Created
October 23, 2019 12:51
-
-
Save jianhuabi/49a13c10f6688685973c3954af0fe245 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| {"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.7","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"nav_menu":{},"toc":{"navigate_menu":true,"number_sections":true,"sideBar":true,"threshold":6,"toc_cell":false,"toc_section_display":"block","toc_window_display":false}},"nbformat_minor":2,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Test GPU Support for Tensorflow/Keras","metadata":{}},{"cell_type":"code","source":"import gc\nimport json\nimport os\nimport re\n\nimport boto3\nimport numpy as np\nimport pandas as pd\nimport pyarrow\nfrom pyarrow.parquet import ParquetDataset\nimport s3fs\nimport tensorflow as tf\n\ngpu_avail = tf.test.is_gpu_available(\n cuda_only=False,\n min_cuda_compute_capability=None\n)\nprint(f'1 or more GPUs is available: {gpu_avail}')\n\nfrom tensorflow.python.client import device_lib\nlocal_devices = device_lib.list_local_devices()\ngpu = local_devices[3]\nprint(f\"{gpu.name} is a {gpu.device_type} with {gpu.memory_limit / 1024 / 1024 / 1024:.2f}GB RAM\")","metadata":{"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"1 or more GPUs is available: True\n/device:GPU:0 is a GPU with 14.67GB RAM\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Convolutional Neural Networks ","metadata":{}},{"cell_type":"markdown","source":"_This notebook contains all the sample code and solutions to the exercises in chapter 13._","metadata":{}},{"cell_type":"markdown","source":"# Setup","metadata":{}},{"cell_type":"markdown","source":"First, let's make sure this notebook works well in both python 2 and 3, import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures:","metadata":{}},{"cell_type":"code","source":"# To support both python 2 and python 3\nfrom __future__ import division, print_function, unicode_literals\nfrom io import open\n\n# Common imports\nimport numpy as np\nimport os\n\n# to make this notebook's output stable across runs\ndef reset_graph(seed=42):\n tf.reset_default_graph()\n tf.set_random_seed(seed)\n np.random.seed(seed)\n\n# To plot pretty figures\n%matplotlib inline\nimport matplotlib\nimport matplotlib.pyplot as plt\nplt.rcParams['axes.labelsize'] = 14\nplt.rcParams['xtick.labelsize'] = 12\nplt.rcParams['ytick.labelsize'] = 12\n\n# Where to save the figures\nPROJECT_ROOT_DIR = \".\"\nCHAPTER_ID = \"cnn\"\n\ndef save_fig(fig_id, tight_layout=True):\n path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n print(\"Saving figure\", fig_id)\n if tight_layout:\n plt.tight_layout()\n plt.savefig(path, format='png', dpi=300)","metadata":{},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"A couple utility functions to plot grayscale and RGB images:","metadata":{}},{"cell_type":"code","source":"def plot_image(image):\n plt.imshow(image, cmap=\"gray\", interpolation=\"nearest\")\n plt.axis(\"off\")\n\ndef plot_color_image(image):\n plt.imshow(image.astype(np.uint8),interpolation=\"nearest\")\n plt.axis(\"off\")","metadata":{},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"And of course we will need TensorFlow:","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf","metadata":{},"execution_count":3,"outputs":[]},{"cell_type":"markdown","source":"# Convolutional layer","metadata":{}},{"cell_type":"code","source":"from sklearn.datasets import load_sample_image\nchina = load_sample_image(\"china.jpg\")\nflower = load_sample_image(\"flower.jpg\")\nimage = china[150:220, 130:250]\nheight, width, channels = image.shape\nimage_grayscale = image.mean(axis=2).astype(np.float32)\nimages = image_grayscale.reshape(1, height, width, 1)","metadata":{},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"fmap = np.zeros(shape=(7, 7, 1, 2), dtype=np.float32)\nfmap[:, 3, 0, 0] = 1\nfmap[3, :, 0, 1] = 1\nplot_image(fmap[:, :, 0, 0])\nplt.show()\nplot_image(fmap[:, :, 0, 1])\nplt.show()","metadata":{},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"reset_graph()\n\nX = tf.placeholder(tf.float32, shape=(None, height, width, 1))\nfeature_maps = tf.constant(fmap)\nconvolution = tf.nn.conv2d(X, feature_maps, strides=[1,1,1,1], padding=\"SAME\")","metadata":{},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"with tf.Session() as sess:\n output = convolution.eval(feed_dict={X: images})","metadata":{},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"plot_image(images[0, :, :, 0])\nsave_fig(\"china_original\", tight_layout=False)\nplt.show()","metadata":{},"execution_count":8,"outputs":[{"name":"stdout","output_type":"stream","text":"Saving figure china_original\n"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plot_image(output[0, :, :, 0])\nsave_fig(\"china_vertical\", tight_layout=False)\nplt.show()","metadata":{},"execution_count":9,"outputs":[{"name":"stdout","output_type":"stream","text":"Saving figure china_vertical\n"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXMAAADpCAYAAADWMNcDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJztndnTLUWxxdN5VjiAgKKATE5hhBphhP+6r74KGhoyHSY5HDjMKCLO3qfV+7f3t9bX/XFvxPY2az1V9O6uysqq7l25KivzE//5z3+mKIqi+P+NT55bgKIoiuJ/j37Mi6IodoB+zIuiKHaAfsyLoih2gH7Mi6IodoB+zIuiKHaAfsyLoih2gH7Mi6IodoB+zIuiKHaAT5+j0R/+8IfLsdOf//zny/X3339/ZmY+85nPLNf+9re/LeXf/e53S/mvf/3rUv73v/994bnPfe5zS/nNN99cynffffdRWzMzP/nJT5bypz99UMk///nPC238/e9/t336/Oc/v5Tfe++9pfziiy/OzMwPfvADWy/l+OpXv7qUP/zww5mZ+fOf/7xcu3bt2lL+05/+tJTZv/vuu++CnGzjS1/60lKWbqlj9l99PpXjX//614V72acvfOELF9qYmfnHP/4xMzNf/vKXl2s8gcwy2xY++9nPXrh2KtsnPvGJC2WOzR133HGhHzMHHVE21kV9Ug71m7J/6lOfWsrUEXWhujlX2Abnwm233XahvrfeesvKw3eAkEzUK2Vbwyc/+Ulb5rirPuqCOnTyzBzGgc9RNrbHMVPd/D2B/V673/WP11L/eF3fJ47vBx98sJS/+MUvLuW77rprKd97770zc/huzMzcfvvtS/kXv/iFV+h0ZV4URbEL9GNeFEWxA5yFZqEpS5NcJhRNRZpbpAgImTd8jqY12xD9QpOWJg/NP0epJBON7ZHi0fVkCrMNyqk+0azk76IsTq+rPfYj3SsTkaZiok4ov2RL93KcKIdoBupqC82idkg3/OUvf1nKHD/Sb2qH7SWKRyANw7EmVcXx0/hQXvaZ91I23UO9iVo7lZP9Vn2p/xwTjqv6Qjkp2xo1Ql2wf5R/jb7gc46e2EKzuPZSu4mecZRTklPvTqJZ0jtASk1ge3xHOL5f//rXZ+aYRiPldhm6Mi+KotgB+jEviqLYAc5CszhaYOZgptD8o3lD+oJmk6NZaMawPZVJPVAGmlgsC2l3nnW4Mk1hyk5zzPWP9/J3R+WwTL0lfbs+kU4hBUQT0ul7jcphOemCZUIyc1ef8nzlK19Zyu+8885SlvnKPtEsdp47X/va1y60O5O9ORwdlmgWN69JvbBP1BHNbI07+8l7HR1GmRLNQjhKJvWJc2TNmyWVdX+i+6hvtieZErXkPGZ4P/uX+qp5nby80jvg5jKpMc5Zzrl77rlnZmZu3LixXCMNcxm6Mi+KotgBzrIyT5uTbmXOf0neu+aH7DY9WaYMaeXGttNmiZD65DZAWVda0esernLSBqhbpadNI7f5mFZEaaPL+fUTaYNTzzk/7dP6KL/u5wqGz3HTktfll8/20kaeZOMqKG24U9+u3atsgFLfvJdWCPsn3fKcAefFVfzMKadbxXN1md5J52fO56jvtDJ3MrA93st5r7rTxmpaTTvLI50TUHvOSj+9Tl1IB5SX50E4ZlylawOUcz3Nw1N0ZV4URbED9GNeFEWxA5yFZqHp8e677y5lHcumeUTzh88RuodmU9pMkynEe3nklmYTfYu1yURTmX7BNIt4bFeysZ/c9GQd3CDRRg/7/Mc//nEps3/sy8svv3zU7syx6ck+OSQT2dXHa8mcdpu6lJemKUFqRPWljSAeh37jjTeWssYs+Rs70zttcBOJqhDYp1Sf2ks+8Nz0dDQgaYhEP7p3IFFZTuYtlIybF5SX8zfNSRdWILXhNkbTUf1Ejbgx2UKjCOyfCy8wcxhXhuBwdNnpc+prOvtyGboyL4qi2AH6MS+KotgBzkKzkGagvyxpBoFmYTLJHc2S7nW70zw6m+qQ94DbTZ85jtzndsZv3bpl2yBYh2tjzRuASL+vHdWmGZuoKpmZyY83+arrevI6ShH9ZHLyGmktRZqbmXn22WcvPJeO5Sf53e+kiyiH00Uy+52HDvtPys3RTIQ7qn8qh7ue7l2bF+k9dFTcFi8wR7mkPiWZXEiEq3i2JI8Z54GVxjG9k5ovvEbqhB4s9FZxoTK2oivzoiiKHaAf86Ioih3gLDQLzSJ6H4jCSF4SW2gUB0cd0MTiAYxkmum5lKQgHQ0WktnoDl0QrCuZoc7rgPcmU3ct6lwyl6W7FDEuHcBw1AKRPBhUdxpzJeSYOfYCERVDasxReTMHs5h0iotiOXOsW91D2ejx5CIszvjolmyD/aCXi8aKnj1b5HQHxFLbkjOF0mDZecFsSZbhwgCkpB7Jw0rl5KFDsN/uG7DmEZMomXS039FvpFY4ZqRfXF3ud4euzIuiKHaAfsyLoih2gLPQLAQP0ziKIHkUOMf9FIPD0SE0866S35DYcghC5hJN/dQ/ZxYnr4aUyEE6clElZ66WQIBwfU2R7dYObiRzmt4cLn4Nn+O8UTyLmWN6QqZsijfjxmzNw2PG0z00hXlojHOWc8DlDk2xRJz3iPOomcnzWu2k98LRJclrY23eb/GYcdFJky7SdSF5QSWacC13qPNy2hKzyIHPcW6maJqSbUu8nVN0ZV4URbEDnH1l7v4d00ZY2lhb87m+Sozy5N/p/s3Tyib5+l4FWhGklXLaeHH/4ik6nOtTOsLvNqHS6j9tJrnY39/5zneWcspUr9UtVytcmXPMeEzanSlIY6PyluPnrpxWbrzOjVEXFTOthN3KnCv+tJG5lpptDWmTPZUl5xbrzsmcjsan66ftnsJFZGU56cKFEEljkza71cYWpwXChSxJ5z1O0ZV5URTFDtCPeVEUxQ5wFpolURlXSZaQzB4H0iHCliPXa/7iW2RYC8K/9twWU99tuK4l00gyJpPdbZAlMzVF23N+yI888shS/sMf/rCUSbPIzLzzzjuXa2+//ba9l/cobAT1Q/9s1waPVic/a3dEO6Xxc0e1KRNlSyEDHBjOIKXpc9EL08YpzXu3IcnN6QTn950STjhKgmE+0ua6m08uWuHM8aa02wBNdJD7BiS/7+Qkob6wDc6FtYQxySf9MnRlXhRFsQP0Y14URbEDnIVmSR4ea9RAinK3FlXOmVNbd4iFtYzla0kPtuzwryH5Ibuj1luSeji6JOXvdM8l8DlHT9BkJe1BHTLEgugQmps0WXncnfW9+uqrM3Ost2S+yzuG1AvrTQlFBI4vQwYkjyCNH+tKST0IyiGkRAdu3FMuz3RkXkieKM4fPM3TNQ+01GeCz6kvKbqjO14/471ueC/1pr6kMy5pbjlvtDSf+Jz6l6IqXoauzIuiKHaAfsyLoih2gLPQLOlosMPaQYOZg5mVPD+c2UizMkVEW4sIR9NrLTIh29tyEMh59qQDPc60TDSUyxGZjks7k573JH2nCIJOdlInjH740ksvXbifstEMTbkzRZ2wPfaJHiFr3iMcd+ZiFS3DuZBMducFw2QZ1BXnCL0nROGQWknzkH3VPayXYQc4X6TblNQj6Vt6Yb3UMeUkFSU52Sf2wyVtmTnk1NwSsZJzQBQedcH8nKxPB9lcspSZY1qOcmpeUxek1KhDzmUlyuG84e+XoSvzoiiKHaAf86Ioih3g7N4sa3TJWtyRGX/IgXCHhtzzW5AomS0UiPs9eQbI9EwUCE0617/kJcH2ZJLSpOPOOU1Id6iEJqTzMjh9TvKTWqHerl27tpRJEch8Jw1Ds586uueee5ay8q7yXtbrvHjYZ5dA4fQ50QXJO4EmO3Uh3aeDcBw/jsla1E9SFaxD7ZEW4XOkPUSH8N5E3zjKjH3mvayPc1ZyUj/pvee81/3p8BMpF3fYj30m7eG8cVgX+5foILVx++23L9fYHnMfP/zww0tZFM4rr7yyXFv7fi1tbrqrKIqi+K/GWVbma/GXkx9zSsHlVvSs1/3LpwzjLLs6UhS8FDVQK5MUJz1FP3QR/5IPMcuqL23IOp/WNR/j0/pUTjrk+FJ+rcDYXip/85vfXMpa0fEaNyGT9SJ9chOOKx63CcVVPFdPXB1ztan7aW1QV5wjbuOUsrNtgvNCz9EPnyEMOCZcmet6Wm0zYqWL4c2xYcRK5xDAdmm9pRjdLpVf2gyljtR2GpuUclE650o6bWBLb9qYPP2d+qQOlQ7z7rvvXq7dddddS/n5559fypxnis3PcBVs+zJ0ZV4URbED9GNeFEWxA5w9aqLbpHCm+cyxOUYTygWQT2m33JFh/p4274QtqducLzfbpZxuY5H3pKz3xJrveJJZbad+sG0X/mBL8gI+p/pIX9EM5wbogw8+uJRl1vOo/re+9a2lTL9fmuFqhzQETX2axWqPdb3wwgtLmZQME2rIH551sR9s29Es3CAjtfD6668vZY6D7ifVQcqF8tPEv3nz5swcv0PUJ32ZNSasi3rjO8v3U3OcumI/SGuwbs2/lDYwHWfXWKczAtSLS1DC5zgPXaq3tHnJTXnSKDdu3LhQL/XCcee80HXOmyanKIqi+BihH/OiKIod4Cw0S/K0kDmx1a/y9LnkBbMWYXHL0XeZgsnfNvkhu2P5KScn4SIapjyjjtZIngh8TmZxyqGY/Po1PomSSePgEjJw155Hqp0cW3zS5Q0wc+g3zXf6ob/55psX6qDHjKIuntbhTOvXXntt9V7SE0rEce+99y7X6HVD05v1yfwmTUGKh+NAmkXmPmUg9Xf//fcv5WeffXZmjmmRFD6BbWs+fPvb316uJUqN8j/00EMzM3P9+vXlGuWkjkhFaXw4v9lnysaxFm2Tkno46o/zhqEm2DZpFo0D3xF+16hvF9KBda1FKRW6Mi+KotgB+jEviqLYAc5Os9Cbwx3+2UJJyKS5yoGXlDQgHa/WdVIPKdGBozhSLlOa0I46oWypPde/tQiTvCclKSDYb9WxFmkwgTLQ/P3Zz362lN2xdNIppFnotUDzXJ4INGMpM2kdmeS8RvOeNAo9G0Q/UDb+TqqC3iMy1UmnsE8069m26qM3BOkSUgukMkQ/kTqiVwbpCcnJ36k3ykZaR3rmfHQeHjPHB2Gkc8pATyLqiPWpTDlJnZAa4j2i9ugxQnrumWeeWcrSJ+k31kvZOA7qC+cj5ympKrat8U19vgxdmRdFUewA/ZgXRVHsAGdPTuF2alMkQcJRDms5Bnk9RT9MNIqLrJiolTWaZY324HMpGmOCo0kSdSRzmP13h3xO5dc96cBT8o7RdZr/7tDJaXsuTk1KnOGST7BPNLdJa+hePs/DKin+ieYLfye1kg6kyXROB7MY84M6crklaYazbdb3jW98Y2aOvUucJ8pp2wKpI84XUkeiWZIXDHXEw0SSidQDKRcXY2bmQM+QymDbrI9jrX7zXlId7JPu4b2si54vvEcUnaPWTvvBvmrM6OXV5BRFURQfI5xlZZ6i3On62mr19DndnyIQpsh8Tp4U+9tFGGR7afPVbRamlavDFh9TF1edsruoikTKis7NJNYnf1mX8fy0PUJ6Zl3cCOMGEVc/inTIVSVXLm7Tc+aglxRTmu3J75erK9bLlRvni+5J2dS5quRzWlWmTPbULVd37rwDx4+btoR0Qb0mi0zjwxU/V/G0XjiW0pGLmT9zPDYu6ief4yYr2+Zz2iSnX3vy9+eY6P7ky8+2NedSbHuGlaC1ISuF/uT8JtGnnhv0jzzyyMwcfP1nGjWxKIriY4V+zIuiKHaAs9AshIvol0xPminOJ3tLFD+3iZj82t0mqfOLP8XapmXaLCXoZ+3q4uaO25xNCUBoTss8Z5/ZLqkFlzmeukhHyp05TXloejNxBDeLnn766Zk5NmlJLdC8dbogTUG8/PLLS1n6oj8xTV3qk8fuVQcpqeT3zUiHmiM06ZXQ4LQfHGvVnRKjUJ+cv9pkYxtuk5llblSzTHqCYy0Kh5QG6TDqiP78koPzgv0nTUY6RHKS4qI+SaO5yJMpYYzTG+k5jinHhv3TXOY5ClJgpPM4JnrnHnjggeXa73//+9mCrsyLoih2gH7Mi6IodoCz+5nTrKfp6H6nWeQ8OIjkaeHqTbkCaS66xAo0sRI947xHaN6yDedpw34kf3jCRWuj6U3KQeYi9Sd/5FPZaN7KYyBliKfJzud0D3+nxwRNSx47f/HFF2fmeMxIuXDe0DNA7ZCGoalLHclj4NFHH7WykSKhnC5/JceMdVAXktPRDTPHpjfrk682zXSXF3PmWF+6nrLQk0bRsfv0O+ferVu3lrKjjqifFGVUY8Ix5zubkjpozKhXUi58X0iNCKTUeP6AbUtvpNZI37gEJzOHvtK7hu835y9pK9GLnGPJQ+kUXZkXRVHsAP2YF0VR7ABnp1m48++OaNNUpFnPHXyZQjRj0pF53UNTMeXndN4ziVpIySd0T/J8SYeC1G8eF2b/XBRDtk06hTQLzVDVQc8B3puoE7VB85Z6SWEA9ByvUfc0PX/1q18tZZnyPBxC6oSeLzTx5Ynw5JNPLtdostN8feKJJ2bm2Nx++OGHl/Kvf/1r256LjpfCVdBUl76SdxTHj7p1R985fukd0bhyblJmd7CK7yPHlFQc2+N8EB577LGlLK+k0/qkF8pGL5DUtnTLQzWsg7la3SEd6pBleuCIRmEoAtIzpLg4JzVXSYeRRqK+ebDoueeem5njqJE/+tGPZgu6Mi+KotgB+jEviqLYAc5Cs6S4KaJLkjdIKuv+FCvF0S8uFyZ/P33O0SHpsI2Li5LyntLMdhEbeY0UCc00mstqh3QDZWeENh1y4O/0hqCpS33K/KanQqJWWJY5zPboGZAotbXn6GlCs1cmPnWl3Jszx4eiZOqTQqFHAe+lyS590muFHh70duBYyouF1AQpHo4f6Q6Z7dQV+0ddsKxx5XOkAEgtiOLh+NLjgtQf5RSNQA8O5kAlRcIEEDp4RRqN8+nmzZsX+sG62Q9SHaQMSeGJ7uG7RxqFbWgsKQP7kd4Xef+w3d/+9rdWTvZb+uQ85Jy+DF2ZF0VR7ABnTxvn/MXdEf/L6nAp3dwGKZ9Lm7BcgXJloue4Yki+5Wxb5bTRyVWVi97ITTpGvOMKi89JPm6gsU9cgWhFn3xeuYpl/7RSTDpOK3a3oufqiCteru604uE1Psf6uMkoX23Kzjq4ctXq6De/+c1yjStl+tyz31rRpmP0nCNcYWklz9+54mWf3JmJLZYQ5ZS+0vkKWkJ6H3gvLQwXt3vGp5vjapXzTGcHZg7jwE1IN44zxytal26Ov3PD8cc//vFSlu5pjfD95Map+sJ6+c6mqInawPzpT396od2Z4/eMlpz0yWvcDL0MXZkXRVHsAP2YF0VR7ABnoVlSBngX8c7RKaeQWZtSntFMFeWQTGHeS1NeZmhKFcc6XDo1munJJCe0Ocl+0EyjSep8nFkvN+9YVlRAF4lu5tj0dpvPLnLlaX3OlOfmJWkfmt40kfUcaRFSCMz6zuPxMpFZF/tH811HsTlONJupe8osOoS+zu6I/8zxWKpMk/35559fyjTDOWaaf2yD40R6gqa6dECqjnPIJf5gu4wImCL+aUOS85F64Zzkxqg2+1iXi1w4c/DDZpkhGCgz62OETPmJp6if1K1oD27Ycr5xLlBOnW0gRcLfOX8ZLVR6Jn3DflyGrsyLoih2gH7Mi6IodoCz0Cw0z2luaBedVAbLKau76kvJKdzx6hSBMHml6H6apvQYoblFrwTJQfOWJitpHV4XFUFKJmVhdwH5ad7SL9ZRVSmZBPtB2WSS02uB4HPUp+qg3zR959knUi5qj6Zw8p5xx6dpFqfzADL1+Tx/53Psk3RHSob6TJ5ZkinNPcpBiEqkBxYpmeSl5agqgn3V+CUfed5LykzeOskLhjriu6OxZJ9JEZE6Yv/Ub3oocZ7ye0A5pBfOPf7OtnUP5xvnt7uXbZNCoeykA0kDig4iXUTq7zJ0ZV4URbED9GNeFEWxA5ydZuHOt4ssmI7oOy+JlMiCXi7OmyV519BbRdQAzUNGhCMFRK8E0SukS0iBMDIfzalf/vKXF66RLnn88ceXsoualzx7eF19ImXF8aD557xEeAiG5m3KhynzlLQA82wyOhzHR/QSTWHqkHKQRnDeM+wfy3qO97LPPGDC9iQnTWjqm9QK+yQ6i3Wlg2XUl4uKyTZ4Lz1URHGkhBukD1UfaTSOY4La4HxM7/pav1M/HL3GeknhsU+kDzXG/F7wPSONoncjefO45CszBz3TE4Vzi5QM21afKAO/HZehK/OiKIodoB/zoiiKHeAsNAtBs0gmJM1RmlA0aVwyCNaVvFJ0D00imsUuwD7b4O8042iG0YTUQQFHN8xkk1RmYfI0YV9phopGIQ1FesJRC6ST6BnAnXoXeZL95+/Jk0h9ISVFXTgPlpmDXjiOjGLHtqkj9YXy0HwnHSaPCXrG0Czm+DLeiExkmv8cG+rbxcshfUOTnN5RTn7OJ+ozeeNI96ROOE8pp8z6lHzERfdkfRyDlMOW4yCd02uFOuS9fB9Ek6TDbe6w4MxBB6Q3XOyhmcP8pC7Z5xS90x3eo445hziW0h1/57y5DF2ZF0VR7ABnWZnzn5T/VrrOf9SUjsxtcHJFwH87t4pnvfwn5urPpdhycb2TPDOHVQflYT+ST7ZWWGnVsXbsnj69yW9fK5SUxZxlbsLo/pRCj3Jypat76HPPOtKmmPpKXXHziqAOtfLmCoxychNV13mN4/vQQw8tZRfvmtED2QaPkVMv2iCjfmgVpaiYzv/c+ZPPHK8atepl+ABaBdStNuWdxTdzPPeoW61YaWGwXkYj5HtPX2whbTi6TcRkZVOf7Ldk5gY/+8e0cFohUwa+C7SgOF80L6gfWrJcedPyUJgDvgtMt3cZujIviqLYAfoxL4qi2AHOQrMk33KZdSkinEv6wHJKzUYzVJs63NxJNItLY5aC/9Oc5CaTjuW6JA0z+Ziw8wGnWUzznfoUzcDNPZp3NBd1D69R3+yr23zm78lHmrJpo46mJykXNxdmDjqk2cx7uXHGzUDRRNQ9Qx+wDUdfcAOYZjrnkygCmumPPPLIUqa5zLACqs9FUpw5pnvYJ80XysZ5Sv9l6l70BOkgtkc5NX9dqI2ZY1qAc11Z5qlXysmogaTDVB/7yXmRqE9tgnP8Sc+kd+T73//+zOSUfaxPfaGuSCNRNkcf8l6eEyFVxc18zYs1as2hK/OiKIodoB/zoiiKHeDsySlcUoMUaY6mkjsCS1/QZParjeTNQtOLZp/uSUkh3JH6mYN5RlqAdAp3551POU1zmrrcDafM0gvNW0Zgo4ks841eKynPKPsnEzkltaDeSMWoPlIBLCcPFVELvJegbimHjuNzLpAuoWktvVBe6iV50mh+0iODiQVSJER5UqSj2hxfhhXQ/aRhKHPyGBFFReqB76HzLuE7xj5xzjpKkfqm3tg2M9ILpBE5tzhmHGv1iR4l9Dpin/geyVuF40iaiWOpe/gd4rvFNvju6H1RNM6Zme9+97u2H6xDeXfZ55TA5hRdmRdFUewA/ZgXRVHsAGc/zu8Om5BuSPSF89DgLrSLlMg66DFDs5AmJE0dPZeSN9AkJXUk2WhC8hCAPABmjs0t3cModzS3aL7RzJTJTfP3qaeesjJLh2yXJjs9bVjWPaSnOGYuSD+vu0QIlGfm+AizdEsd0wOA9IUbV86LdMBGNAt1yT6nQ1iuXZrs7CvlVH3UG8eXeuHhFlFYrDd5thB6jv0glcFxl0zUMaked6Br5hCOIb0LnGf08nAyk2aibvlO6jnqh/MmJdTg/Q7Oy4UUSqLi3Liz/9R9SnYifdJzi14wl6Er86Ioih2gH/OiKIod4Cw0S4qqRzNMSKYnTTmZJilQvNu1TxQBTWGakLqHNAzNJrbhYmyk/IY0+ehp4tqg2U8d0ktAh2KcJ87pc44uYBspPoiLfkgd0kODehGtkeLm8MAHx1dl0jA0aXmv81yhicz+kw6STOwzqQXOPZr90kGKYsk+MaqenkuUIseB89AlV3HvzcxxX9VeOpDnqA72meUUjVD943ikOcT6dJ3zgrLzXh480vilhCOEiyKaYvZQZtE9bDfRTC5H7ZbDdGxP7wvHhm1chq7Mi6IodoCzrMy5gua/klYp6Ug5/6FYh/7NuDpK8YfVBlcoyVLgisCtzK9fv25lY93yb03H1l944YWlzJWbNnK4cueGFFdHhFZsbIP9Z1n3coXN57hS4qpKbXPs0tkAly2eq1XqJaW3kz4feOCB5Ro3lNknPqeVlxvHU2jVn8IEcCXMe2SFcFXGzed0JF465DxOMe/dKtWN42mZvug6xs/5y3eEY6m6KTufI5wjAnXM1S/7R8tK97Mu3utSHc4cnAPkm316L99DF7U01UvLUjriOCWnDOqbc8chja/Gj787i92hK/OiKIodoB/zoiiKHeAsNAtNGprcMutS0oO0KeTMNJcUYeZAKdC0YdmlbmM5bcJxg5O0hZ6jPG7D41QOF3ifsqWs77qHuqKJSfNcSDpmG26DKCW9oC+wo7AoQ0p/xs1HmdM8Uk6aJSUn0FhRnrQJJ5AiSWEHOJaav4zGyDnCuc6+il4idcbf6e9OCke6o64Ivk/UhXTIucK+EhpfUgWJimRf9d4mitPRTJSD7wVDUFBHfCdFhyS6j2XSPZoP7D83JF34gDS/Uxu6Tl3QB57fC3cWI6WIvAxdmRdFUewA/ZgXRVHsAGfPAepMMlIPBM0+mikynZ1nzIzPEO78n2eOzVeWVTfN2JS8wdE6NMFIzyTzXWY4ZUgeFTT1ZMolioT1UQ7XBvvqdER9s42UTdyFRKB5S5nZtsYvJYjgbj/bVh00UznunE/OLCbVk45lu+P1iYYgJGfySacuXBb51EY6X6G+UBecv6SJTp+ZOaZ96HVFbyQhJaHgmPG6+sL5xDLro46cDjmmpKc476UvjhlBfattvqd819l/pwuG4+D85btH2aQLJhFJcp6iK/OiKIodoB/zoiiKHeAsNAtpD5pbMmVIkdCsWjuiTxOb97pDFelwAU1Pmj8y32hupaNs1+u6AAAamklEQVThNBHVV/aD99KEYln3U1fUC3f72RfVwd/ZP5fgge2miIfuaHiifRLNItPSJSSZOfYucREwqUNSADxYpcQDlINUTsr3Kj1TNrbBeeH0Rdk5Hok6kGwpRAPB65oDpAIoD6MRUl+iUegFxOdIZUhfyYODoL71HCkZvkOJOtI9KcFJCv8gKiK9h4w26KJ+Jq8rHhq677775hSc96yXdJfkJPWSDstxrusdSZ4/l6Er86Ioih2gH/OiKIod4Cw0C00MmiYyw+ipQtOEZUct0DRx8RVmfE4/l9/ytD7tStPcpsmXPGJUB5/jDneKYyK9pF109s8dlKFpRr2xT+6AUcqzmagDhySbTFma7+x/OmAj+SlbMvs5lqojHbyivtUnxiCh+ZsO40imRL+xH4QOQNEzJPWfuhcVkZJasA72RXOOXit8z0jL6bo75DRzPGakZ0TnsQ3ST5y/LnZJyvuZIiE6r6rkjcX3T/MhvfdrcyjRj5xPuod6TUkmSEu6PpVmKYqi+BjhLCtzd7R2xmey5z8UVwf8x9eqiCviFONa/7TJd9OtCGcOq5Hkv82VklspuCz1M3kjVqvbtLqg3rga0788+8x/dupIKzBaFZSHfXV++SnrfYp3LV3wXvaP/uL0EdaGGjc6qStGU+SmpVZC3BRMG86uLq4UU5pB6SWFZXCWycxhzLiKZdS9dI5AY+Ii7c0cr5QZTVB9ZUgErni5aan3ifp28eVnjueyW21Tn88999xSpkUiC4LzMIXucFFNk0XD8XMZ7ik726DForpThEWCdag96pWrdOqWcrj2kmVyiq7Mi6IodoB+zIuiKHaAs9As3CBzm1MpK3wKwq86ks8u6QKHlNrJpWui+UMTmSadS73mNmBmjk0ol8YrbTzSpCXlJB2mdF0uyh3BuqgX0gUqs15u6vI59tuZp6yDZR53Vn2Mckc5ExUlyuXJJ59criWKR+BG5hNPPLGU0yaj5gjHkf1PKftE/VBvbhNy5ng+KY1ZoiqZQpDPSQ4+x7lAXWhuPfPMM8s1ykkdcfPO+UiT9nr88ceXsktZyDmWUqW5OcJ5TH2njXYhpZsjLaf3OqX3S4l0JEc6f8GxJhWj95ZtNGpiURTFxwj9mBdFUewAZ/czpzkpkyWZSukotsxXmmbu9xkfNZFw1APloDlGU4g+pKxb7VH2lB/Q+a8mCigdk1YdLvP8aRvy0HAm74yPbMfnaHryWDdlc2EAKFuidVzeTtIsLtfnaXsyWUlDkBrjfBHlQHrn1q1bS5k0BJ+TbpPHRfKjVzvsEz1NkkeXo4bYf7ZHPcs7iLogBUJKRjQoPWN4rJ1RI6lv0QikE1KOTN7jMtKTtuQ3glSG7ue9Ce4d4XPsB8dd48rxoL45TzlOekfYbkqYw/5dJZTCKboyL4qi2AH6MS+KotgBzkKz0AzX7vzMwdyiOUrzLyUyUDntgDuHf1IIjhY5lUMmFNugSU6TlKaXTDK2kQ78UC8yAfmcizB5KrPKyUuGkHnHetk/mrSOtmIbNCEJtq32SMk4s3nmmH7QARPKQDlJF5D6cnky6e3hDj3xGo/Dp2Pb6lOaQylcg8aXh2coL6MbuhAT9IDgfGId1Kfes5SohJ4tmrPsM+c0572jK3kvx5dlUgsuTy6Rjs/ruRRWY82jzR2/n/GeVJxvlJPvgJON1Au9ZHgojuOreZE83i5DV+ZFURQ7QD/mRVEUO8BZaBaaWzTJBJo0LNM0cTFEuDudvFlkhqX4KDTTaOroesrfmaK8qW4Xie20Dpr16ivrogcAPWIcPUFPk2SmydRNkSBdftaZgz6pb45NalvtUYekSOipwfo0BxLtwXyJjhp65ZVXbP84tzQfaELTLCYtQL2oji2HVZy3Dg/jcE7SY8TFt6EMjH9CXTz99NNL2Xmz3H///UuZc1K6TYkuGEPHUSOsi+NPLxHnpUXKiR4jawd2+DvbTrGFdJ0ysE8uSUiiO/n9ch5YfI7xWJwHy8xBn85LaA1dmRdFUewAZ1mZ89+cqzT9Y6Zs6inSodv04z+bi1aXfFPTKlYbsSkFG31oWbeLZ52ORjPMgVYxzqd5Jm/UamXOPic/XW2yceWXVulcjWicuBJh/zmmtBrUF25uprADXJlL57zGcaJsXGGpf5SNqzjKphXtzZs3l2tcmaY0hO64d1qZu3nIMedcoBysw8XX5nyibNSRVr3cOKVVxL5qY5SbsJx7XEG7dGxpsz9ZG24VSysspU5U/1y6xZnj94L3uOeoK84zFyrEndWY8attWhgcU8JFkCQce+HQlXlRFMUO0I95URTFDnAWmoVmL8sye2hu0ayiqZN8px1IVcj0SkkKUoZ0tU1TipuQNKdcVD32KdEMvEdURdoooX8+zTQ9R72xPcop3bNd6pjmvfPZpmwcR9bhguzzXprvrI90ia6zH9Qxy6QLND40m2nG8rlHH310Zo6pBeo1wSX4SDokZJ6ThuBZhddee83KqXGgqU/qhHOZc0D9Zv84ptSbNtyoN86bRJNKJspLvaTQDXouzQVSR+yTKK6UIjFF79T9yQ+dbTgk33lHUXLO3rhxYylzU5Mbo7zf3XsZujIviqLYAfoxL4qi2AHOQrPQfOMOt8wsmjw0XXjk2Pn9puh/7mh7yqCe/FRlIqbj/DRfXY7IZG7SpGN9uocysB+kC5wc1EWiJ1z4A3ckeebYzJa+KQ/7Tw8NlwCAFALN4hToX549KQQDc13SY0A0C/VN6sSFa7h+/fpyLSXfcN4OxJb8shp3mt6PPfbYUnaeKDOHec93gbpPNIOeYzgD9p+0lotemmhNFy2SzzHvJ+kQyi+Q9qGuOO6cF6JZODdJSZAOYt3SPXWcQg1oLOlplDyUXN5hysCxZnIKN9YpEuhl6Mq8KIpiB+jHvCiKYgc4C81Cs9EFbE+mPk1IdzCHZlw6lu6ivG0xi929lCF54KgOmqk0aWlOuUiBKfdk8vxwh55Iw7iDVWyDOqTueV062BJ430Wgo7z8nXXQ7NV10jf8ndQKPWXk8UMTmXktSb9IL/Tq4HMuciGvc2x4L+cL56Tq5hF3Uo4cX5rnSoJCqoe01YMPPnihTzOHMaHuKbMLu0B9c/6S4qOcup/zmH1iggt38CpFfKS+XaiPFCqD96bQFILLs8p7KRvrTVEoNbf4zXrhhReWMkMwMNzEiy++eOG55gAtiqL4GKEf86Ioih3g7IeGCJk6KZdnoiRkQtF8crFEZg6mbjpQkHIvipJIOUlpnrM+1eEOcMwc0zOkGdxhE5rCpAho6uo663UHaSgn20qUFO+hXoTUP8op05mmcNrVp55Vpl7ZXopGpzlCKoeUDNuQzJSBHiwpip/u51zgvSmPqqgF6pWUBGkGUjEuSiHNe0ZNpC50IInvDcvUkSgc0qEpaiDllw5feuml5VrKnen04jxOZnIURj3HNlyO1JnjueNo1fQOqL4k21qyD74rTz311FLmN87pk7+n7+UpujIviqLYAc6yMufGIf/Z9I+YjtMmP2PVwX/UdPRf93CTNa3GWdY/ZdqQZJ+4caSV6ZbjyVwJadWRNlzTCktlRsRLm7POR9ptDp3KLN2yrrTycbGfucGU4qCnMwMCV2tcmXNMVDc3/dLKzR2ZTr7OnBdulcc2UqRL6Yt648qObTgfaG6aJZ9ztwHozk7MHK/M1UY6c5GOsDsHBveezhz31Vm9rJcrevZPcqaY8KzDycH+rTlJUF4X2/+0PoFzIY01x0+yca64eh26Mi+KotgB+jEviqLYAc5CsyQ/TZkhNLd5L80RF3UtHft1PtLJjEnlNROScIHsU9TEdIxYpiXNP24sclOMz8kcpi6S+ap7aEK7ZAMzx/rSPSlxSNpQdpnOuTmb6AvJlxJE0A+bm4gPPfTQzBxTKMn0Vn2sl/ON5jKfE5WTqDr6qhNqh3Ms6dvRMxwzbjh+73vfW8ruGDiv8T2j3tQGozGSkkl0pqPoKDv1SRrQ+XKzjWvXri1l0iy6hzKQ4mQdlN/RLGvvCGVP/vAuEivnQvo+OTrPpdVbQ1fmRVEUO0A/5kVRFDvAWWiWdNxZpgd/T8f5ncdLMmNo6sgko79q2ql3O9zpuHuiXJzZlCIa0odYZh3vZXv0CHEeOM5P+7RPbuc8mc3JtBZSSACXtZ7tpQzqhPN2YB2JOnDPJY8oR7MkusQlokhnHFiHM6fTc6ksmXmNSBH9pK8Ugc/ROqQTqCt6l7jzEOxnysPJspuzbDuF5ljrU/Jok3zJa87RXWl+s21SPPKgct+eU/C75ryOUriRU3RlXhRFsQP0Y14URbEDnIVmSWa/ysmEdF4ivJ7MP9bHQyoCzTiaRY6qSOYvzUmaXjLZnLwzxyaWO6pNJG8Ht7uedLzmGZEOhPAemalr5u9pHe4gkPM0mjnWpzu2nepIB13c76StJCfrcuEcTutwpjN/T/NJczVF+kyHXyRHihSYxkG6cIlTUh0pN26i0SQzfyedmSgHF4KCYP/ToS/XRqI23Zg5qiP9vkbfUGbeyzIpHnewiLrY6tnSlXlRFMUO0I95URTFDnB2msV5KCTTM1EHMgFpjqXA9C42C02aFB3OxX+hPKyPppfuSRRBOhwiuIiPM8dmmpMz6c2VKXuikQhHHSWzn3I63adYMISjS9bm0Gk7a+2t0WiJclF9SYeJLpFe0lxP3hxuHm0xw928INy8pmzJA83RSMn7Yks8pMtkn9k2X5ycjvpKlEyiooREnbi5s0VeF/fF5VZdQ1fmRVEUO8BZVuZrq8b0T5RWYG71m1bCzseU5bRSctf4r82NHh4fd1ZDks2tQIm0QllbuaQob24FlTY13Wo0rWa4CnKp4LjqINLG2Zpe0iaqyyifxlebUKlP3FynbGs6TCtQt1FNpHAMa2cD1jK5p9XxmiMCV49p015ybFlJUheqI823JKeQ3l/CHZ9POnTveDq3wlAaTra0AU6k+XtVdGVeFEWxA/RjXhRFsQOchWZZy5S9hWZZSyu2FtGPpn7aTFzzF08bkmxbdWzxfyUctbDl2LKTc23zdU2vp227ja40pulswNrv7P9aooq0yaQxWQtnMHMYn7TpuxZVj9hyLF/9S37xiTpxuuC1NA/dO7W2wclrlJM0CyknF9pgS2RNXWdKQ0fPncosrOnn9Dn1JVGVTp/Jf5/0E+lVJvtw/SDcBnCjJhZFUXxM0Y95URTFDnAWmiXBRblLWMtfmaKO6Tn+npJhuB3ulLGenhMMhH/77bfPzLGZyjqSp4mjWZJ/r9sxT14pa54hRPLckczJ+4DyMKGGSwySMqszH6rDmlfOzGFMEsXFOpw3C38nBcCcom4+EbxOjxjpM41TovvWvB04Dx0tl0ItOCSvHVILTC6io/3p2DrbdjSn8/aZyZSLOydB8D2k7l1yFcpG3UsHKdQE+8c5cv369SMZ2e5l19WXtfMSDl2ZF0VR7AD9mBdFUewAZ6FZ0hF1XadZkUyMtYiGiWYR3cF6E7Xikho403zGH1CZOSSZYBuU88MPP7TPOayFGpjxFEiqw+UnTfp2XglX8ZjhPS5pwmVYo4YSjSSZ0yElJ2fqk9PbjM9buyXkw1qE0DVaLnn7cB46mdfoR5YTRcJEHWvH3dN8chRl8i6hHE6fSfekiUiz6J1MXmzJS83JTpAm0j1JxwT15aJblmYpiqL4GKEf86Ioih3g7N4szpRNOSLTc24HOEXuE5JHRToooTJ31pNp5g6pJEpmS19dvSmKn6sjRZN0SCadowiuQq2cXne/E1fxuklyaj5tMVPXEmCsJeJIuTfX4p8QKaGKo6USNbaFUjqta8Z7oKRDXC4qKOtL8W0Svep0mLxurkJ7OPpi5uCNkmgdjo30mRK4cBxImart9I1I3jOOZtn6LnRlXhRFsQOcZWWeNsD0D8R/olR2/9b8nb6w9At2SD7n3DRxG11p5eI2cClv8gVOm2XuWtrsXVv9ps0iIaXucpthyc88rUauEmFw66bPab1uLJOuUtlhLTVbso7WUuhtSbfndJ9kT+Pnfk+b6OqLzkjMHEcHpDy0EF26OcpGq4H6VFb7FDKB/tv08XYb+ATl5/hIfr7flJn16V5eo5WdfOelW24Wb7FS3LxfG1OhK/OiKIodoB/zoiiKHeDsG6CEMyeS+bsWeTAdVXabNOk513aietY2LFJ7H/W5NUoibTyu0Qlug2nG+5knCiWFK9A9VzExtyDRXTJ7U1oyt6lHeVJYArdZlmR3R8PZTgrnkPqkckp1eJUNUGItfSORQlqQfhDSmRHn107ZSaeQLnF1pxRr1D1pIjkxJMrJzeUUUoF1UGYhvW/p3IKup/G/DF2ZF0VR7AD9mBdFUewAZ/dmWTMhk/n6f7UDfCrDWiiBLbQAqQoXoiDVR+j+ZJqm8ADu2HaSWeXkDZH04nyy073JX/oqWMsNS6z1L8m55kmVPC3c2Yg095yHSnoXPoqZfVnbToYUNdBRNVs8dNbymvK9cHOE8qRwBo6eYHukOhJNpPa26ELXkwyEO0fAPqezL84rLIWSuAxdmRdFUewA/ZgXRVHsAGePmkg4E+Mqh4bSc46G2OLAT8jUYV3J/HHeHMlLJHlarFE8ySx0HiPpcI+wRqek9rbI46iDLVExnXxbPIKItbrX5FjTG+9Jc2Et+h/bSAfSXP+uevhpjVJLx9kFeuKkuaw60jH6NU8T0jtpTlI2ebncddddy7UU5sLpNlEgLrRBCsVAmVl2XilbcqOuvZ+XoSvzoiiKHaAf86Ioih3gv+rQkLDmfTHjTR2aR9zV5r1uh3tLRDTVR/MwmYWO4klJKFJyAiGZ9zR7FWyf8ieaZc1k2xI1UUhR4JL5vuZpQ306j4gtiRW2yn56XTKnSHqUjW27w2lJTke/JdpuzRsp1ZsoJ0dVJY8KRxm5BC9bniMcDTHjqU/qlWW+14rpkmKwpGioqi/RQYSup7mZ8p3qeqJ+08E63dNDQ0VRFB9TnN3PfIvvsHuO/7SMMS6s/Ztd9ZjtWh2MwLZ2TDyt3NbkS5tlbrOIK4arHOffkmVe2BKNcW0TkiseRrp04RpchL6Z4yiUaePM1evA390q8FRmt/nuVvwzx/1zfu3pvbjKO7IWj31LvHaBx/NTmAuOg9vMT2dGeK9LG8d7aQlQfkVTvOeee+y9lI1j6awUyrP2vqTVuLOgkqXH/q1Zd1vRlXlRFMUO0I95URTFDnD2DdAtPt4CzWkGrH///fdnJvt8riVF2HLcW+Zioi+uXbu2lF0g/y2bW2tHeFN6MJZ1jzPpT8tXwVUoi0QROD/zLWa/zFCa0Fv8/deoIdcnmrxpc9ptcG/ZeHM0CvukeXxax9pm8BboHeC8WKMASCFww539SGkUHVJ9H3zwwczk1IrsKx0JRG3yW8B7GemSz4lyYdKaRFtKR5Q31cuy9JIS46TQDVcJXXGKrsyLoih2gH7Mi6IodoCzH+e/ijlB08t5PqQM4jRl1yL+rUW/SwHtmetPZiPrTjRLype5RhGs+eJvSZzhjnin9gjnC0uqh6Y3zVN3xJmmaTLTNdYp9AE9TdY8aZLenA/8e++9t5STr7PGOuV4pZntjppTP8T/BR3m6ALO0+R1oz5RdufBc9qGrqdj8pwXLKsO3nuVSJ78nWNGUPeiZ0iZuiQqM4d5wXHi/OV3yFG/6Z1dyyX8Ub6RXZkXRVHsAP2YF0VR7AD/9d4s6bj3HXfcceHedNw/HcxxSDSKOyZP2Wjq37p164LMW+gUd+w+tZe8YHR/8rq5ilfKVfKMcmzYtjvC7Uzzy+RwfUoHUFh2dFDShepO4SPuvvvupUyvE0fbJZOcx86ll+RplMb6KrSkq480C3+nzJKNbVH36RCPy+WZPFFIs2gOpDnNe52XC5/j2PAgn6MM04E25x3mqLXTPvEeebSlNpK3kqP7tqIr86Ioih2gH/OiKIod4Cw0C82YNWrF7bLPHJuLuoe/p913mWxpJ5/mJk26tWiEKUegzDDWlTxpKLOL0pjin7Df6t+aRwnbS4eREiUhLwfKw/7x0NTaASrKxnt5XaYzPRUoDz0KaOrqOR5GYb289+WXX74gA/HGG29YOaX7ZIa/8847S9nNa3d4ZmbmrbfeunDvjM8dmurgHNBBF86bV199dSm/+eabS1l6pgzvvvvuUqY+eY/kSONI75jXX399TpGoFc5JyiGwz2+//fZSJgVCmfXOUfbkaaN5zXr5XDqcKDkpA+XkvawvJf7Ygq7Mi6IodoD/qpW529DgCoT/bG7DhpsfXM1w1ah/yuTHylWFS/mUfGhTnHOtiNIGKOtjWSu9FF+dslHmj7Iy37LxxnFw4RN4r5Nn5jAOrIsrl+Srrfa4snP9mDnuq/rF49fJ8rpx48aFeykbwzWwT1qBcexYB1e8HDO1nXy5aQm4vqYNV+qe8mu1zQ1i9XnmeKWstikD+8xxYv/0ftIaoV64ur158+ZS1qo5jSPnC9ujNSRQn3SSYL8lJ+Xht4Wrf8nP1TPnAmWmvnU/GQTOC4IOE2qvfuZFURQfU/RjXhRFsQOcnWZZS49EE4smJE0s1Ufzjn6xzi80pdqimUZqRPVRBqZru+2225YyTUvJxHuJRIGo38nXOx1bV30pmtsazbIltIHMRfYzUVXsn8op6h77xOuqjxugKWok54Xk41xIG6CvvPLKzByb2KQTSAuwDt1PGSin23ijbIkaXNsA5diQLko0kdu0fu2112x76hOpF8rJMvt65513XrhGvfDdIl2i94y/c/xJZ/IezQvq1VEvM54ypZw8J0IdSn7OC8pO3bM+6YhjkDbXSbNorD9KAp+uzIuiKHaAfsyLoih2gE981OhsRVEUxX8PujIviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH6MS+KotgB+jEviqLYAfoxL4qi2AH+BypXHSF3HbApAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plot_image(output[0, :, :, 1])\nsave_fig(\"china_horizontal\", tight_layout=False)\nplt.show()","metadata":{},"execution_count":10,"outputs":[{"name":"stdout","output_type":"stream","text":"Saving figure china_horizontal\n"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"## Simple example","metadata":{}},{"cell_type":"code","source":"import numpy as np\nfrom sklearn.datasets import load_sample_images\n\n# Load sample images\nchina = load_sample_image(\"china.jpg\")\nflower = load_sample_image(\"flower.jpg\")\ndataset = np.array([china, flower], dtype=np.float32)\nbatch_size, height, width, channels = dataset.shape\n\n# Create 2 filters\nfilters = np.zeros(shape=(7, 7, channels, 2), dtype=np.float32)\nfilters[:, 3, :, 0] = 1 # vertical line\nfilters[3, :, :, 1] = 1 # horizontal line\n\n# Create a graph with input X plus a convolutional layer applying the 2 filters\nX = tf.placeholder(tf.float32, shape=(None, height, width, channels))\nconvolution = tf.nn.conv2d(X, filters, strides=[1,2,2,1], padding=\"SAME\")\n\nwith tf.Session() as sess:\n output = sess.run(convolution, feed_dict={X: dataset})\n\nplt.imshow(output[0, :, :, 1], cmap=\"gray\") # plot 1st image's 2nd feature map\nplt.show()","metadata":{},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"for image_index in (0, 1):\n for feature_map_index in (0, 1):\n plot_image(output[image_index, :, :, feature_map_index])\n plt.show()","metadata":{},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXEAAAEACAYAAABF+UbAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvVlvXMd2Nvzsnmf2SDZnTZQtybaOjeMgQIaLIJfB+1fyW/JPchkgAQLkAEF8HA+SbckaKIpkc2j2PM+9vwtiLRW3q2rX7qZPqA9cAEFyD1W1a3hqradWrbJs28at3Mqt3MqtfJzi+78uwK3cyq3cyq0sLrcgfiu3ciu38hHLLYjfyq3cyq18xHIL4rdyK7dyKx+x3IL4rdzKrdzKRyy3IH4rt3Irt/IRyy2I38qt3MqtfMRyC+K3ciu3cisfsdyC+K3cyq3cykcstyB+K7dyK7fyEUvg/7oAMvmXf/kX+2/+5m/4fwoNYFnWld/Ov+l/5zXnfeffYugBWR6qvFTi832YG2XpyfKjv03DIJiWRfWO2/eZ1qHqmur9Zd71+ozYDouURVUu27av7fuu89vdrruNDbf6Ms3P9BnnPZO+78QC1bvLjF+VqPJ0jm1ZPl7Cm1A70c/bt2/xb//2b/jnf/5n6QfcSBB3iqzzXUfn14Gp+Fs3aGUyn895QHgB5d8jjo0KMH6PTr5sOtcF3ovmRf2M2sHZ7m794LomKFHcgMIE0N2eBbwDuFg2r88sC3I68TrBXafovkGmxKkUUBHvLMuCz+fTlv9GgviyA0U22K5be3ST+XwO4HJwiKBO6ak6t0qjcF6XfaPJ4Fbd+0t08mVl2TI6J1exvk0mURNL8DrKSSKWx00DNSmbahLSATj1Y9PnTUQ3SZoItZVpH7dtWzlenM+6lVs2HmVjU1ceWf3JANxZfpXcSBAXRdc5VZWvM60WBTkv4mwkv99/JV0V2IqdWwYyy4CHrIN4tTDc3tPVraoTmmgobvm6gQqBt0yjMbHydPmr2tKtXhdRMpz50jOyb3A+47wmXpcBtU68Pm8q1I6LKFNiG7iBnuwdQN9HxbHpRXR9QqZ1655TyY0E8UXNEt0MrZqFne87nzEFOdK4gatauJjOdYGACciYpqWilNzydOalmxy8dnwTflMUUcNWAQw9I0vbWQeq9nLrVzJNzU1pWGQSlU3ouv58nVTFohO/TJyTr1u/Nslbp3Gr+rqs/WXvexGV4mhqMTnlo9PELctSalc64NYNfl0HMHnfTUTwkJVdplnLnlGVXZaWU3R15rQCnDSC18Gh6ngy4HCbREw1YVk+JE7wVpmsMlG1hUoDMrnmVj/O627vOvuDWD4V6LgpQ6bKkurZZcYLoG4zr5qoWB7ZGFtmrC0iKs1a9ls3Xky1/xsL4rr/ndd0jewFIBZ5jkQFoCbpuIG7DmSc13TPi3nJOsoi2r9soOgWbsT7bvm4AY1KvAC4m5ho7tctbiCkq2sT68Htnumk8Hto5CZlMh3ruj59HWU3qVtxYpKVTzVB09/OazK5kSAuitfKdtO4TdP1SqXIxPR9N3PPa7qqdNw0jkVMZdnAVg0mr+lfFw0gloHK6LwmXlf9L7vu5XuuC/RUE4tKs1OVQ0d7uSkE1/EtpnTKorJIeqZauaqvWJb1G4tCpYzQdRGkF1FibjSIe9H+TO+5NeyyGrgzDy9ApAJAsVymmr1MdNSFmzXglo8TPFTf4SYywF90cHs1S3VaramF5Ly+LJCYXJfdMymvSdl07bks6Dq9try8JyuTU1TAaPKOSlT1SovmqrzE8SUD7UWwjuRGgzjJsp1lEVByE3G2NdVgTETH1S0K4LLBq+qsXjXlRSZFE+tgWQA3LZ9buXTvX5dGKkvXSzmuIx9nfqbv/x7lorRF8WoxOcekyvowFWc7iIBNf8v6sgkVtazFeaNB3GRhZhHtQpaWM0/TdFSgO5/PjQB1UZNeJl60L5WmbAruJpr2op1TVwa39nFqdrZt/8ZbyE0W0YRVzyzKn/8e4K3ra783f+wmy/R7r5PRIgqRCNQy0BbL4TaWdOtQIq7JlEOZ3GgQB9QzsKl567UDLmu6e03HxPzykqaJye0GhKrrJgAv6/gmHL1Jum6Dz8lFUr6qhTPVhKrKx4sWdx1a6nVZIbr2dJr5sueXtS5FWXajEInp4u+iioQMrFXatuxd8b7qt9v401nMotxoEPcC4CpZVBPSyXV1RBJqrOsY+F7MNpPBKT7jZZJUDaJFgfD3XhRddNJcNl9VWSitRbX/61JGnOmaPOeURceLF0pFtp7hfFal2XqpYy9jRpWPmxUrcua2bWM2m32cmrhKK1XNTjJTWzVzLqJZuHVEt4GzSKPr8nBqjCqNV1Uvqvzc0nOWRaa56jq8eM+Z/iLAo/MtdhNn+dy8jEzM9utQFJyTlyp9XX+WpaGyLkzKvsx3qTZgifWt6ys68WJNysaC+LcTN0yVlmVwxTn2F1ECbiSIyypQZqar7osi0yQX6ZCLrqQvK27fZfKs6p5s8UfGxwG/3boudjgdwMvK4MYVqsosmyjFnZhu7eo2KBfVztzKuKjI2sErpWWaj5tch5XiJarkMv1bBobOiVqmpCyKEU5FRpW3SlnTKaUm5biRIA7oG1FGPbhpm7pZ8joG3bJpmExCundU9SGrR1nnkP1Pz5VKJbx79w5v375FvV5HKpXC5uYm7ty5g/X1daysrCAQuNqVZB3ZBCS9gpFMm1O966axmpi7OopHnABV1olM3CwZkzRk93V9RpfHshSkSUAtE0D3YjmYtKPzmu55XT6mSgiJW6wZ1Ril6/P5/OOnU0zu6wbM72HyXreoZl3ndy1isnn9ftu2ueP88MMP+Pnnn/Hzzz+j0+kgEAhgZWUFvV4PnU4H9Xod6+vrWF1dRTqd9lyWZZ9zvuMFPElkVohqUqPnVfmpAN+k3Ko0vYjbuzowWMZSBcy4b90GH5O+bfptMiuGnlFp3V6sXt112f1FaBLRetB9940FcRNQU127jo58nbKoaQ7o+VGT9BbpPCTNZhPtdhutVgv1eh0+nw+BQADj8RjdbhcXFxeYz+cIBoOIRCIIh8OIRCKu5bmuSdVpGosgu4g2q9L+ZOmo3r9ubter6Kwzt7yukwoyEbdymFBHKnHSqE7QVlmtywKvqhy/p9xYEKeKlnGCqgGy6AyuE5Xbmol4yVPGz+nylQ04HUCa1I2zDATMfr//Sj2QZjCfzzGZTDAejzGdTpXp6q4tq/1RuWUWi65OF6UMvJbzLwWK12XhmAK5SusW146WqSsvSpiqD6muOyd8VbqLyO8xEbqld2NBHNADtup5UUy0EvE9r+mblstkAjBJw62TuXV8r50rFAqxdh2JRNDpdOD3+zGdTmHbNgKBAMLhMEKhEILB4G94cVkZnOXVURhuIjvkQcxnGa1aJbrJU2d2/x4ThZd0VRPqonWhWui/bj9wErH8pn7/zuvLjB9d2URxhjtehP70kh9ww0GcxGSgmwKp13tuIWapfCYi+w43bdU0bRMg9ErNEIjHYjEkEgl0Oh0MBgNYloVwOIxoNIpAIIBgMIhQKIRAIKBtHzcLwyvYyXZnivmJv2XlcYrpIJcNTJmlRL+9TlImz5rSOybXTO45xQSsl5m8vI5znVWqapvrFJlmL7vvtf5Fy1clNxrEnQNRNjBV2vpfgotylsX02WXNLVmHNUnXi1VDgEtgHYlEMJ1O4ff7MZ/PMR6PMRgMWCsX6S8v+ei+6/9altFUxTR+j+evo64WpZRMANwkPRX9oROVhq5axLwOEfvBIpq1CY3ndcIV5caCuA7wdI0ju2dqZuvEi5nopmlftywzcenKN5vNkMlkkEgkkEgk+DotcEajUaRSKaRSKcRisaUAnMpv+o5pe6jS/Esv4l2HeF0UdmqjqklpGRrLa1omlIfpmF/ke7ykoyunyXWnsqlao3E+60zro9bEAfNFDKcsM7Mty+s5G8ireJlsvH6nqeVCAbzS6TSi0Sji8TgKhQLa7TZ8Ph+GwyECgQBisRji8TgSicRvBoMJUHqlGsTyAeZmvfitsjLI/r5uWVTzdaYho3G8gLsKXNzKJNa1agFTR2voRLfAqBpPKvD1qswsulblrDfRGnWmocItt7FI737UIA54N7uWGYjOjiq77iaLls/LAqtb5zLVUHSLtfP5HCcnJwiFQtjY2MDe3h62t7exsbGBaDQKy7Iwm83g9/v5t0n5ZHlfxwKQWHa3+4tMNibiHIAm2rNMY16mDLJ0ZMBvmqbz/FLnodOyupSBlptCpuoDbjyzSpbtS24ToRsw6+pA1jYmQC+TjwLERTHVMBYVZ0d1E5XHhds7bgNVBADVgDShUdy0TJWZbds2qtUqarUazs7OUC6XsbOzw+6Etm0jGAwiGo0C+LCrbFEqyfndpiIz7WVlMAFS8bfqvrNdFim/TIMzEbeJbpmFRJ2olBkduHppQ9kisKqsqj6/iNWq0+JVGrXsXXHiMtW6deJ1IfZGg7gOdH4v0QH3ovSGqbhpS4tqaCYTnzPv2WyGXq+HdruNbreL8XiMcrmM+XwOv9+PXC6HbDYLy7JYA9eVf1ku0ot4bQMdV+n2jkyLXKafLAPCOtpBVtZFxORAalnZTOQ6rV2ZmHy3Sulxq1dn3ausFLc86X8vbfSXj+h0K7dyK7dyK9cmN1ITd/JtOirhLykm5pWOTvDiXuR8R2a+m2oWpouZolSrVbx58wY//vgjnj17hul0ikAggEAgwJt7QqEQ7ty5g88++wxPnjzB6uoqwuHw72bW/16io05kz7i1l+mzsnfcqDavXL74nMxMv04KErj+WPtO0VFZi6Qle1+lVavoEtk4EuvEa3/w8hxwQ0GcRKwwqijnsWcmnd+5MKOSRbfYq8xYEzPdC2+m40JV5ZFNNGIdOstl2zYGgwHevn2Lly9f4vnz5+j1elcOgp3NZhiPx8ybf//99+h0Otje3sadO3dQLBaNyi9rMzdu+vcUU4rjOhULXd8xqS9VGVXXRQBcpm5FsL6uU+u9lsttzKmelVFfpr9N8tKVcREqy22N4UaDuEwWOQRABt7OjucG8IuIm7bsBZRl11XpOTusrEPq8qZt9olEAisrKxwXJZlMcjyVfr+PtbU1BAIB+Hw+zGYzTCYTBINBJdgsoqUuIyYWkfisidePTrwstqkWrXXvqr7H1JITn/cKJjINW8aPm7apbvFS9ux1KDvifeePeF1WPlnfNVmA9FLPXpVHkhsJ4rL4uV60EtM8SJyeKF4GFj0vEx1Yqt7zQrmYeoJ4qSsaiIlEAul0GoVCAYPBAKFQiEE9FoshEokglUohnU4jHA6jWCwinU4jHo8b5e9lEOvKqkvDiyXl5R3V84tq4l6fcdanToNV9SGv/UWn5Og8VkytDF2Z3JQON9Fp1177pdNSvE7Refvo5EaCOGC+MvyXFi+atalJbKJVLDKjm+QnaoOUB53pNxwOMRwO0ev14Pf7MZlMMBgMeLOPbV/GHc9ms/D7/QgGgzzYvUwci7SvG4CbpuOFCtEBoomV5BXwvX6PztJxAysTSwS4Hs57UWvMba1Clo+OFlmkHKq2NvU8WUTc0rixIP5/LdfVKDotVAToZbU45+KYLj/ZPZL5fI6zszO0Wi20222MRiMkEgmsrq4im80in88jHo+j1WphOBxiPB6j0Wjg/Pyct+JHIhFppDkdkHmtAzf/cNX3uWl0Om1QJSZWhXPh2zlxOtvOFFRNy6grrw7onKLacm/aF3Xpm064bvdMNG5VuU3F9FnVZOlWFi953UgQV4Wa/L3yEPNatFHFNJyiWuD00ml14KRLz00DFBc7AaBSqeDNmzd4/vw5vvvuOzSbTYzHY6ysrGAwGKDT6eDg4AAHBwcYDAYIBAJ4/PgxfD4f8vk8Go0GACCdTv9mB6eOBnACmgrAFvHjN70uqyc3E9e0Del7vFAeumsm92RyHTSALOSBbLFQVz5Vn1120lLlrWovU3rEbXFRl7fzmldt3k1uJIhfp/h8PuUGBRXgejV13RbsZJOD6awr09bF9MTnTYBFV9ZarYZarYbT01PUajX4fD5EIhHmxlOpFMLhMILBIILBIC9mlkoltFotHB8f48mTJ8hms/jiiy+QyWSkdSVec5bFre5NYqY468Zrmy5q7qtkWf7fy4KpaTqLpOHloGNTRUX3zCKALutDsjGiAm83LdlrvS1rAZiMiRsP4roZ1KRCVQAumoUmwKBrbJlZLHvfpCOYuGs5XQTF315XzC3r0mWw1Wrh4uICx8fHaLVaGI1GiMfj6Pf7yOVyyGQyfL5mq9XiWOLdbhfVapV58m63i8ePH2M6neLLL79ELpfjfLzW06LiBlZiOZy0huw5t0nRmaYzfec1VVmc13Vaqqq9TWkNU0vCdO1BdV01TnTXdNdVeXpZcNS1qVt96Cg7mSWpystN6fMiNxbEvVANTpFp33Td7W+TxlV1Ri8iG1xugGwCKibWhWjaz+dztFotVCoVnJ6eolwuYzQaIZ1OYzqdolAoIJvNIhgMIpPJIBwOI51OY3NzE7PZDOfn56hUKmi328jlchiNRvj1118xHo8BAJ9//jnW1ta06wBe6s5tojWZ7GV5m9StTEz7qSp9NwD3CgAyWbSugd8qOKbvu4Gds4+baM+qevFi2equu01C9IxOWzdpt+uw7kS5sSDuNoPpQNTU5/v/yix1pmF6T6VVO2d+t3fpufl8jouLC1QqFRwcHPDiZLFYRLfbRSAQwMXFBcLhMMLhMLLZLE5OTjAej5HL5dButxEIBJDNZtFut1GtVpHNZjGfz/H27VsMh0NMp1N88cUXKBaLsG2bj3CTmZNeLJRlZBEzfdHnVRqZmzltosGZ5KvLS5aWWz3PZjPlc7KJWlZO2X3VeJYBo4yf1lkdbmKiUMme111Xaddi2VUT1/8vNHGZKUnXZX+binNlfVmuktIw0f5k15edkXXWgWqhicB7Pp+jWq3i9PQU7969Q71eR6/XQ6FQQLfbRa/XQ7fbRSqVwsrKCp+x2ev1MJvNEAqFAABbW1sYDAaYz+doNBpotVrY2NiAz+dDq9XC/v4+bNvGeDxm7Z0WPK+jDhaR62h303ZUTVbO9jHRJBe1FnRlcoqpAiSjIE2oCPFZE4BUAb1Oa3abIGX5Od9xW7sxKauXydPtuq5ubySIq2TZDnydEdcWTUPHkZqaW25mn67R5/M5RqMR6vU6Tk9PUSqV0Ov1EAqFUCgU4PP5EAqFMBwOAVx6mSQSCWSzWTSbTQSDQYzHY96KTx4pa2trSCQSzKvT1vtut4tut4tOp4NHjx7h/v37iEQirJGbWjVeDoH4S4hT89OBsK5dVRaU6h0vmqGJLKoVEmUpi5viBlK68qrqQad5q9JwmyBVZXSboKm9nHVkGrpaN0EsIjcSxJ0fep3ammzAyDqEiWlmMtOaamliuUTO2k1MAJ1kPp+j0+mgVqvh6OgIlUoF3W4XiUSCT+cJh8M4PDzEbDbj/8PhMGazGer1Om/2mUwmiMfj6Ha76Pf7CAaDfP7mbDZDrVZjL5Z6vY5+v49Go4FGo4EnT56gUChIy60DDac4LSvdoHYzlU3BQ3bPqVnLnnUDY1mfoXKbarim/c5kbLnlKU6q9LfpRKvr317686JlV4lp27nl4bb24QbeMnzS4dCNBHGS6wRvr/7FMjPWRExAW7fAoyuPaQeXdSDaxHN2dobj42O0223M53OEw2GEQiHE43HEYjGmS/x+P+/CTCaTGAwGfJrPdDpFOBxGJBJBo9FgzxXbtrG9vY1ut4tyuYxSqcT3+v0+bNtmnvzp06fIZrMAcIVeMeUFZcDhRmOpTFzTfmYCvCrRaeS6Ae9811Trdyu7V95YJjSmrisAlmwyXESJM10X0v12/u1FFpmc3NL7aOkU1eCTiYlHCskig3YRisNrWm4TgKrRZe+JC1CVSgWNRgMHBweoVqsYj8cIhUKIxWJYWVnBysoKAoEAhsMhRqMRACCVSsGyLBQKBYRCIVSrVU57MpkgHA6j1+vBsiyEQiHUajXEYjFEo1GMRiPEYjGMx2NUKhUkEgkkk0mMRiOcnp7i7OwM5+fnePToEe7du4dUKmV8kpJMFjXjrxPYdNrwdSgj18GFi3KdaTnFraymGq5OA5W1pQn/rctT1R9M6kpnNV23xeCUGwnisso2BXJ63/muSTpu/OVfAvydJrpOA5NpbLPZDJZlodPpAACazSZKpRIODw8xmUwwHA6xurrKm3gikQhmsxmm0ykHHvP5fIjFYpjP50ilUri4uEAkEmFt2u/3YzweYzgcIp1OM6eeSqXQaDSwsbGBQqGA4+Nj1Ot1DIdDDAYDbG1tIRgMYjqd4qeffuKt/Q8fPsT6+jrHLJeJkzq5jgOSnSLrP6q+42UAutEXbkCls+CWBR5nXl7EyYebToqm6wAmY0esE1labv9f10Qra1tVP9Jdk937qOkUU/GySUd2zdkZnGadziKQDRod+Jpw7Ko8dPwsbQAaDodoNps4OjoCALx//x6j0Qjj8RjBYBCJRILpkFgshtlsxqFk5/P5FX47m81iPB5jNBrx7sz5fI5IJILJZMJBsYbDIXK5HBqNBh/dVq/XUSwWkUqlcHx8jNFohMPDQxQKBUQiEQSDQRwdHfHPZ599hgcPHiCdTnvSOmXtoptEVQAo4811wOAGGouKV4vL9DmVpbCohq9yMZTVva6ulqk33YRlan050zIRk8mV/ldRpiZ56Ma9KDcSxFULUSpxagSLDDATDdxNOzfV8FXanVu5SUsW7xN4j0Yj1Go1VCoVvH//njfbdLtdRKNRZLNZpNNp3gpPkQpt28ZoNMJkMmGNOhaLIRwOY21tDaenp1hdXUWpVMJ4PEY4HMZoNGKNnHZ0djod+P1+xGIx1Ot1BINBbG9vo1QqYWNjA71ejzcGhcNh5HI5RKNRjMdjPH/+HPV6HZVKBY8ePcLGxgZz8qLIPCFkHV1lzYh1KgNksR1k/U83Wajay6tFKfsOVfqm90w5dRORxeFfZDs+lWURCsup9XrRphdZ2zLV6lXfs8g3esG/Gwniska6joWYZcVkAHqZMOgd5zXV86K5T7TJZDLhE+n39/cxnU4ZjAEgEAgwuMZiMYxGI65fv9+PXq+HTqcD27bR7/eRz+cRiUSQy+Xw/v179Ho9NBoN9Pt9hEIhTCYT9hMnDxYC10wmg1arhWAwiFgshmaziXw+j0QigVKphGw2i+FwyNv6M5kMUqkUAoEAzs/PcXZ2hsPDQ3z55Ze4d+8e8vn8b0BarCe/3y81Y52DSeX77HxXBubXYW6bTO5uz7qloRv0XgDJTVRx+E3TMalTN2VJdm2R9nGrN6eYWMSq+4uI6TfdSBBfphLcTuO+LiB2ihctSczDqVGKz8s0eFqwHAwGaDabKJfLePfuHabTKabTKUKhEO7du8fvpdNpBAIBzOdz5r3n8znG4zH/brfbnDdRKUdHR2i1WpyX3++Hz+dDv99nOgUApxGPxzmCYSQSQbvdRjweRzAYRL/fx927d9FqtXB2doZIJIJut4tKpYJWq4VcLodisYjhcIj9/X28evUKn3/+Ob766iuMx2Ok02n0+32k02lsbGxwOamO3FzcVACgM4Nlf4tpufURt8lBlYbq3rL8tS49r2mK9UuauGl6ptqym6Ztas14yccpJpaW+PeiuOVG8XyUdIrXRlN5ppB4rVyvQG46g4v/i8BjWRYPDHLVc5rAtOjY7XZ5o87R0RFGoxEGgwEAIBQKIRqNYj6f8wk7IniL5Z3P52i322g0GiiXywiHw1hZWcFwOMRkMkGr1UIkEsHp6Sl8Ph9TH6SN27bNZaW8fD4fkskk2u02897NZhO5XA6DwQCJRAJ7e3sol8sM/sPhEBcXF6jX68hms8jlcggEAjg4OMDx8TFmsxni8ThWV1eRz+cZvAuFwm/q3c0TSWb2egUz2ZqJ854zXVHjd1I9uvJ6uecso/i8Gz25qJUhUikqgHMbw7pJ0Q00denqxHQiFuvNbRJUXTMtwzLtfiNBHPDWMDLtW8fVuVEYy5jOXvIgMCSN2u/3IxAIYHt7G5FIhHnn6XTKsUnevHmDSqWCXq8H4PLcy3w+j1wux5tzVNYIeRD4fD50u120Wi1Uq1X29Q4GgwgEAhiPx0gmkzg5OcFoNOJY4qSNkxfJdDrlMzVHoxFSqRQ6nQ4fCtHtdjkolmVdHvnW6/Wwvr6OXC6H8/NzNJtNzGYzDIdDNBoN3imaTCaRTCYxm83QaDTw/fff4969e+h2uwCAL774Ao8ePeJ1AiqbWP/iZCgbkDpNWGwn1f9ezHlVf3DTwkz7omxS0NFDzuuqvEwPGXemLQtvoaNSTEHRpM10zzrL41YWL3Snqm294olzgvooNXGZ5uB15pWZfG7viwPeC4/p1M5MTWJa6Ds7O0On08Hm5ibHHbEsi6ML7u/v4+zsDKPRiPnmUCiEbreLYDCIVCqFeDzOWrhYFhp8lmUx6FYqFbx9+5a16D/84Q/MV5+dnWE2m6HZbDII9/t9rlOiU2zbRigUwnw+x3A4RDAY5MVN8nKJx+O8PZ/cD6PRKNfXvXv3cHp6ivPzc97q3+l0EI/H0el0UK/XMZ1O0e/3OfQtLXaGw2G0220kk0k+Fo68ZwjUZVqxqi1NeViVmPZPVd8ymWBM8vZ6383qlIG37JpOE18UzNzSN7Wa3ERXPyaKnviNsjR1/c+kbG5UzY0EcaeYaiUqzduLT7HKXJaBNIlzkiEQFhuAfmhB0ufzodFooFKpXAG/k5MTnJycoF6v4/z8HJ1OB9FoFIVCAaurqwDAcb1XVlZgWRZ7mhDlIg4y8rsOBALMjedyOXS7XbTbbfR6PVQqFQwGA0wmE8RiMZycnGA6nSKfz6PT6SAWiwEAn/BDYEl1FY1GMZ1OeaFL1N4DgQCCwSBqtRoymQw6nQ4fNtHr9bC7u4tcLodarYbxeIzz83OmcoDLxctQKIRgMIjDw0P2f3/z5g3u3r2LfD7P9ULaezKZRDQa9eQ14UaPqPrMsvTHIjzqIlSCTlNfRLyGb/YiJlr6IpOcyTsmeevy8CKqydwZJHszAAAgAElEQVQr3XUjQXzRmdtL7AYxfdMZUSai5i6C9Xw+Z82R6J3pdMr35vM5Hj16hEKhgPPzc1SrVVxcXKDf7/MWd9ElMJFIIBQKIZfLwbIsBINBLr8Ys4TuUXlp0Ym8SmjnZrlcZoojmUyi2WxiOp2iWq3yafbdbheRSAR+v5+13sFgAMuyOE+/33+l402nU2QyGfR6Pd61ORgM+DAJ0uLn8zn7rMfjcYTDYQDgMLinp6cYDAZot9tsRSQSCV5sHY1GODk5QSQSYQvk0aNH2Nvbw4MHDxCPx3mCE+k1+i0bKF7B0Qud4nxuEYBTTTQm+S0D2KKYhKD1CkJussz7XqkR3YQho+bE6yZiQgd5xacbCeLLii6y2iIN6Rw0KkqFNO1yuczg5ff7GayIFhgOhxyvpFQqsafJcDhkuiEUCsGyLAQCAQbyfD4PAMydE2dO12QeG1R+8jjZ39/HTz/9xLs00+k00xZPnjzhTtpqtRAKhVjzTSaTDMLT6ZS9UwKBANMqVB56bjgcsiY9mUyQzWYxnU4ZXIfDIde1GEArFothY2MDtVoN+XyeJ5aLiwvmzImXp/wpsiJZBoVCgevhxx9/5LrY3d1FJpP5jSapsrJk/WBRkHLT/EXRTSiye27Wo+6aF1GFoF2WjlrmHVUai2rVTvFCjajoI7F/qSYKXf/S1cuNBXGvjWmqfav+12lIYgO5LZaS5tfv99FqtTCdTlGpVGDbNqbTKbsIhsNhpjfIT5tc99bX1xEKhZBIJBCNRvn7KEws7a4kLZ8GpqjtUwwUy7IwGAxQrVbx7t07vH79GqPRCL1eD7lcDrPZDO12G9PpFH/6058Qj8extbXF35JIJDAcDjk2ynA4vOIN1G63ecKxLIstkPF4zLs6yfVxOBwiHA7Dti/ji9OOz/F4fOUbaJIsFApoNpu4d+8eKpUKnjx5gnK5DOByUqlUKhw2gCIxvnz5Ep1OB/v7+3j48CH29vYQDofxww8/YDweo1qt4vHjx9jZ2ZFSDG4A7aZJLaOReXlfzFv2Hc5y6e57yVNmxTjTl2muolwHUJvIdVkfi+brpGgBOYY4yymuY5nIjQRxcbYSP0TnSqiL42DCdzrpEFmlO2dR5/sEYhcXFzg4OECpVGI+ORAIYDabod/vo9vtotFosNvc2toa7t69y5qxSIuQpk0TQKfT4TLRYp4IgKSV0mafdruN/f19vHnzhjXwXq8H27ZRLpcxm804mmA4HMbDhw9xdHTEFEe5XEYymUQkEsF4PL6yRd+2bZ6MyAqhctEENZvN2Fc8FAqh1WrxwuN0Or3SrjRRBQIBDn9bKBTQ6XR4EXR7exsAcH5+jmQyyYuhgUAA1WoVqVQKb9++xcHBAf7jP/6D6afpdIrBYIAXL17g+PgYX3zxBf7whz/wBCS2p66fqLRgExHT8gowXicTekZlmnuxCki8rDGoyqS65hXYVVquk950vrPIhOulLLJ7TkvPiS/ONLyW60aCuEp0bk66TT3OiqRrzr+dv1WmjywP4MNWdgrrura2hmg0ilarxRr46uoqnj59inA4zO8S+IVCoSs+3wQ84gEKBI7z+RzRaBQrKytXtsPPZjNcXFzg9PQUAPD69WscHx+jVCrBsi6351MIWoqfQj7b0+kU3333HXw+H4rFItLpNKLRKHuYVKtVdi1MJpMAwAuYiUQClmWxfzhNQDS5kMZMv4GrXD4dNkHUCy2Ijsdj5PN51Ot1hMNhjgkDAL1ej7X7brfLBzUHg0HmxM/OztgKKhaL+Oqrr/D06VN88cUXmEwm7ENPVo1TATDRmJcB9kVpCLcFMF053Mxzp7gdpiLTOH9vUX2/W9v93uVTTYgmtJlK3Mr8UYG4Ttz8wr1oPrpZUvU8nZjT7/dxfHyM58+fo9lsYj6f4/79+0gmk3xyDvlaJxIJPvqMvEOIgiAvDwLE8XjMPDaB4KtXr9Dv9zGfz/lw4vl8jlKpxP7UTi8Sv99/RdMPhULw+XwYj8fodruwLAvhcBiNRgP1ep21+2AwyKBO2jdp0JFIhCeQWq0Gv9+PwWDAi6/ihEUUCgCOwUIWBWn0pDlT7HGxbclrJRKJ8GIvgCuul+vr68jn82i322g2mzwB5HI59oen4+gmkwkymQxPvmTJUH+hxWmv9IdKYfA6yFWi0nrdNH0V9aJLV3asoVs6znK55eFMWye6b1yG7/daL+J7ToXRaxrLyI0HcZNGMYknvUwF6gaE+HcwGMTJyQmOj49RLpdxfHyMyWSCg4MDbG1t4fHjx3jw4AFmsxnC4TD6/T7q9ToDE33HxcUFZrMZotEo3r59y8BILonz+Rz1eh3tdpsBmRY76W8CSppgKKYKcKn5k9VA3ifkxTIcDtFut3F2dgbLulxYJcuCgmkB4MmGohsCH6wH4ENcE7IeSDMnTxKyKILBIFMoJKQNJ5NJ9Ho9TKdTjEYj3hkKfAjsRZMPgT0dQpHP51EoFPDpp59iPB7j3bt3qFQq+Nd//VfEYjHkcjmsrq4ik8ng4cOHyGazHJwLuASu1dXVK54+snbXUQNetHKvSoZX7V9FFTnvO0Xc7CPbwON83wnwJmPP69g0wYRFrALVxCq7vgjgLzNJ6ORGg7hpI3g5f1HsVKqFHy+dTmzoYDCIzz//HMFgELPZDIPBAK9evUIgEEC9XsdPP/2EZDLJGmQ2m0U4HEatVgNwCYx0gAMBLWnuojZI2mEikeDvn06nHDaWANZZJ5Zl8RZ68usmjdqyLPT7fdayaTKg97rdLrsaUn5ER9AEIO4IJdAWAdy27St/U1uQNk11KGrftEg7HA55uz5wOWEQ5UN+74eHhwCAs7Mz+P1+3Lt3D7FYDPF4HF988QVv8z8/P8fJyQlTTD/99BNPZGQ13L9/Hw8ePMC9e/ewsrKi7BeLKgfO93QL7YsCtkxk+eieF8HbOc4WBV/x3evWThfVxFW4oHtelb8bbatKx0RZlMmNBHFVx9KBtK5TOMFa15EXGRxO7aNYLKJQKCCVSmE4HDJnTS57jUYDPp8Pb9++5e8SNVHSBoEPC5rEWdOPuIJNQC9ur3d+M5WdgJbyoI075LJH3LxYT7TTczweswZNLo2UHk06BP5E45DGT+UkP3OqLwJ2SotCETi/w7IufdpTqRSADzTRmzdvrlA35XKZQ+f6/X6Uy2Vuj0gkgkwmg0gkgmKxyIvMtMGIQgakUineqSpSPKaLgiYArRuw4n3ZArzsHWd+i4K8TFRrUaRkONNWKUdeqBIT0S06L1MHTjBfxkpSvWuyuGtaFzcSxFViErtYNxObmrVuYK279+bNG4zHY5yenqLX6yGdTqNarTJA0ZZ0+hby9KAf4IPPNFEhs9nsys5L0mRt276ioROwybxzRFpDPCuT8qW8yNecfLBp0ZGOZAuHw+zrTX7gBOriREHXqOxULiq/GB6AFh7FDTlURppY6D5x/TTRxONxzjsYDPKxcaILIgDUajWkUikkk0mkUikOzUsTg23bbMnYts2nHvV6vSs0jqpPOflok/6nAnOdVejs36b5uJXfVEzGnypNnYIl04IX0aZ1aw46kDfRiHX5mt5fFp9k8lGBuE68dh6VLFKR1EG63S46nQ5evHiBn376iTfRkBZLwEZgSgBO2irwQfsUG5u0TNJsRc2I6AzgAw8tarCUFmnbpNlTkCoRtOk3gScBO00AlDZt7hFpFwJ68RkqL2nv9D0iBz+dTvl/Z4gAmjRok9RkMmFQpt2gFNt8OBxiNpvxLlPaTJRIJLg87XYb0WgU8Xicg4WFw2GOiU6Tzng8xo8//oh6vY5SqYSvvvoK29vbWnPbTRuWAYyJFq+6Jubj5Xm3ScGLyALNmaRjYvWagrnpoqmuPWT3VWm6AbzbpGwqXtrlRoL4IjOwU3QVZ8ILqgaHbqZPJBLI5/O4f/8+6vU6BoMBwuEw+1eTRhoMBnnnIfHOBHi0WUfcyEMAKEbqI2CmgSQCInBVYxIB2LYvt+D3+32eICht0pZpYdTv9yOVSjG4ka83gSxwScdQGrS1n7Rn2nBEZRD/Jz9xipxI30S0EZW53W7zBCl+l+gx0+12uf58Ph+GwyGH2r24uAAARKNRZDIZrK+v80EYkUiEwwuIm5co9AG5TpL3ik7DVWnIIhXjBtaiLMvL6mgGVflMyubcj6Fz7TUpp+wZ2XiUiReLQ1SMVG1hCtC6+pWV0Yt1QWnLLGmV3EgQX2TmAtSNodN8nP87K9yE0yKgJUClMy3pyDNylyPOmICQou8RsFKaIi3iLD8BsXh8mWwLtBNMKF8qH4F6Pp/n03yI16bJhBZJiWKIRCIMjqPR6Dcn65DGSxt16B3a8EThB0jTDwQCaDabPLERsLdaLfR6PY6bkkgkEIlE2B2ThPzCyZeeJqJEIsGTmvhN5XIZlUoFlmUhl8shl8vxpib61k8++QRff/01vv76a2xtbXE6uj5jovmaKiYqTU5F27jl5QYgXiYWEq+UimzcycaZG5iaKlpu78q0cN37bvy67llnGZ3rC7LJSzVZqORGgrhORLAkEbVTp8iAWDfTm3COMgkEAnjx4gW+//57/PnPf8bLly/5fdLCqcyUB4E6gbK40YVAUFysJAAnzZeEaBJ6VgzZSjxxJBJhjVf07y4UCgiFQsjn8+yqR4BKftq9Xu9KbBYC6el0img0ynFSKCRAr9e7slBJk5bofkiTWiKRYB9zOsCZJjda8JxMJhw6gL6Byklau0j7UF1Y1uUCLk0OIs3U6/U4ljlRK3/7t3+Lzz77DE+fPkWxWGR6yCk6MJGBrfMZ2X1d+k6R9VHV4PeiBZuChkiheKFuVPd0YKybmGQTgeobdPmZllOn1JmKbqKidSJ6Tva3TG4kiOsaA5AHuCJx64SmDeFllidT/vHjx3j06BH+8R//Ef/7v/+L//7v/8Y333zDhxaLkw2BCnGx4nfRZh6RH6fyEI9LWikdgUbvDYfD39AWpGVT7G2f7/IEnlAoxDsv6VQg2tYfDAb5eYoXTguzhUKBD4EQaZ/pdMo7J2liCQQCiEQiDOS2bXOgqmaziUAggH6/zxOWz+fjyYQ279DhEHQYNHDpS9/r9TAYDK4E26I8aTIksKf8gQ+0Tzwex3w+x/b2Nv7qr/4Kf/zjH/HVV1/xczIahNpvEa1WpQGapC8+q9IWVWnIKB6ZmCosgN6tVwRUVfqyv03pEZO6dYrbBLUI3aVqIxV+mfQP0/KKciNBHPCmFQBmPuIkJkC/SBqkDRYKBfy///f/8E//9E+o1Wr4r//6L/znf/4nnj17xgcsiPw3bajJ5/PssULp0/ZxomSAD8BMp9ID4MVP0eWPyunzXQbkIs0YAHPf9XqdQY3epQlid3eXvT3K5TIf3UaLibTbk8AyFovxBEHgThaFbdvsspdKpRiwQ6EQarUae83Q4RK1Wo0561wuxxPRvXv3AFwCcbPZRLVaxdHREdMq5ANPQEz/kxAtM5vNsL6+jr/+67/G119/jU8//fTKhOkGLDo+10uf0gGB+IxsgLuBvS5N1TfJyun0ExdF5jHmBYBMgVtM2/S6CthVk6lYd7r2ldWn+LeoRImxeZxlcOZJ/zvb7qPkxGlhibhU4LeNq9tibyI6rdpkVnbLhwA6nU7jj3/8I9MK33zzDWu0NACy2SzS6TS7ugGXGjdpiuRZQnRLNBpl0KXDD2KxGGu/tBAJXB7kQLFbiOduNpt48eIFH9AAgGkVkeog8KNFzmw2C7/fj1KphLOzM36X+HHyWBH9zSlN+j8SibA14fNdnvhDmnI0GkUqlcLKygoSiQRPHEdHR9je3mYLBLj0Ttna2kK/38fTp0/R7/fRbrdRKpVQqVRQrVYxGo24TujA6Gg0ijt37uCPf/wjvvjiCzx8+JCfEcFSx5O6aXymIstD1+9E2sQU7GXpeLkGeItZJEvTS504I/jpANWEy1b9r6sbN6tH1h9IORqPx6hUKlwvGxsbbGnTyVntdpudBtbX16/sC3GzlmRyI0GcNDBAD94y9ybdx5vwcLKB7MZviu+Kz9D/6+vr+Id/+Ac+sKBUKuHHH3/EaDTik+aJxybwFfly8rawLIufI5749PQU7XabF/lICxCPMQsGg+xqR/UWCAR4xyeFo6XDIMj9UeSwA4EA8950qj1RJ36/n4FZDCQlug6K30cxZshDhMoZjUZxfn6O+XzOwa1s20Ymk0G5XMYnn3zCoQMePHjAFAnV03w+R7FYxGAwwHw+x/n5ORqNBqrVKsLhMD777DM8efIEjx8/RjabRSwWk25YEfuKG9Dq+smyWrvsfae2KCuTG7hdl+jqTVYW2XUZmLpp527j0g2YVc+YiEr7Ho/HHFKZ2qZWq+Hs7IwVFVq0p5hEDx48YAVI3OzntXw3EsTJ80K2kuu85vxfpxnoZlhV4+iuud2nTubz+VAoFBhMf/nlF+zt7eHi4gLlchndbhfNZpODONVqNTSbTd60Qnw0aZaWZfEmF2p8WhgFwJEKgQ8ugCKlQIuaFBtkPp+j1Woxd59Op5HP55HJZDCZTHB2dsZxvAFw+FzybAmFQtwx5/PLQx3S6TTG4zGazSbTOKlUCpZlXTl6rlKpsE84hcglECbaiHj1w8NDppR+/PFHJJNJbG1tIZPJ4M6dOzyRkKfJxsYGer0eUyf379+/ohk5QVCl4TrbUyVunK8zXdV1kS5xPud8XqWRO5/T9XeVae8mMiqFlBBAvT1fZz047ztFxf27jd9FQFtmlcvqjazF169f4+joCD6fD7u7u4jFYmg2m/j222+ZLlxbW+PTtOiUKxU1JuahK/+NBHHVwsDvqWF4SU9l6snSovvkBZFOp1EsFlGv1/H999+j0+mw2x+5wQ0GgyseHQRulmVxwKpgMIi1tTUkk0mOD5JOp/kACrEsPp+PY7IQBw58WA0X/X3FbyLXPHELPZVpMBhciZ9CFAwthHa7XebMiQqiU4ECgQBisRhPLsTFr66uIpvNshZDR7RZlsVlFi2MVCrFh268fv0aw+GQD7XI5/OIx+MYDAZMKVWrVWSzWekOTBPg0Jn2XkTXf0w09UVEprXr8jYV55qUydqUqTZsUh6vmvgieckm2H6/j/PzcwCXnk77+/usOJASOhwO2VKliJqDwQAPHz7kkNEUAG9tbQ3ZbFZJienkRoI4mSYiV2QqMv5O1rHcFnlkzzvviS5BqrTFDkuWhLjVOxAI4IcffkC5XGbOGgCy2Swfy9ZsNtFoNPisykwmg7W1NcTjcQ5aNR6P0Wg02D+dPFYISAlAyXdaXDARd4zats0cdTweZ88UiuZHhzQTd007M+k3dWByFwQ+HKVG3L7f72ffc6JBqBxiXBgqE3m3WNaHoFwbGxs8MVQqFQDgg6P39/fx/Plz9Pt9FAoFfPnll8jn8xzMSjxIQ9fmJn1AJjI6QKWUuFEqXsUkPR1XvEi+Mo3blNbUXTfRqBeZiEytKafY9qUHFSkFx8fHAIDDw0OcnJzwMYIbGxvIZrPsJdXr9VCv13kDXL1e53y63S4++eQTDrZWLBaN+xnJjQTx58+fIxAIoFgsIpfLoVAo8D3TD1RpBIsOGpn2YFIOXXnJo4K4ZfIPJ+2VrskoI+q8Pp8PnU6H+WiiVAjsgA8aNZWZQFbcwk8auci7iyfOA+DDI2hjkm1fxi4ha4HKalkWh6UV3Q1pgqB6cWqHVDYnuIqgTrQQXUulUlc8dEqlEmz70o0xk8lgNpvh2bNnvOPz008/5ZOMxDYSxY2TdYoKWEzMfFX6Tp9h3fum5RKvq8z4RQBd5iFmqtmKz4n9fBkwVrWnySSje5fqi9Zbzs7OAAA//fQTms0m77sg6tSyLFSrVRwcHKDb7WJtbQ1ra2uw7cszbG370pONHBtIEZJ5++ja/kaCuDjwyUPDZHOBKDpfcp3ITGYVEOv4LDeNYTKZ4NGjR+h2u6hWq6jX66hWq7z4R88T+BHoUrwT8Ug0MQIh8CE4FHD1AGLxcAYCTHETDtElFLK10+kwHSFy6tQ+FHs8Go1eSScejyObzWI0GmE0GrE/vBj1UIzTLV6jMpFLJAXDisVisG2beXvgwzoAUVHkDUPeKFTubDbLgyuXyxm3kZuYaIEmWp8M1LzQEibl09GTJjy9F83QOfZMAF1FI+gAWMWtO59VrXM483Qro/h+Npvlg8vz+TyfW0uRMu/fv8+HjvT7fTQaDcznc6Yh/X4/+v0+e6js7OxwH/da7zcSxFOpFC+CNZtNrK+vX/k408pX+bfqzD8ZgDvT0L2nG5jiOz6fD7VaDYPBgBtbXBSS8dpi7BTa8k5cO3B5eDDFNyEh7xcy64i6AMAhAahjkV93q9VCv9/nuNziqfQUhfHo6IjvE6cuxlQRd9XSZCNeo0mJXCMDgQA6nQ4fGk2TB53LSXVI30b5EegT1SPGYhGjQ1KfEdtUZa57MWe98JeLAIZKG/dSTplF4IU29CoyTVJWJtUzsvHtNp6c+CCmo5tsZfSr7vtnsxnOzs7w448/4pdffgEA3kn8+PFjrK2tIRaL8Wa4fD6Pzc1NPsCE+ns4HMbq6iqfNfDs2TPkcjkkEgnGAVrrcn6/U24kiBOoZDIZ5jkX6VxuG4FUnKipRuWFSxXfoR86faZYLOL09JSDNdFzRGeIADsej1Gr1djVjg5MoEVGqivqCESBiHVBWgDdJ20pGo1eeVf0OSeahfKh6IvEgVPgKZkm6Rw09EPpkDYtHmxBFkg4HGZNGvhA7dCk1O12GdApZjsdayeeoUnlloGBm0btBiBe+oET9GV9T9Yv3bRlt3J5Kbcqf7fvdBtv4n2T/KkMbvUm07xl4C0TlULmTF+0jFutFhqNBo9XOmErHo8jk8lw/+v1ehiPx+xOOxgMeIwUCgU+ovHZs2ccFnl3d5dj/0wmE6ytreH09JQX9mVyI0F8OByi1Woxz6SL5+wUVVwVEtUOM0Cu7ehEp2G4aWjUUcRVfZECaTab6HQ6DELExdGpP2K6Io8mcsr0vc70SXw+HxKJBGKxGFZWVq5seCEQJZc+ep7SJ6rC+b2ipwtNDnRNrF+ihegaHVnn9/uRTqd5kojH40yDhMPhK5sqiPsmv3eagChCo2gh6Aa0TDuX0Wpiu5mIybNeKRxTMQFgFdipxoHpuFCNPy+0pknZnWV20/gXrWvxu+msVvImAS5BPJlM8qLn+fk5UyvkjttqtfDmzRvU63Xk83ncuXMHW1tbiMViuHv3LgaDAUfdpANK1tfXeS1HpBGdciNB/Pz8HBcXFygUClJfcXG2dYobF65bfFnEhNZdozKKZp2zI9H/4gk4YoOJk44YW0WlKcgA3qlhEABalsULmOPxGMFgkDlsirlNftq05V5c2BQ1cuC39JVtf+DynUIdnvIlTpuAeDAYIB6P82IvpTMYDACAfcdrtRpWVlZYK7csi0Gdtv+L52bK6l7VD9zA3U2T1/UJ57MyMdWyxW9T5e1GB+rK7CY6S0WmNInlMVnrcuOIdYqTTrtWpSPLl/63bRvRaPSKwwXFAopEIrAsC6VSCaenp/D5fCgWi/jss8/w+PFj7Ozs8CHmFJRubW0N4/GYtfnpdIpisYj19XWsra0hnU7j/Pxcq8jeSBDP5XLY2NjAysoKksnklZV6N21AbCy37cLOtFQug850ZfmrZnlqeCc/S4t8pGWLmqMT+Jwg6NRwSYgnFyMWimdoUihaALwdnn5TWYn/Jr6cvpOoGmfgLuK6xVgwVDba4OCsHzHAFJ3gQ2kAl+1P8VUovne1WmVvJQDsT08BrDY2NpiiaTabvOmIDoZYWVnhiUfM342yUPUHt+uLgKGXfJxldVpaqv7oVj4dlSKb0HRpkcjWpNx2Xqu+QTaBudFhsnb2SrWQEC1HC+8AOBzGZDJhLxS/34+VlRU0m020Wi0cHR1hd3cXd+/ehW3byOfzmM1m6HQ6SCQSyOVyvJP59evXGI/HWF9fR6FQwP7+/hWq1Sk3EsTv3LmDu3fvYmtr68qxX4B7h1lm8OjeVXVYExNuPp9jOByi1+vhm2++AXDZcR89enTF9Y+eBcAHFtOOTeBDByINWIxTYlnWb/y96R2qQ+LRSdMnqiadTnM0Q/INJ88Sepa2/tMmJCof5U8TgejmSBMSLUASUNPzYj0Fg0E+lzSZTPIOTr/fj/F4jFKphFevXvEGC+K59/b2OM7M9vY2ms0mwuEwrxPQpEYDpNVqIZlMctkJFMQAYJS+m0atam/xt6zvegFbHSVjAkxOAPOSr2k53MaAU9wCabkBrFgWVZ1eB40ivuvzXQaROzg4wMHBAd6/f49WqwXgMqxGq9XCZDLB6ekpXr9+zX7igUAAjUaDPbnu3r2LnZ0dlMtlTCYTdDod1Ot1nJ2doVKp4OLiAhsbG0gmk7BtG4eHh3j37h1evXqlLKN3kupWbuVWbuVWbozcSE2ctD06nJfkOkxU1e5N1UKQyrRzaj4i900iHij8ww8/4LvvvsN3332Hu3fv4uuvv+YFkFevXuHw8JDDrRIdQporeYEQh00Li+TFI+7ApGiBTldE0roprfv376NYLCKfz1/xCafzJqn8ItdO7xJVQmmLJwBR3kS10O5R0VqgbxDLE4/H+bvJ7ZIWKUmrbrfbVw6FyOVy7Fs7nU5Rq9VQKBRw584dDoxF5Xr16hVTQtvb21hZWcE333zDW/8fPnyIRCJxJRaN2P5ufcYpOu13GcvSVKt2o4lMyuvV6lz0WUDtkKD6DpHi0dElJt+lKjv9pthCh4eHeP36NS4uLtgaBsA+4JVKhY/1I8rk/v37yOVyHGK5Uqmg3W4jGAyiVquh0+mg2WwiHo9jb28PT58+hd/vx2AwQKPRwMHBAY6Ojj4+OqVUKqFUKl3xkxRlWTDX7YAk0XUSuk9gKp7CI4ZeJSBZWVnB6uoqB5X65ptv8O233/J2eKIMKDIh0R7iDko6U1tWumgAACAASURBVJLK5PP5roR0Fb9F/D5xtySVKRQKccjMZDKJ1dVVJBIJdDodvH//ngFU5LyJSxapE5H+obKRWx9NXlTfYlhbmqzoPYp/QmkTyNMERYdEiBQM1XOlUuFBlkgkEAwGOdyt3+9HNBrF+vo6VldXMZlMcHx8jPfv3yOXy3Gc9Hq9jpOTE3z++ee4f//+lcnG2R9IZFSLSb/00ndVCoTIT6vS1q3heKVG3Mp2HcqVLLCdc93KWR+qRcvrFMu6dAQol8s4OjrC6ekpR9hMp9Oc/2g0QrFYxNHRESsLtEeD+hHF70mlUojFYmg0GrwRKJ1O4/T0lOnNfr/PY4NcZ1VyI0GcPA1oVda5OKYCVvEZQD5gVKvlqufpHfG+yD+LoAaA3dso0NRwOEQymUS9Xkc2m8X29jZzaQSwxG8Tt0udV/RYEQ+FIPAUDySmicMJdsAHbZy+nUDzzp07zLEnEgnUajUkk0n2XiFPEHqP4rqIm2wIsAeDAYM+1Qf9LUZSpEWtYDCI1dVVDuYlDkTqsKR9U/01m01+hjxbfD4fByCi8LqxWAx+vx87OzvY3t5GtVpFOp1GvV7H/v4+zs/PefGTAont7u5iNBpd2flKk4+41kCTDPU/N9CTTf6yRULn89ReMotQZimKablx77Jyy8aNbgHT63fL0nMTlWOCm5YuA3zVc6rf4loJjePhcIhUKsWKDcW2p3FJB25Ho1HWpH/++WdYloVyuYxQKIR0Oo2zszOEw2Gcnp5yHKJYLMZnyrZaLWQyGeRyOT4ohRQ7mdxIEKfgSplM5kpccS8NIhNqGDevFac4NRoC75OTE5ycnKBWqyEUCrFHRTgcxsXFBZrNJur1On744QfM53OUy2UuM2nE4gIkRf4jjxVnbG4qh+iHDXwAPdu2GYToG8X3CFBpgZJcBsfjMer1OoLBIHK53JXt67QFPhQKodfrIRqNclAsqgcqP4WBJa0+lUqh1WohEong4uKCNexAIMA+tkSpiJPMcDjkdGnzRDKZxO7uLnfm+XyO4+NjTCYTVKvVKxROv9+H3+9HtVrF8fExNjc3sbGxwXGdKY441d3e3h6i0Sii0ShevHjBgcbC4TBs2+addeSRI/ZFHYiK12SiA1sZ2DtBxi1PFfjKtFtRVGmaTh7Ob1JNZF7E6c0iu24y0TlxRDehitfX1tYwn8/x9u1b1Ot1NBoNVsZSqRSy2Sx70vV6PdRqNd6lSQ4JhUIB/X6f75+cnCCVSmF1dRXHx8fsPPDo0SPs7u5ib28PtVoNrVaLg7zJ5EaCOIUhBS61uZ2dnStbpwG5ZrGIZu4UE7dEAhw6JYe2oBOgiNo1ub2RVkqNSrEWyPPEyWWLGj7FNKHrzjKJEQIJxMXnyNwjSiMQCCCXy/EGBfL7DgaD6Pf7yGQy7BlCZ1iORiPE43HYtn3FYyYcDqPb7bI/dzgcRqfTQSaTwWAwQDabxXg8xtraGnu9xGIxplUA/OYgY8uyrlA59J2DwYDztSwLDx48wHw+x8bGBnsANJtNnmh2dnZw//59rK2t4f79++h2u7wDuNvt4vT0FJVKBb/88gsODw/x6tUrjtVDEeXId75WqyGVSiEQCGB3d1d57BbVtwn37IU3VoGmjlKQgZMT2HRBp5wTiTNNU3DWafmqvJ0iG5du2/t130/XVWBPec7nH6KOJhIJhEIhrK+v4+eff2aGIJPJYDqd4uLiAmtra6jX61hbW+Od1YlEAo8fP0a5XMZoNML5+TlTLkQFUnygaDSKw8NDhMNhplto34ZKbiSI37lzh91syIx3ckKLcGDLcmfOjkRuQ+fn5zg8POTr5PwPfOCoKS42BaKiBUwqE50KAoC5dNFdT5w8nIc8AGDtmbR7oj6m0ylSqRT7V9OusFqthlqtxodTpNNprKysIBqNot/vc5wHy7J4EiJahHjnSCSCyWTCbonEtUciEV50pTjj9C2pVArD4ZAPN6Y06NvG4zHHaxG30NOBx6RBD4dDxGIxDAYDDnYVCoWQy+UwHA6xu7uL4XDIaw0nJyd8gv18PudBube3h9FohIuLCxwcHKBSqWA0GuGHH35AOp1mV8rpdMraUSgUYn9fFSiReKVcVMBuwlXrqBnTZ3XPOS0Brxq4m5Vs8pwoJsCuykdmhYhloLUYCplMG83I0v77v/973k1JSo5lWcxxn5ycIJFI8M7rRqOB6XSKra0t7O3t8VZ62u8QDAaxvr6O2WyGTCbDMYDu3LmDw8NDpFIp5TfdSBAXvRSoYtfW1vgUGlkjq7TxZUAbUG/bp1maIv6JC5OkHYvv0mIevSvSRKSFEtdMMzyBh7j5hzRUMWqg6PdN2303NjYAANvb20gmkzg/P+dNA71ejw9NqFQq3EFPTk6QyWSYVx4MBkx1EDAToNKmIJFeEukcmqS63S6SySRr3uPxmLf40+lE4uHN6XQaw+GQTU9Kr9vtIhaL8cCNxWK4uLhAOBzG4eEh8vk8yuUyfD4fH/M2mUxwfn6OjY0NPHz4EMlkEolEgicM27Z5AqHdcT6fjwNxnZ2d4eLigifVBw8eIBgMIp1OuwK4CnR1GjP1B11ay/ZnlZhYBTLNXLwuS9MJ8KblX/SbvewEVeVL39hsNvH27Vv88MMPqFarGI/HiEajSCaT+OSTTziKISkpFIgunU6j2+1if3+fLW9aByIakta/JpMJfL7Lk4DonF3axbyxsYGtrS3Yto1isags840E8WfPnmEymSCdTmNvb48DP4XD4d8sMjr//r2F6AfiW9+9e8cUSiAQQCaTgWVZHAucFu6I8iB6hVzfCAzpgANyrRTPuCSXSzrol86ppCBPmUwGoVAIOzs7WF9fRzQa5UliMpmgVCqhWq3yogkAjoXs810eVkxmYzQavbKwKMYqobIDl4Ol3W4jHo/zMXLlchmJRAKNRgPRaBTdbpe1Edq6b9s2b+EnDZ4251DMmGAwiJOTE25by7rcbSouMFJcnVarhZWVFVxcXPCpQqFQCLFYDL1ej2mYdrvNoX5pcVfk9WnBst/vw7ZtRCIRFItFrhvaak3cp7jDVMZVO8XJ1zqvk6j4bB0loMpPxafL3jWhcXTlU71jYkHI3lt0TIsKlvO6adloPYp2AQPAu3fv2DWQFhxJEycwz2aziEQiHN+ILFdanBwOh3j//j1+/fVXthzT6TRWV1evpCMe6hIIBLC2tvbxgTi5h5EZTKZKJBJhtzudJnSdoC4z2YLBIBqNBprNJmultEgoeo3QAiJ5eYin2VjW5dZ7ivFNGjmBJNEpFF6VykIujel0GhsbG1hdXUWhUOA8ut0uXr9+zQuAtOWXNGmaMIiDp3TpO/b391ljoJN7Op0OfzuBIB1EQb9PTk4QCASuHFlFvuy2bXMITjE+S6VS4ROHxAXdcDjMkyJpJTRgSCaTCZ+Q0ul02Hqh32dnZxgMBkgmk8hkMrDtS5dF8smliZAGPLUF5UlHzVF6g8EAz58/R6fTwenpKb788ktks1mpe6oKsGX3VfdU92VpOqkBJ9crpuW2QKorv1t6snKrFhV1FofuGd11QL7oKQN18b5qIgqFQtjc3MRsNmPqlOjFer3OFMfJyQnG4zG2t7fZMSCZTOLevXvY39/n4wqHwyHW1tbYqyWRSKDVauHhw4es2ZMSQRgoRiNVyY0E8Vqthkqlgq2tLWxubmJnZ4cXD8QFTlWHdzPblgX5+XyOvb09HsDdbhcvX75kECIXPfLWELlucgEUF+ic/si00GdZFoMNdThaDCVz7+DgAJZl8YHD5OUieo0Eg0E2BS3LYq2ewIvcp8iFj+I+iFvtxZCzNMFSOFuKLhgMBplOmk6niEajDNC0+ElrA+KqPU18pJ2IgE0eLWJ8CuDSlZOoJgqhS3lQvBQCobOzsyuxzsmNktqSAm1Fo1H2ySUAJ7fDWCyGra0tjjwXi8WUICCj/HRan+x/J9C78ck6flql4cqsWnpvWVrHTQPXTWAqi0Y3ccjKowM+t/tnZ2c4Pj7Gixcv0Gw2sbq6yozAL7/8wkcGkoRCIbx48QKffvopMpkMnj59yq6CL1++5DWqs7Mz9Pt9zGYzrK6uYjgc4ueff0az2cSdO3dw//593L17F/P5nL3bjo6OpEHkSG4kiIfDYWxsbODBgwfY2trCysoKBoPBlYMKyNylyGEkJgC97AInaXWW9SGU7GAwQKfTYT9vWpSjvGQbZJwRB8WDHlRaCZn/ojVCQEfXRbdCy7JYGyYKJhwOY3Nzkxf3KM7xcDjkv2mnJAAGSurE4iHOohZNnixkVRBVQucLkoYterq0220++IHitVD6BLTiiUS0g5eoH5rkyGJZWVnhcwyn0yn6/T5isRj6/T5KpRKi0Siq1eqVAGDExdPCMOVBE9/6+jo2Njaws7PDfYAsLZkmbtJ/vGqZy1ibpoDqNgF4SVN8TkUJLQL0qntexrTJc6QV0wEP5XIZOzs77P5arVbZ6tzZ2cFsNkOxWMS7d+/g9/vx7Nkz9l6r1+uwbZs9tajvtNttVthevnyJUqmEi4sL7O3tYXNzE7Zto1KpoFKpsLeeTG4kiJO2R77KwOWAajabHMQonU7Dsixsbm6yhgWYN+Yyiy6WZeHs7AzPnj3D8+fP8ezZMwC4omlOJhPW6Kj8NOgJ0GXR9JxgTEerice2iQccUF5kAdDEQpNLNBrl7eSUt23bODo6QjqdZvOPwJ5oBAI50iBoAYb4fgI6AmbKi77LGXTLsix2cyQ+mcpPlott2+xKFQwG+SBocTMQ5UWL3LFYDJFIhP2/6f9CoYDNzU20222uHwJcsiLECJK0y5PSnUwm2N7e5tNa7t27d8UjSNw05mb1mQCwSssU+4VJf3XrxyaavVdZRCnyOvG5iddJze15Wt8qFosYDodYWVlBMBhEPp/nE7Rox+Z4PMbW1hZarRZ6vR7a7TbK5TKPA3FXM9GEAHiSIGqV9lOUy2VWoFKp1G8ozd+U1fjL/4JCrm6k+TWbTZycnODXX39FqVTiqHtk0ojarYzzUy3CqExZ2bOi+Hw+3L9/H48fP8bf/d3f4c9//jP+9Kc/4bvvvsN4PEY2m2XqgjRSWr0mc5+0WDE+CQCmFqg8BHDO7e0U44SARDxgAcCViY00W/GQYgJz6kBEodCiai6XY/dO0hyIzqDDGkjrFXeeEu1B+cRiMa4z6sD0LG0iEimaSCTCfujT6fRK5xVpAwpXIO4eXVlZYWCm+opEIkgkErzgSZ5B5OopTrZUB/1+H3t7e9je3sbOzg5v2Rfr1+mH76axuoGGypqU0YSq+857OpFNLKprpkqRrPxu98TrlJ+OG9etJ5jeN2krGmN37twBANTrdYTDYd4wtrW1dWWM7ezs8HpPLBbDixcvcHh4iG+++QaTyQQrKyvcZ8iFl6xW+uaDgwNWJGis1Ot1zOdzvHz5Ulpm4IaCOJnKPp+PQzGSRlcoFDiUKJn94sYL2cInidhIOk5OfFYm4vFlhUIB9+/fR6PRwO7uLs7Pz9nr5Pj4mGkfWpQEwG50pJWK29HFCYfAkUCKFlvoWZGOoUBQAK644hE9Q5MDHWos8vbD4ZC1jkwmw5YC5U/lorKRL/VwOGRPmEwmA+DD5CG6RYpasGV92E5OtBh9Gy2Y1mo1AJcm7fr6Om/Aofal31ROCuBFvPfdu3fZUqC0xuMxl41814nOofgzYpwK+qGJj76D6sCNbyWh8joBwgtV4OyXqvu6e85rqjRlvLQOhN24aFleunfE/EWqSmapyMa3G/DL6khXVjrBh8ZCrVbD+fk5rykBwCeffIKdnR22eqvVKtrtNsfoEcNi0KHedKgJ9dnJZIJYLMZ7Kfb29ni7PXnrqeRGgnipVOLz58j87XQ6PLDIu6BUKqHX6yGbzfIW6ePjY16w29raYpNHFFUj6rhBErFzU6N//vnn+MMf/sCa8du3b/Hrr7/i5cuX+PXXX5HL5XgTC0UDzOfzvINTPE0+EAjwqre4QCYe3kBaNPlwk8VCHLy4u4uoBookSHQM/ZCvajqdRiQSQSwWY62U6AqyFogSojSIYyetXGyrbreLdruNXq/HXiDiIRPT6ZQDghWLRaTTaaZv1tfXAXygasiNs1wuXzl3dHV1FcViEVtbW4hEIuj3+4hEInj9+jVP9AA4DgVNNjSRkRLQbrdh25cntmSzWfa1F3fTigCgAhGZOGP16EBEJSYUiU67dJZXVwY3rVlm6Zpq4bprTg3aJE2dlSOW07S+nW1M1u18Pmf3WDqBisYccEk1vnr1Cmtra5hMJmi1Wmi32/D5fMhkMiiXy+j1eoxhlmXxOs3Z2Rmi0egVt8JqtYpffvmF+yltFFLJjQRxAmGRNwUuG+vi4gLT6ZQjfx0fHyMWiyGdTiMWiyGZTPKWcQIPUTsXxc1sdT4jew/4EKaV3iWgA8CRBmnRjUwuAmLafk+dhLixbreLbreLTqdz5SDk0WiEwWCAcDjMGw/W19evuF/SgglwOSHW63UOyFUsFpFMJvlkkclkwhsMiHbY39/HYDDA8fExLzzu7u4ik8lgc3OT1yZoU8NwOOQohJPJBGdnZ2g2m7w+4PP5eFOUuIOz2+1yx00kEnwIBbktihEa6cxVcbIDLgF6NpuxJULgXK/XORpjNptFIpHA+/fv0Wg0UCqVcHh4iHv37vEJUqurq8hkMryRp9lsolgsIpFI4NGjRzyxmmiVorjtINSJDHTdqADnu6p7bpaoTtysCDcgN9HmVe/r1hOc990oF5U447HMZjNEo9ErSg1hEfDBr7tUKvHhJqJrIPmDf/bZZ7Btmznvo6Mjtq5pSz/1+UQigSdPnvAeiD//+c/K8t5IEAfANEmj0WDekxbUiFNqNBq8IEWeERRJjGIS0EHLpDU7tSKnqGZ5L5oQNQpdp0A3BKiVSgW5XA65XA75fJ6piclkwhpko9FAt9vlmCzAVa2O+GOKw02LwNPplKkSAOh0OrwZybZtnJyc8I7JSCTCnTMYDHLQrkqlwjQK+Zf//PPPAIC7d++yZwvdo5jIBOQ0uVDEN1F7JyDvdru4uLhAqVTCv//7v8O2bTx58gSpVArb29uYTCZ4+/YtAoEATk9PEQwGeSMRAN7I8+bNG9aWyHRtNBpoNBrY39/HxsYG/H4/yuUyKpUKe61sbm5iMBjwRqRoNIpHjx4hkUhcsYzotCGv4E1iQruogN7JgTstAZ3IgM1NI3X2eSf9KANnHaiagLNzQpGV1bSuTd9zs1yAS8WMqBPaGk/7Mba3t7G+vo579+4BuFSU3r59i5OTE6YXNzY2EAgEeFcyYVEoFEI0GsWvv/6KYrHIGj8FzqKzNn0+Hy4uLpDP5xGLxa6cq+CUGwniYvzczc1N9s5oNpuYzWYclN2yLKTTaZ71Op0O2u02EokEHjx4gL29PQ53SqIy13Q8m+x5+u3siKPRCPv7+/j222/x/Plzplv29vbQarVwcXGBb7/9FsfHx6hWq6jVagiHw9ja2uLNMWdnZyiVSuyORDy4ZX3w8LBtm7eG53I5PtQ4l8sxaAPgugI+HMZcq9V4ZZwWkev1Ovt902RAGw/IjXA0GuHdu3c4Pz9HIpHgnWb0LE28tLtWDNwFfNgoRH7XFDum2+1iPB7j/fv3CIVCKJVKPHGLOysBsOZOtAr52RIwUxwLADxBnp6e8nmcYqx2mqhisRhbJjs7O3j+/DlbcZlMhvuf01oTf6tAwZRyMRG3gE/OPL2CmAxUdfmI78g0YGc+Iv2iyt9JVTpFFrDLDZBVZZM9RzRgs9nEixcv0Gg0OEpmoVDA1tYWzs7OkM/nuQ9mMhns7OygVqvh4OCAd3bats2KzO7uLmq1GuLxOAN1v9/HxcUFK6IUlI4UsXK5zMe+kfIikxsJ4sS1kkZN0bzIy4MWusgbgTaHEI0SCARwdHSEZrOJ9+/fY2dnB3fu3OEVYqdrmNtih+xv1fOhUAgPHjxAp9NBr9dDpVJBNpvF7u4uAoEA/ud//gcrKysolUoALg/8DYfDrP0SQFuWdWXBj+glWvAlcBdjuPT7ffbJJiCjBUBKg7RW0auHNiQRnZPP52Hbl4clBwKBK5toKJ4JvUuceCKR4BCwtm1fOfiBuHsKE+A8g9OyLl0RaSGRFrbFNQFyExS5QSovbaqi7fbE59O3ku8+eQ5R+9N3UfsTWFMe4uCWLbyJ5VBZbjJgdAMqEhG0xV2HJq6Nsj7t1OrF8jnL5iyjbpJyArPbOBHvq0DZrfyysqqe0y20ivnR4n+73ca3336LZ8+e4fz8nPtpoVBAuVzG7u7ulb0clmVx2AiyTnu9HkfMjEQiqFarzImnUineC/P06VM8fPgQgUAA5XIZv/zyC87Pz9ldmNasRGXIKTcSxJvNJs7Pz3mGIrc1MebFxsYG4vE4ptMpm/SWdenrPB6POaZHrVbD8fExjo+P8eDBA9y7d096ArtucKo0CBUdQ9yuuK0bAK9Ii6f0TCYTthTIFZAASAQ/0SWQdnySViu6KdJv0YuDniU6RuyAJKJnDJWZ0qADK8jtiSYXEnI7FEFWjBMjntYjHiVHIsaYERdvqUyiZ4vofknXaMKnnam9Xu9KoDKqMyo39SFyuxTDGdi2fWUScFIKsn5AwCDeF+955ZBJVBq6LC6IKc+s6rOq993oDZV1IlN+ZOCso2Nk12W7YYHf1oEuD1mZSWgTDoWAJR/xra0tFItFfPXVV4hEInj//j3ev38PABxsLRgMcnyezz77DMViEWtraxwMi/ofRSuktRrat1CpVNDtdtkXncp+cXHx8Wnim5ubKBaLOD8/h21fuqfl83leWEin0+y/CwBv377lramVSgWJRIKj6BFotVotNBoN1Ot1FIvFKxQLcFVj0g1CE05S1JToXbHziafDiKa6GFCJ7osHQ4iuhSJFQmBPQCWWgVbSxV2dBFRUFjFtWlz5/9h7k+Y2s2S9/wHBCfNEEOAkiSpJNdzuCtvRnhZeeOuFP5O/mSO8vN233B1qVZUoihRnkJgHzgTwX8C/ZOLUC6ru6s+OuCeCQRLDO5z3nByefDKTxCWOCQ0KiMcrHpgzwDFQB6VJJiu1xvEcUAgEQjl+FDaMYA2zW7kX5hIFUKlUDHajGmEsFjPrH1iINnI+eB5iv17hzSr3wLXMgleeghSiBE3U+vLPizFLwH8tkPqvrSEyq4RAlHBnzFJc/vWvKYWo+fg98x51zKg4mH+OXBd7gAYheIe0MRwMBmq32yqVShZ7kyblnWGqYFSBjxPLSyQSymazBgPv7OwYwrC2tma04PF4bJ22EPTUMJo1nqUQr9frWlpaUrlcthoWvhg/TQuOjo4kyWpKLy4uqlgsKplMqtFoWInVy8tLawKcTqetawsbA2tv1iKbNcLFGi62cMN74cDCCjvvMPzCw2r0wtP/7RWFzwhjeAWF4ohy80Nl4S1xb/n7jFLe57MIaBY1HgWbBMzaV2YEosELwTL3c+zLeUoyCmq5XLbU6FQqpX6/b1g+54ELT/1ymjt0u13rxsQ1UssFpeGDnE9Zt35O/fMOf/x3/P15L8gPvueT2cL3UeLhd8Jr5PcsJTKLxRVe71Of4zP/mte/ZpnPUkwhfXOWJe69qigDje/d3t7q8PBQnz590sePH3V2dqZms2ne3fb2tiWV9ft96yFQr9f1+vVrjceTGj/n5+dKJBLG0PLlKzC+zs/P9f3336tQKCiVSk2l8VM0j1o+9/f3hh5EjWcpxM/Pzw23rVQqxmcm647C/8Ph0DYyASs23Pfff69Op2NBs2w2q3K5bEwVLEppeuN4d58FixDFavUUQi+EgTW4BoQD9Drc9N9jPXBsfzyEhR9cD++HAthnT3IOrGsWN8fg2tikeAn+dY4Flo2AnyXUyc7k/ETeSe/3c+Gtba+YEPBhgPru7s7iIff39xoMBsYk8eUAUBhQMzkOz5VYBJ6Gt9Dh8fv5Dq+RefUWnb/O8LlFCSqv4P3zegqaCIVWKJyj1tdTsEuI+0d9LxSGv8fYiTrXUwogNIb83IVzPssj+ZpikB4hmNvbW3W7XV1fX+v09FStVssaQrB2FhcX9fnzZyWTSasfRD4Ddfw558uXL3V/f6/Ly0udnJwYNLOxsaH//J//s5LJpGq1mhqNhur1ulKplP7dv/t3Wlpa0tnZmW5ubvTp0yeTXTC5Zo1nKcQzmYxZWHCYERpYhOBVjUbDisOsrKxY4gjFqNj8hULBmjZcXFxM0Xb8MUn395ZgmHLuIQiEFEE7FMTV1ZUFF6VH2IOEmdAqZzH6WgsEN4AnfGYnnw0VA4wQr6B8yjibhECpt4C5RiASUtRpH4VFwhx47NxDFtJjdyIEPueZn5+3wDUQCD8IXZ9hyjGYEz4DJOJjDqlUStls1koF+CYi/FBITZIFbmHJMLwSI8POrwX/vMIRCicv7EIIy78fBR88ZRH7MUsphII2VAizjhV1/vA6/d9fs7CjFI9XBFHH+RrUNAvamnUNIWbuvS9YY91uV7VaTa1Wy3I50um0CoWClpaWlEwm1e/39de//nXq+slpWFxc1Obmpl69eqXBYKDd3V31+30zQufm5tRut7WxsaFYbBIMXVlZUTqd1osXL5TP57W9vS1J+sMf/qClpSXLadjf3595j89SiEuPAgw6DlYfbcXAOqnNsbi4aLWiYSzMzc2p0+lIktrtttLptLnjvk8kFqe3Pn17M29pQqHDSgP7RZDy42uKeyHLZ0OLn9+hNRrlBjJCNxph5wWbH/6z3B9ZnljF0AUJtoAdY5H66+PaSFSigJb0SAFEoJLhieAkg5Xr8qV3sWa9sPMBUukxSAwfnUJZZItybrJkOX4qlTJvrNFoWNzEs3yIOeAd+BrvPlga5RmFc+2FDc/wqRRq/52veWqMEN6Islz9euI74Wv+HjmmP26UtxAK41BIz/JW/LVF3d8sIR/+hPcXdTz2tX9+wUxQ1QAAIABJREFUtVrNsrthfWGJQ46gwme73TbW08bGhr777jstLCxYY5Xb21tdXV3p3bt3Go/H2tnZUb1e1+7urh4eHow6SJllGp6Q83JwcGAGDU1ZMELS6bTy+fw/XlOIhYUFZTIZKyIlTTL2yFwEy7y9vTW3ud/vazweG50HLJQU9EwmY/+nUind3t4azuStWzZuuDnBm8fj8RTlBwHNd/jN6x7qCGECXpd+G8H3QgKLMNyECEd/PG9RS5qCYnzgE+HmMW5/7Hg8PpUxSfAytELJHMUSQWhjRXMOovdARMwnQtJ7P8wh841SJUAqPTJmCMIyXzSbpZY5xbqYx0qlYuehTyiVDlE0XiF7aMU/L+YpFFyeFRRlvc5SyLNGuC78cb5mCfvPhecMA8X+76jzeEOEtecZROE1R70e5XWwFqJwb16P8k5meRFR8JW/ll6vp6OjIx0cHKjZbKpUKimbzVo3+62tLXuddXdwcGA5HWdnZyZT8DxTqZQKhYLlX9RqNXW7XY3Hk/KzkqyWUiwW05///GdJssJY6+vr2t/fn6qpRELc4uKirq6u/vGqGBYKBWWzWWM84O5DJcQKzmQy6vV6enh4UD6f16tXrww2gSgPZWc0mjTHLRQKKpfLU+4tVimLxdPxeJ0R8oj9gvGb34/x+LGnHkk54XHDz3t6HULRL2pvpTKiuMRcb2hVhsKf4c/rrXpf0Co8J7DGYDAwiGo4HFo6O/AJLdUI1JAQdHl5ad+j4JdXelx/aGGmUimtrq4qn89b2jL9Tn3ZBjwnBDXPAIWHUoY7T6/E8fixGUXIOMJ74DV/XVEWcdTwx/waLODHLOH9e48RQhHhmo2y0MNkJ0mRxg7f98ePgmdCY2WWUPbXO+tYUf/7z3qF1Wq1dHFxYeySo6MjLS0t6X//7/+tarWqlZUVVSoVE8qtVsuyLIF1z8/PbV1KMg+fayBBJxaLWeKbJKuXVCqVrNbQly9fdH5+rr29Pa2trdl80pAlk8nY3p01nqUQl2RQBZZjsVjUwsKCKpWK1S+g9sbNzY3y+bxOTk704cMH67SOC9PtdlWtVpVMJrW1tfWbgOFoNCmLOhgMbGFiyXtrNIo6GC7MqOEtdI+vhtZ5yL8OYQVvBRMYZPiSsb4OO/CQXwScOx6PWw3uWOyx9jeCDeuZzRbFnpmbm7Pqa5yPawWq8FmWQC60k0M5eEUoyerE8JzByAkygmMnEglLiOh0OtahHkEsyfpkeksZ95oiXaenpwYNgeGTVRo2tY7FYlNwi3+m3upD8Xih6eMhv1fI+3UUvhaei7/DtejXLglOPGtiLVEjhFrC955SHLOUzVMCNwp+Ce8pyrOYdY3+u4PBQN1uV/V6XV++fFG3252CES8uLiyh7ZdffpmCXCSZMUWeB/tFkskP1h1lZjOZjGUEp9NpZbNZDQYD6/hDl6lqtaoffvjB4NqdnR0rDdFut40JEzWepRBnorCgCAiyCWlCTJBsbm5SwhRMqd/v22ve8iUQ6gOO0uQhN5tNdTqdqW7wmUxGGxsbhqFGCWwSSxhzc3O6vLy0+i4IKaxNaqREHQuMO8TXvcuJcPasGOnRCg8xcV+IB0GNdZrNZs3yJetxNBpZ0S06AmG9cj9AGRTz6na7FuClpCa1xk9PTxWLTYKeKysr1sxDkgWt7+/v1Ww2p+AUuLFXV1cql8s6OzvT8vKyuZW+ouLS0pLVDU+n0yqVSqpUKlbZEgH17t07a0bLsyL67xtV00NVmihHzslzYO6ZGwLbXuFSqgB8U9JUbIHj8fspwebXaWhFzxKUIRvGW6PEm3iPNReeKzxneB1+HsNrYX5CCuAseMfPQZSHEAX7+HOFY9ZrrF36rrIG6MATi00azUBO6PV6ur29tQqYy8vLWltbswJu0kQGUMuoXC6bAcB7eADSY3Obf/7nf9bnz5+Vy+X0448/6rvvvtObN290cnJiaf7dbtdaU/7DlaKlK0un01G73ba+koVCwYKM8DdhUGBFh8Wier2eJZyk02lzn9hkkkyQtNtt6xF5dHRk7d9IdZ+Fs/n3ws1wfn6uv/zlL3r//r0lEAwGg98IYxaYF9QoG28JeGjFs0H4DtCAZ7t4a3FpaWlKIXjLFyHD54FJpEeLDasZgUdCAyn3qVTKmC3D4VCVSmXK66BWC/EOyuD+8Y9/VKfTUbPZNCWN0J+fn9c333wjSca5BZKhryeVIGmOLE02O4XRqFNBIS8KgHkOfiqVMq8C5eCrTjIQgl4YYWT416OEzdcETpSw9MIxXGce+ggF478GookanDu00kOcOsqjQKGhFKVHDDm8R7/eQs/sa3MWQj9+7r3SgOKbTCa1vr5uVjJ7n7ISyBhKIGezWfV6vakYC2VmfUVNfiSZYRCPx00eraysWEGsly9f6r/+1/+qdDqtX3/9VZIMBqSDVCw2CbwfHBwYnj5rPEshTqEYqoGxcRuNhjKZjObm5lQqlTQcDq3zBVl74E9YhAQwh8OhTk9P1W63FYs9prJLj6m2lFTNZDKqVquWZQUdKWSUhIsRy5BO7yH9zvOdqXIYZcUgqH31PBbhcDg04U4lPyx4IA9vaUnTNcV9tqhPP69Wq/r+++9NIXkBzucoEUtJ2FQqZQHN8XisfD5vDSOWl5dtYYYByVgsZvewsLCgbrdr1zwYDFSpVGyDHR4eam5uTqenpyqVSsYIuL+/18bGhiRpfX3drs1j4R5LLxaL5tpSaAy6IRttMBhY2zYqUebz+an2cdJvu6h7JRsKPu8xeSEbsj+i4iqeQcJ3vDIJPTa/jhghxDNLsEdZz+F1h55D1DH9+XyDDa4/SuD65LRQ2T2lmH6P9yJNCuO1Wi3t7e1pf3/fZAsQLc1bVldXLcMZI+Xg4ECpVMqKsj08TBqHbG1tmYdP7SOywklOZB/RLGJlZcViQwcHB0qn0zo7O1MymdTFxYWhAPDKKSnS6XSMZRc1nqUQZ+GDOREAy+fzur6+VqvVUrfbNbwVHBSLCZI+wsSnorNhHh4ebGI8i4FqdjQ3vbq6MgGQyWRMkAKJsOgRvNCCvEWHq59IJLSysqJGozFVzxvs1zMoms2mVlZWzGXL5/NGoYRFQZJTKpWyOACd7tk4QBDUJS6VSmo2m0qn0wbxxGKPRXrwFK6vr7W2tqa9vT0Nh0Otr6+rVqsZzMV8LC0taTAY6Pz83KLy8/PzllVLUSrcTb+xKRiUyWTMipYerf5cLmdVKukcVC6X7TMwWnwfUBSbF7C+dR2BSo8Jsy5QNCgwYCaulePxrEO+t/dWvDD3Qt8LW/+ZMGgbBZtE4ddRkEvIDHnKWg+FKt6RP3/4PsaCH154o2zYa17JAesx77Ms6PDenvIqvhaX6nQ62tvbs4Jnr1690sbGhvr9vmq1mgqFgjKZjDY3N6cgxNevX2t7e1s///yzFhYWVK/X7b7w/KRHz6zf71vxOGBGPk+AlOdzf3+vv//978ZRxxgjzkMwnfwQzhU1nqUQf/PmjV69emWp87TekmSuzMLCghXqn5ubMzz36urKKurhCiNICYyNx2NTApJM+CEAwL+g9oC53tzcGF0NFxGFg7VJ5iAZX9LEg8CSjsfjpiDCiDOLmMi0x+7hYnuL/OTkRKPRSM1mcwrz9IINyxJMztcVGY1GxtcejUZaXV21gCHX9/LlS0kTYff27VsNh0N1Oh1Ltul0OlZG0/fMRCnyXUnGv5VkFjMKmkAqQeqlpSWLbXh6pcfNsZp4FsANXokxJwh9rsFXS0SgkFm7sLBgGXmlUknFYtFawKEsEfLSY+A6HN478wqfa0WI+YClfz1KEEdZ3aHQ9sHUKMZSyLryyiQ8v4ck/MCb9XAUyi38nLeqEWrQTrk+X9ph1vi9At57NsBi6+vr+vXXX9VsNvXLL7+o0Wjo5cuX1owkl8upVqtZUapEIqFkMqnNzU29fv1a79+/19HRkf76179a/X/og+DgxOgo3oeyajQalmQIEaDVamlhYcESz+7u7rSxsWHH7PV62tvbs3vyWcPheJZC3NfDRqDd3Nyo2+3a5s1kMraRrq6uLC2fCPCrV68kTepp393dqdVqKZvNmpalkYH0iI/mcjnlcjlVKhWNx2Mj+F9dXZlFBkXo+vraLH8YEghFH8RAu3Y6HRMsLAJvxXsryDMY2Ih+w/pNGrrawCSzXF8sDT7PPF9dXWk4HKrdbk8JPfBBjkHAZzSalHglXkDQFmvDJzthecAEwLqg3KyHf4B+oqxAnhUDBlNU6dj5+fkpD+3m5sboqOCgBFu3/1+ji3K5bEL98vJS3W5XrVZL7XZb/X7/N0k/Hq4JLdzwufpnSHCNOQJ68/cgPZaACIXUU1a7h3E4V9RaoswA1j2eBZ4Zcz0ajUyo+ebfrD2yeH3SGJnSmUzGFKQffJdWZcyfnyO/fqMUmn8v/DtcCz6/YzgcajAYKJFI6JdfflE2m1Wr1VKxWNT6+rrFYDqdjvb3962jVLPZ1GAwsPUWi8VMAPumK7QIZA+wJ2G9QHxIp9MGRy4vLxtECTuqUCjof/7P/6lqtapWq6Wff/5Zs8azFOJg0mdnZ7aJbm5ujG+cz+enhBabANypUCjo4eHBAhKj0cjcewTG8vKy9d+ksamkKdcfxXF5eWkBukqlYlqaWhsEHljQX758sfRdSQYThKwY6XGjhngqizDc3FG/WbwIzBBj9QogtOTC5B8GFjWbDSs25ItjhXpIyA8PJfA/QsOzOZgLYhkoRq9E/L0uLCxY9bjBYKBWq2WbBwU5Ho/19u1b/dM//ZNtUOiXl5eXarVaOj8/twASgoi5CSER1ptPn/eJRlHCBgGFsJIem274ZBkvvEM83L8H9ZXng2Lx5ZURBlHwB9XyKCdwc3Mz5RHgESH0xuNJ045QqXrrm7XN/xhFeLWhl4DixqCgyF1omITWdhRUElrdIe4+Hk94/zSLGY1G+vLli8GksVhMrVZLu7u75nlubW0ZlIdnTw2UXq+n0Whka0mSyQFPrwWypdQH3gbPD+8Rz7Df75vRB0wpTSxyqJGzxrMU4pIssDUajawSGC4LlDAWrl9Q9H8E3vBp31QfwzVBGFFkiw1OcAIIplwuq1wu2+RCIbq+vrZNMT8/aanW7XbNffIRay8wWchRVhbvh8I6/Dvqf+lRUHuX2QuR0Whk1haBGrIqPZMA7JXPUX8GOIWFiRD3RaRYwGxWFB0WeyaTsTon+XzeEnbK5bJtHnBKGCMErr0yCIN8nL/f76vZbJpigfdLA1uUAoFeLCvv4kuagkv8BvXVI73XA5zgnzmC3jOhwsqIUYlbCGmgLg89cJ9+jcCq8rAGc8Y1QIu7urqyGjisC1+GgecOrOSVRmjh4uWwDsCDmQ//mzkOIRbmOplMGiXYQ2RRSi5UcJ4xxL3yHjGNpaUlo5nOzc0pn8/r9vZWxWLRKMHHx8f6+9//bobi+vq6pEd2CWuo1WpN7WcauBPnwYBjPumkRWAUJhyBTJ4zXv/u7q7Ozs4sR6LZbP5mrzOepRBvt9va2dmx6Cy8Y5IURqORdfFh0nxKOMwDXOZ8Pm/4+dXVldUn2NzclDTJuKrX67YpC4WCVlZWpvBSoBZgB3Bnghakyd7e3mp1dVVra2tTVisbAJeOxhEIPx+IQ3mFAaHQygX28O4of/u0e6w+8EsWGz++o44PPlKiIJPJWBNhXGtf3c0zXhDoXB80K5gguN600kOo3N/fq9Vq6dOnT2q1WoY/M1fQz3y9FSw96VHgIsDg7BaLRduA/hpR7Pf390a7jJrfUCh6AeHn3XtAPgPYs1MQRl4RIAy9YkAQeuXAT8h9lx6LnlH/nU5Nfl1Jj8aBh8eioA7vvSGgZ0F83lPx88bv0EjxisNj8KxTKgQyV+Ez8R4BPx6O8waL9xhJb2cPoDyJEREUJ0kwHn+sTU9cZm5uTt98840JVeAUyARcHwr36urKjCESxyTZXmBek8mkxfmosyJpqpewTywKx7MU4tKEkeI3MxgbFkEymTQMlkSNu7s7dbtdJZNJzc/PW3skAo0PDw9KJpPG6CDwRoo/Rd+JKlN0iYy+xcVFVatVS/5BGJRKJSWTSV1dXWlvb09/+9vfzKVncbHxveXlrTYWNBsafBLXy7tpXmD58qnSdO1vhueJ8xkCmZVKRWtra8bmgRZIAs7p6anV4gbXQ6hyXygrnyXqLUeUBIqE60MBMAcoH+6VDvbg7l4g+PsL4wVsYO7DW9FhUA+h6bn1PBuuE6Hg68z4TN7wujifD3p769OXA+B5+Gfqr5fPA3PgAYVWcRQUhEseel0E8kMh6S1bzg3UwfPzgpfAHDhzaDFz7DBLmb+9p4HHxW//jLzy8PAT69rHSYBxeKZ8x7dLPDw81Hg8Nksc2TAajVSv1y2Bj+siR+Wbb74xuM97yzwz6vvc3t6qUCioUCjY/vCYN7KJZ4LyIL7mnwn9E6I8dsazFOK//PKL1X7O5XJKJpMqFou2cXq9nvr9vgUEUqmULXQy9aCSQdEbjUZKJBKmNYEFpAkvnSBMsVi0bu3FYtF6X9brdaMPYWEhiMbjCeWIzthYmCxSn9ATLkwsIywUabp+iXdJPfbKby+c/ef9BvKblXuPxSZNpj104d/DmgsXD4oHt17Sb5SGd625VxQU56B9HdfM/bCZQvw1zFD1npf3QhAKHif11xMqTTY91hac4sPDQy0uLmp9fV3b29v69ttv7dz+vjh/KLy8pRtavFwDsBZKww+eAbEK2vp5xeEtbQRaaDWHMQeS4vy1cjxf3sELKLwg8gX8M+U+iV3wGj9RMRK/L/AuiDORcc084/H55DifMSs9VsxkeE+DZ8Rx4vG4tre3zSJvt9vGTGu322o2m1PeFgI8Ho/r4ODAsGkaj0iPOSnShJMOUy6TyZg3ORgMrMTF3d2dTk5OrLa995TITAZW8bGFWeNZCvF8Pm+C4fb21mhACGTcFB4WAqdQKCidTisWi1k1MazwQqGgWq1mAUpPw/PFbWCR0CFmbm7OagT7oJi3zHiwZH5xvNAakDQl/KTfFtFi4bAJ0dCeQuiFd2jZhO6xh3P8tbCRvHWJUMW690kaWDzem/Ab1gtTf03e4g0FWRTG6gWiL9blMWLmEQHgBRuutd8YxAGw6PEoKFREQhKCcmtry3ofDgYDnZ6eGlcdvu54PNbLly9/E5wM8XQv3H3shsbfGAQ+q5E1QA1qP88eg0eg+XOEStf/TzAToe8hCUboXYTPm3P6tctzwvJnvXhM2v/GivbYNwqZ/rjcM/AR3wthnXD/+HXu4UViEcvLy9ZBZzAYWIkJ4lz0MCgWiwZ1wFAbj8cW22H9cV8YjvPz8xYMbbfbFpPhu4lEQmtra9rY2LCcDJqbkx0+Ho+tzAXempcZ4XiWQhzrulwuK5vNGu0GwTIcDq2QDJmPw+HQsp5ICCkWi5a4QLptNps1qhuYViwWM3YKOO/i4qKOjo4Muy4Wi9rY2LDaH17oRFlRoTDhwfO3NJ0S7zd/KBDC4BkL11tCbMwwCUOaTpn3lDN/HIS9d8s9c4FFRGAmdN/ZMMwF8QsGFgeWvMe4vZJC+fnvcA1Q86TH0rgU74IWKD0qSqyii4sLYzalUilVKhVVq1Wtra1N8dQvLy+tfg7KAfiHa6cmOmWQt7a2pqAerjlUnl45Mo9ctxeiCDWvEEOvhDn3vzkmiljSFOOD7/oAtg+OPuWus4Z4zj7mwY9fxx5GHI/Hxs7CaOAemANeTyaTUzVoxuPxVAlWnkcIAYXXyfD3HovFtLKyYnkINzc3VlWTTEpgi52dHa2urhoMA4sJ1s38/LzF0Xhm1WpV3377rSUFffz4Ub1ezwQ7Bh6JdHNzcybjyuWyUVjpk+DjeZSmmDWepRDf3NzUy5cvrcJct9u1zYybgQDGVQKnpWjSysqKWq2WcrmcuZBYuAQSvOBYXl7WxcWFYrGYUemoO87i8e6qNBF419fXOj8/Vzwe18nJyZSVEgpLrld6zMDzwhhLC9jB4+C+O48XfKEC4NicDwUQWk8MBA7WlE8XjmJ/4PlwPm89x+NxE64e8/RcYSxXKJpXV1dTKfAkWKEkvKLxgsZvfs6VzWaVTCaVyWSUTqdVqVRULBZVKBQMmsDiicUmXcQ7nY7G47EymYxKpZLevXtnG4/+htSS/j//5/+Y+z0ajdTpdNTv9/WHP/zBMFGemce5o2AhrsFDMn7d+J9wDvz3/ABTZfg1yHWAcUuyILtfM14ocwy/tvza8QZFCAlFWffeawkVC3EtnyMgySxTr9S80vRwVijQvQAHOkwkEvrLX/5i3epXV1dVKpWsTLQkvfp/iYae3lwoFKx/JhYyRsN4PNb//b//V7u7uwbTIJShUUqyUs1g4uVyecpjabVaRmsESn737p3m5ub+8dgpx8fH6vf7SiQSNoEwIiiGdX9/r3K5bAs3l8tpOByaZU7t8FarNZVaTpCNxrqS7DxXV1c6PDzUcDjU8fGxNjc3DRunhorPHux0Ovry5YvOzs6M2UEVPYIlBDQ8dS1qhJaVhzz8xvXKR3rcqAj7MLnCR+M9uweFwbF8udXRaGQYp19kPgjjv++DobyH4uM+uC9gDQJYPJtcLmdwBS76aDSy51koFKZcaQbsFaCvRCKhfD5vHX8IjlKzgrWRz+f18uVLffPNN5Y5ipc3GAymcgckWZD9/PzccgxYS8fHxxoOh2YtoQQ8ZBEKL//8/HMP3/MwmzRdcjgskxwK+ahjsg5gdPn1w/tRWHbUCGEzL9D9Og7hD79+vXXuvdAo+CDq+yHsE77mFST04cFgYKQIPCRKRFBraWNjw5LfarWa9eT1JALmDO8KmcI5EeDxeNxkD/fMPqKVpGc1cV3Ux5cmMnHWiIXa6zmM7e3tMbWnPY2Q2iO5XM6sLXAm3GU2IhNCgBQYwDMOsC6oqXB7e6uzszNb6IVCQaVSaUr4+USVZrOpg4MD7e3t6eTkRIuLi8pms5bJyOKQHrHZsJKbr/fig3chROPhjKj3eB/IJLT4fcArHo8bjYmFORwOLbjkedkcw/OOsUKom0LQGQaD30R8zwezgCZCiEiS0RDJiK1UKsbV9xsYL4QM0nq9bthmIpFQtVpVuVzW3d2dVldXlUwmjfaJNURNaLqaj8dja2QB2+j8/HzK1aV5LawBPo9QXFpa0uHhoebn5y1tH4w3HF7QenYKc4dHxvrxgtEfI/w7ygr2a5B1HAXXcG4v/DhOeFw+x7PgWP6Zh/cb/mZdeM8zjO14BeE94agRer8ewqSY1OHhod6/fz9l7BFkXFxc1MXFhc7OzvThwwc1m031ej3bc54miPcKXMleo+cB80wCYqVSsXrmWPrLy8u291H+EDX8s+r3+/r1118jMa9naYlTUQzhy0MFv6I1m0+jRfPF45MKgfPzk9KSmUzGhK4Ubfn4CoPff/+9BZfCiD8YYq/XU6/XM5c4l8spHo8bDY9oOv1BwW6LxaK5jSx4LHa4yv5aohYy184CxSojCk4Q0N+bNN31ZzweWzIDQeObmxtrgACnFSuJcyHUgRiwNLGsoXQyd/D8wbmJL2B1MDdsBubXBy9RsHt7e1Pz4d17ApBAIGy4u7s7s6gpBFYoFHR9fW2voajL5bIV4P/y5csUjx5lQI30drttadncPwXPUIjgrpIs2O6Fov87FotNBUx5zSvjUNiGAtIPD814T8oPBOesa4qKrXjhC7yHlxOWSoiCEsP3PXMnhEfCWAHfCQ2YqHv25/TeBnuM8hzHx8eKxWJWRmN5eVl7e3s6Pj62jE7yVNgf8/PzliXsudt4wEC1xWJR3377rXq9nkGEnU5H2WzWYCN6C2B0oliRHyS74UXOGs9SiF9fX1s3HgowUWyJetNkT2Kx86AISGChM7nLy8tmxWHVsBFw6T0eCP5Oi6bb21ttbGyo0Wio3W6r1+vZxPJwoQORIOEV0O3trRqNhp3fWxWhyyxp6vr8e1ELH6GPEPZBVL6LBQ7+nUwmbT7u7+8tnRhLGsgKnNo3SvaR+fn5eZ2fn5vQZm6Bccbj8ZSAwloBbvGb13sPDw8P9vxQyoVCYapnKnVyoEeen5/r/PxcFxcX+vz5s0ajkT27YrGod+/e6YcfftDbt2+1tLRk6c4U9R8OhwaRMNdY+ySgxGIxy97d3t5WLBZTt9vVly9fLAsvFovp3//7f6/l5WXrKoTA9Nxtbxh4/NwLwdD6DeEG/7lQUfi15NdC+BO13sIR4vI+zT+kNc66/nDdRl1n1Gdm3VPUfUTh4uGxtra2VK1W9d//+383OTIej60ZQ6PRUDKZ1GAwsD2/ublpUAmJiBhIZBq/fv1a8/Pzury8VCaT0fv37w1arVarhhx4vvh4PJ7iiQ+Hk4JZ4/EkiXB9fd0qeM4az1KIU2zn7u5Onz59sqalBCGwuDqdjnGycYnYKLHYYxcbME8fWAF2kB7rZUuPi/XhYdKQ+ezsTMfHx+p0Onr//r0JYDaor9pHZUXSabFSfFEhzuetpDBhIYrJ4hNpGPyNgPXcVe95eGwd2tTl5aU1aEDJsMCur69NaCF8YrGY9aXk3Fwn0XfmjaxPrGJqc6fTaUvY4hqxjkjUGg6HajabVniIjLXr62v9+uuvZrXDNOF4ZJyORpPORN1u1yAZSdYp6Pb2VkdHRxYEx8MIKY94R96TYd2hnNmM0Maq1arOz8+tQJskm0csS29weKZQOLgOr+CpYIl16KGLUJiFx5klyMPXEI5eIXjBGnUcD01G4et+PAUreYUepQT8/cy63yg8nLUKe02SsZRQquxpvPnT09MpfjrU07W1Nb17986C4tKETXd2dqbz83P98Y9/1LfffqtOp6Pd3V399NNPymQy6vf7evXqlWKxCXOtXq9bOQogml6vZ2vFl2mmIcWs8SyF+Gg0shugtsZ4PDaeNtgWVqWntfliNFht3uJjYcGskKY8JxqYAAAgAElEQVSpbAhkXG3coEajYUFUjgfdDAtOesSnvdCNshZCy5PhrZ3QomGzIBigQiKAfIYgmyqkLJJmXigUrCgUtWIoyVkqlaaCMMPh0JIZcEdHo5HxXKlXI2mqHoTn08KlJdhIoKdYLJp7eX9/r2w2a02PuS+ELQuc64BSR9F8CvO3Wi0rjjUaTTJT7+/v1e12p/p+DgYDpVIpq13hsVyCSp4hJMlgBGqgx2IxC0x55b6/v2+sm7dv31qJB/+cvUKeZXmG1i+wgH8/KtDn10x43q99FhiL68Pj5VqeOv5TFrRXEH5cXl7q8vLSjkclQf/ZqPP4n3B/eVyd/y8vL9VoNNRoNMyoe/XqlR4eHnR8fKwPHz5ob2/PKnnGYjGlUilVq1X9h//wH5TJZLS2tqYXL17o06dP2t3dlSS9fv1aHz9+1PX1tfb29vT3v//dZNJ/+k//SfV6XalUSmdnZ6rVarbmqOODMcdei8fjZpgdHR0Z93zWeJZCHA3Y7/etC8fq6qqy2axFl3E5crncVMMBgmtY3zxchLPnGvuBgPbuM9FpqEcIbyw0DyuwuaM2vjRdHMkrHU/b83UqpGmX0Vs1XiD70rJY2l5AhIpiOBxqZWXFBOn8/GMHoU6nYx4ERca4TzYWHgvFira2tiwoTNdvLAusZuIXCLXxeGw44cePH9VoNCw2AAsAi/7h4cE6g5fLZbOsK5WK7u7uDBbCAiyVSqbwKRHa6XTU7XY1GAx0dHRk1hQNOfD8wKBRGNwHHpUXLFjqCFGMBxgqVMMrFotW2ji0iqOs0lmfCYN5oZL3lvsswRr1+RCS4DN4En54C/v3jPBewnPynocB/bV6CuNTAU3P4ArP54vdAaHR+5XAIgw4eONXV1dqt9va2trSeDzWixcvTK58/vxZOzs76na72tnZkSSdnp5ap6BMJqOHhwft7+8rm80qm83q3bt3mp+f19/+9jd1Oh0NBgO9ePFC6XRa3W5X4/HYOmJ5wzOXy9m80PM1ajxLIU7DBvAkzzyhXVYmkzEXk046CH4sE6w8v3jgdkMFlGR1pMmump+f1+HhoU5PT3V6eqr9/X2VSiUTkvzGM5BkdC/SahFK3g31Ff2wEqE7esvdc3Q9rIKV6DnPoSUSpqjzHlg2m7PRaKhWq2lzc1Plclnr6+t2/9TpABO/v7+37FdqpxBIpfkG8AT1aUajkUqlkgVPx+Ox8e55dgsLC1bHOx6Pq9/vmwUMJkl9C66bRQ7V00NRUDmBuLDWyfA9OTlRIpFQr9fTwcGBisWidSJfX1/XixcvpgJ63uonQQyrqd/vmwIm43M8HluT5tXV1almvCEXnGfjfzP8+6Fw8gp9FlYcHic0AngtyioPBa3HqaOMiVnnf8pKj7pf1ro/X3hNnqnD/+Echd/zxhSF9L58+WLVTFHUt7e3evnypQaDgb799lt9/PjR2qV1u119//33pviLxaI+f/481ajB0xZhkI1GIx0cHOjg4ED9fl9fvnxRr9ezFP7xeGweLrAiQntxcXGqTC3xtKjxLIV4oVDQ2tqabdh6va6zszNzPShjCn8ctgECOJPJGM8Ztz6EGu7v73V+fi5p0jgCxsTDw4POz8+tQ0e32zUBgrIAUiCln8UHvQ3BBRaOoAZXpTIaQgbs2POsfYAQK8QHZ4GDUCZ06PH1tyWZ1SvJ6sNsb2+rWq2qWq0qmUxa6dxGo6FUKqXLy0vjry4tLanb7RpNrlqtGo4HlMXi9W7/eDy2xtBQEcHisXpI2orH45YIAWaPQuQeJJlwl2SwEBuBjjyj0UgrKyt6eHiw5wW2vre3Z3WsiSHAEyaeAdaM0OK+bm9vbX14rwtcm+JoMF0IgnmlLE0LHkYU7BD1fmiJhkLYC/mnYJQoZRLCHD4JKKQp8nrU76dG1Hk9TBgV75GmA7r878/5eyx19iAeE42MUb5HR0fWf/dPf/qTtre3lcvlrPcuyXxXV1eWyY1HzXV5KBUjC8LBDz/8oO+++868yw8fPpgxAXLA/XiWFQUAfeZqOJ6lEJceJwThhpuORTQajdRoNNTv983CHo8fqXOZTMYCcUAkIRzh2Snz8/N6+fKlRqORstmsjo+PdXp6at03ELjwhoFMoA36Hni+PCoCgPPRwoxF5+EVH0RDG/N/LDYJikHnQoCi+ek6Hy7mq6srg0sIDufzeVWrVWtwgXIA+7y7uzP2AcKI3pyU56Qpcj6fV6PRULFYVKfTUTqd1mAwsExZ6q7jthI8gsJI0SMSpVAIwCq9Xk/ZbNasJs+7R7D660co+MQvBEAymVSv11Oz2TSPCOYL0BIwGgoSiIt1A3YJrEZws1QqKZfLaWVlZUrZMrwgfOo9aTZWHSW0w8+H0Eh4zKegjVnvRx3jqXM8NbzF7McsAcx7UcyZ8Nq8Bxp1TvBmj20DhV1cXOjh4UEvX740IkWlUlGpVNL9/b1++uknvX//3tYD3rj0GDfCKxuNJpTfarWqzc1NvXv3Tmtra0aF/fnnn40NhRJhDWKckJsAzRmDNmo8SyG+vLxshHfpURMjwKVJJNcX3iFLD2EgPRaKx931acZYrpKMWlev162hwOHhodEZ4XNiZVMoHpzdJ+CAt4PdwmH3lob/LA8Rre2LTCGQSTxhIfvCSViDPmHCF85BoXzzzTdKp9MGHRUKBeuOQ7A4mUwaVEPqLwWJiBN45gqp81il3poAPiA4idW9uLioTqejXC6nbrdrQn9xcdFgNO4bpUIsBCEsyTwGhC/xCp4lawW61+XlpVZWVuy7e3t7WllZsU1HD00UtC9tALUSy5/7pRVXpVJRpVLR5ubmFC/bCxQvpHxZAowDP6LYSU9Z1r/n/SiBGwXNzIJy/Huz8HnvBUQpmCgl8BSG7/8OLXN/HOm3ipHP8X2yNakDns/nlUql9O2336rVaunHH39UOp02CFaSMaSOj4/1+fNndTodK7FBhjLnBiVATvF6o9HQ1dWV/uVf/kUnJycWo+EZAyXGYhPuPWwnT7Tw+QJRYzYx9N/Gv41/G/82/m08+/EsLXEsMI9FQ2XDgibyi8VFYJEUdrQ0FirBKeCV8fgxYYLPYXEBf/gsSqw1CtRQK9gzGHDxsdphWGAdg5nDA/UV2ZaWln6Tos97BEnxJgjc+SxLSQYfpVIp65qdTCb17t073dzcqNVqmXWczWbNvYOn7Vkh3Fu/31cymVS73bZ7LxaLVtnx8vLSqrDRvq1YLGo4HFo9G3B6IvzEJMAVCWBeX18rl8tNVUpcWFjQ9fW1WSfAPGTLArEsLCyYFY0nwnyRzASkUywWtbW1ZdaOL+0AbMX38ZroyYnFJE0C56VSSdVq1Zpw/x5IgfUlyebdwwyePRVlgfoRWux+RAUeGVGQjafk+aB6+LnQ2g7ZJuG5OW5YYpl59N/z1nUYjOW1J63SgOHCfcXjcWOE4O1S1KpSqdi1LC8v6/DwUCcnJxasZJ0CW45Gk649UUFc1gdEi1qtpuXlZStLC+zK56iG6aEgKhlSYwU676zxLIX42tqatra2zF1n0dNajQpguPfD4dA2MsLaV/lDcMAP5qEyfBYkgph6HATSJFmQL5FIqF6vK51Om0sNRipNEkugGoJZ+wJLKBzYDrA8PByBYoLhwuIDKrq/v1ehUJhK0cc9o3O3JIOHPn36pJubG1WrVcPUJVnVR19iANfQKxauCZpgu902PjG1l6lFAqaXzWYtMExBs+vraysRTMlg8HE2KPcMlENiUqPRUC6XkzQRqvPzjy3J+A4Zc7FYzOrPdzodg8tSqZR2dnaMJ45yPDw81Obmpr755htVq1VJshoxw+HQNhaxExoFXFxc6PDwUNlsVhsbG8pkMjMxYwYBNeb/a2NWJiUbnb/9b84fBlX9swwDg75gV9R5Z+HtnDdKAI9GI6u33263LVvXtyGbFYidFaSN+lx4b8BqPsgYj8dVLBZNOEJtpRNPPp/X4eGhjo+PVavVVK/XLda0ublpCYanp6eWmCY9xu9Ys5lMRisrK8pkMmZAkDtBFzHWEjRejE+M1FgsZvvQJyZGjWcpxC8vL9Xr9dRut6ey/xYWFiyYCRtgfX3dKov5hAwsv1QqZYkmLNIwmAPGe3p6qpOTE3348EG1Ws2sXSzJRCJhgjWTyUw1QcUjwHKUZOVr+a4vOsQCwNpn8NAQ+AholBECH2sXy5fknbW1NcOWJVkdCJJnJFkLKixTFJtPk+e6sDBJ/aUOCBYxC5dr9zQw8GRiEZxvaWlJ19fXyufz6nQ6KhQKxoC5vLxUqVQyJUDNZrLZsGRub29/Q+fCokYZ+YqIg8FA9/f3qtfrU7EMaeLpEDyVZCydRqNhx0gkEiqVSlaAjb6d1NkhQWkW1iz9Pn64H1F4cDhC4eW/i6AIjxdi22HgMMSZvdAOr92vGwLKFIPiNQwhmD+zhHb4v7/eWQFeronYFV64TyjjHhH2PC8MIzz8i4sLtVotDQYD/frrr+p0Opqfn1c+n9fa2pqkifc1GAzUbDZt/dzf30+te7z8YrFolOiPHz9aCQsYUST9cAzkA57C3Nyc7bN/uGQfMgphSsBNlmRdV/L5vAW6sNbRZgj9fD5v/S/hV1MM3ncKkh4XZyKR0ObmpjEjpIkAmZubszrjCA0WMDDEcDiccsWlx3rnWIx8l4BgWB2NxKbl5WW9efNG6XTaBB2LoFwu6+LiQul02mpl09zVQzzSxKs5PDxUMpnUwcGBWSTU8ZZksAxWCxuAY8E2od5xq9VSOp1Wr9dTOp22pKxer6dUKjUlkGnqMT8/b/XW9/f3LQsNdgD1I1CIeACwUuiWAl82nU6rVqtNbVLfMAKI7ODgQPPz8/YsfQEyFHsulzMlvLOzYzVastmstra2jG3SarXMAltdXVWr1VKn0zFr84cffpii5oVr6yl2ye+BYcKAnofcQqs5igHjv+dH1Gvhd2exVWikgbVLmniUFf2UovpacPOpICuUP2AMCld51hZQBnCV795FMhjU4p9//tnYIbBGKOtBRc21tTVLwPnpp5+s7ASyp1qtmtF1fHxsJS18LR3WDkYWNFeUABBOCD2F41kKcY/PMTnz8/NaX183Wp4k06C+Gtja2prK5bLy+bzG47GVi/WanYnxG25xcVGJREJ//OMf9ac//cnqbPzyyy/a2dnR+/fvrVLe4uKi4d7SdOozhXE8y4QHgIuEdgebB3Pf3t5WuVxWpVJRJpMxIffixQv1+31rXNDr9bS9vW2WXqlUMv4z2h3NTT/ST58+WeU1yhlgJQB/INDg0Poa4UAh+XxezWbTPBCSdPBaUqmUfb7ZbFo7LHjn2WxWvV5PiUTCoKnj4+MpSuLh4aFZ69ANadBA5B9WCc8fTq2PPwB1YUkDY2UyGYO8sOCBrCqVimXfeWompUcrlYoWFxdNWTGwwKJYHiHjw+O2USPKepemLeNZ7/Gahwu9kPbwQ5RQhRERJTDD88ZiMcuo9hBMFC7Ne1E4uodOwnOEvPoQ0oHpxD3HYrEpCikCG3oyXhivf/78WbVaTbu7u+r3+yoWi/rDH/6gbDar4XCo09PTqRIdnz9/1vn5uWHm0iO7DeOJUs4kyR0dHVm3MvYIHiUyYHl5Wa9fvzZGWKvVsuxPb8RGjWdZT/x//a//NX7z5o1OTk7M8vJBBelxsUDxKhQKVrSqXq9PtZ4CN6YuB24+mxBBSkDVB2D8ory+vtbHjx/14cMHff78We12+zdBKY93edyTY6KQcMFev36tUqmkV69eKZPJqN1uK5VKaTyecN+z2ay5YDx8jz8uLS2Zy08BqOvra3358kWStLu7q7/+9a/2PhaCNFGC1Dom0MlceMwZWIeFhPCW9JuMWBQc140FD76O64tnI8k2G58n6IsiR4gPBgNTnO122wQ37zEnKFHwRo7HZllaWrIM3PF4ks5PxxuuA773wsKCfvnlF11cXOj6+lrff/+93rx5o1KpZLUwECp/+MMfZpZwDYX37w06+v9nWcP8/tpexlplD2H1Sb+tF854ynqOGjwzv2+8BxH+/GuGv1efmU0chjVF02OC8mRqEjjneo6OjvTP//zP+vOf/6x6va6NjQ1tbGzohx9+0D/90z8ZPEN2c7/f1/7+vhqNhk5PT6f2PTRf4EagQ+oLYShI08XsMDAoAT03N2eU27W1NV1fX2s0GunLly+q1+uRE/YsLfGdnR2DKeDyYjl77iQbncABn/EcS3BSIA2SguLxuBHowbJ9yrrfOGDp8Xhc3333nVnunz59Ms6nxy/BrT0H1uPFWBFzc3Oq1WqKx+PK5XKGuy0uLmpzc9PgjPX1dY3HYxO64GmkpMOV/vTpkz5//qyDgwPrBIKQGw4nddcvLi5sbllkNFRYX183YYfXAKQFpg5/vNlsamFhwZph8Bngo4uLC4O7ksnkbyCXfr9vGXG5XM7qVtRqNRP4zBkbgsUuPVaCJLgKC4b3cIN9aVlJVm6B1Hjw2svLS3358kWLi4tqtVqKx+PmQsNtv7m5MeFASj3DC6TQEo0KMs4a/phR2K8Xiqw3b736NcZvDz2EXP4Qd/8a5MHxUVYeNgmtZn+NUSMKF59l0fv7IOuSADvxm1hsUhb46OhIp6enKhaLljlNUHE8Hpuh0O/3Va1W9eLFC4uHrK6uam1tTYVCQc1mU3/729/0008/aWdnR/f393r16pUSiYTevn2rVqsl6TFwLskMrl6vp/F4bLWImB9PUvD3TQOUWGxCkGi329rZ2fkNCSNqPEshXqlULGBJ8JBgiQ/Y+KQJb1F4QYwFTJAzFntMovEuqGd5ROGZ0mOqeyiMvWYFV5Y0pXRQEggUFh2bm1rpBCu5H59ez71yHLQ7G5P78dFsqi6C1dfrdcOOCf7d398rl8sZBAMWhzUKRDM/P69ut2suH9fkC1cRYFpeXjYFx/O4ubkxTJAenv67XDvP2jM3iOojdLln2r35dYFS47zgosQlKHj16dMnCzitrq6qUqno4eFBzWbTAtFkADPCdRYGCb3Qfmp8zQqNws9DHD08DmspxKP5G28zSlE8dT2hsGfNMdh/swKgUYKY1/3cht/1c+o/S2IYTa1R2mRvj0YjK5B2cHBg8BeGFZ2jpIlSf/v2ra3ti4sLvX//XrVazQgWXDf4O96mD2YiA1gTsNxCT4e583ORz+e1srJico5royuZ9+qjxrMU4gxwpuXlx56GkqyQf2gBEyX3mh/BzE+oFRlfwymh8OGaJ5NJo0kRyCEAgaUQNocYj8eW/u89Bq7fCwQeGq6Zr3nN8JFsvovXAQ6PIoRbTzVCgsAsPgIvcKyxrj2277uLjMdjC/zwGWAdzgnlE+VAazeeKR5RPB43a4qOPygpoBfokyggYh4oNc9ggk1E5USCpwS1M5mMut2uvYa3lkqlNBgMrFEz8+/vGSXLRsQY8Ao8Ck8OjzXL8p0l8J5ao95CRYhQ0yUUhPztj+8/x/FmCWHpUYH6tfvUNT5l3aMgooS//76fL/YHgcx6va5er6cvX77Y2oFqi/CGp02mpiRr7gJO/fbtW6XTaeOT39zc6NOnT+p2u+r1ehbQRxkyut3uVOE49oYX3OytXC5nQfO5uTm7dioqeiZaPB63Nf8PVzvFa16EwufPn02IU+DfLzYWbxhECrW9D4z4EQpHjsE52LRfvnzRx48fLQ0XJg0JH9KkNCUYqhfOWL1Y47Ae8Ax8NT6UAj/MA+n7vh6Lv1c+gzcA7Y3/KTQFxWp5eXkqmQE6nhfmxA7AmRF4CDOaEwO5+HgEXhCC0sNbc3NzU4WzfClY0vhZvJQbRrnhStPNh7KzBNmIAWxsbOjFixfa3NzUaDQyOAbq4tHRkV68eGEBUbjhvskz8+mFn78v7w2F8EaUQA+tX78WvdUraQoK8kaIP2Ys9piyjRWHh+KNgfA6Zo1ZMMfXhC2veyaM32v+2sP7COclPJ8k41FTlZLaOfC+iVPgee7v7xsM6Y1AqpIWCgWl02l9/PjR4gUYOiR3UckQT5ZG2QsLC3rx4oUkaXNz0xJ7KMTnvSI8cuJKBC6LxaI2NjaUzWY1Pz+v4+NjqxQKoaBWq1m57VnjWQpxP3CZcTf8g/Ubyi+AUEh7KOIpS4fX/XH877m5Ob1588bogUdHR3p4eFClUtHW1pZKpZIODw+NEbKxsaGlpSWlUil9+fLFqvAhDOfn540TTjanhzqwIMHrEOhYDsAIaH5iAlio0mPEHpfMV14jS5FgjC8KlU6nTTjhgXgPJh6PT8UZOp2OMXZSqZQlItHZyHOoOQ8YPY1jHx4ezMMhgQhLGeUFnMK9+s49Hrsns/X09FRnZ2eq1+taWFjQ5uamMpmMXQMsAjjBnh4K4ykK02UuvNBm3mcJyfD1UKj79YpS7/f7pvh8jZjw8+wT3zUptLCjRpTFHQrPqNewiMN1xvMNlRkDY8u/5vd1GATlb7xshFyv17MM4lqtplarpVarZWsWg4SgZj6f12g0Mgz95OTEqKzkhxwcHEiSZQvXajV9/vxZrVZrKqZFrW+S1ebn583SZ91h+HmDEKoiCXarq6uSHgOz3gOnZC3tB/8hhbgXut468YLVW8+8Fy4cr9Fnua5fe42BUAEmoevQd999Z8HHk5MTu+aHhwd99913VmO83+9blT6fOt9qtazbeqhcksmkMpmM0QKj8F7pEUbBjQaz9A9/bm7O2AlYkel0WolEQsVicQqfRihgQWCpI3x9hbXb21ujVZE2f3V1pZubG52dndkmAT6JCoAhFLLZrEXzS6WSSqWSMWV6vZ4+f/4saZLEdHR0NFUFEWHHcdlMCwsLuri4MB5/LpdTJpMxali/3zcBiReB94Fy8rz/KEsbwRvi0bPWp19vUVgx9+IzhqOOEVq5swwdv7ZDDyC0kP3/oafnzxt6qtJEuZIqzjP1eQsYKv4cXoCH14+ivLi4mKrhnkqlDA/H4IFh1O/3lU6ndX19rWazafAiDc0p/pZIJMyDgfLXbDZt/ZFQdn9/P1UsbTAY6PT01IQ+xkAYmysUCibEoevCPJGkvb09M7qAc9bW1szi393dVSwWM8941niWQrzX61mNb9LLPU6EoJL+dWU8w/dCq5vPhYP35+cntcrL5bJpf7jXLDY+74M9CDSCg4PBQO12W91u11gY/tz+OsHWSM0lMYZ7Z2GB+zUajan7np+fV6lU0urqqlZWVmzxInTBrS8uLiyj8eTkxFqdsWk4HwkwcNrxFAhGzs/PW20VWqWRFcq9cb9+vvib+Ww0GtbENpvN6uHhwVhIkmwuUeYESWOxx3Rljs19gsf74JO3eP21UTe+Vqtpb29POzs7Fvvgu7jK3EuUMAzX0dcMhyhhyU+41meN32OszHo96hxR3m54nVid4/HY5gnhhgDy1f085S7qvqXHNnE0RaCRMQbMYDDQwcGBzs/PdXR0ZBRhapXw3CuVipWMXl1dNeFMe0WC+lASm82mJauNRiMLbmK0YAhxvb7qoE/Awovi+aE02C8wWagsmkgktLW1ZcSA8XhS59xDalHjWQpxAmPcrE/dXlhYsESVMEouRWN/UQvkKUx81ndisZjxPq+vrw3j5vq8wPBQAsd5eHgw6p+vbx51Ht4bjUaG+0KZoqRsq9XS1dWVGo2GBR25D38/zOFgMJjiqlKSNp1OGzedIEyn07FrwAqdm5v0Kfzw4YN+/vlnZTIZCwatrq4qk8mo2Wzq+PhYu7u7Ojs7M2XmN5+3toBJeL5+3r1QRpGxQXiP4yNA8BxwTT0zyDOSSADhh8xeaWJZeSvv6urK6qrT5g0lgpDyGGho8bLeZr0X9T/fiVoT/nizIBoPS0Sdx/9+Clb0yoP5RtGi4JPJpAlFBBx7mIQtaRKMxmMkPd4/QwKDrBUorWDFPPN+v69Wq2UZu7QJHA4npV/xomiq3mw21el0FIvFtLe3p5ubG6ur7+mjMFdGo0lH+7OzM+3v75twjsUeGT7IJumxJESo4P3+JnuTxKTxeGyeM7Bmr9fTp0+fphhs4P7/kHAKggQBRcbm1taW4caz3PKnAiRRLqR/ne95S82/57Wt187ADyQX3N3d6f379/r8+bMJqVqtZlFpKib6yoX++sPrlSbR9KurK7VaLR0eHmo8Hk9VxPMb0luI4IWZTMYENrXDY7FJhtuvv/5q7aM8cyd0bT3PuNvt6i9/+Ys1zkBQXl9fm/DEyuZZ+UJXvjBZuPC5d2/henaOvz6OwTkQGr48AlgtmwFMHw56rVYzIU4Rq8vLS+3v7+vi4kK9Xk/lclnLy8vWXxFWAlmeeIizrO3Qmn1q+HU6C9eOgkoYXiHOgkPCNc/r4XfCOUfAXl5eWiBYkgWj7+/vjQvtE7Son0PsAWFFkgvHZV5hbtCIOpPJGA10a2tLm5ub9lmffJbJZJRMJlUul22dd7tdK2y2sLCgg4MD/frrr7q8vNTx8bF6vZ4WFxd1fn5uTV6Ye2jOsVhsCkb0ghUh7wkKyAdiNNR+wqNGQeKxstaRDcAsGDKzxrMU4kAGQCqJRMI2JuVUwU+jLI2vWd18btZg02SzWat69vDwoFarZW43Aq3X62lnZ0fHx8e6vr62zK5UKqV3796pWq1qOBxqd3fXSpmGAvr3uNn+c2GsIKRKRm1OaWIxYB2lUimry3J3d2fvcbzwHP51LFQ2HWwXNqe3BoEoQsYKViwsIxa8t9DB4j3bJrQgoRT6UsRcq+fYh56W71NarVYtfVySld3NZDLWApAaLCcnJ5qfn1cul9PW1pYkmWCibk+U0PTP268z2D5eaCNAmMMwIM9vL4ifgjrC80cZMAiUWYYRz/H29tZoeVdXV8bkwUO+vr62OiQhzXE8HptAxrsDdvMQYTwet47zFIIjW/no6MieMTDlxcWFfbfb7erw8FAPDw9WmXBtbU3D4VB//vOftbi4aJ19yJCmEBs029PTU/Mk8DQIbAIR+eQynlFz7doAACAASURBVCWvI6TxCv1eIq7Gep+bmzOG28rKil68eGH1aIiVkaw3azxLId7tdq02drPZNC1G3Q8mvlKpTFGHwvGUyxhafOFvD2MQIPPWlvRY7a5QKOjdu3fa3t7Wx48f9f79ex0fH+vw8NASDAhcIigRdlHX+DVXN0o4IKS8JSX9trksAtV7AZ4v7oUHUIe/ntDqZ+NjeXMujkOAiDrqLHA/z1yzT9LyNDXOiWCXHhOS/HH427MTsIx8B6BUKqVUKqWFhQW9fPnSsmKhroHJk50qybJpiQuAx4/Hk6w8XOPQOg4VamiREzj1c0wj6ajh532WQPfrIApy4fVZ0I5XGh7jZU6xSBHi1LzxCVzj8Vi9Xs+8Gq7Jl1tNp9MGFVCylaC/JAs6UpyNDFy8pHK5rG63q0qlon6/r5OTExWLRZXLZeOJp9NpS/T68ccfJU3oqcRqGo2GksmksUPA0qEUjsdjnZ2d2T2wRrkmrpM5JpPXQ8L++bDeyY2gFpMv18uc4NEyD7PGsxTiMCbG40euNA+Dh+xdF0+8jxpRAvupzzHJ/I0gQ/iwsOfmJrUasMJ/+ukntdttnZ6e2sPxn/XaN3SPEFyca5bS8XBLKPCk6ey5Wd8N58FH1r0VS9DTp/2GQUEPZXjOO/ckyYQbVqc/HnVOQmXhryOcJ/8bnJtjMPgbK9279D7OAtuGAlc80x9++ME8J2C9bDard+/eaWVlxSxEinphhfnsU/9souAx/zfXy9rwGXohpPJ7vc3QOg8tcP8er/tmwlh/1BuCh35xcWHrhWqhxEt6vZ7BIMQxqIHPHi6VSsrn8+r1elPB6lwuZyWWm82mvcf1+RIXuVxOFxcXVhrh8vJS6+vrOjs7s0zOWCxmVQ0zmYwuLi5svUGe6PV6Go1GWl9ft6SebrdrApTvA+8yj3iI0mPMCK+NeWy1WlNVS5EDPgszl8spm82qUqlYbadarabT01Pt7OxYYT6OGzWepRDvdruKx+OGd9FsFzcctgOlZT1rQHqa+xq6if63t3KkR60rPVq0vI/wwlKAH03jCqy5s7MzSbIIvT825w3x8PC6o1zlWfBLlJv9lDWPgPX83VBB8PmQgeGvIxZ7xKJ9ajfPiQE33t+3P1YUFOSDmt5TYMCP9gwB6bH7TzKZtDozbCCPxSeTSb18+dK8pN3dXd3e3mpjY0PValU//vijYrGYBb/wZvBUrq+vNT8/r2Qy+Rtc3M9blFVOQa5wzUZBbV9Txt76Dr8TKnv/udBSRoCx/pvNpgXYiMmgNNPptJrNprLZrI6OjqZqGAFJ0fyBvRvCLZRjOD8/1+XlpZWJ9tS/u7s7K2sM/z8Wm9RK8VnA9MkcDAbqdrtT9F6wc2JCP/zwg8F55+fnRqHFGMGSnpubm+pxK2mqkBiB93a7bXxxjASMOV8ymbLRKysrVq8oHo/r+PjYaMgPDw+m0DAQZo1nKcQvLi7MEszlchbRJRXcp3TPghyk3wrCWZ+b5VrOEvpewBEY63a7ajQaOj4+tiAF2N/CwoItZKzxMGgKnACGhhfiWRfhz3g8tnnwwi2kbnGu8H7C4KXf6CHLg2vH++E+QqXCd3AjvWWJAPTH9DTBWdblLIWFZ7awsGCBNJ/dynuURwDawoLiHknHpzyAV+SU1iUDl/R+NvF4PKGOVSoVlctlK+5FnXsv1EOYQnosRRquuah1GCrpUFnMmjs+j3CltRh16PkcypI5gbYKFQ/YDSuSmNDd3Z0ODw8Vj8ctI/j+/l6tVsu6+UgTtgi1c8DCgVbAmrHKr6+vNR6PLXtyeXlZzWbTLGzgCOY+nU4bO+rLly/K5/NW1zubzVojGRTw4uKiFWhrt9uq1+umeF6+fKmrqysdHR3ZPfjaTVHB9fF4bCUieI/GIQhySksj2xKJxFS9/F6vp6WlJW1tbRkF8eeff5ak33jufjxLIU7NFNgNaCYwVzSp9BgI8jWN/SaMEgDhiHIxo7BNn9wCrtxoNFSv182y8wWwJBl9iOCVhw6ilIQ/r7d8Z1nYHq6ZZfWFx/awiRei3vUP5w+4JMoCZHAMH0iElw2M4dkpbKhYLGYdefg/vGcUnMfHPXTBvXAO7+5KmlKICIF4/LEYFhXk7u7urABbuVzWysqKxuNJzfZ6vW4WInUu8vn8VNkFb1xglYbrzM9hOM9+PXCvITwV5Yn5dRI+nxAm88+IMsAIUYRHvV635BoMJ6BLjAda5jUaDZ2fn+vi4kIbGxuW0JNOp9Vut1Uqlew+SAzLZDLa3Ny09mjAL41Gw9YB1S/p1bq6uqpqtaqjoyMLdvokuE6no5OTE0lSrVbT/PyksieCMpfLaTweK5PJmMDMZrN69eqVXr9+bXzv/f19NZtNIymwVljHzL9PwPFKWXosPIfMohwCcoTgZrVaNZiK70KnhJnT6XT+8SxxNDIZdBSNyWQyVm9Ekg4PD7W4uGhc52q1OiUAQreUMcsin/UewrLT6ajT6ejg4EAXFxdWb5hFTb2N8Xhs7nYYoPOp8d6C9kI5vBZvqYZWtocPou4jVEZekHiBHg4Eq/SI+UmPAU+foPQUHsvcwB7x140nMxqNptgxUc8BK9vfK/dOoDL8vFdMfBf3mSzVUqlkadn0TqS0baPRULvdtrKlZI5Kskbd1WpVuVzOOh3t7u4axp7L5YzxgtLi/vn91FoMBfssq9sPvz7CZ4MipmkIcAFNPsBok8mk1dWhNyQYL1UtFxYWVKvVzPrc3t7Wf/kv/8XKNkCb29jYmCqVAPPMK3ww6GazKemxFdnl5aUqlYpdJx25pAktkdaLjUbDEnKw9ofDodXUAerE+Ot0OhYohd1C8bPRaGQeNQaIJKswytz7KoZ4f6wtSbYG2C+pVMqSBX3eAl6bL1SHHFhaWtKbN2+MLz9rPEshDsdzMBhYXQ/psXohBZtSqZRtIt9tPEpgR+GE4Qaa9T3pt4WJ/HuhlYPQ9ZalfzjSNBXQW89fg3ZC63zWhvYWagiDhBZdeB+e0QKex3X7KHmoEDwdEGtDkll3bEbqxYBjSjLMNQwEcs+SLCGJc+KhETcBtuLc9/f3VgcDmMqn119fX2t3d9faYiUSCa2urmp9fd0YUfRTZD747Pr6utbX11UoFHR/f6+TkxOdnJzo6OjICvzjffjnwbVHeXv+mYQjSvCHa4Dnd319bUJtfn7eAq+wSbAuUZokvEj6zZ47OzszhhhUOAJ+FKKDD86cN5tNi1t1u12bPx9HOD8/NyyYNcH6WFlZMVodEE8ikdDKyop5N0Bg7Xbb6t2w7giAYnRJE4+YQCmt+kiD92UCeB3Kod/DQCp8zpca4Lf3sH0WK13BvOfj4WCeIxY68++Lfc0az1KIgzcmEgkrAANsAF2NDUv6OKR6aXbKc5TF6t9neIHNcbAEfaEpb1V7QR5awSF2HEIbnD90raMsqRAqQGh6jD208EJLPHwvitoHZRA8jzngGURdI3ARtSdC6IQEDwSu76SE1QImyvWOx2NjKwFhSbJrIGqPIEBA8xyliVFA5yIghGKxqLW1NaujArXw9vZW9XrdBAMYOi3byuWy1tfXlcvllEgkVKvVdHZ2ZqwI8NZwLXkrjmcZrrtwPkNlHhok4XMMYTJfDhkhCcWTTEiKO7F+fGb0cDi0+c1kMobvY9WmUimj4xUKBbXbbUsmo4fr8fGxCTnqBc3NzZnC5pwwV6rVqjUhvr6+traEy8vLevHihRYXF439AosGGATLmrIWUH/T6bRyuZzOzs50dHSk8XjC/S4UCtre3tb+/r7V4kkkElpbW9P3339vwdGDgwODUnmeIWSKccD9sB7Zm3yGucfoXFpamuow5vnzYOa0Kpw1nqUQp5sMVCOfFo6VUygUlMlkphYGGyUKD/7amOXasoHYEFgLwA3gsAh1rN6QeSE9WsUIehTALKXjFQ8QTfheGGzyEIL0yAbxCsdf0yyrj8WGYE4mk+ZhRCkgSYZTUnMZKw2XvNfrGZWPzcbnEBCJRGKK5kbNGIQKAgE3ns3ERvHBOW/Vv3r1ykqz8r1isWg4qSSzzr1CmJubM7jk9evXKhaLKhaLuri40N7ens7OzqxbEs/Wp0r71lusAT/COQzfDz8XDq8MPGOCAGKv11Oj0TBLmc9h2RFUI1BYLpcNGx8MBtZLdDQaWdsznsf9/b11dAc7b7fbBnEBOWL50hcgnU5rZWVF8Xjc4I52u23JdXiNCDs43dQRITkrlUrZOQlO3t3d6dtvv7Xz8ZzevHmjhYUF/cf/+B+tQuDS0pK116PaKEpieXnZmiXTrpA9ROzL7zFvBPn4GLEH5hwDjBaAd3d3KpVKGo0m5R2gM1LwjbX+D1cAi8YAfhNgGTLRcHT7/b5Ri7y18BTUEA6PWXtIxgvRu7s7NRoNa4E2GAzMSpQeBTQPGoHpMwg9toxG95h2+DvqOj07xQda/PAFoKKUQxhd959hLrguFjc0Piw7SUb7jMVilrH58PBg1FCvXHmeeDKenoVA9m6otzpvb29VLBanhDbZesPh0Dqbk41XLBatNDA9FTudjs7Pz60pxPb2tl3jcDhUu9021xvFUiwWtby8rK2tLeXzeZXLZd3e3urjx48GnbBu2NzcAxgnngzPKWQJhZmoUWtwlrU+Hj9mQHqmDEKDwC2CmeAfxyArEp41KehYfRhJhULBmEA0SyAdfGVlRcViUdJEmF1cXFhgbmNjwyxp7i2TyVj6O8lyvV7PSheDRVcqFaVSKd3f36tarVpNcLK06/W6lXAtlUpaX1+32ixAare3tzo5OVEymbSSF36tdTod8wjX19f1448/6v7+3nI9zs7OjF3Dc4Og4K1mlD1rl9e8100wHOt8PB6rXq//hgjQaDTMYCOQHDKYwvEshTg3wKSghdBmYEyDwUD5fF7FYtGwSm7Wbyi/QaC+eU2K6399fW0tvBAICEovpKXHFmgLCwuW/IG1MhwOpxr3hjCK9FtaH4sk3MR8ltc8XTB8j2P7NHXOSaDPp6lj5XosT5pmctBJHsHG9z2ezzmx+knj916BFzze2sRq8dAL1+CVOW48TIdvvvnGeNw+6EzHnuFwqL29Pa2urqrf71vtZ3jZ0jTeiCKYm5uzgkasrWq1qmQyaQHto6MjU+KsDahyg8HA3HrwZja7n+MwQM2IoiHSVT0Wi1kMAeXh+cfc/2AwUCaTsSAl3gnCACEPjEWxr1wuZxg6Huf5+blarZbxtJeXl7WysjKF9dLQO5/PW7/Kk5MT7e7u6ujoaCpDN5vNWhPvq6sro4bScQql0Gq1lEwmdXR0ZAk5HIOYBzW/iY3Q+zQen9ThphaKJL1580Zra2umWCnpQdCReaGwFYrMK17/DL1XyLqB7++NJCC8SqVi3hjBfDy/Xq9nXiK4OfeKh/MPRzHMZrN6+fKlkf3RSNls1gQ6Wh0L5/z8XLHYJLHDMx6ABOgET00CX10NF5v/l5eXrfwpDA3qpvjyrKPRpA7C+fm5XQebkMg2ngMcUXBX8GDPZqEyIkLULx5vsYVKgcU4C6f2gpxjkx3GwvUWWgiXkFTlPQAWN9ePVca1cB+xWGxqITJPuNblcllra2taX19XtVo1xQnccnp6alBAJpMxGIDkiP39fVUqFbXbbZXLZWMn3N3d2UalfnQmkzG4pNfr/aZN3PLysgWg3rx5ozdv3ujt27c6OzvTp0+fdHR0pH6/b1YW88D6vL6+toJLzWbTLHS8NbzEKOvbCyneQ3mdnp7adeKZ8jxIKmm1Wrq/v7d7Ir7QbDaNDQIvu9FoqNlsGttkOBzaXioUClaS9f7+Xt99991UnAca5f39vU5PT1Wr1ez+t7a2rIYKcRGfI5FMJvXixQuz3JkzKHaZTEb9fl97e3vm5XivEviS+8tkMiqVSnbOeDxu97W/v2/Nx1+9emUK6fT0VNlsVp1OR7lczjJuYb/RiDyfz1vBOYKvfrDvpMcyvAyvrPGM2CN4rCH0hUGFF+MbrUfBrX48SyF+dXWlTqejxcXFKcEwGAzU6/Wsdx6LhCAXmxZrEEuOjYNVTVDFNwaWHrukQ+nB0qZAT6PRsM+D22N9+6Aj7jSuOscG6+MzKysrhgtjGVUqFV1eXk5tHBYy9+Nxdx9Vlx4Xl8+K9FZ6lALwA68gDJRxf56B4wNiKKfl5WVtbGwYpxfBGotNIu/NZlPNZtOKhTWbTcMzf/75Z+VyOQv0xONxnZ2dqVAoqFKpWLaeNKGf0RYOahx82ouLC1M81MXI5XJ23wT4uN/xeMIdhjOczWZVKBR0eXmpv//97zo7O9Ph4aFGo5F5G55VA4c8l8tZsksikdCHDx/08DApP/z27Vttb28bVuotbp6bfwZgybQju76+tngB79/d3SmZTNqG7/f7Bkesr69bXfe7uzvVajXVarUp1hTCVHrEXYFhsJ6Hw6El3HmPo1wu65tvvrEKkMfHxzo+PlaxWLT7KhQKkiacbemxnni1WrXa9UAq6XTazj83N6f/8T/+hyXbHBwcmBfOGsjlckZDliYUQGAvvAWStH755RfF43FLoefvvb09bW1tKR6f1HEhWxIIito5nz59mkru8pAj69Rj4d7bQp7c3t5a71ZgSu+Fk/XtFb0/11PQ8LMU4twIwSLcFwJnl5eXU13TEaZQn3wBGUkmVDmWD5ZJj8lF/A3N5/T01OoTU+RHelzwPurO8A/bKxDvjvGw6/X6VEEhSVMdd7j/QqFg5XhhQEiPncd9HABXEIsVwc9g4ZCsQW3nu7s71et18wqYK5KVcrmcVlZWtLa2pkqlYsG+m5sbs5bv7u7sWvFOdnZ2DI4hKDYeP3bOicViarfblp5dKBSswhxc5MvLy6naE5KMuQDrBIio2+2q3+9brfTt7W1tbGwYvY61gcKFb/z69WsLlkvSwcGBCW8CTDxDeOMkmuTzeb1+/Vqnp6c6PDzU3t6eVT18+fKl0RcJFIKn4pJ7WicBLby9fr9vaePeYyDrkhR4ntfS0pIeHia9Ga+vr7WwsKBWqzVVoRImCMIcpgfe4eXlpYrFogXNDw8PLdkGDvj+/r6ltZNRSZs+qmNCp4PhQhG0Dx8+GE3z9evXBim8f//evIfj42Pb191uV6urq1bwrlKpqNFoaHl52RTT/PykRVoymbQyzTCfwNvn5+dVLpdNYH///fcGewFNLS0t6fDw0JR6r9dTpVLR6enpFM3P49+sCw918RqKh2A51xoaET7D2UNe3mCbNWJPmen/f43/9t/+25iIN7Q+urwg2OAaE5jBRfcCH3zUFztiA7NgpUeN6etfM2mXl5f2UMB5O52Oer3eFA80hDB8QFNSpOUcYtmeOeFx7eXlZbtur7CARbyr3el0lM1mzWugD2a4GCi6s7q6qnK5bC5dIpEwGAssFAFYLBZVq9W0urqqubk5nZ+fq1Kp6NOnT7ZRsGBhCmA1UagIuhjxB6wfoK+wxgwccBphbGxsSJJ1KqK3poc1aDQLdgo0w+a+v7/XxsaG1tfXrQVcLpfTixcvdHFxodPTU3358kX1et3WU8j6AQOmah1sntPTU/V6PavtMTc3p62tLYOJoC3C1MHqx2qdm5szi21vb28KgvJrCyyZjkWSLOuPeA1t5zBMgFLa7ba57eyfxcXFqYQpcFlaEEoT5YXywGMkWN3tdq1cLHuGJBu+3+v1zAjz7AusZzry1Go1Myi4x263a2sA2Ij1Qo3+ra0tg5qAaYbDocXMSDij3yp7BC8A42owGJgSIk+A+Inft16wsm+9jPL7nn0bj8eVz+eVSCSUTqftOQyHQ4vFsNZ8K7vLy0udnZ1FmuPPUoj/6U9/GkO7YTFRHyOdTlvrLCZHkmlaSVMWTMifLpfLtvEZBI6Ids/NzVnAxzcLYAMSVPGQhYcmvLD0G9+n3PvkE95jkdCbLxaL2YZYXFzU1taWCoWCFcOn2QN4tiTLmGPeisWibm5ujM60uLhoQVfcRmCAcrmso6MjK+3ZbreVy+W0u7ur+/t7bW1tqV6vK5vNWhBsaWnJyg5Qj2JpacmEsxcWKErfD5ONw/xilTCPWJBkCmaz2f+vvXPrbew8svaiSFEUqQPPZ536YMdJjLHHNjBBYmBmkLmZfzC/eXIxTjJu2x1ZakkUz6RInSiJ5P4u6KdYVDzBd2kB+wUabaspcnPv961atWpVlaQF+iE09XrcaDRqDgHem8pK+HKiCpxAOp3WaDQySuDi4mLlGeJMkVqSYN3d3TVg4IuZBoOB2u22FaKAxH3+gmdFYhxDd3R0ZKqrRqNhnDYqLJwiEQ3PGaqHCU6Pj49KpVIqFAra2NhQu91Wv9/X8fGxVS4y+gx6CWPuqTKMIuduY2PD5J7kHiaTycqg4M3NTXOo+/v7qlarkpaAgoIbIqO1tTU1m03d3t4qk8moVqtZZ0RyWDi3SqViEkKcFhGZJKvGPD8/19ramg0m5tltbW1ZFA9FCg2IM2DMoSSjaLvdru23n+Op2c8ksr0iy6N2ULaXxBKJz+dzu0aqYqPRqCmHzs7OXo4R/8Mf/hCUy2UzbFSQYbRBi8zLYzNHIhFDhBxySowx6qhY0GpKixtLVRp8Otrm2WymSqWivb0921x4ZZ8wpH9Er9ez9pnSshOiT4aCUjBgJDwxMIw7m8/nK2PoKE1n3BTX6RE9zsw3mJJkaJ2kyubmps3e5L0pLshkMmZ4MI7cQ+gK32UuCALt7u6qWCyaHBGFkW985WkdFjp/FjJSDJ3vqgcCk2RTZdA21+t1FYtFM8qpVErpdFqSDKkTaSBrvL+/193dnRncq6srKzYCESGbDILA3hOAwbWhfUfuR68O7nen01G329WHDx/MgfmB17lczr7X+vq6oVkMF4lEaDsMH3QQaPXq6sreH4P08PBg+5IzQJdN+qXAEWO0odvQRt/d3VlDKW8EuY8kcWlXwLN79eqV9vb2zEFtbGzo+PhYl5eXxvGTDI3H4zo/P1er1TLDube3Z6PfEomEARbatpJ8/PDhg52zYrFoemv2KY50Z2fHorQgCEwE0Ww2VSqV1Gq1NJ8v5s1Cx9RqNdOiNxoNXV1d2X5+nmeCjvEyRySwvngMe4UsNplMmr2A80feyc9ubm7U7XZfjhH/8ssvA7hVNhm9B+glTqaaUBGExGHwfB+JUjYgvRU4sOPxWM1m00IneEq8KgZJkumHoSJyuZxdm/esNzc31hzo6upK9/f3NpuRAwH/6BHRwcGBDg8PLRl4cXFhelYmHF1dXanVapkzAdmzCLm5DyxvLNPptPL5vBk6OtbhOJETkmx53s+Y5FckstDb+qIWbwC8tJEBzTgH0Prj46O1c8UgUaXpEThVltKCTuFZei06CNLTQJ1OR6enpzo5OdHZ2Zmurq7M4NCIKZ/PK5fLWbQCRff4+GjIiG55o9FIs9nMDIIvuMKh4iB4DhiOzc1NnZ+fK5VKqdlsKpVKrfRYqVarJqnz34tcR7fbtZJzkDnRI/fi+vrajAxJenIXXhlzf3+vq6srcz50CX1em7G+vm77HwqgUqkYokZZsrW1ZSXluVzO/sbGIHmkkIZIA1kntCfcM03JcFaDwcDUKEgoqer2ToCfo0dH8cJZgzYlIqF/DJG7lzJjbNlPOHSQP+cKJI29QoaLgeec4vyxY0SwnjGIRqNW80I08tM+fjlG/I9//GNQqVSs2g9DQCUgrTHZrHBHIGz4LwwlB4oqNLqisVn8oR+NRtYBjUNHmOhDT5AviATPjUyJplwYIzwrqhb0tfRtgEKguACjx2F6jrDRbff7fV1eXupvf/vbir7UlwU/lyVGIoum+oVCQel02vp8sIHZVM+TbiA7NiNG10s0SS5DaaGbR75GlETktLGxoaOjI71588boIu4jyV2QKe8nyUZXDYdDdTodNZtNdbtdDYfDlf4u7AMODQeVZ8ogAuiRIFi298Uw0psHmg1OOxKJmKHmoHK/ABHeKKCI6nQ6SqfT6nQ62t/ft6IcnisFVUEQWBhPpEQ1KOBlZ2fHBmBz76FcaFFBxABlQHtVH01Bf3DOqLaE7iHxjNqFc8a1ttttU1qVSiWVy2WLoL0+mvPU6/XMGUGZgISR4OKE+F5UalNkxrlIp9MaDAYmVOB78KwlGRCBs+Y+oKMnojg7O7NWBD4ZCQXii/l8LQbgjZ9Bu3gaxVN0ADL60WBryGN4aer19bXa7fbLQuL/8R//EaDXRJ6DZ5IW3OR4PFYsFjOZEUkU/h2Jn+/NgQ7YG2VJllWHGvDyIUIgDoI3ENLfl+vjiZ/LAKk2o1yYfhFsLC/XQzkgaSXMBln6KAHNLwcAI+2z374EHYkbRRVI9EB7nqsGhTOKCq6UENsPCyBRGolEzPBls1lD+/S5oaqOQ0qxDT3ZW62Wzs7OdHFxoWazad3tuO88F545YSw/g7cERflEMsbWV9PRyGlnZ8cqGzlAGxsbymazVuknaYVm850qWdxDLzOD051Op8bZwqWzT/L5vCRZRSKKKCJB6D8flY7HYzUaDTPo6XTaDDtJU7rpIb/E6KHS8Xkc6MQgCGy/QqUBNiqViiF2gEgymTRnkEqljKqLxWKqVCp2bgFTvBcRUa/Xs6jNRyEbGxt2lgqFglU9Amam06npsDmjgLNkMqlcLqd4PG73watI2H8g3W63q/Pz8xW6hHvi81f+THPvvGQUg49R5sywX3wU/qtf/Urz+aJHVKfT0fX1tSmKcDYAx9vbW52fn/+sEf9FSgxBomwiPP3d3Z0ZZf7GYBDaYsAo1iHRhGcmi+wfAkiEEArahofnk6DPEa33uKAxOE5+dzgcWljI7/pewyArwnQOIMiW9yezzWcj/Xv16pVGo5E6nY615XyOAHBOoHvQLtWLGD2Su9IiKcohQQXDIS0UCjo4OLBRW/CaPqqhQxxhbKPRULfbBVWYUgJJJMjcV5RKMgdA2Or3CYcW48vBhwoAOXGvpdURdl6t7YdrgwAAIABJREFUQ1UjhVCFQsGSheiwpSVIIAphX/iGYRTjzGaLQQMoQ/hstOt+GpBf3AcOMVEI9wjqCv08UQv3hQ59RIHoyTc2NkzCSE8SXgNy9oMd1tfXLQdQrVYNQKAegarhb+4Fq91u2/kh11Iulw18weHf39+r1+vp888/t5wCNKe0QKMgbO9YWq2WUUCVSsWGI3M9m5ubVo2Lyou9ViwWTTfe7XYVi8XU7XatgEmSJe/JcbDneLaSTB4IACMfh9PkntDOl72CA4ZqIR8E6AMwebn0z61frBFHHwpKRmNMERCSKB4MCR6MCMUJcKkYahJRcJ2SVrw77w9XhfFEyoW++tWrV6rVatb1DrS3t7dnYfb5+blNIoFjvr6+NoN+d3dnqJckExwxFXggZgwv6G00GhnVEI/HlcvlVKlU7EB64zybzeweohnGiJdKJZO4gUjz+bypEaAhcCRQThRTNRoNa6KPPO/Dhw+mr+cAcxBwvuQQstmsoUpC9SAIjGf2TYP4PtLSmeKQMTjSsvjCtxIlsYSB4SDCv8MJU2C2tbW1slcwoDhrP1IN+gpKwn8H70DRHcMJD4dDk93x/Xhu9J9pt9tGG7IPya1A+dG6FRDhIysKbfjO9OSGWiSZCTAgkmi1WgZkYrGYoe61tTX95je/0eHhIYoJq1SFYyZSoPrTSxeZncnZJTKmepRcRbfblaQV44saxScEi8WiisWiUT+AuVqtZnz8YDCwe48QoNVqqdFomK6+WCzasyan44EXUR3X50GBv2/YIK6TfQrYY8/4KAhAhzDA71/UKR68PF+/SCMO90TLWUK8tbU1oyN4kGxsNgKbkRDfJ03YMJJMUiXp73Sknvf1SUNeRxj//v17kwRRPYiHBpUSikMz8B4YYxAWSaK7u7uVBwnX6KtUPT0CUuQPaICila2tLVWrVX322WdWxYcRwsDg7Qmxe72evv32W/X7fXW7XXW7XVPEwAkTNvrkl9/cyNEwotKySyCoinvOdfO7HoH4ZDE0iF++6hb0Dr3hm/oTGZBXKRQK2t7etsRYrVaz5lkcIDh0qAIqI30ptU8gE+L7HALIkefDfUJl1Ol0VhKbRJOE7rRtAE2CyCjOgW9+enqywpfd3V1D26hOqHC8vb01fXu9Xpck48dRPJHoy+fzKpVKOjw8tAKuyWSid+/e6eDgQNFo1CSBqVRKlUplJbF9enqq0Wik4XBozwhwdXd3p3g8rnK5rHK5bGfh3bt3FsmxJ3Z2dmwvIVLwyXJpkTSlMGwymajRaGg6XfaDoZUxGnv4fErrmevrk8lEfpxVkD37HVGAj8gGg4H9jL+hIgFs0hKMEPVxZkajkfXA57XUGPxf6xfJif/rv/5rQMIHL8gh8uhLkhk3bjJJHg4BXHk0Gl3hvmmkJC2SSXBx9KEAqcBzYfgICUkIgoYfHh4sKUkxg888e204CVWUGLzWTxYBaVEgg6wSNOuLieD35vO5BoOBOp2ONf7hfvghDHt7eyqVSmboW62W9YYBLWBk2dieQvBoyHOqklYmeeNQQZEepWCMn3PuHqGwcDZEM9JSf0/kwrVxXbyWzc9rQIA0LeNZZrNZ1et1u47Hx8UMSP8ZLL4TBpq9hoGmjQJJeL4ze4XeHrR4RfooLZAqAGI+n1uDryAITD3FPsJIE2UQPZBjwDFwfz21SJTqS/m5T7wnhpNBEDT3SiaTprvnmpvNplqtljY3N/XZZ59Z+9tut2sGjaTpzs6O3rx5o3w+r/v7e52fn+vHH3+0IcwYMTqT0r4Wzh7ZZiaT0Wg0MgeF46LwiOgE5QngC6qTRmHsT6i9yWSi6+tr1et1bW1tGdB5//697btIJGJGnP3GHuE6EVNA83GPcQy8F+0PsBOcC6JhKkz/9Kc/vZzE5ueffx4wMWVra0uZTMbE72Sm4c1AVxRaoLkkRMTD4nmlZUEAC9ogm81accVwOFxBjNzU+Xxu2WSMLwaaik4ONE7BGz+MEPyXT5TC88GnPu+AJy2NHs2rMOIgx8FgoG63q06nI0nWlRGDTzLPTyL31AVGj8/ld3wbWdbzENxHLXDY0uqMSJ/hx9DyrPi5JNNxQ9sg2cLY4ZBA6JLs/Xx/chr7E2Z7lFwul1Wr1VSr1VSv1w35Axim06k5NqSHHl0/jxT4/h7Fkxgj4jg/P9fJyYm1IT04ODCjycIBs59IdPqEtw/FJRntBG2FhI4p7zgFZobe3t4a3YWEk31FUQ37vt/vm5acz0bGVywW1ev1NBgMdH5+btWQ0WjU5KAgfpws94dhHfRfIZdDMhNq0yNqchaJREKZTMaMNDkXnG65XLZ70uv1rGUEirdOp2PPkzNOBShDkz0DQNsDn7gkZ4MyDec/n8+N+vFCCf/Hq78w3jxrIjwirXg8ruvra7VarZdjxD/99NOgUChYkQfJIkk2+4/D628mHBQPh7J7n3XnvXZ2dszg+MooCjc4ZJIMcYP4QcnT6aKFJoiLCIH3xXijIAHZFAoFQ7skkCQZh8tB9X1h/AMF+flN6B3Jzc2NGQJadeLIcAIkKckleOMsrTa6Z1P65UNEDAkGyyfYWKlUymRbfC/yFNKy4g3jz+fH43FrCIZKSVoqDHDeXk/9XGaKwUXWlkgklMvldHBwoNevX6vT6RiXy3chKvKHir8xoFBbnp/3EQv7V1oWlF1eXto9wUFdXl7a6+hDkkqlzFhgbL2OGG7WI2r2AzUR3FuqLqnWxTCSGGc/UcvAOZG00iuc9g1IFfP5vOWTcMaDwUDHx8dWc4CRYn/z3LLZrCmDstmsVSBDiUDdsaegHUhEDodDuw6icRQv6KpRqXBPQPGpVMqi4clkov39fVOGNJtN61SKuoSoB+CBLeH+8v+e8+bv5/rv56IKjLd/LXuKZ4t9+b/UKb9II/7FF18E9EYgQcTNI4teKBTMCIF66cXAQwQdUl6NRhtEyew/mkvBc3EDMRgYXAwGSRSoAzYJGwfEDQ8PYqPqj14NbAIMaSQSsUrE4XBoOl8ONL8DfcMGhd99fFy0lO10OsZDggS8/MkfCt+DHXUOr3uuNacoR1pKF59LGT2fDZVAWI9yxBcmsZBaUvZNMhHH9pwThD7y1A3OiEiI3yF3wnMBCPDce72eotGo6fuLxaI5KC9pJP/gm0lh3HGU3CcoFD630Wjoxx9/NK52e3vb+G9K4KUldYTxAqBAwxGNYrSkZfjuX+NpFp/gxYET4aKEYK+xv4IgsFwStQ/cKyo/SQJzbuiBAhonyqRi8+zsTP1+3xqdsa/Ixbx+/VrxeFzNZtOcDmX6Nzc3Oj4+tmhrNlt0V5QWTmo0Gplsk+dGyT1oHfqK5PpkMrHRfAgp/KzQ5/sNSoTzwt9+r/lkPAsw85xixGj7/BtcvweQOJBer/dyjPjnn38ekJTEEGJIqZzjpqLwAIFtbW2Zx+SGsnGR0PV6PUOkkuxA+SZTeE1pGbKCysjyw+1Cs5CVR9s+Ho/NmD/XjsNT+n4M0+nU0D4FGRw8EqJ8L4w+yd7r62tDITg/abmBPKLEkVDijxHw4SOhnSQzRCQmfeiPE5NksxXROpMTwHjDRfK+vvQdw8/98RSFL5bBcHFIfGTxvMKT/AUovN1uG286Ho91fX1tvTPW19etqx7KBp4jBotniZH1+45Dyd8cRMJ8ogCG/Xa7Xeu5Tc5DkhUgUZfQ7XZNWouqBaQGqmQ/wHej8ccooy7h50SE5H3Ys0hFUWbg1MvlslGVvinUwcGB7u/vlcvldH19rU6no7u7O1WrVb1580blctkm2fO8n56elEqlbOIOcmAoPs4z7zcejzUej02O6Uvbd3d3tb6+bi0TcAbMD/WJbNRggDgiSO4TSe3Hx0ebxUkS3y/fsfS57eR8P6dGvJz1ucEmosU+SKtTv7wOfjAYvBwj/vbt2yCbzRqCIiwGObAR2ei00pRkngyJE+/BYdze3l6hXKRla1my9yAAbjghIEk+FCCe1yWpRMYbVDSbzaysWVoY1clkYiiWKMOjCkZc3d7e2iGVFgccBF0qlczYPj09mcH3RUvSKjLg2knEsMFBNhhSaSnT86oT0La0dGzcX6Kg8Xhsg61RYaDGgWrAAPmkqS8m4rkQHaEIIKkmyQZKFAoF0wK3Wi2dn5+r0WiYDjmbzaparapQKFhCeDKZ6P3792o0GtarOhKJ6OjoyHqwVKtVu24cEvcIwz2fz02yJq320KBIZzqdqt1uq9PpWPIYQ4SaKR6P68OHD/a84FOh+MrlslFPnptFnklnQLTV0B4YESLQWCxmsl04c5QPXJsvVkM5ksvltLW1ZZFrECz6rwOIoDRpbXx3d2eJznq9rr29Pdvbt7e3arfbFnGWy2VFIhFr2TsajWzoNE3ZKIABxDDVq9lsmiFn4Ac5H16/vb2t8/NzSbKiGWganivVpYAhOH6QO8/XR94UwvHcAYg+R0Sk6BPg/t8AT9xTn/fyzwEacjKZvBwjXigUAgoLkAMR7uZyOUvGUSrrhfUYhkQiYa+Bj4U39PSCtKQR5vO5JTU4jBgr0CIokQPOQ8aTc5BAmaB7nxhE98qhIusPqkRu5VE7/+5L8Ulushg6C60hLWdUdrtd07l6Tl2SGUkiCdAcBsJvRN+TBOQjLecMSsvugxg8fs7/cw9IFvt7TdvabDZr3286nWo4HOrs7MwStu1227jtSqWiSqWiXC5nyKXb7arZbK5MdI9GF82mcIbff/+9YrGYLi8vrULxo48+MseAw+AeSbLkKCgcqRyJKiI+HFaz2bRCNWgQXgOXz72QloVnRBB0QiQfQARH8Y6nwtAy8z7SkpsFAHFWMCaFQsGaREEv0aOGHAHfg+EQ5BnOz8+N5y6VSjadib1OnxoWQ4ChNjFigCeoQ6IvogeqZnu9nrrdrqnHeM3t7a0lWgE8vhWBd8BeLcRkISIr32nS97DHafqkOW0AJFljLSgZVE08G2SLPjHNv/Pc+Qxf6AcTQCuJx8fHl2PEv/jii6BUKlkIz5elPwroBY4Y/hIZHv018GRsKt+32KNVDBLyL9QhGCBKsAnnLi4uTHZFxaKPBJA9jUYjra2tWWLTI15JJgeDamA+IEkp+DmSMGwgEJQ3sHSF63Q65mAkWQQjyZJFvV5vhTqiOx3OkuQtDuvn1CdEKTwjeFdCQ1A7jieZTBoX6o0BToZBACDWRGIxvg00CPeKkaJQZjQaGbLr9XrKZrMKgsCm6NB2eGtrywwumnHKreF6p9OpJc+Ojo7MeJBIZ78kEgn77nDZHFCfRBsOh7ZnSbrhhIbDofL5vLUtQO/uS8uhWag+hMZCFshneq4VQ075uAcZvrgKhwM1SBsLfp/Po2EZ55EoAsWEpBWag1mm7JHz8/OV74YyJZfLWYQIdVUul83wcoZHo5GYLXB3d6dWq2X8N3vTV88yH9TfC6JfHyVRPJjP51Wv121g87t37+zcYVh9j3AP/rz98Bw6TgqDPRwOV54Fe8knQclNeXtMHo083M3Nzcsx4r///e+DUqkkaUE/wGPCO2NwSARiPKTFYYJDBG3yANj40C08DA74ZDKx0CsIAvscwkWMK4lJH6Yia3x6WnROhJKBG5eWvSPgy3AMHj1gaDgQnpelA9vzkWNQPZ6mgYfEyODImMQC54nxx7nBLcMDg1bgkDksvq8KZd1wm76FLb2x2+22KQ9ms5kZS6RfFLVAa41GI11dXRmXTaEWobkk/eY3v1G73dbr16/14cMHVatVXV1dKZ/P21R7tMAM1Wa8H43QuD+NRmNF7pnP5zUYDFStVq28nZYEGAWMNvMox+Ox5SVAUjQXo2Oj18nTRMsnwq6vr1f6b3MP6bfDXppOp1ZtCJ2HkaQ6l/tMfxyfxKUbo6+E5Jo5L9Bi0JJEhWikr66uFIlELEKIRqO2J6fTqdUf8N329/d1eHioTqdj6J4JPbVaTYVCQdls1uhE+PRYLLbSAoH2FBsbGza45OnpyfqRo60G+TMbAPEByWTOIvLTjY0No1CoSWFxfzi7nnokD4L98VJCbIdXsnCGOD+bm5sWyd3d3VlUwT134OvlGPGvv/46qNfrdkgGg4HG47EZYFAeiBzjGolEbIRToVDQaDTSjz/+qJOTE00mE0OclONSKSUtDsxoNLLCBYyYr5jDYJG4QgHD+/FwQbdwjcyV9A/weW8U1A3wwPzNoScqoOIOxQp/6AsDgoZj94VQ8Gsgbgoqnp6eLLnrq029FhoDDfoPgkD39/caDAbWQRBkBn/NuLNyuaxMJmOblYgHA91oNEyL+8knnygajerw8NCcME75ebIVCR8Og4OZSqVsVBcj0bhvjFXrdrvGpT9v7cAhol91rVazFgiJxKL9qx+CgBMHWIzHY+NVQXK+0T8SOoq6MKKSLMJDPcP9Yu9RnEJyEfQGTcIzJklOLiCXy+n09NRyLNAnoFppYWCq1aoODg6UzWa1u7ur8/Nz48LZT3w+oAVpZSQSsRawR0dHenx8tH4+0gJIUPMBmk+lUtZel5wH0fbl5aUlS4vFoiUhm82mLi8vzWkRJU6nU9VqNZvt2m639eOPP5pjZw9RpQkYw3gTFZHQhDoDkcOhg8ahI/lsnwOCHWBvcn4Bo0S80JTQODheb5cd7fRyjPi//du/BblczgySVy5g4FiEfCRfCL0kmfFhiG673dbx8bEVUSAhzOfzphKg4pGG8hgRtOJMVo9Go9ZHG5SQSqU0GAwUjUZtxqTn4UB9HFKQBQ81EokYzxmPx61zI0YTROIdC1Isr1uVlmW/JLZwfkQOFIVIMv4aLh2ahdfyB0TJwSWZRTdEEMdkMjHkzbgtnlkul7OQvlqtajQaqV6v6+LiQrlcTpeXl6rVarq9vVWlUjGKhLAaJJrL5dRsNpXP59Xr9WxyOfsGp+yT0yS2qSYMgsDawaINZqwcKJN7SVFQuVy26yLKgw65vLw0XhUKrtfraWNjw6p4iZboytftdld04iREkQju7+9LkiW30P37gczSqhacpOD19bVNMQKRgkbX19etXJ5IBYdBNMV5Q9WBMYZewKCzPyncicUWPYgANjwzSdYtknYHcNrI95ha32g0TOZYLpfV7/dN1UKCF/khkSFJ6Y2NDZtsD1/On/X1dXvGtBXAibNfyf2wvG4f4050zP7AgXPGMPgYa2hdzr8HJKB4tOmcVYw3hv9F0Slff/11kM/nTXGBPMhLAjE6bFxpwRXyoHiwDOH1Bg5lC8iR3hGz2cwq2vCqqAHgmXu9nnHDvukWGvB0Om3Jufl8bo3vCStJhmC8KYfnkPHgQCwcagp+tre3LQMPGvCFStBJIHE0qSA9aBAOGNI9QkuMuFeiwI3D3SPtJFzu9/tWIpxMJm183OHhoS4uLvTmzRudnZ3p1atX6vV6qtfr6vV61lObw5zL5dTr9ZRMJtXtdlUul02hMBgMVuiPdDqtVqtltAfhfTKZtPfudrtKp9OGwnHGFxcXdt9I7EnLcV+xWMwijNFopPF4bH3PX716pXq9bolzDAoHmgQYCGxjY8MaWNGjAzWVn4bE4Ggm1pPH4N40Gg1JSyUV1BO5EZ4fHTPT6fSKIsLr20lsk5iG9sGQTqdTy0FQFMc9GA6HlusBdabTaVWrVZPD0lkQ2onkJolIlDVBEFjVZywWs0EfRKDMEsDQdzqdlTmePhKu1+vmQIhKtre3DXQgKyYJGY1GrVc7KFpatjOWViWEPt/D/fMyXi8TBHARkXo9P8acXJKX0hIl+6ge5/ATrfZyjPhXX30V0IlvOp0ausYzS7IQDiQCVwkHSmhGyAWyoKwYjlKSGX56PbAZt7e3TYeNKoN2kqheMPDo0dmgJG5AzGTd2YxsbLy2tOw4CBL3xR4YBMJ9kDCHiQMhLT29tFTeTKfTFWdHGEoDLoqXfDsAH/rBu/pNl0wmdXl5qf39fZ2dnenNmzfq9Xoql8saj8fa2dkx1cHd3d3KdCCQJY4DZ+UTqXwuoTrOhOfP+0C7cd94fvf39/a84/HFAI1EIqF+v29Rw9bWlg2Bvrm5Maewvr6uy8tLK27Z3t5WpVLRmzdv9PbtW4u2zs/PLRLCYBO1oHf2w3ChztAkk6tAYohDIPJgT2E0uDdUKyIRpC8Kxho072kB5nR6tMh+4L4/PT2pUChofX1dH330kXZ3d602AAoK+oGmXCSsKQbLZDJ2lqgcZi/6HNb29rb18eH70P+cPyhCoK9og0CdAwnB2WymcrlshnNzc1Pff/+9ptOp/vKXv9j94J4SqZDnYU9zXzDEABkMu5fAYju9Mfa0C3sSzpzf84oyjLm0VKzwx2vKf4oOXo4R/5d/+ZcADozDSuICD8tBg0ujHHd9fTEZm82NNhUDjMwPmkFa0Clku4MgULvd1tramk5PT/Xw8GAGGA7w6urKkJK0bAUgLZ2L70HMIYELvrm5MWROCCktJwzxmRwgHBFIHF4eI8tm85+NwSbhyeEA+W9vb9u9Y/N4fhMnQfKF+4eaAH5zNBqJUXp+0/s8wv39vXZ3d9Xv95XL5axzX6/XU7FY1NXVlfXgyOVy6na72t7e1nA4NBReKpU0GAzsvl9fX9tEl0wmY+9J2I1TxaBzOFutlkUb0WhUpVLJeGEoDJKEJNfguIvFoiqVilV0EiV2Oh390z/9k969e2doFuUD6L7dbq8MhMAwY6wwEnQ6BDXTuAnjBAVHS1vfowYHQpSHQ8Cpw90z2SoajVohXSaTUT6ft/dC8VGv1805kJ+iKRegCCqK0nmMGCX7vmUDEQytF0DeRDokSkls+2rTaDRqiL9Sqdj7TqdTS2xnMhl9/PHH9BqxxCkgjzqM2Wym09NT+27eeEOJQXFiiL082Vdc4wSwVdKyCA6E74EJ1edQJr7iFhsEBYdz/Qn0vJyhEDT7oRIS7poQEZUGGWoSWWzA9fV1G/kEv0SZMQfPZ5dpegVKi8ViOj09laSVqS69Xs9u9ng8XpmWTi8IT4uQ6AmCwDhWvhfhLwaSv9GjTyYTGyKAc/KoDAkW6hKKojyakJZl3HxnQmHaeyaTSUsQojBAu8sBRxnhNepMKMlkMrq9vbU2muVy2cLe8XhsPaW5RgYk8HNpOZCC/8YpYrxwSFyXJAupfY0AHLHvwkeSCpRdKpWUzWbVarWUSCRseDGtdglfa7WaObnxeLwyP7LRaOj6+toMaCKR0DfffGPqE895r62tqdPpmKICaSOl774+QJL15WFgAfeVSAJqkcZZtHW4vLw0bhdkyF7DsUIf4dienp5MFMDewBGDXIkkUPcg4UP6enFxYa+bzWYGptBsdzod+2583vMIIJfLGQrH0bHfotFFhbHvqd9sNvXXv/5Vl5eXqlar2t7eVqFQsJmrXDv7CUP++Phojs2DQoAdaBwH6mkS/xoKiXw0SFU2P+e9OK8+kqLqF7UdjMPj46N1hsTpUuPwvHLUr7X/81/CFa5whStcv/j1i6RTvvrqq4CiAUrukY95GRDNgKBGkODxOyT3kIuNRiN7HzLv0gK5I2EkbPN6aWZYMuwYNESfYhAbSg16XEyniw6GDAimZS6yKxCSv2b4VK9koK8ynCufK8noEUqe4clBCaBpPDnRCtQMqB36gUUSBjTh1UFIDSloGA6H1nagVqtZYdNwONTu7q7m80ULVBDl81CV70FSNgiCv5uJSDjrK0S5dvhnacmV8xlQQCTBBoOBlW6jwSVBF4/HTQrpE73cz1wuZ/e+1WqZQsT30yAyJKpBzsY+IawHYftknCRDzkQvQRCoVCpZgRJ0CQOleZ6oKjqdjqk24OBJXPpnT2QBYvY8N+g+Ho+rXq9b4RH7YTAY2GewZ6EXiDiJUEjUSUs9NecXei+dTuvNmzdWLs/9RYLIfhyPx7q4uFAQBCbFfPv2reWIyI9Mp1MdHh4adfLNN9/o9PRU8XjcOH204cg4uV7uGSgcjpto1vc88So5cg+cM74z7+GTnZxHEsgUvfl+8Xxn3vun+/ZyOPFPPvkkODw8tEQaiTi4tG63a6OWqMrLZDJ2g5rNpqlNmJBNKMZrMMbSsjc1VX/IAtFjo6GOxWI2qSQej+v8/NwaLaEDRmMOjwUPxuxLSVZai8FGQ4qkDwOEweNnflo8BoQSZUmWSPXtAlDssJFIlNzc3Fixid+gUDlIqnAKqCEwbCQROUDZbNZoIagpz+lCP1xdXSmbzdrfw+HQHGypVFK321WpVFK73VahUFC/31e5XNbFxYWKxaJVPOZyOY1GI1UqFTUaDRWLRTUaDSvPzmQyajQayuVyajQa9pmVSkXj8dg+U1pSMxg39OR0koTeoNcJv8cgAg6k197Th4SEOUlOjDZT20n+QhNJsgKbfD5vRWjNZlODwcAaTJHURNZKjxFJpm5CaXV2dqbz83NT4UjLXuWABPYfBg2Dy+cxwo/6ABKW0C9UOUJx5nI5S3B6FRjFez5RjePkHAJQHh4eVCwWVavVbO+jHQe8oUTL5XJKJpPWLIs8CoCC58P57Xa79h44CnJYnA+cPGePRUJ3Z2fHntfa2pr1XWdBpWD4/VnGMHPuqMz02nRsM6+dz+cvhxNnQrpHXtyM2WxmhhVdMKiHoodqtWrVj3hwNhv9u72EDt4N+RVJLc/V+jFr8IhHR0f2AKkq5cHR64KBp2ii0fBiMNmA6+vrtulJDtEjQ5J5f4wC3pukEEjWSy9ZFxcXhvDg9eBFQZE+OYrksN/v273C+ICOSNzwTEhUgb5brZZp6ilQSaVSptQh2Tkej7W5uWnFFiT7pOUcQowPPWkkGSKmmhO+k0TSbDazQ1YsFi3nwHxHP+BgOp3qo48+sqQaeZR4PG4tAIrFou0j3+ujVqutSC4xhkRxOMvpdGr3hhYEtVrNDBvXur6+rkqlYoc6CAKTSNbrdeVyOfvsdrutZrNp6hYigHK5bIouVFUoonjGGBQKuyTp7du3tucwdkyrRwePWovWtOQTbx0TAAAgAElEQVSm4Lq5/9Iih+TzM8lk0orAUPwwyYjoiIT5ZDKx6txms2nVjOPxWJeXl+p2u6rVanam+/2+7u7uVKvVDJX/6U9/MrUNe5T8QSQSsT7ktOIlckYE4I0sCWrPb1MEhdHFgDuja0gcZ+MRui9gAyARMT0v0PtH6xeJxH3FJgaR67y6ujKP6su10UrP53P1+33d399bogYHQPEM8iQM2M7OjqbTRXvS4XBocrp8Pi9JhqIkWTYbyRO0DtWfhULBNvjV1ZV1ZKMKiwIJr+aYzRaDInyhAZWGHDYkf95JgNaTyaRqtZoVJfj+McwdJbmbTCYNsTO7EyWDtOymhiFDSgiyx1gTQpN8nE6nyuVyurm5UbVaVavVMqUJqBfU6ROPSBj9hu/3+5rP52q1Wtrd3dXd3Z0h6XK5LEmmhadOAP1+u902KSYVfhRszedzffjwwUJqRtTd3t6aEaIohFmg8XjcOlsis6NzXzqdFhFjEARWb8CAbGiHjY0NK6WPxWKW+PYOmr1YKBQMJOTzeT09LVq3XlxcWIELvViCIND79+/t2dCDBGNZrVY1Ho/17bff6uTkxPaXb1YG6t3Y2LCiNxwAiVoKmzx9BciRZPuFNg1IGwEN0HRoplGLoesvFAoGqogQ+E6FQkGVSsV0/lSQsg8BFKB4GseRPE4kEjo4OLB6gJ+GK9jzxlFS4IXT43o4d+l02iSy29vbdn7Zi1BmvsjO/4GS85pwlq/Y5Pe9DJH3m81mL4dO+fLLL4N8Pr/SdpQHNJlMrMEU3CxtKDHuSJM6nY69HpRO6IRaRZKVhrOBPdfd7XZNnVEoFExfDOUCisIwgSY3NjYsxMTBSLIubNKC6oDqkWQhMQgZzm42m1k/CUnWagC6h/tTLpeN02TKOQYnm81aQyekZdPp1AYvgHjhQjHm8KZIG8kbwNujxABRg/DZpKCfRGIx9SWVSqndbhv9kU6ndXFxoVKppE6no3q9bsZ6NBqpUChY8cuPP/5oz6zZbKpSqejh4UGZTEZ3d3dKp9M6OztTKpXSycmJdnZ2TBuNGgT1C2qRWCxmYICIDm6etsJQQzihp6cnU5Eg84Me6Pf7Wltb0/n5uYbDoSloKMDhd1Da0GObCAOntL29raOjI5PTorH2PUrg6SORiKF3kPtkMtHp6ak+fPig8/Nzk9WyUHUAIshp4FC5PxhFnjuRJ7QdygyoQ0AVyqy7uzttbGzYmeMcYsgZ8rK3t2dUGfUfqGHopcO5QzZLdTQAhSIoir+ISqmoBrzN53M1m00DLjhFiqpwstKyvTDInfPt60yk5cxXT6F4bbi0rMzkfvL+REZMaIKuPDs7s9dIellG/A9/+ENAQsWH9hgxJpIT0pCErFQqFko+PCwGFx8fH6vf72s4HNoGmkwmNqFeWnLiIOqnpyer9JpMJiYp4qGxgbe3ty15Kmllig+DCZhxCKLmczgkhFB+pihSK6gXz+n78msSniBNP/kdx8CYOQ4SE2HIMyDn4hDSQpdNSDKIe+An8KBr5bN8FSgSLjY+fDZUC+XvtVpNvV7PjDi662KxaAMHqMDk4EuywhJp2VSIBJ4fVO0lmbzOFxfRKRBa6/b21q6VJHc2m1W5XDZK7ebmRj/88IPlAKjSjUQiVtF4cXFh1ZUYOQwJUQJ7DC5UkgENjCb3mFbHu7u7Ojg4sOIpimaq1aoZue+++07fffedGo2GGR1pWZHKQiq6s7OjXC5nBUE471QqpVwuZ4Co0+mo3++bdNIbLhAkZ5Y9B3iQZJJBBmQw6ITIFCTK63zCmrMIpUVOANDS7/dNsnhwcCBJhsin06mKxaLVeiQSCbXbbQOCRB3k0miB6/NEPBtoE74795F76wt2WNwjX7TlC3ow6Hwe3S0lWXTw4op9Pv3006BardoBodMa3u/p6Um5XM76pqDQkGTl8p6TIgEKksTosUEwuCQ1CQ8xtP59m82mTQ+iUT5oKBqNWrk8qAtE78uVp9OpGWb01kQQcMM0T+I7EtphbEHrPiEEN4xaRJJFCzgeDD90DHwtnDdcLnQHmnK0+r4xPyjDc/Bw9L7sHAdGQgj9uyRzaiBg6IKLiwtrrctm397eNiOeTCYNJVPEQaKRfYKWGqNDYvPw8NCS2J1ORw8PD8rlctrd3TW+HoNSr9f10UcfaX9/33TZ7XZbf/nLX4wTRenT6XTUarUMqcFJc0ihE7jf9HgB6fFefB841EgkYpQcP4Oe+ed//mdVKhX97//+r0WOFI8xKGM0GlnfE+oJfDUzz5pS+LW1NevXjlHGuXpDhWJKWraZhWbhuZIM5rvxvJLJpM7Oziyy8NW6HtEy/Yf81nQ6NbTPGaB+g8+laAmnRjEZidq7uzvV63Wl02kFQaDT01O1223jxTHQPvqQVmf4ekXSbDazPeMpJpY3+NLqVHv+DZvD/eRaiaBenDrl7du3Qblctiy+JOuhQIN0aREG+cwyD8UXMKRSKesW54X3ZKIlWTLLy9zoNhcEgSXMkAER8kA1eONRrVa1tbWlWq1maBEDy/XDE1LmDhqjGIC2mHDPUEm81pdae1nU1dWVqUAwuhxWNiI/52DBFbO5/UGjLSwl0TgLDjaIHENFUpLND8rioFJp+vS0GBiAfJNugSS8SPJls1m77zxzaCkS1z5BCZ8J57i/v2+FVRhfBgP76wb5+aESGL/t7W2VSiW9evXKksrj8VgPDw/W1xsaBUUKSheMwnw+V7vdtjCaBDSNlKTloU8mk1bkQz8TBoewfvvb3yqXy1lvmePjY2v3S8Mr+Fk6aBJ9zmYzM/JbW1va2tqywjjox2QyaWeD+0ViGENNN0QkiuxN/qD8oJ2zJGtOhjNj/9LTnQI5/j0SiZhSipF/0+nU6EicPtJdZLr8m6d9KL7K5/Mr8t/JZGK5nNlspouLC7sOL5bg+VDR6Z+Zj6QwyDhfnCLLy325x/DlmUzGCn8osvJ8+YuiU377298G3GwfssPLJhIJ09xykOmPQnIqCAI7BPDS7XbbjDvhtSQ7JCSVJpOJdnd3dXl5qWg0aslJ+Pe3b99aOIRuXVoqPHxpM2gcOgaeHI3swcGBSZoo8+YakVv5DmpBsOwfgzqFhBLl5n7IABpfWt/Cd6Ic2NzcXJlD6LsXUsZN5ECbUDhuDhXoFQNF+Df7qemT1+ODSuFHqaCjYhBOHknZbDZTt9u1XjNEXOl0Wslk0hDU6empHVru097enlUC3tzc6Pvvv7f9Q26DimDfjEqS8cg7Ozv6+OOP9fnnn5usFXqOe4XjoJUxuRESiB6B393dGU3AfYa+8t+LmgBQsJedFotFa/R1enpqzcMymYxevXplnD2l/r5ilqZWRGUACDTrRGYkeFEmgYI5MyT2MErcCxwVtQvlctlQK53/OFc08JKWuQASrewJ/vb1BCTEecZQm09PT2q1Wnat7D0MciQSsbGGRJMeDBA1g6odF71inzylImnlbHq65Oc4cmwEr/F1D7zW03583k9/Xo4R/+yzz2w8G2gJ+R9z8DA+hPygUTYGG4kwjzJer+7gJnFz/bQXPCGfjxzIa6fJWKMvxhhgqNAQ+wk2ngfjWhgWgXaVRfYbvTI/87kCErSoVKBcMOJwxXDnPokFb42RhvPGMDGGDb5vbW3NNLuoe0geoVgAYXq5JocJ44WOHV6eJBOOjbbCGB6fsOKQg2Z2d3fNKQ+HQ0Nps9nM5jZyWL/77jvjpDGs6JRJFMP907JhfX3dpjfRz4ZeKqg9ZrPFNHu6FHpKgIOOEef/kbzd399bTkSSNZ8C9TKQgmfL/tzZ2bHcEFQR8ldpEakgKyRxD43W6/XMkBJRAl6QguKooVskWa4D+pAIk8Idr2SKx+N29nhWIEvuD9EzYADKh33v6QmiVuSxOItarabt7W3rwSPJRjbyLDhnzNf1ije4b/IWODVpiaql5ZQw6I/niWIvgcauoLLhukHmqO64D17KSIQDDUyU85P9eDk6cYYJcJPZXBgXFomNSCRiITMVmb7XAhwkRobkHpsLA81wh/l8bpvPa3ipIsVo4rGbzaY1oUdehZyQB0i13Xw+NxqILP1wOLTDDEryVXBsQqooQXDwhRw2QlLujSQzgPC09BMBKWHk0DGj/ZVkeQRoKgqvOLQcJGgSL4/ESSDlA+0z9YjkETSGJCuW8QeCe+cz+LwWowGC8kUUfHd/0DhAJMU5ZLyGfAPPh1AeiuPu7s4G6ZKEpjc1xTBMfickxnl7KRsRWhAE2t3dNQDANaCmYl+SrEVBU6/XjUNl/6KQikaj6nQ6huRvb291eXmpRqNhCfeNjQ1D/LPZzCYzPT09aTAY2B4CHZP4RR9/dnZmz449zXnhuXk+vF6vS5IlcmlhjEEulUqKxRbj2aB2ADc8Yz4LeSwOmP48tJeFPvKGGOAEj+7VLTiMzc1NO6NeMinJujiyH58jdC8h/Dn+m/oSzhSLe+UpG+8cPBf/j8D2LxKJ//GPfwzoFMdUH8+NccNoPEXTHW7gaDT6u8G0JMnoCgiVIC0eAuiQUWT9fl+j0UgbGxs2DIDXgjRptAWipRKNsBeNcjKZNIoHxwPChYbgwKK5XltbMyUNEQLXS8jPhgKZ9Pt9CyPZxGTyvaQSQ8nnoR1n1iJOIZfLGcplQ0NHkPD0KAaDS1ILOohqW4yIJAvTOVhM+qHYIpFIqFAorCgKSJBKsnAT7TLzK+H3oTHgTXnuUFN+6EE8HtfOzo6pTDCwfO+1tTWbFkOP+cFgoFarZRz4cDiUJENPsVhM6XRalUrFxohhnBiSgZoGByDJ9g10XyaTMbR2eXlpqqREImHOEceFISOJDucOB889S6VSK22BqXdgL9ELnzOEQisSiZimm7zHzc2Naa7p2w9/D4BA3QFF6PXX3EPoT6SCRJCchWg0anJHCmfy+bxVm47HYzO2ng7x2mtPq1BtTGR7fX1t583LJr2mG0P8XIEC2PTG23+m/5u9Ly0jDUCFR+v88WzBi6JT/uu//it4/fq1oTo4O0rfnyNAeGNJxt167hvuGK7Jdy+TZEaXA9jr9cyDYtgJpyUZwvYIptvtWuc/koH0N2YiDRTFw8ODdnd3TacLtUOxTiKRWJEWkdRj1qL3+iRikbd5zl1aFpJks1lL4HqtN8la7pekFaoE9AW3vr6+bny/JFPeYLiQ0RH9rK+vG6Xk2wSQgEVbDIoi2STJNNyE0j40597gGMmHXF9fq9PpqNvt2vdH2UAVLV3v/MGDK8ZAQKdBW5B0Yh8OBgMNh0NTyFBI4umjzc1N5fN5Ax/39/fqdru2D2OxmN1rEnJeY095PzQO0lCS3hil29tbq159enoyWuj+/l79ft8mX+E0oX4AF0R+jUbD1E0kqon65vO56vW6RQ3sMRRdOEp6dqPOkmQOg0Q2OQP2HYlmIoPn8wMwrNB2XspKbgU61NMVAC2flMR2UAvBs2B5h0ckLq1SKxhh/778AUiyN3/O4Hs0zhnmXnk65/l7z/+PsvtfpBH/z//8z4DCFUIRvDXICA0oI6hopCPJ0AacIYYDPpF+CL6P99bWllEZk8nEWnt6ZIkagwcEv4zEyGfud3d3DanAa2UyGVWrVUvg3N/f6/Ly0qgguMlIJGLSQZKyNI+CNwMtek6dMN5zrxg33zeGsI3NjFQMZQF8LCGen3TCpuMww+HSa+Tp6Umj0UiJRMJCXwyoN/A+CcyhxgjxHSKRRYEMzY785uZaI5GIyTopoEGqSXsDIjL4di+Lg4/k+4DMKbLa3d1VpVKxKtzT01Odn59bIpW9SMQBrQP185wOQ3dOpMM+wiDAgxNNEBml02nrt02xFhQEn4u6BPQ9mUysmAY1VKvVUr/fV7fbtWjMKzkkWXTl6S/oHL4PdCCODaeKoZVkCVJ4eo/AfVUxw1fi8bjJQ5GjYlS9MZZkg0y8QeQ+gvbJHXk0S94FWg1j7yk2nAZG3KtIsCfeMLP89fF6fs77o0DzyVHABPsZp+KpwZ/O38sx4l9//XWAN8arYYxAkvF43CRgcEps/lwuZ/0ySFLChdObAJpGWvYDTiQSxuNy6KEY0KzWajWTGKK/xsjRFAgkTUk3RRkkU6AWPO3w8PCw0huETcjhIEGC1O/x8dHCcwwXOQMQvbRMlBHmeoOBJhmemeQZyEqSIXI4d5/IBOEhSyQkHQwGKx36eEYUDWFEiazoeIixx7hwfTRe4gBIslB/Y2PDqBCuDSoFagZ5H++DfBQZHPmQYrEoaYHK+/2+lfAj66QSGKSeTCZ1dHRk5eo//PCDDeUGffpcAIcXZ02yTVoaAK9aaTab1pIhn8+rUqkokVhMhq9UKpIWlavv3r3T5eWljVDb2NjQeDy26UEUKSGDhY+u1Wp2z1ArEdWiSScRChKmayH7nBwV+4Roi2pqX9mYSCRsfBz1FkR2vpgHVRCa9rW1NdtPPH+cNoYZgAfQ8VWX3lhKqzQG/+aNtXdCHhB5lI0h9+/H8ob554w9ryH64Fo4n1BA/ppenDrliy++CJi7x8YAoYC2CF2j0UWj+729PTuMkozT4gGDTNCIcxilpYKDjmcYKNDcdDo1BA5ij0QidlgkrbyXtJBgQXMwFJaCFNBtJBKxeYt0G8zlclaMBFJBVcPvgRCgKzBc4/HYZIropyUZuuca/UYE5ZCo8pWpOBDGWEUiEUv6gZAw6PDWvtoTZ4cTHAwGxqNzSPnM8Xhsf29sbKjT6axUJBLSe7UCEkU4Tu4TFYA8g+l0aoYW5QeOCQ1xOp1WPp9XsVhUoVDQxsaGLi4u9N133+n6+toQab/ft2eZTqdNMQJVgiP1ESO5EUnWqyaTyahYLOrk5ESPj8shxHDMuVzOQn3kfK9fv7ZeIj453uv19OHDB52cnBilgEyR9yAvVCgUzCB6pRV9YWiN4JuA0c9kNBrZM/XtGVASoYDibABa2E++bH80GtkfjB11Gvw+ewsKBNqEwjvyFjh39jjvhxH31A7nhrPKNXm6xC+PhD19QjER/8/rQN2eC3+uUOJn/lr5d2/4MeLu31+OEf/000+DfD5vPQ1AvWTj0dr65CSFGCgFstms6X5Byxyuu7s7DQaDFVRXLpeNe/VJHuRWvrEOKIVKSj9vEHSyvr6uXq9nB43fKRQKJm/DEZHkotJRWob6OAJfWTebzazIAqMFbQHXDfVAMySMoCSTXqGAgA7gEMDL8x5QHPw9mUzsPeFwUdo8Pj5aq1dftecrX4kyUHhcXV1pOBxaLgMdtO8d44urpMXBgcJqtVqGxDOZjBnX8Xhs/cJJ5nmOFyNOcrdQKBgguLu70zfffGM8MREHckUMQblctusdjUb68OGDTfLBuUiy5y0tDnY2m9Xm5qbNb+V1RE2NRsPyJqBO7mW5XFatVlM8HtfJyYkpUKD+er2eJXSJSqRl7ofiFGR43DuS4tQagJBxyqVSSZVKRWtriyZlf/7zn23fck/X1taMl8e5Ayj4DuxRJJbQJ0RJ0DJE39AfGGCQPueXRCi0Gve71+uZPJZzhVPwBvPnkpKe18Z5eCTOZ/D3cz04P/PJSv4d8IKhfq4H94lOT8M8PT29HCP+u9/9LmDaNiGU95qpVMo6/IHWmGINGnp6elI+nzfZoe82GASByQUlmfoDo8TmQDUC8pRk1AU9UdjEcH+gXhA6m47Cmc3NTVPUTCaL5lydTseoEpI8oD42LgYMZ4GXJhxPpVLWUJ7hvpLM0IMG+E6gAJAaY94wrhwmDA/vg/LFF2DhvKBHSLaCrjlIGO9yuWytf/2AAK8v39zcNN0vzgY6jethSC5achAchope1t4o+CgKR01Ryt7enjkAOhHe3d1ZYU86nVapVFKxWLQWuLRnLZfLarVa1n+j3++vJCsZ4+flZMVi0SJLGpaNx2N9/PHHOvxpqAEdOWOxRU9zDBv5HHqaQJdxD6UlB0z0h4STZ7y5uWldO7lnsVjMpKbcc3IGnA3K+SliQ4Pu3wfqiT3HIg9EMo+mcrSb6Ha79kwlrexbr7GHFjw6OrLoNRaL6f3792YryH15xIy9w7h64+sTlxhRSSZDBd1joD2C9lEi7+VRuE968jvesPMzXsv7+OToi6rY/PLLL4N6vb7Cx/qsP8aYJAZUCYiFIaOUR/sWnszF5PekpaYaCgNjxEZ+enpSu902PTfd2Wi6D9XCYSGhSpiJAUN6BWqFD8bASMvJLvwMdchgMDD6iLacFCJhCGl/im5Ykhku0ARJGzTnvvISVErYRwTDBCBQDPQISVEkh9AOIHX4WLhWQkjoAtQNtCWNx+PW9wK9NAgNGZ53viAaEJ7n0jGWODt4bTTbk8nEOHPK6n/9618bL97pdHR8fKxOp2MO8fXr15Kkvb09Q3qSTA56fHys4+Nj48TJwXA4mS4kyQwziUtew3OnDe7+/r4kmTEFtfPZGFdkruRleD+4ViIsqEMiJgzp8wla9/f3lnPJ5/M6PDy0Pt///d//rclkol/96ldKpVLWh4ZCK6IKQBb7HuUX/85zxuiCSHHIvl4BJ0RxFuoRjCN0miSj/4gc/f34ueUNpQc8/+j1nkLhuv2+5Jnx788NMrw59pfI+OfULKwXRae8fv06AJX63hiUw4Mi2Byg4kQioVwuZ13T0HGDMKfTqR0qpolIMtnXfD63IggcBxwnskHQBwdKWm0fSmhHgYok6z7HZ3vemRCWDQrnjQGiko7PoSKOrnPojpEDIh3z0QTXyqHi3oB+uI/QKhgVklMYFtBrNBo1o+v1zt1u1zT60Wj07ygfP7UdJ+DDWhQ2SCD5TvCf29vblvNAvucPOkMZfAEUqhB4WBAjdQO0u93f39fR0ZGm06kpk3CIOMtqtWoy0r29PeODv//+e6PGut2uSU5xWjguzhp9xtlzcLeSzKFimGKxmEqlkjY3N1Uul82A5fN53d7e6vr62mSP4/F4hXb0Z4O2r+l0WsVi0ShCHDJFRSBt9uPOzo5p5GnXcHZ2pru7O6OR0um0UUxXV1fGU6+tra1QaRg1X55PFSfVoKBazzFLyw5/7DXONM4Sx/fw8KBGo/F3qJkFqubseFRPZMoz8Egag/uMo5a0pGi4Xl9d6q8DI+2NOntX0sr7+tezXpQR/93vfhe8efPGuGnfBB4Ezd9BEBhiA91KMuPPQYCrQtvrh0J4XTQbggx6EASGWJDHUabNzSf5SThKX2AvqWLT4hAoUCKJBFqFfoHLR6YG3420ilCR6e4oAXwSUpK14sSoM0aO+wOyA6H77wJttba2ZrQJ3Cf8PAaF36XaENQH+mLoAMgPHp0oBdRHy2F01zgRptT7xWYndwLFxvX56l54YRAfn4nRo8VrLBYzvXqr1bIWxtVq1Ur8k8mkjo+PVavVzFBBt8xmM+uMmM1mNRqNVoqB6F6Jtv7o6EhbW1tWTIZ6ajabqdls6ptvvrFhJUj7oNtILkMZQbFwJny05Q0Z9ysaXbSFHY1GxpcfHR3Z8waZ12o1o2aINHBC0DPQWLPZzO6bJEsmcxYBMCTi2aee9vKGHNADGPG0Cnw50RiaeY/APbL1RpPIFCOPUYfTf+54PPJ+zqHz+4AcXgsrAFDxgzQ83+6pFq5DWnLz7vUvy4gT+nJT0um0Ge/5fFHqvrOzY9K629tbdbtdSzZyIxhWgPKDlqJeF8tkF99nJRpdtGmFU8P740zgvdHQ0kyIrD2FGlAHhULB5Fb0APFabgo/oD5wSISV4/HYmj3FYjFls1lDdyhAJK1sTGkRZYD22VjQR3wW1AnqA/h76B5vAOA8QSs4M56XJEuMEcrjpHg2GEMShZKsqRRyUFC7JCsVJwEpyZA9C8NAxOY5SygjqiNzuZxSqZTp4VutliKRiLrdrmn2KfzhGtE8RyILXTrJWBwsCUlQZalUWhlIPJ1O9fr1a52dnens7Mw6HGYyGR0eHuro6MieH1EC13Z5eWkyP5p3+bBcWqI5zkyv17Ne9xg7ojScG3uCmgO008Vi0SSMUFa9Xs9oPaIgSv07nY7RgExbGg6HajQa6na7Vo3Kfo1EIqYegvL0iUCeo/8ZhtPz6wgBMOLkilhe5SEtDafn26Ex+H+Pir0qBorR8+fP1Sw4S/J0IHBqB/yefH6tfObz93xGsbwcI/7v//7vQalUsmQjyhOMYKFQsDCKwxQEgVWPYTQkGY+McYMjpX+KJKNhaKoFQmYqDLw3D3h3d9fCQHhVFB105UORsru7a4gTXhPEQnKMYhSSV55yIIFIdSMGA56fqeDxeNyuwWtimZXIlHeKiLhGXucTjDgNohiqHH3HtdlsZj3dKfrgfkL/kCcggkgkEnb4qbb10c/V1ZWhOBLK5DSurq4sApJkczvR9VN0EolE1Gg0zEHzb7u7uyuJNw4nhpSGa1AUsVjMxsOhUCGqIPIg0oBz9iog2g4nEglVKhVrezCdLtrDsrehZA4PD+17lctlS2jOZjO9f//eDC8UDZGbJIsQASYYNRLwqICo2iUv0G63rXDLa7DX1paNmxhBN5lMdHFxoeFwqGq1avfr+vpaf/7znxWPx60Fs0+AkyRlEZ3u7u5aURbXKS2Nli+qwbh6DhnD6hE2Bl1a8tScO29AeW+iQs4k1BK5Leg4qD+P6j0dQoLco2yAEvmH5zMO+A7Pue+fkznyni/OiB8cHNimIvydTqfqdrsrB4TDhIKjUCjY/wdBoHa7bYYZqgKRfalUkrQssIDnhU8FEayvr2t/f99K7UEQ0+nU5Hq+GObnmk+B/glb8eq+M9/zhArOx/ef8AU39LMGSYOMMGjSoqUqiUYaHyHFJOxkM8Gbw8UTgcD5o+oBofgB1Gx8wlFCQSIVnJIvQR+PxzbajOZfRBwYRuZGYuB9aA6VAkKng+R8PjduNhqNWjEQyT2ipdPTU02nUxuAAF8+n8/N4SAB/PbbbzWdTm3sG9ryUqmkVqulh4cHnZycmBM8PDw02qrb7RqYqPwmJKIAAATzSURBVFQqNm7MN23zfd4pw6/Vamq1WtZK4PHx0fqjr62trYxT4w9yU4yBpxV9ghn1DhERHTn5jLW1NRUKBf3617+2cW8nJydqt9smIvA5C6oud3Z2zHHu7++r1WpZvcPf/vY3O28oXcgxoEQi8vMKES/d80bZnyePxj1o8mjeI132wvb2tj755BPr23J6eqrxeKwffvhhJVnuE6OAGCJPkv6+3oKogWvHHknLJKZ/T5A9Ds9TMi8Sif/+978PGAhAxRqFLFAWPDyQLEgCKR6JT5r402TfG0pvGNGB7u/vW88T5IRPT08rhUZ4ZhAx6JvQFAUA/Gcmk7HCI4YJoFwBTdMZr1AorHQnRJlB5aUkM3TIuIrFoh0c6AnQsJf5MQ6Lrni9Xs94SRzD86Qa8kGMIQ28oBFwECSBQcAU6HgUhq4fo47UDQdCgyxKyHGQtD5FsSItNj0FJlw7tA78I0aLg/T4+KhisWh9snu9nk5OTkwaenBwYKP9Wq2WPZdsNmv3H0fOuDj6qIzHY5s8RBn6dDo1+R3P49WrVza04a9//avevXtn91ySDg8PzUkkk0n9+OOPGgwGhpoxTDhZPge1i0/ix2IxQ8S0qqXwCOkq10X9AhReJBIxFVckErH2xQzb5vm3Wi1NJhNVKhVTsozHY3366adKJBJqNpv6n//5H0my75pKpWwcIYCMFgneiLGeo/Dn/w7VRoKRcYjSqiqFPcJ/S7JK3Xg8rnq9bkMhbm5u7L+hmaRVuaQ3yjgV7t1ziug5tcMe9u/1/P8BFZyd0Wj0coz4V199FWSzWduwLPqIY9xBxPF43Jrv8OUx9F66xUR0eiVjcJDjIVvkZz68RHUAT8pDBXXu7OxYCTubHVWE59/xwhh1+DNJVggB0qAqkGiAz4ciub+/Nx4bHpmDymZj81D0Aj0lyUrr7+/vlclkVrrOEb6DMHAAZN2hEfh/vgehOOgFdO8P2ePjo7VphTaBCiLaoqMhz4XEJocP5MUzgFqRZPpq0DcO9ebmRtVq1e4diJbIDAT79PSki4sLC7dpfnV9fW0NpaLRxbDi0Whk14sDxelVq1UzitBF5XLZDD18Kc9OkrVSrdVqZmCpMOXeUOXLWDicqz8Tvgd8PB63wjd624CgiWaoduWceceez+eVTqe1v7+vt2/fmtjg/PxcFxcXNtotnU6rVqtJWhiodDqtZrNpiPXdu3c6OztTs9lcyWeQ0Of3iJx5FtAanhYhwYmhC4Jly1+PdJ9TLgAL6FGkzMiSn6vGeE6+YAiEzvL7nvMCePBJVn8d2BmM/s9RLChdeO3t7e3LMeLhCle4whWu/7/1j1Xt4QpXuMIVrl/0Co14uMIVrnC94BUa8XCFK1zhesErNOLhCle4wvWCV2jEwxWucIXrBa/QiIcrXOEK1wteoREPV7jCFa4XvEIjHq5whStcL3iFRjxc4QpXuF7wCo14uMIVrnC94BUa8XCFK1zhesErNOLhCle4wvWCV2jEwxWucIXrBa/QiIcrXOEK1wteoREPV7jCFa4XvEIjHq5whStcL3iFRjxc4QpXuF7wCo14uMIVrnC94BUa8XCFK1zhesErNOLhCle4wvWCV2jEwxWucIXrBa/QiIcrXOEK1wteoREPV7jCFa4XvEIjHq5whStcL3iFRjxc4QpXuF7wCo14uMIVrnC94PX/AE6jyKFz0yj6AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"Using `tf.layers.conv2d()`:","metadata":{}},{"cell_type":"code","source":"reset_graph()\n\nX = tf.placeholder(shape=(None, height, width, channels), dtype=tf.float32)\nconv = tf.layers.conv2d(X, filters=2, kernel_size=7, strides=[2,2],\n padding=\"SAME\")","metadata":{},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"init = tf.global_variables_initializer()\n\nwith tf.Session() as sess:\n init.run()\n output = sess.run(conv, feed_dict={X: dataset})","metadata":{},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"plt.imshow(output[0, :, :, 1], cmap=\"gray\") # plot 1st image's 2nd feature map\nplt.show()","metadata":{},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"## VALID vs SAME padding","metadata":{}},{"cell_type":"code","source":"reset_graph()\n\nfilter_primes = np.array([2., 3., 5., 7., 11., 13.], dtype=np.float32)\nx = tf.constant(np.arange(1, 13+1, dtype=np.float32).reshape([1, 1, 13, 1]))\nfilters = tf.constant(filter_primes.reshape(1, 6, 1, 1))\n\nvalid_conv = tf.nn.conv2d(x, filters, strides=[1, 1, 5, 1], padding='VALID')\nsame_conv = tf.nn.conv2d(x, filters, strides=[1, 1, 5, 1], padding='SAME')\n\nwith tf.Session() as sess:\n print(\"VALID:\\n\", valid_conv.eval())\n print(\"SAME:\\n\", same_conv.eval())","metadata":{},"execution_count":16,"outputs":[{"name":"stdout","output_type":"stream","text":"VALID:\n\n [[[[184.]\n\n [389.]]]]\n\nSAME:\n\n [[[[143.]\n\n [348.]\n\n [204.]]]]\n"}]},{"cell_type":"code","source":"print(\"VALID:\")\nprint(np.array([1,2,3,4,5,6]).T.dot(filter_primes))\nprint(np.array([6,7,8,9,10,11]).T.dot(filter_primes))\nprint(\"SAME:\")\nprint(np.array([0,1,2,3,4,5]).T.dot(filter_primes))\nprint(np.array([5,6,7,8,9,10]).T.dot(filter_primes))\nprint(np.array([10,11,12,13,0,0]).T.dot(filter_primes))\n","metadata":{},"execution_count":17,"outputs":[{"name":"stdout","output_type":"stream","text":"VALID:\n\n184.0\n\n389.0\n\nSAME:\n\n143.0\n\n348.0\n\n204.0\n"}]},{"cell_type":"markdown","source":"# Pooling layer","metadata":{}},{"cell_type":"code","source":"batch_size, height, width, channels = dataset.shape\n\nfilters = np.zeros(shape=(7, 7, channels, 2), dtype=np.float32)\nfilters[:, 3, :, 0] = 1 # vertical line\nfilters[3, :, :, 1] = 1 # horizontal line","metadata":{},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"X = tf.placeholder(tf.float32, shape=(None, height, width, channels))\nmax_pool = tf.nn.max_pool(X, ksize=[1,2,2,1], strides=[1,2,2,1],padding=\"VALID\")\n\nwith tf.Session() as sess:\n output = sess.run(max_pool, feed_dict={X: dataset})\n\nplt.imshow(output[0].astype(np.uint8)) # plot the output for the 1st image\nplt.show()","metadata":{},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plot_color_image(dataset[0])\nsave_fig(\"china_original\")\nplt.show()\n \nplot_color_image(output[0])\nsave_fig(\"china_max_pool\")\nplt.show()","metadata":{},"execution_count":20,"outputs":[{"name":"stdout","output_type":"stream","text":"Saving figure china_original\n"},{"output_type":"display_data","data":{"image/png":"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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment