYPHky3NzabDS0tLbh8+TIdU2Qh2VtvvRXTpk2DWq1GU1MT2tvbUV1djY6ODoSFhWHChAkeGVYk45vv8ZVKJZKSkqDRaJCRkUHTCUg9iAw/VFdXo7a2FjU1NRg0aBDmz58veaFJxS4TsNa8gN/MKqQIyOFwoLKyEocOHRL8wshBV1eXVxtGarWauh15C8T42t/f36vNNyHjcXdcuXIFEyZMEPw9MZ2OiYmhHggPPvggDbYjfQOyM+hbHiOfX2xsLDo6OmhjjawUly9fjr///e+82lV35OXloampSdR5DmBLWhXDdV8pdXV10Gg0vX4WFBRECZG46pAMGFJndLlcWLduHZRKpcd2mqwkyB2G4zjodDqEhobio48+oneXzs5Oj4vnscceQ0ZGBoqLiwVTTd0xbdo01NXVCV6EYWFhmDt3Lj777DMmH8qQkBCsXbsWSUlJaGpqwjfffIOTJ0/CYDBg9OjRGDlyJCZOnIhp06b1+juHw0FXTiQaJCAgAElJSfD19cUvv/yCf/3rf9v77uioqrX9ZyZtJr2XGwgBAkFCCT2AlCh6kSboDb3qReGqFEGFGCBAQJAlICAgohT16oUrArareEWkyFWK1EAIJSSB9EmmZJIpZ74/+O39nTNzyp7J8H3fWr88a7lcTM6cOVPOs9/9vs/7vP9w2Wp07NgRgwcPdrkOks8j8+n9/PyQnp6Onj17IjU1lWpBg4KC4O/vj8LCQty6dQu3b9/G7du3XfSeZGqAEli37+7kQpVG/xKYzWZYrVavGXUrDepzF1arFXa73asO/vz+/KCgIEWnKVYYDAaaBmlsbHRRmoSEhCAuLg6pqanIzs6mAQORUYoFOw6HA61atYLJZEJtbS1tda2pqUFWVhbWrFmDe/fuCe7FadOm4caNG6K+GkoDBwlYSbKp3gmyd0doaKiLTIdffNFoNJQct2zZIiBF/odIiJFvORYUFIS6ujp8/fXXlBzlrOcyMjIwadIk2UmlAPDpp58iNzeXqUNDrVYjOTlZ1lD6hRdeoEPylDBs2DCMGDECNTU1WLZsmUsh5MSJEzhx4oTg9UmkkpiYiPj4eMFkT6vVirt37+LixYv48ccfRV9TLsKz2+1o06YNHn30UWRkZECn09EKc3l5OfLz81FQUIDFixfjgw8+kM3jsaYNWOU/5LuOiopS7BVndf6pr69HYGCg4nGskJP6eAJCKN4mU1IEIk0VSpCyEeRL8IKCguBwOLBhwwZRpYnD4YDFYkFBQQE4jkNJSQnatGmDM2fO4Ny5c6isrHTZBW7btg3bt28XXeyGDh0Ki8XiEtTIfafuOEKxaJpZonE5KEqj+APVCCnyZ0kbDAY8+eST+PTTT1FSUoLKykom044XXngBCQkJLhNBpcBarSdf4ogRIxSlIoMHD4bdbsf58+clj0lISJAkMoKuXbtiwoQJCA0NxaFDh/D999/Lv5n/B/I+iAZUbBvy1FNPyeauSLTs/LmEh4fDbrdj7NixKCsrg0qlQl1dHU6fPo2LFy8KnLhY7Prk0gZ8VFdXM0dzHMchOjpakUxJO6oSTCaTV/0IyPsU83zwBI2NjbSq7y0QU2yz2YxBgwbRSQ3O/qrEkZ/sGuRsBIuKimgDwMGDB3H58mUXlUtWVhZ0Op3g3pgyZQqKiook9eMcxyEyMlKUTEmE7byblDNVYSVJ1uMMBkOTVBGyZConA+AjMzMTdrvdrTnsRUVFeOSRR5iPJ+NJkpKSFHNn33//PSZOnKh4zkGDBslW/gFAq9WK/jj8/f0xevRo9O3bFxqNBteuXcOKFSu8PoROSThOCDQqKgqVlZUICAjA0KFDMWjQILpLKCgowI4dOyRJiyUn6Zw2kAIr6fJfVwmsEYPBYPB6u6bD4UBERIRXyFSv10OtVktKhCIjI11mN5GWXlJ4EXPjt9lsdCw3MZ7mu0aRIltaWhrKy8vx1VdfKeZWJ0+ejJSUFOh0OlHdpdlsdnkfSjsDqdZnQJo06+vrJWsyJpOJ2V6PZTcgp4VlgVey6waDQdLdRQrXrl3D6NGj3XodYqyiRKYnT57E+PHj8fjjj0uOANFoNIiLi8POnTslzxMVFQWVSiV4PY1GgwkTJqB3794wm804ceIEDh069NAMTVh0oHa7HVFRUbRIRH78NpsN+fn5sjPnyXEsOSWO4xTJlE/uSgW2fv8AACAASURBVHpP1pzX/yaZ2u12hIeH4+7du24/NywsjM5uIsVUPz8/xMXFYdWqVYKmDb76wLkqTSZ+6vV6gWSHqA+2bt2K06dP4+bNmzh58qTk9ZBBlyxFKpPJBLvdLhsVOi+ESmRqtVo9Gi0jdU6DwcBU/DYYDIiPj1c8rqneCV4h08rKSqYuGj6KioqgUqmYcmYEtbW1zA7fly5dwuDBgyXJtHv37rBaraJWegQtW7YUkGRMTAxycnLg6+uL0tJS5OXlMV1LU2AwGGSJhAw0nDhxIjX+1ev12LlzJ2bMmMFsoMuycrO6mxMnKyUyZc15sTr/1NXVedXsRKPRwG63o1OnTi6my/wuNn6Lr/PET+I+RYqqpAh19epVgel0eXm5x1Z/JpMJFotFcdE1mUzM1WoyRlqKTC0WiwvJmUwmWQ9doraRej2pyFTqGvR6PVq3bi35egSsZiesxVMpeIVMi4uL0atXL7efZ7FY0LFjR+a5P2VlZUwrDABcuXIFnTt3lvz7jRs3aDukVHqitLSU3iAcxyEnJwf379/Ht99+i9mzZzPn0kjCn1RD+Q0BJCJxbk0kjwUFBSE6Ohrjx4+HWq2m//n6+iI8PBxJSUmUtDQaDfbt24cLFy4AePADZckVseYkWYeOubN9Z3ld1umWOp1OshjHl+k4F12UZjc9+uijlAj5xVS9Xo979+7BaDTScSVkS63T6UR3K88//zxatGghOULHE7A6R7F6gJJjye9PDL169cKvv/4qeEyO+AD50TJSkalctOttknRHricGr5DpjRs3kJmZ6fbziOCflUyLioqoiYYYSHdTUlISJkyYIFtVrqysRFFREaZMmSIZYRKtIlkofH196Qjo2tpaTJs2DVu2bHF5XnBwMFJTU5GamoqOHTsiKiqKOvBzHCdJpAT8f/v4+CAwMBDp6emC13A4HPD396fHHT9+HCdPnhTcwKwRHaskhDWR39jYyES6rDe32M0QGhqK+Ph4gfdBbGwsfHx8sHLlSgExOst0nEcgi7X3Eif+vLw8XL9+HR9//LHidbLAYDAwEYA7MJlMTIUtdxzyjUYj1Gq15PE+Pj4upj5yW3IAsr6rRqNRdAGWOyerCQ6r2YncGCAWeIVMr1+/Dh8fH9HxGXKoqKigLXbOUKvVVMQfHR2NiIgItGzZElqtFosWLYJWqxVYf/FXFJvNRj88OYf+vXv3YsmSJbLHlJWVoWfPntSijuDzzz/HrFmzEBwcDJvNhkGDBqF79+6IiIiARqPB9evX4e/vj8DAQFRUVCAgIADXrl1DaWkpjSTIFtC5n5v/fwB44403sHXrVprrUqlUeP7556n9oZQxA+vKzZrId6d6yrJ9NxqNSExMFGgYSdRIBgoGBwfTXOPmzZsFhReyfeb7HgAPTG/4c+ErKyvdck3igzV6ZgVrU4M7IO+bJTJllY6ZTCb4+PhIkqlYxKiUMzUajYiJiZF8PXe3+awmJqzHkfvI0+kKXiHThoYG2O12dOjQQVTewzcWIMQYHh6OmJgYREREIDc3V9AnLdU/29DQgBs3blAPTr6DUmVlJY38Zs+ejVatWiEgIACdOnWSJMrS0lIUFxdj+vTpWLVqlegxly9fxoABA1zGRF+4cAF1dXV466234Ofnh4aGBhQVFaGgoAA9e/akw8A4jsOPP/6IkydPetydQiqzJKpZtmwZtFotVqxYAb1ejxkzZiAoKMglSmbd3hgMBskfOR9KkSRp7yXdbU8//bSgg825H55EFRs3bpR0y6qqqqIL2t69e1FZWYmysjJJ1cS2bdvw008/eVQwEoMnIzrkwGod5w6IpE0p6nR3m+/n5yd5TjHyUyJTKas9QH6bT6Z2OLcvs2qfxcxOpEBalz35/XitV66+vh4TJ07EM8884zLsTIoYOY6Dr68v7ty5I2j7lOufVXxDvr7o3Lkzdu3ahVGjRinmWL/44gvMmTNH8u/Hjx/H0KFDRbt1Pv/8c7z44otYuXIlJewWLVogNTUV0dHRKCkpwe7du5ssqyE/tICAAOTk5MBsNmPRokV09STOVs5gFdDr9XqXQlVgYKBAphMREYH4+HiEhIRg6dKlAlcd5xwjIcb+/fvTqNFsNqO8vBwGg4F2vbRp0wa9evXC/PnzZa9PrVajZ8+eOHv2LJPcKiEhwWtkqtfrvdr+yWop6A5IFOntyDQgIEDyeE8iU7nct5TZCcdxsFgsCAgIcIkWySKiZILDKusD/lsZ879KplVVVYiNjcX169cF8o2KigpJYvT19cWWLVuwb98+r+kzx44di4aGBvz+++8YMmSI4hatoKCAFnTErrG6uhoWiwXJyckuIxr++OMP6PV6jBw5Etu3b0f37t0xefJkcByHU6dO4fDhw17xrzQajUhNTUVWVhZKSkqwdu1aQZQrNVuIv70JCQlBfHw8NYXhG09HRkZCo9GIbqNJtNjQ0ECF32VlZQKTEL5JDAD069cP7du3x+7du2Xfl0qlQkZGhuL7d+dmaGho8KodnZx1nCdoal5ODCTfqESmjY2NtKCqtCiZTCba4SgGKTKViiIBebWFXNRMtvpiW29WExzSaaj0+2nKVF+vkem9e/cQGhqKXbt2MT/HZrMpWuu5i759++K7774DoCwrAthu1HPnzqFPnz64fv26y9/279+P559/Hs888wz69u0LAPjss8+89n6ABzd0VlYWrly5gq1bt1LPTRI1JicnIzg4GPPnzxdIdoizDjGQ4GsYzWazwELwkUcewSeffELdssS6oQYNGoQxY8Zgx44dstfLWuggERULiFep0s1gMpm86o5fU1PTJLmMM4iZjLv1BTkYjUYkJCTIEhkBiU6l8uwEZBGV2+Y7L1oOhwMNDQ3QarWiwZGcU5jcb4Zcs5iEktUEh2/PKAdWuZ4YZMnUnUTszZs3PZJHiVnreYo///nPUKlU+PbbbwEoV7NJLpfjODz66KN0XnhZWZnAA+CXX35BRkYG/vGPf7ic49KlS2hoaMDAgQPR0NCATZs2yWpXneFMjGFhYS6O/KGhofDx8UGnTp0Ezjo2m42SY2lpKa2wEplOdXU1ZsyYgbVr1+L27duS1xAbG4sVK1Youu+wDh1jzTPW1dUxR2lWq5Upr2swGLzaUuqtQX1kLhe5oVmiJFaQz7uhoQGBgYGyZs2EtJTIlBwr9VlKbenJ41JkKvV9k8BKjHPkilCsJMnaIEJGu3sCWTJt3769om0VwdWrVz2yAauqqmIa2cqCQYMGCfrsjUYjwsPDsWzZMkErnrOw2mKxYODAgbBYLLBYLMjPz6dkqtFoMGfOHFy9etXlxx8dHY2XXnoJVqsVFRUVeP/99xEREYEePXrQdkC+0JsfMTrnGW02G40qqqqqaPGFbKelZjgpYerUqYpRIunvZ+m7Z4kkWUcBs7qlAw9+5Cw3Q21trdd+T8ADxQn/PfNNp0kxVcwASMylnaRNSFODt8mUb3oiBXflUcHBwaIEJ5V/JcQn5rBGnMKkOIK/KLC8FuCe2QlLYwqRbxGFCUmJkf/kxrTIkmm7du2YybS2tpZWcW/dusX0HAAoKSlB165dmY+XgkajQWRkJN599136mL+/PziOQ2lpKS18kOIHUQEoET8p9DhXytu3b4+ZM2eC4zhcunQJVquVzswiESNfsuMcMRLJDj9CmDJlClJTU7F8+fImfx4ELDkgkupISEiQjaqJrlBpwWStGrPM3SGor69nummqq6tltcjO4MvvyM7A2Y3f4XC4uKLxu5pIgc1kMlGXdmeTcT5BbNy40eO8nBgIQZLPXc560h0y5ds0skaLckUoslCHhoaKTqIg1+ZMxHKRKQtJkk62xMREDBkyRHZQpZjChK9LloMsmbq7wpvNZnTo0MEtMr1586aswSwrBgwYgMbGRkELY2hoKKqrq2X77+Uwbdo0xMTEYPHixQLyGDx4MEaOHAmVSoUffvgBAwcORFRUFEwmExYuXOjxe2Dt9HEH7nQtxcbGypIpuRmIqYoUSPFCKX8HPCCluLg4RTI1GAxMkUV5eTm0Wi2GDRtGdwZSY0qkiJG4tJNdwJNPPon9+/ejoKDAK6bTrN8JK0hEV15erriIKXUp8UHaVIOCglzylVKkqaQYIE5hYmSq1AVFVCt8m8qgoCCkpqbitddeE4y4djaDAUBrI4QYyXes1+tRU1MDnU6HHj16oGXLlh5N1JAl09jYWLdOptPpmHvnCfLz8+mWtyku4d26dUNZWZngsfDwcKbckBiysrKQkZGBLVu20HP4+PhgwoQJ6Ny5MxwOB7788ktkZWXBbDZj+fLlyM3NRdeuXWk7p7vQ6/Ve1yA2NDQwkZDFYmEq3JAtqhyZkkKEUv4OeEDQ0dHRigP49Ho900Tb+/fvQ6VS4fHHH6cRo9FoRElJiUdzfYAHkxaI07s3wNq+y4r6+npoNBqmXDVrCgZ4QIw2m030eLltvhyZ2u12wUISGRlJyTE0NBRPPvkkHnvsMTrDiSyAarUaY8aMoecguz9yv9hsNty7d89l90nIcurUqWjXrp3itIz4+HgXs3tWyJKpu76LZWVlSExMdOs5RqMR8+bNa/K4hdatW7tEDKGhoYoWe84gOdLWrVtj586ddL5NSEgIXnzxRURERKC+vh6nT5/GxIkTUVhYiI0bN9Lt/oQJEzwmU51O5/W56qxdSw0NDUyJfNa+e3JjK5GpxWJhOl9tbS1SU1MVjyM5zgULFigeywo56zhPwPqdsIJM8SRRpBzciUyNRiM4jmPazpOORa1Wi7S0NIFTFvE+0Gq18PHxwbRp0zBjxgyXnQExzq6urkZNTQ0KCwtRVVWFlJQUVFZW4uDBgy48MXHiRKSlpWHDhg2y74W184y1RVUMsneuu6OTjx07hvnz5yM7Oxu7du1iXsk9dcshyMjIoA0A7du3R0FBAYAHHSHO0aocBg4ciHHjxsFgMCAvL08gxP/b3/4G4EGO12q1YvTo0fjuu+9w+PBh+vy9e/di3bp16Natm6zhtBTkjDo8BWskwmqszLpFZc3NsVZPq6qqmG4GUkX25jjlps4Gcoa3u6rIOVnMToxGo+L3R7bTISEh0Gg06NevH9LS0lwKqVK5ZIvFgrZt2wpSJkSb3L9/f9y6dQsHDx50ma4xYsQIqNVqwT0FPAhwiCOaM1ht83Q6HdNxrI0uYpB9FsdxaNOmDQoLC5lOVlBQgLy8PDz33HNYtmwZbt26hY8++ohpdlJTMHjwYNy5cwfJycmCVSUgIMClDVQMYWFhmDt3LhISEnDkyBEcOHCA/q1Hjx6YNGkSOI7Dr7/+iq5du9JCl3PUazQacfHiRYwbN84jMq2urmaubrNCr9czS4pYI1iWtAErmdbX1zOdr7KykjliIHk5b5KpN0eNsH4n7oBEkWJkGhwcTBs2OnTogKSkJLz88suCiFHM44J4R2i1Wuj1etriS7bOjz/+OA4fPozLly+jvLycSTfbqVMnWK1W0RZvopd1hsFgkKzfsLZMs5JkU5yjZM9OzJhZyRR40O++cuVKJCcnY/r06cjLy0NBQQE++uijhzZLPikpCR9++CH++te/Cub2qNVqxbawUaNGYejQoaioqEBOTg5NtKtUKuqkDwA//fQThg4dCqPRiMWLF0u2iO7ZswfvvPMOevTo4bZ2ltz8nhotEISFhVHLv5iYGKYWwrq6OqYcOesWlTUiZo3SysvL3RL4x8TEeG2csrfNTvR6vdedo+x2O/r06QNfX1906dKFtnM7m8JYLBbU1dUhJCQERqORjrzme1xUV1fDZrMhLS0N48aNw6VLl7B//36X1xw4cCB0Op1bumqj0SiZPpRSgcg9h9URipUkyf3vyWh22avwpKBEcOfOHeTm5qJ9+/aYMmUK3nrrLVy9ehW7du3yWsQAAL1794bD4cDZs2cxc+ZMOjaDfClSbaoJCQmYM2cOQkND8cUXX7iYSE+YMAFt27aFRqPB3bt3kZmZifz8fGzbtk32eurr63Hx4kVkZWV51IjgcDgQFRVFV+7Q0FCqd3Mef81P0Is5tttsNoH7lBxqamqY2ibd6W5iFe6z5EzJIsmy0Hi7Wu6OQQgL9Hq9V7uqyDkjIiLgcDhw6tQp6m9RVlbm8f1mMBjg6+sr+d49+Zzl3PGlFla5TkbW9lxCkkppS/I3ltZlZ8iS6f3795kqqHIoKCjAkiVLkJaWhkmTJmHdunW4efMmTp06hfDwcMEYaGf5SnV1NXJzc2XPP2TIENy9e5dGX+RGCwsLkySR5ORkvP766yguLsbKlStdCLdnz55IT09HUFAQ7t69ixYtWuDw4cP46aefmN4ziU7T0tJoAYtvHBIREUGrl6RqSZoKOI7Dm2++6eLWbrfbYbFYBI5K5eXlAlE/0TTy30+nTp0we/ZsxWuuqqpidphiyR+ykm5dXR1z77vD4UBcXJzirLGmtASKwWAwyBJ+YGAg/vSnPyE2NhbR0dGCBU9sdhPQ9DqBM3Q6HWpra5GWluaSc/QUZAyM1PfI2kjBB/EwFoPUbsZgMEgSOtntKrXnssr6gP82O/Eqmd6+fVvWrZ4InknUxNoJ0rZtWyQlJVEDDaL5un//PhU819bWKhaPEhISkJSUhDVr1riQJxFbO4MQ6cWLF2lrJh8qlQrPPvsstFotqqqqEB0djZ07d+Ly5cuy18JHdHQ0rFYrZs2a5WIcQlY+vV6P+vp6GI1GFBcXC+b7kP9LubW7A9ZpoRUVFUzbpbq6OmaPVBZlR01NDbO2lmhhlciUtdtFDHy7SNL9kpiYiMjISCxcuJASJN8uEnD1ViXfLflN87fRfn5+yMnJ8ej6pEAKS96MoI1GIzQajeQ5PVElyBWCpBZgJY8Noh+VstokIOkfJTL11OxE9u5JT0+HRqMR+I062+opdYJ4outjxZw5c1BUVESLT3zyJCYfYs+5fv26KJECDzqbSKHD398f77zzDrMigLSXJiQkwOFw4MKFC/jhhx8E/putWrXCokWLPBIFewKlFj6CsrIyJtJlrZ6ybo1Zc17Ag20lq+9qSEiIYFQJaQckCz5JkfCLL2I+uqST7e7du7Db7SguLqbEWF5ejrKyMrfaewHQdExTtdV8GI1GxMfHM8ueWEDmVcmNGnFXPim3A5IT7Ws0GsnPi2iflciUVdbnaZpI0eiEeEgSYuT3iHvL9cYTzJs3D8HBwVi5ciUAuHxBYsnmPn36QKPR4L333pM8b1paGiWLsLAwTJo0CYcOHVIswg0ZMgTPPvss7t27hyVLlmDp0qU4d+6cSzdYcXExVCoVUwulN0Ai28jISFlVBSH78PBw2UKhO2YnLDe2c++7FAIDA2GxWJCSkoLMzExRYiTbaX9/fyrbIVMLnCd+8ndCZBfQFB9dd0DOHxERwTxMUglERG+xWKDVahVbH1khVyD0ZDSyXCHIYrFApVLBz88PVquVPu5wOOh1iN0zrDpgVrMTT9UbsmS6evVqt0/4sKFWq7FgwQK0bNkSGzZsoCRAdG8EPj4+LpHpiBEjcPXqVdmbpVWrVtDpdLhx4wby8/MxdOhQLFiwAA0NDTh79iwOHjzoktCfNm0aMjIycODAARw5cgTAg9VSLBdIIvl27dp51aZPDmR7oyRRs9vtiI+PVyRTFvKT6pBxHkdDboLXXntNQIh8MxgSLRJRd5s2bQS549raWhQXF9N++E6dOiE5ORnZ2dlei/y8DSLf8haZOpudeItM9Xo9wsPDRaNCT7xeibmNktkJKSTzH5cKQFh1wKyaZtbR4s7wbrvNQ0avXr0wadIkOBwOlJWVCVZMPz8/wZfj6+srIFOy3du8ebPsa6jVahQVFaGqqgpnzpzBmTNnoNFoMGzYMPTt2xePPvooysvL8e9//xsnTpzAwoUL0apVK2zatAn5+fn0PHa7XTK3aDKZ0Lp16/8xMiUtmyzHxcbGynaNkbQBAd9dh++UFRERgbi4OKxZs0Y0b86fuuBwOODj44P79+/DYDDAYDDQyQtkN9TQ0IC5c+ciICCAGspIISgoCO3bt/cakUZFRSEvL4+pkMcK1i0nK0hahfzfW9puo9GIxsZG0aiwurrabVUC2c1K7ZSkyFSuCMWqfXZH1udJ7vn/NJmq1Wq0a9cOPXv2RI8ePaDVanHmzBncu3cPAwYMEPRzk60dgXP0NHbsWDp1Ug4cx7msmg0NDThw4AAOHDiAxMREjBkzBuPGjcPYsWPBcRyWL1/ucl6pyBR4kISXGiT4MOCOl2Pbtm1hNpsFMix+50tAQAAcDge2bt0qsBDku+uQ3Lm/vz+V6ZDUUHl5ucvOYMuWLfjuu+8U23BZlQRNaQkUg06n83qOk/U7YQWJSKuqqhSJwNlDl6RMSOGY76KkVquh1+tFPVA99Xq12+2IjY0VJVNPilCskSRr6slgMHhkMP5/gkxDQ0PRsWNHpKSkIDY2FvHx8QgMDKTz6gHg1q1b2LJlC7RaLXJycpCbmyvYyvTr10/QB+4cmXbs2BGfffaZ4rUQw2KpFay0tBRbtmzBvHnzkJKSAj8/P/Tq1QvffPON4DhidCuGsrIySXkIH2TULqkgp6am0mmeJpMJpaWlOHbsmGhRj3/DqFQqpKenIy4uzoUY/f39BYqDPn36oHv37lSGRSwE+fObRo4ciX/+8584d+6cbEpg27ZtOHnypKKom9Xgl1VJwJqKYAX5DbLIaljhbfkWSatERERg2LBhGDJkiAsxinno8gcYmkwmVFRUwGAw0MJxly5d6CQHZ7Dmu50ht1PyRLjPOl1XSeJG4I5cj4//UTKNiopCWloaWrduTeUmxFrLarXS/MytW7fw888/4/r169BoNMjLy8O+fftoOG8ymQQdSJmZmUhJSRHkeBsbG+mWMjIyEj4+Pjhx4oTiNZaUlCAlJUU2chw+fDhSU1ORl5eHtm3bYsKECWjTpo0ghWC1Wl2q3kR2Q1oo09PTBbKyoKAgwX/+/v4wmUwwmUyor69H69at6Q89KioKXbp0wZgxY2AymeBwOERvGDK3yt/fHyqVihIj2UYTZ52Kigq8/PLLaGxsFHjCimHo0KEwm82KHW0kAlEi08bGRqYCAmt/dUVFhdfnLLG4ZbkDb5udcBxHhftWq5XuBm7fvk2n+JKdmTuFz5iYGLRs2VKU4DztFmpsbJQkU6kttl6vlyRMpYkaBKyLcW1trUdNFQ+FTBMSEvDII4+gTZs2SEhIQEREBJ1P09jYCL1ej/Lycly8eBHXrl3DrVu36Oq/adMmnDx5kuYTR48ejdraWtoWKrYNGDNmDH788UfBTXvjxg34+fkhLCyM/njCwsIUZSz5+fkYNGgQgoKC0KpVKxdNY/v27TFixAh89tlnKC0tRWlpKYqKirBgwQJs3ryZ5oQCAgIQHR2NXr16Qa1Wu/gqchyHfv36UZnNnTt3YDQaqT7RZDK5RJyZmZkYO3YsDh8+TBeGqKgo9O/fHzabDTqdjt4w/Pc5d+5caDQarF27Vva9s26XrFYr0xaVVWLCqgtl3b6zTq10B+7kOENDQxEXF+cyvJCvvw4MDHTJCzYVVqsVZ8+ehcViwaFDh7xyzvr6eknnKNJdFxcXpyhL4sNsNktG5VLbfKPRKNmf7w5JPkyzkyaRaatWrdChQwckJycjISEB4eHh9E01NDRQ4f1vv/2Ga9euKYqtgQe5Tj4RVFRUCEJuk8nkIi0ym80uHxIh7JycHHz88cfQ6/UYPXo09uzZI/v6xcXFMJvN0Ov1WLx4MSorK6kHYnBwMF555RWcPXtWMCOqqKgIr776Kvr374+goCAqzrdaraitraWibb1eD47jEBkZidWrV2Pr1q2KnwcfR48eRWBgICZNmkTJtLq6WrHjhUQsSjAYDEw6TtYtKmuV1WQyMUVp7mzfWadWskCj0cBmsyE8PBxdu3ZFly5dqFM76dpz3hU4i/hNJhPq6upQVFREFQcPy+zEm1pTkjqTysOWlpa6vQuQ+77JpFVnyOVMm2p2wtcjR0dHo0WLFvD19cW8efPo90tUJnPnzpU8v9tk2qlTJ4wZM4Zug81mM3Q6HUpKSvDLL78gPz+/SSa6JOFN8PPPP+OZZ55BYmIiSktL4XA4kJ+fj06dOuHUqVMAgGvXriEtLc3lXKtWrcIrr7yCWbNmQa1WIyMjAxkZGaiqqsL+/fslR7J8+eWXmDJlCkwmE8LCwjBv3jxs3LgRixcvRm1trahzv81mw7Fjx5jeY1Ocob755huMHDnSraiLNQdkMBiYVnjWCJY14mQlcWclgRykplYGBwfTiJGvPhDzOuDnkh0OB4KCgpCWlobU1FSaaiotLaW7i4qKCpSXlzP1wmu1WvTu3ZvpvbDCZDJJOkd5ivr6epq7F0NeXp7b55TLXRqNRlE/EDkydSbJkJAQl51BcHAwTfetXbtWoDABINAjNzY2AniQGqurq0NJSQntypQDE5mq1WqMGjUKAwcOhFarRWFhIdavX6/oju4p+BVTi8UCnU6HIUOG0Kjy8uXL6Ny5MyXTo0ePok+fPi79uRaLBe+88w6AB1v8VatW4bfffkNYWBhmz56NiooKfPjhhy7OUleuXMG5c+eQlpYGPz8/pKSkYOPGjfDx8cEbb7zR5PeXnJzcJGE4aZ9jifQB9lwja66IlUxZI069Xs9kqMP3XVBK1zgXtTZv3kxTBCxeB3yCNBgMWLRoEeLi4rBp0ybF62SBO220rDAajVCpVF4nUx8fH6+eU27ooXMBihRSk5KSEBsbi6ysLLr4EQtBMiKHrzARG0VDPp///Oc/giaNyspKF5XG9u3bsXPnToELnRJkyTQ0NBTjx49Heno6rFYrfv31Vxw4cOChdj5xHIf4+HhBdHvp0iWkp6fTf1+5cgVZWVlUqkLyjTk5OVi9erVodbuurg7/+te/8NRTT2Hu3LkIDQ3FzJkzkZ2djZs3b+KDDz4QrDz79+9HTGIDPgAACZBJREFUYGAg2rdvT/O8CQkJmDlzJt5//336Gr6+vvTzYXXYT05OVnSglwOphrKSqdy8cj7q6uqYjpNz/uGDfGYs18dKLBzHITY2VpFMnVMMa9asgU6n8ziHqtPp3B7jIwdvjZDmw2QyyUaRnp7Tz8/PK2QaGBiImJgYaLVaBAcHY+zYsS6SLOLG7yy9I8FHjx496OJXXV1Nx5SMHDkS69evx71792R3Btu3b8fPP/+sSJIcxyEmJsZ7ZPr222+jtrYWn376KU6ePMl80qagtrYWXbp0EZgrHzlyBAMHDqRbW71ej6qqKrRt25ZGxytWrEB2djays7Oxbt06Ub/Rr7/+GpmZmXjuueewY8cOrF27FsnJyXj++efx1ltv4fz589i9ezcVku/evRtDhgzB8OHDERAQgKqqKiQlJWH9+vWorKxEWFgYzaeRTp2amhpcvHgRhw4dkvQhiIiIaBKZGo1GDB8+3EX036FDByQkJFDtIDGdYb0RWHOScs4/nhxXU1PDXD0l23elXZGz6bQ7BRIxVFdXo3Xr1k06Bx/u+LOywmg0UnLyFurr6+Hv7+9yzqakS+x2O9RqNbp16+Yy2K6xsRF9+/bFu+++K5jeq1Kp8N5770l2tY0cORI6nU4xxUI6z5RI0pOmClkyXbNmjdcMdllx+/ZtpKSkCB4jBimPPfYYvv76awDAuXPnMHjwYHpT6fV6ZGdnY8SIEXj11VexevVqQX8vwd69ezFr1ixERUXRKvqSJUvQrVs3TJo0CRs3bsT169dx//59WCwWGI1G7NixA/3790eHDh3gcDhoDuX48eP4/fffaZSUkpKCAQMGoHfv3sjMzERRURG2bdvmkmsRG53rDtatW4dly5Zh6dKlyMvLoz+u5557Dv7+/oJBcsT8NzMzU/G8VVVVTMUE1nk6rOmFyspK5uopq6MPq/aQFc6F0KaCSKw8MSGWgtFoRExMjNuRaUhICLUPJIYwfPc3Pz8/JCYmYvPmzS6euXa7nbq/8TXJ/A42YnJEApzk5GS88cYbWLx4scu1BAQEYPDgwbh586bgcTLnKjAwUJQwiQxPSbrmjtmJu00Vsr/gh0mkarUaLVq0QH19vaAT4ueff8aCBQtcfmQ3btxAjx49KJkePXoU8+fPx0svvUSr9RzH4fDhw4iNjcWoUaPwxRdfuLzuhQsXUF5ejpkzZ2LNmjX08fPnz+P8+fMYMGAABgwYgG7dusHHxwd+fn7QarWw2WwoLS2Fj48PQkJCqJUXP+VRWFhIDVFSUlIwefJkrF69Gt98841A1B8YGCjp1M+CmpoaLFu2DMuXL8fSpUuxYsUKcByH119/XfI5mZmZiIyMlF2RWZ3+WbeorBFnRUUFc2GJtb+aNRXBinv37nl1W+6prEgOpH+d4zgMGDAAISEhLmbifFtMMWLk55GJGUxsbCxUKhX27NlDpXdNkZzJfd9EHy7mT0o6mMTIlJUkWWV9njRVeFVn6u/vTyUG/Da1kJAQBAcHU29EMrrV4XBApVKB4zicPXsWH374IQoLC2Gz2TBw4ECBGfPRo0fxyiuv0H83NjZi3bp1GD58OJYsWYI9e/ZQz9HPP/8cS5cuxdmzZ0UXhL179+L1118XbQ88fvw4jh8/LnhMrVajX79+eOKJJxAbG4uCggIkJCSgZ8+e6NatGz755BNcvXpV8JzCwkLk5ubiiSeewJgxY/DYY4/h5MmTuHTpktuD/sRQW1uLJUuWYMWKFZRYlRzEWXJAzk7/YmAdAcHaIUNuTBYnLVaxe11dnccje8VQUlLyUBoB5Hw4yRhkEjHKESPxPbDb7XA4HBg7dqyLLWZpaamgWYNEjErEuGLFCkRHR+P8+fO0CaQpUBp6SLqdnE1giKC/vLzc5TkWi4VZrsdqduJuU4UsmSYlJVFi5OdESBVNqk2NhP58o9y4uDhwHIevv/4axcXFKCoqotFPjx49MH36dOTm5iI3NxeFhYXo37+/gEyJ29OCBQuwYcMGupIePnwYhYWFyMrKomRqNBqxb98+TJ06FatXr3bZRhFbvJiYGNEvxhkcx+HEiRM4ceIEMjIy8OyzzyIkJARWqxV37tzB1KlT8dNPP+GHH35wee6RI0dw7NgxjB8/Hv3798eQIUOgUqncGrg3bdo0REVFYf369YLH9Xo9JdQ1a9Zg165dArMVPlhXbuIyLkemrB1G7kiZOI5DXFycIpmy+qR6u1pOfquxsbGK/g7OIE5ZzsQIAOPHj8fo0aNdhtqJ+QU3NjZS+0DiF0ymLBBf2KlTp8Jms+GTTz5hLlAqgfTmh4SEeG2OGykkipEpMTVxJlO57551x2I2m5mVKO7mnmXJdPHixbR/12Kx0CpaVVUVlZDwcyJSH/SCBQvgcDiQnZ0tugqePXuWTjbNzs7GF198gXnz5rlsN9esWYPXXnsN69atw/r16+kNX1hYiOjoaEGkeebMGfTq1QtPPfUUvvrqK5fXdDgcHt1sp0+fxm+//UaH7SUkJMBkMqFv374ICQkRTS1YLBbs3buX/vvtt992yzDj6NGjWLx4MdLT0/HHH38I/mYwGPDmm29i5syZmDNnDqqrq3H06FEcO3ZMsIiwdiMRcbocyHeopHUl351SeoG8bnR0tGJhyWg0MpnEPIxquc1mQ2JiIpWmEQ0jiRj5FWk5w2lCjHa7HX5+figoKBAYqZNWUHfz6iRqLSkp8WpFnxjMeJNMSXuus98veT0xwpMbhcO6Y2ElSaPRyDQpgg9ZMvWG5djUqVPRtm1b0VlLfBgMBqxYsQK5ubmYMmUKzGYzxo0bJ+hYKi0txcKFCzFnzhzk5ORg3759OHr0KCwWC27fvo2+ffsKVAd///vfkZOTg/Pnz7uMfHY4HB4XFDiOw4EDB3D48GF07twZkyZNgtlsxiOPPILRo0fj4MGDss/38/Nzy5397t27+O233zB9+nTMmzfP5e/19fV49913ER4ejsmTJ+Ppp5/GX/7yF+h0Oty+fRvnzp1jtilj3S6RyEIpr06OUyJTi8XCbELBohCQSzG0adNG4L7v7IxFHMh++OEHfP/99/R5VqsVL774IgAhMfINp/nFF+KUJWU4PWvWLERHR+Ojjz5SfD8sIGTD6o7ECoPBAKvV6tWCntziLkWmctZ47jhCseTS6+rqXArhSlABUB5d2YxmNKMZzZCFdzPqzWhGM5rx/ymaybQZzWhGM7yAZjJtRjOa0QwvoJlMm9GMZjTDC2gm02Y0oxnN8AKaybQZzWhGM7yA/wI4j2Uh67bRPgAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -244,8 +235,9 @@ } ], "source": [ - "route_by_length = nx.shortest_path(G_proj, source=origin, target=destination, weight='length')\n", - "fig, ax = ox.plot_graph_route(G_proj, route_by_length, bbox=bbox, node_size=0)" + "route_by_length = nx.shortest_path(G, source=origin, target=destination, weight='length')\n", + "fig, ax = ox.plot_graph_route(G, route_by_length, bbox=bbox,\n", + " route_linewidth=6, node_size=0, bgcolor='k')" ] }, { @@ -257,14 +249,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -272,8 +264,9 @@ } ], "source": [ - "route_by_impedance = nx.shortest_path(G_proj, source=origin, target=destination, weight='impedance')\n", - "fig, ax = ox.plot_graph_route(G_proj, route_by_impedance, bbox=bbox, node_size=0)" + "route_by_impedance = nx.shortest_path(G, source=origin, target=destination, weight='impedance')\n", + "fig, ax = ox.plot_graph_route(G, route_by_impedance, bbox=bbox,\n", + " route_linewidth=6, node_size=0, bgcolor='k')" ] }, { @@ -285,35 +278,35 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def print_route_stats(route):\n", - " route_grades = ox.get_route_edge_attributes(G_proj, route, 'grade_abs')\n", + " route_grades = ox.utils_graph.get_route_edge_attributes(G, route, 'grade_abs')\n", " msg = 'The average grade is {:.1f}% and the max is {:.1f}%'\n", " print(msg.format(np.mean(route_grades)*100, np.max(route_grades)*100))\n", "\n", - " route_rises = ox.get_route_edge_attributes(G_proj, route, 'rise')\n", + " route_rises = ox.utils_graph.get_route_edge_attributes(G, route, 'rise')\n", " ascent = np.sum([rise for rise in route_rises if rise >= 0])\n", " descent = np.sum([rise for rise in route_rises if rise < 0])\n", " msg = 'Total elevation change is {:.0f} meters: a {:.0f} meter ascent and a {:.0f} meter descent'\n", " print(msg.format(np.sum(route_rises), ascent, abs(descent)))\n", "\n", - " route_lengths = ox.get_route_edge_attributes(G_proj, route, 'length')\n", + " route_lengths = ox.utils_graph.get_route_edge_attributes(G, route, 'length')\n", " print('Total trip distance: {:,.0f} meters'.format(np.sum(route_lengths)))" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The average grade is 5.0% and the max is 13.0%\n", + "The average grade is 4.7% and the max is 13.0%\n", "Total elevation change is 31 meters: a 69 meter ascent and a 38 meter descent\n", "Total trip distance: 1,908 meters\n" ] @@ -326,16 +319,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The average grade is 2.0% and the max is 5.7%\n", - "Total elevation change is 31 meters: a 44 meter ascent and a 13 meter descent\n", - "Total trip distance: 3,168 meters\n" + "The average grade is 2.1% and the max is 5.7%\n", + "Total elevation change is 31 meters: a 42 meter ascent and a 12 meter descent\n", + "Total trip distance: 2,748 meters\n" ] } ], @@ -348,7 +341,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "So, we decreased the average slope along the route from a 5% grade to a 2% grade. The total elevation change is obviously the same with either route, but using our impedance function we decrease the total ascent from 69 meters to 44 meters (but the trip distance increases from 1.9 km to 3.2 km)." + "So, we decreased the average slope along the route from a 5% grade to a 2% grade. The total elevation change is obviously the same with either route, but using our impedance function we decrease the total ascent from 69 meters to 42 meters (but the trip distance increases from 1.9 km to 2.7 km)." ] }, { @@ -375,7 +368,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/13-isolines-isochrones.ipynb b/notebooks/13-isolines-isochrones.ipynb index 7d28123..4131eef 100644 --- a/notebooks/13-isolines-isochrones.ipynb +++ b/notebooks/13-isolines-isochrones.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -115,7 +115,7 @@ "outputs": [], "source": [ "# get one color for each isochrone\n", - "iso_colors = ox.get_colors(n=len(trip_times), cmap='Reds', start=0.3, return_hex=True)" + "iso_colors = ox.plot.get_colors(n=len(trip_times), cmap='plasma', start=0, return_hex=True)" ] }, { @@ -125,9 +125,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -142,8 +142,9 @@ " for node in subgraph.nodes():\n", " node_colors[node] = color\n", "nc = [node_colors[node] if node in node_colors else 'none' for node in G.nodes()]\n", - "ns = [20 if node in node_colors else 0 for node in G.nodes()]\n", - "fig, ax = ox.plot_graph(G, fig_height=8, node_color=nc, node_size=ns, node_alpha=0.8, node_zorder=2)" + "ns = [15 if node in node_colors else 0 for node in G.nodes()]\n", + "fig, ax = ox.plot_graph(G, node_color=nc, node_size=ns, node_alpha=0.8, node_zorder=2,\n", + " bgcolor='k', edge_linewidth=0.2, edge_color='#999999')" ] }, { @@ -177,9 +178,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -188,7 +189,8 @@ ], "source": [ "# plot the network then add isochrones as colored descartes polygon patches\n", - "fig, ax = ox.plot_graph(G, fig_height=8, show=False, close=False, edge_color='k', edge_alpha=0.2, node_color='none')\n", + "fig, ax = ox.plot_graph(G, show=False, close=False, edge_color='#999999', edge_alpha=0.2,\n", + " node_size=0, bgcolor='k')\n", "for polygon, fc in zip(isochrone_polys, iso_colors):\n", " patch = PolygonPatch(polygon, fc=fc, ec='none', alpha=0.6, zorder=-1)\n", " ax.add_patch(patch)\n", @@ -199,9 +201,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Or, plot isochrones as buffers to get more faithful isochrones than convex hulls can offer\n", - "\n", - "In the style of http://kuanbutts.com/2017/12/16/osmnx-isochrones/ with a lookup for link shapes" + "## Or, plot isochrones as buffers to get more faithful isochrones than convex hulls can offer" ] }, { @@ -211,9 +211,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFUCAYAAADYlmA2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy915Yj53X+/aBQAAqFQg6FnNFxpoekaGksL+sCfFXfJfkC5ANba1miZIvDzjkAjZxzqvAd9Hq3UN1NchRn+Hf9zqYboYAm3107PM+2ANBhYmJiYmLyEXCf+gJMTExMTH46mEHDxMTExOSjMYOGiYmJiclHYwYNExMTE5OPxgwaJiYmJiYfjRk0TExMTEw+GjNomJiYmJh8NGbQMDExMTH5aMygYWJiYmLy0ZhBw8TExMTkozGDhomJiYnJR2MGDROTvyOZTAY8z3/qyzAx+ZthBg0Tk78THMehUCjg3/7t31AqlcBxH/e/m91uRz6fx87Ozt/5Ck1M/nwsMF1uTUz+rqRSKezv78NiseDo6AiPj48/+Pi3b99iMBig2+1iNpv9g67SxOTjMIOGick/AI7j8P79e8TjcQwGA/z3f//3qwFBkiRks1kcHx//Wa+tadrf8nJNTL4XK4D/71NfhInJ/4vwPE+Hua7rsFqtKJfL6Pf7SKVScLlc6Pf7hudIkgRBENDtdj/6fXZ2dsBxHKbTqeHniUQCkiRhMplAEARomgZdN+8RTf46zA6dicnfCJ7nEQwGEQgE4HK5MJ/PcXJyQr9fLpdwOBy4v79HpVLBmzdv4PF4MBqN6DFWqxWKonz0e2azWaiqilarBZ7nkUwmIQgCFEWBLMu4uLiAJEnY29tDq9XC/f393/Ijm/wfxAwaJiZ/JTzPIx6PIxwOo9/vo9lsYjAYvCgZbZaRNE3DYrGAzWZ78VqbQUOSJAQCAdRqtRfBhOM4JJNJfPjwATzPY39/H8PhEI1GAzabDZqmIZPJwO124+zsDM1m8+/0DZj8X8IMGiYmfwWJRALRaBTdbhdHR0dYrVbf+1ifz4dqtUr/djqdL0pKz4NGKBRCKBRCMBjEw8MDer0e/U7TNFxcXGB7extOpxPlchnlcpl+3263wXEcEokEZFlGt9v9s7IYE5PXMIOGicmPIIoiJEnCcrnEcDikn/M8j1gshsPDQ0Ow4HkeXq8Xuq5jvV5jvV5DEATYbDYMBgMAT1mCzWbDYrEwvBfP84bXstlsuL+/x3K5RD6fRzAYxN3dHR3+7XYb/X4f29vb8Pl86PV6mEwm8Hq9sFqt6PV6qFQqsFgs2N7extnZmdk0N/mrMIOGickrCIIAv98Pn8+HbDYLjuNgsVgwHo/xhz/8AbPZDIqiwGazQZIk9Ho9SJKERCKBeDxOGYXNZqNew8PDA72+pmmw2WwQRdEwReVwOJBKpdBut7FarWC1WrFerzEej3F0dIRUKoW3b98asg5FUXBycoJgMIhSqYT5fA6Px4PZbEaPKZfLyGQy9FwWvExM/lzM6SkTk2eIoohf/epXWK1WaDabuLi4wPn5OR4fHxGJRFAoFNDpdJDNZmG32yHLMnw+H4LBIHq9HnieR6VSQa1WQ7vdRrPZBMdxSKVSFDhyuRxCoRDy+Tzq9TrW6zUAIBKJYD6fw2azYTQaIRQKYTqdYrFYQNd1DIdDTKdTZLNZuN1ujEYjyhzm8zk6nQ48Hg9yuRwuLi4M5a/hcAhVVfGzn/0MwWAQoijS80xMPhYzaJiYPENVVSyXS/h8PiohLZdLrNdr1Ot1pFIplEollMtlnJ+fg+M4OJ1OfPfdd5hMJlgsFsjlchgMBlRGGg6HyGaziEQi8Hg80HUd3333HSKRCDKZDB4fH6FpGmKxGOr1OhKJBHw+H+LxOCwWC7rdLo3LrlYrtNttuN1uZDIZLBYLKnNpmoZer4d2u41UKgWHw4HxeAxd1+HxeJDP51GpVHB/fw9d1xGPx2G32w0TXCYmP4QZNExMnqHrOkajEWUI6XSa7vw1TcN4PEYqlcLl5SVWqxWm0yni8Tja7TZNRem6jnw+j+l0itVqBU3TUKvVUCqVIMsyfvvb30JVVTSbTRQKBfh8PtRqNcTjcZTLZXS7Xcznc1xfX0OSJGQyGVgsFsxmM+i6Dl3XMRgMMJvNkM1mIUkShsMhBRaWdYRCISQSCczncxQKBdzc3KDf72OxWGA6naLb7SKdToPjOEwmk0/8zZv8FDCDhonJ96DrOqbTKZWiZrMZZRyFQgGqqqLT6UDTNIiiCFEU6Y6dlZRKpRJWqxXm8zkURUG1WkU6nYbL5UKj0SCNxZs3b2CxWOB0OvH4+AhFUbBcLqFpGvr9PkajEYLBIPVXxuMxgCftR7vdht/vhyzL6HQ6dP0s61BVFe/evQPP85jNZkgmk2i1WvSYfr+PXC4HVVVN2xKTH8UMGiYmPwJrWu/t7cHv9yMWi8HhcMDlcuHu7g4AqM9gt9tpwmqxWGA4HKJQKEDTNEynUyiKgmaziXfv3mG9XqPf72O1WmE4HOKrr74Cz/O4ubl5cQ3r9Rq9Xo8yg/V6Tb0IXdfR7/eRzWYxGAyoP8KYzWaQJAmapiGdTuPh4cGQVaiqisFggFKphOFw+OL5JiabmEHDxOQjyOVy8Hg8+OMf/4hKpYLhcIhcLofHx0es12vKOmRZRiQSQb/fh6ZpWK/XGAwGyOfz1HtYLpeYTqd49+4d6vU6/Xs6ncLj8fygaltVVTgcDlitVso2WHPe4/FAFEUMh0ODHoPneSQSCXz48AG9Xo9U45sTVIqigOM4hMPhP8vCxOT/HmbQMDH5CAqFAsbjMSqVCoCnLCIcDiOfz2M4HGI+n0PTNHQ6HdjtdkMjXFEUTCYTlEol9Pt9KIqC0WgEt9uNfD6Ph4cH6qPY7XaEQiEIgkCWJNPpFKqq0rUwTcZqtYLH44Esy7i7u8Pl5SUAoFgsotvt0nOi0Sg0TUO328VisUCr1YIsywgGg+j3+9QHGY/HSKfThga+iclzzKBhYvIj+P1+vHnzBkdHR1Tz13UdtVoNkiTh7du3cDqdaDQaAEDTSrlcjnoKTLCXy+Xoca1WC8ViES6Xy2DxwaasLBYLJpMJYrEY2u02ACAYDMLhcOD6+hrRaBSFQgHfffcdjdZOp1PY7Xa4XC4oioLd3V1EIhEIgoB+v4/1eg1d19HpdODz+RCLxSgrAp68r1Kp1ItsxcSEYQYNE5MfgFmaOxwOzGYzaJpGvQRN09BoNNDpdBCLxSCKIt25T6dTWCwWZDIZKjvFYjG4XC4AoEmsfr+PL7/8EoIgIBaLIZvNIhqNguM4OBwONBoNuN1uCiqFQgH1eh3D4RC9Xg/BYPBFOUvXddKOtNttnJ+fk4HhZump3+9DFEWkUil0u12aDGOTX6PRyOxvmLzADBomJj9AOp1GIpHAf/zHf2C9XiMajSKRSMBqtWI6nULXdcznc1QqFQQCAYRCITqYnU4ncrkcBEGA3W5HtVqlJjgLCn6/n7KUu7s7dDodSJIEURTp8D8/P8dsNoPX64Xf76cgoes6/H4/NE0zTD0tl0sUCgVwHIerqysATyO4mUwGzWbTYI8+HA5Jhc4CBxsTLpVKmE6nWC6X/7gv3OSzxwwaJibfgyAI+PnPf47Ly0s0m03MZjO0220af02lUgZhHbvzDwQCcDgciMVi+Pbbb1GtVtHtdrFarbC9vY3b21soikLCu5OTE/R6PSiKgsVigVqtBpfLhXq9DpvNRk3vTCaDRqNhCBCLxQI7Ozvo9XqGrGC5XMLpdNJora7r8Hq9hkyJ8VrgmM/nmE6nKJVKGI/HP2jEaPJ/CzNomJh8D3t7e8jlcqhWq1itVnRwsvHX2WyGXC5nmGTqdrsIh8MoFAr43//9X8NdOhuVfXx8xGQywWAwoGxlE9YPsVgs+P3vfw+r1Yrd3V3Y7XbKHERRxNbWFmRZht1uhyRJhr7IbDZDNBo1jOZaLBaEQiGDloMxHA5ht9uRTqcpcCyXSxIFmqUqE4YZNExMXsHr9eLt27f4/e9/j9VqhWQyiXg8TuUb4OluvtPpIJPJGKw4+v0+eJ5HIBBAr9eDrus0UXV5efnCZTYUCgEAHcpOpxM+nw9nZ2dYrVa0eS8SiWC1WsHv9yOTyaBer+P6+hrlchnBYBC6rr/IQlhJiv07Ho9Tz+U5bHprM3AsFgtYLBZEIhFzFNcEgBk0TExe5euvv8Z0OsXp6SnG4zGJ53ieRzQaNdiDdLtdZDIZOox1XUe324XX60UsFgMAbG1toVarGTyeBEHA1tYWAoEAJElCp9OBIAjY2dlBuVw22LDLsozlcknZzu3treG1NE1DJBIxZBHMP8tut2MymZDhYS6Xg8vlwng8fhHARqMReJ5HJpOhwKEoCmKxGE19mfzfhvvUF2Bi8rkRj8fh8/lwenpKP8tkMri/v8fx8TGq1Sq2t7cRCAQAPAnjrq6usLe3B1mW6Tk3NzfgeR6lUgkXFxeo1+v0u0Qigf39fXS7Xdze3kLXdQiCgN3dXTw+PtLhb7fbsbOzQxv+XC4XBoPBix5Dv9+nyaxNHh4eEI/HwfNPWxAWiwUODw+xXq/x/v17JBIJcJzxGGA9mL29PcOecxMTwMw0TP4fge3Ffk4kEkE6nUY8HofH44HVaoXL5aKlSq8diO/evUOv1yMbcyagu7m5oWmp4XBItht+vx+5XA7dbhd+v59KVaFQCD6fz6Dv4Hkee3t7sNlsuLi4wGg0onJUJBIhO3UAcLvd2NnZQb/fx/X1NZWZ0uk0nE6nQdHNJq2YLoShKAqSySScTift1tB1Haqqwu/3Q9d1JJNJKIpiKG2Nx2PKOHq9HsLhsJlpmAAwlzCZ/ITxeDwIh8Pw+XwAnu6ima8Sz/PY2tqCruuo1+tYrVZwuVzY2dmhSaZUKoXr62tDGQh4Oqw3FyZFo1HUajVDgJnNZiiXy3j//j0ajQYuLi4wm83A8zy2t7fxxRdfwGKx4OzszLCdjwUapixn1y3LMo6Pj2naKRQKIZPJ4ObmxhAc2u02ut0u3r59C4/HYyhRqar6YvMf8FSmCofDqFQqdC35fJ5GfJnFeiQSwfX1NT2fLZLa399/kY38tYiiiFwuB1EUsVwucXp6aooJfyKYmYbJT5JMJoNYLIbBYID7+3s8Pj4C+JNHVKlUwnq9xs3NDSaTCdbrNWazGcLhMM7Pz9Fut8na47l2IZfLod/v02HtdrvBcRzpIiwWC1arFWazGVwuF3q9Hvr9PgBQj8Pn84HjONTrdXptJuC7uLgwfBZFURAKhXB9fQ1d15FKpRCNRnFxcUFTWZvoug6O4+Dz+eh9gadAMxqNXgSNcDiMwWCAYDCITqdDOhMWuFarFVqtFnieR7FYpKkp4CnjsNlsCAaDhv3jz7Hb7QgEAuA47kfHcxOJBE2lXV9fw+l0wuPxmNsEfyKYQcPkJwdTMR8fH2M0GlE5ZjabodVqYXt7G5PJBKvVCtFoFOl0GuFwGH6/Hx6PB6qq0uHKAsLmNJHb7UYsFkO5XIbb7UY4HEYmkwHP87BYLIjH46TPGI1GKBQK9H4AyKbD5XIhHo+j1+tB0zQ4nU64XC4qP21it9sRjUbh9/shiiLOzs6wXC4hCAI8Hg8sFoth5FVRFCQSCUPJKBwOvwga7PrPz88RiUTg9XoRCoVwcXFhKGMBwGQywXg8fjFGvFwuDap0AJAkCfF4HIFAAJFIBKlUChaLBdFolHaPPIfjOGxtbUEQBJyenpLTLtsJ8jx4m3yemEHD5CcDx3Hw+/3IZrMYjUZUo99E13U4HA6MRiPc3d2h2Wyi0WhgMBhgsVjQocnumlnNv91u04E1nU6xvb1NvYN6vY7T01M0m030+33SZ7RaLcpgXhPB9ft92Gw2ZLNZDIdDGt1ly5o2GQwGiEQiCAaD+PDhA1l5sAVQzBaE2ZSwoLH5WqFQCOPx2KAN2dnZQaVSwWw2Q7/fRyKRgNfrxWKxgN1uh6qqhuCxWq1ojNjhcGA4HELTNCQSCTJbDAaDKBaLGI1G5NrLvKoeHx+RTCZfjPXa7XYUi0VomkaZFttiOBwO4fP5oKqquXr2J4AZNEw+e3ieRyqVQqFQgCAISCaTAEAq6ueoqopwOEx39LquQ9M0eh47nJbLJd1Fs53dXq8XDocDgiDA5/PBYrGg1WoZ9k+wDCAajaLX62GxWGA+n7+6j4KNtTKXXJ7nyYLkOaysJUkSUqkU5vM5Li4u0Ol00Gw2EQqFYLPZ6FqYAy4LVOFw2BA0RFE0eFNpmoZms4lEIoH1eg1RFJFIJBAKhbBarQwrY7vdLhKJBFmoK4qCfD4PRVGQzWZxdnaGXq8Hq9WKTCYDq9UKq9WKdDpNi6ZYkBEEAf/6r/+KRqNB01ylUokylEqlAo7j4Ha7DeU2k88TM2iYfLbY7XakUinkcjnM53Pc3NzQIdZutw3246znAIDWm7ISCRtlXa1WuLq6gqZpCAaDJFbr9XpoNBoG1fPNzQ1ub2+peW6z2QxlpcFgAI/HQ+UnttXvtcAxm80oqLDtea+tVmXLlLa3t9FsNskyffP3rC8BPGUWm95Q4XAYk8nEEDREUXyhAJ9Op5BlGQ8PD3h4eICiKHTws5IU2/qXSCTgdDpRq9XgdDrx9ddf4+rqCqvVCl6vF/l8Hjc3N6jVapSFMeFhNpuFruuwWCyQZRk8zyMej8Nms0HXdVitVvqeOp0O0um0WaL6CWAGDZPPDkEQkMlkyCH2+voavV4PmUwGLpcLl5eXmEwm0DQN+/v7kGUZsVgMXq+X7q6vr6+haRo4jsP+/j5arRbK5TKNzDLxGivN6LpOlhuTyQSKomC9XqPVasHr9eIXv/gFrq6uDKUfVn7K5/NwOBzQNA2j0YjKRpuwEk4ul0O73X410wCesqBer2e4U2dIkgS73U5luWg0Spv/gKfMY7lcQlVVRCIRxGIxhMNhKqMx5vM5ldSGwyFGoxGVpDZHeTcDRzgchtvtRqVSgdfrhdfrhSAIuL+/N/QvlsslrFYrfD4fyuUy/H4/fD4fGo0GyuUyKpUKZWg8z6NWqyEQCMDpdEJRlO/Nwkw+H8ygYfLZIIoiMpkMUqkUBoMBbm5uqFyxs7MDjuNwcXFBNXyXy0UivHK5jPV6jUQigfF4THfXqVQKmUwGd3d3dOCzO9l8Pg9JkuByuWC328FxHBRFod9LkoTt7W3aUdHpdF5kCOPxGKPRCA6HA8FgEKqqwuv1vtq3WK/XFFQ2m8rPYUHguZV5OBzGarWibCCdTlMgBJ7sR7766it4vV4oioJGo0HBdjwevzA01DQN0WiU9px3u12EQiEkk0nwPA9d17FYLNDr9fD111+j2Wzi6uoKzWYTrVYLnU6HrpVlhSwrcbvdkGUZo9EI4/EYiqJAkiQEAgEcHBzAarVCVVU0Gg0qZzUaDcRisR/8bkw+PWbQMPnkiKKIYrGIfD6PTqeDq6sr2jcBPOkEZrMZieuApybqP/3TP+Hu7g6tVosOOLvdjuVySQdrLpfD1dUVcrmcoWzEDAN1XQfP83C73QiFQkilUojFYsjn80gmk7i5uaE7f9ZQfs56vcZ4PMZ0OkU6ncZsNvvepu5isUAwGASAV1+LMZlMkM1mDcGHlXuCwSDy+TycTqdBT6JpGuLxOP7whz+g3W5jsVhgOp1C0zQUi0XY7XbalwE8lakymQy9BwscbKd4JBJBIpEAz/NYr9ewWCwQRfHV0dj9/X0sl0uEQiHMZjM0Gg3M53OIogiXy0WZ2Hq9xmq1As/zODk5IdsVt9tNHl2vTZeZfD6YQcPkk5LNZpFOp7FYLLBarchSgxEOhyEIAq6vr+lnqVQKkUgEp6enhjtl4KnOz2y9AdDBz3ZMbK4yZSpoNonVarVQq9UwHo+RTCZJz+Hz+RCPx3F5efmDArT1eg2fzwen02kwEHxeo18ul1S//yGCwSAFs2w2C0EQMJ/PMRgMSJC42a9g6187nY7hOpmlezAYpNIZuyaHw/FCI7FarTAYDGgAIJ/PYz6f4+zsDLFYDB6Px9Cw9nq98Hg8uLy8xHq9RjKZRKvVopIc07GMRiNMJhM0Gg14PB4aIABAE1qvjQKbfF6Y3lMmnwy3241AIIBvv/0Wt7e3cDqdLx7jcrkMim22iOjk5ATdbhe9Xo+mooCnQMB8moCng9xut6Pb7aJarWJ/fx/ZbBahUAiSJL2qdE4kErRDg12DqqoGZff3cXl5Sb2On/3sZ3j//j0EQTA8hmkpwuHwD77WYrGAJEno9Xo4OjrCb3/7W1xdXaHdbsNisby6HIkJDjcRBAGFQoHKcMVikX5XLpfh9XqRTqdfvYbJZIKjoyP625yfn8Nms6FUKgF4GoNOpVKkZO92uyQ8/CFWqxWsViv9OxgMknLf5PPGtBEx+WRwHEcrVFmmwPO84S6ZNbMZ6/XacNhUq1W8e/eOxkrn8zncbjf9nq1aXSwWaLVatEDJ7/fTaK2qqlgul1gsFuB5Hg6Hw2AuuFwuwfM87Hb7jx5qmqbh/v4e9/f34DgOsixja2sLx8fHhh7H4+Mjtre3MR6PvzcYzedz0k08x2azvbrfQlVVw/clyzKSySRqtRoqlQoymQzy+TweHx/puz85OUGhUMAXX3yBZrNp+OzAUyAaj8cIBoNot9u4vLxEsVjE/v4+rFYrJpMJBQ3gKRBls1mcn5+/+tmYYPHu7u57r9vk88UsT5l8MphCmjV7A4EAZrOZ4WBmC4bYxBDTFzC7b03TSJ+wXq/B8zx8Ph8dtDabDZIkUTlFURSMx2NDOYqNzLJJqKOjI8OBzPZQZDIZTCaTH+xFbKLrOiaTCeLxOPx+P9rtNtLpNEKhEBkMsuDFPssmfr8fLpfr1aARDAaxXq9fNOZFUYQkSXA4HEin03C5XLi4uMBgMMB6vabm9eYyJtbLGI1GiMfj1PvYxOVygeM46omsVisKGicnJ4ZrZzs4CoUCfD4fHA4H5vM5PSaTyWA0GlFJjOM4iKIIm832wgfM5PPDDBomnwymI2BBw+PxGJYcAU8HSigUMtzJbgYNnuepj6GqKgRBQDqdhiiKJNbzeDz0mt8nBlyv1zRl9VxgpmkaGo0GJEnC27dv4ff70Wg0ftQyXBAElEolaJoGh8OBUChEDrg+nw+3t7eoVCrweDzI5XIAnspBkUgEOzs71G9oNpsv6vwejwcOh+PFtc7nc2xvb9N3dn19/eIzD4dDyLIMURQNhzRrUr+23Y9954PBALIsI5fL4fDwEIvFghT6m4F2Mpmg2WxivV7D4/EYJsYkSUK1WoWu68hmsyiVSjS5ZvpPff6YQcPkk+FyuSAIAmURoiiSdQWD53kEg0E6cNgGvFAoBL/fj0gkQqtRQ6EQYrEYBEHA7e0tCe7YMiJZlsmHyufzwe12w+FwgOd5ZLNZzOdzPD4+QhAESJIEv9+PUCiEaDRKnkrL5RLRaBRWq/UHG9mCIGB/fx/tdhu3t7ekg1BVFf1+nwwTNU2jxnYikSCtxOXlJZkwyrL84hCXJAlbW1sQRRFOp5NMFFVVpVWvTLXucrkwm80MwaPf75MOZjOz83g8sNlsLyxaNE1DKpWCy+WC3+/H+fk5ptMphsMhCoUCIpEIFouFIQtjE239fh+xWIwCy2g0ItPFQqGAs7MzFAoFTKfTV61hTD4vzKBh8slgjVl2t2yz2eD1el9oE9iyI1mWUSwW8fj4iNPTUzQaDZq6Ojw8RKPRoPJTvV4nod5gMCArjlqtZhi9FUUR0WgUX331FQCQNxNrXi+XSwwGA4M4bTKZoFAoGCa6GGxp0c7ODhqNBhkKapqGer0Or9dLZRu73U4Bcr1eY7lcQpZlfPvtt3SQj0YjhMNhg30IAOqv1Go12Gw2hEIhvHnzhnaG39zc4Pr6Gu12Gzabjbyy2NSUpmmw2+0QBMEgzmOWIs/LU7quo1Qqwefz4Y9//KOhCe/3+/Hw8IBEIgEAL8R5rLfDPs/ma7I96f1+n0p4Jp83ZiPc5JNhsVgM46hOpxN+v5/+HYvFsL29jcViQZYTTLnNkGXZcNAkk0lYLBZ0Oh0sFotXy1HMoZYRiUQgSRKGwyF4nsfDwwOWy+X39i7m8zksFgsEQTC8DttJwYRxm5v/gKeDmud5HB8fo9/v4+DgAO12m96HNcUFQTC8993dHfb399FsNqkktlqtqNQ1Go1QrVZhs9lwfX1teK6iKKjX65RZPe8ZvCZAFEXR8DNJklAqlXB1dQWr1Yq3b99Sf6RWq5FQ8OLigrIrNsAQCATIRysQCBj2iAB/0qpMJhM4nU5wHGduCvzMMYOGySfDarUaDghJkgwHhyzLuLu7A8dx5ErbbrdRKpUgSRLu7+8hiqJhCsfn8yEQCGCxWMBms1HZhrmxzudzChrsbl4QBHS7XUiShGazia+//hq9Xg/D4RD9fp9sNxiLxQK6rpOaXJIk2h1+fHwMXdcRi8VwcHCASqWCfr8PTdPg9XphtVopkxoMBvD7/fTamqah1WohEonQNBh7v8lkgkQigel0Ss39zSkx9vzNybJNBEEwZAderxeBQOBFD6HdbuPt27fw+XwYDAYIh8NIp9O4u7uj0tHj4yO++OILJJNJun6Hw0EDBR6PB5PJBL/85S8xnU5xcXGBxWKBd+/efe9/C5qmYTabwefzmSWqzxyzPGXyyWA2HV6vlxxP7XY7NbAVRcHDwwNNLa1WK6zXa7TbbUQiEciyTAc+yz6Y8+r9/T1ub28NRoRsSicQCCAWiyGZTJIKPBKJoFqtwuVy4eHhAe12G1tbW1BVFbIsk8+TqqpQFIUOVkVRSKTmdDoxmUzQ7/dJWR2Px5FKpeBwOBAIBNDpdAxN+Z/97GdUpvP5fJjP54bpr83vatMAcLVavbhzt1qtSCaTZFPO8Hq9kCQJtVoNALC3twev10t3/8zeHXg6vFn5rVAoIBAI0N4SBpueslqtUBQFsVgMrVaLggdbTCUIArLZLBqNBiaTCcLhsKGHwnEckskkvbbNZjMIB71eL0qlEtxuN0RRNExgmXw6zKBh8snwer0Yj8e4u7tDt9uFKIqo1+twuVy4vr7G4+Mj2XGwKSRmO9HtdiEIAnZ2dmDxhrwAACAASURBVKCqKpWoFosFGQMqioLpdEpGhOPxmJrQrN8wGo3g8XgoC2G9j8ViAb/fj7u7Ozw+PtJ48HA4hK7rCIVCGAwGODk5wXg8hiAISCQSZDgIPPVD2u022u023G43NE1DrVajktxqtYLP50OlUoHdbqflUsvlkrITht/vR6vVwv39PQaDAekmNhXurLFeKpVoCAB4UtAPh0NMJhOaKjs+Pkav10Ov10M+n3/hcOvz+cDzPBaLBdxuN/lHMWw2G3w+H+r1OsLhMO3ImM/nyOVypI9RVZUmvZjFCiuR6bpuUOmzSazZbIZUKoXd3V3EYjHU63VYrVbkcjkafojFYnA6ndRUN/nHYQYNk0+G3+/Her02LPepVquwWCx0twqAJnAymQz1HnRdx2g0QqPRQDAYNBzoq9UKo9EIxWLxB622WX8kFArh7OwMjUbDUIay2Wxwu920KnXTnoTtjri7u4PD4cDW1hbOzs4QCARoCRRD0zQqdW1eC9tx3mw2qbfBDvx4PA6Hw0HlI7a8aXPSie3T2Cw7zWYzTKdT7O7uYrFYwOl0IpVK4f7+HoqiIBAIwGKxGHQrmw63iqJgZ2cHg8GAvhOe51EoFAwDBKFQCJqmUdbXaDRobwkAfPXVV2i1WrQj3el04vb2FtFo1DB1FolE0O/3sV6voWka5vM5vv76a8RiMcxmM5ycnCASiaBer+Ph4YFuCrrdLn1/m4MTJn9/TAmmySfDYrEY7qZZj+P29pYsze12O4CnwHF8fAyLxYI3b97QdNNgMMDh4SEA4M2bN9TEtVqtkCSJJnp+CLvd/qpyWVEUpFIpAE8N4k2bk06nQ8pmdgc+Ho9xfn6OUCj0opnM4HkeHo8HxWIRuVwOgiDAYrEAeLJVubm5weHhIb799ltIkoRgMAiO4yAIgmGiiSnUn1uUAE8TSna7HcFgEKFQCIIgULBxOBwvlOSKouD4+BjRaBS/+tWvaEqMUa/XcXd3hy+++AI8/9QGZX5VLPvbHGCo1+s4Pz+Hx+MBx3Ho9Xq4vb2lm4NQKESPnc/nBtsTlkX9+te/xm9+8xtUq1UKPMx6fjwek4Elcxc2+cdhZhomnwyWabC7d2Y+uF6v0e12SZPBSi26rqPX69F8P2tqs+VFrDQTCoUQCoVwd3cHWZZhsVheNQ4Eng5fWZap3s+QJIlKXKyslcvl6OBbrVYoFApYrVZUfmKKaavVilgsBp7nqVEei8VQLBZxcHCAYrGIWCyG//zP/4TX66XPHI1GyS2XLSkSRRHr9RqSJBkEjm/evKGG+OZ+cuAp+DidTpyenlKDn20qZCJGto+c7Q5hWpder0dZ3ub3ZbFYkM1mYbVaKeu7v7+n1bOpVMqQQYxGI/A8Ty667LUWi4Vh/JdtVNx8bjwep8EH4Clgf59RJFu9u2laafL3xQwaJp+MYDBoEIQxN1UWRMbjMebzOQqFAiwWC+kUJpMJNWttNpthQx9zYf3d735HGg2mYA6Hw/D7/TSlxfoIDofDMLbL8zx2d3dxf3+PxWIBl8tF5Zx4PE6PtdvtkGWZfKa8Xi96vR6tdfX7/cjlcsjlcrRnw+fzkcL75uaGLNeZ5flyuaTPz16j1WqRopodvkxzomka0uk0YrEYTYXFYjHD5kKr1YpwOEzBqV6v0xIktmAJeDIjZEunMpkMLBYLOI7Der2GIAiw2WwQBIEC2mYfyefzGbYhAk9ZRDabhdPppJ+vVisKpKxhXygUMJvN6L8DtpHwY8wLWUP+eXAy+fthBg2TTwbbvcDssVldfVP0tlwuycmWjYGyvkWn00E8HkckEoHf70cgEMDNzQ0tAgKeSi/dbpdEfSwIbG1twe12Q5IkGtNlzd9UKoVut4tWqwVVVRGPx9FsNjGZTBAKhagBq2ka8vk8qtUqHA4HjZ0Cf9qHMZlMUCqVkEwm4XA46NA8PDykhUz1eh26rlNzefOAZetW/X4/CR8376in0ymazSZmsxnt8I7H49TDYNcSiUTg9Xrp+1NVFVarFbu7uyiXy5Q1AKCsigXCdDpN/Sa26KrT6RjKZev1Gu/fvydvrlQqhXw+j8ViQXbsLAiMx2PaB8K+I2bNAoD8wz52X/h4PIbT6UQgEDB3jP8DMIOGySeDGQ2yfoIsyzg6OkI4HIYsyxgOh1BVlaajPB4PTQIpikKN2HA4DIfDgePjY2oiP1+VCoC0Hz6fD5eXl7i8vKQG62g0QjQaxd7eHiaTCa6urgA8HYZsqxxTMGcyGdjtdrRaLeRyOaxWK7RaLSSTSbrbt9vtiEQieHh4wN7eHlarFU2ITadT/PGPf4Su6/B6vbR3Yz6fIx6Pw+l0ku1Hp9Oh91IU5VWfJwA0/fXVV1/h/v7+xeHZ7XbhdruRz+fh8XgQi8VQKpVwfHz8ojQniiI8Hg8sFgv9vlarYTabgeM4FItFXFxcvNgEyJrobrcb8/kcVqsVuq6jXq8bGuCappHv1IcPH0h8yFa9sgyFiQTD4TCKxSJSqRSZPT5XnbPgxAKPyd8PM2iYfDIikQjG4zFN/ySTSZTLZUM/g9XiAVDjtVQqYbVaUYayWq0giiKVS9imumAwCI/HA6fTCZ/Ph1wuh/V6TTvGGaFQCPl8Hv1+HycnJwiHw4aNeR6Ph5xfmSNsKpWCz+ejjIK9ZqlUwng8pn3d9XodzWaTnstKNWzj3mq1QjabRa/Xo6zI7XZTMJpOp3T3zvZwlEol6udsslwuIYoidF2n92OwgNdutxGNRhEOh1Gr1ahcNxgM4HA4UCwWEY1GMRgM4PV6DSp04ElbYbfbyRdrk8FggEAggNvbW9TrdUwmE1SrVQyHQ/j9foMVCssuJpMJqe9Zr0NVVQQCAcTjcUSjUfKnur+/x2Qywc7OjiFDZX/zRCLxIgCa/O0xg4bJJ0OWZQwGAypbxONx+p+eTcgUCgXSWQCgOX82eTQcDhEIBMDzPJWGWMlmOp3CYrEgl8shGAzi/Pwc9XqdDkG73U5+Sjc3N2i1WrSKdHM/92QyQTqdpqxgOp3C5XIhEolQH6Ver2M4HGK5XCKXy9EIsCiK4HkeOzs7EEWRNBC3t7dQFAXL5RIWi4Vq8qqqYjgcYjgcolQqodvtGhxu5/M5dF3HwcEBPB6PoY5vt9ths9mQzWbx7t075PN5en/WZymVSlBVFR8+fECr1UKr1UIgEKCeD1u3OxgM4HK5aAyWYbVaDQaSm7DvhmVDm+PLrAe1GYw3G+jr9Rputxs+nw/RaBROpxOhUAhHR0f0N2EbD5kQcjNA6LqOZDKJarX6V/5XafJjmEHD5JORyWQQCATITTaRSMBiscDv98Pv90MQBOoxsD3SkiTR2tNEIoFisQin04mbmxtDuUTXdYMl99HRkeHOnE0z9Xo9XF9fv5g+YhnDdDqFoihot9sQRRFffPEFIpEIVFXF4eEher0evF4vvF4v3G43/H4/3G43otEoPB4PvF4v7c62WCxkk+JwONDtdqEoCvkuRSIRClRs4+BrflHM24pNhTF1OPPpqlQqODk5Acdx5GWVyWSQSCTQ7/dxc3NDBzfLQFKpFC4uLgyNbLbZcLN3we7oNw//TZjfV7FYNNjcs42KrO9gt9tJlc9uEGazGQ4ODvDw8ICrqyv6nI1GA3t7ewiHw2i1Wri4uKBSFAuYrNf0Yyt0Tf56zKBh8smQZRmVSgW9Xg+LxQIejwflcplGQxVFMexxsFqt4HkePM+T7bfX6yXrDlbG2swgrq6u0Ol06HARRRF7e3sIBoM4Ojoy1P5FUcT29jZsNhsuLy+RzWbpTt/lciGRSODh4QEulwsfPnyApmnkCHtwcED6hna7jdPTU5TLZVSrVXQ6HTw+PtJ4LBPZseYys0cPh8OG9bZMXf38gGaaiOl0Sg646XQaZ2dnaLfbtFtkPB4jlUqhXq+TkSPTr9jtdhI3smkom81mCBAsaDy3EGFTY2ws1263G7Ihlg2m02lkMhkqP7EGOJsqE0URHz58QDqdRqvVIqsXTdNoci6fz5N7McdxuLu7gyRJkGWZSmSiKKJYLNKOcpO/L2bQMPlkyLKMer2O2WxGI6l3d3ekavb5fPB4PDg7O0O326WyDRshrVar+OabbzAajWj81uVyGTIIdoiwXdaZTAadTgdOpxPtdpsOI3bA1Wo1lMtlykrevn2LcDgMr9eLRqOBXq9HY7OM2WwGWZah6zoeHx/J9XVzje16vUatVsN6vUar1UKlUoEgCHT3zDQo2WyWmumqqkIUxRfCPrfbDZ7nUalU4HQ6IQgCHh4eXjSHFUXBF198AYvFgqOjI9ze3mI4HMJiscDtdtOdPltUxdTWjEAgQMFnk+FwiEgkgq+++grxeBxer5fMFFngZvtNJpMJ9WhkWaZx29/97nfw+/3US2H9DhYohsMhZrMZlQqZ5oa55qbTaZTLZaxWK6TTafR6PXNy6h+EGTRMPhnxeJwanzabzVArZ6Wl4+NjOsDtdjuKxSL8fj/1IHRdpztZVjr68OGDoczi8Xiwvb0NXddxfn6OwWAAjuMQjUahKAq2t7ehKAouLi4MDXJRFJHJZHB6eor7+3tMp1Oqp28K7YCnwPHLX/4S5+fnL7bs5fN5LJdLrFYr0phMp1PU63UEg0Fy4WViN7/fT/0Zdoi+1gtotVpkT/Jc08DzPA4ODiBJEn7729/S75kfV7/fJ/sSJu4TRZE26gFPu0XYThJmJMmWWQmCQBYjbL9GOp2mv18qlcJkMsH9/T1ZpOzs7ODu7o6EmoPBAOl0Gvf398jn89Tb2Gz2t1otxGIxWK1WCjjHx8eQZZk8uthAxWbvhcFKc4IgvFiNa/KXYQYNk08Gq0uzPRObQSMUCtGhADxlJaVS6UUPgmUQqVQKl5eXtAFvNBpBVVXkcjlEo1FUKhUqBQFPh/GbN28QDodfNMjZmlZmlc7KY8BTI5h5LW0ynU4Ri8UAwBCwBEGgBu1z4RnzTiqXy/Q7SZJgtVrp/RRFgdPpJDEc+5kkSRBF0VA6YoiiiN3dXRrZfW3HOINNdNlsNjJ3XCwWJHDUdR0ulwvZbJZGZReLBW5vb6mfw7KkWCxGojxmB8JgVihOpxOVSgXpdBoPDw/w+/3QNA2qqlL/hgWqfD4PSZKgqiq+/PJLVKtVHB8fk0KeufxaLBak02lYrVZYLBbKdtxuN7a3tzEej+HxeBCJRGiM2+QvxwwaJp+MeDxOwja73Y5AIEBBgx2Uq9UKxWIRoiji8vLSUILwer2GDGI8HpOp3rt375DJZDAYDHB5eWmY5AmFQiiVSuh0OuA4DvV6nTQdiUSC7uxvb29ht9sNu7iZFfimu+zm69psNtTrdfpZOp2mRUmbsImqm5sbQ4M+EAiQGSOD9QI2tSfsUH0+XcU0DQ8PD6Rled5IZzBr8mQyiaurK3g8HhqBTiQSmM1mcLlciMfjuL29pSm2zYktZmXCsp18Pv/C1oT9rTfHp1mQqNVqKBQKuL29RTKZpEkvpn2x2+20Z0QQBEMALBQKuLu7o+zN5XIhGo1ClmW43W4kEgnc3t6i1WqR3qVQKIDneUwmE1M9/hdiGhaafDKYUR/wdIABT3fJPp8PTqcTW1tbeP/+PTqdDk5PT+lwZa6ruVyOJm3YYcrzPAKBAObzOR1cmxnE9vY24vE4Li4ucHV1hcfHRxQKBYiiiDdv3sDtduPo6IgOfmaBzvB6vdA07YVGgon5NvULdrsdfr/f0P8olUo4ODjAL37xCyiK8qoAkX0XDEVR0Gg0kM1m6WfsUN38WTabRTwex9nZGe2zeK1kAzwFl3fv3sFut+Po6AiTyQRWqxWqqkIQBEQiEZTLZXz48AHn5+ekeI9Go3jz5g1d43K5JBPDXq+Hu7s7bG9vG4wUOY5DKBQiVb0oiiiXywiFQlAUBeVyGZqm4eTkBD6fD6VSiRri9XodlUoF9/f3tA4Y+FM2Fw6HwXEcJpMJyuUyDg8PIUkSlsslvvvuOwwGA3g8HkiShGq1iqOjI9jtdhwcHJAZpsmfh7m5z+ST8Xy1J3M/ZaK23/zmN5BlGeFwmPQcbGlSv9/H4eGh4flskVOr1cLNzQ2Ap0N6d3eXFN+NRoN2PwBPm+qYkeDNzY3Bg8rj8cBqtRo2yeVyOcOmQEY6ncZyuTQECGbbzQID2wt+fX1N48OlUgk8z2M6nWI6ncLhcLz6XVWrVRwcHCAQCND1VCoV7O/vo1gswmazQdM0HB0d0XficDgMtumMYDBIgXMzA2NLlbLZLGq1GgXd59oHtueiWq2C53lDpsP2sbPJMOApe5pMJlgsFoZeUqvVQjqdNuxaPzk5QT6fx5s3b16srmU9JeApkPb7ffz85z8nvcZ8PqeMp16vQ5ZlRCIRrNdrWK1WzOdzXF5ekudXLBYjkaXJx2MGDZPPAqvVinq9jrOzM8PPh8MhYrEYvvzySyiKgvV6jaurK0NTUxAE5PN5WCwWnJ2dGQ6aSqWCf/7nf4Ysy/jd735nyBC8Xi+y2SxarRbu7u4Md/2iKKJUKhkEZD6fD+v12lDuYfbrpVIJVqsVBwcH4DgOVqsVfr8fR0dH9FiXy0Xq7tlsRgGG53la3yqKItxuN1wuFwUSNknEGsZMGc8+37/8y79gNBrhm2++MQTRzayF53kkk0lomoZYLIarq6sXO9CZcI/neUOJjcFxHBKJBLxeL/x+P6rVKtxut+FvwfM8HA4HaULYNj8WvGazGex2O3ieR7Vaxbt37yCKouFabm9vEYlEsLu7i0ajQcGHBSiO47CzswPgKTCenJyQp1g2m0UikSDn483AuLu7C1mW0Ww2sVwuDZbsJh+P2dMw+SSwO052KLPNeM8X6jBnWGYH8vj4aHjM8x7E5ogtG6O9vr6mWjkrp7AR0IeHB3KL3XzP7e1t2j/OXjMajZLeAHgKLDs7O2g0GuA4DhzH4fDwEO12G/V6HfP5HG6321BK2XTxZbBy12g0QrPZRKVSocDE6vSpVApOpxNerxc2mw29Xg+RSAS5XA7Hx8dYLpfIZrOGvoHL5aLPzQSFwJPOYzOTYLs5dnZ2YLVacXFxAU3TaJ+HIAjQNA27u7sAgMvLSwSDQdRqNVL1WywWJJNJ5HI50s1ks1n4fD5wHAe3223oV7lcLgwGA6iq+qpD7XQ6RbfbRTQaRTQaJdsR1utJJpP45ptvaJyXjUkvFgus12scHh7ScieGruvw+/3odrvgOA6yLJvOuH8BZtAw+SSwQ4bVqZkWQtd1BAIBOoCYo+z5+TkqlQoSiQTpB7a2tuiQ27z7Z4e+qqq4uLjAeDymFa0Wi4W2411eXr6o+TMfqsvLS3i9XrItB54muPr9PmUrzCuJja1ms1nc39/TLuvpdGpwl2UlEUmS6EDXNO3VXRHPR2MbjQbZyIfDYcRiMYiiaBgAYJv/2DCAruvk0Mt2f7M1sclkErIsI5FIkP6BDSKEw2GkUimyEfF6vdjb28PNzQ0qlQpcLhfpXJhQj5Wgrq+v0ev1KABqmkZ6FDYWOx6PkU6n4fP5oKoq/e17vZ4heKuqSo3vQqFAvlfM+mS5XOLh4QG5XA6xWAzlchmCIMDtdr86MeZwOCBJErrdLlarFaLR6KvmjyY/jFmeMvkkaJqGs7OzFyUCq9VKXkO1Ws3QWNY0Defn5/jFL36Bra0tfPjwwbBhjud5uru9vr42NLB7vR6+/PJLCILwory1+VyXy0Ulrud3oKxRzLDb7fQ63W6Xdn+wkhS73lwuh4ODA7JEB0CWI8lkktxdp9MpRqPRq9NObGvdYrFAOBym8WSbzUZBjK2/jUQiuL+/x2g0gs1mQyKRwGKxgNVqhdVqpe/guc26IAgYjUakI3n+O5ZhrddrOBwOZLNZyLKMbDaLf//3f3/xnTJzx263i2aziVKpBEVRMBqNcHR0hGAwCKfTiWq1imAwiF/96ldotVrodruG8lir1cJgMEChUKCpN13XyXvsv/7rv/Dzn/8cxWIRtVqNMipBECCKIk1zsSANPGV9qqq+KNGZ/DhmpmHyyVgulzQuyXY8MCdTp9OJ9XptOIh8Ph+2t7fR6/Vwf3+PWCwGVVVp3ej29jYCgQBWqxXcbjdCoRA4joPP5yOh2//8z/8YykOiKCIWi2F7exuj0QhXV1dUtgmHw4Y70WAwiNlsRoe0x+MBANq0t1gssLe3h0ajQSUiJthjmoNoNIq7uzv0+330ej00Gg3KVNgEVjAYfPVOmYkUm80mDg8Poes67U1n+z0EQUAul4MkSfS7cDhM3k8cx0EURQyHQ8N3G4lEYLVacXd3h9Vq9SJgBoNBOnyZlsNiseD6+pqEc8/LbpusVitSb7NlUsxuhCnMr66u0O/3EQqFEI1G0e126TpY1tHtdvH+/Xtomoarqyv67+bx8ZEy1FQqRaU1u92OVCqF5XJJwkyPx4NQKIT7+/tXBwVMfhgzaJh8FjA/JKaHYKWLyWQCnueRz+cRDodxd3eHRqNBpZtMJoN8Pg9ZliGKIm1yG4/HkCQJHo+HSiKKopAmJBwOI5PJ0MQWz/M4OzszHJYej8dwNypJkmGD4Hq9Nqw5nUwmCAaDSCQShrLW3t4eyuUy6vU6UqkUbDabYcqKOcmORiO0Wi3E43EyImTIsoyDgwNcXFzQhNdsNkOr1YIkSUin0+h2u7RvolqtolKpoNlsQhAEnJ6eot/vYzAYgOd5WCwWg/hud3eXAsZrsPISO2QXiwUmkwnZjDAb+9d2rTPm8zlCoRA0TcNyuaQyGOvFVCoVLJdLdLtd+Hy+V8WL8Xic7OKTySSJCZnAkO0seXh4wO3tLdnP7O/vQ5Zlmtx6eHgwbUf+QsygYfJZIEkSeJ6nkpLX64WqqnA6naTqvb6+NhxKzH3W5XJBURR4PB4ae1VVFYqi4Pz8nA5LANja2sJ6vabHlctlDIdDRKPRFxNDzNeJlYusVivevHlDJZbVaoVgMAjgT1NBq9UKe3t7CIVCcLlcZKkeCATofV0uF72X1Wp94RbrdrspWHEch3w+j2AwiNFoBFmWqffDbNKHwyGV18LhMO2x0DSNnGU3gxRTnW+WwXRdfzGEYLfbEY1GSX3NjAOfw1bU5nK5H12CxASAsVgMHMeRHTzrQ7DvgokXN/2sstksRFEkL7L1eo18Pk83CcBTRsKckdnUldPphCzLsNlsFPSZeSOzbzH5eMygYfJZ4PF4XgSNQqEAq9X6wql2E13XqZQTCARQq9Vwf3+PwWDwombPRGiXl5ekOgae7vQjkQiJxBhsbJa9/nw+h9/vR7vdJgW7y+XC/v4+/H4/gsEgrFYrRqMRstksms0mud0Oh0PE43EUi0XE43FYrVa682V6Dnat7KAfDAbY2dmh3kir1SLblVgshmAwSOO34/GY/LssFgtarRaVq9xut0F/sukczHjej7Db7djf38dqtYLD4SC9AxsqeM5yuSRLkO8TFLLHseZ+q9XCfD4n08JYLEYlKVZ23N3dxXQ6RTAYhN/vx+npqcEKhq38jcfjtJ+EZUXM7Zgpz6+urnB5eUk6F1bOek3BbvL9mEHD5LOAObcOBgPIskx7rjfHaH+I6XRKpR327+domkbLkDa1DsDTYcYmjRiKoiCfz0NVVUQiEcRiMXi9XmxtbUFVVbI0VxQFw+EQZ2dn6HQ61NPY2tqiyab5fI5qtYpqtYp+v49+v0+eV6w0xw7u6XSKdDqNnZ0dPD4+GvZ3swyj1WpBFEWkUikaG7Xb7VAUBaqqkgkiANopwl6DjbxuihafUygUMBgMUKlU0O/38fj4SJNSbLXsc9h+99f8sDZhZUKLxULXNBwO4fP5DGaNm4E1EAjg22+/pUEEZoHCxITL5RLRaBSZTAbRaJTElre3t3h8fMRkMiGHXJ/PR4F1MpmgWCy+uh7Y5HXMoGHyWeB2u8lm2+Vy4eLiwnAn/DEw4V2xWDQckgxVVZFIJGhnBzPRc7lcEEUR2WwWiqLA7/cjHA6T+pz1WtrtNu7u7uguuFwuYzqdotPpIJPJYDabUSmFHXysnMXq50yPkcvlqEQlCALsdjuViyKRCPx+P1arFQRBoN6M2+2GzWajA3s4HMLpdFKm4vf7KWA4HA4ybQwGg1T7ZzCR2/f9LWRZxs3NDX2Hmqah3+9T/8Jms70IDmwiLJVKIZFIQBRFcqdli6oCgQASiQSNHy8WC/o8g8EAiUSCRJzMHfj4+BhutxtOpxPD4RC6riMajRp0PYvFggL2dDql3Sy9Xo/+29ra2iIlfiAQQDqdpv0jiUTihXOxyeuYQcPks2AymdCde7lc/rPu+niehyiKEEWRDlGv10uTQ2wsNBaLIRKJQBRFyLKMra0tFItFCIJAmQMT47HJHuBpwyCblGKeT4VCge5O2d1/oVAw1OW73S6WyyXevHkDn89H9XtVVWmJEfN6kiSJ9mkEg0GcnZ3h4eGBpqJ0XQfHcQgGgwgGg7QAiR206/WaJs7G4zFisRja7TZsNhsymQwajQZlbOv1GrIsQ1GUFxkDx3HY3t7G4+Pjq+Ooq9WKSkJut9vQTNZ1HVtbWzg8PES5XKbNgw6HAxzH0d/j5uaGPhtbssSev16v8eWXX8Ln82G5XMLj8aDT6aBWq1HAWSwWSCaTeHh4eFFW0nWdTCV5nkc4HCYNyeXlJa6urnB/f49qtYper0dbImVZNmR0Jt+PGTRMPhuYP9Gfy9dff03ZAtuTzVZ/MnWyx+NBq9UCx3H45ptv0Gg0kEqlEI/HUa1WcXZ2RmWhwWBAzXRm6/HrX/8awJMSORgMkm0FOzSXyyWsVitSqZSh/zIcDtFsNrGzs0MLlkajER3qrNySTCbh9/vBcRzOz88NB/xsNsNkMsFoNEK73UYgEIAkSZSJLZdLpFIprFYrqKqKbrcLl8uFfD6PSCRC39Nm43s6naJYLBpKTaIoYmtrC7PZ7Ad3bTP9RSqVoikvZqfi8XhQr9dpuoot0TwhtgAAIABJREFURxoMBlSSqtVq0HUdq9UKsixjOBzSTUIgEKDM6erqCqqqkt9Wr9fDer1GoVBAIBCg4P4cRVGQTCaRz+dxenqK29tbmp5jqKqK+XxOY8/39/evrq81eYkZNEx+8gSDQdzc3KBer9MhxRY1MbdbtqKU4ziavGE2ItPplO6I/X4/Li8v4XK58P79e3i9XqzXa0Nz2+VykQU5KxexCaJ4PA5ZljGdTsFxHHiex3w+x/X1NSwWC/b392G322G320mY6HA4sLe3B13XcXFx8aM9HGbRwTQki8UCwWCQLD3G4zH6/T5qtRrq9TpardYLa3W2ECqTySAcDiMcDiMej5OgUhAEchL+/9l7ry7HsTNbcAMEQdCB3nuGSxOmMrOMpBp1qx+6173zNC/9f+b/zFqz5qnvmhe11GqpVCZTlSa8ZwSDwaB3IEiAwDywzpcEGZmqkvrqjjK516pVGQgSBBHk+c5n9t7hcHhhBJh5touiiGQyiWg0imaziXK5jHw+j0AgAJvNBofDQRkgc0aczW4CgQDsdjvS6TSp9DIZk1QqhWaziUgkQqW04XCISqWCZDIJh8OBdDoNj8cDh8NBqsHsmlh56sdwMZYZxo/HMmgs8XcP1oBlY5e6riMWi6HX69ECzCxij46OqOHMiH1MvyocDsPlcuHk5AS6riMcDuP29pZKOZPJBKZpwu/3w+PxwDAMyLKMYrGIfD6PTCZD5adUKoV0Oo1oNErXcnNzg8FggJ///OdUcolEIlhZWcHu7i40TUM6nSapFK/XC0mSwHHcwoLN7FRZ74RlF6zENwu2g04kEhbS4Hg8RrVahc/nQzqdJgKew+Egy1xGdlxdXV3w7shkMiQHf3p6Snatt7e3ME2TJMkLhQJCoRB5r89CURRsb29jMpng+fPnqFaryGazODo6osXfbrdDEATKlEKhEHiex+7uLmq1GjiOo6DE8zw5/em6blEUWOK/BsugscQHgXA4bFkQnU4nme0wBAIBXFxc0M+SJNEkFGOfMxkNxnVoNpskXHhzcwOn0wlZlqHrOmw2Gw4ODrC3t0faTayJzhr6Xq+XFtebmxvihJyfn1Mp5vDwEN1uF+12G7e3t6hWq5aSEcsCZtnpiqKgUCiQ4COzvQ2Hw5bxWgZGPAyHwxgMBuSNziaTXrx4gXK5jGw2i83NTVSrVSrZDIdDyhi63S4ikQgCgQC8Xi8uLy/vbagzmfLJZAK3242Liws4HI6Fx9psNsiyDLfbjevra7hcLoTDYTQaDTSbTQyHQxq3ZSVDpkzMNL4URUG73SaZe1EU8d1331mcBJf4r8MyaCzxd4/xeEzNXlZmsNlsCAaDFEhYnXv2MXa7HaPRCLu7uzg6OsLJyQnJms+ypb1eLy1OiqLQ4l0oFODz+UjTiC365XKZ1HhZEPL7/Xj69CktihzHQdM07O/v39vMZZ4irVYLd3d35OPNfNFN00Q0GrU4CGqahu3tbQQCAQspjoGxpXO5HDKZDNnTMvfAcDgMr9eLb7/9Fk6nc4E3kUgkUK1W4fV6sbW1BV3XMR6P0Wq1IIoiOI6jrMblciEajSKbzeL8/BzZbJaCkt/vh9vtRiwWQyaToRKi3+9HKBTC5eUl3f/RaARd1xEMBhEKheDz+SDLssWDg4H9jZiYIptKm/1bLvHXYylYuMTfPZiirCzLVJphdf9ZqKpKAnbAdLc+SygEpjtk5g43eyybzSKbzZKelWEYJGnSbrf/rPAdcxv81a9+hRcvXiAcDuPy8hJ+vx+qqpJPOs/zFo4FQ71eRzQaJZ0pYLEOz5zu2u021tbWcHFxscDyvrq6sog8MrCMiHlTnJ6eolgsolgs4uTkBL1eD5Ik4enTp5hMJvjmm28wHo/xxRdfkOowz/PgOI7Kab1eD7u7u8jlcjRx1Wq1MBqN4HA40G63cX5+Tna+k8kEb968WWhIJxIJvH79GsPhEMlkErIs49mzZ+h0Ori5uaF7z+5fMBgE8HaE931N/SV+OpZBY4kPAt1uF36/nwIA86iQZZkWWVVV4XQ6KWioqkoifmyhGgwGtANnGAwG1MQ9PDwkvsJPmbYxDIPMiBjp79GjR6hUKrTYMk9vh8MBjuPQaDRwc3NDmQTrZTBomga3220JMMw7Y39/HxsbGyTV8T4wqZLz83PLuS4uLvDs2TMIggBd18kSdtZYqt/v4/j4mPoN826MzGCKDRO8K2Ax1dqnT59CURSUSiX0+31Eo1EKQABQKpVonDcUCuHhw4fo9/twOByw2+1QFIV6Tb1eD06nc8HkaYm/Dsvy1BIfBGbLJ8C0XxGPx5FIJOD3+2le3+v1guM4iKIIh8NBjGrWK5hMJkin0xbHPqbh9N1336HdbmM0Gv3oaRtBEIgTEolE8Pr1a3i9XvyP//E/kEqlwPM86vU6jo6OUKvViKDWbrexs7ND2lYsmNXrdbrW0WiEQqFg4YYA0/7Ozc0N2u02ORrOy4TMIpvNwjCMhR25aZrY2dkBz/OIRqMQRRFutxv1ep0CmaIo+PTTT6m0pSiKZfrLMAwqQ7FskCkCA9MRW0mS8P3336NSqdB9ZyZZrH8xL18ymUygqiqKxSL8fj/29vZwcXFB98Lj8dC0WLFYXPpm/BdiGTSW+CDAJo86nQ4ymQypvjIZjG63i2azicFgALvdDlmW8fjxY1pc2E6WmTXNTl6xaaharfajsgtWImElrclkgsvLSxwcHJBT3fX1NTRNw+HhIfL5vKU3AYBKPoeHhwiHwyR8eH19TY8bjUbETZlV3s1ms0TmY4RB5uA3j1wuB7/fj6Ojo4X3xvM8Njc3wXEcSqUSzs7O6Ppn1X/dbje+//572Gw2FAoFuN1uSyZWr9fRbDapDPf06VPIsgxRFBEIBNDpdCzXpigKbm9viRXPcRyy2SzcbjcURYGu6xAEAZubmyiXy+h2uzT9NRwOMRwOUSgUUKvVSImXecfzPL8cr/0rsQwaS3wwkGUZ6+vraLfbJEMyGo1olFRVVfLcbjQaOD8/hyAIpHzLSiyMmzHPJ5i1Ur0PXq+XHAeZJevZ2RmazSY1u+12OwqFAjncpdNpSJJEhDeGtbU1XF5eQlEUev7Kygo179lOXRRFSJJEZTlmaaqqKkajEZH9WHAwTROCICAUCmFlZQWmaeLo6OheBr7NZsPKygpevHhBAwX9fp90upjI5GQyoYDMpNpzuRw17dkEFuN6MJkYl8uFYDAIn88Hp9NJZTlmmJTJZLC/v0+eIw6HA8ViEb1eD/l8Hp1OB9fX12i32+h0OlhbW0OlUqESn8fjIUfDZDIJSZIQDAaXkuh/JZZBY4kPBjabDTzP4+jo6EftJlmZhEluM55DKpUirSUGt9u9oILL8zzC4TDy+TxyuRzS6TTq9TrOz89RrVbvdf9jDXFWWhmNRsR8ZmAy3rMlMo7jIAgCrq+vkclkEAwGSTrd7/cvjBsz7SlgWiKq1Wqw2WwIh8Mk2Fcul2mRvQ9M/TcSiVh81BmrfXNzk/SuGAueSbUzouF8MGJKvNfX19TInuVaRKNRIkg2m016X0zJdzgc4pe//CVM08Te3h6dV9M0JJNJygZVVaWMC5iW7Nh481KY8K/DshG+xAeDZrOJTCbzk57DSiHPnz9HNBrF1tYW1d0vLy9pgRkOh2RN63K5kM1miZtRLpdxdnZGIoTvK2Exb2q3242vvvrKwhsBQOS0+ZFSZi7F5DRisRi5DTocDgtPpdvtIh6PW55vGAaq1eo7RQqB6cLKpo3YuV68eIF/+Id/wIMHD/DmzRu6xtXVVezv76NWq2FlZQWJRGKhJxKPx+F0OqHrOhqNBjXSbTYbNdfZe5sVC5RlGQ8ePCAf9dlFnhlPMdn32cY9m+ACQDyU2ecx/4wl/josg8YSHwyYOqrH44Gu6/D5fCQP4vf7ieg1Go3Q6/XQbrcxHo9hGAZEUcTd3R3Jq//sZz+jHfZkMiFPiWAwSBNBoiji22+/pYWY/f4+q1ae5xEIBJBKpdDtdqEoCpVQZrOXWCyG4XC40LhmdXyGarWKWq2GTCaDUChEu3322EgkQiKH4/EYV1dX7yW5sQmqq6srpFIpOpeiKHj16hWePHlCzfUHDx6g3++TSm+j0aAxV4arqys8efIEz58/JwmXXC4Hu92OeDxO02JM5mQW3W4X33zzDXK5HAqFAo6Pj+l3bBqu3W6jUChgf3+ffmcYhiVQzAbvpbbUfx2WQWOJDwrtdhuffvopOp0Out0uOp0OjaYeHBzAbrfD5XIhHo/j8ePHaLVaVFNni+rNzQ36/T7++Mc/QlVVmv+32Wx48eIFDMPAo0eP0Ov1LDv3Wq2GSCRiCRp+vx/hcJhIgDzPo9Pp4Pnz5+A4jkQDy+Uy+v0+4vE4Dg8P731vjMvBdt5s4ollLtlsFqVSCYIgYDAYkCAi27m/evXqnfeNnatSqSAUClnGl29ubhCNRvEP//AP4DgO1WoVBwcHlnvOJDzYwswWdnYOFhg8Hg8GgwF2d3eJG8Ia8fO4L3NkmlLtdhuJRMIyTsv80Vmpy+/3W97fLERRhGEYy1LVX4Bl0FjigwLzt2ClFGDqb91qtaCqKlRVpfn9RqOBRqOB1dVVapoyMIc81kQHpiUqURRpoZ/nHDBCYSgUgtfrJTXcZrOJi4sLZLNZ4h2wRbRarSISidDUEWsY/xgEg0EUCgVcX1+jWq1ifX0d6+vrGAwGVMYCQD2G2UWd+Z3PTi2x8lK1WqWeBMP333+PcrlM1rNffvklvvrqK+KWMG2varUKnufhdrvBcdwCb8PlctFUWq/Xw97eHra3t+Hz+Sz3H5j2P2YXda/XCwB0Xe12G+FwmAKlzWZDu93GYDCAoig0LnxfhrGzs4PhcGj5nCzx47BshC/xQYGNqs4ueKlUaoG1ncvlUC6XyWeb+VkwMOmQWQdAn8+HjY0NxGIxfPPNNwtNbqfTiXQ6Da/Xi263i8vLS1QqFfIKCQaDUFUVNpsNlUqFnq8oCmq1GgqFAjRNQzAYpDIaMC0drayskCc6MG2oP3jwAIeHh2QVW6vV4PV6sbGxgXK5bLl2VhKKxWIkf8KkSuah6zpSqdSC3zeTTC+Xy1hZWcHOzg5M00Q2myWNKOaO5/P5IEkSYrEYEokElfPS6fSCG6Ou68hkMhTMmbeJx+NBOp3GZDJBv98nx0GWyamqip2dHbjdbqRSKVxdXaFSqWA0GsEwDEQiEQs/gwWz8XhMPuv3lRKXeD+WmcYSHxR8Pp9l6giY1sHPz8/pZ0mSwPM8BZH7WODD4RAul8tyzO/3IxqN4j/+4z8Wdq+yLGNtbQ3Hx8f3MrAFQYDf78fLly8hy/LCDjiVSpFabCgUIi7E3d0dYrEYVFW11PZ9Ph96vd5C7+Pi4gKSJC0Q2Ww2G0KhEG5vb1Eqld7b32CM6lwuR17bfr+fSlKKouDm5gZerxderxfff/89jclKkkSs7Nn3HovF8Itf/AK///3vFzKpRqOBeDyOZ8+eoV6vw+VyYX9/n3SjfD4fHA4H7u7uYLfb6XkejweVSgVXV1dQVXWh1MQk8dnriaKIjY0N/OlPf8L19TVWV1cRDofJ+2OJH4dl0FjigwHP83A6nRYbUlmWFxYURihjUFUVoihazjUbSHiex87ODtLp9L2N29mA8S5/7GQyiUajQQ3tRCJB5S1BEBCNRkmeg5XN8vk8fv7zn+Ps7GxhmkqSJITDYZycnCwEMMaNmEW320W1Wl2QTZckCQDw+PFjciFk/uEcxyGTyaDT6SCVSln6GEyV9uTkhAIQkxqZh67rKJfLeP369TtHoavVKkajEU5OTpDL5chno9FooFarYWtri8h9DA6HA4PB4J0LPjPKYu9ZVVU0Gg2srKzg+PgYpVIJwWAQTqcTg8EAp6en955nCSuWQWOJDwbM1nN2wQwEAgsLpd/vtzSw2c56tqmqKAq59hWLRSiKgt/97ndIpVKWc/25gMHGciORCJ4/fw4AZPeqqipqtRrS6TQajYZl959IJBAIBPDdd98hHA7Tca/Xi2w2C47j0G63sbm5uSDyN5lMLDtyYMoeT6fT8Pv9kCSJNJmi0SjK5TImkwnJo3S7XRoF/qd/+idIkgTTNCGKIk1mhUIh/OEPf/hJPu6apsFmsy0c93g8iMfjJK7Y6XSwvr4Ou92O58+fQ9d17O/v44svvsDXX39tOR8Lel6vl8pRrOTU6/UQiUQsr1UqlchFkQk6CoKAra2tH/0+PnYsg8YSHwxmJ35mj82WdVhde/ZxbBF1Op2WSZxYLAbTNHFxcUH9jtkpofcFjEQigWQyCUVRIIoiWq0WBQVVVVGtVpFOpzEYDBAKhfDy5UvL9SSTSbx+/Rrj8RjhcJjY4JIkoVwuUwlsbW0NsViMxl+BaYBgiylDp9Oh4MSUZmVZRqPRsEiIMC8QhsFggL29PQQCAWxtbYHneXS7XfzmN7/5ySKA901J+Xw+FItF3NzcUCBvt9uoVCpwOp3Eq5AkCfV63cKzYGPUzBfl5uYGmUyGyk1sMGF+4uzg4ACbm5sIhUIkFz8rBLnE+7EMGkt8MPD5fCiVSvTzfO8CmGYe89lIKBQCx3FwuVwQBAHxeJyYzWdnZwvS6R6PB6ZpvjNgrK+vw2azYXd3F+PxGE+ePLGM0bJdfavVwtOnT1EqlRamhDqdDgWZvb09pNNpZLNZfPXVV5aFs9VqIRgMWoKGqqoL8u66rqPValkexzKI2XsxHo8tWQpTBn6XpPqPRSgUwng8Xgg0bABhNvNjMiezrnuxWMzSK1pbWwPHcahUKsQrYYrB4XCY/sb1eh25XM5SejIMAxcXF8jn8yRs6XQ63zlptYQV/J9/yBJL/P8fTH57tsQz37sAprvT2WM8z+PRo0dIp9N49uwZfD4fzs7O8OrVK5TLZTidTsvze70e0uk01tfX7w0Yq6ur4DgO+/v7UFWVrF5nF3rGtyiVStA0bUFIkHmWMzKfruu4uLjA0dHRAm/hvn6MqqpwOByWY5qmLZSsdF1fODb/uKOjI2Sz2YXM5afiXb4Wg8Fg4R6zaTdWZpIkCR6Ph34WBAGyLJOXOPNpB6YZlSzLdK5arYZisbhQpjIMA/F4nJSHu90uMf6XeD+WQWOJDwLv6l3MH5Nl2aIptb29DZvNhm+++QbX19c4OjqiRXw4HC4saM1mE4lE4t6Akc/nIYqipRwWi8UWfKqZCZFhGNjf30exWITH46HfK4qCVquFbDZreV61WrUsiMBbT5BZDIfDhUWeTTfNH5t/7n2ZRq/XW1hQvV6vhX39LkiShJWVFXActxDABUFAMBhcaI6zRjyDy+WCruvweDyQJImyAfZ+GE8EAEmVsPcfDofJOXB1dRU+nw87OztYWVlBs9lErVbDeDxGpVJBsVhcuL9LLGJZnlrig4DP58Pl5SX9zPM8XC6XJWh4PB7yYQCmi3wgEMDXX3+NVquFTz/91FKiUBTF0oQGposSm4KaRSqVgizLlqZ0NBqFqqoLJZler4doNIpKpYJut4vT01NsbGzg9vaWtKuur6+xs7NjeR57zdlrnJcXYcfmiXWGYZCsCDt2XyBhmk2zj5MkiUaQfT4fstkskfqur6/vHTFm3BKPx0Me45ubm6hUKtB1HYFAAPl8nsaMZzFrG8v4KG63G5qmQRRF2Gw24n3ouk5BmOHu7g7pdBonJyfw+/04OzvD3d0dvvzyS0QiEezt7aHT6cDlcuHhw4eo1WoUPFZWViz9lSUWsQwaS3wQcLvdJCvR6XTgdrsxGAwsNWrWOGVy6Lqu47e//a1FvXXWDva+0gkwLXnE43GcnZ0BmDaPI5HIwhRTsVhEvV5fqJU3Gg1kMhl4vV7SwNrd3UUmk8GTJ0+oWQ1MuQWzJTc2MTQbiNix2RIYW2Bnj+m6vnBsVppEFEUi0LHpJZfLhXQ6jVgshmq1ikAggFgshl//+tekEByJRHBxcUG9hGazibW1NUwmE7x8+ZLeeygUIrvcbrdL5Mr5AMwyB0EQ8OjRI3S7XdRqNcrgRFHE06dP6Xn9ft9SfqpUKtje3kY+n7cYUD1//hypVIoIjUysslgs4uDgAJ1OB/v7+1hfX4ckSZZNyBJvsWSEL/FBoFqtwjRN+Hw+ZDIZkjdnzGrTNPHgwQMyR6rVajg7O7OURphMBVtUTNNENBpdkPgeDofI5/NoNBrwer3I5XI4ODhYGJl1OBzkBDh/Dk3TkMvlUKvVYJomdF1Hs9lEq9WCw+FAJBJBPB7H7e2txcODSaLPH+v3+5bXD4VCGAwGlseFQiEMh0PwPA9Zlom9zXxAwuEwnE4n6vU6BoMBNE1DOBxGo9HAaDTC2dkZPv/8c1QqFUiShKurK5INefLkCaLRKK6ursio6c2bN5b7OxwO0Wg0UK/Xqc8zK1/OEIvF6L9arYZWqwW3200juZPJBJFIhLS1xuMxEokEut0u/S4UCmFjYwN3d3eUCTEDrmw2i06nA13X0ev1kEwmyaOEKfImEgmsrq4ulBaXWAaNJT4QGIZBhkWVSoV8FRi7OhqNUqZRrVYtDHEGSZIshkbAtAei67rFkGmqihtGNPJzxGJBHB2/suz8mT7V/v4+qtUqOI5DPB63SFYMh0PIsoxUKmUphbCFjC1090mZ6LpueT2/3w9N0yzHfD4f7HY77HY7wuEwYrEYotEowuEwlXaYWdHV1RVOT09RqVRQr9dJcsXpdGJzcxNHR0col8skna6qKnl6XF5eko3raDSCIAhoNpvw+Xzw+/3odrvvnEjSNA2xWIzMmYBpOYpJmJyenqLT6cDhcMDr9VruH2OJs76S1+vF6uoqIpEIOI7DcDhEt9sldWEWcNjjP/nkE/LdUFUVqVSKSJuGYaDRaMDpdNJY7hJvsQwaS3yQYFNJzHPb7/eTaB8w7W8IggBN08gAied5hEIhS43e5XLBbrcvNL0fP/wVkskM9vY1tNvHAN7Kdqyvr1tKTLquU9bAXiebzSIQCMDhcEAQBHQ6HfA8D5/PR+Ujdo2zr80a0KxZz0ZMmdZTPB5HOp1GOp2mgDcej9Hr9XBxcUEGUY1Gg+r6/X7fEnAymQyePn0Kr9cL0zTp/z6fDzzPQxAE3N3dIZFIQJIkVCoVauxrmkZZGMdxyOVy7/XnNgyDppuSySSSySRub29RLpctwSaRSJATIADKELLZLNLpNEzThNPpRKvVwtHREZrNJkndR6NRi1IAk3FhGRELDt1ul+69aZpoNBrkff5TSIwfOpY9jSU+eDDxu1qthj/+8Y8QBAGBQAB+vx+ZTAaapqHb7RJRbBaKoiAUCi2cs948xWDgRjYTQLfzKUba7wAYyOfzME3TMl7KDJREUUQoFCJJEUbo+/LLLzEYDNDtdrGyskLM8dFoRFNVLpeL5L6Zy6DT6YTdbofT6SSnwVqtRkZFDodjweRpHveN3VYqFYzHY3i9XgyHQ+zv7yOfz2N7exuGYeDq6oqCTjweRzgcxvX1NTY3N9HpdKgRLcsyHA4HPv30U/zhD3+4V4a8VqtRAGRS5fOZCXMKfPjwIfb39+lxg8EAwWAQHMdhd3cXhmHg8ePHlL2x1zs+PsbW1hba7TZlfYxDA7zN3lZWVnBwcGCRJTk+PiYvkffpdX1MWGYaS3zwcLlcCIfDePnyJSmozpayZmvdsVgMgiBQP2I8HlMT2HpOAapqgDP9CAQD6LQ9yOe24ZV57O+/stTymYru2toaPB4PDg4OyH2Oqd9ms1mcn5+TSRPLjNLpNHw+H549e4ZMJgO32w1RFKmcVCqVaJG7uLigxrIoisT4fh9mJdIDgQC+/PJLDIdDCIJApSzWM9nY2ECv16OeC8/z1IRnularq6tEIry9vUW9Xsd4PCYr1vug6zp0XcdkMqH7FgwGkUqlkEgk0Gq1qM8QCATgdDpJnn53d5eGBUajETKZDGw2m8UCl5Wh1tbWkM/ncXh4aCn5jUYjNBoNqKpK188CDstg7Hb7UtTwByyDxhIfPHZ2dkhMb7YxzMDKNw6HA+VyGe12Gy6XC4lEgnbMrNHMdsFOpxOiOMRVSUMiEUUqFUU2G8fBvgllWAUwgo0rQvZ+iuJKEpI0lSPhOA6JRAL9fp9IaoIgYGNjA6Iowuv1QpIkcBxHbO39/X0cHBxgf38fvV4PuVwO33//PS1sTMF2VkiR4zhEo1FLsGOCjj6fD6FQCLFYDJlMBoPBAO12G7Is41//9V+xs7ODzz77jAICMzPSdR2lUglv3rxBIpFAIpFAs9kk98FOp4PRaIRCoYB6vY7JZAJN09DpdOD3++H3+y0cmXchFAqRUCK7L36/H6Io0gj0wcEB9a0kSUIikSAdrWq1imAwaLkf4/EYHo8HoVAIkiTB7XYv9FvYkEAgELBcp91uhyzLFu7Ix4xleWqJDxqRSASTyYRc4CRJQr/fR7fbJWMmBp/PR0xutkCwBSsYDCKXy2E0Gv3Qf8jA6QhjMrnFYKBh40EQsmzHf/vv6/h//m8VhqEhk00gn/fh/KyBl/v/F4Ax6vU6YrEYPv/8c9JSCgaDMAwDlUoF3333HV2Py+XC6uqq5RoHgwH1FVjQuI8BzspL2WwWTqcTkiTBbrdjPB5jOBxCVVW0Wi0oikLEPYfDgVKphGQyCVVVwXEc3rx5A03TUCqVyKMim83i6uqKAkq1WqUMqdlsQpZlFItFi87U6ekpNjc3EY1GLYu5KIoQRdGyi2fs75ubG+RyOaTTaezu7uLk5AQejwcrKyuW91oul9HtdmGaJvr9Pnw+H/WpgGkPY2VlBf1+H7/+9a9hGAbW1tYQiUQssirAdBz6wYMHlmP1eh3JZNLiw/4xYxk0lvhgwfM80uk0jo+PaVESBAE+nw8+nw+xWAwAqFFrmqZlgQZALntsofN6vQgEQsimduAPSgiFUhgOJ/jP/7jCZ58nIMsiUqkw/AEnmo0hDg8a8HgcsHH6pTuyAAAgAElEQVQ5TMwpz6DT6aDRaFjsV/1+/4Jo3n2MbVVVF5jVjJA3f4yR5FifY/69AdPAxHo25XIZL168QK1WQyAQAM/zuLu7s7we+12xWIQoinA4HBBFETzPo16v4+rqChcXF9jc3EQikaBF2TAMnJ+fo1AoWIKGy+VCLpfD69evyeP7wYMHuLy8RDgcRq/Xw/Pnz6mf0O12UalU8Itf/ALVahWappGUPMNgMCAdMTZpdnh4aGn2cxxn6VHwPA9RFCFJEmVi7JyGYeDo6Ahra2twu90fPX9jGTSW+OCQSqXIB3xesJDN4bMFQZIkBAIBFAoFeL1ePHr0CJ1Oh3bh8+j1euj1+hj269jcigHgcLB/B10Hzs/a2HgUgU3gsb9Xw2g0gSDwiCe84LkQBY37mNhMCHEWuq4TadHr9WJlZQX1eh2maVoyDeB+gh+bHrsvWDDMZimGYaBareLx48fo9/vUI5kHm5jKZDLE4fB6vdjZ2SHG98nJCR4/foxOp0P3cV4c0e/3Y319HeFwGKZp4uDgADzPYzQa0bjwbEkQAA0xXF5eolqtQpIkpFIpUv9l961er2NtbQ2Hh4fUM2FgSscsE/J4PNjY2ICmadB1nWRHBEGg8p6iKNjd3cXa2hp5sX+sWAaNJT44MNVawzAwGo3wi1/8AqVSCYPBYKExrKoqKpUKgsEg9vb2YJomAoEA1tbWaPc8P/4p8FsIhVwIBCT8+68vwNaju7shQuEBTk/e1sN13ZhKeticwA+nMAyDZD68Xi9xHO4TzBuNRggGg+h0OiRhUigU3qkjpaoqSaiw0s/7ggbja8yep9ls0nnmF+xUKgVBEJDJZNDv98HzPPr9PtrtNrLZLLLZLM7OzqCqKi4vL7G6ukoZFQtQmUwG4/EYDoeD+gfRaBShUAi6ruPq6gqiKKJarcLj8WBnZ4fY6oPBgAYAANBrb25uQtM0ymIuLy+Rz+exs7OzIHXCnA3Ze7PZbNA0zZL53d3dLTDDdV3H6ekptra2lkFjiSU+JOzt7eEf//EfYbfbcX5+TvajDx8+xGQywenpqaVEwmxK2Sw+K8dIkoRMJoMHDx7g4OAAhmFMd/zFJwiFZBgmLGUhVdVhGIAo8hiP3y62mjaBKLowmqEqMJmPeDxONfhIJIJisWgxEhoMBri8vITb7UYoFEIkEoHD4SBhPSYDEgqFyF9bEARSv50vb4miiGQyCZfLBZ7nidzHUK/X8W//9m94+PAhBc/Ly0tIkoRcLodWq4VSqYTRaESMbCaQWKvVLNkS6wUwuRRd17G7u4tisYiVlRW0Wi38/ve/pymy8XiMZ8+e4erqCk+fPkUsFgPHcXA4HFSG4nl+YcHWdR0HBwdYX1+H1+slLauLiwvU63UUi0UIgoBKpUIZmt1up6DI2OGzU3KqquLNmzd4+PChpcw2Ho+haZrFsOtjwzJoLPHBgZWgjo6OLF/seDyO09NTpNNphEIhVCoVtNttBAKBBXlyAOTLvba2hmKxCNM0Icsyrq9+h903SWxvPVh4zng8gegQ5vSiDIiiCxhwAEy6RrvdDl13w+N6imarC6fkhN3eQCLhpqDB8zx+9atfYTQaYTAYIJvNYjKZ4JNPPoEgCGi326S1ValUcH19TVNYLNtgSCQSRDy8vLwk8cb7GNu1Wo16P8+ePYOiKBYFYHZ9fr+fRBmbzeZCb4VlF+x5qqpib28PJycn2N7exng8pnvFhBKfPHlC/ibNZhNnZ2dUXtre3oYsywtkS7bIb21twefzUeDv9/s4OjrCkydPMB6Pkc/nyffc5/PRlNTV1RUKhcKCo2OpVEIul7M0zGcFFT9GLIPGEh8cvF4vcTFmj2mahna7jXa7jUgkgk8++QTD4RCj0eherweGfr+Px48f4/j4mAT4bByHkbYOu32uAa0ZEOeOadoEot0GwA5gukCOx2M4xDA44xGymSDq9RFgBhGLPEG9+Z/03F6vh0qlglgsRuZNzEOC9TZyuRwMw8Dt7S1SqRS8Xi+azSapv8qyTL0aRva7L0gy+1emUXV5eUmTVOfn5/c+Z3V1FS9evLCcg2UI7L4zYUfg7XAC045i/R0WyFmj+10M7Fqthmg0agka+XyeMifTNBeukzX719fX0Wq1kE6noSgKgsEgBY14PG7hbgBvy3Gzk108z1Ov5WPFMmgs8cFBluWFCaN5v41Wq4Ver4fd3d0FvSkGSZJQKBTA8zz+8Ic/WIKQCRXaaAJRtHpea9oEdvv8MQN2uw0cJJg/BA1N02AXJUwMDrW6Ao/bgdFIw8lxDzfVA3rueDxGNBpFMBjE+fk5JpMJEQ9LpRI6nQ4GgwE+++wz/OxnP8P+/j4uLy+JMb26uopAIACbzYbz83N4PB4EAgHL9SUSCdJsajab2N3dpT7IZDLB5uYmhsPhwj0VRZHIkgCIb3JzcwNN08BxnMWV0OPxoFgsYjgc4uXLlzT1xZRs2bHZ+z/fxK7Vakgmk5Z+SyaTwenp6Q9DCouBrVAo4OjoCLIsY319HaVSCScnJ8jn8/B4PJS9zfqgRKNRZDIZ1Go1SzksFostOD9+bFgGjSU+OMwqojL4/X6LSGEgECCtoflGMc/zSKVSKBQK6Ha7+P777xdew4SKsWZAmMsqxpoBu7iYadhFHhwnwTS7PxzTYLcLqN52oChjrK+FINh4OJ0CQqEEXK4pES8ajaLf7+Pf//3faQFl/Iu9vT16jXq9jkajsSBf4nA48PLlS7I2HY1GlpIV200fHh7eu+De3d2hVCohn8+j3W5byjezHt7ANIhomkalHDa+KssyPB4PeJ7H1dUVycX7/X4iOs7LnbBFmzWoM5kMDMMgTkYkEqHpqclkglgsZulTMYRCIaiqiouLC0iShLOzM3S7XRKLZL2O2feVSqUQCoWwv79v2SjEYjHE43Hs7+8vvM7HhGXQWOKDA5uyYWAN4dlFcZ71yyDLMgqFAobDIb777rt3Tx6ZKrTxBG7PnF3qeAKvd95q1YBTcoDnUuC4KHh4IdrSiEQCsHFDOJ0CJJeASNSF4tCPUjkBRZmKCna7XYuIIQAaSZ3F7e3tgi8409RSVZUCSKfTsTyX7Zh5nl8Y2WU4Ozuj8VjGwgawUCYaj8cIBAJ4/PgxOewNh0OMx2PSfcpkMigWi6Te2263Lf0CnueRyWQQCASwu7uLhw8f4vHjx5hMJhBFEcPhEHd3d8jlchQ0ms0mFEWhyS2GYDCIjY0N2O12iKKI0WiEyWSCQqEAn8+Hk5MTnJ+fW7IGnucRj8fx+vVrSwmKuSsy8ufHjGXQWOKDgiAIND3EMF+aYqOuswuMIAhUriiVSn9WMsKEOi07LZSnDEufQ5IEeNx2RONOcPwncEp2iA4bBBvg9NjRaA7Rbqm4uemB4zhc3/RxfFSBYU4zBtZnmMV9pD/Gyn7X41iGMW8Py3bvyWSSJrOYGi4rCxmGgb29PTx58gQ7OzsYjUbgOA42m40mlURRhMvlgsPhAMdxmEwmpCZrs9nILz2RSODrr7/Gzc3NQolntnz15s0b6LoOl8sFVVVxcHBAEu/7+/vgOI6yF9M0cXNzg52dHSpb8TyPQqGAV69e3asZtbm5Sfpfs/D7/Rapdp7nsbGxgclksmCy9bFiGTQ+IMwTvj5GsGbqLAKBgGVOn9Xi2b1ipRCXy4XDw8MfoTHEg4OM0XgMh306+up0CXBKAvwBCYmUB3a7DaLDBk2bYDIxYLfZ0G6pqAx7UFUdDknASjGI66u32c9IncDpFMDhrdLufQECsDrusZ/nSX9slJVJwLNx2NnnMjKdzWZDo9HA9fU1UqmURfAPmJLbLi8vkcvloGkaNE3DaDTCs2fPEIvFUC6XoaoqTk9PSadrdXWVFHuB6YL81Vdf4ebmxvJe/H4/otEo3G43SqWSpbTIJtiAaQkunU7D5XKRHEun06G/paqq8Hg86Ha7CAQCCxkaAJJgcTgcC41vwLrBYP2W+8pnHzOWQePvHExTKJVKIZvN4je/+c1HPdkRi8UWZB48Ho9FB0lVVfBcGMnEPyEc6UOSphpL0WgUNptt/pQz4MBzOQR8n0L2OeHxiMjmPHBINoxGE4xUHaOxBl2b4OysSbwNQeCxuRVFo/GWXa2NF3sfw6EGpyQAnMQmc++VCAHeZg7zrPB3HRuPx5ZextbWFk1hDQYDUqQFptNI93EQrq+vsbW1BY/Hg9PTUwyHQ2xubuL169cLPt/AYnDiOG7Bpc/v9yOfz6NcLuPk5MSyk59vhAuCQNnIwcEBdnZ2LCO7jDQJgFz/VlZWcHh4SOcsFArI5/Oo1WoL5EXGLmfTYI8fP8ZwOFwGjDksg8bfOba2tpDP50la2u/339sQ/BjAxAnnp3xmNZ04eCHaP4E5yWNjTcLl1S5stjZ5Xjx58gSKoiycA3DA5fgnRGNhpJJe3N0paNQVhEISnn9nFb2LRDxQlLcLt64bsNmsulK6boDnOfA8wNat4VCH1+sGh/meyNuFf/7Y7OJ+X1bCgsVs0GD+FGzkdZ71LQjCO4lrTFacNY4Zu/o+6Lpu8R+fZWHPwjTNBT93AD/wWN7ex1gshkqlAlEUUSwWMZlMUCwWyZek2+0imUzC5/NBEAS8evUKjx49QiqVogGB09NTyLIMm82Gzc1N7O3t0X1Np9PQNA1erxdOp5NMsFZXV3F2drYsTf2AxS3MEn9XuL29Ra1WQ6VSgSzLJB39sYHN/98nJtfpdJBIpGDjHyIa/t+xvf0Q6miCr78+wvn5d2g0Gnj69Cn8fj/evHmD1dVV/PKXv0Qul6NzCPwDpNIxuFx27B/WcHb+O9zVzqAoOsR7pqV+7LHZ8Vx1qMMh8eA459zjNEuW8FOOzQYNxldwOp3kiT3bCBcEYSFTYZAkiQLArIRJpVK516RqHvPPY2i327i5ucHGxsZCT4YxzWdhmiYFLsMwcHx8TOWkcrkMh8OBeDxOk2UnJyeIRqPk/w5Mx4gPDw/RarUQj8fp/fl8Puzu7iIej8Pr9eLm5gaHh4eW5v8Sy0zjfzkEQYDf74csy/B6vSS1wPM8ZFkmdiv7YrAPt9PpxPX1NVqtFux2O4LBIJrNJiKRCILB4IKqqSRJkGWZJlk+NLD3fF/T8/pKwSfb/4JoyAabwOHiooVm6xUmxjEAA6VSD5PJhIQOgakExez4qmn2cVPuYTS+hG68AqDBxrl+CAb3McDvOXYPU9wuTktbADAa6QA4OEQvtBmdwHcFiPmsgj2O+UUw0UYmPc7sbAEsPDeRSEAQBFxeXsJutyOfzwMAqd1OJhNyH5yddmJN43mWNiPBsc8gy4Tvk9+o1WpotVp4/PgxTVSx52iaRueuVqvY2tqC1+tFuVy+l5C5t7eHra0tCnDj8RjlchnxeJym5xwOB1RVRa1Ww/r6OhRFQTKZxM3NDbrdLq6urrCxsQGO43B1dbVwvcwCeDEb/TiwDBp/YzBHNRYkBEEgUtLt7S22t7exvb0NURQxGAwwGAywsrJChKutrS20Wi243W6MRiNUKhXSVmJf8GKxSEqtLCAxpmwsFsPXX3/9N22Ye71eOByO/6leBG63+56A4YDAbyEc3IBglxB023C4X0ej+Q0M05qRlMtltFotFItFC7mNYWKeYqCeg1QHgenYrW7cywr/MUzx+WPDoQaYQCQaAe7+G9TRDXTj1Q/jshI4+MFxHnCcF4aegexzYuCfwO22wel0Ih6Pw+124/b2ljwzWFP/6OiIdsuxWAxOpzWbYYKJqVSKgkOv14PH48Hz58+hKAp9tuYDmKqqkCTJEjRcLtdCb63RaCASidybDeq6jru7OwSDQcumplarIRKJoNvtQtd1nJ2doVAo3MudAaaZlaIoFBiAaWbBSpSCINCAgKIouLm5QSAQQLVapZJbvV6nEd4vvvgCX3/9Nd07poj7Mfc5lkHjbwSXy4WnT59iOByi2+2i3+/j9vZ2YRfTarUwHo9xeXlJH1TTNJFMJnF2dobhcEiG99FolIKGy+UiKW1ZluF2u8FxHGRZRq1Woy8qI1X9Lc1kQqHQvY557wPjHLxrN8dE8Bg4zgGYeYi27R8yATtkzycoFMMwDODl93fgeWB9I4xOdwu9QQVM0oNBURS8efPmndfEcykABo3DmphyNQThvlLUn2eKj8Zvj4VCTkwmJlptBU+eRNFs+3ByGES16oLdloE/7IVDUOGVJQgCj0BAgsslguN6GCin6HQ6UFUVbrfb0vgNBoOIRCKW8oqmaeTGR9cyGiGfz+Ps7AyvX7+mIJFMJukzahgG7u7uUCwWkc/nyZd8PutxuVzIZrOIx+M4OzujYN5oNLC+vv5OP4rZCS+GWq2Gra0tylDY+2QyJAAWGtqMk8Hg9XoxGAxInZd9R7rdrsUrZRaKouDk5AQ7Ozt0bkmSsLa2htPT0w8yW/+xWAaNvxGYVMX7FiVgGjRkWbZ8CWq1GrmJDQYDeL1eHB8fY3NzE/l8HrIsIxqN4uTkBIlEAt1ulxzgQqGQpc/R6XTg8/n+pwaN+S+xLMs4OTn5SeeIxWL3jr56vV4UCgXYbDa0Wq0fdnwcTP0TrK9F8egxj1d/8kKWHcgXA9jbraNeexuYKzc9rKzEsfvmGTTjqx99PRyC8Lg+B8dx6Pb/X5jowcToXq7Gfazw9zHFAcDnl6BpE5gG4JDsSCYEeF121Bs+uFwCsjkfmo0hOJ7Dt1+XcXXVRSYj4/DwDhPjku7NPMHvXc3x+WODwQC9Xm/h7zRvDKWqKkKhEE0fFQoFhEIh+lzKskzs+729PayurtJ5mBrvTxkN13Ud19fXKBQK2N3dBQDc3NzQBBQj/h0cvJVemb9mm80Gh8OBaDSKVquFg4MD4oPUajW02+17exY+n8/S83nw4AGur68/6oABfMRBIxQKIRAI/OTF7C9Fu91GsVj8s4/rdrsLDUFmvfnpp5+ScF2tViO/hL29PUQiEfj9fgupisk+s/o0MA0ayWTyL34fPM/j4cOHGAwG96bokiThk08+gaqqaLfbUBQFdrv9J8lI30e+A4BwOIxcLkdZWCQSod81GgNsPODh8djx9LMUTMNAqzmEjbcuINXqALLfgWxuFRcXd5iYi6Oi98NAIOiEaLehN3DDNHuAqULXDDid1q/RLCvcZvLwwIngSIbXK+LG7MPhtsEpCQgEJAT8Dvh9TvgDEobDMXgOuLvrwy7YAJjodlRMJnYoigZloIGzcRiPJxgq+g96Vm8nre7rc7zL/W/+mGEY0DRtIeDPL8C6rqPT6VA/4erqColEgjy9y+UynE4nvF4vrq+vcX19TezwUCgEURSxs7ODm5ubBbvd+8ypgOmmKZfL0bV1u11MJhPs7OxA0zRLwJi9D+zcg8EA+Xweb968oaynXq8TWbBYLEJRFJydnWE8HiORSECWZSIrMkHEdrtt4ft8rPhog8ZoNFqYzGAQBAGRSAS9Xu/exuqPAWPyappGJj7D4fBeWedZsIkWxnb1+Xzwer2Ix+Okg8QMeZ48eUINvUajgYuLC0wmEzx48IBIToz0xF5XVVWYpvkX+wEEAgFkMpkFgtbs7+/u7kjWYnV19SePAMuyjOFwuLAbzWQy1G+QJInukWFMa+yCncdEB75/UUE6LeOm3Ec6I6PVGlr8Lc5P23i8GUGv+xS1RgMm/vzO0cRwKhvitgM/kO9MqBiPJ5BlB3iTgxsSvHAhMvIgHZCRc6QhO52wuzg4wxw8cRu8ARE3WgsjVYcxmZaoZjkdsiwinZHhdtvhdgtIZTwwJoAxMeCQbNB1EzYbD103IAjWSat3ZRXzC/G7JplYI50ttrO7bPbv+46xLIU1yGcb7gDofH6/HwcHBxgMBkin06SGe3Nzg2q1SlIn83C5XBbXP0mScHp6ipWVFWSzWTSbTQv/g6n7svLl7e3tAvubldru7u7A8zyy2SwePXoE0zRJabfb7UIURcqslgFjio82aCiK8s6gEYlEkMlk0Gq1LMqXPwUbGxvodrsIhUK0K+v1evD5fO8MGrPp/RdffIHb21v0ej1q0rpcLsvESLPZhN/vR6lUwu9//3uSyXY6nfD7/fQ63W534Wefz/eTd/8ejwcrKytwOp1kaFSv16nODExT+ru7OyiKAkVRIMvyvRpP78OsZDVDOBymMVEAlMlks1loYw82N1fh8ThwetxCtzNGVRigXldgF3kUCgEcHr5lGeu6gfOzFgrFIPr9z6GMfg3gz5VLxhiNp7t7ngsA0MBxMsJjP55IKTz0r0B0cRCcPOwyBzltQ08yoKsGNAUYNqa8jKs/KdjnpkHU6RKwshK0cDpUVUc87oKN5zHWDAwGGlZWAnC5BbRaCt68qqPTYRNJBuyCC9p0+MrCAJ8NuPcdm+VQMMwHjdnHzcpqmKZpedx8sJoXRQSmGzGXy4VWqwXDMCjDd7lcWFtbg6ZpaDabEAThXsfAWbHJSCSCWCwG0zRxfn6OaDRKRk2z04OzMAyDRo6ZcOJsIDQMAzabDQcHB5Zemaqq75XN/xjx0QYNwzBIBG1+yoNNYDB3NOCtoNt9Cy2bb5/9HWt2s1S91+uh0+kgnU7TY1wuF3w+H/x+P1wuF0ajEXq9HkqlEiRJsqhpjkYjmilnuLy8xLNnz+hL7ff7aR49EomQpHO73bZwDjqdDiKRiGV08j6wIBYKheD1etFutyHLMv7zP/8Tw+EQTqcT//zP/0wN+sFggHA4TAsCCzQ/NfD6fL6FTCaZTC40UKvVKn72s5+hUrnF9y/K+Pkv8ghFJPBH0zIUAFRu+gjvuBCOuCy9jW53jEZDwepqBnv729CNF1gEB46LgOdC4OAFBxOyz45U6jFczk8gOW34xJVBIOJAazSBPjQx6hrTAAEO1ZdvP1e8ALgjAhx4u5hq43umrHQDijKBx81BtPMYCUC3N4Rd9EBRJri46BLLHABE0Q1lJAIzkus/likuSZIlk54lADKCnCRJWFlZATDd4dtsNip/vr1m3RI02HdlFuz153sHiqLg/PwchUIBzWYTw+EQbrfbsnDPb7Kurq4sboOCIKBQKCASiWA8HmNvbw+xWIyCl8PhgN/vh2maaLVakCQJiUTCEgx0XUe3273XE30WrI/zMQeTv+ugMevQ9ZeAlajmgwbrA7Bpjn6/D0mSLH7HrPwkyzJZR56fn8Nut8Pj8SCZTKJWq0FRFHKGYxLObNejaRr1IL799luLXMLOzo7lmt5VVur3+/D5fGg0GqjX6xgOh+j3+0gmk7ST7PV6cDgc9HOr1SKfiNkvscfjIbe2aDSKer1OwU7XdZRKJdhsNkrTbTYb7u7ucHl5SffM4XDgs88+Q7fbhaZp9y4U74PL5SJHudnrYn8XYPrF/eyzz6DrOl69eoW7uzvYeODmJohUxguX247xeDo9E4u5IUk2rKz40O2oljLV9VUPDx+FkUo9wtX1HQzzGgDAwQYbl4MoriKeiMHnc0CS7JhMDASDLtxWFPR6I9zVdMj9Hh48FdE4tLKiuTkGuKFPjzl4+4xEyCIr3DAAG8/DMKcP0nSgXh8hGHJDEu0QxWlp6sGDMLyyHYGgGzbb/4FO9wy68d17WeHTz40dgEaBRBAEOJ1O2oWHw2GSJGdqujzP4/r6mhRrt7e3LefXdR0OhwPZbBZ+vx82mw08z1vsU1nJin2fZsHKpmtra5Ak6c8u3PPQdR3Hx8fw+XzIZDKoVqv0euPxGKPRCAcHB/SZYsMUbNHf3t6G2+2mTQ7P83QNNpsN5XLZ4lQoy7JFSv1jw9910GD2jNVq9S9ibLKgMb+TmRU/8/l86Pf71NBlmUkqlQLHcTRS+C//8i8ApmOFrVYL5XIZn376Kex2O+n/s6AwGAxwfHxMPz979mzh9UejEWRZhq7r5EkQiUQWxnS73S5pJkWjUWLu8jxPuynDMNDr9WjUlvVXotEojeUmEgn0ej00Gg3c3t7C5XLh4OCAdIOePn2KcDhsmRwJBAK4uroi61RN0/D69Wt4PB6IoohYLEYBkBEUu93ue/9WoVBoYSMwW66SJAmff/45HA4Hfvvb31LAnxhHKF1uwiM74PdJGI8myBf8MAzgzesaAgEncgU/jg+tE1mnJ008ehxFp/0ZBr0RCvxnWHM+hT/pxI2/iptWB6VSF8pgDMOYNoZvyj3o+vQ9DM0xzIkJXpgGBgZDM8GLgDG2HnOLdmBm+nj8w9gtI/gBQKc7wumfmhgqbBMBeL0C7AL/w4iujjdv7lBc8SOb9eH8rI1ub7qzf0sEdILnZHDwwpg8hs/zCLxpwulyQnLeIh43kEik0OtNS4ush8TIbWyBVRQFgiBY/iazznWJRALRaBThcBiVSoW+D5IkEVmv3+8jGo1CURTyB5nH6ekpUqmU5XvxU5HL5eg6K5XKOzNp9l3Y3t6mNaBardLgBc/zxFkJBoPw+Xw4ODjA3d0d2u02ksnkO9/HxwAbgP/zf/VF/KVgi9msO9hPAfNQnv1CMPcx5m4mCAKq1SqJpdlsNvT7fZKAZk1ejuPQaDQwHA7h8/mQTCZJ/fP6+hqlUonkoOf1kbxeL0zTtAQDURSxvb0Np9NJ8/AOhwOSJFkay7qu48mTJ0gmkwgEAjg6OsLR0RFyuRxNF7VaLQiCgHA4TMEklUohEolAFEWEw2E4HA6cnJzQjpLxPBRFgWma8Pl8iMViuLi4oAUjn89TTbnb7SKdTuPi4gKZTAYnJycIBAL45ptvMJlMsLq6Cp7nkcvlKDsbj8eYTN4ulgCQzWZxe3tryf4SiQSazSY11ofDIVwu11zZa4LRSIbX40cq7YHHI6FS6aN02YGuGej1xkgmvJhMDAyHbz8rk4mJ8UjHz/KreDD637CWKyKUleCJCmj9ycSbehmjsY4fNv4Ih13odKdTUwDghxvJsAy1a8CYSTZcIR5a38BkbD2m9zkcj26AHxKRYNCJwUDDePz2PgSCEoaKbgkkweFtYroAACAASURBVJALXq8Tt7d9KMr0hVxuO7rdEco3pzDMJmxcBn7/Bryex5DEDUSjG0gmisjmwkgm/OBtAorFANptAXYhhvqdE292f4+72rRnxpjfs6POdrudMlkA9PnpdrtYXV2F0+nExcUFsaeZciwjsTJeButZFItF6LpOroipVArdbhej0QidTucn83lmUa1Wf3Tlgcngn52d4eLiwqKsa5omxuMx6vU6qtUqotEojd9++eWXVKZuNpsw2QfjI8LfdaZxe3tLejN/iTGKpmkL0xqGYcDtdhML9OnTp3C5XHj48CFN7FQqFXQ6HWxsbKDX69F0EyuXNRoNaqj1+33L1AUbeZ2th97HnWBTHEyMDZgKqs2SsgRBoPova06y62s2mwgGg9jZ2UEgEADHcUgmk9jd3aXzJhIJ7O3tkfREIpGg3Rm7Jnbtd3d3lt0Vk9tgX55QKISXL19CFEWYpglVVbG7u0sLxNnZGa6urohcWCwWsbKyQuWvVqu1MPXC4HQ6kcvlMJlMaHqK9XKmmwUbbPwDBAMZ2O02DJUJ2u2hpYcBABcXbaysBtDpjChTAACHISIfCmIkmuhfTXB12kcy7UEq58WDwyx2cTHzmZn6fQ9/aJyPoGGimRAcPHTl7Tknmgle5DHLIJ9oJgQ7DzsEaD88X9MmcIg2zO5Zpwq4b7kfW9sxuN0iRJGnXgbPA3aBh98vwcavw+O1w+2yw+0WMTEMlM0+lKGGbmeE0UgHbwPOTjsQHTYkEzImEwOC3Q6OC8I0+z9cyyK5TtM0i/KvYRjw+XyWLB94y99wOp2IxWIQRRG1Wo36CSwQqaqKVCpF01YOhwO5XO5v7ob37bff0jDH+zacqqqiVCphbW0NW1tb6Pf7EAQBNpsNW1tblu/nx4K/66BhGAY10V69evWTS1RMT2f+nIPBgEo3TqcToijiT3/6EwzDwKNHj6hWm06nadzw8PCQZKOZhEIqlaLdCgPboc32E+a5E4xNG4/HLRMunU4HgUAAjx49omkUURTh8/lIWoTVoxlj/M2bN7i9vUWn04Gmabi+vqYAm8/nwfM8ObvNXle73UYmk6FrEgQB19fX9POs70CtVsPa2hqurq7I4wCwjlqy1N8wDDSbTSQSCRwfH0PTNAQCAaRSKcRiMQDTzILN8CcSCdrNzjbHWRnGmEQgiTsoFpNwSAIuzttQFB2PNyPweIbo999u9fv9MVoNFY+zMVyctyGG/z/23qs5kvTK+/ulN+UtvGmgvR3L4ZC7y41XIXPzhiL0ifRxdLGX2r3SakPBXWpecsf0tLcAGt5UoXxVuid1kcgHVQX0kCutyOH0nIiO7smpQmYVMp/znHP+RmFmNosQgpOwy/bTIa8G+7Tp8+m7a9y6XeXGTJ2TwzaHyunZecUE23tEgAhAmwQLEQWgGZcfszHGksZ5glBS2K6foaaXWIgV8rrNNTfPSbuHPRtRrTosL+dRUIhEhGXrHB71GfQhjuHNm1MqFZe3b8/RZzGC+w9myecdVEXhxfMGQsTMzmZRxmTYp+XTIXlGpuG5R0dHbG5uTrRnFEVhYWGBdrvN0dGR3AAZhjGxMXvy5Al37tzhzZs38r5OOUZ/TtLcYDC44En+vtjd3cV1XVZWVqQ98HTF/yHFX3XSgGQh7XQ6UgLhPxI/pLx58+ZNNjY2GAwGXL9+XRKiXr16xfLyMoeHh2xtbbG3tycfHlVVCcNQHvvmm2+4cePGxM9Ok1I+n5cPSTrkTu0208U25TqkpXO328UwDK5cuUKr1ZL6QqnN5mg0olgscufOHQqFAq1Wi6OjI5m0UnOatJqYnnMMBgNyuRztdhvf96Vz2mAwuCA9Mo5wGgwGaJqGbdtyzpFGirgZX2BSVE6aXAaDgay8PM/DcRyWl5fJZDLs7+/zzTffXKgkw0DHtX5JvTrP/FwON2vwb799JwfKO9sdVleLPH58/mDbscnS3gK3fl3i44rg9+03vNtqJUiqmSHZBZP266S98ijeoPTWZeFWhtunSxz6p6CAH4QTVYBPQOjHqPrU4DuI0aYqDeELNFPFxiSKBVkcZrwiWcPhmqZSzLiYrkJuRsfIQDCbJIKgK3A1m+GozdFRn2LRotcLGfQDFpey7O/1cF2dajVzqW954At6HZ/Hj45kheW4+hk5cNLw6TKV3OnB+nA4lJsEz/NQVVW2N6eVBqYJhylRNWWRpwnl9u3b/P73v/+zaqL9R87VbDbJZDLous7jx4/lzCadGX5I8VefNCBRJL1///5/GE01XXqPR7PZpFqtSpXNjY0Nbt68ya1bt+TN1ul0yOVyckHc3t6m2WxOtKPGEVhppDyJVqslE8X4gp4mE0VRmJmZkQq1qUREmmQURZGidIqioKoqjuPw8uVLOcjL5/MTLad0YJn+93hbrN1uUywW5XeY/v8UFJAa7aTnSQEEtm1TrVapVCq8fv36gtXq9O+kVCpdAB+kP/P58+fMzMwQhiHPnj27dJipkCeT+Yy7D0xOjgc8fnzE3HyW5eUCm5vJuRqNIeWqw/xCjr3dLqapcndujlsLRYJuzPbTHi9GJ0RK8sAfH/eZm89h2zqjUYivhLwc7VPtrFEs2NjHJiN8An+SAe4RIIIY3ZlcqCM/xspNJpIoACcLXxZuoNugOyqZuoJdUhlUYsJRTDCMGbUFoQc7z/o0wh59hoxKA27XKwz6IWEgWFouoM8rZ8xxGAxC3r1rY1naBRiv7wtimGjJBX6aXH7YJTAFQoxXxr1ej2q1SqlUwjAM2def9tVIlW7TWZrjONi2za1bt6hUKuzs7BCGofT1+FNg4H+pGA6HVKtVDMOQG6lut0utVvvgkFQ/iaTx/7ZNlRJ6xkNVVdbX13n06BHdbhchBL/5zW9YWlqSMNLxnfr0IjxtLZomiDRppLjxFJ6oKArff//9xILu+37iLnfGVE2TQhRFUnen1+vx7Nkz2VbK5XJkMhmCIODatWvSBvPGjRsIITg+Pv6jkiLtdntC6iRFZg2HwwmGdrlcptfrye+5Uqnw7t07arXaBex6sVi88FCVSqUL5L1isUgQBHz88ccAlyrNQsIWX115QCFvcbDf59WrpFe+s92lUplUbt3aaPHRx7Pk8iaObdA86XDwpEJ5xaY9GsmEAaBHBtnDLP/j3Dz/9u4lUT4kal68j1IGeBoeAZEPVn7ydVdKAbNXdJ4J6KNjOAp2ScEsKCiaQjCMCYeCzg74Qzh5dL7gmjkoLBkchC32aUoZkkLsYusGJ80+zWby3Xz62dzEeT3vojDi+0ygNE1JhB7lsctdAtNKM51LNBoNFhcXJfk0RRs5jsPq6iq2beM4DpqmEccx+XxeElSHwyE7OztcvXpVaklB0gYb97z4sUWKMEulcSDpBKyurv6cNP5ao91u0+12WV5e/pNliy9rT6Xw1EKhQLValfLlOzs7sodpmiau68pFeHl5WS7auq5PWIu2Wi0JfTVNk1/84hfy57x7904ununPSiuKtDWkqiqNRoPj42PpiVAulzEMg1wux/HxsURpGYbB69evuXv3LrVajTiO0TSNIAjo9Xp/VFKk1+thGIaco6R6WdMM7bRKSqNYLLK9vc3q6uqE+qyqqlKzJ4336UrNzs7K87RarQsJw7ZtVlZWsG2b3Z0dhLg2gS4KQyEJfZDIcczN5SiVbN5ttXl11EAIMOIMn84ssVwr8fo4Q0jEKrOsFarkCwbZGZUviss8au6iN3VUXSHykzYUMWi+RlXPEcUWORzyuoPugFPTKEWgWQq6rbCwHKBnVGbKES93BcMmdHYFxVWTk2fnCUK3wa1O3YMBqIbCjeIcdzPzGK6CXVbJOCoPTPg/46fESrK7j6IYXVcnqojLjoWhwDTVCZ5KGAos053w7khd9hL0mo2i5Dg6NJmf/yXt1u9w3FDO7L788kuOj4/RNE0uqoPBQC6svu9LhOM4LL7b7V4gyaaaa+P2sNPs9L9kmKaJYRgX5pNwUXH5px4/maQBsLGxwYMHD2g2mz+o75TGOJluvL/Z6/WYm5uTRjzZbJalpSVc16VarcrW0DfffEOj0SCOY7a3t+l0Ojx48GCCgDc++E4XzDdv3rC3t4eu65J1nc/nmZ+flzDe3d1dut0uV65codfryc8jhGB3d1cim9KhdaFQwPd9er0eX331FZ988gm5XE7acaafb1rKZFpSZHzOkQ7ab9y4wb/8y7/I7ydNEul3l3JdDMOYgExOVySQPGDjVYtpmqyvr6MoCl999dUFpVZd11lcXKRSqUgnNdsuMj+XZW//4oNaLNrMzWfRdZWD/R5CxMTxOXlugwPW92apXDH55PgqhYpFbi7ZmfcOI16+PeFJuMUg9LlNEc2AMIj4Ur9F0XVxciqVeYNeLDAchThOWlGmC62+IDiBcCAYdT2yN22UQ5/+YTInUHXQpp640AfNUC4cs4sqmmkk3poChIgx3JiilqFElibJZw8DIQl/8v2XHPP9y8yiIkwrC8MkOajkEdESuUyFyMqQzWZwHAPb0VhczJN1i/QG3zMcDiU67+XLlxJme1mkAoMLCwvynhmNRvLeSq+nVCqRy+X49NNP5fzw5OTkR+NbkdriZjIZeUzXdQzD+A+TEf/a4yeVNMbbVI8ePfqT2lQpuWd65qCqqtxVpFyIfD5Pr9fj66+/5vbt2+RyuQs3dToHGPcgmB4wX716Fd/3WVtbY2dnR8IPh8OhVKYtFovMz8/LCiYdoA8GAynbkH6+Fy9eSPXZ8SohZVdXq1XZNppGRY1LiqQP8t27d+l2uwRBIJNLuuPLZrMEQSAf9nK5TKfTIZ/P43nexKJ0GSJmfMZRr9dZWlqS0Gk439GlfIDZ2VkajcYE0mU0atNuD7Gt5PZVVajVMtTqGWp1l6ePjzg8TL7/KBJUaq6sQnxCDrotakaNq3+bZXAiaO2EvG0ds8MxBTLcUa9Qy+WwXZXMvIpuW9SFRTBMZg4I6OxGhAMhCX26Y9E/PL/fPF8hq4Kln+P4RQioikwEycGzv6eORZHAyIBmq2h6jAAiT8VwVSzO5w6pc+C4ftVlxy4zhgpCQT5n4zr/C45j4Dg61YpDIZ+YQ522PRonQ7pHIzbe7jIYPZZeIpBUnO+bCY7H27dvuXPnDisrK9LsKZfL8Xd/93c8evRIMrhTXao3b978aCoMQHJK0o3e3bt3CcOQbDZLHMd/1uH9jyF+UkkDkkWxUqn8yW2q0WiE4zgTSaPb7U5oRIVhyGAwmJBemB4aj793fM6RWkPeu3eP4XAoJUVSMt/jx4/ljisMQ7788kt2d3dpt9sTxCLP89A0jcFgwLt376hUKhfQVv1+X6KtOp0OKysr0jM5ZXt3u10cx5Hlv2marK2tkclkJBNdCCEX6eXl5YmqbdpZLe11XyYyWCgULvwOUvjtzZs30XWdZ8+eTbQqfN+nXC5z//59BoPBe2YbCs+eHnLz5hzzC1nq9Sz9ns/mZosoEvT75w9xp+OzvJJwW9RY4RYrrC1U0CyF0I9596zHIzaYpcSvcjcpzBjYeZVwFOMPYkIPjp76hGPdFKekTiQM4AIrfBQoEMG0JqYIYnQTwrGPFF1yLOxBc8/HyunkljUMW8XvCgyXqaRxMRkkwornx1QVFDWRVMnlLBxHx7I1MhmTlZUCW5ttej2fzqHH5mYLz4tYXing+xHbO/8XIt4DJkmYkMw6MpnMhao+hYOncw7btmVLNwxDTk5OePHiBZVKhV/84hf84z/+I7u7uwyHQ2q12o8qYQCsra3R7/el9lk+n0dRFAzD4P79+xfkeH7q8ZNLGpAI+d27d08ukj8UqfDeeKQ3bbooLywsYNu2HPimDO3UYGY8PM9jfn4eIQT5fF76M8dxzMOHD+n3+5LsduXKFW7fvo1lWbx48UImp5cvX8rdy29/+1s++eQTKpUKQggpAZ22lcYfsHa7TS6Xo9FokM/nOTk5IQgC1tfXuX37NltbWxwcHJDJZPjVr35Fr9ej2+1yenrK1taWRFFZliUF5sY5FjDJuRifTywuLk7MctLKY3wXlvqbX7t2baK6SCOXy7G6ukq5XObRo0eXtBh1NGUV173B3FyJ9WtFsnmTr/+wz2iUnCdtzaSRDnyt2OBT9Sor6wU0Q2H/9z7lawblssNvuEVuVkfRFfqHIe3NUC7+Vl6dcHiFMYmQy2RDzo55IRAKLFshIUIo568zgNH0e1UYjbWYvJjIUzk9CtFshdIVnWAoMBxNJg0tVjE8naKhc0yS1RxXx3UNKmWHUtkmlzeJhUImY+B5Ie2OR/fIYzAI8LyI23eq7O50JqoSgOEgOPMEUThPGBlUJZeINyp5RLjI3EyOWHyF7SSzjvRZGg6HRFHE7Ows3377rayQx2N/f5+ZmRkp459uGH5s4bruxL2d3pfpuvBz0vgJRBiGbG1tsba29kfbVOnuZjq63a6EwPZ6PQnPXVtbY39/n8PDQylOmEqRl8tlOfxLdZiuXLmC67pycT86OpKD6FarxUcffYSiKJRKJYlOGedEpMinMAwnFtkUojs+mGu32zKRRVEkh92O4+D7PsvLyyiKIpNJ+iD4vi8Z3unPKZVKEl2WVmG2bWMYhvzv1PciZYGPVwzTCCld12WC/MMf/jDxWtu2WV5exnVdadozqetjo6nr5DLXmV8okstZnJz0OTwY0G4PZcKAy21V7dDk7/O3qa9m8DqC5qtkEN3di5j7zKC3J+juR4xOBajJzjyNyxb0hKSnEk6zvcdY4aNQgShJJIYKZ6ojCafDuMgUv0AE9GNJGIyGZ/8WCroL81SYM0oUMg75koaRVylXbAIzxPcjZs0irmLyaLhD5Aq++/aIWs0ll7PY35vUSwpCcaGVBTAchtTqLrp6HU2/RiZTxHXssypFx3EMLEslX7Do9q7Q6z/m9PSUfr8/kRxSSPr7nkFFUahWq7IlvLKyQrfbxXVdtra2fhTIpKdPn17agkp976cVhH/q8ZNMGoBsmSwtLb3XkxiSofe4bHgaOzs73Llzh0ajQbvd5l//9V/59NNPieOY1dVVMpkMmUyGu3fv0mg0yOVy0ttia2uLKIrwfZ83b97w8ccfI4SQcNw0OXS7XQ4ODqQbmmmalMvlC0S6VqvFwsLCRNI4PT1leXl54ppTkt/169cplUrUajVevnwpfTd6vR57e3sMBgOuXbs28fPHv4MU8ZWeJ43pRFAsFjk9PZ1gh6dRKBSkRHqtVmN5eZl2uz2RXFzXZXZ2llKpxMHBAa9fv0YIwdLSErquE/gWmnqVcukqs3N5KhWH4TDg4XcHCAFzc7kLEFHPP7dQVWKFVWa4bs2j3FI4fRsyOB6bO7QFg0NB7+AsYQDZGRXNUmlvhkBMyYjIVCK2OufD6oS4N3m/TLPCR6ECAaCrzOYjjnsao1BBhBeZ4iK8yCgXAWgWmFlQLfCDKJFXn9NZ/5ssuq3Q3g5BSQbvJ689Nrwj4khhtbjE/Oc2w9Bns3dydm9EF9pYkCSs9Liuq7hukhDcTGIxa5pXUZQkiYxGAcNByOnpiH4/QAjBRx/PsbkxIIgu51dcJnUO58i6MAy5ceMGCwsLUu6mXC4TRdGFDsBfKt7nO/P27Vssy7rAbfmpx082aUBC+rt37x7NZvO9baq05z+NoBqNRhwcHLC+vs7+/r6sJIbDocSb//u//7u8oa5evcrS0hILCwu8efNGenGEYcjh4SF37969oEPVarWIooher4fneRwfH7O5uXmBRZ7uvMbL4DAM5cxBVVUpApgyy588ecLt27flop7L5Xj+/LlMRinqaTQaXZBOTxFfuq5LTw64yLlIndiuXr06kZhTFrjv+9y4cQPLsuTs4qOPPpLHNE3j5OTkgpxDGNjY5hfUKkvMziRaSPv7XQ72e8zOZSUSqt/3KRQmtcOCQODYFrqu8ml2jWsLFbJzOrtfDRlcYrzW2Y3IL2gyaUQ+2EWwyyrlMly7CuwHNPd0ul6yuF4mEZJUEOeJxQsVCAUUNe7diPAaHv/82kL4AtcFNxORtWJyVkyuHqFa8ETRiEwd3VJwKiooGn5J4NZUDv89wMqqmAWRkP8OYk7fhlg5leysRjxQEQpAjAhj+vuCrccDXinJBsW/pAID8P2Qa9fLLCwm9+toFDIaBgz6Ic3GkDdvmnQ7/oX3nX/fEY5dJngPgCoV8EyTRDrjSDcGqRXsu3fv2NnZkVI3fy2hquqfBAb4KcVPOmmkHhBXrlzh8ePHl5bI5XJ5AgGRCuqlMNirV69KFdh2u83+/v6llcvr16+lCu3+/j537txB13X5Z29vTyrnAnL4PRgMpDZUGqnfxjhLtt/vUyqViKJIXl+9XpdKna9fv2YwGEgdn16vJ1tSKSR3XFG23W6Tz+dl22xaUkTXdSqVCo8ePQLOh5tpRTFuwTktMph+zo8++ojDw0NevHgh/9/R0RFLS0s8ffr00kSua/MUCg/45GON5umI7e027XYC47VtfWLhGwwCavWM5CSUSjYzMw5zczkKRYt8z8QfKnidyaF18otOOBKKmiSI+gMdIgUzpyJEjBuCCAV0QjA1XCOme4YmjnxxxgAfazF5MVbufCfvhSQ9KdMAIiwd/mbNJ7tooOZVWAYMDSwVMoCqMtcVbB0KvBacbgRSVn3uE5PhsSAaQtiH9kaAP0hOHwUCzRozd1Kg7/vUDBt7fGDuX5QXgSTJnp6OePWyOQHRBcjnLcxLEs14jIZhMgzvW5hmLBOD67rYts3s7CyaprG9vS2Nuk5OTuRsMH3OxmcGfw2Ry+Wo1+vEcTyhCvwhxE86aUDCXi2XyywuLk7smtNIbUSXlpbI5/MSSdXtdnn79u0EDyI1PLosUtl0SG6oIAgoFAqUy2WEEDx+/Jg7d+5INNXCwgJPnz6VKKx0AU0ht4VCgcPDQ9bX1+UCvrKywtbWFp1Oh7dv37K1tcXCwsKE9MJ42+r4+Bhd19ne3mZhYWGiUkjPmxINh8MhS0tL0rsjm81OyEWnqK808aYtqWkEma7rzMzMSEmQ6Qeq2WwyMzNzIWHous78/Dy12m0s22TzzSk7O+evUVUolSyKY5VFEAgQYJxxEkxTo9cNaVojvv3mAOIDVqjzRbR21sYS6DbkV3SsvEY0FASjmMFxhFXQOPzeSxBMZ2unqcVQiyCrYemTMw1TkpdjTA0KuqBUgoXZgKwZkysAWQ10BfIa1AzykEBrTaAZQz8AT4CmwpxJvB/QO7zY6mi8Srw8VEOgWzGzn1iEQ2i8DAj6Ak2fRFQN/SAxfBpzCRxnhdu2Ti5nIkSMiGPCQFxIGAD9QYDj6tCYPG6aKq5rYjs6haJFfdZlceVvCMOm1EPrdruSbzQ/P/9eFVshhBSq/GuKFM7+/Pnzv/Sl/NnjJ580ICH9pW2qwWAgzZVyuRylUoler8f169f5wx/+MIHYSW0r9/b2ZMk8Kcl9HqPRiJ2dHekRkCaZcc+H8WSQtpu63S6ffvqpdAp89OgRjuOwvr7OwsIClUoFTdN48eIFMzMzEw9fKhA43bYKgkAy1tfW1tja2pLM8XTX3+12uXnzppRvsG2bYrHI3t6eZJePzzkum2dsb29LLw1AQp0bjQbffffdpb+L0Wgkz9ntdrFtW3qBNBoNnj19ysL8DGF0zm+o1VwWFvN0ux5RJKTTXeJpEUup8sPDPrquUk7lRBRoxX3EWWWQX1JxqyqaA40XAaPG+UJZv6+i6mMWeoAfQRzGKLqCbcTYekzWFBRcQWlGQ/d9cgUwXBUyCsxoUDfPzPHOrj+OoXmWHELAVGDBguY4XleApmBpl3sz+Ge5063qqJZKFEaMWoLIE5L7YaumVKv1CIijGEc3zoFPMWR9l4+vzyPciG7HR9MUqjWH6JKEARD4EQuL2URv62zWYds6xZLFwX6Pfj+Zb2QyBt99t0MQvbjwM1JnwPdFSuRL7+EUbJHOvn6sqKQfw4D+LxUfRNJI0VS3bt0im81ydHREt9tld3eX58+fI4Tg/v37F25Q0zQJgmDi+HgbZ/ocKRM99ZBIuQjjAof1el0isn71q19xcHAgEUrZbJaVlRWJ1vruu+84PT3l2rVrzM3NUalUZFsrJcYpijKhC5Sep1QqycVf13VOT09ZWVmRsuqGYWDbNoqi8OrVKzlvaLfbkvsxPudIfchhkgW+uLhIGIZcu3YNx3F49erVH3U0Oz09ZXFxEVVVKZVKbGxsyLmGQjFhL4+1RRaX8rx4fsJgECaoHVtnOEiQQjFMqM5OW6gO8AiGgtlbBu2NiKNHPtk5HcNWxlGv9PZD8gsaJ52klZSzBDkrJvYFiq5ydTHm6loElgKOAiUVKlaSHDyRIFMHIex6qV032EkFQX/svgpjmNKBSisbZeowKphuImyo2ypWUUV3Y9pbIb3dMfXcKUfAET4iiHFNA87IyvNUWLdm8OOI/+3h7wnPRAb393Xu3KlTLNpYlobj6NhnRD9VhUrVoXXqMRyEnJwMGQ1Dbt+psr3dpdf1sSyNGzcrxHGWyyIMIRYZbOsqQaBi2cfUanksyyKbzdLv93Ech48//hhFUaR6gaIoUjn3/4ul88/xnx8fRNIApOjfJ598wvHx8QUt/EajQbVanVjwfN+/oE01zvhOYanj7aFz1nIilfDFF1/Q6/V4+PAhrVZLIkWKxaJs03ieR7PZ5Ouvv5YJKpPJ4LouR0dH1Go1nj17Jk2YUr+Co6Mj5ubmyOfzE0mj1WqxuLjIcDjEsiw+++wzSqUStm2zvr7O9vY2X3/9taxuxiVPxqXTx/3He70e+XyedruNruvyOlODqp2dHd68efNHd4blcplyuSxnP+nf8nNnNWZnMwwH5/pMUXTePgn8cxOkMBIoqnKR6RxE6HqisxQQEgSC/r7g9O2Zh8VAYBcn3zM4jrh7Bz7ORRgKSXIwNXAMqOoQCfBj8AW0Aohi2BkbEBuA6ZwnDEgGI1PADQAAIABJREFU4eolCWJ6tCCS99tVjYKmozuJfpWqK0SekOKGjecCPWMk5MI+jDpJey7yYxzDTLgfyrkxlGUaaAOVSBEUyRKM4Oi1Ryhi6RzY64XYjs7MTAbPCxkOQ5rNIYNBSBgKfvGLBTwvxDBVeofJhzMNjWrFodf18bwITVMxjTKRV0RR8ihKHlXJ4dhlMpkc+VyF+/duki/YZDMjRv47ec/n83l2dnY4PDxkNBpN3D+2bU8oDPwcP474IJKGruvcvHmT1dVVRqMR9+7d45//+Z8nXtNoNLh169YEg1kIIVs96cLabrelEX2n0/nBIVhaRQghuH79+kQ7bGdnB9/3efjwoSQ4TVc0hUKB7e1tuftK5TqOjo4mDJxSbatU7DC1RRVCSGJhp9O50DoaF1OEJGmUy2WZNFICYaPRoNVqsby8LP2jFUXhzp07hGHI8+fPf7C6UFWVmZkZ6vU6YRiys7Mj5yXpfKff7zM7O4tpWnQ6Hratn/3uVHRdYX4+h4ihVLYoFK0z8yIF29YuoIISo6TzymjgB1SNc2p24AmKJQ23luzgDRdMV6FaE2CbsBsm1UMrgCMBsQNbYzakKlCbGhAHwPQ4IjEVvBjpa8eVxGOwCyriWNA/hHAkJhjiafhtQXZexcxqNJ57jFopo1zFRMePQyKEhOze5QoZxaSUzWBkErY4Y3ksH7vU21XevR6xGTXkd57JGDiugW0rFIoOp81zfaXXr08n7tUwFMwvzBFF/xXH0XFsA9PSCIKI0TCxrQ0CwXffbDHyv2cw3JLvv3//PoeHhxOw1lqtRqPR+NExw3+OJD6IpJH2Snd3d5mbm6Pdbku4aRqj0UgOr8fL4XS3nd7Uo9GI4+NjXr58eelNPe59MT8/L/0tms0mb9++ZWZmRqrm1mo1aUY0LlEO59XC+DWM60albOxCocDS0hK2bdPtdul0OmxsbEgyoOd53Lp1i6OjI6rVKvl8XvaPp10Ep/kap6enckjZ6XQk+zWfT9oLrVaLZ8+evbe6sG2bWq1GvV6XwILpAfju7i6//vWvOTw8ZH9/P+G8ZBb45S+v8NHHsyhKAgtVVPCHEc+fNRO/Cz9ECPjN368klUYMNiZZHCp+gYJeRFF0ihkX29Fx6wqVGzq6raLqCooaY53JhfSPYtpDQbPhU/7Igr2p3e1llcFFINL5a8Ulrx0/FgnQxxh/AEOB2Q3o74OIp/tUY28dxfgdFa8tsPI6o1YoeR5fqDfIuha2o2OXFNxZnQezM6i6QjgUxCGUSy7ZY4eekiSBJeoUCg7/0393ja8PTCIzIopihsOA4TCk3fE5bQ45POyjqiQyJGfzjcWlPMWSQy5rYLs6+7td2m2P/b0uo1Eox0Plsk2l4nLaekwUb0x8nlT7bTxp1Ot1PM/7k0RHf44/f3wwScP3fYIgkD37cbhpGmmLajxppC2b8UirgNFoJO1W8/k8uVwORVHodru0Wi12d3e5devWhAzHuGdFupM/PDyccO6DJFGkw/LU7Mn3ffL5PA8ePMAwDGkEs729PeHXPH6N7969I45j2u02z54948GDB3IGMu0imA7RU9OotKJIr6vf7/PgwQPiOJZe45AkB9u2ZUstm81KtvjR0dF7vTEAmXweP34sj/n+gJEXTTjNXRZubDHjl6k6Fa7n1pKqI6OSqahodYVwRNLeGcSICIZNgd8NL93BA4xCksGxDozjHC47dlm1EJy9bjznRHGCoPLHhtxhfPHJG8WotoprxPT88aQR4xqx5HSU3ZjMYszGqSCYNUDVyc6pGI5Gbr4oP2/oxygBNF8G8vPapYTTMX9c4SU7Zz89RlfBzKqU3Sy7vQY7u11OT5M3eaMMJTfD0BKs3szh+4JBP6DT8Tg6DOl0PEolh27XY2f7ci7UYOBz+06NFy9niKI3Z0cVFDKMhpoclKdcDl3XKRaLPyeNH2l8EEkDkgU6VXHVNO1SQs7x8TEPHjy48L5xVVhAKtXOzMxgGAadTodOp8Pu7u6FxdHzvAm9/XHPina7Tblc5vDw8MI8QQghB8yWZVGpVMhmswwGA0aj0YQ8iud55PP5iaQxXjWkPzslFo7PQNLhvGma5PN5qtUqJycnst2UJjbLsiiVShSLRZ48eSJZ3uVyGc/zaLfbDIdDdF0niiJpBTqtLzUeq6urlEqlCYQZgIgGBL6YqGBUFQnzdB0Dy9FYN2eYq2eJyjGtMDpzvhM0nwv8gZA8BwDDVfD7l7d85O8qVM4WdDWZR6QRCyjqCTrJUpM/RQ0OmEwaaQUx5llBEIMxlTSis3NMi1oBtaxgThVkTUE2E5PJKqjW2XlNDUo61HSWT3we74REHvT2Qbeg8WJM56ukkqmrE5931BaU1g2KnMt7e/gJMTEMKLeLlDJZ9JVtFCXxVLf6Nl8srxGX4P9494S9k/PE4Lg6tq1Rrzu8vzZKnAPdjIGhV4njTzCMEplMCcexmKlnyBePqdc3pS+HEIJarXYpRP7n+MvHB5M0UnXXhw8fSoTTdKQqr+OLfNoXn5+fJ5vNksvlJDoqFWL7oeh0OhM8jPRaUtnw8YU9bVGlPIlsNott27x8+VKSE8vlMvV6fWJBnZY7T8+Rop/GXQFTSZK0wqhWq1SrVV68eEGn0+Hx48fSuyK9rlu3blEulyVkeWFhgdevX3N4eCgVe9MH3DRN7t27R6vVYn5+nsPDw0u/a9fNUCrO8ej7beJ4Dl29hqZl0XUTQ89gmCrrV0ugKDi2jq5rjEYBo1HEcBigHGq0hjEnYYhTUTl+Glw4x3hEAejmuTbUZTFSFdDjs8E3YKrJQDx7JkjVDhMkVPNs5jG98IdnVcV4iEsSRHiWSNLQSbgbGZ1b90VyzlSaIjxLWIGARggNHywVfX/E6euEs2LmIb8wuQkSgUCbJuaJRI3X0nUJxR0RMGrHZOZNsvWQ2DQIDhI5+dXlMnfNJWY/sjh+5GGPbBx3yL27dcIoxvcjKmWHQtGk17v4/aeJ3nF0vFHA7TuzaNq8lCVZuZLHG4Z0uiZPnrzB9ztn70uMmz40IcC/lvhgkkbqjPfH2JuXLfK9Xo9MJiPnEmEYSknkP+W8CwsLF46lPA7Hcbh//z6mabK4uEin0+Hk5IQ3b95g2zZra2sXkFFra2sTD1Qqqz4+sE+vu1Ao0O/3uXv3rvQ7n5ubo9ls0mw22d3d5c6dO2xubkrHtFSaJJfLsbCwgOu6/NM//RO+70socYo+UxRlYg6StgHz+Ty1Wg3LsgjDkFevXiGEwDAMRkObnPsbqtV51teuUyhYaLoKsUIUCaIoxnUMThlycjSQiqxp6LHGf+EGlWuJ01502dxgKqS6LKCaYLoqugOGo6LbCVrJtnVwo6SyaERwGiZVQ81M/j4dS36XVQvRxaThOkN0J6LTNpJEYamQ0RLin6MlCSIi+TsUSTLqiEQgMf3RV1VoB5A3SMqdeEI9V/gC1Zh8lEOfCVmT5IODoip44fkwfISP14rxTiJa70JOwi7GuwKCgBOGeDdjDEsQxSrZgslKvkBMzPcP9wlDWF0toOpFNF1lYSGLqqnksibZrIFmaCjAwX6fwTCk2/XY2+1OuAfWag4Zt44SPwB+m/yuztrJ6azDtm2y2ewFmPvP8ZeJDyZpjJPeBoMBuq5fgKpCsqCPe2lAkkgymczETTu+8P9QjOtGpfOPSqXC1atXpaERwPfff89oNJqQc5+2X4XkgRoOh9LUafp60s+WzllSj/Hj42OGwyFPnjyRFrLpwj/evkp//t27d1FVVQ7VLcuS3uVwLhs/rVsFia/HjRs3ePv2LdlslsXFRWZnZ8lkMkRRRLejQjxH63TIcBCSz1tsb3U4Pj5PeGtrJbpdT/bWxyNC0KaPsZvoUOUX9Qt+FJDIhOh2khycqkp2QaOwlDj5BYOY0IvxuoL+sSAcgmcKrmhnC1p7LEGE4mIFcVlVkR4zAVNFy8TM3ukTajpBzmHYNZOkMDpDZvkkyUgABR1cdTIxpXHgwUDAcZhwP0o6qnHeRdNFzGIloloPeNPU8UIF4YMyxQcx3WTGEwPLcZ0jWozwiTwBik40hLpTYPkzjXAg6O4F2I7O0dMQDbj9cRlnRqHRGHHaGp2JCzqEkcCxNWZms7iuztZmG1VVePv2mI8/mcPNGOSyFns7vYmEsbnRwnV0NEMhk6njtdJEeO7VkW6ClpaWfk4aP5L4YJIGIGGnuq5jWRb9fv9Cq2rcpGjc03ha6uAy5dnpSJNENpvlyy+/pN/v0+12OT4+xnVdXr16hWEYLC4u4vv+pVXO9DwiPTYu36GqKoqisL6+Tq1WwzAMeR5VVfn6668nruv27duUSiWZNNKEc3x8LCuE0WjE73//e4QQFAqFiesaBwLAZEWTDjIzmYy0qn39+rWE9zYaDer1Or3uAcPhkN29Ho77a9QpPoMfhBOkvTSqcZ5b+hJ518EwVEwHjEyMW9eJoxjdVjAcBc1SEWFMOIoJh0lyoHvW939PRTJSSBZyZ6qCDAF38vpm5proZYUjkSXASCqIvJYwvjNn7SQRYIYemgjJHfkM94qXnxjOdKreo/PUG7tgXyQsQEPF0mNCX+F6JWS2qsF9Hb4PeXqUlFTTxlC6o2IXFe5+XuXmsMzW6zbbs/sYWlJtDRoChOB0MyQzozL3mcXhwwCjkbDpT5pDjne69Ps+g0HIcBDwbrOdmDYtFwjCiLm5HIeHfSrVTIKgimLevGmyu9OhWncnPtZoFPLNNwd8+vkcrmPR7twhEm9w3YTYt7y8LFvCP/M1fjzxQSWN1JFvf39/Aq0zHtOIIkh2PemOP93FF4tFZmdnAdje3qbb7crdtqqq3L9/H03T6HQ6NBoNPM+bEGVL4bKHh4cySV02m0i5GdNJ4/r168RxLOGvw+EQ27b57rvvJqqfYrF4AV58dHTE7OyslBRJz5sOpl+8eEGtVpvggoy32DzPY3FxUYoYzszMsLq6ysHBgYQuN5tNvvrqq4nzmqaJZVlnu0eFo6Megjb+JWJ6gS9wnPPbM5szqdcz3MssMVfN0z2IiLyYWFExHIVsXaV3KPA6gv6hkIJ+adilRELkh1pYXqicDbOnFm9VQM6AUAdDRbFVrKsDIk0jvxzQ2DGhFyWzjnHfDWLcm0MGbgbLvOh8NxEDkSSe8TCVM5Khej6Az2mQU0ADW4/p+8nYBF9AVcUtKbixiggvN4tSdMBLKq3YFlRqNpYO4XASOKBbKu2tiMGxwK5C5Ku8+LrNdnxRKjifN1laynF83Oe7b/cl1FZVVXp9n1gk4pKOff771HUolhxiAZ4XceduldUrf0sQ3GXoPUUIQaVSod/vy/nfNBz+5/jLxAeVNNrtttST+qFIEUPjHhGj0YgvvviCwWAgSX2O41Aqlcjn8zKxfPvttwgheP78uVwwXde94PI3Ppzu9XoSBmvb9kSrJ+VwpNyPXC4nF+qjoyO2trYmKpNpVNi4mVQaKTY+hdYahkE+n6fb7fLw4UOEEMzPz1MsFtE0jUwmw8rKCoZhSMOZer3O8fExp6enNJtNFhcXefjwoTxHpVK5gCQrFAocHR1xdHSCa/9XbGuVMHhD4EdkspPMON+PyBfPxQnX1oocHQ3Y2umSj7O03iRQUjMHbtmmsxvS239/RhDh5GDYUBMYa9YS5Myzf+disLVkYZ43k0XaSMyUGJ0t+r2I+CSgtHDCqJDD6IY0js33nFUhGsXEGQ3T8t7zGs6TQ0aFBTNJEoaSIK+CszlHL4KTAGbMpBKyVek/7oXKmbaVSlwysEIVvycuHf4HA9huNenYPZ74B2gvFWqlOgsL54gqu6hiF1SOnyRZJBwIQg9ywuUymFSv5/PkyRGLi0Xqsxlmai6jUYjr6oyGIeWyxWgUUa263LpdPpOhSVQFsjmTw/0e2azJzm6HFy9+R6HYp1qtUiqVcByHnZ0d2u02KysrxHEsRTt/jr9MfFBJIzU7KhQKl4oOpjHOpUgj9b44ODigWCyyvLwsiYKp3tL4EHp8wUwTSqoblZ5jdXVV/judr6StnpSTkc/npcbUyckJu7u7dLtdrl69KttdaaSorOlZR6VSkZIdKTtb0zTq9boUV9R1nSAIJMR3ZmaGTCbDwUHSRjo+Pub4+Fiiqu7fvy+vF2B5eXmiognDcOLzAtIP3bazFAsuM7NZjo9uEQQCy5y8FT0vxDJVsjkT+ww9dXI8IBOMJtz0Qg8UNUYzfngSbseClVrE+rJPtgCmc7ZQW2pirWecmSYFZ/OLSyqH8YhHMaKkYJqX3UMxhhnhuj6KiBGqimZGyTzCUs+ThKGdixsGIikZhhEcB5MQ3fHoRUkSMxXsM+XdUUDSVuuHPP1GZXgmlmhmVDn8h8QrJEbhuNFnVB/gZA1OjgcctPvMlDPStbB4Raf55tzyNhyAZijkVEeKIp59TCwM9EjDbNvcu7bEXq5F/abBwUGfYtFGVaA241Ap2ezt9yhXMhP2vIWCxcpqgefPm4RhTBxnWF+fJQgCXr16Rb1eJ5fLce3aNX73u9+xtLTEL37xCxRF4bvvvpMV+NzcHJZlXfCk/zn+8+ODShqQLKKO40ifisvisgF0u93m1q1b0p5yb28PRVHwff+CjtVlkc4h0teOw3vb7bZEN1UqFVZXV2Vy2N/fx/M8hsPhxPV2u13pA57GNKN7+lipVJKGOJZl8etf/1qS/IbDIYuLizx58kR6fOTzeem+J4TANM931NNAgGnP8iAIyOVy0oEtNd9xHIeNjS2iKKZYspidy9Bs9MnlHA4OetI7w/dDKtUMUZS0L7Y2W4ShSHSV/BjdStZJ4UMcK6jTm/0zvwwzk0iF3F0JKV7RoDAmMhiIZODtxZOLtKtC54fbSaGng6JiOgGF0gDX9XEyPrbrYxQEiqkSaga+mqVruqjzOvTOBuGegHYEnj9JBNQUGMTvTxiQDMobAdgqJTdgNQ6pZQWECujwy7WAGHh9oNP2NTTrvDSIAkE0EIhOTFAWUrPLIyAKQTehsGLQP47wO5PJMvIEJdthPZyl4mYpZmwqBRe3YGAWlETPq6wS9VT+7V+fMhxGuBmDMAgpFm3W18v87ne7zM3lk1bk2Z6q2/Xodn1WVvIYpk4YfsbNm0VGo0P+4R/+gZmZGW7evCmFO1utFqPRiMXFRT766COOjo4kufXu3busra2xubn5M1T3/8f44JJGt9uVonnvSxrp68bVbAeDAa1WS/IZhBAUi0Xq9fqlVcvNmzd5/fr1RNJJdaMASTS8d+8enudRq9U4PT1lY2ODubm5iZmLqqrU63VOT08lKqpYLGIYxgTb/DIkU6pIe//+fblopzpXg8GARqNBGIZsbm6yurpKq9VCCCFtV9M4PT2daLFNAwHGiYqQQHFv3rwpNYRS853BYEAYhhRzHp2Wz1dPd7h9t4ZhKnz+xTwvXzR5t9UmDKHX9Xn2dBIx4xEkukpjO2gRxThVFeHr6E6CmFJNBSun0N4KE9JfM4SWAq+HPzjXAC5ngE/FyNOJY7AqOku1LkLVCDWTQLURUYgqIvQoxPB8MrpOptdmb8N9/w9M44dYcnAGLY4hrzKzpjFjqmAZyZxDVXCKAjS4yojfNw0yRQXNEfQ9hWCkkJlTWTNKvAk9Gidn0jhnqri5JQ1Vg+5OdA5LzoBTVMkuaeSXM6wr1yBWiIXA68Z4nQjFUCmsagxPBN6BQncUcfeTEotLJSxbJZ+32Nho4/mCSEQsLmVpnSaui8WihW3r7O712NpocfVamfaphmUXiUWG/f0j9vf3KZfLXL9+XcrfpKrLaWt0fX2ddrvN+vo6uVxOKjf/HP/58cEljXSuMY2Quux1hUJBJo10kc1ms3KhPDw85Nq1axfQTenrx5OO7/ssLS1J/sO4BPSrV69ot9t0u10ODw+ZnZ2daPW0Wi0+/vhjqS/VarXY2tri9u3bl2pora+vS8+KOI6lY9/333+P7/v8+te/lsPtly9fSgRZ2gpot9uSb5FClKdbbNMWtNNVTrfb5eTk5L2J2ff76MYMQsDj74/59LM5ul2Pa9fLVKsO3317gBqqXNHqWKGFi03OtCi4DpoDuZqOXYrRHYXSmkr/UNB9J+gfQThMpELmPrM4fZOs/MMwTiqKaZmPy2KcFa5y1lJSwU5QS1gq7WoV2/DRIxsn9JLkIAJUIS7IUo0iF8NWUJSY+FJdqRjLDjEygiAL3lB973nROFPUVZM2VevMq8NWIacT7/koKxa2rXCtELBwS4e6YHgS8S8vTEansP+tz2Ml2bxYsUEOF9SYuc8sersRa/+Dg+7GxChoqkI4EnR2Q4YNQdCbFFNUdZj/3MQ/TXJZaV3jZq9KsWgSxxFBEDMahPy3/7ZDr+vTbvl88skMz1+ccHjQ59XLBl/+aoF6PcObV02ePzuhVLSJRJara/8zpgUvX/3vcgOzubnJ8vKy1FZbWlpiY2ODzz//nFqtxuHhIZVKhWq1ekGU9H0x/Qz9HD8cH1zSCMNQSp6nxj+XRer5MB7pvCGOYxYWFsjlchiGQRiGF5JGt9tlfn5eyn8EQYCmaQyHQ0kQVFWV3/zmN2SzWemkl0qKjLd6hBAcHBzIgeD4OSqVipQRyeVylMtlgiDg5cuX7OzsSJ2tpaUl+fMajYZ0IBznqqTXkJ4jhfuOK/ymLbZUQTcd4Kc8mJRNHwQBhjEt+3oeQTiQTnKQyJlvbrQYDgJu3a6xOlvijrlEeAMUTSVTU7DLKs1XIaEf4/UERkbByEDzrUBVoLs3uQEYh5yOUokQY0rmI410kbZVyCpgWklFopC0sfyzllY/gJHAGHYpFAIs38MOfnjBUWKBUFVMM0RRYxzXx3UDnIyHnfEx8gpCV2k7eeL1mHfPa8Sxeul5CUk4HY6WtNbSakgHdIWhr+BuewS+QkkJwdQhr+P4AscAWxFcKxt0Wws4wmWhWCQ/p5ObU1HiGLem4PVjnJKagAuaSdU4PBF098VklaZC9baB4aqcbgZUb2r43ZjWq5DH7w4IQ8Gt2xW++HKR27fr/N/NHVQVNF1F11VareR729josL5WIp9P/MIbp0Nm512KJZv9gwGffvpLFpeyPH78mKWlJarVKi9fvkyg22e+NN9//z3D4ZDPP/+cKIok/+lPiRs3brC5ufkzMutPDA34X//SF/HnjpTYB0y40UECCy0Wi1SrVWZnZzk5OZHDXEVRpH9F+v5UWPDk5IRSqST1qI6PjzEMg3a7zdbWlvSMCIJAIj/iOMZxHNrttkSH7O/vS1jvOPEwbS2lXuEzMzPMzc2xsrIi2z97e3tsb2+Tz+d58+aNbFEFQcDy8jIHBwfEcSwX9HTYPs41qdfrEzOaVIsKEmTWuOGTYRhkMhmJMktd11JHPtd1z77fRJxOVSqo6jyasopp1FhYLCHimHLZYWExR7ni4Dgm/YFPLshQtwuMTmM6OwFOUSdWwHAUdFMljpLhrJlR6W5HWEWd9rtwYlDrVlWUQUjREFSzglxZTUnUCUKqoEHZSNz2SsYZP0NJBuH9CPY8OAmT+UMvguHZIi7AtELycz4KYEQ/vEAFuolQNOYXW5RXR2QXQ5R5jbjmIHImkaGjKAqRpuMEI1pPNMShuPS8yRdPct2NMEmEAGoMBZOjHcHWqUZrqFK0YoySDkc+xIIrczG1ZZWFGYX1uQLOXJ6ZuwYnLwJO34Y0XoQcPQ5pvUr4FZ1dgWGrjNoRlWsmw8a52KNuQ+W6jlPWaW2GWEWVUSsmGir0t2ArOCYSMWEQk8skfh1z81kKBYdMVmd+Ic+7d218L0LTYHEpR3Umg6GrtNs+zZMRIlbI52Mc94S9vT0WFhbwPE+ahIVhyOzsrGxR9Xo9CX9//vz5n5w4PM9jdXWVRqOBEAJVVfn0008l6OPnmIwPrtKApK20vLzM2toaa2trKIrC5uYmmUwGVVWJ45g4jjk4OJgwZup0OlSrVYncUBSFTCbDnTt3sCyL09NTOp2O9NLe3t6eOG+n0+HKlSvyte12W/Iwms2mVJgd9/lWVZVisUg2m2V1dVVeT6oTde3atQn+RxrjJfd0VdDpdOj1eszPz3Pz5s2JltP4TGRaOr3dbsvrgnMvjzSSOcca+3sRUTiHYy/hWKtkMkVcx5aucLatoyjgeQGOrTEYRjQaQw4OehwdJFXNTFxiNZ7DzINq6RiFGLuo0tmNGBzG6E4CDY0BRY8BMcEKz7qCB0sBRo1ksTUNqOiJ/WorOht+C+iNWbGmEenJe35gpuH7OmosEMpkMypEJdJ1Ii35E2oafdMhRiPr99DDEE1E6CKEMKA0HIOOOjFqLLC0KCEMXha2miQ7LU6SR1rkhIAJCwsxC6ZyLnA4o0HOSZJOIOAwgDkT/Z3H4VZM5BsMjy9WXpquMjzyCboxxVWdSMTMf2EzPInRLIEQCmZOIQ5i2u9CsnMGwRDySxqFhxkMNPyzL/C05dPp+FSqGZ4+PWDrncqDj2ZYWspTLjtUqg7EMd99d8TWZkpYhb//L6sMhwGmWWP2+jrN5jHr6+scHR1JEEqv10uqk7PquVKp0Ol0JqDn1WqVhYUF3rx5c6mCQ6vVIp/Pc/36dZ4/f065XP6ZTPgD8UEmjdSadX5+nsFgIIe46c7E8zx835fKrimML+3d12o1rly5ItVtNzY2OD09/cHBOiQ3Zy6XY39/n+Ew8TMYHzCn7aBUCj0VbUuTRKvVkraoaUwLLMLl3IxxWG866G61WsRxPIHqGgcApHOclOj4Q3MOIQSaOs/Swt8iwjbZrMnScp5sps9wGDIaBQwHk65w42FbGspYv98nIBwJytcNTFfBH4LXC/HaEeX7FsOjAKeioOgKUWjglKCwpqPEiY5U0RUY6fAiiJPkMIoSJ73DP7IDDUlmBmehKElLycn4CUrK9bHyIaFiMTItYlUl1HQiVQNi9ChCi0K0MMDyR5ieR2gYFPrn7Q81tvGMcx4IHeNgAAAgAElEQVSKAGIR4esG+cKQXsdG0wSO62NaIe1Tlyg6I/fZWtJmq5qQE+d8kpIKfSNJDgMBLZEca4kEDRaTtLQKBmYsECPOvvOk/NLds6QrwMjFlG7oeE0YthOpFaeq09sPqd8zMWyFwUlEblFj/b83CUcKg2ZEHMUERFwpV8itq3h+RLvl8fH9WY4aXW7cKNNq+6DAjRtlVE2l2/l/2HvT7kiu887zFzf2yD0TQCa2KhRqL7JIqeSmSHlRt8bd7Tf9YeelPXZrdNxHsmSRlLjUvqCw77lnxnLj3nkRiEACBZKSZzxzxuRzTh0Ws4CMRCLjPvc+/y2kUnExjPPPhFKwvzfivffmePFC0unUaTZbhOHLYlxqmia9Xo96vc6zZ8+4f/8+Ozs7CCG4efMmR0dH7OzssLy8zNzcHEEQcHp6ShRFHB4eXgDKNzc3uXXrFg8fPmRubu4dF4Uf6ry+l00D4NWrV6yvr/P69WtGoxHD4bDAO3KNwcOHD5FSXliUu90uJycnF/jgcRwXQr1vK6UUR0dHjEajYicThmFhudFqteh0Orx+/brIypi1DS+VSu/kk19lPZI3wctN4/bt2xdez2g0QkrJ+vo69Xqd58+fv0PlzXGMWXX8yspKYbfSbDb5+OOPGY/HRGGDzc0Bk7Gk2w1xHJPPP9v/k34fcaKwzxZqW5u42GgJ0YlGJwamA8nYJOymzNsg5gx6bzWWp3ECiIcaQ8NgJ0VOFPtS069oNDCKBFKZ/OKRzBxrv6M8O6K6mtCY62KXJXZZn50abJRpkoqAEI3SIIWNKUe4cYglJeIqapYFsThvELFpEVoO0jy//bqVJkMvwE0SOqtHzF8bIXyD1DQJTRt3YLK338x8rRKdDZZNzl13QwXXPUDDJIW2DdjZlt3VMJRw3Yd5G3wD19P8lzsR7i3BNTTPhxaNdRMhIIkNgpZBsACj3ZTBRorfNDFQVDoWvbcxiz9y6e1IykvmmQeXQfs9h8p1wcqBh/PFMsebp3iWQYsKHep4LZvXhyf88fN9Nl53+d/+6w3+9fd7vHre5cc/WeDe/Xl2d8a4nsXcnM+tOw2aTZ+VFUmvm/DZZ68x7c8BaLfbeJ7HyckJQgjCMOT58+eFG/X+/j6tVgvLykZ/X3zxBUtLS5yenlKr1VhZWXnnhP7y5UsWFhZwXfcH8eC31Pe2aUgpCwzgKmpevqiXSiWazWaxKF8VyjQr1PuuGgwGLC4uUqlUqFarlEolfN+nUqnw6tUrDMPg6dOnBZ13tnLPp8vajMvWI1fpNXIjw1nBnVKKw8NDrl27VtxAeVqf4ziFtmJ1dZUgCPB9H8uyCMOQOI4Zj8eFniQfxRk0gQTL/ICbN5sIAX8KZb4ZVbleafGeL/B9B8s38OcMDEtjGBlLxy4rmncsdn+bnTJUovHq4DZNxruaNJYz+gKDveGsOl5fbTKYl01h1bH4QZ+o5qJkiUgrUpliKokjY8xYYskUgUIKk0GpThBPr37OsxIqRRvnr2XiV5jYLrEhMIMKvkwYOwGmhontY8zP4aTZNc00JfJ8GsMue6/9AtcwAgPCFD1rrNhN4McB2EF2qvr1MFO2dxxYcaFyxrgqCbhbxj17T1orJh8exPi3fNKTlN/+Q4p63yUep7g1k2SaMvwqobpm0X4oePNLRXgjxa+ZjI8kvZcJ8VjgVODBaon5uw4qhkV3kVLbwGvZ7PxuzLASsT/JXG77/SjL4pjzGfYjOp0KtZrN3/63dXa2h6zdqDLoR2y87nPtWpXjkzGlyi7Pnr3lzp07ReZ9t9ul283iZ4fDIc+ePcPzPO7cuYPjONy/f5+9vT2Ojo4KS53NzU0ePnz4jit0u91mZWWFly9f/qDz+Jb63jYNyBbXhYWFb1SRbm1t0W63aTQavH37Frg6lElKWbCUrtqhBEFQ6CtarRbVapUnT56wt7dX4CTVapVut8toNCqe58aNGxeeZzZ+Na/cXn2WPnxVLghcZD/NPuf169eLgCXf97l+/TqO4zAcDplOpzx+/JgwDAuNxWzl185Lk4HkWk9JkhTbNi/YmkO2+fW8LDI0jw79aeMabtNkGKQkoT6LYVV0fmTjlEErjcAkjTSdH5moVNF7naJiweRIAgLTM5ml91i5VYijKLsalSiELbLTRu7lZItze/JIQaywkhgSg2b/8BtTXSFrBskVYV55KUBaDkPXZ+SWsIOYVJgkwkJhkNgesZIIQ9Acn2ImkmGpSnUywJPnM3Vp2bhOdopRCCqtCc31KWohZWu7RCHuGKTQTaFuZBefO3POrQtIbYjS7GsOVca+KpmZAn2qCUYJTGysUcoNP8Gs2ZyEgAmt+yY7v1Y45exSy3/hEDQzexK3alJbNdBoGus2GHD6JmG4LdEpKGVhuorpgeB/vdrgZ/99kZPjzCF3400fy7H4+ONl6k2HvZ0x0zBlMk04PJhimrC8XGY8TlCppl7P8uR938dxHPb29nAcp/BQyysMQx4/fkypVOL58+fFfbS1tcV7773Hzs4OGxsb3L9/n5OTk4J4MplMePLkyQ/6ju+o73XT2NnZ4cMPP2Rzc/PKncXx8TGrq6uZR86ZT1O+S7/M7c6xgDxLO28S1WoVKWWhW3j16hUffvghOzs7xQI8e1rIx0258nW2EV22JYd3Qe68vmls1Wg0iKKo8LHKX+fCwkLxs02nU/b399nf3y8eC4KgsBhxHIcwDLFtm3K5PJMY6CGMKgYVDKOGlIp63SNVukjb81wLx8kaSZ5DfXw0Ye9wSms14PCrc7xBWDDZ16R1AyXBKWniQYpbtbIFSYNXFYQjhWeB0imgMQ346bWY+oKRAcd5ozAcaFpFc2CsIJLn9uRnZS1FMON7NVsSwdQv4UcTFAaR5TByfew0JTEtEsshtl0S2yY1MsZXioHWYMgEX4WUlUIoxWl9jmbvYmOK0yTrqmelADOVpKZFUIoZDT38ikRjQQnMuiY17AyDcc6ahz4bWQmR4TOTM++sF9Ps/13gtpf9PUnPT1+9TJ+yVFXgSxrXDT7/WlOaM6leE1QXbXqvE6YnCo2FSjXJRFFaEghLMz5NGR0qDn6fFBYkB59LnMCkdl1wbaNJGEZ8/MkyzaZPGEq++OqQJ18ds7xS4cnjjLZeLju8fdPDsgXCEKysVlFKUSot8vBhFa0VaZoWTeGbAtVyCm2SJLTbbQ4ODphMJtTrdU5OTphOp4U7c05P/6G+u77XTUNKyXQ6pVwuX3lCyBlDlUqFRqNRMC9GoxGVSuXCIm5ZFmtra7RaLbTWF0R4l5kYl9XmsyFKlzPEL2clX7Ylh4sg9+xjKysrCCEol8vUajWazSY3btzAsqzCogSy0ZXWurBOSdOU1dVVfN8vdnG5b9XTp0+xbRvDMDKxY+kW1659QLN2nyDws9ODb+F6JouLZcolh+OTKdNpwvAwOgPF373JB2bMgnVRMa0kIIwsvKlsgGlglgzkRJNGBlpCf1fRLqcs37PBlBi7CktAff0s9GiaZoupAl5PYd3PqLRFk9BU61OCICYoxVTmpxi+Qc90EX4FV6X40QRBtsbuNBfx0gRpGEwdj74bENounpIYCiwVY8cxfjjBSRNEKulVm0SmgyMjnNkIW6VQwkSomYCpVJKYNh4hI6+MgcZKJbHlsH7nCGmBW9b00hpDv0rthuR090x7MlKwF8GqBztRxpiqWVnyX3wGmEuVnaqMbLxF2QYjyQSEnpEdWuYtCDWO1rRLgmAeqoHJMFEcPZbUViwGbyXljkXUSxntZviHFRhYFej8yKH7RqKkwmtY2BUDb87khmxCbUqlnH0mXj7vMg0lx8cTlpbKrKxUsW0TyzKo1FzkmZ5md3fE9bUq5XIVqfbZ2fmKw8PDgtZdLpeL0/JgMGB3d/fCCHdzc5P19XUODg4KplSeQvnDqeLPr+9104BswaxUKt8IfB0dHdFoNGg0GsXcfjQasbq6SqPRIAgCDMMoYk+fP3/OeDz+1mvmds+XQ50ajQY7OzsXMsQvj8Iu23Xkj82C3HkGwdraGr7vM51OGQ6HvHnzpohmzRuglBIpJXfu3Cma2+HhIWEYXnhP4jjGNM3CliQIApaWlmjUPmFxqYUpeoTTlGmYMDiImE4TBv2sSRwcXHw/gsCiVvfY2z2nP05lkjGbLvkOWp7Gbwn62xLT1iy8Z3PwVYwcgt800UphTRUMEvAFVS+lNxXZMUSSsYiEgKOIwdSgOkwvXGPt1jHVmxJp2qSmw8RwQCpC20EEdSZa0y3VMAyT1LQITROVWkjLwUpjKpMhzUmfIAmvVIMD1AcnjIJqdnSa8R83dIoSJsw0DVsmjP0SUgikEESWg61Sxo6PteohhU0lHOMlMUL1kIOU04NL9NxIZaOpwyRrEhrAyKi6LlkyoGlkSYDDJMv/uG1mYLplwKqb+VvVLdY6Z9zjGxavtlKClsCfNzD9M21JZHDyImG0L1j6xMYUAqum6DxyMCxFacFisBmjpEB7mmEvYn9nQH+QsLU14M7dOapVl0bTJyjZbG8P6HRKTEYxjx+fMDcfIITBV18ecONGk5evN1hZNQrCyEcffUS9XufNmzecnp5y584dDMNgYWGhOIWMRiMeP34MZBT2TqfzDnvqh/rT63vfNPIF/Juq3++TJAmlUqkYC/X7fR48eEAQBPz+978vdv2maeJ53pVNo1wus7i4yMLCArVajW63W5gBQnaqyIHvnDJ7dHT0Dl5xFcgN0Gw2ef/993FdlyRJ6Pf7HBwc8ObNmwuq98tGg7OpfNPplF6vx1dffUUQBARBwPXr1/F9nyAIqFarhblhGIbs7++zu72D1i6Pv343VW2WETVbmfbkYtPIPKU0XhUQAjvIqLPVZYuwr1FTQXSieLU1pX7d4vB1jDzLzCjNSdo1E8oWrhWzMxBc24ypX7My0V6iSSS8PLb4sRNjnE1j3HJMZSWk6zexlSQ1TVJhIV2LxLSI0JTjKXYSYacSW8ZYMsFSadEc+qUaTppifSNwqhnXq5hujLZTmNGSKqWILRslBFJYpKZJJGxGQRllmGiVMvYCPCkxtCbFwExT6uMuEkGv1rzaZTeUsOJnJ4o8CXAgM7ruLR+eTGAngaMos0uJFaw4GbbTtOEgo+ViA8MUNY4ZRD6jnqBxyyKYE+z8LmZycP4zR33F9EAzJaHUtpCxQsegUoPRoaZ6XbNxcMx802VxucbCguLVyx7b2wPCacyL55r7D+bZ3hoShln2uJSKw4MRa2s1Ys+iOedxy7iONl7hui6/+MUv2NnZuUBDV0rR6XQIw5CHDx/y6tWrC0Frpmmyu7vL/fv3OT4+LrDKP6fm5+dZX19nfn6ef/zHf/zejbW+900jt/v4tjo5OeHatWuF9iE3L/zyyy8vjJ5y+4+rrEkajQbLy8uF4RpQeERtbGxcyP7Ox005PXcWr8j9qnLRXe5jFUURSZLw9OnT4gaJ45hKpfJO01haWipU4KVSiTAMCYIArTWdTqfALGabQ67CvVy2GGIYxpUsqSROqVTexQaklJRKJs2mhx9kYr8VN6B6XSAsh2igSKaasKvob6Zs/za6cPrwKmfq6LPHQklGQ7WyYCKtDX6z4bB8mjJXSrAEhNLkWj3FsIFbAfgCsxFz2BSYKEQKjkyw5RhXJowsF1fGVP4EZpRyjCuFgNbaEO/9AYOpQKYWsakIv6iQhg5KCMa2R5RKSvEEM01xkwhfjsEUNAbHCCC1HLQwcFKJnSY4SeYCLFBgCPwgYb4zAA3jqUNQTTDbBmErYeAG6JafCfxwYHhmSXLTz+i6uQ+XPvtzlMKUzJq9aZM8Dvl602J/aCPclOZdQfOWcaFhiLMVRFjgzRlMjgwOv0oY9mJO5YjFbsDL/gHWrqJ206HRdHFsm+kk4uatOp5no5Tmyy8OSWVKu13CELC8UkYpTanssLJS4u3GgDiSvHz1R7q9p1SrVT766KPCwSE/teehZj//+c/513/918LIcHd3lzAM2dzcBGB3d5f19XUePHjwjbjIbDmOw+LiIu+99x6WZXFwcHBhw/h9qu9908gB3e8yL0zTlFqtVuAA4/GYcrl8AUe4it00+xxRdHbDn6nOW61W4SuVs5Nyw8C8kfX7/SLCNQfWc3vzV69eFT5Wc3NzNJvNCx/+q7QZl1XeR0dHLCwsFI3nN7/5zZ+lhtVkLCnHsd7BKtJUEZQsWi0fz7cIfBvPt7Btk2bLI5wqur2QXjdkbzJinhq9jYR4RrQbj/U7+d8y0ljuebhQlJz5SmkolzV/sRJTqWj8knHOksoFcPkkZy8k3JAsXz9GpIpw4tCf2EzHVRxXsvRojCG+jTsFhpNS+viIxDEwXmkmm80zkV92aii1QRkpiXLx7AkGUHJPUSceQqX4boASJpXp8MLzWmmKEhZCSeZ7R8DFsZcClDAJhYk951BbTIhMD88y0IZHYghM06AeT+keB9BX2emhl5z5xYtsdKX1udDRAu6fhSxdd0m/HPObFw6jOLuyCmF8mFBedGms2yTDhHikaP/EJpgTxAON6RgM3iZ83t1kiyO0oeHL7OkbE48PftRGq8whF63xfYunT064fafJ+s0Gnm/R7pSIohTPs4hjyfbTQzQuf/zyK+p1j86igaZOHMf84Q9/IAgCVlZWsG27uDc3Nja4efMm9+7d4+3bt4XtThzH7O/v0+/3GY1GPH/+nNu3b39jTIIQglarxb1794oxcZIk/P3f/33htHvz5k2GwyGTyYTbt2/z5ZdffmcD+v97fe+bBmQLabPZ/Mbg+tyqoFwuF4vtcDikUqlcaBpXsZtmryGlxLZtXNctRHSbm5sX7NPr9To7OzuUy2Xee+89yuUy7Xabr7/+ugDWfd9neXn5wgniz9FmXI6zffv2LWEYsr6+/q389GazSbvdZmtrn/FYnLGkqiSJolp1KJWyplCuOJQCG9sxqVfdAvw+OZkwmWR/v3mrQfd0yulp9j6VdEgSnoUrzRwrVKIxXYGcjVFNwJzJzwilkamgGwbmXY+FZIZCG6mLArimlc3tDyUKeNHtvPNzBqUIoYdnCu/zUpA1hbPGIK6HnEYtppMyK61d4l0HS0nsaIylJNZXCcHHY9abzwhlwCQp4/sxkco6l6kVUrxrF2IqiTSzpqGEQJoOoRCkjkdiOUjTRhuCse2QmjYiTUkEzI26OEoSxSZdXaX3ewsmYeap5ZxldeRkgH4Mc27WKPoy025UTfhyDPMuad1CBhZeWeFWs5FUMGeSJgrQ1G+aVJYc0kgTnmqmpwq/KaiuOlS7QdYwAFML5qjR7jW4Y3VIwildOURpjWka2I6gVnVodwL++IdDXNfk+vUaO9sDmk2f7e0QjWSx00CYmT9bqVQiTVP++Mc/cnx8zP7+Pvfv30cpVWB9v/nNb1hfX8fzPEqlEq1Wi93dXYIgoNVqAZmYr9vtvqO7KpfL3Lx5k/X1darVauFptbGxgeu6XL9+vRhZd7td4jjm7t27F/ze/iPXD02DjGLquldTLOF8oc2zKHJ/qcsgNZyL/67aueRYRZqmvHnzhuvXr/PixQssy6LValGr1Qp/qePjY05PT3n16lXBLZ9NxZu1Jc8fu0orcpU2Y5bWC1lTtCyL9fV17t+/z7Nnz945bWTWDPdJkxusLtnEicT3siaxuFSm0XA5PJwwnUq00gxHMW9e9Xj/4QKvXl40hQRIEoU9E786JUZJsC79GtJIX2gQ2WMplbJBZZJScTVVL1e8GTBMYfNbbEKkzmi4RWlcV2YWIWd/vFKENGwmdhYLnAoLaZlgCMyZrAynK1lc3yZMfBo7QyKZIMoJauiglcDyUtSxR/TUw/qLAUpbCPds3GVoLD8kLpuoiUYZNtKySIRF1ysjgioCo8CwE0z8ZIojE0rTEbaSOH6F2rCLhaJfbuL2Q8ZDl9HUIez4FPuWnDkFGehdMuBeKctDrwjw7Kyhvg2h5cAkpRtalNom5UUbnYJhwtHXCYMtSTAvqK5YjPdTDDdLAxSmQX8zxWsJ5q0q12WbeVFjsVqluiooLVj4ZYPKapXu6zGn/QnlssvP//M1vvjDIYNBzM9+tsRwGKG0ZmNjwMJCiWvXVrBNn08+KTMcTdC85rPPPuPBgwcsLS1hWRb7+/s8e/aMDz74oMATG40GjuOwtLTEp59+yj//8z9f2BDNzc1x//79wuBTCIEQgg8++IDbt28X99Nvf/tbdnd3i3vKsiw++eQTTk5O+Pzzz2m329y8eZMXL158b1TkPzQNzsHgb6vxeFzMT3PDv6syOWazvy9XToPNc7fzuWyapoxGoyJk6bK/VI5x/KnajO9qGpcDlfLvzbCGLCs6B8JnU/c6nWsMelXiJETHcHIyYTye0O81iJOU/b1srtRsejTOgMxZ+/OL7/lFkDwiJo0UpnvxpCEjjeWdPyYc+NF1SbVtQj+Pa7XPY1NH35J6B9hmTKWT0qh0z2zJNdo2ZwwGXSI8UjTStBHRGDuJsKbyHOw2FaQGpQ+PCC2TWAd4t/voOzGJciiNu4x+2cH/6JDEcfHqA7SRorTAuT6CdogOBKEOGPebTOc84t0SGAZaKxJh0xx3cWSMLSWWyhrV5WFZZHsgTISUaCGwXYlXsTFtRU0fc/2TKelU8HR4DaNqIYVCrdrwbAp3/IxV9iYm3E84OhV0pwbNa4renmLr2ECTcPIC3IogTVRGPAAmRwqvmdK6Z6GUQe9Fglu1MEyN5cHckseifwOnJEimmuZtgV2G6YlmcqQY9RPanTKHByMGg4jd3RHzCwGJ0qyvN3ny9BDXM9na6vG3/+0mL54f80//dEwcb3HvgcKyLEqlEqZpIqXk1q1bJEnCwsIC7XabdrvNzs4O3W6Xx48fX3Bxzuv4+JgwDLl79y6GYfDgwQNWV1dJkoRf//rXhGFYuN5e/NxKPv30U37yk5/w0UcfMRqN+Prrr79X2MYPTYOsITSbzW/9mtFoRKPRKCzRZ0OZLi/Sl5XcueLU933SNCWKosICYTweX/CXyjUhs/kcVy38V2kzrhpRzTrm5nU5UMnzvGK3tbKyUrzGHAjPhVCj0YjppMbBwSlaD9AMMSjRSP4HjnN+apDy/BQhpcJxBPGlDIsokrQXSsAQUwtsTGQEdunsPfPA8gVeXeA1DLyajekKtFL4wZlTbaxRPcVooCkFGvNBKcMtLtdMoNHSh11kK0AkLrHhk6YSK5WIVOIkEabKmoMUgkG5SSm6SMv0H57i3esz/LqJ7qSEUZlY2uiSojtqYxoSUU7w/8cBQ1XlqLdM2e0T9T36UQtZsolSF2sqsc2Ihcom8ihAd0dFc+guNVmo7KBOHbT85ltUqBRlmggJaI1CMAkqKCC2XRwnoDo65dpKl6FXwXJDdvsVWPEyTcaJQp9KfvnEKcKhYmFxGspzh3mVMaMu1+RYY20oGusmaaLRhqayKEgmECxY9N9I3r7qcySH3Bq1CMomoqOYpiFfPd/ngbPAcBjTOw356ceLTMaSX/3Pt7z/cIE791poZWI7Bjtbfd5u9BmNvyTVL1DqL/jggw/Y3t5mZ2cHx3EKVp+Ukp/+9KccHx8zGAyIouhCsuXlynGNX/ziF9TrdX73u9/x7Nmzbx3R5m7TBwcHBZ74fasfmgYUKu7Z2f/lyimqs9bho9GIe/fusbW1VZwscsHgbEpfqVRiNBphGAZHR0dFlGtunDZbOSV2tmlctfBfBXJfFfeahyPN+uzk2RyPHj0qwPnhcMjh4SGu6/Lll19euXOKogjLPkbpc8t3TUgSp5RK57P50Shm4002+spB8jiOsbVJCZ8yHuUjn1LX4xfuIhXfx/bBrQtKCwKv5qKkRoaKNNUoSQaQn1FsexZUXBjFgmliAgZ/uRZRg2w2XzfBNbM5viPOg5QijZ1KSBPqw9Nvocnmwrt3gXCrEbE/XEW2bXS/SbV8wCBscTKeZxQGaCXojevYdpoxpqTNOA4wDHDMCU3vLT2xStnpkWqB85VBvGEA2e/BWRvi3jaQdkw9PaX/9yvvvIbiNWpFKkwUAonBxPOJhEkqTGLTwpQRU7+EJrP5EGOZYRYCuOOjdyKeb4kLaYLJELyKYDTKsIusLjViAXP3LGzXyGxGblukkeDVP4RYtqDcMXl8sstzYxsM2O0dslavU45MbqzU+eiTFf7nP77hvfcWWF2r0p4r85vfbBPHijdvTilXHF6/7pKmmpXVKuPJNqnOxrj5/aS1ZmFhocAGpZQ0Go3CjTmKIsbj8Xd6SA2HQ37961+zvr7OkydPvvHrLMvi9u3bzM3N8fLly+80J/2PXD80jbM6PDxkbW3tymwKyEDu3E0zp9X2+306nQ7Ly8sFbbVWq7G4uEi73WY4HBZMKcuyCvvmvHKnWMdxCjuPtbU10jS9oOG4auGfTCYIId4B3XOQe/YEMhqNuHbtWpGsZxiZytowDJ48eVJ8fxAELC4uvqM4zyvP+wAwjBYGAUpvkyTyAj6hFAWTqi6rzHttvNQujAht38DyBaZjkMaaNFLIaTb26G3Iwp4bMiqn89CZYVTpQmexWMk8pSq+olI1Mp8lx860B6mC/fOsjKAU0ZwbU0vG9LSLurQQho6HF5//zAKK3bsCUstCmhZRv0PfKJOkNqYJ0dhnGJWZJj4Vd4AfjBmGdeZKu8TSZRQGTNIGQidYpsKyDHRsIIiZyibllWP01CQ58AEDM5CYRoIhDNToIhAvEUjLQolsnNZzS4zdMg13SGza2GlMfdTDkCnJAJKJw3DsMBQe03aZ5KkNnDnkSjjYg1cn50uAaWiik4TaukMtTbjTkFha8/rE4jgUWKs2XstCJRqnYnDyNGH4vxQqhvkHNqU5i2iosH2DBVHluc4/fzGeL0hS2NkeE4WS8Ujyu9/u8vHPluj2Qt7/YJ5qzcM0s/e9252iFKzfrPHo0Yd4fp0o7jOZTApiCFDgGo8fP6ZSqY2crrMAACAASURBVPDxxx8XRBXzW3zBZuvo6KgwEZ213clrcXGRpaWlgmG4sLDwQ9P4oTIzs/fff59r165xeHhYnDjy3U29XqdSqTAej4umkedkA1y/fp1ut8vOzg47Ozvcu3eviHS1LIuFhQWePHmC1rpY6PMR19/93d8xmUwKX6d+v/+OA+fl6NX8sassRZrNJkKIIgLWcRw8z+P58+cFoO55Hvfv37/wvZPJhCRJmJubu6A4zyuO47MIVxPP/ktcz2EwVETRBNtuZC7cXkatdV2T+aDCe0sdzGsG411VGBFOThQyvNgcvqmMVNOuKhYWEyq+olw1MtzDM8A2z3OzI3VuGQKZ6nl8/uS3398jmq+QRjYpgl6pwcLwGAX0K00SYSJiibYEqZmJ+wa2x7S1hGEYOSSNlXhAhIGiU97GsSJcaw6tBZ3KNo4VE1gTfGeAUi0cW2FbPQxDMYltRnGZmnNE2RvTjxcw5iO89hH2RoCeWtiLE0zho5Tg8A/XkYGHNLPTQ2pYpBhU4jFmKomEILQdat0+UzcgmI558i+LTCc2F04HgYBmbmGuM7B7IJHK4N58QtXTVKoaNzAynKMewaoFZRe2Qu7eENxwLJ72TGorguFuStwHJY1C4H7yMqGyZNG4YYOhadXL/KfRLXZrh1TmHWpVj4ODEZ/+bg8h4OEHC7x6eUrgWdQaNq9e9NndHaBSSKSms1hhd2dIKjWjScKTZ08Zj7ezz4Rh4DgOjuPgui5bW1uEYYhlWYVzsxCCIAj+5PzvfNw72zTq9TrXrl0jjuMCt6jX69y5c4darfa9jYf9oWnM1MuXL/nZz35Gq9UqdilSStrtNn/4wx84Ojqi3W4jpeT169eFUC/XTMx+4FzXJU1TbNsmSRI2NjaKr59lV3W7XQ4ODnj27Bm2bXPr1i0mk0nhuplXr9djcXHxAqiXA995almlUmF+fp7FxUWePn3KcDgsNCCPHj3i6OioOK7nTetyc9rb22NxcYlnT3wgRao/kI8pzpuGolx2WVqu8fjxdeJY0Zrz+fGjRaIoJZUpcwsBW19MGImUNDHov/7TZ7/CAssHOxCstRXLSxrqTvYyIlVoMujN5GYDJE6WF/H8XUFeRl21iW2FncZ4ScTYDZCmRd8rIYXJ0CvjpknWJJQGQ+BEI0pJhHWGfXjlLrJscDJdoOR0SVRAnLgY4hyAr3i9s/92qXknCJG953uDJY7Hi7hWjOeMUVLSC5sM4xa1ThepHKRqMJqWcO0p/o0QY1PhDgWWlChhMCg3qEwyDK3k+gwtk6kwsxFUbDCdOO/87EgFyshOYC2RudseRazcEjDvZO9ncpbsp8jYZU0rszdZdqGX0DvJEvr8ejbuE7bGrwuG25kFioqhvyFJI0Vl1WLxxzbtdIFgy+CL/S22twbcWM+cF5SCRsPh479c5eWLYxanFY6PxhgYlCs2QsCPPpynUnGo1FwmoSQJ36PTKdNsChqNBj/60Y+KzVAeydztdkmShDAMKZfLRfbL7Kn9m0pKWdzznuextraG4zhsbm4WLMO80jQtQtS+j/VD05ipMAz5l3/5lwuLaBAEzM3Nsbi4iFKKJ0+esLq6WuxgDg4OCqPC2aaxt7dHFEUcHx9feL5ZdpVlWUW0bP7BPDk5odFovMPAmhXlAcUp4s6dOwWXfDAY8PXXX6OUYmNj4wI+cxXbKsdPZl/fyckp6+ufsLKSEEcp+4cHaBIEFZRsUgruUa/cplR26SwGpOoevmchhMHnn+2hFFiWwPNt9k+HhKbGrVzNoBJWBnjbJYHli2xs5RkYBshQZ9qYmw6UgVcTGJwtzPf9zEfpd/HFk0qqs5NG28FIUspiiFtTeFXFtOoxsn2wfGLTxFYKR6cYWhHEIShFbNvMDboFID0s1XCSCH9mbJXu+5TuH2KWYiyhiKSFa0fUg1Mc6yIeZgmJUpCkFjJ1iGKbOHGJEp9Y3kVqE8MwqLrHOFZCoIaIKMUvl+hOF9CLMa3OW8Z/v5w9ocqanyIbn5XCIVKY2FIRugZpMvM+O2R4jisynUZNwJqXeXKFKvOditLsPduOMifglgm+lfl4eQq+nPBGe4xLHs6coHVfkyYZ9iQnmqBj0IwtBpvn2eGjPYUdpPhzFtNtOH6V0DXO/lHD2lqNzlKZSsVjMk34yaNFJtPMHr7bDZlMEqIwZf9wzMpqhVLJxgCODmokSY3d3WccHx/zN3/zN5yenmLbNp7n0W63MQyD8XjM9evX+fTTT7l58yZaaxYXF79znFQul8/iipfpdDrs7u5e+J56vc7Dhw/p9/u8fPnyex0H+0PTuFT5Alqv11leXsa2bb7++mv6/X7xb7mleBiGdLtdVldXmZ+fL3I5lpeXi+PuZVO0fr/P+++/T71eL5Td+Y4p3/13u13W1taKfPB6vU6r1aLRaPDo0SMgwy4Gg0FxSpnNPs7HVrNgeg4YXqboXp7P9nsWUOXhhybHh2MM8Z/xPJN63aNUsllaKuPYIyxL8PTxCVGUMpkkaE2hCpdSkSSKiIQ0BjswcKqCbM2+2BzcukF/IyWZKsIuJFNVjDzuLEpa3pmF97WznOvtKEuhm03gywOUSib4Bty1qVZiyq6BMKzsFEEWYCS0oh6OcaSkMh2AUihhETuZtYcno+Jpcxfa2dKhxfgfOrjrQyKzgb84QQaCKDZxhI1UDolyiKRLIl1GcRXDMLDNKbYtadrHNIIDTidLWGZMxRmgP/eRx1WSiYUoS6z/MkAqD0MMMSbn1xdkNunSsnFkQuRkHlUDxyexPHQtxbjhom1xUdw4VJl+ZT+BvZnFzhNQ1xn99lhmJoXR2emtLFBth+e/0qQqRlhQXhSs/qXL6WtJ1NeU5jJ2m4wy11uAUltguYJkCMdPY+bbPndKc7hlKJVtkkSytzPEFJqg7PKr/3OT0Sh+h11369YNlNacnIa4tqA15/PihUWSntJut5lMJkWufe7Q3Gg06Ha7rK+vY1kWSZJQrVZZWVm5IPy7XI1Go8gev2wP1Gq1mJ+fZ2VlhTdv3vDq1asrn+P7VP+fN42cYVStVimXywUzQgjxjSyef4/KQexKpVLYm7948eJKH6lZp9lcdZ07v4ZhyPLycgEaXz4a566ytm3z9OlTJpMJH3zwAX/1V3/F69evKZVKtNttVldXWVxcxDAMXNdlMpkQRVERMJOPmXI672zT+CYG1mVtRq/XK+jB+e+gUX+fasUhSTSmKahWXcJQUq25jEcJe3tjnj455s6dFoeH48JvKkkyam3+69r4YsADriOTlKBtZ7PqqUbmzWGsUBIW3rcZH8oC6BZOdvrQsWaplMI4zTyRdJZjTcMqwG1uetnO2ATQGc7hGjAwMI0Iw4O53hGDUoVgOiFyfBLHxU4lY9dnavuYhsKWEkPJcyOls7JEjA4MTD/CrMWY1QSjHKPLGuWbxMphouqcjJpICYkeY4kYWyQYGJgiwRIxde+EkjdCSpvD8SJoi6rXBTSWiAmHVdQkY5+pkYV8XKVSHlHejBjvzGePn4HgsWGSluqYKmXoBGg0+3Mr+HJCNRxinkyRg0usLwuI3SwC1iR7H72zFD8NHCbsPE05GJqUHI3WgqCXMJz3aD0QhL0UwxLUb5gM91OmRym9N4reG2g/dHDKECxApWPhz1scfhnjNg3m37OoLLW4HlY49Xv8H//0uiBInJ5O+ejjFWzbLBqG42Sft1Yr4PBwwvZWj+FoQOAHrK5W0WxRLpfpdDp89tln7O/vX8mOarfb/PznP+fo6IjT01NKpRIffvgh+/v7vHz58sJGrl6v89577/H5559zcHBQxBxYlsWNGzfQWnN4eFg4PDebTXq93vc62e//9abhOE5Bm6tWq8UOW0pJmqYMBgPiOGZtbY379+/zxz/+8d/lFzTbJCqVShGUlPvsW5Z1ZcOAd/UQ+/v72YJ7Zm3+9u1b7t69WzCqLp82Njc3MQyDzc3NAtCbn5+n0+lwdHSE1pp+v1/46eQ7oDiO37H6yI/Us1jHVRGwuTYjp+PmTaLZbPLXf/3X9Ho9Op0On3/2liTqsH6rwae/3yuaQqXsMJkmNOoeUir6w+jMH0ghpSKO0wsMqtuscHOpSXnJRkk4fpK8Y3sOcPg4mWFKaR68L2jXUtyRBOcsXc4FKlnGA+hslGKkMAZO4mxnHKtsNLWW5WR3nwYMGwY6nDB/e4wtI5w0ZpoGTC2bRJiUkwm1cR/nzJr82HaL0Y92UtyfnTBK6+jSlDB1kconSl2kNKkmfWyR4FkTWqWUJPXoVLaLn2saB4yTOiV3iu+EeFbIVAk8KyJRJraZYJ8qdGIhvBT7Tg/DT5m+qDPZrjLyqyRRidS2kF5GKzaVxEtCrFRiK4mRJBxW5okF1KTEj0Ju391l97hFf1TNGmjdgkiDrSAW0JOgYTTQnAwE1xY1RtsmTGB/eIlttJ9SuQadRw7jfcVoT9K8Y9G451Jbk4z3M5uXypJFdVVgl02GuwnV5Sx8yq0JomFKueQwHjlYtsDVJr5vo7TCMODGeh3XtahWXSxbUK1anJ6EHJ/sUq69JUy2OTod8OO/+Fv+6q/XOD7OdBJxHLO7u3vl/bm3t0e5XObZs2dFFOzi4iL3799nfX2d4XBIHMfs7e0VVPa9vb1i3Ds3N8fJyQlbW1scHBzgOA5ra2sMBgOWl5d5+PBhYR+ysbHxvRL2wb9z08gDgPIG4fs+pmmSJAnz8/M8e/aMZrNJqVQqZvW5vfjm5iadTqeQ6P/frbxJlMvlC2l6p6en78z/czfab6qcApun+fV6vYJhtbOzU4yylFLvMJ6Awu/m0aNHLC8vY1kWpmny4sULdnd3OTk5QQjB6uoqX3755YXvzd+f/IOaM7hmlemzoU75tXMmyU9/+lPCMCSKIobDIdvb20ynUzY2NkjTFJme0OtlcZy1mke3m12n1wsplRyiKHOurdc91tZqvH7V5dXLHjJRuJ5JEFg0Gh5eXaImiu6rhKX/ZLP8iQPaYOd35461uYDPDgysksG9W5rGggHSgvQM0E3PQNqJgq0oO2U0zyzPn1+6WQNRgOQ6NkieSo6cGoGfMBo0sxGamzK3PsRTivq4m/lJCQtpWUxNm9NyA2EIdEVjpENSKUALPHuElUiSoUN/3CYYxaR9h2QQUP7vx/S1d/H3JCRKC3xrwCCqEzgjTCExhQIsxqFDuTZGCouklTKRPqO4BIbD5G0NaZhUVZoJDqXEuoJmlmJQm/SRloWhFP1SlaTuUgsi+l9p6KdZ0307hQUH6ga7u/CH3XN2VascUV4RVNyrlfTD7ZTwJMVrZPjLYEcTDxNKraxBlJcEcagJDxQyUnhzgsmBhAPw6oLu25hkanC81qcU2DRXq6hUs7RS4fR0ShSmyFSxsdFjNIq5e6+JH9gk8jEYmrm5OU5PT5lOp9TrdTY2NjBNs2AtXlV5nMHJyUmhV9ra2mI6nbK2tlacsDudThFTANkoKmde/f73vy+er9VqcXp6yuvXr/nggw94/fp1QT65detWobv6vtT/o00jCAJKpRKVSoVyuVzM6k3TxDRN9vf3C8O+fKHsdDoFgJzrB3zfp9lsFg6vo9Hoz+ZFB0FQ7KZnm0S3270yTW+2XNf9TnbEYDCgUqkUTePu3bvMz8/jum4Bbue0152dneL1HBwcFCFOd+/e5Ve/+hXHx8fcu3ePvb09xuNxsdDfvHnzglAvv+4szfYqA0LIGsetW7cIw7CwT5dSorW+YFNSLpeLpMBMeV5ib+cIpRa5tlalUnExLVhYCHA9m3/93S5JrOj3p3z8yQpg0Gh4tOY86k2PSS8lMG0GOynMpfjCItUw3JFoZdC8Y+HVBG7JAGFgmGfmgxr8ijxvEhtTpgPNcGhQ8zTuAw9Ozt4HV0HHyD69s6QseTbC2omwhhF+LcYPYpLYpNYa41YUIjAY2AEjJ0AKAaaJSNOz8ZTASROCKEQME+xgwqBaRzy1Sfol4shECsGkUifon1/YiDWKi7t0IRQyNQnjFunZAh1Ji/1xm8DwmcQlbCvGMgW2HZNKxSSp0DRHqDgktl2C6NtDgmyliIISKE0CVHr7HDPHyfNShvsEAgIzaxgtEwzOhHzngHl/IijvRIiruQqgIBlDMs5OYzoVCEuw/dsIy4F4aGB5iuOXCZvqkPflEu4cJFMQvsFR9ZTPpm9pTQJ83+L0ZMqNm3U0ikEv4uUlX7JeNyKKUna2Yzz/hFu3btFoNGg2mxiGwfvvv8/GxsYFBwfHcQrLm9yQMF/Qnz59Wnxdbu//8uVLpJQsLi5ecKoul8vFZnW2SqUS0+kUx3EwTbMIY5tMJjSbTVqt1jdOJf4j1r+5aSwsLNBqtQojv2azieM4WJbF1tZWIWzrdDpFFm++I9ZaF7vi4XDIeDxmNBoxHA4LU7+7d+/S7XbxPI+VlZXi37+pvimX+5siV7+tarXaNx5988ptzCE7eYzHY/b29grf/mq1yk9+8hPm5+cJgqB4PfmJoNfrcXx8jJSSVqvFZDKh0+lQKpV4+/Yte3t7jEajd/I5+v0+rVbrAqiXNyHf94txm+M42LbN48ePC7uDXJsx24RGoxGe53Hz5m1q1buYps3O1gEnxxMW2j5JrKlUbSplm1QboDVSKqSEaZiytdnn1u0mbdmkvlfG0iaVVZNQa4I5gdZQXgbTcDKmVFmjYoEWmsMvYkzbwKsLRjua0zilc8Pk6JXk9MhGnrGBPlxMWE7JAO+qBQ8CiNMMDO+d78DL5THBYkKlPaCqJ9ku3jSJLZfUcAnTNLMJ0SmmgOq4nzGlAClMpO1Sno7OPJ4MkpclpvUGpd5MbrnKciwuVKhJ3UtNA4k2TExLYSgDKQUHo5vIWJBYDoZl4dsDpkmJKC1j6QGuGdL2txiMO5zWF4pR2TeVUJJYa5RtYxsw1FV2DuehRcZ+SlLYDLPRXduBk4Tu9GJ3eHxo0QszPONPqWSi6PzYJlgwUYkmlZrW3Ywmu/kpHO+EPPqvFaY9iREZlEcOVi/LhK/XPRKpsC3Bi6en3Fivv9M0DANacz6vX98gDI9xHAetdbGRyu1tGo0GH374YaHNyC1vhsMhURRRr9cxTbOYYOSbtk6nU2xcV1dXL5xGXNelVCqhlMLzPObn52k2m8zPz/P555+jlCqeL6+dnR0WFxd/aBp/SuVjlXyUtLOzw+3btwnDkIWFBXq9XnacHQyYn58vOnWSZDdgkmR8+N/+9rfvjIL6/X4xdun1epTLZW7dunXBq/6qJpHv+v/cJjFbQRCQpul3zilHo9GFHcnJyQme57G8vEy1WkVrzfb2Ns1mk62trQu+UfnPaFlWESRzfHyMaZq8efOmME/MTxXj8bhQo+d4Su4XVa1WWV5exvd9xuNxcYxWSvHo0SNOT0+/U5sxGAwoBYso2WG+FeDYBicnU1avVTEMODqYolPN6WmYhSoZcSHgu3t3joV2iVvBHMKGuKdRicb2BIPtlGSo2fu9JI0E2lCs/szFnwM5MpgewfQkJaP6nL2P23lDO1/cxrGRjaXcM6V3evb1lTOWkJdRS2u3x4QNmygKiMIUM02xZUKoXZydIeHEYTJ2aC8OCFaTomFA5uNkaH1hkc7/Prt4zyrFxdnIyIhNDFcjlcA602QIAQYalUKqLSLpY5tT5ishoXSp2fss17c4GHboTwJi2SRJU6SbXU1pLlwjG6OZKMs+S/nLFOrlaEQsXZwkJhkb8HKaYTyzVc2EfclWxE7/ojFnkhq87f7py4AMYdrTbH4+4oAeCsV7x0uoVDEl5p/5kq/+d590rPmL91bYp0u77aOUplJ1iujftbUGrpux8gwDajWXesMnDCVBYHH71jrDEdRq59ol08xGZNPplF/+8pdXWoXUajVarVYRefzhhx9immbx2c8NBuM4RgjBixcvuHHjBkIISqUSDx48YGFhAdM0OTg44MWLF8XUIcddZ++fXq/H2tra90rs929uGm/evKFWq7Gzs1Ms5EKIYtcbx3ExpjFNsxC1hWGI1tn8tFarXYkdhGGI67rFLjhvNHfv3iWOY6rVKmma/ptPEt9Wvu//ScBWGIY4jlOcHHJ20t7e3gUb83xBv1w5G6pWq/H111/z4sULHj16dAEc7/f7LCwscO3aNZrNJqenp6RpysLCAq7rcnh4yGAwYHt7m4cPH17I5oDM8j0PdQKK11upVFBKYdt2gevUqg7T8eT/Yu/Nn+O4rnzPT95cKrP2AqpQ2AiA4i6CohbbavXmfop+f8H8m/PTxLxfpqNnOjo8jrb9ZNMSKVJcQRBrASjUmnvenB+y8qIKACnZFjumrXciFCISWSsy77nnnO/CQrtErVag3w8Ig8z7wg8y9FSpbGEXDaJAIlMgTanVLI46YxbjCLsq6DyKid0MGTUddh2CHkRuytH/HTDYuWxmlGLpUCmklAuSipVmMiF1sqF4ezLncNMMfls0IU2yhDJIGDzSsc0Iv6cRbhdwXYuxb5KuleF5Vb1KteYrbSkxuf4EgKZd2N2fP+/smMYkPyB9HVGNkdIAcXYdCi3G0APcoIUmAvzExhYeqYwJE5uR6+BFBUJZgTTGJGJr9y5JwyI0CpilaubepxtIIQg1HSsJcUKfQuBRkhGebuAWBEIXdLeLFxMGKM/v14dGVi3+BRH7IISGLyIep9uQwvFhn4iEAS5ocNzLEsO+7NFeK6GlRRbaJXq9gAd/2OfVqx7DQcB8q8jnf7NMvx8QS0noJ8zN2QihUapYBJHD/v4b0jTl97//vbIfzqHtl0U+M43jmOPjY7a3t9XaIITg008/VT+Px2NV/f/N3/wNvV6PIAhI0xTf93nz5o1q/+YOmCcnJ6yurs6IFT59+vQnhab6s5NGr9e7wJTMYZ+5Nr16EcMgSRJF/88HsTlPId/9NhoNWq2WamGtrq5ycnKikkev18PzvB81SZyPXIH2+0JKqRRiXddlNBqh67pCVQCqRdRoNC71It7e3ubGjRvYtq0kRfJ5UKFQUEkj170yDIN+v8+zZ88Iw1BZV0L29zivjptXKjmhcH19HSkl9+7d4/j4mKOjI4bDIYNBwNqVm/ROMxvWO3fm0IRgZaVKtWYx6MUUHMHrrQH9XoDnRXh+jO9lnAyAur7A1XtVwsHlN09t3SD2Q/wuuMdn5+gi5WYzpmanVGpgOmSktKIOujiTPC+IbEE8DuGNzGxKz8VwYDPcLmZJ5GAq8Z/r8UShjpNKpDYL58p5GUKeVT5aOuFqTC0KGvmxCRva19FFcs5fD3SR4JguUeoSxBVKhksQW+h6ihcVeebfI0WjWujjJQVSLOSRRWIUSHQTCTiBp8iGrl1GI6Xkn3nQG2kKusFgZOH7EZBkQIFQwkhmxL6ygXwxYuv0ouHTnxNJIJkvOvzj6B4Fw8B2dPaGfb7SZgErg35A98Sld+rz9/9whXrd5uatJmkKV1armAWdNzt9hCYoFAQvXp7QbKYE/pCdnVck6Tb1ekaulVIq+Zt3Rbfbxfd91tfXGY/HM+tEroSbA0k8z6NUKrGzs0OpVOK7774DstnGeDzmzp07PH78mMPDQ+7du0en02F3d5e1tTXu378PcIEj9VOIH3UQPhqNME2TIAjUYj8ajSgWi4qxWa/XSdMUx3FwXZfNzU2lLlsul2m1Wvzrv/4rvu/z2WefKXho3k+cXhTfR+SL/w/RrMktX/NSdVrCvFarcevWLXq9nkKHXdaGC8NQGcZomsatW7cUGMA0TUXgm95d5SiQ6aRxGaFvGhrs+z5RFPHtt9/yySef8ODBA2y7zvLS39Gor3Ht2hWWFmMgpdqwefW8TxRJikWdf/t/tlleybSA3rah6sceUEUYXKgyIGN4G7YgDiROU5AEYDqCxabk6hWRLex+msFEHR2OQoIdn8FQI0w0Vq5qoGsZUe1dkUyeY+YYM0PzMDQoyRip6UxP0oVMZpKBOqbpwOxcQ07NNVJPR2gJiZy9neIYfGyKZp9e0EJLY/p+FaEJ5uxDao7ENlwMPyX4toJ/ZBH2Iwp2j/76PGYUzpANDRkTmLPtJT2JSTUI3AIYk8+ikyWOEuAAuiQcptxsxRyNBIejHza/eFtEQUr7nk1p36K8KBjuSqyhiWUJmk0HNA27YNJaKFKpWBwfuxwcjHn2rMtomG04dnehXnPY3u5j2wY3bs4x6L/EtPayTkKa8Zt6vVBtTvOd/XlwCGQb1UajoVrW7XZ75v7II088+VDctm329vbY3NxU0PXBYMBgMCBJEjY3N3n69KnyunFdl06nQxAEqm3e7Xap1Wo0Gg22t7ffWQn9NcSPmjSGwyGrq6scHBwQhiHj8Zh6va4qBk3TlIhfjm/e29tTdqoAn332meJt5L35v/3bv2Vvb4+lpSW2t7ffeyl4fHzMysrK97I/Xdedgf71+32uXLmi+qFff/21kiE577uRJ5FcfuSLL75ASkmapjx48EDtXnLv7/wx169fV/De6USUv3az2VQ3z8OHDxVSbTQa0e12aTQalMtlvvzySyzzGgWrgucl9E8Djo480CS1usN33x2z0C7z4YctbNtg583bQQikmYlS7KeYJTHjv1CoCeyawK5rOPMGpqORhDrDvYTYkxy8SZmzJdJNcQ8SrqxrsJg9p0hSXnUNRoFg5UoymwxqRraLPjhXcgQSqudKizjNdJfiHJKsI9LwgvS5lkqSc8eyBKFdPDZ1XpIIwsgkCOcyRnhiEUuTU6+OjmSudELNOqJgRhQZofk6xn5Af7dC96BF91mDcS9TuQWoNVzWWgO0c5AmI45xC6WJR7hBqBsEupGBAmSYte9qZnZXaymsm1kSRWDftVmLYGXH5//6RpCelzv/nmh9aHL0bca1kZHEmdexyiaaSAk9SbzQ445sMTdns7c/pHvsM3ZDWk2Hhw8vt1Ee9LO/ne9nKsm6XuXk5Bva7fal0h85y7tSqRAEgTIKK5VKpUSbTAAAIABJREFUFItFJaVzcHCgZn7nw/d9HMdRXYu8Rf7tt99y9+5d4jjGdV1KpRJbW1ssLS1x9+5dDMNA0zRarZbqKBiGoTa6+Ub5bZbRf03xo1caxWKRr7/+mvX1db788ksWFhZ48OABADs7O+zs7FzgLUxHzrbudDpq13x0dISu64RheEG0733E7u4u9+7dU7v5tyWpIAgUggoy/sWdO3e4c+cOc3Nz2LatILQ5ZLBarVKv1xXL+82bN2ohHw6HJElyQahwc3NTKXAeHx/z8uVLrl+/PqMllRMJcx7Gd999p0TY7t27p9z3dF1Xc45vHz3kyuomDx89p1RcZK7psL87Io57SAmDfjZ/qtVtXHe2BC+nDh+wSNVwqBWLFByBWdGoLGdJwnBALwhKCxrHjyNOnkpiT2IUBcV5wemLs53iN4aOXhAMDiOWmgEGJlQFZkUwX5ScuJMFv2aCKJwp255eUtLIbJGcIRIm6cyVHoU62iUSIXqSXDgm0rPz8sU60g08q0BkmJlXuFPG92IsI6bEiKI5Qg8TTM1Dxial7yKSoU00rBCnJUKzwPHvC3QOLi5qAGFgIGRCpBvEk+QQmSaeabNbqlMqNTCFhtQ0EnRkOEY3UmI3zdBScfYVUDSz78OaECJHEXpZp2qn9P3LzaqEkeUfBFjFXPZFUFoRiIKFEBqamb3W6fOIyJd0vD5fuXtImWlLeV7M0ZGLELCyMvsZhcg2P3lbMw/fjyiVmnR7CUdHR6yurqpFOd/41Ot1NE2j3W5zeHiI53m4rsv+/j6DwWDmPj06OmJjY+NCxyBvSeX/brfbQFbFfPfdd9y+fVsJHub6U6enpwrckpuRnX0eMfk8Px0zph81aUgpiaKItbU1isUiJycn/Pa3v/1e+Op0DIdDFhYWZtBGObKoWq2ysLDw3pOGlJJHjx6xtrbGRx99xPPnzy/tWxYKhZmeaQ69XVhYUEKFubDgvXv3ePHihWrL5cKC9+/fV2VvTnqc5lzEcUy/32dnZ4c0zchO/X5fzSl0XVcleaFQYHd3V7HEb9++TblcptFoMB6Pabfb/PrXv+Z3v/sdKysrbO88Qhj7LC4XeLNlsrb+QeZ9YBsIAa4bEwQxzabD4cEI2zYolSycosld5worzSrRGGIvJfJSwqHEmRME/ZhxB9BidMskGKJmHU4T7MbsghUHYJUzDsHvXlisnYSkwCgQbPd00lQjClLMXNk2mCwOl/HRoskvDC0blkNWaehnWSQKs0U5MWZ7/EIm2dCZLDnEhoFr2ISGQWgWMpe8JCESAolGIQwwkjHGjod1u88gqBO9LOK9bFLwIgLLJjQLGOMzVI0wJCkC03r7IhMGOppMOK002W0soWsaepqSphInCCgnAaUoxIwDQt2kS5XBSIA2pfgrydjfr72sKtsswWEAZZ3rzYiTscA2U7b7OrGZCUaW2jrFpoZ/CsLQSAJJ5KXZBkCH/psQ/zhLLAv3LLa2e3zNS3xCBXbzvBjHMSb3EcRxgm0bSj6k1SrhFA22XvVxigaObWDbBo05m3pjidHo7yjYKLBMtVql0+kwHA7Z2NhQm6R3OfJBhmZcW1uj1WopXkX2/rJEkd+XjUZD/c73fb7++mvW1tZYWlri2rVrym/mba1qKeVPaggO74ERrus6N2/e5MWLF/zxj3/8kx9/cnLCBx98MNN6OTw85IMPPsB1XRzHodVqvffZRt4em5ub48aNG5fKmSwsLFy4eHd2dtA0jfX1dWq1GoVCge3tbfb29tjZ2WFpaQnHcdRzHR8f02q1FN48V6OdBhnkcF4pJbVajXq9Tr/f5969e9y8eRNd1xVKLUdZ5Yiz//iP/+Dzzz9XsOcctpsTB3d2drKZUlQgTa/ys58vEkUpT5+e4Lkx3a7Lh3fnMS2Dcsnk+Nil2/X59nSfomnw5uWQ49GYIT5OWWdNr3K6J7l3o0193ULKbLgdTjpzaQLCnKoERKaaGoyy7+PUE5x6F9kJYQhmTDbcBVgwsxlHkma6VL04Sww2gJbZvuZJI5EXKg3SFF/TcIROrJvEuoFrFvALDkHBQUw4HXoqsVJJddxHTCC6vlEgKDjY0WQh8Qy0JMYLJ+ilCb9EyCxBTIc+aW1Z70gaSSLQZJo5CyYR86MuJdcl7OsEronnWhy6Np5bITAKpJ9WwUyhcW7xCmQGRw5kVpktGlA0aOvQjoGqYG4oeL6feXmHowSrbHDyXahUawEqqzrlBQ2rqOOTqJmVY5n40Wx7MOdj5OH5MXNzNkGQYDuZWsDcnMP8fJEgSAjDmJXVKvt7Q+JkxOMnv6FezyT+c27X0tIShmHgOI7iYHxf5KZlV69eVZLnjuPQbDYxTVO1oZIkUdWIbdvEcczW1hadTofr169z/fp1PM977xvV/0rxoyaNnMy3tbWlkAh/asRxTLfb5datW6q10+v1SNNUGSCtr6+/96SRR7fbZXl5mVKpNEMuXFpaUlIc03F4eEi/30cIwebmJq7r8vDhQ27dukW73SYIAtrt9gxUFzIGdy6VPq2YC1nLbn19nePjY9bW1nAcR7Hlh8Oh+o5y2G/er837u51Oh6+++mrGXGqaOBjHMULrcHrqowvBy5enmaFSQef42Kffj5FJwmgEe7sjej0fGKG7kkEx4HictdOEB82CxY3lZeobFuFAEgcpVkkwnuzyR/uS4rzEKkI4yqxCAfpbF3drhZpQwoaBr1GaXn8dDcp6ptxqCFh3ztpQaZollDxiMkQWgAGFtqTvVHEtA003MZMIPUlwooAk0dGnOB0rt3t4pQrG1HRfpMnsPERqeL9tYtR07FdB5l3BWYKYiQlc1zAT3h4asa9RqIQsjj3sKOT1N/OcnpQvnjph0yM580fPVX9tLfPDCCctqnKmYUWYwiAmsGxefRXS6Z615IrzGvG5MVHkJqTCoLKsM9jO3nfsp9QcBz0UJJpUBlwFW2dppYQmwDR1Wi2HKJLs7Y3w/Zi93SHPnu7h+aek6RCZDjELa+wdPOfGjQ1u377B1taWEv/8/e9/T7/fZ2lpidFoRBzHFyDsueFSzgq3bVu1uMfjMc1mk93dXU5PT9E0jcPDQ0XGKxQKai65ublJmqY8fvxY3bdLS0vv+Dv9NONHTRqGYdDr9Wao+39OPHv2jLm5OQqFAouLi9y6dQtN05Stat7fPA/5fV/heR6O46gEkSfHtyXGvJRN01RdkIPBgLm5OWq1GqZpqnlE3pZyHEfNIJaWltTwu1qtqupC0zQqlQqO4/D8+XN2dnbY39+fwYyXSiXlZJbv1A4PD0mSZKaVlqOt8ptHpqf0Tn2WVyoIAaurVVavVBiOIlpNm87hiIffHM70oj0vouictXikzDzBm7cs4iBBJpk3tWHPtqMiN8VwBOFIYpV1jh4FXCKtRHlRMD4EvycJYrKr9aqdLY7DBB57Z4/LCfLliW+EMfWaOtDQwc4e6wYm+qBHsQ7pM5+TgYM7thgHFnKlDC/O+vDtjT6yPLvwi3QWPQUgOxZBUKIiz+Rncj7HzGPJGOVG4d098MQTaJrG3KhLEBi4o8LFkwSZSGMUZ0nSEnDXyZLWMIFBAn6SwZPnDNgO2BnqdE51jrY16jd1xilMf/lJcJbQ1WeLBWE/05LCAMMCYWnUrwo2x4vIYoxlZaxvz4t4/vSUjas1vvrqgL1dk7k5h6dPvyGRL0gZMqv9Ak+edCb2w1fZ2dnhypUrasZXLBaVanMug54LC+Yox5y8l1fSR0dHvH79mvv377OxscHvfvc7tcms1WozsN2cXZ4jpw4PD1UXQEo5U2EYhsH9+/cZjUZ/9qb4ryF+1KQRhiFRFP3FPT4ppUIh5H+0crnM/Pw8Gxsb6LrOysrKf1rSyFtHeSwtLakd/rvi8PBQKfmapkm5XFbS6NPeFg8ePODzzz9ncXERKSVzc3P89//+33n48CFxHON5ntpNPXjwgO3tbU5OTlhYWFBs+Dw6nQ6ffvopnU6HJEmoVqsYhkGxWJxBo5yeuiwtfYYuHAy9Sa26QK1msbFRo1QyGQ5DgiDG0DVePO9jWfrF4aUXU16YdYrz/ZixFzLXsjEMjeFhiunMLrCRJzFLAo4ko4OY5h0L71TS35pdTGQEYpKTgkTL1FpPYhi8Y8GNyfrrtYkVbFEHkWa77+0QXEkKvHjTRLtlk34XzD7+HBo18QTpJYiqC8cmyWCWHHjxWMYol5hvEQhUHyPUIZVEiWAcWFkyLBtZYrBEhiQrCujG2bBbSzNo8VGSteNOzn1HbgIlg9GuJNB1kjQl9lLMYjbDyGM6oRvFDBZtVQSVVQ0Zpyx9UiDxJMIAoWucbLsc74zUzCKPZqtEKmE8jlheqQAJKbOSIeqtTe6jfHYghMBxHBYWFhBCqOvc8zw0TVOt1729PTzPeytn6+XLlziOo+YjgEJMTb/2Rx99NElaWYK/TOeu3W6zurqafUdRdOH3P6X40WcacRwr3sWPGTnnYzgc8vd///dKpG8axvp9YRgGrVaLSqUysS3NLqKcqHhZsrMsi3K5rJR2DcNgcXFRGdu/K7a3t2m1Wty9e1e1rF69ekW5XKbZbCoBxVarpfSk+v0+N27coFwuq6F5XuF0u90ZkuBlEuij0YhOp8PXX3+NbdtcvXpVDefzEEJQdj5jceE6zuerSKkxHoeMRiG7ez3ebG9zdPwaobX48MM7GHpCs1WmXrcxTEHRMXEcA6eY+YE/48zYyfUi9k4HeC90BkOfxIf1+2UMG9Unj1yw69kN6nUTaus6DoLhHsqACSCJQM+TRjxJGuf/RgZZ3z53qbMFzE8u616YkQEhM3Fypx+rkabnUFZwphki8/egX5ANuUxKJE8G33cMQMgUvfDujVUYZhDPw/kF5IJBuz7mzaMCqSsz1FgoYTmzYqWuQ9PMKgzXzeYq5z+XK6GkY6cJhpN995EnWbhnkSQpaQR6UcNpCaobOmmUVR1uN0suo0PJm0cjun2PER7Oqobdgp3Tyzduvh+zslrhxfNTBaed3nMIIbBtm1KppJSwFxYW+MUvfoHneWxvbyuS3atXr2YG0VEUEQTB98p2BEGgpEfymEZMZe/Tp9Pp8PDhQ8rlMleuXGFubk6hDwE2NjYoFos8evRIDdB/yvGjJ40wDC+gin7M6Ha7jEYjms0mGxsbfP3119/7mNy4JWdHn5ycqPdXLpeV6dHLly8vzCiWlpY4Pj5WCSUXJ/uhGvonJyccHR0p+OAvf/lLxuMxQRCoxLGzs8PHH3/M8vIy1WqVw8NDVVXkF26lUpnx8ICzym5aC2c4HCrfDN/3efz4MZDJO+clfalUIvBrGbPbjXj07RPi5Bgpj/ACB7toksgtJB1Ojte5c2eexcUit27PcXTk4XkRg8OMGX53cwEhztZyz43Yc0749dFLIhKussiKX8RwBPFE4iIaSww7u/TiAGSkoRdS5m8auEeSYCiJXZCxRC9kq18kJsPteRMqE1vXwpRDXSSzhfE0znr3p8ksJPcyPls0OT69uCazyKswMLB+gJRIdixl5stgaq4xneykBFNDCImUl0sShoFBNYpIDRCpoG4MOR4XcMdTbapcjytIQWjZbMMUmYdGP54lQo4TWDQpl1LctkAmBmZZoBkp1UWdYJRSWdUZ7cXEvsA7ShCG4JvtXfbosli0KVzVGQwCdt4M+Xi5jVl6O8N8582AtfUqQkCaykxaKF7HcWwcx8EwDEzTZG5ujiiK2N3d5dWrV5yenioxzpxzdP5emxYLfVdMG5VNP3a6PTX982g0UnbOt2/f5smTJ8zPz3Pt2jV+85vfKFj79PP9FONH//Q5S/pdirR/aTx58oQvvvhCeQM7joPjOEq6JJcLSJKESqWihl85WXA6hsMh+/v7zM3Ncf36dY6Pj2cgevV6fcbPo1arXSoJclkYhsHKygqVSkVdmIeHhzx48GCmtWUYBr/97W9ZWVlRSCnDMCiVSmo3NRwOsW37ArM81/SSUrK8vMzLly8ZjUYsLS2pNlgu3qZpGs+fP59g2h/Qat5lvmkRRL9Tz9fvF7lx48bkJ8HR0Zjh0OfzL65wfOLx8sVsi8HzIooli9EwS8KuG7OyahBp2cB0mHpELqoNkrc8Cg2N5h0Dw86c4YShkUootXRKSwKvIykuGBQqUJwvZEKAxSRbzHsRyalkNEgZeoJRoKld7MZcSjlOz4bCeZyrILJjMhuiR1MH88fmSSPUsSekP2M6QaTyInv83HmxEESaYOyU8UiRQifRDQLDxA48TCsh8N+eNIw0QiNjfUs0dP0SdFRZP/P6jiZAgERmlUchAVvPEklJg5JA/6TI+KuEcUcSv45nUFJIKDR0Sgug6wZ+TzImoK+NGW95lMsW16432HrVZzyOKBYz0cogSBACikUrq0AdE6dk0F4sY9smtXoBkLzZTTk6OsJ1XXzfZ25ujo2NDR4+fKg4WNND7tFopFpC0+G67kzlnMd5ifRSqcTS0tLM/SulJEkS1Q05/zNk3hvVapV//Md/5M2bN2xtbdFutxmNRkRR9L+Sxo/9hJdR93/sODg4YDzO9Hc+/PBDnjx5wunpqdK3EkLQbrdZX19nMBjw1Vdffe9zdrtdBoMB169f56OPPuLg4IBut4sQYqZqygXRfkg0Gg3q9TovX75UImoff/zxhZ1TzsVYWFggTVOeP3/OyckJ9Xpd9WCnB+LTPt+9Xo+lpSVOT09ZX1/HNE2Wl5cRQvDixQuOj4958eIFxWKRK1euTM2BJKe9R6yt3595L7lroWVZyPgDlleqdA7HDAYBV65USSKJ7Zhsverh+zGeF1Eqmipp5OzeUtnALphUbIHTEhTnoLxokEQpkSuRYUrophy8GjHyQ64sVykvmaClxIFEGILhbszBOGTg+/gywj9uYBU0Dl/oeFGGBGqVEu6uxhTn9Kz6MK0MNXRemC+XEpkugM+R/s6OTXM6dLS3sMfzY7EQxMLEEwZBsYaVZnwPTUoi3URLU8qBi55EGEmMa5dJDR3Lign8y3frOQFRT2HsWnQGywwH5+YgUkLdyhJckmTD8CuFzHwpiDNr3Dgl2vYyFHKtjGabnG6FxOfGcUYRTrdjrA4IYdH5NuCN3+Vg0nqMY0mv5xNFCfPzDsdHLo1Ggc17LaJIYhg6vh/hewmeHzHY93n5/A1+0GdxycS0huzuzq4N+QA7jmPm5uYYj8cXeBO5zWquqF0qlbBtm+XlZWWdkCOmkiSZkUjvdDrKW2M6clZ4fl+f/xmyWWpu+Tzzd/lfSePHTxr/GUQXKSXPnz/n5s2bHB0dcXR0dIGRef36dX7zm99877B6OuI45smTJ9TrdVqtlpLl+Oyzz3j16hWdTkeVqPnCL4TAsiziOFYXdu4QmCOXhBB89NFHquw+LykCWYJpNBp8/fXX6uL927/9W5rNptLCefbsmUoauUxCvV7n1q1bFAoFdnZ2OD09ZX9/n6tXr87AdkejkarG8r9RHMeK1T5dGeYaWidHp9gFg/sftymWdGxb0F4sYRV0Bn2fg4MRpNBulzAtgWOb2I7B4mIRTWvS6wX4Xsybwy5LWoWnf+gzkllPvBYb9EKX3SD7Hk73Vmh36gxjnx4jhmTnBUSs02ZDtBmGAsMUeNGE+FWQ/Hw9gqtOttt2JfgRFLUsgUxHMqkqwqnrM2ImQWRfymwiCUMDIf3Mb0OITJbcMBmbNmPLwSpKNCkxkhhN0zCTmJI3wEgyTsdoIjLohFOoqlSSCB2r8HbYbTghIIKk17PxRAlaQdaOMkVWDUUpjGIwdHABQ0Inpvs0YqcvuL3qY63aHJ0KnnRMblwVdHb8CwkDYO4Dk8Fegt+VhKNMDmbb3KdRKlCwSzhORsIrly2WllPcccxoGBGGkpev9vG8Y1IGpOkw+4+h+l5H4zqLlcULr2nbtmr3rK+v88033yiJnFwapFwu8/Of/1wlA8/zlGdGuVxW7azcKfN87O3tsby8PKNX5XmeQmVd9jOc3S8X/y6hmof+VOO/bMrc2tri9u3bQDZnmG4pATx69OjP9u6dVvBttVrcunWL5eVlNjc32d3dpdVq4TgO7XabZrOpZNohaxcNh0PevHmjNLXyncn169cVs/180tja2lJIpzAMcV2Xfr+vXPZs22Z+fp47d+5QrVbRNE1Jw7969Yqtra2Ziz4fNE47/OXEwelKZTAYUK/XL00anc5LXr5aRLwu4Dg1fvnLDyjYBhpw4+Y8i0sVNC2lWilwfOJxcuLiujHjUcRwGHB0lK1Ouzzh06UlHmj7OYUB3y1SrU768xo8ZZenyS6XSSItpXO014oUFwRJcLYw+LFGEEKhH2Ue4k09qygKgBSzzn5xenGuEcuLd0CcZpVKORuse/USIzsl0g3C0MmSgUywk4g0SjE6Hv7YIkgEtWsjpNCxkhiJYGQXGVs2djjrAimShMgw30nwy1nhvuVQSCXe/qS67cfZDCOcqjoqCaxaGbmxkTLwYw4Cg+pxykbiMw4N/Fjj8FVKb+tctWKA5WQQ2uqaTrmtU14SlJdMrh/Mc+KP8P2Efs/H87IkkcfcnM38fBHXfUKSvl2nLSflTodlWQRBQLVa5cqVK7RaLT7++GPVBhqNRszNzfHs2TMODg4uJIRarcZgMLjgU3M+9vb2uHr16swaMS0lAtnAPPewySNHU+VVd/5/Xdep1+usr6+jaZrSdPspscL/yyaNOI7Z3t5mYWGBOI4vJI0fy+z96OhIOQ0ahsHCwgLtdpter8d4PFYKmO9CcliWxf7+PmmaEkURd+/eVYZR05HPJ1zXxbIyKOu9e/fURZvvqLa2tmYem/M+pt/DcDikVqsp+fn9/X36/f4M1BcuR2Cdnp6ytrZGrVamVnuTybUXF7AKGlYsCPyE4yOXbx9tIYTBJ59eZW/3LOm4XoRTnN2NhUEmJ+G62ULpjkMW25eQ1S6JR2wx3lpk9aBB8+bZEDNMNV4ODe5YMdFAMpx8JXNXDWhqMyKF59tOQJagykZ2qDBBX5VF1uYRMQSS4Fgn3E0QTkJ8EDIcW7hukbFRJDZMmCzmViFm7oMDfFFgVHCI0TGAQhwh9dnbLCMH6pjv4Gokic7+6xpGKBl/IyF6C7CkLLLPpWnZfKWgUzBSausmLw40XjyTBEkm/ZGSUlk1iH0wHQ3D1rAqGtFY4vckkSuJXPAHCWZBcPAyYFd7+3Wdz680rXq5pAtn1UQOxLAsi7m5OXRdV6oL4/GYX/3qV/i+z2g04uDgQKEZTdO8dEEej8fcv3+fp0+fvlNVdjgc8vr1az766CMgu5+FEMzPzytF60ajQbPZVGrUQgh1T927d09B1/N7Np+B5ICca9euqU7ETyH+yyYNgOfPn7OxsaF0mH5Mhcm89ZMPsZeWluh2u0q996uvvlJs7u+LDz/8UJnVSyn5+c9/fqHSyFU0r127RrPZVNWJEIJHjx6p8jtnxE4njX6/r3y+p4/lVUWz2VRJ4/r16zPn5V4lQgjK5TK1Wo1KpcLKygqQ8T7evHmDN/YYjx2WV6v8/qt9xqOYWD5HpPPE8ZoaiEKGoKrVZndu7mRgnicN34+xCpdBmmZjMZ3jhrFEo1zEKGmUFmD+VjZAF4ZG90Tn354JvFgjTTUajuSLKxLQzq5uk6ydU5ko4xYm7R2T7JyxBmOZcR4EGUJr54y/sfdtA+ZMeDPF6SgJaJzNOaJQBxnjFYoZ4zuJKbsDfMPCtc92tXBGDrSsdyMMD7dqkDqZ4fbbwpmIN8YAKegphZrAtDUa101iN6Vha2ha5tmtyZTeVox/mkFuy22DVKYMd89aZWkCxQ2dMu/2rphWpzUsWw2h80F07tTp+z5hGBKGITs7OwwGA4rFIouLi+zs7FwwDiuVSvR6PaXcfFm4rku326Ver1OtVhViUAihBA5N08Q0TarVKkIIvvzySzqdDnt7e7RaLWXlkKvTfvDBB7x69Yp+v6/4VHnkQ/o8WZimqe6pe/fuKamSn0K816SRt0j+lLnCnxK5tn25XGZzc5N///d//7PKxHzBrFQqVKtVtePISUFpmtLv94miiD/84Q+sr69TLBZ/cNLY39/n2rVrrK2tsbW1pXzQ4zhWQ+7l5WW2t7d5+vQpg8FAQQHv3LmjxBLX19fVMHuagJRfxNN927xaePXqFRsbG+r7Mk1zxr8k9wH48ssv2d/fVxDgnDSVkys1UnqnAatrGoYhkPy/yPQIDRPPjykWTZU0xuMIx5mtNC5jj4dhglM08Ny377g3aHPt4zqJn/lwkML4WBKPp5E/2eJt2GQWsGUtQwutFbLFNB+Ca8BYEh3HjPpQb4DWNqEzBWywtFk2OUxQSZccm0JopakGgaAY+cwNs0rutDJHMDFTCgwLMw4RnJEDLetdUiJk7/1ta5Eg46aYQN3MPqQBGDqiaRLsSsKxJPaz5CDDTJalsqwz2j+7RyJXYjdmh/yhmykUVyhyPmzbmHB0TGzbYK5p8/nffEh/0FMzh36/z97enrJYhawFFAQBruvieZ6qjM/fr67rqsH1NBx2egheLBap1WqsrKxweHjI6uqquu5XV1d5/PixQjqlacrt27f5H//jfwDZ4p+Tc+M4plwuK+JsDlO/THUiV7AejUYEQcDy8jKtVovBYPCTqjLgPSeNGzduqJ3Cv/3bv70X+eAnT57wy1/+Eikld+/e5ZtvvvlBj8sTRC5XkoemaWiapqwgc79ygPv379Nut/F9n8XFRQ4PD3/QZ9rd3WV/f5/NzU3u3r2r4L25fWseOzs7M2q6vu9jmiYfffSRMq5K03TGZjaPPBHlcglxHBNFkbLLLZfLqsV2//59pUg8GAwU7yTndECWSKdl6FOGhOEQXSzy6adL/PGbefb3j0gZ4LlZO+r01J+8do6PP5PA9tyYanu2+sgTybuSxhgfGaWMj5KMs6GlyEhiOAJnXsNwNJx5QRprJFGKDCV+EmHLlKibMHpxCyqSAAAgAElEQVQVMww0vIKOrJvsPtQJkwx59d+KAY5xifeGfi5ByB92LPaZkQ2pjHuUpKTTXMV1SpS8FCuOFOnPcH7ABkeSMb/NCQs8JzHqZLONhg67HhSzmUGqwXffJpyeXOwXTfNj1DFPUlk5twzIrJW1tFRiWa9g2xmJ0yroxHGC58d4bpRxNl4POOl67O49J2XM2yIIAjXXyGH5lUomTJgDRACSJKHZbCrpnnxDk4NBfN9XYA+A//k//6d6rBCCWq12gdGdt5chuxdzVz7IWru6rhMEgbJ26Pf7WJbF+vq6Shq50OeTJ0/wfZ/NzU08z7uArvopxHtNGrnWUhiGtFqtS+n5f2n0ej0GgwGGYXDlyhV2d3dnevZ5TLdeyuWsl27btvL+zZnX/X7/gjZ/Hv1+n88++0zxNM7PB94VUkqePHnCP/3TP+F5Hk+ePFGDtFx8sFarXZBgPzk5wTRNnj59SqvVIooilpaWLiCwcn2eaSFHTdO4c+cOQgg+/vhj5QKY34B5wut0OlPcjCxy+HGenJrNJqtXdFKZ4vtDwjD73DLt47kx9cZsK8PzIkolk34/a+m4bojt1M6dE+MUDTg5O2akOhu0qVCkbjtUHQdNpDRvm6CBVRGkWETDSf/9VGLPCY4eBwoV9Ks3sPKpTvcN9F9PqpAizFUEYXK2qIdeZhI4+4figj2s8qf4nmNJqM/IhhiTa8iOQ2rD03Pe4+dY4YIsGVgToUFzkhzmjUwiZCQz5FcuDR8xqYpsjrYgqQhqqzp9T2MsDS4T85JxNvqYcVeUGTu/sqpj2BqmraEXBPZcSoMCxpFgMAjoHI5x3VBxFJutIr1Tn1qtQKloomlV0vTtSWM8His9tZw/5Lou8/PzVKtVlSCiKGI4HKLrOv1+n1//+tdsbGywu7t7YW6Yw+untaJyh8/p+zffLOXXe6/XUzpW3333ndJfMwyDDz/8kEajoVSj6/U6SZJQKBQwTVM99w8hFf+1xntNGsfHx0RRxPz8PMvLy+8laQD87ne/4x/+4R8oFot88cUX/OY3v0FKSaFQUOQ2TdNI01QRAIMg4Pj4WCWd72trGYZBo9Fga2uLRqPBycnJn6x9FYYhL168YGVlRb12HrkHxnkJ5lzoUEqpdmRra2s0Go0LSePq1asMh0Pq9bpyEAyCgIcPH9Lr9d5aFbmueynaKmfe9vt9jo+P6Xb/TzY3v+DatRZXr65xctIBfFzXZWl5lqGbJYSzpBGGEiG0c9VHRHOhSKGgZ4SwosEHdpsbjRZC6MRBSuxL3OOUwU5EME6or5mMDyX+6dnfq9iUGAVBPJEJiSONONUQUy0lGYI4R/jzY43aZaS/c/aw2RNccuyCjayu+BvT7HGmjkkEsWEQCYNxtYK2bpEaetY6i2SGigokjKNMDiSwLrK78wgzRJgGHBxrRPM6MgbduniqYWeGSoYNzbsGJFlySKIU9zhC0wT+qeTUCzn1PewVOE77bO9ePghfWalw5UoVoYEXxJNh+MX727Zt6vU6lmWpa7JUKmEYBkdHR0rJend3V52XD7bb7TZ37txREjvnI4oiLMuaAb3kMkbnZUdyWLz66sKQ09NTlTAgu9ceP35MHMdcuXIFx3H49NNPOTw8JAgCpJTYtv2T8wQ/H+81aURRxHg8xrZtNdx9Hy2q0WjEv/zLv/DP//zPVKtVvvjiC9I0ZW9vT+1GwjBUraZ80PWnxPXr1zk4OFAX97RF7Z8S+/v7rKyssLS0NJM0ckXPfCdjGAZ37tyh2WwqVzHISvBcQmF/f18NAvNSfzAYcHR0xNzcHP1+n2Kx+IMggcPhkGq1OnOz5cP0fIfXbrew7QDf92Z2fWO3i2Utzzyf50ZUqrPtqCCIWWgXkRKKjkmpYrK+XsOxDQI/wfNidgZd2oUqvZOIg8MhIzy0WsLhsE9Zlvin0W0KNTGTNKYZ5zDRr9I09KkkIWPQzrWTwli7nPR3zh4WyNBXQmMGJnTuvCgycCaJQSKJJ85+vm5yWpojE8bV0GVCogGxgJMQfM4Lv57FZVyS6UigXEwJRpLIlwT9rPISRoaOshsaTlMn6KX4pwlxDEkA3W2PE99TvJkRHmN8Qi17I/Oec6F6nI5vvj7MCPWGYPPeAqViC7NwTLFYVIS7fBDebDYVcvDly5eEYci9e/dm2qGQ+V3kXQBACXzmbdoLX80lRLsoijBN80LSOH9ezquajtzcDLLq+969exiGoXTmWq0WrVbrJ2Hp+q54r0kj363Oz88DvHXH8LY4b9X4rojjmFevXvGLX/wCXdfVoCtHOPwlWlgbGxsIIVQV8Jeo67quq4yXXr9+rUACOY8ir2Ig0/ofDodqaJ3LnQshuHHjhirhB4OBIvYFQaBgwr7vs7q6eoGbUa/X0XX9wi4rd0nL4zwqa39/n5OTE7788suZWUyaDgjDhGIxg9RalkA3NJaWy5BCwdaVO1ulUmB/f8RwGNA5GlMwdR5+05mRZgqtCNPW2Z7APW8tz1PY1znpDTjpeKzdLTPcOWuxXDbMlaFEFGaTRJqkM62ZINYuJ/1dxhQ/Jy+izrMgc5ISjEtlEkvi6RYWEj2JEUmCIROsKED0QsKhyWhsMbBsxsMC6eh7Nh6xvDiEhzPPDDPF/qBAaSTQC+C0IOxrRKNMUj5NIPGht50QDiSltsAqCb5237CnnVzKi4EM7Xa+egSU214+CHcck7X1CmhXOe118DyP09NTdnd3Zwbh165d49q1a2qXLoSgWq2ysbHBzs6OQiZOL+S7u7uUSqUZCPrMVzOpKv6cYz+E2d3r9bh586bqAOSbsdzN830BfP7/Hu+90sgd4rrdLo1G409KGpubm2xtbb01s8/Pz7OysoJpmoxGI9bW1giCgP/4j/9gb2/vL65qms0mKysrBEHA06dP/6Lnmo6DgwOazSaLi4szzn9SyoyJPTFGevDgAUtLS6ysrPCzn/2M8XjM4uIiURRxfHzM69ev1XdTLpepVjMfiP39fXX8Mm6GEIJWqzWTNN6mmDuNymq1WvziF7/ANE0Fl3Qch3LJpFTS2bzXolw2GQ4jBv0QxzYYDgMOOz7jcZ/2wiJO0WD79XSVMqtdBReH5tOtrmfhHq3T65QWBMO9yQ7/kmFu5IF5DvwjoxRhTSWNhLeQ/mbtYYEsQZT1LMHYk4F03YCqgHEKoWR4YlNaGlDwA7TjmPHYwnVtRqUKYa9BejqFlmpMZM75ns2MBlT0bPCes8ELkwoplODoBDshg26E3RJYRQ1EyuDNhP18wszniMaSUkunwkW28/loNAqsXqlQKGTJwbJ0wjAh8GNcL6J36rO3e0Qcn/J6+/f0+m8n+OVIpjxs2+bmzZtqvpafk1cUedV9cnKifO0ve87zC//5xHP+efOI4/gCoe98nJyc8Mc//pGVlRWq1SqvX7/mu+++o9VqcfPmTR48eHDp4+bn5xWv6q8x3mvSyJnSOaLpk08+uTCkelcMBgNM05ypOAzDUDDR5eVlnjx5QrfbZXNzk3q9zq9+9as/yZP8bXHt2jUcx+HVq1d/kvz6D4lcqXdpaYnt7W2klGxublKtVtXc486dOxSLRUajkdLY+eMf/8jPfvYzBddtNBoqOViWRbfbVfyKPHKp9eno9XoXLHUvU8wF1Izk+PhYIcvyCiTnrHjemBfPjxG6yeZmixfPTzk56WIVNjJC1PD/ADTG7v/G3PzsYnVeuwouDs0DfzIwBw44JehLSgtn8rSxy0wrCiYJYtpWllxqXRBPDgSqPTV1kiDbxdv67EC6OqlGukk2cxhFWdZJgaNsgQ6A1+F8tsBP+1m0jNk7zREZz2P6LeeVw/R/ppYlNAsYZVyS2IsZDlNGnmAUahjXTd58KxAlDaugk0o54QxcvmE6D6e9rHLIk4NuaFTKBTqdMXu7R3j+KUkyRKYDUoak6QCImBt/QMEewzuUynMUXx79fv/Cbj0MQ+bn5/nkk08wDIO9vT1Go9FbpTviOL5wPEmSH5Q0wjCkWq0qqK1hGDPgEMi6AnlnYGlpSdk+Hx0d0W63KZfLF+YbQghWVlbY2dl5+5fxXzzea9JwHIdCoaAWptFoxPz8/A+2au12u6yvr7O2tsbBwQErKytqqJ2rU+YDqna7zYMHD36UhJFjtP/whz+8N3mA3d1d/u7v/o52u83u7i62bROGoao8pj0EhBB8/vnnbGxsKGvXarWqpNKr1SovX77Etm1VceSJ7ocMufPI3fzyGznHxC8vL6t2397eHs1mU72PHHt/cvK/Y+p/Q+fQJU0DknQb31ulWCzRGxaAgNHoFMdpzXwPnhtTqljU/KyaCIOYbtefGZqP3Uglm1hLGHk+NXuWTZ5EKUYRhaBKwhTSzGUu53PIOFVDYmGAWRZQ1bKqoqxnO3+NbJGWwCAhHUUE4xR7Xs8gtjOcDnFmI5tHnF7UvZq2m122Jq+lZUlJTFUOgZwMwSdEQ19m/iBLFgcvEh4dmgTxxLJ1Ei0XNEcnCTPuiyY0hH2x52QUwbAFZlGjuJBy9/M59GSVcRjOVg57QwI/RkpYW68RRQn7nX8hTd/ex8/hsRdec+LrXSwWWV1dVSKjGxsb1Gq1C4t73qJ9/PjxTFv6suoBsmRwvlp4WwWR3xuWZSm297Vr12bEDLvdLs+fP7/0M+azyLzqzkmIedIwDIN2u83CwgKdTucHoyr/K8Z7TRpxHLO6ukqaptRqNXzfJ03T700auaJrLucdhuEMTC9Xv6zVaiwvL5OmKU+ePPnBkuXfF9MQvvcVR0dH7O/vq5vt66+/nrlRpv+dL/KLi4uMRiOVOMvlMteuXUPTNDqdDpqmEQSB0uXJI08G54fcjUZjJmkkScKNGzeoVCqUSiXSNFU7t2+++UbtBHO27draGs+ePcPzPCAlSn6LRoWUIZrWYOxGOEUDTauRph2SpEccJzPs8fE44s7dFqYh8LwM/w9ZS6pYNBgMQtxxOEMW7PkeV4zKTBURuRKrdIagkhGQgiiAZYJZFNhzGqW2SXU1RdPA1hLQEtA00tMQd5AyHGt4jkFUNDh4IhhHOgUdvqwl2eI+HbFk1ricrI2ln08kU+cN4+wcmULbhMMwSw5vi1gqPkgQz75+ZVXHaeoM92OSCEIvQddTzFL2O9PRMByBbmYcltiTRF5KFGgkY8mLh0OO3yETkld4GvbbVEKy8yZktzx5OI7D/Pz8VCXqMR6PlQJ2vum5bE6Ry5XPfAWXVBSQJY2VlRXVpsoRjrl8Ts4QzzdNpmkqtek4jtXcL7dR+L51KdfD6nQ6M63kUqnE1atX6Xa7FxLeX2O816Th+77qZQ6HQwqFAvV6/cKAO2d41mo1FhYW8DyP4+Nj9vb2ZuCwxWKRDz74QO1Iut0uV69eZX9//y/2JZ8OKaVirb4vS9k8EUzLM78rjo6O2NjY4OjoiH6/j+/79Pt9NjY2GAwGCCHQdZ3Dw0MajcaMFlcuSjjdY83bVrkDYu49Xi6XlXNa/p50XVdQ5ZOTE05OTrhz5w7tdvuc5ldCSvZ9pelAQWoFVRI62bFz7HHfj+n3fL57MkXWAHwvY5UPBhk3IEkkliUIQ8kI74KXtUxSiu3sPZqOoLwsKC1ptEUB/0QS+5kDXewmnHwXT+YaKe4+lNs6Tx+YGasbsKqC6orOaDIcD5I0W7zFueFHzARRNX3sEvZ4zBkRcCjP4LMN890JQ70GlK2UtXpMuZBSNFN2PJ2oYmAUNBo3DBJXYDoamiaRrkZtLWN+d59flEFPgpRCRVD4nts/r/BybanpymFaLkTTNCXPnw/CC4UCz58/Vztx0zQJggx+3ev1qNfrb205nXf+fFulkRu+5TpWnuep9SZ33ovjmEqlwtra2ozbZt5N+FP4FtMIx/n5eWUSlaapsiH4KcR7TRphGOJ5HkmSqAvs4OCAu3fvkiQJUkosy6LRaPDixQslWFYsFrl9+za//e1vZ3Yd+WJ5cHCgZJO73e57KQVPT0+Zm5t7b0kjly4pFAo/yINkMBgwGo1mFn7f9xmPxxeqlM8++2wG3tzv91lbW1M3Sp4kNjY28H2fbrer0C65Ne308+VCitM8m263y+rqqpJVzw1wSqWS+ltXy2V0vQCaDSlvZY9LmaqEkIci/uWf1YspFi3i2CdxYjA1GtdMYh8MW8NZ0EiTlMSD2JO4x6BbGt2nEePDCcluTuDMiTNiGxqHPYjmhEoYMEFemWevnaYakZ9injd2iuXlVcV59ngsszbU+biM+3E+rMyxsLyus3ltMgivCYrHKQ/fQP91TOuOwct/9bEbBaxyRuDTHQ3DnrXPVW/Hk5Tb+mSucXLh90JAsWRRqVgsrZSIk1uYVgEhhJIKyZPDeDwmjmM++eQTdnZ21GJ/HoRyGQz2h8JoDcNQwoJCCFVVlMtloiiauX9yXsj3vVYcx2oj9EPD8zzu3LnDz372Mw4ODnj16hUrKyvs7e39ZBIG/Cegp5IkYW1tTSUJKSVfffWVYmjnBLxbt24xGAxIkkSZqdRqNZIkmWFy12o1tre32draYjAY0Gw2L3Xx+ktjOBwqqPD7iJyst7y8/IPEFqeRTACffvqpgi2er1JGo5Gyts2/u7m5OT799FPFhj04OFBziemyPK9KzhMHm80mh4eHKonnHJCPP/5YiSnmi0muPRQE+3z26d+TkqFq3sYe9/0YxzEJwzNBwCCIuPpBnfEoqzjm5x3aSyVGwwjN1zAskAGMOjFDzyN6GdNYtfj9i11G+Pyydpfykj5D6JPxJQPzS0h/cQjnhGkJAjDPJ4OEbIA982AuJo3LzoMz5d1YZnMU65JBeJSJECIE9GMCNyW8VeLZ44DubtY0MhyBDDOGdKGmI0ygG2PfyRj8J9/Nalzlw/CaKFIuWUpLyrENbMdA10VmBexFyAQ6hwG9waN3wtZzT4rpc6Y3fLkFdLGYOUNKKUnTVLU785Znq9VSSs+5AZOUkvn5edbW1pQmWpIkjMdj6vX67Nd/SSvrbYP080zx6cg/i5SSRqNBq9WiVCrx8uVL1WbPIe75+8/Xt7/2eO8qt61Wi06nw3g8VnOIjY2NmYV+NBpRKBTUIgYoWeK9vT1F6c+d+VqtFq7rqoHatHH8jxXnvYTfR+zs7LC8vMzi4uIP2qnkO/6joyMlfbK4uKh2+3kScRyH+/fv0+/3GY1GDAYDXr9+raxtp5+vWq3OJI1er3fBizxX8iyXy8rfw/czJngu4nj5zeIydp9SKhlk8l0X2eNCAGnKykqFWs3GcQwKto7jGFQqJtVaAdeN2D8YYlmGamOdLHiUShaPTztILaWAzk1rnl0t+70fhZCa51jhsxUEXE76y3RAtJmZSRBqlM9vTC/7yJfJkOTnCTI0lJJh12DDAjnx99bIBuGWINjyGfU1hJbSuGHCKOaBV0RaAvMQolIBiBEWuEcJCEh8iSZ0ZJDiHqdYFQ0ps89hlSaD8JLAKGSkv/VPygyDKr6X4HoRg36A64YzFZ/jmCRJkTB8t1vltDptHpZlKaJfu93m3r171Go1xdjOW1b55jIIAsWpevPmjZplQqYUnSvk/n/svfdzG1eWNvx0bjRyBpiTSJGURVqyxzOe3bdqvt36vtr9m7dma9+qmR2Pg0aSFZgzQYLIQOf0/dC8V90IlBzkNDpVKpskQqPRfc895zwhHNVqNfLzuApikrwIEJB2iQ10uVymbWAiWppOpyEIAnZ2drC7uzvyfNu2MTc3h2QyCZZlIzD432q896Th+z7FZxPJYpZlqUCYbdv0S04kErAsC71eDwcHB9QJj+xkPc+j4npTU1MUcvpjQ2KB4EIzDGPEMIkcUywWQzwehyAI31u0jLTaZmdncXh4+FayUFhf6uDgACzLIpPJYHV1FbquU6vMWq0GWZYjNremaaJUKkWSRrfbHbnpyOwpvANzHAftdhsnJyeRXVmn0xmx0hwOsgNVVRWKokCJWyiVFdyzcojJPHieg3QrRNjuGOhdG9D0HkzDw9b2PM7PejDNQA13eTn35thtHQLPwGOCa8u2XQjCm5mDbtlBmya0wRxXQQCjpD/gFrLLv2nvmGG13GEpEQEBczv8uxiC1hXRk4oxwL1Y8FzzVkdK8wHHhxrjYLGA1mMwGHDwJQ5tk4PLAeW8j2wBwMCDEGfQunTgWYB67YGXgfyaiOunt/7sbQ+K4YLjGLAcA6PtQymwkJNiMNMxfNi6B6Pjw2ANfFM/xXFrtD0V/f5sxBUJrXbi1o1vNIinfblcpvdGsVhEPp+HKIp0FpBIJLC/v4/z83M6Zxh375ANZDgmtbPGVQvj5iKT5EVkWcbnn3+Oq6srpFIp6uGxv7+Pfr+PYrGI+/fvR0QPAVBL6UKhgL///e8wDOM7t7t+rfHeB+H1eh3pdBocx6HRaNCdQCKRwOzsLE5PT9Hr9agkePiLOTk5wcbGBur1Om2rlMtlLCwsYH9/H8+fP38vsiQk2u02ZmdnqcRGLBaD4ziwLAumaVIl3B8Sp6entPIaZyZDrGMvLi4wGAywvLxMLVorlQqVaTk+Poau6xR+m06nI4CDcdwM8rdhYAJx+AvvmNrtNlKpVGQneXV1RX3QyVyJyEyTYWmlUoGiKOh0Ore+CgZM04XaN3FyXIOutxBPWJifT+Pk9Bv4GADwwDEr0I1pOjTXNQdSyH/Dtj3wwpublFw2LBv8v+7Y8H1EKo1xFQQA+L4HIQmYIaV7z/bBi4BFkwYzXl7E94DU7W1EyHc5DpAUoOfeJgcPeKUHzydPzfIB5LbjouHwMMGAiftg5QB9lZEB1/Bh+wwaNzZ0lUPt2AYvs5BSLMy+ByHGQikAhXUegsJAyrAIim4fjgN0jhykF3kcfzPABRoYwKByIVPJBKAAeMs4UNccxGIBAk6S7MgQXJZl6s3teR4SiQSOj49xfX2Nly9folgsYmVlBYPBAAcHB3jy5Eno+5s80wi76oV/Pw5tNU5XisxFwkljnE6VruvgOC7iLLi6ugqe56n6Q7fbhSzLVHyVzFSAQCn7H//4RwTK/s8Q773S6Ha7kCQJDMNQFE4ul4Ou6/jLX/5ypycFUYC9ubmBoiiYn59HoVDAzs7OextQh+P6+pqyVk9OTqCq6o9+YRiGgZubG+qnMfz6giBgdXWV+nwQmRFC5nv9+jUePHgAz/NQLBYpc30YZktmDuO4GcNDbtK2CieNYcZ4JpNBNptFLBbDvXv36M0lSRIURaHoq7OzM+RyOTx9+pQ+1/NuMNAb6KtXAID+gIUoPYKPoKILvExGh+ak4tA157ayiO7sHCeoNkzThQkbrumDj40h/YUqCACQ0jwSVcBsv1l4PPeWHHi7ytvsrWlTib9VmL3lVzAA4ghQUKoHV3fADZwguVzfwfbWb4mCPAvO9wNIrMbA6ABSxgPDAmrdQ7zA4ULj4cd5JCpeYLCkAEJchG148D3AMQGG9TF4ZWPmjzIYxgfPMdAbHnjRgQ4L+0yUv6RrNvL5Ub8MABBFFooiIhbjMDUTtA2zuX+FYb2iXt29Xo/OxUjr59GjRxEZmn6/Tzdcwwq1d3Ev3nVAPunxpKoIVyvjHmfbNm1tk27IxcUFOI6jCcpxHCpkSDZcZNZx//59ymUickm6rv/m5UXee9KwbRu2bWMwGNA5wevXr9+p76dpGgaDAdbW1mCaJvr9Pl69evWTfSmO46DVatH5wfuKXq8HURRRLBapTStR57VtG0dHR1SNl0il7O/v0xmGJEnwfT+Coup2u8jlchG0FUkk4RuYyLKHk0a73Ua5XB45RkVR6EAwlUpRKetMJoOdnR3q0Pbo0SMcHATDb2KRGw5db0NR3hCwiLcHIWBls1ns7Z2NDM3D/hvD7SggqD4EMUgaBizYug85HU0svhutIADAaLvB49iADMjLLMQkCyHBwjN9cBILGwIcywKfF4BjE07TwaDvY2Cw6JvM7T8OlsPh/9kwIS3FgLtUJKYloGkCCR7ewIVlMvAcFr7rweoyYFgGUpyD2fHgOgGvRGt66J2FzacAMSbC6DiwVRa+FyCn4Ac+IwPo0F0X+7gYeXtNczA7JyCdlm7Z4LdKwzEBrhsMqVNpCUcHHcRjPL7+5hvYzs7EjxP+Dsk1qGkanj17hmq1OtaDG8DInGFS0nAc550rkEkJYvhxxMb15cuXtCrheR6Li4soFot0EE+ItOTnsCVzIpFAqVSiKLLp6Wnqs1EsFmlL/bcU7z1ptFot3L9/H5lMBn/729+oWuu7xs9tcjIYDJBMJt9r0uj3+0gmk9je3oZpmlRv6+DgYKT91uv1cP/+fUxPT6NSqaDZbFKpD9LeIr3VUqkU0cwaN+Rut9tYXFwc27Yilp2EQ1MsFuH7Pi4uLrC/vw9ZlnH//n0qKkduPIKS0TSNHn+4x0w0tMJBBqmapmFqagrB0FyNDM3D/hueB3ieT9tRAODYHoRbUyUDFhzDB1vAkJRIUEHwcmDkJCgMxAQDIctg7l8lmJ1bOfa6B1v34OgeLC14fl0Aqg+AmyMe/Q6ZXI/G+Q2H5WkvcBEMS5oTzwyZBWQAVQlIcBDOfFg9Bo5B3hNwDI8mBzEBZBYEGK3RKldruGA5Fup1INroOQAr+OBlBg7rYjDVhqXpSHPR5CDLPKZnkjBNB5rmQNcc3Nz0oaptuG4HPFfC9seLODs/RrbgUgTcXUG+Q9LfJ25709PTiMfjKBQKODk5ocCLcS2jSUinuyqNcQq2kiTRWQvP8/Q6JvM6Aj+fmpqi1x0h+bmuS1/Dtm08ffoUruvCtm1YloWtrS18+eWX9P3IfUC0qDY3N1EsFmFZFhYXFz8kje8atVoNz58/R6VS+VWWbaS8fp/iY41GA7Ozs2i32+A4bsQ3ORy9Xg+SJOHy8pI6AhIYI4nV1VUqtRLWxxk35CZtK/K4ZDKJdDqNXC6HP/zhD5RgeXh4iJubG8RiMVqVzM3NQRAEStokrQky/JCSxmwAACAASURBVCbfNxmCk6QR7iGTIM9pt9t0RxhIrk+/mVPckgVJOI4HUeRhGMFnsR0XohhUHybsABnFM1CKgeouLzNQChyUAgdrECQHWwMauw6kJACw6B5NnpHpNoN2l4En3SFVDqCuc1h2faAgAIr3Rm6EeGaYPnBpBx+qKMHdsXBTG4fJvf2cxigsmETY29tzPVimGxg8CSym7itoZXSsrhWhqtYt495Bo6HD0B3YlofTkw66/b/A87sA3niR+9jE03/E4PsmNK2PeDw+0mICEEkOyWQShUIBqqpCEARYlgVN0ygc9fr6OoLUI/DYYT+McQNl27aRy+UwPT1NNziCIKBcLoNhGEoWJOKGvu9TWwHymrIso16vUwDO+fk5vvnmGziO853azqS1Ru6h4VYbmePu7+/DsizkcrnflKzIe08aAHB5eYmZmZmxvc1fevR6vdud7/sLz/PQaDRQLpchCAI2Nzext7c3kmSXlpawvLwMRVFohQGA3phkN//69WvwPI/NzU2kUqmIqFpYgBAIJFtkWaZ8C+JgeHBwAFmWI5UhgSWSOD4+xvn5OT7//HNks1maNDRNg6K8WdyH4ZiWZdGBIrnxSE+YaIrxPA/f68EyXchyILmuaTZiIbtS2w5Y4oZBvKsFZDMy4gkROVlBtsRBzgHJaRb6DWD2PHSuLbQ0LeIjocPEv9tbSE29HbptqUGFAjZAL/FywMTmZQa8FPyXAYC4FQy6u+6tuKE3nsRXBiT+LpGOMbBgFhCVgJ8hxFjwt+/Pigw4PhCVdHTgqtXFl3tn1PRqODTdhhKX0O5FEwYAuN5LGNYFfPRgmgG0nQypw4NwkhwIRwcAbVWSEARhJDkAk4fb4xBRhA9BLI8JA7zdbkNRFFxeXkYkQoaTgCiK2Nzc/FGM4FzXjQzfPc+LuAiqqkpRiZNmN7/m+Ek+zWAwoP3DX1sYhgGGYb6Tt8f3iYuLC5RKJYiiiEKhgH6/H5FNB4KL8/LyEp7nYW1tDa1WC4eHh6hWq8hkMnS3rygK1tfX4XkecrlcRMTRcRwsLy/T2QQZ3HEch2+++YbebMRLPBxhIUPDMFAqlfD48WM4joNKpUITjGEYKBQKkecNQ3NJZUHgzKqqYmZmBsAbP2ltMIBuBOQ+TXNg3iaQfF6GJAvI5iQkkwW4rg/bdmHZDhoNE7rh4uqyD/WUwYNHeRzWOzg6b2EAHRacYMc/lB96qo6cPOb6HFqgpSyQqPJQChxcK9BzcowgIalG0FryHGB1YEJZlQPhwbvCA2RxQtIIvbeYBgobAjghcCR0TQ+2FlRLg7qPvq6jYxj4+P8UEM/y4OMMjqz6xIQRfAfBjIhlUvD8N0mDVA7BkLeImZkZiKKIWq0GTdOg6zpubm6oDlz4effv3x+5T2RZBsdxSKVSYFkWNzc3dKA8qeUkyzI1SuJ5HpIk0U0RUb4mVXGv13vrZnSc6VI4yKaLvB8hG5I5BmGlEwLiMNKRvD6prgRBwL179xCPx8eiIn/N8ZOlwFar9V4Z1u8ziLjf+7KrBYKL7vz8HKlUCr7vU3js8fEx3dG0220kk0n0ej2Uy2W6SHe7Xbx69QrpdBr1eh2apuHrr7+m6rhEHTiRSNCW1c7OTgTi/Pjx48hcw3EcCu0Nw4rDaKt0Og1FUeiuj7S4VFWNIK3COy8SmqYhHo/TpEHIXjw3BddaQSG7AV3mkYiLyGVlVKtJiFLgbZorKGAQII5efFuHcavKOhyvcI60DbhFB62Lu6HRXU8HJ6WQqLLgBBZ8LKgi6AKtBwlicAlwkofaV3f7YPRUJhAff5tMiOtDUgAxGSXfCUowDCfJwbMAo+Oi1dLQMQxaJREIrcf4AANMMzzmYxn0YADy3RUMfCBflGHZyxDlVMRtj6Ck2u02BoMBpqam3qrTZBgG5WF5nof5+XlkMhkq118ul8GyLL755hvathEEAclkkiIseZ6nbaharUYrh/D1eHNzQ4l/giCM2AGEF32ioiAIArLZLO7duxeRIgkfb7hSIfMNQmQlMw1yHMOD/WGY7+XlJba2tvBf//Vf75UW8HPET5Y0iBQF6XXncjnkcrmJUsS/pCDH/j6TBgC6AyOWrrFYjJbpRMqZ4zjaxtF1HQ8ePIAkSXj69Cm2trao+GMymaQ7sXw+j4uLCzpY397ejriqAW+kR4bd/DKZTCRphNFWe3t7yOVy9Pucm5tDo9FAvV6P3IyGYYy0IUjLikAWiVjiJ4//P+QLWbRaGvp9C82WBk0NFjHdaMJ1+/D9PgR+CR8/ugdNu/uGvKr1MT+fpq6CLBu0spS4CCUmQIpxiMk8qpwEMcFAKbHQGz7Uug9HjyKVSKRmEJg53ZE3+iaLiukFg2+y22fxRiqEeHXkOIiKjIzP08pB7UQH4QDACoHs+/81XsJl7pinGD0keBae40O+5bXIMg9FGfXMcD0PhVwMV7UE2u3dEbc9+t63HhHvEoZh0PkVYXhPT0+j2WxSlB+5ZprNJu7duwdBEHB9fY2Liwu6YD969AjPnj0bQVY5jhOB9fI8j2KxiIcPH0IQBHrNhRd/8o/oZg0GA/q7caq67/IZJ7kDkmq8VqtR1BVBEv5W4idNGgzD4OHDh3j58iUtQX8NMbxzfl9B/CqWlpZwdXUFwzBoqS+KIjiOg2EYuL6+psNnx3FQLpexvLyM6elpcBxH9fwPDw/pnGQ4GYzjZgwnjXFufmG0lWEY+OKLL5DNZlEoFOh7kRuUmEgRNv/U1BQYhqGQXZLYyM38/Plz2NYVNjYe46svv4Xv9+GhB9/vI7A4ehOMm4FtB+0qMggPB8siEDi0PSSTIj5+XEGva0EQOFhmIJthGA76dROaZuPasJFcSME1PQxqdy8ituZDVFgY1oTHsYDO3WpHVUXAuHXd4xAMwa1bRrhqQ3eA2oWP+t5b5hp2kDgkCNCGzgUJUWRhWi4MwwbLMJifTyOXV2DbLgzdgW6MemZ8/KiCWs2FaU+GwI+D05LgeR7xeJwmfuKjTcictm1DVVUKlR/edTMMQ/XTwjO8cQxuy7LGLta6rtOh8127elLZ/lAFCVIRDR/HMOprb28Pa2trWFhY+E21qH6ypEF2q77v449//CP6/T712filD8eHy+73GdfX15idnYUsyxFNrXq9jkajQZ0LC4UCFhYW0Gq1cHZ2hlarhRcvXsAwDMpm5Xkerutieno6ctGOq5zGcTMGgwFisVjkc4fRVr1ejyr11mo15HI5tNttzM3NQRRFrK2t0WEnMb6xbRvFYhFPnjwZu6sFmtANCby4c+cMyfe7sEwHqbQInmchx/hI5cDzHAzDhmG46HQMyDKPJ19fTaxMBtDh6IEnx13IKABwdB9yDgB7OwS/HYDzMhMwzn3Atz14TFDZoGNBG/joDxgMTAZ9k0XfZKFaHJKzAjzHe/t7Wj44iYEEAY4YzHmGIbSe50NReMAHOJ5Dr2fi6dPrsa07EobhIJHIwmwzwB2uGYZhoFKp0HkTkQsBQOdiqqri7OyMSoUDoK2nSQs10ZMTBIEmD+IiOc6BbxJXY/y1NPq44YWd53mKAiSq2UQQkQy3CSmZ4zjkcjnIsoyrq6uR1w4fL2l9XV5e4qOPPooAV37t8ZMlDc/zqG1prVZDJpMBz/O4d+8evvrqq5/qML53aJpGF8r3GZ1OhzLPd3d3I+qZy8vLSCQSYFkW1WoVuq5Hzp3jOKhWq7i4uADP83jw4EFkcBgm/i0sLETed5ykCPEtCcuEAKAExF6vB8MwIEkSJEnC1NQU1am6vr6mQ1PCGiZBmOqTbvIw3p9EGNoZ+JIvYmomgZn5FGoXAxiGC123aeVA/DoAQB1YuH8/D0niJyYNFQZMzYOSjxIGeQUUoURMjWJ5BizHoXviBkPwvgf15s0QnETv1EduQcDZUwGePx6Z5Zi3aKwxSYMVg/cWFCBe4iAkgO1SBW0MoOs2TCMKoXUcD+VyHAsLGfiMD1kW4HmgDojjz3VUW4rIwIR9M2RZRj6fh2maOD8/h6qqaDQaYysHogtHgsxIJgWZAUiShPX1depLQSqNcNxF/AtXJWSgTWYa5F+xWEQul0OlUqGLejKZpNU0GWI7joObmxs0Gg2K5rNtG57noVKp4H//93+xtbWF9fV1sCwLURRRKpXAsix9bdIis22b3tO/lfhJsWDtdhvLy8tot9vQNA2maSKXy4312v2lxfDg9n3G7u4u/vVf/xWPHj0CwzA4OjpCq9XC0dERHMdBqVQCwzDwfT/Ch+j1elhZWQHLsnAch5KNlpaWIu0o0j4aFmPs9/sjbatut4tUKkWThqIokGUZc3NzKJVKsG2byqyEZevvCsuyqBDlcAQSIj4lXQ1DO0kiurreh21XEZPFEQOn4ej1TfgMg3jijSTJcMTiPBB3kJiR4fsBAZA43tlaYOKkNT0MDA3SvoD8kojW3t3zlH6PQYLj4PmTH+faQCwHyJlg+C7EWFq1+D5uRQZ9WH0PngucvOjj0J3MGbIsF6ruIBFnUa7G8ehxFSwDfPNNLVJxkPadLPMoFhTEU1uQZZW2QEnLkAAr4vE48vn8W79bwskhMSwcOBykrVMqlSgYYnZ2FoVCYYTbMClp8DyP7e1tKn5KhthEjYIs3oS1fXp6Sol6QAA7J/ONt3E2lpeX8dFHH0FRFORyOXquyAzj8vLyvXK6fgnxkyaNfr9PFzsSpEX1S08aqqq+VdH1x4pms4k///nPdKdPguzq6vU66vU6lpaWIp7ek7y/G40GZZuTG3GSb0Yul4skDcuysLq6ClEUkUwmaZJwHIdawJKYm5tDoVB468JimiY11CE7WtLuCO8QW63WWGgnCc/exvLK271UFhczSMRvPSMUHjE5OhQm9rOCycJzPZgDD+2mhq4WRSkNYMBhXPyOuY+S9A7zOO/Wu1y+JeiJgKhEk4OUCeC0vsfAMf2xVQsvA3KWBS9zmJtP4/Bw8qLk+0C7pSGupHBd6+LZ0xpmZtIoFBTIskCl50n7jmEY8AKHq6sadP3izpYggUTfFeQaTaVSEAQBlUplpJUTDtM0MT09jaOjI3ieB0VRqBnbcKUxiS0+GAwwGAxQq9XuXPAdx0EsFhtpE30XHTvSghtH1kskErh3796HpPFjxvDsQlEUCrn7pcc42Oj7jHepaMbNJrrdLjKZTORcO46DQqGA1dVVDAYDnJ2d0RZV2PWs0+lgZWUF5XIZqVSK7sBEUYSqqjg8PKSLAlnsw0mjXq/j3r17I8SssOptLBbD7OwsOI6jaJ1h3L8sy1hbW6OzmUmhak2I4vjvJJwcCsUYOI7B5mYOssTD0B1o+uhQeM9v41PM4XDQwKXenaQSgoGnB8lAQcRKlRUB9vaO4sUgOYgpoLQlwreDBd3W/Ehy8I6A/KqI5s7kFg4rAMlZHrwIJHhpYrsppvAoFGNIp0SwTFBJPNyqgucAHwzOz3tUel7XW/DRA8epePhwFu323QgfUgUMz/XCLaxUKhU4NqZSWFlZoRXlXe2pwWBAiaa+76PRaKDb7cLzvBFY6yS2uGma78TqHtfyyuVylANC0Ft3hWmacF137N8Gg8EIafW3GD9p0nAcB4PBgKItyBCc+ED8koMQdn5JF8S42YTrutjY2ECpVMLZ2RlVIq3Vanj27BlisRjm5+chCALm5+dxenoKQRAoTDefzyOXy+HJkyc4OTmBZVlYXl6mPVoSpFIhuzSWZamt79raGizLorh/whg2DAPNZpO6Mn777bdjP9ekBWo4fD/gmVSnEmAYJnCgu4WTWpYL0wiSw7fPblAqxVGuJvDi2/rEwbDJ2DjW64Fq7R2bT1M2wLAeUvM8fBORdpJn+wDLwLNv20pdH7bpoXvoRuYdNNjJEiEk4kUeZtuDlwYuzRZyORmu60OO8UglBXA8Tz9zdSoBQeTQ6Rg4OGzj+KiLdFpCpZrA+flzON5zhOcnrge4Xv6tbSQCjd7Y2KDDcPIcAqOt1WowTRP/8z//g0QigbW1NcTj8TtfFwC1Gw5vlGzbRiKRGHnsMFucVKaTFnIAdO5A9KaKxSIVIhQEAYPBgM5XX716NfazE37IOJRUOMZJtf/W4ifntzcaDczPz1N/CMuykM1mI735X2qQYfhPIcv+LkF6t48ePcLLly8pA5zs7MrlMm0NEDKeqqoUZ55IJPDw4UO6s+M4jjLOm80mvdnHta3a7TZWVlYABDfVgwcPKLM8nU5jd3c3smsMR7/fjzDGx0UYskveY5jXIUlTyOVlsCyDel0NKoeLG6haO0gofh++3wMYHpL8/6JUSUCJixj077AtDSnrStKt8qvCIyYLkGMcZFmAZAvgYyziVQ6dAxvdMxuWirEAKDnHQsmz4xMGbp/jjZpARR7C+iitiwALLLgplBdjMAwHDMdA5Bkc7LfRaGho3GhYXEpD11z4vodO20QsxmH1fg6yzOPVy9jYgwxbtYa93knLkLCzg8Qcw9XVVYTTwbIsPvnkE4rW8zwPvV4Pz58/x/r6+luTRnghDjPA8/k8XdAJG7tQKGB7ezuYO91uKkhLi+zyCRKKHBsA2gpttVpIp9NwHAeyLOPg4IBeYxsbG6hWq/Q6Z1kW8XicKjUMJ41wMiLvm0wmUa1W6SaTCHn+FLPQnyp+8qTR7Xapdavv+xTW9mtIGoPBYMSI6OeOdruNf//3f4csy/jqq6/w8uVLKukehugmk0ksLCxQufmLiwu0Wi0KiQwr+ZqmGbnRx6njkpuiUCggk8ng22+/pdDk2dlZLCwswHVdnJycjPR/x2lPkSDJgexqSYIbZikHi9ZLzEy1wXLAyelekCAwphXic9A1B4CPuCKMJA3iHyHHeKTTIubn00inZTiOC9NwoesO+n0T9boDTbPAuhwKmQqmHjOw+h6sO5CUjuaBn5lwm7HBvIIVgXiZBZgAvsuwgO8GQ3KG96FkODReWEDaxTfXV9BdC4bhQFXtwDu9HEcqJaFSVeA6HlTVQjwhQtMsOI6Hb5/fYHU1D0FIwzbJZxZp8i0UCqhUKlTuh+hI9ft9ioLzPI9KnA/bGnieh/39fXAcF/HHMQwDHMdFZMeHdasEQUC1WsXU1BR9H+JzQWT/yTERNejLy0uKsAKCFtO9e/fgOA61IF5aWsLJyQna7TZNLEtLS5HqdmVlBbFYjCaN/f19bG5uIplMIpPJUGIqELRjHz58SIURZ2ZmqAZWmEkOBDBj8jO5H8IGVL/2+MmTBuFnhDHQRDrjlx69Xu+dmbE/VXQ6Hbx48QLPnj2LaPmsrKxgamqKlt+NRgN7e3uRQaeiKLQ1SHZCxWIRpmni9evXb5UUUVUVf/jDH2CaJp2jNJtNTE9P4/Xr13eCGyzLorwQMh8JJwcCcdzf378TntsbvEalUoHv34WgcqGqbfBsBYVCDAzLjPAbDN2BrjtoNQ3kcgqePa1hUofBY1xohgGzw7+VCOhYgBBjIKYAXmIDqRAF4CQWnMjAtXzwcSCWZ6G3fBidwFiJ5QFOZJCe4tA6svHk8gzimo2OpqPTefMd9vsm5uZT0DUHUzMJ+D6wtJKBpgUQXJ5nIYk85BiP9fVZmM5DyLJIF2JiqCQIwh1e70FomoZMJjP2b+GNwezsLHzfh+u6yGazWFtbo4gqgjYisyzyPVuWFQFQkN37MKgim81GFmgA1K8nPAMj1174Gn6bx4ZlWXj+/Dm1AfjLX/4SebyiKKhUKmBZlvqKDwc5r2QYXigUfvEgn+8aP3nSIDouxOiEkGiIQuYvOYjX8U9B8nvXUFWV4sQJ0U7TNBwfH1NUyaQg6riu64JlWSr1YFnWWG7GsKRIq9VCrVZDPB6nw3UCeUwmkxgMBpF2Ujg5EMTU9fU1ut0uLi8vI8khnU7T3eddMU5mndiQhpFZCSWLTF4Gw/roD+wRfkM4ypUERPHu2VXH0DGL5BuvjtuqIeBVsIECbixIDFIWyK0IMLuBT/ewREl2mYfR8fC0eQoNJhroggeHFUxjzSmh27RxxFxhyclSt0LSOpNjPHZeNzEYWNh4UEBM4cHzDFIpAb/7bBqCyGHQM3F50YOuaegOjqFpg5Fh9srKyluvadLGIsHzPG1lkeqhUCjAdV0qP26aJi4vLyncdVxIkjTyHU4aek9a/IeJgMNiiOPEEScxzJvNJq2aw8esaRqd5U06V0QBl0QsFnuvQqc/R/wsmr3Ee7vb7aLVauH09PQX35oCgl3LsB7OzxEsy2JmZobqU3W7Xdi2jZOTk+/MOiUia0QW5PT0FJVKBel0OpI0yHcWjl6vRxeIZrNJ0SmiKOLhw4eYnp6mbF1d1yPJgajshtFb4RjG+48LURRpz3l9fR0cx1HParKL7vf7qNfrMHTAtpNIpSWcntytQKDrb5R1h4NoV7GKC14Big94MLjldJgebMOHo/vQmj4GmgbDcDG7lITZ96DdjL9uPDuoNB6JczC6Hna0S+wzlzjwL8FeM7hBgOSybAfJpIS1+zkwLAsGgCBysKzAG0OOMaid9zAzlwbPc9jZaaJaTaDdNnB29r9w/VOMa9+N01KKfuY3xMpCoYCtrS26AOu6TpPHy5cvwfM8jo6O0O/3kcvl4LruOynQjnt/0t4ZriqGk8a4hDC8eAOjQ/RJDHPyt3ED7UmwXxKkIieVUjqdjqhM/xbiZ0kazWYTgiDg73//+8/x9j8o3jbU+ymCsFTPzs6ottP3jZ2dHczNzQEIsPVnZ2eoVqsoFAo4Ojqij+v1eiOSIkQ2PhaL4cGDBwACXR5VVRGLxfCPf/xj4u5S07Q7h+FhdMwwS5lUEqTnTHrgx8fHI+xzEizTgTqwUCgodzKkAcA0HWSzYiDFPkaexDJd2JoB2/Dg6sD1WR9dqjxrUOVZh3GRgoKK/gBCnAUmJA3H9JCa4+FaAODBggOeDyC7V/I1YoqAtVge5YoCnmPRbOnotk3ougPDcKDrNirVJJS4APsWetpsmsFjGzparTZc/xxj5z0AbQ+R4fFdnhmmaUJV1Yj6sizLWF9fp1pyiqJQwy/THK+TFY5JC/GwbwXwRjZ9+PhZlh1RaZ6kRBtOGpMSwPAxhQf0uVwO5XKZDr/D3CJZllGpVJDJZOhc5uXLl289B7+m+FmSxvn5eUSp8kN893gbh+Fdgwy5iSfBYDDAF198gcePH4/AMAeDAQqFAjzPo4KDxWIRg8EAi4uL+OKLL3B5eYlisYjt7e2Jbm8AaGIJhyiKEfmKfD6P3//+91BVdaRy0HWd3vymaVL10knh+z3o+u0wPC6g2w0WM55nAwXYGCG+8ahOJcBygCgJMHQXujFenqSpqeAlFkdmeyKnQ4UBWwPkzNADQu2seJGDZwPXaKM130EuxiLPlGAYDkwjEFfsdgy0WzrSaRl7e6PEskpZQa9rIJkU8fxZE0vLWUgyh6PjP8PzLxHWlRqWZJFlGaVSiRLx7vLMIC2n8EJOyHjJZBLNZpMOw4clRMIIuFgsFlloxy3e45LJXR4cJMEQdvcwZNfzPBSLRXS7XdqaTaVSyOfzFAUVRmlVKhV0u92xsiDxeJzO+kgrjjDSXdfFixcvsLi4iIuLi5+9M/Fjx8+SNMKohA/x8wa5EYZbhET1lnh4pNNplMtlzM3N4fj4GP1+H1dXVzg7O8Pi4iJUVUUmk8Hl5SVNFJPEKElyyGQy+Oijjyi/AwBdsAjzttfrvTVB6ro+koCGg+MNsDyQSIpYXslC0xzIMg+GAd2t65qDdlvDVa2LpeUcXr6YrPwKAD3dQCUzyiUIh895UH0d5UISyRmO6ldF2lm2B1nkca13Uet0oKr22EookRSRL4z2+WMKj3hCxPW1ikRCQrulAytpxBUBq6sLGKgMhZwS1n1YkqXZbIJlWViWNWL8NRxEcWA49vb26P/LsoxcLodisQgAyOfziMVidGBtGAa63S4VJvQ8D5ubmyOvOa5tNclMSRRFfPbZZ/A8D69fv0Y6nUa1WqXVBM/zKJVKqFarkGWZOv0RKSPbtuG6Lk0C/X4f09PTeP78+XfmXFxeXuKTTz5BJpPByckJdF3/RSEuf2j8tnwIP8T3il6vh0KhAEEQcHR0hEwmg0Qigbm5OXQ6HQiCANu28fr1axSLRezu7tLnkhaVqqoUAUdw6VNTUxQ8EB5Ou65L20pAUHmOE7/zff+d1AJUVUUulwMwfjhLEoplmuBYBj6Ai4sOVLUD2+7AR+DR4ft9+BhAYH8PhilSb/LJ7xvMPoA3s44wr0OS+WBgbfrgYwxYHoF+laahY4SkSWQTs1IKr+uT5TYAwLZcOggHgHRaQkwRwDBB9SCJLFJpCfEEj1w2htW1DE7PMvDRwGAwuFOSxfd9usjfFZqmoVQKpFsIyIFwfuLxOEXREfJoo9GgAAfTNCPXTjiG20vA+AE3AVmUSiUqw0+01ZrNJkXy2baNw8NDuK6Lfr8P27bRaDSQSCRQLBbx9ddf3/k5eZ5HtVr9XiQ9stEiXh1TU1MfksaH+O0EGVxXKhUoioKZmRlcX1+j1WohFovh66+/RiKRwNLSEq6vrzEzMxPpCxcKBYiiiNPT0wiBqd1u47PPPkM6ncbr169pW4ko+ALBYu+67kTiU3iBGo5wcojH41hYWKC97rBUd1SN9RkSyT/BNHtotL7AJClwD73ACnUMETBs4iTLHIrFGLa2SwEfwQxaWYbhoNnUoN+q0HL+NX5nz+G83UWt24PDuJF2FmsD0+LdFQsA2LaLeFxAuRyHJPFIpATkcjGkUhJiEg9BZKCqFi4vB/j2eR0XF33s7X8Jz397K3gcCo1EmPBH+A6E8KfrOiqVChXBFAQBp6enKJfLGAwG2NnZQbvdhuM4I/bB4QjbpQbnOWihZTIZSJJENx2kYiAJcG1tDb1eD/V6nV5jd0Wz2XwnB9FJFc27BAFlBFBwH6Zpolqt0rbYrz0+JI1/8iDDT3LDEo4GAGQyGcrKJiU+cfjrizVKDgAAIABJREFUdrtYXl7G6uoqCoUCzs7OoKoqNjc3KYmr2WxCVVV6gw+Hpml3SsiQhSyTyUQGs+N8HFqtFjX6mRw2Op2z20Q0mRfk+124nodKJQ4tJUGWeQg8S4X+SHLQdQetloZaTUX9erL0tct4uNDbsOMunN6o3AXZXIcrG+K2J9/OWmKyAFHikMvHUK9r0DQbzRsHV5cDfPyogt2dS8zMeni98xKXV7sQpHtwnP47JQzgjXQL6e+HzzfxUCEIuOvra7x8+ZKea8uyMDs7S5+3uLiIRqNByYFkkzCumiCs63Q6Tb3ICeAiXD0QUyfDMPDJJ59QgcO5uTkwDHPnUDt6rt8cy9tmDZ7n0fYYMUEjm6zwEJzMQsiMhDDOCQxdkiRsbGzAsix88cUXvwgwzQ+JD0njnzxarRZarRb1UA7DErvdLlXRJcmCzDpUVUU+n6fmUOl0GmdnZ6jVanQB+rd/+zcoioKHDx/iq6++Gin1NU2j3gvhykGSJDoMz2azmJ6ehqqqd/o4pNPpiN3mpCBSJ8Q3ZByPRBJTSCXj8H0fJydd9HomHNuFpvdg6G14t+0sBhJ4/nOw7N3aUQCgazaSyTdonuEBfCYj4d5aHgLHQZS4Ebe9mt6HYTiwrBIuL/u3DHcgn4/B9wHXu4IPHt3uKRIJHp7XgSBwY49l0rkuFotUQoYk+zDggEQ2m41I29dqNbqLzufz4DgO5+fnFDSxsLBAvSympqbAcRw932SxBUBVmIn0xsOHD7G/vz/ynZKht2EYME2TiiJKkkSlPe6amTqOg3Q6TZMCy7KQJIkO5TmOA8MwVJ6fqDqXy2VcXFxA13UUCgXouo7Ly8sI2XB9fR1ffvllBJRRrVaxuroKQRDeqvH1a4gPSeNDAAhQVGTXT2xfe70eSqUSarUaWq0WGIahfI1+vw/LsqjbGsHwk52W67pot9vwfT+SMEgVQhYq4poGvKkcwovH0tISlUS5KwzDQCwWi/SOZVmmfWWSHBKJBNLpND7++GMq/zCOR5JKXmFmZg6Hx89u7WYtjFYn8ZFkMBzEVTCREDAzm4AgsojFgjlEAJkNBvD9vgVdtXHW6MK4Vd0NB/G/EEQGosBBR+AKuP1xBbzAQFFUzM4+uH0si1arhV6vh1QqFUmIw1Va+FzPzc1BVdW3SnsPAw/CtsSGYWB6ehq+7yOTyeD+/ftIpVLUIlWSJBiGQVFalmVhenoaPM+PAB5IQhhOGoTgRyRlPvroI/A8j2azSQUJ9/b2MDMzQ5FZHBckUNu2MTc3B1mW0el04DgOisUibW0lk0m0Wi3aSiWtLxIEMGJZFiRJilxvKysraLfbIyg+XdfRbreRy+XeqRr6sYP437Tbbdzc3Pzg1/uQND4EAFA0y9HREfUJ73Q6WFpaAsuykYtNEASq20N2ooVCAQzD4OTkhC6809PTePz4MZaWlujunmVZCp8lsM69vb2Jc413QUbNzs5iZmYGqqoikUhQg5xOp4NUKgXTNOn7kV1hs9nE/v7+xBbFQD2GJKfh+3clKxWDgY5yOUGTQ1wJBuCxGB+QAFmGorNYjsVVbTAWHZVIihgMrInOgrLMY24+BUnkwfPBMNzzANtx0Wj2Ua7k0Gq14Ps+bRcRET/y2UlymDTcfZdzDbyZNbXb7Qingyjfep6HfD5PWzivXr1Cv9/H1tYWFToMB1FEftfjCbeibm5uKN8rn8/TKndmZgaKotBEUCwW4fs+Li4u4Ps+6vU6Ja+SzUO9XoeiKJSQOgz5JWguTdPQbrexubkJTdPQaDSQyWQQj8fx/PnzkePtdDrodDpYXV0N1AkSCbpZeZ/BsizVnNN1Hblc7kPS+BBvD3LhvI2Vq2kafN+PMMrHmTrxPA/TNCGKIuV1tNttXF5eUitfEu12mw40CfRwuDQnyKq7huEEGRWWBiEmTmH/cSDgr1xfX4PneTx58gTz8/NgWZYSFYlVLvl8k4L4Mwy3E0gPnhxHMiFgcSkDQWRpcjAMF92OAV23YVlv3iOVkmAYo7IlAGDbHkRp8u2oaQ5ev2rg3moepUoc8biIVFpAtapAklWkUlmcnp7SRCGKInq93ncilqmqOnbGNKwwTFpNPM/TimUYmVUsFpFIJKhooaIo4DiO/o4E8WoZ51UzaeYVlhLRNA2aplFdKMMwUC6XUSwWcXNzg5mZGaphRqqCdDo9IjFCZhfhhERaXuPe1zAM7O7uYmpqCtPT05BlGS9evIhcU2TeQapdSZJQLpfRarUgyzLOzs7eK1+N2EOfn5/DNM13MtF6l/iQNH7jwbIsVlZW3goxBN4YOIUv5G63i2KxSBfqWCxGGcRhgTvCCg4H2ZHdJSXR7/eRSqUi70mSQyKRQCqVQqlUokkhlUohm83C933893//NzqdDjzPG9v/5nkehmFgY2ODzlqIG+JdLowk0QmCQNVTJUkCx3HgOI5WSpqmod89RzyWw+udBp0zTArdcKAoQoQgSMK2XYi3MwhqxTqGjR6TediOg07bgOfxaLcH2N97gvWNgKB5dXVFh9affvrpd0btTE9Po9/v0+9AFEVks1mcnJxEFIYfPnxIFZXD540Ybk1NTdFKY3V1lXrJh6VhWJbFw4cPcXNzMzY5hGde0XMVheISxWQy/yIxNzeHv/71ryNw12H9KsdxqJxImHE+LDNyenoa+bz9fh87OzvY2NhAr9eLbHzW19fpZ202mzg+PoYkSXAcB7VaDZqmYX19HQzDIJPJwHVdOl/8sUIURezt7VFzKLLR+aEIrg9J4zcauVwOmUyGQmnfxYed9MBJmZ7NZlGtVlGpVPDy5UtcXl6i0+mA53lsbW1FdlVkQSYXJXm+JElYXFzEixcvRt5PlgM/7sXFRaTTaTrgtG2bJq92u01nJsTtTxAEKIoC3/fpMQyjZ4ivNZHiX1xcpAY73W6XQocJnDRsOUtkM8iiRxIOYRqTYJkqOFaGbjqIyfzbk4ZmI6YEPuVhOXYlJiBfkKHEBWSyErViNQwXum6jXzegasEQPpsHslkOJ6ffolTZQO3KxsxsDrFYbKT/TrgG1WoV33zzDf09mW3E43EkEgl6HsiCqCgKms0mbSU9ePCAcmlIDAYDzMzMUGKmLMsRwy1ZlrGzsxOpPMOEPyCo9M7OzmjFMrygaZpGB9VEKoS0d1KpFBKJRETmhCzwT548oe6TwwmDoKDCYohhlnn4/4evqXEDbML72NnZodIipKoicPW1tTU66/v666+xvLyM3d1dHB0d4dNPP8Xr169hWRYqlQoWFxfR7XbR7XZ/cCuJ4zh6f3ieh8vLS8zOzmJnZ+cHve6HpPEbjVwuR3kQh4eH7yzRvLi4iHg8DoZh0Ol0sLu7C9/3I7usSVLprutifX2dGvZ0Oh0cHBxgaWkJs7OzdCAdi8WQy+UoM/jw8BAzMzN49eoVGo0GPM/D4uIiFhcX6bDx8PCQHr+u69je3kYsFqOSFWTRIRVN+Of9/X2srq7i/Pwc/X6f9uQ/++wz9Pt92mIhqKFwi2VYuDEcPLuN1dUqSsUY+j0DGPMw8XbwHVMEZHMxFAoKqtU4HMcHzzPgOBZHhx0Ypo1SOY7Xr2sw9JtbhFYv+IcBgKA6McwUOH4GkmwinU7g5OQExWIxslsGQGdHrVYLy8vLWF9fp0J6hJWdSqWgqmpEfn59fR1XV1eRynDcgq6qKgVJEDfG8N9XV1dHdKfGcUHI0J0kbk3TaHIgCK8HDx6AYRiaHMjmZG9vL9ISIwnecRz0ej1sbW1RCDjRMCM+4eHvNCyRHuZnvA3Gy7IslpaW0Ov1oCgKPM+jBlTkuhwMBtjd3YXrutSU6eDgAMvLy3j27BmOj48Rj8dpW1UUReTzeVQqFRSLRRweHn6v2QdBgYW/k1qtRtWwf4hc+4ek8RuN/f19AKBtlXE+CAQLn81mkU6nKUv74uIiglYisujh3xGJaALVzWQy9MYL8yVEUcTW1hYWFhZwdnZGsftEr4cgZojBFdkpq6qKi4uLsbsix3HozUZiWN4i/PP5+TkWFxfx8ccf469//SuVztjd3b1zN/c2X3jX28XObh/N5gzK5QQG6aCSGPHqMAKvjvqVCoYBTo476HYsKAqPpaUcbm40xBQeuZwCXT+F4z0FxyyDYRLw/AuE3fbIcDabzUIQBKRSKVSrVZyenkKSJKytrVHP60KhQJn8xJKg3+/T3X8+n0c+n48sLMPJl5zLYcVhMgA+OzsD8GZ2pigKCoUC5ubmIEkSMpkMlSYhcuPDlQPxFS+VSpienkYymQTLsri8vIRpmjBNk7bHSHzyySe0NUliWH/q6dOnVL6EJBsgaHGG21iWZVF0Vbh1Ff79uJibm4Ou6zg4OKCzNcLdKBaLER4HsZolqK1er4fFxUXs7e1haWkJDx8+RK1Ww/X1NWq1Gmq1GqrVKjY3N3F0dHRn24o4J6qqSiurfD4/FnHYbreRTqc/JI0PMTlarRbm5uYitpi5XA65XA7JZBKqqqLdblPV0qWlpZHdFeFrNBoNsCyLXC6HbDaL2dlZHBwcoNPp4OzsDJ7nYWtrK7IIWZZFdX7ChjqxWCwyV+j3+9SUCbibDU4kKcK71uHHh392HAd7e3tYW1sDz/N06P826fVxkuFRUUUfsVgbucw6CoU0PN+Hrgcs8GZzAFVtwba7t9VCHyxTQSrzGKLAAwjc9wSRRSYjYzCwbiVCZAAK4so2YjEBjZYP19sFEHx/PM8jkUhgcXER09PTWFhYQLvdxunpKVKpFERRpLOd5eXlCEua47hIYlVVdWQ4Ok5bSlVVVCqVkceFVYqr1SoePnyIXC5HJfOr1SoODw8jAonxeBzb29tgGAYMw0T84xmGwc7ODmKxGD7++GM0Gg10Oh2Uy+WR3bau64jH45FKd7gycBxnrFXAuJnGuPbUXaxwRVGwsLBAKzaSqMg/omulqipNWu12G5VKBb1eD8fHx9jY2MDy8jJOTk6oncDU1BRevXoFwzBQq9XQ7/extrZ251yQzBiJuCL5XbFYxPX1daSt5rru92a6k/iQNH7j0ev1IEkSut0uVldXwXEc+v0+2u02Dg8PR+CX3W4XhUIh0oseDAa4f/8+XbAGgwFqtRodtIVfwzRNpFKpyFDw6uoKKysrEfmR4V086V+Hfx6WwA7HsC7V8OOHfz4/P0c+n6fn4i4vhTCXJJVK4dNPP414OxAIKyHA7bxu4vGjf8GrV8/ger1bDSsNw7wOlilDEnjoRnAOPA+4vlZRLCvodAywLAOeK0KJ/QnVagJTM0k0bz4HJ6yA46/owtBoNLCxsYG9vT0kEgn84x//wOHhIW09kISxuLhI2f3knIQTK4GnhtnR45L1uLbSsEqxrutgGAaO41CgQa1Ww/T0NDKZDBVI3N/fp4Pf8LHJsoz79+/T5DAYDGjbplAoYH5+HicnJ5H3IxLs4WviXXgQ49Rzh702yCyFyJYQngnhfBSLRbx48eI7zR0Mw8CjR4/o+718+RJzc3PY2tpCv9+HaZpoNBrY3NzE/v4+RSfu7u5idXUVL168mNiqInDr8DmqVqu4f/8+vv32W/r93qU8/a7xIWn8E8Tx8THFvBPP5OEgJXW320UikaC9VYKYkmUZqqpib2+PPp+0tQivA3ijjkuSBhkwJ5NJpFIpWJZFkUfDu3jLsmhfm3hFE+Z2+DiXl5dRKpUoo5v048OPH/f8s7MzzM/P49mzZ+h2u7TaChPfCJeEJAbTNNHv9ymnYzxMtw9Vfw0pdvkWeXYNumFDlnkM+hZ4noXreCiVFLiOj0Ihhk8+nYVhBGzws5MOFpey+N+/7UPTd+l753I5nJ+f4/DwEEtLS3ThItBRUg1eXV1FIKPjErFhGFQqZtJjxnm6k/M6OztLZyUEequqKjiOw+npKSWBhoNhGGxsbODw8JD+Ldy6MgwD3377La1Yd3d38fHHH+P6+ppWf8SILMwTIfIdRKo9HKRFRFpImUwG09PT9OdUKoWPPvoILMsinU7j4cOHtArKZrOUy2GaJrLZLOUYfZcg8urha/T4+BhXV1e0mjg7O6OcDsJf6vf7ODs7wyeffIL9/X1cXY0KW5qmObIJIhu7Bw8eoN1uB2oHkkRb1983PiSNf4Igi/pdULuZmRl89NFHODk5QaVSgSiKqNfruLy8RK/Xw8LCAlzXjSyaJEGEk4ZhGFhZWYEsy7Rs1zQNtm3jk08+wc3NDXq9Hg4ODiJJAhgduJIWRDhpLCwsoFQqwbIsuK4b+fvw4wnqigw/OY5DOp3G48ePkc1mUS6XKRyVwIOHuSSmaYLjuLeqnZJjdxwHy8vLePXqEPBTYJgMWGShKAUkkikkUxIKhRjurWTgMwzaTQMXZz0MVAe1yy4Oj0/Q7dTh+X346CGTvxdJGAColLeiKDSpAW+Shud52N3dxfz8fGQhGV60wscd9tQOJ1vSVlJVFcvLy3ReQpI/y7K4d+8e1VkiishXV1eR62L4XPm+j0QiEenVhxMY8bsgIonJZBK/+93vqOAlYXKfn5/TRFUul/GnP/0Jx8fHFOVHZErIc0jr6Pj4GBzHUSn0Wq1G2zx3fdeyLGNqamosGhAIOCBEWHF4piEIAorF4siibRgGnj59irW1NSwtLeHw8BD7+/u311HQqqrX60gkEvj8889xcXGBJ0+ejFyn4+aWJycnlHjYarXQbDZ/sL/Hh6TxIQAA9Xodr169okM6z/MiVqzj2lbtdhvT09N0iJ1MJuH7PtLpNA4ODnByckITA4G4sixLh4sEFkuSxPDAlSxo4cVH13XKl2AYBvF4nP7dMAyqfURIaNPT0+h2u/RvV1dXuL6+RiKRgO/71BtkUui6/s6S4YqiwHU5SOLHqBQfIp4QoSgCFEVANivh+LiL66sB1IGJRMoFAxUnJwfw0YPn9xBPzgFME4735vPa9kxES2lubg6bm5s4Pz/H1NQUrq6u6AJP2k1AsPi32+2RVhM5p+HESiosUm15noe1tTWaACzLQrVaxbNnzyhaKSz8d//+fZyfn6PT6aBSqSAej9+pr6SqKgVoDB/b5uYmlQ8RBAGNRgO6rlN583CrRZIk3NzcRNz6Dg4OaGVNINLfR958UiwuLlLFAyDYxBCiKUk65L2HDZocx8Hi4uJEa929vT189NFHyOUCdv/V1RVWV1fpZz48PMTV1RV+//vf4z//8z/x8uVLXF1dodfrUVmTcUEY6T9WfEgaHwIAaL8ZCHYt8/Pzkb93u10sLCxQEhVJEtVqlSJpzs/P6eJFFhsguLl5nqeDzjB0NpwkyMIePqZhGetmswnXdSnEdH5+nrbA0uk0BEGA67rQNA0XFxeQZZnyM+bm5uD7PrrdLjzPo1a1dyWNuyTDAVAOTD6fR6FQgGHwyKRzkEQbtVofFxcq+v0mtrez2N37Cq7bDfw72IBH4/pvdp1hZjIJMtwN9/o1TQPDMJQpH/auZ5jAcImgkFKpVOT1PM9DuVymLZ1qtQpFUZDJZOhAOhaL4eLigu6+yeckWk3hyGQyEX4I2Rjouj5yrsKVA3mv4XNNIMDpdBqpVIqaO5EB/Ti0FHkd4qr3Nu2s7xsE3WWaJnieRz6fRzwex6tXr+A4DjWyuitM05y4uBPeysbGBv72t7+hVqtBURSsrKxQHxJN0/DnP/8Z8/Pz+Pzzz+l5bDQaiMfjI57q7yM+JI1/wmBZFqVSCY1GY+wFRvydCcoinU4jmUyiXC7js88+Q71ep456vV4Puq6PsMhTqRRtPXS7XZycnGBhYQHxeJwmjWFUzjCaR1VVSvyTZZnOUIhEdafTQSwWw9XVFV041tbWcHBwACBoJaytrUWOi0AtVTWQMn8XBBVpL4QRQCRRWZYFVVXRbDZxenqKwWCAaqUJQRBxcvoKPvoAfBjWFnihDscNjvOuBBGOYfe6ZDIJURSRTqdhWRaurq7AMG9Udi3Loudqd3cX29vbuH//PuXeMAyDwWAAjuPQ7XZhmiYURYlAm8nrDZM3xyXYXq+HJ0+e0J8JHLhYLNI+ezweRzabRb/fh2EYFFW1uLiIZ8+eRb7vbDZL5xbhDcM4m9ewcGH45x8a5PsmMFoih14sFvG3v/0NhUIB29vbKJVK+Prrr78TjyLMCSHvRWZl5XKZaqgtLS1RAuDKygrW1tYi39HZ2RkajQaOj4+p6GMqlcJ//Md/oNls4ujoKCJL/2PGh6TxTxiJRAIPHjzA8+fPR3ZlxBNAURR89tlndKjY6/Wwt7cHwzAoNh8Y37bqdru4d+8e/Zn02Kenp5HNZul7Du/iDcNANptFoVCgxjtzc3MolUo4Pj5GPp/H3t4eMpkM2u02tS4l7TQAETTQMDqIuAiSn3VdnygnQvroRL33X/7lX6gsu6qqqNfrdGA/HKZ1hpiSgY83CLLhimGS//VwZTCcXGZnZ+G6LiqVCs7Pz3FycoL19XVMT0/TimF7exvpdJoSKn3fB8/z+PLLL0eOdzixku9l+LyMQyuNc0mcmZnBxsYGut0ujo+PKaKJ6GCROUmxWITruiPILeqyOJQkxiWEcYztcUmDJAAyVxj2Aw8PyMnxkHYSaS3NzMzg/Pwcg8EAg8EAx8fHFNV1fX1NgQLhZBNGW5H3S6VSkGUZhUKBvhfDMBTVSBBSm5ubmJubw+npKY6Pj7G9vT1CpiUKDs+fP8fJyQnlXS0sLODx48dQVRXPnj2bOFv6vvEhafwTxmAwgOd5yGQyuLm5oRIHyWQSkiRBVVV0u104jhMRvEulUpidnY28FmlbhSPM6g3vwur1OsrlMl6/fk3lO7LZLPUaIFpHy8vLuLq6Qr/fx+XlJc7OznBxcYHl5WXqb/Ds2TNIkoSVlZUIXn8YDUR23mSB13UdiUQCvV4PnU6HyrmT6iEej9NBr6qq1C/66dOn70yIGrd4De8wJyWNuxZGUmEQdnShUMD6+joGgwGVs/jqq69gGAbm5uYoL6NSqaBer49NcONgt+NIjbquY2pqKiKzTpBG+/v71Otkf38fkiTh1atXVG3Wtm2qNptIJJBMJpHJZEakzx3Hgeu6tIIbTgiTKo3wY7LZLDY3N2lCCCeBcCIgfuBkVnLX/COfz1NuRTgYhkE+n8enn34K3/dHuBqkhaooCo6OjuA4Ds7PzyN/B4JN3MbGRuRe29nZwdraGra2tqhs/LCYqKqqcBwHU1NTOD4+pl4ozWYTsixjY2MDf/zjH3FycoIXL178aG2rD0njnyxYlkUikYDrulhZWUGpVILrujg5OcHJyQn6/T5tXy0sLNDFX9M09Ho9igwhFyDZKQ1zM4gQYThpEAz6/9/elT6llWbvh/WyXHYUURGjKCCJSdokndlqPswfMH/ufJiaqvkwM52aZJKYzUSNIqIgO9zLBWTx98HfObksLt2d7k7M+1R1dSUxCgTe855znoVmsWQ9QRGhzWaTMwmIzuj3+5kBRItWAEytpBGVvmjY7fYhCilpF4DzQ/jWrVtQVZVn1JVKBYqisFp9tIPweDyQJOnKokGRpF6vd0wgN1o0JiXIjX4N/R7NwAOBAKanp9mfa3Nzc4iJ0+12+XnSErzdbiObzXInqFdhU3dAnSU9v0mixmazCYfDgXw+j2q1ygfWgwcPkMlkhp7P2dkZwuEwTCYTTk5OUCwWYbPZEA6HYbPZoCgKnjx5grm5uaF/G/rZtKjXJ/1d1GmMFpJms4nj4+MhG/yfA7PZjIWFBd6tEKxWKxsiXtRxAuc7n1AodGkeDKn19ej1etja2sL333+P7e3tsW4hHA7z7jAYDI4VtHa7jefPnyOTyeC7776D0+nEf//7389SOETR+Aag7yTodv/u3TsoioLBYIC1tTXYbDb0+33mvhN99dGjRygWi7wnaLfP4zaBT5x+v9+Pk5OToaIx6phLB4Cqqjg8POQRVygUGuoU6HDSfx+69VarVWxsbMBut2NlZYXHZaMiM/r7NIuORqMIBoPweDyw2+2sH9jZ2WE9wWWCp1EW12jaHxULKmST7CfIhLHf7/NrMrrIvaj78Hg8CIfDiMfjsNvt6Pf7yGazY9RNsusAwDdoSZIwPz/PYxGr1YpOp8ML1Gq1ygvqi2i39G9NKmU92u32kHW+1WqF2+1GLpdjZlcoFEIwGES1WkWhUGDvKxK7HR8fw+l08o1fX0T11uJkPUJ/PimHg/Q1nyurgogWozqVVCoFm8125UViMBhcakUCfOqYRpfYZDKoZwgSyH14b2/vUnZfqVTCkydP8Ne//hWdTmfImfqnQhSNGwgaAQQCAdhsNqYsUotLYh+64b1//x6Li4sIBALMhjEYDOh0OrxQI1QqFYRCITSbTbhcLnQ6HeTzec4JJ1SrVSwsLMDhcODOnTt8sydRHX3tqB3F6HKcWDOpVAoej4ftTJaWltjLp9ls4vDwkMcflHFAwTO7u7tslbK6usqHrcPhgMFggCzLE4uG3hcpGAzC5/OxtxEdTPV6nVPo9B/GQCAwdsDRcphMGWlfoV/kUnElAz+v14ulpSUsLy/znqHT6QzdLOlr9WFIZO5HM/XRvAs9aDSox6jmRZ+8qFdNLy4uslI9Go1ytGuj0YDJZEI6ncbJyQnS6TSWl5eHHnen0+Fi0O128fz5c37v1mo1LqrESCJSgP4xTerMrop7pb2DftFN+wgq6rTXcbvdSKfTmJ+f59dIkiRMT0+j1+uN7RlGIUkSPB4PQqEQrFYrU43pc0mMsLOzM9y9excHBwdDXcnJyQlSqRQKhcLQczo4OMDR0RESicSVmRz6iIJEIoHt7e2f1XGIonHDYDQaecdATIw3b97wG06/qCM0Gg3s7+8jHA7D5/OxaI6W4vqiUa/X0Wq10O/30Wq18OrVKxiNRjx69GjoQKHZMbmqkp05WTC8fv2a57KjHlL6X9MYJJvNAgAXwq2tLbRaLY6L3djYgKqqaDab2N7eRigUwosXLxCPx3mRD4DYEZ39AAAgAElEQVSXktQVUJ4BKeZHOwcS+52dnQ25wV6FSXTQQqEw1A0MBgP4/X5e+tNSenFxEYqi8BKZhGrR6Hlmhqqq7M/k9XrZZbbdbo859bpcLiwsLFxqeDcpfGmSRkZvNw98yrGYm5vD9vY2jo6OODTr+fPnnJxHGN2dqKoKSZJgMBjYu4y+32AwYAq1/jUdJROMjqcuc6b1er28l+l0OvwepX0GuRQkk0lUKhU2W6zX62ysabVa8ejRI+TzeczNzeHPf/4zq7o7nQ7Ozs6Y+RWNRuHz+eBwONj/jUgJpVIJz58/ZzLH5uYmjEYjksnkUNGg8WIikcDu7u5QZ7O8vIxGozGkp5oEt9uN3d1dvH//HpFIBGtra0N6lx8LUTRuGAaDAd68ecNcfbvdPrRb6PV6eP78OS/Cp6en4XK50O12eZFaLpfhcDiwtrbGWgAC3VbpppZMJjnVTa8Od7lcsFgsWFtbg8lkgqqqeP78OaxWK+dGk0upXqU8alnR6/VQqVR4v6IoCi9+5+fnsbOzM0YttNls/PV00OlV8TR++8tf/gKv18vhOJQTfnJywspjArkAX/eDpp+3k5YjFApx/gSNF4iJRTbm1WqVOzk6tBVFQTQaxe7uLpxOJyRJgs/nY/2JnrY6ik6nM3SI6pMH9Uttj8cztIidpJEZdcAlZh0VeVLek4JZ3wXQroP2Y5QXTqOqYDDIKXuhUAiFQmHssY92FvoCQUwuWZbhdDq54JCuyGq1wmAw4NWrV1faf5ycnGBjYwPVanWsAyW23qtXrxCLxRCJRLC6uopEIsHvZQDcSXz8+JE/M91ulwvj7OwsNE3D5uYmwuEwkskk2u02U8FHH0+320U8HufxErkKXycbQ5Zl7oYODw8hSRLC4fBYJvt1IYrGDcVgMMDOzg7vEUb/jKA3LlxeXkYwGITL5UIwGMTU1BTnblP6F+UFkNLY6/Xiw4cP8Pl8WF5extTUFAKBAIfI1Go1ZmsB5x+6lZUVeL1eVqnqVco0nllaWgJwbrCmz0HY29tDNpvFYDDgwkBzdL0qnUY8iqKMjbtoHPX06VNMT0/zovOygqBnYV0EGhGRGp0YQqenpzwqouS7drvNN2r9h7dUKvFNuFKpcDaJy+VCpVJhRT1Rf0dn7QR9cQiFQkgkEmylQl1Ju91mjUsymRwaBV3lgEuHtMPhYPt7s9mMUCgESZLg9/uHCpPJZILT6cT6+jq63S5/v/39fSZE0PJ6MBggn8+PGRDSOI9y4B0OB6anp3H//n0WFJK4U+8uK8synj17hlQqNfZvrO98CMTe0neFhEgkwlkZu7u7KBaLHApFWTFutxsvX77E8fHxhWMgcpR+//49crkc6vU6HA7HhR1hpVJBOBxm5h89xutAluWh91g2m0UqlRoSb/4YiKJxg0Fv+ovcYketBcrlMu7evYvd3V0W8NEiVlVVJJNJXhrPzs5y0NPt27ehqiqmpqbgdrtxdnaGFy9eTDxgqXOYmZlBOp3mgzYWi3EHQxkKzWaTc68BsMGc2Wzm/YbP58P09DQURUGj0WBV+tLSEncYev8lRVFw7949hMNhXk6fnZ2N2WyPgjoU0hmMLsL1qXW0YK7VakOuoy6Xa2j0cNEidzAYsOqdPKaomNbrdfznP//hzqnVavF8ffSQpsdCBahWq1140NB4Tm8gSPN+EjV6vV5Eo1H2OGq1Wnj9+jXfkDVNw+3btxGNRuFyuaBpGnt7kQDN4/FcOVMnvQ4ZC5Kw0mAw8KFNhebp06f8/QGw069+pErq9O3tbcRiMaaTUwLl2dkZp9xlMhmEw2EcHh6OPcZgMAiLxTKmU9KPr8xmM+7cuXPlyCiXy8Fut2N9fZ0zNK6KYSWCB5FZRkOuLvt7+vd2u90eyzP/MRBF44bDbDYjlUpdKyO80Wig2Wwil8thaWkJ/X4ftVoN4XAY1WoVFosFqVSKD43Xr1+jXq9DURSezdrtdl7+aZrGzC23241Wq4W9vT2USiU8ePAAjx8/Ps/Z/v8Dnw6eSc/B6/XC7/cjEonA5/NBVVXk83l8+PBh4tKTOiQaXdGhTkvBzc1Npg8/fvx4qIUHhqmp1DlEIhGoqjrEPpqUWgeARwh66O3VgfPxyqiIjubq+oMsHA4Pic9Ik0HMpEAgwH5ItJTXFwdJksaMGEfR6/UwPT3NTqhEAFhfX2dDx3q9jmazic3NzQsPfUmSkE6nmW03+m/icrnG/i5FuFIhJtIBMaF6vR7rdvR26hc9j4s0MpSoF41G8fHjR/R6Pbx9+xYbGxv44YcfYLPZ8PDhQ8iyPFEQJ0nSpRcLALxMvw729vbgcDgQiUTg9/uxtbU1dpCT+/TMzAxmZ2eZPECOuFdh9D1I+DnsMlE0bjgWFxdhMpmwsrKCRqNxqS/PYDCAqqrw+XzIZrPsLRWPx/lDl8lkEI1GYbFYuJMh59l2u80CLbpxkp3F4eEhj8nInn2UmUWgBTz9Z7FYOExIlmVsbm5eeUsi11Pg00iqUqmg3W7zMpwOUYvFwgfzaE44FYR8Pg+Xy3Xp/kCPbrcLWZaHfq/f7w9lcU9a2g4GA/h8PthsNhweHqLVasHtdrPXER12NFY6Pj6Gy+WaeEgDwMrKCqanp1EoFKAoypCKm4qD3W7nsROZ/VUqlYkdwdTU1KX+RheNWGjRPzMzg2azya8zkQU6nQ5bq4+m9P0YXLQcp11IJpPB+vo6PB4PG1kWCgUkEgnk83moqoqnT58imUyiWCwOFdpWq8XK+4u6gh9TNIDz9+aHDx+wuLiIRCKB9+/fsyCT3j+1Wg3pdBpGo/Ha7z8CjZNDodAYXfqnQhSNGw5Svy4tLTH9cRJIbWy325FKpaAoCudq0Ae5VqvBaDRCkqQhZTgt787OzpiimEqlAJwflHr2EgDuLLxeL1swkErY5XIx/53yvfUf0EAgMKQLGAV9L7LRAMCUWVq8Op1OPHjwAFarFZVKBQaDAaFQCCcnJ2PsI/3rQ8/pOph046WZvF5oOPo1qqri9PSUdxtkikdF4s2bN8jlctwFkXnkaNGg4uDxeNDv97G6usomlFQIaWxF3U0sFhsTiY2C7OYvOtSJdUeHKxWGbreLVqvFLDja7Vw1kvmxuMpuhC4r5HtFu79QKISHDx/i5cuX0DQNtVoNgUBg6KCtVCpYX19nRX65XGZ6LsFkMv2ookFIp9NYWVnBH/7wB9TrdeRyOb4gAJ90Tj8F2WwWyWQS1Wr1s+hXRNG44ajX6xyupHfXpJEPLY+JFXJ8fIxqtcp22KlUCm63G7dv3+bZMI0K9D8jGAzCarXi4OCANSB0u6PYST1KpRKL1VRVhdVqZWPDy0YAZMOup33KsjwkXqSRV7FYRC6X4xtzKpXCzs4OP7ZUKoVXr16h0WggFotduhicFESkh37xTIf56If8OlYiZGmuz42QZZktMubm5pBKpSBJEnsi1Wo1ZDKZITYUAO4Y6Nfv37+/sEOgEd5VINICsbtoHEkXjEajwT5LtVqNl/6/hHHeJFxkN6J/bjRSXVhY4CJpNBqH0hxLpRKi0ejQQUukknfv3nHnt7q6CofDwboU6lZXVlaYYtvv91nLclmRpDHvaDdhNBpx//59XsBfBerUqePTNA3lchmRSGRM2f5TIIrGDQfd8DudDmdfyLIMi8XCN286SEfRarWgqirP/jc3N1lsBny6zVqtVp71m0wmBINB2O121Gq1C7O+i8Uikskk4vE4tre3h5xSL0O9XkcsFsNgMGDPqFHx4qh5IX3om80m53foiwBZjV+1DKegG8onJ6fb0cWzpmnIZrNYWFgY+vujncVFKmdif9GNnTQjBwcHePfuHW7duoXl5WWUSiW0222cnZ3B5/OhXq8PWXwQyMriooJB+xuTycRMOcLo0p8icwOBAFvBkMDx1ywOF2GSPcskwsHBwQHu3LmDcrmMTqeD2dlZPHnyhK11CoUCyuUyUqkUer0eSqUScrkc2u02m0WSffzDhw+RTqextLTEtGnKeyEzQrvdzp8D+l761yocDmN+fp6zYPSfx0ePHsHj8WBzc/NarwFZn5Dvl8lkgiRJ2N/f/1mvLX//z/JdBL5IyLLMkaYWi4X1ALQs9fv9CIVCYwUjHo8jFAqhVqshn89jYWEBnU4Hd+/eBQDY7Xb4/X6muu7v76Pf78NisaDX6/Htim5akiRxGqDL5cL+/j4fcGSCmMlkLnTj1HcSZNFOHzy9w+0oqEiM/pp4+no6MSnDqWhMmv2Hw2HMzs7i6OiID8xJaX+EUSNHvY+U/vf0IkCimVLetiRJ6Pf7CIfD+Mc//sGjE3ptSZVeKpUufP0ooEevNNczrUZt3xcWFlgE2u12eSFNxeG6xo2/Fa5jz9Lr9ZDJZHDr1i1OGtQ0Ddvb20ilUlBVFUdHRzg6OoIsy5iZmcGDBw8gSRJcLheP2agbpL1MrVa7tCNwOByYnZ3F/fv3mY7udrtht9uxubkJt9vNwUu9Xg/hcBjhcBh/+9vfrq3ibrfbePnyJRwOx1C+zOcq6KJo3GBEIhEsLy/jn//8J4LBIOLxOLa2tlhcZbFYxpa1ANjf6N27d+j1evzmUxQFe3t7MJvNuHfvHgKBAMxmM4LBIKe17e/vM1OqXC6jUqmwP5WiKMhkMkNxroqiIJ1Ow+fz8aFHs3i32w1ZltHtdjnoZ3t7G2tra2wyeBX0SudmszkkViTdAQme/vSnP+H169dD4x06MGn2bzabr52xTEIu+rCTZgA435HY7XbIsoxYLMbCN2JNRaNR1mIQa4lGcs1mE/1+Hw6HgzUPevU2dQ40LnM6nVy0SZ+hvzxQwaMlvaZp6Pf7X0Tn8FMwmrNxkUq8XC5jYWEBc3Nz+Pvf/w7g/MA9ODhAPB7H8fExisUiVFXF7u4uvF4v4vE4OyXrDR5J1DgzM3OhXQvwKexMH+KkaRo+fvyIwWCAUqkESZIQj8eRzWaxurqKXC53bU3G6M/6JSCKxg1GoVBALBZDr9dDrVZjy2un0wmLxcIsFlqy0Y3e4/Gg1WrB5/OhWCyiXq/D5/PB7/ej3+/D4/HAarUik8lwt7C0tARN03BycoJwOMxLQjroJqlPqYtptVqIx+PslktFolQqDS0DCXQ7Gy0ak4oNiQOJGTZqUUK+V/l8Hk6nE8fHx2PjHcLZ2dnYyIkQDofRarWGtC+DwYBjZR0OB4LBIMLhMNxuN+d9UEdB3QtZXdfrdVitVk6DI/ozcH4YkFq+UCjwOILGZXRgUnE4OTnhTPbLQH9+nWL8JeM6uyPgU8rgx48fkUgk8ObNGwDgsR+9j6lw1mo1jhvW76vI4v3g4ID3gGTO6PP5+L2nJ2/0er0LSSmUOPndd9/hxYsXl3bTvwVE0bjBIJMyt9vNYj2bzYa9vT2+JZlMJjx69AjdbhfNZhOKouDg4ADT09McFOP3+xEMBiHLMvL5/NDfB8AeUHToa5rGWeGTWE401qK2P5lM4ujoiMVwVx1uiqIgGAyydQmNriYVm/X1dbb9JpNAmhk3m00uAuVyGR6PZ2gnMopRnyw9KLBJL/gjdTwVhFqtBqfTOaRzWFxc5FwH/fNbWFiApmms5Tg+PkY4HIYkScxIarVa/P+9vT3OAPlcDq9fKyYFOOkPefKGmpqaQrFYRCaTGQu/ol3fKMiORH+Lp6IBnIv2Tk5OsLCwgJWVFZTLZZhMJszPzyMWi6HT6XDnk8lkhliFeuzv72N/f/+LKhYEUTRuMAaDwdAhTDd0/Rue5uNbW1tMuyX6K2kZ8vk8tra2sLKyAk3TxmbalMFhMpl4DEWHZiaT4RQ8WZYhyzIztYrFIlMvr1LQAp9owX6/H8lkknM0yMF2UrGhPYY+X4NGAmRbQqaKBoNhKFdi0uspSRJHxpL2gG731KFQIJHBYECpVOIbpdFoHFtIdzqdMdbS6ekpP4a5uTm2C5EkCZ1OB9VqFTs7O794FvTXCqvVOkZ7JccCGglVq1UcHx8zw+iiw1sPCp3K5XJDrz115YTBYIB0Oj1GXya/MbKWuay4f4nFgiCKxg0HjYUWFhYgyzJrEoh/Xq/Xsby8zPbQjUYDlUoF6XR67E1dq9WGqHx003e73bwA9/v9SKfTiEajMJvN+P7779FqtbiLIQomcH47b7fbXFxGQXYhpLugx1etVnF4eIjt7e0r57akyyBctgwHwAWGioGeRktpg4uLi8hmsyw4pLHSpJ+tv/FeFLykf3y0TzEajTg5OWEH1ufPn1/6PAXOD2XqLGlRbbVaEQqF+BJTLBaxvb39kw7lwWCAly9fYnFxccgSXVVVRKPRIe+uSTg9Pb1UXPu1QBSNGw5N03Dnzh28ePECmUwGgUBgKNNbVVV0u13s7+9fedtqNptYXV2F2WxmBbGiKKjVaqhUKnC5XFhfXwdwviOoVCpoNBpDsZaBQIDHLMSXp4U6gDEluD6fXF8giEk1qWjo9zPT09MwGAysXh+1Adc0DYlEApqmwefzIZlMIhKJMCNGzxrSNA3z8/Po9/vXcggdzfcGPs3bjUYjU1gppIgKxMLCAr8G5XIZ+Xx+orGewDB6vR52dnbgdDoxNzcHq9XK/mMfPnz4LIvhcrmMXq+H1dVVpNNplMtlVuavra3h/fv3N348KIrGDcfp6SmnsJF/0CgVtFKpTFwUGo1GFgDSIU4W5mQMODU1xcl69OFsNBrI5XLs2UT+U7QPcDgc2Nvbw4cPH+D1evH48WM8ePBgaK8yujcZBcXJ0s3N5XLx49RrN/b29hCLxfjvqarKtFMyO/R4PHjz5g2rmck6fhJarRZ7b10HXq+XOxd6PaampjhUR9M0vH37FolEAs+ePWOaJekgJEniscpVlt7fOgaDAYvqVFVFuVz+yV3FZajX69ja2sLq6iqsVityuRxyuRxbnk9yx71JEEXjG0Cj0YDP52PWTbvdHsr0bjQa8Hg8zISi5XI4HMbBwcGQnQct81wuF+LxOLrdLn8NGc/F43EOiKH/XC4X52/n83nWK1Anoqoqs1euA2IyWSwWtrVQFGWidqPT6UCWZUiSBK/Xy9RJ2g08e/aM9zf6qNlJIAaaHqO527QIJzGX3vnW5XLxIaMH+ULRTqTb7aLT6aDRaODJkydfvDbiS0G32+WAr18Smqbh3bt3SCQSbNJIupqbDlE0vgGQUy2NVBRFYbtzshGZn59ntW+320Umk4HJZGJXURqzWCwW3Lt3D9lsFoeHhzAajQgGg7h16xYMBgMajQa2trawsLDAdggOhwP9fh/BYJDVtDT7JbXz/Pw8Dg8PL/SUGqXTdjodGAwG7m4uOyQ6nQ4ePHjABeVf//oXZ1t7vV5EIhEWv1EU50VjL6PRiHA4zPuKUXNDvfPt7u4uYrEYtre3+XvIsjzxseoFaWdnZygUCtjZ2YEsy9A07VKTPIFPuK5q+nPg9PQUb968QTwex8bGBgaDwbVCkb52iKLxDYC8lWjW73Q6EQqFOEmOktJobt7tdnFycoJqtYq5uTmsrq4yldNkMgE4LyIbGxtoNBrodDrY29sb2onMzMzwKIuYU/V6HW63G7du3YLRaGRNhqqqLBCkoqFfstOiXVGUITotxWtedavUNA17e3s4Pj6Gz+dDJBLhn000Xxp3/e53v4PH4+GdA3UNRHPtdDro9/uQJAmFQuFSiisJKPUY1RDof59YWG63m52JFUXBd999x27B+nwOgd8exDy8zPn3pkEUjW8Ag8EArVYLjx49YpFRNptlU7w//vGPbDQYj8cRCAT41tvv99lSQp8UR9+TnG99Pt9Q0dD7J1ksFs63djgcMJvNqFarTAeWZRnT09Ocp0zpe7Rkv0i70Wg04Ha7J876aREuSRKcTidmZ2cxNTWFRqOBWq2G/f39sQ/56uoq/H4/7t69i2w2y3bdo863KysrqFarF9p2EEb1AfR75Oar96+anZ3lWNxoNMrF6YcffkChUMDa2to3cyh9jfiW/m1E0fhGkMvl4HQ6x/YGdIs3GAzs9EnpdlarFbVaDcViEQsLCzAajcyUKpVKeP36NYDzA5pMDGl5Lssy7ty5wx3C27dvoSjKxBGLqqrIZDIszqMl+1XQ04UdDgdTX0noV6/Xoaoq+v0+nE7npUFU1E0QW+qy/QqNi64CeT2R8NFutzOrx2KxsEV5rVbjRL9IJIJyucwCMK/Xy4pmsdcQ+BIgisY3gkajMdHnf2ZmBt1uF8lkkh1p6fDe3t5GPp/n1LqdnR3eKZCHEu0BQqEQNjY2ePTSbDbx8ePHax90P2YJTqDQp1qtxlRLs9k8UegXDAaHRghU3IgdBoC7r0AgcOnPbbVamJqa4l9PMgIkZ2CTyYTp6Wnkcjnk83kUCgXMz89f+HwfPHjAuSQkPlNV9Ved1QsIXAZRNL4RTGJNAee5ycvLy5y3cXJygsPDQx75xONxPsDIx0lVVczOzrK9eqfTwbt37xCLxThnmuwyfmnQLqbX6124RAfOi9jU1BQMBgO8Xi8rv+v1OkelAuddRCgUQjKZxNbW1tD3oMwMj8eDmZkZVmmbzeYxI0D69erqKkqlEgsirVYr74VGQYv5er0Oi8WCly9fDmWKCwh8CRBF4xsCpeXpi4bNZoPBYIDL5UI+n+dMbYLRaEQ+n4fZbMby8jLTQMneXO/VZDQacffuXXQ6nWvlF38OVCoVRCKRiWI7UpSTzxDRbnO5HN6/fz9xga53kKVlPo2uKJuDxkVXLcKBcbO8SSFBhJmZGd7DANezthAQ+LUhisY3hFqtxpGf5Izq8/nQbDaRyWRgs9ngdrvx8OFDvHnzhoNhjo6OUC6X8ezZs0sdNw8PD9kJ9NdaDJIJI42eyHLE6/Xy4Ws0GvH06VMWI3q93rHnQGwun8+HYDDIrrK0c9BbiANgy4irdi+UC64HCfaIskvjrEQiwXbpBwcHSCaTYiwl8MVBFI1vCKSQBsDU2nK5jEAgwEI0k8mE09NT+P1+zM7O4n//+9+1LDP0P+PXRr/fZ0X5YDCA1+vFs2fPWDB39+5dPvCr1So729psNvh8Png8HsiyjGaziUajgYODA3Q6nbHcbT0oQ+Gy50tF2Ov1sprebrfD5XIhGo2iVCqh2WyiWCzCYDBgbW0NhUIBsiwzyUBA4EuDKBrfGIi9NBgMcHh4yI6tlUqFszPo9vz27dvf7HH+GBwcHMDj8SCbzaLX6+Hu3bu89O/1emi1WnC73ajVauzv9Pvf/567CAp3ou7DbrcjGo1e6vekZ1ARe4sotNQ59Ho9jlEl51tN0zhgR7+DiUQiAM6ZZJSvIbymBL5EiKLxjYMiLb9mVKvVoYhNCo2iAlmv1+H1ejnEiLIpLmIwKYoyURmu32/Mzc1BkiQeZZEaXFEUtksZDAZwOBx4+PAh/H4/FyGj0Tg2sopGo7zvOD09Hcps0FuU0AJ/1IZEQODXgigaAjcOpGSnYlgul5FIJIb+fHFx8cJOgjqEWCwGTdO4WBADrd1uo1gsYnFxET/88MOlHcHp6Sk6nQ6Ojo6wvLyMXC4Hm802VDSsVitmZmZgMpkgSRIajQZu376NRqMBu93O3RJlkgu9hsBvCVE0BG4c6vU626ZQrCpFrlIH0Ol04PV6mSk1OlaSJImTCskWfbQ4ULLhZUWj1+uh3++j0WjgxYsXAMA2JtSJzMzMYGpqiguEwWDA69evmZ0lxlQCXxJE0RC4kVBVFT6fD+VymXUcsViMrUxmZ2cRCAQ4RIkCleiQliQJ/X4fhULhwp9BKYAX6UOIHeVwOBCPx1kEabPZUK1W0Wq1oKoqVFXFyckJR4mWy2VomvbVZ3UL3EyIoiFwI1Gr1ThciYqGoijodDqoVCosoBuN5DQajZibm4PZbGbV+0VotVpwOBxQFIW7FfKS0us6NE2D1+vF1tYWXC4X/H4/3r59i0wmA6PRiPX1dab4kvOwPs1PQOBLgigaAjcSzWYTp6enePv27YURnPPz82O/NxgMYDKZUK1WMT8/P2ZJri8Oc3NzsNlsmJubYzV4u90e03U4HA7uco6Pj3F6espKb7Kmr9VqMJlMSKfTePToEebm5rC7u/sLvDICAj8PomgI3Ehomoazs7MLC4amaZwkOIpMJoOpqSnEYjEsLy+zJoMEfWQ0SPG5L1++vPSxtNttXnwTW432FOT11e120e/3cXZ2xmFWAgJfIkTRELiRIPEiZXqMotfrYTAYQJZlmM1mOJ1O3j9YrVb0ej2k02lWuB8dHY059IbD4WtFv44+Fj2FNpFIoNlswmAw4PT0FPfv34ckSfj3v//92V4LAYHPCVE0BG4sNE2DLMtot9tcGPROtB6PB8lkEoqisCU6mRdeh7FE9NeLCpO+OHi9Xty7dw+9Xo8ptABgMBhgMpmY0fXhwwc0m03WlAgIfGkQRUPgxkJVVcRiMfbb0jQNrVaLrTu2trZ+Fp213W5zvvqoLTpRd/X54JQgSD8zEolwsiH5fxkMhs/y3AUEfimIoiFwY5HL5aAoCudu/BLQNA0zMzMs+qvX6xN1HcFgED6fb8gROJFIwGazcWjV7u4uL+IFBL5UiKIhcKPxS6unSam9vb196ddpmobZ2Vn+NTkIn56ewmq1otvtIpFIIJfLiW5D4IuGKBoCAj8DzWZzInV3FJqmwWq1sv7j3r17yGazsFqteP36Nba3t7G6uorV1dVf4VELCPx0iKIhIPAz0G63YbFYxuxEjEYjL8Jp3+F2u7GxsYFWqwWLxYKpqSl8+PABr169AnAeeXt6eoqZmZnf6ukICFwJA4Cz3/pBCAh8zXj8+DHK5TLrOciQUK/poP8Ty8poNEKWZaiqKrylBL4qiE5DQOBnolgswufzod1uo1wuc4G4DIPBQMS5CnyVEJ2GgICAgMC1YfytH4CAgICAwNcDUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUUwfunsAAAA7SURBVDQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK4NUTQEBAQEBK6N/wPhBKjFOhp97wAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -249,7 +249,8 @@ " return isochrone_polys\n", "\n", "isochrone_polys = make_iso_polys(G, edge_buff=25, node_buff=0, infill=True)\n", - "fig, ax = ox.plot_graph(G, fig_height=8, show=False, close=False, edge_color='k', edge_alpha=0.2, node_color='none')\n", + "fig, ax = ox.plot_graph(G, show=False, close=False, edge_color='#999999', edge_alpha=0.2,\n", + " node_size=0, bgcolor='k')\n", "for polygon, fc in zip(isochrone_polys, iso_colors):\n", " patch = PolygonPatch(polygon, fc=fc, ec='none', alpha=0.6, zorder=-1)\n", " ax.add_patch(patch)\n", @@ -280,7 +281,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/14-clean-intersection-node-clusters.ipynb b/notebooks/14-clean-intersection-node-clusters.ipynb deleted file mode 100644 index 2748448..0000000 --- a/notebooks/14-clean-intersection-node-clusters.ipynb +++ /dev/null @@ -1,142 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Unify and clean-up intersections of divided roads\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - "Divided roads are represented by separate centerline edges. The intersection of two divided roads thus creates 4 nodes, representing where each edge intersects a perpendicular edge. These 4 nodes represent a single intersection in the real world. Roundabouts similarly create a cluster of intersections where each edge connects to the roundabout. This function cleans up these clusters by buffering their points to an arbitrary distance, merging overlapping buffers, and returning a GeoSeries of their centroids. For best results, the tolerance argument should be adjusted to approximately match street design standards in the specific street network.\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import osmnx as ox\n", - "ox.config(use_cache=True, log_console=True)\n", - "%matplotlib inline\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# get a street network and plot it with all edge intersections\n", - "address = '2700 Shattuck Ave, Berkeley, CA'\n", - "G = ox.graph_from_address(address, network_type='drive', distance=750)\n", - "G_proj = ox.project_graph(G)\n", - "fig, ax = ox.plot_graph(G_proj, fig_height=10, node_color='orange', node_size=30, \n", - " node_zorder=2, node_edgecolor='k')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Clean up the intersections\n", - "\n", - "We'll specify that any nodes with 15 meters of each other in this network are part of the same intersection. Adjust this tolerance based on the street design standards in the community you are examining, and use a projected graph to work in meaningful units like meters. We'll also specify that we do not want dead-ends returned in our list of cleaned intersections. Then we extract their xy coordinates and plot it to show how the clean intersections below compare to the topological edge intersections above." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# clean up the intersections and extract their xy coords\n", - "intersections = ox.clean_intersections(G_proj, tolerance=15, dead_ends=False)\n", - "points = np.array([point.xy for point in intersections])" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot the cleaned-up intersections\n", - "fig, ax = ox.plot_graph(G_proj, fig_height=10, show=False, close=False, node_alpha=0)\n", - "ax.scatter(x=points[:,0], y=points[:,1], zorder=2, color='#66ccff', edgecolors='k')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that these cleaned up intersections give us more accurate intersection counts and densities, but do not alter or integrate with the network's topology." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/18-osmnx-to-igraph.ipynb b/notebooks/14-osmnx-to-igraph.ipynb similarity index 89% rename from notebooks/18-osmnx-to-igraph.ipynb rename to notebooks/14-osmnx-to-igraph.ipynb index 6164c5e..49aa1e9 100644 --- a/notebooks/18-osmnx-to-igraph.ipynb +++ b/notebooks/14-osmnx-to-igraph.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -73,7 +73,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 3.01 ms\n" + "CPU times: user 2.49 ms, sys: 0 ns, total: 2.49 ms\n", + "Wall time: 2.5 ms\n" ] } ], @@ -123,7 +124,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1 ms\n" + "CPU times: user 184 µs, sys: 9 µs, total: 193 µs\n", + "Wall time: 197 µs\n" ] } ], @@ -141,7 +143,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1.99 ms\n" + "CPU times: user 1.32 ms, sys: 0 ns, total: 1.32 ms\n", + "Wall time: 1.33 ms\n" ] } ], @@ -168,7 +171,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 0 ns\n" + "CPU times: user 168 µs, sys: 9 µs, total: 177 µs\n", + "Wall time: 180 µs\n" ] } ], @@ -186,7 +190,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1.01 ms\n" + "CPU times: user 1.06 ms, sys: 53 µs, total: 1.11 ms\n", + "Wall time: 1.12 ms\n" ] } ], @@ -220,7 +225,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 14 ms\n" + "CPU times: user 25.1 ms, sys: 0 ns, total: 25.1 ms\n", + "Wall time: 50.6 ms\n" ] } ], @@ -239,7 +245,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 449 ms\n" + "CPU times: user 429 ms, sys: 0 ns, total: 429 ms\n", + "Wall time: 429 ms\n" ] } ], @@ -282,7 +289,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/15-calculate-visualize-edge-bearings.ipynb b/notebooks/15-calculate-visualize-edge-bearings.ipynb deleted file mode 100644 index 7de9593..0000000 --- a/notebooks/15-calculate-visualize-edge-bearings.ipynb +++ /dev/null @@ -1,256 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Street network bearings\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - "Calculate street network bearings and visualize the spatial orientation of a street network. See [this notebook](17-street-network-orientations.ipynb) for a superior example!\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import osmnx as ox\n", - "import pandas as pd\n", - "%matplotlib inline\n", - "ox.config(log_console=True, use_cache=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### First, look at a non-grid street network\n", - "\n", - "Orinda, California is a hilly suburb with winding loops and cul-de-sacs. We can see this lack of consistent orientation in its histogram of edge bearings." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G = ox.graph_from_place('Orinda, California', network_type='drive')\n", - "fig, ax = ox.plot_graph(ox.project_graph(G), node_size=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# calculate edge bearings and visualize their frequency\n", - "G = ox.add_edge_bearings(G)\n", - "bearings = pd.Series([data['bearing'] for u, v, k, data in G.edges(keys=True, data=True)])\n", - "ax = bearings.hist(bins=30, zorder=2, alpha=0.8)\n", - "xlim = ax.set_xlim(0, 360)\n", - "ax.set_title('Orinda street network edge bearings')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# polar plot\n", - "import numpy as np\n", - "n = 30\n", - "count, division = np.histogram(bearings, bins=[ang*360/n for ang in range(0,n+1)])\n", - "division = division[0:-1]\n", - "width = 2 * np.pi/n\n", - "ax = plt.subplot(111, projection='polar')\n", - "ax.set_theta_zero_location('N')\n", - "ax.set_theta_direction('clockwise')\n", - "bars = ax.bar(division * np.pi/180 - width * 0.5 , count, width=width, bottom=0.0)\n", - "ax.set_title('Orinda street network edge bearings', y=1.1)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Now look at a gridded street network\n", - "\n", - "Santa Monica has an orthogonal grid characterized by four-way intersections. We can see this clear orientation in its histogram of edge bearings." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "G = ox.graph_from_place('Santa Monica, California', network_type='drive')\n", - "fig, ax = ox.plot_graph(ox.project_graph(G), node_size=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# calculate edge bearings and visualize their frequency\n", - "G = ox.add_edge_bearings(G)\n", - "bearings = pd.Series([data['bearing'] for u, v, k, data in G.edges(keys=True, data=True)])\n", - "ax = bearings.hist(bins=30, zorder=2, alpha=0.8)\n", - "ax.set_xlim(0, 360)\n", - "ax.set_title('Santa Monica street network edge bearings')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAARkAAAEgCAYAAACAZQdyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOydd3Qc1dmHn7u7klZt1VfVlmSr2XKT5d4ppoSEagI4BEIJBEgFhxBISAIhJpBQPuI41ISQ0EmAQAjNHRe5ypYs2VbvvdfV7tzvj9kVK1lld1Vt9jlnjlYzc8vcmfnNLe97r5BS4saNGzdjhWaiM+DGjZuzG7fIuHHjZkxxi4wbN27GFLfIuHHjZkxxi4wbN27GFLfIuHHjZkxxi4wTCCHahBDTJjofbvoihPiOEGLXGMVdJIQ4fwzi/ZsQ4rejHe8gaU21Prva8UivP06JjBBihRBitxCiWQjRIIT4QgixcKSZEEKsEUKUjSB8nBBCCiEO9dsfKoQwCSGKRppHACmln5SyYDTiGo6xfHHs0hiTF8ga94juqZvRQ0pZYn12LRORvsMiI4QwAB8AzwDBQDTwG6B7bLLmEr5CiFl2/68HCicqM2PNRH2ZJhNCCN1E52EyMynKR0rp0AYsAJqGOD4d2ALUA3XAP4FAu+NFwAbgKNAMvAHoAV+gE1CANusWBSwC9gBNQCXwJ8BzkLTjAAn8Anjcbv8B4AGgyG7fDGCbNd5s4FK7Y38DNgEfAq3APmC63XEJJFh/ewN/BIqt17ML8LYeewuosu7fAaQOUW7fAQqs6RUC37LmsQuwWMujyS5/m4H/Au3A+YAX8AegBKgG/mLLhzXM14Ej1uvdDcyx7n/FWuad1jTuHSBva4Ay4B6gxnofbrI7PmDaQ9zTTiDUGvYXgBkwWP//LfCU9XcA8Heg1lq+vwA0duX1BfAk0GAN9x1gl12+Hrfej4ABrkkD3Afkoz6rbwLBdse/bU2zHuuzA5xvd89fBhqBHOBeoMwubBTwjjXfhcAPh7jvf7OW16fWe78diLU7nmI91gCcAL5pd+wS4DDQApQCvx7gXbjFel922O3TWc/ZBjxsLcdW4BPbfbEev8GuDH7ZrwwWob5XLdZ7/sSw2uGEyBisib4MXAwE9TueAKxFffDCrBf3VD+RybDeiGDrTfqe/cPcL750YAmgsxZSDvDjYUQmzlroWtQX9QTqi1hkPc8DyAPuBzyBc62FnGx34xusBalDFcrXBxGZTdabFW1NbxngZT12M+BvLYungCOD5NvXerNs6UdiFST6vTh2+WsGlqO+LHpr/O9by9Qf+A+w0Xr+fFRxWGzN443W++Bld0/OH+Ker0EVgoesZfc1oMN274dJe6B7ugO4yvr7E9QX/WK7Y1dYf/8deM8aZxxwErjFrlzMwA+s98jbVlbWMnke+BjwGeSafgzsBWKs9+dZ4DXrsZmogrjKeuwJa1q2F+xRVDEIsoY/artGa9oHgQdRn61pqB+PC4cQmVa7tJ623W/rc1EK3GS9xvmoH+5Uu7KdbU1zDurLfnm/d+Hv1ni8GVhk8oEk6/FtwKP9ymCF9Tr+APTYlcEe4NvW337AklETGWukM6yFU2Yt/PeB8EHOvRw43E9krrf7/zHgL4M9kIM8HP8eRmR0wGfAhdYH4gH6isxK1BqGxi7sa1i/BNZre8Hu2NeA3P4iY725ncBcB8os0BpuoK+qL2oN4yrsah/DiMzf7f4XqDUa+9rWUqDQ+nsz8HC/OE4Aq50QmU7bw2ndV4Mq/sOlfdo9Rf16/p/1PlUBP7LeJ701nVBUMewGZtqFux3YZlcuJQOU1T7U2vE7DFLjtZ6bA5xn938k6kukQxUI+4+KL2Diyxesj2gAt/KlyCweIF8/B/46SD7+1i8tP9Sa6xTgGmBnv/OfBX41SFxPAU/2exemDfR+WP/fBvzC7vidwP+svx/EKrrW/336lcEO1G6S0IHyMtDmVHtNSpljvaEIIVKAf1gv8DohhBH1AVqJ+gXSoFYr7amy+92BWqsZECFEEuqXZIH1QnWoX4rh+Ls1j8tQvxKJdseigFIppWK3rxi1NjJYHv0GSCMU9cXIHyDfWuAR4GrUGp1iF6bZ/lwpZbsQ4hrUZuSLQogvgHuklLlDXF+p3e8w1LI5KITozQLqiwoQC9wohPiBXRhPhij3AaiXUprt/reVyXBpD8R21Hs6HziG2hx4EVW08qSUdUKIcGsei+3C9b9H9mVgIwGYCyySUpqGyEMs8G8hhP0zYAHCsT4ftp3W+1Nvd16f4/1+xwJRQogmu31aYOcQebFPq00I0WBNIxZY3C8uHWoTFyHEYlRxnoVaVl6oTfQB4x6EwZ7z/mXQ0a8MbkGt2eYKIQqB30gpPxgqIZeHsK0vwt9QLxRgI6pazpFSGoDrUR86h6IbYN9mIBdItMZ3v4PxvYPaZi2QUhb3O1YBTBFC2F/3VKDcwXzaqEPtM5k+wLH1wGWoNagA1K8IDJJ3KeXHUsq1qF/UXNTqPgxcJv3316HWAFKllIHWLUBKaXtgSoFH7I4FSil9pJSvDZOGIwyX9kBx7waSgSuA7VLK46jlfwmqANni7UF90Wz0v0cDxZ2D2rz4SAiRPES+S1GbaPZlopdSlqP2OU2xnSiE8AFC7MJWojaTbEyx+12KWouzj9dfSvm1IfJin5YfarOzwhrX9n5x+Ukp77Ce/ipqK2KKlDIAtW+n//Pl6r3tc41CCG/sykBKeUpKeR1gBH4PvC2E8B0qQmdGl1KEEPcIIWKs/08BrkNt34Jae2kDmoQQ0cBPHY0btU0ZIoQIsNvnj9pf0WatNd0xYMh+SCnbUftabh3g8D7UKv69QggPIcQa4BvA607kFWtN6CXgCSFElBBCK4RYKoTwsua7G7X/ygf43WDxCCHChRCXWm9SN2r52YYZq4EYIYTnMPl4HnjSWpNECBEthLjQesrzwPeEEIuFiq8Q4hIhhL9dGi7Z/TiQ9mn3VErZgVobvYsvRWU3anNou/UcC2pn7CNCCH8hRCxwN2qtebg8vYb6MfpMCDHQBwDUF/IRa7wIIcKEEJdZj70NfN1qquGJ+sW2f0feBH4uhAiyPuPftzuWAbQIIX4mhPC2PhOzhjHx+JpdWg8D+6SUpaijuElCiG9bn1MPIcRCIcQMazh/oEFK2SWEWIT6YRst3ga+IYRYZs3Xb7ATMCHE9UKIMOv9t9W0hhwad6Ym04ra7twnhGhHFZcs1JEHrJmZj9ok+BD4l6MRW2tFrwEFQogmIUQUahNivTXd51Hb247Gd0BKeVpTxlqNvhS147oO+DNwwzDNk8HYgFrl34/aWfx71PL8O2r1vhw4zpciPBAa1PKrsMaxGrV9DOpIXTZQJYSoGyKOn6F2Zu8VQrSg9kklg1oOwHdRR+Yared9xy7sRuAX1jLf4MhFO5H2QPcUVDHxQH0pbf/7o7b1bfwA9WNQgNqh+yqqqA+LlPJlVHHYIoSIG+CUp1FrAZ8IIVpR789ia9hsVAF8FfWL3oja/2jjIev/hdZrfRurCYdVHL8BzLMerwNeQK3NDsarwK9Q73066sgiUspW4ALgWtRnowr1+fKyhrsTeMia/wdRxW9UsJbBD1A/vJWo718NX5qqXARkCyHaUMvyWill11BxCmtnjhs3bpxECHEH6ku2eqLzMlZYm3FNqN0Wha7E4XYrcOPGQYQQkUKI5UIIjbXf5x7g3xOdr9FGCPENIYSPtRn/B9Qae5Gr8blFxo0bx/FEHUpuRW3Ovofa5D7buAy1mVaBOjp7rRxBk8fdXHLjxs2Y4q7JuHHjZkxxi4wbN27GFLfIuHHjZkxxi4wbN27GFLfIuHHjZkxxi4wbhxBCXCSEOCGEyBNC3GfdFyWE2CKEeM9qtOXGzWm4h7DdDIvVs/wk6nxBZaiuFNehTm70Cqr/U7SU8i8Tlkk3k5aJn5rPzZnAItSpGAoAhBCvoxpsaVGnslBw3OPezVcMt8i4cYRo+s5PUobqVPg4ak2mmdH1BHZzFuEWGTeOMFAtRVrn61k13plxc2bh7vh14whl9J2gKQbVr8WNm2Fxi4wbR9gPJAoh4q0TGV2LOieLGzfD4m4uuRkWKaVZCPF91FUAtMBL1smN3LgZFvcQths3bsYUd3PJjRs3Y4pbZNy4cTOmuEXGjRs3Y4pbZNy4cTOmuEXGjRs3Y4pbZNy4cTOmuEXGjRs3Y4pbZNy4cTOmuC1+3TiMEEKgWvx6o36gOgDzSNbkcXP247b4/QojhPAHIq1blK+v79SAgIDpWq02VlGUKIvFEqjT6Ty0Wq2wodVqZV5eXhhAYmJirdlsFoqiACiKosienh6zRqNp0el0FWazubi1tTW/tbW1GNWhstK6tbiF6auDW2S+Aggh9MBsLy+vhWFhYeebzeZ5Hh4evgEBAURHRzN16lRdXFycz5QpU/RRUVFERkYSGRlJYGAgauXldLZt28aaNWtO2y+lpKWlhcrKyt6ttLS0u6ioqKO4uLinvLycpqYmTCZTp06nO1ZfX/95Z2fnPiBTStkxpgXhZkJwi8xZhlVQ5uj1+kWhoaHnmc3meT4+Pr7p6eli1apVgQsXLtTNmTMHb2/vEaUzmMg4Snd3N1lZWezfv9+yY8eOpgMHDiitra2dOp0uq6Gh4fOOjo59wBEpZfuIMupmwnGLzBmOEEIDzA8NDb1Op9Nd5ufnZ0hPTxcrV67sFRS9Xj/q6Y5UZAbCZDKRnZ3NgQMHLDt27GjKyMhQWlpa2qWU/62urn4V2CultIxqom7GHLfInIEIIbyBc6Oior6jKMrKxYsXa9evXx9y0UUXCYPBMC55GAuRGYiOjg4+++wzXn311fodO3ZYtFrtvoqKir8pivKJlLJtzDPgZsS4ReYMQQgR7uXldVloaOiNOp0u8etf/7rnNddcE7B06VJ0uvEfJBwvkbFHURT279/P22+/3fqvf/2rq6urq6Spqenljo6Of0spy8Y1M24cxi0ykxghhMHPz+8Gf3//7xuNxuBrr73W/4orrtAnJydPdNYmRGT6U1RUxLvvvmv65z//2VxWVtba2dn5XHNz8wtSyvoJzZibPrhFZpJhtUVZFBkZ+TNPT88Vt912m98tt9ziHR4ePtFZ68NkEBl7Ghsbefnll01/+tOfmru6ug6Vl5c/Cmx3D5VPPG6RmSQIIXx8fX1v9Pf3/+nChQsNd999d8jq1asHHUKeaCabyNiQUpKRkcGTTz7ZsG3btvaurq4/NTc3/0VK2TLRefuq4haZCUYIMcVoNN6r0+m+edttt/ndddddPqGhoROdrWGZrCJjT3NzM88991zXM88802oymT6srq5+REqZN9H5+qrhdiuYIIQQKREREf+Xmpqa9sADDwStW7dO6+HhMdHZOuM5ceIE11xzTe//BQUF+l//+tf6sLCwG+68885vabVai6IomcDFUspGACHEz4FbAAvwQynlxxOS+bMUd01mnBFCxISHhz8VHh6+5plnnglZtWryro0mpcRisWA2mzGbzSiKgpSSrq4ujh49yqJFixBCoNFo0Gq16HQ6dDrdpGniWSwWoqOj2bdvH5s2bSI4OJgLLriAyy+/vKOurq6ms7NzLeAJvIa6FG8U8BmQ5LbHGT3cNZlxQggRbDQaH5k+ffq6J554Ivgb3/iGZiJfRptYtLW10dHR0bt1dXXR09PTe569eGg0GjQaDc3NzXR1dVFQUNArPDYhMpvNvWE9PDzw8vLCx8end/Pz88Pb23tchOjzzz9n+vTpxMbG8t5777Ft2zYiIyPZt2+fz6JFi+ICAgL2FBQUlHV2dn4gpewGCoUQeaiCs2fMM/gVwS0yY4wQwic4OPhnMTExdzz00EOBN9xwg4dWqx3XPJjNZlpaWmhubqapqYnW1lYURUGv1+Pn54ePjw9BQUFER0ej1+vx8PAYVgS2bdtGWlraoMdtwtPZ2UlnZycdHR3U1tZSWFhIZ2cnQgj8/f0JCAggMDAQg8HAaDcXX3/9da677joAqquriYyMBCAyMpK2tjZKSkpCL7744uCDBw9ONxqNvrW1tb9CXS0zelQz8hXHLTJjhBDCw2Aw3B4REfHA3XffHfiDH/xAPxbm/QNhMpmoq6ujoaGBhoYGpJQEBgYSEBBAXFwcBoOBsRY6IQQeHh54eHgwkBWyxWKhra2NpqYmysvLyc7ORkpJUFAQwcHBhIWF4eXl5XL6JpOJ999/n40bNw6Zx+nTp2uuu+46/87Ozjt++9vfXldVVVVqsVg+dTlhN6fhFpkxQK/XXxweHv6XG2+8MfiBBx7wG2tTfykljY2NVFdXU1tbixCC0NBQjEYjycnJo15DGA20Wi0BAQEEBAT07jObzTQ1NVFfX09xcTFms5nQ0FDCw8MJDg5Go3F8jrWPPvqI+fPnY7MvCg8Pp7KyksjISCorKzEajQDExMRQUVHBz3/+c88bbrjBOHv27JDGxsZn/Pz8RFtb22uje9VfTdwiM4oIIQLCw8NfWL58+XmvvPJKUFRU1JilpSgKtbW1VFRU0NTURGBgIOHh4SQkJExKUXEEnU5HaGgooaGhJCcnYzabqa+vp7y8nGPHjmEwGIiMjCQ8PHzYmthrr73W21QCuPTSS3n55Ze57777ePnll7nssst6969fv567776b6upqpJTaEydOhN5xxx1/Dg8Pv7mmpma9lLJ2TC/8bEdK6d5GYfPw8LgwIiKi/OWXXzYpiiLHAkVRZG1trTx8+LDcsmWLPHr0qKyvr5djld5QbN26dVzTUxRFNjY2yuzsbLllyxZ58OBBWV1dPeC1t7e3y+DgYNnU1NS7r66uTp577rkyISFBnnvuubK+vr732G9/+1s5bdo0mZSUJP/73//27n/vvffMUVFR1b6+vtfJSfCMnanbhGfA6QyDHsgAMoFs4DfW/Vdb/1eABXbnxwGdwBHr9he7Y2uAA8BjI8iPITw8/M1zzjmnoaKiQo4FHR0d8sSJE3Lr1q3y0KFDsra2dkKExZ7xFhl7FEWR9fX18siRI3LLli3y+PHjsq2tbUzSqq+vl1dccUVjeHj4x0CYHL3nWAscBj6w/v9roNzuOf2a3bmPW5/T1aOV/nhuE54BF26OAPysvz2AfcASYAaQDGwbQGSyBonrDdT5av8IpDibFw8PjwvGqvZiq7VkZGTIHTt2yKKiItnT0zOqaYyEiRQZe8xmsywtLZW7du2Se/bsGbR2M1Leffddc1RUVJW3t/c35eg8x3cDr/YTmQ0DnJdiFRkf4M3RSHu8tzOuT0aqJW+bR8TDukkpZQ7grP2FBpCotR+HAwohDOHh4c+tWLFi7T//+c9g29DoaKAoChUVFRQUFODn50dCQgJBQUGjFv/ZhlarJSYmhpiYGFpaWigsLOT48ePExcUxZcqUURtFu+yyy7QrV64Mv+WWW56NiIi4ubq6+nopZZ0rcQkhYoBLgEdQxWYotKjPp8SJZ3RSMdEq5+JXQItapWwDft/v2DZOr8m0o1ZNtwMr7Y5dCBwC/uhE2ovDw8PLXnrppe7R/GKazWaZn58vt2zZIrOysmRnZ+eoxT0WTJaazEB0d3fL3NxcuWXLFnny5MlRrwH++9//NkdGRlZ5eXldKF17ft8G0lGb6/Y1mSLgKPASEGR3/jPAQeBcV9Kb6G3CMzCizEMgsBWYZbevv8h4ASHW3+lAKWBwJT2DwXBzcnJyXVFRkRwtLBaLLCgokFu2bJG5ubnSZDKNWtxjyWQWGRs9PT0yLy9PbtmyRZ46dWpUxaa6ulrOnz+/PiQk5GdY3XMc2YCvA3+2/rYXmXDrx1ODWsN5ydE4J/t2Ri/uJqVsQhWVi4Y4p1taJzGSUh4E8oEkZ9IRQmiNRuOfly5d+scDBw6ExMbGjiDXvfmirKyM7du3093dzYoVKyatTctkpqmpiXXr1pGSksKMGTPYs2cPDQ0NrF27lhkzZvC9732P2bNnA7Bz5042b95MUlISycnJfPyx636QRqORPXv2BF9wwQU/NxqNbwohHLUcXA5cKoQoAl4HzhVC/ENKWS2ltEgpFeB5VNeGs4OJVjlnNyAMCLT+9gZ2Al+3O76NvjWZMEBr/T0NtQc/2In0AsLCwnbdf//9rRaLRY4GdXV1cseOHTIzM1N2dXWNSpzjzWSpydxwww3y+eefl1KqzaTGxkb505/+VG7cuFFKKeXGjRvlvffeK6WU8ujRo/Luu++WW7ZskZmZmXLatGnSbDaPKH1FUeQTTzzRERYWdhQIl849y2v4siYTabf/J8DrzsQ1mbcJz4DTGYY5qP0rR4Es4EHr/itQ/U66gWrgY+v+q1CHtjNR+1++4URaSUajsfDNN98clXp2Z2enPHDggNy7d69sbW0djSjHDEVRZGdnp2xqapL19fWytrZWVlVVyfLycpmbmys/+ugjWV5eLquqqmRNTY2sr6+XTU1NsqOjY9yG15ubm2VcXNxp6SUlJUmbOUFFRYVMSkqSUkr5u9/9Tv7ud7+THR0d8sCBA/LJJ5+UO3fuHJW8fPLJJ5bw8PByYL50TWReAY5Zn+v37UXnTN/cUz0Mgl6vv9hoNL78n//8J2zu3LkjiktKSUFBAaWlpaSkpBARETFKuRwZPT09tLa20tLSQmtrK52dnXR1dWFdERIvLy+8vLzQarVotdreKR06OzupqKhg+vTpKIqCxWLp3UwmE93d3erDJQR6vR5vb2/8/f0xGAyj6gh55MgRbrvtNmbOnElmZibp6ek8/fTTREdH09TU1HteUFAQjY2NfP/732fJkiVcf/31ANx7770sXbqUmTNnkpiY6JTbwkDk5eVx0UUX1dfU1PywpaXl1RFFdhZxxg1hjzVCCBEcHHxfamrqho8++ijY5uPiKi0tLWRmZhISEsLKlSvH3DFxMCwWC42NjdTV1dHc3ExHRwc6nQ6DwYC/vz+RkZF4e3uj1+sdymNTUxPDTWhusVjo7u6ms7OT1tZWysvLycnJoaenB29vbwwGA6GhoQQHB7u04oLZbObQoUM888wzLF68mB/96Ec8+uijg57f/4NaX1+PoihoNBp27tzJnDlzRmQukJCQwKFDh0IuvfTSP4WFhS2oq6vbINU+lq80bpGxQwihMRqNfzv//PMv/etf/xrg6enpclyKonDq1Cmqq6uZO3duH0fA8cBisdDQ0EB9fT11dXVYLBaCgoIIDQ1l6tSp4zKni1ar7Z1HJiQkpHe/lOpcNk1NTdTU1JCbm4sQgpCQEKdEx2Yfs3jxYgDWrVvHo48+OqQzZGlpaW/4srIyoqKiSExMJDIykszMTAIDA0lJSXH5Y2AwGPj888+DNmzYcOurr76aIoS4TErZM3zIsxd3c8mKdQTpteuuu+6iJ5980n8kL2B7ezuHDx8mNDSUpKSkEVfDHcVsNlNTU0NlZSUtLS29L21ISMiIpk0YiNGe47enp6dXEOvq6vD19e11hhyqebVy5UpeeOEFkpOT+fWvf017u7qqbUhICPfddx+PPvooDQ0NPPbYY2RnZ7N+/XoyMjKoqKjgvPPO49SpU72CYmvWlpWVkZaWNuAUFc6wcePGjieffHJfbW3txVKdFOuryUR3Ck2GDdCFhYX957777msdaadlSUmJ3Lp1ax8HvLHEbDbLsrIymZGRIbdu3Sqzs7NlQ0PDmHe+juXokqIosrm5Webk5Mht27bJvXv3ypKSkgHtXA4fPizT09Pl7Nmz5WWXXSYbGhpccoa0p7m5WW7fvl3m5eWNuByffPLJjrCwsF2AXk6CZ30itq98TUYI4WE0Gj+66667ljz44IO+rsZjNps5duwYiqIwd+7cMV/Vsb29naKiImpqaggPDyc6OhqDwTBu8+uO52oFtv6cyspKQkJCeifeGkssFgvZ2dl0dXWRlpY2os7qZ599tvuXv/xlVm1t7WopZfsoZvOM4CstMkIIXXh4+EdXXnnluY899pjGz8/PpXja2to4ePAgcXFxTJ06dcxedEVRqKqqoqioCIDY2FgiIyPHrTlmz0QsiSKlpLq6mqKiIsxmM7GxsURHR4/p9VdUVHDy5EnS0tJc7lfr6uri4Ycfli+88MLhmpqaFVLKzlHO5uRmoqtSE7UB2rCwsP889NBDbU1NTXLLli0u2a5UV1fLrVu3ysbGRqfDOorFYpFFRUVy69at8tixY5PCxmaijfHa29vl8ePH5ZYtW2R+fv6IjeqGorW1VW7btk2WlZU5Hbazs1Nu3bpV1tbWymeffbYrLCzsC8BLToJ3YLy2Cc/AhFw0aIxG45v33Xdf7yQkzgqNoigyLy9P7tq1a8ysds1msywsLOydM2UyWQdPtMjYMJlM8sSJE2Pin9Q/nb1798rjx4873E9jLzA2nnrqqY6wsLCtgIecBO/CeGwTnoFxv2AQRqPx7z/60Y9a+j8sjgqNoigyMzNTHjp0SI6Wq0H/+IuKiia10+RkERkbPT098tSpU3LLli0yLy9vzO5LVlaW3L9//7A1p4EExsbGjRvbw8LCPsLq7nK2bxOegfHeQkJCHrj++uubB/saDSc0PT09cu/evTI3N3dMRnBqa2vl9u3bZVZW1qQUFxvjLTKxsbFy1qxZcu7cuTI9PV1Kqc5ad/7558uEhAR5/vnny4aGBmk2m2Vubq587bXX5CWXXCKTkpLk//73v1HNS0FBgdy1a5fs7u4e8PhQAmNjw4YNrWFhYX+Sk+CdGOttwjMwnpuXl9fX0tPTGwZ7OGwMJjTd3d1y586dsri4eMjwrtDe3i4zMjLOCL8mKSdGZPq/tIM5QmZnZ8vly5fLjIwM+fnnn8slS5aMep9NZWWl3LZt22nz/jgiMFKq/Wxr165tDAgI+I6cBO/GWG4TnoFxu1BInjp1ak1NTU3/+z0g/YWms7NTbt++XVZWVjoU3lEsFos8ceKE3LZtm6yurh7VuMeSySAywzlCSqnWdjZv3iw/+eSTURea2tpauXXr1t75hR0VGButra0yMTGxHlgoJ8E7MlbbV2IIWwgRaDQaj3z66aexc+bMcThcc3Mzhw4dYs6cORw7doxZs2YRGho6avlqbW3lyJEjGI3GUXHQGy2klJhMJrq6usDtEEQAACAASURBVOjq6qK7u7uPE6TNByoxMbHXeVKr1eLp6Yler0ev1+Pl5TWqQ/nx8fEEBQUhhOD222/ntttuIzAw0CFHyFtuuYVLLrmEkJCQEfsn9aepqYnDhw+7/IwUFhayfPnyysrKygVSyopRy9gk4qz3XRJCaMPCwj7atGlTtDMCAxAQEEBqaiq7d+8mLS1t1ARGSkl+fj7l5eXMmzdv3P2abCiKQltbGy0tLb1bV1cXQK9geHt74+npiVar7fXI1uv1NDc34+/vj8ViQVEUzGYz7e3tfYQJVE9umxOm7a8rfkFffPEFUVFR1NTUsHbtWlJSUgY9d6APp5SS9PR0jhw5QkhICMnJyaMi6oGBgcyaNYvdu3czb948p5+R+Ph4Xn311fBvfvObnwoh0qWUXSPO1CTjrBeZsLCwP992222z161bN+S1vrm/lCXTQpga4tO7r6uri+PHjzNnzhxOnTpFYGAgrhrs2ejo6ODQoUO9XtnjWXux1UJsPkI9PT29L39ISAjx8fHo9XqHaiCFhYUMt3idlJLu7u5eASsoKKC1tRWtVktISAghISEOO0Pa0jIajVxxxRVkZGQ47Qjp5+fH8uXLycvLY+fOnaPin9TV1UV2djZz5swhLy+P4OBgfH2dMxxfs2aN5le/+tW0hx566A0hxOXybGteTHR7bSy3gICA71500UWNww1nfpBZIePu+0CmP/ypPFamLgjW3d0tt2/f3tu+HonBno2qqiq5ZcuWcfNrklLKrq4uWVhYKHfv3i23bt0qjxw5IsvKykZsczOSPpnu7m5ZUVEhjx49Krdt2yZ37dol8/PzZUdHx4Dnt7W1yZaWlt7fS5culR999JHcsGFDn47fn/70p1JKKbOysuScOXNkV1eXLCgokPHx8af1xzQ3N8utW7e6ZGBno38fTFNTk9y6deug1zEcN910U1NISMgv5SR4d0ZzO2v7ZIQQS5KTkz88ePBg8FBflkMljVz33F66zeq0H35eOv7yrXlQc4qEhIQ+E0zZ+mgWLlzoVI1GSsnJkyepr68nPT191D2i+2MymSgrK6OyshJFUYiMjCQyMtLpL+xQjKZbQWdnJ5WVlX3yGxMTg16vB6CgoIArrrgCUH3E1q9fzwMPPEB9fT3f/OY3KSkpYerUqbz11lsEBwcD8Mgjj/DSSy+h0+l46qmnuPjii09Lt6enh8OHD+Pt7U1qaqpTtcquri727t17Wh9MfX09WVlZLF26FGenCunp6WH58uWNWVlZ3+7o6PjQqcCTmLNSZKxrUh/ft29f1FCTflc0dXLpn3ZR12bq3adBcmuKQmpCHJetOL0Px1mhMZlMHDp0CIPBQEpKypg1j6SUNDQ0UFRURGtrK1OmTCEqKgpvb+8xSW+sfJe6u7upqKigtLQUb29vYmNjCQsLGzN/MCkleXl51NTUkJ6e3itsQzGYwNiorq7m1KlTLF261On+p7q6OtLS0mrKysrmSSkrnQo8STkrRSYiIuKtxx577LIbbrhhUNfZrh4LV23eTXZFi91eybp4hWaT4LMKDb+4ZCa3rIg/LayjQtPe3s7+/ftJSkoatv/CVSwWC6WlpRQXF+Pn50dcXBzBwcFj7o09Hg6STU1NFBUV0dTUxJQpU4iNjR0z7/ba2lqysrKYP3/+kB3xwwmMjaKiImpra1mwYIHT9+Ljjz9Wbrzxxi+qq6tXy7PgBT3rREav139t+fLl//jss8+Chrq5P3njCP8+XN5n35pIhQhvyesFGmyL9d2+ahr3XZxy2oMynNDYhjbT0tIIDAwc+YX1w2KxUFxcTHFxMVFRUcTHxztdPR8J4+mF3dPTQ3FxMaWlpURHRxMfHz8mS8e0tbVx4MCBQQXEUYGxcfz4caSUpKamOp2X66+/vvn999+/u6Wl5SWnA08yziqREUIERERE5Bw+fDhyqMm6X9lTxC/fy+6zLyVA4bxoyeYcDYrsKyhXpkXz+3Vz8ND2beoMJjQ1NTUcP36chQsXjmo/CKjiUlhYSGlpKTExMcTFxU3IWk0TMdVDf2GdPn36qNdsurq6yMjIICEhoU/t01mBAbUptn//fqKiooiJiXEqHy0tLaSmptZam01ntP3M5LD+GiXCw8NffPzxx0OHEpis8mYe/iCnz75QveQbsQp/O3m6wAD863A5t758gA6Tuc/+gIAA5s+fz/79+2lrU5fnLisr48SJEyxdunRUBUZKSWVlJTt37kRRFFauXEliYuJXajE4rVbLtGnTWLVqFR4eHuzcuZPS0tIB7WJcRa/Xs3TpUoqKiigsLARcExhQ12WfP38++fn5fYwGHcFgMPDiiy+GhIeHvyHGayayMeKsERm9Xn/J7Nmzz/3Wt7416FvX1m3m+68ewmT5cgJ5D43khkQLr+ZpaTcPfi+3n6zluuf2Ut/Wd6pWe6E5deoUJSUlLFmyZFRHkFpaWtizZw9VVVUsWbKEpKSkMZ95b6KxWCykpaVxySVfB+hdFTIxMZGLLrqIoKAgli9fTlNTE6+//jrnnHPOiFeFtOHh4cHixYupq6sjNzfXJYGxodPpWLBgAUeOHMFkMg0fwI4LLrhAs3bt2tkGg+FmpxOeRJwVIiOECAwKCnr+lVdeGbIf5lfvZVNU39Fn39XxCl9UaSjvGP5jkVnWzLq/7KG0oW8cAQEBxMTEcOLECVJTU0etdqEoCjk5OWRmZjJjxgzS0tIcGv04G3j66adJSZlBRlE9D/z7GPf/+uHeib/PO+88Hn300V5L5BdffJGHH36YF198kR//+MdYLJYRp6/VaklNTSU/P793QnZX8fX1JSUlhUOHDjld69q0aVOAwWDYKISIdjkDE8xZITLh4eEv/eEPfxiymfTRsUreOVTWZ9+iMAUB7Kt1vDZaWNfOlZt3k13R3LuvsrKS6upqli5dyqFDh3qbTiOhubmZnTt3otPpWLFixaj620x2ysrK+PDDD5l7/pW0d1v4574SXvrnW5SELKCssYMbb7yRd999F4D33nuP8847j+XLlxMTE8M999zDrl27RpwHW9/MwoULaW9vp7i4eETxRURE4O/vT15enlPhDAYDL730Uoh1ve0zstl0xouMXq//+ty5c9esX79+0OpDXVs3D7yb1WdfqF6yKkLhrcIvR5Icpba1m2uf3cvuvLpem4jFixcTEhJyWh+NsyiKwokTJzh69ChpaWkkJiaO2+Tgk4Uf//jHPPbYY3yUXdW7z9zexH/zuzn3j9t56VAj1TU1AJSXlzNlyhSEEMTFxXHkyBEaGhrIyspyuUZj3wdjNBpZuHAh5eXlfVwVXGHGjBlUVVXR2NjoVLi1a9dqLrzwwlSDwXDriDIwQZzRDXshhKfRaNz88ssvD9lMevC9LBra+xrcXTfdwhsFWkyKay9wa7eZX721j+/P8+Li81b1NpHs+2ictQzu7u7m4MGDBAcHs3z58gnzyrZYLL3Ojrala00mU68Xdk1NDSaTiYMHD/YuX+vp6dm7AqVer8fX19elfqMPPvgAo9GIzjidE1WfnHbcZFZ4fmchbV1m3thf0rukro3Ozk4URcHb25vdu3eTnp6Oj4/PafEMxkCdvFqtlkWLFrF37148PDxcXmZYo9GQlpbGgQMHWLFihVPls2nTpoDPP//8t0KIN6SULcOHmDyc0SITEBBw13e/+92goW76/7Kq+O+xqj77zo+WnGjSUNrueg0hyFNyRayFX++VNBjKuWn5l0Z7rghNY2MjR44cYebMmYSHh7ucL2exWCw0NTVRX19PS0sLbW1tCCHw8/Prs461zQNbo9GQmJjI/v37SUxM7F0L22Qy0dnZSX19PZ2dnbS3t6MoCj4+PgQEBBAcHExwcPCwFrBffPEF77//Pv94613aOzuR3Z3U/ecPaH0DMbc1oPMLxtzWgPAJ4GfvHMOvXMEnJ4/rreFtzpDTp08nKCiIffv2MWvWLMLCwoYti6FGkXQ6HYsWLWL37t34+Pi47FhpM5i0Od46ir+/P/fff3/Ab37zmweBDS4lPkGcsXYyQgi/iIiIvJMnT4b7+/sPeE5rVw/nP7Gd6pYvR4QifSTfjLfwTLYWxclmkg0vjeSuVAvvFGopblPj+N7q6fzsouQ+TRtHLYOLioooKSkhPT191O1qBqK1tZXKykpqa2vp6ekhKCiIkJAQAgIC8PX1dagG5YidjJSS9vZ2WlpaqK+vp6GhAa1WS2hoKJGRkYOuE1XR1Mmqx7bSVpRJS8a/Ma77FY1bX0Lj7U/Akqtp3vsWSmcrQefcjKm2mPoP/sDjr3zAJdP1rF17fp9VIbu6ujh48CBhYWFDNj0dHaZubW3l4MGDLF261OURRCkle/fuJTEx0akO5Z6eHhITE+uKi4tTpZQ1LiU+AZyxNZnQ0ND777333oDBBAbgiU9P9hEYDarAvFnousAIJDckKmyt0PQKDMBftudT09rFY1fNQWc12huuRiOlJCcnh46ODpYvX+7y+suO0NbWRllZGdXV1ej1eiIjIx321XEVW43Iz8+v17Ctu7ub2tpaTp48SXt7O0ajkZiYmD41g7/tLsKs9P34GZaso+69R2k7+gk6Qxihl/0cAM+wWHySV3DPNefxCy9PXn1xc59ytNm9HDt2jMzMTObMmXOaiDpjB+Pv78/MmTPZv3+/S75JtnKZO3cuGRkZrFy50uE4PDw82LhxY9BPfvKTx4EbnU54gjgjazJCiNApU6Ycz8vLCxvMlD63qoVL/m8XFruHdU2kgrdW8lGZ6y/zpbEWTBbB/8oG/tqvTgpj8/Xz8fH8Ur8HqtEoisKRI0fw9PQkNTV1TDp3+y8GN3Xq1GHXlnaU0bD4ta3dXVpaSk9PD7GxsRhCjKx4bButXebhI+jH989JYMOFyQMek1Jy6tQpGhsbWbBgQZ+ajit2MIWFhTQ2NpKWlubyvSsoKKCzs9MptwNFUUhNTa3Lzc1dLKUscCnhceaMHF0yGo0bH3nkkcChfHWOljaj1Xx58wM8JQtCFT4pd/2SU4MUjHr4X9kwRnvP7+vT0dzfMthsNpORkYHBYGDWrFmjLjBms5m8vDy2b99OY2Mjc+bMYdmyZcTExEwqC2GdTkdUVBSLFy8mPT2d9vZ2PtuyjWWhJry1zn385k8N5MfnJw56XAhBUlISERER7Nmzp3d6UVcN7eLj4xFCUFJS4lS4/nE0NDTQ0uJ4P65Go+Hpp58OiYiIeMblhMeZM64mI4SITUxMPJCbmxs6XN9BcX07D3+Qw2c51dyQaCGjVpDb5JrIBHhKbkuxsOm4lo4hLINtxIf68vebFzEl+MuRjebmZg4ePIhOpyM+Pp4pU6a4lJfB6OnpobCwsHdYNy4ubswsg8fCd8miSM774xaitB0sj1A43ijYWqkZtrz99Tr++8OVfcp6KKqqqsjNzUVKyezZs102tDObzezatYv09HSGarYPRWNjIzk5OSxdutSpj83ixYvrMzIyzpNSZrqU8DhyxtVkIiIinn7qqaeCHemcjA3x5YUbF/DXa1MI9Na5LDACybemK/y7aPgH3sZARnt+fn7odDo6OztH1bhOSklJSQm7du1Cp9OxatUqEhISzjjXg0+yqyiq72J3jYY/HtNS1yX4/kwLKyMUNGLwj+HvrpjtsMCAOi9vT08PwIjmV9bpdKSlpXH48GGXbXKCgoLw9fWlosI5H8hNmzaFREREPOtSouPMGSUyQohZUVFRyy+++GKH8y2lRNtSzq3fWMVDl6US6ON8c+H8aElRG+S1OFdc9kZ7iqJw4MABpk6dypIlS0ZksGdPQ0MDu3btoqWlhRUrVjBt2rQx7UAeTbq6uli0aBFz584lNTWVu+97AABLZyuVr/2Sfz1yOz//1SP4YOInsywkByg073mT8me/S/nzt9NZcJBrFkzhG3Mdn6vH1kRKS0sjOTmZjIwMzGbn+39s2FxKjh8/7nIcKSkpnDp1yimhWrBgAfPmzUsUQqx2OeFx4oxqLkVFRW1955131ixdutThMKWlpTQ3NzNr1iwAmjpMPPHpSV7dV3LaCMZATPWVXBZnYdNIhry1gsfP8SM1Pprp06cDrk/lacNisZCTk0NzczNz5sxxubruKqPRXLINcfv5+ZGRX8PKlSsJPu82Ok7u7jtc3dXGtAu+w+XRbdSfOsLH2iW0NdfT8PaD1JQW4O/t2FDyQH0wZWVlvU6trho/SinJyMggLi7OZRunkydPotFoSEhIcCrM6tWrsyorK2e7lOg4ccbUZIQQcUajMdUZgbFYLOTl5ZGUlNS7L9DHk4cum8V/f7SSFQlDt8U1SK6Kt/BGvusCA7A2yswnJ5vYUfVlcQ80TYSjNDY2snPnTnx8fFi2bNm4C8xoYRviBnhhxylQLCAEHXn78J11HgC+s86j49ReGk2Cp179iLw2HT+cK5gbH8H8WSlkHTnkUFqDdfLGxMQQHh5OZmamy1NGCCGYM2cOOTk5LteKpk+f3jvK5ihJSUnMnj07QgiR7lKi48QZIzLh4eH3/+IXvwhxJoxtcqOBRqGSwv35x62Lef6GBcSFDNyeXxUpyWkS1HS5LjALQxWM3vBhiYbf/Oc4v/9fbu8xZ4VGSnW9pqysLBYsWMC0adPOeL8mi8VC6uw5vHD7+ejj5uEVlYylvQmdnzohuM4vGKVdnYvF0lZPRnkXz+ZouWm2N5d97ULKy8uHih4YfpjaVo75+fkuX4dtPuITJ064FF6r1RIfH++0A+Uvf/nL0MjIyN+4lOg4cUaIjBDCz8PD4/LLL7/c4fzaZlGbNm3akOetnRnOJz9ZzX0Xp+Dn9WVHaZB1yPuzEQx5T/OXLI9Q+EeeBmmtCW3els89b2Zits5p46jQmM1mDhw4QHt7O8uXLx/x+k+TBa1Wy3UbXyfmzr/RXXkSU23RoOfaKhoLp4ez7uJzesMPNU+LI8PUtppITU0NVVVVA57jCHFxcU4PSdszdepUqqurnZp3ZsWKFfj7+y8SQrjmUDUOnBEiYzAYbr3zzjv9nBktKSoqctguxFOn4Xurp7Nlw2quTo9BCMlV8QrvFmswDzBTnkN59pCsi7fw15OnO2G+c6iMW//+5Ux7wwlNR0cHX3zxBREREQNarJ7JtHWbeWN/KRq9H/ops+ksONTrpwRgbmtA46vOkazzD0Hf3cjjV89FCMHnn39OUFAQu3fvHvDFdsYORqPRsGDBAnJzc13ukLeJ1dGjR11qemk0GqZNm+ZUbUYIwX333RcUFhZ2j9MJjhOTvuNXCCHCw8MLc3JyYh0d9lUUhe3bt7NixQqXjM/2ZuWx+1ge/5fp2rCkQPK9GQqflwtODjEiNXdKIH/9zkKCfdXm3ECdwbZ98+bNG7c5Zex9jtra2nqXnrV5YtumkgwICDhtDWw/Pz8MBoNDPlC1tbW8tr+cJ3aUo/R0U/PmLzEsXkd3adaAfkrmumL0X/yZ7CMHqaio6J3EqqOjgwMHDjBnzhxCQtQWtauGdk1NTRw9enREbh7Z2dn4+fkx1HI8g+HKs9vd3U1cXFx1VVXVVCmlc9PvjQNngiHFihUrVvg784KVlZURERHhksBIKemuL+eOy1czfUYDj36US2Wzc8sTnxslKW1nSIEByCxtYt3m3bxsNdrr7+vU1dVFVlaWyyNQjiKlpLGxkbq6Ourq6uju7sbX17d37eqQkJA+a2ILIdi2bRurV6/u9cC2TQvR1tZGRUUF7e3teHh49M4qFxwcfJrolJVXcP+tV2Mym0Eq+KSsxCdhEV7RKQP6Kf1g3bmY4xuZOXMmOp2OTZs2odVq8ff3Z8mSJWRkZJCUlERQUJDLlryBgYFER0eTk5PTOyLpLElJSezatYuYmBinhUqj0TB16lSKiopITBzcgtkeLy8vrr76au/NmzdfCrztQpbHlElfk4mOjv7gzTffvGT58uUOnS+lZMeOHS7Ps1tSUkJra2uvP0mnycLm7fk8tyOfrh5lmNAw1U9yeayFPx3XDjgp+UAY/b34202LmBmlOgk2NzeTkZGBTqdj6dKlY+LEaFsMrry8nPr6egIDAwkLC+sVlOFwZAi7u7ub+vp6amtraWhoICgoiKioqN7F2j48Wsldrzo2OpRo9CPM34snr5lHuGHg8jCZTOzdu5fu7m7S0tJctuSVUrJv3z7i4+NdHpLOy8tDSumwUNhjNpvZuXMnq1evdrhpfPLkSc4555wD5eXlC51OcIyZ1I17IUSQl5fXomXLljkcpq6uDoPB4JLAWCwW8vPz+zwY3p5a7l6bxOf3rOHrcyKHDK8Tqpf3P/McFxiAmtZurnl2D7vz6wD1IdNoNCiKMiJDsYHo6ekhPz+f7du3U1xcTEREBKtXryYtLY2YmJhRXXHSy8uLqKgo5s6dy5o1a5gyZQqVlZVs27aNkydP8o/djvU9+Hlqaes2szu/nkv+bxcHihoGPM82t41Wqx3RPL9CCNLS0jh+/LhTQ8r2xMfHU1ZW5lJ4nU5HeHi4U1bASUlJGI3GOCFEnNMJjjGTWmQMBsNNd955p8GZYdqCgoJhR5QGo6ioiOjo6AGHvKMDvfnT+vm8eftSZkUPPGHR2miF/bUa6rud7yxu7TbznZf285/9pzh27BjLli1jwYIFo2YZbDKZyM3N7Z3/dtmyZcyfPx+j0TguHclCCEJCQpg7dy4rVqygsrWH5f4NXDrVgr/H0LXppAj/3iZrXVs365/fxzsH+87XbOuDmT17NitWrODEiRPU1ta6nF8vLy8SExNdtuS1Ld9y6tQpl8LHxcX1es87yoYNG4LCwsJ+4FKCY8ikFhkfH587brrpJoerJB0dHfT09Ljkj2I2mykpKRlWoBbFB/P+XSt49MrZhPp9KUZGvSQ5ULKzynW7FV+thdJTxynRROLt7T0igz0biqKQl5fHF198gV6vZ9WqVUyfPn1cV5vsj4eHB2/kdvHEMS3lHYLbUyxcGKPgoTldbBbGBnGopO+aRSaLwj1vZbJpq1oT6t/J6+npyeLFi8nOznZ5OBkgOjqajo4OGhoGrjkNx5QpU6ipqaG7u3v4k/vh4+ODp6enU+s1XXXVVVqNRnPdZJtwfNKKjBAiJiYmxmAbLXCEkpISl3r0gd4VGR0ZJtdoBNcumsrWDWu4bdU0PLRw9TSFt0cwGZanRvKdJHXe4Qf/m8djVqO9kQhNbW0tO3bswGKxsGrVKuLi4iaFX1NpQwcfZ1ejIDhYp+GJLC2dZvjxLAuzg77s94oJ8iarcnCRePzjE/zhv1kDdvJ6eXkxf/58Dh065NJLDl8OSR87duy0uYQdQaPREB8f37tInLPExcU5tUqCXq9n4cKFHsA8lxIcIyatyPj6+l6+fv16hxeRtq2wGBk5dL/JYGGLi4udFih/vQf3f20Gb3wrGZ2XD2UuzhkskHw7UWFH1Zez7f15Wz4b3lKN9pwVGrPZTGZmJvn5+SxevJjk5OQJFZfS0lLOOeccZsyYQWpqKrff9zAWRWLpbKX69V9Q+uxtvPXUgzxzuIu0UMm3Eywoh9/l0OPfJm/TrXQWHBwwXoOHxKsxn8x2/wE7eQ0GAzNnzuTAgQMuiQSoayZFRERQUODa/FAxMTFUVla61EcUFhZGQ0ODU2HXr18fEhIScq3TiY0hk1ZkAgMDb7j88ssdrtPX1tYSHBzs0vQG1dXVBAcHu9SEUBSF5upS7rpiFS/fvIgEo/NDzWsiJbVdcLCu7+14+2AZ3/37ATpNFoeFprm5mV27dhEYGMjixYtHtSPXVXQ6HX/84x/Jycnh0207+fydVzDVldCy9y30cXOJvu159HFzqdz5Fn8/peVQcT0bLk1j0Q83Ybz6NzR8uhmp9H3RDB6S76ZYeLdIy5M7q3qbTv0xGo0YjUZycnIGPO4ICQkJTvsV2dBqtURFRVFWVjb8yf0QQhAZGUllZaXDYS6++GLh4eFxldOJjSGTUmSEEH5eXl5x8fHxw59spayszOVJoPLz80fUWWzzj1qdFMb/frSSB78+E4PeMbGb4iuZE6zwYcnAt2LriVque34vje2mYYWmtLSUI0eOkJ6eTmxs7KTxa4qMjGT+/PkAfJjThDY4Bktr/YCOkAAFR/by9P+Oclm84NwUI7rASEyVJ3vjsxeY/FaBr6eW2dGD98MlJCTQ0tJCTY1rc2+76ldkw9aJ64q5SExMjFMCFRgYSFRUlGEyrTg5KUVGo9GsveKKKxw2DrFYLDQ3N7tkEdvc3IxOp3PJ2M1sNlNcXNw7fQOATqvh5hXxbP/pOVy/ZGqfKUD746WRXDPNwj/ztViGGPI+UtrEVZt3U9rQMaDQSCnJzc2lsrKS5cuXT1qvbIsi+cuHezFVFwzqCBni60ldTSXN+PGn41qifSS3XHcllrZ64HSBCfXz5LXblrAqafAlT2xD0tnZ2S73z9j8irq6nDPMBLV/KCAgwKXRLj8/P0wmk1P+TN/61rcCvL29L3c6sTFiUopMZGTkTVdffbXDb0pNTQ1Go9GlL3dxcTHO1Jjsyc/PJzY2dsAmWpCvJ7+9fDYf/nAFy6YP3Hl9yVSFXdUa6hzw8i6oa+eqzbs5XtHSR2haWlrIzMzEZDKxcOHCST0b3r8y8sh6+UGCz/suGq+BPd8jA/S9Ro8WKXi9QENLeye3r0ki2FPpIzBTg314+3vLmBMzfNedXq9nxowZHDt2zKW829abcnVIOj4+3uWlbqOiopyymbn88ss9g4ODJ81qBpNOZIQQWkVRFi9c6LjhYkVFRe+SG86gKAr19fUOLfzVH4vFQkVFxbCdxSkRBl797hL+cv18pgR/2T8y1VcS6QN7a5w02ntuD3vy6wkICCAtLY1du3ah0WiYPXv2pGkeDURPTw933XQ9vjPX4JOsGlf2d4T0DQwhq6IFnX8IlhbbV1/w1vsfUdRk5t65Cu8Xa8hvFaRGGXjnjmXEhTq+TlVERARSSqqrq126hqioMCA0uQAAIABJREFUKOrr652qVdgwGAy9JhaupOuMyEybNg1PT884IcTYL+LlAJNOZIDFq1at0jpqIKYoCi0tLQQGOjwQ1Ut1dXWvibuz2FYqdHTU5qJZkXx292p+emEy/p4aroy38FaB8+twt3aZufGvGXx4tKK3P6i+vp729nanr8FVpJRO9S9IKbn8muvp8o3AsOiK3v0+CYtpz/ocAO/CnWjj1Q+Ld8Ji2nN2IM099DRVYWmqYMG0EPbVCFZGSFYmhPDG7UsJ83feqnvWrFkuTy4lhCA2NtZpIzlb2KioKIfmv+mPj48PPT09TgmUtbthrdOJjQGTzncpIiJi03PPPXfnpZde6tD5dXV1lJeXM3fuXKfTysjIIDk52WnjvZH6Rx3NOcm24xU8eaAdV4v/kikWViWG8M21y2hpaRnRVJ4DIaWkqamJhoYGWltbe5dyAbUfC76chFur1eLn54e/vz9BQUEEBQX1sSLetWsXK1euxCMsDqyCHrTqBjyjkql771GU1jq8g8Lxv+RetN5qK7l59xu0HfsUjUbLzbfczMmAReS3Cr6f7su50wNIS5s3ovWOTCYTKSkpTod1xa/IRmdnJ4cOHcJRPzx7cnNz8ff3Jzrasf7cvXv3sm7duvfLysouczqxUWbSiUxkZGRhfn5+nKOLpGdnZxMaGuq0I5vJZGLPnj2sXu38PMw1NTVUVFQwb57zNk+2h3TFihVkV7Xzm/9kc7jEcatOgPRQhXkhkpdOaLjznAR+emHKiOcMBrVWaFtsra2tjYCAAEJCQvD398ff37+PV7u9g6TZbKatrY3W1lbq6+tpbGzEx8eHmJgYIiIiqGjuZvXjWxlsSuX02CAOFjeetr9/J+/Ny+P5xSUpZGZmYjAY+nS4O3udO3bscHmp2ZycHPz8/Fwazdy9ezfz5s3D0efbRmNjI4WFhb2jdMOhKArR0dHVVVVVkXKCX/JJ1UsohPCfMWOGjzM3oK6ujuTkgVcNHIrKykqX+nFAHbZ2JU1Qv6JTp07Fw8ODeVMC+dcdy3j3SDm//+gEVS3Dj1xE+0hWRShsOq5FIti0NZ+alm42Xjl7yCVxh8JkMpGfn09VVRWhoaEkJSUNuk71QOh0OgIDAwkMDGTKlClIKWlra6O0tJSTJ0+S16LBVydp7Tk9vvTYwGEFpqBN8POLU7h9tSoqc+fOZc+ePRgMBpf602wTdp88eZLZs52fgzsuLo6DBw+6JDLR0dGUl5c77Z0dGBhIc3MzUkqH7ou1o1pUVVXFAa6ZHI8Sk61PZt7ixYsdFr7u7m50Op1LIyo1NTUuufGbTCY6Oztd8o8ymUyUl5cTFxfXu08IwRVpMWzZsJofnJuAl27wW+KpkVw73cI/8vrOtvfWwTJue+Ugnt5+TlsG5+bm8sUXX+Dj48OqVauYPXs2AQEBI+pEFkL0rhk9b9EythS0cVuKhUtjLfjovvyoxgR5k1PZelp4e4Ep6dDwx6vn9goMqC9Qeno6WVlZLg9JR0dH09jYSEdHh9Nhvb290Wg0LvWDRUREuNTxbJt0vbX19PIajFWrVvkCEz7J+KQSGT8/vyUrV650uAe3trbWpTlDFEWhra3NJXuS8vJyh9vF/SkuLh7Uf8jHU8c9FyTz2d2r+drsgadrvTJOdT2oHWDIe0tuDdc9vxdF5+2Q0NTU1LBr1y68vLxYvXo1sbGxY+J68OaBMvZUwxPHtFS2q4u1zQ1W8NAI9DotHabBLXkru3W8cONCrpwfc1q8er2emTNncuTIEZeM3IQQJCQkuOwuMGXKFJeseL28vFAUxaVRprCw/2fvu8PjqO6139mquqq76s1Ws6wuWbLlgjEQCCEQShICCd25EAKk3lySfAlfQkI+LjcJJHRCaDEQwCG0UC3bkizJVrHVe1mtpF2tVtrV9jJzvj+kldU1c1S8Jvd9Hj3Iy8ye2dWcd371/SkF1drs2rUrMCoq6pzPZfIpkgkNDT1QXFzM+5oMBgOENFB6MTExgfDwcKqn9fDwMOLjF9/0q4HjOF5VyQnhAXjixiK8enAntsWclZRIU3AIlAKn9KsU7T11AmZOuizRsCyL06dPo7+/H6WlpUhJSdkwqQcPy+HFEwMAAAIGp8ZF+HObGNlhBPfkijBkmP9UnkswRk6OVw/uxAUrFNlFRUVBLpdTZWyA6UpkvV5PteG95f40BCeULLyIiIgQ1BFeVFQEiUQiPMq8zvApkvF4PNu3bdvG+3ij0UhV5avT6aBSqQSfZ7VaIRaLqZTqhoeHERUVxdu127U1Au/fswe/uTobqiAprkri8Fb/6invPv100d6onVlENHa7HSdOnIBCoUBJScmG9DXddtttUKlUyM7OxgctWoyYHLONkMPPHET/K/8HdRNSHNO4cfd2FrK29zH89EGMPvsf2OOqw9sDYrilgXjzrjLkJaxu1GZlZaG7u5uqdoVhGCQmJkKtVgs+VyKRIDg4GJOTi+NJqyEqKorKZQoKCoLFYuFNbDN1QbHnWvrBZ0iGYZigkJAQP766vG63GyKRiMrEHx8fpwoY6nQ6REfTTZ4YGBgQXFksEjG4sTQJz12TCHFwJKwsvz+XbsqJrz5VjXaDZ5ZoxsbGUFNTg23btm3ovKZbbrkFH374IQDguYppV2RuI2RYWiFOv/cC6sdF+FuDHnd/IRsX/vBx3P/zX+Cvzz4NWUAQ3rxrF1J4FtnJZDKkpqZSzztKTEzE0NAQlUUSExNDRRZhYWGYnJwUvCbDMAgICBAUR0pJSWEAJAq8xHWFz5AMgPySkhLe12MymagK8FwuF8RiMXW3Nk2w2GKxQCKRUFkOLpcLBt0ovv2lnfjXffuwP4MfOZodHtz0/ElUqW3IzMxEbW0tMjMzqXVv+WLfvn0IDw+H3c2iSTNdTzO3ETLrgisw0VYFAOiqq8AznzbjYJYIHVwMQmOS8KNCMVTBwizF+Ph4TExMUAVxpVIpFAoFlUVC6/Z4g7g0gePQ0FBBQla+EPz1GZIJDAzcuW/fPt6+j9FopMrwGI1GKnLyeDxwOp2C6xuAtXWId3d3Y+vWrRCLxUhVBeGFW0vw11t2YIty9Se9y8Php2/Uo7qhCYWFhWuaKSQUk9az7ou3EbI0JRw9FtnsREiRzYCiGD8c6hHhihQxrjtQgkk9XeYlMzOT2ppJSEjA0NCQ4POkUinEYjFV06TXmhEKoSSza9euQJVKdU6Dvz5DMmFhYYKCviaTiYpkJicnqeI4BoOBygrwimnRuFlutxtjY2OLAs0XZqrw0ff24edf2obgFSQlJAzBzWksHj/txqstljVLefKFZtIGi3N+2X6qKhAN6rObSiElyArlUD8uQsG2rbjiQBmKi4uo3TiVSgWz2Qy73S743MjISMHiUHPXpZGQoCWZkJCQ2YprPigqKoJUKt0jeKF1hM+QjMfjyfaOIeEDs9lMlYKmDRbr9XqqYPHU1BSCg4Op3DO1Wo3ExMQlsz9SsQh37N2Coz/aj2+UJGIpRYlrUzjUjU83FP65vAcPfjyAvPz8DSeaN07NtwqkgaEwjevhZgk8lglIAkNxMJPFiEiJ9DAGv/hyFkJDQ1FbW4uAgADqlPSWLVuopC4ZhkFkZCQMBoPgc1UqFZXL5C2uEwo/Pz9BtUGxsbHgOC7uXAZ/fYJkGIYRyeVy3kFf700oNPVKCIHNZqOKjdBaQLRxHELILMmshIggOR66Jgfv3rMHpSnhs69vC+UQKAGqdPOL9n70zx5sz9k4ojHZ3Xi/Zf486aTCfeg58T4AwNP2Kfbu2oH3hsS4546b0Ff7CZxOJ/r7+/Hhhx8iJiaGynUBpjeUTqejskiioqKoLJLg4GBBBXJeSCQScBxHJQsqk8kEZdOioqIYAJszfnQJ+ATJAIhQKpW8v22r1UoVG3E4HPD39xdsknvn+dBMpPRq3QiFd+Aa3zW3x4bg9f/YhSduLERKhB+uSOTwxhIp7yMdY7jz721Iy8oRTDSEELjdbphMJng8Hrjd7kVWx8VXXIOB578P98QwNI/fjAhNJexZX4ZjoBGjzxxEiK4RKL4eP72mFN/76kX42te+hqysLFx22WV4/PHHsX37dvT29lLFOUQiEXV6OCIiAuPj41RrSiQSavkHGmvGm8rmi5l4oHDx63WCr/QuxcTHx/MmPIvFQtUESOtiTU1NQaFYetbSSnC73eA4jqoJjzZYfHlODBKYCZzSWMEyEwAWP9Ub1Ebc/EoLnvr69kW9Th6Wg0R89k/hdrsxMjICrVYLm80GqVQKi8UCp9OJkydPwuVywc/PD1FRUYiOiYHk4u8hfsedAIC4UD8Y7W6InSzSvvUbHMxkcUQnxwNf3TlbA/Ozn/0MP/vZz+ZdX2ZmJjo6OqgaUOPj49He3i64L81b/2Sz2QQ/wMLCwmA0GgU/TIKDg2G1WgVbyN72gvDw8NUPBpCUlCTDNMm0ClponeArlkxMcnIybxVvm82GwEDhejxWq5XqPFpXiTb+451NTVPN7HQ6YRjX45YvFOPID/fjK/mxWMpw69Vb8c2XmhCWmDFr0bx+So3LH6uA1emBy+VCa2srqqqq4HK5kJ2djf3792PPnj247LLLEBISgt27d+PCCy9Efn4+CCH45GgldodbESwlkIgAf5kEVic7W8l7YsIfv79p76pFdtHR0TCbzVQpXoVCAYfDQVXFGx4eTjVjiTaIGxgYSPUZAwMDBaXrk5KSAnAOLRlfIZnYpKQk3rvfbrdTxVVoSYbWkqElp8nJSYSGhlJlWryi6CKRCNEhfvjj9QV4886lq2d1U07c9HIzpKot+LC8Co+834QunQW/f+cUqqqqEBwcjAsuuABpaWkIDAxc9nr8/f2xdetWPNfjh24Tgzu3sbg6IwA9Y5ZZgjltDsajt+zjVWTHMAzS09PR1dW16rFLQalUUrk+tGShUCiohsgFBgZSxcX8/f0FZdHi4+NloaGhdEr56wCfIJnw8PAt8fHxvF03GpMWoCcZq9VK5Z5tdrCY4zjodLpFKe+ipDC8/Z0yPPLVPKgWqMlNOTy49VArPhj1wy3pLL6cyEJi1cMUnILExETeRFfbZ0Dz8BTOTIjwqSEUgawZ16WwOJjJoscThkdv3SeoyE6lUsFkMlFZJLRxGaE1KF4IrcKdex6NJSN0vdjYWAQGBv57k0xAQMAWIUPZHA4HVf8QrQXkcrmoZjLRkiFtTY5Wq112tjXDMLiuKB7lP9qPu/ZvhWyOpISbJSjvs8BM/FEWRfCPAQY/f7cTgwb+G+C5yunUcXiAFINGF/7RzyA/nEDm54//vnEPguTCwn8MwwgeB+KFN0YiFFKpFCzLCk6hi0QiwZKkwNkMk1BIpVJB8qExMTEQiUTnrLXAJ0iGYZgEISTDsiy1Kj9NZolhGMHneTweiMViqvU8Hg8VqQ0NDa0aLA6US/CTyzLx6fcvwKXbz1pLWaEciNuBY8ZQ3JzOwZ9x495XG+FmV98EA+NWfNY+bTnEhQXA43LijkwOWlksipLCoR0RThTAdBCXpsPam/GhsYKEuiJeyOVyKm0bsVhMpTcsBDExMWBZ9t87JuN2u2NoxssKAcuyVJIGtNYIbXCaNgPGcRxsNhvv2FFiRACe/lYxDt1RitzYQHwpkcPLPSJ82G3BaWsYbk1nMTJuxCMfr16q/3xVPzgClKaEY3DMiIOZLAKiUvCjq3YgPz8ffX19VBvXz88PhBCq9HBoaOimBmNpXR+hNS9eiEQi3vVAQUFBIISsj/gzBXyCZBiGCeDrxngtC6GgdXmcTidVCpo2/mM2m6mCzLSZrLLUSDy4PwLhMYmQz3w/n/SaccocgtsyOBw+2YuK7uUrWk02N96s12CrMhDdoxP4diaH2JR03H5xLoBplyArKwutrXTZ08jISKogrkKhoCqSoyUZoZW4XshkMiqLSy6XCyIniUQiPVdVvz5BMlKplLfv43a7qYriaM/b7HgMLTnRCni5XC5MTBjw9f35OPqjC3FLWTIkIgbl/VYcnwjC7Rkcfv12I8YtizcQxxH87eQgQAgkxIPb01lkZmXh2rL5mkAqlQpOp5MqOCpUqMmLtVgkNNdJSxZSqZTKkhHqDs70+Z2T0aLnnGQYhhGJxWLe1+HxeKjiMbRksdnktNkWkLfoj2EYhARI8cCV2/Hh9/Zib1okqofs+Fjrj+sSnPjlW/UYm3LA4vTA4WZhdnhQ9rvP8ELVAIrig/CVODuK8nNxcUHqkuskJSVRTVDcbItks8mCdj2JRCIolhMYGEgArL9KGQ+surkZhklgGKacYZh2hmFaGYa5b+b11xmGOT3zM8AwzOk559zPMEwPwzCdDMNcOuf1/QzD1DEM8/CcJcQSiYR3WJ6WZNxuN9WmXws5baZ7RlsFPTY2hoXxsFRVMJ78ZhFKU8Ix5hTjnxoZ8v0M+PmbdXi1Vo3/eLke2ikH4sICkB4px+4QIwa5cOzIXH6aZlRUFFUjoVwup2oxoI11rIUsNnM9oSQz86BccuMwDHMfwzAtM/v7ezOvhTMM8wnDMN0z/w2bc/x/z+xjXhISfCwID4AfEkK2AdgJ4G6GYbIIIV8nhOQTQvIBvAXg8MwFZAG4HsB2AJcBeIJhGK983V0A9gIQMwzjnawlEUIyHMdRBXC92R6h2Gz3jPY8juMEfz5CCOx2+5JuXZPGiA6tGTqTA0HBCryjkaE02Ai1zoDriuKhCpZjm0qOC8JMOKKTY8gmhsW5/BPZ+5mEZlK8mT3atLJQrMWS2QyLxAuhn2/mwbyIZBiGyQZwEEAJgDwAVzAMkwbgvwB8RghJA/DZzL8xZ9/uA3A3r2td7QBCyCghpGHmdzOAdgCzcv0zwaSvAXh15qWrALxGCHESQvoB9Mx8AO96BACHs517EiGWCd+5M+sFQsimkhoNWdDC5XItazWVbY1E3c8vxnMzAllWIsMgVLgw0oILtyoQLBfj4ggzJuVRGPfIEBXiB7tr5XS30HJ4LyQSCVVnNQ1oU8q0pEYLkUgkqMZGKpUyWNqS2QaghhBiI4R4ABwDcDWm9/GLM8e8COArM7+LMb1/CXjOWBa0exiGSQZQAKB2zst7AegIId0z/44DMLdXX4OzpPQcgBMARISQ9pnXBJPMRqnrrzc2iwxpM26ruWZSsQgXpCvx0DW5yI0Pwa5tCSgqLER1dTXMZjOys7NxQc4WhPpL8csrshAdsnKBJG0tCe3TngbnWHObN4Rad8tZMgBaAOxjGCaCYZgAAJcDSAAQRQgZBaYNDQCqmd9bAQQAqATwJK9r5XuhDMMEYZrlfkMIOTzn9ScB9BBC/mfm348DqCaEvDLz778A+IAQ8tYy7xuel5en/uMf/8gr2umVGBBauetyuUAIERzvcDgcEIvFgl0Yq9U6OwRMCGjqZAghVK0PLMvykhT1cASaSRsiAuUIkothNptBCEFQUBBcLKC3OBEb6g/JUspZc2C32yGVSgXH1D5P3+VCbNZ9+eCDDzo+++yzwjkP91kwDHM7pl0fC4A2AHYAtxJCQuccM0kIodOk8ZZDr/QDQArgIwA/WPC6BIAOQPyc1+4HcP+cf38EYNcK763Izc3VEZ4wGAzkzJkzfA+fhVqtJt3d3YLPa21tJTod78ubRU1NDbHZbILPKy8vF3wO7Xk2m41UV1eveIyH5cgT5d3k8kePkV+/3UDKy8vJ+Pg4+fTTT8mRI0fIY/9qIlf+qYI8Xt5N+vSWFd+roaGBTE5OCr7OiooK4nK5BJ9H852wLEuOHTsm+Dyj0UgaGhoEn0d7X3Z0dJCRkRHex3/hC1/QAUglq+/13wL4DoBOADEzr8UA6Fzt3OV++GSXGAB/AdBOCPn9gv99MYAOQsjcuvF3AFzPMIycYZgUAGkATq6whMftXmJI8vLXQ9XvsRYQCl9bLBZTxRE28/P5+fmtWokrFjFoHjaBc7sR6xrBGUswhmwiuDmg1RWBIPMgWJcDn7bpcOEjR/HFRyvgcC/9uS0WC1V6njajSAOWZaliYmSTY4VCXeSZDNaSPifDMKqZ/yYCuAbT8dV3ANw8c8jNAP5Je618/nK7AXwLQPOcNPVPCSEfYDqL9OrcgwkhrQzD/B3TZpcHwN2EkJV2m0eIvy004OUF7aanzRrQpia96wk1n73kJMSlYBgGUql0xdiM2mDD6QE9bkvzoMEcjPFJF8oHW3FllAP+UUGo0ShwdfwUXu51IzM6GNlxCvhJF29SlmWp1QVpNjDNgwGY3oybmRWkJTWhf+uZPbbcRnuLYZgIAG5M79dJhmF+B+DvM66UGsBXBV/kDFYlGUJIJZaJIhNCblnm9d8A+A3Pa/B4PB7edxBtpoGWLNZS/0BbLk5TK+MtPhMag4iKioJWq0VS0tI1LjLGg9vSPDim90O91oYr8kJRlhoJsbYdB0oSESCXoKJ1EDduMeIttQNv1ZvBAPjxpZlQzpGVoJ1bTluntNn1TWshJ5rKcKHWndvtJpgmkUUghOxd4jUDgIsEX9gSOOdpGkIIx3Ec78cObaZhs8mCdj3asnavJKNQxMXFLTtBsU87iXc+OY63BkTot4hwWU4MHr4uD1/Jj0OwnwSBcgm+UZKIB67dgX+oZbg6wYncKDn+XqfBhY8cxVPHeuHyTFudg4ODVDPEzWYzVZEhbeX0WshiM8lJKMk4HA4GgPDU3jrgnJMMALjdbt6sQdvCT1tkRUsWtJIBtOXw4eHhVCM9AgIC4O/vv6gJsWlAj4+PVuK1HiAwOBSaSTvu2LO07pFK4YcffTkfL3YxuCzKhp3xAbA4PfjdvzpwyR+O4aPGPnAcRzVUz2Aw8NaynQtaklmL5tBmkpNQkpnR1xGuWr4O8AmS4TjOwXcj08ZkaGMktLUdtGRBO2KDtpEQmBbubm1tnXVDKzpGUHmiGn/vZRAaFoa6wUmUbY1AVuzyvVEHMqNwaUEKXuoW4YIIM/alTFsfaoMVrS3NONTJoksn/HPp9XqqueW0bRa05ETbDkJLTkLdQbfb7SG0gao1widIRiqVarVa7eoHgr5YijbwS+u+0JIM7ZgMb80ErfWUlJSE5uZmvFs/gDMNdXizXwS7yB9d2mliuGNvyqrv819fzERoSAhe7hZhZ7ARB7YG44sJHLpNDN7tMOHyRyvwy3+2wGjjR/Zutxsej4dKBdGrkywUa5FopXXPaCwZIcJtdrsdhBDhN/E6wSdIhhCiGR0d5X28EMEeL7zkJJTMxWIxteVE45551fRo4k7e+AoNkpOT0aU1YbL3DA73M1BbRQj2k8DiYrFFGYgLM1Yf9yGXiPGnGwpg9EjwSo8Y+0ImkaOU4EPN9G3m4QherB7E/keO4sUTA2BXCcWNjIwsat7kA0IInE4nFTmtZaYXzXqbkZ7XarWQSCT8nuIbAJ8gGYfD0S+EZGhdGNrz1uJq0VgWYWFhVK5PXFwcRkZGqNK3v/+wFTqDERobg6JIguKkUHTpppX0b9+TwtuC3KoMwgNXZCE/goPeAXAeN67KjoR4TjWw0ebGL99pxeWPVqCqZ3lBqqGhoVUnaC4Fk8lEJXvBsiwYhqGaTApsvrQrX4yOjoIQQvf0WQf4BMkYDIae4eFh3ubCZrswtOfRClrTqu1LJBKEhoYKGrfqYTnc/0Y9ZBO9+MeAGM90iCCW+WFXoB6JQQRhAVJcW8g/KzQ1NYVYlxppqmA80SZG5WQwvhRjwxNfy4KfdP7t1qkz48bnanHwpbpFouWTk5OQSqVU1gHt1E6TyUTlYtEGi2klWoWuNzIyApvN1id4oXWCT5AMIWRkcHCQ9y5eC8nQzLkJDg6mmqtDO8cnIiICBoOByiJJS0tDV1cXr3PtLhbffbkWsS4N/jEgRp+ZQWiADJ9oGPytR4zL4jn8uEAEo0G/onvKcRz0ej1OnjyJ5uZmZGdn4/Yv78H1JYl46ra9KCkugmyyHy98KxehAYuDnJ+06XDJ74/jd//qgMU57SZ2dnYiIyND8OcH6EmGNo4zNTVFpctMG8cRqro4PDzsmZiY6BW80DrBV8bUjg4MDDjAUx7Q39+fatMHBQVRpXnDwsIwNDS0bMHaSuf19gr/24rFYgQGBlI9WQMDA6FQKKDValeMZ0xaXfjOS7UoU0zMEgwAJIUH4IzGBIDBC91SfHxpHvR6LTo6OiCVShEYGDgrJHXmzBlYrVY4nU6Eh4cjLS1tns7wQ9dM6/zCPwSFhYVoaGjAKzfl4duvtmDENF+IysVyeOpYL95q0OAn++OQIGGorQqGYagyPRMTE1TERjtfi7bNQijJzDzA+ccj1hk+QzJDQ0O83aWgoCCMjIwIXiQwMJBKAjIkJATNzc2Cz5PL5WBZlqrkPCEhARqNhmqjZWRkoLq6GpGRkUuuq5m04c4Xa3Cp0jyPYEpSwnGy/2ws6Mr8WCTHKIGY6RSyy+WC1WqFy+Wale0MDAyETCZbNa4QEnKWaA7dko9vv9YyG/OZiwmLA8P9XfinJRSS6AkUJQmrkRkaGqIq+uM4DhaLhcoiMRqNSE5OFnyexWKhulaLxSIoID44OOjCOSQZn3CXAIzpdDre1xIUFLSpsRVvkI0m46NUKqlkJ1UqFfR6PVVmy8/PD1u2bEF7+6KufrSPTuGmZyoXEUxKZCAa1fNdu9v3zE9by2QyhIWFISoqClKpFOHh4ZDL5bwDl16i6e9owovfzMOO5MVP/4tiCZonRKgYsODaJ6tx32uNGDXxC54TQjAyMoLY2Fhex8+F1xqh6ZFyOBxUMRmTyeQV+BYEoVXQarWa4N+dZAghrN1ud/PdULQT+7xmNI1mbGhoKFX9SlRUlKBArBcikQjR0dFUw80AIDExEVarFXPrj6p7DbjtLydwdbx9HsH4S8XwsBzc7Nnvc09qJLbFCM/QrAYv0XS0NOKp67fPGzCXHESwLZTDkdGzG/2fp0dw4JFjePTT7mW7u73Q6/UIDQ2lKm6jHQ1MG1eN1aSQAAAgAElEQVTxTqqkSV8LLfybuQeEz5VZJ/gEyQCARCLpEjJgnXaYFm0wNjIyksoi8a5HY5GkpKSgv7+fKgDMMAyKiorQ0dEBs9mMD5pH8d1XanFDinMewQBAdqwCQ5PzrYXbeRTf0cJLNE2NDXj4qgzcUJqIEBnB17aweKlbDI7MtybsbhZ/+LQLF/3PMbzXtLyb3Nvbi61btwq+HkIIxsbGqBo4ac+jtWK8FcJ8LS6DwQCO4/SEkM3VR5kDnyEZs9lcXldXx3s30VoWtEPVVSoVlUXCMAwiIyOpzvXz80NwcDBVOhuYdm8KCwvx8fFq/PYfdbgl1b2IYAoTQ3FqcD7ppqqCsD9deCm/EMzGaOrr8OP98fjpDhne7Bdj0rX85hk22vHdQ4342lPVaBme/7efnJyESCSijqkEBQVRWUBjY2NUFhBtsFgoOTU0NIAQUiN4oXWEz5CMyWQ6UVlZyZs1QkJCqMiC1pKRSqUQiURUxXzeIC4NMjIy0NnZSa2P8nT1CF5sceLebA4faUTzCCYmxG/JfqLbdvMvvlsLQkJCkJOTg6qqKpRkp+GOi3PnFe0th5MDE7jyz5W4/3ATDDND59rb25GZmbnKmUuDzwzxpcCyLBwOB5W7ZDQaqYL6QkmmtrbWPjo6ekTwQusInyEZAA0nTpzgXVZLa5H4+fnB5XJRuS+01kxISAgsFgtVm0FAQAAiIiIEk5SH5fDjN87g5coeXBLP4d1BES6L5xDpN01WEhEz3TbgnB/niAiU4ZrCuKXect1ht9vR1taGzMxMDAwM4Mrt4XjyxkLIJavflhwBXj05NN2i8NkZSGUyKveD4zgYDAaqJkzaqZ2EEOraGqHkdOzYMTOAesELrSN8hmQIIRN6vd7Dd/PL5XK43W4qsqCVRfAKPAkFwzBITEykSp8DQHp6Onp6eniTlN3F4tsv1+OjpiEczGTxjwExKnQivNYnxq3pLDJCOBQnhS2ZQr5xZ9KSynbrjYmJCdTU1CArKwupqakoLCzEqVOnUJYUhL/dUYoQf36ui93phlk7gAcrp3CkQ7hbOTw8jOjoaKoJGKOjo1Sukjc7RLOmUHH0zs5OAOhe7biNhM+QDABIJJLunp4e3seHhIRQZ3xo4hwKhQI2m43KIklMTMTQ0BAVKcpkMqSlpaGtrW3VYyetLtzwXA3qenWzBON1kTRWBk+2iXFlighKVg+paL4LJpOI8K2dwgoOhYLjOHR1daGlpQWlpaWzQVNvjObUqVPIjJThzTt3IWaVESsAcHEch7pxEc5o7bjthTrc/PxJ9Izxq+omhKC/vx8pKcKD3BzHYWJigiroS5vJstls8Pf35+3KTk5OwuPxGM5l0BfwMZKxWCxH6+v5W3bh4eFUjYQRERGLRJr4gGEYxMbGUhUCSiQSqFQqCGkEnYu4uDjY7fYV3TXNpA3XPXUCvaOTiwhm9jqkMrzYI4PRxeC+7SzSFGfvv6vyYudJZq43JicnUVlZCUII9uzZs6hqdS7RxAQyOPydMqSplq8HiQ8kyAghOD4n5X2sS4/L/ngc//fdVpjsKz8MxsfHERQURNUfpdPpoFQqqawR2rYHoQJeDQ0NYBimdvUjNxY+RTJGo7GqsrKSd6CFttBNIpFALpdT9T/Fx8dTB3G3bNmC3t5e6pR0fn4+Wltblww+t49O4donT0BvtCxLMACQFBGAMYsLFVoRnu8SY1cUwV3bWCQHEdyxd2nlu7XCZDKhtrYWXV1dyM/PR0ZGxrKbcy7RBItZvHlnGYqTFmdhZCKC67ewONQrBrdAgtrDEfy1agAXPnIUr9QMLisp0d3dTZXyBjBb8SwUbrcbLMtSEZtQAa/a2lrH6OjoZ4IXWmf4FMkAaKiqquId/A0ICIDD4aByQWhdJq+5SkNQ/v7+CAsLoy6w8/PzQ1ZWFhoaGuZ95po+A772dDXsdseKBFOSEj7TlzSNCSeDl7rFeHtQhOvSpRjrPo2BgQEqd3AhPB4P1Go1qqqq0N7ejrS0NJSWlvKSYJhLNGLOiVfuKMUlWXPdC4Kvb+FwbFQEvWN512HC6sLP327Blx6rQHXv/BicXq+HjDJY7Ha7YbPZqOQkaJX+CCGCe9mOHTs2RQg5p0FfwMdIhhBi0Ol0HiE3Oa32SkxMzJqqafv7+6nO9QZxaWcrRUVFITw8HK2trQCAD5pHcdPzJ8Gw7hUJZqm2AS9GbQxy8guxY8cOeDwenDhxAlVVVejq6sLExAQv0vF4PJicnERPTw+qq6tRWVkJu92OgoIC7Ny5U7BO71yi8TjteOqbRfhGybS2zCVxBFYPcGqc3+3boTXjG8/W4M6X6zE0YQMhBB0dHdQpb68oOk2aX6PRULU9eJsp+a5JCEFLSwsDgH+F6wbBVxokZyESiY5WVFTccODAAV7Hey0SoQE479hTmrLw2NhYdHd3IyMjQ3BZuFwuR3R0NAYGBrBlC517kp6ejoaGBrz2WR1++qkOQRKyIsH4S8VgOTKvbWAu0lRBuGCm+C41NRWpqalwOBzQ6/VQq9WwWCzweDwQiUSzY2ZtNhuqq6vh8Xhm1d2CgoIQHh6OvLw8KnW5hZhLNDt27MBD1+Qgxd8Jg24Ez3YIfz5+2KrFkc4xfL8sEjuig6g0gDmOw9DQEPbs2SP4XJfLBbvdTmU9CQ0Wt7a2QiQSta4y82xT4HMkMzIy8uJrr712+YEDB3jZhUqlEh0dHVRreeMrQtv7RSIREhISoFarqYgiNTUVFRUViI2NpfLNGYbBUX0A3Lpu7FYBJSqyLMEAQHacAqcGli9AXNgICUy7ZgkJCfPiDizLzpJKTU0NCgsLIZFIIBKJNqx4by7RpKSkYFuQHerQbDBdHdPFMgLBEBbEOIIfNwfgu0SDawrjBF376OgoVCoVVXXwyMgI4uLoapC0Wi127NjB+/i33nrLrtPp/kq12DrDp9ylGRz717/+5eYbHBWLxfD396dS+I+NjfVKEwo+NykpCWq1mupciUSCbdu2oaWlRfC5LEfwn2+ewZ+O9uGNPgZXJBK0TjLLEkxhYuiKBBMRKMNXCvjd+GKxGHK5HIGBgbO/ezWJNxIhISFITk5GS0sLsrOzceOuLXj8Bn5FewvxpYTpWE7/pAs/fOMMrn7ixLJu5EIQQtDX10dtgWo0GiqS8Qb6hTRFvv766xa32/2+4MU2AD5HMoQQJ4A2PjUhXqwlrRwcHEzdZhAREUG1LgBER0eDECIo+Gx3sfj2S3X4e50GCinBLekcnu8SISUY2BO1OMYTrfBD9ypjSL65ScV3a4FGo4FGo0FpaSlOnz4Ni8WCy7Kj8YqAoj0ASAwkiAkAavVnSfH0kBHXPHkC33/9NHRTK3fnj4+Pz86pEgqr1Tr7QBSK0dFRREdH8z5ep9PBZDKNzUyBPOfwOZIBgLGxsb8ePnyYd/omOjqaqhIXwJoqcdPS0tDd3U0dxM3JyUFbWxuvfqhJqws3PleDzzrGoJCejcF0mkR4pkOELQqCKxJZMJi2rMQiBiH+Upidy7vkMokI39q1scV3awEhBD09PRgaGsKuXbugVCpnXSeLxYIdyeF4g2fRnkw03eX99z4RFk5dJgT4R+MwLnzkKP58ZGlJCW+wmFYSdGBggCrlDUxXJQuxgN59913WarW+uvqRmwOfJBmXy/Xea6+9xlvHQSqVUktyRkZGYmpqikpjxs/PD1FRUVCr1YLP9Z6/bds2nD59ekW3a9hox3VPnUCD2jiPYLwuEksYvNwtAkeAg5kcAiQEO5LC0LmKFXN1fhwigzau+G4t8Hg8qK+vh9VqRWlp6WyAfW6MxmKxID0qGG/dtXLRHgBck8yhQrtyytvmYvHIx1245A/H8GHL/KJJrVYLhUJBFSz2eDwYGxujyio5HA4QQgRZQK+88sqEyWR6Q/BiGwSfJBlCiGFyclIvpBkxPj6eauYQwzBISUnBwMCA4HOB6SBuf38/lWoeMG2FBQQErJgSHzc7oTU5liQYLwgYfDAkRpWOwQ9zgbHx1S3ljdSMWQtMJhOqqqqgUqmQl5e3qHBvIdHEhvovW7QHAAURHGTi+W7SShiasOPOVxpw/TPVaB+dAiEEnZ2dSE9Pp/o8arUa8fHxVNXBQuM4drsdHR0dTkLIOU9de+GTJAMANpvt0Lvvvss7/RYdHY2xsTEq1yUuLg6jo6NUEyalUikSEhKoBMO9yMrKwvDw8LKtDnkJoXjqhlz8xzZuxSwSAGgccrw6IMNl8Ry+ksQu6k/yYl+6EulRwruANxIcx6GzsxNNTU0oLCxccebSQqIJCZAuUbQHxAYQXBTLLekmrYaavgl86bEK/PHtEwgOjaCKpxBCoFarqTSACSHQaDSCdICPHDkChmE+ELzYBsJnScZkMr35yiuv8K6yE4lE1OJQYrEYsbGx1NMXt2zZAq1WS6XU512/uLgYzc3NS76Hw+EAq+3C9uzt0DpXrjpIiQhAz4QbT7aLMO5g8L1sFnnhHID5ZHPHEmnrc4mxsTEcP34cDMNg9+7dvDqNFxKNn1Q8U7Q3HfsIlhLcmMrixW4xHCxdBsxfTCCzj+POd4bxl8p+uFlhDzGtVouIiAiqlLfRaERwcLCgcw8dOjSh1WpfEbzYBsJnSYYQ0tne3u4UsnGTkpKog7hel4nGEhKJRMjOzkZTUxO1uJS/vz8KCgpQV1c3r8LW4XCgpqYGOTk52J+7Fa/cUYqwJWYXAUBJchhOz7QNEDCo1InwZJsYmaEEd2dx2Bo8fW0ZUcHYt8HKd3xhNBpRU1MDtVqN0tJSpKenC3IrFhKNWMTgoWtycd+BrbglncXbAyvHYVbDVUnTYl96G4tfv9eGy/54HEc7+T3ICCHo7e2lTnkPDAwImqDJsizKy8s9AKqpFtwg+CzJAIDH43nl9ddf5x3sUCgU8Hg8VBaFTCaDSqWitmYiIqbNadqUNjAtxJWeno7a2lp4PJ55BOMVRypMDMObd5UhKWJ+RW1yRABODy3uLbV4GLzeJ8bhfhF2R3O4O4vFweJwajJcDxBCMD4+jpqamtkhbsXFxVTuCLCYaDiOwy6FEXHxCeg109/iqQoOARKgaeIsSfXqrbjlr6dw619Pole/sqSETqdDUFAQlXKey+WCyWQSVMn+0UcfgRDyESGELkC4QWDO5c22GhiGicvOzm5sbm7m/dgdGRnB5OQktm/fLng9t9uNyspK7Nu3T9CsYS9cLheqqqqwe/duyGQywed7odFoZoPJubm5S6qvGW0ufPdQIyp7xuEnFUEVLId6YvXRIRnhUvzuCyoYJycRFxeHhIQEqs199OhR7N+/X9A5DocDw8PDGBoagkKhwNatW6lK7JeDyWRCfX09/Pz8EB0djS1btuDDFi3ue60RTo8wC1UqIrhvO4u/dC6vOywVM7h5VzLuvTgNCr/51iUhBMePH0dJSQnV99vd3Q2JRCJI6+bAgQPj5eXlBwghwoeEbSB82pIhhAxPTEz0eJsB+cAbAKbJ9niDuLTNjzKZDJmZmWhsbFyTpRAZGQm73Q6xWLzsJgwNkOHF20pwz4FU5MaH8iIYALi8MAUF+fnYu3cv5HI5GhsbUVFRge7ubhiNxnW1cLwyk729vaiqqkJdXd1szKWwsHBdCQaYHifsLWXw6rVclh2Nl28vhcJPWAfN1ckcqnSiFYXN3SzBc5X9uPC/j+LVk2pwc9ochoaGEBkZSUUwHMcJDviOjo6io6PD4GsEA/g4yQCAVqt96LHHHuMtf+ftK1pLbGZoaIha7iAmJgZ+fn7UKXGvi1RUVITk5GTU1NTA5Vpa/UIsYrA9VjFv6uNKkM8pvpNIJEhKSkJZWRlKSkogk8nQ29uLo0ePoqamBm1tbdBoNDCZTHC5XCuSDyEELpcLU1NTGBkZQUdHB2pra1FeXo6uri6IxWIUFRVhz5492LJlC1UQdDV4PB6cPHkSSqUSu3btmnWdgGmJizfuLEO0gl+fWF44hwAxUD3Gc+yI1YX7Dzfjij9VoqbPAJZl0dvbi7S0NKrPMjw8LLg/6plnnrGZTKY/UC24wfBpdwkAGIaRREdHD/X19UXzfSp43Z4LLriAqjZhcHAQFouFyuUCpgNwlZWVKCgoEKQ5slQMRqvVorOzEzt27FjU2TxitOOLj1asqgDnxTdKEs7Op14GhBDY7XZMTU1hamoKFosFDodjEdEt1JqVSqXw8/NDUFAQFAoFFAoFAgICNmXqgdPpxMmTJ5GcnDxbVWsymdDQ0IAdO3bMFtCNGO24aRV5zjAZwR2ZLP7cKoadMiN1V2EgDmQosSNP+P3jdbNKS0t5N8+yLIvk5GS9RqPZQgjhpz26ifC5LuyFIIR4IiMj//ryyy//6Nvf/jYvapdKpYiOjsbQ0BCSkoSXzScmJqKyshJTU1NUwkRisRgFBQVoaGjA7t27eT2RliIYYNr9k8lkqK2tRV5e3qwuC8sR3PdaI2+CYZilu60XH8cgICAAAQEBK/bLlJeXC47JbASmpqbQ0NCArKyseZKWC2UigoKCZor2duG2F06hQb04SC5mCL6ZxuLNfnqCCZURBLpNuOVNG27XSXDX/lT4y/jH93Q6HUJCQgR157/33nuc2+3+ly8SDHAeuEsAYDAY/vDwww8bhVhdW7duRV9fH1VKmmEY5ObmriklrVAokJqaivr6+lXfYzmC8SI8PBylpaVobW1FX18fCCF47LPuFburF+KCdCVSVetXfLcZFspq0Gg0aGxsRFFR0ZKauQuzTsB0LOvQwZ24eNtCbZZptb3TBhH6Vyh2XA3XpnD456AIVjfBY0d6cOB/juLtxmFe9xEhBF1dXYIrix988EGDTqd7kPaaNxrnBckQQvQ2m62qvLyc9zkymQwxMTHUfUUhISEIDQ2lju0A060OoaGhWClwvRrBeBEQEICysjJMTU3h4+PVeO64sCkXd+zZGP3ecwGWZdHU1ITR0VGUlZWtWLi3FNH4ScV4+ltFuH7H2YbFi2IJ3BxQoaUnmJwwDg4W6J46u61GTQ587/XTuPbJEzizRInBXGi1WoSEhAgS/Gpubsbw8HAvIeScjj1ZCecFyQDA6OjoA7/61a8EjRjYunUr+vv7qdoFACAzMxP9/f1UzZNeZGRkwOFwLElWfAnGC7FYjJT07fh7yxS+s82D9BB+VlpmdDD2pAkf3eGLmJiYQEVFBYKDg1FcXMzLFV2KaMQiBr+7Nhf3HkhFThiHtBCCtwaEtx54IRcRfDGBw9sDS2+pBrURX3miCj964wzGzIvvJ1or5qGHHpocHR39BdVFbxLOG5IhhJzp7OwcmRlWxQtr7SvyikutxW1iGAYFBQUYGhqaJ0chlGC8+M+3zuCzIRZPt4uxP4bgqyks/MQrXxufWIyvw+PxoLW1Fe3t7dixYwdSUoSN0l2KaADg5qJI3Jotx0vdInCE3oq5MmlaDMvqWf49CAHerNfgwv8+iieO9sDpOfvwU6vVglPeWq0WR44cMQH4lPrCNwHnDckAgFarvfe+++4TpBqekpKC4eFhqhnWwHTgVS6Xr8ltEovFKCkpQVdXF8bGxqgJ5pWaQXzUOi1yNeVm8EyHCAMWBvduZ7FLxc1qycyFMliOq/I3Z+zsRsDbJFhRUQF/f3+UlZVRVdACi4lmcnISzc3N+OKBvfj99UVUSnvAtJsULOXf5W11sXj4w05c8vvj+KhVC4/Hg76+PsFWzP33328yGo3/RXw8RezzKeyFiI6Orn733Xd3CtE79XY45+XlUa3p8XhQVVUlOCW9EE6nEydOnADLsigoKBBEMF06M678cyUc7sUuklxM8IU4DqkKgveHROgyMfCa/T+8JB33XERXr7ESaCp+hWJiYgJtbW0IDg5GZmamIPnJlWAymXDq1CkwDINdu3bNxkBq+ww4+FIdphz8CzlDZdPyG4+3iWFbwYpZCd/OlePCrFjsys/ifU5PTw/27NnTqdPptvk6yZxXlgwA6HS6O++++26DkO81NjYWFosFRiPvuXHzIJFIUFBQgMbGRur4DjD9VCaECM7MONws7jnUuCTBAICTZfCuWoyXe8TYoSS4ZzuLrFAOflIGN27w2NmNwPj4OE6cOIGenh7k5uYiLy9v3QhmIeZmH0u3RAgq2mNAcGMqh8P99AQTIScIIlbc9Pd+/J+3WzBp5Td27Pvf//6EXq+/29cJBjgPSYYQcmZoaKj2k08+4f3lMgyDnJwcNDc3ryklnZiYuGKmaCV4XaS8vDyUlZWhpaWF98jaB99vW1XlDgDGHQz+1iPGoR4xcsIJfl4kgnl8lFpQazPBsiw0Gg0qKysxMDCA7OxslJSUrMlyXArj4+NobGzEzp07UVxcvChGkxEdjLe+U4atytVdskviCHqngN41pLyvTubw9oAYbg54uWYQ+x85iheq+uFZQVKisbERdXV1fSzLnvPpkHxw3rlLAMAwTEpmZubJ1tbWSCEVvS0tLQgKCqISEAKmLZG6ujpERUUJasFfKgbjdrtx8uRJxMXFrXg9H7Vq8R8vCx8CyDDAB3fvhMg6jpGREURERCAxMREhISHrUuOyXu6S2WyGWq2GTqdDdHQ0kpKSqGMuq2FkZAQ9PT0oKSmZLXZbqjIYmG5AXa5oDwCyQjnsjyF4ql20aEwuX+SEcciNIPhbz+JivTRVEB64cjt2py7OCpaVlRmqq6u/QAhpoFp4k3HeWTIAQAjpn5yc/OD1118X5LtkZmZiYGAAdju/ZsKF8GaKBgYGYDDwE4JfLsgrlUqxc+dOjI2NoaOjY0kLa9Rkx0/eaqK61gszVNgWH4GMjAzs378fKpUKPT09OHr0KFpbWzExMXFO5B6841bb29tx9OhRtLW1ISwsDPv370dWVtaGEUxfXx8GBgawa9euedW0y2WdzhbtLS7yi/EnuDyBwwvd9ATjL1455d09ZkH94OJiyyNHjpD+/v7684VggPPUkgEAhmFUSUlJLd3d3UohjWR6vR69vb0oLS2lfqLb7XbU1NSgpKRkxU3BJ4tECEFraytsNhsKCgrm1X2MW5z40RtncLRTL/gaD91RirIlnoIsy2JsbAyjo6MwmUwICAhAZGQkIiIioFAoePd68bVkOI6DxWKBwWDA+Pg4zGYzFAoFYmJiEBUVJXgCp1B4C/cIIcjLy1tWwmM5i4blCH56uBmv103rDAVJCO7KYvFilxhjaxDD+sZWFh1GBo2Gpb/vxPAAfPz9ffPG1RBCkJOTY2htbd1JCOmhXnyT4fO9S8uBEDKmUqlefOaZZ+65++67eUcFlUrlrKaJEJdnLvz9/ZGfn4+6ujqUlZUtWRDGN03NMAyys7Oh0WhQVVWFwsLC2ThEZJAcL9xagkO1avz2g3ZYnPxiK9tiFEsSDDCdTo+JiUFMTAwIIbBarTAYDOjt7YXFYgEhBEFBQbOyCX5+fvDz85sd5DZ3mBshBCzLgmVZuFwuOBwO2O12OBwOmM3mee8XETFtVQUHB29aS4LNZkNdXR0SEhKQnJy84rpL9ToB00V7/++6XKgUcjxZ3o1bM1i8MyhaE8FkhU6LYTUaln+P/3vV9kXzsA4fPswaDIaPzieCAc5jSwYAGIZRxMbGdnV2dkYJGVXh8XhQWVmJHTt2rMk8Hx4ehlqtRklJybwnJG0djLfZLzU1dZGWyIjRjl/8sxWftq8+DO5/vpqHa4v4a5HMhdfysFgss4ThcDjgdDrBcRxYlgUhZNYiEYlEEIvFkMlk8PPzmyWmoKDpWdM04l/rAZ1Oh7a2tnlNpXywnEVDCMFbHx3HPzumUKGljzIESgjuzmLxRJsYlmUyUl/KicHjNxbOe83tdiMjI2O8v78/lxDCL2PgIzivSQYAwsLCvnPdddf99tlnnxWkgOStwSgrK6OSg/Cir68Per0eO3bsgEgkoiYYL9xu96x5n5ubu0hh79M2HX79fhsGDUvPvlMFy1H5kwOQURaW8cVm1MnQwO12o62tDXa7HQUFBVSp74VEQwjB6dOn4e/vj353CO57/TRcApX2pkFwewaHah2DNuPSf58Qfyk+/cEFUAbPv+5f/OIX1ieffPJRvV7/M4qFzynOy8DvXBiNxiffeeedjqNHjwpiy/DwcCiVSghpU1gKW7ZsQUREBBoaGmZjNbQEA0wHhIuKihAbG4uqqqpFkzEvzorCJ9+/AD+7fBtClxAUv7ksecMJxlcxPj6OqqoqhIaGorS0lLq2Zq7rZDab0dTUBJlMhoyMDHwxJwYv31YiWGkPAPZGE5hcWJZgAOCXX85aRDBNTU14+umnNePj478UvKgP4Ly3ZACAYZjExMTEutbWVqUQt4kQgurqaqSmpi4pFSAEra2tGBwcRElJiSDx55XgdDpx5swZiMVibN++fZHGyJTDjecq+vHXqn6YHR74S8Wovv8AQgPo9YX5wpcsGZfLhY6ODlitVuTl5QnqYl4JRqMR1dXVUKlUKCwsnBfT6dBO4ebnT0I3xa9dJSGQ4NoUFn9qFYNdpkfq4m1ReO7m4nmvud1u5ObmGjo6OvYTQlroP825w+fikUcIURuNxgfuu+8+3jKdwHTQtbCwEK2trdRpbWA6BqPX6xEVFQWNRrNuqWG5XI4dO3YgNjYWNTU16O7unldxrPCT4geXpKPqvw7gx5dm4ODelE0hGF8Bx3Ho7+9HVVUVwsLCsHPnznUjGELIbH2RyWRaNAEjM1qBw9/ZzatoL0BC8PUtLF7uXp5gIoNk+N21OYte/9WvfmUdHx9/6nwlGOBzYskAAMMwjEqlqn711VdLDhw4ICj0PzExgdbWVpSVlQkOVM6NwYSHh6OrqwsmkwlFRUXrGvRkWRZ9fX0YHh5GRkYGoqOjz6lw1Lm2ZPR6Pdra2qBSqZCWlrauqXCO49DU1ASRSIScnJzZgPzCYDCwetGeCATf3sahYpRB6wpu0vO3FONA5nwhraamJlxyySWdY2Nj2b425mcEqmoAABfeSURBVEQIPjckAwAMwyQkJibWC3WbAMwW2C00i1fCckHegYEBDA8Po6SkZN1Fsx0OBzo6OjA1NYW0tLRzRjbngmQIIdDr9eju7oZcLse2bdvWvXjP4/Ggvr4eYWFhSEtLm/1ul8s6AYDdxeK7hxrwWcfioW9fSWJh9TD4ZHh5grmlLBkPXDlfD9jtdiMnJ8fQ2dl5ASGErpfFR/C5cJe8IIQMmUymX9x7772C3CYASE5OhlQqRXc3P4GxlbJIycnJ2LJlC06cOLEmN2wp+Pn5IT8/H8XFxbOjXYeH+ck7nq8ghECn06GqqgoajQa5ubkoLi5ed4JxuVyoqalBTEwM0tPT55H3cpXBAOAvE+OZm4rxteL5ZQM7VRxCZMAnw8s/BHLjQ/DTy7ctev2BBx6wjI+PP3G+EwzwObNkgFm3qerQoUM7L7roIkGPeI7jcPLkScTHx68484ZvmtpgMKC5uRn5+fkIDQ0Vcim8Ybfb0dvbC71ej9jYWCQlJQkSoabFZlgyLpcLarUaGo0GoaGhSEtL27C2A4vFgvr6+llXdDmsZNEAwCMfdeLP5T3ICOHwhXgOT7WL4eaWvg1D/KV47549SAifH0c6ffo0Lr300vaxsbHc89lN8uJzRzIAwDBMfEJCQkNTU5NS6Ob2eDw4ceIEsrKylswSCa2D8d68KSkp1BXGfODxeGaLA+VyOZKTkxEZGbmmGqCVsFEkQwiBwWCYHUuTkJCAhISEDZnV5MXo6Cg6Ozt5PwxWI5pXjrfDONSFJ9vFyyrliRjg+Vt2YH/G/Kymw+FAfn6+obOzcx8hpI3uE/kWPpckAwDBwcFfKygoeKq8vDyMNpi78KajLbTzeDw4ffo0pFIpsrOzN7wK1mg0Qq1WY3x8HGFhYYiJiYFSqVzXddeTZDiOw/j4OEZHRzExMYGwsDAkJCQgPDx8Q+NNhBC0t7djamoKhYWFgkYLL0c0FosFp06dgi0kGd8/3LFs0d5/XpaB7+xPXXQ9X/3qV01Hjhz5xcTExGN0n8r38LklGQBQqVQPX3/99Xc+9thjgmeBWK1WnDx5EsXFxQgODl5zJS8hBH19fRgZGVnTcHmha05OTmJkZAR6vR6BgYGIjIxEZGTkmnuI1kIyhJBFTZMRERGIiYlBRETEhllfc+F0OlFfX4/w8HBkZGRQfRcLicZut6O2thYFBQUICQlBzYzSnnmB0t5V+bF49PqCRe/30EMP2f74xz8e1ul036L+YD6IzzXJMAwjUqlUHz/88MN7b775ZsEFJFNTU6ivr0dubi6am5vXVMnrhcFgQFNT02x/0mZlhrzNkOPj47MbOzAwECEhIVQTH/mSzMKJlFNTU7NrrxfhCYVWq0V7ezuysrIQFbVw/pIweInGe4/k5ubO65VqH53CLX89W7RXlBSGQwdLIZfMtyrff/999tZbbz2j1+t3EkLoZiT7KD7XJAMADMMEqlSq0++8805qaWmp4PPHxsZmn05CBqCvBLfbjZaWFm8156YEahfCSzomk2l289vtdohEotnOa2+zo7cD29sMKRaLUVtbi+Li4tmmSW8n9tymSrvdDpZl4e/vP0tkCoVi00nFC7fbjebmZng8nnWV9PTeI/n5+bNjcudCM2nDTc+fBCHAW3eVITxw/vOuo6MD+/fv1+h0ugJCiKCxP+cDPvckAwAMwyTFxcXV1tbWRsXF8Vfu97pIKSkp6OvrWzbQRwtvp3B6ejqEXNdGgmXZeSSxsAObZVlwHIexsTFER0fPko5IJIJMJpsnD+Hn57fhejF8MTY2htbWVqSlpSEuLm7dSM7rIq12j0xaXbA4PYsySZOTkygqKhrv7++/8Hyu6l0RXnHrz/uPWCzem52dbbDZbIQP7HY7KS8vJ+Pj44QQQkwmEzly5AgxGo28zucLp9NJ6urqSE1NDbFYLOv63huJ8vLyc30JvGCz2Wa/X7vdvq7vbTab590jRqORHDlyhJjNZl7nu91uUlZWNhEQEHAN8YE9slE/n6tivJXg8XgqNBrNAzfccMOqM7WXCvIqFAqUlJSgsbGRt/QmH8hkMhQVFWHr1q2or69Ha2sr3O7PlUt+TsCyLDo7O1FbW4u4uLh5ur7rAe9YlbmjbVYq2FsK995771RXV9dTVqv18LpdmC/iXLPcZv8olcoXf/3rX1vJMlhowSyEzWYjx44dIxqNZrm3oAbHcaS/v58cOXKEDA4OEo7j1n2N9YKvWjIcx5Hh4WFSXl5Ouru7Ccuy676GTqcj5eXly1osfCyaZ5991qFSqT7ETMji8/xzzi9g0z8wIFUqlZVPP/20gyzAagTjhcvlIidOnCBdXV0bQgQul4s0NzeTo0ePEo1G45Nk42skw3EcGR0dJcePHyeNjY3E4Vj0510XDAwMkIqKilXffyWiefPNN91KpbIZQCDxgT2x0T/n/ALOyYcG/JVK5akXX3zR6f3D8yUYL1iWJY2NjaShoYF4PB5e5wiFzWYjTU1NpLy8nKjV6g15KtPCV0jGa7kcO3aMNDY2blhci2VZ0tzcTE6ePMn7770U0bz33nsepVLZDiCU+MBe2Iyff4vs0lJgGCZQqVRW/elPf8q66qqrpDSFdoSQ2Y7r4uLiDUtFOxyO2f6k5ORkxMfHn/OszbmWemBZFiMjI+jr60NYWBhSU1PXTUtmIVwu12zh3sLGydUwt2CvpqaGu+GGG/pmamHWL7Dn4/i3JRlgWohcpVLV3HPPPZl33XUXQ1toNz4+Plust16qeEvB5XLNklp4eDiSk5MREiJI2njdcK5IxmKxYGBgAHq9HtHR0UhJSdnQOiOj0YjTp08jIyMDMTExVO9hMpnwwgsv4Le//e3g2NhYCSFksSbE5xj/1iQDAAzDhKpUqurHHnts69e//nXqLjy73Y6GhgZERkYKftoJBSEEY2NjGBgYgNvtRmJiImJiYja0iXAhNpNkPB4PdDodBgcHwTAMkpKSEB0dvaHtB4QQ9Pf3Q6PRoLCwcE31UZ9++in3zW9+c0in0+0i59mkgfXAvz3JANMWjVKpPP7II49su+mmm6j1KzmOQ0dHB4xGIwoKCjalP8lut0OtVkOr1UIulyM2NhbR0dGCmv1osNEk43a7odPpMDo6CqvVCpVKtaEjbOfCq60sl8vX3ND6/vvvs7fddlv/2NjY7n83C8aL/yWZGczEaI795je/2X7w4ME12d9e92mzK3ktFgtGRkag1WohlUoRFRW1Yb1B600yhJztrdLpdHA4HIiKikJsbOymtiF4q7AzMzOp3SMvDh8+7Lnzzjt79Xr97n+nGMxC/C/JzAHDMP5KpfLTH/zgBwU/+clP/NdyY3vnJ3Ech9zc3HXrk+ELm80GnU6H8fFxWCwWBAUFzY6jXY9Nu1aSmUsqBoMBU1NTCAwMREREBFQqFYKDBTfOrwlutxutra1wOp3Iy8tbc5znL3/5i+v+++/v0uv1ewkhSwsA/5vgf0lmARiGkSmVypcuvPDCy1566aWQtZKDt+N3s7uu54KQaWkF74a2WCwQiUQIDg6e17Qol8s3pAvb5XLBbDbP68JmWRYBAQGIiIhAZGQkFArFORNG9/6N1qOvyePx4L777jO/8cYbNXq9/mpCiHX1sz7fOO9IhmGYBAAvAYgGwAF4hhDyKMMw/w3gywBcAHoB3EoIMTIMkwygHYB3ilsNIeTOmffaD+ARAEcIIf85Zw0mPDz8B/Hx8T/96KOPwleSY+QD71RDq9WKnJycTX9KLwWPxzO78c1mM8xmM5zOaTkCsVi85Azsuc2Qzc3N2L59+2zTpLdx0ul0zjZYejzTOioymQxBQUHzCG0zg9TLwWazobm5GWKxGDk5OWu2No1GI6644orJrq6uZ/R6/f1kzuZiGOZ5AFcAGCOEZM+89msAV2H6Ph4DcAshZITmnvVlnI8kEwMghhDSwDBMMIB6AF8BEI/pL97DMMz/AwBCyE9m/mDvef+wC97rdQC3AHgQwLOEkI65/18mk10UFRV16O2331YVFRWt+donJyfR0tIyW2/hCxttKXg8ntkubJfLNY9EvL8PDg4iJSVlEQF5Z2L7+fn57OdjWRY9PT3QarXIysqCUqlc83t2dnbii1/84rher/+O2Wx+Y+H/ZxhmHwALgJfmkIyCEDI18/u9ALIIIXeu5Z71RfhGH74AzKQAR2d+NzMM0w4gjhDy8ZzDagBcx+PtRAAIpp8ki2xkl8v1GcMwuy6//PJP/vCHPyTccMMNa9o1YWFh2LNnD9RqNSorK5GcnIykpKRNUYITAolEgqCgoBXTtjqdDhkZGZt4VWsHIQRDQ0Po7e1FYmIi9u7duy7f/QcffMDedtttozqd7nJCSPMyax+fIY+5r03N+Wcgpu/F1bDiPeuTONclx2v5AZAMQA1AseD1dwF8c84xVgCNAI4B2DvnuEsBNAD4n1XWCVYqlUd/+MMfmtertN/tdpP29nZSXl7us/1JK8FX2gr4wNvXdOzYMdLc3EycTufqJ/3/9u4+tqnrDAP48zp2UufTNtg3caKkhJZBqERFP2BTJyKYtBY0Ji0VMMREp2lbO5i0AZvUgVZ1Fe0KSG2nlqKpoHXrKOtgqEitxDYIAQkqxkdiKBHFEqHEySV2HCdx4o977Xd/xAmBFhLA13bI+5OOdHNs5x7HJ4/u8b3n3HH+3tdee23A6XSeATCVx9dfz99UtxnAVQDnATg5TX02l0rWG3DXDQeKMTRU+sFN9RsB7Mf1oWABgCmp7cdSH2jpXezP5HK53ly4cGFPb28vp0skEmGPx8NHjhxhn883YcJmIoRMMplkVVVHJk0ODNxy8v0di0Qi3NDQEHK5XH8HYOHx9aGvhMyox14E8DKnsc/mSsl6A+6q0YAFwEEA626qXw3gBIDC27z2CIDH73bfpaWlP3rwwQf9x48f53QaHBzklpYWbmxs5CtXruTUZMivk8shk0wmub29nZuamvjMmTNpnzTZ0tLCM2fODDgcjhv631hljJCpuc1j99Rns12y3oA7bvDQOPSvAN68qf5pABeGDzlH1TsB5KW2awH4ADjusQ21Lpfr7Nq1a/vGu9LeeEWjUb5w4QIfPnyYL168aNiSBfcqF0MmHo+z1+vlxsZGPnfuHKf7s4nH47xp06awy+W6COARvvN+c0PIAHh41PYvAexlg/psNkvWG3AXH9RTGPriywOgOVUWA/CmDiuH63aknt8A4HMALamx7PfS1A6T3W7fUFtb6z9x4gSnm6ZpfPnyZT5y5AifPn2au7u7c2oolUsh09PTw83NzdzY2Mher5fj8Xja9+HxeHjWrFmBqVOnbh7v8Ihv7C8fYuiEhQagHcBPAOzD0HcxHgx9j1jJBvbZbJUJdwo71xDRdJfLtW/58uW1W7ZsKUn3jGDm63dU7O/vR2VlJaqqqjIyL+p2sr3UQywWg8/nQ3t7O6xWK6qrq+FyudJ+QZ+u63jllVcGduzY4evq6nqWb3H2SNyahEwaEJHJbrevt9vtv929e/fUu7n1ynhomgafzwefzwcAqKysREVFRcanLADZCRlN09DZ2Qmfzwdd1+F2u1FVVWXY+z9//jyWLVvW7ff7/xwIBF7i++x+SJkiIZNGRPSQy+Xat2LFimmvv/562o9qRotEIvD5fFBVFQCgKArKy8tRXFyckcvzMxUyAwMDUFUVqqoikUigvLwclZWVhs7G1nUdmzdvHty+ffvw0YvHsJ1NAhIyaUZEJofD8ZuioqL1r776qn3lypVmoy+2i8ViUFUV165dw8DAAGw2G5xOJ6ZMmWLYsMqokIlGowgGg/D7/QgGg7BarSMBavQQkZlx4MCB5Pr164O9vb27AoHAJjl6uXcSMgYhIqfL5fqjzWZb+sYbbzieeeYZUyaOMJgZoVAIfr8f3d3diEajKCkpgd1uR1lZGcrKytJyuX86QkbXdfT19SEUCiEUCqGvrw/5+flwOBxwOp2w2+0Zuxr62LFjWLt2baCrq6tRVdV1zNyekR1PAhIyBiOimvLy8rfcbvdT77zzzpT58+dndP/MjP7+fvT09KC3txe9vb3QdR1WqxXFxcUoKSlBYWEhrFYrrFbruBdoGm/IJJNJRCIRRCIRDAwMIBwOIxwOj9wSdzj4bDYbSktLMz7F4ty5c1izZk33pUuXPKqq/oInwFygiUZCJkOI6JHy8vJ36+rq6t5++23HrFmzstYWZkY0GkV/fz/C4TAGBwcxODiISCQyfLoVFosFBQUFMJvNI8VkMoGIYDKZ4PV6UVtbC2ZGMpmErusjJR6PIx6PD7/vkQArLCwcCTar1Zq1pR0AoK2tDevWres5fvz4lWvXrv2cmU9mrTH3OQmZDCOipxRFebe+vr5y69at9q+7QXu2MTM0TUM8Hoeu69A0DbqujwQKM6O1tRV1dXUjwTM6jPLz85Gfn5/VELkVv9+PjRs39n788cf+QCCwNplM/pvln8BY2b5QZzIWAGQ2m5cqiuJtaGgInjlzhieaXLoYbzxaW1t59erVPYqiXLFarasAmDgH+sJkKFlvwGQuGJoiUe92u4/OmTPHv3fv3oRRN4pLt4kQMolEgj/55JPk/Pnz/RUVFadMJtNiCZfMFxku5QgimqYoyu8sFsvS5557ruj5558vyuQi5Hcq21f83o7f78fOnTujO3bs6I/FYodUVf0DM7dmu12TlYRMjiGiQqvVusJms22YPn26c8OGDVOWLFlC2b5j5M1yLWSSySQOHTqEbdu2BTweTygcDv8pHA6/zzcuDCWyILd6rgAzDwLYBWAXEc32er3riWhJfX29eeXKlY5FixZlfd5SrojH42hqasKePXt6Dh48qCeTycOdnZ1bmfl0ttsmrpMjmQmAiPIAfFNRlFVEtHjGjBkPrFq1yr506VKzoihZaVO2jmS6u7vx6aefJj/44IPulpYWzWQy/aezs/NvAI4xczzjDRJjkpCZgIhohs1me7awsPCHZWVlyvLly4sbGhqss2fPzthp40yGzBdffIH9+/dHd+/e3ef3+0OxWOwfwWDwIwCfs3TgnCchM8ER0RSLxbJYUZQfM/Mjc+bMwYIFC0qfeOKJgrlz56KsrMyQ/RoVMuFwGM3NzTh58qTW1NQUOnv2LJLJ5KVAIPB+LBY7wMxq2ncqDCUhcx9JDatm5uXlPa4oykJmftJsNjvq6upowYIFpfPmzSuYO3cubDbbPe8rHSHT39+Ps2fP4uTJk/GjR4/2ejwexOPxUF5e3mlVVf+r6/opABdYJilOaBIy97lU8HyDiB6rqKhYxMzzzGazo7q6GtXV1aaampoHampqCt1ut6miogJutxuKomCss1ljhUwikUBXVxc6OzvR0dGBjo4O/vLLLwfa2tqiV69eTbS1tZk0TQuZTKb/qap6KJFInALQKoFy/5GQmYRSwVMxXMxms9vhcDxUUFAwjZmrdF135eXlFeTn55udTmeyqKgIFouFzGYzLBYLWSwWGhwcLLZYLP26rrOmadA0jSORCLq6ukyxWCyRSCRiZrPZT0S+eDzeFgwGL2ma5sPQEpSdADqYWc/m30FkhoSMuKVUGE0FYMXQ5Q6jiwlD69VqAPRUiQHwS3iI0SRkhBCGyq37owoh7jsSMkIIQ0nICCEMJSEjhDCUhIwQwlASMkIIQ0nICCEMJSEjRhDRLiLqIqLzo+oeJaLPiKiZiE4R0ZOjHnuRiLxEdJGIvjuqvj713C2Zfg8i90jIiNH+AuDpm+q2AHiZmR8F8PvUzyCiOgArAMxOvWZ76gphAHgBwLcB5BHRzAy0W+QwCRkxgpmPAgjeXA2gNLVdBqAjtf19AHuYOcbMlwF4AQwf5ZhSr0tiaLF0MYnJ8ptiLL8CcJCItmEoPL6Vqq8E8Nmo57Wn6gDgPQDHATTKAt5CQkaM5QUAv2bmfUS0DMBOAN/B1x+hMAAw80EABzPXRJHLZLgkxrIawL9S2//E9SFRO4DRt7+swvWhlBAjJGTEWDoALEhtLwRwKbV9AMAKIiogomkAHgYg95MWXyHDJTGCiD4EUA9gKhG1A3gJwE8BvEVEZgBRAD8DAGb+nIg+AnABQ2vJrGHmRFYaLnKarCcjhDCUDJeEEIaSkBFCGEpCRghhKAkZIYShJGSEEIaSkBFCGEpCRghhKAkZIYSh/g82Vi7KdYv70gAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# polar plot\n", - "n = 30\n", - "count, division = np.histogram(bearings, bins=[ang*360/n for ang in range(0,n+1)])\n", - "division = division[0:-1]\n", - "width = 2 * np.pi/n\n", - "ax = plt.subplot(111, projection='polar')\n", - "ax.set_theta_zero_location('N')\n", - "ax.set_theta_direction('clockwise')\n", - "bars = ax.bar(division * np.pi/180 - width * 0.5 , count, width=width, bottom=20.0)\n", - "ax.set_title('Santa Monica street network edge bearings', y=1.1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/16-work-with-other-infrastructures.ipynb b/notebooks/16-work-with-other-infrastructures.ipynb deleted file mode 100644 index bd5f4f4..0000000 --- a/notebooks/16-work-with-other-infrastructures.ipynb +++ /dev/null @@ -1,134 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Work with other infrastuctures other than streets\n", - "\n", - "Author: [Geoff Boeing](https://geoffboeing.com/)\n", - "\n", - "Use OSMnx to download and visualize a power line network and a subway system.\n", - "\n", - " - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n", - " - [GitHub repo](https://github.com/gboeing/osmnx)\n", - " - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n", - " - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n", - " - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.11'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import osmnx as ox\n", - "ox.config(use_cache=True, log_console=True)\n", - "ox.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "point = (33.9017,-116.9594)\n", - "dist = 100000\n", - "north, south, east, west = ox.bbox_from_point(point, distance=dist)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# power lines around southern california\n", - "# OSMnx automatically divides this up into 25 API calls to not overload server\n", - "G = ox.graph_from_bbox(north=north, south=south, east=east, west=west,\n", - " retain_all=True, truncate_by_edge=True, simplify=False,\n", - " network_type='none', infrastructure='way[\"power\"~\"line\"]')\n", - "fig, ax = ox.plot_graph(ox.project_graph(G))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# nyc subway\n", - "point = (40.73120,-73.98672)\n", - "dist = 10000\n", - "north, south, east, west = ox.bbox_from_point(point, distance=dist)\n", - "G = ox.graph_from_bbox(north=north, south=south, east=east, west=west,\n", - " retain_all=True, truncate_by_edge=True, simplify=True,\n", - " network_type='none', infrastructure='way[\"railway\"~\"subway\"]')\n", - "fig, ax = ox.plot_graph(ox.project_graph(G))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (ox)", - "language": "python", - "name": "ox" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/17-street-network-orientations.ipynb b/notebooks/17-street-network-orientations.ipynb index e0204ef..a0df3e7 100644 --- a/notebooks/17-street-network-orientations.ipynb +++ b/notebooks/17-street-network-orientations.ipynb @@ -25,7 +25,7 @@ { "data": { "text/plain": [ - "'0.11'" + "'0.13.0'" ] }, "execution_count": 1, @@ -118,7 +118,7 @@ " \n", " 0\n", " MULTIPOLYGON (((-84.55107 33.72079, -84.55096 ...\n", - " Atlanta, Fulton County, Georgia, United States\n", + " Atlanta, Fulton County, Georgia, United States...\n", " 33.886823\n", " 33.647808\n", " -84.289560\n", @@ -127,7 +127,7 @@ " \n", " 1\n", " POLYGON ((-78.91945 42.94717, -78.91913 42.946...\n", - " Buffalo, Erie County, New York, United States ...\n", + " Buffalo, Erie, New York, United States of America\n", " 42.966469\n", " 42.826039\n", " -78.795168\n", @@ -136,7 +136,7 @@ " \n", " 2\n", " POLYGON ((-81.87909 41.39641, -81.87906 41.395...\n", - " Cleveland, Cuyahoga County, Ohio, United States\n", + " Cleveland, Cuyahoga County, Ohio, United State...\n", " 41.604436\n", " 41.390628\n", " -81.532744\n", @@ -182,9 +182,9 @@ " 7\n", " MULTIPOLYGON (((-123.17382 37.77573, -123.1737...\n", " San Francisco, California, United States of Am...\n", - " 37.929844\n", + " 37.929811\n", " 37.640314\n", - " -122.280016\n", + " -122.281479\n", " -123.173825\n", " \n", " \n", @@ -213,14 +213,14 @@ "8 POLYGON ((-77.11977 38.93428, -77.11900 38.933... \n", "\n", " place_name bbox_north bbox_south \\\n", - "0 Atlanta, Fulton County, Georgia, United States 33.886823 33.647808 \n", - "1 Buffalo, Erie County, New York, United States ... 42.966469 42.826039 \n", - "2 Cleveland, Cuyahoga County, Ohio, United States 41.604436 41.390628 \n", + "0 Atlanta, Fulton County, Georgia, United States... 33.886823 33.647808 \n", + "1 Buffalo, Erie, New York, United States of America 42.966469 42.826039 \n", + "2 Cleveland, Cuyahoga County, Ohio, United State... 41.604436 41.390628 \n", "3 Denver, Denver County, Colorado, United States... 39.914209 39.614315 \n", "4 Las Vegas, Clark County, Nevada, United States... 36.380491 36.129554 \n", "5 Miami, Miami-Dade County, Florida, United Stat... 25.855783 25.709052 \n", "6 Minneapolis, Hennepin County, Minnesota, Unite... 45.051250 44.890150 \n", - "7 San Francisco, California, United States of Am... 37.929844 37.640314 \n", + "7 San Francisco, California, United States of Am... 37.929811 37.640314 \n", "8 Washington, D.C., United States of America 38.995852 38.791630 \n", "\n", " bbox_east bbox_west \n", @@ -231,7 +231,7 @@ "4 -115.062066 -115.414628 \n", "5 -80.139157 -80.319760 \n", "6 -93.193858 -93.329163 \n", - "7 -122.280016 -123.173825 \n", + "7 -122.281479 -123.173825 \n", "8 -76.909366 -77.119766 " ] }, @@ -272,15 +272,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "2019-12-04 11:07:04.150668 Atlanta\n", - "2019-12-04 11:07:47.265704 Buffalo\n", - "2019-12-04 11:07:57.895716 Cleveland\n", - "2019-12-04 11:08:18.155257 Denver\n", - "2019-12-04 11:09:10.610305 Las Vegas\n", - "2019-12-04 11:09:53.734088 Miami\n", - "2019-12-04 11:10:10.721075 Minneapolis\n", - "2019-12-04 11:10:32.055285 San Francisco\n", - "2019-12-04 11:10:59.697784 Washington\n" + "2020-05-26 16:36:14.708383 Atlanta\n", + "2020-05-26 16:36:44.998529 Buffalo\n", + "2020-05-26 16:36:53.430780 Cleveland\n", + "2020-05-26 16:37:09.232909 Denver\n", + "2020-05-26 16:37:48.034619 Las Vegas\n", + "2020-05-26 16:38:20.287595 Miami\n", + "2020-05-26 16:38:33.623622 Minneapolis\n", + "2020-05-26 16:38:49.562297 San Francisco\n", + "2020-05-26 16:39:10.809927 Washington\n" ] } ], @@ -359,9 +359,9 @@ " \n", " ax.set_ylim(top=frequency.max())\n", " \n", - " title_font = {'family':'Century Gothic', 'size':24, 'weight':'bold'}\n", - " xtick_font = {'family':'Century Gothic', 'size':10, 'weight':'bold', 'alpha':1.0, 'zorder':3}\n", - " ytick_font = {'family':'Century Gothic', 'size': 9, 'weight':'bold', 'alpha':0.2, 'zorder':3}\n", + " title_font = {'family':'DejaVu Sans', 'size':24, 'weight':'bold'}\n", + " xtick_font = {'family':'DejaVu Sans', 'size':10, 'weight':'bold', 'alpha':1.0, 'zorder':3}\n", + " ytick_font = {'family':'DejaVu Sans', 'size': 9, 'weight':'bold', 'alpha':0.2, 'zorder':3}\n", " \n", " ax.set_title(title.upper(), y=1.05, fontdict=title_font)\n", " \n", @@ -393,7 +393,7 @@ " polar_plot(ax, bearings[place].dropna(), title=place)\n", "\n", "# add super title and save full image\n", - "suptitle_font = {'family':'Century Gothic', 'fontsize':60, 'fontweight':'normal', 'y':1.07}\n", + "suptitle_font = {'family':'DejaVu Sans', 'fontsize':60, 'fontweight':'normal', 'y':1.07}\n", "fig.suptitle('City Street Network Orientation', **suptitle_font)\n", "fig.tight_layout()\n", "fig.subplots_adjust(hspace=0.35)\n", @@ -425,7 +425,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/notebooks/input_data/West-Oakland.osm.bz2 b/notebooks/input_data/West-Oakland.osm.bz2 new file mode 100644 index 0000000..8cf84a8 Binary files /dev/null and b/notebooks/input_data/West-Oakland.osm.bz2 differ