{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering with Scikit-Learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Originally from https://github.com/dashee87/blogScripts/blob/master/Jupyter/2017-05-09-Clustering-with-Scikit-with-GIFs.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a common task for a data scientist: you need to generate segments (or clusters- I'll use the terms interchangably) of the customer base. Where does one start? With definitions, of course!!! Clustering is the subfield of unsupervised learning that aims to partition unlabelled datasets into consistent groups based on some shared unknown characteristics. All the tools you'll need are in Scikit-Learn, so I'll leave the code to a minimum. Instead, through the medium of GIFs, this tutorial will describe the most common techniques. If GIFs aren't your thing (what are you doing on the internet?), then the [scikit clustering documentation](http://scikit-learn.org/stable/modules/clustering.html) is quite thorough.\n", "\n", "\n", "# Techniques\n", "\n", "Clustering algorithms can be broadly split into two types, depending on whether the number of segments is explicitly specified by the user. As we'll find out though, that distinction can sometimes be a little unclear, as some algorithms employ parameters that act as proxies for the number of clusters. But before we can do anything, we must load all the required modules in our python script. We also need to construct toy datasets to illustrate and compare each technique. The significance of each one will hopefully become apparent. \n", "\n", "You can download this jupyter notebook [here]() and the gifs can be downloaded from [this folder](https://github.com/dashee87/dashee87.github.io/tree/master/images) (or you can just right click on the GIFs and select 'Save image as...')." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sklearn # install with !pip install scikit-learn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEiCAYAAADksOZKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACxkklEQVR4nO29eXgU15nv/62WQEYSYhFLdxsQmMUkUqN4wFZLXoTAYJM7mSDJGWc810PyBBzH48z1cOfxtZ3MBDKxSeLEl2cmcRIcPzG+niS+sYRnPM612WQ5GdTCBhvUIoDAWsCtBsTWlsACuuv3h36nOOfUqeqqXqTq1vk8jx+j7qrqU1Vnec+7KqqqqpBIJBKJRCKRmOIa6QZIJBKJRCKRZAJSaJJIJBKJRCKxgBSaJBKJRCKRSCwghSaJRCKRSCQSC0ihSSKRSCQSicQCUmiSSCQSiUQisYAUmiQSiUQikUgsIIUmiUQikUgkEgtIoUkikUgkEonEAlJokkgkEolEIrGAFJoymK6uLiiKwvyXn58Pr9eL5cuX45/+6Z9w/PjxlPzWhg0boCgK3nnnnZRcL13Mnj0bs2fPtn3eG2+8gW9+85u4/fbbUVBQAEVRsGHDhpS3TyIZbch5Sk8i89TZs2exZcsW/MVf/AVuuukm5OXlYcqUKVi1ahXefvvt9DRUoiN3pBsgSZ65c+fiv//3/w4AGBwcxOnTp7F371788z//M5555hk8/vjjePrpp6Eoygi31Ln8+Mc/RnNzM4qKiuD1enHs2LGRbpJEklXIeSo5fve73+Eb3/gGbrzxRixbtgw33ngjTp48iYaGBrz11lt49tln8Q//8A8j3cysRwpNWcC8efOEWpE//OEP+Ju/+Rts2rQJOTk5+Od//ufhb1yG8M///M9wu92YN28eXn31VfzVX/3VSDdJIskq5DyVHAsWLMB//ud/YtWqVXC5rhuJvv3tb6OiogJPPfUUHnjgAXi93hFs5ShAlWQsnZ2dKgD1nnvuMTzmyJEjal5enjp27Fi1p6dH+/zChQvq97//ffWuu+5SPR6POmbMGNXj8agPPvigeuzYMeYa1dXVKgDdfyUlJdoxu3fvVr/61a+qCxYsUAsKCtSCggJ18eLF6i9+8Qthu/bt26fW19erM2fOVMeOHatOmzZN9fv96qZNm3THnjp1Sn3sscfUuXPnqmPHjlWLi4vVuro6ta2tTfcsRP995zvfsfhEh/jNb36T0HkSiUSPnKfSM0/RPPTQQyoA9Xe/+13C15BYQ2qaspwFCxbg/vvvx8svv4zXX38d3/zmNwEAf/rTn/BP//RPqKmpQW1tLQoKCnD48GH8+te/xptvvon9+/ejpKQEAPCVr3wFANDc3Iw1a9ZotviJEydqv/ODH/wAx44dg9/vR21tLS5cuIC33noLX//613HkyBH8+Mc/1o798MMPUVVVhZycHHzxi19ESUkJLly4gPb2drzwwgt44okntGOPHz+OpUuX4uOPP8bKlSuxevVqnD59Gg0NDXj77bexa9cuVFRUYOLEifjOd76DzZs3AwAee+wx7RpLly5N+XOVSCSpQ85Tyc1TY8aMAQDk5solPe2MtNQmSRwrOzhVVdUXX3xRBaA++OCD2mcXLlxQz549qzt29+7dqsvlUteuXct8/p3vfEcFoDY1NQl/46OPPtJ9dvXqVXXFihVqTk6O2t3drX2+fv16FYD67//+77pz+vr6mL+rqqrU3Nxcdfv27cznR44cUcePH6/6fD7m85KSEmZnmQhS0ySRpA45T6VnniJEIhF1+vTp6g033KBrlyT1yOi5UQCxcff19WmfTZgwAZMnT9YdW1NTg9LSUuzcudPWb8yZM0f3WW5uLh5++GFEo1E0NTXpvh83bpzus+LiYu3fH3zwAfbs2YM1a9ZgxYoVzHELFizAunXr0NbWhmAwaKutEonEech5KjEefvhhnDp1Ck899RTTLkl6kLq8UYCqqsLP33nnHWzevBmtra3o6+vDtWvXtO/Gjh1r6zc++eQT/OhHP8Lrr7+O48ePY2BggPk+FApp/77vvvuwefNmrF69Gn/5l3+JFStW4I477sCsWbOYcwKBAAAgHA4LHUgPHz6s/b+srMxWeyUSibOQ85R9nnrqKfz617/Gvffei6eeeiql15aIkULTKKC3txcAMHXqVO2z3/3ud7j//vtRWFiIe+65B7Nnz0Z+fj4URcFLL72E7u5uy9e/cuUKli5div379+OWW27Bgw8+iOLiYuTm5qKrqwtbt27F4OCgdnxlZSV2796NTZs24Te/+Q1eeuklAMDixYvx7LPPoqamBgBw7tw5AMCbb76JN9980/D3+YlPIpFkHnKessfGjRuxadMmLFu2DI2NjcjJyUnp9SVipNA0CiCJ3m699Vbtsw0bNuCGG27Avn37MH/+fOb43/72t7au/+///u/Yv38/1q5dixdeeEF3ra1bt+rOqa6uRnV1NS5fvozW1la88cYbeP755/Hf/tt/Q1tbG+bOnYuioiIAwL/+67/i0UcftdUmiUSSWch5yjobN27Ehg0bsHTpUrzxxhtCE6IkPUifpizn6NGj+L//9/8iLy8PtbW12ufHjx/HZz7zGd1EFAqFhNl5yS4mGo3qviPH/8Vf/IXuuz/84Q+m7Rs3bhyWLl2KH//4x3jqqadw+fJlzU+hoqICANDS0mJ6Db6dojZKJBLnIucp62zYsAEbNmxAdXU13nzzTeTn5yd0HUliSKEpi/njH/+Ie+65B4ODg3jyySdx4403at+VlJTg2LFjOHXqlPbZp59+im984xuMzwCBOGOePHlS9x0J+f3jH//IfN7c3Kzb0QFDE1QkEtF9TtpCdk233XYbKioq8Jvf/Aavvvqq7vhYLIbm5mZdO/v6+vDpp5/qjpdIJM5DzlPW+c53voONGzfizjvvlALTCKGoRt53EsfT1dWFOXPmMOUJrly5gtOnT6O1tRXBYBA5OTl48skn8d3vfpcpT/CTn/wE3/zmN+HxeHDffffh2rVr2LFjB1RVRWFhIQ4cOMA4Zh46dAhlZWXwer148MEHMWHCBEyYMAHf+MY30N/fD5/Ph66uLnz+859HWVkZjhw5gv/8z//E6tWr0dDQgO985zuak+Tq1auxY8cO1NTU4KabbsINN9yA/fv3Y9euXZg3bx7279+P8ePHAwA6OztRU1OD7u5u+P1+LF68GDfccAN6enrQ0tKCM2fOMBPP//pf/ws//OEPcffdd+POO+/E2LFjcccdd+COO+4wfZavv/46Xn/9de033333XZSXl+Nzn/scAOCOO+7A2rVrk31lEsmoQ85TqZmnXnrpJXz1q19Fbm4u/sf/+B8oLCzUHbN06VKZly7djFy2A0myiLLLjhs3TvV4PGpNTY36j//4j7qsuYRYLKb+/Oc/V0tLS9UbbrhBdbvd6te+9jX11KlTWmZdnpdeekn1+XxqXl6eLtPuRx99pNbX16tTp05V8/Pz1VtvvVX97W9/qzY1NelyHr311lvq3/zN36g333yzOn78eLWwsFD97Gc/q377298W5hk5d+6c+u1vf1stKytTx40bpxYWFqrz589XH3jgAbWxsZE59pNPPlHXrVunejwe1eVyWc63RPK7GP23Zs2auNeQSCR65DyVmnkq3hxlda6TJIfUNEkkEolEIpFYQPo0SSQSiUQikVhACk0SiUQikUgkFpBCk0QikUgkEokFpNAkkUgkEolEYgEpNEkkEolEIpFYQApNEolEIpFIJBZwXO25WCyGUCiE8ePHM0nOJBKJ81FVFZ988gm8Xi9cruzek8m5SiLJXBKdqxwnNIVCIcycOXOkmyGRSJLgxIkTmDFjxkg3I63IuUoiyXzszlWOE5pIWvoTJ05o1aMlo49Tp05h69atiEajyMnJwZo1azB9+vSRbpYkDpFIBDNnztTGcTYj56rs59SpUzhx4gRmzpyZ1vnH7HdE38n5MXkSnascJzQRNXdRUZGciEYxRUVFePTRR9Hd3Y2SkhK43e6RbpLEBqPBXCXnKucTDocTnkOCwSAaGxuhqipycnKwdu3atMxD4XAYr776qiYA0b9j9J2cH1OH3bnKcUKTZHTDT3JOnwySmZQlEkn6CIfD+OUvfykURqycu23bNq0YcDQaRXd3d1rGeHd3N6LRqPB3zL7LhPkxG5FCk8QxJDPJjQSZ1l6JJFNJZHPS1tYmFDisXKu7uxuxWEz7W1EUlJSUJH8j0N9LSUkJcnJytHmE/h2z7yQjgxSaJI7BbFflRDKtvdnKu+++i2effRb79u1Db28vtm3bhtWrV5ue09zcjPXr16O9vR1erxePP/44Hn744eFpsMQWiWxOwuEwAoGA9rfL5UJJSYnla9HCisvlQl1dXUrGttHvr127VijImX0nGRmk0CRxDJm2q8q09mYrAwMDKC8vx1e/+lXU19fHPb6zsxOf//znsW7dOrzyyiv4r//6LzzyyCOYOnWqpfMlw0simxNeU0T+LboW+ZwWStIhrITDYTQ3NwvvxczUJs1wzkIKTRLHkGm7Kqe0d7T7Va1atQqrVq2yfPzPf/5zzJo1C5s3bwYAfOYzn8H777+PH/3oR1JociCJbE5Ex7z99ttYsmQJc62rV69iy5YtQmdvI2ElkfFGa5gIZvdC/wagF+okI4cUmiSOItN2VSPdXulXZZ+WlhasXLmS+eyee+7Biy++iKtXr2LMmDEj1DKJiEQ2J263G+Xl5Thw4ID2WVdXF06cOIHa2lr09/ejsLBQi44DxFqscDiMtrY2AIDP5wMAbbwpioL6+nqUlpbGbQ+t4QKAhQsXorq62lAoe+GFFxCLxaAoClwulxzfDkIKTRJJBiP9quwTDod1OW2mT5+Oa9euoa+vDx6PR3je4OAgBgcHtb8jkUha2ym5TiKbE7/fj2AwyAgr0WgUoVAIRUVFCIVCps7etPACAK2traioqNCup6oqGhsbUVxcbOpgHgwGcfDgQe3vnJwcQ4EJGHJgJ7+pqmrCzuyS9CCFJsmoIRsnGulXlRh8bhaibTDL2bJp0yZs3Lgxre0arSQzNo3OJRqqtrY2BAIBTXND/u1yuaAoClRV1Zy9gSHhqKSkROcXRYQXcg4w5CtF/KJEGt9gMIiGhgamvbW1tbbukfweGd9SuzyySKFJMiqgJxqXywW/3w+fz5fxk41T/KoyCbJTpzl9+jRyc3NRXFxseN6TTz6J9evXa3+TjMKS5Eg2n5LZuURDNW7cOOzevRuqqjICDwBNYCouLmauVVtbC5fLpR2Xk5MDr9fLCE1EkDHS+La3t+va3N/fb3pPPp8Pra2tTDv6+/u18U2+43+LPA/anCjng9QjhSbJqICe1GKxGPbs2YPW1lasXbtW+z5ThY6R9qvKNCorK/HGG28wn23fvh1Lliwx9WfKy8tDXl5eups36rBjYua1SlbODYfDmsAkIhaLob+/H/39/cy1+vv7sW7dOkYI4bVPFRUV2u+JNL5lZWU4fPiwdjxJfRDvvsw2QkbaZd7ZPBAIYN26dXJuSDFSaJKMCuiJhhCNRtHW1sbs6ox2udlo2ssW+vv7cezYMe3vzs5OfPjhh5g8eTJmzZqFJ598Eh9//DFefvllAMDDDz+Mn/zkJ1i/fj3WrVuHlpYWvPjii/jNb34zUrcwqrFqYhZplayc293dzQhMiqJg0aJFmr8TfR5/LdGGhD6GOIcbCTrESXzXrl24dOkSPve5zwmFOpG2zCwFgei3eGdzYjqU81VqkUKTZNgYScGD9m+ghSQAlnaq0ofAubz//vuoqanR/iYmtDVr1uCll15Cb28venp6tO/nzJmD3//+9/j7v/97/PSnP4XX68W//Mu/yHQDSWBlbMfzPbKSpZsfqyUlJaioqABgbI6iBSs64s3v9+t+M1474iWiFJ1z/vx5nD9/HsCQv9T48eNx++23m94XbW6z+lv8xtBIq8UjN4T2kEKTZFhwguBBJhqiZicTCi1EGe1UrQhWcuIZGZYuXWpoegGAl156SfdZdXU19u/fn8ZWjR6sjO14xW/jmZjD4TAikQij5ent7cWOHTt0Wh9R/UqRoCP6TbN20Nclgpro93iIeY9w8OBBTWgS3ZfI3GZlzqQ3hoA1nyYnzMuZhhSaJMOCk0Lj+Ykx3u4ynglATjyS0Uy8sW2l+C0RPAoLCxmnZ/IdHcRRXl6OtrY2JgcTnd3byNRlZ0zygpDRGLcy9hctWoSdO3cyf5PfoPMxVVVVaYKOWfZwM8h9kvb39fVhYGDAcG7j311zc7NpOgSJFJokw4STQ+PpiYaEG9sxH/ATT1tbm9Q6SUYN8cZ2vOK3omzZxO+ImNDoII7BwUHmekD8KDY7iAQho+vyRYHb2tp0v0e0SgcPHsSiRYu0v/l8TAB0ghh/f1agtXr0+SKBjjfpHT58GB0dHXLjZ4IUmiTDgtND462GLovgi3tacSyXSLIF3izEU1BQwPy9fPlyZkzwDszAkBBx4MABBINB1NbWMkJZWVkZOjo6DNOHJLs5M/KdSua6t99+O+PHZPX3AfPs4YC+5Aqt1SMYCZDk3TU3N2tRfiNtCXA6UmiSDBtOCI038j9IZodKC4SRSAR79uwRXseO35P0kZJkEn19fVrSSJLKg/TbgYEB5tjcXHbZEUW2EkgGb37Dpaoq2tvbUVZWxpQxScXmTCQgGV3X5/MxyTKJX5UV+HxM5Fz+9+MJTPRmr6KiQqeFA8w1VW63G9XV1Zog6jRLgNOQQpMEwOhYpOkJhq8blcxOkt/piRzL7fg9SR8pSSYRDodNa7gVFhYyx/N/u91u1NbWIhgMYsKECdi7dy+jKQkEAvD5fJrzdTgcxuuvv45oNIqOjg6tjAl9vWTGi13H8XXr1iU0d5r9jlXBj9/sAdAJoIqioKysLKG2SPRIoWkUYSQYjZZFmp5g+LpRiU4aomcXL4dKPE2Wk5zmJZJ48HmQ+FB3PgM2/zdxFCdjqL6+Hu+//z66uroA6PMNDcf4sCN4JSOkGZ1r9Zr8Zs/n88Hn8zHmNmLqJD5Vfr/f0m+Oho10IkihaZRgJhiNlkW6pKREWDfKbCdJI5pERM+OzhJM/7ZVTZaTneYlEoAdC3wepLq6Oqb/m2WwJiZtPhP3Pffcw8xX9BiQ4+M6Rps92txGoP3E4m2MR8tGOhGk0DRKMBOMsmUSirczcrvdqK+vR2NjI2KxmK17NTLt8U7gkUgE4XBY6MdkVZMlVeUSJ2NVu2rW9/nxRFNYWGg6BuT4YDEyGxLn/JaWFkYTaGVjPFo20okghSaHkmrVqJlglA2TkNWdUXFxMfx+PwDj5G/xNEq8aY/ONM7XtOPbRCfFM8MJTvMSiQgz7SpJ21FQUKD5HYn6Pj+eaIj5zmwMyPERH/KMvF4vGhoadEWGzYinHczUdSIVSKHJgaRDNRpPMMr0SchKriT+uYoiXYyevZlpz+0WFw4l/6Y/y+RnLBk9mC2OVgrG0mNF1Pd5Da2iKBmv6XYqpaWlKC4uRltbGwYGBpgUEHwQC/3OiXN+WVmZTjs4mk12UmhyIOlSjWa6YGSGlVxJ/HPdvn07PB4Po3EyevbxTHtGC0mqzJ5yhydJB6J+ZZb92szUTCd6VFVVE5xEfZ/fxAGQ/TsFmNWqA65rvltbW7F69WpGG6iqqja31dbWas75hw8fxoULF3Dp0iVL61K2z1VSaHIg2eJjlE7M6ksZ5Uri88F0dnais7MTgUAA69at0x3DP3uyY7PjZ5EKs2eyO7xsn8QkiWHUr4y0pmam5nA4jEAgwFyfCE61tbWWorVk37SH1VIvBP69tre369IVkH+///77zGc7d+5kfM+MigGPBm2UFJocSDb4GJmR7CIeb2B6vV5G60TywpDnSofjAnpTWzwzJgBhXScjh8x4YbzxnkcymsfRMIlJEsOoX4k2DvH6IF8qhaCqqi7FgCR57JR6IfDvlc6snpOTg1gspplUe3p6dL9J+54Z+YOOBgdyKTQ5lGw1paViEbeyE66pqcGuXbsQi8Wwbds2Jh9TdXU1jh49qk3y/K7J7NnTRTYJVu9DdO98u+PVh7KreRwNk5jEGDu+SYWFhVrtRdHGwawPGvkoiSJKJckjGtfx5gnRhpDWnLe1tWka+lgspgnLIozeabxo4mzAltC0adMmNDY24vDhwxg3bhyqqqrwgx/8ADfffLN2jKqq2LhxI7Zs2YLz58+joqICP/3pT5lU95LRCz/Y6araZk6JNFZ2widPnjR1RCWqZlFeGUI4HNbqaZGdFV1kk2BVGEnUWZyO0LOLNPWOXqzUUySLaGFhIZNgkja/kXFZW1uL/v5+JvM9PT7J8STAQhRRmk2L50hip9QLjcgkSv9N+4LeeOONjNBEO/d3dnbil7/8pWGfyuZ3b0toam5uxt/+7d/i1ltvxbVr1/Ctb30LK1euxKFDhzSP/B/+8Id47rnn8NJLL2HBggX43ve+hxUrVuDIkSMYP358Wm5CkjnwfkWkqraRU6KoIKfR5GCmeqaFBT7cWWQ+4CuNE78nEVaFkWSdxcmEZmcSynZTr8QYK1pGsmiSvsUfa0U7yo9dMlZFEa2y/6UGo3GdjIVC5JxPC1Ekmi5eYV8jv7hsefe2hKa33nqL+ftXv/oVpk2bhn379uGuu+6CqqrYvHkzvvWtb6Gurg4AsHXrVkyfPh2//vWv8fWvfz11LXcQ6Xa0zSZHXpFfkZlTYiwWE+5WRDsmOkRW5LRNnmNhYWFcQYWOBCLtIJoel8tlKNBZufdEnMWTmYSy1dQrMcfM/GbVBGxFO8qPXdo3iowVYGgBtjpWJPFJx7jmrymam4hrg9kmL5s13En5NF28eBEAMHnyZABDKrtwOIyVK1dqx+Tl5aG6uhp79uwRCk2Dg4MYHBzU/o5EIsk0adhJt6NtNjryEr8iWhPEa4aIpokQT1Cg61fRRTxpZ2v6OZJr84n1yLF8JJCiKNquy+VyoaqqKqEFwIqzuIhsnoQk6SGe+c3IVEcvkFa0o0ZaXbfbDb/fL4xklWQG/By6bds2xGIx06hIcp5Ia5UN6SUSFppUVcX69etxxx13aBWUw+EwAGD69OnMsdOnTzd0KNu0aRM2btyYaDNGnHSrIbNNzRkv1wvRFJFkbLR62ExQsBLdY6TJ4hNh8n5Ls2fPxoQJE3DgwAHtnKKiItOouFRrB6WZTWIXug/y/f/tt9+G1+uNK/iL+l04HGb8l3iHYvp6Pp/P8hiWOBverSEUCmk+bmb+U/yG1cz1IhNIWGh69NFHcfDgQfzxj3/UfcfXEiL5OkQ8+eSTWL9+vfZ3JBLBzJkzE23WsJNuDUCi13eiSU+kNaOdTUniyKNHj2qDyefzWbqPeFEb/HOkBy49qZeVlWnCETC0o168eDG2bdvGfEa/B/6+6MRwol29lXcjOkaa2SRWEfVJ2pewq6sLXV1dpiV/RP3OKKu+Ud+Uwn72YCWBsAizDWsmOoonJDR985vfxH/8x3/g3XffxYwZM7TP6YHl8Xi0z0+fPq3TPhHy8vKQl5eXSDMcQbonhUSu71STnpk2iNbu8IPJar22iooKDAwMIBgM6gYjb6oIhULaebT5gBaYAGDu3LnYv38/o3ni+zJ/X8Fg0PA+zd4NEZREdbvI74j6gFUB2YmCtCQ98H2yv79fmKPMThSn6LpWNN9S2M8O6DnUKIEwoJ9njDashEyzoNgSmlRVxTe/+U1s27YN77zzDubMmcN8P2fOHLjdbuzYsQO33HILAODKlStobm7GD37wg9S12mGke1Kwe32nmvTsas2MIm74QRkMBtHY2MiUbqDP5wUFIrS4XC74fD7GWZWno6ND5/cUCoWYcNt4SeOMIveMopREz8BoV2dVQHaqIC1JD0Yh6dXV1Thy5IiweKuVsSl960Y3tMlNZHY1mmeIsFVQUIDe3l5tc5uJ/ciW0PS3f/u3+PWvf41///d/x/jx4zUfpgkTJmDcuHFQFAWPPfYYnnnmGcyfPx/z58/HM888g/z8fDzwwANpuYFEyPYdt1MnNjOtGe37QBMIBBibNz0oidBDa4dUVdWEIEVR0NLSon3m9/sBXN9Rx2IxHDhwAIqiYMGCBTh27BgjPNECGA8t8Ijuy8jHw0qUEk1OTg7TZl4ItiogO1WQlqQOfl4zGmsulwvRaFTnzGtFoy3NbRJgqB+sXr0a7e3tWkFfwLx2J6BPQHzy5Enm/EzAltD0s5/9DACwdOlS5vNf/epX+MpXvgIAePzxx3H58mU88sgjWnLL7du3OyZH02jYcTt1YjMTVulBSPyaALbECcCmAiBCD42iKFi2bBl27drFCDzE5JeTk6PTLKmqiqNHj2LBggWYMmUKvF4vQqEQAoGAdg0ioBntjkTawEgkoqUpoP1DjKKUeCFt4cKFqK6uBgBDZ1qrAjLvj0BKy0gyH5KENRAI6BxsedO2WY4yqxptaW6ThMNhzYWAjlYuKCgwLNTMC1S7d+9GLBZjzs8EbJvn4qEoCjZs2IANGzYk2qa0Mlp23E6b2OIJq/QgpAUbu5qyRYsWITc311RDVFVVBQCaFopw9OhRdHR04KGHHkJ/fz8jWM2aNQt+vx9+v9+SEzefGLO2tlZXp47G7Xajvr5ec4bPycnRMqUDxloAqwKy2z2Ux6qhoUFXWkaSWfCZ83mzLtkgBAIB1NXVMdUYnKqFlmQWRvm7Xn/9dW1OnTt3LnMO3fcURdHm10xbh0dd7TmjSSPbTXY0I3GvdlMClJeXw+Px6Nro9XoNzWa0CY73MaI1RB6PBwMDA1i+fLlOI6WqKtra2uDz+XTRRsSPid+988+TN7XFYjHN58pMuylKyEkQCVr071pxlu/v7zctLSNxPvzmo6ysTGjWBYb6XUNDAyMcJ6qFHk3zoyQ+onWUn/eOHj2K48ePGwbj0BHGmSS8jzqhSTRpjAaTHcFK9JbdidHKefF2uPT3wJAZzu/3a++nu7sbV69eRVNTk+bwvXz5cly6dEnTGKmqirNnz6K0tFT3jomGiI9MW758OXbu3Mm0ZWBgQOsnfOZyXtAQPU/+XgCkXFhJpM9KLUPmw28uDh48qH1HTMgHDx7U+puqqrr+ZlcLPZrmR4k1jIRv3vWBn+/ovme0QXQ6o05oAvSTxmgx2QHGalWzCC0zrE6ovOMgwBb8dLvdqKioYKpsE38gUVSZqqrIzc1FUVERs0A0NjYyO2tyf+Q3+Bpbubm5KC8vZ3yjSB1FEm1kFAln9DwrKiq0opW9vb3o7Oxkzunt7dVySNFpBnp7ezW/lHjvgPbtshP67URfN4k1wuEwIpEI45tGL1DEjwmAJjjZqTRvtPkZTfOjxDr8Oup2u1FXV4fXXntN+8zMmuM0FxKrjEqhiUe0A89WdTR/rwUFBTqhxM7EaHVCpX2WSO0iAIxwwEfQBQIB9Pb2Gpofent7MX/+fMZcRxzHgevClqIoqK+vR2lpqfBdl5SUaHmiyG6dEE/QMNLe0KG5W7ZsYUyABw4cQDAYZAqd8sR7lq2trdrfLpfLstYoUyeq0Q4fNVpVVQWv18uYOLxer850J8pZFu/6vMAuNZQSqxAXA7Lh9Xg86O7uRl9fny73XKbOQ1JogrhOTraqo/l7NQp1txpdZXVCpX+HV982NzdrTs+8tonX0tAQ4WP58uVaJIbIvk5roMjf9P/dbjfWrVtnGtmXaAg27+BN3/f+/fsNBUKrzxKAZsaUZC/8+CkqKtL5wPEbmMHBQcsaIrPNj9RQSuxAbxjpjWs8F4VMUVRktdBEV7UX1cgRqQsB6Ew42aaO5oUA3v8GABOKHO9aViZUkZ8P4fDhw1rpFJLvi3f0XrhwIWbMmKFz3CYmNiL0FBQUaO/cSANFZx6n84jYfcd0/ykoKEBzczMmTJiAixcvoqysTItaondfxPwGDDmXGz0Ts0hVXlClNWOS7CSeRpNgNcmq1esTpIZSYhd+40pHRBcWFjLuGeFwGC+88IKm7V+3bp1j+1tWCE0iCVWUYZnWGhmpo3m/Ad4mS9SOmVZk0Agi9NALul0VfLzILvIdKXNCTGG8UEM0TMD1+oUk4ozkK2pqamLeKck5RH6DfqciDRRgLfNxvHuhs5CLMooT53EiONHPiNynqqqoqKhAUVERCgsLEQwGtfP4/FT885Y7/9GFlXcuOiaes228AtoSSaLwgnhtbS36+/t1kXNk/aE3s6JKEE4ho4UmPqkbLfyIzE601sjIIZr3GyDCES0JA8i4IoNmkAXdanHcePACKe27k5OTg7q6Om3w8GYrgqqqqKqqQlFRkdYeUcZwOucQ/04vXbqkpSCghVw7iwMtHNF14LZt28YIfEbn8ouWz+djkhDS/Wvy5MmW81PJnf/ow+ydG6WfiHeOUQFtiTmZYkoaSYwEfZElh4cOlnEaGSs0iTRJtFAkMgfRTt6RSIQpt1FYWCj0GyAvjZaE+d8i7cn0QURPsMncDy+8/OEPf2D+DoVCWLFiBcLhsKZR4iFmJ/q3jfysotGopgEk75Svwk1MWLS2MN59hsNhTWAiv8Ob+ADjcis33nijblHq6+vTjiX3zjv5er1eTJ06VXe9bOhjktSTaEqAbIiKG84xYVZQO9Oe23AhEtqNTMG0MNXZ2cnU93QSGSs0iTRJvK2fqP0GBgZQUFAAj8ej8ysBhrQar732GlPKIl5EkqIojNkumxzHzUyXZgIG+Y4XWE+fPs0c29LSomm16Hc4Z84cLF68WOd/Rq4diUSY65B3pSgKIyBVVVVhYGBASyNAFoS+vj5GCAoEAlAUxfC9tbW1McIQ/c7pzLaLFi1CNBpFMBjUjr377ruRm5vLLEqk74mEMFpYD4VCCIVCaGtr02z7wWAQ27Zts5SOQDK6SFT4yfSouOGYd2m/WGJSsuLUbOWao3HzQzatZWVlKCgo0FkA4uXFI9cYyeeXsUITP+ArKiqEfkZkMXW5XFoCRCNEakICbVYhIezkt5y+Y7PbyeKZLkVJMenvamtrUVZWhhMnTuDcuXO669NZt2l/oO7ubqxcuRKlpaUIh8PYsWOHzgeK4HK5tGuRdpL/9/b2oqurSzuWpFagTWqAPoov3nubP3++1s7a2lqtPh1f/w4ALl26BK/Xy3zW1dWl01DxQhgN7bwu0nhlk5ZTkjiJCj+Z7huX7nmX1wCTsUv7MbpcLly7do1xarZ6zdG2+eFdXPggFrc7fl48Jzw/xwtNRguCaMCT/DXkQTc3NwvD3K0Qi8XQ1NSEm266Ke4kVFJSwgwiJ+3YUpU52myC4r9raGjQCadGJixeiCFCAj24RMfOmzdPK+pLtE3kez5NAXFA56/ncrk0TROdBJDck9frZSZLUhaAFtSN+lVra6vOPyQUCjG/vWzZMsYJl9eCkr7U3d1tqPFywiQiGVncbnHFeavnZqrwnW5NGe+uQReiXbJkCVpbWxGLxbSKAi6XS1frz+yaTtxgp5Pu7u64G9V4grwTnp+jhaZ4CwK9aJ89e1ZTn9KLYTIcPXpUW5iLioqYnQZf04loQWg/FSdMQIl0MqOOazRB0ZOXKJKMTxdAdhgiYYCE7scTcq9cucJoZxRFwezZs3UCE6k1d+zYMebzBQsWoKamBsD1bOgkCaCqqpoZbMaMGejp6dHOo58l/Ux4zL5fuHAhysrKdBEkK1asgM/nE0Zo8kInOcYJk4hkZOErzgPXBXSrUb6ZKHynW1NWWFjIBGaQ6C+itebha/3RPlCkWHemm0STgVYuAMa56MyCF5ygoHC00BRvQTBKnsUvuLNnz9Yt0Hbh/WmIiQlgNVrEdyWRkiTpwMogtSLgmU1Q9HdXr17Frl27tO9IvhhiGnO5XKitrQUAnTP+8uXLhRmyXS4Xo1kCgCVLlsDr9TKJMD0eD3p6ejThbdasWZg2bRpj2iLcdNNNhpoyQjQaxYkTJ5jzaJ+3gYEBzTbv9Xo1cx0Z0F6vV9Mg0f2hurrasG9biYpTVVUT8Gpra1MyCTtFyJfYx0zTGwgELOW8yVTh22i8JNufw+Gw5kOoKArKyspQXFyM0tJSTcMkgtT6A/Tln8hakMkm0WRwu4eSCCebtodXUAw3jhaa+Ggp/m8+eRaB35WHw+GkBCYjurq6dE7lOTk5AKATokZqcMTbjYl2mIDYf8lsQSef//KXvwQAzUGaFMrlHZ2JloWgKAouXbrEfDZ79mx4vV5tcLW3tyMYDDKJI+mdIADG16irq4vxbSLwOxS+X9H9h+9X9fX1Ol8m8oxKS0vh9XrR0NCgpUKgNUhWNXc8RgJ/NBpFf39/0pNwJmoZJNcx0/Sa5fsyukama0Cs9Od4Off4tYVUH1i7dq1WmxIYmhNuu+027N27V9OiG1VaIMJoRUWF45ybh4tkU6U4Qbh3tNDEZ6Xm/+bVfcCQ6WPy5MlMosRPP/00Le2jfVQAwOv1oqqqSlOREwKBwIgmwzTrqEZO37zQZ2VA8xONx+MBAF2yUPr6hFgshoGBAeazJUuWMP4BpaWl2t/8TpAkx4znawTodyh8v5o+fbrm20Rz2223obS0FP39/TrbfCAQwOrVqxEKhYQO2/w7sOOHQi9oiqJo90smaHJt2qfPTl9zwkSUCp5//nk8++yz6O3tRWlpKTZv3ow777xTeOw777yjmWdp/vSnP2HhwoXpbqpGKhZLemNER3kB1usSZrpTOP0czfozn9sPGIrmJbUpCaKUNWScHzx4UPtMURR87nOfw+c+9znDTRGBTnnD++LKTYs1nCDcO1ZoOnXqlDAzN93hgKFdAqnoTUwfvP/KcBEKhYRO0FZ3eyMBv0stLCzUtV+UPDTetUiqfNp8SlIKFBcXCxNV8piVcjHSMsbzNSLH0O+DF75FAhNwPXWCaKAeOHAAU6ZMQSAQ0D4zG9S0H8qRI0cAwNSBlDiVk2gTfoJOZuJ1wkSULK+++ioee+wxPP/887j99tvxi1/8AqtWrcKhQ4cwa9Ysw/OOHDmCoqIi7W9Rfqx0kcrFkhbK6YKpdjZryWoBRgr+OS5dupRx2hYFTdDQPqoAND8kvoKBy+XS1hoCyV69YsUKQ5cFuowXoNfiZ8umZThwgnDvWKFp69atGDNmDJOZG2AzdhNnb0VRUF5ermV/3r1794i1W2RGcVpEHY3b7UZtba1mUmpsbNS1lQgT8QY0uVYwGMSMGTMQDAYZwaazsxM9PT2aXZ/f8R08eFA42YkQ7QQBaFm2x40bx/hW8cfQ13a73fD7/Yx2UkRXVxfC4bChUM6bakVqeAIv9DU0NCAUCjGLnCjjPfk+XlQJbxI202hYmYicbj547rnn8LWvfU0zL2/evBlvv/02fvazn2HTpk2G502bNg0TJ04cplayWPHZFD3zeO8iU4UfK4juva2tjXmOu3fv1iJqa2pqhL6LPMRHld/MEX/KK1euYMKECcL0Ii0tLQCGLA10jjnRexBlw86GTUuyWJ1fnDAPOVZoikajGDNmDJOZm+5wfHLKgwcPav4z6fBfSgQ6+SINry0b6U7Q39/PONHTEWi0cBpvQBOTWTQa1RKU8ZAFfcWKFboQVDpTdm1trenzIAv922+/zfgtzZw5E319faaCc11dne7afE4lEaqqIhAI4E9/+pPw+4GBAWbyMyukSydSJdcmzt28XxnBTGjltWWtra1MiZZ4Gg2zhdbp5oMrV65g3759eOKJJ5jPV65cGVcQvuWWW/Dpp5/is5/9LL797W8LTXaEwcFBDA4Oan/zwSF2MVsszRLMOvldpBMj/0tau8uPqV27dmHu3Llwu91MNBwfXGLmNkCOcblcwuhgMnYJooTARNt09epV5tze3l4t5chIrwMjhajsFok2NAr8Gsm+71ihiXTinJwcLX8O79sBgBkggUAAU6ZMGbE200yePFlL7EgvdnzCNLOM1MOFkdZm4cKFWqFcuz5NPPRk09LSAq/Xa/i7qqoiFAqZmqvIZDRhwgRdG8ySlAJAR0cHOjo6tIy0ALBv3z7Tc4ChCVm006Qxqt3FT54lJSWor6/X1d4T+ZURzIRWXltG97lk1f9ONx/09fUhGo1i+vTpzOdGvmkA4PF4sGXLFixevBiDg4P4P//n/2D58uV45513cNdddwnP2bRpEzZu3Jiydptp+IyeOf95c3MzqqurbWmiMhXRvU+ePJkZPx6PB729vbp1oaCggElOTPIp8RtYM7eBWCym1cPkfcdoyMZQVH2C30DTDuajqe6fmQ8aX+vTKMp5pOYhxwpNa9as0aLT6B04MSWJtEkHDx4cMVU7z5QpU3Dx4kXdLpKPJCOMZCcgk7coNJ60J57KlJSrMfIlmjVrlqYRIuao+vp6zW/g8uXLTEoBUmoFgM4/gxc87UILPnQpFTO8Xi96e3uZz3Jzc5GXl6c5sJOcUMRXyUxrRBLhkRBc2gTHZwk3ynjPL44+n4/JgE+iApNV/2eK+YBfkERaXsLNN9+Mm2++Wfu7srISJ06cwI9+9CNDoenJJ5/E+vXrtb8jkQhmzpyZVJuNNHxGz5zfaBw+fBgdHR2jQhMluneXy8V8FgqFtOoPBH6jo6qq5i/JP3/iXlBUVITTp0+jp6eHSTZLj0HiO8YLWoqi6IQl+rf56G47wTaZSDzHdzptCsBWeeB9T50wDzlWaJo+fTrOnTun86cBxH5D5PPz588PWxvNOHr0qOaP5fV6tZ2H1+tlHK9pTVNBQUFC0U+pgEweotB4M/jU+ABQXl6OqVOnYvfu3ZogsGTJEmYCIoITmUQWLVrEXFdVVWzfvp0x4ZGcM7zgOXXqVJw5c8a0nUYZya1mis/Ly9Odf+3aNVy7dk27Zz69ApkMi4qKhGr/hoYGPPTQQ4YpCaymiiCTeUFBAZYuXao9923btmmJ9pLxWXKC86UZU6ZMQU5Ojk6rdPr0aZ32yQy/349XXnnF8Pu8vDzk5eUl3E470BsZ0edGNbpE/c+p780qdN/k7z0Wi6G8vJwRjGKxGObMmaNLdEvgncNpTROvPXK5XCgvL2fqpNHn0GP32rVrWgJfozWKL/9EaGlpEWpX4j0Pp79TkRDP91GSNoV+rwBb+QBwzjzkWKHp/fffx/Tp04WSJf0ZSWfvREgYPa0ZI0kcc3NzGe2TUypn23UiJZElNAcPHkR9fb0m4NAdnDwLvpbTgQMHdP4C/KQXi8XQ3NyMsrIyZmdiJDDRTuW1tbV44403GJ8U/jgjwUpRFAwODgr9GQiRSEQzv/G+RfxOikAS4Rk5jZq9C15wFJkN6cU0WZ8lJzsXjx07FosXL8aOHTu0xKkAsGPHDnzxi1+0fJ0PPvhAS5PhFIgWg2gtyXswqtHF78atRr46FVHfpO9dURRd6hdFUTB37lyh0DR79mzcc889Qo1HRUWFcHPj8Xg005nRWCE+t2b+tHPmzIHH4xH62dHald/97neYOXMm/H6/6WYpE96pyKQm0hjxfZpo4p04DzlWaNqxYwcKCgq01PVGO/B4/isjDR+iSpwTH3roIcb0JYqqGOnOkSiqqqKxsRHr1q1j7PSlpaUoLi7WhIvXXnuNOW/evHno6OgwnXiIOYKo0Y0czkk7gKHnGQqFcOXKFcPjysvLkZeXh71792qf086i/MTM093djc7OTs0BnAgx9E6K342KnH+t7qKM/MFIu3lTX7y2Z3rfW79+PR588EEsWbIElZWV2LJlC3p6evDwww8DGDKtffzxx3j55ZcBDEXXzZ49G6Wlpbhy5QpeeeUVNDQ0oKGhYSRvg8HsvZBddyAQwJkzZxAIBLRFlvS1SCQi9HHLJETPoKKiArW1tXjttdegqqpu07Ro0SLk5uqXNkVRsGTJEsOoO0CfqoSPtDXzKePTt5CSSGQsrly5EoDebyonJ0cr3QQA586dw7lz57TNJ+3baXWsOkUbZSQgiTRGVjVJI31vjhWagOsLDu8gR0ubZ8+eHYmmWcKsSC3f2Z1ir7WLz+cT2u+NclPR766jo4PRkJw/f95S5CPpF6WlpThy5Iilc/r6+pjjxo0bh8uXL2t/9/T06Ey7Pp8PFy9ejHttgE3LUFBQIJwoyH3PnTtXN+iDwaChA6QIt3sovcOuXbt07a6rq9NtNMzI1L5Hc//99+Ps2bP47ne/i97eXpSVleH3v/+9di+9vb1MDcErV67gH/7hH/Dxxx9j3LhxKC0txZtvvonPf/7zI3ULGnTQgNl76evr08ZPKBRCW1ubVjKFaFJoH8VMeq/kGRDzN4H46RnlcCMbHT4tCJmLickagC6nms/n0wQd2mmcJp5PGb/oE5O9aNPP52/atm2blgsOuO7CAFzP4WZlrDpJG2UmIIm0aCJhKBgMakmAi4uLGbeEuro6bSM+XEKUo4UmKwPdLAHiSGO0mIvuyyn2WjuQTk4W6WvXrjF+TPHe3bx58xihSWRmIz4AtFDmcrnQ29uLtrY2zaxWWlqKYDCoHbNgwQLGsZzO0q4oii5LvMgXjpgMrUBrd8jky0flGKWYIKkajBwgRdDpHWjuvvtu06hDEZnY90Q88sgjeOSRR4TfvfTSS8zfjz/+OB5//PFhaJU9RE6yRgJwe3s78ze/UcnU98rXFKUhUbV8ig3CsmXLhPUr+bEFsHMKnVON9qM00vDxPmW07xi9ybdjdr/rrrt02ne+OLzRO7WaEX0ksGJSo31jXS6XJvwHg0FNcDx8+DDKy8sZt4TXXnuNca/gNXPpwLFC04oVK/DZz342ruoxE3ZPvMbJKOnhcNtrk1FzivwBfD6fUItiBB+NRqMoCiorK5kM2NeuXUN7ezvC4TAjbKmqyghMxLH8+PHjuogM/t/xiMVi2q6dvj59DbLj4Rc3kd8EUcPTO0A+XxXvACnCKL2DyCxhBSf4Ckj05heRpp1QVlbGmKdFSXQz8b3SZjPe15AuSbVu3TpdnjZ6zBP48VpYWIji4mLDnGrxtDkinzK6ULff70+obFZxcbHQOkEXARZleg8Gg1pJKT4aLVM0jLRvLMmy7na7dRuDixcv6oRlOr1EY2OjJmCmC8cKTUuWLGHKGxBEibCmTJmCvr6+EWilNfgFFhi6j5GczJJV4fKTO50Wwkq+kXA4zKjHCQsWLIDL5dJUsbRwzEfpGUHyPCWa5LSkpAQ9PT3a+XxU1qJFixhfNZ/Ph+LiYq29wPUUDfxzItA7QN4XQuQASRMOhxGJRIQ7bb74sMS5iDYtdCBBvAWP7Kj37duHoqIioeNwJkFnwCcoioL58+drWmNam+Z2u7F48WJGaOIT85IqEbTzNTHtG2nhrGjojHzHSA1M2nGfv0ej63Z3GydmLigoYOY/EkkMQDPrA6kr4u0EwuGwLlp1yZIlWLJkiU4jRxiOkmWOFZqMMEqElSnEG1TDhZkK14oGSuSIbEcVzGtXgKFJ7tixY1oWXjodg5UivKQfkMSoRscb+ZoRJk6ciBMnThiWxPH7/fD7/VqOFpKgTqRF4hOy0m0kC6IdMwov7M6ePZtZNJxsrpZcxyi7NV2E2igrPj0+6SLWmYxZXbhjx44xmwp6Y8AX+ebPJRokkW9XPL+aeJs/ke8YQTQXmmV5J5p00dxUXl6O3t5eZj4jwgG5TwLRUmeahpHOMUfy3dG+S7NmzcK8efM0bf59992nJQYmebmslN9KBRknNPG27EwSmGhG2tZspIK2qoEiC71RYkY7vy/aEfKJP2nBgGbatGm46667dEVKAX2UCvmdgYEB08zekUjEUOCikxmeO3curhaJOGzzCVn568eb5MjEGolEmN/0er04ceJERqniJeJNC/k3wCZgpHGSk28iGG3IjMzNwNBY8Xq9CIVCuvxjZlGkxKxVUVFhOSorkWdLz4VmjvdG71wkLNLpUsgGjf+eXJ9fD48fP55RfQLQbxz5lCperxdNTU3Mu6FT2gDDV44s44SmbGGkFzgj7YbdkFaPx6MJPLSwYiWJIv/79I6NTvwJQBjyrygKJk6ciFAohOLiYqxYsYL5jdraWoRCIQwMDDDJ6YLBoC4VBH3NqVOnoqurS/h9d3c3tmzZAkVRGMGH91ei3y1d248giqA0ek4AW6iaFjYBaM7CBQUFOvOgxJkYbVri+aI4zcnXDmZCCb+JouvCAez45zclq1evxv79+3XaazOtkkh4S+bZkuubJQcWvXMjYXHRokUYHBxEWVmZ9hmthaqvr2eeHW2W3LlzJyZOnBhXAznSofs8/DuinxUA3bvhfYOH6x4yTmgSJVPMJJJxFEw1oomE9pUhA9ssDT4hJycHXq9Xi+gS7dREkyYfaUJnQfZ6vaa5mFRVxdGjR3H06FEtiWRHR4cmENGmNGBoUuzr68Prr79umMxSVVUmV5PR79LnmdXoI89U5DxuJDSbJd0j9a+AIeF0z549mvOn2bOXOAujTcvq1au18GrR+6N9nhRFySgfNit5p0gofmNjo+F1eM04nRSYVGAwS7lhJLzxQk0iFRriaYzJfEfP/6LcUMFgENFolHFTIHPGkiVLmLp506ZN0yXypCPuRDhdY8mPD0BsYh0JbAtN7777Lp599lns27cPvb292LZtG1avXq19/5WvfAVbt25lzqmoqBA6/Y4mpk6divnz58Pj8Zja4UcKfhDR5V/4rMKi3VE0GtUGOvmbREAQ+EnTqMQDPTiIIGSkuqd/n3cOpP3HiBaIr4JuhXg+UDNmzNA0WF1dXSgsLBRGzpFdI631EsE/Jz7IgSwK9DH8s09UA+G03Wc2I9q0EAGgo6NDt+iRNBO0KYY2VTkdK1FpbrcbO3bs0EWTkk3QrFmzmASV/FgpKiqKq2ExEt7ohTrVFRr4uYBo5Xlhsb+/X+dYTojFYujq6kJPTw86OjpMFQjxNNl8Yk8naiz58eEU53bbQtPAwADKy8vx1a9+FfX19cJj7r33XvzqV7/S/h47dmziLeSgHcYyifnz58Pn8zlWuhdFefF5gMjgKiwsFAoSM2bMwNGjR5kSIrRwwE+avDAGAM3NzUw7RFFwotxNZoINfQ9m5VKM4Mu+8Ofv3LkTkUhE01AdPnwYJ06cwKRJk5h74csxtLa2MgnujEwVtJkCgHY8/Szz8vJsZwIn0MkUpbZq5IhnHjLarDhxwRMRL+CB9EN+U7lo0SIUFBQgEAigq6sLJ06c0ARFXtNmRfNmJryRhTrVFRriadl44Zh2UwD0wpOZTyZgXl+vra0NLS0twmOdjFW/z3QLVbaFplWrVmHVqlWmx+Tl5SXd6FOnTglTDrjdbixduhS7du1K6vrDCdlZGDkCOkF65icS0kYaorKmEzHS7N69W1dCxEgFz5d4EFULF0XBzZ49G16vF/n5+Th+/DjGjBmDKVOmwOv16pyt6R2qKK+HEQUFBbqJmxQG9Xg8mvmAviZv0mttbcXdd9/NRM4VFhZqYdWie6XrWJHn1Nvbq5sgSV+hHfEPHDigaQjtmH75wr9GSf0k6SeeJkbk9JwpCx7ByLeI1uy4XC5mA0Cyaov6Ju8sbyV61Eq0aqqz5Nu5nh1TpQiXy6VFXhrliaMxyhvoFKwIQ/w8VldXl7ao0rT4NL3zzjuYNm0aJk6ciOrqajz99NOYNm2a8NjBwUGmiGokEgEAbN26FY8++qhwN7J79+50NDstEH8X3n6dk5ODwsJCx2ie4tmQSfLKeFEuohIi/O8QUxZNX18fc13aT4guaXDixAkmki4nJwc1NTVwu90IhUJMPpbKykoUFRUxApqIvLw8pg8amU/b2tqYXDhGuUIIx44dQ1lZmeZjRYRNkUo9GmXrWLndbvT19eHEiRPMceXl5YwQyi8mRUVFjD+VaLIxyh5Mmy8zbTHOBuIt5iJTzkhvtuxC972+vj5hyhiyQSGO0KK5k/TNRIWbeFoLK4KVHexej9Z48ZtGUT4nWvsdi8U04dEoTxyBT+w53MQTiKz6XvHzWDyfrmRIudC0atUqfOlLX9I8+v/xH/8Ry5Ytw759+3SJqgBg06ZN2Lhxo+5zo52uWQIwJ0IWQTqii0x2TomEMcpNwgtRZLIWJVUEoBWpNIogoX+HzwZOHB6J+Yz4CYXDYaaUgpl5gjbdKoqC/Px8VFRUMOpukWlu8uTJCIfDcfsVnTittLQUFy5cwM6dO7Xv586di+PHj2t/9/T06FInmEHXserr69MVjyW7bhqjRYPPEkznhOHLdNDnm5XtkKQfK4t5pr4XUXkUozFH/HWIadooGSUfPJJKUv2sE7keP77vuecenD17Vqfppt0OzIRK2rdz0aJFI5oQ1YpAZHWNFKUiStd6mnKh6f7779f+XVZWhiVLlqCkpARvvvkm6urqdMc/+eSTWL9+vfZ3JBLBzJkzDXcNvM16wYIFWLRoka4TOQmzzpFKFXCq20YGOX/MsmXLGGFBNABFGkKRUzQN7aBNwmZph2fRBMtH+C1ZskRz/N65cyd6enowZcoU1NTU4NChQ7h48aJOk2RFYCL3SZvY+NxR06dPR05ODpO9mG8rmbRIJMzcuXNx8uRJpo5Vd3e37trTpk0zTHZIBF2v16tFCPJZgskEwk9C2ZI9eDSQ6U76fHkUM+iSGq+99hpCoRB8Pp9hwkmyKRrppMGpgH/P/Ph0u91aXjo+aIZPzcILlfn5+di1a5dWeorfhA0nVgQiq5pEt9uNZcuWafdmFPmdCtKecsDj8aCkpIQpmEqTl5cn1ECtWbNGeJO8zfqmm27ShYA7iba2NhQVFcWN1hjOidBucUf+mNzcXFRVVWkmL1VV4fF4ABjnaOKvIaohxBMMBlFdXW3quD179myhjxCBpCQww2rfIcUzjfI7GbWBNm8C0PyQOjs70dXVhdtuu003MRQWFjKpFu666y6d2Y2P8BFFCAJsegPRJETvgDN9Yc40ROk8jLS0TjHlJ4qdqGG+D+/ZsweBQEDoq+IUjX0qMHrPIo29qDA4CeQgwiMAJgKaZM8GRv5Z8QEvkUhEV17M6hoZDofR1NSkadxqa2sBIC1jJu1C09mzZ3HixAltUbXK9OnThZ+LcmkYOSank9zcXFy7ds3SsVaiNYaLeOYZkSRv1H56l8P7ZxEzz9WrV/Hxxx9jxowZjBNrV1cXXC4XysvLAYjzbxET3ezZs3V5SAjHjx9nTGJWIb4/HR0dtiPpRHg8HmECzqKiIqxcuVKb6MPhMM6dO8eokYnTeG5uLjMxEKHS5XKhuLhYO582cdATIN1GOpcPXcvObBJKxcJ86tQpW8ePZkRj0Sh6MRNCxOMJ3AUFBZauoygKli9frmkNCEa+Kql22h5J4gmAZrnuduzYwZwbCASYVCSAs/wWaS0YyTnHawqtbuLo50ay6fNpWVI1ZmwLTf39/Th27Jj2d2dnJz788ENMnjwZkydPxoYNG1BfXw+Px4Ouri489dRTmDJliib5JQs/6fNZYIcLKwKToihaJJNTTCCJmGfc7qFSIMFgkHHMpM/jJ3VeI3P48GHcfffdOHbsmGZ6isViWhi+3+9Hc3Mzo105efIk2tvbhVGUydLf329bYDJj6tSpOHXqlE7TFIlEtFw6gLhkAjB0r7Rp26jqNz850FFGdEZy2jcJYDWAtNmV/jzZHXs4HNblaJMYwz9vo1xbfHHrkV7sRFgRuI3SxcyZM4fJwK+qKnJzc/HQQw9p4fH0d3y/dNL8mizxBECjMSoqgC6qeuA0v0WzecfOJs7ouaVDmLYtNL3//vuoqanR/ib+SGvWrMHPfvYztLW14eWXX8aFCxfg8XhQU1ODV199FePHj09JgwHjdOupwo4WiYc4Q/MJDJ3iwBnPPCOCJNWLRtmke/Tiy1cmFwkje/fuZcyrtNmIOFfTQtPhw4eZv6dOnQqv14uzZ8/i5MmTzLXt5l5KRNCmd2hz587VhC6Xy4WCggLNp4CP1ItGh1Iq0LXqePLy8hjVtJEpg39/ZAIsLCzUNF10vzMrEsp/nuyO3SyyUqKHf95lZWVaIleiRW9tbdXVQnRaiHg4HNblVxMJ3LxmgdznypUrcfbsWW2jRe69u3uoTNOiRYs0AcCoXzplfk0WkQBIa1uMxqhIecDPh16vF1VVVUw2cfKbI4nZPVndxPHPDWA3nqm0RNkWmpYuXWragLfffjupBiXCzJkzDQu6AkOL3W233Ybz588L/VtcLhdmzJiBnp4eANa1SOQ5EHUyb16xy3D4kySyK7OSdI8esB6Px1DrQsPnE+Ij6nj6+vpQXl6uy1tEspd3dHSgp6cH58+fZ74nGslkuPvuuzF37lzdZBYIBHDw4EGmnIkolw7xKaA/W7JkCTo6OnD+/HkcOHAAwWBQ80OgUzIQjSVgPKmKsg0Dxu9O9LnVwqZGkMlPYg2jsRgMBjFjxgzGX43WKI5kiDiPUUklM4ddt1tfo404N/O+evQ1iV/gSC/y6Yb3MeQ3NyKtPx89BkD3dygUQmNjI5NN3An+cUbjwO4mThS4RKAjn5Ml42rP0Ygejsvlwq233oq9e/cyKt3e3l5NKOKJxWL49NNPbf027WdD1MlGkR1WGE5HT7u7MrtJ90KhkOavZFQYFxhaHObPn8+YkcxQVRX79+8XfsdnL6cxeu92yM3NFT43+v6i0Sj27dvHtGPhwoWYPHkyo31auHAhZsyYgd27d+tSEhDhjr7GokWLdOYIXmilBSC6fI3RuzP6PJkdu9vtxpo1a/D0008ndH42YXUDxC+QpB/TGtZoNCrMW+QEeO0in5dOhNGzIc9CZMKLRtkcZKMF0dgmz4douklBcpLGgdTcpGuBEvhs4k7xjxPNO3Y2+EbBTYQRNc85CaMBK8rlFG/hHDdunPBzkhyRxuVyYfHixejp6UmZvdTJESBWOq8oQV1BQQFKSkoMtYC07xPR0sSLqOMjLUmZATOzULKqWWJGDAaDWjHV0tJSYT/j73XGjBm4dOkSoykoLS0VJvVzuVwoLCxEcXExI4TySTX5RYffZdLla4zeXbr8QIwCOEYTiW6AjMybLpdL0wyIatKNJLxzt5lQR1J18OWT+OP5TRjgTD+u4YDf3ABg1gmSi41PbgkM+W3W1NTg+PHjhr6/Tn+uVjZx8YKbUq2hzGihie9QoszbVjEy30QiESYSadasWZpEL1KTAomZ2ZwSARJvFyhCNCBdLpdwx8ibNWktTX9/P2pra9He3o5IJCKMRuvt7UVZWRlCoZCWfwmAYbg/z+zZs3VJJ+OhKAqOHz+u5aYiWgDR5M4LQnTeEFLipK2tTSjIxWIxbNu2TYuIoYt2xnOO9Pv9TFkaWug2enfZ4gfiNBLdAIn6E/mcaLWdtqHife+MypiIrALRKJsFn+B2u7F69Wq0t7djxowZSbs9ZDIiXx06US/ts0NvzHh3AJfLBa/Xi3A4rB1jVZhwehqS4c49l9FCU7xdNL2rofF4PBg/fjz6+/uFCzOP3+9HUVERrl69qtW86+rq0hZ9eveX6C7TCREgibQ9HA4zgiVRDQNgTFKTJ0/GDTfcwDzvRYsWaRFDxPmT+DLQWcB5iL/PxYsXtRIq5NmdO3cOXV1dWLRoEebOnavb2d5zzz0AgP/3//6fZbNdNBrFwYMHmc/effdd3HXXXTp/OkVRdJMZuQY5zixfDVkU6UgjOoeJ0YJMH+/03WO2Y7YBMluAjBylU63VTiVG98rfJx1dS0Nnwac1qWQe4L8bjfCbG7qUDp2iggSFiMpGxWIxhEIhZvNm5ZlmQn6wRIKbkiGjhSYg/i7a5/PpQtl7e3sNnY4nT56MP/uzP9P8TYjjpdvtxquvvsocayXjsp1d4Ujs/O0muuTPpQcUPRjp0iUAcO7cOebcnJwczJs3T1Pv83XtrJjU6DaSdpJcJbt27dKygdfV1TEhtsFgUCgweb1efOELXwCgTwg3Z84cnD59Wjv29OnTwtpzt956K3Jzc9Hb26vLLRUKhTR/LzMKCwt1CyjJYWKUV8sJQrdkCKN3YWUBMnKUJhmgnYboXvn7XL16tc5sTRfF5v3wnOyq4ATo+Y44z/P9zEjzLvINMxPknfwu6HabRRxKTZMBZmal6upqLZQ3HjNnzsTcuXN1kVLAkL2eFr5EScL4Mi/8304ikUSXNPyA4gdjWVkZPvroI3zyySfMedOmTcOiRYuY6CCfz2donsjPz8fUqVPxySefMMKXoihMG/kyDSQbOL9Atbe3C+/n1KlTOHv2LPr7++Hz+eD1etHQ0IBYLIa9e/eioqICnZ2djPBEt0VVVezduxfAkDrcyERMCpISPxXej4uYOERCeDAYNMyzIs1tzkH0LuyGUPPfObVUCN9W/j6J3w3NhAkTLKfVcJJmzWnEc6AmqUjoouf0mhQMBjX/SpEg79R3YZbkM93asawQmsxy0RDBZ/Xq1ULnWxpFUZjQbz4ajmR1Jn5MqqpqjsHkpfA2fSMb/0hhplmyaws2U80bJXEEhrQ0dLZfstMsKipCbW0tDh48yKSGuHTpktDnbPny5czuik/uRiDXB4Ym9BkzZjDCL30c0R4RMyMdgbl3714sWrQIZ8+e1d2byBG+qqoKAJjkfPS1/X4/uru7cfXqVezevVuYh4YXJIk5o7a21jF5ViTWEI0X0WZP9JmTd/w89H3SpmoC0UqTeqEktx1Bak2ThxamSktL4fF4NOF127ZtuHDhAo4fP85ow0X9yqnvwmw8mH1Hj638/PyEfjsrhCbRQwLYujMVFRVxTT5WavKUlpZqycHI9WmfJqdK5oBeuKSTlALXzUJ2zImiAWUUBURHIvJCBO3DYTXa7eTJk1pCSKPoEEJLSwvzG3fffTcOHTqEq1ev4uzZs7pzY7GYbiesqioOHDgARVEwefJkndaLbjdt1iXO3yQ0mPcn+OUvf6nVTCI+WgTyjGkTMx916CStg8QYkVMvv9nr6+vTFjf63Tp1XhEJeLRpua+vj9kAlZeXa5GgItMSQWpNE0f0TgYGBrQ5LhqNMgXXCbzmnuDEd2E2Hqxs5nNycpgKDHbICqFJ9JB4QQoQR9TRJja6DIVd0xTtW+NEyRzQt5nPqt3f32/bFiwaUEZmNt5MRyguLsaZM2e0dplBCyeHDx/G0aNHsW7dOqEZlBfS6HvPzc3FunXrAAyZ695//32d38Xly5eFbVBVVeejRYQeEsVSW1vLLCJGz5L349q9ezcmTpzImN94EzNtznO61kHCQvcF2u+EaENpraTT55V4ZhCRX43H47E0LiSJYfROjOZkgsvlYmpUOj1izsxvsLu7W+jCwK9/J06cSOi3s0JoMnqAtCBFKkLzkSl8ja5kTVOkPU7saLzafMaMGUzZhqtXr+KFF16wnSmWH2D0TrOrq0uLmDPSIBGBCbied4m0YfHixYyfUF1dHSPgkLpsImbNmsVk1ibwuw+jxJh2Tat0nhSr55aUlOhyrIi0SLyfAh01YybgJzv5mZ3v9InV6Yhy8PAaWCfPK2ZJVdOdYFAixsw0ZTT/kgAYOwELToAfD3b9s2bOnJnQ72aF0AToH6CRIEXMJWZqYau/57SdXzzc7qH8J0T939TUpNVLGxgY0NIpAPrCiWYLp2iAkf/i+TfxkLp9wNCu9PXXX9e+I9oVr9fLaIX6+vqYItIEo3QSS5YsAQCtrpeobYqiYMyYMcxnkyZNwrhx44TXdblcUBTFtvnE7Xajvr6e8e8w0iLRfdzMtEFIdvIzOz9TJlYnIzLX0Tl46J2/ExElVfV6vVotxHQmGJSIMdrMG7kvuFwuVFVVMf6RmeQ/R9amgoICbNu2TecnK5IJko1CzRqhSYTRzixVOzan7fyswNu2Q6GQUI1OdrnxFkcrA6yiokLn2zB16lRMmjQJx44dYwYzXZizoqJC167GxkbU1dUxkzUpJ8Bz7tw5YYbx1tZWvP/++9o90Tmm5s2bhytXrmDevHmMEAkA58+fx8WLF3X+SyQTPXkevCATTyNTWlqqhZQPDAwwdaGMhC9R3+N/J9nJL1FnS4l1+PeYSRsxt1ufVJXP8M9r8cl5UkuZHow287QwRReVHzdunE6z7VT/OR56bRIVbKcrI/CfR6NDiVUTIauFJokekUlA5OdFdrm83wW/OPKDkSRhBMCYQvncRGfOnEFfX5+uo9M7BUBfdJKYvujJmvYn4jFyDqfvacGCBbhw4QLmzJmjCVM9PT2G16Nr6rlcLiZ60qomTgRtNraTgM7od5Kd/BJxtpQkTiYKEnwSVnpDRgQm3iVi9erVTLoRqaVMLaINFa1laW1txYEDB5CTk4NYLKbzoUu2cPdwwfuD8muFaL0S+TrbZVQKTZk4OaUKM5OASI0eb3HkByNJwkic6gl8fSRA3NEJRMjy+XxMgUlFURCJROD1epl2lZWVMcfFgy6NQzRgdP4lvr10wIDf78f8+fO1HE7btm0zrAdmVSNjlvMqXn8Nh8Nobm7W/U6yk5+ZCToTzdNOhjdj01FmTsbM1+7atWvYsmULM+aj0Sja29ullnIEEGmfec6dO4fW1laUlJQwKXecuGbya9PSpUu11C2A3idQdE4ijDqhSfpi2DMJiBZHkeN3vMFI1PW0OZD+jC51UlZWhmAwiD179jDmM1JahXxeU1ODkydPoqysDMXFxVpJFiv4/X6dyRBghSPaCV1VVWYho+vHRaNRBAIBeDwe3TM0C3+l0xDk5+cLk6WK+isAzY7f29urKxXEZwo369/xJkOz8zPRPD3c8M+X/hu4bs7lHafpfHFOf8akfcSsDAxtOuhcbAQyvukAFKmlHD54ywDAauPJfMfnO3TimkmvTQUFBWhvb2f6m2jTQZ8zefJkPP3007Z/d9QJTdIXQ4/R4kdP8GTXYRShwAsHtNoXAGpqarQcV7wjPv9Zd3e3pjWKRqOoqqrS0gfQ/hMk1wipT0XvePv7+9Hb22uofcrPz9cJTMBQwkxSIJS3eQ8ODmqTCF+G5+DBg5rKm55UjIROEqXIw6crEEUomRUnXrhwIUpLSy0lvnTqZJgtiDLuE00MHzhQW1ur08RmyvwkCvYQmbaJyZn+3mpONok9zDZD9DP3+Xw4ceKELoUK3fecvGaSdvD9j0TMG53jdru1dDR2GXVCk/TFsAbvZLd8+XJcunRJl0eGrlJOCwdtbW1M0cjdu3dj7ty5TGQdDf8Zny6CCBuiAsy0OYo2aW3fvt3w/vgcVQSSIwnQl80pKyvDH//4R52DOMD6YomiNni7upGvFZ+uwIoPGoHs4mkTiZkgZBYyLkke/vnSmlDe96K/vx/19fWaUy6QOSH6RslsaYjzMfGTpDVS/CLsRFNQJmGmnY5EIsyzJ8l6eei+V1hYqGn7ndgn+f5HAnPMooqJpikRRp3QJH0xhog3MfFOdqIMsoC+Sjm5Vl9fH3OcaHI0a4+RSZD3cSIQB3RaQ2MkmBDh4siRI7qdLr1o3XfffbjvvvuYsjkigYknEAiYOnHzodo0LpeLSdRp5oNGn+P3+3VFj+PtCkUh4zIsPHXwAi9tlhKlqHC72cK8mfAuwuEwIpGIrj8TIYmMVZJPTaSVphdhqf1MHjPttKhYOHE9GBwcxIwZMzRNO5l3SYoaRVEYLbhT4PsTiWTesWMHAHYc0f3r6tWrCf3eqBOaAOmLYWVi4pMumsEvzuFwmMmvBOgTStILA6AvJ0G/I769IogDerwMuHR6ANG90Z81NDTgoYce0tLtv/zyy3GfBWAsINKC4bp163Q+Tbt27RI6lot80Ojs0XSb7WhS3W59yLiTVO+Zjkj4p/NrAfoUFZk0N/HjsqqqSsvTRO6P9nPas2cP8vPzcfvttxtuXJ1sCsoUzLTToo0aCW6xsnl2Wi1VQLyxpN0fAoEA1q1bZ8n31gqjUmjKRuyotK1MTG63W2cuAPQ11gC9GUGkriemOd7/IRAIwO/3C9tD7olOQBmNRpmQf7o99LlutxtLly5lNEMul0tT27a2tuqey9SpU5ns5KqqMubHoqIi3TmKomD+/PlMvilR1IZIUF2xYoX2PYk4NHsnBDL4ab8QWmi0o0mlQ8adqHrPdHghSPR3piKK+CRFzYGhPs8v0jt37sTEiRNRWloqvHfpPpE8RIggG9Nx48YxuejIRstK0tFMeR/0uNqxY4cucpvMpzJ6TgLAvkrb6kAgEyARnBRFwaJFixjzmMh+LLpeX1+fJgTRAhXp3Hx7+Huiberz58/XsoZ7vV5hSZFwOIympiamDfRuSqRJmzRpEiM0Aaz50e/3a8IaQVVVdHR0YNmyZaamu3iCqt3JSaRJo33M6HBhM6S5euTIdN+deH3WKPPyvn37dHXBCLI/pg7ejE/mOzKX19bWMkKuiGx4H3QhYhk9JwFgX6VtZyCQbNW06pM4tBL7sWjiu/vuuxk/qHPnzuGXv/wlamtrmcWe+D7wEXV8Uk0SQXf16lVdBlvRvfA+TYqiwOv1Mm1cvny5oa8WDfELKCoqQn19PUKhEOMQr6oqPvroI+34WCzGaKgAa0JRvIgikd8XH03H+5hZIZNMQpkMXfKht7dX60Mul0szH2QSRvMIMb+3tLQIz+vu7kZnZ6fhBk/2x+QRafv5zV4oFNKEJqNUGEaBO06G1p6TjT6NjJ6TJKRCtTMQjHxqaHg/pdtvvx0TJ07Eu+++qyWNJFFCq1evxv79+1FUVMRof+jf4CM2iO/TCy+8IIzeI6kKyHV4TYyqqmhoaABwXYOWm8t2/46ODqGDtqIoTB6ptWvXwuv1asKby+ViauEBYgd5M0GVFvJ4nyjybGkzGn1dn8+H5uZmLdJP+oI4D7MajLSTdKYgSkdCPhfd54IFC+ByuZCXl8ekE5H9ND2INNE5OTlM0uGWlhahTyk5JlMd8ekNZSAQ0OU8k9FzkhFRoZIFvLW1FbW1tVrBWfLd2rVrNS0VPSALCgqYEgp+v193baOIDTpUmUCEE9FAr62tZXyyVFVFY2Oj5mTNm+hUVcX8+fN1+ZtoZ2sy0dPnmpVqoRcFM0GVF3zpcjT8IiS6bnV19ahPGPj888/j2WefRW9vL0pLS7F582bceeedhsc3Nzdj/fr1aG9vh9frxeOPP46HH344LW1ra2tL2PHUaRi5A/CZ6QkkEa3b7UZ7e7ul2ooS+xhFIJO8dSUlJZoQAQzNa2SjK3KOJhr2TDTNEb9Pvvg5ABk9l00k6uMw3L4RovwzRjV/eIHOyJRI34NRxIZRRJyRQNHf368zddFaHJGzuyjhJQ2Z6HnzH+1oyYeSW4HfHRHHblHR4pycHBQWFmrlDqxoslKJE31xXn31VTz22GN4/vnncfvtt+MXv/gFVq1ahUOHDmHWrFm64zs7O/H5z38e69atwyuvvIL/+q//wiOPPIKpU6eivr4+pW0Lh8PCwAOCWSI+JyIaw4A4wSBxNAaGHHSJxtap4euZipEgS2uryXui6evrw7Fjx7S/6SzhLpdLqN12Kvy8RPxeCdeuXZPRc9lEovlJhiuvCd0hRfln+JxHfK4huk3xnL5pvye+JAgfbg+AiQgBhgZHa2ur4U6CbltpaSlCoRCTiNMIOl1BJBLRNE0ulwvLli1jSrqIzJfxBA3R7oh+XiQfE+/8Tk+Q6Z7UnJpH57nnnsPXvvY1LZHf5s2b8fbbb+NnP/sZNm3apDv+5z//OWbNmoXNmzcDAD7zmc/g/fffx49+9KOUC028f0l5eTk8Hg+jAeAXNycJpDz0+AGA3t5eJsIVACZPnoxly5ahtLRUmAHfqeHrmYqZXyufqJjWrhMtPUFVVdTX16O/v19XgcHJplTRvDQwMMAcs2vXLtTX18vouWwh0fwkw5HXRNQhea0GL3iYTYi8wzNtuohGowiFQsKEjuS36LpvADBjxgycPHlS+4w4d4sSuQFgHCCBoQg8ur6dyBFbURRNYBKVQGlqakI0GkVHRwdqa2u1HRpJdEmbJMwEDV4gteIkP5yTmRPz6Fy5cgX79u3DE088wXy+cuVKQ2G4paUFK1euZD6755578OKLL+Lq1asYM2aM7pzBwUEMDg5qf1t1JOXfqVFOHKcKpLwgx4/tAwcOwOVyMf6A586d00zhdK4mgjTNpRYzv1Zec0/Dp21RVVVL5huJRDIi3QAgnpdE7hf9/f0yei5bSDQfRqrzaIh2uqIOSZcsAazn++EdngOBAC5evKg7jmhNjEoC0PT09Ah/y0wIou+X9p+aMmWKLu2Aoiior6+H2+3W5QAhv0Mg5kryvEipAvr7eDmYRGa2ZNITpBIn5m3p6+tDNBrF9OnTmc+nT5+u+YXxhMNh4fHXrl1DX18fPB6P7pxNmzZh48aNtttn1XTqRIGUHn+0ppMPmIjFYpg9ezYTEEEc3Pkdv9frxRe+8IURv7dswqyPidKr0MXBa2pqsHv3bu19Hj58WAsqcblcWs1AJ78vo3mJvm+SP09Gz2UJifqkpNKXxWiny3dI3p/GTjv40h18SRSSgoAgWkh8Ph9jnjOCmProFAFm11dVVahhWL58uWk+E9qPyeVyYcaMGZpTtqhN8QSNeGY2K886XWaekQg6sApfQ4vsou0cL/qc8OSTT2L9+vXa35FIBDNnzrTUNiumUycKpPT4iMVi2LNnj9CskZOTg3nz5umiSImmlWb27NmO6jfZglEfI76bJFiHCEq0O8GZM2eE5alisRiKiooc/774eQkYCvSgBXtew3vq1KmEfksKTQ4iUZ+URM/jF1ajnS4fiWFUENZKO9xutnQHjVGiTH4hETlw0xCfEXJsaWmpzsRF7p+um6UoCj772c+it7eXuS6dmoDWqNE1386ePYuGhgbEYjE0NTVpwhqtfYuXfTdVpNvMMxy+U3aYMmUKcnJydFql06dP67RJBKLF5I/Pzc1FcXGx8Jy8vDzk5eWlptEGbTLKezRSQqpRElUaMm5FjsaxWAwFBQXMGKPzpcUjE3y8MgE6397Vq1exa9cuqKqKo0ePahs+EU4R3q0gsk4QcnJy4PF4tM0+AGzdujWh35FCk8Pg8x2la6IQLaxmO13SIe3604gmPVrwIJglyhQV7yVV4YPBoKZKBoa0BCKfEX6hDwaDaGxs1LRPRI3b1NSE5cuXa5OK6DnQearILjoYDDJpCfr7+7FixQqhsGbnWRkdZyYUpdLMkwmL1tixY7F48WLs2LEDtbW12uc7duzAF7/4ReE5lZWVeOONN5jPtm/fjiVLlgi1janAajAA/d1I+znR/Z3eANApPujgCN5sR/zy6LxmfG1FI0b63rMN8uzoXHdG6VIWLFiAm266ydHjnkdUdgsYEupLS0uZVDeiqGSrSKFphOEzsfJ12exkCk62/lxFRUVc04sdE4JZGKwoh4iVhUQUaUdMYaLsr0bt2rZtm3DiiEajuHTpEiorKwEYC660oze/U+Mj/qy8PzsLRKpLsqSiTSPN+vXr8eCDD2LJkiWorKzEli1b0NPTo+VdevLJJ/Hxxx9rRZcffvhh/OQnP8H69euxbt06tLS04MUXX8RvfvObtLTP7FmajVsn+DmRPkxvAEjbRPMWoby8XMvDxm8qrNyHE+492+BTpQDQaRLJPBqvxIqTMCu7RbSgfKqBYYuee/fdd/Hss89i37596O3txbZt27B69Wrte1VVsXHjRmzZsgXnz59HRUUFfvrTn2bUCxgu+BfNS798Zmg710q0/lwq/GkIZpNeoiYe/pokGoLshPnsrzT0ToQvsaIoijbI6OzfRJNklEeKn4DotAS835ed+zJ77/GEIqvvKJ6QnUmL1v3334+zZ8/iu9/9Lnp7e1FWVobf//732rPp7e1lAgbmzJmD3//+9/j7v/97/PSnP4XX68W//Mu/pDzdAIF/ltu3b4fH48G4cePQ1NRkGFnpJD8nfsySf/NaY8KBAwcwdepULbKUYPU+nHTv2QL9TF0uF2pqanD58mUMDAzg8uXLWgoCq9pAp8CPL95FA2BT3fh8PsyePXt4oucGBgZQXl6Or371q8IJ5oc//CGee+45vPTSS1iwYAG+973vYcWKFThy5AjGjx9vu4HZjJH0S/5NvP2taJD4a/G1z3iScei1KvBYcSA3wqgWktFEeu7cOdMFno8CItdQFAXLly/H3LlzNYGKz00CgDnX5/MxPhq0wEUEJrsaGrMFgn//brcbq1evRnt7O8rKygydP5Mx8cVrkxN55JFH8Mgjjwi/e+mll3SfVVdXY//+/Wlu1RC8b1BnZyc6OzuZY0T91smO94SrV68aRqkSMzdB5LdoRCbce6Zh5J/KY3WT5BTzPT++2tradG4apNwPsR7k5+cn9Fu2haZVq1Zh1apVwu9UVcXmzZvxrW99C3V1dQCGnK2mT5+OX//61/j617+eUCOdRqo6ilFOHt5fhuQFMivsyXcaK4Vb0+3Qa9WBnIb4dNGZgwEYFugFxJmI+QWe1w6Vl5fj4MGDmh/T3LlzUVFRoWVvpgUF/twDBw4w7eLDchPJo2TmBCxKuUDs8x0dHQntCPncWKLaZ3LRSh1u91BZn9dee83wGLJJEp3r1GcfDAaxa9cuw+/J+KA3FenYoEmsI/JP5bGySXKS+d7tdqOiokLb8NL1HPl2Jpt9P6U+TZ2dnQiHw0zSuLy8PFRXV2PPnj1ZITQl0lGMhCyjRYleMN9++20mrxG9uIlqDaWzcGsiwqJogPLtIte9evUqdu/erctQS6B9r4xMA0Y7WV5ALSgoEPpYiN5JX1+f7r74dtFhuaLfMtOwGRU/BYxLVgyX2UwuWqnDLOGroiioq6vLuGe9b98+0++JZragoMDxuX5GG6LISIKVEjdOM9/zqWhaW1s1P7xUtjOlQhMJ4RUljROFowKJZ9kdLqyG5RudxxeoXb16NQYGBhhTC29Giqc6JceJhLd0FW5NdldhZOqho9jioSiKzlzJX9doJ8sLQwAMk3Hy74RPzsfDawjo34r3/uM9V6PnlqzZzOfzado8PneVJD0YLVIkeWqm+X2Gw2FhYln6HolmNhU7fElq6evrw6xZszBmzBhdzc3+/v64m2Snm+/J+pzqdqYles5OkrlEs+ymC6NoNith+fQ16Fo/tEaDZJ8WLZC8340oyoFMPFZyKqXSpJKstC5qFx/FRkMiOEh2bZfLpZl845V0MWsD/b3V88x2ZACwbNkyoWlLpGHj33+852r0PpN9x263G+vWrZOmt2FEpA0GMrcOGx+JRcLUe3t7dYkSjUzAkvQj8g8luZoIFRUV2Lt3r+YGUVBQEHeT7DTzfXd3N7OW0BnAU9nOlApNtLmFLkNglmQumSy7qcYsmo02DcV7AfRCSNv0icMwfT36fNrPhC4BoigKKisrGfW2lZxKqSQV0jrfLlH4KwBNQCotLYXf72dSE4RCIeE7SVRwsOOQSvta0Zw8eRLhcDjubkz0/ktKrmdIt+LTwmvZiAY3nfcvSR1EG3z06FGtL9DjySmOtfHgE8OSLNNu91CpIRHEXOLk+8o2+DWN5NfiuXjxIh566CFNO97e3m5pk+ykOYSfa2lzdyrbmVKhac6cOdqgueWWWwAMFdNsbm7GD37wA+E56c6yawezaDZFUbTq3vFeAC9g1NbWor+/X+cMzUdIBQIB7W9SbJYu/WFFA0GuleqJNx27Cj78ddmyZcjNzWU0UWQQk+dGR74Nh0o4GAxqUWokWSWd6A8wd7qnn5vR+ydaWLOSH4DxBDjSTpijnVOnTqGoqMj0GH5Mrlu3TpfE1kmOtWbw7eRrkxll/HaC38toQ7SmiSBRuH19fZo2nOBE05uI4dJ82Raa+vv7cezYMe3vzs5OfPjhh5g8eTJmzZqFxx57DM888wzmz5+P+fPn45lnnkF+fj4eeOCBlDY8HYii2Twej9aJ7OSu4MMbCSSVPf9Sea3LrFmztDpORpONSHjjTYOp9JVI9a4inuAnMnHGYjFUVVWhqKgopQNDJGgGg0E0NDQAgGZOKS0thds9lOjPqtM9/dz4928n0s5oApSL0ciydetWPProo4bP3yzJK43THGuN4NvJ1yYzMjVmyuKbTfBrGr3RouvPlZaWIhwO6/xL7aSIcAJGPsKpXCtsC03vv/8+ampqtL+JaW3NmjV46aWX8Pjjj+Py5ct45JFHtOSW27dvH5EcTXYfmGgRp4UZeiIzurYovJHWVpBFl2/jtWvXNOHA5XJhyZIlOHHihG2NCm8abGxsdHSSMiNBzMjESZ6p1fux0gdo4YhO69De3q47jgigVpzuRb/N368ds6fZBCgXo5HDrrBrdKzTHWsJ8dpZUFAgPM9KRJYktdCuBcCQFpBUYACAM2fOYM+ePejo6GAiioGhuTCTBCaedCkQbAtNS5cuNY10UhQFGzZswIYNG5JpV9Ikquomx7S1taGtrQ1er1c3QQSDQUOHbn6CDAQCmlMkra3g28hTXFyckKqxpKREp5lJdMfqlEKhtInTTlus9AGyuyLQaR1mzJjBOOyWlZUx51rVlJn1PzsqZf5YACP2fiTXsSvsGh0rer92ssoPF/H6bG9vr/C8THR2zxboSGGS643k/wOAUCgERVEMfYIyETMFQjgcxqFDhxK6btbWnktU1c0LMsQpmZbOaRUmf21+guRTKNDaCrqNNETQScTB2e12o76+Ho2Njba0ELyAlGitLDuYXScV9mkrfYCPuKDb1tTUpP199913C3cpVjRl8fqfHbMnf2wmT2rZwpo1a2wLu0bCEHm/TvdvsmuqJ+lCCJni8J4NGOV64x3CVVVFRUVFyl0fRgojBQIwFIEdL5WMEVkrNCWq6uYFmVgshv7+fs1HqbW1VRjWSOAnyA8//JAplzBjxgymjUapBZJRzZeWlhr6TokQTdBGi34qJnOS9Zvf/Vjx2bIDbyYgjvz8Z/TAcrlc8Hq9aG5uZvpBbq69oZIpphZJ8hhFBtPEE4Z4E36m+DeJoCOnCZWVlcymy8kCYbZhNBfxa48o4CiTMVIgGCkrrJK1QlOimgo+Jw8dNcd/b6TCpCfIvXv3Mt9dunSJOc7v92up34GhCMSVK1cm3XHtCByiCdpooCUzmfPCEiFdiwK/k+DNA3yeqPLycsyfP1+XVDQRoWe4IjkkmYVo/PT19ekCDniB/9q1a4401fGEw2G8/vrrus/piDr+GcSrkylJDqO5aN26dQgEAjhz5gxyc3ORk5ODY8eOZdycZaa1NFIg5OTkJPx7WSs0AddNF3Zy2ZAORnyRRBWfjSLjCOQlRiKRuJmufT4fo3GhBaZ0q7Dp7OO8gGQ00OxqUGhHd754JyFdmph4beV3HB6PB/39/cxnyUSPJKspk2QWVsarqE82NzczxwSDQcyePZv5bPfu3RmRXsJoF09vWHiB0EqdTEly0HMRXbZqcHAQkyZN0oJeiFXE6f2MIMqtSCeAJmORd2lYu3YtDh06hO9///u2fzOrhaZknME9Ho/mwE3vCIk/E52d2yiLuMvlYlSgiqLoSgkYCSdWfIpIwsdEhCr++lYdre1oUMwc3YEhdbDf70+bSjheW42EKitlWSQSGqPxygtSoj5ZVlamCzgoLi42TYrq1D4pcjlQFIXRlIl8SaxEJkuGSOT5mNX3FOH0fkbgtZZ79uxBS0sLXC5XXNeP/Pz8hH4za4QmUUdKxpTEL6gkwSLvAA7AMIs4ySlEEAkHtC8D/Z2RChtgox6AxHYF/PVpvy3AXGizqkEx2nWKMpynA7PJhXwnEhalWU1iFyNnW6P8THS/IgEGwWBQ82kCrvdDs6S4ToQkaXW5XFBVFaqqYufOnQCgbdD4skTkvqS/kzmJPB862tsqmdDPAHGJK1VVmbHY1taW0vk8K4Qmo46UjDMuvyPkk0+SaBBRwkE+QabRi+KTJ3Z0dMDv9+vaTn9fVlam6/yJ7ArsmK4S3XWIOjRdIiWdxNPUmU080qwmsYtoPNkZQ6WlpboxQfdDO4EdIwl9z6JFmmzQyNx67do1LcGi220v2etoxO68LEpYaUZFRQUmTZrk+H4GsBvfffv2MQFXdM7DeAFHdskKocmoIyXrjMsvnnTJD9oBnBeSfD4furuHyn+Y+VPxyRMPHDiAYDCo5dGoqKhAb2+v1hmi0aguhQH5fasCIa19MXs2hYWFTELJRHYd9PNPxpSYCGaTSzoik6RJYXRjNNdY3bTF6z+ZIsiLNko0tM8kcF0T19HRgeLiYhl1Ggc7zyccDqO5uTmuwGQkKDl5TuM3vjU1Nejq6tJcZ4gFIRKJaIFWqZrrs0JoMutIZpONnU5hNCmKPifFLHfs2MFIuADrnMb7MgDXE2K2tbVpRVzpe1u8eDGj9VIUxXKmXZGGhTbJ0ccRda6d6xs9t5EYcGZ9ItUTszQpSABxDi0rm7Zs6j9utxu1tbXYtWsXzp8/r31eXl4Oj8fD5KmKRCK6zYuVguijmUT6FEFRFNx666147733NEFKURR87nOfE7ovOLlP8htfEmRE1is6gTStaUqFEJ4VQlMiGiU+xfqiRYvg9/sBXBds6H+LfBHo36dNP7zPEbGrkpdH/959992Hffv2aVKyy+XSHNCBIRX37Nmz4fV6NSdyeuegqioTmUJ8pG688UaMGTOGuQ/RJCW6H7pD8tdPJXaEVrp478DAQFIO68lqIHkyOaeOJL1Y2TQY+UNlouBAzEF8/h/idsAvxiJtdqZo1ZyMyJ9UURTk5ubq1g/RfOXkOS0cDqO3t5cxwZH+xq9XZK4nZWRSQVYITYD9gcYLBgcOHEBbWxsURdEGNF3bi4QyGjkUk8mNaIh4urq6dL9HTHErV67UJhKRKrWrqwsnTpzQzH70MXQeKVGBWZfLpd2ToihaRzOTuodDRW4UKip6h6Jdk5Xdj1mfsNJfrAp10qQgSQZR0AkdgZvOCNNUw/t+AtDmrb6+PrS3tzOLMR0o09fXpy1umXK/w00wGGQiuI3mQJGZNBaL4eTJk8xxfKZ20flOmtNEa8Gtt96KvXv3mq5rRGHR2tqatNYsa4Qmu5SUsCnWAei0Q/S/9+zZg0AgoE1gAIRZrY0IhUK6z+hdJS1QiSARdDfeeCPTbjqPFO8jxd8TUV9WVVWZTkqp1sSIEIWKGnVo0a4p3bsfO+rp4XhekuxFFHRCO1ObjQ2nwacccLlcaGtrY7TnNPn5+WhqatKN70AgoBXOlgzBJ+ONl6ahoqICAwMDOHjwoHZOT08Pc006UzuNU+c00VrQ2tqq/Vu0fqZaazZqhSYAOqGJ18rwL4BMYC0tLQDYF0RMcOQ6VsI76RIsZs6ThMOHD2saJLp9pCOIfKTosF/S5qKiIsOBRki3ily0EzLq0KJj0737sTvQpElBkgxGQScEp5lIjHC73Vi3bh3a2towMDCAixcvoqury/D4kydPCue9ZAqNZyu8FYNoiXhXk/nz5+PYsWOalWTRokVCoZWUTTHCiXNavEADUb9JtdZs1ApNvBrZ6/XiC1/4As6ePYuGhgbTiAPRd4qiIBAIaM7TRKgRCV8iZs6caTq5iNpA/0ZhYSGT72XChAk4deoUJkyYgKlTp2qOckRQSzS5Zaqgbc0tLS1M24yOHc4oPKeqpyXZDz02Uu3EOhzwkXFGuFwulJWVoaOjQ3ccPxc4OZJrOAiHwwgEAtrfiqKgvr4ebjebpkFVVRw9elQ7LhqNoqCgQLcOGZUAcyr0+ycpBsaMGaMJh4ScnBwUFhYyJYdSrTUbtUITL7GGQiEcP34cJ0+e1Ak5LpcL8+bNYzojD6/NoT83IhaLoa2tTRO27EL/HvFlIrV2aGd0kmyO/jevSSGC4nBGSpDfoAc90dYNt+ZL1LZ4A220T+SS9MH3p0zz8eHNKAsXLsSECRMYUwrJ11ZcXKxppoChMiv0/cYzlY+Gcchv8isrK7VNsigLO43X62UK1xKBK9258lIF//6JrzEvCM6ZMweLFy9mEsEaJZRNhqwSmuymEKioqGCK5ZKstTwkqs5MaLID7Yw9MDBgS2BSFAWzZ89mEnkBQ4JTY2OjlgSP92UiEDMiX8pAZCcfDkT+G07xZ4iXrsLJIbkS5xMvYz3dv8zMKE6E19Tm5eUxxctdLheKi4u1v+nIYqJBIZiZykfLOOSfJ90f3G436urq8NprrwnP3bdvH1auXIl169ZlpHApSiANgImcI3VbhyPqL+OFJlFNHauDx+fzaaYhHlqw8Xg8TOVuM5Nbfn4+Ll26ZPq7dD4JkYO4GYqi4KabbtJSFNAQe67IyZ0+n9bs8Pc03GYAoyiPtrY2Rw9sJ4fkSpxPvMXeav9yqpaFNjGS4uc09BjnI5lprTlgbiofLeMwnubbzKLR2dmJX/7yl1i7dq0WaECumQnw75+Oahe5laTbrSKjhSajgrBWB4/b7cby5cs1fx8C/zJ4VfOiRYsAgIlKIMQTmAiqqiIUCsHn89kyz8ViMU04dLlcWrIyPtcJKVhI/KuIOlPkFKgoCpYvX47c3Nxhn3zJZLB9+3ad9szJSJ8niVXs1sUkyXHjZeR3upaFCERGc1trayt8Pp9uk0cEp+Li4rg+Kdk+DkUFn0XfiSKnafhcgU7sL0bwuZby8/O10jui0kPpjvrLaKFJFH4IGOee4AmHw2hqatI0P7zgQDplYWEhMzBpYcmuwzcNmTRqamqwa9cuS+fQtutYLIZJkyahrq5OK/YpcgysrKxEUVGR9kx4YU9VVTQ1NcUdROna1brdbiZXVSaYI5wakitxFkaCTUFBAXPc1atX0draqivOa5YeJBO0LLxQM336dE27TtpcUVGh28zxSRdpYZP+m19Qs4VwOGwq5IjKiPCR0zQ5OTkA4Pj+YrbG8BYSUnpnuP1fM1poEpl2+LpwZi+BVwsfO3YMXq9XO4/vlCdPnsSFCxcQDoe1a9C7I7uCE8m9JKonRzN16lRMmjQJ48aNA3A99FRRFFy7dk2bZI8cOYILFy7g0qVLzC7V6/XGzeotGkT0swPEFdtpkhGqMlEIcWJIrsRZGAk2vE8hrT0mm6JoNKqlBxGRCVoWflwD7DxCPvP7/brN3LVr17QoqL6+PtOkjqlMXpgIqdxQiiwodE4/UXWHS5cuCdcfOjkqAEdHY5ppTkciV58RGS00xQtFj6e+povSAkOZt7u6utDa2oqysjKmU/ImPBHk+6lTp+LMmTOW7sFsd0A4c+YMcz2ST0pVVaZdqqrqnNmj0agWNUEyb4vugx9EwWBQqz9HzjPbpaTCVCCFEEm2YSTY0J/z2mOr/oX0/BevOPhIQsY1XZVe5MvJB7js3r1bq79JRycTUxOZ94PB4IhqUFJtJhUJCC6XC9euXWMyxdP9ChD7NcViMUbwdvLG1ExzaidXX7r9/DJaaALMF9p4fgNEKOCJRqO6QW1Hg2RVYEoUo8i4eMeTZ0EPNtEERupH0ZMUfx7fWTPBVCCRDDdGGlR+w0eb5PgxGS8JLRBfCzzS0IIFnUS4tbUVtbW12v0TiB8mAN0cbRTMAqQm6a3dRTfVcx8tIJAUMcSXlX4mdAkar9fLCOF0OTD6eTh5Y2qmOY2nICEMh59fxgtNZpi9hLa2NuGgI/CCj0j1OWPGDF0tn2Sxmk2chgyseAIUiQSkNVOqqupU23x9O5I5ltSQEnVWJ5kKnBpR5NR2SdKL0UJFf05ShRBTFAkOaW1tZaKF4pUZcuqGhU8tQohGo4ymCBjK6VRWVqYJUnylhilTpgg3pqSwOY3dMZfIopvquY8WECKRiJYWh9dCkqhuWtgmwgSQeQWf47loiMYR70LS3NwsUw4kgx0/mQULFuDKlSvCrNxVVVUYGBjQRZ2lWmCi22InJ5SqqqiqqkJRURE++ugj4blERbt//35mt8IX0CTPit7p0D5iRs/QKT5JTo0ocmq7JCOHKDLKSMtL/h2vzNBIb1iM4M2RtCaEzgqek5ODyZMno7i4mJlP6EoNIoFJURScOHFCc6+ora1FR0eH5idldcwlIoDanfusCHJ0f6CjqxVFQWVlpbaBpdva39+PiooK5hqJ/PZIYkcTZpT0kiBTDiSI0UvgczQdP34ctbW16Onp0T144kRnVHSS54YbbsCnn36aUHtjsZiuqGJRURFWrlxpmLyMaIJIVI5IaIpEIjqHc9GERQZTIgKQE1S/dia94ZxAMkEbIBk+jIRoXssLsDnUCgoKmBIRgHM2LGaIHMLp9qqqipaWFoRCIaZAMRECRM9lzpw5TEoDenzxc6XVMZeoAGp17rO6eSJzU0FBga6oPNkAnz17ljmnsLAwJb+dKRglvQSGtJXV1dXSpylR6NQBtC20srJSU30SSd3v9zNZwsvKyrTOW15ebklwSlRgMjp/1qxZ6Ojo0B23YMECjBs3DgUFBTh79qwWomoFulPRpgF6Is7EAWV10hvuCYQOOnCqNkAyfBgJ0aLEtCRlSEFBAWOOoftsJoxXvo20fym5LwL9TEjeKvq5EPMUcRzn66qJoshIzU0yn/f29gJgS9S43W6sXr0a7e3tWgoX0sZkhFJyPh/11tzcrFvc+QK8/L2RuYOPiA4Gg8IQfKPfzvSNm1nSy3QJTECWC00k1wWfPJJMOD6fTxiCST5zuVwIBoOMoGTVfyiVBINBw++sar9o+E6VCROuVazuulOl+eFt6qLfpYMOSCb4bHneksQwEu7dbjdTJ4xout1uNv9aNix6BFG0GClCzm9uysrKtNp0ADtXA9f9foDrczRxMQDERYTpsk20AEfyANHnWdEOicY/fT7tt3r48GEcPXoUJSUlWLx4MUpLS3WpcMjxJDkxgY8oO3z4MDo6OkzzOWXTxi2e9jJdZK3QZJQtHLgesurxeJhJqK2tDT6fT+iER1BVFZMmTcL58+eH5T7MSKQWnmjRTpWZSnSdkbChWxECk/EDoXerZILl/TSMcoyoqho3Z5Yk+zET7ukitjSZ4LuUCKJwclVVsW3bNl2qE4/Hw/jtkGfY29urbSBjsRjKy8u1BKIioZOGlJ8i5lF+TTh37lxcYdVqjqFoNIqqqiqcO3dOSzcTi8XQ2dmpac34xKef/exnUVRUpJWjCQaD2vXXrl2L5uZm7Vp8+0S/TRIdO1ngpufYgYEBw/YaaS/TSdYJTSJVpAhRzbk9e/agpaUF9fX1KCkpQSAQEKp6nSAwFRUVmSbFNEq0yS/aqTJTia4DODcUOlE/ECPVOR8RZJRjJJsWO0lyxBPuRQkba2trmez/2QAZi21tbQiFQlowjpVUJ+QZ/uY3v2E+v3z5Mvx+v5a7CtALIwRiugP0Y1VkpSDHEksGwUiw4q9JtGTEl5QmGAxi8uTJus/Ky8sZ3y3arFddXa3zSyWIftvp/Uak8HDS+pFVQhOfC4TfvfD1jUSQukd0nhAnEi+LuJn5kHYYTJXjtOg65N9Wrj0SJGKWpFNV8Kpz8plocie740yYtCQjj2g80VmxjUpIZCpkLAaDQSaC2ev16jY3onnoypUrzPX6+/uxZcsWrVLDQw89pMvCPnnyZMycORN+v1/oVM9bGqZNm4a77rpLawO/sBuZvozMSCTCj3axuPHGG9HU1KR7PpFIRGeKO3r0KOrq6lBaWmq4AcyEIAEes+zf5PuRvJesEpr4XCBEFUkcwOkkcma+SXT2WYLdNABOZtu2bVBVFQMDA0xdPeJHQCMyRYmkfiNtSjZpWMLhMONoT0r2hEIhxreCNn/yGjiPxzPsNnhJ5sGPp8LCQl0qAqdtQlIBL9gEg0FUV1drmw4jzfiSJUsYYSs3N5fZIAcCAfj9fkbwOHfuHC5evAi/38/8Jh3uT5v0Tp8+jW3btmmBM/zCTlK/0BujYDCoOZVXVFQI2z9//nzs27cPRUVFuHz5snCzvnjxYqxcuZIxxcViMV1hYxGZ5rNqlP27sLDQEZaLjBaa+B2HFVUksZUT7QCJQOPrHtHOeoqi4NixYylt+8SJE3HhwoWUXtMq0WiUKZGydOlSNDU1IRaLaZMCv5uitXSiCdtoR5NpuxwjwuEwtm/fzgxkv9+P0tJS9Pf3M8I6bf7kNQZ0/ax4SQsl1jh//jz+7u/+Dv/xH/8BAPiLv/gL/Ou//ismTpxoeM5XvvIVbN26lfmsoqICgUAgnU1liJfpmx47dGg9YL0oeaYhcm4+evSoVj9N5HPkdru1avfvv/8+JkyYoMvlFIlELPkA0ZBIOpGwWlJSoktErKoqioqKAAyZVq9evaoVYie/R88VtB9tT0+P0J3E6/WiqqpKu7/q6mocPXpU+12+sHE2QPd9OuLdKWlbUi40bdiwARs3bmQ+mz59OlPkNhUY7TjiLdIDAwNMhzt69Ci8Xq9Os8T/nWpTHS8web1eTJ06VSvGmwr4GnhE8KFNj2Tg0n+LnCLpgsQul0uYE0S0o8m0XQ4NWdSuXr2qFVQl0L4JZj5L/CJgJ2mhxBoPPPAATp48ibfeegsA8NBDD+HBBx/EG2+8YXrevffei1/96lfa32PHjk1rO2ms+BLyY4fWCNfX12dlfxEJNrFYTMvdVFtbywgrLS0t8Hq9mvM8SXBJoukIixcv1v6dl5dnub7fwMCALuQ/Eomgr69Ps1YQeG0I/30wGERpaSmzASVCupH/7aJFizSBiTyfuro6LdFnpmvwjTYORusGr33lc5YNB2nRNJWWljKFY0lBwVRC+5bQi068RVq0QxAVj6QHynCkF+jt7UVhYWFa/ajmz5+Pm266iTFTAkNqZwI9CEXPighctEaK4PRss3Ywi74EwDjiinwW6MHM71aBoedInqWRECqJz5/+9Ce89dZbCAQCmgnnhRdeQGVlJY4cOYKbb77Z8Ny8vLwR66eJ7Jrp/hMKhbLKp4mGd24mRKP6XHqqqqKxsVFnMiMRdIODgygrK0NpaalwTPOmdH7+Kiws1AXV7NmzR/cZKeESCoV0GyTCjTfeiNdff12XrHJgYEAYuGOkTSQCYqbPtYkEIZEx7vV6mXqNw6mpT4vQlJubm9YbEPmW2JG2fT6frfxGLpcLbrdbKFwRZsyYgY8//jhhAYtovVLJ4OAg8/e4ceOYcF2yWyHwtZvcbrdugiLwE322ZJu1Gn0ZiUTQ3t6Ojo4ORCIR3HTTTbh8+TKampq090ieA79bBYD6+noAQ+/ASAiVxKelpQUTJkxg+rXf78eECROwZ88eU6HpnXfewbRp0zBx4kRUV1fj6aefxrRp0wyPHxwcZMZUvGAMM+xGVNLmOVVVmUhfWhORLZCNSCAQYEqhkOdERz+TlAH8M6UdvAGxgzExpRtF/xL/TwLtJ0U2lC6XS9Nw8XmYgCHhZ/ny5cjNzdX9PskFSDT59EaKlK8SCXOZrMEn2A1C4vN1jZSpLi1CU0dHB7xeL/Ly8lBRUYFnnnkGN910U8quz3d+fnCIIDV8iLBkFJLPoygKli1bpittwnPlyhUsWrQooWST6YKf1Enb/H4/+vv7dZoPunYTEXroBKBm1bOdYm9OhnjRlzR0XhXyNw8xfQJgJlgS8UKKsZJjM/GZjTThcFgo6EybNs3UJWDVqlX40pe+hJKSEnR2duIf//EfsWzZMuzbtw95eXnCczZt2qRzPUgUq1FNdDUDUS4jomXJ1n5DCxS0VohPAErmOrNnevXqVeZvWpMTL/qXJycnBzU1NTh58iTy8vK0uVWUh4nUyysoKNAJVPRmXFVVLfs78eUJBoOmATiZjJ0qCfz7OXjwoPadXaVJsqRcaKqoqMDLL7+MBQsW4NSpU/je976HqqoqtLe3a9lVaRLZvRnlvTBCpJZVVdUwIs7tdmvHTpo0Cbt3745rNjt9+jRj5hpOvF4vent7LQmBJDlabW0tU0CT1r7x5k6SQ4X8Vn9/PwoKCrSJReSEPxJ29kTNgyLtElHv8wECdiF5XhRFQXl5OSPgO+GZORWRbyTPe++9BwA63xHgug+eEffff7/277KyMixZsgQlJSV48803tezRPE8++STWr1+v/R2JRDBz5kzTNpoRT1vA765ramqwa9cunXmHF7atZKnPBMySwtIJQAOBgLBeHU0wGNScsgmVlZVxxyIvqLpcLsyaNQvz5s1DU1OTboPlcrng9Xrh8/kYh216s05DWy/otcxqAE6mYrdKAv1+eIWHFaVJKkm50LRq1Srt3z6fD5WVlZg7dy62bt3KTDiERHZvol2a1RxCNOPGjcPdd9/N+F8BYHaoooraTmPq1KmGpkN+ZwMMDb5QKKTzwwkGg4YLOFn8SUi9aPczkpFydsyD/KJCn0c7ywPJ+7PRJpW2tjb4/X7m97MlujDVPProo/jyl79seszs2bNx8OBBnDp1SvfdmTNnMH36dMu/5/F4UFJSIqzxSMjLyzPUQqUDfnd98uRJXX/kx6pR5fdM1FLE21SQYBVREAsNWaBpiHBD+x6KEofS/ohkbujq6kJ3dzdjHiQbLGJqLysrM0xnI5qT58yZA4/HA0AvLGZL6RN63kukSgIfiEMrTYbTnzbtKQdInSCjySjR3Ru9S4u3YIryPpC25eZmdNYFAEP3IdoR+Xw+XSkGQiAQgM/nE5Yk4DseHV0Xi8XQ0tKSkBM+IR0d3Kp5kE+jsGjRIuY8AhFyrJpxrRCLxbSiymRXSkKp6bbSuV2Iv0o2OdlbYcqUKZgyZUrc4yorK3Hx4kXs3bsXt912G4AhJ/yLFy+iqqrK8u+dPXsWJ06c0BYuJ8ALDWVlZTrnaL5v8uOAkIlaCisbMSvaWj5dAwDMmzdPcyR2uVyoqanBO++8g2g0yiQOpf0Red8mWpiJRCKMRsjITSMnJwe1tbW63G49PT3o7OzUIgTpe6qtrWUKzWci/BrN36Ndn765c+fiwoULWi2+4fSnTbvEMDg4iD/96U+48847hd+nYvcWb8GknQpJZyZCBaBXwWYaPp8PHo+HidCKxWIoKCgwNCuK1PpWhR5epWy3bls6OrhVUxe/wzlw4IChYERn+k4FJIqUNgHSZgW3eygjckNDA4DruV2Ki4uzwsk+HXzmM5/Bvffei3Xr1uEXv/gFgKGUA3/+53/OOIEvXLgQmzZt0hagDRs2oL6+Hh6PB11dXXjqqacwZcoU1NbWjtSt6KCFhoKCAvT392vaEDocnx7HfBRmpmsp4s1JdgUrMp5pt4xYLMaY7ug1hJ9XaM0dEX4CgYDQp5HgcrmwbNky5Obmam0sLS3V8k7RmcdJhGC2aaD5NdruPfKKD/L+du7ciTNnzgyrP23KhaZ/+Id/wBe+8AXMmjULp0+fxve+9z1EIhGsWbMm1T+lYWXBJKHfpB6RKAFjYWEhQqEQkzo/lZqGdBEIBJidDuHjjz82PEeU/RsQazS8Xi9jtqJ/p6KiwlYHTZfDeLzJk3ao5e/B7P2m8t0vXboUly9f1gnp0ej1WlLt7e3MOcFgELNnz854J/t08m//9m/4u7/7O6xcuRLAUHLLn/zkJ8wxR44cwcWLFwEMCa9tbW14+eWXceHCBXg8HtTU1ODVV1/F+PHjh739ZpD3zO/SjWqN8WYOv9+fEQVak8GOYCUqwk4Q5W4SpROh55j+/n5mY0rSDhB4P0ZRu9vb23XCbTZEx9GI1mjeWmQmQBmlbgHYEjPDsTlIudB08uRJ/NVf/RX6+vowdepU+P1+BAKBtN6IHX8aUWekP+MnHacLTAAMVcHEUVsEyYxOR94Eg0EmUzgfdktCZ4kDpBUnfJ50Oj+L3i0pqkl8snJycrB8+XKdQ60Ij8eD06dPp0wLSRJkirRXhw8fRkdHB2pqajQtAjDkpFxcXCwdxk2YPHkyXnnlFdNj6Hc9btw4vP322+luVsrgNxokkIM32YTDYUQiEWYBtlrrMNvNv2RuoEujuFwupmSWKEqPPpf+m8DPZ7Nnz2aEJo/HE9fZ345DdKZitkZbtT6IUrcA10vMZKxP029/+9tUX9ISZpK5aEIwmiToQUCH2BNETnzpYDh+hw6tbWtrY3KfiMJuVVXFpUuXklIdD6fDuChqMhqN4tKlS5Y0iL29vQBSV3cwXrHoaDSK3Nxc3HfffVotKiLUZpu6XmIdUWmRjo4OZnHh02XwNdDMyJYca1YQaY7o7ONWnZJp6GLcADShjN7gGK03iThEZyJ2i70bmVn58mbLly/X/D6Hq89mtBe0ld2RaELo6+vTaVTI+bwfAVk4vV4vOjo6mPwQ6SLdxYFpNXRBQYEw8zWd+4LuqK2trToHcrsMl+rZKGqyq6tLKJCSnSjP0aNHkZ+fj0uXLqWlnTTXrl1DcXGxVosqGAxq/dPqM8t2rcFog8xJZjXTAoEA4ytHzrOCUT23bIUfS3T2cTuaXH5tIUKqKLLbSCgdDWlH7ARqmT0Dt9uNdevWacFNVjcFqcbxQpPRAmB1dySaEEQaFZH69YUXXtDC7GtqapLO2WOF++67D6FQKG1CE4nCIVGNIsFCURQtGy0AJit4JvnU8FpDspiI0jO4XC6cP3/e8FqpEpgmTJig+daICAQCSTk2jiatwWjC7XYbLu7hcDipzRyvySKRtaOl3ySqyTXSkPBCmZkmJZu0yFa0aWQNpo9L1r1muHG00GS2ANhR6dELp8guKnKI5sPs+cRo6YK0LR0O6HPmzEF3dzcOHDig7Yz4rKwVFRW6CZPOCp5Ju6F4DqBz5szB4sWLEQqF0NLSois7kw7MBCZgyKeOjugzctg3Ihsys0vEGC0udM4ggh1fQ7fbjYqKCm18iCJrs51EFmOrGhIr+aYy/Vlb1aa5XC7Gp4xUR8ikZ+BooclsAbCj0qutrdVqfAWDQZ1AQtcfom3dIwGdSG3KlCno6+tLyXUVRUFRURGTCI7kDKKdEEV1rDJ5N0Q7gBJncEJ3dzemTZs2LBpEu3g8HoTDYaYuHRA/u/NoUPePZkSLC78o0Vpiq2TqxmgksTovZvL8aRWr2jR68xqLxdDQ0GBYBsipbgaOFprMFoB4HZF+4HSdtWg0qvMZKiwsFCbfGi6nbxraWThRgenuu+9Gbm4uCgsLNT8skqyR17pZcUJ0auc1g28zsYe//fbb6OrqAjA0aOnCzyOFx+PBrFmzmLbQWd5pATee2W00TNASlmTeucxOnxxWNSSZpElJBKvaNH7zqqqqYRZ3p7oZOFpoijcZGHXEeNlHx40bxxwfCoXQ39/PSMqhUEinfZg8eTLOnz+vaYLmz5+Pjz/+GAMDAym+8+S4dOkSVqxYAQDMffDp/mkhymh36eTOa4To/ZPw7HvuuUfo+D6S9Pb2Mg7oFRUVmDlzpmYizsnJQW9vr2WzW7ZP0BI9ibxz0dhOJsBDMnqxo3Wrq6tDQ0ODto5eu3ZNd5yT3QwcLTQB9ieDcDiM5uZm0+yjotIiBQUFmtnO5XIJC+CeO3dO+7eqqujo6Ihr1hnJ5JgkJwnB5XKhoKCAEaKqqqpMk985ufMawbeZDNCcnBysXr0aFRUV6Ovrw5kzZ0ydv4cTuo/s3bsX7733HmNKpTMOS/OJxA5GBXwzcWxLnIvVtbq0tBQXLlzAzp07oaoqdu7ciYkTJzKuIU52M3C80GQGb4IR5eUxyrBKmzq8Xi+TwBEAs0iJBB8rwhDRRtmNhPN4PFAUxbAIrxXIs6GfRUlJCbxer67YoVlH5ztvYWEhU+SS/z0nqPaNouai0agwo6zToBPu8cyZMwcrV64c8WcsyQzMCvjarf+VbThpzspmRM/55MmTzDHBYFBXZ9OpNfcyVmgSqZZ5IWHhwoWorq4WmvVozROfYIxfsG677TZGY+PxeLT8TWaoqorjx4/bvjcr1zaD1DOjJ0VgSBDs6enROmNBQYGWwNKKE2NhYaFW5JI21Q2nCc/KRMe3ubGxkbGhOx16ceOJl2FYIqExK+CbjTXOrJKJbgeZRjAYxL59+9DT06PLiVhWVqarfEDOIRtbp76XjBWaRKplXisiEpgItObp7Nmzpr/FF2PkhRq+3hBNNBrF5MmTGdPecEAmxdraWrz22mu6z0tKSixPGuRZEe0cuQ5R5w+Xmt/OREfaHAwG05rGIZUsWLAAN910k7bjpwtMA0Ptt1u2RjK64YvVKoqiLWCFhYWWKyVkG9I0mV7owuOEaPR6jU2iVQoGgygrK0NpaalWUsYsh6ITyFihyagAIK1hiKdFIcRLXX/69GnT72fOnKnzgaLNQskKTLNmzcKJEyfiLvhTp07F2bNntYSchYWFuntTFAWRSARtbW1xJw1+AjWyMw+X/dnuRMcPQicLTMBQ5vGamhpNe8fnjaqsrHTcBCJxNnTKFeJ+UFVVpbkk0BsQAKNG++JknxknYSZEmyWe/sMf/iC8Hl0CqLS0lPFj6u7uZrTriqI48r1krNBk5K1P/m9n8MerNxePvXv36hZkVVUxadKklDganzx50tKCf+bMGe3fJAfG8uXLGROdoijYs2cPcnJydJW1aYy0OkbPfDjU/HYnOn4QZgKvvPIKKisrtaLIhESKI0skAJiUK7FYDEVFRbpoYb7OpFN3+alCpuaIj5lm3+g7kV8xwFpjjPpWKvKNDQcZKzQBxt76vEaCqATNTDmrV69Ge3u7VlWe9+ExQyTQqKqassgso4WflEShTTh8G3bv3o26ujr09/czicWi0SiqqqoMf9NqiQDCcIS5253o+AKPmcDAwAB27tzJfEb75o0W84kkNYTDYUQiEW0ckAzzxcXFwg2I2aYk2/qeTM1hjplm3+g73q942rRpuOuuu1BcXMwIWaINb6YIshktNBlhtSo4HYb7+uuvIxqNaseRfCWhUIgpv6EoCjwej63INrs+TXl5eaYlPVwuF/x+P3w+H86ePWsoNAFDAld/fz8qKiq0FASk4+bn52P37t1aksdMKCRpZ6IT5QRxuolORFlZ2bA73EsyH7q/uFwuAEMbqW3btmHt2rXCwrJk3uOjamXfG32YrQG8VoiUeuLPqa2t1fqJ1TxOTu9XWSk0EYnVqCo4PwFUVFQYStRer5e59vLlyzF37lxbCRKnTJmCCxcuWNZ48AKToiiorKyE1+tlQjDD4TCCwaDptejOzvt8EWFCdN+ZIvXHo7S0VNMcnjt3Dnv37h3pJtmG+KXFK3wpkdDQ/YWee8hYr6ioEJpbiIAFIK5mQZK9mK0BtK8cXeop3jmJ9BmnaTizUmgCzKuC8xMAn9GbLpDKO1KfPHkSc+fOxdq1a9HW1oaWlhZGe7FgwQKMGzeO0f50dHTYztdE+0OR69N5LHbs2KGrpcYjyulDR8LxjuvZWEgSYO85E7jhhhswODioJVo1crgn71/u/CUieI07gfQpejGiA0NisZiWtoT0K6dqniXJEU8gMVsD+PJk8Vw4EhF+nKjhzFqhCTCWlPkJgIcWlMxMfStWrMDAwIDOPMZrilRVtZ3g0sgfysjRTkRPT4/hd3wociJOd07bAcTDaBFxGp9++qn2b5JslU/4xvunyZ2/hIfMf21tbZqATcY6AF3SSx5+IcwGzbPkOskKJHYE6UR/y4kazqwVmugFna+nRE8A165dw65du7TveI1LPFOf3+/XCuICsC0cWcHlcmmRU/SOMB7EhGO0g7AyCZqFlTptBxAPehGh/dScDHmHfLFeALIqvSQuRODx+XzMOOZzrtEQ3z+6X5F5wE4qF4mzSVYgsSNIJ/pbTtRwZqXQZBYOyb/gLVu2MLssv9+ve5lmpj63243KykrhIjxp0iRMnTrVUo06q/cVCAR0n5sl12xtbRU6dRoJlPzvGQlGTtwBWIFEeNDMmTNHl8DUKRBNKP+sKyoq5M5fYhneZMIvRnx5lf7+fk1A6uvr0wJlCJmyUZIYkwqBxKoLR6K/5UQNZ1YKTaIFHdDnburu7maEGdoUIhKcjF6ez+djdm6E8+fP4+LFi7r2zZ49G0uWLGHSGZSVlSEnJ0cYCReLxbR74H2YcnJyUFVVxZQKoeG1TXY0RGaCkRN3AFbh27548WLHCk2qqurqBdICuxMmEUnmwc9nAJi5jZ4nRFGnmbRRkohJ1tqQ7G9Zva7T5rmsFJpEC3q8sitEYOIdIGloLQv9Nx+VFgwGNVMeL8goioJ77rlHO5dEsP3pT38y1PqI8qjQaQfcbrcuNQJNIBDQjrOjITITjJy4A7CKqO0HDx5Mi2nVDqLFiaSMyNRnLXEuosWIzG18PU5RvrNr164NT0MlaSOeQJKoG4ZIIKJ/KxPdOwhZKTQZLehmZVesONaavWhaoCorK9NMeTzLly/XjuWjD+g2ulwuFBcXY8yYMaiqqtIkc3pRpc1uPp9PF8lHIJoqu1Ew8QQjp+0A7MALwD6fz5bQdMMNNzAO24nAl7kpKSnBlStXGFMrKSWQyc9a4nz4uY0u9k20sYcOHWL6665duzB37ty4i64U9jML+p0l4oZhRSDKVPcOIEuFJkC/oBsJAOQ4PvGjSJgwq9cmmnRojROhqalJm2h4Acbn88Hn82nRLqQsCim429/fr+32YrGYLk9PfX09U5yXYJSrycpEZrZYZ/KEaJSXxirJCkwA8NnPfhbvvfeeJuh2dXXB5XJlRCkBSXbBL2K0dvPq1atMsAxBVVUm9x0/F8Qrw5Gpc0c2YyY8k2zy5Dij92dFIMpk946MEpqSHWhmAkA8YYJ3wuZfNN9RQqEQqqurcfToUWFiOdIWvsBwSUkJioqKdKrwxsZG1NXVMQsqH1FVWlqKCxcuMGU4ysvLdc7t/HMwmvDMnnUmq1fD4TCam5uFif+Gi7KyMuzbt09ojquqqkJRUZFcUCTDhmgRI/PEq6++KjyHaEGN5gKjxTOT545sRyQ8r169Gtu2bdOSWALQFXs2CzLI5JIpIjJGaBqOgWYmVHV3s8Vf6Wy6gD4H0J49e+D1elFXV6fT/ly9ehWtra1MZ6HvbenSpbrf531bent7NadxekK6/fbbMXHiRASDQcyYMQO5ueavWPRc+fZkk3pVlOeKaJqGU3hqb28XmlIVRYHX62Wqf0sk6cZsESsrK9NpzAFg0aJFcLv16QviuQJk6twxGjDyByZzYzQaRTAYZN4fbfEAwOSTy/SSKSIyRmga6YEmMqXxzJw5E11dXdrfDQ0NqK+vR1VVFeOk3dTUhFgspuVfikQizL19/PHHumvTuz8A2L59u+47AikdYkXI5E2ObW1tKCoq0n2WLepVuh8B14vhnj17likrk0pcLheWLVvGaACNfofUBiMlCSSS4cBMs0wE+H379qGrq0vL4eT3+wEYzwVGglimzh3ZhpGzdjx/YNpnl7Z4kGAq0j+yVYOYMULTSA80t9uN1atXo729XSugSjDK0q2qqiY40XZh2i+JTzGgKApmzJjBdEo6Sg6Ir/UCxMKQ1Q5cUlLCRMuIcj1lqnqVj5gk75JPP0FjlgfLCj6fD7fffjsikYil2ndy9y0ZTqxo8UtLS1FaWmproSXfiQJIMnHuyCbiBTXRfr4lJSW690XqedIBVPT8mc1zWMYITekYaHZ8pMLhsJbgraOjg9EE8NoLGlVVGbNaYWEhk5+JhoScNzU1mao3rWi9rOLz+bQSC0Tz5XYPZTqPF02YiepVIvzSNvri4mKdeZXOilxVVZWUFqqgoADhcJjRQtKQ3RtRe8vdt2Q4saPFz8QxP1qws57Fe+cioYpOiSMKoKIh/m7ZSMYITUBqB6xdHyk7iR4XL17MaBQKCwt1bef9nOgcPcQBzyhvkxUBUiQMGV1r3bp1umvRCTtFi3gmR78MDAwwNnqSYZsWphRFQWVlpSZEdnR06LSCCxcuRF5enjAhKcHlcmFgYECoibz77ruRm5urPUO/35+xz1SSuSSrxbc7l0pH8NRj95nGe+dWBWmyFtGlnrI96jejhKZUYtdHyk6iR75MRygUYrRGdK4TYKiMx+LFi5mIhHgTVzwB0kgYsnotM8Es0yc9o3dJC1OxWAxFRUUAhsyT8+fPR1tbm/a9y+VCdXU1ADCfk+/cbjcKCwtx7NgxnVA1bdo03HXXXTpnb7mLl4wEyWrx+bm0ra0NbW1tAKAz64uOT9aMk8kbOBF274ePBrbyTOO9c9pFg6/HKrqW262vb5itjFqhye7uKl4no9WVkUhE63A5OTmaxocIGPxvr1y5krETm4X5m6VEMMvAmghG54+0U36yWHVQLSwsZITDuro6zbeJXgyIcFpYWIiOjg4cPHgQoVBImEWZ5D7JpOclyX6SmSvoceNyubT5DoCwukIq/VMzfQPHY+V+6LkegE6LTT9TszUj3jsnjt3k//EYLZu+USs0Wd1dhcNhZtdkp8BtVVUVAOh8g4yKrZp1uniJ4oZz4hhpp/xUYEW7JspZsmLFCsNrhcNhxveJmPloX6h0ROdJJCMJPW5ox2BAvKmyMvda1bakawM3Utoru75GFRUVwmhgMh8lui5k+sY4nYxaoQmwVnfnhRdeMN010fAdjSQoFPkG2ZXKzTrxcHfwbI1+EU2UdoRDPgJPURTU19frahHKCUiSbZD+3NbWxmhYzZIbGmlQCgoKtKCbeIt9OjZwI6m9sutrBLBzFHEZaG1t1aWysTPvkMzfRn+PZtImND3//PN49tln0dvbi9LSUmzevBl33nlnun4uLfCh/dFoFM3NzVrH5BfYgoICJuqKfJcKAcNsMI2E5ieTVbF2Sj6Y+XWJzHv0gqEoCoqLi1FdXa2lkMhUzZxEYgZflqi8vBwFBQVCn6Z45/NBMSJtCz326DEKQJc4mP+deNUPRkLLQrdBNOeQ7wsLC4Wlt0TmOkVRGDcRO/MO73fL/23U9kxdE+yQFqHp1VdfxWOPPYbnn38et99+O37xi19g1apVOHToEGbNmpWOn0wL/CIIAIcPH8bRo0ehKAqzwALA66+/rlUEp/1WUiFgmC3g2ar5SQd2Sz4Y7YhF13C72VQNRKtkZI6VSLIFevzEYjF4PB5TVwaz81VV1W0+CWZjL56GyGr1AzubUDt+pkbHxgvvpy0eJDKNT0dD/k+H/xPBs6qqyrLwSrD6DLLNp8wKaRGannvuOXzta1/TOuXmzZvx9ttv42c/+xk2bdqUjp9MC273UARaW1sbent70dnZCQA67ROJlqMnDTPJ3A78QMv2DplujIQjOxOl2U7UKFWDfHeSbCZZbTefJ020+QQSc1Mgc6jIXEX+TX9mdZNjx8+0trbWsF5bvHZ/9NFHTFRvR0cHPB6P4XOkN/qqqqKoqMj23GN1Iz4afZ9SLjRduXIF+/btwxNPPMF8vnLlSsZBkDA4OIjBwUHt70gkkuomJYVoF+NyuRhNE5kgEpk04u1UrEjxo1HaTxSjyd2Ots5O+gn5HiSjAStmsniRXGvXrkVzczPj/8dvPu26KfDztuhco/nATFgyEsKMBCG+XptZnj++3TwHDx7EgQMHhNUi3G436urqtICUZNwBrGz0siEoyC4pF5r6+voQjUYxffp05vPp06cjHA7rjt+0aRM2btyY6makHNGkwE8AdhfLeMKOVSl+NEr7iRLPzGnlucUTjKRWSTIaMTOTAdBFfZGEu/Q4iuf/53Ybl7MSjUvaXBWLxVBeXo7BwUHceOONpj5ENEYh/kZCGDDk30pDl8YSpQTgK0CIsmwDbBLkWCyGPXv26AKUSO1Rq35eyTAaN4lpcwTnczsQOzXPk08+ifXr12t/RyIRzJw5M13NShijPEg0qYyIA6xL8aNR2k+GVPmYjYYJQiKxi2heI/8m/9+zZw8CgYDQN5QIBaL0HGblrAD9uORzSBGND9FmiXyI+N+j/Yn8fj8jhFVVVWlR0vTvDgwMMNfJzc3VCRei9AGidhMURcHy5cvR1NTEfC5aO+z4eSUr8Iy2uTDlQtOUKVOQk5Oj0yqdPn1ap30CgLy8POTl5aW6GSklXeaveMKOHSmeDDi7Dn8SSabz9NNP480338SHH36IsWPH4sKFC3HPUVUVGzduxJYtW3D+/HlUVFTgpz/9qS5Lu8Q+RvMaLwTwvqFtbW0oKipi/Hd4YcCqVl0Ujdbb26vLzh9PM09n+4/FYujr62Mi0kTzrSjBscgnlb8XXmtE1yultVBz585lypaI1g4rJkTp1pEYKReaxo4di8WLF2PHjh2ora3VPt+xYwe++MUvpvrnhoV0mb+sCEXxpHi+4ydTvFciyUSuXLmCL33pS6isrMSLL75o6Zwf/vCHeO655/DSSy9hwYIF+N73vocVK1bgyJEjGD9+fJpbnN2QeY0kBeY/o2tiAmDy4NXW1ppuJK1o1YPBoFZDko6I2759u+5Yu4VlOzo6NA1YWVmZ7ntRgmOjjaxImxQvcheIX7bEih8XIN06EiUt5rn169fjwQcfxJIlS1BZWYktW7agp6cHDz/8cDp+LimsqCfTaf5KVrUpO75ktEN8Il966SVLx6uqis2bN+Nb3/oW6urqAABbt27F9OnT8etf/xpf//rX09XUUQXRhNDaE36xb2trYyomhEIhTWvu9Xq1OnZE8HC73aitrUUwGNR8mnifo8bGRl2eJ4DVbAGwVFiWjobls/sfOHAAwWDQNBKOjlwTRULzgqSd9cVo7eDTPxiZEKVbR2KkRWi6//77cfbsWXz3u99Fb28vysrK8Pvf/95xL8WqetKqmSyVSb6sXkt2fInEHp2dnQiHw1i5cqX2WV5eHqqrq7Fnzx5Docnpkb5Owmwzxy/2tJnJTAtFfJ4aGxsRi8Vw9OhRqKrKZA+vqKhgBBu62Czt28RHnYngnbQLCwu1tAEEK5Fw5FpG+aV4QZLcb7y532iN4NtgdJ+j0Yk7FaTNEfyRRx7BI488kq7LpwQ7Whq7ZrJk7MN2riU7vkRiD+JvKYrwJVoJEZkS6esErG7m6PmLrlvHa4XI/ByJRBgfo/379zNzOHBdOFIUhdEk2Zknjebg4uJixp/I5XIxJUaM5uN4a41Vx22j9q1evRoDAwPab5rdq8z9lxyjuvZcKrU0qTST2b2WUccfbentJdnDhg0b4goo7733HpYsWZLwb1iN8CVkSqSvE7CzmaMFBloYAa4LT2R+pv2kAKCoqMi0rIhZZJ0Z/BxMymeRa3i9XjQ0NCAWi2Hbtm1MFJ/od6yuNYmmmeF9uMzWBOn8nRyjWmhKpZYmlQJYKq4lB4ckk3n00Ufx5S9/2fSY2bNnJ3Rt2seEzqxsFOFLyIRIXydhV4vBz8cANCGJNjHR5jy/3w+/3x83HYxVRDXegKHyWR0dHdo82t/fb1gfz2izapZKgZBImhlFUTThMt4mW/rAJs+oFpqA1OWYSKUAloprycEhyWSmTJmCKVOmpOXac+bMgdvtxo4dO3DLLbcAGIrAa25uxg9+8IO0/KbEGvx8zM9ZRnOj3bnNStFu4nBOcjrR86hd36Xu7m7TVArx7s/sONrXKt4mW/rAJs+oF5pSSSrtw3auJZoA5OCQjBZ6enpw7tw59PT0IBqN4sMPPwQAzJs3T/M3WbhwITZt2oTa2looioLHHnsMzzzzDObPn4/58+fjmWeeQX5+Ph544IERvBOJFZKdZ60W7e7v7zfMUC4SboLBIP7whz8IN6t25mOr90cfR2cAj2cKlT6wySGFpgzHLCpDDg7JaOCf/umfsHXrVu1voj1qamrC0qVLAQBHjhzBxYsXtWMef/xxXL58GY888oiW3HL79u0yR9MowEgLLxJszOZRWmgJBoNoaGhgfifR2paJYEeQlM7fyaGoZgbWESASiWDChAm4ePEiioqKRro5jqe1tRVvvfWW9ve9995rWBJAIkk3o2n8jqZ7zSbM/D0TDZ7ZunUrurq6tL8nTZqEv/zLv5TCiYNJdPxKTVOGI81wEolEYh2r2iM7TJgwgfl71qxZKRWYZCS0c5BCU4ZjNAHIQSaRSCTDg9/v1+rUkeSZIhKZl2UktLNwnNBErIUy26518vPz8ZnPfAbA0HM7deoUtm7dqg2yNWvWmIZSSySpgoxbh1n904KcqzKTdMyP+fn5+PKXv4wTJ05g5syZyM/P1/WLRH/30KFDGBgYYP7Oz89Pqr2SxOcqx/k0nTx5UiaMk0gynBMnTmDGjBkj3Yy0IucqiSTzsTtXOU5oisViCIVCGD9+vGl2XuB6Rt4TJ05IR8xhRj77kcPJz15VVXzyySfwer1aVudsxc5cJcLJ7zEZ5H1lFqP1vhKdqxxnnnO5XLZ3qEVFRVn1sjMJ+exHDqc+e94pNltJZK4S4dT3mCzyvjKL0XhficxV2b0VlEgkEolEIkkRUmiSSCQSiUQisUBGC015eXn4zne+I4tojgDy2Y8c8tlnB9n6HuV9ZRbyvuzhOEdwiUQikUgkEieS0ZomiUQikUgkkuFCCk0SiUQikUgkFpBCk0QikUgkEokFpNAkkUgkEolEYoGMFpqef/55zJkzBzfccAMWL16MP/zhDyPdpKzj3XffxRe+8AV4vV4oioLXX3+d+V5VVWzYsAFerxfjxo3D0qVL0d7ePjKNzSI2bdqEW2+9FePHj8e0adOwevVqHDlyhDlGPvvM4umnn0ZVVRXy8/MxceJES+dkwjs+f/48HnzwQUyYMAETJkzAgw8+iAsXLpie85WvfAWKojD/GRW5HU7srinNzc1YvHgxbrjhBtx00034+c9/PkwttYed+3rnnXd070ZRFBw+fHgYWxyfeGuTiFS8r4wVml599VU89thj+Na3voUPPvgAd955J1atWoWenp6RblpWMTAwgPLycvzkJz8Rfv/DH/4Qzz33HH7yk5/gvffeg9vtxooVK/DJJ58Mc0uzi+bmZvzt3/4tAoEAduzYgWvXrmHlypVM4U757DOLK1eu4Etf+hK+8Y1vWD4nE97xAw88gA8//BBvvfUW3nrrLXz44Yd48MEH45537733ore3V/vv97///TC01hi7a0pnZyc+//nP484778QHH3yAp556Cn/3d3+HhoaGYW65OYmulUeOHGHez/z584epxdaItzbxpOx9qRnKbbfdpj788MPMZwsXLlSfeOKJEWpR9gNA3bZtm/Z3LBZT3W63+v3vf1/77NNPP1UnTJig/vznPx+BFmYvp0+fVgGozc3NqqrKZ5/J/OpXv1InTJgQ97hMeMeHDh1SAaiBQED7rKWlRQWgHj582PC8NWvWqF/84heHoYXWsbumPP744+rChQuZz77+9a+rfr8/bW1MBLv31dTUpAJQz58/PwytSw382iQiVe8rIzVNV65cwb59+7By5Urm85UrV2LPnj0j1KrRR2dnJ8LhMPMe8vLyUF1dLd9Dirl48SIAYPLkyQDksx8NZMI7bmlpwYQJE1BRUaF95vf7MWHChLhtfOeddzBt2jQsWLAA69atw+nTp9PdXEMSWVNaWlp0x99zzz14//33cfXq1bS11Q7JrJW33HILPB4Pli9fjqampnQ2c1hI1fvKSKGpr68P0WgU06dPZz6fPn06wuHwCLVq9EGetXwP6UVVVaxfvx533HEHysrKAMhnPxrIhHccDocxbdo03efTpk0zbeOqVavwb//2b9i9ezd+/OMf47333sOyZcswODiYzuYaksiaEg6Hhcdfu3YNfX19aWurHRK5L4/Hgy1btqChoQGNjY24+eabsXz5crz77rvD0eS0kar3lZvqhg0niqIwf6uqqvtMkn7ke0gvjz76KA4ePIg//vGPuu/ksx9ZNmzYgI0bN5oe895772HJkiUJ/8ZIvGOr9wXo2wfEb+P999+v/busrAxLlixBSUkJ3nzzTdTV1SXY6uSx+6xFx4s+H2ns3NfNN9+Mm2++Wfu7srISJ06cwI9+9CPcddddaW1nuknF+8pIoWnKlCnIycnRScqnT5/WSZKS9OF2uwEMSfAej0f7XL6H1PHNb34T//Ef/4F3330XM2bM0D6Xz94ZPProo/jyl79seszs2bMTuvZIvmOr93Xw4EGcOnVK992ZM2dstdHj8aCkpAQdHR2225oKEllT3G638Pjc3FwUFxenra12SNVa6ff78corr6S6ecNKqt5XRprnxo4di8WLF2PHjh3M5zt27EBVVdUItWr0MWfOHLjdbuY9XLlyBc3NzfI9JImqqnj00UfR2NiI3bt3Y86cOcz38tk7gylTpmDhwoWm/91www0JXXsk37HV+6qsrMTFixexd+9e7dzW1lZcvHjRVhvPnj2LEydOMMLhcJLImlJZWak7fvv27ViyZAnGjBmTtrbaIVVr5QcffDBi7yZVpOx92XIbdxC//e1v1TFjxqgvvviieujQIfWxxx5TCwoK1K6urpFuWlbxySefqB988IH6wQcfqADU5557Tv3ggw/U7u5uVVVV9fvf/746YcIEtbGxUW1ra1P/6q/+SvV4PGokEhnhlmc23/jGN9QJEyao77zzjtrb26v9d+nSJe0Y+ewzi+7ubvWDDz5QN27cqBYWFmrj6pNPPtGOufnmm9XGxkbt70x4x/fee6+6aNEitaWlRW1paVF9Pp/653/+58wx9H198skn6v/8n/9T3bNnj9rZ2ak2NTWplZWV6o033jii9xVvTXniiSfUBx98UDv+o48+UvPz89W///u/Vw8dOqS++OKL6pgxY9TXXnttpG5BiN37+t//+3+r27ZtU48ePaoGg0H1iSeeUAGoDQ0NI3ULQuKtTel6XxkrNKmqqv70pz9VS0pK1LFjx6p/9md/poVjS1IHCT/l/1uzZo2qqkNh0d/5zndUt9ut5uXlqXfddZfa1tY2so3OAkTPHID6q1/9SjtGPvvMYs2aNcJ32tTUpB2Tie/47Nmz6l//9V+r48ePV8ePH6/+9V//tS5cnb6vS5cuqStXrlSnTp2qjhkzRp01a5a6Zs0ataenZ/gbz2G2pqxZs0atrq5mjn/nnXfUW265RR07dqw6e/Zs9Wc/+9kwt9gadu7rBz/4gTp37lz1hhtuUCdNmqTecccd6ptvvjkCrTYn3tqUrvelqOr/7wklkUgkEolEIjEkI32aJBKJRCKRSIYbKTRJJBKJRCKRWEAKTRKJRCKRSCQWkEKTRCKRSCQSiQWk0CSRSCQSiURiASk0SSQSiUQikVhACk0SiUQikUgkFpBCk0QikUgkEokFpNAkkUgkEolEYgEpNEkkEolEIpFYQApNEolEIpFIJBaQQpNEIpFIJBKJBf4/kzbL6YRewLsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.metrics import silhouette_score\n", "from sklearn import cluster, datasets, mixture\n", "from sklearn.neighbors import kneighbors_graph\n", "\n", "np.random.seed(844)\n", "clust1 = np.random.normal(5, 2, (1000,2))\n", "clust2 = np.random.normal(15, 3, (1000,2))\n", "clust3 = np.random.multivariate_normal([17,3], [[1,0],[0,1]], 1000)\n", "clust4 = np.random.multivariate_normal([2,16], [[1,0],[0,1]], 1000)\n", "dataset1 = np.concatenate((clust1, clust2, clust3, clust4))\n", "\n", "# we take the first array as the second array has the cluster labels\n", "dataset2 = datasets.make_circles(n_samples=1000, factor=.5, noise=.05)[0]\n", "\n", "# plot clustering output on the two datasets\n", "def cluster_plots(set1, set2, colours1 = 'gray', colours2 = 'gray', \n", " title1 = 'Dataset 1', title2 = 'Dataset 2'):\n", " fig,(ax1,ax2) = plt.subplots(1, 2)\n", " fig.set_size_inches(6, 3)\n", " ax1.set_title(title1,fontsize=14)\n", " ax1.set_xlim(min(set1[:,0]), max(set1[:,0]))\n", " ax1.set_ylim(min(set1[:,1]), max(set1[:,1]))\n", " ax1.scatter(set1[:, 0], set1[:, 1],s=8,lw=0,c= colours1)\n", " ax2.set_title(title2,fontsize=14)\n", " ax2.set_xlim(min(set2[:,0]), max(set2[:,0]))\n", " ax2.set_ylim(min(set2[:,1]), max(set2[:,1]))\n", " ax2.scatter(set2[:, 0], set2[:, 1],s=8,lw=0,c=colours2)\n", " fig.tight_layout()\n", " plt.show()\n", "\n", "cluster_plots(dataset1, dataset2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-means\n", "\n", "Based on absolutely no empirical evidence (the threshold for baseless assertions is much lower in blogging than academia), [k-means](https://en.wikipedia.org/wiki/K-means_clustering) is probably the most popular clustering algorithm of them all. The algorithm itself is relatively simple: Starting with a pre-specified number of cluster centres (which can be distributed randomly or smartly (see `kmeans++`)), each point is initally assigned to its nearest centre. In the next step, for each segment, the centres are moved to the centroid of the clustered points. The points are then reassigned to their nearest centre. The process is repeated until moving the centres derives little or no improvement (measured by the within cluster sum of squares- the total squared distance between each point and its cluster centre). The alogorithm is concisely illustrated by the GIF below.\n", "\n", "![title](https://dashee87.github.io/images/kmeans.gif)\n", "\n", "Variations on the k-means algorithm include [k-medoids](https://en.wikipedia.org/wiki/K-medoids) and [k-medians](https://en.wikipedia.org/wiki/K-medians_clustering), where centroids are updated to the [medoid](https://en.wikipedia.org/wiki/Medoid) and median of existng clusters, repsectively. Note that, under k-medoids, cluster centroids must correspond to the members of the dataset. Alogorithms in the k-means family are sensitive to the starting position of the cluster centres, as each method converges to local optima, the frequency of which increase in higher dimensions. This issue is illustrated for k-means in the GIF below.\n", "\n", "![title](https://dashee87.github.io/images/kmeans_bad.gif)\n", "\n", "k-means clustering in scikit offers several extensions to the traditional approach. To prevent the alogrithm returning sub-optimal clustering, the kmeans method includes the `n_init` and `method` parameters. The former just reruns the algorithm with n different initialisations and returns the best output (measured by the within cluster sum of squares). By setting the latter to 'kmeans++' (the default), the initial centres are smartly selected (i.e. better than random). This has the additional benefit of decreasing runtime (less steps to reach convergence)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset1\n", "Cluster 0: 1008\n", "Cluster 1: 1018\n", "Cluster 2: 952\n", "Cluster 3: 1022\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# implementing k-means clustering\n", "kmeans_dataset1 = cluster.KMeans(n_clusters=4, max_iter=300, \n", " init='k-means++',n_init=10).fit_predict(dataset1)\n", "kmeans_dataset2 = cluster.KMeans(n_clusters=2, max_iter=300, \n", " init='k-means++',n_init=10).fit_predict(dataset2)\n", "print('Dataset1')\n", "print(*[\"Cluster \"+str(i)+\": \"+ str(sum(kmeans_dataset1==i)) for i in range(4)], sep='\\n')\n", "cluster_plots(dataset1, dataset2, \n", " kmeans_dataset1, kmeans_dataset2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "k-means performs quite well on ``Dataset1``, but fails miserably on ``Dataset2``. In fact, these two datasets illustrate the strenghts and weaknesses of k-means. The algorithm seeks and identifies globular (essentially spherical) clusters. If this assumption doesn't hold, the model output may be inadaquate (or just really bad). It doesn't end there; k-means can also underperform with clusters of different size and density." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kmeans_dataset1 = cluster.KMeans(n_clusters=4, max_iter=300, \n", " init='k-means++',n_init=10).fit_predict(np.vstack([dataset1[:2080,:],\n", " dataset1[3000:3080,:]]))\n", "kmeans_dataset2 = cluster.KMeans(n_clusters=4, max_iter=300, \n", " init='k-means++',n_init=10).fit_predict(np.vstack([dataset1[-2080:,],\n", " dataset1[:80,]]))\n", "cluster_plots(np.vstack([dataset1[:2080,],dataset1[3000:3080,]]), \n", " np.vstack([dataset1[-2080:,],dataset1[:80,]]), \n", " kmeans_dataset1, kmeans_dataset2,title1='', title2='')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For all its faults, the enduring popularity of k-means (and related algorithms) stems from its versatility. Its average complexity is O(k*n*T), where k,n and T are the number of clusters, samples and iterations, respectively. As such, it's considered one of the [fastest clustering algorithms out there](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html). And in the world of big data, this matters. If your boss wants 10 customer segments by close of business, then you'll probably use k-means and just hope no one knows the word [globular](https://www.merriam-webster.com/dictionary/globular). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Mixture models\n", "\n", "This technique is the application of the [general expectation maximisation (EM) algorithm](https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm) to the task of clustering using Gaussian mixture models. It is conceptually related and visually similar to k-means (see GIF below). Where k-means seeks to minimise the distance between the observations and their assigned centroids, EM in this case is used to estimate the means and covariances of a mutltivariate normal distributions (called [Gaussian Mixture Models (GMM)](http://scikit-learn.org/stable/modules/mixture.html))), so as to maximise the log-likelihood of the observed data. Similar to k-means, the algorithm converges to the final clustering by iteratively improving its performance (i.e. reducing the log-likelihood). However, again like k-means, there is no guarantee that the algorithm has settled on the global minimum rather than local minimum (a concern that increases in higher dimensions).\n", "\n", "![title](https://dashee87.github.io/images/em_only.gif)\n", "\n", "In contrast to kmeans, observations are not explicitly assigned to clusters, but rather given probabilities of belonging to each distribution. If the underlying distribution is correctly identified (e.g. normal distribution in the GIF), then the algorithm performs well. In practice, especially for large datasets, the underlying distribution may not be retrievble, so EM clustering may not be well suited to such tasks." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEiCAYAAADksOZKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXgUVxeH37u+cSMhWHDX4lasQKEtBVrq7i7UnSp1+eoOFQptaSlW3N3dPUjck83a3O+P2axkNxBaJNB5n4d2Z+bOzJ1NMnPmyO8IKaVEQ0NDQ0NDQ0PjuOjO9gQ0NDQ0NDQ0NM4FNKNJQ0NDQ0NDQ6MSaEaThoaGhoaGhkYl0IwmDQ0NDQ0NDY1KoBlNGhoaGhoaGhqVQDOaNDQ0NDQ0NDQqgWY0aWhoaGhoaGhUAs1o0tDQ0NDQ0NCoBJrRpKGhoaGhoaFRCTSjSUNDQ0NDQ0OjEmhG0znMgQMHEEIE/AsLC6NGjRr069ePF198kb17956Sc40aNQohBAsWLDglxztd1K1bl7p16570flOmTOHBBx+ke/fuhIeHI4Rg1KhRp3x+Ghr/NbT7VDD/5D6VnZ3NV199xZAhQ6hfvz5ms5mEhAQGDRrEzJkzT89ENYIwnO0JaPx7GjRowA033ACA3W4nIyODVatW8eqrr/LGG2/w5JNP8vrrryOEOMszrbq89957LFy4kKioKGrUqMGePXvO9pQ0NM4rtPvUv+O3337j3nvvpWbNmvTt25eaNWty+PBhJk6cyIwZM3jnnXd4/PHHz/Y0z3s0o+k8oGHDhiG9IosXL+amm25i9OjR6PV6Xn311TM/uXOEV199lerVq9OwYUMmTJjAtddee7anpKFxXqHdp/4djRs3ZurUqQwaNAidzhckev755+ncuTPPPvss1113HTVq1DiLs/wPIDXOWfbv3y8BOXDgwArH7Ny5U5rNZmkymeShQ4e86/Py8uSbb74pL7zwQpmcnCyNRqNMTk6WN954o9yzZ0/AMXr16iWBoH8pKSneMfPmzZO33nqrbNy4sQwPD5fh4eGyffv28ssvvww5r7Vr18orrrhC1q5dW5pMJpmYmCi7dOkiR48eHTQ2PT1dPvLII7JBgwbSZDLJ+Ph4OXz4cLl58+ag7yLUv5deeqmS36jKL7/88o/209DQCEa7T52e+5Q/d911lwTkb7/99o+PoVE5NE/TeU7jxo25+uqr+eGHH5g0aRIPPvggANu3b+fFF1+kT58+DBs2jPDwcHbs2MG4ceOYNm0a69atIyUlBYBbbrkFgIULF3LzzTd7Y/ExMTHe87z11lvs2bOHLl26MGzYMPLy8pgxYwZ33303O3fu5L333vOO3bBhA926dUOv13P55ZeTkpJCXl4eW7du5euvv+bpp5/2jt27dy+9e/fmyJEjDBgwgKFDh5KRkcHEiROZOXMmc+fOpXPnzsTExPDSSy/x4YcfAvDII494j9G7d+9T/r1qaGicOrT71L+7TxmNRgAMBu2Rfto521abxj+nMm9wUkr57bffSkDeeOON3nV5eXkyOzs7aOy8efOkTqeTd9xxR8D6l156SQJy/vz5Ic+xb9++oHVOp1P2799f6vV6efDgQe/6kSNHSkD+9ddfQftkZWUFLHfr1k0aDAY5a9asgPU7d+6UkZGRslWrVgHrU1JSAt4s/wmap0lD49Sh3adOz32qjIKCApmUlCQtFkvQvDROPVr13H+Ashh3VlaWd110dDRxcXFBY/v06UOLFi2YM2fOSZ2jXr16QesMBgP33HMPbreb+fPnB223Wq1B6+Lj472f169fz7Jly7j55pvp379/wLjGjRtz5513snnzZrZs2XJSc9XQ0Kh6aPepf8Y999xDeno6zz77bMC8NE4Pmi/vP4CUMuT6BQsW8OGHH7Jy5UqysrJwuVzebSaT6aTOUVhYyLvvvsukSZPYu3cvxcXFAduPHj3q/XzllVfy4YcfMnToUK666ir69+9Pjx49qFOnTsA+K1asACAtLS1kAumOHTu8/2/ZsuVJzVdDQ6Nqod2nTp5nn32WcePGcfHFF/Pss8+e0mNrhEYzmv4DHDt2DIBq1ap51/32229cffXVREREMHDgQOrWrUtYWBhCCMaMGcPBgwcrfXyHw0Hv3r1Zt24d7dq148YbbyQ+Ph6DwcCBAwcYO3YsdrvdO75r167MmzeP0aNH88svvzBmzBgA2rdvzzvvvEOfPn0AyMnJAWDatGlMmzatwvOXv/FpaGice2j3qZPj5ZdfZvTo0fTt25c//vgDvV5/So+vERrNaPoPUCb01rFjR++6UaNGYbFYWLt2LY0aNQoYP378+JM6/l9//cW6deu44447+Prrr4OONXbs2KB9evXqRa9evbDZbKxcuZIpU6bw2Wefcckll7B582YaNGhAVFQUAB9//DEPPPDASc1JQ0Pj3EK7T1Wel19+mVGjRtG7d2+mTJkSMoSocXrQcprOc3bt2sWvv/6K2Wxm2LBh3vV79+6lWbNmQTeio0ePhlTnLXuLcbvdQdvKxg8ZMiRo2+LFi487P6vVSu/evXnvvfd49tlnsdls3jyFzp07A7B8+fLjHqP8PEPNUUNDo+qi3acqz6hRoxg1ahS9evVi2rRphIWF/aPjaPwzNKPpPGbJkiUMHDgQu93OM888Q82aNb3bUlJS2LNnD+np6d51paWl3HvvvQE5A2WUJWMePnw4aFtZye+SJUsC1i9cuDDojQ7UG1RBQUHQ+rK5lL01derUic6dO/PLL78wYcKEoPGKorBw4cKgeWZlZVFaWho0XkNDo+qh3acqz0svvcTLL79Mz549NYPpLCFkRdl3GlWeAwcOUK9evYD2BA6Hg4yMDFauXMmWLVvQ6/U888wzvPLKKwHtCT755BMefPBBkpOTufLKK3G5XMyePRspJREREWzcuDEgMXPbtm20bNmSGjVqcOONNxIdHU10dDT33nsvRUVFtGrVigMHDjB48GBatmzJzp07mTp1KkOHDmXixIm89NJL3iTJoUOHMnv2bPr06UP9+vWxWCysW7eOuXPn0rBhQ9atW0dkZCQA+/fvp0+fPhw8eJAuXbrQvn17LBYLhw4dYvny5WRmZgbceJ566inefvttLrroInr27InJZKJHjx706NHjuN/lpEmTmDRpkvecixYtok2bNrRt2xaAHj16cMcdd/zbH5mGxn8O7T51au5TY8aM4dZbb8VgMPDwww8TERERNKZ3796aLt3p5uypHWj8W0Kpy1qtVpmcnCz79OkjX3jhhSDV3DIURZFffPGFbNGihbRYLLJ69ery9ttvl+np6V5l3fKMGTNGtmrVSprN5iCl3X379skrrrhCVqtWTYaFhcmOHTvK8ePHy/nz5wdpHs2YMUPedNNNskmTJjIyMlJGRETI5s2by+effz6kzkhOTo58/vnnZcuWLaXVapURERGyUaNG8rrrrpN//PFHwNjCwkJ55513yuTkZKnT6Sqtt1Sm71LRv5tvvvmEx9DQ0AhGu0+dmvvUie5Rlb3Xafw7NE+ThoaGhoaGhkYl0HKaNDQ0NDQ0NDQqgWY0aWhoaGhoaGhUAs1o0tDQ0NDQ0NCoBJrRpKGhoaGhoaFRCTSjSUNDQ0NDQ0OjEmhGk4aGhoaGhoZGJahyvecUReHo0aNERkYGiJxpaGhUfaSUFBYWUqNGDXS68/udTLtXaWicu/zTe1WVM5qOHj1K7dq1z/Y0NDQ0/gWpqanUqlXrbE/jtKLdqzQ0zn1O9l5V5YymMln61NRUb/dojf8eU1ds4+1f5yMl9GxZjzduH3y2p6RRCQoKCqhdu7b37/h8RrtXVW2kOwscK8HQAGFsevL7Szuy8BNwpyLCRiDM3U/DLD3nKfoOlAxE2LUIY2PfNsc6ZPEPoKuGiHwIoYtEuo8ic24EJQd0cYi4HxH6Gqdlbucz//ReVeWMpjI3d1RUlHYj+g9z3YAudG7ZkLziUto1qIlOp4U/ziX+C+Eq7V5VdZFKDjLrJpAZ4DQgIr4+aaNHyb0HDPPUp6R7FSJ8LkKfdMrnqhS8CvofQQ+4liDiFiCEFakUIzNHgrlIHSj06KLeAKKQ0TPBuQOMTRG6uFM+p/8SJ3uvqnJGk8Z/m3kb9rB2Vyrdmtele8t6Z3s6x8WtKExcvJnsgmKGdW9F9bjz37uioXE2kNIBSp7qcanMQ865CZQMz4ILaZ9/UkaTLPoS7PP81jhAyYbTYDTh2ut34lxQckFvBVkIssi3zX3M+1Ho4sDc7dTPReOEnN+ZmhrnFCu2H+TxL6fwy/wNPPzZX2zef+zEO51FPvlrKW+On8fX01dyx/u/4nS5z/aUNDTOO6T7CDJzIDKzBzL3FtWAOtE+Sin+jzdhvEBd79yMkjUcJWsY0rGh4v0dqwNXGDuD4eRDfEHHtS9DKXwXaV/im1vY1Xj9F+Y+oEtW1+urg/UKzygLIvy2f31+jX+PZjRpVBl2pmZ6PytSsvtI1lmczYnZeiDN+/lodgG5RbazOJv/LosWLeKyyy6jRo0aCCGYNGnSCfdZuHAh7du3x2KxUL9+fb744ovTP1GNf4QsGQfKEXXBsRzsS0+8U/4LgOJZMIHHyyTzHgfXFnBtReaPrHB3YenjW9DXg9ivEeKfPy6llCjFPyBzb4Xir5C5dyAdazznGoRImIGIm4CI+SzAk6aLHo1ImINIXIQw9/zH59c4dWhGk0aVoVfr+kRazQDERYbRrXndszuhE9D/Al/CZtsGNUiICj+Ls/nvUlxcTJs2bfjkk08qNX7//v0MHjyYnj17sn79ep599lkeeughJk6ceJpnqvFPELqEwBX6+OOOl1IB/MJaOJBFnyNd+0H6vdhIG9KxFiWjO0p6G2TJr75zhl2PiB2DiHoTEf8bOp3lX12DLHgOCl8DpGeNAs6tvvMZ6iBM7RBCj5QK0rkN6c5AutPAtQNk6b86v8apQ0gp5YmHnTkKCgqIjo4mPz9fS678D5KZV8TOw5k0q5NI/DlghGzcd5TsghK6t6iL2XjmUwQLikv5avoKSkqd3HpxR2pXiznjcwiYz1n++xVC8OeffzJ06NAKxzz11FNMnjyZ7du3e9fdc889bNy4keXLl1f6XGf7Wv8rSOlEFr4Dzi0I6xBE2DUn3EfJfwlsv/it0QEK6OuDkgZSgrElONfgM2SMiKT1CGHyO7fdU6WWhBA6pFIEJeOQSg4YWyHMPRG6E//slbQWgNO3QkQg4n9HGOqXu1YFmXcv2OcDJhBGkMUgojzj657wXBqV45/+/WqJ4BpVimoxEVSLiTjb06g0beqf3VLfl3+azfwNewBYszuVya9oeQ8nYvny5QwYMCBg3cCBA/n2229xOp0YjcazNDONUAhhREQ9e1L76KJfRin9C2SJZ40nVOfeBzFfqp/z7i53IiP+wRfp2o/MvgpkPogYZPzvUPAiOJb5xujrQfxEhK7ie5Z0HQBdEiiH1RWG1ojYjxD6msGD3fs9BhOAA8ryt2QB2BeBZjSddbTwnIbGOczB9Bzv5yNZ+TjdWjL6iUhLSyMpKbAKKikpCZfLRVZWxXl0drudgoKCgH8aVRcR8RgQotLO9heUTi43OBYR/T5C+PwIsniMajAByDzIfwqcGwP3c+8H51ak6wCy+FtkuXwrJf85ZNYAn8GECaJeC20wAejiCf1Y1oGxuW9upXNRCj9E+oX4NM4MmtGk8Z9g6dYDvDBmBj/NXUcVi0j/K67u1ZayvNErerTGqNef3QmdI5QvWy/7nTheOfvo0aOJjo72/tPUwE8NUslDFn2CLPoaeZK5O7Loc5S01iiZA5GufQHbRPiNiGoLIWEemPr6NtinQ+k01MefHoxdENXmgyxBybkNpWC0WqGniy13NheYugSuEuFIEYnMHoEsfAuZeyuydKY6N9chsP1W7hgOhHtXhdcjdDEQoLtkgrDbEbFfIUwd1OOWzlRDeMWfIXOuU89T9n24DiNt05Cuw2icHrTwnMZ5z4G0HB79/C9cboVpK7ez50gmLVKqc2mX5ggh2H0kk1oJ0cRGhp3tqZ40I3q1oVPTOtgcTprWTjzb0zknqF69OmlpaQHrMjIyMBgMxMdXnGT8zDPPMHKkr+KqTFFY498hc+8C5wZ1wbUNEfNB5fZzH0MWeca69yMLP0TE/i9gjNBXB6UE6VwX4giekJ3QgXIMmf+4us6xBHSxiIj7kI4V4FwHIhwR+Tyy+KvAQ0S/j5CZyDKPFCAdKxGWgareUnlEOBjbHve6RMQjyIKXADci4iFExF2B1+0vlSBt4NoJhjoopQsg7z7ABYRDwsSgnCmNf49mNGmc9xzJysflVrzLk5dvY/LybUxbuR2bw8nuI1lEWs18PXIEjWtVC9rf5VbYdjCdajHhJMdVvYTflKTyb8Qax6Nr165MmTIlYN2sWbPo0KHDcfOZzGYzZrP5dE/vP4WUEpybfSucm44z1gW2SaqhYL0CVULbk+ANnpykEPsVf66G1ypEB+5M33EAqaShEyZE/HikdAIGhBDIEv/cJQPC2AoQoEsAJQvQIUweaQBjKzD1A8dcwAjG7hD1KMJQJ3B+7jRk0ecgDIiI+xFhV4G5L+AOqUAuLH2RJT8ATtAlgvECtWIw/zFUgwmgGOxLQDOaTjma0aRx3tOuYU0a16rGrsOZ6IRA8YRiNvmJZxba7ExbuT3IaHIrCg9/Nonl2w5iNOh5965L6dlKuxFVJYqKitizZ493ef/+/WzYsIG4uDjq1KnDM888w5EjR/jhhx8AtVLuk08+YeTIkdx5550sX76cb7/9ll9++aWiU2j8S6QsBcda0NcOMBqEEEjLICidqq6wVNxjUhaMAptHFsA+CxH7A0Q8DMXjwVATEflE6B2V/MDlsAdBZ4CSn9XebVHPgj4FTD08XqYERNgNfnP0GWMi8gmkzAP3UUT4XQi9Rw4hfiLYF4KhCcLUzrOfDhH3OUrRF1D0PjgXQO5hZLW/Ao4pc+8Gl1rJKV37EHHf+44bAmHqCPGTVA+TqTNCH49USlQFcX+MrSo8hsY/RzOaNM4Ivy/exNiZq0mOj+b12y6mWvSZq5ALs5gY88Q17DqcyZTlW5m4RH2zbZ6SxK7UTFyK+oYZymNzKCOP5dsOAuB0uflz6RbNaKpirFmzhj59fGKEZSG0m2++mTFjxnDs2DEOHfLlfdSrV4/p06fz6KOP8umnn1KjRg3+97//ccUVVwQdW+PESNsfyII3QReNiPkI4ZewDJ6GtNnXqaKSGCH2S4S5h3e7iH4XLJeBsCDMXSs+kWOF3+dVyJybwLnSEzp7Tw3FhUCE34a0LwTlGFguRUQ+oOauRdwbODD2G3AfBX08QlgDr8GdDo41YGyOLvbL4HPokyGEFIKUTijyCxkqe5COtQhzF892Bfxzsfw+S/sSZOkMhLGVRzXc73zGRmBs5FvWhSGt14BtPCAg7A6v8XY8pHSC7U/ACdbhQdetEYxmNGmcdtJyCnnzl3koUnIku4BP/lrKyzcNPKNzsJgMtK6fTKt61enQpDbFpQ4GdWrK6p2pzFyzk2Z1khjWvWXQfglRYURYzRTZ7EBow0pKyay1u8gtLGFwp2ZEhf87ITyNk6N3797HTe4fM2ZM0LpevXqxbl2oPBeNk0FKOzL/BcAJ7jxkweuI+J8Dxzg2eQwmACfSNinQaBI6pDAjlUKkbYZa2GDujxBqUYN0Z6oPdn1tcJcZv1I1mABkMbJ4rC9RuuQXpGMNwtwPYR2sahtVmweyBKGruD+kEDow1Aq+Rnc6Mnuo2nsOM8T/jDC2BkBxpakyBDgRkY8jjC0Cd1by8YXMvEdU/1v0FbLoI8DPkxV2PVI6kKVzIX8k4EbaflUNSuvlFc4dQBf9CjLsBtCFg65yUigy/zkonaQulM5DxH1bqf3+y2hGk8Zpx+V2e0NiAE7n2SuLF0IwsEMT7/KFrepz4XE8R5FhFj5/aDi/LtpIclwUt1/cKWjMF1OX8/V09Qb+++JN3NS/A0mxkXRuWidorIbG+UW5asNQrUb8dI3UMYEFF2rlnM8bI0H1CMW8rxoQOdeD+4C60XwxuHapekv+6NV+bbL0b08SNcjSqaCvgTC1VQ0wUbmG2tKVisx7GJR0RMR9IKI8BhOAHVk6H2FsrXqJsoeBVLfJnC2IpHI963TxYGgNLk+ulq4mwtQBqeQgi971DHKCvj4i9hPQ10RmX+NnZJbNaXco8YQghLGx6vnLH4XEDGFXIXThYB2mesPK41jp93kJSu5DiIj7EMZ/32fvfEUzmjROO7WqxXDn4M6MnbWGGvFR3HPZcVzwZ4mN+47y7q8LMOh1PHNtv4DcphZ1q/Ny3dCuf4BVO3yhn33Hchj1wywAnryqN9f0ObGLXEPjXEUIE0S/hSx8C4QJzAOQ0hGgqo1SLtfG3CtgUZb+HXzg0qko6fMh/D6fwQRqQrepC9jKjCYjWK9ERDyiLrr8xiI9+7Y9qWuSRe96jRZZ8CrE/QCYAFVosszLhGuX12BSB+cjpTMwB0oIiP/FI0Mg1T5zwoCURlSD0/My6T6g5lU5lgUZTIhwxPFyvewr1e/F3AdpmwYFz3iOWwolX6tnKPkVqv0dHH4zXwi2CWVHAvsMpHMtVFtyXPmN/zKa0aRxRrj3sm7ce1m3szoHKSWpmfnERlq9Pe7KeOab6aTlqjf3F8fOZPxzN4Q6REi6tajLxn3HgtYv3LTPazQ5XW7W7j5MYkwE9ZOP3ztLQ+OcwnKRKhlQ8gMUvoq0z4XY730PXZdfRZwIQ5h7B+5vbAOu3cHHlcVQ9C4YmnkTpYW5H4RdjdTFgpKBCLsZYfT1gMRyiToPJVs1QsoZaJVCKv4LCH1diPsJaZ+PMLb1NfPVxaE+Qj3hN+MFAQaT95KFEWG9NHCdLhKprwPug2VrAAn6WoHHtN6EiLgzZBUdoGpbFb3jPb8qvhkiVK0cBXcaGOoFziPqZTB1UdvUKEc9YzMBO6ClGYRCM5o0/hMoiuSJr6cyf8MeIiwmPn5wWEALlKJSh/dzsSd/qbLcOrAT9avHk1VQzE9z13EkS63WaddQVf11Kwr3f/wHa3YdRicEr986iIEdm1R4vNwiG2NnrUYnBLcM6KjlSGlUWaQsRWZfCy4/ZWrHMpC5IDwijYqfyrp0e3OVyhBRo5C6JNWAcOwExd+AkmC9AaEzgC4RYe6OdG5RjRPLJYEGE2rjWxJmqB4nQ0M1NHWSiMjHke4D4E5TJQD0iaBPRJjaBo7TJ0LsF8ji70FfExH13MmdJ/odZN6DIAsRkc+p3jlDA4j5BFk6GWFoDuF3qLlWFRDgpQvSovKTY9CnIHWJQSE+IXRgvQSQyPwnAReE3YwQ2j2nIjSj6T+GlDLI7Tp5+VZ+X7SJetXjeOrqPoRZTBXsfe6y52iWt0dbUamDp76eyvv3DKF5ihp2e/Lq3rz20xz0eh2Pjehd6eNOXbGN135W93vjtkF8//jVTF2xjWoxEQzupOYFHMkqYM0uVaFXkZKpK7cd12h67IvJbNirvvXtSM3gs4e0qi6NKopzc6DBBKCvAyLatyziAY9CtS6El9W1E0q+U/WXdNVBVAOZ6XeOJYiYjwCQrr2qkYYdEBD7HcLcPeBwQhcNpjb/+JKEIQWRMOXEAwFhvhBhvvCfncfUFpG4OHi9pS/C0jfEHiEwtfWF8/QNwHSBnwp5mcdMqAZp7u3IuJ8CWsV4z2m9FEydQNoQhpSTvpb/EprR9B/B5nAy8vPJrN6ZSpdmKbx3z2WYjQYOZeTyyo+zUaRky4E04qPCeGhYz7M93VNObKQVs1GP3ZOEnpFXzAOfTGLmm3di1Ou5tHNzLu7QFJ0Q6HSVj+W/PWE+DpcbXG7e+30hk1+5jVsGdgwYkxAVRlxkGDmFavPQUAKa/uw+khXys4ZGlUNfCzWM42l/YuqGiH4z0Jskff0RUdK9L25S2sCdgbRNVw0mACUNot+Cgje8fd+EwU/CwLkZ1WACtYJuHZQzmv5LiMhnQV9P/a6s1yD0CSjG9lDwtN8oT7jOuQ6ZNQji/wzZYFjofR0FpHMbsvhb0MUjIh7+Rx678xWt99x/hKnLt7FyxyEUKVm27QAzVu8EoKDEHlDZlld0cr2fqhLbD6WzaPM+HM7yJb5QLTqCd+8eEpDLlFdko9ThG2vQ6yo0mL75eyXXj/6Zd35dgFvx5Tz4e+X0QsexnOAmrmEWE189eiXX9mnLo1dceMLcrsu7+cqWh3RtcZyRGhpnHqkUoRR+hFLwFmBQy9StIxCRzyBivwvWSzIP8Pt8kWowuQ4iM/sjs/pD6Wy/wUaEsTUi7kcIuwUR+SKE3+nbbOro58UygumfeXnOF4QwqD32Ih7wCmIKywAwlIUty4XZ3Ad9AqEVIKUdmXMrlE6BkjHIwtdPw8zPXTRP038EsynwR20xqsstUpIY1LEpf6/eQWJMBDf1b382pvevmbx8Ky//OAsp1Vyirx69Er0u8J2ge4u6vHhjf5797m+cLjdX924blBAeiuXbDvLZZLVsevuhDOZv3MNLN/Snc7MU3rrjEt75dT6HMvI4mJHLsJfG8P69Q+jWvC75xaX8tWwLUeEWhnRpwRNX9TnBmVQeH9Gb/hc0RqcTtKoXokxYQ+MsIvOfBrtaISody9ElTFJVqv3HuA4j8+4H9xFE+J0Q+xVIO5j7qdttE0DJUAcrvupTDM0QhgYACOOzQecW+pqQMEktlTe0UkUeNQIQughVody1D0kUZF8E+Mm8nEjAUilQc9LK8GsIrKEZTVWStJxC3v1tASV2B/cN6U7L45S7V5ZLOjdj476jrN6RStfmdenfXn0TEULw+m2DePoaNZepvKFxrvD3qh2UOczW7zlCem4hNeKjA8Zk5BXx17KtNEiO4+re7QI8OmXkFJTw/sSFFJTYueuSLrSsW52C4kDvW1pOIY9/NZX5795LmwY1ePHGAVzz+k8AOFxu/lq6ha7NUrjrg9+84bV9R7MZeWXlK3naNKicOJ2GxhnHU8mmft4ZkCcpi39AOlaqBlFZa5Ci9xAJcxEGX3NjoaseqsYrUF6gAoS+JliH/4sLOP8RwgzGZghAiR2jhuuUPDD1Qpp6gFQCEsylUgil09Vke0sfpGUIlE4GjIjwGz1jCpCFb4D7GCL8DoT5/EvjqAya0VQFeeWnWazYrlr3uw5nMfutu/61ZoZep+OF6/tXuD0y7NyulmhWJ5GVHr2kcIuJp7+ZTofGtXhwaA/vd/fW+Hks2bJf/TxhHgM6NMZqCiwRfv2Xud6E8S37jzHrrbvp3bYBHRrXZs2uVO84m92JW1Ew6HVUi4kg3GKi2FOBl5IUR5HNHpCPtG7PkX91fXlFNmwOZ5VsGKxx/iEda1UZAVMPhLGJqrgu80BEI6xXIIs+VAdah/kMptJZyMLXQhxNECSCGXa9Kgvg3ALYwbFKXW8ZUH5njX+JztwZqs1Xlc1zboCsfkhjO6RlABT/pOalKdng9vRvjHgCwm5Vk/Z1dZDoQNqRhW+D7Q8ApGM9JC5C6GICziWlA2x/qc2TLZcFVUqeD2hGUxUku6DE+zmvyIZLUTDqz79fvlPJfUO6Uy06gnV7DjN3/R62HEhjy4E06ifHc2kXNZG0oMQnJVDqcHHHu7/SsGY8N/XvQIMaaj5AZl6Rd0xecSl2p4twT07Swk17eWHMDGx2Jw8PvxCzJ8QZG2Hl0weHM3HJJmolRHPLwI4Y9XraNazJeo+xdDzV8RMxd/1ub0jxxova8+gVlc/jyC0sYd3uIzSsmRCyBYzGfxdpm450LEGYugXoCMmyvm4oIP6HjBsPBS+rSdeGJoi4HxCm7oAdjGpYTtoXIPNfKncGPWCEiEcR5dqTCKFHRD6q7isl2OcDEsyVC2FroCbSK7mgS/bkiR1Sv0dDU4S5c/AOtok+XSjnetUoRoIS+EInS2dA0UeUiXkCSBEHOn/PfakaxitvNOU9BPZ56oJjFSL6jX97mVUOzWiqgtx9aVee/XY6Dpebey7rqhlM5XArCn8u3UJ2fjHDerQiMSYCKSWdm9XBaNAxd72v431ekc37+d7LuvLI55O9feS2p2awPTWDpVsPMuW127CajNx2cSee/mYaDpebm/q3J9wv0btX6wYsePc+XG43JmPgn07r+sm0rh+Yf/Tpg8OZs34XMeFWerQMFJU7Gb6fuRqnS81J+HHOWu65tCtWc7CIXnlyC0u4fvQ40nILMRn0fPnIlVrYTwMAaV+BzH9E/Wz7HXSxvtJ9xyq85erSBiXjfBpArp1g+wMRfrvvWNKNzHtUFaMMwA24A8JyoRBCQGVL7DUAkM5dyNybVQ+RuRcy8jXIvlL1BiIg5hOEpVxkQZdQ/ii+jyISZJlyuxN/g0kdmgNuvypI80BVE6s89iWhP59HaEZTFaRv24bMeftunG6F2Ijzq+v051OWMWbWGpLjIvnovqH/yPvx6V9LGTNrDQDTVm7np2eu477//cG2g+nER4XRuFY1dh3OJNxiIi2nEKfLjdGg54JGtZg5+k66P/JJwPFyCkvILbRhjTfSu00DZr15F6VOF4kxwWW5Op1g9urdLNy0F4vJyMAOTejeom7IeVpMBi7t7CuXXrbtADPX7KRprUSu6dPWG9aYuXone49lM6B9YxrWLH9jg6TYSLYdTAcgJsKKyVg5I3rD3qNelXOHy828DXs0o0lDxbWn3PJeMHdHSheYugGfAS4QEWBs5ddqA9CV/5tVQPo9ZEV8QHsR6dwGpg5BoRyNf44s+dHXD8++EIxTPQYTgEQ6lgUbTdYrwZ0KjvUIywCkkgvF34ChNkS9Abn3qMaRawcBquShMFXQHsrc3eM1BIytkEoBQnd+pRRoRlMVJaISVV3nGocz87yNbQ9l5HnyiprQrXldEmMiKLTZKbLZT5i3s3l/mu+YWfnMXb/ba1RkF5TQr20j9h/LprjUwbj564kIM3PPpWq/O6vZyPAerfhjyWbvMbq3qEv1WF8zz6hwC2UzKC51YDEZvAnyvy3cwOjx871jp67Yxis3D/SGACtif1oOj3z2Fy63whS2YTYZGN6jFZOWbuGVn9SS6/ELNvDHSzeTEB2oifL8df2IsJjILy7lrks6VzpZv0GNhABtqhZ1Q7di0Dg/kcVjkYXvgi4OEfsZwuhX+GDpB8VfqAnbumpIQ1Nk5kXgPgxhNyHifwPnJjB1RRjqIpUspH2+KoBoGRpwHiGMEPUisuA10IVD9NtQ/DU41gA6KP4EafsV4n8PliPQ+EcIfaKfn0ivilrq4kDJAQTC1CN4H6FDRD7mWwaIfBgA6U5D+utpGZqpbVlsY0NPoPgbFHcqIvLFgHxbEfM/ZMkfYBsH9tnIzBWqAOm/EButapxUqdTo0aPp2LEjkZGRJCYmMnToUHbu3BkwRkrJqFGjqFGjBlarld69e7N169YKjqjxX8Kg16Pz+wNbsf0Qr/w4mxtG/8zcdbsY+PRXXPLct7z602zGzFrNs99O9yZu+9PvAl+ZcdsGNWhcsxr+efJhFiNOt09L6ainrUkZB9J9N4dOTWrzwb2XB+kzKYrk9vd+peejn9LviS/YmZpBbpGN9ycGK/j6N+ytiNTMPFx+czqQps5h835fz7oimz1gbmXERobx4o39aVgzgU/+Wsbk5ZX7e6qTGMNXj47g5gEdeOuOSxjQvmIVco3zC6kUIgtHA3ZQjqlJvH4IfTIiYSoi9kdEwlRPvsshQIGSMYAREXYt6GujFH6AdKxFhF2LLvIJZOErKGktULIuV5OLpUS6j4CxOSLsRnTmnujifkBEPok3zKNkeJrWapwSwu+GsJs9YqLvojO1Q8T9joh8ARH3E8LS7+SOp0sEo897JKyXBeWhYewAOk9ITsmCkp/BPidgiBBmhKmFGsYFkIXIkp9O9uqqNCflaVq4cCH3338/HTt2xOVy8dxzzzFgwAC2bdtGeLj6dvz222/z/vvvM2bMGBo3bsxrr71G//792blzJ5GRkSc4w7nJtvzDZNsL6RTfELP+xLkm/1Wqx0Xy9LV9+WHWGpwuN+mepOusghK+nbHKKzT551Jfl++Za3ZSq1oM91zalUGetiTX9G5Lk1rVyMovpmer+lhMBl695WJmr91Fi5Tq3NS/AztSM1ix/RARFhMjerXB7nQxY/VOLCYDG/f6DJXUzHwM+uB3h08nL/UmcReU2Pl08lLuuqQr9hDCmV2b1z3htbdvVIuGNeLZczSbCIvJey192zZk8vKtuBVJrWrRNK2dGHL/3xZt4rsZaoXRyh0HaVgj3tsC5ni0qpesaT39J9GhJmJ7DHUR7LkWuhjwJAxLnX8agICy3mMl46D4c3WMY4kq61EyTt3m2o4s/hphbK16rQDpXK9qLVn6gqFh4AlLxiKtwxG68/M5cCYRwhTU604YaoHhxn94PB3EjYHSuaCrhjB3Rjq3AyZUw9eMiHpJbcZcVjkJgWHZMnTV/PbDoxp//nBSRtOMGTMClr///nsSExNZu3YtF154IVJKPvzwQ5577jmGD1d1NMaOHUtSUhLjxo3j7rvvPnUzryJMPryG17f8iUTSNrYun3e6A/1xGiyeLIUlpbw5fj5HsvO58aL29Gt3bou5XdmzNVf2bM2cdbt48utpgBqKrJ0Yy45Utd+UQa/zemUkqpfmpbEz6dI8xZvjVdYMtwyH08263UfYezSb7i3r8vEDwziQlkNCdATR4Rbu//gPlm9TK0fCzEZK7Orxe4ZI0F6/5wh/+oXvANxuhbW7U6kRH8XR7AJ0QnBpl2YM7tSMTk1DJESWI9xiYuxT17IzNYNaCTHeEFz3lvX4+ZnrOZCeQ6cmdSoMy/pX9UkJmXnFoLWI0qgAoQuH6HeQRR+opeOmi1CyrwBdAiLqFYQ+MFQrIh5GutPAdQARfos3yVcqaX6jJMhyivfC7AkJ+eHJtRHmHkhzf7B7FL/dh8GxBCyDTuWlapwihLCCXxWlMDZTRTIdq8HUEVk6WQ27olP/mS8Cy8Dg4+iTIfZTZMl4MNRDRNx75i7iDPCvcpry89WwR1yc2s16//79pKWlMWCAT2vDbDbTq1cvli1bFtJostvt2O2+UvCCguA2FFWZWcc2IT3R5Q25B0i35VMj7NSVdn88aSl/r94BwLPf/c2012oE5bycK+QV2diZmkHDmglcdEFjPr7fyM7DmfRu04Bq0eGEmY1k5hXTt11DPvxjsbfKDcClKN4KsvLYHE7eGDcXl6JQaLPz/u+L+HrkCK+MgKJIVmw/6B1fYnd6P9dIiGLBxr0I4ZMFGPnFZPL9BC0jLCb2p+Wy3KOddUXPVlzTu23A8Zdu3Y/RoKdLs4otGavJSNsGNYPWN65V7YT96IZ1b8m0ldvJyCuibYMadGmuWUwax0dYByOsg5FKMTKjK2X94WTBa4jYjwPH6mIRsV+EOMbVSNtfau6T8QKwXAaO9eBcA8aWiPC7AUUN77l2grE1WAb79rf0Q5YZTejUZr4a5wzC2ASMTZBKjsdgAlDA1BFd7P8q3s/cC2FWxXxlye8otj9Vsc3IJ8G+BOlYiTD3OCcFMv+x0SSlZOTIkfTo0YOWLVsCkJamvpUkJQW+xSQlJXHw4MGgY4CaJ/Xyyy//02mcdZpF1WRVtlqJkmiJJt4cXHH1b8gt8mk2OV1uiksdlTKa9h7NIsJqJim2arjCM/KKuPHNcWTmFxMTbmHMk9fQvWU9uns8PYoiqV0thuJSBzERVv56+RZWbD/Ih38sJqewhNsHdQ5ZzQYgEAid8EYi9OXyk3Q6QftGgeKUZcxZt5stB9Tf2+E9WnFz//YBBlPNhCiu7NGajyb5ymdzCkq8BhPASz/MZNpKVf34xovac32/C3hp7EzS84q4/eJOXNK52Ul/X/uOZZNXZKNtg5rodIJa1WKY9PKtZBcUUz0u8pxVbtc4c8jSGeA6iDT3xNtQF8C+CCXrSjD3QFgGIIzNkaWzkYXvq9ID0W96PU3CUAeqzQZ3JlKXADnXeKqrQJj7+Sqj4v/yiF/GBChNC+twUPKRzo0Iy8DAZHSNcwdhBREG0vM8UvJQsoaDsTUi6jm1GCAE0rkdWfAcanPl1UhZ6u19J0u+R4oICLsOXeTjZ+hC/j3/2Gh64IEH2LRpE0uWBGsxlFev9pfZL88zzzzDyJEjvcsFBQXUrn18XY+qxD2N+5NgiSSztIBhtTud8pymWwd2Yu3uI+QV2Rjeo1WlSvRf+XE2k5ZtwaDT8eotFzOw49lPAF66ZT+Z+aqOS15xKfM27OGWAb5+VV9MXc43f6uVdXPW7SbMbOSpq/sw8827cCvKcY0Ei8nAKzcN5KNJi4kOs9C+cS2e/XY6XZuncJmn4e1H913OlBXbsJgMbNmfxsJNe2nboAbLtvmM+WkrtzN/Y2Ap9sUdm/LZlGUB67qWkxiYtXaX9/PsdbvIzCvyqpO//MMsujVPITYyDACH08VX01eSmpnHiAtb06Gx73d9R2oGe45kkVds44OJi5AS+rRtyHt3X8bqnamkZubRp00DzWDSOCGy+Cdk4SvqQsmPEHYXlHzl2WoD1yZwbUIWf4uM/wXyRgJ2cIMseFltwutBCCsY6oBrL9JjMAFI+xxE2FWeMToQcSHnIsJvLa8HrnGOIYQVYj5DFn0KQqf2/gNwbQFDPQi/OfSOSg4BelCufYHbZREUf4W0DEQYW52WuZ9q/pHR9OCDDzJ58mQWLVpErVq+JK/q1dXE1LS0NJKTfcmnGRkZQd6nMsxmM2bzuVterxc6rk45ftf6f0PzlCRmjr6TEruT6PATtzopLCll0jI1kdqlKPw8b12VMJrq14hHCLz94RrV9IWjDmfmMXbW6oDxJXYnr/48h4s7NsVoOLEuUUyEhat6tSHSaub1cXMBmLFmJy63QoMaCbSqV52rerWhsKSUhZv2YTUbiQwz07BGAhv3HQXA7nQFJXrPW78noBIPYM3OVIZ3b+WtuGuRksSGveoxWtatTqnfMVyKgsMvrPjV9JXehO7Fm/cx5dXbiI8KZ+X2gzzwyZ+4FYlBr/N+T/M37GHCgg28NUGVORgzczXjn7uBMI/o5vRV270J8LcP6lThy8nO1AzmbdhD09qJ9GnbMOQYjfMH6fT7e1IyENZByLArIat8mxK7Gm7D6bdzKSHR1wBdDVDU33VhvOCUzlmjaiPM3RDmbqpXssxoAqSS5zWKpXQg859VxVDNA1SJA1NPcCwGXXWIuA/yHvYT0jz3OCmjSUrJgw8+yJ9//smCBQuoVy8wibZevXpUr16d2bNn066dWr7ocDhYuHAhb7311qmb9X8Mo0FPdCUMBwCr2URcZBg5haobtXa1mNM4s8rTpn4N3r97CEu3HqB941oBgpBbD6QHGSYALrfC4s376OuX/D5/wx5+nLOWGvFRPHV1H2at3cWU5dvY5CndN5X7nl79WS2J7do8haeu7sPExZu9veUOZeQhhGBQxybsPpLFnqPZAftGhVnYnxYsATBr7S46NqnNFT1bA6oXa/yCDRgNeq7u3ZbDmfnsOJRBVn4xtw/qFBAiTc3M834udbjIyi8mPiqcRZv34Vak97rLSIqNYO3uw97lw1n5HEjPpXlKEtsOpvPCmBlICQs37SM20uqdkz9Hswu4/b1fvblcb94xWJMfOM+QUqq6SroohKEewtwXWfq3ulFfFwz10QkrStgdUPKNb0cR5lECf0aVJdDFeKQCghHCCvG/gG0S6JMR1qGn+ao0qiTmXj5DSF8fEXadb1vJeE+jX6DkOzB3QcR+A0omEgVKfoWwG0FXS93uPqL2LzxHvExwkkbT/fffz7hx4/jrr7+IjIz05jBFR0djtVoRQvDII4/wxhtv0KhRIxo1asQbb7xBWFgY11133QmOfmYocdl5ZfNEdhce45KaF3Bbg/Or15FBr+Ozh4bz/czVxERYuW/I6fOCnSy92jSgV5sGQetb1a9OhMVEUakDnRAIISmzG14bN9drNGUXFPP0t9Nxutxs2HuUjXuPciQ7sHDA4XJjNhqCPEbLtx3kipfH0rFJYCKqlJItB9J4cGgPXhwzk1Kni9hIK3WqxXAwI7fCa8kt9LVniQyzcOfgLt7lRjUT+OW5G9iw9wgN/XKfAEZc2JrFm/dR6nDRtXmKVwG8Rd1A+YDW9ZJpUjuR6/u1Y9WOQ8xZtxuAxJgI6iTGAJCWW+j1SIFqHIVi95HMgOT3eev30LNV/aBmxRrnLjL/Cc/DSgdRryHCrlQ9Q65UsPRBCCtSusGxyLeTqTci6imEoT4Y6kPYjQH5SKEQ+mQ4z6qhNE4OIUwQfjPStV2tpnRtA72a9I20Bw6WdtX7rU9EZl0OLjX3E2NncO8FJNhnIpWHELrQ4d2qxkkZTZ9/rup19O7dO2D9999/zy233ALAk08+ic1m47777iM3N5fOnTsza9asKqPR9NP+xcxLV8NXX+yeTef4hrSIOXdyqCpD41rVGH374BMPPIP8NHcd4+ato3a1GN64bRDxUb5k9hrx0dw3pDvj5q0jpXosqRn5HPIYLP5J3UU2R0AFXXmDCdTmuSajnvTcoqBtbkXicrupUy2GQ34en9TMfJ78ehoXNKzJQ8N60KR2Nfo8/oVXN8ps1NP/gsakZuWzce9RUhJjGdq9ZYXXOm/9Hp79Tu0daDbo+fqxq2jpMYo6NK7NlFdvI7ughAY14r35SS3KaS5FhVt45lq1H1edxFgSoiM4lJHLgPZNvLIEXZul0KxOItsPZZAQFcbl3ULPqXW9ZBJjIsjwyBbMWruLvUez+f6Jq89L5fn/Gopthu/tHgVZ8BqyYBRYL0VEjfaFbJVscPny75BFCIPvJeZEBpOGRhky/wVV4BKQ+c8jEhcjlVykkqXmtskcMF0IZlVkU0qHz2ACz2fPG5+SDc5tYA5WMa+KnHR47kQIIRg1ahSjRo36p3M6rZQqzsBlt7OCkRqnikMZubz/+0IA0nIK+XLqCp69zqdYm5lXxPsTF+JyKxzOyqdLsxQE4HK7ee76i7zjUpJiiQozU1BiL38KQFUHf/22QfzvzyXMXKMq0sZFWimyObx5RS3qVuerR3uy92g217z+ozckBrBuzxGmrNhGk9q9A4wzh8vN1JXbad+oJtPfuIOEqPCQgpigyh889/107/nsLje/LdzIut2HaZFSnfaNaxEfFR5gNIIqfVBmAAFBely9Q3jorGYjY564htTMPJJiIwOaC/sTGxnGT09fx+vj5rBwk5qIufdYNqt2ptJXy286p5D2Zcj8JwEXIup19U0//6lyozwVTrY/kKYLEVbPC5QuHgwtwKUqyle23FtKh9pPTEQjzF1OvIPG+Y/wT4NQzQiZex841/pWO9ciXXsQxqYIYQrU7DJ3h7LwsS5ObdtyjvCf6z13Xd0erMzaw97CNAbXbMcFcfWYl7aFXw4upZY1nseaX0qE4cQJ1+cqDqeLd39byI7UDC7p3Iyre7c97ed0lctXcroD9ZYKbfaAMat2HOKbx0YEaBpl5BUxaelmwiwmr9FkMRm83iCAVnWrkxwXxUs3DqBJ7WqUOlxc07stmfnF/LZwI9XjIhncuSlfT19BbGQYgzo2ZepKv7cfVC/Rc9ddxOMjevP+xEUI8BpAa3cfIaegJKBPXW6RjW+mr8TlVrh9UCdMBl+vtzL+Xr3De32fPTQ8pJaTUa/n60dHsHTrAZJiI2ld//gq3jtTM/h08jKsJgOPXtGrQoOpjITocHq3aeg1mvQ6Qa2E6OPuo1H1kAWjVM0kUI0nUe7nbmjqlQQAoPBdpGUQQgiE0EPcj1A6VVV9rmSrDZl7Fzg8FaQRjyMi7vr3F6JxTiOi30TmPw9IRNRr6kr/3zsAWQw5NyOrzUboohAxH4F9EYhwVXHcfq3q+TT3Qejjz/g1/FP+c0ZTgjmSn7s/iCIVdEJHemk+z2+cgEu62Zh7kAijmceaXXa2p3naGDdvPb8v3gTAlgNptKpXneYp1bE5nEyYvwGHy801vdsSVYlKvbJjvDR2Jg6ni6eu6UuPEArb9ZPjuXVgRzU8lxjLnYM7U1LqILfIRo34KOonx9OhsU9HSZGSBRv30rZBTRZs3MtrP88hr8iG4ufprBkfxYQXbmTBxr08/72qVP/j3HVYzEbuvawbtwzoiKJIdDpBTISVZ6/rh1tRuPLlH7y5Sjf2a8/dl3Thy2krvMfNK7JxNDufq3u3ZcSFbfh6+grvdovJEKQV9dx301nhEb3cvP8Y4569nlsHduT7masx6HU0T0li0z5f25bvZqyiTYMaIfOJthxI453fFuByK7xw/UXHrXJ7+LO/vOG2vOJSvnzkyuP8lFQu79aC4lI7Ww+mM+CCxicU1NSoivh5OGURAUltumSI/RqyLvEpdyuH1c9CNZCFLgLCrgl5ZKkUA061vYp3XYHPYELVftKMJg1h6oSoNitwpXWo2o/OH5kLrr1gaocQBrD09R3D3AXOQc/lf85oKkPnid8XOW24pM8zkGsvPltTOiPkFdsClrcdzODbv1ex7VC6Nw9oxfaDfPf41ZU63ms/z/FWmL0wZgbz3w2dJHrPpV0BtVHtvPV7+ObvlRSU2LmwVX3eu+cyXrjhIka88oPXq7Ny+yFsdicvjZ1JoS04HJdfbCevqJQ9R7IC1i/YuJd7L+vGN3+v5KupK4gIMzOse0uu6Nkai9EQkNy9af9Rvn/iGlbvSmXdbrXPnEQNIdaIj0anE9zmKeM/mJHL8B6tgoRF/avryprwPji0Bzf374DZZOB/fy4OMJrW7DrMVa/8wHdPXI3FaOCxL6eyef8xEmPCKbKphiTAKz/NrtBo+nvVDq/BBHj1ryrDdX21MvFzEVk8Fmn7FfSJqCqubrXyqCwvRJcIcRMQpTOQ+jqqfg6ALgkcK0K2uwg4fulcZN4jgB0iHvW1vhCRag85l0e/zNT2lF+bxvmBLuolpGUQsmQClE7xrKwOhoYo+aPA9hsYmiBiv0Toz90Xtv985l+DyOoMrqHKI8Sawrmx/oWsyd7LhzumMz9tywn2Pve4undbb1imR8t6fD9rNfM37g1InN56ML3Sx3P7hdXcIWQDyvh2xiq+n6me6/2Ji7whtkWb97HtYDq1PU15y9h5OJM3J8wLCuWVUVRqZ/ioMSTFRgQI53VrXpfsgmI+m7wMl6KQV2Tj+5mrufHNcShSoXmKTy+sLG/okeEXEuEJb7VtUMObtA1q2OyuS7rw+q2DaN8ouPHkVb3aeD+P8PscFW7BbDSELO0/kl3AzDW7+GnuOtbsSsXudJGame81mIAKBSwPZ+bx4lhfD0gh4K7BnUOO1Tg/kM4dyMLXwbXbawDpqs1FRD6Negu3qP3k7DM847YARkCAko7MexBpX3D8cxT9D7B7Pn+k5jGh5qiK2B8REQ8hIl9ERD57Gq9U41xHmDqhi3kPEfs9hD8CukRkZn+wjQOc4NqCLP4m5L7SdQhZOkdt2VKF+c96mgA25h4kozSfp1tczsNNBxFusHCgKJMH13yPWyqMA96/4CZ6JDY921M9ZSTHRfHny7dQZHMQFWam84PB/YOa1wktRBqKp6/ty/Pf/43d6ea5ayvOkTialV/hts/+WsolXZoTERZYyTVl+TZANSCSYiMostkDksAdLjfr9xzl65EjGL9gA63qVSclKY7N+9MCmv6Cmnu0fNshDqWrniYB3lYoLetW569XbiU9r4gGNeIx6iuniQWqYnvPlvVxKQpNaycGbW/ToAaPj+jFZ5OXBZT9bz+YTvXY4LYwJoMenU5wQ7/QHqH84tKA5PWBHZpyccfz5/dTIwRlrSu8y6pnUYTfAtYRIAwIYUbJ9+96X67AxbkVzL0rPofOL6dERKMaXZ5FfTxEPPBPZq7xH0WYuyNtk1Tl+aCNwfmX0rkJmX09YAeRCAl/Vdk8p/PCaMqyF5LrKKJBRJI37DbhwDJ+PbQci95ItDGMNrEp3Nmwn3f7n6mrGL11EgAto2vzVee7MOj07ClMwy19D9sdBUfokdgUKSX7i9LZln+EGFM43as1qVB9uaqj1+m86uJ3Du7M51OWB2y/sHVwXlJFtG9Ui7/fuDNgnVtRmLN2N07FzcAOTTDq9VzYuj5z1u8OSNwuY+XOVFbuTMVsNGA06HC6FIwGvbeCza0ofPXolczfsIf3fl8UsG/95HguaFSLCxrV4qlvpvHBxMUA9G3bkM0H0sj0hLFiwi243G6KStU3aAms3HGQrp7Gt7GRYd5WJ/7Y7E5SM/OoXS0Gq1l9kCiKZPyC9SzevJ92DWuQGBPBm+Pn43K7sZpNlDqcXNiqPm/eeQlGvZ7r+l7AdX0v4PfFm/h62goy84v5e/UOWtWrTuemdVizKxW3IgP0pb7+eyVDu7ckJsIaMJ9mdZK46IJGzFm3m/ioMG4b2DFozhrnGcZ2YB0Otj9AXw8Rfod3k9D5wsXCOhRpmwKUgqExuHNAZoEI95Z+V4SIfgNZ8KoqQxDx6Dl7b9OoSpS71+sSwdgCLMOQxd+BvgbCcjEAsuRXyjydyAxPi57KpYicac55o2l55i6eXP8TdsVFr8TmvN3ueg4VZ/HejqkB49bk7CPeHMmVddTEs3l+obct+amkl+azKnsP4w8sw6Qz4FBchOlN9EpqDsCLm35l5rGN3n1G1OnCE82HnIErPL3cObgL/S9ozJNfT2PP0SxSEmMZ0vXfNdV8/ee53lYuCzfu5ZLOzXn2279xKQr1k+OpGR9Jsd3FOj+layBAkNK/5L9BcjzVYiKILmdA6ARMWrqF3m0a0KBGPHPW+TRo9h7NZuboO1m14xC7j2RxYev6GPV6Iq1mCm12dELQuWlwFZs/2QXF3PrOBA5n5VMzPorvn7iGhOhwXv5xFlNWqF6wlTsOBbSHKfYYZfM37mXuut0M7OAzrq/s2ZrvZ/jaW2w/mMGqTx+m1OFi37FsPp+yjKVbDwCqsZZfXBpkNOl0grfvvJSs/GKiwsyYjOf8n7DGCRBCqNVKUa+owoIVjTN1hGozwH0YjK1BKQbnBjA2RehrBo2X7kxkwYvgTkdE3Icu9tPTeBUa/zVExCNI1y5wH0GE342IuBcpS5FZg5Fuz70/8mlE+G1e76kXd3bwAasI5/Qdd1PuIT7YMQ27oj5sF2ZsI7UkG7sSWnspo9QXImoZU5uV2WpyY7IlhmJXKW9u/QvpSazsndiCR5sNJtkaS5otL8BgApifvtVrNOU5ilmQvo0aYbF0ij/3dG/qVo/jl+euJzOvmPjoMDLzipixegct6lb/R21Ylm7d7/u85QCKInEpqvdu37Fs3rx9MA1qxHPt6z+xq1widxkGnY6nr+2L260wwOOtys4PDFMoUlXF/ujPxQzq1JTkuCivKrbBoKPHI59Qt3oc798zhMSYCOxOF2/cPojdR7JoUy+ZdiFylPyZtnI7hz1hxSPZBcxZt4tr+rRjwaa9gQMrkC9bsuUAL/0wi9gIKx/cO4RmdZKoXS2aYznqHGt7lL1zCksYO2s1xaUOTEY9DqebAe0be5W/Q1E+IV3j/Kcig0m6j0DpHDA0Qpi7qUrgAHoL6Cv2MMnCN8Cu9mmUeY9A4nKErmqIEFdFpGMtyFKksSui5EukYw3C0i+wjYiGF2FIQSRMC1zpPqIa9R6kYyUi/DaE5RJkqd9Y23hk2JUIfXDKw9nmnDWaNucd4u5VXwWE0sINZmJN4UQaE7gmpRu/HVqBQeiwKy6qmSLpFN+QBenbWJyxncaR1WkXW4/9RRn0TGyGU3F7DSaAWFMYydZYACKN1qDzt4pR23GUuh3cvuILUktUy/i5lsO5vFaH03nppwW9Tkf1uEgOZeRxw5vjKLLZsZqN/PDkNd7cn4rIK7Ixa+0ukmIj6NW6AR2a1ObvVapmh8moZ/n2gwHjv5u5iqHdWgYYTM3qJDHiwtZs2neMQ5m5XNWrjTeJ+kBaDnlFNtJzQ7cJ2Xs0mxfHzASgYc0EOjepw8/z1gGw7WA6X09fwf1DunPbuxM44MlpspqMPDC0O1sPpFEtJoK7LukSJAOw9UBawLLNrhrnFzSs6dU7AmjfqCZrPNV3ZbSql8z0VaoGVEZeER9PWspDw3qwZpfvhrE/LQeH08Xz3//tbfhbxpGsfApK7N4w6taDqrRDTqGN+y7rypUXtkFDQyo5yOwRXnVmoj/0iVmeCMX/78nhadR77hhN0n0UWfAyKAWIyJGqp+1Un8O+GNyHka6Daq80AGMHpHONur2s/9o5WDp/NpCEqWE6j9aYMKvtV4TlIqT1Ok/COKCkqeHoiHvO1lQr5Jw1mjbmHgwwmJpF1eCxZkO8Bs7IZpfSLKomH++aQaLeRKwpnPtWfxvyWL8eWs7vh1YQbbCS77KhFzpqhvmS0MINZiINFgpdavfvWGM4L7e+CoDUkmyvwQSwLHNnlTOacgtLMOh1RIadWHtp1Y6DFHlK/G12J8u2HaRBjQQmLd3CF1OXUy06nDduH+z1QDmcLm5771dvuf3IK3sx6qYBtG9Ui2krt7F+z9Ggc8xdv5ure7UNWBcVZmJwp6ZB7Um++Xsln01WdWLio4JzjkBNji4jK78Yiynw11ondLw1Yb7XYAJVufu93xZ6tZ9KSh08Uy6RvSz/qQy7y8Xa3YcZeWUvLmhUi4mLN3EoIy/IYLp7cGeuv6g9/Z780htmFMCsNTsDtKYirSaMBn2AfEAZWw+m89nkZTxzbV+mrtjGS2Nnek36N8fP56ILGgeF7jT+gzh3+QwmQDqWVtpoEhEPIXM3g8yD8HvOuTJwmf+C2jQWkLn3QuJKVcDzVB2/ZLwavgTA77jOdYHj3EdBOhHixL0cpX0psuAFQIeIHn1aDL2qiuLcA9lDUHOdBEQ8EuClE5aByDKjCUAfXJAklQJkwUvgTkWE3YqwXnL6J16Oc1ZyoGN8A0w69eFo1Zt4ufVVtI71NWO1u528tuUPsuyFpJZksynv0HGPpyDJd6kl326p8MmuGSzL2MmOfPWB2K2a6vXQIbiv8QAsevUPpKY1jiSzT1m5fVz9U3eRp4Axs1Zz0VNf0u/JL5mxescJxzdPqY7BU+6uE4KWdauTW2Tj9XFzyMgrYuvBdD78Y7F3fFpukddgAli6ZT+v/DibH2atIb84dLsTRYHmKUkM7tTUKxewckcq7/620Dtm6spt3PXB73w51Sc8mV1QrorIg78xVVhi57uZq7zLQsDwHi2Z5WmrEjAPPwNm79FsbI7AsG7bBjUClv9cspk73/+Na17/iTb1a5BTwXwWbNrHkax8ureo6123dvdhdh7ODJjXizcMQAjBHYM7B/TYK6O4VP3+Ppu8rKIIIBv3HeWKl8dy+Yvfs7KcR0/jP4CxCQifJ1icRP8uYWqDSFyOSNqILnJkpdpkVSkUv4baspCgxON/ibQv9lvykz7RN4KyHDERBYUvI9PbqvpEJzpm/lNqeMp9CBlQ7fgfoPhbfD8jCQHfLwhzV0Tk82DqCuEPgGVo0CFk0ftQOg2cm5D5TyDdaUFjTjdV2tO0KmsPkw6vpk54Anc06ItB57P2m0TVYGzX+9icl0q72LqY9AZe3TwRg05Po8jqjN23EKcMrfFTWR5ZNxaAYbU7eXOaFCRj9i2kTngC7eLqYdYbiTWHk25Xc1+qUs2JlJLPpyxHSrWVyZdTV5ywPL15ShJfPHIFK3ccon2jWrRrWJPcwpIAA8Nfj6l6bAR1k2K9XpwSu4NpK30GalxkGA6XmzCz0etRcSsKB9NzmbNud4AxsCNVddn+vngTb4ybe9x5Ws1GbJ4S/vTcQob3aMmM1TsDyvoB6ibFER1uDTiP2WigeUoiZqORFdsPIoTad27AU1/x3t2XcTA9l1U7D9GhSW0SosLJKlCTFMtEJG12J9NWbqddo5os3ryf8uw8nMlt7/1KI7+wpsPlZvm2g/RuU5+EqAiS4iL5dMoyvp2xilE3DWDWm3ex7WA6r/6sGqcJ0eHcMUjVX4qNtJKWW+g91uBOTTmclU9MhJVXfpwdIC466627j/u9aZxfCF0s0lAHnJ7mqc5tYGiBRCB0cQHVdSH3F3rAiiydicx/Wt0v+m2E5aLj7lcVEJGPIvMeBGnzVPyd4ubThrregi50NVTFa9xg7gN5nn5/0hfilAWvIC1D0enUeUh3BrhTwdgcIcq8wv5adv/u+XTOYWwKpX7LhkZBQ0T4TYjwmyo+hpLnt+BSVfHPMFXWaMoszeexDT94k7z1QsedDQPDJxFGK7sKj7K/KIMV2bvZX5QRdByD0GHUGbC5HUHbKsufqasClo/Ycrhv9beM7Xo/0UYrOwp8Iah56Vu5KLkV3+yZhyIltzboTaLl7PT4EkIQHxnmfeBWNnn4gka1iAyzYDKoRmpsZBiPX9mbz6cso1pMBA8N873NmowGvn38amau2Un12EjGzQt0XddMiOKTB4bx0g+zyMovRpGSK3q2IqeoxKv+XUb7xrV46NNJ7D8WXDlhMuhwuHw3nNduGcjjX01FSnArkk37jhEVZvEaTREWEz1a1eP2izvx1/KtAbpNdw7uzG0Xd0JRJKt3HeLej/4A1Mq3N8fP8xqAc9fvqfA70usFKYmxxHcPp2ntRFwuNxOXbPYaMDa7k0Y1E9i0/1jAfrERYTxzbV96Pfa5Nwz62s9z+OGpa+nesh4zRt+J0+XGaPC9IFzcsYm3kS/A1JXbmbpyOy/e0D9Ai6p8jz+N8x8pbYHhouKxyOIv1W1YIfbLSuXbyIJXvBVMsuCVc8NoMveExFUgHWp7mFOILPoCir9WF4xtETGfIPSJangos7/aHiQIJ+Q/DrEfq7pDOTd7vlMj0txbNUajXveF56JePaVzrurowm9Gce0H+wIwtkFEvXDyB7FeD6WzABfoU0B/5iM7VdZoyiot9BpMAFvyUoPGPLpmLHuKju+eqx2WwD2NLmLU5t//leFUHrdUmHZkHQ7FFZDv1CqmDs9tGM+aHDVReE3OXn7rOfKUnfdk+eDeIXzy11LMRgMjr+wVsE1Kydu/LmDx5n20b1yL56+/CKNezwcTF/HjHLVb9WNX9uL6fhdwbd92XNu3XchzxEZYuaZ3W+au242UEoGvoGxot5Y8P2aG1yNTr3ocjWtW476PJgYco3PT2kxetjVAFbuMprUTef3WQbwwdgb5xaXcNrAjF7ZuQEy41Ts+ITqcp6/py5sT5pNTUEJOYQkLN+5l/oY9QQ10y1qp6HSC1vVqBDT+PZSZV+F3adDrGNihCflFNsbP3+Bdf/OADjw8rCdN6iRyz4cTcSsK0eEW7rmsKxd3asI7vy5k1+FMYsItXN27LVKC0+X73S5vPPobTABrdwXmTJUxa+0unr22Ly+MmaH2q7uhf4VzPxEzV+9kX1o2A9o3PmHiv0bVQQgr0tACXFs9a/xf5W3I4i8ql6Ts76UR506unBCmILFEpeANsP0OhqaI2E8RutiTPq60/e5bcG5UDaCwK9XQUZDB5HfHc6zw7P+XXxm9E+yzkcXfoIt8GGFZEvqc0ubnkTo/0UWP+lf7C+dKZFmIz30QHIuOL9p6GqiyRlOjqGTCDWaKXerb+Pb8w0FjDhQHe5bKs784g6c2jDvhuH/CLweXej/XCYvnhnoXMqRWewbPf9O7/mBxFp/vmsW9jQecljmciCa1E/n4gWEht81bv4cJCzYAcHT5NtrUr8HwHq0CvEXj569ncKemJ1TL3n4onae+meYN4w3p2oIhXZtjMRn55u+V3nGpmXn8b9ISlHLpExv2HsXhZ9wkxUZw9yVdqBEXTduGNTAZDfz0tJo0WOpwccd7v5JbZMNs1NOoZjX2H8vhxbEzeXhYD576ZjoAthBCmgCdm/py36xmIxd3aMKkZepDR1GkV2CzPO/cdQm9Wjdk6IvfB6yfu343D17eQ62+81x/YUkph7Pyad+oNuOeuZ4j2fnERYYR7mnX8tx1FzF6/DysJiNPjOgdcp5lRFfQPLll3ep0bpbyr0Nyk5Zu4ZWfZgMwfv4GJr50syZpcA4h4saA7XekOxtKyrWo0FUuuVtEv6cm2KJDRL18yud4upGuA+DaicQAJWPUlc41yOJvEJFP+MYpxWoIs/gTtZGs8QJE1PPBpe2GxuAuSzOQ4N6LLHwLIt9BVUv3pAGYB4HQQ6lHF9DcEwBhaBCch+hRdpdKEeBA6OI8y/nInFvVFiOmbmpvtlMdajxvKC+7UbFu2emiyiaCl7gdRBt8Cb42twMpJTn2Itbn7KfYZWdQjUDPR9eExnzb+R4iDCeuEjvVHCrJZkveIR5f9xPFrtKAbdOOrj/j86kMpc5Ao8LhdOF0uTHofb8WBr2OIS9+z3Vv/My9H00MEJ3053BmfkDeU3S4hVd/msMNb44LqG4b1r0lsSGqvhrUSCDOL6G72OZgaPdWdGpWJ0jAcemW/Wz0NMG1O93sPZpFel4RR7ML+GDiYm9YsSImLt4csFw+zyuUwQTgcKrra5fTTzqcmc+Nb45jze5U3J7vQJGweb/qBdXpBLWrxXgNJlC/+y7NUrhzcGfaNz6+XtQdgztTt3ocBr2OK3q24vaLO/HstX0DevXtSM3gwU/+5Imvpnh1oCqLf0PhQpudA+lVu/dTRXz22WfUq1cPi8VC+/btWbx4cYVjFyxYoIpGlvu3Y8eJiyVOFdJ1CCXvSZT8F1SD5x8idNGI8NvRRT2JiHoFDK1AXxvMQxBRlUs2FqZ26BImo0uYhDCdW3IW0rERmXWZmt+UX743nu9eJp07kJl9IPd6cCxXy97tM5CZ/ZGODUgpkc6tSNdhRPTbEH4vGJoHHq7waQJa1MgiiHoLEf2OGn6Lfltdb70WIp4FfR1AgKExIvw2NXcso4v6r8gjJmr73ddg2bEMSmeeyq/n/CL8RjBfrOaYhd+p6pKdYaqsp+mKhe8hwwzohQ4pJQ82GcS+ogzuXvUVBU4bieYoulVrQpf4RmzLP0zNsDiebD6EFVm7iTBYKCpnuJwJJh9ZG3J9w4jK93I7kwxo35g563axeMt+4iPD2Lw/jeT4qIBwlt3l9qpcr9t9hK0H02jbIFhduEvzFOonx7HvWA4xEVYsJoM3DFZid5IcF0lxqQODXsc7d13KBxMX4XK72XowHbvTzbHsAiKsZrJR38aU41TylPeC+HuUhBCMvn0wX05bzu7DWSGrztbvOYLLrXiNw05N63B5txb8tWxriNE+IqxmDqbnsnJHcCXm9tQMEmMC5xVmDl2CvHTrAW+i+/wNeziQlsMTV/XG5VaCDMTUzDw++WspjWsm8L/7LqdWBWKjj3z2lzfRPjUzn+8eu4owj5FWXOpg5Y5D1IiPCtkfr2+7hkxZsRW3IqmVEB1yTFVnwoQJPPLII3z22Wd0796dL7/8kkGDBrFt2zbq1KlT4X47d+4kKirKu1yt2pkru5e5d4FbDeNL9xFE3HfBY6SCEJV/txVh1yDCrjllczwXkPY5+Fpw5AIWwK3mIvm1nJElP6nyCkHYkDl3gqWHWpmFTk1Sli6wXgHFuSCPoYbhyr00OhZD7q3ImA/Q+Uk2CCEQEbdAxC1I6fZKISi5nwCeVk5FH0P4nSDK5WOJc0cr64zjPoqIfBJhOP6L5umkyhpNLulGjwG3VJjT93miTGF8sXs2BU41hyXDXsCkw2pLihvq9uChpoPZmpfKW9v+OpvTDiLcYOauRhUnVUopz1qfJ6NBzwf3Xs6d7//G2t2H+Xv1DhZs3BPQFqRuUhxpOWoiucmgJyk29B90pNXMD09ey+dTlpGWW8TPcwMTwo95jvHL/A1c2Ko+XzxyJc9//zfrPDpOuUU2EBKjXodOp+PZ6ypWMm7ToAbPXNOXcfPWcTAjz7veoBOMvPJC4iLDOJCWW2GZfpdmKQHeNIC2DWqe0Gj6fdFGjAZdhQnXxfbAnLmKdKXKNy+esHAjU1Zsw+ZwcsuAjjw4tAeFJaV88/cqpizfSp7HU3c4K98bovRHUSQ5hT75g12HM7np7V8Y++S1GPU67njvV3YezkQnBG/cPsgrGlpGj5b1+Onp6ziQnkvnpnWIsAaGBvKKbHzwxyJyC23cMagzresnV/ANnT3ef/99br/9du64Q31Ifvjhh8ycOZPPP/+c0aNHV7hfYmIiMTExZ2iW5XD75Wm6A+UipPsIMucOcB9Ahl2NLmqUul4pUhO9ZQki/A6Evur9LE4X0rVPTdDWRSIiHkLootWSc9eBciM9L8xKllrer1MLcYQ+qcJ7AuR7DCYABVweiZKit/1nEHpX5yrIvBBFWEEXj4j5AGFU9eakUqzKC+hTELowtQ+gFwVZ/ANYBkDYdeBYC+a+CEufynwd5w1SyUXmjQTXbrBehbD0Bl0SopxOk1L4jic5X0DUKETYtWdlvlU2PFdGnCncK1hZLzz0G/BPB5YwN20zOY7ikNvPBmUhwmKXnTe3+gy5TbkH+XzXLJZl7mTG0Q30nvMyF819lZVZu8/WVDni9xC3OVxeg+mOQZ358N7LufuSLvRv35gP7r2c5LioCo4Cvy7ayM/z1jN3/e6A0v+a8YH7bDmQDhCUH5VbWIrTrdA8JZHBnZodd84jerXhyav7BqxzKZL3f1vI099MC0quLqN2tWjuv7wbf6/a4dU1crkVDmeGqoYJZM2uw8xaW/HPyWI00rJudXRC0L99Y3q0VBsflzpcTF25jYUb1fYr/do1Iik28O2yxO5ESvh+5mqOZhfwwpiZ/DhnrddgArzGa3l0OhEQqgPYdyyHDXuOcCA916sPpUjJ7LW7Qh2CJrUTGdihSUjBzNHj5zFl+TaWbNnPQ5/+WWGI9mzhcDhYu3YtAwYE5g0OGDCAZcuWHXffdu3akZycTL9+/Zg/f/5xx9rtdgoKCgL+/SvCb/F8EIiwWwI2yaKvwL0XcEPJOKRTDSnLgueg+Eso+RGZdaXa2uM/gsy5DUonqdee/xxSupA5N4DdE84qX0nl3o/MuVXtd6bkIKUbjB3B1AOiP4Lwx1Dzk4CwW0EXT+UwgnlguXVuNVTnPogseE2drztd7bOWfTkyoytKwTtgKhdOKnobsocjwm5FlzAFXeSjJ/GNnJtIpUgV+XSrL8yy6AtwLFXDpcWfILOvVEOmdp9Gn5QKFJd5YiWy+PsQRz4zVFlPU5+k5jgtehLNUTy05nt6J7VgeO1OjD+4jK35wZV03+yZx9vtrkcgAtqhnA3MOmOAUFy+U/UC7ClM495V33j1o8w6I3bFic0N722fyq89z84fzPX9LuD9iQspHxHr374xJqOeu8s9kCtiTwV95DLzAo3ZGWu2c+vAjjx5dR/W7jnM0ayCgHDcxr1Hycwvolp0BAfScjiaU0C7hjW9bU6y8ot59rvpHMrIIzEmnAy/4x/LDW1YlJGamc+Nb/7iXe7ctA5rdx2ulMBWoS20WGcZQgi+GTmCv5ZtRacTKIpEr4OHPp3Eml3q72y7hjW5qX97fn3hRm5951f2lZNXMOh0WIyGoPUAdwzqVOG5b7u4E0a9jg88wqNGvY7aiTHERoYRG+GrMmyRUv3EF1qODL/vtKDEjs3uDKrwO5tkZWXhdrtJSgp8M01KSiItLXR1bXJyMl999RXt27fHbrfz448/0q9fPxYsWMCFF14Ycp/Ro0fz8sunLklaF/kE0joMMCEM5UKIolxeZllVldPP6JWZyJxrIfpdhFXtgymlG2y/gZKtvrWfYyrfFSGlAxS/7gL2xcjcu/2StVH7mgXtmKcaW67dID0vh5Zh6KyD1M3h16peO311pHU4svhbQHhyntIJ8C6J6hDzJsJQD3TxyIIosE0kUHsJkC6UwrfBNhOUsnxBG5R8rYbj0AXuIwtUo8Fw/Abi5yrSnQ2uPWBsBuiQ2VeqYWlhhdixhBYlLUXaJngrP4XQIfW1fB5Zfe0zNf0gqqzR9GLrEcwv2MXrW1QNnbLmuqEMJoC9Rek8unbsWTeYAKwGEzWtsWzPP4Je6Hig8UD2F2Uw8+iGAMFN/6icWX9iCf7TxfX9LuDC1vU5nJnH2xMWcDgrj2v6tKNRzROXns9dv5tPJi3FpSjUT45DrxO4FYnRoPd6JBxud0BZ/96jOXw1fTnrdh8lwmLmfw8M5aM/FrH7iGooKBLGzVvPBQ1r8ujnk1GkJC7SyqRRtxIRZuaraSsCerj9G0LlJ5XHbNQHyRYY9IKUpDhSM/JwuNzoBFzevSXPfPc38zeov6srtx/k5Vsu9hpMoOZTrd9zhCHdWvDhfUPYcSgDi8nIb4s2kpZTyG0DOxEXFcYVPVvz0Z+qAXRpl+Y8eHl3qsX4vFPZBcV8MXU5TpfCXZd0pkZ8NJd3a8kPc9aSXVBCZJgFi8lIpNXMt49dxZQV26iVEB3UpgbA6Xaz92g2idERAcn4ZdwysCNPfzMNu9PNtX3aElVBNd/ZpnyY+3ih7yZNmtCkiS9M2bVrV1JTU3n33XcrNJqeeeYZRo70yYcUFBRQu/a/u3kLQ+gG3yLiPqT7ELj2IsKu9Y4TYVchCwPDjdI+12c0Fb4LJZ52UbbJyOh3Ec4NYOqEMAaGZc8lhDAF9ibDpuYTiVg/CYAKXmo8feJ8y77m60IXhVTUgIswNgFja6R9IRgaguFScB8A1y4wtkZEPqaG15wbwdAYXfTrHkPrO5A2cO5Q5+XaBq5NoediX0KQkQXIkr+Qzq2IyMe8VXUVIZ2bVePZ3B2hP/mXoDOJdO1HZl+t5pLpakLkY948PqQNWToFEX430rFCNWz90dcNWBSxXyOLPgFhRUQ8ciamH5IqazTtLjhGmi0wZFLqdgR4khpHJrOr0Ff5c6gk+O38bJDnKCbPUUyn+IY80ewyPt01k+c3jkeiim26pIJZZ+SRJoP59dByTDojjzQdzAfbp2FzO7i5fi9qhh3/D+dUU7taDLWrxfDny7egKBJdiLYe5bHZnTz77XScnhyfsjBfrYRoHhrek5fGzsRmd3LrwI7ERobx/u++NimTl23zim4++tlf9GhVz2s0Acxbv5vfF23yeqByCm38b9Jinr3uItxK4E3HajKElBcoU0+xGPU0rZPIhr3Hgsf45W/phAiZgB5mNmF3ltePEuw9qs7XYjLw/RNX07hmNUb9MMs7Yu76PVzfL5PmKUlsO5gesPfkZVtZt+swE164EavJ6A3llXHzgA50bZ6C3emiVb3gvJVnv/ub1TtVY2zOul20rFedKKvF22omp7CEv1ft4OYBHahbPY4Hh4Zur+F0u7nvoz9Yu/swYWYjnz40nDb1A9vH9GrdgBmj76LE7jhuePZskZCQgF6vD/IqZWRkBHmfjkeXLl346aefKtxuNpsxm89MKbjQRUP061AyATAipQshDIjwW5GG1pB3rzepWRjb+3Z0+lXquvdDztUeXRszxP9+zhlO0rVfNUp0MYjIJ5HWoZBzlW+Avg4o8aCUF6K1AsGabwBYPF4mJV/VX3JtQxo7Qdg1UPiKb5xjCVhHoKs2xzM+B5k1VPV4iXCI+xlhao8wqd+/LP4GWfh2+bP50CWoRlgoXOvBtR7p2qd6o8wXIkTw41naF6kFBChq49uEySc0ss4qpTN8yffKEXCnocoEqPmfwtBElXuIeByZ5yedYmyLiLgv4FDCUBcR8+4ZmfbxqLJG010rv6JxUh2SzNGk2/NpHl2L4bU7Y9Gb+DN1FfUiEnm4yWBGLH6fYvfxwyZniyMlOdy64vOASj6XVLi7YT/6J7ehTngCw+uorTKeWv8z89PVROS1OfuYeOFjZ2XOQKUMJgCXongNJn8OZ+UTaTEx5+27sTtcxERYsTmczFi9g20H04m0mgMqy5xuBbNB71XtFqhhtPKs332U72eu4qrebdl+KIO9x7JxutwhDaYIi8nbcLfU6a5QRkBKSIyJoE5iDIqieBPT/cktsgUIdkKg+napw8Vd7/+O0+2mfvU4tnnUuyXw6eSlfP7QcH6Zv4Gf5q6lyOZLFj+clU9qRh6Na4UOoVS0HiDVLwG+xO5k1Y5gD2xy/ImrcLYdTGft7sPe4/yxZHOQ0QSqhERFelFnG5PJRPv27Zk9ezbDhvk0yWbPns3ll19e6eOsX7+e5OSqk1gtc24Bl0cCwbUH4REG1JnbI+MnQulUJGY1d6bkL4R1EMIyAFmmEK6v7ZdsbgfHarVX3TmClG5k9k0g1RcOqWSii34TGfEQsuh/gN7jnSjXA9LYA5xLg46HoRUi8nGE2ZNuYPtd9QqBmsxtD/H35vKToLAv94UIZTGydBbC6CdJIEPfYwDV0xfzhRpSdK6ueJxzLTJvLRCGDLsWXdRTAZulfSFeT5WSAc7NYO4VdJgqQ4AnVac2KI77HmmbhjA2RYR5DGBTR3Wsaw+ICETUSxU2QJbuNBBRamL9WaDKGk2ghtzeans9jaOSSbJEY9DpuaJOZ67wGBoAKeHV2FZwakI1p5p0Wz6uEP2FHIqbOuGBoa8Dfi1gDpfk4FLcAb32qiKRVjM1E6IDEsnLmLJiG52bpXjzkKwmI989dhV7j2WTHBfFsq0HeH7MDO/4FdsPeQ2RigKse9Oy+XjSUqav3MHPz1zPW7/O588lm0OObVQznvV+nqWt5Tw9/piMeqrHRTJ1xXbvumrR4VzerQXf/L3quHMC0OuEN99p37EcjHqd15iMsJqJDLNw1yVdGNajJZ9OWsrkFeqNulZCNLUTY3ArCi+NncmCjXtp06AG7951GdYK5ArKuKp3G/73Z2hl4Qsa1aRX6wZBVXKhSIqJDAg/1q5A0qCqM3LkSG688UY6dOhA165d+eqrrzh06BD33HMPoIbWjhw5wg8//ACo1XV169alRYsWOBwOfvrpJyZOnMjEiROPd5rTjpQOcO1CitjAB7Z/qxRAGGqjGJpA3j2+fUt+RsSPRxhagJKN1CdDzg2oukImMHU4MxdxipBKoddgAsCTGCwiHkAqeVDyA0EGE0YIGwb5/n8bkaCPUXNo/NTDpTszcFdTT7WCTfHzWPonfBsaoT4yPS9ppVNQnFsQ0a+pYbKw61RFcOcGMHUG6w0I9w7PnK5R1ctjP/UkMevA2B7h3oN0bofSP8tdRwmUfIui5KKL8YklC1MHZMmPnoVIMAT/jUvpUg1CpQDCrkLoYoLGnCmEpT9Ev4l0rEGY+3o1wISpY+A4XQTE/a4q2+tTAsRGFXc2On28qqOV/yiUTgcRDXHfqT+T0r9BRJ6x1j9V2mjSCx11whOOG6oqqaJeJiCkwQRQKyy4SmNESlfe2TYFiWRY7Y5V3mByOF0s2ryPWwZ04Kc5a8nIKwrw+ITy/piMBprVUcMlnZsFJr4WlIT+OVpNRmyOwCa8e49lc+cHv7F5f3C4DaBOYoxXWBKgSa1q3goygOS4SK8EAqjilIfLebYy84vZXUFie3ksJqNXy8piNjLqpgF8MWU5sZFWnrzKVz5cLTqCUTcPpH/7xhzOyueiCxphNRn5cOIipq9SH5DLtx1k4uJN3HBR+5DnAtXLVVaJV55aCdF8fP+wExpdZVSPi+TDey/nz6VbqFs9jlsGdDzxTlWQq6++muzsbF555RWOHTtGy5YtmT59OikpanLtsWPHOHTIl7/mcDh4/PHHOXLkCFarlRYtWjBt2jQGDx58ti4BKW3I7OtVoUMRBYa24NoAgLCE6CjgrSby4NoAyjGEWX2pFICM/1X1MJk6I4zHb9ZdVZC2qUjHElWk0x9/z4MSonLR2An0yZBfLllfmFSPmzsVmXsPJK4A+3woKfv+dBB2E7qw4UjLAGT+M76KvNKpEHGX5/SNIfZbZOnfagJ42TELXvW0a4kIobXVPXAquhhEQIVcDwSg2HpAfojoQukfyOKGXr0pYRkEsWHg3A6Wi7w5TdK5G3RhCH1NZOHrUPKzZ/9piISzK8MjrMMR1uHHHSPtS1QpDV01RNTzAChKNmT2B1mEIsIg+lPVYAKQ+cjcB0EX7s2FkmF3oot6oqJTnDKqrNHUO6k5lzXqSoPIinMSpJQcKq7cg62qIICU8OAE6yvrdKFjXANsbgdNo4PFI081UkqOZOUT69fa42R45PO/WLFdfQg9cHl3bru4E29NmM+EBRuIibBy+8UVV3oBxEeFExNu8ZbUh8olMhn13HlJF76aujxIvdzfYIqwmnC63NidbmIjrNx0UXte84hHAkFGV1ZB+bfT0CzctI9q0eFk5h9fyiIhOpyUpFgcThePj+hNp6Z1uLCVWv78zq/zmbRsKw2S43n22r68/esCjuUUcMuAjsRHhXMkK5+fyjU5PlF4NDUzz6uIXp6P7r+80gZTGZ2bpdC52blfuXPfffdx3333hdw2ZsyYgOUnn3ySJ5988gzM6iRwrPYpQ8sCMLVERNyqhiLM3YPHG5upYSUvkUFl88LYAowtTt+cTzHSvhyZX5Zs/4faBkbxvPAo2ciiTxER93vUtecDfi87SjE4QxgIsqDcZyfS4f+9KQiTGrITugikf96Ra0dATzhh7grGZkjbeN8Y9xGUjO6gFIF1OCJsRGDYrhIIy6XI4h+9RnLA9AvfBssghL6mZw69AkJySv4LYJsA6NU8OH8ZCtd2pFJy1kJZlUEqRci8+9VkekAqBYi4b6DgHVXGAdQWNCVjCGhhoxwNzKkv+RoFJ7qo8qrwp5YqazS91HpEgFJvGaVuB78fWokiJVfW6UxKeDX2V6IH3dnEPx9GAnPSNtM6NvghlRJxZsqDFUXy+FdTWLBxL5FWM58/PJzmJ1GKXmizew0mgG/+XsmfSzZz35Du3DekG1aTMUg8sjxHs/ODJA4A+rdvREJUBF2bp9CgRjzJcVEM7daC+ev38Oav80NqBPnnCeUW2difnkuE1UyRJ2SWWr4J73HUxsuTV66BcLOURA6m5QboUN10UXuG9WhVflc27jvKL57GvlsOpPHc9zPYn6a2KHn71/n0btOAnMISFL9GfMlxkVzRs/Vx55QYExEgI1CGUa8jKUZTEz5n0dfCP/wj9PVUz0IF6KKeQ1Fywb4I9LUQMe8hyksVnGNIR7lKN+s1ajm+cx3IImTRR2DqgTC1Qcb9ADlD8d5dZTnvtrENGDv4qgkBDM3U78jcA1nyA2pCdRwYfVWlwjIAWeQRtzT1DGqiK3QxEPGwmlclokGW+gw7289I2y8Q8xHCUl7L6Xg4K664A6RzFzLvUVBywHIpIuI+hDChOLd4DCYAN7J4DJgv8oV2TV2rtMEEqI2Npd+9zLFUzVuiXLRFXx0R8z9kweugVJCSUzIGaR2BMDY6bdOt8uKW5Xl+4wT+t/NvPtk1g8fX/Uisqeo3FpUEygCNP7iM7/cuOEuzUfuULfCEdwptdsbNC+6NJ49jWERYTDRI9r3RljpcHMku4KUfZqIT4oQGE8Cb4+eTXxLY6ibCaqbU4SYtp4ANe45w1/u/8eAnf5JXXMpbv4U2mEJxNLuAdg18ycz+l6ITgjYNghOdy9ALNVerjPKJ7g2qx7Pkwwd47rp+XuXsd39fyKJN+/jwj0V8P3MVDo9XzKAL/B785y8luBWF5ilJ9GylVs7FhFt4/54hmI0Vv8ss3LiXIS+oIYC+7RpSP9kXujYa9FVKP0mjYqRzC0r2FShZw5EOTwm8UqhWRIlwsF4NYdef8Di6mHfRJa1Cl/CHqh90jiJlKUrhh2oujj8l4yHoujyVV87VBGQbKjv9xugh6nVE+E2A7+9ZWC5W/2++EBE3HhH1CiJ+YoCelYh4EBH7HSLmI0Ts5yHnKyLuRyRtRCQuh6CcIQVZOitoH6XwA5T0TijZ1yMVX39H6Ur1GAkVePzD7oTCN9RcKfchKP4Mmf+0uq34t3ITi0IX+RAi9htE9PuI2K9DH7MKIfRJoPc3ctzIkl+h9A/Psg70zSDsbjXMHPctFTfq1QVrnJ1iqqynqSI25/k8HGty9p3FmZwc5U2QOWmbubVB77MxFeIiwwJ0lPxbo2TmF/HQJ5PYezSby7u34LnrgpPrhBB8+ciVTFyyib9X7fQ2eFUUiaIcp4LEj6JyQpHDe7Rk3e4jLN6s/kzne4y6I9kFRIWvwOEMNpj0OkGzOom0qFOdCYvUB49OCAZ3bMofS4MTxDs2qc0Dl3fnpbEVN8R0y4pFLPU64fUoxUaGea/BZnfy/Ji/vR6vI1kFPH/9RbSoW507B3fmt4UbcSuSw34J87df3JEa8Wp7hw/uuZy03AJiwq3efnH+ZOUXs2L7QRrUiOfVn+d4PUy7DmcSH+l7iyyxO6uc8KRGaGTe476+c/kjEdXmqg/Csuos+3yEeDVoP6XwI7WVhL4WIvZLxDkmiCgVNTRe3vshC17385j4b8gEd66a9CwLQcQi9Y3Ul1BDg+OcyQ159yOqzYbYr5C2iQhDffDrRSdMbcHU1neqkj+QJd+r3230Gwhd7HGvxevVi3rF8/PcRVm8SBgDvcXSuRWKPQaYczWy6AtE1LPIoo/VHnTowNjaI17qxBuCEmGIyJFI28+BJ7er1YHCkBj4bNElIV17EObQWmNVFRH1HDL3TsAJ+noeba2ye76iGs7ZfZEiHBHzBUS9CAVq7hO6ampCvPsoIvwWhOH0Cl+ec0ZTl/hG/H1sw9mexr+m+RnIW6qI6nGRvH3nJfy2cBMpSTHcObiLd9sPs9d6k6YnLt7MJZ2bhWzQGxcVxi0DO6LXCcbNXU+x3cHDw3pS6nDhdJWEFEn05/7Lu/PYF5Mpsjl4YGh3bhnQkYue/DLk2F2pGRh0OlzlDLJIq5kfnlJ7sd19WVc27T9Gzfgo4iLDyCooZsOeI96E9HCLkeeuu4g6iTHkFR2/mXOZ9EF5pJRMX7mdWgnRTFm+NSDs6h8i3JnqCxcP7d6SH2avCRLHNBl8f3o6nfAaUOXJK7Jxw5vjyMgrQq8ThPt5wQRwY/8ObP92Og6Xm6t7V13hSY1ySL+8OlmWM+eXeycD+xgCSNchKP5UXXDvQxb9DxHz3umb4ylG2iYh858DJES9ggi70rexvLChP67NqsEEIHMRtvEQcQ/C3B0Z9RbY/lS9MJT7u3YfVPN5zF19MgP+8/HLVZLuo8iCZynrOycLP0REV079XRgbI6pNRrr2Im2TEYaUEInP5V+b1WVZVHbPUzzXAGBW27rIYgh/CCH0SEPLwPw1T86UNJbLHbVPQTrmQvwfqpF4HKQ7E3TRalXfWUaYu0HCFLWPoKmjakg6ytqoRIO9LAG8GFn8Fbq4b5H6OuqLh7nvGRX5POeMpsNVRMDy39AnqQVPNh9yVufQq3UDerUOflMzlfNS+D/cy1AUyfTV2/lx9lpvhdnwHq0odbgY+MzX6HWC5667KKT69J9LNrMvLYdBHZsy7517cSuK1zNy9yVdeGuC2v+rdf1kthxIIybcyt5jOUHHAdDrdYz8YjLN6iRyda+2dG9Rl4mLN/PJpCUUlTqIjwrjq0dHqGrl1eOIDLPwxdTl5BVXIHqHaohU1JBXkTBxyWYWbNxLtl+D3Psu68aWA2ks8njJ/PvmHc0uCDKYABLL9Z7z560J85m2cjvN6iRy5YWtychTkyHdiuSChjXZdSSTrLxiUjPz+WLKMn594Uay8osZN289D382iQcv70HDSqi5a5w9RNTzyPwnQSqIyBc9615C5j8B0oWIDvYyIQwEZEhWgYfdySAL36XMMJSFbwcYTSLsGmT+BlSvQjvVUMKlKn6X5Qt5B6spGVIqaqm+0/NwNTQHKcDtabxtvjhkPo9U8jwaWNuQpu6I2C89OTX+rU2KTvr6hKFBuco4PwxNwdxPbc9iaIYI90hF6GuqIqQB2MG+WG007N6NknuTxyvpab+iS1Z75wECe7AciixBFv+EiH4x5FSkVJB5D4J9thoOjhtToTL9mUQY6kOZoRf5OOii1LClZTjk3eZ70fA08lVbrHQJfbDTyDlnNB0tpxJ+rlHTGsdTzYdg1FWtr97pdvP2hPms33OElKRYXC43l3dvycH0XO758HcsJgOjb7+E9o1r8dGfi/lxTmCj0CVb9lPgqYRzK5Kvp68MMprGL9jA2x6jaNLSLfwx6maqRfuMhxG92rBlfxpTVm5j+6F03r3rUnYdzuKzKaGbrmYXlLBg414WbNzL/A17OZQRmKCdXVDCh38s5plr+vLF1OXsPZrNJr+qu1AK4JVJEfc3mABapCRxy8COzF2/m0iriW4t1ByMrPxiPp60xNtaRggIN5vo264hQ7qGrmhateMQExZsAGD1zlQa16xGuMXklTTo17YRvVo34OUf1ZyJPUezWbR5P3PX7fJW1B1Iy+WvV26txJUEUlLqYNbaXUSHW+jT9uzfRM9nhGWAmrCL2lcLAGN7Vd/HuU0V+aNcIrFjpUcA8JhqQDnWI22TENahZ3Tu/xhdrCrICGrytR/COlQNTyl5yJzb8WohyXL3e2N3Vbkb1GN5vRGAiECX8BPSuUWVJDBV8EAt+dUnaulYCqWzENZLkWE3q9pPuupg6oJSMAphbIewVl4gtSJk/pNg91T06msh9GpOqIj9Uk1uVwrBsQrVW2YE9x41OpU30u87UIBwMPUCpJoDVjoHgqR3URPSrZd7dZECcG5QDSYAJQNZPAYR/dq/vsZTiRAmiHjAmwssYz5DFn8D+iRE5NNndW4n/eRetGgR77zzDmvXruXYsWP8+eefDB061Lv9lltuYezYsQH7dO7cmRUrVnAquLRme8buX3jigVWIeFME43s8wutb/2BB+jZuXf45n3S8ndrhle2qffqZuHgzExf78oA+uGcIExZu4LPJqsFSVOrg7V/nM+H5GwN6qZXRvnEtth5I45BHqVqRCi63EpAU7h+2Ki518Nb4+aTlFnLRBY24uX8H5qzfzZSV6s3M7nTzw5y11K8eh16nC2qdUp4dqaErKNfuPswt744PCJ+VYTLqvf3wjkdCdDhZx5EdeOe3+fRq05Cxs9TKnwtb1ee56/vx7d+r2OQnDfD5Q1fQqWmdig4DBPdPE4KATPZl2w4wsGOgoF1cpDVAFiEz7+TekrcdTKfU4eSDiYu8IqB3X9Kl0o2aNf4ZXmOpjJLvVKE+8FSJdUOY2qnLjo2e5N+ySjHAnadqCpm6BYgBVlVEzAdq7hIKIvKZ4O2G+mpzV/z/1vSgr+FTNncfUJsR66urhpeuptqeA8CTzC2MwR7uAHTlKkx1UZ7/PYeMfAJc+5HZwwAXknEgzN4E8n+M3e+ZZV/k/ai2BvkAAOlOB/dRNbdHlr38lb8/FUPpeCj9DSrQAVSR4N4LtEFKJfB3TRdLgKGlq/pNnYW5mxrCOw5SugB9hf0mTxUnXT1XXFxMmzZt+OSTTyocc/HFF3Ps2DHvv+nTp5/0xBxK6IfZ/U0G0i/pBH8UVYwLE5tzxJbDgnTVIDhWmseP+xedYK8zS/nE7FlrdwbICoCa6/P0N9PYdTjQXW4xGkiOi+SWAR28bwbpuUX8Mj+wKm9ghyZeIyohKpx5G/aw7WA6//tzCY9+Ppmnvp4WMF4nBL8v3uw1mMxGPTXjo+kSwvBISQxM2tT7Va6FMpiAShlMoHqMasT75C/K/0keSM/jh1m+UulFm/dx9Ws/BZ031pO07XC6+GLqcu784DeGvPg993/8h9fQ6dikNtf1bUdMhJWuzVMotDko9vOerdh+gAtb1ef+Id1pUz+Z4T1ase1gOq3rJaMXAiHg3iHHv7n4M2bmam54cxx3vP9bgGr60q0HKn0MjVODlOVycvzLsJVjhPaDutWS93MAYWiILu57dHFjg4Q2pWsPSt7jyMIPQfh5ocy9IPx+37JyBGyqFpMQJgi/0betdLaa93UirCNU9W5DEwi/PyBpWgiTx8vnuzdI544QBzlJTJ1Df/ZD6JMQpnaIqOdQ9YgsYLmK4DsOhDaYhGc/QFcDTBcii8cg01uhZPRAKfwfSs5NyILX8P0uGeEEwpNVARkixy9ge8k4ZHobZEZHpH35aZ3LSXuaBg0axKBBFWuHgNrYsnr1f5eYddfKr/i+z0NEm4Jj0gsztv2rY59J+iW1ZGSzS0iz5QU0G44wWNhVcJTPd8/GojfySNNLSLKETgY+E1zRszVz1u1m1+FMureoS/0agV6wGvFR9GvXiE/+Cu7pVOp08d2M1USFWwJu6+Xbq3RplsKvz99IamYeizbtY6JfC5SVO3w3O6NBzyWdmtG+cU3W7PLpcfRv35hZa3ZxJDufyDAzybFR9GxVj5Z1q9OmQTL3fjSRnYfLxE6ltxlvZJiZwgoUxyGwTx2ATqj5S/7EhFu4a3AXwi0m1u4+zHhPCK2M8o+zvCIbCdFhNK6ZwMGMXDo0rk1MuIXXx81h/Z4j7PPL0zqcmcebE+bz9p2XoNfpeHxEbx4f0RuAq179MeC4bRuqSfm3D+rENX3acvmL35PjCRfeeFF7bu7fwZuEv+twJhv3HuWCRjVpUCN0jtOkZVtCru/Y5PRWoGgEI8JuQdqXqBo7liFg8vP0mXqCoaVHLTwOhB6ULAi/HWE4vveyqiKVHFVXSOrB9jPexq7GbmCoC7o4RMRd4NgQ+Pel95MMcfs3aXaAay+c4PsQwoCIGlXxAHNXnwdLhJ+k3lIF54z5AGx/AOKERoqwDgPLpYBQFcwrlTSAZ5wTzP0R0aMBHbLwTUBRQ5nFoRwdToT7EJzmirOKkO5M1ZOnC90IXColqufNuRpp7IiI+yZIN0tKl8eD6QTpROY/BQlT1KbXp4HTklizYMECEhMTiYmJoVevXrz++uskJoZ2H9vtdux23wOtoEBVbz1YlMn89K0MrR3Y1mFe2hZcx2uMWIUwCj0PNLkYm9vBhryDXJPSjbU5+6gbXo3bGvbhmsUfkmFXr7fAaePTjreftbnGRlgZ/9wNlDpcWEwGbHYnm/elsXn/MS66oDFX9WrN4i3lExYDKSgu9bYsiQ63MDyE4GPd6nEkx0fxwvczAtY3qBHPNo+nIyUplgeH9SAqzMySLQeY7cmz2XEoA4dHJqGwxE5hSSbVYsK5/3JVLblDkzpeo8mtSJ68qjeNalbj40lLAnKZytO+cS0WbvLJV5Q3mAC2Hcpg68F0nrm2L/0uaMRlXZtz94e/e71JEVZTkGfph9m+vK+lWw9wyzvjA9q3+DN/wx5GvPojXz96JfFR4UxevpW3JsyntJya+Us3+NppZOYVeQ0mgAPpOV6DaUdqBre8PR6Hy43FaODHp6+lQY0EjuUU8NvCjcRFhnF1n7Y0qpngDanWT45jeI9WxEaEcXG5EKDG6UfoExAJk4LDKYDQhUP8eDVMpUtG6MKQ0llhU9OqiHTtQeY9DO4s1SC0zyagYrAM11aQ+WDuDpjVhN+ol5GlcxGmDgjrZd6hwnIxsuQXwK42KDZd8K/nKXRxkDBJbYZraHhKKrOEMEPYtScxXv25SkNKmSyV2lon5lPIuzuw+jIIHUIXhZQ21Ef8cbw0uupnTTFelc/4FDBBzHuhjdPSyb4Gx87VqpexLKfNi0ebqSykqaQhc26E+EnBIfBTwCk3mgYNGsSIESNISUlh//79vPDCC/Tt25e1a9diNpuDxo8ePZqXXw5d2plsjQlatzxrV9A6o9DjlJUTPjyTPNBkIPHmSG5Y+jGHStSH+fMthzOkVgfcUiHb4cs9ySoN0UvpDDBp6Rbmrt9N6/rJ3DGoMxaT+ithNRv58D41AfLHOWsZ4fF4NEiOZ39aTsi2J/Wqx/H1yKvIyCukWkxEgEjk0ex83powH5vdybV92lFQLhxYaCv1qlzvOZLFTW+N49cXbqJ3mwbMXLOT3CJbkAI2QH5xKdkFxazZeZgmtap55QLMRj25RSXkFdt4aHgPnvlmOgUlpYDAXq4li7/BdDx2H/GFJZvVSeLWAR352ON5K7E5sJqN2OzOUGmZgJqYfjwOpOXw55It3NS/Pa/8ODvoO+7aPCVAUqBWtRjaNqjBhr1HVX0qT9Weoki+m7HKa2CWOl2s232ElKQ47nr/N45kq79rR7MLGHXTQOomxVHqdHHTRe2pFlNxVZ/GmaGiG70QpgBtonPJYAKQ+c/7pAXsx0nZkPngygfXVqRjk6rwrItBRL+K0CcHDBWmC5DxU6DkJ7UPmTw1vUiFLhrMPU7Jsf7VPCKfQAoLuI8hwm5WldBjv1Z1oZRMfGFEz11HRPn61AkrxLyHLPxAzduSLo+nMhrMA8DYHGEZcFYa+krpgOLPPEsOtT1OKKNJlBOvFsH3JyF0EPM/ZO69eGUnXDtAyUUKqycHruYpM6BOudF09dVXez+3bNmSDh06kJKSwrRp0xg+PNgt+cwzzzBy5EjvckFBAbVr1+bhpoPpnBAshe50Bz7w7mzQj+6JTXhp428cLMkMGn822VFwlNSSLK/BBLA0cydDanVAL3Tc0bAvX+6eg0Houb1h3zM+v417j/LKT2oVxdKtB6gWE8HQbsH5YhP8QlEHM3J5565LeezLKd51DWrEc8uAjvRsWY8Iq4kIa3CC+6gfZnsTyPcezfZWlJWRmhEYyjuSVcDB9FxSPV6QMuIirOR4jCedENzQ7wKuH63qGBn0Oq+4pt3p5uvpqq6JUa/DajaGLP2viFCGT3puAePmrWPbgXRmrdsVIE2gAF2b1WHboQzSKvAm9WxZj3kb9yAlNKtdjTpJcXRvkcKLY33qwTGRViTBvfgeGd6Ta/uqScEut4JEcjAtl67NU+jRqj56Ifh90SbW7Eolwmpmzjqf7o3JoKdNgxoUFJd6DSaA7YfSCbeYvJ46jTOPVEpUlWdDCmBWH4S62CDtHOk6hCx6D6RERD52zolaAh7hxpPdZwU4V6h/iyIa4icGhyNL/wTbDwDI0umQMP2cMyjLkNIFxV8jXXsRYVcjTB0RkeWa0OrrI2LeRWKGghdAyUFEPo40tlfbiBR9DGEjVCPEfJGa35R7m2qMloUdS38DZwMIG3F2LhSjp5rSk6agq6CQwXIJODepVY6mHupyKGQRAR41Q0ukOwvyblbPYeoJsV8ixL83eU573XtycjIpKSns3h1avMxsNof0QJUPy5XRLKYW0/3ELdvF1ePlzb9XOYMJwOF2UdMaR5IlmvRS1Si4IM7XEuD2Bn25vFZHjEIfMnfrdDBt5Xb+XLqZ+tXjaV0/8K0tvYKHfb3qcRz1PGzrVo+jR6t6WEwGbyJ1QlQ4hTY7z3w3nQ6Na3HrQJ/g2qLN+8gpLCGnwFcRk1dko1+7RszdsBtkaK+M2WigVkI0HZrUAp995jWYQDUsnvvub9weA6MifSWnW8FZLqcpMSaC/GJbkCFVZsyFmtOxnCLe/S105aZBr2Pehr1B61ukJDGseyvqJcfRrmFNJi/fythZa9iemsn21ExmrtnJgAsacyy3kDb1kxnWvSUCEdAouHpcJNf3uwC9Tsf8DXt47vu/cbrc6HU6HC43QqhGniLVasHkuMD8gHfuupTGtaohpaRLsxRWbD8IwMUdA5NxXW6F935fyOb9xxjQvjE39e8Q8lqPx+YKGglrBCPdmcicq8F9WA0t6RLBuVZ9sMX/5G3QCiDzHvE285Xu/YiEKRUc9ewhnTsBl9okOBQivHL6RyKKgCa73hPkI+1zEIbbAtc7/Rpeuw/6quvORYq/RhZ5qunssyFhdkBlpHTtRWZfq+Z/6Wsj4n9D6OJUPaOC0WD3VF86liAjn4bC91C9UZ77XFmlIajVde70s5LPJISA2K+RhR+BLgIMTVHyRiLMfRHWS9VrkE5wrEZYR3iS4ytGFnv6CJYR/YFajVpmlDkWg3M9mELbFSfDaTeasrOzSU1NJTk5+cSDK8H/2Tvv8CjKLor/Zvum9wIh9N57701A6QqiCIgVFRU7WMDyWbCAKCqIIiKKBVF677333gIkIb1v3/f7YzZbkk0ISAma8zw+ZmZnZmeWLWfuPfecQRVacjkvjSOZl+gWVZ9zOVc4l1M6A3s7RNTGR6Xl21ZPsCrhIOX1wXSO8qzkhGlvXcDqhSvpvPXDCuxCsPfUZfz0GmrHRnAsLomoYH/6tvH+ZffOyLv45Pf1ZOWZeHFwJ9RKJR880ofP/9xEgI+OXi1qMXGOXC3ZdvQCJy8lcyU9B4vV5pzIigkLdAqsBbB63yneH92btnUq8frs5U5jyHyM6tkMP72WrGIE3ICTMF0rgv30TtNIj+N5EzRdBTFhAVxK8d5ePXLhCrkmCz+8PJSvFm1l5tIdhbbZdPgcW6Y+7VxOzszxsBAI9tM7pwE/+2Ojk6za7PIXoShAPMODfElIk8+nXqUoGlSJJikjh4ggP6Y+1Y/tRy8Q7O9DvUqePyy/bzzgrCoevXCFupWiaFo9psSvw/Jdx3nl6z9LvP1/HsZlMmECWauUP1Zvv4zI+xnJ/0UAhHGFrPPJh4f4uXRA5Hzl+rH3GY0i4JXCG+m6yYJvDzideNxW+crmjZlPFdbumLaBrydpkrTdEWbH50rd8I4YoS8Kwup24yUMYEsAdzsJ41KXYN52EUxbEJqmiJT+rvUA2B2EqeD3p8MgE2TPL4dR5O2ApK6PFPItwrAUkfkcAMK4RDb8VDdEpD8O5s2AAgI/KN6PTFXRpX2SgpFUUaCMcntXKUFxYwx/r5k05eTkcPr0aefyuXPn2L9/PyEhIYSEhDBx4kQGDRpEdHQ058+fZ/z48YSFhTFgwIAbc8IKJeNq3+1cvp3Bt8UhShdEt2hZCB2pC+TByu1v8xlBek6eR9snK8/E7JeHkpCaRXiQH3qN95L29mMXWLbzBHYhMJgsfPXsIDrUr0KH+rJ76/9+Xu2x/Yrdhcvwl1IyCfbTke4WYZKeY8DPR8unT/Rl1vIdfLXINSq6+fB5thw5j9liLdTKuxE4calwZTJ/2u5acW/HhizfdYJjcd7J+/nENGYs2c6qPd7bE1abZ7Vr25ELHsvu9gl+7jEqjvNVKhTUqxTJgbMJhAb48PqwbuQYTSRn5KJRK+k1/luMZitDOjXilSGdaV+/CjOXbmfsF39SMTKYjx67m/BAPzJyPUfXM3OvbZS9pNqwMjigLPoOX3L7gheZ43EnFZLf0172uH0QluPyFFw+DPPAC2mS/J9BWHZ6RqYogpFC/5CrJ3YHGVRWRRLJCL+XQQqCrOfcDlJ4/F7yfUi2D7Any5Ea0p2bvSj53CdXmIQB1M2ccSlOKN1THBRyJpt5ewHClA83KYsUAJrmSPpBckvYvBX0/UtFhAo29+87IS8rox2ECcCOMCwoljRJ/uMRkh/YU5B8H0GStNi13SDnS+S2nY4bVSO65qPs3r2bzp07O5fz9UgjRozgq6++4tChQ8yZM4eMjAyio6Pp3Lkz8+fPx9//5lRUGgSVrLTYKqwaMfpQfr9Y+E5fo1BitttQACqFqkiPqKJwX2wrAtU+xBsyqB1YDh+llo6Rda7J9VsIwcXkTIJ8dTctP6xB5XJ0bliVdQfOEBboywNdm6BWKokt4HFUEIu2H3WSrd0nLxGfmkWF8CDn40X5IBWEO2HSqpX0bFoDkLPXqkZ76qAOn/e8mw7w0dGoajRX0rPdbAVckEf7M5AksFht10WyiiNM97SqTbt6VTh8PpGO9atw8nIyWw6fQ6lSsu90PD2a1uTejg3Zf/oyf2/ztMSQJPhpzV6Pdf56rTMYODzIj6emLeDFezvhp9fw8e+eLcB8cgrw9oievP/LWixWGyN6NCM7z8SO43Gs2H2CAB8dkx+72yNC5fEpvzsrU/PX7+eRXi3IzDU6CWrG2QRmLtnB+GFdGdy+ASv3nOR8Yhota8XSvl7BdPni0bhaeZZuPXBN+/yXIek6Q8BbCNNWJK18UyUMi0BdD2FPRyS1A1UNORokH8qqSL4jbtMZF4bI+wmRVWCQx+OH3QVJEQKhfyPM+yFnCmBA8n9FbkOG/o7InSlHw1hOyA7aILcqFTFgvwRSEJK7Z5P7sbXevY/uNEiaFhC2Sq4wqesANkTOtwiRg+QzAnQ9wfoM2M4h6fogqeshUCP/lBf83VLh4eekjEaoakL6I3J0i3EhIuhz2Z3+dkLXB/J+lC00lJVkby7JR25X5zvIq2oVewhJ4YcUMB4AYc/FnjZadtB36pxywbwRVA/849O9ZtLUqVMnRDG/LitWFJ0gfzOwM9VTRxKm9ad1WA0WX97r9ESSgJGVO/PSvh+9HAEC1b4Ea3w5mZ1wzYQJwGK38Wj1bte8Xz6EEIz/bhkrdp9Ar1Xz+Zj+NK1R8rZISaFQSHzyRF9SMnMJ8NGiUZfsn79mTDjbjsp3A6EBPoQFeE40tKlTieW7TgBei+1eoVIq+eLvLYy/vytKhcLDJ8kbsvKMbD58vpBAulWtCkSFBLDr5EU0amUhPyZ/vYbsEpK64vDKkM746LR0dxC9JjViiAz2dwri1x84w/j7u7LrhMtXSqmQuKdVXQ8vpGA/Pfd3aUyd2EgW7zjKhoNniU/NIj41iwnfLePJe1p7GI1WjQ5lePemzuVq5cOY9cJ9zuX41EynmD8rz8i3y3byxdOuqm5YoOvfylenwUerIaPAFGL+5yQs0Jff33iIHIPpuoj7fR0bosHGgO/GX/O+/1VIPg8g+chf5CLna9nE0iIcKe+AOQm03cFyAPBBCvzg9p2sF4i83z1X6O9F8numyO0lSYmkbQpaz+9iSRnh1K3YE92qK06370pIYUtviJC3tENSRjhbcvaM8WCUzTyFca2rAiP5guN9g+QLkh5Etvx/bW9Z05X7veugIkueMDT8hTP8GDvCuOq2kyZJFQthy2W3d2U1V15gyI+IvLlIigjwLT4WSph2yNEz2q5gXCJrmDygAFVtr/teK+7od+CmpON8f3a9czlQ7cNXLR7lz4s7cZfyCuCJXTOLPI5OoeJUdmEBax3/8hzNvlxofbQuiGRTNlaHzUE5n5BC21wLLiZnsGK3TDoMJgtz1+y5KaQpH+4/pCXBmL5tCfLTcyU9m8EdGqLXerbxNGolkcF+ZOeZPLLfqkaHcibBM2BZr1FhMFvJNZr5c/NhjsclcSU9hw4NqhDgU7yGyS6E01IgHzYBC7ceKXKfG0GY6lWKwken5cKVdA6dT6Bx1fKUDwtkygLPD+b7v6zxIJRVokN5c3h34pLT2XtKfh91aliV+pWiGPP5gkLEMi07j9qxkQT56pytsujQABSKomMB9Bo1apUSi8NeYOuR87wyczHvj+6DQiHx0r2dUEoSKVl5jL6rBXqtmqrlwni8Tyt+Wb+fipHBPNbbldGlUEj/qNLZpXFZZp2wpyMy3wTbJSTf0U5ha7H7WI4gcj6VF2yXPB8075bzx6RA+UexNEFZ2aW3kvyRAt71GmMhhBVhPQ+5M+QffU1zpMDJ3ttDmhZy+8gd9pT/BGEqBKtb1dp2xhGNAohcRO482QzVtMpFhIQBVLFIyliEfggYZuNxCys8h33yY3puNyRFACgaeK5TVUYKeOOq+7prolB8VdgPS9MVyXco0g3w8II7nDQdzfTMQBtbsxcVfcMIVF/bJFq8IcNrZeRo9mX8VDpyrPIPWKDKh/pBsdxfqS15NhPzzm+msl8ED1T6Z34egb56j2m0qALTT7cbKqWiyEmqbIOJN2avcP5ou6MgYaoUGYxSqeBMvGt9vg5o4ZbDPDugPTOXbCfPbEEpyYSoIPz1WoQQ5BrNNKhSjm5NqrPrROEsPG+QJHkS0N2NuyRoXaciJy8m8eCHP2O12dFrVMx55X4uJmd4bCcEHgLudvUq8cPK3XRrUoNODaviq9VwT+u6TP97i9f3m0KSMFttvDykM+O/k6dgNh8+x+8bDjrtBgxmC79tOIDNbufeDg0J9vfh/dG9ee+n1U4fq1V7TzGsawINq5QjyE/P2yML52Y9fnfrsmy5mwSR/QmY5Iq7yHwZNC2RlFcRJxflLyQF4wxsFZkI419I6pe8b3s7oIpxaY1FtjzJpmnqsYkQZkTaSFf1DMC4DIEefIcXmraTgr+CvD8QlkNgXATYkfyev6mXUVoh6fohcj6WF7RdwLQF5wsu0iG34BSlBHnzEfZ4t3U6nP5Fzs38kQImlYjQl3YIp/YJuZ2nqi9XnCz7QdsDKWDiDc2ju6NJU4eIOsw9txmT3UKIxo/WDl+nByq343JeKkvi93qdrgpS+WC0WzDaLUhI2PA+qg6QYzXSPaoBoVo/Fl/aw+aU42xOOU4V3wjO5iaxP/0C9YJiubu8zGLjclOYdWYtOqWGJ6p3I1hzdbPAQF8dU57sx7y1+4gK8eeZ2+SbM3fNXv7acpiq5UJ588Hu+OiuLhLcf/qyB2EK9NXho9UQGezH/jOuD66/TkOt2AhnGw/kibpLblErC7ccJs/hgF3Uv0h6joFWtWPp3qQG/dvWw2qzs+XwebYcOYefXusULw/t1IjfNx30qEr5aDVMHdOPxz77g8S0LCRJ8mrSWRDfr9jF2fhU57EMZiur9p50Th4WhZ/X7XcS4SbVyzOsc2M2HTrLlXTvY9eJ6dnMXLqd9m4aJoATl5I4dC6B+pWjef375azbLw9i7DgWx9fPDaZLo2ocvXCF75bLvlQKSSLIt5RVJP5LsLtPUlpB5ALFkyZJ0wShHwaG+XjoUHR9wPCzc52krHSDT/afosAn1eHKLOwZYEsGVRUw7/IkTPkwLkAY/0QEfojCQ+SrkqM1NE0R/i/KsSeK4nWX/1ZIfo/JlTeRK7uom7ch8n6RY2aEwU0sjezJpGkK2R8WOEo+YVIjO7ArkfwnlLACeghMm0HTVNZblUJImjYIg6NNrAhD0tRH0nUofqd/gDuaNNUOLM+8tmM5lZ1Ag+CKzvF9jULF6/UHMTC2JT+d28S2lFPOahFAhlUeY1UgYS9wz98qtBrbU097rBtSsTUXclPIsbnuBs/myj+WAsGSy3udpOm5PbO5lCdXMhIM6XzerPhebD5a1IqlhZcg2luFExeT+NQhQD6TkEqF8KCrmh5+u2wH0/+Wy+gScttvyph+1I6NZN3+007SpFYpsNjsHoQJ5Py0PzYd5FxiOi1rxbJ2v+t1L47LbD8Wx/ZjcZgsVoZ2bsyUMf0wW62M/vhXJ2mKDPbj62cHcehcAusPnMVotvDswPaUDwvi3VF3MfqTXwtp8ypHhTCsS2N2HI/jTHwq5xLlf8ewQF+USk832Y0HzxZy+K5ZIRylpOBonGyz4B4IvPfUZWeLTl3gWO7IM5ppX68yrWrHsv1YHAE+Wv7edpS/tx1lVM/mHHKLg3GPhhndqwVpWXmcS0xlYLv6VIz8b/7IlAZIfk8iLLtlYavPcCRVJQCE5SQi6zUQRiT/8Uhaz8+XInAiIuBNuTplXAbqBkj+z4G2LcK4FEldD/SDb/0FFQPJ92F53N9yFPT9QdMSYT6ASB8lezJp2oCuoKmxu3WsgKxJCG13OSoGR3XO6Ajv1vZACi46HP6/AEnTyLWgbet83wjraXlE354K6iZyvp0wyoJ6u7dqugV8xyD5PiSL8q8CYTkpTzViBhQQ8iPSDfA5ulEQwg5YZPKnCJaDlnXdbjrBvqNJE0AF31Aq+IZyMiuBbcknaR5alShH/EqdwBjea3Q/L++by/orhUN+CxImgM6R9bi/UlsmHvqddHMu3aLqUz8oFrPds/3kHt1S3V/2u7EJO/F56c5t9qadw2A1o1eVgrFOL8gxmJi2cDPJmbm0LEDY8kxX1wIt3elK/xbA4vdGo1bK476dGlbluQHtWXvgNAfPJmApcEdaq0IEk36UBcwPdG3CmHvacOit7z3aW/m4p1Vt1uw77aGXAjh20VXluZyS5fSEApj6p3wHplIqeHfUXfRo6spS++yPjYWew0+vYe5rwzjvIEr3d27EvLX7OBOfSsOq5ejVvBYbD57F6IhgOX7R07IgPNCXtKw8kh0i++K0WZYiTDhB1m2pVUqmjx1EVq6RPq/Pcj7219Yj9GhawxkW3K2xyzFfr1Hz5vDuRR63DLcOkro2hG+WyZHCJRUQWRPkPDNks0opclfhfSUFUtDHwMeulbquoO0EubPkY+jvLUValBCk0N881tnz5rlMLM1bwe7p9o+qFVj34JxsErmyDUE+OTC7pdQX1DaVwQlJVU2etLMngTJW1nxJWgj5BWH4SyZO1tOyYWr+96+k94gmsduSIWcG2OORfB5E0rq17C0HcU2f2cG854aYQ94IyMT8MRAZCN8xKPyfdWQVOlzVDb+BPQN8hpSIIF4L7njSBDI5eWrXLGzCTpDah7ltnyFCF4jRZkElKXilTj8MVjM7ClSQvOH9owt5tU4/lnZ+jVyriQC13OZoFlqFfjHNWHJ5LxG6QN6oN4gNSUcJ1fozrJL8j6WUFFQPiOZEllxhMdut7E8/T+vwGjfv4v8BPvtjI39ukSe7dh2P465mNVm++wSVIoMZ3u3qbtB1YiOcJKN6+TAnYTqXmMboj+cX8v3JR89mNZ2RKiCbKnZuWJXJj93N6r2n+Hndfmx2F7FYsuM4MeGBzmBZkFtQPZu5iJCvVo2PVl2IWFltdmYu2UGPpjXZe+oScckZXv2ocgxmJv+6nkVbj2ATAn+9lqY1Yjh/JZ3zV9JZuuMYEx/qwYQCQcP5cCd7WXkmZw6dN6iUCupXjuLAmQSqRIdwNiHVGRIcGeyy5gjw1VG9fJizYpeVZ+R0fArvj+6NTq0q1MYrQ+mBJCnksWl3CKPH33a7BckeD4pQJMVV2vi5M1zmkcZlDqfoG2PWd8Ph5mQOSk9jTgBtU/m/XEcFSQp2xMg4oGknB7UCaG+/v11phqTwkx213depKiH5P+tcFqYdiLwfwLQGcj5BGFcj9P1l3Z15u2s782YIX+ciGZoWctabyAE0pSKLLx8i53OX1i/3S4TPA87Pg8j+APLkWB2MiyF0cZmmqSC2JZ/EJuQf2QxLHocy4riQm8I3p1bjq9LycZPh1A+KLRFpAtiRepqBsS2dhCkfE+oNZEI9udScYsziZFYCl/IOo1YoGeYQg/ct35TJDtKklBReQ4dvF4xmKz+t2Uueycz9nRsTl+SqiuWaLIwd0J6JD/UosRXB6w90p2q5UHKNFu7v3Mi5/oNf1nolTAqHhmjF7hOoCrSoHvn0N/x0GmaOk7OQft1wwBk4axfCgzABdG9aHaVCQVaukQBfHa/OWlqIMOXjbGIqY79cyObD5wAoFxrglWDtP3XJqYHLNpg4cNo1OWmx2Xlv3hrnNRSc4iuI5wa0Jzo0AJtdsOnQGTJyjYQG+KJVKenYsCpNq8cghCDHYGLyr+vZdeIi5cICeLCr54THJ4/fw8e/b2DZzuNYbXZ2n7xEnYqR1K8UzRd/baZL4+qFnL3LUDoh+U9AZIyVyVPA65DxKMK8VSYNIXOQ1DXlIFPDAlkb5DNYDl1FbsU4IXLBHg+3mTQJW4qcCaaq5iHmlvyeQGAByylACeZVrp2UleWJQoUvQlUVbGdBd7dHS0UK/MDxA20H3T237oL+JZBlBzbntKGkbYnI+x5nS9R6ALK9+KkJA9hSwUGaJFUshC6UNWnqBkjqwlmwtw0eRFErV9jyYXbzxLOeclgxBCDseYiMMfL1aDshFG9f11P/K0hTw+CKIP8eoldqqOATxmv7fwZkIfdXp1YyonLHEh+vRejVx6a/Ob2avenyk045vpQOEbWJ8QllUGxLDDYLJ7Pj6RndiEp+RQQR3ga889MqljlaapsOnSXUzXpAIUn4aNUlJkwAOo3KI2cuH94m6SKC/JAUkjPfzp1w5Oe/5RjNfLVoKxsPnbvqc6/df4YVu08SFezP7JeHeIjOC0IInIQJID41i9kvDSEz18jP6/ax43gcFSOCueBGIqFwRIs7ydJp1B5+SgAqhYLo0AD6tq7DvR0bOtd3bFB0RejxKX9w3NFmvJKRw5jPF/Djq8PwdYjwg/19GNKxkfPfDWSH8Tmr9gDw87p9zH/9IWIjgop8jjKUDkjaVkiRO+UfNcsumTABiHTZJFJSOQiTQytnWo8UIrdnJf0ghHElYAJ1k6ua/d1sCHsGInWgw8VbKYehavPFtyo5hNi8FqQCpsa+jzi1S5Lee/iqJKlkfVQZrhnCtAOR8bRMrP1fld3SQfYoMq0tfmdtV1B5GpNKqlgoGJBcCiD5j0cIA9iSkfyeQlLI7zMhBJKuByLH4Y2naSXbGQAYfne1e02rQLq+Kua/gjS1i6jFtGajOJp5mXYRNYn1CUOv1GCwyf3YAJWedhG1mNz4QRZc3Mm2FFecRbg2gHRzLneXb0I1/yjK+4TQNrxmUU/lhNXuWWXIbycpJAUPVbl5yv1/guNuk16n41M9WkF2IVh34DRLdx6nXGgALwzu6BHZcS14flAHXvh6ESluIb1JGTkE+137RFdEkJ9HRpyEbNKYb4aZmJ7NzuMX0apVmCyexqTeiBBAWIAPlaNC8PfRsenQOfYoLmEwWQqJz4vTJRUkTGqlLHa/mJzhEXtSHDJzjU7ClI/zV9J5Z+4qujSu5tRhNagSzfBuTVm45TDVyocRFeL6dzNZbJyOTymSNJktVlRKZbFeT2W4tZAkCaGIAJS4glSzwbTEc0PzTtc+2jYQvgJs8fJd/+2Ov7AcdsWeYEOY1rpIk3mHLGSHwr5AynK37hz/gxA5k0HIGjKR/T74DJXfK8Xl8alqQ8A7SOp6SJICIQyI9Cfl95+2A1LQ57f//VYAkjISKXiGc1kIg2z1kTdf1m35vYikjJHzDp07FbgGyXts2NXwryBNAC3DqtMyzFU+/KDRML45vZpgjS8v1+kLQMfIOrQJr8FbB39jZ+ppWoZWY1KD+1BKimvueT5arSsnsuO5nJfGA5XaUdGv9IdE9mlZmy/+2gLIlaWKkUEcPCvHefRvU5d3f1rtjB/RadS8MqRzcYcDYNG2I8xbu48KEUG8PqwbAb466leOZuWHj7Fm7ylemrnYuW16ASfq/PPIH/tXKRU83a8de0/Hk2MwER7oS56bU3iTauUZN6g9wz/6xeMYx+OSChEmkM0i85Gf0xbgo+O7F4eg06jZcuQ8v286CMhVHnfotSoMJtcxfbRqYiOCC5GcfLiLu4/FXfG6TUEE+uqoWzHSQ8AOsHLPSVY6curyidPzgzrw/CD5R+nA2XgWbjmC2WojIsiPxlW9/xB9v2InX/61FT+9hs+e7EfjauW9blcUTBYrM5fu4Ep6NkM6NfJoA56+nMKLMxaRmpXHU33bMLRz6RAm3ymQVJUgaIo8Kq2qIcdHFCRN2k6e+yjLQWkhHarqchUpnxTZkmUBLhYEBW4a1I0BO5K2e6GJwTLcYLiJvJF0yMQcT3F9wV38X0PSuBlL5v3hVpFZK08y6m9MduzNgBBWRNpDDtd8ZM+zvAVIEQX0p/pBYNolvxbadiBdX4qHJIrLRLkNyMrKIjAwkMzMTAICSpfJ478Bw/73k/OHXyFJrPzwMZbvOs7qvac8WlzNqscwY9y9nIlPYevRC9SrFFXoRzc+NZO+b3zvJD35gbD5EEIwZcEmVu454eFNlD9wrFYq8NFpnDYBsRFBVI4KoXJUKE2rl2fC98vJynNpo5QKBWMHtCs0/XatQbvVyoeSkJpNboHoltoVIjgVn4Jeo2LCsG68Omup8zFfrZppzwzgqc8XYDB7EjRfnZrIYH/OJqShVEh8+OjddGnkavFabDanSL4gco1mlu86zslLyZxNSGXPKZeO6qHuTXluoPeq5YUr6Zy+nELjauUJCZAFx0azFaPZQpCfnhyDiY4vTHe+Lk2ql+fbcfd5PVZR+OT3Dc7MPH+9lsXvjcbfUX185os/2XLkPCC/j9ZMfoJAX91/6vN7I69VCDMi4ykwbZTT531GIen7IV3n3fCtgN24ATIexzmZpR8IhqWAETQdHEaDtZECJyJ/6hWlrmLxb4OwXkBkvQ72LCT/F12Zhnm/ILLelDdSRIK6FZAnWxgIgzx9p+vu2PZX+RgOSIFTkPS9b/WlXBXCFo/Ingr2HE/dXD7096IIfM+1vbA4TFZ3ATqylZ8RFNHtmj+//5pKUxlKhtAA10SPSqlg+a7jfPzbhkLbNatZgYvJGTz00S8YTBYUksSXYwd6WBPkGS0e5pDZbgTnbEIq8alZbD92gaQCZo5qlRKb3U7j6uXZedw1RReXlEFcUgYbDp4l2F/vQZhAboGmZ+dRPiyQy26mmEUF3alVCizWwmLt05c9ncrDAnwoHx7IJ4/3ZcGmQ+w8EceCzYc8tsk1WXj009/o16Zeocdeu78rnRtWY+eJOMqHBnoE5n7x1xZmr9hFWKAvnz/VnxoxnhVJX52GAW3r8/zXf3kQJq1aSedGRWvrKkYGe3gx7TpxkXFf/02u0cyIHs14vE9rtGqXy7yf7tpbrReuuFqb2QYT6dkGJ2lyF/IrJImy7t8/gyRpkIJnypqMGzjpczMhSTqEu5WIcT1OI0XzJojYiyQyEXl/QPZ7gAqCPgFFECL3W1BEyIG9ipsT5v5fhKSqiBRSOGNV8hkKyiiE+SBYz4BCDfqxkHYfAkcHIGASks/9Mvm17JPbrJoOoCucKFAaIDLGOmwRwGtgseE3hM9QJHV9edl63EGYAIwIw5/X9bwlE1+U4V+Dl4d0plHVclSKDOa9Ub08Ik3yUSU6lPu7NObI+UTn2LxdCPae8szEqlY+jMHt5bJuWIAvUSH+rNxzgl/W72fw23MY++VCTl1OKcRpzFYbNrsoNv4kO89Iu3qVC60vFxrIx4/18ci/u7tVHRRefmi8EaaCUCsVpGTlceBMAiM/+oXpi7ay++Qldno5N5tdUCkqhN/eeIim1WNQSBIqpQKjyYJeq6Zjg6oehCkhLYvvlu/ELgRJGTl8s2R7oWMCXErJZJOb+L12bATzXx9OwypyK+ZKenahyBZ3nLqcwmd/bHRWzn5YuRuD2cJHj95NrQoRtKpdkVeGXr3VWhD3dmiAWiVXyNrXr0xMWKDzsXGDO1KvUhRRwf68Obw7/j7Xn1dXBti+eA9v9PuAb1/9CYvZ+xRoqYOmMagdvj1SoOxSnQ/JH9IeRiR3gux3kLVbJkTWR4j0x8G0Hgy/yrqbMtwSSNpOsgDatEwWRWc8DLgkE8IoC8UlSYUi8H0U4WtRBE6U7TNKI6zu39F6RxvYHZKn7YciyiO7UXK3ubgG/OcqTZfyUnn70B9kWfJ4qkZP2kfcmOTjOwUVwoP47sUhzmU/vYZF249itdmpFBnM2yN6UiMmHI1aRYMq0fjpteQYTKgUCmeVyWSxolEpkSSJ8cO68uzA9oyc/AvfLZdZfHGCb41K6bQS0GvUNKxaju1HL3gQqwAfLduPxVE+LJD29SqzyW3y7fOFm8kxmOjUoCp+eg11KkYxtHMjalUIZ7KXillRaFS1HKcup3i06NwjXbxBp1bRslYsVcuFcjE5A7sQ2G2C9+atoWmNCoVcuLUqFSqFwjk04OtG9FKzcgnw0aFWKQn21+Ovl7VlAE2qxxAbIR9rweZD/G/eGuxC8Eivlozp28Z5jAtX0pm/fr/T7DIfPlo1Oo2KdvUqeyWeJUX7+lX4a9Io0rJzqVkhwkNMXiE8iDmv3F/M3mUASE1IR6lSEBQeWOix7PQcNDo16VcymTRoMlaLje2L9rBjyR6enjaaRp3r3YYzLjkkSQMhP4D1HAI12C5A9icgUkHVDMwOMbj7p1vhA9Y417KtcFB6GW4ibG6vvb1AnJPlAPbUkWBPQPJ5wDV5BwjDXwjLvlKlS5N8H5GF7wC+IyH3e7dHlUgBbyC5TQNKynAI/haR9yuSqjLYhgIvX/Pz/udI04dH/mZ/+nkAxu//hTXd3kCj+M+9DE60rF2RX18fTlxyBk2qlS80MffRo324lJxBnYpR1KkYyYfz1zF//X4igvyYPnYgVaJDyTOaPSpWokBtKcBHy4Ndm9CnVR1yDWY+mL+WHIOZsQPa0aZOJU5eSuaHVbsJ8NHRqWEVnpv+N4fPJ3L4fCKtasc6iYdWrXJOra0/KKd9r9xzkoqRwdzfpQl6rZopCzY723patdJpZ+AOvVZNi1qxXm0K8ifuqpcP43ximofA+7uXhlDdUUlyt1UQwC/r9+Ov19KydixNq8cAEBLgw8QRPfh++S6iQvwZO6A9drvgpRmLWHfgDAG+OqpEhSCEoHr5MC6nZFKjQgRPu8XX/LByt7MFOnvlLqpEh7B4+zFUSonNh88Xys5rXK0cj/Vp7dXAsyDikjJYuvMYFcKD6NPS+81DVIi/x7ReGUqOXz5cyKzXfkKhVDBu5hPUbVuLiQM+IikuhRrNq3Fg3WH0fjpGvXc/Vrf36YWjl3ip2yTeX/Y6zXo0LOYZbj8kSYUQeZA+0pGx54CTMDmgrADKGPCfAOmjwe4YftD2umXn+l+CEDZ5ik4K9mz36odCnoNc+AyGvEVAhmOnDLDIAnCR/S5o2yCpqiGMyxGZcki0yPsVQv9EUl99wvxmQ/J7FHQ9EbZ4yHwBcCOB6iZIPsMK76Np7oyCkbKyCj1eEvzn2ILR7qosWOxW2SqglFYfbxUqRYVQKcrTav7XDQf4cP5ahIAO9avQq0VtDp6NZ76jqpGUkcOMxdv54NE+hAT4UDMmnBOX5GiRwR0a8tPqPU7BdFaeicbVY4gOkcV2BQXJNWLCeW+U/OWZmJbtMQmnkBTMfW0Yp+NT2HEsjkXbPeNwzFYbf209TOs6Fenftj6dGlZj06GzBPrq+XHNbvacvExBPNOvrUc7LB93Na3B8B6yE3r18uF0HDfdgzTVKB/OhoNnmLNqdyFzzl837EcIeWLth5eHUqeiPGnWu0VterdwEZL9Zy6z7oBM+LJyjYWI25WMHE5cTKZBlWhANuLMb82FBfjy+vfLiwwZrhwVwvj7u/LJ7xv4YeUuxg3q6NEudEe2wcToT+Y78/Mup2byWO9WXrctw/Xhx0m/AmC32Zn7zu/UaFaVC0flFveBdbKPjCHHyMbftlGzeVVO7Drj2lnA4U3HSj1pAhCGXz0JU0FIwRC6GIVCjzDvQtjdpkULuoWX4R9D2JIRaQ+C7RxoWkLwLJcA3+Jm/GhcA6rKYN1XxIHkm09hPui20ipHs5QC0gQOHynj3wi7W6yVpj1S4Ec37Tn/c3ThmRp3EaLxRS0peb5Wn1KbC3e7MWfVbufk1cZDZ7nn9Vm8PNNzJHrl3pM89OHP5BnNzBh3L+OHdeWzJ/oy5p42hAX4emy7dOexYp/v+MUkDpyJJyrEnyGdGgHgp9cyulcLasSE07tFbV68tyOBPoUFzZdTM9l29AIAQX567mpRiykLNjoJU0G9U7bBRNMaMYWOs/HwWR54fx6jJv/C/PX7eXlIJ5QKCQl4pFcLJv+6jue/+pt9p+MLZeTlv1Y2u3AG83pDkK/eq/7KHQlprjugd0beRd/WdenRtAaP393KK2HSaVQMal+fL54ZwGuzljoDjV+dtaTQtvm4nJLpETj89aJthdp8ZfhnCCsf4vG3UuX96zY4MpAPV79JRKyL4CqUCpreCYTJckQe8S4Et/e4SIesifLfijCcY/CApPQ0/xW2eOypg7FfaYnInUUZrgOG+TJhAjDvQOTOxp72EPb0x2R/rXzY4wsTJikQUIDPMCR1PdmJPm++63FFNLjn05UGKCu4LUhIfs8gKUO9birsOdizP8We9T+ErWTWMAXxn6s0NQiuyPIuE7ALO4rSKnC7yRBC8OXfW9l5PI7WdSry5D1tCm1TPiyQ+FTXj3dROXKHzyfyx+ZDjOzR3CkKnzhnJRcL6IOql3dNjQkhiE/NQqGQiA4JYPaKXXy+UA7YHdS+PhOGdeOx3i3RazXoNCoWbz/K9yt2ER0SQMOq5dl46KzHsY+cv8JT0xbw8pDODO3UiPRsA+fdJr/ciYZSIdGqdkVW7TlJQeQ5fJnMVjuf/L6BtnUrsfmzp0ECrVpF0zGfeX9BCyDb4O1HREalqBAmjujBj6v2cOpyinO9QiFhtwsCfXVUinT7sQ30ZeJDPQC5JbhkxzF2n7xEoK8Oo9nq1Je1qlWR6JAADy+s9OzCvljO84gMceTeudLQv1m8jaEOwlqGf45JC1/huwnzUGvVPD55OABXLqSQHJdCu0GtOL3vLEHhATz1+Wh8/X2YceBj1vy0mbQr6bTr35Jqja9fj3YrIIwrEBnPAnZH9IYP2C8BEvi+Crkf4NQzmZYjTH1lPUzgxw5/qurg+6jnMbOnOCeiRPaHoO2BpKpAGa4BCk9tJbmzXDltFHHD5jsGdL1QqGsihA1JkomtyPsdcDMo9Xvphgfg/lNI+n5gT0WY9yHpuiNpGmE3/A25c0BVHSnwTVccUeZrcuYeIAwl18C64z9HmvLxXyVMACt3n+S75bLb8OHzidSsEOHhKwTw3qhePPPFn86WW3Hw1bqqdenZefy9zbPkrlYpGOKIFUnLyuPBD+aRmC5/EAe1r8+O4y5x4sIthxl/f1eC/eWph5TMXCb9uBKbXXAuMY27mteiXGiAB6HLx+ZD5xjaqRGhAT5eTSMBXh3aBV+dhrlr9nqs12vUWG1WLDYXwdpy5DzJmTnEhAcBhb2g3I053VFQEA6w5+QlVu09Se3YSPq1qcvdLetw8lIyh84lEBsRxPz1B1i7/zSZuUbGff03i999uNDouVql5KtnBxGfmsXyXcf5apFsWJeVZ+KlmYsZ1bM5z/Rvx7tzVwMwdkDRMQE6jYrvXxzC/f/7yflahgf6Frl9Ga4dlepW4O2Fr3ism7r53SK39w30pe+Ynjf7tG4YhHE5To8mexpS6ExAA5IvkioGu2ULmB2easKASH8Y4fMEioDni4xQ8fIsN+HM/+XQDwXrBbDsB20PyJniekzSu2J60CLH8jRG8nsCSZInYPMJE8jtL7dbTiR16Qyfl3wfdvp62o0bIfNFecF6EGHPRAqZ7lh2u1m2et58lxT/XebwL8Kafad48ZtFfLt0B3b71b9k0nM9KxDpbs7Z+QgL9GXe+Ad4qHvTIo+j16gZ0LYe/du5pnx8dRoCCrTQLFa70yRxweZDTsIE8MemQ85JMZDtDiRJwmqzM/nX9Tw1bYHTpVw+lpWfxz/AswPbM6BtPcLcfuibOVpuSoWCb54bTFSwp4D5qX5tGdTeNUbvjlZ1KhIe6Lm9QpL4aP46Eh15eQWvK58w3dWsBnqNGpVCQf3KUXRu6ElAL1xJZ8y0Bfy64QCTflzJ4h2yLqtGTDiD2jegec1YDxKYkJbl9FcqCKVCQYXwoEJ+TwDLdh2nb+u6rP/kSdZ/8iT92tT1cgQX/H10TB87iM6NqtGpYVU+evTuYrcvw41DblYeR7efJCejGC1QKYekbuS2EAzKCkjqmkgqR+tbFBzCEJD3FXuW/cbWv3dhsxUe0pD8nwVVPZCCkPxelDUrZbgmSJISyf8VUNWB3Jm42qEKmTBJfuA7FiK2IIWtRgr5yUmYCkE/FMnvBdDehRQ0pdSSJg/kzfZcdmtBSvrBrvW6vtd1+P9spenfgjPxKbz67RJsdsHa/afx89FetcXSp0Ut/t56hOMXk6hbMZK7mnsP/5QkiecGdqBlrYpsP3aByGA/vl+xy6mFeaBrE48ReACNWsX0sYMY9fEvHj5Jn/6xET8fLQG+nh9OvUbNpId6MG/tPoxmKyMcQuw/Nx/i53Vub3YgMtif9vWq0Hv8t+SaLHRqWJW5rwxjxZ4TRAb7OSNHQNZhuZMzgLsdE2IVwoMY3L6BM0IFIDE1k4QC29uFYPOR87z+/TJ6t6zNpBE9+XXDAY7HJXm0weJTs2lTtyJr9p3m0LlEXpu1lClj+jkfP5+Y5jFtd+pSCrT0fK1b1Y51OrW3qh3r4UOVD5PFSkJqFuVCA+jYoCoTH+rB1AWbnOcihGDY/37i3g4NGNCufqH9vSE2IohPHi9Lkr+VSEtM55lW40mKSyG0XDCfb32PiNjSH8NUEJLvCFAEIKznkfR9kRRBzsc2LdhBtdh9RBaQDtpt8GofWSDf4d7WvDF/nOcxleWRwhbc7FP/98P4NxjmFVjp+D4WOWCPR6EIkP/9bJcRpg2gqoWkaYIQdsAqG65KCvB7vKimXumEqgaYN7uW1a5pZMnvUdC2BZGHZKgOfHrth78Bp1iG24jEtGyPSszlq3gNgVxh+Om1YWTmGgn01V3Vgbh1nYq0riMbgbWvX4X56/Zjsdvp39Z7JaNOxUh+ff0hHvrwZw99z4YDZ5j82D2cuJjE2v2nCfLT89bw7oQG+PJM/3Yexzh20bO19t7Dvdl/5jITf1zpXLf+wBkaVy3H3a3rFvKGchdTg0y6pi7YxHsP90KSJMb0bcOi7Uedk3rHLiYXdhp3YP+ZePaevoxKoeCrZwdxOiGFD39Z53w8ItiPDQddpd5Nh84ycvIvvDeqF+XDAmlcrTwx4YFcSs5Ep1HRvWnhuzX3/T3sG4QgPduATdh59NPfiEvKoFJUCN+9cB99W9elQ/0q/LxuH7tOXGT/mXiupOfw7rzVNKke47VNWIbbg13L9/HTe38QGB6A1WwjKU7Ws6XGp7Ppjx0Mev7OrPJJ+gEeP6iGHAMfPzydjX9sp3aTcnz612nc86v3bXb5VW3+Yzt2ux1FCQOuy3ANEN40qPkBVoD5EMK8D5QxiJSBDs2TAuH/KuR+DfZ0hO+TKPyfu3XnfIMg+T8rDyhY9jry9wTCnoWkkKe3JXUd+f/GMsuB/ySa1qhAvUpRHD6fSJCvjv5XacnkQ5IkgooxoSwK/notGw6e4XJqFku2H2XWC/fh76Pj7R9XcjYxjabVYxg/rCsVI4NZ9M7D3Pv2HJKz5BZEo6rlUSok6leOJtBXx92t6lAluvCUw+LtR1m4xaWLalo9hkqRQYz/bmmhbT9bsInvVuxCAOEBvnz4aB+qRIfSu0Vt5q3d56yKCWD57hM0qlaO+zo2IshPT6eGVVmx+4TzWJk5BhQSFOxw5rfhrHY7245d4Ol+bdl/6jIrHGLyNXtPeSgvBHDwbAJTFmxk8mP3EOCr46fXHuDQuQQqRYZQLrRwzpF7JSr/b4PJwhNT/+DQuQRCA3yc13I+MY3Ve08yuENDgvz0PHlPG1IyVzntC4TA6WdVhtuPvGwDkwZ9jMlg9vr4ndaiE0Kwfv5WctJz6PpgB3z8Xd8j8z/6i42/y873x/b48kCTOjTqVJFXvu8N9lSW/3EJkE1wazSrWkaYbiDkChFydUjXT84BtOyQH1RWBJ+HZFG4PR5sJxBpwyDgXTeRuB1yfwC7YzgkdzrCZ1ihCcfSDknSQ9BniOQOcqC0aREi2w8pcBLCnonI+QJELsL2wHUdv+wdW0oghBlhPYfweodQNHQaFbNeuI/5rw/nr7dHUbWcd1+eG4XdJy9y2aG/yTNZWLnnJBO+X8bOExdJycxlxe4TfDRfrsIE+OqY/cpQnurblvdG9WJEj2b8tHYfb89dxeyVuxn9ya/OsF6rmx/S+gNnPJ7zpfs6EVBgVN/HrX2VmWskK9fImYRUZ5hvZLA/besWnj5ytwMYN7gDOo3rviHHaC5EmNwhSXLwLeAxHVjULu7tSX+9ljZ1KnklTACv3t+FID89Pjo1MeFBvP3jKhZtO8Khc7Jjsrs9AEBYkB9pbutG9GjmNKG8p1Ud6lSMLPpC/qWYPn06lStXRqfT0bRpUzZt2lTs9hs2bKBp06bodDqqVKnC119/fVPOy5BjKJIwAfgH+92U571Z+PbVn/jfsCl8/tS3vNLjHQD2rT3EQ9WeZuE0T1NLmz2EAeOeRqHvycdPpbHx911o9Rr6PNaN95aOvx2n/6+EMC5HJDVGJDVBGFcgKXxQhP6IFHkMKWI/UthKFL7DQeH+XrOB+RAeE3UK9zaxCpE2EvuVFoi8n27RldwYCHsSHll0Dud5kfkq5P0Aht8RGU9f17HLKk2lAMKeg0h7AKzHQFEeQn9GUkaVaN8DZ2TDyXJhgTzWu+XVd/iHqBwVgkqpcJKcGjHhLN993GMbd8PG6JAARvdq4Vw+cj7R+XdmrpHLKRnMX3+eGUu246fX8uUzA2hUtRxr958G5Imu8mGB+Oo0vDm8O/PW7iPYT8+pS8nkmQpndGXnyRUWi81WKCsPoFG1cs6/wwP96NOyNn9scgXwKhWSR7szH+VCA3hreA+a16zA5ZRMQtzurrUqJSarDZ1GRd/WdVm0/Sjhgb6MHeBqOSakZZGdZ6J6+TCv7dA2dSqx8oPH6PnqDKcbeqOq5Ty26dmsJrlGMzVjwnl/3hqSM3Pp3LAqkx+7h9iIYJa8Oxqj2epVD3WjsGrPSbYdvUCLWhWK1MLdDsyfP5/nnnuO6dOn07ZtW7755ht69erF0aNHiY0tLCY+d+4cvXv35tFHH2Xu3Lls2bKFMWPGEB4ezqBBg27ouS2YUrhCmo+I2DA63FfKfG+ugt0r9jv/Pr7jFJmpWXz88HRny1GpUmK32enyQDte+eEZbFYbbw74kG1/7QbAZDCTlZZDQJnT/A2DyHoHhMH5t6STpzAlSYmwnEIY/pCzAdUNPCfITIvxuO1TRoKyI9iSABVYD7mOr+tV6uwG3CEMSxCWA7LtgO2i582sZS/CsASsbqbGtsK/DyVBGWkqDTCtlQkTgP0yGP4EvyevultmrpGnv/jTmZ9mtdl4bmCHG356Jy8ls/N4HI2qladepSimPT2AdftPU69SFD2b1SQrz8j7P691bl9c4n12nquSVjkqhCA/H75enD86b+TNH1bwx1sjCA3w5XJqJr1b1MJXJ1sa9G1dl76t6/LIJ7+S5ibEbl07lm3HZNuCg+cSePXbJWTmGr1myf299ShDO7mCHQe0rc+fmw85K0yVo0I47SXEuGJEEM1rVuDg2QSemPI7Roc/UmxEED5aDQfPJWCx2mleswLjBnVg/oYDrNh9grua1WLNvlN8s3gbNiHo3aIW747yHh1hslg9BOYWq41n+rdl48GzNKkew1N926JQSLz/8xqnuea6A2fYf+YyTarHIEnSTSVMe05e4pVvZcPMhVsPE+ird2rdbjc+/fRTRo8ezSOPPALAlClTWLFiBV999RXvv184FPbrr78mNjaWKVOmAFC7dm12797Nxx9/fMNJ05GtnjcVr8x5GrVWTblqUcRUj0bvaJNvW7SbPz5bTFSlCJ6cMhLfAB9vh7vtCIrwzNF7b8gU7G6VYpujvWzMMSKE4PW732fPqoMe+4RGlentbijcg2kl10SxsKUgHBE3AkB7FyiqgN2hoRQFdD2mFUihfyGpa2NPf9KjWFOkx1MpgBz18rz8d95PEPBGgQ2yEJkvg9/zkDMZEKAfDHxwzc9VRppKA5TRxS8XgdSsXI/A2YtJGf/4VLINJvzd8ufOxKcw4qOfMVlsqBQKvn3hPlrWinWG9wIMateA2St2keAYzW9Ww7sZ3YEz8Wx1OHfL28V4nD9AhoM09GohVzHScwy8+9Nqco1mHu3dkirRoVxO9SRDBcnRSi/Glfk4WcB3qkZMON2a1ODw+US6Nq7mUXVyx8N3ydWyb5Zsw2jJN8G0eRAsm93Owi2H2XTonNOratbynR42EEt3HueFwR2dPlTu8NVpGNqpEb+s349KqWBEj2Z0a1KDUT1beGznvq/iOrVp14OzCamFlksDaTKbzezZs4dXX33VY32PHj3YunWr1322bdtGjx49PNb17NmTWbNmYbFYUKu9TC+aTJhMLq1YVgmzq9oPbMWRLbJ2rl67WnQZ1r6Qlif9Sgbv3PcpFpOFAxxB66PhmS8eKdHxbyZsNhtrf9qMIcdI9xEd0fvqaD+oJXtXu0jQvrWH6DumJ4u+Xolwe69vWbiLy6cSOLXPM7KoafcGjHx36C27hv8CpMCPEVmTHH9PdD1gu+wZcWNaDpquYHbzKFLVBKtL2ymy3kZY40GkgCICsCH5PYtU0DSzFEFY3L0BLUiKQITPQ5D3C2B2rfcZCLquIAwoDDGUkaY7FJKmOQS8jTCtQVI3kUV8JUClyBDa1avM5sPn0KqVDO5w/bELeUYzY6Yt4ODZBGrHRvD1c4Px12s5cDbBGXprtdvZe/qSMxctHwqFxMxx9/Hzun0E+uoY3s27t1NBf6RdJy6y//RllAqFnAEI9CgwWTZxzgpnTtyBs/Esfe8RWtSM9cigK6j3cUf18mEeztthBQwc567Z4yRZ89buQ6su/JF4tHdLmtaoQFxSOtuPXSj0uCS5jC8jg/054NaeLOibFeLvUygU2R0vD+nM/V0a46vVEFJEpWFkj+akZuVyJj6V/m3reRXT3wx0bFiVb5ftIDkzl9AAHzo3qnr1nW4BUlJSsNlsREZ66rgiIyNJTEz0uk9iYqLX7a1WKykpKURHF75xef/995k0adI1n9+g5++mWuPKZCRl0uqepl7FzzkZuVjc2s3pVzKu+XluBqY/+z1/T5cdlL9+8QfCY0IZNmEgSpUCm5tmT++v9yBMIEfBaHQagsIDyEpx2Xm8NPupUltFu1MhaRp6t2pQ1wZVbVcnA+QgX78XwHIASdcbNE0RKQ+BcHy3Wfa4trUnI0VsL9WECUDS9UDkzZFblIpohLIqGCbgIkwKJL/n5PZifovRUDY9d0dD8hmK5HNtd18KhcRnT/bl1OUUQgN8CA8suaA0x2Biz6lLVAgPokp0KCt2n+DgWVksdywuiSXbjzK0c2OaVCuPTqPCaLaiVinlUNhZS7EJwVN92xIbEQTImp8XBncs9jnrVIzkiXtaM2PxduxCeESdRAX783CvFgxs6+kvFJ/iemMnpedgsdl4ZWhn1u4/7axSuWub/H00SCjIyjNSJTqEb54bzNgvF3LYoaV6rI9nKG2+cSXIuXEVIoI4cdGzGpUfD5OZayzkCg5wb/sGrDtwhuTMXBZvP0LPZrU4k1C4xde6TkWeHdDeq7mmOyo4HMiLgk6jYsKwbkU+npyZw5Idx4gK9r+huqOIID9+feMhTl9OoWq50FtW4SopCmrFhBDF2ml4297b+ny89tprjBvn8hXKysqiQoWSRXw07FT8VGuFmuXpPqIjq37YgH+wL/e+WLIbp5uNfWtclVeL0UL86URmvDjHgzCVrxFN2wEtmP/hQo997TY7a37aREyNaOKOuQYwctJzCY0uvdqYfxMkSYMI+RlSB7jy6BSRkPM5IBCadpD7HUiKIiZaVNwJNEFS14fQxWA9hZCUkDNN9qPKh34Qkt8TzkV71ofYU1Z6OdLVUfpfjTIUC6VCQa0K1zYSajBZGDn5F84mpKFSKpgypl8h08lAX/kHsVJUCHNfHcaek3KF6X8/r3VOdJ1LSOXXNx4q9rmOXkjk+MVkWtWuSLnQAO7v3JivHfEf7gjw1TnJiTse7NaUd+auwi4Ew7o0Rq1UcjEpgzcf7M6+05dZvOMoOW6TSU2qxfDW8B5cTM6gWvkw9Bo13zw3mE2HzxIZ5E/DquWw2uws2naEv7cdwWCyoFYpnJNu4QG+nMCTNOULw/M1XCt2nyAiyI/XhnahQkQQRrOVXzfK7Qqz1Y7BbGHmuHvJMZi4kp7DoXMJdGpQla5Nqhf7WpUU6TkGvvhrM7kGuWXpPjFpslgZ/fGvzpZlfGqWs7V4rbDZ7azecwqr3U6PZjVQK5UE+uq8hh3fToSFhaFUKgtVlZKSkgpVk/IRFRXldXuVSkVoqPfKnVarRastukr4T/Hy908z+n8P4Bvog87hPp94PolVczYQVSmC7g8Vf1NyM9CsZyMunoj3WKd0I/0KhcSEec9x6VQCkkIqVG0SdkGfx3qwc+k+rBYb4RVCCY4KKtFzCyFY98sWMq5k0m14BwJCy4Tj1wOFwgcR+gcYlyGQIOstwHGjmf0/XNUYN0gBoAhyVGfujNddUlWQeV9KH8B9Cl0FmpbYsz+V23aKGMibBV4c6UuCMtJUiiCEHZHxIpjWgDIUKXgGkqra1Xe8RhyLu+IMarXa7Kzac5K3hvdg9F0t2Hr0PM1rVuCu5i537SrRoc4WUKKbaaR7lcYbdhyP42lHDEqQn575Ex4kPMiPe1rVYdH2o0gSSEj4aNU8N9B7Tlq/NnVpWSsWo9lCpagQFmw+xHvzViOE3MrTqVVO0qRTK3lliDy6714F0WvVHm7hE75byqq9p7w+384TF3msTyt+33gQo9nCI71bOkf5JUni/dG9aV2nIjuPx5GWnUdYoC9PTfvT4xgVI4JpWt1FLO7rePW2aY7BxPNf/c2Bs/F0aVSN9x7uhbIID5t35q5y2jLsPxPPsv894qyOXEnP8dB47T11mYfvuurTe8V7P61h4VY5FX3DwTOlNmZFo9HQtGlTVq1axYABA5zrV61aRb9+3is2rVu3ZtGiRR7rVq5cSbNmzbzqmf4p5r7zOwunLSWmZjne+PUFQqNd7Y7MlCwkhURAiL/HekOOgefavU5qvFyRTUvMYMjLt7YC9eRnI6nTugZHtp5gw69bUalVvPzD01w6mcDR7Sdo178lmxfsYN7/PFtDGr2aem1r0X9sL9QaFVofLdbMPJIvpvL1uB94efbVx73nTPyVue/8DsCyWWv4ev9klMriq7Rl8A5J4Qc+9zoClt2njouoxAZNQ6G9c6Y6hXk/IusNsOfgQZg0HcH/Jch4GmznZVKlKRxQfy0oI023GcK8C8x7QdseYd7vGAEFbJcQ6S8ihS8s2XEsx+VUcJRIAROQVEUnpFeICMJPpyHH0d7Kr1Q91a8tT/VrW+R+IAuiJ/+6HoFgdK/iLQ62HjnvrNJk5Bg4fD6Rzo2qMWlET4Z2boS/XktkiD9KSYGimJG7KLfR5D83H3K2yFbuOcm7I+/iw/nrnK2YPq9/y8M9W3i9DpPFypX0bDYeKjqoUaNSMmOJbM733MD2PNRdjnWJT80ix2DCYLYw6ceVCCGLuutUjCTLbSJwWOdGPNanFRk5Bi6nZFK1XJiHF1RR+H3jQfY4LBJW7jlJj2Y1C4Uo58PdtTw5MweL1YbGocWKDvX30HF1aFClyOe8kp7N5ZRM6lSM8nqOmw+7XqctR85f9RpuJ8aNG8fw4cNp1qwZrVu3ZsaMGcTFxfHEE3JJ/rXXXuPy5cvMmTMHgCeeeIIvvviCcePG8eijj7Jt2zZmzZrFzz//fMPP7fyRi/zw1nwAMlNO8NM7vzN2+qMALJy2jK+e/x4kiednPMFdozo797tyIcVJmACObjvBrYYkSXQa0pZOQ9ry1NSHnesbda7H3Y93B+Cbl+YU2s8vyJeJf76M3Wbn6xfnkJvp0h0mnksq0XMfWO8S954/cpGMpCwPUlmG64DwrCrZtI+iMM5Aksygqs+lMxqOH4iheutyVC5ZElOpgMh8xdV+RAnYAC2S3+OgjELYzrs2tmeBthNkry10nJLgmknTxo0bmTx5Mnv27CEhIYE///yT/v37u05eCCZNmsSMGTNIT0+nZcuWfPnll9StWzKn6v8ShHknIu0hwA45X4C+4F2kPPUgLMflCQh1kyL1FiLjGbBdcPydBCFznbbxBREe6MeMcfeybOdxKkeH0L9NPa/becOQTo3o0qgadiGIDC6+bNusRgxz1+xBCHkyrFxoABarDbVKSe3YazNftNsFCoVElehQjlyQI1aiQmTNTpu6lZjw3TK2OUTas5bv5N6ODYkIcmm8UjJzefiT+VxKzkSvUSN/qGT0b1MXjVqFwWxh0TaXwHzJjmM81L0Zy3Ye580flmOzC2rGhHnomoxm112bWqVkdO9WXEzOcBp3VisXyncvDilW/J2/r8ey0lVlysgxcDYhlerlw/D30TGsa2Pe/nEVQsDQTo2chEneT8m3L9zHuv2niQz295hydMe+05cZ8/kCTBYrtWMjmPXCkELEqVmNCix3OKa7V85KI4YMGUJqaipvv/02CQkJ1KtXj6VLl1Kxojzdl5CQQFxcnHP7ypUrs3TpUp5//nm+/PJLypUrx+eff37D7Qa8Yf/6Izzd8jVqNK/K8m/XOIYFBD+8+YsHaSpXLYoqDSpy9qD8vm7b//rarDcbtVtWJ/60Z6szLSGDp5q/in+IH0e3usieSq0scWRM87sac2iTLGCu3rQKQRHev8/KUHJI/i8grKfBlkiOZRRPtjqGxVCNqg2DuXLJn4vHE4Dz+IdM5IdT04o1XrXb7SRfTCUoIgDtVb7fbjqEewKCDbTdkfxfcQY+C017MMtmt5L+HiTfUUiKdODatXXXTJpyc3Np2LAho0aN8voF89FHH/Hpp58ye/ZsatSowbvvvkv37t05ceIE/v53Rm/0lsG8B2eIIibZ6l4KcHhnqCBgEvac7yHH4TOj648U9JH3Y9ndhMfW44ikNhD0idPkrCBqVYi4Zi1UPsKDSiY4b1+/CtPHDuJ4XBIHz8Vz//9+IthPz/SxA6lZzHPvPB7Hd8t3olGriAz2Y9WekxjMVsYN6sCrQ7sQGexPZq6BB7o25bsVO5n+91YPt3C1SlloCm75ruNcSpYrNAazRW7taVRUCA9kcIdGBDo0XYfOJXI+UW5d5r8+v6zf76yYnbiU4nHcuKQMGlcrh8VqZ1TP5gT76Zm7eo/T6fx0fCo7T1wssmqUj8EdGnD4fKKzPde+vlwhupySyYiPfiEtO4+oYH9+eGUomw6ecxK3/MlGd/jrtfRtXfxNyv9+XuPK3YtL4siFxELEaNKInjStEYPNLq56vNKAMWPGMGbMGK+PzZ49u9C6jh07snfv3pt8VlCpbgWGv3kvC6ctxWq1cfG4LIo+seu0x3YhBaooGq2aTze+zY4le4mqFE6d1jUpbTh78AIXjl7EP8QPpVJBRrKrfZ9/ne74/vhUoiqX7Ibp/tcGULl+LGmJGXS8r3VZa+4GQFJVQwpfBcCvr84lKW4boGb36hzAJZzOTsvhyoXkIkmT1WJlQp//sXf1IUKig/l47VtUqFn+FlyBd0gBbyEyxuC8GTatgsDJAAjLUbDIMgM0HZF8R8n7SNf3frpm0tSrVy969fJuzieEYMqUKUyYMIGBAwcC8MMPPxAZGcm8efN4/PHHr+skSxNEzpcIwyJQ10MKfA9J+gcMW9MG+AKwgOQnExzfBxHWRCSVPJUj0t1MLo0LEeJdJElT6FCS/4uIrLdxkTAzIufLIknTrULLWrGEB/oy9U+Z5afnGPh+xS4+eKRPoW2X7TjGhoNnWXfwtEcEST4+/m09/drUY0xfuSdtsdqconK7EPjqNJQPC+SRXi2cJCgfBatiGpWKvx1VpeW7TvLzhAdRKRV8/ewg5q3di59ey4NdZeuEjJyiLQ2sNjtRwQG897DrM1HBMVEIsmLgwpU04pIynJOG3qBVq3h/dO9C69fsO0Vatvz8ienZbDp0js2HXb43W46cK7TP1WA0Wz1CgSUJr/EuapWSQV7E+WW4djw08T4q14/l7Xs/8fp4TI1oxs97ttB63wAfutzfzssepQPPtXsdQ45n9JNGp8ZsdFVg8y05eo7sXGLClI9Wd3u3LynDP0dBku6OGs2qUrFO0dXlgxuOsne1PFmZlpDO39NXeLRvbzUkXWeEtotMlhwQht+QfEcgcme68vXMGxCWk0jqwqHpJcUN1TSdO3eOxMRED9M4rVZLx44d2bp16x1HmoSwgGU/KCKRVLEI8y5EzlT5QdtZ2RTM71Hv+9oS5fFHVR3I+UTWLel6IPmOBlRICl8kTUMIXQCWg6BpCYpAMK6V9Ui2i4jMCYDB7ah6J2ESlhNyxpC6FpKuB5LPMIT2bkjp7nqDKG5c0GKu0cyvG/ajkBTc16mho8VVMvjptR7RK+7mjJeSM/jkj40cu5BI0lWCS9VKJUo37ZNKqSDAV+c0xGxQJZovnxnodd/uTWtwOTWTPScv0bZeZdbucwnBzySkkpqVS2SwPxFBfh6u6ucT07iYXNhZ3B3Vy3vm/fVvU49cg5ndJy+y88RFpi3cwsylO5j90lCiQ/zx02udbVarzc77v6xh36nLtK9fhecHeTq6V45ylY8lCSpFBtO0RgzbHCahTa6jbaZRKQn115OaLb9uDauWJzqkrPVxs1HQFTsfao2KV38cS/lqJTO1LS04f/RiIcIE0LBzXXYt2w+A1kdD5foVadixDo988OAtPsMyFIeuD7Rn//rDznibfMTULMdHa94kPTGDoMggNF5SBoKjglAoJKcPXVj5W+MVVyz8X/UgTRgWgu8Ily8TAGooQrZSUtxQ0pQ/wuvNNO7ChcKmgHD9Lrs3E0JYAAUifTSYtwNqCPocCpTzhMj1OnsgLMfkBGmRC1KgbCYGkPs1Ivcbx/Hk1pmkrgnqmgh7LiJ1oEPMpgBFDNjjPA/sI7dDhS0RkXY/iBx5GiDwEyT9PSiUAYiQbxHZU0Hhh+T/2g17TV78ZhE7jsvnc+BsPJ8+0bfE+0YE+fHeqF7MW7uX8mGBzkrRhoNneOHrRdi9mR8VQHSIPy8P6czRC1f46Nd1qJRKJgzrytQx/fjyry346bW8eG+nYo8xskdzRvZoDoDBZGb3SVl4Xb18GKEBvl738ffRolYpsVi9j6dGhwQ4xeLueKBrE3x1GjYclMXURrOVl2Ys4mJyJpWjQpjx/GBCA3z5a+th/twsl47PX9lD42rl6dTQZRrZvn4VJj3Ug92nLtG2biWaVI+hdsVI/tp6BLVSQd821942Uygkvhw7iJlLt+Ov1/HMgNJbyfg3oWn3BiyZsarQeiEEOt/brAm5Dqz5cWOhdYFh/lw46sr0MuWZOb7jFMd3nKLV3U2p1672rTzFMniB3W5n26LdTBr0McIu0Oo1HoHSfkG+vNrjXY7vOEVU5Qg+3fA24TGepKhyvVhemv00q+asp3L9igx6vnDn4JbDwxUcUMrtQsnveYQ9G2xxSL4jSpzrWhRuyvTctZjMXa/L7s2AsKch0h4G61HQtHUQJgALwvA7UtAXoOsFxmWgqo3kM9z7cYwrXNb1omCVQiC3zqZ6tM6E5Yib+t8OdnevIBWS3/Pg6MViPeVh3CUse5H09wCyyZcU8u11XX9xOOjwZgKcPk3Xgu5Na9C9gNv3Nw6Ty4JQKiSmjx0oZ7qdTaB+lWgUkoRKqeDZ6Qu5ki5f+5s/rOCXCQ/y9XODr/l8RvVsQZWoUJKzcunZtAYqpffx/tAAXz4Y3Zu5a/aSkJpFYrqnzUJCWhaXUjK9tt5qx0Z4VNjyK1bnEtP4Y9MhHuvTCkOB0OE8U2HPlHta1+Ueh6YoPTuPc4lpdG9Sg8S0LHIN5usymawRE87kx+655v3KcP1oP6gVr8x5hg8fmuax3mqxcfZgHBXrlMwos7QguornzfHY6Y/Q8d42PFp/nNftpz0ziy93foDKi+t+GW4ObDYbM1/6kSPbTtKgQx22LNxJwtkr6P11Tk8tk8FMl2Ht2L18P34hfrTp15zvxs8D5EnH5d+tZfib9xY6drcHO9DtwRufdXrdsB71XNbJ052Swq9oLfB14Ia+e6OiZAaXmJjoEUNQnMncP3HZvdEQuXNdL7x5C+ADOPQsqupIkhIpaCpCfIwkFd2ektQ13cxVlaCsArZTgAankZjCxdyFsEN+28+5W5SLRPm/4GjrOaCuD4posCcAKiRt1+u53GtCtybVnZNlXRvfGJPGkAL5a+VCAygXGsC4QR2pFSu3FutWimLKgo3MWSVb+2vcpszyjF5M2a4BHd0qOkVh14mLKBQSM54fjNliY97afazae9KZYSch645G9WxeaN+aFSKY8fxgth29gI9W49R1AU7NVcvasuYrOTOX1nUq0r1J0b3284lpPPzxfDJyjaiVCiw2OwE+Wr4ddx/VCrQIy1A60fWB9uxYupf1v2xxrguJDqZhpzosnbmaZd+tpXK9WJ76fNTtn0gqAoc3H2P3igPUa1+b0e8/wMndp+kwuDWdhsg2Hy3vbsKyb+VxbveIobMHLrB7xYEyndItxLJv1/LHFDlk+/gOlyQhN8NTp9n70W68NvdZvnz2O377+G+Px0LL3Rnu7XKUyg+OKJUoJM3NqaDfUNJUuXJloqKiWLVqFY0by0nyZrOZDRs28OGHH3rd52a77F4LJIWvp5N8wGvyhJvtvKwxspxAUtcsljAJe5rsA+HzGJCLpO2GpG0rt/ysxxDZn4Dkg+Q/wbWTPQksu1zLinJuVSfA7qn1kRRBEPoHmLeBqiqSuo7nORhXIEzbQdcLhfbGjCm/9WAPujSqhlKhoG3dSjfkmG882I3Jv64nM9fAiO7NaFff5Slks9tZsOkQyZm5/LbBpQXRqFVIkuyEfrXYlmvB2YRUkjNzaVKtvHP8/7mv/mKjo73WunZFvhw7kNG9WjCgbT1enrmYvacvI4BpCzcTHeI9sqRR1fI0qiqXiYUQrN53ivqVoxnUvgEWm41np/9Fcqb871spMrjYiJVVe0+S4ZjKsziqV1l5JhbvOOqhwyrDrcW+tYfo2L9of7N1v2xh3v/+IDwmlBdmjWH8T88yYtIQ8rLySIpLoW6bmmQkZzHliRkIITi+4xThFUK93t3fbpzed44Xu0zCZrUhSRKT17zF0Ff6Ox+32+3sX+dqk5SvHsWlky47goCwsgnqW4nMlKLlLmExIWSn5dL1gfY07FiXncv2snDaMufj0VUi6Ty0LXc93LnIY5QmSOp6zigVNI3knLmbgGsmTTk5OZw+7RqVPXfuHPv37yckJITY2Fiee+45/ve//1G9enWqV6/O//73P3x8fBg2bNgNPfGbAp/hYDkBloNI+j5IPkOwm3fJYnDLfoR5B4RvRJJUCHseiCyP/qiw5yFShzj9kqSA92XCZD0NthTQNEMR8oNre2ED00YESjkPyC77D6GqD2ZXdIEkFW4dScow0BdurwjDEkTm8/KC4SfsAR+j8Cm5/qgoKBQSHRvc2IDWyGB/Pn7ce4to+t9b+X6FTCTdPYvqxEbw5diBSEjFGmJeC1bsPsGE75ZhF4JmNWL46tlB5BnNTsIEsO3YBaw2OyqlgpAAH+7r1JC9p10j1fkO6+6IS0onO89EnYqRSJLEyJ7NGelWkUrJzPVwVT9eIPOuINxF4e6IjSgz/LudWDF7XZGkKTMli49GTMNqsXH+8EVmvvwjr/44lpjqciW+RlP5MxV3/LIz+w4gM/n2azu94eTuM9gc+j4hBMd3nvbI1cvLMpBw5opz+dLJRGJqROMT4EPXB9pTp9X1Ty2V4drR+9FurJ23ibhjl6lcL5awmBASzl5hwNg+dLi3FWcPXKBKQ9nLbP38rR77thvYklHv3n87Tvu6IakqgGPyfMeSPcx4+Ud8A3148buniK11YywRrpk07d69m86dXcwzv7U2YsQIZs+ezcsvv4zBYGDMmDFOc8uVK1feco8mYc9BZL4M1pNI+sEeYX1FQZI0hXufNjcBuz0FRB52yxlIfwRENkJ3N1LgJ7Jmy3beY3th2uDI+nkNEKBuAyHfO/VdIvMlMDocwJWV3E4E8BkJxr9BVU/+u6TXbdrsuSJvNtwA0nSrkR+wC3JV5e5WdQjw0TK6V8si40UKIi0rj6l/biLHYOKxPq28ekMZzVam/7XFqa3affISl1OyCCpgWeCr03jonlrWqkhsRBBxSRkE+Gjp2czzx+DvbUd4+0c5M693i1q8O6qwTUdogA+tasey/ZgssO/Vovhw3W5NavDmg2b2n4knLMCH+NQs6lSMZEDbkpuTluHGo1zVooWlZqMFq5uXVm6Wd/uK+u1r026gHEkSERvGwOf6cOHYJew2O5XreTcovR1o3K0+/sG+ZKfnovPV0qJXI4/H/YJ8CS0fTOpll5P5pZMJtO7bjIHPlgKx8H8MwRGB3P/qQD4aOY1zh+OIqhLBd8em8tW42dwX/ahT1xQSHUxVB3nKR9Pud67diM1q492hn2HMlYfMnmn1GqPeuZ/+z8jfw4e3HCctNb24QxQJSYgSjC7dQmRlZREYGEhmZiYBAdc/GmjP/hRyv3YuS6EL5PLdVSCsFxzu2nEyYdHfDVmTAJuclOz/MiK5q4cQWwpdjKSuIRO1lD4OrRFI/m8icr+W22/524ZvQFJGI4RAXKmDuzO1O6SI3UU6ehd73Ya1kOlGEHUDUAR5b41eDX9tPcKR84l0bVK9SGfpm4XfNx3kf/PWANCoajlmjru3xGQpH89N/8sZmRIW4MOKDx4rNJDwztxV/LnlsHNZApa//yg2u+CpaQs4fyUNH62GaU/3d7bZ8pFrNHPiYhKVIkMICfDUZz34wTyOXnDdcW/8dIxXV3CLzcbOY3EE+/tQp+K1ediURtyoz++dgPxrTUlOITSs6JHr2W/8ws/vLyAoMoj3lrxGtUZFRxxlpWXjG+jDbx8vYtZrPwGyyePD75WeSn1SXDJHtp6kRrMqXm0S3uj7AdsX7/FYF1oumF8uzbhVp1gGN7zQ+S0ObnCJpMfNfIJPH/260HZRlSPISMrEmGuiXrtafLT6TdTXYC1TmmAxW7jHb7izKpqPqVvfY9eyfcx953eswsJ6/rrm76p/7xiDMBa/XNRuGc+C9bi8YNkJqipI4WvAni0LvHO/9yBMoARFEOAIRQydD8YloIxF0nV35MG5HV8KQkKeMBSqOmA9VPgkpCCQvI/AXw0KfRfs4n3I+xFUNZEC3rj6NZs2IXKmgyIMKeAtJGUYS3ceY9KPKwFYuPUwv0x4kCrRoRhMFqYv2sqV9GyGdWlciEiUBJsOneVSSiZ7T10m12ji8T6taVi1nMc2g9s3oEb5cJIzc2hbt/I1EyaAC0muO4mUrDyPjLZ85Ge05UMAWXlGvvhrC+cczuB2IbzGvvjqNEX6JFWOCnGSpshgP/RevE5A9p5qW6/oH9EylH5c7Ydl5DtDefDNwajUKrJSsxnX6U3O7D9PjxGdeGrqw+Rm5nJgw1HKV4+mYm35/bTAId4FOZ+uNJGmiNhwImLDi3w8vEJhApkvEgfYuWwfK39YR6W6sdw/fkCZ0/dNRsU6FZykKSQqCIvZ6nU7H389U7e8S/KlNKo0iL1jCRPIn8mnp41m2tPfYre5jJIzk7NYPbewVca14F9LmiTf0QjzdlkUph+EpCnspeMV9gLaFJGNpCwnZwBCAaMswPdxJKWr7SMpo8Ax6WbP/QFwy8SRQlEo3MbDfUdBZoHxXMkPgr+9bot3AIXPIKen09Ug7LmIjKfliQNAZKuQgj7zIBNWm53zV9KpEh3K5ws3M3/9fgC2Hb3A0v89gn8JpnwS0rLYe+oyh88lMH/DAY/Hjl64wqqPHkdd4MuzQZV/Zvbnq/V0Ts/INXrk0S3adgRzgTuRepWi2HT4nIdGyWCyYLbaCkWzFIfXhnYhLNCXrFwjw7s1vS7SV4Z/D/LH7H/7ZBGHNsp5agunLaNlnyZMfXKmM8S2/zO9GTNlJMY81/eGzk/LhaMXCYoIJDCsdFfvvn11Lou+Wumxrnz1aJ74ZAQA8WcSeav/h1gtNjawDbVOzZCXCmZuluFG4olPHiIoPIC0xAwGjO1FeIUwVv6wnhM7ZW2yQikRWj6EDve2ZtuiPVRvUvmOJkz5uPvx7rTo3ZiXukwk/swVmnRvQLOeDanWuHKJQ6O94d9LmpSRSGF/Y7ecRrIeR9gSS2RqJfm/jMh8ETmORA22ZIR5H5JGngYU2rvA5yhYDiBpOyL5PVn0wUxrPJeF5w+0pKqGQIEz+sRnBJLfs0gKP1kkbt4OCn8k9U3sLQujkzABTtLYo2kNfttwgDyThZjwQJo5KiqXU1y+U7lGMxk5hiJJk81uZ93+02TlGZn6xyayjWavZqBZeSbMFlsh0vRPUSEiiKNxcrVHqZBQuRGXvacu8dYc15f74PYN6NSwCtP+2sLnf8q6MLVSgdVu58m725SIGLrDR6fh2QHtb8BVlOFOgN1uZ+tfuxB2QZv+zYusnhS0q7t0MsHjC3zhF0sZ8GxvDNmuz6TZYOGReuPQ+Wp5d9FrHsLr0oTczFzmf/RXofUxNdzsZ+JSPDRe8979A0OWgaGvDUDnUzqmqP9t0Og0PDTxPudyblYe7y+bQPzpRGxWGzuX7uOn9/5g9hu/ACApJN5bMp7mPRvdpjMuOQ5sOMK6eZupVD+Wbg+2J/7MFWJrx5B4LonkS6k07FSX745PJSc913nD8fLsp6jSoCKZmZms/7Tw+/Vq+NeSJgBhOQipDyAwgRQMYX9dlThJ+rtB2xmR8RKYV4NlJyL9UUTYMsj9HvLmAXngM9orYRLChsj5AqxHQFHQO8fksSSpa0HgJwjjYtk2wPcp56ScyBjrsoT3f80ZMnijIMwHEIb5SMqK4DMa8maB5I/k9zQAtWMj+fPNHiSlniC2fEf8fWRh9P2dG7P7xEWMFivdmlQnJiywyOd4c/YKlu067vm8bn/ne7iM6tkcX13hPL1/iucGtic1K5fE9Gwe7dXSQ3cUn+Y5nRQZ7E/jajGccJtgqxQVwuyXh15TZEwZ/puY+sQMln4r3yR1fbA9r84ZC4DJYEKSJDSO9/d9L/XjxO4znD1wgR4PdaTdwJZ8NW42dkfWoiRJ+Af7UK1xZU7vk21HcjNl8bgx18TCL5aVWtKk0WvwDfRxnm8+fAJc1fU6bWqi1qqwmOQWUV62gZ/e+4OMpEye++bOitm6XUiKSybhbBI1mldFX2BgpSjsWXWAhLNJ2Gw2vnpudiGtjzuEXbBzyd5ST5oSzl7htbvew+IwCP7+9Z/JyzIQGh1M+pUM7HZBvXa1+HjtRI8Krd5Pz/A37yUrK4tnPvUeg1Yc/t2kybgeJ1ER6WDeCfqrT5JJCl+EyHA7UBakPSBPx+UjbxbCdyQgyQ7hylgkXWfI+wlyv3RspABlTbCdkBd1nQo/ma4nkq63h0BZ2HM9gwdzf5Qt4bXdZK8n4xKQQsD4F9jikfyeRPJ95KrX5Tp+GiJ9JIhcBCD5jYWI3SDpXNl2ph2Emh8h1N8EhgYI/TwkSUPrOhVZ/O5oMnINVI4KKdLpHWDdgdNe1w/v1pSwQF+6Na6ORq0sMsLknyIy2J8Zzxf2uknKyEGB5Jx+iwjyo1eLWui1aprXrMCuExcB6NigahlhKkOJsPUvl89afpbX8u/WMuWJGSgUEi/NfprOQ9viF+TLhys8dYZvzB/HlCdmYDVbeeLTkfgH+zN5zVusnrsRtUbN1y/Mdk4BRVW6cXmSNxpqjZpJf77ElCdnkp6Y4SRPO5fuY87EX7GYLHR7qCNt+rVgw6+e4+3nj150/r1l4U4unUyg432tS/X13g4c3nKcV3u8g8lgpkqDikzZ8u5VidPSmav57PFvAIeWtgSzX/XaFT/JWxoQfybRSZhAtrsASE1waVkPbz7OgfVHqNu25g0zi/1XkCZh3oswrUNSN0bSdXGulzSNnGkmoIECJpDFQfJ9FJFxCDCB7h4wLiqwhU5+86UNBbvDrydgEsIW77aNHfyfRbJnAaIQYbPnfAc5HwICoawFgR+g0NQByUe2IMgnafZLsu5I1weMq3C6iudff/ZHoOuDpCyhBsiWiNsLg7CeRlFgUk8YFuAknJaDcq6Po0UZEuBTaFrMGxpVLc/2Y56ZgzFhgYVCaW8Gthw+x5zVe4gK8efFezs522txSRk89OE8svJM+Os1TBnTj2bVY/BxVAI+f6o/a/adwk+vpYOb2WYZylAc6rWvzeYFOwCo6/jB+ebFOdisNmzAzFd+pPNQ715O7Qa0pN2Alh7r/IJ86f+0PB4dUyOahV8sI6pSBCPfGXLzLuIGYNWcjVw6Ee+xLjczjx/f/g2Apd+u4ZsDH1O7ZXWWfbeGC0cuISkk+jwqR14smbGKKU/IU3YLpi5h1pHP8Au6OTdVdyLWzN3ozIk7e/ACx3econGX+kVuv2PpXn7+4E/ncnGESaVRUbd1De59sS8t+5R+1/barWoQW7s8cccuo1QrsVkKV8+UKiWv9HiHiNgwPtv4drEDDCXFHU+ahPU0Im04YJFbP0HfyBUfQNJ2gOCZCPN+JG0nJFW1Eh9X0nWGiE0yuVCEya2+fA8mRXmkwLdApCHsLoNDYdqK5P88wvi37OmkboKkbY8kFWa4Qlgg5yOcDSvbcUgbiAj6Sn7ukDmIvDmQ+yNO8mJcS0HC5Dhbx39Xh7ClIKQQUDcFyx5Ag6QvnN0m663yF3xAWa7QNlfDJ4/fwx+bDpJnNHMhOQOAMfe0uebjXCvScwy8OGMRJseHSKtSMX6YHDWz9cg5shwi22yDmcvJmR7kSKtW0bvFtYeKZucZ0apVhabzyvDfwGtzx7JkxmrsNjt9HpcJgH+IHzkZ8s1JQGjRPnU2q42Es1cILR/itWrQsFPdUtuSK4hDm48V+3hWajap8ekMev5ugiIC+XDENIRdsG/tIbo/1JGDG12j8WkJ6Vw6GU+tFjcmtunfgIp1XRFjGp26WI+wYztO8WbfD7Dbi68s1W5dg24PdKDvmJ4e63Mzc8nNMhBRofRFNGWlZfNSl0nEHbtMpboVaN2vOT//b4Hz8XYDWmI2mtm5bB8ga+mWf7fOQ9t1vbjzv+EtRwFXiU5YDjlJEyCLtbXXF7chKYKAIHkh5GfZiFIZ7QzaFfY8UFYA20XHc7VHUlWBsFUIWwIYFyEyXpCn99zOSYYSUOOpc7IjTKvkbY1LZHdyZQWwOdpcqhpgdZ88U4Dkh+Q3tkQid5H7IyL7PXnB71Uk/xfk61F62gYIe4Z8/qoGoIxB8h2OpLx2DyG9Vs2D3W79HUt2nslJmABSslxVtZoVIpxaKknCmXH3T5Cfjeen1zJ1TD8aV7sxzrNluHOg0WkYMLa3x7o3fh3HV+Nmo1QpeWrqw173M+aZeKnLRI7vPE1Y+RA+3fB2oSDcOwlt+jbj908Xe6yLrBhO8sUU7HZB5fqxVKorD5X8PX2501xx1ZwNPPHpCFr2bsLaefIgRnSVSCrW8W7p8V9Fv6fuAuD8oTi6PNCeyIreKydnD17g63GzPQhTWLlgUuJdrSutXsMLs56k89DCGW171xzirf4fYsw10eex7jz39WM3+Er+GVZ8v56zB+UixvkjF8lMzUKj12A2mAktF8yYqaO4ciHZSZrAuxXG9eDOJ02alnL4rT0V0HkhJ94h7BlyQK/tMmg6IKkrgqoaWE+CNQ607UHSgu0KKKPk2BLfkR7HkBQ+EPIrmFaCsgKStp1c+cp8Qz6GkEXFwrQOEfSlvJ0iDPT95bpQ0FTIfMGjVYaqFvaM58C41LVO2x3UjcFnKKT0kKtYANjlfXXd3K4rC2yXEJIPku0SQlkNyX4RlJVlgXr+pF7e10h+272/NpmvgGmdYyEbSXP7S7UWmzxdZ3V4bri7cxdEbEQQ/drU5a+tR/DTaxnR3WU30bhaeT5/agA7j8fRomaFf0xwUrNynWHCOQYTM5duZ/rYktk9lOHfjepNqvDp+reL3Wb3iv0cd4x+p1xOY9msNdw/fiAH1h0hqnIEldwqC3cC0pMyC61r0LEOg56/m4SzV6jRtCrLZq0lINSfctWiOLrtJADBkYH4+OvpMqw9YTGhxJ9OpOXdTdH76Qsd778MSZKcbduiYDaaeaX722S4RfGotWrGTH2YD0dMw5QndytMBjPxp694Pcb8jxY6dXRLZqziwTcGEVb+xpCOf4oTu89w/kicx7r0RPl91+uRrjz64YP4B/sRHhPK8988zqYF24mIDaNWyxtTsbzjSZOkjITQv+RWk6o2kqpSifYT6Y+CxVG1Mf4ht6IUFRz6JDsoK4Owg/0CKGIQAW+i8CbkFgZQRIBKbumIjHEuc0wnLA5y5MgZy/1afj7fR1FE7sOe9xdkTQDMkPO5LDx3h2mVXM3SDynsI4UN7DmgBLtxNWQ8Q77LuHyPoUJgBSlAJpc2x52GopjKlNUtLNgWhxB2r/l3/wQ/rt7D1iPnaV6zAg/fVXSosM1uZ/x3y1i15yRRIf6kOWIoJj7Uw2tAbj7eGt6DMX3b4KfTFjKWbFu30lVDhw1mC2v2niLAV1estkmrVqFTqzBa5GmgIN+yL/kylBzhMaEe4tyQ6BBe6Pgmp/aeQ6FU8Pw3jxNVOYLqTavgWwId4e2E2WhmzdxNHusUSgXNejbCP9iXKv1b8ETjl5wVgsHj7mHQc304c/ACjbvUx2qxoVKraNChDg06lFx/+l/ClQvJfPvqXGxWG6PevZ8KNQvf9GWl5XgQJgCLycLHo6cTEBpAcp7Lg+/c4QsFdwdkB/d86P10+JSS997eNYd4rec72O0CpUpJeGwoiWddlh3+wX74B7u8+Ho/2o1Te8+y+JtVLJ25hic/HcnA5/5ZnM8dT5oA2VxSWTz7docQdlncXBB21wQHNjfiYL8EGY9h1/VF0nUDbUckSY+wHEOkDXPoniIgdIFcufL6pNmF1+V+j/B7Qc6Yy9cqFSRM+bAeh5zJoKpb2EXcvAXUNSBrIoVjWayu49rVoKwBqkpI/i95fx5A8nnQ0cYT4PPADSdMGw+d5bM/ZFfWHcfj+H3TQVrXqcirQ7qgVnn622w/FseqPfLdqHu47ce/bSiWNAGEB/oV+3hxeHran+xzBPI+1qcVT9zd2ut2fnotkx+/h1nLdhAW6MuL93a67ucsw38PNZtX48XvxrDht63UbFaN2q2q8eXYWQDYbXamPDkDm8VGuaqRTNvxPgEhtzbD81qg0WmIrhJJwllX9SIoPID3H5iKpJBo1LmekzAB7Fm5n873t2f/2sPsX3uYBVMWgyRfd+eh7Xh62uhip3P/a7CYLYxtPZ60xAwALhy9xKwjUwptF1YuhMbd6rNvtefvRF6WAUO2ZzJGeIz36tGTn45EISlITUhj6CsD8PEvHTeD637Z7Gw52qw2dHotKrUSq8WGRq+h8/2ewxY2m42lM1c7lxd9vaKMNF0PJEmBUDcFy+4Cj7gZTUq+nm0zAOPfsshbVR+hbQemDa5t7EmyGaWmJZhWUyIoy8vnUtBl3Nv5ABh+AXRAMODqTQvTOoeP01X+OUUq2FKRAiYgqSoWuZnk+xBo24Ewyv5RNxjJGTkey4lp2fy5+TDVosO4v0tjj8d8iogfuRm+TvnINpichAnk2JeiSBOUrHJVhjIUhR4jOtFjRCdAFrj6h/iRnSZ/RvInguLPXGH/2sN0GFz0+7A0YPKat5jy+Dcc3XaS8NhQLhy5BMjeP/vWeP6I+wb5sm2Ry6ohM8V1U/T39BU069mI1veUMMnhX46U+DS+fWWukzABXDkvyz+uXEjm6xd+IOVSKl0f7IDFZHESpop1Yrhw9JJzn4LTc406e89j9Q/248Xvxtzgq/jniK7sqfc7f8RV6DAbzCyduYaxX7rsd5RKJeVrlOPicfn7/EZo5P6TpEnY8+QR+nxIQaBpiaTvJwug8/4EssGW6/0A1kNeMuOUCNNGUEaDuqWDkBVtICY/bwBCGJACXkOYd4E9vsAGdi87GR3/uT91Jfn/gZMh43G5ZahuBqoY+THjctls03nYNIQtHpE+Rp4I9BmB5HOvbG7psB6QVDdv3L5H0xrM33CA0wVy37INpkLbNq5WnjH3tGHpruOUDw1wTr69MqTTTTs/f72WmjHhnLgkfyk1LSJfrgxluNEICPHnk/WTWDl7Pdlp2ayYvR6QR6cr1Lz2CdZbjciK4by//HWMeSamPPENl04kFGmk2PXBDiScucKx7ae8Pp7vHG6z2rhyIZmw8iFOk9D/ElIup/Jk01fIKKAX63y/LOD+aOQXzmy54ztPo9a5bjTdCZM7FEoFD74x6I6wFgD5PWCz2bn3xXtYP38L5w7FebUZMBvNbF+8h4p1Y5wE6/1lE/jlgz/R+ep44PV/rjeVREmcrm4hbkVKurCnIZJaea7UdkUKmo5Iva/AhJoDinJeSI07dDjJjLIq2M4UsZ0v4EbG1E0dE4BmrkqyioHk/7pcIcJhw5B6r1wFk/zB/2PIfklu0anqI4XOQ2S9DYbfChxEjxQ0HUnr3U/mRsJisxGfmsXYL/7kYnImAT5afn19OBHBpaP9kJVr5O9tRwjw1XF3yzooFGVtgpLgVnx+Swtu9rUaco2snbeJU7vP0nZAC5rf1fjqO5USzH3nd354a75zWeenxZjjuimSJInfrnyLf4gfq+Zs4NCmY2z8fTuGbAMKpYJOQ9rw8g9PYzZaeLHzRE7uPlOk1865Qxc4ve88DTvXLZXj8f8Ua3/ezPsPTPVY16BjHT5c+QYqtYpRtcZy6WSC132jKkcgSZJHyxTg7b9euWOqeLuW7+Od+z7FZDDTd0xPzh2KQ61VkXguyeO6K9WPJScth5TLaWj1Gj5eN7FYu4rr/fz+J1NEJUUI+Baw7DetQaQ9WJgwSf7g+yjeqz7ucKv+2LyL6wDQNPdctuwBDJScMHlvV4mcqQiL7JEisqe52oYiG7KedGmlbJdBWEB48XsSBkTuzBKexz+DWqkkKT2Hi8ny3VNWnokx0xZw12sznXqn24kAXx0PdmtK39Z1vRIms8XKC98sov3zX/LKzMVYbNdPeMvw34TdXvR3yvev/0xf/+HMem0ePUZ1vqMIE0BelmeUyvPfPE5kpXAkSTZRfObLRwgMC0ChUJAan86K79dhNph45stHWGGZz2tzn0WpVLJzyV5O7pZvQJPiUljx/XqP4x7ecpwxzV7ho5FfMKbpy6RcTr1Vl3jLULVRJdRuMoVXf3yGj9dOdIZAD3/rviJt+qxmC9N2/I/R7w9DpZb1oi37NKFlnyY3/bxvFL599ScMOUbsNjsLpy3jwPoj7F5xAGOe6zcssmI4IybeR8pleVDKZDCz6Xfv0+H/FP8a0iSEGXvmROyp9yHyfr7q9gr/F0Dr6auCZVeh7ST/l1H4v+SdZBQJa/7ehR8yr3f8oQZtl8KPXw3+bwJeWLHIljPyhACpYB6c25ezSJPNQE1FEJOSuorfAOQUaMedTUgjKSOHH1fvYd1+7xEspQWLth9l3f7T5BrNrNp7ihW7TtzuUyrDHYQ5E3+lt24Yw6uM8dBlAKRfyWCew6gvOy2HORN/vR2n+I8w4Nk+znaizlfL+w98zpXzyQgBVrOVpItya95ut/PjJPn6bFY7342fx9qfN5OdLmu6Qst76j3DYjyXdy7d62zjZaZkc2TLv+9zWLF2DB+vm8iw8QN55+9X6fpABw+BfLOeDQkM914pSbmczicPf0WX+9vxzcFPePqL0bLIW3Hn/PT7Bnqf3IuoEMqg5/pw16jOfLDyDSrVreBBLqs1uTkSkzta0yTsuZA3D4FF1iHZ5QqPsOwHdcOri5g1TcG01Ptj6uayiaX+PoRpCwj3Uf8AwNuUmw/gfodVXOfTguTzEEJIYF5T/Hm6w7wWZ3tPWQ3sySAcvW57MmABVSwyYROyXss9Rw/JU98EgAI07UAZieT/SsnP5R+iXf3KtK9fmU2HzqFRKTG7aR/OJaZRMset2wNFgamesimfMniDzWZjy587kRQK2vZvjkKhICku2Rkrkng+mR/ems9bv7/o3Eej16DRqTEbZdNe/2DvMSJXLsj7IsHIt4eWqtZUeEwo3x2bymePf+MxvZSPrX/tokGHOjTv2Qi/YD+nXic3M4/3H5hKTI1opu/+kHptazm9duq0qsldD3veaNZt65qg1eo1VGtS+eZe2G1CnVY1qNOqhtfHtv29m8ykIqaugW2LdnPxZDw6Hy2n951DrVXz7uLXaNK16PiV0oRx3z7J52NmkpaQTkhUEPvWHkbvp2PE20MLXcNHq95g84Id1GhWtcjYon+KO5s0ZYwF8ybvD9rTva/P31eYIW+u2xqFHIprSwSfB1AEjJdF4aZ1zraXC+4CcZVc2REZeBKmq0GNUIQgBU9DJLWVA4VLAstBnK08+2WkgPcQmS8DVvB5FIQVcj7GSdhU1ZB87kMYl4MUCsbfvBxUIOn7IenvuYbz/+dQK5VMHdMfo9nKgs0H+fi3DQBoVEoGtPU+1VFacHerOuw8cZGdx+NoU7cSPZvVvN2nVIZSiMmjvnR6F/V+pCvPz3gCZQFbDbPJVcVOOHuF7Yv38MAbg9m6cCch0cE88elIr8eeNPhjTu05C8ClE/F8vvV/N+ci/gGKio+JO3qJ1/v8j882vUO3B9sXchG/dDKBc4cvUqdVDXo/2o3ej3YjNzMXq8WK2i1Eu2XvJvxv2QS2L95DdOUIgiIKVtnvPCRfSmXLnzvJzcpj0x/bCQj1Z9zMJzzCi69cSOazx78hOy2HDvdefaLy8skE5+ScxWRhzU8bSyVpykjO5MLRS1RpUNHptxRTPZr67WozZ9KvTmG7QqlAoyssVanXrjb12l17DNa14I4mTVj2el+vbiiP/hcH22VPLyZVI6SQmWDPQFJVcIiph8iaICkQpGAHsdHgmf9mlUf5SwxHBQgLZL6E8Hnw6oRJCgN1AyTf4YicqQ73c2SzSm1bR9TKOTBvRYhReMSzSHokfX8kfX8A7GkXZWsEDwhE3pxiSZMw70JkfygfL2Aikqpq4W1M68GWBLq7nFN4JYFOo2JYlyZUjAzhbHwKd7WoRbB/6TBTKwpqlZL3R/e++oZl+E9j60JXy3/r37t5fgZcifOcGtXpdUwcNJn9aw9jNpqxmKxIksTEBS/Rpl/zgod0ItFN3JvgZvBXmjBs/ACS4pI5f+QiXYa1I+VSGgunLQPAbhecOXCBu5/swR+fLfEYh9fqNVw5l4RGq6Zqo0q8fe8nbF6wA99AH95d9KrHD6PdamPx1yux2+ws/24t03a87zXD72bixK7TmAxm6rev/Y+qzjkZuYxtPd6pzcnHtKe/5b3F453Lnz81kz0rZf1t3LFLDH9rMPPeW4DN6pJiRFYM58oFeQK48/1t2fb3bgw5sva2cr3Y6z7Hm4X4M4mMbT2ezJRswmNCmbbjfUKjZZPNlT+s89g2PwT6wxVv3PLzvLNJk+4uMPwh/62IAJEDup4oAj8EQFjPI/JmgxSC5PcYkuT2QVJGgzIGbI6RTEmNSGoNmBG6e2QTyHxDSpEpL9vS8R6Y6w4VLk1TQUhytUc4vjStJyCrhP/olsMI4yLQPyiL063nQNMGkferi/xZD0NKN1DXAks8SArQ9cKe9hDYkpD8nkHSdkQUIk2A0uXbJOxpcsSMeRMowpD8X0GkP+0kdyJzAlLoLx67i9zvENkfyAt5P0Lon0jStb29yvyOyvBvQ732tdnlyL+q105uJQVHBqJUKZ2j+IYcA7uW7/fYTwjB3tUHiyVN973Uj1nj58l/v9j3Jpz9P4feT89rc591Ll86Gc/qHzeSk5FLQKg/ze9qRFSlCF78bgyTR33p3E6hUvK/B6YiSRL12tfi0Ea52u/8sVz5JsY8E3tXHWTpt3JQMsgj9ucOXqBO61tX+f3p3T+Y/ab8fZhfTbxenD9ysRBhAsjNyMNitjD79V84f/QiCWdchNmUZ2brX7s9CBPI1ah+T/eiy/1tqdO6Jsd2nGLVD+uJrR1D36d6FnyK245Nf+xwenUlX0pl59K99BotB61XbVSJRIcvVT6KC8G+mbijSZMU8B5ouwEK0HbyYPhCWBFpD4E9UV62JyMFvuPa2Z4D6nagOA+KADkXLh/GRaDp4PlktpMlPKuiCBOAKKAvKiHySZZhARj+lL2X7JfA8CsoClR8RK4rHkYAWa67E5H5MgR+4Lm9pq3cwvOTv9iEMCFS7/eowglbvKfRpxd3c2Ha4FqwngD7FbndWYYy/Ifx5m8vsOSbVSiUCvo8JmdERleOZMLPz7Fk5moq1CxHuWpRhUiTJEk06d4AkH9AlCoFIVHBHtsMfXUAHe5tjSRJ7Fi6lw8e+pwOg1oXS7RuFxZ/s4pfJ/9FVOUIRrwzhNkTfsZmtXJ63zmMuSZSLqcRERtGkqMKZ8g2ADJ5LOjjZDZZebrlq1w+lUBORp7HvI1fkC/RVa8eXn4jsfz7tc6/V8xe/49ID2AlugAAd0dJREFUU6W6FQgrH+IkTpJCQqGQOLL1BKNqPes0tFQoFfgE6DFkG7j7iR5s/G2r1+PlZeU5CWTtltWpfYPy124G8oOcQX7/x9Z2Lb/8wzP89vHfXDh6icRzV4ioGM6Yz0YWOkZWWjZv3PMBJ3efodPQtrz0/VM3XPT+r/VpKuTFpG6Cwq06Yk/pB1aHVqmQ+7cC2U/JS/SJBwq26m4TFBWdIvirIvAzyHwRsMl5eUHTwPAnkrIc6AeD7QwipUDbSRGK5DcWkfUOSFqkoM+QtJ08NhE5XyFyPpMXlJWRwhYhSf89I7qicDYhlZ0nLtKwSjS1Y+/cFPurocyn6dphNln44MGpHFh/lPrta5OVls2xbaeoVK8CTbs3ZP5HC1EoJJ79+nF6P9K10P6r5mzgo5FfAKBQSHy5+0OqNSo9guikiykMrzzGGX+h99c54zz8g/2wWqzOtlGfx7pTr30tvn1lLqnxcmU7pkY5Lp2UPfL8gn0x5ZmwmDxvTqs2qkSzHg3p+kB7KtcvOu3galg7bxPfv/ELQRGBvDZ3LOVKQMAmDvyILY42bPUmlZm++6Prfn5waJoW7qRCzXJcPBHPl2O/87rdc18/xoyXfyQvy+BBtKIqR5B4Lgmdj5b/LZtA/fY3V+NzI7Hqxw0c3HCUFr2b0H7gVSQ2XvDjpN+YM8k1bfrekvG06OXdruN6P793dKWpOEiKEIS2uxx2i4SkH+y5gdVtNLVgXAp2PAiTVAHExQLbSMhxJt5Toq8dSiAQSMOleyohVLFgNchRLkVCAt/nwLgYp5DcegzShoA9FQFI9hTwHSW36pxeUxKS37NIPkNBPwhQIknKwkf3e1Lez34F9P1uG2FKTMtmxpLtKBQSj9/d6h/lz90onEtM48EP5mE0W1EpFXz34hDqVbq1d8NlKH2wWW1kpWYTGB7Am7/J03NbFu5k4sDJAJzed86Z1Wa3C+a994dX0hR33BX5Y7cL4k8nlirSZDFZnIQJCk6aCidhApkwVGtUmU83vM2Sb1YRWj6Eu0Z3YemM1SybtYa4Y96zPfV+OpbMWM2hzceZ+MeLBEcGcXjzMXavPECDjnVLJHrOzcpj8qgvsVpsJJ5L4qvnZ/PO369edb+XZj9Npcl/YzaaGfzC1YdpTAYTKrWq0EBAPsJjQun/tJylWtCOQq1VYTFZadKtPmcOnCcvS67IpVxO45U5z9CoSz0Cw/w5s/884RXCnJqgOwXdh3ek+/COJdp25Q/rWfjFMmJqRPPwe8NY+PlSjm737AiptTee4vxrSROAFDRNNo9UBCOpqnk+qKzoKQQPeFcWSBs9pzgA8H8CcqaD3f0DK/BOmIrTNBUHGzJh0sntN9txtwspD6qaYFnrfVd1c6Tgr2WvpswPwLTQy0YCcr8Gd10XPi5RObJVg0LSQcjPYFyKkAKQdB1kM1C4KhGS9LdfGD3u6785flEmj+cS05j1wn23+Yxg/+nLGM3ye8Jqs7P7xMUy0vQfR/qVDF7o9BYXT8RTt21NPlz5BiaDmU8e+cpjO72/jtwMeSo3IjYMk8GEMddEYJjrzrjbg+1ZMmMV2Wk5VKhVnibdGtzSa7kayleLZtj4gfw6+S8iK0Uw6t2hzH37d2xWG8Mn3se0p751Zu3tXLqXvasPMnXLuzz60XDnMSIrhhcmTI57S6VKweHN8vfl0a0n+P71n7l8OtEZLTLvvQVMXvsWDTvWLfY87Ta7UxsFYDGX7HvcN8CHke8MLdG2v3zwJ99N+Bm9v45Jf75cZPZb4vkkdq/c77SmyEeTbg148rORRFWO4LEGLzjXKxQKajavSlg5+bvamxP2xROX+euL5YREB3Pvi/d4TCHeaUg4d4VPRk/Hbhec2nOWo1tPcOWC3Nr1DfLBP8iXTkPa0rjLjZ8Q/HeTJknhdOAWthQ5SFdZEUnbGvxflXPa8rdFKU+yFSRNmlayCaWkh8xxJXjW6yFM7jB6EiYA/ydlPZMHlDLxU9UAXRdAibClgXlFMcc2yLl0AOoW4PcsZP/P4dskyb5UgKQMA9+HijKZLdW4lJzh/PtiUtFTickZOcxZvQedWsWIHs3w02tv2jk1rFoOrVqFyWJFpVDQpCzL7j+PZbPWcvGE3HI6suUEWxbuIrpKpJM85KNR53ooFBIqjYp2A1tyX/Sj5GUZGPhsH550aDoq1qnA98encvl0IpXrx97yybGSYNS79zPynaHOKlPHe9s4H4usGMaLXSZhcfhSWc1Wdi3fT42mLr3msR2euqboqpFOMXRBAfSG37aSl+WqXgkhOL7jtAdpOrT5KJsX7KT94FbUayML9P2D/Xji05HMfOVHfAN9ePjd+z2OK4S47sk4IQTJl1Kdwv28LAPfTZjn1SbiwtGLjG09gTyHrssdTbs3pHy1aAw5Bg8SGVo+mKjKEYW2z07PYf+6I0RVCuf1ez4gLUH+Tky/ksFTUx++rmspDcjNzPOoXmYkuzpDFqOFH89Ov2nPfefYgl4n7OZD2DNeRaT0QWS9iUgfgTD8iYTFYzthO4skFfjh1HQBexYkt4as1+UJvduBrI8K2ytoOoA9D0zLIbUv4kp9SO3nIkVXgeQzGIW2OVLIXKSgqUghvyLpB96Ek7+1GNa1ide/C+LpL/7kpzV7mbV8J2/NWVnkdleDxWwhLTG9UHq4O4znUwhdchSfrecY6B9Mgyq3znW9DKUTBf2EgiMDqVQ3hojYAgaVQvDmby8y/qfnWDpzjbMds2DqElLiXVNWgWEB1GlVo1QSpnwURTgObTzuJEz5iK4i6/72rDrA1CdnOAiL/JhKo+Lxj4Y73Z8lSaJN/+ao1Ep0vloPwgSgUitp0asRAEe2nuCjkV8wrsNbLJiyhOfbvcHeNQed26YlpGMxWclIyuLHd+Qqz4ndZxga8xh9fB5gwdQl13zd2ek5PNHkJR6o+KRHJFNupoEPHvqcrX95JlHsWLLXK2EaNn4gA8bK1Xy9n54qDV3areSLqYysMZbE8y6JRm5WHk+3fI23B3/MM61ecxImgHOH4q75OkoTqjWqzF2jZPvjsPIh3O0YsgC454keN/W5/7WVJiHsiOyvIO9zCuqDRN7v8hSZIlLW4IBsJ6CqCZo2YN4qV5aUUQ4HbkDkyf+hR86Ku5Xw4vZq3oSrqmXn6tl44GwdqpuAo6qEyJKz6BT/XPsjbAmyVkzdEElxe3rpT9zdmh5Na6BUKKgY6f0c7HbBmXhXW/L05RSv210N8WcSebHzRJIvpVK1USUiKoRRtVElHnxzMEqlS68wZ9JvmM6loAfWHFrE48/3JTgy6Lqeswz/Dtz1cGcun0rgyNbjtO3f0tlGmL77QyYN+phDm47hF+TLfS/3d+4TFOFqyel8tOj9Si9BuhYUJIpKlYIr55M4c+A8E/q877RmGDHpPvxD/GnaoyEx1aP5dMMkdi3bT502Nfj7qxVYLTasFhuSQkI4qhAqjZJ3/n6VyvUrcnTbCcZ1fNOjBQewfNY6mnSVW5pbFu50rt+xeC82q41vX/nRKUr/5oUf6DmqM74Bnj5ye1cf5OOHpyOEYNy3T9K8ZyPnY6t+2MDZAy5tWlTlCPR+Os4diiPu2CXWzN1EUGQgj300nO7DOxY6v64PdqBlnyYcXH+E13q9S/9netOydxMmr36Lr8b9wOof5cnlpLgUFk1f4Wxrntx9hvjT8vS4zWonvEIoyRdTUSgkeo4qzXkLJcMLs8YwZuootD5aFAoFPUd1xmK2elQobwb+vaQp+0PI+977g5ZdkHqvZzSK8XeEIgj8HO7atotg2uJl51tNmLwhGCiq9aTDIzzYA1YI+ABJPwBJkhC2BERKP4cNggZC5yGpr08PISzHEWn3y6J6RaTs06QMQ+R+izDvQtJ2lsXktwBVokOLfVyhkOjbui4Ltx4GoF+b4rUO7vjjs8X8/dUKKtaJIax8CMmXZPJ1Zv95zuw/z7ZFu/EN9GHwOJcg1C/I9QWr0anR6MumCv/rUCgUPPrhg4XWB4YF8OmGtzmx+wwHNxx1jt4DPPnpSGxWO6nxadz/2sBCP9x3KjoPbUviuSus+H4dCeeS5Ay6CT9z9mCckzABmI0W+j11l3O5VovqTu3Ou0M/c64XdsHLc57GkG2k+V2NiK4sV612Ld9fiJCAnN2Wj7ptajrbplUaVOTHSb+Rkey6aVW6CbhNBhPxZ64QVTmczx772vld8OkjX/HzxW+c+/iHet6QjpkyiqPbTnpUezKuZDJ55JfUblWDfesOe2zf7cH27Fq2n8XfrALgwPqjzD33JSFRwQwY28tJmgBC3ITfFWqVx8df76xaDZswiJjq0QRHBlKxToVCr0Npwp5VB9i/7gh2m53cjFza9G/hdQpO76d3/v1PpiavBf8q0iQsxxGZrzgqQl4ghbk8jzyy5BzI+1b+TxHl9HeS3bVtlKySc6tQnIO4EdDidAQvAEmku8rk5p1uvlFm/t/eeUdHUbVx+Jnt6YUQElrovfdeBUFAQJQq4gciKIiAiiBdBQQEFJGmKKgoKEVAOlKk915C7z29b7vfH5NsSTYhYAIJznNOztmduTN7Zyc788697/v7icTtGQZNwnQaTCdBVw9J46woKxI32asQrffAuBeBhIiRy29F0jZZikD/+GWk2cHo11+gbZ2yGHRayoVkTgLg8slrzP1gEQC3L95NV67/noMIW8T9KIpXLsq9aw8RVis9Rr363NzsFLKHmIhYxnaYbBvdGP7zIOq0rca2Jbs5+vcJjAkmIu5GPttOZjHdRrxCzdZVeafaMNuyG6G3CC6WjzuX7+Hu5UbjzvY8qMT4JAzu9nSKuCjna74Q8Munf/DNgO95+d0XeW/WW1w6ftWpTXDxfLR/txUtezWxLRs0py8lqhUjJjyW1XM2sHiCLJ7sG+iDWq2i37Q3MLjrCbsTQf8qH9oCKu8Au9Bi6mnIF15vxLXTNzi+4wy1WleleOUQtHoNf83bRGyEvXJbCMGdS3e5csJZPmbplNV4OwRepiQTQxuPpVm3BrwxrjND5vXj7193UrJqUdoPtAeVAfn9mbZjPDuW7qFIhcI079HQ9Zefwzi58ywjWk1wSnlY/8NWZh+aTPHKRUiIS3ym09DPV9AUPcauvYRjZYAXuHeS7VWihiQvU2MrvU+NLWACMMkCktYb5AhNpkzhOmACHcIaAZbbsi6TtjyOWlOSzrWeBYAwHpLFQjHLiuQBq5EcxCslbVmHSVANaEpAUipfQKvrcuFngSRJj5WQbbFY+GbA907LQsoWoESVImz/fY/NcNTDx52X+spl4YnxSQyuP5LbyQmrg759i7rtamTRESg8r1w7fcMWMIFsuLpw9G9Oishf9Z9P89cbOk0D53ZCyhXE09eD2Eg5kLh8/Br9v3qTwqXzJ4s+5uHBzTA+bvEpN0Jv0/DVOoxaMgSVSoWbp8GW7wXwwye/EnFP/k2unr2RjoNesuVApRB2K4IqzZyr17Q6Le0HtOJG6C3ZDDmZlN/3X/M206RLfbb9tstpBCr6YQz+Qb7oDNo04paSJPHWF/Ko4sqZ63i96ACEEHQb8QrnDlzg6N8nAQgqEsj2pbtt/U7By9edTkPacnjTcVtweOvCHX7+9A9KVCtq8+ZzRYkqRXOU/ERmCD14MU2OqNVi5dz+C3zx+kyunr5B7TbVGL9yWLqyDdnJ85UILhyTCSXwnYfkMxUp325U3p+gcmsDnh/LOT2eQ5F8v5VzmHhE1Gq9Ru4JmFIh+QE62b4FI8TNRzx8FWvUeETCn+A7HzwGgucHYL6MMN+0bSrMN7A+7ID1Xk1E7DfYcqhEDBiPOn+MoQWSz3RwfwPJ7zskbVlwexlUyYGVplSyenvuw2KxcGDdEVtZM8jBUfeRr9C2fwvbBRWgSrMKtmHiO5fu2gImgO2/7+HdGsPoX+0jJnSdTge/XgxtPIaoh+k7lCs8v5w/fIlrZ1Lrv0FIsip0Ch4+7mksJLR6TZYrHT9rtDotpWva81GEEMx5/0d2rdhPQAF5yv3Pmets02c7l+3j2FZ5Kmva9vEYPA2oVBKVm1UgLJUVicHTQM8xr9lMYAGMiUYObTzusi/BxfJRomraYOPEjjNE3o8iX0jeNOu8/D35+fJsm+TDlZPX6FN+MO193mB637lYrVaWTvnTFhCs/HotUzaPYfC8t5FUEnev3mf7Umdl7zz5/Xhvdl/K1SnFr9fn0uINZw2jv3/5x2X/czM1W1fF3cvNaVlQ0UBuXrhj063av/YI+9el4z2bzeTaX50QRqwxU7BGvI1I3AKA5D1KzqeRPJF8PkdlaIrk1t7mOScsdyFutlyJFjsVET0a9C/ilCgueQN5QJXf4dMcZQSy00VbBeoayQbB/vzr06PKn+wXZ8Qp6BMPIWExxM2HuFny58ROQ8RMQIS/hrDKFxwR+xWYz8jee8a9Dv3RIzRl0nyc5NYWlfcoJH19+b06CCnvOqSA9Uh5VjyWie+zxmwyc+XkNe5df8DAWiMY095Z5ffld18ksHBePHw90GjtTzspOikAwcWDbFVAABeOXObCkStcOnaV7b/vJS4qnpM7z/L71NXZf0DPMREREfTs2RMfHx98fHzo2bMnkZGRGW7z5ptvIkmS01+dOnUy3CYrmfXeAgbUHM5bFYayfIazzImXnycz905kwMzeTN40mhf/19RpyidPfj8++XXwvzKGzam8M+NNQso5jwCvnb+FflU/5OHtcNx9nKe2f5u0EovFQnCxfOQt4I/VKji986xTG78gXwLy+1OkfCE++2s4KrV8HVOpJMrWcW0rotFq6DH61TTLg4vnkz3zWlelUuNyTuv07nr2rzvCV/3ns3rORgbVG8X1s7eIj0lg/YK/2b3ygJMsQGJ8EvM+/IlTu87ZEteNDlWEeQvl4bcb8/BLrrR093KjQSqV7NTWOs8DIWULMvfYVEYtGcKsA5OYsmUMc49MSSPUmXrk8GmR5UHTuHHj0lyMgoKyQcgvbj7EfQ9J2xGR7yPMN5B01VEF7kSV7wiSW4e025jPOfumWcMhZixO01kiGggD6+10PjgqneX/Askf3HrKuVSWQ3KQIsL5V3lUUpB8fCm48IsDwHQI4mba31vDwJQyopL6ouyGPK2ZBDGfIsSjNakkyQ1JUzxXWaoYk0x82Gwcb1f+kD5lB3Px6BWn9Tp3Ha8nX1AD8vvzya+DqdCgDC/0bMT/Prcnuxvc9Xy16zN6fdoFnUFrs45IzXN473uqdO/enWPHjrFhwwY2bNjAsWPH6Nmz5yO3a9WqFXfu3LH9rVu37in0Vh5BWTPXLnOxek5abbUUVehqL1SiTK0SVGxUFkklUaBEEGOXf4QxwfhcjlCGlCvE96dmUL1lZafll49fY9mXq3l1aFuKVrTnUx7bdoqv+s3nzJ5Q2wiU2WRxuqF2/kg2M/5j2mo+SK6e0+o1DPmuP5Ua2QOf+zceOqmrF61QCK3OnsFSqHR+HtwIo3NwX4a9MN4mnunubSBfkbxUaFCGMe0ns3b+Zr4Z8D2Jcc6/98j7UQQVzWcL2gDWfrcZq9n1dd5qsaYJjOu0rU7TbvJDaYGSwbz2Uc40as4s677bwswB33MyVaAbXDQfjTvXo3SNElRtVhEPHw/aD2zFS281p1ilEPIVycsnrSfwXp0RxEWnk8OcTWRLTlP58uXZsmWL7X1Wz7sLa6wsG2DDBNYHwCMqAjQV5WkqEZZxu9RIvk9mtJtZRDgk/JzF+4wkTRWde28kbWlE0h5IXOV6O1Ve0MqjSJLXEITxkEMA6WA3Y9wH5guglZOhhTUCEfMlWKORPN+Vp+dyKad2neP0btlmJykh7bRsYKE86Aw69qw+SOS9KBp3rgtATEQc5w5c5LdJK/H082DgzN4EFMjDrQt3nJ4g1RoVtV+qxqk9oXj7e1K8SpGnclzPI2fPnmXDhg3s27eP2rXlp/DvvvuOunXrEhoaSunS6bvd6/X67HmgewSSJFGodH6unZGnwguXydjY+tDG47Yb9K2LdxncYBRWi5XAwgHMOTzlmbm9ZyfjV37Ez58uY+nkP23L9O569G56mvdoxPfDf7Et3/DDVmq3rYbOoLX9zt6a3AO9QUdQ0UCqt6jMw1thzB/2s21SwZRktpXjg+x59mXv2VgtVtoPaMXAb/qQv3gQxasUteXYpARl0WExxETYRUiNCSbuXX3Aiq+cNZxUGpUtIKrYsCzrvv87zQOYMdHE1t92oVKryF8iiJuh9of1Om2rp/leVCoVnywezIcL3kVnyD0Poq5Y990WZvSTqww3/riV70/NcBqZd+TvxTvZ/vtuStcoQemaJWzbnTtwkc2LdtDhvdZPrd/ZEjRpNJrsvRjF/+g8EqSpBBlVfYlERMIaiF8oB0ySL4hYMqXeLfkg+S9AhPUg/VJ+DehbyEKTj+MZl624SnK3ILl1BHVhROqgSV1UVk8XJjAeAcMLcqK3z+eICBfKsZIHqO3/4CJqNCTJT8/CdATy7pQV2XMRJqOJn8b9wflDF1GpVS7LkwHuXLpH77Lv2y6iX/Wf71Lc0mw08/maEUQ9dB7l6zulJ637NKdvxaHcPH+Hid2/Jj46gTZvt8j6g3rO2bt3Lz4+PraACaBOnTr4+PiwZ8+eDIOm7du3ExgYiK+vL40bN2bChAkEBqYvYJuUlERSkn1UOjr6yUd6Jqz9hN8mrcTgrqP7qE4ZttXonC/TKf+X968/5NDGYzTrnjuqoh4HvZveqcq0VI3idPm4A4BcZv/LDq6esueDuXkYmLx5DDuW7qF4lSK06t3MaX9WizXNpTmoiP1cL5/xl+17XfXtBt6e2pMven7DuQPOSuQp+AR423IZzSb7tVajVdvepwRMpWuVoM8XPfigyVinfZSqXpzzhy/Z+le3XXX0netxYscZaretxmsfvMzRrSf57uNfcPdyY/C8fhQsKQvj5vaACeRq5BSMiSZuXrjjMmg6f/gSk9/4BiEE+9YcpnUf53Pr4ft0q5Gz5a524cIF8ufPT9GiRenatSuXL1/O0v0L4awei9dQJCn9+E9E9IXokfLICMijMIZOyXlDqVFhjyXdwa0rIu570BTLoEdmSFrPswuYXB27Ke2i+EVYw15DiDg56ElBWxs8h0LC75C4EhE5AGGUVWolfQMkn8mgbw6eI5E8B4GhA5LfApsnHQAWh8o46wPSr+DLufw2cSVLvljJkS0nkSSJqs0qOA2lp2AxW20BE5CuGvj1szcZWHs44bcjkJKVgEPKFaT9gFbcunCH+9ftoppHkitoFB6Pu3fvugx0AgMDuXv3rostZFq3bs3ixYvZunUr06ZN4+DBgzRr1swpKErNpEmTbHlTPj4+FCr05Fo3+ULyMnju2/Sf/ibe/q5HiqxWK39+s569qw7S4o3GeAd4YfBwdi3Y5SDGCJAQl8jW33ZxfPtp2zJHraPcghCCnx3c6uOi4m3JwTqDjknrR1IoeYQuf4kgrpy4Ttk6JRkws3eagAng2pmbqDTOv2WfvPYcS8ebdUABf7R6LZdTSRSkbFOkQiGadLHLH+RxSNpv3fcFhnznXD0XeuAig+uPwmJyPg83Qm85VX9VaFCWXuO7MHBWH7Q6LecOXuTTV6dx4fBljm8/zYy356b9onIpF49e4e/F9urqQmUKUK5uKZdt719/6HSNvXvFuSjCVVJ+dpLlI021a9fmp59+olSpUty7d4/PP/+cevXqcfr0afLkSSs6+CRPb5LHmwjjPjCdBrcOSLq6CGuUnMOjLuI0Dyys8WDcn3Ynluuo8u3Deq92crJ0Co7q2vEQPy/ttk8bKS+IBxk0eAy/O9NxiBwCvrMgaRuSphi4dYP4nxxCPgGmULtvn/EYJP0NSTsQPlOQ3Log4hfKyunuvZFU7kgefRBRycKg7r2QJDeXH59dHNp0nF0r9lOmVgmXF830MCaZ+GvuJpLijVwPtQd+FrOFoKKBHN16KoOtM+bO5fvcuSzbGmh0Gl4f/SqvDm2LRquhYKlggooGcveKvL5GqhyO/zrjxo1j/PjxGbY5eDA5sHeRFPYon7AuXbrYXleoUIEaNWoQEhLC2rVreeUV13ZCI0aMYOhQu/9kdHT0vwqcHsXvU1bZvMrcvd0wJpowpzKRdbwRWywWhr3wKeeSfdpeHdqWvxfvJDosljc/60rX5JGa3IAkSfgF+doeLByrCeX3eZi5ZwI9iw/g9sW7zPvoJxLiEuk55rU0+4oOi2FC96+ccockSSJvIfv9aMj8fljNVmIiYhkw839IksQLPRuxaGxy4CbBCz0a8s+yfUQ9iObGOftDU3xUPH0mdWfdd3+zdt5mmvdoSIOOtdi10jmgTU1CrDxzUat1VUpWL4aXnyfXzt7kvdojSEowpnlgS61FlZv5+dM/nDSqRi8dkq5+XY0Xq1C4bAGun72FSq1K8+DguJ+nQZYHTa1b2+cWK1asSN26dSlevDiLFi1yuuCkMGnSpEdeHFMjqfyR8tifQoTxICLibVlcUd8KfL+2XTAllTtCUwHMqW5+IgZhjUwVMOVE3B4RMKWHBOhAXQAsV3AaBRMxYL6JynuUfZG+KcTOlr8PlT/om8jLrRGQ8FtyKzNEfYLQhIA5VN6j+YLsXefWFnS1QcQjaTJWZhUiKa3P37/gyqnrjGor2y2snb8ZnZuOZt0auGwbcT+Kv3/5hzz5/WnatT7T+87h71/kJ57g4vmQJFkYDyA2Mv2LlNagxZRkyvTgotloZu28zXR4rzXjO03gwuHL1OtQixJVihBcPMgpaLoReourp25QqXE5m5u9yWhCo9U8lxVTrhg4cCBdu2asIF+kSBFOnDjBvXv30qx78OAB+fJlTrQUIDg4mJCQEC5ccD0dA3IOlF6ffcbOqXEUY3TUIErBzctA95H2qb2w2xG2gAlgw4/bbDeUHz75lZf6Nk93VCsn8tnq4fww8lf07nr6TU2b2P/gxkOnG+blVKKQKXzRcyZxDr9lrV7L4Ll9uXTsKucPXablm03YsGAre1bLQfj3wxczaf0oug7vyMqZ64kOiwEB5w9ftuVMOY7eFSgZTGJsEncuy/+Hm3/aQf7irv/3DB56SlYvxsl/7InPty7e4cD6oyz+fDkNX6lty6O0WqzUfbkGB9YdRe+u4+0pjy5uyKlcP3eLST2+JupBNL0ndneaUtNo1fhmYCtlcNfbzHmtFiundp/DN9CHyPtRVG9ZGYvFypT/zaJsrZK0e+fF7D6U7Be39PDwoGLFiulejLLi6U3ELbSrUSdtAMtl0Nj1PiT/hYiozyDJIY9HU04WaVQXBMtNci6ZsG1xew0St9nVzgG8xsuVcYnplLPHTEa4v2bLO5I0hSFgrSwOqimHpE5+CpM8kIVCU6b7EmV/uRRMdu0iSZ3xMKkQZkTk+5C0GaEpheS3EEkdkOE2meHGuVtOF7ErJ69Dt7TtTEYTQxuN5ub5OwDM+/AnhLA/fd655HzzPfHPGbwDvIgJi00zBZfaYDQzqNQqVny1loMbjgFyImSp6sWYsmWMrc2pXWf5sPl4LCYLvoE+fH9qOn9+s55fJyzHJ683n/81Itu9lXICAQEBBAQ8+n+jbt26REVFceDAAWrVqgXA/v37iYqKol69eo/Y2k5YWBg3btwgODjnmCk379GIncv3YzFbKFY5hKCigez586AtsE+ISeTs3vOUriH/P6jUKqfkYzdPgy2o0Og0TpVguYFilUL4fM2IdNenTOmc2XsetUbNC683ctnuhkNFHBJ0HPQSv05cya0L8nXgu49/Jl8R+7Xr0MbjxEXFYUwyywFTMqYk+yifVq+hXvtaxEbEkifYn5vJ+0rBUZ9NkiS6DHsZJBVNutSjUJkCjH75C45sPkGR8oVs2kMAN0JvY3DXkxifhEarptuIVxjzxwfyuc3Fulxzhy60JcFP6zObH0O/Jj4qnvvXH9JlWAebrEJ6WB2u7zHh9iR8Dx93Pu8yHavFyuZFO3D3ds925fNs/xUlJSVx9uxZGjZ0fSBZ8vSmdtBUktwglVmspPIG38mISKMcVGlKI3kPRZLU4P8zIm4RSAbZVsTkIJglBQEx9oAsR+IOmsrA386LE1aBKqMEuQTkZHGHH6LKXz5W426EoTWSpEWSdAj319P18XMp7ZAeSTshSfZPwnweEf8LktfgzG+fDlWaVrDbLXi7OeUbOBJ+J9IWMAGEObjEuyLqYXSWpanp3XUMnvc2Z/acd1p+/vBllkz+k4ad6lCodH6WTF5lm3KJvB/Fuu//5pfP5ErRiHtRLBq7lAl/fZI1nXoOKFu2LK1ataJv377MmydPpb/99tu0bdvWKQm8TJkyTJo0iY4dOxIbG8u4cePo1KkTwcHBXL16lU8++YSAgAA6duz4rA4lDXXaVue7k9NYM2cTq2at5/LxazTtVp9tv9k9Mc/uP2+rHDp/6JLTFFT1lpW5e+U+kfej6DW+i5NP1/OARqth6t9jObnzLHkLBaRbhfjygNbM/+gnAKq3qMzvU52LYOKjE5zEVQqVKYC7tzsekkT9DjXZ/edBVCqJHiM7kRCXyNWT12nWoyHu3m4MqDnclkAeUq6grSISwOCpp1ydUrR4o0magG7yxtEkxCZg8DDQp/wQW2BXsWFZPvltMMe3naZcvVLPzQOSxaGoxmoVePl7MW7FsAy2cGbQ7L58+tq0NCOu//yx1+m9U4CcTWR50PThhx/Srl07ChcuzP379/n888+Jjo6mV69eWf1RNiSvoQgEWG4hufd0TlBOaSOpkPy+TpPrIKkLIHnLNyGRuAkR6RA0aUuDcUfqXeUw4iFmVNrF5sNknOdvkfOUDHavIhH9KSTIORQkbkTy+1YWujQdB/SgLgwWhxFDfXMkz3cy31WVs3GlpMqaqQLvPF7MOTyZ84cvU6hMASeBSYvZQnxMAovGLOXM3vP45PUm6kEm8uYcnNKzgqR4I3/N24xaq0alUmG12i8iq7/dyJIv/iSoaKCtOiYFtVqFVqfBlJzL4q741qVh8eLFDBo0iJYtWwLw8ssvM2vWLKc2oaGhREXJ1U5qtZqTJ0/y008/ERkZSXBwME2bNmXp0qV4eeWs6atCpQuw76/DtumJncv2UbB0fm6G3kalkmjQUa4aNCaZuHf1vtP/SvUXKtGkS/1n1vengc6go3qLjPMBX/ugHbVaV8GUZGbzTzs4vCmtCviti3cJLpaPeu1r0vmjl233iNF/fMCZPefxDvAipKyz6Obmn3c4Vdg2fLUO0fM222xQEmOT6DOpR7qBj5unG2vmbiImPJY8+f1o1bsZr49+FY1WQ9EKhV1uk1vpN/UNPn1tGpH3o+g7+XWn/KWFY5awZ9VBytcrzcBv+ri0RqneojJFKhRK89AJEBgSwP1rD/Hy87BpWGUnWR403bx5k27duvHw4UPy5s1LnTp12LdvHyEh2edALElushp4ptpKCJEIxuOgKejkn4aUyk5FnfmciKzFQ+7L4+pJpSFjcUyRtAP0zSBpq6xCnuQgspe0XW4TO88++ma5AIb2kLgRNEWRvMek3WkGSLqa4DkEkbgWtBXBPevm6D18PKjarKLTsovHrjCi1QQnmxOA4lWKcOXU9XRF5QCngMmxjPjfsNtFYqgkYXMhv3vlPk271uf49tOYjGb88vnQ8s0mBBUNZPHny8mT349+X77xr/vxvOHv788vv/ySYRvH6VU3Nzc2bkwrKJlTCSoaaMuXsZgt6AxaBs3uS+maxW035NHtJnFki1yBWb5eaV4Z3IZGr9bN1P7vX3/A1P99S8Q9eUSqYaenp4z+tAgpJ6d8GJNMrPtui2z462lAo1UTGxFHUryRO5fvkRib6KSyrVarqdjQteZctRcqkSe/H2G3I3D3cqPRq3VRqVX8lJw87uZpIG9BOc3BYragUqucHtgj7kUya+D3toD4RuhtNNrcNYWaWYpVCmFh6Mw0y1NyuUBOqyhWuQjt+rd0uY8CJYOdgiaVWkXnD1+m+8hXuHT8GgVLBeObNzsdO2Sy/AwtWbIkq3fpEiHM8s1clRdJk74hobDGIaLHg+USkls3hK4uRPRMzmPSg9/3SHr5aU3SN0J4vCUHBdoqSN5jENoqcoK09RaoSwBuYDmRvQenLgCWtBF1Fu2cFA0nSVcTEfGWLFSZGm355BfOo1WSR08k36lP/OmS5zuPNzr1L/h14oo0ARPIP87UGkySCkQ6MVSV5hU5lJyHlNWkVisoUbUoH//0HtuX7qZeh1r45vWh0at1M30DVHj++Pin95jRby77/zqCELI69pWT1203l4S4RFvABHJhxOP8v3z7/o8c2yZLFEx6fSbVW1ZO4/31vFCuTim+Pz2DG6G3KVu7BA9vR/BW+SG29ZZ0tNlcsWa2HHiXqV2CDxa8S5FyhShcpgBarYZbF+7Q+q3m+OXzZfmMv5g/7Gc8vN0Yt3KYTYXcahVOv//0dOFyOztX7Of3qavIFxLAoG/7OomxxqdS886oQnDgzD4Y3PSc3htKtRcq8b/Pu6FLVn6vUD+trVd2kePDWiESwXIH1AVsVhxCWOVqOeMuQA0+05DcXnK9fdwcSPxTfm06DXgDkclrkxCJf9qCJgCV1zDwGoaw3EKE9wZrGJL3MARuEPkOj1Xe/yRIns72J1mNoS2SphRoSoCuGkQNd93OLdl3ya1tcj5T8g/afDlDIdGchLefZ5plkiS5vDilI7UEkG0BkytuhN5m8WfLMBnN7Fp5AC8/T5fKwOkhhGDbb7uIi4qn+euNntub33+JPMF+9JnYg/1/2VMHHP0OzUaz03RyfHQCkQ+iMv3U7Wj3YTKaMCaZnuv/m3wheW3aPh4+Hrw++lVWfL2WAiWC6Dk2rWSBK07tPsfiCfIISdjtCHYs3UOR8V1Qa9R0HW7Pi0tKSGL+Rz9htQpiIuJYMGIxX++eAMjntf+0Xvw0/nfyFspDn4nds/hInz0R96OY1P0rTEYz5/ZfQKPV0rhzXYpUKERw0XzU61CL6i0rc3jTcUpWK0qbt9M3dXf3cmPQ7L5PsfeuydFBk7DcQ4R3k0eFNKXA/1c5qdtyKzlgArAgEpanGzRhjXR8gz1gSlnkOrIV4X3kKjxARA6Wg5nsDpjU5eS8q6iPwfTw0e0fe/+lwXgUgRXJoydCqEEdApaUUl0VYJVV0FNMd60PEQ7TfMJ06vGSv58hvSd1JzYqjvOHLtn0khynaRyn3Tx93YmNePY6KIvGLHEK4DYu3EblpuVx8zCkv5ED8z/6mWXT1wCw5Zd/bBdohdxN0QqF6T2hO2vmbqRQmQL0cFARX/3tRqfpZO8ALzx9PVztxiW9Pu3KsW2nbarZy6etoc+kHlna/5xMr/Fd6DW+y6MbOpBaLyv1+xTUGjU6Nx2JcbIWoVuqYPSVwW14ZXCbx/rsnEhcdDwbf9yGu7c7Ld5oZLNOS4hJsOXYAexcsY+/F/+DwV3Pl9vGUbpmCb7YMIqkhCT0bk9PzuPfkLNrGBP/sssBmM9DYnLllSqPXOmVgsa1UzWA5NFH9lMDUBcCUiXSJm1AWOSKKiGMCJGAsDy0BUwy1mQj3/TIKrdlIyLqEzm/iKyem9WDJRSs1yFxDSL2ewh/TQ6YJB/w/BDyrELymYwU8Kc910tbRZZlkN8gGVzPN+dEvP29GLVkaLqO8C/2bsYXm0ah1qpzRMAEaUe8dq3Yz0fNxpGUkMTOFfsfqRx+5G/71PGZvedJiEvP+kcht9FtREd+vTaXyRtH2/S7IK3NSv8v33is3JigInmdRl9P7jqbQWsFgMpNyvPSW83R6jSUqV2STkPbumyn0WoY/fsHFK9ShCpNy/N+DhgpyQ5GtPqcOUMWMq3PbGa/b6+0zl88iPYD5GIjdy8DxmQNqsT4JEa1m8SNZEHh3BIwAUgiPQ+IZ0R0dDQ+Pj5ERUXhpd2JiLLPN0t+P9pGQITpAiJ+MZI6H3j0sU3dQbLNSuJfgAoMbRAPO9hzhLSVwXQWsBuxSgGbwHwFETUYRBJ4DobYmWT7yFK24AnakqBrBIlbwHIGOTZOlcickgCejOT5EZKn6x+0sEaA8SBoSsgK4jkcs0keCs6T399mj7Bz+T6+G/6LkxaTX5Av8VHxLk15nyYGTwMe3m6E3bYLrfoH+xJ+J9L2vnKT8jZrjDfGdXapfAzw3bCf+f1LWZurXL3SfL3r8+zruAscf7/e3t6P3iAXk1OONSkhiSlvfkvogYs0fq0ufR9TBNFqtTKk4WjO7JWvkX0nv07nj9pnR1cVnkOMiUbauNtHJouUL8R3J6c7tYmLjufB9Ye8U+Njp1G5Wi9VTVdCZf/aw1w+cZ36HWs90tT6SXjS32+Onp6T3NqA5TbCdABJ39QWMAFI2pJIPuNcbieiPoTE9fKbpN1guWpfab6GY8CE5AnqEETkQBDJGhCx34DbG5DwQ6o9G5BNez1B0skedhlWqLkDT3kEQ1MUVZ6l8muvAVijJ6XSWJJAFQjmVHoW6VQKCvMVROwcULnL1W85HIvFwsg2Ezmy5SQarZoRv75PyarFqNOuOvU71qJPucE2rabYiDhZ1fsZotKo8Mnjxb1rdtX3IhUKUa5eadbN3wJAvsIBTl5iO5fvSzdoemvy65SqUZzYyDiaZbPIm0LOQO+mZ/TStG4Lj+Lh7XC2Lt5JUNFAJm8ew+6VB/AN9H5kCb+CgiM6g44qzSpwLNlyqtZL1dK08fB2x6NCYcav/IiRbSfZ9O+MiSasVmsa4c5tS3YzsftXAPw+dRXfn55BnmA/cgI5OmgCkDz7IpH5IU1hvghJDtpKxp3g/jrEJwdAhhcgYZnDBrGydYjkOB1msOsV2XDDrs4dC0Il51mZz5E+z2DKx2oPhoQ1ymk0CSTw/AhipwDJIy6aMkiGF8HQzuXuREQf2xSpsNxD8puTTR3PGm5fvGurJDKbLHz5v9kkxCZSqEwBZvzzKV/vnsCy6WvQ6rQsTSVy9yywmq1OAVPlJuVp2q0BX78zHwAvP08kjRqNTmN7QitXx7WxJciJ7o07Z14JW+H5RgjBoY3HUKlVTsFQYnwSQxqM4u5V+X+v35dv8OpQ19cABYVHMeGvEWxfugd3bzebdpgrarWuxvuz32bBiMXExyRwbOspepUYyNyjU/HwsefhndxpnyKOjYzjysnrStCUHVijJ0L8QueFurqovIcj3NqDpEXSlMBquWE38dWUROAuq4qbPJBHjmJS7VlNWjsT6yMCpvTQA+k7qQOgbQ6mPS4+MxNo7FpFIu4HhyRvwK0nkqR3ErmW3LsgubtO+hTCJCfdp+C4L6d2RlmmQTKA/oVn6o/mH+SLl58HMcn2ESmmmDfO3eKPaWu4f/0BHj7uXDh8BYs5502/Ht9+mrP7ztsSe2MiYomJkG0DNFo1/b7sRdv+LZ5lFxVyEV/3n8/a7+QRyxf/1xR3Lzf07nrqd6hpC5hAtgxSgiaFJ0Vn0NGyV5NMtW3brwWHNh5l95+y19/dqw/4/cs1/O+zrphNZvauPoR/kC8qlYTVKggo4E+p6jknLSTXBk3CfBkRI+sFSV4fy0ne8T/ZG0h5kLyGQnKll6S1C5RJfotkGQJrOLi9AglLEIkZjDpoG4Apq5TBNTwyaDId5IkCJgDzBawxU5A8PySNB0jCCoT/AlAXkxPd1UUR6qKQjoGuJGkR7j2Tv1cV6BphDesOKh8k77FI6iAAeWozWQwT9/8heafvF5XdePh4MGXLWNbM2UhigpGti3fa1q2cuc6WiJiTMabja2c2WShVs/hzK4CnkPVsW2K3XNn88w6boOu1MzdszvEgjwD8l4iPSWDOkIXcvXqfToPbPpash0LmOLjxGKd3h6JSS1RpWsGmTwXOPn4gi/wCfPraNPauPgTAi282oULDctRsVcVJ2+lZk2uvviJykFxRBwjLbVQBqxDqAmBJNj/UVUJyd533IUkqOVhKxuokS+AC662M16sKgfWG63Xq8snJ2CkBTGZ87B5t85Eu1tsQ9z1oSiJ59EEkrJaXARCLZNwLAasRSXsg6kOIeBOhKZss55C2TFnlPQrh1gUhqSHsVXk6E7mYUPKbgxAW5+nQpG1A9gRNCz75ldXfbqBQmfyMWznMyS7FkRJVizJkfn/5dZWibPl5B2qtmguHL7tsn9PIWygPL73VnEXJysKOhN+JcLGFgoJrStcqwdHkiktHBfxrZ27Se0I3jm07Rb32taj5YpVn1MNnw48jf2PDD3LqwundoSy+Ohu/fL7PtlPPEUsm/8mCEYtt7xd/toz+09/EP8iX2m2r029aL078c4bEuCTyFclLj1GdOHfggi1gAjiz7wIf/jDgWXQ/Q3Jt0ITlvv21VX4t+S1AxH4LkgeS16DM70v9CGdzy8WM1xvaQ7yj15WELUhy9Gp7IpK1kx4TYYlAstwC6z3n5dYoJPNlMO61yyiYz8pmxYamqfbxADAhaUuCNRYh7O7SKQKckqRGaKuB6bC8XFfjsfuaGS4dv8qSL1YCEHrwEr9+vvyRQmdmk5kjW45z+YTracWcRt32NanzUjVqt63Okc1pVecrNChDrdZVn0HPFHIrY5d9wMqZ67l+7hZXTl7n6qnrAOQtmIfPu8wA4OGtcGq+WIX7Nx4ytsMUbobepsN7rZ9rraawu/aHD1OSiejwWCVoekwe3AxDrVE52c6ksGaus02R1SqYPVguSCpXtxTT//mUP+4tIOJeJIGFAwAY3e4Lp20yyt18luRsnaYMkLzeR+6+CsnzfXmZpggq36lIXoMQkYOx3q+HNebrR+/LMRhwWpFWUTptm0BI/C3VQgGqMsnJ5UbSTJM9DuqSoCkPqsyUXKZMsRkgdjIiagzOUgNuEP8jIqwjCMcpIDVoCjkfQcIKxINGiAdNsMZ8jaTyRPJ8T14peSB52oNSye87JK/hSN6fInl/+gQH+WhUalWG712xevZGDm1Ma86ZU9m76iDh9yIxuOtYM3eT07p3v/4fX24bh86gS2drBYW0ePh4ULhsAbb9tourp66j1WkY/+dHhN+NtLXZt+YwFrOFXz9fzsWjV0iMT2LJ5D9zzcPGk/DaBy/bBEBf6NkojRmvgmzPM7bjFLrk72sLeFL4bdJKuhfuT7eC/Vj3/d+25Q9uhjHj7bkkxadKg3BIcz2z9zzhdyIxuOsJLpoPtVqNMcFIpIORemDhAN6fmzM1rXJv0OTeAylwD1LgXiT3rk7rROw82U/N+hDivk22T8kAQ1uQ8ie/SRG/VIM+E0KO4j5YXRjrWs8BWVDObgkF82nXU4T6xk6J3/ZcqURAgPkE9uPRY8+TsgBGJK9hYGiD5DsLSVPCadcidh62gCtuHkJYkTzfQwo8jBS4z1n+QeWJ5NEbyb0rkpQ9g5dFKxTmzc+64h/kS+Um5ekx+tVHbhMbkZmp0JzFojFL6VN+CGf32b0HX37nRTq+95JNZTeHSasp5HDO7bePdpuMZoQVyte1P8WXrlkctUaN2sGaBUjz/nmibO2S/HZzHr/dnMfHi9571t3Jkaz6Zj17Vh0k/G4kK2eu4+DGY7Z1v3z2ByCPIP02cblt+fhOU1n3/d9EPYhGrZH/f8rULkmr/zWztQkulg/fQGddJDdPNzq81xpIKXh5A60uq0Sjs5bcOz0HSCrXOS2pp7NE4gbQlJVzmQBhjZHzcNQFkXRVIGGVHPxIvuD7DZKklRXHTScQiSuevIMinkxVyz0ukjd4DkZyf00W7swITVEkz/4IVT6I6ANCrgyUtFXArR3EfImIXwyYZemBFNTBYLmS/DrI9t1JqmeXkNdjZCd6jOz06IbJtHv3RVbOXEdsZO4KnhxFLgEadZbNV+Oi4xnVdhJn9oRSp10NRv8+VEkKV0iX03tCObLlBIEheZ286U7tOsegOX0pXrUoCTGJtmrMju+34frZm9w8f4f2A1s7jb5YzBbWfbeF6PBY2vZr4aRInlsxuOsxuOceJeqnTWrzYqvZPmuRt1AAty7Ienf+Drmlty7ctb328vdk8bU56PRarFYrZWuXJOxOBK37NHMZEA34ujcdB72Em6chR0+VPpdXXMmjH8J4HMzHASGPlGBB8hqGEEmyn535PCAhvMdB7DS5nYiEuG+R/OUqPNlzzSHokdxAVx+S/ibzU25uyCNO/9LBWhUEbh0BE5JbVyRNYYQ1Ll0ZABuSB5LhRTnLyv9XROJ6eVRJ3wgR/jaY9gIgjPsgYCNS8jSd5DNZrk4Uibbpz9yGX6APv92cxy/j/yA2Mo6dK/cT/TC1nETOxifAi8qNywOwbv4WTu2SZS72rDrIn7PWkyfYn0qNy+UYDROFnMGFI5f5oMlYLGaLU8AEcGjTMfp9+QYdBra2Lfv6nfn8NW8zvnm9+XT1x5St7ZxPMmfIQlZ9uwGA7Ut3M//4tGcqLaKQ/XQY2Ipj205xbv8FmnSu5yRa+emqj/mk9QTuXXvA1VPXObM3lHJ1S9Nx0Ev8/Kk8CtVx0Evo9HJwpFKpeKlv+ma8KeQvHuT0XgjBgXVHMJss1GlX3Tba/ix5PoMmdQD4fYt4YJ9CwpjsEG6+Yqu6A5Fc+eVoM2L/SiRNMYTHmxA3L7l5kpzLY2iFiPsFzMdSfbIK9O0gyVG+IBLURZODm8wGTg6J5ADqMkgBy2xWMcJ8HWvCaoidS4ZWL5I7kpeDDY22NJK2NADWsFfB5JhsbE6eZkwOmtT5kHy/zGR/cy4Gdz1vTX6dC0cu2/RqcjqOQpalatqnTXVuzvlM33+8GIvZgl8+H+YcmaoETgo2zu2/gCV5ZMAxYAIoX7e00/vLJ67x1zzZ1zPyQTSD6o6kUOn8TNkyhoACeQA4szfU1v7qqRvExyTg4Z3Kx1PhucLDx4OpW8a6XKfWqGyivPHRCfw+dRXjVgzjjXGdady5LpJKlcb6JC4qjuvnblO4bIFM/+/MHvwjf34ju3s079GQ4T8/RoFXNpFrc5oeiSoAtHbtDZvRrLqgbCOSgro4TsnSUp5UO3JMpLYiYr4Ew0uoAn53kfNkBfd2oEpVjWe5guuRqfSi5lRtLefspf7G44iHbWW5gEdV9Xl/iaRLqz8ihClVwATom4C2Ypq26SGssYikXQjzzUxv8yxJis/iKdJsxGw0o9VrKVQ6Px0HvYQx0cjO5fsoXLYALXo1Jn/xfJSuVcJ2U4y4F8UpBwVdBYWqzSvi7u2WZrmbl4H3vn2L+9cfMO/Dn1g8YRkz+s1N0+5G6G2Wz1hre1/fQeW5avOKSsD0HPDgZhg/j/+Ddd9twWp9vJkQT18PdAb7FJvjdFpIuUJpAqYHN8N4q8JQBtX9hH6VPyQsk9Ipu1bst73euXzfY/Uxu3guR5oAWa3b0BL0zZC0FZH0dQA5aRn/XyFxNagLIUynnLdTOc+1Sm6dEPFLbblAGP+BhKXg3gPJ811EknOVExFvgxTgokOugiaLi2W2jmAfmdIAcr/kz8ukc33MaIS+jnzMDkiSFqFvYhekdOsmi1VKmYuhhTUWEdYpORg0gP8iJF3OLoUvX78MrXo3Y9PCbfjl8yHMwQw3J2JKMnEj9DbjX5lKkYqFCT0gB8jvzHiTYT8OZO+aQ4xpPxkAnUFL8SpFnmFvFXIaBUvlZ+6RqZzafY5jW0+xadF2ADoMbI2kkvio+XhuX7qX4T48fOyBUbcRHSlRtSjxMQmK7MVzgMloYmjjMdy9Isv13L16n94Tumd6e58Ab8b88QHLpq8hMCQvb32RsTzFzuX7eHhLlqm5d+0Be/48QLt3XsxwG4CydUuxc5kcLJWrmzMkCJ7LoEmYziDCOiOX++shzzKn9ZKmMMJjACJ6FCT84bDCA8lzQKq2xRFen0C0g2CjVS6NlLTlwPszRMx02b9OXiknlWvrAUIW27S6Go3xIGOhy5SASQdeHyGpvBBJ/0B8asFDHyAqnV2EIcxXkHRpR5Ak31mQuBlUHkj6Ji43F0nbEQnr5aDT43X7CtMRe5I4iYjEtTk+aJIkiQ++f4ch8/sxtuMUwtYctq2r0aoKhzYce3ady4CkBKMtYAL4Z9leXnm/DXXb1eCz1cM5t/8CddpVp2Cp/BnsReG/SHCxfAQXy0eLno1p8/YLqNQqytQqSVxUnFPApNaobaOWlZuUJzoshuJVivDqB7Ktypl95xnd7gtiwmNQazVYLVbentKTTkPaPpPjUvj3RNyNtAVMAGf3P76eYO021andJnNK6qmvTwUyeb36eNFAytctjclopt07mahmfwo8l0ETxgPIARNAEhgPIEynEDETQfJG8vsaLLedAyYAbQ3nqbtkJLd2iMS1YNwFmtLgIHEguXcByR0R9UGqjSRQFwBDa4j53KE/gFs3sFyVBSZtqHE98mSUq/s8eiEiPwSRKkDy6CHnaSWtd/1dmA6CQ9BkjZkBiRtAWwXJ5zNbnlRqhOkCIuJdwIxIXCnnR7knq6iri+CYIC9pSrvcR05EpVLh7mWfttBo1dRvXzPHBk0GTz2+Ad42nzDHBN06basr9g8KmaKcQx6Th48H9drXZM8q2fury8ftSYxNIqBgHl55/yVUahULRizm/XojqdK0AldP3yA6TB5pT8m1m//RT7R790Vboq9C7iJPAX/K1inJ2X1ysNTwlTrptg2/G4GblxtuHoYn/rxaravywYJ3Ofr3CWq8WIVqzStisViIehCNT17vdBO89W76HBecP59Bk64m8nSWCdAhtFUgvKv8XsQgoifKwY4TWjDuQIR1AP/FSCpf2xpJ0iH5/4Cwxrm0GpHc2iEkD4idJU8LqoPAmOL5tBznBHCtbJBruYww7pfXqfKC70KI6GqfBnTEmvJEkDrpW4+kbwqe/RERSWDcmnbb2FkIVSCSW1tE0m6ImyMvt1wBbVnweDPtNiAHdQ6fJyyXbPpkkqYw+P+ASFyHpCmbrl1NTqXvlJ7EhMfy4EYY3Ud2omnX+nz9znfPpC958vsTUq4gl09cJfJ+Wvscg4eBGbs+Z938LfgG+tCm36MrUBQUHsWYZR9wbOspvPw9KVW9uNO6ncv3sXSKXMxy+cQ1StconmZ7g6cBteb5TYl93lGr1UzZMpb9fx0mT34/KjQo67Ldt4N+4M9Z63HzNPDpqo+p0rRCpvZ/+9LdNNIBrf7XlFb/k10nosNj+LDpOK6cvE7JakWZunVcrsmTey6DJklbHvL8DsaDoKsFmpIIp5x3DRjaQMJaMO4EdUhykACYL0DCavB4I+2OjQewJq5Lnq5yXq8yNEPoqgICETvbwTw4VYKd93gkbSmEykHnxPoA4uenCphSRnJUSJ4DEeaLIBxHq7oiebyJpJHdn4W2kuugScQioj4GQwsQqaYDRQamwLo6cpK85RJIXkgGZwd0SVcTSVcz/e1zMAH5/flo4UBO7DhD0YqFAWjarR7bftvzVPth8DIQdjucsNvhVGpcltjIeNuTfAp5gv0IyO/PG+M6P9W+KTzfqNVqqreobHt/6+Idtvz8D/lLBGExOY941325Jhq9hjN7ztuEVfOXCCLsVjiBhfNm+DlRD6Nx93bLsUKF/2UM7noad66X7vqwOxH8OUuewUiITeS3SSsyFTTNHbqQ5V+tRaNV8/FP79GkS/00bf7+ZSdXTsqWPheOXGHH0j2ZkiTICTy3jwqStrwcVGjLIUlauXxeXVAWufQeiyTpUPl/j5TvrKyM7Yg6X5r9CdN5ROS7kLgKEfM5In658/r43xD36yLu1wN0IKUTNSeuT9kAp4BKGOUKNhsp1V6q5Eq1vThO8UmaooAVEb8EYb6I5N6R9GNgIf/pm4E++R9TUwHcu6XTXhaxlPIsR/L/DSlgI5K2TLptcxuRD6J4t/owPu8ynf5VP2LzLzvYuWz/ozdMQYJM5sxnSGKMPaH/zN4LuHkayJPfWTbgox9znmGlwvNFXFQcQxqO5pfPljGl1ywiH0RTsaE88lCmVglKVC3CuX0XnJToLx65wsQezhZVCXH2/2chBF/0nMmrgX3oEfIOV5I97xRyNiajidWzN/LHtDUIITB42MU//VNJmriquEuMT2L5V3LVpdlk4fepq9K0AfDL5+P03jfQx2W7nMhzOdLkCsnworPidcpySQWGF8DzQ4RxF5Kurst2wnQUx5wjYb7saKeDiJ2JLQhK+B0pYAMicojdyDYF406EMMoaUO5vyCNSqkA5AV1TDJGwFqI/ctjADLFTZFFN25SjGiHlgYevIFfSGZDyLIOAzRDWCUS4w/YGJO9xSJI8Hy35zUYIc6bsTiSVO7iQLJCPdx4ibg6ogpD85iQHcbmD07tDbZUcpiQTSyatxGzKqJIxFQL+rZOJT4AXeQr4c/m4LE5qNpqJCY9FUtn/q5p2q0/xykX+3QcpKDyCO5fvE3HPnit54chlpu/4lMT4JAzuenoUeSeNOjTA/WsPAYiPSWD4i59xdt8FytcvzaQNo7h1/g5/L94JyJIYf3y5mmELBwJw88Iddi3fR0j5QtRtlz0G3wpPxox+89i8aAcAe9cc5NNVHzPz3e+IehCNOclMYnwS4XciGNlmIrcv3eOV99vQ70v7rIvOoMUvn4/t/ykwxPVIZJMu9bl+9hZHt56kxotVqNc+98xa5JqgSSRuRcRMBpUnks/kNF5p/xbJ820k3k6/gemc83tNYef3qrx2DzoRjYibh+TzBSL8TWffOHWILfla5T0K4fURIuEvuZJPUxw83gN0OCWOg+yl5/cbkmkv6GqD6STCJj2QCMZ9qDzewOq3EMI7y8skX/D/2SZoaTtWh4BJxK9AGHcg6WohufdACDMi6hM56V1XF8nnC9lWxgFhuYuInSa/sVxGxMxA8puZ/neXQxBCMO/Dn/hn2V5UahXW5BtBwdIFuH7WhbdfNqHRq9HqtbaAyRG1WsWU7WMwJVmo0rT8U+uTwn+XQmXyU6R8Ia6evoEkSTRI1mRKsRhJiHUtcdJtREcA/v7lH1tC8endoWz7dRfVWlRy+o355pXTESLuR/F+vZG2xPJhiwbSomfj7Ds4hcfi1E77fe70rnN4+Xty87xsl7L99z0ULJ2f+zce2pYtm76Glm82oWiFwhiTTIQeuMiHPwxgww9/4+HjkaEUwRvjOufKtINcETQJYUFEDZWntCwgosYi5Vn8VPsgqQOclJYkbaobms+XEN7FnjcUvxi8RiDl+R3xoBG2USpdE6zRE8F8FsnQHnQ1IPoTQIDpGEh+yQFYqpu4thIqfRXQV0GYziLM17FX3GlBJ0vcq3RlsOb9G8LfkPORwjsj/BYg6dI+0YmkfYjo4fLrxPVyors6LyT+KTdIXAO6uuCe2hxXhZOOVDaZ9GY1+9ceYfmMv2zvq7WoRNt+LanVugpj2k/hyN8nMu+O8xjkLxHE7Yt2TyZzksU20uWIWqumesvKFKtUJNckRSrkfvRuer7a9RkHNxwjqGggZWqVdFrfY1Qn5g5d5LQssHCATWfHUc8JwMPXg6AigXz803usnr2BAiWD6TlWLha5fuamLWACOPnPWSVoykHUbVeDFV/L02t12tUgPto57zU2Mg69wbnievmMv/D09eDkzrOcP3QJnUHLZ2tGUK155sWScxO5426HFYTJ4f3TV3cWhjaQ+A+ICCT37khae0KciP8Noj8jtWSAiBqJ5PGm83LTfrnCDpKr5/Q43aktd9KOTLl1BHc5YhfmS4iwLsjTcpKcEO7Wyak/kuUqwnIpuRMJiLj5LoMmLKnyDGK/Rng5SycI0ykknIMmSR0I3uMQsXNAHYzk9RG5gaQE59G76i9UouEr8lN1gRJBHNlywtVm/wq1Rs38E19y68Jd3qk2zPbk7QqLycL+tUeY1mc2Y/74MMv7oqDgil8nrmDVrPUUKlOAkUuGpFnfaXBbarepzp/frGfVrPVoDVoGfN3btr5ptwZcOHKFI1vkcvJGr8rl6826NaBZtwZO+ypWOYS8hfLw4EYYkiRRu001FJ4+K75ey48jf8M3nw/jVw6jWKUQAPpP70XlJuVJSjDSsFNtVGoVTbrUY/vSPQQXy8erQ9th8NBz7/oDbl24i8loZuOP25z2bUw0sXHhViVoepZIkla+Scd8DpInkteIR2+UhQjLfVmywBoOqGWtppR1QiCiJ+LSAy5xFUJXF3QN5OkuyR00RW1Bk4xjAKgH6z1QF5JFMZEVySXP/vYmxuPYFcEFkjoISVcZJ9QFcdJ9StqNsEYgqVJ5kxlegJgvbBYtYAJ1CdDWAtMBeVHCrwjDi0j6uk6bSu5dkRz0qnID9TvUpH7HWuxZdZCAAv7cuniXO5fvySKAqYwiU1Br1FgslicegbKYLcRFxnPp6FWXAZMkSbTu05z1C7bY8qSuns4d1jQKuZ+rp2/w46jfAAi/G8niz5Yx8Js+adoVLBnMwJm9eWPsa2j1Gtw87VpnkiTRpEs98pcIonqLShka+Xr5eTJr/yS2LdlDnvx+1O9QK+sP6j/KzQt3OH/wIhUalMmwqjE6PIa5QxchhODulft89/HPTFo/CpDPZb32NbFarXz/8S8c236aOm2qszrmZwzuetu5nfDXJwC0cXetIq5W54rQ4onINUcmub+WpXpAwnIXEb8ESeUP7t0zTow2HUsOmAAsiKR/bEGEJEkIlRdYU4KfVCKVpqNIft/JJsGqQBBxCONRsN7FGQlIAtMhkLzBaxSSOhjJ0MK5ma4GSJ7JgY42OUE81Z7UwQhtVXlfcifkfKtUQZOk8kf4zIDIdwAzqIsh6aqB9SVEStAEcpDnEDQJaziYToOmjDydl0vQaDWMW/4RX/b+lo0Lt7Puuy0c3nScny7N4pXBLxF+J4LNP+9A76ajWfeGaLRq6rWvya6V+/l1wgqX+9QZtBgTTS7XpXBm73kObz7utCwwJIDWvZtTsVFZKjcujxCC9Qv+BqBNLim9Vcj9pA7kU5TB08M7j1eaZce3n2ZYi0+xWqx4+now79jUDG/ap/ec5/uPf8ZssnDs75MMntfvyTqvYOPS8asMrj+KxPgkvPw8+PbQZIKLpq0CBzlvUq1R2YpftC4ESrf8/A9/TFsDwIXDlylZvZjLpP2X+r5gM9R1pOGrtdMse17INUFTViKEGRH+OliuywMIlhtI3iPT30BbHiQPW75S6qkuyXcWIuYLkAzg3h+iBoFIFipMWA2eg5G0KeJheRAefSHmM4cduMsGwynTZSIaya0DkqOWU0pTTWHIswKM+0FbyWG/qdp5voeI7C9rMembg7qYy3YqQ2NEwDpZVVxXE0nlidA3BpW/HChKvrJUQcp3Z7kj+85ZH8rr8vyBpAlJ/7vLgVw5dcP2+t61ByTEJODh48Gti3eIeiCft+Uz/mL5gwXcuniXMrVKYPDQkxjnMCoowYhfBrF2/hZO7DjjtH8PX3cSYhJtN6Txnb50Wl+sUghfbBzlJPw29Lv+tOrdFIOHwTZUrqCQ3RSrFELX4R1Z/e0GCpbOT49RnR57H4c3H7f9r8dGxnF23wUi7kdjNpopXy+tW8Cy6WtsN+y1322h96TuePunDcYyS3R4DIlxSQQWcuX5+d/gwLqjJCabksdExHFs6ymC+7gOmjx8PPjwhwEsHLMEv3w+vDP9zTRtYsJjnd475qE5MuDr3jTt1gCz0cySL1Zybv8FGr1WjzqZtFfJjfwngyasUc75PKaTGTaX1AXAfykkbQVtBSS98zy9pKuGlEf2hBPmKwh1CTAfSV6bgHjYGqEphuT7NZI6H5JIdE4q9/4cJA9E5CAgCdx7uwyYbO01RUBTxPZeCAskbpStW/QtkSS1PBKWdxtYHoKmRIZmvKn3J6kLQJ6/wHwKNOXkHKYUknbIAROAiISkLaBJO5yfk2ndpzkXDl9GCEHDV+vg4SOrvDtWCZmNZv6ctYEfPvkVgDJ1ShK6/wJCyA7fwxYNpG67GgQVzcdHTcdhTJJHmyRJolilEAzueq6evsmDGw/TfP5bX/RwCphScLS6UFB4WvSZ2J0+EzNv1pqayk3Ks+SLPxFCoNVrmPzGN5iSRVrbvfMig759y6l9UJG8nNkTCsjSG26eT27PsWfVQT7vOgNTkonXPmjH21NdiBLnIoyJRhaM+JUb52/T9u0WjyzFv3/9AbtWHkClluRZDyHQaNWUcqHi7kjzHg1p3qNhuusLlAxCUkkIq8DLz4OGr6Zvs1KujmztVKlRuQw/83lBEuLfKs5kLdHR0fj4+BAVFYW3d/qBw79BCIGIeNPm/SZ5jUqj8G1ra41DmK8iiSjQVkRSpf9EJIwHEOH/Q9ZScoHba6h8JiCsUXI78ynQNZR1jiQdwhoNIh5J7Tq/RiTtkEeEDK2c2lgjP4LEZBExt1dQ+XzxyO/gSRHGw4jw7qQk+Uh+PyLp004R5nSunLpOTHgsFRqUQaWSA8pzBy4wpv1kosNi6T2hG38v3snlE3ZZgK93f8796w+p1qKS05Px/RsPObvvPNt+282hTcdIipcTztOMTiE/2X+zf9Jz69n1NH6/OYX/0rE+ihP/nOH07lAWjV2CxWyf8tPqtaxL+NWpbWxkHAtGLCYqLIZuwztSslraUfCYiFgSYhMfOXr0Xp0RnHMwtF4V9ZOTt2RuY+HoJSyeIAsna7RqFp7/hnyptI4ObTrO+UOXqNS4LJ91nkH4Hdksvsuw9mj1Wmq8WIXy9Upz5eQ1ls34C79AH3qMfvWxvOPGdZrK7pX2FI35J6ZRtELhDLbIfTzp7/c/OdIkSRL4fQdJ/4DKX87jcYFI2oeIeBtIHhlSh0CeZUgq1+qlInE9TgGTe1+Id/Q0ky8mksoHKWCFLHLpYJgrjy65PnkifjkiOjkBPm4BBKyzB3BJDtULiVshG8VVJV118J2DMO5E0tXJlQET4PICUKpGcX65Mhu1Vo1arebyyWu2oCl/iSDK1S3tcjQosFAAd6/cZ/efB5yWm01marWuyoH1R23Lqr1Q6bkNmBT+u1RqVI7SNYvz8/jfsTg4HaTYFDni6evB+3PS18Tb99dhPus8DWOiiQ7vtXaq1EtNQME8kBw0eefxQu/m2oD8cUhJgj7xzxlqv1TdJpfwNHhwK8z22myyEH430ilo2rvmEGPaTwZA56bD6FARHH4vkg++f4d//tjHjdBbfD98sS3dICY8liHzHQqKMiA6LMYp5UDvpstVit3ZzX8yaALZhBdDxgm3Im4u9ko1wHJNziUytHS9T01F+7Sb5Ibk0R1Uboi4H0BdBMnzvbR9yCQieVQMkCvszJchpWpOVxOS/ra/zmYkQzMkQ7NHN8xFhB66xKg2E4l6GEPX4R3oPaE77895m/zFgoiNjOPVoRk7bUc9TDvnX6BEMO/P6UvfSh8QH52AJEmKYKXCc0nowYuMaT8Zs9mCh487WoOWmi9WyVDc0JHosBim/u9bbl24g9lksRVX/PnNenqOfS3dnKf35/TF4KEnJjyWnmNeQ61R/+tjcUyCDj14iZLVi1Gnbfbl6Agh2LPqIEkJRtr1b8neVQeJiYijdptqlKrhPAp3audZ22tjghHvPF62fKMaLSrz1dvz2JBKAgDgxvnbme7PzuX7nHKaWr7ZBL90giZjkokb524RVCSvLc3heSfbgqbZs2czdepU7ty5Q/ny5fnqq69o2DD9OdQciSp1BYhKFpZUBUPSViRtBSRDcwCESJRzffTNQZUPyf0VOTfIcyCS58B/3RVJ3wCRuDq5G/ll9fCUdb4zIP53QAL33Kew+jQ5s+88P4//HU9fD96Z8Sb+QXJF4U/jlhKZ/FT226SVvDyglUujXKvVyoy+c9n++x7K1inF2OUf4uHtTu021ajSrALHtp6ytb125iZuXm7M3DuRA2uPULJ6sUy7hCso5CZ+GPkr4XcjAYiPTmDZpVmPldz907jf2ffX4TTLvfw8MDhMK0WHxbB0spw/1eXjDvjm9eHjRfLD6OafdzC24xS883gx8rfBhJQr5LSvh7fC+Prd74h+GEOv8V2o9kIlTEYTG37YhsVkoVWfZhjc9WmSntNLgs4q5g5dZBOUrNe+Jr9cnUPk/SiCigaiUqlIjE9i1TfrMXgaqPZCJZZ/tRaL2YJvXm8mrh/J2X0XKFQmP1WbVWTeRz+n2b9ao+bld9Jag6VHauuTqs0ruWwXH5PAkEajuXz8Gn75fJj+z2cULBn8GEeeO8mWoGnp0qUMHjyY2bNnU79+febNm0fr1q05c+YMhQvnnnlRyXukPHJkOgmWu0A8xH0LcfMAs7zO9xskw4uIqFGQEtRoyiJpx/3rzxeWu/IIkro4klsHOYizXAP9C0gqT4eWetnWRZj4Dw8ePhKLxcKotpNsT1FJCUY+/fNjwFnVWKvTpDvMf3D9UduT3NG/T7Jq1ga6f/IKOr2WqVvG8kXPmTbPrXwheXH3dsPLz5OQsgWz89AUFJ4pene7satGp0Gre7zrUOrcP4CQcgUZ+l1/p+nszzpP49i20wCcO3iR6ds/BWSz4OlvzcFsshB2O4LZQxYyeeNop/19M3AB+9bIgdm4V6ay7MEPTOszm62/7gJg/7rDTFo/ipZvNmHzzzu4fPwa5euXptFrzhp1KWz+eQd/zdtM4dL5eXdmb6ecIWOSiUVjlnIj9BZt+7WkSIVCfNVvHpEPouk1rjO1HarL9q45ZHu976/DuHkabHlZZpOZ14u+a5tmq9uuOrMOTOLSsatUbV6RwEIBTjlhVZqWtx1PCgNm/o8mXTKfRlHzxSq8N+stDm44SpWmFWwCwKk5vOm4zQoq4l4Umxdt53+fp28C/7yQLXfY6dOn06dPH956S66a+Oqrr9i4cSNz5sxh0qRJ2fGR2YKk8kXynYqwhiPuO1YP2IUshfGYbPDrWIFnPpdpU9z0ENYoRNirYL0vL/CZjuTWFkj7zy9iJkJ8ss2BoR2S77Qn/tznGVOS2WnYOex2hO11/2m9SIhJ5OGtcLqP7ISXn6erXaBSqzJ8P2R+PwqUDCb6YQyvDGmDWv3vpwsUFHI6A77uTUJMAhH3oug1vgsmo5nIZOHYFB7eCiMmIs5lPmGPUZ04tfscty7ccWgfniaH8MpJe9XzVYfX4GyiLazym6SEJJbPWEtCTIItYRrkSllTotEpdyfltbe/F3OPTCU2Ms7ldeDOlXsc3HCMWe8tQFgFZ/aE4pvP16kCcfFny/h9qlycc2jjcSo3KcehjbJW22edp7PswQ82b7+Kjcpy5/I9ACo0KIMkSYTdiWDu0IVcPX3DFjABHN58gvOHLxMbGUe7/i/SeVh7p6mzD394F6vFyvale2zLtLrHz6F8+d0XefndjEen8hXJa6vYA5zO9fNMlgdNRqORw4cPM3z4cKflLVu2ZM+ePWnaJyUlkZRkf8qIjo5O0+aZI/k5q2Q7iEum5PZIbu0QscmmtYZWmQqYRNIORMJfSNpy4P6ms5Ku+bw9YAKEcXdy0OSCxI2pXitBkysM7nq6jejIb5NWojNoeX203R7GP8iPz1YPz2BrmRovVqHDwNbs+GMPZWqXpP3AVk7r9W56eo55eomjCgo5gXwheZn69zhAru7qXqg/SQlGWv2vKR8seJedy/cxsftXmE0WytUrzZB5/ShS3j59FlwsHwtDZ/JuzY+5cPgyAAEF/NN8TqvezVg6RQ5GXnyzqW25m4eBwXPf5ruPf8EnwIv+03oBMOPtebaR36Cigbh7uREfk8AbYzvj4eNB7TbVWTt/MwC1HfKWJEmyBUyndp/jyolr1G5TjeiwWIY0Gp1mZCzyfpTtdXR4DKu+3WB7b0oyEe2Q85iUYMSUZLIFTUPm9aNMrZIYE4y0fktO95jedw4H1tkLSFJQqVW2h71l09ewadE2Zu6dSIES8rSYVqdl8Ny3uXP5HqEHL1GxYVmadM2eYp1S1YszYvH77Fy+l9I1S/Li/5o+eqPngCwPmh4+fIjFYiFfPueoM1++fNy9m1oFGyZNmsT48eOzuhtZiiRJ4L8AEv+WRR81xeSEcE1pJK2sUSF5DgRdbVkAU/fo3C1hvoSIkJW4ReIqJMkA7g5Dm5qSyca9D+T961wPEQOgqwqJ6+2vFdKl94TudHivNXo33RMlLkqSxICZvRkwM/2KHgWF/zJ/fLnK5vO44cdt9Pq0CytnrrMJWp7ZE8o71Yfx8U/vcWD9Ebz9vXhjXGfcPA0EFwnk0tErePp58OEP76bZd+dh7dm5fD+3L93l+I7TxEXH28ytW/VuRqvezgUqF45ctr2+e+U+/kG+BBUNJCY8lpUz1/Hu129S7YWKmE0WGruYhtu75hBjO0xBCIHveB9eeL1hmoDJP9iPVz9oZ3u/Y+ke4qLibe8LlynA21++wfhOXxIbEUev8V3w8vPkj2lr2LVyPxXqlabPFz1s0icA4Xci0/TFJ683BUsFc3p3qG1ZdFgsu1ceoPNH7W3LPHw8mLX/CxJiE4gOi2V8p6nEhMfy5mfdqNGycpr9/huadq1P02wKynIq2ZYAk9p/SAjh0pNoxIgRDB061PY+OjqaQoUKpWn3LBHChIj+HEzHkAwvIenrgFu7NO2kx6lcs9zAaZrPfAXHb0dS+UKe3yFxC2iKpxHUdPpcnymgrSLnNKXjBaRgJyX5W0FBIevJW9CureTu7YaHjzvBxfNx0qHyy2w0M/2tOTZB2aiH0TTr1oB/lu8D5GDg4IZjlKlV0mnff/+yk9uX5IfvC0eusH3Jbtq8ncpqCjkXKPxOBM26N2Th6CW25eF3Iwm/G2mTErl2+kaGNi6/fPaHbfop8n4Ubg4aUBqtmilbxlC2Tik0Wvut1DvAWTam12ddqNy4PMvuL8BsNKMz6Di69STzP/oJkIPI03tDKV2jBD3HvoanrwfdR3aSR+aM9nvEm592pWLDMox/dRo3ztlN3Yuko5/k5unG511n2KYFP331S1aE/Wjr6/Htp5n21hxAdiRQilQyR5YHTQEBAajV6jSjSvfv308z+gSg1+vR6/Vpluco4n+FhKUAiNhQ0FaVA6d/g7ambPxrDgXJS070ToWkLgAevTLcjTBfTVblLomkb/zv+qSgkAuZMGECa9eu5dixY+h0OiIjIx+5jRCC8ePHM3/+fCIiIqhduzbffvst5csrkhD/lndm9EKjVRN2J4Iuw9rj5unGgK97YzFb2PrrLoRVIEnOCvz71x6hegvnURBX8gF++ZxL3/2CfNO0uXXhNsNe+Iz7Nx5SsnoxJm8azeo5m9i9cn+atmf3X0j3OC4evcL5Q/aRKo1ew8VjV6navAIWi6Ba84pUbOisgr1mzkZmDfoBtVZNSLmCNO3agEad5BEslUqFziAXmDjmKQGc3h3K6d2hPLj5kDF/fEjDV2rzx93vCbsdzundoeQrktf2/fxw5it2/3mAg+uPUqlJeWq1dp5dsFqtrPx6HdfP3uT+dbsjQWJcEiaj2RY0fdn7W+5efZD8eja/XJmd7nehYCfLgyadTkf16tXZvHkzHTt2tC3fvHkz7du3z2DLHIxIVXIq/n3elaTygDx/gOkcqAshqfM8frcsDxFhnWU7E3BIFldQ+O9gNBp57bXXqFu3LgsWLMjUNlOmTGH69OksXLiQUqVK8fnnn9OiRQtCQ0Px8npyHzQFeXoof4kgju84zfKv1lK0Ugge3u4M/2kQHQe14fCm41RoUIYNP2xl8087AGzTZa8Obce2JbsoXbMEL7zeiEvHrxJSrqDtRt+kS30uHrvK4U3HqftyDYpWLMyqbzdQvEoRKtQvw4ObYQyoNcI2PXbh8GUObznhMmACaNgp/Yff1GYZKpWKvasO2t6f2H4aYRW23EghBHM/WCT78FnAlGii68cdbO0j7kWSlGAkqEggdV+uQYUGZTi165zTZ9wItespefp64OnrkUY6AaB+h1rU71DLZb+XT/+L+cNk6QGtQYu7txuJsYn0ntjDqcLP4mDWnNq4WSF9smV6bujQofTs2ZMaNWpQt25d5s+fz/Xr1+nfP3OKpE8La8zXkPCHnJvkOz1dpW/cu8sJ1uZQ0DcGfdYkvEmSAXRVnnwH5lB7wAQI40ElaFL4z5GSE7lw4cJMtRdC8NVXXzFy5EheeeUVABYtWkS+fPn49ddf6dcv/ekahUdz8egVvvv4FwBunr9DodL56T1BThsoXaM4pZN90So2LMvuPw8QH50AwL2r98nbvSEf/TgAL39P3qo4lISYBPIE+zFz30QCCwVw5dR1/pq7ibioeBLjkvjzm/XEhMciSRKfrRnOnUv3nPKJAHQG5+qxwMIBePl78srgtrR8I/3R+ZLVitF1eEfWzttEwdIFOLvvfJo2BzceswVNkiTh4eOOMVFOCvf0s+dMbv1tF1N6zcJittD5o/b0nfw603d8SuT9KBaOXsq677cgSRLtB7R+rO/aFVdO26sKTYkmJm8cTemaxW2jXCkM/e4dvuz9LULAkO9y1r05J5MtQVOXLl0ICwvj008/5c6dO1SoUIF169YREpJz3NuF6YSsuQRgvI+Im4/k9ZHLtpLKHylgDUIkIEnp+xqJxPUI03kkQ2tbgvgT9U0YETFfgOkcktsrSO6vum6oLQeqwOQqOwlJ3+iJP1NB4b/ClStXuHv3Li1b2pX99Xo9jRs3Zs+ePekGTbmi0jcHkBjvnCjtSoMJ5CCj17guzP1gEUhgTDQxZ+hCAKo2r0hCjBxMhd2JYHS7L5hzZAqftJ5gC4puOqhcCyE4vOk4tV5ytsRq068FPUZ24sLhy+xfe4RilUKYvHk0vnkztgX55bNl7Fl1gPL1yvDH/QWo1WpmDvieNXM2OrXLE+xLxP0oW9n/uBUfMe+jn9G76Xhvlt3IfOnkP7GY5UT4P75cTa9Pu6DTa/HL58uQ+f1o905LDJ4GfAK8WDhmCSqVik5D29qS3FNzZt95Jr/xDcYEI+99+xb1Xrbn07Z8owk7lu7BmGiiVI3iTgGTxWzh5M6z+AX5UqNlZZbcnJ/h96CQlmxLBH/33Xd599201Q85BmHO+L0LMgyY4lcgoocnv14EARuQ1IFP1re4HyBeflITpsOyUbA2reeZpPKDPMsgaQdoSiGlqpwTpgtgDQddDSRJ0QtSUABs+ZauKnyvXbvmahMgd1T65gTK1ytNq97N2LRwG4XLFqTzRy+n2/aVwW1o1LkuZ/aE8lnn6bblKaNPKTy4GUbk/Sge3gp3Wp4iISBJElWbV6RGy8oMWziQw1uOU/2FyrRIHkn6fM0IkhKS0Ls9On/24MZjLBor57BeOHKFkPKFaNuvBYO+fYv2A1thtVjZ8MNWVs3awM7l+zm77wJzjkzBN68P5eqW5utdn6fZZ2DhAFvyuV+QbxrxzxJViwLwQdOxNr2ocwcvMnHtJy77+PU787l9Uf4/ntjtK+q0q075emXoOOglqjStwA9nv+bu1fuUqVXCFjBZrVZGtp3E4U3HUakkPv55EM26pV9gpOAa1aObPJ9Iumrg3hMkN9BWRvLo+6/2J0wOmhoiFswX02/8qH1ZHzq+A2tYum0ldRCSe5e0AVP8CkRYW0RET0Tku2nm5xUUcjLjxo1DkqQM/w4dOvToHWVAZit8UxgxYgRRUVG2vxs3bvyrz39ekSSJD75/h3VJv/HdyekEFMg4XzMgvz9VmlbAPzmpW5IkXvugHRUalLG1aT+gFT55vQkpZ1fWr/tyDWYfnsw7M95k6tax1G1XA4AWbzRm+E+DbAFTCpkJmABiI+Kc3i+esIyJPb4iLiqOkLIFKVqhMGq1yjZy9PBWuE0GQAjB+cOXuHftgdM+Bs97mzK1S1KgZBDvz+mb7v/ZxSNXHF5fdtlG/iD7y6QEIzt+38vswT+ybcluQNbNqty4vNMx37/+kMOb5Eo6q1WwcWFajzqFR/Of9txQeY8G79GPbpgJJEMLRMIywALqgqB98vJNyb0nInETWO+CrhHoXCf8ZYTcl+RfVtI22RdPndpLT0EhZzJw4EC6du2aYZsiRYo80b6DgoIAecQpONjulZVehW8KuaLSNwfxOGr43nm8+Gb/JPb/dZiQ8oWo1KgcjTvX4+LRK0gqieKViwAwbft4Ni3cjm+gDy/0bIQkSbzyfpss6e/yGX/x56z1FCwZTIWGZTi1U07SfngznG2/7cYnwJsBX8v6bGVq26UQ9G46ilaUy/4ndJvBjt/3otaoGbH4fZv209p5WziXXKn3Vb95VG1WATfPtDMXzXs0ZM3cTQA0656+3t+g2X2Z/MY3RIfFOOVwpYw+ucI30Ae/fD5E3JNzrlwpsys8mv900JSVSPpGkGcFmC+Dvi6SyvvRG6W3L00I5N0C1ihQBWT49AtyAjiWG6Bvbk9m15YCU/KTuCofpJfkrqCQAwkICCAgIODRDZ+AokWLEhQUxObNm6laVR6hNRqN7Nixg8mTJ2fLZyo8msBCAbRLZSybMm2Vgk+AN699mP5036MQQvDNgO/ZtXI/5euXYfjP76F303Pt7E05twpZBLPDe63p+8XrvF9/lG3bmAi7BVOjV+sy5o8POH/oEvU71iJ/8SBO7jrHjt/3AnLu0Jo5G21B0/nDl2zbRtyL4sHNcAqXKZCmf4Nm96VBpzqo1SoqN0lf/qJ8vdL8dHEWMRGxvF9/FDfO3cI/yJdm3dOfbjO465m6dRyrv91Anvz+vPZhWq1BhUejBE1ZiKQtC9qyWbMvSZepkSGRsAIRlWz/oS4GAX8iSQYkr09AFYiwPkBy7yXvT0HhOeT69euEh4dz/fp1LBYLx44dA6BEiRJ4espWGGXKlGHSpEl07NgRSZIYPHgwEydOpGTJkpQsWZKJEyfi7u5O9+6KOOzzzN41h2wjObtW7Gdtg7K8MrgNpkSTUztToolydeXcrA0/bMU/2I8uwzo4tWnYqY5NsmDb0t1M6vG10/qCJe2jmM26N+Tg+qNYrYKydUqSv3j6I5rVmlfM9PF4+Xky+9Bkbpy7Rf7i+R7pchBStiDvzXor0/tXSIsSNOVyROJW+xvLZTBfBW0ZOUjyfJeMx6gUFHI/Y8aMYdGiRbb3KaNH27Zto0mTJgCEhoYSFWX3Bxs2bBgJCQm8++67NnHLTZs2KRpNzzmp9YhS8pJKVC1Kp8FtWPXtBgqWzk/3kbIUxQffv0P/aW9g8DRkON34Vb/5NpNggDrtatBvul2YuFm3BoSUK8iDG2FUbV7BSUH832Jw11OyWrEs259Cxkgih2UIR0dH4+PjQ1RUFN7eTz7F9V9BxC1ExEyU36jyIQWsR1KldeZWUHga/Jd+v/+lY31esFgsfNl7NrtXHqBcvdKMXfaBU27Ro4oBXHHn8j3eKDHQadmCM1+5nH57UiLuRxF+J4Ii5Qu5VEpXeHye9PerjDTlciSPN2VjX8sNcGunBEwKCgoK6aBWq/l40XtETI1Cp9ekScZ+3IAJ5IDGkWKVQrI0YDq1+xyftJ5AQmwi1V6oyMR1I5XA6Rnyn5UceJ6Q3NogefaXveqQ9ZmskR9hjZ6IsMY+YmsFBQWF/w6LP19O56C3eC2oLzuTDYL/DaVrFqfuy7LcgU+ANx//9F66bVfOXMeE7l/xz7K9md7/X3M32Xz6jmw5ycVjV/9VfxX+HTlupClltlBR230yhDAjHr4uSwwARN5F5ZtWbE1BITtI+d3msFn/bEG5VuU+zCYzP4z9BasQmBNNLBj7C5VblHv0ho/gg0X9eXgrHC9/Twzuepf/E9uW7mbm+7IC999LdjB169hM5SL5FfTGLOREda1Bi85LrfzPZQFPeq3KcTlNN2/epFChtAaFCgoKuYcbN25QsGDBRzfMxSjXKgWF3M/jXqtyXNBktVq5ffs2Xl5ej5xfjo6OplChQty4cUNJxHzKKN/9syMnf/dCCGJiYsifPz8q1fM9+/841ypX5OTz+G9Qjit38V89rie9VuW46TmVSvXYT6je3t7P1cnOTSjf/bMjp373Pj7/DSHVJ7lWuSKnnsd/i3JcuYv/4nE9ybXq+X4UVFBQUFBQUFDIIpSgSUFBQUFBQUEhE+TqoEmv1zN27FjFRPMZoHz3zw7lu38+eF7Po3JcuQvluB6PHJcIrqCgoKCgoKCQE8nVI00KCgoKCgoKCk8LJWhSUFBQUFBQUMgEStCkoKCgoKCgoJAJlKBJQUFBQUFBQSET5Oqgafbs2RQtWhSDwUD16tXZuXPns+7Sc8c///xDu3btyJ8/P5Ik8eeffzqtF0Iwbtw48ufPj5ubG02aNOH06dPPprPPEZMmTaJmzZp4eXkRGBhIhw4dCA0NdWqjfPe5iwkTJlCvXj3c3d3x9fXN1Da54RxHRETQs2dPfHx88PHxoWfPnkRGRma4zZtvvokkSU5/derUeTodzoDHvafs2LGD6tWrYzAYKFasGHPnzn1KPX08Hue4tm/fnubcSJLEuXPnnmKPH82j7k2uyIrzlWuDpqVLlzJ48GBGjhzJ0aNHadiwIa1bt+b69evPumvPFXFxcVSuXJlZs2a5XD9lyhSmT5/OrFmzOHjwIEFBQbRo0YKYmJin3NPnix07djBgwAD27dvH5s2bMZvNtGzZkri4OFsb5bvPXRiNRl577TXeeeedTG+TG85x9+7dOXbsGBs2bGDDhg0cO3aMnj17PnK7Vq1acefOHdvfunXrnkJv0+dx7ylXrlzhpZdeomHDhhw9epRPPvmEQYMGsXz58qfc84x50ntlaGio0/kpWbLkU+px5njUvSk1WXa+RC6lVq1aon///k7LypQpI4YPH/6MevT8A4iVK1fa3lutVhEUFCS++OIL27LExETh4+Mj5s6d+wx6+Pxy//59AYgdO3YIIZTvPjfz448/Ch8fn0e2yw3n+MyZMwIQ+/btsy3bu3evAMS5c+fS3a5Xr16iffv2T6GHmedx7ynDhg0TZcqUcVrWr18/UadOnWzr45PwuMe1bds2AYiIiIin0LusIfW9yRVZdb5y5UiT0Wjk8OHDtGzZ0ml5y5Yt2bNnzzPq1X+PK1eucPfuXafzoNfrady4sXIespioqCgA/P39AeW7/y+QG87x3r178fHxoXbt2rZlderUwcfH55F93L59O4GBgZQqVYq+ffty//797O5uujzJPWXv3r1p2r/44oscOnQIk8mUbX19HP7NvbJq1aoEBwfTvHlztm3blp3dfCpk1fnKlUHTw4cPsVgs5MuXz2l5vnz5uHv37jPq1X+PlO9aOQ/ZixCCoUOH0qBBAypUqAAo3/1/gdxwju/evUtgYGCa5YGBgRn2sXXr1ixevJitW7cybdo0Dh48SLNmzUhKSsrO7qbLk9xT7t6967K92Wzm4cOH2dbXx+FJjis4OJj58+ezfPlyVqxYQenSpWnevDn//PPP0+hytpFV50uT1R17mkiS5PReCJFmmUL2o5yH7GXgwIGcOHGCXbt2pVmnfPfPlnHjxjF+/PgM2xw8eJAaNWo88Wc8i3Oc2eOCtP2DR/exS5cuttcVKlSgRo0ahISEsHbtWl555ZUn7PW/53G/a1ftXS1/1jzOcZUuXZrSpUvb3tetW5cbN27w5Zdf0qhRo2ztZ3aTFecrVwZNAQEBqNXqNJHy/fv300SSCtlHUFAQIEfwwcHBtuXKecg63nvvPVavXs0///xDwYIFbcuV7z5nMHDgQLp27ZphmyJFijzRvp/lOc7scZ04cYJ79+6lWffgwYPH6mNwcDAhISFcuHDhsfuaFTzJPSUoKMhle41GQ548ebKtr49DVt0r69Spwy+//JLV3XuqZNX5ypXTczqdjurVq7N582an5Zs3b6ZevXrPqFf/PYoWLUpQUJDTeTAajezYsUM5D/8SIQQDBw5kxYoVbN26laJFizqtV777nEFAQABlypTJ8M9gMDzRvp/lOc7scdWtW5eoqCgOHDhg23b//v1ERUU9Vh/DwsK4ceOGU3D4NHmSe0rdunXTtN+0aRM1atRAq9VmW18fh6y6Vx49evSZnZusIsvO12OljecglixZIrRarViwYIE4c+aMGDx4sPDw8BBXr1591l17roiJiRFHjx4VR48eFYCYPn26OHr0qLh27ZoQQogvvvhC+Pj4iBUrVoiTJ0+Kbt26ieDgYBEdHf2Me567eeedd4SPj4/Yvn27uHPnju0vPj7e1kb57nMX165dE0ePHhXjx48Xnp6ett9VTEyMrU3p0qXFihUrbO9zwzlu1aqVqFSpkti7d6/Yu3evqFixomjbtq1TG8fjiomJER988IHYs2ePuHLliti2bZuoW7euKFCgwDM9rkfdU4YPHy569uxpa3/58mXh7u4uhgwZIs6cOSMWLFggtFqtWLZs2bM6BJc87nHNmDFDrFy5Upw/f16cOnVKDB8+XABi+fLlz+oQXPKoe1N2na9cGzQJIcS3334rQkJChE6nE9WqVbOVYytkHSnlp6n/evXqJYSQy6LHjh0rgoKChF6vF40aNRInT558tp1+DnD1nQPixx9/tLVRvvvcRa9evVye023bttna5MZzHBYWJnr06CG8vLyEl5eX6NGjR5pydcfjio+PFy1bthR58+YVWq1WFC5cWPTq1Utcv3796Xc+FRndU3r16iUaN27s1H779u2iatWqQqfTiSJFiog5c+Y85R5njsc5rsmTJ4vixYsLg8Eg/Pz8RIMGDcTatWufQa8z5lH3puw6X5IQyZlQCgoKCgoKCgoK6ZIrc5oUFBQUFBQUFJ42StCkoKCgoKCgoJAJlKBJQUFBQUFBQSETKEGTgoKCgoKCgkImUIImBQUFBQUFBYVMoARNCgoKCgoKCgqZQAmaFBQUFBQUFBQygRI0KSgoKCgoKChkAiVoUlBQUFBQUFDIBErQpKCgoKCgoKCQCZSgSUFBQUFBQUEhEyhBk4KCgoKCgoJCJvg/AowjazkxC8IAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# implementing Guassian Mixture Models\n", "em_dataset1 = mixture.GaussianMixture(n_components=4, covariance_type='full').fit(dataset1)\n", "em_dataset2 = mixture.GaussianMixture(n_components=2, covariance_type='full').fit(dataset2)\n", "cluster_plots(dataset1, dataset2, em_dataset1.predict(dataset1), em_dataset2.predict(dataset2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No surprises there. EM clusters the first dataset perfectly, as the underlying data is normally distributed. In contrast, `Dataset2` cannot be accurately modelled as a GMM, so that's why EM performs so poorly in this case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hierarchical Clustering\n", "\n", "Unlike k-means and EM, [hierarchical clustering](https://en.wikipedia.org/wiki/Hierarchical_clustering) (HC) doesn't require the user to specify the number of clusters beforehand. Instead it returns an output (typically as a dendrogram- see GIF below), from which the user can decide the appropriate number of clusters (either manually or [algorithmically](https://joernhees.de/blog/2015/08/26/scipy-hierarchical-clustering-and-dendrogram-tutorial/)). If done manually, the user may cut the dendrogram where the merged clusters are too far apart (represented by a long lines in the dendrogram). Alternatively, the user can just return a specific number of clusters (similar to k-means).\n", "\n", "![title](https://dashee87.github.io/images/hierarch.gif)\n", "\n", "As its name suggests, it constructs a hierarchy of clusters based on proximity (e.g Euclidean distance or Manhattan distance- see GIF below). HC typically comes in two flavours (essentially, bottom up or top down): \n", "\n", "* Divisive: Starts with the entire dataset comprising one cluster that is iteratively split- one point at a time- until each point forms its own cluster.\n", "* Agglomerative: The agglomerative method in reverse- individual points are iteratively combined until all points belong to the same cluster.\n", "\n", "Another important concept in HC is the linkage criterion. This defines the distance between clusters as a function of the points in each cluster and determines which clusters are merged/split at each step. That clumsy sentence is neatly illustrated in the GIF below.\n", "\n", "![title](https://dashee87.github.io/images/hierarch_1.gif)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1\n", "Cluster 0: 990\n", "Cluster 1: 1008\n", "Cluster 2: 1002\n", "Cluster 3: 1000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEiCAYAAADksOZKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gUVReH37slm14hEHpHeu8gTUAsNKUo0gSsoHxYKIJUQZqAFAUFaVJEuihNeu+99xpI79lsud8fk+xmsxsISgk47/PwuDNz78ydNTtz7rnn/I6QUkpUVFRUVFRUVFTui+ZpD0BFRUVFRUVF5VlANZpUVFRUVFRUVLKAajSpqKioqKioqGQB1WhSUVFRUVFRUckCqtGkoqKioqKiopIFVKNJRUVFRUVFRSULqEaTioqKioqKikoWUI0mFRUVFRUVFZUsoBpNKioqKioqKipZQDWaVFRUVFRUVFSygGo0PcNcvXoVIYTDP09PT/LkyUPjxo35+uuvuXTp0iO51tChQxFCsHXr1kdyvsdFoUKFKFSo0EP3W7NmDb1796ZOnTp4eXkhhGDo0KGPfHwqKv811OeUM//kORUREcHMmTNp0aIFRYoUwWAwkCNHDpo3b8769esfz0BVnNA97QGo/HuKFi3KO++8A4DRaOTevXvs37+fESNGMGrUKL788ku++eYbhBBPeaTZlwkTJrBt2zZ8fX3JkycPFy9efNpDUlF5rlCfU/+OpUuX8uGHH5I3b14aNWpE3rx5uXnzJsuWLWPdunWMGzeOzz///GkP87lHNZqeA4oVK+bSK7Jjxw46d+7M6NGj0Wq1jBgx4skP7hlhxIgR5M6dm2LFirFkyRLeeuutpz0kFZXnCvU59e8oUaIEf/zxB82bN0ejsS8SDRo0iBo1ajBw4EDefvtt8uTJ8xRH+R9AqjyzXLlyRQKyWbNmmbY5d+6cNBgM0s3NTV6/ft22Pzo6Wn777bfyxRdflCEhIVKv18uQkBDZqVMnefHiRYdz1K9fXwJO/woWLGhrs3nzZtmtWzdZokQJ6eXlJb28vGSVKlXkjBkzXI7r0KFD8o033pD58+eXbm5uMjg4WNasWVOOHj3aqe3du3dlnz59ZNGiRaWbm5sMCgqSbdq0kSdOnHD6Llz9GzJkSBa/UYVFixb9o34qKirOqM+px/OcSs97770nAbl06dJ/fA6VrKF6mp5zSpQoQfv27Zk3bx4rV66kd+/eAJw5c4avv/6ahg0b0rp1a7y8vDh79iwLFy5k7dq1HD58mIIFCwLQtWtXALZt20aXLl1sa/H+/v6264wZM4aLFy9Ss2ZNWrduTXR0NOvWreP999/n3LlzTJgwwdb26NGj1K5dG61WS8uWLSlYsCDR0dGcOnWKn376if79+9vaXrp0iQYNGnDr1i2aNm1Kq1atuHfvHsuWLWP9+vX8/fff1KhRA39/f4YMGcKkSZMA6NOnj+0cDRo0eOTfq4qKyqNDfU79u+eUXq8HQKdTX+mPnadttan8c7Iyg5NSylmzZklAdurUybYvOjpaRkREOLXdvHmz1Gg0skePHg77hwwZIgG5ZcsWl9e4fPmy0z6TySSbNGkitVqtvHbtmm1/3759JSBXrVrl1Cc8PNxhu3bt2lKn08kNGzY47D937pz08fGR5cqVc9hfsGBBh5nlP0H1NKmoPDrU59TjeU6lERsbK3PlyiXd3d2dxqXy6FGz5/4DpK1xh4eH2/b5+fkRGBjo1LZhw4aUKVOGTZs2PdQ1Chcu7LRPp9PxwQcfYLFY2LJli9NxDw8Pp31BQUG2z0eOHGH37t106dKFJk2aOLQrUaIEPXv25MSJE5w8efKhxqqiopL9UJ9T/4wPPviAu3fvMnDgQIdxqTweVF/efwAppcv9W7duZdKkSezbt4/w8HDMZrPtmJub20NdIy4ujvHjx7Ny5UouXbpEQkKCw/Hbt2/bPr/55ptMmjSJVq1a0a5dO5o0aULdunUpUKCAQ5+9e/cCEBoa6jKA9OzZs7b/li1b9qHGq6Kikr1Qn1MPz8CBA1m4cCEvv/wyAwcOfKTnVnGNajT9B7hz5w4AOXPmtO1bunQp7du3x9vbm2bNmlGoUCE8PT0RQjBnzhyuXbuW5fOnpKTQoEEDDh8+TKVKlejUqRNBQUHodDquXr3K3LlzMRqNtva1atVi8+bNjB49mkWLFjFnzhwAqlSpwrhx42jYsCEAkZGRAKxdu5a1a9dmev2MDz4VFZVnD/U59XAMGzaM0aNH06hRI5YvX45Wq32k51dxjWo0/QdIE3qrVq2abd/QoUNxd3fn0KFDFC9e3KH94sWLH+r8q1at4vDhw/To0YOffvrJ6Vxz58516lO/fn3q169PUlIS+/btY82aNUyfPp1XX32VEydOULRoUXx9fQGYMmUKvXr1eqgxqaioPFuoz6msM2zYMIYOHUqDBg1Ys2aNyyVElceDGtP0nHP+/Hl+++03DAYDrVu3tu2/dOkSpUqVcnoQ3b5926U6b9osxmKxOB1La9+iRQunYzt27Ljv+Dw8PGjQoAETJkxg4MCBJCUl2eIUatSoAcCePXvue46M43Q1RhUVleyL+pzKOkOHDmXo0KHUr1+ftWvX4unp+Y/Oo/LPUI2m55idO3fSrFkzjEYjAwYMIG/evLZjBQsW5OLFi9y9e9e2Lzk5mQ8//NAhZiCNtGDMmzdvOh1LS/nduXOnw/5t27Y5zehAeUDFxsY67U8bS9qsqXr16tSoUYNFixaxZMkSp/ZWq5Vt27Y5jTM8PJzk5GSn9ioqKtkP9TmVdYYMGcKwYcOoV6+eajA9JYTMLPpOJdtz9epVChcu7FCeICUlhXv37rFv3z5OnjyJVqtlwIABDB8+3KE8wdSpU+nduzchISG8+eabmM1mNm7ciJQSb29vjh075hCYefr0acqWLUuePHno1KkTfn5++Pn58eGHHxIfH0+5cuW4evUqr7zyCmXLluXcuXP88ccftGrVimXLljFkyBBbkGSrVq3YuHEjDRs2pEiRIri7u3P48GH+/vtvihUrxuHDh/Hx8QHgypUrNGzYkGvXrlGzZk2qVKmCu7s7169fZ8+ePYSFhTk8ePr168fYsWN56aWXqFevHm5ubtStW5e6deve97tcuXIlK1eutF1z+/btVKhQgYoVKwJQt25devTo8W//l6mo/OdQn1OP5jk1Z84cunXrhk6n49NPP8Xb29upTYMGDVRdusfN01M7UPm3uFKX9fDwkCEhIbJhw4Zy8ODBTqq5aVitVvnjjz/KMmXKSHd3d5k7d27ZvXt3effuXZuybkbmzJkjy5UrJw0Gg5PS7uXLl+Ubb7whc+bMKT09PWW1atXk4sWL5ZYtW5w0j9atWyc7d+4sS5YsKX18fKS3t7csXbq0HDRokEudkcjISDlo0CBZtmxZ6eHhIb29vWXx4sXl22+/LZcvX+7QNi4uTvbs2VOGhIRIjUaTZb2lNH2XzP516dLlgedQUVFxRn1OPZrn1IOeUVl91qn8O1RPk4qKioqKiopKFlBjmlRUVFRUVFRUsoBqNKmoqKioqKioZAHVaFJRUVFRUVFRyQKq0aSioqKioqKikgVUo0lFRUVFRUVFJQuoRpOKioqKioqKShbIdrXnrFYrt2/fxsfHx0HkTEVFJfsjpSQuLo48efKg0TzfczL1WaWi8uzyT59V2c5oun37Nvnz53/aw1BRUfkX3Lhxg3z58j3tYTxW1GeVisqzz8M+q7Kd0ZQmS3/jxg1b9WiV/x4b521l2ie/IKWk5muVGfBrn6c9JJUsEBsbS/78+W2/4+cZ9VmVvZGWcEjZB7qiCP0LD99fGpFxU8FyA+HZFmGo8xhGmXqd+NlgvYfwfAuhL2E/lnIYmTAPNDkRPp8gND5Iy21kZCewRoImEBE4H6HN81jG9jzzT59V2c5oSnNz+/r6qg+i/zBv9GpBlYaViI2Io2zdF577pZ7njf/CcpX6rMq+SGskMrwzyHtg0iG8f3poo8ca9QHoNitvSct+hNffCG2uRz5Wa+wI0M4HLWDeiQjcihAeSGsCMqwvGOKVhkKLxncU4Iv0Ww+ms6B/AaEJfORj+i/xsM+qbGc0qfy32bliH8e2nqLay5Wo3rzS0x7OfbFYLKydsYnI0Che6fkSwflzPO0hqag8l0iZAtZoxeOSlZec6ThY76VumJHGLQ9lNMn4GWDcnG5PClgj4DEYTZgvpbtwFFijQOsBMg5kvP2Y5Y7to9AEgqH2ox+LygNRp+8q2YZDG48x7I3xrJzyF4NfH82ZfRee9pDuy+yBi5jS62d+HbmMz+p/jSnF9LSHpKLy3CEtt5BhzZBhdZFRXRUD6kF9rMmkf70JfWVlv+kE1vA2WMNbI1OOZt4/5YDjDn0N0D38Ep/TeY27scaNRxp32sfm2R6b/8LQEDQhyn5tbvB4I7WVO8Lr3X99fZV/j2o0qWQbLh29avtstUquHL/29AaTBc4duGj7HHo1jJiw2Kc4mv8u27dv5/XXXydPnjwIIVi5cuUD+2zbto0qVarg7u5OkSJF+PHHHx//QFX+ETJxIVhvKRspe8C468GdYgYD1tQNN0j1Msnoz8F8EsynkDF9M+0u3BvaN7SFIeAnhPjnr0spJdaEeciobpAwExnVA5lyMPVazRE51iEClyD8pzt40jR+oxE5NiGCtyMM9f7x9VUeHarRpJJtqNWiKt7+XgD4B/tR9eWKT3dAD6B+21q2z2XrvkBgSMBTHM1/l4SEBCpUqMDUqVOz1P7KlSu88sor1KtXjyNHjjBw4EA++eQTli1b9phHqvJPEJoMy97aoPu2l9IKpFvWIgUZ/wPSfAVkUrqGSciUQ1jv1cF6twIy8Tf7NT07IgLmIHy/RQQtRaNx/1f3IGO/griRgEzdYwXTKfv1dAUQbpUQQouUVqTpNNJyD2kJBfNZkMn/6voqjw4hpZQPbvbkiI2Nxc/Pj5iYGDW48j9I+O1ILh29SokqRQjI5f+0h/NATu85R2RoNNWbV8LN3e2JXz8uKp4Fw38nMS6Jtwa0Jk/R3E98DOl52r9fIQQrVqygVatWmbbp168fq1ev5syZM7Z9H3zwAceOHWPPnj1ZvtbTvtf/ClKakHHjwHQS4dEC4dnhgX2sMUMgaVG6PRrACtoiYA0FKUFfFkwHsRsyekSuIwhh/x1LaUzNUsuFEBqkNR4SFyKtkaAvhzDUQ2ge/P/eGloGSLd8L7wRQb8jdEUy3KsVGf0hGLcAbiD0IBNA+Ka2L/TAa6lkjX/6+1UDwVWyFTnyBJIjz7OTDVK6Vsmnev0JPX5g14r9ABzfdoq5F7Lmbfkvs2fPHpo2beqwr1mzZsyaNQuTyYRer39KI1NxhRB6hO/Ah+qj8RuGNXkVyMTUPalLdZbL4D9D+Rz9foYL6Um/+CLNV5AR7UDGgPBHBv0OsV9Dym57G21hCFqG0HhnOhZpvgqaXGC9qezQlUcETEZo8zo3tlxJNZgAUiAtfkvGgnE7qEbTU0ddnlNReYa5ee627fOdy/cwm8xPcTTPBqGhoeTK5ZgFlStXLsxmM+Hh4Zn2MxqNxMbGOvxTyb4I788AF5l2SasgeXWGxgEIv+8Qwu5HkAlzFIMJQEZDTD8wHXPsZ7kCplNI81Vkwixkhngra8xXyPCmdoMJN/Ad6dpgAtAE4fq1rAF9advW7tUHmDN4MRcOX3Z9HpXHhmo0qfwnOLDuCGO6TGHZxD/IZivS/4qWH79sCxx99b2X0OlV53FWyJi2nvY3cb909tGjR+Pn52f7p6qBPxqkNRoZPxUZ/xPyIWN3ZPwPWEPLYw1rhjQ7GhDCqxMi5zbIsRncGtkPGP+E5LUorz8t6Gsicm4BmYg18l2ssaOVDD1NxhhFM7jVdNwlvJDCBxnRFhk3BhnVDZm8Xhmb+TokLc1wjhSE5Xym9yM0/uCgu+QGnt0RATMRblUB2LF8H0NajeXXb5bR98WvuXP5rq116NV7bF2yi9Cr91B5PKhPWJXnnhvnbvF1yzGYTRY2zd/O5RPXeaFaUV7qXB+NRnD5+HVCigTjn9PvaQ/1oXn9w2ZUalyO5AQjxSoVftrDeSbInTs3oaGhDvvu3buHTqcjKCjzIOMBAwbQt6894ypNUVjl3yGj3gPTUWXDfBrhPzFr/Sx3kPGpbS1XkHGTEAHfO7QR2txgTUSaDrs4Q+qSndCA9Q4y5nNlX8pO0AQgvD9CpuwF02EQXgifQciEmY6n8PsOIcOQaR4pQKbsQ7g3U/SWMiK8QF/xvvclvPsgY4cAFoT3Jwjv9xyOn9lzzvY5OdHI5ePXCCmSi31/HmZI67FYTBY8fNyZtv9b8pfMxKOl8o9RjSaV5x5l2cpi294wZwsb5mxh04LtJCcoDx1vfy8mbB1GkfIFnfpbzBbOHbxEjjwBBBfI+SSHniXylVBLKDwMtWrVYs2aNQ77NmzYQNWqVe8bz2QwGDAYDI97eP8ppJRgOmHfYTp+n7ZmSFqpZMB5vIEioZ0a4A2pMUku+iX8oCyvZYoGLGH28wDSGopGuCGCFiOlCdAhhEAmpo9d0iH05QABmhxgDQc0CLdUaQB9OXBrDCl/A3rQ1wHf/yF0BRzHZwlFxv8AQofw/hjh2Q4MjQCLSwXyWi2qsXLKX5hSzASGBFC6dkmsViujO07GkvqcS4pL5uD6Y6rR9BhQjSaV555y9V6gSIWCXD52DaERSKuyFHN6j91NHh+dwMZ523h/fGeHvhaLhUGvj+bg+mPo3XQMWfY5NV6t8kTHr3J/4uPjuXjRrpl15coVjh49SmBgIAUKFGDAgAHcunWLefPmAUqm3NSpU+nbty89e/Zkz549zJo1i0WLFmV2CZV/iZTJkHIItPkdjAYhBNK9OST/oexwfyXzc8QOhaRUWQDjBkTAPPD+FBIWgy4vwucL1x2tMY7bnr1Bo4PEX5Xabb4DQVsQ3OqmeplyIDzfSTdGuzEmfL5Aymiw3EZ4vYfQpsohBC0D4zbQlUS4VUrtp0EE/oA1/keI/w5MWyHqJjLnKodzyqj3waxkckrzZUTgL/bzuqBcvVJMPzSWKyeuU6FBaQKC/UhKSCYhJtGhXclqRTM9h8o/RzWaVJ4If8zYyJKxK8ldKCf9F3xK0BPUNPLw9uD73d9w6dg1NszZwtqZmwAoUbUol45exWJWZmf5Szp7bG5dCOXgeiX405Ri5s+f/1aNpmzGwYMHadjQLkaYtoTWpUsX5syZw507d7h+/brteOHChfnzzz/53//+x7Rp08iTJw/ff/89b7zxhtO5VR6MTFqOjP0WNH4I/8mIdAHLkFqQNuJtRVQSPQTMQBjq2o4Lv/Hg/joId4ShFpmSsjfd5/3IyM5g2pe6dDZBWYpzgfB6F2ncBtY74P4awqeXErvm/aFjw4CfwXIbtEEI4eF4D5a7kHIQ9KXRBMxwvoY2BFxIIUhpgvh0S4bWi8iUQwhDzdTjVkgfi5XuszTuRCavQ+jLpaqG2ylUJj+FytiXhj283Hn1vSasnbkRIQRtv2iRpcxes8nMhrnbMKeYadq1Ae6eqif1Qag6TSqPnXs3wulU+COsqR6epl0b8MXsj5/KWKSUbPttN4mxSTTqWI+jm0+ydckuilcuQps+rzoFAsdHJ/BO4Y9ss7h2X7Sk55h3XJ4z+l4sjd+ph09A5unHzzv/pd/vf+leM0NKI/JuZWwaRPpqaIJ+dWhjNR6AqI72He4t0PiPdzyPcbeigYQVIQBDE4TQKscsYZC0ApmyB1IyUQM3NEMTMEVpn7gImXIQYWiM8HgldZwWkIkIzcNVtFeufxcZ0UqpPYcBEfQrQl9euTdzqCJDgAnh8zlCXyZD33BkWIYacQFz0RhqIeNnIuMnA3pAeb4I78/Bqysy+W+I6QsoEzrhNw7h0fKBY71y8jqePh4EF8iRpRp9Y7tOZeO8bQBUbVaB0X8NemCf5wVVp0kl22IxWWwGE4DJ+PRqtAkhaNDeXriz5mtVqPla5p4jb38vxmwYzOof1pOrQE7eGtjaqc28ob+xYMTvAKyduZE3P3udnPlzULlxuUd/Ayoq2YoML2ZXpUbS6RopbTwdNpXMObs3RoLiEfL/DilTkJEdwXJVOWh4GcznFb2l9GiVem0y+a/UIGqQyX+ANg/CraJigImsGUzSfAMZ/SlY7yK8PwLhm2owARiRyVsQ+vKKlyiiNUjlmIw8iciVoWadJgh05cGcGqulyYtwq4q0RiLj0wxHE2iLIAKmgjYvMqJDqlcu/ZguuBJPcKJw2QJsmLuV7z/6Cb27nld6voSntwdNutR3WVD86Bb7dQ5tPM7wdhN4Z9CbLmM7VRRUyQGVx05IkVy8M/hN9AY9+UvmofPQ9g/u9IQ5veccvWr059O6g7icoeZdyWrF+GL2x3Qe2g69m3Ow6eG/7YGsV0/dYPy70+nXZDgrp/z12MetovI0EcIN4TdGEW/U5gdDU+eCutY4x21DfYdNmezid5L8B9a7lZAJc+0GEygB3Q5p/3rweAvh3UfZNKdri3Tsm0Vk/HjFaLGGIWNHILW5ALtKeJqXCfN5m8GkdIxJDRq3I4RABC0Cv+/AbwIi58bUeCY9Dgan5aoSV5Wy38lgQngh7hPrdWzrKXYs34cpxcTGedsY/+50jEkpxEcl8NvYVcz5ejH/qzeY5ESjU9/qL1eyD98q2fH7Xga8PPK5kmV51KieJpUnQpdh7eky7OkaS1JKbl8KxT+nL15+Xg7HRnaYSNgN5QE4pssUZhwZ7+oULqnWrCKnd59z2r9nzQFa9W4OgCnFxPFtp8mRN5CCpdU0dZXnCPeXFMmAxHkQNwJp/BsCfrEvD5nTZcQJT4ShgWN/fQUwX3A+r0yA+PGgK2ULlBaGxuDZHqkJAOs9hGcXhL5EurG8qozDGqEYIRkMtCwhrek3ENpCELgAadyC0Fe0F/PVBKK8QlMFZfWVHQK8bbcs9AiP1xz3aXyQ2gJgSZugCUCCNp/jOT06I7x7usyiA1gydhU/918AQJk6JTmz94JLg+fe9XDCb0Y4Zdp+8kNPKjYqy0/9f+XetTAAIkOjSUlOweChxje5QjWaVP4TWK1WhredwK4V+/H09WD0X185BEomxia5/JwV3hrQmoKl8xEZGs2yiX/YxObK1i0FKBl4A17+hmNbT6HRCPov+JSGHepker6Y8Fh+G7sKoRG079fqPx0jpZK9kTIZGfEWmO3FZ0nZDTIKRKpIozWdyrq02GKV0hC+Q5GaXIoBkXIOrOkNKAke7yA0OtAEIwx1kKaTinHi/qqjwYRS+JYc6xSPk64YQuM4OcoKwudzpOUqWEIVCQBtMGiDEW4VHdtpgyHgR2TCL6DNi/D96uGu4zcOGd0bZBzC5yul5p2uKPhPRSavRuhKg1cPhKslz1S2/26vlXhql+PETaPVYLUoBmDe4rkJzOOcfKPRaGjQvg5Wq2Rsl6lYzBZaf/KKajDdB9Vo+o8hpXQKEFw/Zwt//LiB/KXy0ntKdzy8PTLp/exy9eQNW422xNgkRrT7jqErvqRkVSUt9+Pv32XiezPQ6jR8+F3XLJ9347xtTHxf6TdwYR8m7RzBhrnbyJE3kMYdFb2W0Cv3OLZVealYrZKN87fd12ga0nqs7QF44cgVxqwf/E9uWUXl8WM64WgwAWgLgEgnFCuCgNQyIhoX4qHmc5A4W9Ff0uQGkRNkWLpr7ET4TwZAmi8pRhpGQEDAbITB8bckNH7gVuEf35LQFUTkWPPghoAwvIgwvPjPruNWERG8w3m/eyOEeyMXPZwpVaM45w9eAqBAqbyUqV2Sv2ZtBrAZTEIjuHUhlIHNv2HClmFodVqn8zR6qy4VGpQhOSGZvMVC/tH9/FdQjab/CMmJRoa0GsPRzSep0rQCQ5d/gZu7Gzcv3OG7Hj9gtUrO7r9IYC5/enz7zoNP+Izhl9MXN3c9KclKzEH4rUi+euUbFt+aiU6vo0mn+jR6qy5CI9Bosh7qN/WTWZiMJkxG+LHvHOZemEqHfq0c2gTm9sc/2I/oe4peTNEHBFleOX493edr92mpovKU0eYD3IHU8idutRF+3zp6k2Sk/bP1rm3iJmUSWO4hk/5UDCYAayj4jYHYUba6b0KXTsLAdALFYAKQilq3IfMJyPPOhxO7kq9kHuIi43nt/SYE5PKnbN0XGNdtuq1Nmi7dqV3n6F7mf0w/OAZPH+eJcXoZmItHrrB0wmoCgv3oMrz9czmR/qeogeD/ETbO3crhTSewWiUH1h1l8yIldTc+Kt4hsy0mPC6zU2R7Lhy+zN4/DpHiIjsvKCSAocu/wNvf7q6PCY/DmC44UqvTZmow/frNMj6q1o/pfX7BYrGri6d/+AithnvXw5z6enh7MH7LUFr1bs574zrTdYSznkt6Xn7XPsts1i1rM04VlSeFtMZjjZuMNXYMoEMEzgKPtgifAYiA2c56SYam6T6/pBhM5mvIsCbI8CaQvDFdYz1CXx4ROB88uyJ8vgavnvbDbtXSebH04PbPvDzPC1qdlla9mtPp67YE5PIHoE7rGhQqq8RNGjzcHNrfunCHP3/adN9zpiSn0L/ZCDYv3MmySWuZ3mfO4xj6M4vqafqP4Jbhx5P2YypZrRiN3q7L5oU7yZE3kHZftHgaw/vXrJ+zhQndf0BKSbl6pRi3eQharaMbutrLlej784eMfnsSphQzLT9+2Skg3BUHNxxjzuDFAFw4dJldK/fz2c8fUvml8gxa0pfpfWZz60Iot87foWvJTxm28kuqNatIbGQc62dvwSfQm6ZdG/Dx5HezdC8fTuzKi21rodFqKFWj+MN/GSoqjxEZ0x+MG5TPKXvQ5FiJcKvm2MZ8Exn9MVhuIbx6QsBMkEYwNFaOJy0Ba2pRWavds4quFEKnLJkL/UCnawttXsixElL2ga4cQq/+PjLi5evJtP3fcuPcbbz9PelS/BObgC+A4QEClvHRCQ6T59uXQu/T+r+HajRlQ+7dCOeH/80hMS6JbiM68EL1f/9geKnTi5zefY4jm09StVlF6rdTlHeFEAxY8Cm9p/bAw8fdydB4Vti8cIcta+TEjjOE3Yggd6FghzbhtyJY/8tmCpbJR6tezV16caLuxTDj87nERcbT6eu2vFC9OHGR8Q5t7l0PZ9gb41ke8Qtlapfks58/4v2KnwOKBtW62Zup2rQCXzQaZpMvuHrqBh9M6JLl+ylT+8FqvioqT4XUTDbl8zmHOEmZMA+Zsk8xiNJKg8RPQOT4G6GzZ40KTW5cJrVnQSJAaPOCR5t/cQPPP27ubhStUAiAbzcMYvy704mNiKf6KxWp2qwCVqvVwaueEJPAtt/2EBgSQM3XqtC4Yz3+/nUHOr3iyQLFmPqh7xzCbkTQ9vMWVGtW8Snc2dNHNZqyIRN6/MDhjUqa7uVj1/jtzk9ZUne9H1qtlv/N/CDT4+mXrZ5FilcuwuFNil6Sp48H33SYSIUGZeg+uqPtu5vaexb71h5O/Tyb+u3rOJUNmPzhTFvA+Nl9F/ntzk/UaVWNig3LcHSLPeA1OSEZi9mCVqclKE8Anj4eJMYpcRn5S+QhISbRQe/pxI4z/BtiI+JITkjOlgWDVZ4/ZMohRUbArS5CX1KZkMhoEH4IjzeQ8ZOUhh6t7QZT8gZk3EgXZxM4iWB6dlRkAUwnAaOiTwTg3jRjZ5V/ScUGZVlweTrhtyP5rMEQOhftRelaJajbpiarpv5F7sLBRN2L4fppJVi/x7fv8Mb/XsM/2J+QIsEIjSAlOYWfvpzPhjlbATi9+xwLb/yIb6CjYGiK0cTfC7ajc9PR6O26z+wk/H6oRlM2JPquvcBkbHgsFrMFnV79X3U/uo18i6A8gRzffpqdy/dxdv9Fzu6/SMHS+WnSWdFqiYtKsLVPTjTS98XBFCpbkHZftLDVcYq4ZQ9ajY2Iw5iUgqePB+P+HsqeNQcY03kqSfHJvDe2E27uyhKnXw5fRq8fxNqZGwkpnIsO/Vuh0+soV6+UzVi6n+r4g9ixfJ9tSbHtZ6/z3rjOD+6USnRYDCe2n6FwuQJOGi0q/21k0p/IlJ0It9oOOkIyra4bVhDfIwMXQ+wwJehaVxIROA/hVgcwgl5ZlpPGrciYIRmuoAX04P0/hC6fwxEhtAif/yl9pQTjFkCCoSEqWSM50UhseCw58yslU+5cvsueNQcpWqEQFRqUcWq/fvYWbl9UltpO7znP6b3nQcLda45xmNuX7WHukCUOlRv8cvo6SJ8Yk1JIiE50MppGtJvA3jWHADi+9RSfzfrokd1vdkF9E2dDOg1py6i3J2Mymug8rL1qMGXAYrHw18+biQqNpnmPRuTIG4TVaqVyk/LoDTp2Lt9naxsTHmv73HV4Bwa3+NZWR+7C4StcOHyFA+uOMP/yNNw9Dbw1oA0jO0zEZDTR7vMWDoHetV6vxvKIXzCbLLgZHEXsStcsQemajpoxo9d9xfbf9+Ib5EONVyr/4/td/O0KTCmK2N3SCWvoNLQdHl7uD+wXHRbDR1X7EXYjAr1Bz7i/h6jLfioASONeZEwf5XPS76AJsKfup+wHUgUeZRIkLlQMJlDkAZKWI7y6288lLcjo/ylilA5YAIvDspwrhBCQxRR7FYUrJ6/z5UvDib4XQ/VXKvG/me/Tq8YAYiPiEEIwZNnn1GlV3aFPQG5/x5OkWx/18vO0PRfNKWanUlcxYbHEhNmfpS++WZOQIs6Cm4c22IVMD2087nT8eUB9G2dD6rauwdK7P2NOMeOX4/kqBDrn68X8NnYVwQVzMnJN/3/k/fjlq0UsGbsKgI3ztzH94Lf0azqS8wcvEZDLj6IVC3Lp6DU8fT24dz0cU4oJvZuecvVKsfjWDF737uRwvuh7McSExeJeMCe1W1Zjye2ZGBON5MjrrCmj0WjYvnQne1YfxOBpoGGH2lRLV4ogPQYPA0062RWJD6w/ytYluyhWsTCteje3LWtsWbyLa6duUL99bQqXLeB0npz5g2xaLH45fHBzd1YddsWpXedsKucmo4ldK/apRpOKgvlihu1LYKiDlGZwqw1MB8wgvEFfDpKW2NtqMookWiF96RQR5FBeRJpOg1tVhMb/Ed/Ef5dVU/6ySZjs//MIWxbtIjZCCd6WUnJ403Eno+nldxty5/JdTu85R93WNYgJj2Xp+NWEFMnFZ7M+ZHCLMcSExXL52DW0ei0Wk8XpummUyjBBTKNKk/Ls/UPxNJWoWpT46IRnPvQjI6rRlE3x8vV8cKNnjDuX7/LryGWAkvo6tfcsGrSvQ9VmFciRN4iEmAQSYhIfGLdzZp9dMfjO5bvs+H2vzaiIuhtD3Tdqcu30LRJjk1jx/Z94+3vReWg7ANw93Xml50sOabfVmlciZ367geQT4G1zRSfGJWHwdLOtza/+YT1TPv7Z1nbjvK18OaeXbQkwM66fvcXXLb7FbLKwga0YPNx4pedL/DXrb77r+SMAK6f+xewzkwjM7fhS6vPje3j6ehAXGc87g9tmOU6gUNn8DtpUJasVy1I/lecDmTAXGTceNIGIgOkIfbolG/fGkPCjErCtyYnUvYAMewksN8GzMyJoKZiOg1sthK4Q0hqONG4Bt+rg3srhOkLowfdrZOxI0HiB31hI+AlSDgIaSJiKTPoNgn53liNQ+UcE5Qm0fdZoNZSuXRL/nL5Eh8UihKBKU2dxT41GQ/dRbzvs6zpckT8JvxXh4EkqWrEQZWqXZMXkP11e/7dxq7hz+S69pnR3iLcd/FtfNszdypofNrBr5X6ObjnJt+sHPZJkpuzCQ+k0jR49mmrVquHj40NwcDCtWrXi3DlH6XYpJUOHDiVPnjx4eHjQoEEDTp06lckZVf5LaPVaNBr7D+zQxuNM6PEDH1frz45le+mQ9306FvqI7977kSVjVzGq4yT2/XnY6Tz13rAX7CxTpyRFKhRy+OF6+nhgTl3OAgi9es+h/41zt2yfKzUux4hV/Zz0maxWK/97cTAt/TrzZnB3Lh69Qkx4LDM/n+c0niObTzjty8jti6GY083crp9VxnBmr90ATIhJ5MbZ2059/XP68dnPH1K4bAF+GbSI9XO2PPB6AHmLhTB+yzDafdGSQUv6Ur9d7Sz1U3n2kdY4ZNxowAjWO8i4sQ7HhTYEkeMPRMB8RI4/IGkZWK4DVkicA+gRnm+BNj/WuInIlEMIz7fQ+HyBjBuONbQM1vCWSIsiViktt0BfGuHZCY2hHprAeQifL4FUD5T1HjJ5/ZP9Ep5j2vdvRetPXqHyS+UYsOATytQqyZR9o/n4+3eZsHUYtVtUe/BJ0hEYEkDpWnbvUeO36jllH5erV4o8RZUluai7Mayevp7dqw44tHFzd6N45SK2JJiEmERWTVv3T24x2/JQnqZt27bx8ccfU61aNcxmM1999RVNmzbl9OnTeHkpLrixY8fy3XffMWfOHEqUKMHIkSNp0qQJ586dw8fH5wFXeDY5d/ASkXeiqNKkvC04WMWZ4Pw56D2tJ7+NW4U5xUzYTcWFHxkazcJRy21VuP/6+W9bn62LdxFSNDddhraj0dtKWZJWvZpTrGIhIu5EU/O1yhg8DPSb15ttS3dTsmox2n3ZgguHL3N443E8fT14/cNmpCSnsHnRLtw93Ti9+7zt/LcvhrosK/DLoEWc3HkWgPioBH4ZtIhOX7fFmJTi1Laqi1ldRsrXL02hsvm5evIGnr4ethIrddvUYP2cLVgtVvIUzUWxyoVd9l/zwwYWjV4BwOGNxylUtoCtBMz9KFWjuKr19J9EgxKInRqbJJy1eYTGHww1AJCa9IrPAkRqzFziQkj4QWmTshMpU/cBmM8gE35C6MsrXitAmo4oWkvujUCXwbOZOBfp0QaheT7fA08SN4OejyZ1c9iXu1CwTR7gYdFoNIzZ+DW7Vx0gKCSACg3KcOnYVfQGPSajCTd3Pb2ndmf36oM2zTrAKfYJlNiptH4AuQo+Xxm/D2U0rVvnaDH+8ssvBAcHc+jQIV588UWklEyaNImvvvqKNm0UHY25c+eSK1cuFi5cyPvvv//oRp5NWDd7M9/1/PG+oor/hvjoBKb0+pnQK/d487MW1GtT45Gd+2nw2vtNeO39Jmz/fQ8j2n0HKEGIeYvl5uKRKwDo9FqbV0ZKxbAZ23UaVZpWsMV4pRXDTSMlOYUT289w9eQNqr9SiVF/DuTG2dsEhvjjG+jDgOYjObj+GAAe3u4kxSvnr/Gqc4D2yZ1n+DOd4QZgMVk5vu00uQsFE3r1HkIjaNqlPo07vkilRuUeeN+ePh5M2Tuai0eukKdoLtsSXPXmlZh+cAw3z92mUuNymS7Lps/qk1IScTsSeLDRpPLfRGi8wG8cMn6iUu/N7SWsEW+AJgfCdzhC6xjEK7w/RVpCwXwV4dVVKXwLSGt6YUMJMhbHjgawRjrus0akHqqLNDQBY6rit+UmpOwE93/2Yld5vLh7Gmj0Vl3bdtEKhZi2fzTHt5+h/Iul2LRgB7+NW4VGq0FoBLVbVnPw+qcRnD8HQ5d/wR8zNpC/RB7e/uqNJ3kbjx0h0xQB/wEXL16kePHinDhxgrJly3L58mWKFi3K4cOHqVTJHhzbsmVL/P39mTt3rtM5jEYjRqO9lEVsbCz58+cnJiYGX9/sHwTdr+lwmz4QwPzL05zcmv+GyR/O5I8ZykNH76ZjwdXpTjEvzwqxEXFcPHKFwuUKEJDLn/1/HeHS0avUblWNoJAAZnw2l4g7UdRtXYOZX863ZXOksejGjy6Ds5MTjbTy72JTvS1fvzQTtgyzHbdarbys74CrP/WeYzqRr0QIQiNssgBvBr9LbIRd0NLLzxNPP0/CrivV2l99vwmtejW3yRRYrVYO/HUEnZuOKk3+eaHQ+3Hn8l361v+a8FuRlKlTkrEbv86WXs3Y2Fj8/Pyemd/vv+FZuVdpTUDeq4WtPpyhGZqAKVnra76OjHxbiX3SVwb/aRA7HEwHQV8W4TcOsCIjOymZdfryiIC5itEGyKTlioI4ABpE0DLH2CqVZ4KY8FjeDLZnTFZoUIbxm4dmqe+62ZvZMG8rRSsU4r1xnTi4/hjHtp6iStMKT1Ug85/+fv9xILiUkr59+1K3bl3Kli0LQGioMivJlctxFpMrVy6uXXNdeHT06NEMGzbM5bFngRJVitqMppz5ggjMmNb5L0mfMm9KMZMYm5Qlo+nqqRt4+XmSM5+LquJPgfBbEfSqMYCI21H4Bvkwefc3VG9eierNFePaarWSp1gICXFJ+ObwYc757zm08Tg/fTmfqLsxdPzqDZcGE4AQoNEI0iKGMi63aTQaKjQo7SBOmcaOZXs5u1+JK3q150u0/aKFg8GUu0gwr73flJ/7LbDti74bbTOYAMZ1m8am+dsBaPvZ67Tp8yrjuk0j7GYkbw9sw0vvPHx9rGunbxAbEU+ZOiXRaDSEFMnFnPPfExkaTXCBHM+laJzKo0UmrwPzNaShHjaDCcC4HWv4m2Coi3BvitCXRiZvRMZ9p0gP+H1r8zQJXQHIuREsYUhNDojsAGZl2VoYGiM0qS+boFWp4pf+CGGPDxQebcAagzQdQ7g3Uw2mZxSDpwF3LwPJCYqDIzYyjo+q9eOFasX4aHK3TGVxLh27aluJObH9DMakFFv4xbKJf+Dp60GLD5vRfXTHJ3Yv/5Z/bDT16tWL48ePs3PnTqdjGdWr08vsZ2TAgAH07dvXtp3maXpW6DqyA0F5Agm/FcGr7zd55LP/Dv1bc3zbaWLC43i150tZStGf0OMH1s3ejFanpd+83jTs8PSrgO//6ygRt6MAxeO0a8V+2n/Z0nZ83tDfbJl1O37fi4ePB72+f5fFN2disVjuayQYPAx8MacXP/dfgE+gNxXql2ZUx0lUbVqRpl0aADB8dX82zt2GwdONs/susmfNAcrUeYGD64/azrNpwXZ2rtzvcO5Gb9VjzteLHfZVbeYoMbBtyW7756V7CL8daTOkx787narNKuCfUykymmI0sWD4Um5fCuX1D5o5iNBdPHKFKyeuExsZx4zP5iGlpE7r6gxd9gVHt5zk9sVQareqphpMKg9EJixAxg1XNhLng+d7kDgz9WgSmI+D+TgyYRYyaBFE9wWMYAEZO0wpwpuKEB6gKwDmS8hUgwlAGjchPNulttGAsGd0pUd4dcuoB67yjOHuaWDYyn4sGLEUodFwfKsyAb1w6DL5SuahzaevuuwXfS/GwcN/85xjoktibBKLx6yk7hs1sxSjmR34R0ZT7969Wb16Ndu3bydfPrvSa+7cSjppaGgoISEhtv337t1z8j6lYTAYMBjuX0AwO6PVamnV+/Gt0ZeoUpRFN2eQFJ/spL7qivjoBNbN3gyAxWxh+eS12cJoKlQmn1LdPPUHVKS8XY/ozuW7Nt2lNJLikpj43o80fKsOercH6xL55fChxUcv4+3vyaQPlJfDlkW7MJssFCqbn1I1itPio2bERyewZ81BPLzc8Q7wonC5ApzapWSAGpNSnAK9dy7fi9lodth3bOtJXunZ2JZxV7J6MVvQeMnqxTAm2s9hMVswpeu/YPhSW0D3vj8OM+/SVAJy+XN403EGNP8Gq8WKTq+1fU+7Vuxn1bR1TO2tvMQWj1nJjKPj8PBWAnf//nWHLQD+7a/aZDo5uXj0CrtW7KdYpcJO+i0qzx/SlC6ryXoP4dEc6fkmhGcsU2KElCNAuoBemYxLtHlAkwesyotP6P+5YKvKs0flxuWo3Lgcu1butxlNgENtzhSjie96/sCpXYoWVPfRb1O1WQUOrj9GznxBdBz0BiPafecUevEs8VBGk5SS3r17s2LFCrZu3Urhwo6ZPoULFyZ37txs3LjRFtOUkpLCtm3bGDNmzKMb9X8MvZsefWDWBA09vN3xD/azCZ+lpYg+bUrXKsnQFV9w4K8jVGhQxkEQ8uz+iw4SAWmYTRb2rj1Mvdb24PddK/ezdMJqchcOptf33dn2227Wz9nKmb1KRpw+g1L3xPeUrJ6qL1fk48nvsnbGRlttuZsX7iA0gkZv1+XyietcPXHdoa9PoDfXz9wiI1uX7KZiw7K8+l4TAEas7s/KKX+hN+hp2etl7lwK5cLhy0TeiabjV284LJGmrxienGgk4k4UAbn82bPmIFaL1XbfaeTMF8Tx7adt23cu3+XGuduUqFKU84cuMabzFKSU7Fl9EP9gX9uY0nP3Whh9X/yapHjlZTho8f9U+YHnDCmloquk8UXoCiMMjZDJfykHtYVAVwSN8MDq2QMS7TpjCM9UJfABiiyBxj9VKsAZITwgaBEkrQRtCMKj1WO+K5XsSPVXKtkMofwv5OX1D+2G+NoZG/l7wQ4Afv9uDRUblWXUn18RGRqNtFr586e/adW7ObkKBfP7d6u5dy2cJp0bPDNeJnhIo+njjz9m4cKFrFq1Ch8fH1sMk5+fHx4eHggh6NOnD6NGjaJ48eIUL16cUaNG4enpydtvv/2Asz8ZpDUBGTMAzGcQHm0Q3h8+7SE9UrQ6LWM2DGbRtyvwC/Kh28gOT3tINmq3qOZSP6RUzeJ4+nqQGJuE0Ag0QmBJNSAmvz/DZjRF3Y3mmw4TMaWYObXrHKd2nSP0iqMGk8lows3DjZQMHqOD647SvXQfKjUq67BfWiXnDlzk3VEdGdt5CsakFPyDfclTLDe3zt/J9F6i79ljzbz9vXhn8Ju27cLlCvLjkXGc3HXWSeH79Q+ase+PwyQnGqnarAKFyynHX6jumJ5dqlYJilUsTJs+r3Lk7xNsX7oHgBx5A8lbXPHi3rse7uD6Dr3qWEMqjcvHr9kMJoCdK/ZT47UqTsWKVZ5dZMwXkLwa0IDvSITnm4pnyHwD3BsihAdSWiBlu72TWwOEbz+ErgjoioBnJ4d4JFcIbQg8Z89MlYdD76anzaevcunoVeKj4rl45CrVmytxtmlCummkJKUghCAoJIAPKn/BpaNXAajQsAw3ztxGSsmOZXvpPLStLYQhu/NQRtMPPyh6HQ0aNHDY/8svv9C1a1cAvvzyS5KSkvjoo4+IioqiRo0abNiwIdtoNMmEn8GoSCfI+IngVhvh9ngynp4WRcoX5KuFfZ72MBxYNvEPlk9eS55iuRn466cE5PK3HctdKJhuI99i+aS15H8hD7cuhHLrgmKwaLT2h3hCTKKtBhvgZDAB+Of0Re+uI+xGpNMxq8WK2WQhb/Hc3Lpg9/jcuhDKiLYTKPdiKXqM7kjRSoV4M0d3m26Um7ueF9vW5s7lUE7tOke+EiE075F5rawdK/Yy+u3vbfomE7YOsyniVmhQhnmXphIZGk2hsvlt8UkZ1bp9Arz4ZFoPAPIVDyEoJIBbF+5Qv31tmyxBlaYVKF6lCBcOXSYwtz8vv+u62GmpmsXJkTeQ8FTZgq1LdnH15HUm7Rr5XCrP/9ewJq1LNZgArMjYkcjYoeDxGsJ3tH3J1hoBZrtGGTIeobPP8B9kMKmopDHx/RlEpRaWn/jejyy6MYPYiDii7kbjl9OXmLBYqr1ckdotlUmyKcVkM5gALh29apvwRd+L4eKRq1nSu8sOPNSvRErp8l+awQRKEPjQoUO5c+cOycnJbNu2zZZdlz0wOm5mtn6v8si4eeEOP342l3vXwzm6+STzhv7mcDz8diQzPpvLnct32f/nEXIXDiZfiRByFw6m37zetnb5SuTBJ9A74+ltlK37AtMOfEuZOnYNp4BgP4dabSWrFWPOuSn8dOI7tDrHP/8T28+wcd42BIKUdKJtJqOZTfO3odVpWXj9B34+OTHTDMbkRCPfdvzeJuyWkmxizQ8bWDp+Nce2KXEAAbn8KVqhkENAd+7CwRSvUsS2Xe+NWg7nrd2yGm0/b0Fw/hy2fR5e7kzeNZKfT37HL+e+J2+xEFzhn9OPaQe+pdbrVW37rp66wZG/H6xkrpK9kMbdWO/VxXqvJjL5b2TSCoj5JEOrRCAFkpbbl+hA0WvS2RMPhKFe1q4pU5DJ65HGvf/+BlSeC7TpJrNp2cpDWo9l2cQ/bOVYTu06x7XTNwDFO1WntT2WMr00i39OX4pWLPQERv1o+M/VnhOe3ZDGncqMy6MVuFVXHggJc0BbAOE7GKHJ/MX8rJNiNPFDn1+4ePQqL73zIi0/fvmxX9NicoxXyhi/lBCd4BDHc3jTcb7bNpyydV6w7Qu/FcFfszbj4e1uCzw0eBowpnqDEEoQdnCBnHw+60OKVSyMMdFIq97Nibgdyerp6wkukJPG79RjwYjf8Q/2o9Fb9dg4f5vDWHYs38enP7zHR5O6MeOzuSCEzQA6vu00UXdjyJnPbrjEhMfy68hlmE0W3h7YGjd3NycX9eZFOzCnKPf37fpBLrWcdHodE7YMZf9fR8mZP4jSmRTETOPi0SvMGbwYg6eB98d3xtPH477tA3MHULtVdfasOQgoHrw8RdU6YM8aMnaoopkEyJgvQWTI1tW9YJMEACBuPNJdKQ4thBYC50PyH6DJiXBvnLVrRr0HKakZot6fI7zf+/c3ovJM8/kvHzPxvRmK9NDMDwAcPEmg1O384qXhzD0/BW9/LwYv6cv+v47g6eNBhQZleO39Jlw5cZ2ar1chIPjZWJqDfylu+Th4UoJxUloRQoO0hCLDGmPLHvHsjMZ30GO77tNm8ZiVzBrwq2176v5vKVm1KMmJRlZO+QuT0USr3s1tBWsfxNn9FxjXbRopySZ6TelOjVdcZ9TMGriQ5ZP+IG/xEIav6odfDh+iw2LJXSgYIQRfNB7qoKPU7vMW9Bzbid2rDjDxfcX1mxYoDYpnZubxCexedYBv3/netr/joDfpOrw9oGg/pa8pZ7FY6FHmf9xMjVV6s+/rePi4M3/YUlsbIWDeJUWg1Gq18uuIZcwbpnjG3D0NzL04xcHL1K/ZCA5vPA5A8cqFmX5wLLMG/MriMSvR6XWUrFaUU7vt9RkrNCzDyDUDXMYTHdl8gm87TcFiMvO/mR/cN8vtrfzv25bbKjYqy7hNQzJtm57lk9dy/uAlXmxb66HrU2WFZ0Xw8VHwNO7VGvYyWC6nbgkg3eNbEwJBv0H4qw7K3SL4AELz4JeStCYAJqW8im1fLPKe3UOJriyaHMv/1T2oPJ9M6fUzq6c71xecvGskpWuVfAojuj9PXNzyWce2fm+NxSHdNrUEwPNKXEScw/aFQ5dYNGoZ5w9dJuyGcu+HNh5j0o6RWTrfxPdn2DLMxnSewvLwX1y26zy0LUjJjXO32LliHwtHLicuKp6ar1dh6PIv+N/MD+hZrq/NS3No03HeSUhmXLdpxEcnON9HZDyx4XFcOe4omrp71X66Dm/Pr98sY/6wpXj7e9K8R2Nee78pbh5uNoMJ4PTe80zeOZKjW05xIjVDTUoIuxFB7kLBaDQa3hrYGgTcunCHV3q+5LQsdyNddl3a99B9dEfafdkSg4cbP/df4GA0Hdtyip7l+jJp50gMHm4Me2Mcp/dcIEfeQBJiE22u7Qk9fsjUaNq8aIfNYAJs+ldZITM9FZXsjUyYi0z6DbTBKPXkLGC5hc1o0gRD4BJE8jqktgCYT6buzwUpe8G92f3Pn/w3MroPYATv/9kTZISPUkPOfFHZdqv4yO9N5fmg99QevNi2Fn/+tInNCxX9xpz5gihYOh/ff/QT62ZvpnD5goxY3e+ZrWoBDxnT9Dwi9CXAvZWyoQlEePVEGvdijR39XFblbtnrZUKKKDIENV6tzOIxK9m18oDNYAI4f+BSls9nNdu9P2llTFyxaNQK27VmfDaPuChliW3vmkOcP3iZPEVz02lIO1v7S0evMrXXLEwpzgUhQQkK7/bCp+TIn4P00kTVXq5E1N1o5gxejMVsISY8jsXfrqRX9f5Iq5US6VJb0+r4vTf2HTx9leWtMnVKUjJdJptOr6PT123pP/8Tyr9Y2mkcLT5q5vKzT4A3bu5u1G/nrJEVeuUeWxfvYtnEPzi65RQpySncvhRqM5jAWdU8jTuX7zKm81TbttAIh8w9lecPaTqLjPsGzBdsBpAm598In/4oj3B3pZ6ccV1qu5OAHhBgvYuM7o00br3/NeK/Jy3eU8ZPRkol+1QIgQiYj/D+BOHzNcJn4GO8U5VnnQr1yzBgwaeM2TCYrsM7EBgSQNcSn7Dmxw2YUsycP3iJ38atdtn3zuW77F51wKEKRnbkP+tpApAph8ByF+E3DHz7g/BWVG+j3gXMyMRfwH8Gwt11VtKzSHCBnPxybjIJMYn4BHjzivtbTm1KPIRmRu9pPfj2ne9JSU7h0x8yj3UIveqc6ZbGnMGLaNypPt7+jplcG+ZuBRQDIke+QBJjEomLsnudTEYTp3aeYcLW4ayc+hcv1ChG/hJ5Ob33vEPRX4DosFgObjhmy8oTAgqVTUv3L87cC1MIvxlJobL5My0J4IoO/VtT47UqWEwWilUq7HS8TO2SfDixK3O+XkxSnD3p4PyhSw5B3Wno3fVoNBre/Ow1l9fLuEzZsEMdhyKbKs8hMoMQoFR+A8KrK3i0BaFDCAPWmK/SNcow2TCdAkODzK+hSVeiSPihGF2pm9og8O71T0au8h+l8kvl2Th/G+cOXHQ6llFLD+DcgYv0rf81KckmgvIE8MPhcdk2zum58DRJS5gyG5P2l4lMmIc1rAnW8BZYIzpjjZvseDxxMTLyLWRMH2RkZxC+COGmFJ0kXaCyWYmzkVJiNZ3HmrgcmbzFZfHXZwWtVotvoA9CCDoOcvZS1Hytqoterin/YmkWXv+R3+/NtlW8tlgsbFm8i43zt2FODQK/ny7Q4U0nGNdlKj/2nYvOTTFY9Aa74WIxWxi/eSgdXXhUCpTKR7l6pRi8pC/n9l9kcItvGdp6HDVeq0pQXntZB98gHywpFpsSrZRwZNNx23H/nH4Uq1TYyWBKSkjm0rGrJCXYDR6r1cryyWvp33QE84ct5ey+C3xS+yua6tvR0r8zL7u1Z2ibcbZ7b/Ppq6yOmc+nP7xnG9PmhTs5tu0UlV4qb5NVcPNww5RswphoZMHw34nNsJQKULxKEeq9qXzPAbn86NC/tcvvVOU5Ql8JPNoon7WFEV49bIeExgshlN+VIjbprhzQlQCRapQLLzDcP+hb+I0CQxNwq4UImJGpsryKSlZJP2kFCMoTQM3XqtC0S31+/24N23/fYzu29qdNttCMiNtR7F51gOzKM+9pksYdyKiPACMYXlKqcFuuIOMyxOSY9oI2J3gqIpsOS2+mY2C5g0zZhUyYCxiU8wkv5ZyAjPkcktconwE830H4fv24b++x887gN6nfrhYj2n3HlRPXyVcihGbdGvyrc056f6atlMue1Qd46Z36jH57MhazhYJl8pO7UE6S4pIdlK4BhxIm6UuPFCqTnxx5A/ENctT6EhrButmbqd2yGoXK5mf7UntK9LVT11l8YwZHNp/gynElQ0PnpsPb34v46AQ0GkGll8rf9z6i7kbzaZ1B3Ll8l9yFg5m8aySBuQOY0P0Hmxfs0KbjCI1AWhUjOjE2CVCUy7f/vpeGHerYXkCvvd+Exd+usJ3//MHLrEtZjDHJyLXTN5n79RL2/3UEgOQEI7ERcU73rNFo+Pq3z4gMjcI7wBs3F7M2lecLIQTC71uk73BlYpdZO7dqkHMdWG6CvjxYE8B0FPQvILR5ndpLSxgy9mvF2+79EZqAaY/xLlT+a3Qd3p6rJ64TevUeHfq3puNXb2BMMtKjbF+bxt774zvzZt/XSYpLcugbHRbzNIacJZ5po0mmHEHGfoNNe8m4CSzXMtVekpY79sKR+oqQskv5rMmLlPEQOwRbYKWhKcJ3AEKbF2m5bTOYbCRvgFSjSVojIXkjaPMjDM9eeYr8JfPyw+GxRNyOIjC3P+G3Itm8aCcvVC/2j9LSD6w7Yvu8/88jWC1WW7zTtVM3+GpRHwqVyc8Hlb7gcoZA7jS0Oi2fTOuBxWyhfvva6PQ6IkOjHdpIq+Te9XB+6v8rjd+uS65COW0/Rp1eRwvfTuR/IS/DVnxBjrxBpCSnMGDhp1w5cZ3SNUtQrl4pF1e2s3H+du5cvgsocUjbl+6lVe/m7F7tOAvKzOt44K8jjO82Db+cvgxf1Y/ilYuQp1gu7l5TlLvzFle+2+h7sSwZu4qE2ET07npMySYatK9tU/52xbMcSKnyz8jMYJKWW5C8CXTFleePNrWot9YdtJl7mGTcKDAqFedldB8I3oPQZA8R4uyITDkEMhmpr4VInIFMOYhwb4zwzB7VLrIbeYuF8NOJ7xz23b0W7iBKfGzrKd7s+zoNO9Rla7rC52t/3MjL3RoRFJL9nnPPrNEkU44iI98G0rkAhbcSzK0phPTsAokLUG7RCCIY3GpjTdoIKVtA+wLoqytZIYZGCJmCdEjfDbDPzoSLdER9RWUcMgkZ0QEsV5X9vt8gPNs++ht+zGi1WoLz5+DWxTt8XK0/CTGJuHsZmLJ3NIXK5L9v39iIOLYu2U3O/EHUer0qFRuW5e9flfpDbu56Dm447tB+0ejlNO/e2MFgKlGlCK992JTTu89z6+IdWn70sq0+2o1zt4gNjyPsRrjL6187eZ2xXZTg6MLlClC5cTmWTVoLwPmDl1gwYhnvfvMWfeoO4kZqlW13LwPvfvM25w5eJCgkkE5D2jotH5476Lgen6YQXq5eKfasPmjbX6F+GY6lK2AJUKpmCTYtUEpWhN+KZNbAhfQY3dFBVuH6mVukGE2MfmeyrWgwAEIJioyLircVaT5/8CJju04j+l4MXYZ34PUPMhZeVfkvIq2RyIi2YE39bfhNQni8krXO1vQBtympk81nx2iSltvI2GFgjUX49FU8bY/6GsYdYLmJNF+DxNnKTn1VpEn5/cuUHaAtgjDUfOTXfh5x93IjKE+ALeO3enOlBmntltV4/YOmrPlxAwBhNyPYMGcrbw3IfuEHz6zRhOkQDgaTrmyqMKVi4Gh8v8KqKwfxY0F4ggiEqC6uz5U0H5n0K+APRANa0NhrhgmNN1L4gEyNMRGBCP/xymfzNbvBBEjjtmxnNEWHxaDTK0tTD+LwphO2uJ/kBCMH1h2lUJn8/DXrb+YN/Y2gPAEMXNjH5oFKMZroU28wN84q6fYfTOjC57M/ovyLpdk0fxsndp51usaOZfto+XFzh33e/l407vgizd91nBn/+s0y5gxeDEBgbn+XY05fZTvyThSGDMaPRqthau9ZNoMp7d5+/GwOVotiKCfFJfHJ9J4O/RKjHQNwU5JTOL79NB+M70z5F0vzx4yN3Lpwx8lg6jSkLW/87zXaBne3lX0RQilfkraMp9yzJ3o3HRG3MpR8kXDuwCXmDF7CJ9N6sHHeNsZ2m2pzgk7t9TP129ZyWrpT+Q9iOm83mACZsivLRpPw/gQZdQJkNHh9gNDmfEyDfDzImMGQokzOZNSHELxPEfB8VOdPXKwsXwKQ7rymw47tLLdBmhDiwUvl0rgLGTsY0CD8Rj8WQy+7cvX0TT6o9DkWkwUEdBvRgdc/tGcc13uzps1oAqXOZkbioxOY/NFPhF6+yxv/e40G7Z2zkx83z24guFstINVdLTwR/uMQbpVsh6U0QuwART3XchXMh12exo4VxWACsEDCOKzJ25Cm1BeiW4PUYxrw+QwhUgMutflB2JewhFuNf3NXj5wlY1fRLndP2ubqzuZFOx/YvmS1orZ0d41GUKpGMWLCY5n0wUzCb0Vy7sAlZn4539Y+7Ea4zWAC2P/XESb0+IHfxq8iNl2mW3qkVVKiahEav1PPJhdw+O8T/NDHrvG0af52Pm881EF4MuPyXBoB6Yyp+OhEFqWLGxJC8GrPxmxdssupX5rBBHDt9A2bJymNMnVfcNj+86dNfNZgCO9X+oLStUsSddf1ePasPsidy3ep/or97/HY1tNcPHbVYVx9f/7QFoyfvsZeGolxitH2y+BFDhqG6Tm95xzdy/ShS4neHN503HUjlecXfUl7wDcgDFnPpBRuFRDBexC5jqHx6fvsJbdY0+mTyTgcEngeAdK4I91Wugm6tjikX4WIG4a8WxGZuOTB54zpp8ScWa4jHbIdn3+WfbdaMZgAJBxcf8zheKVG5fh48rtUalyOTl+35aVOLzqdY/ZXi9i6eBdn91/k205TCL/15HUVs7WnSRp3pQq6FUZ4f+xgyQt9aQhaDqYj4FYNhAFrzEBAp5QSSJiBU9rtwxLdEwlIjw5gTItpskL8j0hdIWWWINxBGwTmtAKw2SfrRErJ3K8XI6XEbLIwf9hvD0xPL1GlKOP+HsKhjceo0KAMZeuWIjosxsFDkl6PKWf+HOQvmcfmxUmMS3J4efsH+2EymnD3drd5VCxmCzfP32bH73tJ/5y+mCrD/8eMjUz+cOZ9x+nu7U5yvBK7du9GOK/2fInNi3aSFO8Yz5b/hTz4BPk4XMfg4UbxqkUweBg4tOEYQiM4vv0M7UN6MnTFF9w8d5sjm09QsWFZAkP8ibwTDdhFJJMTjGyav53yL5Zm7x+HnMZ28cgV/ldvMIXLF7TtMxlNHFp/jNotqhEY4k9wgRz8Mmgxi0Yt5/PZH7Pk9kzOH7zExPdmEH4rkqA8AXT86g3bd5heR6vxO/W4fSkU3yAfJvT4wUFcdMntn+77vak8XwhNAFJXAEyKt0maToOuDBKB0AQiNPf3LiueGQ+llFRMf6Wf31iE+0tPYPT/DuHzP2R0b5BJCO//2bIIHxm6QvZSpZo8StktLGBoCNH9lP3plNdl7HCkeys0GmUc0nIPLDdAXxoh0soc2TO4HQyx/wCFyxV02C7oIuyjVe/mtOrd3Gl/GnGR9oxii1nJhs6RNyjT9o+DbGs0SctdZNQH2P5qhRa8ezs20vgizWfAfAmMO8HirAmh3KIbShHLf0jSYsdt6w1kZBcIWgYaf5ssAYA0bgCPV5DxU0FaEd4fILRPp8aXEAL/XPYXbmAWg+rK1SulLB2lZmb55/SzaQ3lyBtIj2/fsbV1M+iZuGMEWxbvIjh/DpZNXutwrpAiuRj150DGdZvG3jtRWK2SV99rQnRYnFONtvIvluar10bZjID0pAVIp9F/Xm+GvTFekYIwWzm15xzeAV42o8nLz5Mar1Tmra/asP6XLWj1Wtssp+OgN3lrQGusVitHt5ykX5MRgGLwTfn4Z5sBuGPZvky/I61OQ74SITTv3ohilYpgNptZO2OjbezJCUaKlCvAmT3nHfr55fTlk+k9aR3Y1bYMOvH9GUzZM4rqzSuz6MYMTCkm9G72CULDDnW5cOiybXvjvO1snLedvj994JDWmzHFV+X5R8okx+WihLnIhBnKMTwgYEaW4m1k7HCb/pOMHf5sGE2GehC8H2TKI68XKuN/hITUCYi+IsJ/KkIbrJSVCWsC0pUKvwliPoeAKUjTceUdIRMAPdLQQDFGfb+xL8/5jnikY87utPn0VW6ev82+tYd5oUZxen3/7kOf4/WPmrFj+T4sJgt5i+Um/wvOWaGPm2xrNGG5h93MVwK/M/pwZFTPVF2l+6AtBN6fQkw//pXh5IRZqTAuUxQXbdqMQ19RyURJ2Zs67r2InOse4XUfjuGr+jH7q0UYPNz4YIJjTJeUkmmfzGbf2kOUb1CG/814H51ex8wv5rF0guJZ+/C7rrTp8yqtP3mF1p+4jpXwy+FLq17N2bFsLwLpUBLr5XcbMabzFJtHpkCpvBStUJB+TYY7nKPyS+XYMGcL0WHOarDFKhVmwMJPGdNpCrGRcbzVvw01X69iq18HikH4ybSeTOn1M1F3Y4i+F8Pu1QfYtXK/g5QBwM0LilGk0WgoVbOEQ+HfWxdDyQytXkvDDnWIjYhj5RR79fh2X/jQc8w7FKtYmC9fGo7FbMEn0Jsuw9rT8K26/NDnFy4du4ZvkA8te72MlNJWBBiUWKn0pDeYAI5vd4yZSmPb0j18Or0nYzpPwWyy0PenDzId+4PYsngX107foEH7Og8M/FfJPgjhgdSVSTdxS+9pTUIm/Ji1IOX0XhqbVyT7I4SbU9Fia+woSPoddC8gAqYhNA+fgSWTfrdvmI4pBpDnm0pYiJPBlO6Bl/bcT1plM0LBBMaNyISf0fh8inB3HSYhZVI6j9TzySfTesK/ULY4tuWUbfJ762IoB9YdzbTe6eMi+xpN+lJg8QaZGuRrOuncxpyFch+WixDT+8Ht/gmJc+yfNYUQ3t3Boy0yLN0SmOUy1riJaHz+93jG8ACKVSzMqLWuSx/sXL6PVdMUgy50zlbK1CrJKz1fYnk6b9GKKX/SqGPdB6plXzh8mZHtv8OauozXrGsDmnZriLungYXfLLO1u30xlJ/7/+qw3Adwatc5B89TzvxBdPq6LbkK5aRs3VK4GfRM2/8tAMYkI33rDyE6LBY3DzeKlC/IjTM3GdtlCj3GvMPI9hMBxdvjisqN7fpMHl7uNOxQx6YrZbVY0Rt0DjpRaQz5/TNqvV6NriUd/552Lt9H99Fv4+5lsMWFxEcncOfyXSrUL8P0Q2MJvXIP/2A/PH2Uh2KfH9/n+49/wt3LnY8mdXM5zjR8Al3Pol+oVozKL5X/10tyf836m+96/gjAqqnrmHV6oipp8AwhAudA0u9ISwQk/ux4UJO14G7hNwEZOwTFAzLskY/xcSPNV8F8DonO/lw2HUQm/Izw+cLezpqgLGEmTFXeH/rKCN9BCG2w4wl1JcByPa0XWC4h48aAzzgUtfTUZ5WhubIKkvxH6nY9AISuqHMYYqqyu7TGAykITWDqdgwyshuYTyLdaqeKiz7ipcbnhIxq4q7UxR832TcQXCaA8E+3nYiUEmmJQKYcUP7wPFo69nF7EQJ/U4pMPmmsV5Epx5DRH4I13vFY0grXfZ4yGT0wKckmTCkmh7pnOjctXYr15sMqX/Jlk+GZ1oK7femuzWAC8AnyZmLPH/m4Wn8HZevm3Rvjl9NZwqFgmfz4B9v3J8Qk0bx7Yyo3Lu8k4Lj/zyOcTi2Cm5KUwtWT1wm7GUno1TBmfj7vgT+ktTM3Omw3etsxzsuVwQSQkro/TzFH/aTbl0LpVWMAx7adspU4kVbJmb0XAMWjladobpvBBMp3X6VpBd4Z/CYV6pe573jfGfQm+V/Ii06v5dX3mvD2wDZ8Mr0nnYfZa/VdPHKFga+OYnjb8dy7Hnbf82XkdLolxPjoBG6cvX2f1tmX6dOnU7hwYdzd3alSpQo7duzItO3WrVsV0cgM/86edc72fFxI83Ws0V9ijRmsGDz/EKHxQ3h1R+P7JcJ3OOjKKQkqhhYI36wFGwu3SmhyrEaTYyXCrcI/HsvTQKYcQ4a/rsQ3xWScINpfcdJ0FhnWEKI6QsoeJUnIuA4Z1kSRsJESaTqFNN9E+I0Frw9Bl6HeZFx/HGJlZTz4jkH4jVOW3/zGKvs93gLvgaAtAAjQlUB4vavEjt2rqfyLT3W5JP1uL7Ccshuew5qnj4pWvZtT782aBBfIQbsvWlK5cbknPoZs62mSYU3Ax4qS6ikRPl+C+aKizSRjlOrdhvqgrwfm44qwpO8QSNmJFL52eYAnSfLvrvfrSj7ZcWSR+u1qsf33Pexbe5iAXH6c2XeeXIVyOnh8UpJMJKaqtZ7YfoZzBy5Rts4LTueq2rQ8BUvn49rpm/jl8MHdy8DN80qdt6T4ZHIVzElCbCJavZavf/+MmV/Mx2w0ce7gJVKSTdy9FoaXnydRdxUlWGm1Ol0jjYyxWek9SkKj4atFfZg37DdFB8pFQtCJHWewmC0247BSo3I069aQ9b9sue/35e3nyc3zt11mqV04dNmhbAuAh49rV/uBdUdsge67VuznxtlbfDS5G2aTxclAvH0plNlfLaRohYKM/KM/eYq4jo8b3OJbwlMD7W9fusvE7cPx8Faunxacn7tQsMv6eHXb1GDD3K1YLVZCiuSiWGXnNtmdJUuW0KdPH6ZPn06dOnWYMWMGzZs35/Tp0xQoUCDTfufOncPX126s58z55NLuZdR7YFFi1aTlFiJwtnMbaUWIrM9thWcHhGeHRzbGZwFp3IQtlENGoZSSsSixSOlKzsjEBYq8ghNJyMie4F4XktcCGtAVB2kGjzcgIQrkHZRluAxxgyk7IKob0n8imnSSDUIIhHdX8O6KlBabFII1aiqgTFZl/BTw6qnoC6bnaUz6nxHuXQ/nvbGdyF0o+MGNHxPZ19Nks+YtELwX4dUJmbxWMZgArHch6Tcw7QCPN9HkWA7WSMXFbHUOJH5qCB/w/iTTw08zzVfvpmf4yn6Uq/cCEbej2LxwJ6PenoTQ2KPH0gfa6Q16gvO7zlTw8vPi+72jeKPPa5SvX4ZlEx0Dwu9eCyM+KoGVU/4iNjyOsRu/JjidgRYTFktiTCI6Nx0GD7f7Fv8tU7skn0zrQb4Sjh4frU7L++M74x/sx81ztzNN06/StIKDNw2gbF1nQzAja35Yz5whS+xpsxlIinUsBRCQy3XByfSKuACrpq2jlX8XXvPsyKwBvwKKx2fmF/PoXXMg237bw9Ylu/mmwySX57NarUTfs5cduHT0Kr1rDiQxLokUo4m+9b9m2Bvj+bhaP7b9ttupf41XKjPtwLd8tagPU/eNxsvXsXBybEQc496dxqDXR3N673mn/tmB7777ju7du9OjRw9KlSrFpEmTyJ8/Pz/88MN9+wUHB5M7d27bP6320en8PBDLjXSfHZXxpeUW1rDmyLtlsMYOte+3xmONm4A1dgTScufJjDObIM2XFc9c7AikNXVyZQkF89UMLZMBk6JfZblp2yu0ue5z9phUgwnAqsTKWi4pOn8y7XvO5IFi2g9hL2K9WxlrWBNkulASaU0A83mkNTWeVqTPZrQiE+Yh3Wop5b10JcHrw+eqQHxWiI2Io1+zEXTI9x7zhv7GuQMXCb8d6dTup34L6F66D52L9nLQc3rSZGOjKRVNEEIoLx+hK+a6TeIsrMnrwOr8RT810mYLMi61PEvqZsphrHETkcZtyKQ1yHuVsN6tjjQ66wg9KW5fumv7nJxgtMUbdRz0BiNW96PzkHbUb1eL4av6EVwg85n4mukbWDbpD3Ys20tSnD0gNXdhx1nB2f1KlmPG+KjosFjMKWaKVy1C44717jvm1z9sxsffd3fYZzFbmPH5XEZ2+M4pMy+NPMVy021kB/5etMPmMbKYLdy5lHkAeBrHtp5i2xJnoyMNg4eeF6oXQ6MR1G9Xy6bTZEwysnH+Nlv5lbpv1HQyPpPik5FSsnjMSu5eC2NMlyksnbDGYWnz3nXXiugajYbOQ9s77Lt2+iYnd57lxtlbXEqVcrBaJduWuh5/sYqFadC+jkvBzO8//okNc7ayb+1hBr06KtMl2qdFSkoKhw4domlTR5X0pk2bsnt35v+/ACpVqkRISAiNGzdmy5b7exqNRiOxsbEO//4VXl1TPwiEZ1eHQzJ+pvLSxgKJC5GmE8r+2K8UOZXE+cjwN5XSHv8RZOS7kLxSufeYr5DSjIx8B4ypy1naIo4dLFeQkd2QMllRTpcW0FcDt7rgNxm8PkOJTwI8u4Emq6nrejA0y7DPoizVWa4hY5W6p9JyFxn+CjKiJfJeLayx48AtQ5mt+LEQ0Qbh2Q1NjjVPLfb1SZLm+U4LI1g4ajmHNx4n4nYU84cvpVeNAXQt3pujW+zGp9Vq5ffvUmu/SsmyiX88lbFDNl6ew9AU3EygyYWMehfcm4JHB0iYC+Zjzu3jpiIDpuGQyfDUcMdBjyPVJSxN55CRnQBTamKFO8qsKBEZO+KpZdm9+b/X+fGzuU5er/pta6F309NpSNYUzq+cdF1HLiLDrGHL4p106N+KXlO6c3z7ae5euecQD3V61zki7kQRFBLAjXO3CL0aRrl6pWxlTiJDoxj19mRuXbhDUN5AB0Xtu9dcGxZp3L4YSq/qA2zblZuU59iWUw+W1xKKcOb90Gi1TNg2nPW/bEaj0WC1WNFqtQx6bbStfEq5eqVo+3kLZhyfQJ+6g7h26qbDObQ6LW4ebk77AZtukyveGtAanZuWmV8owqM6Nx15iuUmINgX/5y+tizDElUzmXjch7Cb9u83LiqB5ASjU4bf0yQ8PByLxUKuXI6ehFy5chEa6toYDgkJYebMmVSpUgWj0cj8+fNp3LgxW7du5cUXnUX1AEaPHs2wYY8uSFrj8wXSozXghtBlWEJME8+1bacu9ZrSefpkGDLyLfAbj/BooeySFkhaCtYI8Gj3zKl8Z4aUKWBNF2tn3IGMej9dsDZgcbHCIKMVY8t8wb5K4d4ajYeiBSS93gKZiNDmRnq0QSbMAkRqzNNdHN4lIjf4f4vQFQZNEDLWF5KW4ai9BEgz1rixkLQerGleqiRI/ElZjkPj2EfGKnVQdY46Rs8LUfdiuH76JkUrFkJoBL1rDuTG2Vu4exoYs+lrl557Y1IKa3/aRMWGZQFlYpi7cDC3U7Ob8xS9n9fw8ZJtjSaN/xiEbr0ys0IpD4CUrg0mAMt5iHyPp28wARpP0ORLTQPWILw/Q5ovIpPX4BBEKIR9uBkfkk+QNn1epebrVbh96S7TPpnF7Ut3ad27uZMYmSt2LN/H7IG/YjFbKFA6PxqdBqvZMQPNZDTj7mmwKW5fPXmDBcN/58SO03j5ejJy7UB++nI+V04oD0CrVbJ88lrK1yvF163GYrVY8Q/2Zc75KXj5ejJ/2FKn0iX/lMMbH6yi7eahJyXJ0buiM+jIVzyE2xdDSUk2ITSCZt0aMurtSexasR+AQ5uO8+WcXg715k7sOMOJHWdo1q0hI1b358Khy7h7GVjzwwbuXQ+nQ//WBAT78dr7Tfip3wIAmnSuz7uj3iZHHnvMVNTdaOYO+Q1zipl3vn6T3IWCefndRvw+YQ2RodH4+Hvh7umGl58X320fzoa52wgpkovm3Rs53Z/ZZObqyRsE5Q0kINh5SbFDv1aMbK9471r1bo5PwKPVxHlUCOFo+UopnfalUbJkSUqWtMca1qpVixs3bjB+/PhMjaYBAwbQt29f23ZsbCz58/87eYbMvOfC+yOk5TqYLyE837K1E57tkHGjHdpK4992oyluPCTOUg4krUb6jUeYjoJbdYQ+e8ZWZgUh3JAeb0PSwtQ9SUo8kQhIJwHgOlsW08EM2/Z3iND4Iq3KgovQlwR9eaRxG+iKge611GoS50FfHuHzmbK8ZjoGuhJo/L5JNbRmg0wC01llXObTSpytK4w7cTKyAJm4Cmk6hfD5zJZVlxnnDl7iyonrVG1a/okLOz4sN8/f5pPaXxEXGU+ugjnpPvptWwWJ5EQjWxbupMOA1hzdepKrJ2849M2XoWD5N2sHsmDEUtw9DHQZ8fTi9rKt0SRNZ5Eiw8xBJuHgSdKWAssZ+3HrlSc1vPtjjVT+6WuD3xDlQRbTF2XcOhS5f3fwGQCJ8wED+PRX9EVkIsLrPeeZ52MmT9Hc5Cmam1/Ofo/VakWjefDKbVJCMqPenoQ5tb7anctKrE5IkVz0HNORsV2nkZxgpEP/1vgH+/Jj37m2vuvmbCEsdblpSMsxVH+1ss1oAiWN/48fN9iy0aLvxfJzvwV8+sN7WMyODx13L4NreYHUPxWDlxvFKhbh1C7nzCihEbblSI1WOJRWScPD28PRaBKAVdp+5AZPA5N3jaRI+YKMf3e6/R6W7eWNPq9RompRzh90lMdY/8sWjm87zczjE3D3NFC9uaPWSLsvWlK1WUWMSSmUqlHcaUyjOk7m6GbFfb192R5eqF4cnwBvW6mZqHsxbF64k3ZftCR/ybx0H+W6ErvZZKZf0xEc33YaD293vl0/iNK1HF+utV6vyqKbM0iOT77v8uzTIkeOHGi1Wiev0r1795y8T/ejZs2aLFiwINPjBoMBg+HJpIILjR/4fQOJSwA9UpoRQofw6obUlYfoD20ebKGvYu9oOmL/bLkCke2RmAEDBP3+zBlO0nxFMUo0/gifL5EerSDSnjWKtgBYg8CaUdjYA0jCJe6pXiZrjKK/ZD6N1FcHzw4Ql04/LmUneLRFk3NTavtIZHgrxeMlvCDwV4RbFYSb8v3LhJ+RcWMzvxlNDoc6pQ6Yj4D5CNJ8WfFGGV5ECOfX84F1Rxj02misVklgSAAzjo7DP6fr2MnswLale2y1Qe9eCyP8ViR6g96mU1e4fEGCQgLoPqojg1t8a+tXumYJOg5y9KznKx5C/3mZxwc/KbKv0RT5FgSUAhGiBOLpyyE83wKNJzJxsTIT8O4PEc3sWk7ZDctNiHgzQyafGbw+RXi8itAVUn6ogDWqFxiV4DaZsg+Rc6Pz+Z4QWTGYAKxmi81gSs+dy3fx8vNi6d1ZpCSl4BvkQ3Kikc0Ld3L+4CW8/b3w9LF71kwpZgweenR6raJqLbC5YdNzcudZFn+7gpa9XubC4ctcO30Dk9Hs0mDy9PMkMVVx25iQ4nKcoEgD5MgXSN5iIVitFk5sdzasYsJiEULYly+lo/q2MdHI5w2HYk4xk790Xi4cTM2IkvDLoEWM2TCYFVP+ZNnEP0hIt8R35/Jdbl8MpUh51x69zPYD3LpgDwJOikvmyN8nnNrkKvhgA+f8wUsc33ZaOU98Mmt/2uRkNAH4BvrgG5g9s3rc3NyoUqUKGzdupHVre1X0jRs30rJly/v0dOTIkSOEhIQ8uOETQkZ2BXPq36P5IsJvKAAaQxVk0DJI/gOJQYmdSVyF8GiOcG+KTFMI1+ZPF2xuhJQDSq26ZwQpLciIziCVmEtpDUPj9y3S+xNk/PeAVll2yyharK8LJhcxorpyCJ/PEYZaynbS74pXCJRgbqOL34s53fPAuMe+RCgTkMkblHJetgFnnvGLW3WE/4/KkqLpQObtTIeQ0YcAT6TnW2h8+zkc3v/nEVsoQ+SdKM4fvEz15pVcnCh7kF4oV6MRlKtXim/XD2Lr4l0UrViIV3ooBdrLvVjKln3t6etBr6ndM9UEDLsZgXeAFx5eT2d1JtsaTYDiFvWfhtC9ANoQxfL2fEsxnlKxaguD2fmFkS2w3sZ1EckUxWBKT3qhTst1ZBarZj9NvPy8CCkSbPMwpWfDvK1Ufqm8LQ7J3dPAxB0juHbqBrkK5mT/usOM6TTV1v7QxuN2QySTFdarp24wa+BC/v51B9MPjWFq71n8+dPfLtsWKVeAkzvtD7xzB1yV2FFwc9eTq0AONszfZtsXlCeAl99txK8jFWHO+2U5anVa4qMV9d/rp2+ic9PZjDQvP0+8/b3oNLgtr/R4idkDF7Jh7lZA8cjlKZYbi8XCuG7T2L3yAGXqlOTr3z9/4AOhZa/m/NzPtVek3IulqPV6Neq3q+3yeHpy5AvCzV1vC5zPU/TplPz5t/Tt25dOnTpRtWpVatWqxcyZM7l+/ToffKCopA8YMIBbt24xb948ACZNmkShQoUoU6YMKSkpLFiwgGXLlrFs2bL7XeaxI2WKkm0lAhxf2OlLpQBClx+rriRE21XgZeKviKDFCF0ZsEYgtSEQ+Q5KSIAbuFV9MjfxiJDWOJvBBIBRUdsW3r2Q1mhInIdzlQc9eLaGmPSq2z6g9VfiwtKph0tLBj0zt3qQcgis6SZs6QO+dcWxrxQAyWuwmk4i/EYqpbI831YUwU1Hwa0GeLyDsJxNHVMHRb08YBoy4RdAA/oqCMtFpOkMJGfU8ktUEpysUWj87R6YsvVKsXKqUo3Ay8+TIuWdVyQsZgt/zdpMfHQCr/Rs/FQnO3VaVeeLXz7mxI4z1Hq9Ki9UV7zm5V901L/y8vVkyr7RXDx8hTzFchOUTlYm6l40AcH+SCkZ9fYkti7ZjU+AF6PXD6ZQmXxsX7oXLz9Pares9kTuKXsbTWgR2kII3X3iBmxS9dkR194NoXX+Qxde7yj1n5Dg0SHbG0wpRhN71xyk3ZetWPbdGsJvR5Icb/f4uPL+uBn0FK+sZLhUfqm8w7G4SNf/H9293ElOcCzCe/XUDT5rMEQRj3QR95+3eAhn9l2wbRetWMiWQQaQq1BO7l61PzBvX7zL7Yt305+CiNtRis5TFjB4upGYKjfg7mng89kfM3fIEvyDffk4XX2loJAAvvjlY+q3q82dy3d58c2auHsa+OnL+fy9QBFiPLj+GGtnbOTNvq9nej2L2cLuVa5nqyFFcvHN2oFZnoUF58/BiNX9+WvW3+QvmZcO/VplqV92o3379kRERDB8+HDu3LlD2bJl+fPPPylYUPHW3blzh+vX7cu/KSkpfP7559y6dQsPDw/KlCnD2rVreeUV16WCngRSJiEjOipCh8IXdBXBfBQA4d7UuUNCBl0n81Gw3kEYaih9ABn0m+JhcquB0D9YViM7IJP+QKbsVEQ605P+mWh1kbmorw7aEIjJEKwv3BSPm+WGUs80eC8Yt0Bi2venAc/OaDzbIN2bImMG2DPykv8A7/dSL18CAmYhk/9SAsDTzhk7IrVci7cLra06jkPR+CMcMuTqKqv9SXUh5jPne0pejkwoZtObqt+2Fh7eA7l09Cq1W1WzxTRdPXUDD293chXMyfQ+v7B6ujL+rUt28ePhcc7nfYI07dKApl0a3LfNwQ3HWPztCgJD/Pl4svLMjA6LoUvx3iTGJuHuZWDo8i/Ympq9HBeVwPA3x+Pp487V1KSZdl+2pGe6uqiPCyGfplCQC2JjY/Hz8yPq2vv4Bb+BcG+SaVspJfJuKVwF1mVfBAQsRmNwdqlK82WQSQj9/RWiHwVSSkKv3MMvp6+DUnVW6ddshC2I+t1v3uatAa2Z2nsWq6atwy+HD6P++ooSVYre9xxvBL9LbHi6pcsMBpCbu57Ow9oxf+hSJ/Xy9Hj5eWJKMZOSlIJ/Tl+6jXyLie/PsB3PWzzEYTkrszIprgjKE0DEbVfFOe3kL5kHDx8PUpJT+GhSNyo1sj/sp306m3WzN1OobAE+nd6TaZ/O5u7VMNr3a0XLj1/mzpW7dC3xiS12C+DDiV1p8+mrmV7v+tlbdC/dx+Wx2acnPZUilmmk/X5jYmIcRCOfRx71vUrjdmSUXYwRz3cQbtVA+CIMdZzaW2O/gcS56fb4IHLtQjzFpJJ/izTuQUalq5GpyQnW1AmO8EZ4dUd4f6zEvEZ0Auz6ZGjLgMVVgki6sicIRK5jyLjvHMpgCf8ZNn0ka/jrDjVNRa5jDjXhpDUaea+6/fS60soYrfHg0Qbh2dZx2S4r9y0lMqK9zUjOiMi5BaF1/bue9MEM1s7chEar4bOfP2TZpD+4fMw+4VsdN/+pLWVlhYTYRDrkec+WKFT9lUp888dAxr07jQ1zttraVX+lMkc2HceUSagFwBt9XuWD77pm6br/9PebbXWaNP5jXRpMUiYhE2Yh439Savlk1ObIlqTP4JFg/NN1K12RJ2IwWa1WhrYZR+divehY8EPOZQhSfhAJMQkOWWe/frOMTkU/pnStEqyMmsOS2z890GAKvXrPeclLwotta9Hmk1f45o8B/HJ2Mu2/aMXC6z/yv5nvo3dz7RhNiEkkJdWoig6L5frZW3j52wUab2fQYHqYaUJMuOOMtkSVInh4Oz6A2n7egmn7v+Wn4985GEyn95xj5ZS/SE4wcnbfBUa/M5mTO88SdjOCaZ/MJuxmBNH3Yh0MplwFc/La+5lPFABy5A3E30UpGp2bjhz57p95o5KN0eYjvfNfaAsj3Ju7NJgANL5fgXsLpdyUriwix+/PtMEEIFMyZLp5dAB9apKEjEfGT0amHFO8ZoHzcHi2ygwvU30F8OyOQ8ayrhRCuCMMdbG9/jSBoC9ra+Lg1XOr51REV2j8Ed6fKtcW/iCTUw27JEj6FRnRBvnQpVBMmWfcAecP3eST2gPpUrw3c79eYtNKO3/4MmtnKoHqVouV5ZPWUqel3aCr1LhctjaYQImlTDOYQPG2h92MQKt1NE9y5gti0G99nXT/0rNs0lqunrqR6fFHQbY1mjJDRvdFxo1Bxo9DRn4E/6CC9ZNH4vDjTpyLjL+/UvHj5OKRK7blnfjoBFZ8v9apzf0ckJ6+ng4BfsZEI6FX7jGu2zSERuOktu2KKb1+Ji7CMYDfy88TY1IKd6+HcXLXWT5rOJSBr44iNiKOaZ/Mvu8MIz2hV+85KHynLw6s0QrK1Mk8GFajE3j721V7zSmOGiIFy+Rndex8+vz4Hl5+imE2vc8v7F17iJ++nM/ib1eQkpoZkvF7SD9+KSUWs4USVYtQ8zUl+8Y3yIehK77Azd2xant6dq8+QJdivZAo5U8KlslnO6Zz06HLxLBUyV5I00msEW9gDW+DTElNgbfGgSZYyczyaA+eHR94Ho3/eDS59qPJsVzRD3pGkTIZa9wkJTg7PYmLwem+lAmSMB3AwTVtPZeujRZ8v0F4dQbsGY/C/WXlv4YXEYGLEb7DEUHLHPSshHdvRMBshP9kRIDr57Tw/ljxQAXvAY1/hqNWZLKzYrU1biLWu9WxRnREphNiluYbirI5mfzuPXsy6p0FnNl7gduXQlkw8nfGdVPq1v310yaHpl7+nnQe2o5Rfw5k4MI+jPxjgKszZity5AmkYLr3idVi5a+f/2Z9qpdJaARFKxaiff+WVGhQhtF/fYXe4Po5p9EIDJ6ZPz8fBc+c0eSQUmvec/9MhGyFoxEik/96SuMA/2A/B69NznRaHxF3ovig8hc0N7zFpA9muuwvhGDs30PoMqy9w1KQ1WJ18Jrcj4QYxwDOV3o2JjC3P/v+OMSulQdYNHoFoVfuceCvI8wfvtSlwrdGq+GF6sVo8VEzh32N367nUjCtYqOyTNr5zX2X26xmaQvqzohWp7Fle/jl9LXdQ3KCkTGdvue38auZNXAh0z9R4hpKVivGO4PfxDfIB29/T+6kU15/a2BrchcKRqvVMmzll8y/PI0FV6ZRrKLziy8yNIqN87Zx4fBlJr43g+iwWGLCYrl87CpefnYDLzk+2bX0gkq2Q0Z/DqYTSmX7GEX7Scb0V5JHZAIYt7isOWeNm4w1tCzWsJeR5qzF3GUnpDXRXlIk/f7YbyBhejoxyLQDYWCJsldYEAFIbaoEh+5+3mwLRH+M0IYgAmaCewuEdx9IV4tOuFVUavWlLnvJxOVYw1/HGvUh6MsoXj6R+QtYCHeE0CpFkrUvkP51KvSOMZvSdAoSflBkIkwHkPE/KvvjpyDDG0N4U9C/AHhiUykHEJ4In75EpUqJpJHm6Q/K4+hZzpEngGunb1Dt5Uo07FDHqZZlduWjSd1sE778JfNwYucZh+Ln+UvmoXORXryV730ibkfRa4q9GkRgSABVm1Ug/wt5+WR6T0IKP17hy2dvWupWD5JXPe1R/Hv0T746cxrB+XMweOlnrPlhPXmLh/DO12/aji0dt8oWNL125kZe6vSiywK9AcF+dOjfCo1Ow4rJa0mKS6bHt++QnGjElGJ2KZKYnne/eZuhrceSEJPIu6M60v7LlrTN3cNl20vHrqLVa50MIW9/L6bsVYT+Og9rz5m958hdKBf+wb5EhkZxcudZmxHh6eNBnx/fI2+xEOIi4pyukR5X1wJlWW/Tgh3kLpJLyYBLF4OVXi384lG7Xljz7o34bdwqJ6PPzWB/GGs0mkwLUMZGxPFxtf6E34pEo9XYvFtptP2sBaMOTcJkNNHy45ezrfCkSgZkOsPBlsyS7m9EOsfwSfN1SFA8DFguI+O/R/hPeHxjfMTIpJXImK8ACb7DEZ72544iHZAJ5hN22RYZhUhaDN4fIAx1kL5jIGmFkrGGY8IIlmtIayLCUMsuM5B+PDLJtvQmLbeRsQNJqzsn4yYh/LKm/i70JRA5VyPNl5BJqxG6ggiPNhmv5nJbxqfFXlpT7wHAoJR1kQng9QlCaClRtaiDoG9a4e3y9R1jpzYv2sXu1QeZfnAM+UveP7YxMjQK7wDvbGFYVW5cjpnHxnPz/B3Kv1iKeUOX2nTofAK8bAHgSfHJLBm7klF/fkWeorm5cfYWtVpUfaIin8+e0fQMzq6cMDRD+A55cLvHSK3Xq1LrdecUZH2GH5Cbu/MPymq18vevO/h9whpbhtmrPV8iOdHIW/neR6PV0OfH92jevbFT3z9//pvrp2/QqGM9fg+bjcVssZXk6DykLVN7z0KiFOU9u+8Cvjl8XJYUAWX5a0jrsRSvUoSWH79MtZcr8efMTcwauJCEmEQCc/szfstQzCYLBUvlw9vfi3lDfyMm/D5GkyDTgrxWi5W1Mzeye/V+okLtAahdR3Tg7P4L7F2j1AFr3NGuKB16NcyllyxHvsx/5FN7z2LTgu0Ur1KE1z9oSnhqmRirxUq5uqW4fOIqkXeiuX3pLnOHLOanExOIuBPFisl/MrjFt7w76m0Kl32y4qgqD4fwHYSM+RKkFeHzdeq+IciYL0CaEX4jXHTS4WCp38cLkh2RceNJMwxl3FgHo0l4dkDGHAWsoKuUKiNjVhS/0wLBbY0V76qUViVV36RIEaArDVLYg8ENLyM0jpMMSA3kjuyqiFq61UEEzEgVTk5f2uThtf+ErmiGzLh06F4AQ2OlPIuuFMIrVSpCm1cRIXXACMYdoPEj8tZVvmw+ihtnb6HRCKxWSc78SmwP4PLZkpxgZNXUdQ7emPRYrVaGt53ArhX7CQwJYOymrylYKp/Ltk+S/CXz2gy97t92xDvAi/CbETTt2oD+zUbaJsBp3rWKDcvayqw8SbJt9lxmEe3Wu7VB3r++WLZGUwCClqDRZi/5e7PJzNTeszm58wwWixVzipmX321ESOFgJn/0E+6eBgYu6kOF+mWY+cU8lk5Y49A/R95A4iLjbVluuQrmZMGV6Q5tVk79i2mpS1eePh7MPjvZQY8DYGzXqWyctw03dz2Df+vLpaPXmPP14geOv1ilwty6cIekeMfZZvn6pflkek/++HED107f5Mye87agQ41Wk+XlxPsxet1XVGpUju3L9uLt50m1l5XMyMjQKIa9MZ5zBy5iMVsRGoGnjwd1Wtfg81kfuizxcWTzCb58ya5K3KbPq6ybvdkmadBvXm/MJgsTutu/2w8mdGH7sr2c3q3EdOQplpu556c89H0kxSexdclufIN8qNOq+oM7uEDNnss6MlUMMW0ZTloTkbEDwHQa4dEK4f2xY/ukFciEn8F8RzGgNIEI7w8QHq3+9b08CRyy0rRF0GSotSnNl8EajYzsDmQiJaOvgwiciRB6pCUUGZau5I2+OpqgBUjTSUWSwK2myyVOGT8TGT/eti38vkN4vJaajTgPNLnBuxeYTyH0lRAeWRdIzQxrdF9FvgDAvSUa/3Gp93wVGT9ZiWdL2Y/iLbNn+/38TRmWTrP7Njx83Gn0Vl26j+7Isu/+YPfq/Vw9edMpBlUI+H7PKJsuUnpO7T5Hn7qDbNuv9GjM/2Z+4NQuO3H47xP8Nm4VOfIE8sF3XRziTv8p//T3+9Cepu3btzNu3DgOHTrEnTt3WLFiBa1atbId79q1K3PnznXoU6NGDfbu3fuwl3KNxxuQOOPB7bITmhyQ40+IGaSofke8iQycg8hGBRr/mLGRtTPtKuTDVn7J6mnrmTNYMVgSY5OY/ukvzDg6nqMu6r5VaFCGs/sv2lL7rVYrFrPFIRj60hH7jCoxLompvX7m3o0IXnyzFu2+aMGOZXvZOE8RmExJNvHb+NUUKJUPrU6Lxeza+5PGxSMZZ2sKx7ed5tPaXznFUIHiVTMmPjgGKDAkgMg7mcdBTft0NrVbVee3Mcqycc3Xq9Lnx/dY+M0yTu+xF1j9dv1gKje+/7JsRkNKo9E4ZPsdWHeEhh3qOrTxD/YjMl1R5PQFjLPC+UOXSE4wMvOLeZw7oGRSdh7SLsuFmlX+GU4v9MTZkBrrKOMng1tthJtigMuUY0rMU5qXSQKWaEVTyK02Qpt5RlF2QfhPVGKXsCJ8nAOUha4I0hKBo8GkBW0eu7K55apSjFibW8l60+QFa2q5rdRgbqF/gPdBk0HsUeOb+p+vkD5fgPkKMqI1YEayEITBFkD+jzFuS/d5u+2j0BVC+E8EQFruguU2MqonSMVo8vQxkv41nRSXzNqZm/hr1ub7TvikhOtnbvFC9eJOZbH8cvg4lI8KyO3/7+7tCVC5cbkHPjstZgsarSbTepOPiocOBE9ISKBChQpMnTo10zYvv/wyd+7csf3780/XKfb3Q7pY0wfQ+H4GhuYPfb6niqExwnLDViYF6y1kwk9Pd0wZyGhUbPttN4c2OhZH1uq1fPPWRAehSFDEHXMVzEn7fq1sSYJhNyJYPtnx/3uDDnXQ6RUjKjDEn50r9nP+4CV+7r+Ar1uNYUS77xzaazQa1s7YaDOY3NzdCCkSTOUm5R1VHIB8JRzLX2j1dmPNlcEEZMlgAqVcQfo014w/ypvn7rB07Grb9t41B3m/wmckxDrWvgoIVh7OKUYT84b+xueNhtKlRG8GNB9JeKrRU7FhWdp8+ip+OXyo2qwC8THxJMXZz3No4zFqvlaFbiPfonTtkrz6XhPOH7xIqVolbQ+MLsOzXsxy8ZiVfFytP581GGIzmAD2rztyn14qjwMpM8TkyHR/P9Y7uJbKtygp788AQlcMTeAvaALnOgltSvNFrNGfI+MmgUgX3GyoD17pPG7WW5CkTE6EcAOvTvZjyRuVuK8H4dFWUe/WlQSvjxEGu7dKCDcwXyS9MLE0OZdWemjcarj+nA6hzYVwq4Tw/QrF2+ROxZeaIzTORoArg0lohO35GlwgB9VersjySWt5zbMj7fO+x7yhv/FF46FM+/QXm8Gkc9PRrGvDf317j5u0jOTMWPPDel7z6kiboG4c2fx4K4Q8tKepefPmNG9+f6PFYDCQO/e/K8cgI99C+ixFOKVzAsanV5ftoTG8jPAdBJZbOMYj+CBNp5Hxk0B4IHwGKFL8T4nX3m/C9t/3cPnYNao1r0ShMo4xMbkLB1OvTQ1mf7XIqa8xMYWFo5bjE+jt8FwPveKosl2lSQVmHp/A7Yuh7FlzyMGzdXiT/Q9d76aj8TsvUqFBGYfgx/rtarF1yW7uXL6Hd4AXwQVyUOPVKrxQvRhl6rxAvybDuHTUHvOWVi/O298r04w4AE9fD9vyFzgW8U3DN9Cbdwa/iaePB8e3n2blFMfsx4zu8ZjwOIJC/ClcviC3LtyhYoMy+ObwZdIHMzm564xDnNbti6FM7T2Lwb/1RavV8uHErnw4sSsA71VwVAlOC8p/e2AbWvVuTpfivYm+p8RXvfnZ67T7oqUtCP/y8Wuc2nWWci+WdpCISM+62Ztd7n8asQL/dYRnV6Rxp1I+xb0FuKULXnarB7qyqWrhgSC0YA0Hr+5PvLj3o0JaI5EJc0BqIelX0goQo68NukKpy4/vQcpRR3NRm8f+2ZJegy1FKUf1gO9DCB3Cd2jmDQy17B4s4YVwb5Z52ywi/CdC0nJAgFOQeIa2Hq3B/TVAsLD7WKdnUWZIq8RstVCnVXU+n/0RQiOY8flcrFZJ5J0o5g9f6tTHnGLm9qVQQoo83oyzzIgMjcLN3S3T5bakhGS+enUUJ7afodyLpRj151e20lxpWMwWpvf5BbPJQnx0AmO7TmPmsfGPLSnmsQSCb926leDgYPz9/alfvz7ffPMNwcGu3cdGoxGj0T7jj41NFRM0X4bkDeDZzqG9IhqWNb2ep48bwudzJQsi5RB4doGUfaAroqjahjcHa1oxymhE4NwHnO/x4ZfDlxlHxmNMMmLwMJCUkMzpvec4u/cC9d6sRYuPmrJv7f29D3GR8baSJT6B3rz6nrNIY/6SeclVMCffdnaMuSlUJj/nU0U285XMQ4/UQMB9fx5m+2+78Qny4eKRK7bq2PFRCcRHJRCUJ5B3Ryq1CCs2KGszmiwmCx9//y6FyxVg1oCFnNl7nsyo0LAMe1bZRfVcPaTOH7rMuQOX+GRaD+q9UZOmXRrweeNhtqLAXn6eTh6t38atttnJ+/86wie1B3Lvmut4vF0r9tOz3GdM2DKUgFz+bJi7hSm9Zzt5wz6b/ZHtc8TtSJvBBHDz3G2bwXTxyBU+qf0VJqMJg4cbU/d/S6Ey+bl3PYzV09fjH+xHq97NKVK+gG1JtWDpfLzS8yX8c/rS8C3HJUCVx4/Q5kDkWImUVqelO6HxgqDFyjKVJgSh8Xwm6lOmR5ovIqM/BUu4YhAaN+KQMZiG+RTIGDDUAQwIQ03wHYZM/hvhVhXhYS8xJNxfRiYuAoxKgWK3yv96nEITCDlWKpIQumKPZDIrhAHS1Ux9cHvl/2veorlJE9Xx9vdiyPLP+brFGKfYzfRotIrWXHKiEa1eh/U+Xpqc+YIoXuXpCETPHbKEBSN+R2/QM+DXT6nXxtkD9/eCHZzYfgaAE9vPsGn+difxX6ERGDwNmFOfv+E3I/i80VB+ODQ2y8XnH4ZHbjQ1b96ctm3bUrBgQa5cucLgwYNp1KgRhw4dwmAwOLUfPXo0w4ZlktrpQjZeplsPtpNeJj8b4f05aIOR4S1tGRLCdxTC802ktChr82lYnIvePgn+mvU3O5bvo3TNEnQc9AYGD+X/kYeXOyNW9Qdg6YQ19CyneDwKlcnP9bO3XLqHC5TKy3fbhhF2I4IceQMdNIRCr95j2iezSYpPptUnrxAf5ej5SYhJxC+nLzFhsVw5cZ1eNQbw04nvqNOyGlsX7yImVZsoI3ERcUTdjebollMUrVQYnV6L2WTB4OFG9L1YYiPi6Tn2Hb7pMJG4yHiERmBMdFz6TW8w3Y/Lx6/aPhevXIQO/Voxe+BCQInRcvd2Jzk+2dFTlc7+Sp9x54obZ2/x509/0/aLFkzo8aPTd1y1WQV8/O2zpzxFc1OmTklO7TqHRiNo3LEeoMSTLRq9wmZgGpNSOLH9NPlL5uGzhkMJvaL8rd29Gsbnsz8mf8m8GBONvPl5C3Jk0H1RefK4Cl5W9rs5aBM9SwYTgIwZZJcWyKQqQmpDMMeA+RQy5TjSo62iwu03AqF1XIYXbpWRQWsgcQFovEA+Gp0yofEDw9OfOPQY0xE3DzfCbobT5tNXeaF6cb5ZO5DR70wmKjTaVuQ87Znj7e9F28+VwHV3TwMDfv2UXwYtwtvfC4vZzPmDl/EJ9KZO6+oUr1SYum1qPJWCvqYUk60YusloYsGIpS6NJk8fRzVzT1/nkl8ajYavl37G1y3H2BKRLh+7Rkx4HO5eBqLvxZCrYM5HZkA9cqOpffv2ts9ly5alatWqFCxYkLVr19KmjbNbcsCAAfTt29e2HRsbS/78+RE+/V2XD8gY6+TZG9zrQ8yXYLn8yO7jkWA+BearDiml0rgV4fkmQmjBu5eyPIfeKVPmSXBq9zm+66mIrB346wg58gby8ruNnNqtnmZfirp5/jaDl37GsDb2IpCFyuan/ZetqPFqZTx9PClY2jnNd0L36Rzdoiy1XT11A61Og8VsNwrS14YDCL1yj5vnbnPrgmMJFP9gP5t3RaPV8Ebf1/ioaj/Cb0Wi02uxpBoaxqQUfh2pqAvr3HR4eBtcpudmiotCwGE3I1g+eS3nDl5i+9I9mNMrfFslVZpU4MKhS9y77tqbVOPVyuxasR8pJcUqFyFfiRCqN6/E2C72+EC/nL4gJVaro8H03rhOtP5EKSZrMVuQUnLj3G2qNqtIzVerILQa1vy4gaNbTuHt78n23/fY+uoNesrUeYHYyHibwQRKCQZPHw+6jcz6DFjl0SKtiWC5DrqCgEFJr9cEOIkqSvN1ZPwEkBLh81m2SiLJMqbMvb2Z99kLpr3KT1H4QdAy5+XI5BWQNA8Amfwn5PjzmTMo07CYLSwes5Ib527xSo+XKP9iaXqOcSxCm69kHgYs+BS9u55J788gJiyW7qM7UrbuCyybtJb5w5fS/N1G1HujJrVbViVXwRz0bzqCuKgEchXMyd1rYaybtZnTpfLSvIezLMyTQKfX4ZfDh+jUiXBGkc40GnSow9n9Fzm86ThVmlSgYQfXJYUSYpNsk0SA4lWKEHU3mn4vDSc6LJaqzSowcs2ALFWreODY//UZHkBISAgFCxbkwgXX4mUGg8GlB0p4tnfRGoS+HDK9uKWhGsT2z34GEyizHm1+0ITYlG6Fmz2VW3h/pAQlCr3r2K3HwKYF2/nz500ULJWP0rUdy4mE3Yhw2Sd/qXyEXlW0UvK/kJear1bG3dNgS90PzO1PfHQCo96eRIX6ZejQv7Wt794/DhF9L4bIdIq2MeGx1GtTg50r9oOULmvBuXm4EVI0FxX+z955h0dRdlH8N1uSTe+EhITeO4TeexGpClKliSIgoIIiCIKiCArSBAVpgjRBQHrvvfdeQxLSe9lsme+PSXZ3spsQOvjlPI+PuzPvOyXszNy599xzGsu9+CzLUUaDkR97zjQFX/ps9JX06XoSY+QlXe8CniTEJJk86zKhUCkw6o02ObcR96OY++lim/tQqZUcXnfcanmp6sVo/UEzCpUpQPl6Zdi+eC+rf9rArTN3uHXmDvtWHqZRl9qEP4iibO1StP6gCYIg4OVnNgrOV8ibTsPboFQqObz+BD/2nIkuXYdCqUSn1UnEdEEK3C7sv4JvIR/ZMXyzdgRFKxZCFEWCWlTi9A6J4N8kSwnOoDcw99PFXD1+k0Zd6tB5RDub55oTrh7PQaQwDzKIhkjEmPfA8DDjPpEPdKclPo3XMplBqxg3XOIzAaLhLoL3xmy2+uog6q4D+uz9MwWn3OkfCa4gWmeVEeMRtbsQVP3ky3VnzJ8N983ddW8gVk5eb+pYPvzPCRbfnCWTZXlwLYTh9b4mMSYJv6K+zDr2A27erkQ+jOa3z5dw4G/pZenU9nN89PP7LBy9HL3OYMpah983a149uBpCVEjMC1fQtgVBEJi4eTRLvlmFk6sDRSoW4oce06ndtropMNLr9Fw4cJXWHzRl0PS+OW5v3czNGC1oFWNWDGfN1I2moOzU9vNcPnKdig2ezEjZFl540BQdHU1wcDB+fn6PH5wbOHaX6vq6Cwia1qC/hai/9Xy2/bxh3zSDi7AK0jaDMsCKVGjpefSi8fBGKD/1mY3RKHLxwFWc3J0oEVSUm6fv4BPoRcu+jWzOG/XnJ8z9dDGJsUl8/EsfVGoVY1Z+yh+jluHs4UST7vX5uZ+kG3Rq+3lun79HVEgMOq2e6yelfxv/or4olAJGgwgiHFx7nDErhlO9dRV+7DXTJAyZia5ftsfJ1dGqjJcVltmqXEOQMjpRNlrzjU+xPb9ivjKLFEtcP3mblMQ0Zh39nsXjVppS0pY4tvkMGxOXmb5Hh8XIrF7cvF1RKqU3pN9H/GkKVjPPXRRFWZDn5e9hujmWrlmCMrVLEBUSjXcBLyZuHMXpHedx83G10nDZOHcHG36VtHNunLpNqRrFn+gms2fFIb7r/vPjB+ZBQtpWKWAC6Z6W2VZvDEFMWSHxIcngceotZD4Mj3jdICbNRUzKaJ137I/C9UvrQZpmEuFbhszOMIsfsOAEbjMgfrBcOR1AexSc5EGTYN8cMT3jhUVdCRQv7576vBF8PcT0OS1FS2RwlCxo2r/qCIkxUuAZdiec0zvOU75eaT4O+pIEC6cD0SiycPRyq+y6JXWgUNkAvAu8unJ8qWrF+GHzaPavPsLErtJvZ9/KI/gW8qZ0zRJ83fZHTu84j0IhMGLRYJr3apjttgoUy2/iPrl5u+AT4CUTEFYoFXg+J2mFJw6akpKSuHXLHKTcvXuXc+fO4enpiaenJ+PHj+edd97Bz8+Pe/fuMXr0aLy9venYsWMOW809pM6HMabvr9L4Nkco/BEcpC5DQZkfnGyrs75MxEUmyKLxpJgkZh75nkf3IvEu4GnVlZCJUzvOs2f5QYxGUfJZ2zmWWm8HmYxmZwySyydkSt5bIvROOG4+LsRHmi/suMgEnFwdmbDuC5b/sI4lFiKWJ7ae48TWc+i0uucmQmmCiJVsAtjumssN2n7ckr0rDnHztO1sZ/C1EJZ+u4b9f1v/XcA6Q3ZqRxapBwu3b0sblczjVaqUlKpRjCtHbuDh68bw3z8iOT6F6NBY7BzU9Aj8mLQULe0Ht2LIrP7UbBPEsu/WMKbNJAJK+TPu78/x8vOQ3XQBq++Pw9GNueOG5SEDStsdjQCCwtv0WYwfjWVQITgPeZFH9cQQddekLrhMpC4HG0GT4PIJou6E3DJF4YHgtRYxuhsYM4JBZTEEMRLR+QsQ3CFhuMVGrNvvBaf3JfkAYyTYN5GoD28oWvdvyuF/TpCWoqVC/TImu5RMFCxjzj4qFAIBpfw5t/eyzWvVUtvO2d2JCg3K0KpvE1KT0jiz+wLNezU0uTG8Sjy0oGaIokjIrUf4BHqbMuJGo8iOJftyDJo+nt4XJzdHYsLj6DKiPXYaO+p2qMFfE9eg0+qxd7STydA8C544aDp16hSNG5t1HTL5SL1792bu3LlcvHiRP//8k7i4OPz8/GjcuDGrVq3CxeXFkM1EdZXcDbSrB8qC0gVtvRLJOVuZ8Z9tjahsYf8+KN3A+BDU5REEJ9A0y9HsMStEUZS4DQp3iYT4AlC2dknqdqjO4fUn8fTzoNOnb6NSqwgokXMWcOef+0zB1vl9lwm/F4l/MXP6Ozk+52xQJiwDJjuNHY3eqwNIRL5CZeWk/2tZyjwuns6Uq1OKyJBobp+9Z7XtohUL8fBmGAqFgE6re6oMVE4BU4vejajRpirXj9+kVttq3LlwnxNbzqJUK7l08CqN3qtDu49bcunQNbYv3iubKwgCa3/ZJFtm2W3nXcCTr1pP5ONfpAt/7vDFsrG1LOxuvlgyhFmD/0CXrqfLF+1Jikni7O6L7F15GBdPJ8atGSGzUBnZbIIpM7Xh1230+PodEqITWfLNKgCuHLnOsm//ZtjcD3l7YHP2rT5C8LUQqjarQM02T9aJVKFeGXat2PdEc/6fIWgag+s3iNojCPYSiV9M3Qjq8ojGWMSIeqAqKVmDZEJZDMGp9ys6YmuIKX8hJmRp5FHaNtIVFJ7g9S9i+jlImg6kIrh8KZUhvdZI2nWCHeiuSxYzIJUqFQHSvVVwR3Cyzf0U7G1rH71pqNSwHItvziIyOIriVYpg0BtYNWUDqYmpdBzWhnrv1KTXN515eCOURu/VpWRQMdR2KlMDjCUkUWDzfTBfoDdFKxXkq1bf8/BGGLv+3M/Yvz+nXsdX+7dr0q0eG2ZvJTY8ngIl/Kj5VlU0TvYyUeGiFXLm8Dm6ODBwWh9AcjYY/db3nNt7GZ1WomWkJqZxcus5mbn70+KJg6ZGjRpZadJYYvv27c90QE+M9KPy74p8Gaa+/2B+OxPAcSDED8o6O2OOOyi8QH8VyFl52vZ8LQrXT558XgZEUZScztM2g+AIHvNk3KfnBYVCwfh/vnhio8ZilQpzarsU9Xv4ulkpyFZvWYW9Kw5n7AQEEZs8JUuo7JQsGrOCoXMHoFQqZTpJtpAYk8SJrWetMk5Vm1cgX6A35/Zexl6jJjFLOc/J3ZHkuCwp/qfA4Fn9cHR2oOG7knZOxQZl8Q7wMhHij2w4ybC5Azi395JpjkKloEXvRmxbYNZCcvNxpePQtyhZvRg7/9zP0X9P8uhuBI/uRjCpxwz6fPueTLqgUNkAOn9ubrEuUr4g0/abbVYe3YswkfkTY5JZ/v1afthizsRapvYdXRzQOGusvPcy/60883vwx6VpJMenPJXGSbtBLVE5KdnX5z9gqP2SIDj2QHDsAYCY9JvEfdSJoMvI2qVHgH1z0J0HHBHcfnx1B2sDYsoa+QKHzgjO2d8LBUGJYB8E9kvly5X5TBUE4yOLkrBJ7bswgvcWBOHNs0t9Unj5eZiu26kfzGXXUqlj/OjG0/gEenF6x3kcnDW0GySplDu4OGDvZI8+LgWNkz0Nu9TBu4Cn7EUtKS6ZDb9uY9eyA6b7i9Eocnj9iVceNPkV9WXh1RmE3AyjYNkAHJykjrmpe8ezYfY2vPw9eOezt3Pcxvl9l7l/5SG121Vj38rDnNx2TrZeoRAoVrnwczneN/oXKKbthWSL8pzggeC5FDFlJXImrwhxPbNOt1jtIAnKZYWyAhhsqIsKASA+IlMvSsghzZ4rGO5LAROAmIKYvOiFBE2Z8Mzv8fhBFug7sRtu3q5EBEfR9uOWph91Juw0anwCvUiKSyY1Mc30ly9cPpB7l4JlYzPb8lMSUtnyx25unr1LZHA0tdsG4ezhlCOHyWgwolQrZYa6Rr3ItoV7s53zPAKm0jWK4+jswMMboVw9fpPy9UrjV8SX+V/Ib/wzB/2Bp5+76XvhsoF8Pv9jQm6GmertddpVp0zNEoxq+Z1VYBkXEU+JoKK4ermY0u35C+dDocy+VVbjZI/aToUuo5Pv5LZzfPfeNMasGI5CoWDQ9L4olApiHsXR7auOODhpKFwukPe/6cK6WVsILOVPz3Fm41SFQvFMonD1OtaAPk89/T8B0RiLGD8ODA8RnPojOOR8wwcQdZcRkzIU8TN5TplIPwVirNQ9Jli3XL9SKIuY+VaCC4LrRJs2FqKoR9Tfg+R5kH4I7KojuP1kOxtvVwPSs5SyjVH/FwFTVtw6Y+68fnD1IQ+uSr+N1KQ0Ns7Zzqnt5zi8/qTpPpeWrMW/WH78i/nS5sPm/DN9k+w+k1VLrmytki/+JHIBZ3cnSlUvLlsWUNKfwTP7ZTPDDEtO1F/fr6XtQLmOU+221Xh7YAvKZWl8elq80b9CUXdBvsDlCwRVEVC42zQcyH5DIdhslzJcBMEFxMw3cw+wqwJOvSXByuSFoCphRUx8YijcpZthpm2C8jmR5p8TlCpltp1UyfHJTH5/lumhbYmsAVNg6QIoVQrZ8kwe0NYFexjwUy+WTvibtKQ0cxdbFji7OyIaJV2ksrVL0qBzbVl2JycIgkDBMgW4f+Xh4wdbIKhlZW6fv8eQml+hT9ejcbJn1vFJhN6SE3JFUZQRuGu0rsLqnzbQ4N3a1GlfHUcXR1r2acSir1fYzMQJSgGdVs+QWf34ofsMAI5vOcPGuTtMcgNpKVo2ztmOQW+g7aCWuPu4MXrFcGZ8PI+4CKlT5MDfR3lneBvK1i6Fq5cLXyy25sD0+qZznrfcC4KYOBW0UsZdjP8C7Go+vuEjO30hwUMKmKSNIaZtQFCPfI5H+4xQBUDmoYuJUiebXZBsiCimI8b0MWfPANK2IuIATr2suu0Ej7mQshZRdxHSNgJGBOdPX+hpvK5o2rMBC76SyPO12gZxZucFE7k7PiqBPSsOycYLgsDmeTtlsif2DnYm/aJMOLk7MvTXAVYdtG8iLDmgMWGxlKpenDrtq3Pl6A3qdazB0DkDnqsf3RsdNAmapojJC4A0UHibeAE49Zc6UVLXYbvc5gmkYL7ac1AYFxNB00Yy3U35B9L3SP8pS4LhhtQibFfJJI0vuVbPBsERwWW4VMd/3Hko3MH9N8SUJaD0Q3D+/LFzXgTW/rKJbQv3ULh8IJ/NH4iD8+Pfai8duiYLmFy8nHF0dsAnwItLh83ZOyd3R0pUKSK7yLN2nW2dv4u0DKXb7PhF8ZGJBLWoRIN3a9O6fxP0Oj0ntp7hxJazOLk5mjpL2g9pxebfd8rq/A7OGr7bOIqRTSYQ/iAShSJ3BPNVP67j/uVgky5TWrKWA6uPmjoPs8O6WVtMQpoVG5Sl47C3OLbpNJEPbUs7RD6IZtm3f1PzbflD5/b5e1w9fpMyNUvwY6+ZHF53ApCcv6fsHEe9jjW5ceo2KyatA6RUtKvXyxesy0MGjJbt8nrpBYucgybBriqiQ3dIXYXsnqVpA6krTMsEZeHnfLDPiizXT4bRrGiMA0MkqIpC+kl5wJSJtH8Q09Yhuk1G4dDBYoVKMsm1C0J0GSE1/yieLDv+X0HXLztQsWFZUhNTqdK0Auf2XGLT7zsoUMKftJQ0Tu80Jw7qdqhOubqlmTdSngHPDJgyeU8KpYKPp/XJVcB0/dRtTu84T7m6pajUMBspiVeMKk0rmOygPHzdKFW9ONVb5ZLr/BQQxJwISq8ACQkJuLm5ER8fj6ur62PHi/r7UmlNXdXqbU7UXUBMXgjagxbZIksosQqq1PVAlyV691yJqL8LCdbO3ADY1ULhKYmrGSObSYRuALv6KDwXPPYcXgfcOneXj6t+YfrefXSnx4oe/vX9WpOmiCAIePq5892/oyhRtSiH159gfAbfR22vQqFUWluCLPiYTb/vJPhqCFWbVeSQDZ2jnDB4Rj86fCJ1KOrSdXzaYBzXT0idnQMm96B0rVJcOXaDoxtOok3RMmByT4KaV+LS4at8Wn+c1fYKlS1Ax2FtOLPzIveuPODBFYlPka+gN2Vrl5R1BRavWoTYsDiiw8yZpeJViqBQCtw4lbNmmMpOJRPGtESDd2szatknfN32R87svCArWXYd1ZEdS/aZyJEaR3s2JklSBWkpWn4dupAH10JoM6AZLXo3ys2f8LnjSa/fNxnZnauou4oY21/yhnPshcJ1bMbyG4gJX4GYhuAy2qZ4rygapexU2lZQV0Tw+B3STyKmbUFQlwfHPi/cxf1JIBpjEGM/At0VcOiA4DoRdBcQY/tKmkx2dUDTCRJGWMzKohwrOCH4HJLkWQBj3KdmuoJ9CxQe2ZvD/z/j/tWHjGg8nriIeMrVLcWUnePQpqbTr/Qwkz5RVvT4+h06Dn0LN+/HX5t3Lz1gcPVRUgezQuCnPeOfi87R84LRaESfrsdOY8fpnee5f+UhdTvUsNKpyw5Pe696ozNNgKSMqyok3ai0B8C+NkKGoaOgrojgPh1j7OBsTH5tZKE0LcG5D8R/KYmkaVqDuorpDcoMC+sWlVQrFUWDnI+QfhzRmIKgsFbIfh2QnJDCglF/ER0WS9VmFWTrUhJzJmYD7P7roOmzKIosuzsHlVr6SdVpX50BU3pyaN0Jrh69QdZsXvEqRZjaX+KjvTO8Db2/68rVUjdk5a1MtOzTiANrj5GaKPdbunnWHJyE3YkwBUwA87+UUtoqtZJRS4fSsEsd07rfPv/Tah9Obo7MPjGZ4GshIELHoW/xz4xN3LscTLk6pWnaoz7HNp42daJZcg0AvAp4EBcRT1RIzGO5WdkFTCA9NNV2aiZvH0tibBI9i5ibF7Yt3EOjLnVYP1tSaK//bi3TOo2jPZ//8XG2283Dy4OgLgM+h6TgyOLaFxPGSH5mSGKVgu9J67mCAsH9Z8BC70rTFOwbQfICaRsOnRHsXtyb9JNAUHgieMmNYI0py80ilulHwJjFPkhVC/SnMXUpi8mSDIFd5Yw5Fs09WblNeTChUJkAltycRXRoDP7F8qNUKbHT2PHLoYnsXnaAuMgEHlx5yMVDV02Ze42jPQ7OZk5qzKNYVk3eQPiDSNoPbkWVJubnwPUTt0wq20ajyOXDz0cc8nng6vGbjG07iYToJLqP6USfb7sS1LwSIEktbPljN4kxSbw1oCnuPs+3G/2ND5oAxPSTiDG9Ab3EAfDegKDMjyimASoE1wmI8SmQfvjxG0sci+D6bcZNL8nU/i/Y18To0Fkq+Snzg+uPoN2JoPABpz7SGEGJqCoN+isZG0uX0tL2DV7EaT8zfv/8T7Yu2A3A2T0XadytLntXHCawlH+u1KBLVisqBRlILf+ZAdODayF8Wm8sCTG2dX4ada3L+X1msb5Nv++kbseajFszggNrjrF+5haZxsiOP/fjXzw/IYlmPQ+FUqDRe+Y3dUcXDQ7OGisjS73OwLLv1tCwSx0uHrxKyM0wHJys9aiS41OYM2wh2xfvw2gw4uzuRMWGZQm+FkrwtVB2LTvAyEWDmNRjps1zig4xB3tJsckmwrstqNRKStcsyZUj1yhULpB7l4NNNzWfALM+j4uHM0UrFuLSoWsZ203i7uUHjF4+DHtHe5NOVh5ePwiCQuqEtYSYJvtsNOoQjKGg8EJQPIZ8nzzPLB6ZthW8dyIovXOe86og8wxVyoU5AeyDpP+SMzJIgkeGjUwG7OpB2r8ZY+u/0EN90+Ho4oBjKblcS0AJP3pPMDtqnN93mX9mbOboxlMsGL2cQ+tP0KJ3Iw6uOSbjg57efp6ld381BRkVG5bF0dWBlIRU1PZqglpUfDknlQv8OX6VqQv4r4lraT+4FR6+7gD89vkS1s+SXiz3rjjEvAtT8zhNWSFq92PKZIixoDuHmHpX8nUTnBE8fpOyRbkJmgBRewiFY1epW8UCCrfvwe17aYwhAjHpKqJhm+Rz5CTJvAsO7yImZraEq2yaDr8qaFO1rP1lc4bmx1uE3DIHIamJaXzwY09GLBycaymCT3//iMJlA0lJTDURlQFmDfnDZsCUqQi+b+VhVBZCY6Io8lnDcTi6OjB13wRA5N9ft5k0NkSjSMgNuTdd/Xdqo1QpSYxNwsXDmYldf8nW+fv+lYd8/fYPHN9yFgDfwj44uGisMleXDl0zcZyS4pK5fMTMydKn65k+cJ5ZUDJLF19WfDi5J/kK+WA0GDm+6TTx0Yl4+Lpj76CmdrvqVGxQFlEUpWBt+CLO7btM/sI+Vq2136wdwW+fLWH3XwfR6wyc33uZUkHFKF2zBAtHL6dep5pWyt55eD0huIxBjBsqBU+uX0PcAMT0I1LQ4PkngroUopgOqf9ImW3HdxEyuuVkrgdiMhhD4RUHTaIhSrqnqorLyNyC80BEdKC7CSgh3SLLrywidRQqnBBVxST7K83bMs6S4PZjhlmuETRmuY085A6iKEqdxhk+a5UalWPNLxtNL2bXT9ySZeUzkZaiJS4iwRQ0+RfLz9zTU7hw4CqlaxSncLln7BJ/jrAU+bXTqLHTmJ9Zl49cN32+dzmY5PgUnN2dSE1OY3zHKVzYf4WabwcxdN7TCU7/J4ImQR1krpALjojKwhA3VPouJiImTkNw+jDXHXU2jYKzQEyaAboTGbuYJFmmqAqCY3cEMRVRfxVB0xbBwpX8VeOXD383ldSObT6Np4WGj0KpwMFZk+uACcDewV7mM5cJS+PETHgHeIIgEJXhb2dJ0M7sBklJSGXJuFUc23Taan5WHNlwgv2rj+AT6MWsoz9w+fD1bMeKomgKmADC70Uy4/BEEmOSWDdzC2d2XaRAKT8eZgnMjFnI6JZBlsbR3qp9V6lS4lvYh5Z9GtP2Y7OIWm0LccqsGNl0ArfOSqW+yAdRjGrxHbNP/Iiji/SwdPdxo93gVrJS6INrIaz+WXoTXzdzC/MuTKVA8der4zIP1hDsayH4SobN6E5KAROAGCuJRAqqjIAp43el3YeQwYkUHN5BTNsBaEFdFVSlX81JZEA0xiFGd8pQ8VaCx+8Ipoy6SuJ1pu+Ruo8t4fSBibskOLSxuW1BUIGMGJ6H3OL8vstMeOcnUhLTGDi1t4nzWaxSYSurqqyo0766THEcyJAveP18/AZO60NaspaYsFh6ju2Mk5v0mxJFkfqdapkadCo3Loezu7Ru24I9nNkllccPrztB1VYVbG/8MfhvBE2axuCxCHQXwL4xqIogCo7mm4/CTRrjPkfScEo/YJ6s8AVjDDh0QlCVBFUggn2jx+9UzMpLydBsEhTgPIDXh6ppxs0zZg7QvUvB5As0v6kaDUYOrz/B7r8Okr+QDwN/6YOT69NxsT76uTfjO02RTHoz4o6ohzG4+Tw5Mdi7gKfcI04AR1dHUjIClsjgaM7sumizrTaglD8Pr4dabdMzvzsFywTg7O7EsU2nUaqvoE3SWnXsJUZnby6aNWDKJHeH3nqUo66SbPsxSaaAKRPB10P5ZcBv1OtU08TDKlurJJ0/b8vWBXsoUqEg+Qqa/93S03Tcvfgg26ApXatDpVaiUOTumPLw4iEIAqIiH7JGFGMiaDfLB6afMM+xrwM+28EQKhHEn8Bt4IVAd8lse4IBUbvHHDSlH5eI7GDVgJPJN83Di8Efo5aZBH7nfraYtz5shp29Gi//7LsPi1UuzPDfP6JkUFEUCgVpKVq+6TCZ8/uuUL11Zcb9/flrYbdiCW9/TyZuNDdmpaVoWTh6OZt/34m9kz39J3XHr4gvtdtXN41RZ0kIqO2fLvz5z9xJBfu6CM4fI6hLIwj2CO6zQF0B7BsiuH4jjdE0Q/CYI5G7BTfQvIXgswfB9xIKt+8QnHrlLmACSfVWVUriLTgNRlAVfYFn93zQrKfZu0dQCBQo6WeKwlv1b8L0j37n3J5LbFu0l0VjVuRqmzuW7GNg1ZF822UqibFSkFGmZglWhcxn3Gq5dEK8jY4OhcIcXqrUKvr90N2UevX0d5cR0ivUL8Ovx38kNQtJ/eaZ21YBE0BcuJmAmlnTdvF05pdD32HvaMfJbWfZ9PtO9Ol6KxkAjbOc9+TgrLHygbKEJbnbMjjNCS6ezpSqbp2J3Jch1rZ/tZkE++FP77MuZjHT9n9L0x71TTcA7wKelK9nO+uw8sd1tHXqwbs+/bh06GqujskS6WnpLByznMm9Z3HthNzW5u6lB/QpNZT2bu+b+AN5yD0EVWEE9+lg3xCcBoB9HetBWe5FgtIfwa7aqw+YQNKns8wiGSIlAUsxFTHrY0VdBdSVEJxH5CqLn4enh4OLWSbG3sEOpUr6tzi724ZIcwYGTu1N6erFTS9W2xft5cyuixj0Bo5tPM2+la83Gd+gNzCy6QTWzdxCulZHYkwSOxbvo2GXOrLKSat+jWnSox4evm4069WQOhYB1ZPgP5FpsgXBvr5Zt8lyuWCH4D7j2bevCkDw3vjM23mZ6PZVRw6sOcqts3cRjSIbZm1lVdh89iw/xIE1x2Q+RfcuB5v+f3LbOcrULE75emVk23t0L4Kp/edgNIrcPncPT193hswy14nrdapJ58/bsm/VEVlQkskLUtupcHBxMKlf+xbxYdHXK3h7YAsqNSzLpJ4zZfYqV47e4Pz+y1YZofWzttk836Q4cwdbprJGYkwS4zv+RPi9SKsOwRJVi3L34n00ThqG/TaA77tON68UYPDMfnzVaiJpyXLpBAdXSZfqwZWHKJQKGneVPxj0Or2JJG8JQRCYsusb9q44xO3z97l/JZgL+6+Y1t84dVvW9ZeJsrVLMe/8z9y9+IDy9cuYOAjaVC3alHRcvVxITkhh4ZgViKJIYmwyC79ewbR931ptKycsHL2ctdOl7MexjadZdvdXUxp8/pfLCMkw2pz76SKa9KiHq2eeNtSTQNC0RNBIZVxRTEfU7gDtAVAVB8e+CA7tX/ERZg9B6YvoNg3iPgKMoN2JmPA1pG4B0sCuARgjQFUGwW08kszAf+Yd/bXFsLkD+OXD30mKS6b/pB4olRKvKah5JQ6ulSRdvP09qNSkPGlJWoJaVOTm6Tskx6dQt4PkQpE1I2PJF3qdEPEgksXfrCIlIdXKqzT4eijTBvzGZ/MHypZHBkcTGx7PwTVHqds5e9pETvjPBk15sA1L3zilWsWe5YeY++liq3GVGpUj9PYjPqn1FWnJWhQKgUnbx1K1qbkOnJqUJuP9JFkY996/+pDwexGc3nmBqBB5FkelVmEwGKhQvwxnLN6AQm6EEXIjjKP/nsLdx9UkVJkJg95AfGQC+Yvm49GdCNNyMRu2mspehV5r3d5/9+IDq7+Jf7H8jP9nBJt/38XZPRfZMm+3bExqYhqfN/qGVv2asGX+Ltm6YXMGUKd9dc7tuUT+IvlkhrkLxyxn1eT1ePp58P3m0RStKDeedHRxoPUHTfmmwxRZwGSnUVO3Y/ZWOgEl/QkoaS51nNt7iW86TCElMZUuI9vz/vjO2DvYmSQSLImTuYWl+3hSXDJxkQmmoMmSyC8oFHnlv2eEINgheMxHFMXXSocpJwiCBtFS3DJtH5DB+0s/CPnOIIjxiClrIfF7QAXuUyXHhuQ/QJFPMuxV5AXbzwsFivvx857xVsvbfNgc7wAvrp+8xYOrD1HbqekyoR3D6nxtegkcOmcAbQe2oGWfRlw5cp3z+y5RvVUVmbTJ64TvukzjWgah3ZZh8dYFu2nzUXNKVZOy+bfP3zfZWWlT09m5dP9T7TfvTvd/hiEz+1GubikCS/nz1bKhVlYnAIXKBdBp2FtcO3HLdEEZjSIX9stbh4uUL8jbH0k+P55+7uQr6M3+1UdYP3srH5T7lDFtJnHnwn0ryxCdVodRb+TsnuztTxJjk6jZpqrV8vxFfflmzQg0Fv53zd9viKCwftDYCpiyQmWnIjY8jsuHrzGszhgWj1vJ+X2XObvHOp1tNBgpWLoA8y9OpWKjsigUAkq1krTkNBycNNRuW00WMEU8iGTFpHUYjSJRITH8OWG1zWMIuxMuI7+XCCrK7+enUra2pP8V+TCa0NuPbM4FuHvxPvNG/mnKnK3+aQNpyVq+Xv0ZJaoWIahFJT6Z9eSdIm0HtkBtJ71X1Xo7CL+ivqZ1A6f2pnSN4vgEevH5Hx+byrx5eDqIaXsxxg5ETPpZ6qB7E2BXBdQZJQ7BDVSFzesEF4jphxjZCBK/Q+JuaRETpkhimNp9kLpaaqLJw0tBzbeqcuif4+xffZRtC/fwVcvvZVnzY5sk1XalSsmIhYNYemcOQ+cMeG1fiMLumN0kNE4aytaR++gJgiDTpPIJ8ETjaKZdFHhKgvsbrwj+pBD1DxDjR4EYj+D8OYKmyXPfx5uEM7suMKbND+h1BgJL+TNyyRCKVSqMnb2aR/ciGFhlJMnxKShVSn7a/Q0V6pchPS0dtb3a9EackpTKsDpjTAGYm4+rTf4SSKnfzO46B2cNZeuU4szOC1j+DJ09nQkonh+/or6kJKTIOt+c3BwzUsmSl1up6sVoP6Q162ZuYc7wRbk+7/J1S3P7wn0rflROsHewY9axHyhSoRDdAj8yE9QFWHR1hizzAxAbEU+3gI9MmlPN329o8oGLDY/D2cMJtZ2a5PhkehYZbConvjO8DQOn9QFgy/xdzPh4HkajSI8x79Dnu66m7T+8EcqGX7dZcYocnDWsfvSH7AbxtIgIjiI2PJ7iVQqbUv05IU8RXA7REAGCyqadkmiMB8EeDFGIUS0xieUqiyO4jkOwfz3f8C0hinrQ30VELRmPJ04FMRpU1SDdBtdNVVpujm5XF4Vn7q/bPDwb2jr3NGWfNY72ps8gWWCVqFKUiAeRtBvUSiYjs2vZAZOXW9Vmr4de06opG/hjlOSI0OubLqyd9i8pGR3OCqWCITP7ybqYAS4evMqWP3YRUMKftwY1wdPL84nvVf93QZMxpp/ksg2ABsH31OtBrHyFCL4eQsjNR1RoUEbWMffoXgQht8IIvRVOqerFKBlUjNmfLGDDr9vwLuDJj9u/plDZQKJCY+gW8JFpnqu3CwlR5q4ZF09n3vm0Dc17NSQ5MZVZg/8gOT6FD37sSfWWlblz4T6rf9qAs4cTddpXZ2y7yaRnELuDmlfk3N7LGPQG7BzsTMszobZX8+2GL6nWohJbF+xh/pdLTWU9W+MBNE72dB7RjqUT/rZaF1DSn4c3QilasRDB10NMWlEAc89MoXhliQz+rm9/WWDYfkgrnN2cqNq8okw1d/dfB1n54zp8CnozYsHHuOdz49t3f+bw+pO4eDpTqGwAoiiiUCoIuxNB8cqFGbv6M+w00m+yd8lPTMbAKrWSkYuHsGvpfpQqJSe2nJHLIghQvl5peo3rIiujZoeQW2HsXnYQ/+L5adbz+Qiw5gVNZohJ8xCTfgaUCK7fg11VxLhBYAgDVQXQHQPBCZw/hcSJVvMFj4UI9q+/oaqYfh4xtk+Gx142UAaCMgBcxkBsfzBmZAlcJqJw6vJSjvP/CQaDgaTYZFy9XGTl3t8+X8LaXzYB0GFIK3avOJRtl/Afl3+hUJkADqw5ynddpgFSFmru6ckUqVDI5pyXjbA74YTfj2RSjxlSt3YGKjQo81gO5/+tjcoTQ7TMLKRL0gH/50FTYKkCBGZRlf13znZmf7IAURSp3bYaTXvU58qxG2z4VSJdR4XEsPS7v/l6xWd4+LpRrHJhbp+7B0hlnbXTN5GWJL3FJMYkUaF+WfIVlDyBsv6Yi1YsxKilkq5WRHCULNBRKBX8evJH7l0K5vSuC+xcsk82V6fVsX3RHqq1qETr/k2o26E6xzadxsXLmTVTN8p4QgAI0H9SD45vttYsady1Lu9+3hZBEChasRAdPHrLgqaiFQtxdOMpVv+0AZWd/NL5d852RKPIih/XMfPoD6Y6etMe9Wnaw9yQcOnwNQ6vP2n6u2SqfWci6mE0t87do2wtKdWcv7CPKWjy8PNgcq+ZVvpRmShYugDD5nzI3M8Ws2rKegZO7S0rF1oiOT6ZT+uPJTajw/DR3Qh6jn3X5tg8PB3EpFkZnwyIybMhvQJkilTqjmUMSpba81UVQX9BPj/91JsRNKWuzjlgEjzAaxMKhYPk3mA0l1Ws1MLz8MyIeRTLiMbjCb4eSqVG5fhh6xhTF5ml8OORf08RWKoAV47Y1rjL9Aq9ZiGEadAbuH/l4WsTNPkV9WXXsgOygKlay0p8seSTF7bP17NY+QIhuIwEhReglkwzX1NfuFeNv3/eYCqZHd14il7FBvNd56myMftXHeWTWl+RmpjG1L3jGTb3Qyas/4I+33bFM0PSPhO7lx0gJ9w6e5fLR66TL9Cb9oNbAVIprvvoThSrVJimPeoz6Jc+uHha2008uhvBqR3nAXD1cqFJ93rMH7nUFDDJ+E6iZHNSsYG1Y/exTacZXH0Uw+qMYf3sbQye2Q+FUoEgCHQf04k5Qxcyrv1kLh26RrSldhSYOvqMBiMXD2bf3u/m7SKTWbCFiPuRps9f/vkJLfs0ptF7dXj/m842AyZ7RzvafNiMSVvH8H23Xziz8wJndl7g+66/ZLuPsDsRpoAJYMk3q0yednl4TlCaOWAofJF0mWxA4Q2ei0FhWd5VvBHt+aLuMohaG2ssr7lYSBgvfVZ4Y/l3EJT55NszhGKMfhdjeE3E5DfD7Px1w+Z5uwjO0Kc7v+8y/0zfxMhmE/i67SRunL5tGhfxIMoqYHLxdEKhEGj7cUtKBhXj/pVgWeNLvoLeVG5S/uWcSC5hybUUBIFe33TBI59tv7mUxFQWjlnO3E8XEx0aY3PM4/B/l2kS7Koi5DuKKBolIcr/Q4iiyKKvV3B2zyWqtagk8ynKRP6ivjy6Z354W5bbLHHtxC02z9vFe1+0N5HCf+43h9Db4bJxRSy6xkRRJPx+JAqFQL6CPqycvJ4FX0kGu20+bM7w3z6k57h3cXDWYO9gz84/97Ny8jp8C/lQrm4pK2Xbaydu8VWriQye2Y8OQ1oTFxFvumkAMokCpVJBUItKHPjbWnsk04ZFl67nt88WU711Ff5NXIoA2GnsaKHKXRkhOS77t+7AUgUYsWgwa6Zu5M7F+ybxT4VSgdFgxNXLhYBS5oenZ34PRiwclHFcOnYtPcD5fZdx9XJGm5KONjU9wxeqEvkK+shKhtnxygACS/tTqGwA96+YDab/HL+aDkNa5+oc8/B4CO5zEZOmgWCH4PIlIAUFGEJB0wp0l0HhieA6FkHhjOi9ETH1XzBGIWiaI6hfD3PU7CCmbUeMGwYYQeEJOILxISCA0yhI/hHTD1y7DVHbTgoE3X5GTF0jaT05DZBvM3G6JFIMiImTwb4Fgur1se94E+DmLS81rZm60eTTll1nZo8x79CgS22KViiEwWAw8Re3LdwrE/L94Meez90A91nRrGcD4iLiuXL0OnU71KRsrZLsXn6QdTO2ULh8IENm9TfxO3/u96tJeuHYDmvD7Nzg/y5oysT/a8AEsG/VEVZMWgfAteM3KVa5MPU61pSN+WrZUEa/9YOp5JYTHF3MHQpxkfFsX7xXtl5trzZlj2Ij4hlSYxQRD6IAaPNRc87uMpclti7YzbC5A0wXZsyjWH7uPwejwciDqyE06V4P38L5CL8XQVac2HKGDkNa45HfnVLVi3H95G2rMZ/8+gGOLhrWTNskW65xskev06NPN7etntx6lpjQWNObTFZ9qMxAJyuyEsIBzu+/zIG/j1IiqBit+jamea+G3LlwnyvHbhBQwo8Nv27j0D/HSYhOZHzHn1h651erG5zaTs3knWMJvxfJnhWHWTJuJSBlzr59dypdv+xA/0k9+OXD3wHo/2NPq+PIhL2DPdMPTeTjql/wKONvmZNqcB6eHIK6BILHXPkyr5XZj1e4IDj1eNGH9dwgpm2DTMkBYwyC13zADgQnBFUARt1hs/uCmIoY2w/RcSAK10+ztVCxsZcXcOT/bbT5qBmht8K4cuwG9TrVYvFY82/O3tHO1DFnp1GTnqajbO2SdBvdEXsHKbCwbPjwL2bO4iiUCgqXfz0D2Hc/awtIPoUnt5/lx56Ssfr1k7dIjEliwrovALnczMNr1m4RucH/b+TwH8LuszcZ8ftG/thyPFu+iyXio+QZCFsZCc/8Hsw9PYXOI9tlux2Nkz2t+zel9QdNTcscXR2tSmg6rY5/MkQSt8zbZQqYADb/vpMCJcwWIIXLBSIIAga9gTnDF/FVq+9lgYlOq+O3M1MYMLknrT9oKvPPq9hQKrkplVKnn4+FTQxA3++70+bD5lbibQBBLSrh5S/vcFIoFMweuoCIYOl4nT3kbfWZx9Woa100TvYo1UpK1yxB3Y5ypdmHN0L5quVE/p2znan955j0QYpWLMTbHzancuPyPLprDgLD70fKulosoVQq8S+Wn2KVrDkFe1YcomWfxqyLWcS6mEW06tvY5jYy4ezuxI87vqZuxxrUaV+dcX9/nuP4PDw/iMYkxPRziMbss4GvOwR1ZYsvHqAMRFCXQlAFSMvErIbWIqTMxZi8CDFtN6LVehBchoGqPAjukoK4yjYnLw/ZQ6lUMuCnXhSvXITVUzZIquCCRFNIS9bi6OrA+xO6sDJ0PktuzmLa/m9NAVNWtPmoOf1/6E79d2vx9arPsuVIvk745xe5HdGVY+YSZKt+5mdVk+5Pxxf8v800/VdwOzSKUX9sxmAU2XPuFs6O9nRtVDnHOc16NmD7or3cOnuXUtWL0bib7R+PIAh8OLkXVZtW5PSO8/gEerFy8npiM0h37wx/W9YCD2Bnr+bH7V8zvN7XMhL1b58vwcnNOqDSOGkYuWgw/0zfjDY1nS4ZQdqW+btYN3OLxbGAd4AXNdsE0b3QQFIT06jTvjq/nvyRvSsOky/QS6aefXTjaSKDo2T7at5L6hDzL5aftwe2YNNvO0zrIh5EyoI5AKPRyIkt0ltLs54N+GLxEP6ds41bZ+4SZxFoRjyIpHqryhxce5xrx2/yfbfpfLdhlGn9g2sh6CxsVu6cvw+95H/roBaVTD50Qc0r4mChQ5WJ9LR0wu9H4ls4H7XbVmPEwkHM/3KZKegVRZGPg76g7cctecsikM0JBYr7MX7tyFyNzcPzgWiIRIzuDMZQUOQDr9VvpCeb4NQbFK6I+nsIDu0QFO6mdWLadtAdtz0xcZKUP9K0tnJnEJQFELz/eWHH/P+CPX8dYqPF/Q3MrggpCalE3I/Cxd0JF3cnwu9HcmLLGYpWKky5OqUwGo3odQbs7NUoFAqbpuyvMwqXDzRxXAGqNq1k+vzeF+0Jal6RtOQ0Aiv48/WyEU+8/byg6Q3Ho5hEDBbZpZCo+BxGS3B2d2LOqckkxiTh4un8WAXiai0qUa2F9MOr9XYQ62dvRa8zyDJMligZVIx5F6bySc3RMiuTI/+e5Js1I7h17i6H153A1duZz/8YhIevO/0nycsSWf3bvvprOJcOXeXnfnPM29twkvL1StOidyOrOr4lmRpAUMC8L5Yy+q9hCIJA3++6snPJPpNn3c3Td/Erlo+w29Zlv8tHrnPx4FWUKiWTd47l3uVgZg8xk1S9/L04ttFcHz++6QzD6o5h1LKh+BXxpUL9MvgX8yX0djgaR3sadqlttY+j/5rnZ1rYgHSji4tMwGgw8Hmj8YTcDCOwdAGmH/yOln0aU7ttNdbN3MK5vZe4dOgakcHRTP/odyo2KGOzTJiHVwNRewAxaQ4IXkC6FDCBZDWSth2c+r7S43taCA4dZebkojEZMf4r0G7HdmlNgamkl7b9/5pb+iJhM1MtYPonuXHqNleOXid/kXwMrv4l8VGJKBQCH03tzYof/iE+KpHuoztZvRS/Cej9bVdunpEai+wd7UEQSYpLNgnwZnqIJiQ8XZY379f6hiOoZCDlC0vKpu5OGjrUse4KswVBEKw0PHIDZ3cnjv57io1ztjOgwmfcOneX8PuRfNF8Al0DPuSH7tNJjk8moIQ/S27PxtPP3TS3fN3SKJQKytQsQev+TRi/diTl61qbze78cz9bF+wxfa/YsCwBpfz5d852q7HzRi6lX5lhdPLuy4AKn3H/qkRsbtqzAZ4WljGiEfatPMzGudI2XL1crAwbE6KSUCitL4nMMpxBb+D0jvO0H9RK5i93cO1RWVZNFEWuHL3B/C+WAuDi4cycU5P5YesY/rj8C6VrlLDah+X8zM+pyWkMqzuGLvk/YFDQlyavt+BrIez/+6jpPHpPeE8mGSGKooy8mYdXC9GYhBg7BHRnIH0npO/Psv7NKtGJooiYugkxZTmiUa7xIyb/AdptyAImZTlwmwUu48HOQkxYXT4vYHqOMBqNGI3SvapZrwZUamRuJPAvnp/BM/qRr6BEWbhz4T6fNhjHyW3nTCRxo1Hkn+mbiYtMQBRF/vp+LdFhsS//RJ4RGkd7xqwYDqJIclwye/46ZGo0SoxNYs7wRUz9YK6MEvEkyPvFvibQ6Q3cD48lzaKMkxto7FQs+LwLq77uxYZv+1LM3/vxk54B5/ZeMv3YUpPS2L/6KJN6zuTs7ktEh8ayd+VhZg9dCICrhzOzjv5A34nd+GrZULqMbM8/0zczbcBvrJqygU8bjCMhRrpgM1WzQcpIWWLwjH64ejrLWvUdLMjnCdFJJMYkce9yML+P+BMAnwAvqreqbHX8lnIAH03tjcbJXMtPjk+xSezOhCAIVMgQrgy5ZWFrkg2NzLIk5+TmRPWWlfEt5GNz7Ce/foCbtwsOLg74F/Nl6gdz2blkH1ePSUaUljokIJG2YyPMWcUuX7Q33RCb925IyQydqP8nzJkzhyJFiqDRaAgKCuLgwYM5jt+/fz9BQUFoNBqKFi3Kb7/99kKOSzSmYPJkswFB8Xp1Iz0OYtLPiPGfISaMR4yVMmSi9ijGyKaQ8qd8sOCB4DYehUNL0J2D9F2ABhzeQ/D442Uf+n8WB9Ycpb3r+7R3e5+D/xzHwUnDz3smsE23kn8Tl7L4+kw6DGmNo6uDaY7RYOT6yVuyF2dPf3fTZ5VayZfNv+Udn342X1hfZ0SHxsq86DIN43/uN4d1M7ewbeEevun001NtOy9oeg2QlKrl/ckr6Dh+Me9MWEJ4rO32fls4fzuUb5ZsZ/up69irX3y1tWCZAJlZa7FKhYjOYsh76bBZsDFfQR+6j+5Ek+6SwOO1k2ahtMSYJMLuRLD0u79prelGJ+++XD95i3J1SpnGePl7kL9IPnwL+fDZHx9TtFIhqjaviL2DbUHSpIy/nV6n58IBa72kchaZLS8/DyslbKWNTBOAb2EfpuwaR/WWlQm7G467j7kcaOcgEcvtHe1oP7glGid7CpTw4wOLkmPEg0hun79HdgL81VtWZlXofOw1aq6duMW2hXvYs/KwbEzjrnWp8VYVuo/uxMxB8+mS/wPGd5qC0WgkoIQfy+7O4d/EpXyxaMgLM33d//dRpn4wlz0rDj1+8EvEqlWrGD58OGPGjOHs2bPUr1+f1q1b8+DBA5vj7969y1tvvUX9+vU5e/Yso0ePZujQoaxdu/b5H1zqkuzXKfxB84bJPGgtglHdeYyGWKkkZwgGMRGJ9SGApj1CvmOgLosx5mNIW58xKQ2M8TIOVB6eDb8OXUhaipa0ZC2/DjVTB5RKJfcvBzPj4/msmbbRKsu9d8Vh2T3J29+TGm9VoVjlwhStVJj7Vx6SEJ3Ir0MXWDUQvW7Yt+owv322mIsHr3Lnwn3ZusuHr7Nv1WGZFE2EjQ7s3CCP0/Qa4MDFO1x/KHFwwmIS2HjsCh+0rvmYWRCfnMaQ2etITpN4OXqDgeGdno8dhiVun7/H2d0XKV+vNKVrlOD7LWM4vO44pWuUoNF7dUmMTWbmoPmm8YocHthJsWaOU8EyBXDzceHPbyQj28SYJKb0mc2Cy9PxzO9O2N0Imvaoj6OL9HbUsk9jWvZpzGeNxhEXYb6Ag1pU4nQG8e/qsVt83+0XEqKTZIaOmdi+eK9Mi6j1B03ZPH+XSU4gsEwA9y5ZP2gDSvpTuXF5rhy7wRdNJ5j0kQJK+uHgrOHK0Rvo0w1UalyBD3/uzYbZ29i36giNu9Xj4Npj/Dl+NUaDkaY96zPqz6E2/zba1HQZwVyv1dH/h+4c3XSaivXL0Pf7bigUCmYOmk90qJQ2P7z+JJcPX6dC/TKSQaUNAvnzwvn9l5n4nmSnsG3hHly9XExct1eNadOm0b9/fz744AMApk+fzvbt25k7dy6TJlmbwv72228ULFiQ6dOnA1CmTBlOnTrFzz//zDvvvPN8Dy49i/q860+SC4GyIIKqMIJC4lqIaXsQUxaBMgDBZQyCwlrI9bVAVh+9+OFIhryZyMiwismAiBj7IaTLXwBQ2s645uHpoLEwprU0qY0Nj+PL5t+ZzLzrv1ubwNL+BGe02ydl0ZQ7uPY4v539iWKVCjOuw2TZuhf1IvY8cGDNUb7vNh2Q3BkGz+wnW58Ul8yU3rPpM7Erf3z5F6Io0rJ/E/bMX//E+8oLml4D+Hq4yL7n93TJZqQc0QnJpoAJIDgi7pmPJTFVi4tF++m9y8EMrT2a9DQdSpWSaQe+pWrTCjJvszYfNmPl5HVE3Je6zyo1sq0Ye/nIdU5tP2f6XqlReVIS5Ia5mfX1zMxUfFQC0z/6neTEVHqOfZdCZQKsatGP7sqDo32rrIUrM3Eni+5UsUqFadi5DtdO3KRexxoy9VtLdPtK6iBZOn61iTyu0+pkuh8GvYGtC3ZzfNNpk1bV8h/+kZX8di87yMCpvW0KxDm6ONBhSGvWz96KSq2ky8j2NHi3tlX3iruF2q1CIeDqnbvfy7PigYUQZub31yFoSk9P5/Tp04waNUq2vEWLFhw5Yvu3cPToUVq0aCFb1rJlSxYsWIBOp0Ottpal0Gq1aLVmgm1uiaSCpiWi7oz0RR2E4NDWissjGqIQ44YC6cBxREGD4PpNrrb/IiGKBkj7F8QU0HSUHBTsW0K6xd81/Sg49IDUFZhI3gDaXWC4B7osVkZ29RCcP30Zh/9/g6+WDWXm4D8QBIGhv35gWh5+P9IUMAEcXHOU2u2qmYImkKRPLDMzs4YsIOJ+JHER8Xj5e2DQG+k94T1cvV7OfeZpcPPMXdNnXboeZw9nOg59i02/7zQZxOvS9bTo3Yg67aqTlqwlXzEvvpxv+wU2J+QFTa8BgkoEMKZ7U/ZfuEOlov60qVEmV/MK+3pSr3wRDl26i71aybsNnv4BlpKWzqBZ/3DhThhlCubjt+Hv4uJgz5Uj10lPk350Br2BiweumnzRMqFQKJi271vWzdiMi5cLnT9va3Mfanv5z+3cnotcOnQVpUqBQZ+heWQhGwBSDfrYJulN/cqR6/x1by5VmlRgh4UHXVa+jyWy3hA8s2gxrZm2iX2rpLfgf2ZssVn26/H1O1RqWI6HN8M4vfOC1XpBEEwp7nyBXlw+bNYFycqRcs/nhpNb9tY9g2f2o+Owt3BwccjWCuC9L9sT8yiO+1eCadWvCYXKBGS7veeJ2u2qSeTQ0Fg8fN2o06H64ye9BERFRWEwGPD19ZUt9/X15dGjRzbnPHr0yOZ4vV5PVFQUfn5+VnMmTZrEhAkTnvj4BKe+oCoLxmjQNLFNfhYTkAKmDBiirMe8AoiJEyFFItGSMAlR6QdOA5GsUCyyS4ITsoAJACUi9lJmymBBKHad9Ppm0d5QlK5RgjknJ1stL1qpMMUrF+aWxctiYmwy/X7ozrUTN2nYuQ7l65Xmi2bfmhpNLlvQK2LC4lgTseC1DpgA6nWqyfqZW0hL0eIT6EXBMv5MGzDXFDAJCoG+33XD3cfN9ML6tN1zeUHTa4J36lfknfoVn2iOQiHwy8ftuBkShZerIz5uub8RJaVqOX3zIYE+7hT182L7qetcuCNdNFcfRLD52BW6Nq5ChQZl0Djak5aiRW2nomCZAvzQYzpGg5G+E7tRoLj0cPEt5MPAaX1y3GfJoGK8P6ELy75dg9FglNWXfQK96T66E28NkMsYWGaVoh5Go9fpGTK7H4fWHTdlqVITzSRbZw8nBEEgMSaJQmUD+Gn3N4xp84PJdLJXFlPaiAdmaQKjwYh/ifzcPntPNubtgVJGIjEmySYnqe3HzTm84STRIbHsWLKPxl3ryWQDMlGtZWU++LEHajvrLIYl/Ivlz3G9vYM9w3/7MNv10WGx7Fp6AJ9AL5pko8H1NPAu4MW8C1O5e/EBRcoXfO1upFnLB6Io5lhSsDXe1vJMfPXVV3z22Wem7wkJCQQG5k4hWbDPudwuqIoiajpC2joQ3BCcPshx/EuD1jJTlw6G+5A4GVnApCwM9s0hZV6WyQaEtH8RlYXBYFbnF0gEfMnDi4edvZppB79jUNAXPLwh3d+9C3iydPxqjEaRoOaVWTN1o8wq0BJKlUISx3zNUapaMeZdnMq9S8EoVQqWjv9bVsVo2bexqVoAMG/kn+xfn31FIifkBU1vOJQKBaUD8z1+oAVStTr6/LSSO2ExqJQKpg9qj2sWLoybk8QjCixVgNknf+TCvsuUqV2SmYPmmzq67l95yPwL03Lc1/VTt7l99i5BLSrhW8iHTkPfMnGYLOHi6WTyrrPEO5+15ZcBczEaRToOa4NKrSLkZhifzR/IpUPX2Pnnfll7fYX6ZRixYBAhtx5RpEJBNI72TNn9DSc2n8E7wItydUph0BvYvngvOxbvIzU5DbW9ytTm7+XnYRU0ZWaLStcoTqOuddm38jDeBTwZOucD/IvlJz1Vx79zJCE5nVZPanIaU/dNIDk+hciH0Vw9doM67apT/51aOf6tcov4qAQWjl5OSmIqPb5+l8LlzA/u9LR0Pq0/1sTnCr8XKbtZPAkMBgMH/j6GQW+g0Xt1UKlVuHq6UKlh7mQtXha8vb1RKpVWWaWIiAirbFIm8ufPb3O8SqXCy8vL5hx7e3vs7W0rJz8PKNwnIxo+B4ULgiBdf6L+oUSgVhZAcHgFIoP2DSDlrnyZoLLoGFUguP+CqL+HTIPJBBHBqSti+n5AD4r8iIJ3ds9o+UxRhLTNYIwCh/YIijybn6eBg5OG2Sd+5MDfRxEUAjM/nm/q7P3t00WyLt9MOHs44erpTO9vu+Lk5mS1/nWEXxHpWh9Q/jMThQJAqVJSqVE5Fo5ZjounC76Fffh76kb0ou6p9pMXNL1GMBpFxizayoELt/F0cWTG4A4U9bN9A38WXH0Qzp0wyeFZbzCy8/QNvunVgv6tanDkyj2qlwqkVXVzB1uhMgGmEpClanZWBe2sOLP7Il+1mojRYMTN24Xfzv2Mt78nzXs3ZOeS/dIbvSARFz+c0svmNlr1bUzVZhXQpmgJLFWALfN3MX3gPERRpNF7dbB3sDMFTfaOdgyZ1R9XLxdZFsTBSSNTC/+hxwwOZOgcZcXZ3Zfo9U1nNv62HW1yOj2+fpd8GXYsgiAwZvlwqrWoxNk9l4gNT8Azvwdftf5eto3Akv5UbGDWSGn3ccsc/04AyQkpjGs/mStHrlOvU01GLRsq84CyxLQBv3FkgyTLcOnQNZY/+M2UHYl8GC0jwF88eOWpg6bpH81j20JJL+vIvycZt/r1tFmxs7MjKCiInTt30rGj+Vx37txJ+/btbc6pXbs2GzdulC3bsWMH1apVs8lnelaISb8iJv8JqiII7jMRlOYXHdEYAygQFO5ZlicjxnSVBDABDFEIzgN4mRBcRoO6MmL6GdBuBVQIblPAcA8x/SyCpjli2g5Inptlpj3YBYHj+yCoAUcgAYyPIPEHcJ/y2H2LSTMh+VfpS+rf4PUvgmD7mshDznBydaR1/6ZM7DpNFiQJCtvh67i/P6dKkwo2172OuHLsBjMGziM5PkUWMNV4qyof/NidCe9MNZUfqzZ7sopOVuQFTa8YZ24+5PydUGqXLczFO2FsPyXxYUKiE/h60TaWj86dgeeNh5FM/+cASoWCEZ0bUcg3+7eywHzuOGvsSMogkWdmqga3r8vg9nWznQfQ7atOzBm2EFGUnLFzwqltZ01ZmvioRK6fuIV3hxp8sWgIHT95C2d3J3wCvVAoFSgU2aeA81l4yG35Y5epjLJv1RFGLR3K7E8WYDQaUSgU9Cw8iG5fdaTvxG5W20lPSyciOJpjG09luy+1Rs3SCX8D8OGUXnQeIdm6hN+PJCkuGW2Klqn95yKKIruXHaBktWIkxpgF/joNa0PPce+SEJ1I2J1wCpcPzNbXyRIb5+7gwv4rpvNq2KWOlYlyJixLltGhsejS9dhl+On5FvKR8bhqvV0t231GPozm0d0ISlYravMYT2w5Y/p8cuvZx57Dq8Rnn31Gr169qFatGrVr12bevHk8ePCAgQMHAlJpLSQkhD//lHSEBg4cyOzZs/nss88YMGAAR48eZcGCBaxYseK5H5uou4mYlGEXootFTJqD4DZeWpf8J2LiD4AArhMRHC2uKUOoOWACRN2ZXGVonicEQQCHNhkGu2Mt1tRCcJTUosVEay4NClcE9zmAETHxR8CCP2J4aD3eFtItbFj0NyVOmPLJsup5kMNSRBckW5GVk9ej0+opWa0Yoihm8H5cs9nC64mf+/5qontkGqnbadR0G9UBnwBvU8AEkBSXRM02VTmy+cRT+UE/cdB04MABfvrpJ06fPk1YWBjr1q2jQ4cOpvWiKDJhwgTmzZtHbGwsNWvW5Ndff6Vcudcrpf864PSNh3w0fQ1GUWTe5mO8lYUAntkZd+NhJCnadCoV9c+WbzFy3iaCI+MAiIzfzPxP38XF0Xb7uY+bM/M+68zWE9co4udJhzq2u91sof3gVtTtWAPRKOITkHMWrFKjcqyZtglRFHF0cSB/kXzo0nWo7dSUqFo01/sETEFRwbIBXD8p8SPyFfSmcbe6VG9VmUk9Z3BquyQ7sPyHf2j7cQu8C5iPL+ZRLJ/WHytZmThpAHNqtlW/Jthp1KSlaNmxeJ9p+a5lB+g8oh17lh9kcu/ZGA1GilUpLOM1aS3sCtR2KrqP6UTorUd82mAciTFJFC4fyPRDE3FyzZ78DZiCHsttZSIhOpH7Vx5SpEJBnN2d6DjsLaZ98BuiKNLhk9ayuSq1imn7J3Bo3Ql8Ar1lXY6WuHToKl+2nEh6ajolgoryywFr085Kjcuxd4VEkq/U6PW+ft977z2io6P59ttvCQsLo3z58mzZsoVChSRj47CwMJlmU5EiRdiyZQuffvopv/76K/7+/sycOfP5yw3YQvpxjFHvgroCpK4ms6QlJk2XB02qQqAqBXrpRUrQWJevXwuoK0lcJ0sYIxGjO4HCDXSWAbdKIsbnAoJ9A0RdxguOqjwonn/W/f8N/b7vxr3LwUQ9jKbj0LfYvngfOq0en0AvUhJTeHhdCi6unbjJkpuzcPHInidrNBqJDI7GPZ9rrl4MXyQss0tGg5G6HWrw4U+9TPzQ6q0qc3LbOQCadKvPO5++TWxsLJ6e6594X08cNCUnJ1OpUiX69u1r8wYzZcoUpk2bxuLFiylZsiQTJ06kefPmXL9+HReX14s4+qpx9nYIxowHsFZnIDCfOy4O9iSmalEpFIzu3oRlu04zbe0BAN6uWYZv+7Syua3YRDOv58bDSJp/OY/v+7WmaRVryw6QsktPyoXKhHeWDrTsULNNED/uGMutM3e4euwGA6uMxN3HlUnbv6Z45SLZzju75yIrJq3DTqPGO8CL/auPoE3W8tHU3nwy+wPyBXiTEJ3IO5+9zYpJ61g8dqXM/kRtp8IuSxfcnuWHCL0tla3SktNo+F4dNI72+Bf15e2PW+CaIfNw9dhNgq+FAFCsSmEA1s/easqYZeU7hdwMo3z9MujT9XT9sgNu3q6smbrRlH26dymYs7svZps1ysTbA5tz9cRNqTzXsSY12wQBEHY3nKG1xxAXEY9PoBezjk3i+OYzpsAt3eJmkQknNyda9mmc4/5mDJpvmnvz9B2un7wtKykCjFw0mEoNy2HQG2nZt1GO23sdMGjQIAYNGmRz3eLFi62WNWzYkDNnzlgPfs4Q1CUQnYZAylIQ9WZStD5LJ6ZCrl0kCHbguQK0+yROk12VF36sTwpj+jXQ3QLBDVCCGGNeabgjl28C8N6BoMpdt6fgPFAKGo2RoHkrrzT3HFCobCBLbswC4I9Ry0wUi8hguUBxYkwS4fcjsw2a9Do9Y9r8wJldF/H08+DnPd/IrJxeNj6Z/QHfdJxiuk8fXn+CL5d+AsCtc3e5cUq65mq8VYV3Pn0bIFv6w+PwxEFT69atad3atoKtKIpMnz6dMWPG0KlTJwCWLFmCr68vy5cv56OPPnqqg3ydMH/LMbaevE7ZgvkY27P5M6lw1ypTiPlbjqPTG3DW2NGsSgnea1SZiNhECni7A/Dp3H9N4zcdv8rXPZphZ2Ofn3Sox+RVe01BWLrewPwtx7MNml4WqjatgJefO/O/XAZAXGQCqyavZ8wKa52W3X8d5Mi/Jzn670mrNDLAnOGLaNWvsclEUpeu489vVgHS24WjiwP5i+ajx5h3TEFQJnwsSnwgZXa2L5K0lPauPMxvZ39CqVIyZedY1s3YgqObI+9+Jl1cmdpRtqDXGcgX6MVXy4aZlhUoYW5XFwR4eD2UkFthpk5DW7DT2DFm+XCr5YfWHicuwy4lMjia45tOc3yz+UF/4inKZtpULfcumbv7BEEgf2FrsUG1nZo2H76m2Y03DAqXoYjqUohxn9geoCyC4P6L1WJB4QwOb7/go3sGxHQFsvoc2gOWhrEZTrEO76DIZcBkmqnJOfjPw9PD0y97CkfJasUoVDb7f6sL+69wZtdFAGLCYiVByRn9sh3/olHr7SBqt6vG4XUnTMu2/rGbTsPasGrKBtM9/MSWs9y9JHX/Pi2eK6fp7t27PHr0SCYaZ29vT8OGDTly5MgbFzTpDAYu3gnDx92ZQB93Tt98yNyNEoH43qMYihfwpk8L21o14bGJ3A6LpnSAD7M3HOHcnVCaVC7O+82CUCkVOGrsKF84P8tGdefyvUcElQzA1VHDgQt3KOTrQUhUPN8u2yHzonOwU5kCppshUew+e5OSAT40qVyczg0r0bJ6KTqMW0RcstSC7/Mcux6S09JZvf8cCkFBl0aVcHhM27wlnNwcUamVJi8gN29zvTzsziN++3wJN07dISokJrtNAFIGyTKjpFKrcPF0Nl0QZeuUZNLWr23Obdi5No/u9uT8/svUaF2FQ/+Y+RL3LgcT8ygOnwAvvAt4McCClB58PYTQW7a1fjJRpEIh2fdW/ZqQkpDKuX2XOLvnEgtGL+eviWuZfngivoV8cHJzNJVZDXoDMwfN5+LBq9R6O4gPf3pftq2CZcxvb4IgEFi6AJUalTWVIis2lGeHcgO1vRoPXzdiw6VgrFy9UuQrmKfQ/KIhag9ns0aN4P4TgqpQNutfTxh1t7AOmAC7mpB+IOOLRsoW2ddA4TLyZR5eHh6Dpj3qc27fJY5ukHM8A0r5M2X3OGIfxeHu625FHQDwyO+OQiFgzHBSsKRCvCp89PP7sqBp19L9dBrWBneL541KrcTF49mei881aMps4bUlGnf//n1bU55aZfdFQmcwoBAEhsxax8nrwaiUCn4a8LaVL1lKmu2WxRsPI+k/dTXJaem4OmpISJGCmIXbTrBo2wnUKqWpdFaigDclCniTkpZOj0nLuR8Ri0IQ8Pdy5WFUvGy77WpLvJLw2ET6/7zKROT+vm9rWtcojaujhtmfdGTuxqM4aez4/N2Gz+1vMuL3jRy/JnFCzt8JZdrAdrme613Ai1HLhvHPjM34Fc1H34lSpujoxlOM7zjFdOFlCwF8C3ozeGZ/bpy6w6/DFqJSKxk290O+2/gVi75egZObIx//0ifHzbz3RXve+0LqpkpLSuP8vsuAJIDpmd/d5hxndyfUdiqbbbkgEa+7jLT+W3Qa3gYHFw1H/5VuSGkpWr7tPJXQW48oWKYAP+8Zj4evO9sW7mHLH7sBCL4eSvl6ZajT3hyI12wTxMhFg6Vgr1UVKtQvwzdrR7Jt4R7Udipa9n3yN3GFQsGkbV/z18Q1OLk58cGPuWs2yMOzQbCvi5i60sYaEYScOW+vJUxechYQPEB/23IQ6M+D/jyifWMEu+wbE/LwcmA0Gjm68RQT3vkZ0Shi72An4wQ5uzsxqsVErh2/Sf4i+Zi2/1sr/mqR8gUZuXgIO//cR5EKhXjn0zYv+zSscPP0Hdn3THP0PhO7kpyQQujtR3Qc2uaZA7wX0j33JCJzT6uy+yIQm5jC4FnruBYcQa0yBTl5XSph6A1GNhy9zE8fvk3zqiXYeeYmpQJ86Nqoss3t7Dpz00TizgyYMiEilc7mbjwiK51dDY7gfoSkmmsURaISzJ5AKqWCQe3q0LOpxHO5HRZtCphACmJa15CMaMsWys+sIc9fz+XCXXP3wUWLz7lFw861adi5tmzZ0gmrbQZMSpWCH7ePxcFFw5UjNyhTqwQKpQKlSsnYtj+aHKun9JnN72d/ZsrOcU98PF1HdaRg2QBiwuJo9F4dlCrb9W0PX3fGrPyUtb9s4tG9CKvaf/j9SMLuhNssvZUIKirLsGVmrB5cDWHT7zvpNa4zqUny30fW7wAtejeiRe9GAMRFxhN8LZSGnWsR8SCalITUpxKZLFapMOP+HvHE8/Lw9BA0LRFdf4KErBkXPeiugar4Kzmup4WgDJQ3H7lMQHBohRhlu5woJnwLXmsRhOcv6ZAH2zAYDMwfuZTLR29QsUFZDq8/QdidcBxcNCa/TW1qOk261+PUtnM4ezpTp311Fo5eDkidutsW7qHXuM5W227Ws4GV4fmrxK2zcj2xup0kHqmTqyNfLB7y3PbzXIOm/PklpvqjR49kNgQ5icw9i8ru88aq/ee5Fiy1+B67+gAHexWpGdyaon5eKBUKJg94m4kGA+ocSGQlCpj5M0pBoLCfJ7dDo1GrlOj00gPU08X8Zmk0isz9V65O6uvuYgqiPmlfl17NzW9o5QrlJ7+HC49iE1EpFDSsWOwZz/zxaFa1BBuPSi3xz4sn5Z7FJsS3sA9+RXz56OdeFK8iddeVqlac+V8sZfXPErdLrTHfcC2VwJ8Gddo93gbk3N5LKJQKftrzDelpOtbN2MKBNUe5nWFLIAgCB9cep+uXHazmFq9chJ/2jOfU9nM4ujiYeF2AKdCp2rwiXv4eRIfGEtSyMg06Zy+AGXw9hOH1xpIQnYjKToU+XY+LhxNT93/7TDX6PLw8CA7tENP3SaKNmVDkA7uaiCmrEFPXgKokgutYBOHFmS8/C8T0U4jaQ6CuhuA8AlF3EUHTKkOWAES7RpD2d8boDD4TgP4aaA9BHk/ppWHrH3tYO136rV07ftO0PDlOXlZ9a0Azvlo2jF+HLeTvn/+VrfPKZePPq0a9TjVZNyPDSiXAi6DmL8YX87kGTUWKFCF//vzs3LmTKlWkTo/09HT279/P5Mk2tDx48Sq7TwLHLLXbz99txLnbITwIjyMkKp6bIVGUKOCdY8AUm5hCYqqWvi2rk5yWTuNKxahZphA6g4EbwZHMWn8IB3s1I7s0Ms2JjE/izK0Q0/f8HuaACSBZKy8DujlpWDqqGyeuBVPUz5NSWbrgdp+9ycnrwTSrWoJqJZ9PAPpNzxY0qVwcpUJB3XKFn8s2P503kDnDF5EQnUiXke2p+VZV0zqDwcCWebuIDo3l37nbTcvt7NUISCqvA6f1fi7HAXD/6kOiQ2OpUL+0yeZkXPvJHM3QdKrWohKTtn1N99GdaP1BU77rPJWLB68iiiILvvqLfAW9bVqWlK9bmvJ1pSyg0ShycO0xytQswdsfNUev0zO27Y9Eh0r/1oEl/XK0WNm/+igJ0RJ/S59RLkyMTWbXn/tlPKw8vFyI2mNAi+zXp25CTP4NFL4IbpMQ3KaB8zBEYxKCMRTUVcEYg5gwDhBBdx6UfuD8/N6OnxdE3RXEmPcBPSCAx58onM2WPqJolOsrKQqB8Z7F9zxV75eJ+Kjs6S7eAZ4kxiTTtEd9KjUsx4mtZ1g/a6tpvV9RXxp3rUurfm9GkFsyyGylUrZ2SRl39nniiYOmpKQkbt26Zfp+9+5dzp07h6enJwULFmT48OH88MMPlChRghIlSvDDDz/g6OhI9+7dn+uBvwh0bVSZWyFRXLofTsugknSqV4HTNx9y4W4YF+6GcepGMFt/GIBKqSBVqyMhJQ1fD3NpRLInWWXSS/qmVwtqlinEnbBoohNSqFK8AL8NN3ufGYxGjly+h0IQyOfuTESc1KZerpAvj2LNHVsKG6VNL1cnU0nOEttPXeerBVsAWL3/PN/3bUXrXBoA5wSFQnjuGS2fAC++WWO7RLR47CpW/rgOAJWFZlHJasWYtG0MgiDkKIj5JNi36jCTeszAaBSp1Kgck3eOJTUxzRQwAZzacR6D3oBSpcQjnxvtB7fi4sGrpvUPrlgL9j28GUZyXDIlqxVDEAS6ftlBlpGKeRQrU1W/bWGqaQuWpHBLWHbr5eHlQ0xZS3ZBk2iMQYz/EkkX7AZi4hQU7j+DqnCGUKWkkSYa7mCptCcaY166kGWuoLuIFDCBFOBdAEtfPTEJjGY9LIz3JG86wQXBoR2CXeWXdqh5kDJIe5Yf5MHVEIqUL4h3gCdhd8LpOLQNDTrX4s75+xStJDUg7Fslr3bU61TTpkjw6wy/Ir4mO5Xjm08z74ulOLk5MmLhYAqWfj6SCE8cNJ06dYrGjc2RZ2ZprXfv3ixevJgvvviC1NRUBg0aZBK33LFjx0vXaEpK1fLNku3cDI2iQ53y9GtV47Fz7NQqKx2k4Ig40+fohBRStencfRTDkNnrSEpNp1W1UnzfrzWCIPAgItYUMAEcvnwXQYAJf+5ABGqWLsicoZ1M/K6xi7axLUMBvGA+d/NOBejepApbT1yjbCFfujfJvT7L0Sv3ZN//2n32uQRNLxvXTphTyfp0PS16N8TZ3ZnuYzrlWl8jNiKe+V8uJSU+hZ7jOtvUhtKmalk0dqWJW3V+32Ue3Y2w4gk5ujrIeE9VmlWgQAk/Qm6G4eLhRKOuciX17Yv3Mu0DyTOvac/6jPpzqNW+PXzdqdq8Imd2Sno9TbrXz/F8Grxbm8/mD+Ty4et45Hcn/H4EJYOK0fqDpjnOy8MLhiqH0qiYjqWQKmKS7XHqamDfArQ7QOGP4NgHUX8LRCOCuuRzPdxngl0dSZNJjJfI6/ZyTougcEVU+ILRbOWD4R7YN0Vwen6Z4TzkDh753Og2qhNT+szi7qUH5C+aj4VXZzD3s8V08Rtg4jV5+nlQrJK8ezOo+bPZjbxKGPQGJnb9hbRkqcnsk1pf0fe7bnT4RJJLunT4GjHRsTltIls8cdDUqFEjm07vmRAEgfHjxzN+/PinOqDnhcU7TrH3vNTFMXvDYWqVKUTZQo931n4QEcfI+RsJiYynbEFf2tcpx9UH4RiMIu1ql8NgFBkya52JiL3t1HX6tapB8QLeBPi4m7hGAEElAvh1w2HT++Pxaw8Ij00iv6cLoiiy88wN2X4zsfvsLfZP/ZgRnRs98Xk3qVycfzO4RwBF/Z++U2DDkctcvveIplVLULP0y+XMNOxch3N7LgFQrm4pPvvj4ycWI5s2YC7HNp4GJNHKlSHzrBoSfh26SCYpIAgC9o72pCalUbBMAYKvheLgouH7zV/J5rl6ujDn1GRun7tHQCl/PLLws/6ds90UiO1edpBPZn9gpQouCALfb/qKM7su4p7PlZJBj8/kte7flNb984Kk1wmCc/ZSKoIyP6LTIEj+DRTeCM7WwTOAICgQPGYjGuNAcIHkBYhJPwMgOg1E4fKZzXkvG4IqELw3QPoZUFewLZOgKgfp4fJluosv5wDzYIWtC3eT+cg++u8pti3cw7oZW2RjYsJisdOo0TjZk5aspXy90k8lZ/K6wGg0yrT+UhJS+XXYQkpWL8bJrWdZ9t2aPMPerNDq9Dl+zw5f/rGJmw+lksmpmw8plN+Df7/rR1JqOiUKeLNs9xlZ55pSIeDmLBE2nTR2LBr5HjtO3yDA243GlYsz/Z8Dsu27OUljBUGgVEA+rjzIcnPJGOOosbNanhs0qFiM8b2as3LfeYoX8ObL9x5fjz5y5R5/bDmOl6sjo7o2wcvViS0nrjJh6Q4A1h+5xMoxPSnq50WqVsecjUcIj02ke5MqVC725CnP45tPE3o7nIsHr5KckML733ShXJ1SsjFvf9ScopUKER0aS43WlZ9KvfXhjVDT55hHcTKPtkzcvfRA9l0URZJik1k4ZjkPrko8M6PBaDOgcXRxoEJ921m8gmUKmFRofQK80DjZ5u2p1CpqtH79lJ7zkHsIQs7XqsJlOKLzYARBjWiMxRjdA/RXwaETCtevEY2JkH4CVIUQMjrojMmLzRtIWQqvSdAEICj9wcE/+wHK/NbLNOaWdFG7HzH1HwRVSXAamKf0/YJRqGygydfSM797tvIpji4OzDg8kciHMRStWDBHfuXrDrWdmiGz+jNryB8mlXCA+MgEdi07kMPMx+M/GzS93yyIk9eDuR0aRbs65ahSPHcP97ikVNn3pNR0/DzNhDIPZwfZ+n6tauDjZpaa9/VwoVczSRpgxZ6zaHVmHwFPFwccLB7aPZsFMXqhPOJ30tgxe0hHlM/A12lXpzztcuknl5KWzojfN5pENFVKJZP6v8XNEDPXRm8wci88lqJ+Xsxcf4hV+84BcPTKfbb88AEuufAdingQyYUDV7l2/CYbft0mW3fz1G1WP/oDVRal87K1nq0s4egiz+wkRCXINDp2LNmHLgvJvnTNEhzffIYHV80cpbRkLTqtDrsnCGSH/voBnvk9SIxJovOItk8t2Z+H/wYy2+zF5IWgOyktTPkTo11DSPzGZGIrOr6P4DIGsLgPiQ5SqU7hiaB4vTuZjIk/Qepy+UJlYRSuUqZW1D9AjB0E6BDZCtghOA946cf5/4SBU9/H3ceVmEdxdBzaGp9Ab3Ys2cf1ExI3WaEU8CrgSYPOtTm68TQlqhZ5owOmTLz9UXNqvFWFkU3GE3o7nKrNK1KtZSWKVykiMz1/UvxngyYfd2dWjunJnbBobjyMJDw2UUbazg7DOzZgzKKtGEURlVJBZHwS5++EUqmo9GbVvGoJrgVHcOluGPXKF6V/6+y5Uvsu3JZ9N1hEvABF/TxRCILJ+qR7kyoMfLs2zg72GIxGTl4PxsXBnnKFbby5PSekpetlquOZHnYtgkry9/7zpGh1BPi4Ua2EJKkfYiG4mZyWTlxSarZBk8Fg4PC6EyTFJjHvi2Ukx6fY1OtKjE0mPU1nFTQ9K/yL5zdlexRKBUqL7V88eJWf+v5q+t7mo+bU7VCdBaOX88coSRpAZafCoDPQe8J7OD2hurqDswMDJvd8DmeRhzcBomgE7S5ABPtmOWRPsvz+DfdMARMAKUsRHd8HMdliShpi1FsSh8j9dwRL4vVrBNGYCMnzrVeoCps/G0KRcbyS52AUkxGcP0IQHLLOzMNzgJ3GjvfHdzF9T05IYdLWMYTeeoRBb+DElrP89f1aFo+VhFcFhcD3m0dTvWXlV3TEucf5/ZfZu/wQhSsUpFnP+oTeDqdgmQAe3Y0g8mE0lRqVY+G1GSTFJpu66b5YPJiiFQsRHx/Pvmkbnnif/9mgCeDyvUd8MG01Wp0Bd2cHVozu8djAqWX1UtSvUISvF29l3/k7nLkZwtDZ61kz7n3+2nOGv/dfIDVdR69mQTYDJoPRyLzNx7j6IAKvLJmOdL3cvbJkgA/f92vNtpPXKB2YjwFv1UKhkG6qX8zfzN5z0pvAZ+82pGfTqjxPXLwbxrpDlwjM50avZkEs3XUaZwd7BrSRdILKFPRl7rB3OH87lFY1SuOaUVbs1rgKp64Hk6bT06xqCQK83bLdx5Tes9mz/JBsmSUfThAERFGk66iOOLo8/xvmh1N6EfsojsjgKHp8/a6Md/TonvxNI1+gN+XrlZEZ8hYsXYAZR75H4/h6SGLk4fWFmDAOUldLXzTtENwz+EhiGiAgCNJvSHD6AFF3UdIscuiIoGmBmPgDZmdbQSJaq8qCPoObmEkeF1MQU5a+tkETgr3ExxKzejVavHDYVQXsgAyKg5gMyXMQjdEIbt+9pAN9sxHxIJKwOxGUrF4MB6fcaXmd3nmesDsRGAwG5g5fjCHLs8gSolHkxOYzr33QFHYnnK9afW+qFiz6egUpCal4+XkQGx6H0ShSvl5pft4zXiY/4ODsQK9xnUlISOCTaU+e5fxPB00HL901lcfiklI5ffMhb+Wik8xRY0d8stnaJTFVy4e/rJFpJy3ddVoKZATYefoGAT7uNKhQlNX7zjN/i6RTohAESvh7czNUKnXVq1DUal9Nq5SgRVBJWQYmJS3dFDABrNp7Dn8vVxpVLMb1hxFsP3UdDxdHthy/SlhMIv1b1aB3i9zbE8QmpjBo5j8m1fKBb9dm/9SPsVebve1O3Qjmk9nr0OoM7Dh9gz8+64ydWkXtsoXYNLE/ccmpFMnvma3SO8CR9SdtLn/387Z45vegwbs1sdPY4eHrnutjfxL4BHjx857xVsujQqIRFIKp+827gCdNe9THwUlD5SblTQT02m2r5QVMecgdtLssPku2OGLKmgztJQHcJiM4vI2gcEXwXCSbKrrPgPhxgA7BZTSC0g3R809I3YCIGpJ+BDFDjFD5ZIa3LxOCYIfo/iskjAdjpDl40h7AmDgTSEdw6ACaZpAmpyWgN3fLimk7QX8PNK0RntDg97+OS4evMarFd2hT0ylasRDTD098bOC0Zf4ufvnod8D8ovo4lK9nLWfzuiH09iMZvSIlQSppR4eZn9OXDl3j/L7LlKtbCvtc0Ehyg/9E0HT+digHLt6hYlE/mZZQhSJm/Ro7lZLSWUQgc0LvFtW4cv8RWp2BVtVLse3kddl6jVqFKIr0/Wk1YTGSgNjobk1k+kpGUWRgu9okpmgRRXirpvyHuHTXaaavPYCIlHUa36s5pQv64mCvpmA+d1NHXUh0PCN+30jLaqXYe+6WVcZqxrqDtKxWivyeuZN1CI9LMgVMAHfConFxlF94G49eMQWcl+494mpwhKlE6enqiGeWTjBbKFevNKd3nJct8yvqy0dZTGlfBE5sPcvfU/8lX0FvBv3Sx1ReC7kVxic1vyIxNhlnd0e+2ziKSg3L4pDBVft+01ccXHscJzdHar0d9MKPMw//EairSXIBAGrpdyMm/kimppGY+BOCg217EYWmBWjkOk+CwhWcekl62qoiiClLQRmA4DL8BZ3Ac0LaBjDcybIwEZJnAyCmrAbvjQjqSogpf4PhFqBAcHwvY/3KjEATSFkC3lukv0UeANi97IDJJ+7OhftcO36TKk0qZDv++JYzrMjQuwNyDJhUdirK1S5J5xHtqNnm9b/3lalVkoJlCvDgaghKtRKDzjp7plQp+bLFd+Qr6M0vB759Lsbkb3zQdCcsmg+nrzHZk8wY1J76GRmduuUKM2twBy7cDaNe+SIU9ct9+32DCkXZNulDktPS8XJ15PK9cJMGk7+nC6O6NSU2KdUUMIEkKTC4XV22nLhKdEIKlYr6UadsYextcHV0BgMz/jlokiO48TCSnj+uYNrH7WhQoSi/D3+XFXvPsmrfeVPn34ELd6wCJgBBwFTWexyiE5LxcHagcjF/zt0OxU6lpL0N0ngRPzPh1MFejb/nk9+4vlk7gs2/7yQ1KY2Qm5JfXe9v33vi7Twp4qMSmPDOT6RnGCrb2asZNldSLT659RyJsRJfJCkuhbDb4dSyuEHYaexo2iNnvSRbSIpLxs7BzqYjeB7++xDcp0LKKsAAjpIhNQo3MGTcHxTu2c4VRT0YgiXFcIX1y4hgX/P1LcllRfqpnNeLcQjGCASnvoiCFyR8ARgRtUcRHDoipltkp40RoL8Ldi/GDuNNRKFyZocHO40a/2LZ812vHr/JuHY/PtYQvUztkjTr0YB2g1rKlifHJ5OckEq+QO9sZr46JMQkMrLJBB5cDaFwuUBqt6/Oih/+Ma2v17Em6WnpnNh6FoCIB1FsW7hXxu16WrzxQdO14AhTwARw+X64KWgCqFu+CHXLW4sa5gZuThqTRMDCEV3YdvI6+T1dTN5rqVodAd5uPMwgR9cpW5jC+T3ZMKEvj2IS2XbqGmMWbqVdnXI0yFKaUwoKVEqFLAgyiiJ7z92iQYWibD91nZshURTwduVOWAwAxfy9uHTPrCmkEAQcNXYMalubfO7OPA4r953j59X7APj0nQZ80qEevh4u+HvJA6L45DTCYxMpXzg//l6udG1cGZ9cbD8rHJw0vPtZ2yee96xIiks2BUwgyQ1koniVwqYUtSAIlKj6dL8NS2R64zm5OTJx4yjK13vzxETz8GwQBHtwkmdQBfeZiAk/gKBEcBlrc54opiLG9JKUtRW+4PkXQk5ima877JtCykL5MoU/GB8BRlCVAlWGd2XqX9IygLT1iMbRCPaNENM2SsuUgW+cifGLRvvBkvjyvYsPaNKjPr6FbGdO7ly4z2+fLZYFTN7+HkSFmktX9g52fL7gYxp3tbZ/OrP7It90mExaspY2HzZn+G8fWo15ldi+aB93LtwH4N7lYOKjE7BzsCM9NR0vfw8GzehL+P1IU9AE4BP49JqFlnjjg6bqJQPxdHEkJjEFjVpFgwq5ewjGJ6exat85QqMTqFuuMIH53Cma35NbodE8jIqjdtnCaNQqIuKSyOfhjJerEz2ykLEd7NUsHtmVPeduUsDbndplJcuUiX/t4mFkHFEJEg/hwMU7TP2oHXvO3cTL1Yk2NcsgAFMGvM3ohVtIsajLlizgw6g/NrPjtFn4snHlYlQs4sc7DSrS8ZvFRGds1yiKpGrTaVjJXJJMTEkjJDoBBzs1odEJFPXzJCQqnkK+HszbfMzUqbdw2wl2/zTQ5t9m3JJtHLwoOUYnpWqfSovpeUOv06NSq0wERkt17qwoUNyPVn0bs23RXpzcHOkysr1pXfl6Zfh+syQoWaVphWcOcGLD40xmwsnxKSz9bg2Tt9t+QObh/wuCuhyC1185D9IelAImAGO4ZNjrNFDyb1MGIKifjzn2S4MxynqZXQ0Ep75gCEZUlYeUvxEVHqAoCGQ81BTeIDghOLSVdJ7098G+MYLiybpW/+sQBIEOQ1rnOCY9LZ0vm39LXKS5CqK2VzNoRj8m956FNkUq72lT0wm9Za0TCLBqynqTmvbmeTvpOfYdmVzLq8T1U7e5d1murxf7SEpctP6gKQMm98TFwxmfAC8+/f0jDv5zjHwFvSld8/lcS2980OTj7syKMT04dyuUUoE+FMyXO0PIT2avM2Vt/j16GYAAbzdCoxMwiiKFfD0QRZEHEXH4e7ny5XuNZRmsTKTpdPi4OVMqQIr4Ry/Ywo0Q+Y1DbzAyZtEWkjJq0Qu3nQAk3tSh6UPYfPwK3y3bRbrewG+bj5KYopXN33vuNiFRCbxTvyKxiXIdKYNRJDlju/vO32bkvI0YLN4uVEoFeoMRFwd7vFwdTTpUOXUR3g83v40ER0pdCLkt/+UWf0/dyKntZ6ncuALdvuqY7TiDwcCkHjPYv/oo+Qp6ExsRDyKMWDjIpkFuJj5fMIg+E7vh6OpgRZSs3qoK1VvlLCiZlqLl4JpjuHg658htsnOww97BzsQzcPN+uXZBeXjDocyPJEOQcc0q8iHG9AD9ZUCJ6PodgjIA1OURFE+e7X2ZEEUtpP2bZakC7OpLpUpVaYhqh2jI4Ic69gXHPqC7Bva1kfhfagS76mBX/eUe/BuC8PuR/DFqGQa9gb4TuxFYyvqFNiEmSRYwAei0On7uPwdXL1ciU8zPp7uX7tvcj5e/+Tnq4KzBMRcc1peBM7sv8lXL7zAaRZQqJT4FvXh0x9wJ7eLhjIuH+Tp5a0Azbp65w6bfd7Jl/m4+ntaHTsPb2Np0rvHGB00APm7ONA/KvRCi0Shy+f4jq+UPLTSILAOH0OgEhs3ZwFs1StOoUjHqli+Cg52aGw8j6ffzKlK0OrzdnPjrq+6ExWRtt5WQGTBZ4q9dZ/ikfT22nrhuKtNlDZgyceNhJDP+OUiZgj5cvi9vlz927QHFC3gzacVuWcAEUsAGUgegWqWguL8XBfN5MLRj9rydro0q89Pf+xBF6NKw0nMPmI5tOs28kX8CcGbXRTb9voNqLSoxZHZ/K1G1MzsvsH/1UQCZue3cTxfnGDQBePk9vaP66Nbfmwx5e43rnG0t3MnVkW/WjuCv79fi6efBx7/0fep95uH/D4K6IrhNQkzbCqoKoK4Eid9mrDVAwjhE9KAsCF5rEHLgRr1qCII9oiIQjMHmhQovSPgcEQWoa4LBoqEm/TCC5m1E3THQHUNMXpwROhrB4W0El3E5duf+v0GXrmNo7dEmusH9Kw9ZcHm61Thvf0+qNKvA2V1y65qUhFRSE9Nky3wCbGePPp7WB4WgIDoshq5fvhhJmKfB3pWHTCVHg96AxsEelVqJXmfAzsGOxt3kHqAGg4Et882drRt/254XND0NFAqBysUKcPZWiHy5hdCkk0ZNcppcLXrLiWtsOXGNsgV9qV22EIcv3zOV1qLikzl5PZigkgHsOy8XtcwOfl6uKBQCHtn8IC3ePwFYe+gi9moV7k4a4pLNP/6DF+/Qs2lVlMqcVcRjElOJSUxlROdGcoPgLOjauAq1yhRCq9NT6gk6DnOL6NAY2feIB1Fs+WM3hcsXpOPQt2TrHJxtt9M6ur64izg5PtkUMAEc23w6RwJhbjJXechDdhAcOiE4dAJANMYhCu4gxmWszRCeNTyA9GOgaWVrE68NBK8/EePHgu6sxGUyZEoJGEF3NMtgV0TtHvN30cJANeUvKUOlafLCj/lNQFRoDH98uUzGzwy/Fyn9/34kv32+hKiH0TTt2QCdVmcKmAqVDeD+FbN4atbuucqNbTtHuHg4M2LhoOd8Fs8OvyJy/9h7l80BenpqOlvm72borx+YlimVSgqU9Cf4mvSsL1T22SUs/i+DplStjqsWnm9uThqqlQygTc2yPIpJZNOxyySlppOcFmdz/pUH4VaecUqFwJHL9/DzdKFayQDO3gqxyvpkhYujPanpOj57tyFnbj60ylLZmq3V6a189ApllCQn9mnFsDkbSEvXU6W4PwW83AjM586usze59sCcncrs+vv8t408iIile5OqdKhbHhcHO5P0QOH8L86uoWGXOmz4dRt3L8rr0klxyVZjy9crQ59vu7J7+UH8iuYjMUYS+hs8s/8LOz4nNyeKVS7M7XP3AKjY4M01rszDmwVB4Q6eyxBT/5ECp9TMjiAVKJ+9aeFFQ1AWQPBcKBHc48dlyA9kI6SoaSdlpXTnstma9EIqdReGgtLXJBL6/4SokGg+DvqSuIh42fLGGZn2KX1mm7zlrp24hVpjztZbBkyWUCgV9Bz7zhshLQBSVslgMNJ5RFv2rTrM3YsPbMoMpKelc2zTaQqVCzAFWJO2jmHlj+vQOGno8fU7z3wsgpgbpauXiISEBNzc3IiPj8fV9cXoc8QmpdJ05G+yZQ0rFmXawHb0+WklF+9al+7ye7rwKJvSG0i6TWkZwUyR/J7cfRRjc5yTvZpkC+J35WL+pg7AxwVZOeGLLo3o2ljKdtwJi+b9yStI0epwdrDj+z6tGLtkOwkpWsoW8mXB512Ysmov6w5fkp+DnYppA9tRq4wN5/LnDL1OT/i9SEa3+YHQW49w9nBi3oWp+LwmZMPE2CS2L9qLi6czzd9viOIZvAD/n/Ayrt/XBS/6XEVjitRJpruEoGmOYN/gue/jRUFM+hUxaYbFEkcgxeK7gJDvKAjukLpekhrQbsuwj1GC5i0EtykgahFjeoL+Eij8EbyWS4bBlvvSXZfU0+1qISj9+K9hz4pDTOoxQ7asYsOyTN4xFpVaRd/SQ3l4I8zm3PxF8iEIAmF35C/53274ktptcy+I/CpxcttZvusyDW1qOu0GteTuxQeo7VU8uhshO+/CFQqSFJNEVEgM9g52/Lx3PKVrZE/+ftrr9//ySeDh7EDflnKi4f4Ldxgw7W+rgMnZwY4+LaohPiagSbPI/mTqOdlC1RLy9OC526GkpetzHTCpsynBzdl4hBsPpXTt75uOmcqGSanpfPrbRhIyuFJh0Qno9Aa0emun67R0PUt2PEZn5TlBpVYR+TCa0FvS3zspNplRLSfSLfAjfs/gO71KuHg48+5nbWnZp7HNgCldq2P8Oz/R3u19vntvGnqd9d8zD3nICaJozHadMfEXxIjKkDgVweGdNypgAhCNSfIFrt+BIgCJdKAGl/EICk8EQQHGcEhbC6IWXMajyH8VhftUyb9Pu08KmACMoZC6Vr6f9NOI0Z0Q479EjOqAaLB+4X3TUaxyYdQW+m+jln7Cz3vGm7w6e33TxcrSMBP6dB2zjv9A/0ndUamljuOabapSs83zteV6kfhj1F+kJqVhNBhZP2sr5/dd5tT286SlmHnCvoV86D2+C1EhUrJCm5rOwTXHXsjx/GeCpnSdnkkrdtN7ykrWHDj/2PGfdKhHiyB5FHomC8cJYHinBgztWN+mqGR2yCRf2+IwHrwktfKrlQor7abc4MuuTXBxsLNanpSazpDZ6xBFEVcneQrbaJFMjE1K5aPpazh86Z7N7efG1Ph5ITk+Rfb9wZWHRIXEsGbqRg6vP/HSjuNpsHPJPg6vO0FKYioH/j7K3hWHX/Uh5eENgjFxJmJ4eYyRTRB1N2XrREMUJM/N+BKHmDTzFRzhs0Fw6m0uJwoOkPA5GB8ikQ50YJQyBKJoREyanTFLD0lTEVM3IRozSlFKOYcFhVzMUdTux2QALMZC+pkXcTqvFIXKBPDz3vF0H92J7/4dRdMeDWQE+WotK+HmYztTEhUSy9R+c2nSrR6/X5jKkNn9JZL3G5Q5d3Kz3bmXL9CLd4a3oVXfxvy4YyyFywXKgsviVZ/8+ZobvNGcppS0dFYfOI9Ob2DT8asEZ9iOXLwbRvkifo+1TalcrAA7Tt+0ua5q8QI0q1qCjnXLc/zqfWKTzK3+Lho7EtOsu+Ec7FSkppszDjkVPnUGI92aVEEhwL4LWW0Hssf+C7dNWaSifp5ExSebskjRCcnoDUYCvd1NJPKspHGAqw/k3XcKQaB22ULkc3dmeKcnV8N+WtRsU5VabwdxbNNp1PZqmY/Qg6sPqdvB2hD5dYGQ5aYjPOcOwzz8NyCKBtDuBASwb44gKBANoSZbEQwPEZNmIHjMNk8SNIA9kNFJm42NiGgIQUycAQgILsNfq9KUoMyP4LMdY/xYSF1lPSBtJ6JddQT7+oiCK4jR0nIxETH+Myng8voHwS4IXL9DTNuBYFcZHN6V78euqlTRA0AD6nIv8rReGcrWKknZWrY7xI/+e4r4iASb6wCObjxF8I1QNI723Dp7F7W9mombvqJq0+ztV14nfPbHx8wcNJ+YsFg887tzds8lHJw19P62q9U5TNk5lkP/HKdktWI07lo3my0+G97ooGnk/E0cvWJbZyIuKdXm8kzo9AZW7zdnpBSCgJ+XC+GxSbzXqDKfv9uQRzGJHLh4hxvBkbK5yenmh7tKqcDVyZ64xDRZwPQ4qJQK3J00TPmwLS2+/N0qsMkOV+49MpXyQqMTGNezOWMXb8dgNNK7eTX0BiMz1x8ykciL+HnRsV55dp+5hYezA+uPXLLaplEUeatGGVrXeLkmjSq1iu/+Pak7/AAAgjNJREFUHYU2VcvmebuY++liQLIHaD2g2Us9lidF8/cbcHbPRc7tvki1VpVf2AWahzcbYvyXZu0ihy4IbhMRxSzCrKJZZkTUP5BKUs6DpWBLkQ/BZbTtbcd+YipdiYa7CF6rX8QpPBuyk0gw3EaMHQCeK8ChvbWKuOGuZOJrVxnB8T0Ex/cQjYlIWSVzpl2wbwQeCxDT9kgK4orXgxP5LIh8GM3hdSdITkjh4NpjuHq58Nn8geQvbE4ChN+P5JePficxJokGnWs/dpshN8JMnXM6rY7dfx14LYOmuMh47l95SNGKhUx6SwEl/KhQrwx/TlhtIrYrlArsNNaWVeXrlXnhjgxvdNB04Y5t8lv5wvmpVjLQ5rpMhEYncM9Ci6liUT9mDO5AQnIaBbzduBMWTZ+fVpGUqsXV0R53ZwfiklKxUyllpTq9wUhMQs4Bmi3oDUbGLdnOe40qPzZg8nJ1pHzh/HRtVJk5G48SnSFw6eXiSK0yhQj0duNeRCzHrz2gR9OqqFUKk9muxk7F2zXL8nZNqQMsJCqekzeCrfaxYu/ZHIOmMzcfMv2fg2jsVHzVrSlFbHTXHbp0l8i4JJpVLWFlAJwT7B3s6TSsDYGl/Ll3OZgm3evj7v16k4jVdmrGLB/+qg8jD687tLuzfJ6IYAyTd8YKDhhjB0uSAqIWSAcEBPdfETQ5vDwYgm1/fo0gOA2UMmv6m6BpC4ZwSM3kLBpBfw0cu0PKIuT9whpEQzDo7EBVBjFuKGi3Ay7g+TuCnQWJWdRD6krAgJi2BjzX2PTwe5G4fvIW2tR0KtQv80zaUklxyQytPdrEzcnErCF/8P0mc/A8c/B8kxn6g6sP6fXNuyz//h8MejNPzreQD+H3pRf+xt3qcvTfU6QmSc+aIuVfP6ue0NuPGFp7NPFRifgEeDHr+CST1t6OJXtlY5PjU1j67d+vxH3hjQ6amlYpYVLz9nFzIjktnaZVSjCht2Q8+CAilr92n8XDxYE+LaqjsTOfrq+HCwW8XAmJltKaKqWCZl/8jk5voHX10hT39yIpVXoDTEjRUsLfi7ik1Mdym1QKAX02pG5BkEjoMRlBz82QKCb+tcvmWEuIIly5H87Wk9fo0rASzg523A+PpUbpgvxz6CL3IqTg7+qDCDqMW0yJAj48ik1AgYIWQSX58Jc1RCUk81GbWtQtX9hm0GSp2xSblMqqvWc5cuU+3m5ODO9UnxHzNpmyd98u3cGikV1l85ftOs20tQcAyePur696oHqMblRW5Okd5eE/B3UQpB8wf4aMbIgKkwaTmGIeY4KImH4kx6BJcPoAMWmq6fPrCEHhJJkZZ0DU30VMWw9igtQ5Z1cfhSoAo8uPkPilxUQlxH+OiADqaqDLNPJNREyajeC5GFFMBe1hxJTVmGQN9LdAfx3sXt595K+Ja1k8biUAb33QlE/n2banyg3uXQ62CpgAkuNS0KXrWPz1Su5dCSbstrkbTpuSzpENp2QBE0jZqPZDWtOkW13K1i7F1eM32blkHwXLBNBucMusu3jlOLj2OPFRUod65MNoTmw5Q+v+TQGJDP/onrzi4+r1atwX3uigaVzP5jSuVAxBIVC/fBFZhK83GPlo+hrCY6Uujqj4ZL7uYb4BJadpqVW2EPfDY3FztGf3ObMg5daT16hbrrBsXzdDo3N1TNkFTCAFPwm5LMNZIiZRIkz/e/QKG49doWA+D0KjE1h3+BJFfOUZn2RtuszUd8LSnabPYxdv49v3W8jG1ypdkCJ+XnzcVkrxanV6+v20ivsRckX0FAsOly1180MZBHeQgsGIuCQrI+A85OH/DYLHLEhZCSjB8T1pmSoQ3H9BTFkFqqKS2rdV0CQg2EklX6kjTImglJuzCs4fgSbDh0y7H2PcCARNq5yzU68IYspKxOT5oAwA5+GQNA1EA+ivSMGPMTzD2Dc0Y0ImUUm01nES0zFGvQOGeyBmkYERXKW/50vEtkVmgc7ti/c9U9BUuFwg3gU8TYGToBBQKAQuH7lO39LDTIKWCqUCR1cHUhNTeXtgCw78fcTm9lISUihbuxQAZWqWoMxz8l97EShcztxZLggCBcuYv3+x5BP+/vlf7l95yKO74eQr5MOgX/pYbSMhJpGxbX/kxqnbNOpal5GLBj930vsbHTQpFILMrNYSialaU8AEcDtU7gc3ZNY6rme06DtmqY0KApy/E/rY/Wct1eUGOQVVuYEoyi1e7obHEOjjRnBkfA6zMvZtMCIICpQKAYNRpFSAD191a8qm41fYdeYm7euUIyQqXhYwgRRwjujckCmr9mGnVjLMBlm8WqlATlyXMliFfT3wccsz2rTEnaRwTkXfoaJ7QUq7vXoD5Dy8HAiCAzhZW+sImpYIGultXxTTJZ2i9OOS55ohDvTnEJNmIaafgZT5gAJcv0VwlCvTC6qCiKnrEBO/k7aVtkkiUKtfH0FW0RCGmDAeMEplRN0FU1Akxo8B9OYgyaEr2AVB4k9gzGhYUQZIHCeQgiLdBaQSpgVUZcC+HoKmHYLy6XlNe5YfZNHYlbjnc+OrZUPxL5b/sXOKVSrEo7vSsRat+GwBm7O7EzOP/sDh9ScILOVP8PVQfh0q8b3CLTItRoORD6f0Yt4XS9k4dzveBcwvz/mL5OPR3Qg0jvamTM2bgJptgvhiyRAu7L9CjbeqUq5OKdM6RxcHek9477Hb2DBrG1eOSmb3u5YeoHHXetRo/Xyzjm900JQTPJwdaFy5OHvP3UIQoH1duVz8TQtT3ZQsdimiKM+mFPB2JSRK3p0gIHWmRcRbq1g/DZQKARdHDXFJqVb2KY9DoI87ael6InM4FgEY1K4O205dMxHJrz+MpO/PK03lwqiEZHo2DSLQx92kNSUAA9vW5t36FWlfpzwKhYDSRuT+QeuaFMznTkRcMm1qlEatUlqNeRkIT41j/u09KBEYULwp3ppXn+26lxRBn6NzSDPoUAlK5tf8kHLuOXPu8vDfhyjqwRgHCk8UHrMAMKbuhPjB0gD9FanUJK1BTJprFTQBiHrL7lujZLnyGgVNiOmAZekoC+dHtLhvGR4hqMqC53LE1JUICl9Eh3cRUlchpvwNhmwsqgRHSFmFmH4a3GcjKL0R008hag8j2FVHsK/z2MNMTkjhp76/otcZeHQ3grmfLua7f0c9dt7IxUMo/NO/pKel8+7nbR87XpuqRaVWoczmHukT4EWHIVIG0dImBEBtr0Kn1VO1WQVun79HSgafNiokhi///ITKTcrj5u3C7XP38An0fib/zVeB5r0a0rxXw1yN3bFkH+tnbyWgpB/9vu/O+plbuHLshmyM2v75hzj/2aAJ4KcBb3Pudgjuzg4U9ZO/fRTM5y4jgo/t0YyTNx6y7eQ1q+30b1WT+VuOyWxORLAZMKkUCvTG7EXrsoPBKBKXlIpGraSgr6dJqBLA39OFEgV82H/RtjRBlRIF+GVQe5JStExbs5/NJ6zPQQQWbD0h43U52qlNARNIUg0aOxULR3Rhx6kbuDraU6d8ETycJZ+3xwVCLYJK5bj+ZWDk2WVcS5CyhHeTI5lX88NXfERwLvY+aQYpMNeLBk7F3MkLmv7PIRqiEGN6SBkUdVXwXAxiGiRk7ZRzBDLuO0o/RDENxBQEhTmzIDi0l0p9Yhwoi4Ld4wOElwlBVQjR6WNI/gOUBcD5U0lyQdSD81BImGD22kvfhxh9GMFrFQqXL6T5gFFRIPuACSXoTksfdWcQk35B1N0HvaT1JiYL4LkUwS5nCROjwYjRYL5363LZDe3k6kif77o+fiCw8sd1LByzAgcXDRPWfZGt99ujexGc2nGOpd/+LVtetVlFPv6lD/mL5OPDip+blisUCkpVL4a3v/S7sKWEHXw9hA2zt+Hp50HnEW2tzNHfJITdDWdq/zkYjSI3T9/hypHrhN+XEiFO7o64uDvR6L26VGny/DsE/9NBk0IhmBS4oxOS2Xv+NgV93KlRuiDDOzVg+NwNFmMVvNewolXQVL1UIA0qFkVjp2L0wq2P3efTBEyWSNMZZAETQP/WNU2E90woFQKBPu4U9/eiYcViKAUFsUmp7DmX3Y1FUi3PVC4PKhHAwLa1mPr3Aa4FRyAI0KyKdKF5uTrRrcmbScgOTom2+TkrItMSWHb3IBqlml5FG+Csyn2335OiokdB7BVqtEYdSkFBVc/X30MsDy8YqX+bS066M5C2S2qZF7OU2e1rAwIIarBvgRhRB8QkRMc+KFylAEtQFQefbaB/AKqSL71zLDdQuHyK6DzczDt1aG1aZ1T4Q2wvzCU3HWLaAQS1RUCRldekKAjGTO/KLBSJ1C2A5QutCOnnwSJoMmpPgXYH2LdCYS+pY7t4ODNwWh/mf7kUJzdH+k3sJtusKIpP3RkniiKRD6NZMHo5ACkJqSwcs5yZR36wGnv/SjBDa48hJdG6KzuoeSUKFPcjNSmVB1fNYsxeBTzIX8RalzAxNolzey+Tv7APX7f9kZgwKVEQGx7H4Bn9nupcXgckx6dgtKC6xEWaExq6NB1L78x5Yfv+TwdNAFfuP2LV/vMcvHDH1Nr/be+WOGrkqtr3w2MoGeAtW9aoQlEexSXR7IvfcbRX4+PmlGMJ7EVh+j8HSMxCvq5TrjDXgyPYdfYWe87dMpXMdIbcBW3t65YjqEQgf3zWmcOX75Hf04UKRV4fcbynRbdCdfnj9h7T5+ww7PRibiVKhPm7yRFMqdLzqfanM+qJ16XiZeec7Q01SadFpVCgNUJrv8pUcH/92n3z8JKRVU9I4QWq4nIyNABGFB7SA8AY0w/EDJ5mymJEp/4IGYrZgsIT7F6cyfbzQHbXh6A7hWjFUZKuEVF7GDFtx//aO+/wKKouDr+zPb1XCEmAQOi9d1CKdFCqgIoCKiKCDcsH2BAV7BQRBQEVqYp0pffeWyiBBBLSe9k23x8TdrPJJoQSSHDe58nzZGbu3L0zsztz5txzfkdSFbcELqjB5U1IncAteQa0nSB3O9IjreA9WgV5ZWhE/RHJK5ezStqUtQCzxwIUedN3STHJGHKNpMSlsejDZXz459ucP3SJyX2mk5aYwfOfDqXfq93v6LjTkzN4veMULh+/ikIhWB72manZfDr8G9r2b0HL3tayXvvXHrFrMA15px99xz0BgIOzA5XrBXP5uKRTGB+VyDPVxjFj21SLnlNmWhZjm03ixsVYlCqFTXZdwWLp5Y2q9UPp+mwHNvy8Fe8KnrR7qgUrvloLQM8xnW+z973xyBpNZrPI/A37mb1mb6Ftq3efYuqILvi6OxOXIt2EktOzCavgQ7PwSuw/dw2dRoWPhzPb8qbEsnINZOUaCql+PwgKGkwAe89ctZRrMYvYuJWLQqlQYDKbqV8lkE55XqW0rFwMJhPODvdePTw2KZ2LNxKoHeKPe96U3oNmVNhjPB5QF4WgINjJ224bs2jmcro1ZfdSvv/vhOisRMYc+JG4nFSquQTgp3OjumsgI6t2RClY477mXfyXTKMkX/H3jSO8XL0LXtqHky4rU0ZweBJMV0F/OK8Yb55AofdKxOSxYDgEgiuCU77p5XxTcggOIDwiyRaFlMxVYIrGbDgLyS9gkWZwGoegcJcCvlUhiMolUtahuiFi1hIk4UsDUnWwW/dDNXjMRVBXR9QflaZEC3mmlkOe0ZS/fNP+v49gMpr48a1FJN6QPDRzJy6ky7MdcHK19eYd+ecEXzw3C1EUmfDjizTpUt+ybfPC7RbjxmwW8Q/1xcFZx5WT17h2Npp/F+/E3c+NUZ8N4/Fh7Qrdyzs93ZZm3RtyYttpJnX7iD6vPEGzJxry+T+TmT1hIf8s2g5A3LUE1szayAufDQPgwqFLltqeJqMZnyAv4qMSUSgEujzb4fbXpYwzcf5LvPT1s2gdtSgUCro82wGD3ki1RvaTw+4Xj6zR9NXKHSz+134doiMXrzN8+m82pVH+3HsaNxcdr/Ztg9Fs5npCKvvOFlYbf9AGkz3cnbSkZOba3abTqMgpYowms5kpwzvTs3lNBEEgNimdIZ8sJiUzB41KyfyJA6gVcvtsEXtciI5n5Iw/yMzR4+vuzJJJQ/BydWLhpkMcuRhN2zqV6d+m7l31faeEOhdfPkchKOhRsRF/RUvFiXtWaFTivn+N3MWKa/sJdfbFR+tKXI40nXIhPYYL6THsjD+Hk0rH0NDWln1c1NapP61ChVZZfmMJZO4PgqBAcHmj8HqFJ4LXr5j1p6RsunxB0oLrO4iYwBSH4DwGQeH8IIdcaggOPRBN0VIxXlMUUg26mXlB8PnvZXoEJ6tHWNDUA009AMSUV/O1M4PLZ0AmaNuiUEnxg2LuDgoZTAAa62+1VsvqRJ2XPH2V6wazaOoyUuKtSUDKfAHcudm53Lh0E/9QH74cNYf4aCkcYObzs/ktaq5lHxcv2+v00lfPcmbvBRtvT8rNVD5/5ntqNK/G0a22VRsee7oNB9cf4++5knzM8W1nWHzlezz9Peg7rpvFaALwzBf4HRReAUcXB4vXasi7/akYFoCHnxvBNct2TOXhzcc5tvU0ZpOZzJRMWvZpajcLziHfy3loneAHMrZHymi6EB3P5IUbLbXZCuLl6khimqR5lGynzMovmw7zy6bDNh4otVLyztyjUsB9pSiDCSBHb0SrVloUwQvtm5FtcZMfjoi2TFnqjSZ2nrpSrNF09tpNTl+9SbPwSgT5uNts23LsIpl5Wk5xKRkcOBeFIMDXq3YCsPPkFYL9PG6r1P6geLdWX7oHNkCn1FCjhBIAEWmxfHVuHSDFS9X3CLHbLibbmmCQlJtBNZcAYrNTMCMyskqHUo2fkin/iOZUSBkD5jgpi9btC9B2QMxeC7l7gVwwx9+ml/KFwnkMorYtYmIf60rDJSnOyxQFghOCzhoHJYrZkpyDZYVVXiZvBWR+D+lTMTsOReE6WVIft/nQSuA0FIVjP8uqcbNfoGrDyqQnZfDX7A0s+XgFAO6+biiVCkbPGI7OUUtiTDJj6r9uMahcva2e44LTkI893Zarp6M4vv0MTbs1oEq9YNRaFX/P3URGstUoFkWRmEuxXDlh+7K+9LO/cM1neBlyDUxoN5mOg1szfMoAXps7mn9/3UlYg1B6j+1qaecd6MmM7VPZvnQPIbUr0Wnog6srei+c3HmWSV0/tpR9AVj/0xZmHZpOlXohZGfm4OD08O6hj5TR9PGv/1q0l9T51KidHTT0alGLOqH+TJovBXMrBAFzERV1bxlMIMUIhfh5cD0htcTxQg+bogwmjUpJSkY2MUlpBHi6UqOSr43WVN3KRcc0Hb14ndFfLsdoNuPsoOX3d5+2Ea+sXtEqvKdSKKgS6MWe05E2fcQkFl1U8kEjCAIN7iAg2ySa+ezsnzbrQp18qOYSwObYEyTrpZufs0pHnyApPiHHpOf5/XOIzpKE6t6s2Ys2vqVbF0nmEcAYYdUoAqmuWsZXYIq2rkv9H+h6IwgPR9qjVFBVlXSYxLz7hOk8uLwLysoI6qoISn9EUyxi0ggwXUHUdkVw/wpBUEiSA/kNp4yZIObJymQtQXQcDoJtHCvmmwia5jar1Bo1vV/uStT56yycbC00nBIneZT/nruZ9gNbsfW3XTYeqLSEdDz93dHo1IXELQVB4PlPJQ/Zqm/W8XToy4iiyOBJ/Th3IIKj/54EwD/El21Ld5N80zYZwMXdkf6v9eDwpuNkpkov/dcjYlj0wTKqNgzliRce44kianVWrR9K1frlK/Hk/MGLNgYTSOEn5/ZH8OnT3xB5Oopm3RsyddWbRco2lCaPlNFkyCc0KQgCX73Um/SsXDo1CLOk2t9MzmDrsYu0q1eFYF8P/th+nOOXbxQ5pQUQnZCC0VSGXE13gLuzjsxsPS6OWpLSs1mw6RBr9p2hU4MwnHQavhnbhyMR19GolETGJhHi50Gglxsg1al744e/uZGYSniQryUzMCM7lxOXb9gYTR3qV2Xac09w4soN2tapTLWKPrg7O7BsxwliktKoGuhF+yKESMs6JtHMnvhzHE+2vgE6qbQ8W6UDWaZc/rhmjZtr7FmZqi6Sty46K8liMAH8E3OSv6IPYRZFKjl6sy8xgqou/nzWYCjumkckPkWmxIiGUyDopOy3/KjCQOEnqWQDKFxsDCYgzwC4v0rHDxtB0CCq64B+d94aEdI/At0gBJ00hSZm/WLNOszdAPq9oG0FnoshcSiQDapmYCwQyyo4IjiNRczdky9DMRdyd4G68ItMQGU/qjYI5eLRKzbrT2w/Q0pcKn7BPoX2cfF05sdTX1qWr5y8ykeDviQhOol2A1oyfu4oln622mIQrPp6LWsyFrN23ma+fnEesZFxJMXaCgt7BXrwyqwX8PB149drc/julfls/sU6Hffv4h207NWER4km3RqwaOoym2B4/1BfoiNiLLpV+9ceYf+6Iw/l2Mut0WQwmvj+r91cjkmiX+s6tK9XhTcHtuftH9eRlaPnzUEdaFunss0+cSkZ/Lj+ABnZuRy/HIOHswMv9mzJ0UvW1E0XRy1qpQKNSkVsspTGmN9gcnXQkGYnMPt+oBCgXmggl2OTUCgEUjNzivSGlQR/Txdi87Sl8iuXJ6Zl8cd2qdjj8Us3aBoexHd/SjeqnzYcZNn7w/BwcWTWX3s4FyW98R44H4UgCIiiiFatolpQ4ZtGlybV6dLEqtXk6+7M8snDiU1Kp4KXKxp1+fm6Gc0mIjPjcVJpefPoEs6n2SrEP1WpBf4O7sTnpKESlBhF6fz65BPTrOjoSQUHT65nS4bTubTrZJmk786FdKnY9LHkSBZd2ckr1bsic3ckJyczbtw4/vrrLwB69erFt99+i7u7e5H7PPPMMyxcuNBmXbNmzdi3b19pDtWCOe0DyFosLbhMQsinGi4o3MBrGeRslsqsCE6I2X9gkbxV+CK4fXRPhWHLKoLru4jJ48B00boy53fMCccQPOYhCC42wr9i5lzQNEdQVkJU+koGlfGgbacKbynLUOmH6D4XkocgBYorQFPf7jhUahVD33+Sqf0+t1kfUMUPVy8XmnRrQN12NTmx/Yxlm9ZRy/51R9j71yEq1wtm3puLyckLf1g//1+adK2Pf6ivJag8JyuXua//Qkp8KmJe/Ic+n9CyT5AXSyJnW66zo4sDrfs1szGaPP3Ll3hlSQiuUZE5xz7nwsFL+Ff2JSstm2qNKrN+/habdmrtw4kNve9PsSlTpjB16lSbdX5+fsTGxhaxx93x88aD/LJZEjTbd/Yqq6Y8Q/0qFdgw7YUi97kQHW8pwgtSXNMnv/1r0yY9q+h4IaBUDCYPZwe6NK7O9hOXOFqC8i0lwc/dmeR8lrq9enEgBcUfuWg1GpPSs7hwPYFm4ZUKCfc6aNTkGgzkGoxM/30r37/S77ZFeR00akL9y3YqdEH0ZiMvH5jP8ZSrFn2l/GgVKkZWkbJPfHSufFRvIL9d3U2ggycvhlnTXXVKDfOaj+bPqIP8fHmbxWAqyKP36HuwDBkyhOjoaDZs2ADAqFGjGDZsGGvWrCl2v65du/Lzzz9bljUaTTGt7x+iKELWb9blrF9tjCYAQekPTsPy2pvzitYelmJ83L4AcyyiOclG5PJRQFBVRfBZJ8kr6HdZNxjPIWbOR3CZIOkwmfKU0vX7ENPeR9B1tXqgMAIaLLpPTtIzwZwxHzK+QDKYNOA6BUFj9VSIphhJOFQlecRDaweh1qgsIpdB1QOJuRLHgIAXqBDmz9l9EQA4uupw8XShdutw/td7epGZzClxqfiH+nF2X4Slzdp5m2nRo7Hd9maTuZBh3LxHIzoMbsXW33ZTISyAp97odfuTWoZZN+8fLh6LpMOgVtRpY/X4BYT6ERDqZ9O299iuRJ27zrkDF8lMy+Kdbh8T3rQqn256v1A2Y2lSKq/+tWrV4p9//rEsK5X3d94xM0fP6j3WDAOjyUxCaiYVvN2K3a9mJT88XRxsVLBLgpuTjtS7KLRbUpIzsvl927H72mdqVg65Btspx2GPNSSsgg/7zl5lnR3VcABvV0eq5cUnvdyrFccuXrcooWflWh/6B89HcTkm0dI2JSObb1fvIi0rhxeeaG5ZXx45lhzJ8RRpKq6gwQTg5+COVqlmR9xZknIzeMxfUp1NM2RzOjWKBZe34aJ24PUaPfHVuRGVlYjebL0WSkFBK5/qnEi+iqvakTCX8q+P9bA4e/YsGzZsYN++fTRr1gyAefPm0aJFC86fP0/16kWr1Gu1Wvz97y5b9F4QBAFRFQrGPG+KqnLxO+h3giHPe2K6CkkDETFLmk7eqxAUj563QfCYhZjxHWT+kG+lA4KgA4deiBn5PEDZyxE17QEtkPfS6/IGgqAFZRCCtpVU9DjjM6wFqvRSuZk8xOzViKmTABOi49MoXP9HYBV/qtQPtcTY3MqqS0tMJz1fXVN9toGbkfGszNMJuoVCpcCcp41Up00N1v34b6HpPn2OgS2/7UKhVBBY1Z/o89aX5uY9Cmf1KhQK3lkyntfnv4RG92CM/NJi3bx/+HK0lGW48ect/HjqSwIq+9lt+++SnWz7YzfVG1elepOqlv3OHbjI5oXb6fNKN7v7lQalYjSpVKpSvRkt/uewZdoJoFaIX7FZXzl6IxsOnmPJliMkpWfj5qQjI1uPqQTq3a6OWr5/pS8jZywrZITcQqlQ0LFBVTYfvmB3+8PA3rEZzSI9mtekoo9bIaMp2M+DhmEVMRhMHL90g/b1qhDo5cp7Qx/n5W9XFurrltjnLT5a8g9bjkkPgeOXbrBh2igUivLlQzGYjcy7+C9nUqNRIGAuogLg9cwkntr5JVczpaSDaadX2W1pMJv4stEIUvS2YnuvVOtK76AmDN71NdeyEnj/xFKyTLn0DSq+zINMYfbu3Yubm5vFYAJo3rw5bm5u7Nmzp1ijadu2bfj6+uLu7k67du34+OOP8fUtWq4iNzeX3FyrJzot7e4TGwSPeYgZc6WYJueXbtO64DRE3m/bfAMxZxeC4+3rnZU3BEEHgrP1d6Wqg5DnMcJpOGSvBlOEtb3CCTwXIOasQ1DVQHB8skCPZgpV9FRas2bFzJ+xyBFkLUZ0eYsPB3zHuQMR2MPN29USHG7Ml3ijUisty7cMpupNqzLy06FMbD/Zpo9qjapw4bBUwcFsMtOiZyO0A1pyYvsZmvVoyFMTe3F0y0nmvbUYRxcHxs8dTcUw6QWrvBtMAJdPWmNE9TkGoiNi7BpNFw5fYvrwbxFFkX1rDtNtZEeb7U7uD1YBv1QiCSMiIggMDCQ0NJRBgwZx+bL9mml3S8EstrG9Whc7TTTu+1V8sHgzl25IOhqpmTn0blnLrgCjIIAy71nvqFXxZJu6LNx0qNgpJpPZ/FANJpUd48RgLGw0/bblKMOn/0Zmjh6nfD+6xtUqMrZ3K1btOsnf+88wce5fHI6QAk9b1AzmgxFdaFe3Mq8/1Y4xPVrQo1kNvn+lHx4u1i/rjXyZcQlpWeQaH76e1Z3y86VtLLi8nQOJl1AIAk08q6CwM3lmwmwxmKDo4spXMuJ5Zu8sEnLTLb2EOvkyILgFUZkJxOakWNoeSLxotw+Z4omNjbVr6Pj6+hYbEtCtWzeWLFnCli1bmDFjBgcPHqRjx442RlFBpk2bhpubm+UvKOju5TMEZQUUbh+gcH1HEmy0gyiaETN/Qcz9F3R9QPBAqkWXj9zNtvuYsxCz/0bM3Z+vn/L3WxRFETHj23wr0i26VIKgRfCcL9XZA1AGIxrOg7o+Ctf37RhM5Hn1bGc8bKY2lfmupcIP0HD5eGShbtx8XAmpHUT7gdb6fl4VrP10e+ExXptnmz13/sBFxrd6D1OBrOao89dtsr9qt67BiKkDGfvdSNQaNecOXuSDJ2cQcfgyx7ed5stRcwofVznl4tEr/Ltkp2U5KLwCNVtUs9s27lqCTTZd7BVbuQ17QfmlyX03mpo1a8Yvv/zCxo0bmTdvHrGxsbRs2ZLERPt1wHJzc0lLS7P5ux1DOzWkTmgAapWSvq1q0zQ8iLTMHK7eTC6Uqpida+DQhehCfUTHp7Dl8zG4F9B7EEW4FfedlWvkp40H2XwkwhIQ/TDwus18rfEORKRORcYyaf56Ph/Vg8Ed6jNpUEfmjn+Sm8n5ihGLcPF6gmX5xOUYtp+4zFcrdhLs6864vm3YduISP6zdR3aeJtaIxxujyivlMrhDAxwecDHIfQkRTDu92iJYWVL0ZiO/R+5mwaVtROYzhIyimUAHjyK9TSXhRnYSZ1KjuZAeg1JQMqbq4yxs+TIqhZJKTt4EOlinVZp7279h/FeZMmUKgiAU+3fokHSt7QVE365O2MCBA+nevTu1a9emZ8+erF+/ngsXLrB27doi95k0aRKpqamWv6ioqCLb3hcy5yGmfwRZi6TadGIGkFWgkXX6WBRNiMkjEFMnICYPw5z2Kea4log36yJm/EB5QhAEUOR7GCptPRCC0h/B6w/ATZqyzPgUMmfb7Us0JyOmvIatsKVgo0QuuH0klWJRNwaPHxAEgceGtbVp/tjTbchOzybyVBRrZm+ybMpKzWLktCEEVPZj7dzNnNp5ltZ9b+81zs7IwWQ00bRbA4a+1x8XD2euno3mlWaTmDX+Z8a3es8mg+yW3MCjwKIPltloVL2/9LUi45Iad6lPpRqSV1ChVKBzsq1ekb+fB8F9n57r1s06t1inTh1atGhBlSpVWLhwIRMmTCjUftq0aYUCx2+Hh7MDC9+0VpU+HBHNq9+vJivXwGMNw5j+fHfLDdNBq6ZGJV/OXrM1etKzc0nNzLGIO5ZVHDQqiyDnnSAIoFEqCfR2IzI2yebRn5Gdy/WENN4YYJXSb1unMj+uP0BKRjYezg60qSNpe6RkZLN85wlAKkY8ddFmKvq6W4yqSzGJTH++O12aVKdRtYpk5Rqo5Ote7NhyDUa09zGT7lJ6LK8dXohJNLMq6gBahZougfXstk3KzWD9jWP46FzoHFCPj0+tZP2NYwBUcPC0VLcCSDcWHfumUahs4pRuh1E0sTL6AANCWvDqoSWcS7tOO9+aVHMNoKKjF829rVXJr2bEcynjJg09Qy1SBAazEZWgfCQzpuwxduxYBg0qvnJ8SEgIJ06c4ObNwmVw4uPj8fOzHx9hj4CAAIKDg4mIsD8dA1IMlFZ77+WGSopoPJtvqaB4I5LgY/6pPXMcGI5bl7OXWzSPxIwZ4DigSK9WWUTwmIOYMVOKZXJ5q3ADUwxg1TQSDefsJlWIKa+DmJ5vjQZcPwDDWcz6UwiO/aRzlZuXFJT+BXjOZ9DbfVn1zXrSEtNBhAuHL1uy20z5spErhAWQk5FLzGXpe7j5l+0EVrH/3dM5aQlrVJmTO6zX9vrFGA6sP8qSj1bQpl8zcvOSdswmMy16NebAuqNoHTWMyiuPUh65du4604Z+TWp8Gs99MsRmSk2lVuLu517kvjpHraVen9lk5tTuc7j7upESl0qjzvUwmcx89ux31GgaRs8Xu5T2oZS+5ICTkxN16tQp8mY0adIkG2MqLS3tjt3ev245alEB/+dIBJE3k22m0+a82p/pS7ew7sB5y7rwIF+cHTQEernaTC2VNUpStqVPq9rsPHnZxrh6Z3Anjly8zvoiAr6/WrmDvq1qW+KOKvq4s+z9YZyPjie8oi+eeVa/o1aNWqmwTInmGIw2XqgLUVbvjLdb8VpDRpOZt35cy9ZjF6ka6MXsV/vj5Xrv+kSRmfGYROt05KWMWKCw0WQwGxm1/weuZUnj//rcOhtj8pY0wC2OJF3BXe1IqiGrkL/pTgymWygR+D1yN3sTpKnc1dEHqeFage+bjLS0OZYcyUsHfsQomvHQOLG09Xj+uLqXny5txV3jxJeNRpRYwbw84+3tjbe3/dqB+WnRogWpqakcOHCApk2lt/v9+/eTmppKy5Ytb7O3lcTERKKioggIKDtB+YKut1SsFiOowkFZEXL/wVK4VswE/VFQS4kIIgqkKai8B7rgaBWKRE3h2KiyjaAOR/AoxkOmqgzqBmA4CqgQHHrbb2fKH3wtgONwyJyDaIoEQMz4zCa+Cf1ORHM66clmyWDKw5Br/c2rtSpa9m5KRnIGXgGeREfE2HzkjUtWQ14QBAa+2QsEBe0HtiQovALv9/qUI5tPEFIryKI9BBB1/gY6Ry05Wbmo1EoGT+rH/5ZNRKFUoFCUX12uORMWWILgZ4ycxc/nvyYrNYu4awkMfLMPHr7FJ3GZ8xmp6UnWFwgnN0c+GjgTs8nM5oXbcXR1LHXl81I3mnJzczl79ixt2tg/kPvx9ubvYZWw12lUhWKVXBx1fDCiG0ajyOYjF6hW0ZuxfVqjVCj44bWn+G3rUbQqFYcjojh+2frl93V3JiM7t8iyLGUBR62KOsH+bD9+yWb92v1ncCzmvObkGjCJZhT55vk9nB3JytGz79xVHm9UDbVSiUatYmD7+kXW8evevOQK13vPRLI1L1j84o1Elm47zku9Sv5gK4pGnlUsekhOKi2P+duvcZeQm24xmADic9PttruFPWPpbtEp1Eyq3YcTybbVxc+mXWfhle109KtNsJM3v1zejjHPAEzWZ7I66iA/XpL0SZL0Gfxw8R++bDTiPo2q/FOjRg26du3KCy+8wNy5UkbNqFGj6NGjh00QeHh4ONOmTaNv375kZGQwZcoU+vfvT0BAAJGRkbzzzjt4e3vTt2/fh3UohRB0HcD7b8SsXyVNJ+M50PaA3L8tbUTDcYt3RTCckmrT3ULdBsQoMCchOI+TgqUfIQRBDZ6/gP4QKP0tUgGF2jkORUyfLi1oWkHWj7YNCpZgUVYGwRkPX4FWfZqwe/VBFAqBoe/2Jzszh8iT1+g4tA2Org683ORti3xAcM2KXD1jDQXROWup2bwajw9vz2NPt7X5iOkb3yc7Ixudk46RtV4j6pwk+1KnTQ3e+W08x7eepmbLaqVefPZBYcoXh2w2i7h4ujBl5Zsl3n/crBf44KkZZKXZev93LLMVMb11HkuT+240vf766/Ts2ZNKlSoRFxfHRx99RFpaGiNGlN6NfmyfVoDIjcQ0BnVogIedAG+FQuDTF7ozTXzCZooj0MuViU+2A6T6acfnWrVdqlX0ZtepyFIb9/0gK9fIh7/+U2j9sUsxFDeTYxJFth+/xGMNrbE005duYdkOaSru36MXmTG6J8npWZyKjEWrUlLRx41LMVZvTPu6VXi+W7NCfReFU4GMD2eH+5MB4q5xZFHLsZxNu06Ik4+NwKTRbCLTmMsPF//hZMo1PNROJBtuPwcuICDeN5MJcswGVl47gEpQFMrMW3Z1HwsvbyfQwYNKjrbeFaVCgVpQYsgTz3RSPrjpofLCkiVLGDduHJ07SxpZvXr14rvvvrNpc/78eVJTpakcpVLJyZMn+eWXX0hJSSEgIIAOHTqwdOlSXFxcCvX/MBFUlRFzt2LJmMvdAIpQMF8BFAg66ZhFUS8VvUXNrTgnQdcSwaH7wxj2A0MQtJIieHFtnEaCth2IesTs1bb6T7cwXgNFEOgeQ3B63vKMeH/ZRM7suYCrtwvBNSra7LJ50XYbTaY2TzYnbe5mSxmUnIxcRk4bWqTh4+DswJo5m0hPysAr0IOuz3Xk6fefRKVWEVq70h2chbLP6M+H88FTM0iJS+WF6U/bxC8t+N/v7PnzILVaVmfstyPtlkZp9Hg9QmoHcWZP4YQr32Bv4q4m4OLhRIfBxX8X7gf33WiKjo5m8ODBJCQk4OPjQ/Pmzdm3bx/BwaVXgdhBo7aJzykOQRDI0Rs5FRlDoJebTSmQgnE2Pm4Pp4q4k1aNVqMmKf3eAv9uJya+61QkbetUZsfJy7g66vj3aES+bZIr9eeNBzl2SdIOuRSTRPdmNfj3SATBfh68ObBk5/wWDcMq8nKvVmw8dI6awf4Mal//jvYvDme1jiZetjenC2k3GHfoZ5IKpPxXcwngUsZNmym9guQ3mFSCwuL9uRe2xZ0ptE4AskxSxtaN7GQ6B9TlcPJlDGYTnhpnelRoSKCDB/MvbcVH68qr4U/c8zgeNTw9PVm8eHGxbfIniDg4OLBx48bSHtb9Q1lRKloLgAkUWnCagqCpi6CuDYCYPAr0e6Qm6oYITs9Igo8lQDTdQEx9G8wJCM6vIuhKPy7kQWMpVSPqEbOXgpiNlImoRoqLygZzlCRuqbQGoCuVShvRxfw0fKwuXoEeJN5IxtHFgbZPtkChVPDL5D8AcHDW4VPRC5BioBRKhc0Le/LNFL4b+6MlXifq/A1U5ahqwp1QuW4wC85/U2j9rVgugCsnr1G5Xgg9x3Qu1A6k2LH8RpNCqWDA670Y8m4/Lh2/SsVqAbj7FD/Ndz+471fo999/v99d2sVoMnP80g283ZwI9ita3C0rR8+nv2/hSmwS/dvWpVn1Srzw5TJuJKahVSv5dmxfGleTYqha1Qph+OON2HL0InVCA3hrYAfqVg7gx3X7uZGYRuUALxzUSk5dK91MugAvVy7esJ9teK8oFQKmvB9po7AKvPL9ag6eL5wFVCNISuMuGHg8qH19Pnzm7kt+jOzWlJHdHowe0U+XthUymAAupt/EjK0RlD8AvCBNPKuyN7F0JCUKfmY110Cm1nmKTbEnaOdbCw+NM53869ApT0BT5r+H4PY5Yur7oN8KiNI0nekCgnoIIMkMWAwmAOOFEhtMAGLah6CXyseIKRPBt5Ulvf9RQ9DUB+91YLwC6npgvomYkP9FxH6xc3usmSUZ3uHNqjJx/kuE1AyiUngF1GoV1yNi6PZ8Jzz83Fnx5d/88OYinFwdmLLqTeq2rQlI01T5X2yLUhIv7+xcuZ8/Pv8Tv2Bvxn3/Aq5eVm9uVoEkp+IyBMd+MxKdg5bTe8/T8LG6PPvRYDR5pVRqtwovncHbocybtTl6IzeT0wn0ckWd57Yzm0XGfb+afWevolQIfPxcNzo3si9iN3/DAf7eL2UqnF38Dy6OGlIzpTf7XIOJv/edtRhNAOP7tWV8v7bcSEzj5W9XkpSezav92uCgUfPanL8wlvIX21mnuWcPU3F0bRJOlUAvKgd4Ub9yIJN/2WS3Xa+W0g+7W5PqLPn3iKUG3pWbScUKiZYl3NR2dLigkMEERRtMQKkZTPa4lpHA/EtbMIgmtt08g6vagTa+Jb8hiKLIxpjjZBhz6BbYACeVPJ1X3hGUvuAyETFxa761+YO6DUjqMXnfazHjzkqsiPnjRAyIov6RLu0jKCtYA78VLohOL0PWQlAGIzi/UqI+Tu0+x5KPJQ9J4o1kti/dQ8jUgShVSga9bY2Ly83O5Yc3fsFsFklPzmT+pCV8vftjALwCPBgzYwS/TP0DnyAvRn4y5P4eaBkgOS6VaUO+wqA3cm5/BCq1mnYDWhBSO4iAUD9a9mlKo871OLzpOGENQ+k+6rEi+3J0cWDcrKLLpD0oyrTRFJ+SwXNfLOV6YhpVA72YP3EALo46YpLS2HdWUhM1mUX+3HO6SKMpJdN6QzCLosVgukW23n49sFe+W8WVWCl+5+0f1+LkoC11gyk8yIdPn+/B5IUb7rjUS0kIq+DN8cs3MJtFBrVvgFIhEOTjTlR8CgAKQcAsirg6amleIwSQivvmLxp89upNejSred/HVhq8VK0L6cYczqZGcz1bKpKZ3zjKP+3motSRbnr48hNzL262GePf0Ydp7FkZB1XJ4r++Ob+eJZFSzMb6G8eY33zMbfaQKQ8I6mrgPAEx6zdQVUZwftG6MWsJ2LwIeIBwB7FZzuMhaT+Sl0WErJ/A5fX7Mu7ygMLlVXB59Y72MRbIai64fAulSonGQUNO3nPHwcX2Ra7f+O70G1/+484y07LY+PNWHF0deXx4W0vptOz0bEvtPoCdK/fx75Id6By1fLF1CtWbVOXTDe+Rm52L1qF8vOCV6RzG9QfPcT1PDuDijUS2HJMyxDxdHG2CvasGFp2aPPyxxpZU+ArebjhqbO3Efw5HWEqy6A1GsvUGEtMyLQYTgFksvpCv+jZFa0tKrsHEh4s34eqow+U+BUnfQqNWEnE9gej4VNYfPMfCTQcZ8dnvRMWn4Oqo45U+rfnt3aF8MKILv77ztCXWq05oABXy/lerlHSsH1bcx5Qp3DSOfFJ/MB/VG4Rg5925V8XGfNf4WVSCokwYTFDY47U17jQvHvyRHKOerbGnbqscfiDRmkV5MuUa2cb7X2Ba5uEgOI9B4bsdhefPBbxIBaQEXN+WMstK2q+yAjbTUvo7E4j9L1KvfS2eeL4Tao2K8GZh9J/Qw247lVrF+39MpEr9EOp3qMWrZcBTUhpM6voRs19bwIyRs5j1qrUIdmAVf3q/LE0VO7ro0OdpUOVk5fJez2lEnZey3cqLwQRl3NPk52H7tuTvIc2zO2jV/PDak/yx/Ti+7i4Mf9y2sKHBZGLjwfMIgkCXxtVxd9KRkJrJ9YRUaof4cz46HkOe7oMI6I1Gdpy8zNs/rkVvMPFSrxYoFYoS1aaTPu/+eKCuxCZxpejKDyXCSaehSqAXrWqGsO3EJc5di0OhENAXkPA/FxVnUTlPy8pBECCsgg9hFWwl6V2ddCx6ewhHLl6nsr8nIcWUkykrGM0mTqVG4aN1pYKjJ7Xcg5hWfzDfnt9go8W0LfYMa6OP3Jcg73vBQanGWakjXm+VQPDWuJCQt3wmNZrXjizkcJIUnD+qaieer9rJbl/NvKsSkS7JZtR1r1RiD5VMOcZpGBhPgf4EOHRD4XiHsgkKr3x6RyDoip4ikZEQBIHXfhjDaz/c3pPbtFsDmnZr8ABG9XDQ5+g5u8+aRHRiu23Cy9hvR/Lsx4OJv5bAi43fsnjlUuLSmDNxIR///Y7dfvevPczlE9do1bcplcLLjjZdmTaaujSuTkxSGkcirtOmdijNalgz8KoEejNpsP0Hx3s/rWfzEeki7j97lWtxKZZtUfEpFoMJJCMjyMed1+euISfvYs75ex9DOjZg0T+HbfrVaVTk6I046zRo1EpSMrIproKJo1b9wDWeQvw8WPCGpKT8QvfmzFy+3UZjSQB83J25nmAr6Onrbj/w8+rNZOav34+DVkPDqmXni1sUJtHM+MMLOZB4EZWg5KN6A6juWoE2vuG096vJgJ1fWbSaMow56B9yXS6loMBd7URMvjp0VZx9qesezKpoqbK9v87dYjABbIk9XaTR9Eq1rtRwrUCGMYeuAfVLc+gyZQRB0CG4f33H+4mmm5CzBpQVETwXQM5mUHgh3CaFX0YmPxqdhvoda3NsyykAmj7RsFAbJ1dHnGpXYuqqN3i3xzSLS12fY8BsNhcS7tz6+24+GfIVAH98/ic/nv4Sr4CiE74eJGXaaAJ4pnMTnuncpMTtL8cksut0pGV5z5mrDGxf32IAta9XhT/3nLZsz8zRk5KRjWu+GnQOGhXLth+z6feWwQSQkaNHkStQJdCbiHzq2AV5GKKYN5KsxlBaZg7bT1iLJQsCvNqvDV+t2ElciiToVq2iN50ahNGtif1g45e/XWlRTI9PzWDmmF6lOPp7Jzoz0TKFZRRNfHByBVkmPSFOPvzQbBQ/Nh/Dr5G7UCuULLq8o/gI8AeASTTbGEyNPEPpElCfT0+vBsBV7YBCEFAJSox5Wk113ItWzBcEgccD7It7yvz3EEUR9DsBpY0xJIrZiEmDwSSJMQoubyM4PfeQRilT3vn470lsW7oHR1cHWvctWruvabeGvDprFPMnLSErPZtjW04xoupY5hz9HKd8FSVO7rSWmclIyeTKyWuy0VQazFi+nSUFlKubVg/itf5t6d6sBiqlgsoBXlxPSOPQBSnNvkqAFw46Nf4eLjhq1ZhFkfRs2zgQpUKwGEy3MItisQZTUWjVSnINxae1tq9bmX3nrhX6zJJQK9ia2bbon8OWIG+Q5AI0KttL3q91XQa0s1+nzWAyEZPPCLsWl2y/ndHEP0ci0GlUtK9X5aHWR/PSuuCqdiDNIAXSZ5mkaxmZGc+SK7uIyUnGWaXjfOoNixFSljicdIWTKVEW8cs0Q7blWFSCklfDu9E/qOSCojL/bcS0/0H2Uul/h/4gOIOgA+3jFoMJQNQflI0mmbtGo9PQeUT7ErXtMfpxDm08yu7Vkic9NjKeP75Yw7MfDsJoMLL3r0N4+rujUAiYzSLeFTyp1qhyKY7+zii3RlNkbBJfr9qJIAiM79eGCt5u/LblqGW7l4sjL/duZSnzUa2iNVZnzqv9Wbv/DEnp2fRqWYsVO06yrogabQDNawSzO5/36l5QKRW3NZoOR1y/K4MJ4OL1BL5auYNxfdoUcqKs2XuG717pR4i/J5GxSQT7uRPi51FkAV21Usmg9vX5besxFIJAq1qhjJzxB25OOt4e1NEypTdx7hqLGObTnRoyIU9h/WHgrNbxfZORrLi2nxyTgQ0xxyzbfr+6m9y7qBn3oCmqrp1RNFHTrSIqRWHFXBkZu+RYS66QvRpLwLchApRVwCQlDgjah/ebfRiI5gzE9E/AFI3g+KxUskbmvnJw4zFO7z6PQilQv0Ntiz4V2NbxAyzVKz54agZ7/5ISEbo8057abWrSpGt9G22nh025NZrenPe3RQAyJjGN396VMr6iEyQJ+5ohfvRpVdvuvgqFQM8WtSzLqZnFZ07l97bYo4K3a6EYoVuEB/lwPireYsBk5tx+yi49u+hMvdsRm5zOL5sPUzXQm+GPNWL9gbPE5GUHZuToOXDuGkvffZr9567y3s8bGPP1CqpX9GH+xAE46goHDb8xoAP9WtdBpVAwbPpvZORInhtRFPnyxd6YzGZ2n7bG2+w4ebnUjKZZFzay7Oo+gp19+LzB0zblUvJT3TWQd2r3zfs/gLXXj6ISFJxLv1Eq47rf+Onc6FOhCXMvFS6Pk3CbenkyMjao64L+Vn2ufC9rpkvg/Bro94P2MQRd6RY5LWuIGV9C9nLpf/0R8NmGoLx9gWiZkvH79NXMn7TEsrzkw+WMmfkMnv7uNOvRiNEzRnBixxlyMnPxC/Fh6Hv9OXcgwmIwAZzZF8HrP738MIZfLOXWaEpItSo9x+f9/90rfZm3bj+OWjVjepa8EKy/Z/Hqt5fz1VuzR/emNfhh3f6i9y1Obvo2KASKDTYviuSMbGKS0ohLti1GmZaVw5XYJA6ciyItT0bhfHQ8hyOiaVPH1gWakJqJwWSiSqA3mTl6i8F0q3+QaqPVqxxoKbXSsKptfab7xYW0GBZc3g5I2WQ/XdrKW7WKqGqeh9FsYn/iRS5m3GNK4gOinW8NWvmE09qnOvvtSAvU8wimpXc1O3vKyNhHcP8Osn5BNF4CwwUw5Qm1Kvwhdbz0v/km6NogmmIQk18E0xVwHIbiUdZqMsXnW9CDmALIRtOdEB+diFKlwNO/cKzRmjm2ZYrMZpFZ4yUpgpotqjFzxwcsuzmf5Jsp+FaSzvv7PT+12adm87J5ryvTOk3FMaZnSxSCgEIQGNOzBQCVfD348JmujOnZkrfmreXxt+Yye82e2/QEGdn2tWyc7XheCuLj5sjynScLra9WwRtXRx16o+m2NeCKo0qgFzUq+RLgeXv3pFYtTdvoNCq+WrGDj5b8gynfh+s0Khb/e4Sh05bYZBAqFQIVvG1r9qzZe5pu78yj+7vzmb1mD046DaO7NwekrMAXe7SwtP3m5T5M6N+Wd4Z04p0h9rO67hVlgTgpRQnippZf28e+hIjbtisrbI87S1JuOjqlhpXXbI3wieE9mNP0BbTKkuvvyMgIChdQVZGm6UwXAA24zwZzPqMhdwuiaETMmAXGM5JCeOYPiIaiQxbKO4LTSBDyPNW63tbadDIWsjNzmNz3MwYGvmAxeG7x27RVDKk0hsEVR7Pux38t6+OjE/ly1Bxyswo8U/Pdrs/svUBSTAo6Ry0BoX4olUr02XpS4q2zNb6VvHl1TtnUtCq3nqYB7erxeKNqCIC7s63K6s8bDlgCveet20/7elWoUcmvyL66NQnn963HiE1Ot8gEKBUCHetX5a99hYus5ie+iFo5F64n4Ki99wdcxPWia9C1rh1KUnoWZ67eBLDESt2Khzp99SYOWjXZuQY0aqVlvcksojeaeLVvG85FxdG1cXUqB3jZ9P3ThoOWGnU/bzjI6O4tGN2jBUM6NUSjUtrEQDk7aHn6MVutrPtNFRd/xoQ9zrJr+whx8mZklY633edWAHV5Ys7Ff1getd9mGu7JSs0YGGL1nIqi+FCD7WXKF6L+eL4lPQJmRE1DyM7LrFXXQRBUiEKBx0HB5UcIQVMPfHeCOQ1BWfSz4b/Mn9+uZ8+fUrD2qm/W0aRbA5p0qQ/A4g+XAZIH6bdPVvDE89LL8tT+n3P+oBQnp1QpMRlNhDcLI6RWEBt+2gJAQGU/3H1tQyscnB3o80o3Vn+7HpVayegvhqPWlM0XxHL9q/BwLlxbDLA87G/x75EIqlf0RaGQHjTp2bnsPnWFQC836lYOYO3+s8SnZuLmpOPzUT1QK5V4uDhwKjL2tkZTcWTlGSsFhSXvFVdHLS/2bEmfVrUZ8smSYtsG+3kwsmtTfN2defnbVWTkxUvVqRxAtybhfLNqF0u3H8doNtOpgVXt29/That52XK+Hs6Wc+fyEJVbn6vSgeeqlDxg88lKzVl6dQ/pxrKh9l1SCsYtPZZXrDfDmMNrhxdyMvkarX3D+bT+EDkoXKZIRP0RqZCvMpD8MQKi/jCC6xRQ1QAxExwHSzs4jgDjRTBGIjgOs/G+iKIRsv8Acyo4Dix5XbsyjCA4gNL+M0QGTAVEm835Zid8gry5HiGJ6HoGWr8L1yOsoRAuns4suTobjVaN2WymRrMwEmOS6Tayo12D6OWvn6PvuCdwcNbh4ed+n4/m/lGujaaieK5rE05FxnAqMhZRhJ82HsRoNjO+X1tyDUZGfrGUizcSEQSYNKgT3/65C1GUAsLnrdvP3PFPApIVnV8iwEGjolmNYLYfv1TiECWdWo3RaLap33Y3+Lo707N5TQwmE0+2qUtFH3eycvREFSEDcAsnrcZiDM2fOIDNhy9QJcCLlrWCefX71Rw4L3nkDp2PYtXUZyzTdB+M6MLXq3aSozfyYs8WRfZflvHUOrO2w9vMu7iFDEM2W2+eJsVQesWQSwN3tSMNPaVYs9VRBzmeLNVc3BF3lj+u7sFb50pDj1C8iwiKl/lvIhpOIyY9DRiRojDy3X/0uxCEtyUl8TzMqZMh+zdQeIL7HARNfdv+0j+BrMXSQs5a8FojezsfcfqM7cqxrac4tz+C9gNa2ohWfvDnW7zT7WNuXo0n8tQ1zuw9T80W1ek77gkWfSB5ofqOewJN3myLQqHgiRdurzQfWMW2GLwoihxYdwSjwUTzno0sNe0eJo+k0eTl6sSM0b3o/PYPlnUnLktW8dWbyZasO1GE3aevoBAES+yPKl8duRB/T4Z0bMDPG6WI/lyDiTE9WvBYwzCWbjvGyQI1TxQCdG0SbiNfkJaVQ7CfB1FxySUO6C4YNx4W6M2itwejyZsSi45PYd2Bs/y0/gDGYjp10Kp5ubd1WiesgjdhFaSgu+HTf+NUpHX8RrOZxLQsi9Hk4+7MR892K9mAyzA6pYZXqnflXOp1i8J2WUeNAkNeAdaabtbAeq3C9uf63YWNGEUznhpnFrccKxtOMlYMx5EMJrAt5otUMiUfZsM5yWACMCdB0gDMylAEz4UIyryHmN4q54LxguShEopPoJEp3zi5OfH5P5PtblOqFNy8KsXFZaVl88fnfzJl5ZsMnzKAdgNaICgUhUqfZKZmcu3cDSrVqICTq2OJxjBr/M+s/nY9AJ2GtuHtRePu4YjuD+U2EPx2eLk6Ur9KoGW5Y33J1Rzo5Wop4AsQ6u9pM51XcMov/zazKPLt6l10blSdhW8OtvRp3Q7dmobjXyBo++rNZLueKaXC/ptawbYRNxLIzFMXPxUZy4APF/Hezxu4HFt8Vt/Hz3alfpXCpU8MJpONwQRSfFStkJLP7Wdk57L3zFVuJKaWeJ+HSY75wauz3y0GzKgVSoKdvBkY3JJck4EtsacIcfahe2BDKjp6UsutoqVmXpI+g6PJkQ930DJlC00L+0aN4ITgOhnRdANz2qeYM2ZB6vuF25muIGYusO6m62zTt6CQDabyTnx0IoumLmPdvH8wl7DO6i2c3Z3Q6KxTbPmn04JrBhUymOKjE3m+9gTGtXiH0fVeJzGm+BmSW+xaaU2I2bli3x2NsbR4JD1NABHXE+hYvyrt6lamZrA/TapLpSecHbT8NHEA6w6co4K3G2ev2hoPBRWze7eszcpdpyyxQLtPR7Jy10kGtKvHC080Y8sx29TwV7//Ey87VrS92bmCsVf5yS81oFQIFg/Yv0cjyDGUTKDxoyX/0rhaEM4F4pDUSiWta4daBCmfbFuXtwd2tMQt3Y6M7FyGT/+NyJvJ6NQqZo/vT73Kgbff8SFSzz2YXhUb83f0YTw1zpZiuGUVg9nE1cwE3jy6mKou/pxOldSbJ4R3Z3LdJ9kZd5aJRxYBkgeqmmvZPv8yDxZBFQpeq8FwBDF3H+SslDY4DgMUiEnDwXSt+D4U+V7+nEZbY6D+Y0KYjyIGvYEJ7f5H7BWpaHtsZBzPfTykxPu7ebvyv2UTWT5zDb7BPjz/6dBi2+9csY+E69JL/s2r8exZfYCeL3a57efUaFGNncslY6lmi7IhQfBIGk3no+IY8dnv6I0mtGolv7xl+2Wo6OPOC08046Mlm1m121qHzlGr5vknbEtUhPp78vpTbZnyy2bLuvQ8faPqQb68N/Qxvlu9i5Q8gUyzKBKfmknTPCPtekIq1xMLC186adUW75E9bhlMGpWSV/q2xsVBy+7TkazaZStv4OKotYynIEnpWVy9mUytEP9C22aM7smWYxdx0mloXTvU7v67Tl1h8+EL1Az2Y2D7+pb1xy/HEHlTelPIMRjZdOh8mTeaBEHgvdr9eKdWH944spid8dYp1OZe1diXeOEhjq5ocs1Gi8EE8G/sKQaFtKKNbw1mNBzO6dQo2viEE+wka8zI2CKoKoGqEoJDH0T9QECBoKmHaE4vYDCpsEzlaZqBOQVU4ZBXVkXUH0NMHgVial5bM6LLmwhOzz7Q45G5fyTHplgMJoCz++9cmqVZ90Y0616yrOmK1WyfDxWqlex58dbCsdRqUR2D3kjPFzvffocHwCNpNB26EI0+L9I/12DicEQ0Z67eZMby7bg4aPnshe7EJKXZGEwADapWwMfdqVB/3ZrUYMPBC+w7e5WwCt70b1PHsq1f6zo4aNS8+/N6m30UCoEAT1ceaxjG58u22+giPdmmLtfiki1B2ABKAUx2HE96o4l1+88ytGND3v95vUWQ8hYD29Xn6s0kNh+x/6U/cvG6jdH0/Z+7+edIBHUrB/DukE6WOKmCXLqRwITZf2E0m1mz7wwOWjW98lTUg33dbQLkwyr42O2jLKIQFDiqrJ43laCkvV+NMms0OSjUuGudicmWjNTa+Yr1tvENp42v/ULLMjL5ETTWOCZB4YKo7QS5efo6Ti+AmC2l3juOAJSIGV8gJg5A1LTIi2FKydtbetET06eD41AE4fZadjJlD68KntRoHsbZfdJzo02/5kW2TYpNxsHFAYd8Re3vlKbdGjBx/ksc/fcEjbvUp2GnOphMJlLj03DzcS0ywFvroKX/az3u+nNLg0fSaGoYVgG1SonBaEKjUlInxJ9nv1iK0WQmIzuXL5Zto38b20rwaqWC3acjGfLxEn6cOAC3fF8QtUrJrHH9yMrR2y010q1pOI46NfPW7ufC9Xh83Z3Zd1Z6k/tzj2CTOadWKhjQrh6RN5M4dCEasyji7ebEnHH9ePaLP+yWULmleG4okAKqVStpW7cyVQObkmswsePk5UL7/rB2Hz5uTnRtEs6+s1eZv+EAAFfjkqlW0YehnRoW2gfgWlwKxnzz3FfyxU9V9HHn+1f6senwBapX9CmyXE1ZZVz1bqQZsrmZk8JzVTrQOaAen57586GMxUfrSqizDxFpsSQbMgttd1Bp+bHZaFZFHcBT60zfoKYPYZQyjxqC+3eg3wcKNwS17e9XzNkImfOkBeN5UNWx04Ej8PAzmWTuDqVSyWf/TGb/34fxCvSgdusadtt9P+4nVn+3HgdnHR/8+Rb1O5TsXn/jUmwh6YCuz3ag67OSZExaUjqvd5jClZPXCGsYyudbppQ4OPxh80gaTTUq+bHgjYEcibhO42oVqRzohVIhcMvZo1Iq6dyoGhsPnWfPmUiCfNy5FpcCwKWYRNYfOMugDg0K9Xs4IppNhy9QK9iv0PZ2datQr3IgIvDjun38tvUYQCGpgXcGd6JqBW9cHLXcCvlOSM3kp40HbQymW54cQRAY3b05l2MSbbxV/dvUYWjHhoT4SxoZtUP87RpNmTl6Jv+yiQ71q5JVYDowW1/09GDj6kGE+ntyJTYJZwct3ZrYejQahlWkYVjplEwpbXx0rkyu8yRHkq9Q1VkKfn/crw6bbxZWdi9NHBRq4nPTiM9No4FHCOkpORhFW00vb60LPjpXRoXdPl1XRqakCIIStK0sy6LxKmL2agRVMIgFYia1HUFQg+EoljQVRSWp/Iqy+GkW0ZwEgrPskSqD6By1tBtQdLmxxJhkVn8nzaBkZ+Tw27SVJTKa5kxYwIqv1qJSK3nrl1doP7BVoTb/Lt7JlZOSYyHiyBW2L91TIkmCssAjaTSBZDjlVwH/6JlufLlyBy4OWt4e1AGNWsW3Y/tiNotSkdk5f1na+rgVzgy5eD2BCXP+wmQWWbv/LA5aDb1bWov+Lt9xnE9/3wrAsMcbWZS4C7LpyAV6t6pNdq7BRoLAYDTZBGffmvpSKKQyLwfORVmmHAGC/TwxiyIrdp6gQdUK9Ghekx/W7cNoKpwFIZpFRBHa1qlMh3pV2Hr8EjWD/Xiqbb0iz5+Lg5bFbw/hfHQcQT7ueLkWnrYsryTrMxi+5zvictPQKFS8U6svW+PuTMT0HsoJWsjOl9F3KiUKR6UGjVJlI245uc6T9/gpMjLFI5rTEZMGgzlB+k47vw7qxmA4JBX8VdeCzO+w+cabziCmTEDw+j1fP1kICslbIIoiYuobkPMXKLzBYwGCumwE8soUjUFvYP2PW8jN1tNhcCt0TlpyMqWXec8A2xpzZrMZhcI2AT8nK5cVX60FwGgw8cfnf9o1mjz8bMt2ufu6FWpTVnlkjaaCdGoYRqeGYYXWKxQC7etVYVyf1uw5c5Vm4ZXstjtxOcYm2y2yQLr/nL/3WbxKK3edZNWUZ3j7x7WWQra32HvmKnqDkRB/TwZ3qM9vW4/h4+bEC080J8Tfk42HzvH+AmuxQ5NJ5OtVO2lWoxIqpQKjyYxSIeDp4sDT034lx2BEp1bxy1uDWT31GYZ/+htJGdbyITq1ircHd0SnkS71jDG9MJrMNnpUReGgVduVLAD4eeMBflx/AD8PF74c04tgv8JFG8sqx5OvEZcrBefrzUYWXN5WyMNzO+7VYHJXO+KjcyMiXdIPM4gmDMZsBKM1g7FzQF3CXAPu8ZNkZG6DKQrMCdZl42kUXr8iitkIggPmuPaAnd+HSbq3ieYMxOTnwHAMUd0QweMnMEVKBhNIxljmjwjun0ntjZGQsxFUYQi625dDknlwfDl6LpsXSoXR9645yAd/vsU3L80jNT4NY66RnKxckmKSebf7J9y4dJN+r3Zn9BfDLftrdGo8/NxIvilJ0fgG2493bT+wFdfOXufolpM07lKflr2blP7B3SfKjdG0/cQlvlqxE2cHDVNHdClUK+1eeaZLE57pUvSFu3A93mY5yNfdZtnbzYmkdEltOj0rl582HGDK8C689M0KbuTLngvycbcEX78xoAPj+rZh48FzfLjkH0L9PRnTozkaldLGqwSSYvf8iQM4eD6axtUqcvpqrEV6IMdg5NCFKAZ1aMDs8f0ZPv13cg1G3Jx0/PDak4UCtfMbTH/tPc3uU1doVC2IAe3qYTSZ+WDRJvaevUrT6pWYMqIz6gJBejeT0/l29W5AMh6//2s3n71QtoL17CGKIl+fX8+/MSdRCNZYs2AnHyIz42+z9/1DJSjRKFQWgyk/SkHB901GYhCNNM5TApeRKVVUlUEVBsYIQEDQPg7klRkBEO2r6AvOY6R/cv4CwzHpf8MRyFkDmlZIMU959zGFdL8WTYmIiQOsgeVunyE49LnPByRzt5zaac0qPr3rHC6ezkRfkO5T2/7YQ8XqgcRFJVjWLZ+5hs7PtCe0diX0uQbOH7jI6z+9zIaf/sXJzalYKYLhUwYwfMqA0j2gUqBcGE0ms5l3flpvme765Ld/+XHCgz3ZBbWXwoN8bZY/eqYLz36xlMwcaYx/bD/OhP5tWfDGILq9M8/ipWpTO5QZy7dzPiqOJ5rVoGHVCkxdtBkROHklBg9nHd5ujtxItNURqhXiT93KgdStHMiF6Hii41NRKhSYzJLXqG5eyn9YBR/WfPgco79azpXYJEZ89jvfv9KPBlULe4wOno9iyi+bANh8JIKsXD3erk78vf8sAOsPnqNJeBB9WtrOYysUgo3RoVKUD43UXfHn+TVyl2W5mVdV+gU1pYVPdV4/8gsHEi+VyucGOXgSlW31TBpFk8XTlR+VoKC5d1XCXP1xVt19poqMzJ0gCDrw/B1yd4CyolTMNj9OL0LGNNt1ikAExzwpF8GlwDZXBFVFcPscMWsxqEIQnMdK24wX82Xigag/KBtNZYgWPRuz8mtpeq15z8ZkpdkWPc9IyURbIBlqxZd/4+zuxMmdZ7lw6BIanZoP10yiYSc7CQSPAOXCaDKLok0Q9P0ugFsSOjeqzp7TkaRkZPNk23rUDLbGSy3fcZzPlm7DVEBV9cMlmxnSsaHNtN6hiGguREtejUMXotGolDZTPbHJ6TYGU0Ufd3o1r8mAdtKN7EpsEs989js5BiMCkuRBn1a1bcZzNS7Zku2WozeyYONBu0ZTdHyKzfKsv/bwSp/WNuvOXr1ZyGjycXNm0uCOzF9/AH9PF8b1bVPEWStb5BZQBW/qXZUO/tKxBTl6l4rRpETBr61f5VpmAsP3fIepmIk9o2hmV/x5Pjq5gk8bFC8WJyNzvxAzZucZN5UR3L4qtF3h/CyirgNi5iLIXgRoEFzfszbQ9QDDadDvBm1b0HYFQHDogeBQwAOtDgdFAJhjkLxa7UvrsGSKYeXXa/n53d9w93Nj6qo3qVw3GIAxM0dQr30tcrP1tOnfDIVSQfuBLdm2dA8Blf14ckJPdE5abl6L53pELAa9kY0/b7XpW59jYOOCLY+s0VQuXARqpZJ3BndCp1Hh7erIhCfbPtDPj0/N4LkvlnL8cgzRCamW+m0gTfnMWL4do9lc6HG4dv85Ll5PpHkN6QvpoFUXiv3JPw2nVSmJS8mggre1hliflrV4/olmuOZJIJy8EmOZlhMBfw8XahcQr6zg5WZTomXv2aukZNi+MQC0r18V53xvDUaTmcoBXjQKsxpYy3ac4MC5wsrB/dvUZd0nz/PT6wMLlY0pq7T3rUl7v5ooEPDTuRGVmcj1LMm4rOhov2q7Uri3n4gJM+mGHC6kx9g1mASgT8XG5Ndiv5wRV6idjExpIBoiEDO+BHM86PcjZn5vt52gCkHh9j6C737pT2fNdBIEAcHhCQTHIQgOA4st5Cso3BC8loPzO+D2JYLu8ft+TP9VoiNi2PLrTuKuFR9qkJaUzpwJC8nJyiX2Shzz3lpk2SYIAi17N6HdgBb89M6vjG02iaDqFfgrfRELI77FL9gHN29XPv77HRac/4aUmyl2P0OpLBf+mLui3BxZn1a176seUFxKBst3nMDD2YGn2tUrNjD65JVYkvOMDpNZZPfpSJqGVwKkL5mzg5ZcgzTvr1QINp6l45dv8O3YPly6kYi3qxOZuXqOX7pBXEpGoc/JNZo4evEGLg5a3niqPf6eLnQoUN+uQdUKOOs0ZOToUSkVNKtRqVA//p4u1K0cyNGL1wHJGEpKz8K9QF09D2cHpj3/BK/N/gujyUyIvyf1qwTSuVF1Dkdct7S7cD3BcrwAyelZnI2Ko1oFH5s6fmUdlULJZw2e5oOTy/n7+hFWRx9kf0IEq9q9zqCQVsTnprH+xjG0CjVdAuuhFpS09a3B1pun+fnyNrt9ahQq9Obiy9qcTL3G/gTbcjsBOjd6VWxCA88QGnpWRgT+jJYKQ/cJKj9BkTLlnQJe+9skRAiKwgkfYu5+xORnpL4EV/D+C6E4KQLDEcj4HDBg1u9F4fbhHY9axpZLxyMZ3+o9crJycfFw4vtD0wkItV9LVKlUoFQpMObN2Ki16kJt/lm0g2Uz1gAQcfgyYY0q06Jn40LtnnjhMUtB3fy0ebJZoXWPCuXGaLqfGE1mnp/5B9HxUoR/dEIqbwxoX2T78CBfnHQaMnP0ADQsMNX1xaiezFyxA51GxciuTXhj3lpLaZN1B87yUs+WVKsoBWN74sgznRvz2R/bLPs7atV4uToSlTee9OxcejSvgYtj4biWIB93Fk8awqEL0dQO8bf0W5DR3Zszfvaf5OiNtKtbmRA/+56UVrVCWf6/4Vy9mUyDqhVw0mloVTsUD2cHkjOycXPS0baONSA5NimdYdN/JTEtC3cnHQveHEylAkHxZZ1L6Tct/8fkpJBl1OOs1hGdlUSyXhKY/C1yN5s6vkt0ViK13SuiU6rJMVmn9wTgg7oDWBV9kCNJV2z6d1bpyDLlWmK+3jq6xGZ7mLM/3zR5Fi+t1UP3bu1+9KzQGAeVmjAXOWNO5sEgqMMRnUZD1mJQhiI4v3jHfYj63ViMLzEN9McQVYkgGhA0hcVzxcyfuaUsTvZSRJeJCAr3uz6GtKR0cjJz8Q3675YSOrDuKDl5z5z05EyObTlFwEj7RpOTmxOv//QyC/73Ox5+brw485lCbdKTbF/q0xLt1+p8+evn6DC4NUa9kd8/XcW5/RG0faolzUtYXqU88p80mtIycywGE8CZAkV7CxLo5crPrw9kx8nL1KjkR4uawTbb61UJZOGbgwC4ejOZyv5eHL8spePm6I30/2Ahof6eTH++Oz7uzoUK7r4/9HEcdGremvc3uQYTwx5rZNdgukUlXw8q+Vrf+ExmM/8ejUBAoGODqigVCpqGV2LtRyNJTMuicoBXscV4C/YX6OXKH+8P4+y1OKoH+djoVu06fYXENMmrlpKZw/YTlxj2WPn6gfSu2JhzZ24gItLRrzbOaulcZxmt4qIGs4llV/fyfYQUKF/LLYgzqVGIgItKx+S6T9HWtwaBjp68uH8e+rw3dAEIc/FHp1RzOT2Om7mpBT+esdW72hhMt6jrUdhrKCNT2ihcJoLLxLveX9A0Q8ycixQwoJH0mW6VW3EcgsJ1iu0OygqStwlA8MhTF7879vx5kI8GfYkh18BTE3sy6vPht9+pDKPP0TN/0q9EXbhBj1GP3zYVP+5aPLtWHUChFBAEAVEUUamVVGtcpdj9Og1tQ6ehRceiVgjzR1AIiGYRFw8n2jxZdJmVms0l/a26bWsW+5mPCv9Jo8nDxYGm1YMstd86N6peZNusHD1X45JJy8rlqXb1cHHQFtn28IVoXvp2pU3QOkBqZg7HLt1gzt97ef/px+nXqg7/HIngzNWbtKwZQscGVVGrlGz6dBRZuQb8POzHCO0+dYXIm8k81jDMps2UXzaxNi/jrWeLmkwd3iXvOB3xcLm7G5KXq5PdQr5VA70QBLgldF6tQvl7u+tXqRn1PIJJNWRT38NqAL9crQsTjywi1ZDFS9U6s/7GMcu206lR/NhsDDdzUmjqVRU3jXRe67hXYkXbiZxMiWJTzHH2JlzgaHIkAA7KwirIVZ39aeQlSwnIPDoI2lbguRhRfxgyvsZmyi9rORQwmgTXyYiCM5iTEZxH21ULT0/OIDsj57beo9+mrcSQl1W9bMYanv7fUzi6OBS7T1nm149XWrLXjv5zggUXpDii/BzadJwLhy5Rt10NPhzwJUkxUl3KgW/2Rq1V07hLfarUC+HKyass//JvPHzdGPr+k3dUO27Dz1sR88JM0pMzuRkZT2ht+aUO/qNGkyAIfDu2L7tPR+Lh7EC9Kvbn3w+ej+LV71dbPENBPu4semuwJSi7IJuPXLAxmJ7p3JgFmw5Zlm/FOrk66Vj89hD0BqNNwVwXR12RHqY/95xm6iLJ67Hon8Ms+99wiwG344S1fMrOE4VLqdxP6lepwMwxvdh75ipNqgXRrEbw7Xcqg1Rx8S+0roZbBf5s9wYqhRKloOBieiwX0yUvZJCjV54nqPCNw8/BnevZyWwroCpuMBtp6V2NPQnWYsBNvauiUfwnf3YyjzCCpgmo6yBmfIuN0aQqrAIuKFwR3KYW2de+vw/z4YAZ6HMM9HmlGy9//VyRbb0resEBKV7Q1csFrcO9l2sxm838+NZiTuw4Q7MnGjFs8lP33GdJib+eaPnfaDCRFJtiYzTtXXOI//WeDoDGQYM+W2/ZlnQzhYk/vsiOZfuIOn+dH99eQmq8JG2SnpTBaz+MKdEY0hLTObHdei/TOmjKlWJ3afOfvXurVUra1yvehfnThgM2U2lR8SkcioimY4Hg7FvkT/vXaVQ82bYeOo2axf8cJsjXndE9bF2c+Q2m23HgvDWDLS4lg8jYJOqESrEvDcMqsD3PWGrwAOrBtatbhXZ1iz935Y0zqdG8dnghKfosRlRux0vVOvN2zT5UcPAkw5jDkJDWxe6fqi9cbDfI0Zu3a/Vh8O6vyTTmIiDIgpUyjySi4QRi8otIBpMLCBrQtkFweaNE+6clpvP5s99zPSIGo8GEPk/vbvW36xk2+Slci8jQfXX2C+ictKQnZTDsf0+hVN17EeH8QdDnD14irFFlmvcovRAEURTZ8+dBcrP19BzTmb1/HiQ9OZNm3RtSrbHt/eLUzrOW//XZely9XCzxRo0fr8dXo+ayoYAEAEDUhRuF1hXFzhX7bGKaOj/THo8ijCZ9roGoc9fxD/HBqRwlBd0LpWY0zZo1i88//5yYmBhq1arFV199RZs25UPP5xYFM8MUgsD5qDj8PZzZfuIyNSv50S7P8MrRG0lKy6Jd3Sr4uDvRu0UtAr1cGdW9OaO6Fz0fXFJa1Axm/QFJrdXf04VQf2tg97SR3Vm9+yQIAn3vY4bho8jJlGvMu/gvLiodr9XogXdebNG8i/9agsAXXN7GU5Wa2y2UaxbNfHxqFf/EnqS2exDTGwzFWaWjlW84jT0rcyjJ6um7khmHo0rLT81fZHf8ecJdA2ns9WgZmzIyAGL6TEm2AIAMBJ/9dxTc/cuUP9j39+FC6108nNDl8+ynJaazdPpqRFFk4Ft9cPdx462FrwCwedF2Jvf9DFcvF979bTzBNYNs+kq4nsjXL80jLSGdEVMH0vCxuhj0Bjb8tBWTwUTXkR3ROWoLBT0XFQR9v5gzYaFlSq5l7yYsjpxNSlwq/qG+KBQKcrJy+fPb9eicdTR8rC4rvlqLyWjC3ceVT9a/y9l9EQSFB9KgYx3mvrGoUP9KlZJeL3Yp8XgKlj5p0Kmu3XZZ6dm81vZ9Lh+/ioefGzN3fEjFsEc/iaVUjKalS5cyfvx4Zs2aRatWrZg7dy7dunXjzJkzVKpUfuZFX3+qPQCnI2O5mZxBtt7AvHX7+WnDQYuQ5eejetCpQRgfLdnMujyjpnpFH94Z3OmePz8uJYNtxy8R6u9Jj2Y18XF14lpcCu3rV8E5X2yVVq2koo87BqOpRDXl/quYRDOvHV5ImkGSj8g1G/mi4TAAnFTW86kWlGiVhdNwAfbEX2DNdenmfjDxEsuu7uPZKu3RKFTMavo8/zv+BxtijgEQoHPHSaXFVe1AqLOv3f5kZB4JhPxxROq8v5JzqyhsfoJrVmTCvDFo8qXEfzhgBse2ngbg3MGLzNz2AQDZmTnMfH42RoOJxBvJzHptAdM3vm/T37dj57NvjfTbndLvc5bH/8SMkbPY8qtUJWD/usNMW/8enZ9pz+ZF27l8/Cq1WlWn7VMt7I5586Lt/D13M5WqB/LSN8/ZxAzpcw0s/N9Sos5fp8fozoTUDuKr0XNJiU9jxJQBNMuXXbZ3jTWEY9/fh3Fw1lnisowGI0+HvmSZZmvRsxHfHZjGpWORNOhUB98gb8IaWr1R9TvUshzPLV7+5lm7RXOLokmX+rzy3fMc3HCU+h1q06afffmAw5uOc/n4VQCSb6ayeeE2nv1ocIk/p7xSKkbTzJkzGTlyJM8//zwAX331FRs3bmT27NlMmzbtNnuXHdycdHz4TFeSM7Lp9MYcy/r8yt8nLsfQqUEYZ65a09gvXI8vcVHcokjLzGHYp78Snyp5P6Y99wRdmlS3G0P0xbLt/Lb1KADdmoTz8XPd7vpzH2UMZqPFYAKIz7GWMhkf3p0so5743DSeq9weV7X9YNKCYpeKAkJ+79TuSyUnL1L0WQwOaXXP4pgyMuUBwfU9xNRMMCcgOL9KeoqZzJSbBFS2hiwkXE8kPTnTbkDx0Pf6c2r3Oa5HxORrn0TNFrZJOldOWsMUIk/aiu6K+bRjbwUx52bnsuLLtWSnZ1sCpgGyM3Iw5OhtYndu/e/q6cKcI5+TkZKJi4c1c/gWMVducnDDMb57ZT6iWeTMnvO4+7kz8pMhljZLPlzOH5//CcChjcep174mhzYeB+DDATNZHv8TOkfpRa1O2xrEXJaeH7VbhyMIAokxycyZsIDI01EWgwng8OYTXDh8mYyUTHqO6cKAN3vbTJ29/tNLmE1mti3dY1mn1tyZAQvQ66Uu9HqpeO+UX4iPJWMPsLnWjzL3/Y6u1+s5fPgwnTt3tlnfuXNn9uzZU6h9bm4uaWlpNn9lDXcnHY3yxQo55aloq5QK2taVrPyuTcIt2x9rEFYig2n3qSu8v2ADi/89Yvni3eLijQSLwQSSqndRbDkWYfn/36MRRbb7r6NTanimcnsAtAoVz1e1Vlj31rows9FwFrUcaymtYo/m3mEMqNQCT40zbX1rMKCS7VuoTqnm+aqdeL1mTyoUoTIuI/OoISgroPD8BYX3Og7v8GdI0BiGVx3LjJGzAClOZljllxlVdyKvtn6PyNNRNvsHVPZjwflvCGtk9Zp4Vyj8++n6nPU32+WZDpb/HZx0jJ8zClcvF4KqBzJmxggAvhw1l5/f+43fp68mJT7N4sEZPnkATm5ONh6fZvnilgRBsBhMp3afY83sjcRdi+fi0SuMqjuRb1/+0WKYAaTEWaVF0pLS+fP7DZZlQ66BtATrFF9utt6S8Qfw2tzRjJv1AmNmjODDv94GYOYLs9m2dA+Rp2zPk0KpIPFGMrlZepbPXMPztcZz/aLV0FRr1IyfM4rqTaQwgDptatB+UMm9THdCtUZVmLTkVdr0b8bznz5Nl2c73H6nR4D77mlKSEjAZDLh52drdfr5+REbW1gPadq0aUydWnQmRVlAEAS+e6Uv209cwsPZkRB/Dw6djyasgjdV81LuR3VvTqNqFcnONRTScbLHldgkSYnbbGbt/rPo1EqebGstlFkl0BtvV0cS8jSRmoYHFdUVdSsHsvnwhbz/H/055XvhpWqdGRDcAp1CbdFnuhMEQeD1mj15vWbPUhidjEz5Z9kXf5Kbl9W14eetjPhgIKu+WWdRoD6z5zwvNnqTt355hQPrj+Dq6cLwKQNwcNYREOLLpaNXcPZw4vWfXirU94A3e7NzxX5uXIrl+PbTZKZl4ZRXTL3rcx1tjCqAiCPWGMPYK3F4+rvjH+pLelIGq75Zx0tfP0PDx+pgNJhoZ2cabu+aQ0zu8xmiKOI+1Y3Hnm5TaCrRM8CDJyda7wfbl+4hMzXLslwpvAKjvhjO1P5fkJGcyYipA3HxcGbZjDXsWrWf2i2rM/LToSjyFT5PikkpNBY3H1cqVgvg9O7zlnVpiRnsXnWAAW/0tqxzcnPiu/2fkp2RTVpiBlP7f056UgbPfDiYxp3rFer3XugwqBUdSskoK6uUWiB4wfpDoijarUk0adIkJkyYYFlOS0sjKKhoA+FhYDCZ+PyPbZy8EsPjjarRpHoQ3ZqGF2rX6A4y164npGLMN80XeTPZZrtbntr2tuMXCfX3KtYQ+2BEF+qEBmA0mniyrf2gPRkr3naEJWVkZO4PPhWt2kqOrg44uTkSUMWPk/kyv4x6IzOfn012Rg4AqQlpdBzcmh0r9gGSMXBwwzHCm4bZ9P3v4p3cuCS9fEccucK233fTfVTh+nVGg5GkmGQ6DmnDgvd/t6xPik0hKTaFyyckz/3V01GMnzu6yGNZ/OEyyyxASlwqDvk0oFRqJZ/98z9qNK+GKl8mtGu+2qEAIz4cSL12tVgeNx+j3ohGp+HolpP88MYvgGREnt57nuqNqzJs8lM4uzsx5N3+fDLkK4x6a/b2Mx8Mok6bcKY+OYOoc9YyVyFF6Cc5ODvw0aAvLdOCHzz5BSsTf7aM9fi208x4fjYAE+aNoX4HOYmoJNx3o8nb2xulUlnIqxQXF1fI+wSg1WrRaosWjCwLLNt+nJW7TgIQcT2BepUDaVL93gy7hlUrEFbBm4jrCTg7aOnRvLCaaqCXK0M6Fi5DkJ9rcclsPXaJqoFetLIjRikj86jz8ccfs3btWo4dO4ZGoyElJeW2+4iiyNSpU/nhhx9ITk6mWbNmfP/999SqVav0B/yI8+KXI1CplSTGJDPwzd44ODvw8tfPYTKa2PLrLkSziCBgMZgA9q89QqPHbb0g9uQDPPxsU989/N0LtbkecYM3H/uQuKgEwhpVZvqm9/lr9iZ2r9pfqO3Z/UWHM1w8eoULh6yeKpVWxcVjkTToVBuTSaRhpzrUaWN7314zeyPfjfsJpVpJcM2KdBjUmrb9JQ+WQqFAkxfakT9OCeD07vOc3n2e+OgE/rfsddr0a8ay2B9JvJHE6d3n8QvxsZyfn858xe7VBzi4/ih129eiabcGNn2ZzWZWfb2Oa2ejibuWYFmfk5mLQW+0GE1fPPc9sZHxef/PYvGVWUWeCxkr991o0mg0NGrUiM2bN9O3b1/L+s2bN9O7d+9i9iy7ZOQTEAOpNty94qjTsPDNwVyIjqeitxuerneu3J2Ylskzn/1OSqZ087kVLC4j819Cr9fz1FNP0aJFC+bPn1+ifT777DNmzpzJggULqFatGh999BGPP/4458+fx8VF9kTeC05uTgRW9ef49tOs+GotoXWDcXJ15O1fxtF3XHcObzpO7dbhbPhpC5t/2Q5gmS57ckJPtv6+i+pNqvLY0225dDyS4JoVLQ/69gNbcfFYJIc3HadFr8aE1qnEn99voEr9EGq3Cic+OpGXm06yTI9FHL7M4X9O2DWYANr0L1oOpmCcqUKhYO+fBy3LJ7adRjSLPP3+k5b2cyYuxGwygwkMOQYGvdXH0j75Zgq52Xr8Q3xp0asxtVuHc2rXOZvPiDpv1VNydnfC2d2pkHQCQKs+TWnVp6ndca+Y+Tc/vClJD6h1ahxdHcjJyOG5T4baZPiZTNaZDnO+/2WKp1Sm5yZMmMCwYcNo3LgxLVq04IcffuDatWuMGVMyRdIHxew1e1i9+xRVK3gz7bknilT6fqptXf45GsHF6wm0rh1Kmzr3x6Oj06juKQbp4vUEi8EEcDgiWjaaZP5z3IqJXLBgQYnai6LIV199xbvvvku/fv0AWLhwIX5+fvz666+MHl30dI3M7bl49Arz3loMQPSFGIKqB/Lcx1JmWfXGVaje2BqkvHv1AbLSpIzWm5Fx+Axpwxs/v4yLpzPP15lAdno2XgEefLPvE3yDvLly6hp/z9lEZmoWOZm5rP52PelJGQiCwIdr3ibm0k2beCIAjc42e8y3kjcuns70G9+DzsPbFXkcYQ0rM+jtvqydu4mK1Stwdt+FQm0ObjxmMZoEQcDJzRF9jhQU7uxh1fnb8tsuPhvxHSajiQFv9OaF6U8zc/sHpMSlsuD9paz78R8EQaD3y/ee+XzltDWr0JBjYPrG96nepIrFy3WLCfNe5IvnvkcU4bV5ZevZXJYpFaNp4MCBJCYm8sEHHxATE0Pt2rVZt24dwcFlp+TG6chY5q2T3j7iUzNZsOkg4/raF9/0cHHkj/eGka034FBM+ubmwxe4eCOBxxtWswSI3w16g5EvV+7kQnQ8PVvUpE9L+3PN1YN88XFzIj41E0GAVrVC7vozZWT+K1y5coXY2FibDF+tVku7du3Ys2dPkUZTbm4uublWL3NZzPQtC+Rk2Xri7WkwgWRkjJgykDkTF4IA+hwDsycsAKBBpzpkp0vGVGJMMu/3/JTZRz7jnW4fW4yi6Hwq16IocnjTcZo+YRvO0H304wx9tz8Rhy+zf+0RKtcNZvrm93H3Kb4syOIPl7PnzwPUahnOsrj5KJVKvnn5R9bM3mjTzivAneS4VEva/5SVbzD3jUVoHTS88t1IS7ul01djyiuxteyLvxjxwUA0WjUefu689sNoer7YGZ2zDjdvFxb873cUCgX9J/SwBLkX5My+C0wf/i36bD2vfP88LXtZC/t2Ht6e7Uv3oM8xUK1xFRuDyWQ0cXLnWTz83WncuR6/R/9Q7HmQKUypBYK/9NJLvPRS4eyHsoKxgDuy4LI9ijOY/tp7mim/SLXhfttylBVTRuDjVljjoyQs/vcIS7cdA+DYpevUCvYnzI4R5u7swKK3h7Dr1BWqBHpRr7JtDb1LNxJIzsimQdUKKBWyXpCMDGCJt7SX4Xv1atHSHuUh07csUKtldbo+15FNC7ZSqUZFBrzRq8i2/cZ3p+2AFpzZc54PB8y0rL/lfbpFfHQiKXGpJFxPslnv6OJAVno2giDQoFMdGneux5sLxnL4n+M0eqwej+d5kj5aM4nc7Fy0xRRcv8XBjcdYOHkpIAWbB9cKosfoxxn3/fP0HtsVs8nMhp+28Od3G9i5Yj9n90Uw+8hnuPu4UbNFdb7e9VGhPn0reVuCzz383VFrbB+9VRtIsxcTO0y26EWdO3iRT9a+Y3eMX7/4AzcuSt/jTwZ/RfOejajVMpy+456gfofa/HT2a2Ij4whvWtViMJnNZt7tMY3Dm46jUAi8tWgcHQcXXx5KpjD/2SdpvSqBDGpfH51GRe0Qf0Z0bnxP/Z24bNXKyMjRczkmqZjWxZOYZtVnEkVISs8qsq2vuzP9WtcpZDD9tfc0Az5axKgvlzNhzl+F5udlZMoyU6ZMQRCEYv8OHTp0+46KoaQZvreYNGkSqamplr+oqKgi2/6XEQSBiT++yLrc35h3cibeFbyKbe8d6En9DrXxzAvqFgSBpyb2pHZra4Zy75e74ubjSnBNa4Zyi16NmXV4Oi9++Qyfb5lMi57SPfzx4e14+5dxFoPpFiUxmAAykm3rSC75eDmfDP2KzNRMgmtUJLR2JZRKhcVzlHA9ySIDIIoiFw5f4ubVeJs+xs8dRXizMCqE+fPq7BeK/J5dPHIl3//FFF/PdzvPzdaz/Y+9zBr/M1t/3w2AX7AP9drVsjnmuGsJHN4kZdKZzSIbFxSuUSdze/6zBXsB3hzYgTcH3h9Brg71q/LnnlOYzCKBXq7UrHT3ZTMGtm/AlmMXuZmcQataIXckZXCLP/ectijk7jx5hcS0rEK19GRkyipjx45l0KBBxbYJCQm5q779/f0ByeMUEGCNKSwqw/cW5SHTtyyhVJa8eK6rlwvf7p/G/r8PE1wriLpta9JuQEsuHr2CoBCoUi8EgBnbprJpwTbcfd14bFhbBEGg36vd78t4V3z5N6u/W0/FsABqtwnn1E4pSDshOomtv+3GzduVl79+DoDwZlYpBK2DhtA6Utr/x4O/ZPsfe1GqlExa8qpF+2nt3H84l5ep99XouTToWBsH58JVBzoNbcOaOdKMRcchRddqHTfrBaYP/5a0xHSbGK5b3id7uPu64eHnRvJNKebKnjK7zO35TxtN95NWtUJYMmkoV2KTaBpeCRfHOxdOvEUlX3f++uA5UjNz8HJ1LPbtF+BIRDTXE1JpV7eKJZi9aqA3Ry9KWh6+7s64FRHkLiNTFvH29sbb++7jAosjNDQUf39/Nm/eTIMGUrq2Xq9n+/btTJ8+vVQ+U+b2+AZ507NAYdlb01a3cPN25anXi57uux2iKPLtyz+ya9V+arUK5+1Fr6B10HL1bLQUW4UkgtnnlW688OnTvNrqPcu+6ckZlv/bPtmC/y2byIVDl2jVtymBVfw5uesc2//YC0ixQ2tmb7QYTRcOX7Lsm3wzlfjoJCqFVyg0vnGzXqB1/+YolQrqtS9a/qJWy+r8cvE70pMzeLXVe0Sdu46nvzsdhxQ93aZz1PL5lin89f0GvAI9eep1WaD3bpCNpvtItYo+VKvoc/uGJUCtUpbIM7Rm72km58VShfh78uukoeg0KiY+2RYfNycS0jIZ0rEBajuaJzIyjwLXrl0jKSmJa9euYTKZOHbsGABVq1bF2VmKKwwPD2fatGn07dsXQRAYP348n3zyCWFhYYSFhfHJJ5/g6OjIkCFDivkkmfLO3jWHLJ6cXSv3s7Z1DfqN744hx2DTzpBjoGYLKTZrw09b8AzwYOCbfWzatOnf3CJZsHXpbqYN/dpme8Uwqxez45A2HFx/FLNZpEbzMAKrFO3RbNipTomPx8XDmVmHphN17jqBVfxwus0zI7hGRV757vkS9y9TGNloKudsP2Gd946MTeJaXDLVKvqgUat4/gn71allZB4l/ve//7Fw4ULL8i3v0datW2nfvj0A58+fJzXVWh/szTffJDs7m5deeskibrlp0yZZo+kRp6Ae0a24pKoNQuk/vjt/fr+BitUDGfKuJEUx8ccXGTNjODpnXbHTjV+N/sGmFl3zno0ZPXOEZbnj4NYE16xIfFQiDTrVtlEQv1d0jlrCGla+fUOZ+4IglrEI4bS0NNzc3EhNTcXV1fX2O/zHWfLvEWYslwTifN2dWTF5hKWgsIzMg+a/9Pv9Lx3ro4LJZOKL52axe9UBaraszuTlE21ii26XDGCPmMs3GV51rM26+We+sjv9drckx6WSFJNMSK0gu0rpMnfO3f5+ZU9TOWdop4Z4uzlxPSGVrk3CZYNJRkZGpgiUSiVvLXyF5M9T0WhVhYKx79RgAsmgyU/lusH31WA6tfsc73T7mOyMHBo+VodP1r0rG04Pkf+s5MCjRJfG1Xmua1MCvSRr+dKNBN5fsIEZy7eTcR9KvsjIyMg8Kiz5aAUD/J/nKf8X2JlXIPheqN6kCi16SXIHbt6uvPXLK0W2XfXNOj4e8hU7lu8tcf9/z9lkqdN35J+TXDwWeU/jlbk3ypyn6dZsoay2e3cYTWZe+GwxiXlqujfjE3hvaOEq4DIypcGt320Zm/UvFeR7VfnDaDDy0+TFmEURY46B+ZMXU+/xwsXS75SJC8eQcD0JF09ndI5au9+JrUt3882rkgL3v79v5/Mtk0sUi+RR0RWjKAWqq3VqNC5K+Tt3H7jbe1WZi2mKjo4mKKhwgUIZGZnyQ1RUFBUr3rm+WHlCvlfJyJR/7vReVeaMJrPZzI0bN3Bxcbnt/HJaWhpBQUFERUXJgZgPGPncPzzK8rkXRZH09HQCAwNRPOKle+7kXmWPsnwd7wX5uMoX/9Xjutt7VZmbnlMoFHf8hurq6vpIXezyhHzuHx5l9dy7uRVfDPVR4W7uVfYoq9fxXpGPq3zxXzyuu7lXPdqvgjIyMjIyMjIy9wnZaJKRkZGRkZGRKQHl2mjSarVMnjxZLqL5EJDP/cNDPvePBo/qdZSPq3whH9edUeYCwWVkZGRkZGRkyiLl2tMkIyMjIyMjI/OgkI0mGRkZGRkZGZkSIBtNMjIyMjIyMjIlQDaaZGRkZGRkZGRKQLk2mmbNmkVoaCg6nY5GjRqxc+fOhz2kR44dO3bQs2dPAgMDEQSB1atX22wXRZEpU6YQGBiIg4MD7du35/Tp0w9nsI8Q06ZNo0mTJri4uODr60ufPn04f/68TRv53JcvPv74Y1q2bImjoyPu7u4l2qc8XOPk5GSGDRuGm5sbbm5uDBs2jJSUlGL3eeaZZxAEweavefPmD2bAxXCnz5Tt27fTqFEjdDodlStXZs6cOQ9opHfGnRzXtm3bCl0bQRA4d+7cAxzx7bnds8ke9+N6lVujaenSpYwfP553332Xo0eP0qZNG7p168a1a9ce9tAeKTIzM6lXrx7fffed3e2fffYZM2fO5LvvvuPgwYP4+/vz+OOPk56e/oBH+mixfft2Xn75Zfbt28fmzZsxGo107tyZzMxMSxv53Jcv9Ho9Tz31FC+++GKJ9ykP13jIkCEcO3aMDRs2sGHDBo4dO8awYcNuu1/Xrl2JiYmx/K1bt+4BjLZo7vSZcuXKFZ544gnatGnD0aNHeeeddxg3bhwrVqx4wCMvnrt9Vp4/f97m+oSFhT2gEZeM2z2bCnLfrpdYTmnatKk4ZswYm3Xh4eHi22+//ZBG9OgDiKtWrbIsm81m0d/fX/z0008t63JyckQ3Nzdxzpw5D2GEjy5xcXEiIG7fvl0URfncl2d+/vln0c3N7bbtysM1PnPmjAiI+/bts6zbu3evCIjnzp0rcr8RI0aIvXv3fgAjLDl3+kx58803xfDwcJt1o0ePFps3b15qY7wb7vS4tm7dKgJicnLyAxjd/aHgs8ke9+t6lUtPk16v5/Dhw3Tu3NlmfefOndmzZ89DGtV/jytXrhAbG2tzHbRaLe3atZOvw30mNTUVAE9PT0A+9/8FysM13rt3L25ubjRr1syyrnnz5ri5ud12jNu2bcPX15dq1arxwgsvEBcXV9rDLZK7eabs3bu3UPsuXbpw6NAhDAZDqY31TriXZ2WDBg0ICAigU6dObN26tTSH+UC4X9erXBpNCQkJmEwm/Pz8bNb7+fkRGxv7kEb13+PWuZavQ+kiiiITJkygdevW1K5dG5DP/X+B8nCNY2Nj8fX1LbTe19e32DF269aNJUuWsGXLFmbMmMHBgwfp2LEjubm5pTncIrmbZ0psbKzd9kajkYSEhFIb651wN8cVEBDADz/8wIoVK1i5ciXVq1enU6dO7Nix40EMudS4X9dLdb8H9iARBMFmWRTFQutkSh/5OpQuY8eO5cSJE+zatavQNvncP1ymTJnC1KlTi21z8OBBGjdufNef8TCucUmPCwqPD24/xoEDB1r+r127No0bNyY4OJi1a9fSr1+/uxz1vXOn59pee3vrHzZ3clzVq1enevXqluUWLVoQFRXFF198Qdu2bUt1nKXN/bhe5dJo8vb2RqlUFrKU4+LiClmSMqWHv78/IFnwAQEBlvXydbh/vPLKK/z111/s2LGDihUrWtbL575sMHbsWAYNGlRsm5CQkLvq+2Fe45Ie14kTJ7h582ahbfHx8Xc0xoCAAIKDg4mIiLjjsd4P7uaZ4u/vb7e9SqXCy8ur1MZ6J9yvZ2Xz5s1ZvHjx/R7eA+V+Xa9yOT2n0Who1KgRmzdvtlm/efNmWrZs+ZBG9d8jNDQUf39/m+ug1+vZvn27fB3uEVEUGTt2LCtXrmTLli2EhobabJfPfdnA29ub8PDwYv90Ot1d9f0wr3FJj6tFixakpqZy4MABy7779+8nNTX1jsaYmJhIVFSUjXH4ILmbZ0qLFi0Ktd+0aRONGzdGrVaX2ljvhPv1rDx69OhDuzb3i/t2ve4obLwM8fvvv4tqtVqcP3++eObMGXH8+PGik5OTGBkZ+bCH9kiRnp4uHj16VDx69KgIiDNnzhSPHj0qXr16VRRFUfz0009FNzc3ceXKleLJkyfFwYMHiwEBAWJaWtpDHnn55sUXXxTd3NzEbdu2iTExMZa/rKwsSxv53Jcvrl69Kh49elScOnWq6OzsbPldpaenW9pUr15dXLlypWW5PFzjrl27inXr1hX37t0r7t27V6xTp47Yo0cPmzb5jys9PV2cOHGiuGfPHvHKlSvi1q1bxRYtWogVKlR4qMd1u2fK22+/LQ4bNszS/vLly6Kjo6P42muviWfOnBHnz58vqtVqcfny5Q/rEOxyp8f15ZdfiqtWrRIvXLggnjp1Snz77bdFQFyxYsXDOgS73O7ZVFrXq9waTaIoit9//70YHBwsajQasWHDhpZ0bJn7x63004J/I0aMEEVRSouePHmy6O/vL2q1WrFt27biyZMnH+6gHwHsnXNA/Pnnny1t5HNfvhgxYoTda7p161ZLm/J4jRMTE8WhQ4eKLi4uoouLizh06NBC6er5jysrK0vs3Lmz6OPjI6rVarFSpUriiBEjxGvXrj34wReguGfKiBEjxHbt2tm037Ztm9igQQNRo9GIISEh4uzZsx/wiEvGnRzX9OnTxSpVqog6nU708PAQW7duLa5du/YhjLp4bvdsKq3rJYhiXiSUjIyMjIyMjIxMkZTLmCYZGRkZGRkZmQeNbDTJyMjIyMjIyJQA2WiSkZGRkZGRkSkBstEkIyMjIyMjI1MCZKNJRkZGRkZGRqYEyEaTjIyMjIyMjEwJkI0mGRkZGRkZGZkSIBtNMjIyMjIyMjIlQDaaZGRkZGRkZGRKgGw0ycjIyMjIyMiUANlokpGRkZGRkZEpAbLRJCMjIyMjIyNTAv4PVTrG85XxudAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# implementing agglomerative (bottom up) hierarchical clustering\n", "# we're going to specify that we want 4 and 2 clusters, respectively\n", "hc_dataset1 = cluster.AgglomerativeClustering(n_clusters=4, metric='euclidean', \n", " linkage='ward').fit_predict(dataset1)\n", "hc_dataset2 = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", " linkage='average').fit_predict(dataset2)\n", "print(\"Dataset 1\")\n", "print(*[\"Cluster \"+str(i)+\": \"+ str(sum(hc_dataset1==i)) for i in range(4)], sep='\\n')\n", "cluster_plots(dataset1, dataset2, hc_dataset1, hc_dataset2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You might notice that HC didn't perform so well on the noisy circles. By imposing simple connectivity constraints (points can only cluster with their n(=5) nearest neighbours), HC captures the non-globular structures within the dataset." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_agglomerative.py:596: UserWarning: the number of connected components of the connectivity matrix is 2 > 1. Completing it to avoid stopping the tree early.\n", " connectivity, n_connected_components = _fix_connectivity(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hc_dataset2 = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", " linkage='complete').fit_predict(dataset2)\n", "connect = kneighbors_graph(dataset2, n_neighbors=5, include_self=False)\n", "\n", "# We expect a warning in the following line of code.\n", "# 'the number of connected components of the connectivity matrix is 2 > 1. Completing it to avoid stopping the tree early.'\n", "hc_dataset2_connectivity = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", " linkage='complete',connectivity=connect).fit_predict(dataset2)\n", "\n", "cluster_plots(dataset2, dataset2,hc_dataset2,hc_dataset2_connectivity,\n", " title1='Without Connectivity', title2='With Connectivity')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conveniently, the position of each observation isn't necessary for HC, but rather the distance between each point (e.g. a n x n matrix). However, the main disadvantage of HC is that it requires too much memory for large datasets (that n x n matrix blows up pretty quickly). Divisive clustering is $O(2^n)$, while agglomerative clustering comes in somewhat better at $O(n^2 log(n))$ (though special cases of $O(n^2)$ are available for single and maximum linkage agglomerative clustering)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mean Shift\n", "\n", "Mean shift describes a [general non-parametric technique](https://en.wikipedia.org/wiki/Mean_shift) that locates the maxima of density functions, where Mean Shift Clustering simply refers to its application to the task of clustering. In other words, locate the density function maxima (mean shift algorithm) and then assign points to the nearest maxima. In that sense, it shares some similarities with k-means (the density maxima correspond to the centroids in the latter). Interestingly, the number of clusters is not required for its implementation and, as it's density based, it can detect clusters of any shape. Instead, the algorithm relies on a bandwidth parameter, which simply determines the size of neighbourhood over which the density will be computed. A small bandwidth could generate excessive clusters, while a high value could erroneously combine multiple clusters. Luckily, sklearn includes an [estimate_bandwidth function](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.estimate_bandwidth.html). It uses the [k-nearest neighbours](https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm) (kNN) algorithm to determine an optimal bandwidth value. I suppose that makes it even easier than k-means to implement. \n", "\n", "![title](https://dashee87.github.io/images/mean_shift_0.gif)\n", "\n", "[Originally invented in 1975](http://ieeexplore.ieee.org/document/1055330/), mean shift gained prominence when it was successfully applied to computer vision (seminal paper [#1](http://ieeexplore.ieee.org/document/400568/) [#2](https://dx.doi.org/10.1109%2F34.1000236)). I won't discuss the underlying maths (that info can be found [here](https://saravananthirumuruganathan.wordpress.com/2010/04/01/introduction-to-mean-shift-algorithm/) and [here](http://efavdb.com/mean-shift/)). Intuitively, cluster centers are initially mapped onto the dataset randomly (like k-means). Around each centre is a ball (the radius of which is determined by the bandwidth), where the density equates to the number of points inside each ball. The centre of the ball is iteratively nudged towards regions of higher density by shifting the centre to the mean of the points within the ball (hence the name). This process is repeated until balls exhibit little movement. When multiple balls overlap, the ball containing the most points is preserved. Observations are then clustered according to their ball. Didn't follow that? Well, here's the gif.\n", "\n", "![title](https://dashee87.github.io/images/mean_shift_tutorial.gif)\n", "\n", "Now, you might be thinking \"An algorithm that needs absolutely no input from the user and can detect clusters of any shape!!! This should be all over Facebook!!!\". First of all, there's no guarantee that the value returned by estimate_bandwidth is appropriate (a caveat that becomes more pertinent in higher dimensions). Speaking of high dimensionality, mean shift may also converge to local optima rather than global optima. But the biggest mark against Mean Shift is its computational expense. It runs at $O(T*n^2)$, compared to $O(k*n*T)$ for k-means, where T is number of iterations and n represents the number of points. In fact, [according to the sklearn documentation](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.MeanShift.html#sklearn.cluster.MeanShift), the `estimate_bandwidth` function scales particularly badly. Maybe humans (and data science blogs) will still be needed for a few more years!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset1: 4 clusters\n", "Dataset2: 8 clusters\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# implementing Mean Shift clustering in python\n", "# auto-calculate bandwidths with estimate_bandwidth\n", "bandwidths = [cluster.estimate_bandwidth(dataset, quantile=0.1) \n", " for dataset in [dataset1, dataset2]]\n", "meanshifts = [cluster.MeanShift(bandwidth=band, bin_seeding=True).fit(dataset) \n", " for dataset,band in zip([dataset1,dataset2],bandwidths)]\n", "# print number of clusters for each dataset\n", "print(*[\"Dataset\"+str(i+1)+\": \"+ str(max(meanshifts[i].labels_)+1) + \" clusters\" \n", " for i in range(2)], sep='\\n')\n", "# plot cluster output\n", "cluster_plots(dataset1, dataset2, meanshifts[0].predict(dataset1), meanshifts[1].predict(dataset2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mean shift clusters `Dataset1` well, but performs quite poorly on `Dataset2`. This shouldn't be too surprising. It's easy to imagine where you should overlay 4 balls on the first dataset. There's just no way you could accurately partition `Dataset2` with two balls (see the GIF below if you don't believe me). We've only considered a flat kernel (i.e. makes no distinction how the points are distributed within the ball), but, in some cases, a [Gaussian kernel might be more appropriate](http://sociograph.blogspot.co.uk/2011/11/accessible-introduction-to-mean-shift.html). Unfortunately, [scikit currently only accepts flat kernels](https://github.com/scikit-learn/scikit-learn/issues/442), so let's pretend I never mentioned Gaussian kernels. Either way, you'd need some really exotic kernel to identify the two clusters in `Dataset2`. \n", "\n", "![title](https://dashee87.github.io/images/mean_shift_search.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Affinity Propagation (AP)\n", "\n", "Affinity propagation (AP) describes an algorithm that performs clustering by passing messages between points. It seeks to identify highly representative observations, known as exemplars, where remaining data points are assigned to their nearest exemplar. Like mean-shift, the alogorithm does not require the number of clusters to be prespecified. Instead, the user must input two parameters: preference and damping. Preference determines how likely an observation is to become an exemplar, which in turn decides the number of clusters. In that sense, this parameter somewhat mimics the number of clusters parameter in k-means/EM. The damping parameter restricts the magnitude of change between successive updates. Without this, AP can be prone [to overshooting the solution and non-convergence](http://www.psi.toronto.edu/affinitypropagation/faq.html). Provided convergence is achieved, damping shouldn't significantly affect the output (see last GIF in this section), though it could increase the time to reach convergence.\n", "\n", "AP doesn't really lend itself to illustration with GIFs. I'll still provide some GIFs, but a mathematical description might be more informative in this case (i.e. I'm now going to paraphrase the [AP wikipedia page](https://en.wikipedia.org/wiki/Affinity_propagation)). AP starts off with a similarity (or affinity) matrix (`S`), where similarity (`s(i,j)`) is often formulated as the distance between points (e.g. negative Euclidean distance). The diagonal of the matrix (`s(i,i)`) is important, as this is where the preference value is inputted. In practice, 'passing messages between points' translates to updating two matrices. The first is the responsibility matrix (`R`), where `r(i,k)` represents the suitability of data point `k` to serve as an exemplar for point `i`. The second matrix is known as the availability matrix (`A`), where `a(i,k)` indicates the appropriateness of point `k` being an exemplar for point `i`, taking into account how well suited `k` is to serve as an exemplar to other points.\n", "\n", "![title](https://dashee87.github.io/images/affinity_propagation_similarity.gif)\n", "\n", "In mathematical terms, both matrices are initialised to zero and are updated iteratively accroding to the following rules:\n", "\n", "$$r(i,k) = s(i,k) - \\max_{k' \\neq k} \\left\\{ a(i, k') + s(i, k') \\right \\}$$\n", "$$a(i,k)_{i \\neq k} = \\min \\left( 0, r(k,k) + \\sum_{i' \\not\\in \\{i,k\\}} \\max(0, r(i',k)) \\right)$$\n", "$$a(k,k) = \\sum_{i' \\neq k} \\max(0, r(i',k))$$\n", "\n", "At each iteration, `A` and `R` are added together. Exemplars are represented by rows in which the diagonal of this matrix are positive (i.e. `r(i,i)` + `s(i,i)` > 0). The algorithm terminates after a specified number of updates or if the exemplars remain unchaged over several iterations. Points are then mapped to the nearest examplar and clustered accordingly.\n", "\n", "![title](https://dashee87.github.io/images/affinity_propagation_exemplars.gif)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Did not converge\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_affinity_propagation.py:140: ConvergenceWarning: Affinity propagation did not converge, this model may return degenerate cluster centers and labels.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Did not converge\n", "Dataset1\n", "# Clusters: 1744\n", "Dataset2\n", "# Clusters: 76\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_affinity_propagation.py:140: ConvergenceWarning: Affinity propagation did not converge, this model may return degenerate cluster centers and labels.\n", " warnings.warn(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This is killing the Jupyter kernel for some reason, so I disabled it for now.\n", "\n", "# implementing Affinity Propagation\n", "ap_dataset1 = cluster.AffinityPropagation(verbose=True,random_state=0).fit_predict(dataset1)\n", "ap_dataset2 = cluster.AffinityPropagation(verbose=True,random_state=0).fit_predict(dataset2)\n", "print('Dataset1')\n", "print(\"# Clusters:\",max(ap_dataset1)+1)\n", "print('Dataset2')\n", "print(\"# Clusters:\",max(ap_dataset2)+1)\n", "cluster_plots(dataset1, dataset2, ap_dataset1, ap_dataset2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear that the default settings in the [sklearn implementation of AP](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html) didn't perform very well on the two datasets (in fact, neither execution converged). AP can suffer from non-convergence, though appropriate calibration of the damping parameter can minimise this risk. While AP doesn't explicitly require you to specify the number of clusters, the preference parameter fulfills this role in practice. Playing around with preference values, you'll notice that AP is considerably slower than k-means. That's because AP runtime complexity is O(n^2), where n represents the number of points in the dataset. But it's not all bad news. AP simply requires a similarity/affinity matrix, so the exact spatial position of each point is irrelevant. This also means that the algorithm is relatively insensitive to high dimensional data, assuming your measure of similarity is robust in higher dimensions (not the case for squared Euclidean distance!). Finally, AP is purely deterministic; so there's no need for multiple random restarts á la kmeans. For all of these reasons, [AP outperforms its competitors](http://science.sciencemag.org/content/315/5814/972) in complex computer visions tasks (e.g. clustering human faces)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# This is killing the Jupyter kernel for some reason, so I disabled it for now.\n", "\n", "# ap_dataset1 = cluster.AffinityPropagation(preference=-10000, damping=0.9, verbose=True,random_state=0).fit_predict(dataset1)\n", "# ap_dataset2 = cluster.AffinityPropagation(preference=-100, damping=0.8, verbose=True,random_state=0).fit_predict(dataset2)\n", "# print('Dataset1')\n", "# print(\"# Clusters:\",max(ap_dataset1)+1)\n", "# print('Dataset2')\n", "# print(\"# Clusters:\",max(ap_dataset2)+1)\n", "# cluster_plots(dataset1, dataset2, ap_dataset1, ap_dataset2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, I eventually arrived at some parameters that returned decent clustering for `Dataset1`. And just in case you're curious how the clustering was affected by the parameters.\n", "\n", "![title](https://dashee87.github.io/images/affinity_propagation_search.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DBSCAN\n", "\n", "[Density-based spatial clustering of applications with noise](https://en.wikipedia.org/wiki/DBSCAN) (DBSCAN) is a density based clustering algorithm that can neatly handle noise (the clue is in the name). Clusters are considered zones that are sufficiently dense. Points that lack neighbours do not belong to any cluster and are thus classifed as noise (a state that is not immediately attainable under traditional k-means or HC). DBSCAN doesn't require the user to specify the number of clusters; it works that out for you. Instead, the user must define the minimum number of observations that constitutes a cluster (`minPts`) and the size of the neighbourhoods (epsilon- often denoted as `eps` or $\\epsilon$). In simple terms, DBSCAN identifies clusters and then expands those clusters by scanning the neighbourhoods of the assigned points. Once all neighbourhoods have been exhausted, the process repeats with a new cluster, until all observations belong to a segment or have been classified as noise (see GIF below).\n", "\n", "![title](https://dashee87.github.io/images/DBSCAN_tutorial.gif)\n", "\n", "The most obvious advantage of DBSCAN is that the user doesn't need to specify the number of clusters. Also, as already stated, the ability to robustly treat outliers as noise distinguishes it from other techniques. Finally, being density based, DBSCAN can return clusters of any shape." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset1:\n", "Number of Noise Points: 47 (4000)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Dataset2:\n", "Number of Noise Points: 2 (1000)\n" ] } ], "source": [ "# implenting DBSCAN\n", "dbscan_dataset1 = cluster.DBSCAN(eps=1, min_samples=5, metric='euclidean').fit_predict(dataset1)\n", "# noise points are assigned -1\n", "print('Dataset1:')\n", "print(\"Number of Noise Points: \",sum(dbscan_dataset1==-1),\" (\",len(dbscan_dataset1),\")\",sep='')\n", "dbscan_dataset2 = cluster.DBSCAN(eps=0.1, min_samples=5, metric='euclidean').fit_predict(dataset2)\n", "cluster_plots(dataset1, dataset2, dbscan_dataset1, dbscan_dataset2)\n", "print('Dataset2:')\n", "print(\"Number of Noise Points: \",sum(dbscan_dataset2==-1),\" (\",len(dbscan_dataset2),\")\",sep='')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow! It managed to correctly segment `Dataset2` without knowing number of clusters beforehand. But before you throw k-means in the bin and get a DBSCAN tattoo ([a google image search returned nothing interesting](https://www.google.co.uk/search?q=dbscan+tattoo&safe=off&source=lnms&tbm=isch&sa=X&ved=0ahUKEwjbvJWFz_vRAhUBWhoKHTOrCsAQ_AUICCgB&biw=1600&bih=794)), DBSCAN does have its flaws too. In rare cases, border points can flip between clusters, depending on the order by which the data is processed, meaning different executions can return different outputs. Like all clustering techniques discussed in this tutorial, DBSCAN suffers from the [curse of dimensionality](https://en.wikipedia.org/wiki/Curse_of_dimensionality)- distance functions become less meaningful in higher dimensions, as all points are 'far away' from each other. For similar reasons, it can be hard to determine the appropriate values of epsilon and minPts (though trial and error will ususually sffice in 2 dimensions- see below GIF).\n", "\n", "![alt-text-2](https://dashee87.github.io/images/DBSCAN_search.gif)\n", "\n", "But these concerns are either minor or not unique to DBSCAN. A much bigger issue arises if the clusters exhibit varying density. In such cases, it may be impossible to find a decent epsilon value, as one single value can't perform well on each cluster. This is where [OPTICS](https://en.wikipedia.org/wiki/OPTICS_algorithm) (Ordering points to identify the clustering structure) would come in. Unfortunately, OPTICS isn't currently available in Scikit learn, [though there is a nearly 4 year old (active!) pull request open on github](https://github.com/scikit-learn/scikit-learn/pull/1984). There's also an extension of DBSCAN called [HDBSCAN](http://hdbscan.readthedocs.io/en/latest/how_hdbscan_works.html) (where the 'H' stands for Hierarchical, as it incorporates HC). [It overcomes some of DBSCAN traditional faults](http://hdbscan.readthedocs.io/en/latest/comparing_clustering_algorithms.html). However, it's also currently not included in scikit (though there is an [extensively documented python package on github](https://github.com/scikit-learn-contrib/hdbscan)). I might discuss these algorithms in a future blog post." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "\n", "You may be wondering which clustering algorithm is the best. Well, the nature of the data will answer that question. For example, a large dataset could preclude computationally intensive algorithms (e.g hierarchical clustering or affinity propagation). Is anything known about the underlying structure (e.g. globular versus non-globular)? Are you looking for a specific number of clusters? Do you need to illustrate your work with a GIF (I'm looking at you, Affinity Propagation)? So, unfortunately, you need to have various algorithms in your toolbox, ready to deploy as the circumstances dicate (or you could just use k-means for everything).\n", "\n", "Hopefully, you enjoyed this tutorial on clustering. I intend to do a few more follow up posts (e.g. how to find the optimal number of clusters). Please get in touch if you have any questions or GIF requests!" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 4 }