{"cells":[{"metadata":{},"cell_type":"markdown","source":"Tf-Idf + Logistic regression is a very nice baseline for many tasks. Here we'll briefly explore a dataset with news classified as \"news\" (normal), \"clickbait\", and others. Then we'll build a simple baseline based on Tf-Idf representations of news titles and texts."},{"metadata":{"trusted":true},"cell_type":"code","source":"import pandas as pd\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import cross_val_score, StratifiedKFold\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom scipy.sparse import hstack\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nimport eli5","execution_count":47,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = pd.read_csv('../input/train.csv').fillna(' ')\nvalid = pd.read_csv('../input/valid.csv').fillna(' ')\ntest = pd.read_csv('../input/test.csv').fillna(' ')","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"       label                        ...                                                                       text\n0       news                        ...                          Economists generally agree: China must overhau...\n1       news                        ...                          LONDON—British Prime Minister Theresa May said...\n2  clickbait                        ...                          Beaches come in all sorts of shapes and sizes ...\n3  clickbait                        ...                          A timeline of what happened after Tamir Rice, ...\n4       news                        ...                          An Italian neurosurgeon who has claimed for mo...\n\n[5 rows x 3 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>label</th>\n      <th>title</th>\n      <th>text</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>news</td>\n      <td>China and Economic Reform: Xi Jinping’s Track ...</td>\n      <td>Economists generally agree: China must overhau...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>news</td>\n      <td>Trade to Be a Big Topic in Theresa May’s U.S. ...</td>\n      <td>LONDON—British Prime Minister Theresa May said...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>clickbait</td>\n      <td>The Top Beaches In The World, According To Nat...</td>\n      <td>Beaches come in all sorts of shapes and sizes ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>clickbait</td>\n      <td>Sheriff’s Report Provides New Details on Tamir...</td>\n      <td>A timeline of what happened after Tamir Rice, ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>news</td>\n      <td>Surgeon claiming he will transplant volunteer'...</td>\n      <td>An Italian neurosurgeon who has claimed for mo...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We'll be validating with train + validation files."},{"metadata":{"trusted":true},"cell_type":"code","source":"train_val = pd.concat([train, valid])","execution_count":5,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(train_val['label']);\nplt.title('Train+val: Target distribution');","execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can see that test titles are a bit shorter."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"plt.subplots(1, 2)\nplt.subplot(1, 2, 1)\ntrain_val['text'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Text length in words');\nplt.subplot(1, 2, 2)\ntrain_val['title'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Title length in words');","execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAEICAYAAABF82P+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XuUHWWZ7/Hvj0BCSAx3HZMQEyZMJEeUSxt06YijQbkY5CJIRgUdCKAHlRHPCOIRcCGXmcFBzqBcHM2MIhhAOIlkDhMGBFRUkiASiZEQAkkgBEQSJEFI8pw/6u2waas7u7t3dVXt/n3W6tVVb92evfvZ/dRbVbtKEYGZmVlX25QdgJmZVZMLhJmZ5XKBMDOzXC4QZmaWywXCzMxyuUCYmVkuF4gBJuk0SbeXtO3rJX2pyXn/StJzRcfUX5JWS3pn2XHUhaQvSvpWD9M/LuknfVz3jyWd3Pfo+k5SSJrY5Lw9vgdVIOndklaWHcegLBCS/tjws1nShobxj/RjvdunRB3bynj7GEu/ClFE/C4idmplTFa8reV2RFwYESenecenfN227Lh7o7+FqPE9sJ7VKjFaJSJGdg5LWg6cHBGl7NVbcyRtGxEby46j6pzb9VPl3B6UPYitkTRE0v+WtEzSM5KulbRTmnaipN9JGpHGj5K0UtLOwN1pFUvSHtuRTWzrTZLukPQHSYsbl0mHhC6TdJuk5yX9VNIbGqYfLulhSc+l+X4u6aOS9gMuA96d4ljdsMndultfl7jeKGljw/jPJZ2bfq+TNDe95rxlfyHp8DT83rSX+t6GmH/e8D6fL+lxSU9J+rak1zRuX9IMSSuAuan9pDT/05L+V5ftvkPS/Sm+1ZIu2tr7P9hIOk/S99JoZ74+l/Lk7Tnzv1HSPEnPSloi6bhebOvvUk7/IeVcY+5G6uV25u8VkpSmDZF0afrsPSrp9M6ejqSvAn8N/GuK+V8bNjk1b309vQcNvagTU149I+mcbpabkNa9TRq/RtKahunflXRGGh4taXZ635ZKmtFl+zdK+p6kdcDHJQ2XNDO9Vw8Bb+2y7S9IWpU+t0s6P0+Fi4hB/QMsB6Z2afsCcA8wGtgemAl8p2H6TcCVwOuAp4CDU/v2QABje9jeacDtaXgU8CTwEWAIWVI8C0xM068H1gD7A9sBNwIz07TXA38EPpCm/QPwMvDRrttp2Ha368uJ843AxobxnwNLgL8ERgA/A87rZtl/BP4pDX8FeAQ4v2HaJWn4U8Bi4A3pvfgRcE3D9gP4FrADMBzYD3geeDswDLgC2Ai8My1zP3BsGn4NcGDZ+VXB3D4P+F4aHp/e420bpn8c+EkaHgGsAD5BdrRhP+AZYHI32/sxWY8F4IPAUmDvtOyXgJ81zBvp770TMA54GjikIXcfAsYCOwO3N8bZuJ1m1pcTZ957cE3KsbcAfwL27mbZx4ED0vASYFnnvGnafmn4buAbZP8T9k3xvKdh+y8DR5LtpA8HLib7n7MLsAewCFiZ5p+U/g6jG2L+y4HIIfcg8p0GnBURT0TEi8D5wIcb9khOAY4A/hu4PiLm9XE7RwGLIuLaiNgUEfcBc4BjGuaZFRELI+Jl4PtkyQYwDbgvIn6Upv0z8Icmttnd+ppxTUQ8EhEvkBWX7pa9CzgoDb8LuKhh/KA0HbLC+E8R8VhErAPOAT7SZc/vyxGxPiI2AMcCN0XEvRHxJ+CLvLoX/DLwV5J2jYjnI+IXvXht9uc+ACyPiO9ExMaIuJ9s5+jYJpY9DbgoIhZHdvjkQmDfLj3WiyPiuYh4HLiTV/LpOODrEbEyIv5A9s+zGd2trxnnR8SGiHgAeICsUOS5CzhI0l+k8RvT+ASynZwHJO0BvAP4QkS8GBG/ItvROaFhPfdGxC0RsTnl9nHAVyPi2YhYAVzeMO8msh2iyZK2i4jlEfFIL15bn7lAdJH+Oe0BzE3dyefI9ky3AXYFiIjfAzcDk4Gv9WNzbwDe1bmdtK1jyHoHnRoPD60HOo8xjybbqyDFtBlY1cQ2u1tfM5pd9ifAWyTtRrb38+/ApDT+ljQdstfwWMNyj5HtTe2SxjdHxBMN07u+5rXA2obpJwJvBn6XDnO9vxevzf7cG4ADu+TnR4C/2Mpynct+vWG5ZwEBYxrmaSq3uwz3ZCBy+y7g3WQ7PneT9WYOSj/3pM/haODZiHi+YbnHePVr7/qaur7mLZ+LiFgKnEHW81ij7NDz6GZeVH+5QHQRWR9uFVl3cKeGn+0j4hkASVOA6cANvLrS9/bWuCuA/+qynZERcUYTyz5J1gUnxbQNr07A0m7Tm/5xLwI+ByxIvZX5aXxR6i0APEH2j6TTOGAD2T8T+PPX8CRZ8QZA0o7Ajg3bXRwRHwZeS/Z3+aGkoa16XW1oazmyArgrJz8/2cS6VwCndll2eET8rIllX5XbNPzNm4y7SHeRnQN5dxr+CVlvobFn/ASwS+f5tGQcr96B6zG30/yvzBzx/Yh4J9nnJYBL+vUqmuQCke9K4OLUVUTSayVNS8M7AN8DziQ7XjtJ0t8BpMMea4E9m9zOLcB+kj4saTtJQyW9TdJfNbHsbLK9u8OUXab4ObLjtZ2eAvaQtF2TsbTaXcDpvPKh+XGXcYDrgM9LGpc+TBcA309FOs8s4GhJB0oalubf3DlR0gnp8NImsr9DUO4/k6p7muz96y5ff0R2yO5jKT+3k/RWSXs3se4rgbMl/Q/IirmkZg5NQfZ3/qykMcouDvlCl+lP9RBzoSLiYbKdmI+SFc91KZ5jSLmdDhH9DLhI2aXvbwZOIvu/0Z1ZZO/Xzsouk/905wRJkyS9J+X8i2n7m7tZT0u5QOT7R7ITY3dIep7sj71/mnYp8FA6LrsB+Bjwz5LGp+lfBm5IXesjetpIOr76frKTgE+S7XlcQHYCuUcR8SRZL+ZyshOHY4EHyU6wAfw/spOUa1TOF27uIjtRfHc34wDfBH5I9v4+QtZz+Fx3K0zHwM8kO+67kuyk4DMNs3yA7Aqy58nOexyXei+WIyLWA18Ffpry9W1dpj8PvA84niw3V5PtuQ5rYt03p3mvT1fqLAIObTK0a4D/An5Ndnh3LtnFCJvS9K8DH0pX/Fyev4pC3QX8PhWCznEBCxvmmU52MvkJssPR50bPlxufT3ZY6VGy1/7dhmnDyM7DPEP2N3gtcHa/X0UT1P3OmtVJ6kWsBqZFxL1lx2PWKpIOBa6MiNxLsq047kHUmKRDU9d9e+BcspNrC0oOy6xf0ncCDlP2vYcxZLl9c9lxDUYuEPX2LrIu6RrgvcBREfFSuSGZ9ZvIDrn8gewQ02KyQ7c2wHyIyczMcrkHYWZmuWp9s77ddtstxo8fX3YY1qYWLFjwTETsXsa2ndtWpGZzu9YFYvz48cyfP7/sMKxNSXps63MVw7ltRWo2t32IyczMcrlAmJlZrloWCEnTJF29du3arc9sViPObauSWhaIiJgTEafsuOOOW5/ZrEac21YltSwQZmZWPBcIMzPL5QJhZma5alkgfCLP2pVz26qkll+Ui4g5wJyOjo4Z3c0z/qxb+7Tu5Rcf3tewzPqtqNx2Xltf1LIHYWZmxXOBMDOzXC4QZmaWywXCzMxyuUCYmVkuFwgzM8tVywLha8WtXTm3rUpqWSB8QzNrV85tq5JaFggzMyueC4SZmeVygTAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5KlUgJI2QNF/SB8qOxayVnNtWR4UWCEnflrRG0qIu7YdIWiJpqaSzGiZ9AZhVZExmreDctsGg6B7ETOCQxgZJQ4ArgEOBycB0SZMlHQw8BKwpOCazVpiJc9vaXKHPpI6IuyWN79I8BVgaEcsAJF0PfBAYCYwg+2BtkDQ3IjZ3XaekU4BTAMaNG1dc8GY9cG7bYFBogejGGGBFw/hK4MCIOB1A0seBZ/I+QAARcTVwNUBHR0cUG6pZrzi3ra2UUSB6FBEztzaPpGnAtIkTJxYfkFmLOLetbsq4imkVsEfD+NjU1jTfEtkqyrltbaWMAnEfsJekCZKGAscDs0uIw6zVnNvWVoq+zPU64F5gkqSVkk6KiI3A6cBtwGJgVkT8ppfr9VO3rFTObRsMir6KaXo37XOBuf1Y7xxgTkdHx4y+rsOsP5zbNhhU6pvUzfJelrUr57ZVSS0LhE/kWbtybluV1LJAmJlZ8WpZINwNt3bl3LYqqWWBcDfc2pVz26qklgXCzMyK5wJhZma5alkgfJzW2pVz26qklgXCx2mtXTm3rUpqWSDMzKx4LhBmZparlgXCx2mtXTm3rUpqWSB8nNbalXPbqqSWBcLMzIrnAmFmZrlcIMzMLFctC4RP5JmZFa+WBcIn8qxdeefHqqSWBcKsXXnnx6rEBcLMzHK5QJiZWS4XCDMzy+UCYWZmuVwgzMwsVy0LhC8FtHbl3LYqqWWB8KWA1q6c21YltSwQZmZWPBcIMzPL5QJhZma5XCDMzCyXC4SZmeVygTAzs1wuEGZmlssFwszMclWmQEjaW9KVkm6U9Mmy4zFrFee21VWhBULStyWtkbSoS/shkpZIWirpLICIWBwRpwHHAe8oMi6z/nJu22BQdA9iJnBIY4OkIcAVwKHAZGC6pMlp2hHArcDcguMy66+ZOLetzRVaICLibuDZLs1TgKURsSwiXgKuBz6Y5p8dEYcCHykyLrP+cm7bYLBtCdscA6xoGF8JHCjp3cDRwDB62MuSdApwCsC4ceOKi9Ks95zb1lbKKBC5IuLHwI+bmO9q4GqAjo6OKDYqs/5zbltdlXEV0ypgj4bxsamtab5nvlWUc9vaShkF4j5gL0kTJA0Fjgdm92YFvme+VZRz29pK0Ze5XgfcC0yStFLSSRGxETgduA1YDMyKiN/0cr3ey7JSObdtMCj0HERETO+mfS79uNwvIuYAczo6Omb0dR1m/eHctsGgMt+kNjOzaqllgXA33NqVc9uqpJYFwifyrF05t61KalkgzMyseE0VCEn7FB1Ib7gbbq3y4IMPlh3Cqzi3rUqa7UF8Q9IvJX1KUul9X3fDrVU+9alPMWXKFL7xjW9QhX/Kzm2rkqYKRET8NdlNxvYAFkj6vqSDC43MbADcc889XHvttaxYsYIDDjiAv/3bv2XevHllh2VWCU1/DyIiHpb0JWA+cDmwnyQBX4yIHxYVYB5J04BpEydOHMjNWpvaa6+9uOCCC+jo6OAzn/kM999/PxEBsNNAx+Lctipp9hzEmyX9C9m3Q98DTIuIvdPwvxQYXy53w61Vfv3rX/P3f//37L333txxxx3MmTOHxYsXc8cdd8Cr76s0IJzbViXN9iD+D/Atst7Chs7GiHgi9SrMaunTn/40J598MhdeeCHDhw/f0j569Gjo5Y32zNpNswXicGBDRGwCkLQNsH1ErI+I7xYWnVnBbr31VoYPH86QIUMA2Lx5My+++CI77LAD/PkDgcwGlWavYrodGN4wvkNqK4UvBbRWmTp1Khs2bOkUs379eqZOnVpaPM5tq5JmC8T2EfHHzpE0vEMxIW2dj9Naq7z44ouMHDlyy/jIkSNZv359afE4t61Kmi0QL0jav3NE0gHAhh7mN6uFESNGsHDhwi3jCxYseNW5CLPBrNlzEGcAN0h6AhDwF8CHC4vKbIBcdtllHHvssYwePZqIYPXq1fzgBz8oOyyzSmiqQETEfZLeCExKTUsi4uXiwjIbGG9961v57W9/y5IlSwCYNGkS2223XclRmVVDbx4Y9FZgfFpmf0lExH8UEpXZALrvvvtYvnw5Gzdu3HK46YQTTig5KrPyNVUgJH0X+EvgV8Cm1BxAKQXC3za1VvnYxz7GI488wr777rvlUldJpRUI57ZVSbM9iA5gcqT7D5TNj2W0Vpk/fz4PPfQQ2V1jyufctipp9iqmRWQnps3aypve9CZWr15ddhhmldRsD2I34CFJvwT+1NkYEUcUEpXZAHnmmWeYPHkyU6ZMYdiwYVvaZ8+eXWJUZtXQbIE4r8ggzMpy3nnnlR2CWWU1e5nrXZLeAOwVEbdL2gEYUmxoZsU76KCDeOyxx3j44YeZOnUq69evZ9OmTVtf0GwQaPZ23zOAG4GrUtMY4JaigjIbKNdccw0f+tCHOPXUUwFYtWoVRx55ZMlRmVVDsyep/yfwDmAdZA8PAl5bVFBmA+WKK67gpz/9KaNGjQKyhwetWbOm5KjMqqHZAvGniHipc0TStmTfgyiF73hprTJs2DCGDh26ZXzjxo2lXvLq3LYqabZA3CXpi8Dw9CzqG4A5xYXVM9/x0lrloIMO4sILL2TDhg3MmzePY489lmnTppUWj3PbqqTZAnEW8DTwIHAqMBfwk+Ss9i6++GJ233139tlnH6666ioOO+wwLrjggrLDMquEZq9i2gxck37M2sY222zDjBkzmDHDX1w266rZezE9Ss45h4jYs+URlWz8Wbf2abnlFx/e4khsIEyYMCH3nMOyZctKiMasWnpzL6ZO2wPHAru0PhyzgTV//vwtwy+++CI33HADzz7rR1GbQZPnICLi9w0/qyLiMsC7zFZ7u+6665afMWPGcMYZZ3DrrX3rRZq1m2YPMe3fMLoNWY+iN8+SMKukxseNbt68mfnz57Nx48YSIzKrjmb/yV/aMLwRWA4c1/JozAbYmWeeuWV42223Zfz48cyaNavEiMyqo9mrmP6m6EDMynDnnXeWHYJZZTV7iOlzPU2PiK+1IhhJR5Kd2xgF/FtE/Fcr1mvWna99rcfUfV0rtuG8trpq9otyHcAnyW7SNwY4DdgfeE366Zakb0taI2lRl/ZDJC2RtFTSWQARcUtEzEjr/3DvXopZ782fP59vfvObrFq1ilWrVnHllVeycOFCnn/+eejh8+G8tsGg2QIxFtg/Is6MiDOBA4BxEXF+RJy/lWVnAoc0NkgaAlwBHApMBqZLmtwwy5fSdLNCrVy5koULF3LppZdy6aWXsmDBAh5//HHOPfdcgCd7WHQmzmtrc80WiNcBLzWMv0ST3e+IuBvoemH5FGBpRCxLNwG8HvigMpcA/xkRC7uuC0DSKZLmS5r/9NNPNxm+Wb6nnnrqVTfrGzp0KE899dRWl2t1XoNz26qn2auY/gP4paSb0/iRwL/3Y7tjgBUN4yuBA4FPA1OBHSVNjIgruy4YEVcDVwN0dHSUdkdZaw8nnHACU6ZM4aijjgLglltu4cQTT+zr6vqc1+Dctupp9iqmr0r6T+CvU9MnIuL+VgcTEZcDl29tPknTgGkTJ05sdQg2yJxzzjkceuih3HPPPQB85zvfYb/99mvpNprNa3BuW7U0e4gJYAdgXUR8HVgpaUI/trsK2KNhfGxqa4pviWyttH79ekaNGsVnP/tZxo4dy6OPPtrXVfUrr8G5bdXS7CNHzwW+AJydmrYDvteP7d4H7CVpgqShwPHA7GYX9kNVrFXOP/98LrnkEi666CIAXn75ZT760Y/2dXX9ymtwblu1NNuDOAo4AngBICKeYCuXt3aSdB1wLzBJ0kpJJ0XERuB04DZgMTArIn7TbNDey7JWufnmm5k9ezYjRowAYPTo0Z2XuPaoiLwG57ZVS7MnqV+KiJAUAJJGNLuBiJjeTftcsgcPmZVm6NChSNpyy+8XXnihqeWc1zYYNNuDmCXpKmAnSTOA2ynx4UHuhlurHHfccZx66qk899xzXHPNNUydOrXUhwc5t61Kmr2K6Z/Ts6jXAZOAL0fEvEIj6zmeOcCcjo4OPwbM+uXzn/888+bNY9SoUSxZsoSvfOUrHHzwwaXF49y2KtlqgUjfDr093bCvtKJg1mqbNm1i6tSp3HnnnaUWBbOq2uohpojYBGyWVJmzZu6GWysMGTKEbbbZhirlkXPbqqTZk9R/BB6UNI90JRNARHymkKi2wt1wa5WRI0eyzz77cPDBB2+5kgng8sub+l5byzm3rUqaLRA/TD9mbeXoo4/m6KOPLjsMs0rqsUBIGhcRj0dEf+671HK+HYH11+OPP864ceP6c9+lQji3rUq21oO4hey5D0i6KSKOKT6krXM33PrryCOP3PI86mOOOYabbrqp5Igygz23x591a5+WW37x4S2OxGDrJ6nVMLxnkYGYDaSIV26WumzZshIjMauurRWI6GbYrNY6vzndddjMXrG1Q0xvkbSOrCcxPA2TxiMiRhUanVlBHnjgAUaNGkVEsGHDBkaNylI5IpDEunXrtrIGs/bXY4GIiCEDFUhv+ESe9demTZvKDiGXc9uqpDfPg6gM3/HS2pVz26qklgXCzMyK5wJhZma5XCDMzCxXLQuEb2hm7cq5bVVSywLhE3nWrpzbViW1LBBmZlY8FwgzM8vlAmFmZrlcIMzMLJcLhJmZ5XKBMDOzXM0+crRSqnhDs7486MQPObGuqpjbNnjVsgfha8WtXTm3rUpqWSDMzKx4LhBmZpbLBcLMzHK5QJiZWS4XCDMzy1XLy1zNrNr6ctm3VY97EGZmlssFwszMclWmQEjaU9K/Sbqx7FjMWsm5bXVVaIGQ9G1JayQt6tJ+iKQlkpZKOgsgIpZFxElFxmPWKs5tGwyK7kHMBA5pbJA0BLgCOBSYDEyXNLngOMxabSbObWtzhRaIiLgbeLZL8xRgadqregm4HvhgkXGYtZpz2waDMs5BjAFWNIyvBMZI2lXSlcB+ks7ubmFJp0iaL2n+008/XXSsZr3h3La2UpnvQUTE74HTmpjvauBqgI6Ojig6LrP+cm5bXZXRg1gF7NEwPja1NU3SNElXr127tqWBmfWTc9vaShkF4j5gL0kTJA0Fjgdm92YFvme+VZRz29pK0Ze5XgfcC0yStFLSSRGxETgduA1YDMyKiN/0cr3ey7JSObdtMCj0HERETO+mfS4wtx/rnQPM6ejomNHXdZj1h3PbBoPKfJO6N7yXZe3KuW1VUssC4eO01q6c21YltSwQZmZWvFoWCHfDrV05t61Kalkg3A23duXctiqpZYEwM7PiuUCYmVmuWhYIH6e1duXctiqpZYHwcVprV85tq5JaFggzMyueC4SZmeWqZYHwcVprV85tq5JaFggfp7V25dy2KqllgTAzs+K5QJiZWS4XCDMzy+UCYWZmuQp9olxRJE0Dpk2cOLHsUPpl/Fm39mm55Rcf3uJIrCraJbetPdSyB+ErPaxdObetSmpZIMzMrHguEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5/D2IQcTfu6i+onK7r3/7unBuF6OWPQhfK27tyrltVVLLAmFmZsVzgTAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5XCDMzCxXZb5JLWkE8A3gJeDHEXFtySGZtYRz2+qq0B6EpG9LWiNpUZf2QyQtkbRU0lmp+WjgxoiYARxRZFxm/eXctsGg6ENMM4FDGhskDQGuAA4FJgPTJU0GxgIr0mybCo7LrL9m4ty2NlfoIaaIuFvS+C7NU4ClEbEMQNL1wAeBlWQfpF/RQ+GSdApwCsC4ceNaH3QNDPSN1+pwI7SBjtG5bQOlzM9fGSepx/DK3hRkH54xwA+BYyR9E5jT3cIRcXVEdEREx+67715spGa949y2tlKZk9QR8QLwiWbm9e2+rU6c21ZXZfQgVgF7NIyPTW1N8y2RraKc29ZWyigQ9wF7SZogaShwPDC7NyuQNE3S1WvXri0kQLM+cm5bWyn6MtfrgHuBSZJWSjopIjYCpwO3AYuBWRHxm96s13tZVjbntg0GRV/FNL2b9rnA3CK3bVYk57YNBrW81Ya74daunNtWJbUsEO6GW7tybluV1LJAmJlZ8RQRZcfQa53XigMfBh7uZrbdgGcGLKi+q0OcdYgRWh/nGyJiQL+x5twuTV1ibVWcTeV2LQtEMyTNj4iOsuPYmjrEWYcYoT5x9lddXmdd4oT6xDrQcfoQk5mZ5XKBMDOzXO1cIK4uO4Am1SHOOsQI9Ymzv+ryOusSJ9Qn1gGNs23PQZiZWf+0cw/CzMz6wQXCzMxytV2B6OaZwEVv88+eTyxpF0nzJD2cfu+c2iXp8hTfryXt37DMiWn+hyWd2NB+gKQH0zKXS1IfYtxD0p2SHpL0G0mfrWic20v6paQHUpznp/YJkn6R1v2DdLdUJA1L40vT9PEN6zo7tS+R9P6G9gHPkVaoUtytzKcBjHmIpPsl/SiN9zqnBijOnSTdKOm3khZLentp72tEtM0PMAR4BNgTGAo8AEwegO2+C9gfWNTQ9o/AWWn4LOCSNHwY8J+AgLcBv0jtuwDL0u+d0/DOadov07xKyx7ahxhfD+yfhl8D/I7suclVi1PAyDS8HfCLtM5ZwPGp/Urgk2n4U8CVafh44AdpeHL6+w8DJqS8GFJWjtQ1t4vOpwGO+XPA94EfpfFe5dQAxvnvwMlpeCiwU1nvaynJVeAb+3bgtobxs4GzB2jb43l1gVgCvD4Nvx5YkoavAqZ3nQ+YDlzV0H5Vans98NuG9lfN1494/y9wcJXjBHYAFgIHkn17dNuuf2eyW2u/PQ1vm+ZT179953xl5khdc7vIfBrA+MYC/w28B/hRypFe5dQAxbkj8GjX7ZX1vrbbIabunglchtdFxJNpeDXwujTcXYw9ta/Mae+z1GXej2zvvHJxpkMBvwLWAPPI9pyfi+x5C13XvSWeNH0tsGsf4q+6ysbdz3waKJcB/wBsTuO70vucGggTgKeB76TDYd+SNIKS3td2KxCVFFlpr8T1xJJGAjcBZ0TEusZpVYkzIjZFxL5ke31TgDeWHJJ1ow75JOkDwJqIWFB2LE3Yluxw9TcjYj/gBbJDSlsM5PvabgWi388EbqGnJL0eIP1ek9q7i7Gn9rE57b0maTuyD/O1EfHDqsbZKSKeA+4k6/7vJKnzAVeN694ST5q+I/D7PsRfdZWLu0X5NBDeARwhaTlwPdlhpq/T+5waCCuBlRHxizR+I1nBKOV9bbcC0e9nArfQbKDzCp8TyY7RdrafkK4+eBuwNnUdbwPeJ2nndIXC+8iOiT4JrJP0tnRV0AkN62paWvbfgMUR8bUKx7m7pJ3S8HCy49qLyQrFh7qJszP+DwF3pD2s2cDx6YqUCcBeZCfRq5QjvVGpuFuYT4Xf3Z5NAAAA9ElEQVSLiLMjYmxEjCd73+6IiI/Q+5waiFhXAyskTUpN7wUeoqz3daBOEg3UD9lZ/d+RHbc+Z4C2eR3wJPAy2R7ASWTHLP+b7JbNtwO7pHkFXJHiexDoaFjP3wFL088nGto7gEVpmX+lDyfMgHeSdUt/Dfwq/RxWwTjfDNyf4lwEfDm170n2D34pcAMwLLVvn8aXpul7NqzrnBTLEhquqCojR+qa2wORTwMc97t55SqmXufUAMW4LzA/vbe3kF0tWMr76lttmJlZrnY7xGRmZi3iAmFmZrlcIMzMLJcLhJmZ5XKBMDOzXC4QZmaWywXCzMxy/X/ZKqxs7w1A1gAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"plt.subplots(1, 2)\nplt.subplot(1, 2, 1)\ntest['text'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Text length in words');\nplt.subplot(1, 2, 2)\ntest['title'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Title length in words');","execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAEICAYAAABF82P+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xu8VWW97/HPVwREEK9UAiIaSnK0vCypXrXTU9gWDfOepGmlqHms7HJOmp3UXl6wXW31pFslzV2ahtcDScdwe60swTtKJCIKeMFLigmmwO/8MZ6Fk9VYa8211hxrjjnX9/16zdca9/Ebcz5z/Z7nGWOOoYjAzMysrQ3qHYCZmZWTE4SZmeVygjAzs1xOEGZmlssJwszMcjlBmJlZLieIXibpREm312nf10n6XpXL7ijptaJj6ilJL0j6eL3jaBSSvivpZx3M/6Kk33dz23dJOq770XWfpJA0psplO3wPykDS3pKW1juOPpkgJP294rVW0qqK8SN7sN2NUkEdWct4uxlLjxJRRPw1IjarZUxWvM7KdkScGxHHpWVHp/K6Yb3j7oqeJqLK98A61lAFo1YiYkjrsKTFwHERUZdavVVH0oYRsbrecZSdy3bjKXPZ7pMtiM5I6ifpf0taJOllSddI2izNO0bSXyUNTuMHSVoqaXPgnrSJBanGdmAV+9pZ0h2S/iZpfuU6qUvoAkm3SXpD0h8kbVsxf39JT0p6LS33J0lHSdoNuADYO8XxQsUut2pve23i+oCk1RXjf5J0Rvq7QtKsdMx56/5Z0v5p+FOplvqpipj/VPE+nyXpWUkvSrpS0iaV+5c0RdISYFaafmxa/iVJ/7PNfj8m6aEU3wuSzuvs/e9rJJ0p6eo02lpeX0vl5KM5y39A0mxJr0paIOnwLuzry6lM/y2VucqyG6mV21p+L5akNK+fpB+n797Tkk5ubelIOgf4F+CnKeafVuxyQt72OnoPKlpRx6Ry9bKk09tZb7u07Q3S+DRJyyvm/1LSKWl4uKQZ6X1bKGlKm/3fIOlqSSuAL0oaJOmq9F49AezZZt/fkbQsfW8XtH6fChcRffoFLAYmtJn2HeBeYDiwEXAV8POK+TcClwLvBV4E9knTNwICGNnB/k4Ebk/DQ4HngSOBfmSF4lVgTJp/HbAc2B3oD9wAXJXmbQ38HfhMmve/gHeAo9rup2Lf7W4vJ84PAKsrxv8ELADeDwwG/gic2c66PwT+LQ3/AHgKOKti3vlp+CRgPrBtei9+A0yr2H8APwM2BgYBuwFvAB8FBgIXA6uBj6d1HgIOS8ObAB+ud/kqYdk+E7g6DY9O7/GGFfO/CPw+DQ8GlgBfIutt2A14GRjXzv7uImuxAHwWWAjslNb9HvDHimUjfd6bAaOAl4B9K8ruE8BIYHPg9so4K/dTzfZy4sx7D6alMvYh4B/ATu2s+yywRxpeACxqXTbN2y0N3wNcQvY/YdcUzycr9v8OcCBZJX0QMJXsf84WwDbAPGBpWn5s+hyGV8T8/t4oQ25B5DsRODUinouIt4CzgM9V1EiOBw4A/gu4LiJmd3M/BwHzIuKaiFgTEXOAmcAhFctMj4gHI+Id4FdkhQ1gEjAnIn6T5v0I+FsV+2xve9WYFhFPRcSbZMmlvXXvBvZKw58AzqsY3yvNhywx/ltEPBMRK4DTgSPb1Py+HxErI2IVcBhwY0TcFxH/AL7L+q3gd4AdJW0ZEW9ExJ+7cGz2zz4DLI6In0fE6oh4iKxydFgV654InBcR8yPrPjkX2LVNi3VqRLwWEc8Cd/JueTocuDAilkbE38j+eVajve1V46yIWBURjwCPkCWKPHcDe0l6Xxq/IY1vR1bJeUTSNsDHgO9ExFsR8TBZRefoiu3cFxG3RMTaVLYPB86JiFcjYglwUcWya8gqROMk9Y+IxRHxVBeOrducINpI/5y2AWal5uRrZDXTDYAtASLiFeBmYBzwkx7sblvgE637Sfs6hKx10Kqye2gl0NrHPJysVkGKaS2wrIp9tre9alS77u+BD0naiqz285/A2DT+oTQfsmN4pmK9Z8hqU1uk8bUR8VzF/LbH/DrwesX8Y4APAn9N3Vz/2oVjs3+2LfDhNuXzSOB9nazXuu6FFeu9CggYUbFMVWW7zXBHeqNs3w3sTVbxuYesNbNXet2bvofDgVcj4o2K9Z5h/WNve0xtj3nd9yIiFgKnkLU8livreh5ezUH1lBNEG5G14ZaRNQc3q3htFBEvA0gaD0wGrmf9TN/VW+MuAX7XZj9DIuKUKtZ9nqwJToppA9YvgHW7TW/6xz0P+CbwQGqtzE3j81JrAeA5sn8krUYBq8j+mcA/H8PzZMkbAEmbAptW7Hd+RHwOeA/Z53KTpAG1Oq4m1FkZWQLcnVM+v1LFtpcAJ7RZd1BE/LGKddcr21R85lXGXaS7yc6B7J2Gf0/WWqhsGT8HbNF6Pi0ZxfoVuA7Ldlr+3YUjfhURHyf7vgRwfo+OokpOEPkuBaampiKS3iNpUhreGLga+BZZf+1YSV8GSN0erwPbV7mfW4DdJH1OUn9JAyR9RNKOVaw7g6x2t5+yyxS/SdZf2+pFYBtJ/auMpdbuBk7m3S/NXW3GAa4Fvi1pVPoynQ38KiXpPNOBgyV9WNLAtPza1pmSjk7dS2vIPoegvv9Myu4lsvevvfL6G7Iuuy+k8tlf0p6Sdqpi25cCp0n6b5Alc0nVdE1B9jl/XdIIZReHfKfN/Bc7iLlQEfEkWSXmKLLkuSLFcwipbKcuoj8C5ym79P2DwLFk/zfaM53s/dpc2WXyX22dIWmspE+mMv9W2v/adrZTU04Q+X5IdmLsDklvkH3Yu6d5PwaeSP2yq4AvAD+SNDrN/z5wfWpaH9DRTlL/6r+SnQR8nqzmcTbZCeQORcTzZK2Yi8hOHI4EHiM7wQbw/8hOUi5XfX5wczfZieJ72hkH+A/gJrL39ymylsM329tg6gP/Flm/71Kyk4IvVyzyGbIryN4gO+9xeGq9WI6IWAmcA/whldePtJn/BvBp4AiysvkCWc11YBXbvjkte126UmceMLHK0KYBvwMeJevenUV2McKaNP9C4NB0xc9F+Zso1N3AKykRtI4LeLBimclkJ5OfI+uOPiM6vtz4LLJupafJjv2XFfMGkp2HeZnsM3gPcFqPj6IKar+yZo0ktSJeACZFxH31jsesViRNBC6NiNxLsq04bkE0MEkTU9N9I+AMspNrD9Q5LLMeSb8J2E/Z7x5GkJXtm+sdV1/kBNHYPkHWJF0OfAo4KCLerm9IZj0msi6Xv5F1Mc0n67q1XuYuJjMzy+UWhJmZ5WrIm/WlS04nbbLJJlN23LGaK0LNuu6BBx54OSKG1WPfW221VYwePboeu7Y+oNqy3dBdTC0tLTF37tx6h2FNStIDEdFSj327bFuRqi3b7mIyKxFJkyRd/vrrr3e+sFnBGjJB+EtkzSoiZkbE8ZtuumnnC5sVrCEThL9EZmbFa8gEYdas3Dq2MnGCMCsRt46tTBoyQbiWZWZWvIZMEK5lmZkVryEThFmzcuvYyqQhf0ldjdGn3tqt9RZP3b/GkZhVLyJmAjNbWlqmtLdMd8q2y7V1R0O2IFzLMjMrXkMmCJ+DMDMrXkMmCLNm5daxlYkThFmJuHVsZeIEYWZmuRoyQbgZbmZWvIZMEG6Gm5kVryEThFmzcuvYysQJwqxE3Dq2MnGCMDOzXE4QZmaWywnCzMxyNWSC8Ik8M7PiNWSC8Ik8M7PiNWSCMGtWbh1bmThBmJWIW8dWJk4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrkaMkH4UkAzs+I1ZILwpYBmZsVryARh1qzcOrYycYIwKxG3jq1MnCDMzCyXE4SZmeVygjAzs1xOEGZmlssJwszMcjlBmJlZLicIMzPL5QRhZma5nCDMzCxXaRKEpJ0kXSrpBklfqXc8ZmZ9XaEJQtKVkpZLmtdm+r6SFkhaKOlUgIiYHxEnAocDHysyLjMz61zRLYirgH0rJ0jqB1wMTATGAZMljUvzDgBuBWYVHJdZr3Hr2BpVoQkiIu4BXm0zeTywMCIWRcTbwHXAZ9PyMyJiInBke9uUdLykuZLmvvTSS0WFbtYht46tL6jHOYgRwJKK8aXACEl7S7pI0mV00IKIiMsjoiUiWoYNG1Z0rGbtuQq3jq3JbVjvAFpFxF3AXXUOw6wqEXGPpNFtJq9rHQNIam0dPxERM4AZkm4FfpW3TUnHA8cDjBo1qqDIzapXjxbEMmCbivGRaVrV/FAVKym3jq2p1KMFMQfYQdJ2ZInhCODzXdlARMwEZra0tEwpID6zmupK61jSJGDSmDFjigzJrCpFX+Z6LXAfMFbSUknHRsRq4GTgNmA+MD0iHu/idt2CsDLqcevYT5SzMim0BRERk9uZPosenKxzC8JKqsetY7MyKc0vqc0aiVvH1heU5iqmrnA/rdWbW8fWFzRkC8L9tGZmxWvIBGHWrNzFZGXiBGFWIm4dW5k0ZIJwLcvMrHgNmSBcy7Jm5cqPlUlDJgizZuXKj5WJE4SZmeVqyAThZriZWfEaMkG4GW5mVryGTBBmzcqtYysTJwizEnHr2MqkIe/FVKTRp97arfUWT92/xpGYmdVXQ7Yg3Aw3MyteQyYIN8PNzIrXkAnCrFm5dWxl4gRhViJuHVuZOEGYmVkuJwgzM8vlBGFmZrkaMkH4RJ6ZWfEaMkH4RJ41K1d+rEwaMkGYNStXfqxMnCDMzCyXE4SZmeVygjAzs1xOEGZmlssJwszMcjlBmJlZrqoShKRdig6kK3ytuNXKY489Vu8QzEqr2hbEJZLul3SSpLpfoO1rxa1WTjrpJMaPH88ll1yCKxxm66sqQUTEvwBHAtsAD0j6laR9Co3MrBfce++9XHPNNSxZsoQ99tiDz3/+88yePbtu8bh1bGVS9TOpI+JJSd8D5gIXAbtJEvDdiLipqADNirbDDjtw9tln09LSwte+9jUeeughIgJgs96OJSJmAjNbWlqm9Pa+zdqq9hzEByX9OzAf+CQwKSJ2SsP/XmB8ZoV69NFH+cY3vsFOO+3EHXfcwcyZM5k/fz533HEHZC1msz6r2hbE/wF+RtZaWNU6MSKeS60Ks4b01a9+leOOO45zzz2XQYMGrZs+fPhwgGV1C8ysBKpNEPsDqyJiDYCkDYCNImJlRPyysOjMCnbrrbcyaNAg+vXrB8DatWt566232HjjjQFerWtwZnVW7VVMtwODKsY3TtPMGtqECRNYtWpdo5iVK1cyYcKEOkZkVh7VJoiNIuLvrSNpeONiQjLrPW+99RZDhgxZNz5kyBBWrlxZx4jMyqPaBPGmpN1bRyTtAazqYHmzhjB48GAefPDBdeMPPPDAeucizPqyas9BnAJcL+k5QMD7gM8VFpVZL7ngggs47LDDGD58OBHBCy+8wK9//et6h2VWClUliIiYI+kDwNg0aUFEvFNcWGa9Y8899+Qvf/kLCxYsAGDs2LH079+/zlGZlUPVP5QD9gRGp3V2l0RE/KKQqMx60Zw5c1i8eDGrV69e19109NFH1zkqs/qrKkFI+iXwfuBhYE2aHEBNE4SkA8kuqR0KXBERv6vl9s3a+sIXvsBTTz3Frrvuuu5SV0lOEGZU34JoAcZFuv9AV0i6EvgMsDwidq6Yvi9wIdAP+FlETI2IW4BbJG0O/AhwgrBCzZ07lyeeeILsrjHFcMXHGlW1VzHNIzsx3R1XAftWTpDUD7gYmAiMAyZLGlexyPfSfLNC7bzzzrzwwgtdXk/SlZKWS5rXZvq+khZIWijpVICIuCUipgAn4os7rIFU24LYCnhC0v3AP1onRsQBna0YEfdIGt1m8nhgYUQsApB0HfBZSfOBqcBvI+JBckg6HjgeYNSoUVWGb5bv5ZdfZty4cYwfP56BAweumz5jxozOVr0K+CkV3awVFZ99gKXAHEkzIuKJtIgrPtZQqk0QZ9Z4vyOAJRXjS4EPA18FJgCbShoTEZe2XTEiLgcuB2hpaelyl5dZpTPPPLNb69W64pOWd+XHSqXay1zvlrQtsENE3C5pY7JzBzUVEReR3UrcrFfstddePPPMMzz55JNMmDCBlStXsmbNms5XzNftig+48mPlU+3tvqcANwCXpUkjgFt6sN9lrH8r5ZF04c6ZfqiK1cq0adM49NBDOeGEEwBYtmwZBx54YE33EREXRcQeEXFie8nBrIyqPUn9P4CPASsge3gQ8J4e7HcOsIOk7SQNAI4AOu30beVHjlqtXHzxxfzhD39g6NChQPbwoOXLl3d3cz2q+IArP1Yu1SaIf0TE260jkjYk+x1EpyRdC9wHjJW0VNKxEbEaOBm4jewhRNMj4vGuhW7WcwMHDmTAgAHrxlevXt2TS157VPEBV36sXKo9SX23pO8Cg9KzqE8CZlazYkRMbmf6LGBWlftfj6RJwKQxY8Z0Z3Wzdfbaay/OPfdcVq1axezZs7nkkkuYNGlSp+ulis/ewFaSlgJnRMQVklorPv2AK13xsUZWbQviVOAl4DHgBLJ/7HV7kpxrWVYrU6dOZdiwYeyyyy5cdtll7Lfffpx99tmdrhcRkyNi64joHxEjI+KKNH1WROwYEe+PiHO6Go+7mKxMqr2KaS0wLb3MmsYGG2zAlClTmDJlSr1DAbLKDzCzpaWlHAFZn1btvZieJuecQ0RsX/OIquAuJquV7bbbLvecw6JFi+oQjVm5dOVeTK02Ag4Dtqh9ONVxLctqZe7cueuG33rrLa6//npefbV+j6J25cfKpKpzEBHxSsVrWURcQHbzMbOGtuWWW657jRgxglNOOYVbb721bvH4/JqVSbVdTLtXjG5A1qLoyrMkasq1LKuVyseNrl27lrlz57J69eo6RmRWHtX+k/9xxfBqYDFweM2jqZK7mKxWvvWtb60b3nDDDRk9ejTTp0+vWzyu/FiZVHsV038vOpBGN/rUrndLLJ7qXrp6u/POO+sdwnpc+bEyqbaL6ZsdzY+In9QmHLPe9ZOfdFh039tbcZiVUVeuYtqTd28bMAm4H3iyiKA642a41crcuXOZM2cOBxyQPdpk5syZjB8/nh122AGq/yGpWVOqNkGMBHaPiDcAJJ0J3BoRRxUVWEfcDLdaWbp0KQ8++CCbbLIJkD0fYv/99+fqq6/mzDPPfL6343Hlx8qk2hrSe4G3K8bfxs1vawIvvvjiejfrGzBgAC+++GLd4vFlrlYm1bYgfgHcL+nmNH4g8J/FhGTWe44++mjGjx/PQQcdBMAtt9zCMcccU+eozMqh2quYzpH0W+Bf0qQvRcRDxYVl1jtOP/10Jk6cyL333gvAz3/+c3bbbbc6R2VWDl05CbcxsCIiLgSWStquoJjMetXKlSsZOnQoX//61xk5ciRPP/10vUMyK4VqHzl6BvAd4LQ0qT9wdVFBVRGPb4lsNXHWWWdx/vnnc9555wHwzjvvcNRRdbn2AnDZtnKptgVxEHAA8CZARDwHbFJUUJ3xiTyrlZtvvpkZM2YwePBgAIYPH84bb7xRt3hctq1Mqk0Qb0dEkG75LWlwcSGZ9Z4BAwYgad0tv9988806R2RWHtUmiOmSLgM2kzQFuB0/PMiawOGHH84JJ5zAa6+9xrRp05gwYUJpHh5kVm/VXsX0o/Qs6hXAWOD7ETG70MjMesG3v/1tZs+ezdChQ1mwYAE/+MEP2GeffeodllkpdJogJPUDbk837HNSsKaxZs0aJkyYwJ133umkYJaj0y6miFgDrJVUmrNmvtLDaqFfv35ssMEGuByZ5av2l9R/Bx6TNJt0JRNARHytkKg64XsxWa0MGTKEXXbZhX322WfdlUwAF110UV3i8b2YrEyqTRA3pZdZUzn44IM5+OCD6x3GOq78WJl0mCAkjYqIZyPC912ypvLss88yatQo33fJrAOdtSBuAXYHkHRjRBxSfEh9R3eeQgd+El0tHHjggeueR33IIYdw44031jkis/Lp7CS1Koa3LzIQs96U/e4zs2jRojpGYlZenSWIaGfYrKG1/nK67bCZvauzLqYPSVpB1pIYlIZJ4xERQwuNzqwgjzzyCEOHDiUiWLVqFUOHZkU5IpDEihUrOtmCWfPrMEFERL/eCsSsN61Zs6beIZiVnh/KbmZmuRoyQfiX1NasXLatTBoyQfie+dasXLatTBoyQZiZWfGcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLFe1z6QunKTtgdOBTSPi0HrHY9ZM/PRC645CWxCSrpS0XNK8NtP3lbRA0kJJpwJExKKIOLbIeMzqQdL2kq6QdEO9YzHriqJbEFcBPwV+0TpBUj/gYmAfYCkwR9KMiHii4FjMakbSlcBngOURsXPF9H2BC4F+wM8iYmpELAKOdYKw7qhn66/QFkRE3AO82mbyeGBhajG8DVwHfLbIOMwKcBWwb+WEisrPRGAcMFnSuN4Pzaw26nGSegSwpGJ8KTBC0paSLgV2k3RaeytLOl7SXElzX3rppaJjNctVROXHZdvKpjRXMUXEKxFxYkS8PyLO62C5yyOiJSJahg0b1pshmnWmR5Ufl20rm3pcxbQM2KZifGSaVjVJk4BJY8aMqWVcZoWIiFeAE+sdh1lX1aMFMQfYQdJ2kgYARwAzurIBP3XLSqomlR8/ctTKoujLXK8F7gPGSloq6diIWA2cDNwGzAemR8TjRcZh1ktc+bGmUmgXU0RMbmf6LGBWd7frLiart1T52RvYStJS4IyIuEJSa+WnH3BlVys/LttWJqU5Sd0VrmVZvUXE5IjYOiL6R8TIiLgiTZ8VETumiy3O6cZ2XbatNBoyQZiZWfEaMkH4RJ41K5dtK5OGTBBuhluzctm2MmnIBGFmZsVryAThZriZWfEaMkG4GW7NypUfK5OGTBBmzcqVHysTJwgzM8vlBGFmZrlK80zqrujrtyPw84WbV18v21YuDdmCcD+tNSuXbSuThkwQZmZWPCcIMzPL5QRhZma5GjJB+MdE1qxctq1MGjJB+ESeNSuXbSuThkwQZmZWPCcIMzPL5QRhZma5nCDMzCyXb7VhnerurT26y7cEMSuHhmxB+EoPa1a+zNXKpCEThFmzcuXHysQJwszMcjlBmJlZLicIMzPL5QRhZma5nCDMzCyXE4SZmeVygjAzs1z+JbU1he7+2rtsv9p22bYyacgWhH9MZM3KZdvKpCEThJmZFc8JwszMcjlBmJlZLicIMzPL5QRhZma5nCDMzCyXE4SZmeVygjAzs1xOEGZmlssJwszMcjlBmJlZrtLcrE/SYOAS4G3groi4ps4hmdWEy7Y1qkJbEJKulLRc0rw20/eVtEDSQkmnpskHAzdExBTggCLjMuspl23rC4ruYroK2LdygqR+wMXARGAcMFnSOGAksCQttqbguMx66ipctq3JFdrFFBH3SBrdZvJ4YGFELAKQdB3wWWAp2RfpYTpIXJKOB44HGDVqVO2DbmLdfWaC/TOX7Y41yvM5/J3oWD1OUo/g3doUZF+eEcBNwCGS/gOY2d7KEXF5RLRERMuwYcOKjdSsa1y2ramU5iR1RLwJfKmaZf3ULWskLtvWqOrRglgGbFMxPjJNq5qfumUl5bJtTaUeCWIOsIOk7SQNAI4AZtQhDrNac9m2plL0Za7XAvcBYyUtlXRsRKwGTgZuA+YD0yPi8S5ud5Kky19//fXaB21WBZdt6wuKvoppcjvTZwGzerDdmcDMlpaWKd3dhllPuGxbX+BbbZiZWa6GTBBuhluzctm2MmnIBOErPaxZuWxbmSgi6h1Dt0l6CXimndlbAS/3Yjj10BeOEep3nNtGRF1+sdZB2W6kz9yxFqMWsVZVths6QXRE0tyIaKl3HEXqC8cIfec4q9FI74VjLUZvxtqQXUxmZlY8JwgzM8vVzAni8noH0Av6wjFC3znOajTSe+FYi9FrsTbtOQgzM+uZZm5BmJlZDzhBmJlZrqZLEO08E7ihSFos6TFJD0uam6ZtIWm2pCfT383TdEm6KB3vo5J2r9jOMWn5JyUdU6/jSbH80zOca3lMkvZI79nCtK569wiLV7ayXavPtBfi3EbSnZKekPS4pK+XONaNJN0v6ZEU61lp+naS/pxi+nW6WzCSBqbxhWn+6JoGFBFN8wL6AU8B2wMDgEeAcfWOqxvHsRjYqs20HwKnpuFTgfPT8H7AbwEBHwH+nKZvASxKfzdPw5vX8Zg+AewOzCvimID707JK606s9+dY4/evdGW7Fp9pL8W5NbB7Gt4E+CvZM8PLGKuAIWm4P/DnFMN04Ig0/VLgK2n4JODSNHwE8OuaxlPPAlbAm/tR4LaK8dOA0+odVzeOIy9BLAC2TsNbAwvS8GXA5LbLAZOByyqmr7dcnY5rdJt/JjU5pjTvLxXT11uuGV5lLds9/UzrFPP/BfYpe6zAxsCDwIfJfjm9YduyQHZr+Y+m4Q3TcqpVDM3WxdTeM4EbTQC/k/SAsgfZA7w3Ip5Pwy8A703D7R1zI7wXtTqmEWm47fRm0gifJ3T9M+1VqQtmN7KaeSljldRP0sPAcmA2WcvxtcieN9I2nnWxpvmvA1vWKpbSPJPa1vPxiFgm6T3AbEl/qZwZESGpqa5PbsZj6uvK9plKGgLcCJwSESsqT1OVKdaIWAPsKmkz4GbgA/WKpdlaED1+JnAZRMSy9Hc5WQEZD7woaWuA9Hd5Wry9Y26E96JWx7QsDbed3kwa4fOErn+mvUJSf7LkcE1E3FTmWFtFxGvAnWRdSptJaq3QV8azLtY0f1PglVrF0GwJouGfCSxpsKRNWoeBTwPzyI6j9aqdY8j6UUnTj05XXnwEeD01m28DPi1p83R1xqfTtDKpyTGleSskfSRdvXR0xbaaRaOU7a5+poVLZeIKYH5E/KTksQ5LLQckDSI7VzKfLFEc2k6srcdwKHBHpBMSNVGPk0QFn9jZj+wqhaeA0+sdTzfi357sCpVHgMdbj4GsX/G/gCeB24Et0nQBF6fjfQxoqdjWl4GF6fWlOh/XtcDzwDtkfajH1vKYgBayRPoU8FNqeKKuLK+yle1afaa9EOfHyc7rPQo8nF4Jcp0QAAAAWUlEQVT7lTTWDwIPpVjnAd9P07cnu1JvIXA9MDBN3yiNL0zzt69lPL7VhpmZ5Wq2LiYzM6sRJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaW6/8DQxhzOWm56wkAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"As an entertainment, we can build a wordcloud for news titles. However, no useful insights from such a picture."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud, STOPWORDS\n\n# Thanks : https://www.kaggle.com/aashita/word-clouds-of-various-shapes ##\ndef plot_wordcloud(text, mask=None, max_words=200, max_font_size=100, figure_size=(24.0,16.0), \n                   title = None, title_size=40, image_color=False):\n    stopwords = set(STOPWORDS)\n    more_stopwords = {'one', 'br', 'Po', 'th', 'sayi', 'fo', 'Unknown'}\n    stopwords = stopwords.union(more_stopwords)\n\n    wordcloud = WordCloud(background_color='black',\n                    stopwords = stopwords,\n                    max_words = max_words,\n                    max_font_size = max_font_size, \n                    random_state = 42,\n                    width=800, \n                    height=400,\n                    mask = mask)\n    wordcloud.generate(str(text))\n    \n    plt.figure(figsize=figure_size)\n    if image_color:\n        image_colors = ImageColorGenerator(mask);\n        plt.imshow(wordcloud.recolor(color_func=image_colors), interpolation=\"bilinear\");\n        plt.title(title, fontdict={'size': title_size,  \n                                  'verticalalignment': 'bottom'})\n    else:\n        plt.imshow(wordcloud);\n        plt.title(title, fontdict={'size': title_size, 'color': 'black', \n                                  'verticalalignment': 'bottom'})\n    plt.axis('off');\n    plt.tight_layout()  \n    \nplot_wordcloud(train_val[\"title\"], title=\"Word Cloud of Titles\")","execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x1152 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABrgAAAOVCAYAAAAyXODxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XecHVXdx/HP2c2WbLLppHcCJIQECAECofcmIoKAooDwKCKID6JUO4L6WLGgqCBN6V0gdIQQAgGSkJDee8/2vuf54zezt+y9e+/dmk2+79drX3dn7sw5587MnTsz5/zOcd57RERERERERERERERERDqLrI4ugIiIiIiIiIiIiIiIiEgmVMElIiIiIiIiIiIiIiIinYoquERERERERERERERERKRTUQWXiIiIiIiIiIiIiIiIdCqq4BIREREREREREREREZFORRVcIiIiIiIiIiIiIiIi0qmogktEREREREREREREREQ6FVVwiYiIiIjsYZxzpznnfNTfhR1QhqHOuTOcc99wzt3onLs5+P8C59x451za9yrOuYejPktlW5a7s3POjY3b9zd2dJlawjk33Dl3u3PuXefcFudcTdznG9vRZWyKc+7xqLKWtnFes6LymteWeYmIiIiItIcuHV0AEREREdmzOOd+DVwXNeta7/2dGaz/W+DbcbNHeO9XZ5DGamBY1KxR3vuV6a4vzeOcGw58Azgf2DvF4iXOudeA+4D/eO9r2rp80rk45y4D7gLyWjHNjcCA1kovgWne+9PaMH0RERERkT2GIrhEREREpL39N276mAzXT7R82mk450YRW7m1WpVbbcs519059xtgGXAjqSu3AAqBc4CngGXOuS8751wbFlM6EefcscDfacXKrV2dc+5XcdFp/Tq6TCIiIiIiHUkRXCIiIiLS3t4GPBBWVhyd7orOuR7AgQneOgZ4MM1k4ivD4ivcpBU55/YFngESdRVXBswHtgDFwF7AIGA/Yu9VhgH3A/2A37ZleaXT+DGxDTb/CjwErAfqouava89CiYiIiIhI+1EFl4iIiIi0K+/99mD8lwnBrP7OubHe+4VprH4kkJ1gfiZRYPEVam9lsK5kIKjcegsYGPfW88AfgTe991UJ1usDnAlcBhwf9dYeE60jyTnn+gLHRs162Ht/ZSslfyiJzzHxbgCi8/wl1l1iKhXNKZSIiIiIiDSmCi4RERER6QhvEangAqugSqeCK7oi603sIbcD9nPO9ffeb84wDVAEV5twzuUDjxNbubUduNB7/0pT63rvtwMPAA84504Hfg2Ma6uySqczKW766dZK2Hu/Jp3lnHNFcbN2NKerU+/9eZmuIyIiIiIiRmNwiYiIiEhHaO44XNHLPYt1bxdK2dWhc24gsE/UrI3e+8Vp5i2Z+Q2xlZibgWNTVW7F896/iEXVPNGKZZPOrX/c9PoOKYWIiIiIiHQoVXCJiIiISEeIr+BKp3IqH6voiE7jnajpdCrJ4vNR9FYbcM6NI7b7NoCveu/nNSc9730ZcD7wSEvLJruF7nHTNR1SChERERER6VDqolBERERE2p33fpNzbhGwXzBruHNuZIouvg4HcoP/S4DZwNtEKlLSqeCKXyaj8beccwVYJdkwoB82ns4m4EPv/ZJM0kojr0LgKGAwMAAoBf7jvV+WYr2DgYnAIKAIWAu8473f0ZrlS+E6rOvI0CPe+/+0JEHvvQdWtKhUSTjnsoHDgH2x6CCPRZwtAj7w3te3Rb6tzTm3H1YJPBgox/b9TO/9hg4ulwMOAsZj27cLsAVYBszw3mdaQeVSLyJtwTk3CDgCOyf1BnZiEXRve++3tSDdoVjXk8OBHth3sAzYgB0n87z31S0rvYiIiIjsblTBJSIiIiId5b9EKrjAKp9WNrF8dOXUDO99nXMuOoJronOup/c+fmycZGmEZUgpiEi6DTgTyEuyzBKsW76/ee/r0kjzSuCuqFlHeO/fc84NB34JnA10jVutGnvYmyi9zwO3Y5U08Sqdc08AtzZnnKBMOOd6ARfHzf59W+bZXM65PsD3gS8DfZMsttU590/gZ977nWmkmXC/plmeh4ELgskq731+musdi41TdkiCt+uccy9g+35uOum1lqBC+Hrg61ilWyLFzrlHgR9675N2Neicew+r5E5khtWhNZL2tu8ozrnHgc8Hk2Xe++5x7x8AfJJk9S1JPjfAd733v2qlMmYBX8Iqrg9Ksli9c+5N4Gbv/cwM0r4A+A6x0bmJVDrn3gUe9N7fm276IiIiIrJ7UxeFIiIiItJR4qOnUkVgRXcv+DaA9341sCaYl4VFPCUUVLwcEDVrG7FjeCVb73vYA+ZzSVK5FdgHq9iY5ZxL9jA/VV5nAHOwSo74yq1k62Q55/4BPE7iyi2AfOwB9WznXMruIFvomCC/0ELv/Yw2zjNjzrkTgaXAt0leuQUWqXc9sKQdtl3GnHM/Bt4gceUWQDbwGeAD59x57ViuA7EIuB+TvHILLFrnCmCxc+789iibpC+ocP8AuJ/klVtg598TgPeccz9LI92coGLzYVJXboGdU04AfprGsiIiIiKyh1AEl4iIiIh0lPjoqaQVXM65Lli3WKG34/7/YlQaybrCO4rYBl5vB93eJeWcuw24JW52HTATq1grBA7GugMMHQRMd84d7b1f21T6cfYH7gS6BdNbgA+BHVi3bpOSrHcX8NW4eZXADKz7xD5Y5EvP4O/ZBJ+pNcVXMmbUDWR7cM6dCTxJpMvL0DxgMdYF3lhgXNR7/YCXnXNne+9faZeCpuCcuwn4QdzsWiLHZw+s4msA9lkfwqKp2rpck4FXseMt2jKsUrkKGIN9d0LdgIedcwXe+/vauoySmnNuf+AVGldQrgXmYt0T9gImY+eo0M3OuW7e+283kfz/YePqRSvBKvjXY+OqFQJDsXNjWtGMIiIiIrJnUQWXiIiIiHQI7/0a59xKYGQwax/n3EDv/cYEi08Cwq67qrEH+KF3iFRwNRVhk9H4W86502hcEXQfcIP3flPUcllYF2N/JPKQdyRwn3PupFSVaFF+jz3kXwtcCzwdPfaTcy4fe5gcXcbPAl+LmlWPdZP4U+99cdRyeVjFxs+DNG5Ls0zNMSVuelYb5pWxILrufmIrt2YCX/fez4lb9hDgb0QqYvKBB51zE7z3m9ujvMkEZYuPZrkP+F502YLxxS7EKk/7YMdHW5arG/BvYiu3FmHb9624ZcOoxxODWVnAXc65md77hXFJf45IBOWXiD2GzwU+TlCcDh17rJUsAkYF/98M/E/Ue5OwCvBEtrck02A/Pkls5dZrWBeE78ct64DziD0HXuuce8N7/0yCtAcDV0fN2omd8/6daDy2oIHDVOw8e1KzP5SIiIiI7HbURaGIiIiIdKR0uymMrria5b2vjJqOjuaa7JxL1rVffOVX0vG3gkqBv8bN/qX3/tLoyi0A73299/4x4Fis28PQCTQei6op3bGomyO9909GV24F+VRGV/4FD33/EJfGtd7770ZXbgXrVnnv78QqCWqA3hmUK1Px0R6L2jCv5vglVtET+i9wXHzlFoD3/kPsuIl+oN8fuKNNS5ieP2LdD4Z+ExyfMRVv3vs67/1DWCVSMW277wFuwqKzQguAqfGVW0HZlgCnYlGFoa7AnxIsu8F7vzIYQ25b3NsN78X9VbX0w3Q0731N1Ocujnt7TZLPvTL+HNAMPyd2jMQ/AyfHV24FZfTBOXAKFnka+nXQACDe6cQeu5d57+9PVLkVpF/rvX/Le/8tkkeyioiIiMgeSBVcIiIiItKR0u2mMHr+23HvzScSxZBDbFeGADjnCogdo6gImN1Euc4BhkdNf4g9uE8qiDi5Nm52/HQqV3rv16ReDIDPAsOipqd57//Y1Are+2lYJE9b6hM3XdTG+aXNOTcQ+ELUrFLgi3EVpjG892VYhGD0Ml90zvVrm1KmFkRvRUfKzQNuaGod7/1s2rZryuhIwVA9cLH3Pr5CKrpcdcAlxFaMnOCcOyDJKtLGnHN7YeOihWYC16SKRvXerwCuiZq1N3BWgkWjz611wHPplq2p76qIiIiI7HlUwSUiIiIiHSllBFfQ/VX0uE4xlWLBQ9d3m0oDq/TKiZqeHh8hFedLcdM/SbF8WJaHsIiV0CHOubGp1gss8N6/kOay0LiM8d3VJXMHFsXV6oJ9FT/u0i5TwYVVbkUfB3/z3q9LtZL3fhnwz6hZ+ViXbB0lft//3Htfm8Z6fwHasmvFU7GxykLPeO8/SrWS934n8Ou42ZlEP0rruozYMa9+mM75L/AYEN3NbKIKrmjZtH1UoYiIiIjsplTBJSIiIiIdJqg4iK5gOMA5F/+wczyRqKB6YHqCpKKjuhJVcMV3T9jk+FvAkVH/FwEvplg+2r+bSKspaUcxBKIj1dZ57xNtl0aCaJrXMsyrJdIdg6w9xO+L+H3VlH+lSKs9Re/7GuDpdFYKKsGebJMSmd1l++7pjo/6vwh4Nd0Vg4qw6HPR1ASLxXdb+oskXRmKiIiIiDRJF5EiIiIi0tGiK6ccjSujoiusPvHeJ4oIeifq/ynOuZy49+MrvZJWcDnnhgADomZ9lGxsmCTei5s+JOFSjTXVZWIM59wgYGDUrFnprhv4IMPl0xJE08Xvn/iIro4UvS+qyGCbY9u4Lkla7SaIkjs4atanQTeK6WqTfR+I3yYz010x6JpzfRNpSfuJrlxcBgxzzo1M9w+IPh5HJkj/BWLHE/sqMNs5d7VzbliC5UVEREREElIFl4iIiIh0tFTdFDY1/lZoFlZhAdAVmBy+EVR2RY9XVIaNqZXMXnHTS5pYNpH46IT49JLZknqRBgPippdlsC7A0gyXz8SOuOlebZhXpqL3xapMKi699xXA6iRptaeeQF7U9K6076O3SbX3fnXSJROL/u4UBGPnSTtyzvUAekTNmgSsyPDvK1HrFwRjszUIuqT8dlzWE4A/AKudc0udc/c5565wzu3dWp9NRERERHY/quASERERkY7237jp+Aqu6IiuhBVc3vsq4P0kaUzGKr1C76YYryi+QqY44VLJxUcwpTu+TGkGebR2GVvT+rjp/dowr7QFXaBFP7jPdJtB7HbrqHGDduV9H122lm5f0NhMHaFP6kUy1j1+hvf+XmxMvI2NF2dvrJLsb8BS59ycILorL8GyIiIiIrIHUwWXiIiIiHQo7/2nxEYvHeyc6w4QtN4fHPVesgguiO2m8Jgk/0PjCjVpXc3tolFEOl58966twSWa6b1/DBgDXAFMI7Zrw2gTseiuT51zk9qgfCIiIiLSSamCS0RERER2BdEVV12IjAETXTm1zHu/oYk0oiu4pgYRO/FpQBPjbwV2xk33SLhUcvFjTsV32dcaWruMrSm+EvLYNswrbd77emKjijLdZhC73dpiv6Zzf7Yr7/vosrV0+0LbbGNp2va46de9966Ff1uTZea9L/Pe/8N7fxoWsTcF+A7wHFAet/ho4GXn3IjW/MAiIiIi0nmpgktEREREdgXJuilM2T1hlOlAffB/T+DAoJJratQylcR2ZZhI/FhYY1IsH2/fFOm1hk1x05mOU5PpZ8rE20TGQwMY55ybkmzhdha9L0Y457qku6JzLh8YliStaPHdX6adB+mNV1ZE7PbdlfZ99DbJdc4NS7pkYtHfnXLvfXwFh7S9HUD02HT92itj732N936m9/433vuzg7wvB6IbNvQFftBeZRIRERGRXZsquERERERkVxAfVXVM3Cuk6FrQe18EzItLYyKxUSEzg/G6mkpnHbEVSJMyqQjBIhCifZjBumkJItmix66Z7JxL2A1YEoe2cpEaeO93AA/Fzb62rfLLUPS+yAMOymDdycRWViXbr/FjT6VTaRUal2oB770HPo6atb9zrlsGebTZvqfxNjk83RWdc0OBIU2kJeDbPAOLdPwgatb+YZex7c17X+G9vwc4DaiOeuszHVEeEREREdn1qIJLRERERHYFc4nt3uww59woYqNTUkVwQWw3hUfT/PG33o36vxdwaprrAVwUNz0jg3UzEZ3uECLdOjbJOdcXOLFNShTxm7jpC51zp7ckQWdGtSQNYvcrwAUZrPvFuOlk+zU+smtsOok758YDQ9MsS3TeOcA5aebRBfh8mnk0R3ts3z1ZfOV8bhvl82rU/12Ac9son7R47+cSW6m7l3OuoKPKIyIiIiK7DlVwiYiIiEiHC6IGoiun8oDro6Y3eu+XppFUdCVYogquVONvhf4VN31rOhFSzrkLgf2jZn3kvV+QZp6Zio+SujXN9W7CKkXajPd+PnB33Ox7nHP7J1o+lSBC6VEyqzBJ5DFiu1/7mnNuYBr5jwQujZpVBTyeZPE5cdOnpVm2G9NcDhrv+xvTjDK8Etgrg3wy9TIQPd7SOc65CalWcs71BK6Lm/1gaxZsN1EUN53y2G2me4j9nvzAOVfYRnmlKzoy0tO4K1ARERER2QOpgktEREREdhXx0VVfjfo/negtiK0k6w+cGTVdQ/pRIU8Da6KmpwA/bmoF59y+wJ1xs+OnW9OzwNqo6dOcc1c3tYJz7hTgW21YpmjfBuZHTQ8E3nLOnZBJIs6507Bx085raYGCrh2jK6Z6AA8455JGwgSRIv8CukbN/rf3PuEYXN777VhEYugE59zURMtG5XEZcHGK4kfn8SEwM2rWAcDPU+RxIPCzdPNoDu99JfC3qFldgAedc0m7aXTOZQP3AgOiZr/pvf+kbUrZqS2Kmz6+LTLx3q8C/hk1a2/gcedcj0zScc6dGFQOx8+/KDhfppvOcGLHY1zhva9OtryIiIiI7DlUwSUiIiIiu4r4Cq78qP/TquDy3q8FViVJY5b3vjzNdGqxaJdo33fO/c05FxMB45zLcs59Hit/9HtvAg+kk19zeO9rgGviZv/eOfeL+GgL51yuc+4a4Cksemsnbcx7X4FVSkVXBPUDXnPOPeOcO9k5l5doXedcb+fcxc6514EXiY2Ka6nvAjuipk8CXnfOHZCgHJOw/XpE1OwtpI62uic6GeAp59xJCdLv65z7NfCPYFYm++WbQF3U9Hecc/cmOD6znXNfBF7DKvTaet/fDiyPmp4IvJOoks85Nwbbv5+Lml2JfTZpbAaxkVU/cs59zzl3mHNub+fcyKi/jCqjErgeWBg1fQrwsXPuEudcfqIVgm5ExznnbnLOzcW6OkzU7ebngQXOuRedc5c55wYkWCZM8wTs2I3OU9F9IiIiIgLEDpIsIiIiItKRPgRKge4J3ks3gitcdkSC+emOvwWA9/4F59wvgBuiZl8BXOqcew+LnuoOTAIGx62+Brgk6HqxzXjvn3bO3Q18LZiVBXwPuMY5NwPYBPTGItDCKJoirDvDP7Zl2YLyLXTOHQM8A0RHbJwd/JU55+ZhlUbFWAXhIGzcqkT3KmlVUKYo0zrn3KVYJFfYVeNU4JPgofwSrFJqP2B83OpVwJe995tSZPNX4Coin3kv4BXn3CLgE6xiajhwKJHP+VDwf1rdMHrvP3TOfR+rUApdClwcdXwWAocQ6cquBusKMLoCrlV570udcxcBr2AVamDb8R3n3BIsqq8GGI19d6K7/vTAN733n7ZV+Toz7/0W59wjRKL9ugO/SLL4d4FftSCvYufc2dh+DM+no7HIrrudcx8D67HvZCF2jB8Q/J+OLKz7ztMAnHNrsAi17djx0Rc4EDsfRFtE8s8sIiIiInsYVXCJiIiIyC7Be18bVMqcHPdWEbFdvqXyDom7e0t3/K3oMt3onCsGfgJkB7O7AEc1sdpc4Mwgmqw9fAPIJXaMqK5Aoq4AS4BziI2GaFNBJddkrHu8bxB7D9INODyNZFYAN3rvH22lMj3rnDsLG9erZ9RbE4O/RLYDn/fev5lG+pXOufOwyoHo6JT9gr94j2Fdct6fuvQx+dzhnOuKVViGFUXJjs8a4CvA7EzyaA7v/fvOueOA54mt/N0n+EukHPiq9/6RNi5eZ/ctbBum871pEe/9kuC7+xAWwRXKTTP/GqAszeyGBX9NmQWcnW4kroiIiIjs/tRFoYiIiIjsShJVQr2bYSRUomivOmB6cwrkvb8diyR4GovgSWYpcDVwSDtWbuG9r/feXwacDyxOslgV8AhwcDoVNK3Ne1/ivf8WMAb4JVZhlUoJ8AQW6bVva1VuRZXp5aA8d2KVV8lsA34DjMlk2wVjSB2OVaIlO34XYlGBFzR3TCHv/Q+wysyPkixSB7wATPHeP9ycPJpZro+xyryfABuaWLQE66JxX1Vupea934FVYF6AfacXYo0A6pparwX5bfXen4p15TmNps+BYF1Mvgb8LzAkOA7ifSd4/xUsajeV2cDXgcODcfRERERERABw3vuOLoOIiIiISKfgnOsGHI11L9cXqMC6AfzIe7+oI8sWCsaNOhCLHCrGuqp7x3vfVCVOu3PODceipUZgXdk5bHyobcA8YEFbd/EYVZZsrDJqXyLjqG3GukN7v6XlcM71A47DxiPKB9Zhn29WS9JNkM9Y4DCsW7fyIJ/3vPfrWzOfZpTLAQdjXRX2x6LMtmBjdU0PxpOTTiCIGJyCfW/7YsdzCfZ9WQgs9N5XZpBeNjAOi0obinVx6IM0VwKz27PBgIiIiIh0LqrgEhERERERERERERERkU5FXRSKiIiIiIiIiIiIiIhIp6IKLhEREREREREREREREelUVMElIiIiIiIiIiIiIiIinYoquERERERERERERERERKRTUQWXiIiIiIiIiIiIiIiIdCqq4BIREREREREREREREZFORRVcIiIiIiIiIiIiIiIi0qmogktEREREREREREREREQ6FVVwiYiIiIiIiIiIiIiISKeiCi4RERERERERERERERHpVFTBJSIiIiIiIiIiIiIiIp2KKrhERERERERERERERESkU+nS0QUAcM75ji6DiIiIiIiIiIiIiIiI7Fq89y7R/F2igktERPYMffbtC8D+X57YMK9sYykAWz/ZDMCa/65qtfxGnDgKgNVvrATA16fXnsJl2W/m4COHNcwrHFoIwMKH5ydcJv79UG5hnr0/rAcA2z7dktmHEBEREQn0+dLpAPQ846iE75dOnwPAlj8/2m5lkvYz6NYrAMgdMQiAVf/z044sjuyCrvyf7gDc9qOeAHzv5p0A3HNfWdpp9OppnT3N+WAgAKvW1AJw7El2v+aDW6pNq4cAkJ2deTkXLqoB4KgTNqe1/BcvKADgzt/0bpj37owqAM4+b2taaZx4fD4AjzzYN+ky1dX24TZsqAPgrbctj9/+oQSANWvr0spLRETaj7ooFBERERERERERERERkU5FEVwdrN/xZwDQ9+iTAFj5l/8DoGrzhjbL02VFmteM/Mb3AKhYsxyAjc8+0mb5tqZu+4wDoN+xpwKQ139wzPs1RdsBWPfovQBUb9nUjqXb9e1zskWcLH1tLZB+VItIS/UOIrhWv7aiYd7qN1fGLJPfuysA4754AAB5PSwCauGjFhnVc5S12iscYhFTBQOsleKq15Y3pFFTVhOkMcGWDaKnNn+8EYAdS+0cMf4rBwKQnWPtPZa/uNTeX2Lvl2+OtHQMI7RC4fcmXCb+/awgzbEXjAegeE0RoAguERGRPU23KcH1yLGHAJA70u5dsgosmqCuqLRh2Zq1dt9S8vbHAJTNmBuTVtFz/7X5M+cB0KVfLwD6X3Nhm5RdRDqXe++3e5NrrrJ7pKu+bq/3PWjz69IIQLr80m4AdOtmPVb8328seskneWyweo0l+vhT5WmXc8uW+rSXBTjrDLtHrKqKFGLK4Xaf2K+f3Xdt3ZpZmq++XgnAjJnVDfN69rDPPOGAXAC+crFti7POtPxPOt0izsLPLCIiHU8RXCIiIiIiIiIiIiIiItKpKIKrBQr3PwiAngcfBkD+oKEN72XlWeuOujJr6VK12aIGiuZ8AEDJ/I/brZyNJBqOzXWOus7cPnsBMOSCrwJQV2rbd9vbrwDg660VTU5Pi/Co2bGtvYuYUG73HACOuMpab/qgYdHC5y2KpWRzBQCTLt6vYZ28HtZiaM7DSwDoO9oiUHoMtRZYhQOtD+olr6wGYN2HFhUy5RuWR5c8i9RbOyvSp3XZFsvn4C+PBaDX8MKYdbv3t+N243zbbsXrrJXX5MssYm7+MytSlrNsi7XamviFfWI++8a5lmZBX2upuvCFlQBUl1qkzeSv7t+Q5qx7PkV2TyumWYTUhMsOapg35CiLKJx3n40ZUbKmGIDFTywAoP+BAwAYdswIAOqq7XseRkIteNhaMB/23SMb0pxx29sA7Fy2A4D5D3wCgK+zL18YVVURHK8lay3PAy61cr19y+st+6BAfY3ltfIViywbduyIFqcpIrIn6HW4jS3U/8xzky9Ub+fYxT+6vu3yaYU8JH3h/oDOv09cjt1m7/XNLwDQ7VC77qgrseuOitmLgmm71u7Sp2fDul0PGANA7TaL/I6P4KorLot5rVmvyHDZ9e3b277fXVxuo/dKa+w+cXXJnBbn0zd/OAC52XZfu6FsUYvT7GzCCKc7/2SRoT/7sZ1fPhNEQD39XEXC9fLzIw+Kvna5PXOYv8Du1Z9/IfE6oZWrbIyu239R3NxiJxVGkR17tEVrhZFo0eU8/VT7bA88lP44YwBvT7fxtf70l9Kky3z1Eovg+uXtFi177dX2DOU7N+zMKK891amfsedWx51sz4Fu+tb2jiyORDlhzDUAZGfZM7v64EFlRY1dfyzdas9UNpcu7YDSiWSmc9RqiIiIiIiIiIiIiIiIiAQUwZUBl22ba9C5FwNQOG4iAHXl1kqkbOmChmVry6wFSE5Pa+VRMGpfAGqKLZqgIyO4fFSnyyv+dEeHlaM5ugfbPBxHbONzjwJQtmxhh5UpHfk9raVabnd7ffcP1jotjKgKzX10ScP/gydZtNro44YAkaiVTUF01eyHrDXacTdNBqBLvh2fO1dbVNuC5yJjHMXbttRaZHz4Tztm6+usldekr1hkV87yopjle4+06LGK7ZUpyzn/qWW2zghbZ9qtM2LS6r9/HwDGnjESgI1ztwJQU1GbtLyy+wijmubc/VHDvNxgjK3J/zsFgA0z1wHQta+1xCtaZcejyw7bZNiCxOotAAAgAElEQVR3oWK7fX/qqmzauUThqYk7is/pZt/Fso32fQm/X2EUmYiIJDb8yusAyB88NMWSjVWuXQXA6rt/3+RyJfNmA7FjqGYXWAvqfqecBUBOj14Z558qn7bIQ9IX7g/o/Pukz0WnAZHIrfKP7F5ly5/t3qW+oirpumH0l+uSnXQZkc5qWdHMhv9r623co/F9TwRgY7ndY47sMQmAnCyL+FhdbOeGMNJrTK8jAMh29l3ZXrm2Ic06H3tP2SO3PwDdc+wedH3Zrv3coDX98wF7TvWtb1qU09XfsNdkEVwXX1TQ8H/fvnbf9Z0bLUop2dhb7eHkE+w4yMuze70nn46U//hj7b2zTrfXTCO40vHQwxZ5+/Pb7PfnkIMbRyFKcmHkVv8B+k3bVc1c/RAAxZV27dW/u0WSHzTkHADeWPpHAGrqKjugdJ3H3vfdBEDNph0J39/wG7sGrNmoKMZQ1/GjAKiYn/z5dboUwSUiIiIiIiIiIiIiIiKdiiq4REREREREREREREREpFNRF4UZ2OvkzwCRrglLF88HYMNTFs5ZX5U8XDPs3tB10SZviZyevWOmqzZv6KCSZKZ4nYXKv/cnGyT6kEvGAbBy+noACnpb2HZBv/yGdXassAFas7ItFD/sWLJ8mx1ntQ3dstn83G42MGTFzuRdnjRI0seAr/dBnlkxeWd1semwW8Gmyhkq3VyeMI/Nn1o47gHn7g1A9/7WDd1HD3SOAYD3dQc2/D8MC932SbrB+9R/AMBG1rR9wTqJYceMAKDfAXs1zMsOutdcP8O6FwmPw8Kh1s1ll65dYuZnYvtC6wJz0tWHArD69ZUALH/BukCZeMXBAJSus64Kty2w5etG2GDMe5+xT0NahUNtQOHildZlYumGkphl4t8vWWvfjTFnWxe1vfa289fOZZGQ9HXTdWyISOey7bUXAcjp2w+IdCHXZ+rxUUvZ+Xr79DeBSHfeNVu3pJVHXdDVd/nyJY3e633UCZZ/K3RVlyyf1sxD0hfuD+i8+6TLXvZb3+MU63a5ZpP95m/+w8MA+OqalGn4mtqYV5Hdyd49D2v4v0uWdVO+qXwpANV1dv+4usS6DO+TZ13g9y8YDUB+tV1rl9dat3nrSj9tlH7f/OEAFOb0jXldvPPdVvwUnUNVlf0W//6Pdm69/Sd2f3PUkbbd33nXnhuEj6iu+nphw7rzP7Vz1X9eTNydYXs68wx7XrB9h3V1/9Hs6ob3XnvDno1cfpldi/QotOcWxSX1rZZ/dbVtx5oae+3I7ho7k2BUEQ6basfbyqX6TessNpfaOdl7+x51zbFzh7oobJqvsWe0q7/3lw4uSefR9yK7vl976z9anJYiuERERERERERERERERKRTUThRGnJ62YCkvQ89CoCaHTa46frH7wfA16bREq+uNuZVmsfl5MRMd5bt2XeMtXgYc+IwALJzrG7ZYVFP9bXWMqLXsO4N6+RkGLWy8h2LBjv+pskADDzAWquFEVMAy99aZ/MW2KCHU799EABLX7Uoko1z7dg+9Ir9Adi+3CJQaipqW62coY1zLVJm4ERrAV5ZlEbk2S5mJTZI8TI/v4NL0nms+e8qANa/FxkMOjyu4o+hNW+ttPdr0muB9+5P/9to3uInbR9l51gTsrqaupj3Z9z2NhCJUgzLEpr1u/dS5ptqmY/+8H7KNNpTTp591n98cmja61w+waIRa6parzWkiHROZUsW2D9xwVW9Dpsamai3c8W2119qp1KJ7Bq6H2E9fYRdLBRPs6iRdCK3diWFJ9g1Qo8TLdomZ0h/IDaqrGrJagB2PPGaTS9bS1MKJo0FoPvRFj2fN2pIw3vZvS1q31dZZEbVCruv2fnk6wBULlrZZNp9vnQ6AN0OO6Bh3ppr/88+w0mH2+upRwCRKLv6cmuJXvLWh/Y5Hnm5yTwg9XbJdJsAZHW16IbeF5wafIbxNr/AesyoXr0xpnyd7ViKt6wocl1cVWfRvQfvdRYA2c7uK/OyLRqntMbuYwucXbt2ycoFoLoudVRRbpBG2NNGeN+drOeN3dl9D9p2/tY37R7+mqvsNYzgOufsAgCGD8tuWOeSK6xHio6MVsrNtX128gn2XZj2iu33+qjbkZdfte/xlf9jn+nUU2zZx55I3JtMcxww3p5B5eVZeT6Z3/LvYLfudky//uEgAFatsHPIF07blHFaT702AICBg+37c8Ihdv6sKE+88844x/b3hZdEnunsMzb2OduCeXYuvu+v1mPJW682Hblz/sX2ffvs+d0apZmXb9utbz87vmavGtpkWofsbefNdB71HXK4nT8v/6ZFH06cZOeI3GBfrQ6267OP2fHw4D32eepjHwkkFG6fG39ikeNHT7DtOmyEbedrb7RnfAccZJ/TuUiPRiuX2TFyy//ac7cVS5s+Zs78nO2T8y+2PEeOtjy6doukuX2rHfiLPrV9858n7TO98kLrRVmG5+BBPe13qKbezhFlVdtilivItd/R/QecAkC33EhPWz44aazcYc8PVu/4CIDcbIvEnDLiKwCsLbJI3SE97bopy9nxsWRL5JnO+uLd8zlbl3527Az+3kUArPvp/Y2WGfL9SwBY/8t/AVC71c7JXcePAqDvBdZzhq+z4yIr3479dT/+JwD1lXac9Dx5ckOahVMn2D9ZdlxVfLoSgG0Pvx6T9+CbLrb35y0HIH+sRUZ36V3YqLx5IwYC0OvsI608wfO2nL3sM5bPXRaTR+5wu27q87ljLO3Rg2PyjLb+59ZbXro/RIrgEhERERERERERERERkU5FEVxp6HGAtTILW+LtmGk1yulEbmUqjFAacOZ5AHQfO6Hhvaxca50QRpDt/GC6vX44I1gica1mn6knArDXiWcmzbdsifVfvfbff29WuXtNOiLy/2Sruc3tZy1JwiirijUrANj61jQAKtetTphWGCnXe8qxDfO6FFrtb/wYZmOu/2nCNEoXzQNg3SP3JC1zVo7VcPc+4jgAeoy3/dylZ9C3f1BLXFtiNeXlK6yp8rbpVvNcW7wzadrxti21NHaushYjYaRKfV3sPlv2RqSVX12aUSuv/HBmzPS0W+x4SBaRAvDJ49anbnauLVNXHbvMppu2B+UL5scdWumUc/qdc5osd7gNlr6mMYj2RHXVqZtNpRu5lVZ+NU3nl+h7sruqq7Xv3v0/XglAYR87r/boY78/J35pQIeUa08wfKy1zgsbIa1Z1HqtS6VjHHu+jSd4+c9GN3rv++fYtciqT8vatUyya+o60sYe7XOMXZd3HToSiFzbVm+38cmKP7YWrztmREUl16f4jQruUXoeYuM+9TrUrsVz+liUfFZeXtrlXPyD6xLOzx9qrTd7HmyRK+HnAegSjJEbtl5u+CyzZwGw4923bME9YOCSvL1jW6ZXzl/WQSVpnr6X2pjTPU62Y6n8Y4uEL51h4whn5UeOpe7H2L3ToB98DYCNd9h9V+XClQnT7nmG3eNl97AW/mWzIuMn1W61+6oufe0+rPB4a3E84LvW0nvdDb+35bYVNVn+7F6RMYR6n3eSlXOqjZ9bNtPOyXXFNh5R7giLnAgjuZIJtwmk3i5pb5Oolv4DrrfPmD92pKUdbJfKxXavHEac9b/uS1beks597bB3z8OjpuycsLNqYzBl57qCLnYcZDu7Ng0jArZUrARgfB9rud4rz1qOF1VFol7qvD172FZp26+81o6ZMb3secUSjcXFHT+1Zyvjx9n2DSO65kVFJr3wUmZRIcccZd+BreuGpFgy4qd3FAflKkn4/nHHBN+r7vZ9eeX1xj2+zHjPohRKSuwznnV6yyO4wnG8DjrQtk84dllZmeXxp78kLm8mykrtWH99mm3n0z9r9whh1NOShamfNY47wJYdNcZenws+c7LIrf+92T7HJcFYayuXR0KknnzYrlXDU9NRx9l2/P0/7DriN7fZ9+j+vyX+7CuC8bWe/Hfkmjc7eHR3y8/sHLYqyC+MCksmneiqcHv97HfW29bqlZb204/YNqistG0weYodQ9fdap/9oEPtGeB3vh6JSEr30uTYk2ybhJ/nvbftt+Nf99r3qnefSATkUcfbsps3NB2GdumVti++fZOV79NP7Hh+/F9ljQo3NIgcO+JoSzvc5q0RwXX4cPt9cUG0bGkQsfX+KougCc+rYSTsQYPPAWDeRhuXt7hyY0NaOdlWviNHXhbzXnm1RbOF0V/Vtbav3l5+NwDd8+xYCyO8ALZX2LPCypriFn/G9uCCXoOG//LKmPlhlNWam+yzhtFYWx+wyOwBV38uTKFhna0PTItZlizbNwODZdfcYs/ua7cn3jY5A+27UXj0xIZ5a394b1AgO66G/PBSAPLH2Hm7cum6mDTqq22/b/i/hxPmES13oPUgtuo7f4qZP+zndj1U8rZdL1Wv3gzApj8+CUDXsd8GYP0dD6bMIxVFcImIiIiIiIiIiIiIiEinogiuNOQPHh4zHUbytIWBZ19o/wQtNYtmRVoY+TprytBjYtCiLYjyCiOkimYnHuel6CMbH6Z8ZRC1U1DQ8N7QC69oUXkHnH4uAL2CqCuA0sXW6qx4nvW1Gkae9TjQ+iwffuk1AKx58C8AVKyKbdlYHkzXljVu2dHrEGuRWjBqHwA2Pms1yfXVsa15aoubbt0HMPCz1t9pGCVXNNsioao/shZgWXnW8iBvgPUJWjjexqva+saLKdNOJlVUVrpRW+lIJyIlPnIr3XVbUs59TrZxyAr6WR+8C55f2ey0OpsCrHXcfu7gmOnovuBXezu/rCX2ezGCfQHoErRk7Iq1fu3NXsES1trjPW+tQGqobli3B32CfA+MWbaQXsGy9v1Z6RcBsIalzfp80jmEkaOvPhTbx3s4NpciuNrO5bdblM/qBdZi7R+3LO/I4kgrKNmRvGVm6c7OPU6KtI7CiZMAGPR5ax1bvc2im4o+suvOsEeIMCJqr1PPtunhoxrSWP/wP+2fJM2M9zrFIkx6Tz0OgOK5NqbQ9v++CkBWQWRMjD5HnwBExhjeMu1ZAMoWL2jyc/SeahET3cbYOErlyxY1vFe6wCJjXLb9jnQfNyHms4T3AtvemNZkHruDrB7dYqaTtazd1eTvNwKIRCgVvfAOANsfSn7fU/yy9Rox9LffAaDvV2wcpXU3/zHh8pt+ZWM2hONCNKVqufUW0f/qCwDoOsHu/UrenNXkeq5LpAV91wPt2nntDXcCmY9dFb9NIPV2SXebhOORQSRyKxwLbOvdTyZMu/xDu8ceeKO1ik8VebarWbzjnbSX3VRu90H1PnEox5ytNr5jGG3gfep706KqjSmX2d2FY3Fde7Xdg/7jr/Y7MGZveyz4lcszj2oJrV5j++rxp9KPnJr5QdNjcJ95uj0vCIOYX3+j8TFfE/RM8fpb9t4pJ9oznK5dgzFmKpr+ID/+fs+Y10TmzLVzx+e+YGOIL1rceuPAPx+MoxRGJIVjMf3ujtTPs878XOzvzfNPJO4x4MBDLGopjNz68D3b7lddsrVhmarK2O30hwLbfnc9YM8awgijGUHUUnyE2awgzfAVImOWhRFPWzfbMRJGizVHrz72nf/+HZbmR+9bfl//kl1bJRu36/bf27Eejj927MldG9578+X0IqDCPK++1LbbBzOSH79hJFyq71FYnp3b7SD/8jkW3dLU+GNhZFw4Rl1rmLn6oZjpQ4fZc+n48Q675thxUJhv4yhNGvr5lGkX5Nq2DyO4QhuKP42ZLq2y7VpSGXlG0burRRZt6CQRXOH4U6u/95e0li//xJ4F9D7bxjH2UT02hO+FuvSx729die2TVNeXuUPtuxtGcgEM+cElCZcNxwKNV7lwVZN5RKteH5xP4g76MGIrLEf1uq20FUVwiYiIiIiIiIiIiIiISKeiCK40ZHfrHjNdk8HYS5nyNdaibfW91srLJ6i63xlEZI2+9lYAeh5k/Vgni+Cqq7AWEnXrErWUaF5f+GGr0jBya/uMNxve2/LKswnX2fGBtdoafc0tAAw41fptXXn3r2OWq9q8IeY1Wre9x8ZMly6eD0BdeeatQLqNtlZ9YQvUTc8/1vQK6TbDkCYteWX3GXNrJHY8jnD7JXx/hg/Gm8NaZk1w1gJ0gbcWmsVYK5YcchvWOdzZeAEl3t4rYntMmkOxCJCP/NsAzOP9II1gjD4at4oNI7dWeBsvYCv23RqIRacOctZCVZFbIq2vW8/IpdbI/a2lZRjBJZ1faVMRXE28J7u/7CBqasDZ5wNQvtIiEtbdZ606fZJxtQaeZ5FePSYe0jCv+37jAShdOC9m2XD8rl6H2/V41QaLetn4eGxL3GjVwfX1sMutR4VwnNvqLZuSrgOw+fknAKivtuuM8J4lkW1vvgLAqG/fDEDPQ+xeZU+I4Gqkk9w3dDtiYsx0yWuJ7yuj1RXb/VfVEru27zphDBAZYyt8P5RO5FaoevnamOku/XqlvW6o6Dkb+y3TyK1Q/DaB1Nsl3W3SdeI+Gadd8Yldp9ftsFbbLi+3qcU7tWSRW/HSidxqCwOOtvuxQ26zMc4X3mVjoy9/+KMOKU+6qqvtfPS7P1hPOT+/zb5X4dhbL05rflTgylV2zXP7L1oeaZEdBGKedopFYwVDz7B43qC00zjpBFv3uf80HZ3z6uv2mWfMjJyfRo2039aLL7LomleCZT6anf45LF1hRFQY3RRGct35C4vgSnSpkBVun7MtCmnjels3WUTRORfERnr95Xe2j+KjtqKF43jdfact++f7bXykcy+ytH7xw7Z7JtqUU8+y7VPQzZ7NPXSPjX/VVMQTwIvP2L1XGDF1THB8QPoRXK++aMs1FbkVSvenf/tW23ej97FjbuLB9kzn4yaiG8PPWlHb+tcXxUH01PZy+w0b3deeXy3e8lbMcuG5962lf7bpNJ4r52Z3jZkOI3AbrRo1RqXvJNdQzRWOj1UbXi9FfdzuRx4AQOm7wfihO+xYz+5hx3B2L6unqNtZGptoOB7uWotqbBjDC1j3U4ukD08sLjjZJrsnyWT7hxFjDSfsYN28EdY70I6n3o5Nu97ed7k5MeWOXjdTiuASERERERERERERERGRTkURXLuYHe9blFOiyK1QXbnV0FZvDfqy7N237QsWp8f4g2Omiz6ckXKdujIrd8Va68czjKDKLghqnstLE6/YRirWWTkKRlsLut5TjgWg6GMbE6G+Kq4F027eekAytxKLiFrm5ze5XDheVneslfSB7siUaRdgfezGR3Btx1pilBDbaiocRyuRrOBUX09sa8h6gpYbtF7/zSIS64CpkT79nZoV7XZKd8Zer9VURVrAVVV0TMty2TUUTrBr5XD8qZ3vWcvFZK0kQyVzPwZiI7i67bc/0DiCK4y+CiO5KjesS1muqo3rY6Zz+qR3HxFex6cjvIau2mTRYgWjLIplT+gNob40NkI3u6fd59RXpG7x3ZFyBvaLmR766+uanVZWYeIIrpyBdqyFY1rl7RsZ57pLHzuWw3EgXE7cYwqX+bVqzfotGa8TLX6bQPO3S/w26dK3cURa7ZYdjeYlUrvV7gFyhvRvVllEps+ojpu289Oucmo+4nA7D/QNxlt64SX7TVm4OHU05tXfsHPuWaenF8H19nT77H/6S+Q3LgxAOHCCRRZ86ypL89HH7fy+fEXrRejXB7fn/3na0r7ka/YM4JBgGySKFjp8qn22fv0t+uIff7KIvGSXF2PHx0Z7fvpJ+lGtn34Se6yMP7BjI0fHT8yJmf7t3c17FtqnX+Y3ZfHbojX8+dcWIXfXQxb9cu/j9hru92cejfyOvvKCHctNRd61lqVb7bn0lBEXA7Bqh/VAVFFj0UDl1faMalQQ4bV8W+PnwYV59htVVr2t0XsAg3tahNLqHRb52j2vX8x6ADsr1zdecRfmcuw7OfyXVyZ8f8NvHgUgK4ha6nWGbb+1P7q30bJDf3gpANVrNse8brrrGQAGXW/jpPkaOx+FY5Cu//m/AKjZaPuo6OUPotK0MbgaoqeCa6t1dzxo86uaP350Xakdn4P+13qu6NLPruvKPlps5V8fN/ZW8INTEkSoDf/F1xveqtls1zkbfvVwRmXQoxYRERERERERERERERHpVBTBlYa68tiWeF26WauK6vgIn1ZQsz39lma+1mpXw5ra9pTTN7bF2Kirb2p2WtndghZt7RzBtfEZqw0ecOZ5APQ/5bMA7HXCGQCULrKonJ0fvgtA+UqNTyTNZS0jwr6J3/EvxExnoo7MW1Us8XMAOMDZGBilWMubLOzcsch/nHGanV0YSfO7t6yFfe8B1hrth+daC5IV8zIf1++0ywYC8MWbbEyzWS9bq5k7r16Sct28rllBGta3/GFn9AFgwDBroVdXZ8dKOHbTqw9Z/9gzX0jcImpXMeoAO7//+ElrobVhReR384ZT56SVRk6ebZt/fHJozPyv7Dsz7Xyf/6u1/nr2Lns95+ohAEw+1bZzn4G2/6vKI1GOi2ZZa8in/mAREas+bfqY2O9QuzY4PdiHw8dZ/9j9huQ1WvbY8/eKeU3m2bss78d/u7bJ5aKFjdynnmOt4I6/wH6vh+4b9NfdxRbYtNr2xczn7Rh66Z8bG9Korsws8ihVnunkm26e4fEAkWPig5fsu/aHb9l3beR42//hft5nku2b/AJbd/tGa4EZfn8y2b7xSuLG2YqP6JI9V/7gYTHTgy+6rNlpZQf3HvHqyuw85evs3JXbp3HESbycuGXqStIbL8XlWGvTnpPsWqLbvuMa3ssN7guyutr4Clk5dk4NI8sa0ghOFrvzmArVq+2cVjDJtk/ePnZNULNx1/69Jis2Qmrbfc8B4Osyj0St21kSM503xr4Lg265HID6MmvlWzQt0uI73G7he+GYVQO+8+WM8w/5mvTGcUoqq3HUWHO3S/w2SdR5QtiiWmRPd+bp+THTtwTjPa1Zm/o7Pekg+/055ST7PcrNsXWra9L/foWRUDfeauv+52m7Xv/Fzyzy8vwvbk24Xks893hsBNeZ59o1dKIIrjM/VxAz/fwTTd+jdO9uJ5zaYMymstL0z19FO2zZcJsU9ujYGIn4/B/4m51bd2zP7Jy8ZmXm1+s7M8wjHXM/tnuSc46338DLvmH7/+zzbB8fekSfhmW/+0PL/9677DPff3fTkXstUVJl0UJby1YAMKbfVADmb7SxVD9aa+Oyjh1wIgDH7X1Vw7rO2TOmMHLrw7WPxaRd523b52TZ9/yY0V8P1rN9++nGyHitlTUtH9OvPS275I6Mll9z093J37v5bwnnl89ZGvOaSvGbsxP+35T1QURXJmq32b7a+NtHM1pvyz/+k3FeySiCS0RERERERERERERERDoVRXCloWqztfjuvt94ALoOGwlAdQbRVumqr279fl3bgovrB33zi082/J9qbIF46bYcbW21pZbvukfuASC3n7U+7XnQYQD0mDgZgMLxBwFQuvATW/6x+ywBr7E1JD2VWKuqcixKcQT7AZExvKIVBuN0lRG0yKHlx1k3egCwiTUALPLptdzYnYVf3xlBFMkZl1vUzRGfsX68mxPBNeWs2Fbx059J3bqvZz9rEX/DP62l99B9rbVhebG1UFw6x46Z3CBqZe+DrA/4MFpo/FTbt/feuqIhzd24YXyzjQwium58wLbzqCDCZ9UC28/b1lvryGH7RVpETjqxNxAZQ+vH51lU75rFsVHdoS45to/CiJ7579pvzJB9ujYsMybYf2Ek2+JZcS2646z4JP3jMCvbfpe/8eu9ATj8DDuWw3Gg1i2xcod9/Q/dz8p13nXWsn7yKZEWgrd/eQEAlWVNt5RNN8908k03z0R69bfv0djD7Ptw/d/tHFtWbPti9UIrR7ce1qIwjCwr7B3bj39zlBVZHuH3ThFcEsrKj22BvuPdt4DMxrIK1WxP/HsS3jcUffgeAL0Osxa2e51+DgBlQW8E2V0j57Y+x58CgK+xiPCd709vMu+sfPvODr/iGgBy+w+MSRtgxwz7bLXFFiEejsHV7+SzAMgfEhvNtjsr/9Cu7XqdczwAPU6y+4rSd4Jo+V30R7o2jDAbb+fzyk+XA1C9dnOL0+55uh2XLhhzYuMP/2ppr96QdJ38caNanG9LxW8TaL3tUretqNG8nP523VFVmvg6I9SlX+Pxu0R2J2ecZr878xfY71Q6kVuhl1+135/jjrEeFI452l5ffT3z3pdmfmC/sY8/ad/J84KoqnM+Y+V7+rmmx/fKxNJF9lkXzrfXk063PG6/xaLIosfxPeFUe2/ebCvfimVNX3uWlNh1+bAgqrp7oSVWWpL6OUPP3rZsOC5ZSXHHPgMrLY39DX3tJdsHs2d1jueoyWzZZMf4L39k+/v3P7ffiFPOitxHfjWI7vr2TXZv2jcYR+zXtzX+PUnX60v/0OT7H697KuH88horZxjJlY7sbDv+sp29Ltv2bsyrSEspgktEREREREREREREREQ6FUVwpSEci6nv0ScD0GvykQAUzZkVLLFrtsRrS2H0WsGofYDY8amqtmxMuM6urnqrtcTb8urzAGx9/UUA9jrJWp/2nnIsAD0mTAKgeO6s+CREEgrH2prjrZX0vu5AAI7CxnvLimprEEZuzfZhi+rWayU1mJEA9Hc2Lo0LBgCoCCLM5ngbC6Ga1h9fcFc1/WlrFR9GcIURKP/+xWogvUDN/sOtlf7oCRYVFEZ0zHlzZ8p1r7hjNBCJ3HrvP9Za+O83By2EK2ILEI4Vdd3dFqFy3PkWebpmQaS17ysPbkpd6D1MGIVVvM1aRf4gGGstflyt/ILImJbX/tl+38YfaeuefdVgAP707cT9Xc9/tyjmNXTqpQMb/g8juMLIrX/csjzTj5LUGVfEHsPz3rFy3PUdK2/8WFHde9kl4DV/sM857vAeDe9ddONwAO79/gqakmmeTeWbbp6JDBhh38Erf2Wt7B/62SoA3nzUftfjAyYKe1sZ8gpaPjkLnSQAACAASURBVIZpfTA+3iX7JR8TTvZM9VWx42aUfjoXgIrVmR/jqWx58WkAuvSwyI7eU44GIhFddRWR34jKtfb7tvGxhwCo2pQ8iiY6rTByK4xE2/LSM6kLVt/CMZA6oarlNqZfxVwbE7DrRDvX9f3ymQBsf8juL8Jx05oU9pjRDlFfpdMtur/wRIs4CyPQNv/p0bTLkJVv1yj1lbEt6ePHi67dnrq1eeGxk1Iu09bitwlkvl2SbZPyuZHxWcP0w9eq5YlbzOfvb9eM2b3td7O+vH2v1/P6WPTKiU/ZWGrvXWMt94efMwGAAVOtfFtn2Tnm4x+/BMCoL9h4t3t/8RAAKjdHoljn3PEKAEWLEkfE9Ro3AIChp+8PQJ8D7Vqs68BgXMLgO1K+NnLNvXaaRVGufMz2X8qxzYKv2ajzrNeW4Z+d0PBWmE/lVrteXPvCpwAUL23+GEx9DrT7sL0vtt5ieo+3c2tWbjBuTfBZ1r64ILPP0cFGjrBrq5tv6JFiyYgtW+w+52/32DERjp81ZLBti0cebzqaMZFpQQTX7T+x6/ezzrB7rOZEcIV+dJv1ynB6EDn10x9Z2q++YWnGRxW1xHOP27H23R/a7/lRx+c3Wqagmx20zz6R3vYJI732n2Dbd/xEi6adOb3x+F7xxk/MjZle8En6kVLxP3OuFcIrPp1r+X/m83Y+mnyEbZ/OHsEVr6rSjqnnor4DLz9v0WpPvWbnxc9daM8eWhLBJdJSFQtXxbx2JEVwiYiIiIiIiIiIiIiISKeiCK40VK63Vkhly6w1ULe9xwLQ/zTr337Ly88C4NNqpRiOXbVrt8BJpfiTDwHodYhFs/U95uSG99Y/8WDwX4oWbbnWH3J9deqWI63FZUXV6Qb/+9rEfRaH+7N4vrWaCiO4uhT2TJ1PtqV9wTuXN7us0rYqtljrqGfO/ldG6y32c5qfZ0OkVOb9DK9isf2T5qmjN5HxoAY6i4x4y9u5Kn5cr7HOWlYOYnhsXnuANYusVVQ4rtKwYGye/SZb68OF76ceI/CIs/rGTL//0nYAamsS76yRwfhPAAcea63zwsiiZJFboe0brXXaX7+7DICfPWetTD/7zSENy7zxqEXY1lZrnMB4YWRefORWqLI88jv+xO+sFX4YwbXfoem3SG1Pufn2e3NmEE1VU2X7/S/BMZIoigoiY0U98NOVANz+/MSG944+dy8A/nW7tcSqijsem5tnU/mmyrMpPfpaS9S3HrNj/41Hmh4bJSxfU+UUaanK9TbuZY+DrJV+11EWYdgWEVxdR1ra3fe1cQY3PG7X4iWffNzitMPIrVDJ/NTXQeH1dk4wvu2eaMtfLbpl0M1fBaDHqUcAUDDZ9lHFXIt0rS+zFtnZPSPXBrmj7De95FWLDC1+xV7DMaxyBtp1R1ZXa7me3bswJu8ufe13K4weg0i0T5hfzYbYCJTKRXbuLXr+bQB6nmWRe4MH2DiJFbPt2rC+IhIFkd3b8skfNxKA6pUWDbj177ERSOWzFwWf3aJw+n/rIgBK344cn2GkU8Eh44LPlhcUvOOuZeK3CaTeLmlvkw8XNMqn8Dg7V2QX2rFQuXAlENmf3Y+yCKOadZuDvDr2umTc1bYtwoijbR/bddOAoyyS68Cb7PlA4d52vK5+1qLnR3wucr0x4bsnAPDOFQ8nzGP0hRbJ1+8wu0fZ+oGdVze9Y9fLroudawYeHRknbdxVRwHQpcCOqSX3Nh1hvd8V9t0MI6pKV21veG/5vz8CILenRe6MONfKXrUts8iiwSft2/D/gbfYOIhh1Nma/1hUWH21XZOEEV7h5+g9wa61Pvr+C5bALvoYafgwi7q67luFKZaMWBiMOxVGcJ15emy00kvTMo+6WrXKtuPiJfZ6+qmW5nduyDipBhuD8ZF+/XvrgeEHN9t374br7fX7P2q9CJoXnrFj67pb7B7xhGA8suhg0ZrgHnPas+kdh0/+2+57zvuS9STxtWut3HM+ivwOVFbEHlj5Xe255f9c0yMm/6cfSX984NpaW2nrFtt+I0bb4+fcXEu7ujrzgzncPld/18r15cvtM734tM1ft6bpa/u+/ew4jR5/rKqq/b9UYYD2oCG2TdavTX1PEj5uDiPjOvDnUWSXpAguERERERERERERERER6VRUwSUiIiIiIiIiIiIiIiKdiroozMDGZ/4NwLAvXwVA78MsLL/7fgcAUL58UcOydRVBdxPdLGQ2f9BQAHbOejd4nd7m5XXZFn6b29e6B8nKt/DsrLyu0UtZObtbiG/Y/WJ9lYWD11Xa56jeuikm7bB7le3vvgFAnyOPb3hvRG/rhqBsiXW9UBeklRMMfN11hHUhULXRujHY+NyjzfyEmQs/J8CoqyxOvWyplbN6i33GcCDuLoW2bI8JNiCur7UQ+tKFc9unsCItkENew/9hl4Q+rk+LLlhXN92x7+YOtrRT6XY9M57dBsCw662LwrDbwXS6KJwS10Xhu880PfB02C1htNlvWDclybomjBd2rbh+mZ2jB+8dOa+POch+d9Ip+57CB5t11rTtTS8YZf3yipjpHn12zUumfQ62/d2tp5VvyUfWfUrY7WUq65YE3VVVRY69nDxr/zR8XLeYNFsrz0T5psozHW8+2nTXhCLtqWSudW3V78TTAeh9xLEx82t2NH0+yu4e6eapPrgeT9atdsHooPuroGvAmm3B73nYB45vfvc7tcWxXS/l9LTfsMo1ydfpfbR1O5bdtaDZ+XZ2dTvtHLbu+3cB0PM069a922Hj7fUI6+os7Na8vjTS1VTVKuvWrmrF+pg08/a2+8lBt17RZN75Y0cCMHDspY3LVWRdga2+6o6E627/90uW97Kgi81TrPu2HqdPtfJ2yY6kFXzGqmV2Txfd5WC0kjdmAZDVza5VCk84DIB+V5zTsEx9iXV7Vfb+fAB2PPoKAIN++D8J02xP4TaB1Nsl3W0S/Z3c9Kv7Aehz4akAFBxqx0jYxWR1cDxs+p11q951f+sCsEdwTHWU+hrrJ2v2T6YBkJVj2+Dk52yfDTrByv/mhfcBUL7BrktzCiP3KMPOtM+anWfXE3VVsee4eb970+ZX2PVFXWXic+DS+z9o+P+4f30lSNu6xEzWRWHXAXaOHf1Fu9cvXb0DgOlfe6Rhmfj8lt7/PgBT/3ZhwjTjhV0bTrj+hIZ52+fa9/r9654GwNclvvY/6FbrynDwyfsBMGCq7fewe8aWWLDQtme/IetanNaA4S1PI/TTO4pjXlviyOM2JZz/2hv2bKo5n/3OP5XEvLaFHdvseHjnTSvnlKPs+5KV7RqW+e9r9l7RzvTuGxfOt/39x/+z3/Nv3WDdnj78woCGZaYH2yUcUeWo4+zZYdit4F2/sX2yYF761/qhac/aNcyXgu4E//6odUv+bvAZs4NbrN597Bxy2807kqZVtMM+8y3ftmV++WfrLvbRl+yZ57TnLK9NG+z81Kef/caOGmPPPSYfbtvzrGM2NqSZTveArS0r+Cl9Ybp1Az1/jg1DEG7fLUG3mN0KI/s93CfDRtgG+8tvO9e9fnWd7ZuXFv68Q8vRu3AkAJPHXgbA6k3vAbBo9YsdVSRpJYrgEhERERERERERERERkU5l12yOvIuqLbWWGqv+/lsAeh9+DACF+x9or+MPblg2jJ6qK7fWeFUbrYVI5Ya17VNYIpFbI6/8bsplwwizoV/6Wsx8XxcM0vmz7yVcb8urzwFQuW5Vw7xehwYDok6xlqquix1mtSXWwqBy/WoAiubMSuNTtK76ikjryJJ51qIuMjC3ReKRZa0kwvKWr7ZWUtunvw5A9bY9N8pFOo8tRFr99sVaBh3hrGWoJ7a110YfDNhM+52fdjXvPmtRV+dfNwyAQ0+z1mD3/2RlwzJ1tbEt4IftZy3Th4yx1plb11UBsPjDplv1DRqV32hefLRQujYst5Zv0RFcQ/ax/xXBFbFjs7WKq0ozQg6gJm7A4eiWk7uSwWNiIyT2mWQtku9ffHiL0+7eK/FlYkfkmY5NqzIfjLylcvpbNMs+d18LwNpfRKLSi2csSLhO131tAPmBl58GQN4Iu17ztXZ8Vq60VqVrfmY9B9RXVKedb7I8xz12a5BHMDJ1VPRAzVY7V2x55E1LY/qnCdMIddvHov1z+vQDILvAou6ycnKjlrL0+x5vvzt15RadUbPNzrVlSxcmTDu8ZswfMtzSzIucL8P/w/zC6KQeB1rr+7D3gfoqOxdXbbbtWFdWmjCPRPm0Vh7Rn3njEw8BMOgLlwAw4qrrASiZNxuA2iKL4A17fcjdy1pUFwTXpwArfnc7ADU7E0d9FX9kEQo9J08BYPiV1yVcDiJRYGFaRbNmALBjxn+DBWLPfcXB9XrvKdZzRf8zz7Vy9uvfsEx9jbU4Lhg1BoCuI0YBULFqeTA9Oml5oPF+h7bZJx3BV9n3d+czb8a8NkflAutBY8WXbmlpsVIKI6nC19ZQ9PzbMa/pWHfTH9NabvtDL8a8tpW22C715XYMb73nGZsRviYRHgc7nnit1crQHEWLYqOmw4iuhkit7nkx06GKTVHXycGlVU6hfc/rqmK/t9U70rs+ri2L/E6WLLPfmb6T7JreBff2vj723DbgqNEx769++hMrQ5IoMYDKrXZeXzfNfsNGXzSpyXKFUWzZXXMa5q183M79ySK3QutfWwxEIrj6HzESaJ0ILtn1Pfe4HWvHntS38XtPlDeal457/p+98w6QpCrX/tNxOk3OeXZnc46w7LJLXECyiAiIoBIUr4rXrNerfle418AVL3pREC8oQVFUMixxd2GBDWzOu7OTc56O0/H7463TPTXToTrNTO++v3+qu+rUOae7qk+dqn6f93mIfnuNDXSO33ZXSCn+iZvpGiumAMcOC9UXZTl545XE7lUB4MGfk3JsVLq3uuRKule9/cvUvtNB608cVa4O2/yGpAq7isahz3+J6tpwEY0leQWk5RAqt7ZmGp9+cz/1pb/Pl8hHSRl+qfk/PkzH5JwN1O/Lr6V7LIOBxqXBwVA/m07Scfv2r+iYvP5S4seEYU5HWMHFMAzDMAzDMAzDMAzDMAzDMAzDZBSs4EoAv4cihPrfe1O2TIS+d16RLeOh5bFfR90+2kP5uo/9R+QozlRhPbI/7OtU0/XiM7JlvIhjBwBdL02e9xeTOTy7h3wsOlvDRxD955dD+bo7WyZG1Y/lew9SlP4Lf6Ic0Yd2JRZtlQhj/baOBD6K2q/GSezXdGWgi47l0Z0UZTr/bPLgW7QuN1hm35Yh2T7njPfeepGiqWJZnWSZNRPWxaMsku3nmBh9ZgxT/5lOot9vJmC0yI+3OJdbjib/u7YOhB8Hp6JNJTitkx+NmbOG1Ey2PQ0AgOw184PbIqmpqr/zKQBA1+OvU7n3SAmgMVO0u3EOqerDKbditRupTUHDPeQH5OkNjWeWFbOlft0AAHCdpPmjuzu8B0LhRZcDAAwVVVHbAkIKLoGrjRT/kRRcujxSz1bf/uWYdQvKPvHpsOt7Xv4HAGBo+3th24innXjbGIvtKB3flocpA0TB+osAAOY55A8jlEkiy4B7gK4lfW+FlChee3hlsK6ArkPlN5I6TKiWhCrL75qoalRn0Xkm1FbFl10DAAj4aZwc+lCurhntpHlP+1N/AAAUXniZ9DlCnjIBH/32hEdv66N0j5IlnSOxFFyTcdwZhkktHuto2PU+F13HxZgyHr974rVapQ0fdy28uaokP62SNXUAAHM1qZiFSmysQkp4gYUqFwp8+QTdUlsgez/SEN1DdyzWxn5F5XLnlkxYt/LeKxS3MxZ9/pnraXgm8uarpM5ZVpv6DCvvbHLKlulm1EW/vQd/NixbpgKh+vreV5X7LCvlL3+0yZapRDwveOA/h2VLhmEShxVcDMMwDMMwDMMwDMMwDMMwDMMwTEbBCi6GYZgxeDwUTvOVqxunuCfMVCC8uISC65yrQiqt8QquNeMVXM8ri/x02iZGrmYZE4s3CacGC1d/JpPod3OmMOqUH++GvRRl+Ouvnjit2pyuCOVUzxOk5q/69g3BbSoNnbvCZ0O81xaQ15J990kqKIVx+myktrGJ9Qm0O77NiIwJZLd9RMfN1UjeRcIjLJKCq+V3v4zZv1hUXkSqsYIl5QCAAw+Q/5O7j7wUsgafAwAM7O8M7tP+VnLnV9Fy+lx9e0JK7OM/TE2Wg5k3LA2+rr6M1HWdW0hdd/yP5GE12k2fpfPZJ1PSJgCUXk3HXWuha1bjA/cBAPzu8MqKsajUdK7M/NaPAQDZC+kzjFdwCewnjsiWShCfeWTPzqjlxHFP1fFgGCb9xLrOBHwxUhpEQSizzvnN9QAAywxSW/W8L/nQ/Y18rFy9NP8Y68E174vrAIRXT41Fa9LJ3vucyhXkPoeysuJzjKXxr+QD7h6KTz1jb2eFB8Mw6cVQXQsAyF9/AQCg8+nH096mUcoo4GyMff8zleSa6T6iomg5ACA/uy64zZBFWX9UkrGkw0WKwo5+ula1dFFmhQDCXxdrSs8BAMytuSy4bsvenwMAygtpfl5VvErW1qibsjsMjJAv44k2uif0eJVnVMnPpuM9o3wDfUYLZV5Qq7Xyz9FH162W7g/pcwSmZ3YcfmrEMAzDMAzDMAzDMAzDMAzDMAzDZBSs4GIYhkmSW+4pAgCs2kBR+b1dFNWXXxR+iL3jexRRWFpFkYNl1frgtpw8UuQ89GOKpN/+NkUmXn4T5Zo/70qK2FBLwp0D2ylC408P9IbtUzz9YoCdr1GUyq0/rAMArLgoP7hNl0UxIVWzjQCAokqKymw6ZAcAdDQoi8TsODmxXEW9MaH+Vsw0TKxfYT8mA9+46F2dXhWhZGTE98yEZ/zxrpqbfo+GqWhzuqHNJd8kfSmNEY6jrQAA16mQ4si8eAYAwLaXlDwi2t264xgAoPKbFJneLXlxjTb3JN3u+DbjQaWlC4vfFd1fMlOZd8fZAID3/uUfKa/71F/3BV8Lfxl97sTxOdUYq+sAAI6mBqnt2MotgfDHEUu1If39ZRiGUULdJyhiXSi3hOrpyP/G9tbze5VFlntdchVWPGO2Wq/M79brmHg97dpK4/Xggc4J2xiGYc40Cjd+DADQ9sivp7gn0aktPxcAUJhTDwAYGAnda/UMkbewWkXPi4rzKdPGnGryItZq6HlGQ/s7ittbUk9ZGnLMFQCA7oHDAADXwEEAIQVZZfFKAIDFSM8Ydxx5NGbdZYVLAACLZl4HAHC4yFeyXVJq+f0eWRvic+RZagAA+04+M6a2xNXaqYYVXAzDMAzDMAzDMAzDMAzDMAzDMExGwWH8DMMwY9DpSGHy6xdmyNb7vBSZ8LXrmoLrqmaS8uqsC7MBAPd8nPLCqySRyiOb6mV1aKW6z5bK37mRoj4suaEowJ89RVERQrlVXkNtXHA1Kbe+fXMzgKBlC376JJWfs4QUQA7Jf0n0SUm/mBAOK31/e98hv63VlxUEty0+l47BjMVm2T7Ct0spu98K+drc8M1qAMDyC0ihJ/ymRp3Ro09r5pFipnwmHXfbkDe47aTkhzQdsA54Ze/zy0JqRYOJznuXI7pn2NLz81LfsUnE7Zp4LE3ZyiJ/lXBsF+Xftg/Td10+gyKQZ6+gMeDEbmvK2prKNqcblrPmAgBse4SPFi2su0I+UdlryItpvJqq7b//DgAoun49AKDu3s8CAFxN3QCAnj+9AQBwnuiIu91IbY5HbRijHF5LUYbaQvJxchxuibrvVDPnNspBX7y6Wra+a1sTAKDhzxR9mD2Txu/Zt1BkY+7cYgDA2T+/ckKdO777MgAg4KcvtPbqhQBCXmEqDV1A+/fQMTn6h+1Jf47Zn6F+Fa+iz6FSUxvCZ2XvT9+OWYfPRWpKfTFFbaq0dGsX8Hoj7iPIXrQMAKDNpuNuP3ZIcd8ZhmHSiaWuQPa+a3N0bxbhPwkAlmpl80Z7s9xn0jKDvHV7d8S+Bppr82OWAYDho6TMrrx0XnBd4TLyOGEFF8Mwk0HB+RcDAEz1c2iFKpRRxTNAzzG6//GMbB+NmTIAld90G72X5oreYRo3u/76FBWUHkoVXLAxuK9p1hxZXfajpDwafJfUS/pS8t8tOO8iAIChgsbEilvvmND3jif+IGtnKjna/BIAwOcjZa7PH9mL8VTHFgDAuiX3AAAqilYAiE/BJfywth9+BABgc3SHLbdizmcAAIW5s6T96L5i2NY6oaxOS8+QFtRdBQAYstKzxY+O/RFAZG+tRTM/AQAol5RfxXlzg9t6JfXadIAVXAzDMAzDMAzDMAzDMAzDMAzDMExGwQouhmGYMXg8FB3ylasbY5atqKUI+KZjLgCACHgQ8SXNJ+ReGF6p7n0fkmfTv/+2akKdzz0+IHtfO1sva+u/nqgJ2xeTmeIV8go1sj4p6RczkW2SKmusgmvpeRQRWr+MIpr8kr/UBy/1x1X3WP8ise85V1LU6B3/NRMA8PvvnQIAuMcpuQokBdRdP5er8F56OKT08Iwq8x6YDAa7KcKpp5XOuZLqkJ/WJ79B5/+T90mqxHHdnrua1EBX3FGe7m6mlfYTEz3RFq4lNWBBOR3Pgc7EPY/EOfLCb+kcuOm7NEZ88X46R35193EAQOsxR9j9RRDfnFUh1WdeMfVr+yvhz+1k2wzXbqw2pxs5klLKvJR+s7nnLZlQxmejY9/5MKmDxCAccJO6pvdpiuLre/ZdAED+Roruq/3JZwEADV99CADg6RlS3G6kNgX1/3M3AMDvCF0HXM0UEdjy4yeoDrsLk0XlhRRtmL+wTLbeVErj7MD+UIR7weJy2XLbV/4p22fNLygacWAfnZeDh+lz7bnvLQBAobTf9m+/FLE/5kr6bVZtpOjTbV+V2pC+x7W/ugYAkDefFFNDR2L7pkWi+jI6lh/9mDzYhk+Ql6ZQcilh8H2KEC2+lD57zV1fAwBYD+4FAPglhZfGFFIeG2vp3DHNJHWad4TOr/7NbyTwKZhMo24ZncNls9YBiByt27CTorn7WvZMTscSZMnFdM63HHwNADDUpTySWOm+C877YvB1874XAAD2oYkKWyZ1uPrk2QgMJdIc5VBX2PL1N68MvtblKPPS6t5G93rzvkS+KrXXLAYAtL18OFjGY5PfM+ksNI+t3DgXSuh4kzw359yxJriu7oZlsm2OzpGodWTlU8S9x059ET6PDMMwSsheTpkPup6hef5oR3tooyr8nFOXRyrV9sd+ByCUGaDqzi8DAPTFpQAAjZGyyRhrQtmP2h59SFZX5a13AgCcTfR8w9VK9/7dzz5N+37j3wAAHX+K7R01lbg9dsVlvT4ar4XqqiCHvh8V6PsOKPCt6u4/KKsjEr1DdC0RCi6zgZ4rhVNwlRUsAgBo1HTf3dL9AfUnwlxQ0DVwAMBYBVdIpccKLoZhGIZhGIZhGIZhGIZhGIZhGIZJkIxVcBk0FNlZlEVRw0ZtTsJ1nRj5MCV9YhhBwEf/gD9z7h+muCfKWP1dilybeaWyaLRoHP4jRQ0f+P1HSdeVVlKQx7erlfLu1s2lSEHVuJAB4dE1nrxCGnof+wVFfrediqzeaD4hKWA6qK3v30Z54f1S8J5WS1EgPsk3pHpmlqxP8fSLCbFvM0W0j/W2WnYhKbjyS+j7O/ge+aQM90bOvxyLP/6IokeFsunsyyniZvG51FbTYYoU0unpOM9YTNc+4ecm/L9efUx5Hv9zry0CAORJn8Mo+UGZcyJPCW75t1oAIc8l4fXmGKH3b/85uorh2V9SBNGXHpgVXLfxM6TYWHERqeS6mkhpkFtE/aqaQxFhW/9OqobF60lZIb7/TGGsH5XwR5slqQB/+ipFQTUeoOMsVIHZ+ToAwFtPU8TWO8/EVom8Jp0DpbX027/wJlKY3PsCRSQLNdVIH52vOUXURlEFnXumnJAvmDivYqmplLappF2lbU41aiOdf6b5NP88evNPAYRUWWOZ+csvAACMc0it6DzWFrZOse/AyzsAADlrF9B+syoAAD5r6HuM1W6sNhvu+S0AuSpsKml/m3xVDjywVbZ+8b9umFA2u46iSYckT5PxwY9Dx2h9Tj2No0LBFQ+iDaHkWvvANWHLaY3Jj0M7v/8KAKD+5uUAAFM53csID7HuD5pj1jG4jVSAPjuNM7mr1gIACjaQr4FaR/30j4ZUCO5+GlP7t5Bia+hDUhD6HMojU5nMp+MoebwJ9RITmcNbfjel7es1NB+6sOZLivfpd9L9ws6uv6WlT+mm/XWKSK+7ntROC792HgDAXEPzY/8ozUMLl1cCAPIXVwT3HdhP6rqCJaF14XB00Dy+6Vm6d51xA43F6x75VLBM93ukOFDp6Gaq7FxSqtulfU0VuVHbcI+QInrffa8H1y3/fx8DAJz7h5sAAJ3vkIemq4fmiPp8Ot6WWpofFyyjz7j5pj8BAJxd0RVfDMMwY+l88jEAQP76CwAAuoJQhprBdzcDAOzHDsv2cXXQ/cN4T1efncYpdRbdx+lLSMnlah+jFhr3nE3UlVVGmRSEgivTUKvpHrZS8tMqypsd3CZUU1rpeq3RUFm1atzzFaGYU/AscsQRXrE8Ho9Xni1G9CEcOWb5dXHprJsUtTEevc6S0H7phhVcDMMwDMMwDMMwDMMwDMMwDMMwTEaRUQqufH3o38aVRZRrXquKL4JS5Lq0eUIRwqzgYtKFUHJNe5IXM42piyrLmM8+Dp2kjPn1CzPCbv/PL4dyFrecpIjo3e9SJMsDz9YBALolZVdns1yZZZR8soS9xlfvpSgWvz90AAxGKvOLb1D0YXsT1fHKnwcBAD99ola2j0qKAvnhHa1h+6SkX8xEfF76fseqSS66uVRWRvh0JYPDShGo9336CADg0tuojbXXkMpq9nKKjhH+bQ376LgKRc8HUh/iESR+8hvVAID8UuXXzwtuLAm7XiiOYim4PnyZvsfRMZ5iV9xJ53/NfPIWCnMFRAAAIABJREFUmLOS/BW6m+kcfkry5nr9CYpe+vZj86nfGabgGnts/vtOiki+/l9JXbP8QlKLCB8qj4u+n942+g6G+5WrA0U7j0uqwN1v0ZghVFVCNVY5i6K6hDqxp4Wiiw9uGw7Wte15Zee20jaVtKu0zanGspKi9ZzH6VoQTrklsO0hdVLOGjp33e30O8iqot+384RUh3S9NNTTbyKruhgA4GrqkrWppN3xbUZSjWUiI6fo+ys/X/IgHGcbkD+Pxs8JyifpRFVn0W3PWI+rgF8+eFqb6Bx2dpMi6oOvvyArp9aqw+6XCPYOisLf+1+kpNFLvjEXPEHRlJuueSxmHfM/TWrJWdfQnOXFGx6Ubb/muRsBAMf/dii47uRTB5LpdlyI9p+/9i9pb6t0Bf1+uncrVzQzmY8SH4t07MuklxHJk3DXd18EAMy5nTys6m8mLxm/l+bPgwfo9/7Bl58N7ps7l+YgsRRcgiMPvQcAGO0ntXTN1YuC22qvI6W9q48Urs3/3A8AaHmBvFE2vnyXojaE3xcAbLuL/O3qP02fpeScOgCAPpfmSW4rzY8c7TQ/Ov4oeaS4ByP7mjIMw0TCM0D3WN3/oLmYxmgKbqv92ncAAKf+60fynRQ+XBjtojHYsnCMJ/A4Xy9DJT176B+nEgtIbah0Ovl+Kci0lEq0Gpqfr55/OwDAYqRrjPC+AoDmLvpPYdRD47bw4JpddQmAicopJbg9ttiF4mS8uqu5631qyxvf9cXpmp4ZV1jBxTAMwzAMwzAMwzAMwzAMwzAMw2QUGaXgmpVz1oR1+wY2AQCGPZRnf33pZwAAe/pfBgB4A6RUqDRRJKtZS9HSu/qeT29nmYxDpaH/e2d862oAQN5qihAe7SKfioafPgcAcLVOz3+rmdRw/fLjce/z+P290qveqOWu+zzlO969jaIAX3pycEKZz32LIkIWrKToCqHgeuPvw7Kl8j7F7hcTmT/+uCns61TjdZOC4+Xfd8qW6eCe9XvSVncs9rw9GPa1En522xHFZRsP0m/s1jnb42pjLJ5Rf9J1jEd4mIlzKZ3n1P6tQ7LlZDAZbYrjAqT22ChFKKOEUioa9j0NAIDyf6GsA/0vUXRf6e2XAgCyKknJJdRAnj4a3zseooh1d8cAAKDk5guDdcZqd3yb3X98I2Y/M4XBQzTX799LCud1v/64bHvPdvKcGTwoz1kvvt8Oye9r/SOfDG4TXiY7f0A+RHYpYr7pBVI8nfMryYNLKLak6NLt33lJekvvl3zz/GCdOTPpWq/Skb+cpZbuPY48Qsdf+KysffBaqtpNSgShLGv8Z/wKK7XkD6PPIU8EjZ7a9jojKwxPN5Z8YSUA4I0vvDTFPTk9qZh7PgBAo80KrjNYaAzLKZ5JK6Tfw75N9wMAvG6HrNyMFdcBAIzS+0AgNJ53Hicfvq6G92XtZhdS5oKZK6+XtT/cI42FUSK9E903v5x8EKsWbgQAmHLLg9sOb3kYAGDta5y4I2J/1kifMxMYHaDj+cp5v45a7v27o/t+nfrL7rCvw9G7vVm2VIJVUvu2vapw3hiQ9yVWn8YS67sIh+jf3p9sintfhjkTMS5M3ide4Dx0LHah0wXpmlx1x78AGOOnNUZhNfThtqSaEH5azsaG4LqqO4RfJLXjOE5jsaulSb6zdA22HiAfxJq7/xUA4BkaCBbpfPrxpPoXDrVKI3s/di4SjppSUhAL5ZZQPR1vjT2GBwK+RLqYNnw+l+x9zyAdmyFby1R0J+WwgothGIZhGIZhGIZhGIZhGIZhGIbJKPgPLoZhGIZhGIZhGIZhGIZhGIZhGCajyKgUhTm6kMl9m51Sh3Q65enE/AGSXbr9TgDAkJvSlAyMkin36iJKBzI7Z01wnyPDW9PUYyaTyDt7FgCgYMN82XrjDDrvym9cBwBo/MULk9sx5rRh+zuUluir91Kqk1XnWQAAmjEqaesQyZj/8lDf5HaOYRiGiUnb/c/GLiRhP9gEADh5tzyFUeO3Hp30No988t642kw37W+dkC3Hc+CByHPzE098JFsq5cCvlM/3W189KlvGYvdP4k8F+d7df497n0gMNVDK18IFxQAArYFu8QaPRZ5LnPWdcwEA2TW5tI+R9un8sA0AsP8R+fd7/n9Tas2uXZQisnhpaXCbsZAMy9+551UAgMfhCdtmXj2lb1z1zXMAAB/+hI6JrcMKAJh17bxg2dqNlCpcpG7s2dMp61dePaV+XHDrMgBAwbwiWT8FW771evC1SFe58LO0T9nqSqkN2m5to35svy/5e8O5BecBAGbkrlJUPoBQurx3Wn4LAHD7nEn3IxIV8yj1abmUenA8+177BQDAZZenZi+rXxt8fXgrpes7sf0pAIA2ywwglJpQpEGac86tAICGXX8FANgH6RzT6kNm50s2fh0AYJO2iTKz19wCAGjeT6kn+1v3AQilH1x0wZdl/VOpQvG78e4rGOw8LFsuvfSbYcuNa1jRZx3/OQHANnB6pAZizgyWllwJACg3K0sbd6D3teDrdtuhtPQpGc4uvxEAkG+oVLzPjk76fQ+4WpNuP97vcyzHBuha1Ti8M+l+pIqanOXB1wsKL4xSMsT77U8AAEbcPWG3511zadj1ABCQ0txl1VYBADw9fWIDAEBXQnMD50Gaz51RKQql76D14QcV7yJSDkZKDRhp/cCWt8K+VkLvi/+Iq3yyWExlsvejHmvU8mZjsex99+DhmG2IuYjJUBRn79LLsIPm8OWgeXB+Th0ATlHIMAzDMAzDMAzDMAzDMAzDMAzDMFNCRim4NKpQd10+W9gyXr8bAKBTZ4Xd3u08BQCozw5F050pCi5tDkWOLfr9F0Lrso2yMp4hOwDg4J0Ukeezj6atP/nrKEql/t+uC7u9/YnQcen8c3Lmh0rQl+RG3Z5VnJP2PjCnN+2NND5959PKjZIZhmEYhmGi0XeQop6LFlHWAU2WRrZevB/Lrl+SSbbfQ+baQil1zXMUzb7/95KCKyDfz+cmpfm7330zZr/8HipbuJD6tehzFDG69Tu0r3uE7jMslTTHrru0Prjvm196Wdb+hb++nOqSVGr9h3sBAB/8xxYAQPHSGwAAm78R2/R7xsdmAwC2/fvbAIDB46RSEt9BKigzz46rvAqhtktNtG+rdX/K+jOejqP02VsOvhajpJzhnpPB1/ahDtk276hd9t5gIsWeOZcyF8xb97mY9Ruz6fh63VSXLouyHQj1lcDaT3Npl02uUswy5wdfx7tvMsT7WcXnBFjBxTBMYtTlrgQANI/sARDKZnW60fmfkRVIhbdeDwAYfIayLI2ekj9n0UvKruz1Z6epd8xUotPS82yPN7riPcdUHnw9o3w9ACAQoPlv71B0Vd+oe0T23qCn58bDiKzgrCs/V9a/6UJX/wEAwKzKiwAAtaXnyNY7Rwej7q/X0bzK63MF1/n902fcYQUXwzAMwzAMwzAMwzAMwzAMwzAMk1FklIJr1B+KCjNossOWEcqubB3luux1yf/B9wUoJ7xObUhHF6c13hH6V7v98c3BdbVf+ZisjC6PcqdX3EL/arc+HDs6M17UWToAQPVdF4fd7mqjKMquv32Y8rajMdo9HHW7q31gknrCMAzDMAzDMMoYPkURl0IBFfCR7Kl3XzcAIKc2lKVAoyc118qvU9Sm1kjzcqHM0mfrAQAqtVqqyy9rq3dfl+J+aSQvsLO/T/cVTZtI/SOUW4LcGXkAAEtVKFvChQ9eHrZOrUmnuP1IbP0OeaYtuGUJAMBcQfeVR54ixVTHtsR9VXKzyJvMqI2eGSIaZZIXSzoVXIni88aR3UMSpfkDdG7tfvk+AKGo6WgYLIWKmgiMlxjGQTL7TiCJz8owDJMIWRp6dleVvQgA0DKydyq7MyUY5pHiuf9P4f1q3c3kd2i465ZJ6xMzecyrJQ+7XDN56NmclLnA66O5ijGLVN15lqoxe9EF+3grKf4dLrnX6Hg6+2kuVlO6RmqT5qdmQ2ie4pNUTAU5M6T2agAAg1b6PyI/uzauz5UuPF7ySD14inyAl8yi7AdrFt4NAOgeOAgAcEmqNb2OxhizgVTn4nNsO/A/wTqdo0Pp7rZiWMHFMAzDMAzDMAzDMAzDMAzDMAzDZBQZpeAadvcEXxcZaqSV8jKD7k4AQI2ZIvKEgksouypM82Tvz0R6XwtFdhRdshQAYJ5bIStTchV5lPVtopzlzqbelLVfftM6AIA+gqdV8//SP+kBry9lbSphePsJAMDA1iMAgLzVFAXraKLzruOpdye1PwzDMAzDMAwTi4BfKFEoKtXniTyHLl1Fc359DvkVv/f9t2TvazfOjNGYctWLUJK9eus/AQAbfkbZG2ovoTl28+sNAIDhRor+dHSFsnW8c8+rVIf02dRatez9+P4InzHhozWh3Bhs7RSZ+uG95PcrPvuVfyEvj39c/pTSjzgBob5KhgJjNfVLQ94Nbl90b4npistO2S9cVvK6qph7PgCgXfL/Gos5j85L5wjdd43aSZUofL0Kq+meVfhpmfMpGttgKZLVI/ZLZN9kUPpZx39OYHr5VzAMk3nMzF0NIKT6PZOUowEXKXVMq2icd+ySey6K9QG3Z3I7xkwKfcP0DNdsoOu5UFCp1aT290reXL1DJ4L7tHSTB+3ASKOiNqwO+o9h74mnAQD1lRcCAOokLy8ACEjq7SEreWruPPIHAECOma7500XBJRC+Y9sPPQIAmCF5hhXlzQEA6LUmACFvM4fkzXWyneY0ox655+p0gRVcDMMwDMMwDMMwDMMwDMMwDMMwTEaRUQquDsfR4Os6y3IAgEYl5Y2XvLVa7AcAANVmykO7ruSmsHUdG96Wtn5Oe8YENDb/5jUAwPz/+RyAUNSjWNZ86VIAwLFvP5l0s4bKAgBA2XVnhd3e/84hAIB1X3PY7elGRHqe+ulzU9I+wzAMwzAMwySKtZVSW7itkX2S+g9TVoZFn1sGADj/lzTXd/ZRXv6hk6n3nBU+Xu/9G0V+nv8Atenqpza7P6Lo2JPPHQnuc+FvLpf2pfm5uDfZ8g3K9OB1kepFzN9b3qRI3Ev/7xoAgL3TCgB493tvBesUdVz80BUAAJ/bL62n7cefPZzU5wSAUvOcpOtQSUq8UhN5i0xHLy5FSOq6Y9seAwDULbsaALDyih8AAFRqTbCo00qKpiPvUdRzwEvH9/h2ugeduZLUdbWL6dgNdVM09lBn6PkANRlSLsS7r2DW6hsBAKbccgBypZfY5nHR+dW07wUAgG2gRdFnHf85AQBnjtiCYZg0YNBSZqRKywIAQJv14FR2Z1Lpf5K8hIruuJmWt90g2+6zk9Kk7/dPT27HmEmhs2+vbJlOhFpMLJVgc5IXbkffnqjlWro/kC3joWvggGwZD6J/ByRPrkyHFVwMwzAMwzAMwzAMwzAMwzAMwzBMRqEKxJFHPW2dUKlS3ok8fRkAoM5C0Ykq6b+83lFSB7XZD6W6yYym5osbAQAlV68Ku73xFxSdJlRWiTDnPop4y1k+Q7beZ3cBAA7eSfk/PUPTM5/n6cxZ398AAJh5VfK+AYcfp+iE/Q/vSrouZvpjrsgGAJSfRX4GufUF0jIfAGAqsQAAdGadtNRPqMPjcAMAvE6K1nX20hhgayOPDBGRPnCEfA36DlCkicfuTuVHYZhpj6WKIjRnXTs/uK5kJeX2tlTSb1FrpN+aUHDYO8lztHcPKSSaN50EAAye6E97f/WW0O99xpV0fSlfIx8rsvIMAICAl0LYXUM0JxhpJk+eno86AAAtb5BXj73rzPVQTQgSgqBgLikQyqSxOm9WQbBITl0eAMBQQH4/WhMdN+Fp5HVQlgSPtLR3kHJhpIWO0cAhUgR17WgL1snHiTnTyNGXAgDWVt6Ssjr7nZKXQ9ffUlYnk3kIL7YLa76keB8+d5h0sbTkSgBAuUK/wQO9rwVft9um3zO4s8vpGVW+oVLxPjs6/woAGHC1Jt1+vN9nNBwe8sl5t42UpAFM/rPempzlwdcLCi9UtM/77U8AAEbcPTFKRkFNz3u1hfmy1d5+yZfRz1JZhjldCAQCqnDrWcHFMAzDMAzDMAzDMAzDMAzDMAzDZBQZ5cEVD0PuLgDA3oHXYpRkAKD9T1sBAPnrKSpcl2+Wba+6naIvhj6kfKM+p3LlRP76eQAmKrcEbY9vAcDKLSZ5SipXAADmLb8xYhmRm9/rcQIArEMUedXe+B4AYLD3eNj91n3sXgCARhNSJDQcfpH2PfVu2H10WaReOmfjD2Xrj+75CwCgp333hH1MJfTbu/r5myN+hmi8chNFao40DSW0fzg0htClYtY19Huuu4I8JvJnFyZdf1auQVrSe3MZfW9Fi0vDlhd+G0MN5BPS8S4pc1s3NwXLDE2COiUW4ru59E/XJV1XxzaKxN36zU1J1zVdWf+zSwAAlRtqk67r9c+Tl+LAkd6k64rEojtW0vL2FYr3Ef0R/YuFRk8KmqVfPhsAMPsTlFtf+MhEw5BvlC0LFxQDAOZ9egkAoON9Gvt2/pTGL6GcTAqpW3NuIB/UxXeuDG4Kp96UoaWYK/H7F8vys0lxtOSLqwEATa+G8p7v/c12AMCopPqaSsrXVAMAznvgsrj39bl9AIBnL5Aibv2JR9waCk0AgNnX0Xxu5tU0ZhuLTAnXqZOUeGIprlPFyyhbQr3UxljEud7wHHncNEnKQd+oN+F+MMx0pkyh99aoj8baLI05RkmgwEjjilDwuH3OBHvHMAzDnO6YdKReKpPUYJ328D6DpyWSQsvbG/4ZgL6KPBXdbZ2T1iUAmH/BFwAAuaWzo5Y79i7dAwy2p07luOSyrwMATHkVMcueeJ88K/tb0u9lxTDpghVcDMMwDMMwDMMwDMMwDMMwDMMwTEaRUQquWsvS4OtOB6ks3H6OZEsFPgd5dbT+/i0AwMxvXy3briugSOqKW9bLykVDbSAfkOo7Lw673X6coid6X9mTQI8ZJja9HfuCr20j5OOiVtN5abKQmqGonJQGBSUUgX5s7zMAgO62j8LWKRRgAJCdWxW1/Vjb04GIrE9GwSXUIXM+uRAAsOCzoVzawi9nKhH9EwopsVz4+ZCS5uhT+wGEFB4MMx3InUmRleIcjqTUEUqZ83/1MQBA4cKSlPelYi0pAz721CcAAJvveTW4LV7lm1pHSrN1914EIDUqvPGI72zGFSGVROkqikjc/K+k1h9pHEx5u5OBUOpl15IXVjyfQ+w7/1bynF1wK82VxTGZKgrmF8uWCyWl4/7f7QQANL0mKfGm3gqYYVKCUgVXywjd98zMWwMA0Kgi346rJFlsqYkiv1ut+5PpIsMwCWLUkM+pWUPXaeFt5PCRX7BTWjLMdGBmHmV+OKMUXDEouOnjAICuXzw0xT0Jj6WQ7stSoeBSa+h5lzG3LOm6GCaTYAUXwzAMwzAMwzAMwzAMwzAMwzAMk1FklIJrfu6G4Ot5OecCAHpcjQCAdscRAECvi7xYAvCDiZ+BzRQxUHwpRQBnL5VHYZdcvQoA0Pc6KWOczX0R66q4mY6Rvihbtl5ErDf/RvJHC6QvfLf6DvIOK73u7KTrant8MwCg668fJF0XMzn0dx8Jvg7ndwWEVFbLzv0XAMCMeaSY6G4T5eXnp3WoLfjaklsZtX2LVLd71AoA0GrTr34ylsT2dIiE8LxZ86PzAQDFy8pT0aUpoe9A91R3gWEmoMmiaZelKgcAYG0Zlm1XaSjuaMMvLgWQHuXWePTZWQBCajEAeOOO56l/rcNh9xEIVdW5/0VK7Yp1NenoYkRMpTRmXfDg5QCA1z/3TwCAs88xqf1IFfmzCgAoU3DlzCA14PqfbgQAZNfkpq9jKUCoi9f88HwAQM3F9QCA7T/ZDGDqfdRUGlK85Swjr7fc5WcBAHT5pBBWG8gDyeewAQA8g+QBaT9J0dHDu0JzQ5+DPWXPJHL0NE6bdHmKyve7yP+wwEXjZaEx9rgp1GGs4GKY9GPR5gdfL8o5HwCQp4uuhBj29AAADo5sBgBYvVPvBcycXowd/6uzl0Qtm60vAgCUmGYBAHocJ9PXsUlAXx3bQyoWmhxLCnqSPiwFqbuHMhfQMyiVivUszJkFn/EMwzAMwzAMwzAMwzAMwzAMwzBMRpFRCq49A68EX1ea5gMASowzAAClRooEFZ5cHQ6KqBTKLquHo2jiofmhTQCAhf97OwBApaXIVhFdXnP3JQCAY999esK+hmqKdi299qywdfe+SN5GjpNdKewxwySGdZgUWSMDpP7MLZwJAMgykMJi1CVXMDjtIW+a0kryFNFoyS/H53XLymZLCi/rYAsAoLBsQUr7Hg5TSfzRScIj5bxfXgZgevhsJYLfE1Ludu1on8KeMEx08mbRdXK8gmvJXSsBAMXLJj9nuj4nK/j67B+eBwB46wsvAojsFbb4TurvZCu3xmMsMgEAzv738wEAm+95JUrp6Uue5CfY/EZDxDLlayhH/7r7yO9Ma9Klv2NpQHjAXfrH6wCEjlky/pEJoSIVYuUtdwEATDPJ68g7TP1wtlKmiIDXCwDQ5pBKJ6ucomMNlXTuD+98f5I6zEw3lHpv+QJ0Do2MksJ8wCXNDRUouAqkMnoNKQndPvagZphUY9LQvd/Z+R8PrlOr6BlIu+sYAMDupWuD8MczaUk9XZZFz6LOLrgWAPBB/9+pvG+Sr2nMaYu4dgDAgI6eXxQYovt910teXJmu4Cr73leCr31DifndafJyUtWdpPD7aC4QCPgAABot3X+ZC6qlEippmXiWq0hqsFEHjUdZJmWKc4bJNFjBxTAMwzAMwzAMwzAMwzAMwzAMw2QU/AcXwzAMwzAMwzAMwzAMwzAMwzAMk1FkVIrCbmfDhNd6NaVqqDDNAwBUSakL6yzLZcsRyfizzU4pCzudx4N1efxTa2w9HXG1UkrHrn/sAACU33CObHv2kloAQMEG+r4Hth4Jbqv90qUAAJVW/v+pp5+Muduf2JqGHodnaAfJsf0ekgBrc03Bbdoceq3LoXNIV0Cp3bIq8sGcefi8o/IVKlXYcg5bz5gytLDkUCrC4YFGWVlLHqUN6GrZDgAoLFuYgp5Gx1RsVly2ZEU5AGDDL+g3m6mprgQ9ezqDr71OzxT2hGGikzerAADQ+vYpAEDODLruzPt0dNPoyaJoUSkAoO4yStfW+Mpx2fbCBZTWdMFtyye3YzEoO4vG4vJzKM1H5wetU9mduMmbUxh2femqkLn2+p9vBACodZpJ6VO6MZXQNeui314FANj8VUpVOHhiclKLm+vnUj+k1IS2IwcAAB3PPE4FAuFTxKi0dAuVVULpRH1ORxp7yUxnlKYoHHDSeOSX0hL1OpoAALPzz425r0iHVmqi87TVuj/ebjIME4PZlon2Cu/1/wUA4PRZo+57UrMTALC24HoAwCzLagDAvuE3UtlF5gxGq9YHX58aomcLBWXRUxTmZtEcpdBIz+76nc1p6l168bSF7vE7//PBhOoo/8E9qepOUqjU9IzU2kPPjXJL6bqu1dMzSUN2EQDAZe0Ns7cyLIXhUxTa+poAAFk1yxKum2GmM6zgYhiGYRiGYRiGYRiGYRiGYRiGYTKKjFJwhcPtJ5PdJtse2TJXXwIAqDCSsqvMOAsAsCCPjNPn5Yai5Xpc9O95u4NUSL2upjT3OnPo/PM2AEDBeQsAAFmlubLtVXeSybnGFDKnz15aG7au1kfeBAD4HKNht6cD6/4W2TIaxlqKSF/42zvS2idmeqHWkGrJkkeR/14PjSluV3gD04DfF3zttPXRvrkUPSUUXPosSQ1ooN+Ldag91d2OiLEktoJLqEdOF+WWoOP92L9zhpkO5M2WK3WWfomihlWa6RV3NP8zSwEAja/KFVwrv7mOXoQXuk45c29cDCDzFFz50tgsyJ1Jyr71P780uO50UW6NJyvPAADY8MvLAACvf/45AICz157WdrV5ctW+7dhBehFBuSUIeMkk3NXRFrON/HUXAACKLyGVWsPP/h0AkLuCzN9zV1GWBG0OmX57hgYAAMO7PgjWMfjBFkX9MlRS1G7uchpTjHX1VHdu6HOqJIW6e4Cig0f27lLURv45G+hzXHYtfY6f/zC4LWfpSumzrAUA6KT2vFaaSzlO0RjS9+bLAACfI/xxLbzgstDr8y8BAAxsIQVE39uvht1n/L5iv/53NtFy86ao+yVCtr44+NqkU5b5odcpV/mPuLsBAC4fZbgwaCwx6xBqsTNBwZWXRVkGCgykyLXoi6QlXT9FFhehatBIS3/AG6zD5yc1v9dP955OL52Pds+QtKTf2tBoBwBgZJSOSQDRf2fM6Umhnu7n2l1Hg+tiKbfGl2uT9q00zEtx75gzHa069Lytz9kEABiWxqzcrNKo+9bnrQGQuQqu4U2bk67D2zM5mQFioVLRvZ5zWDp2koJLINRXySm4qmXvfR7KWOZ2DCVcJ8NkAtPrSQrDMAzDMAzDMAzDMAzDMAzDMAzDxCDjFVyRGHaTT45PiuLyBSiCq8pMSiS9OuTFJNRdYmnzUjTX0aF3AQB9o2euKsA/St9b68MUPTnrh9fLtusLswEAtV/5WMQ6RnZTxOLAu0cilmGYyUKtpmHPZCGVZ+0c8jPRZ+UAAJqP07keCPjDVzDGm2tkiNQB2ZL6S2DJrZbVYRuePAWXKYqCy1BI496G+ynKOR3KLeF95ex1yN77vfRd6CwUYaszh/KIGwooClelTk4O0vHemTtWM5mFUFHm1JFio3Jd+FzpAkc3qR3atjYBAOwdEyOK8+dSdHvNRTMBAGpd8jFMon9FiykyVKhsCuYXR9xnLNbW4eDrjm30+7S1UQS9+L3nSCql2o2kNBk7NiRK2Woak42SJ2G6VUCpQozR5nKaW627l1TyWmPi0/WAn5QIw42DAIDBo6Q8tneGziH3CKkbvC6aM2v0pBLT59LxzqkhNXLxMvJyMJXGVppxaQAFAAAgAElEQVQkirGIvoP1P6Nr85t3vRDcJq4jqcQz0Cd7b5pBCpmRPTtT3pag4sbPAgB0+aREsR0l1VjASwpxy7xFAIDiS68O7qO10DnR+/qLUevOP5fUYuZ6Ug84Go7J2gBC/g+W+Ytl7aizKDpcKJ9iUX7DrcHXhgoaw2yH99Hy4F4AgLGOxqPclRQ9LjzLWh4N76HRv+X14GtTPR2LgvX0O7AdPwwAcLXJI9CFaq1gw8UAAGcL3Xf0b02f902ZeW7c+/Q6TkVdX50d24OxwEifVa+heZPb54y7H9MJjSo0D63LJRVgVTad/0Ztbth94qlTI2Vp0GtoXBFqO+FHMx6h9Bpw0fy+00ZqnG5HyAd8rEKMiY5Q3Z1V9kkAoeOgBKFs3Nn5NwAhtV060apoDBz1J+6pKH6TOnXycxmGGctYBZfg1NCHAIDlpddE3bfAQOrEfAPNjwddk/dsIhU4Pkpetdz7yJMp6EnqcI50h11vKaDnSH1NH8Vdp05kETLLM0JY+2jeJDIXMczpCiu4GIZhGIZhGIZhGIZhGIZhGIZhmIzitFFwqVUUbSpUWNVmikrM11P+bn+AoiK7nCcBAM32fcF9RX7uMhPlP602UeTYqiKKhNgz8AoAoNsZit460xj68AQtt9My72x5rthwPhx+N0W4NT+U+tz3DKOEectvDPt6LEJl1d5Iis3mE28qrt8mKbjK686RrReKLtsI5fT3S2PMZBBOwSWUEuvuoyhoU2lsn65I2NpJfdG2uQkA0LOnEwAwcJjyRLsG448m1hjoUpQnKTny5lBUu1BhlJ5FUWd6S/hoSGvLsKxvDDPdMZdRhN36n5NXzPhraMBH49LuX5EHz8l/HpWtj8bBR8lP5/xfXQ4AsFTlJN3f2o00t8qfVxi1nNdJ1/2P/pv8OxtfGePdFcPS5MDD1O8N95PfVOHCkkS6Skjfp1DGnXwusxTkFz9CihqhZooHoZo7/gwpdlreInXI6JArRb0LKfjmformy7WX0PmRSk820cbCzy0Prjvw+/ijWWPhaKT7gtFO8tISXlLiutm/leYE7p6ulLUp/LCaH7ofAOBzytUCQsVU+4V/Da7LX3s+AGBo5/sAAM9geC+Jnpf+DgDwu90AgIDHHbEf/ZK31Yx7vg8g5AmmVMFlrKoLvm555FcAgNHujrBlKz9zFwDAPIuUZYZq2tfV2iQv6A+NcV3PUrR17d3fBACUXXczAKD5t/8tlQjI1gfcpL7p+vuTE+pKNWXm2bELSVjdND9yeofDbu+x0zmoRMGlkn5kpdI9a6Z6cYn+Lyi6MLguS4EHWboRCokS0yzZUii7AGBPD6lK+52cNSASwqNudVC5ZVS8r/id7JCUW5F+N+nA6af7iDxddD+jaOTpaV+Hj+9JmNSiDaMK7HbQ9cPmlnzBJdVkJIQX166uv6e4d9MIdQwNRxrnBvHgGA4/rxQeXIlgHue9JbD1k4Iry6zMMzRZhFIsr5zU7rmlpMg35dOzHYOFFGYavfzaEPIKC42fjmGaVw61073cYMchAIDfl7ya2phD95pLL/922O09DdsBAKd2/i3ptmKh1dM938prfxRcp1LLfZeHu+i++sjmR9Len0yFFVwMwzAMwzAMwzAMwzAMwzAMwzBMRpGxCi6jhiKSq80UPRry1qJ/gUXe5hMjlJe21U6RrG5/ZHXByRH6h7bJugcAcFbxdQCA2dkU0XgmK7gErb+jaM/clZRTX6XVRCzb8wJFY492DKa/YwwTht6OkFJTqKkCflJzjrooMmS4n6Lb3aPxR9oJD656M0Xba7QUWWXJJcWRdXDyozv1ORR9qskKDe9zpCj74qVlcdXVu48iiw4/tie4rnN7W7JdnIBP8n3pl1RgYtnwHKlWRCS98H+ZcQVFAVVfQOOQ8PZhmEwjuzq8x8i2f3sLANC2pSnuOm3t5K30zldeBgB87GmKoE7Gx2n29Quibvd7aFzd/DVSvPftD59XPhpCYfTut0i9cvkzUuR39kTPAaUUryAVf6YpuOJRbvnc9N0LBdyxvxwAEPLeSgcDR2iM/uDH7wAATjxL3khr7w2pMVLl07XgtmXB181v0vV6pDGF88oAfU/tTz0KACi95lMAgOzFK2RLVwdd+0b27KDlXloKpVQ8WPeREm28ckvgd9G9ytCuD4Lrii+5CgBgmU/X88H3t4Td12e3Ke6Hf5R+c6PdpMQ2zRBKPEmKF4h+Dlklny2qI7xyS2A/RhG3QsGlLySFxwQF1xg8Q+S50/3SswCA8utvAQAUX3KlrJy+iCJwO//2J2m/9N13ZEvR8WZdQYySIUSEfST6XTSH8fpD51K4SP2xlJlpHpRpCq663FUAgHkF501xT+JDZIoBgJHRninsyfQmR0+/xdXl5NmtUytXbtkkjy3huTXqUz6WpYpOF/1WZ5lXBdfNNNM1oNlBvzXfOA82jYrmVnWmpQCA0iy6Nzlu257ezjJnHFpV5OtCwzDNSZYWXx61jiJjHQAgJ4uUhiOj8c/XpxvmNfQbLfgUZd9Sm8KPO95eUr63/+Bnk9OxGAgFkstG6juDheYXpvwKACH1jnh2pYTsCOovoeASiqVUYsql5zNlczcE1xXVUvaFeD2/1JKHmPASAwCz9H0U19G4POoYAgCc2v4MAGC4+0Qi3QYAOEd6ZHXklsrV+eJzNO8l/1uhMEsHhbV0vzNetTWW3sb0+QOfLrCCi2EYhmEYhmEYhmEYhmEYhmEYhskoMkrBtbLwquDrIkMtgFAu8oHRdgBAi52ia7qdFOUZQPw5Vr0BiqDrcBwDAMzJOSda8TOKrArK2xpNuSXIWSGpvB7fDCC90cQME47+7lDUfk/77pTXbxeqMGmcseRQXuFsScE1VkE22dRcNDP4evEdKxXt47HT2PfR/eSf0/Ra9KjjyUKMHT27O2XLj+4nL5JklCkMM51oepUiyBJRbo3H3kXRz4cfJwXmkrtXJ11nJPZL6qFElFvjET5+R5+k+Vwy/S5KxsdrmuO20Xi99euvAQD6DkxdFG7fQWp702f/GVx3wW+uAADk1StXuoRDpQnF4i2VzoV3v/16UnWGw2slFXf7k78HABgq6Dqes5yyOGQvosjKkisou0Ph+eSf1/0CqQ1sRw8obsvdr0wB4paUVWPRF0X3hlHpKFpW+GmZZ8+n/QpDvwW1kaKb1TqKBldp5ddQlaTgCsRQcI12KVd0j1eraYzKlR3WAzR/M88m9Vfe6nWy7UJVN1ZRli7KzHPj3kd4bEVC+ET3OhuD68pjtFNgIJ8N4W3k9sXvfzqZlEqeZalUbglfLG+AfG6Fp65OHVL9atWJK4DH0mkP+Ul6/OmL4M5UhBpkdZlQbhkU7zvipvFwVxcpNafyXG6003ypUFcZXDfHQmPpLDNdf1x+mlsJy0mD5B2nkuLGe0dbpLrSPx4xZxYadWQ1TJeNsp7MzlsLADDp8qLWVZ9L57XwFMxk8q7cCADo+vn/AgAKbqZ5Wt8j5MdpOY+e5QY8k+eJrgS1huZetj5SVwkFl1pN6015pFyyD7QqrtNcMF7BRfM4Wz+NS6Wz1ibc30jkVVCWj5KZZ6W87nBkmejcnnve7QCAI2//DgBg7WtKuM7uE/RMabyCSy1lZyqqWyErlw6EQi0cXjddFwfalN9rnKmwgothGIZhGIZhGIZhGIZhGIZhGIbJKDIq7L0gqyr4us1O+f5b7KSQsHr6U96eUId5pAixMxmVlv4LrfniJYr3Mc2kaNHiK+gf754XP0p9xxhmCvH7KXeyfYSirAtKpUhpA3kEjgw2T03HAJz978qjZO0d5Nmz+WuvAgCsrcNp6VOq8To9siXDZCpCpbjvoR0pr7vhBYrqXHwXKTnHKmKSxdFtBwAc/+vBlNUpaHmLfE+TUXCZy7MBABoDTXeF318mI86V975LnqhTqdwaj/BRA4DN99D15NLHPw4gPl+xSFSup+wNBfPJv0l4gaUD4bkllr2bngcA5Cyj87F4I2WVKL/hVgBA82/vD+7r7o1+TAJeZeehz2GfsE6dFV4ZoTaQkqfm9q8AAPQl5IkgvK8GPwx5dnmH6RovPLiKJE8rQ0W1on4F67FNrkfO0Pb3AAA5S+VRroPb3520PpRK3ldKcHpJFSgUKrHosYd8JGIpuFQqGsdLTRRtPF29uISCalHRxrj3FQqtNitdX3ocdE0Q36dXwf25+J6EZ1q2jiLk8wzkzyj8aGJ5qrVapy4jw3QmN4vGGaHcUqqYGxoNefbt6voHAGXHM90If60dgyFVS41pIQCgzEAehSbJB14w6Ca/4k6XpMB3UvaQADhzDZNaNKrICi5xvp2SvLgWFUV/ZidUtRZ9YXCdzZ3656mTgVChezqla60kr/RZaY4y/BLNlyt+/E0AwMimzZPav0gIpZZV8scqqpNn3LEU0pwsHgWX2EcgPKaEAiiav1OidJ8kVVPlgpAPr0ZHc1XhlzXYTnPRkR66jjuG6BrgcdExEgrsLCN5U+eWh+ZAlfOpXp1RPvaK769uJd1nHNj0K2lL/GOv6J/bQfNjvUnukV1aTyrAdCi4DNl0T2OJ4J8GAP0tpC4Wvm1MZFjBxTAMwzAMwzAMwzAMwzAMwzAMw2QUGaXg2tz1f8HXk6GqEn5ebY5DaW9rulP6ccqpaqgulK0PeClvvKt9ILjOWFssK1N56wYAwMBWimjyDsvz8DNMpjMyRJE1ZdUU2e0ZpWgUl4N+F1qdcq+JycTRTf1884svAgCcvROjxSNx1vNfBwCoDRRN1vzw2wCAzn/sDFtel0fR+yuf+cqEbSd//hIAoO8tHmuZM5PuXRTJ5uxL/fVRqGpEG2VnV0UrHhdCHeb3xO93GgtbOylLxbhkLDbHX4kUxZldTZF4QycyMzp1LEefprlpz0cdMUpOLa5+Opc//H/vAAAu+PUVKat7zicpov7D/9icsjpjIVRXw7s+oPce8kAru+7TAIDshcuCZfs3b4pal0qvTOWgDlNOqK7Gk79mPYCQcmvwfVJsCeVZVHw+Rf2ZyOQoFFQaijguveqTAAC/W34PWHr1DQCA1kcfpF4l/HkiY9GT8scSQ+kzlh5HfD6mPZJ/NBDy5VKrokdbl0mKsumq4BJKNJ1a+Tx4eJQUMbu7nwMAjPqUz03HI6LCbe4+2bLTflRWzqDNkfW3wjJf2kIXkSHX9B5vJ5u8LPKGWVX2CQCAVq1XtF+/k3xgxLEFAF9g+mVhGOvh3uw4IFsyzFShUcd+dNthoyxXs/JIcWLQZkctP1Py4gKA/b2vJNG7qcPvpvmY2ixlCpD8Q3VllE3KN0xqarUhNZ6MqUKlJq2J8OAaj6WA1FhK8jQI/y6tXp4twTqhbhVSjc9D89LGj0I+vB4nfefD3WIepGy+6LT2ypYA0N9CCurFl3wNwER1lTmfPBNNeTT/dQxN9K+NhZgrdDd8CACoXnypbLspj1Tf2UWUSWLi95o4xTMie28Jek6Ff77GTIQVXAzDMAzDMAzDMAzDMAzDMAzDMExGkVEKrsn2whJ5mMXyTERfSFEfFTedG3Z79z/p3+TB948F183/5W30QgoQ0JgpB2vV5y8AADQ98HI6usowU4ZNUnBV1FK0VH/X9FYi+T0UGbz1W68DiE+5NZ6AjyJezLPLopaLtZ1hzmS6drSlvQ3h1ZRKBVfb5saU1RWJoQZSwiak4JIwldC+margGh0OqXYOPbZnCnsSP0I52Po2qVOqL5yZdJ01F1Mdex6kSMux3l+ThXtAfi5pTMo9xrKKS5WVK6uY2G5f+FhefbH8Gms9HNszSEQP64pKFPVnqii6mDzCssopSrf7+Wdog4puNISCq/CCywAAfW+m/j6jLA7vLUG3PT4Fl88fUrL0Oyk6uNgU/fdSYKAIb6GQ8vidcbWZbkpMsxSXFRHUe3rI/ygZ5Va8uCS/tMbhnbKlUmXSmUK+gX6DK0uvA6D8+xH+aXt7KGOEUChON2aYSInb4gz5iib7HEinpucgOdqi4Dq39Du1ejNzTsJMDWpV7Ee34rfVOLwLADC/8IKo5cst84KvTw6Rv5DDM5RoF6eEkU2kWFeb6To48sZWAED5D74mlSD1kHXzB5Pet+jQHEYojvw+mgOoNZQdJ5on03gilbX1T54ffF/TR2mp1+OijB5th8hLbebq68OWyy6qA5CYgkvQIym4qhZeDGCiZ1nJLHrWlxoFFx3/8d5rY3EMk6I9Hh+2Mx1WcDEMwzAMwzAMwzAMwzAMwzAMwzAZBf/BxTAMwzAMwzAMwzAMwzAMwzAMw2QUGZWicCyVJjJ/rTIvAACYNGQ2F8uMNxxvdf4+dR07zai66yIAgNqgk633DNgAAJ1/2QYA8DndwW0DW8jcsuD8BbJ9ii5eAgDofXUvAMB+tD0NPWaYyWdkqHXc+5Yp6okyDjy6G0Bq0nXZj5N02jw7esol8xxKn+QZpJQzGtP0MnplUktuYT0AYLi/YYp7khkMHO6NXShJ+lPYhmuQ0usMnxpMWZ2RsLVZk67DWKQ8fdx05OQ/jgRfex2eKCWnL4f+j1IrpiJFoVpHc/2qDXUAgIYXjiZcV1YppQH0DFMqTL8rRrpDKa1f3lnrZKudrcrTlWQvoXQkg+9vBgB4bfJzXKWjtF+5q9eGVkqm6bYjBxEO78iw7L0uNw8A4IqS1ST/3AsBABrj9Px9mOrnAgDyz9kAALAdo/TPw7u3y8pZ5i0CABRIn8dxktKmO5riSxEYjXhSFIo0gYOuxFPPdjtOAIidolClovOx1EypANusBxJuMx0YdbmxC0kMjVI6U5c3+TE/VXj97tiFTnMKDKG0xivLKDWhRqWLVFxGp53G5v29rwIIpaGcrszNpvRTfe7QwDnqdwAADBoLAMDpo3SWsawz8nR037Mq/woAgFY1MZ1j9yiled47RCnjA5je3w8ztaih/Dlnm3U/AKA+72wAgF4T/jqvEp4iAGbkrgYAHOp7I9EuTgm2bTtk77099Hyj7bv3AQDUBnrm4O0bmNyOKUSMizYpDV1OMV33jdmUPlqjDT0z8XnDjzuRUhSmJpXe9GC463jU7bosS9JtiHSIA200lyqsWSbbXlhN75t3Pw8A8LoTTwudU0rPSrJMeRHL9J7aEXEbEx5WcDEMwzAMwzAMwzAMwzAMwzAMwzAZRUYpuKrNi4KvF+aRYaIw/rR7B2XvmeTIXloLAChYPz/s9rbHNgOQK7dC294BAOStpWhHtV46zaQAkdovXQIAOHzP47RCikplmGTpad8tW6aSba/+IOI2h5VM37e+9O2w270eZ9Ttk4Wjm5SXx/68P2V1OtsoGqr44oUAAI2RIhTHjw2W2RTJaD1CEboF58xOWR+Y6UfdvEsBAPu2PTTFPckMhhrSH1Vo70xdVPxkKM4Ezj570nXoczJbMdr4cvSoxUxAnOM9u8n8uWRFedJ1Vp1fByA5BVf+2vMAANmLVwAAXO2kwPYMSYouJ0Xva4xmAICxjiIutTmkTLGfIHWd9eAexW367PRbrLn7mwAA2xGKFPU76Fy3LKCMB/qikuA+A++9Tf0aDK+8HtlPhvL5a9YDAEouJ6WFvpDq8HtDyj/TDFL7GGtmAACczafofW3y6rpk0ZhDEbhl190MAPBJ30v388+E3adLWl/3LzTHKvsE7df80C9of2fiEbYWXaFsqYQeB32fASR+f9PjaJDVMTbKPhzlZlK7TTcFl15tVFyW1VKpxR/wJbV/oZEUAStKrw2uU6rcEuehUIIk81uYCpbmbgy+tmjzw5bpcNF1+dDIFgATn0HNsZByxu0nVfAh25bgNqHuqjUtBgBUGel5S6vzUNJ9n44sLr4s7GsmPtQq5doEcT42jXwEAJiTvz7mPpUWupdvGPoQwPRS0ypBV1oMANDkS8phlfy6qS2m67jryIlJ7ZdSbJLaSii4RP/NBdXBMiM94ZXplsJq2Xufh8Yd50h3qrs5ZXicI1G3a3Spu9frOkFZysYruNQaeq5dPGMVAKDz2LsJtyHqGE/AH7p29zWl/pnm6Q4ruBiGYRiGYRiGYRiGYRiGYRiGYZiMIqMUXLXmJcHXQrG1vffvAAC3P/HoPCaESkv/edbcfUnY7fZjpL7ofztyhKC7l/5d7/4n5Qwt/9Ra2XbTLIpaKr58OQCg92X+Z5phJoMjT5Jyy+9JXY53V5uIJqcoI1M9RYtbD8q9J8ySgqvnlX0AgIK1sRVc+Wsoyrz44kWyOvRFFOHtc1FEuv0E+YC1PbktuO/49sdTexepgAvWzwMA7PnMbwEApVfSuFR2LXmkZJWF8iL7bBQN1bOJxr/Wx0LRmJNFdj5F1FbPIq8RkbdbPybvtMtJ18dju/8iraHI2bJaiiYtrqBoJJUUGTbcT9HmzcfIAyDLSJ95wepbg3Ue/PBRWT8WrbkTAHB45x8BAFqtAQBQNZu+V0tuJQBg4Vmfk+13aOfjoTes3oXbSrnU3SPRvRxSgaM7eSWUYDK8twTu4eS/G51lovdFJiC+Z1t79KjFTKL5DYo+TYWCq3QV+WcJTy6/J37FgvUg+cJqTKTQyiqlfhkqKBpWpaG6fZI3l7tHmgdvofEy6AcVx3jW//ZrAAB9GfU/dwWNzdpsijr2DtNx7930fHCfwQ+2Rq1ztJN8bduf/gMAoPBCipIvWC9dK3yh78bZQr4vrX/4NQAgq4I8dqaDgqvs2huDr7WWbAChz+Sz28Lu45M8zLpf+CsAoOJGuu6UXv0pAEDHM48n3p84vLcEPfbkvb/cPuHjRcd1rA9SOAoMdL7qJMWUZ5rcF3slnyK9JraSK1tfnO7unFF4A4ldOwuNlMVFKLc0KuWPi5pH6J7+SP87CbU9XTBrQ95x7U5SCNukZ09GDY1LlUa6f3Caafw5YZN7peToigAAjXa6xnS6QuOCeC3UYeUGUgafrgouJlVEV/KGo2WEzr8ZuWcBAHTqyCoXtUojlSVlSab8jvOupflO9gX0zFF4cEWal3VOVwVXf3i/rLHqrPEKLpWajpkpr3JcXZIf/Gl0rx3bwzH+30ckrL00T3YMUdYJU578nqWknvwaE1FwqbV0T1pQtTjs9sGOkO+yZzT8vJeJDCu4GIZhGIZhGIZhGIZhGIZhGIZhmIwioxRcxjHRNA3WnQBYuZVqSq9ZDQAw1hTJN0h//rf87g3Z+2h0/vUDAEDRJUsBALp8s2x71W3kezD4Lv1L7R3hY8kw6UBEtTdvSj6qOFLdznbyKwl6bUkKKvG71xdRxKNNUlspofwTUrRZHkX+DrxP+e7dPaRm0BfnAABKPkbq3nk/uT647767/o/K9kZXPugLqH/Vt1Ju8qILFwAA+t+liE3PkCNY1lxfCgDw2dOvtomFJZciiXa9TR4jfn8o9/+SdXcDAEzZJbJtJZWkTtv//sNSSRrIF59zFwAgO48ixKxDrQCAxsOvBOucs+xTsvYbD78MABh1DtFSWn98D3mh5F5UBwA4tOOxRD7eGYOja/Iis7xOUjz63PSb1eg1Cdc1mYoij9MTu1AMtFkZNd0N0rU9uhI1E2l/l6JKV38n+bqEcqtgPs1Z+/bH7zUgPLTEclKQVGEDW96QLVNBIp9ntJsiVEf27IxaTqjIYqnJwmE9sEe2jET7U49G3R4N4WV2/EdfT7iO8cSj4BKeJ33O8FHYidBtp0jzWAouleTNUmom5ft08eKyeSiS3qTLi1ESMGhpnliTQypzoTxgEiNeT7MiYx0AYEXpNQAAdRzKLeHZc2JwW4ySmcEJW2gsPGUPn2lmxNsHAJhpXi7tI1dwaVUUpe+JoqTrHW2R1cEwUVHFr1AR40DLCF176/PWxNynKpvuqxuGSKHu9jmiFZ9yLOvoeUHHD+8HAPiGMzPrgbUvkoKrJuI+pjwpk4FGPl5bI6jBJhuNjjK85JbRXMos9deYQ88otAbKQKPTmwAAai0pDNWakN+jWqubsG6y6D75PgBgxqpPyNaL/ueU1AfXjfQ0KKqzsIp+XxpteDVl76kdYdczymAFF8MwDMMwDMMwDMMwDMMwDMMwDJNRZFRIqy8QikQSOWKZ1KArpH/Py28+N+z2vjfJu0d4cCnB76Tj1f4n8qmpu+dy2XaNRfJs+Rx5tjT9zytgGCb1dO+i363w+0kpUjSZ/RhFgAufLIF4H/BR3mT7SeUR9sd++CwAwOeMHoVqO05tz/7e1cF1eSvrAAA9r+2Puq9KS9eSvNXkPbLvC+T14R/1RtxnOmAbpmM6VrklEPmaRWSQQV8IADCaabn4nDvD1jk+kmioL6T4q6onxa3Ifz12G5M4zoHJVy77pHM7GQXXZCrPfCn4LQp/0Uyj/3DPVHch5bj6KRJ4pInUnzl1sZUdsShaTOraRBRcU4EqhT4BTHow6woAABZ9UYySIfqdTQAAXyB51amg20EKrvmFFygqLxRn00XB1Sd9JyWm+ugFxzC/kHzjtGpSwDQO7wKgxH+DGYtSBVexiea/y0toDh3PM5ZjA6TmbByOrv7MFAKgc2zYE/taMuLpBQAY1Jao5QJRPHBEJqJovkgMkwqahkmJWJdLHtMaVWQ1jPDdq8uhsscH4/cZmkz8DppXZqpyS+BxkZ/fqJ38/rLM5NFnKYis4BrrzzUWWwQ1WDoZ61NVtegSAEB+BWXGEV5hmUZfE/1uapZeASCkSBOU1IcUkUoVXEUzVoZdL47/UOfRuPvJhMjMO36GYRiGYRiGYRiGYRiGYRiGYRjmjCWjFFzdzlPB16UGijY6ZaWoLn/ANyV9Ol2ovv0iAIDGqJetF8qJ9sc3J1x33+ukoCi5ahUAwDSzRLZdeHT1vka51uNRiTEME5uuHe1pb8MmKbhKr5LnkReeXI4GUiIE3Mojm2MptwRCPTaWrJLcMCUj0/4M+QdMd+WWIJ5IZoeNIlFdkl/WwQ8fldUhoqrG1yk8uwDA47ZJZeh9cYU0bnfsk/dL8sMMAnQAACAASURBVPVSq6XIQJEvPkoE65nM6KBr0tv0jUrzpezE63BNovIs4E/+3FFnqIJr8Hj/VHchbQwcoej3VCi48mYVJl0Hw4wlHu8tQbc99cpml/f/s3fmAXJU5dp/ep3u6dn3mWSWZLLvEJIQIJCwBkE2BQWVxeWqqBev61URr8qn4vV6Ra7eK6IgiEBYlB3DkgAJZN/3SWYmmX2fnt7374+3TtfUTK8zvU7e3z9VXXXq1Knu6qpTp97nfSiid8RF9/GCnMqI5UsNFOmtU5N3qSfNXtUd1sMAgNnFFwIAdGpDpOIAZIXjnGLyRp2etxgA0GwmX4pOK/nL+QPZ0V9LF15/5KwNk1FuHRl4CwBwZmR/lJLZhd1LCpBCnfw/G3CHfoYq0JUDAFRSP9ekpXuZz698zon0vQrvPB+fy0ySEfeCNuk/21B4XtRthB+iUGh6/Kl/ZokF6/t0byj8CI1nWjaRF6DfkZntjYZV8s8SCi59rjymoTOS/7jHQdeq8equgKKOVFA1m+7v9edeH1wmrm3h8PvoOum00LOAWzoer1tS43lco8pK10dpnKJ63iUJaHVs+LzUjr7W3QDkYxWU1i4Jzp/e8yIAOZPOWMTvWFgxK+T6vhZWqyeC7HziZxiGYRiGYRiGYRiGYRiGYRiGYc5askrBdXxka3B+RemNAIBVZR8DAJy2kUrI7qUIdW8c+c+tnqkbIRuN/MX01r9k7YKQ67ueou/cM2Sb+E6kyP22P1K019yf36ZcLwX413/lKgDAkXseU2zHMMzkGDzWl/R9CAVXw5eValDTHFJwWY7Fr8w0TKPIpcqPngsAyF84DQCQU0bSE00u5axX6UPcytTxeZw42qbufcBpo2PrPk0qNeHBJfsC0Hd1eMefAcheXTUz5CilAx/+QVHnktVfBADYLN0AALtF8iuQ6uzrpHvyOWu+Rm2wUz7xo7ueSMARTR081iT44kXB7518ZJhrJHVRkQHf5PsCqjivB+lGqNZsnZY0tyR5DDXRdanh6tmTrqugPj7FLsNEo8o0N+ayQrnca2+OUnLidEteXNEUXCJqutJEEcLp9uISapZjA5sAAIvLr467jlwdKWMWlZGnh1B2dVgPAQDapGO0e4Ym19gpRjgPrqIc8klZVnEtgOjKLXF+A8ChvjcAAB3WI4loYsbR5SIV5izTiuCyXA0pJqzeQQCAQUPPILXG+dJyOu8uKLkZgKxyEX5eRTrKXBNKT1EkKcWcvtT5mqaDVvPu4Lzw5csk5pWsBQDk6ae+Glx4GtYVUJaOSP9/4YNYL5U9Ofxhkls3MfIvpedVbSmNGxRdf1XE8qe/+J2kt2kyWCT/rNK6ZePW5ZWQ59ZQB6mjx3pwOUYoY47XnXz1dsn0RQCAhuU3hi8kjQv0tpAKsK95OwDAOtAmrY79mVSrJ2V6KhVcgp6mDwCMV3CN9hYrn0GqyM5jm0PWUd4geW+pQj+T9rVMDS/LdMMKLoZhGIZhGIZhGIZhGIZhGIZhGCaryCoF18WVtwfn9VJuccES/RUTrveNjocmvG02otLI7zXr7r4yZBlnJ0Up9fwjcW+SLfspGmF4O0UhFq1SRu3mziKlR/nVFK3Q99rehO2byTLYtyehmE8OJn0f9lOk4BFqi9xGilg0SR5cA5uPxlxX3vwaAMCCBz4JAPBaKBqy+8U9tK+WXsVyXVEuAGDujz824fYHPNnh42gZOgMgshIq3Lqett2KaThsI6TK2rflf8KWibQOAE4d+kfE9QzhscWuNs8kvHb2i0gmjj5SzSdCbZepWNvMCasrv44VXExiMOkoAjxfXxbzNkNO8uhJpt9Vr42eneYUXxRTeeEhlm4Fl0AofkySQmJm4coJ16XX0BjAjMIViqn4HTpHqYu6bMcAhFczTWXGenCZdCUAgOVVFG2vUekibi/8zff3vRpc1iOdh1OVZhs9ZxjVecFl0yWl1lj6XNQfP2CmDDVVhkYAQImesk20jdB5eE4hjbWcWySrF31SpqFqA42FNFl3JOYAMhSLW84kkokKrkz1lkoGLh/1L9stpICtK1gadZv6Qsqk0jJC6q+xPnPjSe34Tdf9v0np/pJNJP+svFLKvjXSewoAYCyoGLPtmeQ1bAx1S6+JWubEBzQmMdh2YPI7jOLrlUwcIzTONdJLKt+CED5aFY2rAIRXcJUJBdcYhGJPqO9SRY1+ljSl+9Au6+uTrlOvIp/VdYWfAgD8c/hPk64zXljBxTAMwzAMwzAMwzAMwzAMwzAMw2QVWaXgarMdSncTpgQV150XnDfWl4cs0/bw2wCAgDfxqob2R94BABQup0gnlVb5nnXaHZRXdWjLseAy70hsUZEqHeVBrfr4+QBkjx6NSTkFAO2YddrC3Ih1V91I0YYlF80DAPhsFBnntckRcn67S7HOJ302720BAFgPtcV0HGc7Ddd9DgDQ+uIjIdfXXXsnAODMK4+lqEXZh9chR1e5rcmPXPVLCiihripeRVEh+lKKgrQc7Yi5ruqbKBpXnUPRpce+/lequzl0ZEvBktqQyxkm0/G5slMJ5XVmp/IsW3AOJj93frqxdSfOc0RnIp8IrZHuGaPvf5nA0NZNiimTuQjlUzyUGKYDANbP+GaimzNhSg0U5a0blfEkmQqzWDkx+D4AwOLuBwAsKL00uE6nNkyq7mLDNMUUAOaVrgUAdNtOAADOjOwDAJhd3ZPaVzbgDVDfP0djAgCcV0VZDnRjsuCEQ5wvw874PXSzFaFaOzgiX6uPWcl7JVdDSmG39L04fEqPzDbHEcVUcGCExlQWFawLLstR05hDr4vGB1rtCVA3MEwctJhJNVibvzi4TBVGISOuzXX5S6Vtd0WsOx5fpUTgt9N/UldJ45qGhUoPTecRuv57ulOrkJkotiEaM/H76RlRrZaH7IWCS3hxCR9tgaW/NentM+ZL33N+6HFkADB303eeEOWWhN6Qn7C6Jkq35MUVSsElvo/88hkAAEsfXd9NxdQnMRaE9lDta5naCt5UwwouhmEYhmEYhmEYhmEYhmEYhmEYJqvIKgVX08i2dDchq9EVUwRXzafC5283726m6Y6TSWuHs4P8gPpepTzXFdefp1ivzafIsml3rA0uO/1QbDlB1XqK3p32mYsn28xxCIVXNKVXSCRPKVZwTRLpe9QXlKS5IZmPcyA9kbrW410AgIqrlgAAPMN2AICrm/xWtHk5oTccxWifQABw91vClCTKr1wSdzsZJhPwubPD+20sfs/U9YbKBJxDU98PwtFvT3idhhKKMrZ2ZJaCi8keqkxzoxfKAkQkfqVJjjLOFD8uAOiyki/rwCg/nllFFwAAavOpTxdOTRAPwmdqWt5CxVT4dTWbtwMA+uwtk95XpiKUW0ZtQVzb5WgoA8O5lTcEl+3oegYA4Atkp/p8IngkLzOzf2LqD+HVtanvL8FlKinGPIDQfakr1tG97M1NsfcF7vky/b6vbaTnv6ZTfB9kwuPwjgAAOm2yR7a4PoajoZDG7E5LSlh/mOuAP8x5nSyMi8knr/T2jwMAnEeV45iFV5NSePDJ5wEA9n2HU9i6+An46dnQNkj3qfyy+uA6UzEpxoWSayzW/vD+XYlCn1sUtYx1MPFjnvkVjQmvM16G2imjnNtB41p643gP4LJ68qwTCq7SumUh6/L76Bo9cGZ/wtt5NsMKLoZhGIZhGIZhGIZhGIZhGIZhGCar4BdcDMMwDMMwDMMwDMMwDMMwDMMwTFaRVSkKmckx/XMkz9Xkjk8RFvCSlLjtD2+lrD2df9sCACi9bBG1K09pLly+fmlwvv+fJIW2nehKUeuYVGGaTulTKi+4OrjMWEHy63mf/aGirEpLqUbMTftS1LrsxetMT/oQkaKw8tpzAABDHzbFXcfwTkqVWnIhmb3P+cH1AIC+t0gWrjbqaf3q2QAAjfQ54A9MtNkMkxb8WZaicKr8xy68bw3NSIejydEE1/l9tNAnXUM//PnWlLYNALyOqZ9ayG1xJ7zOnCJKcW3tiJzWlmHGkqujlDv5+vCm6dlIlWlOcD6TUhQK3D45nfaRgbcBAC3mnQCAGVI6rGn50nOilG4wERQbyPR9ueEmAMCws1NqwzsAgBF3T8L2lS7ml9Jzv0FKNThRCnOqgvOLy+lZbV/vy5Oq82xnbGrCggKKOb/zNvqt5s6mITqRorC0hNZ/4yuUhlDK2I9Hn7SNq/v2W8mSItdIhf78VysAoK2D+pv3fYdSavmlJvztWapj38HE35OZzKd5eEdwviZvAQBABVXIsjkaOremS9fkMyOhx2PCpS5MFsU30nWp+z9/DwDw9g4o1msrSgEAFV++E0DmpygUWAco3eDoFIVaPfVzy2coLV58HrpW2EeSf+/y+6P/vrocU8L2p9bQ9bBmbuItaOIlEKALZ+9Jsk6avviqcWVKahcDAFp2v0Cfpy8KWddg2wEA8m+XaeSq6X6zIPcCxeeA9PB82nUoWPaM66hiW5GmdKaBxvNr9DRmpwY9b5907gYAdLoTb4vECi6GYRiGYRiGYRiGYRiGYRiGYRgmq8haBZeIRirLIYO9eI1TR9M0si0hbcp0Wn71smKabrwWitrbe8t/J6xOn43egO/6yM8TVieTXGzt9Oa+ecNDwWW16z8NAGjf+DdF2UAgIGZS07gsxpcmZYhQcAksRzvjrqP3dTLb1EqqzopryJxz5tfXAwA8Zrp2DG45DgBoe/Q9AMDCX39qAi1mmPQR4GtZWtj6k/cBAIvvoMiy48/LkWceO6mnFt8lqchFIGsKfypfmhS4qSTgo+g+cawaw+QfSbTGrH2sYdJMlWluupuQFEoNshG9Tk19Ko8/M6OFBQ7vCABZTdU0RCpaoeSqzV8CADDpShK2zyJDDQBg9TTqR54aprGBU0MfApAjlrOJySq3QiEUgXOKLwIAnBjakvB9ZAKjv7syfS0AwKjJn1BdTdYdUcuMjND98Lf/R+f+H35Tqlj/pc/Svh95XKix6L754APyf+DESVr2xlv0jLR7Lymy/utnxQCA/3yQ6i7Ip/j2H/1sGADQ1ZNdmQSYxGLzDAbne2yUdWW08jcUMwtXAADaLKRAEaoWQSwKn0SiziVV01jllkAsVxsNIddnKkLBFQpDvlJtbh1so5kUPFc6Lf3SnNjXeMVfYRWdQ2otZdnxe+NTiKo1smJ79gU0LpiTVxqueMrpOUV9hGkLLw8uU6lJnaTLoftH6XTqq4z9rQS9zdHvDelAKDiXmUgFfshO9/kRH/3uOhVlg1udf0NwG7OX1jn8lEFDLemo3H4XAGDLyHMAgDwNZUtYlXcdAGDQ2w0AcPqtCWs/K7gYhmEYhmEYhmEYhmEYhmEYhmGYrCKrQh2L9TXB+eVlHwUAaFX6uOoQEVhWj/yG/2xRcDFMttC3k/LwB/z+KCWZsCQ5gmfH9b8OudxxmiI4tl31QMj1Xqsr4vrRdD67XTGNxoEvPxpTOQA4/fAmxZRh0kHAl31R4VOJ3IpcAEB+rZwFQCi4CurIp0IlmV2kUm03VbzOYsEvecBqopSLBbUuEbUwZyPRItazFZVKjmWtNJEHQiZ6cUXCI0UAt5p3K6bCR2ta3kIAQLVpHgBAo564V5eIXJ5VtBoAYNKR+mV/76sTrjPTGHGRR8uh/jcBAPWF5JkrvsdYmFm0CgBg8wwBADqs2eFpE41ifTUAYHnRR4LLJjzW5CVlTCwKrmiYcum8tFjpfumVBDJ63XjlhM1G+3e5A4oyrWdoo588QMqtf5P8vP75Nim+3n43s5WdTPJpHqbn7Wj3Q4OUOUt4dnVYDinW+1LsweUdpHPauIDa7ThyQrHeuHCuVG4ope2aLJb+8AqusVj7W5PXkDF4nKTSsfTRPvPLZ4wrk2MidencNXcBAM7sewUAYBsSmX2Uzzk6A6lUi6fROVUz/9LgOoOk3PJ5qS8Q8JHqVJuTO6njmAziOxhsl8/90rqlijI189eG3NZlpfcQI73NyWncJDGoSYGWp6Hf8BzTFVG3MWnomVkouARdnlOKz1Yf/VctPvoOijQVAIBuVnAxDMMwDMMwDMMwDMMwDMMwDMMwZytZpeCaVbBy3LL9g/8EAJg9FI20pvIzAIC9AxRp5Q1Qvs9pufMBACYtRWLt6n8xuY09y7jiF2uC8zXnVQEAnv0kvam39zvS0qZspGFtbXD+ql9dAgDY9uAeAMD+J46kpU3pwDnQFb0QwzAMw0yCfQ/T/bXxI7OCy7RGiv4/+Ch5AZ5Naqp0IBRciUBzFiu41DnkLTHrnvsUnwWnH5N9Th1tLalrWIaTqyM/gAJ9RUzlrZJfybGB9Kq/hff0wrLokbUCEZWfbQqucAw5OxTTo4P0m9SYFgTLCHVSnm5i3h1CFWYt6g8uOzUcW1aBTMHnJ1Wy8DI7PUL3PaE0OiwpuYxaisAuMUyPuW5x/tm9ZgDAkLM9AS1OH7NM541btt9M34/Z0wsAWFN2GwBg7/AbAEaNNRnoXDFp6Zqyayhxnud/ecoGALjvu1S33U6/3d9ftgfLzJ5FfZdP3GQCANx5G0Xhv/QalVkwj9bfcA2pHoSySzVeBMacpYy46Rzvs5OypDx3ZsTyjYU0NttpIQWnuKakWsE1+AyN61Z85U4AgN8hqRGlk1udQyrM3v95LKXtmixuO6ld3I6R4DK9sSBk2XjUXoni9D66xi247G4AgFo9/tVCYSUpxxdf9W8AZH82j5MUOxrJo0urD6/G8vvoHnbi/ccAAOUz6Dpd1rB8Uu1PBD0nPwjOj1VwmUpqxxYHAPS27JLm0vt8KdTJ3oBLsVwo2QOg57P3Rp6WPkdvr16lfPYIf3tJnsE1K7gYhmEYhmEYhmEYhmEYhmEYhmGYrCKrFFwFOjm6rt1GkQJdDmWOVb8UMeD2k2po2N0NABh0UXTXirIbAACzC84PbnPU/F6SWgzUXkC+YR/57aURy3ns1G5zG72hb93cBgA48OTRcWUyklHhPx4HtZOjnpmJMv2KTwAA2t/aAADIb5ivWD6wn6IQe7dvTEPrGIZhmKlA8SzKL14kTQG5O7Po9sUAgK0/eT/l7VKdTSHVCTzUWKILpyp+F0Usn/jl9wEAukLKWNH4rz+cdN0agxGA7Hvg97gnXWemEK/3VrftOACg39GahNbET2MxeUUZNHlRy5Ya6gAAOjVF2Hr8U8tzRyiV2iz7g8vEfEUuqXTnFF8IAMjTl8VVd6PkyQUAHVbKqOH0WsIVzwjsHor+39FNz1Lh2usP0P96bw+pIM6vIYWS8B+LhFpFqtlzK68DAHzY+TfFvrONAm05AKDdIY+/dDlPKsqMG2uSsggNuslbZkUx+cTPziOfsqOWLXG3w2hQ3hiPN9G5fc93SUGqlkLUpUsy8aYyY45WGuXzjhk+OnlqRDqOQMj1DCNUqtEUXLnSNaLKRB5XXbZjAABfwJPE1o3HfZqUox0//CUAIKdeKGckPzppfcCVnX0X64CsziqZvnjMWsnzb+BMClsExT5PbPkLAGDW+bcG14VTZAmVV05uUcS6XbbB4HzTB39V7M9QQNfpTFBwjfTKHlN2M713yC2sCl1Yuub2texMeruEOkunygGg9MYyaei7r9PT+GqL64BiW1HW7qN7xQzDEgBAs3O/oly+Rn52tvnMIdtRo6e+1xkX3VPzpH2LbYd9fbEfVIywgothGIZhGIZhGIZhGIZhGIZhGIbJKrJKwaVRyc11+qwhy3j99GZep84Jub7HQTllG/PlHMvJVHCNpffwAACgey/luFWpKULHVEHRkdNWVgMAzvsi5fCccWldcNt/3CnlenaNDtfJDN78buq+Q2bqoy+UIiulSIfy5WsBACcefwAAUH/tXQBYwcUwUwr1WaRaYTKChstnAAC2/1LOoe7LgD6WSpue+LOyGorSG+g6BAAIBJT+WFod9VWNeXSPtgy1TXqfifTN8rsT5+eV7QQCiVOzVa6/CQBgOUpRnpbjU8PDCYhfwdVja0pSSyZGr43UJXUFy6KWVanoulJpoojadsuh5DUsw+i10/fUZ6do68YiyuQyq/iCmLYXSiUAqC8gX6/jg5n97OvwUvR1rEozoejb3fMCAGC1pOTSqY1RtxVlllfeCADYJim5PH5X2G0yEY2KfKrCjTMBgFdSp4Qda3KRx2Gj6VwAsSm4Ll9Lqsp1a2i64e+2kOXEZd0XQzclnDLL7Tl7lc5MbAy7SI046KQ+XokhtJeQYGYRqRWDCi5/chVcKslTK+98UvDkNDYAANRG+v/4rPT/cTXRuK+rJfXqpkQy2l9rrILLYSF/SK/bjnQx3EnqnH2vPhBcVtlI50RRNamEjAWVAACNnn4jv5fG7D0uutbah6RzroOytA2ekdVCwrdLYE2D31gs9DTRs+SM824Kud7cQ/1H4a2WTIQX1nl56wEAOSpZUecKkNq33U3/1w63sl8rsmHssZH/5Dwj9ZcuKfgkAEAlaaRsfvk49tiUY7JW3xAAWUG2puBmxbZHHfRdOf3h77UThRVcDMMwDMMwDMMwDMMwDMMwDMMwTFaRVQoul1+OZjFo8kOWERE3+TqKLu1zKt/w+oJRN4ZkNDEqnbsoN+f2h/aGXK/Lpciha//3cgBAxcLS4Lo5H20EABx57sT4DRlmKiGFqBkrpgEA3GbKw+tz2hXrmfSx+isU6V9/IalOhfbG76UI+uc+/w4AwOdOvxpiIqz/BUX1Hnhajmrp3Jf4PMGMjEbHMTdMarF1U7+yYmllcJljQOljMXxqKKVtAgB1HP8FXQ5570xrvBgAoNVTJH1XM3lVGvPp2Ay5JdKUPBP6OuToSJ+XouynzaI6hELLPEDRr0KpVdN4EQDAYe1XLJ8M6gQquHye7LzfZCySF1zuTFI5CQXXVMCoLQQAFOgro5QkhKeQxZ1Z/YAee+wKLoHwSzmbFFwCEZl8cvhDALKqTSi6YqHM2AAAOI7MVnBNFHGu7+l5CQCwourjwXWjlWyhMOnoPrOsgnyodklqsLFq4EzFJUWTR/K0C441aWmMps+lVIcEx5pU0ZVvgrc2OxVThskETg1vAwCUVEVWcOVLnoYVuTRWOeLuTXhbNEWFwfmqb30JAOCXPLWcx+hZ3dNJ46yaQhonLrz6MgBAwRWXAAB6fv1/AACfJbRCMlkc3fSHSW3fdWxzyPmJcOzdP05q+0h4XfL32nHkHcU0kdiGOgAA257+VsLrngwBf2RDw97mHSlqCWD3k4L7vZENE65DeHHtlZRcseADfQdbLS8olp9y7ptwO+KFR5MYhmEYhmEYhmEYhmEYhmEYhmGYrCKrFFzmUdEAZQbJm8qsLDPk7gIA1JlIXSAUXCLapiZ3nuJzpuGxU9TP/r9Q/tErfnlxcF3lEoqOCKfgWnQLReRd+J0VAIBH19Eb28LpFIW06muUM7x8YVlwG5UUnTncSl/kph9RPsyhljFfrMSsKxsAAJf97KKoxyL277a4o5YNhVCzAcCST9HvNmMd/e6FtZKCT/JsERHXPYcoqnjn7+gt8UhH9N+5+twKAMA5dy0CAFQuLgcAaPT0/tfcRm+vj79MedsP/o3ylQb8MaiIJFnL4lup/Qs/TlGw+dX0m9j6SJF07EWqe6Ap9ZHimYi1jc7x2qs/AwA4/fKjAACVhiIHVdqsunRNKYob6L9Xcw79T56+7Z+K9XoT/TbZqtxi0kcilRwMEwuWTopwK5ktq+UxW1kmHQounUkXvZCEyF/f1UL9t4JS8hUrqVoIQM5dbx1uBwB0NpMfSOOSG4N1NO2l/pp9hKJf25s2Axgfdd/XTqqv0uqFMbcvHBoD3SviUatFw2tX+j7M/tb9AICODdSHsJ+hvlbeHLn90z/xOSrz3F8AAJajdIzG6Q20/pOfBwA0/epeRd0Fi8hfpfQiyrigL5H71h4znTPDeyj6eXDbu7RizPepL6H7aNnFVwIAcusp+lljoj6i1zISLDu8hxQnA1vfDnXoCaX+zq8BAHIqawAAaj3l0J92y11htxnY8hYAoG/Ta0luXWKI23vLnlneWwLhkSK8jsL5Ao2mVHqGFtlMhPfS2YhQKNQVkPd1LH5TQqU01Rly0j3jUL/srbGk/OqYti011gMAFpSSguJwf+wR4OnE7CGFZpm+btTSDxRlhjx0n6zLJS8coeBySpmGagxzpc+ZOdbEMLEy4KBze9hF46tFOdURywsl7K7u5xPeluKPXxOcdxw+DgAYfPpFWhAus8+zrwAAyj5L3kFFN9L1a+Dx5xLePoYpm3FeyOVeN41TD3Wcfar5dMAKLoZhGIZhGIZhGIZhGIZhGIZhGCaryCoZRKf9WHC+IY/USBoVRbmKfMdnbAcBALUmUuNcWHFryLqOm7cmrZ2JwGUdr3pSa+J7H9mwZjoAYM33VgIA2rdT9MWhp+Xv0VBM0Xt1F1CUprXHHrHOtm2dAICXv0SRWIYi2n75FxYHy5Q0FsXVzrGINl3/xyuDy4oaCgAAPQcosuqgOAYpYKNkFu1z+kqKLHnv/m1R9zNrfQMA4NKfXAhAVmode4ny2fucpECpXk75+Vd/fTkAoGopKb42fkdE5Ibfx8q7KSe+UIcJZdy+x0mhZyiiSMtFn6BoL3u/Y2wVZyW9O95STMdyasNDqWwOMwr7IEUJm8rof1q5kCJZew6TT5rbpsw/fPOfKbr92c/Sb3nJtynqfXTU/qaf7QIAfOwRivR8/vMUob7i8xRlX3d+laLOlvco9/Kex48pll/3oKx4bdvZAwCoWUYR8rlSe1/8ymZFO1d9kf6b9RfQtUNcA3NL0+PTeDajz9enuwnMWUZejZSnv17O7a/W0rXJ64icSz2Z6POiqzAEFbV0TdXl0LE4rJTtQKWWrrGSaMjtoj6O30f9ZaHgH00q3S31+bEfY6w4B5V9KGcXKRCEEkkouIy1M4Jl3IPUrxSKLaHgEts4O5X+KqZGUuRXXXMzb1/ZRAAAIABJREFUAKD71WelcrIfmb6U7jtVH/0EAFl9LlROAr+blDMeC/UNO//+VwCA1zoyrp3VUl3OHuqH204eHf8FJIi2J8kvQqWlZ6zZ3/opte+FJwAA1qYj47YJ+NL3f5kIwocqVnpsJ5PUkskhVJZ9dvLLq8mbH3Ub4TtVaZoF4Oz04hL4A/SsZ3ZRn1H4a0VC+FBpVFLGgkB2nfvx0mmV/++5OnrenlW0OqZta/Mpo47NQ88IrebdCW5dYul0UgaRhtylwWXjxprs9H+pNS4AAFxYekvIuo5bP0xaOxkmlTQPbwcAnFt5Q8RyhTn0vF5kqEl4G4wLZNV154/+k2aiebL76f44/Dwpy6u+/68Jb1cyKb6ZFGcq4/j+sqeD7lmWt1N3nVGbSOGsq6SMBa5mqd8rPU8Yl84LltVVUGaMkY1bUta+dJBjkhXdBeUzQpYZOL0XAODPsn5ytsIKLoZhGIZhGIZhGIZhGIZhGIZhGCaryCoFV6+zJeT8aOzeYQDAzv6/AwAa8khBo5Le5fW5yJOr3XY4ae1MBNXnVI5bNnhqOK461vxgFQDg9XveAQB07uoJX1gE8kYJhHCNuEPWNe/6xuD8ZBVcF36T8pcK1RYAbH+I3nzv+0vk302oQvwef8j1QjEFABd/n/IEd+2laOdX76bIWr8v9Jdw6U9J6TX7ano733BxLQCg9d22cWXzq00AgGV3kAJluJWicV/4zOsAAK9T+QZ/zyOkPLzprx8Jc2TMaHKKKDraNdQbpSSTaMQ14LXvkApWKKByS0jxtPsxiipvfpdUVo5hUnzlSOoc8R8UHncAoM+j6EinVLZ6GUUG1UjT57+g9By5/qFLAACdeyjyvvvQwLh2+tx0DXj1W6Ejh4SX2Iw1FGX2zO1Kf4BPP8f/xVSjL2DVHJNaDv3lwLhlKkktv/Rzy6QF0ooUyptyiqP7wAj8flIgGE0ULanR0LU2EC2yNQTCp6thIXkdDHTS9+OWfL6q6snjNbeAonSFZ9dgT/xqotwKU9zbRMM1NEbBJamvhBoruO9Ryijhk5U/b7GijKGKsiAIFZhA+GUN7aR7y8ihPePaIVRhw7spsrZo+QUAxiu4vFZS1fW9/UrI43EP9gfni1deLLVrGoDkKrj8HrrPq8Z4hgW81Hf1u11J23eyMWrp2aIwZ/xzVihckmfzsKszaW1KBMIjLBYFl0Co2M5mBZdAqLJiQSi2prpyKxQnh8iPyqQtBgBU582LVDzI3BLqt9s9NJbRaz+VhNZNnl5Xq2IaCruPFLc7h14CIKu9hDIyONbkSN41mmFSifi/WtzUt8nXl0csL7y4ACAgdZ5VGJ81IC5GZbLyWWxxbeodouuOOic7M4WYX5THQfxO6n+V3kE+urZtlHUg/zJS1apz6VnadZKuQ64TrQCAgqvW0Po8er4YeVP2Fgw4pOw859O1TCi13Geo32PfRX2EgitoLNTTTX3ToIJLet7wDZqDdQoF11SnYubKUZ9Cn+M9p1jNm0pYwcUwDMMwDMMwDMMwDMMwDMMwDMNkFfyCi2EYhmEYhmEYhmEYhmEYhmEYhskqsipFYTwMuyltyr7BN9Lcksio1CRlzC0jKeiMtZT27pw7KbWd2+oJlj3+Ynxy/pa3KTVLxNSEglQ6i4dBl0tpymZeUQ8AMJ8ZCa6LlppQEC41oaDxyoZR+6PT/+BTx2jbMKkJBSf/2QpATlFYdxGliQmVorD+Evodxe97+DkyrR2bmlBg66O0Ok2vyqk3l96+IGJ7zmYqzqcUQW2v/zXNLTl76T9Bcv9Xv0lpmvIqcwEA1/2W0iiZ2ymtT89hSh9Yu5LSAXkcUmoXtyzjrl1B60SqwdKZhQCA3iNkSj32+tR7dAgAUDanSLHdaDr39kVsf2EtpSjsP0ly+oBfuZPBZvO4bZjkIK6ThtLY07IxTCLIq6HrgNYod4fVGjofC2cWSZ+l1MfeyP2LRBJM3xdDesT+DkpPMtBFKUQCUsrCaJzY88y4Zd2tlK5Prabvw+9X9llaDr8aU92xkFuZl7C6XGYnAMDnVh67s4v6Z6UXXgYAUGkoDdnolIXtG/4MACi75CpFGUMVlekfk1Ywp6IaAGCc3qCoOxZUaqpb/EZqPaXsLTmf0nflzaG+v66wWGwQ3FZjoLQzyUxNeDZQZZoTvdAoemwnk9SSxNJvbwUgp83TqKI/4pca6gAAOjWdWx6/MzmNy2BEasJoKbdG4/Jak9WcrOFgP42vGLR0Dy02TItYXqQnW1pO6W+3dT0VXCfSnmUbwx4aX9ln3pjmljBMamge3g4AWFpxbcRyRTnVCd+3Oke2GZn+wA8mVIdKr0tUc1JK4UfXBefVufSsbN9DY6MqLd3DdNVk69D/h/F9ewCwvENp8nLm0Dhm7rnyOKP5JbKzMb/2LgCg5FMfBQA49tMYacBLfVbb9v3StgsndTxTAa2exr0qZ18YtsxIL43d24e7UtImhmAFF8MwDMMwDMMwDMMwDMMwDMMwDJNVTFkFV6ay7I6Fimk4LF1knvj2D7YEl9kHHOGKh6Tv2HhVQyZTOociVkX0dEzKszgpn18ybtlVv7pkQnUZSw1h1xXPKFB8HjgxFFOdg6eGJ9SWbKZ8BUU/9+2UDTSrLoocGWSsrE1qm5jwCOWjz0XRPEL5aO21AwBs/XSd0kmKiO6DdB1adhtFTTe9SRH1Gp0cX7Hgeoom2vPEcapbisJvvGw6FRjj2Vm5gP7Hre+HN30PBCIrMkckhVnZLFKLCRWRoKg+P+L2TOIQSg61lmNumNRStpAiHk0VsppIXDuOPEmKqFQqtwRq6fpoLKUIQUe/Peo2sSq3YmGscisZFDQUJawuy5nQiltHJ91v9GWkEjZU0T3FPdAbLOOzU3/bM9ivKKMvrwIAOKU6oKJ7hFpHJuV9m18HAJj374y5nWN/o+rrbwUA5JTRvrpeochbZ1c7lffKWRwavvDNmPfDhKfKNDeu8j32piS1JLH4AnSuDDjIWL4itzHqNipJIVhhmgUA6LAcSlh7RAS/P0Dn/Ii7N1LxtNFQeB4AWcUWCwPOM8lqTtYgfte9vS8CAM6vvg0AkKuLfF3XqElBsbzyxuCyDzufBAC4fLaEt5NhmMTRbaOMRLM8NK5l0hWnbN9dP38oZfvKNMwvbwrO+8wWAED51z4NAHA10T3fNzgyfkMApgvOAQBoCmlcw9NFilmVevwzd+G1awEAlncom4Pf4Zps06ce0rPAzJU3AwC0+vDZZ9oPsbo3HfBoEsMwDMMwDMMwDMMwDMMwDMMwDJNVZJWCa3bB+cH5LgdFEFg9g3HVUZojRWaqc8fVlQp6JT+a7r0Uyeb3U2Sw20KRd/3H6Xg6tlOuzmi+UJFwDmfXW3d9njIvrsvqTvg+cvL145YdeJL8DBxD8eWeH2mzhF0n/MQEXocnTEklHnts5aYSroHuccvyamcDAPr3vhdym7y6+DwUmMRRNouiMy+9l6JevU6K4hQKqNYtdO0Svlh6E/0X6s6naN7ND+wBAGj0cnzF2n9fDgB443uUH1r4dHXspiijj/1R8k+RRFatW2kfXQf6J3wcgy0U6XT6Qzr/bn7scgDASAdFkAoPsckQTUUWD1pDVt2u46KgPnFKDoaJh8ET1OeqWSn7hwj11Ehb6GjIVFLUSGrVWBRc2UZRY+Iify2nQyu4vCOkive7qT9pmj0fAOBoaxlX1tFBUbDCB8vvoj6h16Ks29lDyuEcSeEl9jER8mZRe3rfeiVku1Qa+bqvLy4FAKRU4xD0ppSmISJ+swGDVs6qUJhTFdM2wo9q0NmelDYlix4bKc5iUXAJqiVVWyIVXMKTaW4JZckQCq4OC/mG9NrJm8LhTa3fqfCCmlG4AgAwuzi8f0Y4uqzHEtqmbMbto6wNu3v+DgA4v4aUXDp1TthtANm7CwDOrbwBALCjixSswkcuW6k1krfNNOM8AMC2wRfS2RyGSRgBqS/QbN4BAFhcdlXK9u0+nV334kRSeP0or1dpbMF1qi22jX00TqOtoD6kKofGQkd7jxvmzZSmUr9BWucqor6Td4AUe3kX031TN536UcZ2GkPx9tCYj+mic4N16qT9ebro3u84mLrx9olgKqY+i8dF4z9eFz13aXPonUFuEfnyTltAv0V+WUPYugbO7AMge3AxqSU7n1QYhmEYhmEYhmEYhmEYhmEYhmGYs5asCglvzF8RnLd4KHI/XgVXoZ7eONeZFgWXpVLB1bmL3nRvf2hvyvaZLYxVL+WWhc9pOlHctvEKqZZ3KJd69/6+hO3H61BGnxmKYsvtrtFrEtaGbGGk+fC4ZUNHyNNi+NjukNvkN8xLapuY8AjV1JO3vBFTefGf+935G8KW+d35z4ZcvuvPRxTTaLx0T2jFXyQ+/N0BaRr3plERXmKJQJc3Xn06VSieV5buJjBnKXOuJ+XCh7/4ILgs4CNl/XlfXwUA6NhKUZKjox1TRdEcioDs2j71IldLF1YmrK6hE5HVvM4u+g0LFpAXQd+m18aVEQqu0gspOjPovTWG/nfp3jf9lrsAAO4+8ou1HDsgF5LkxjkVpFwWXgfmA7sUdbmHpKjXxrlSHfsBAGo99RnL166XC8epnhrrr6BSx9+/FJ5hbsmfrHAJKbddvZL/5ai/hN9NWSO81vQrH8dSZYpf9S8URoFA6j34JkOvvRmAHGmvGmtiGoJSQx0A2YdKqNcSSYG+gqalNJ1fug4AYPfIHsX9kn/YiFv6T7nFsz79T3z+2LJcjPbTytPTNbTUWA8AmJZHCk2jtmD8hhHod7QG5wedMUbOn0XYpPGYfb0vAQDOq/wYANnnLRJCVbm4/GqpjpeT0cSUYdCQp2eRLnH3OIbJJDqt9Fw+q2g1gPivp0xsDD37+qTL2rZT39S+m8bbAt7wYxPOY82R9/HM+L6zYv3fXom4PpNZfNW/TboOp5X6LC27WLWbTljBxTAMwzAMwzAMwzAMwzAMwzAMw2QVWaXgSgReP+XhH+3BxWQGgyfJx0BESVcuKg+uE/4+k42g7jsyEJyfcw3lm61ZThFWiVRwDbUqc8oXNxYCANo+7Iy4XVFDYcLakM0M7N8ScX37xqdS1BKGmTg+V+J8BHR5kf0MspnyZbF5ojBMohEqh7wqU3CZUJNrjdRFTqSXXryUL6X/xtEn9qetDYkmbxpF+uZWmqKUjJ3+gz0R1zs7SamfN5u8UUJ6cLW3AgD0JdT3HDkYWkFuPUFRsO3P/BkAULrmCppedHmwTFD5NEDeAwNb3w5ZV9dLTwMAqj7ycQBA49fuBQB4beQBMPjhpmDZaMqoyvU3AQCKziG/YpVW+YhXd/vd49rnaGsFAJx5PLKEWbRT7GPGv3wbAOBzyI5gQhVn3r8zYl3pYCIKLuFllW14/OSJNCR5h5UYaqNuI1Q2FaZZABLrxRWNXJ3sxVeni+zL5w/Qeev1k1rQF6BrtVpF57pWRUp3jVoXYuuJIdRsh/rfTFidU5kBB11rDw3Q9xWPR4/4n84pvggAcGIo8rMgwzDpQSibW8x0v19Qelmk4kwGEEm5xUwc+3BXcP74+48CALzuqeebnE2wgothGIZhGIZhGIZhGIZhGIZhGIbJKs46BVeulCNWRH0xmYNrhNR1re9S1OGMdXLU4bI7KWf63j9HjipUa6V3tlLKeb9HmTv/5ButwfkVdy8DACz+1HwAQJO0ztJpjbgPYwnldndb6RwK5bNzWjqG1V9fDgBY8DGKSjv2IuX0d1vcivL6fIo6nP2RGRH3zRDaPFK6eUaGopRkmPThGkqcj4VJUphocui2nUh1WLrQGOhYKs6pTnNLmLOVQ48fBADMv2VBcJlWOi+PPiX5Q6ZPwBVUN6p1cjza2H5NtjHt4vqE1eV1UD9sqCmyH2//exsV01C4+0ltdeyn34hp39amI4rpRBDKstZHfj3hOgQ9b7ygmCYSoXhr/eN/JbzuZGLQ5gMAinJiv8cInyfhB5Wt9NhOAohNwSUQCppUKrjiQa0iHzm9JvlZWJw+ehbc1f0cffZmnrdcJiPOIZOWVHkzi1bGvO3MIvK/FL5eHdaJX2MZhkke7dL/vLGIlOM5msQp8xkmlZh7SLVvzKcsDtocOpeFf61QZQnF1sAZyqzR3yJ76/r92T82MxVgBRfDMAzDMAzDMAzDMAzDMAzDMAyTVWSkgqvS2AgAyNWE9yMqN5DSxagpiKlOgyYPAFBrWgQAGHC1TaaJZx1qDUmiKhbTW229SaeYmirGR9PNuoKidO0DpGJw20i1ZD5jAQDYekPnJ936yx0AgLK5ci72lZLaqv6iaQCAnoP9AACfi9RT+dOk33d1DQDgpS9QlO7gqWFF3U6zKzi/6YdbAQCX/2INAODjT10DADi18bTUPvIWMBaTYqtoBp2PwrPrqRteBBBa8TXSQcsOPnUMALBEUond9PjVAGSFl4jKblhLEZYj7ZZgHQXSMTHjqbqAfqu2N/6a5pYwTHiEutNtoeuOPn/iPloqDV0riueUAojuOZMN1K5tAABo9Jr0NoQ5a6k6hxRS+x7ek+aWhEZnInV39WpZhdHxXnYrS+qvaExYXV3bqC8V8GW3qo1JDhPx3upzkFrNH8juSNweOym45peui3mbMgM9t+nU9Nwj/KcmgvC8zjZ67BTFfXSA/O+cXkuk4kwUTgy9DwDI1RUBiO8/ubDsSgCAXVLPCV85hmEyA3GfbDWTZ+nckovT2RyGmTBHN/0h3U2YEpx/WwMA4NrvLwy53u+ntCj3LXktaW1gBRfDMAzDMAzDMAzDMAzDMAzDMAyTVWSkgsuooZzp00305s+kLRpXZlruvAnVbfOSoueYecsEW3d2Ijyirn/kypi3WfP9VSGX7374AABglzQdi63PAQB4/tPym91lt9O5IJROC2+mCLCA9BbY3k/btGxuU3yOROt7FAn2wu2vAwDOuZPUffVrSCVmKCK1hfAGE+qqHb/fBwBwDETfx4e/2a1oz/ybZgMAFn1irnSspGI7vOE4AODIC03Bbe/adEvU+qcCFSuviHsbY8W0JLSEYZKDpY2iT0sXlE+6rnLJr2oqKLhm3bggeiGGSSLliysAAKc3taa3IVFovE7u82argqt0IX3XJfMnfx0UtG9uTVhdzNRjIgquHltT9EJZgPCMGnHJfYWCnMqI26hUFPdaYZoFYHJeXG0WesYzu7oBAHUFlImjIpfq1muME647EfgDpLDvlxR7p0f2AgAGHGfS1qapzME+etaOxxdPeK6dW3kdAODDzr8BAOye4bDbMAyTes5YaGxMeO0JFTDDJIP7D12TsLpSoSiKl8Xra4Lz89ZRv+3Z7+5NV3Pi4uAbnQCAvmbKZpZbSNnervwGZTMrrE7+tYEVXAzDMAzDMAzDMAzDMAzDMAzDMExWkZEKrlbrPsVU+GxdXPWZYJmTI+TTNOjqiFIbvZV1S3nE7ZKCKyAtTzZtH9BbzLevo2lZ4QoAwOr5FOEgIsh2nniMPvsnnvP9kKQCEtNEYvDS2+MPb6Hv8UDzcwnfx1iEcgoAtv/PXsU0kQyepHPi7XsTp+orNE0HADRUXgAA2P/EBml6JOY6/nDe2eEvVTh7CQBg4OCHMW8T8PmS1RyGSTjDTQMAEqPgavwoqT+PPkH3xxTdyhJG1arpwfmyJZGjyRkm2Qhv0It+fElwmV3y3xTs+d2ulLYpFDUX1AXni2aVAACGTw6mqzkTYtHnzk1YXV6HBwDQuZXVFkx4tnU+le4mpJ0POtP7LDHi7gUAHOrfKC2haZ6e/ESLc+Q+gUlP3su5WvI8NkpToQbQqGnYQq3SSVNS+AgfGOH75fXLfssOoWST2mFx0bTf0QoA8Iwqm8m4fZQJ5I2W/0pzSyaGT/qNtkkqrHSxtvz2pO9Dq9InfR/pZn/vKzTFK2luSWLY3vV0Wvef7d+nz099srdP/y7NLZlaLFxC15IHHykJLrt8ZXfIsg8+QvfUrZtprHbDX20hy00Fdr/QFnH90msp01MgQIMkB17tDFvW78u8gRSh2gKAgsqJ+7enA9sg9cNObetXLF/zOfJfZgUXwzAMwzAMwzAMwzAMwzAMwzAMw4whIxVcY3H4KPrK6hkKLrN5aX7IHf6NbCZgMkgRavkUfbvt6MOK9VoNvZmfjHIrpQQy7y03k90MHdkJABg88EHM25hqZiSrOQyTcPoPkQdG4/UT844cTd50UjTXrCY/ws4PIkcxZQpaI3U3zvvWhWluCcPIHH/2KABArcvweC+VPLv8m/Qfevvul2lBhnfLpl1E/d9q6ZqVCFrfOAkA8NjcUUqmjrk/vC44X7iUjnnfvzwKAHAPJi6SNn8hRabW33kRACBvNkV6qg2kavFaKXp34P0TAIBTD76Z9H1MdD/M1KX6elJszvzqZSHXCw/lD676VcraxDBCaZLUfYD2kR3aQIbJPkouIQ/n/IWkAD79+42K9fV3XwkAsBxuBwAMvht7BqWxVN5A2bfKrlgMABjaQpmyOp/aOuE6zybmLaR+4/R6Ggd46zXHpOv8+30HIq6ffyn1WYU6K1r5TEGtpoe9xvNLg8v6Wqzpak7WkuFP9AzDMAzDMAzDMAzDMAzDMAzDMAyjhF9wMQzDMAzDMAzDMAzDMAzDMAzDMFlFVqQoFHTajwXnXb7sMM5ze6idObp8AEChqQYAYLZRakWvL3R6lZL8BgBAY83a4LJAwA8A0KgpreGuE48DAHySqe6CumsBALlSWkSNmiShAyOnAAAnOzeN2885s24DAAxaWgAARXm1ivbuaXpCUd6gJ8PfJTM/DgAw6osU+wi1n5nVFwMASgtmKpb3DVNqk9YeZWq6sW2K1C7x/cW6j0KTbGbcUHkBAGB/8wbFNktn3qLYxmwjefOc6VcojtmYQ2bIOq0xuO2xM68DANxeOwBArzNJdd6saL/TbQYAHGh5Hmc7/Xvfi3ubjrefS0JLmGSy+lq6Ln31v8lk8oc3HQ6uaz4oXSeNFHPxp33nAQBef5SMVJ/8xZmUtTMZdG/vSHidy79NqaP6Pk3XkExK1TUalSS3X3XvWgByikWGyQRmXk3XI8egnDKjfQvd8yuWVgAAzr2b+hVHN1CKk8HjA6ls4jjKl1UBABZ/fjkA4OAfd6ezOWHJraD+z8ofXJKwOkVas6bnDiuWz//xjQCAkgtmjdmAJl4bJYtytA8CAAY/OBks0vXSXgCAzza5hFKjskjC76QUVYnM6q3NI2NmcawaKV1g39t0Xrr6KJ27Np/6pI4z8Z+nqdgHk3mUraX0ySWr6f9z4uevTLrO/nfpmV2cI9oCOrcavkDXA3059wWY1PP+wFPpbgLDMFlEzz/ISiPgITsZbUFuOpuTday7Uuov2v1pbsnkWHotpe5edWs9AKBqzvg+TOcRGt/d8mgzAODY5p6Ida68heo690Yan66cQ+PEuhxNsExeaQ4A4P5D10Ss676lrwGQ0zKOZfriouC82F/DchqbK6qh30glSZ8GTtO43L6XaPxq6+M0Ji+ewTIdVnAxDMMwDMMwDMMwDMMwDMMwDMMwWUVWKbharHvS3YS48fjIiHn/KVIJCUWWXkuRrS09ZFDYN0yGhSoVxYAubLgBALDj2J+Cdbk8loj7OtZG6iF/wKeoa82irwMIreAS+P1eRTvDodVSBN7BE2ScLaJjV83/fLBM1+BBALKySaivdh5/TFHXubM/BQAYsp4GAJhtSpWDaFOkdom6Y93HRFCr6C16eeEcAMDWw78DAOg09F2cN+eOYNk+MynGhFJMKN52S2o78dusmHsXACDPWA4AsDr6Jty+qQmdu4ZSydhcnxOylL1r4r8rkx4GukhpNGOhKbhMKLgapGVuV3ZH+YzF0UfH13+IInnKFlVOuk5TVR4AYNV9FA39wb1vB9f5Pen//jR6um6u+uFaAEDtpTPS2BqGCU3hTFJij7SNBJfNu2U+AMBYSlGaW+9/HwCw9PPnAEi/gkuw8LPnAgA8dlILHXsy/SbKhmJZ0b72N1cDAHKKDAmr//RGyhZgbh6KWK7ndeqH+hx0v9EVUrsKFlPfrP6za4Jlq6+j3/XID0kNazvZO6G2HfvpSxPaLlby51cDkI+l/W/bAACnH30/q/bBZB5CuaUvy0tYnZ5hymQxvFfZT5/2iVW0L1ZwMQzDMCmk/OplAICSSxYAAFQaWethOUDZYjqeiD+zEADkLaT+ZdXHVgWXBTw07qevoPvdyJ7WSe1jIixYTEr8f/8JKXiqa+j5fMQsjxU8+At6BnrvHadi20XLKGvYD+6n8cySUtpWS1XizVcp+8UvfkTKpaoaWXn0o1/Q/pYupzo8UqKZmz4pj/8AwA2X09iI3xf/saWCq75Jz4Rr7qJsHv2tNKaz+3kpu5BKzt8w5yIa1/30/1Amojd+dRQAsOWx5pB197VYAQC7nqO61NL5eN19i4JlxP62PHoKkYimrhLtB4BZF1I7T37QDwA4+g5lTNLoaP/zL6VxqvXfomPX59Iro3d+fyLiPjIFVnAxDMMwDMMwDMMwDMMwDMMwDMMwWUVWKbgioVcbFVOXn952evyTy6mfKCwOeju979QzAACDnt7kC78ph4t8Abw+aq9H8nCKptoCALWafsZ5tesByB5dQgGlk1RXKimxpvDyGs2wNTaPG7tzQKpD+ZbY6pAjXnMlbyrhNzUi+Y2NZcTWBQDIN9Jb4rEKrljalGcoj2sfFkf0yFyVSqX4LFRXg5ZWAMDSxlsU60/3bg9bl8XepahDILzZNOrQyqSzndr1pLzT5VP0h9dhDVnuzCuPpapJTIJob6Jon4aF43NYC1XXmWP2lLYpVTS/RErdRCi4BNMvbgAArPvtR4LLtnzvLQCAa9gZapOkUraEjm3Fd0khIRQyDJOJeCX1k9Ygd4fLF1K/QiiPcgroPq3WZmZM2LKvUrRoyTxq9+7/oswAqfz/i2t8NNmZAAAgAElEQVTaBfdfGlyWW5kYNYjPLfefDj68K6Zt2p+mfpmzc4zSS+rfVV9/TnDRjC9Tmxf8P/KW3fcvjwEAPObMug/py/IVn53d5qzcB5M5CI/MonPqAAD2tsF0NodhGIZhYqbkYlKYmOZNUyzPkRRTlsPkqZtTTc+ipesWAgCOffdJKjhqOHPuz2+luuaQkt12omtCbTJUy8+9h+7+k2Ldggcp69PAZvKRdbbFlhGiokpWRu06WROyjFZL9/Otm6nvn2uizw89Sj5LP/wG9Yc/eI/Gmusa5Oeex54vAwDcdTMpek430xjynV+kfvw/NlB/+JnHafxSr1eNaxcAdHfK/fUv307Hdv+v6fs4eZyetx77Q+gxvUyjbhm1WyifWnbR8Tz+RfJk87jGS87eNNL3ccfD9Fx25TfI37RpK2Xq6mlSjuu37BxQTLU54xVcln76PXc93zap43np/kPBebed2u5xhpbNbfq/JgDAN15fBwA472OUKY0VXAzDMAzDMAzDMAzDMAzDMAzDMAyTBLJWwVWSQ2/q5xVSlHiBrlyx/vAw+U212ehtpUZFyULnS+U77MeCZYfcodU/iSCopgrQm3ChnnK6Kdep22NVlLNJCim9ltQNOTo5AtblCf3GuySfvE10GlKv7W9+lj5LHlhVJYtCbjeaACLn7RSYDPSGP6hykjbLM8qKhJbuLQAAt5eUGpXFC0LWVWiiCIR+c+i3wbG0SSiyYt2Hb5SiT69T5oAVCrfRxzIa4Zt2soO8bsRvFYmxSjcmNvQFFDVxasNDaW4Jk2i6WykSZeZi07h1QtXVeiR05Pzam+k6f+0XKLoqx0j/WY+b/mcvPCSrQLf8g6KQcgsomuZnL9F1cOPjpKZd94kKAIBJWr/5WYqu2fDr9vgPKkZa36CImEWfWx5clls5/nuYCOXLqoPzH33+kwCAExvo/tf0/BEAgKM/cYoErZG6D9WrKfJ71g0UpVS5YlrYbaLhHKJ7xmgfH4ZJJgcf2w8AKF8i3/ff/xHlxtdJOceXfJZy9p967WSKWxcfdZdTlGHNBRRp1/QC/e9bXqH+z8jp4YTtq2g2RYTOu3UxAKBh/WxaoQq3xcQ58L87g/O2ruhZDSIi9cm6/iF7+upL6Bo8/dbzAQDTPrESAND68OaQVZSto2vd3O9/NOrutt/4WwCA1xpbNonySykaefptqwEAOeWyokqTq1eUnfWNqxTTsez/yhMAAOuJ7pj3M9F9hNvPaIT/We1t9D3nz6f+uUpP/zNnB0UX9/5TjjLtfIEUe9G8BaqvJz+6mV+9DID8vRuqKQtA/ecvCZbNnyfdK6Vz1SGplk488Bp9PhO5bz/2OGI5lmjHUXMT9QmEmhAAdtxMfr/ll9PzTdU1dB3KqaTIdPcAPROa95DH1ek/03XLY3aEbXvVtVRH5VXUH8qdQX0qdQ61u7CY/gsXvvntsHUAwAfr/ys4H/ClzvNTnJ8rnv4yAMDVS9eDvZ//c9x1nfunzwKQvVF2St+3z+mZdDsZhmFC8effUF/zEzfQPXfbLnomXn8rPb96PDxuFA+D75HH0enfb1Qsr7/7SsVnYx2NX+bU0PjS3J/dGrZOjVEfdl0sONtHKaHHjAM6WmmsQai8YlVw9XbLSpvLV4buaz34SKni88IldBxWC7VBKLcEZ1q9wfntW2jdRZdQ5orTzdS/eOFpGjf44c+oLzV/EdX50nOk5Nqzwx1T+7OR5TfVKj5v+j2N4YRSbgncDlq3WVJA3fEHep5Y8XEaK3nl54cT3s5YsQ3G/lu5rHRudB+n9xUzV0nj/5LqP1qfPN2wgothGIZhGIZhGIZhGIZhGIZhGIbJKrJKwVWolyNszyu9HgDgB70pHXBRXsrSnNrxGwLwBSgiq0BP0Wpatfx2fmgweQqufCOpBBbUU6Snz0/tEAqoPjO94R3rP3X49MsAgKUzZb8noQJTqUhxsO/kU4ptZ1aROu1cyddLKL6skv9XIrA6KPJgyQzyKjDoCwEA/dJxAOOVTcK7asXcO6UlKsU2w7aJKybM0rYT2YdLUtGtnEtRfMLvzDbGp0uroXNF/Gbz666V1tDba41aFyx7sOXvEzwSZjReO/0WKg1dogI+b6TiTBbhk6LTVKPCKzQa+m/VziUF11tP0jWrZqZSyXN0B50Xu96k6GjrMJ0X0xqp3H9skJWcQsElKJ9GPjp6A+3421cdAAAUldP/91cblwAA3v87bdfVknj/Gr+HIp0P/N+O4LLzf7Qu4fvR5tIxLbjzHMV0pIW+t7799P06+ikCyz1CkVteJ32fmhy6x+gLDME6hdKsaBZFiBVLCg61bvJxMj276B6297fkm7P+8ZsmXSfDxMIcSXnoHRW136enc9oxQEqInf8d3mczWWz7yWYAwMrvUb9OrdNEKK1E/P/nf3qpYmrrpj7hwCHq41jbZX8l5yAdq7gGCL8xfT5dNwsaKHqzbEkVACBvmtKrKRn07qa+uVCiJovO53cDAKZ/knLml68jdVM4BdfwzlYAwKFvk6euroDuP7WfuSBYJrehbEJtsbf2S20a7zVWsJBUQhVXkWqudyN9LyOHOsaVBQBXT3j/rHD7SeQ+BEItNuffrwEAONrpPtTzxkEAgN9N51zBEnp+a/ji2uC2+YtIEXzsx/+gBTEGjZacPwsAMPOeKwAAw7tbg+s6/06/t66Q+hvFKykLhrs/sjow3HHEciwTOY65914HAMibS/+5gffIw7P/XcpAUijto/Ij1HcR59yBe54MW6dDihbvfo36PyoN/c8bpe9JHFPHhh0htpYJ+FOn2hqNz04RyH3vUNR+1TV0bctfSN+v5XDo83Q0ebNpLMFYR30YcY6zcothmGQw2tr90x8nxahG6tKtvZD6Dw21NN7R1MzXoWTgOEN9Hncvjf2d+MHTAJRKFJXU7w34JqdOMdTL/b+g4kWq0thA48JdG7ZNah+xIPY5mcQKH7xLYyHXr6Nxg7VX0LjAPd+l8d+eLhqH/85Xp55/Z/W8AsXnjiOxe9KOLTttUVFC2jQZdDnyc+RyyVNrzho6H8saaIzHWEDPjzrJS0yrV47xjEnglrGwgothGIZhGIZhGIZhGIZhGIZhGIbJKrJKwTUrf1Vw3u2nnKAf9D4jfabo0/XTvhaxjkEXRXdVGhuT0cRxCOXQB0f+N67tBkZOKaaxsON4/DnI9578W0zlhq1nFNN4EJ5cYpqoNk1mHwBwoOX5mMrVV1Ke/YGRZgBAW99OxfrZ0y4Lzhfl0RvxzgHy9djfvCFkneGWMxJqihyYe8f3AACOPvofjfU0O/PKYyltFpM42k/IPhEzl1DkiMflV0zHUjOTIoeu+RxFNI+NjBJ+W4CsChvLxieUitbhPoqW6zlNUUol1aTYTIaCS9D6huzlU3c53YtqLqxL2v4EBTOKFdN04xqm73jbjzcrPgulWyLUYQwTiYN/oXt1yVw5d/2CT5E/jaFQykX/TisAoHN7dHVAoujbTzn2dz5AfZpV914SqXhMmKryFNNMxdpBEbZbf0B+p8nO9e4x0/OEUK8Ya0sAyN5c7kGborzXStcp8z5lf7jy6sXB+YkquGzNfYrpaITXkVBXCVVVz+sHErafRO5DV0iR6Y1fJy8M8wHqxx3+7gbFvsYiFFIAUH4ZqbJLVpMia/CD2HzwxD6P3Ev9/LG/lQLRVQhzmkU7DiD6sUzkOPIXkJruwFfJ5yzUOQEAC35GGTWKV8xQbGc5Mj47iXl/m2KqljzDhILLPUgqz4n83qmk++V9AGQFV5X034tFwVV+xULF59430+eJwUxNvvll6mP/8r6J3QcSRU4tXWe83kyPt5/ajB66+Otz1L8RHlxvvUv9j+bTrNxKJq4uKYPJa3sBAHN/TtmuFGpkSZ7S9KNn6bM0xtDwtfUAAGM9ZQFTSRkVDLX03ND+2LuKffkso8Y3/v0GAECO5PVo3knjus722Ly3JsPhA6R4zjXRcVy4lp5ptm6mPmxdg/wa4Pw1tO7h3yqV7MLH6/gROj83vkrHdqqJ1Op//Ud51HZYLPQd10zPqtcOyMmj9vqk66fwpYoFxzB99+L5xVCQvmM35JMq61+eWB1cVjGLrj/HNtOY2AdPtAAAzD10bris9Htf9Q3KXDBtYWFqGpsgePSIYRiGYRiGYRiGYRiGYRiGYRiGySqy6lVqsb46OH/aRlG3QrkVK04fRWLmqE2JaxgzpRE+aQsk762yQorAVEnvhz0+e7BsS/f7KW7d1KRv51vpbgKTZJoPyFHxl3yMIoCaD9pCls0vplvVPQ/Rf+/715FnQmczRZoUlFJ0yv9uOyfqfu0WX8jlichVPRG2/ccmAMDlfyRfSeF1M1XxWN3B+c1ffx0A4Oi3K8qYWynSTvh8MUyy0OdRdGL54orgMqHc6jtIXlXGUlJwLLqdvG4OPZ58dYOhhPbZ8uoJ+lyaG1y39Msrkr7/dODoo+v/u994AwDgMidPRRsK9wCpV4SCSyt5a41VcDGxUXYJ+dtpjJIqWvK+Cqd2EvRtOhqcDyqfVpHSOVYF18AW+t9EVG4JoogbJnocgHwsEzmO/s3ktRVOuSUY2kYR4ULBZZxO528oBddUwXZK8hE81gUAKJV+o+bfvwNA9uoajfAbK19LZV2SF4t5f/yZSWLlMu3NAAA/xLlCJ5szIKk2/LJ6rCfQlrR2REMH8lpcqyW1wZveZ1K2z8nst1Iled2pKco8XyVHmW/3vQkAsASGJ9VOhkkkn/16j2LKTIzBd48opmM5/fuNIZf3v3VQMY2F5l++FFM5fTmpYkb7eZ76+T9i3k+icdjpfvPVu0gt9r2f0vjCfzxAU6tF7sP89Hv03N1ySqlSuvGT9Oxx2XrqD3slH3WbjaY//vchRGPD49SH/uXvqG+ycRtl4Rkeov3fcnVv7AeVQoRiS6OlkSGDpOhyxqDkMhZRf1FkGnKOxK7+SjSrP90AQFZtAcDWv1BWstf/82ioTYL4vOnxW50srOBiGIZhGIZhGIZhGIZhGIZhGIZhsoqsUnCpVbK/itc/PjorFrRqeqPqR+gofoYZi91JkQ+7TvwlzS2ZmugLSaXhNsv5iO1dp2Pahslemg/JUfG3fY+iMB/5QSsAQKNRljWYaIFQWQnfLMHlt1UgW3FLiqZN//oaAGDdg1cDyByfrEQh/LXe/7YcVTd0vD9k2eEmuhawgotJNjPWk6Ki/7Cskjj+XOiItvrLZqSkTQBgKDYqPh99fF9w3ueiSMBz/pX8QUWEYLYiPLfENdDWaYlUPGkIhYcgFoUOE568uVWKz/P+44YJ16Urzo1eaBTWE90T3tdY0nUctpOxRfh7LMpMJtq8nDAlpx5dr1A2l9nfIo+U8ktJydMtLR9N0fIGAICumDK4tD35Ia1IgT3RNh+pUh0B6veWqSgjzVLNhcEyI74hqYw1+Q2aIgjVW4+Ppmu016azOUG27qD/5H0PxO6zU1RI959vfEnZ9z9+ip4Rnnwu/vuiz8feWwyTzQgfrctXRu/T3PP50NebY4dpzOSOmyKrwUNx//eHFdOJIFRhN6/PTKVWONoP0jHXLCBl8LRFpHw7tS302MVoxnpWdR4xx7TPQIhrtko1uWe8isbxvsuHN0Y+n9SSj315Q2Z7NoeDFVwMwzAMwzAMwzAMwzAMwzAMwzBMVpFVCi6rdzA4X5IzDQDQYt0TVx3lOfUAgBF3/G+xGYZJPHXX3AEAOPm3X49b1/jJewAAp55+MOZtmOzgzDHZd0mjpViLk3spcnXuecqIkb52FwDgrScp+ueB1xYDABw2UuK+9zxF0/SccSWxxclF+M+89cWXAQAr770YADD94oZ0NSkhDB6le+2W75Efgr0nup/NcNNg1DIMkwh691IUW+0l9cFl0y8iRWnAT5F0B/5E6qnTb7ekrF05RYaw6048Qx6E5lP0P1n940sByL5d2ULbJvo+d/7sPQCymjVd6MuU9x3PkD1MSSYWNCalkqjzuV0AAI85/u/V0Rlf9LDHHJ8/cyTSdRx8/kWnfzOpbWd8aR0AoPJq8kkMpeAqv3yB4nPfm4fHlUkV/QHyDhvtD1UI8idxgBVc2c623U7FNBYaaslLeKyC61QLqS/+32+4X8wwmYz1cLtiymQ3O58jf84VN9cBANZ9aTYA4Mw+Ult7nOOzwekMlHFo7ReprMg8tPvvsXls+ry0gbVfHs8qayDVuVZPY2Ved3zZJUZ6xt+HCqukZ8zxXSUAwMWfo+wmxkJdXPvKFFjBxTAMwzAMwzAMwzAMwzAMwzAMw2QV/IKLYRiGYRiGYRiGYRiGYRiGYRiGySqyKkVhm+1QcH5hEaUjmFd4EQDgzKh1AKCS3t3l6Ujy35i/AgBQqK8EAOwdfC25jWUYZtKo1Jp0N4FJEB++MqCYjubOhTsVn/s6SJq95UVl2Sd/cUYxHcsrf+wat8w+QhLyT83eEbF9996YvnQ1o3FbpGP/LqX0q7uCZOJLv0T3MFNNfnoaFiOi/QcfpjROJ1+gFEIi3VssDJ+M3ZibYSbDvFsobVXPXtlwV6TKK51XlpY2AUBOcfR0gz27OgEAr936LABg8ReWAwBm3TgfAKDSZFYMm63TAgDY/3u6Fp95uzmdzQmSU0lm0IZqMpB2tFP6Ea819vRSzHh8dmXKyYEtJwAAI4c70tGcCZOu4wgg9nvm2YrfReb1It1g9Y3nAgBMMyuCZZxdlAaw9IJZAACL9Ls5OoZS1s5wqEbFGfvgVayrV88DAGiloZpcFaVQLVZVKMp96H0DAOABnacFKjnF3Vw1fR8GVS4AwBugdHdN/gMAgP5Ap6IuPyj10Qw13RdrVA0AALVKbudJ30Hg/7N33oFxFOf7f66q9y5Zknu3cQEbm2JjIJBASIBUEggkkJAvKaQXIO2XQAqQkJCEhIQQEggtoTkQwBRjG1xwwb3JlmT13su1/f3x7NxppbvT3ekkneT388/e7c7OzO7Ozs7Ovs/7AqjVKgz7FpmnAwCmmubq+/D9TdOYZ5nngL5fOQYzXLmByoyEHFOhoazt7g1+0801L/f+doLj2jLPfr9pBUEQhMlF7aEOAMCrvz0CAHjfrXy23fL0eQCAo5sYNsNk8u0z61w+n5Vbwdd+z/FizcH2sMre+5Lv2bz62mkAgM/9bRUA4NgWlmvW3/GSMuwAgOd+ss9vXnvWc8yzSs8HAC6/fSHrOY3jCuVucfqKLABA6TJ+PynfSde4U5dnDltnaxzrM2Uh36Xikjh2iUvWxzDprKc6XUsuZ7ipvm6Offq7uGwo6/Tm2d0Smev62Hr7FQRBEARBEARBEARBEARBEARBEIRhmLAKrhQbvzBOTV5qWCrmp6/xm8fJrl0AgPrestGooiAIgiBEjcpX+ayqevMkAKB4LS1wpl9BS6LcpfkAxk+t0Xac1j1lz1KpdfLFYwAAV68z8jyPSTBtYWzo76Bldv2eeu+6qRfyHkvIporKbOO95XGGF9h3JNhT7CGndejHsPOetwEAh/9FK75ZV9FCfdrlswEAcWnx0azisDQfoJXh8WfYN1S8wr7M4xwamHk8Kf70KsP/xg2xoead6HQdpSoy9+IFAIDUM4oBTDwF12Q5Dn9oHmOfZhpoijyBqF2/B4BPwZV7yULvtq7DVPab4xgsvf6V8VPhWPRplzzTFABAvMmn1G3VGv3uU2ym8myn+00AwD5tKwDAhjgAPuWWynuJ5TzvvgfcVMs2a2zDSgV2luVCAMAO9+vMQ2MeZt3uWSmWtrjp7SbJlOrNc4XlYtbXxfr2oUevP/v7Bk+VoV5q3xWWiwAAta7yIcc4XLmByoyERl21NgtLAPgUbx1aq6Eu+eZi7z5bXa9EXN5Eoiifbeiqy5O96y46j+q/RfPZ3nKzqcyz6A5WWtvYhxw+zuv98hvdAIAH/0H1Q0tb+M/7B++ht6XPXsPrf9M3OD575Ela9v/yB1TXX/tRn0cLp/7K8eRzTPPtnzQBABxOKmGXLmT9f/OzHADA8sUcD9U1UDXwu79Q6Xnfg21h11dxYgfHjqVTQp9ebe/g+cucM/rzku7aWYb/H7iGz7CX3/DdT2b9VfITH+a5veETvAbzZnNMmpXJC9/YzOt6VL/uL73OPO754/grYwUhmrz1F96bjSfZt517PdXKZ320BACgDRDb1x42qr4OvDLUs1AovPqbI97frn72EQsvLQAArLmJYwJHL+/B+qOdCIZSov3zFp+3pAu/NAcAcP6N9BLk1t9vK3bz/v3ztXyfLFpADxehKLgyCvmsuPHvq4ZJST7y8yV+16+/0/cOtvWx8pDyGowouARBEARBEARBEARBEARBEARBEIQJxYRScA3kYNtGAEBtD63FCxJplZBkzTCk63HR52VND7+EtjqM/qYFYbJw+Q20SrrhNvo0/fWt9FW+ef3w1jTb73zLsBxL7GlUY877/I+HbDNZrH63qfWTkZ4GWog8vurBca6JEEso9UiFruhSS3syrepyzyz0ps2cy74gbQYtbhLz6As6IZvWNbYEWjKb7XqMBDfNj1x9NIF06jGIuqp9VkGdlbRqbDlMq8i67bTS7anvjsbhGehvZ+ybWL8H9v9lp2E5UXjhyn+NdxXComYLY+6NRns4+Bit+ftaffGWeltoidrd0AVgbJVbCluiLeJ9VayrPfdvA+CLeZU1n77h81ZwjJA+wzdeTimlz/T4zARD+WYb+wh3H62cnd3sG7preW7ayzm+aDlAy/rabae8eY5G3zBSlIqj5LrV3nV5ly4CAPTVsI+reWZi3c+xSuPrVO6V3kBFSdHVZwIAmvT1fXXDxySwZfDZ5e6mssPjcAVLPioMdxzA8McSC8fhD83Fvs3Rwns1YQr7BHXfx5raMhC9lYzb2bGP45Ksc31KBVsGxz3qnDdtPIKx5mzLpQAANzjG6tTY1+xyb/SmccG/6r1FV0apfRRK7aRINXG8p+JsAT7llqJH69LXUxGTbaJF+ODYVrUe4/9urcP7u1NXOqWbqKKp0/h8TgKVHqWWOXpKoxrQCpu+NrBKMFC5gcocCZUa28EUE9vKQY3PyVxdXdeu+TwJjEQxNhG4/WtsO3d8nUurNXQlZ16ORV9y7LBmFZe3fp59yfs/QZXQngP9fvYOjXmz+J7zizt4/b96U3rAtF++0bjt3gfYdl55iuOezHRjbO9pJWyX9/6E702t7b7x3iNPdiAclBpMnZP4uNhWxBbkcS4lOcmnd3jmb+wT1unKvUAotZ9aJiczD1FwCbHAnee+GvU8D71WZ1iGg9XEPmxt3vX8bzZ66djW9G8AQKuDii9nv2/s9cpvDhuWg7GYeA+uyfsMAGBfK4+9ZdA3j6ObGv3+9sf0ZI5zUzuohn/rYvbr52ZfCwDY0sB5BPeA8UbjSY4vbl/436B5jwWi4BIEQRAEQRAEQRAEQRAEQRAEQRAmFBNeBqEUWaLMGso/dtMqtbuDX4FvXnNw2H0SU2h18stnGLMhPZtN5LsfoVKu6nif/x2FiDjnMloanXUhfZz+5usVwZJPSg7+8bbxroIgTFgcutqq6s1y77qBvwVBCMxA5ZbixEtURxaeXTTW1fFiskbP/kzzUKHZtL/esJzMTPnESgCAx0HrwrgcqgtSFzOuijU5zpu29xQt9Q/d8R8AgLvH4TdPFecwZR7VspZEWmBakri0Z6cM2Sd7LWMlKoWMyru3imU6mrrCPLKJg6ujFwBw9Oe05pxzxxUAgCV/uh4A0PQmrVH7G6k4VEqbxJIsbx7qeu28jurN/vrhVV/RZrjjAIY/llg4jmCo+hdetRwAsPCeTwAAWncw9qdq+7Y0HlfZfYFjEpntukX/HMYHVfeJNZH3nC2VlsAq3FfOhfO9+6r7w91DtUdPBZVZzrbQFDR1LzAW1+zvX+5dl5nMWDstW44z7+7IlSSRstX9PwBArxa+qnWgIis4KhDIyFUjwXJQCixNL0/FAltsoSp2q5ttQ6mv7OD5X2P9UMTlDi4zGtR4ygEA06xsfzYP22mhmXGUqjynT6x2pa5Syq3uHp+KacNbvPe2bOdY6WQl26OK1TR3Js/bzZ/hPIZSBalYXY//mYqgBeeXe/N0hykMff+FVMAqZdTXf0D1QXunr54//W6WofybrtVjxxRToaViXX3rx/RCkRDPY/3VD3MM/78yQB0WroJr9WWnDP+TEnmSsjN947kX/8VxpTpv40mhfq4e/UO+d51Sbp2o4HVe/wr7rPJT/K+OadZ0nld1bV7cEHuKfUGIFVx6nMsNdX8GACRY+L6gVFfRxIPIvY5k2vl+Mzv1bADAe60vAwDanexz48wcv7lDHpeMD6LgEgRBEARBEARBEARBEARBEARBECYUMaXgSrCkjku5ve7wLDQmI8qS7qv3lAIA8oppWXLXF2i9J8qt0UEptzLzI4+3IQiCIAhC6Mz7xIJh0xScRUu2mq3Vo12dIZhMsR27IdbJez89GGhuWjIqFU7XEfq3b9581Ju24WXGYRsu3pBSfS369SdDrseMr77P7/pT/3gbAFD5yJaQ85qotLxD5cx7t/wDgE9dl3H2DAA+RY+rk9dIxUIDgMq/bQIAONvG3zo80HEAwx9LLB2HPyoeYvxdFacqew3jKBVfQytetx6fs+dk07B5xeXxXX7RvaHdJ7O/e1nAbSfufw0AUPvcrpDyatrE+3raAMWXLZ2KhIZX94eUx0SlQ49TZTX5pnay9BhbzRr7vURTsr4+DwBw0uPfs0uBeSoA4JSHbT7J5JufSTZR4dKuNQ8pDwD6tV7D/ynmGSEfQ6ByB5cZDTxgf1+rK7mKzbP0svhe3qiN/XN/vPjvq+yXrvsSY8s8+5Kvnxqo5grGfQ/qceU2lAAAppdyXkMpfc5f5Yvp9Mbm8GKaqRhcX7mNKoLfP9Q2JE1XN+v5hK4YU/GvPngJFUZLL2Tctr0HjQpOFUPqexUaJDIAACAASURBVF9l/LElC3zqbqVWCvUcDEbtN3D//v7oqRBHyi2f5X2Vn+uLS/ajX/Eeu/M+qsyHU9tZ9F0T4kUzIQihEk01slvjuG1j/d9HnFeanWrObhf72NreY4btPRja98Yi0hsJgiAIgiAIgiAIgiAIgiAIgiAIE4qYUnCtyY++H8pQ+F/178al3Fjio1/mF9sz19Fa6uGf0XJp15uibhsNzBZaFi1aTR+s1SdEIScIk5U1S74FALDbkodNe+DkswCAmqbdo1qnsWZG0QUAgNL81d51B8tfAADUNe8dlzqNFoOPVR0nMPmOdaLSWcWxTU9DYEVFcsHw96sQGxz64TOjXoazncqELRf/atTL8kfDK/sNy4lWRs9JWt8fvWt91PNWCp9QlT4jYTSOo+Y/Ow3LcGh647BhGQmefloAV/z1LcMyElRMu/G4T5RiU8UdBHzx79p2lo95fcYSN3gNd7s3edfNNS8DAMw3nQnAF8/rkPtdAL44WSqOVpfWrv+nYuYcywcAAKYB9tCH9X37oKtw9FOtVFerrJeyPrpVeY1GTzC9WuB4g8OVO6RMHRX3KxF8VschwbfNzG0OULFzyLNTL8togV7poYX6auv7Afhib0XTwj7W0fRDffTfnRHn0dnFe+8Xv6OS8E935xq2L13oU0aFq+BSPPdS4Db0ypv+89x/mLFvBiu3FDv2GNcPFM+XFHGa9NAx/3E5JzpKufXQY765vv93b0tYeSiFl1LQTWasZvZPKXFs23YL+xubvrSYqFY0+YkmWNnOd3qPFmYAOkEYQ+xmxsx0axO7zxMFlyAIgiAIgiAIgiAIgiAIgiAIgjChiCkF17GOrSPOQwMtCNQXcpv+JbIocR4AIN5CKx9Nm/yWBqGw/AIqtj6mK7g2PEnfuy/8rTGk/d9/bTYA4MYfTvGuu27ZPgBAfgmtdT79LfpDnnUG/S+bzLRsqC6jaum336Rf5KqywComte8FV9NH8oIVvI45RbSmUBY3teW0xHnzmVb9OBoAAMEu9+U35AAAbritCADw61srAACb17cG3gnAuZdnAAC+9ptS77q/6cq39YPO3yXXZBvqXzqH7dKu+yxOz+bx/Pv4kqBlAsDH5rwHAHC7g1uXefTt6vgA4JJPsh45U3jeWhtozffeFlptPXY3/bR3tLqC5q2uBxC9a5Ke44tD9td3GB/l9k/Ssu7ST7HeKmaZqu+9X+W1+qB+jFfdTKuaploe1+++VenNs2x/j6GckZbhrxxVRiDmn8VzdPX/0f/97CU8j7Y4n62BOl9v/JtWVOsfZlvyDHO9B9+L6j4EonsvCuFzomYjACDezrZls/nun9z0uVxnTRy64yQiO202AMCiW8ABQFbqdACTT9U0+FjVcQKT71gnKtVvVwEwWvoPxtUfuSJCEISJQcoMjgXjs/ge1Lj9tQlZhgCkL+P7mD0zybuu6vFtAIL39aPFa66nIt63whPZ86dT87277nCH1s6cusrpHff/DOtPwH+MLn8c9ewxLAdTDuPxqDJHUu5e99sh1y8QKhaXBVSzVGsnRpzn6cz+w/6VUhnpkdvU9+lxq6pqA89NdHRyUqG3j2kT4vl+e/CI//ooWloDK2pSkk8PHcBdvw1PtTXZsZo5Z1KSthQAkJvM+HxpcZy7MZnCbxfVHZyTEQWXEC0uzL8JAGAzxxnW72yhd4HGvvJh8zgz6woAQLoee8tqshu2X1r4JcP/mt4jAIC9ra8GzLMggXMgM1KoHE+0cO6rz8151VM9fL6Xd1HVOBpq6dOj5xYEQRAEQRAEQRAEQRAEQRAEQRAmDTGl4Crr3DHiPJKtVJNMS6HfafUVUSm7yrv26MvJFd8kHPJLfV96b72X1m4Ht9Ov8Z9/UDXi/M9cxy+1X/h/VJK8t5lfbP/79yYAQGomm92yNYw/1Vw3vJ/PD91E1cyS86g4e28T/QVv30C/3RYrLXVWXsyyP/O9QgBAQhK/4T7x27qIjycaKEXMhieokFP1/fxPeI5qTtLC6LkHG4bNyxOiFeIVN/KclcyO96575yX6Hn9bX85fQSvHiz+eZUj7/Y8eC5q3uh7A6F6TG75PVZ1SNe3fyna64iLm+eVflgAASuey3q/8i+f30k9TzfTFO4u9eX3ziiNRLcNfOYHKOO8Kqv2+enepoazXnqbVlKPPJ2dTSjh1vuYu5zX61S30Y6+FaOig7kMguveiED6nGrYH3JY0j20oPblkrKozLjS1HwUAJMZnedc1tk1OhczgY52sxzmRKb1wKgCgZA375IrXy73b1O+OivYxrpUgCGNNZ9kBw3KilnE6o7wRFH96FQBAc/ms5GufHf24bNHEmsl5jJwbPg0AqL3nt+NZnUlPqXkOAKBZ4ztpsFhhwvC0tft3mWO1DI1LFCrNQVRWg1FKroR4KvLqG4Pv63QFfqm2WSOv80SgooqKuBMVznGuyfgxMF7W9MyzAQDTMlYA8Cm5YoEEm29OZ3nh1UHT7qx+GgDQ6+oImk6Y2LxW9yAAX+y3iwu+EHYeu1te1H/xPpiVshIAkBnHudFtTf8xpFffU/yRHcd5rAXpawEAB9reBAC0Ozm3nWRNBwAsSl+nl8j54BNd74Zd7+EQBZcgCIIgCIIgCIIgCIIgCIIgCIIwoYgpBVckZNipclCKrdz4aQAAh4excJQqrLKbcS+cnuC+eCczcQn8nvndB6Z516lYS7/U1SHuIJYsoXLzT6kW+dmN9GOtFDGDUTGaQlGkPPhDKsv6evjluL/X/xfkp+6vBwD84XXGXLvwY7SgH28F14FtXYalirmkFFytjbSeUTHQosHUeQkAgO9cddS7ruJwr9+0tz/EGDFLz6caa85SqoaO7O72m15dD2B0r4nLycbx668xDpbNzkbz8LuLAADnXEZrgC+upT/XhioqkBJTabl10cd8ahEV7yxaZfgrR5WhFFmpGexib/4pFV4Hd/D6//i6MgDB46h99R4qC87/ENVfKjaYUsgNh7oPgejei4IQCWXVbxiWk5nT6VgnKoVns3986/Y3AQCrvneOd1vlm3wWjEfMFkEYD2aZzgAAlJrm+N1ep/Ge2K9tG3FZympzlfkSAECbRkX5QS1yLx75az4IALCnUv1iS+OYzJLA2Ja1r/msUDtPcCyXueRcAEDGwrMAAF0V9FxQv2m9Ie+MxbTqtqVwLNiwxRgvCADyzrsMAOBo47G07tsWVhmJBRzv5ay8yLtO81B5YE2kwt7RwdhKVS8+qlJEfOwTFn2wOvWmNQAATz/fndKXTQUApMznnEDFQ5u8uziaRZEj+Mg30cp8joXxdXo1zhftdW8ZtzrFGssX+5QrH7iI8wFnLOC64iK+12Zl8P03WffKomJeJQR41x4Jvb2Rj8VU/K5IME1uARdq6oLHW5/M2C18Pp6R/0HvuqzE0vGqzrD0On1zPx49iH1qXK7ftEVpnL863jz2fZot0fdpwdkzeu0rLpWxoqadT6VRWjHHSa5eltl4mOOlU9s51ziZ3+eCqaqGw60Zr5HHm5embw9d3TkzhePcym7Gm6vtPWrY3uNq07fTk0FJ0kIAouASBEEQBEEQBEEQBEEQBEEQBEEQhIml4MqNn+79PV1XbKXbCwAAPS5+2T7QRovp6p5DAACPFrrf3snO9XqsoeJZvphMuzbSP2tXW/TO09aXeS0CqUUU4ahF2ptDswLo7eJxKKXSwlX8om/SP+VqkX/knnBs+S+tFwKptgby7mtsB0rBVTCNllqBFFyhXg9gZNfk+L4ew3+ng42m/hRVVEm6gmqgqgoAmmr4f6D1VXIa03oGlRdpGf7KUWW06Aoupf6KT+TBrn+4EUBw5ZZi83peP6XgWnYBr02oCi51HwLRvRcFQRAmOtY49tW5Z+RxxYCHReFKjpWcPbRca3ivfmwrNwE433wFAMCO+GFSDmW39hYAX8wTYfyp0BgnsEGjOj/eROvmRaZVUS9rsFG8aciaMPKy8D5Omb4AAHDsbz8HAFji6cFg2kf/D4B/5VLLns0AAE8/x6Zx2QV+y2g/xBhOMz79NQBA49uvqIp7SZ1Ji+myf94bURmK+JxC7++jD90FANDcHG9P+/iXmEcW+yxHG8eTkRz7REV109lr5wIAbOlsp45Gxpctf3AjAKD6qcBxTyc6WR9n/BVbbg4AwGSnJXvvIcYAbnvxZW/a+On02JK6joo3zcW2ZM3ke0Xv4aND9glWhr9y4qZS9ZB2MeNqqJcsS4puUd/Cd5nGfzzG7eP8wlGnVXLpqhzXesQS82bx+v75HvYtq88K/bnu0j3/9Ogqq7YOvvMrhVc0cI9AfSHvt4FxOE+/k2M1s62vmPIJAECyPXs8qxMRNZ1UwARScBWmcEwwHgquK+6/wPvbpD+w9/+byvVjr7DPdTsin3OeeTEVuOtuZ6woe7ItaPrWcs5vvvx9noumI60Rly0EJ9lG7wHq28z05OUh7WfSJ4S1KE7Si4JLEARBEARBEARBEARBEARBEARBmFDIBy5BEARBEARBEARBEARBEARBEARhQhGTLgrNJsqaCxMY7Hia7o4wyZrhTdPuoMuYPS0vAQDqe8sAABpOP7ntcGTmUb65cGUyAODd1zu8285cR7dna69icOI3/9My4vLK9vcMnyhM7HrQ0gs/ynouW8t6F+qu9JJT2ZTjdFdwNrvR5YlZl8m6T6P2cfLg8K4JFV3tRrmwcrUXCPuAILKjeU262/3LmB26C0BPALcFTj9BZa02lucYtC3SMvyVo8pQzFiUaPj/nT9OC5jXcKRnh9ddj8Z9OJmw6G4KpuRQQp2TMQ8AkJxAyb/Vwu1Od593n34H3eC0dpYDAE7VM5B8T//I+81oolw+ZafPAgDkZdBdQVoKpf3xtlSVEADgcNIVaVvXKQBAZd3bAID27uqwyz57wRcBACmJ+cOmPVa1AQBQXrtpmJRG1i79DgCguaPMl9epVwEAi2d8FACQrJevrtW+sqcBAGYz76NF0+mCJz2Z56S7rwkAcODks948O3tqg9Yj1GNVxwmEf6wJcXRzeu5iusdqaKUrsfeOP+5No9pwkb5MSqDLDdUOuvuaAQC1ze8BACrrtwIIzx2A1cJ+fVrBeQCAnPS5ev04LlPnNRy2HfwTAKCjuybsfUdK7Q6WmTY1DQDQdKDBuy0x19hvi4vCoezX2PfFge7QksE+pdQ015umDXShVqtVAACcoEvfDi22+ksBcKDfsOzW9PeEyL0HBkQFsX7b89KI89LcHL91nzoOACi54nrD9uZdb424DI+T7ba7kmWkzJjPDQPcmnZVHDWkjZTehirvb+WaUOHupatpiz1O3z76xx5rqEDx717zwDjXZPxoeZpjFHX9YeY71pQf3QYAaHvplSH7WHM4Jqj5+T2G9QXf+AoAoHvnbgCAs74haBnByrEX0b1m9U9/wX11d4j5X70FAGDLp/s7Z624po0VppVwfmjz+mIAQHrqULv3VzfyXfKfT/OZsGsvnxGnanh9O7uM48glC9g/7dxQMgo1FoTIUO9DSwo+BGBkrgndHrovd3p4L8Rbk0dYu/Bo6j7JH9kX+N2eaEvXl3w/63GOvlu+1CKeg4IzcoZsy1/Mc93TwvmUyreDv1v7o2QV3d5dcuc5AACTObTBacZUvpt8+IELAQBPf8bnjretsjPseghGBroYt5j4PDnWyfdDFS5qOKLpmlAhCi5BEARBEARBEARBEARBEARBEARhQhFTCq5pyVRqTU1eAgCIsyQBAJr6aP15oO1Nb9qW/ioIodHdSQus71xNC8MBhli473+0tv3s7Qyqvnczv2a3NDgjLq+jxTV8ohBISvWpiH72BJUIxbMY+FSp0Nb/jRbCzXWsb28Xj/Xab9OSbLCC5nSirSk612Eg6pqo6wGM7jVxu4Mr7jzDbB/vMga2YQB44SGem/YI7pG68v6w0kfrPpxsJMXTkmjp7E8BABLiMg3be/vb9CVVBnG2FO82pdRJTqQlakXdO6Nb2QjJTp8NAFgy6xrDeo/GNqGOUfPw3kyM5znIz1wIAMjLoIX6rqP/8O7b0nEipLIr6nlOkvXzbLPyfs9KmwkAiLenhXMoQVFqOwBYOP0qAIDdlqSv4X2bnca+anbx+wD4rneKfg0drm79P6/tohkf8eb59r7fBS1/LI9VkZxA67h5pZd5103JPQuA71i6e5v08mm5po7Nu0zgse8/+cyw5Vkt7N9XzLsRAJCkl9+jq8JqmvcAAEy6vZTv2Fn2QFX9YMVjb//4Bfs99tzRcSt7MtCiGVVtyWBbH6jg6tDYz1RrofUdghAp1kRaD9dvfhEA0N/SECx5RLS8R2Vz7jnv19f4+rb6zSNXozHL8MebY3HswhiiDKIHeY8w2Thlk3n1hwEAZqXkc/Fdy5zAZ7XJNNSy3aUrswa3L6WmsmYzOLyrpSVoGcHKcVRV62mN7x6eTs4rmOPihtRLGF9++E2Ohwcrt/7fvT6V9Y9+1RxWnjbbKMh+BWGEFKTQS0t2YuiedFp66dXkVDu9X7Tq//tcRuXPpbO+HY0qhkyXg+94/W6+86n58sFkJZYCAHraR/9dq+TswJ5MenXl1qmt4al3rfG+zxQX3L4CQOjKrcHEp9Irz9rvr/Cue/bm1yLKS/Ax8B2/08l2mWzlc6XP3TUudQJEwSUIgiAIgiAIgiAIgiAIgiAIgiBMMGJKwTUn7RzD/143FSFmE6s5J9W33aLH6TKZRv6NblP9P0e0/9Kb9fgXq6cM2eZx0a/kyzfTsi5zNq2k5n+alvIbv/v6iMoOhf4e1qGnc2isoT/9gEo4FRvo5p/RD/OdN42/xe0HPuPz46pUQkoB8/CdwWPDuFyjH2srISnGvw+PwilQ10RdDyC2rkms0dNlvOe2vkyL9sM7u8ejOgGZ/r0fAwBO3PVDw/r8j18LAOg+dMC7rnPvrrGrWBRRMbcGK7fauioBAAfLnwcAdPc2BsxDxUNScZv6HG2jU9kR0tRGdYqKtdTUfgyAT4U12N+xzco4OoumM35VVtoMAMCMIp9/71AVXLVNe/yuX6THxsrPjKaCK8/7+1TDdgDAu4f/Zti2auH/AQAKs5cC8MXVemuPMRbFqkWME6EUfgCQGM/ntVIrDWYsj3VwnVTsKwA4VLEeAFDV8K6+RvW1tHQrzV8FAJhdfAkAoCCbKvlyPdZaV2/gGFMleSsB+JRbrZ1U1O888neWpBn7OHWfnb3gZkN9AaBN37e+9WDwgxQEQQgBpTBRfV3hRVTgarpSxWxjf1T10mPefZzt7M+LLv0kACAuk88KFdvKnsrnfMM7jDGkFFF9TbWGPAfS32y0TDbprjJCLSMSIjl2R2vg8Y0whihXKp6hsSfiZ1MFreJhedfPohrdnEileONDjxj+Jy1bGrA4W0GesVy9jdgLGdek/dXXQyojaDl+jkWIbdasNnpUcTrZLn7xu8jjZJZMiampRWGM+NI36bXhpecZ/73saPieoFas5jMtK4dzvC89N/JY4mqeeGbWucOm9ejvM/vr/wcAqOk8ECz5uNPRx3FHTtIMv9tT4/L8rh8NCpbkBtxWocfc0oLEtPfHwo/M9P5OyfevUjvyUjkAYNsf9wIAXH1UEC+/np5ozrhmriH9lLN85yR3Ad9PGw6Ep1KNBqZBGqORfM8wwzLo//jMTx/v5DzM0swPAAC6XHyO1PcyXrpSfSdbed5V/K6a3iNRr0uMz9ALgiAIgiAIgiAIgiAIgiAIgiAIgpGYMrNo6Q+uAHFrTr+/x4vUUlpn5y7h1+D11z03JI0t0QYAcDuGqqdige2vtgMA3n6RSoTVH6BV4dqrqG548z+RW/GMlOKZ8UPWvfNScMWExcKvwUXThu4biO4O47VJSrMESGmkeHboZQxmcFwnsx+f6bHIWF2TyULZPloyrb2S/xesZKyEWFNwDSbzgosBAM5m+tOdqKqtgRTlMMajUm71OagQ3n2UCl6Xe/gYZ774XLGp3FIon8hHKkOLC+J0sZ0er3oVgE/BlZpUOAq1Gx2qG3ca/itVklJfKSXRqYYdAHzxyBRKXZQ4ICab+h1IwTWeVDW+6/utH9NQ2A4qdKWWUrGp2GUZqVMBBFdwZaRMNfxXqrXByi2F2+MAANS17AcATC9cMyQvUXAJwbDo1oglpjkAgHxTiXdbPGhxrvq4frDvatGodijXDhnWD2aW6QwAQJ6p2Ltus4cKyCkm9nvFJsYwTAAtRl1gm67RTgIAjmv7/OadY/L1lwWYCgBIMVFpGQeqZN1gv9OpMSbCCY33QhtCV9YUmaYb6psEWk57QAVFu8bndplG6+MOjN84HgCm6nHZZpoW+93epNG6d4+2Key8MxadDQDoqqRquWXPFsP2vHMZqzCxcKp3XZuuYqp68dGwywOA8qcfGDaNpqtZwi2j8vmHQ96WtZx9azjHLgqu2CB+Br2mZF71Id9K3brd3cX4Lk2PPmnYx1FBbwPWSy4EAOTd/Dmmb2d6R01NwPI83ewPcz5DDwbWTPZLPQfYXzobGvV0PUHLGK4cYWKRnGSce+h3sA329kXuceUTH04ZPpEw6bjxyxyHHDnI+dlIFFyLl1F1/JFPca4kGgquzASO9RJt6cOmPdDwMoDYV24puh0c2wVScCXZM/yuHw0ypqYG3Fa1I/A7pj9UnK0lg9RXA6neyTH/q3fw/Xaw16pN93DeKmsWz8FA5ZZi5jq2jbFQcM1PO5/1SFwAADCbjHPNK7I4Uag87LQ6a73btjcZ42XPSuG4d2oyvbFYTMbPOUpBpfJSSqotjY+P8CiC09DHd6RdLf8FAMxIPtOw9IDzBt0uzqGd6Nw5OIuoIQouQRAEQRAEQRAEQRAEQRAEQRAEYUIRUwqu7U3/Ge8qhEVfSx8AICGbFqXZ832xO5oO0oLS2ePfgiEhg9aca+5ax/9Z/N9dT2XHph+8yYRjFLbowR8xFtfCVbSa+OztRQCAvZtptdXSMPaKuZb6oWVmFVARh93+9/nwF2iZnpwemgoLAGpOGpUbZ66jFcLLjzb5TZ9TRAuT8z8UuWWEW49H1dbIYyyYRr/DNrvPmsrpiL2YVWN1TSYLm56nlfY1X88HAHzwszmG9Q1VjmHzSM9mN93dSUsMZ//o+blPmkfLkrg8+uWvfeIfAdOmncW4PimLdX/8usVN70n62m3e8L+Q0vvbJ6GU1q3p564FAGhuWn3Y0nWr0+NH/JYRjNyMeYb/SvETinLrdKF3UEwx8wCrIPV7sPIpVujtb/W7vt/ZBcCn4Oru89+vKxXbQCyWobFWYoXa5r1h76OUWkrBFWdNHnafwX7BQ73+/hResXw+hdhhgYlx33JMHIcq5RQAdINeByzguCMFtMpViqwT2v6QyrDDpyifYWJM3HxTKQCgXjsFAHCgTy+Dzx0Xgo+DleKM+XNM16jRM0UfaImsFGiFJj7jlpgYF2Kr52VDOn/MMVGFXGxiXIImjUqKOujKDv2cFJimAgDONPH9YrdnIwCgNQyVWDSp1hi/sVVj+TYT+4EzTMPHxBiOrhNUwBVezLiHKVN1i1891pC7j+ezcfuGEZcVa5zOxz7e5N56PQAg4YzAFuYAUPvD3wIAHJVG1VPfMY55a35xb8hlurs5P1D76/tD3kfhauPYrvHh4DHHIymjv5zq9wY9XtdgAq0PBXMi50Yyr6XSLWHhbMP23r2HAQAt/6QHHU+vjOfD4WQlx3OZ+vt5sh5bfOUy3/Nx266+kPL6wnX0anTVZcOPKwXBH12dnPfKyome/iI7cVrQ7e19PqVMdUdo48dYodvp/71XkRCCai1apBT4j5EFAE3HgtdzMFPPpTeE5LzEgGneuV+PgT3MVOmh5/is9afgUjG4xoKD7W8Zloq8mZwbS0jjPGH5TqNayx/HOrcallnF9EzRUkXvEoPjrFvtfI4mZ/m8YXQ1V/rN+2gHFXFHh61FYBr7yg3L8UAUXIIgCIIgCIIgCIIgCIIgCIIgCMKEIqYUXBMNRycthTZ+73UAwJKblnq3xesKrf2P0Mr61Cbjl9KkfH7pfvXLVCCoGF2X/ok+09On0WK07UR4X70jpaOFVjx//QmtTb/2a1qyfuGntIq96/MnxqQeA9n4rC9uwGWfoTruph9NAQAUTad1kaOPX6kXnk2LoXln8rwe2kErtHlnBbYoUBzdzbRH93C5bA0VXD95bKYhr4xc3i5nX0KLiPJDtPhXcZUiYfN6WtVdfkOOoUwA2P0W1XMqhlVqJsv/0x2nIi5vpKhroq4HMDrXZLLQ2cb76r5v8P7/xu+mAgDuXU9L783/5fVvrvNZhqdl8TpPmcHzuWAFz9ctF9JXfiiqr3AxWWn5nXUx/fZ2H9L9T2tDTWNsmbR4STmD1uRVf/2DIW3RZ78IAIifQksRd0930PT+9lHYs9jOKn53t2F98RdvBQB0vkcfy47GhmGPMSk+2/C/o2fyxxGwW9l2CrJp3aNiICk1k83C55TFwutvNgUZEijBXewJSwEEVuINVhK53KFZowKAKYZtgHoCKNGC4XYbFSiD1Vn+aO/i80a1nbxMqjwDKchUnjnpQy3b27rG79klTBwyTbS0bNbqAACHtHeDJQcAmDR2UFqIHZR5wL2dZaLl5DsejseVn/hw2ePxxZBSsbYC0a7HxVpkoi99dcwD1WoAkA7fc0sptyo0KpiPae/5zfuUdgwAcI6Z7xOzzXw32eZ5JYSjiD5OPYZZO/Q4B+oSRSH0bL8eU+rkk38YeWYTjNP52IXTg/QPXwQASDp7id/tSav5XuFu4/ty61OhxZ0VyJPP8bwtXxxnWP/0Xwu8v++8j8+qPfs5xnbpj7bZM/je8OmPcM7kfWuptti6k2PsZXqedtvEiDEeTaxWHnNaCscZqSm+8UZcnPF86IJbzJjK89mhe2tRy/4Y9OYzWhQWU0nY0xW9Y85ImBJ0e03nxI0J1fcNQQAAIABJREFU7PIEf5+1muOCbo8m9qTA8wdddeHFUpv3If8xxQCgXo+XVbc3tHfghoOBY9BmlI5/vMCkDNU+2ebVO/TAd5niRZcAAMz6XE1HA1Vpjl7Gki+Yy3is8Sl8X+ho5Jy9Umnlzz4PANDX6fPioLZllfDZGp/MmOP2RH5/aK7k+0VPO+fKiuYzLqfFGqev5/tZ3dHNERz16BO7szeCIAiCIAiCIAiCIAiCIAiCIAiC4AdRcEWB1mP8OvzGt1/zrkvMpeX8hb++GADQWd1p2KflCL9AK+WWoreVqiBbom10KjsMm1+gYuycy6hSWnERfSqvvZJfdt98JvCX8Ghz8qAvJspdn6dV6ydupaXtlXpcJ5eTX7gP76RK5LaP03J1+kJaEoWiFlJCkrtuYhmf+hYtlxav5pf92Tcxj8ZqWqE+dT+/Wqs4Sn/dujC8AxvAo/fQ96+Kq7T6Ml9cr6u/SIvevh5uqzw6NEbMWKOuiboewOhck8nGjtcYN+Q7V9Ly+sov8NqeeQEt35Q6DwA629gn1FfSWu6xX7O9tTWNXuwjzc28T/3h1wCAKTd9CQDQdZAqjf7qKm9aey6vt01XVxXdcLPfPM12WnlYklNCSj9wH1UfR5NubTJISeao5zmxZTLPUBRcVku84b/LFbqSZ6KRk844BQunfwQAYLXwvKo4U0qV0+pguxysappacN6Y1HOkDPYzHeJO0a/IODBWseMq6t8BAORnLQbgU2atmP95AEBrh67u1q3OstNmAfDF+Wrv9vUdtU17Rr/CwoSnXeP4WKmaSuCLu6IUToPjYYWq3PJHucY4LpEqtxTDqbYG0qHpY2ndmDsB/sdFeaaSIeuqtbKgeTvAvmHweVRxwQamEYTxwlbIZ0T8PJ/niriZbO+2PI7tLFl8FzXHs+2arLTw9/Tz/tf62I7dnYy16azlmNFZ4xsT9h9ln9F/jLGiVEzX04G+EycNy4lG3Jzg8XO86WaHlk4w8ru/0IvIJbr6at15eozIfN876f135YaU16ZtfL+44lpa/L/8BGNorlgaH3CfiY5FDy1euWs6AJ9SKzEhdNVaSjL3OfrOVL/bHfqcSnsH33euvsEXM2rLjrGfF7ro/fT8UVTsfwr5/Iu4vXBK6FPM+UU8kVdfw3HQts3RG5/EWYLPObX1VUetrLHG5QkeF9ZqGru5ZJMlsGbG2Ru8noq4VMZnLT2nMGCag88EH/8Oprsx8D1iTxm/uNDWOGO77O3g2CU1l+o1k8V3//R1Uq3WeNK/Nwulpqo59AaAoXMjzZV8984oGjpfbU/kGKurmfNCnUfoiWLamVcBAFqqeI46mzh+8rg4F26xxXa/LgouQRAEQRAEQRAEQRAEQRAEQRAEYUIhCq4RYE3gl3GlwtLcvi+mPY1Ur/Q29eppjafa44meFXn6bPrXL7nkWgDAsSeowrh26T4AgNnGr6+Lv3QPAKBxz0bvvrWbn/eb51MvXwoA+O0d3N7b6F+59fY7tNA5fts677r4KVRAJeT8Rt83NOuI6Vd+0VCngfvt2thhWA5HxREqEt74d+iKs45WWt/+8fvhxQm5embkVukqXtU/7641LCNh/d8aDctw2Ly+1bAcjoHXIVrXpK3RZ+Ex3Dn97tVHg25/7i8NhqU/RlpGqOUMRJ2D33y9IqT04fDSP5oMy7DQVS2a7ly94dmnAAB5V30cAHDqgfu8SR0NtBRxtbGtVD/8J27wsC2bdJM2Tf9vy8gMmt7fPgklUwEA9lxannudlOv1jMtjH9O60aeaHQ63x6Fnxb7YYhk/y53RQMXbAoBFMz4KALCYeYynGrYBAI5WvgwA8Gj+LZhVHhNFwSWMPg4nxzLbDz4IADhr3ucAAGlJtLBLTeS9qCzGevrZv5dV05KsvG6LN69A7U4QBnJQ2w4AmIvlAIDZJl/8lZmmRQCARo1W4lWgNWerFtoz2B/dWufwiUIgEb54rFP0eFnpJipR4kDLeKv+2mWGZdDe/i2+kzA0RsBq8wciqp9NFFzCOKDGd0nn8n5OWce4c/aSwFbaw2FO0NuyvrRkpA6bp6eXbb53D2OudG54GwDQf0JiQ8YsoU6VeGRsEQkqvtP7r+Hz9PPX0mvPNVf5njsL5vA9IiGez6jWdo719h/i/fTEc1RPPvQveoRQr3Zb3+X77mRWcJlMPCf5uYOf59FDxTDLyWIZ8WGow0aDvELW46pP8n2xdLpxfvODVydGnHfFCc5B3PP/2iLOYzB2S/D69Lu6o1bW6Yyzm3N4SoU1EGsc24jbETyG/Kz3lQIALLah+htXP/v4Y6+GN3/mdgZ+NljjRu++HY7MKVRTuZ3sJ1VfkqGv72oq96Z19g/TRqPgmcbZx/cgjzdWN+vTUc93rBlnf5L10mN31R/bglhGFFyCIAiCIAiCIAiCIAiCIAiCIAjChEIUXCMgYybjJZ39vXMAAO4+n/99k5lfPqvfZvyJpgNU1eQsDM2XcSQ4u2jxkJg7BQDQ20CrtIQcqqw8rtB8oALAiWf+GFK69uPvGZYAMPf6O0IuJ5IyB6KOzZ6axXqU7Y2obEEQfPTXUj3ZfZSxSTIveJ93W/OGlwAA7TsYm2fKZxlTS9NVqcoKpfqRvwAAnC3NQdP720fh7ukBABR8nOpUa1q6Xi9a4DqaQrfa7+6jsi09mTEelPKkuf14yHnEMpmp072/lXJLxdY6UsFrNlycGrvt9IuPJ4RGSd5KAEBCHMc9e48/AQCobz04bnUSJif9YL/1nkYLwSTNZ01eaGKslXzTVABAHooBAA3gM2ufRlVGODG5tBHG3koDx5/LzGu961ygpeopjTFIO6HHO9S43m6i8uQM07lhl3dE2wUg/LhjDkzeuJNC7JGwiLHzMq+7EgBgzc4IlnzUUaqvpFVLDcvWJ14EAHT8763xqZgQEBU/zV4aXO3Xu294jxs5Vj4rGl3+FXuJZqoA0y2cp2lw+ZQCLi30+ZNIKT/FMiwFx0a9rMG4XHyW/OFvbYblSPjaDxoNy3C46Rv1hmU4FC4+EVb6rTv5XIzkvKvzNh7XLBKiUc9H/9plWKpYWy9sZHzuB35Drz7vbh1eJa7pypO2Fj3WfAXnUaMpyDSbgqt0JrJnCbslIeh2Nd4cC1SsK38KrtRCzi00Hglen4VXzQy4rew19tuOrvD6YltC4E8dbmcEcbyjhIq1Vbb1cQA+LygzdaVUa80hb9ppZ14NAEjJ4vxVVwu/LbRWHwAAdLfyf8mSywEALac4F+7s4z2aO30FACAhLd+bZ097aB7DzFZeT1s8PVTYE/icTMmZCgBoqz0SUj5jjSi4BEEQBEEQBEEQBEEQBEEQBEEQhAmFKLhGQOM+qgdeuOaZ0PfZz302fvd1v9sDrQ+FvmbGxknImWJYn5BTrG+viTjvWCV1On2VepxjZ6UgCJONE3f90O/65ldfDLhPx64dhuVwhJseAFwdtHqve/yRkPcJRGMbLTyVgqsoh/EgKuq3AgA8ntG30BxN/MUUU/GTQrX0z8tcENU6CRMfi5mxRkvzVwMAuno5hhHlljBWdMMXI+uYRsvE49p+AMAs02IAQImJapF8sH+v1aIf5zIQqmzLgLha73o2AQA64d8SPkPL4Y9hwmn0oMv7OxOMSdmi0SK+W1eFCUJMoMdKzfwkrYhTLlo9nrUZFs1Fy/2eHeL5I1Zpe3YDAMCcQgWAUgUqDxDd7+wGAHS8NLz6bl48Y7/N0pYBACocHMNUO6lqWZRwPgCgxVWrp1/l3Xdfr6j7BMEfNVVUXZ04znfo8jIud++IjTifLg/rYQugdhq43uHuGZM6RYsEW3rQ7X3O6MSXDYXm4xzrZs5IG7Kt+Gx6zGk80up33xJ9e/acwCrvg89G5m0nISNwDEDXAM9rY83xdx7zv37rv/ykfRQAYDKrePVG1WH9cXpIUjHmPR7jcVXsWR+wHm0DlGIDKdtGZVnp0g8BAI5seggA4OqnUm/Gyo9xf1FwCYIgCIIgCIIgCIIgCIIgCIIgCMLIkQ9cgiAIgiAIgiAIgiAIgiAIgiAIwoRCXBROIvrb6LYkMa/YsD4hly4LexurA+6bOnU+ACBv5SUAgPgsykVPPPtHAEB3zcnoVjbCMm3JlONOWUdpZGLBVACA5qYcM3P+SkP6o4/+ktv14H0Dt+csXwcAMFtteh6UfNZvfxkA0Hr4XUNeOcsuYHo7AxXHpWUDAJIKZ/gSmehv5uhjv+K2/FIAQO5ZFwMAjj9135BjAoCitQwg6Or1uaOp3/ay37RCZKxdcdu4lf3m9p+NW9kCqWqga8SSPPYBCXGUwi+ZxYCeh8pfAAD09vuX0AOA1UKpe0463aS0dlYCAPocIw/IPFKU67iBqGNMS+YzoL2ryrDdpPvHUu4apxWcN5pVFCYgJpNuB6Uv4+0MMKvaVEc3XR+rZ6wgRIrqj0y67Z0HgYN/a2B7q9cYeFq5CYxD8KDbo4HJj61gH4K7uik0TQsp77oBrhanmDjWnG6aBwDYp20NKQ+L/qrnxvi5YxEmLyYr21fOl68FACQsnhNxXpqD7q36j5UDABxVdL3vbqOrJc3JNmxO4HuYJZWBz21TGDzdXlrI7YnD9wNdm/iO52oe//Gb4B9PD90hNf3p8RHn5dToquzdnv8BABbEnwvA56LQrbFtHevfCQBYnnjxiMsUhEiZ96U7x7X8Q/d/P6z0/32GY57GhsDjtvGgx0lXzmkBXBSm2LO9v7sdzWNSp2iRnVgadHuXo2mMagJUvM13wVmXDK3Tsus4Zi3fzHnoljJek6xZnNNd94OVQ/YBgIaDLd7f1TuHznGEgj+XiYruxt6I8hwvBrsmHMxg14TRoKmc46SCOWsMdag7ujnqZUUTUXAJgiAIgiAIgiAIgiAIgiAIgiAIEwpRcE0ifF92dStYPeCvUkY179sCAIjLyB2yb0f5QcNy9qe+PZpVjbhMZxct7U4+/2cAQPFFVF/0tdDKr3HXG0H376ou8/5uP8Eg5e6+bgBAXCYDeM/8yFcADFVwKbIWnsM6PPcAAKDy5X96t1kTkgx5dpQzeF/BuVcAGKCma6CSwmThLZg2cwkA4NgT9watvxA5nd11w6Rg0GKPhxakiQkMAq9UMP0OWpD29Q+19oyPo4VInK5u6NbVNPXNB0ZW6dOU3oqThmU0cLn7AAB7jjGw55JZ1wAAslJpFX/u4q8CAHr6aDHk1NPH2ZK9ecTZUgD4VC3bDz0IILCCqyDrDABAYnwWAMBqidOXvqCnSfHZhn2m5J4JAEhPLtbr3W9YNnewD2vvOmXYb+D/lo4TAIDM1OkAgLPmfg4A0NZFxZlH47MiOSHXcFwnajYCAPIyqK5N0u+BUMjNmAsASEksMByjOmZ1PAMpyFwEAEiMy+Qx6sGAXa4+Q33V8cQK4R6rOk5g4h2raneVdQxiW5q/GgCwYt5NQfdzOPkM7O7zWRBW1r8NAGhoPRz1egpjS6aJ4yWlmEpC6pA0qSZaZxaB/ZATDgBAq9Zg+K+wg/fRavP7AQBNWi0AoBsd3jRqH1VugYnWokrt1aAF9lQwWjSD9cxFkXfdIhPvk1qUAwCs+utWjp7GYuJ/TR93BKINvvunQmMw51ITFTIJJj6b1HlygWOXeCQCANJN7L87NaqSD2lDx7RmMGh1IlL0etKjQZzJGJg7zsQ8s0CljEtjWQOvYQ+MAc3Nug3l4LytJpshnV0va3DeA49pYBuIFSypKd7fU35Ea3dHNa+FUjX17NkLAGh7eUPUyo2fxTFL37Eyv9vjpvKeSLuQFrcNf30kamV70b1VAED2/3EsFa5yy9VAa/n2F3zvbd3b3wPgU3KFjXrvneNTSCaetRgAkLx6KVdY2OY7/hv8fVGYXPR62D85NeNzJ8nM9zelIFYM1zcLwmjSvOstAEDqLL4/xGfzfcPV5XsWOjpaDPvYUjlfYUtmm3a00rOTo519rZpzGth/R4uHH+gcPtE40NHPuZ+0+Hy/27MTfc+Kuq4jY1KnkZJs55xCWnxh0HStfWM3Hi57nXMQ59y6zLsuIYPvxPHpXH7y8Q8AAPo7HIb1gdj+530jrlfegqyA2zqqugJuE0h3a7VhOVEQBZcgCIIgCIIgCIIgCIIgCIIgCIIwoRAF1yREqZkScksAAJqblnCaK0KLuElE/AD1WvaytQCGWm1Z4mgZrBRwmscYW6Sriv66/cU0c/V2D1pDC7CmPbTEyVpE9VfVa08AANKmL2ReDbTed3YGjv8zmuQV0LIxJ4fKDbeb1hX1dbSmbGk+Oi71iiY7D/w1pHSZabQ2P2MOrVJ3HXwYANDS7t9adiAZabQEWjz7EwCA1vbox64TRoaKGfTO/t8DAIpzVwAActJpfZyoK6oS4qg+cLp8Ppo7emid3dzOPqCnL7i/7pK8swEAqUnBrawGkpY0xbAcjEm3vBus4BrI7mOPAgCm5rO/ydcVRCpPjx5roLOnHgBwuOJFAEBDK9W0StEVjoKrMFvvQ9LnhrxPcmKeYTmYqkYqDmJN1RTusQ48vol2rCreXEYq+zbl47unn21fKbwUKh6R3UY1c0aKzx+7+n2k8iUAQGV9aDGEhNhjoYk+85Xqyh/pYP+hlESK3eB4qFkzqqpduhqoTuN4KMPE8VoOfP2nGq/1g8rHVo0WyuUaVYGDVURjQbXGe1YplABfvKx5oCLXCd4nDRrV+8c9tEw907wu5HKOaRyPtYP3XjFmAvDFH1NqrH7wmdWh0bq7dkAcr8GkmWjduty0NmjZGfq1zFDXUh82O/TrAABveZ437KOUW2ebLwmadypodb7UdL4hbwDw6LHWXvc8HTSP8cbVxGtSe89vAQAmXSVUeNu3AABd2/V4T60jj/eUftmlAIC63/x+xHlFXIcPX+T9nbh0fmg7aXwf6niJ93/bf17hancUY7bo72t9h3zjdfW77WnGXoqbrqvjJfbWaUWvRmv9c5OvAgC0uDienxVHxYHqo0vsHNdZZIpMGEe6K/membWMsZHLn6bXoK6K4edjkor1scEHPwMAaHz1KeZ56njU6xnrNPVwHqY4bYnf7YWpvufXseZNAIB+9+C5vNhiTvZaAEPnLwfT0HVsDGpDnD18N9zym93edRf9+GxDGpOZ9R1OuXXiTY6TyzeNXDVUsrog4Lb6gxMr5poQOqLgEgRBEARBEARBEARBEARBEARBECYUYp4yCemtp/Vr5nwqE3rqA1v6ny6o2FilH7jeu+7ov+4GAPS3NuhpGM9g/o0/CZqXx9kfdLs/Wg/vAADknkWrR6USy9CvUcv+d8LOczSoqWY9OztoNTF1+jrD/5Kp9Olv8rNPZhYthhISaBHc10frSIuVlho93Y36dsagiYunQqaxnjEKOjt9lholU9cCAMwmWsHW1dEiJC2NCoD6uj0AfPFrSvX0FeVvhnvIQ5hZcjEAoLZRV6+FoNxSKMVWbSPrN7P0fQCAHfv+NOJ6CdFFKbNU3Cm1DMZXvsw+4tprGY8kJ4d+zmtqaal+0UVs4z09tFTedjB61/2tjbSc//d/WO/77gucVqlswjm2gRwsf86wDEZKCnuDx59/Q///pmH7lVfRQmr7dmPcg5Hw5u5fhJx255G/h5Tu6KmXDctg7Dn2r5DLHym9esy/V3f8cMR5hXNds9KoQFGx6jq6ae28ae+vAQAOZ2i+y/MyF3h/L57xMQBAqa4sFAVX6BTln+X7XcDf9gHxAQHfNamq2QYA6O7h2KZkyrkAgH2HotduB6t1ooFbj6PljRU1CiFQlApKLaOJipE1+HcwtnleCbscpQJrAJcjOU8qHtoG7cmQ0ucspZpu3o1sg9oA8c3aBCojNn/lBQBAV287AKDnF2yXjTs5xstazFgY8Vkcl2/+GtO7euhlYum31njzTC7hM/aC+KsBAPXb+D5z8C/bDfVa+VOOtSxxfK1VlsLZyxjz7PkLH/SmLblUV2sX8rl96C87DHnNv5Hj8u5axjqp+G8YMQN1hbU1K1OvB+1IPX16TM9h4mPlfu467+/21/jc1vr5zpH2vguZRwmV2Hk3f86wb/2fHjL8N6fw+HIG5GlNZaw8Vyu9RTT+nTFJlbpqOJT6Ke2DoSsPlaqq6S+6iuCd3cFSjxqeHo6devdPfI8UQvgc6eN9fgw7AfjUoQoVG7DIRkXswb63x7B2gmAk7/zLAQDth3YBCE25pVBKrbaDbOv5510GACh7LMiL4whRYb2u+Cif6x/+WKJ325QSPpft9vBif61ZUjPiejV2U2HvcPewDpZEw3azyTcVvjif5/zdGj6rNM3YR4wnc7J946KcpBlB06pj7nONvUeDw+t9XkgSs+jh4exbGI/cbAl+/Su28Hq/esfI+970Uo5/smdnBExTubUu4DZhYiMKLkEQBEEQBEEQBEEQBEEQBEEQBGFCIQquSUhPAy0cC869AgBQ9TotM02myfc90+2gVaQ9JfAXegAw26gi0gZYKbq6OwxpVHys0cCjxz9rPUTL5Owz6FM5PpO+YTtOHhi1ssOhsEi3yi1cDgA4eWIDAGBK8SoAQE0VLe6VOgsA5sy7kvvoprw1VbSsTU1jDDi7hRaj8fG0xO3ooNVxe+UWAMDsuR8CACSl+Pzk9vfz2vT2UP2hFFqVFfSPnJdPX8od7VQrqphh0SA5kdbF9c2RX5N+B+ufouclTFzOXmn3/v72t2kR9H+3sP3v28f7OjubfatSbp1OdHbymOfOoyXUlClUXW7bmhtwHyH2mZKjFEO0uCuvZd8bqnJL0dg6VP0Qb0/Vc2be2mhIdSYZ1XU7hvxWyixFZdVmw/+0lOLRr5hwWqAUUctvp3Jn483PAAB6G0OPVeF2cIy49fvBVbLv/WaT97fH6TGUf+m/Pw0AOPhXXcGldx3bbjcq4ZZ8g2PsiheppNM8vj7m1Ku0hF/zB45dDz/0riFN7koqpDbdMrzSVWHNpueCgq9/GQBgy+fzr+6+P/I4evv87xgCjlo+W5v+QQVm0fTvAQDqHwgeV9aaQS8J9ff7lOSai+ru/Ftv0evJmJDO2mEsmXXz/MzrrjT8D4WWR6nQGy/lliAMJNHM8YdSbA2mwhEb7+PC6U1CDtXHHUf3RpyHs4vvqvG5q6NSp2B85FNUbt32M87H9fX6nrkny/jc6e8b+7G+R5+bOtHC+au5OYHVx1mJVFifWfhRAMB7dXx2KfXXWKKUZgtyqU7PS54d8r7HW7aMSp3CZdffGde77DXO1c24iPOCKflsK/2dnLs7tZUeQqp3NkSt7FkX81o6upyG9c1l7d7fDQckBtdkZfJ98RAEQRAEQRAEQRAEQRAEQRAEQRAmNaLgmoT0NfFLuMlMS/qeugoAQFLBtID7FF/0SQBAfDZVNHFp2fp6xt9w9lCRUrv5eUOepe//DADArqcHAFsSraNKLqXfd1cPLb6rN/5br19NWGX6K1fRvI9WCqV6WfNu+AHL7KVV6bHH7wEAODpaDOkBYPanvg0A8Djo377lEK2iHe2j90W/aS8tU+d86jusjx57S/NE389vahKtf1Yu+kLANEcqXgIA9IPWpSqeVlb2XAC+WD4WC1UsLjfP1UC/xCY9TpbbxW3KWsbtodXEYDtPh6NTz1vfrmIWWOK8aZRCTJWvYmt1dbJtFxYxRkKcrgo7VeGz+B0pLjfPRXoKLU0qgiUOQHpKqZ5X+PHahNhi6TKflefJk2yPzz/fa0hz8uSYVimmcbuHTyPEPnZbkuG/6s/DJTE+e8g6h5PPZ1FujQ3qWi6axzGX3c7YXf39PkvG/Yef0n/pisyZVFYn6jE11RigufUYAOBExWujW2khpojPZhtytHN8FI5yS9G8tzbodoudY8nFt/qUidYEPn+V+suWwnGiim2luY1j5znXLgMAdFXx/aHqteNDylGqsNot5QCA3BVUOjo7OF5r3FljKDMUXE18b6i957fM88brWf9MqqgcVdV+9xuCOXp2p6pMpdoaiKeT43BzXNyQbf5IXMZYivbSwpDL791L9Vzn67ERY1g4vVmcwBg28Wa9L/P0+k23p/eNMauTIATC7WD7TCyayhXvhp9HYtF05tUfuYI4VD5+HceVSq312Y/61DitzeMfy6qinbHMClPnAwBS4wJ72FFKrjVTOX92qp1x1eu6+Exr7+NYJhrvMBYzxzhpcZwLLUxh/QpS5hm2h4Kqp6pfrNBexXngXQ8fHLMyd/xlv2E5qdEnWlOn830taxGV+fEZVAFaE/U2FIbyPprsu3/s41mKgksQBEEQBEEQBEEQBEEQBEEQBEGYUIiCaxLQdnS3YanY94dvG/4rFROO7BySx6kN/4qo7IqX/h7RfiMpcyD9rbQQOfqvu0NKr5Rgg38PpHHX6wHWj9yqS9NjcZms/JrecnDriPMcDSpO8hzMnH0ZAKD8JI99+gz6Ah4Y86qxYR8AICNjxojKrKvd5f09dfpFAIC+XrZZFbcLoFVKRzt1ValptLJxOqPnH7mhmRYmU/KpEps/gzEHquqpbuvrb/WmVTHdEuLpc3pKHuPW5GTOM+wTDWzJtKC/8pUbIs7D0UkL5fVXPgoAcPVEpsoYK6ZeNgcAsOK2tSGlHxhn46lz/xyVOmRlWry/u7rGX3Gijb8hnHAa0NnDmCzpyVSylubTh39bF32pD6dOTU2kNeKC6VcN2VbXsi9q9Ywlarcy/unjqx4c55oYiY+nimT3/ocB+JTRyxff6E2TlJgDAOju0cdUZeuZVldkqxiu55z1TQDAiQo1Thr/PnG8WVnwCQDAttrHvevmZV0AADDrCvcDTYxnuqLg4wCA7bVPAAAWZF8MAEiycQxh0ePCNPWWAwCOtcZGLIX+Fo6x7OkJAID4LFqG9jX7GXspI9FBTWPg89kfOcvpdcCe6lMVqdhaal3xRTP97lv8vlmGdPt+P7xq6MQzjLWz6Mvs25Q6rezJyGOeKFpfeBEAkHvCLdGqAAAgAElEQVQjvVz0HmAsQk8/+01zSoohvcnCdmIvLEAg1HjTZBtkjasFOK9R9AyReul5IafV+vl+0PLIM1Erf8IS6NroWHOzvL+TVp4BAIifQ28r1gLGcbMk816DhX2wp5vKDk8X7z1HBZV6fUfpSqBnu+/56unxr1I6HUkwU2Gyrfu/41yTyFBtJVA7ASJvKzHbTvQ+Lm4GVbZxs3nM9hIqSe1Fed6k5mQq88xJCYZ9tT72655e9r2uBqptHac4xu0/Vg4A6N3LPlpzxYYbChV7K3MJ48MXXcJxRst7PjWEs51zJEpJZE/N5D5n8JmWOnPhkH1GiyklnFL+y/1UT8eCamsgyvPQ7ppnAQCrSq4FANgtSQH3UeqpqRlnGZYejWPoHmeb/x39sCif82lWs91QbpKd18w0xN9R6HT0sy0fbvQ/fylMTrIWU4V4xtc4PkufPdRjSiwgCi5BEARBEARBEARBEARBEARBEARBGIbTRsG1bsXtAACL/uU8VjlRRaVMWZX4gJ5c0DIje+laAEBXJf34jma8r3Cor93td/3B/U8Y/h85RMsX0wA/rsoqpqnxkCFtd1d9SGUfOvDUkHWHDz6tl2PRyzBaVClLVqUeiybHK2kxnJRIq7jC3GWGZSi0dVJhdrzilSjXbmTY9fgVM69iPIXD/9wzntWJSR57lNZUy5bxWZGSMtSqqrrKaGX9n2do/fjlLxutuaZN4yP261+n5eiqs5lnVpbPtqSujvfPY4/RwvJ393cFrV9CIuvzpwdo8X/hhbymPT0+S+FHHmFe99zLOBuDjYhff51qjf+u7zOkG8w3vu6zMr/s8ngAwLp1jUHrFw1u/Bwt2z77WS6LitgPnDpFq7k//pHxXx59LLByM9xjDOX4PnsD63P99bSSLS5mvZSy78ABKiJvv4MWjMePD419MlE4WfMWACAnnSrKzFT68j9/CRU8Hd1U0zpdbPvK0jExnlbGCXHpQ/Js7SwHAJRVi5XhWNLZxWullFsKFQsN8MXANJvZZ82eQWtTNWZWFqtWK+8TNQbQhlEonA449VguNrNPeWQ304rcbOL5tOrbnG6jpfyhZt4LXqWcPlZcU3wTgNhRcHlcuvXzz98EAKz86SVc7/SNzUxWPtfe+Q5juzo7w4tB2nKQ6sE5n1nuXbf6brbDvma21fYy45jZnsb2uOy7awEAjbsYP2v1rz5gSLfjx76Ycc4u1kspttRSDWt76oM/g0PBWc9j6T/JsWDKebSo79i4GQDgbuNYoeBrXwIAuDr4zHDU1gXOVL/Xune/BwAo/NZXuW8zrfgb/vrIiOs9GGseLYLjZpaGvE/Hhrf1eoVu3T5Z8fQ7DP8tqRwLZnzycgA+NQ6AkONjqDzU0lbId5WkVUuZ98cv86btfJX9R/tzbP/aOARJzfkKY2QnLp0/amW0/JMeWTpfC2wp3q/302Zw3ObB6J+L3FuvBwAknDE3YJqmB+jNpnvbe4b1AdtKGHFUQm0rsdBOAJ8yK3ntSgBA4jK2GUtaSsB9hsOklF360prDd7z4BVT9Qlenerr5PtG5wdeG2tdzLm48VF11m6g0jMumSiNj4QrDMhR6qqnUq9+0Psq1G0p3N8cIVtv4xPkJlV4Xn7Xbq6i4P7PoY95t8dbQ2pka1yXbQ1fM5Cb5V5+PhPY+jhd21nAeza1N3HdOIXRyz5wCAFh9N8e5ZpslWPLTElFwCYIgCIIgCIIgCIIgCIIgCIIgCBOK00bBJQjjQfpsXf1z/ocB+OKgVbz48HhVaYTQgnSsrLYHK7dy8xYBAOxxtLIZGLcrWqjYMrsOPAQAyM6k5V1WOq1v4u1pA1LTUqnP0Q4AaGk7DgBobKGaTYvR+CSzP87zeOxJKuDcjtjwOR4LfO5Gxlgz6+Yf3/yGz6Jr9WqqGa662mhF7gwQyqy7ixZtdbU8v7d8iRbN9fU+3+QrVlD5cvevqHhRKqDX3/Bv/f45XdX005/RCu1Xd1OZtHy5T53887tSAQCVuuLpySdj1L/+IJQy6pvf5Dm/7TbeV3ve4zlZupTn6mc/5T2ohzIEAPz979GLwzcYpby74w7W6/Nf4HU8eoT1ys6h9dQ55zBdXd3Ev5/6nWxXWw88AMAXgys7jVavqUlUMZp15ZbHw3PR7+B+dS37AQD1LQe8eTa0KpVvbPaLkxUtjMB9GelU6tmsvBf3HfqX/p+KpLycxVGu3cSnTY9/kJlQ4l3n0vR4q/oYJiue29r1tMoCWMXqsuqxt9x6eptZKeV8dojhXMfRon77KcMyFN7+1oshpVNKqo03hx67Se3z3LrI494lZPOZWvbv/WHt5+7wqYKr7/QfB7jpsSf9rm98+NGwyhpIy1PBz09/OVVjwRRdoaq9ks5cGHrF9PeCrreiF3t2ouPpYfu0F/N5mft1xtC1pKeOWpnmeJ+SNO2D6wD44jU1/JbXXcVmOp1QquNzkxkXtNOjxy8a1K/u6R1bDzr26YwvpRRc49FWArUTYHTbilJmZX/xGkP544E5iWOetA9d5F2XeCbflet/yeeLu2Pk6t5Q8TjYd5x88g8AgNQZ9LySPNWnBrSl6J4S9Lbt7OD7a1cFvQR1HNefaWMwZ/P6/1jfdZdwrPjQ733PR4cj9sb8XQ6+x2+p+Jt33fxcxpkvSAmsuIwFTrWzrzjUyNiuHm3iv3MKw2Oxc65h2ff1GL8xoNxSY3AAqNvKGN0t++v1ZRCPBKOMKLgEQRAEQRAEQRAEQRAEQRAEQRCECYUouARhFGk7usuwFEZGQ330Y24FQqmvlBpLLScD8Vm0VJt6OePrlP3n4HhWJ6bo7TVamjldvv8e3dCzuzs0a7SGRu7wszv9x38CgPJyqqxU3KmFi2jJH0jBtWkT16s4W4qB8Z7OXkkl0fXXM8+JouC69au05vzDH2gl+e//GOtdVsZjLC3h0OXWW33qutFUcCUmqXhD/N9QT2u5ikrjcudOx9CdJzhOF8/r8aoNhqUwFLOF7eSmu2d7152xlrHyGk/Ryu2Br9GytrYsNu/Jjs4qAMC04rUAgCULGD9FKfO6usfPIi9Wae9njLPSVF+czrruowAAsx5HtCiF1tf/n73zDmykutb4Z3VZ7r2t7S329l5YYIGlQyCUhBCSvBBKSAikQvp7L6S+kJdGSF5IQhIISegt9BLKssAu27vX29zW615lW1Z/f5y5Go+trlGzz++fkWbu3LmS7sy9Mzrf+ZqHdgAACs0UtS+UWnu6n1e8L8+aH/bxJ/e7dOtziab6Uvpu50hepH176Pfr29eRtDalKj6fmjAYbyS/F1d3angLpwKaTDqfS75+MwDZCynRGOtJGVN088cAKBU6M4Um+75kN8EvxtpKAICugDITJLOvTO4nQHz7ilBE6fKi99iKJ/rKUgBAydduAAB0/uQ+AAn25JJuPIQay6fKSjF+czdl3PjTw+RL9cCTxb5tjzxIv3NrE93DTfSMDsaxxgDpUVTE6ZEVKHs7ycuvc4Se98zOXw8AyDOVT90xQQyOk6/o8f4tvnU9o8eT1RwmiZRtqAUAZJb6Hxts3XSeHX5wJwA508J4L93Hez3yeXfVW+Tzm6ElrdPRR/Yq9s2Q7ivE88KileSPWHcdeUFaKkhZPFFF1voS3Wt07zgZxadTF1ZwMQzDMAzDMAzDMAzDMAzDMAzDMGkF/8HFMAzDMAzDMAzDMAzDMAzDMAzDpBUzJkXhnkYyyp5o2Bwp1WWnAQCK8ur9bj904l++1+OO4aiOYRvn1A4Mk4oY9JTuTa+z+NY5nJS2yelKz9Q/Cz65AgBw4l+HAQBed/JN7KcTFim13ec+R33mwgspXU1VpSzp1kovs7NpbHrjDf+pCQVHJ6QiDMShQ5TW4dJLTZE1OEkUFtJnLy6m5Z69wdNS7N5DqQDvuEOW6ZeW0hfZ1aV+6pC3pHSRjz5K5/lzz1EKjr17HYr1IqWi3Z56hspM/FlxXgEAYN2HiqZsq5pP14DLv0Cp6e7/+pGYj9d68t2g24eslJ5if8MjfrcHWg8AO/b+KfqGzTCG7JS2schc61vX0PcmADlF4aLC8wAAe7tfBABoNXT7NTeXUuCsLv0IAMDuphQjVkdv2McP1O/i0eemA60vNyqWjB8yaO5inDMr7F3GDxyNV2vSDymtWNHnrwMQON2ce2DI93p0yx4AgO0AnaeuftrmHaN5RYaZ5nOGWWUAgMzVSwAAltMoZRA0oZ9vmFcuon3W09x/dOuecD5NTAy/8BYAwLbrIABAk0XXJW22fC+lyaI0SBppnVYqoystpPcqpOsbdPcE3W7R5MZ8jGgw1FCKwqLb/wNA6L4SqJ8A6vUV0U+AOPcVkX7vlc0AgILPXB20nL2JUl+NN1CKNkfrKV8RVwf9vp5RKR2Xk+6VNBYzAEBfRd+FecVCAPJ3kaEL/SjUUFsFAMg6ex0AwPrmlmDFZyQvvEPfb17B1L71418XRFXniprkpDrrGjmqWOaa6LNVSKmm8810zmYbSgDE9mxZMOKg57/9tlYAQKf1sPS+Lea6melB+Rk1fteP99E1763PPqV4Hwy3nZ6V6DKp72ZoaM7nHFE+g3IMUQrP4RP9AICW5yl957ofXURtktImAsDp/3spAOCdL9L/IQOHukO2I16wgothGIZhGIZhGIZhGIZhGIZhGIZJK2aMgqt/KHZDvpL8BUG3D1pbfK9HbeFHXzIMk3rk59QCAOprPwQAyLZMNRk9fIIMSU92bQcAaLUGxT4dPbsBAIPDLVP2TQUsFWTsW33BXABAy6scgasm99yTBwCor6Oh9hvfpEjLfftkhdL4OEUmvvrKVNWHP8II0gUoEAdeb2xKIqFAizcmk/I4GSEO62+7zRbdZw3nM3okYeN3/5N+v9/9H6ksrr2WIkPvvJMibm+/naKOr7qaIvF6elgRqQZFlUYAwM/eXBOwzKZHSUXz0F3JM18urDCGLFNQHroMk164PKTkfK35noBlXmv+jeK9201jwNaOwCq6cAnV77jPMZGiKyHlTIbREPY+9iaONPcRQgEnFCuDz7zmW+d1BFeuwzoKAHB10/xibCcpooSapOQrnwEgK6SCkXPJWQASo+Cyn2hTLCMh97KNAIC8ay5Rs0l+mWskpdI+26a4H2si4hwLt6+E7CdA2vWVkfd2AgByr74QAOCR2m996wMAwNiO/QAA95A14rrdUl3Ozl6prgMAgOGX3wEgfxe64tAqo5xLz6Z2JVDBpc+m+8is2vn0Piffty1S5VDXuy+p17BJPPnPkbjVnWyGxjsVS4E2g+7ts4x0/67XSGpBrTzn0mnotcdLikKHmxQxTjepLcecA9L69MwExCSO3HmFftc3PrQLQHjKLYHbTv1Rl6kHAGiN4f0l5HaQ8mvbXa8DAC546OO+bZbKHADAuh/Sdfz1TzwKAPA41c+sEwpWcDEMwzAMwzAMwzAMwzAMwzAMwzBpxYxRcDEMw4RDThbl2l656AYAgNdDUQ5CBVqQOzfgvm43RXILtZdOiuJJVQWXYMH1KwEALa9JCi62EFKF886l3/8nP6Gow23bHFPKGAwU6VtTI4bj4B5cdfNCD9tLFlNEzokm/1EzI1ZSFuXkBlcvLViQmCnCqVPUzt5eateKFdT+TZv8fxcrVxgU+wHA8LBSLRXPzyiOe889FLH4pz9RhOg7m4oBAB/9KEXx/eEPoxHXzaQvve3Bz10A6GziKE1GXUL1O+5zTKToS/1HCgfD0dIeh5ZMLwafpajnoX+9oVqd9mPk2dJ7/+MAgJKv3RhyH+H7pCsl5YGra/plnZltXAYAaLLvAwDUGwMrwAEgVxteFoVEMZP6ivDL6rjrXgCAezA6H/tIcLZ3AQC6730IAFDxgy/ThiBpMnRFpJ4SClehkIsHlqo5AICaqz9LzTJE7qns9dJ9kL2XlEfxVHD97hfx/81SDbekypqs7GKCUziXVIlzzqXnbeUr6d45u4wUpaZcenai1U89F+8/90kAgNcz8x5UmYr9K267t0WujhYKLoFQcoW9/zjt3/iP3b51q751DgDAUk5Krqrz6Xlp6yuJ9/9lBRfDMAzDMAzDMAzDMAzDMAzDMAyTVrCCi2EYZgJzZ50LAHA4SJ2xbf999N5JaowLTv9RyDoGh5sAAMUFi+PRRNXJnU1RaZUbagEA7Zubk9eYaURLKyl9zjmHopFefIlyb2dlyaqib3ydfNB0YY7GZ55Jdd1wQyYAYPNmUoWtWSN7ZVxxBUX6ffs7/iPqtm+nHP7CQ+qNN0gBIJRJF19kmlLnyfbwcijrJwUBabWh9xFWYffeS+fcN75B38nJNjrmnr3U3pWSsuuWWyiK6a7vB44YjPQzBvt8l32IymbnUEzQ/v1Ut1CJLV1G7crLo+1NAZRz05mselKtajLp+xzeS5HCGoPcsT32MLwj0pi9b/UDALa9JEc4L99I19a2RsqN/tzvWhPfMGZaM7nfcZ9jYkWblxN2Wc+oTbGMlMKzzve9zl5C2QTEpGBo7w4AwMCW2H2R8teTf07uirUAAOshUvb0vfN6zHWHwn6czsGh596M2zFs+xoVxwIA49zqoPsY59H26ajgGnUPKt4X6miO0uI45Ld8obci7m0Kh2T0lVD9BEhMX0mEcmsyzpOkvhE+ZZlrl4bcR3xf8VRwFa+/SPG+7cW/AwBsnfL5XXfTdwAArf96AADgsdM9Zv6SdQAAQ0EJAKD5yT/ErZ0ME4qsUnpecc63SEU7+2xSbiEKm2/hwR1Kv7X0Y3UAgLnnKb0N2z6Q1XY7H/Q/FqQqeot/T1Rbd+TZYlw25f24ISc6r97O95onvDtHsa1ceqbICi6GYRiGYRiGYRiGYRiGYRiGYRiGCQEruKYhqxZcDwAozJunWL+n8Z8AgJ6BxoD7Zpoor3BlySoAQEEu5QA2GXIBADodRcM7JTWL3UneMkNWOf9n7+AxAECf5Fnk9aoXza7VUKS8+GzCDyknkyKzzCYpP7JWmavY5abofbvD6ls3Mkb/4vcM0vchvhePR5mXNBGYjZSPtqJ4lW9dUT5FH5gMtE34OQkl0aitGwDQ2XdAWu4HILff40385/BHjoWi4koKFgEACqXfzGikCFG9jiI73G7ZR8LuJCWH8K7qHmgAAPRJfSue5GZTZFZbx1YA8vcdCeN26mdGfZZ6DUsAwouLFVzqcMfXKIL07rvp+rl1C+WZFl5TgOzT1NUd3nXyq1+lOq+4gq7F//WfdB7ZbHI80+9/T3U+/viY3zru+Q31z+ISinH5/f/RNUb4gb32OkUBfvc/h3z73Hab/7784x/R8T/5STqPjUZlSNaTT0i56qXL0fYdsg/ZNdcoox//8ldqt9NFn+XOO0nJVVlJMrCTJ6mSn95NUZ6PPur/80XzGQN9PgBwSIFON99En7G6mqZOQq3WJinN7r6bjvnqq+MB65puzLr+LABA1qJKxXrrAZoTLPjRNb51h775SOIalgQ8buq3f/xa4DkWw6gN9ztGbTRZmWGX9diiG+/Ms2oBANmLV/rWtdx/D72QFFzVN30JADDWTHN/e0f0Pl8DW9+hqqXJiDbTv59FPBh86lV64Y2/b8jYroO+16GUOYYquneejm6h3S6lcrXdSX3olPO43/KFukq/6xNNMvpKOAqu6dxXAMB2gFQG4Si4tLnxv7c3l5LypH//BwCAocO7p5QR1zLXGD0zsXXQM5PRk9THa6+5FQBQuuFDAICON5+JY4tjZ/Y8uql67GVSnq2rY1/HdKZiFf2OH/oF3ScKb61E0HeM7u3P+fZaxfqSRbK/6N5HaM7ssqd31pUMXeRSOMeQct5mKopuPjTeJz+HcQzTc1yhBsutS56vJSu4GIZhGIZhGIZhGIZhGIZhGIZhmLSCFVwzCKM+e8q6jAz6j3N+zaUAgFll68SW4HUZchTLHIsc+VRZSv+Wv73jpwAAtzu6f8azMkt8r6vLzgAAlBdRZI1Go/e7TyAMGurqBr38D3W2pYzqLF4BABi307/9B09QhEv/0Ilomh0RtRUbAABzq8j3KZzPZTLmKpaFeXVSXRQhceD4UwBkD6lEI/rE/FrqU6Vh+lBpdHLEqFB1ZZmpD1RJfUooBcVvNGpTPxe4JoP6imuCoixSdDqKXvCoqF6MlI4tsqqyaFkpgMD5ewWFi+n7LllN53P3To6e+p//sU54Zw1Yzh/CO+qSS2Pvp2ef06N4/9LL0auErFaKDP3ylwdDlJR58kn//hr/9d/DiqUaPPTQmGIZDZF+xkCfDwBel9ReYsnIZC+jKNNDX38YALDw7usAAF4XqRS9nvhHITMMwzDqoTGEf4/lGYvOeytzTj0AwHpQViYIRYLAenAvACBr3kJql5bm5wVnXUDlPTTH1lno/tY5NAAA6Hj6n3IlCVDCBMI9QPOi8cPxv58UOFs7wi6ryTLHsSWpRaujIej2A7Z3E9QS/3BfSS6uvvDvhzSW8BWu0aLR0/260zoQsIzHQfckOpP/9gwfoww/JafR9TLVFVzZOfTsUWTaYNKP/FrZv/OyX5HvpTE7+LOneHBqD2W5sg3QszxzPj2XM2TJc5uqdfQcuHlzejzrclopA46xQHktNuZL2dVGHFP2CYR9QDlvy5pFz5QzNHTuRXPvLny9hILLmJe8MYMVXAzDMAzDMAzDMAzDMAzDMAzDMExawQquGYTRQBFuQrUFAMvrKdq6OH+BascZGG4GALjd4f+T7I+ivPm+18ITLJ4IRdTK+f8BANjZ8CAAYNDaGmiXqKmvuRgAUFN+pmp1WsyU63TNwhsBALsO/121usNBKO5WSh5wJkNOsOJRkZtNaoF1iz8HANhzhFQDos+pwaiNlDL5ObUAgJZTkUT1UeRDUZ4UmTp6SrV2RYprVD7/jj99CACw4NMrwtp34WfIE4EVXAzDBEVEeU0KuBRRYBlajsRkGIZJK3TasIt67dHd6wkPLHt3YBWJ20aOP8bSCsV68b7pd5QpRCi/qm/8Im0vLvWVtXd3RtU+NbAdOkovEqgic4+Gr3zXZE5vVY4/crXkhZutJc/uETcpdwbd3UlrE8B9Jdl4x8PP2pKhi//jU+cIZRUyZOcHLmOlvmsqJn80a5NSpehx0mfSmhPnNxgLWdmsu0h3zr9rve91IOVW61Ya8w89Q15xXQfIj3usnxSJX9jy8dgbIl1G23d0AQDmXTjVZ7BqLc0T0kXBNXqKVL6TFVy58+j570jb0JR9AmFtUSpWtUa6puUvome5/Qe6wqtowi2+aVK7dObk/c3EVxKGYRiGYRiGYRiGYRiGYRiGYRgmrWAF1wxCeCPVVV/oWzdZuWUdpUi3rv6D0ntSoDhdlKtTk0FRfZnmQgBAXnatVI+stuodaFSlvSe7tvtez66kPK46LeX1FH5ZPQOHAcgKHusYtd/hpKg/r5d8QExG+uwFufMm1EmeVZO9yTSSX9eC2ssAAFv3/0HaEntUlfCjCqzcko/R3r2Llj20FMoiUUQozoRaqLaC6hT+VSsXfMpPu9WPphe+ZqsX3iC9z/JbrrufIotOSZ9neETqW24ph7RWjvTItlA0UlXJGgBAScEiRV06nQmArEDcuu8+AMC4I/zohUCc7NoGAFg450oAQF3NJQCA9gn9USDUkBZJvTanciMAICeLPKz2HXk05vZEi35C5Ezjr/cBAOquXQJAjtQIROkaan/BQop07G/oCVacYZgZSu/bdF1f9L+fBACYKvLo/a9o/Ol+cU9yGsYwDMNEh+ShGA4ZEfh1TcQ9RvdpuszA6gKhPHCPKj2F7Z0nAUz17HJJ5TQGY1RtUhtnW+LVY16HM+yyGdrwlXrpTq2B7n8KdaT+G3aTN26ZsRYA0O+m3+qEfV/iGwfuK4yS8S7y0c6qFc/p/jWlzFh7MwCgYCU9z7I20TMxof7KX0TPUITSKxq+/3NSkGmlrAz/fWe/33K/faAo6mMICouTq7sw6+hZYZaRPotZT/czRi09VxMe7VppOTEjVipysPu1hB2r+nR6ble2LHA/2PzznQCAvY+q85w4HLoPU3/1p+Aqqg+sjkxFBo/Qs7iCJaWK9UUraUxrf+t42HUNHfXvDV/7YfI7DVfBlVcn/94avXKMiMQTTG1S+8xkGIZhGIZhGIZhGIZhGIZhGIZhmEmwgmsGIVRWQnEDAB4PRe80ND0PADjVE1609YC1BYCsMhLKLgDIyFAnysclKXsA4HDTCwAAu5Oi8/qHTkhbwlNVjdp6FUsA6Oo7AAA4bemtAKZ6RgkVkfCWGhkLMx+pH4QqbP7sDwUoQZ/jwLGnfWs6evcGrXNkbFzRro5e+u3WLLoJAJBpKoy6vZGwaM5VAPwpt+gzHTz+DIDQfcvhkSPJ+gaPKZbVZZTTd36t8vsTarUFs0ltt6fx4UibP4X2rh0AgKzMMgBAjaSME8uJzJ99ud86hG9Xd9/BmNsTLfosWcFlHyAFZtMLFDUz76OLw6pj4WfI++69b7+qcusYhpkOdL9E1/Xh3c0AAHMNRXPZWmisHe+IPnI0Vbj2W7UAgItvqoy5rqd+SXOnl/50Mua6wuV7Ty8HANQsVo7RP/m4HKl+Yo9VsS2/lMaP9VfQ/GfF+QUAgMJyUkZkF5JqwzlOSo/BHorUa9or1/PBi9QHDmweUOFTKPnJKzQ2lc1W5nz/3uW7AQDtR5XeIiXVpPo+8yMU+bjsHDlys6CcPqsxk+auw300FznZSAqTXa+TP8DW5yh60uWMv0dKuvc5IHS/C9XngMj7XTz7XDhk5VP7zrqG+tmi0ynTQkUdzVUtuXQvoDeqH1/66l/JR+LxnzXHXJfX6QpdSEJjNkV1jLHjNB8tvfwa37r+LZukBtA5lrVoGQCg68Un6Vha+v68nsT5FMWCs8t/lDSTeEr05OG8bfRlv9vXWej+MmkKLu4rIdFYaLw3VJNiwTCr3LdNV0ZzT20WPePSZFsU++nSCX8AACAASURBVGTo6dosFKcag87v+lRh4BA9iyhasxEAoNHTGCh8tQCgb+97AID8ZfSMZN71X/dbV+c7z0fdjpVrwlPDnnUejQMeIf6N5hKdAMteg5b6Q03eagBAebacIShTUmxNFxKp4JqzsSrgtuNvkBoxkcotwWCLNeC23Fn+M06lKt07aA4/5yNLFOvLN9QCAPb+ejOtCOPcE3V5JLW+Rkdz0poPkWK0ayv9ZoFUYToTXS+X3H56wGMMNydnHg6wgothGIZhGIZhGIZhGIZhGIZhGIZJM/gPLoZhGIZhGIZhGIZhGIZhGIZhGCat4BSFM4ipKeSA/ceeAgB09x+KqW6P1y2/mfhaJUKl64sGh5TusOnk2wCAhXOu8FsuL5uMCWNJUViST5JPoz7b7/aO3v3SMvrPaXeQDPfg8WcBAGsX3xx1XaHIsVT4XovUl5Np7dwKIPy0l8EQdRXl1wMACnPnKbaLNsjpJLtjPmajlBazS/ptSouWAgAs5okGmqSnHxunFEadPfT7DUopPJOJ3mKYsu7wP6l9c68iE8kMbfAYh8qzagEAObPldE7DTcmTHE9rpNQMhYsotVHJajrHChZRn86aRamOzIWU6khnltJrSMa/LpucUsg+SCkpR9qHAQADhyn1Sc+eDgBA905KZeSJwEieYYKhy6V+qc+ntDCuIeqD0yFF4XSlYm6m77VIF3f2tXT9ue47swHIafsCoZNMhc3ZlPalfI6cMvCMq+na1biNDM//+LUjAICh3vgZD1fMo88kUhRedANdRz96Zw211xA6rq+wwqhYLj+X0uRdegulYPnzN+lzNO0bUavZMwrR76Ltc0DgfpeMPgcA536SUmWJ1JIGU3rHj3rGxkIXksgwhZfCajK2kzRPth6U73tqbvmq1ADKsTO0dzsAwN5BcxZzVU3Ex9EYqH0iFaKxhH6rDC31IUMx9b/eN14EADgH1Zvjem320IWYFCG5aS+5r8hozHTOWtavBABknkapSk31NEYgIwG57JKM9fhBxdIfjgFKm9z8xH0AgMLV5wAAMjR0bbM2NQAABvZvjbodH72Qnn2F+5V/+Sa633z3rfEQJaci0hz+9oGiECUjJ99M87eV5ZKthjYzWHEmQipWlgTcdvCZYwlsiZLxocDXVVNOdHOXZNH1AaUNdNvpeY/WSM+BMkvp+X7JGurj3dtDpyN3jtCcuPO9ZgBAxTlzAMjPlE778UWKugYa6LmqIZfO0ZJ1dCxLudLeR9HeLa0h2xEv0nsGzjAMwzAMwzAMwzAMwzAMwzAMw8w4WME1A+kZkE3+YlVuTQf6hoJHFhj0lpiPUVq4NOj2lo73Yj6GQKiHrGOdAIDszDLV6hbMKjst4Davl1QhTe2bVT9ue9dOAFMVXEL+UpJPyiQ1FFwC8X2mgiorEvwpuMY6KWK65TXq87WX1gevRIrYWvjpFb5VH/zwLXUaOIPRZ8m/Td01ZBY65wpSeWaW+Vd5RlKneJ1VRaqvstPIXHvhZyga0jFMEU3NL9FY0PgImWrbekajOnYk6MyykfPVr98IQI4YCsToKeq3L17zcPwaJiGikwDgqpc+Qy8iDBZ945ZnAAB9B9W7DgXj7HsuAwCUrQts8gvAF6D8+Jl/VO3Y5desAwDkrqTI+tGjFO1ZeBapaof3yRFc7Y9GH0WaTPa+RRH9Lgd9gdkF1Iez8nXSkt7nFdN5V1JjmlxFSlIxT1ZbCQXKf9w1R/XjzF9H16E7/kpm3j+5lq43jnH1FaRCwfXh2+iad9VXqlWru2w2fV9ff5Cu2b+6mSKrj+8ObGIdLZP7HDD9+l0y+hygXr+7/Avy9fbqr/pXFknTYTQfJLVfTytFtev0NKhULaD7i5Lq0L/d2DBF7R7ZQcrs7haqq1uqU6jW1MA9FL46UZtF51yGjlQDXldkWTz6Nv/b72t/CNWX7fEH/W4/FWA9AHQ8/c+I2qUGHjurclKFPtcpAMDqTIpMH3KT0iRXS2qRXld7chomMaP7iiQPyt4ozSevuhAAoM2ZmnmImcpYB10Xx154SPW6Xa7IlI1Dg9GPryNW9VWUJh31oVUVHwEA6DXpMU9KNzKLAn+vPY3Jy/wzMbvNZHSm0NkCUgn3OH2WttePAgBqL6dnns5RUmOZCiNXJTb8dQcAoPwsUsdOfh5TsrZKsQwH8Yyp6bnk/cfACi6GYRiGYRiGYRiGYRiGYRiGYRgmrWAF1wykvXtnspuQUtidwSMVddrYc7TmZvv/51v4ZllHO2I+xmT6Bukf/ngouApy5wbcNjxCUXCOEN9rNAyNBs8rm5cjRdEmNxAvJfCn4BIc/jv5otVeIim4QihUqi+UFXMH7qdoj9EO9aPWpy3S9zv3KoomX/YFWQE5UXmVKAxS3un66yiv/dyrqV0Nf9sNADj8D+of8fDoctmcvtfWVvJnyqnND1QcAGApJ1Wb6NMiWikeFC0tld9Emea/cAnVkSgFV968wrDKWdvU98PKX0/XhkPfkNR1IgBT+u4W/+JTvrLpquASyohQConKOoqe++ELK+PeJjVYe6nsc5BbrLwODffSefrqAzSY7t9EEZj9Hcoo85IaUuOs/3AxAOCC68t92zRa5QlUNZ/UKhffVAkAeP73bbF9AD9s+Cj5AOSXKedte97sBwC88wQpDJv3y/MTm5WiIi25dEtUv5bUPx/6PM3bquqVUZEmC0V9fuE3pLr9r0t3AQDGR9Xznw23zwHp2+9C9Tkg8n4Xqs8Bsfe72iUUEX7VVwL7QZ08Qh5W9335MACgs8kWtM6VF9A1/Oaf1fnWmbP8Rxf/5Vs0txeKrnjg6osg4lpDsbL6Shr3HC2n4tGk9MSTXF8nRua4nbze8rSSr602DwDQa6frwaC7JzkNE8zAviJUn4W3fBwAYFm3LPrKPHS/4uwiT2xXL13DPFYa690jdE322un+wTNuV7zXFZPXZs7FZ0XfhhnMvT+juUprc/Tj0ohV/XvO2ry1AKJTbnm8NKdzuEelpU1aT+0UGYsYQJ+pD7jNOeoMuC3e6EyB/+pwjCSvXbFw7DHKSDB6ks65E89QNgnhqxUJQ8foernvnncBAMvviP7653HS+bLjR28AABxDkfvwqQUruBiGYRiGYRiGYRiGYRiGYRiGYZi0ghVcM5BBa2voQjOIeEZgCP8uo96/r87IWFfcjj1qUz8azWSkyGaTISdgmRFb/FQLDmdwjyCTIS/mY8yrptzfLjdFHjTHwUssEUz0OvIpUaQAweFmimxrf6cJAFB5zuygdWVo5ViI+Z9aDgDY9Yt31WnoNEaos07/MfWpkB5JSUJrpKnAks9RpFvZevKvef8/X/eVGe8bU/24A4fpGhVKwSX6b+48irDs3dupelsERctiV7wKBRce2x9zXYGYmGvbVGAOUlKmvyHxEcpe78yLSk4XCsqnqtObJGXTr26iiMBQKpEWyVtILI/uHPZtu/13C/zuc+6n6Bx74T6KnFezi0z+TI/dTWPcaw+EVpU4xin68YMX6DzZ+Sp5tHzpPspzv+Qs5XUqv5Su71fcTtfLx/+3OcpWzywm/0aR9jkgcL8L1eeA2PvdpZ+jcTzDj8LXYaP7id98nrwH+k+F56uz+98URfvPH8hzrc/+XOmRmplD4/Rpl5Nq7a2H1c/8IHB2SGOF+JL8fdhJGGZVAGAFF5OaFOvoOt3jEoot5b1qpobua4XCq9sl+y67vOkZ6Z/qFN78MQDhK7eE6mp0M2USGdt5wLfNfly6rruiUxCZl9L1NlUUXKUbyFvX4yDVUM+2N5PZnJD89fexZ3VpPk6/3TUXqfdsrNgS3OPTC3ki0DpIavz2YepXVgeNg6zUCs34EJ2blqKp96PGbJoru+zBlezxIKs0sC+VbSA9fQ+HT/Qrlmpw/Cnq88KLfclt6wEAWbMCPFeVTpveffI89MDvtgAA+g/F79l2uLCCi2EYhmEYhmEYhmEYhmEYhmEYhkkrWME1gxC5ZJ0u9SPxE41OS7l0C3IpMiPbQvn3LWbK7W/QkXJKr6d/7nUaih7QaGRVi0ZD3V+rCZw3Nlb0usCRAwBgc6jviSIQ/l5qYjLkhixTWbJasUwkel14SoZgVJSsAgD0DR6Lua6kMiHgVuQgdtmUkW0ND5HnUigF10RmX04R0of+Sl5+4/2Jj8hJdczFdP3Z+NvLAQDZ1bErCxOJUDGd94crfeve/tILAICxTvWuK0JRVHNJfYiSRN5c8ilJGwVXHMmvD893ayLxUHAN7WoGACz4MUXijh6h38ZST2Py0I4Tqh+TUR/hH/V/tzcAiN7fZ9frfb7XBzaTUniy8im3iOZjZbNpvO44of4YIryrwlFuBcLlpBDF+79+BABw9xtrAEz1RtpwDZ3vT98jZ0dwOTjiNxRq9TlA7neh+hwQfb8T/l6Lzww8ngslVrjKrcl88GKv7/V136V5WVa+8h5l8QY6fjwVXF4HKVacndQefXlxyH0Mc0khg3d3xK1dDBMtC00UkV7npXu8FgepLNud5Gm31Hw2AKDf1SGVP923737bOwlr50zAvJJ8fy3rV4RV3raHxojevzwJAPCMBM/mMh3IX7oOADDS3JjkliQOpzTnOtaonmLSpAuccQgAjvRu8r1uGtim2nFnGqNd9GzZn4KreCFlXxnd3D5lW7ypWFUScFvvkQi8RmcIp6TMTmIpnl+ZS8h7VvhsCU9ve4o+A2QFF8MwDMMwDMMwDMMwDMMwDMMwDJNWsIJrBuF2p2euUQDIyqQI2blV5wIAivPnAwAyMrQB90kFhNIsEG63I27HdnvUzxmuhkIqnmg0sfcH8ZtZR+OnEkk0wo9rsoJLKDq6tlNUTenaypB1aQ30HddfRznT9/3+A9Xame4Y86jvbLxXPeWW206/Wd9B8gsQ+ZEdw3Q9F9YYhjz5WmMpI8+/goUUdT3RQy0SsirlyLdz7qF88P/+7NMAAOdI7Ncu4cEVLnl1kauWwkWjp+9IfGexkFlKkU7mIlLy2XrVjzbNqy+KeJ+BBvX9Edsffh8AkL2YfGnM1fQbDWw7DgAYaWA/lnRg02M03g10qTcn2fu2fzWNIJ4KrrcfVW/8Hhmka/D7z9D5c/6nyxXbLbl0KyWUNQCw9031cuNPV5LR54Do+11hBXmHTVbwTeTEvpGI6pyMxz3BD+QQjRuLJinGyuckbh5ub6Qo3nAUXJY1SwAAA/94DgDgdbvj1zCGiRCnl+bMO8ZeAQAsNm0AICu43F66zh+1U3aK1ZkXJrqJM4acizeEVW68kTIAdP/277TCE0dltC61HolqjXSdH+9OvOpFbSqq6LutmUNLYe3Y1kznXHtb9Ort0AQ32+ywNsTx2DOHtm00nytZPPU+fdFVcwEAzQlUcBlzSLVff2lNwDKizUxgrK2DimW6wAouhmEYhmEYhmEYhmEYhmEYhmEYJq1IrXAFhpnArLLTfK/n11wKAMjICP6frEdSLY2OUx584UPldFGk5kQVm8dDESNeUERQTfmZajRbSUaoAsEjS2LB41E/ejLU9z8dsNkpAtigtyS5JeqhNQW/1AsvrnAUXIJ5H1ms2FcNRU+6kqGhE/30H10AAMiuiV651b2LFC+Hpe+1ezf5AYi8x5GgyyTlXuVZtQCAxTeTL15WVWgvvclkV9M+639wPgBg850vR1zHZAaO0HXa66ZrcCilWe68gpiPGYiCBRShrtGrpwoWXlwn31bfhyqvLnwFl/h+xfcdD6wHTyqWTHqx8zX1+0bvyfGg2zNz43cLcviDIdXr3Pc2qbImK7gEs5dm+V6zgis0yehzQPT9Lisv9H6jg+plThgZ8h/Vbs5OXOYK2wHyn8vauC5kWU0WzZlNyyjDhm33ofg1jGEixOaRngd4lfcqFg3NbTMm3bB743h/PhPR5sjjo6k+PN/ngUfI+zeuyi0JrSW4Z3qicQzRHEKbmZ3klkTGnDq677zrZ7KKevlqQ6DiAIADe+ic/OG36fnLkQb1xtEhexcAoMA8y+92TQY/CleD42+0AQBW37h4yrY5GynDx4LL5wAADr8QP29m8TzmgrvIc9GQqfQwdYzJfevYv1vBTE+m/9NqhmEYhmEYhmEYhmEYhmEYhmEYZlrBf1szKUdJwUIAwILaywKWEZFVp7pJ5dDeQzmzh0cov6vXG360j05H3jXxUHC5XcF9z7Sa4FEtsaDV6kMXihChhAvGiZNv07L9bdWPnwjaOrYCAGoqKEf4iZNvAZDVgemI1hj8Ut+9k84b4fNUuLgkZJ1CHVR3DfkuHHpwVyxNTGsWXr8SAFCyOnwFnMBlo371wQ+pn7VvalKtXS4pUqnlVfIYaP03+SKt+PLpAIC6jy2JuM7y06sBALMvoyjtphcbo26f8BcbaqKovbx5wT22cudI20WgrYoBtkXL/asy/BGuZ13hEjqP4qHgyo/Aj0x8v+L7joUlv/l00O1eKbn+eBtFn7Y+8I5vm7M/Nn8aRl0mTpPaGtT3ibOPBZ+H6Y3qx9iNDVMfH+5Vf7w+eWQs6PZZC6aP6jueiH6XjD4HRN/v3O7QA46afdpo8l/X+GjivK1s+2l899opwj7DGPqeRfjrsIKLSSVsXpp/bMj6CACg30XZEeqMqwAATtD9erVhAQBAy4/IVEVXNsHHLyN4ehtXH/m9OFoS5+GqKwrs25gM+nbR3LloLXnP92x5FQDgcaXms4hZNXS+PPgU/c5Go/wbP/8UzZ1aTkhtl37/mtm0z0WXkd/YX5+gfT91RbdUPvZ7lpZBej4YSMFVmlXne900sC3m481Uuhvonm+iKmreBdWKMhd8n1RVxQvoXNv514MAgLH+0Mr7UBTWUeacs79BmWoqV5f6Lbfv0SO+1/bhmZt5aLrDCi6GYRiGYRiGYRiGYRiGYRiGYRgmreDwFCblqKu+KGSZ/UceBwB09R+M+XgZcfyf1+EKHvFrNOTE7dh6nfr5pIWnWTCEd1UkKrpU4mQXRfAYDZT3es3imwEAzac2AwBGbT2+sl5PeNFFY+PJ9ePQGsLzbBC+T2f+7OKw6667dikAoPHRfQAA93jsEVfpQlYlnb8Lb1gV0X7OUTlq6K0vPAcAGDwWP38kgfBi2v3r9wAAHgdFgs//1PKI61p6K3lytL5BqrBYfveBw3ROhVJw6cw0ZcmqJM+EkZPq+ewULfUf7TURr4ci+I8+sR9AOAqu0HVGis5MyslIfNQGGnpCFwqTo//zXPACUtBm7ooaAMDcOy/1bTr8n0+o1g4mdqz9ciSwYzw9x+vJWAfiF9082E3XbY+k5NFolVHoWfnqq+anI6LfpVuf62mlKGNJpOpXhFBRp968u7Lef109bcEzQ6iJ10G/1cgWmhtmbzwtWHEAgGk++WxYTidl+6i0L8Mkk8bx7QCAoyBFhwfK648uQ/Ks1dcDAA6Nv5/A1k1/tHnhe0m5ehN/z2ycH54vWKLo30v9T5dF95mzr/siAKDngzd8Zez9pHTyusO7/3IM9qrZRAW33UntFOPj1ed3+badOhm8fff9iu7tHnmBsl7cdgfV9a0vxt4PukZIsXNymJ5RVOUsU2yfV7jB99pqp++zd6w55uPOVDb/Us7mU7aUvKKzSqW5jDRnWv4JygCz7ON0re06QM8/+o4Phqx/7S30zMlcYJKOQc8NiuqDKzCFwmz7/QdCHoNJf1jBxTAMwzAMwzAMwzAMwzAMwzAMw6QVrOBiUgaLmf7pzzQFjuLvGyK1gBrKLYHRkKVaXZNxOEcUS4NeeazszLK4HTvLHNpHKVKEEsnhlL0ThGJLkJvtP89xurBh1Z0AAIOk4NJkkPppWf11Udf57y3/HXvDYkCjC0/B1f5uMwDZsyd3duic5MY8iqKZcwV55x19fH8ULUxPltyyFkD4CjnB9p9s8r1OhHIrEPv/SGrF0nVVAIC8CHydTIUUkaXG794vKbhmX74grPJC6aWmgqtwaehr8XALRZf17CHvBp8HWAA7gfwFlE9eo5NjiTyu2FQLvt8ouIWBgn4VFVz2rvC+8+5XKFqy9MORqRuZxDE+ljgvn0ThsMVfFWSXjmHOUl73M7MiGwdmKuna72wj1O5ju4YBAHWrp2ZgWPchuo95+tctACLvj/PXycrcoiqT3zL7Nw1EVKcaWF99FwCQfQ4pt0N56ABA/nXkozzecAwA4B4MnQGCYeLNZOWWwOWVPGsd6j1fYCbgicA01504da+uuAAAYKqvTdgxw2H+LfTcQGehcSZDS/OL6ituiLrOA7+8I+Z2BWL9BhqvnnuCng+FUm1NRJR9Vtr3ymvU9zM92EUeZnYXPY+bk09+UNoM+VH4msprAQDdo+RbfWqYfCQHxtsV+zKBGe2WM1c9/6W3AQBX3nceACCzUDmnydDQPKJsWZFiGYy1t0TmHT7QQvO1l+4kTzu3Iz3nn0xksIKLYRiGYRiGYRiGYRiGYRiGYRiGSSv4Dy6GYRiGYRiGYRiGYRiGYRiGYRgmreAUhUzKYDRMTfcxmeGRdtWPm58df2PRIandxfnzFetNRkpHkpVJ6QRHxrpVO2Z+bq1qdclQigGRKhIAyouUhp0i7WJWZikAYGSsC+lEV9/0S08xMUVaUKQMEocfIlPw0+46L+xjzP8E9YPjT9P3F2sqtlTGUkHXqlkXzI1ov1ObmwEAJ98+oXaTokL8RiJV4Vm/uDTiOuZdvQhAbCkKByJMoZc3j1KKqPE9ZlfnAZBTbQZjsJHa6RxxAACsbUNSHbl+y4vUlRNTP8aaLjCSNJLyMdUbVyJFpKBgUg+PO4KUQWmCVhf//qYJMJxOv28zPqR7v3vlzzSf95eiMLfYAAD4/K9orv/nb5DBvUhvGIiKeZTy9+af1QUsM9xHKdQ2P5n4ObWzk8atkU3bAQBZG9eF3EebQynZS+64CQDQ/Yu/AADcw5zmiWFmGp7RsdCFJHSFeXFsiZK8qy6gF4EG9iQxdGRvspsQEVk5NPfq7Yn+3r9f2lfUpSZeaYZ2tI/S7XZYDwMA6go3+MqUZtUDAEosdYqlwOkZBwDYXZRK0eGmPu3xuqSlGOdTY46z69QzST1+33FK6//IdS8BAM7779MAALPProz7sY+/0QYAeOOHWwEAjhFn3I/JpA6pdTVnGIZhGIZhGIZhGIZhGIZhGIZhmBCwgotJGbye0MZ/en2masfTaKj711ScoVqdgejqI3XDZAWXoKacIkgOHn865mNZzGTSmJ8TP2Vaa8cW3+vJCi7BgtoPAQB2NvwNAOD1poei52jLK8lugvpEGMrQ+jqZgi+5ZS0AwFKRHXKfzFKK1q25hCKgml44HNlB04g5l9N5HKk65dDfdsejOTHTuZUinca6KLJa/JbhkF1DkZa5c0hVNXSiP+LjDx7rAwB4nHSN0OiDd9jcKFRMgShaXhZ22YHGXsV7oYwKpOASFC4pnbBPbAqu/PrQJrwCj5PG1KHjkf8msSLOjeb73kjI8bypETDJJBljpjZudWdIl3uDyf8xbNbwTdWZ9GXPm3Q9ffOfHb51532qXFFmxXk0Hv7vW2sAAAc2UyRz70mKANdoqTNVzad7mkVn5CnWT8Ttoovbn+4kNZh9LHkm6QNP0fzYvGKBb502L3j2DcMs+m7K/us2AEDvnx4DANiPtcSjiQzDpCCOtk75jZiwZfi/h9KV0jxXX14MAHB2xDZv9kfWOaRCtZyxSvW61aBz03PJbkJEnGqjcWnpSkPUdSxdRfu2t8ZvjNNpjABktVa2sSTsffUayvShN4iMH+rdi05nbP0073nxa5sAACULaX609OP0G8xaJ2V+Ko38Ga+ou/UDur7sfZiePXUfSvx9b6LQmfUAAJctfqo0fTadJ+UbagEAWVX0nMM9TscclJ6HdO846dvH60mdG3FWcDEMwzAMwzAMwzAMwzAMwzAMwzBpBSu4mJRhdLxPeiX+AZ4a2VOYS543Wg1Febg9joiOodXofa+X1n0MAGA25kfW0Cjo6m8AANQ7KW+vQW9RbK8oXg4A6Bs86lvX2ReZp41OS/+2L577EQBAhp/vTy2GR2UvtO7+QwCAkoJFijJCQba8/joAwMHjlAvY6bKp0AL6bPnZ1QBkv6+2rm0q1D39yAgQJRcIEYVx+OE9AIDVXz8r7H0X/McKAEDzS42KuqYT1RcH9snwx1DTAACg/1DyvJCCIX6jzg9IyTXnioUR11F2+iwA0Sm4hHJr6DiNAfkLioOWz5urooJrWSwKLooqrQnRHyYquI4+cSCC1k0lEg+uwaOSMi4JfniiTw3va425rszc0FPVMVbPMAByCmmOlyGF76kpHM8vNyrqnox1gPvgTOLR/2nyvXbYqKNddGMFAFmJlZlD1651l4WvvBUMdNH9zf1fJ+VW47ah6BurEp4R8hzp/cOjvnUl37gZAJChDa6e1BVT1HbZd28FAIxup3sc6+vv+srYj8U+XgBAhlFWERhrye/DuIDuH82Labzu+xtlzHC2p5dPMMOkI56RUd9rRyupXw01FUH3KfjUFQCArl89IFUSw4AueWzlfvhcAEDelRdEXxczhZefo7Hh1q+Sovfm2+XML//4C2UHsY8rnweYzDRO/sdnqewFl5oBAL/7ufpjXa6JlMSryq8GABh14WcqYdSlu4GeE7zx/a2K9dll9GxUKLlMufI4nqGl83d8yA4AGOulZ4mDbVYqMP0eNQXkzF9dDkDOlHLi2YMAgPY3KPuS2xG9ArLqPJonrfzWRgCAPiu4ItPaMuh7ve2u1wEAQ0d7AxVPGKzgYhiGYRiGYRiGYRiGYRiGYRiGYdIKVnAxKYPDSREeA1aK4MvPrplSRqitVsz/JADgSOurAADrqMjtrPwL36CnCA3hfTW7QlaimE0UTehyUzSA10v/eOt16vl8CTweyll6pOVlAMCSeddMKkH/wi+tk9cX5M4BALR37wIAjI73SO2kCCaTgaJkCnLo3/barpzXxQAAIABJREFUijNpvZFy+dsdwwAAoyF4fvxYOXj8WQCAxVwiLZWRqsX5lKt/w8o7AACdvfsAAANWyr9vt1Okjtsj55LVailiQK+jaJ5ME9WZY6EIHKEOE0q4/qETAFjBpTbNL5AKa/GNq33rTIXBzw/hR1S1kX6jtjdPxKl1iSenlq4/lvLQnmQT6dyiTlRyvBGKpGgUXIWLw89jHvD4h+n4oRRc4vvXW+TIIudoZGpeQdHSMBRc0rAycEQZlTTQEJ4ib6KCK1pE9FqO5HUWDrH6faUKlfNCj8nDvfHLRc6kD3ojnSfFVeSR0N06rlrdVfXB+2Fbw2jQ7cz0QnhjAcCrD1BWg/q1NN+es1w5RxgbJnWfOYtuu512msePDNB1q/kg3f/sfWvAt88HL/QoyqYS443yvK7vz08AAIo+93FaESpjgLTdsm6ZYgkA7kGKxrYfawYAODtpzPVY6dzyuug+LcNISk1tFt0D6EpI2Sw8e8QSgE+5MaUZIRRnTHQY6+jeXV9Kv4Emk67FGWZSwGrMJsVy4usMsU3aR1cUXoaV3MtJlWM5Y6VvnWeMrv3ecVp6bHZpKa2XlqKcZ5y2u4eoD9r2Tl8f4WRjff09AEDhZz8WtJxJUluWfYdUn4PPvAYAsDeSetbrDqxUEIpR81J6/pNzET0jEf5ek3E0n5yyfWIfZYLzwH103qw7g87zL31T9ia+9Ws0LnZ1SNdvaYgoLadrsE5HK959m87FB/8wolq7TDoai9dUXgsA0EseXEzqYe0cVSwZJZZyOo8KJ2WeKZCeMdgHSNXWtTXyZ06lp1EWnrU/uBBA+B7zwocdAM66lxS3b3/uKQDASFvysg6wgothGIZhGIZhGIZhGIZhGIZhGIZJK1jBxaQcR1tIlbVm0U2+dRqNsqsKddP6pV8AAHg8FB3pkDyuJiuA/CFUVXuPPAIAqCimyK/youWxfYAgdEjqpdxs+qd8Vulpk0rI/5hXlqxWLMNFeFztbHgQALBm0c2+bZO9v9TA5aaIm10NfwMALJ//CQBAjkWZW1t4hFWVrlUsUxWTgaKPCvLmAQDMkjIuZHSqH463/lu1diUSkcf3yGOyH9yy2yb3Wf8suJ7Op+mk4CpZHTxffCC6d51SuSXxYbhpIHShAOTNi90Xa+BwmIoj6RTMnSurmXr3dQYo7B9jHkVmCsVhMEZOUhSSa0ypEho4Qh5XXjdF2AuV1WQmKv6EAnK8byyi9ubU0vVHawg/6rw/3O8zxVl/ZWh14LFdwwloCZMuLN5Akf/dD3eoVueyjcHVkyf2WlU7FpP6FFbIkeDfeYRUSPlldO9hH6O50x/vIP+svW9F7k2ZLoxuJa9Wr51U1EWfJ9/diT5Y4aLNo7Eyc81SlVrHJJrcy0hNZV6+IGHHFP1GLGPB1Ufz4HZWcMWNkS27AQBZ59L9pHFuddDyxnm0vfQbnwUAeF30zMc9NFHpQ4paoeoM9/rj7KB5ctcvyeer8DNX+7ZlrlkSVh3RkFVL54eti7yP3Tb1VStaM30X5lJ65jTSHL8+Lfy1PvcJUt1e+2n5edNFl9N9T1WN8v5l7w4aM158lu6Hnn2cvgNP9BZCU5hTsB5AdMotp4dUnaMOGr/tLupvHq9TWqaeupqZvpScVuV3vVBudW9ri7hOrYmerwvPrXCVW/4w5NA5tvIb5wAANn/5uajrihVWcDEMwzAMwzAMwzAMwzAMwzAMwzBpBSu4mJRjaITyIO898qhv3ZJ5HwUQWJElFF4mY/BofJtdVijsP/qE4ngWyecpngouweGmlwAADgdFq8yuPBvAVKVaJIyMkR/M/mP0uUZtvdJSjuKPh4JLMO4glcP2g38GAMyp3AgAmFVGEVpCwaUmQj3WN3RctTrzcih//IoFnwYQXbuFT5r4TdJVwSU49vRB3+uFkjJLnxU8Oi6/ns6nsvUUOda5NfLIklQjf77/3O2hEAqgVMdhtUe9b2Yp+R36RKjegEUDEqln1ETVWKQKrqJlYXhvSQw09vpd77ZTFOmQpHwLR8UmvMra32kO+/gAkFcXed8bOBSeR1iqcrqk3FqyIS9gmf4O6rPNB9TL2c+kP+d+ks7vTY/RdcHjjuKCJJFdQH4/Z1zp3xvQ2k/RvIfeH4z6GEz6cf0P5/peC+WW4OEfk0fMdFZuTWZs9yEAQMf37wUAFN5I923G+tlJaxPDMCmIh+6Re377dwBA2Xc+DyCwP9ZkMnT0rERXGHhuGAr7Cbon7bnnQWrSCD2Pse1v9JWJp4Kr9qOfAwC0PkfHHz66T/VjWKpojKq+4gYAwIFf3qH6MSbjkrwpH35AnpNPfJ1oijPnhF22c4QUbk0D2wEAQ+PqZQBgmFgpXFbud73w3PJ6Ir/PmXPVYgATnuFMou21owCAQ/dvAyA/96j/FD0LnPfxZVP2KV5dCQDIX0j38OH6lasJK7gYhmEYhmEYhmEYhmEYhmEYhmGYtIIVXEzK0jt4xPf6vT2/AQBUla4BABTm1QEAsswUUavTkp+K20P5fB1OyudrHaPoi55+isro6peVKMK3SzA4kkiFCf3LfqL9bQBARx9F7lRKPmAAUJhXDwAwS6o0raQkcjgoEmbURv+Id/btl5YHAEz9XCM2+Z/z/Jxa1T5BIMTxj7WRaqml4z0AQGkBRQkI/7RsC0Ui6HWUm3miUkrUIfzExuzkdWMdpWjsgWGKju0bOiGVV3rjxMKcqnMV7/cffRwAMDzSDgA4Y8VXfNv2NZJ/m1CSVZSsAgBkSmpA4UuW7kz0Hjr6JPWzRTesCmvfhZ+hPj0dFFy5c4J7sExGRNOMnkoPbxbniCPqfTV6yq1uyJKuU1GowYZOkBJKRAhpjcGnKLnzIvs9JhKRguuIfwWXoP8QKc/CUnAtKQUQuYIrvy58jzOXjb6/4Zb4KUoKJP+Z0moaexu3kwdWLEoZnZ7kf5d8lqK/rvxScF8GAHj2XilyLfrDMtOQyjqaV3zsm7UAgMd+2hRxHaI/3vJzmosZM/37321+ogsA4HZxJ5wJiH6x6IzA6oHWQzNXUerspPGy86d/BACYly8EAORcchYAwDRfUnRF4WcbCx4bzUlse0hp5h5ID2U9w0xX3EN0b9Txg98CAAo+fRUAwLJ+BRVQ8RrhddB97PDL7wAAhp5/k9a7lYZPtv1HkEh05vhl1tGaM+NWd7pg1PlXpghaBnf5Xjf0pHe2HWZ6k12T73d9z872iOsSXlv+FFgA0LubvOO3/1A6Jybd3uy7l57t5k547iGUW4LKjfS8lxVcDMMwDMMwDMMwDMMwDMMwDMMwDBMCVnBFQEPT84plqrLr8EPJboLqOF2kyGpqf0exVBPrKKm9Xt/6PdXrDoVtnPL0H2t7w7du4utYONz0gt/XiUKosE5271AsU5VsSwUA4JTUzq7e/YrtHq+skHM4KUpX+LgNDDcDAFYtugEAMK/6AgBAY9OLcWtvojn6OH0f86+jqA+tKfgwUryclHpCMRORV1IU+YTjSWZZdkTlRYTMNe/cEo/mpCRas9QfolBwed2Ul3/wGCk2CxeXBi2fF4GqaTJFyyPx4AruDdYvRSfNuWJByLoKlwb/TIHIi8D/beAItTeafNzhUlxFyq2v/408CkaH6Lp4ZAcpuYSCoad13LfP2AhFymqk8yK7gPpK7RKKsFx9Ef2eWfn6oMfe/Ybsa/P+s+ntM8aoy/go9TGThdRWF91A4/nspdTH/v0QzfOO7xn27TM6SH3XnE39cf7aHADAZbdWAQCq5vuPsO47Rde4F+47qd4HYFIeyT4mKNd+m1RKz97TAgBoP0r3MKJ/ziTFqW1vg2KpK6CsFKal8wEAxnk1vrL6cikrRyFFKmsyaZzJ0NO5KdQWXjupMTzjNL64+0mN5eolFbijTfZOsR+n7AEOyXPH61JmuYiGbsm3JxVxtnf5Xrfc+O2EHz+Vv5tEk+rfhegryegnExHqyt4/PQYAGHqOnn9YTqcMIEZJ9amXPLo0FlImZWjlOH2PnTJQiGuB+GzjDeTRPbqd7l09o2NB2zJR2ZmI7yV34WoAgLEwunuDYJhKqlSrK69APU2ERxLNjVhpMA1nTI0Wl5TZyaA1+93eMpjaz6QYRpBZ5l+NKJ6ZRELZ6TTvMpf4r/PAH7bSixBz1eYXGnyvJyu4hAdXMmAFF8MwDMMwDMMwDMMwDMMwDMMwDJNWsIKLYRhmAlqtAQAwbh/2u93lkpUpOp3//NY9/RTRUFt5DoDppeCyD1LE7Inn6DPWXbs0rP2EF9fmO18O+1gedxzDusJkYoSgMc+UxJakB1q9f5+aSBhoIAVSKAWXwhNNpOoPEW2kNVD78uuLw29PY3APLtHecCiYT8cV/cobZh8Px9/L155D4bdHLSy5NJ1ceX6BYqkm+96m6Pw/fq3Rt84bh0uEzkC/jfACy8yiPiMUPuZs5XuxPasguPIMAC66kRRFay6h33PMSqGsNiupCsYllZtv/QitP/Se7KcmVHLMVHa8QpGMLgd1jI2fIKVm3eocxTIWbNJv8/svkber3eYOVjwsQvU5eh1dv5vc54DI+x33ORnhM7j9ZXlcOO1y5XiycD2plBY+6t/fIBAupzyAjQ3Tb9B5grIgNGyl3+Ldp0i12t8RuUo6FXBJCouRTdsUSyY2LHl0ni+78I6w9/FKA6jbSfN6+xj1sdEBUqX2ndwLABjsnOhLNIPkh0xSED5+g8+8nvBjF1bJ12ydgVQ/XSc+iNvxLFVzFMtU5e3dFarXaR+na8k7b9D155c/putP56nY51SCvrFmAEB59kK/2718PUsc0n16fg3Nw/NqaWnKpuduWmPszw+i4cCTR5Ny3EjRZRr8rrd1R+75WnO5/4wzA4ek+eWBLr/bJzN4OPDzhqzqwD618YYVXAzDMAzDMAzDMAzDMAzDMAzDMExawQouhmGYCdgdFKlsMuYG3Q4A2RZSmPQNHlGUcbkp57Ne71/hNR1ofGQfAGDuRxYDADS64PES5adXA5CVKOHkDPa6kq/g0lvk6HjhqcUEISP276g/SETQRHRm+bfJqqTzdeTkUKDiAIACKSe0Rh86vme0wwoAcAwHj5QfPE6eUG47RdxrjYGnVsKzTviHDYT4rJmllB/bkGMM2V5BfwSKsmhx2uncFF4yKvzsUxjuJZ+V539P3ilv/rMjWHHVMJiob1z9lWrV686W1DbZYai9JpIx4QtmNU1gcoroe7331kMAgOF+6kOXfZ68KLS66DvqqWPk3fHnb1K0Z8vByKMmA5GKfQ6Q+x33uak89L3jvtfGTIo8XnFebMpVnV7unzmFesWyXvKGu/QW6suP/rQJALDp0Qh8TRlmAhkZdN3RGTIVS6EGK5m9DgBg7W327XP0g38AkNVeDDMtkMa6Oas/5lvl9dCcPp4Krt7tbwIABg/tVL1u4e9VvO68mOt66dng3mWRoJFuv2bPo7HtwstIKbd8NSlUPnEZqUj6emNXch3vfx8AUJJVBwDQZijvz4ozZeVc69DumI/HyOgkRdbKT5N6bum19QCAzMLUyoaTLgoujdb//YtrzBnW/vps+TmC8OCaTNPzDX7XB8LWOxrkeP4VZ4mAFVwMwzAMwzAMwzAMwzAMwzAMwzBMWsF/cDEMwzAMwzAMwzAMwzAMwzAMwzBpBacoZBiGmYB15BQAoDBvnt/tg9YW3+tZZesBAH2DJG8et1Man/LiFQAAuz14urR0ZqyL0jO1vEqfffZl88Pab+H1KwEAW77375Bl3Q71jGajRWvgYTLRDESRYi9vHqWGCpWisHBZadh19u0Pz2TV66Z0fQOHyRi7aHlZyH0Kl5RK+wT/rHn1RWG1YSL9Dd0R7xMpJ/ZS+sbvXkxpVdZcTO2ctyobAFBSQylHcovktGgGM6WrENn2xoYp/ctwn1NRZ8MW+g13vkZpTF2O5KcqZdKDrFy6XnulLvOve1sBAB88T+fZho9SitKlZ+f79skvo7QdRjPF/In+2HaYUm+Ifrj1OarD7WJT8plM3WpKFXjZrVW+dYvPTJyZtkhnef0P5gIArFIazl2vhU77zMxMRvrpOtjdvF2xXqOhMVlnsAAALPnUp/NKKZVUhrQ9u6jWt8+ic24FAOx7/dcAALcreApnhkkHsvJnAQB0BrNvnXPcGvfjjvfRfcZ4r/opuE196qWv/e5X+lWrazJXXUvXn+//nOZlt3yZ7iPu/l7saVBHHDQu7j71NABgRfmVAACdhuZ99UXnTChL93D9traYjztTmZh+8Mr/o9SYhXWJmx9NZ0QqwompBgHZFsHjDP7MbNYF8nPNyTYNwmKh/c1jEbUp2DGT+fyMFVwMwzAMwzAMwzAMwzAMwzAMwzBMWsGh6UzKUXpGLQCg/oZ1vnXOEYoQO/I3ij7r33sqfsdfVgwAyK2mCBJjTvQmefsfPqxKm5jE0dGzBwBQXXEmAECrpd/f7XYAAE52bvOVrSxdCwA4bdntfus62vJq3NqZKhz+O5my1l4qIj79m2AKqs4jQ9es+3N960ba/KtuPCmg4MoIYOrJxI/hForac9koWkln1gcrDgDImUMKLrzdFLRc8fLysNvRuy+y6Me+gxSJGZaCazEpSY49GbxcXl1h2Md3WGmcHGkfDnufWOluGQcAvPSnkwk7ZrwRyrKb57+X5Jaoww8/sjcpx23cRtf1RH6POqP/uL3OJhsA4MlftCiWqUKgPpe74Wzf6+xVNN8YPbAPADDw5usJal10JKPfxbPPXX4bRfhf9eVqALISFZAVg1slpeDeNynavfcUXZNd9uAqVK2OKjNman3rCispSleow9ZdVjzluABwzdfJLJwVXEwgxkdImdB1fEtY5U1ZpMheeNZnFe8nvq6YT8qHtoOvqdZOhkkWuZJqMVG4xkgd5hqJX6YX1+iw4lipyrOPk1r+ymszAQBnn08qoLu/p94xeseaAQDvtTwAQFZulWUv8JVZV/UJAED3KGWm6R45DgAYttO9nc1J96ZOD6tWA3HxTzf4XrNyS11svXSeTFZwWSroefXgkeD9cvaViwJua3/7BADAOeKIqE3Bns+EUpTFE1ZwMQzDMAzDMAzDMAzDMAzDMAzDMGkFK7imIQYN5Q92eGxJbkl0VF1C0RQHf7vZt65/v/q5iQWmPPon/JJfbQQgK7jUgBVc6UfPwGHFcjJj43KU7K5DFAlUXX4GACAjg2IG+gaOAADau3fGrZ2pgrWVos/aN5FypurcOUHLC4XXgk+t8K3bcfcmv2Xd9uQruERe4miwD9A1uOnFRrWak/IIFVEseD3kcTNwhKKOw1Fd5dbmhywDAAWLSsJuR8QKrgPheXYBsgdXKIS3WDhE410GANWzSDWwa6usPPNKNkPL19J3cKoj+ediOFx9Bc1/LrmIIkA//8WBZDaHSTCT1S3pztC77/hee500FmktlmQ1Z0ay7BwaW67+SrVivXeCFdtvb2sAAOx9S32fkveeJk/F/g4aWy+9pUqxvVTyOyyeRde8nrZx1dsQDjkl5Ak23H08KccPRH7FYgBAZg6Nue2H30xmc9ICofg6vuNxAMDijbdNKVNYtRwAK7iY9Ebct+eVhecjrRaH77sr7scYaTmSsGOpQcMBytqxdGX0mZMCIX5nvZbGy34b+RJm6mWVUa6J7jVLLHWK5WQ8XpqLCSWX2+OU1ov7pNTwaX235a8JO1b1GfTdVa4OfY/d+j49021+tx0AMNxOnu5OW3rcZyaL4eM0v8yZrXwuULKWsgsMSs9MJlO6jrbn1gX29G5+viGqNhnzzAG3ucejf34WK6zgYhiGYRiGYRiGYRiGYRiGYRiGYdIKVnBNI/QaUiJtLLsRANBvp3/GT44dBAB0jVN+Ta83eC54tSgwVgIAluSdr1gvIh629lBkmLkyBwAw/+bTaL/lFQAAY4EcpeoapX12/4g8B4QnV/UVFJlXeT5FWWRoJAXNHvrsjX/5IGQ7192+EoCs3Gp7n/y9WjaTp4h9KLJ8pMzMYcjaBgDYb30syS1JPg1/Iy+uUAougfDsAoCDf9kBALD1jCrKxKKeUotY2uCSolf2/T70dYiZilAkhaPgypkdXMGVWSZ5KuaZgpZzjsrX+6ETkUXj9+4PX8GVJY17hlxqj2PIf9R93tzwPbj6o1RwXflhSfXtlKMOtZLS8srLadt9949EVXeiEcqt8jJtiJIMkzhMtbMBAHlnbQQAeN0UqarLo+uW7SipfPtffyXmYxVf/TEAgL6I5rQaA0VDjx2RVeniONmryddLX1Do9/gFF14CAHAO0LXQuoM8SHPWnQ4AyFq+Ui4sXTPGTxz3W1f5DeTnYztO/hamGvpOtDl0Lez4yx8BAB67rALOP/cCAIB5njRfkCR6rn6KVO1+Mv5zrwuur/C7/sBmWR0aD+XWZPa8ScebrOAS5JXQ75wsBVf1EuorB978v6QcPxADpw4qlkz4DPdQZgaXU84Io9PTnMCcQ5H6QhkRy7OFDA2N1yW1awAABZI6zJJLcz+dgbx53E7q22PDpCzvO0l+hN0naI7t8UQ/X5+75lpqw2zy/+6f0F8a36NsHRot+Y2U15HPTOEsykRhskjzNOn6ZB+l60F/+wEAwKkjmxTtVxO9Kdv3umweeUcLNZJol0ZH1waXne6xrH3kQdnTQllG4nFunP6xXyjeN2z+s+/1YKc0FknfV9EsGkdKZtN4ZJbUlnoDPQdy2mn+abP2KPY/1fh22O0pqaW6swprAQCWPOpbmVIfE7/tRMR3O/mzhKL98FsAgNb9L0a030xHK03b7ePqK6AunPs1AIAmI/Z7A00GPT43aqXH6Hy7gfqLawJu87jp93zlW+8CAE681ZaQNk03OreS6rDqgnmK9fVSRqTO9+m6PtxE40/uPLr+r/rOxoB1Dhyma2rv7lNRtSl7duAsM+O9owG3xRtWcDEMwzAMwzAMwzAMwzAMwzAMwzBpBSu4phFFJvr3XEQnFJmqFcv3uh8GAFidfX72Vp9BB0VYGbUUeaXNUEbHFJooJ2hvO/0jvfuHlMd7zf9cBgA4+tB2X9mhw92KfTMrcwEAlRdQVOeWrzxDG6Sgj/W/vgoAkLeAIswGJ+0/karTyHekYxeVeenLnJ+dYSJF+CV1fkCROWWnzQpaXqOX4yvmf5KiNff85n1FmVRQcLlschtcY5RnW5c5NdLPH8FyEzOh6T8cviIpu5rGBOHxJny8BAULwvNW7DsojxWT6wjFeN8YAGCsi6JNM0uzQu5TuIja1bFFGdGmNdA4bpGUXuEQyfc1kas+TGP0rt1O3zq91MWvujI9FFwi8vPsDaTgOnrMGaQ0wyQHfRHlwG+7RxkRXnX7VwEA1j27AADOnsBz1lD0Pvc0AFklBimzQc23/stXpv/frwIARqTjVd76JcV6YTBlriclwMAfSZWjL6SI0KwVqwAAp+7/vXxgaZ+Kz34BAGCsonsP+8lWRfu8LhpTO//xYMjPkr2KFB1dj/yd6jpF2RkSabY2a4F/z7OWg4mNTtXpg39m20ji/Csyc2W/xsqFlKXDkk/KsgVn3awoe/hdyQdE6h9i+1DXMQBATlGtr6zeTONdw6Y/AQDcLlLzzVn9UQCAKZvGS62kSBnsJOVj24FXFccUShYAKJZUQUPddLzWfUpVRXZhjfQ5zqNmekiJJNQb9jFSzh3d+vCEvVLDYyX+0Od0jcvjv1BwAdQftXoac12OsYhqFr8lACw48yYAgDk7+DxNZ6RzMad4rmJZXnc2AODwu7JKSKh9okV4tgFyX1h8zq3UzpzgHqpCFSSWJbMpQ82hd/4ot284fMW/P4prVgMAZq/6iG+dVmcMuo/BTPPkwqpliuVgF3k1HdnyEID4KM0ME5Rmop3zz7wBAJBb4t/ryLev1G6xFPtHouCaJSlMRR1M6lE7l248Ok+pP5apodxiAlO6JLC/075HaJxOWeWWNJ8sKF4AADBLytf2pneT1iR/nHqbMrHZv0gZFMQzJpEJ5vyHSIXslLzQxfpgNPx1e8gywQjmaz56ajimumOBFVwMwzAMwzAMwzAMwzAMwzAMwzBMWsEKrmlEvsF/nvhRF0WfJUq5JfB4KQKj3055PYtNyvyshUZJwTWujO4Mh+xayvlpqcwDAKz/1VV+y+kyDSHryiyif8CPvtwUcTuY9OP/2TvPwDiqqw2/kla9d/feK9gGA8YUm24wNp0AodckhAAJNYSahJYQAvnoJYRuwDQbGxsXMLZx71W2LEu2eq8rafX9eOfu7Ky2zK52tZJ9nj8jzdy5ZWZumdnznhNpiQtgbpp1Y0uj9t/RYtXpHhWLy5uCy5FBM0cCALa/Q2tyFY+opanzLJLNoJQ53uI9KSyxnGIjYrhtbQy9Iq07UeGDIik8ktZ5CX1onVmTV2k4njrCvXWZI2VbCk2X6TaPrbTMNaPgUtZPzgquxH6c25QizQzlO3xTffTvz+dy/DhaTT7zjxr7MaWIuuf3tLrt15c78g761icTEvT6334zr8f553HOHTiA5WsCExSX0HJ+3XrGQXvyaVp/HThg7DfXXaMrKn51BcfzUSPYhpgYlpeZSQvf0oLeHuvXoz8VIS0uuuZtWn2ffJTP1M130K/5F182tE/swOwLdeXm6//hWuXhR6sAAK+4UcJNOIZrFdWeEyez/n378LqHO5ij5exnZT/+tN6Qp61zwqsKHaC5RBvT2oxrBWsRx53I9Awtne8KrjAL+1PGzNkAgPAoPkNtLVQzhsfqz2WYZrGqVF51OxiDJW4oFVu2Bj7jjTl7tTz4zEVlUbmjlGi9brzNbX3Co12rCRpyza+1C99j7JuUU04HAFjS2J8qly8FANTv3G46r0ATE9+5FuHHnuE61oGKb1FW0Hmxt+qr9Hly7+oPAQDHzngAALDzxzdN5dFm43O56+d3vabdv2Gudg6fVxX3acL5DwEADm5dqHIFABTuXWGbxNcWAAAgAElEQVQ/V6lRYh1UZ66IS+E79MZ5TwPQ4zmNPv03PJ6sq3Yc2380oFRaBrQxTKnszBIdx/XzGO26AkBkdIIhz7ICxtaqPMxYS83WOkO6tF5jAACpvUYBAGISaHE/+rQ77Hlu+v4fPLdRX9f4gj2uFoCRJzN+YGwi12tlBzexfoXG+kXFct1mj/eU1lfbT2XiqFNusee5ccGzAHxXSynl1pDjr9D26GssWyuf2ZJcWuVXl9Li39bCNVV0PK99Rr8JWv2osk3Jpjec0adSfbt1yb/b5dlRIh2UU0MnXwVAV2411vH7VMUhjucqhlm4ptSKTeB8k9KTCouKwzt8Ln/7slcA6PHenFH3OCouxb5PqRK3Lf2Py3Pc0dwUutgz3RF1S5qt7P+fvCfXr7sRn+HeY82u+bmdVxEnLBbOXf2HnaXt0dfeRQX85lRbxfdAayPf02LjjbGvI6M47/QZOJV5ajEhD+VynZGcpseeV+c2NlRq5XMMU2ow53o418ETLQ1cM219aSUAYOLD0wzH1fcCM8qtQ8u5Di9cccBrWk9kn9DP7bEKP+OCBwJRcAmCIAiCIAiCIAiCIAiCIAiCIAjdClFwHUEkRqa73O+PQiqQVFoPA2iv4EqOdO+30xs1ubTuaSimZdbqe74EoMdMCbNov92aiKFSW0hLkYRs1372hSOLU497IOB52jRL1JIK+hnec+A7AEBjU1XAy+rqlGxkfy/dQhVLxljPvuoBXek07LKxAICtr9P6sLWxa8XRqdpPNaxZBZcidRitD0s3H11Wvx2l5iD7T3MtrU8jE7wrctW9cVZwmY3BFYh7pBRcfacP9po2dbjreiUNMP+MqdhfDcW+WT3Onmm0uPtuoa5MitLivSgF14UXMO2//2MuFld6Oufgbz7X2zd0CPv5mnW8n6+9ybyUmGXUSKqwTpmqqa/+6FottmevblH83vtsu1KcPfd3Wt/m7GOal/7Pc31bu4hI9Ld30EJw2qm0vFuyjFbd8xfwnkQ6xN857xymefwRWkQnJPBaP/N86PydC+aIzNLmQyXJ0x7+qB6M1dK8dLHfeccOpjV8eCytS4vepzImPI7/J4w/1u251asZ/zL9vJkAgNZ69quqFcsN6azFHB9bKjkXHnpLjymjJIRhWmdscycp9CG2YXMZY3sWz/kIgN6WfnffBwDIffIvpvPyl8Jc9sGkDGPszePO09+5vv4PFbi1FYFfs5w0m+9K067q6fL41h8513VmDK5AUF3qXckXHsE5Y8Cx9NKhYu/YWnmdlbLIrkhs89+LQl0FLaiVckvR3FRjKPtoQqmYIh3iJynqqrjWV6o6syjlkV21BaCtjWOFUvNVHNrmMY/i/b8AAHoOY+ytAeNntqvnwGMuBADsXvU/n+pnxyHOX3xqby0vxgJUCi53FO2jhf3Q438FAMjox7HXMf5Tn5FnAAAObP7GVHWiNWXRoAkXqwoCAFoc1ELblv4fAKC+2vM69vAeKg/6jT0XANB7BJUAqp39xs6wp83d+KWp+nmjp0NcPHWfDm5j7LyCHZz31HPgDqXcDI8wFwfZEW8x2WwunmP1bHd3xWZMBPvayEQqUGIjeP3DtetZ0LDLnnZ/3YZOrh2gLv1vrysNWhn7KlYHLW8BiIh2r2ivOuifijYQKLWVRVsr7N/1nf2YtdHcO1Ozle+Rh/I4rienDgQApGePBgBEx+jj+uGDfM6SUqhsiohI8lgPs3Vw5MB89tfoNOY5+tbjAQBhEZ51S0Wr9N8D1j7u/7sGACT05XyUPMT1bw8AUPRL6GKuiYJLEARBEARBEARBEARBEARBEARB6FaIgusIIlb7ldiZ6ubQ+cAE9BhgzsRakl3uN0N9AS37D3y5FQBwwj9p3WdXcGk/3f5yHy2jPMW+2f7ZHgDAcbeNBwBsfp++ncv2uK630L0pLPVseecLYZqNQFwsFTrZ6fQLn5JIy43Vm2lNZ202p3o4ktj5X1qBnfzsOabPGXIJrWF2vr8RANDSxWJWqZhQfacN8pLSSMY4xn4QBZePaMbYFbt43bMmeo6nBOgKroJlRuvw1OGeY3CpuaNsm++xb5wp22o+D3exwRL7m58fy32IVebILE2VdegwzSc3b9HVB8p4uaiYx2bPpKWYWQXXXx9j/ZVqCwAe/yst1V582bM1n1KPWZtdW+OvWNnU7u/oaJ6jFFxFRaz3ex90D1/+f3qQKoy6Ora5ocG9EuG5F3gd167guHL1lbw3ouDq+tgaqIzKvvIaAIAlhc+riiWlYm+p+FmZsy+xn6tUXkquGKWpwcoWfAsAaMqndWbqtDMBAD2vvxkA0FLN56Lp8GG39WqtYz9Ryi0V1kUptRTNZYyVUr2alqy9bnKIwaWUWdrgcfidNwAAbc1Wt+W6xEE50esWxulRMcDUsaqVK9qdFixWfM57MmyS8R0rOUNXFP95zjgAwFcv02J181It9nG5Z0VXhEWLGdg3pl0ZUy6icmvIBNfvds1NVDvMeS7XeyOCiIo9a1dVqPvnTU1lQm2lYvQo6+fdP//X8L9SxgQCb+qRowvew37jZrhNUbzfN0VEYsYAAEBSZntle9G+VQC8K7ecObybClMV8youWVc5pvVhn1SqKWuD/x41qop2A/Cu3LKjPdv7N3wBQI8V5qgCVHXO2zqfp3hRwvUcSvVNuMXoySB389f2v70ptxwqaCg7pQdjL8ancI2dPfhEe8qCnT8A8D+WmcJRXacUePnbv/cpD9VHfY37drQSpvXjiansx/tqGe/ncOMeQ7qIMN8Vcd2N3aXLQl2FI5qGcnqdSMgOZJz7jtNYT49fubsYp7PvoFPtx8qLqYSqKN3tMY+s3poCN5pjWH0t37mVolR5cQL0cbxVU5mrtbS7epitgyt2v8/vbAVLcwAAvU/n3KrifyvvN0pJVbrhkM9luKPPGYMNZThSvZ9trfAxLnggEQWXIAiCIAiCIAiCIAiCIAiCIAiC0K0QBdcRRGS4a//gDa2hteptaq13uT8qPMbl/rUPfms67/zvdhq2/rBnPi39+5/SBwAw+10qTnK+PwAAKN2lxfsqo3UCfHDxvndhrt/1EoLD1j1zgpZ3r6wJAIBRg2cDAAb2OQ0AsGu/OR/rRxKHVrD/VO6lxXeKBz+9iqhEjmGDZ9PacfeHm4NUO/8oXu+f9UvWxF4AgJ3/2xjI6hw1lO8wr+BK6G20do/vSYurqGTX841CPact9R2PoVKxm/W1NdOSKzzSvW/y2AzGfoxJp9WbiqeV2C/FdHnq+phl0EAu/caMptXmW++2Vzkp4/rvFnLeu/Zq1nPgAJ67P9e1ujIhgeZqF17A9qhYWIB35ZbCnXLrSKa01Lx6oKaG12fbDj6rU6dw3FRhndyFPhJCT0sVVQRFH/zXYzqblRbqRR+/73MZBf/3ou8V07AkcfysWvmTx3Q169YYtmZQii6vOCh7OtKWQLHic8ZUnHBmGgBg/Olp7dJk9OH8csPfhhr211dz/HOOjxUVw86akMIxOMwHc9Omeub12j20+C3Y4/odq9PQ7pdSt4w74/cAgMY6vjsp1ZU/1JRTldh75HQAwIipNwLQ1SR1lcY1mbKoHnz85fZ9cUlUOqp4XSqWUf62hX7X60hBXS8VDyshnd4neg6jdXlSxsB259SU5gIAinJW+lRWRl/3aruS/ebHEVdUFvIbgKOCS7UtOWsIyziwzu/8ywq2+nVei7Veqx+t9NM1VRkAWKK5plKqqdpyz/HS0/uMN/yvVExleR14r9D6btE+qvEGTbgIABAern8eVHUu3Bs41ayKuSUEl+RIjn0tNqosnJVbitY2/b0nRTtnYPwxAIANlQsMaY9NORsAsL+Oz11lM+fHwQmTAADpUX3a5V/SlGs4Z0TiSQCA8DA+Z6lR9EZQ1MjvcT1iqA7ZUf0jAKDMWmAow1U5zmUInUtNIcc6VwquxB4c68pyKtsdCzbxiXy2MnrQw1KYw9im1FWx8YwVnd17ovY/v1fV11KBpOLJxsbR40pEBFW0vqi+3dYjzN0Z5qkr4Hf+3f/rvPh5O99eZ9h2NUTBJQiCIAiCIAiCIAiCIAiCIAiCIHQrRMF1BBEe5tpK3NEyIxS0trm29FaWG6Hm1wsvcbl/2IxBhq0/iILr6OJQMf1bKyVXRir9mh+NCi7FzvdoTXXCY9NNnzP8CloM7vmEVpOtVlosR0S5V8J0BuWaP2GlslGqG29kH0dLs/heVBPVHeqYL/ujjQofYkwpxZbCjHIQAMoCGB/N1kyrropdpQCA9DHZXs9R9SxUCq6+5mNw+ernevbMWMP/SqXlinnfGRVcs7Rz//mi62d4zCgqEiza9L7iZ4mVYIaYGJrxqXhaZ0yj2mDIYF7I5GTdHi0+jmmjooymf6LgEnwlcQItopNOnAIAaNy/j9vc/W7POdpQgrKXfkOVyEV39wcAnPlrXS1iiXJtLxqXZDFs/Spf689rvuN8MvdfVHoU5Tb4nWcw2L/+C1Ppdv74puk8W5qoLt76w0s+1WXv6g99Sg8ANW6UZh1RoHUVMvpNMGx9pbxgi/3vvWs+BuB7zLLE9P6G/x3Pr6vqWGyQpnr3yoCYxMwO5Q0ADaZjW7mmriIfgFHBpVCqM3cKrqhYqmqj4oyqfpWnzdbxWMW1ZblujyWmDwDQcQVXU70ez7GxrqxDeQnmiI2gMrM+iJ6cUqP4/KZGUqHyS/ncdmkmpZ4PAKiwGuOAllnztfpR2W4JozJmRzUV5OnRVJTaYDOU4aoc5zKUskzoHPYv573sOb59XOn+U/iMhELBVVfDsbu+TvuO4OAhwHkOy9nxNTxRWsRvUt7iJTqW64xzPST2Z3AQBZcgCIIgCIIgCIIgCIIgCIIgCILQrZAfuARBEARBEARBEARBEARBEARBEIRuRdfwEScEBBVEMjI8xrDfEhYdiuro5YdHutwfateJip//sTbUVRCOMGpq6W4juUf7YKtHGwcX5wAAxtxyHAAgoXeS13OU67+B59PFY2sDx4pQuyiEpmw/sHAvAGD4le3djbgiLJyuxIZewuCiG1/0LTj30U65Dy4KE3oZXRQmD0kzdV7plsC7syjbyjzNuChU9SxcfRAAkOCDi8LyHeavDwBc6OSi8JP3zblxBLy7KExMNNpNVVW3uUwnkOQkXq9v59Ktx4jhXC8t+J6uIV95vRYAcOiw7hKjpobX9C8PcSw9ZnxU51RW8Bvl8q+ruf6rWb/WsBXcY2tlv5vzbC4A4Pt3dLdqE8/mGDpyMsftnkO4hknOYH+OjjOuXZrq2Z8b67gtzacr10IHt4N719Ot1JZldO1VXdY13pmEIx/lGnL3qvcAAFXFezucp7OLvbAwfa1wwsVPdzh/d1giY70n8kKzdj38xdro3kVcZHS8x3MjY1y/M3lyy+grju4DnYmKNb8W9YS1IXhu8gTXNNr43MZorgoDg3GNn2BJBQBUNbt3lV7VzHeUxEjju4bVxvkuMozfLVvD6G7TBi0sgRZ6xZ8yxEVh57JrXi4A4Lgbx9j3RcbxZ4ZjrhkJANg2l9+DmqqtnVs5mHMr2F3yELwjCi5BEARBEARBEARBEARBEARBEAShWyEKriOIZhstfp0VXHEWWt+UNR3s9DoBQGyEa+ujZlvXCD6/5YOdoa5CQEnLYrcuL+544Nk+g2gZfsI0Wv/ExPE38QO79Xu3egktzK1NYqlvR7NMbA1A8N/uTpuNz8XO/20EAEy67xTT54685hgAQFhE17LFyPliOwBg2OVjAegKLW8MuZiWTUoBBgAVPqiTjlbqDlEt1FTJOS46JcZt2tgsjlXqmUkZYk6dVLq5Y0HEXaEUXGZIGUwFl2pbZLxnVU59oa6gUtfFG0MGc24YNYKqgu07qQhYv8G7MuDYY3jO6JHcDh3CvPbsNY5xtXXGeSA7q2v13c4gIcF8m2+5kdbbSrn1n9c4nz7yWJXXc5uP4unloXPWh7oKwlHOORfo89Cdj/Dvv/yO71kv/65jig9BCCS15XkAgOLcNS6P9xg8BQAQl9wDAGDRVEVh4YH7TBRhcb9uCyZh4R1fg3TU6t7W6n6yjrB4XutFWFx74fGUp6/YWtyvASMiA3Pf2uR9uNOp0lRMsRH0bJER3RcAUOr0PTAM+jtsi+ZdKSo8zikN+1FipNErRk1zGQAgO2GQ23okR2YBAEpqDwAA4iNS3KZ1hT9lCJ1LXXE9AOCnf+hr89MfPh4AEJfGMeTCl04HAHx774+GcwQh0Bx9Xx4EQRAEQRAEQRAEQRAEQRAEQRCEbo0ouILE8LP7AQBO/eOxAIC3ZnwDAGhpohXQSb+h5X/JLvpQ7jGOVua1hfw1e8MHu9vlOeEaxqOJTaU1z4oXNxuO17bQh3KcxWgZka5ZbBys2+p3ezpCWnRvl/vrW7xbKAvm6TuYVmBvLKCFy5rltAT/z6O6iuBQnjkf/hfdQAudWx+kRUyYh5/CC3LpS/fhG/IN/x/NxMdmAgCamuQZV+TO2wUAGH3jRABAbIZnv/MAENcj0WuaUFCbz/t6YMEeAMCAc4eZOi88kh3pxMem2/d9f+PnAIDmWuk33qjYRbVbj8l93aZRarq4bCq5kgd7VnA1FNPSvr6oNhBVNFC2zb2/eGeSBnLMNROjDvA97hYAzHaKvfX0c1SBfTu/wVVyA+eeTQu8995KN+T1zD+Msbh27OAcY7Px/0kTdevkCC0MTWsQXJA7G1iHm1RVeqKqymb4PyXZnE3YyOHml9bDhhljlH79jfd7YdGyV4o8wTuRkXwezr2E48KMS/W5pVc/XsdELR5aRRkfpsMHaXG+ahnvyZcf8lmvKhcf+t2Z6edz7XHymbRQf+z3oqIWjmwaa0sBAEU5ruO/1lcyntyYab/V9nC8HDTxYgDApgXP2dO2tvjnfcXWyjVueATH2xarPtftWf2+X3mawVN8KbOER7iOJR6I81tbPK/9W1tcK/QjLB2rkyPhHvJqbTbnIUDoetjauIZdXzEPADAqaSoAYHjiSQCANu34gfot9nMKGujVqNHGd6LJabMBAE02fp9U3xoVKtZVuZVjyPFpswAYVWElTQe0tPSU0SPGvRLLFc5luCrHuYxgEB7GsSslpie3sfy+mRjFbz6REZoHDgdPWpZwvgO12NjPlbet5lZua60cmysbDxm2rbbuGXNz2xe6h5pwC+/N1Hv53SdrNN8fr/psBtN+zrQ5i6koLN3FZ0t9KxcEfxEFlyAIgiAIgiAIgiAIgiAIgiAIgtCtEPPPINNYzV/sx14yGACw4f32yiwAWP0q1VWXv3MGAGD7N7kAjFbIo2cOBAB89OtFLvMobyoAAGTFDDTsz9YsJZQP3oZWo8V1sIgKp4V3j9ihLo9XaPXtaqQNoQJu5GzWO3MULQ6iE2mF0VTDe1q6gz6Bd36VYz+3dGd5p9XTmZPP5v1VaquJU2mlWl9nc3dKO445kRattz6kKbdMGMH3HsDr8vjrfXjuufsBAC0tR19MrjDt4ts0X+P5Rb+EsjpdClszn8PdH1J5Ov53J4ayOgFh62uMZ9DnVI65ljhzFpUJfZPtf097lVZoP907HwBQd7hzxmd/iU7luK7anDN3e6eVXbHDu4JLkTwwFQCQ0MezIioYsbcUShXWUKLHY4nNdK1cTOrPeSehT7LL4874o+CaNZPje309x+bFS8xb5v6wtMlwrsrLWcFVqame5i+gdfaMc3XV2J2/4Rz1zxc9P+ORmtWfmn+szd7nkmZtvikupuXf4EFc3kZFMROr1ff5KGefMWbE2WfSKvPt/7qOr9O3DyVql1wU5/K4Kw4XGi0Ve/diHmvWuT/nzjt4HVNTxEbNGyr8ynPvZAMAJk3h81h8WL+3W9ayH6hnJKsHn53hY+gtYdQx3M59vzr4FRaCjlJuZfaQV2BBAICaMqofivbxnSV70GQAQHQc11F9x5xjT5u78Uu/yrA20POBJYr9zzH2VFURv40oRUlXIzJGU/xWHfbr/OhY9+u65ibP3gOs9a49gURp9yYQRHvIS903oftS28JvU7+Um++7myq/96mMfXXrDVtP7Kz52fB/BVz3qwqrcb9j3mbK6ShJ0Vw3Dkg9DgDQI4GetMLDIoJWphoDi+v4bfFA5VoAQHnDQbfn+MtVn58fsLzaWrl+bm7Q19bWWqrQGir4/hifyfV3lPat5NirRxq2KmZ7QyXTN9fredlagzc3vH/RN0HLWwgN8nYsCIIgCIIgCIIgCIIgCIIgCIIgdCvEfC3I7Pmev7iPOK8/AGDzp3tdprPW8VfqNW/tAACccMtoAEBElP4b5Oo3aCnv+Ou4I8WN+wAAw5OnAND90ipVybi0s1lG6Rf2c2xtgfdzqsodm0o1WkSY68esuHF/wMvuCOM0C4IT7pwAQI/lolCWBWp/9tgMAMDoS4fb06x9bRMAYN3rW9DZjDnOaDW+Yz0t6CvLzN/j2x6mtYqynFcqrLeeoVpg4yr6YD79Al0VcenNjB2jYoBNm8VjC+ccfVZfyvJm4873QlyTrkvOXI5xI6+dYN8XlRQdqup0CKXQ2fAvWqMd98CpPuehlEZnvHkRAGDbm7TW2vcV/aDbmjvfF7VSaWVP1OMn9juTKuSeJzG+ZIs2D3Wmgqt8p3nVUs8prKfzOO5M6ZbgKbgUZdv0OIh9TnPtez4ihvNk5rG9TOXpi4Jr+DCLYTv3a84NjY3mVU1NTUy7SFN9zZzBZ2TUCFribd9p9Bd/30Mc/8eM1q20H7qPc8NZZ1AJtWYd1dBNWj36a7GQTj+N48HMi+mbfsdO877oP/+SbbvtZsZa+uozztM/aPWO0NRhGelcF91zX6XbvFT91q7n9oxprPdXc5jnyl+4PzuL1pwXzODxrdv0+k450fPY9ulnnFNvvZH1ffopKvlUfK0G7dpMnaLnM/k4/r1qNcs/YbJ+jQUjx0/lc6qUW8sW8Ho/fLveJ21uDEOjovmsDBzG61td2TXVBYJ3wh0MrtWzcCCne8a4EIRgkbeFluxpvfkNIjKa81LPISfb05TmbQAA1Jbn+ZR3TSnf+eOSGb8mzKFTJqT3N6TpasSncF2mlGY+n5/ax+2xuspDbo8BusJLxVGLSeD6IyGF63MV0wwAbK2uvw95IzF9gNtjNWW5fuXZ/Tj6vM4IRmIsVGqOyaZiNSNuoKfkQUF9s81OGGrYVjXqarYtRYypVmst61BZqf3NxXzuLOwxtNO0GGZpIayMK7TPCRlnjOP2rPEAgOgeKXqSSN/UfRuveCEwdRMMiIJLEARBEARBEARBEARBEARBEARB6FaIgivIKNXPznn0bz1m9mDtgOv0O+cz3aiZAwAYrc9/+KuHoAwA6ltoMV3UQJWYc+yr1ChaTU3OuNi+b3MFfezWtVR4zNsbMVp8LwAYmzodAJAe7TpOSlkTVW3Vzb7HEAkG/U+hZdWJd00EABRuYr3Wv0EVVokWa6uxij5hY5JpPa1ic024caw9r0m38tf8in28F/sW+2bh1hH6DTZacW/S1FZmUPG6Bo00Wpt/+DLbPucNY2yxvVv12C3DxtDSYrwWv2vKWXwWjkYFl+CdlgZaTe/5dKt93+gbJ4aqOgFh/9dUW2WMoQJy4AUjfM4jOoX9aMI9tJQd+etjAQB5i+iHu3gdYxaqmFHNtVbfy9CUWUn9aG2U2J9xAZIHcyzLmkAr1eRBmtmUiRh8nYkvCq6B55u7B6Vbirwn6iBlW7wruBQDzhvmOTNt7VCxy/y1UPGyFF9/02D6XGe+mcdzlYJr1oXcOiu4CouoPDzj3GL7vt/eTmvw887hOTdey3lHKWiKtPhZ877j/FJU5Lt68cm/M06SUpzNuoBl3XUn5yUVQ2zHDu/qjTbtWl91LefBhx+gteOpU9lXfzeRc+7BfNbz+X8yttinX+hz746NPT2WsWUr63HVdSzj/ntZz9//llsVf+yXNXp/nzGL9378OKrnRMHlnh69ja85P33P+GnuVFuOWLVnaNeWJlNljRqvr59mXMb7d8zxMYZ6qBipB3N537/7jNb5H79Z5bJe6Zm6NehXa6hKveMyWvJedA2fx5PPYP9e8xP75iO/ZZ+7/EaO79fcwW3xId26/4l7Sj22TbXFbDvMtEVx+Q2s952PcN45fyLXyWfP5vgw6yr9fUKVV6qNBaqNrzzLd5aqctdjhMpD1X/wcL2PRMdwYkvL4LVdkevZSvuUIbkAgFYTcWVVm1UbZ13Nbc8+/rXDEV/vifP9cKyfILiixcrn8sAmKrmGHH8FDzgEZB486VIAwOZFtDxvs5mbp0sPbgQAZA8+qd2xXsPo/WBXF1Vwpfehxf6hXUt9Os8SzTVOSo/h7Y41N3K9UO9FwaUozWPMoT6jzgIAhGsxzDL66d4wivf7GPdZu69ZWsw1heM9LS/YiqOB1pb271Tq/im1odlnXeg+ZCfo71xjsqjcioyICVV13JIco79LnNjvWgDArpIlAIC8qg0hqdPRRua5/C7T/7d8TmxNXGs1HtSVdDarfyraQJKkfcPpdQrXtunj+ezEZetr6yjtW3a4xag4++bctwDov190V0TBJQiCIAiCIAiCIAiCIAiCIAiCIHQrurSCKyycv7+NuO+59gc109qWOlrA1OXSL3LpTwsBANaK0k6ooQk065gtc2iFf+lb0wAAeas8W40fWOm/VfmuKsaDUQqqyHCjJUJyVLb976nZVwPQVVVqW9tMxU6zjdadbZrZeGQ4f/GNt1ABkBZN9VNmTH97nmFufjdtbeOv2jurfvK9UUFk/DWjAABVeXyWvv3tYgB6jBlnGit5TQ7+TKurw+t1C/VLPjgPADD2V4zn1ZkKrpR046/wB3PMKzzOuzLF8H9DPc08P3+r3FVyAysX00pUKbicVWCC4Io9n+px6ob/itaRltjIUFUnIKx95kcAuhqr19QBfucVm0nLweFXjjNsFZZwDzEAACAASURBVK1NHJ+s1RyPWup1S3oVz8kSx+uprmu4pXvbtDQUU33RWEaFTEx6nNu03tqqxvfKPR3zYW6Gsm3F3hNpeKt3zUHGjPJFwff0c9WGbUf4fG6Dti0wlb7CIW7RE3+rNmyDgYorFsiyysrZhj/80Riv69I/cP0z6w5uv1qqqb5L9DZn9DZ3nRb90GjYmkGp5j78xLxa+2gj/4BxHafiL82bUxvwsn51a7L978mnspxflrO//Kgpx1QMuFPO4tj124doaRkXz37/5gvevSnc+TDPUUqd9StZxtQzmefDz2cCAAaPoIX/l+9zbXvRr/V4C/f/nXFcrp/h+vlUbTHbDn/bAgBPvJwFABg5jmvHJfPr7McWf8O/j5nMOXXmlbRAHaQpsm69yLX6QcXX+upDtj3CYXn8x6fY9oP7meb9Vz17G7C1mrdkvfJmXrdBWtw21ZYfvvWvHY74ek+c7wdg/p4IRzclBxgLNmvgcQCApMzB9mMqhlav4acDAAp2LDKVZ3UJ44SrOFbJ2bpyIq33GABA/3EzAAB5W+YD0OMamyUqTn+XjUvqAQCoLNzpUx6uSEijeraHpj4rzPnZ8wnat59Bx84GAIRHtH+3UWors208vHcF66DFQ7NEsZ/3H3e+PU1dRT63JlVh/cacCwCIT+lt2F+cu9b+t7Xh6PDG0lhDZbyKtwbo8ZDSe9NTj1IhBoJbX+YzP256hsd01kaqxioO811v7xr9fix6k9+Yig/475XhaKVfCpWPozLPCHFNfCcijO/4o7LOBKDHDttdttynfIp3eP/GJ+hkXUBvQ0qxtfNP/wMAtFSF9h0sNoveD465ZyoAoOeUATzgjxceu1rb87p30EUcv3qd2t4DQslazkO73gudsrB7f+0SBEEQBEEQBEEQBEEQBEEQBEEQjjq6tILLmaJFc+1/1+7dDgCISqXlQ9oJtCQaeP3dAIAD778MAGgsMmc9G2xammiBsXshFVJjL2IcjuIdgbema2ilxfKmigUAgAlptO4JD4twe45Se7mLm9URlPprayWVUTXNXURdp5E5glaOO79k7DJ3yi13tDTq6fNW0Gpq5KwhAaqdeSxRxp/q62q9W4UlpvCZOHF6gmH/0q/5DNXVeM+jMN8YyyQlvVsNK0KIUMojANg3dwcAYJiTSqm70dbK/rLiQcY2PO5BxhUYcK6XuEp+EBHNfhabefT1NxWLq9eU/l5SeshjO1XS6p4FkwqH2GG2ZpYXHumffVH5jtDEroyJ41zx5iZasK1bxLXLP27f4/G8ky9Mt/99+3O0Ap/3FuPIvf+3zlM4C0cnSt20aysVjyrOU7jDcvjdl2gRvX+373ENHXn+z7oaVKngGxtcW0G+8yLVgJ8sp/rv/MtZLzMKm2YtLtujd3IsiNTWfvM3UGUw/Xyqfy+ZyveNwwe5Rk1I0secC66gxa+KR9XUaKynaovZdvjbFgAYM4HKrZtmcv28d6f7+/D8u1RlnKCpmNS5W9cbY4ltWNVo2EZF6+tjpeAq1WL+ff1Rjal6mmHoKCqyvLXFbDsM5/h4T5zvB9A5Cq7lm6jwmXka59jKCs9z7LyfdK8iN13O98NDBRLrpiuwb91nAIDxZ91j36fiEfUZReVDWf4mALoCxht7Vn8AABh7xu/t+6LjUgHoqrCMvox1Un5oG/Ou47PfpgWRs0RSCRmdwPVFQhq/XSjVluO5/iu49P7VWEulw8AJFwEAUnoyxmt5ActobuIYEhVDlaVSvinll6KpXu9/BTt/8Kk2LU1Uau795UMAwPAp1wPQlVwAMGb6nQCAEk2BVV1C70EqvpS6zhn9eH0T041r6IYaehs4sOkrn+p2JFB6kGqD9L7j2x0bfNzlAID4VCrdass5t6qYXBHa8xgZQ5V0TVkutz7ElPt5DmNrNtQYv0HFJVP91280x/Epl+mxmCaeR7X20xevAyBKLjNkJwwF4J9yy9bG+13ewPtf08T+UmvlvGVtpZKnxabP+6023s+IcM2zSjjXCFERXKclRnE9khhNJXtaLMcypR40w6C0EwAADS1cyx6s2mTqvE+u/s50GQIQ3YMK4cMfUcEbauVWxjFUm57w17MBAFHJnRc7rjqHc7JSjTmSOoLP8t5P6NVEeRzqTETBJQiCIAiCIAiCIAiCIAiCIAiCIHQrupXpd2uD7pddxdhS29r99Onc/6o7AAA9z6O1xf63/9GZVfTK5k+oEpp03Yigl1XaSOvo1aW0wDo2jfGhYiIS3J4TSFT8rk0V3xnq01VpM+9m30Mm2tYfv6cdpEFTbCUk07ouMdm9Yk8xfRatjSyRxgov+NS8z+3WZuOFi4oKQeOFbs2uDzcDAIZcQp++/qpbugpKFfTLE0sAAGVbacl8zJ0nAtDVV4J/VARAwVW62f84l77SatWt0Sv30uopbWSmX3mFSsHlK70G0ZLshid0/9zbV1EZ/OEzB0NSJ+HoQzP4xx9voGrwgadpLXvmTH0drP7etYVr1m8/ZXyub+fQKr+x3tzisKLMvOpEKez37qCl78STqOTRQg/b6+2KnZuNqqBmK+t3SFNqJSYzE6XcUhQd0v9XbvaTUpi2pNBYd7NtcfQU4E9bAGDR15oywYNyS7FiES1mlfKp70Bat3tSPnUmZtviTzt8vSfO9wMwf086Qn4en7PefbnOqazwfC1S0/R3laIiUW51JZSi59CupfZ9vUdOBwCEa4qEwRMvAQBsW/qKlsLzeNncxPF1y+IX7fuGTr4KAJCcRe8nKpZWjyFT/K57m62jVuP6u+yuFW8D0FVTqT1HGbbesNZTVbl9+Wv2fa0t/o1ZFYd3GOo05Phf2Y9ZotjXswedYNh6QymNdv38bofq1p0pL9gKQFe/AUDmgEkA9BhqSmHojdyNXwLwTcG18DV+IyvJ86zCuug+PR7e9Oup9jn5Cio5Pn86x3R5RxvRFq7zxmSfa/qcphaOVXvLqdgprGHfU983g0FkON+deiaOBAAMTmfcv2hN8eWJEZkcm8vqDwAA6psrPSUXfKS1gWuZMIv376vBJLE/58cTnz4HABCZEN3pdSjdTMVpU6U+XkWnxGr1oUoxcxIVr4UrDnRy7UTBJQiCIAiCIAiCIAiCIAiCIAiCIHQzjhwz8jaao5X/sgwA0OdiWtlEZ9C3d1MprbUjYvjr4rA/PGU/de/LjwMAMqbyl9Ck4VocGM3EsXzNcgBAyfL5pquza4FrtVKzFt/p1dPnujyuWPdff31Gt6fKyrb/WPQeAKBv/Bj7sX7xbGucJblDZVhtuh/SvDpawRyopQ/YZltjh/IONmV76BO770m0gLG8xF/mVdw0b1hi9G7UdwrzKN0VfD/3zhzKYyysYWNZ/yGj+Yv+oi/ap1XxJ2Zdm2rYf2APrVK2rzfvxzk+0fg7ubUp+DFthCOLhlJaPefO3wUAGDRzZCirE3ByvmDMyMJVVK6M/51uVdnntEEhqZO/VOymalrFTQsFgVAxlW4uDEBNfEep+fxVcFXsKA5kdQJOVCzng9+/RD/3tZW6FfW/f08Fu601EHJpQTBPmRZv6d7r2f+Gj9UtHs+/jJa908/n9u7HGdflhrtoJfn0/Rzzli/07G9fxbMCgPMvZ4yrk05nfJS+A7lOVMr62DimjXRSvIeFa//b3PeRmirXaywVR8vmRp5jbWqfp8XiWnGv2mK2HYB/bQGAPdvMW0NXVxrX5UnJXctO02xb/GmHr/fE+X4A5u9JR8jPY9t69WF9tm12nS5RiwlX7fA8t3Z+qAbBBPk7Ftn/Tu93DAAgJp7jZFImFSXZgyYDAIr2rTKVZ3OjHvtu+zKqv5KzGa82U8WIyqACPDKGz7xS0rQ2s5811TE2Vm1FPgCgslBflyqlUyBoaeF3jE3fPw8A6DmUcUfS+zBeU4wWCyxMU32pmGHlBYxBcmj3cq3egfseotq3Yf7f7PuU4i211yitXlQsR0TQol6p52rL+Y2qNI9xp8ry3XTSo5C9az6y/11ZRO9QWQMYU03F4FIxt2yt/O6irmtDFdcXdZUFQavf+vn6+49ScKX3Nhd7Z8hxXNOccytjww0YTy8+kdH6/KPieK36nO9IS/7LvmV23e5chqtyOlqGPwxNZ59VCilPFNbyG+yWIn73bbU1e0oeUNQ307wq9s2CGsb5G5t9jj1NjwTXXsAiwrgWGJZxCgBg4+GjL5ZeMKn8meNB6kmcpw5/QmVfW3PnKs8nPjgNgHvlVtEv/NaU+xXniAot5nhThf5t98Ilt3SsElpXLVl/yL6rz7TBhiRZE0XBJQiCIAiCIAiCIAiCIAiCIAiCIAimkB+4BEEQBEEQBEEQBEEQBEEQBEEQhG7FkeOiUKOx0Bi8PDqzJwDdRaEres+6FgBQtW0dAKBs1Q8AAEscJfFtbUdG0NvWNvp+yK3daN+n/o6NYFtToni9VDDDKLuUl7L7ljbNLUArXbUo94e1LeVBrHlw2fYpJafTnqC0/7x/U/q59jVK9kt3sG3WOkqUoxLoIiFzFF0STLxpnD2vlP6UYS/497JgV7sdG3+mm7dhY3nPzrqEbieXfFVtT5O7m/fv+nvpHqtX/yhDHl+87btrxd4DjXlUlh8Z/UXofHb+j25NB55P+b3dnc4RQt1humT5+cHv7fuSBtJN6NBL6TpWuSyMTjHnciKgaJLzij10yVX0S7790MFFDF6sXBSGko64KGzTXDOVbXO/JggmZVtYrrrfZlH1rthdFvA6BZLrHx0AAMjuR9cJj1+puwmqLhf/U0LXYNeWpnZ/v/gE13rnXUJXhXc8kAYAeOI/WQCAa8+h26HcvUZ3NQmaq7VX5vS07xs4jOuiFYu4Vv74La7DSg6zD9TVsj/fcT/H/xHjzAeJbvXixqcjbn6c22K2HYB/bQGA8tIjx611MNri7z3x9350lPw81qN3X7ooTNDcmP+4ifW/7RquIUqK+K5wuKD9O8N1t7IPxifw3L79mdekE9iWMM089+Iz6bK3soLXfdRYvp/d/3iKPa+evXiucoX4r7/zei3/ga6glKvET79jP//gbbobu/hXfA9W7iO/+KjOnueLz+jvVQAw5hjek/v+wveucK1+I8awPhVlLPvN/3AN+OE7dQg0dZV0FbTy03sDnrdyxQYAG+b9zUPKjlGluYRT265CuObX39ZiBQAU7Fhs2IaSFqvuOjd/+/eGbShxfg7HTE4IUU38pzRvvWHbFUjKiGq3T7n8c8dx5zNcy7XPjDCkX/kZXQQ2O4TkGKq5GLzoProbGzyBY9rrdzL8SJub5YW7MlyV428Z/hClfc/snTjaa9qiWo47mw5/zXog9O7UW20cc1SdACCsJyeY7IRhLs/JThgOAIixsM81ttQGs4pHDflvLwEADPvrlQCAEc9eAwAo/mqtPU3jIX5HtTVYTeXZcMD894zsyXRJmjYm2+XxTS/8BADI+XSL6Tw7SuUuvf7OLgqTh2R0Wj2cEQWXIAiCIAiCIAiCIAiCIAiCIAiC0K044hRcNqsxwG94lHfLtboDewAAFet+Muy3lnXtYO6BpKGVVmUNDTVeUh557Jm/HwCQPpTWjuN/zeCsF7xypiGdrYUWeOEW4+/CbQ7Bmle/xKCQuUuNSsLOYN6HlQCAi26k1XFCEi3O/j13gD1Nm2ZcGub003b+floaLPysyudyRx4ba/i/INec1YLgG821vK6fnPRqiGsSPGrz+fx9evJrIa5J51G9n9Y+6575EQCw/vkVAICMsbTQyRjXAwCQOpyWMPG9qBKNzaRVWmQcLYTDoyLsedqstJJradACINdzqwKM1uRVadtKQx1KNtPKzloVuEDYwUC1ozv2hbxFew3bI4VTLsowbF+9bx8AYN8W75bql/6hDwBg1h29AAD3zaD1Wf5uz1apAPCXjzhf9xpMxeOtx7m2tI2K5aQ34wb2pxPPpwI7vRetYdschBflRRxrt6+klf5Xrx7m/kLPc1t0DMu44fEB9n2TzuS6Ijae/bP4INeoC/9HJd8PH3Gd6Wyxqq7J9CupKrh7+ib7sSv+2LdDebti2hVZhvJ6a9ez2cqT96ynBehnL1LVmbPZ+3296n4GGT/+HNbz96exDWf8imWcfS3vRWYfrtPrq6n8WDaHFoEfP68rSDsD1dYvP+A6uLGB/z/yTyrep53PMfetFyoN5116PcdkpawBgI/e4Bj77yc9ezdoaUntaLUDinNbzLYD8L8tbYE01w4xwWiLv/ckVM9Wfp5mpT+CnxiOP4n1/mUlx6cpp3Js+Wkp1xmH8t0rey+/hn3ulquo+rr/Tq5VUtI41irlVlw81f7/fpvj+p/v1r1R/Lyc5fYbwPq88xnnqOsvZZ5KdderD8fRmFjmdeHpHEczs7j/y6W61fRXn1E1k5vDuivl1hsvcexYtphtmzE7DgBwwUV8TwqGckvoDI4sbxKh4Kq7e9j/fuDyI2v9G0xiEjhu9R9DT0uz/zTIfqyqmGPbknddr5USUvl+eOXjVPrsXcu548XruRbzpPa+7tmRAIDjLuC4N3Yax83Ni41ePLyV4akcs2V0hJ6JVDOFOX/40mi26d+NtxVT+dgVlFvOONZpW/FCAEBaHNfYkeFGjy9h2njVI4FqutzKtRA6ztg3bwcAWJKM3z0H3nuB33muPc+8IrrXKQNd7i9YyvftzlRuKWoPVro9Ft8nuRNrYkQUXIIgCIIgCIIgCIIgCIIgCIIgCEK34ohTcIXHGH9VbW30bgHccOhAsKojdCNWvUjL7/2a+mrEhfQlmjGciqjIeFqpWGuphijZRguTHV/olkilu0IXi+xQHuv18qO0OrzzcVpLORqtOBuw1NXQcvHpu+m7vaXZnNVKbJye0djj4wzHtq313ucEIxFh+lB8ctrlAIAt1YwFWN58uNPqYQmjpe1pGVcb/ndkdcVcAEBFc6FfZQyKnwAA6Bczyr4vKpzPUKONKoEV5Z8A0OMGBhN17UN53R1pa2WfLNl42LANBoPjJwIABsWcAAAoqPoo4GW89hUtzN54nuPlL8vq3ab9x/u9AQD/eYpp925vcptW6Br0Hsw1l4q99b2mHlr+eehjtTly+zO0ep2oqZ6WfUqVUMFeWtrHJuhzWr+RHI8mn0c1wKcvFJgq45a/swxHa9XFH1JFpebWk2fRQlWpvFo01dCyz1z7YU9M5fj0wLsj7PsskWEByfu6v/S3/33m1bSg3bCE1ngrv2ast5gEqhdOmc28H9EUc3+7dicAYOca76r/lCzOI5fcRVXalJm8rqvnc71UXca1S3/tutfXdI04ngUHjLG2klMiXKYbOLT9PLlknmelRoSF97DfoEg/axccnNtith1A12uLIzYXj1R3CfHp7z0J1f0o0GJwnTg1WtvSuvy/r3N995t7qETYs5P9y1UMLsXqn7kG2LnN2Bcry42xzkaP4zWqreGYp1RbjuTlsl6rf+KxkzUlmVJjKT5423h9S4pZv4O5+no0uwfHAqXgUqqvpibjO5RV+9+xn/jKJR/MMPzvrIb4+Xla5xduDI3XmV4TOXccWheauKahQMWTuvIuvmeruIgxmlL8kWsYs7axns/pZb/hNRp/cmK7vNb8QMXL3Nc5T1//AJXs0VpeIyZwXly1kOlOOpfxi954nOuSiacl2fMye87mleyLZ13BuXjqBTwerg2K237RY/Z88E++6w0/lnlefFu2oc0pGVyjlBRQ4f7Pu/MAAH2Hsn9dcjsV24PH6N/nHn7DqER46hZ60lFK+tuf5Fqh10COIeq6bvixxlAnR1SeW7S2jZhI9WdaFuv36LVUOZx4Dtua3ZdjxocvGPP61R90pVnRQbZp8Zzgf9t5dOFkj8dVv1/yX12ttfA1XuvaimaX50w8j9c+Oi7CcK6ZOJ1rv+V4otRVY07ls+KsruqMMjpCWmx/j8cLa/Q4wdbW7qGwtbZyzjpcvR0A0C9lgst0qbH09iAKrsBQMm9DSMtPH9/T5f7cr7Z3ck10rFXuv9NEJXVu/FdHRMElCIIgCIIgCIIgCIIgCIIgCIIgdCuOOAVXXG+jVUhjkXcf/m3Nri0fhKOTos0lhm1349sPaIGdo6kfps/SrbsSNQvkvL1NhrRV5b5ZTB8/LcH+d1MDTa6UWHLx3Go/at19iA7XFWtDE44HAGRF0UJIKZ4abLQyO1C/FQCQ17DV53JssHlPFGBa2mittqjkLQBAbAStDU9Nv6rDeadF0vJkWDyv2abq7+3HqppprRUdTgu/zlBuuSMU110gd19lTikjhJ7wCFr63qYpo1SMqxwTMbdCwZiT6At8y4+0aH7zz7lez1GK5zaTQ4JVmwsfv1K3plNxnRRLPqbF6r+WHgMAOPUSKqPcqazsOGTzyMXbOpT38Ekc15VqCwDmvUkr5vf/nuey+IXv0Tr/n4vHAQB+/WfOeQ/O9D63KcXZ+FN4D+47j37irY3BH2uHjOCcXFjAOaW2xnuZ4ZpQ6+JfJxn2b13v2lKxpLD9fJXVS3u9cnPO1bfxWiSldC07Q+e2mG0H0PXa4khLi95Xykq43u2rKZwio/h8OvenroK/9yRU9yNfU3ClZ7D83lpsq2ce49h7zU18fxg+mtd/f4779V5drbl7okKfBUKU526McAyvFuZU0HNPsG1Pv0SPH0qdFhXNhH9/xH2cCrPM+x29C9SXdS0vGcfdPh4A8OVNC0Nck+Cj1j2/f5bKiPsvpQeXsiLX35FGaiqiEZO4ffhX7WNP/fktrqG2rzGunTat4HtkwX7283gtrvabT9LjyjFT26vBzJ5TrKmtTp1JNdPDV1Fxpp7xx98bbM9z6Dijl5aBI6nMuuMMqrjVuPnXj4YAAPoO4fG83VTH/+teesUZuSTenseTN+1vV3dHXn+M7wJKna6u++vLGbNJqa5chTxUqsmn78h1mffyrxif728fs74fvajlpXX7YxxUdq7uV7D4eQ69dTTUGMfDaC3Gaq8hvH7Tru1jP5bZj+/MHzyyGwBQU2aME9tvjPEZueWlMX7XLzHDtSK4M8roCInRGR6PF9d133hwxXXst+4UXN7aHgxiUnTVTmPlkeWFpeC/y0JafkxanMv9lbtD5zFFxXp3RUR06H5m6rpvI4IgCIIgCIIgCIIgCIIgCIIgCILggiNGwRVm4a/+6SecDgCoz+Ov2s2V/vvNTYjOBACMzjoLAFDdSCuPWit/Kc2v2gwAyIin9U18VKr93NwKo7/TyAhatMRFMk1Vo7m4KgNTj7f/rawM6qyhi/PkzNge9A2+pfDbENdEcGbnxgbDNpAs+6ba5d9HMpFhtEqZnDrLvq+5jdYpm6oX838bLdZSNbVSa5s5daijYmlZ2fsdr2yAaDMrXTBBciTVAnWttHQ93JjTLk29dqwzUde+K133I4k2dE2reKFjjJuqKaJ+Yp8tPsix8Kr7GXNtww+0WK+tDJ0a05G9mxiXYbSm5Dr3esZZWDaH6iZXcZ98Hf4WaConT0qQ6nJej0P7OC9n9TPno1zl7Sl/s3mfOCOt3b7FH3mO36LiZO3ZyOs4doqmEkmzGMr2xNevct3bGcotxRU3s55nXkjr5+0b+ZwW5uv1ra5kfZJSafN37GRaRWdqcXZWLeX1XPyNHpfEkQVfcP9l1+tqpnseZyyJ/ppKqKmR92zCiXwXGHcct5t+4Zph/PEx/jQv4Di3xWw7gK7XFncs+ppKictvoELv5Y+5XlulxYeM0NQCKem8/88+GNp4gv7ek1Ddj8OHOJb27M2xIWcPx45mTY2xYinrdfWNVHI9dl9Fh8vctpnKhbh43rspp+ltVuX1G8D6nKDFBHvtRe/xA80yaCjz/u4rPkNPP8p50ZXCJNhMfVCP5ZPSj8+4JZb1y19JJc+aVzYZzlFxtCbdSjWWTYsFG6md980di+xpE3vyvh17PZUaGSP5PJ77wumGPL+7eykAoM3Gi3DsDUzf53j2N8eY0FX5fMaXPb7SbDNDgornVF3JZ9ydckuh4lDt3cLnwtXzkKMdGzDCGEO+SptTEzTPK81NvCdWbRsZzQtoc1Cnmj1H1avHAK4RHvuvrthyJjae5zRp8/a+7ZwPndchVWUs2zGeqa8oxeNNjzAeb4wW71upspQiTcUKa3UR52nHWtfztEKpwtYs5reLYzXFVm017+mWVfr51qbO68AqnlZJnudvNhPOybT/feMLowHo9/WlmzYb0sYmGj/zLn6bajp3Mbs8UXLAdb06o4yOEB2R4PF4Q3Pnf3cIFA0tnuvure2BJDqJ3hKunz/bvq9Ai8u4fS6/9+xbqsVnawn+O0BvbU6b9ogxtl1Tta5y/PTaBQD0OaqrY4lrH+8XAFrqQ+eJzhLj/qekljqr22PBRhRcgiAIgiAIgiAIgiAIgiAIgiAIQreiWym4ImJ1/71R6VkAgJisXgCA9BOnM00CrZXyv3g3YOWWaD5O95Wvcnm8qYVWYI4KLkV4GK1N+qdMAqCrr5SCq2ci/QnHRLLesRZuD1ZtbJdXnyTGPogIjzSkaWqhtcnAtBMA6D7ID1bRQqu5ldZrA1KPAwBERuhWQnmV6wAAjVoblB/XyHBa9VQ00NqrvIGWJUPTTzakh1jnG4jPon/UkbPo23nta5s9JRe6EYPjJwIAosJ1y9CVpZ8B0JVciuqW0Fr8dkXUdWttC51Fh+BMx8fv0RN4X+/5K+fkOM3ac90KWuLZPBhqnTiNc/p1d1FRMmg45x0Vi2vLWtfWfCPHs8y7ntAtGVPSuZyxaKuaZfM5L774qDH+kKrfzX9KN9RBxWGpc4i/8ZuLaYmorG6/2UQr19MG7nFZr9e+onrp1afZ/9etqDfU17HOZuvr3Fbn8zydG0z2abG2nr+N12LMSVy73PfWcADA1Q/yWrzyp32dVidPvHof63HD4wMA6PW77G7GM1i/WI+RotRM21f5pk4uzG00ndaqqS4io8zZmQUy7x4D2ys6hizV0gAAIABJREFUnv9+nOn8HUlM43rUjIJLKcs6k0Vfs2+oeERDRtICcuQ4Xd0WYTH2/ZxdnKPeeZHKkq8+5nrX3Vi2exvT//HGQvu+m+/m+8DVtzPGibIa37yW9/H2S/gOMHwM69NVVE/ObTHbDqDrtcUdrz7D9zClapg+g1bOv/4N29hYzzaq5yDU+HtPQnU/bJoYtk2bOH9ZYVwf/7SE9fzjI1SkHSrwLQawKxq0e/bb68sAAA88kWI/9ujT/FvF1nriAfZrFfsrManjtr5hWlCuWZdxPXHGuXzPVvH88vPYxj/czPqVlfpuwX7ev6cBAGxOqpX5v2dsroZyXtcVz66xH7M1s5wwTfFy1Te0rl/z6iZDvU979CQAwJc30qK9rrjebT3KczhXLvnLCgDAFePp1WL+XUs81n/YDHq7WfzgTwCA0l26NxpVv65ORQmfmaRU3tjUTIthv0LFaDuwi3PeiWcnG/Y7omJcrV1CtUPvgZyb/FH/mT3n4B4+K6WHOLY8eh3XR+rZUnMiANg0dcOw8XFaGt/qZNMqFRWj9zN38U3Hnkg1VUIyr+szv83l/5oiber5KfCGp3cOR777gH3xugepKKypYMO+eadrv7+v/05f519cxLF1xEmcEyK1a9ysqe0aa43P5cbv2bZ96wOnWuqMMjpCeLjnT93W1q4V09AX1Pddd3hreyDpfxK/x0c4vHf0O7GnYfvh5fMAAGV7Ox6T0huFW/gcxqVx/RMZ1/5a9J1MTx55K815VVNEZfJ9N2nCQABAdJbuvcHlIO8BX+J6Wat5v2PSjbG4IhO41mtt6nyPKbHZ7lWCTZWh61ui4BIEQRAEQRAEQRAEQRAEQRAEQRC6Fd1KwZV9hh77JquVlhYtNVqch5wdAIDSlYu1/YGzHMiMp9V2dAQts8ob6EO0qHaX13Ntbazn4RrWLzthqOF4jIXWKpUNtFg/0EhF1aisMwEAddYye1qlJKvU1F8qjVJTHazcAABoaKHV8eisswEAW4vmAwDytONpcX3seWbFsz751bTmio+kVfvmwq8N9VTqr4LqLVq9aAE3OvtsL1fg6CK5H+/nxFtoDS0KriOHnjFU5R1q1NUbzsotX5meeT0APb6XI+uq2G9Lmg54zEOdq/JaWvY/AMDQ+En2NNnRg7S/aFlyoJ7P5Z463dIz0ExKYXy+FC32liXM6Dv4nKzb2p2jru1mLaaZwlsbndsHeG+ju2tv9ro7op6NwXFUwMZF0Jqn0Ub1wMEGjv+59RxnXcWlOjntMgDAfi1NehR90GdF00KoTZtLSqxUFW2v+REA0OJBETdEuz79YumnPSIsUsuDbav34r/bE8oy+ZEXaZn1yt9oVbjkWy3Wkabs+venfd3msfKHOsP2nQX9TZV9+S20Vpz/qa6wmfse26KUWJk9XC9v7ng4AwAQp8UJuO4sXovGBt6T7F76eTVVtIJM6KCFt6qvY53N1te5rc7neTo3mKiYTMrid/OPrNfKb7hmmTqb1/nHubo17LafAx+vMSLSnLVcZQnr+4/bOcb0GsTn89RLqIw7eVaGPe0JWoyqtQu5zvnXnYx/6mw570xjfceVCJ2Rd7gLC8N3H2c/aG3xzWxcXVczeIpNFixU/Cy17YyyfCkvZyfH73lzXMcNKSvR7/uUAfs95nXzrEMej3/wWpXLv13hz3Xz1hbFx29VG7a+oOJnLfra87XwhIpZ9crTFYatrzjW39e2+NMOX++J2fsRLM47ucjlfqWcGtevwO2577zqX513buN4dO1F5tXMNdU2r/UBgCtmtI9TOHEy148zZlGxNXUc389VvDHFw09ReXLBxbS89qd9835HpVZ9mev7HxHFRdmUe/W1f2Qc13wtVo4jUZqlt4phFJfBejdV8V3Gk3Kroyy8l5bq468ZBQBI7K1bfm96bzsAIO8nz/cg1Kj58eUH+R3oTy8PAKDPbRZN+fTXW9mvd23g9dz2C+/3kx8MseelpuH1y6q1tBwTTjrHQQ0QJArzODYs+IAqusff4zuUUmc5xkd78ib/x1pAV2n99K2u2njui2EAgOJ81uPp3+QCAPZs4vW69Df0CPHnN/n+U1HMMSN3p3kluzeqK5inUm6p+1FyqGsod81gieSNUgpI9b9ScOVt5ffBybOoVBl2PMehQKqrOqOMjmCzcU6ICHcdvygyQlc4W1uDN/4FA8e6u0J9g+4Meh6T6fZYRS7HuM5QbilatTnv0AbO2/2n9GqXxlcFV8IYfs8Y+uilAICIOHMxlB1R8b4acrlG8UXB1VDMecRZwZUygte+cIX571aBImN8++uqqNxT5vZYsBEFlyAIgiAIgiAIgiAIgiAIgiAIgtCt6NIKrjbNke6Ov90dsDxbGxt8ztNbDK5A0KpZGNjaaFGiYnc50mKzukxj0WJyqeNtmrmMOt4ridb7SoFW66AKi4s0/sbZ2OLaClFZ/qsyWu1lmbfITY3ir7wZMf0M+/dUB++6djZR8a4tRITuS6QWOyo6nBYTNS2Bs0hYXPI2ACAiTB+Kz8y8qUN5HpNEZaej0mxfHeP1RYfTWtPWCbHzNlQt0P6iZdnQeKpA07RxYHXFl+3OaYM55+nObXRuH+C9jc7X3p/rnhFFa57RiacCALbVLAcAVDXTYijeQku2sYmnAQDCNLPIfXXr3eY5KnEqAF3ttaricwBATDitXcclMd6kigm3q3Zluzx6xzAO0qC4YwHoaq+K5kJDvYclTAagK818oUcfzgnJaZxnlHJLsW09LS0LDgTeGvLbj2kZePeTWfZ9Q0ezny74jHPY5jWurZxVzK0/XUe1g1JuKYoOBd6HtaovoNfZbH2d2+p8nqdzQ8F7TzFe5/hT+OzfqMW8AoD7ZmwFADQ3Gft5i9X4f1S0edurzN7+zbmH9vH5/PAZKiI/+Ue+/dgVf2T/OO8GWveddAGV7T/N7dqxGcxSeIBtH63FTQP0eGP5e7rOsyQIgtCVSU3nXGXVFDw2p3fihEQeHzqS66U1Kzvm9cETvY/jfBWdrFuVf38f16TRSZwnh5xlVMnXl2kxPVJ4Tlx6rLbfaR5wFP1qTVRNtURzDahUJMpC3ZmqfCo9lj6+0lAnALh8zkwAwH/PmuOueUEnZ+0nhq0nNv5YY9h6Y87/FRu2nnj7b0Yl7o61dS7Tudvvyzk/fF5u2HpCqdGU2soZd/sVrz/mXZ2nVFX3X7rXa1pn/FWapWWzb857r3us75RSCgAStBioh/fyvjbUGN9f1nzD5+2Cu6iEm3ZdH20/1bVl+d4VcYnp7Kcq1pbz+t1bGWbK8VZGR2hq5bWJc6PgUp60AKDO6r0fdCViLEkej1tb3I8RgSZjqPv4eAdXFbo9FmwKN7Nfu1JwZY5M8ymvXleebPh/39P8jlW3W1eAjXn9VgBAzhOfAQBa6znnZ5xJz14xfVjm7oc+8qlsAChey/fU1JFZhv0Dzh8JoHMVXJGJXDP0PWuo2zQla/PdHgs2ouASBEEQBEEQBEEQBEEQBEEQBEEQuhVdWsHV1YmP4q+wvZLGav/rcTaUSqreSn+jfZL5y21iFOM81MQb/YP3SR5v+F/F94qL1PNUSqw+YeMNaZTFwdAMWv4rNVhhzU4AQISm8IrT6qf+B8wrJlRZg9OmsMxmtq+1zXz8BaXcGpx4nGF/MBVcyr+43edpeXsrkqjEwKmu4tI9+8MVuh+WsEjD/1Zbewv3KE3lNS3jOpd5LCh+DYD7/uYqJpO/lFtpJZfXsLXdsbrWTvR/3Ga0JLNB+YJu046bHzuccddGf9rXkWs/RFNRqXocdlDNAUB9K9U3eRbGF+gXw9gDnhRcVS2cG5xjh9WCcUION7GMVC22mStUzK3DTbSCzG/caThe18DrlBFNSzsVMywYtAXOEM/OmuW0JP31Gbq10pQzqMy6+U9U25Qc5vP3+J1GyzEVe8KX2+4sVFa++p33xyW6thlS9XWss9n6OrfV+TxP54aCqlL264+eozLqBgcF10W/Y1y5j7VjipJ8o1X78Em0qNy3xbX14cQz9HVRUjrH59pK18q7iAjerHAtNoY7y1DH2FOr53FNpRRcysL3SGHFV1y/Tb9StwKcdQetG1++mx4LvInzY+JotR/MuGOCIAhdmSUL+T4w5RRaM3/5A9dlLdp0pMbReXM5jy/4JngK2eJttFSfcOMY+75z/3U6AKC+lOWW7TGukW0tnA+XPcn38DOfOQWAHr8k3MI1zYJ7ltrPaarWPLho79U5i7g2mf3uuQCAmsNU83//J6rHlLJr5qtnannbtP16PbZ+4j2muSAEgtNnc/147tX8Hrd9DdeZnhRxncFZt/AbmbMKKyqGa62eQ7n2HzJJf19T69Y5f3WteKur5Hr83T/xHfDGF/gO+uBcxulbN4/vm5VF+hpcqcJ6DKbXmqHHUZnz6FmrAQBlBcbvaN7KcFWOr2V0BPWN1PF7qiOZ8YPtf5fVd34Mo46Q5VB3V9RaO0+VmNQr3u2x4h2hU8ap+F+uSHaIA2mG+KF8JyxdQA875cu2t0vTZtVUiJUcT+p2UZFbs4XeTYY9dQUAoPe19PyT98r3pssvWLIPADD8mgmG/b1OoXqy/7n03nNgfvDmUzWfT3qIawtLXPv345Z6jgn5P+QErR7eEAWXIAiCIAiCIAiCIAiCIAiCIAiC0K2QH7gEQRAEQRAEQRAEQRAEQRAEQRCEboW4KPRAbVOJYeuMkr3uLFnsNa9dJUtc7k+IopuhA5VrAQD1zXQf0ObBr1OYput3TrOtaAGPa9FgnV1vFdXuBgDY2ty7lNlduszlfuVycUvhNy7zNoMlLHCuAM1y6UfnAwCaGygZ/eCCL9qluX7JZZ1apyOVXv0oU42I5PN3MMcayuoEDGdXeuFhEe3SNNsou19e9iEAIDOargZGJkwJcu3aU9lS5D1RN6ertDHBwvE7JZKy9UFxx5o6L8zBtsTZbWV1s+cg1OpZ8zSexlvo7kG5KHRHbQvdHvrjorAon2NqdSXnk9NnUOq/5Fu6pxk2li57+gwI/Lg/fCxdgubs0N1qLJ3HcnP3ctz5z+d9XZ67eindBlx5G91VPHMfnyVrE+e0jB76sqiqnG2rr+U9qq/jduwkur7dvIZuf445gf/37u/alZ2qr2OdzdbXua3O53k6N5T88BGf46mzM+z7ZtzEfvLz11xPHNxFt03rl3DdU13Gsfbye9mezD58hkoL2PY+Q3mdjz9HDwxckMN7kJzu+tonZ3L/swvoSnrjUroNPaSdp1wbpmTpz+nJF7JfWxt5v9csrDDT5G7DrrU1AIBv3tADI59/U08AQHY/Pm8bl/GeNNSyD6Rm8/qMPJ7uI3O389698ZB/gd0FQRC6O62aN7HH7g+e++85v/rWVLrGSs6Tc29Y4HMZ+asOG7a+sOKZNR6PK1eG/tRLEALNki8qDNuuwkmX9HS5X/Wf2gqujzcu1L9JfvcK3Z4d3F7jMe/NP9BV3dOXrAOgu0McczrXugmp+vq5vorllORxjfz1v7jGqy7z/E3HXRmuyvG3DH8ob8gHYHRF6EivxFH2v3PKVgDQ37O7KpERXKf3dKi7K8oa8jqjOgA8h3upPlTbafVwpr7MvbvLmJRon/IKj+Hzay1x7/awtV77RpMY6/J45UqGmeh5+UkAfHNRWLmLfb9gCV3/9T7d+ExPfGgaACB5GN+7d73HcBhN5R13jZw8hH143F0nAwAyj+3lNm3OnC0AgOaa0PUjUXAJgiAIgiAIgiAIgiAIgiAIgiAI3QpRcIWYumZakLTaaM3gSbml8JbGnbrKk3LLLP4otxSW8M5XcB1aW8g/wsK8pi3PoQVeXXG93+XFZzFgZtrgFL/z6K688NkAAEBKOhVOZw3aGcLaBA6rjdYfzdo2IaJ9oFLVL+pbq7RzghdI2hutAejnXZ1Qt1GpZCPCOIXuqaMFa0GDuWfeWbXlSIuTYrAjeBuvOzIntLYy78fv5Bh771NZAIBb7qPl0LoVHEdXLXUfuPn+5xiQfdBwWlH1HkDrqAe0/eUlNI9++SlaBu7YyD444/IkAMDUs/UAsS1asGWltnruAddKuH8/TguoOx5iPd/7YQAAIEITZipFGgDcdUWBYd8/H2aeD/+LSqSW5jZDW39e7Lqtqr6OdTZbX+e2Op/n6dxQ0qY9em/+Ode+76kvRwMAbnpqAADg0csYoLe+mtf3r9cyMO6Vf6SC66QLaDEWHUtbrNxtvM7P3rzbnueEaZxrT7s002U9aqv4DK38mor7kZOpQJo4neeFR7AvVxbr/W7nGlrDfv0ardkP7w9cwOuuxIdPH7T/nbORz+5Z17Afn3s9n3FLFK99ZQkta3M2Md2PX3Re8GpBEARBEIQjhVd/s7XTyzy0m+u3d+7d0a3L8AXlvWp4xqkuj0dFxNn/HpE5HQCwpWhe8CvWAUZmngEAiIpwrRJS7/6FNZ33HS4iqr13I0VLY0un1cOXsi3R7uvsCmsp3w2jMpO8pokdyHfSqrU5huOtjXyXsiS7vndm2PwvKg3TRvNbSWyW9i1E+9Q95LJxAIDBl9BzScV2fiOo3lfmNe8R108EAMSkat+zx7AMpeDyhFKY7Xx7rde0wUYUXIIgCIIgCIIgCIIgCIIgCIIgCEK3QhRcIaa4dk+oq9BphCIG1/f3/2g67brX6TN036IDfpc35KwBAIDpfz3Z7zy6K3EJR/bv5UXWXABAz5ih9n059fQ1bTOhvBSOHJR1VE0LrWGUqq/R5l6t1JkoJWGSxbPFTYIlzeNxM2xdS7XidWf7Pm7+/V7/Yqn9Q1NSqa0v1NWwrz57v+/nfj+3xrA1i2M9fa1zR9oaSBrrqbK6augvPp2n4mwBwK9HeI7VodI+c9Mu0/mreFIfPnPQ5XFrA+/3Gw8HPlbUp//MN2x94bErtocsb1f8sqDcsA0E7/89z7AVBEEQBEEww8ST7zL87+zBKGf7V/a/qypyO6NKQjejXvOUVVK3DwCQGT/IbdreSWMA6N5NdpQsMvwfClTc99FZZ9v39fISe6uwhuq5xhbf3lU7grWWyqSY5PZxraI9xOcKNpFxruMzA0Czj8qy+r30WJM0UXuGXl/cLk3tdr6zZc2cBACoXsfnTim7MqZTVeUpjpc3Gkr4rWnFPYzPefILFwAAYtLjDOnCwinpUiostfXEyOsn+VSXmjw9/ujK+78DALRaQ+9J6sj+Ii0IgiAIgiAIgiAIgiAIgiAIgiAccYiCS+g0LOHtf9XvSjRWdjzOhrUucPFzugsWCy0EoqK9xznrzuTUUa2VnTbQvu/Y5HMAAPvq1gMAWttoDZJsyfIp73AXtgau9nU2YWHt6+BqX3fG+Tr7ct331tHP8LHJtKyqbaWlWFET1SKqRyilVJiW96HG3QgmeQ1UcIxKoJK0PIaxhCqbqZhKi+oJAEiP6g0AaLL5H3dQEARBEARBEAQh0GxZ8yYAwNrUeYoU4chiT9lyAEBG3AAAnr9l9E0eDwBIj+sHANhdSm9QxXX0uhVMRVdEGBVH2QnDAABD0/keHxuZ7PXcFhtVVLtKlwepdu5prHKv4Eruy9jHB1cXdmqdACCxZ7zbY01anc1Stphx87IvOh4AEB5LZZqtQc+n5Bt+D8w89xgAwKiXbnSZV/5bS3wq2xXV++hxY/G1nwAAJjxwGgCg55QBHc7bGwVLqUxb/ze9Hc21vl3PYHJkfakUBEEQBEEQBEEQBEEQBEEQBEEQjnhEwSV0GpHhofPB6onFD/4EACjbXdHhvI5GBVd84tHxO3lDKy3HVld8ad83IuFEAMCklPMNaRtttQCAvIZtAIA2GP2GD42n9ceAuHEAgIiw9kOxUgWpc2tb+HyuKP+0A63wzKhEWgr1iRkJQPf97MjxKTMN9apopkXOLxVftUvbFfF27d1dd6D9tS9uygUArK+k3+HB8RO4jePWpuVR10ofxfvqNgSmEV4oaNgJAP/P3nkHxlGda//RVvXeqy0XuRuMDQYMpoeS0EJCQkgCCZAEvpR7b256L5BCEtILJMAl1EBCrwFMcWwD7r1IltV7L9v1/fHM2dVK27WrXUnv759ZzZw556x25syZmfd5H6TqGDVVox2n6rt2aAqzg4ObAQDVaSdPS7+ExKLkB/8FAGj9zq+Cl/0+vRBav3vXlNtNrmH+csvhuinXpTBXM9Iy4+KzAQBdf/h71OoWBEEQBEEQEpvKhecDAHLyF3mt7+5gZoumOm91y4q1NwIA+rqPAQAyc+a5t5nMvIdSCjKnwwoAyM7jHLZq0UUAPN5gej3VN3u23c3yTioaSipPc9dZUEJ1kFIQ9fdwHlx/5OWwvqcQHgNW+hgf6+F976K8s4Luk2qkv/ZJJXzuoRRSXSO8hx7U6hyydQEAbM4RrZznWaBLy+yj7r/12rNQs57KonQTvbIzzPRHUgozvc6/d5Q/9ne8BACwOCL3d4qU3uP0/s6uzJi0rXwdv9u+x49Oa58AoGyt/4xK/U1DYdXVt+2o19IXlhaqqg5//WEAQNFV6wAASXo+T+t/l+NM10u7w2o7ENZeeqFv+coLAIDsmgIAwIJr6ClXuLYcAJBSmB5x3R3v0lvs2KPsd++hzin0OPbMjSfTgiAIgiAIgiAIgiAIgiAIgiAIwqxBFFxxRnmzVGesBQCkGPjme9hO1cCxwXfcZS3OwG+aqzNOiUUXo0ayfvJb/UTg2Mv1UaurYy/faN9/QexUNolG6hxRcCmGHD3uz+/1PRdRHUeH3/FaTgX7GCPKXuz405TrOjD4ttcymhwZ2sYltoW9bzS/YzT/94pO2wmvZSS83cMcymaTprpa+AEAQLKZebdr618F4PH9UktfjGEMAHBE+45HgnzXZsthn+sNhhT359QURpkNDDYFrEuYObgsPK+SzIwoHLP6yJ+t4/ju8rUtQrKuokrS8pM/Rq1OQRBmL4u/zDHjyC8Y5Z57Kr1QF32ZPqitT1Ed3fD3LXHonSAIghArVq6jj41SSin2vvs39+eUtHwAQGZOFQBg99Y/e5VdsY5Krf6eegDAYF+D13aXi0qbAzse8NsPpbpavOrDbGML57BWS7/P8impvG8qLD3JvW731r9on3iftuq0mwEAGVlUWQz2B77H+vGWs92fb7+E17vhvsDZg7798hkAgN/fQH+g77x6JgDgS0tfDbhfKNx2LzOWPPlTqlqaDyW2T1ptD/9nSp1Vlrki5H0NmvqqOL3GaxlvDndtAgC0Dh6MWx+ad1DNNn9j+aRt1edwnfLDGmwdjnl/UnLoBbbowkq/ZVq0PseC4UPNAIC6O5pj1oY/+g7zWfT2H3v7fKUWeRRcKdpnU0YyACDJQNd4Wz+fC1i6+RsNNWlj21js+hsL5taTaUEQBEEQBEEQBEEQBEEQBEEQBGHGIwquOLM6l1GJGcZ8r/U5plIAQLox171ua+fjAetanHlGlHsnhIvLyVfclj5rRPvf/dL8aHZnWjCakuLdBUGYNVhtjH5r69gFAMhILwMADA23AgCMmqqqvHQ9AMBgYPRN/4AnGrGvvx4AUFm+QSvDfZpaGLmWlsqc1CnJvL4kJ2cDANo797KufirRKss815SRUeYYVwoukzFtSm0AwOBQCwCguuoCbQ3Hz9b2nV7bhdjg6KAa1VDA3yj9zLWTygy+QjWns7vPa33uJ67mvkWcu+g0FdjoviMAgP4nqbQwlhW798m87FwAgKmKx3TBF2/0qrPzN/fxwxiPA+XVlXWl5nPgdGlteXLTt995t1cd+gxGpeV/7nr+nZ3h1f+uux/xakMQEpG0FObQz82odq/LTmcUbGoyo8KTTVT36vWMVFWemU7N/8Hp5DzU5qAvxLDFkzN/eJSfewc51vcNNQIAxsac0f4qUSG5lNcPdd6Wf5i+Bts/xQj+Zd+/AoAouOYKGaklAIC8TJ4fGWnaPXMK5x3Gcepzg/v84CMP9/mh+anYHfSYGLUyc8qIldfFoZF2AEDvYL3XdkEQphflgWWz+lcH5RctAwAMuRVQ3nO8oX4qKdIzOCedqOBSyq5AmMyZAACHjddUf8otRWo6x6NkTckFAKtOu8lnWb3BHLR9AOhuHHV/zi3nOBdMwZWeq83PBx0htREOv79xR9TrnA72tdOvyOLwHFPVubyvTkJiP9dSXmAHOnif1TJ4IJ7dAQAc38Tz7swvejy9k3T8P+oM1NNc9GM+U3jyM1QOOu3eisxooNo8/3v0Hjck+3/VcfyNMDPSJLHurHULAABpiziW6FPHnbu68I6dxj//O7w+TIGR9iGfn2cjouASBEEQBEEQBEEQBEEQBEEQBEEQZhSi4IozqYasgNsnKruE2U3VotAieARBmJsk6XjZTk1lhP/+Q4/5LdvUQr+z7CzmpC/IY4SjU8s1PzDE6KWG5v8AAJZovl+9fXUAgPbOPe661L4Km314Sm0AgMXCiGilQqs9zmg0q23A73cSooejg6o8Qx5z0evzssdtpJJDn8M5iqPLO3q996GnAABjWjnl1VX2s68BAPqfegUAYG9uc+/Tfc+jAADzT74CAOj89b2+O6bVlftp+hy030GfA2dv4GjZ8d+h4xf3aP3jcVj01c8CAIwljKi1t7QHrUupAU5fcVvQsonI4YYXAQAN7eGrWqqKGWm5uOJ9AcuNamqH/+z9PQDANRb9COFwUB4Z65d/DoDnNwzEziN/BwB09R+NXcf8kKSprkrz6dFRUXgqACAjtdjvPsFQihW1NJsyg9bp0NRenX30Y2xs3woA6B+eun/A2iVUauZkzAtYbscRep909x+btG3MxWj89IX8PS2tHAscgxav7YnGsnlUlhXnBfb5OHCc42lbz76Y9ykQxbkrAQArF1wTsNz4fu6tjaXnMKOhy/IZFV5RdBqAKJ8fRqp8g40V4+clHX30Omnt5hypfyh23qTnnfJNAIBe839JVCw2qqTf2v2rsPd01i0lAAAgAElEQVRV4/bGk/4XAGA0pAYsv/vYwwCAjt5DYbc1nZRqx+3y+VcGLauUhG/s+jmA0NW044/buThXUQwPcq6ZX7xSW+OtpMjIpgK6p9PfMRP8GqIUZEYTM1iYzBle6z2w7ZEhevxYRz0ZEPa+QzWa8hNTc4AxhKZm6W4ap+Aq471T4z7f90wpGbxfHBkIrPCaiyiv6qPdb7nXdY0cBwCsLLoUAJBqzJ68Y5zoHfVcY/a00/991B78nmi66G+iIqj21Ub3uoUT/K9KVvO5xdV/vRAA8O/v8HzvrZ/6PX9GMc/J877DOULFab7nCI3bPPeknYfDU2VX3cb7oYJLT/Za7xr1eFSHOxedTgXXXEIUXIIgCIIgCIIgCIIgCIIgCIIgCMKMQhRccabDUg8AKElZFHC7EDt0ekbauNRb9wQLBLVa2KFEjVBV+W7NyYmds1gQZhNWq//IreJCqgFMJkYXjozQb0VFySpsNkZcuTRPCpVfOhSi0caopuCqq6fap6riLABAVw99nHp6p19RMZdwdHQD8HhiuQY8ObldNv5e5oVU5jm6qNRJMnLamPPRy/l3MqPgx+wsr0vVvE/U7xyB15U+m4oT1xB9DkJRbinsDfRtU8othXOQ302XLCrpUGjQFDxKWZSeUuSzXIqZ/m3zSs4EANS1vDENvfNPZRHz7gdTY7T3ejwL4qHcystaCABYWkVFa4o5vpHCSs1SkrfKa3mkkaraE22b49Mxjb4d9Apb8s33AwAOfJeKpyQDo991xsS8ndVpiutg6hsVxS8Q5TO3fP5VAIDs9Ip4dgeARwkJABWFp3kt3zlAL8j+4dgpuWYzSs2iFFllBWsCli/MWeZVPlFR/QyFzj5+l0T1QUx0BjRPrb4eZqBYvf4zXtt7OqlOHug9EXEb6rc5svcJAMCyNfR6dbm4Xt3/7N9+PwBgdIRz7NbGbe46Vp56s/ZJKbY4V973HjMauJyB1VbjPbjyNAVXsqbUun3L2QCAP91ED+f+Tiqze1ssXnU4HZyXn/cpKmzWX1Pm3paSybq2Ps659HN31Xrtu/wcZpa6+DZ6xpcspu/tHz5F7+S67d5+vTMJpZJ66wQzQBSl8dlsVTb9iXNSynzvGEWUsqxjiPPS+r73vPqW6PznNzvdn8s1FVVypvf8p2g5r+8fe5zzucZ3qKpq0pY9dbznswx4lFHqXtKUzrpy5vF6XHYK5/pVG/jbqGe6E3FYeY6+/avIPeNyz+F43rOJ9w8nfksfN+c4BZeQGIiCSxAEQRAEQRAEQRAEQRAEQRAEQZhRJGbI2xxiTw+jI9tS+KY+Rc9o+FEH85F2WI5HXPeIg2/Ad/Q8N5UuRo01uZcBCO47Nt3cvO1jAIA3fsSI5UNPTs7/HypnfYPRfDnz+B2fvuXlKfYOuOViRiO1NiRmDuXSSiMA4L5NC2LWRuFCnhe3/eucmLURS1782X4AwJYH6iKu4+QrGMF65Y9OCqn8O4/Uuz8/9+O9EbcbKSsvYTTNNT8LHIkJAI/+DyOUDrzcGlYb4f5PQsFhY1Sd3cJon+Fuq3tbXwsj59oOc2xt3KUpkLbRy8g2MnX/GbOmiFIKKbOZY0lffz3b0LyvAqGiDFNTqK7Q643a+tByvKekMLqqtPgU97q0VCo48ofbotIGAKSnsc6C/OUAPFHskWhBc645HwCQ/f4NAIDOu58EAAxt3h1Bbd5U/enrAAB9VnrAcp1/YlTn4BuRR4iF2+ZU2rVrCq7MSzYCAPqf8uQCd1l43Gd/mNftvsc4j0heSuWJLo0eGV1//LvX32mnBjgXtQi8JCOPFX8qL1c//Qx0Gcyprs/iOeHsn+hzgEmqwzFX6Mef4B91Hh+sfxYAsG7pp7Qtvs/O+SVUX7Z0ec435ckyHSgfnerSjQHLKa+pww0vxLxP41GR3TUVFwPweAklKi5tfG+PsyeUovGhbV7Liez+0sPT2R0hRijl5Sk1NwAATMa0OPYmOMOjVK6Lcis6tPdyvAmm4CrIrgEwzr8owVRPSrGZl1kd8j7x9t9LRLa/fVfY+zTWvu61DIZSToVDb9cRr2Uw2pu2+/wcCV3jFFylmnpq0an00T26jfekSzbwvuzg25zj9zR7K7j0Bs7jDGaeP7df6vE+yyygmvsbz68HALz7FO/LO44zo8L+TV1ey689s35K3ycRUfPftqHDXkuzgf/vnGQ+38jWFF1pRv6/jXoq6oy6ZHddeh3vdxwuqnzsTv4Wdhd/x0ErryF9Fvqd9o42a+U9zx5mEgMtnmcUL3+Dyv/Lfsl5ud40QVej3U4ovyx/vllTQWW/eu0HnDt2H438vmT0BH8rxyB/O1FuJS6i4BIEQRAEQRAEQRAEQRAEQRAEQRBmFPKCSxAEQRAEQRAEQRAEQRAEQRAEQZhRSIrCODOmmUy2j9YGKRk+VhdlokP27qjXHQk2TY6bisRKURhNLL2UHudeUBW1Ovt7Eiv1wkSGhyQlVCKy5upK9+c3/8IUqIOdFn/FBQ2DJqFXy5RMo3tb/nymJ1h4ZoHXPg4rz4Ejb7QDALb8nakoG3b2hN2+1cY0bIePPROw3LHjL/nd1t7JlJSdXTRCdYWYvuXA4Se8/j5a92LQfabaBgCMjDDVhTLXDSfNoSJ1jZayxszUMCkrmUovGikKe594DQBgKMgGAOi11HmppyzV/k6dchvxaNPRzv+7sZSpIi2HPPOQMRtT4hoLma7S0cVj2TXCMSTzsvMAAAVfvBGAJ32grSlAmlEtFeHIe3sAAMXf/rxX3V1/YLrDMSePpZ77eKzk30oj7zG7ZuSt98Rmdf72/tC+rBARfUM0bm/poml5af7JPsvptDQsNZUXu9ftPvZIjHvnYbHWrkFvDliutplpi6y2gZj3CQB0SbzNWr3oIwCA/KxFEdflcvGc7NV+k6ERXm+s9iFtO1Pkqv+BSu+WnsLzOzOtxF2XQe9JoeOLlk6mO7XY+iPubzRJLuZ9g6XNd3+yVzNdcd+uhmnrkxAdxh+Lp9R8EkD4qQkHR3jdGRjmctTW697mdHqnEVLtqTbSkjmfS08p0NYHTwusaO6aejriYOyv+xcAwKj116hP4dLA72EwpExYn+LeV61L11JMB2NwhCmo7Q7erztUOi2HJy2a3alt09aplFvRGFN7Bo5r7TEdmtHge56jfsPczHkAgO7+6D9DmQoF2YsBADpd8Mds6rv2DESewl6YO/Q0ee7ja85garyaM7ncdB+vf5d8nqkxW49wbtDb4vve/82/N05aN9DJ1HhdDTy/s4t4rqkUhXMZq4P/z4mpCwXfNGzh9fifN70CALj0TqYyTyuM/j3zRKwDvO6/pKVJVH2ZCrU//CcAYMG3rwYALPrhtQCAkWNt7jLOYS215ITU+/5oe8J32m1haoiCSxAEQRAEQRAEQRAEQRAEQRAEQZhRiIJrFmNzjgYvNI0og8XZjMvJN/bGlKmfWg67Fu2e4Aqp4cHE7t9cxTDOzPOMGxYAAF76+f54dWdWYzDzf73sohKv5dG3OgAAz/+E5tE9DcM+9o4doaqq4t1GNOoY2cFIOmNxPv9+7+CU61QMvOI7wqr0e7cAAPQ10VPsTmebrmFGZDbc/HW/ZRpv/bbP9e13/CHidnsffCqkcpb9R7yWgbDWMXLVqqnAJtLlZ300sNqpXqtreSNmbURC32D01CxHGl8GABRkLwHgrRIYT2HOUvfnvCxed2IZXZ+bOR8AUJy7ImA5pUxo7JieaMkkzT171cIPAQhfuTVqpaqxruVN97r2Hl5HnJqSK+w+JXnmBDkZHD+KcpYDAEryV2tlaDp/vPWtiNqIFYu/QoXege9y7HAMMiK94DwejyWXsf+i4Jp5LKq40P05VPVUS9dOAEBdyyYAwKg1cuP4iaQlcw6Rm8nxqyC7Rvt7/rhSvD9r7Zq6QjwY7b0HIt5XKYjOP8X3dVyhVPNb9/8x4raigepHRy/nb2UFpwQsX5izDEACKrjGXQeDob5rJJkLwmUuzFVmO91Nnmd7GfnMWJFXxvnYv+5gtpaNn6Sau2xpBgCgvc63+soy6PDbjluAkjSl7goC2vczk9gDVz0LAFjxQWZYWXUtla6ZZaGrpv0x0sM54f4njgEAdj90CABgGYjes+eCy9YAANKXlnutzzqlOuI6w1Fw6Qycw+uMnKc7RiO7F5gLiIJLEARBEARBEARBEARBEARBEARBmFGIgmsWY3Mllt+OY8wa7y7EBL1J7/5ccXopAGCoY+q5igd6E9t7S6GUZjYrlyazhPskGms/xGjtt+5hdNdI7+xXUyYCi84qBAB8bu1GAMAz32e0757nmuPWp9lK7+Ovei0FYbpQ/iRNHe/GuSexQ/mEHGv6NwBg6bwPBN1nSeVlAIAt+34PILqKUqU0Um34h/OSgyfoaTgdUfIAUF12LgCP4i047Gd9K/0CjjXTg28siv+z8d9ded2o5VHtd81KZ2RqonhvKWp/y3G95iuXAAAG9rcAADKXc8697xuTvR2FxEb5KJX58fXzxaGG5wEAje2xU2IOW7q8lkr1OV5dlpVWBgCwOaZXlT9XaNPUqkEVXNr4eghUBigf13ihPBfDUey290xfZo25MFeZ7fS2ep7t5ZRwDG2v5TjktPMaf+gtKmY2fpLelI9+O3oZLQQhUhwWKgZ3PXjIa5lRQn/JktVUT6fl06PLnGVy76vT8dmiZZDPr0Y1xVb7Ph7rPXWxn7MWX30qAGBoH73rTvyBXui2dk/bY87Y3WMUruP8fP0dnAd37eI8uHVzPfvzDP+fDosou0TBJQiCIAiCIAiCIAiCIAiCIAiCIMwoRME1i7G7EsuDyx5HD67zf7QBAJBW6Ns3AgBO+gRzeS++dL7fMl4kMZoguyrTvSoll9E0u+6LLCLroupDEe2XCCivMJNZH6Rk7BjsYETHG38O7tkynTTs7I1r+6YU/ianf5x5gl/9zcw9ziKlbhujcd+655jP7XoDz+fUHEYMpWZzmVnsGTPmr8sDABTX8JxP0oWmVlT//w/+hPmbs8bV+dZfffdHEAQh0Wju3A4AKC2g6iIrrdxv2dRkjpeVxWcAAOqj6OtUVXw6ACAtpSBguSatv/1DTVFr2x9K1QEA80vPDmkfparaf/xJAEBrd+w9fXzhcHLu1N2fmNej4eO8fjc8tBUAsOh/3gcA2PmZ/wMQ26hZITYobyulxgxE9wA9lmKp3AqGzT7k/tzZdzhu/ZgL9A7WA/Ao5EyGNJ/llKouK51Klb6h+Ho55WXxHsugNwctq1TRPYPHY9onYXahvN4BKOE3jmz1fsZwUFNwXfk1Kgl7WqKX0em6O/isrHQxz738St7PXnc71w92MVvTkz896t7nxJ6BqLUvzD4GW4e9lonKaCPPq4E9J/h3fee0tl+0vhIAoDNSn6QUXdk1vA86/uT0qYETHVFwCYIgCIIgCIIgCIIgCIIgCIIgCDMKUXDNIuqHdnr93WWNbyTTROLpwVX/JvOlzju7wr2u7NRirzJZlZley1AZ6fYo5fY+RGXM9rv3RNTPmcyXPlgPANAb4+fBNTrAvLPvPnYibn1IZE77KNWJm+9lNKxlcO7k6R3Sosrqtk494iYl0wgAWH05x5OzbloIAEjPCx61CQAXfGmp+7NtlB4r2x5KoChOTZ0676/fnrSp/lM/8L2L2ajt8x3+rWf8TM/DzFHd9/SbfpvLueZ8Lj94HgCg47ePAgCG/uM9jpb/5P8BAExVJUG/Qs8jL7Pdp94IWlYQhNBQHieH6ul5cuqyWwAASUn+4+WqNTVTm6ZOstgij+Y1mzK1OjcGLKci/5VnWGzheDnelywJoc2DDje8ACB+yq1E5NQHb/G7zeXg9VKvXW/WPXATN2iR7O987C8x7ZsQPTJSi4MX0mjp3Bm8kDBrUMrWjl56B5UXrA1YvjCX6pF4K7gKc5aFXLa99wCA6fOFFGYfP7zoPz7Xt9dx/vOlpb49if2tH88vrnnH5/qHvn4gxN4JwuzixO9eBABU/+/lAABDJtWLloYudxnnSHjZyrpf2xdy2dwVvudMyoPLZZdriUIUXIIgCIIgCIIgCIIgCIIgCIIgCMKMQhRc08RVP1wFAHjyu3sBAIs3FHit3/YwFSev/+moj71D41D/21PpYsxxxNGDq/blE15LwOOf86m3PgIA2PJLejUcfqY2pDrHXAwZdTnkjTkAtDTMHTVQImIddgAATKkc1pN8BJCb07nttOuo5Eo0r7KZglIKbv17HQBg++McV869jZ4SZ96wIOS6Lv7qcgBA+xGqGurf645aPyNmjGOb9XiLe1XKMh4zhvxsAICjq89rl+QFzAWtlFsK86IKBMNU5R2VZK1r9lmu//nNAABjKa+f+kyPL0PKKuaaN+RlBW1PEISpMTDSCgBo6nwXAFBReJrfsnod/QwXV9A3aU/tPyJut6biYq86/XGkkQpOuyP2XrSFOUsAABmpwZWliq5+zvUbO3xHSc9lRIU1NzBr/kmhMGTpiGFPhESlvYeeIkEVXNnMinCk4cWY98kXSsGsfOVCob0n9Mh9QRAEIb4s+82NXn8nV+RNuc5wFFzJeam+69jV4nP9XEYUXIIgCIIgCIIgCIIgCIIgCIIgCMKMQhRc00RuBd+6KtXPhhurAQC/vpz+INf9+hQAU1NwJTrHh3YAABqGE8OfSv0WPceoRHA5qcRy2pxx65MgREpv4wiXzVwuPd+/v8H666nG2fIAFUi2EUeMeze7sVs4Zrz8C+Ym721k/vNLv7kSAKDT+fdjUduu/OFJAIA/XL0JgMebK57YjnuUVErBZarkcTVRwWVeXMUPmvpr9GA9ACB5YXAFl1nz1HKNWAAA9vYen+UG3/Tvw1H4BSpx009fGbQ9Yfag03Ppiv/pMic51vQaAKAoh0pUUwBVRlHuCgBAbud7AICegdB8B3Mzq8fVsTxg2d7BegBAa9eukOqOBlXFZ4Zc1qllMjhY/0ysujOryajh9UefSgVf3y766+pMvJ11WSWTwExBpzOGXHZMBvg5iRrPbXbOqU3GNJ/lUszMLJA5TkWrVMbTQU4G579Gg+8Ie4X6HgDQOyhe0YLgi7LMFfHuwqygeUBUotFk701/imv75uwUn+uHGvunuSeJjyi4BEEQBEEQBEEQBEEQBEEQBEEQhBmFKLimiTHNpqlkaSYAoLeJKovRfrvX9tmMa8zptUwUDj9Nz62BxsE490QQIsecweFc+WoFUnClZjP6ed21jDrcfG9ovnNCaLz7GCMzkzMYoXzBl5YG3SennJGf66+nWuHNu+Ov5vXlhaUUXCM7DnmtT66pBADYW+khZjlIdUYg7y5dipnbCnIAAKP7qShUKjBBCMb9L3MM+/j5gaOh73mOx+dNlzXEvE9zCYeTqssjjS8BAFZUfzDoPksqLwMAbNn/RwDAmJ85YVIS5XlLqi4LWqeaVx488WzQstEiNZn597PTg6tUFY3t2wAAFptEXIZD1Q1UyWUuL/Na37+3CQCw/MdXAQD2fvmx6e2YEDHh+OOZTRkAgGFLV6y6IyQgY9rDkY5eZkcoL1wXsHxhzjL35+lUcBXmBJ/jA57vAXi+myAI3qwsujTeXZgViIIrulhbeuPavm2A91sTvbic9sR6rp4IiIJLEARBEARBEARBEARBEARBEARBmFGIgmuaqN3CqLNrf74GAPDgF+hBoDfyHaPBJO8a48WBJ47EuwuCMGWUWqj1ICPDj77d4d62aEOhz33O+OQCAMC2h6i2cVglojCaKGVczblUPVWszgm6z5k38jdR/mjK3yseBFJwuUmih1jyQipkRvZQeWatbfIqZl5YDsBbwWWqKvEqY63z3kcQokVmjj7eXZjVtHbTW7U0f417XW7mfJ9l01IKAACVRacBAE60/cdnuariM1g+OT9o+yfaNgMAhkc7Q+zx1BmvFggOVanNnTti05lZTtYqquT2/PcjAICVP/8wAGDMoc1ZRPQ747DY+oIX0lA+fKH69gmzi/be/QBCUXB5lFTHml+NaZ8I578F2aEpuNp6RFEhCIIwEym74RwAgHOYSqq2f2yd1vZHO+nhOFHBZcpMntZ+zATkrYogCIIgCIIgCIIgCIIgCIIgCIIwo5g1Cq41N/8SAHDg8Z8CACy97VOojRE5hSs2AACy568GAOhNfEM63EGvh9YdrwAA7MPBo9DeuPuY13Iid39iyxT6KwjxZ/kpKQAAczLfm+/YPBzP7sw5zOnew/kbf/Z4OPlTcKXn0QPplA/Sx0YpuYTo4HIxrPz5Oxi1+ZlHzgq6j1LirXhfKQBg51ONMepdcOztPe7PrhFGLJkqirzKmMqoxtCl8/y3naDvwUT1l1J4DW/1RLCaJym4JivGBEFx9iXpAICScqN7XUY2lVnX3uxbHVlcznFxsE9ylE8Hhxqec38+ffnnAHi8tCZSXXoOAKCtey8AwGqnD2qyKVPbfnbQ9katnH/XtbwZWYenQF7mgpDL9g7yvmHE2hOkpOCLMZem1EryXp+kS/JaCjMHdU6EQnkBlTtK7RmOf5cw8+kdqAcA2OxDAACTMd1nOaUOBjzK31j6tmWlcZ6urln+UP3uC+OYFwRBEBKH/ItWAQAGdsTnWVnne8xyk7OkwGt9Tg3/bt8qHtMKUXAJgiAIgiAIgiAIgiAIgiAIgiAIMwp5wSUIgiAIgiAIgiAIgiAIgiAIgiDMKGZNikJFVgWNPvNr1gMAzJl5AAD7yAAAoPMAjahHe1r91lG4kmlRytdfAQBwWCgtVyky8pec7tXWwX/+QisXeUq2vEoaxnXVS1q36SazjKkORnuZgss+4ghrf53R8544u5JpCka6mD7D0m+NRhdnBN/7czkAICuX6Yguqj4Uz+7MOXRaih5jMv//jbs8qZDq3+0GAMxbl+dz3zNvZKql9/7B9BlOuytm/ZyLtOxnGq3Wg/0AgJKlWUH3WXlpGYD4pijE2Jj7o/V4CwAgeck8AECSgceZeVGl1y7WWkronf28bjq6+N3NC8snVW+qKvbeV1IUCgFobbADAKprzO51RiPHvfk1Jp/7DA9yLPv+59ti3DsBAIZHO92fT7Qx9fa8kg0+yxr0/B0XVVwEANhX9wQAoKbyEgCAXuf7Nx2PSonoctkj7HH4JGl58rLSy0Lep7vfd3pyITQ6X+d8ctUvrgUApJQyJemquz4KAGh7dnd8OiZETP8Q5zYqfRvgP/Wc0cAUyKsWfBgAsOvoQwAA5zSe90L8GAPnoh29BwEA5YXrgu5TmLMMAHC8NXbpa1UbwWjv3Q/A8z2E+LFsOVNcP/Oi7/th57hs1v19nD/u28dx5tGH+GznxectMezhzOCyD9C25YKLuPyvzwe3axHmKFoG6bwF2QCAktVMH5uSy2PHlGb0KjfdbP7VzpDKGdLY35HaqdggRU79s5wHL/7YyVyh/b/Kzq0GABy6f3s8upWQiIJLEARBEARBEARBEARBEARBEARBmFHMOgVX2WmXB9yeu4hRP4ef+rV73WhPi1eZ/KVUaA231wMAjjz7OwAeBVdO9UkAgPnnfxwAULD8LABA6/YXI+73ebcuBgA89pXQ3iIL0WPdbfw9y08tAQA8cAmjiF2hqljGBWRdfjcjkY9vYmTiGz/YEqVeJj5pGfK+PBEwp3FYt1s8YWhv/PkIAGDeutN97pNVzOjYk66gymb742JUGQu2P8H/6/u/tTJo2aq1jC5Uirzxv2c8sB2nuiplOSOFDIWMoDcv0FQM2vXRcqzJaz+r9nfqmhoAQJLeM06YKqngcg0xKtLR0RuLrguzhKP7rV5LAFh2EiPqfvLl+ETUCf6pa9kEACjOWwEASDZl+yxXkkfj5lErz/9QouJVJH9X35Ep9jJ8UpJzAYSmMFP0D4s6dSq0PbcHANC3k9fQ1CpeH0dOUJ1uaZHo8ZmGa4xzmsaOd9zrFpSdF3Cf3EzOP05ddjMAYP/xJwEAA8MtfvcRZg9tPfsAhKrgYpad2Cq4loZUrr1nf8z6IEyNY8eYtWfTa5xXms0eGUlZGe+/ztrIa/3ZG6k6//1vqTr95c886tO5hlJuFRVH/9lPy+CBqNcZCaUZgeei/RZmAxu2y72rL0pWFwAAzv7qWgBAQU1OPLvjl1AVXNY2zjON2Wmx7I5fhhrZfu0/eR1c8EHeW2UtoiKu6hI+ZznxwuE49C6xkCfSgiAIgiAIgiAIgiAIgiAIgiAIwoxi1im4bIP0nanf9CAAYLSbUV3mTO3t5rnXAQBK117i3qf25b961WFOZ3Rm+3FGDCrllqK3bhcAIG8Jfb6UF9d4BdfZN9HT5s17agEAF/3XkoD9Llse3JNFiA1FK3hstO+hd0TIyi0Nl8NTvnELj7fSNYVR6l3iYzQx2slgjFPyXMELY4p+0rq6bV0AgMbdjDKqWO07iuasTy8CAOz8JxWILpfki48mx9/pCrmswcT4k9JlvDac2NETqHjMmeiPZSzmuGmuovLVeoIeR2NWm1c5yzFG3KetZ6SRsbzIU0cpo7usR0UxKETGnV8X5VaiovxxDje8AABYvfCjActXl24MoU6bVufzU+xd5KSac8PeZ3DEv++vEDrGDEaNuyw8tiyt9LXUmenh4LKKJ9NMo75ts/tzUS7nCekpge+h0lM4jzht2S0AgLbuvQCA421vAwCGRuS6MBvpG6RPsPJt8+fZBgCZaaUAPMphiy16Kk91fKYm+/ZxUlht9H/vHZQ5bqKyfy+vGXf8cNBvmcoq3lc/9Tx/78/eyuPuwftHAADt7XPHt1qvPWI4YwNVbbXHwvOtD4U9bc9Gvc5ICKbgahrgdaexf9d0dGdGUH6qx1v7A78+BwCgN80OPU370+8BAIo/eBoAoOXBtwAALlv0z4FA7Pk150yphVSSlZw1HwBw0v+eDQCwj3BMa3mjblr7lUjMjiNOEARBEARBEARBEARBEJnIoOEAACAASURBVARBEARBmDPMOgVX2+7XAABDbce91o90M/q8bcfLAIDy06/2W0eSnv8Wl93qtwwADLfxzWjhynMmbeuo9c7Lu2A9o923PHB8UlkAWHh6fsC2ookuyaPwyDdXAgCyTIyGyzCyHyYdoyQNSWatJJUc9jFGz9pd9EwZsFOR0G9rc9fZZaX6Y2xsZkS0pOTRf6jnxfop1zXYzN993sbyKdc1U0hNl/fkiYTybPLFm385CgD42O9P9bk9pzwVALDyMvoq7X6myWc5ITK66zk+WIc80T7m9MCX4ZKlCaLgOu7tcaHUV6YKRmsNbtrue78Jnlypqxa5P+tSeH2ZqA4ThFDpaJ3eyDlfqGjuC9d9P849IQfqnwYANHf6Pienm47eQwCATs0vqyB7ccR11Ta/DgCwaJHx8cBsygy5rN0x6rUUIqPqhjMBAJnLy7zW9+/l9WX5j68CAOz98mPT2zFhyrhcnjF8Ty1/v7U1NwAIrNAhzBxRrPn4qWXPgCdyWY2DahxyjcX/miFExpj2LKK9lx49FYW+72XGo3yyGtqj54kdsvdWr/ISSoxsGDJXiYyGE/QLfOkFPhf80LV8brT6ZKqYXn7R4lX+xpuorPjWdzMAAF+8zaMefPZp77ITef/lfP72699Tefij71NZdu89w0H7eeXV7Nd113NZvYD3l6lpHCe7Ovlc7uBBjoFPPsF5yQvP+e/TdR/nc4FrPsw6a5awzuRk1pmfrym5Got97O3N4vl8VuiUIXjWoTfx2dP53z1t3Lr4Px+09POcPbGZWRTatGxd/Bx6Vh0A6HxuBwDAlMt5Sc3Pr2c9j3muLZYm+sK67KH5pltbwvdvG3PyPN76jZcAACtuPR0AsOgjqwEA629/H/u1mYrn48/Qs7h7jyeThK0/8Dg004n/kScIgiAIgiAIgiAIgiAIgiAIgiAIYTBrFFxOTW3ltAaOcHBYmS/XkJw6eWNSeB5CDgvb0hvNk7Ydet07//eOJ6lq2vWs70j1hRsKwmo7HAxJjK5YkLkOAFCe6skpa9SUWpFSmFw9aZ1NU3c1De8HANQOMmepcyxBc+Mrn6EoWEjpzYxgSNJFVpnB4NmvqJyeAq2NVM25QgsGmHbSRMGVUBjM/hVcR97kuNR2iNHvxUt8R6KfdRNVNnue43g1Jl5cUWFM+ze2Hup3r5u3NnAO/5yKtFh2KWTs7VSQuUYY9ZN6cg0AIEnzPrEcOeFzP6XOGnNyAEs9ZbIfpSi4hEj5wvc4d3r8b4yQbWngPOM7v2E06frzeP7c+fUOAMBrz/j3WRBii/LNystkvnidzhjSfuP9dBrat0a/Y2FiNKSEXNbhDJwJQgiNrFUVAIA9//0IAGDlzz8MABhTHrgyRZkVDI8yuvrdQ38DAJy86GMAgnsdTSQ3s3rSZ4eTcxfl19XcxWjsgeEWCDOL9p59AOKp4ArszaNQ/RRmBwMD3pmJwnxsGDNu+RznuV/9BhVj+zRfsYcf5PM4pXysquJj3w1naaqro5RSBVJwKY+tRx/i81O99pzqh7fz+cHxOm6/+0/BFWaJ+hxLmDrzz6a6PqPY/zOLoXYeQ+/ew3GxcSsVRcNd2nHq5HH62S0fAQDo9J4TbOffqUJ67x4+W07StqVpWbhKT6E69eTr+Ywhs4wqK52RzygPPkNVd9M7noxj4bLqvlsBAEZNwZVk4PO2Bd/0nxUuGO9dekfIZYvPrAIApOTzf5ysLY1p2nOYHv5/k/NSvcqr5Xhcdo5ljhHbpG3R5tlL7415GxORJ9OCIAiCIAiCIAiCIAiCIAiCIAjCjGLWKLisA8yjmVW1AgDQW7fbZ7msyuUAgCSd591ezoKTWUd/p1dZnTGwuklv4ltjlyP4289tD/uOblf885u++zsVsk2MYD4p9xIAQLI+WC7z6GDSabl/M9YCAEpSGem/q4fRu/22jmnpR6j0NzKiu/SUoinXVbSSHmaDLcEjWXxxx/0V7s+rT+cb+K2v0rfnOzcH9kP61+7IfS2mgi6BXpMXLmT00vf3fiDOPSFPf4/n9fYnGqatTb0x+A/yxt30Qrn2F2t9bi+o5lix7IISAMD+lyXCNZoMdoSe+zizcGoq26ihyc+UF1fKsvlemy1HfB/jY3ZG99kaGDWVvLhyUplgCq60tYyWNc3j8ahL5f9EeXj5qjf9DHpxGItyAQCuUSoplAJNKc5G99b6bTf9LM4NjMV53u2msl3lQ6bIvIDRxMk1VV5tqbYBYHTPMbZ/1Pf/K9w2Q2k3WJszmY2XcKz64+2cA65ax/lHQQmnt7deTfX893/PY0cUXPFj1Mpc802a30Zl0fqQ9mvseMf9ORG8XfUhKs8Aj2pEmBpjLu13nxAxr7IlRJo1QUhMRiz0sdi6/08AgEUVFwIAKgrXaSXC/70Nel5Ly7U61FIpuJQ6tK2HCq9EGGsE3/QNci5jtfN6bjZm+C2bncG5ocnIaHebPbL7cwBIMecAADJSA/sNWWzM0tA3JD7Gs4mTNc8tlY3j0MHEyEx0xVWc9/b2cMy6+nKOn/68rvTa01+zKfg4um2LTVtq+5i9FVwdHWzz0YfFZ3QuM++sMr/blELrsY+/CAAY6Q48L3ZYeeCaUj1zbZ02x7MOej9zt/TxPre7llk8DjzJe/qLf0Lf1vkbywEA779rIwDgXzf/271v+/7ugP2YSO/bh8IqH23O+NmlUatLKdtMWQnyjCnKJNCjaUEQBEEQBEEQBEEQBEEQBEEQBEEIzqxRcHUd+A8AoPKsDwEAkrOpxhntZmS4OZPKmvSSBQCA/hP73fvOO5c5vpOS+L5P+XRlz18JAGjbxbe9Ls3nS6eFPuRUn8Q2elqn3H+XM3oJ5LNM/O5r868A4PHgCgeVr1f5ZiVp0XK6JIPX36GQomdk1bq8qwAA73T9EwAwYO/0u890cvx1RoKt/cxqAMBJn6TKb9f9+/3uA3giRk+6Ybl7XdEqRtfvui/wvv5Yumayt8OaDaF58KRlyPtqwTtnsT8OvsIxq7OO6kCl2JrI2bfQi0sUXNHFMuQnrM4HKZmhqwWmA6W2SllOXwtnL/3cHF19gfc7SiWNeb4nyss5wEhaR3e/z30U6RvXAADS1i4NuZ+mymKv5UQGXqUqJJCCK+uS0wF49zkQ5oUVXkufaEn7/ampwm0zpHaDtDmTcWinkt3GOcv7Psio0ifu5fFYf4TRfqniFRl39DrORZUnSqhUFZ/h/tzStRMA4BqLn5lDUpJ/n8uJOF2xz28/F+h8nZGzq35xLQAgpZRKilV3fRQA0PZs9LNgCPFHnT+HTjwHAGjqpKfzwrLzAQAF2TVTbiMzrRQAsKKaPhoLys4FANQ2vw4AaO3eo5UUo7dEQT2j6Og5AACoKDrNb1n1vKIwm9cddQxFQqjXrvYe9QxAjpmZhmmcqqmiktf6Gz/NjDpr1vJ+7J//oCLlRH1imEp1dVFFtXARn9Eppdl77/qefyhl14hDjk8hOuQvyva7bfu9HA+DKbcUTot2Xo1TcOnNob2ycNq470vf4HuBjz5K1VNWOZ9zve+OM91lH7zmWW2f0NTajfe8FlI5If7IHb8gCIIgCIIgCIIgCIIgCIIgCIIwo5g9Cq7DzJ1tzqKCpmD5BgBAaj5zb465+Ea388BmAEDTlifd+ypVV2bZYq2ubQCA6gs+CQBYce03AQAjXcylnJxdCAAwZdDbo37TQ0H7d9UP6Qfy5HeZ23vxhgKv9cqj6/U/HQ3h2/pGp0WVrsphrnJ/yi3HmCeio3n4IACg01oPABi0Mx+p1Rk4R3WypsrKMNInpCB5nntbWeoSAIA+yVt5YNCid1flXgQA2NzxMID45znf8yAjQxe+j54yp32eHihLruBx0fJeOwDAOqRFgudTZVW0gr9hVqUn9/dgCxUxu/4vMgXXpmcG3J8vuCpr0rpwaKxlf1Vke6wwatFOFQvCVwoK0ScphLAFlT/8rXs43lx9+8k+yxXXUA1Rc47Hn+7wpvapdVCAdSj0vO2G5NDVAtNBz0Mvei1DpeveZ7yW4dD+i7+HvU80aP7GH+ZEm4ol6653f87K5/Vv5+u/AgDYLJFdh2JNXzdDUa/8OK+Xa87g9fmu79Dr02BI8lrGAuUDUtfyRszaCIe+wcCer/GiuvRsAECyKSus/VKT89yfKzU1V33rW9HrWJiMhaEe04Xh1yX4p+05qmj6dlKFmlrFY2LkBO9ZLC2BFcTC7GBohPPPXUd5352ewvvx8gL6yRbnad6bhsnZMEJF+SwpRVd5IeveV/cvd5lRa0/E9QvRo72X99qBFFwKpb6aXgVXYiFzlcko/yq19IXFwpvmv/yRz8bu/FliebnedSf7c/+DfC756D+53PofPgd6/DEqzl54TvMgtohyS4guaYWpfrc1bmkLqy6HdfIc25ga3isLh4X3hjvuo8r33G/RqzqzzJOxaOGF9K0+/NzxsOqOF+3bGuPdhRmDKLgEQRAEQRAEQRAEQRAEQRAEQRCEGcWsUXApSULztqcBAK3vPQ8AMKYyUtQ+yugGl2NyPtrB5iNeS0XdK/cCACrP+jAAj9LLaRvV2mIkes/R4NFAuRV8sz3mYj833Ej/kl9fziia6359CoCpKbhKUqhASzPk+NzeZWGkzO7el93r7K7Q8qFOxOIc9Fp2Wurd244NUAGnlFr55kqvfdMNjCwpTWHu9OaRgxH1IVrYR6imeOpm/l/O/B9G61Vrb/aXVmb63E/9lsdf97xR3/wz+rpYByLzXbjzKx4/t198lZ/HIgy0+cYN7Fd7c+hqkUgormCE8v+9sSCm7QjRZ+9z9FM653McO3IrfPu9nX3zIvdnUXBNHYc1dNVqUuyEJ7OKJB2VbkUVHL+LKrlMTmOkv96YDACwWxmBaR1hBHZvx2EAQFs9r1t2W2D18uzGc7CpuVK8FdbBuOvb9PK89hbOe375LSq3lHK5ZiV/97deGopZH+wOzgmbOt6NWRszGaXAqhznpRUpSgXWpvniWGyB/ftigcsVuoeiQW+OYU9mJzqT59bUZfP+XyullipjzErxWi/MLYZGOd4fauA9/5GmVwAARTnL3GVK85mhIDdznrYmvElVdjrvYdcv/6x73e5jjwAAegbqwu6zED16B6notNqoMDebfN+vA0BuJrO0GPScEzicoT//MBkZ9Z+VHsBfFYDFxnGof7gp5LqnE5mrTObYMV5jNr1mBQDox4X+f/wG3hM3NVFR8qs7OY90hj4FmBZ27uBzngvP4Xz4M7fyeL36Q7w+rj+DGXa+9T1mHPrzH3ifc8+fuXQl9jRfmAGY0vxnKxjqGAmrLvvI5BMsOTOyLFHH3+RYfC5OnbRt/tn0up4pCq7N//1svLswYxAFlyAIgiAIgiAIgiAIgiAIgiAIgjCjmD0Krgm4tPAK62B3xHVYB7jv0ef+OOX+qCDokqWMLupt4tvs0X671/apUJyy0Od65au1o+c5AIArDP+ASLC5GCG0o5tvmk8voAIuw5jvVU71N94KLoWll9Fcr37rbQDAm7czoj9vMSPDTemMTlCKr55jjNSKVK0VjEiVW4r+3tj+zoqRocQJ/Rns4G/4xp+PBCk5PZzYkdh5+l2aCvHtvx0DAFz+3dU+y5Wv8qhCq9fTe65ua2eMezd7Sc4I/dIbjtprzjFO3rZ8/acBANkFvK5YRzk+D/TUA/DMCcwpVHWnZTNyKz2HEbmt9Vtj398E59C7D8S7C2FzcDfH/O/d1upz++G9Fq+lMP0sqbwUgMcndiJOF+dUje2cc80r2eC3Lr3m5bq44n0AgD21j0Wtn6FiDyPy36ATBVe4rPrlte7Pe7/yDwCAc4Tz7LwzmCmg6gYeI7YeRqAPHuT5f+L+zdPWTyHxcGljSWv3bvc69dmtJNX8mpSyS40pwRivxjx50ccAANsO/gWAxxtMmG54D9PeS5+VyqL1fksmadefgmxmjxl/jARDeW8lBVH/Jar3luCf/Xs5Ztzxw8m+WlaKuvDZ26jk+n9f4vKXP4tdRoD09Mi1B+3tvF/8wXepaPzZHfxOl36AqsXP3Mr+f/UbVHLlF7Ct23+QWJ5iwuwiSR+eatrSb520Lq0gMl/NkW7Nd057VjteCVZQ4zvjWSxJruA8ZPnv+Mxi+xU/m/Y+zAVEwSUIgiAIgiAIgiAIgiAIgiAIgiDMKOQFlyAIgiAIgiAIgiAIgiAIgiAIgjCjmLUpChON2i1dAIBrf74GAPDgF94DAOiNfMdoME39XWO6Mc/n+rpBthXr1IQTUe2p9lfnXuy1fWLKwkRDpSJs29UR556Eh83KlA2WkelJbTY8kDgp1EYH+Ju9+9iJOPdkZrHrKZpwnvNZpu7ILEr2W3bjZxYBkBSFUyE5w78Z60RsownmZpxA5BQsdn9WqQm7W/cBAA6qdHt+cr3qdJz+pGYWAwActvBMcIXERB8kFYbTOcXcv0LIqLROeVm+02cr6luZFvp465sAgIKcJQCAtGT/c8Si3OUAgNzOagBAz0Dd1DobBjZ76Ol8jAamVVHpGad7Hj4TSTJ4Ulmq1ISK8muZXm7/N/8JALB28bc4+ffXA5AUhYJ/RixM13/oxPMAgNrm1wEA84qZ7rJCS12o1wWfn6n5w8rqawAAW/fTymAsGn4DQtio1ICBUhQq1HUpkhSFwWjr2RdynULi89u7mIrwMpXi73PpAIAXnmXas4MHfN+fDfR7jwNZWaE/41tcE71HsxYL57v//AetQ55/hv1+6XXOrT78kVQA4aUonDiH1olUQgBgHeJcLTV38vMjtc42ZA+prpGeyWnAs6to8ZOk4z3emCu8ezn1THd8isKUHP/PumKFIZ1tJhl9p2wXooMMS4IgCIIgCIIgCIIgCIIgCIIgCMKMYtYquNKK5gEAkrMKAAB6U2TmdADQse/NKffnjbuPeS0ncvcntky5DbMu1ef6XlvLlOueCj1+2jfpIv9NhMm0NzM6obdzehUfKprHOsqIJXOKvDefaTjt/O0238vx6ZKvrfBbdt5azah7TS4AoGFHj+86nRLJ6o9wFFyDnZPNVgViTp1sENvTRrNxf8othcvFcXKor8lvGb2BpvKnvu/bAADraC8AYMdrvwirn2vO+7L7szk1GwDwzgs/AAA4nd4KhZL5ZwAAFqy6EgCw9fnvAgCS03jezVt2CQAgI6di3F4cc0eHqDY+suMRAMDIoG/1cUHZSQCAmrXXBe27at9hHw1adjyqf0WV69zrMvPmA/D8bsqwfXSYCveOxu0AgObat7hDkN8QAC66imbZX/heIQAgPdP39aflBK+P151TH/J3EMJHN079UFN5cYCSgMXWBwCob6PqRqkfjja+DAA4aVHw43NJ1WUAgC37/qDVEXuF1Ki1P+SySUk8HtNSeHwOjrTGpE+zCh/nfUYNlbb2PiptrZ3eEefhRvMKgt3Ba9rRplcAAE2dvP6sXPBBAEBWWnnQOtK187ooZxkAUfDEi76hRgCAxTbgXpdsyvRZVimKlVLP6fKtKjDoPdH9uRnzArY/auXccGA4vs9bhOiiFFDf/jqPq/se5Nz1J3dmAQCu/gBVoc4J047jx72fw5x/odn9+cEHfGeLKCunouOKq0JXlSRpCQvKyrhvU1Pg+Y/qp0stI7huOrSv1tnJ+dr8aj5KNpnYGZtNrsVzkYEmqh19KbjyF/O86WsITSnYWz8waZ3BzGO8aAXvhdv2dIXWMe0cSc2d/MzZkDL9r0F0qebghYQpI0+iBUEQBEEQBEEQBEEQBEEQBEEQhBnFrFFwGZLTAAALLvo0AI+CKxpEQ8G15ipGM+95vhkA4LB6qxuiEX3oGGMkuCnJ+y213TU5l+l04nD5ViA4x0LLxTqTSCukim7plYwQe+8ve6at7Y+fVTttbflieEgUXDOd7Y83AADOupk+W+l5/iNNNt5C/6MHPrvV53aXXaK4/JE3Lz3ksgPt4Sln5hKW4ckRXFn5HHvbG96bcv1OB69dnU07AQDF8+jRkZlbBQAY6Ans9ZeezQjw1IxC9zqlUpqo3PJHbjG9HxasvhoA0NdxFADQUufxmjGaOP/JKaJ3kXU0sMKkt+MwAGDv5j977V9Zc4G7jPImi5SyheewT4Uen7TejiMAPCo7pW7JK6FidP7y9wPwKOcaDr0StJ0bvshovts+yAju//4R/9ffu41KmSuuZ6St1SLj0XQwv+Qs9+dkU3bAskc0pZZrQgR9Zx+PT+WrlZtZ7bcO5dNVpXmvKDVYLBm2cNwZA48ppUQMREYqzydRcAWn953j7s+rfvkRAIApj2PUwR887VU2Sc8xRGcOXRU9rYToyaTGwniTpAvVF2L2jaejVmYj2H7ofgDAuqWfAgBkpJYE3bc0/2QAouCKHzweO3r3u9dUFp3us6RSbuVmLgAAdPYd8lmuINszd0lKCnxeKA8wYXby1pu8F3j6ST5Pu/xKqlQ+fQuvS3/547BX+Z3bOafZuYPLjed67qUf+gezn7z3Du8BCgp5bF18Kcsc3E+J1Gmne7yC/KGG6ze2MFvVnt1sb/9eLtvbef1Jz+Ac5RytH5VV3PHXvxwK2oY/nn2K96Y33sT/gfpeb27i/8ow7glzbi6vb9/6+mRljjA76DxMFWvxqsneuaVreF927N8NIdXVdaTX77ZlV3DcDlXBVaCpx/SmyXMsm+YbNu9LlwIAkjRDueO/fNZnXYu+96GQ2gyEMTf05z9C5CTGjFoQBEEQBEEQBEEQBEEQBEEQBEEQQmTWKLhK1zEPv1JuDTQyIqe/gVE1DqvvnLfTRU4ZVVU33cuIorp3mLf3nUcZAd7XOvUofYuTkRgTva0MOkZsOJ3T682kMOp85xNW/Z1NZFXSD+SUW1YBmF4FV7y57gz6N4USzSwkJnYrE3Nv+T9Gzl/4X0v9ll14JiPGSpczSr9lf5/Xdoct9l4oMw1zOi+5+fNDj+DpqA0tZ/VcpK/Lo1od6qc6urBiDQBPRHzjkVcBACOD7RG301pPj0yl4Cqq4jKYgkv1ZTzhKssWrqYfyP6tfwMA9HcFUuqqsTdwdL3y05pYV1HVqe7PU1Vw1e75FwCPCg4AXE7fqu2Gw/yN1l7wVfajkv0IRcFlNPM7nzimKeK0f0FvN8ef+37NqPz7X6Hq7uE/+48MFCInxczo3XklZwYt2ztYDyB41PuRxpcAAKct/6x7nb/5RXXZOQCA1p69AACrLXaRwkpxNmLhPF6pyAKRlU41Z0vXzpj1a7ZQf+/b7s8pFTyulPeWY9A7I4XOxEj0Y796eZp6Fx4OV2hKXb0+eLT+dGDUh+b/4nDENzNILHFqv9mhE88DANYt/XTQfbLSmaVFjU9js1DhNhMYf03xp+BSFGTXAAig4Mrxf/8zuV1R7s0FfvR9zis2nsvx+ov/zXu5l1/keFh/nPNOZSN5842cb/7v1zLcdZx5Fvc9eQ2VT82ab9bv7qIK7Kl/cX6+bacn84M/lJfW3X/ivhvO5vO+K67ic0BzMsej3l4quWqP8Tngb37F+/Xnnol8HL/zp3yGZ9Wm+Jd9gNeOWz/P7zUy4hkDDx+Kz/NHYfpo3NYGAFj5oUWTts3fWAYAePPn2v1vkMujqsvl8CjgdQbe0y+9nBkdGrYwG4I/VZhR89c680sn+22np47ZTtKXLwjcIY2sU5khRp3gIdhETyJJHpFOC6LgEgRBEARBEARBEARBEARBEARBEGYUs0bBlVnGXMlDrYxIPvbiX+LZnUm8+rsjXsvyVVQ9nH79PABAkvZKd/+/+db6xI6esNvotNQDADKNBV7rs4yMAulwHp+4y7SQbfIdCd5pCRz9PhMxpSVGFGY8cLkFOxK5ONN599F6AMCGTzFaJSXLv7/Fxs8wWufhL7zrtX6iz6AAlGlqt3AieNoOSs5yv4wLnzqw9V4AwKKTrgEAFJSf5LUc6msC4FFQdWjLULywhvtbAACDvfR5yi+jQrdu71Osw+HtM6nUYwVlbNs66lE39nfVhfDFPHS17NX2C8VjMXHGXrs1dIW2U1MDDA8wIi+7QIumUydKgDA5yyjHmcwcKjmU5U3lAl6LuzsYOZqaLvFcsWRJFXPY65L831YoVcPhhhdCqnNwhPPh8aqnsvzJqkgA0Ov4ey+uuAgAsLf28ZDamApKiRaKgqsoZxkAjypkbEwUzqEw2hj4Xsg5SjXdwIGW6ehO2DicoUXIh6qcijVGQ2pI5UL9XjOZviFGhlvtVNGbjRl+yxr0VE4YjVQv2OyzL0PJTKBvqMn92WJjdH6yKctn2fyshT7XK7+tvMzgUf0jmm/bgHgrzhgO7Oc1Y0FFW9j7dndxgrlmRUdI5Xt7WP4bXwnsi+uLUPqnpsY/+bGW6ePH05fxw6L52v78J4NeS2FuohRVDqtnbmswcyzNKOZ1seJUPg9WCi1/2IZ4jh5/s9m9bsF5mkpax/vCi3+6wauu9v3MqJCSzWtxxWlsK7PMf8acE5vZ5/0PvKatCe3hzNHv/QMA0P9uKPfl3igVWDT8vAT/yB2/IAiCIAiCIAiCIAiCIAiCIAiCMKOYNQouY2omAKDn2PY49yQw6s1zSiYVEanZjDod6WMU+WkfpU/E0vOKAAAv3nkw5LqbR1h2fjojXHVaFFJ52nIAQIclPgquqvTVXn+PaSHWqr+xJDWfeYjHXIw0Ge2ZHHVoyoie6io1LzGiMAVhKliHqXrY+iDVJufeWuO3bM05jJIpWsQxuP0oFUd2i0SoT6Tm3NB9jfpamIe9p3E4Vt2ZVdgsPO6UV1V6Nj1viirXAQAKyngdWrDqSgBAZc2FAIBju6n06G4N7AcEAG2aF9eikz/MOstP1tZv9SqXXUhFudHMyDHlA0bCU1kpb7GZhk7POY76/wNAbtESAEBKOlXmBiOvzzoDr8E6nfeUNBQ/k0c0T62MTMZrPXo3/77nuUruq+365AN9k3cWpozy1hHi3QAAIABJREFUMcnPmpx3fyLNHVRNKmVWqNQ2veb+XJy7AoBHsTWR4tyVbKuT9wI9A7Gb93b303e0vGBt0LJKGaNUA519h2PWLyFxcDitwQshNBXgdJCeEtz3BQDsc0DBpRixUKUTSMGlMBp4TRMFV7zwzBXaew8AAKr8eHGZTbxnUcf80ChVOTkZnDsoVV4gxHtLEAQBcFj43OjIC/XudcuupArWNkxFlnomGyrv/GWv+3P1ObynV8/RFUqppZbBsAx4srbs/xfn8GOO8DIOOQZGwyo/Hufw3Jk7xRNRcAmCIAiCIAiCIAiCIAiCIAiCIAgzilmj4LINMWrXmJYd55745vzbGNG9aAMjlw9tagcAvKAptEZ6vX1APvvQmWG3MeJgjt8jA/8BACzJOgsAUJg8HwAwL53R5vVDO33sHT1U1HVNFvOj5phKvbbXDjGKd9jRG9N+AMCHHnk/AMA+ysiChz7wr0llbnz9wzHvhyDMRLY9yOj3Mz7hyUVvTp+gstCCac6+hRH8//hfRs6LgsuDKZX/s5OvqAh5n6Nvh5bjXfCN8txSy+P7ngEAFFaeAgCYt+wyAMCStdcDAHZu+hUAYGTQ//+9s3k3AGD+ig8AAIqrTgUwWcFVWO7tE9TRELmy3GGbWQo+pcpaddatAIDUjCL3tp42RlQ3174FALBZOGdx2qlymLecPk5KfRcKzz3q7VHXfIKRgh86nWOX8t5qbbSH8S2EYCi1XU3lJUHL2h2MdjzW/FqQkr5RHjgAUN/6NgBgQdl5AfdZUsnze8v+PwDwZA6IJl2agsvp4vzdn6psPFXFZwAQBddcYXi0K6RyGaklMe5JaITaj+HRuTM/CWfsCMXTU5gelLrKn4JLkZPJZyRKwZUXghrZ00Zw5b8gCMJcYfdDnrltfyPn7nsfPwrA460VKt1HPZk33rqT99FnfyV4xgRfOG28jv/72/9xr7P0haawVzTdtwkAYG2N/Pm1czi8NiMhszoXAFB6Nq9teas5r0st8qjQTVlUKOsMeq99n72EWXBU5rOZiii4BEEQBEEQBEEQBEEQBEEQBEEQhBnFrFFwdR7kG9nStYwm7dj7BgBgtKclbn0aT2/zCADg7k/Qw8NpDxwRtu2RExG3VT+0CwCgT6IHxqLM9QCAJZqiSim6AKBxmBFO3VZGudtcIyG1oVRaKQbmsM43V7q3VabRAyHdmOe1j2qrduCdUL/KlGl5T/N6SEoKXBBATy0jBYY7Qvsf+CKtkD4LuQsSU0koCOEwOsBom3cerXevO+vTC32WXX4RI0Re+10aAMA+KgouxclXUrk1Uf0WiF1PNU653dzrrgIAWA7XAgDsTa0AgLxPfQQA0HbHb6fcRlC0sTdlJf2XjAUer5GBV9+KffsaLhdVvG312/i3k8f24jX8X+SX0qOr4fAr/uvQ9uloZCRZaTWvqWlZPPYtw90AgLwS+l4O9PA6PjocWhT/bKC0mupzpdxqrn3Tve34vmcD7jvm8j1mLF7BSLMj+0KPfOvvdXotI6lD8M/8EmYISDHnBC1b17IJAGB3RD63UtS3ca5fpvleJWs+KhNJS2G2hMoizn9PtP3HZ7mp4HJxPGjt3gMgNC+unIx5AICSvNXavruj3i8hcRgYDs1DUR2vqcme+6YRS3dM+uSLjFT6V6SYQ7t36RtqimV3Eopkc1bIZcV7K3Ho145Ri4339skm38d2bgafiTS2c26Yl1kdtG51bobrJykIQnBWFb8/3l0IifJMPu/MSQk968R0sqct8D1XLOiu7fP5earsefQIAGConfcRZ3yBWcmyq/x4Y2oCpJZdVOZuvovZy9r3RT6vantsS8T7KixN9PTc/7l7plyXIqWQft8n/Q/vy0rOnMcNwR99T8b9vDywgqv6avohl26cP2lb53u89h5+ILYZ4wIhCi5BEARBEARBEARBEARBEARBEARhRjFrFFw9xxhRnVXFyOklV34JANBbRzXTSBffJtpHVXRV6Lkle2un/gZyx5OBo92yS+lb0ddCr4KdT4cfHacUU+kG5t5MSuL7S4uT3zlZzze8ueYy9z7jPwOA3WXVluyHc8zhVZdShZl1VCrpkrxzd/rCMWbzKrsmj5EZRl2y1/qkiF41+2Zzx8MAgFe+FrpCYPvdewEAdf+OXD238KJ5AIDzb98QcR2CkGhsub/W/Xn9xxitYUz2PveTdDx/z76Z+etf/uXBaepd4pJdynHyvM/XhLxP60H6EjXtmbpHoWuQY7+xkNeGJCMv+fYWekDqkjkGZ158LrdruZiHt/J66ujtd9eVcQ69Y3Qp3Mdax3FSn8nryvA2XiddoxYAQNYlrLP/hdcBAE6trvEKrngyOuwdxWUwpYa8r/LcUgquogoqNwb7qLrT6Xmd7Gh4b8r9nGmM99wCgK6WvUH3UfOLlPQCn9t//wQVkBfWHPNbx4v76RN48fJan9tDqUMIjlJszSsOPscZHu0EADR2RE+1r1RTx5r+DQBYUX11wPLVpecAANq6eRyO9/OKFg1tjOosKzjFvS7YfHZxxfsAAD0DdTHrlxB/1O9qtdEr0OxHcagoy/f4Nx5t8q8mjjZlBWuCF4JHuRINNWaio8a6VHNu0LKjVs7XXGOSuSDRaO+h96fyP5xITkYVAMBo4BxQqRkD0ab5ewmCEH1KM5bFuwshkZVc4rVMNOKh4Io1dZuavJY5VZxTpRVx/HZpGdL6TnDONdJjme4uBmTMwTnC6InOKdeVf1IpAGD97byfMGUlT7nOUBmo5VxQqcbGk7OkEABw7DHedzmtjmnrl0IUXIIgCIIgCIIgCIIgCIIgCIIgCMKMQl5wCYIgCIIgCIIgCIIgCIIgCIIgCDOKWZOicNX1P/C5PnfRWq9lJEQjRWEwLvziEgDAP74aeVsbCq+bcj+MOrPXMhoYkkwAgLLUpVGrMxZY+qYuY7UN26PQk+ig0zLIrTrVk3pr4XLKV9OzuFEfPMNkxPz1Z1OX3wqJwXCvzf15++NMTbf+et9GzKveT7PVzff5ThU2F9DpmZ7qmp/SBDU53Rjyvq//4XAUO+Idw2LIplm6s4/pAtPOXOv1t6OTkvOsS84DAPQ8+rR7X2MR08d1/e1hrzpNVfy9007jd7XWNQAAXNbYj4VpmZ60ENZRpghy2AOP4yodXul873Q1g72hp6YdGaRpbX8304vlldJo2Gim2a3LRTl+V8vukOucLVgt/V5/m1M8xu6D8P0/Ll/EdJbhpImciN4QvRTHgn9qKi8BAOh0wW8fDje8AAAYG3NFvR+t3XsAAJVF6wEAmWmlPssZ9JzLLqq4CACwr+6JqPdl2NIFAGju3O5eV14Q+J7DZEwDAJy8+HoAwI4j/wcAsNmHo94/If609e4HAFQVnR6wXGXxevfn5q4dAP4/e+cZGEd1fv0j7a606r3Ysi333nAHDJjeTOgd/iQhJKSQBBIgnQQS0khC3jQSQguEntAJGIwNNu4Fd8tVlm3J6m21K219P5y5uxppV9tXxc/vy+zO3Llzd8qdO7PPeY4vLWA8yEjjfT3Y+aqobvwsbm0ZaKj0pqFQ37I3fg0RoqJWSycYKEWhSk3oS9MZfCxRKykKBUEQ+p1mLRWhmp4MZJXzufrUX18EADBlxu6dfag0bK8BAHS12LzzUnPTtPbwvX/RPNognfg0cuufSBEFlyAIgiAIgiAIgiAIgiAIgiAIgjCoGDIKrmNrX+/vJuhY8pXxYZUfPqVv42Ehfiz/wWoAQOO+5qjrGggKrnFTqdL60Z8Z0Vw2OqVf2iEKrqHJp09RmTX/+tEAAINJHyeh1EsLbx4DAPC4PQCApOShr7AwZ1Gpdf0fGA09cnZwc3LF/lVUBVWsrI15uzwuTUGRxGOgjkSymX2Fs5F9n8dB5VHreyt61aFUXj2xH6HRa9YZCwEAhlxGFrV98HH0DQ9C2fgzvZ+LymYDANpbjgIAuqz8TQ67FQBg0tRBOYVUHqaYqWZrrmXkdf3x8NVWJyrXAQAmzaV6Or+UKuXGGkb3BlOTJRqlXsvKHwUAMBh5/I3aNNXcexxSWDYLAODobAcAOJ38TTYLVSv2Hoqt+qNUoQ8fuxgAMG7GFd5laZlUC7hdvE/mFo4DAGQXjAYAtDUe1r6PieDXCfGkMHciAKAod1Kf5borGRrb4qni5X1l39H3AADzJn+xz9LDCmYCAI7XbwIANLfHPqLwwLHl3s9qP6WasvpcJyu9FACwYModAHwKsxbL0Zi3T+g/jtfxvAum4EpO8j2Wz57A+8qmvU8BAOwOS8zak2LKBADMGn8DACApqe90Dm4PxwbH6zb3WS4UzCm89yrVZUPL/l7b6U9GacdoeOHskNepadwRr+YIUdLacRwAYOtqAQCkpeb6LRfs2gSADhufay22uhi1ThiMFN12IQDA2cDxb/M763TL8y6jWtCYw+eO+uc+TGDrgLGP3Q0AOHTnHxK6XUE4GUgp4rNy9hw+q6YW5/gWJoX3ruv4v8J/VzL3B8yyE0i5VbuBzw+Vb+4BADTv5nulrmaf2uryFV8Oe7s6+AiG+i3V3lkjzhmnK1I8VxRcgiAIgiAIgiAIgiAIgiAIgiAIghASQ0bBVbfzk/5ugo5p59MbZOPLVSGVdzmi9yjocEavQDoZObCsMmZ11e1gdNcz570SszpDJSuXEZi/fGYkACC3II4GW91wOvg3/sHdXQCA3VtsfRUXBjltdVRwbH2DESLzrin3W27uVVSJnAzKrZGz8gAAV/ycEb+FozNDXlf5m7350/j5NTlqGG1qKi3Sb3sdo7Fzlp4PwOfBpVRZrtb2kLfRdYgROqljeT64OzTllObdlXHqXH4vKvS16wSjimy79oW8ne50V10ZTYyUzMjhvTczl95gyVpkulIedbQxb3RVBdUWtUc2sAKPJ+ztN1QzanvsdEbWm1J53Ouqoo9yjwdGE/Njz1z8tZDXGT/rKr/zqyo+4HTvB7r5llZGS+9e/zQAoHzyBd5lIzWvLeVR1tZUCQDYvuqvAHzHrKeCSxOe4fwrAqthgpVJimM4l8nI/TqieH78NhIBLe0cf1pskatClaJksua9FQilvKioej/ibUWCUmLVNTNSsTivb6/XyeWXAgDW7XrMOy9WHmEOp9X7ecfBVwEAcyf9H4DgCpm0VN5D5k25HQBQ20TPpqpaX2R4awxVXYZkKvuzM9hf5mXxmivIYQTmnsq3ACRWqVCUQ5Wg2hf9TWPrAQCArSv6Zyvl0xbqeQoAGWbeKxdOZaTtvqPLAPjODW8IbRgU59HvedKoSwD41FTBqDrB89DujN4jLjWFfbRSjzmcvmcGtX8a27jvm9oOa2WsiBeZaSUAgHFljIpW+ygUqhvoSdamqYSEgUud8sErPd3vcqVq7Iva5l1BywxkhvJYJZE0vrwSADDq4S8BANo+1p5FtOfdnHPoSVz1vccT3jZBEOJD5nS+X53w02sBAIb08L2vVFYjWyXfF4ej4CpZyO3nTy/xu3zbo8xIdvCVxCnKWyp82bp6Krhyxhf2LJ4wRMElCIIgCIIgCIIgCIIgCIIgCIIgDCqGjIJroLH1DUbAb3g5tLyT5XOij1hcVftc1HUI0eF28Z/5zpauhG/70huYV7yncqumyucL9tJjVGgcrmD7LG0uAMDj743Vfb//VkYKG7UeoriM3kJLLmPe2TMu8kXJ799JZcT3b+M6VktsoqGFgc3qfzLCds6VVGop7y3FUFRuKb+x0fMKAACLv8holbGLigKu4w9nl+8aeeEuKoiUMi6WtLyhV1PYduzxW67xmZcBAEkG9h0el6tXmeb/vtvntlRUknWLPnLIUcvonuaX3wqhxeGh/LN6fk4USvmhpvbONgBAS/3+gOsEo+bwGt00ljjsjL5f/cZ9Ma+7J+p4hHNcOtpOAABqqzbp5m9fzwj/i68J7FUarIxaHg+Uz9KU8qVx20YkVFTRnyqaqOjRwxjtnpbat59g1Ym1AABbV1PE24oGpW5RXmHJARRTSq0xsniBd153lVSsaG6vBADsPEx/4OljqYRMQt/3RbW8NH+6bgoAXQ4qapU/l1VTBTkcVLe4Pey3Dckcr5mMVLWmm/O1qS+aUqmDkgJIGwPNjycjSxYmfJt9sf3ASwBio+BSKGVcbibHTSmmjKDrKJXVzHGMGrZrasqGHgozh4t9nNGQqluvMGdCr7pCpc1KxfPB4x+FtV44KFUJAJQVzdFNlUqtw8Zz3dJZr33ntNNODxyni880Lm3a3QdDqRVTNYVORhrHa3mZ5brv4aD2+X6t34knxXlTAfjOFZNBeWemad+1qfbdqC0HgBStDwiGut4XTbsTAODQFO9O7ZzqrrJTnx0urYz2vcvB8U99S2SK/HhzoqlvBVdodeyMVXP6haE8Vkkkbhv7mab/rgIAFFx7FgAgycSXJo2vUpXh7rL3WrfgGpbNmKVXO1g2VbDONz7VzR/xg5sBAB07qGZNmzzKu8yYxz7t2EPP6trVk9RyjnuKb6dy98SfOS5x1A3MzE87avt+3hSE/mD4jYt13w/9+g0AQMe+Gu+86Y9/BQBw8CH66bqsvCYLz6cPsHkEx+P7fvhi+Ns/078/9fGVh7jNBCq3FJajLQGXZYwIb7wZS0TBJQiCIAiCIAiCIAiCIAiCIAiCIAwqRMHlB1OGFvU2eREAoGZz+J4Ca549HFb5Nx4c3FFBQv8z7yx9JGhTHT0x7rzUdy7aOvyrq7o0RYnRxKjHg7v1apKK7fy+6n+MIF56c6532TcfKgUA/PwJ+qd850bm0o6RrUVYpGUzcnn+df59ofqLqq2Mkqrd39bPLYkdzccZNb79HXoPzP7ciP5sTlAyCxnV3FNtZTDynE/LMWlTRvtm5LP8yNk+da36bEqNzN+uq4PX5POaagsAjm4bOBF0/pRbwUify6gkQw4jQ5Wv18lAbhEj41PMVA0d278CQOw8fQRyzy3ib5JozCm8x48Zdkaf5ZSq6FB1//rgKuXY0dr1AIDy0tP6LD+u7GzvZxWVb3dYYt6uE43bAQAuFyO5Z4y7GoBPVRIOKvq+RFN0CIMP5WG14xB9emdPuAlAeOeD8goaXjg7xq3zoa4npWJT6sDEw/GZUll51Vb9YNPWXcm3ae9TAGLjSRaM6WOvBBBZnxEuWenDIl63085I7oGq4FI+aeo4huP1p7wIlXJQEACgbRXv79lnsy9WmUtq//G2rlx31ZX6XPWTp3RlRvzwFgCAdTczP3XuP6Zb7nHw+bH6t8GVHx4n+2vzBD6XF1xzJtf9Ddd1WQa2V/rxNnknKgw8MibwfWfD+/Tca/p4d68yHjuvU0cLxwYdFdUAgPYdfDc68Rf0Hi27jUrOqsc+6FlFQApm+b8/V77Zux2Jwt4aOGNZSnb4HmWxQhRcgiAIgiAIgiAIgiAIgiAIgiAIwqBCFFx+MOcwQmzYnAsBRKbgCoRKC97Tn8bZ1V/RcUObWbf2b6TrtmcT96/6yHH66L63/s1oukCqre7YO5nnPjMntP+83/63L+fqaeczqnjemVSQXXwdI7/ffTFwXtZ4kVXM3PNLfzwz4dvui/d+w9zvQ0nBpVj1OP2GZi0tAzBwvbfGLizUTRNJ3QGqHF65d7Pu+1DAunl7fzch4Si/ilETzwMAeNy8f1cf+jTgOoIwmJik+fwka35Ogdh/7EMAgMvd22uiPzhUTe8LpW4xBfCg6e5TM3HE+QCAnYdfi1u76lvoRbdu12MAgKmjLwcA5GUNLLW5kBia2phZYdOeJwEAsyfSZ0Wp9PoL5e/22f7nAQAOp7U/mzMgqGlktLbyCQJkvwxmajUvrtHDFgcp2X0dUZQIgbFuO9jn8pSRvswhnQe1jAQej65M5yEqPVJH0y+rp4LLtudIyO1JTuW4rfRrHGe0faIpyQe4cks4OSgYx/eEY8+mwnDYKbw+skr5HtGcQ+WP8j3vzuNnvwrA5/udSJLNvK7s9YHf5SnPLWNWmt/lLWv5zmzY9cwyEY6Cy5zv/3mmZV9DyHXEGqfNEXCZIbX//mYSBZcgCIIgCIIgCIIgCIIgCIIgCIIwqBAFlx+STebghcLk3G9MBADMvXIkAMCcxV2v1A4nKhjR//ebJQI8liz61px+3X4iFVxZOXpfoKMHA+dF7YlSeeXks460jGTd/L5Y/norAJ+C66yljEDtDwWXkHgaKulbsvvDGgDAtAuG92dzBgR2K3Mwr37yAADg06cZ3efsEm+mQYUmuR4z9RIAgMvFSKU8zXsrK5/qiyN7GNlt7xx6Ck3h5KIgZzwAoDhvcp/lWjU/k5qGbXFvUzg4XfQLPXh8JQBgcvklQdcZVjgLAHCsngrbFktVfBoHwNrZCADYtJfKnaJcPhuUl54OoLuiK7FKaKeL48X6lgoAQJd96KiMBzJtVo6b1uz4MwCgvPRU77JRJfxsNMTPx0Cdj0r5qDzjPIhfdLTFSj+jiqr/AQCGFczyLsvO6L/xo/IZa9CugSrNz6+5vbK/miTEgdrmSBRcu+LVHOEkwH6k1vs5a5GWWShJf483j2cWlI7NATzsPKH3yUrdcuS7fwMADL+Pvj/Zi2cAANpW7wi5LkGIlswSKo/Oun8eAGDMmZpnewTDXHXZBLsaZlzL5/Rx54zUzT+6/oT38+anw3tHa2/guDilKDtombQxVKW1btKrO12dzHZhzPGv8OoLY7p/H06nNbCKKt4YzYH/SnJ29F9mD1FwCYIgCIIgCIIgCIIgCIIgCIIgCIOKQaHgMqVr/5R2i15w2PTRhYaU8P8JDby92OdAn3A6/8l95PyPAACX/4xRFO89sgcAcNF3psR8mwLw/nc/DlpGRbrMv5NRhGkFVPDtf4c58psOUonk0P4hN6RQ5ZQ7OgcAMOGSMd66LCc6Qt5urHFpNm5GzTLDE4ZYpK2FK5eO5MrFwzk9sj+4CuzYIf0/9GMmxV4BKQx8PvkH8wpPPZ8RuEkD04orLtQf5P1o6xv0r9jyXyoAbK39F1UjRE+SFl5WWMZ7gyk1EwBgt1G1WrnrHQDAsQOf9EPrhHhjsVFp8MHGB/q5JYmjsZWq08H+m4/WrddNByr1Lft0U3MKx5VKSZeb6Ys+zTDzOcKcyjLKRyw5mY9yHk2BopSmLjfHb512KkttXc3euixWRpS3dtDno9VCRZ7b44zRL/Oxae9TMa9zqOFTHq7wzjtyYg0AID+bzxj5WWMBANmZjPRPMTJrgsnI51+D5pfn0OpyOOgT1eXwPS8rNVJT2yEAPiWmJ5wHhihRfn1Vtet0UwBIMfEem5PBCO8c7bempeYBAMwp9O5QXmVGAyOa1TWQnKRdC/D9HqeT14Hax+p6aNfUc20d9L5pbGOk9UDz1/po8y/6uwlDCnW8B/s9TqHGKcDg/U3GIl7fuVfR1zZ14mgAgGkY73nJGdo7PgPj8t0dNt0UABzHuR+6DvE5rOPjTQAAV3tHHFseGrZ9Pj8t265KAMCoB7/AGdqzcscWPkPbKo5Gv0HtfanHxX6w+nevAABG/OgWAICzhZlXrDsPR78tQQjA8DnFAIBLHjkDgM9bKxE0HuBz+lnfm6+bXzy1wPt52wtUazu7XCHVaT1A9Vf2XI7F8PjyXmUsu3mtF3+OarW2zRxrKWVX4bl8/9+Xj1cg7G0cw5gL9F5cpkyOg1xdsR+/ByOtJDPgsq6W/vP8EwWXIAiCIAiCIAiCIAiCIAiCIAiCMKgYFAquKVffCwBwO31KkZ0vPKQrM+u2gR3hZLfx32G3phYyaiogFeGfVZi4f7X7wpjEf4FTDVpkYLJejeNw89/jLjcjYpzu/suvGQqVK4NHwsy5nf+mpxcyQug/NzMqv6M+tH+etz+/x/v52heXAgCmXsXcr589k7i83S2N/Oe+pIxRnEqNFQp11TwPJ87g8Z4wndNQFFwGo16qk5kj/5ufjJyoYDTKvo8ZGT5pSUl/NidsXA5Gujm0SB5rM/u2thOd3jL1hxn1VrObqs7DG+hf0XS0/yMEL1n+Ve9nt0OLRtJEz7Y6tnvf0xsAADUrDiS0baEy8YsLAQCjLmWOeo+bx2Tv39cCAI5/GCA3fZxQUe0blz2c0O0OBFREfNnEJQCAopH0s0xNZ6Sty8F7Q0s9j0nV7vcBAJ0djYlspiAMKTrtjDo9rvmBqalw8qF80eqa9+qmQxm7g2OV+pa9uqkgCEOPnKVLAAC5V5/PGYbQ3h8YsjN1U8Cn9kqfy+cHy8qNMWplcJre+DTkso3/XaWbBuPYw/8Ouz2H7vyD7rvHznc8R38iamohvuSN9vlTXfr7MwEAqVn+vaPiSfVnVHTamjmOSsvje/aUTN+70RELSgEAlauOh1Rn4/KdAICSqxYAAJLT+LvcNt+78Pq3twAAii6eDQCY+ufb/dZ17MkVfuf3hXqX01PBlTuZfd+JT4+EXWe0FM4K7Jvasr//3gfIm2hBEARBEARBEARBEARBEARBEARhUDEoFFzt1Yw2D8XTxdbMnNqOjtaIt2fKYH77tLxhEdfRk8ZKRvgbTPxP0W6l2ubG3zMq2pwdutomWtIMPo+xUZkzAQCFqaMAAFmmwrDqsjj472xjly+/cFXHdgBAh7MlqnYmismXjwMAHF5B35xQlVsKe7vvn3ulGJt6deIVXIf3MkpBKbimzaUi7ZXHg697aA/XXXwhz41zr2AExoevBb+Oxk3Vq/zsnZ4AJSOn7gBz1z4w462Y1z1YUP5OaqoouYT+QCWXclp493Wcditjb2b/c+LNrQCAuvd3xK2dz9+1Qfd97rN3AgA23/pYzLcVaJ+c7Hzy+RcBANZaquqKF5YDAOY+dDEAoLWCkU3W6vBzQMeDtGJGYY69jufw8mufAQA42tkvJSWfRIZu/UhSki/macqpXwQA5BbzXtbRyrHViUP0hTGl8l5RUEYFdF7xJADA9o//DACwWeoT0OLgDB/P3O/PgaC5AAAgAElEQVRdVo5HGqvj1/cJvv0NyD4XBEEQwidt5kQAQPF3vxBxHR4H37O4bczC4G7jc5D9KMcyXYf43sK6nu8sXC3tPasQ4kTmEvri5F53Yczr7jrI50G3ZWB56QnCycC5Dyzyfg6k3Kpaxz5492v0vazdyXfJ1ib21V9de330DdFeRR7fxKxC488f1avIiPnMNBSqgqtl/X7d1B+d1U0AgIrvvwAAKLmSfV2SgZnbWjfyP42G97eFtM3u1G3iPStvSrFu/uilUwAkVsFlyqIibuQFEwKWqd90LOCyeCMKLkEQBEEQBEEQBEEQBEEQBEEQBGFQIX9wCYIgCIIgCIIgCIIgCIIgCIIgCIOKQZGi8PDyZ0Iue2LLMgBA86HwpX+KvHGnAADGnHNrxHX05I0H9Sla3vkVU9eNXchEYsd2xC+dnyGJh3lSzmIAwMiMad5lSVH+x5lpKtBNAV/awxorzed3t6wEADg9dgxEMopo1tfZ0hV1XW6HW1dnItnyKdMvLDqX6b7mLM4AAJjTfce40+r2u+76j2hc+H/f5vk494wM3feXHqN8uEtLPzh5dpp33Zu+7jv2AFC5L/r9KIRO7bvbdNPh1y7oVab6lQ295gknAZpEv24dZettBxoAAHlTaaw6YFIUljDdXVcjU4qo1IQKjzv2aU+F3hSXz/d+VqkJG6tpqlux4VkAgMejv4dkV44FAExf/BUAwLjZVwEAdq7+e3wbGyKlY04FANRWru/nlpwcqP0NyD4XhEAU3MZU0hnzaUTedYj36Lo//tNbxuNyJb5hEZB3zVIAQPb5Z+rmn/g109V2HapKeJsEIcnEdx8GE5+JDdmcmkYwLVXGqbz28m+8BADQoaUqbH7+HQCAq9WSuMaeBCQZDd7PuVed32dZy8qNuqnjBFNeq7STyel8B2HIyfSukzKKtiIuLRWlIAiJY9SpvP5KZwa2uln1280AgG0vViSkTQBQt5cpA/2lKCycmBe37XbsZdrDQ78MLf1hKBxfcQgAMOnWObr5w88cAwAov5hWAUf+F7/9qywj5v3wbACAMb23xZLT6gAAHPvoYNzaEQxRcAmCIAiCIAiCIAiCIAiCIAiCIAiDikGh4AoHZ2f0kRtue2cMWqIniX94omgcI9VTMxjJYmulqqlgFBU/1ubYqZxSDVThzCu4HACQZSroq3jMSAJ/7PB0/pOcm0K1wKbGNwAAVmdrQtoRKu01jNIacw7/3d/6FNV1zk5nSOundDNRLD9rBOs8kfgIotXv0SD3Kz+k+aBSbp1+gS/Cafnr/hUb+3fynN+9xQYAmDqH0VG3fJORGDd8jeeOw04lRVp64P/GP3pjYKhChOCM+9YFAADziHwAgMHMSIyWTYcBAFXPrAYAZE0Z7l2n7AYaiHpcVHKk5LGf6arldb3v12+zYADRTfqYIgDA2K+f55134JF3AQCdJ1hHySWzAACFZ9M4U0WMtG0/qmuXYspDVwMAWj/zRQpnTStj+/J5/u/+/ssAAJeNfeyIG/k7cuaM5ja0TrqzhmraA7/7n/8fMIhJNvG+47Q5dPPH3UDVsjGDfVl6WQ4AoGBWmbdMknbJf3wbjVPtbewzciaxv5n+rTMA+NRYSoW15+9rAQB1ayu5jXRffzn/l5dynVKuYy7kubTkuZt17Vt39+sAgM569qsZWvum33OWt0zGiFwAvvPy8CtUNFa+pldP505h9O6Mu7luSh77umQjf2DNSl/E0c4/fhLRuj3XU/sICH0/KaI5NuFS0k3Bpajc8RaA3sotRVsDI8qaanazXcOnAwDSMnnvsFkaImpLtKSm52ntKOqX7Z9syP4WhBDQxhmZi7QI3GR23uZJ4wAAhgJfRLGzrn/6TkE4qdCuQaXoMk+ner324ce9RRzHaxPfriFGytiR3s+G3Cy/ZTrWbAUAND753z7rcrW266YAYK+qibaJgpAwTJl8pnNYon/vm1XO59/2I/HLBhaMsUtGBFx2cDnf3SRSuaVoOdIecFnOyMyAywYiLRVUsh5fwXcNZWeP0y2f+8NzAAA5E/n8XfHsFgBAV5Mt6m3njOd74JnfZja4olOGByx78FW+d+mZjSeRiIJLEARBEARBEARBEARBEARBEARBGFQMGQXX4Y/oD2FtjD7XpcsRewXXNb9iFHZOqRkA0NHk/x/7F+7eHPW2jEmMCphbcBmA0JRbXS56n7Q5+O+wzUUlhdOt2smoQ2MyFR7pBkaRZ6cwMj0l2efJ1JN0I8vOK/gcAGBt/SsAAIc79vs5Ena9Sq+w0+6ZBwC4+rlLdPMb9zUD8KkezLk8hnnj+LumXj3RW1fOSEYlrfvjlng3uxcNJ6g4e+7/0S/r4G7uX+WvFQq//x4joB59tRwAkJlNxYfRmKSb+mPrGqor3nm+/yJIhPA49JflAACPk14PSik197k7AQBV/1rda52Msbzmt36R0Y1uB9ed/vubAADpoxg5Yj3SoKs7azLzM5fdRI+WvT97zVuns53nqnk4o5CKzpkKANh5LxUpSg027dfXAwAyJ7EuS4U+Ys9t96kuKx58va+fjqLzqTTZ9zAVKh0HtAjNpMDn+GDDmMb+uvQsRvmYi6iQatpW7bd8+RUzAADr7uG+2/rgMu+ylBz2e0odpOpe8CuqsD57mOdS/Uaq6JTK6rS/UF235i5GZHYc9fUPa7/FcyB/Jo/nzPsYfbTyln/7bZ/3/HzwYgDAtt985F3WWlEHADBlpQIAznziBgBAiza/ZTePr1JEHf3fHgA+hZdSt6l95I9w1+25j4DI9hMQ3rEJl6Rktj8zzxdha2vnfuu0NoVUR0sdI/OUgiuncDzr6abgKp96EQBgxKRzAQBbl/8OAGBtO9Fn3TPO/DoAID2Lfc/6dx7oVaZswhIAQPEoKiPSskp0y0dPX6qb9uRYxXLv5yO739MtK592iVY3xwhbP/wt65rBugqG8TcnG3i8LS3HvOtW7qQ6tb2p0v+P01DrjpjIvOaFI7Ro8nSqa53dxqUtdRybVO15HwDQ2dEYUt1lE87S1Z2altutFDtZu40K7Jb6AwCAY/s+0ubrlffB9jcQ+j7vub8jIX0Or4+ir4Tvneuxc2zntnIcbK9mX9G1j1GSlrUcz7laBlb2AWEQ4uF1ZlnHc0p5cHXu4TXtbAitvxWEk5n2ZWsAAJZPNgUsk5TKdyHJmcyQk1LGe1TabGaXSZ042u96hiyO40ru+6J3XvX9vwcAuDvFYzpSUsoDR/wrLKu3JqAlgtD/XPDMNQCAtT/6AADQtKc+7DrKL6TadO599L/877lPxKh14TP8lOKAy3a9diCBLdHT2Rq4zzZnp4ZXmfZ6qPC8mZxewGxDqaW+Z6kkk6HXan3x2Q2PhtcGANv/+CkAIH+adk8rztS1b/x1bN+4a/hc1Lybz/Nth/p+VgSAyV+YCwAw5/G+mT+d21AKrr5QCrO9TwW+LycKUXAJgiAIgiAIgiAIgiAIgiAIgiAIg4oho+BqPhi7qI+OuiMAgO3P/jhmdeYOp8Lp8VvXxKzOQEzMOQ0AkG3y74XQbPdF7+9vWwcAaOqKTPmm/LbyUn1+IBOyF3Jeij5aJ93If7gn59CDZEfzBxFtM9bseGEvACAtj1Hws2+bBgA4/bvzQlrf4/aZDW3/NyP7tz23O5ZNDIt//ynyvP1VB6jY+9pllQCAW79FNc6sRfwnX3lvnTjm8/BZ+TYjvl9/mko3lyuA+VICuOk6Rt795Q95QUoCr/yX0dpfvqv/Imb/8SdG5197VXrQsl+/m/v3+Zej93dLTmHXP+ZrVFIo7y2lxjJkMKolKbl3DETHwVpdWYWjmfvT0M1jCQCSU1n3uHuouqn/iNeGUm11R6m/zMN5/Kb96nq/7Tekpfid37brmN/5/tj7U6qHyq5dAABILaWSpvrVjQCA5vUH/a84CDjzaaqXnB28TtsOsk9Y/503AQAOi/+IpoYt3H9t+3v3IfZW/fHKmcxoLUcH+wylSFJ0HKfaoWEzc28XL6Qq9PDRyBWeyqsraxwjieY/fGlfxQEAmSN531EKrqp3eP7N+M4SAED2RN4nj/2P94Gm7f7VbZGs23MfAZHvp3COTbiYNf+kpCTf9W611IVVR6dFHxmWlpVYLyalkFKKs/RM7vtRUy8EANRVUR3fdML/vdnWHtxjI8XM82/a4i8DABxd7IuP7VsBADCl8v5TOnqRd53pi78CANjxyZ8BAJYW/VhLqeemnX4HACC7YAwAoLGa6sDayg26bQM+JVle6WTW/fFfAADWAL9h4lz2B/mauq72COu0tfmOscHEPj8jh+O2wjJGJlYFUFcF299AbPZ5IkhK4T3KkMJ7QFquNp1KdX7OpfSLbH6Nvozty3srmwUhHBqfeVk3FQQhdFwt9FUJx3fJtpXP561vrwQAmKcxs0HRXbcAAJLTzbryhrxs7+fsS6mQaPnPwHhvMRgxZAZ/znXWiYJVODlINvF565zHrgAAbPsL38fuf3mH3/IGs++V/Zx7TgcAjFnKZ4CGHf0/lk4vNAdcVl/RnMCW6HHanAGXGc3hqa2KLmYWl/JvMBuJu4vvWDqP+p5/u2cSihc2zY/80++8AwBY/CgztpkL9H2synqjVFhq2hdTvhDau29Fe1W3rDzf4/Oiy+4KVDxhiIJLEARBEARBEARBEARBEARBEARBGFQMGQVXLPG43QAAZ2f0SglFRyMj5o0p/E/RaXfHrG6FUkiNzJjmd/kRyzYAwJ7WT2K2TY/m29DU5VNOrK/n5yk5jHgqz5ylW2d4OvNfH25ndK/F2c8RO5rgaMNfPgMA7PnvfgBA+Vn0I8kbwyguUzqjfFU0QHMlI++PfOz77W3HQ/e7GsicOMqohN9+N/ToOGHwkDN7FADAmMWIm4qH3tB9L1wyOeC6njAVeqo/3fbVpwEAkx5gtFLh2VO8ZRpWMLLSWkV1SlcdVYG7v/+yVge3mWRM7rsN7tDb1lnNqJMDv2NUvvrtp/zzdgDAxuv/EnJdA41PPv8iAMB6oi2s9ZxW/96QfukPoabmj+Zx8Zxafu3TvuaEeOzrN1BBpXy+ShZTMTP5y/SG66z39eFbfvZ+ROt614vhPgrr2ISJwdg7D3m4XqROp01fpymwL2c8aGus1H13aEoohbWN97LG49uj3lan5itWsdG/V1xDt23MWvJNAMCoKVQ27V77pK5s6RieO0q5dWQX+yPlfeWP6oNUEM05714AwPg5zOW//WP/fVZOMfP0t9TS5+fg1v8ErNuL8iL0+D+Jg+1vILb7PFJs26ges+3cq1/QzWsxyczz31RKFVr6TN6bkjOpyEsyceyXfx19ZOHgGLD9k3XxabQgCIIQVzp3MUtDw2MvAQCK77ktYNmMU+mVJwquyEkyBX/l6HHGX/0gCAOB9299FQAw/wf0xj3l28y+VTyHWRQ2/JyZIdI0b+dTf36+d93scr7v3f0UvTx3PdH/nkfqHak/HB2OgMvijdEcuN+xW8JrV/Fl9KdSiq299z0HAHC2WiNsXXS0HeL78+W38V3ZnO8vAQAMO3103Ld9fOUhAMCWX67wznNY4veeIlxEwSUIgiAIgiAIgiAIgiAIgiAIgiAMKkTB1QdGM/81j4WSK9nAaNFvv70EAFCzh+ofdw8h1wt3b454G8PSGKWb1ON/yzZHPQBgb+uqiOuOBLW93JRhAICcFEbHKt+u0rTxAIAD7RsS2q5gtNfweO98cW+QkoIwOLFUMLJ+xE1UD0z5ORUA9iYqUDoO1cduY5oAQKlu9v3iTd02AcDRxGuudRsVMrXvUE059deaB5dS52j5hPf8iAoElf84LLTI/emP0JdGeYklafNr3oydn+NQpmUv/XuMmh9a0UKqAuvX8xhmlNHHpnAelbD7n4k+wsxWQ0VaxzGq78bdNMe77MBz+ntn9nj6uVmOMPe3Os7KF6vtAFU4NSsOsFwlI6FO/9s1CES46/bcR0Bi9lP/kNTje/95McabuqNb+lxuaT7q+6x5buUUcbyjfM48HvaHyuvK4+b5WX0w+Dity8pzWinFikcxqjBV81JTy71taOK5llPMNgwfT3W98uIC/Cj2Aii3BhtdlTwW4aitmpRi68bLAQCZpy/QLc+9kn6SHRt4r3B3+vc0FARBEAY2ts/4rK/8n4zF+b3KqHmGfI7XXE2tCWrd4CfJSJ+bpFT/3smCcDKivJM/vZ8ZP8ZdNRUAMPsuvpe58NlrAQCpOcwuY2/zjTNX3vUWAKB+68DJstTZyvZlFPbO3pGaxWvf2WXrtSzeZJYE9v6zNYc3dk8tpXKu5sU1APpPudWTrmbu17X3MQNI7iR6YI+7hr7LxfNGAADSijMjrrtuI7OVHXiJ2eCa98bwPWEcEAWXIAiCIAiCIAiCIAiCIAiCIAiCMKgYMgqukaddCQA4uua1qOtKy6PiaNyF9GLZ+eLPo67z438eiLqOYBSay/3OV95bngRHVKvtHeng9memnK9bXmBmJPtAU3AJwmCm+pXg15OjlREZO77t30OmJ+17qr2fKx563W+ZQPM33/qY7ru7iznWd937YsDt1X2wUzcNxp4fh+Apo9CUCaH+dsE/rk6q5zZ+720AwLRvUxUy675zAPhyMe94ZCUAwFLVjGhRPlsbv/8Ot3nXGd5l5776eQBAsubTppRbG+5n+6ApuEZdyii50jPHsk6n5rlp5e/Z/ltfPumehLtuz30EJGY/hYvT0TuKzRimh5bRaNZ9D9fDazDRZW0JoyyjwjNzywAAplRmBrB3tgMAzBkFLGdjnW5X6KpUm0UfQZeWWaRtU38O7d/C/OzjZl8FABgz4zIAQPnUi7xlmmroVXWici0AoLX+YMjtGGp4HDwGjc/yvpJSTnVlygg+GySn89owT2HWBOvW0O5TgjAkGSJqT+HkpuswI9T9KbgUxlx6csdTwZUymmOF9PmMvk+bRuW1Uo8lZ1KR4NGUw67Wdu+6nRWVAADbZs17cse+uLUz68LTAQCm4Rx3GPNydO005HFfGbT2dve9DMSIR78XcXtcrcxAcuyuX0RcRzCUGi19nnZsZtFTPmUsFRKGbM23M5W+nu52ZidxNvjGZLbtPCYd66nAd55oiFt7e1J87xcAAGkzJurm1/3+Ge9npWjsiamUWTEyz5wHADBPGweg23mZweOsfrOrxecB3XWAWQTUb+/cyXeiHperz/aahvHcGv7re3ota37xXQBA27vMepCczmeQ3Kv4rlFdP0o56Dh2AgDQ+uZKrS0Vgbc7shQAkHctvXNTJ/B9JbQMDPYjfCfS9vbHrCsG19nhN7nfi2ZynDnqgvG65Xv/tt77eSAptxQdtVQz+VNwFU1hn9qx6nhC2wQAw+cUB1zWsC+8522Xjc/rqh8YqLRU8Nlw8y/07yTSS3wKrjTtc4rmP59kZP9s15R4nY28ji3HtHvdIBvmiYJLEARBEARBEARBEARBEARBEARBGFQMGQVX0bQzdN8jUXLllPPf/jFn3xyTNnXn6DZ9xK/JzH9/J53Ff5ZnXDQcQHQeXGmGLL/zm7oS/495d5q7qv3OTzdkJ7gl4ZGk+f2EEHQUELdrkP3lLQjCoOTdc/8W8boHX4zcd6x1PyOF1nw9DBVdD5q2Mxpt5S2hqeqs1YwMVEqucNjxu5W6aSLWVfsICH8/RXNsQqXLxig25QsF+NRAoWLOLNB9t7XHLj93cvLAjpbrG/0AIqDYIZqBRhDsnbxe9qx7GgCQlsVxZ0n5fG+ZopH0syscQU+wxmqqkio2PAtAf26cNGgHy7qZkdZKwaUwDSvhhwgUXOV//43ue93/ewIAYNulRRVr50PGgtneMpmnzde2y+OXnMFocbeFkeuOE/W6OtqWfRx2u3piyOZzRdbZpwEA0qYxYt1YyIjc7r4qKnK76zCjtS3r+Dxj27Y74u3n38jsHFlLTtXNr330cQBA5579Edfdk+K7vggASJs+WTf/+I9/DQBw1jWGXFfZw98HABgL8kIq77ZR8Xr02z8JeRuxIGU01YnZ5ywGAJgnUp2cnMXoXreVUdneY/oxFZ62Xb6IdY/TGbf2JRnY92ecRtVA+pwZbLdSU2qqAY+2/+zVjNK3btnhrcOyakPc2mks4n0v64yFAADz5PG6+cnmVG3bVCq42tW1Sn/Orv2HvXUpJahaJiQWjzW46jzJHHsfKaV0yr+FymqlPAnaFk0ZpRRdAGAq4z0p6xyej0o50/j4qwAAR03sxmXZF7LPMBbmxqzOgYo6Jnk3XAIAMBaF1q97VWx5vvddqROYbSn3inMBAO0r2T+1vPQegP7x9OzePt9MaiDyb1oKAMg6bxHnBxmr+vvNKWOocMs8m+fl0a89yAVBFFx9oc71JCNfZRffcxsAIHXiaL/l1fzi734eAFD/lxcAAFZNSQf4lHil37+DdQfwjTNPGaubNvyVGWk61m0L+3dklnE/LfoZz4f8qRzf7XuJ97CcMTzXTrn7dO86eZP5fLblkdUAAKctAj/yGHN0A++9xdMKei2begXVfpUJVHClZvPYTbzYf3YzwNfmUGlZw3FP3mlUQNa8TC8ujyPy8ziRWGstfj8PRUTBJQiCIAiCIAiCIAiCIAiCIAiCIAwqhoyCq24nc7AWT6eSS0XJHlsbXMlVegrztQ6fRz8CezujmQ8ueyLqdhlT+R/ihMVKqcWos7EL+A/3zvcZub7+hcqot5WS7N8zw+62RV13NNjdVr/zTclmv/MTjVJqzf0SIwMnX8EIvIwilTc68rr/Pu+5qNomCIIgCPHE42b0maW5yjsvK59Rb+Z0KjU6NS+pQOQW63P6tzb09h11u/UR9MmG0IagqemhRcvqiZ962pzOiGVrW/A8+OYM7j/lreW0d+iWKx+tbG1/JxtMuvJ90VNl12kJzcvB1k6FQOVOnwLyyG5GD4+exgjl4ePpFVc08hQAQF1VsOwCQ1et7mrx77eSnBa7Mawhh0opFTFc/LXPA/ApQvpcNzdHN1WqkWgUXBkLqegruPkqXbv6bIfmwZKex7G0UtvYdjPqteEfHA8rtVIodKzdBKC3gitzEdsXCwWXQVMrpU3V92FdB48ACE+5pXC10RdHKeCSTAPrcTv7fF7feVdfyhkBovJV+9NnTdNN21es8ZZxNoS/f4JhKmHfVvT1z+u+ByIpk2pG88RxuikAZJ/L9wJ1f3oSAOCojV7FknUm1Qx5N1zO7Rv6VhknpfBdgFL0qalSRAJA7uX0ezl2Pz2EXK1tEBJHUnrw/tzdEbv3KaYRVKCUfJe+SMrLKJakjqd3UOkDXwMA1P/hXwCAzorDAdcJFa+vlDs09UKydo0CPr+kwHWGrxh3tXUELxQmOVdSVZN75Xkxr1sppLLOZV+ilF11v3saAOBqTtz1r7zlAADJbFfRXcxmlT5nasy207X3EADA02mPui5TGd+rZl3AsUEg5VYgCj7PvruzmxdX0dduBBDaeKc7ebdQ5WbdQrW6xx58/F5+IT1c597L+5PbxXN+9X0ci1ev5vhDvaOcctsp3nWn3U5Fc+F09iFrH1gOAGjeGzuFZrgcXH4UADD3C9N6LRu7hMq4yUupeNv79qG4tUPtr/Me4HWVkm7SLbdbfcfmwId85k0rDy1jScMHVPtlTqPyffJvbwUA1L25yVums5p9mNsW2jluO9J/x2woIwouQRAEQRAEQRAEQRAEQRAEQRAEYVAxsELKokAptVQkcsnMJdoSj7b8dQBAspH/5JafdaN33byxzHFvqTkIADj04dMAAGdn5NEgS7/Pf7AzChlJWb2LEaCrn+K/1oXljGR5++FdEW+jJy4P/5VOTtJHkhmSjLrlicaQZPI73+WJX972cJhxE/Ptz/3yTABAZzOjS49vZG7WsgWlAID63YxSdDsZZZE7mtFWKs8rANRsZWR0xZsH493sXtx+nz4C4b9PMoqguSG++3n6PCoHJ87kdP9O7r8dG/wr9wRBEISBR23lRu/nrPzRAIDRMxiZWLGB6oueXkzZBWMAAPnDOOZpqaeiwuZHTdTZoVeBZRcwms/SfMxve1SdplQqLJz20O8pji79+C01LRIVmH+KRzF6sunEXm2OXr2UmTfS+zkjh/6qzSf2sGSP/Vd/dAsAIKeQ+0Ipp45VLA+4faVoKyzjmMXSzMjJniq7pCTGsCVpEbluV+CxgBo7NxzbpmtHijk0r9Se+xuI7T7vT5LT0/3Od3fEboyj1FdFX7oJgE+55WzwHVPlZeVs5NhORRkbiwsB+LyjrDv2IlIyNGVU4eev5wxN2eNx8NyxaIoq5R3k6fJFqRo0VYryDUsdQ/WAUkaV3PMVAMCJ3/xFV2dfdFXy3Fa+RKZSRm2nn0J1WNK//8u6QoiYDkT6PPrOqch1hfqtkXDiV3/WfVfHyqCpGIq/eTsA3+9JFOlz2WfkXbNUv0BTTFg+5T2gcy8VuB7NI0X5zWVqXlPKkw2IjSJKoZRNJfdScWLI0lQfyg9P89ay7eQ57rJYdeXSZ/OekTbTpzpQflgl370TAFDz0KNcV1PZhYo6nwEg/yZ6w6nrw22lskedM/aq47r5yWYqVkylfE5TCrPUcT5/EKV0FOVW/5A6uizwQk1d4aiOzh/NkJ3p/VxyP/sApd7tiXUz+3vLx7wm7ZXqnOIztlLqppQP966TuYQ+jT19vJRiquhbtwAAan70/wAAzib/6uRQqH34H2GVz7vuIu/n7KVn+S1z4ud/BwC4omhXtChFFRBYuaU89Swr1gMAOtazX3JqHmdu7X5kyNaUpZPG+Oq/kF5K3Y8bAKSMYoYnpeir+dlfua0o7m2h0t0vK+96Hqeeyi17FTMWWDfwt9orqwEAbq0PhonvHk0lHI+kTvb95vRTtLHJZ5GPTXqSMpL7S/WpHWs5dm159X22y0ovs5wrzgEAZF94um595d9YrO1vADAWM+OC8uVq/s8HrKuV9zkbuHIAACAASURBVIrsi6i2Uso+hbquzVPZr9tC+J0LH2C7GnfVAgDW/uhDbruHN5LHzXvf7qe2eOfVf8ZjceqDPD/P/fsVAIBXz3o86HbjRd0ejlWVKgoAxp83SlfmvJ/y2iqazPv85if5DtzaFLqqPxAFE5hZ48x75wIAyuaW+C23/UWff2hXG8ev8178UlTbHvPdyyJed9Mlv4xq24J/RMElCIIgCIIgCIIgCIIgCIIgCIIgDCrkDy5BEARBEARBEARBEARBEARBEARhUDFkUhQqjq9/E4Av3UrpbMpIVWrC9MKR2nSEd52GvesAAEc//Y9u3ajQ/HqVtNTt8ui+xwO7m6kQTMl6884MI6WgdnvszFHDQW2/J3b3wEhhN/FSpgZqPUoJ8n9veRcAYO+gLPxLa5jOcv2ftgLwpS5MNvAgz77NZ6g4S/tcvyf2psvBuP7OAt335a8zzUW8UxROnUuZ95fup0x83XLKqyVFoSAIwuChrsqXkqtwBNOMFQxnKrBZZ38LANBSxxSEKWam1SnQ0uS5HEwxceiz1wLWr9L0Obp4jyifdjEAwJzOtCAqxV56NtMCF5Zx27Z2LT1Zqi+9TzA6O3gPtlmYMqZkDFNrud28H3ZZmebNYOJ4qb3piHfd1voDfdadnsPUKNMXM+VaSx1Nqo0pvBeWjF7oLavSAlbted9vXXVHmH6oYDhTCpVPZXqYzNwyXbtMqb40RiXlTEOkxqoHtr7qt26TdozmnHcvAKC5lmlT1P502H1pBVPMTJFXPHKO1m6Ofxqrd/qtuyc99zcQ+j4Ptr/7G/OkcX7n248ej9k2VMo3QzaPWctbywAAre9+5CvkdvdaT4eWYi/JFP6jnTGf6V0KbrqKM1TqNQvPkRO/ewwA4KiuDVpX+4pPAQC5V/BczrnobABAyiie03lXXgIAaHr5zZDb17F2M+u8kn2GSvmXPotj7o6Nn4VcV09UWkaFSp1o3bw94jp7olI5OrWpSnGVCJKMvrT1+dd/rkfD+Exa9+enAAC2XRX+K9nKfqBt+SoAQKmWbhIAUkaP9LtKJBR8/joA3VITaud83WP/Yvu0NJ2BUCkWs887wzsv71qmD1LXVp62Dxoe/3dYbctY2O080a4PRe0f/wkAsGspNUPFkOW7pyVpKeeExGKexv7dWFIQsIxtB9NahZJWtS8Kbr/K+7lXakLtWmx8nPdzy+ot6AuXlrpOta3756wLeD/Jv0WfOis5k2OU/P+7HABQ9+i/wmr/UMY0jO8w8m66NGAZlY6v9jdPAPCl6QuEs579vaW+2TvP8infJeXfwjSxWeefplvHNJLj37wbtfvkM2+E9gOiIE1LIQj40u2p1IhNT9PiJdj5qOiqqGT5T3zPE03qHmQw+FkjMtQ4x9XYAgBo+MfLXODSj5Oan38HAJA2k6mS1XFWpE7wpYl1HOX7vfq/vcQZPcZcLa8xjWD6qUxrbCot1C03TxwNILQUhfte4Phi+9+Y5lLZn4RC/VamKHz//9hXLNLSHQ4EVv3Od56UzuD+ySzR0nxrt81ZN04CAMy8nsekdiefHxoPtgStf/4dfC5Myzdr22C/XTix75ToKoXixsd7P9PUvLgm6HaFwYUouARBEARBEARBEARBEARBEARBEIRBxZBTcCmqN/IfexXhOmzOBbrlR9f4oozrd62K+fbffpjGeaZURitMPItGwmfdQePonNI0AMDS7zP6cNeHjBo4vDFy5U+rnZGVPRVTpWncZrO970iTeDEsfYLf+S32EwluiX9yRtFcc9fLjFxUyi2Fs1MzWc4w6eYrVd6WJ33RACWzGBmy8BunAAD+9+0VcWjxwKKpTh/RVj5BohAFQRAGGx6PL4Jwz7onAQBlE6i+KBrJe9qwcTRqdjlo4Nx4nIbTVbvfA+BTYfnD6aCKfOdqmpOPns4I1cKRVIsZDFRlWFqojNm9hm3IH0az65LyBWH/lj1rqUwYM+MyrQ6qnwxG3qfsnVRud3UEbndP9m1k5P+wcYsBAGUTuY+Sk01a+31R/JU739X9poDtXPc065qwBABQPIpGyfml/O1Op8+EWanolCqsu2qqO047o40bjlHdkl04TquT486kbioEtR9aGw4BAI7vX9Fn3QF/h7a/gdju8/4gbTqjmtNmTNbNd7VRgdi571DMtqXUJZZPNwAAWt/+MPxKtGhjpRYKh6xzeS4rZZSi+dW3AYSm3PKiKRFaXmefkDaNUbopI6ngyjyLRuOt7/Ecc7W1B63Ssp5RwUoVphQ0Sn0ViYLLWMzI39QeCiTrNj6/ua39k/Ui1qTNnOr9bMjJ1i3r2EA1QUDlVg/UudX4vO8ZetgPvhlV+1LHjfZ+Nk/UqyXbP2F0ezDlVk/aPvQ912eexv7HVEZlRMYcRoA351K16mppDanO5Iy03jO1c91xPLLnWVe7xfel+2ch7piG871M4Zev81/A48u40/r2x1FtK2U0+760U6YELNO+jCqCUJUyfaHqSput3cOm69/DKMWOaUQJAMBxLIz+fYiSfelZAPpWQDf8k4qZYMqtPtHOq6Zn3wIApIwaDgBInTRaVyxrCce7be/w3HM2BFe3REovNSGAhseoYrJu2hV1/V7FchyUyx3rNaW1K4ACStvftq3MINFTwdWd9pVUAAdTyyuVWk8Fl7E4P0hrfXz2p7Uhlw3YjmaOUT65592o64oVHXW+7E1v3bUSAHD536gwSy/QZxhLSuY4rnRmoW7aF/PvmB5We5qPMJvVu9/5BADgsvc+B4//K7r+XRh4iIJLEARBEARBEARBEARBEARBEARBGFQMWQWXomYzIwhdXcwjP2LRFfyeID8qRxf/Kd61rEY3TUmjsmvSWYyeOfXm0QCiU3DVd9LPYHi6Ptp0ZAb/7T5uZfRCmyO0iNxoyUnhbxuZ7v/f9lpb7KJfo0L5pAXIf9vVxkj1zOL0oFVVb2IU1JwvhhdhMJixWvTRELkFscuxLAwMxo723Souu4RRrKcuZDT+hPFcVlLE4242MyKnq4vXVU0tz4+9FVRGfvIpr6fX3/L1wXX1ifOjEOLLuDE8H9R5MnMGFQFTJnJ+Qbf+ISuT54rRyGmHlX2wxcJz59hxzWPoEM+dPXupFl29lmqWHbt8attg9jT9SYrJp5Q5/1xGsJ17NqezZ1D1Uz6K+ycri2UdmgijvoH7oK6eP3DtBl4/H630KXo+Xcd5zhjaLSrvqKN7P9BNY4G1jeOg3WueCKl8W+NhAEDlznfC3pZSIO1e+2TY6wbC5eTB2b/5pZjVqbINHKtYrptGg/LRCuTRFQ+6K75iuc9jTVI3L4jkdPZVSuGRPpe+clmLNcVgD7+dltcYLRutH4s/dJ5bCUT9ZoW7k31Kx8ZtkVeqRU5bVlGVln/TlQCAJCP7unRNSdO+Mrj/gauZKpvOvfRrM0+hIiFtKtVhyrPJ1d7hZ23/ZC6c43e+8vsaKqh95I+ODZF5l9mPHPN+djZQiWksDD16vTsZ82cHXGZZszGiOrtj20k/FHV9K68682SqxTrWhaaYcdTU9Z6p9Q1KWdj8H+0eFccBydRTbgEAJBtUVhGtDQX8PauX/chXWLsGh42kH2LRsFlas7kPWpv4HF65f5luG9PnfQEA0NLI6y07b7R3WYrmB7ljI+/fLif7ilHj6HmeV6hXCzXWUX137PAnof/IGJCUwv1j0HynTKPonZk+h4rGjMW8/rt71HWnu2qra19lVG3JOv/UwAu1c6X17ZVRbcMflhXse3squNR5mz6Xau7Wk1jBlZzGZ9mM02YFLGOvpALftmVPzLff8h9eeyU/+LJ+gYHXaNZ59OhqfjExKh3lHxUL5VYisFfVhFTOUR383WfX/iNBywCAq8m/6jdZeUcmGI/bE7xQP6A8tV64gefuOT/mfWjMmWVx3/bB5cyksfzBdQAAu8XRV3EAQP5ZvDdkzaQv27EnOB53Wbuib5D2GFF8qZZ1YD9V3x0VMcyupm0jaxQ9dTNHMaNbShb7uOSU/nk/e/j1xPclouASBEEQBEEQBEEQBEEQBEEQBEEQBhWDQsE17fofRrCWpsrRwqCVYsvZyei+UYuv9ZYcNufCPmva9dIvIth+39htjNbd8V61bhoNtZ0HAQA2F/ONphmYaz05if/Yzi+kem1Hsy+3f13n4ai32xPl+TUtlzlXVaSYot3RAACoj8O2I6G9hudETnm23+WtVfQHGLGI0V87Xw6cq96gea4lm06e/44NBn10c6r55PntQ5UZ0xj5+JPv0aPgvHPMfRX3S3o6zwul6FHTSy9itPwvHsj1ln3xVV6DP/81+67ausQpul76F3M+X3Bu8N945gWMcuyuHIo3UybzWKxZXtJnuWXLfYqe6/+vIa5t6s5pixgZ9NMf8FyZPzelr+J9kpOdrE35vWw4+9OF83vWyW01t/iipN94m/f4F17hubRhU/g+NLFCEyjgji9kAgDu/obv3lJUGFr/qGwAlLKrfBS/q/37za/6cuYfPkIlyS8f4fXzn9eZA30gq9oGNT0UPcLAJffyC3XTiFCeUm8y0tqyZlPU7eqJs7GZ04bE+pIZctk3GfNydfPtVYxY98RAFtp1sNLv/NTxowGEpuBSWDR1lVJwKTVO+jyqgNpXfBpyXRkLTtF9V15gtt37Qq5jMGAaMSzgsu5KrEixH2MEfaQKrtSxo3rP1G5ejmOhRef3hbPZv3eNqSSwF4s/LKvWeT9nX0C/nuQ0jhuzzzsDAJCu+Z21aedhh+Yd5+7w+ZJEy+6tz+m+j5/GZ/uK7ZrysJt3VFo6feaKh/P62Lb+H9oSlpm54A4AQFbOCABAe6v+fFBK7t1bng3YHqXuys4r17bxd91ypQZrba7kNlqqAtYVKrnXXaibxgRtv7W+waj9lteiV1Er0qaND7is6xD3uas19h5s9kN9X989fZ9ORlInjAbgUxb7o2PDjrhtv1Pzc3K18v7T0w/LPD3wuRMPLCujV80mEldjaB6KoXhqOutCy6Ll7vKv6FH+bRf+2+frd+h1Klj3v7Kzzzon38o+unE73zPUbwt+75twLbNFjb2C9533b3456Dr9ga2J7yfeuZuq2OIpHCvMuJ7q8pELqK7OLAmeKStQ3VXrqYja9jwViHW7wx9LF5zHrAIZEzlmqnpsWV/Fw0O7LRdpCq6cOj6v738g8mNmSOX5NuEmqk/HXsnzwVwQ/n6MJ6LgEgRBEARBEARBEARBEARBEARBEIQgDAoFV7Ip8ojwZBOjy43pjIjwaH+huhyd3cpEXv9Awu3RvG5aVwMATsm/RLfclMxIszkFS73z2hzMKX7CxjzbrXZ+Vyowp1sfBW9M5r5S6jDlszUszZffOctU6Ld9Hg8j8na3rOR3DIycsTVbGS0x4eIxAACjmZeFs5ORa1WrGcl6+n3zAQCn3j0XAHBoOaPQukcczLh+EgCg+VBoESVDgUmz9MoXS5v4KQ02lCDhO9/kdX3/PVpUdxzvEN3rvuUG5q1eejHVXXd9h9Hsb/8vMV6JQuhoAfN46CeM+P/aHZn91pa8XF+Mzudv4Tm05Aze8+eczmguTwJvMyNHUHH2r8cZNT17ZmLGFmPKeTH940+Mirv+at6TvnAnI9ja20XKNVi57TtUGcw/y3edqf7a6eTJfe8N9A2wd+lP9pmLeB5sXxc79UAsGKjt8qKpR2w7qdZvfY8R/V0HQ/NniARXa1vc6u4LQ47/zAWuAKqXSHA2+a9LqcfCwbqVkfTuTvp5JZs1/5RFjIoNRcGVOoaKIWOx/lmlY/1Wfhhi0ldDlp97tPYbXe3Rq0aU8i1SDPm5vWdqA41Rf/1lVHX3hfLeC5Xu/m51jz4OACj44g0AfGowYzHv/fnXfw4AkHf1pQAA23ZG8VtWref3GKgER447m3V1UHVQX9PbLy89sxgAYNaUXDMXfMlvXQZjqt/5SnXVFxnaNixtSi2kvw9Z2vgMnZnFKP1YKLhiSeduZr9pefl9AEDXoaMxq9tYwHPbkJ8TsIwjjv5Xrra+r2/VvpOZ1PEjg5axHz4evwZoDyn2I8zklDZzkm5xykheN8orzG2LgR9QH3SG6EM1UHBZQhtHepwB3k25fPd7t7XTf5k+1umO8vPLGZPnnWfOC+0+M/Or9Kfa8zRVv6EouFTd3bc3GKjbw2fT5T9dp5ufVcrnePVe1Zzje4ZO0jzpOlt5/lsb+H6o5ag2/ojBs37aKI4J2z6rZJWO2L/PtGreW9mnjIm4DqXQOv33fJ+fM74g+oYNMUTBJQiCIAiCIAiCIAiCIAiCIAiCIAwqBoWCa8dzD/R3EwYVtTZGIx1oY6TY+OyFActmm4p103iyo4X5rJvt0edUjyUVb3J/mXOpRDKl6xVce9+gum3qNVSpzbx5im7aHY+bIQQfPRC6p8Bgwmhk6Pjii305oi+/TZ93/8DuECNghH5HqXH+/Hsewxuv7d+8vbk5bJBSwNz3I0Z+//Pp2OemFyLjNz9nxOftt/WfcqsvnnmeUdaJVG5NnECftLdeYfRXcZEhcRv3w7lLeC9b9gajyj93XT0AoL5haCkThjIjxjJycfp89snf+Fxvz9K0DPaXPZVbitvu4fH/znUDKyI3ke2ybaNywrZzr26+p1sH4bFxzOJsofLefpSR1J6uxPn4BYwujjPJqf5Vph577HwmA9WVbA7f21PVZd1CJVfmafMAAKmjGYWvVFnOusA+lBkLT/E737I29t5qA4GklN7H2B3T4xvddRLJeRATkiOP8e2qpMqn5sHfAwAyTuV5mH3uYgCAaRizm6iI/vQ5M3RT5VvW/Mpb3jo79x4IadvFw3n+mky8Nxw6+E7AslYLs7J0dXIsvWPjEwB8GVWSNI9uDwKNDYIPpDraGZFeWDpDm6P3qFT+Xk11+j64v+nccwgAUPurf8ZtG30ptxSZS+brpokkOXNgebX0B6EoiZ318ffGdNYF2IYm2VftdNvqY77t7uMPdzel6mDA44juXuZxRO8zKsSG9hMdummiMeVRQeaoj19GBUcLf5sxOzwFeXcW/Ox8AKLc6gtRcAmCIAiCIAiCIAiCIAiCIAiCIAiDikGh4BIi40D7BgCA3c08pZNzzgAAJCclJrrc4WZU7PbmDwAA9Z2VCdluuNTtYv7yD+7/xO9yZxcjW16/fRkAYMYNzI+cN4ZKho56X/7f/e8yyrqhInbRPpfcwO3cdo9/b7NAPPICfQZcrthJGXLy2GUk93EKLXv15PEfG+z84F5GhIWj3FIqkFdf43m/bDn7l2PHeZ20tnF5Xh5PkvKRnF58AaNVrrpcyxmdHTi+QnnMKLVQbR3rfutd8eTqL84+k1HWoSq3du5mVN3L/+F5svkzRnmr8wQAOjp4rphMPOA5moJv7Gj2M1MnUxl16kJGoJ++iDnozWZ9hDAAODQ/oudfSpyvj1IcvvZC6MqtLk1t85K2X1Z8zPvkrr3cXy0t3CcpKUm6OhfM4z647ipeq3NmB/f3mjyJ+++ff2WU11U3MvLTJTaJA56WRh6k/GJeCxNn+qL99m1nP2jr0Efdj57I6+P6r/F8nDCd6zz4hN5j4oE7qD7wdFv9mz+nz0PZGO0aS+f5t/kTRhv+6w/6qGFV52druHzaPJ6X+UW+x4of3EavlZIyU8TtihaltGj/ZF2Qkicn7k7/fh7+VD+RkpRiCrDtyNX+HZraSim4FJkL6cXV8tYy/Qrd1Drp82bpFtmP0l/FcfxExO0ZyPiLcE+KocFqkiG6Z8ruCrAkE9vltrKPa/jn81HV3ReBvOHCQSkflLeWmqaOKwcAZJ5GVU7G/NkAgCRNMZkyYhgAoOTbd3jran7lbQBA2/JVfrelFFsTp18NAGhpYvaR6fO+oCu3d9uL3s82K59va6rYrhkLtO15O1n28zs3PwUAcLvCV0O0aZ5aLU1URM1a+JXuVaOpvkIrFzvFbvsyZkmxfBJcdZl/2+UAgNQJ5br55iljAQDp86YBAKybdsWsfYqBrpCK9todCiRnBFdSeOLsewUE99aK57nkCTAOGBREqX73DDHPTSFyXB28Dow58bvWjFnsbyLJ2lCyiO91C08Z3me52nW8J59Yw3tuRw19yly22Cn3Bzqi4BIEQRAEQRAEQRAEQRAEQRAEQRAGFaLgOgmo6mCu+sauYwCAsVlzvcuGpU0EEL2qy+n2ReAdte4EABxu3woAsLsTF1EfT+zt/I2bH9+R0O22t/BffqVyyMwJ7Vhl5yU2MuuD/1C59dEb8ctdK8SGRQsYpX/3N4LnHgeA51/25UP+wQM8zkqpFQil9Nq3nxEjH3zEaO1f/Y7nxyMP53rLXnaJ/wg6peT642/zAACbt/IarK4RCUqi+fIXQ1Nu/fr3bbppOF5YJ2p5XCv28Zz53zK9Yi9VUzUtOZPn73VX+6KsVBB4XX3izo3f/Yrn8PBhffe1n3zqi4684xtU99bVhdbO49Ust3Ubf+Dfn6Af3U3XZXjL/OE3bEeKqbeyDQDOPF1/vT/yR+mjw+HIrnd100RgaeVx/8XXqS655Vs+BXduIYfuLz/G6Px1HzI6r3Ifz7NHvkMPqWkrxwEAfnL70aDb++vPagEATgcvWKXS/teq8QCAZx+lgqvn9az8vx766rGAdUfTLiG+uJr9K+6N+bl+50eCsSAvrG2HQud+ZktwNjbrtpGxgP5EPRVcaZPHez8bsvT3MsvazRG3YzDgbu/mYartJ+UNlZzBe6i7I/LntOTMjOCF+sDV4rsfqfYoBaFtz34uGGRR9l0Hj+imza9SnZV9HjOpZF98DgC9gibv2qUAfH6Bjlq9atbh4DFavexHYben9vhm3TQYOzc9FfY2jh5coZvGE1cL73n2quCe3k3PvAEAGPbgNzijh/da/i2XAQBsO3mueTpj572YFIXPm5AgQnlISfI/to4pCdjEUCSBdsvCEMd6gCr+nPkcLxrS+ezsskavcEwy8l6QPWcMAKCzujnsOkacN97vfI+L46P1P+a4t/rj3p7NJxty5xUEQRAEQRAEQRAEQRAEQRAEQRAGFUNfwaVFXSRFEX0xVPKzdjj5b/GO5g+98/a00HcqL5X5wHNS6MOQmsyIPFNyqq4O5avV6WJEYLOdEbktdl/uerdH1BWxZNV7jFRbvYzTiTPohTN3MY/RvDM5nT5fnzO2voYqCD/p98NHi3DqtHJ69JAvwm3FW4y+XKO1Txi4KNuFvz3KKN5gwYVPP0fl1t33hx9pEgilsPn8Vxq985RH0JWX+Vdy5eWyof/vEbb7mpsbYtYeITTOPjO1z+WfbWefoBR68aDLzv7n/Q87ddNEs/RizU/uc33n6f54NaO+rrnZF4ntdMamDd1VlS4398tjf8zvc527vkrlwj+e5P27rX1ojG2GMof28Bx/8E6fQqqwlJ5GDz1JD6uaI7z2juwPL8owJdU3Lr7zJxz7pWWwr7V38dzIyNaUHsks29PTc9emoaHQP1lxaeoeZx3vqcZiKgVTRpUB8HkieRyRd1zKj6gnXYei8OTRxqQd66hIybn0PACAsZhjiZTyEQAA+xFeN+lzZvSuQ3u2s274LPJ2DALsx3wql5TRet87dZw7lVIqAlLKSiNeFwA6D/iijU1aXUphljqWnhNdByqj2kZ/47axH295i57Uyvsu75qlvkLae4q0mVMAAI4P9AouITKUyqt9BX3Js85dpFtuyM8BAORedT4AoPn5d2K2bbcl+P2x9fXlAICWNz6K2XZDRuQvcIWgXk0ya88/bZa+C0ZBsrnvZ6xQziVBECKnYdl2AMDYufRnHHMv1b2Hfvk6AMBtj2AcrD1mjfzSuQCAlCJmUql/d2vYVeVPLfE7/8ArzCwmyi0fouASBEEQBEEQBEEQBEEQBEEQBEEQBhVDR8GlRT4Nm3MBAKBw0kIAgCkjRxWIuOotj98TVdMGMk4PI3/rO4/opicTeWN4jlhqGR3jsMZC8hR7PFqwfcW2Tt30Rc2H440dkwAAqWae6z/8AiNXlf+FoOfaq9J105OBpRdReTK6vO+u/1Alo1Tu/1FL3NrSXRj7jXvoS3TaQkbvlhT79zQ6dwnVi7NmUMGwbcfAvFaHCgX5vhiY1NS+76GbtsTOt2Cg862vZ/W53KopXe/4OvvmWKm2AvHSq7x33XoD1bynn+o/EjQ7i8fzi7ex3KN/FtXtQCUtXSmpeC51V0411rLfa6rjiaVUVwq3pm5J0cYCSdpiTw/B3qxTfd45WZpKVnl+ZeWyD16ytG+fxp519kWo7RIST8cGRpPmLKWKISmVHkgZC+YAACyfbgi/Uu25LHPxAt1sj4sqbuvWXRG1tTvKP0spuBQZc2cCAOxVPJ/TZk3tta7yOnK1xy8qfyBg66bO6nkslGdZuAoupfQDANPw6BRc1o3bvJ+zzjpVtyz7/LMAAPWDXMHVk86KgwGXqWtPiC0tr9KfJGMB1ZzJWXrvuOwLTgMAdKzeAiA0f69gOFuDj7GSczRPQJfcCPsDV2NwL0hjMbMjOOsag5SMHKU+7oU2bnKFcC4JA49RF04AAORP96++iaZ8ZlloPuqDlYIJPi/Y8edRzV2ozTNl8D1QVxvfPbRVcxxXtYb99vFN9BV2u0KXqTat2gMAyDuTKuq80/leddrfvgQAqH1jEwCgfVslAMDeoF2T3TZhyuV9JWMq1fHFl3IMnTFpOADAVtWg1bUx5HYpzAX+31ceXRa5An+oIgouQRAEQRAEQRAEQRAEQRAEQRAEYVAhf3AJgiD8f/bOO7CN8vzjX1sesi3Je2Q5zt6TJCQBQth705ZVoJRdaEv5dQAtlEILdEBLaVllthQoAcImbEL2IjtxHMd24r2XbMmW7N8f3zudz5ZkWZYsWXk+/5x09977Prp77733Ts/3eQRBEARBEARBEARBEARBEIRhRcSEKMyexTAGI+afAQBw2ChVbCk7CAAwj6Lks63mcbtBSgAAIABJREFUCACgu8vp2jc+JQsAEBNP6V9r5SEAQF3+xmCbLYQBJ93PsAQJaQx/9sp5b3PDMEm+qnbl4nyGIpwyxxhCa4Rw5ubrvYdWU3nwYYZs6OgcmotADen2yF+aAQCPPpLqtfyPbuTvuPH2+uAadpQTNYDIvmmpke8vM28OQwctmOc9hNAL/+H8o6Z2aEPOvPiKFYDnEIUq5yihSiVEYfiSN5Xn8Ce/HwEAsNu0vhQVzQtz85fsZ/u3t+v2VUP+rf6A5/fxleMAAFWlDG344K0MX5y/Q9vv8tsYcuyB58cA0MIfFu0PXIhjX+0Shp7mL9cBAMwnHQcAiE7i81DqJWcDADpK+OzUUep72K6UC88EAMSNGaVbb13HMC/Oxv5DQ/WHo4Yho+yFxQCA+Al5AICE2QxJ2LadYRANlr5zHzW8YaTTvl0LBels5phhsDAsmmkxw+eoISr7C1UYFcPQpelXXBQw+2wFh7TPSvvGaXxmT5w7AwCQejH7YcPKj1mwa+D31phUJbTRKIZUVENU+krSgjmuz227GMqo2+5faOakhXM9bussr/KrTsE7XVbe7xreWAUASL/uYn2BaM5h065j3668/0ltW7d/z0KOKo5Pva+7nsRPyPWrbiEw2A8U91smfvxoAIBtdxBCgSkPWnF5I91u7iyrBgB0tdkC37YQFLq7tPEiMdukW/a3j6/lPbUXLJIy+dw4/cIJAIDcxXw2ScriXDHGyLlBa4XVtU+JEi5wx6v5AABbk/fnCUMc6zjxVwvY1gUTBmznvKsYXrChmO+TVv+R880jGyt9ruPQH98BAIz54ckAgKzzjgEA5N582oDtUWneynlO0aPvAwC6bANPsWGId/+3jbV08HPpSCPy30gJgiAIgiAIgiAIgiAIgiAIgiAIEUXEKLjSJvHfXnszk7ftf/tRAICzgx4P8677IwCgbBP/OW0p17wwohSvnew5/Kc2ezaXbbVHjzdp9kh68aVnTgUAxMbRc6Chjsfp8KEvQ2OYj0yd9R0AwP5dbwx435S8ZABAwcdFXDFMlFu9KdzHvi4KLqE32Vn0ijl2oXflSWsrO/+Hq0LjKfbWu/SwfPhBetrGxbqXEF1wHj2Jbv8/brfbh+lFG+bUN2he0i0t/Gw2u/eLOfM0npPcMZxWHD7iCLJ1Q8/3LnGf4LU3K99r779QEFi/0Te1zdxZHAdMJl4/6nUvhA/7trEP3XzWoX5Keuafv/XusdjcoEUy+NmlxQOq+94fHvHHJAD92yUMPV2t9LqtfeF1AEDWrdcA0JRcOXfdDgCwKqon2wH2yy67NubEpFF5nbRoHgAgfrxemdBZSU/0+jfeC7j9qhpLVXDFjmBkDtPxi/qU7bK2AQDad+4NuB19UJ4voxOMuqWqhHKhePHHZKa7VnXbOA/raucx7nb4d0/tuV/D/94FAGRcf4XOvuwf/xAA0LJmEwDAll/I7cq+MdmZAADTUj5rx+ZkuersKOGzctzY0X7Z15Pa514FoPW3mHT2KcsZywEAiYuofGrfwXOnKvi6nZyfqMe353GMz6MqNXZkNgCgbQcVbQNVcKX1UK2lx30XAGA7wOfGjqISAEBnFd9BdLXz3EUZopXfkQYASJhDZaFxSl/PdEc1921X1GFCcGj9mh795uUcG+LG6/tt/Hj2F/PJx7rWtXy+wb/GFOWXbTejCSUt7avci8ulEiJuDJWFHUfk/jiU2A9yLqMqpKIT+75DSVw0CwDQ9G7g34UZp1LJ7k7dBwC2PQcD3qYQXN44/plQmxAwJp7GedzJv+F4GJcU67V8Ypp2/WTN4H145iUTAQAf3LkaAFC5s9btvqc/yIhaE04ZMwiLSWqeBQBw/hMnAQC+/D3nNntXFva7b3cnn40OP/UpAKBq5WYAQNoyqsMSJ1NtGZvS952Ao5nPbu1FnO82buR7dOsB36MfeMLewLlrQpbv6r6jFVFwCYIgCIIgCIIgCIIgCIIgCIIgCMOKiFFwxVvoXVazdw0ATbml4nQwTrYhrq9nRrcSy7vy288AAEnZ9KYYufAcAEDhqn8FweLwoqp8GwCgvY3/qpst9GgqO8y4/Jk5swEALU301LO1M/dN7rjlAIDy0k2uukblLgEAxMTwWDc30rMNUfw/NSGR/+jHG6nSqKncybqbS3V1Rkdr3VO1z25jnNG8iYyDarczxqqf4bGVfRUPq4bhHd9Y9fhetJz/7Dsc4pUvkMX9KLdUPv+a14C9IzR9p6mZY/GadfRYPvlE92pEVdl1jJILad2GwOWJETR6prn4cjWP8fnnJLgtm5jIc/L+Ct6Lb/kp7xFr10fOuelPAakqCbdt9y8vx2ApK6fXmZrTTj0nvYlRbq0zp/P3bNgUOedIEAT/UdUj1f98CQCQcd1lAIDoRI77phOO1S19wX6wGABQ8xTr9DdvkTfatuwAAKR97wIAQFQsBznTkmP6lLVuZtluh7PPNr9RlFCjH7mHX42KUivOu7eza3cjc+6NevCXHsuo9qrqoJoneTzV/GO+YN28HQBgSOPzV+pFZykG0H7zssW6pSeaV33l+ty+9wAAIPuOG322wxPOFuYqqnz4CQCa0kxVPKl5tMzLl/rfiL/nvceDZlQsz2vCjMm65UBRVY0AUP2PF9lMZ+Sp38MK5TzWv0w1Y859t3B9r6SzKd85w/W5bQtVf84m//KWNq9aC8C9gksl9arzAABVjzzHFX7kmRMGjqpwbf2S77Es5yzrU0ZV2SUunAkAaNu8O2Dtp1zsIa+P0k/9Vg8KwiAYOZ8qbVVVFR3jvyYmQVF1nff4cgDA61d8BABoLmfkAFUlFgjlVm/UnMUn3UPFrpqbCwAqttf4VIe9spHl/7c+wNYNjLYqzo96K7gSlHxtnYckL72KKLgEQRAEQRAEQRAEQRAEQRAEQRCEYUXEKLjUxEndHjxenHaqW2KTkvutqbWc8W5z5p0aINt8Z6LFs1dkeRvjhbc5mobKHBdGRW3V1lqlW59oord+dLQWTz4xKQMAsG/n67qyY/LoFdPSxHjHpSVU202aRo/LJDPjT6uqLFtbnWvf3PGModrceBgAUFnGePuq4mzSdC02+kCp2cM60iak+F1HOLBqRZNuKXhnq6KyeOU1a8hsuPKyJADAMXN9U1j5y6KF8T6V27W7M6h2+MruvbTDk4JLZfEiUXANFf94hp6r551NT/4o9+IgjBnNe4Gq5PpCUQX+/Unu//Ua7VwNRnk7lBiN/LGq4skTh4roCRpqx1tVCZmYaPBaLiNdfJwEQeiLquQq+/UjAADzSfTiTZzNHEJqjqOoOG1M7Gqld6m9iHN866ZvAQBt23YF3V5V1dS2nZ71SQsVpUR03zHOumFr0OwwWMxBq1vN22Uwc97oqzrMHaoCy67kUjOfcjwAwDhpPAAg2sQ2utqY88FexGevli8Z1cO2T8tjbUi2+G2HJ5zNnC9UPfo07Zo2CYCW3804MU/XtqrY67JxfuGo1TyZ1Rxh7XvyufQzx1XFI0+4Pictmq+zIyaLz70Gs0lnj6oOcTbz2ugsZR4OtZ9aN37rqrPbGUBFodAv9kMcp1q/4XhgWrZAt71nLqbUKxjRp/bJ1/xqq6OIfbCn8kdVA6kYp/Hay/zxlQCAumdXAAC6rAHI6apM2OMnjwUAxI3m+xZRB2k0f/wNAMB0otYPok36HDvpP7wEAOCoo6Kj41DpwBtSzkXalecCAOKn5LktZl1PtW1npft8RYIQTI6/g/e4/pRbzg7et2xNfKcWb9HmhDHx+mfQeDO3LbmN87NVd1PZOv+a6W7rbq1qc33e+T8qxat3891wRzvvrYmpfL81ch4VZ9MvZr4vo0X/vK4quU6+V3vP/sol7/PDMHkXUbGmGACQPitHtz5nMRVwzaLgciFvNwRBEARBEARBEARBEARBEARBEIRhRcQouDpaGgAAxuRMt9vtTYxzbRk9BQBQs2eNx7qiY+gVFxXt3fs5GEw0L/K4rbGjEkBoFFzdyt/bUVEGZRmt+94Tu625z7qedNjpmdfl7FTq4L/qas4uWzvPZVeXFof88KGvAADpWVMBAE6nXVmqsfz9d5nf+Hd60J3/zOkAgJELsgEA5VuqPO4jDH8OHWL/euHfoVNwLVlEz5NgK7gmTfBtqM8vCA8F1/583+yYPsV/D2ZhYGzawrH2yX/RE/nWG0zeirtQVXjqsqBQG9f/8yqvvdfepJdWdXV4ejBPU/pZTD+X0bSpLNdQNjrYJgWEtFTxcRIiA1UlVHLTL/yuw5LM+P8TpzIXSpKJXpLdXRyXWluovti1nbmPnA7/lcODsXMo6bJybG56/zPdMlyp/dd/dcshQ5HtDpfzqqIqs+yDOF7OJj7zBfO3q4qxnsqxocZRrUUVaXr/Uy5DZYwQMBpf/xgAkLiAiqqeyi2VpCVzAGhqL9tu//ph3XNvuj7Hjua7htgR+vdWifOpZjA+xnx8qpLHvr8YAOCop3qo287npOh47flRVRzFjKCiMH7sSC6nM4edqv607SkEIAqunjib+GxT+/T/XOuyfnYNPyjvqdS+kfObmwFoebusG5lL3lHOnD5dSp5Jg4XPST1VWpbTqYaOG+f+OcFRTRVG/UvvDOLXCIJ/ZE1L43J6mtvtqqrq64c3AwBK1pYDALqcynviaC28i6qqOuFOqsEypqQCAMafzLl2pvJdbVOlbCvfv77/k69d6zrbveemLF5DO7a9TIW2mu8re2a6rlzqWE1xPnbpSN1vCHeOrKKKbeq1zC0bk8B3DpMupyKu6D3+9s4WiWokbzcEQRAEQRAEQRAEQRAEQRAEQRCEYUXEKLhaK+mNkjqR/2pGx9CjpctBL4qmI/xXc8zSiwEAoxdf4Nq3oWgHACAuiTmYMmcwFrmtQRQ8Ks2NJQCA3AknA9BycWkKqsFTVb4NADB2wikAAFu7Fku0pYlxjmsqdytlFDustYod/itPmkrptfPNQ/TEOetvrLvoc3o21uyn156tceD/iBd8WOS3XYIQKFJTfPNlqKkNDwVNTZ1viswUH3+XEDh+8zsl9ryd3lo/vpU5R9ykOnFLTzXh/b9mTsx77+Ly0y+YR+WFf3NM/uxLfg91TqtIVTolJnpIpDbEjFp2sfKJfaps9dtey1vGzXB9NqZRZVO99fOg2CYcPcyY+30AQGH+BwCAmip6ZRuU6AKqwsuTcstkHun6nJCYptSx221ZQRAEIfQ4WxhJoPFNqvLSvn+ex7Lp1/DdUfndfwUAdHd6VxX0pqvN5vpc/chzAIDMn/K+E5c3Slc22sgIH+aTjtUtheDSviPf9bn2mTcAAOnXM/dWlMGgW5pPXaJbDgaHkmur6i8vAgC62kWFIQw9Y48f6XZ9dxefz977yVcAgLqCRq/lAE2J9fZNfD674g3mMkzKZC7veVfrc2+pKq1P7lmn+z4QbE28bj76BXPqXfkmc93FJvT9y2PcMo65w0XB1V7De9XOx3l85v/yRABAfBqP5/GP8bduuOtjXfmjkch8ayMIgiAIgiAIgiAIgiAIgiAIgiBELBGj4KrLp/omxsj4wtGxegVXXf5GAEDmNMa+zZp1omvfnp8BoLub7uLlX70aRIvDk+bGw7pl7/X7dvCYqMdI9bjuyaEDH7mt+0jxarfr9+96Q/c9f/cKAPr8Xt3dTrf7dHer7fe1w1d+8OV33a6fdPY43dIfRMElhAPJyb75Mlit/l9HgaS11Tc7fFWmCYFDVVPd/xCzT3z4STsA4KHfUQHtTz45xRkSZ55m1C1Lyzju//0p5m186RV6I9ntQ9tPky2R2c+iQizgUvOdxiRw3qYaFGXg1LTb6d57r7loj9vP4UJSipYbcMHZzK8xfg6VjqOnMSeDKZVlEsz8rdEG/va2ZqrR2xr521sb+P3I/lZXncU7eT0U7eCyuqQ9CL/CPxIt2mPFZfdOBADMOD5VV2b311Tnv/rAQQCArTW0ymF1rhkXx3NUX8s49+r80tHZrlvviYwszRs1kNENBEEQhOCi5qMyLV8IAIgbk9OnTEw287kkn38SAE315Q+Oes6hKx94inVewOgxZiVHk6rgCiSqgsy252DA645ErGuZo13Ni5WmKPjickcMvnJlfqG2Uf9fKse7WtsGX7cg+ImaF6s3qsrJk3LLG/YWzod3vkZ15JLbmTNq8pljdeUOfXEEAGCtGfwzjZorrOATRiCbfsGEPmVyZmcMup1QUPzuXgBAdAzfTcz+yXEAgNRpzHl22n8vBwAUvcNyZV8xyl1TgZZH1GkfuDpuOBGZb20EQRAEQRAEQRAEQRAEQRAEQRCEiCViFFzWGiqMDn32ktvtXQ56wea/+3cAQNbME1zbjKn00um00pumvmALAKCtriw4xg5jeiupQtWWpiAbPGv/uDlgdYU7GTm85Ocuocf86HFUW5gUhY9B8SJf+VIDAKCkQGJARwJJPubasdnCQ8Hlqx1mk/hohJrNW+mZdeo51QA09dVPf2QBABy7cOCKLpXRo6iseOQBqsPuvJ0Ki3t/z3v16yuGxtPRYgmPXFWRhjmPipe2Ks7foqJ5vi1jpwEAmg7t0pXPmMX8qKnTFrrWtZYWAAAq1r3vto1x516vK5c0gorsmCT2z0PvPg0A6Orw/14XZ+Q4dMkvxgMAll6ieX7Hxg9sjLKkx+mWKhMXJPcpe3ALr4M/X7VjQG0Ek3Nv1zwyF52b5bbMsRdkAwCaajh2vPXn0Crd1blmXQ29HafPofdjYf6HAABra6Xb/eKNPCdTpjM/hyUlV6uzi3WOGLVQt8/mdY8pbXIOOyZvGQAgJobe+sYEKgRS0tiXohDVZ9/OTo57CYksO2nahQCAROW7WndpyVoAQNmR9X1sV/OJTZpGj/TYOCoLoxU1W00Vr72C/e/6tJ8v+4bCXkEQBJ9QwhPUv/wOACDnnps8FrWcw8g/1nXbAQCdFTV+N6vm8Wpc8QkAoPkj5o5JXDQLAJAwncqD2LHMjWMwK5GKEnjP6O7QPPGdVt4bHFX01O84XAEAsO0t1C27O/zPW340Yi+gCqTiN3yHmDiPc9SE+ZzDxk/ivd+QzGeUqDgq9LuU/G6O2gZXXe27ORdt28h7Vmd5dVBtF4SBkJxrdrv+yAb38+CBcGQzc3J5ylhXti3w10LZVtbpTsFlykoMeHu9Oe3VywNWl5rfzNnG8bvTymeojkYq3owZvDfEJHL8mXT5HN2yZ360jkaqeR3trKvLGbxk559ePvQR8eTtoCAIgiAIgiAIgiAIgiAIgiAIgjCsiBgFl684O/gvZ8W2T0JsiRAu7P5ffqhNCAppmby8b/mN5kV9wln0Wo82uN3FxbpPmdvDk4Jr4fIk1+dzLme8XkcnPQMevqNc910IPa2tqmeG9xOfkBAeShVf7WhuDZ7HSbhgGGZuKB9/atMt586mEuUH3+eYcfH5mseUyTSw/paVxf771N/SAACXXKDVdd0t9Fj1NX/bQPBVUaj+5pt/XB9wG4JBqBWbKRMZh716y2dcoeTgyprP/Ba9FVy1u9YA0OZxAGBM9y0XgprPq/ijF/22tzdJybzH3vkKf8fIicH3BuzJ7tXh188muVGaecKdKi2U7N1JL8Ox49n/5i68EQBgbaEXfGEB88u2NJUCAOw2Kuh2bnseADB15ndcdVlb6anqKfdsb0aOWQwA2LHlOQDAvl2vAQBiY7W5lqrcilKukxlzrgQA5O95k3Y1M+pETGwCAGDB4h8r62lvc9MRV12qcqyybCsATTUVHc0+HR9vcWunp/287euvvT1t9tdeQRCGH+07me+w5Oq7hrxte35xyNoGgC4r5zetX27SLYc7Df/72O3nYYWSN6tt217dcrhQ/acXQm3CgFCVkYG4Ftu37wcAzF5xPwDg3vs5Zygv06JF2d/ks+Vf/sSctxs3uM+l2rxqrW7pC4uX8Fl4w/rwzs+amGp0u77xSMug627qp46mI61et/tDS7nV47Y4s/8RZnzFnJsS9DZ8JSpae+cSn8Z5dzwSQmVOUBlmr84EQRAEQRAEQRAEQRAEQRAEQRCEox35g0sQBEEQBEEQBEEQBEEQBEEQBEEYVhx1IQoFIdIZPZ6S2z+/yqSnaqjCQFKcr0msl55m0m378j1+X7tq8HJmITA0NPoWiiwpKTx8HkxJvoWua2yM/BCFST4ei3Bl+06OFT/5OZd33dfo2qaGK/z+5QzDtWjBwMIFnHayFkrhndczAQBnX8SQFvaOwIXfq2/wrZ+pIRebmiO/Xw6G6FieZ9MoJv2Nt6TrtseaGLouOobluhyDD+nRWl406Dp6c+0jUwEMfWhClT3fNPRfaKgZwGXX5QivMMZdXQxjWXTwUwBAyaEvAQAjRi8CAMxdwJCFm9c9BgCwtQfu+DfUFQIAWlvKdes7O/uGVzEaGRY6ycTwnDPnXeO17oQkjo09QxRWlG4GAEyefiEAwGQZCQCoLN8GAGhqcH+9eNrP277+2tvTZn/tFQQh8km99FwAgOW0ZR7LWDd+CwCofX7oE967I+WCMwAAyWefAgAov/9RAEBneWXA2vj528fqvnc59ffctx9iKMhDWxshCEcTH37AkPL3/brZtW7sWIbBf+kVhiq88jKGAS8rdWKw3Plzvhv7zsXhF1q8JzEJ7t8Z2psH/xzW0drpdXtnm/ft/uCtzmjD8H6/IngmPN5mCoIgCIIgCIIgCIIgCIIgCIIgCIKPRKCCi//GJo+dwWXudABAbIIZAFBXsAUA0Fi0o8+e0QYejphEJh50tFOB0uUI/D/KghBoYuPY9x98fgwA98qtonw7AGDzV0zkWFNBj+Uf/TZ7QG3VVGjXREkB6xw7KR4AsPBEqjFEwRU+NPiodMrODA+fh6xMg0/lmpoiXyljChNVXaBoa9M8SP/zmlW3nDubip0f38r79YXnMvlplA9OVvPnct97fsn7970PNAXGYPiu4MrKiKxzFSwseZyXNRbQo7ps9du67aOWXayUm8ZyB/vO1wZO4NRCkxZSYTZreZrP+9QcZuL4r16hQqdwG71Gm2roFenoYB9LMPO+nWjhMn0UVYpjpmtK6cxcrivdH/iEzIOlYIt23fW02R1hqUDrgaroKju8DgCQmT0LAGC2jAYQWAWX02n3vbAyIHZ306t4w+qHle++3w/r6+i5v2ktVQPpmbzWxk+iqsBu43ncu/NVn/bzum8I7RWESCH7zpsBAMaJeQCAklt+5fO+aZdT+WhevhQAUH7fnwEAnZXVAbQwdDSv+goA0LZtp2udIY3K0cwbrgyFSWHF0zdwrtVcO3gVhiBEKiUlnKOsfIvz9bPP4Vz72af5jPr7h/h8OW68Mk9P5Nxm9decvz36Z87JJ0/R3r/dehvnwTNnxQIAnnsxVdfmDddxHtmlTIf6a6NnO8Eg1uj+rwFHx+BVbN1d3p/DuvrZ7lebAa9xYDTm14TYgqMTeRsjCIIgCIIgCIIgCIIgCIIgCIIgDCsiRsEVFcX/6sadytjuKXmz3JazVhd7rMMQR2/xGd+7GwBQseUjAEDl9s8DZeagMBroBZAUk9pPyeGF1RFaL141BqvLcyDUf/f7ydmXpQAARubG6tY/9aDmoffW8+5j/w5UwdWT/TsYx1hVcE2eafRWXAgBe/bRa+/M07yfmymTlb7zQXuwTfLK1Cm+3Zr25TuCbEnoGT3KNzVbJKDm67ru5joAwBOKKuupx6mUmTSh/35xw7W8Tz76OBWkjQFQ+RUVs591K/cGT4qyCeN5/agedz3VaoJGysS5AIDanWvcbm86RC/sjFnHK993AQDGnHI5AMCYqt2vouN434kz8f5XufkTAIC9IXie6csuG+Fz2YNbqSz5+/W7AQD2du9ekC31+ogBxbvYj7d+PDy8AN9/osT12ZTG62HGCbx+1fwfm97lufnkuSMIB2JjmUMt0ZWrqhSApjgyW0YBAJJMWQCA1pYKt/U4HDbXZ2NC8ObptnbO49rbOE6OyTsRAHC46EtdOZOZ/bTNyr6jKtIATYWm/paaql1KWZ6b+Ytuddu2p/287euvvT1t9tfecCdjNOdkP3t5dp9tpfn0Gv/nLXuG1CZBGG44W1p1SwCIrgzePdNyygkAAEcDc1e1bdvlrfiw4can5gAADmzQ3suMn0/FuiWTc60nr6cazG7l/XHpd3l/nHc252XqO5WDm1nHR48f6tOOP/sIwlBRUcG+PWmS/pnzt/dyPt7ZybmsQXk8X7Oec8fH/sLx50CPdxN33sExYsEClvnhtd7fefbXRs92uoPxiClpqQLKF9etCLUJRyWi4BIEQRAEQRAEQRAEQRAEQRAEQRCGFRGj4MqatQyAptyqP7gVANBQSE+TCWdc328dnUrOrdaKQgBAci7zeIWLgmtmysmhNiEofFz295C2f8NGxuf++sENAID9Kw/6XdcJdx8LAEjNo8fTuzd+MkjrfOf4M8267xs+p4eHJ9VWoKg4rI/pnTMm1kNJIVRs2Oxb3PXZM8Pj3M2aEedTuU1bBpC3xAOql5QvxMcNvWvTlEnhcU5Cwbbt7LdnXUgv/a8+prenN1Wb0chztPwEepuufH/wasS6eqrADhRQXeNSOvZC9bQ7RlGefbNu8P0zEin+6EWv21tLD+qWKoc/fWXAbRW9/68B79Mfkxem+Fz2tQf4G/pTbkUKbc2a5+rz/7c/hJb4TnQ0H4UmTDkXgKbkUt1jbTZ64ObveQsA0N5W67ae8iMbXJ+nz74CALBk2V0AgM5OqnG2rH980PZ2K3bt/vYl2j31XF1bakQLVQm169sX+9QxYtRCAEBGNp9zurvYP9VcYPl733Lbtqf9vO0bSnvDnWlLqfRLG9lXXd/aEPkKdU+o12RqxiQAgDmZuYWTLFT5xcYy129MLI+b2secioqys6PNVVdrC/MetjQeBgA01B5U9jk6xmQh8JhOXAwAaF2zKcSW+MZNz86vTnyBAAAgAElEQVQDoKmoVZ6+aTsAoLVO/4zosGuRD57/sXt1WkYuox7NP5fz8n9csw2Apiq59QW2mTuLOYXamjR1uq/7HN7V3P+PE4QAk5vL+09ZGe8R8fF8rrzvfr5nS1RyY9vt7LgWC79HK8+ATj9u3b62Mdh2BOFoQBRcgiAIgiAIgiAIgiAIgiAIgiAIwrAiYhRcaZPp3ddaVQQAKP5y4J6+KrbGKgBAyrg5gzdMOKqwNdB7MO3UsUPedt6UeN33tZ+0DEm7bS36HDcJJvnfPNzYpCi4nIrDqsGDAOakZfSGTUigJ1F7+9DmEEpJZt9Zuti7gsuheC1t+dY3ZZo3mpp9z9GUmjr0fXvhAt/UbJGMqqB67AmOaX95qH8FjZoPCwhcPrk166kW8KTgUrn0Iub0EQVXZJGcFadbeqLmsNbnSvdbg2qTMHjsdnqJb9v4j0HV0zN31Jb1f/NpnyPFq/1ur13JbbX725cHvO+BfW/rlsHeDwiNveHOtOMiK6eyPxhitGeXsRNPBQDkjF4AAIhR8uMNhvTs6brvnR0ckyuPUH1zuPALAIDTOfj5pBDZxKTzeo3NzuynZHjx9A2MZtRc61sfP7Stsd8y2ROooszM5TV6y/Pz3JaLT+IDpzlDmzf5uo8gDCVTpvK1+PkX8l3IJRcwb+jS49h3U1L4DuDWmxt1388733N+827lFYMaXSRaeY3Q1evVw2DaEARBj7yJFgRBEARBEARBEARBEARBEARBEIYVEaPgMlroTVO166tB1+VoZ+6imPjBe44JRxdqfOvYhKG/tJLM+v+rm+qHJr58tEGfl6jDPrSqH6F/mhWV3YerqCw47+wEt+USE6N02//3ZpvbcsHi4gs45sbGeM919fGn/B1tbYPvaw2Nviu4ZkyncufTL2yDbrc/1DxTaj4nAcgv6Oy/kIIxCM5ub73LfvfDa0xey116IfvxAw83AQBq63zvY0L4kpzp27VYXjC046YgCMMLJe0Ypiz2PZ9fpGFJYaSLafOudK2LNyYHvd3YOCpPxkw4CQCQOXIuAGDft/8BALQ0lQbdhnDHdALzSZuVXFOxOdmubd1KCAV7YTEAoOm9T/m9+IjXOhNmU0lnWnIMACAud5RrmyGF5727gwqjjhKeg8YPPmPdBUV+/hL/sZyx3PXZdOx8AEDsiCxdmdRLztEte9P0IXO4N76zqt/2ouP4fJF25cUAgMS5M7neSIWjo5ZqkpYv13H5zUbu2B34Z+5uH6asVYVUQjZU8HnoqeuZz0t9D2JQnuNUpUr6aG1S7us+ghAszj6H/XHuXC0iR2sr++Ftt1A9VV3Njti5nc+eP7qdz37Pv5Sq275/n+dkWGpf/uB99vmV76cDAEqP8B3drTexre2DaEMQBD2i4BIEQRAEQRAEQRAEQRAEQRAEQRCGFRGj4Opy8p/taIP33Bi+EJtEjzqHLbxyJ9TYigEANmdraA0RdBjitFjRY5aMBAC0Vg+9B3dzA71B0jJ5WSenDk0M65Fj9ddcfbV4mYQrT/6LY4cnBZfKPT+3AADeeY+KFXtHcFV5SUn02vvlHWafyj/1XODGwL0D8Io65wwet78+Efz8dj/9EY9FlHcx21HFyBG+j2mVVYF3AV23gTm1Nm+ll/HCY9wrelQl5F8eogfeNTfWBdwWYehJMPs2ZW5rlnugIAieyZ3O+3tScsQ8hvuMOXkMAGDWwh8C0Ofg8pVuRWLSpebNUiRxhmjleWQAEydjAu/TsxbdAADYufEZAEBrc9mA7RrupF1+IQDAvHwpAKB95z4AgHXTdlcZVVGUtIR50rJ/fisAoPqvzwIAbAWH3NZtOW0ZAMBgpoKubfse1zZnPVUMhjQquUzHLwIAZN32AwBAxW8fBQA4GvrPDRUo7AeLXZ8dNZzDxeZQwZVywRkAAOuGrQCAth173dbRWVntc3vp13wXANCtSD5aV6/ndwef7ZMWU0WmKrxUJV3rui0+txFIapVco+te53Vyq5JPq6uLz4tRyjX47M07dOUHsk+HbWgi0UQqpuOoTrWcdyIAIDab6qGuNqqJWtcwN1vDqx+FwLrQ8N67Nt3SFxqUPNCXXuT/s9x9v2kOehvBZOo54wAA1kU5w6qNpEzv77uEyEQUXIIgCIIgCIIgCIIgCIIgCIIgCMKwImJcx6zVxQAAS+40AEDUpvcAaJ4wvhBnTgMApI6nx0PTYfceOaGixLoTAFBrKwmxJcOPUx48HgCQlOX5n/y5VzM++OSzx/lWqeJplDLW4lqVkMaYvttf3ON2l2BStJ/qAlXBtXA54/iuWtEU8LYMPfJuLTlVn49mz5b23sWFMGH9RrtuueRY956zuWPYhx77Iz1bf3RHvWtboMK9R/dwr/j7Xzj2ZmV5V+hs3U5v3bXr7YExAsDGzb7XtWA+FTunnMTr/PMvA5+L68TjeU5+8H3veZ6Ggp6KqapqelI6Q+BQqTpjX31Fks/77Nnne76ugfLnv9ET7/WXM7yWO/8c3m9+e4+WV+S3vw/8eOwrY3N5XZccFoWRP8QZffMJc3RIAglBEDwzbenRl3srKprzialzvgfAu3LL6eDcqrKMCpn66v0AAGtLJQCgw+7JG56ThfgE7Z6bZKI3eFoW3w9kj6ISxmDQK7BjYow6+7au+RsAoLs7zFQkyuR57NN/DFiV8RPzAGjKreZPVwMAGla873EfNRfUyAd/CQBI/d75AICKB//qtnz1E88DALrtHf3a01HMHFwZ118BADBOnwwAaF27qd99A4WaY6wn6nFS6Shjf2zbtmvQ7an5xyr/9CS/O/TztNY1zLk16g93AwBMx1Hl5k3B9aeLNg7IhmcU5dRA2LSyQrcM1j6C75iWU12ZdtmZAIDaZ1YAANp3HQQARJuYJzgm1eJm7+FJXB4jKMVk8n1C2+bdoTQn4ph75dSIaCPUTPvhQrfrj6w6AABoLQ3dO4JIQhRcgiAIgiAIgiAIgiAIgiAIgiAIwrAiYhRclds/BwBMPoexoCeefTMAoGb3N7pyMUZ6xZuyNZWOaeQEAEDWTMaojTbwsFTt+DyIFgtDSfHqIwCAvGVjXOtG9Yrxmpxr0S19pa1OUyzt+i+9DLc+u9MvOwfDNx8xL9AxJ1DlcMKZjPHfU2G1/rPA5C76wf9pyoXMEfocXF+86z3OsBB6bvlpAwDgm08YT95sdu/rcPl3FC+vHsKqX/6GMfAbGv1TKWSksy01PxGgKV08YbNRNnarYncgKSyil+SOXVT8zJnVfx7Hpx+nh9hlV9cCALZ8279HqidUddJ3L+Gx/usjPC7RYeB+cssN2thx6YW079X/Mb/gyve53LWHxy1Qyr6eJCTw4DzyAL3dj1/Sf66Oikp6Ww9EmTdQPvmc3uUv/od5Oq+9yruy7Ce3arnlpk1h/7r3QXpp5R8IvNJsqtLGKSfSI/17l/LcxSozviUnVwW8TUEQBME3pi1N7b9QhJE9kvl2EpIyPZapr8kHAOTveA0A0Nk50HzGnIjY27VcTern+ho+n5UUfAIAmDrnMgBAasZkXQ2JpmwAQJZib1VZaHIceUSZbDV99IXPuyTMmAIAiBs72u32pIVzdd9bVm/ot05nC58nO4oOAwCM0yYB0HJsOVv0ecx9UW6p2IuP6L7HpEe+4rH5y7UA+iq3VNTjqeb1islIGxrDhOGD8kCZ+p3TAQD1//kAANC2bb+umLOhWbeMBBLnU6E7kHFGEIaaadctcLu+fg+fy0XBFRjC4BWaIAiCIAiCIAiCIAiCIAiCIAiCIPhOxCi4WisKAQDFX70CAMg9/jsAAPNpP9CVy5p1om7ZE2cHvbIPff4SAKC9XmIDRwqFn5TolgAQFU1Pl+u+oRff+kcZ6z3/vUKf6uzuohddlyM88m18ouTauvR6enWNHs/48vc9qXnsffAqFTCr3mDZQ/u8qxzUXFvT5hl1dS893dyn7I719LTctsbaZ5sQXqg5eO68m56tz/zduyfgdy5OdH0+eTn7whtv8XyrapYjpayzsYnXQ0qykidAyftzxqlGXV3qdl+453721wMFwcur9MTTVEA++0T/XpHpabT9o5VUwK1YyWPxjqJq2n+Ax6KlhcdCVchlZ3HZM/fZxefzeMya4V45tk3JO6Yqf1RV01CTk00Z3x23m3XL6hoqplav4ViiKrr25nNZWsbtzc08Fu3tmtQrPp6/RT2eE8ezrxynKLUuUVRjaam+95XfPcS+EgxFWW9+pagZVdXfvDlx3ooDAE4/hdfBqUoety3beH6/+obXUXEJ+05dvf6+YkriMUi28JiNH69N3yZNUNqfzaWnXHb784N3/UQy8Qk8nsmZ/Z9fQRgI4+ZwHJ1/BlUt4+cygkDWWKqaE8w9rmXFO7u9hWNEfTnHjPIC3ncObuXYt3s1c2Y2VYeHJ7P6W+adTuV/7nQqg0dMotLDnMpxy5jE32qI1e5xNivvH3ZlWV/B+0xVMX+z+tsPbORYfGQ/VSXd4TEt70NqDu9tE+ZHTu4TX8nInul2vZpXCwD2bOPzd3dX8PJedXbwGWX31hcBAPOX3g4ASDKP0JXLzKG94arganxnlc+7RCfyGvSk4IrN1qvqRj3wCz+NA6JNvL57K7hisnj9m5cvAQAYJ+S5thlSmTMt2sh5UVRsr9dTUaGZ9w4ljupan8p1d3Ie1+cYCUc9sSN5HRuSeQ1aNw08D1XcuFEAgPSrz2Nd6bw2u6yMVtTwOsed9u35uv3UvF/J5y4DAETF9Xim7eR43vg2I2O1rvlWt2/8BI5LaddewDYtnBtEGQy631H/8nuufWIUu9J/eBHrmJgLAOh2OBV79LmOyn6p5AbsCtPJgSAIAUMUXIIgCIIgCIIgCIIgCIIgCIIgCMKwQv7gEgRBEARBEARBEARBEARBEARBEIYVEadvrj+4DQDQXErpbOp4JolNzBwDADDEUf7e1amFZrPWMJlpQyH3ddgkxNrRgBpisP4gQ5t0OSlbdnYELzRGMHE4+HvuvaEUAPDYG2MBAMlpWoib865K1S09RQG5668jAQDGRP4HHhPrOTxEVRnDJTz003J/TRdChBpmMEcJafa73yT3u48aTu7m6026ZTB49HGGDXz+5dagtaGy4m0ei4vPZyiXs05P6HefGOUOetmlibplIFBD/33/+joAwPNPpgMAjl0YXmHSsjLZdy69KFFZhsaO11fw/L22YqBJ6f3H3sEx9ztXMbTMilcYgmfu7P7PUbTiXrRoQZxuKQSHqUuYpD57nBIiNTtOWTJkWEqWdvxTsuJ1ZRLMA5sqn/C9EW4/B4rb56wBAHTagxdq5ZZ/zAAAzDklPWhtvPbAQQDAV68Mj7nDH9cuBgBY0t1fq3eftNH1WQ2l15vscbyvXHn/JADA5EUpA7bDnBarW46dyTCHSy7KBqCFZ/3HTQzro4YsHComLeQ84qI7xwHQwi76Q6IlRrdMHeE9xJ+1ieEbt62qAQBseJuJuwu/bfbbBk9EG7R5cY5yXkdP5Xxo9DRlOZWhlsYo683p7kMRuyN3Bvd5av+ywRvrgU9f4PPCm48cClobKonmHLfrjxR+6foczNCEvVHbOqy0P23uFbrtSZbAj91hS68QgPWvreQH58DvMc4m/bUWP56hw7LvuAkA0NXGOVrzF2tdZTrLGKayy8pt0Wb2/awfXTvg9ocrXbbwCCkrDF+iE5V3nG0MX9zd4VtY8mijNqfJvvNqAEDt0ysAAO27CgAAsdmcC+bceyMAoPKBZwEAnZV8/rHvKwIAVGzZSxtatWex2JEM5z/itzcD6Bui0HL2CVz/NVOFtHy2AYAWhtOQ2vd+76hjSOaqP74IAMi46VLaU8p7ftMH3/T3swU3vP/Tr0NtgiAMGlFwCYIgCIIgCIIgCIIgCIIgCIIgCMOKiFNwqagqrJq9a0JsiRDu5L9bCABoPtISYksCQ2kRvcBuu6AYAPB/f9K8EOcs1itMog1wiynZwwaFbWs0lePDd9D7urFueCrfBODvT7Hvl1fyHP71ESr8TKahTexss9H1/Ff3UlX50itDr6a95ScNAIBXnqf/x3FL4oe0/QrlHFx6Jb3iyiv4fdt2XtfhpuAKBapC4cl/acq+X9/fGCJrgLp6ejmfdRFVA3/4LVUZ116lJEoOk/zo6nE7Grn0lxMAaIoKQQg0aaOMrs+9FVyzT6L38/WPTQMAxBmD51+oRico2hF41VJvonr8jEt/wWvslGtHBb1dTyQl87H2hO9y3jttCecyvzl9k6vMYMfBCfPoTf7TF2e71sXGi79of8TFm92ub2ooGmJLerVf7169FhsXvOgE4UZnNeebxqkTAQC2fD4Xd5ZXDbpuyylUZ0TFUb1Y/cjzAICO0gqP+xgnjx90u0HhKJ5DCYEhxsB5wrRx5wAA0pMn6rbXNlIxtb/4AwCAw+leDe4OZyOf5aMT+NwaFcN3Od0O7+9n4saNdn1W1V+qckuls4rRRGy7OTYkzJnM9YqCK3ZkJn/P2cdzh54PPsp1oyrMogy8X3YrCtHWr7dw3x9cCACIz2MUodZvGFnLll/s1f5QM2/KlQCAjJTJ/ZbdsOtJAEBLW2XA7ciatAQAkJhMtXTxlrcHXEfxN2UBtUkQQoHMyAVBEARBEARBEARBEARBEARBEIRhRcQquATBV/a+eSDUJgQFNTfWz6847Fo34xjmCVh+Hj1Qp8/n98wR9KxLNPE/b1sbvWrqqpnPYPeWdgDAV+/RI3jXpqHLcyMMHW+u5HnduJkeY/fdxVwaF1+gKf+iA+QW0dUjtP87H7B/PfAQY2oXlTgC04gfNDXTsAsvoxrnF3dosb9v/qGSR8McON8Q1ZtczQF2j6JEqqnV5z7YtmPo4/O/8LKmoEtS8vF97xL2hcTEoZMlqcfom3Xsl7/7A/vJ1u3hlbNAVSD+7FeKCvA1Hr9f3qn1oVNPUjwYh+DwFSvX0etvsm+98rrkFxWEYJE+UlP7HlSWM09MAwDc/MR0APq8TcHikJJvSs1HFUwu+7XmfX7iFSOD3t5AWfMGVSKBVK/GJdArXlRbA8Pp4P07Ok7/6qGzM7TPEw6Hze36Lmd4zS+CiXUjlRLmZcwzmHz2KQCA2udeZQEfLqCoeEYX6Lb3Om4GfUQQR0NTv3UlLV3Yb5lQ0NWqn0PFpA08h6JwdDNh9EkAgJz02W63j8iYAwCwd1KNVXD4U5/rVvNSOZX8VwlzpgAA2rbu7WfPHtf3AB9ODGZGRcj8MXMYlt/zdwBAZ3mNVsbCZ+cx/7zbbR3tO6kWK/vFYwCAxPlUuqd893QAgLOec5qaf7w2INuONpLSFCWeMl5HKRL7rIkc19saGHHJaKHartOujWdtDVRuZU+mAi8mjs/6VQcYCc2cyZyqtcW8Vzg7ed8cOeNkAED5ni8C/XMEwW9kdi4IgiAIgiAIgiAIgiAIgiAIgiAMKyJGwWVMyQYAdFrp/e7s9D1mrSAcLezZ2q5bRhr//Z9Vtwx3bry9XrcMF0rLGK/7htto132/1zwuLz6fXj0nHEdv9amTeRvJyqSXZlwcvb9UNUtFFevan09F4doNHJtXvqf1QTXvVDjhUJzf//AnLY/JE08x59NF51P5uPRYHoM5s6iATE/nMUhO5jFQVWr1So6mAwdZ6Zp12v1JVc31p1pTFV7qcig4VKzZpKqS7lLyoy04ht66SxbxGEyeyH6QN5bLkSN4LFSlV2ICl7Gxmndgezv7SEsrj09VNZd79tEDeMcu9pkPPmZfKSsPv37iDVVh9t3v17rWqcflnDPZhxYrOdWmTonVbTclKTHqFc/KtjYum5u5LDminZuDhfy8cxfbW72W/auwKHRKyHCjtpTehoNRXcQlcN/UHO95+dqatePeUtfpd3ueUHMsBZOPnqbye/tn7Lum1FiflpljtTxUlvSjK19g2kjtt+dM4H3yBiXnliflVvlBjuf713N8Lcvn3MXayH7j6NTOtXqMRyh1T1xAhfW42WZdG7u+Dv58YtpS5rYaiGqrdD9/28Z3mdeneBc91OvLOV7Z2zi+G3rcIxItvJ9k5nK8HDWZ3uKTlN+uLmN75TRzOnjc1r05+BxCvVHtrCoa+DxazXur/h5vdNp5P1SPTzAIxvjkCbuN88jYOH0exJgY7brpcA6dPSqxsYlu16v2Hg3YDxYDAJo/+RoAYDn9RABAbCZzB7bv3u8q29XO/mhIpTLdOIn5sjqOUB1Q9+8VurrVfRPnzQQAZN54FQDAumGrq0xUPO+piXNn6L7rQj24ISqWY2Jsdga/J2h9KSbZoitrSONYkTBjsvI7OCfosvI67qyqQX901tTpyppOOBaAluPIUcexN9pIO+xFvI/a9h+EIABAqiXPt3LmsQOvXLlemt9fDQBIu+Y8rlb6uv1ACQAtH160iWOf/ZCWdynayHlbwmxeJ+07GeUoNptjgXEmVduN73zJupTyqmpIzQPWE/Opx3o1O34c83Z2HGZeKuvGXfxeVg0AGPHbm73uD2i5w2IyUvstG2nExOvvqbZmjk+WbOZFjUui0jQ6hucq2sB5Vbwp3bVPY/k+AEBVwVrum8lxPXX0DGV7PgAgI28+AKC1jn2py3H0KJ2F4YMouARBEARBEARBEARBEARBEARBEIRhRcQouPKWM/ZrTALjvO5+9UFlS/A9XQOJs9uz91p3t3dPJiEwZM9mbNrkXHrFxlv890Le9d/9/RcSwpJR884CAIycdSoAYPe7fwIAtDdWhsymUFFeoSlnnni6RbeMdKaecavrc2IqvcxeeuUeZTk8lIKBxN7Be+ra9XbdUvCNhEx6VO4opzfzvlX0Mu58T1FuNNELeve6Z0NgXf/MPO5GAEDR7vcBaPb6w9wTfwwAKNm3CgDQUJ0/SOs889RtewZdx6zlzKf0o6dmei239SPNE/yV+woG3W4oKN7Zolv6ypk3jnF9vvBn4wJqU7iTM05T5Vz3p6kAgPhEff6Zw3upAn7rT4cAAPvXNw66XVXZtei8LADA7iFQcJ30fd+VW+8/QU/fD/7B5UDyYTVV0zu4QlG67fyCCoqPlO0xcfTTnLaUHsrHns9oHo4OxZO9LvDexYe2U9V931mbB7yvJYPPE39cs7jfsupv/sMl2wbcTjhSX8PnIZNF33fMyaNdn+uq9w2pTQBgSXGvlKivCd79KFxpePMDAJryyHzSUi5PPcFVJiqGr46cTbw3dChlW3sosnrSumYTACA6keOjmucr7apLXWXU3FZt31K50bjyYwBA9s+1+bc74sflstydN/XzyzSlmbpUcTZzTC79+e/6rUNVyNT840UAQOp3zgUAmJYuAKApz5zNPDaO2vCKztGbUxb+BgAQHe3768Cm1iMAgE17/hUUm9xx4vyfAwDiYk0+79PVRSX955sfCIpNfuPjDbBrEO/8mj5k3iQ1/13GjbzWDCl8r9XVRtVi0ztfAQCaV61z7Vv1l5cBAOlX81kl/fqLaLaikKp7fiUAfY4tAGj5bCMAYOTDP2F5m/Zs2Lqa9zBHlfvrwbSc10/iAqqFup1OXR11z73t/QcDaPmc7WfedhkAYPTffsnfquQjU3ODRSJpY/hM4uxQ8kkqedRSR3N9p61Ft75b7YNd2rudjLFUZsUmsI+0N1M9Z1TyeFnred2r+bziEjnnqtj/VUB/iyAEAlFwCYIgCIIgCIIgCIIgCIIgCIIgCMOKiFFwGVPouVh/UPV0G17KLZVPy58KtQlHHcYUelyd+ehyAJqCKxCIgis0pOXNBQBkTFzkWpeURvWNIY5ehJ3t9GhRFVm1hVsAAPXF3w6ZnYIgHF0U7lypWy45l2rzHaufAADYrHWhMcxHdq99JtQmCEJYcuwF2R63bfmQ3s4v3UVViJpfKRC0NjDywxcvl/VTMnCoObi8cXgPlRGqgisYqEqtXV/V65ZC+FFVyjn26HHLAGiqkZwx2jw9FAqukXnH6b53d9OrvVKxN1yo+ov/7wfqX12pW/ZH27ZdumUgUPN7qUtfqHjgMa/bbQcKAQAlN/3Cf8P8QM3BVf3EC37X0fjOKt3SVyr/+E+/2wwE5sQRAIAoRdkRzOhCxjjmTRuIcivcaWjh/dCcNMJrubrGQeRtUxQ6Te9+pVv6QkcxozJU/O7pATVZ/98PdUt3NCm5wXpT98I7uqU/qIqy8rsjV6nlCXMWc20dWv8aAO2anLD0cgBAS20xACAugdeTrZW5dRNTclx1qPc9o5l5udR8Xd29FIetSl2mjDwAgMM+dHnBI5mETOZRM49NCbElgaelZPCRKgaKKLgEQRAEQRAEQRAEQRAEQRAEQRCEYUXEKLjUf5gdttYQWyIMNxb9aB4ATbl1ZB29V0q+KQUA2JsCH8N/KIiJYazd3ElaDrGUNF7ypmT+t+3o5HXT3Ehvj/oqegKXH/acCy4ciTLwd0044SoAQGruLACAw67lSGos3aes4xihxg+2jJgMAOiw0sNAFFz+kT2NXrkdbTyODSU7Q2mOIAiCIIQUNYfZC7+gmt/pGJ7RJVTUfF+x8f37R6q5qgQBANrbqE4uymd+pQnTmL8oPWu6q8zoccz1VFr0TdDsUJUn46eeDQBITs3TbT9c+CXttepzzAiCoCkvzYlULDdbK4LWVrJpVNDqDhWFpRxf4mITAQDpyZMAaKqbijo+OxdXrA2BdcJwpHDdfz2sf9XrfvWHd/Rdd4Sq3e4e+bl6or5vrz/Sd99AkxCvRQpYMO1a3baWtioAwPYD7n/7cGP+r5aH2oSg8dZxTw55m6LgEgRBEARBEARBEARBEARBEARBEIYVEaPgaqs5DAAwpub0U1IQ9Iw+ln2mYls1AODDH38RSnMGjMFApdays80AgLMuozJp2jzmmoo3Rg24zqZ6em7s3MjYuu/+pwEAsGN9eMbaHXPMeQA05VZj6R4AwKFvNM8OZ6fN7b6q+kv1ShP8I2vKUgBATcYIUR0AACAASURBVMGGEFsiCJFDTCzH8bnLfwoAqDhEr86cvEU9ytATtLJkEwCgZN/HujrMqWMAABNmXwQAiI1nPgPVk722nB57h3b1jX+fljMNAJA75TQAQKKF98vd65iLq7mu2K3d5rSxAICJcy5xrTPEMN9lU00BgL6x3VWMSYwBP1Gx12jKUMrTw7W8UPPuryha77YOQQgHXr7nAIDhr9xSiRrAdNKUEhs8Q4RhS1kxx2+DkuMjb9Jprm3jp1LVlaaouioOcz7ZVM9cSx12H6O09OioCQlpAIDUDEZrGJG7GACQZNa/L1DbKjn4mY+/RBCOXixJVFcFU8FlMY0OWt2hwuHku4hdB98MsSWC0BdPyq203DkAgLgEvmusLQp+jsr05Amuz8Z4fW6qDkd4vo8UwgNRcAmCIAiCIAiCIAiCIAiCIAiCIAjDioiRLJRteh8AMPm82wAA5pETAQAt5QdDZpMwPEjMoId8wUdFIbZkYEyaaQQA3P34SADAqLw4b8UHRHKaAQBwwllm3XLP1nYAwMM/LXeVrSoLXb6ueBM9M7OnHAcAsLcwxn/h1/8GAHQ5+7et2+kAADiVpTAw1HNgtGSG2JIg4YfjfZyZcaMzjzkFAGDJowomJskCAHC0tbjKNhYwjnXVho8AAF0O7zn/cs/4PgAgZfI8n+1pr2Y+wYLXH/WpvFp3lmI/AMSnZgEAHO3Ma9d4YCsAoHID1ULdcv0EFWMi+1S0gaqIrZ//2bUtzsh+dcwp/wcAqD7Cc9PeyhwioyaeCACoOrwZgKZ6UlWrcQkWj+3WV+7TLeeffKdXO1VV2NRjrgAAFO390LWttox9XVV3zTn+1t47AwCmLWQfL9i+AgDQ2sj+q6rZ5ilqNm4rAwC0NBz2apcQGaiK61jFi7SjtSGU5nhk71raVV5g7afk8KK1kXMqWyu9fI0mg8eys07m3CB9FOeqdWXuVfTC0YGqmEo0cS6h3ivstiZXmXgjvbRT0sbrliqOTj6DdHbwuurq6tTVFW3gc1BcvNm1T3/RGZwOO+tQys085loAmjJa3T9qIPLFfti65q8Bq0sQAo3TqT2HGAzu3y1Y1PxY1cFTciQnecrBxQezTod2T4mNSQiaHYJwtOMuX1ewSeuh4BKEgSAKLkEQBEEQBEEQBEEQBEEQBEEQBGFYETEKLnszlRuH19Djd8IZNwAAGot3AgDaao4AABy2gXtT1h/cGggTw5ozv0/1xXX3jXG7vctJb5nLpnw7ZDYNFa2V7BOm7KQQW+IbS0+nZ+Kv/07lVkyse69CNYzu4UK7a111Ob0drS3MZaLm7zJZ+F/3qHH01Moe5T53woxj6CH15Pt5rnV3XctrK3/H0Hvnpo1TVCyKZ2XVvtUAfFNuDZRoJV/A2MVaThk155eaW8beWg8AqN7PPDnVB9T8MN5lQJmTF7s+Z01mLitjcjb3VJQxrTXFAICyHasAANZa74qFlNEzXJ8zJiwAACSmM555XGIyAMCpqIXa6ngOy3d8CgBoqT7ksd4RM04CAKSPP4Z2pmTrtqv50NRlb8p3Mb9B2bcfebUf0I5LoI4JABhi6U0+ev7ZAIDUsbOV9ezb7Q1UJ5Z+S+XJQPqSqnKa9N07aKeSM6gxn/cQexPvU6ZRmldy5jyqa4xp/G1F7z7jtY2YBI5TndZmAED1pk/6tcvR7lveipQpPKe5p18JAGirLHZtq1j3AQAgPjVTsZv9IC6Z30s+fMGnNoTBUVG0ts+6Dhv7QruV/Ss+gde3quCqUnJzTZhzMQDAlEyv2CpF6dVcFzj1cryiNFPzfKmqrZ601Jco9tbq1qsqtSTLCADA9GOv6be9BCU/lyi4hi+jl10KAChdvUK3PnMOx8amQztd65wdnGfEJIa3gmvnF3WhNiEoKLc07FvH4z7v9AyPZeMTqO6689+8x774y3wAwIHNTR73ESKXY46/Y9B1qCpedRkI1Pl7zugFAatTEIYzDS0lrs/pKYyIFAX9u4bkIObHUtuyJI10u721nXNb9RkLEAWXIEQK6vWfZhkXYkuGjsr1fIZtr/Ixz6jgFVFwCYIgCIIgCIIgCIIgCIIgCIIgCMMK+YNLEARBEARBEARBEARBEARBEARBGFZETIjCOdf83u36tInH6Jb+0DtE4c+fYtK7hacm97uvvZ3y6boKhgLbt5nSw3efrQIAVBTb3e84xKz/kOFGygoZ/sWUwq5x1S8Yyih9hPuQdYNh6TkMR7TgFB7Hx39WHPA2fGHvmwUAgIU3zwEA7HxlHwCgriC8Qt9MnMHQanc9xvBNvUMTHtrPvvTmvxgm75uPWwAAtrYuDJS0TJ7/0y/hubnwB6m69aZkLbH4/U8zTMFtFxYDAGorHQNuz1+S0vUhNZsrDwatrXFLvwcA6O7Wwg3W5DMEYVcXf3PGeIY4UcMYqutrD25yW+fYYxkyLGvKca51jaV7AQB1RQwHaohl+BQ1zOC0M28DAOR/+hQAoKXKfTjBnBknuj7HGBkurPHwbgCA3cq+HZfEhN6Zk44FAEw65YcAgN3v/gkA0GFt7FNvixIW0NbKEEwJStjAUXPP5G8t3KL8jj1u7bI1Vbtd35Pex2WgxwRwc1yUMJaTTuZvNGczTGDDER6T1mqGaYs3pQEAJi7/AQDAYfc9rK29gb+tahNDJjbs57HoHSKwdvvXrs+5Z14NAEiZNBcAkJDFPt1efcRtGzEJPJcdjQzRUbd7nc/2eSIqmtfziOMYVtJWXwkAKHzzH64y3WrMU4XOFvaNnCUM9WgaPQkA0FpaMGh7BM84Or2EgnWNTfp7Q0P1AQDAts//DABIy5kOAMibdhYAwG7juczf8t8AWuoLvUO30u6ubva1zZ88xFLdA7+HCcMIpd/Gmng/ik20ANDGOjUcKwBkH3MqAMCujH9t1eEZmvLQt839FxrGfPZCKQBg7mlaiMIo99GykTaSc9ef/Ztz7L1rOf/49DnWsX89v3d7j+QsCIIgDAFRUZr/u7WNzzWmRH04+iQjx35DNMP3O7s6AtZ+UiLDvRsMcW63N7Xy3pFqHhuwNgVBCA/MSXzPeTSFHS1csQsAULUhPJ9phhui4BIEQRAEQRAEQRAEQRAEQRAEQRCGFRGj4Dqy7q2Qtf3FG1QyWJv7KldMyTzE42cmAgBO+R49XlT10q8u3A8g9Equpjravmtdi279BTfSYycYCi5VuZWW495DZ6go+IjKjbHLqES66CUqUQo/ZZLV2nwqotrrFM/5AXiZHvykODBGArj1Pp6L+AT9/9IrX6T36zN/oJeVwzF4N9j6GvaH155i3/7odXr43/U3Jnydf3ySq2xaFvv4DXfR4+qhn5QPun1fiVWUSSodbX0VR4Giy9EJANi36gnXum6n/pqvKdgIAJhz8T0AgMyJiwD0VXCZspg4U1UoVe79yrXtyJb33LZfvX8NAGDWRXcDAHIXXggA2PP+o27LH/j8uR62ex9frLVUC01YdhUAIHnEFP6egxv7lFWVTiqdym8ZpXxvb6wAADSU7PTapjs8HZeBHhOg73FJGT0DgKbcUs9J0brX3dbdoKjdppx2k2uds8OLeqYHNd9+5VM5AGgpoWJUVXAZU3kdeVJwGRRVg62hfyWcrySOyAMAxCZROVGz7QsAfVVbPanbtRYAkL2Y42XKlPkARMEVjphSeG+zNvParC3ntdnWQiX5nGW3BawtexvvR50dVD5mjJrj2lZbtkNnjzEpQ7evrY33WltrLQBg1ESqUEsLvtSVS0oe4frc3kIlj6qWFYYf6jiTMm4WAMAQr3htduu3A0BjAVW8yUrZcKWhMjyiMwSLQkWh9sVLZa51p1w7ylNxHdOPS9Utq4raAQBrV3B82vCOdm9rrg2cKkAILe3WmlCbIEQY1/6A71Z+94DFYxmncvsYN7ZyKEyKCGJjjK7Pqlqqt4JLVXlZFLVFQ0tJwNpPTvJ+L2lq4fNRRsqkgLUpCEJ4kJ48IdQmCMMcUXAJgiAIgiAIgiAIgiAIgiAIgiAIw4qIUXDV7FkTsrZXPkWvoMqS/j02r76bnsvnXkcv/dOuyAQAvPyH0iBZF35EGxiof9ZSMwCg7FBoPV2v/uRSt+snnzNet/SHQCi45iymh9rMBfpYtGqOrX/+rmrQbfRHUwNd4H57M711/7pCi3s9firzIZ14Nj3oXnqU3vflJSHwvA1iDoeq/d+wCadnpYDDxlxLtmZ6IMeb0t2WSx83T/e95sD6ftvvVOq21tJLzjJiMgAtv5batkp/qq2eWOv0MX/jTKk+7xtIBnpcPB0ToO9xSR45RbdvdT91N1cwb1Fnm5ZLJTom8GrTaCWfmIrT3u61fIyR6klHW+ByvCRm5+q+e1KP9US1s6Ohxm0dcclU50y9muq6gtepqBu1XBtvjWn0CFUVb3W7mE8s72zmP4tPzwEANB6gaqPsqxXccRgna5kwmyrD9BEzAWg5BuacQBWVtYlj7O71/wpYmzljF+na7FIUMU5ljDi4/U2P+06ez9yDiRaeC2MSx7TJ87i+w877UNHu9wEALQ0cS9R8XhPnXuKqK286c3411lDl11C1X9+Ycl73bnoRADB+5vkAgIWnsw+pueLaWzSFx94NL3i0XRgeODs4lhjiOMfpUu6xBsPwfURpcxPRIRJZ8cdC1+fODubKO+N65pGM8tGFMnscz/vFP+dc+8KfjXNt271aySn7eoXuu6TlG35sXv3nUJsQ1ixfzrngy//xPv+2WnmfLC7iGLNqFe/jzz5j1W0/GnjvPUZVKCjgsUhN1Qadu+/mO4YRIw19dxS8YjBozyWqgmtUlvtc9hYT32sFUsFlMXlXcDW28hlFzf8lCELkkCYKLmGQiIJLEARBEARBEARBEARBEARBEARBGFYMX/fIYcq6D5ifQlVwZY703ftk2kIqEi6+lZ7Uk+bSkz82nv9TVhbTk+mrN+nh+MGL9HLucobWm+u0K+jJf9Il9PzOnUJvzTgj7U7OYH6v/x2c329dl0+hJ78zgL9p3aNbAlZXMDj2ZH2eKfW3qzm3hhJbG91mn/m91vbD/6a3ruJcj+POoL1vPFMfdHsc9jbd91glP5Gz07dcSQPB3lLrc1k1X1eUwb3noNGSqfs+68K7/LYrNl5R9PRScBktWn4bNaeVKZOe0XFJzH9niDUqdva6FURF+W3PYAjmcYlL0nvF2lt96592q1YuITnHb3s8YcmbDgDoVhIFWCuK3JYzxKnnin0qZTK9KVMmUfVmMCa6yjqsVHc1HWIesaqNHwPwrA6LNaXovne2Nvlsf6eVZRNz8ryWyz3tSgBA48EdrnWqGjJ70RkAAPMYquzaa+gx2tHCY58+cwkAoKVoDwCguXivz/aFG4U7V+qW/eHo5Dlb884v+i27/evH3a4/uOMt3bI32eAYvizqXNe6dnBsjf6WeRjbUAwA2NC9GQDQBb2EIhPMz5iOqQCA4nqqs7Z98Zc+7eWCeRPSo6gEbu/mXKBB2W5Trrm9G1/UlR+hlG/t1vL+OCE5eoY7Hc3sYzEJ9Li3VtETPG3yAgBAfLJ2L0ubdiwAwJjGvB+Weip7mktCPyb0nGs7A5ALdTjQU0m18lHeu3Z+wfP53bvphZs32zygOtUoDwAw+6R03bK+gmqVT5/jPWLNGzz/nXaRdAmRxfbtfI7YtJH3OPVxIieHH44/ge8PfnYnn3vOOptzxAvOq3PVYbNF9jhUV8vrfu2avvOAW27hM4AouAZOTHRfBZcnkpNGBrz9ZEUV1huHk8/21nY+jxuiA58fXgg8qtIuK43Pu6lmRvywKH0nLpZjmJr7rUuZWNg7+CzbbOWcv7R6q6vOxhZ95JlIIcGYBgDISWfEjVRzHgAgKUGbB8fF8HlfzYPX6bApSz63NVvLAWjHqLKO7wLU6ydcMcYxElSKaUyILRGGO6LgEgRBEARBEARBEARBEARBEARBEIYVR62CKzpG8/pQ8zo4O4L/z3ZKhv6Q95e36/jz01yfb/9zHgCgQlFqfbmCXlodNno6TF9ED4jv38XYxVOOoffSX350CEDo0paUF/I3fv467Y1WDsENv6MHR0URt7/77P+zd96BcVTn2n+k1apr1bvl3nun12BKIHSS4JCEkgIhPeHeL53c5CY3hTRCICShBAIJxfSOwRTbGGPjbsu2ZFnF6mW1K2m1Rfr+eObsaKSt0q60K97fP7OaOXPOmX5m9D7vE9xLamAg8hux95FDwQtNIEvWphv+PriTEf3N9a6J6A4AYOfmHu/vxlr2o3QqrynlGTYeCq7eTkap5FQsAqArlBzdoautQsXjiqRXnFEhdfz9p/Q/BsKLRHb1Gb2YMgupcpi37mbvPLfmcdJyiF6Far8pBZw5lRHWc869May2I4+f/RLmPgFG7pcRorQJ9HHKrJjj/Z01jaqljv3bAPhXWSlVYPP7rwLQn2FKbWVKSfWWzZgyGwBQsOwMQ3tHH/sj6xp2Lit12PC2QkHVlWjW1Mh+1H/2evouKTUZAFiPUoUxd/1tAPRncMNbVBolJjOKNGcu1b1pRYzqimcFVyzTDF0ZVTn4oWHZsoRTAQB5oG9aGxoNy1txwjANRC14LgwMUrVoRkqg4mGXF+KLjkrfKvqexuoR805sfS7a3RHGSPUuPnv/75O8hyj11QVf5P171krLqOvOK+W1/6kfUh120c2s88nfUD227Znoe9IKwniwdQtVSb/8hc3n8sxMjrUe+Te/EyxfzjHhNZ/U/Zof+mfvyBUFIQhJQzy47H302VXqjyST8X3B4kdtNRoSNUVWZlqRz+VWO8eoiZpyJSFUo8cIs3zutQCAwtz5UWvjUM2LAIC65m1RayMaJGof+WaWneWdV1FCH+Dh547fOrRpUhqzumRo09KC5RHqpW+2H/gHgOiqw9wDRrWpUq/Nm8ZMJiX5S7QloWfSSTZnGKb6/loGAJgz9XwAQF0Tz6Wqhk0AgEHtnSpaqOszI5Xqs8x0ZsHJytCm6cap6n8oKPXfupN+GpnO+uB4I33BD9e+ErU2Jgr1v4/BgeieAxOFKLgEQRAEQRAEQRAEQRAEQRAEQRCEuCJuFVwp2fzvdOECRhUnZ9JfpV9TbrTsewsA4Opl5JNZy+0/7WxGXVjK5+mVaRHnjs4mAEDdVnpj2BoOj7mfaZn8D+msJVS1fPb/MdKls4UR8sonazhZuTw0X/r5VO+8A9u5LT//3FEA/n2ovnbHdADAGZcxqmv1x+i3s/310H1VIsn+bTbDVHmGKQVXZyv3xcbHIq+6mQwUFBsv0wM7fSs8Joo92xghWDqV51nFzPGLru+qpydP2dJ1AICiebwftFWpiPDYzD/vsDEizlJKZY2t6ah3WV9X05jqLl5wJgAgMUn39zvy0p0AdOXWcLKKZ42pzUjhb7+MdZ8AQH9Pp+HvlEzeH939Pb6Kexnu3TUWzBmMXJ96/nXeec5u9qvx3WcDrquibIYqoPyiqbxKT/sEAKBw5TkAgPwl9GJr3flGGL0OQogRlI6OkZH1ymNLoby3FANOqsOUSmyoSk0YH8xINkz7YLxeKsB7R2nCdABABzimOTq4d3w6KAhCTLPnzXbDdOoiRiyf+WlG4K7+ON/nUjPC98qxFPC+dMOv+E63Rqvr798+CABw9EzO6FRBsNv5fnPPX/hMvudeeqmuWqVnqHnon77XVWqvT36Kaq+TTuJ1VD6F12CiNqw7dozXz5NP6O+df/8b2/OXWOGmLzAK/ye387vLV2/tAgA8+0zwLDmXXsYx3p/v4rb89HZ+N/jH3wOP08cLtZ+++nVu48qV/DtFe+1V++vxx7i/VL89Pm5DSoG3fQfVSicaWOhj54b3LeSNN3VvnrJyHr+VyzkO6+0d3TtwommotxXr6Lbz/TEve6ahbFoKj5VSXzhdoz9WlgxmdfCnzLLa69g/8d6KOVKT+Q1o+bz1AHRVjmDErfllqf2zYh6/B6Qkh+dVGg5KkTmjnN+HcizM9LP78KPeMi53ZL4t5mTp/lmr5l8PQFf1CeOLuo+Wz+U3oJIZJ3uXpaTxvr395Z8DAJx9/B9B0VT6u3vcVBq2n4jPd3lRcAmCIAiCIAiCIAiCIAiCIAiCIAhxRVz9S1WptgBg/uXfAjDSO0SRN2c1AODgk78BAEw94xoAgGUK8+W6enQ1U4KJES+pufxv+uwLvwgAqHyGfiW9bcao8uH8aeOioH1XaquXHqRC4am7qUiwdbp9lj/1YqoGUtP1/0G++ECroS5/bH6eigCl4Fp5zsQquOKNvNn8r/aCK6giKVxI/4CULEZq9dv4X+22g4xGPfRslXfdtkOR953KzjNGtVo7YisitWmYF1hWzvj937ynjdFc1hOVAIDsMkbxTl17OQCg7gNdFRM8z6zKdxx91Vd79U4AQNFcKs7Klp7nXVb19r9C6kdiEiNyBtxGPyWVV3cozt7A137B7DUBlwfC7TBG641F8eRvv4S7T4CR+6X7xGFD3YXzTgEA9Gyp81mXpYQ+Vsnp2d55o/VpVGq66ZfcxL/Nej+rn/nrmOoOROuHmwDoCq7MKVTbDFdwDW/b66cVAmrbBrRoH3/eZsN9vwBgcFhYq6ff9z4YVHX68fcSIkMxyr2/LQm8js1gpGy7pszqhd2wTh34/HMP8jmQkZANQRAEf9Tu5z3k4R/xmfz4L3gPWaWpr067Wo/8nrUiPL+uxWfxveebDywFAPz2M7sBAG5n+D6eghAPWLuN57bJFHycdPMtVNuceRbHom+/zfHZq69ymqR9HbrgQn5j+eGPdHVBRgbr//3vjGOByczll3M//OFP/D5w7Bi/3fzn38xg4tCGriefzPGS2l+r1/DvL3+RKrahw2OlwHvmaSon1n+GmX5WreY6Oz4I7IW7ZCnLzZ6jf8p74nHWNVrlliJhiP9PYgLfKbs09dRwBZdCeeK0dR0ZdbvZQfy8urwKrrj6fDmpMSdRBbpy/mcB6P5PodDr4Hc0pcxT6j+lPElJ5vM/N4uKI+VXFc8kJfFesnL+5wCE5zsVKdT+XDTzCu+8XYcfiUjdQ9WVcp1OLGWzqdgrm8XsPU3H3vMuq5i/zuc6g5o0e8rccwGIgksQBEEQBEEQBEEQBEEQBEEQBEEQxoW4+tdq8dJzvL+VcqtlL722Oqs+BAAkpTNqZspJlwIASpZTAZA9lSqrYxsfZPnq3SPqV6qv6WevN6xb/foDAfv1xuOMQOjpHqnGStNyylfMYX8vvp65lounMmrq3h/WAgCsbcZIHeXZNZTb7vYdNROM7ALJVRwKS69bAAA4+esrAQAJicYouMGBQcP84iXMe73oGt3P7YN7eV7t+Fvk/uOdZDb2o683tiJR7VajCiMjK3wfhbFybDPzCM87/xYAQPH80wEAuRW6utKqKXg8TkbcJaUyEigjn/mCWyq3aNPNUe+vveUYAKBp/5sAgJJF+r0tJZPnlbWBHhIeF0MDzZqSSPll9XY0AABqtj5mqFutlzt1iXferLMYKdSueZMp1U3u1MXa37wfDQ6Gf27125gv3tFNhWnRHOb4HRzg/bDfTkWpSVMt9bQeBwB0D/EdU/jbL+HuE2Dkfums22doo3D2SawjhdFTtmbOT85gnfkzmYe4z6p7RyWnhadOUVFoUy9kZFtqARUyNS/8w1vG0ebbFy0SuHsZYauO61BftqG4hnlhmbV94LS2B23DnMmyru7OwAX9KLuGFQqhjBAtmqFfP5WDHxqWzU1YBgCYAo5D6jDy+hUEQQiX/j6OIbc82WSYArpf1wVf4Dht5YWMDg8m5p2+hO+Cl31zOgDgyV9XR6y/wsRh0qLfk1N4fM3Jxndltza+d/bb9HnuyKvjYwnlC6WorAys/AGAH/ygGwDQ28MxV1+f77HXH//IMeQ77+qqjE9fS8XGZFdw5eXpMeC//BXHudu2MVPBZ67lmNntOwkP/ngny19xBffVuvP5/vPqKyMzGTz0T6OC69prOd3xQeDMG1ddlTZinlJwRRKlyLDaA2czUuqrsSi4LBnlfpYoHzCOUU2JoWeZiAbHTrwNAGjpPAQAMCfxmCVrU7N52N9J+n0qPZUq48mgRgKAORVUgoSi3HI4eU7vr34aANBhDe25rN6lSwuWeefNn/ZxAIDJFPhcaO1khp9eR5s25btqX3+H9rf+/uvo7wqpP6NhUDuHl8y6GoB/5ZbDyXtzU9seAEC79ahhPgC4PXymKW+tzLRiAEBR3kIAQEk+v+3487JTFObq3y9L8ql6b2rfE9L2+MPj0Z8/PY7w/AQTNN2NukYCMaB9Y+pzRu+YjcVP0B9uh+/n86An8t92i6fzO9fRnY8DADqaDnqX+VNw9XRz/J2WFboSMxYRBZcgCIIgCIIgCIIgCIIgCIIgCIIQV8SVgiuzVFcw9XUw6r3+vWd8lh1wMcpm9kVfBgDYW2oA+FZuKTqOUN1QMJ8KhMyS0BRTT9/D/3Y2HR8ZmTOcUy6ir8W37pwBAEhOYR7U/73BGA2dYRmpgnn+PnpgdHf4CRnyQ1PN5I5eGyvTzmTU0SnfpGKjaTeVKDv/ThVWq+a15bDy+KZmM2JCeXOtvElXyqz+MqNLOqsZpVK9sTaqfY8FhnvCTYRNjquP0ZoHXvgDAKB4wRkAgLxperRP/ozlAIAELZ+4u5+Rnr2djAjrafftxRRN6nY8DwCwt+nnSfE8qs+KFzJ3rsph7Oxj9E6PVlapsYbTemQbAMA0JLK1aC79pqafQi9C5ZvVUctInYYPXwQAzL/wq2Fvg1IHHXnjPgBAxWqqZwtm0dfLZGbErUvrf509uE/d8P0y1n2idRQAcPiNvwMApqy8GACQO5VRS9ll9Gfs7eSz5ehbVPsqLy4AKJ5/ZtC+D6Xs7KtYxwxGVdW9/m8AgK3moN91Iok5i34BKorLafcd6dTTdNzwd1oRo+V7TviPrjOlMHo0OYfquq7KnWPrrBDTUhEheQAAIABJREFUKE+God4MgiAI0UT5df3tW3xmTr+PKoIbfs3ndfGMkSqGoZy9nr4wL92jj7F6fWTbEGKL1DS+K5dNo2dqbgE9kTOylD9bsOeQ/l7SY6MKv6ud79knarcCAPp6wosun2g0u3AUFfHHBRfyXfTWr2pZCGzc5v/8O7iKp70ttGhxu1bnoYP6NXPqaVRMJGoh0gOxlVQkYnziUt3jXfmO3fcPvjf6U24pnnma312Uguvcj/lXcO3fz4j+Xbs4veQTbPf2n/D9Rnl1KZQ/2qVa/xoa9CwqW7c6A3dsFKj3h2AKLv/qq9DJzvRdR08fv8O43Dy3k1JSfZYbL6yakkxNw2F6Gb9PzKk4L0jJ2CYtRbtHF64IWlYdt+0H+J0gXKWU+s5wolXPLKHqWLng8wD8v5vYehsBAFX1b4bVZqRR/fN3jh9vZBahqnp6ZHsGgitxlcJIqdBaOjlOqmt+HwCwYh4zkg1VEPpjWimftWNVcCk/NQDYsvvOsNZVqsazVt4WtKy9j9/Et+37a1htTDTPfuzv49ZWSjq/AfXZW8NYi9ea+lYar4iCSxAEQRAEQRAEQRAEQRAEQRAEQYgr4krBlZyR4/3dWb0rYNneNv4HOUELMXJ0NgUqbqCvg2Uzi2eE28WgbH2JuV8/30zV0NLTLACA5FQtwt7B/5z22keGRG17hdEKlTsmd97r8WbZZ6musNZSBfTCVzcCANx9vkO0HF2MwKrbQqVH484W77KrH2FO4CXr6ecVDQXXDd9hXtRP3Zwf8bpHQ3pG7PyffMDN6LXGvRsN09HQ8OFLhmk4HHz5z2GV7zy+x+fvsaB8rIb/DsT+5+4YdXuObl4HR96IXHSK2heR2icA4HEysvL4e08apv6wNVV5fzfseiWkNorWMDIvfzGVc42bnwMAdB7cHl5nh6D8JT0ORpAODngCFWc/Vp5j+Lu7yrc3YF8T71PObkaB5S1i3ub2Pe96ywxvL0/bNm9055HAz2Qh9imGHlloSWB0ZqIWB+UAz7ujoJedikZcmEClZgZ4fiaBfg2pCYwYrB484K2zH4ziXJCwUlsnW2sjwVDH0UG24YIzYHlf66h+CoIw+ajZy3H6b9bzefP9Dbw35JWm+Cxv1t6tFpya65234+VwolmFaJNo0n2iZ86nsr60gmOQYB4i/hnyjNBUX2paPu00AEBLI8+hI/vpB+OJMa+uW76SYZj6o6GeY7Ov3spvBK2twSVVqancP8pP65xzef3MnMnPQtnZXJ6ezmly8kh1xGRXcC1dOtK//G9/z/FRMjiFBcGj4R9+iGOX397Bcc5ll/PY/Oth45jmzDN5rAoKeQD+9Ef9m1BIVrdh4s0A4WI7Si0y3CfHnzIlFJTCRKmChjNUFcI+SSaBiaZY83sK5R5d08h3yUh6XHV00ze7pX0/+6P5Tg1neinv90rVFA1fpbGglGXVDZsiVqe6XvZVbQAArJh3XdB1LBmlAID0VH5b7HUE9+AWYhuHnccwM5dZefrswVXr+WXMStZjDV+dGkvEzpdpQRAEQRAEQRAEQRAEQRAEQRAEQQgB+QeXIAiCIAiCIAiCIAiCIAiCIAiCEFfEVYrCxKRk72+3I3AaGpWGSv97pLGnP1SaM0RRAp1k1gzbE41/q25X76WE9qwrdAn4opNovhfvKQoHPEYN/UQrzQvncx8feoYGxP5SE/rD7dDL125m2sIFl8+OUO9GkpVjMkwFQYgNsmctBQCUnMxUpf2dTNs4oD1/8hefGrSOAQ+NZYenM8yeSdm4Sn/YfYxpGVRawQST/jjPqpgLAMgonwUAsGqpCa1+UhR6DXzfeQYAMP3iGwAAs6661Vum68huAEBKDlOk5i0+GQBgq61kf2r0VHRCfNEMprNoHqwLUnIk+wffD3udfWGuE255QRAmN/ZOPidfuZf3rGt/EnjMXTQ9Lep9CokopBCLV5JTmKJ/yZqbvPNUGsGoor10FpWtAABYcqYBAPZuZ3rtvt7YSM20axfP8fe38ZuER8sS3d3N8dr+fXz3fPddji/dIby6Wiz86LDhab73zp3LcePrr7GOf/yd3x4aG9mGzcbp93+Q5a3DV+q+yYjFMvLjxN/u5f5pbw8vL2NNTfCU4s8+ww9AP/4J9/W1632nKLziSuO97Mkn+sLqy1hR6c+Gpygcnmawr78z5DqDpTfssoc/NhWiS55lZshlm7U0gtGguSNwisLERN6vinJpHVLf8kHU+hIOVns9AKC64a2otdHWdcTQVnbmlKDrZGcynZ2kKIx/6itp0zJrxVUAgHTLyPFV8dQ12rJiAEB+Ob9jHXzvgXHoYfQQBZcgCIIgCIIgCIIgCIIgCIIgCIIQV8SVgmsyoBRZljzu+rojjNjptRmje959lpEvn/52mXfexTcWacsYsd9S7wzYVnaB2VC3qz82nGA9boYwdrUyOq1sBg1TzZqJrcs5MSGOETFnVXVEUJXm6I2N4yYIQmDSi6ca/k7J5T27/JyrQ67D42CE6HAFl62OSqm0YkZXZU2dDwBIyrBoJfQbWH8HlWMn3n4KANC+Z/OIMr7orqbC6/iL9wMAitac711WeirN35V6un03TYOb3nsxhK0SBEEQhMjSeDQ0w3hzSmzEc/b3BVdyKJLTYqPPkcaUxHe+xaupFA9FteXstwEA7N3MkuHo5Xuwx62lPdFUWSYT605N19UlWdlUh5iTM33WrcouXn0jAGDX1rsAAC5X4Ewx0WbrFr7j//IXtojVeeNNVNko5ZZSJP3sfwK34XJFrAsBycyInXPebh85Xn7pJSrdPtge+PvLaHA42N6TT/CcvuFGHquFC3msjh/nveP8C3iO7/iAB+XYsdDvKZFAqUFKC5b5XK7UWOEpuAIrS1SbQuyQmpoTcLnbo2fOCudcCBdbb3NI5SxKJRgjCq6jda9rv6L/zbOl8yCA0BRcWelU8jRGtUfCeNBa/yEAfSwzdf553mUeN6/PqQv4nafHyrHVoW3/BAB0Nh0ct35Gg9gZSQiCIAiCIAiCIAiCIAiCIAiCIAhCCMStgisphTmIUywFES+vyobK5Tcz+qyne2QC7JRU/g+xYi7rXLCGEWRKxfTAz33nFbZ1sa47v1PjnfetO5nv9jfPM4/slhcYEdHexCie7HwezvJZqQCAhWvZ1tc+xvy0rT4UXyqqcfZSLXdypkmbcn5WLutM0KLjzriMkW59do82pbqo/qieA9raHpqH1ebn2f+Lb6DK4fZH6Buz6+1uAECiSZdBKcXb335UG1Ld4dB+hP2oOJVquaQ/cx+4+0OLikpK1S+jitNYR1tl5KJVLl18OGJ1CYIQPRq3PG+YRhKnlfmw6zf+J+J1DyeYZ1coOK1tAIA9d37bb5lBjztoGQDY/9fvj7ofgiAIwuQkpyQlpHLW1sgrLkZDfy/fK9Q7oCnJf7qH/HK+yymPZrdrchh4zZh3EQAg01Lmt4y18xgAoObwq/y745i2ZBT7QHt/zcnjO/S0OesAANm5MwzF0jL4fWDmgksAAJV7Hgu/rRhnzhzjZ58XX3D4KUmStOKzZoXu+aw8whTZ2aHHUs+bHzufpfbs1mVrV13NbzinnEIv+GgouBQPPcRoe6XguuaTbFt5sqWl8Xx+/LHx9d5SBFNTWTKolGlq3xdyndkZvpUlSgXU09sScl3C+JCsea75w+0JfG+JFKG2k5yUEeWehEa/k984O7trxq1NW09TyGXNSTHiVxom6VP4PM9bcQYAoP65f4a8bv6qMwEAOYvpR9V9eA8AoHXra5Hs4oTR1VxpmBrQxkeRSWMWO4iCSxAEQRAEQRAEQRAEQRAEQRAEQYgrYidUJkzy551kmEa6fDice02+32WDWiBTdycj1be93AUA2HA3/5t+bH/gHN8fbLR6f3/vikMAgMu/zPyoK8/JBqCrm+ya6quplpFF//49M6ha2/wrqoqmMBrpp4/ODdgPxdfumO5z/n0/1ZVoLz/UGlJdj97BfJ/KG+yUi3MBAFfcQkVc/xDvqdrD0YtU2v84FVLn/uw0AMDH7zwXAPDBvfwPfttB5np39jB6KjmT3maFC3ncV31hqbeunGn0w3nlzrei1l9BEATho8G8s28CAOSULTDMdzl0z4ydG346rn0SBOGjSa6mmFKKqAHPxER9qqDT068J7t8EAA2VoXl1jRdNVXz3K5/nP6pcZdhYei7fNXa+0hb9jkURpZAqrfD/Ht5wnH6hVQeejVzDWmRyV3uVYTpr4aUAgPJppxmKF5etBADUVW8CAPTaJ496pKnJmJmktExTZu3wbbJ1y1eYCSYnJ/R46Opq4zeH89bxnvHQP/1/7yifwn5cfkVqyO1Em6ef1pUht/1XFgDgC19M15bxm0RdbeBMLwWF3G+2bp6D/f3B75dHj2jfi7bxHnvhRdwnBQUmQx3PPTcxCi5bL79fDQzwnElMNBuWe72OwsCS6VvN2W1vAAAMjoNPkRBZEhNCV32OrZ3QPmV7BmJDxd3eXQ1gfM9plzv0e0VSnCq4dMLfr+073uaaWlYZU1psqP3GhUmm3FKIgksQBEEQBEEQBEEQBEEQBEEQBEGIK+JKwWU9Hno+32jym5urJqTd2kr+B/5P366JWJ0NVYxQ+uTsnRGrM1ScDiq0HvntCcN0vDnyEnO758+hgmzZ5xYCAD5xzzpDuQE3+5uYZPy/8OCA/t/vbX/+EABQs8m3t5ogCIIgCIIgxBvnfp7R+Wsvpnfu1qebvct2vMzsDfUH7QCiExiarPkaf+qHswEAc9fmBCzf1UwPl6qd1oDlxpvK95nNI5CCS3HN92YBAI7toWq3s7E/eh2LIoWlywAACQnGdyh7t/7uV3XwuXHrj2rLkjMNAJCVrfkAafLAwhJm5zh+9PVx61O02bCB7/w33sTz7mc/Z9aRWbP4Ocjh4EV7yqnM7rJ2Dafvb9PVD2tPSg7Yxk5NDbZzJ6fnnEMF12NP5BnqKirSFR4fv5hl9u9nBL3yuvJHSgqP0bLlVA9lZvLvrCzd0y4vj+eZUnteeSWVCTbNO9xu47Ye1hRT7W1G77DOTv3vb3yD1+vd9/B+88orVCM+q6momhpZNj+fbSqvs5NO5naccbp2b6wLzdsbAB7WvLju/DPbVF5mr7zM699mm5jI+0EtNVF3D7ME5WRNNSy3ZJQC0K9zVd4Xaak8J8x+/Jy67PItJVZxaF5S/o7d0PlJJl7fylMtkqRr51AwnC57xNseDfbe5uCFIoxSW4ZCYkJ8a1/MWbxfTrn0cwCAZAu/7dpr6D/V8u7LY26j8BR+H86cPjL7me3oAQBA2/Y3AQAz1n8NAHDskTsBACUfuwIAkJDI51/ja0+w3LW3styjd425f4qpCy8AAHQ2cdttHTURqzvWie+zWBAEQRAEQRAEQRAEQRAEQRAEQfjIEVcKrqpX75voLgiTmPf+RBXbMU19Nf8yRk0WzNMijDIYKea0MxKidT/z4R986qi3jrbKjoj36/bbmH//xvWMtPNoAWDf/wXbf3SDzed68cbrj+t5u797O7dt1/74jFQNhtrWybSdaz75CwBAYlLgyMuJpmHvqwCAem0qCILwUWfWSo4viqcz6jYti9GFqZl8TUjLNGnzk7T5xr/TtHL5U1JCbvOimxn5fdKl9JXtszOS3mH3aFP+3WfTo95VmeFlu9uoCti7KfJjMGEk2UV8zl/4pQrvPPW7u53H4tBWqh6UouvEESoSOk5QRdKnHTtnH6dJmudUZq7u6VI8naoLpdRac3EhACAjx+j74o+nf18DIPZsBjY/Th+bc67jWDAhwX9Z5Xv2gw30htr4AH1p9r/Lc72rifvbo/mhKe+udO0aHro/Ldpxy9PqPPw+lW01e6P/HpFX4NvruaHmXf2P8TxQWlsnNN+veUs/ZVicWzAHwORScO3fx/fXG6/vBAB85zZ6bH3lViq6XC7ukw+2s9yVV7QDAJYs1c+hYAoudQhVG//9PfpXnXE611t5C9uqr9fv63/8Az3ynnqKiqidHxYFbGNKBc/tJ54MTb0BAH/4U7bP+T/+EZUoD9zv3yPstVf5jnbJx7k/vvJV7rfzzqM/llKLdWmqr+PHuW2/+TWvq7ZW/yomf7z4Atu8/XZNHVbANp54fGK8t4Zj1dRVwxVcpkQe54w03qsDKVayMwL7dVlFwRWzqGOTle7bB3OoUjc/m9/TmjsORLwf+TlzQirXaTse8bZHQ6+jfaK7MKkxpfIdpkZTQimvs5nXfRMAYD2gZyzr7wjPXzO9fIZheuzRv4woM+3qLwIAeurptebp47PNlMKxbJLm75VgStLm8xni7o28T2zZrDMAAF0tRyJed6wjCi5BEARBEARBEARBEARBEARBEAQhrogrBZcgjAfNe1oN04miooyX5ze/xMjVGavpFdZp1bzAJtm/p8+7pmGiuxASKxbrEeozpjGqccML4eV2jpdtFQRBECY/F36JUdhLzg49In6sZBcmG6ZjQamC9m56f8x1CWPDkq/591xSZJiOJ9ueoWrgvafH3+8iFBoOM1r3/WfZv5MuKw66jlJiXfat6YbpWHj4R4cBjI+CKyUt1+d8a8exqLcdCH/tp6ZH/l5445cZvf3JaxllfuHZ+nvmpk1U7Byt4ztec3v4qp9QefPNfsN0OOeuY1T5medyeu9f9Hecxx8LTUHU0cH+//dt4fvfTZ3SFHB51VF3SOUizaFDbPfrX+2KeltKkenRToOWFv54553YyPjRZa8HAEzzs1ypswIquDKDKbjkXTlWaWrfBwCYUrQmaNmZ5WcDAFq7qCQJxxPKH6kpmtdS0eqA5ZTvV7u1asxtRoJo+JAJOkqVNdz7r7+Nz4rknIIRZUMlJV/LNtGklKUjFed9zbwvphbSi7CvsRYAkDGNSsMBp3b8E3kNZEydo9VZG1ZfQoP9c/XHhv/ceDLJPpELgiAIgiAIgiAIgiAIgiAIgiAIkx1RcAkfCbLKmC87NVuPFG49GNteDVPLGa3Z2MKIMaXcUgxEL7hPCMClF2Z6f9t75CAIgiAIgiBMFMr3540HGfH/xK9iI1o7GA//hBHthdPozzBzuWUiuxNVkpMzfc53OSc2utjpp32zOSNqbZqTabqWnaPHGaekcF5v78Qbxr3xmkObTnBHPsKcfgazhRQV8Rz5y11UfXo8flcZV6yagssfFk2d1dC603+ZjCk+5yufIpfbvy+aMLF0dtcAALpsVJ4M92IbSmY6lS8r5q0HAOyr2gAA6HeGpxxW9QDAsjn0TEwyBfZ9rTnxDgDA43GG1Va0iJV+TFZS8pgxQHnAKQ+uFE1R5dy2cdR1O9oaAQCWuUu1OSPNU9NK6EVrr6LfnNPMb7n5q84EAHRX7uaaifSRzFmyFgDQvn3TqPvlj/aGvWyjUFOJ2cJTrMUzouASBEEQBEEQBEEQBEEQBEEQBEEQ4gpRcAkfCRZexf9eL//8Iu+8J697EQDQdmhsSq4Ui64K+9yrVwMA9v27EgCw9Q87QqojK5P/a37mwTLvvKlTeHmWl3J64F1jput1VzNStaGJCq8b1zPy87Zbmec+PY119vfr0YD/cwejoh5+whg1s3YF86zf+ctCAEBRAds0a3eIJ59nhOM3fjjSl0z1/RffzwcAfPw8Rj2maBGKVhtVTqdfwpy1Sol28TqW+/F3mOd+yQI9Cud8zaPq3feNud5zLGxrx+uMFPrzP5jb/QvXcdtzsxkRcd8jnP/D/2sf0d9g+2n4PlJeaH/9LSOHTl6V6q3L6eI6N33GGHW75KzjAPRIO3/b6m87I7Gt6pgCwO/+h8dV+batWML2W9vZwV/d2QkAuOu+0eeVP/z2/QCAhATTqOsonncaACCnbIHP5ce2PQ4AcPaGn9Nf4bC3jXpdQRAEQfio8vajjGBNSeNz/qTLdH8tNW88UIqtw9s4Znnqd/RRqtkTfS+pSOJycDz8u88yqvfyb8/wLjv7M3wfSEqeHLGoHs17JCkx3TA/0WQeUmb8o9tNJt8egNHsy+FD9N9Yulzf9tRUvjMd2Ovbn+anv8wGAEyfwXeStHSWf/ct7tc/3cFzf9lKvc4v30rVnIevicgv5Ll0op5j/9u+wetHXU+f+TyPzRXXcLp1M+u+45cjr6tVa7jfbvgS32+cTlZSXs7+bX7Hd79u+hL79PWbO0fU+ad7+F72j3v5zrl7J/fFPQ/w3Wmb1p+Vq9l2oaZuuumzfI/vsU+8+m2smLTb6De+wf3q0t4z77+vZ6K65JN+Z7dhmpJsfA9WHly+UOoKS0aJz+Vd9jqf84XY40D1MwCAk5Z8GQBgSvTvqZpnmQkAOH35twAAbZonl1IDulzaOZ7Ae1uKOQsAkJvF71952frz0Zd6ZihKYXa8aWsomzFuDPeGEiJLfzs9/6Z84rMAALOFXm32aiqqhvpuJSbzW1jZOn67TSmgyitBuwkrz63mt18AAPSd4Le9nnpmCJhx7Ve0mvRz0XbsIACg90SN1ga/xWVOnwcAaHx9g9YGn5Ol510FAKh/7qFRbW8gag++CgCYt/Y6AEByapbezw4qL4P54XW1HIl4v8aDyTFqFgRBEARBEARBEARBEARBEARBED4yyD+4BEEQBEEQBEEQBEEQBEEQBEEQhLhCUhQKHwkqTmGqD3uzbljaVjm21ISK/m49jUVXDaX65Wt9y+79YbNTsnzuVbpp6+lraTp97++YAmbh6ccD1vH2Vqa5e+YlSrzbO5mCYsEcXS7+7vM0PxyeovA7tzAtxAP/Zv/vfoAp4FSaQZUm0Re/vb0AAGDRUhWq9Hy9fUyrMFVLV6FSEypeeK3HMN2zyZiCMRDTK5jqIj2N/Vt0BtssLdbSOb7Duh56XN/Oyioep2D7afg+qjvB3B4fX890gvf/UTc53XeIdd5x98hUG0MZz21V26nSEgLAL//UYWh//ZWUKX/2GqaUGEtqQoW1aewy5tyKRQGX21qZhqiv+6NjlCkIQmywdxPvozfPfzt6jWipWTJWzgUAmEuY+rfrhS0RayLnE6cDAHp36ffsu27eF7H6h5N5ymIAgH0bU4RgID5TtPzXae9NdBcmnNZajp8euZ3nzmO/qPIum7mM44rZq5lKrWQm05wVVDBFS24x08EkpzP9S3Iqx4xJZk6dDo7FHHaPt05rG8czDZUcu9TuZ+qyXRuZarizsT9CWzaxuLU0ZE/8qto775W/M03X2k/wHWD2Ku7XKfOYuiwjh2PD1AzuT6eW7rC3m2PWXiunbfUOb531h7j/6g5yemT76NM9h4vTyWOYZDamKEzP0MeqVuf4p2FLzyjyOd/ptEetzd0fMi3QshV6OsEULUXh7g+dhr8VP/8x389UyjqVym7jFvb/zt+NTCM4fyHrv/AsppdXaQQffoLPlVlz+B5x9DDPlX89yHdkm43l5swL/plo2nSWuewCYwr7x57lu+HzT49MwT5aVCr5r3058DtXPKBSxn/v+7xv9mnvzGecyfvkqlU8dr/+FY9rc3NsPjdVermivIWG+ZnpfFdOTOR2DE2FlTVs2Yg6bfU+5wuxR4+Dz+JdlY8AAJbNvRYAkGRK8btOomZlUJQ73zCNBB3d/E6w+/CjAICBAXfE6hZil976Y4ZpKAw4OX6sf+FfYbXV9t5GwzRwGxx/Hfjdf/lcfuD3vudHgtUX/sDwd1Ze6N8eFZufui1S3RlXRMElCIIgCIIgCIIgCIIgCIIgCIIgxBWi4ArAssKPAwBKM+aFvW5l5zsAgGPWDyLap7Ew1bIcALAw75yQ19ly4mEAQLezNUjJ2CajmBGDzXva9JlR8KK11jHSqmxVcZCSkWfebCqQvnMz1Viah6vXPBgAcixaxGwSIwPdbi78xyOM4vzLrxgJuHIJI27/+RgjBt/Z5j8C7+LzGE168WdOANCVW4rahuhFz/x5mPKosZltHa1hpFh5mX6LU8qmYPvJ3z6aaELdVrWdSvEFAI5+4zb0a1GcSePnCS8IgvCRJzGNUa25l58JAEjQbsK2t3cBAPqPNwEA3O189ioFVzh1mMupiDAX0lw5KZ/KD+vr2w31WM5e4f2dkMrnon3LXgCAs54q2ZxLTgMAmDKpKO96iSqm5CkcK5iL+RxNKsgxrA8AA339hjrUtvQdrAEAOA4FVqULsY/bqasKDmtqoMPjqAqazNjaObbb+ECDYRpNMpYuAwD07NOu4wiqLW1dVKQNVWwBQEHpUu9va2dNxNoLlcLSZT7nd3dG7/50pJLj90suT/POG/BwXL7jfY7hZ87mmD4lhWP5H/yUGRfS0/m3UjNZtHeWRB/j+QP7eA4p5Zaio43HNSMzYcQ64XKsitsy/FRR2zh1GjvW2RX8XPK1DUPZsd0VuEAcoYm18YlL+b5dUMDj2NjI/fSL/+X3hL/eM/6qxnDo8qPgStBeri0ZzGjTZavzLrNkTAlYp9VeF3C5EHso5dR7e+8GAMybdpF3WWFu+N9RQ8XpotL22Al+d61t2qYtiY1vN4IwUWx7/scT3YUJQxRcgiAIgiAIgiAIgiAIgiAIgiAIQlwhCq4oMd2yEgBwvJsRtQODkgN2IjGn8VR32p1BSo4NVx+jy8wZvvNKR4OCPIa8Pfa3UgDAqvNqAQCHjnJbiwr0kLjGvTN91vHqJuZdV/5On7iAqqyff58R1w2aD9X6W5pGrJuYyDC0wQkIlrF2+44IVH1JGBKcGOp+8rePJppwthUAvvtTXa34r78wgm7fQUbUq9z+3/xBfCszBUEQ4gnLORwbujs0P5Vm+nrlXnkWAKDp9/8Zcx2Oo1R69GkKqf5qqqsLb7oEAOBs4LNhqAdXX2WtoUzL3U8BAKyvMBo2bcF0AEDmmgUAgAEnxwT9WltdL2w1rD+0DmddM8s8ywjbQc/4e4lcd8/JAIBZp/n22wmH/3zjfQDAoTdGjocmG2WLqMz74r/P9Ln8lV/r3m3vPVQNghQUAAAgAElEQVTts8xEYErnGDbnYx8DACQk634grmYeN/uHO1nmnHMN63Zv0875ufTBs39A5eNAv6ZIPJd1dm/Z7F1H1ZGgGSPZdu4AALi7qLzPPpUqxsRUqjUcx3ltJmhGPEn5HGsn5eR46+zZvRsAYC7h+M2cX6DVyes9MYV1Wd95O2Afkgv1c354O6qNgX76ROScdTbbKmRbjmoeU8ex0H0t/NHReggAUFy+0jC/rOJk7+/mevbZ3h19tVpWNlUkpVPX+lze3rI/am17NLXW0HG7y4846eTTqK7NzuG58o2bOw1/X3xpmu8VAQx4/C6KGLPm8v1aeYKpd5K58zn/3r94DMvzCkbGViclqXUCvzsPDPh+0SwsZ4aamUsu9c7r7+N+GvDwWXX80CsAAGub7/tUXgkVSOlZzMBSf+TNgH3xxfzVnwEAnDjGe0N3e43fsh7t2Jy8Nr7fw4KprSwZ5QCMCq7szHKfZT0evo/b+8RnOV7p6+czr2vIeVGQMweArupTuNy9hvmmRN7rBgd5cbg8fC71O6lmVH5vANCpKcZaOisN6wiCQNyuyPlfxhui4BIEQRAEQRAEQRAEQRAEQRAEQRDiClFwRYkUE6MHp2QuAgDU2nZPZHc+8vS2a9GJ07Oj2o6lPAtA9JViQ8nK5P+pVdRcY4tRLXjz54Nv8+pljATdfYARqk88x5zGBw9zOzY/X+F33ZffYH7w/7qVXhxf+DajtZXvU3kJbzNtHYyu6XdOTF7kSOwnwKikml4Ru7fQBXOSvb8fe4bRT9/8ESMFJ0JtN5mYf84XAQDZpca84pVv3QcA6Go44HO91Cx6TxTO0iOGs0tmAwCS0zW/nGT6Bbocdm1KlYatjRHf1hOMVrM2HQYADEYwRDcxidGzaruyS+Z6l2XkMuIyJTMPAGBKNkYNe1y8x7p62d/eLqpGOhsOAgC6GhgNraJpJ5rUTEay505ZDADIKqJyMy1b909Ux8KUzPvjoNZ3t5NRUf09jKTv7WoEANhaGVFoPXHIUC5esBTP9v6ed/ZNAIBEkzGi2uPmM+LwJp7r3S1V49S7yYHyz3K1Mcp10MVzqvOptyNWR9qSWZyvqawG3bxHJAwzXXR32b2/B52UDyRoiuysM+hLY8rhmMZ1QosyTzTGxak6hq9vQJ43wjiTMn06AMBxvAYAMOjUx+RK+WQ57XQAQPfWLQAAdycVHwVXXQ0AsO2gmihjGdUhzoYGQ11Za9Z463Rb6Tvmbm8HAORqKq+2Z54GAJg1FVXLo/8y9DNbU0z11zHaXamxAKDgiivZnib1sL1H/7uUadO4HZYUQz/89cFRp0fSD29HtdH6GJWjziY+y6xvUr0yGEEPrrZmqv0cfXxupqZxLJEwxHhpydovAAAO73kcANDe4nssNRYKSpYAAOYuvortJxjviz22Rq3tgxFvezg11fp4qNtPloY9u3hvvflrvPf+9QHut9YWnheVB8c+pjJprzK//C3HobPmcEam5tFVVqbvoz//wW5Y16p5a93xZ74Dlmpl33qDYwXl0aXUas2N7PcjG3R/ydYW1nH08Ng8ttpO7PH+rtrDay81g+0sPoXn1t4t9wIA+ns7Det2NB0wTIXQ6O7h9aIUNMOvJ19qLYsfBZe1R7vHDo6/ylsYK7zAl8zmfbUkf4nfko1tzG518NgLAADPwPh9MxOEjwpKjZyezSwAJpOeyUCpu3q6eM919HaMc++iiyi4BEEQBEEQBEEQBEEQBEEQBEEQhLgiduUHk4SZ2Yysq7PvBSBRKRNF04fM5zznohneeUWLGNXVsr99THVbpmTpdS5m3vrGHePnzXCslhFvdz/AaO49mxjdabPzXHvwP93eslU1vqPjblxvAQBcflEmAMDlHjTU8eXb/OfD/taPGdn9mx9z2w9ung4AUMHi7Z2M6jr3SkYJ9Dv59/1/ZGTB4gWMKJg9Q1cK3Kcta2pl5N9tt9MzpPLo6KN8Qt1P/vaR4p4Hrd7fj9zDqIiaHTyv1LYqfy+Fv20dvp1AZLYVMOb2v/7TPL5XXMzja9Ki7KuPc1uvvolqm+ZWyWE9FpLTLIa/VV7xaasuAwAUzz1VLQleV3q2YZqRRxVl8exTAAA7nvgxAMAzBgVXWg7P39J59FfJn74CwEjVTigkpvDcMmvT9NwyAEDBjNUAAGcPr7uqbbrHUHfTEYwXKRmMeq5YcTEAIK+C0YXDc8IHIiGJqshkNdWOTVYhr//iOTy+AwO8nj986mcAAHd/z5j6Hm0sJcyPP++sG73zRii3NIXeoTf/BgCwa4pCxbdeX8e6io3KvrfurvT+3vSXSsQK33njfABAZmHqiGWqn0P7Him632bkat7V5wAA3C2MIndU8fmYXMbnaNZZVI2YSzhOcda3hFyHwvKxVYa/7dsOGOoMhPLJMpfwuklM1c6HUSg6+qvZr/zrLmA/3qOa01FZ63edSLNzA9tqquRzPj1XVzin5yQb5uWUUbmZVTTy3BDiA0fVUQBA4afXAwD6a/X7lfLOyq3gM3XAQaWJUislaHIWxzF69WSt5jPMXMBr07ppEwDAcqp6nuvqr0E3x1Sdb7xh6I/b2hWwvx4bz8vBoUZM2iBOKTSVgnioGg3QFWn++pA2Z47/doabt0ZRbanU5tWHXgQALFxx3YgyZjOvvUWrPg8AsFt572ht2mP4u6+P721KUazGVElJHGOnpud568zK5nEuLF0KAMjIKvXdP02BcmT/02pGyNsWKvf91TgW2LSx30/JkcuuvSK0d9XdO/Vz6Os3d/os42/+f30z8Hk6lLw83i+bNEXWt28NvK7and/5WuhtKG6+fvTR5Y4e7reWenruFZTxPGg4+hYAoHQGr+PiqbzOu1p576g58KLfOqfO43gnt5jZDvr7+F6YrI1/FVm5UwEAFXPpjzf0G5AaKyslWeWOf2tL4kvyPDDA883Wy+wtlowyw3JLBr3uTCb9mZuRVuizrmB+XkLsMrOcHrCBlFstHRyD7qvS7rFxdq4LQiyTkc177+yV1wAAMnOmhLyu8qas+vAJAECfPb69IUXBJQiCIAiCIAiCIAiCIAiCIAiCIMQVouCKMqlJVPeUZywAANTb909kdz6y7HuMkdhzPq4ruNb9mtEmL36NUY6d1eFFlaXlMWryvF+e4Z2XaGIU4eEXjo2+sxrvvs/8qAtPPx6kJLntp22GqS9+c5fvqL2v/HeLYRoOypPqS98Nb90bvtEcdlsKU2lg5cfaC/xHhgfbT/72keLQEGXVyvNCi0Afz20982QqKNZfqSsLCxcwMsPpMkZL3fV/9IW47moqj+64O/C2C4FRCi6lCppzBqOQc6csilgbyvNIj1wePbllCwEYPcGiRXIGvR2UtxMAHNp4DwDA1loTtXaVn9js0z4DQPfViia2Zh6jWFduZWvKrbmacsuXcs/d3wsAOPTmXwEAPR0NI8oAQEctt3W4giu3IiMynY0Q6hmdkZ/it0xXQ2/U2ne3cpzRcvdTAIAEE6XOymdH0fbgS0Hr8ldHcgWVwdYXtwIAXM0d2vLg6qvmuzYY/u55nxG3yscr3PUBwPradvbTzFcOpUgZTw68esIwDcTii+gPctWvVwUpKcQqCclUC5gyef8xWXR1tfLn6n7/fQBA7oUXAdCVUfY9mmeyJjlxtXOsaMpiHZ5e3utsOz7w1pm7jopQdwevNeV1pRRT0UT1w18fwqG/oR4AkHfxJwAAPXu5Lxw1NWPtppe2JmY0OX7kNQDAtDnr/JbNzC43TKMDj/PhvYxc7u6siWJbwkTh1FRWaVnFhvmNx+jB53FTpZ6eVeK3jrRMKo/ySvhNZ9fbdwIAEjQF4cpzv+NzvQwLVYM7Nv7GO08p/ZeefovWLt/Hem2jf1+cSKx23juGK7jSU6mmzM+e5Z2X4CeLhapDiB+STPwWNq301CAlgcO1r2q/RLklCJEiNYPZBZacwWdJTzd9EQ+99yAAwN7F++rQ70ZJZr6rZ+VPBwCUzzmbdZz5FQDArjf/AEB/bsYbouASBEEQBEEQBEEQBEEQBEEQBEEQ4gpRcI0TM7MZId9g16JhJXphXGnZxwjMXQ/oCrrl11NVcdXDjN48+koNAKBuKyN87Y2M0hwc4LFKL2Tkf9lKRn/NvWQmACDFoueVrt/G/5ofeWnsCi5BGA0F+Yzm73fq95iBYbebbAtjG5Ys5Lm7aUv0FAsfJcxp9GSqWE6fp+HKrd5O3ls6avd45/V0MrJGKWWUGiM1i5GilkLeZ3KmUG3V1XAgYv1tPsLI1bJF9AcwmRmJp/yyOhv0+6VSjqltcDnsAHRPAeVHlVMyz1CneZgvWWKiPuyYtvoKAMC+l/6gzYncczEzn94Hc8+6YUS7Q1G+IJ31+wAA1uaj3mX9Nno3uJ1U0yYmUeGUksmI1Iw85rfOLpkLAEizMAK3pWpbhLYiOqj+eveND+WWOr6H3qByq7erMWCdSsE1fU2BYX7ulOgr5sJBeW4lJPr3weusH7/74XDlViTqcDXxvB1wOLXlo/d+DVW5FVJdE6DcEj6a5JzD50/z/fcDADx9+jVd+MlPAQBa/0PPm7YNVO54/aiG+cx1bdzosw3leQUArY/RW9KfIrPjxRd81mF9a5PfbVD9G46zybfHr98+VB4KuY3urRwTJCRpakt39K7Z40dfBwC4nLrSeeaCSwD4f15HEpeL50Tlbu63jlb/+0kYyY7tTsM01knNoPek8rwaDWlapHxPt3YNaipP9U3Hn/rKbuW4Wam2huLs51jLlORfVR4PKPVVRbHvjBDTSoIrfETBFX9kZ1Jdm2Tyf/66PVSO9PVLlhjBP56B0J8lpsTk4IU+IlTMPw+ArtTav5le2UM9H4fjdvG7hqOXiv/2E1TWLz3zVgDAFM03snr3U1HocfQRBZcgCIIgCIIgCIIgCIIgCIIgCIIQV4iCa5xIN9N/pCSDkdONPZUT2Z2PLNv+/KH3d28H/3u95ublAIB5n5hlmAZDKbsOPqVH/G/53QeGZYIw3jz7CqNhLzhHV07sf3saAMDl1qINtdPz0Q02AMDjz9rHsYeTl1xNZWVOzQQADHhcAIBj258EALRVf+B7RR/YWqgCba2iT0hCoskwjQQeFz0Haj5ghI6rj34h1iZ1Twv9PubobgUANGnT9lp6dyy+8JsAdIXXUDJyGfmXnkPPg2AqoVBQKivlf+YvElz5flVt+RcAoL8n9MhCWws97YYfz/Qc+iz0dYfvZTge6Mot5bll3DfOXj3X9sE36I+mjmswlIJrOHkx5sFlKUoNWiaaHlzjQc/2gxPdBUGYUOyaL1X2mfTaVUpdAOh+9x1jYTUgGhz7uD0SisxY6EM0lVvDOVG71fu7s51jj4qZZwMAisr4fhYJRZdb81hqrKXCuqHmbQC6gkaYnGRYOL4sKOe5tOedu0Zdl6O33VCnV/WpoTy6hhMokn6yYLUH9vzLyZrqd1mvgyoCpyu2fWuFkSSbg4/xk0xU26SnUkXZ62iPap+E+MTj0bJODHIMk5Dg/3tHWgq/qydqZQYGJ37sNVHkFNFP++jOxwCM7nmjvlfVH34TADBt0UUR6t3EIAouQRAEQRAEQRAEQRAEQRAEQRAEIa4QBdc4o7y4RME18ex9hPnWDz/PaPwZ5zK6qHgJc2yn5aUB0AO0HF3MIdxWyUijmk2MVrI1SsSREDu4NZXWl78bmyqSyYw5Ncvwd9WWRwAAHXV7x1y3ikAfGokeKdqO7Yh4nS4H1YEN+14DAMxYe7XfspkF0wFERsFVNPsUAL4VYwBgb68FABzceDeAyO7PSPQ/VAYHQo/Qyi7VlFtn+lZuKfXawY336PPs4UVYdtT5fg5m5Ot5+c2pjLRzOSYu0i6r2LeCy+PS96et1TFe3REEIQr0NzQYpkJ80NdDxfDhvY8DAKoOPgcAyM5lFoKsHL6nJafQ29Ns5nua8kBSvhL9fV3eOq2dNQAAWxef/b58kITJQUHZUu/vrNwKAIDbzXf3yg8eBgA4HcxUkJDAGO85Kz4JAEjPooeq8qJNScvx1lVbyXFsr43vVZ0thwEAy86gX4nyMXH0fHSVKUqF5XJTAW9OCt1/NZj6S4hdQvPV4oe0VQuYWaO6fhMAoKObmUr6XXxflHuzAAA9fW0AgMz0Yr9llKq7MJe+380dkfMnjzeSU/jtqS/M93Zf9HTzO8bQ5188IgouQRAEQRAEQRAEQRAEQRAEQRAEIa4QBVcEqLPtAQBUZC0NUhLISqY6qCidPk8tvVXR65gQEv3dzPl66OmjhqkgCMJo6GpgJFEklFvxjrXxcNAyyrMsEpTMPc3PEkZ4V2/9N/+KghJuPFH+aYHILmVk29wzbwAwUrnlsDFKTvltOXu6MFr8eXANJXcKI3pbjtpG3c5YsRSn+ZxvPdHn/S0emoIgCBOPR/PN6mitNEwFYSitDbsM01BQPiWHd/477PaOH3xZm4ZW/tD2h0a1LB6x2usBAAU5c8NeR4g/rDYeO6XgS0/N81s2NZmZNRbOvGzM7arr1+3hM8KpKQdtPU0AgC7bcQBAUzvfw13uvuFVCDGKUvYFUnAp5k6jV5TVTrW+w2kNVHxyoqUayytdAABw9Y8+s5g5hZ56kfR7nwhEwSUIgiAIgiAIgiAIgiAIgiAIgiDEFfIPLkEQBEEQBEEQBEEQBEEQBEEQBCGukBSFEaDbSdPRDoduZpyXWh5wnVnZJwGQFIWCIAiTjZaqbRPdhZjB1dcdtIzJnDLmdlIycjnNzPe53Np0BADQ190y5rZigUApCoOlJuzrbgYAHNz4VwChHaNghJSisIKpDyY0RWFRqs/5nQ2949wTQRAEQRCEycNoUhR22eui1Z2IkJM1FQCQnsr3iyRTqjZNMU6Ths83/g0AaSk5IbU5o/wMAEBpAe1P3J5+w5S/HYZ5HlXGbZzf77IDANq6gqeMD5dBLf373qOPAwBWLfg8AH3bo0VCAjUa5qR0wzQjlVYwJfmLAQBzp14AADjetAUAUN3wFgBgYMAd1f4Jo6ehdScAYGrJSUPmJvgsm5psAQCcvORmAMDxxq0AgHYr7WYcTr7fqpSWiYn6+7BZO0fNZp47KeYsQ50d3TUAgO4e/ft+LDNjyaUT3YWYQRRcgiAIgiAIgiAIgiAIgiAIgiAIQlwhCq4IkJSYDACotupR+3mpVwZcJzuFxnn5adMAAO19x6PUO0EQBGE8sbXWTHQXYgYVNRUY35FZ4ZBZMD3g8u6mo2NuI5bwuPpHzMvMZ5Tp3DOuBzBSudXbeQIAcOiNewEArn57xPrj6vMAAOxt7FdmwUhVnlJwTSSW4jSf87saRm/KOxyTWY8dW3BeKQBgzhkc85UtZvRuRh7HjcnpPEa9nU6tH1SSHd1MpeG+lxk52HE8cv0LhevuORkAMOu0IsP8R7/Kce7ht5p9rpc/LdP7e8WVPB9nnMSIWrXv07LNAPRttrUy2rh+dycA4Oi73Paqra0AgAF3KPcQIaeMUajLr6gAoJ9zan5Khn4/sLfzOm2toppy/yu8N+x7idH37n7uc49L9r0gCIIQGuGosTwDLgCAvdf3eCJWmFFGNVU4qrSxotQkajoWHP1dAIB3dkVewaWw93HcdqT2NQDA/OkXe5cptdVEoBQ7M8rOBADkZk0HAOw89E8A+jkoxA7qftDYtsc7r7RgWcB1lIJvdsXHDNOxcODYswBiX8G15en/nuguxByi4BIEQRAEQRAEQRAEQRAEQRAEQRDiClFwRYCkBEYqtw1RYVn7+d9npdTyx6zstQBEwTVaclJKAOhKuJwURkunJzFKOsXE/+ibEhgxPAg9GtU9wOjhXjfzs9qcjBbucDD6qLXvmKGcIAhCIAYHqGJx94+v2iLSmMzMS51dokcrpueWAQDSLFR0mFOp1EhK4T02MYnPwUST2ThNMo9Dj4HkdEvA5X3WpnHpx3gx1IMrNYsKmXln3wRg5D4f8DDX/KFNfwcQWeXWcDrreO77UnDlTUmPWruhklXsx4OrfuweXAvWcfxx/ncWeefllIe2zVmaN5iaVqzIAwCcdQv91HY8ro8RX//DAQCAs2f8PQSyCo37L9FE9eUF/02/g7WfnqEvDCLMHL7NZYs4blt1Dcdzvz79ZQCAUxRcATntxtkAgLO/wnMlKcUUdJ3s0jTDdPbpvK+ffhPr2vA9eiAoRaYgCIIgBKPbTrWD8mZKCDAQ8JYNKdODEEskJvI9Y0bZ6QCAimJ+z1RKmlhF+aktmHEJAGBf1VMT2R0hAAeOPef9nZ7Kd6LszIqJ6k7MIvfPkYiCSxAEQRAEQRAEQRAEQRAEQRAEQYgrRMEVAZISR0YqKz+uFUWXBlw3L3UKACA3tRwA0OmI7TyfE0ViAiNSp2QySnh69koAulIrVBKG/E83WfMnSdZUXkoNVpG1BADgGWR09An7QQBAtfV9AECfpviKBqYE/ZI8b9pXtT4HDoPefOIhAIDN2Rbx/pRmzAcALCu8KOx136yjz0u/J/JqlhnZqwEA83LPCFju5ZrfR7xtQfCHL1+keCA9h8qT8iXnAwByyxcCABISgysBYoWk5MBRg25n3zj1ZHwYqtKaf84XAQBJKb49rpQX19QVzIlfteXRqPWro5b3e6VAGkq4HlwXaqqgk66b6bfMAzdsBgAc/6A9pDotRb4VXMr7ajQolZVS0EQSpZBa8+np3nkVy3MBAI/cynGmrcUxYr1oodRWCYns1yd/vwYAMO+ckoi1oY6ls3f8FWrxxPnfpVLwlM/Pilid+dOpzP38P04FAPzrlvciVnc0uH49+3vHL3IN81OSeX46XVQRDA7qyx74FxWs//MrKwCg4RDfwzLLasfcnxceoxLuez+l58me/ZMrA8S0Oev8LmtpoOqvrze0e7EgCJMPt4fvQT19zIqTmVbkt6zVXj8ufRIiR5qmpFk57zoAQHpqvs9ySsEHAB3Wak67mRmpz8FnhDpXhpYNROKQb2QmTUGWnMwxQFYaM2bl58wBAKQmB87qoTydjjdu9c6z9U6uTB/xzsAQf7QPDtwPAJhdcR4AXTGoPNYmgsIpywEAM5fo3/r7ezn2Gxjg+8vxg8xEYW2rHrd+WfKZSaNs5mkAgEPbHw553bJZ/K5aPJXfWdtO7AUA1FW+HskuRh1RcAmCIAiCIAiCIAiCIAiCIAiCIAhxhSi4IkBS4kiPkebeKgCA3ckohcxk3xEOCuXF9YFDcsEqlLoNABbnM2ow3RyeYmssKDWVUnSVZy4AABzpYrRHjXUHgNAjT0JBqcYA/dzJSi4IuE5WciGA6Ci4clPLRr2uUsSpayGSWLRtnoyUr7nY8HfLvrcBAK4+W9TazCxmtEd6AXMb97Yzqs7eNH4RJ8L4UzyX0T3TVl0GAEhICB7zMuBhRJWjm9GZzj4qWt1OKmAG3P3alPcylRu6dMFZkeq2b4L1fTBy9+lYIKdsgf+FalsTjOrfgumrAAB91hYAwIn9GyPer446/4rd3DA9uGadGvw+P+cMRm2GquDKKkrzOb9zFAoupaoKpNzyuHj+Kw+t/a9Qpd92jCoSl4O+fRl5zAQwbTXHiid/hqq1kgXZI+osmc95191zMgDgb9e+AwBw93vC3oZwUR5c675Nledw5VbTIav394HXGgEAjQcY0dhn5b3DZOa1mj+Nir5pq7jNc8/msTz8VnNU+j5ZWHg+x2V+lVva5b9zA8+5D5+iMqmtWvfeU7eInDJeD+o6OvV61pmWkwwAWH/XSYY6g/mqjTcPPGI3TBXNRzmWOeU8noPVNSPVgNmWyMd4XvzJlojXGUtMm32e32W2Lp5nH0UFV1ICr5epmVQFlKZTRZBmooogQXsW93v4nOl2ac/g3kpvHS19HG8rz+h15bdErH8Hut4CANTadxvmq+woM7I4NihLn2fot3uQCsR2zZsaAI508x24163f60OhJI37ZEoGnx2WZF3Zo/afc4D7x+7qAAA09DKDSmPvYQAj943aZzvbnw/aflk6M5IszWOmghrbhwCAQ9Z3DOWGH0sg/OOp+hXrbNz+s6jVvXXPXVGru9fB8+O1bT+JWhtD+bDyX2Na3zwku0L53HP4Q3uWNh+jEj8jm8/1lHSqkZPTcwzL+3s7uf68c7x1JWpZNlqPUz2blsUxc2pGvqGO9gZe98pfeeqiC1mB9n7WcnyHt86eLt+ZpJJMXHf1/M+zjRTf3+Mc/Rzv7T7yH++87p4TPstGA/Ueu2jm5QB0pZaPkgCA4jzdM3e0Ci51fjz9H+7/U09O9i4bGGGPxGN2waW8l+3e6xpeIOLY+3h/Gq/rJRoMDPL95nDtKwCAmsZ3AQCl+UsBADlZ9O7NSudY1mzm+6YpkcfCo6nB3B4944XLzcwufdo5a+vheFGdB1023fs4EG0Ne72/q/bwO766Bhefygwrezf/FYB+HY8Hg6P47nGiis9DpUAzJ4eXeSVWEAWXIAiCIAiCIAiCIAiCIAiCIAiCEFeIgisCJCUm+11Wpfk2BfMwKkibDgCwJPM/z93Oj24E63QL/bXm5Z3pnRfMh2o8ULl/le9Tbgp903a3vegt4xmIXCSGVTsHgim4lJrpBA5GrG2F2sbRkJPCaKRoKLiykv3n9I53Spaea/i74ygjq6Kr4JoOAChfcwkAwFq7HwBwVBRck5LcKZqX4eorfBfQon5aq7d7Z7VUMYqwp71OKzIiLM0npmQqBKKt4PI4AytwVD8mI+pYNB5klHZrFccdC9d9BQBgTs0ylK9YxuhNRzej+jrq9iJSKA8uX+SUM6JO+TcNDviOLrOU8FgVzMzyuXwos0/js+D13x8IWE4pUpJSfMd1hePBpXyKzv/uYp/L+7p0352HvsRo98aDgaPdVftquuc5qmiVD9na9TNGrFM0x6L1gxGoL/7vntA2YAzMPZuKrcx8Ks6Uauz5n7Ht3c/U+V7RB7U7qfRQCqtBSMgAACAASURBVCOl7EpMmvjxXixiSub+uej/+T7vlMrqqe8zmnvP88H9TZoPu7Qplbi7n+Pxu/4+qnvzpsVn9KYgjAcq08fJRdcAADLNjNpu768zTBO1zy3pSVTfFqVSoWt36dHcSvUzCD7Pq7r18ddQkk18PlZk8D6g3hXbHP495IZ/U1Dv1KsK6B2Sn0LFo83FTCC1dt7PUzSP6uK02d51C1KnAgDea3kMANDj7vLZplKHLcu7UKuD6lDnAKPmWx013rIuD+elJmUZ+tPn4XuPUnCNhowkKmIW5VL50tHP+2Kl9V1DOX/HEgj/eMaLgksYH0pmneb93VTNMaFScsxceRUAoM/G8Xh3ew0AoKeK5+mM5XxP67VSVeLs08eSDjvHUOXz+d3A3snz06amR6nGmKnVodpMSqIa6/g+fr9yOoJ7y8+ccjYA/8ot9R6i1ExKNTTeqH4cquG2FefzPqnuR8PJzpzic/5Y+Oq39fv6Y0+O3t9X8I/TxXfN401bDdNYwdHDa7OljuPxgjIqzRqO8j29Yh7V8DlFcwzrdTQeMJQDgKw8qtPKZ/M7yqH3/2lYZ/7az41YBwBS0nitzl9DvzylDgWArhY+U48ffCXMLTNSMv1k72/lSaayx3RrvmNjbWM0iIJLEARBEARBEARBEARBEARBEARBiCtEwRUBTAn+FVxNPczHPCf3FABAelJgD6lZOfTi+rDluQj1Ln6YlcNc/3NyTo1YnSpnq1OLDjMl6qe8OTF1THUXpTNia3Xxld55HzRvABAZJZe1n9E6UzIXBSyXZY68H5VSJQbzjgtETkpppLrjRUXYZZhzA5YLVV0ylMIKKgdb65iXXYkGpy5gvvbaA+MfgTBeuHqN0VupuSV+SgqTgakrLg64/MjmhwAAHbVjV4SE4usVCVwOe8DlqRbtPnki8krXiWDArauE9r/2ZwBAb6cxz33lW/cBABaeRyVXokn5hfLmNuuU9QCA/h6u39PhO/d+OARScCmFTlYRn73dTX0+yylV1nCO72BEnPJsAoDiuVQxZRZQUWRv6/e5rqXY9/Pe2cs8472dTp/LfXH6TYxm96cGe+bHu7y/gym3/KHUbS/9kuq6kvkW77KpK43P5VXXMLpv8/1HAADWE773ayRQ+1mx4f8xOvHg641jrlv5lXmib0kQl8w/l2OqzELf5/LeFxnxHYpyyx+2FvoTPPNjjoNuePD0UdcVL7hcvNa+cQuvsevXU7WmPLoefJT3tJ/+n1GpctE6XRX8vW9TybFoAe+xl2heXFvfN96PVJ1bXuMY6577qFC54TNUheZk6/cUf+2uXsHx+a/+h+PgRC1adtkStt3Wzuvojjs5rvvr/bYR6/7uF3kAgMICtmfWVJNPv8Bo8+/+cPx8IuIZ5Sul1D6HrZsBANW2HX7XAXQvKV/ZSdR7q/K6Go5qSym4upyNAcv7olzzwVJKqeY+ZtrY1U7Vw3Bv6byUfd7fawr5zrswl6qR7a0bfLYxL5v3DqXcanEcAwDs6eC7lHvA/zNXqS38qS5CQb0vrsj/OADANcB72672lwCM3EZ/xxIY2/EUBFOS/p3Q4+Z5qL5TKB8thfI5HvB4DMtNZo69hnr4DGo+OQ2VbwAAsjU1iMthM9SlFBWOHnqX1e5/GQBQPu9sAEBn0yFvnV3NRrWkOqfLCpYH3MbWTtYxUcqt4SivpZ4++kVnpfv+rpFsFpW6ED2U4jLNwvdaS/50TvM43fvOPYbyi065CQDQ3X5szG0naZlr9r57NwDjM2/5WV8HALTUc6yvFKShojzGCqes8M7b+67aFraz+LQvAQAycznOUArT8UAUXIIgCIIgCIIgCIIgCIIgCIIgCEJcIQquCGBKNPtdpv5bWm1lLu3F+esC1lWczshgFUFkd7VHoosxTXkmI8nGotxq0XyeGnsYedLuOA5AV275QkWGKY8rte9Vf1JMmSG1nat5TQHA8kJ6GO1sfhrAyAixcAjVhy2YR9doUP5ZY4lGs6TQT04pOEajqhqO2tZg/bK5WsOuu8/G/T1t0QUAAHMKj3/TsW1h1xVveFzGKOOk1NDOfSG+UCqm1Czfqk9rE++fkVBuKcxpwX2UIoG93b//BABYihhF3HTo7fHoTtTxuPVrdrhyS6H80qq2PgoAmHP6Z7UlvH8mJnHsMvfMGwEA+175o3ddV1/wnPy+CKTgUuRqXlz+FFyzTjWenwNuLbf/Bh7joQou9ShQqq9dfjygLEW+PdjC8d5KyeSQecnHfefsbzxApUXlm00h1xkqb9ypR9hef/9phmWJJu6EtddSVf7aHfsj3v5wDr/F52UklFtCaCy+KLAn6pYHI+d3Wrvz/7N33oGNnGX+/1rdsiz3tb32emu2b7ak94QAS+gESEiA3JGjc9xRjrsDjvsdx8EdRzkOOCCEDgkkkAQSSO9lk81me8k2r71e9ybLVbIs+ffH8z4ajTySRrJkS97n88/IU9+Zeeed9x0/3+dLkd49x6gdqF3jTbZ6QWO30/PjctJ06xVUp+tqaYyw91lSzt35e2rbTjRTVPxDj2ntF//e9ZS5zAVLlygPn2LqH2+7Un/MZMdl5dY3vzusO/aN11Mk+k3vommscov5+4/Sffz1XaR4vv0XNHU6VJR+feaKmbMRl03fV+4PmotQDk/Pr0y1USm4mKN+8upJNGYdDGrqbvaXYmUWZ6YZV15cxTaqY02ec9V8imDfr5RT4emplOVjFRtPM2F9+TW68u3s+z0AzQMsnkzvJTD/91PIb3paXo7+btpAnnRhlYVhoJ3GWzwuq11+kW7bgQ5ST44N0TO4ZJ32HZEVWWaVEW4vqZiqGjYBAIqiWY0Sf1NxF9N3F7stuY/x0OjcqTPSIRJJ3oZEsvBtajawqrv1VfruVtFgrMB/6iEts8WXv0Zt6tPP0Tjwkx+lcXZpKd3H5Uvpvl52Can+LErOculrqN8+6KNz3nKupiz8+leonWxsoD7AkD+iO9ajT5AirqqSdvboA1SeX99J/ZObb6R+hzMmqdlXv0F9lHgfshXLqHzf+Bodc+Vy+ntK3aof3k79kp/+MnlmlkLAVUJq+eA4vR/dpfRtdHSInxf9O3d0iO5/SZnWlxwbTj6mLCoyfn4nRulbqNH3V95nsVJipavg4vMo9mjj8Y2XfchwXZvNaTg/l4iCSxAEQRAEQRAEQRAEQRAEQRAEQSgoRMGVBTjPczI6R8n3Y1UZeXHFRwrFs0J5cR3oe2iWpctf2EdpQ9W1aW/LkWKH+h8DAAwG0vcc4Mgwf7BHN2W1HSvKlnq3GmxtTE3xMgDa/Wseylz9MzLZrytnolzkDitFwzutFD0RDKeOoE9FrCrNiLGQlgM6kR8WPxdeB0Ul8fWdDaUOY2+WeNI5VnVjorzSKqpXRTfMZe7YuSbeJ4mVHcLCwuFO7gHJip9swsqpXDPhp2eec8/bXXrlWHnDOgCAo4SuweSY3tdkIcOKvPb95H3RuPkNuuUON/nHrLnyA9F5Rx7/AYCYHP4mCYzQ+hNDFJ1aXD7To7Ss3jgStMhCbe6Ki/UKrm6lIjn9SmJF+6rLUyi46oyP6Ws3r+BasoUi8awO49iww48YK+myAfuPAZrPWLwf1spL6Lo9lrNSaOy55/QcHEWIpXGTcfvNvlndGfq9JePkCxTVuZAVXMwPf6ZXPHX3UN+7uZUUJw1K3cRKqlweM9lx3cXKTyWgj/wNTtLftiRD0l/+liKiv/Nf1JZt2UTt8x1307hhx05jD0PBmPEpvdK50knq3uHJ/PChiYfHkWUOFUUeIgXIxJR5xXa/ypDCCq4qdc48Lq8vXg1Ay7RxepQ8Kc0ot2ZLQ8m6Gb8P+uiN6E9xTxLdSyB/76dQGMSqI5r3kGcdqy5YXbG49CoAQNdJUlMGRgd0y5mTu++O/i5S/lzTSqU01HPM8PgnX7lLXx6l7MD0tOExYnHY3AmXxRKayp33a2bQ9S12Jh/3BkMzlc6z5fvf1r6Lffeb+m9kYdUMNpwze8/jeG69hb4tv+M9dH8/9LfUvrPqipVbJSV0bX73S0198/FP0Xe9J5+h/iSrrB66j8YVb3on7dM3FNEtZ8/PC68kRdCa1dr3o8eVymvHS9Sv6OyievqLH9Nx/+4f6Jj7DtB4kT1In32U3k/7D2g+ja/sNe+TnA+UeEmBVa08qg48S17XTjfVh6rFm9SaevVVqfKrGuzR/MLDIbonDqf+fwf8/POx4in20PWPZtKKUYuVKDVn+/EnzZ6SjnGV9YqVaQBweMdP6DiqPYm2T/OgkhQFlyAIgiAIgiAIgiAIgiAIgiAIglBQiIIrCyRS1sTCKpyW4VcAAOsqr066fn3JGgDASd+L0XkcHbVQYOWWxYQCjuFc3ju7KJd2MJz9/KxTEYoSeHXwaQBAQB1jTcUVpvexsoxyKPeMnQSQmZca1xlWcpUpT6tEsD9VcCILCi5Xcq+H0yP7or/XVVDUUbwKiCl3UmRBNhRcrAZLhT9o3gNlalJ/vfx92fOxKBTcNU26v8OT+RaJJWSD6UjyCFqbsyRrx7JYqV2vX3tl1vZpht6TLwEAGjbq/S65fVpx0Y0AgKNP/ZgWTGfuk1hodBx+HADg8tK7onr5+brlJVVLor9XXvIeAMCJ53+j5qR3nQbPULvakIaCq2FjuSqfXkF6Zi9FIQ51juumAFC+mKJLVyj1EqvApiP68nprXYbHTMeDq3GzsVqZ6TqSfQVNlJjT6T5Kx2HVGlO7mlQ27BUWHM1dxPyZfYM527eg4a7Qnh9PjXEd7j2RmV+eGfpOZT+6OV8ZHjaOMuVXRAKbg5wcM9lxP/9vNBb8+Q8oCvrwUVJ2sYfYP/yLD4l4/GmKBD5PeX69cTu1xV/+PLW9HSrC+q8/1m/6HM5meidovBAdJ3op84e9iNS1rF5K5Ps017ispGwvUvHNY1OJ60oieBzOlNj070VWhzEDwfQzrKSLx06KRPbdAoC2UVKud4y9arhNPInuJZC/91MoRFg1pe+jBkapzWVvLjOqh+kU/lLZ2I6/iaXCaZ8bv2WzVJevAgA47MnHtWMT2Vdn/u1ntHY13n8qlzz7AimlDh7Wq8wHBvV1aavy3hoe1uogK7eYU0pB/szztM9rr6H+5x/u05/PH/6o//vYce3YBw9T3bnwPGo/9+ynvzesozHenT+vQjJWrtS+D+ezgqu6YVP0NyuwppRP9rFdvwYATAaGdVN/P3lZbrriowA0xfNgD/ktjwzGZsmgZcEJ6vude8UnaF9B2tf4iPE3T1ZZrTn/vQAAZ0wWH586Dqs5rcona9Xm6wFofn3s0+cupfFm6xHKLBcYo+/aXa0vRfe58bIPA4hRcKnvLodf/CmA9DPCzAZRcAmCIAiCIAiCIAiCIAiCIAiCIAgFhfyDSxAEQRAEQRAEQRAEQRAEQRAEQSgoJEVhFjCTopBpHzkIAFhZdiEAwGE1Nm9kqeLyMi2F0OGBxzMtYl5RVbwUAFDpWpJiTQ1O17e75z4AuUlNmIgWP6WV5DQMjaUbU27DdWJ1xWUAgD2992d8fP8kSU9TpyikFE39E5mbv7OctMxZl3S9oUBn9PdIiGT1Xsciw3XLnYsBAKexz3B5OpQmOEY8/knz6RCHek8AACrr1wMABruO6JZX1m8wva9CgY0fK5adCwBYtOFy3fLxgeybnwrzT2CY0w5xWgJ97qOyOjIHt9gofUFkKv2UABYbpR5Yden7AABOT/IUBNmm+ygZNNeupjptc+jT4ZXVnQMAWHPVrQCAUy+S+XIoOPt3Cqdl9FTTO264Jz/TnZ7aSSl++d6U1iyfsU5l02YAQOO5lL6j/cAjaR0jmqJw08y0folSFK68zLh9b92lT5fV8pL299brKb1qcRnVWU5z2H5An3qprM74mL40UhSWVhuniIvuq3326YHN4DuT4DjqcfaocgZHs99PCoco9cS4L3/ThSwkSiqdKdcZ6spduqyR3kDqlYQ5Zc059I69535quz73JWrrzGTb3baZ2smDRyhVzH0P0D6OqrRCTz2QfJwh6AlPUxqnV/r/CAA4t3I7AGCl9wIAwPLSbQCA3kALAKBtdD8AYDA4P31sW5E+ZfDUdPrt+NR0UL9Pi76Niv+uEQjnLs1pkcrfuamCUlJbYywP0hkHAonvJZC/93Ohwd8gzrn4ZgBAef06AEBwlFIiH3+JUmZPDM/e8iDfGOw8PN9FMCQQ5JSkxuNGpraKvpW0dj6n1p6f9O8OuwcAsG7Zm02t3zMwv9c9/r3NKYnj55eWptakjI6mTmsJxGQ8z0LaZVuS/yRo5zKtO1xoiv7edCGlSg5nlmlz3ulr36ebpkP78Sd10+TQ9Tr2yp1pHWN4oMX0umFOqbj7t2kdo7ftFcPf840ouARBEARBEARBEARBEARBEARBEISCIq8UXO4LKWK4+iMUudH9le8BACZbyaC0yKlFHi35v38HAAw/SpECQ3f/Zc7KGY8F5hVcHCHUOrwHALC64vJkq6PBsz76u9lPRm6BqblTL+WC5d7z0t7m9PBeAMBYKH1D3GxxfOh5AEBdCSkA4qPWjFjkXgkA8NgpUn40NJD2cf1BFamUwr+TFVyzgVVYsVFwsbCSLvY8/MFu3bbxlDvrZ10uVjSWOqqTrsfP1+hk+te5rJruVbyCy1PRCEAzZMzE1LV6zcUAgMXnvSHtbVe/6ePquOYic8xgc5HpKkfLxTNwfFfWjiXkD6EARdKO9LYCAEoX6ZU7Tg8Zda+58gMAgLa9f44uG/OxalMfVmZ3UcNU0Ujvqvr1rwEAuJQ6KByiqCB+bmxOY9VytpiapIj0ky9QpOfaqz9IC4r0oWrliykydMvbvggAGGijCKzhXk11NTlG7xs+B1an2V1eAECxl9o8Vmzx9QwF6B29//7/zMo5ZRu+F8ef/QUAYOP2vwNgrLZr2EiR0RN+UnINnN5r6hiDbYnVTKU1xkqolZfq32GRMNW1lpf1Cq7mHZopNCu4mFWX0z2JV3B5Eyi4htJQcLm89qTLg2NTpvc1G1Idx11OfeX034KpmZyjcxQIZ0nqYdrkeO7uSWiiQENr54DbvqO1l2yavmI53a8fq2U9fXT9Pv9lao+On5z9veJX2ftvpEj1t76R3qlW1Z1rbaNj3PQ31G729mn38Jab1DbXUXsYUsXhyO+//dxgxuVyuMoAAO6S2Y9F8onxsb6U64yG6Lrt6KHo5xoX9QWWlJCqobZ4BQCgrngVAKAv0AoAODCoKaNDEb0yKn+JD/ufH6UGAFQ7qe/VH2wDAIxP+aPL1pTT9xVWW4Ui5tSo8fcSSP9+Fs69zC8qFtM4omrJFt18dzl9R2hcdy0A4MTO9JQMQuaEpqiPPDRyBgBQXtpkuF6pmzL/rFn2RgDAsdMPRZdNT2fv+8VMqD2qqaAMJOuWvQUA4HQk/2jmH6Vvy8NjnUnXyzUj6t07Okrt6MUX0rfFF3dSG3L5JfT3imXZ+2S/dz8pdz0lWlt+7TU0LnviqYDueFddQcf/xv8OG+7rxnfS96Sf/pLGvWtWa+OkjetpLLJrDx2vs4v6IqdOUcfj7z5O9+h/vqdX+W5cT/s4EdNfCk7O33tGKDxEwSUIgiAIgiAIgiAIgiAIgiAIgiAUFHml4GLCg0MAAMfSBgCagsvRtDi6zvRkaO4LlpD0k5i2jVDe5uVllNfZnkANFOvvtdxLflyvDj6d9vHyAZeVIgerio2jP+KJjfg45Z9/RclkmHwO2kYOAABWqHtnBvbtOjr4TNrHHTaZR9xrn33UZIVzcdLlrNxiJRegKbiWlJ5ruE2xjdQOTitFeQTD6fuUlNjJxyWRsowZVmq3THI/R8LUpixaSs9ZKEjldJVQJG4myi0mHKQIKIuFym91GqsJjLA5SzI+broMnKDnbLB5z5wdU5h72vY+AABY9zpSB3K9ZLzKp2rjdZ+OzotEKJJqaoKitCx2isyyOYwVWfw8HX/uFwCAmhX0XFUvS1/Bmwn+rmMAgJMvUqTniotuAABYrHoVDquyalZcoJvOhhAKQ2U9pdq4Y0//DACwYfsno8usdr3KasXFNwIAgqP0DhgdaEu672QKLk+cgstVSveg8Vy9X1eHUmEFR/Wqh+YdWkQ9q7wsVuqHrVI+Xk//4Jhum9JFxqoxX7t5BVcqioqykNDe1IHm5jBCHmDmXucwsJU91wqN2lVnUq7jH6Zz8yxO3pZd8YZuw/kf+VTmGslUxzQ67mUX0zjxxuupT7hkPY2NJ0P6CvCd/yQl9k3vovX+94da5PWn/nlQTTMpdXJWb3xn9neaBzz70D+lvU2fUg3x1GWlSPU1ZeTLXO9WaoPyq6LbHBh8dFblNEO855a9KHUmknhm+HhF9PsMhfWegA6L23C9bOAP0ZhvTz/1aatc2veF86vfBgBYW34FAODg4GMZHyfd+2nmXrJaae3lt2ZcLkJ7/iNT1O8Oh+laczaBwCipOcd85BXm63pV/d0+y2NnF2fJTM/WWBzu5MuF3HG6aweAxAouZknthQCACu+y6Lwz3S8DAAaGKUNGIKB8I1N2XqgDxGosT7H2nauilPa/qJKeo5Li5Bl+mEiEnpHDzfeZWj8Tvv9trZ5+95vGdXb7WykTxf6DVJ7PfoGuye3fp/d3SL3Xn36OlFwPP5Y9r9Xxcdr3e/5Ky47x3/9B5fzuN2g6rPpHn/ln+ibPaqqqStLGBAK0j4py+vuV50nBZ4/5nMDn1N6h/352863Ud/rav5Hq+9Cuet22x5vpWDfeEpO9Q2x/hTQQBZcgCIIgCIIgCIIgCIIgCIIgCIJQUOSlgivUSRE5rOBiHEsbo78n27vmtExJySCaliOZ2obJ92Nl+UUpt2ks3QQAaPZTJMRkOHuRx3NBjZtyVheZvGADAS3C0Wzu7Lmge4wiw9NRcNW5SRGRiYKL/aTC0xTlYS0y9gFhlROr/mJVVmapcDUkXT4c7J0xz29SYVbupOiOnvHmFGvOpDSBv1emZTHi9KuUO72idi0AwKYUDM377s14n4yvlVR/vtMHAQAl1UsAAN6G1Wq6Jrqup26FbtvJMYqemQ5nwwuDIm4iU9T+BJSvzmAz+eoMnT6UhWMI+Q6rb048+0sAwMpLbwKQWI0FaCovR0l50n0HRylCnD2w+FjFpRR5N1cKLmagler2xBBFwzdteysAoEyp1HJBeLKw3s0Tw9RunnjuV9F5a64h7zL26bNY6f6vvor82Q49/L8AgMnxIcN9JlVwVeujxpddSJGXRRZ93yBWqRVLYERT8Lfvp/rWtI2Utos3Uv0sLqMo8wk/tXXeWmMF11Cn+XvF+0qEQ/kljQ3m1n/D6U7edU9VTqFwMOPrZi827wOcLrnct5Ae1VV0LyaVF0VkWh/97vVSW83+Fc++mD/jprOdQJg8RvYPPgwAKLHTe6quWOuHHAQpjDLJQGGWifCwOgZF57ttyftzRrhtZbq/x6b0fpcjKtPHIuVTVeGg6PzxKeO+wmzgzCp8zfoDp6PLusaPAwAa3OS32jlGPsoDwdTqzlSkup9zcS81tH6TxebQTe1OypzjLqPxd2UDZZNZsnE7AGB0kK7F6f2kgBvuOzUH5U1McCy5z3pgZOY3CGFu6PWR6q+rn75b1ldvSbY6PMXad5t1y9+sW8YZQSaVvxerqorU9yurGm/abJTtJjabVaZMhalffuDEXQCAsUB/stUz4u03pvZrTMTd94zrpunwvR+NpF7JgAOHtLHUG96e3rPlclG7803lzfXNBB5dRrSepvt/8wdy4RQsCKLgEgRBEARBEARBEARBEARBEARBEAqM/FRwddN/1R3LG3XzHUs1f6BQW6fhtp4rSFXjve5qAECRgyLZpkP032L//Y8DAMZezA+PmdZhKseysm0AEqtzaBndrmVeWve47/kcly67xObGNkMmSp+5YHiSIjQmpvwAgOK4aDYjXDaVP9hOUebsZWUGjgDj4ybyyeJIe4+9Urd+OqTy4DJSSJlVmJWrfWdyX70Oc/5i7AeWESoa1tf9qm52Rd06w/mzOcZYX5tu2r3/yegqW/7qawA0r6CTj9wOAJjwzeLcBMGAoU6q0/sf+DoAYNEqUhKX11OdLy6rja5rdZAChtV/nNt/3EfvYl/HYQDA4Gnyl+QIPWa0/zTmk/EhUn0fffI2AEBJBalVyxs3AAC8iyja2Ompim7Dijb26ZoO0zmxPx/7UY0Nko+Bv/sEAGBYTQsNf/fx6O/WVyg//fIL9L4qdpfynriKfCMOP/Z9AFq9YJIquKqUgksFHq+4yDh3fvOO1BGFx5+hdxIruFgFtlztk1VgjjjV07iPyjtpQiHD+LuTKyIqGqm++M6k7zOZDhVLEvgyqmDxkb7cKsiEuYPraTK8teY9PdPFXeFIvZIwJ/zlEYrsfu3V9C7e8yz1qdmrgwVdd99H7c+99xeWkvhsYmKKot29dk3lwCqF8LT5d1K6sLc1j+XKlbqKvZK5XMmodi3V/T0Q1Ps49QZIBbTSS99jlngo+0zHeBbGUGnwqv9ZAFp5N1RcAwB4vucOAJllOUlE/P2ci3uZDTyVlE1k/VUfAQCc2EmetQNn9s9LeXydR9TxSSXEYxHuv585nHufOiE5h0/9CQAwpXze2HMrHTgjiMvhzV7BEuAfJZXikVP3AwBGJ0QFKAgLHVFwCYIgCIIgCIIgCIIgCIIgCIIgCAVFXiq42GumqEiF91ro/3D2xvroOqNPvQgAsNXplR2BYxQ5NL6XoskjoxTBZq+nqJraL3wcQP4ouNhb6swIefQs86b2J2kq3QwAaPG/ottHvuN1mvNRYkYm8zvKghVSZhRcTJmTFBHpKLgYVielUlmVKrVTOgout8of7rAm9uChfc68J1GFmfLnSuTjVe6sN5xvBm8OPbg8FRTBVuyhiH+nW5+T3lu9EkCWFFwJ4KhKAJgYpEi1kpr0p742rgAAIABJREFUFI8LgZaX79FN85WjT90+30XIKlNKkdR5+EndNJuM+ToAADvv/Ies7zsTuDw87ZjPwiTh2NM/nZfj9p54UTdNF1aeBEe1CGanh7qcFhv16VylpIxbHqfgYo+tjkOpPTtOPEtt/ms/vV43f8Ul9B7sazbOTT/Ukb66oW1P8vd2g/L/OvVi5nn4ExHrT1a/3rjP0avONTgaMlwuFB5jA8EZv0uq9B52tatzFwVds6I0Z/sW0mNKNaWf/Nzg/BYkAYN95HEUDPjnuSRzh8tKHkeB8KjJ9el5qnRShprRkHYv51Lt0z5GShlWcK0tuwIAsG/gQQAzvaNix53srcVeVvHeWjwOYz8sVlCtK78KAHDU/xwdI2bckwvYp/y4fwcATcG1ynuRbj6T7r2kbYzvZzbuZddxUqD1tb5iehvO/GF1kKqXx7VlteT3XKEUUSjS+50WWUhxtvL8dwMARvpbossmJ8x768wWrhPHX/zNnB1TSA++R0db/wIA6Bmk762rGl8LACgvXTIv5eKsIb7hVgBAW89OAED/0PFEmwiCsEARBZcgCIIgCIIgCIIgCIIgCIIgCIJQUOSlgouZ7KAoIOdyigaYDmlRqbG/Y2GlVun2KwHEqMBUcnKLW+Wqt8T8by+S2ygiM7T4dwMAmkq3ANDyNxths1BO/KVeWvfk0Es5Lt3sYO8wdxpKJwAYyUDlNJew91Ste5XpbUpNekkZMRw0p04qdRj7mSQjlSqMI3ZGJvsTruOfVAqzBAour1KvsVdYOtF7qa4bqxjHQ6kj/uMJjNI5VSqvrb72fbrlNkcCv5McMTFInkaFouDyOMj7ZolSlla6KJKRlY1WC0UUcnRVUEVHxkauDgYoh3/PGEVamfEBEAQh/4n1o6pbp+8DLFpF0c/VcSqRlp3UJk9H9FHkRvSeJNWSv2sCAFBWT3285RfQe/DIo8Z+rb4MFFztB3wANIWU06P3m9ywnd59z92efQ+2pedr3nAllU7DdVpeyr5yTMgfOg5S/Vt9dZ1uPtd5fp74mcgGyy5Ivz8pnJ10niZFzGDfsXkuydyxvvxqAFqWCV+QtOATqp/LPk/Fyoe5tpgyQlhAY/xXh56Zs7LG0qEUXPXu1bpyXVL7HgDAYIDUWQ4rjX/qirVx7lSElKRHfE8lPcZB32MAgAuqrwcALPVsVsciBVh/oC26bkjt02GltqxMeVm1jR2k6eiBdE5Pxxm1j4aStQCA5aXkY941TvWUvzUkupfA/NxPVk6NDRn3YczAI+KuE+TZ7i4nxd66Kz4IAHAU6/tkVjv5+y1aflF0XvuRxzI+vrDwYcXUriM/AQAUOymTQU3F2ug6pSVU7zzF9Gw57fT8WK30PZO/E/B3oXCEMkCElc/X5BT178cD2jeosQn6PTJO354G/ad02wq5YWCQ7lFFQ3uKNQVh/hAFlyAIgiAIgiAIgiAIgiAIgiAIglBQ5LeCq4UiiEouP1/9nfi/xRYPRRlVf+x9AIDuL38HABDqoohWq5dyKzf8z5dyU9hZEgxTlHP76CEAms9WMpZ6twIAWoZJ/RWOpPBdmE4dDZ0LnDZPWutz3uyU5zPPxOcdNwNHfWWCWX+pTFRiFU5j1RXDaptIkrzi/hQKM1byeVX5Uq0PAC5VdziqLxFm1W1GTIUoMujMsScAANORsG55d8vcKiRHeylvfdmSdao8868wNWJF2YUAgHMqLwcAFKEo2erRCC23pYKm9oroskXulbrpy113ZbewgiDMC4NJFFwrLzX2Vmzekb4S6cRz9A44/4ZlAIDKpdQnrF9nrBzPxIMrPElt8St3Uxt92a169XbtGvJCWv96TRGdSEGWLtd8Yk3CZax02/W71qwcS8hPDj1MdSlewcVc+tdUH//4L3tnfayqZdT3WnZBVYo1BeHspWuCsg5wZpUqJ2WcsVtJCcNWVsEIvW/6Jsjb6NQIjdtHQomzYuQS9tja3X8/AGBFKfl/17tJddGk1FZT06SG6Jk4Gd32+DD5cqbKtBBUY/kXe6k/v9RDWWfqVNYTVo8BQJGKt+ZsHMMh6gMY+T5nymEfecteWnsTAGBDxbUAgJ29vweQ+F4C+X8/zTI+RB7Pp3aTz/Hay281XK+8Trs3ouAS0mEiSN/G2rrzO7uUcHbgctK3qbFW89m2SpbR+y4QnJ/v5sLsEQWXIAiCIAiCIAiCIAiCIAiCIAiCUFDkt4KrlRRbFTe+GQAw8Is/RJcVWfX/m7O4lCeBUimFh/Q56D1XX5yrYmaVFv8rAIAlnk0ANL8iI+wWiihqKj1Xbbs76b6nMT9KEKfFndb6UwWSPzeTcjqtmfs5jYXIf4Fzldstxj4cpfb0FVzlruQeXMMm1GNmFFkAUO6sN71+qcM4wn/GsU2q2wzLU0uR8ezB1XWKfAQiYVIQNq17HQDg+K7fZnyMdBg4/rJumm+wymp15RW6+RxpeWZ4PwBN9ccRmdxeeeyVAIBKlxYdWeOmnPztI5nn2RcEIf8YbBtLuGzFxcbvquYd6Udtn3hWr+Bi1iRQu/ja01dwMS/+qhkAsO168kksLnfolr/l3zQF/lAnHafzUHqK7yILRR1u/8cNAICmbYmVNAcfJK+QgdOjaR1DKCxefZyi78cGqQ8Y78W2+a30Tj35Aj0/hx7qQLo4PTQsfMdXKUME10NBEGbSNX5cN50LRpVn1MPt3531vthT6uTwy7ppNglP01jq1Mgu3XQ2+8rk3Nlr65H27xsun497OV8MdR0FAETClJXFYtV/Doz35hKEeDZvoP4HJ4c6cCQ4j6URBGNCU1RBP/kFUgVXV2rf1RdVU7v3sb+W9i4XzGcbIQouQRAEQRAEQRAEQRAEQRAEQRAEoaDIawVXqL2bfii11uSptugy5znLdOtO9ZNaYOQpyg1d/5XPAAAiAfpv4dgLpIya6h3IWXmzAee07hyj6JoGz/qU2yzzUu7s00o5kcgnKTI9Pwoui/LeMcvUdH57bzGcmzwdLEXpXQsjWClTFaOAiYX9qlgtxv5uRsSrahJhRm3FnmST4QldOeIpd5Ja7DT2pdyn16SfmD/YbWo9I2qWUKRy64EHAAArtrwDABAKUjR8y4E/Z7zvhUiTd4vu79FJalN3dpLCLZzEpw0AfAFS5p6JUWtZlD/bfKlMBUHIDckUXIs36KPmfMqvKxN/rJad5H0xFaQ2xOakfmPDpnLD9Yc6EpcrFWMD1K+87wvkdXTz/11EC5TYxVWqvef/5tfkUbj79+TbxT5K/S2UZSA0QRH0rMZpOo/exRe9l1StizcYlx/QVGgPflWUr2cDU0GqK4/892EAwPX/tU2/gqp/7/w6jQmWX1gNANh7H42d+ls0hV8kTCGVpYuoD7jiEuprXaZ8vMoWU/9tpDegW08QBEEobKbV96CpSepDOIq9uuUW6+y/VTBLN78FALB4zVWz3lfbgQcBAB1Hn5z1vrKJzUnfW2qXkzd1We05AIBiL2UQsDm0TEbxarls0HnsGQDA6f0PZH3fifjxtyjDzoHD9C3sQ5/NPJOOIOSKMHWb8YOfz8yiwf5couDKDfPZRoiCSxAEQRAEQRAEQRAEQRAEQRAEQSgo5B9cgiAIgiAIgiAIgiAIgiAIgiAIQkGRVykKx1/er5syZz7yxRnrTvX76MeLe3Xzh+7+i24az/BDz8y2mHPCKT8ZvS72rIvOK4Kx2TOnomv0kBl528h+w/USpS7MNZY0/486X+VMl0gk/XJaimb/P2VOx5coRSFT6qD0NMGJxKmYKlyLTR3TFzRvVj4UJCP0Re4VhsvLnfWm9+V1LDK1npkUiomwWh0AAE9FIwCgSN0jX/erNL+crpGv51jGx1hIuO0Vur/7JloApE5NmIxCeeYFQUiPZCkKLTb9+7B5R1/GxwkFKA9F6y5KVbjq8kWGx2B8GaRBjOfEc/Teue+LewAAb/v3LTOOyb8vuGm5bjobBk/TNb3j4y8BAIKj0n7Gwyn1tl2/FADgLKXhjstDqZecHm344/LadctSpeO77gubAABXfGg1ACAwSmm1gyPafYjOU/cmqP4+/AilqOxrHkn/pBQH/0JpfpdspnfxjDqlhgrb3rVUN02HwDCV95d/swMAcOuvKNWmu8KR9r4EQRCEPKKIXhI2h7GVQHB8ZjovYSZ1qy4FoKVhzGZqx3ylooz6tNs2UT+J048JgiAA+dFGiIJLEARBEARBEARBEARBEARBEARBKCjySsElaIyFSKHWM3YiOq+uZHXSbVaUXQAAODN6EIBmIsrMl0oiMh1Oa31rUWFUS4sl/UiddK+FEcOT5tRKHjspuPonTidcp9yZXME1FaH/uo9ODpgsXWoFV7GNzGxZeRgMJ47wZxVaInjbQHg06XrJGOg6BEAziY3/W9ATjugjMRxWd4I1c8fVTR8BALisHgBA89BOAMAJ3/Np76vWvQoAsLX2bbr5T7X9CEDy+smcU0HR7SvLLwIAHFflOKXKxXV9uWqjY58Np60UgNY+T0z5AQC9Y80AgJNDL6Z1PoCmfFxWdh4AoMLVqCuHpcia9j7HQoMAgOfaf25qfYtqx5eUngtAe395HFXRdaxF1IZOhklNMxggZULr8G4AwPAslJkMnzNfi+piUjtwO8Sq2sAUKSpi28tW/ysAgHF1T8wSXz+fOXN7dBmf67Ky8wFo18VtK6cVVGRtYGoYANA3fgqApuqeDE+kVZb5ZvBM6ueHad7RO+vjnXiW6gwruGYwTRN/V/au44EHqN762unevumL50aX1a7xGm5jlukIFfjAn9uj8x75xmEAwMSQRM4moqKR3ktXf2JN1vftrS3WTdOBFY2zUXAxD/4n9fVHB4IAgCs/TG2J1ZF57GLvSSrXvf9EbfBAK/WtuLxLz68y3nAWWF10HWuveycAoGTlzHs2eoIU9T0P3wsAiAQDWS/HQsVeXhn9vfKT/5J03YkzpMg//Yvv5bRM+UTjZderX9TWtr9wX8ptypZRxhRXeR0AoGffE1krz6JNVwIAKtdQf3Ho1AEAQPeex9Iqk5lylS1dDwCoO287ACA8Se/F7t10rNGu5hnbeBZTn3m082TSfQv5i7eGxiCJFEdD3Uezdixf1xEAwHRM1hubk/rGdjXOtjlo6iim8ZDLk3zsP980rHstAKBp0xuMV5imtmTUR/22wKj2DcViofGXW2WHcXmSv1On1DM50n9K7as/uoz36++d+ZzmitddrcaRIpEQBMGAfGgjpHkSBEEQBEEQBEEQBEEQBEEQBEEQCorCkMqcxXDUNpBaweVSSoDFJeTb1TF6WLd8Nh45syE8HUprfaulMHL824rSV3Bl4x6Y9ZvyOCpTrlPmrEu6nNVY0xz2boKhYKep9fjYveMzI4+sSh0XVTUkgP3IZkNf255Z7+NswhcgP7ZSRw0AoF61S6x2GZnM3EdnocDKHb5G59dRZDqriYxg5ardQTmLg1PmlS8AUB/j13huNUUVsp/cVIQi/IcnSSFjU21sia1Ctx4zrhTEI5NapCC3Balw28oAAOfVUVR0iT11OxR9d6lz4OnRQfLM5LqVDovcKwEAm2veBEBrUxLB3nJNMR5zjaXktXO4/1EAQMfokbTLAeiVsivKLwSg1Y1E8HUrKaNpXQmpGl7svAOAOWVhPjDSqykt2CfL7tIrCCNher+0vNyP2XJcKbjYJ2lGefqoPOHJiOHy2XBmL6kcb7tB83pdfVUtAGDta+h917iZ7qen2glAuxbjPlJjDSlvsOYXqR1lz6b+U7NX/AgLDNUte/a24wCAgw/Su3nr28mfddUVVPfK60kh5SjRhnyj/fROYGXWoYdp20MP0TT++WBlVy4UXNVX0fvKu3FbwnXKziXF69SoUrY+8eesl0M4u7DYqE9gc6l+mVJPW6z0nETCicdr/lYaX/txOOE6mdJ78Fnd8aPlS0EmZapcTSqx9h1/BACMdbek3Kb+gusAACf+dPao/BYKNju9C5ZteZvh8lCQFLtdx5/L2jGHlbpo2ITKyF1G/aTN2/8ha8fPJp5Kerc2bdpuuHzcT+Ok4zt+BQCYGEk9Hq5s2AgAWHXhewAAVruxB+jJnb8DAEyF5iaLw5UXU1359EdoTLR5I/VZlzbqPx3ferNXN03G1/6X+shf+q/kWYFcTmqLx1pJLXrPn6le3vAhbRy6bROV518/S32SSy6g6+YpofFseye1n3ffP2LqmABQ7KLj3vh2GpO+4zoay287l461qJr664Egdb6aW+n75h8fovJ98wc0dh6fSP3N7PzNVN6dD1Od+vr3aNvoNfoMjRWufxOVoXFxTP9tjPpnL+yk8cyXv0nntvdQMOVxY/GWamP/j9xCY/cb3kbnzvfZXUzr9PTR9Tx5is75gceUF/AfqE/m8yceU118Hp3rC3+mc/3qd+gc+Xr92+foHvK58nXmewgAd9xD9/Hr36Nt+R7kK9mqS0Dq+pRuXQK0+pRpXYpvH4DZtxFm2wcziIJLEARBEARBEARBEARBEARBEARBKChEwZXnDMeoIfomKLKqRnmIJGJlGUWId6poc1bfzJeCK91Ic1tRgSi4LM60t0lXlWHEhPJmYS8Wh9XYB8JjTx1py149ifAFO9IsnaYw43pXhCLD9cqcFF1spOAyU3YA8Jv0IytkWF3jqaec6e4q8lOyOui+F+UwyW3Hrr/MmMdqmgYP5ftnZcxF9RR91uLfBQBoG94PAAhFCsszKBvwc7Wt9u0AgHCEInMO+8jXgFVwgKZwZRVTdfEyAJraKhX8/G+sfl10HteZzlHyLTnc/5juWIxHqYTOr383lUEpzwYCZ3TbmYFVYaxWY0UUt//HBikqeXCiLbpNKEIRQ6xWWllxMQCg1n0OAGBt5VUANF+yWE/KRLAydMuitwDQ/MZYWXp88Hn1N6tTKXqpVHkWriy/OLqv2hIqx6YailieVHW5bzx1lHMsG2teH/1dpOKKjg9ShGznGN2j4BRFbXE9WOrdCkDz6uL5q5Xf28H+R9IqQzLspfQu8ywpi87zHZm9H1Y8X7tgZntiVI6K9ZUZl4EVUF/edL/h8oZrSNlXZKH3EntcGZWDr0e65Yjd57GnunXTVHC5ai9eCgAoO5/a/f5T+9Mqw2z5zUdfmtPjZZu2PRQJmKgeLER8yu/uye8d1U2zwYNfPaCbZpPiJmO/ViPcaawrZJ9wOLHv33Qk+6rYXOJtIv+p8T7qkxQpb5zSJaQg97ce1K1fs+Hy6G/2xxrpoD5J505jReHK6z6oW6+kjsbvdjdFMp/8y23RdSOh9KLv48sVXyajcjm9NLZiFRaPK2yqPBHl99P6BCnF7R7KolG39droPtzVjbpzY5of/in9UP5DtVvJp8jbqLLPKIVc0E9K7bZn7krnNAUTcN/faqc+DHtZlS2ivmzdOVRXHMX6SHpWBR17njx2pybHc1/YAmTx2mvUL/13jUiYxlZHn6NnIDg+ZHqfgx3k+92yh7z/Vl10k265TY31q5fSmKD75I70Cp0hdgedY/8gZV544lmqE+vX0FiPVTnHmumdwAqQZLyyL7M2rq6W2uarLtG+d/3lzgYAgG+IynfgMO27vJzW3biWylldad5z+pYb6Ln4wdf138Zaz9D9feFlOkePh56zLRvoOdusptdcTt6vr7le88ydNik0Ok8pex7/Q4P6m67vPnVeZzq067txHZ3bW7aTuve1V9FxL3kjjd0Pvpr8OrNy66WHlkTnrVlJ+xzw0fU8dJTuK39iWrbErjvWlZfSvbjrj+lnl2DF0RP30Ltk7So69u4DdI4tbXS9L9qmqRn/9bM0LrxMKfWuu1llGwinffg5IVt1CdDqU7bqEqDVp0zrUnz7AMy+jci0fTBCFFyCIAiCIAiCIAiCIAiCIAiCIAhCQSEKrgKieWgngNQKLrddRVwpb5yusWMAgHBkfhRcgTBFpk9PU3RfvN9LPKxIsMcopEKR7P1XN1uU2JP7QxkRCGfPR4PVSzVK8RFPMhVUiVJX2FOo0IYC5vy0YmGVCHsxJVKJlTsS+3+ZVnBlwYMrX3FXUeTFitfcAgBweqvnvAxGCq5xpabZ3XMvAE0p47BS1Mc5FZcBAFaWXwRAU7uwJyArUbk9WIiUu8hziVVYL3dRpOpUJHH0MyszY9VdZqgppghca4wnIKsnjww8DiCxD+JoiFQOLUPk9biu6jUANA+sdBRcrDRi5VZkmqJ6dnX9Xh0rcU5lvk57e0htwWrAChc9A2sqrgQA9I6dBJDcE3BdJUVYsnJrVPmIvazKEUmgZI6WoVdTfGxd9FYAmpJrfRVFJD87QVGaZutw7L050PcgAE1dFw/XA/Yf4+vJnmKLSmiK2dtVwWKnd/HKd58LABg9o0Wdsmqp4VrKgV+ymKLRimtJSdbxJN0L/3Fq59d9kJ73aRViduYh6neUxKjC3HW0bfEiUgq23k8q89E2n2E5uAwOL72nll9Pvlp2j6byHjxE78GB/fSuWvWeLbSOUmGduoei8C02OtdVN21R5aL398A+2s73qqYGTliOMopGW/0+5RWkgnj5PMrOqdZdK6PrNdIymLScw830nEz0Ub+ppFG7foJwtlNoKqGFxguPfmm+i5A1KlZSG9y9h/pJRUphtGgz9SHiFVx9h5+P/g4rpZOrst7UsdhPq+XRX2Re4ARwucyUKThM75fWJ34DAFix/VYAQPce6uuN953RrR8epH2efurO6Lz17/kiAKD5oZ8kLVfVauoTtjzxawDARL/q2xYZZ/UQ9Czd/GbdNJtMR6h/PtBOdbztIPVLg2ODWT/WQoC/W5XXrjZcziqsdJRb8fS37QUALNtC4w6bU++9V1ZLPrxzpeBiNQZPmb//EPWdo75KSpXxoc/mLqPOOcupz/+r/9O+G336SzT2+Mkd9E0iXt3Cyi325DLDr39P46/yMtrm7j9RP5wVRfFsWkf992f/REok9iW6+jJNffPU8+bUkKyc6e2nZ/PC7aQsNvJC4nO692fU1l97JW37hb+n8eJNH03+bey976RxCau2AODBxykDwPW3UnaTUMh4nL16BW2zQSnk+gbSl1Btv4bKu2sf1Z3l59N3oVg1EKCpxgDgyXvpGvO5fuyvqR5+/6eZP3O5JFt1CdDqUz7VpUTtAzA/bUQ8ouASBEEQBEEQBEEQBEEQBEEQBEEQCgpRcBUQ7BkyqPxRKl1Lkq2OFcqLK6rgShDFn2s4yp3VAqUOc0qUWBWPL5i+kijXmFUZxTIymYWwewWrlxIpuNgTx2XzROcFlM9LmaM26b5ZITE0C4UU19dECi6vM3EZ2BsoFez3tZCwOZUSavuH6e9iT7LVswJH840PUITlWO/plNsMBign8HPtlLN9uVLwLPFuBgDYLRS5weoXnrKik728AOD0MEWuLTRV19GBpwEkV27NFvZmiiU4NZLWccdCPt3frDhiVR4ATIaTRw41Kk82pmuM/F+SKbcS0TayD4Cm4GJVcqmT2pJhg+ee12H1HHNKecIlUm4l4+TQiwC0ultsI2VOdTH5I5n14mIPMSCxcisR/ROtADQFl91CUV3cvgOZ169IiJ63jidIXVR/xUx1OKutfK+Siqn5bvLg2fwZUtUd7aK6xqqqwz8i76ZAP0UDVp/XEN3X4AF6nwwdo32dq/ax97+eSloOi01FYjbRPd79748nPKdT91JEcvVmqgf1l9O+jv2S2pvhU9QPOXGHanPCM9ucROVY8S5SdrXcR9G64z3Ulm35HHnFjZym54ivFTDzeu35zyeTlpMVXIJwtjDRRj6srrqGFGsCY83Z8xUTzk4sNnpXeerpndp0lX4s5/CU6daLTM2+/zbWnZ5v50Lg1KM0NmBFnLOUxnU9+58GAAy3HZmXcp3NsEqo89jTAIAxX/o+22cjTjepGax2l+Hy0YE2w/npwOPfsSG6J2VxarFib3LP9IXMomoaA/zszuHovNt/40+0OgBNDRSvCkrG+AR9+/r693wp1iTYn+jOe2kc9NG/oncHeyAB5lU3zOe+TMo0I7UNMzpGdeVf/5vGC6y6uSJG9ZOM2pqZn/93vEIqm0TKLeb4qUnddDZ86l/oXBPdI/arAoDPf5W+n975Q1Lx8bXOVwVXtuoSoNWnfKxL+YoouARBEARBEARBEARBEARBEARBEISCQhRcBUiz8kuprEuu4GKlFEd+s8fIfMGKHrMKLq9Ti1bJRwVXImVSMoYns6c4MruvkhilGSu4kqmnAM0/azaqP77fTaWbDZezwodVEew9A2geYYlgH6hQJJBx+fKV6rUXA5ip3AqOUHRF935SAEz46Ppy3v31139O9/eJh26LbltkoVgGh4eua8WKrTRdRoqE8X5SY514+Me0j5D568r34LiPfABY9cLtzmLPegBAjZu8olxWOq+1lVdH98Hr7O4mX69geMz08fORsFIL+ZTKLZcYKatYecV541Mp45w2fV1jBWfYhDKIFWQum1c3PxP/PmY8ZByRVWqnd4eRgqvcuXjGPEBTGmYCt4PsAcmehRVOUhqYVXCl66sWS1C12fFYimK7b7lTCEbLMUj1LByc4gIAAMa7qN0+8mPyCD3nvdS29Lw4UwXK24ZDFK3HHmBmCfQlbheWbKdoV2cl1f3R01SHiqxxfh/xifrTwFZM13xqnN6LrP6KPw++VsDM62W6nIJwltD/zCMAAKub3kMlK9dqC9W7y39wNwBgcMdTc1s4YcFRtpT6m75mUrO0v3CfbnnjZdcDALxN5EU6dGr/rI85PYv3Tj4QW36LTfmisJdWgnML+inivu3p3wEArCo7xfob/wkAcPBX/y9r5bOXkzqs6ZZPzCxHD/VF2+/6adaOV6hUN23VTcd81D/uOErt6sCZ2df1hQhnVknE1GR6yopM9mVLoB47m2C/rXzjTKc+Q4i3NH39CNuL3veg+e8fR0/ox36Lqs191n/xlYkZ8z7zUcq/GIheAAAgAElEQVSQcUIps+79y6iuXNmEVUM795j/1sQeYfy6WXcOKazZay0dpV4+E1+XgPTr01zWpXxFFFyCIAiCIAiCIAiCIAiCIAiCIAhCQVHY/547SxkIUK5f9kcqd9YlXX+l8uJ6pee+pOvlmoEARXQvKd1kav1a96ro79PD+3JSpkzwKv8qI++bRLDKIrseXOYUXG6blseV3T1Sqc98s1BfMEOBLlPrcVliFVzuFAou/yy8wfIdb+Na3d+hcbour973LQBAOGScS3d6ilQFRRaKZmE/rVjG+si/z9dCvjA1ay8FADRd9k4AwKrX/w0A4NiDP1A7TT/qNDJNUTTdY8d1U1bqrSy/BADQWLoxug3XgXNr3ggA2NX9+7SPm0+EwhQdxUqoXNI3foqOFaPSYnXPOeV0f0/4XjAsDyu9lpddoJvfr5RJYRO+VU5rieH8DdWv002zgd2aOIIx1i8slsksqAF5H6zgSnTOiciFIrEIs1f8lDTSu2HpmylSvXSF5n1Yd8qcF5RXbbP4alJsWmwqbqpoZvmWvoWOsxQ07Xz6VNJycBmGjvalLEdkiuq/R+3LVkxR5tMRfZ0fOkb72vhxaoc6nib/n6BPi2hMVI7Tfyb/tHUfvggAEJ6gNrfjSdoHe4TNppy8j6br1gDQrg37ewFA787Z+z0IQr4QDtCz13nfb+a5JMLZQPnKLQCAvkPPGy4f4v7xhssBAP5W8ktsuvqm6DquchoHWh3UJ3B4qN3u2v0oACA4lH7GFIud9tV0xbvoGJX1ALQ+vauCjtn58l8AAKExv65c8WXKVrkA6MYCvmYaj695x6cBAJMj5GvZ8tgvaAX17j/nraSmmg5P6eb3HXohszIkoWQFvS/tZTPHjuHxwswI0XX8WQBAX+srKdaMQWVtsKq65PJQ1gNvDWXQqGqg7y/sL1dS0QgAWH3J+wEAA0so48rJnXdGdxkJp+9fu9BIlQWjyJq9z6kWq8NwfngqsY/O2cLJlsyzCqXD8ibql//VjfTd4rILaOy5dAnNryin56zYRVOXUz/eMRj+pKSzh56zsXHzkqlAUD++sVrNbffIU/RN8se/1hRxH34/jTXu+jG9d9o6qDy/upu+Qf1EeZ4ZKYzSpaOb9pHOJ6aRUboufQP0jYl92fhe5auCa7Z1CUi/Ps1lXcpXRMElCIIgCIIgCIIgCIIgCIIgCIIgFBSi4CpgTvnJ82LborclXa9MKbzKXcYeJXNF33grACAcoQgMq8WedP0KV2P0N0fnG/nNzDX1JavT3qZnvDnr5WBVQCBMeXLZ2yie4jhvHCC1D9pQFjzPxqfIW4TvWSKFRamjBgDQG3ONYlVnRphVrxUirjK9uq7v6A4AiZVbTCSsnitH8lzhRvsuX0pqKm8jRUFWryaFQv+xl0zvKxWs0DvUT34boYimmGAFUVVxEwBNwTce8iHXsE9VNpkL5RbDz//RwWei89ZVXQMAWFFO97GuhO7rSIgUpLYianvLnBSpZbNQxGBA3aMjA0+YPn4iJdFcXgM+Yr4eKZIi+nO+GGuniLxD/7cj8Uo7ZnppAcCer+rryOgZau/5VNmfyhujCmv+PUXGj3UM69ZhkpYDwOEfvphwWccTJwEAXc+SKiwSMr7mLX88DACw2K1qvZlRf6nKse8bTwMAilRYXVQlliQwPf56pSrnwe9mP8pdEAThbKfl0V8kXT7aeVI3ZU4/eUfax2p+6Cem142oPn5rmsfJpFzMqUd+lvY27S/cm3wFFZZ//I/fzaRIGVGyIv1xeb4zOUH9pLGhzMfjw700ru49Rd+L2opJ/XfORe8FAHgXrdStX9VIvsyxPszNu+7O+PgLhcAoZzTg3r9+3OP2Js+klA7uMuN9aWU4e/GP5HYs9YGb6HvZD75O32EcdrrPR46TP9EzO+i7BSuQhlV5XnN5MQDgumvTy+4RSzpqm2zxsX/UFL2/u28EAPD5v6cx22uvpG9J//Jp+vufP0nfZX51N633T1+h7wmDQ+krp4LBzMfr4xN8nWgM53bnp3/x2VaX8g1RcAmCIAiCIAiCIAiCIAiCIAiCIAgFhfyDSxAEQRAEQRAEQRAEQRAEQRAEQSgoJEVhAdM7TiluRiZJJpoq7dzKsgsB6FNHZcOo3izhaUqh1jl2FACwpHRT0vVjy7aqjFJtHRl8KkelS43DSrLRJaXnpr1tx+ihbBcnCqfrc7mNUxTGpvtz2UoBAHaLK+k+fcGOLJUOGAp2AQAWuVcaLud6y2UDAEtRcnfD4cnuLJUu/7A59SkGAyZNocMhkj3bXFQP2GSYliVPbzjQvBuAlqKwcgWZcGczRWE87SPaM8EpCpmSOUxRmCh1ZqFxenhP9HdkmiTvG6pfB0BLU1psL9MtHw9RirrecUrF0+onM+tQxLyZMadKjWdvz5/UvrOfnjWdcjitJPPnFJmZwPtgJhMc62wmUao9ToMIAFMT1AeIT004F+WYud4sDIlVF2o6HYfkGceXFBKCIAiCkDEqTbB72TnzXJDCgNMevvr8TwEAW9/wjwAAh7tct96i5RdGf3edeA4AMD7UNRdFzEs4ZeNIfysAoLR6uW55VdNmAEDbwQcBaJYB6cDpIp0llYbLh7qOpr1PITUrlmp2KT9U6eTsKp3cBz9D39d+/tvk48fyMtKLzCat3HzzzIsTakrf/1Yuo+vyoffRd4MPv5+mt95M3xMuPp++I57/ujYAQHDS/HjIXZy5vqbErd92fHyu7RCSw/XpbK5L+YAouARBEARBEARBEARBEARBEARBEISCQhRcC4BT/pcBAJtr3ph0vXJn/VwUJyUtw6QSaCzdCMCcioxVU2dGDwLQVGtzyeqKywEANovD9DaDAYqEGArmTnE0rBRctQkUUsUxCq5SR03SfQWmRtR0NEulM6HgspOCy20rN1weC6sP/ZPmVE2FyPQ0RfYXKQNNmFQJhINKVVJK0V/2Eu16hod6km4b9OuvZ3FF7tuKaSRWMIQjyaPfIhFSIPElcs5ChVXmzJ458HxSYtei/lZXXgEAmJgi9czOrrsAaM93NmFlVCBMbYbLSgpCft/MlYLLFzA24q50LQEAdIweTnufXgdFYNksTt18XzBz0++zja7nWua7CIIgCIIgLDBcdY0AAGvxwsjEMFdEpijjR/fJFwAATee+KeG6VY2kTjqbFVxMx9GnAQBrL9cruBwuUrWsvuR9AIATO38LQFN+JaPYWwsAWHXhewyXh4I0tupteTn9Agsp2X6N1naw2ublvXTfUqltmGVL7KlXKjCaW+k7zD//B31v/faPKKPOU/dRm7t+NX0LfddbaMx/xz3mvy80LqZ/P1jVN5ywiYQa3lLS5NRU6TM8tbSlr5bMJVyfpC7NL6LgEgRBEARBEARBEARBEARBEARBEAoKUXAtALrHjgMAVpVfAkDzr8lXxkNDAIAzIwcAAE2lm1NuU1RE/4s9b9HbAQAvdedOkRDPMu95AIBGz8a0tz0x9EK2izMDfwo/KvbfATS1VCJyoUxgBVci2BfI4zDOOx3LWGgQQGqFTyEzNUHRWg4PPceO0tTXBQAmR+m5cleTYqWkujG6LJBCwYU4zzOrs1j3d6wnWpGKi2BPvUxZ6t06Y15kmsJ4hieTl5eVSW47qdQqi5tmlJP3lQj2fKtzrzZZ4vxmRbmWM5899k76dgCYm3ayfYTUtfweWuIlH7d25T/I7X4msMo31j8ynoBSkvVPtAIAqouXAQCWq+vSPXYMABBW/mNmWFlxif4YSqU2MHHa9D4EQRAEQRCE7FKyYmH03+eL0cEzKdcpKc+P7D/5gK+TMkGw8q1u1WW65RWLNwAAtr35iwCAoS4adwTHBqPrFFloDO0uo+whZbVUh/k7FzMdoTHsiZfuAACEp8x7I+eSiYB+HFbmLWytRLynEwB095jz6OVtr76sOMWahU9vP12TPz1E2YLWfpIUXEsb01ccuZw0pr/qUlI7PfnceMpt3vw6vSfVkeOkQu0fnIWfcg6Ir09nY13KhzaisFslQRAEQRAEQRAEQRAEQRAEQRAE4axDFFwLAI5qP+XfBQDYVP36+SyOaY77ngcA1BRTLuNYpVEiWHVxUd0NAIDDA48DAPqzGFFvLaJohHNU9D4ruNKB1Wk+5cGVS/zB5GoXh1WLBqhSfjSJyEV5/cp/LOotFRelxOqMRB5dRvtayEwMkoqOFVyeWno+eg4+nXS7cbVd+bJNAIDKVVq9HTi5O+m27qoG3d+RsF6dxc8dAFzWcAsAoG+cvHUGAxQByL54QaUWCisFFXvWlTpIPdjgoQi3GveKGeVo9VM5pyKTScvbM34SAFBVvJTKr3zmNi96c3SdE4PUvoxNUd5ofq6rlNprTcWVtGJqC8CCwGGZGfXDKia+XkHlrZdMCZUpLer9U+c+BwDgUff7ksXvVcvJe3FAKawAIBimqC1bEdURp40itNhPrNa9Sq1HEWMH+h5KWY6jA0+p41IufI/a1wX19M44PvgcAE1Zyl5wrG5dWX5xdF98fObVgScBpFYHCoIgCEJeYNLHVRAKDVFwzQ4zqiCLzZlynbON1n33A9DGyvWraTzJ3zdsdhqPVTdtSXvfkxOUoeTEzjsBAMO9c+NjbJYjx/Tj82uvJBXOEuWrdKbTfJaMfICVQLFceiFlQamupKww8SqhUg/d59u+QT7NDXWF9Tn9lhvoe+upVu1bzwu7JgAk7i7wOb79jXol1cGjmSsLv/1lGndfdxN9v+rq0dedWD+qr35Bn4HqR7/0Z3zcXBJfnxZ6XTIiH9oIUXAJgiAIgiAIgiAIgiAIgiAIgiAIBUXh/5tQiNI59ioAYJWKQDejiJpPWKWxt/cBAMBF9TcCAKxFqasln9v5tdcDAPomSE3CfmR9SiUwGU6c15UjbUrtVQCARSpav1EpTGJVK2YZnuwFABwdfCbtbTMlFAkAAMbZl0ipWYxg9UoihnLgwcWeNyMhUvh4HYsM16tyJS8bkFqtthAY7jwBAChronrobaAIRYuNVC6RKWN1k//MEQDA4m3b1XZrost4Xvd+pUBRUWclNXTN67e8VrevgC+xUo6VUHUlq3XT2dA2vA8AcEKpOlPBfk/1JXSOFS7yG4tV3MSrb+IJRShaaXf3fQCAC5XCp1Bh1SgAVLtJ9ccquavdH066LSuS2MeK29NTQy9H12EVVSLYF29X9z0AgK21bwEAlDsXAwBWV1xOK/I0DbqUf5YZRpVP3+6ee1U53qbKQT4C6dxnVp2+OkjPTc/YCdPbLjRcdaTyLN1A3nnupaS4dVRSVJ2FffuUb8DUKCk5gz3aO2X0JPVRhg/vpVWDgRyXev4pbiCVaem6c+nvxmUAAEdlDQDA4nKpNUlKGglSuxTyk/I02Ett8cSZU9F98nWcGhnOXcFNUmSlqETPqvUAgJJVa6PLXPXULtvLSUVpcdK5ToepjoTHSFE6NUrnMXGG2p2x5qMAgPHTFLk8HYnk7gRyBN/f0rWkqOZr4agh3w2b2wMAsDhVdLyFrmNkMqibTql6AACTA30AgGAfqU/5+gS6lfJelDoFAz8LXtWe8nPjqtXU9DaPGoNw3VBtw+Qg9aUn2qhN4PY00NVueCx+3gqJRO1Kum0KsLDalVjsFTR29UbfydTndVRrYyybW0XbK9+fyATVoalx6s8Fu6nOjKu6NHKE+uLhwEQuiz5rbF7y3y1esnyeS1LY2J2elOuEJ/O7LswH7I/VeYy+9XiraazlqdJ/x5gK0bWz2VzReZEIfRMJBekZHPPRM+jrpDF8f9seWi+cn0ooVvq8tJv67xefR+d26Fnq6+7er/ouU1p/pKqK2vMf/YK+U93+m/xR3zz6tPadcP9hKvvmDdQv43N6+gU6Z08J9dMv2Ern7HTQ3//+LRp3/utnzXmmzzc3vYP6Fq+/2h2dNzRM78PWMzSW71eeWxUVdO82r6dvUDYbnfPDT1L9/fOjyb8NGLFrH9UdTwm9l07uXKabz69mrluAdq3Zr+u2X5mrQ+9/N30vrq+l8ygr1bQ9FeVWw23+5yvUf/cNUUH8I3QthvyRlMfm+nS21CUj0m0jctE+iIJLEARBEARBEARBEARBEARBEARBKChEwbWA4Ghz9jpZX/Wa+SyOaVj1tK/3zwCArYso8t9SZPyfdSPYx4unDCsTJsMTM/YZ6001G8ZDQ9Hfu3v+BEBTLc0l7E+VTMGVCFbTsY9SLmDPm0QKLjP4Jxe+B5evhZQ4jRe+FYCm3GJvrcEEflrj/RQFNtrTCgDw1C6LLqvfSr58dZuvBQBMq8gwi904t/pA8x7d3xNTWjTsfvWcskqo1EGRLsVK8WhVfkqskOS6NaEUhuzz1jFyOLrP4cn0lHn8XO/q/gMAYKl3GwBN0QVoPk5cjmCYInvZO6x56CU1n6KPWAlpt2gRQ4UAK+rc9vLoPPZBc5lU8XK76LaT79tSNa1VfloAsKPzNwCSq2IB7Trv7Pwd7aOE9lHvWQcAKHPWRddl37CIai/5XoyFSLXQO96spidNnUcsgwF6Hp5r/xmdk/JSZK8/t53bSYqa4ms2EGiL7qPVv0eVZzDt4+cDTbd8AoCmtoqn/a6fAgBGjx+escyuIqRrr3snAMCzeoO5g6pIcY6w5ykAeNZsBAAsei294/ufewwAMPjS07TCPCpQVn3my9HfthJj9Xbzd78CQFNXxeOoondb3ZveFZ3HUfVmsSplD09d9eSbWbb5gpi16Dqd+e1PAABjStE1FxSp+1txASkxqy4j9a+1JHUkuLYPam8scXWE1W2Vl1wDAAj5BgAAfc88HN12+JB6N+WRWsndRM9XzbVvis7jc0kXq6tYN+XnEEisVghPUJs88up+AIB/P/khTrS3ZlSGTGm84VYA2nOeC3oeJmWub5c5tXf+QO+ZyouuAABUX/UGAJoCyQzWYlLjFDfwlKJh+XkZO0VK556HSEXNSq98V+NwmwJk3q4kalOA1O3KXLYpje/5IADAc876hOt03vcbfbkU/F5a9HpSpXs3blVLzBvJ8vXkqbOmlva1SfWPXkfjDt/L5FXa/8wjADTFSq7gOsDvUGctKf9ZOR79Wykc03nfsOpv7Ze+nZ3CGsB9mN7H7s/ZMXJBac1ML+R4AmOF2f/NJU43jZE2Xvu3AABHMY0n2NPsxEt3ANBUWQsJbibf/F4ay//H5ymLw5tfT++ly5Tn0ERAa09b2kgV1NOff6q0WKXZa66nceO/fY7UsW98LZ3T266jKSt6nnqe3qn/77/pXdKrzutLnykM1c23fkRjmJFRTcW8dRN9D1qzkr7hnLuuSLfOzr30jeS399JY+fbf0HehTF6bLCq/4i3k4f7lf6Tr/fY3UrteoxQ97TFeTXfcQ8f9r+9SexR735Lx1S/QvtPxtvrw+42/o3K5kym4uFxnS10yIt02Ihftgyi4BEEQBEEQBEEQBEEQBEEQBEEQhIJCFFwLkPZRisZeWX4RAMBpLZnP4piGfV929/4RALClRouGzVRVwcoEl818tJdZ2A9qT68WscXqhfmAVTCxKhaz+JW6ahq5i2AcCpAXS1Pp5rS3ZcVOLhVm+UJonCJDuvY9CgAYH6Dr5m8zFwl2+vm7AQBr3/LJ6Dyrg6LBOcqVp/GMKP+v/qMv6uazOhTQ/JDS8UXKFVwvWvy7dNNMeOL0/2W8LXuHmfUQywZ2C0VbXbz4ZgCaYg0AOtQ7gH25AkqdFHsfCYrQslmUSlD5VK2vIqVfrA8hP7cnh/R1IxHclrAvIk/nGlbvzuU9errttqztq0ep1x5u+VbW9sm4FpM6iBVcrAgAgMb3/A0ATUmUTVi1wEqukuWk8uv4/S8AAJGQsc/gfGMvo6jdeAUXq9sWX/9+AIDF7shtQVR4XKDjdG6PEwOfe8O7PwBAi4rP6TGVx8zit783Oq9MKQ067vkVgHnycSuidpPVDpUXXTX3ZYjBWkw+CuXbLgEAlCwnX8zm739NrZE/arezjSIbKawb3vVXAJIrd2ZLyQrq+y/74GcAaM8Ie08BWtua8zbKBPFtCjA/7UpetCkx8HuZFVysXlpyE3mp2kpz569tcVC/supyUtAVN5HCp0OpvYHsKQJjVa5N7/84AKDIJp+l5gKbg94ZtSsuSrnuUPf8j/XyjRXnU2YDVm4xrXspi89CVG7F41N+RJ/45141zd6+A0Hqs1jr59b3mH2oPvWlPt3ULLbF5sv7yn56z8zmHDO9To8/M66bzjUuF/WhuQ79+20qe8vrSf3fvYP+dhRr36oOjNPvQHAgrWM1bW2ZXWGTcMu3KLPSc3ecic5r2UNZvbgu3U4W3nhAJYd54nZzGWnSqUtDygM7nXqw4RrKvlS3qkSVqzXtfaQil21EKkTBJQiCIAiCIAiCIAiCIAiCIAiCIBQUEiqzAGE/k9Zhiv5aU3HFfBYnbQYm6N/cOzrvjM7bVE0eQpWu3Ef3JYIVCafVdT3u2wFAu97zDSvKMsEX7MxiSYxhD65MYOUWK3bOBrr2PpbRdoEhqgev/lHLN1+/bTsAoLSOvELYe2tyhHIZD57aBwDoPUJ596cj8UofId9o8pL/Aiu3Yp+vg30PG26TiKB6rNhrqsZNUbt1Jauj6xTHeHwJC4Ni5e/EvheNN384uow9gOaCkpVrAQANN5JqrP3OHwPIve9HutiU4oDxrCJfOVYgxHrJ5JLxM60ANO+lXOKoJo+Wplsowj6RP9lcwXVl6Qf+DgDQ9usfAADCY3Onnq99w/UAgIrzL5uzY6bD0N6X1C9Rbs0byvuz8QZqG7jezgWskG28kTzRzvxGUxTzc2Ipnz9/B2lTksO+i+y/1/TejwJIz3cqW7iVgqv+bTdH57XHqLlmQ6yKUJRbcwMrjtZcSopSVnLFMzHSG/093Ju+B+5ChbOflNWuNlw+5mufy+IIQkGSyDWy8xi9c7/3PsrGY3NoY6pP3UVq00NPUtvU8epI7gqYRQ4/1aeb5oLr/o68nvm6mWEuyjWfiIJLEARBEARBEARBEARBEARBEARBKCgkZGYB0zayHwCwouwCAJn7WM0XE1P+6O+Xu38PAKgrIa+OFWUXAgC8jkU5Oz6rhXrGKR9p89DLAIDRUHr5X+cKv/LgYqVZUcIYiZn4ZqGuMsu4up+TYYo6d1iNI8eM8E9256RMC5mgUmcBQOszv53HkuSOIhUlvbSJPFDq686LLnM6KVIxODkMAOjq2g0AON32DABgusDVgO44RRU/V7OB24wSe8WMZcGpwoiWEszjUh4YDe/+awAJVFvKt234CPUn2K8r2EvvjPA4Rdyx14y9jJQBnjWUS71s8wXRXaVShbEXV9UV5P/R/8wj5k9mDmDPGFYgLH7nLQCSK7eCffTuGm+hfkSwl9TS4XF6XqfDpAC3uikPuqOmDoAWOV/c0AR1kOg+x07k3t+B71XTez8CILXKYnqKzsN/8JXovLFT5N0RrStKcWax0tDDqvZZvGQZAM0Lx7W4KWX5nOo6NSjfszZWqczwGcweJSsoajsd5VawR3loHqT3T6CDMhSEhsnHLTIZBAAUWSkynK+7vaIaAOBcVB/dF9cJ91JSYvMzx7Di0b/vZdPlyyb9zz8OABg5dhCA5t/HddtaTFMb/62m9ko61/lW8mSTqsteA8C8cot9jfz7tXs3euwQAM3zj9sKvk7s1VS6jvwx2YOLKVLPWcMNmsfVXKlMjUi3TQFmtivptimA+XZlPtoUI9iHLPpeTqDcmhomrw+/8uoaaz6mmw9o9crqovE/tyela88FAHg3UiaA2PeLEewzSdtsA6B5hGVKrNfm5EBvkjUNUOV1qLYjGVyHQv7BFGtmTi7Ufo5i8lorKV9sfiPlD2m1kTrO6ab+mHcRvTOql2wBAFhsxh587NPbsuePM+YJiPqfJmLpFvLlPHOIsmiM+6n/Fw4FY3eSk6JlG4uV6tLbPknt5hXvou9txR5qaztOUtv7vY+9CgDw9+Wnd65QuExNam1P5zH6BlG2iDIQsYLrgz+kd9iJndS+L99K30a8NbTebR+i91RwjN4Dl9ygZQLbeh2N5YpUXW/eRX2th7/XrCvH9k9Q33vt5fS+Geoh/7TSqsReppffTP2zC95O7feJl6h8f/62scfVqgtpfLn9b6mtjoS1doK9yH50K40jKhuoL3Xth5YDABrX07uCrwXz009QdqbpyLSuTOmU63UfpXNffale9X9EKb+e+rnmBb10M313e+2HqVzhKTouXydfJ123O/6JxggpmtNZIQouQRAEQRAEQRAEQRAEQRAEQRAEoaAQBVcS9vc9qJsWGuFICADwRNsP57kk2aN77IRuWuqg/6bXFNN/mCtc9B/pEhv9J9xppQhRi4WqeqxqYypC0SbjU6TwGFU+T4NByqHcN34KABCKxEbe5C98vx9p/c48lyQ5T565LfVKgmCCtWveAUBTbvUPHI0u6+gkHxKPhyJWVywnVUhJSQ0A4PCRu+asnLlgZFKfN7mmeHn091IvRdh2jpLaJlEbZrNQVE2FswEAsLyc1DalDrpGsZ53naO5V40IcwtH1Bspq0I+Uiq33/0zAFrEfCpCQxQNNn6afBt8Lz0dXbb4XeT7UNywNOk+qi69FgDgP/CKrizzDXuVLX77ewEAFodTtzzQpfoOTzwQnTfWYhwVZxZWuXg3aurUsf/P3nsGSHJV59+/DtOTc57Z2Z3NeZUjCEUQIEAk22RjMhhjMDYYB9JrY4P9B2wMBixAJJGRQKAsIQnlsFrtanOa3ck5z/RMp/fDqds9NdNxpsPM7vl9qe6qW/fe6qq6Ffo85zl2cEl1JkP9K/8EAHdZfO+9qTbZvq5bfwSAfyKx0tOMKj5LaeDtbgdg+CnxgDSqv4Yb/hSIqJuiUdRqqf5eLMfM4B8X512ZDJUXJe9nO/CwqA8HHrrHmpNcqKJ/XO5HZ/pFkW8UkwDmLOj+PH0AACAASURBVDDKHKMoK9t5obRgKXz8k7lR23q7TtumyVL9Itl3tdfckPY+ZRuj8qy54qVJlZ/ulOjXrl9+H4icE/Ewx4i3pxOAkd1yr1NseQI2ve5twJzxvTD5bAmZJNkxBVIfV2KNKZD6uJLNMSUaxpsqluJsyLqmDjwoKpG5SqhYGKX17JA8544fkgjq4WceBWCV5X9prjfxqLr0KmDpCq7pjrbw5xPf+PeU1nWXiFJvw8c+l7CsUVG33fTlBCWXF42bXmKbZhKj0jrx7K8AGO09sui6zPuWpi1XAeDKK7CmkftMd3iefZqXH99nrnGz/BbVLaJA9Pu84WUB67OZ+sPfLXWstU1j/SdT3iaD+Z0G2yWjQc1qu2KivE68cMqv+XDqdVsKbL/V3+kxUTWOWh5ofSdF3Ts7lfgakQ5e/SFRe+y6Uq5pX3ybKIoHO+V33XSxqDXGBlS5paQXh1MUVQ3rI9ej1TtFpXT7f0Qfm/wzcm7e/NfPR11e3SLjz/k3NITnfeOd8oxplEQf/K48Z63eIW15J+Wc3HalvBP56pvkHLSEsnzit5fF3IZHbpF7kOlxuS9v3Bh9bDNKyTd/QbKe/PdbpY3R3tjvnruPyvX8lk/JOfmP578YgJs++FzMdeb2KZl+rT2/wjb9xp8/Y1v+3m/Je6YTzy4cj5o2y/X5314p9xdGiffhH8qzSv16abPnWOZ8TlXBpSiKoiiKoiiKoiiKoiiKoiiKoqwo9A8uRVEURVEURVEURVEURVEURVEUZUWhKQpzhMMpqRF23fC3AIz3iWT6xJM/z1mforH6vFcD0Lj1yqjLB9okRcHxx27JWp/mMm6lFTRTRrPfB7MvYfnvT0U5EygpEYm5SU3Y0yOy7AOHfhFzHa9XZNSta64GoLtHxq6hoaWlEMsVp8dEhl9fJOl0Kguaw8u2Vl9tm/qtFIWBkEjSXY48IJKicD4mfeu+gbvC8yZ8mTPoVpYHgemp8OfTP/g6kFzKrHjMXb/jJ/8HwJp3/TUAnqraqOs43HJrWnvVK4BImqpcU77rwqjzx/aLkW/3b+U+yJjap4PA1CQAw089nLY641G6ZScAZdvPjVvOpF7suEVSDoeC6TOiH33+aflg5Q1pvPEtCdepvkzGOpOOLDjjjVd8URSv2xx3uUlRCTDw0N1pb99gUhFOHD1gmyq5p8YasxzuvLjlTCrXjp/cBEBgenLJbZvUpR0/lTpXv+ND0hdn7BSf2SDZMQWW17iSjTElFQYekvuxgYfvSVAyeUyawK7fyLWr5c3vTbhOQeMqIHL9nh3qj1dcWcZMj8u+O/60vKsYH1h8+j6D0yVjX8uOly+5rvmYFIaJUhlGw2HlFVtKikLDiWd+CYDLbaV5b9q+5DrNOB3exlqZltWKBUfzFhmP2vb8NrxO7/HHl9zufPILpR8vfadYfvzHOyQNWm/btK3cgUezkypROXto2izH/F/9SNIJj3RHjrmffErSdY8PRk+JeXL3cNy6GzZI3TWrIymbP/CdC6KWzS+WZ9CSajm/TUrAUFDuHUzC8Z5jS79vK6uVVPeTI7Jd8VITZpN6Kz1k+wvyYj00L8t6x35Jld24OTIWdx+R36njoCwzqQkNE4NipZNfnPl7UlVwKYqiKIqiKIqiKIqiKIqiKIqiKCuKs1bB1XLuK8Ofm7ZdA8ChP3wbgNHuZM01JRrkvNf9MwDOOVFyu38txqfGkDJhTY7l+V9j98E/ADDUvheA/CIxm9vw4rfnrE8rgeW6PxXlTKC6apPte0fXEwnXOd0uCoiWVS8CoLFeDDJXqoIraKmxnuqRyMumkm3hZQ1F8vuUemoA8LgkYsllKbaCQVl3yicReBO+QQAGp08D0DUhigBfMLcRy0p2mRsZvlTlVjSMQqzv7tsAWJUgWrx0ixiJO/PFgDzXEfTz8XbJ+dJ924+BiEn4Sqbq8mviLg/6JMqw69YfAulVWMxndK+YGpefe0l4XtGa9VHLmmOk8kIZ3wcfvT9t/XAVSSSjURbGYrqzLW1tKisLp0eicEu37kqqfO/dtwLpUW7NZ7pdFAojuyW6v/LCF6e9jVRIdkyB3IwruRhTUmG68xQAAw/fm7E2jPrPtFXYvCbhOoWrpIwquJYf5t1TYFYUEDPTEoU/MSj7d7hL7vGHuw+ZNbLbwRVKac1aAFZtvRaA8oZN8YqnFaOMW3fBG8LzfDOimBjq2Je2dupbZdwzapVT+ydSWv/6d0s2kcKSyDvRuhapc9PF5QA4rVdkn36VZF+ZGJFn0ro1Uu5tn15v60sgIH259+bucJ1/uCXyOZV1zXpFZXI/95nbIsri+3/YBcBL/lSyxBRbZf74y14Afv2VU4l/AGXRdB2WY+1rb3s65XUTvW7vOSZ1D3dHniO/9V7J5BO0jhGXW97rm9uPulZ5d9K4UVRKDqfDVmfd2iKWyviAKLaKK+X9TGmNx5q/UKlmiVDDaiozzStw2vpnzt2lYNRYu15ab2vb0LKjDIADDy28/oeWwaOwvoVXFEVRFEVRFEVRFEVRFEVRFEVRVhRnrYJr6HQk2sEouCqbJYdusgqu4iorD3Wh/IvZd/zJ8LJEyi0T6fv87V9Msse5weedsE2nPX257M6iadhyBQCzkxGTLqNKWypzo7aX+/5UckPzRTfkuguLovPp3+e6C1HxeEpt342/Vjz8fomSmZqSaJPS0mbb8sLCagAuu+TjADz9rHgQbd50Y7hMcVEdAKfbxZOhs0vG/J3b3ybLiyXSpbdP/LGOHP0NAKH5yYvTiLnWdI6/EJ4397OiJMJ4Ro3ueTJByfQwYUWLe3s6AShoaI5azihmyrZJhOXIc4mVmtmk+/afAWeGcqugsQVIHLk/8qyoQgKTqUX1LgWjRIHYagtDyeYdQLrVFo7ERQBXYXEa21RWEka55cyL7mtpmOnvAWDiyP6M92no0QeA3Cm4Uh1TIDfjSm7GlOTpf+AO61PmVTYTh+TdSDIKrvz6pkx354zGqKge//nf5rgn6cXvE9XYmbRdq7ZdB0DLjuutOXYpxcApy9PZ2qezU+IHFAz4EtZtvLdcblEBe4oqAaiw1GE1q43CaOF9yJpd8m4hnQquMqMgGbb3vbBU+vnVxy62+isaiR99/jgAD/6kx1b+6jc3hD//v7+Q6923/1ber5ZUihrNKLdM0qMP/tcWAG7+x2NARD1m1Faf/U1EbWWWndw3ntK6Zn7PSTlOa5rzw3V6LP+xf3qF7M/yWvkt/vUuyfjy2G19tnWV5HjiWVFNuRpzlzFnsN2MSxGvXOPBZRRPRqV00wfFV7n3hCjsDz8mWW4+cot4gw11TNvqnIvTJZW8+Qvyn0L9OnkuyC+R47CiUZSF93zjBAB9J6WNn39axo53fvUcAPy+yP8IRln2nb+Ud0vTYz5bv/fcKQrDj/1Mzs2hTvm9b/7o81H7lEy/Tj0v78uPPyNj2Ye+f6HtNzr4R/lN2vZE3quvOad8we+RK1TBpSiKoiiKoiiKoiiKoiiKoiiKoqwozloF1+RQe/jz7KRE/1c0Wx4mz9yaVB2Vq7bZvg+fTl8EhZJe6jdeDkDfsexEqCvKXBp2xfcgWK4sVwVXYF5UnNstkSezs+MJ1zX+eB5PSdxy27b+CQB9fRE1lPGuWtsq+derKjcCMD4hShTvjES6NDdJFM3AoChVBgcPJ+yXouSKyZMSVRmcnclquxOH5Z4ploLLULxOIlmXi4Jr8oSczzN93QlKrhzKd12YVLnxA3sy3JOFTJ8+kXRZoxoxnkjpOKaNT5LxgDPePPMp2RSJjsyrqALANzK05PaV5U/xus1JlRs/lJ7MEclgfBRnervC87KpulnOYwokP67MH1MgO9dK/7hERk+dOpbxtgzeOcdKIlwFS/cfUZTlTGXjVgBadrx83hJRThx69HtARI2XTvrbxIdoZkrG8eYtVy8oU1AiPssFxZKBxDs5uOR2x4fk+dr4TxmmxyVTwft3ivL1Q/+9JW49B5+IKDtOH7R7TU7MU4fVNMs9VctmUZX81f9uTdjP+tZCW3+TXdesF02FZTy4DKP94oPUd0rKVjbkx1xXWTwDp8WfeTHeWzd98LmUyj99W1fUz/G446upX4N//MnUMukcfnTQNk2FX//robjLjcdYqn0CuP/bJ23TeBjVl1GOzSfW/EygCi5FURRFURRFURRFURRFURRFURRlRXHWKrjmMtQuUcTGp6moohGAqZH40bnGsyswK//kj/bmLreoEp38YomiLSitzXFPFCX3BAOiQApaflRujxWB6UjOY2S5MDbebvteVyseCW2n/hBzncpK8VkoKZG84H7/bNw2hocluvdk233hef39su7FF31E6ghIRP+Ro7cD4HJJdFd9neRQLisVn8ZcKbgKN8q1bOOX3w3AiX++BYCJPfbI5ZaPvgaAqcOiRBu889lsdTFtuIolAnD7TyXv/95X/0suu7Oi8Ha3Jy6UASaPy3lRc+X86Fg7+fXxFV7ZJhv+OdmmsGVt3OXGp22663Q2umPDKFEAgj4Zt2N5HTmcErdnlCrT7YmjDhNi+WxMnhClo/Fbms/cPq1+x18C0P0bGXOnTh1fej+UZUtBw6qkypkxL5tMtkWij7Op4FrOYwpExpVUxxRI07iSADPekEEP1/kEpqeSLussLMxgTxQl9zRsvCLq/JFuGcczodyaz3CX3G9GU3AZ8grLgPQouIxayfhRNayNrXiKh3cyeW9a8woi4BffoU9c/QwQUZ7Eo251waLWLSpb+ArcqNQS9VNRlOWNKrgURVEURVEURVEURVEURVEURVGUFYUquIChDsmJbhRcRpkVS8HlKSoHoKhSorkGTkq0eygY+5//pm3iwdNy7iujLh/pEq+Www9+J6W+AzhdeVYbEt1R3XoeEFEv+X0SdTHWLQqzjr13hdf1Tiw92mOxVFqeZzVrJU97cZVEQJrfNzBHYTE51AFA5wv3ADDeFz16rtH6DWpazwegsLzetnz1ea+K+nkunftFsdHx/F1Rlyfal7D4/Wn2pbST2v7M5b5U4rPvp5/PeBshK8ozFJQopuAcn6qgdS6V1EtEbeO5LwWgrHlT1Lr83smo85cLRhE1Pi75k40n1lxfrfFxUSMVF4vqqqH+XAC8M2MAOIgfijU51bdg3rR32PbdtG8IBGasqfzexhss1/jHJCq39nWXAAsVXMuVwnWy7zwNFQCMPhY/z7SyOGb6e3LT7kBvUuU8VeIzYCLsTcR9rpjuaMtp++nC4Y7cbyRSdswO9cuHLKoJohH0yv1PLLWFwV0c32NxMQw98SAApVt3WnNiX0PyyiuBiJLL+LYNPSYq48mTJuNDbn9PZfHMPQY91TVJrTObg7HWZ87dLGHGFR1TlsZMX/J+WOki5PclLmThcLoy2JPs4SorBaD5Xz4FwGyHvPtx5EVekU3tlkw/o3feRzQKd8l7I09jnZS7O3Y2icWSjTYUO8VWRqf5TI50ZK0PTmfiV7UBvzdt7U1PyLvMR2+VZ+C3f06yn9z0CVGUTgyL8tZTmD6NRH+H9L/3lExf/h7J2nDHt+y/c8uW4vDn7hPTi1rXrKcoypmLKrgURVEURVEURVEURVEURVEURVGUFYUquIDx/jYAfN5xACpWibLIKHnmYxRehqH2vQnb6Dv+BABjvZIL3Z0vkQSbr3xX6h22MNFTW65+HwCldWtt/ek79iQAeYUSnVS77iIAypu2hOs4cO//ADA9mlwkdTpp2HolAHn5EhU33PECADNTopLwFFWEy9atF+XB5ivFS2bv7/8TgNmpiDcDwES/KLtmLDVTYZlEOq3aJR4fAyefCZcd7oyeO3l6dKFyYy6x9qX0b3H7c/6+hNT3Zy73pRKf2cnRrLdZ1rw5/Lnx3OsAKGlYF7Wsb0pUTb37HgSg/9Djme3cEgmFRKW2Z+/3ANiwXs7v+rqIN0pTo5wfExMSjbnvhR8BsHXLGwHw+eJ7DQQsnzJ7u3aVbiAQPWrO9C9ehH828bbJmOYuFc+1gtY62/zlStmlojAMTudWsXOm4x8fy0m7wRk5f/yTcu/lLi6NXtBKfO8ul3uC2YHcHre+0ZHEhVYA+bUN4c/GZyZm2TqJZN7yz1/OaJ/ShauwOHGhFDHKvaEnHwag6pIrk163eN1m23R2UI7hkefkvm5sn9yb+ifG09JXJfO4LZUeAI74509gSlTxAW/2o8dnhway2p4ZV3RMWRrZ3m9nO/6BIQB6vvQ1AByuiEKt6TPi7Tr5hDVOD9vvAab37rdNM0E22lCSw5nF7Bzz3znOxTxrzkwOxyyzWH7xxTYA3vLP8t7gX+4437bceHJ1HU3ety8W5pH5ax+U7Edv+gd5//UfD0qGJ1eePAP0zFFf/df7pKxJ9pTsumY9RVHOXFTBpSiKoiiKoiiKoiiKoiiKoiiKoqwoVMEF4fzfRkFUt+FSAPIKJJrYKLsMRuFlfG1Guw8nbMI/IxEOEzOn7U0vIf9+/cbLgIjSp/35OwDo2v9A1PK9hx8FYNer/i48b+0lfwLAgXv+Z9H9WCxHHvwuEF0pMZ/JwXYANrzobQCUN0pkf//xp2zljBrPUFq71vZ9aiSS/37odGLlXTRi7UtY/P6cvy8h9f25mH3pskaAx4+vAeAzH5WIwTtvje7B9IrXSQTj574a8Ru4bP0pAAL+pJtV0opEJ1WskSivhnNErVVc2xJzjdkJK1Jxr+RwHzgi51Fohe1En0+O04OHfpWwrMvytyssFC+7oeFjCdZIfC6HcuwdkSzOfNn2/ttEfVr7WlHEtn/19rjrFW6I5J9vft/1AOTVlgEQmBD1Tc8PZHwae9r+e9a+Tq6jzqJ8APIbJdq9eMeaSCFLmXPkw9+y9XPVh28AoGiL+DKG/KKcq7r+PFsbRz70zQV9DvmDtvbNOq5iibgcumeP9PuH6l9gMEqqnLU/bUWAxlJwWbjyC7PQm8QEc6DCyASuouwqErKJI4GfzlLou/e3AIT8cr2svvwaq9HkFbuealHR1l33apleK2PexFGJLh7ZLSrqiWNzoo1XyPXmbMGVn3wUf2BqIoM9SdB2lserM3VcyeSYEo1cX5fPWoxivKZqzjyJBw967fuk9MrLASi5TDJGeA+Lt+LwrXdErbr85deGPxds3Whrz98vmWcGf/jzRbeRv3aN1Y54eIcCcj9sfMb8Q6L0GfjeT2QF65pS+XrxJHdXy3363G13Fsv5PPSzWwGY3nf2KGCmx+WdiHkfaKhpOQeAjgP3AuCfSb9vdW2rKJAaNrwoZpmRHnn/GPClf6yYmZbnru/9w1HbNBF3f6dz0W32t8t2GDVWRte1Lovv3vxowqKff/3zKfdHUZTcoQouRVEURVEURVEURVEURVEURVEUZUWhCq45DJ3eB0DdBlHTVDRvBSIqIadborfK6jcAMNIheZCDOVI9VK0+F4BQUKIseg79MW75mUlRbQydjkQi1KyVCJH84ipbmWyQjHLLYBRchvziyhglVybz9yWkvj9zuS+VLGJF+1WulQgy469VWNkYcxXvaD8APc/fD8DQ8WcBCAWDMdc506it2QGAw4rE7B84e/LYGy+M0Uclsq3+rZb/YVVJ1PLOArnWtf7zn4XndXxVVAvjz50AwNMo48yGL74DgOOf+gEAM532caf6lRcAcPKffwzA6f+8LbzMXSaeYIHxadv05GclurTlo68BwHtK/Gr6b30i8ba6ZVsdHrm9OfyB/7Vt66b//SAAww/stfo7mLDOM53gbPLX4ly278zPz3BPEmAZBcy9Tq9kXAXZ85HINimIqVLHinrvf+D3AEwckWtJ/fWvDRcpaFqdWp3Wdalk03bb1Dca8dYYevxBAEaeE3WXUZApucGZgoIr6Mudj2Qoy22fqeNKRseUKOT6uny2YVRLDX/3YQDyGuvCy3q/LNkCgtN2pcz4Q4/Z5nuaG4hH8aUXhD8PfEfuiWfbLcVLjAMs1TYA8lY1AdD1mS8BkWtFw8c/JMsbZNv8/aJQKtwp77u6PvcfADiLImr5+o99ADi7lFuG/ranASiblw3IKLp2XffXALTvFyXXSLf8Rr6ZxIpd471eYL2zKa0Vr6u6VlHqlda0Rl1v7jvH03t/n3gjFOUsoMhZDkC9pxWAMlc1ACUueV/sccp9iYu88DpO6747EJJzyh/yAeANyvk7GRwFYCIg9+FDPvF0Hw/Ie4OlZGHLBk5Lx1ST12KbApS7JRNXoVPGMrdDfpeg9Zw7G5L3MTNBmQ77JQPaoK8DgCHre4jl+R5RFVyKoiiKoiiKoiiKoiiKoiiKoijKikIVXHMY6xUPEf+s+EFUNksEpVFwGd8np1N+tqH2fdnuoo2CUvl3enZqBIBgwJfUetNj/QvrKpN/crOp+ikolTbrN0p+4dLaVgA8RfIvvCsvEgXocM07VLMdSpdh5u9LWPz+zMW+VDKHUd9UrZfIv4ZzJId7QXlt1PLTQxJh0v38feF5wyct1eZZ6OFRUFABwPp14iE1OibeecPDx3PWp6xjDZcmH//QnaLgq36VRArOV/IVbRQ1YHAqEkFslFuG2W4ZXyaebwOg9Pz1wEIF18ReWT59ondBt/xjUyltRioM/u5p23ffkERkzXZLJFZejXiJqYIr94QCySminHk5VnCdYTiXiafZSme6ow2Atu98NTzPKLCMP1dhy9oF6yVDXnkkW0H9y18ndb5YVNv994uH4ujeZxZVt7I0nCl4MgV9yd3PZ4Jsq8d0XEkTZ+H9ei7xD1jexF/6GgC17//z8DJ3lTxHhNVWi6T/mzeHP5e97Cqpu1oUPGP3PgTA9AtLV0qZfs5X+QbG5T7Yaaksjb+t94g8D9W+7x0L6hp/IH42mTOZvpPyHFHVLBlAKpu22ZabjDkbLv4z23y/z8pKEcUby2n5Qed5LK/CJN9nmaxHR5+4JTxvarQnVnFlmXN+ibyTqM2L7ZcO8NiYeN8Z1VC2MMqnF5W9IW65fp9k2No9cXfG+zSXSrcoWTcVXgxAhbsuXvG4uB0e27TAKedmBfX2gtatjS8k52Lv7EkAOmcj/nQj/oXvOrKFw9Itrc6XcWpdoWR68jiSvydzWaq2Qocou4zCy/y+awt2ATAVHAPg2PTu8Lo9s3IdWQ7KNlVwKYqiKIqiKIqiKIqiKIqiKIqiKCsK/YNLURRFURRFURRFURRFURRFURRFWVFoisI5hCxjtZGOAwBUrRYZnjGCNNJkY/A40rlcDDdTS9fniFY+i2rCkpo1AGy9RoxLTUrI3iOPADA1IinW/DOR9FV5BSUAbLryXVnrZ25IPfXigv2Ze2UoANffKBLfv/iwpJxc1SrDTW+npES47SfjAPz4JpG5BqNkqWpZK+u896OSHuL8SyStQkW1/Dc/0GvqkrQLN399NL0bkQNMOs6ajSK7bjjnagA8JVVRy0/2izy8x0pJOHJqv7VkmRwIGaS6StLGhlM9zKG0REyWGxsktaPfL6ki9h/4WZZ6t3wZvPs5ADZ97X0ATL5w2rY8nBknDZlgg9PZTY9kCEzGMGg3G3dmZbldEs68vMSFMojDnVz7wdkY+1RZFCF/8mnTJo7IdaX7N7ckKLk8yGVKOIj8XmZa0LgKgIoLLgegbPt5ADg9qafddJdIypDGG98CQKlVV9evfgDoeZItgimcP0732fO4ney4omOKspwZ+c2d4c8mXeH0C4eA5NMqz8c/EEkzNviDnwPgLC4CoOnTfwtAxyc/v6i6bQRTe/5zlco7FrPNvt6FVhZnJ/I7Hn70ZgBW73wFAA2brgAiliXzcecV2qaLa1raHuwQi4HTL0gKOO+47hvl7MO869xceAkAawp25KwveQ65b1+VvwWA6rzm8LKHR7P/jqnQKeP3uSWSvrzMVZPxNoucYvOwq/iq8LwmzwYAnp+8HwB/KHf3TKrgUhRFURRFURRFURRFURRFURRFUVYUZ09IWQoMte8FoGbdhUBEcVTeuBmA0e7DQMTwMVdMj/UBUFrTCoDTioJOFFVYULbwn13vxEB6OxeHhi0vASL9PXzvdwCYGu6KuU5Z3fpFtrYyVCzz9yUsfn8uZV9WVIlasXFV9KHBLI/HpVdKxNKn/k0UR//2KTHuPbBXzpc162S7/ulL1QC48yQq43v/s1B9NTUh+6+/R6Ll/ukjErk02Cffz7lIFF3/9EWp68h+UYs89uB0wn4uB5xuMbSs2XxpeF7DLlFs5RWVRV1noucEAN17RLE11nk4k11c1pSWStRM65prgIgKF8A7MwxAZ9cTAJw6/TAQUXKdzRhV1eijokKuepkoAKYOizH19DEZi50FnvA6pRfIGDz+rJiIehrl/C45dy0AvT9LvxF1YErGDE99RdrrViI43J7EhTKIMy+59gMzeu6mk8D0VOJCFs58iVgMeFfGtXW54e3uAKDndxK133f3bUBEfVVxnkSlFq5qTbnukg1bAVj99g8CcOrm/wEgZGWbUDJDMIXxyJHkGJcJnPkFWW0v2XFFxxRlOePr6Qt/njneBkDJlaLAHX/wUQBq/vzPAMhrqAPAWSDnmqtS7llHf3+v1NUnz+X1H/tAuM6Q31KBOeQZePyhx+wdcDpTamMxOAvybX2oessb5Hsw8izlyJexa+DmnwLg78ve+6Llgnm2PLX39wB0H5HnnapVOwEorxPlQmF5PQB5BaKydrkWjvuBgDx/BX3yfOOdlHckRpk1NtAGwEi3PJ/5ZibSuCWKsjLZUnQZAKvzt+W4JwtpnzmUk3aLXXINuLjkBgA8ziUoRtNATZ5kqrik9DUAPD1+BwCzoezf46mCS1EURVEURVEURVEURVEURVEURVlRqIIrCqPdRwAIWNEVtesuAsBTJF5C7c/fGX3FLDPYthuIqJsaN18JQOf++6KWzy+WiPuq1eeE500MivfKzMRQxvo5H6fDrgKanRpJuI7ZB6nim5m0MbRGYAAAIABJREFUffcUL08lwPx9Canvz3Tsy499utI2XQzv+Ws5T35+s3hs3f0b+z5oPylRxb/+sUQlvf6tkjs2moJrsF8i3L72b8NR22pvkzre9C6Jltq8U6KllquCy5UnkXe1214EQP0OUTO6LY+5aBiFllFsGQWXAm2n/mCbLoXpacmN/8CD/xCzTDDoT1gG4OFH0pBDPwsM/PYpAGpec4ltftArqtG2z0dySTd94HoAVn1YIoWMuqrj6xKhM9MxSLoZvOMZANZ84vUAbP3eRwDwj8n5ffSv/y/tbZ6NuApyG/XlKo49/s0lFcWEkpjA1GTiQhbu4tIM9uTsI+izVLR7nrRNjVdX9eWiSi7dds6cteIbBxY0rQag9mrxCem77/a09VdZSCrjkauwKIM9SdB2fnbH92THFR1TlOVAYEyeVbs+/58xywz+6BdR5w987ycptdXzH19PvrClokq1DYD+b/8gqfll18ozqPfQUSCKigyouFGuJwXrWgGYiKHgKitrAWBNi/hT7du/Mrz1tm97EwCdnZLtY2S0LeE6s17xDu859qhtqihK+pjrbZWscms8IO9Au2ZlTBv1izLSG5T7ksAcXyiHQ3Q+eQ55d1jklPeXJS55B1rpbrBNXQ773yYhZIzunD2SVN/ShfEAu7BExuZEyq1gSN6lds0eC88b9EtWifGAvF/1BeWdjtP6TTwOqbPSLarURstfq9xdm7B/5vc7p0QyUj0zLv+bhLKYVU0VXIqiKIqiKIqiKIqiKIqiKIqiKMqKQhVcUTBR+iNdkv+2pvV8AEJB+Qd0pHN/0nU5nKJWKiyT3MlGwWGmDisi0+TrNT5fAZ9EBgZmIxGC02O9trr7jz8NQKWVA3jVOS8HoKiqCYCJgdNW3RIdXbvuYtt2AJx86pdR++10iU9SQan4O7k80l9PYbmtXH5Rha3fc/vun5E87CavsMH8rpUtOwDY+OJ3yPaclGh9lzvf2q7t4XXMvLkeO8kwMz5o60PdhojXUSggv8OMlf/Y7JOJgVMAjPVG/umGxPsSkt+fifYlpL4/Y+3LVPjs30hk1nzVleH6G4ul3JcX+rgZNmyRY2fXBbLP3vmX5THLzsXtjkQn+/3yL39Rscx7y3vEj+qK6yQKtqFZ9oXLJctLSuW/+kfvX57KrabzRf1St10i21ye+dEWkaiGkVMyvhjF1tRAe+Y7uEyof4uMBaOPSX5zb9vJtJY/25g+2g3A0Y99J+py36BEru573Reir3+iJ/z5+Ce+n1Lb/bc+kVL5aBhV2JGPJFZqBSZlbN376n+JWy7Wb3E2k1cpHoZk+fQxqoaE6gbruu8bja7kXQlsKxTvjiG/nJMmynBnsSi1nxj/LRCJzCtyyjVvNGC/fwJoyLN873xtwMKouETLDbPDcyOxTZnoKiFPtUTtGb80o0BS0ovx6ur8lUTaFzy+Orys6bVvAcBTXRe3jsqLXgzA4CNyD6EeR5nBPh7FP3/cJXI+Oz1yfgdns+fh7C7NrlIqMq6kNqaAjiuKkk2mX7B8eC3vrcJt1rscVyT+PTgp73LG7n4gu51TFOWsZk3+9sSFLI57JRPWsendyTdg3aLMIGPcREAyivX5TtmKOZF3jkZR1mSpmYLI+9fZYHbvsbcVSRaoAmdx3HJDfvFT3zspWY5mkumn9Zt4kffAYwG5nzs1I+8mmz2bpA/F8pzhjKOVqnLL++t1BecCcNz7XOL204QquBRFURRFURRFURRFURRFURRFUZQVhSq44jDUvg+A6jXyz6Px5vLPJv9PbUGZRKjtfOXH45YrrpK8+1uufq9tvlGTATz907+3LTNqpiMPfw+Axq1XAVC77kIAKpvln2+jHhrtkf537L07XMd8dZWhpEaiRrde+8G4/S6tWyf9tqZz8XlFHbD715+zze87Ll4DRsVSt/EyANZd/CeynuWbNdS+N7xOh+V7tu26v4zbn/mY3+jwQ98FYM35rwkvM75erjyJqPRNS39jeVgluy8h8f5MtC8h9f0Za1+mghHIBfzxl0fDaf1dXlAoH775nxIJ8btfTiTVtlFtzeUzllJs7UZRhX3hk6LoOLhPojxnvLLOD+9oTKqNXNF43suizg9ZP/TAkafC82YnJSq4slXUfNUbZf8bVaXDJZEkRi2II74vx1I4+eCPM1a3oijLg0SKkEyRX9uQVLmZAbm2hfy+BCWXL7MhuW4XuSwlh+VFOmHlPzdRcCZicTIonpRGwVXmiqimWwt22uoa9ovSMmDlWY+1fNhvV47P9cqZ6e8DIL+2PvoGWHnZC5rl3nCq7Vj0ckpa8XadDn8+dfPXAGh9z98AkFce3SvV4ZZ7haJ1Emk5fuD5THbxrGWuCmt2SO5NPVWxsxsAeGrk/Jq7XzNNfm1274/NuJLqmAI6rihKNvH1yv1F71e+mbY68zySZWbHdlEc53tEQeqdifit7z/wc+uTPMM3NUlGmvq6XUDk+XZkVNIKnDhp9yLfvOm1ABQVRcZbl1OUoEPDR6Kus7b1WgCqqzZZ/ZF7LI8nOQ9YRVGyS7W7OWEZozBKSbmVIkap1e87bZtmm/q8VgAaPAvfuc9l0FJuPTt+FxDxCksHxm/M1Lmz+KqE65hnUqMC84cyr9RXBZeiKIqiKIqiKIqiKIqiKIqiKIqyolAFVxyGTkvU45O3LD76cXqkx6rjb9PSp2gYD6au/ffbpkthrPc4kNl+dx980DZNhn13fnlRbXnHJErp8IOL91/J5r6E9O7PbBC0AgSOHpR/5tdtkijivu5ArFUScvlVovL72r9JlPuep+2+BR6PRHk1r16ZQ5nDJf2u3Xp5jnsSnWQUXJXXvBSAwo2bbPOnDh4AYOThP9jLXyd+ZEWbtoTn+Uclss9dEt0rYv46icoripI8RWvW56Td4vVbEhcCZno7M9yTbGBX2uZbudNngpL7PWhFw3X7TgBQl7fGVt5EKQKMW6qvk17JMjA/Oi/R8mhMnRLlREy1hUXZDvGkVaVF9jHKmMFH5Z6w4ZVvjFveU1Wb8T4pwkyPjFGJFFzFlqoumwqugqaWrLU1l1THFNBxRUmS6LaSyjKgIF+82fc8L5lzTOaa8897X7hMcXGdtUxU+Q115wCwe89NVgnZweed824AykolK87YuHhUHj12u7V+5P2Cw1KEXn7p3wFw4qRcJ4uKxGO2plruN5/Z/Q2zBgCXXPTRRW6pkm4275BMTg3NFwBw8ogoUE6ffDBXXVJygMdRAEQyXcRjxN+X6e4sG9YW7Iq7PBCSsXbvhLx3S6dyaz5ds3Kv1py/OTyvyh09W4DbIeralvytAJz0Zj6rhCq4FEVRFEVRFEVRFEVRFEVRFEVRlBXFypQ9KIqybPm/r4i65kvfkgitk0clQusPd0mkuvHqWr9Z/tG3LKW449eTzKfztEQjXPoSUXL94U6po6hYKnn/xyVSzO3OnA9VOgj6M59vNtsUrFkr01aZdn37G7bljX8h/nPek6JICHjFu7B4yzYAOr7+1Uhhy0ds9cc+Yasjr7Yu+joxyiuKkjoFjZLn3F1aFp7nHx/LYIty/pZs3pFU6cnjhzLYl+xgrlChsJGlw74gJRKFr6ce3j6+fw8AlRe+KG45o7bof+AOAAJTyXlsKuljdqA3cSHAaXlxKZln8uRhAEq3nRO3XOkWicAdfOS+uOXSgTNfoqCLWjdmvK1opDqmgI4rSnIEfck/UznzPBnsiTKf8Qnxf5nrIQ/gm42c0y6X7JPCAvGRLCwUldV557wrap0ut3ilO53y2nLThldZ9eSHy5j23G55X+CwnhNN3ROTkoUnFDL3RzKdnEzueqpkjupaUXbUNcRXqCjKfPIc+YkLrXCMB3O5O75fdvvMQQBmQ9MZ75OhYybyfB5LwWWotzKTqIJLURRFURRFURRFURRFURRFURRFUeahCi5FUdLKw/dK5MDH3yN5cd/9kXIA/uLDMvX7JWrq1HGJtvr+N0Zj1vX5vxXfkb//gkRg3fqIKA2GByTv9o++LSqDgb7F+3xlg+e+/6lcdyHteOrFV2Gmo11mhOyqgZkOyZXuaZSIDv+Y7KvZnu6F5a3Ps709tjryqmuirxOjvKJkApelEP23OyS68Mgz4wDc9A8nctan9CLbV3XZNeE5fffclrHWSjZvByC/tiFuOROlPX5oX8b6km0mgqJwLnZW2OYXOUU9t8ojHj0lTolsnsgbAqDf1x4ua/y4NhdeBECPrw2AEX9vUsujMXVafFenO6Rs4arWqOVMNLzxf+r85c0x61Qyg7usInEhwD+RSRWmMpfxAxKRWv/y1wMRf9X5FDSKl4zxH8ykOrXi/MusviT2scgEqY4poOOKkhzBWfFjNr7VDmfsYzyvokrKWOdBKLC8nxdXPKHkfV8mp+Q9gXdG7ov27P2eVGHV4Qh78Mj3qiq5P3LnFQHwwv5bwnXl5Ylyq67OrgLyTosnaUlxg1WnXTZfVBTfN1HJHHnWfty0Xa6b3R1PAdC8Jr7qVzmz8YVkfPeHfOF5bkf0jATGr7jQKZ7s08HxDPcu+zTlJ6fC7/WdzHBPFjLsT/49XJlbxlqzL+fu33SjCi5FURRFURRFURRFURRFURRFURRlRaEKLkU5iwlYKbIvXnMqqfJ33io+Wbt/G4l4CgbC7iK2so8+MG2bGlrd4qfUHxCFz2RoKmZ7R/fK9K9eLZH8o0FR8jgsxUGNswmAIity45TfHg2b54hEhhY5Sq06Bm1l6l0S/dEXOG1tRer+JWcjRlVVvMOKlpsXFZff0gLA1KEDAAQtDy5PQ2PU8hDx3DL4hwbjrjO/vHJm8w8/kjztmy6Qc/mdW59Ket13fKYVgOveKsrDT75cBpfuE4lzVc8/VJ2u5e35t1gqL7w8/Hl8/3MATHcmd21IBldhMQD1L3ttUuWNKsJEa69kjnqftX3vpz1qucPTiY/pdivnuROJbg4SSGl5PIw30Ko3vSduudKtMu7XXiteGP33/y7pNjKBidL3jQylvW6jmAr70qUQoZ5eZNypOO+SpEp7e7sy2RllDsZjdPzQCwCUbT83bvn6l78OgFPf+apt/XRgzoWaK16atjqXQrJjCiyvcSWTY4qSHmb7RZWcX98Us4zDLa+6SjaJ5+f4wcz7fyjJMT0t51ZXl9z3nGs8uEy2Duvme+++7wMwNibvDVpXXw3AOTv/PFzXzKwoNyYn7YoCoxIbHDoKwAXnfUDa9g7b+qBkn43b7M8CquBSIPIebtDXEZ5X71kbtazLIeP7RaU3APDC5EMADPm7M9nFrFLpro+7PBiSZ7xRf382umPDG5wMfw6E5KWy2SfzcVi6qlKXZOVKRf2VKqrgUhRFURRFURRFURRFURRFURRFUVYUquBSlCzgcRQAsMYlCoQ8Rz4Apy3F0WRIfKjWu88Jr+Oyoq+HghKhNhDstJWZv3wkJP/cr3Vtt2qQyKfOwNFwnaWWr4dRMU2HJmQd93bb90JL7VTgkPzIvQGJ4vcj+VJbre2AiDJqOChRUlOhsbjbamh2rQfAaf3T3+GP9NPUsdq1xfZ9FOm3ie7wIuqvIkptdTut/+7N+tHqKHNW2bZl/naUOiRquztw0rbta907wnWe9L/A2Yr3tBwT3pPis9D0vg8BEXXd1JGDVrk223pTRw8D0Pyhj4Tn+Yckgs43aFfXzfb1Rl0nVvnljsMhx+W6K94anlexSo4/77hs04mHfwjA9Ghsvxwlu/h9Mt584mXpj/y9/p3iCzDULSrVp+/OXTTpXN+YVW9+LwBdt/4IWLxXzFy/oOY3SrStiYyPhfHeGnjorkW1ebaQSJmVinLLMHFUFLcjux8HIj4+sai+XHzbjJ9a//23h5fN9Kd/DDPtFK/fDEDZzguBiL/KyW9+Ke1tVl3yEmlr+/kAjO59GoDxA3sA8PYYpVT61d9z/YnqrhfVT9GaDXHX8Y/L/eR0e1va+6PEZ+DBOwEo3SL3ibG8uDxVtUBE1dT5qx8AkX23GIyKZdWfigrCmV+w6LrSSapjCsQeV86UMUVJD1On5PkjnoLLUP+yGwHwWqp039hI5jp2FjI2Jqr0fXN8seYSaz5Ad89u2zQWgYA8hz/73DdT7t+Jk/dY05RXVdJMbcMu2/SF3TcDEAz6k66jsEhUIBdf8XcA7H78awBs3GbdJ5VIhpeOtocB6Dr9BADbz3s7AMUlMu73de8J13nkoOU9HNJMPsuBtpnIO7ZYCi5DobMEiCi5Bn3yzvTkzF7b95XCXBVUqSv+M/NUUN5v5joDlfFOi6XgMph34plEFVyKoiiKoiiKoiiKoiiKoiiKoijKikL/4FIURVEURVEURVEURVEURVEURVFWFGdsisLCEkn/sPWSdwJQVCpS1cdu/xQAwUDyMliTVmrVJjG1rF99EQD5hZJ6Z8YrKSV6Tz0dXqfj6B8ACAUTpIixDDQb1ohpdONaSd1QUFIDgH92Klx0pP8YAKcPStqemenFp7JQsstsyAtAe+AIAJVOOR7rXC0AjAeLgUgaPYCuwAlbHbXOZluZ+ctN6kLThjckxn/b8iKG5JPWuhPYj51iRzkQkbeOWSkMTwUlzdzWvIsB2O+TFCMToUhqhzb/ftu6hljbatIm9VspF026xK15F4XX3e8TKXlPoM22brIECdrWj1bHWHDIti3ztyPolH42ukQWPRoaACImioow/If7bdNEDN19h3y4O/k2FrPOcqSiRVKBVrUuNKAvqmwEoHHndQCceOTH2euYkjOufYuYxz74s76stx2clXQCoYCMda7CovAy87nlLe8DIikKjUH7dJekowlMSlpbk84pr1zS4JZslhRd5edGrj+ugsKk+jX4yH0A+EaHU9oeJX303nUrAAWNq6xp/GtwycZtMt0QSV88baWCmjwh9wK+EbnWB6Ymbes6PZKGz5kvx4enutaa1i1o211iT0dsmOnPnFlxuO3SMgCqX3StbeqfFHP7qZORNMvenk5bv/zWsRyYkXvBkJWG0+GWxzBXkaRXManritZICueyHeeF63QVFifVz/4Hfm99yly6ksIWuS8y+wrAZaXEc4anhbbv4eUF9nKJUpbOpfrFcn0s23kBAEHr95w/Dcyf7/WG6wjOymf/hOw3k0IvHcwOSarwocfkGbD6ipfGLW9+x7Uf+AQAo3ueDC+bOCz3pL5RuVcN+S0D7yI5DkxatpJNMtaWbbNSnFvPleE+DUSuLa5iOc7mjvXZItUxBRaOK6mOKZB4XMnlmKIsjZHn5Fmx8uIXW3McMcuadMmt7/04AENPPgRE7m38Y/JcHArK86MZmyFy72LOPXdJma1OkyrR23V6CVujKGc2nnwZazduey0APR3y3nSwX87BouLa6CsmwZZdfwZAf88+AIJBSWe5Zr3cM1RWbwRgfEzuzbzT8u6nsSXyjDLYf9DWHyW3jPgjKYlPeSVd4ZqCHbGK26jOa7ZNJwMyvnfOHg6X6ZqVe/aZ4PTSO5tmip2R9P6OBHqkEpc8d19f+Z6M9ild5DnzM96GKrgURVEURVEURVEURVEURVEURVGUFcUZp+CqapBor00XvBkAlytvyXVuOO+NQES5NdQj//B3nxQ1S3G5RN6v2Xp9eB2jGDv8TGxTTYC1O14FQPP6l9jq7mt/FgBPQXm4bEOrRBlU1m0CYPcD/w+wq7yWA+tfIgaO0VQK2ebA778KwORge077YVRA+Q6JApsMSiSBw4q0dDnkODUGfdFIVMZlnc4BJMrTKJHm/vMfnme16wg5FpQBmAlJNINRWzniRMXNJ9G2Gkw/I20sr//bjYptVZ5E/RSEJOK1LXAwZ31SVjae4srEZUoqEpZRVj41zRLB1NCaebPVWASm5d6h+zc/AaDlre8PLzOKLEPx+i22aSYwkdSDjz6QsTaU5AhZWQ7ab/k2AC1vkWPDqC9iMuc6X7iq1TY9U3EXS1Ry2Y7zw/Pmfs4Wo3ufsU0ziVGvGYVNtggrJ6zpUjAK0XQquAwDD98DQOHqdUBEkRcLoxCpuvSq8Ly5nxdDwCv38R2/+G54Xt11rwGyv99gCWMKhMeVs2VMUZJjpq8bgNG98s6kfNeFCdcxKqzaq19pmy6Fnt/9HFAFl6LEY9P21wMQ8Mt7rGOHf5e2ukcGRUXZduxeAIpLGwC48PKPAuA3bR78LQAutzyD1TWeE66jpEyuRargWn4cnhZ1u3ln2FqwC0j+/WSxS96nbyq8ODxvY6G81x/wyTvi9pmD1vcOYGFmqmzicebu3UCmcbH0/2YSsbzeKCuKoiiKoiiKoiiKoiiKoiiKoihKAs4YBZfxx2rd9goAhnslx6Z3SnKXN669POU6i8tEmWWUW0ZVdeTZn0YtPzMV8Yto2Sw5X3tPSyTlSN8RW1mny23r1+iARB4ceOK7xGJiRP5h3nzhWwGoaZaogx5LSaYsX0KWJ1SRQyJ9XU63NV+iAwYCkhN46xy/rHKn+LAZj6r5ZeYv7wyIR9sGy4vLeEX1BiIRZT4kgmWdaycAk05RVxk1VbIY/yqATW6JVO4Nnk5qWw2NTlF6Nbs2ANAXjKjszLpmWYmVi3bCKTmTp0LindDklKjYImeptVw8xqat5Wb9aHUYDzCzLfO3YyQoXgqj1rTcKbmh46nsFCUesxNDCct4R/uz0BMlFq96f1P4859+PLpHyJ4HZQz58vsOR10+nxve2xj+fPmNMm43rbf7Ub3pk6tt0/n89n9lvPrlVzqSajMZjPfI1Cm5dnT+PHL/0fSGdwDg9GQ+V/bEMYma6/zFzTIjFMx4m0pyGG+bUzd/DYD6l90IQMUFl1klkld3Z5RQ7iItc4ds89CTDwPQd89vc9kZZQ7Gf7njpzcB0PynfwFA8dpNGW/b+CK2W23P9eDyWt6JuVBwGWKNKbDMxpWzckxZmfT8/hcAeKpqwvNU5acoy4OGZlFWVtdKBojnn5Zrk1FypYPJSbuPsXfa7uE7YXlvGUzbgcBseJ4778xVzax0zDvEI9Pi29bnEz/OLYVyz1DuTt2/zai/avNW26beoNxDnfSKn1vHrCj6gqHAovq+GNwOT+JCSkxUwaUoiqIoiqIoiqIoiqIoiqIoiqKsKM4YBZdvRiLCjC/Wib2/AWDtztcsus7K+s22790JlFIdRx8Kf27aIJ5a9aslamGBgsuZZ01lF0yO9STsz9RYr+27RhqsHHoCEmnQF5DoySDRI9T3+R4JfzaeVKF5ZU2ZWMsP+J60ljus5QujEI3qa/66sXjB95jte3sgcjw7Ea8WkxfXkGhbDfH6ecS/O+66h/3xvSYSrQ+RbYm1HaZfvdY+VJTFMtIhXh9DbXvC8ypWbQVgali8BLqevzv7HVPCPPizSBTgwSdEEVpSIdfpv/nW5qjrJOLIsxPhz33tEjXYtE4UXG/4qOR8f+S2AQCee2CYaHQdn15U2/FwWEpyo9IySiqAtpu+AkD9K94AQPHajWlrNzjjBWDgYTnWjQJFI+aXLyG/D4CeO34JwMiepwCouVK8Z0s2GG+27CgvfMNyDzO6z/KdsvqTCUaelfsfZ55EVJZZPi/me/aQ82OqTRSXfff/HlDfl+VMcFbG+/Yfi+9U9WVXyfSKlwLpVciOH5Zo4967bgXAPzayoMxyOlbmjymQ23Elm2OKkl7MsXT6B18Pz6u9RjzOKy96ERC531EUJfPkF5SHP6/fIudi52l5jzoydDzt7c1XgxkVtcHv90ZdLzQnY0QqfvNKbhnxy7P6E+Pyvt+or9YVSBarCnf9ousucJYAsLXoMqvOcwE4YvmAdc0eW3TdyaIKrqWhCi5FURRFURRFURRFURRFURRFURRlRXHGhLP0nnrKmtrnOxyL/w/PU1Bm+z4zFd8/JTAnOmB6XP5ZLqlYFbWs3yfR2NMTErVdWSvR0cabKxhY6IlU3bTT9n1ssM32vaBYck9f+NJPArDnwf8CYMM5rwegsLQOgM5jD4fXMaq0rZeI30ZxWQMA/R2iMDj2/K+lYBojq4899H0Agv7ZBCWXjndsefnZJFIzzSWRuirx8tj7LFnlVjLMVzxF5ifXRrx+ZpP521HvWgNAvkOUFl2BE1nvk3JmYSLFjj/8wxz3ZGXjdEmU3Q+OXJKgZOpMjPjnfJ6wLQst8jp4dPf4gnmbLii1fe84PAXA03cl9mlLN858UYMbtQHA7KDcw7T/6H8BKGiS6LiyHecBUNQiHop5lXLf4SqQOkJBOcb946J+m+nrDtc5cVQUjGP7n5P2ZqJHVOaCY1/+TK67sKIwSpCOn/wfAO4y8bgs3bwjXKbQOkbyaxtsZSKqFTmfgrNyL2iOB9+IKClmB+X+zdsd8Z0z6qXZoezd280OyX26UZr03n0bAIWr5B6hcPU6APKr68Lr5FVWA3O22VJ7manDZSnGfWbb5dzzT9jPm7nbPmEpdHxRlDnZxnhLKUliXfsHH3sAgJHd8uxVul3G05INouTOr494QBqPRKzn2OCMPDea43HqlETBj70gmQpmersSdsOodA/9f3+zyA3JLInGlVTHFEg8rmRzTFnu540Zd5br8ZGIUCDyHNd3r0T2Dz52PwDlOy4AoHC1HEMF9c0AOAuLAHDlyzEU9IkaLDA9Fa4r6LXOPesYmumRc83bK74+06fSr0hRlJVMTX3kXtDtlueD5tWX26aJWLvp5bbpicN3hJcN9O2fVzrB85lmiEiJlaZm6/edtk3LXPJs2pIv91YNHrlPdzvyUq473ynvAXcWX2XVtR6AvZNyP+cP+RbZ69ik4vdltnnv5INp70cmyIaXmSq4FEVRFEVRFEVRFEVRFEVRFEVRlBXFGaPgioXDsfh/oAMBu8LIlSf/4OJdGI29sF357zAvvyRuuRP7JBJ0+6XvBmDniz8EwMkXbgegqn5ruOyqTVcB0H1S/ADGBk/GrXvTBW8GYKDzeQAqghKZvnrLS8NlKupEOTY5IlFIM1Pi/9FFU/65AAAgAElEQVTQeikAQz2WZ0xPxJtjqYx1HwUgMJt+TxFFSRfquaUoyxMTiHf7NzuTXmfnFRLpvXZHcSa6tKIxapJ4mMj65eThoiwfjN/P8NMRH9G5n88kQlaGBaOgmToDovfXb74BgFWtV9jmP/fkNwAYG0n/eb95x58AUNd4jtWG3HPtfea74TKhLER65oKApQgx/m5mqtiZP66cqWPKmcj7PytqxBveXm2b/1evkHcAp45kR8EdmBQl/tCTlk/6kw/FKa1kir/+UiSj0RWvkvvxw8+JSu7Tfy7vswL+3KtsXvSKiHfU1a+Tfq7bLu//yqvktal5BpkcletTV5sosJ+8TxTYt31n4Kztn2Guz9bRA7cmtU6eR1TLrRuuAyIqreEB8UrPxH2IEh3XIpROy4mxgBzj+6f+CMChaVHNGyUXwCqP+Gqn6tdVm9cCwIUlrwTgqfHfhZfFymqVKr5Q8tdHs6/8ocxnRlspqIJLURRFURRFURRFURRFURRFURRFWVGc8QqupTA+1G77XtO0C4D2w/dFLV9h+WgBFJc3AhDwz0QtaxjuPQzAoWd+BMCWi94OwK4rPrSgrGn31MG7E/YdYLRf8oqfPnQPAINdkr//vGsiubUDPunf8b2iJHO5JQd17SorL7zlIZZOBZeiKIqiLJZQUMITf/mVjgQlIxSVye2OKrgURVFyiWTWqG+S5wyT8aKiSnwNCgorwyWnpzIfaa4oiqJkBpNI6erXVoTnGR/dnZfK/Xj9KvGmNEqjXPCRL8r7ruveWJmgZARPnTxXVFrTtsOZUyUu9/7NZ3K8J+rneBQV1wIRBdf4iLyH7Wp/ckHZwqLqBfOU9LEYr6rlTCAkmRc6Z46E55nPxq9rbYG855+r8opHuVuO142FF4bnHZ5eeKwuBl8o+bEw31GYljbPJFTBpSiKoiiKoiiKoiiKoiiKoiiKoqwoVMEVh+FeUS1NWP5UxrvK+GpNjEj0eHFZAwB1LReE152ZHgUSe4CVVbcCsG7nawHwWh5YPW1PABEvLIBVG68GwDc7CUDX8fi5yKfGe23fvVNDC8pMjNoj4I3izExdeQVx21AURVEURckWdY3nhT9v3fVntmXm/ujxB/8VgFAomL2OKYqSBKLA7e16Doh4cA0PijePd3rhs4qiKMmxYUckmvvq14vaY+v5RQA0rBalTGGJxDcHfHIuTo7LdbK3XTw8ThwQj7h9T8j19JkHI97jM9N6TVWSx/hB/eG2kfA848G15xE5rnrac+cdc/5LxPcpmjJqalz8dG7//iAAJ/bLeRGwToGyCvGvXb1R3pU9dtfoWdc/5cykwFmS6y5kDePX9fzkAwC0zUjGs51FVwFQ7CqPup6hJX9r+PMJ7x4gNQVWNKYCY0mXLbL653LI3zpGrXY2owouRVEURVEURVEURVEURVEURVEUZUWhCq44mMjf/Y/9HwCtO24AoHbVuQA0tF4CwORoFwAHnrw5vO6m8yWq2EQTz8ftkWiqbZe+G4AZS12175FvAuD3SRRG1/GHw+tsPO9PAVi380ape0bq7u94Lmob8/2/QqHAwjK+6Pl4Q1bIjYP4CjTFTn6p5ASubNkBQGm95SlQXg+AO18i61wemYYC8i+7f1b29+xEJHJ1aliOq4m+NgBGOw/aymYCh1OifSpXSx7ailUSlVBc3SL9L5CIDldefngdn3cCiPR9tEt85Yba5Lj0jmXOQ2HbDR+z+rfKNv/gnf8NwET/qQXreIok0qF6nSguK1q2y/xiiY7Ks7Yx6PcB4JuWKIqJAalrqG1PuK7RzkNp2IrUWO77qKC8DoCdN37SNr/92dsB6Nn/oPTPE1GHNp/zcgAq18g2GS/A6ZFuALr2if9grN+7sFI8D1ed98rwvJLaViDi7zE5JGrVnhckQsf8Bumg5cJXA9Cw7aol19Wx+/cAdFv9XK4sdayDyPGYi7Eu15ioViV1aht2xlyW5xFPh4oqyaE+PHgsK31SFCU1Dr/wC9tUUZTUyfPIc/qH/qUZgGvfkLxHj8vyQvIUyH1yZa28FtpiKb5e+Ta5z2s7FHlX8JEbji6xx8rZyH99oiPq51xzxatiqzO+/o+SwemPv8+d8mm5909ZHCGSU8I6Ha4M9yQ6Ja6KxIXOUEb9/QA8NS7vrS4rkyxrsVRtRjkFUJ3XBEDP7Mkl9WE2FLnmTgRE/Rprn5h39eUu8QQb8ncvqe0zAVVwKYqiKIqiKIqiKIqiKIqiKIqiKCsK/YNLURRFURRFURRFURRFURRFURRFWVFoisIkMGkGj+7+edxyTlde+HNBscj6R/qiS/lNmkN3nqTpOrRf0lKZ1ISGYCBiFHdk988AKKuW1DurNl4FxE5RaIyc4xHSPEmLJr+kCoBV598QnmdSrJm0aIlwuMXw12OmRREpekndWgDqNr8IiKT42vPLzwPgn4me/nIxmH63XCCp1sy2JYPps5mafjed8zIA+o88DkRSrwV8SzNeTAaTJm1uisLajZcCsPqi1wDgdOcvXHEOLo/LmhZYdUrqvZr1F4XLjPceB+D4wz8EwDc9TqZY6fuosKIBAIdLLjubrnlPeJnpz3zM/E3XvheI/M4mTWRxjaRl3PKyDwHgtM6jaJQ1bLBNjz/8I6uuWOOnMpf5491SxzpYeDxmY6xbLkwM+2zfq5tiH7uKYFKXVtVsSli2tkGOT01RqCiKopypfPQ/5T74ihsWpjIL+OUZf+/jcg916rCkPZqeFMuC/CK5f6tvlvuP9TskpXTDavv9yKN3aAo05cykZX3sdwFP3jeWxZ5EZ7n3L51MTUpquIfu/vuEZaenBuOWDQb9SdX16P2fTaGH6cMXSu49i8cR/11Vpqhw1eWk3eWESRN4wvs8ANuKXpRwnSJn7JSii2XILzYOidJGNno2WOU1RaEquBRFURRFURRFURRFURRFURRFUZQVhSq40khN067wZxPVPti9L2pZT0GZ7bt3cjBh/aGgRFx5raiFotL6RfVTWRrlTZsBWHfF2wBw5xdlpd0xSy2UTjWDUfA0n3N92uo0mHPAqDJKalsBOPLATQD4pjIXeVRYUW9rG2DNJa9Pezul9esB2HTd+wE4eMd/ARAM+GKukypnyj4qtFR19VteLG3FUG3FY80lbwBgtPMQAOuveDsQX7kVi9UXi2noSPsLwNL22UjHAQBCARmj3QXFMs0vtn33FMq4n19as+i2sokZ6yC7410mxrpEuPPEpLVxbWF4XmGpqDiLrKnDIWUqakStvfMKidSanpD9PjUm067jdiV2NHpPS/ReT5tEiF39ZxIt5/dJxPVAhywvLJG2j+2ZAODAE2dWxGYqVNduBcDpXHjrOjZyGoCyitUA1NRtB+DogdsACIWSM3RWFEVRckPD9koA/vzH1wAwMyn3ZaGgXBdnJiQq//lfiYH74zcdynYXbeSXyr3ARx+RzBBfPOdXWWt74y65V5mv3Oo8GVEGfO4v2gDoaZ9Nqe6GFrmnfslrJGL8/l8OL7abirKsMffYhknrPh5gdib3WY6We/+UxeELJqfgKnFJ9pR+X3smuxOmwFkCQLlbFVyGycBI0mWdDlfiQinSM3sCgNX52+KWa/TIO8mj008DEQXa2YgquBRFURRFURRFURRFURRFURRFUZQVhSq40kB+oUQ4tW5/RXje+JB4/4z0R/d/mJ4YsH2vqJG8mT1xlFz5hZZfSXmztDGcnX/zFaG4RiLDN179LiDiJRQNo7YbttQh491yHHjHZb8HZiXC3+mW6L/8EvFsK6peFa6jvFF8Roz3U//RJ9KwFYJR7MRSBZn+91neTMbzyDsm+ZGD/kg0YF6BRHsYNVP91isAKKpqttVpvm++9n0AHMiA2slQtUY87vIKSxcs83nFJ6tn/0MAjHYeBGB20h6hYVQ21evOByLbFc1zqKiyEYCG7VcB0LX33iX1H868fVRY2QRAU1mt9PdkxPuq47k7AAj4JNqkaddLrX6+xFaHUQ9tulb8u/JL5bwx2965585wWd+0KF4atl0pdVpKOIP5TcoaNwIRFdZiGO85bpvGwviQ7XjN3y26rWwwf6yD2OPdYsc6iIx3mRzrkqVhrXjt/evvdiYs27pDFHl/950ttvn+WVEJvWvH0wnrCAYk8vIr7z8MwJs/tQaAK14v50dBsUSBjfbLudffkXnvwuVObcPCfTM7I+N5d8dTQETBleeRfVRRJZ6l6sWlKLEJJeHZqyjZYrxf7hu+8dI7bPOr1sh929t+cDUAHc/JfUb7s/Zn6rOB865Y+HwDcPO/94Q/p6rcmr/ez7/et6j1FWW5k+eRjAwme4MhuEzE/su9f8rSmAgkp4qty5Nnw5OWD1SmWVuwK3Ghs4x8Z3HSZWeDiTO4pMqwX67pI365HlfEUNe5HPKexniF7Zm8P+19WSmogktRFEVRFEVRFEVRFEVRFEVRFEVZUaiCKwkq6yVK20QEG4orRJFQv/piAAL+SK7Lw8/8OG6dA53yT3zLJskzvu4c8YMpqWwBYGq8FwBPfiRCq37NhQA4nBLZfergXaluirIIjL/PhqveCcRXbk30SV7443+U/T87mVyExniv5Ffl+MLI/0JLHeQdXXokXUGZ/OvfcuFroi43njeH7/02AFNDHQnrnJkYsk0HTjwDwOqL5Jg2nksGsz0tF74agFNP/jr5DUgST3HFgnmTA6J4PHLftwDwz8aPsjDbbqZm35rjIBpGddW19z5rTupR0WfqPnJa543XUsqdeOSW8LL5/jinn/ktAOXNMvaa38Rg/Lumh7ulLut8i+az0/n83QBUrT3Pqqs2al1LUXCdKWR1rIMF412ise4LbzuYVBvR+MHn2mzT+XQckfHgHZueXHQbi6H7pNw3fPl9h7Pa7krC5ZLjsqpm84JlI0NyPA0NmN/PjLkS9VrbINGI2VBwudz5ADQ2XxSeV1ktCtHiUlFv5uUVWb2UfvpmRWlqlGijw20ADA0cASLbt5hrSaL+mb7lun/mPrep5TIAqmpF0VlYKN4DTlfEY9E3K9e/sVHxXOvtEiXwYF/6x+8rr/932/d9z34XiGw7lidfXYMoxhuaLwiXLS4Rz0nze85a/Z6eEoX1UL8cr+1tDy+5n6XlooRdtUbuP8orRbXo8YjaxeebAmBsNJL1obv9Cdu2hIL+JfdjPpe85JMAFBRWJlXebz1DPXr/Z9Pel41bbwx/blotx5kZE/Y+I56j5tmqqeVSAOqssaOwSNT87jxR+fpm5fccH+sM19nTKdeygd79ae97aXmLrV/lla0A5OeLp6fTlbfkNh6579MABAKLU/xki6FTMh71Hx0FoGKVPJefjQqussroXh+LVW1li6DlpzZXmfKKt8hYf8Wr5Nmtaa2M+cWW/+nYsGQKOP6C3Kfd+3N5lnn8nvR7krrc0q/r3hgZty5/uWTQad0iY4D57SfHpV+njojC/rG75Li856fSP99s+pSxvz1uV7B/1vJX2/3weHieSTBy5avld7zW2obVG6TfpVa/R4dkvO88If1+9iGp49b/W/x5dNPD8rxW15z8eDRl/X5vOjf91+/r3yTH1KUvk3Gyqk76Vd0gzzVlldGfb0orIufV/N88Fses4/Jvbkz+PnO59y9VznvjZwF47pefXbBs/YvFw3mkQ66Pg23PLShztjHs702qnFHr1ORFMjwN+BK/90mVare8027J35r2ulOlwFJMzQSnwvNymWVgVf7CZ89YjAeGMtaPE145b84viZ7ZyfD/t3fegZFVdft/0ns2vWzvlW10VroUkV4tSAdBBEQFfX3xtb+WnyIKr3QBQUGaICplWcrS2WV775tssum9TZKZ5PfHc8/c3GQmM5lMymSfzz935tZz2znn3vt9vk9+PN9rze7i94mdbauGrEzBkBTNZ7y2rqYAc4YPKbiEEEIIIYQQQgghhBBCCCFERCEFVxCkZtCXZvIc+sIYlYCrlRHr5fs+AgCU7HrXu4y7s391iPG02bDyPgDAREvJlV0wHwCQN4m+P109oiobaxgxX7yd/j7N9eH/gj8cHP7lXwz5NopWvQQAqNz+waDXlTubUZPxyeN8Tm+pLvb+3r78AQC2L004MCqVcFB4GPPWR/tRZuz76FkAwamC/NLNKIti6xwkZzEqJC1vumO23NmMoi3b/A6A4BUgA8HTafvW7H73cQCBlVv+qCveBABoKN3uHWcURgbj+ZU4jiqhUFR3o/kcAYM/T7VW5JYvtVXv8tUfYLRXwQLf+YaNV1O/67JoqqTSoLeCy/h4icB1HWDXd6O9rhNjh+w8RhRGR/etE41yyyiMmhoPAgDS0tlvy8lbAADYtfVlAMHVFQMlr5Dq0FnzqRKJjU0MetkYS6WUaA3TM5hv36jVPvvoD2O2fPnjTbku5LZ6KLX8kZDIuik3kZHLufkc1tXsAgBsXU9FqbtHRoVwEW8pZkw5Fyy9EgCQmT0z4LIJiemOYUwM1XSDUXBNnEovzRmzv8gRUVE+5zMKuZy8+d5x5ndpMZ9fXK3hjzrtsNR/Zvu+7t+RJDmF/YpYS2W3+Eh6e6amj+93ObM/2bl2/8/8Li9dAwDYsfn5QZdvyozPAwCmzjzNGuP7/IaCeUZta6Pv81DUi+EkKpr7nj+XypSMSVQnFq2iIjIhjeqH2z9g5oPfLH7R77queobP2yv/SN/Q/Z+wn154GOu4M/6biszkLN6j0XGMBd7xpq3YW/Hr9Y51drl5/I6+iurTxRdNtcrFumLjS3x+f+++8Cn8jKqpN5NnJnh/F+0Ifz04WIy30O/+Ydeb0+f33yZl5rLuOPKUNMfwrRf5PPLH7w3+fciEaTxuP3yYbdyE6Qn9zQ7AVtksPMYMqTw4/xqqPn963X4AtlIqnGTlcZuJyXas+l0PseyLl6X2u2x2fpxjmGR5vg5GwVVv+cVm5LBc8Qnhq69CYcHRPBdHnOTbq26kGe3lGyzjF57u/d1ueTJLuWXT2kW1Z6OHxyY9Jqff+RemnOz9vbZ5OQCgwT24zE7j4+06eH4yM/lEhbGfESpTEg4DABTGz/COK+1gH7+ig+9yGj01Q7Z942U1N8nKKhFb2O/8rq4W72/jlzUUVHUyC0NJO99DTkyY29/sXj+11BgqeXe22Rlqmj31YS+f2Y5RG5rrK8rSU33Y6L9fFm6k4BJCCCGEEEIIIYQQQgghhBARxegKpxsCdq9/0TEMhQM73nIMw4mJotu/5T+OYSi4WhgF8MHLd/qc3uVx9zu9J5/8539CLsdYI3/O8X6mUGWy98Nn7DFhVDOEi5g4OzIue9rhPudpqWH0m1HMhJPSdfSKm3vmzY7xUVaycOP/dGDNv8K+7apdH3t/d7Q2hGWd9aW2D1BvBZfBeEYFq+CKlHMEDP48tdYdDHretgDHr7lqf9Dr6mzxff5jE1J8jj8U8V/XAb3ru9FY14mxSW7+Isf/nmqD2qrtjmnGi8kouIx3akYW1anh9OKaMHkZAGDmPN9+iQDQ1sooQ6M0c7Ux4jzKUtskJFKRkG757Bg/pbLSvn6c4S6fKdtwly9/PNu4uQsvtcZwWyZjgVHBNNRR9dDVwxcowfJzyitc4iiX8RNbfNQNAIB1nz7gWGc4MAqueYu/Ym2T0YmuNqqfairtvoE5jsY/LDmFSuGsHPYZanpdtwMht4CqtRlzznaMN/dFeSk9Ns21bsanpNpK6MKJzM1vrpHWlqqQy+OPdZ/8yfHfKN/MPbnwiGsBAMkpTlX1cGHUdAsPvwqArdxqaWIEbsXBtQDs+yQunkovU5cYZWRPjA+buXbNuQiW3PzDvL+nzjzdMa2lmZ4de7azD2Y81Uw/bZylrpwxl96pScl91elb1j0FAKiuDH8/Mpyk5SYBAG7/kHWXqY+iYjh8+7f0sW4so0eHUXANhqOvYh2y8Z9FAIB1z+4BAMTE8/im5SX5XTY6lvPEJnD4yPmMsE/NYd/++lfOAABs/hcV8LX7B+9FsWVVi8/xX74t3/t71dvcTnvb6FHo3fYb1tk9VVtGafb2S6w3y/azzk/P4muqwyxl1MnnO/2VP38x24Mtq3ksVjw/8AwTxjPq18/xvh5nbbOnqNF4axmvKqOeS8+i8unY01mXHP15Dgsms6775dNc5+3nUn1QVxW+9ijLUl/d8YdJ3nFGuWV82Fa/RY+yihKqq4zaa/xUlu+Ik6ke+uydwXuZ3XHxHsd/sy3jV/aTx6d5p02cEVgdN1ie/H+sx198sP+2zSj28ifxmLQ02s82//WlvT6X6U27a+D312gvX6hkTmTWhOSMAu+43e//1TFPag73qfAwqpTRxfLFJfH6bbcyxezxenXz+bOnKmxc4WzHOo2/V9nWdwEA88+8BQCw9Y3/AwBMOZKe48Zrc/8qvheed8Y3vevYttzZZxkO9ruYHWhRyin9zhcfZdeXx6SdAwAo6+A9V97B/kazh8fN0837PSaKdURCNPsumbE8J4XxrJfSYvxnsGlw87o0qhyjahpOTLkBYHriYsewo4vvz2vcfKfUZCm6mqxj4OpiBgF3N+tCTzfr3ugo28POHNPkGGaGMEotoxyLiwquntrVNrB+3mDZ1sp3m+mxVP0FUv/lxrGN6OnjZtR/5vi1etgGdHY7Vd/mGoqLsp5lonmsUqxjlh5j998Ton33kcx1OZxIwSWEEEIIIYQQQgghhBBCCCEiijGv4BIiVOJTGLXgz6OnsYwRWaH4LA0nqXlTvb+j/Pg61RVtGLLtN1UwwqizjZFvxqfKkD7eisJZE/5t1xVtCvs6O5oD5/2Njfcf6emLiDlHwKDPU0dL8Hl/PQH80lxNwedg9rh958CPjhl85G+kE6iuAyKnvhNjB6P4yMpxRmo21hd5f3d2tjqmVVsKrt7qh9wCqsDCoeBKTWOU34y55zjGG6XM7u22yvXggU/MxKDWbfx9/NVX4Syft2zDVD6jBps1/wJrDNUYnR2Mvt+w+mEAtlKlP0qL6B01bfaZAIDJ004GAKRayr3ps88C4DwXg2XCZObjN8dg/2764RbvpUdlMD5GRm0Tih+ViTyeObeXIs86d5vXPgEAqK3e6XP56h6HtWQ//WkXH/V1ALYybyjxWEo8TxuH4VTXDQbjK2eUgzu3MLLb3/ksK6F6sb7Wjp6fveBixzwTpiyz1jmwyN5J00/uM854Nm9a8xgAoN3lW41uVIFtlqLwyGW3A7CvOQAomHgUgNGv4GqqYt/v/tNfdYxPsRRRl/7pcwAAj5vX/s63SjFYNr60HwBw5g+pzCuYx/pq0ytsb0rWBvYnWvO0U8XSXM1o6Ppi1nFp+Xw2CIuCy1ItbV/LNnDu4Yx2n9TDg+v3L1Nl+viv6G/62buD3+5gMcot458FAPf9gOevy+O7HVr+LK/pzZ9yn2/55QTH9HOuZAR7KAqub/2W0e1GuWXK8MubbX/tVSv6VziZ7Z5/Lctx3V1sg4132PX/Q3Xob28r9rF0aJx9RbZjGwDw9B9YyT93P9UX/o6nIdpSRA6FX5artcsx7OwIro8RLqrLOx1Df7g7neXq6lHtF+0cOg+70V6+gWKepScsYd+rvmRrj6m+z31yJu+Lja/8mnNZmaaMqiopg2rUmDjWm2m5U73Lblt+v2Ndc06lh6bx2+50sa6Isd7HxCZSBRpl9b1M5hy3y7cSdrgwKqwCS1WVFzcl4DLG02h8/CzHMBwYZdT6lhUAgMUp9KzMiM33u8xIEG+phYzaqhAz+pt9SDjYsdsa7hrW7XaBKs41Tcy+dETaFwAEVnL19Fcz53O0nddwIQWXEEIIIYQQQgghhBBCCCGEiCik4BLDzu6VfwEAdLk7AswZOm31gSOAA9FTVeMLo2gY7aTmBo4GMf5OQwMjd1prGaHX27cqOZORbj19qDydg4xK6nZuM5x4grhuB6oKipRzBNjnKdRz5G4PPlrKn8+TiawOpPByrst3NLaJij+UCVTXAZFT34mxQ3bePAB969OeXke9aWlipLrxRUpMygIA5OTRF2DX1pcBBKe28cfk6cyV31MZAQD7dr0BADhY/HGfZYKlo33wEfajtXwTp1B1YZR5hj07qNIIRrllwzbL7FNWNlV+xkepcNIxAIDife8CCM9xNcqtckvBU7Rn4L683rbLM/D+b07uPEc5DBVl6wH4V275wmx/19aXAACHH3frgMszVjCKqF3bBlY3lJXY6qxJ004CACQlM4LWqChjYqmmCaR4NPeE8Q7sSX3dXkc5A9HaTJV1cyO9FXqq84xnXaTSYimi9n3EumLiEqpYdq7o1dfvKUjpJR5ISPXdPzfrfOQC+mfNOpl1yUm3se1oqrD7m698f5XPdbQ3+1ZjdFvPJFHhF8rg/1mqoJ8/RY+jCdNsBZdRc/3oz1MBAAd28zo06qn3XmFGhUAqknBitvXAj2w/3kBKI8Obz7Fdv+jrvM/GT+X+TZvH55KkFLvNa2vp/z6edwQVbwuPcfrwvv4MtxFIteWLfz5Gld9plzArwpQ5LNfnvkBvrsfy7WuvpmJwx9wot958zlat/f2+gWVYMMfd1Tq86iox9jDqq62v/QEAMO+MW7zT6oo3AgBaap3vMcw7B7OsodNF/yTTfiaNo8qkpeZAzy06ljHrTsqwvDRrWC+OK6C6ydPJPk9UNLeVbo1vrgmfqnIwbGpZCQBYmsrsE8YParhwdfHdzNrmNxz/GzxUg45VpU8oFLk2AwC2t30SYM6hpcPyy1rV9G8AwJwkPvdMSpg3YmUaLUjBJYQQQgghhBBCCCGEEEIIISIKKbjEsGOUAANRX4wE8Unj+p0eDpXYcBCXlB5wnvYgfKUGi/9tMKSxZzkHq+DqbGf0j/EuGO1EyjkC7LKGeo7CcU66I+S8RgqB6jogcuq7kSD7aCpmmnbT16SjdnT4lBU/+ScAwPgvfgUAcPDVZ0ayOAMmN3+Rz/HVVVt9jnfMY3lxTZxyPFWAdk8AACAASURBVAAgLp5R2hlZzHMfiheXUXtm5zqj44wPWGnRhwNeZzgZ7eUzPmgGo2qpKh+Ev6SljCgroaLC+HsZj6uc/MMADE611psiy3NruMns5UVnqLQUXKHQ1MgI6t6Kx0MJc/wG3jexI8hbmsoB2Aou02eKj6fari2AgisuPtWxXE+CVW71XY7qnJ4KLlMPmvtjtPigBYvx4JpxQgEAYN3z+wAA7S08dx0t3J+JS20vCuOdNfnIXABA5qRU+KJgAVU3lTt4vLcvpyKgeg+VPFc8dUqY9iK8VJdx3797Ib1crrrTjrQ/48u8n2MsryWj6Lr6+wXWvByufZ8K1389wWeAte8NnVfXyn/yuuxwDVxFbawii3bwfjIKLqOMy8y1FVJtLf3fcyeek+Fz/IoXBu7j1Zs1K3n8jILLeF0tWmarxd55KXg/4v54/v7R0d8UhzbdVnvYZamx9n3yvHfatOMuAwBsff1e5zJBqqXb6pmZIWtyzz6ks61MyaY6ub6UGR7am1kXFMw9AQBQW8x+pvHgyp1BP8qybSuDKsNQ4+6mwuyzptcAADOS6AU5JYF92Nio8PuFl3XYz0HbWz8FAHR0O9/NNrip4EICho0D7TyHMVH2ZwrjM9Zz3HBR66baeGcbszd4j8kowdNtqSdb+YxX2sFsDjMSDwcA5MYNr3K/rYvtn/EmK20PPrtEuJCCSwghhBBCCCGEEEIIIYQQQkQUUnAJ4YfYhOR+p7s7WoepJIMjNr7//QAAT2f/kW7hwNPRv+In0PEeCF2dQ+fvNhREyjkCBn+e/HlhDWwdyhcfToI5p5FS340kmQuPBgBExdFPpW4DVSPuZtvLIeeYU/nDCjmu28Ac3l0uHt+so04GAMQk8pzUrn2f62hiVHnW4VQkRSfYnoVtpfsBAC0HGMGd+7kzre2GFvk/0hg/mqxeipXWFkbNtbVUB1xHTS8Fl8GoiEJRcKWmMbd/b0+w+hoe95FWQ4zW8sUnUPWbkOhUihr1UDjK1Vhf5HP8uIypAMKj4HK11VnD2kGvKxRS0nx7MpjjOBiaLe+6Q1HB1Vg/eA8Ofx5vMUH6sbo7/bevcXGh9bnienm1AUB3N31Nu/z4m44W0nKTAAC3f3geR1jB+m5L9bP1VZ6z9c/Tn8yI6Zb/7zoAwLm/Otq7ri43l9n/CZUuu1eW+dzmogunAgBmnzrBsZxRhb3+s7Uh789w0NrEc9rT2+rFh9lWfvFy3tenXECVWmYeX/8Ym8YjTkpzDLev4/X4fz9g3VK8a5C+yD3YsW7wfcnaSt9qy4Sk4E3O5hzuvK+MH9W+bYPf16oy3+UbPy18MojKUm6j/EBkPe+KQ4PWOrtf0nBwOwBgwkL6SxmVVbA0V7N/11S5xztu3hk3O+Yx22iu2g/A9gsfVzgHAFC0mn6jUTGs+6YcdREAYPcHfx1QWYaabrDd2d22BgCw37UJAFAQP907T2YslbfpMVQqx0dzX+Oi4q11sC7r6GJd1tLFZ8G6TrZ9ZR08jq1dgX0GzbxmOByYchlFEgBsb+WzckZsHgD7GKTE8LkiKZrPGYnRVMkapVeM9anDeBJ3ddvPG+5u1qHt3WyTmjzs2ze6qWSu7NwPwPYjixSMwsz4qZljkhc3xTuP8VRLjcl0zNNbKWjUYZ2WwtCos1o9vKYaPfbzeI11fbV2jfy7Bym4hBBCCCGEEEIIIYQQQgghREShD1xCCCGEEEIIIYQQQgghhBAiolCKQiH8ERUg1UF3ZKRJ60bgcgaf1GEQBDqeYcSkYYkUDqlzFCH3zSFFMOdd5y0gTXuZdqOtjOk0Ck+7GADQ2SNVYN36jziukenOCs+4FABw8PVnOX0dUzIkT2Q6irSZNBiu38j0DPFZuQCA0n//rc/2s488CQDQsJlGuO11TFMw3tpGpJCdNw9A31R7NZXBpzVpqNsPAOi0Un+ZNF85eQsAALu2vgwgeJNrAEhITPc5vq11dBgOj9byJfhIlQYA7a7wpbFwuep9b9vPMQkFf2nohov4+BTHf3PtdnY0D3rdHe2DX0ek0t4eOE1P6ATXp3K7mUrIpGEFgOQU1vXjMqcBAGJjEx3z+sNc82lWytKe2OkYR2d7Xr6F7eJvlrwY0vJb/lPsGA6E5b9Y5xgGQ3sTUxz9ZnH/5f3LV94ecHnCQWUJ0wo98ZtyAMCTv6sAACz5XCoA4AtfZerCo09lHR0dw+t17lK2l7/7xwwAwI+v3udd57Y1g0sxWFs5dKlyB/IIk1vo7F+YfX9px2HhLJKD1PSYsK3LX5pGIUaCdS/8xO+0kvWv+Ry/+72/DGj8wc1v+fztC08n28nVz3zf5/TP/Iwfbbit1HAl7du943r+PlToAt/r1brLHEMRGJNisbh9q3dcz99jESm4hBBCCCGEEEIIIYQQQgghREQhBZcQfvB0tPU7PSY+aZhKMjg87YGj7aLjLONb19BF8cbE9W+u6+4YvPFwpBIp5wg4tM/TWCVQXQdETn03knR1tAMAut2MNIuKYbRudFy8dx6PmaeryzHPuAVHAABiUxh931HDSOuoaGccUmeTf9VLlLUds42uDkb+DUSlNBrIzV/oc/ykaSc6hqEQZ6lgMrIYmV5XsyvoZWNiEn2Od7vbQy5POBmt5YuJ9d2udHWFLwK9y+N7Xf62HdI2uoZOeRAM0THxjv/+9jkUujwdYVtXpDGa9v3A/ve8v+csoALY1Fnzl3wNALB72z8B9FR7UXmSkkbT9dnzLwTQVwELAMX73g17mUXk0OWhcm/te02O4YRprCdv/AlVf0uOp8IrMZn9j+/cPcm7jps+vxMA4PGEpgJsbxsd/ZGk1PCpqYIlJjZ8WTLcHaNThSmEEEKMJFJwCSGEEEIIIYQQQgghhBBCiIhCCi4h/NAZQCmTOI758RtKg/cFGQk6Wnx7U/QkITUbANDeVDNk5TDb6Auj0DrbhtIHYXQTKecIOLTP01glUF0HRE59N5KMm08VVuaiYwEAjTs3AQA6aiu98+SdcBYAoKuTqoHGHRsAAFGxjLaPz8gB0EP1NQDvs6adGwEAuctOt7ZbZW0rMrwaYiyFSlbOnCHfVm4BVWIDUXD5U3rE9FLWjBSjtXz+FGQxPhQmoeJLrQIAnlGirgsHvRVb0dHhe4SLih5+NYPoS3nJau/vtPSJAIDxk44BAGRmzwQAHHX8dwEAHut+j7IUXH3uAavt2LvT9j+prdoxBKUWkU7pPtaTP7l2PwDgf/9K37cFR1M9mD/JbkPMuI0fR7Zvn1GSxSew7mtuoPL+d7cfGLJtVh0cPWpRIYQQNvc9kAEAOG4Z27svnl4NAKisHLjq+NN1eQCA1hb2w045fnR4NR8qSMElhBBCCCGEEEIIIYQQQgghIgopuITwQ0tVUb/T0/MZTVmx9b1+5xtpmir3BZwnJYf51RvLdoa/AFGMLk3Onuhzcls9vWY8Ha7wbztCiJRzBBza52msEqiuAyKnvhsJala94/hvfLOMz1ZPyt54wZrJ8mLo5Y/VtIuqr26Px+e2Klf+22852i3frtL/PGOt26i/IsOrISt3LoC+SoS6mt0AgIa6vSGve9LUkwDYnkw5eQsAALu2vgwgOJ+yjg7fEetJyf6Ur8PLaC1fu8u3b1xCYkbYtpGYmDmgbUcinR0tAIDEJO6rUV3FxSVzemfo/phxcSmDLJ0IN7u2vgQAiLXqrLzCJQBsLzij4DN1V1sr1f0NdexPlhZ/DABobiwdphKLSMd4dK14oQ6ArdbqycQZvB4jXcFVW0FFbFoG61HjN7bhQ+5XqB5jQow2/voPZoZ48lH2IZa/6vRdvvt+u/9UUsxnj3t+rWwtkUJcHJ8nL76UXtmXXMbhpCms29LTOb22hn2FAwd4jt97185w8MzfeE3U1QanVjr7XHr+nnYGh9++NXAmotGOeSxvbWXd7+MRXkQIUnAJIYQQQgghhBBCCCGEEEKIiGLMKbhio5k3c/K4wwEAhWmMCE6KHQcAVqZyoN1jRzo2tjPq+WDTVgBAZctun+s+YfJ1AIAYaxvv7n8gbOU+ddrNAID4mIFHUX52kBHh1a1OFcj4tPkAgEX5Z/tdttv4H3n45b7BOhZF9Wt8rvNQoq2Bx6LT1QQAiEtMc0wfN3EeACA+xY586WipG6bSBU9zta3OMOqbmPhExzxZUxkZWrbprbBvPz1/BgAgLjHV5/TGsuA9UMYqOkdiJAlU1wF967vRWNeNFnwpt3pMtQa+o4P9KbcGWIDBr2MEyC1Y5HN80e43AQAN9YGVhv5ITmE+dKOCiItnXysji3VfMF5cTY0lAIDubp6jqKgYxzqioizl3ggd/9Favk5LWdbWynz2ScmMJk5NnwDAVqIYZUoopGdO8Tm+sb445HWONpqbygAAaeOcSmtzHAfiJ9eblLSC0AsmhoSZc88FYNdZpv7bsu5JALaiT4hw0+7y30Z43GND2bT1M94/U+bwWSvWUkHMWZrsmC7EWOWSr/Jaz8yy9Q7fu1XPdpGClSwEjz3J5/Jlx/P9dNlBPgOsWU3Pvw7L+q+gkAssOIxZMhYvsbNlPP2UU9UXCKPcyi8YO1qZW26KfBWaIGPnqhRCCCGEEEIIIYQQQgghhBCHBGNGwRUTxV05duLlAIDUeEaI1rQx4q2mlcNoa77kODv3f14Ko1ubO5i/3J+CayjZUPEqACAxhgqK1Hh6JkzLPNo7T10bo3ON0qyjy6iuyoPaRlnzdgBAU3uld5w5HinxWQCAgpTZAIDc5GkAgE0VrwEASps2D2h/xhJVO5nHfvyiMxzjTTT0tGWXecftWPEwf/iJzh8Juj12VHTlLu5L4YJTHPMkZ44HAGROYQR9XdHGsG1//JIz/RSMx6hyx4dh21akonMkRgP+6jqgb303Gus6EZnExDDqMDtnjmO88U9qCIMKp6qc9aVRQxiMaiwY9UuXh54dtdWcN9vyDItPoOKxcCL7awcPfDLo8obCaC9fZdl6AMCUGacBsM973vilAIDyktUDX6mVNL9wwlGO0UbFVl05dvqu5hotnOjcV3NNh6LgMmq6lNT8QZZOhIOefnkTpnzOMW3vdvovSrklhprFy3xncwCA0n3tfqdFEu/9m/2Lsy53elRecD3rRCm4xFhlxiy++7v6Bt7nV15S7Z0WjiQSYng4/kT6IRrl1vLXmQHomzdSieQvmUhCAvvNs2bbnwHq64PL7BDDxBDebe7ZHXrmBSGGCim4hBBCCCGEEEIIIYQQQgghREQxZhRcBamM/DXKrZ017wEA9tZ9GnDZmGjmII3yOnQNPzWt+x3/zX70VHAZr7ADjRtC2kZVyx4AtgLMF/sTmIffKOFmZ58A4NBWcFVsex8AkDeXxyI2PskxPb1wtvf3rFPo07bvo78DANyu5kFvPzrGUtnl0mOiqXxPyOuq2LISAJA7k9dVbILT823acVRnGH+dluoDA9+IFVE9+cjzAQBpedN9zlazby0AwNVYNfBtjGF0jsRIEaiuA+z6brTXdYHYtZ6KyJRkxvm4PVSiFRXb0Wi//F0jAOC1NweWm1wMjCxLaRQdE+cYX1Wxyfo1eJVgbfVOAIDHzejzmFhGPubkLwAA7Nr6knfeQB5VB/a+AwDIzjWKM9anM+aeAwBwu+0I98qydQMqZ1Q0wyOTU3IBAC1NwSn0QynfQMs22PKVFlsK0cnLAABxcfR/mDH7LABAcwOzFBivqWCYNovq49T08Y7x5aX0kW13NQa9rtFOTaWVvcHyNIuPZ/R1vqWAMwq5YJRc5jzOmn9B2MspQseoLX2RW7gYAOCylK0dHfTMlIr60OSSm1gHb/yESqNdG+gtHsrlYD0S4IwvMZvLGZdlOaZXlnZ6f2/9rBVjgS2reNzWf8D6dMnxrE+PPT0dAHD1921fwqd+x/cvHs/ADm5OIfs0U2bTr2bNyqZBlFiIwRHPbi9+9Qd6Nv3g21T61Nb47/MuWMhr+L9/Ng4AUDiefYeGBi7zh1/zml75tsux3DU32irQ1FRWMJOm8BnvyGOp/jEeUheczncM9XVc5+SpnO9/fsFtTp7G/z39/576M+/fZ550Ki0v/jL7ldfexO0nJXHbHR1c9v57WN5X/hH5z3UTJsY4/q9Yzr59vzbQANrbeSw2b+rsf0YAX72Cx/OSy/g+YM5cnovERB7XnBxLyXUgsI/r7Gl8XvD4EX1deTW39eOfsw5eusDOODZ5Cvf1ez9gH2nxUl6X0VbbtWcPV3rHt9g/2u1HWXbOeba//R//lOFzHoPZfmPj0PsW/+in3OerruUxePJxu5396Y/6f445+hieg2/cyveFSw/n/wTrft+/j7LMF5+zr/nHrftnrCo2peASQgghhBBCCCGEEEIIIYQQEcWYUXAlxjqj3qp7KaL6w9MV+Av2oYLx86pzlQIAspImAQASYxkJ4XIPPko/vXAWAKDL3THodQWiuXI/AMDT6ep/xn5wt/Mr+t73ngIAzP78DZwQ1VfxlzFxHgBg8UV3AQBqi6i2M0qE9pZaAEBXJ6Msoi0PirgkXr+J4/K860rNnQoASMunH1pnG4/9xpd+GfK+dLoYubL3g2esfbnOmsJ9ibEUG/O+cCsAoGoXvTpq9zEyuK2R0Qw9z11couUbl8dy5s+j+iMle5LPMrQ30euu6NN/hLwfYxmdIzFS+K3rgD713WDrOsCu74airguWMy9kZO6mLewHnHW6rVp74iF6M8xZehAAUN8w9FFchyK5BQt9jje+WeGgq4vRfNWWCsaoXoyKKCNrhnfeQAqYhnp6uhbteQuA7SkVHc0u9bxFX/LOO3naiQCAWmudxlfMzGsUG8YLKSOLalqjYlr/6QNB7+NAy2fKNlzlM95BOzY9BwBYsPRKAECsdQ6WHvtNAEDFQSqH62v3AgA8HrstS0xkxKXxnUrPmOzYRmsLI4H3WH5FYwlzDe/Z/i8AwLxFXwFg+yMuPOIaALaXWV0t6+LuLoZoJqXkeNdVMOFIALYSr6mRff609AlhL7cpX2wsI2djrKG5xrzzWX2cnj5Ubjf77kZ5aY7BWKWxwVbkm2vZnKOJU453DP1iSXg63YzW7amyrCxnO22ukUBq1dHCCct4zbz/UejPcmMNo7a68k5GzjfV8z7fvtaO/D6wh8ervpr3TYeL10ZiEu/J/Mnsly211EsF1n+DUUzc94MS77iuAaqYRjt3f4f33N0vzQQA5E2gMuCir+d65znxXLY7n65gJH15Mdskc3xS0qguMMdz9mL2IyfPSnQsdygouGJiWI8np0VbQx6buPi+70yiLPmFue7amlkftTbzWu7sGFvX2khzleW5NXESz0lMjP95k1N4bv70OOuZ//4O1V4fvce22KisnnqR/YqrLqWP1/69fdvoL11BZcn1l/Pdwvdu4/NWZhavEaPcMoquex6gwuxH3+M2t1hKo/Rxti7jxddzHdM2ruM9ufoTDt96o9qx7ukzWd6nX2Z5x4KCq2i/81gbX6wXnw/fvhmPrWefZrsSE8vr4ue/pOJon3W+H3kwsGdh1wDVQp8/PcH7+2fW9j58n9ffXx7j9rKsa+ikUzhvWXn/G3l/pf08cfmXah3ruPV23h+z5wzf55Ef/A+fsXortwKptgDgvAvYvtz9R7ZP+/fxXDz/d67DZXWXjjk2zrEtADjiKI67+eu8x8ZaIgApuIQQQgghhBBCCCGEEEIIIUREMWYUXK3uBsf/rCRGdRrfKjEwPF291VXh+xY686SrwrauQGz9zx8AAC01IfgU9aLh4A4AwN4PngYATF1GL6TeviEAEB3LKIqcGUc5hoNj8Oo5Q0PpNgC2SmjaMkZ0G18GM8yb8znHcDC4GhlNs/OtRwAMTlV3KKBzNHqJsryiChecAgCIibMi0+MTe/1Pcvw3Srr+KJh/EgAgcwr9Nsw58HS09frvcvxvPLjTu46myr0D36ke9K7rAP/13Wiv6wZKT78tkyd88iSe7/qGoVcdH0qYayk7Z65jvKuN/oKN9cVh36ZRhRkFlyG3YJH3dzAeRgCwf/cKAEBnJ6+Z6bO+AMB5j6SkFTqGw0mg8vUs03CWr6ZqOwBgy7onAQBzF7Jti41jfVk48WjHMBga6vZzneupPu2p+hprVJZRhZNgqdnMeTVKqcJJxziG/XFgHz0/jUfd4qNu6G/2fjHbP/akHwCwFVu++si+ML54R59wp995jBrNKLvMNWRUi5GOOYYAcNDyrDPeeT2nBVgJgJ7qVNtj1fzOs+q7jWseA2Af19HKj75HL5bTL1Cf1NA74jotg88ER51qR2n3/D0Qqg5SFWGUWxs+HLk+2VDTUMOO3p0X7wYA3PEHvj9aeKztf2y8tM6+Ihuh4B6DSqRoS6n1+IfsvyWnsn5KSAr+fVFSCud9+J05Pqe7O3ncWppYP/3yJtbz29aMDR+44eal53jcWpp5XH/8K9arl3zR9tk2zz0LFvHZrrmJ8xrllqHYUg998gHHH38S229fCq5PP+I827c4M2bV1ToVxOMtT6nZ83i/3fdnpxegL6ZO4zIbLUvZaTP4vHbN13n/GpWgqS/T0nnNWY/xfv2gIoFPPmI/16jYLrjIeudg3Zt/upf19q6doe/kpx93WEP+T0hwKrgqK3kOn30m/Iq4X/w63fv7uqv4XGj2uTcmyUwgJVJDj0wsvdd16Zd5/MKp4PJXnju+z7b5eus6/ctjvDd/9uPAyi2jfPzfX/P+Xf0p9+OKr1KR5u+a/v2947y/z7+Q+2pUcsa/bawgBZcQQgghhBBCCCGEEEIIIYSIKMaMgquymZE3rmzmN56TTW+BuBhGEBbVfwYA6PBEfs7VoSQmipdEegJzend2MVqu3T3280YHS80++kO01dODYtKR53mnpRfOHrLtujvCH7FUs3cNAKC9mV/9pxxzEQAgOXP84FduhS1UW9s48NkrAAB3e+A8vcJG52j0YSLSJyz5QtjXHWupvGKDUHs56OGRNVgFl8HUdUDf+i7S6rpAJCXy+F12UbJ3XEMTI7127XZGHU63cs/f/UvmiZ8xjf/dVhD8/Y+wvXz0L4yeu+0mO4p6mrXsKSeyb/LacvZJUqxI1jNP4/jrv8lc9SnJHH/n7Yxk+/w5/lXppjzVNSz3r+5u8DvvaCA7l5G/vRUeVRWbhmybtTVUqhgFiFGZ5OQv8M6za+tLAIL3pykt+hAAUGUpawon2cqjjCz6eiSn0m8uzlIpdVkhdh0dvEbaXcyDXldN9VhV5ebgdyrE8pmyjVT5jJLr0/d/CwCYMPk4AEB2Hv39jBdTTLTtC9Nh+Xg1NVDdV1lG78mqivAdr0jBqK8aLK+yCZY3U0YWvQzj4hgZ2tnJ+rSnv9PB4o8AAHU1fHYyXmvhIJzr6o1RrsfFc9+CVYeNdtLSJwIAFiz9mnecUei52tj3M9e48cnr7uNHxjbMHBPjV9ezbjPrNJ6D4ycdC8CuI4LFeGIBwA/vYFSw2/IjSrbarHO+xLZqwVzev9+y2sHLb6h2rOtvj9jecH98kG1ncwvr3jtuZbu3xFITvPBkrmPZy66m8qArMqzEwspdX+V9v+wsHv95R7DvMnG67VuSlc9rwShlTGR/WysPWF0V+zb7trI9XPU2o8c/ep3DDtehc2Drqng/3XU5j+uS4+0++Enn8b4xxzgrj8c1zlIzGO+oihJG0u/exH7dWstza/U7Y+8dinniyMwduleJsXHcyrgsyxM0UXH5g6HaUtssf5XX54WX8Xq+6nr7Wn/sQUutGUZTHqMYC0SU9Rxr2pLTj2Mb4glCYGxULfc8yOegi7/AtmHfHt7XWdmc/v66giBLPfox7d71V1Pd9Kvfsi049/xEx3CzpfB64Vmed+PR1do6upWlr79qK7b9KbcMo9VDqvcx/vYdvNe+cQv7sE/8mf3zn/8ksHLLcM65PK/GJ+9xax2B1Ij/+qd9PI2C65TPS8ElhBBCCCGEEEIIIYQQQgghxIijD1xCCCGEEEIIIYQQQgghhBAiohgzKQo93ZRffnbweQDAonya8s7IZPqFaRk0vq9sYTqO4oZ13mVr2+y0HYca0VFM95Eaz1QwM7M+BwBIiKV0cnct01Z0Y5RqP0eQ1jqm7Nrx5kPecclZEwAAGZOYEiQtn2lAEtOsVDvxlINHxzK9QbelJzUp4VxNNfb6a2ju21i20xoGZ3wfCs2V+wAAW/79e5Z/Isufae1Hau5UAEBcUppVfjtlkNvFsrc3s+wNVnnr9jMdUluD/5RaInh0jsRI0ru+G2xdB9j13XDWdb1546V8ALbh8K7dtsb/rIsqAQBtLrZ/0VZI0JMPM6XSLXcwddT6jUydkDGOM3ywPN8xvic5WWxzjzu1HACwZyOP4zXf4LFYvYZpAi67iG3wbXdyG7/4EVPkmFRNPdedEM80BReey2N+4hfKg9n1EaeqnKkIV5b/17Bts7uLuU4+fOsnYV+3SedXtOdt77iev0ea3uUbLWVzWyn0iva85Rgalp33K+/vqARe4+lpNKVPyGa6me5Y3nvVpRvDVq6VbwzfdemPwz53o/f3vs3/AgC0NBx0zGNSDzZufCbk7XS0M4XWYPbZpPQcDcetN7u2/dPn73Cvf6Drjolhfb5g6RUAgIRE2wTcpI/ctOYxAMGnTO1N8b53vb+PPuFOx3ZNmthgUxTGsPnCQ3/I8o477Tz2Hw+WB5FHKki2bucz/de/xXZx41FMo3PJlVUDXtecyWcBACblMTVrN3wfxy17XwYAlNeyXcrPYt9magFTf6Yl53vn/XTrwwCAptbg2toj5lwNANh54PUBLdcf1eU8Rq88Xm0NB73KsDBjwikAgG0vHQ4A2PoS+0+7SlYAAMprXL4X7LHshBwua9492Muyfn/oJwcdQ0NyziTv7yOu+xYAwNPJPlW3lc+rsWQHAKBkFevTzlbfqZzXf9Ds8/dIcd6M4FM3zz7rGwCACY40lwAAIABJREFUklVMO99aUxr28ng83QMuV7gx+wmEvq/fOH1nWMsUboayfD+/i6mn//aSnSb29X8xfd3mjaxfTBq0409mHfzBu7yfJlvp1o87geMfvHfwaThLD/D5q2gf25Jrb2I6t0f+1Pf+mzOfz5b7rGe2FKucJlWdScdo+PKVKYMu32il0trX665iqsLDFvLYXPplpqEzKe1+8gum/L3t2zyu//19Oy3em2/4r5dHis2bAuTciwCaLKuDq67ls8st3+Kx//vfBp6a0LBwsTM194OPZoRcvpzcmJCXHc1IwSWEEEIIIYQQQgghhBBCCCEiijGj4DI0dzDa66MDfwEA5KYwqnxS+iIAQH7KLABAQeoc7zJVLTQU3VjxbwBAZ9fYMlozLMo/2zH0hYkQ3F+/BgCwp/bjAW9nz3tPOYaHEq21pY5hxGGFvtQf2OwYjla2/uceAMDk02YCAJbcvgwA0FLGiIjTz7/YO2/TAUYqrfr5uwCArs6BRZvmLGak+KyLp3nHffyj74ZQ6kEyys+Rq4Gql9VPDv7Y1JdsDdu6Kra95xgOBk8HI9zCUa5IJeLrOoszL3SqF195Ns/7u7bWGQE4eRK7TAvmMXrqmcdz0B8zZ8T1Gbd9F6MijSqsspr10IZNVGQdtoDLjEt3RiPe/wijI6+/itFft3y31rvOs7/AKL2167mOktLwRdJHKnHZPDeTbuU92lHJiPnoeCoXmjczErx2xRth22bKPEb8x+fbJtZ1777lb3YRAuvevhsA4Gple56Zz778vKOvBAA017M+crXU+Fg6NFLHUWWZmELVSvXB4YtY3/zhQ4FnCiMjua+HIpnZ7Lv2VG4ZDuxbCSB05ZbBqPMAoK2Fap/U9PEAgLi45AGtqzCf0b61dXaZBqvcio6JGtTywbK/7AMAwO7S4OrkitotjuEJi78d8rbX7Hgi5GUHSlpyofd3UkImAKCybuuQbzcxntfw5PzjAAAfbOTzWaeb/eUo+D/Pg1nWH52tfA7c+MzPAACxiew7jV96BgBgztnfBABsfZltSlfn6Hj3k5zNOjjByoZQt3/gquSdrz0Q1jINFYPd10jZz9HKnl1UyDz711bvuB/+gvfizdfwGeOb1vCun3P8z35DtUhTEx9OfvoD9sX27Rm82sYSWeKW69h/+68fc5tvfUL1bGycXQ/s281nqW9Y5Ss5wHbo708yS8g/V+QCAFpaWM6Xn+c+HiiKfFVQIDZv6nQM//en7ANcdCmfFf/rLmb6+b8HbeXP2aezb7B79+g5PnW1g+v7jAZmzOB7gx/+ON0xfuEiPusnJvKadrmCz5SWnu5sD//8CK/52pqBH6+i/WPzfYEUXEIIIYQQQgghhBBCCCGEECKiGHMKrt5UtexxDBNj+dV6TvZJ3nkK0+YBAOblngYA2Fjxn+Es4rBR1rwdANDUXukd19XNL7ftbua3rXUdsP63QDi5/U5eOyeewnzDJqDM3WnPc8WljDppb5dn2UhQ8g7VmGvv/qDPtON/cyYAIP8oRoyVfVQc0jbkR3dosfCs7/QZ1zuiumgNfTeaqvYNS5kAoGDuCQCA3Gn0l6w9YEc+lm5eMWzlGCts2sKK/MNP7Cje229mnf+z39CjwcRMdbpZBxx2NP0fPAECoG67Kc37u6PDd/1h1mnoHbH8zPNsk++4jVFgxu8LAL72JeaWf/yvI+8TMdroKOc5KnnwPgBAVCy7vZO+eTsAoGUrFbDtBwevRGzZtsUxFEMJ75e6CvZrjS9VWuZkAOFVcGUVUpnncY+OCP+h5FDa19FAQqJ/74SO9oF7M/giKsr2WEhIcm6vvX1gvikVVez7ZGfZ7U9+HtdfUelsCKOsJqypmcvk5ji9HuKsaPzD5vZVOhtMRH+SFeVsfDC7Ij+we8jIy5zr/e329PUBHSqMCqujk/0Qo74y9PfsNJhlg8Xt4rqLP34JADD/Qqq7s2ceAQCo2vbRoLcRDjKmHAbA9g4byxxK+zqSfO2i6n6n3/Nr/23NNuvZKNA6evP4Q6E/j5QUsy357e6bAQBF1/0i6GUfXrkEAPBM85EAgJZNVKHXvfUmAODPDxx6z0nmudP4Prna+P/uP9rK8S9aPl333nPoHZ+hJCWVfZfvfYfvEdIs9dWPf8Zn+f/3e56D226uD3qdzU3O9vCN11h/rlk9fO39aEcKLiGEEEIIIYQQQgghhBBCCBFRjHkFV29cbkarbbD8tgAgJZ655gtSZwMANlW8CmDsKTWMiu1g09Dn4h5LTLPypx5xNL07LvqiM4rFfJ0HpNwabcSPS7R/p/N3y0FnxOoR36MSJm0yI1tjE3m+yz8tAQBsfmS1Y/7kvFTv7+N+TtVncgEVGhWrfC8z/XyqRCefTr+FqGheM1XrynzOHw4Sptp5+DPO5z66qxgh4tpJpWbLZ9sAAKnHMoqueZVVNyg81ifb33kEANDpGljU81BQvv19AECXh/my4xJSRrI4Y4Zf/77B+3v5y8z7/vDjjGgrOsBjvWcvh9+6mRFYv7/PGf142HxGpO8KYy5z49n1zAtUct14rV0PzbMi4F97s63vgsJBt5vnpL2Mip/YdEbP9VRwFV51PQCgbc8uAEDiVPouxqbxfB98jL5IXe2Mmht33PEAgPTDqaZstZYDgJrX7b5mT5Kmsy3IOo3KYlPnRlkeYQcffZCjO7iN9KOP8y6btngpf1gSibZ97NvVvvm6YxuZp1jt08zZjvk7a9iHqXzxWZ9li0Siotlu91Ye5U85GgAwcdbJAIDoGB7f7i773izezsjeygP0njUql5lLLgEApGVNsZZhVHHB1GMc21j71u84vYeyd8JMZomIjWO/IzGFHiPjcqabEnNZy1PM3cHI2qwCq68wlz4xyem2n9vmDx8GADTW+FYKp2ZMBABMX3S+tR/033F3ct1FW1/zzltbvi0s+5qWOck7bcbiiwAAcQmsm6KiGENpfLz2bnzZZ7kPZVwu/1G7OfkLAQAtzRV+5+kPo9yaNf9877jenlu1VdsHtM7OTrZDt9xhe0D+7RH6HZrnH6PMuuzqKgDA9p1UAJSW8Zpa8U+2q+UV/L91Z480GL0wXdF//IvX8MpXeT8UW23x5TcMTFUwXORmsM6dPv4UAEBqMr0912ynP3h9c98MErExrCuOXfANAMCByk8BABNyqTCKs6aXVq8FAOwuoZeYUT/Nn3oeAGBc6kTvOk2Wlgm5hzu29fHmPwGw7+P0FHqyzZn8Rcc63R72KXaV2FkBqut3WuVlNpMls77qWCYhnu3ksoW3Ora5Zgf33eNpdyw3kGXbO8KhauR12niQ+5Gaz/bdKLgS0nk9T152kXeJhPRca1Eer4rN71nLfOhYc0ruZMeyxvcrKpr3Yk+PqQOWkiw+hXXwlOMv5Tryplqb4jWeM8dZB2998becbpVl3OT53mnGXywpk89/O19jP6K5wtlmxMTTi2f+hcxQUbnlA2tbx3J6QpJ33pqdqwAApZ+96lhHzmyWK38Rr/HoWKtttZ5JytbR37Rm9xrHfoZjX3vvZ3/7akjO4X0x6dgLWZ5Uto8eq+0tXc3sTQ0HtnmXCfY4+TtGva8HwP81Ya4HMTga3ue92d3JayomRc/GvSny4UOWmRmc5sXjcb7njJZUpl8qK1h3vfSi8/l8zlw+s3z5q+yT7djOeuFP9wZW0G3cyD7ThZew/jn2WNa9UnDZ6LIUQgghhBBCCCGEEEIIIYQQEcUhp+DyRVsnI7bTExhVFh1lRYJ2+48qE4cONdX8+p6Xx+/BCxczWn7TBl4fLc3+VVuXWV/mzz6PX9mtgB2s/oRf2e+926kE+emv7Hy4U6fxOkxKZjTkByvbfS5z4y386r/seEbTmWiKYitC4647G9Cbb9xmLXNCgmP8OytcAIDHHqJKYPHh3Ncbv8n5rcAsZOfa38YPljBC8M5vMRK1ewRFbBNPYXR05lxG28WnxXunVaxmhH5zifN4rLuHEXhdnVYEvaWuOucflwMANj/qVFfFp9nH7J2bX3FM+/yjjAwrWs4I/m431znljFmc/xZrfusYnXTvOQCArHm53nXUbqsKtJtBEd9DwdX8MX1mWlY51ZsJ0xm1Oe7czwEA4goZZd62bT8AoKOEfn3jzrSj6qKTGUVqVGBtG3cDADIuOBEAEBXLi7zpvfUAAHdlXb/TASB+Avc/NsdS0WXzPmh8i8e+ozi0CObhJjWH0e+F8xi9v+v9Jx3TZ51wJQCgbNtK77jm6iIAQN5MRgRmT2H+cBP93lhJdUbJxjeGqtiiB5u32u3+W++yPvz+dxhV/O3/4rX8lWsZNf6rn/B63bqa95Fl74Rde1hRXnpleO7lnhg12afv2MqOx5/iOHf4BGNjD0u9FJ/H45YwkZG11a/+y+8iRu1V/tcn+l11w8eM6u1yMUIvPr/Q/8xWA51/6VcAACUP3AsAcDf2bacBIC6bdXLaEjsCv/SR+60CsiGZcD0j/s0+tZdQHZC2lB4EFX9/iuONSi3K6e8WicTEsh3OHk+VS0IS79He6qaGavpy1pSxDTRKqeS0PO88i068BYCt4GpvY19my8ePAgBmH/4lAEBLYzkAoHS3XX8HomAalXdGfbXjs6cBAHHxKY7yGIyyygwP//wdAbdhjsX8Y68BAOxcS2VefSUVCokpVCQsOuFm7zKbPngAANDWzDoq1H2dMPNk7++KIrbXZfuohIi2VHXxSeP6LCdIXTXPkauNbUuipboDgKkzLQVmCvtH1ZW8hl2tnNeoc2Ji2E9PSOBxThtHpUJuwaI+6zQ0N1LBWlYaWvaAt1a6fP7uj2tuDl1t9d276kJe1jC1kErbKYXLfE7/aNP/AQDa2ge/rSpL5WSGxx32zaCXTUpgvyImOs4qF/0jE+KYKcKom8qqNwAAWlw8rmt3sp5fMO1C77qa29iHLyp3Ko0MMdF8RjJqqi37qCKpaWC/MzmBGW6Omnedd5nV2x8DALS66HP42fbHAQAZqWx/5k8731Fuf5jlQlk2HBhPrkSjzrLaxemnsp9e9MFz3nlbq5mdwyh25l/wXWu8lQ2jim1u/sKTAQDVO3lfGYVXVIxVFyb3rQs7Wtje7HqDGSKmnvhlAEBbHevgik3v9rsfDcVb+/yef9Gd/S5jiE/l+TXqqy0v/gYAEJec7p1nwSXfBwDU7PoMAOBq4DXVVM5rpL7Ialvb+d4gMYPv0uaey+vUKLjMfgKD39eB7Gd0HNvHmafzGt7/3t8BAI2lOwDYir0557AfsPM/f/Iu29nGayTQcfJ3jHpfD0Bw18RwU3jN9d7fvTMXxKSx3il7lH0Yk7kg/Rg+s6YuMRkF2Ld17bUyCix3ZhQAgKQZMwAAmad/gSN6ZS4oe9iZuaA38QV23zrnAtZzVc/xfHbW1vpcJhBmP4Dg9yXz1M8DAJJmObMjuGtYJ1Y+3zc7QijLBGLuPF5DpdZ7uKam/l/AxVjvIK+4KrnPtLVrglP/mOfMKsuPc9p06zqO5/7485kWTn58F9XI060sYd++g+9Zd2znO4gVy/37Er7yMvtc3/0e781rb0i2xvMZ9MCBAMbgAHJyeI2ba2asZSCTgksIIYQQQgghhBBCCCGEEEJEFGNGwZUYyy+fLnfg3JWc345OyUpiDvnmDn5Fl3JL9KSxgVEK3/oGo49u+TavtWzr6/cj97d45337TX5VnzyFYRLnXsBoryu/xGvLqJsef4bRQL3VYL/4kZ1f3OS6NxEXb33EiOP7ft/kWNcFF3Mb372F5du6hevylRf38CPjHcMrL6txTH/4LyzXmlXOSI65lqfMF05itG/PCI2/vsAI8xmzWJ3s3jlyMoKSdxitvfbuD/pMW/ItRm3OuJA5vPf+kxHSS79N9VJsEvfR02F5Glnqr6heB7Kp2I5C6+5yRjw07mEEUeqEdGtZRrSkTuT/k/54js9yxybH+xw/GJo/2OD9nXnRyQCAlCPmAADqXmaO6va9jOI1Cqn6V+jr1O3hNR+TwWs9fnyOd10V973g2M64LzJC3VPLa7ezgscg80KqmFw7i/udDgDte6gscO0ocpQr51oer6qHRod3x9xTbgDg9FoBgB3vPhryOhNTef9kT2Xk2LYVD1pTeG3NO/VGAEBKNtuplpoDIW9L2MxacjDgPFd83XfE+X5LHfuVa4KLSL/3Qf+ebUuWlTn+r3jH5Rj2prWN10Vioq3CefKZFp/zCiC+gOq6iTcxmthdz/q78vlnAACeZv/npm2/by+HwWB8vDytPGf+lFsGoziLy7br4AnX3eRz3ugEpyK7/K9WZP2J9MiIy2T7Xv/+uwCAlu2R58e69FRGznvcvD9aGiwfy49YB7s7nXnuk9MYnW88sbzqtR5Nd2xckjWJbX3v+n0wNFTttsrprG86O8J3zxrvLU8nj4lRbhlcLdVWWWxvuMx89gWMgitUKopWeX/PWHKRVZ4JnFbMaHZ/nmEC6LK8Zzavo8fQYUuv8k4zyqu8wsWO4WCortwCANixmf0447V2KLC/jM8Fu0vfGuGSBEdxxaeO/+2dbKta29mHNn5VRsEVCsZ7y235YhnllsFsq6Zxr3dczjhmpCh2OZ8fI404S/VrlEcJlkonOYvHZObp1wZcR+I4ti9GwVW9k+ds8jJ6GibnsC40yp7m8r29VzEqqNz6vuN/Z6v9LqK9kddXXAqVRkadlJjBdxL5h50MAIiy2lbjX2/8q8wzdPcIeTunWN5bng62j0a5ZTD713SQ7WP6xLneaea8GfwdJ3/HqPf1AIz+a8J4V5U/+YTP6SarQOpSZhU4+NAD1oI87+O/zv5pwiTbn7O9lM/4eZcxc0Hp/VRouhv67/92e9g+JU6mwjPj1NO800z5ulpb+ywXDL33Awi8L+0H+PyddoSVHeHpv3J8aeDsCKEsE4jrbmAmgPMu5L22YR3f3ZVYiq6Geu5HhuWvdcyxfM+VX8AXiyvfsVVC//lXcEpsw7//yb72NdezDE8/z/rzvXftdZqsJllZ3P4PfxAOD8XQsASTWLrUft+Wmma9o0vlsMA6Loazz2PGoqpKHs9mK2PXvr38X1Eeev/JKOFu/jqfSV/+D6/He+6lgvvi8+32decO53vV+jrWpd+9jcve9yCX+fdyPif++xWem/IyzmfeV8+caX/2Odry7Tr1eD4DmGtmrCAFlxBCCCGEEEIIIYQQQgghhIgoxoyCa37u6QCA9ARGu9a1Wf4wbn4tNrnKk+IYXZGfMsu7bHQUv9huq/DvxdCTWCtn9azsE4Iun8sqx4GGDT6nZydPBQAkxvBLeEp8dp95jEfYpHTmVe/o4tf2WmtfOz1tfZYR4WO75c1yyw3Mz15QyOvmoSfs/PbG92rSZN5ak6dynseezvK5zpQURg0kJHB4109tZWGy5b1l8qKmp/N7tPHxMn5YpjzX3cRrZ+Ikbvuxh6hmfPdtO5pi5mxO27yR+9LbL2vLJo6fM49RHiYX7NbNHPrKrVtreZSlpI5uX4/oGJYvKobHMe8IRlHFpzPq/aO73nT8n3zaTJ/rSZuS4f1tFFqGcTN4nrc9RX8po4RqreC5eO/2/3C8pfyKjo12/A8n3W47GqP2OUasRqcyyifnqi8CACr/9GJQ63LX+I+6iU7i8XJXWR5slgKu3lKJJVuqMX/TASBp4QzHNFN249c1Wtj+DvPGd7p8qz4SUvvW2z0xCoGeJI1jvZ6Yysibead+3eeyxmdFHJqYIL9bb2TO7bd7+J7sK5L5lj86yqmcKXkwBE+PITCUNIqxmGS218bfwNPUq06xTnhHJb0p3PW2L0zpYw/xh/EvsGTevSOkO2sYVVz5wt+tbTJP++Rv0y9i3//+eJB7M/yse/tuALYPkT+Mx9Xco+insu7dewAAbU2MrI5LSPXOe8xZQ3ccPG7/efTDh3WdjoC3Wl2lHQ2/dsVvAQBZhVTJT51/FgCgvY1R2js++9swly5yaGnifb76w997xxWMZ2R5di6PZ0qapea0rm3z7OrpYv/cqALbWhn521hPRXx1xWbvOpubnIphMXpxe/xE1I+k0fEYwCiKxk2aBwAo22Ap+oy411I1bvr7L7zLBKvqbSxhfWg8mjImLwAATDiSz1w9faj2vfPXUIo/JBh1k09M82IdoNhE1j/TT6XadNvLVptcz7Y1Nolt6+Kv/nQoijpwzO0ShubR73HqdYwMva8HwP81MVquh7b9/SvK4vOdWQXG33Cjz/l6ZhSITe+VuSCAcssQFcd3UbmX0Bu0ad0a77RQlVuG3vsBBLcvAFD+lycAABknnwwAiM3ks3/9e+8AAFq3beuzjlCWCcS/LdWVUWgZTy6THSo2ltdjUxPrrx3b+ax43x95Hp57xj6GAxVY/u43fK9lWbLh7HOpdrr51hTvPK2t3Y7tjiTmHeqz//D9PtYXv/hVus/x997Dff/j74PLGtcfdbU88F+/hs80L7zM6+Lhx+13yxeeU+OY17DiTR78C87m9Ju+ybr31NN4Loxyrr6eyxXvt98L/v63fOasrh4ZZe1QIwWXEEIIIYQQQgghhBBCCCGEiCjGjIKrrIlfvo26KjuZ+VrjopMc87V7+NW6qsXOM723njnkm9org9qW2caMzGODLl+9i1Fz/hRci/MZyREfk+JzOgBkJk10DA2fHWQu9epW5bkfCpJTnEoqo5wyuVerKu2v30aRtWcXIyrLSjnP9V9jHnMrnbA3L62JmDjhZEaHjMuwvzl/66Y6x7izz3Ney4biIq70v+9ocMz/6tvMDf65wyu88xpF1hln8et+74BfE/XRU/UFAJGSpn/iKdMBAJlzue9GIQUArZWMtNj4AO/3mARGv867mlGyJ9zNaGNXNSNa6vf4zi/fuN+OHD/2Z8wHnZzPqImyj6mm7OnTBQB7XqbXyUn30lPKKLaMAuz9O17zzutxhSfSJeXIed7fibNYZ0Ql8Py2rt/lmLd9L3NBZ11+JgCg5RP6NHRW1gbcTtN7VKtlXUKfl86KOsc6A03vSfqpRzj+t6yKLI8YTyfvm7iENMf4KEt2mZRR2GeZtgbenx2tvGaMSsxEjJplw+kLIyKHSy6g6ubXP6VytNjKk/2160P33RDhwUSC511CX4H4PKoxHZGrGTxvdW8tBwB0VLGfWfmP5wAAhZdfDQDoNgnZLTVW2ZN/BgB01rAdavj0Y+86vR5c3U7lzsEnHrXWxXZ+wg3f5H/TabHma/j4wxD2NrKwFa88Rp0upwq5cNpxQa/LbXlbJSYHH/k5nDTXlQAAYmL5bGL8teoqGD2emMII5Yw8O3NF8U7fPkQD3Vfj/wUALY18zqku3QgAaG1k27b4pFuDWpcAujy2B/TBA586hkIEQ0/lV1JCRj9zAo0tVDh7352MY+aKmgZ6ByYnsB7ITp/uXWbfwZXhK+wwEp/CYzHhKD6HdVntYt2etfxvPei6LD+l/EWneJct3+CsL5Msny7jtWTa2OQcevW01fK41u3jOx9XPevCOefeFrCcRiVkPMFGGzFxvdrWVmfbmjt3WdDrGo59banmc7kpt/HYaizZzm2ns31MG8/2sWz9m2Hbdu/rAQjtmhhWAihEOyqcWQUOPvowJ/STUcD0lWNSgstc4C2D9dxb8geqBPOvvNo7a+oS+lY3r18XeJ+C2I9g9wXokR3huWcBANEmO8Id3wMA7P/ZT/psL5RlAmE8tHp6aQ0XLhfP0W9/3eQYDoYnn2h1DMOJUT/NmFQe9nX74pilwX1TMBiV28K5FQHm9L/st2+tDzDnoYMUXEIIIYQQQgghhBBCCCGEECKiGDsKrubtjuFQ8H7xn4ds3W/vuz/s6zzYtNUxFKExey5VLz/7Ff3bTNSCFZCClT3UThvWdTqW/fvfGIXw+NPMqeox3ktWlMqN11Ahs3E9l7vpVvub80NPMKKpqpJRZTu2OZU9ZvtPPsf5Otqd4//2l5Y++7JhLbez6pMOa1mWywTNvGdFgaxfw+mLD4/rs47RSPGK3Y5hMLjbeCzevvHloOav3lDuGA6E/a/udAyHg5bP7HzOrRuo2PL6cvWK0Gp8czUAICqOTUJ3p/Naq3l6ud/tGG+tygde4jpMxJPHKfvrb3r8JCof6l+jSsFdUWvNE1mqJa8aq43HZP7ptwAAOtsY4dhW3/facTVToVGxm/s+91QrB7hRbFk3546VbH+irLiUqUdfDABIHsc84ua4AkBSOo/ngQ2vAgDaW/r3qxGjlxdebnUMRXCYaMlQvLfK/vJoUPOZqM6K5wbuLdS6a4djGIimtat9/u6PkgfvHXC5xgquVrYhZfs+AgAsPfUOALYnVmWxfQxdLb7V2oay/VbdfOTlAICjzrwLAODu4D257p17wlVszD6cXhPJ6VT7JqZk95nWYXlA7ttM3+CmumIAwNaPHwcATF90AQBg5pJLAQAeN6Pkd6//h3ddxousNwPd14IpR3t/Z48/DADQZd0X5ljvXv9Cf7ssxKhk0YzLAADJiXzGSohL6zOtw83nrG1F/wYANLeyD7hg2oUAgNTkfMc6DpvO8e2dzCixs/gN7zpbXOFRZZdU2nXbwhmsA05Y/B0AQKebXt2fbHkAAODp4rPeul1PAwDmTmE2mflTzwdgq8G2Fdke5eEq51ATl0z/lKVX/hIA4HFzXxsO8J3Izld5DIySy7DnzccAABOPPd87buGX/weAnVHB+E3tXm6ppq35cuawPsyYspDjrbqwy1LGFn/wfMByV21nmzX9lCsc23a7rGvt5d875p964pe9v5OyrHbDUiVNPZHqcvMMUvLpKyx/Q1XAcvijvYlta9VWKsHnX0QFitnHml28/tob+29XgdD3tfd+cprvfW2pYvu4ezmfoSYdx3twyvG8hz0dvCeKP2Q7Zc4tAMTE+86cEyy9rwcgtGtiNGGyCjR+8gkAYPwNJqOA85m17DH7nWl3J++9qhe4rwVX0L+MDLWYAAADSklEQVTN67dteaOXPcF7r6utzVrQrNrqa//tKe86C6+9AYCtAms/QKVe7sWXAADiC/hsbLIixOflAQBqXn/V534Esy8mO8L4m262/vfKjvCRj+wI1rQBLSOEGBRScAkhhBBCCCGEEEIIIYQQQoiIIqo7QK7VYSlEVNTIF0IIIcSIYPzCjC+Xu7axv9mFEEIIIYQQQgghhBCHEN3d3VG+xkvBJYQQQgghhBBCCCGEEEIIISIKfeASQgghhBBCCCGEEEIIIYQQEYVSFAohhBBCCCGEEEIIIYQQQohRiVIUCiGEEEIIIYQQQgghhBBCiDGBPnAJIYQQQgghhBBCCCGEEEKIiEIfuIQQQgghhBBCCCGEEEIIIUREoQ9cQgghhBBCCCGEEEIIIYQQIqLQBy4hhBBCCCGEEEIIIYQQQggRUegDlxBCCCGEEEIIIYQQQgghhIgo9IFLCCGEEEIIIYQQQgghhBBCRBRR3d3dI10GIYQQQgghhBBCCCGEEEIIIYJGCi4hhBBCCCGEEEIIIYQQQggRUegDlxBCCCGEEEIIIYQQQgghhIgo9IFLCCGEEEIIIYQQQgghhBBCRBT6wCWEEEIIIYQQQgghhBBCCCEiCn3gEkIIIYQQQgghhBBCCCGEEBGFPnAJIYQQQgghhBBCCCGEEEKIiEIfuIQQQgghhBBCCCGEEEIIIUREoQ9cQgghhBBCCCGEEEIIIYQQIqLQBy4hhBBCCCGEEEIIIYQQQggRUegDlxBCCCGEEEIIIYQQQgghhIgo9IFLCCGEEEIIIYQQQgghhBBCRBT6wCWEEEIIIYQQQgghhBBCCCEiCn3gEkIIIYQQQgghhBBCCCGEEBGFPnAJIYQQQgghhBBCCCGEEEKIiEIfuIQQQgghhBBCCCGEEEIIIUREoQ9cQgghhBBCCCGEEEIIIYQQIqLQBy4hhBBCCCGEEEIIIYQQQggRUegDlxBCCCGEEEIIIYQQQgghhIgo9IFLCCGEEEIIIYQQQgghhBBCRBT6wCWEEEIIIYQQQgghhBBCCCEiCn3gEkIIIYQQQgghhBBCCCGEEBGFPnAJIYQQQgghhBBCCCGEEEKIiEIfuIQQQgghhBBCCCGEEEIIIURE8f8Bw5L6dAA6/KgAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We'll be using 2 Tf-Idf vectorizers - for titles and texts separetely."},{"metadata":{"trusted":true},"cell_type":"code","source":"title_transformer = TfidfVectorizer(stop_words='english', ngram_range=(1, 3), lowercase=True, max_features=50000)\ntext_transformer = TfidfVectorizer(stop_words='english', ngram_range=(1, 2), lowercase=True, max_features=150000)","execution_count":34,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nX_train_text = text_transformer.fit_transform(train_val['text'])\nX_test_text = text_transformer.transform(test['text'])","execution_count":35,"outputs":[{"output_type":"stream","text":"CPU times: user 57.2 s, sys: 2.07 s, total: 59.2 s\nWall time: 59.2 s\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nX_train_title = title_transformer.fit_transform(train_val['title'])\nX_test_title = title_transformer.transform(test['title'])","execution_count":36,"outputs":[{"output_type":"stream","text":"CPU times: user 2.06 s, sys: 8 ms, total: 2.06 s\nWall time: 2.06 s\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"After concatenation, we get 200k sparse features to represent news titles and texts."},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train = hstack([X_train_text, X_train_title])\nX_test = hstack([X_test_text, X_test_title])","execution_count":38,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train.shape, X_test.shape","execution_count":39,"outputs":[{"output_type":"execute_result","execution_count":39,"data":{"text/plain":"((28423, 200000), (5647, 200000))"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"As for model, let's simply pick logistic regression.****"},{"metadata":{"trusted":true},"cell_type":"code","source":"logit = LogisticRegression(C=5e1, solver='lbfgs', multi_class='multinomial',\n                          random_state=17, n_jobs=4)","execution_count":41,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Cross-validation**"},{"metadata":{"trusted":true},"cell_type":"code","source":"skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=17)","execution_count":42,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\ncv_results = cross_val_score(logit, X_train, train_val['label'], cv=skf, scoring='f1_macro')","execution_count":43,"outputs":[{"output_type":"stream","text":"CPU times: user 1.79 s, sys: 560 ms, total: 2.35 s\nWall time: 2min 13s\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"cv_results, cv_results.mean()","execution_count":44,"outputs":[{"output_type":"execute_result","execution_count":44,"data":{"text/plain":"(array([0.77238334, 0.76952623, 0.7753704 , 0.7764479 , 0.7710956 ]),\n 0.7729646955541283)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"It's nice to see that cross-validation is more or less stable across folds. Let's train the model on train + val."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nlogit.fit(X_train, train_val['label'])","execution_count":46,"outputs":[{"output_type":"stream","text":"CPU times: user 512 ms, sys: 64 ms, total: 576 ms\nWall time: 28.4 s\n","name":"stdout"},{"output_type":"execute_result","execution_count":46,"data":{"text/plain":"LogisticRegression(C=50.0, class_weight=None, dual=False, fit_intercept=True,\n          intercept_scaling=1, max_iter=100, multi_class='multinomial',\n          n_jobs=4, penalty='l2', random_state=17, solver='lbfgs',\n          tol=0.0001, verbose=0, warm_start=False)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"**Trying to interpret model weights with ELI5 - look reasonable.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"eli5.show_weights(estimator=logit, \n                  feature_names= list(text_transformer.get_feature_names()) + \n                                 list(title_transformer.get_feature_names()),\n                 top=(50, 5))","execution_count":52,"outputs":[{"output_type":"execute_result","execution_count":52,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n    <style>\n    table.eli5-weights tr:hover {\n        filter: brightness(85%);\n    }\n</style>\n\n\n\n    \n\n    \n\n    \n\n    \n\n    \n\n    \n\n\n    \n\n    \n\n    \n\n    \n        \n\n    \n        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n            <tr>\n                \n                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n                        <b>\n    \n        y=clickbait\n    \n</b>\n\ntop features\n                    </td>\n                \n                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n                        <b>\n    \n        y=news\n    \n</b>\n\ntop features\n                    </td>\n                \n                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n                        <b>\n    \n        y=other\n    \n</b>\n\ntop features\n                    </td>\n                \n            </tr>\n            <tr>\n                \n                    \n                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n                            \n                                \n                                    \n                                    \n    \n    <table class=\"eli5-weights\"\n           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n        <thead>\n        <tr style=\"border: none;\">\n            \n                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n                    Weight<sup>?</sup>\n                </th>\n            \n            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n            \n        </tr>\n        </thead>\n        <tbody>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 87.49%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +7.834\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +6.569\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        buzzfeed\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 89.52%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +6.080\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        breitbart\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 89.52%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +6.079\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        things\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.18%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.543\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        reading\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.40%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.366\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        really\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.86%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.003\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        com\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.00%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.889\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2016\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.20%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.734\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2016\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.37%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.606\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        season\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.563\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        moments\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.53%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.490\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017 buzzfeed\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.66%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.385\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        business insider\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.70%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.356\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        ent\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.71%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.348\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        quiz\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.75%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.322\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        share\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.84%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.250\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        credit\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.87%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.229\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        touching\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.223\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        schizophrenia\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.09%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.066\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        wrong\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.11%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.050\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        inside\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.17%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.011\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        000\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.22%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.976\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        jurassic\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.961\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        list\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.29%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.920\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        rnc\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.31%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.908\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        dating\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.32%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.902\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        world\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.35%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.881\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        apple\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.856\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        digs\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.40%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.844\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        19\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.41%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.837\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        nbcnews potus\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.44%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.814\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        know\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.51%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.761\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        called\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.52%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.753\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        relationship\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.54%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.743\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.57%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.721\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        photos\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.58%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.711\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        10\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.60%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.699\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        phone battery\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.61%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.695\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        yahoo\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.62%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.683\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017 breitbart\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.663\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        google glass\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.661\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        said\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.653\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        brawl\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.651\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        copyright 2017\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.68%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.643\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        questions\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.68%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.640\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        share vote\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.70%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.627\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        today\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.85%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.523\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        guide\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.86%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.515\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        new\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.472\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        watch live\n    </td>\n    \n</tr>\n        \n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 81463 more positive &hellip;</i>\n                </td>\n            </tr>\n        \n\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 93.26%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 118483 more negative &hellip;</i>\n                </td>\n            </tr>\n        \n        \n            <tr style=\"background-color: hsl(0, 100.00%, 93.26%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -3.237\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        writing\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 93.14%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -3.319\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        think\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 93.11%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -3.340\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        hn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 93.08%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -3.364\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        &lt;BIAS&gt;\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 88.56%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -6.895\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        breitbart\n    </td>\n    \n</tr>\n        \n\n        </tbody>\n    </table>\n\n                                \n                            \n                        </td>\n                    \n                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n                            \n                                \n                                    \n                                    \n    \n    <table class=\"eli5-weights\"\n           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n        <thead>\n        <tr style=\"border: none;\">\n            \n                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n                    Weight<sup>?</sup>\n                </th>\n            \n            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n            \n        </tr>\n        </thead>\n        <tbody>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 83.48%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +11.648\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        said\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 85.04%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +10.112\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        breitbart\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.37%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.388\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        tuesday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.38%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.385\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        sunday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.56%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.241\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        trump\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.78%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +5.061\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        according\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.14%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.783\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        year\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.41%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.577\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        new\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.44%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.558\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        says\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.45%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.550\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        saturday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.51%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.499\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        million\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.68%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.376\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        wednesday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.87%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.232\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        told\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.92%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.196\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        twitter\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.00%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.132\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        dies\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.13%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.036\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        shows\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.15%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.024\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        thursday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.17%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.006\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        cnn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.20%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.985\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        donald\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.958\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.34%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.885\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        donald trump\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.852\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        temporarily\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.847\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        vine\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.40%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.846\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        clip\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.734\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        friday\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.66%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.654\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        statement\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.646\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        brexit\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.622\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        opens\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.73%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.605\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        like\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.81%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.550\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        reported\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.83%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.537\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        announced\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.86%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.516\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        account\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.87%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.508\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        border\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.499\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        000\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.90%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.489\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        set\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.475\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        rise\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.93%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.464\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        explains\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.460\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        amazon\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.95%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.452\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        knicks\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.97%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.435\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        news\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.97%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.434\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        billboard\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.00%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.414\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        president\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.04%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.388\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        feb\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.07%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.369\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        record\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.13%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.327\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        york times\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.13%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.327\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        new york times\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.21%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.273\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        plane\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.25%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.246\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        cnn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.31%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.204\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        voters\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.32%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.196\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        abc\n    </td>\n    \n</tr>\n        \n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.32%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 123230 more positive &hellip;</i>\n                </td>\n            </tr>\n        \n\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 92.46%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 76716 more negative &hellip;</i>\n                </td>\n            </tr>\n        \n        \n            <tr style=\"background-color: hsl(0, 100.00%, 92.46%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -3.798\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        digs\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 92.11%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -4.050\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        touching\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 89.41%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -6.170\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        ask\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 85.30%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -9.865\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        ask hn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 84.27%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -10.860\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        hn\n    </td>\n    \n</tr>\n        \n\n        </tbody>\n    </table>\n\n                                \n                            \n                        </td>\n                    \n                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n                            \n                                \n                                    \n                                    \n    \n    <table class=\"eli5-weights\"\n           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n        <thead>\n        <tr style=\"border: none;\">\n            \n                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n                    Weight<sup>?</sup>\n                </th>\n            \n            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n            \n        </tr>\n        </thead>\n        <tbody>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 81.03%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +14.200\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        hn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 82.46%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +12.688\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        ask hn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 86.65%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +8.597\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        ask\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 90.97%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.917\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        hn\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.293\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        &lt;BIAS&gt;\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +4.225\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        interesting\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.33%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.896\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        think\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 92.41%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.833\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        startup\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.01%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.408\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        code\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.40%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.139\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        wallpapers\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.42%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +3.130\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        id\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.66%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.966\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        does\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.76%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.902\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        don\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.80%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.873\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        really\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.83%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.852\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        programming\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.86%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.831\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        thanks\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.88%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.819\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        pretty\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.88%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.818\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        said did\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 93.99%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.748\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        agree\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.03%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.722\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        article\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.04%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.713\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        startups\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.11%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.670\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        link\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.23%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.593\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        free\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.24%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.586\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        software\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.27%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.564\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        urdu\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.38%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.496\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        linux\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.41%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.478\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        python\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.43%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.468\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        problem\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.50%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.419\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        product\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.58%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.373\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        express news\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.60%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.361\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        site\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.62%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.348\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        yc\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.62%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.344\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        quality\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.71%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.293\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        interested\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.72%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.284\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        developer\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.72%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.281\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        express\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.80%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.235\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2011\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.221\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        vs\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.84%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.209\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        gmail\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.189\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        example\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.92%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.158\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        good\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.94%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.148\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        hijacked\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.95%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.145\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        thread\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 94.96%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.135\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        domain\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.02%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.102\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        application\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.03%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.093\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        feedback\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.06%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.075\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        motivational\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.07%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.070\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        online\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.10%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.053\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        web\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.15%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        +2.023\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        guess\n    </td>\n    \n</tr>\n        \n        \n            <tr style=\"background-color: hsl(120, 100.00%, 95.15%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 35661 more positive &hellip;</i>\n                </td>\n            </tr>\n        \n\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 87.65%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 164285 more negative &hellip;</i>\n                </td>\n            </tr>\n        \n        \n            <tr style=\"background-color: hsl(0, 100.00%, 87.65%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -7.687\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        new\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 87.11%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -8.177\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        according\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 86.04%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -9.155\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        buzzfeed\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 83.34%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -11.792\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        2017\n    </td>\n    \n</tr>\n        \n            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n        -15.309\n    </td>\n    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n        said\n    </td>\n    \n</tr>\n        \n\n        </tbody>\n    </table>\n\n                                \n                            \n                        </td>\n                    \n                \n            </tr>\n        </table>\n    \n\n    \n        \n\n\n    \n        \n\n\n    \n        \n\n\n    \n\n\n    \n\n    \n\n    \n\n\n    \n\n    \n\n    \n\n    \n\n    \n\n    \n\n\n    \n\n    \n\n    \n\n    \n\n    \n\n    \n\n\n\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"**Preparing submission.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_preds = logit.predict(X_test)","execution_count":53,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(test_preds, columns=['label']).head()","execution_count":54,"outputs":[{"output_type":"execute_result","execution_count":54,"data":{"text/plain":"       label\n0       news\n1  clickbait\n2       news\n3  clickbait\n4       news","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>news</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>clickbait</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>news</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>clickbait</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>news</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(test_preds, columns=['label']).to_csv('logit_tf_idf_starter_submission.csv',\n                                                  index_label='id')","execution_count":55,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**What you can try next**\n\n - tune hyperparams, those of `TfIdfVectorizers` as well\n - add Word2Vec/GloVE/Fasttext embeddings, at least for titles\n - switch to ULMFiT and other heavy stuff\n "}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.1"}},"nbformat":4,"nbformat_minor":1}