{"cells":[{"metadata":{"_uuid":"f686b97023a5dc66bde2988df6ba82bdc8900524"},"cell_type":"markdown","source":"# Intro\n\n**This is Lesson 3 in the [Deep Learning](https://www.kaggle.com/education/machine-learning) track**  \n\nAt the end of this lesson, you will be able to write TensorFlow and Keras code to use one of the best models in computer vision.\n\n# Lesson\n"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"4633962276bf862978ec9cb49c3a6533d7373d06"},"cell_type":"code","source":"from IPython.display import YouTubeVideo\nYouTubeVideo('sDG5tPtsbSA', width=800, height=450)","execution_count":1,"outputs":[{"output_type":"execute_result","execution_count":1,"data":{"text/plain":"<IPython.lib.display.YouTubeVideo at 0x7f6791e39160>","text/html":"\n        <iframe\n            width=\"800\"\n            height=\"450\"\n            src=\"https://www.youtube.com/embed/sDG5tPtsbSA\"\n            frameborder=\"0\"\n            allowfullscreen\n        ></iframe>\n        "},"metadata":{}}]},{"metadata":{"_uuid":"b8c9420af312890cc4ecbba0881ff01539808310"},"cell_type":"markdown","source":"# Sample Code\n\n### Choose Images to Work With"},{"metadata":{"trusted":true,"_uuid":"b37480362c0f137f74e53d5a5e298f61f1ee81ff"},"cell_type":"code","source":"from os.path import join\n\nimage_dir = '../input/dog-breed-identification/train/'\nimg_paths = [join(image_dir, filename) for filename in \n                           ['0246f44bb123ce3f91c939861eb97fb7.jpg',\n                            '84728e78632c0910a69d33f82e62638c.jpg',\n                            '8825e914555803f4c67b26593c9d5aff.jpg',\n                            '91a5e8db15bccfb6cfa2df5e8b95ec03.jpg']]","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"img_paths","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"['../input/dog-breed-identification/train/0246f44bb123ce3f91c939861eb97fb7.jpg',\n '../input/dog-breed-identification/train/84728e78632c0910a69d33f82e62638c.jpg',\n '../input/dog-breed-identification/train/8825e914555803f4c67b26593c9d5aff.jpg',\n '../input/dog-breed-identification/train/91a5e8db15bccfb6cfa2df5e8b95ec03.jpg']"},"metadata":{}}]},{"metadata":{"_uuid":"6a2c22a53e6d0da093fc0be57f76270306059c49"},"cell_type":"markdown","source":"### Function to Read and Prep Images for Modeling"},{"metadata":{"trusted":true,"_uuid":"ae06e855867297c818d6b65fa96597a5fb1cac97"},"cell_type":"code","source":"import numpy as np\nfrom tensorflow.python.keras.applications.resnet50 import preprocess_input\nfrom tensorflow.python.keras.preprocessing.image import load_img, img_to_array\n\nimage_size = 224\n\ndef read_and_prep_images(img_paths, img_height=image_size, img_width=image_size):\n    imgs = [load_img(img_path, target_size=(img_height, img_width)) for img_path in img_paths]\n    print(imgs)\n    img_array = np.array([img_to_array(img) for img in imgs])\n    print(img_array.shape)\n    output = preprocess_input(img_array)\n    print('output',output.shape)\n    return(output)","execution_count":10,"outputs":[]},{"metadata":{"_uuid":"9a4ec2d653906678e110bd5446dc4a7d13da702b"},"cell_type":"markdown","source":"### Create Model with Pre-Trained Weights File. Make Predictions"},{"metadata":{"trusted":true,"_uuid":"a5e6e54f17224607b2a8fd29041473235bed284b"},"cell_type":"code","source":"from tensorflow.python.keras.applications import ResNet50\n\nmy_model = ResNet50(weights='../input/resnet50/resnet50_weights_tf_dim_ordering_tf_kernels.h5')\ntest_data = read_and_prep_images(img_paths)\npreds = my_model.predict(test_data)","execution_count":11,"outputs":[{"output_type":"stream","text":"[<PIL.Image.Image image mode=RGB size=224x224 at 0x7F6727F01080>, <PIL.Image.Image image mode=RGB size=224x224 at 0x7F6727F01390>, <PIL.Image.Image image mode=RGB size=224x224 at 0x7F6727F01518>, <PIL.Image.Image image mode=RGB size=224x224 at 0x7F6727F016A0>]\n(4, 224, 224, 3)\noutput (4, 224, 224, 3)\n","name":"stdout"}]},{"metadata":{"_uuid":"f18959976e96bd28f173ae4e338e4914a98d8cae"},"cell_type":"markdown","source":"### Visualize Predictions"},{"metadata":{"trusted":true,"_uuid":"680e3f7fec652428a11c8723f45d8622e1530af7"},"cell_type":"code","source":"from learntools.deep_learning.decode_predictions import decode_predictions\nfrom IPython.display import Image, display\n\nmost_likely_labels = decode_predictions(preds, top=3, class_list_path='../input/resnet50/imagenet_class_index.json')\n\nfor i, img_path in enumerate(img_paths):\n    display(Image(img_path))\n    print(most_likely_labels[i])","execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/jpeg":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAoHBwgHBgoICAgLCgoLDhgQDg0NDh0VFhEYIx8lJCIfIiEmKzcvJik0KSEiMEExNDk7Pj4+JS5ESUM8SDc9Pjv/2wBDAQoLCw4NDhwQEBw7KCIoOzs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozs7Ozv/wAARCAH0AXcDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD1GVEMsTqCGXlW2Hn26U0XFvIFhkK7sAMjHbgjJOfw5xV0xjdvTqR3qlKJvtgZdwTozDb15Ib9MH6+1ap3MlYalsIAfKcTKoPyD7w7jBz9cA8fSpkuo1hbIJBJIAG7IPI4HPP9aqXNyiSqk0OedqgD517AgdcA9x2NVJWu7aBZhHGpVTGWZyCMdGxx/EAcHH64A721DluM8R2seqWyLAV84EKrKwJfOWVN3uVz7AZ71naVeNFqUQ3LG1zbFHWQZ3OvIyv4EY61cjgvrqB9QKhGRjKuwlMnaMsFwTk+vcD0NZs9tbjWHW5WRbf7QBKryk4VlyGDBs5zzkf0rnqRtKMttTppu8XFkvidlktrfyzsnkuEaN2yAy4YH5scjBAIOOORjOaZJN9knm1FXEeZ1CxsxAbblWBcDgEu3Jx0x6U3WbCPS44bS0gKypNvC7mdJQMfdDElX5HAI6eh4rXkRdbmMusc0EZTcin96+7nBzycu2T2+bA6GrlKzbX9aCjG8UirZT3SXjSxTNII0IcNEBgs2Rg+x3dc8Y9a3f7ZeWZIHV4xHlhvQM7gj0yASoOMdcGoNBsEltJDHJLD9pdVRWPQKoO3H1J655/Crl7AiWEsaGSRo1LhnXdhyCA2MYIycEY6dMEYpRi1Bajk482xRd7i5hRzMpVrdVeIqflwcDHfOfmz16dcVZXXHV1jd13t8hYncsmPwyDk9Oh+hqG+nCxKLeVvJWFUkjLK8yJuOAD/ABBSG4J3Ajr1FUNQtnksnu38ndI8apGr7thzgMuDj5h6E4PHpgk2tUCjF7kr28usTzSLK03l8Q8fxEHJz7dM4PTkYqxBdNbWTr80b4OHAVUKhSpAPPY49ThTVFFktF8pkIkkyVJO0bwwBO49iBz2BBx2o1GVpb0QTuBITuAZvkTGdyrzhjyuOM8gVPNyrTcbjfToQXk93d3DWTQ/6DJkxbHRSS24859A4CjI+6M9jTo9SZr5p7qOS4MZ2SssypvOeOh3MuRjHTj8aktbeJjKY2hhWNHVQ0wRuu7I9gducnJ6jpTbWyluTO0flLI4Ktl/ljUr6kEHPXAPYnpQozTXcd4l60eOV5Y7Z/sryEl7e4Qo7Z3ZCg8opB25xkDGOellYo7dS7C3liaViqhWjcc8rlshivcfL0x2p21I3WO5gcyrHhZLdgpCrhjgN/FjjB9vUZgvRcW0aQGaeGGbcC7qqkjjflMZ3cDjoc5BwK1u1t/X6EbjftAuJfsDJ5SIgZI5hsLtj73y8t1bGD/F69GS6W9lLNpl1KecNFMWIR0znDAdApDDrnGeTxT7mytRbmIanE8Mbt+7mddjkgsrEdOSSPUZ71S1CHUbuNJLiKYRQvtjinOWTaQWyVXG35e5JB2kg4qZKV9hxt0Y/wA6KGcW1s8EjCMlJgjOMY5DfLkDnjHHIOOtEkym5IVPLiCKPKMjtjccAjaAW5wCMEn7vHIGvd2ct7ZWt9FJOHlcG333Bd1dge23pgEFc479q5yGKR43kdJfOxtJBBwQBldpXk8jIySpbvim+wJ31JryOS4aSSSCFZUVEW3jRi0fJYrnpu9SScZAq1GdS+wzKtt9pgZFLJHnZtYFj0I3fe57ZBFQaIbG2fVVl5YT/uVnYlyFzx8w5BCnB25zkcdK1dLjECMks1zbi3do2WB+UHVdx9c7sk7se2alRTdn1By0M2S5aK1nuN8btGnCb2dypzk4wecDBOePrVhb99EktmI8yRlYhG/iJ3Nv28bBknjqe+cgjHkDW8lzbmKWRZC6tkMvltuIbhQASR12/wB70JqvDdTPeQNNMd0iqd64kZmCBARknI5PHT5jgVnGTUeVFSjd3ZrLIqJkRtLdTKTJuRQqHksVX+9g8EjAAOBxzraM1t9lS2CuN0exlGQxONxIwPlHQ+pz6DBpXS7JniZzcQzssgUPglWDMSMADrG3cYBHWoIL97Z9qIwhlClP3WZXDHAVWbgqCMZbhsdsmtY+6RL3lodGktt5y2kUn+tfaGTOSuA/c56Fh7ZolihVFSYgq7rMu9sFY1yxBz90jHbA546GuTubW5kd5tRDGL7M0cSGYqsbIeWzwpIB9W6HpwKnQi8gnjicTW0TMttbyP5ayEn+JgCwUKO33m47Gm5tO3Vk8nW5sanq8d1YTW2lpLO0MqkTK21I2Vg3LMeucjr37iqNvqurzXUQtyEXftVER3UkbVOWxk8ZJINbGjWEVvGrxIZmjXYxKAsjDqBk7V5P3QC3qc8Vblia1WXzhJLI/PmMQ23J6/KAVXjng0cl93qTzRS0RzE4vhFDHqMVwsO/MiKrB5Sd3AZh0+bnkZGR7VatNQsoIjbyg2iRMY2SO3dTGvHG7gckZPA7V1csUc9m7S/PER5mDhgw68dunFc42k2qxQRSCLzEy0kwbaEJbkEfxjefunoR14Apxjb4X+o+aL3ViC51a0jvbUWE7TO6KGZz+5jI4UlsE9Mjg56c5pIEu9QNzKmqF5IZCsEYgcRHaMgOF+YgjIJznnGCOKW4iBljMM0SXqbDExRELptbjA45IIyCV4B4zmotLZ7uNGjha5WR2kQBvKmKc7dzLwO3THb3NNb66idraGpb6vb2rMs8DW+DkbW3buMDJ56ZAzu/CrCFLnUrR1ZFaWBywRt2w5ViDxggk8jjk1Az3VuksbW9xcGNM7J4/MD+uSDnnPpWCJV0+eV9OuJraQFlZWBYRrxwUIyq9DgAEEjBI6XLuQo32Ozge5jZo2/fBXwoiGzauBxg+mT37etPbS4pJTJllOCMKxBUHqAc9zzXNWviySS1jBhVJVfYx3kKpIONwAyQeOc9fxreh81mY3Mm5W5jCR7o14HOerHryePSpTfQHpuWYjDaKY43XGe5yzY/matI4YBV+UDgbup49KEdSpRtpA45I/UdqeEReFIBPbrUtgl2FAYZLMPyxWTr8pfRLpY1LNtwvOMsGH6Z71rYyMEEAVjeINw0C7DbQZFAyy7gFLKOnfAP50Ia3MjRIo7azuLpphJPJA7KuAvlpuYbgMnA+UZJ/XpXNyWWomygurUQqs8bBppBl02uccMSFVscYGc9eTXVaLpZh0+7v32/6TAwwqndgbj8zdT2GKwJluraCyeDTjcCWLiQ/Mi4YkgIMHORnkkVyT3OmBlHw5Jqd9JJPPNdvjLfMzEducZPUHqe1FWjpN1qzyRajftHCmP3IO1Nw4OEXjgjrg0VavbZf18gdrnpMcckW0NI5G7kEAsRzx749RzSPbq8jbXLZwCp6AjPI/2uev0q4rb1yy47EGmFdrkk/L19wa6LnLYqR232V2+zhfn7MTkeg9wPTtUT2qBpp5lEm5OAcnqDn5enXvVyX96mxlAbqSeQpHf61Ru1dlkgXLq6Nn5+nXPbcfpmmmw6jpJo5LdpZkdF2EiRQVHII7c9PUHFcxrNtNMEKeXNFNFsyh4XAODk8jIKj8RxXRRCS0MbSRDy0GGYAErnnIOBkccjH0PasvxL5MU8M1rGjspZJtq8L8o2g4GM8dOuCcVjiFeDNqOk0Yt1eDVo9Nt8yxzwkMxduNwOB9Wwoz6Yx1qT7XbPp8YVhGdwmieZdjTR4OWB6EjOSeMjBPeqDTSw3ayIm2UgK6vyTlGUMM565HGeR6Gr2tXdlFFBbJJGscYAjdwxeZY8D5SRhVDMcHo2Gx61nzc0JM25eWUUW9Dlhs7N1kljdpZZZXRImZnZmPzH+7xxhuCCCDU13HqdxdyS28brFBGplikKBXTO7aAvOTjHzduoztNM0SK5awYNE0q7yFKMBIoyM5APOFwPfaOOan1XWVsofLikVGfchAyOAfvFcY3cqMdc4GMGt72inIyl8dkZTu9teNI8gibaGcbsk7iAeP4gSAfrgH72aj1C12TqqTNgTB5PKzs2hwScYwBknj2PrVe5t5HBa6kMkz7lS3CjzVLEcsTnOScbdpHzZJBOKdLp7WUkEbxywllZ0kmDkRjk5IBLdQeCePbiueTm1ojWKV9yW9nEbLLLI8csuXTLZzhhgHn5eBnvj5R1FS27CMm4ljVb+RAUQku0aYIOBj5ST1754HYU/TNEUWcd1damhWDDkY3LG2MgB92cjcPfkY5FZ0s1wJ1jnZxaxoXVgzZbLDIxjjPPAwQQTx1Gibg9fwJ0l8LOpubu2EqWEM8UNmG/esVy8m3gqi4JbBXlsY6AZPSrdp/Z1rDJZ2l1FEBsOUJDEhywMbH5geD0/h7ZqtFrWl6bCkdpZz+ZKxWKNo/LVRw2WfoeQDnJPXHu2SWS9mgnm1jzljlCmG3jIRcZ6Buu3PJY5PPArZu60MlFrc1l+0S2ojgsMZZZVnRl+UkcOFLZJIPKk9M8kVSS4W6upTdXE0YXMSLEAi5z8+3OeCAOp7fiIbazimuDDaW6yTRfu97RoyKnHooYcAc89B34E9pPJYrLBeWxhKTlY3RsRsy5AzuOF4Bx93cO5JxTeruJWSLc9zcpZ7Z5JIw7bZy7I4yOvy4JAI5x2/HNQW0z6ZLGPNhkiZtoVHyOv3cHLdOmPvDAPIGb0VrHa3//AB6x+a/C7VZVLAHlVxgZUnIz27ilWzt7hZVhMceQoXaSGUjIw4OGGcr/ADosK6MnR0hfVvsDPPAGVrizaGRgEyTvTDDGQTj7ucZ9eZtQ0C7EE4srpZUkkeTbKiqyyd5Ay9SSOcjGM9M1JqEM5tUki8xr2ycTB9nzuuAGJHqQOfdRxg1o2up2mpWMVzbyb4WUOMAYUd0J9cj/ACKlJLSwSk/iRxsaLLqbLqDSI8uWMkjApggEZAUrjc2d3bdk9a1bq3utJD3NvBMbQr5c6o+wkZIDDrgHrjn8jitG4jWW4njnRJSJ1k27Qu7Ma5HJ4yRxjnP0xVZFl0VC07vJpUhKqxYNJF2XOegOMe3Ixk0mklrt+RXNd6fcYd1LE737RTSNbyKWtkDECOQsrc9xg7uh5wcZzVGWAOv9o21mxeFhPM7r8iR/OrZ6c/MzbRztUHirmr20dndEo5Ec0YurcQNlFYH5kJ9M8Dtg9q0pNPSz0iE6a6rcpF+/LEMlwrrl93B/vYDYyvQ/LWMFLnd+n6mkpJRVupBHpTfb1tru7JVIAHmLkblPTAXsRubr7+1SpYRmbLm4jR0VYAJDvklXcAApyc7D1IAABOABWdouqKGR3kWW8hCwEyuqbAqbDuPZhhjxn8iM9ZFd/a7OSSRokEQbesknC5GcE45G3vkcGuiHK1exlKUkc7rFpJbT2NhLesYHjMi70UeWM4YdOAeoxz1yPTK064tW1OZJrp9PtZZUSByuY0XPJLEHYxwNvIxuBzxWjO974i1m5itSskC4SRgC25CVAB/iKnbux1PXpmt7/hE9JgtWEkhQiM+ZK+AjHGdwU9Mc9CMZ5zURTbvsinJRVmzStneCIQWipLEhCo0DMVA78YI4x03H9aU6nJGyvLYupKgbn+VVx1JPYZ74rnfD8GpabaD7JdyXK2zmL7FcJsJDEMCj4yoZSrYPAzg4xWw2t6ZdaNNdfvIJI8K9u3yyh+ybc/eJ4B6H6Vo3bcyt2I5RqCm72xoLQusjwK2QEOM7SMYPG4joR6EnLZryFnlgsLqWe6bAbZiRlwwYYAG3AyTjv3z1pLTTJruJ2vpIYRIcCxjH7uNjwG2nG5sEDB+UbehPNXLdRbqPs9sILXopZsbeSQm3HygZyPy4qrCukZU1s73TSy2FyspO5NwRmKjAHyBhjncSOn3fXFUHge3vXmh+0qpUy3PyMjoeRkqUKsDgnkgAscHjjumOREJwm4HcAASMj0PrVc2n+lb492WBySTxhsjGfcnP1oTXUfMZ1verfWcVzbrKJZC0asZF4b+IcHDYC5BHYfWqywx6rc3MaQhQjANKr5O4IBlWyG4J4I45OepFSSaRFBqG9oPORzudXY4OOjBB8pIAH4D163bVPIvHjZdyhFYMqbiV6A5Az0AH4dO9Mm9tjntSsowzvNIxuY3VobhiE8xivTOOCdoJI54zgDrp2EsybQJZYixBLHJilycZIOCrAgAgH8OTjUubQz4fzQgJBLFW5PI6Zx6fkKo/Y7i1DIZIxHKChIVkVGP3Tjke2fp707pid7GxB9o2Au8Uox1XPP8AOp0P95dpz19arWIBt48oYpNoLJjbg9+Bwee9XQMVk9y4oZI6qhyeoOKxtbUtolyFy4BRWA68Fc4z+H61tOu5SB3FZOuwiLQpVRvLC7BgDg/MOPzpX0HbUz9JFwdKuZJDJ5P2dlQOw2HBbkAfqTWVPrEdjZwW0l2UCW6sIokJdhjJPYYyfWtWwFwugzySM5iW2KoCAAB82frxjmsy+vLSG0theSWcQt4VVHkbL4KgnCjJ/SuOTN4LUwLrXL7eI9O0+JAVVhNdvvJBGeFGAOuO/wBaKtT6pBbrutbKa62EDIKxqQRnI+8T1HpRVJq2xTTvuehw3sLhh5gBAB5681aEYPzBiCepB61z0k4uJWQs6yA/OswA4PYe2c+3WrNveXESLGkYMK/LlmCkfT+9x9PrXTd3MOXS5pSHynDFCwIxuHJHXt6VSE1ndRbFI81t2FXJyR1HHbn/ADikL+civIZHXOCqMU3HPTacHPTgn88VH/Z/nBpjd7XfauyKTYrYJ2glcEk+ox7UybFJLqGR2jRmRg5jeN8gtlckEDknoBgcj1qO7uUis2triDDrl4fPiKNJt5UA9M8DvnnoKmlNnE88jCe1MchLupchhwMAg9cn65+mKxrxjcLKY7mWYJGzhySwRTngsPlbcCeoHoGqZaxsuppFa3MzUrONJlugGkhZCsgZt7HAAwNvrnt061YOxNGKSu8l49qN6D74ZmxtLZGQuFXnjIGOtQXsGnSMyQTLLaTRYVWBVo3BGVZSNwyM4U8jB7YNaFy0lyqySJGivtRlEbOzkkDgA8dOnPSuJe6nTe90dN+ZqS2LWgXR0vUNVtpYAq2jwgpGoyEaJCWAx8xDdcHoOBWDqmqLcyz6rkG5JC2kKgMCWXGWGOiqMdPvMMYIq3eXcjaneyxzz+ZOiRyKAE3sAwClT3IA98Zz0IqrHaxpqMcDl4UtLN2Z8kqAcs55+8xZl5xkhTg9a6XLnnp0/p/gYxjZXfU1NC0yPSFW6v5FlupW2S3EjAeYjITlTz1Knp1+bvUeoXbaprMZtQ9uqpvDyrsQKoLb8Efdwo4PXA6CtCBJLiI6jc27Gyiz5ETZxEq/MeMdCRtz0Hb5RWPaQ3Vx4kVJJJpbmS3Vp0dsDc2HxyTgAFV4GcL33Vcley6CT1u9w/s/UGEER1Kf7U6q6MkSQKrfwkgDg4ByTnaOPvdNG/0Vk0z7VFNP5oZFLCTMciKwDAkg4BGQGPXAJOGNbqaVY2VgyXCwsrENL5h3KzlslmZuWJPr+AFVtTv7ZExp9y7ygkeVCpdH4x90HjHt+IIq+Vdr/IhyfQzbLT77yFtraeWKFpQYUMahEVWb5dxAboFIK8Y6VPKbuG0eG/S4ZpCEilW43o7NwqlSoAzzyQenYkVqrJBcQkwxv8kYEsKEEkAY5XIOeCBwMjP4ElsdTtTG7yQRFSNwJ3MxORg9gDg5GMkeg5dktieZsoWujNb7ZbW83KYxv8mRU3HkBsDKk9eSOnfinSXNz9oEM6LcNJt/dGPa7fNhyUJwy8dQ2MsBir62yx4ngaLLIxmt2UbSe+APuncCDxzk9+ajmisdUWFNnlh2DgFivIHVR0P4enNPqTe+4iWGmSWTm2YJHkBTDM7bGB4AXPBXpjHHpjimJb3d5biSO7cNwEZ4jvAU9QwAOGAHBDdc81eFkT8kxCzOoQzxZUSgdmA/lnpnBHIqPZbQTsGjSME4YKoJTjg8jAUjPP0HWk9WF7GbFc3sNwpu7ll2EhbjyQw6KWDMpAC89T6c4IFU5ZJtGuZrVrYzabKQ6MrGOME/wqTkD0xn0rYxbu0sGmxK08fyzTOTtjI5+buzYOcD15IyM5k9re2STwHUJrdJI2lQQxAwqv8AFlWDMMZHAYDBqZK6ui4vXUz7HVYL2+ngLsrbImthMMlim4EbjxlSR82eeOeTXVzQeZpbsFG/buIkRRkjHLZyM4FcdceH7ieWOY3EcKR4KN9nIJYjLKGRtu3A9iefWkh1O8095LN/s3nyxYmjIZkJ+YgqeRyM4I4JHzAHNJOUVaQSjFu8STxBam2tLeGImayR8qT8rQHnch9m7f7o9s2NGkv5tEgtml3qzL5wBXzAhO5QvOQy5AIORge+KvWs9tq0T2rylpiuGKhg5LAsdwYDaysoIzwMD1rD06S9tNRXS5HhsrxnljVlhZ0P8Q4yMncoI56EdahrlmmtmWnzQae6KWiWaX9mojiYTNcyLLOTtSNcgp8wG0k7ugz1PI4zd1ye/tg+mpqI3TZWSNECkY6KzbfmLkgA8dDn0qLwxNcWFvdxXZeGGzuTFcqjfOny8uvdlHOQPqMniiyulnvrnxFqCJ9khfyyisobcVwqqDwxA/MtmqfwqP3ivq29kdHo6W+laetjeO4uid0k7qGEkh+66soPA5UZx0xitFb6HULIA7Jkd9jYdWEjY6Ac8dDgjoelZM1pqN+h8ya4tF3H7PbrgNswMbpUH47Qe2N2eahs7DR/Phhayj3S/K7zJudpFYZBOWGGUHHPOM85rXYyeurJnLyXlzFPAlmREszJjeVZQRuXPy4xtBUA5CmrC6XDqVumoXM80Uow6sjKDGpUZVm2/MpyTyOhxSah4cjhDS6UDaTiHyo8jevOcrhs7c8cgjG3njrW0p9Ru9LhgeRbKW2jWRF2K7shUkNlvlZedvHfrii4eaZPb317ap5EtvFMyO5WbyRH8gP32Vm47+mflx1qexu4ZRcPDeIpd9qrPncpCDO4E9Djp0x06Vm6pFdy6e12b9pTChkdCq7HyuSgIGSMAkfw8Dp1qqjahY20s9spEau0jSeWXZQcEbhll2n2Y4Izwc5V3cOVNaHW200JnERkjklGWUxuOOnQZ4zk8ex+lTxywiaULID5ShDyMKeuMdc9KyYJIpEjE9zcNFMoKrcQJswOAWwo+Y44wfSrBDwSBWAlt2IYAtuQ4IxhjyrZ6Akg9AQadrkmpJH58SkqN6nKkH7p9ajSNo5ysY+RTnAPTP8ADjp71MkoeHzYiGUr8oHrTGt2k2OzvGyjnYeD9fXv+dJMqxZxn2qLylIZTkgnoTmpDk8Y47mk24JwOo6+9IbVyOBPLQDaqgZwEzgEnn9amJqMkr8wPfoeKeAcZPU9cUMEOrJ8Slf7HfO7JdMFeoO4f0zWop7E89KyPFDhdIKkKd8qKNw6c5/pS2KWpl295NJotznd5aWyoihNoOMgnJ+8en51jTtp7wpJJZLKyRlPOPJPAxnjnaTxnsR6VrITdaDcy3CI6QwKsYHXjjJ9+BWTd6dZ3kyzR2s5uQiJI0S9MKuDx36DpzXFK97nTCyKf2i3VFWFHuJJCSsKIwPHYk4AIHOOePrRUd5a2pnSGdowrybpUZsuy7W6YyfvbSf+A0UrlaHRW11MN08qp5jEZbYNzHGcgjsMgY//AF06S8uZHBRWj+f5UOCR03Aj0A5I6Csa3uZZSu8iFd5YkHaoOcscDt05/KrMbvI6xhVH70EEAJgH+FTgsQcYDe9dMnfVGKVnqb1o63dwrhirIgyyZYlsnHbGME9+/qKuXG1IXhjR0m2ZJRVwR2Yk8Yz+PHFYEU11aKIiwy+3cASDnr0xxx/nrUk2qNNC8MTZVtwkcEEu3dQTwB1JP4DnOF7Wy1BwbehYMUt1OIknMrxytt3tmHAHOSMFmG456dCD72ntBb38DxzSu8jOkkhILAsM8L6fJ+AHFV7C822kaxRxsQnzRBgMADOBzjHOee+adaXH9roxeP8AdhzuLkAxtnHA65PIwe341cZp6IUotGZ4n0gTaVBqOxjciVVeTbgqh4XA7YO0++TnrTdMkS905niJDBNwXOSCMZxnjIPB9fl9a2L2NJNOnt3vrcqyNFITtRFK5+6M5DA9s469K57Spz5jYEisHbzAB0f7rADq2cY4574yK5sRfn5kaUXeLTMzxTcPc6iF0mD955EcEMqgqw3zZAyvpsPPXr3NTastxBHFc6vJMqJNGrzsgTzMOCcbR1G0YXtgj62dPvdNsfFE8ksxht4bdWDugUI2XwpY9Dhjx+VbWkWUuqX51nUQ0UsgIsrccm3iOCWPGA7ZBPoCK2pxU0pN63uRKXK+VE2oX9quhGS1uFe3upI4kkQ4CqWw4Udcqik/hXNWF1PDPe62krebM+VBUELDwAQpPJXciqMj5t3YHFHxjbrZahLp9oUSzmuI2nVOPLDI6ldvpt3HPbIHauy8M6A0VsL6+TbNcx7vIXIEedxGcnqFbb7c+tax953fQi1kXE0vybqO9viLyV2AzIoxExwFKgDHoCcZ79OK3AAF4H4Vl2ytcaGqDA/0dQGb5jvAwSc+hArTDqQOgPHH1qmZp3Kt5AhHnlMsvDYAyy5/pnI9xUKWbJJIYZpNgfcYCBtJPJIyMjJ54OCc+tXbhWeBkXqwx9B3/ShZVYnawJHB9j7+lFxMVI1jyEGATnA7Gowiu4DgNsY4OOh//VUruqqxBG5R0qFZVMoUfP8ANnOfu5HX/PrSuOw54iQQV8xTj5W6j6H/AD9agmaNpwm873GVXd1xwcen+e4q/UTRJuBwMgkjjvjFO4NGedKb7UZYbqa23KAwTa24DocsDhuSM9x9KG0DT5mBu0ku3UYDTys+PoM4HTsBV9tyksh3Y6oT/L3qKKeOePzfu59eCvTgntQm+gGU2gaaJJYY7UwgurJ5EjREHHJBUj+7+dYPiq0SG22XVwJhHlrW4kYefE4yQjEAEqxX5X6hgM5zmun1QyR28kikMF27ZPMVWjOSC3OBxn156Vl6paHV/Ct7p1jJDd3UtuMtJ8hdjghiP4enHYFQOBRLVaiUmmc7p1hq9pY2OvaZPNcCaFRc20jgOWJJbBPDHcWI7845HSPxLfyxa5DqIW5t32KTIVUBWRwHBXns6gk46ehrS8F6zBa3cmhai5tb+PaIYpwAc7BlV7Zxg4zkg557J8TIY4LKC9UOkjOYHMTAMysp68dOCv4+wrOWsb21NE/esYXi+9Gi6/qEETBI9SijFx8xYowywJweCQv0w2cVe8HrKzQ3N5bTzxIMwQeUzKpbrKuAVOQCMk5xnFca9rd6xcTSyGe6klQTzO3Gzap+Y54xtXA57dK9YFydKj+y2QFzeBGWOPzFJVVGSZCPuqvH4sFFOKV+Z/IJNpKJDdTXFvOi6VpUts0jbsSOkccmDkLsLZBJ74B+vSpI7y08yV7u0a38xx5vnfKI5FK5UPgL/dxg87SR1p8emW9yqteXNzPPsVpCoVCTgchUGcgduvT2qHU9PvLVSbeRLlLhPLWCZQjueqscDDMmMgEAnoTnFaamWjNN9bsGdV+0sRISFzGwXPIOGAw3RuhPNVLGyTUImuLaZl8o4gYnJTgMy/7ILMQR1xwcbVxB/Y4m09X0gwrGqEG3cl4C444VhlGBHXHXqppdLudVjt5V+yeU6yszCe4DBctkLtXOPvdRgcdqfTQdupqQSxtFFNHDslJaNoDwVbOCPQ4x17jnuKqXGzTbdrO2RriNisSxKoYpubG1ieMc9zn1yOlCS31G8vku0v4YYZwr7baN1MwBAPzkZTKgZI54HpV+4k0u3NlZTKtuhkLCORtu0lT0555bPfn86XqSJp0kturafLuaMZMQn+V1Q8KrYHzAYIz9Oe9WVieAyLKwRymxH3Aq/GcsuBk468dBxjmmyWlh9rtUUKyqpg2dcZG5ev8AuEfjTLvTbm2tnWzuXfcQEtpXPltxgqc5IXGTxgD0PSnddAIYp7ixkitUeFYyTiQsWQOMnaTnIydvJ5HT5sg10EEqzRhl69CPQ9xXKWvlSG5hvHMsKpufemzyCrFSzLnH8OSeOPrRZ63PDDLcOZLm3t9riSRxHiNuRlmIDYAPQHOOvNJlI61JFYnB56/hQZEGfmHBwT6GucRb3Uc3McIs7YsAjMWEzLn5flwPLXnn+Ij0p32GGwiCO7aepwdyzbonYHJXDevoeTz6UrMdzoI5ElUSK2VPQ44PvSlgMhe3b/Cs2K9gGyK6LCUgAMsbKrZOOB29welTvPBDhB8wJGxSP4vQE/5FAXLM80cUZaR1TAyC3QGsTX7kyaZGpRl3upYbTgdSe3t+tWWQODH5mUUguUyrfe4I57Y59qpeJH/4l7RoFY+epOB7Mfz4z71Ldk2XFXkirJeSS+FZQFiEaW6ooWTLHOBkgDqeuP51iaparcRQobq4L7VUwMxC7iMnjOPbn0rZbZdaKzC3CJAiwxBTndkJliB7jg/41mzZM7SJO0ibdo6c5ADZIHPSvOnLU6oLQZFYx2IWWGJIdrNztCLk9RwM+n149KKrTJF5bSuDyxznOTz1HrRSu3qXYylSY7YzGzoeVBG0H3IP6Vqx38kduEVlkO0qGlCMYyOykcj/AD2qm8WoRooFtOvzZKmBxuz34H6VEkd0swkEE0bBiQWgJBxyARjHWum7SsZtF0Xc9zveb549zFyzc7unzcfd45HcZHTNWpbnfKrOqqvPB5we3TsCD2qlB57RvGsTk/dIaMkE8nt1HP60+5Te0UaQyBwg5KOHC5HUAHjAIGOPxqHdjSsW1v5XdpAjdtxJ5K9xjr2xntz3q4rxTzxiWSOTajb0DOWZm4yAOcDaen94H3rGVLhHKRpNFk7V+QhyD6Y6dT6962bRhbqzJBIjl8EKgxgcd88njn61Kuimrk8Ec0sc8dtau4jt2ZFG0KXYFUY5wchQxx/XFX7vTorC6iFoXw0SpsUcApgAlv4QQRk/7IrOgmmtmmaRyDKhVuMMSAcdT0ySPTp751572Oe5V4kMhKgbl465wT7jA461c5p0+VmKi1O6OcsdKtY/EFzPcsfJnlRpXcnaWVsqm3JCgsCffaB3Oe0uW+zxyzqxYxoXAJyMdSP0/WsDw9M7a1qVtKVDyKrq/wB7OBtYdMd1OPerV5GYbea3Z1EZjWNSi4xvJyMemOg7H2OBrGVqS16EyV52Oe8N2X/CQeILnVbuWZxp0pjVd+I2Y8np1xyf+BAYwOfQwwZdwOQelc54YtFsbe7iwyoLl3GQB94KecdT36VvLJGhwZFz0ALCrg1yxS7EST5mVIdx06WIqesiDHH8TAYP0qyzrBtj3bVxtVmGRntzUSyIjmMBnRyZFO3IznOPxOSPofao5JXcyK6JtTGCzEZU4PJ7GtGzNIlaaQhkGC6nAx37g/iO1VLljGY7qMeYGwpw23eD0ye/t3Bqa3lRJlULgO2VYjrgY6564/MUXCLb73w3lyMCygZVTnGQMd+/51LZSEE4ngwiMCCTtwM49QO/XPFNW7QPvAKL0EhXIbGf8cCoreVmlEjJtZF28nDMoG4Y47j0/u0tojIyIvLRrvIKk43dOe+Bmp1HoX4TMVDyfICoO3dnFZd9qVykiKsYaNhn5VyzDOPX8evarfk3PkSeY7Bx90p15/rVaS0lKy3CyMFDgFNoYbR6Z/PvQ7sat1D7dJJlvMTO0qkiDO7Jx68kdaYrXkJUKqzSKgym0ruIHyqeTzxnd2xTZtNkSM3P2kqwZikewBS2DjPPB9SMVSW5ufPMl5FJDbM253jcgEHkFjwUHp9eT2oTaeoOKexry6gkWnz3N3G6LGjMylRhwOqjPc4xg461wWlajZQ399dagovLmR97SEOq5KDcqlflUgkgZxkA8jv10tg+pTx25fy9Puh5ksJlLs6qF2lD/CCSAcE5GMYJJrWgtrfTLWO0trYi3X5VRBkIOvPfH51pa7vczTXU4K0t7fUPHM0DzG6s9Z05JkmRxujdT8pDAffXbweowM1X8Y3GqSkaRqcqSG0cSJdQIQJiylU3L/AwG7ODj5gRir/iHwfdR6mus+FljR1Jcw26qu1xyWBJ2tk8FePocmuZTUtQ1e8kudRjYTGUBnjjwFdVCgEZxjA/nWVVyUTSnFOVzotJ8Iu/ho3Fxf3SxXAaRkhcLvQ5CqcLubKk5G7oxAGa3zp8Hh2Nb2y0gW0VuG81YWDFkIyWPOeGAPfjdVnRJ4pvDViJI3iiEKqXQ5XC8E5ByAdvU1ceaNgYZbjdu+aJ/N2llK8EEYzzkd+xNbp6WRk99SnA1sIRMpEbTEqro+SmM5UEfeXOWGRjDduKsXJumuCuY3ZU3ZGF2KW4JDZGTt9ulZkU0ekSLbOnm20AzAE4ZVbI2hf7owfmyenoONEXn2e3SW7lgidly7NyMgcnGRlQG7dzSuAySF9LuGurOOR45n8yWFBkOMDJA7MAARj7wyp52kXLeztp7aF0cPFu81GUhg5I4bkehqCXV7WaQRRTAFQWMrfKqnHb1Pt09fQxW8lvbTPZ243pMPOVkIwiuTu5PH3skD/a4GAaALg22UciEFLcFSrDO1c9fXjPb39Oaz/EMyrBb24hYkSrKhVeFKEsy5PGdoOF789qvzbwIkhUxo7hSrYDKMjp7fjnn2xTNYaKR7SBhkNI0xOAQoRS2T/wIr+dAGTcQS6XbpfNIxHnxv5CEkBmZV+XJyA2W+UcZPGcc6t1fyDygsQMzHdHAT8744JJHCgZ5JyO3Xiqt9cw/YJRJ++SGJYViTLM8rAAAf7XIA9Mk0um6fJbQTvcXCXGo7R59yepYIBwoxhR2Hfknmi9xehFc2UVtdHUtWlilPlljGI8IoyOFH3nbIXg5yegXOKih02SXVIdRvYAzShmS1kTctuAMgehf7xJ6AswHqbF9/pep2mzDRWMzShMZ3lBtY/UGQYz3U+tWtTcTzxWSuEXPnXBHGYgcbf+BMcH2DUXGLb3z3AC6fCs8A4MrNtUewHJb68D3PNTNFLcrH5pBIGTG0Q2q2OuD1xyOvekaK5lUrayx26A7QwjJyo4wBkAdCM+mMVRvryS1litGiAMrbd6y5YrjJODzxgjnk4pSdtRxXQkkuJlQDbDM2wsZGVgOw5HPB6deMdKq/2jIEZ1tV3F1Urt+4SeNw9gp78ZpxuYVlZJ7iJWKllLA8ncd30PtjPH1rOlv4Yr1kR1RizKwJxnHf8A2upH4VjKfmbRijdt5POushgrxKUdWXJycc/j/X2rG8RTFLdS6BW87ymXu20fLz9Cef8ACq8GrfZpxNJtiXyQvTk43dSM9T/IVk6rrJucXTwYlLJtABwNoA6Y9z7is5TTjYuMWpXLd1rA/seSyjjEYLEMUPOeDn2AqvPcM+SkaIirwgBOBjgc+4zWYbtHaR0TapdvlGeu7nr9Bx2qR7lmwec9c55Gen8hXM0bpJE75RmMhyHYkJjr68HjjjnpzxRUYkaM4RvMC/xHBGe4x680Ui9SGS7csv8ApU6sQTuV2x+HPHOfyqS2lnmZke7nDsMcSuAc+2fpRcxELlADg/w5H6VBGi79h3MpI+5yU9xTWwmlua8L3RB8uSU7U3EF2GMAZ5B54U1aup3VrQpJIrSQOGKuwIw7decnHT2x6VDaODFFIsgZh8rnvyOo9uPen6nG7QWLq4yiyxk/wkK+QTz6f5FaLW5jLRj98qRxbrmdGKb1Lynrjbxz06/nmpI7mcuym4nyCCWMjAD369OtQxrG8pjh3LlcmR/vMoHQccZ7d+PoanRoIgFSHeV6EHG49jn0qOoFplneJncgllHzyMSy544A78n86t2CAOxYkbkUMrHOMDJ/pWXFeSSEoZCqu3zYXP8AStWCVI1Yo21hggv06YH6U5tWCN7mXCxi1aTUEZT9nuQj5Y4KFQHwPxBre1GRGhnjkXIkdVQMpIzjBP0/SsFbPd9rmkcMrXDKFD9Qyjjj3/nWpcXSz6PaSSH5kkEUhB5JHytyPXGacJOMHHyv94pK8kyfR0WJrpIyGDTsAXYsQSqnbz0XqcD9K00tVfIljUADaFHQj+tZ2lGBY7gqSx88sDnJI2rjn0rUDykAlVUYzlj+VdNNrkXojGV+Zj3iyBtKg4wDjrVeRELKw+8AQpXrn0zUxnGcMcZHJHamyJI53RAAnqWPX8P61ej2JKiwPMkscaJGq8oxXDbic59sfSnQ71Ty7rHIBZgRhTn+Xoe3SkeRrdy8qhhHy4VjlVOfmx/EP84pwUX9qJIigfnBIyrA9iPQilpfzAr3vl20wdwMRqWCkgBl6Y6cc8Dp97HepbWFba1KOzNJI+NyseTjjHtgcVQuJ5Y0k3KC1jF5mGJ7MCoJ+isM9xg+1agZbexjigUzMoGwA8E9evYf0pK2o2UY1Ml4yrIylcmUksoGDkZHc4P5VLDGNiMxkIZQQF6q2M5z3YjjjpVW/Ub4QWLpcuY5ipw4I+Yrjvwu315HY1PYTSXTNPPICSAUjVf9Up/Hgn+nYcUlZOw3dq5cVZWJ3KF3NnaPmP59Bj+dOlDRlXRFRz8o3Nxjv9KrtPHb4jiCIFXoeTjqcgcVWk1G1nI89N5XkMDnBPoKTqRQ1CTIraKG11Lz0SOBHUKTHwx+Yk9egztGBWxMpKiSEsccEB8Ag9ST7fnXO3FyhYKQFAxkrj8eK0o9S2KFTBQADHSojWS3LlRdtC9bWEUUSAguwBJd+SSTkk59+1cX4ytZbfxKlzCPlubcE4fad6naSDjrtZfwFdrb3sbIARtIHT6CsXxV5M9tb3PBME23JGQAwI/mFqqs4yhoRBOMjE0fxImh2TWExnYwO3loqowK9cFs9MnrVeHxLaXBcyNeWkLS+Yq2rxs0TYAyFKk4PLHHGWPHWprGytf7bhS8jimSQv5aOmMORlcf+PCuovLaxvf3E9tDJlf3zMoLKGH3QeucfkPwqIzbjfmKnGPNax5zrWt63DM8rTmIRW6qjmNVZlUBu5b5skgnPIOO9dl4N/07SbTUktoA8sYG9iXeTH3mLc7ctk47YAxTL7wJpN5+8tbiWykVw8UsD58thgDAbIxkE/XGCKv+HPCx8O2K2UOozunLP8qgMxbIYA52nHBxwcZ65rogna9zKSXRG5bxmNFVi27HO52bv6k0TSKhG4Da3A9SR2x3oFsEOQ8ucYyZCc/geKjhtWiuPNa4llOzAV8HH0wB/wDX/CrJMrWIZ7iIJHFJCifPGwbaUZeQyn+EgZGOQQTweaydTTVIrGRkuJBqE9s0UaTRq/mBsfKjIAFPc8EcZ4ArtSoZSDnn04NMMSADK5AzjPUZ9PSk13GecJqMd5c6R9llktLWIhbuby3ZnndG3LgD74G5QeoLDGcYrpLLR4ZLFL24nmtosM/lRSmNVjJZsOwwzHB5JPB6Y5zha4LzSvG0KaRGsrXrrc/Z5CVTziHQuSORxyR9avReGLy/uI7zV9U+1IG877AkbJbFjzyM5PODz+IPNZuVilEfFPeqz3GkWq2+mpAIYpbyJ2O3JbeFHzFORyxz1OMVZhS/k1JrhdTtJrm4j8tUltXiwEyQNu7PJZiT9MVtLcMyh5Y/LxkBGweRwTx+ntVHVZY82iqqNFkkDblRgADH90844pSqxirgoNsXTpLqFPKmEUkaHEYjbax4UbdrdMHccFj2rF1e/vZ7yFDa3cCwFvMlKZDK2OMDI4HfpV3ULidbNkEX2gEBlJ27kwOQc43Z556+vrXOuzPdNO0pDZBZepUYxgnv0/yKwq1uZWWxtTppO7HtHMwbzXclypDOME/j1BH51VdiAwLDZGnLKwIJ+p5z/hU/2iYAlZGYknOG7c+pqjfXMrAo8zEScZDdFz0wOgx2FYpuRvsV7q/klYJErAoMgoTnPbvgev51WxdpPucyKSM7VYHJPTrnjPrUr2xcBEVc56Hv37fWmyQJC5WTCl0XcCNvBJ+b36Y/A1poloSyGX5YXlXC7WG0thcE5Byp/wA81JAS65Z2LbRkY+UnvVeSxkDYKttdSyFmwSBgHAHSns5IWJZ5JSwxsGExjggHox+lD1BXuWHmhJCMohQknOQcjtgEfXofrRUDvIABGq7T/wA9D19cjpnI9KKVh3LhkaZRkncR03cYz0/Omq4O1ghOOn19R+Va39jWsrb/ALVOSWAA8pDz6Y3fn6VYGj2saqTPMpJxl4VOfb71LQfMUIr2QIpWMtgZ45+vP0q+l+r21lcHbI3nT7VAwvLI3JPTk1KmlWiKxNxKcdT5Kjp/wKrWo6FBZW1vEbmQBZZWjfytzYbbgHBHp1/lWkUrMwk9SoXihKtI6kSHMm7K7mIxnHX/AOtjFEYQKrRnDjgFk6j1AzUiWEMibPtMnzKcMIACO3Xd9akitII0LSXUz44yYlH/ALNU2GmWLISZCtIqqxBJA+9/jUi7X3NNHwi/Kd3BU9ePXjr70lkEVJZI5piY13AFFAPIHTJ9abcybLBtn3ghYjt0x/PFZz2RcN2WNMtHn0KTCr5ssjTYP3TluAfThQM/jVaNtlxuZtsM7h8FRy/QfTHf1x61bt5saZaLESzCBFK7Rk8c8+xOfz71AjSzzko6qp+ViFz8xB5568g5q6yV7x6aEwv1NDRpoYxfQxy7tswYqBn7yjp6ng8Vq5WTgqQMjBbnn/Gub8P3EUM9+JG/eTyKyY6FFUgH/wAdaugt2BiBjTcQSSQMA+/1reElypX6GU17zZOsIU7w5z3PrUo29eM1mJqIDqrA89dxwR7dMUDUIfMdwWw2MqwqlVgtieSQzVIVaPCSrE65KuU3KPUY+naqNhepazRxzMy8ABckgZ6AdiMcg/WprjUFuI2QIw/hBJzj0P1rIuS8qh2Qjy14UH/P1rCVRc10bxhpZmtrVzD5Tyq3ySQvCxK5G7qv6gj8at6WudOKs+1o8xnqNnp1PXBB/KsDc8unPA5UnIPuCCDUkOot9qiy6lZ0QOCOrr8u4+5HH4CqjVV231IlTdrIW7RbzUHtUdhtDF5GbnaAi/L6E7QM+5qdHS2txEqkKoxw57d8Z5P86pN5kNxPIpzhihIyBjJPJ/WkMpVQSrYxncRnn61hKT3NoxVhxuHcfLGTjjIJHP40wSAZChtwO7lRQLgkNlMAjkMuKg3kOVKEkMckfzH4VO5a0Hudx3EHr0NWreYNHtH3h6jtVJUnmKqiOS5wOO+eP1q5bW12nmiW3kXHG4rgZzx9efQ0a7g2upoQO0sg3cKI2IGenFV9Tj+06fdQLy0iHZz/ABjlf1ApbeY7y6fNtiIOR1HIJprkrGjFSdxBwKG9EQlqZKyGSxhuljDSxurKccqeuD9Dmt+3mR41kQ/6xN2fUkfzrKto0j86EbdiOQTx3B/x61NpzbFaN33BBtyPf/OaUZDaLyTMqbhnaBgDp3zWja6mCNkuWbsQOtYckjgMAVYAbiB2qSOXY7Mx24Xt6041JQegSgpLU6oMGAIpax9N1FpXWPAIJOWrV3r2I9K9GFVSjc5JRcXYfTWOQR0qPz1I44HPJ9qja4R+Q6kfQ0SnHuJRZxt6Wm+J1rh8eTbd+h+Vz/Nq6n7SqtyCTzXJ2u6f4jXql1byrbaMtwCFQZGf94iule3kIyoUgnHD1yyk+hskuo24l3qB1VfXuazr0N9js2QOc+aTk4YYI4/StJbCc8rsUjg/N1psmmStp1vEsiloywJ5wQT9fTis+WTu/wCt0Dkk9DFluVDrsb5WQBlbtn8eKynysspWYbnYHAOc9ASa6GTQbiQMkk7bHHKqvpkjB/L8qqHQBw++Vnz/ABIOeMHjHHr+VQ4vY05kYpjk3MGAUDGXUgsAewP1qBYhJPI4fcS3AfqQfTPbj+lbN3pSxBcRzN5mSzMSADkgcDFRNoaOiLGpiZ3O6T5wwB9OeexoWjKvoZc0cdtbrLcTxxgAb0xuJ9FCj0+vX2rNmtpZbjei4VUDJC+C7E8McA5x1xnP866uHTrO2byfKMrZILygOSDwT0788VLbWVpDK6pGuVRpCCnByuRz+IPHFaJ2MpO7OVuY7h7GNGaJ5lO1ZImwdynO4ccYB6An9aow6LeyP9paKWVwduxuhBx0AUAHjNdvIitIoDmOGIkkI5IJ6Z9h1wOtM/dR3atgsx3MN2MnCNiiMrKw0cj5E7Qb4oGkeB2jcOeQwOCOeSe+D0zRVvVXnsp472xtPtLSELJbRtl2O35W+oAIJPYUU+W+th8x0kcdkYlbFzwSeGTjGM0n+jLEBItwWXrhkBxnGentU0lkkawvG6q0iFnR3VRjOAwyehwf8mq8kErPnzIQc8gSpz/49Ta7ExdyeSS3WNv3dxtx03oD057Vs6zClzaJJIrERjcuxgG5A74xXPlXZAv7pn3Mf9enQ9vvV0csqSWYhLKG8kMcngfKo601flZMrXVjGRY3hURq4B7s4P8AJRTfKVJGVwzrkEEPg8+vymrFrbEwrtmix04f/wCtT5IVBIM8QwP7xP8ASqdrCW41BHFa3DFQqtERkvk/eGP4R3rO1mQGylCEgbFVUQ8ks2MY+uKt3IS3szm4Vy33Qm48hgfTpxWfdv500K9d9xGW/F88ewFZNXkkzaOzZv29hFHDkhWYD5irsA2O+MelVnSOK5jkREyXDfKWyCM+vAzx9cVcs7qF45XeRlUNtBHGSeAB75OPyqtfsMKC77QS8gHUAKTn86mb0FHV2IdFAm1SVnUkxKQAwIwcMCBj6kVqrYbtreYUGMkBnBOfxrE8LztJdTv0MiFo0J5Clm5J9c5/WujSMvCoZznC5JHXrVpe6iZO0mVJLDzGYtJwD8o+b/Ggacnlt5hVmUckbh+VaKJuUjkqQRnH/wBemSqoMgO7BXBCjmjlSWwuZ33My2sUjnLJIuwdFIbIP1pk2nK6KA6qB1zuOeav2yOp2s7Hpj5ff60ATOoy7EKOPk6VCd+hd9dzLutKiQNhtpTltrvyPTgVUitITdwvFIVMT7Qp3sXBPP6d63LxGzcEs20qQRt46U2yt41WVwvO7gbc4xjGKa+LYLu25Wl0vKN5bBVd2YhixJJP0pw0wO3l7DhAAQGIz+lacDx3MIkV8gnGcY5705icyhSxPy8iqcddSFNmPBpKh9u8Ag7kQqcD6+tWF0FJAJfMVmJ6kNgj6Z61etwVnH3sY5z3NKZ3UAgYDHgDvzzVJRW6Byk3oyqmkJbOjxtGrFsk7Cfy5pL2GWGzl3SIqblIJVjyG7c1YFwTLFvJId8Bcd84/Sm606/2bKAp4ZQf++hVOzi2Sr8yTM+AQqWBKlWVgD82TuUnjIptxFEbYM8jENwChOCR7bTSJC8sCYHzFdwYjGCqn/61Jh1tIQ6nOxiAB74rm1tsbLfcoRqq6ise/e0kasxGcbuR6A9MVZgjDzzSeYqquAQTgcggdqq3gxqcRXkmMqQDjndgc1PaMX+0Fty5CHBPu2f8aUb3Kb0Jvsf+jsS6kt8o+fgD8qFskMZVZSDjPLLwB171ZMKLGhY4GMnuST/9alRVIk+QA+W3ftRe/QV33IIYfswYpJubqBuUZ/HNXEeUJGY3J4Yt93PHPrzVVURjtK444NTqqosQz8vkymqhJkzRZike4jcMSG2tnI6Z49femrBJGhAlVsYGNpyc0toR5ch6Dao6epouJo7e3lmLqFRC5yedq5z/ACrRu6uyetjjPDDm88TategkMrOpJBONz4X/AMdWu3gh/cDMgPzk5AIz0/wrj/h5A39i3M+0bpZVQZ44Vc/jy9drDGRAofk5J60/tEt6EqAKc7gRkdOnQ03yn2RKpQ4zkk/yp6EKh3AH5un4UjSJbxpuUsR0A/nWsUupm79BjRyqpaRkLbdoCnH86hESHacksCc4b8qsTsXTAUg7eR6ZIqugkUY2H8qmdr6DjexHOUjXzGYbdmMse5PT9ar/AGuQ3CoBEI9wG4uSfX6VbuplSGXJ2MkX3iOn4d6wLCRgzmSeS4kjdmZnADKCMheAOgrKWmxrFXRYfULgBvngXPfPT9aV5zOJGaaMr5QXOBnOAPWqrfOo2x8k+gpLWMi0eRk3/LgHA5+apvoXyq5LGZCmFlDBjnhB+lQCweW9lmZ3LbGxlcD7pGenXmpELAKRAFIPB9Kz9DNzFZ3ltd3D3MzTSKzM5YAALkAk+/TtmiOuoNWHraAkAmVhjoc0VLNaQhjI0C7jyW2qD6dc0Ur+ZdvIgn1n7VchZHiYSljAfuF0JGByTk4ZaTyHDY8tSvQAuM5PToe1VdKTSr6BY5VDXRjBtFbIcBW2nGP91c5rbtYGSSJnifaWBYuh4HrVyfLojnuZTQbZzGyoJEcqw3YGe/NdOy77OHcoJ+zDDZzzgdPyrnri2uWunk+xykSMWI2H1rfhl8vR7dXRmkEIXYvLA4btVp+6J7mVBcyxoVBUr7DNSNO8hLkD5h6YpptZnYNHbsrEc5IqWO0l27DGwx2zn8qi7KsVNQl8u1hDbcF8D8iTWd9oYX9mkZy5uF5zwMcnj071d15WtrWF5BhY5C2ByT8pB/nWXbKG1W0GOSzPz2wrZ9OeRTSbdyk7RO10uc78TugBHAGPvcY/Gqs5R2RFZpQ6MpBOeMYyfqMimW6xW7q77pMclAuCf1pVjRi7x5TCMQAACpPQcZrObk42YR+IpeHt8crxMyqGCoMHGMJ29+a2hfuIomTaVdAfXoSOKyrC2QXAkVmLBztQHGcDb/SpYEWOGKN5VLIpGVPHJJ7j3ppTsTP4jSXUZMDAX3BHSl/tJzvOF+VC3SqarHjLOD75/wDrUjNGoYEkhlK4z0z+FK0ybEw1SVV4C89DgUsd/PNJ5aeWDgn5uh/ECqpSEKOCfxFPgeGCdXztUAjGc5/CklO+pT8i3LPIZ5EleJEJwpXJb8cDikRpEVitymCDkHJz+lRu8EshdSWJPTHXNVdVu0s9HvJ4zlooHZeeQQpNXytCv0LSXTIiRRyDYYtwbByPTB+lWpJlibIc5A6E9a4vwv4ij1vSYjIyi9tovLmQcbuflYD0Ix9CDXSzzBsMCr4wOD3q3FptMiLvqWV1NVLMEcsuSB1FPTVIyFZkZWPHTOKzkdC5ATr1JNPKIGXK5DZwd1Jp9C0XH1SBJVIidmUZB6Afmajub/7UjwsBGvByJhuzn0AqsYkPzMpx/vVDMEYu+0ktjvQ+awWVyxaXCGe7V5nZVZQuMnC7cE/pU00bMtu0V0pChj8xK7uc4/UVi6eiLcX8hZiTMi/Kx6FBn8OorXURqijDEISBzzzUOMrAmzMuRIt7brIWcmNgec+nQ/XNW9MQpPdBGwFCdPTJ/wAailhDXiLlmwrHp1BPFWLbMFxMJGYFguMHkYPc1KTUrGzfu3FkvJ5GIQsBn7oHSkF1OVlO5lPlNgDrmplKOTy2B6qDn9Kl/d8M0Z+6VyvynB44quVkcxV+0hlYLKu9R88ZIYr2B+hxnHaksppJZnjZcARvuJUYORxilW0ht5ZjBuWKZg5RlBKsFAyp64IAyDmnKhjcPG7E7CpU9s01GzG2mtC9YIZIWUnAZgBn2GazPEGq2h0jUreLP2iGJoyBGRt3YXG7oeWFXY71re1JWPfICSqjkZrI8S2kFvoc08Ibz72SMuCxYg7g2PYcVpbQys3JE3hWH7N4egVRtEjyMT0x82P6VvM6KkYiferZOQ2eawtIdBoVkpkOfJ54P8RJ6496vxTwwwRRCThAeT6k5ouDRPNI+2NVOAXPf0xUtyriQLuyAuMelZ738KPCjMzZDNkLkAk8AntUkl/E9wdsqFdx6ntnNO+graliaUKZecguAPyNVxMCzemar3N/CC2JY/mckDeOR0FQW14rMyNIoViMgMD7iloMi1+9aFboxqGZU654ACgk/lWNoeoRXMNyVt/KZvmKq+8uMHqT6cZ+tS+J/PngnltkWQSkLsRwXI+g9hWfosclva3hETAPCQh/vLvA4/UVcUuUTbRqXj3UunlIY18snbiMbmx+FUNkz2k8UKSOzugOxScgEn8q1PDLOusqsrhQV+UZxk7hWraSwQ61cKHWNnhj2j7u4kEnHv0NLRX0E27pHIzWtwrAPDcFgMBQj4H6Vn6I9yhv1EcgV1BIKE4Yuvb1wCPzr1RXYsPm6EHg1yXh1Da6nq0Em5XimAIA7HcQfyIpcy5XoOzujnpIFdlMiSEkE8qcDn6UV37F+MFunXn/AAoqOfyL5fM5XQH07TLp7aa1a6k2qY7iVRsjBySA/wDCcrn8RzzW8iB41k8+HBXIJdOf/Hq5qDVLXTHktpElLK4kBV9qglV6c9eKsrr9u+T57qTyS0ueTTlKb6XHyq+jNtVByTdQBf8AfQCq8z2KpLI93AzJtKMrjgEkEdOe1Ys15p1ycyzb+MYMzY/LdTo9U0y1GI3jjI/uvz+eajmn0iHL5mmt0sTrH9rhUMjMsjZ2cDOCcCr89xHY6TaXFyhlmuvlVkJ6kZXA78VzL67p3m+YHV5CMFvmYn/CkuNZt73yIraz2wwKw2qpwzNjcx5GOQKqPO7txBrpcv6zcBo4VWRX3OfugggEdeQOKzEuY7bVbad3AID5bGc5UjtVS6wjIq7A2042IEwDxzio0lRLy1+Ufu2BwVyMng/zqo33HbSx1H9txsCRO0hXgIEY4zV6CeP7KZZJVCyg8kEfoeexrEE7kEbgPZUGKV73CASPEgAwOMYB/H2rGXNNWtYqMeV3bNKyn3yxDzZY0D7t3l8Yz67v6U5WujjbDevt43G3AU/Q76xPt9tErBJPNZju2pHvbPt2qWK+unCrBbTBc8+c6xj8hk1SlUWliHFXubyJJtG8To3psQ/+z0Pbk/M11OPoiD/2es2MXL4LyRIf9hGY/mSP5VILJnGWvJ/ouFrPnqeQ+RlqSFcD97dEYySQn/xdY2salDZRK6XMxbeFVPlDH6AEmtH+y7dwBJJNKPR3zR/ZWnxKQsCqOvGeKaqzTu7CcJNaFKK/EsZJmnXABPmMigDuSS3FZ2oXHnSrbWzTzRzLtY8DOeMqM8j3rVuNP0912PA0q56MxOfrzUT21oBgWgCjp81VGrO97EunI8usbm60jUVki/1sDFWU8Bh0Knvg16BpOq2OqStK1zcxRjAIyCyN33D+R71zXiTSmg1Z54YyqzYZQecf3h/Osq0upbW4+0WrbJUJB46qex9RXfJc8OaOjMneLselrcWAyyXcwwT87uAP5VKbm1dRmeXbu+8rrj/0GqOk3VpqOnRXSQcuCHC/wsOGX/PrVkwafj5oSCB3OcV5zlUTszZRbVx5vbXaU+0SBR3D5z/47UL3KrtbM7p/EVcf1WpUtdMcgbW498Y/SpDpdi7blDZPowo9rNBySZDBrWnWkTkC4WVkZSNw+YkEAkbeOuM5rGXxCInDt55QH5l35H4HvWy+nRbsBeB7VC2lxngKpP8Aujn6VUa0kJ059DW0S5jukkuY94TftAdgxHHYiqPifVv7Pkg2hpGmVsMOOhHt70+O8tdD0xnmf7OqvudwBjn09T2rgvFPjD+2JFgsYmihiDfvH5d8kZI/ujge9OjGc53SLk+WFnudFH4nRHKuZVIxtG7O71/hqwfFVsW4FxtPq4/wrn/CtuLvSWYxiV43IZyM4yeFB+nP41qNp7k4+yA/1q6k3GbjbYwSm1cvDxVZqwO28PY4Zf8ACmy+LIWVfKScMAc7yvXPGePSqAscHa1mB24bFNe0g/it5Fb2YGo9q/6sFpk83i2SNFZY8/NhmJBwPpViDVm1VliZSwQiQ8jnBAGMfWsh7aMNxG30fHNLYOdKuTPDCQCACjr8uQQeKcpuUWkODkppvYvP4iksGNmbbeLdjFuDcfKcZFB8W8D/AEc89iRxWfcPFcXMkxjVTK5YqR3PWojaITwCv0BqlU7omTlzOxpL4ohcOZLYptUsvG7ef7vt9enFNfxLbugH2ds46HHH61ltZ8ZVx07iqz27qfmVSMdRVqd9iG5mz/bcZxtiIz7/AP16iOsxK5zuzjs1Y5R1OY8/nS7mIxIhP0NXzyFzM27fxIls7OkfmsVKjfk4z3HzdfeojrcMgjX7O6FE2539eSc9euTWK6Kc7Sw9jUDFlzgn2pqTeouaSOli1dLaUTxGSKTHDIyk/jz7VGdYiecvIJC395iDj0xzXOebIDjcacLnHUA07yXQOY6r/hIDEo2yzkDkAMcfzpkfiF7aWaZFfdMwZyqdcDAzzXMG5X0xThcY4GGGehH9anXsPnOxi8U3M7iNIpySvYAdPq1Fcc0iuM+Xn6HP86KLL+UftJdzU1N7u41SZohJ5RZdrK+0H5QCfzqBLK6dj5koQH+85at5YYsDhaUQQnjatXFcqsjZ2bMdNPQYLys30AqZLaBCMRBiP75zmtZbaAn7q59qesMI/gUUO/VgrdjMRXjyYo1jY91UCpQ0zH5pT+HatJY4R0CD6Ypw8rtt/So5UVzGUbdmcMZGYgYBIpXszIjDeykjAI6itYbCcjb7YpQV7baLBcy0snAG6a4cjuWx/KnpaIhyFOfVlz+taYdM43r+dODR/wDPRf8AvoUfMNOxUR2UAHJ9itWEuSv8JPtUnyY++v50ZX++v51LiiuZii+dVwE596kGpuRymMdhUQKdTIo/Gnq6f89F/A1PJEOZkn9oyN/e/Ck+2SNwAfpigTov8a/nTxdoOA6/nRyIfMxqSOSAcjP1qRUL8BsH3oF2pHGDQ1wrHkAfQ0cg+YwvGEbQ6OZ88o23OPWuCjmDztN0QcN3rufHLsfDjMFyEmRjjnjnNcJY24kXiRl3EbSB0J/vfr+feumivdsYVHrc6zw9qo055E2rJDMRvQnBVwPvL+HB+g9K6yzv7PUFZ4VZgr7SSpHPFcVFbXEU2BG8cZT5XQA9efx4z+hrV066OnK0ESt5buSMdjjOf8+nepnR5teo41badDqGhiOPkNRm3GcoW/CsKXxDGJfL8xgcZGU49akj1mAkK1yVb1IxWfsGX7VGu8cqg8bvocVTnlNrC80zGOOJSzE9v/r1VutV8m3YxSiWXHyoGzmsPUb+S/gVJg21CCUzgE4JyaaodxOqZeq38+rTeZcuUjH+riB+WP3Pv6mqNrYG5ZRB1ZsDPUj/AD/OrFxIjrKirxjDE8Y7f4VZ8JOH1tUcfLEhYn0x0/nXVG0Y6LQwk3J6ne6Jox0rSorVUVmxukbjliOfy6VoLbPkERj35FVku42GPM5+tKLodQ5/OuCUOaTbOqMrKyNBLWRxyiA/UUPpu8D5Fz15waqJe9izH8aebo54kYflWfsmXzA+lODkRr9c1A+mDBBhU+mcVMbl8585z7ZFMed26yuPpimoMXMjPl0lAxIjUc9S2arvYMgIUR4/3q0mG7P75x7k1C9vG/Wds+1Wo90S2Zn2FWyHKqSez0j6UpTCSIfqcf0q1Lp6Nki5YntVF9LfccXLHP8AtEVaimZtkcmlSHgpGw9N9V30qQcr5a+5bpUr6bOWBE446ZNMOmzYyZRVqBLZWfTZsnLxH6uKjbTZSePJIHpIp/nVp9NnB3AIx+uKjbT5wf8AVKT9RVcomVX0mZhgRxr6EuMH9ahfRrlR/q0H/bQVaa1mQlvLA/4EKftm4LW5I9uaaUl0JsmZraRdMf8AVqP+2gpv9k3ef9UM+zitFk3DD2jAZ/u1E8EZGRE6/QGmn3RPKimNJu1JJjA+poqR4wvBRx6cminddhcpurDISQHUhRkYf+lKYZBjJXPoTiogltuWTb8w6MTzUgkjLZUlh0HUY/Spsja7FMcmBwPwNN2kHOCeKd9pUEABc98077UdwGD65BAosh8zIjvP8OPpTl3MQApI9qcJXxmRw3p8ozSo+7nbj2qbBcZyB90kjoM4xT97LjKmgjLAY47+1MAjZjhwWzjg5NLlHzEwlBHOfWk8wcHnFNVEzgkD6nrS/u1GN4/AUWHces7YO0H8RSidjgkc/TFReYSxAVvrRlzzgc1PKO5L9oIyRz+FPS4woIjU+4FQLu5+TgUocYGSD6AAUWC5ZWc5Hy09bgd0BqsZUA4H5inq6Dbgcik0O5cS4jC42frTxdogOcfnVEzEcbR7Gonk2ncXAUE7sngVPK2O5a1Jor/Tp7c4wykEYzn0/WuG0e1dC7vKqJJgKd4YMB1IxXRahIwhV43VWByrA9j6juP/AK1Z6LHaQKkisw5wPXPqMHr9elddKNkc1SV2aKTb4isJA2j7iEMR3zhuvvVSV4w6yJIdr4BCnjI/unr07VlXNy6zbwwXJwrI2Np7A0x7kb2LHDGEsdvGW3gZx9AfxrUgjkuxJI2XONqqOOo7/qajF46SbQ2eec81Qjk3XDbjn5iB/Kr/AJa+aoOMFh0GMg9f1FF7BYni1FQpLA7V7ZBPPAqeK9abbGf3iYOecEA+/wDWsxwrziP3PA4JJ6VoW8KJC8s0gijUnL98j+77/wCe9UndEtWLFwlu9oE8soRnDA53cdh34H61FoEG2a4lPTbsODklt2eufapopEd8pGFTG3c75bH8h+pq9pOYpZFkQAPjaqcjGOxpS2HF6k218Z3HNJmXKsZGHpzVgrxg4x6il2EdFz61y3R0WK4ebJ/eNk/7VPF3dKdvnvj13VP5fHPyk96aE2nDKCPUDrSugswS+nAG65b6ZqVL253HEhx2PWoXhUjj9OKjdJE+67D9aLRYaouC/uifv8+60/7ZcA43j8BWZ9okRgr4bPfbUiXZQ/OpH6U+ULl4zXK8mRcHoNvX9Ka08+7G1fqOarLcoeQcewapVu49nKBQevzUtUGjA3My5BCn0wKabyZeqKCeh5Ipzzo4+TO04PODTGdcZLZz2NUpByh9umxnylP0zR9ukwS1scexpuSiHarf8AqBmkDHcDtxzu/pTTJaJft4YEmBvzpDfx94mA9jUYKYIHGB1JzTCVdjhmI7nd/KncVh7XsefuMB9aPtsY6hhz6VGU3A7Rz0OelRsCoOFz+HFPmFylj7VB3cj8KKqDa+GMZ56UUcw+Un3n+8poMuH5bmmoDyCD+AxQUH3jtB9fSpKF+0xqxVnGPrzSi5Tg7gc+1N2b1AB47YAoZWUYA4zwQTSAfubGAFA9AKUSSggKevbJpqq7LzgD/ZNSRoc5H6mgLEm+Qn73P0pc/KQxyT1wKDFkg7Scc8NS7GAO3jPqKGNIRWVSFBx7YNSMUAAbBY9AaYBIVOOT6Dnik2tgl2JHTgHNS2NEqkZJCgHvg80uXOfmxUCgIwALE57ZYkfSpVcMudpXnkNxSARnzyTz34pGdMDevGewzinMNxPQn2NIEBz79xVAIJtpAXOOwpWuRxkAZ9RkVH8g3AcN6E0hcBDtK7j3xnFFibkpuBwEYA+meKjkk+Vt4UqR8w6jFMWdcAspHocdKGeNuoBJHUc5pqIORzr6ilvPHbIoYZLfPyq56Bevb0qrqOoSBzGrFSB1D7R/h+FO1eyksr8Tru2yjchxnkdR9e/wCNZt9G7SEcDgcD/wCvWy2MrCNdST7UeTaD94c4PvQ9zIzEFs8YOD157/571Bai2jkP26OZ0wcCJwjA44PIwRRDuaQFCSc9M8miwyzYEvcAnHXJOOg6VrPIEwysB7Y9u/pxWTGfs10V27Q3GPQ9v6ircsmU+98pHX68UWuJaDHkVJvMQ/dzjPXn/wCvVa4v5ZGVd+Vj4Reo+v8AOpAEZ8sSABkkDn3FUyd0+DIkZI++5OBgZ7flTA0LbUXXG9z8o+7yPet2y1WNZ4mdVVD8rtggqT0+oyf8iuLdmRzlw4zww71paVHLdzCCFhuc/wATYHHehvSzA9HARvukH6EU0/KTnj0AqKJCkaKAMhQMjv609nIXDbs+q81yNanRfQbvyc7WUc8HvQrKBgN09DTWXahJ3c8nimocJySPYr/WnYVyfzck4XcPrTF/iMnA9hgmmhyclcY9cUgfkcE47Y/xpDFIUkjc2PSoygOcDn3FSYLBcHn0xSRhw7F2Zh2+Xbii7QWuQtCyq3C8+g5qFw6L94gdwRmtAAOygAgeopWhUgZxketNSJcTPR9xwSw569DUofBAWQ/jUkkYwM49fu1CUZxuQE49DTumGqJlmAYcnPYGnna+QcfTNVAmckqcDuBQJgDgE4/3aGg5iw8Y5OzPvkCo3tiG+TIX64oWYbRuANPWaPB3Lz0+lK8kPRlco6t1YAfpTTM4G3ece9Wv3b9vrimPCjEYcq3oRmjm7hy9iEyggcdPbrRTvs5/hGT69KKoNRmwg7shfbOQaUElj8yk5zyBTsFMfN1PQ0FtpC85P41VybB8o5wc99tAcOAcMAOo3c0E7Rgk9OCTQrqvU5z/ABAUhjt24gZ5PeplT3/EVGvlgA5bnpzinGYL1JGPQ5/lSYkPWMYxlsexpxbYwwrEdyT0qLfG6+2cgdKXftP3R7UrDuS7x3AA+tGSx65HtUYc5IK9uvQUCTA4t1x3UOVz+PPeiw7kjbtuEQH3YkUuABxtz6VCz+YAjREDP980pdAeQAR37D8aEhNkmZAuSoP0pDuIyMA1VlvbVm2Gdcg9mxSCYhSVACnkNxg1aQmyYqzdXIPcVERsyQMt7jGaVTIyn5kJ7FgePWgBlOS5H+6xP86aRNxyqxUAggZo25ZQOpb0607fkYAbp13bv6VLbM7BpMjaqnGAep+tNCZheKkPkwFS2d7dcHPGM5z/AJzXOShQ23cDtHbFbHiVW+3qdoOUB+/nH1GeOe1ZSgMSHwSenT9c1otiSHYFO0EMc9ieaejCM7gPQ44oYhQCoJz1DDj60zf1wPl7igBly4dmwu0jDDH6/wBKPNZ0GetJIRu6/SmpjBH601uBOku35uvuaidUcD5O3Y0Erzxk9hSFyOScfSgQhgTODuU/7VavhmArrEI5B+Y8dsKTn/PrWUHLDqTgdc1paRNJBepKse/arZC9cdD9amWw1udzncQOT6A0mXHAwD6jFRW9yJ4lkRcqy7gQcg09ZhuORggdh/8AXrnaNkwcOQTu574//XUak/eAXnuQcn3qdkd+VLHtjGB/KkZJEO05JPU7eBTQyLy2B3b9p642/wD16lDMMFhkeh4/SmB5OUJY4PVcj86dvZQQWZj2GRQA7nG0KxBGTQyoqjcwX0zzSLMT8g3KfQAZp7AlQSjBc8jbj+VSxjOcB+Gx0IOBT1z/AH/Yg0L8ykADp0YkY/SmMvOQMH/ZPIoEKzYGSSew5qN3i3HcwUHttJyaZtwSVLBhyCy9aekgcHPXPXpRYLjSM5wwP0GahMWW68nuOtWhCuQxYZ9uMmlB2lhvPB/L2pgVGhYZ+8PQMuaUrIAuR3HQdKtqUbO5eRzyf8M0jBMjBUjP8WeKL9xWKuQGBIYH25Bp3mOehA7fWp3iJXjacdOf50wwg913EdBk0DIlfdxvwe+2inC1Y56j6CiiyC5FtTB+d8g8AqOaAFxyWB7mmKcj7jMOvU5pxZlOCh6cGrsTcUkqNqocDgEIDTcN/Cq9eSY6DLKg2q3DH5kLHnHTOKTe56lRz09aOULseiOOrjg8gpjn2qQYBwxUdiRzUIcfe5P0HFO8484AB96dhXERpGlYPGqKPusrgk/hinFGDFlYqfRWpm99+SmB64FIXXljgkdxRYLkgRh1z7ZJ/wAadll53Mo9AaiLseO3qKbjkbmUZPHfJ/CiwrgLgh2DSRKoPALYIqUukn3SGU+jA1EIUUAlRn6ZxT1VFPynr6cZosK5IVjdVDRrt9COPypPLiGQqqrHgFF5FN4DcZIPbHWnFvl4BX3B5/OqAcsUpIw/A7dzT9hUZ3rj0PFQFmI2eY3I6nkimtl12uS/bBbaP0FAEzM6nIx+X61YJCWzeY23zD29BTLazHkqFVkfdu2DJ2r+PQn9Ae1VNUvEi05Ch3Ak4O7Of8fwp2shXu7GP4he0Myx2sbSMFwZWf73+elZfkqiZkLM2fugbQKtyRzhvMuW2FiMhhk+wPof9kdKRIkcErEzkcFj2+pqhGZIgzlc/nUJJU5HI7it1bCORMum0HoUbn8OMGsm/tTbyBI3ZgTxuXBpAVJHHtxTQ+DxyegqcWoBw2D7inC0Uttzg/nVWFdEKthc9T60h65K8VJLbSRnBHOOM1HGjOeMZ9zQNCqTgdMD2q1ZxST3KRxk7mPAXqPoO9RpG6HLIRjqR82KnCtGyTR44OQynOP8ntSA6jTHkWL95GWIyQY22huxyvTPrxmtGHa7lxHIGHBP9Pes2wnEyNJFgtIAzB24z0OPyFaELSYAxsGepfNYtGiLBCsSyBlYeuMUI8wPzKoX2x+HembwD0bd13bc1IjgLuYkg8nK4pWKD7SgYjap9eo/pzSby5UgBW9OuR+IpxuY8AbQVxnIGaja5Un5Sy807CuT7E3BmCk9fu9DT0dG3fumUerYGf1qmLmNiF8zd3BZc804TyY4ZM5/iUilYLlhyqAkK2MZwGA/rTAUbnfz6ZBqBmk67FyechsfzqbJcAFCB6gg0rDuIjKCykNJt9QM/lTJEidSyxkNnClkK0CKNfuIcHqFf+lOU9whX03f/WoAj8sJtVo1OT0A6mnBD/yxYI3pyRn3pJHkx91cH05NKpJcBtwJ7HmgBd7o3BVj3PT+nNOVyDkbc+x6VBIHLbWiJHduMfzqJlUNnCjPUMv6ZzRYLlreyMzs+S3YfMaXajEMEIz0yuM1AiNtzt7cAAZNChiuzYyqM9e9Kw7k21FxgMoAx160VGGCAhpG/wCBciikBRMo3kb88nnkClXzNpcFVRepLACoyjDgFj6/N1qJ40yH2MzjpjqPxrczJw4YkgKfU460bw64yoxzxUao+wjlRwdpU8+tLudVz0x0oEPV3KkB1AJwo3ZzSO6QFfNlYM3BCjOPemIVBO8u+4f3h/hQ0YB44znpzx6GgRN50ZZhHKrheOB+tJv3AANnnqKhaDzztQHKrksAFwPU+vWljhVCckFjxkE0ATL5a8AsD2BNRv8AOytv47jdjNSKeueR2GOlJhCd3lq3pgUDEUkKBvyOgIOf50qspb7uGzjJFBOF+VQ3pt6CmDzC4Vo1YdwqnigRMrsTzhT3yDz+VOVEBA49c1EQ6ggK2B0//UaELr/BtJ6DH/16Bk4jJbCsWJ6DGef51oW9ssbjzAxDDnGBg9+fpmq9nbRyxfaZAp+bCkL0XuSc/wCf0q+oCKrlFLqcbc9W9Pw4/E+2BaViG7lK/liiEoYqN/yorA8n6e57n09Oay7pHZIXmJzG20Dr83/1v5/StpLdAzTytvboGfp+A6cmuf1RmgeSSNNxVtxbHY9/zP5Um+gR7la6cPdlQuSvyopOQi92J7kmrMNkXUNI7EZAAPY9go6VRstzzvMQWjZ8Iv8AFISeBn9fatmG4SNgxIYKMu68Z/2F9ATxnqfxxQthssQ2SxoWeMRjHLu2WP61keIbaN7NnijyyHOQv9e9a4ut7GSQrleMDouew/zzUF3PE8W11yWIUlz0/Ci4rM8+c3EMgJ3KfWnfbZsckE9yRmtPVbC5Vj5S74+qgdQPp+fNYqqzHAUk+gFAyaO5laQZy2TyCK6Ox0rFqrumGYZYH3qto9gzqrXKhFP3RjBPufaulKogU8hQOgP3aewjGaGGNtksZ2ngjHzL7qf6c+3pVe9sZrFxJG4lgk6EDg98Ht9DWtfwoyAjDA5K446dR9fQ1QhuMJJZStlHHyknGCehH+etK47Emjy5QqhAVsMA3bP/AOoj8K1t7hQGcH0IAFYumCS3Z2XAV2LLuOMYxkH861o7kOOE/l/LJqNCtSxEcqAWwwHIVcfkKmCuM7ZDwMAEDI+tUcvGwwuV9QQD+NSmTY25twUcYzlf8aTQ7lnJChTISD1OKR1ypG5iPc1XWSVyRvXp125oZEJLMQuOr8A5pgSLvUh1ZS3dtvUU8zygcnjPGeKqMSiq6K0gJye5P05p6XIPAUof9pMD86VhXJ3cMFDYBPJYURyO6tsYtjqzHg05Li0c7Wu1jbr86EA/jU620MwZ49Rt2GM43EfXvSbRSTIDMvKlip6D0/zml8w9ySoHXdUXmQFjtkV9p4ZRwfcZFLt3Jxk5PcdKLCHu0bgZf5sdxwfrSmXAGHXgfxHiovJJ+8TnHXceaWJBjKuWGefmI/IGlYq49ZCw5jKHsVcc0EYOWRXXvkgkfiKR4WcZ2dfRiKGjjU7jIVP3eD3oAUJHtLLx/utnNSKQcBxkjj7vP51XdiSPLdXA44IB/OgSF0VWU5XoMDPPv3oGWyi7s52miq6mZo+MDngFR0oqRlJJC2chgB6jBpG2svJwB3JpqyAhhtbI7ZxmkLuSNw2qR+VbGQuWUdMr6dM0xgSuFBVgediUbweQrE45yM04K3B3YHvQIWMMqbXZm579aeFDggoQ2e9NAxgMxPpgYoLI3BbBz03ZoAd5hB2iMYHH3Sacd20FeCemVPFN2An5SM54yab5owQHXjr8woAkV2DgMpPHJRf8amEluiqVE7MR0kRMfo1VQ7ZAUAj1LGnjng46d80ASSNI7F2bPGPuKnT6VAVYgguSvQgMRj8qeWkPAKgjsKR0IYFSwBUbg56n244FAAhRVA8xiO4JzTXCxIEjyXlbC7mJz6mp4IWmLYxtQZYjg+yj3qCNTLcGYBU2knCjhVPbP/1807CubkRWOCNcDBAGSCFVR2A/yaR3keTYhaNMMocDOBgkkD1xx+JHrSQs8loqKTkEqpDZJPfGPQfyp0yxmNkJ+ZQQB0BHc9fYCqbJsPIQxrs5VE3c57nA5/A/5NY13bNco28Bk6uinrgcD861WO+3WPhWlHOD2AwPoP8A69VNqIQXYHbhWC9fX/CoZSOWtnMbshYZUEZ/n/QfnVyOZiwC5IByx9OPlqrqEK2moZHCy46nHzc5HP51PAkgZiyleMgMeT6HHYf/AFqNyhz3nlW4CkbsnnsO3+P51XkvsOB6dM8596csKMHilC4fpz7c1mPFJ9paPeGWM7SR3Pb+f6VNi1roLc6qx+VOFz8x9c1RSVV3OuQWGT7/AOf61Ze0PXFNS1+U8d6aHyu5bsdRKKEc8D7pzV6G/d3MbH5WXgj1/wA/yrGa1YoVXIORgj1HatNLYxqCM/KAMnuaTJasXjcb1aM8gnK+zf5zWVeS7Dvz90/mD/kGrRDoxz6A1Qu43nuFtk5aU7eO3PP5U0J6HRWCBEIBPPzA++Of51Obbe+NyyYPRgCc+nSlCLGpTJXYcAnB6f8A6qVJE5UAMpGSSSaogijt03hsKFByCp6/rUiyIsm1nkIJ6tn/ACacrRxlc7VJ4Az/ACocRyFZAM7DxtPGfeiwXHGHB3CYe4PNOCRBcyOGUHjByBVfy9ku5ZSinqm3j+frUyypwCct6rjjFTYq44G2Q7t6Bm5yMU2ZV8s4divXIbof6U9ERiSAshIPBAJ/OonhQcsrRMSMjcAW/Ci4EbojhUUMwYckn71CxyBSCuR9D/jSO6K3ybieg3A04zhsZV1IPQ8k/rTFYUJsQZ28nqDjFPZEK5U56ZyMfqKYBC5XMbKwBwoyKkJIC7JB6Yakx3EEzghNsg91PFL+9ZiDG3bDZ5owwAAA3EcstIGk2E+Wpb/eI/E8UrDHmPcmxt5PTOMfnTo3EKbGcbRxxTFWUD5mU56KTnH6UjSTg48rr7bhRYdywBFgMq7T2YVG7uoBBBz/AAtwRUazSEH5CSDkZ45pRI55aA5PXDAjP0zRYLiqd/8AFt9SD/SiojIQQAgzjs1FSVdFdkDsDlh9DTmJReXYDPVm60bn2/KpJHBJPNRM7MCFGeMYJxzWhmIjsCwMi7ieAWJz+lSRiRN2JFJI5OM/qajZERVferu33hggofft9MU8yMpB3YBHPagVyQrIwDNIOOuOP5U5cqDkjHr0pm9FAO8A+pFMlRJGzvLbehHANAFgjdwHAPcUx0TA3qoUd14xUAjG3BYHjHanRl1wNg/PpQBJvIyYnIz6DGfxI/rTXWVlHRW+p4+tISxYEswPQY4p4dsAB2+uM5oACrryufoFoijeedIwjSO5A4xgU8OCcbTj1q7piAsZ3JwPlQHt6n69sfWmldiYt5EbeyW3jBjjJPAPzMSe5qlmNo1Cjb5PykKOecYGOeTzVjXHzESSx5GdvJUDk9PqB+dZtu4a1kSMFUQLyRyzdyf8/wCNG4G5pXzzqHYZywKg8Lgj/wCvmppo/nUg/fbag7Y+U9Ppj9ayLNzDcoViYB8l0Hocgjr9fy9q27mbEaoFUtEPNOexPb86fQRnpIC29SyhuCCckEHG38DUDyPLO24bg2aSSN43QouVKlgvfcw5P1yBUckhiSQAgtgMDj8+fpSsBHfnn5TtywBK8E5z3rPQSRyM7ytIgGQASSfrk1JPMXKqw+XJBPcAdv1qvv3TKPckg0rjSLqtuxngnovpVZLPbPcNjIkfcp9Rgf1zUsWcluRn7xP8qsJ87ZGMbQOPahG1Je8UHtgOMVEkAKN7OelW7ltnQ5OKhgY42nucig3aIWg+U4FTxqCByQDzz3qdY8oM+nSiGJiFYYZcckDOPrSaMqmyZIbYP84BDAZ+b+I9ufSo7LTPIuWncrIxXaPQZOT+NXlLQpuVPMPuMZ/SomuPKDB1IU4w23ihIwZNjaGG0nbwAveo2RDgAlWY8ZzkfpQsxlX5QG9jnGaC7ohYMAoPPOcVQhzK+zaYw46D5snP0pgmcnYu3cfUnn6U7zFc7iSVHBwDg0jvlsgFxjjFADk6YKYbuEIbGakCRn5WZemDUDzhW2+XtP1GaehRycKPyoAlSONFBG3HrUhRHGSAR71UKLhtjqMexFSREr959w9+1JoLj/IVCdpAx70jDapO0nBzzzmpFdWXlSfTHOaYHh3BeQx6A0DIZHYrhomZScHaTnH4URZkZsQMFzglzgn3prTlSeQWz0zj/wDXUkb71DOGiOOjDpQBIy+WmVY47/MajDyNzjK5wQ7D8+lDuAhYzbWHTGRmmfatytz24KjJyfTNFgJR5yFWXawPUADgU10R2DcKw5OxiaRHnGB5akEcBjzStbhSSHMeTk4pWHcFMZQFJWDDjBHNGyQJldwGeganMoBG51HodhBNNMDqwMZVSRzknmiwXI92Dl2b0BORiinpDN8pYI3GCVbFFAFSRmRhv3n0IBx+QoUu6hmRmHXByaesYckggAj060u3ClVPsPamIag3MQY2weccYzUrRoRhiCPRj0pFUpyGdjjjcacsikYKkNnnIoAja2RgAqHb1PP9akSDaNpXauMdc05DheFY444HFOJYqdrYIHQdaAIxbofmQKVHoOlO2MDjIAPWpArDnChsckdfzpFZHGVKn8aAGOFG0PncegANOABUHnHtio3uQjBEUM31z+lPMmUyEAI67uMUAMldvLJRSMHHPP6D861rLEcMMeGUDGM/eYkd/Q4x9PzrnprgySMCdscRAIB6tyf8P1rfh+SCPj5tqrgH5gcdz/nrVLYl7lHVnSCEkLlgcHBJPHI9vQ+3HeqUCKVUqmWJ3kDjI6joPWrepqDIZCSGRWyBgAAc8E9txXJ7ke1Ii+TYZO5pCOo4zjnj+X/16kZFpUzPO0SIyyE7dwwNi/7Pcduevpz01dxLfO4K4BcqOM9lGfQf55rn43eOQiTfuJLBVB4PcHPtWtFdCRQx+YKAAFHA+mf51e4mWYmUyB2PI52/XtmsnUZSgCxoqswUEAccjqD+VaCOAp27Ru5yR37fp/OqE8QaRWPVF2gD+7nj8cCkxIpOg+0Ln7qHOcd+c/rUbRlWyx4BOCanfJeaQk7c5yPQAVWNwzs0Z/gyT/tVNirkrkYXCjAGMnmrMDq6MoOWHNVIyJEx0YAnPoP/ANdKjlJPMGTyQR60krGsJcsrslmJLEZ6cU2ED6D1pSUfcc8emaciMoUlTjPGRVHU0Trjyx7Dn6VFHICAw4YdCOKhuLgBVgAwAMuQO1EeP4Wz6gUndmFWSvy9jQQ7sEls56inMOMAbsHqe1Roy7cE5bHQGnbzg4bd2yTyKdjnBmYgDpz36VGyI7EOQzHoScY+lC3EaZUuRj170pMZGSyD69aAHhivyuGHoQc1GXYNsQ5ycA5Oee3pT1R3TJLEenSkMbNjKKCexGf5UAV2eUkqmz03Z5P1pYHXdiTaGxjcmc/nUrqgYKY/YKq8fyoEMbcgbQvUA4xQA7BZi0bsDnow4OKkExVdjtgHgiqgRtwaNhx9f50joyqrhAwHffn9MUAW0llHypGUC9D2IqUKX3Dliw5w+cVRS4kcmNMuMdccfqc/pViJ3HDSMGHfGKGCY5oWYFdvHcHBH8qVIniBC8HuG5H6VKpGzALMw6gHmlVwVypIHvzSGMKgja5UZ655B/OlZdhUqAB0xuwKZLJsJy4Y+gGf/wBVMUylch8jHU9aAEnjcksFYc+pNC26vkuWDEDODmpH+dAckHHTGQfwpPLTacuYx22tyaYh4JjQBFYY4HNOjZcbScHPRj39qgS3WI745OG6sVpwRlO7OWPXIxQBaVjg4HTjnBz9MUVULyScJIRg8jaDRQBEr7jjJOfU0/Y+SylcLgtgZOPXHpUbCNFGXZe4G44pUZCVwzE46hcCkMcyucFsFvQCnhUQ5U59cUbyVxngdcjNRySsnKoOmQB3/wAKAJSzMMAcVGC7txIEA44Wmb2kyBhTjByc0qZRRv27ugycZoAnB5GWBHTPX+tJ5O8kc49NuKjXy+u0Ag8FTnmpRKpxwxP06UAHlsMhMEjrUEheNGdywVRk47+1WGP7vlFK55LA1l6rc7LFlBO5yFXDZ78/pQBEJmRdpILgbiEOOf7x9cfzNbtpKRZJtYGRDgbRk5Ht7+voD7Vz1tlZQHRgnQAnoRyM/iRx/hWxpTmSOSMsCuWHPOQOck+4/nz1qhEk48zIbAaRCCBzwMnn8TVeKQvFvYljgnHTp3qzcgl/MUqqugVVA+9k9P61R3NvYPJgRnIAHGD9en+cVIyKeAq+6Tpnqecn2ABz9eKgW5MTbDtb5uVx+PJ/pSzXDO2FztAC7+c/l6VWdkIXJZ27gnGPfpTQmbVtd71eR2Z8Y2np3x/Mj8BTC5NwSclSSuM+mP8ACs22uFDBXI5Hyr1DHH4cVp+YoGc58tCxYj7zHnH602IUqisyuwKsSQ2OoPr+BP5VlXKtb3jYwcA5+vT8K03Ch969OcYPviq0yrKgdhg/3wMZ7HigCjbXCqW+Ycj5s+3NTbyoA4DZPH9az7pHtbhjjKt0PY0LcllVxnj5Tz1oAvyqzwl4mKtzj61WtLm4njlUyBGhQMF6HlgpwPX5gePemrcAWsnOGxjPvUdhE0s/mHgqd3Tqf8iiyKUprZllUYFnJ6uD15FWrcnOApJA4PQCmGFnYlQWAOMY6+1aVqiFh5UakYyQTz+n/wBanYlsa0augLhAB6Ag/UelP3IU8sSOF9n/AJ+tDgH7qKVAzjOf51UZHeTcECgcDIxSAspGinIw6j16nPrTnKBsgIGxUKW0gGQ6jgcdR+FS7diHcyn1yKQEf2sHG9tynoQTn9MVOfLdVOTjGQcmoEeEv5YUMevBpGCqcKrBwPwoAcyuvzRynbn7oPFNGQCfNABOCDz0pMuzEKzKvp1pRGWIPmMQOo6UDJldW+XLZ9F4pv2hQCF5OduQeM+nNMDxogXnbnBbPI96UTAYjjVHQED5m6L69OtAFrnPIIwO3ekZhjBUHHqKiQxqTtdQc845/Kh5o4+RtfuVJ5piJUdmUgqrdqfGQihWABHOM1Ck7kj5VUNzgHP9Kn3qV4AA9OpqWikLIsbLl1U4/iYZpuCWU+vXHT9abw2Plwe9O3bRtPA9c0ABO0DKsc+mKVvlT5BuPYY70is4YKAGBHBIxinhCrjcq49QaAI0WZjmVkAx0UEc+9OLFQQXPPGc8012ZZOQxHqBx/8AXpksoBAKqW7EqSDTELH5a53AAf3s9TRVVnhUgbVJ/wBhiB/KikBK8QkdWYqwU9x1/GpAyL1X5ey9fzpu8jkA++Oc0bjjjpQMUtluOmf88U1lIwGbbnnApGdgQcdRzzULxs7ZEh68igCyCVxgk554GaRwGXEg3LjkHoaiQNGQVJZfTOKldwwxJuUnjHTNADRt42YPt/hQsrBtqxOAc8seKC5QBUjJbHc44pqzF8nypNw9BxQAoLByGlWMnoAP51i6m7eYIy4O1h8xOR+dbSoGbc+VIP8AEx4rnpiZGa4IDDeTg8gDPAoAuwsXUb1zu4JA9s/06VoafiFQjnIYlgMZG0dcfnWfZOyQBGxlgcjHUH/Gru8qzOQTkYAHdumM/wCcUAaE9zGIJnXkgkLzjGBk/hWFHIWUu64L8kscZ56471oTI0tuSowSTjgcLn8gPb1OaxJZtkko3ZIOODn8M0+oiwHDsFzgHoWGSf8ACpRZhjhiCepGMk1Tgf5957DjPU1p20iHClOD0FMCm1lJEdzKSnXHANWYWkbCqhCg52+vfJrYhttyjJIX0ABxSG3RHxuLYPXNArlFHcKVOR8vBx0PH+FK6gsABgHgjuM96tkQPLsXIVQSR7+tQuhcRtGxAK5B9/f/AD60rAZ9zbeZFheWHVCf5VkvCUJwpA/lW5LG6LuYHcDg7j+lUbkABjggj+IdfxFAzLw24qTj2NbFhGIkVcEcZJJ6n/P8qyEJeVHI3LuB/wA/jWnFMXYZ6dP/AK9VcVjU3xJEZCcDtx/OpInRITujG1ucbiM1mTyIWWA5JyGAB71bSWNIhvUDnoT0NFxWJHcM4VI2TnpvJzml2c8Mx+vWnKiIvBbPoxPFMkYIhZcY9h0pDB5CjYGKAXfJfaw7L0qETO8O5xg9+w6/rUvzYUqQDjqaQwVIzg+XtPsMcUyRzGFUE59ev5e1PYhScu2SOoOKjeVFwWMi+4XP6UxD1VZE3FsH1IIxSpE4VsyEk9yOKjE8TrhplG4Zxyv8xTgqMnyk4A4DGkMa3LHzGC45XZz0/GnKsbrnzc49BUQRCpOWPqQOKRX8sjDrjup60ASqIy2AGRj0yM4pXMnJMigDuef5CmGYh9yJu+hqy0u5cLjPYAEEfSmBAsSud5clv9gYP/16liYFt3mOCOu4U8Fdmd/HUk9RSNLGQOQffvRYCy5BUMjnPrtz/Km7AxGQuAfT/wCvTfIdlVi5Ct05HPpxmmOFR9rSfMOdrVI1qTM4RPmYYHGM00MSh+ZXI9T0NNeeNQSSCcZwB1qurgudqBs9fUUATvKUXAOC31zTGnKEMAG/2uuaQRurHDEZ6Lnj86aUZeSnXqQ3SgB6zLJjMajPX5hRSqhUA7kb3YYP50UAMBWJP4ieuM5Jp2S3btkCoMsSTjP04H50rAjaDjnrzQBKJFyUJAI6jvTZHjdGVHG7HUHkUxkDKQoHrgnvSRxDgmRcj0UUAPQIVBA3A9MGnFyGLupJ6ZHb9aftUKTuBH4VHIhcBkI3DpkZoAVZUdvlfBA6U7zEfCZYnrjBH50xEww/eAsDyQelOYlMAuCc45bJoALgotszMowBgD0JrBSJghCjBVflPT34962JUadhGg3ADcynofQH2qNLB3Qu0TP8uTk8DjAJ/OiwGdESjByGyRnk9jV5Z1dFfGdo2gHg5Pt0qO6tngYuwJ5xyvJA4H4f4VE7MjbUGRjrjP4UAXBcu64JCrtBdl9PSsW7Rldp1U7S/IH9atSSONo3H5j6/wCfrSSoqW20vu3ncR1qiStbOXQb8BewPf6CtKExh1ztJHcg4/DmqVhEizDzJFxjgYB/CrM8iRvhlHX7uBn6egFMGdBFcRrbjLLjsAAP61E8ylTmTKnqMYqlbOZbbKuBnIAU5P69qjV5I1DBSFGRyc59KTBE8z4VlB+U9SKZFI0a7dxK5wAT/nvVV32gM7EY7CgTEYUDPHABqVcZpLIXXjB65B9D7Vm30BcsqFcgZBHFSKWIPAx7npVe4d4wWd8Afp/n0p7iKKBrYLnqp5wOf8+1XUeJpSyKEYc4ByD7j2qHctwVKvuU8ZHGDTZNqEoxGVGckciqAfIoeQTbiRkK6kfd9D9K0UkVAqnY2c43AHP0/wAKzEaRJlcLkAjch7qev4Yz+tXliR48o4XnCjGemKQF7DFABz3AJ6Um/I4zx1yKq+QrAuZcHPAzkVOE3qOQfx5oAdvGMnH16fzpoDs+QnB6kEUjQlV3lQeO5zSIJMdMc9S9Ax7opHzDk9KYFZjhVI5xntTkZ8DCHd0I7fnQ84Y4wSAOq9qBAqBFz8vPRTRKqPjaxUjoMUJKjnnzNoHBCDdn6ZxULXKr1Rh/n9aAHO7xcOxK554FSrIjo2NhwenQVAwWTDqwPddx4H6U4fIMxuCc9v8A9VICQpHty6LnPAUU0qqudm7jjg8Gmtv2EuAjZ7Ef41Gj4YdG/DafyoGWEmQYCHaSMEnt+dNW3RvmV3yBnBFOR49gMhxk8k5JpS8iLvTa/sxzj3HemIYzXMJwkihWGOFHHrinr5jsWc72/vOcmoxcSBi+xy3cZytSq5cBpECsTj5R/nNJjuNeOQMrFTJxngZFSfu0QF0Cg+2DQC4JIKFegA4NIA0pYLJlem3HSkMkWUgEL0HTkc0ofep6c/rVYoycMoOOhqRd5yyk5I+7jFAEjIP4WZR6Gim/KoIfnJz16UUBYjRehB4PfNOIGOQW9gKCqrgY+mBSO2CBkYxQMYHJcjAjHsOadtY9CSMdxSM6JuLEHHXvQpBbPTI6UCHBwp+7z67elKk67ypTfxyD60qqqnJOc07eFG0MB74JNAETRR7t/llPoc8/WkGSdqkqcZPfilELy5ePcfXAxSG2BZXYeUynPIxn60WAnsFjkkkjmcEY6NwCB7+9XZpwEAVGYk52OckD19gP8Kxri88iZRECVI5Y9h6fSpba5ErlRIFJGNxGT+X09a0SJYX80ZLKzqzDKuwHGc54/wAKzSECq7MQuMqCeTUmpRKsojjByx3EsefyqmXbePMBYjjBHbvRYLkibHcZcD0z296bLOghZ2LOzHaC56Dtj0oZB5a7Vy2MjPYVWJMhBJGFxke56/ypALFKIzvxljx9BT9kjMs8zBFJyuBy/wDn1qNHWN0cKrsehcZC/hS+a00nmTszccAGkMtLdPEu4Dap4ABzTk1JyMA8Yxg1n3UjEqBwMDAFLCpZyAMkHJX1B6GgDTR0lB8xSN3Q1PHHGAFKg45GapBhDCEcEkHjB/Ko5L5QuODjv6UgL0k0YXCg8jjBwaz57lzhTypPAGRmqc11vbPODwSKBIZFPtzjuaYFyJ0giJYABsHFV45AZVMh+XnI9AajaUuy88Dt71NsUhmXG00mwLEKtJLjflV+YZ7fStFUZPmG0+xHWsjTtxk2BiobjPXFa6I6Bi7sQoyAwzmmAqPvADAgA5POKsKFIyVDZ79fyqupkVz5jAA8KTg//qqQyquQuWI7LQIeGC8R8MBnAOOPp2pVR87nb5u2CRiovO87AVirLyeOtQ5lDgAlSfagC4qtvPzkZ7DGBSmNm6yNjPYdaiWR1JQsrNjnntT/ADS2NwB5xmgAIjjACKWbHY8VC4R9rSKRj0yKm3Fm6ArnoBzQp7h8D0yKAKzmNiAjrgLyA3P14pgdACePYe1XGePB3LjjgjrSvEfKBkCRr1G8YP480WArAo6tlOncHJppVidm/Cg9Ox96fJcWgOETz26fINg/E05Z3kIXyYIl9F+Y/nQAwJs5BOT3Xp/9apkZgo3gZPTPBNOVVJPzc+nTFKqKN2XJPqTmgCMqV+4zAMecqOKeqn+I7scgg4oJJwF+b6ccUMrbmwQR2yMZoAeXIXgcA8jv+FKGQ5IQgN1JxUKgbgd2WPYZGKkV4xkblyOCAf5ik0Mc8jAZCZ/ule9IlwEzwSegyMUu/HReB6dqY7AqS3X1NAC+ah4LHd3wTRQgXHRTjsRRQO41mDLkPyByNtRM0tvKdjrnBB3LkHPbFKqAJhnznk7eKBKqIVBGByCGP9eDSAild5EzsKsD8uwApj/OalRiUGwsGB57A1GZN/AK7uhyP0p37xVwAFweuc8UATKTgFsntSqc/Kqtn2H9KhRdidS397PJJp28kAgNnPTqKAJncjJDrtxyGHSnRMkwZ1ILKcdPbOarEbxh87T2pDmOJpbcvk4XaR1+tNCZLcwq3zLnd27EVReORHDhiSOOBz/9eplunVFVwFbPUnv708sjt5ZPzZzx2PSnsxEZdNm2Rc/N82OOP/11WeMGQsvK89sjmrU9tIpEm7AI49Kz5JJB3YbuCPpyadxWHyOCrKoAIHLYwPwqpwqnZ0J3Djk4qckP8oB2nsR1qpcBgzL36EdKkoYpYqAn3iNoI6gcZ/z70vI4GeepPpTVbYGIGTtwPalXsCTz3PHSgBLgb2UDjC5H51LbyojLIWIZf1X/ABqK4XaFbHIWqxclQPShAW7m63sNp+mO3qP6/jVQszt1zk0pTLDmlOFO0Y96AGhOMnrmpFV1ZQBjdx+FJH87jHFXQnmOoUZwuOOKAGRwAdsnuKsGExqxHII6elWobbamTjnjj9adJCXgZsHGcCkBUsE2yKwxggg57YrXXBQc9qy7YBNrMDkE546e9X2njC/KGIx2Yc/rVALMCcNvOeuPWoAEVSJcrnoc8H0okZSAd7L/ALLrkUJnOFXJPfB4oAUjfjDFl7YOee9PMG1Qd7YPuMj86BCznGCSOcqKYZ33hBGzLk7txA6UATAFSuHDAj04qfAdCygr7gUyFgEUeX16ndwKeGRlPBIY9FY0CF+YgYYHJ4HQ01vLgG+QsqYPIGcmlKkA4bIx3HSoZYiBuDEgD8qBiG4nSNZY7ZRlsCR3ywz0yBwKZLDJc/PPID32nhfypAzxRsjLiMnIGM/h9aVE8xhuZsAenWkA9ECfKAvPQYGB+NSsjJgYRgDnHHPrk/0pAqEbSF4GBjvTtqN8uAB60xDSj7d0bY5yA5zz703ynK7XICg9Bz/Ol8kq6srEDOflGD+YPFIke7cWdmO7rnNAD1WNB8pwo6nPFS9RjtUILgbc8AY570qSALt2hmPvQAOHGNnQc49KUFnGQVBHXIzSu+VO0EnPQHqajLuuAkeQOmaAJUk2ufMRDx3zx+WDQzqg+VF246ID/wDXqEzNna6FT6A5BpVkONobqeAw/wA5pDBJQCc59uKKcp2gsRznByMZooCwDfsOdoPbnpUbQqy4XbnOMj9ae6K5OXYYGDgfeoWNCAy7hj+VIZGkezCg4HTOKeSrfKF7UpVWOV6geuKFQgknOPQHpQMjC+WvzHt/Cep9MU1BukUZOBkYAxj1/GldMy7lYgY6Y4z2NKqEEMDzt/AfSgCR5RwoXaF4y3U06N/OQQ+WvB5LMentUayDG5lO4jgnimpE9zcKgbhmGT2PtihMTEuLYop8sQqc/f6Y/wAP50WkKxsqbjIfvM+3AOfQenv3pl15iELIMKnIA4x61NYyCaYjoodd2O+eAPyq4tMhqxrXNnlQB071jXFsqTmORcBvut0xjpWzHdozqGPXkj0yc4qveqsjOxOQFzxQxI5/5/MZWzvU4POPxqtNGytkEdMD3q3OrAjapLHjJPHtVVwoyA2c9fc1JZW+YAKACTg4J61LHHltvOFOM+9Cqfm5wSeD6VZt0+bZgnbzj0/+vQBDcxYXBHOOKobQOO4rYuo8OwJ5xn6VlsCfv4yO/SgCPfklRxk0mxjgnoO1KQOuDx6VYXoqBGJP8qAIUUqc9q1LZV2hgMg9qrGIhQdmeegq/aqoCtjAHHSgC5HG7EAqS2OlTuojtFjPB6E1e0yANEzsMs43E+i9qrRxmVpQw6EZHTg9D+YpWC5lGIs7bcA45NNVBGcurBs5JB4/I1NN+6mZSMke1MWQ4KkKSOhIprYCRlO4HnaRxu4P+FDhlxycD2zioVcg5O0Z5PHFWU2uOMbu3pTAZJkKRvJPYMc5pEZmYK77m4wp70koAAIC7uMj0pUYKOcE9iTzQBYiKkNuXbg8CnocFRswD3B71T8yQEp8w559qkDui8Fvm544oEWc5OQpPNQsGycDdz0BwKXzgq4YKcj+Nen0NOOydBkEAEjqQKBkavvZfLLD1HOD9DT0VwpOCV9ByfwpXQOgUZGO4PX600Y2bSxYfpQA13iGQSQT1HUt3/nViN9wBJwx5x1qBlRn3tnr+FOMoiKjaNp7gfzoETMeuPvfzqFkjL7nPlk/eIJ5/AdaUOH4TPXpSuMkA7hjuD0oATAEWAGbPOM5pxIKjPX8jQhPUtznjj+ZpxQS/eDLjvnFADEk3tsUnBGOlNWQMu4DPAzkYzSnKsPKcKyjHuPcUFEAwFbaD1pgRuVwM4QGnBioAL7h2yMYo+ZudoAzxg0oTngc465pDFEhYAUU07QflxnuaKVhXHR7XI3E98ZpxTceTx05pqfKMjOafuJB9elIoY7EcKinJ7U5iiJhgMjsDUbI+4EMwIGNx60zyoxIGYkgDqec0DJS5kx5cYB7sTkD/wCvTEkJXc4K7h09KT95uKqqqnYf571EEkZyxGAR3PSkgJnVHXfuyPQU+CUxurKnPQc802GAyhldgFHRj2qxJBtRSg2rn5QRy34elMVyrq9wjgFWBZDkbe471VtpxGyg9cg5HQ4pZ7d3dvMY44Jx+PFZ9zJ5MqqpOEGKI6A9TUtrlRenzH67lUegHerDz70KDIZsBz6ZPT8qx45ElcSlME/p/nrV5JVeP5TyXyT6cVV9CbCztE43MhZlGCoOPpWfKN7ZHAAH41Y2s82M445/z9KmMMaruyrEEDgZxU3HYoxxcj5vmzwPStbTLURpkrk564zVNBhwTjLZz/8AWrc06IyKqqdpY547DuaL2Q7XM3U7U71IwPM4XnHI/wDr1gyRSI+JEKt6Guw1u3R4Gj27gp2gDtxnj865K5LIxLNuboTnr6GkncNhIwNxUj5fpnNXAyDDKqggdcVVtiWfcakn/dyE5wrdPah7jRZSRcY2gZzz1qxbRo7qEKspO7OeB71mJIHRto2uh5HrVq1uVLGMbcMeQWAqtkSdJbTgqRGcA/MfTA6fpUUkii9jK8F0IYDuQeP5VFbY8nc78dcjjP0/SlcmS5OB82MKvcChCZTuXDXDZI4PJzjOars+wnbyP51LPEEZjOrleNrrjvz3qpgF/kGfUMeD+VCAnESlQ28dOBjoaahMbEMRj0pscb7mYqoDdkGOfpUivIqgeWHOOD6UxkvyMMHAJ5xmkCKjBgxB6AU3DdcYK84znFIHjOMqHPsKQE3TnJG7+8e9NLjnnjvjjmk+ZicEbcfdIwPzojXbnKjpxk5pgMkkJXcDjnHXg0ZcYYDHoAafIuV3DjPXA/pQnDKCVOOv1/xoAkR2Zzjbx0yaeysWGDkHrS5GB/QU1ieCSaBDjg5Xaf8AGoijquFbj37U7d0PLf7XXFI4YZKg59jQMiUhJAqKVz19DVlSuORn61XcbsbwSPXPenMwChQQp9DzSAnU4OQePSkZ33H5QV/2WwR/n61EjEDIBA9euKl3kJuGSM+lMQquOCQy8fxDn9KUOHB2Px3GDUJ3fwt1+9UbXMsfyyIzqDwynkfhQBZDFRzjJ9KQn5SeuT261EkqS42MT+GD/hUhyAQV/DFAEMgJIIGM8nI/wop7Kemf1ooAesoOcBQD3p2/5hwDx61STcqksxIzwegAqxGwZVwvygdMgfnSKJZBvGxxgdc54qLMaqFXr0UY4P6U152VW2AN6nstV1dmBYtkAdm/WkMtb3C8bfbJpok+X95jjv2quj5YAvg9cdAPp+VTS8skbbgSu4MTmgB32ny/uncxHHUYH9fpUtvcyjLzPvLHABHQe1UXUttLsSO3tSHeGG5hgflj0oTEWriSMgMTn5Dz64rAuAXlb61t7MqrhfMUqR64NVYNPLzh3OVPONvBoFczkDBWUHB96kV5YUUYPfJ7VvnTl3AgjJHQrk49aqXFmn3Y8MzfN2xRcZQhEl58ocxx9XcnH/6/pWpDbERqUACYwvqSepNR2GnneZJOB02dvWtC5kAhKRsM88qOBjq1TJ2GkZLrvnVQeAcDHGea6ywZLbTzO6gbhtTP93/Oa5i1jD3aqAdqkNz1Y/X861RPLezrbx/MqE7j2yPf0FKTvoUlYtapl42lQcOSxHoOBXJXkSby8b8E4KnoDXYysCyxOMxsAjNj16fyrnb+xZLhkd1Vj0ZmC5HrzwaIksxUDqxHJHt60ssrufmqVo0RiN65XuCD/KmFCz9vqavqLoRxvksGHU8GrunQAyNIYxgdO/NVwAn8OW+ladrsSFdwJJ5K5ptiNO0VnOWHHb0x7VYWPy4JJB99j970J4/lmk09DIGL8Hbwo4xV27XyrVY0ALM25wB1+n4UJCbMy+R3h+VFKjqOxxWS6EL8nyjuoOc1uxxPJG0cgLDJwV4NZl1Ym2b5pdyk9DjNMEyuC4RSNwHbv+Yp5JJ+ZiDnvgc0ibcAI34N3qTYTweg7ikMaAVIB3bl5DHk1Hj5txwWzz75qdY4/uhTx6mlZVXJPOOgIpgNVDhRuAwc+tPPCcAn1xTFDbVYnGM4B7UoJPynIOO1ADxh1IYHHSlUqOOQT+tMCtjNDcrtPBFICQAkjfjHrTmKDkNj2xUbAYGCeBQMYyeT60wAH5TgA5PalDMD9R60ZB42nPY0fKcj9KADIK5Oeex5zTfKV/4AD2OMUrHbwQxHt1/+vSFnChxkqe+MUCHbAB945PpTgBgA5IPt0pqyqw79evpTsq4yC2exFAAwwwIz9adwwz36GkG1uN3PvSLxkZ49jQA0IF75z61JgsMdPQmm4AAIyTUZLsduAq+ooAllOOSDn0AopoJPAzn3OKKAK6SLGnyruY9CBinu/AVFJYnBJ5x9KjVDkkNlvy//AF0eaiISGBbjO35sf0qSgkSXDRggrkEkgnPp/WhA0MieWxD9A2cf5FISXDAlh1yAct+fb8KldEYDYfmA5z6/WgYr3cgIRiso7hkBNVz88m/y1jGADjgD8KAi72Zw7t2wcY/H/wCtT4zHlsptUjH0oAkCBsDofcUjorqQcY9abCmVOWJIzg5wSPpUgC7ck8HkUAUt8ltIfKBfdxzyPy9a0IbyO2jMh+eZ+gYcIT2/+tVedW3Bkxwc8jNZ8kjA7znju3r6/WhMRt/blSaNpDy2Sx7g5wP60l9JEzBkb5gwKgH2yQaxHud5TI5Ax7U+OX/SMnnsF9M8Zp2QjQMwVA6kbSOADgD1qd3V7cAcFlCkisi4cwthskMOMVpaGgudryBnIf5Ixz5hHc+3I+tTJXRSZetbB/vCQxLtLbgOT6fT6VsWVrHawFGXc2Bn5uW9voKa6oLjylYuIgFLHnLnqc+3SrVjGh3Tvhiv3D+dZjKNz+4DEgZDqzD0xn9Oa5O9v52lZVdvLJzsbkc89D0rsLtC5cpkkgbvpk8muS1Wy+z3HmJ9yQ9D/Ce4q4ibKAdnO5hz3pynd0UntgUKvrkD2qRVGcYx+FUSN2EkADn1zVxGWNY1QhmP8R7Y6n8/5VX2Etk9PU084QqcnHYnOKANnTJ2VvvDbkk56sa0Hm81mAYh0PykeoGSP1NZViI2mLJJuUMF479yf0pY5tzSb+GQhge/PX+lWiWaC3oKncmSRzgCqV0guGALgKe1MjuVaMhlGTyQ2Rj3B61HKQq53fKRgk/5x/L6VfQnqU8KkvlgnKn0qTeUOCM5HIpkjpLINjKSBjIzTkSQEAkEDkHFZmhOuWTPH403G9uScjt6UuQOO9G4jpjJ9KQCHJYc/L3GP5U4AE5AINISd3TnPWmSITyoO71HFMCZAduMH1NIWB44wajAcqBuIOOPemq5RzkH8TQA4pIj9Aw7ChCWJCg5HJBYU5cPnc3XkDOMUBBu3Dn370AOBK9QfoKRJUddqnfxknPSgOzMFBI9ytNwRnt7kUxEjsioWbOcdCcVGkYdtwdgOuzPFNzIEyEJGccfdFOVy6EKCp7gCkBLyM8Dj2oDqRgEe5BqBndeMHr2ODTWiH3kHBHQdaAJQELsA33h970p5yvzbxnvxmqhR1boc9j605UeMiR8OP4lagCUvIxG1VLZwe2adkY+bGfc4qi0riXeuF+bKgtn8M1aN0zuN9upwOCpwf8A9VAEhCN7kdaKi8xXXO0574FFMBGw4K4Gcck9B/n1oJ2kE5yMkEHj8KEESJl2AYN2H5ClIJUZAUe3aoKFAAUlWBYdxzzTVcKyqG3A8k+opXwoChWYY7mnpKSjLhQvY7RkUBYVMkYKgHHQnoKinG5uAVBHQtkE+o9KerblUHknpioJCVj3AMGJ5LNj5T6DvQBMUwo65Hcd/qKeOi5GCPyGKjSTOA2QcZ4608kg5BJY9B1oGGF2ndgVXmtnIMhA2kD8jUsibydwwAeecf5FCqu3axXAPAzgUAU3sxgjAHPNQtaPv3Bjyc8VosuTkEfUc01lw4BB5HUDpQBSeF8YYA+9amizvasz+YQ7/KCRnaKhMYwGIycYOPWmxJmQEuUC/ePpS3YbHWWCLsaRyFVQMc9D6n3qW2nDweWm5OoGRj3JqvaTRpbrHztiTc+TnDHpz3OOapTXaBWQcNjnHPXk/wBBRyiuacV5EJN0ZyuQufXA4z+ZrH162Bt3eMbl+8AD0/8A1fy+lV3u/KzGM5bkk9OeOPbmpor/APdkSDcp4Oe/v7VaiS2c8pBGc81IFOckVPewQ28xxI21+VyBkexqNHXbjk/XvSGAQMM54707LZ2rnB6jtSKgJOc8UvtupALCz2zkxt8ud20/0qWa5BQsgZW5wQORUaZwT1z3pQvQkjBp3CxHCZFffG6hScEZ+77gVFc+bLKE3ZVecDpVgpgn5Qc+h609o/lIVRntincCvbIqKoJAb17VaDjlT1qOOIoM4yPWpCw65Bz0GOtICRSoYYP/ANegEqc44pPMGdoQn3HQUZG7O7PtQAjup+TnPbNMJYJuJUY9MnNSMFbG5c/ShlQKOcCmBGs8cYKujSN1GGCjn8M0omV1HJVx1ToD7j/CmFUBO4gbe+OxpwGHGNrL7mgCRAxO4gYNPBUjtzxUJOVY5I+X5frTdp3Yznj0NAFhgiY3MeelPVdyAqc44qDIZdpAODjmlDHqPTGM0AGNpOGKg8FSeCKXO1RiMBh3B6j6etIHG3DjH170bixG3bx2HFAEckZLhlJAPYc4pQhB+V8kdu9OI+ckHAphRB/y0YN1GDQIkRgQAQM+9I5JYqqkj2PWkVipy7Z9OAKUPxg5Bz1pgB5XDKuD2NM2FVJUkcdBTid4wOD6etOV9iknkAdKAI45AF5Tae5GM0U4+VIM7ASaKAIlLlQgBx3Y/wCfWnk4IUoM45peGQAD6804oGY4HOOmagsEUKMgnB68cD2ppdQBs2lc460oyyEhht9z1oaMoqjdz3A55oENUhVLBOccD1pyNuALALxkA9qX5hk8ZAzz7imojEDevy989DQA9MK27q2eSacvJGc47UwyEEZXgcHIxg+n1qRtpXcOooAYeSDktzzmmuHf5dqhd2TjvTiq9mNLzyMdueaBjSGUj5vwxTJSVIZVJ5wcen/66kwQM5I57UwsqjGevbNAhFG5s5IX+VRo4S5UP3PyAHqfepA43crhcjGe+KrXKyJMsyZLA885P5UIGbkt0YYjAh3MTjJ7tn/P5VUOUPlbw7HDMc8t/nNUbW5fzVD8MxwWcZ2juR70G4Rb6IbxhsLv9OuP6VYrDWZzeJyXLqOM5zkkj+lXGcoihtpQ8Aj0P+BFZ9ySJyqSYKcAgenSow05xukbH90d+c/zpppEtFi9Vgyo5yeuB6ihE2YOQy+o9aTDySea5Ib8/rTw3zZJ+vFSxijLBtoAHfmlVfmGR0py7QuQB+FLuB4HrSGN3FDjtzyacFdzwjH2phDF1yMjuKmXKDCkge1ADXjcL9zA96IwEbLcHFDlmIy52jrmjOcEnA96AJMo5IJOaYkeWJZsHsRUeDuBVz19OlKqHlixPPWgCRRnIBxjimkkDBII6ZxScgfdGewpQRjdk4PrTAdvBA3cfrTuFH8NQlirYwQO/engttHBx6UANkcZBxlSMbgelJtVl4+6eg9KV0Dcrxn04zQiHJyDnPQikAqBuMkBadkAnJ/CnZyOB/8AWqMruPzDimApOfwpQBjgjNNAKnIp/B5AwvqKAEaQcDr9KahOOuSeelPYDkgd/wA6QrvwOlAhQxXIxwf1phQHJyR9KOVHX8c0Bjgg9MdaAHAjGDwB60HA+lRyYHPcU0uXBKckckDtTAmLBiCOCPajg9M57ioUcIMN68A9TTwwZT169fegBSPQ/pRTc88j6c0UgHICvcn+tPABwB0xjmogAp3bvr/9aneajEA44447mkUKitvLdx360bGctlu+M0oYHp6c+9GSByDjrSAWKPChnY7u3NOMhGeM9Oewpgfccg9evNOGSQcgY79aAEaPf8zDkeg6U13YEKuS3v2p6/IAM8DoKTAb1Pc0ANDNjrznkkUm8ggAYXGfrSyMqIdqkE9yaQsclc5wcGgBwctgjrntSYXPv1pB85bofX0NGQRt2jg9QaAEYEH1HrSEkMSAf73PvT1RcjPLe9IVAJHJ+tAEThXOACT7Unkrkfu/yqYDLKvY5APShgQOBwPegCJYVKs/AKkA5PX6etKFAzmpEQsS29Qqnk44x/ntSkjblv1oAiUEjihVyMMvtyMU8sBzjH49aiLSOxUEnnkUxEpCKc9McdaTAIYkn8DTlTcmMqMDgOuc/l0pNu0nIA9gaAGnKuOn4VKM555phTOCOCKX5gSR1oAViAaG2lMEH2pMlgcjrScgUAAAPTp70qgNjuBUavlmzjNSAZOR60AO2jJAPTrUe3D5B+92NOONx5O49qUAdcjNMBp2vnIKkUoz97gUEb2woHHpSbWReQfQH1FAATjsaVXTbh2ZMH733gPwppVnBB+XjnHf8aVEUA/NkZ6DpQAqyENjBwe/apDjdyRz2pF2jgDj0ppaNucZIPQHrQA5l/D1pgYqx4PHUmkZ8j5h2oR0ADhyQfxoEI7gOFyOeaUtkhQwGR1pSi7vMjYBsEZ+oqOPYgG4knpzQMcCy8NyB3zSK2wHA4HvSOOSeGqNnOT/ABcen60BcdI6uvBIPY1HGA0qb8Dc2MnjB9/apTGW6dCPrmmOgVMMPxzTEFygiuDG56YyQcAHvzTNjKxZc49m6ilkZncMxO4gDIPXH9abtRWDEc45wcCkA9WkKhgQPWilBXG3nnn1zRTAe33T9KXpGMUUVBQ8MVXg0oJIOSf8iiimwAtg4AGG60vRAR1oopAK33hT9uHGCfzoooAhlJKnNJ6DsSc0UUB0AH5SOyjj86kKgZwKKKAQ1uOlNJOzrRRQAAkAHvilAB5PJz3oooDoSbFBGB3qOf7uO2aKKAEQDIOBmnbVweBRRTJFowGYZoopjBeTzQetFFIBpJ/WhSWXn0oooGI8a7Q3IPtQg+UcnrRRQIdtB2sRzikHSiimIF4Y49alPKnPrRRQMYpLDnnimOAqnHp/WiigGRLM+O3X0p5QKwI6k80UUxErIpU5FRsoDjAoopALgY6DrSsgKc+tFFMGN6OFHTFOCjYT3HSiigBqk/pSlRg8UUUAVCMOFBOOaPvAg9Mf1oopAMLENt4xRRRQB//Z\n","text/plain":"<IPython.core.display.Image 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0.045194365)]\n","name":"stdout"},{"output_type":"display_data","data":{"image/jpeg":"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\n","text/plain":"<IPython.core.display.Image 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0.0003228026)]\n","name":"stdout"},{"output_type":"display_data","data":{"image/jpeg":"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\n","text/plain":"<IPython.core.display.Image 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0.0010965337)]\n","name":"stdout"},{"output_type":"display_data","data":{"image/jpeg":"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\n","text/plain":"<IPython.core.display.Image object>"},"metadata":{}},{"output_type":"stream","text":"[('n02110627', 'affenpinscher', 0.93668586), ('n02112706', 'Brabancon_griffon', 0.03435979), ('n02086240', 'Shih-Tzu', 0.011122952)]\n","name":"stdout"}]},{"metadata":{"_uuid":"127b8c1b4c105f99e3089d7086562ceb89e9930d"},"cell_type":"markdown","source":"# Exercise\nNow you are ready to **[use a powerful TensorFlow model](https://www.kaggle.com/kernels/fork/521452)** yourself.\n\n---\n**[Deep Learning Course Home Page](https://www.kaggle.com/learn/deep-learning)**\n"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.5"}},"nbformat":4,"nbformat_minor":1}