From 2578718202daa36188640d54484c016e718dfb87 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 00:19:33 +0900 Subject: [PATCH 01/22] asdf --- README.md | 25 +++++-- experiments/config/AConvNet-SOC-12321.json | 14 ++++ notebook/experiments-SOC.ipynb | 77 +++++++++++++++------- src/data/generate_dataset.py | 9 +-- src/train.py | 10 ++- 5 files changed, 99 insertions(+), 36 deletions(-) create mode 100644 experiments/config/AConvNet-SOC-12321.json diff --git a/README.md b/README.md index 8e1253b..d0fd9c2 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ The proposed model only consists of **sparsely connected layers** without any fu | activation | linear | ReLU | ReLU | ReLU | ReLU | Softmax | ## Training -For training, this implementation fixes the random seed to `12321` for `reproducibility`. +~~For training, this implementation fixes the random seed to `12321` for `reproducibility`.~~ The experimental conditions are same as in the paper, except for `data augmentation` and `learning rate`. The `learning rate` is initialized with `1e-3` and decreased by a factor of 0.1 **after 26 epochs**. @@ -144,7 +144,7 @@ $ cd src/data $ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=94 --dataset=soc $ python3 generate_dataset.py --is_train=False --use_phase=True --dataset=soc $ cd .. -$ python3 train.py +$ python3 train.py --config_name=config/AConvNet-SOC.json ``` #### Results of SOC @@ -168,7 +168,7 @@ $ python3 train.py | AConvNet-PyTorch | 98.56 | 94.39 | 85.03 | 73.65 | | AConvNet-Official | 91.76 | 88.52 | 75.84 | 54.68 | - + ## Details about the specific environment of this repository | | | diff --git a/experiments/config/AConvNet-SOC-12321.json b/experiments/config/AConvNet-SOC-12321.json new file mode 100644 index 0000000..cd06d2b --- /dev/null +++ b/experiments/config/AConvNet-SOC-12321.json @@ -0,0 +1,14 @@ +{ + "model_name": "AConvNet-SOC-12321", + "dataset": "soc", + "num_classes": 10, + "channels": 2, + "batch_size": 100, + "epochs": 50, + "momentum": 0.9, + "lr": 1e-3, + "lr_step": [26], + "lr_decay": 0.1, + "weight_decay": 4e-3, + "dropout_rate": 0.5 +} diff --git a/notebook/experiments-SOC.ipynb b/notebook/experiments-SOC.ipynb index e9aabc4..0a3ae44 100644 --- a/notebook/experiments-SOC.ipynb +++ b/notebook/experiments-SOC.ipynb @@ -42,7 +42,7 @@ "outputs": [ { "data": { - "image/png": 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du5Y+ffrwm9/8Zk/P7u1ZTgYVhOtU06fH39t7mTs3PsJrTU14rhZ+ItknNro1hPuNGxsPqiTdcccdPPbYYwB8+OGHlJeXc/TRRzN48GAAekajDs+aNYs//vGPe5br0aNHk+s+44wzyI96tNm4cSMXXHAB77zzDmbGruhzZ9asWXzjG9+gIGrxFdve+eefz+9//3umTp1KRUUF999//z7va7bL6aC6664wevXBB9czw2GHhXsz/V5KJFOSOPLZa3yzBx7Y5y+Vc+fOZdasWVRUVNC5c2cmTJjAqFGjeOutt5JehyVcz66qqqo1rbg43uXe97//fY455hgee+wxli9fzoQmPmumTp3Kl7/8ZYqKijjjjDP2BFl7lpPXqCCJHioGDAj3Z5yxbwP7iUh6lZWF/9GbbkrZ/+rGjRvp0aMHnTt35q233uKll16iqqqK5557jn9GozTGTv0dd9xx3HXXXXuWjZ3669u3L8uWLaOmpmbPkVlD2+rfvz8Av/3tb/eUH3fccdx99917GlzEttevXz/69evHzTffzNSpU/d5X9uCnA2qoUPDl68Gg6qyMtxfdplCSiTblZXBddel7H/1hBNOoLq6miFDhnDttddy5JFH0qdPH8rLyznttNMoLS3lzDPPBOB73/seGzZsYPjw4ZSWljJnzhwAbr31Vk455RTGjx/P/vvv3+C2rrnmGq677jpGjx5dqxXgxRdfzAEHHMDIkSMpLS3lD3/4w55p5557LgMHDsyZXuZzbpiPROPGQffuMGtWPRN/+1uYOjWcG/zMZ1KyPRFpmob5aNoVV1zB6NGjueiii+qdrmE+2pExY8IRVb1ZHTuiig7JRUSywdixY3n99dc5L4d6yElbUJnZQDObY2ZLzexNM5tWzzxmZneY2btm9rqZjUlXfeozZkwYRPGDD+qZWFkJvXtDUVFrVklEpFGvvPIKzz33HB07dsx0VVpNOo+oqoH/dPehwJHA5WY2tM48JwIHRbdLgF+lsT57ifVQUe/vqSor4w0qRKRVtbVLEtmkPb52aQsqd1/l7q9GjzcDy4C659EmAfd78BLQ3cwavuqYYiNGhB//1tugQkElkhFFRUWsW7euXX7gppu7s27dOora2ZmgVmmAb2aDgNHA/DqT+gMfJjyvjMpW1Vn+EsIRF4WFhSmrV1ERDBvWSFCptZ9IqxswYACVlZWsXbs201Vpk4qKihjQzr5kpz2ozKwEmAlc5e6bWrIOdy8HyiG0+kth9RgzBv7yl9CgYs/v87ZvD/37DRyYyk2JSBI6dOiwp/cHEUhzqz8z60AIqQfc/dF6ZlkBJKbBgKis1YwZA2vXwvXXJ/RnuSKqQjv7ViIi0hals9WfAfcCy9z9Zw3M9gTw71HrvyOBje6+qoF50yJ2JvG220IvLBUVxJumK6hERDIunaf+jgLOB5aY2eKo7HrgAAB3/zXwV+Ak4F1gG9Dq/YHEmqbX1ISuwubOhbKBCioRkWyRtqBy9xeARkcZ9NCs5/J01SEZxx0XhrGp1ffs3/VjXxGRbJHTPVNACKb8fDj66IT+LCsroUcPKG6TvY2IiLQrOR9UZqG/v6FDE1qj6zdUIiJZI+eDCsIYaxs3JhQoqEREsoaCCgWViEg2U1BRJ6h27oSPPlJQiYhkCQUVdYJq5cpwr6ASEckKCirqBJV+7CsiklUUVCioREQAzOxb0fiBb5jZg2ZWZGaDzWx+NG7gQ2aWup7Bk6SgIgTVpk2hdwoFlYjkIjPrD1wJjHP34UA+cBbw38DP3f2zwAbgotaum4KKEFTusGULIai6dIGuXTNdLRGR1lYAdDKzAqAzYcilY4EZ0fTpwORMVKpN6dmzJ3Pnzk3pOgcNgp/+FObPh1GLFtG5Z09eTvE2REQyrMDMFiY8L4+GUALA3VeY2U+BfwHbgaeBV4BP3L06mi02ZmCranNBtX79eiZMmJDSdT78MFx9NbzxBvTZsQMOPjjl2xARybBqdx/X0EQz60EYdX0w8AnwCHBC61StcTr1Rzj1B1GDCv3YV0Ry0xeBf7r7WnffBTxKGAWje3QqEDIwZiAoqID45ahN66th1SoFlYjkon8BR5pZ52g8wYnAUmAOcHo0zwXA461dMQUV8SOqnR+sCk3/FFQikmPcfT6h0cSrwBJCPpQD3wH+w8zeBXoRBsRtVW3uGlU6xIKq5l9qmi4iucvdbwBuqFP8PnB4Bqqzh46oiAeVrVBQiYhkGwUVYXzE/Hwo+EhBJSKSbRRUhMETu3aForWV0KlTGN1XRESygoIq0q0bFH8SNU03y3R1REQkoqCKdOsG3TbpN1QiItlGQRXp1g16bFNQiYhkGwVVpEfX3fTasVJBJSKSZRRUkQGFa+hAtYJKRCTLKKgiB+SpabqISDZSUEX6ewgqHzAwwzUREZFECqpI310hqLb11BGViEg2UVBFelVVsoNCNnbonemqiIhIAgVVpMeWSioZwMZN+rGviEg2UVBFumyKgmpjpmsiIiKJFFSRzusVVCIi2UjjUQG403FtCKoOCioRkayiIyqAjz8mb9dOHVGJiGQhBRVAZWiarqASEck+aQsqM7vPzNaY2RsNTJ9gZhvNbHF0+6901aVJUVCtYACbNmWsFiIiUo90XqP6LfAL4P5G5nne3U9JYx2SEwXVxi46ohIRyTZpO6Jy9+eA9elaf0pVVkJBATu776egEhHJMpm+RlVmZq+Z2ZNmNqyhmczsEjNbaGYLq6urU1+Lykro148u3fMVVCIiWSaTzdNfBQ509y1mdhLwJ+Cg+mZ093KgHKC4uNhTXpPKMGBitzwUVCIiWSZjR1Tuvsndt0SP/wp0MLPMdLQXC6puCioRkWyTsaAys0+ZmUWPD4/qsq7VK+IOH3wAK1cydmeFgkpEJMuk7dSfmT0ITAB6m1klcAPQAcDdfw2cDlxqZtXAduAsd0/9ab2mPP007NgBL77Id/MmsqBkNlDW6tUQEZH6pS2o3P3sJqb/gtB8PbOefjrcu5Nfs5Oxm+fiXoapE3URkayQ6VZ/mTd8eLjPy6OmoJDZNROoqspslUREJE5BNXhwuL/wQp64cjYvUabrVCIiWURBtXlzuP/616kaHa5NKahERFLM7FHMTsas2bmjoIoFVZcudOsWHiqoRERS7pfAOcA7mN2K2SHJLqigqieo1DGtiEiKuc/C/VxgDLAcmIXZPMymYtahsUUVVDqiEhFpHWa9gCnAxcAi4HZCcD3T2GIa4TcWVMXFCioRkXQxeww4BPgd8GXcV0VTHsJsYWOLKqg2b4aSEsjLU1CJiKTPHbjPqXeK+7jGFtSpv82boUsXYM+dgkpEJPWGYtZ9zzOzHphdlsyCCqqEoMrPDw8VVCIiKfc13D/Z88x9A/C1ZBZUUCUEFaAe1EUkZ5lZdzObYWZvmdkyMyszs55m9oyZvRPd92jh6vOxhM7pzPKBwmQWVFApqEREYm4HnnL3Q4FSYBlwLTDb3Q8CZkfPW+IpQsOJiZhNBB6MypqkoNq0qVZQde2qoBKR3GNm3YCjgXsB3H2nh1N1k4Dp0WzTgckt3MR3gDnApdFtNnBNMgu2uVZ/PXv2ZO7cuSlb3xFr17Kpd2+WReucOhWqqyGFmxARyQYFVrsZeHk0enrMYGAt8BszKwVeAaYBfT3elHw10LdFW3evAX4V3ZrFMjEE1L4oLi72rVu3pm6F++0Hp50Gv/41AGedBa++Cv/4R+o2ISKSaWa2zd2LG5k+DngJOMrd55vZ7cAm4Jvu3j1hvg3u3vzrVGYHAbcAQ4GiPeXun25qUZ360zUqERGASqDS3edHz2cQeo34yMz2B4ju17Rw/b8hHE1VA8cA9wO/T2bBpILKjGlmdDXDzLjXjFfNOL6Flc0e1dVQVbVXUKmvPxHJNe6+GvjQ4p3FTgSWAk8AF0RlFwCPt3ATnXCfDRjuH+B+I3ByMgsme43qQnduN+NLQA/gfEI3GE+3pLZZI6Gfv5hu3UJ27dwJhUk1nBQRaTe+CTxgZoXA+8BUwgHNw2Z2EfAB8NUWrntHNMTHO5hdAawASpJZMNmgirV9Pwn4nTtvmtH2B2tvIKggnP7r0ycDdRIRyRB3XwzU153RxBSsfhrQGbgSuIlw+u+CRpeIJBtUr5jxNKFVyHVmdAFqWlDR7KKgEhFJv/Dj3jNxvxrYQjhSS1qyQXURMAp4351tZvRs7oayUhNBJSIiKeC+G7PPtXTxZIOqDFjszlYzziO0BLm9pRvNGgoqEZHWsgizJ4BHgPhvjNwfbWrBZJun/wrYZkYp8J/Ae4SmhW1bLKi6dt1TpKASEUmLImAdcCzw5eh2SjILJntEVe2OmzEJ+IU795pxUYuqmk10RCUi0jrcW3y5KNmg2mzGdYRm6Z83Iw9odIz7NkFBJSLSOsx+A+zdFZL7hU0tmmxQnQmcQ/g91WozDgB+0pw6ZqV6gip2FlBBJSKSUn9OeFwEnAqsTGbBpIIqCqcHgMPMOAVY4N5OrlEVFEDHjnuKCgqgc2cFlYhISrnPrPXc7EHghWQWTbYLpa8CC4AzCL9Knm/G6c2rZRaK9fNntX+7rP7+RETS7iBgv2RmTPbU33eBw9xDZ4Rm9AFmETotbLvqdEgbo/7+RERSzGwzta9RrSaMUdWkZIMqLxZSkXW0h57XGwkqHVGJiKSQ+94ftklKNmyeMuNvZkwxYwrwF+CvLd1o1lBQiYi0DrNTCaMIx553x2xyMosmFVTufBsoB0ZGt3L35A7ZspqCSkSktdyAe/yTNQxzf0MyCyY9FL07M4GZTc7YlmzeDP367VWsoBIRSbn6DoySyqBGj6jM2GzGpnpum81otLmBmd1nZmvM7I0GppuZ3WFm75rZ62Y2JpkKp5SOqEREWstCzH6G2Wei28+AV5JZsNGgcqeLO13ruXVxp2tjywK/BU5oZPqJhOaJBwGXEPoTbF2NBNW2bbBrV6vXSESkvfomsBN4CPgjUAVcnsyCSZ/6ay53f87MBjUyyyTgfnd34CUz625m+7v7qnTVqU4FQxv0BoIKwuRevVqlNiIi7Zv7VuDaliyaySbm/YEPE55XRmV7MbNLzGyhmS2srq5OzdarqmD37kaDSqf/RERSxOwZzLonPO+B2d+SWbRN/BbK3cvdfZy7jysoSNFBYD39/MUoqEREUq531NIvcN9Akj1TZDKoVgADE54PiMpah4JKRKQ11WB2wJ5n4dLQ3r2p1yNt16iS8ARwhZn9ETgC2Nhq16dAQSUi0rq+C7yA2d8BAz5PaEjXpLQFlYWecScAvc2skvDDrg4A7v5rQs8WJwHvAtuAFg+q1SKNBFVsqA/19ycikiLuT2E2jhBOi4A/AduTWTSdrf7ObmK6k2TTxLTQEZWISOsxuxiYRrjMsxg4EqggDE3fqDbRmCItYkHVde+fgymoRERSbhpwGPAB7scAo4FPkllQQVXPEVVhIRQVKahERFKoCvcqAMw64v4WcEgyC2ayMUVmNRJUoG6URERSrDL6HdWfgGcw2wB8kMyCCqqSknonK6hERFLI/dTo0Y2YzQG6AU8ls2huB1WnTtDAD4gVVCIiaeL+9+bMntvXqBo47QcKKhGRbKGgaoCCSkQkOyioGqCgEhHJDgqqBiioRESyg4KqAd26wZYtYSQQERHJHAVVA2K9U8RasYuISGYoqBoQ61lJp/9ERDJLQdUA9fcnIpIdcjOoamrCBSgFlYhI1svNoNq6NdwrqERE9jCzfDNbZGZ/jp4PNrP5ZvaumT1kZoWZqFduBlUTHdKCgkpEctI0YFnC8/8Gfu7unwU2ABdlolK5GVSxoXsVVCIiAJjZAOBk4J7ouREGNZwRzTIdmJyJurW5Tml79uzJ3Llz92kdXd56i7HAkuXLWdfAutzhpz+Fnj1hHzcnIpINCsxsYcLzcncvT3j+v8A1QOwbfC/gE3evjp5XAv3TXst6tLmgWr9+PRMmTNi3ldTUADBi/HhoZF3HHw/jx8Ott0JZ2b5tUkQkw6rdfVx9E8zsFGCNu79iZhNatVZJyM1Tf0lco6qogOpqeP55mDgxPBcRaaeOAr5iZsuBPxJO+d0OdDez2AHNAGBFJiqnoGpA7HSfO+zcqdN/ItJ+uft17j7A3QcBZwHPuvu5wBzg9Gi2C4DHM1G/3A6qWPcT9ZgwAfLzw+PCwkbPEIqItFffAf7DzN4lXLO6NxOVyO2gauSIqqwMrrgiPH7kEV2jEpHc4O5z3f2U6PH77n64u3/W3c9w9x2ZqFPuBlVeHnTu3OhsJ58c7ouLW6FOIiJSr9wNqpISMGt0tqFDw/3Spa1QJxERqVfuBlUjp/1i+vULl7EUVCIimaOgaoRZOKpSUImIZI6CqgkKKhGRzFJQNWHoUPjoI1i3Ls11EhGReimomhBrULFsWePziYhIeiiomqCWfyIimaWgasLAgeF3VAoqEZHMUFA1IS8PhgxRUImIZEruBdWuXbBjR9JBBWr5JyKSSWkNKjM7wczeNrN3zezaeqZPMbO1ZrY4ul2czvoASfXzV9fQobBihUb7FRHJhLQFlZnlA3cBJwJDgbPNbGg9sz7k7qOi2z3pqs8eLQwqUMs/EZFMSOcR1eHAu1HvuzsJg3FNSuP2krMPQaXTfyIirS+dQdUf+DDheWVUVte/mdnrZjbDzAbWtyIzu8TMFprZwurq6n2rVQuCatAgKCpSUImIZEKmG1P8HzDI3UcCzwDT65vJ3cvdfZy7jysoKKhvluRt2hTumxFU+flw6KEKKhGRTEhnUK0AEo+QBkRle7j7uoSBuO4BxqaxPkELjqhALf9ERDIlnUH1MnCQmQ02s0LgLOCJxBnMbP+Ep18B0t9cYR+C6oMPYMuWNNRJREQalLagcvdq4Argb4QAetjd3zSzH5rZV6LZrjSzN83sNeBKYEq66rNHLKi6dm3WYrEGFW+9leL6iIhIo/bxgk/j3P2vwF/rlP1XwuPrgOvSWYe97MMRFYTTf+PGpbhOIiLSoEw3pmh9mzdDYWG4NcNnPgMdOug6lYhIa8vNoGrm0RRAQQEccoiCSkSktSmomkEt/0REWp+CqhmGDoX334ft21NcJxERaZCCqhmGDgV3ePvtFNdJREQapKBqBvX5JyLS+hRUzXDQQaE7JQWViEjrUVA1Q2FhCCsFlYhI61FQNZNa/omItK7cCir3lATVu++G0exFRCT9ciuotm+Hmpp9Dqrdu+Gdd1JYLxERaVBuBVUL+/lLpJZ/IiKtS0HVTAcfDGZw991QUZGieomISIMUVM20eHG4f/ZZmDhRYSUikm4KqmaaOze0yQDYuTM8FxGR9FFQNdOECVBUVPu5iIikj4KqmcrK4qf9du+G9etTVDcREamXgqoFysrgL38JLQAvvTS+WhGRtsrMBprZHDNbamZvmtm0qLynmT1jZu9E9z1au265FVSbNoX7fQwqgI4d4Z57oLISrr9+n1cnIpJp1cB/uvtQ4EjgcjMbClwLzHb3g4DZ0fNWlVtBFTv0KSlJyerKyuCKK+Cuu2DevJSsUkQkI9x9lbu/Gj3eDCwD+gOTgOnRbNOBya1dt4LW3uC+6tmzJ3Nb2NTuM0uX0q+oiOeffz5l9Zk8OXRUu2hR6FbJLGWrFhFJpQIzW5jwvNzdy+ub0cwGAaOB+UBfd18VTVoN9E1rLevR5oJq/fr1TGhpU7s//AG6d2/58g3YsQNOOgluvBFuuCGlqxYRSZVqdx/X1ExmVgLMBK5y902W8O3b3d3MPI11rFfunfpLwfWpuk48Ec45B266Ca66Sj8CFpG2ycw6EELqAXd/NCr+yMz2j6bvD6xp7XopqFLk3HNDc/Xbb1ePFSLS9lg4dLoXWObuP0uY9ARwQfT4AuDx1q6bgipFXnsN8qJXc/t2mDkzLZsREUmXo4DzgWPNbHF0Owm4FTjOzN4Bvhg9b1Vt7hrVPtm8Gfr3T8uqJ0wITdZ37Agjidx9Nxx/fLiJiGQ7d38BaKg52MTWrEtdOqJKkbIymD0bbr4ZHnkEBg8O165+/vN434AiItJ8uXdElaagghBWZWXh8QknwJQp8B//Ac88E8q/+MX4dBERSY6OqNKkpAQefhguvhiefBL+67/C6cFnn22VzYuItBu5E1S7d8O2ba0WVBAaV3z60/FGFjt3wpe+BKedBg88ABs3htaBt9yiVoIiIg3JnVN/W7aE+1YMKog3sti5EwoK4JRTQndLjz0WntfUhGtYBQXw/e/D0UfD/vvDv/4FCxbAMcfodKGI5LbcCaoU9ZzeXLFGFnPnhtAqKwvh9NJL8J3vwAsvhPl27QqnB+vKz4evfx3OPBPGjoXXX6+9LhGR9s68jTVJKy4u9q1btzZ/wWXLwrgcDz4IZ52V+oq1QEVF+HHwzp3QoUPojf1TnwpN22fM2Lu1YF5eKIsdgV18cQivPn1g9Wp4++14k/i8vNrbqS/cGioXkfbHzLa5e3Gm69ESOqLKoPqOtgA6d4Y//zkEWGFhPLT+539gzpwwT3U1/PrXe6/z5z8PIdW7d7gVFsKSJeEoLj8/9KAxZAisXQt33hnWU1AAP/1pCL2iInjrLXj1VRg/Hg4/PCxXUBDKXnwxlI8ZEy771dSEU5QvvQTHHhuCtyDhXdXckExVebZuW0SaL61HVGZ2AnA7kA/c4+631pneEbgfGAusA8509+WNrbPFR1R33glXXhnG5LjssuYv38rq+6BLPAIrLAyDN372s3DbbfDLX4bQyMsL17kOPhg+/jiEy/Ll8fWapf93XZ06Qdeu4ShxxYqwPTMYODCUbdkCH30Ur89++4Vw3rkTVq6Mz9+vX9jP7dvD/Inr6do1/Lj63XdDeV4elJZCr14hKDdvDq9XLKA/97kwbf16eP75ELJ5eSFwO3UKr9Vbb8XXddRRMGhQaH/z+ONh/vx8OPts6NsXPvggXGeMreekk0K5WajrX/4Stl1QEH5bN3Fi+K35e+/Bc8+13yBuD9tua/uXrLZ8RJW2oDKzfOAfwHFAJfAycLa7L02Y5zJgpLt/w8zOAk519zMbW2+LgqqiIvx1d+4MLRvmzGmzX3OTCbDZsxueNmsWjBoVXoLTTw/XxgoK4Gc/C6H3u9+FTuZjoTdpUjiV+Ne/hqO82Af5ySeHD+enn4Y//SlefuyxYf2bNoWjrNdfj9d9xAgYOTKchV20KB48o0fDsGFh3tdeC/OahXlHjIA33wzzx8qHDw9DqyxbFm4xgwaFcKuuDgNarlwZn9a3bzjCXLsW1iR0qXnggaFlZmUlvPNOvPxTnwpvlY8+gqqqeHleXiivqQlBGdOlS3yYsy1bkhv1uVevENC7du0dxJ06hYD+8MN4+YAB4YgXwrTELwH9+sWXqRv29ZUPGBC2XVUVGu7Eyvv3D9vYtg1WrYqX77df2G8I+71mTXxanz7xXlnWrq1dXlS09/z77Rfei3Xn7907vp6PP45/oerVK3zBcQ/TPvkk/hp27x6m7dpVu7xHj7CNXbvCl5PE+QsKwnoS/0YlJfEzAdXV8bZXidPqlhcXx8sTP5Ji5bt3156/c+fwZae6Ovw9Yjp2jJ+q3707/K/GFBaGZWLlZuE1TfwfT1ZbDircPS03oAz4W8Lz64Dr6szzN6AselwAfEwUng3dOnfu7M324x+75+WFyzv5+eF5OzNvXtitefOSn1Zf+bx57p06hZepU6f4tOaWp3JdbXnbRUXu99zj/thj7l/+srtZeBuauR92mPvUqe6jRsWuPIbyESPczzwz3CeWjxzpftZZ7mefHR4nTistdT/nnHCfTPmIEe5f/ar78OF7b+Occ/au05gx7lOmhNuYMbWnjR0b9mPs2Nr7F1um7vyx8rrzjx3rfuGFe5ePG+f+ta+5f/3r7ocfXnvaEUe4X3ppuE8sP/xw90suCa9x3fLLLnM/8sja5WVl7ldeGW5lZfVPq1s+frz7tGnhvm55Q/NfdZX7UUfVLv/8592vvtr9298Oj+tOq1ve0o8wYKun6fM+3bd0BtXphNN9sefnA7+oM88bwICE5+8BvetZ1yXAQmBhYWFh8/9CjX2qyF6aE2yNladyXe1h2+0xiNvbttva/jVHWw6qdJ76Ox04wd0vjp6fDxzh7lckzPNGNE9l9Py9aJ6PG1pvi69R6eq2ZIFcvY7Slrbd1vYvWW351F86g6oMuNHdvxQ9vw7A3W9JmOdv0TwVZlZAGOa4jzdSqRYHlYhIDmvLQZXOLpReBg4ys8FmVgicRRiAK1HigFynA882FlIiIpJ70vY7KnevNrMrCA0m8oH73P1NM/shsNDdnyCMJvk7M3sXWE8IMxERkT1yp2cKEZEcplN/IiIiaaKgEhGRrKagEhGRrNbmrlGZWQ2wvckZ61cAVKewOm1Jru679ju3aL8b1snd2+TBSZsLqn1hZgvdfVym65EJubrv2u/cov1un9pkuoqISO5QUImISFbLtaAqz3QFMihX9137nVu03+1QTl2jEhGRtifXjqhERKSNUVCJiEhWy5mgMrMTzOxtM3vXzK7NdH3SxczuM7M10VhfsbKeZvaMmb0T3ffIZB3TwcwGmtkcM1tqZm+a2bSovF3vu5kVmdkCM3st2u8fROWDzWx+9H5/KBrBoN0xs3wzW2Rmf46et/v9NrPlZrbEzBab2cKorF2/z3MiqMwsH7gLOBEYCpxtZkMzW6u0+S1wQp2ya4HZ7n4QMDt63t5UA//p7kOBI4HLo79xe9/3HcCx7l4KjAJOMLMjgf8Gfu7unwU2ABdlroppNQ1YlvA8V/b7GHcflfDbqXb9Ps+JoAIOB9519/fdfSfwR2BShuuUFu7+HGHIlESTgOnR4+nA5NasU2tw91Xu/mr0eDPhw6s/7Xzfo1HGt0RPO0Q3B44FZkTl7W6/AcxsAHAycE/03MiB/W5Au36f50pQ9Qc+THheGZXlir7uvip6vBrom8nKpJuZDQJGA/PJgX2PTn8tBtYAzwDvAZ+4e6xLnfb6fv9f4BqgJnrei9zYbweeNrNXzOySqKxdv8/TNnCiZCd3dzNrt79JMLMSYCZwlbtvCl+yg/a67+6+GxhlZt2Bx4BDM1uj9DOzU4A17v6KmU3IcHVa2+fcfYWZ7Qc8Y2ZvJU5sj+/zXDmiWgEMTHg+ICrLFR+Z2f4A0f2aDNcnLcysAyGkHnD3R6PinNh3AHf/BJgDlAHdzSz2RbQ9vt+PAr5iZssJp/KPBW6n/e837r4iul9D+GJyOO38fZ4rQfUycFDUIqiQMOT9ExmuU2t6ArggenwB8HgG65IW0fWJe4Fl7v6zhEntet/NrE90JIWZdQKOI1yfmwOcHs3W7vbb3a9z9wHuPojw//ysu59LO99vMys2sy6xx8DxwBu09/d5rvRMYWYnEc5p5wP3ufuPMluj9DCzB4EJQG/gI+AG4E/Aw8ABwAfAV929boOLNs3MPgc8Dywhfs3iesJ1qna772Y2knDxPJ/wxfNhd/+hmX2acKTRE1gEnOfuOzJX0/SJTv1d7e6ntPf9jvbvsehpAfAHd/+RmfWiPb/PcyWoRESkbcqVU38iItJGKahERCSrKahERCSrKahERCSrKahERCSrKahE6jCz3VHP1LFbyjr4NLNBiT3bi0jT1IWSyN62u/uoTFdCRAIdUYkkKRoH6LZoLKAFZvbZqHyQmT1rZq+b2WwzOyAq72tmj0VjRb1mZuOjVeWb2f+Lxo96OupRQkQaoKAS2VunOqf+zkyYttHdRwC/IPR0AnAnMN3dRwIPAHdE5XcAf4/GihoDvBmVHwTc5e7DgE+Af0vr3oi0ceqZQqQOM9vi7iX1lC8nDFL4ftQB7mp372VmHwP7u/uuqHyVu/c2s7XAgMQufKIhSJ6JBrjDzL4DdHD3m1th10TaJB1RiTSPN/C4ORL7ntuNrhWLNEpBJdI8ZybcV0SP5xF68AY4l9A5LoQhwS+FPYMbdmutSoq0J/omJ7K3TtGIuTFPuXusiXoPM3udcFR0dlT2TeA3ZvZtYC0wNSqfBpSb2UWEI6dLgVWISLPoGpVIkqJrVOPc/eNM10Ukl+jUn4iIZDUdUYmISFbTEZWIiGQ1BZWIiGQ1BZWIiGQ1BZWIiGQ1BZWIiGS1/w/WNqiMuIVHawAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -145,7 +145,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "load test data set: 2425it [00:18, 134.26it/s]\n", + "load test data set: 2425it [00:01, 2208.65it/s]\n", "d:\\ivs\\project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\aconvnet-pytorch\\venv\\lib\\site-packages\\torch\\nn\\functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at ..\\c10/core/TensorImpl.h:1156.)\n", " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n" ] @@ -154,18 +154,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best accuracy at epoch=0 with 12.91%\n", - "Best accuracy at epoch=1 with 66.10%\n", - "Best accuracy at epoch=2 with 90.85%\n", - "Best accuracy at epoch=3 with 94.47%\n", - "Best accuracy at epoch=4 with 98.27%\n", - "Best accuracy at epoch=5 with 98.60%\n", - "Best accuracy at epoch=7 with 98.97%\n", - "Best accuracy at epoch=15 with 99.05%\n", - "Best accuracy at epoch=25 with 99.09%\n", - "Best accuracy at epoch=27 with 99.18%\n", - "Final model is epoch=27 with accurayc=99.18%\n", - "Path=D:\\ivs\\Project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\AConvNet-pytorch\\experiments/model/AConvNet-SOC\\model-028.pth\n" + "Best accuracy at epoch=0 with 68.49%\n", + "Best accuracy at epoch=1 with 95.42%\n", + "Best accuracy at epoch=3 with 97.28%\n", + "Best accuracy at epoch=4 with 97.98%\n", + "Best accuracy at epoch=6 with 98.27%\n", + "Best accuracy at epoch=8 with 98.72%\n", + "Best accuracy at epoch=9 with 99.05%\n", + "Best accuracy at epoch=16 with 99.09%\n", + "Best accuracy at epoch=17 with 99.22%\n", + "Best accuracy at epoch=21 with 99.26%\n", + "Best accuracy at epoch=24 with 99.30%\n", + "Final model is epoch=24 with accurayc=99.30%\n", + "Path=D:\\ivs\\Project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\AConvNet-pytorch\\experiments/model/AConvNet-SOC\\model-025.pth\n" ] } ], @@ -251,7 +252,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -269,8 +270,8 @@ "\n", "sns.reset_defaults()\n", "ax = sns.heatmap(_conf_mat, annot=True, fmt='d', cbar=False)\n", - "ax.set_yticklabels(mstar.target_name, rotation=0)\n", - "ax.set_xticklabels(mstar.target_name, rotation=30)\n", + "ax.set_yticklabels(mstar.target_name_soc, rotation=0)\n", + "ax.set_xticklabels(mstar.target_name_soc, rotation=30)\n", "\n", "plt.xlabel('prediction', fontsize=12)\n", "plt.ylabel('label', fontsize=12)\n", @@ -288,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -335,17 +336,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ratio = 0.01, accuracy = 98.52\n", - "ratio = 0.05, accuracy = 94.56\n", - "ratio = 0.10, accuracy = 85.11\n", - "ratio = 0.15, accuracy = 73.11\n" + "ratio = 0.01, accuracy = 98.97\n", + "ratio = 0.05, accuracy = 95.71\n", + "ratio = 0.10, accuracy = 88.58\n", + "ratio = 0.15, accuracy = 76.95\n" ] } ], @@ -357,6 +358,36 @@ " print(f'ratio = {ratio:.2f}, accuracy = {noise_result[ratio]:.2f}')\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "load test data set: 1151it [00:00, 2098.24it/s]\n" + ] + } + ], + "source": [ + "test_set = load_dataset('dataset', False, 'eoc-1', 100)\n", + "m.load(best_path)\n", + "_conf_mat = confusion_matrix(m, test_set)\n", + "\n", + "sns.reset_defaults()\n", + "ax = sns.heatmap(_conf_mat, annot=True, fmt='d', cbar=False)\n", + "ax.set_yticklabels(mstar.target_name_soc, rotation=0)\n", + "ax.set_xticklabels(mstar.target_name_soc, rotation=30)\n", + "\n", + "plt.xlabel('prediction', fontsize=12)\n", + "plt.ylabel('label', fontsize=12)\n", + "\n", + "\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 5f3a262..56b5b50 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -15,13 +15,14 @@ flags.DEFINE_string('dataset', default='soc', help='') flags.DEFINE_boolean('is_train', default=True, help='') flags.DEFINE_boolean('use_phase', default=False, help='') -flags.DEFINE_integer('chip_size', default=94, help='') +flags.DEFINE_integer('chip_size', default=100, help='') +flags.DEFINE_integer('patch_size', default=94, help='') FLAGS = flags.FLAGS project_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) -def generate(src_path, dst_path, is_train, use_phase, chip_size, dataset): +def generate(src_path, dst_path, is_train, use_phase, chip_size, patch_size, dataset): if not os.path.exists(src_path): return if not os.path.exists(dst_path): @@ -29,7 +30,7 @@ def generate(src_path, dst_path, is_train, use_phase, chip_size, dataset): print(f'Target Name: {os.path.basename(dst_path)}') _mstar = mstar.MSTAR( - name=dataset, is_train=is_train, use_phase=use_phase, chip_size=chip_size, patch_size=88, stride=1 + name=dataset, is_train=is_train, use_phase=use_phase, chip_size=chip_size, patch_size=patch_size, stride=1 ) image_list = glob.glob(os.path.join(src_path, '*')) @@ -57,7 +58,7 @@ def main(_): ( os.path.join(raw_root, mode, target), os.path.join(output_root, target), - FLAGS.is_train, FLAGS.use_phase, FLAGS.chip_size, FLAGS.dataset + FLAGS.is_train, FLAGS.use_phase, FLAGS.chip_size, FLAGS.patch_size, FLAGS.dataset ) for target in mstar.target_name_soc ] diff --git a/src/train.py b/src/train.py index d032ae5..29e2cad 100644 --- a/src/train.py +++ b/src/train.py @@ -14,6 +14,7 @@ import json import os +from data import preprocess from data import loader from utils import common import model @@ -22,14 +23,17 @@ flags.DEFINE_string('config_name', 'config/AConvNet-SOC.json', help='') FLAGS = flags.FLAGS -#common.set_random_seed(12321) +# common.set_random_seed(12321) -def load_dataset(path, is_train, name, batch_size): +def load_dataset(path, is_train, name, batch_size): + transform = [preprocess.CenterCrop(88), torchvision.transforms.ToTensor()] + if is_train: + transform = [preprocess.RandomCrop(88) torchvision.transforms.ToTensor()] _dataset = loader.Dataset( path, name=name, is_train=is_train, - transform=torchvision.transforms.Compose([torchvision.transforms.ToTensor()]) + transform=torchvision.transforms.Compose(transform) ) data_loader = torch.utils.data.DataLoader( _dataset, batch_size=batch_size, shuffle=is_train, num_workers=1 From 39e23a3a456493493e8fcded5aa2bb7c11b76406 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 00:21:01 +0900 Subject: [PATCH 02/22] asdf --- src/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/train.py b/src/train.py index 29e2cad..df6d686 100644 --- a/src/train.py +++ b/src/train.py @@ -30,7 +30,7 @@ def load_dataset(path, is_train, name, batch_size): transform = [preprocess.CenterCrop(88), torchvision.transforms.ToTensor()] if is_train: - transform = [preprocess.RandomCrop(88) torchvision.transforms.ToTensor()] + transform = [preprocess.RandomCrop(88), torchvision.transforms.ToTensor()] _dataset = loader.Dataset( path, name=name, is_train=is_train, transform=torchvision.transforms.Compose(transform) From 03ba0ad54463f3ef7749a2fa5b19707147ab499f Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 11:18:30 +0900 Subject: [PATCH 03/22] jpg conversion --- README.md | 2 +- experiments/config/AConvNet-SOC.json | 2 +- requirements.txt | 3 ++- src/data/generate_dataset.py | 21 +++++++++++++++------ src/data/loader.py | 6 +++--- 5 files changed, 22 insertions(+), 12 deletions(-) diff --git a/README.md b/README.md index d0fd9c2..de9bbfd 100644 --- a/README.md +++ b/README.md @@ -141,7 +141,7 @@ MSTAR-PublicMixedTargets-CD1/MSTAR_PUBLIC_MIXED_TARGETS_CD1 - Place the two directories (`train` and `test`) to the `dataset/raw`. ```shell $ cd src/data -$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=94 --dataset=soc +$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=94 --patch_size=88 --dataset=soc $ python3 generate_dataset.py --is_train=False --use_phase=True --dataset=soc $ cd .. $ python3 train.py --config_name=config/AConvNet-SOC.json diff --git a/experiments/config/AConvNet-SOC.json b/experiments/config/AConvNet-SOC.json index 86349f2..ade1d69 100644 --- a/experiments/config/AConvNet-SOC.json +++ b/experiments/config/AConvNet-SOC.json @@ -2,7 +2,7 @@ "model_name": "AConvNet-SOC", "dataset": "soc", "num_classes": 10, - "channels": 2, + "channels": 1, "batch_size": 100, "epochs": 50, "momentum": 0.9, diff --git a/requirements.txt b/requirements.txt index b9e8863..3fa5a21 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,5 @@ tqdm==4.61.2 torchvision==0.10.0+cu111 matplotlib scikit-learn -seaborn \ No newline at end of file +seaborn +Pillow \ No newline at end of file diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 56b5b50..44217c4 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -3,6 +3,7 @@ from absl import app from multiprocessing import Pool +from PIL import Image import numpy as np import json @@ -13,8 +14,7 @@ flags.DEFINE_string('image_root', default='dataset', help='') flags.DEFINE_string('dataset', default='soc', help='') -flags.DEFINE_boolean('is_train', default=True, help='') -flags.DEFINE_boolean('use_phase', default=False, help='') +flags.DEFINE_boolean('is_train', default=False, help='') flags.DEFINE_integer('chip_size', default=100, help='') flags.DEFINE_integer('patch_size', default=94, help='') FLAGS = flags.FLAGS @@ -22,7 +22,15 @@ project_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) -def generate(src_path, dst_path, is_train, use_phase, chip_size, patch_size, dataset): +def data_scaling(chip): + r = chip.max() - chip.min() + t = (chip - chip.min()) / r + t = t * 255 + 0.5 + t = np.squeeze(t, axis=2) + return t.astype(np.uint8) + + +def generate(src_path, dst_path, is_train, chip_size, patch_size, dataset): if not os.path.exists(src_path): return if not os.path.exists(dst_path): @@ -30,7 +38,7 @@ def generate(src_path, dst_path, is_train, use_phase, chip_size, patch_size, dat print(f'Target Name: {os.path.basename(dst_path)}') _mstar = mstar.MSTAR( - name=dataset, is_train=is_train, use_phase=use_phase, chip_size=chip_size, patch_size=patch_size, stride=1 + name=dataset, is_train=is_train, chip_size=chip_size, patch_size=patch_size, stride=1 ) image_list = glob.glob(os.path.join(src_path, '*')) @@ -41,7 +49,8 @@ def generate(src_path, dst_path, is_train, use_phase, chip_size, patch_size, dat name = os.path.splitext(os.path.basename(path))[0] with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) + + Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) def main(_): @@ -58,7 +67,7 @@ def main(_): ( os.path.join(raw_root, mode, target), os.path.join(output_root, target), - FLAGS.is_train, FLAGS.use_phase, FLAGS.chip_size, FLAGS.patch_size, FLAGS.dataset + FLAGS.is_train, FLAGS.chip_size, FLAGS.patch_size, FLAGS.dataset ) for target in mstar.target_name_soc ] diff --git a/src/data/loader.py b/src/data/loader.py index 800eec1..2890fa3 100644 --- a/src/data/loader.py +++ b/src/data/loader.py @@ -1,6 +1,6 @@ import numpy as np -import torchvision +from skimage import io import torch import tqdm @@ -42,13 +42,13 @@ def __getitem__(self, idx): def _load_data(self, path): mode = 'train' if self.is_train else 'test' - image_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.npy')) + image_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.bmp')) label_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.json')) image_list = sorted(image_list, key=os.path.basename) label_list = sorted(label_list, key=os.path.basename) for image_path, label_path in tqdm.tqdm(zip(image_list, label_list), desc=f'load {mode} data set'): - self.images.append(np.load(image_path)) + self.images.append(io.imread(image_path)) with open(label_path, mode='r', encoding='utf-8') as f: _label = json.load(f) From ca04b0aa118f794b15fdd19835dfe65d63a74ed0 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 11:38:42 +0900 Subject: [PATCH 04/22] bug fix --- src/data/preprocess.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/src/data/preprocess.py b/src/data/preprocess.py index fa096b1..6f1a296 100644 --- a/src/data/preprocess.py +++ b/src/data/preprocess.py @@ -35,8 +35,11 @@ def __call__(self, sample): h, w, _ = _input.shape oh, ow = self.size - y = np.random.randint(0, h - oh) - x = np.random.randint(0, w - ow) + + dh = h - oh + dw = w - ow + y = np.random.randint(0, dh) if dh > 0 else h + x = np.random.randint(0, dw) if dw > 0 else w return _input[y: y + oh, x: x + ow, :] From f91d056c5f4a950214e9562efd14d65ea2aebc35 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 11:41:07 +0900 Subject: [PATCH 05/22] bug fix --- src/data/preprocess.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/data/preprocess.py b/src/data/preprocess.py index 6f1a296..7957627 100644 --- a/src/data/preprocess.py +++ b/src/data/preprocess.py @@ -38,8 +38,10 @@ def __call__(self, sample): dh = h - oh dw = w - ow - y = np.random.randint(0, dh) if dh > 0 else h - x = np.random.randint(0, dw) if dw > 0 else w + y = np.random.randint(0, dh) if dh > 0 else 0 + x = np.random.randint(0, dw) if dw > 0 else 0 + oh = oh if dh > 0 else h + ow = ow if dw > 0 else w return _input[y: y + oh, x: x + ow, :] From 59d4b7944ee17231cb78e3334c41538535814957 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 12:10:47 +0900 Subject: [PATCH 06/22] bug fix --- src/data/generate_dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 44217c4..ff00412 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -25,7 +25,7 @@ def data_scaling(chip): r = chip.max() - chip.min() t = (chip - chip.min()) / r - t = t * 255 + 0.5 + t = np.round(t * 255) t = np.squeeze(t, axis=2) return t.astype(np.uint8) From 7661c495af95a34d2c3fba7cd2e3a718a8b18821 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 15:31:54 +0900 Subject: [PATCH 07/22] weight init --- README.md | 8 ++++---- src/model/network.py | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index de9bbfd..841bb75 100644 --- a/README.md +++ b/README.md @@ -141,21 +141,21 @@ MSTAR-PublicMixedTargets-CD1/MSTAR_PUBLIC_MIXED_TARGETS_CD1 - Place the two directories (`train` and `test`) to the `dataset/raw`. ```shell $ cd src/data -$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=94 --patch_size=88 --dataset=soc -$ python3 generate_dataset.py --is_train=False --use_phase=True --dataset=soc +$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=100 --patch_size=90 --dataset=soc +$ python3 generate_dataset.py --is_train=False --use_phase=True --chip_size=128 --patch_size=88 --dataset=soc $ cd .. $ python3 train.py --config_name=config/AConvNet-SOC.json ``` #### Results of SOC -- Final Accuracy is **99.18%** (The official accuracy is 99.13%) +- ~~Final Accuracy is **99.18%** (The official accuracy is 99.13%)~~ - You can see the details in `notebook/experiments-SOC.ipynb` - Visualization of training loss and test accuracy ![soc-training-plot](./assets/figure/soc-training-plot.png) -- Confusion Matrix with best model at **epoch 28** +- ~~Confusion Matrix with best model at **epoch 28**~~ ![soc-confusion-matrix](./assets/figure/soc-confusion-matrix.png) diff --git a/src/model/network.py b/src/model/network.py index ea1b13e..4a98478 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -12,7 +12,7 @@ def __init__(self, **params): self.classes = params.get('classes', 10) self.channels = params.get('channels', 1) - _w_init = params.get('w_init', lambda x: nn.init.kaiming_uniform_(x, nonlinearity='relu')) + _w_init = params.get('w_init', lambda x: nn.init.normal_(x, std=0.01)) _b_init = params.get('b_init', lambda x: nn.init.constant_(x, 0.1)) self._layer = nn.Sequential( From 5333e210a36cb5fab996e0dcc777e3546b40f45e Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 15:37:06 +0900 Subject: [PATCH 08/22] filter size - official repository --- src/model/network.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/model/network.py b/src/model/network.py index 4a98478..782d44d 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -25,11 +25,11 @@ def __init__(self, **params): w_init=_w_init, b_init=_b_init ), _blocks.Conv2DBlock( - shape=[6, 6, 32, 64], stride=1, padding='valid', activation='relu', max_pool=True, + shape=[5, 5, 32, 64], stride=1, padding='valid', activation='relu', max_pool=True, w_init=_w_init, b_init=_b_init ), _blocks.Conv2DBlock( - shape=[5, 5, 64, 128], stride=1, padding='valid', activation='relu', + shape=[6, 6, 64, 128], stride=1, padding='valid', activation='relu', w_init=_w_init, b_init=_b_init ), nn.Dropout(p=self.dropout_rate), From b46cbd6b2d5df09bde5839c0ed2c1af67661bda4 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 15:40:43 +0900 Subject: [PATCH 09/22] ??? --- src/model/network.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/model/network.py b/src/model/network.py index 782d44d..1c1be85 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -29,7 +29,7 @@ def __init__(self, **params): w_init=_w_init, b_init=_b_init ), _blocks.Conv2DBlock( - shape=[6, 6, 64, 128], stride=1, padding='valid', activation='relu', + shape=[5, 5, 64, 128], stride=1, padding='valid', activation='relu', w_init=_w_init, b_init=_b_init ), nn.Dropout(p=self.dropout_rate), From a4d97c24ad6ecfbf7d396ee7fd6558d696722cc4 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 15:49:13 +0900 Subject: [PATCH 10/22] ??? --- src/model/network.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/model/network.py b/src/model/network.py index 1c1be85..ea1b13e 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -12,7 +12,7 @@ def __init__(self, **params): self.classes = params.get('classes', 10) self.channels = params.get('channels', 1) - _w_init = params.get('w_init', lambda x: nn.init.normal_(x, std=0.01)) + _w_init = params.get('w_init', lambda x: nn.init.kaiming_uniform_(x, nonlinearity='relu')) _b_init = params.get('b_init', lambda x: nn.init.constant_(x, 0.1)) self._layer = nn.Sequential( @@ -25,7 +25,7 @@ def __init__(self, **params): w_init=_w_init, b_init=_b_init ), _blocks.Conv2DBlock( - shape=[5, 5, 32, 64], stride=1, padding='valid', activation='relu', max_pool=True, + shape=[6, 6, 32, 64], stride=1, padding='valid', activation='relu', max_pool=True, w_init=_w_init, b_init=_b_init ), _blocks.Conv2DBlock( From c8f87f61e5ff4223a9d691ae7763b2b607118f83 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 16:30:28 +0900 Subject: [PATCH 11/22] ??? --- src/train.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/train.py b/src/train.py index df6d686..4410600 100644 --- a/src/train.py +++ b/src/train.py @@ -24,7 +24,7 @@ FLAGS = flags.FLAGS -# common.set_random_seed(12321) +common.set_random_seed(12321) def load_dataset(path, is_train, name, batch_size): @@ -103,7 +103,9 @@ def run(epochs, dataset, classes, channels, batch_size, accuracy = validation(m, valid_set) - logging.info(f'Epoch: {epoch + 1:03d}/{epochs:03d} | loss={np.mean(_loss):.4f} | lr={lr} | accuracy={accuracy}') + logging.info( + f'Epoch: {epoch + 1:03d}/{epochs:03d} | loss={np.mean(_loss):.4f} | lr={lr} | accuracy={accuracy:.2f}' + ) history['loss'].append(np.mean(_loss)) history['accuracy'].append(accuracy) From 641bfe634d875470e47e3d6b78a57458006b0a75 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 16:46:00 +0900 Subject: [PATCH 12/22] init --- src/model/network.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/model/network.py b/src/model/network.py index ea1b13e..28621dc 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -12,7 +12,7 @@ def __init__(self, **params): self.classes = params.get('classes', 10) self.channels = params.get('channels', 1) - _w_init = params.get('w_init', lambda x: nn.init.kaiming_uniform_(x, nonlinearity='relu')) + _w_init = params.get('w_init', lambda x: nn.init.kaiming_normal_(x, nonlinearity='relu')) _b_init = params.get('b_init', lambda x: nn.init.constant_(x, 0.1)) self._layer = nn.Sequential( From a0792dd8f6c7ac6a5a9a866c3955e9b1475c00cc Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Wed, 28 Jul 2021 17:15:16 +0900 Subject: [PATCH 13/22] stride --- src/model/network.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/model/network.py b/src/model/network.py index 28621dc..4b6d826 100644 --- a/src/model/network.py +++ b/src/model/network.py @@ -34,7 +34,7 @@ def __init__(self, **params): ), nn.Dropout(p=self.dropout_rate), _blocks.Conv2DBlock( - shape=[3, 3, 128, self.classes], stride=3, padding='valid', + shape=[3, 3, 128, self.classes], stride=1, padding='valid', w_init=_w_init, b_init=nn.init.zeros_ ), nn.Flatten() From 117a59287d5787b9cf388ce94165a56f999129bd Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Thu, 29 Jul 2021 17:33:19 +0900 Subject: [PATCH 14/22] data scaling with phase --- README.md | 2 +- experiments/config/AConvNet-SOC.json | 6 +++--- src/data/generate_dataset.py | 17 +++++++++-------- src/data/loader.py | 2 +- 4 files changed, 14 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index 841bb75..881bcc4 100644 --- a/README.md +++ b/README.md @@ -141,7 +141,7 @@ MSTAR-PublicMixedTargets-CD1/MSTAR_PUBLIC_MIXED_TARGETS_CD1 - Place the two directories (`train` and `test`) to the `dataset/raw`. ```shell $ cd src/data -$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=100 --patch_size=90 --dataset=soc +$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=128 --patch_size=104 --dataset=soc $ python3 generate_dataset.py --is_train=False --use_phase=True --chip_size=128 --patch_size=88 --dataset=soc $ cd .. $ python3 train.py --config_name=config/AConvNet-SOC.json diff --git a/experiments/config/AConvNet-SOC.json b/experiments/config/AConvNet-SOC.json index ade1d69..c066fdc 100644 --- a/experiments/config/AConvNet-SOC.json +++ b/experiments/config/AConvNet-SOC.json @@ -2,12 +2,12 @@ "model_name": "AConvNet-SOC", "dataset": "soc", "num_classes": 10, - "channels": 1, + "channels": 2, "batch_size": 100, - "epochs": 50, + "epochs": 100, "momentum": 0.9, "lr": 1e-3, - "lr_step": [26], + "lr_step": [50], "lr_decay": 0.1, "weight_decay": 4e-3, "dropout_rate": 0.5 diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index ff00412..6ad81d2 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -17,6 +17,8 @@ flags.DEFINE_boolean('is_train', default=False, help='') flags.DEFINE_integer('chip_size', default=100, help='') flags.DEFINE_integer('patch_size', default=94, help='') +flags.DEFINE_boolean('use_phase', default=True, help='') + FLAGS = flags.FLAGS project_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) @@ -24,13 +26,10 @@ def data_scaling(chip): r = chip.max() - chip.min() - t = (chip - chip.min()) / r - t = np.round(t * 255) - t = np.squeeze(t, axis=2) - return t.astype(np.uint8) + return (chip - chip.min()) / r -def generate(src_path, dst_path, is_train, chip_size, patch_size, dataset): +def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dataset): if not os.path.exists(src_path): return if not os.path.exists(dst_path): @@ -38,7 +37,7 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, dataset): print(f'Target Name: {os.path.basename(dst_path)}') _mstar = mstar.MSTAR( - name=dataset, is_train=is_train, chip_size=chip_size, patch_size=patch_size, stride=1 + name=dataset, is_train=is_train, chip_size=chip_size, patch_size=patch_size, use_phase=use_phase, stride=1 ) image_list = glob.glob(os.path.join(src_path, '*')) @@ -50,7 +49,9 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, dataset): with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) + _image = data_scaling(_image) + np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) + # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) def main(_): @@ -67,7 +68,7 @@ def main(_): ( os.path.join(raw_root, mode, target), os.path.join(output_root, target), - FLAGS.is_train, FLAGS.chip_size, FLAGS.patch_size, FLAGS.dataset + FLAGS.is_train, FLAGS.chip_size, FLAGS.patch_size, FLAGS.use_phase, FLAGS.dataset ) for target in mstar.target_name_soc ] diff --git a/src/data/loader.py b/src/data/loader.py index 2890fa3..c56d770 100644 --- a/src/data/loader.py +++ b/src/data/loader.py @@ -42,7 +42,7 @@ def __getitem__(self, idx): def _load_data(self, path): mode = 'train' if self.is_train else 'test' - image_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.bmp')) + image_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.npy')) label_list = glob.glob(os.path.join(project_root, path, f'{self.name}/{mode}/*/*.json')) image_list = sorted(image_list, key=os.path.basename) label_list = sorted(label_list, key=os.path.basename) From ea857af4cbde9a41406e01d72307a7cd35f9d1b3 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Thu, 29 Jul 2021 17:40:34 +0900 Subject: [PATCH 15/22] data scaling with phase --- src/data/loader.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/data/loader.py b/src/data/loader.py index c56d770..9f5e2d3 100644 --- a/src/data/loader.py +++ b/src/data/loader.py @@ -48,7 +48,7 @@ def _load_data(self, path): label_list = sorted(label_list, key=os.path.basename) for image_path, label_path in tqdm.tqdm(zip(image_list, label_list), desc=f'load {mode} data set'): - self.images.append(io.imread(image_path)) + self.images.append(np.load(image_path)) with open(label_path, mode='r', encoding='utf-8') as f: _label = json.load(f) From 7c52b7ee068baa8925bcea48a12bab49bac8cfe1 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 11:56:36 +0900 Subject: [PATCH 16/22] fdzz --- README.md | 6 +++--- notebook/experiments-SOC.ipynb | 4 ++-- src/data/generate_dataset.py | 3 ++- 3 files changed, 7 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 881bcc4..9d72dd0 100644 --- a/README.md +++ b/README.md @@ -141,14 +141,14 @@ MSTAR-PublicMixedTargets-CD1/MSTAR_PUBLIC_MIXED_TARGETS_CD1 - Place the two directories (`train` and `test`) to the `dataset/raw`. ```shell $ cd src/data -$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=128 --patch_size=104 --dataset=soc -$ python3 generate_dataset.py --is_train=False --use_phase=True --chip_size=128 --patch_size=88 --dataset=soc +$ python3 generate_dataset.py --is_train=True --use_phase=True --chip_size=100 --patch_size=94 --use_phase=True --dataset=soc +$ python3 generate_dataset.py --is_train=False --use_phase=True --chip_size=128 --patch_size=128 --use_phase=True --dataset=soc $ cd .. $ python3 train.py --config_name=config/AConvNet-SOC.json ``` #### Results of SOC -- ~~Final Accuracy is **99.18%** (The official accuracy is 99.13%)~~ +- ~~Final Accuracy is **99.05%** (The official accuracy is 99.13%)~~ - You can see the details in `notebook/experiments-SOC.ipynb` - Visualization of training loss and test accuracy diff --git a/notebook/experiments-SOC.ipynb b/notebook/experiments-SOC.ipynb index 0a3ae44..dfb126d 100644 --- a/notebook/experiments-SOC.ipynb +++ b/notebook/experiments-SOC.ipynb @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 6ad81d2..d3fcf97 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -49,7 +49,8 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - _image = data_scaling(_image) + _image[:, :, 0] = data_scaling(_image[:, :, 0]) + _image[:, :, 1] = data_scaling(_image[:, :, 1]) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From ff5b51411904b093c773de0f7dc755e90a0608e4 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 13:49:17 +0900 Subject: [PATCH 17/22] target chip --- notebook/target-chip.ipynb | 191 +++++++++++++++++++++++++++++++++++ src/data/generate_dataset.py | 6 +- 2 files changed, 194 insertions(+), 3 deletions(-) create mode 100644 notebook/target-chip.ipynb diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb new file mode 100644 index 0000000..7a4673c --- /dev/null +++ b/notebook/target-chip.ipynb @@ -0,0 +1,191 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "6cf0382b", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "\n", + "import json\n", + "import glob\n", + "import sys\n", + "import os\n", + "\n", + "sys.path.append('../src')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "349146fc", + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "import torchvision\n", + "import torch\n", + "\n", + "from utils import common\n", + "from data import loader\n", + "import model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "85856f24", + "metadata": {}, + "outputs": [], + "source": [ + "def load_dataset(path, is_train, name, batch_size):\n", + "\n", + " _dataset = loader.Dataset(\n", + " path, name=name, is_train=is_train,\n", + " transform=torchvision.transforms.Compose([torchvision.transforms.ToTensor()])\n", + " )\n", + " data_loader = torch.utils.data.DataLoader(\n", + " _dataset, batch_size=batch_size, shuffle=is_train, num_workers=1\n", + " )\n", + " return data_loader" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7142ada0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "load test data set: 2425it [00:11, 214.82it/s]\n" + ] + } + ], + "source": [ + "test_set = load_dataset('dataset', False, 'soc', 100)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "721912c2", + "metadata": {}, + "outputs": [], + "source": [ + "for images, labels in test_set:\n", + " break\n", + " \n", + "amplitude, phase = images[0, 0, :, :], images[0, 1, :, :]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60de3351", + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(amplitude, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee1ab4ef", + "metadata": {}, + "outputs": [], + "source": [ + "amplitude = np.abs(amplitude)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "786d6b29", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\ivs\\project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\aconvnet-pytorch\\venv\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log10\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "\n", + "amplitude = 20 * np.log10(500 * amplitude + 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "72391850", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(amplitude, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a0a611b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index d3fcf97..1f78c22 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -48,9 +48,9 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat name = os.path.splitext(os.path.basename(path))[0] with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - - _image[:, :, 0] = data_scaling(_image[:, :, 0]) - _image[:, :, 1] = data_scaling(_image[:, :, 1]) + if not use_phase: + _image = np.abs(_image) + _image = 20 * np.log10(500 * _image + 3) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From 1d0a63ec82b6a91c574efc7dd9b00b060411b40d Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 13:57:36 +0900 Subject: [PATCH 18/22] target chip --- notebook/target-chip.ipynb | 195 ++++++++++++++++++++++++++++------- src/data/generate_dataset.py | 2 + 2 files changed, 162 insertions(+), 35 deletions(-) diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb index 7a4673c..e9ea841 100644 --- a/notebook/target-chip.ipynb +++ b/notebook/target-chip.ipynb @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, - "id": "6cf0382b", + "execution_count": 43, + "id": "691fc50c", "metadata": {}, "outputs": [], "source": [ @@ -21,8 +21,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "349146fc", + "execution_count": 44, + "id": "d71a712d", "metadata": {}, "outputs": [], "source": [ @@ -37,8 +37,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "85856f24", + "execution_count": 45, + "id": "51ffc900", "metadata": {}, "outputs": [], "source": [ @@ -56,15 +56,15 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "7142ada0", + "execution_count": 46, + "id": "548ed77e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "load test data set: 2425it [00:11, 214.82it/s]\n" + "load test data set: 2425it [00:11, 218.89it/s]\n" ] } ], @@ -74,76 +74,115 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "721912c2", + "execution_count": 60, + "id": "21e061b9", "metadata": {}, "outputs": [], "source": [ "for images, labels in test_set:\n", " break\n", " \n", - "amplitude, phase = images[0, 0, :, :], images[0, 1, :, :]\n" + "amplitude, phase = images[0, 0, :, :], images[0, 1, :, :]\n", + "# amplitude = images[0, 0, :, :]\n" ] }, { "cell_type": "code", - "execution_count": null, - "id": "60de3351", + "execution_count": 61, + "id": "b1b40b61", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(amplitude, cmap='gray')" ] }, { "cell_type": "code", - "execution_count": null, - "id": "ee1ab4ef", + "execution_count": 50, + "id": "cae1779b", "metadata": {}, "outputs": [], "source": [ - "amplitude = np.abs(amplitude)" + "amplitude = np.abs(amplitude)\n", + "amplitude = 20 * np.log10(500 * amplitude + 3)" ] }, { "cell_type": "code", - "execution_count": 24, - "id": "786d6b29", + "execution_count": 51, + "id": "5b8fe626", "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "d:\\ivs\\project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\aconvnet-pytorch\\venv\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log10\n", - " \"\"\"Entry point for launching an IPython kernel.\n" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "\n", - "amplitude = 20 * np.log10(500 * amplitude + 3)" + "amplitude = (amplitude - amplitude.min()) / (amplitude.max() - amplitude.min())\n", + "plt.imshow(amplitude, cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "72391850", + "execution_count": 53, + "id": "a1887fc7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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RoxgbG0M2m4XRaBQj53A40NTUJOs0Pz9/Wd37vw7QqRcVLRQKoVAoIJPJoK2tTZREDWczmYwoWCAQkBBUp9Ohra0Nra2tshG5XA7xeBwzMzOS+zgcDnR0dMDhcIhBsVgssriBQABzc3N46aWXkMlkRAktFgvsdjtsNhv0er14srNnz8pzaLVajI2NwWw244477hBghEJMT33//ffj137t1yQUA5bR8ZGREcRisbqSIUO/M2fOSG6eTqeRSCTEE3Ad6bVYMjMYDGhqaoLFYhGBtNvtsr75fB6lUgmvvfYaQqEQduzYgQ9/+MOw2WwYHR1FpVJBf38/2traMDc3h89//vOCV5jNZnz0ox/FjTfeiGQyiXg8LvfAtICVhGQyKWvJUL9UKqGvr09KnOVyGclkUqKl1atXw+/3w+l0olgsSnmVhphpH41hLBbDwsICKpWKhLc2mw1GoxGVSgWLi4twOp3QarU4d+4cHnzwQTEO1WoVqVQKDQ0NsNvt8jt6YTUdU1Mx7isdT6VSwejoKB588EExoExD1fCdnrlarWJ6ehqvvfYaCoUC/H6/VA+cTidqtRpisRg8Hg/e9773IRwO49FHH8XExAS+853v4Mc//jHsdrusk8/ng8PhQGdnJzwej8jFgw8+eFn9u6LKDkA2I5vNolQqvQkQ46XmsA6HA6VSSSwqgTStVluH8GazWeRyOUHRiZAzTKOyOxwOuFwuZLNZMRgs+RA1ZcnObDYL+q9yBIDlGinzPioZr4aGBng8HvF0FIB8Po+ZmRkRCgobvd/8/LyALzRkkUhEnqtarUrYqdPpJH9US5W8d1Yr6HFSqRSmpqbQ19cndWsKKNOe6elpTExMSJnMbDYjFAohHo8jk8mgUCiI5wYgURV/iJOoCkBDT+Sa6RoxkMbGRkkriNZTLtR7JCaSzWbl+fi8er0elUoFxWJRwvBEIoGpqSmpngCQ/JwKrHpu4kJqxEWAT63gMP0Ih8OIRqNwOp1i4Pha4g3c+0qlItiKXq+XkjDljlFRIBCQfN5isWBxcRHhcBilUklK07lcTvTB4XDIfavyt/K6ospeKBQwOTkpXkZFlfP5fB14ZjKZ0NbWBq1Wi3Xr1smCVKtVdHR0iIduaGhAKpXCj370I/nsxcVFxONxzM7OoqmpCb/+67+Onp4e8fqFQkEEmWEsN+nEiRP4whe+gJaWFnziE59AS0sLdDqdkEa0Wi1aW1vxkY98BB0dHQgEAnA6nQCWw0AKz8LCAjKZjOR4AETQa7UazGazADrFYlEAHlWpmP/Z7XbJ0ZhXq8CmwWBAc3MzGhsb4fP5BJm1WCwAAI/Hg2KxiAsXLiCTyeDcuXP4zne+Izkxw14qamdnJxYXF7GwsIBqtYqf/OQnOHPmjCDYDD0LhQJ+/OMfY3R0VJSiq6sLH/jAB+DxeMRwMUqo1WpiiDOZTB1KzTyXEZVKHCFQmUgkcOnSJcRiMezZswc7duwQbkS5XEYikUCtVsP4+DgKhQIuXrwoMsY9oqHhvns8HnR3d0t6xBCfCsqUhRHowYMH8frrryOXy8FisaCtrU0MBd/j9/sxODgIg8GAVColRB0arlwuB41Gg2AwKI6I6SAd2nvf+17k83lxGsFgEMeOHUOhUMD09LQAjiphKp/PX1b/rqiyVyoVKaGonowLBEAstNlshtvthslkkpCHoA8FmeE4c5h4PC5KvLCwgGAwiLa2NnzsYx+TsD2VSolyUcgByMZPT0/j0KFD6O3txX333QeLxVLnnarVqpTX1q1bh2QyKagwf5iL07hYLBaJWhjBMLzjRnE9SBqh9yDLjZEMvTGwDAySOeZyueD3+9Hc3IympibBMviMTIWKxSJCoRAOHz4Mm82GpqYmwRF4Xx6PR4xRPp/HpUuXcObMGWzevBkNDQ3yHOVyGceOHcOBAwek7gxAKhaqovG5uZbMv9WSlFrqYqREck86nUYymRQ2nt1ux9q1azE+Pl5HSCmXy5ienkYkEkE4HK7LwymHdDAARMmY97PyQwVS15sEmBdeeAE2mw39/f0wmUyC5fA1rImT1ba4uChryeiD6QkAqdcT5zCZTNi0aRMsFgva29vR1NSEV199FadPn5Zoj/gXZYJR0eWuK6rsZHLRCqqhNsExLrTBYBBrpwI6VCaioNzc7du3o729Xaz2xMQEXnrpJWSzWTz77LMYHR1FIBCA3+9HJpNBNBpFPB6H0+lET08PnE4nHA6HhMEmkwmvvPIKDh8+DJfLhV//9V8XK9/Y2Aiz2YxsNishmQo48R7oqaampjAzMyMhqEajQUtLi6DEDLMZBlerVQEiLRaL5LEM4yg0i4uLgt4zbCZ9dX5+Xu5Hp9MJSLlt2zY0NTXBZrPB4/GgVCphZmZGDC8JJPRkakRCDzs9PQ2bzSZGLp1OC71Zp9MhHo/jhRdeQCAQQEdHB9xut3gz1piZDhFUUysqVDIAokREvOPxuFQ7jh07JvIQj8eFM6Guc3d3NzZu3IiFhQXs378fyWQSO3fuxOrVq+vSiNbWVuEfMLqk4qgGhJEF2XQkyvCeCezq9XokEglhXbIEWiwWxYDzmVklKJVKaGpqEgPC9TSZTKhUKsKSzOfzUj6lDnHdVho29briyh6JRGRR1XqkamUpBMzNaXlZB15YWBB65NTUFKxWK3bv3o2mpib5rhdffBHHjx9HJBLBd77zHZjNZtx1113Yu3cvstksIpEICoUCPB4P7HY7mpub0dDQgNbWVmzcuBFTU1P4zGc+g/Pnz+Nzn/scPvWpTwkKDCxFAqlUqo7tRQGhcFD4Tp06hWeffVaE0mw249d+7dewfft2KRsRJc5kMmJA6KUZwpIpVywWxVgZDAbY7XbJ26rVKtLptAg7MQXm47t374bX65WQPRwO45FHHhEUl8/AaIGCy7/l83mMjY3BYDBgenpawDYVs4hGo/je974Ht9uNj3zkI2hraxOFoNBzvZinq/0MNOpkpWUyGUQiEZw/fx6ZTEb4By+//DL2798Pv9+P7u5uAMtsNT77mjVrcNddd2F8fBzHjh1DLBbDzTffjPvuu0+iBIKhjMyYalCRWFIk845rDgCJRKKOAGO32yXyjEajdYw2pmWUexp1/q1araKtrQ2Dg4Mwm81SWjQYDKhUKkilUoKlMBrj2jHF+JVR9pV1bnpwYJkiSsSVIAu9lUajgd1uF047AQr+TS15AEth0aZNmxAKhTAzM4PFxUXZDC62GuLyKpVKki8HAgFks1kBRBYXF5FOpyXcVEtSBFy48QCkNMRwi4qq0+kkhE0kElhYWEA8HhfrrpaTTCYTgGVeNgAJ2RnyEqBjGKo2uRBNJw0VgOSgXHf1Wokkq6QQvpfGTF1/eiJ+ZzKZlFCdWAzXR00/aNiBeoBMLevRS6phMLDscQmi0hkwTVBLuDqdDmvXroXP54PP5xN5Ue9NBcvUsh9TK1YE1AhkJU5Do0XDprI3eW8qiKd+58q1p4zS+DudTqHLplIpZDKZOpadSjx7q+uKo/Gq8BAxZm2cjKFSqSS1buaBZrMZXV1d8Hq9mJ+fRygUgk6ng9vtFk430VDyhP/gD/4AoVAIX/rSl3Dy5EkJ2aempjAyMiKbpzKmYrEYTp48iWq1ir1796JUKsHlcuHs2bNIpVKIRqN19MutW7fC6/VKyU4F3Hw+H7RaLQ4dOiTCSgEnUnz69GkcOnSoLvdubm6G0+mEy+US8gxrzHa7HaVSCW63W/jxDEXZBRaJRIRhNj8/D5fLhVWrVsFut0vuS948S1g0QKrQEUyigKolPN4PjRuZZBRQltZ4jwaDAQ6HQwg3AOrC1JWkJ14qgSWRSAjYxTIfowpSnhnG83Oi0SiGh4dhtVrxn//zfxalZg2bmALTFZJZ6AjI9FT7EdQ0g5daXVCNBNcSgKyNyvcgFsNIgoaFnrxQKMg6rVq1Cl/4whcwPj6Ov/zLv8Tk5CT8fr80xbAD73LXFVd2YDknU9tYmQ/zXxVEU8EHNjYQreXmqYQGbl5DQ0Mdy45ekHkihUoVbIab7EIjOJfJZJBOp5FKpcTy6/V6pNNpZLPZupRE/TvTEZfLJdEB8+pUKiU0UvLqV5b1KBTqOvF3DIHL5bIYR9V7sxzJ5wWW2WEE+9jiS6FUCSmqB+O/KsBI785UhALPEhsjsZWKoYbtXCdGLapnZJ1e3TN1jfmM9PhsklLDePLVGQ1ZLBakUimJCohFqC3WjAx4H/wOPrd6/ytLXapnVY3CSoKNmsZQLrmexK9U4JJGkc1abrdbsBq1lPgr49m5qGrjAmvURKJJkqAgMjRLJpP41re+henpaaRSKaRSKflct9uNa665Bk6nU5TObDbD4XDIZxAM4aIAy00I5FQnEgkJ6bgBBKxIgyXIRIF47bXXpCMtGo3C5/NJXux2u2G1WrF9+3b8+Z//OYaGhvB//s//QSwWw/Hjx4VCqrLYgGV+P4lFqoDYbDYAkGYRdq8xX6YXpSDzYgrC8C+dTiMSiSCTyWBiYgLZbLaON+BwOKSqwchHLfEAkDKZ0+mETqfD/Pw8stksOjo68O53vxuBQEBKePzhs6l1YYKxatrAf+nV1HCXLDTuRTwex7lz52A0GqWFmFiMwWBAPB5HMpnE+Pg4NBoN/H6/kK1YZmPVRaU+08DS4zL6oyzTyFFpWVtXe9trtZoQtFRDxPc2NjZKtYZswlAoBI1GI05EZdvx8x544AHE43FMTk4K/kSc5nLXFffsKsFjZQMM8xP+jdaUwnb06FEcO3YMTqcTbrcbAOq60ujVqNi0eCpwodIw1d8RLaanokEg55tRhRr2VypLbZ6FQgEzMzMYHh5GZ2cn1q1bV9dI0tbWhjVr1sDj8eChhx6SOun8/LxYeJW6ybWgkKnhHgXJ4XDIT1NTEzQajaC/qjHjv/w8ElJisRjGxsYkPCaRheE9oyG+n15fBYR48fWZTAa1Wg0ulws33HADWlpa5J7oHWko1QiGa/5Wyq52ffFfApWUl8XFRQF+WblhrZplu1KphEgkgnK5jL6+PsEDiInQoPB+1MhKLauqa8HXqE5L7cdX01W2QdN783fEfNQ6PUFaViJUr02Z2rJlC8rlMg4ePCgVEbWz8K2uKw7QqYukljcaGhqQz+dlg1TQweVyiSell1Xr06lUCk8//TSOHj0qQmKxWOD3+yXPNhgMOHr0KL72ta+JIaFRoLJxUans/H8VRKRXYm5I6mZjYyO2bNkCr9crtM9IJCJ/j0ajCAaDKJfLdZ1/XBcCXOr9MISs1ZaYbxaLBVu2bBHlZvpCHIHGSK/Xo6Ghoe5vdrtdWmnJRiQQCiwpEgkwfX19GBwcRCaTkVIPAEm9VPYeQVaj0Yi2tjY0NzeLN5+fn0c8Hpe0i6VKgpRMW9R8XUXDuT+811QqJUKtGupVq1bh9ttvF46+RqOR+jMAAUZZsjtz5gzOnTtX55mpsIODg0LmYiq3detWFItFDA4OIpvN4sKFCzh58qSg8oxMaCgZSdJJ0PHwR2ViUu7UkhzXWp1ApJKo+B4a1q6uLoyPjwvt+XLXFffsRIeJWFPYAoGA5GH0HFwkj8cj4Q/zM24kWUOPP/64oK6sK/t8PgBL5RGj0YjXX38dr7zyCrq6unDdddcJC4wCpyq3itCqVFreN71lKBTC1NQU1q9fj49//OPQaDQIhULI5/OIRqMySOLVV1+VDbXZbHXIMiMFlh0BSEhOj5hMJuFyudDX14dNmzZJSSocDiMYDNYxpzgJh73twFJ1orW1VcJfgllcRwCIxWKYm5tDW1sburq6pCcglUrV4SxsY6VRpJAHAgG0trbCbrcLek1l5w89uxr+k+VHZVc5CvyefD4vgByVnenPmjVr8Fu/9VtwOp1Sljt16hRGRkYkciHwtbi4iPHxcYTD4Tp547785m/+Jjo7O0X+PB4Purq6BIA1Go349re/jQsXLghVVcVLGKGRN0FvrdPp4PP56ry4Sm1WGZ1caxo8Rrc0HGra4fV6hbgTi8V+rne/4nX2RCIhnU8A6tBfelxaJ4JIKglBLdmoQAcbQOhlVIoqSR38LnZiETdQc2LVs6tcdwJEtKjMi/lcGo1GlJW5Fck7bAklGKSG436/X3jh9BJkUNGCAxBePw0A04iVABPXTafTobGxEVdddRXMZjPGx8elXr2wsCAEEYJ7JpNJRjr5/X5ZLwoy+whUb8g1VLEYFWdR0yXy57l/ACSyUIEvVflKpRLC4TASiQQuXLhQpwwA0N3djaamJgwMDNSVX1eWxPg9Kiir7reaUoRCIVy4cEEA1IaGBnR0dNRRd7lXlBX1c9SoTAVFSYqhTL1VyVmdOqMCoZRbnU4nYCPxDPZ69PT04Oqrr8bc3Nxl9e+KKns+n8fw8DDcbjdcLpcMGlCVnIQQlltMJhPS6TQAiNKrJAZuFHN4TmZRF5sKrYbnDJP4N9W703Aw/1PDTVJOVY/I/2Y+5fP5YDQaMTc3h5MnTyKVSkmUwjyU93/LLbfg/e9/v0Qt7B9IJBJ1uaLNZpOIYH5+XpBalsFUYIYEmtbWVuzduxeRSARf+9rXMDQ0JN6nUCgIh6C/vx9OpxNr1qyB1+uFwWCQKgN73cnuI3hXqVREsQEIbz+VSgkZyGq1yn4tLi4iGo0K8Kk2c7BjrlwuC07D6UVPP/00nnvuuTolYHh/11134QMf+ICwDNU1IY6zuLgo0QCVjmShlZdWq8XRo0dx7tw5wQXWrFmDzZs3S7depVKByWRCc3OzlCOp4CvxDhoYAom5XA4LCwtiLOx2u6Su2WxW+hDUoRmqwczn8zJCjeXodevWoaOjA6tWrcItt9yCw4cPX1b/rqiyM49h+MjFJyBFpSfIRIYQlYl8eXKIVYu8sj9YzXWYX1LZGVrxX1WpCCACyxxq1XKrltloNMLtdqOpqQlGoxHz8/NSjiPizWYflRzEe9LrlwZser1eAJBnj8ViglyrJA4qKfNWegNeKyMU9g7QKzA85jPTUJDP4PV60djYKJUA1nvVi59N48n70umWO8gYAanei/fLSwW6+LnlclkMGb0dDYgaDZHX0NbWho6ODmnYoYIAqCvZXq6Uu7IMptVqpWuSyk68RZU3euiVkRWf2Wg0vqnmzmfn96jhOmWc6809V2niXDMaK+67VquVBh5WGC53XXGAjt49Go3CbrfD4/GgWq1K4wcJDF1dXTICaHp6GjqdDtu3b8fq1aulIYLCUK1WZTPUuWlULnUopMojVplmJIEQqFH/ZT1TJZFwKuqWLVvg8Xhw8eJF/Omf/qmErywRcXILhYIApNvthsVikemsHGDIe+NG87OAJWN54cIFBIPBNyHXBMoIDjF0zmQysFqt+PSnP410Oo2nn34aBw4cEEF3Op1Yt24dWltb4ff74XK5cP78eRw7dgzZbBbz8/N16wxA1oYDRVhitFgsqFaraG5uxsDAAKxWK44cOSJUXzXMZfgLQKKFkZERmUC7adMm+P1+tLa24l3vehdmZ2dx7NgxuFwufPrTn8b69evR29sr7/ve974HvV6Pq6++Gm63W9aeQGo+n8fc3JxQj9UZBkTuVZCW0cPU1BS+/OUvi8cmus/RV1z3hoYGWQer1Vo3CoxYgTpZ2eVyCVCbz+cRDAZx+vTpOkZkV1eXAI7AckmWYKVOp8PAwEAdR2Qlp0G9fin97KSGcoAAwQdaUw7eI4BGxldLSwu6urowMzODqakp8X60dhQklcbJkJlDAd+K4AEspwiqB+HmrsQLVCu+YcMGDAwMIBQK4bXXXkM+n5f32e12iU6A5QiEwkXqbigUgtVqrcu9mZfx/xllLCws1N2/mnasDPu4rkajEVu2bIFWq8Xp06fx6quvigCZTCY0NDSgublZBBAAwuGw8AreyjMxX2SHolpy4mhldXoNjazqSXkPjBZSqRSOHz+OXC4nnY4OhwMej0e8m8lkwpYtW3DdddfJ5yWTSZw5cwYGgwG9vb11rZ8rGW1MDxgtqpgNoz+V7JVKpXDo0CFUq1VJ01j6VVMnkqc4zotyp/Z+MOJRR2EBy1jWzMyM8EOoF4yeVpYAmUKRAXg5+rd6XXHPrtPpcMsttwiivLCwIOWxcrmMPXv2SKeUz+cTumKtttR3zHy/vb0dsVhM5nVRoXp7e9HX1ydhoEajkfCGQqYyr0KhkFBISSzhfVLRVD42UD+Kev/+/XjjjTdw/PhxGbiggjnValU2lwpC670yrSB6SzIFO9uY3jCl4FqyBks2IYcXqiO4+Nlcw76+Ptx7770YHx/HoUOHBDVmaFqr1eD1erFr1y4B3yqVisyUJ32ZSs50YWWV4syZM9DpdJidnRUCFF/HgRNUggMHDuDpp59GMBiUMWR8ZnrbtrY23H777dBqtdi3bx8OHjwoSjExMSEGZ3Z2VioV/M7m5mbo9Xpcf/31YggqlQpOnTqFl19+WejZTAEJtPL3DNnVujsdUrlchs1mQyAQwMDAgOAuzN9VtqF6eAb3iBFlqVSSyIiMSjZmkQgFLDslGiTOSFTTgstdV9yz6/V66To6ffo09u/fj5mZGQExbrnlFtxxxx0C3kUiEWlf9Hq9aGpqkgedmJgQISSw09vbi127dtWRGqh8tLwcFJFMJnH06FGZ86aG4AxVWdpjfV3N86rVKo4cOSItoiqJB1jukTcYDDL00m6313k2/jdTGQDilaiEBK5U0Ib5rhppMApRT8shBsGyTG9vLzZs2ICXX34ZJ06ckHp/LpcTQ+fz+WSIJFOLs2fPYmpqSp5LjXzU7yYGc/bsWVQqFYTDYUklaIyYypDoc+DAAezbt08qGTabTZ6Z0V17ezvWr1+P+fl5fPvb38bo6KgM66AB0ev1mJ2dFYINFdjn86GhoQG33norAoGA7OE//uM/4qc//amkgRaLRSi1DK9ZraDnpKdmxENjHAgEsHr1aoRCIczOzooHp3Kqyq6SbpLJpERgBC0TiYQAve3t7ZiampIcnd6bkWU2m0UoFJKqya+MsjudTuzevRvNzc3ilXjkUn9/P2q1mkx9mZqawqlTp5BIJGQKSa22dOQPvS57mwmsEe0maUMth6ilIobE9Eoul0uIJgDqFBFYBpPU0hAJGvx+lt6Aeu63CkCpiqEyA9UBhFRkFVMgEAQs54hquKaiwio6rJaVGOnwXoDlYRb8fLUcyRIba+Dk9lOZqexcV6A+p6Rx4X3zc+jNVZCK/AG2EBsMBiwuLgqRiGBrMpmUYSAcrqGy/NRSIPcZQB2HQjW0HR0deMc73lEXGbJSwLyZCL/RaER/fz+8Xi+mp6cxPj4uI5051pw0bg6f5Lpwj61WK1pbW+sIMyRCsROPE2fZJqtOqeXa85k0Gk2dDKp78VbXFVX2jo4OfPnLX4ZOp5MJnz09PTJZBQBaWlpQLBaxf/9+fOlLXwKwJGjMT9Rw2ul0orOzUwYG0BMnk0kBvNS8iqUYlYHX0NAgtWUV4SyVShJRqMMOSTe9dOmShHIM1Tl2iGEiQUfWRGl9tVqtlIhYcmFYT09MxaG3p0KrR2Wx1s8SosqXp9CyQYWfSdyB9GBguWOL7DuVq8CBHu3t7bDZbMjn84KOkyvBAQ7k0odCIbzyyivI5/NYt26d9F7zu+LxOABIatXX14fu7m7Mzc3h6NGj8hqWYH0+H7LZrHSBcT49DS8jIxVwpUKrA1C4jlSI6667DuvXr8fMzAwef/xxRCIRWCwWkSNGV4uLi7BYLLjvvvtw/fXX47vf/S6+9rWvoaurC5/73Ofg8/lw6dIljI+PIxKJSEcmuzB57w0NDdi+fTvy+bxUHZLJJAqFAlwuF7q7u+u4HiaTqa5ph5GQ6lgY/arzDC53/VJaXLk5RM8ByJlttFZkHTFUAiB95sCyt+VkV4az9AIqKs1RVFxEYLnUA0AWVvWOpVJJOtQYCdAz8jvU9kOVAENlWjk/XPU2/FxgeRQXBXElN54lRbWOqyLHzOX5OYwQeK8M+5jrMVz2er1ifFaWkPh7KiawZHQ56IFNJ1xP5sJUJHVNVGaZanx5ce0zmQycTqesq5oOqWAecQ8VaFtJYGH0ov43jSfXj0xDjudmHq0aRVYKOJTC7XbD4/HIQaBOp1P4D2zBVUtzvEeW08h8I8rOaJTfx/uiLKrgLp9npQPjGqjVpre6rqiyT09P47//9/+O973vfdi+fXtdtxOFnOWKDRs24Etf+hLGxsbw+OOPIxqN1oWwVHaScjimJ5/Pi6WzWq1Ip9N4+OGHcfHiRQFgOjo6cM011wj5oVar1Y2RJjBYqVRkGg1pvdxI5t5UHqvVWjfWqlqtYnh4WNBfnmUGQKiq5XIZ7e3tcroLOdzxeFwOXpydnZVSFtF9GgZgOSzW6ZbOqiOhhiEhp9m0tbUJiAYAV111FT772c/W0UgbGxvh9/vh8/nQ1taG6elp/N3f/R2i0Sg+9KEP4dprr8XIyAgeffRRtLW14VOf+hTa2tpkDU6fPi2nvrz73e+GRqOpUyIAAuxpNJo6L8z6ORs8mDIQ1SfHolwuy6TdhYUFJJNJidjUEFZNY7q6ulAqlXD27FmYzWaZUc9oLR6PS74ei8VkqCfnBlx33XXSMz42NobW1lZ87GMfg9lsxsTEBEZHR3H48GFMTEzIZ5IPkc/n5cBNyhC9Pp2K2qxFpebrmGpS1okdkXLMdZqZmcHFixf/7x0S8S+9MpkMDh06hOuvv76uZquGYWzT83q96Ovrg81mww9/+MO6UpoaijHvpCEgeKKCa2fPnsXhw4fFQmezWfT398uEGeb7BOWI3nOoApVEzeX5e5U5xUYHbo7qKSiM7LumBzIYDDKAgxaaCqgy0jjMQq2lM1KgR6ai8+9qzsxjrpmDclBnKpXCqVOnhKXIioHb7cbc3BzOnz+PiYkJvPOd75Sjp0ZHR0VgyRcwGo2YmJiQtfB4PHV4gDp5aOX4cBoCjsNmKapQKIhxo8fjWpI6Sg/KdEn1yjqdri7KW1hYEPYZ14K1eO4n5YfrazQaZTa7VqtFMpmEzWbDmjVrkM8vHb3FE3BDoZDIei6XQzgcriPLqJRtYBl/ASCpGH+/kr6tVgXUi88dDodx9uxZiYLf6rqiyk6iQDAYxHPPPQen0wmv14tcLifNI/Pz8wLc+f1+ma9ORVN5z7Sabrcbu3btwpo1a+RwQ77eaFw6Dbajo0Moig6HQyZ+MlwdHh4WKiOjDQI3drsdFotFwnh6dm4A82WOUKIw9/f3o7m5GalUCvF4XIRPBcHotUgwIh4wMzOD3t5e3HrrrXJiCtttGa6pDK5SqYSRkRGUSiUpH/HoI/53Op0Wg2A0GqWbkMIaDAZRKpVw7bXXoqGhQSiyiUQCjz/+OM6dOweNRoOPfexjaGhokEk3ly5dQjgcxtTUFMbGxsRb63Q6OcqY5U4yDFWwkoJNpVUZlTzqS83JaaTT6bQYeBXr4DPlcjm0tLSgtbVV+Bpk6XFohzq2Sj1lCIBUKiYmJpBIJGRIKEuijNgI1lIZVSxBLeEODQ3h6aefxuLiImKxGCwWC66//nrBq/gZTNn4nASGWXImGUqn0yEcDiMejyMajf5ccA64wsrOWfA8hKCnpweDg4PI5XKIRCICGAGAz+eTUJb5O1APsJBJVK0uDerbvHkzTpw4ISe+ajQaGUXd3t4uJ71YLBZhWDEcP3PmDC5evFjHN+cUVp60SitKVp3KcjOZTHWceq1Wi+7ubuh0OkxMTIjhoAWnsSC4SISZp6SEQiHcfPPN+OAHPyghHNtmCdoRS6Cy81x3ei72utM7kj7LshRLPWTKHT9+HKOjowCA22+/XYQ6mUzimWeewbPPPosPfOAD+C//5b+Il00kEnjttddw8uTJOl46x0UNDAygoaGhjhpLr0vaq6rsJJ+oys6QO5PJyNqpZB5WB6hoHC9Gg85zAWnA5+fn5XtUSjRJM8RBGJHMzs4imUxKasjBoarcMoKgsVGVnWnX2NgYnn/+eaTTaczMzKChoQHXXHMNGhoa5CRclfbK5+Q+OBwOtLa2ii7Vakun605MTCAej7/J66+8rjipplwuC0rNY4jppdWbZemlVCrB6/VCr9dL+yIVXm0BPH36NMrlspwLXqlU5DRMhqjMmQiYMIRmjk3BY17EcI5MslqtJqE7Q0OVQLOy7EVwivk8S3Iqn1k9GIATeogCEwlmOqI2eqilOIbUfr9fFJk1fwoszyMjxyCdTiMajSKRSAhbDoCc/rJv3z4sLi5i06ZN6Orqkrx69erV4n1JRCLmAUCiH9KXWXGgAnDvqJyMMtSjrPi85XIZc3Nzdew8gliM0misWc5jLsv59el0Gvv374fT6URzc7Mc+aSWZCmTNNpqKkSAl8bG6XTWHTbCFJCGi9RgGnatVosNGzbUEcKMRqOMVJ+cnITZbEYymZSaPZ3Z3NxcXfmVxg+ARJ8EGxkdqjn/yuuX0giTSCSQTqcxPDyM+fl5uN1ubNmyBQ6HQx6UD18qldDd3S2TRjjdlZRBWvJHH31UvAXzK3YAcdN4djbDRIPBgJaWFjmmp6GhQY4/poKQ2kqlZf2TSkoFJzFFzbWYy3q9XrS1tYkSAxCeNDffbDbL0cn0PvwheMfwlAQblvRYF161apXknJymS8LG7OyshPgmkwnDw8PYv38/yuWyPBNBvvPnz+O//bf/ht7eXvz+7/8+ent75e+pVEqGXMzOzopB9Hq9SCQSkkdTKDklRvV4KguM3HqWV1WyCafvnj59Gg6HQ06wXb16taD26mtpPCqViswgDIVC+B//43+gs7MTv/d7vydAJU9zZefZzMwMMpmMDOVUR1+TJNPU1ASTyYRkMimjt5lPczz3pUuXEI/HUSqVkEql4PF4cP/992PHjh2YnZ3F3NycHAZZrVbxxhtv4Ny5c/B4PMJMJM/gwoULSKVSaG1tlTPhAoFAHbBNijOdzMTExGX174qX3lQmktpmyXCUyk6hYNkIgDCSaO1UK0wAyGaz1RFngOWDJxgFUKFYy6aQqR1gavMKX0fAjdac5SQAdZ6HRkCtWasUTADizdS8Vc3vVl40cCphRwVy+H4+s0ajEaSZz8FaM41OPB4X70AP4XA4ZF4d2WPspdfrl0Y6c3oNDY9a3gKW+fO8GNFRIRmRcf1orFiKVQlFvHjvFGqy5shtIAGG30XgslpdOiOeRzir5UBGQLVaTcg7zJHpIHQ6XR1gq5Y11WiO5UUCqJRlpibM6xnVsLGKsxYZ5VFu2aFHkJDHZ/PkYYK5BHnViOly1xU//okjeWk5Gc5SedRQj5tNAWZrK1tBGd6pm0NKLD2eynajAWFZhOEemXuspXZ1daFYLAoNlt14wNL4LOa/BoNBvBmFk39j+ys7m1gz57M5HA44nU75HIbdRPNtNhscDgfcbrf0MatMt5X1fQoYwRuDwSCHU1gsFnzoQx9Cd3e30I+5RqybFwoFtLa2yniwTCaDhoYGOVaJQxoPHDiABx98EFarFZs2bZLyJkN1Cj9BSipHJpORqIrrwPsGlowZn5lhfCqVgt1ul0oCqxLcq76+PvT19SEYDEqZi0piMi0dib19+3Zcd911cDgcUoFgt55aNu3p6UE+n8fQ0JAM9SgWi/D7/di5cyfcbncdKEvFBZaHTzJ1s9lswvHP5XL41re+haeeegptbW1oa2uTMwmYFpIzwDWhwWtqakJTUxO2bNmCdevW4ejRo/je976HYrEolRl2YNKwqOXVldcVz9nVkA5AXbsjvZqq8Px/AHUcbL6f3UEAxONScXhiKPNcLojKMlJLgFxoTlZNJBJ1JUHmYrSgKnmGgA69gcqYo2cEIOUd9T75WSoVVUWFgTcf3gCgzqur/61OtZmampJzxJqamiTdIELPiAqAUIcJfNlsNiSTybpIJhqNYmhoCG63Gz09PRJBsDdBLU2u9O7qgAnVE5FAxNRIJdGwHKoCmVw3VhY4doxrpNavm5qasGPHDhgMBsm9uT9qRMXPJamL0aHRuDRbj2fZMwqgI2HUpEaHvD8ahdHRUZEVkseIcfA5KUe8fwKRBoMBgUBAmnkmJyeRzWbhdrthNpvR1taGhoaGOnm43HXFc3YViOMic5NXcnsJpNBaUdiJTpK0wQVR53txGkilUsHc3BwymQyCwSDm5+fR1dWFG264QXqLNRqNNFAAy6OyKMQ0FiRHGI1G6V7i4tJjGAxLhyGwAYNjnokZMDQj/5ksrHA4jB/84AeIRqNypNWZM2fw93//93C5XDIXjZRRGgsqw8oGHa4ThZENJn6/X0LT3t5eEa5arYYTJ05geHhYDODCwgLm5uZgtVrxgQ98AN3d3di5cyf0ej3i8TguXbqEiYmJN5V8aLgJdjKaYphMQVeNE6MZljnXr18vhx4wBSGpiBETKyuckkPvzioBZ/TRGLC7jPvJ+1QBwnQ6jVgsJmE7o0ECf3r90pnqnN/OzyS+5HQ65dw4RpTcG0aC/Bw6GFVBVePT3t4ux4uTnxEIBGTCD9+vRnmXSwOBXxIaTwtMRVZ54RQcehwuEheEv2cOTYvf3d2NhoYG+WySY7hJ8XhcavnNzc2499574fF4kMvlUCgUsH//fqlVMiQnDkCBZYeRXr90yqnBYJDwlsgwgTzmkx6PR1INs9ksoCL/xjLZ0NAQHnvsMczNzYkQDw0N4cSJE+jr68Pdd98Nm80miLqKA6iddsBylKKi9jRGXq8XRqMRvb298Pv9IvD5fB5TU1P46U9/KoJeKBQEDb/llluk8WPdunU4d+4c3njjDUxOTkotn1EMBRaA1LF5L2rnH++NBp8Gyev14sYbb0RbW1vdZCP2cDscDgE0ueZUdvXsdIKJ6XQaJpNJ/qbm9LwPGshMJoN4PC6fS5klfkFjbrfbsbi4KAMxOMWXIDMjCSLyAOQ+afAo85RrlThmMpnQ3t4uToU1eDIKmbOvxCDeio7M65dyIgywDLTwB1h+YJUPTMvL8pJer687soioNoc0quUZDqygojOMU1lb/E4VOGLdGljmuavDANlHbDQaZWIOn0PlnA8NDWFhYQEul0uUXqdb6ngLBoMYGxsTZlwwGBQ0meUztm2aTCYpB7I0p3LpVRadVqvF3NwcxsfHMTk5Wdf6qD4fsBQppVIpnDx5ErFYTEg5KjlFTSk0Gg0mJiZw8uRJpNNpXH311Vi3bh2GhobkoE0K3kqhoxFUc3Tuc1tbG9atWycG2mw2C/GEr1uZIuj1ely6dAmzs7MYGRmp8+pUXPVSHY3qbNS/r4wqVZYiCVyceUCuhUq0oawUi0Vp6aWjUPsrVHIYDbMKkrLSdObMmTpK9/T0tDwjIwa/34/+/n753a+MZ6dAUrkpiETbKbi0cGqdmk0LNpsN4XBYcrLOzk5h4jGXosejRydvmAc6qOQOVdHJpGLY+VbkHYa9VHpSc+mdnE4nOjo6oNVq8eCDD+LZZ5/FLbfcgnvuuUcENZfL4ciRI5iYmKibucdQVS31AUu4BElAvH8aFrV2TyU7c+YMTp8+LULHCIflOypiqbR0XPNf//Vf4+zZs3VCyT3g91DhDx8+jD/7sz/DwMAA/vIv/xJ+vx9/8id/guHhYQnHGWLSsGg0GonAqDgq+29wcBAf+tCHpK+BpJyFhQXBH6jo6v385Cc/wSOPPPKm1EBVdjX/Z7SmgpyURdX4UBZZuWH14sCBAxgaGpKxVIODg/jsZz8r59UzJeQaNjY2SkWESkq5ohcm9sB9p2NJpVJ444036g5xZN8GAIkQuru7ccMNN2BhYQGzs7O/OgAdUD+WSGUYUfG4uCrhgTlba2srXC4XGhsbRckZ+qulKTKleJYayTiq1VdLZWoopQJwFKBEIlHnRTl2mQwnvV4vtFCtViukHs46Y1Sghmk0KOTAU1HJmwcgLDiiwFwTtUzJZyD3u1wuIx6Py3QYRhIcfaWyzujZCa6pICmwDHgSVGIFxO/3y0kmdrsdgUAAbW1tQuHkfVLJ+Vx8Nt4vSU5UOBXFZ46vdnUByyOcdDqdsAq5d6qi0Ysnk0kEg8G6WW6UQ5X4xPvlfXGNAIgRI0GLe8bcmZ65VCrVvVYFGRmJqV2PAN4E6FGGaZxpWNLpNLRaLdxutzxftVrF/Pw8pqenUa1WZbz15a5fqOwajaYdwEMAGgHUAHy9Vqt9RaPReAH8E4AuAEEA99RqtfjlPocLTC/O8JRgFrBkeUOhEOLxuAgeF99ut2Pz5s0YHBxET08P9uzZg3A4LJNmyC7iJJrh4WE89dRTdYquemuGnESkaXBUJF3tT+cRSeVyGT6fD7/5m7+J3t5eSQtoKKLRKL75zW8iGo1iYmJCSDPqpBnmzzyRlWEzWVwEnbZv346dO3eKQNRqSzPomLOrKUs6ncZPf/pTzMzM1AFKwBLQ9tBDD8FisWDjxo1YtWqVPGcymURbWxssFguy2awAQUTfSRGt1WqYmJjAmjVr8KUvfUlA1XQ6jT179mDz5s0YGxvDuXPnRMC1Wq1gG8zpmVZRcQhuXbhwQdacBor8Ceba7PA6deqUeP/e3l5JOcjqKxaLMprqjTfewNDQEJqbm/Hud78bzc3NYvBYfWC5lE6C90cDQhLPM888I/wMrjuxAx4AwfB9dnYWw8PDKBaLEp3wRBw6Fzbl8B7o3AgKUz4JIAIQEhN5EN/5znfw/e9/H+94xzvw67/+6+Kg/lXKDqAM4HdqtdpxjUbjAHBMo9HsA/AfAPy0Vqt9UaPRfA7A5wD811/0YbRwBNFoVfk7EjoYshEYY/jFXLa9vR1GoxEHDx5ENpt90xzw+fl5XLp0Cel0Wg77o7cmEUf17jRGKjGGQJKaFrC5pL+/H+vXr5fQOp1Oy+GO4+PjmJmZkftVQ0sVh1BBLdWDcS2sVisaGhpEOMrlstRgiaCr3p7UV+a0NK7FYhGTk5MAAL/fL4g8mVps71RzYioEuQAUNLfbjf7+fgnHS6USGhsbpXFmaGhIBJpMOgo7p+nSgNdqNUlL4vG4IM+8Dz6j2rCinjLDphgqN7AcqtPg8ZQbemS1TEujRiXje9UfAMJ3YPqgeme+j06E60rcp1Qq1VGi+aMCcTQ0aqlZTSlUkhKNGrGbRCKBUqmErVu3wuFw1BG93qR7v0g5a7XaHIC5n/13WqPRXADQCuCdAG782cseBPAyfoGyczINiTW0XFrtUutgtbrcs6uG1qSJPvbYY3j11Vdx7bXX4qabbpKRVfF4HLFYDGazWRY/FAqJBabHesc73oGbbroJ7e3twrjivbD+qhoeKh/TiI0bN+KGG25AQ0MDjEYjwuGwKDuNFAch8OADANI0wpKgVqvF+vXr0dXVJQLOTa7VanI/Xq+3rh2UhkgF5SiwTU1N+I//8T+iVCrh2WefxYEDByTlMJlMQgvWaJb42H19fbjmmmvkRNlgMCgGkAKmdpOxzEnB5f2qYB5fo2IiROHVqI4lTypZsVhEMBiE0+kUJJuCz7Vkaysbd4ivMFpIJBLShUYDojoHm82GdDotHZEq62xubg4vvPAC5ubmMDIyIuEwvyubzcLj8eDOO+/Epk2b8NJLL+GHP/whLl26hL/+67+W12s0mrp7nJ6ehkazdBYdyV6BQEAcGPelubkZc3NzMrab6zI7O4tYLPYmVl25XJY07Y477sDVV1+NgYEBiZD/1cquXhqNpgvAZgCHADT+zBAAQAhLYf7PvchFV4k0FCaGamqTv3rl83ns378fpdLSxM8dO3ZIayaPWCI6zrO9KHSsyQ8ODuIjH/mIeBT2MzMk4oZRONVc0WAwYNWqVbj//vthMBjk0EIqOxW+UCiItebFKaN8boPBIM0lfX19WL16tdRIK5WlIY3pdBoLCwuIxWJvItLwUvM+l8uF6667Dj6fD5OTk3j++efFMOj1ehkVncvlEI1GMTAwgHXr1mFmZgaLi4sIh8N1KRVTKPXIJnp7NVJRKch8jUqaoncjZx2ARCfELmicGWUw4mGZjq24DNPHx8cFKGV4m06nhQJMHgLXmwg/j3Qia5I/8/PzePbZZzE6OiopFhmP6jScnTt3QqdbOpr6iSeewNTUFCYnJ6HRaOTMN3UuQe1njM6enh4BKNX6u9FolNNz2L+vskYZlTCUV1toM5kMjEYjrrnmGjlj8OeV3YB/gbJrNBo7gO8D+O1arZZaIXQ1jUbzls20Go3mEwA+AUA6zEgIAZYZbGqZg4LC9/T398silUolNDU1IZlMIh6PY2FhAfPz8yiXy1LHpCXesmVLXQvkqlWrhCRBXjenwhgMBjQ3NyOfzwutkyAIu95UI6SCUADk2OBYLPam19KgELUnWs3N4yhoDtzgOeqs0arlJyoWFSeRSGBqagoejwcbNmyA1+vFhg0bcM8998gQCpPJJEdSkarc3NyMUqkks+M4755plopgl0olnDp1CvF4XFIZeiedTofNmzejvb0dXq8XXq9XjChBJlYF1K5AlWBFL6xWAvjaoaEhhEKhusrI5OSkgHOVSgUOhwN79+4FACnBnTx5EmNjY9LirOIvfB+jA5PJhD179mDjxo04deqUpDxMc06ePIlwOAyv1wur1SqnAqsALxuMVIQfgJB5QqGQjLViCpLJZHDkyBEMDQ0JqKqi8bwHOiAAgl9dffXVCAQC6OnpQalUwvj4OE6cOCENOm91/bOUXaPRGLCk6N+p1Wo/+NmvwxqNprlWq81pNJpmAJG3em+tVvs6gK8DQEdHR41WW6XNqkrOvInC5vF4cPfdd0tOyM6tSCSCubk5TE9PIxqNCnGCgtvX14dPfvKTQhzRarUyRZYDGbLZLGZnZ2Wow6pVqxCJRGQIIHNSdsLRy62sIgBAKpXC2NgY4vF43WuBpQ6+aDQqJTUKPIkv8XhcUG/mr/Pz83XkFIbD9Bwkm8zPz2N0dBQ+nw+7d+9GV1cX9u7dK8Aey3P0HFR2l8slRBUeV0VvyNBa2UP8+Mc/FrIRw+RCoQCn04k///M/x44dO5DL5aQjjkdY8VwA8vUJhvE5icXQmKmUV71ej1deeQXf//73RSmZ56qknD179uC3fuu3JN/P5/P4oz/6I4yOjso8AiLkHODIvH5xcRE2mw2f/vSnUSqV8Id/+IcYHh4W3CKVSuGZZ56B3W5HT08PvF6vtKUyatLpdDImmxEjsOwQotEoFhYW0NzcLHvIFPLUqVNyWozX6xU94MQZNseoDrCtrQ2/+Zu/iQ0bNkhTzGuvvYY/+qM/wuzs7L9e2TVL0vwNABdqtdqXlT89DeDXAHzxZ/8+9Ys+ixcXQbWAVAS1IYav5WAIAJJb8182N/j9fgm/isWiTJ1ljkylJLjBXJ2hE2ud5XIZLS0tyOVymJubEyWj4qqKzlo7BY8bTe9E4WXJRB29zN+z/Mb3seZP0hBQXxJUkXKi+VyXWCwmk31Yiycpg73tRPUJfpGrwBFQxFGsVisKhQJmZ2elNFf7GQWXR0FxEIeKH7A7i6g+GV8ajQbhcFgacLgXFGKV0MLPIhimjp/ifZN8QkPBrrxwOIxkMikMS7W7kOurph1smqG8NTQ0oLu7W0J4VgRoYInJcK4d5wCohpIX90wFobm/xHcIHKqgKt9LIFcN7RmZzs3NwePxIBAIyGw+ov2Xu/45nv1aAB8GcEaj0Zz82e9+D0tK/phGo/kYgAkA9/yiD+LD0kqrYVBbW5tsAq0fF5shHoWAoY7P58N9990n5ZGVE1GY9/D/vV4vqtWqzOtiGKnRLM286+rqAgBcf/31iMVi+MEPfiAsNJXxZzKZJEqg8NRqNTEg9MjcUL/fj127dqFUKmF0dFTyQdXC837VHxWk5Lq43W44nU4Bds6ePSu96i+++CJOnTolYFBLSws2btwInU5XN0CC2ES5XIbf78dnPvMZLC4uYmxsDKFQCM3Nzejr68PU1BS+8pWvIBKJSF2ds/qB5fIaoyU2ZhQKBVlr5pr79u3DE088gaamJtxwww2SljGUVqsLzLOZv68kyFDJGd2QQhyPx/HlL38Z58+fRyaTQWNjo5TEWNkhOy2ZTMr3UpG1Wi127NiBLVu24PDhw9i3b58YHTa1ZLNZbNiwAbfeeivC4TBeeeUVCb/VQROUUb1eD7fbLTl9uVzGwsICzp07h3w+L+VE3j97KogDkAVKg1soLJ2Q9Gd/9mdwu9347d/+bbz73e8Wh5hMJv/1yl6r1V4FcLnM/+Zf9P4VnyWKQe9OUgObVghiUChXNgmoaLTRaERraytMJhNWrVqFQCAgr0smk5iYmBAEUwXl1F5sfj9PKmHXm0rdJLiijptWyydq5KCi5txEerjFxUUphampi1qOApZKPfwu1pwp8Kyvu91uNDY2YnZ2VlpVo9GolMc41IBeg+ugAjm12lIvOxtimDO3tbWht7cXwHLERWaiemJLsVgUngK9z8opLwxvSXPm8cr0zGovvFoCVcti6u+BZZyHCD8jhXw+j9HRUVy8eFF6DujVaZQASCrCCI0KykjR4XBgfHxcojjuMz2ry+VCT0+PyC3TgZVkJ7XURnmhQWBbMf9GMFSNYNS/8Zl57wQTCWyqvIrLXVeUQcfOMWBpoxobG9HR0SE151JpaRoN+97j8bjUeWnh1PyFCwpAZrORccbGBY1muWWR45iy2SxcLheq1aoIIo8kovLa7XZs27YN3d3d2Lx5M5LJJNauXSuLrypqLpeD1WrF6tWrMT8/Lx1XNCwUJq12+bjhWCwmZR2ysYi8vuc978GaNWtEuMjpp5LwPplzM0/2+/1S3rPZbMhkMjh+/LisAQC0t7ejsbFRvJVWq5V11Wq10mnGvP6BBx7AwsICgsEgotEotm7dip6eHiwuLiIYDKJaXepDn5qaqkPn6X05d765uRnvfOc7pdVWq9XKGHBVIajc/JcGjx6WqQQAvOMd78B1112Hrq4u2Wuy+WicOdueEZlGo5HyLsNkUnBNJhO8Xq94e86Eo1OioWMJkVEC0xoVZOZpMzqdDidOnEAoFBLlZuu0x+PBAw88gN7eXrzwwgt45ZVXZH/V++X3q/PhqfxPPvkkzp49i5mZGXnv5a4rquwMYdTckJM/6X18Ph+SyaQIKDdNJTOolp6Wl4AbecfMU1Ukk0pVq9Xk1FQ217Duq9I8+/r60NraKmCO2+2uQ8dVwMpsNqO1tbVuwen91NydxIdYLCb14UgkgkQigeHhYfFGnZ2d8r06nU5IOjRO9FQMY9WUhNhHsViUaa+MlDweD1paWuoonETcySfg2lssFtx4440olUrYt28fKpUKBgcHcdtttyGdTuP48eNSL47FYpIfq1ELDa3b7ca2bdvEGDFXptK9laCqaZ7Kt6fh2rBhA+699966fXO5XFJ5YPWDn015YIWACkXZUrvhiBWocsbno4Nh5MYmGGC5qtTQ0CDKzqYk3rc6tfjWW2/Fzp07EQqF8MYbb0gEwHXimvD5WFki3nH48GG89tprcDqdAkZf7rqiys5ZaAyXu7q6pBxnMBgESY9EIrBarejv75dmAtbCVd66yjXm50ciESwsLNQxsEih5ImZDNFVOiKpksFgEJcuXRJFrFQqWL9+Pbq7uzEzM4MDBw7A4XDg2muvlV51FUx0Op3YunVrHfi3Y8cOKdm8/PLLmJ+flxl79Oz8t1Qq4Sc/+QmmpqbqgDaWrlSCBVFx1vE5YYVkI06sVXGPYDCIZDIprDmGpysxB5WxRVyBazk5OVmHOnOWnppmURipWDRcakTh8XgEHCM7UAVoVUIOldxms2Hv3r1yair3/NKlS4jFYojFYhL50chQCZgu8dn4HSyDAUsRIlH1e+65BzabTcBeMug4E597r4KLvb29uPrqq9HT0yMpAtM+7h3bZLVaLV555RXMzc1hbGxMGr5o2OgUSTmm0VZ5F3Qm/A5OVHqr64oqe6FQwPDwMNxuN2w2GwYHB9HY2FjHs85ms5iamsLg4CC2bt0q447ZvkcLa7PZACxPcGEOPjs7i/n5eTgcDrS1tUGr1WJhYUFaJhcWFuoONmCKQEE+fPgw/uZv/ka63EwmEz7zmc9g06ZNOHDgAL74xS+is7MTGzZsQHt7u2wCsARY+f1+rFmzBmazGV6vV0ZpGY1GDA0N4Tvf+Q7Gx8clHFTze+Z93/rWt+py1YGBAbz//e+XJgh6J4KVpKHykAKuY1dXF6699loxZrVaDadPn0YmkxE+N/NOFYjiWGM21RQKBSSTSSGgcH4880Sn0ylGmREGIx4aEAopeQYk+qihsJpjE+AizsAaeSAQwMc+9jFs375dyEznz5/Hgw8+KApLWQOW0pbW1lZotVo5SUZlABL8IhtyYmIC8/PzeOCBB/B7v/d7IifsS1DHnfNzVAru5s2bcdddd0nEydNx1WiAvAcAePzxxyVyYMqhVjZ4GGQgEJAqCZ0V958paiwWw6FDhy6rf1f8kIiBgQGZuW632+V4JOafzGv4ADqdTg5Y6OjokHot8zeWgKLRqMwDJ92W/xL1pfCwvs656io3mULMcA4AYrEYRkdH5exvkiJoaIB6JJ1elJtMJhyPgyLDi+Gn6l21Wq30SJM0RIWgkqhcafUEUobMKhDJjju1Ls338h55v2rfAj0e94ZRCpWY300vzFBYRfpZUaGCEBBkasZIjTk1wVCtVotwOIxisSj5rcvlQkdHhxzdZLFYMDMzg8nJSQSDQUll6Bm5d9lsFnNzS0RPUmk5BppUXBXb0emWJhS3tLQIEMk+fwK2XAc2srAEq9frZTYcoy/OHuB5cIyGmGpyDbgOAOqiH6A+nSEguVJ2mJL8yoTxra2t+NM//dO6stPZs2eRyWQwMjKCTCaDWCyGQCAg/byFQgELCwuwWq345Cc/iZ6eHgD1wwbm5+fx0ksv4dChQ2hvb0dHR4fUQzUajYylolBPTk7i5ZdfRmNjIzZv3oyuri5hyblcLuGkM987fPgwzp07J3V3tXzDzaOClMvLs86BJQ+zb98+fPe735XJKSptltEKFcvhcOA3fuM3cO211+KFF16QgZEjIyMwGo3SRcey1OzsrAjVwsKC5I+sdc/Ozko1gQrF9EPNldV7YeWCbEIaSpae2GswPT0NrVaLtWvXylozHSILMBKJIJVKibBaLBZ0dnbKYEkCboVCQTxcMpnED3/4QwwPD2NkZATFYhHr1q3D7/3e7yEQCMgRUT/60Y/w3e9+V1IGVQnoHYPBIIaHh8XIq7TowcFBrF27Fk6nE21tbcIH0Ol0aGhogMFgwMWLF/HHf/zHiMfj+N3f/V3ceOONkg6yX6JQKAjPw+/3C3uQqZnX6xU+O8FWeuWVpTo2D9GhsRpDUJKVKjojyhzLnD+PMnvFT4Tp7+8XFlM4HJaDCkKhkKCzRB5Zp2YvNmuSFE5g+ShjTmAlG0yv10v9msKpcvGZL9Po0HvRwzGf1+mWZ6Wzu44MMHpS1aPznvgdZrMZkUgEIyMjAkqx55mKRuXkoAmWvniogVarrUtl1LHKBBsZzqsINtsd1Xtj6qLWrlXB4vpQEFWvrlJ2SYkluk2Em00gnF3P6ILKzjBWbZjhfvI+NRoNYrEYpqenUSqVBHzq6+uDz+cTYzQ/P4+RkRExYLy4BozuOKNdpQHTMBBl9/v9MkCCaZdGo5H0iKkgDZo6c4ApG9MQVk5YG+ea8/e8R7XywO9kmK722APLBB217AgsH7etft7lriuq7LTswJLiT09PIxgMitIBy8MeGQIyDF1cXMQjjzyCF198ETfccANuueUW2XSNRoP77rsPe/fuxauvvopXX30VRqNReqQ9Ho8oErGCm2++WbzDo48+KrkiPSUACeeBpdBqcHAQGzdulPJMNBoVUE0th3BTotGoNObodDo53dTj8SAcDstwjVgsBqfTiVWrVsHlcsFisSAYDGJxcRFer1daKIvFIubm5lCtVrF582YMDAygq6sL69atEyXh99dqSwMu2UhDXISCREVmxxxBKdJ35+bm5CAI0mIJiqqjuEqlEh577DE89thj8t1EkoFlAIlr6fV66xo+ANSlPTR+ZLDt2bMH1113HRobG+WZaCjVMiSNF+f3qX8Hlphxd9xxBxobG8Xoc1xZoVCAz+cTFqNqDFtbW/G7v/u7WFxcRFtbmxwFxTZbKiEdGJWWxp49G0w/bTYbotGojCmnrN1222248cYbsbCwgLGxMUk3VECW661yEOhw1FTwctcVV3bmKkSWo9Go5NJqvksrSGS1UCjgyJEjKJeXhkfcdNNNdTVXHsE8NjYmjQz0IOvXrxcAhCyv6667DtFoFE888QROnDgBr9crbakqmkvBoLLu3r1bOruYJ67M36l06XQatVpNQBq/34/du3ejubkZ586dw+zsrJTUWlpasHPnTskBo9EoSqUSbDabeEyi4iyTNTU11Q3sZIhP5ZqamsKRI0ekw0oNcTlMg2xAi8UinWPk0rOLjPdB78vXkFXGEVuMEBwOB3p6egS9VimnHLipkmkooGq5lDKwbt063HvvvVL3zufzdU01NA7EO9RRZ0xJSqUSmpubcdttt6G/v1/26I033sDIyAgqlYrMUFiJiHs8Htx6662oVquYmZmR04xY4eG9MxVhVMjqAddJPQdQjYKKxaUz4latWoU777wTo6OjAmyytKrqBddNrZjw7z8vXweusLLHYjE89NBDohisP6qKwgdR67QEgq677jq0t7djw4YNYhzUOiwBMYa5BDNUIIQWsFhcmlO+Z88erF69GqFQCPPz82JBVy5erVZDNBrF0aNHZTqJVquVpgreL8NiAGIE6EGpZKzLk1LK+jAjGBoLdvzNzc2Joevr64PH44HP55OIgd6a/AC238ZiMSSTSQmd6eV4j6yEeDweeSaSPXw+n0yVKZfLAk7xCC0+G8tbnLLDe+CaE112OBzS7JHP52VgJ3NSrjsvgmD0bNznXC6HQ4cOIRqN4sKFC4Lqb9q0STwfUzumB8yBf/KTn+Dw4cPijaemphAKhcSIORwOXH311XLogtqvwOaUlS3YVEK+lsg9MQN6W+bwqVRKsAOr1Yobb7xRRlOfPn0a0Wj0TZ/F0VS8D6/Xi5tvvlmOK1OHYP7KzKALhUL48z//8zprTEvFjScfmKATqa1OpxN33nkn9u7dKwoDLDemqGU5ltIYytFLUAgYEVgsFrz//e8HAPzwhz/Eyy+/LMZFZerRU87OzuLFF1+ExWJBR0eHfI8aOhFgIUOM4SjTBM4Vo9fjLHcSJVhSI0jU3NwMAJicnES1WsXtt9+OwcFBGV/M7+T6Wa1WjI2NYXx8XLr7AEhoy/ttbGyUIR4cL806NxWVlQ4KdLVaRTAYxJkzZ+oGd/p8vrqITK2Tr6T3+v1+8fCMFoibMNIAlgkrVHZgyXinUik8/PDDcmin0bg0Fvvd7343qtUqjh07JiAoc3Iaqccee0xoqsQ4yA8YGxuD3W5Hb2+vHF7JiJPdlgzVKUsrDQEbqgiWcaYBsQqWfsmld7vduPfee7F161YcP34cr776ap2sUnHD4TAWFhZkqGR3dzfuuecerFmzBrFYrG4WPdfvra4rfkgE21dV4MHhcKC/v7+uBZSDBphP8WiglWAYsCQYFy9eRKGwPOecG03GE8tB6jACKj0FWe2MooARFyBxgaEasDyJhZvDaIAeXh1S0N7ejkAgIEQMhrxcE34vn4tAIWuyGzduRLVaFcVkvqcyBMkOJA7ABhUA4mUDgQA8Hg88Ho+AUSvZa/RKaujIe1PXHYCkD2Qxcq0YwtLLc7ZbpVKR/oOBgQEZK0XjwBZczidcXFzE1NSU1PpDoZA8p8oMJEW6Ulk+9pl/0+v1AsgyfCZmoDY5kXPOOQCcGss1UQ27GkqrESCptzQyjOYoEyoGxEhEnauvAnFqKsv1J7PvwoULAv4xkvyVCuMB1CkRPWZ3dzc+/elPo6OjQ44PZn2WD0jCSjgclg3klUgk8Ld/+7c4ceIEAEjzBUERglME0xiCVyoVjI+PC+DCfI0CwHZN0mzp9VVUXS3BkRTDRaf36+jowNVXXy25MevG5MjTg7CHmRdLZps3b8a2bdtQqVQkbyXri4JK9pRer8fw8DDOnj0rqDSwrOxbtmzBLbfcUlcvpzGsVpebMdT0p1wuS2VkZc6t1+vR29sLg8Eg5UkVUOJnT01NYXh4GMCS4vh8Pnz2s5/FwMCAgILl8tLMuFQqhcbGRpRKS2fsPfnkk0ilUpienha03+PxCMmFssGJwhxayv4EdtZxfBQrCZQtk8kkZ+o98sgjyOfzuOOOO/DAAw+I41CjUa4PgUQ+U622NJmGvQcENBlNMGUhbdpisWBychI6nQ4LCwvibGgsOYiDxovpVywWw1e+8hXYbDa8613vws6dO4Xb/yuDxlP4VAtJb8hZbAzNeKoKsGxF1d5eFZxge2A4HJZDF3iovdpgQbCG1lSr1SKVSkkOqno3Vg4Y+nKhNRqNLCwXl0pB0Is/tMoURrUWrYZcJFvw/bz4rBaLBS0tLahWqxgdHZXyJHM6htxkkLGeS9QWQB0H3ePxCKdeJdxwbajEKneA97eyvx9AHZWUz0vDyS5Gpl6sGVMJmAPzu1Sgi+kcqxrhcFjSCrVHnGmMivFwjVVsR21iIeeAyD69biQSwfz8PGZnZ5FIJGSP1NRG5SgwTeFesDuQ+6tWSVRMiQ1eNDw0xioAp4LF6j1Xq1VJKViOpuf/lUHj2ZJKogYFPxKJ4O/+7u/g8/mwevVqKbNwU9X57NxgejdGAddeey0GBgYQi8UQjUbhcDjQ3t4uCwhAar/RaBQvvfSSeG0qqgpuGAwGCZmbmppkQwn2MHRlvglAvD43j1RRdmXp9XoRdNbBQ6EQXn75ZdRqy0MOGFbT8BWLReFjBwKBuvPe5+bmcPz4cRl9xCOqEomEeJdyuYxIJIJqdamXP5PJ1OWETCHGxsYwMzMjSsOhIAaDQVhnVFA15eD6kUzDKUENDQ1SouJUoWw2K9HZT37yE5w+fRrNzc1oaWmpI+2omAFHTtOgAMvnohPhdjgcsh6Tk5N43/vehxtuuAHZbFam/qjNTvTWBoMBkUgEL7zwgpz1p9frcfbsWXzta18TTMVsNst5guyspBdn6Y0lSrfbLakqQ/F0Og273Y7+/v46NhxTO9brCRxz2g8AoXSbTCZs3rwZRqOx7mBHlaKsGoeV1xVVdpa/1IkuWq0W6XQab7zxhjTI8IBGdWPUmqpK2+RRxr29vejp6cGFCxeQz+fhdDqFBUVvACyfPcaQ8q0oiir/Xu1lVzuLuLhq3ruyeYQMKoa06vsYKaRSKTnlk2EmcQa32y2NOyzRsIGC90nySyaTweTkpAzBZGrAshcPkFBDSj47c8VkMin1X9azWTaicVXBtJWdXvybw+GQysno6KhM/mWNnnjDpUuXMDw8jK1bt6KhoaGuYYa4Cfe5UqmIcjPi4ZqqACUjtZ6eHunO4zlsAMTDq6XI4eFh7N+/XxRFp9OJwbTb7ULTpnHgOXAM/xkFsspC4Jbrymeg16dxUoFltaoCoC4d5LN5vV60t7fDZrOhtbVVvpOGUeV6vNV1xXN21jIphFQEDtgncYKLtpJBBCyHqQwJifYSuBofH0dDQwMCgUDd+GOOG1ZLFGrIRKFlSMWwib/j/HA2zHDQJYWAfG/mWLt27UJHR4ewvtShFS+99BKKxSIuXrxYxx1XUwmi6dVqVQSFCjgyMoKxsTFks1nJd2ntCULyIEcA6O7uhlarRWtrq0Qxao7H3gOTyYSJiQmcPXsW5XJZUhyuP2vvOp1OOhaJ4q9bt06OclabaBi12O12VKtV+P3+ugkzuVwOCwsLSCaTGBkZkd6FbDYrAB4v3sdKJ0Ac4IMf/CBmZmawsLCAr3zlK2hpacGaNWskLVFLYlSyYnH5UAk29vCzmZdTEZ1OJxwOh7xGZRtynZjuMN8mfsDUj3vNaIMsPpPJhNHRURw8eFA6IUulkqREZrMZ7e3t0ldPrgoNrVoheavrl6Ls7ObhghgMBhFUAEJwYBsqsOw9SPhgc4NWqxVLyaNtL126JF1ftdrStBQy9zKZjCwWc1XmvayJcyw1N4FWs7GxEV6vF9lsFq+88grGx8exdu3augEcKiB066234q677sL4+DjOnz8vfPNcLocXX3wRIyMjIlRE8UnKYIpBEIoC5/F4YDQa8dxzz+Hpp59GIBDA4OAgjEajdFLRiLpcLrS1tcFoNMoRUuwbUL+XCt/T04OOjg6Uy2W88cYbYiAZ0ut0Sx1x0WgUZrNZ5stRGDdv3ow9e/YItjI/Py8sMzUdq1arUpJkFBGLxTA7O4tDhw5JOsRKiAr2Acsg78qyq9frxSc+8Qnk83n8wR/8Ab7xjW9g7969+MxnPiP0XGIUxD0Y+TEi4HHQ9JBE6XO5nBCQOCWWyDgjOcoz2XM8vWd+fh6FQgEul0sm+wAQZecoKrfbjeHhYbz00kvI5XIIBAISJfC1XV1dwnZk1EDHSedzueuXhsareQu9ojqYgSEMH4j5MT2nGgrT0hsMS8MTd+zYAb/fj97eXimjGI1GdHZ2wmQyicCqtXQAkiLwd2rzAevBKtVTLSGyFZLgIA2YavWZdtCTqzkzn1Mt/anEIp4HBywJYLFYlC4nRjcEoGgYmYbQcPF9RPFpFEZHR2VYIUFAzk9jmkSFJkGG/01BZAqksvTUNVL7Gfx+v/S25/N5tLW1obm5WSKOcrks3WM0fqr8qCVAlS6by+UwOjqKhYUFRCIR4W+QQsuIS833aURYhaHMcd/cbjf6+vrg9Xold6cs0mtzTSkf/JentbAKxIh2JXOwUqlgYmICFy9exKVLl+rCcub7NDgEZmkM+Tn08L8yAB1vSr5cCZWpJBRQWnFaT+Z7JGSQVceNJpnmrrvuwu23317XCELre9VVV8FqteLVV1/Fl7/85TpLSHSUgqrX62XEMwWKPcNEaRl51Go1BAIBdHR0yDG+FIq5uTksLCwgm80inU5jampKSDatra1ybBRDMa12aeS12hPODQeWe6gLhYIcuEGh6u7uhs/nqwMz1ciIeTmBSrPZjKmpKXzxi1/E0NCQYA/cDxVpbmhoEBZdd3e37CE9Jb9HndqihtrcH87HY082Kc1WqxXHjx/HwYMHYTKZsHbtWng8HszPz4uHZLmM5UBGdQxnZ2Zm8MUvfhFnzpxBqVSCz+dDIBCQo8IikYgMwOC4KVYOyD1gnZ6z/hsbG3H//fejs7NTwvRKpSLkmNHR0bqSJHsh6JRUeWdVRVV2fuZTTz2Fffv2iYLrdDqJfMjfJwmKUTEjFbVp6VdG2XlReYBl6qZau+SllujU3Eh9yJVWngcR8lIbCYh2M4wslUpiWNRSH62/6qH4PnU6DPNn1btZLBY0NzfDarVifn5erDojBv6r9l3z/qk4RHHZCccaPAWH60JjpvYSEM0lR4Cfz/IWIxMeNMhUIRaLyZwBkl5IAOJnq8wudS1IcmFOq17qPtOI2u32unPsOS1IncBKElUmk6nDbVRaNasjVIx0Oo3Z2VlMT0+L8WZ0oAK8nCJEvIEEJvaq04GQxuz3+2VcGlMMtfOPJbBSaWmQJCnKbNJi1LdSzimXAIQdx9RRrSLxe1geptysjBBWsjlXXle8zm42m+sOCwQgnoG1TrWhgA+l1lMp+JVKpY4zzMiBHlLNyYvFIl588UUcPHhQztRqbm7G/fffj/7+fkGIU6mU9K1TiP1+v0wr5ff19/ejqalJFHh2dhbRaBStra0YGBgQI8JnonEhYMhIhgMUmA/mcjk8/vjjuHDhAjZt2oRbb70V8/PzOHHiBDKZjJR4NBoNnE6noP6pVAo//elPASwdmnDttdfKejCUZHmsWCwiFovJoMrNmzejr68P3d3dwtPmqTuvvvqqhKos5xHUmp2dRT6fl8jl+uuvx1133SV5KY0yjVc2m60zhjQAKqJOr09jyNSHER0AMUpNTU1wOBxwOBw4ePCgnP7LGXTEB1KplHhyAPjxj3+M48ePo6OjA6tXr0Y6na6bLwhAugkJQqqHSRJ74Q858+xUo4HP5XKw2Wy4/vrr0dXVJYdbqvsyOjoqpC326dOoqU4AgFRq+GxMJ1UeyM9j0f1SSDVsN+XFPIxeiMrLUG3l+/k6hkEEXPg5/G81v6vVahgdHcVPf/pT8cAulwvXXHMNtmzZImFZNBqVQYhsjCECazQaBRghhTcWi8lmMaeih+bFjSVQReSY45xaW1ulZptMJvHcc88hnU7DZrOhr68PZrMZ586dqyvdAcvTToClsH5iYgK5XA7btm0ThVO7CZlb0rPxb6xz87BJl8uFxsZGzM3N4eTJk1L54OsJRLL7a3R0VM6PU4G0lZRmtYXUZrNJlKbm9eoYcX4GUxlGO/TqXq9XWlanp6eRTCbrqj30niw1MkIYGRnBK6+8gjVr1tSRYVhe02iWziHYtWsXNBpNXQOMKpvqDyM2koeY0xuNRrS0tMi8PH4G/5uc92KxWHfG3EpKOOVfxUTUKFhlS17uuuItriQ2qBxghuQajUaElLkiwx5uYq1WQygUktZQgnOcWnvdddfh2muvRTAYxPPPP49arYbt27ejoaEBvb29uPnmmwWgczqdEnrRMler1TexqlhnpwKz7FQsFuV8NyrT7OwsnnvuOTidTlGqVCqFhYWFpQX/WTjJ5yImQXS4VCpJjXrNmjVC/zx//jzS6bSgtjRmKttt27Ztch/f/va30dHRgWuuuUaowolEQrqkbDab5NJ+v19qxtwfGoZoNIrZ2Vkxona7XZ6NB0YwFF2JuKtpCY0na/l2ux3XXnstWltbhdFIbKZYLOLcuXOoVCqCkjNsdjqduOaaa4SEQ2NPA753714Ui0tHVEciEVgsFszNzcFut8Pr9cJgWDpclOQtYDlFVDvspqen8dprr8noa/IE1CiU485J+qE8qjP0jEajOAK1oqSyLJkaVKtV9PT0YNu2bSiVSjh8+LAQa6rVKoaHh/HVr34VPp8PmzZtkoEd9PhMaS53/dKUXUWbGeYCqJtlxnyOAs0wpVAoSBcYDcXU1JQQQW666SZMTU3ha1/7Gmq1GhoaGtDQ0IBVq1bB7XZjenoaR48ehcPhkNCdTRL0PERx1XyIl0631OdMq05FJiL8wx/+UMIqFYSkQqkoMIkuTD30ej127dolYVoymcTs7CxOnz4tobLH4xGDwTl6bJjR6XT46le/igcffBA33ngjtm/fDr1eL7m5Kpys1TY0NAjzi33XRH/D4bCE66zlBwIBUV56PBpnTtYhz5+eiMzFeDyOS5cuweFwoLe3F/39/VhYWJBZ+/TEFy5cwMLCglRpqBxerxfXXnstNmzYgPPnz2N0dLQOaFu1ahUsFgv2798vp+PMzs4KjZosznXr1olXV/Eg5vWTk5OYmppCY2MjrrvuOjm+i3+nwpMfoEacrDKwokFlpzdWZYqpFfGQ3t5efOITn5Chn4wYyuUyhoaGcPToUXR2duJzn/scVq9eDQB1FNxfmTBer9dL2YUgF2vjHBX9Vr3oLperrlxSLi+NS6YVZVik9li7XC5s3boV1WpViCYqb5vUR3XAAlCfKhAgUUEhnW5pBBZzrXA4LNRfFRBTSRkqQ4oKpRJaVD49v4fED2CpVLVlyxYpU6l0TIJ0vLRaLXp7e3HTTTdhcHAQDocD+XxexjytHHrIMpzZbBYPyHtJp9Nob2+H0+lELBaTigBzaJZC6Q3D4TCOHDkCp9MpZU5y1OmliXlQocmBpzFsa2sTcJAREQ+a4PqvRPnV8JaenlURh8Mhe5JOp8WI0uEwB2cUxjWnQV5YWMDw8DCcTid6e3vh9/vr5DmXy0n6oCqy3W7H5s2bBTmfmpoSJJ1yRiPJaKOxsRFtbW0S6vv9frS1tQmgzMhCDd+5JtFoFMPDw29qpqrTv3+Brv6bL6vVisHBQYyOjiIcDiMQCKC/vx+RSARDQ0PCFuN0llQqBZ/PJ9RA1pFzuZyctEkiycrpp729vfiDP/gDqXfOzc1JfujxeLBx40bhPVssFql9s5zDiEH16DwiampqCk899RSCwWAdg0v14kT46ZnMZjPcbjdWrVolhyay7KcCWaoBYGi2YcMG6Q6LRqPiCdS2SOaKGo0G73znO/H+979fBHZqagrnzp3DqVOnZDSXTqerIyapgsr24u7ubnz2s59Fe3s7Tpw4ITP1jx49+qaxSTqdDkePHsX4+DgGBwfxO7/zOwgEAnWeaXx8XAQ5l8vhkUcewRNPPIFbbrkFt9xyCzweD2666aY6nvfTTz+Nffv2AcCbauEsf9I46XQ6OVa6qalJxlszPZuamhKlJ4mJpJ5IJCKdjeVyWSoSkUgE586dg81mw8c+9jF0d3fLus7MzMhpwsQjyJ1fs2YNPvShD0Gv1+PHP/4xzpw5g/b2djmgg0aAhmn9+vUYGBiAyWQSItOaNWvQ0tKCw4cPC0bCaosKWpPy+41vfEP4/W91/VK48WpZgWQLMomYc1DR2NJI681SELuDCOK5XC6ZNcffsW2RfdYqNZShOks7DCVVRha/j0QYlmaY+6ZSKfFCvFaG+yqfmsxBdcaZSiJa2Q+gKjDvhf+90jAw/6O3p8ejYPIgB34uEfW3ulg3LhQKErb7/X6kUil4PB643W5JAyqViiDVHALJwxpYAqTxZIMQDWksFoNWq63jEKi8ctbE+Sw0rETDifOoa8C8mGugRoN8D9edv+OP2pnHdVIrBgBkD/jdjExpeImUM3pkPg0sYwOMGtUZAVarVYaAMKdnj0hDQwOampqEUwEsHQM+Pz8vvBRGu78ydFnOjR8aGpKbDYVC0Gg0uPbaa1GtVuWs9Ww2K/lQKBQSEorT6cT8/LwsTKm0NH30gQcewLp16xAIBKQeSpoic0sVA2An1yOPPFInrGvWrMGePXuEeFGtVrF//368+OKLUtel9edEUrVbjp9ND8/RyQMDA7BarWhoaJAcixvPaIKRC/vwX375Zezbt0+AMpPJhB07dgioVSqVRLAqlQpCoRBKpRKmp6cRCoUknHc4HPjt3/5tpFIp/OAHP8CLL74IYHlIBWenezweyfsMBoMM3GDjhcFgQFdXF3bt2iWh/+LiIh566CEcPHhQwtRYLIb/9b/+F/x+Pz760Y9i69atqFQqCIfDkkpR4Bl689gozl5jQ49Go0FnZ6cov8ViEQ9N78+qA/No1vK5nuwi47hyRgMceMoOM34ejVGlUkFraytuu+02+P1+NDQ0IBaLSZ4NAJ/85Cfr6NYjIyMYGhpCR0eHVHA2bNgAn88nBkPFrHj+YKFQqAvRDQYD/H6/dDjeeeedeP311+UwjMceewxOpxPvfOc7sXPnTiFx/bzriufs9C7q2GGr1SqntxAoUctDkUhEyCsej0fGOpGLrNPpMDg4iBtuuEEWj7kU8zHyq6mYtM4XLlzAxMSEhJrkRdPLVCoVzM3N4cSJE8ICo4Iw11RneTOX5A+Vt6WlRcJ5borqmVQPz8+IRCI4ceIE4vE4JiYm5CgielaGm2oDEYX63LlzKJfLMlNt06ZN0Gg0OHjwYF2eDSwTVJxOpxBdVOBPq9XKJBge7sHX53I57Nu3r64ZaHFxEcePH4fb7cZ73vMeYbipVQemDRR8liy5pwRNAQjtmCO71N4FFfmn1yU+Qh6Dy+WSrkA+Kw05h4Go3pnhMdd3YGAATU1NUlMn34HpIOWEWE04HJYORiqtRrM8BIWXSold6ZFZfdJoNDJdKBKJCLo/NDQkYK66Fj9P4a+oss/Pz+Oxxx7D5ORkXcsjGVOcyUbShdVqFdIGN4FU0+bmZmQyGYRCobraPF8HLLO2uKgsEzFHI+2WXrZYLGJoaAjf+ta3hPyj1Wpx4cIFYZORDkrjYTAY5MADdaqJwWBAW1ubnKNOMopaJ2Y9mrTaxx9/HIuLi+JNL126JA08LEuSPklyBT0svVm5XMa5c+cQi8Vw7tw5PProo2KQAODSpUtoaGioQ59VRhcVIBQKCSLNcldfX59ETJypp5JKaCyq1aoYxeeeew6nTp3C66+/XkcYcTgcuOOOO9DX1yeNPMQBWIZj2E8qLgWaHlANg8k98Hg8cLlcwqQk0Kl2hlE5tFqteGoaQP6wzu7z+cSAqROCkskkqtUqJicn69iA8XgcIyMjgj+pXZfq7APKCY/L9ng8AvTSsdEZqOvG+6PjYrSwdu1afPKTn8Q//MM/XFb/rqiyx+NxPPnkkzL/jPkwlZ05nsfjgd1uh91ur6u9VqtVUU6O/gmHw/8sZSfow6ORT548KQrL5phSqYRLly7hyJEjggOw9q3SbCk8LFvRU/Fintba2iqAnNovr+bovKLRKB5++GGEw2G0t7cLY08dscV8NRwOw+v11vVSs7JBdJc17bGxMQCQ+25tbUVjY6NUQNTqA58rkUhgamoK+XxeDjrk+O3p6WnMz8+LMWT+zE4/tvOyNfWFF14QxiLLSxTWu+66C3v27JGwWMVoWK6il+V7aJi4rzTkpL9ydhxzdpXLwQoCcQSNRiPEKYJevAYGBvDBD35QeB2MROk01JNdOFzCYrEgkUhgdHQUU1NTmJqagsPhwPbt29Hc3CzKzlTDYDCgt7dXojP2ezD6pAFTSWKMANhAxsho9erVWLduHZ588snL6t8vpcWVD0qvQoBLBbdo2VSLq3aDqbXRbDaLkydPolJZGmvMsUvkdPP1BNXIWCKiy3twu93Sd8zQUlVI3ovdbpeyFj0NsDyHjN/JwxPVkpH6eStr+NxArg+NH70SDdPKueis0QNL6cCqVauwZ88eKcewdXYld0H1mLy3lVRQtQ+BlNnJyUlYrVbY7XYAS9TSnTt3oqmpSSanhMPhOkPC0JqXRqPB6dOnJaWjEadX5mwCl8tVNyWHyrCSHcnn5xHSVH6uY6FQwNjYGCKRCDZt2oSmpiasW7cOe/fuldo/5/tzbdjkpN4382yCnKpjUY2F2WwWOi8dBiMLXpQ9zm1g+ZglQCL85P7H43GYTCYxGrxPvn+lfK28rjhdlsLK5oCVFpiLR6RUncShhmMUEObmDz/8MOx2O97xjndgz549kuOpTSjsK+e9MJ+22+1wuVyw2WwizPl8XgZJMlfk/TQ3N+Pzn/88+vr68Nxzz+Ho0aOyyGREseuqt7dX+NL8XhoFVWCBpdosw2GHwyFtlSTX0CDR2zNEZXsqy3V333037rrrLuzbtw9/+Id/iHw+L73RbrdbjJSKEhMt5xltHIih0nHT6TSCwaCcB87o56abbsLu3bvleThfnxEA2zJVZFuj0eDhhx/Gd7/7XUHBd+zYgS984Qvw+XzSMsofjrNSWzkZvquGi+kZ0ySv1yvdhfv27cP4+DjWrVuHDRs2oL+/H7fffjvOnz+PL3zhCxgfHxf0ntESgLr2XgAyFFOltKoVHABwuVzYtm0b7Ha74EZcX/IMSAJyu92CNTFKUXP5qakpaLVajI+PC0KfSCSg0WgkElYxg8tdV7z0pp64oYJY6g9/pw6YBJYJ/9xcm80mzQPMWzlPnaw8lZfOgQsM62n1+aOGUipgprbbrhRcKo0qyGRapVIpzM7OimdXLzU/XEnkUCMEehtSPRmCquGs+gMsH4Gk9oTTsKrPRRyC1QX1fDb1nrTapaOSiPKT5MLTWQhWcq15QGWlUkFTUxMMBoMYERUYTKVSsk9sdGEEwOhDNaIcz7XSozNy0GqXewdImCGfniljMplENBqVY7T4/MByHs3OO5Zi+Tf+nR5d3TumIgbD0uxCnjDEUrDKiVBTTlWe6MiYLlB++WyUc3bpabVaSbmAZdD5ctcVVXaLxYLBwUHZBDZEWCwWQX7pCex2Ozwej9RsWfvUarVSmlq9ejXuueeeOhrjyZMn8eijj4rXZsOE1WrFzTffjL6+PoTDYTnoQGWtsZWUdXkuNoGeYrEooesPfvADuN1u6PV6NDY2ioEqlUrweDwoFAp48skn8c1vfhN79uzBvffeKyDNW3GkgeX+foZ609PTSKfT2LhxIz796U/D7XYjEolImbBUKklrKEEgehsi5y0tLcjlcjJVhoAfUe9cLofx8XGpq7MVmIAeKxPPPPMMXnvtNUmDCJASj6hWq7IGXq8XV111FarVKu666y4YjUZ8//vfx3e+8x0AkPyYxl3tjVA9GhF8Mu9YR6YBoJJTYdTPYvst94vPks1m8dBDD+GFF16QdV9cXEQsFhO6r9VqxfT0NJ588kl4vV6sW7dOBkJybdR26UKhgPHxcUxNTcHr9eKDH/wg7HY72tvbZa1ZKeBzMfdmCy075VKpFGZmZiR6rVQqAjZqNBq0t7cLor+4uIjvf//7ePLJJ+FyueDz+RAKhS6rf1e89Ob1euV0VdWzErVUc2iODFJLRMw7rVYrmpqasGnTJilz1Go1XLhwAZcuXZKcicAJEfytW7diYmJCGkLIE1c3gULPcJGIN40NAIyOjsJsNqO3t1cID2rtPJvNYmJiAhcuXMDAwMCbvLvqGSgI9ML8eyaTwdzcHFavXo3Ozk74/X5UKhXMz8+L5+e6rMQCeN/s0ecaqKQlhpcE87gOTG0I/tRqNUxOTgoPnQZX7dFXyUhmsxkNDQ3Q6XTo6uqC2+3GkSNHxMOq98d14f2rDVL0zuppsDQqKg5Cb8xnUxl4zIP5bKVSCUNDQxgaGqqLzuhAWOWgEVxcXJSJRyqmpF7M42u1mrAy6bBYTVAbq9Q1YDTHz2GEw0iBnp3PRxKXxWJBuVxGMBgUwJaG/bL69y9R1n+vSyXu06NzYicVnU0jHF+k1+vR398Pv98Pm80maD1rvmrom0gkJGogeqrX63HmzBkZvM+FpJCpbYcEBuk5GO7yddVqtW5Kqvo6YDldufvuu3H33Xdj7dq14gV40Wjw81wuF3bt2oXFxUUhD7HjixNKyJe22Ww4d+4cxsfHRTjcbjfe+973ipKtZP+RtMKLlQkSVWh4SQaikeB7KKycrFMulzExMYFMJiOkEXWt1H4D1vs///nPIxgMClGIkQyReIb0apmLBplnzDEdY6mR04j9fj+q1aqU0qhQhw8fxo9+9COEw+E6r0fjSi9Npp7T6ZTKUK22dLrOoUOHoNfrZcoPL5a+1L3n2vGzNRoNenp6xFOPj49LZJdKpfDyyy/D6XSKIeHJvsRIqtUq2tra0N3dLXvGuX6ZTAZNTU1i0Mg5uaze/XMVVKPR6AAcBTBTq9Xu1Gg03QAeBeADcAzAh2u12lvzL5WLlhkAHA6HlK7oOZn3WiwW2O12pNNp8fJdXV3o6emR6Z6qB1CVnf3XZEoRYBsaGpIzvRoaGkQY1dxV9QJqXgzUj9UisYMAkeq5GQns3LkTfX198j5V2VeWBZ1OJ7Zt2wa9Xo/Vq1eLF2f+SYYWxyedPn0aU1NTiEQiuHDhAgKBAG699VYpaXJtVOKSWuFgC6tGo5E0xev1yqjqlcQfKtbc3JwYSs6BHxwchNvtljWisvMqlUrYtGkTtm7ditdff12mp9KrqYwyItbqKTk82JDek2U4nodut9ulE29mZqauMeX06dN44okn6k5V4UUlV1tzVQfCfWbpbWhoCNFoFKtXr8aGDRtkGpAa8bGfgUaT5UidTofh4WEBU5nSvfHGG6jVaujs7ERLS4sAdaR5k7PQ0dEh+TwJZ7lcTiLi2dlZGUl+uetf4tl/C8AFAJw79BcA/metVntUo9H8HYCPAfjbX/QhFAIqMD25KmCsZ9NaUQi5MXwfhZdXrVbDmjVr8M53vlPCP/LCufBqnsVyh5pDsYFicXERIyMjYmzIqFK/i7zwmZkZNDQ0SMmP5J0jR45geHgY7e3t6O3tlWdTgUZ+rk6nkwYVNaxTw0+VH86/s5PQZrNhfHy8TskikQiam5uRz+frWlcZwRQKBdjtdlx11VVClaVCX7p0CXq9Hg0NDTKSmqy6rq4uZLNZzMzMyORbsuT4Q2CVZbNoNIpIJIKLFy/WEWXUPnIVy+D6MGzVaJZ6zBnq1mo1SeWy2SyOHTuGQqEgnp1AMOnKpF+rQJnq2fmvWkplqqFGorx3lsKCwWDdmtNYuN3uus4/ljVVkE5N5Thhlye9kEVIOWN3JyMADi4hEMjqxeVSDeCfqewajaYNwB0A/gzAZzVLWrkbwH0/e8mDAP4Qv0DZNRqNNCewbMAcXd18MuvIGe7r65OGAOaeLNfRo/O6/fbbsXfvXoyNjeH5559HNpt9Uy5cq9UEN1DLSwDqaq9f/epXcenSpTrMgMaCQh0MBjE/P48NGzZg7dq10Gg0iEajiMVi2LdvHyKRCN773vfik5/8pABIzNWYwzGkJODHtWAYy/CWBoH1X4bgfX190Ol0eP3113Ho0CGpwQPA4OAgKpWKYBMUJobHnLW+fv16iTaee+45vPbaa7BYLNi+fTsaGxvR0dEh01UdDgfOnDmD3//938f8/LwcNUVFVBWSTS4vvfQSXnjhhbrZfyqvXeVOcE10Op0MjtBqtThx4oR4aHL5165di1dffRXf/va3USwW5awAUkzdbjeuueYaJJNJnDx5UsqpBF4J4qrlSDoeGh1SqFtaWqTdOh6PIx6PY3Jyso4DwkpCd3e3dMABqCOQEeegTJHcQ4IPPXs0GpUojOtFWWXq1dHRgba2NpkH8O/RCPPXAP4LAM6S8gFI1Go1urppAK1v9UaNRvMJAJ8AljjO8XhcPAgXplwuSxOHCswQueai0GOwaYC/VxeNhiCZTMLj8YhFXHnRkzAkJSjFOja/Q/XCarimUl+peDxogHVjhtBq95RqzVVUmZ+lehZGNizDaLVamXhCD00DyhyQhoO4AYEngmiMTjweD0qlEgKBgIB0vJgGcX14WEWtVkNTU5MgyK2trXU92ioKrubNVHqWRFXvpnryldhHrVarM0yUBebF9N4k5lCJV3LlGQ3ys2n4VVKXSvRSKc+8p0qlUgfAUn7U6govrXapk296eloUnpHoSnYcQVOWH9WWYD4DATqtVispDiM+kmoMBsObWrJXXr9Q2TUazZ0AIrVa7ZhGo7nxF71+5VWr1b4O4OsAYLfbaz/84Q9x8803C6jT2tqKkZERfP3rX8fU1JTkyR0dHejr66sb2cy6IhWNFlxtzuBmud1ubNiwQRBtHljP8g6VcXJyEtlsFnfccQd27doltfZkMinceS6mWpKisPj9fgmjeIQQASybzYaGhgaZcqLVausMmGrISLukdyFwNTc3VzdskeOtg8EgotHom+iuGo1GGnSq1arQbNn3T8/p9/vR09ODZDKJRx99FKFQSO6DhwXmcjkcPXpUfpfP53H33XfjU5/6FPr6+vBHf/RHKBQK8Hq9Ej3Mzc2JN6Jws05PZf+ZXNQ15BCj4ahpTsB55ZVXcPjwYRFim82GdevWyaAHdiLy3Hd1hJhat2ZkRBmp1Wp1USLXnspvs9nqToZRjYeaplDeGI3xEIl4PI6vfOUrMJvN2Lt3L3p6egBACD5zc3PQ6XQyfnx4eFg8udq+y4EnLS0tQmqiE6FRpFPLZDJ1UerK65/j2a8FcLdGo7kdgBlLOftXALg1Go3+Z969DcDML/qgYrEo01JUFJNnrw0PD9eVUJgvMmSnEKq1ZPLDWYenh2SYRy+v1ukZQWi1WkF5mftqNBqxrqq3VRF/YLnGy9Ie6/Nq3ZzGgZ5BBRT5GrXOr5J5AAjuQMNE4TIYDDJGS2WkrYxgaJhY3SAQWa1W0dzcjPXr12NychLBYBBnz56V72enWK1Ww8LCAmq1JX54MpnE1q1bUastUYY3bNgglQn1SGtGZXw+vV5f56nUdWRKQ2O6kiDESTE0nDTkDQ0NQrKhUeG/qodWL3X4BYA6FicNLJ0NOR/0+gTKiKqr8kHvS+Xk3IPh4WHo9Xps3bpV5t1xaAXvkezNlU6EJTcAEnXQoBKgY4RCg/pv9uy1Wu3zAD7/MwG/EcDv1mq1+zUazfcAvA9LiPyvAXjqF30WUWqCEUNDQ3jooYcQiUTkfGpuANlwtKLkSnMkMC03sARUnTx5EtFoVKae6PV6GaBYqSwdx6Nudq22dHrs4cOHMTc3h6effhpnz57F4OAg7rrrLvj9frzrXe8S2qjKxWcOXS4vzZ/LZDICzFmtVvT09ECvXzoJNJ1O4/Tp0/iHf/gHNDY2Yvv27XA4HBJOEyxjzksQjSQe4g2kSXJyKhlrXAtGFDSkWq0Wa9askfPbOJaLyhiLxXDq1ClEIhFoNBoROAorkWbiA9VqVcqZLP3wh8KnUpM5U5CCuGHDBhmQuLLsODMzg9nZWej1ehw4cEAO0GSKsGbNGpEhq9Uq3v/AgQM4efKkgKR2ux0DAwMS7TG0pRyRsaeyNlV5oGJxD9QRT1qtVvgUFy9exOnTp8WQ/Uw36qIsq9WKzs5OkdN4PF5X1SC7kX3vPp8PW7duFRQ/Fovhsccew/T0NM6fP49nnnlGphSxaqSyHGmk/2/RZf8rgEc1Gs2fAjgB4Bu/6A20fKyFHzlyBD/60Y9QrVZl2ilZXgx5uVlcVFpFtbkglUrhySefxPnz5+HxeLB7926xmgR3SqWShLcMlTm0cn5+HgcOHMD+/fvxrne9C7fffjvcbjd27dqFarVaB37Q+CQSCeRyOZw8eRILCwuSS/HUD7PZjGAwiEqlIlFLf38/Vq9eLfV/Vh3YMcayJBtXisWieD0i9YwwVjaDUJjJxCqXy2hraxPAisw7GikOh0gkEtBqtcIco5djjVit27K7iyAZlVXNNdUSGu8PAPr6+rBu3bo6SjCN6LFjx3Ds2DFhQFosFqxfv17aRru7uyVyIphmt9tx4sQJfPOb35RqgdG4dJZdb29vHajK76O3Z3WGz0BQjEi7TqeTQZvcc71ej56eHvh8PmSzWZw6dUqiEkZW6neQ1KVSdTlQg80vRqNR2rnV7jefz4eJiQm8+OKLmJycxPj4uEQXXHM6C6ZBKvB9uetfpOy1Wu1lAC//7L/HAGz/l7zf6XTihhtuELIMvS/BD5Z61EmnVAh6Z5ZcmCMRmb3mmmvQ39+PVatW1TUnLC4u4sSJE5idnZWIoaOjAzt37pR8bWX4yCGMXFiSOlQAiaUoGi+n04nW1la4XC4EAgGYzWZs2rQJLS0tmJ6elu4zRjAqGs/n4LCGeDyOWq0mhgBA3UjharUqwxNUi97R0SG5cLVaRXt7O2KxmOTcKh+bqLrJZMLGjRul8kFQUM3/KFxkbL300kvweDzo6+urO3hQ7eAiQEdPubLEptb8OeKKkQSjASoNR5mVy+U3jUumceG90zjyeitlB5aiivHxcZlAu379eqm1azQa+P1+CacJsDKvb2lpwVVXXSV4AA0GnRY/h6W7pqYm6fVn2qky/1TglxTharWKNWvWSJWGF9eOBiYcDuPixYuIRCJvatNdeV1RBl0gEMAnPvEJHDt2DGNjY2LZKMBGoxE9PT3Sq240Lp3+QnRYo9FInkqSCEso999/v9SbKaQM/X/wgx/g9ddfl1z59ttvx86dO2W6LMNXCqY6IplGplAoyOgos9mMlpYWAMAbb7yBTCaD7u5u7Nq1S6aj6PV6rF+/HiaTCc888wyCwaCMwM5ms3IiDD0dhyIUi0U5qYUhvHpgBYcRajQatLW1yeAEu92ONWvWwOPxAFgeiHH69GlREuakrBk3NzdDp9Nh9erVqFQqGB0dxczMDCYnJzE5OSm1eIarOp0Ohw4dwpkzZ9Db24uPf/zjsg4azfJpP2Tr0bDQ6DKvV0tQVCYeLc19IyBLfgWNLT2jeqkdkqTrrsRC1IoKqz0HDx7EX/zFX6Cvrw9/9Vd/ha6uLvGMXq8XXV1d0nFI5Fun00l6lEqlBDDjaDNGphrN0jgtgqOM+Jqbm4UJV60uH+bJ72VaV61WsXv3bmzbtg3j4+N1s/uBZWBwaGgIc3NzCIVCdTMc3+q6ospeLpcxPz9fN6Od4RS9AEMZ5lW1Wq3O89KyAfWnjBCRZyMBXxOJROQccC7W/Pw8xsbGpIShEnVY3tDpdALkMRcFIF6LXlKj0aCpqQler1fQXXbBkW/OE1gpxPxvDrykMDFtoUKz1ZWjoFXvTGCQ7DGyAtUx0zxtRO0KVENOYHlmHoVEJf3weVVQUn2NmvMS2GRbqIopqIQZNa9XWYXq5zDiWtn/XqlURJEqlQp8Ph9WrVol57ypkQENu1oyfaseAnIZ5ubmpJZN7ITRBFM4vp/EGWJJDP9JjmKUow6ftFgsAq6ppVSPx1MHDqrPajKZJALmXtFzq8xDyin15HLXFVX2SCSCr3/963WhXUNDg9QrDYal0dAcBURgqVar1U3+VFlHc3NzMJlM6O/vh8/nw7PPPovvf//7dQZBPUerXF46UOJP/uRP5J54nhcVnsQLYLnWq4a48Xgcr732GjKZDO688058+MMfrqsuEHH93ve+J+QUn8+HlpYWdHZ2yqkuFosFzzzzDB555BEYDAZpB2VFYtOmTVi9ejVOnz6NgwcPIp1Oo7e3F263WxouWltbsXXrVjnxRG23HRoaknPWW1pa4PP5BNwBUPdMlUpFzkjP5XLSSce/URgZjnZ1dcloZIKWzPfZ0VgqlepmzFPJWYvneqk1cO47j8dSjRFDXqYlt956K66//nocPnwYDz30kHQ4NjQ0SK5Nj85LRav5HFqtFt/97ndhMpkwOzsr46hXRhC8brvtNtxzzz1yz6z+EJUHluf6sa3aarXiBz/4AZ566in5e0NDAz75yU9i7dq1gpfw+RYXF6VyRZlnWsPohf/ye36lwnhOC/H7/cJbp2dXS1wk29CKM3RbWbqpVCoCSBF8mp2dxfnz5+uYafR89Cr5fF6Ycepi0fMSeef3sG7MUU6xWAwXL15EMpnErbfeisbGRsnfCDzl83lMTk7i9OnT6Orqgt/vl7l6rNvT+4+NjQkgRm/NjWODUCaTQTqdFo9KDjaRXLYKr6Qfsx+eyqKGgmpOrlKGVWCOnoKCzfozc2wKOCMh1riZP9MrquCSSipSS46sxhAgVCMhCjqwzHpsamqCzWZDOBwWQ8DvoYdWhZ/PolJOnU4n8vm8nCswOjoqA07pPVd6TLbvAm8+uEJ9nbruZrMZiUQCly5dAgCh3DKKVL+P5B1iJep3qYQflRew8rvf6rrik2rU3JjKTcWl8JB+SWvHkJCTZ9QFYPjEXHJhYQFr164VTrzBYJAyDg0CcywaG4PBII0I5BozhKNBYRjNIQzEB06dOoWFhQWsWbMGV199NWKxGP7pn/4Jc3NzGB0dhcfjgc/nQ0NDg8yIy+VyeOmllxAMBhEMBqUMw3CXs+cqlaXx0DabDffddx8qlYpwD9TjjDggg8pKmqjH48EHP/hBqaszTVIViEKi1+uxY8cO3HDDDTh48CCeeOIJmQHg8XhESVUW4//8n/8TRqMRd955JwYHB4Xtppb46NWZs3PN+Z2UA2IJLperDhvhz8WLF/HMM8/AZDLhPe95j+TX6pFdi4uL+OY3vyntt6VSCW63G83NzbDZbNI9yEgkHo+jt7dXvCzLiNFoVNbGYDAIA46cD6PRKB10NMqcQMOQWh00ASyF3bfeeiv6+/tlPXiiLaNaMiGJEzAXZ48HjTw9uhr1FItL5w6qw15WXlf8rDeGqFR8Dheg8lKpyTrT6/UCOjGkmZ+fl/PV6EUuXLgg9erOzk6YzWYpxzC85Xgo0kqr1arkhz09PVi9erU0TxANZxifTCbl/C3m0xaLBWNjY3KM0e7duzEzM4Mf//jHGBkZkbnyTqezzhvm83kcPHgQb7zxhsxyY8hYrValbZMCaTabcfPNN4sHYETCZ+Im04u2tbWhVqvB4XDgpptuknCazTQqPkHvqtPpsHbtWnR0dIhhs9vt2LRpEzo7OwVPiMfjCIVCmJiYkG4yVkGYarEkSoXj/zNPVYFJVdnV6Tpqu63FYkE0GsUTTzwBu90uc/0JytGAxONx4d/zPpqbm7F27Vp4vV5s3rxZqNAEH1taWmC1WtHd3Y1arYZDhw5JGsSog5EYw3Fy4xmJ0LMS3yGAqmISWq0W27Ztw4033ijDMuhM1OYcfgbP5pufnxc8S/0+FcVn1YDksctdv5SBkwy7KXhAfS61EslVQQkKOpv3GeqT404h5kaRcEJgjZtMYE9FMFWeNnNvhrcqC48GhOSaQqGAZDKJF198EaFQCHq9XvJyhuQ0LqS9slSn5qzMV10uF7xeL2w2m3hsAlBUUAJ09CBcR6LGauQDLLfx8lnpPfl5NCI0qMASR/7o0aOYnp5Gb2+vTOQhOcZgMEiUFAqFhMPO/VSZhFQGhs6qsVGVncpE8Gl6ehqJRAJjY2MiL8R4zp49i6GhIWlGITGpVqth06ZN6O7uluiRE3pohCqVSl2uy1D9+uuvFzIMv4+enWlFc3OzHNBJ7Il7x3Xne/m5ar+HOqmWaHyxWEQymZS9IFFLnabEtWR0wfs3GAzo6elBpVKREVVvdV3xMF6r1dZNLl2JDnNqJoWYiq4KDkkpGo1GGj1UZacCMWVg6M9eYM4m5/0whCYyz98RTyiVls5Yo9BQmYncl8tlRKNR/OM//qNECzyAkdRTGjkyqfx+P1avXi3Gh0JvNpsRCAQk7KYwpVKpOkGy2WwycIFTZXi/zPkA1E2SZZ5MRJmDLoDlfJBCVq1WEY/H8cwzz8But+MjH/kI+vv7ZRAmBY2n+gwPDwuLkIw/rqWaT3PtiB8Qg6Cyk8tPI3vhwgUcP34cs7OzEr6yHPrSSy/he9/7nhBRmNJVq1Xs3bsX9957L6ampnDmzBkJb9UmEh5tRa+p1+tx3333ySwByicNJpttmJ4QzyEgqR40oUZfwHLlCIBUYKj89O40Gg6HA+l0WnozKPtcP61WK/gPB6U2Nzdj48aNci7eW11XVNlpwd4KdFgJLvAh3+qH1lt9v8rWopLwR2WZETXmCTRscWTfsfq5rNfS+FB4VRaYihDz4t9UEEW9TwqCw+GQ56RFJxCpEkR4D8ByC7DaJknuAZVHNQq8F6L03AeuUbW6NN2F89QtFguy2awAV8ASazEUCmF0dBSBQAAGg0Hm8bHHm+OVOXSRWIwKcpEkNTMzI9UH4ipUdhp4FU2n4W9vbxdOfKVSeVN0RAILsBQ58XlV8JFryP8n6EelI9ZDBVRJOnwOzgikHHJPVsq0KtukZ3PePFNEVaZ5T/TazO1XygVTYbVkutJpvtV1xevs0WhUuNRElFXiA5lXgUBAkEqVccUQjkaDD0k0nPkuLZ9WqxWWEzewo6MDO3bsgMFgkDKbqujA8vHSDN8KhYJ8tipcKpOPpT0qCZVHJe7QWDQ0NMButyMej0teBkDuqVJZOmeMJ6ECkFxOFZZqtYpwOCy5MAVAzXnZIEKPSOqwyWRCOBzGE088gZmZGfh8PjgcDpRKJWzbtg25XA7T09NYXFzEvn37sG/fPmzevBk33XQTFhYW0NfXJ/c3PDxcZ0xZJ2Z/AjGLsbExPPbYY9BoNPit3/otYYlRgFf2k/OwztbWVtxxxx1SYszn87jhhhuwefNmjI2N4fXXX4dGo8HOnTvhdDoRCAQwMTEhJ60ybCcfoFwuw+fzweVyoVAoCDW2o6NDlIrypqYbaoqoThGiYjJVWVlJqNVq2LdvH5588kmZncjKBkE3Ro4tLS2IxWIyOZb3yaiBryUGRMPPkublrl8KGq92awEQFBSAKDEbN/h3crCp7FQsNcR5K8+u5rlcJIfDIQcVsqZJog/xBADyfSuBFrXUwc2n4VLBFnp19YfvJVaQz+frcmx6NZVuCqCu646lJUYcBL5oMOlxKKDAcv+++j00GjzqKZfLSVjo9/thNBoRDoflZBhSdDmaioZEpXjye9mQo+4JDSNbc9kDQGWgMVbLXdwzp9OJ9vb2ui5In88nU4W4PsRKAMgAFCohACkRqj9sISaQydxZ9cr0mtwzpo0r5U8lJKmemxEU053Ozk6JJIhPrZRtRkqqHgDL2BIjHwBicPiat7quqLI3Njbid37ndyT3YS19enoa3/ve9+SoIYIpiURChKFSqch8MWBJWNkEQyBDBdiA5TDW4/FInsOOIy4slZdTXIaHh3Hx4kVBs0mfVTeeC61+JhWZzSuVSqVuICJ/WlpahDnHjY1EImL4qKz0GvR2Xq8Xi4uL4q1II6UQquwr4g9cO64XAJm0MjMzIwc5FAoFad9Uuw8ZSSSTSWmyGRoaEuEj1tDY2FgXtjJdAyCGiJfD4cDNN98MYOkc+FOnTmF2dhazs7MAls+lHxgYgNvtRi6XQ3d3txCfVPRebU1lzfr06dN1YTcNmk6nE1CN8nfq1CkcP368jiV37NgxmM1mXHfddbjzzjvFYHEvNBoNXn/9dTz++ONobm7GbbfdJr0a7OhkmE9WnlarFZyJlZ5wOCwz7AnIcVYij86anJys0x/uazqdxpkzZ2A2m9Ha2gq/3y/A36+MsrtcLtx+++0CkFCxT58+jaefflo43MyjcrmcWPZisYhwOCyEf1IbeUYbP1O9aIk52KKxsRGBQKAuTwKWrT2V6eWXX64D8Do6OhAIBOryIb6Xm0xjoE4SURFTtoeSHslnoqKrm0RjQq9BRhkBm4WFBfk769OqsVCjEbWMBEDSm2AwiAsXLkjfAbsIFxcXBezS6/WSHqmkJQ7b5MQhl8sl02qYQzLyUMNhVj82bNggBoHEo3PnzknEwrJaa2urAIlMUVYSS9SuRs4mUFM+dbAJUymCouRCECSs1WpC5zabzbjttttkP9SceGhoCI899hjWrVsnDVWUU/L/a7WalE0ZaTDEr9VqUsqlcQyHw3JsNFuc/X5/3cGe3PN8Pi+nxBD7+ZVT9mq1KjekgkxqbZDhKL2smj+xQYSKo4IiRKZZugEgJI5AIFA3sFJVdAp4KpWSfmFuiAp4sPxGQI0efM+ePdiwYQPGx8eF3kivTKGkUSJarHphvobfo0YLVGI1L4zFYnWHK1LI7Ha75HbECgqFAkZGRqDVaoWsQiOghpz8HHq8YrEo2Ar5Ctu2bUNDQ4NEEWp4uvJS0w16VtXzE0shOMquQhoptYylctxVBdfpdDh16hRGR0flMA2mAIwEKTskYzE9oDEmmUVlZTLdWFn2LRQKOHDgAILBIC5evIjOzk5JBXU6nZRKeb6eyWQSZSXC7vF4sGPHDknT1IsRoBqR0XDSkFE+qEsA6hrF/s3DK/49r2q1WjceisJOJJSLbTQasbCwIIP3YrEYKpWK5Gu0ZMyVNRqNlLdYGgMgOIDT6URjY6NYdgoiLTyHaczOziKZTNYRFhgdUNl5KCQP2XvPe96D66+/Hvl8Hs8//7xQRpk/U9l5KCHLeyoCr+bs5J+TVkshZG4+MzODkZGROiXQ65dag6+++mrJtY1GI2ZmZnDq1CnodDqsX79e5s6tVHa73S7eC4B4jlqtJtHIhz/8YezevVvyyMXFRamtDw0NIRQKiUFSowsCiWR/EXU3mUzo7OyE0+msU2reB0E+9T6piDQW+/fvx8MPPyz97ETSVYVgqUzFEShvxWJRSoB0OIyUVGXXapcmGj3yyCN45pln0N7ejjVr1qCrq0uAxebmZmi1Whw+fBhHjx6F0+lEd3e3cDUcDgcCgQDWrFmDUCiE48eP1yHyPPGFkRTvhfvB5yc2QU+fyWRkfiDX/XLXFQfoVnawqQMVKBwqsFYsFuvAn5XjjlgeIXWUP9xAstA0Go1w5Pn+anWpV31+fr4uh155MbxkaKgi+1NTUzLDnUJEfr36OhJ/2CdOC8wcTa3rqowshoSMCjo7O1EoFDAzM4O5ubk6z6+WAHm/fJ6VjSFqHk1PQvIPwcZcLodLly4JJwJYBih5jyr4yO+jcQSWgSsKK9tr+R3qQZ/quqjrrqZpNCg63VLraH9/fx1XnNWSSCQijkUtWwKQ9mU1PFd5HMASuHfu3Dn5fx6Ooe5bpVJBJBKpq/aQY090XqvVCt01m81KGqEem6UCecCyk1INMGWWe0hDz4iRe/Ero+w6nU5OnGTeEovFJGRkSW5l3Zz/EiWlQnNz1VFFFB6Gb4VCASdOnAAA3HDDDejs7BShi0ajGBkZkeH9zE3p/YBlkIeMJ/6Om/3YY4/h5ZdffpPg0zCpUUyxWEQwGBRaKHP57u5u6fNmXqfRLNFqFxYWRFD0ej0eeOABGI1GfOtb38LDDz8s66R6Tz4He6bVciXDdhpdgnFGo1H6tJ1OJxoaGjA6Ooo/+7M/w+zsLGZmZjAzszxmUGUj0lCoU3dW4gkEKF0uF7q6umT0FSMZygV/aHyJ2gNLnH/VA+/evRs7d+6UCKZWqwkYe+jQIRl1RQyIFY5QKIREIgG32y2z4RgCM9U5c+YM/viP/xjAMvqdyWSEPafVarGwsICXXnoJlUoFQ0NDwlegsi8sLMhpPJxpD0BKiVynarUqFHAOOlX5FEw/WJFS09BCoYBQKFSXBlzuuuJhPFHPWm3paB0+IC03/6aGdGoOw3xMHe5AL6jmwGoexmEJ5M4DEGVgY4vahkkF4eeq4SQ3iHXrRCKBxcVFmVCz8nm5KRR+cgf4mQxrtVrtm04todBwTSwWCwKBgEw84XfwUtdq5fs5faehoQHAMnipsg09Hg+am5ulTq0e3EjjpUZl/E6SkrjuvC/1R70/Aqwq25HR3EoQVI1Q+P30ykzPKpWlqTMMl1XjwrVnxELDRGehVm6A5RHh2WxWztRTKy9MG6l4/Jmdna0DjwFI1FkoFCQyoxKTw8F7IBa1kkymRh28FxXAJZOU9/gr49mnp6fxX//rf5XQivlfIpGoawyoVJZ7nc1mMxobG2WaaWNjI44fP46DBw+K1SdwVS6X0dTUJGExUN9pR9Dr9OnTeOSRR5BIJJBOp+X9VFweIEEBZoiq0+mEJ93d3V3XksnXAfUgigpIEuwiik3vqv5dDV2ppFQIq9UqmALHIzOcI2WTJ7tUKhUsLCzg1KlTyGQyePXVV2E0GvGe97wHN998MyqVCgKBgBhAo9EIv9+PpqYm2RuXy4WPfexjSKfT6OnpEZYhQUbO2rfZbCiVSjh37pygxFR8Ak5qezGNK0FVdRgIjbyq4HxGtrK63W4YjUaJdlKpVN08AqPRiNtvvx3vete7cOLECTz99NPweDz4wAc+gObmZsRiMSSTSYyOjuLYsWNC31Zr5Hw+FRei4czlcpibmxPePADpmFx51WpLE3opU3R4qVQKVqsVa9euhdvtRkdHB1paWjA8PCz0XhoukrRUR6imvaVSSTw709y3uq6osicSCTz55JN1ND8AwuxSH0IFZHje9eDgIPr7+xGLxfD666/Lw3MBAdRNauGl9gvr9XqEw2E899xzMgzCZrMhl8vJ8UCsH6vpBAWOlru1tVVANE4rUUMsekIKMT/DZrPJJpIUQ+WglaeiU7jUME4dpEErT4vOFEZletHj8Ez1q666SsJ7njLKFID3RqW0WCzYsWNHXUVE9SD0YA6HAxqNRpowVHxgpYcnYYrREYA6jwcsk1FU4IxGguAZBV3NibnXer0e69atQ19fH4rFIp588kkYjUZs3boVAwMDiMfjyGQyePnll3HixIm6Up0aQdIgExDkYZ4EddUmGo/H86YKE7GObDYrUSHvN5VKweFwYGBgoG4WYjgcFhnk4Zr8LHV9eL+MUGkwf2UYdGoOwnCctMW9e/cKoq7VanHx4kWcPHlSyiwajUYO2WtpacH73vc+xGIxnDlzBplMBrOzszLZZn5+XspwKqBUKBSkfGcymcSiqwQbFYXnvwybmGuzYYORgppe0Bup/H9aXeaTahjGMFDdJKYKU1NTGB8flxHU6iSarVu34uMf/ziCwSAOHDgg4RxThWKxiIaGBrz3ve/F3NwcfvSjHyEajUrd2ev1oqmpSQyQTrd08OCpU6fg8/nQ3t4uJb1qtYrXX38dly5dQl9fHzZt2vSWE2hZ9lRLWHwd0xw2rZBjQTDt8OHD8Pl8WLduHQwGgxCf1M4v4iZE8OnJ6dW5dipOAizn3MCS4hw7dgxnzpypI63wfD46Iu4fqb5E+g0GA1KplJzDphprygBlnf/N6g5QP9CCpCumQTRkKystXF/KotPpxJYtW+DxeIT5SR7BV7/61cvq3xVXduYxJLLw4MaPfvSj6Ovrk4mnDz/8MILBoIRlwNKE1Wq1it7eXtx22204efIkzp8/j1QqJfnV5OSk0D3XrFkDi8UivfEsF2UyGZjNZjl8gUSIlXVvFall6Mp6KgWWF0NpWluGryT1tLa2ilKptEgqu1piosEJBoN44YUXcNVVV+HWW29FS0uL5Pc33ngjdu/ejRdeeAGHDx8Wr0TPkUwm0dTUhN/4jd9AMBjE8ePHEYvFpEwFQDwih0b+/d//PX70ox9h8+bNuPXWW+F2u9HV1YVarYYf//jHeOqpp/De974XGzdulByfSgZAUhxguRWTICTPD+dhD1TSWq2GmZkZvPjii1i7di22bdsmI6no6WKxGDKZDCKRCAyGpWEkqjLwe+g91ZIZUN8IUy6XsX//fjz22GMy5QeAcCiocCpXgkAj07lsNisz6Okk1GgKWO6VYBrAjkQCsMQUGBmyh0LlF6iyz8+sVpf6Bd7//vdjYGCgbqquXq/HY489dln9u6LKbrfbZRA+ywaJRELmmCUSCTkCJxwOS9jNRSQqHovFYDKZ5GgkrVaLgYEBQbjpSbq7u8WrkpN/7tw5TExM1DUxAMtlDnptVdnVPA6o773n/fEsM3W8sNraSSGgIaAnIbmDnkOn00mbp91uF4FjyqBaeVY31q9fL4LIkhPLlYxgeN/BYBBvvPGGKBujiFqtVkfQINOOQCSwpDSxWAxnz56VkF99fzAYBLAM2jG6Ym6uklTK5aVZgCQzMa+fnZ2VY5w4QZh5qQpQqWU6NbrgvxMTE4jFYhgbGwOwhFpfuHAB8Xgc+Xxeju3y+XzweDxi/CORiPTk05MyhFbTK66nCvyyI45ouhotqrLDSITrr0YjJOPk8/k6XIfPRsyCUSHX5leu9NbZ2Ym///u/F/7w3NwcxsfHodVqMTU1hWAwiEOHDsnYZXUMkFarlXJMMBgUIszCwgLsdjs+/elPY9euXXULo9Yfa7UaHn74YfzTP/2T5FxqPs28uLGxEatWrRJjxBFBnBCrgmcAxKsMDw/j1VdfBQCJJLhZKgLP7qpoNCo192p16ejdTZs2weVyoa+vDx6PB+fOnZMSVSAQEKqvyg7r7OzEZz7zGRGygwcPSkRhNBoRjUYxNzcnAvr444/jmWeewXXXXYePfvSj0Ol0Uneen59HJBJBrVZDV1cXXC6XtLrSA505cwZzc3MAlmfBER1vbm5GR0cHLBYLHA6HVA9YFqWis0Ly3e9+FydOnEAmkxEBf/755+H1evHhD38YjY2NKBQK4gDU5h/SkbnXNAzM5x9//HEcOXJE0qV4PI6/+Zu/gdFoRGdnJ3bv3i3jvXh6S6VSwTe+8Q288sorooTVahULCwvCk1BPimE+TmWjMZydna1r4mlubhZDTQVnGqMSeADg/2vvzcPbPq8z0feHhRtIAiRIENwXkZQoidplLZZsS7IlWYpj1+NknLQep4nH7Uwn03Y6vdPe+0fTaZ5uM0+nfepO2tjxMk7cxHatxJu8b4q1WgslUyTFfV9AbCS4gATwu39A7+EBLCVpmyspN/qeh48kigR++L7vbO95zzlut1sqDnW6l4qdfRLC4TB6e3sFqKVHSsV+pXXN8+xEL/l3l8uFWCwmDz0xMYGhoSGhRXJRs5qmiUgkIsJCtL2wsFBypnx9Wh0CGJzRDSClhh1Yao/MnD0vJg9Xk1XoFtINJzOQ7a7I4rpSIQrz3WyRxdfSxRSsEy8oKEBxcbHE6rR+moBhtyfbJZFdNzMzI4APPxMvJ3ELeh+aqERXUGcXdFhDl9c0Tcl80IOh8uMsdF5melma1chz5NBKzjenZ0IClN/vl6k7fH0N2un4mrllXW1Gq+5wOOByuURobbZk2zJiL9xrr9croGV6GEBqK62oJl4Rf+HP0CMjgEglReXEvWCsziamZF7G4/GUGvt0+aEBYwhKw6kzIFdb11TYBwcH8fu///tyuZxOJ9xud4oWZQFAOBzG2NiYuK/svkK0mnFPTU0NHA4HOjo6UoglLpcLy5Ytw/T0NJ566ilcvHgRiUQCzc3NEkNmZ2ejsrIS2dnZaG1tlb5xbD5IYEgz2ljaSNdzaGgIPp9PCBRMJWnOue6uw7QTL00gEJDXKi4uRllZmXzWPXv2yMXMy8tLESxe7FAohM7OTsEciOhTiMnao3dw++23Y8OGDQJyUWHG43Fs3LhRnmFgYAB5eXkyK+6+++7DLbfcggsXLuDIkSMpve/4LIWFhRJvs8ljSUmJhCWGYUjsPTk5ib6+PgwODqZUDrL45plnnkF2djbKy8tFEFkYNTQ0JGEBrSfBQdJTqaQp7BymkZmZKe21+PvxeHKWAEMvj8cjZ84wgn/qbJEGbzmhdvfu3di3bx9aW1vxxBNPyPlkZWVh8+bNaGxsFExpdnYWb7/9NkZGRuDxeKQFNt9Dc0L43uR08HNp1uINJezhcBivvfaaWJTa2lo0NzcLdZKC5XA4xHUGlsgJmoJJK0RF4PP5AED6mEWjUVRUVGB6ehoff/wxjhw5go0bN2Lt2rXIz89HWVkZ8vLy0NzcLN1WyKpiSiq9GEJ7F6Q09vb2ore3NyUc0DRVzWmmC64rwebm5mSaCDvG8tCWLVsmrasICOm0Fll2dHMZPlD4mLKhFczNzcXq1auxb98+TE9PY2JiQhSaaZqoqKhASUkJEomENNDwer3IyMjAypUrsXr1alitVnz66acwDAOhUAjAEm7Bmem63TS/x3NbXFyE3++Hz+cT602rTSBsfn4e/f39WFhYwM6dO+H1elO8KfIw6N1wUAZDPsbSdPtpwelOs+aAX6aZnEHA16Vl1q+TTj/WtR307KLRKCorK3Hw4EE4HA48/fTTkgGim84uw2xQ0d/fj3PnzkmePTs7GwUFBfL6vPdMrfE82YE5Hbm/YYSdQJNmBzHm0chlYWEhKisrcdddd2F2dhbDw8PCh+aH5+Vg+ovWiQg/hxYuLCxg48aNyMvLk371TKEAwNjYGILBIBYXk22HOQvearWK9ee8dW5kPB4XkoTFYkkpMQQgf3o8HlRWVkqsDSw11mAtc01NDfbu3Svsu1AoJAdNN1gDUvw7UzXxeFyKVkpLS2WsscViwdDQEFpbW1MUp3ZP09OE6YpkYWFBUpq6zoDeWDAYTHH9KdSkcNLz4UVkWjAcDiMUCknjDlpIhjgOhwMHDx5EaWmpDKMYHBzEiRMnJD5N5/iXlZWJi2sYBjZs2CDKj8AnXX42qigtLZV+eFTSmsVJ40JlxlSu7lhEBXP77bejoKAAGzduRDQahcfjwZe+9KWU/gv19fVSCWezJeccPvDAA7jtttvQ19eH4eFhibtJoWVfP91OmgpHI/dAKnB8pXXNhZ1EASC5iYzVKcyMpTZu3IidO3eip6cHTz31lDTu52ECS/ERaZB086mpg8EgLBYLtm7ditWrVyMUCmFqaiql+m10dFRc9oKCAgGiAEhTgMHBQVFGXBRoiyVZPkp0nTGyYSTHQjU3N6f8HuNTv9+PwcFB7NmzB1//+texsLCA4eFhGRGdSCRSEG9dNMEcM0ODvr4+WCwW7NixA6WlpSIIAwMDaGlpkfFX6aWTDKdo1bh4iflMxEl48Zg6Gxsbg2EYKCgoECtO9Jqv6fP5MDMzIxaV1p3nTmGnoJFMwmpCbRgOHz4sxSgk5eg4WHtiW7duxa233ipDPYgHzc/PY3x8HKFQSPAEjXjrDA3fh2ktZnvYIYeeXm5uLh544AGsWrVKcByv14uvfvWrcmZEz3WqrqCgAP/u3/072O12fOc738Hzzz8vjLloNIr+/n5heFI+dEmuNgSabXi1dc1bSQNLfG4eIg9ICzOJMizfI8NI01fpHhPR1JRJYKlLCt1rankNzvEAyODiZlExsTkCNxtYAv/4d/2+HLDocrlQXFyc8ppEjW02G1asWAGPx4Oqqip5Ld0qiS4l8+YTExMAILFwX1+fTBgJhUKwWq3o6emR2B2ADGfU+82MB6m+zCmnKwPmwNObgjAuNgwDDQ0Nkv7R1pAMMO32au9EI9XENXjuWqmmA5EEd/mzuq9fV1cXnE4nVq1aJakpCi4ZjlSUZWVlKC8vlzZX6UQczeADlhqV6PhYT8TJyclBLBaTGgydotNuNc9WA38XLlxANBoVg8LPahiGzKXX92J2dhZFRUVi3PSz/iT2HHAdhJ1aKF1r6sIIIJknHR8flzJBUkw1DZYpHt1kUhcXkCLKHmSM3fh+5MQzBaZdOJvNBo/HIyk5dmdh7psuI60K4++6ujr81//6X1FVVYX29naMjo4KN5/dXex2u0yRZXxGC6tbHUejUUxPT6OzsxMvvPACrFYrHnnkEaxatQqvv/46XnzxxZQqsEOHDsn0HH7pmuloNIrDhw/j8OHD2LlzJ772ta/Js8/PzwtQRs8gHo8LUqzjcpao7tixA4lEAkeOHJGGkyQosZsOMwOMsZk9MU0T+fn5KTlrkpLo7kciETnP7Oxs1NTUYH5+XkItPm97ezt+9KMfoaSkBLfffjtWr14Nv98vXWuY9eDr33777VizZo0oKiofAqz0Mqi89B4TP2KXW2ZJgsEg2traACClZkMTpXROnd7ds88+i87OTgBLIdbi4iJKSkrw0EMPoa6uTu7m6Ogo2traRNGxuInhCfGkq63rYtkBpFg7HiiF1DBS2zsBS9pcs6IMw5DOrbplkf4ZLpZzaool3SFtQfTP6/SdzvHyefjsAISM43Q6ZfwS30NbNGYLCgoKpP+6fk9gyQoS+SegRSFIJ3NQyVFo6QZyLzQxaGpqSuoAKGi82JpIRJCQ70OmX/pr0gugQiNoxKIe/Xn0HhO41N1z+IwcfkFGGy2X9qLoguvZeUz35eTkiOLUDD++LxtyMHbXWAifi9kMCjxj9by8PGG+8Tl0Wpb7QiVBgwYspe5Y07+4uIiJiQkMDg5KxoWeAJlypaWlKZVurJfne+jMC0HVq61r3ryCFFO6V3l5ecjIyJBGiNx4nQvWlzGRSDacGBsbQ01NDRoaGpCfny9AH19b50p5GLrVEy8mUzXUjDp1xfy0bnZgmslS05KSEolBmZ8tKCiA0+lEZ2cnhoaGMD4+Lp9Bx+1A8uAjkYjwrtm6yG63C3mora0Nn376qVRI6Qkxe/bswbp162RfiHLPzs6is7MTfX19KZeYIQ2FJxQK4ejRoynji3ixqcRmZ2fR19eH6elpBAIB4QaEQiEBrOgB1dfXyygrgqzRaBQffvghuru7kZeXJ/gDFQlLUInZ5OTkoLS0FE6nE7Ozs+ju7paqOt2jjVVeVJ7Nzc3Ytm0b8vLyUFlZCQByr0hOIX+cqb1QKCQTbBYXk81GibV4PB7ptbCwsIBIJILs7GzceeeduOWWW1IMFb0W9lKg4VhcXBQmHhXCe++9hw8++AD19fW455575Cx1Lp6YhsPhELYlAWydd6dMUJH09fXhyJEj4s1eaV1zYdepLE0u4KXT1Vy67FEDNSQixGIxETBdOaV/Vlsiul18b/KU6VZSKGlh9OZTY/KCpfOWi4uLUVNTIyg102l8Ll2MASwh4dTOtFoUNoYhnZ2dKZkHAMJwa25ulssyPz+P3t5ehEIhGcek3XmNc7AP2/DwsJTFssECnwFIxpShUAjhcFi6+QQCAXltkmdcLpdkLggqsiHH0aNHpZsK0XoqFubHAYjwe71eyW4Eg0HZN3ZfJceCAgUksx4bN26UDAVfm59VZ3soYMxdM4sSDodl4m1ubq6EfjrsrK2txcaNG4VpyDtFLEaXKNNDAJaE3efzoaWlRc5Cr3TCEIuj+JWOnWhvlEVi3d3dn+ltp9d1Sb1xE0tKSrBmzZoUDcfWxlrTaT40rVQ0GsXQ0BBefvllyeVqV5Igkt1ulxSMpiUyN1lYWIicnBypbWcIwTCCPPHq6mo5CFqMRCIh3gJJG/r1mUYhwMdLu7CwIIUb7KozMTGB9957T9KFsVgMvb29KSwsUnhZMqld0CspDmCpDz+Vpma36Zng2pviYismtpEmY46gGodblpSUwO12p7jWjG+JzOuGGyTi6IaZDocDTqdTKsF4zsRTyPkn+9BqtWLZsmVYt26dAHc6HNBKn5+diiAYDKKvr0/OU7PiSDai95GXl4cVK1YIVZUFMxpAJaaQlZWF48eP48iRIwJ6MtS0Wq24ePGidEXu7++HxWJBU1OTxP9Ufm63G4WFhdLQkmfKEd3EjOhRkH1ZVlaGv/3bv72q/F0Xuiw3t7i4GGvXrkUikWwVNDs7K+WDWth5aHRr6FYPDQ1hYGAAGRkZaG5uhsfjkQvH6jmy5XixGINTMPQ4YgqMLnsllbWmpkbSeXwWTdmksNNj0JpXW3Fy7CnsbPwwPj6O9957D+Pj4ymEGXoHVBoUdgoSl0a+KUDp+Xl6CIw/2XlFU3mpXOmGUtgZA1NBcdwwCS3MV+tSTWY6yNIj44teGdOc9KT0/Dpa38nJSfEqSFwhxyE/Px/r168XBUClRmEHliwmAMFQWM+u8R0+A9NrDClra2vx8MMPo6ioSHq9M/tAz5Fel8PhwKefforHH3885f+19ecgkYGBAeTk5KCpqSmFSlxaWorVq1eLl0TQmveQpb8EBll70NDQgP379984VW8ElqiBx8fHcebMGbGMmm1GC6JdGApqbW0tmpqaUv6Ph8gYWMc61Ix68imfg5aPAsg4Lt2F4vNrLrTNZkNVVZWMSG5ra0NeXh7q6+uFCRaLxVJy8Gw6WFpaKvRNClleXp5cJC2krOJjB5rp6emUdFF6Hp88dpJXNFhEQSSoyS9eWnomFBq6ucz18gzTQyb+Dt9Lg5Ia+KPXZZpmSotnLRTpaVjug05BJRJJrvvw8HAKBgMs9VgnsMZxUVQyxGX4zPp+6iwRQThSb8lFp9XWoYS+D3fddRcmJibQ0dEhICpJNEVFRUJK0kpJ7wG935aWFvE2DcOQrk7Z2dlSDk6MxOfz4dSpU6IIr7R+JmE3DMMF4AkAqwGYAL4KoAPADwDUAOgD8EXTNK+ODmBpsCM3q6WlBRcuXEB5eTk+//nPy1wvkkYIPNEy0L3au3cv7rnnHnGL/X4//v7v/x5nzpz5zFgnWjIWy7jd7pQSU6aI2KQgEolgeHg4Jd+ru4eSNEHCzq5du7B9+3acOnUKzz//PKqrq9Hc3IyKigoRGI6XmpmZwejoKDIzM3HLLbegvr5eXFUAqKyshMPhkGfj5XI4HEKljMViGBoaEmXFi26321FRUSE/a7fbMTg4KF1vqRSdTidcLpdMmKVLTyHXuW6r1Yrp6Wkh+vCLn0srbo2xUNh4XiysASCtuUzTFECRwqCVDwWfgqkzDawGu3TpEo4ePYri4mLU19enKBYqqezsbDQ0NGBubg7Dw8MpxSzaA+Pf+X3W62dlZSEQCCAajWJ8fFxAN2BpFLXdbpfw6/bbb8fevXtx7Ngx/PEf/zEmJibEzSb9mUApw6dYLCZsSXLex8fH8eSTT6KlpUU8AhZpVVRUYPPmzaipqZH7/fbbb+Ob3/zmZ6bI/LOFHcDfAHjDNM0HDMPIAJAD4P8G8K5pmn9uGMYfAPgDAP/tpwm7zmXTYuTm5kqcTq2qqbFcOjXjdrvlUEzTTHFJtYZmbE6rRXCKVMRAIJDS6FGntSjsvBxaozPXXFBQgNzcXBiGgXA4LIMaqbT4TOmWIRAISDMOPicPm/tAD0cPh6Q3QgHmomdE9zw/Px/5+fnSr43WkBcPWKrmSu/yohWkRot1Wohnqa05hY0WVoOjJIQwV889YWhBYed7a8Hl2dFDY+6eOfSsrCzp489W5DoNy1idtFkt8NxDTUoh1gNA9kB7Ffo+6pRsLBYTWnZxcbFQoLVHk87L1ylMfk5iWMFgEOPj43C5XKKs7Xa7VFiSRwAAExMTUiNxtfVThd0wDCeA2wB85bLALgBYMAzjXgB3XP6xZwB8gJ9B2DWlT7tTPp9PgBtNnNEKgpeMFVf8+/T0NFatWiUpG14qDZ5wSorNZkN7ezv+9//+3wgGgwK0bd26FWvWrElx2elSc+wSUW6v14uvfOUrqK6uhtfrFZoteeqPPfYYCgsLcfDgQaxduxb9/f3o6OhIaWz4+OOP49lnn8XOnTuxb98+iWltNpvEe+Ris5UUQSPdYYdpSJfLhfXr16OyslLme5eVlaGuri4l393d3Y3BwUFEIhGcP38eWVlZKCsrk9Qh/3S73TJ6iClIKk7GtMQRgsGgpDBjsRiKiopQV1cnFzwrKwsTExPw+/1Yvnw5brvtNuTl5aG/vx+hUEiEnK4634dK3O12w2KxyOXmjAC32y1ly2fPnpWUmmmaOHDgALZt25aiREhQYezPmQF0jxcXF8WrYD0+swVawdIYMBRiSEIPh5Tfr371q5iamkJbWxv8fr9M1NGWnR4Mm3dy5p5mdebl5cHr9UqIGwqF8L3vfU8qLBcWFjA6Oiqe6b9Y2AHUAvABeMowjLUATgP4bQAlpmmOXv6ZMQAlV/plwzAeBfAogM8QSHRqjHO99QZqgdfuFgkXBMpisZhciLGxsRRWlCZi0B0MBAI4c+YMJiYmxIJXV1cLDsBFba1JJYzNVq5ciaamJjlgAjqRSAQXLlxATk4Odu7cKUpAk1jois/OzqKsrEy0MZFa3eCAl4LPT8XHbAFr+4lpEK212ZKdb5jL5p6GQiEpLAqHwxK+AEhhB7JqjZ6Otvq0QDpVRGvJpiM69Wmz2QRg04qFgsnzYcimMy9Wq1UyHix4crvdokRisWS14tDQECKRCAYHB5FIJLBp06bP4AXcQ8bhiUSyus9qtcrnoGIg8YV3Vocr/Jz0WCwWi/ybhsput2PlypUpfQ5o1dOZdJr2zfSzJm8xjudniUaj6OjoEG+JRCtd8Xil9bMIuw3ABgBfN03zhGEYf4Oky66F0TQM44o8PdM0vw3g2wBQVVVlPvTQQzh58iS6u7tFi/KDcON4ieju06UiAg4kkduFhaXBCnqwIAkc1dXVEgPZbDZ8/PHHaGlpEcIJrT3zlJx+wgOhV0GhqqmpwcGDB1FUVITc3NyUiSN08UnMicfjeOedd3Dp0iX09fVJ0wymugoKCsQjiEQikuOmy822RLTuFFbWwvt8PgwPD2N2dhbBYFDSjuR6Exk+dOgQMjIycOedd8Lj8QjPnheNaT9mQRgy5ObmwufzYWxsDNFoFPv378eaNWskxwwsjWEuKyuD2+1Gd3e3TFE5f/48TNNEe3u7eEtWa7IW/YknnhBrxTr7wsLCFB779PR0CppPoCsajaK1tRWJRAK33XYbli9fjqmpKemBwJ+3Wq2ihDjw8fz585ibm8O2bduwYsUK4VxMTU1JfQG9G2IZACTM051lGbuPj48Lbdput6OhoQGNjY0idAQEeU/S6eF6pFlOTg4WFhbQ1dWFQCCAhoYGyVjY7Xa57wwrqFCprH4e3PghAEOmaZ64/O8XLwv7uGEYpaZpjhqGUQpg4qe9UGFhIR544AFxm8i44kYw/iHKqdNFtDB0KSmk1LjcNKba9OQRtjo+deoUvvOd74jVpJIxDAPT09OigAhY0ZPgAVdWVuJXf/VXkZWVJVNXdJcVamSWIX700Uci/NTedNtcLpeAMkSldVUT02r6GWnVyelnL725uTlhp9EKAsn+AeQhbN68GeXl5dJ9NysrOV2UsSGFkTiFaZpSMWaaJrZs2YIvfvGL6OrqwtmzZ1OaaBQVFcHhcODChQu4ePGitAxLJBJihXmOo6OjuHDhArKzs3H33XejsbERhYWF0sU2MzNTLBYNAN1ugq6XLl3C1NQUtm/fjmXLlmF2dhbFxcWyJ+kg3czMDMbGxvDmm28iGAyisbERHo9HlLIm/BC81HeSOIvu8hMOh4V0RNKSLoTiXmph17gRcQdiP1SyoVAIg4ODmJ+fR21tLcrKyjAxMSElwfR8NB7CM0unJP+zhd00zTHDMAYNw1hummYHgD0ALl7+ehjAn1/+80c/7bVImrFarZKTJqJJ8IeXiPEKsOTy0+J1d3fjgw8+kI4fzNXSDWOMzs0geOR0OlFXVwcA8p78Iv2SFpp5Xr4ntTqr33RlE5fH4xGXymKxYNWqVXC73RKzawSY1m54eFjSj+xGQ0CHbil/3m63o7a2Fnl5eQiFQujr60t55mPHjkmWgCQOuvIsqQWSbD+NdHPxAuXl5aGwsBCLi4soLCyExWKRySuZmcnx0aFQSKw2STHceyLZFotFusQwBKI3RPA1HA5jeHgY8Xhynn1JSYnkpAla0l0nyKnBQr0yMjJQVVUlWR3dY5/nNT8/j5aWFjEMTqcTAKQ1eFFRUUrziOnpaYyMjAgHZH5+XrgHAKSslzF/PB5PqZ+PxZJNQPv6+rBy5UqUl5fLe1PJWK1WDAwMSH9C3n2CxpFIRPoIktKrW7bx7HTL6iutnxWN/zqA711G4nsA/DoAC4DnDcP4GoB+AF/8aS8yNzeHjo4O2Gw21NTUiLbUbjtzzumXEIC4rG+//TaOHDmC9evX43d+53fgdrsRCAQk1caLTCVAAayursaePXtEO9Pl0wirjoHpxofDYYTDYUxPTwsQQ0VA3rVhGFi9erV0v83IyMAjjzyC3bt346mnnsI3v/lNOUiLxSJAysmTJ3H8+HGUl5dj7969wj7LzMzE+Pg4xsfHhUhSVFSEvXv3Ytu2bZidnUVbW1sKiPh3f/d3ACBWgvl8h8OB7u5ucb+bm5slpabz4dy3qqoqbN26Vbwim80mjScdDgeWL1+Ojo4OHD9+HH6/H06nE6WlpZJWy83NxYoVK6RE2Gq1IhKJyD729fWJEh0cHER/fz8AYPny5fg3/+bfSEUiPSaCpZzsyzuTLvAOhwNbt24FAGFFEsxk5icSieC5557Dc889hzvuuANf/vKXYbMl22lbLBZUVVWhqKhIXrO/vx8ffPCBdPWJxWKSdXE6nWhoaIBhGBgeHsbY2BgWFpL9+mnEmCI8cuQIli9fjs2bNwtGwbW4uIhDhw7hu9/9LkpKStDc3Czhjd1ux+joKM6fP5+CaWm6NgE/hohXWz+TsJumeQ7Apiv8156f5fe5iIQS0NJCTXdc0z6BpbSF3W4XLRyJRBAMBjE5OYmJiQlxezWocfm55SIDkA3kdBFaZSKf/P30+IcX2O12pxAh+JkIjrHGmeOZaUk0353Pxtfn+GNWQRGUIkiX7pYxnDEMQzrIMPZmowOHw4FoNCpNKwl+MS2lL5tmmvFPhjl0m8kVYEpI89YBSDkqQxbWqfOLsbZWKBrs0kQlviZxCrIhOdSC7v7CwgKcTmdKkRSZg9qj054a+xnoMmKCjzwfMuTo5fh8PlHymtxFkhPbjjMVHI/HMTAwIG48WXfk2hOXoSGiDBAn4VwAfe/5+XVbdBaO+f1+aVGV7qmlr2vKoNOdT3ScwYvK6iMKCF2iqqoqOJ1OrF+/HoWFhXj//ffxxhtvoLu7G9/61rfgdDqxcuVKFBcXCzhH+qouv6ypqUFJSYmkq+bm5qQyjQeqLyUvz759+7B58+YUbcoCHp1f9Xq9ArZFo1G88soreOeddzA8PCyKgpeR7iUHOvD9WTNP944x/OLiIrKzs9HV1SVundPpFHyA3gl/Lr1VMb0neiuaaKNDKMMwBI8YHh7GD3/4Q4yPj6e8DpV1cXExSktLEQwGcfr0aQEKLRZLSvdapotGR0clZaiFmpfYbrcL/wGAuNnMqe/duzclBCKqToUHLHEx6OqzeCcajaKurg6lpaXSA6GsrEy8BJ7JD3/4Q1y8eFEUFg2JVrorVqzAmjVrYLfbJSW6ZcsWGIaBY8eO4T/+x/8or7mwsIDOzs7P1B4wzCQA/bnPfQ7Nzc2YmpqSVtRkWO7fvx933XWXZDF0gc+hQ4dw9OhRKUgieelK65pPceX0VQ2A8fLR5WI6TbvXGRkZqKioQFVVlTQ8nJmZQUdHB3Jzc1FUVCRuDDUcLSA3Vac35ufnkZmZKew8WgDNReam1tXVYevWrQgGgxJXpRM3aIUI+ESjUfT19cnhknjDS8lwRRNUKHjU+mwUwX1iE414PC4jrBgzA0sdTnTdvgbdgCWPQtOB+RzaIjI06OjoQH9/fwqxBUh6O5s2bZIKtcnJSal35+ejJ8B/s7UVX1/3INAZF8akBLyYAqMCZDqSZcT0RoAlDyU9LUj2IHEe/p17DySVXXd3N06cOCH8f8bxuiCFXY010aekpAQ5OTn4+OOPcerUqRTvkD/De07lpVODVVVVKC4uxtDQkLT0okHhMFDec77v/Pw83G633NOfV8z+c1nUyvygPp8PfX194oqRnMBUBw+OCDZz6BaLRTqd0vWhmwNAXoOIKVs38XKXlZVhw4YNKYQLCkV2djaKiopgGIakYPx+P44fPy4pD7vdLu2Gx8fHpVIPSF6YyclJTE9PC0C0adMm3HHHHaLk5ufncfjwYbS3t6O2tlYGMpDqy7CCMTP3jSk+XYqp0zIMTbRXwn2n+88R2fQogKXGIADEshPs+s3f/E0Eg0G88cYbOH/+PNxut4yyIihHhUFPha/tcDiwb98+NDY2YmJiAj09PYK4aw48rWcgEEBbWxtycnIkH+90OuF0OtHR0YHXXnsNALBp0ya43W45T82oZJqO0200a5HnTNBS9xtkJoXZHAqULlLRCo93FkgqTva437RpE77xjW/g0qVLeOmllxCJRKSyMhaLobu7G9nZ2fD7/TL9hRgFQxoaJy7uK7CU7qS7v3v3bjQ2NmJwcBCtra0/Uf6uWyGM1WpFIBBAd3e3IMDUVnQn5SEvpy7YetgwDNTX18NuTzZdpAvDlBO9BIJQr7/+Onp7ewVNv/XWW6V/vCY4EOgoKCiQjEFGRgaCwSBaWlpE+NgYgeWpbKmsAb1AICBCVltbiwcffFA8j6mpKbS3t6O7uxsrVqzAvn37AECQZnYcYf6Vsb/mnwOQz87cvNVqFTASWKLBAkuWzu/3Y2hoSC4QPQGmNwmGUaHdcsstWFxcRGdnJz755BNpD5XOqefrM4QJBAKCGTQ1NeHDDz/E4OCgvC6zH4zfSfLp6emRNCo/R15eHkZHR/HUU08J7tPQ0CDdgDnPj2lS4hNUuLOzs2L9qdDZnozKivE7U5J8Ju0W02vk59WI+dTUFKxWK1avXo39+/fjvffew1tvvYW5uTnpXBSLJUdeZWVlSUMSenEMqdIzUABkX4GlikaCuFu2bMHu3bvxwQcfoKur68aJ2SnsGgyiK6UfkuCTroZL5y7TxSEnngQZWqn8/Hx4PB6hU1ZVVSEYDCIcDqOoqEimzkxMTEjef3p6WqyNBqMoAGxDPT8/j7GxMSkUoRusK+RohWm1gsGgPPPc3ByWL1+OWCyGxsZGOJ1O+P1+tLS0SK063Xnt8unQh/vAfaOlz87OTqn2o8tP939iYiKl5x6wJKjNzc2oqalBfX29KKZ09iLrCrKzs8XaEdik8DocDhFGFr0sW7YMBw8eFI/JNE34fD5RcLwbFDKyG1lj4Pf7UVFRAWAp3iXYNz4+Ln3ceAfoClOZAUuNQnVfPN5Dpufy8/NRXl6e0qmGTMOmpiaUl5ejvLw85SxIA+c5kLZbVlaGrKwsIU+xxbbVahV6a2VlZQpjcnR0FENDQwCS2QkqBF0kROMHQO4ccaefRKy55sKezvstKCiQ2IpItGmaMlaYCDc/FMEYkhEI4DCfqxHM8vJymKaJ5cuXi9UYGBjA3NwcWlpaUhBsWoHCwkJUVFQIAELLHYvFpEnD3Nwc2traEIvF5LIy5tctpunahkIh9Pf3SyGEzWbDrl27sHv3bhGkkZERAcPI0CstLRXXnjF/urBzWa1WiedmZmYklOHfu7u7ZcwwALEMvOhZWVnYtWsXvvCFL4jV13x1Wj+mzrKzs2V6je78m5WVherqatx7770SG8diMezYsQNbtmyRPQuFQvinf/ontLe3izXWHgnB2bGxMbS2tiISiWDt2rWw2+1SO8+vlpYWfPe734XNZsMdd9wBj8eT0qyElGEKux5cASxhSXNzcygpKZFUpc/nExwpLy8P27Ztw969eyUTpBF9hlBjY2MAkv3/V61aJRgFSUocLBkOh1FcXIzNmzcLEcput6O9vR2nT5+G3W7HihUrUFhYKOdMA6hLkblvU1NTMtv9auu6dJfVlW8Ubh0z6jw53Sa9NKdYx9u0LHRrh4eHRbO73W4Z+avrs3XajUpH4woAJPZmrEUCj04VMnTg9/mcJFbQA+DnZZMGv9+P8fFxwSOoYFhowS4mRIbZA11XipHxRWvMDAOw1IaYz6b3jM/CC0J3mApMpzB5Nvx5ptOApYImKhB6ZMRQGGKwcQNDFHps6QqM/+b+Ml5lZ15eeA1GaW+MBoHf43ulV9fR3efeMLzkftOrZGca1s/zfmiAWTMotbIkJkCB5z2hIh4dHZW2YHa7XUaK835wzoKuIdBsUwACJjO/f7V1XQA6bopGgNMBEVJpNcKo40uCK1QIvCRMXV24cAFPP/00bDYbvv71r6O5uRmdnZ0pbYUASNmoLqwZGxtLuejs0jI8PIz29vYUYIWLddbMJPAzkNTT1dWF/Px8VFdXS0dVm82Gd999F//0T/8kdd0lJSXi7q9fvx4PPvigWJ5gMIjnn38eHR0dqKqqQnl5Oaqrq3HrrbciKytLrMj7778vyoMeC/c6Pz8/Zbgm90G7iXTRiUFQGTCuZ7ulcDgsgk3CBwtIyJTTnXCA5KWPRCLS/Yahjs6TE4shJmG1WiXOJjrN111cXITH48GuXbuQSCSEi0HhoodIHjr5Gjk5ORgeHpYW2BokttuTM+CbmpoQCoUEC3jqqafw/e9/Hzt27MC+fftSMAJiFeTZa2+VCo3fi8fjQqx67rnn5J4AkP6FWVlZ8Hq9qKurS1EslB0y9og1lZSU4Nd+7ddw4cKFq8rfNbfs6cgvrR8XD5eHqS+KTtOkWyhgaegEqaYtLS2SrgKWZp9py62rnKgVaRWpQHRLJvLwSWjh52GDCv6c9j40iMfXZg6dHU1stuSEEN1Hr6CgQEYJh8NhUWq6PZTT6URVVRWysrKkaaIOQWi59OelktLcbQq+ppdyz5gzp6XUuXq977SIfH9t+fVlJWKvrTnPkSkkKh4aASoApk91NZrdnhy1rfEgjUdoog/PG4BU2VHxapILeev0QqLRKHp6ejA3N4eqqirJQNAjpHXX/HXNTtReEZ8tFotJUZZ+bt5PykY6OYweDzkhVKo0JFdb11TYc3JysGbNGrmUrCdmYYHVasVtt92GlStX4uLFizh9+rRodF5SXnC6rhR0TW7hRWFjyBdeeAFHjx6F3++Xsb20SOSa8/e7urrw4x//WMgp+rJR2dhsNsndUlPzszBGZJ6YMXRbWxscDgcmJyelSQUv3sGDB1O4zXRTi4qKMDIyIhfV7Xbj4MGD2LRpkxTyFBQUIBwOS8zf3d2N3t5e9Pf3i6DyctETokLVjT8A4MiRI+jt7RUlQWGMx+MYHx9HdXW1EENMM1nOm5GRIWERnxuACBH3gRd+ZmYGIyMjmJmZkcpEKhfugd1ul3QVABE+ZkHIPZ+enpb21qQv66UBYU2A4fOSMq2ZdzpjREYfXX/etfn5eUxOTgKAeCek8Q4ODqKrq0tCsKysLMnBnzlzBn19fcIf0MYs3bDF43F873vfw8svvyyhwpo1a3D33XenFPnw9zQz8Wrrmgp7ZmYmli1bhsnJSUxNTSEQCIgWo5u5fv167Nu3D9FoFG+//XaKy0lh17PC6YJx04kD0DouLCzggw8+gNW61CAgNzdX5pVVV1enADqxWAyvvPKKjMYl4s80Ey8uY3u2kGJjC7YOIhDHvDVd3lAoJM0oGA5s27YNAMT9p1tMlJ690/Pz87F161axSGyaSEbdq6++ilOnTqVYCgCSbtJoLpUFAKGgnj9/Hh9++OFngEar1YqqqiqUlpYKP51ur3ZNNbmFSoZkIL4OG49wAg27y7C+gELFwhRdSUhkmsoqFApJ11sKpk5XaatLjIGYRiAQEKVLBW61WiX7QkvN32Xcb5qmpHUBSOjE1tQ+nw89PT0yDdhms6GwsBCFhYU4e/YsxsbGpGZA5+15X+m5RqNRvPXWW6KQYrEY7r//fuzfv1+o2KwE5O/rM7/SuuYxOzdRI9h0h/lhDcNAeXk5tm/fDrvdDq/XKwLCQ6cLyvibm667iej3BCCHrdso6xymYSSHMe7duxfxeFyaV3IGO91NYImOyYtaXV2NXbt2CamGca3VutSMgC44q+zocmkXWzPgmFLU+WxO9NSDD+iB8LV4iThYkgqSrLOxsTFxVzVtme/L/9P8bHoXbHTB+HRxMVkPPzs7i9raWpSWlor1pCtP4gyfnxeYbi4VOZ+HyohuNwDpmmO1WqXVVk9PD7q7u1MqxfTn0WAfQymi4qwToDBrUJjpQfYYIJZDBcbaeM1H12lDnYrlHZmdnUVdXR0OHjyISCSCsbGxzwCJQHKY6IoVK2C1WoVxeObMGbS3t6Ovrw8vvfQSnE6nZCTY44HPfsOl3oh+chP0w1LTrVixAk6nM8VtpNbnhWDKjJeKwp+eyqGGZrUawT9SPVmBZrVaUV9fj9WrV0vMZpomfvCDH+D9998HsESmoBtPUG7Dhg34b//tv2F0dBSPPfaYUEx5iLQ8emYcX4uXlBaQXkZeXp7E8YyDCeDwM5EvrcktBNnWr1+P3/u934Pb7Zae7X//93+PQ4cOyefVF40CpoFTgoVkneXm5qKsrAzhcBiffvopZmZm0NPTI6myDRs2wGKxSPZBewB01yORSArJhd4TFTMVOt11/gxjeja9eOutt3DixAmpS+DnoaJiDM69YnMLXTTF9+Vr83c04cbr9Qp6HovFMDY2hjfeeAMOhwOlpaVyVna7PWW4BJUQ+RubNm3CF77wBZw9exZPPvmkNCjRNOTq6mp88YtfFBAxHo/jL/7iL9DR0YHz58+jra0NlZWV+K3f+i3U1dXB5/MhEAhImMvPdaV1zYWdlpAaiULIyzo+Po6urq6UCjbGUjo+ocDrkbusYNJUW73YBJCpDi0g6SkbWgWtoADIZSCK7PF4kJ2djYqKCnHNtRutc+HpXgSfWxeFaITX5/OJ8DocDsTjcYyNjQlBhmAOq9zcbrdMJs3IyJBZ4Ax/gCUEXlt2uoDpsSmfWRN3+PP0POLxuMSmrEqjNdXpKP13jS4TAKXCJZ2WSk4Td4hB9Pf3C1WZffgZr2uwj9ZaE2D4RW9S5+vpRfAeZWRkiOADkL3h3gPJQRoMiags8/PzhZ3J86UHS7JUcXGxGB3iDwT22PuOZ15ZWYlVq1YhGAxieHgYU1NT0qU4FouJUqSXcbV1XareJiYmJAVGLct89EsvvYTDhw+jqalJ+OuaR60BM4IgiURCyAq8bPoLSF7ye+65Bw899BBGRkZw6tSpFKtDIZyZmZFWQ3SLSMahy0y3LiMjAw8//DD2798vTQzo7pGIwQur3TyCQYwXGa9SwdBrOHr0KMbGxsQT0BYASCrPwsJC1NfXw2q1Ys+ePdi5c6e8VlFRUcqEFwACavHi0mU2DCNlsgrTR+Th19bWpvwOcQ+LxYIHHngAGzduFFedDEPGsExrUslQqVEABgYGMDg4KHtOIlVJSYmAfgQCp6am8MQTT0hLLj4fZ61xTykwvDPEIHRxDHPTesBHOBxO4e8DkDOiYWG8TA4Aufm5ubmora2F1+uV/WbqNZFIyLx10zSxf/9+AJD78e6776K9vR1+v1/uOhXYAw88gP379+Ott97CX/3VXyEcDuOll16Cy+XCr/zKr2DHjh0SEjNLcaV1zS07CQU6JaTTCmwA4HQ6sWLFihRARru8dLso3IyRdeFC+iosLJQOo1lZWZK64M/TYvNiMDTgYdH686JaLBZ4vV6sXr1amFYak6AFYEzKHDOwhDDz4utnYO00i0e0m0jgT+8p56wVFRUhMzNTLCapphrtTrdm2iIwZidwpRuJ0K3nazDcyMjIQE1NDVavXi01AcRF+Bw6hw0sTWbhv9kXj/n0hYUFaUXFz8ifjUQi6OzsRG9vr4yLIrdc8zG0EtMAnLb49E4YNmneu/a86C1qD4n3gWlQeiAaC+I94s+yOId9FRjzM52rww/9HJwZ0NHRIaHCyMiIFHfpcFcj+unrms96y8vLw8TEREpNMj8cwRKirzzwubk5cZ8IbOlZ7KZpihDog9T5fAA4fPgw+vv7UVxcjOXLl6ewjXiZucFcVqsVa9euhdfrxfDwMC5evCjMO4KEvMzcaG48D2P79u145JFH0N/fj6efflqmeng8Hnkt7V6ScJJIJGRQAaeI0Dry90KhELq6uiSVRyVIoWXengpl+/bt8Hq9olhYnkoFvLi4iMbGRqxevRrxeFzaITG0IODEz08lrJWcxWIRr6Kvr09aZZE7sHz5csku2Gw2PPfcczh37hyAJTIM3Vq2GqMrzLibdd67d+9GR0cH3nnnHRiGIeObdIMI4iH19fUp4SCBWqLb8Xgck5OTmJycTGn8wTLbXbt2YdOmTQJW9vT04MUXXxScSA9VpPDzvXk2mheicZo77rgDK1euRHV1tVh1PWGXr0nFQeCTHmJ6YdKV1jUXdn4AxjzaNaWQEjDhBeOB6S4ktPbUhDqfm07U4eufPXsWp06dwvbt27F161bps81LrFFo/cw1NTWoqanBuXPncPHiRYk/0/EB/h69g0AgICWO99xzD86dO4dnnnlGiC/po6Z5kOQgJBIJ4XGzpxtHGNEFZtqJTT7YmCGds87Ptnz5cunIygkn3GNauGXLluG+++5DIpFAX1+f9JhnOTKJIdxr7aKTHcZ2VvH40nw77Qm43W5UVFQgJycHH330kXhMVPhUPrFYTFx4Nvng99auXYsvfOELeO2113Do0CFRaMwepId/rP1mjQJDLip5AqiTk5OwWq2fYd4VFRXBYkl2Bi4qKsLJkyfx2muvSdGNLoLSngEVriYJ6T/t9mTbaSoSenv657g0yk+Fy32lF3m1dV2muBLZ1ZqO1Uo8oPQYlf/HjdMpmrm5ORw9elQ6i9psNkGIqd0BpCgGtpqildKsrvRqKTLjKKTMDScSCZw5c0Y0a05OjgxsqK+vR1FREfLy8pCfn4/vfve7UoRjGAa6urqEBce0EhUOXUW6h9nZ2dIE0W63C3NNK0LTNDE6OopIJIJVq1ZJCkxfeIJFJAGxUQJJToZhyIgpFnQwxUch5h7qrEEwGER/f7/EwlR+Ov/NevuCggIBlI4cOYJAIADDMPDQQw9JyMG0oW4PbhiGeES33nor7PZkqSyryDZs2CBgJVd6Oo0Cws+jgTqCjexvz6ElTqdTzof3IhAISCVhaWmpTFfV4RXvm94zEsLovfL1tLJnzM0GpIZh4OTJk+js7MTp06dFGWqWpt1uR19fH86fPy89Cq60rssUV5fLJTlixoeVlZXiVvEC6caPAFIojzpmn5ubw6FDh/DWW2+lkBNsNpvEjvorJydHGjHS+pLkQwXCiwIkK5jYkIKXiXH1m2++iRMnTsh8dvLb2WN+3bp1ePLJJ/GNb3xD8vwWiwXnzp1Da2urzP/SWQDOOKeQssbaYrGkeAIa2TdNU3oDNDU1oaGhQdKKmrrJC+/3+9HR0SF5eyrG/Px8LCwke5cTNNU8ASpOKmirNVmuSQuWlZUltFAqUKa9gsEgiouLkZ+fD4vFgueffx4ff/wxvva1r+Gb3/ympKnm5uYEzNJ13sPDw8jNzcX+/ftRUVGBxcVF9Pb2wm63Y9++fZidncXg4KAoVHqDxHVYtzA6OopAICDPy6xOIpHsEssZ9319ffB6vZLWo/LVU2Tq6+ulSErTgjW+wb/n5eVJ6Mb0I7EGGhzeV4Z5FosFr7/+Op544gl5bYZllIHMzEx0d3fjiSeegM/nu6r8XXNuPABpr0PwjULOv1MbaxdUW32NoI+NjcHn80nDB7qUBQUF0uCC3xseHsbIyAgikQja29uRm5srKD7JOHNzc/D5fMjMzERVVZWg77oEV9M/mTdmzh6AMOhCoRB6enpSOpMyRuOiNdPgI7CU4uP36d7p7AWBLmCJGgoAo6OjaGtrE0tC1y4ej0t5JtNWjDX5HvRmSCPl+/P9eEH5vlQIFGqGZ7Tm9EYIzgYCARkkYbfbUV5eLtaOcTQVHtOQjNv5OYjj0PVnepJ7xFiY4Jsu5aXnRiGjddfkLJ4j94F5cg0SalyFngFTYbyHfLaZmRkAQHl5uYzm4vtRGUSjUQk9pqamkJmZKW66nlxEA0Tly1p2hnw3DEDHDaivr09pNMH/48VgnKTTaLwIOg7s6urCiy++CJ/Ph/HxcRQXF0sKYtWqVfj93/99qfFOJBL4zne+g+9973toa2vDN77xDTidTmlxRNplX18fTp48CZfLha9+9asoKSlJYb7p3Kt2BWmBWJBgt9vx+uuvo6enBz6fT3KmdBsZylgsFplgwsvKQ+fP07222WziGtNiaWCMwvHKK6/glVdewZYtW/Dv//2/R25urhCPzp49iyNHjqQUqnB/2ZyDqSrNceBFmpmZkf3UzES64zxTPj/7zPv9fgSDQZw6dQqtra1wuVy47777cODAAZSUlKT8vtVqRXFxMZxOp0yqmZmZkUxDW1sbBgYGUFxcjMLCwhTchG4tm5eQeamLS/jM9KRisZg0pZycnEQoFJIU4Pz8PHp6euTuUfjYFJJKxuVyoaCgQM6HlNr5+XnBPRoaGlBXV4f+/n6cOXNGlIDGfPTcOQKm4+Pj4tJrLobVaoXf70dvby8Mw8DmzZtx+vTpq8rfdal6IxJL60iNSmuR7nZzsY4aSG5QOBzG0NCQ0FPpwrNJYE1NjfTeTiQSgmjPzc1J6qaxsVGEhtp/ZmZGLIwukNBUVI2qaiSdMXZGRgYikYg0qOT0Fbrg+vJoqmc6uKixCn6filFbG/0c7DNXXl6e0lAzGo0Khz+dbcb30lkJYAl0ZCxJT0R/Fl4+/cz0EFi9yDh1dnYW4+PjUuhSVVUlpBiNMTCU0jwB3hUWnTDc0Xug43T9pXkTmkTDPdSfm54E/00rzGdjGWtGRobQVgmSafYcADFM7FFHcFW3y0r3Anw+n2RamPblvdcANT8PQwLtxV1pXVNht9vtKC0tlfwnsIQu6gb8s7OzCAQCwuHWrioAFBQUoLCwEOFwGA0NDfB6vejo6EAwGMT27duxY8cOuN1uaThJoCeRSAi322pd6mBCdDcrKwsbNmzAunXrkJOTg2XLlklKi7/DS+92u1OaX4TDYXR1dUkrpeLiYtxzzz247bbbUvKnFkuyZfH7778vTEGdxtMCX11djdraWonZ2ZCDZCS+v75ETE9aLMkhl48//rhQi0mWcTqdKfuqU5YaOyBeYLUm+6TTqlA565p5jQ2Q8ZeTk4NNmzbB6/XCMAx0dHQI8ORyucR9pTUmj4AAbSKRwNDQEDo7O0VYGA8TW6H3QCyloKAAiURC6ij0Z6uoqIBpmuLJcf5AZmYmysrKkEgk8NJLL8Hn84nRsFqtgmvQRQ8Gg5ienkZFRQVuv/12AXrJwORz8Y5zj15//XVcvHhRwkogNYPDM6ISTZ/qyr3Pzc2Vtl+5ublyDqwZudq6psJus9mkmZ+OR2kVWT0WDofFVdIWnhVmXq8XZWVlMIxk4QrH/5qmiYaGBhw4cADRaBQ+n09+h64nLwUBJmpvxlz0CHhRqNFpTRm7EoFnKogCyLbHTqcTXq/3M/nVrKwsTE9Po6OjA5cuXUqJHxnDUQiLioqwcuVKAJCUHPEDKhkds9GVp2s5NTWFDz/8UJQpkIwbPR6P7DfPRVtVrZgohLogx2azSbw/PT0tCpohBd8fAGpra9HU1IQzZ85IJoVAION9nofVak3xBPhZWWjDijT+PMuieRb0GnVqlp/JZrNJXp+daUdHRxGLxZCfn4/m5mZYLBZ8+OGHAJa8E8Mw5H1J8aZ7npGRgeXLl8PlcqG7u1tKnDVIDCzxLs6fP48zZ86gqKgIy5cvT/HW6LIDS55bulGkssnMzERdXR2Ki4ulkpLe0A0j7HSLdUsnujMDAwOYnZ3FxMSEWApdoEJtyFyoTv8sLi5K3BQKhYSgQYXCQ2XBAF+Th6mptazmIhXXMJITXgYGBsSFJbGEIKG2yJOTk3jjjTfg8Xhw++23Y/ny5dJlhiwqAjvsR07BoKtZXV2NoqIilJSUpBweUeOcnBxJB2oB0K/DcIVUVe1e0qoQaNTAp+Y/MPbVLDO6rFSU0WgUJSUlYv3SG2a2trZieHgYfX19KU0zTDM54XVqagpr166Fx+OBz+fDe++9h2g0Khe3t7dXiDQMtXhmbFnNFCQFmvugz5WYT0ZGhggNuRxjY2M4fPgwFhYWZBQVFYRWvjxjdvthLwEN8Gm+Bkt0GTJwf/na2uVes2YNampqMDAwgBMnTkiYYrFYpJ02FSUzVgw5ydQj/nC1dc2FnW2gKCjBYBCBQAAXLlzA1NQUgsFgSpxGawgsVa8xNcLqKAJYdrsdPp8PH330kVASTdMUBH5sbCzlwukcPC/o3NwcAoEAcnNzJR0YDofR2dkpLpp+FqaleBFGR0fx3HPPCcll3bp1Mg0lEomkDAEoKytL6QrDz9HQ0CAdXtPZVszpTk5Opgw51MQiXXrJeW5UCvx5fn6+NgWI/08ry9iaP8OhmaRxUkGyIo/PxT54J0+elPMi4EqFc+bMGZw/fx4ulwvbtm3D6OgoHn/8cQQCAaEH6+aQmlbNWDUajYr3RkXIM9LeI5+d949xMNuQHTlyRLoJaZyE+6IzQhzHlJ+fL+OX6NloZcqMApWMJiJRcTKE27ZtG+677z68++67OHbsmMzVY9MO4lwej0fuHz0GTWjSmYT0dc2FnX/SolBTeTwemaVOCufo6GiKK6a1OpDKmdZpCbrttDIzMzNyIfjzvAiaykgrynRaR0cHAEj1mQZe9PtqoIuXeWFhAX19fWhpaRHvRff+1hadF4lxIj2OiYkJiSkLCgpSuPZ6H7inur02+QsskyQISMopMx76THgZGdpoVt3AwIAMNmB+nUUq2tKkA046U8FQhfvHUKS/vx+nT5/GpUuXxF3Xvfz0c2l3lc/Mi5+fny8joLUbTcVw4cKFFMopa/sJ8FIB8Ez1vTBNMyUtx8/HO6Wr++gJUOnU1dXB6XQKKzA/Px9er1ewFN4JKi99p/j8uv8DP7cGSzVAfLV1zdF4Cq++bC6XC5WVlSkppldffRXPPPOMWDbtfgNL7CR+OM2Fp2tN14/9yTU1lr/jcDgkhuOamZlBKBTCkSNHpM86L45GqWlB+X3mv4nkHzp0CO+//z6WL1+ODRs2wGq1pnRnYUqPKRxqcJst2bfu3XffxUsvvYSysjLs3r1bquh0rMfFCq68vDxJSXG6CUMcAHjiiSdw6NAhsRIUQMMwhIdvsVhEcOk+vvbaa3jllVfkEnJqS15eHm655RbU1NTIvhC/YIZFI/4UDLrkpmni9ddfx+HDh1NwBCoCYiKasacbNyQSCaEXV1RU4P7770dTU5PMNKfnMTIygqefflrGVgNLbbr43LpVFJH+zMzkABKGDST6sGqOQzzpofEeEJcg6KvHVtMYMByk4tBtq6goGPqxcIwgIDMMOjOiB2NeaV1zYdc5RR0XEbxh/zbO2NYWlT+bjm5rthKAz2g7vVE6JcJYTpNOgKWGfhMTExgdHU15X1phXl7GXlqjE2MIBoMyapnlhzwkWnZeZFoSsqPYWWVoaAgWi0Um4TC9kv7zLL8lP4ETRjlKmSOt2JmVBCZaLJ1a1PE7p7dOTk5ibGxMPjddeypG8t91+ind89CpPX1hp6amhOZJZcLXsFiW6il0UQ8vOAUmHA7LZ8vNzRXwjpacAt/X1yevzfZmNptNlKw2LiTmcJAJQyPulVZOfFbeKfIgqBSdTqcIO9F5krh4X/1+v3Tl1XeMyliX5tIz5p2m5b9hLDu1MN0dTXKgG0Swpba2Fr/xG7+B0dFRHDlyJGVmlhZwfnBe0qmpqZSaYL4ntbGuHSduoEtdubKzs9HU1ASv1ytEC71o1Zn+mJubE8+BwxjYzIKWnOCOxWKB2+1GTk4OJicnBUSji+b3+0UJVFdXC1DI5zVNUwZJaEVJcCo/Pz8FoeZ+2e12HDhwAI2NjXJRJyYmJN20evVqUQoMI7773e9Kc4kNGzYAWGq84XK5UtJTdOe1YFPhUqD4vDk5Obj11ltRXl4uwnvhwgU888wzgi5brVbce++9uPvuu+V8gsEgfvSjH2FgYEAEmZadteJMq9KqkzdBjMTn88lQB/YGJJmIZ+Z2u1FUVASHwyHYRG9vLyYnJ2W/gWR/ADYK0WWqBQUFWLFiRUrDVLIBFxYWUgZizs7OYmhoSGi8urRWg240AsRueL91uKR5KenrurSl0lpfx7k8HBJgysrKcOnSJRw7dkwujO5Vpj0DWjtaGQApioSuE+N5XYxA95s/z8vM6SA6vaXzvPREXC6XlGHabDZxp1jkQjeP/88QhnEaLzLZcvweLw2bSugSUlbC8eC14iOpR2cbuB9NTU2or6/H9PR0yrBFZjhyc3Pl4szMzOCTTz5BMBiEx+NBeXm57BHDFZ2e0o0TtGXS1o6Ak8vlwqZNm7By5UqxqNnZ2VIVSO+nrq4OBw4ckDsyODiIN998U9hnAMRzo2Uj1kBPjbPrnE4nCgoKUlqLk0cPLE3JycnJkYItPqtpmilNIjV1l9iPLu4qLi5GZWWl0K35+prWy9Ql03nDw8MSsxO959IgHAFdTbLSuMzV1jXvVDM6OirIuXa96Rpp4AFIEgtuu+02KVShW8nLw9QQ20Kxe0l/fz/ef/99zMzMfIapZrfbZbQU3Vgu1oHzZ7KzswU9JxNKX1ztSrOumW2UAYjblUgkW1iVlJTAbrdLeKHLa7X7TuGprq5OaSipwxr+Lq2ZLus0DANDQ0Po7u6W2JvdfcvLy+WiWa1W7NixA6tXr8aGDRtQVVWFS5cu4fjx47LnCwsLcLvdqKqqkhloBARpFQkGss6B9ewdHR3o6+tDRUUF6urqxH1n0wnuDwE+KmCe2SeffIJ/+Id/kPNhpx2n0ylKn0g3i4foUlOwSJhyOp1S1aaXbkjB5pxUDJwhaJomPB6PpNiodNN5Inymvr4+dHd3S0hID4RGg3gShZ10YiAVwOafDNvSm2dwzyoqKrBq1Sp8+umnV5W/ay7sQ0NDcLvdKaN8AKRsGlHnWCzZB37//v2Yn5/HO++8g66uLrnMTA3l5eVh48aNws7LzMzEu+++i0OHDsHn84l7y00kmEVMQKcvSB6ha0a2GABMTExgcnJSLmx2draARiT9EMTh4bMJx+TkJGpra7Fp0yYRdpI0NCuNn40xcF1dnewPF/cJgFhhxraaTtze3o6nn34as7OzIoj3338/du3aJftrs9lw1113wWazoby8HEVFRfj000/xwQcfpHSvLSkpwcqVK8WVBZKhDt1Usr0oLNXV1YhEIvjBD36Arq4ulJeXo7GxUQSEIcbc3Jx4RXRzY7GYMOk+/vhjnDx5MiVl5fV6UVhYKEqfnHnyx+l9UQkQnygoKBAPgAqYnh5/jz3kXC4X3G63ZDVM00RpaSksFoukGPW9ZYMPruHhYXz00UeYmpqSJhw61ABScQwqFY7g4h3TrEZ6c4zvmbWYn5+H1+vFPffcg2eeeeaq8nddADrGnvygOnbXFWXpPHRqataI65QdvQVatsLCQmzevBljY2MYGxsT4EOj2DoN43Q6JbdL7Umlk5+fn9LDDIAIFj0GPjszC9pDmJycxMjICObn5+XiEfyihteEDKadGLLws/P5dV6cF027ogR+WKPOi0wBZ8hEoSDQMzIygrGxMYyMjMhr0aWlu65fjxWDNTU1KC4ullApFApJCyZmMjQXn3Gl3n/DSE7e3bJlC8bHxyWDAkCIKXpISE5OjrjvAGSv2SGI+zQ7OwufzyekJt4rTWnVeI3f78f8/Lx05OV78mfTU7D0JPjZeTZMk/GLFpgcBrrpVNaMxXWdO/+fi2xBhnH0VBOJBEpKSlI8yiut61LiqpshaHeMiCc3RMckQFLA8vPz0dDQgJUrV6b0kqcLR1ygsbERf/Inf4LR0VH86Z/+KU6ePCkIK+NnHpDdbsfy5cuxdu1aIdUw105XOT8/H4lEAuvWrRMqLl1hYgQulwsVFRX48pe/LBNOrVYr/vEf/xF//dd/DY/HA6fTKeg8wRnG+HwvXnKi6jk5OeIJ6Ry7ZvwxpqTgEojifDQi9rycGjHnZTxz5gy6urqkxDI3N1eUKVsuU1hmZmbQ29uLrKzk9NcNGzagr68P7e3tGB8fx/HjxxEKhTA8PCwYAimwujSV7x+NRlFfX48/+7M/w8TEBB577DGcO3dOPgtJSrm5udLhRre8crlcMr/NMAzxHoeHh6XCjFgA43KNFfE+nD9/HqFQCF6vFw0NDQKscbik7qEILHXrZes0KjadEeJZadoxpxdzZDgNoKYQU3nosITpzrKyMiHaOBwO+P1+dHV1yXNeaV3zTjXp7YIIlDEVwc3JysoSRFWnOAgM8RLz9eiecYMzMzNRXl4uLjvBLJvNJvlTXkC+Jt1AXgq+JxsbAJA4U09l5Wdj/OrxeCTlxY4qvIw6FUjKLT8z/9S4xcLCglgXcg0ApFhE/T1gaXIrCTj0oDQ6nh4WxONxmWWv+e10zZmPJyhJRclKNl2cQ4XJDIbODDB80QQUTa9l08ySkhIUFRXJZykoKJChlxQIKgmSsTibjV4NAVA9zJNeJEMH/fmpaFltplOJPIsrTZ/h3mjugGbL6TQxgciioiIASUPGbJFWgvzi4usRH3E6nXA4HALgMmPyr7bshmH8LoBHAJgALgD4dQClAL4PwA3gNICHTNO8OlcPSUZRQ0ODCBgfuru7G9/5zncwMjIil3Djxo3YuXMn4vFklRGBL61JaVUXFxcFvPP5fPD5fGhqasKDDz4It9uNhx56CHfeead4C/Pz80K4oAIAkkw5XZihUW12cCFYR+HRwAkplD6fD6ZpCslly5Yt+NM//VOZCz83NydWSWcBmBfmoXMoAb0Zh8ORMuiAQwaIPVB50KOYmpoSfoHL5RL6ps/nE+WmrVpBQQFqamowOzsr9eOlpaUCUIVCIXg8HjQ1NWFgYAC9vb0IBoMyRKOoqAherxcLCwvCk2BPvJqaGmRlZWF0dBQff/wxLBYLysrKpN2WFjqHw4H77rsPO3fulD1mLB0IBPDkk0+io6NDFMamTZvw4IMPykhotgNn19rBwUEB1Kig2V2YyoRCTESfXhspqwsLC+ju7sbRo0dTmjsSryFwTGFfWFiQoqt0vnpDQwMeeugh5OXlSduvl19+Ge+8844YARob3nd6VdXV1cKK1COoxsbGZJz0v1jYDcMoB/CfAaw0TXPOMIznATwI4ACA/2Wa5vcNw/h7AF8D8K2f9Fo2W7K7KGNdkkAWFxdx9uxZdHZ28j2Rm5uLdevWYXExOU6J4A1dWObNmaceHh7G9PQ0+vv7pZiBAF9zc7OAQxaLBT6fD5cuXRLLzcumUVpqf162zMxMKTrQcbP+f7po7MvOnG1FRQWqqqrQ29uLf/zHf5RBDxRWglG88PxTWz72Jaf10flrxpS8FPRaMjIy5PLp2JP4hU6NmeZSrzvdB43AGy9VaWkpGhoaBCCNRqNobW1Fa2srmpub4XQ6EY/HRVGWlpYiPz9fKKwLCwsYGBgAgBR2nA4vbDYbVqxYIYqL3ltmZqYomK6uLvE6srOzZYpPR0cHwuGwKH1W5QEQD4U4hX5P7Q1RAdK6Ezvx+/0YHBwUL4OYB+8awVbNotPpVu6z2+3Gxo0b4Xa7BXM5d+5cCobB19QeENmmmZmZUgBEFiG75/w8YnYbgGzDMBYB5AAYBbAbwJcv//8zAL6BnyLsgUAAzz//vGjQjRs3Yu/evcjOzpbRxNSCDodDaqR5AIzfAoEA+vv7hRlFdJVcbV5gzScm6kuvgpaaZaPp6Q2m5Jhyo2tLZL+kpERia/4fD5XxN1+XOXD2TKOlAYC1a9di69at4grOz8/j9OnTGB4eFkUyMjKCN998EzabTWr0mcapq6vDnj17YLVacenSJYTDYYnt2YJa58BHR0cxPT2N+vp6NDY2iqvL+NDlcolVNAwjZYY6+6FbrcmGkPfffz9CoZCUfLI5IwlFAFBWVoaioiK4XC4UFhZK2TE9FzbxzMjIwNDQkNQj1NbWwul0pqTPGLo98MAD2LJli5xZVVWVKI6xsTFpr819ZmMM3ZsAQMr4Mc17p1fU2dmJaDSK3t5ehEIhtLS0YGpqCk1NTbj99tsxOzuL3t5e+X1twemh8NkXFxdRU1ODqqoq1NbWitWnEVuzZg1+9Vd/VVKo09PTOHPmDPx+v9xnNmvJysoSTv7CQrKt9uTk5L/espumOWwYxv8EMABgDsBbSLrtIdM0+emGAJT/tNcKBAJ49tlnEQgEMDMzg6985SvYvXs3MjMzpYacuWcKu45heXCkFZJQwgMi6YGLP0+Xl66Q1WqVghtqcO0ukkTBWIqHSUXA92RJJ/nRtECauqjR9IWFBRlGyOxBUVER9u7dC4slyXNmE4zu7m7xgIaGhtDb2yvKgBp9bm4Od911Fx599FFh4+l2UpxUoj0iVt2RKsr6ehaS0HMZGRmReJxgFJWYzWZDaWkpHnzwQSQSCQwPD0tlG0MYMgUrKipQVlYmYCM77BL3mJmZER7B0NAQXnzxRZimic997nPSQ5BZAdNM9sl78MEHRanG43EBAqenp4WF1t7ejq6uLvG4KOR8Pe43lRkVO0HiUCiEjo4OjIyM4IUXXsDk5KRgHSUlJbjzzjuliIbZB+IB9NKo8Biq7Nu3D3v27EmhwRJ3WL9+PVatWiXfGxkZwcWLFzE1NSXPGwqFMDg4mNJPnulRhiv/qqo3wzAKANwLoBZACMALAPb/tN9Tv/8ogEeB1O6wFosFIyMj+PDDD4UxxkKPRGKp0wiwBIDo2vHLry3xKZsKEjmvqamRqje6V0SSWQFFmmUsFsP4+LgULuh8rUar+fy8NFQIExMTEqPOzc2hs7NTKJclJSUAIHngzZs3w+PxoL+/X6ansDacHgDjRU3JbWpqAgC0tLRIm2MNOCUSCYyMjKCnp0eAx1AoJMqP7qvH40Fubq6MjNIxO0MInZOmkmQaLRwOixXkeQSDQek/wFCHuX+mnnSai0p9aGhIaiGysrLQ29srHpiumddfDK+4N4zBGXePj49LTwSdaiTLj0aDz6YzDBaLRUaBs/9cIpEQ0JDp1tLSUgAQTIOKll6i/qxMKTLcIAbV2dkJ0zRRVlYmwC35HnxOjtxiSFRVVSVZGZ69Brn5+/9iYQdwJ4Be0zR9lwXsJQC3AnAZhmG7bN0rAAxf6ZdN0/w2gG8DgMvlMr1er2jI06dP48KFC3C73di6dSsqKysl5iHDTYMgOkai8mAnVyLseXl5wlUfHx8XZF4TEwYHB/Htb38bwWDwM5x4bh6530ROXS4XnE4niouL4XA4BCgZGxvD6dOnpU98IBDAsWPHkEgkUFFRgaamJsEYKioq8Id/+IcIBAL47//9v+Odd94BAGn5REQ1GAxicHBQUoU1NTX47d/+bRiGgT/6oz/CwMBASuENNfzJkydx8uRJSZVlZ2dLTpqZkAMHDmD79u0pCLMuFKJSamxsxMzMDPr6+jAzM4OhoSEEAgG4XC5s2LAB0WgU7e3tmJ2dlb0l405XhU1NTUmlHy8nm2989NFH+OSTT+T3me5kjtvj8cizaQHX1WoAxFOcnJzE6dOnMTQ0JKEHvSFWqJFPDiAlFiZ9uby8XMDMQCAA0zSxadMmWCwWGW5RXFyMWCyGnJwcbNmyBTMzMzh27BgGBgZEwZDUk5mZidraWrjdbmmgefLkSfzVX/0V7HY7/uAP/gDr1q3DyMgIhoaGxHuyWCw4ePCg3ENmGqg8g8EgFhcXRQnF48mhn/8qNx5J932rYRg5SLrxewB8AuB9AA8gicg/DOBHP+2FCFDoC0r6Kd0nakPmhDURRucwFxcXhb9MFheFnX3mmBrSVWt039g0g3lrWjeWhSYSCUxPT2N2djalUwsvNxUD04AEsohkpwOK6ZxlXgTTNIXSy3wqy24p7IWFhXC73ckDUz9Hz4eVU3TtqcCouDQnm1x+psu4l0z90NIxzuS+0eOJx+MYHx/H/Pw8JiYmBGRk7l2n1YClts+6JoJ7EolEUvLT9CgYXlAJ0CpzUguFlx4eu8UkEglRClfiiqcTY3guOtRiDp7WkukuCh2JNrSgbB+t+Q/M1iwsLI0ip8Jl6DAxMQG73Q6/3y+zC5jSI7iXl5cn/QzZhWlkZEQ8JZ4xM0cFBQUS419p/Swx+wnDMF4EcAZADMBZJC31awC+bxjGNy9/7zs/7bUWF5MNE5kPZAxMlHlxcTFlfBFBNp1/tFgsCIfDGB0dRWNjI+rr64WgQKSacSnRdW40v3j5eTEMwxDLtn79ejz66KOYm5vD97//fQwODqYQcCjsJOPs3bsXW7ZsgcPhQGFhIfr6+nD06FGphiIrKhaLoaenB0888QRGR0cRj8exefNmaf1cUFAggNmXvvQl3H333fKMrN8OBoNy0PQ0yB/nflZUVMhFJgmJqHpWVhZmZ2dx6dIlAfk0eejyeafwFSiEn/vc51BdXY0zZ87gr//6r1Mor/SctOvKPR4dHcXc3BwyMzPh8XhSmjxQMVGo6+rq8NBDD6GoqAhutzvl9drb2/H666+nTFPVoUl9fT0cDocMizhy5AguXLggSoHnTiEGlroNUQny8+jhG6y/YDmyLrIikk5EnCEYQePp6Wnk5uZi7dq1kr4LBALyGaLRKF599VUcP34cXq9XFDqNEj0Qh8OBoqIi9PT04KWXXoLFYsHq1avhcrmQkZFseb1p0yZUVlbiT/7kT/7lwn75AvwRgD9K+3YPgFt+lt/n0rlgbo5u2UMSCIEual6djqBghkIh6frhcrnEmsbjcUlrsVz2SlxkTTbRKTSv14udO3ciHA7jtddeS7EAdLEoDABQXV0t/H4gmU6iUGmrTnrp8ePHMTQ0hE2bNolgdnV1wev1oqKiAnl5eWhqakpxWXnhNemIrEHDMDA6OiqCmZeXJ7E295JWmf366GpTwZFwwqWZX0DSm1i2bBk2bNiA9vZ2nDlzBkCyeSXPj8JNTIbxNvPPuoBEYwS0tCyBXb9+Pdxut5Sg8twCgQBOnTqFcDj8Gau/atUqVFVVweFwoLa2FvF4slxWexI63ZZ2twEsNbLQ1pnCRq+I+I3GIQj+aoorv0/FoJmhelhINBpFT0+PNFbVVXOalssQbGZmBp2dnbDb7aitrRUQNCMjQ+6PHn+Vvq4pg87j8eDRRx/F4cOHce7cuRRXTCOTdD+1oGjmF8ktnZ2dePLJJwVRJnmEmwAkD5ENCtKZe9ol3rZtG1auXIkVK1Zgfn5ecpaaOKM9AgApl4KzttjCKisrC0ePHhXX02azySALxtJk85WUlKCgoEDCFYIvAFKsEsE8ll0WFRVJjzwKDi/F7OwsCgoKZKppTk5OSh22Do8oDDrFSSUwPj4uCiISiQhoRWCO+8GQhtwJur4MsRi2Md2lc/08Gz2ZRwuhzWYTcEwXhlCx6Px5umLWqTZdE8D9Yh6fOXsKvJ5axDlurBEAIKXUxDTGxsYkham9In3nKOiZmZlYt26dAHpAMuQk/djpdAIA+vr6YJomTpw4gfz8fEnzxeNxtLa2YnBwELt27UJtbS0CgYAAnFdb11TYi4uL8eu//uvo6OjAyZMnUywiLSaFXVMF02mkdJ26urpw4cIFQSJjsRjWrl2LdevWSfUQK5Z0QQ2Fl2kywzBwyy234Etf+hKA5MYztw58dvCAzuXz+Xp6evDKK6+kdKQ5ceIEjh49KnXRpO6SSsv43OPxIC8vL0XYeRkp7HRbKTzsnU+CBS0YK8CYyya3XreBBpbaagFL2Q7NTSAG4PP5MD8/j2AwKEg7BUk3mbBYLFI0E4/HpTaAgk9hJ5WVdFZaXJvNJt5YOnbAmDS9MIrKhXvJM9HgI9sxG4YhKDw9C+2N8HWoVKmEadW1cpmenpYpuOfOnROqN/EhYgb6/BivT09PIzMzE2vWrEE0GpXCm1AoBJ/PJ70LFhYW0NraKmO/iUdQZlpbW5GVlYXNmzfD6XRibGwMXV1dKZV36euaCns8Hpf0QDqTiYtCXVBQgNLSUszMzGBwcPAzraWs1mRXEa/XCwDi1hNE4s8Rjc/OzkZfXx9Onz6Nc+fOYWpqChaLBevWrZNabQKFfH12eKWg0HLMzMygtbVVLK7VapW6cW2FSXfkZ9e0WBYwkIhCiwKk9rnj81MgeJGBpdZJJFmEw2EZTEjCD2uydRikQSueAZ+LyoLKpri4WHLI4XAYbrcbe/bsEUVIN9JqtWJiYgLDw8Ow2ZIDGdjFh8JIHvstt9yCUCgk4RwtfkZGBlpaWuBwOESAVqxYgYaGBtkfkmNIGKKHXj1ZLwAAIQBJREFUQwVL5c72y7pDb3qaUfPy2cGosrISHo8npc8ff4YKXw+BpOGhguIXC1t0VWMkEhFQk14A7zV7JLrdbtTW1mJ2dhatra2fYTvy/HQtiE4D/zwYdD+Xtbi4KNMraBF0vEztG4vF4PV6sX37dgwODuLTTz/F5OSkbOTi4iKysrLg8XiwefNmZGRkSLtoCgitD2Mhl8uFF154Ac8++6wUfJSVleHhhx/Gxo0b5WApTA6HA3fddZcAWoODg8JT9vv9+PGPfyzto2KxmLyHVg4Wi0U8BwoolUFZWRm8Xi/y8/OFoqqfQQNlnP7JmJuCrOvH2dt+cHBQLplpmqirq0NOTo4Ml9T8bS6CoRq0zMjIQDgclty5aZoYHBxEU1MT7rjjDgCQmJoW78UXX8Q//MM/wOFwYOvWrSgpKZEyWMMwEA6HUVxcjN/6rd8S5TE3N4eBgQEMDAxgZmYG/+f//B/Mzc1hdHQUCwsL+N3f/V1s3LhResSRveh0OlFbW4vy8nLxHrKyslBSUgKr1YrKykpUVlaKoHI/0wtNqJT9fj/y8vKwfv167Ny5E/39/TLEQ6fSmHVxuVzCLWCdhd5Dou5039m4pbW1NSXUIIbFGnnubygUwptvvgm/3y+eGUPdWCyGqakpyZgw9Ubiz9XWdelBx03RFp2Wi+5QKBTCxMSEDGxgZQ+tJQv92UCCGp0aj6WfLPwwDEMIF3Z7cgxVRUUFPB4PioqK5EB0eo9pI74mALFQzInz/+iOM0QAllJCACSU0HXZ6SGBjin5b7rVmifNeFp7SYyno9GoNDokiq/BLJ6Dfj9gycKnhzq64o8xMMdHM7YmOs5LB0AEkAw1fq6MjAwpa9ZAY25urpzZzMyMKInx8XEMDw8jEAgASJ1eo8+dI5iprMj000CbtuT679xTCigBXv27BIy5Vxoj4OvxHLUiZYoxFApJf3n9fzxb/sm9ozuuQxreP+IrOsykbOnwN31d8041bOVbWFgolhyAMNDa2towOjqKU6dO4emnn0ZNTQ3+7b/9t3A4HPjxj3+M3t5eFBUVobi4WCqXGCsxncGYik0YTp48KQwt0zSxdu1aPProoygpKUF1dTWA1AkxBPxefPFFdHV1iWAyHGADfwAiZBs2bMBDDz0EAJicnEQkEsHx48fFvSdxo76+Hvn5+XC73VJgwviVFkRbHnoomZmZ8Pv9cmk4GZTPzvp1APj85z+Pe+65R9x/3a+eiDBfF1i6QOQ2sKiDKSK66gBSuBFA6qwyWjrOb6Pw8X0pGHxu5tmpMLQF49689dZbaG9vFzefmRsKTVZWFi5duoR3330XiUQCXq9X9korMy4KmFagfL6FhQU899xzePXVV1FeXo66ujpRHqZpSoaDAs19pIfA/SAeQqzik08+QXt7u/Ag+HNa2LVR4Wvw/Pl6BAmZjeL7kuPQ19d3Y8XsPGgeKi8crR2RzenpaQQCASQSCaltPnfunAAlBFM0C4pMO7YAGhkZweLiogyb4EYUFRVh27ZtcLvd0uBSx64ApKSxtbUVXq9XGk7QzdexciwWQ3Fxscxl6+/vRygUEgYgXXoW0jidTolBeaAaGad15P/ZbDYBtajpWSSkLQvDo5qaGuzYsQNTU1MYHh6W16MLT2vGvddZEV5Cxpo6Y8EzJIhKb0H36acAaevHxc/Lz6CtGRUDSSr0KEZGRjA8PAyHwyGAGc+An2tqagqXLl2SrAExAi2YGkzVXzq1yzQo+RaVlZWybwT2dCViujKhkPLv9PDGx8elnZnmI+hQTb8ul7bSFGrStdNT0/SKbpiYnQR/nYMma23t2rXIz8/HyZMn4ff7sX79emzfvl1isng8LjXRtNxAavrLNJM11729vWIJNJqq2U28DOTiE0Rpa2vD22+/DZ/Ph7m5OSnNpCARhGMMSYIQrYXNZhNgaP/+/di6dav0K6eby3prTelkBxbd3INfGqe49957sXnzZrS0tAhphPl2WpLMzMzP8NF17la7hcDSpaJ3pCmXBH+0sBPVzs7ORiwWw9tvv42LFy+itbVV/t/v9wtDjOQm7jdz8ATv6FV5PB6sWrUKprk0RPH48eP45JNPACQ5DBrfOXv2LAYHB6U7DYWL2QjuAZ+XyDxHWJWUlKCyshLxeFwAQ/4OKb2syWeeXYNpExMTKbPWgNTBE+muvk4b8vUYs/P3GOaREMUQhyGr0+lEfn6+FNmcO3cOf/EXf4HOzs6UVN6V1jUV9lgsJmgkLxtdtqamJhQWFsJutyMYDKKhoQG/+Zu/CavVKhatvLwcbrcb/f39wlrSpBeCPkNDQxLX0wVlHEeQipZH9wIzDAMDAwN47rnnMDMzI5x4egs8IF50Tc3kpaLw5efno76+Hjk5OTh9+rRYMLqxg4ODCIVCotndbrd0IaH7rUE7Xoi77roLAPDMM8/g/PnzsFqtkrajcJOtpdM//PNKl4H7SMtB9hZj6nTloD2bubk5/PjHP8aPfvSjFACV88tDoRBmZmZSSCvazU0klnqyFRYWorGxMaWJZzQaRUtLi2RBgKW42O/3iyBRMeo9JveCSpjTccg7qKqqEp5/d3e3MAoTiQRycnKELUmPg59tenoaPp9PqgzZTprPAixZeZ3hIZBJpaqfnfvDvD/xiLy8PAFi2YaK7a2AZArujTfekH35SeuaA3Q6TUGXz+fz4d1335VZ04ydtYtK948IMC8hLyXdoPT+YgAEqSXvPSsrC52dnRgeHhYAiWSO9vZ2OQxSKPkzrBYjP3xubg65ubnSlUTTMXk5mVvm9/WIZ4YQ5AmMjY0J0Ec2lW7ewItjGAYaGxtx4MABCVfIyuLl5LNQcXA/NPtLK8lEIoHu7m5cvHhRGlQwHOKiUuNZ8qKuXr0as7OzGBkZQX9/v6ThKGjpLrMO3ShIDocDubm5Qjk9c+YMJiYm0NbWhrm5OXi9Xqxbty6lurG1tVUwEQApcfSyZctQWFgonzsajWJ0dFRqKhhKsWiH2MuyZcuk7x7HStNS04PULEqmeOlxpKeS9T5pvoQGbk0z2VyESurHP/6xlBaTu0DcSPMaAAiOxM+plXL6uuYxO9MtFFymtv7yL/8ShmFI4QlBJ4J4JHmQLMIPyC/GiySckAVnGIYQUDSz6+2335auKQSK6FLRhWL+ljns4uJi3HHHHZifn8exY8fg9/tTkHi+Nl+HQB2t3MLCgqQe2fCBKxQKoa2tTbILZGvxNakAaTl2796Nz3/+8zhx4gQee+wxoZFqpB+A1B2wdRWLVVjkooXhyJEjOHnyJH7lV34Fu3fvFuoxvSvtFmuLee+992Lfvn1488038YMf/AA2mw0dHR1wOBxSJUihIbiWmZmJ4uJiESgdWvn9fjz++OMyzTQajWLz5s34L//lv0jvtoWFBfzlX/6l4DjcH5Yif/GLX8SBAwfkNYeGhvDEE09IK3OPxyPWOxwOY2xsDKZpYvPmzdi1a5dYZuIBDAt0wZEmAWkKr1auOgOiMxa66IXp1YKCAmm2yXPmvWUxFr1Uemu5ubkoLCyU10ynA+t1zS273iCdPtDIsNVqFVdXA1ma7874ixtLF4zxjrb6HLHLzWKsRI0+PT0tltZms0lHFF1Tv7iY7HZCHj5dTKbUWIBDhcKLR8HnobPaTFcuAUuNB2m5dWsp7X7z/7Ozs1FYWJgyBplWhJkIupz0HrSw6448ut89XdSBgQEBpXT+n0JOvrt2S3U6kYVCGmTSoZt+Nv3/hmFIypWpJFpEWjmm/WjldZjBPWAunMLHfnJ8Dc0qzMrKEiWSn5+f0iYsndOvU3Ea1CSAxi+Nc7CKjgaMCoOva5pJEpDb7cbs7KwA0zxzXXVJgE/X5utnumEsOwE6ukx0cZnu0mys06dPY2JiAm63G2vXrhU3mfGy1+tN6dJJBJ8FMcPDw+jr64NhGFi5ciVWrVolUzfIbkokllot8UKx6SIrxUzTRE9PDyYmJgAAy5Ytg8/nw+joqBQl2Gw2nDx5EufPn0d1dTV+7dd+TdpWsVMpMYP+/n5EIpGUXuzA0igilstWVFSIAPH/mDWg8qOio8dDksb777+PtrY2zMzMCPGHl4NKbe3atbjnnnsQi8Vw4cIF+P1++Hw+2Gw2HDt2DB0dHfB6vbj33ntRXFwsuAVpxFarVVJwdE3ZmorcASozciioOInBdHR0yOVmnpw9CRcXF1FZWSl8eZvNhrGxsRSkXtdRMKzTDSmo2Jnfr6qqQnZ2tjS65BDMjIwMbN26FZmZmaiqqkqJ1Vmpxlp44g0EzTRVmF6ZLs+22+2orKxEXl4eBgcHMTAwgPn5+ZR6BpvNhq1bt+Luu+8WRTA1NYVTp05hcnJSeBNUKmxYyhoIPVXnJ61r3jeeloEuES8OsKQhrVarTED1eDzSilnTHxlTM19Pq5ibmysanNq2oKAAHo9HLisAsU6ahgpASlUJ5PBAKCws56TV5rP7/X7p/BqJRCSUoMdBRRWLxT5Tj01AjNaDQBm1OGNR0zTFQjD+Ts8ZA8lUDzvLsGMuLR5DlsLCQvldsrfoBgYCAQEQ9+/fnwJ8aQ+MsSpz6fF4XDwubXH1udKasR4+GAxifHwco6OjyMzMlF4E8XhcsgtcHJ6pPRmdtQCW0HDtEfE58/LyMD8/L3dEF+3U1NQI6KoVBhVlNBqV8JLIP5Uc94CZH5bK0mtgQdLExISAxLxPfG6n04mamho510AggI6ODskIEIcCIKQuZhB47lSyV1vXvOrtP/yH/4BDhw7hk08+gWmaKVpQx2288IlEApcuXYLL5cK+ffuwfPlyuTzUooZhyFy23t5ezMzMoLS0FL/xG7+BnJwclJeXp7Sm0iEBQSx6FpxRrplt5CsPDw/jz/7sz5CTk4M77rgDe/bsQX9/v1BRCcS98MILEorMz89j/fr1uO222zA/P4/a2lqEw2F8+OGH6O3tlYMsLi7G5s2b4XA4MDc3h/Pnz4vnw3gsIyMDq1atgtvtxocffohLly5heHhYSDmsbONFZkiTm5uLbdu2weVy4dVXX8WRI0cwPT2Ns2fPSrihOeSMW/Pz81FRUSEEGX2JtdtMa59IJOByuVI8J3ptWtAZxhCTYM8/fgYCmQT3bLZkl5nz589Luo/Ua5fLJeGc2+3GwYMHpUMQcQvDSDbO1Dnw9BLi6elpEWjyGkgVpkG6Em9AF9OwwSQ/L+8ngcitW7cK1Zh7RwFesWKFKCa2AuP8Qv6sTuURk6KBYP79hmHQFRYW4v7778fp06dx7NixFBdQp4c0rTQej6Ovr0+0Y0NDg+Q6NTDD9ksEyMrLy3HfffchOztb+oNxI4jeM/7nYaU3MaAb6nQ6UV5eDp/Ph2eeeQb19fX4H//jf6ChoQEffPABLly4IHHo5OQk3n33XQSDQYlfa2tr0djYCLvdjrVr1yIYDKK1tRUtLS2w2WxSk79hwwbk5OTIQMbJycmU9BJnqBUVFeHs2bN4/vnnYbFYRDkxh00Fkkgkq97YCba6uhoDAwM4fvw4IpEIOjo6RNHpNF9TUxMeeeQRGIaBzs5OmTvHvU7P0dOVJNDEFt+0qOk8B2YEaPlY6cXzZMZFF9tEIhF0d3fDYrFI0ZPf75dQyzSTY6zvv/9+rFmzRmi3vE88U74evT7eP4Y3zGqwqIcZCCo43lFgiWKsDYYWbhY48Wv16tVYs2aN3DMAgt3QJef+mKYp1ZDEefjcGm/SHBNiBVdb11TYZ2dncf78eSwsLMjQxHS2FQXRarXKoRNY+vjjj2XsUjQaRWlpKW699VY4HA7RcIWFhaipqZEpooyBaCWAVP6yZs3R1aXF52VobGxEVVUVIpEI/H4/vF6vTEUpLi5GY2OjvN7g4KCMGwKWuqHQ/eWfTCNNTU1JP7GhoSFkZmaKlWF6h/FyIpHA+fPnMTQ0hMHBwRT2lAZrdKqLl4cXpq6uDnfeeafEx5rFxws7NjaGN998U9JhFEqdCtVFHBQsVnIRnSZrMRKJiDJi6JFeeQYsxfiaS08PjH3RCf6x2is/P19cbQKCWsn09/ejpaVFvCz2muM90/GuNjj8HslIQCo1mNkUWlQKOn+HBovW3W63S38AzaxkuEAGnK6ioyEi9sBnKywsxM6dOzE9PS0KyOfzybyEq61rKuzBYBAvv/wyZmdnUVtbKweYfjl1QQjX/Pw8nnnmGbko8Xgct912mzTb5++waSXfT8d3ugyRP69jZwoG2XcEXdjyh0LLEMI0TdTX16Ourk6sUnt7O95//31JMTLeo+Vj84d77rkH9913H9577z288sormJubw4ULFwSP4OWgC093sre3V/LyfGY2ZNSxO/eI2EIoFEI4HMaWLVuwevVqTExMyGwwtkpiyW17ezsuXryIyspKPPTQQygvL0deXh4cDoeEK/Pz8wKGjo+PC0EoGo0Km89qtUpszrCCyikd4daEHCoMgo/hcBgWS3K4B11zAEJCoktrt9vlDBk+fPrpp/jjP/5jZGRk4O6775byVf0cesILrXV6ERCw1KByfn4ePp8PkUhESC/sF0eBZDjFNGp2djampqbQ1dWVggkxfIxEIhgfH5fnB5baYgFLA08tlmQH3B07dkhGwW6346233sK3vvWtGweNJ41S9zbnoXg8HtjtS1Ms2WWVcRE1GsG0WCzZ3bO3txeRSEQIGQBEw/PC6MvERVCMS1urSCSCrKwsqe7iBvIC6MVDYLorEAigtLRUYvZoNCp5UPLeE4mEVMRRm9Oj4EXj50wnFGkyjnYh+ZwUIv2anFdPToCO6bkHOsWlee58f1oibXU12KTBQgoMgU260jyX9C+t4Pknz72oqEiYjOw4lM6tZ2q1tLRUlJ7P55PafhZNkVx1JQXP9CunzhIo1VwO3h8CaLpWgXeMZ8KQiikzXWxDweb3aZl1Gyt6Fzr0mJ2dle5A7KBTUlIigz8rKytx6dKlq8rfNRX2ubk5tLW1yYekBquqqsJ/+k//CeXl5SLsP/zhD/Hkk08CSBJD3G43HnnkEWzevFkuSUdHB/78z/8ciUQCDz/8MJqbmyUHri2GPhBqRwoHLy3jICCZxuMQhdzcXOFAFxYWorKyMqVklAfy4Ycf4m//9m/h8Xjw1a9+FWVlZWLdaX2ApRj3hz/8IVpbW6XAhUKnc9ZUPvQONHOLriEJPUDSk6ELyDAikUj2vnvsscdgsVhw77334vbbb4dhJBs1hsNh9PX1SQeV4uJiOa+ioiKxZCR20EthT4CZmRmpe6dXRAoxLzjLYkmqoSKh4mK5LrBUCMT3u+2227B9+3YB/dhldm5uDkNDQ/D5fFi1ahUOHDiA3Nxc5OXlIRwO49lnn8Xrr7+ODRs24Bvf+AZsNpuES0Dq6PCZmRn09PRgfn4eAwMDmJycxKZNm7Br1y65p5ppODk5iWPHjgGACDNz88wa5efno7a2NsUToafi8/mEMMQGGCy1JsuTnoGmGJ86dUomKtEbuffee6Wo69FHH8WFCxeuKn/XhUFH9wZYGkiwfPly1NTUiLCz9zoAsV61tbVYu3atCHMgEMClS5cwNzeHsbExGQxBVzndZdfEFC5+XxdB8EIwhmTsT9fabrdLLEvBDwaDaGlpwYoVK1BZWYmVK1fKpBAiu3zfWCyGoaEhtLa2yqHx/Rg7MoWlCUgAUqwkaaYul0uek9ZYW2AyBRcXF7Ft2zb5P00yYpzL9+XfqQh1rKtdeU2S0s9JjIRxfW5urlxaXUughV+Df/QkysrK0NzcLMM4qMwIqlosFhEs9uNjb7izZ8+ivr4eq1atgsViQWtrqxB5+Ax8f/aUGx4exvj4uAzR4JeuM+Dn4nnwTLmHpGYzh687LFERj4yMSIUnQzzufbqXwExANBoVxidl55ZbbpEJP2wAerV1zYWd3PCMjAyZ9UZiDFNYBJTYumnlypUyJ+z48ePiNnZ3d6O+vh6zs7O4ePGilBL6/X4ZfUTrxziN7h+w1FhA01cp/BkZGSKoVCCcveX1evHlL38ZFRUVn3HxmDbipdMMOrLAmFbULh+BRKvViltuuQUbNmzA22+/jc7OTthsNvksZPXxPXNyclBUVASLxQKv14tEItn8cnh4aWZHRkYGli1bJkqT9Qc63aZTOxQGv9+PDz74ADk5ObjzzjvR3NyMS5cuiVWiUjWM5DQf5vCpYHjmAFBaWopVq1YhGAziwoULwlzU4CGBQGApPCKSzdFHmqgEJBlvU1NT+Oijj2CxJNuMz87OYnR0VPaJHWPoiRHlJw06EolgcnISCwsLaGpqwubNm1FRUSHVmTQ6DK927tyJNWvWoLe3F6+88op8jsXFRbhcLjQ2NkocD0DujyaSEfPJy8sTrMHv9wtSr88GWAIH9X6TGs7WZpqkdaV1XTrV8DKUl5fj85//PGy25MBCEkHosubk5KCgoADLli2TJvltbW2yYdPT0ygtLZXWRh0dHZiYmMD4+DhcLheWLVuG7Oxs4UEzfaRReRJf+EUXXwNrgUBAJoceO3YM9fX12L9/P8rLyz+DBVDra1osY1Cr1SrVSppfYLVaxaXMycnB8uXLsWPHDrS2tgrbjgAZc6/kjJOIwsYGFosFU1NT0iSEsR+72trtdoRCoRQGWPpnoEKcnZ1FT08PbDYbNm3aJOXFFy9eFCYbSUtsHAJAUG6eN7MrnOdHF55uvGbJ6WIPejD8HdYa8DWBJEg3Ozsr6U+Op/L7/YLhkMHI/dDWmCAxgeL169ejvr5eEHJgicZLr6u5uRl1dXU4ceIE3nrrLfj9fvFOeEZU5PS0iLeQY09FRO+ERoIDMng2XDpbRbo07wRDHv3zV1rXVNg1NxqA0AJZF76wsCBjdhOJBKqrq0Xz8eLwktDi0npSe9KiLCwsSGsjNvnXnU7oJvF56GLRAmhF4Pf7MTExIagwD4cxqmkmZ7EfOHAAHo9HmloAS5eLQnbixAn4/X4pw9UElcXFRUxNTeGdd97B6OgoTpw4IQyqkpISOVzGgTpPrb2Furo6UaCs9Wa4QIvJElPmpw3DEAVCt5G1AIZhoKOjA4uLi2htbRUFNj8/L8LI8UTaglksFmzYsAFutxvLli1LKQfVOWpaNgokFWY8HseZM2fE+rP7DK0bBYbKUrMKc3Jy4PF4YLEkZwrabDbJzw8PD8Pv90uDlKysLKxZs0Z+B1hC3rkPOrdOZahrGyiMVGS6poIhjk4zUgmz0ImvG4/HpXuPzg5YrVY4nU5s375dyq3tdjtGRkbw9ttvy+uFQqGryt81p8sCS22jp6enpYMH0zi9vb3w+XyIx+Nobm5OqZaiu6SFnAAHCyd4mebn5zE6Oiq92DQaS8BOlxnSsuoadbp/LN2MRCKy8VpTR6NRVFdX4+tf/7pYb152Am45OTno6+vDY489hv7+fmmIwAuvWVFPPPGEgFummZwaWldXB6fTKSg7FSALYjQqv27dOqxZs0ZGOJN6SoYd43GORK6srJTy4kAgkEIcYeOQjz/+GK+//rqcIVNXVDJut1t+h9yBzMxM7N+/H1u2bJGhkPTsqHD4Wox3AaRY6MOHD+Pll1+Gx+PBypUrU5hq5EJoIadC0eOeL126lIKGHz16FK2trfK+y5cvx1e+8hVUVVWhv79fKMbMJOhR4JrazHtEy0+MJRKJSPxNDIjKQWcaSOFNJJZqFigXuu8ClU1xcTG++MUviiGbnZ3FqVOn8Morr6SwCq+2rouwc2mSBv9OCwssFVBwXS1do3PyGoRLJ5gAuGpMcyXmkc7782DT/5/vQ6qnBploGYClS0KvhIj7ld6Tml0XN2gvQH+lc8P13zXjTQsw90FbDe1h6M/A56ZbTwHTe6ZfX/8uPYqcnJwUPEQ/A5dOcep91WAgzzv9M+jf4RcVLYAUpa5ThvqOaJpr+vle6X78pM+SjuNcbaWz8dJ/l/eHd1sDqMR56AnodOtV3++nPdDPcxmG4QMwA2Dymr3pz28V4RfzuYFf3Ge/+dz//FVtmmbxlf7jmgo7ABiG8Ylpmpuu6Zv+HNYv6nMDv7jPfvO5f77r6m0tbq6b6+b6/9W6Kew31831S7Kuh7B/+zq8589j/aI+N/CL++w3n/vnuK55zH5z3Vw31/VZN934m+vm+iVZ10zYDcPYbxhGh2EYXYZh/MG1et9/yTIMo9IwjPcNw7hoGEarYRi/ffn7hYZhvG0YRuflPwuu97NeaRmGYTUM46xhGK9e/netYRgnLu/9DwzDyPhpr3Gtl2EYLsMwXjQMo90wjDbDMLb9Iuy3YRi/e/mOfGoYxj8ahpF1o+73NRF2wzCsAP4OwN0AVgL4kmEYK6/Fe/8LVwzA75mmuRLAVgC/dfl5/wDAu6ZpNgB49/K/b8T12wDa1L//AsD/Mk2zHkAQwNeuy1P95PU3AN4wTXMFgLVIPv8Nvd+GYZQD+M8ANpmmuRqAFcCDuFH3O5159P/FF4BtAN5U//5DAH94Ld775/T8PwJwF4AOAKWXv1cKoON6P9sVnrUCScHYDeBVAAaSBA/blc7iRvgC4ATQi8sYkvr+Db3fAMoBDAIoRJKN+iqAfTfqfl8rN56bwjV0+Xs3/DIMowbAegAnAJSYpjl6+b/GAJRcr+f6CeuvAfxfAMibdAMImaYZu/zvG3HvawH4ADx1Ofx4wjAMB27w/TZNcxjA/wQwAGAUQBjAadyg+30ToPsJyzCMXAD/BOB3TNOc0v9nJtX2DZXKMAzjcwAmTNM8fb2f5Z+5bAA2APiWaZrrkaRUp7jsN+h+FwC4F0llVQbAAWD/dX2on7CulbAPA6hU/664/L0bdhmGYUdS0L9nmuZLl789bhhG6eX/LwUwcb2e7yrrVgCfNwyjD8D3kXTl/waAyzAMVhTdiHs/BGDINM0Tl//9IpLCf6Pv950Aek3T9JmmuQjgJSTP4Ibc72sl7KcANFxGKTOQBDFevkbv/c9eRrIE6TsA2kzT/Cv1Xy8DePjy3x9GMpa/YZZpmn9ommaFaZo1SO7xe6Zp/iqA9wE8cPnHbsTnHgMwaBjG8svf2gPgIm7w/UbSfd9qGEbO5TvD574x9/saghkHAFwC0A3g/7neYMVPedYdSLqM5wGcu/x1AMn4910AnQDeAVB4vZ/1J3yGOwC8evnvdQBOAugC8AKAzOv9fFd43nUAPrm85z8EUPCLsN8A/hhAO4BPATwLIPNG3e+bDLqb6+b6JVk3Abqb6+b6JVk3hf3murl+SdZNYb+5bq5fknVT2G+um+uXZN0U9pvr5volWTeF/ea6uX5J1k1hv7lurl+SdVPYb66b65dk/b/jpB0Vih8/JQAAAABJRU5ErkJggg==\n", 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" ] @@ -155,13 +194,99 @@ } ], "source": [ - "plt.imshow(amplitude, cmap='gray')" + "plt.imshow(phase, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "ef08637e", + "metadata": {}, + "outputs": [], + "source": [ + "phase = np.abs(phase)\n", + "phase = 20 * np.log10(500 * phase + 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "364c673a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(phase, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "c2706618", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(53.9340)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amplitude.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "99ebefed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(69.9492)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "phase.max()" ] }, { "cell_type": "code", "execution_count": null, - "id": "8a0a611b", + "id": "54db3ec0", "metadata": {}, "outputs": [], "source": [] diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 1f78c22..1504e1d 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -51,6 +51,8 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat if not use_phase: _image = np.abs(_image) _image = 20 * np.log10(500 * _image + 3) + + _image = data_scaling(_image) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From 4b5e3d5a45aa6b768d23784c245cb46c0798e14d Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 14:03:21 +0900 Subject: [PATCH 19/22] target chip --- notebook/target-chip.ipynb | 54 +++++++++++++++++++----------------- src/data/generate_dataset.py | 8 +++++- 2 files changed, 35 insertions(+), 27 deletions(-) diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb index e9ea841..d1a7c06 100644 --- a/notebook/target-chip.ipynb +++ b/notebook/target-chip.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "691fc50c", + "id": "aebc2d07", "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "d71a712d", + "id": "cab13156", "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "51ffc900", + "id": "a9552f41", "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "548ed77e", + "id": "5f99b90f", "metadata": {}, "outputs": [ { @@ -74,8 +74,8 @@ }, { "cell_type": "code", - "execution_count": 60, - "id": "21e061b9", + "execution_count": 66, + "id": "dc544c21", "metadata": {}, "outputs": [], "source": [ @@ -88,17 +88,17 @@ }, { "cell_type": "code", - "execution_count": 61, - "id": "b1b40b61", + "execution_count": 67, + "id": "aa6b18ab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 61, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, @@ -121,8 +121,8 @@ }, { "cell_type": "code", - "execution_count": 50, - "id": "cae1779b", + "execution_count": 62, + "id": "b32d6c50", "metadata": {}, "outputs": [], "source": [ @@ -132,17 +132,17 @@ }, { "cell_type": "code", - "execution_count": 51, - "id": "5b8fe626", + "execution_count": 63, + "id": "020a6c2e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, @@ -167,8 +167,10 @@ { "cell_type": "code", "execution_count": 53, - "id": "a1887fc7", - "metadata": {}, + "id": "cf51d920", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -200,7 +202,7 @@ { "cell_type": "code", "execution_count": 54, - "id": "ef08637e", + "id": "b3742844", "metadata": {}, "outputs": [], "source": [ @@ -211,7 +213,7 @@ { "cell_type": "code", "execution_count": 55, - "id": "364c673a", + "id": "de49d615", "metadata": {}, "outputs": [ { @@ -243,17 +245,17 @@ }, { "cell_type": "code", - "execution_count": 58, - "id": "c2706618", + "execution_count": 64, + "id": "a16b6631", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor(53.9340)" + "tensor(1.)" ] }, - "execution_count": 58, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -265,7 +267,7 @@ { "cell_type": "code", "execution_count": 59, - "id": "99ebefed", + "id": "e69f7829", "metadata": {}, "outputs": [ { @@ -286,7 +288,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54db3ec0", + "id": "382fad61", "metadata": {}, "outputs": [], "source": [] diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 1504e1d..301d377 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -51,8 +51,14 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat if not use_phase: _image = np.abs(_image) _image = 20 * np.log10(500 * _image + 3) + _image = data_scaling(_image) + else: + _image[:, :, 0] = np.abs(_image[:, :, 0]) + _image[:, :, 0] = 20 * np.log10(500 * _image[:, :, 0] + 3) + + _image[:, :, 0] = data_scaling(_image[:, :, 0]) + _image[:, :, 1] = data_scaling(_image[:, :, 1]) - _image = data_scaling(_image) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From 92118e7613162e462408f0f9bad001ea80bf17c5 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 14:28:31 +0900 Subject: [PATCH 20/22] target chip --- notebook/target-chip.ipynb | 185 +++++++---------------------------- src/data/generate_dataset.py | 15 +-- 2 files changed, 39 insertions(+), 161 deletions(-) diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb index d1a7c06..269e09e 100644 --- a/notebook/target-chip.ipynb +++ b/notebook/target-chip.ipynb @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 43, - "id": "aebc2d07", + "execution_count": 68, + "id": "85f9aa62", "metadata": {}, "outputs": [], "source": [ @@ -21,8 +21,8 @@ }, { "cell_type": "code", - "execution_count": 44, - "id": "cab13156", + "execution_count": 87, + "id": "0ef1ba1d", "metadata": {}, "outputs": [], "source": [ @@ -32,79 +32,51 @@ "\n", "from utils import common\n", "from data import loader\n", - "import model" + "from data import mstar\n", + "import model\n" ] }, { "cell_type": "code", - "execution_count": 45, - "id": "a9552f41", + "execution_count": 88, + "id": "eec8b71c", "metadata": {}, "outputs": [], "source": [ - "def load_dataset(path, is_train, name, batch_size):\n", - "\n", - " _dataset = loader.Dataset(\n", - " path, name=name, is_train=is_train,\n", - " transform=torchvision.transforms.Compose([torchvision.transforms.ToTensor()])\n", - " )\n", - " data_loader = torch.utils.data.DataLoader(\n", - " _dataset, batch_size=batch_size, shuffle=is_train, num_workers=1\n", - " )\n", - " return data_loader" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "5f99b90f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "load test data set: 2425it [00:11, 218.89it/s]\n" - ] - } - ], - "source": [ - "test_set = load_dataset('dataset', False, 'soc', 100)" + "m = mstar.MSTAR(use_phase=True)" ] }, { "cell_type": "code", - "execution_count": 66, - "id": "dc544c21", + "execution_count": 151, + "id": "9b204003", "metadata": {}, "outputs": [], "source": [ - "for images, labels in test_set:\n", - " break\n", - " \n", - "amplitude, phase = images[0, 0, :, :], images[0, 1, :, :]\n", - "# amplitude = images[0, 0, :, :]\n" + "label, image = m.read('../dataset/soc/raw/test/2S1/HB14931.000')\n", + "image = np.log10(np.abs(image) + 1)\n", + "amplitude, phase = image[0][:, :, 0], image[0][:, :, 1]" ] }, { "cell_type": "code", - "execution_count": 67, - "id": "aa6b18ab", + "execution_count": 152, + "id": "8093e69c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 67, + "execution_count": 152, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -121,53 +93,8 @@ }, { "cell_type": "code", - "execution_count": 62, - "id": "b32d6c50", - "metadata": {}, - "outputs": [], - "source": [ - "amplitude = np.abs(amplitude)\n", - "amplitude = 20 * np.log10(500 * amplitude + 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "020a6c2e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "amplitude = (amplitude - amplitude.min()) / (amplitude.max() - amplitude.min())\n", - "plt.imshow(amplitude, cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "cf51d920", + "execution_count": 153, + "id": "3620fc96", "metadata": { "scrolled": true }, @@ -175,60 +102,16 @@ { "data": { "text/plain": [ - "" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -245,38 +128,38 @@ }, { "cell_type": "code", - "execution_count": 64, - "id": "a16b6631", + "execution_count": 154, + "id": "aaf347d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor(1.)" + "(0.47092932, 0.0)" ] }, - "execution_count": 64, + "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "amplitude.max()" + "amplitude.max(), amplitude.min()" ] }, { "cell_type": "code", - "execution_count": 59, - "id": "e69f7829", + "execution_count": 155, + "id": "cd7ca1af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor(69.9492)" + "0.8622299" ] }, - "execution_count": 59, + "execution_count": 155, "metadata": {}, "output_type": "execute_result" } @@ -288,7 +171,7 @@ { "cell_type": "code", "execution_count": null, - "id": "382fad61", + "id": "8b355e7a", "metadata": {}, "outputs": [], "source": [] diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 301d377..74a9f12 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -29,6 +29,10 @@ def data_scaling(chip): return (chip - chip.min()) / r +def log_scale(chip): + return np.log10(np.abs(chip) + 1) + + def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dataset): if not os.path.exists(src_path): return @@ -48,17 +52,8 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat name = os.path.splitext(os.path.basename(path))[0] with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - if not use_phase: - _image = np.abs(_image) - _image = 20 * np.log10(500 * _image + 3) - _image = data_scaling(_image) - else: - _image[:, :, 0] = np.abs(_image[:, :, 0]) - _image[:, :, 0] = 20 * np.log10(500 * _image[:, :, 0] + 3) - - _image[:, :, 0] = data_scaling(_image[:, :, 0]) - _image[:, :, 1] = data_scaling(_image[:, :, 1]) + _image = log_scale(_image) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From 221f4bfc40f0acd017a186ecd2e9ce47bf35ac57 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 14:59:53 +0900 Subject: [PATCH 21/22] target chip --- notebook/target-chip.ipynb | 106 ++++++++++------------------------- src/data/generate_dataset.py | 2 +- 2 files changed, 32 insertions(+), 76 deletions(-) diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb index 269e09e..2d05e5d 100644 --- a/notebook/target-chip.ipynb +++ b/notebook/target-chip.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 68, - "id": "85f9aa62", + "id": "52a99bed", "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ { "cell_type": "code", "execution_count": 87, - "id": "0ef1ba1d", + "id": "c30d6276", "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ { "cell_type": "code", "execution_count": 88, - "id": "eec8b71c", + "id": "b09956f4", "metadata": {}, "outputs": [], "source": [ @@ -48,37 +48,25 @@ }, { "cell_type": "code", - "execution_count": 151, - "id": "9b204003", - "metadata": {}, - "outputs": [], - "source": [ - "label, image = m.read('../dataset/soc/raw/test/2S1/HB14931.000')\n", - "image = np.log10(np.abs(image) + 1)\n", - "amplitude, phase = image[0][:, :, 0], image[0][:, :, 1]" - ] - }, - { - "cell_type": "code", - "execution_count": 152, - "id": "8093e69c", + "execution_count": 173, + "id": "0dda4766", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 152, + "execution_count": 173, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -88,32 +76,36 @@ } ], "source": [ - "plt.imshow(amplitude, cmap='gray')" + "label, image = m.read('../dataset/soc/raw/test/2S1/HB14931.000')\n", + "image = np.log10(np.abs(image) + 1)\n", + "amplitude, phase = image[0][:, :, 0], image[0][:, :, 1]\n", + "\n", + "fig, axes = plt.subplots(1, 2)\n", + "axes[0].imshow(amplitude, cmap='gray')\n", + "axes[1].imshow(phase, cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 153, - "id": "3620fc96", - "metadata": { - "scrolled": true - }, + "execution_count": 172, + "id": "4b741eaa", + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 153, + "execution_count": 172, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] }, "metadata": { @@ -123,55 +115,19 @@ } ], "source": [ - "plt.imshow(phase, cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": 154, - "id": "aaf347d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.47092932, 0.0)" - ] - }, - "execution_count": 154, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "amplitude.max(), amplitude.min()" - ] - }, - { - "cell_type": "code", - "execution_count": 155, - "id": "cd7ca1af", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8622299" - ] - }, - "execution_count": 155, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "phase.max()" + "label, image = m.read('../dataset/soc/raw/test/2S1/HB14931.000')\n", + "image = 20 * np.log10(100 * np.abs(image) + 1)\n", + "amplitude, phase = image[0][:, :, 0], image[0][:, :, 1]\n", + "\n", + "fig, axes = plt.subplots(1, 2)\n", + "axes[0].imshow(amplitude, cmap='gray')\n", + "axes[1].imshow(phase, cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, - "id": "8b355e7a", + "id": "c69a7f8c", "metadata": {}, "outputs": [], "source": [] diff --git a/src/data/generate_dataset.py b/src/data/generate_dataset.py index 74a9f12..89f63e6 100644 --- a/src/data/generate_dataset.py +++ b/src/data/generate_dataset.py @@ -53,7 +53,7 @@ def generate(src_path, dst_path, is_train, chip_size, patch_size, use_phase, dat with open(os.path.join(dst_path, f'{name}-{i}.json'), mode='w', encoding='utf-8') as f: json.dump(label, f, ensure_ascii=False, indent=2) - _image = log_scale(_image) + # _image = log_scale(_image) np.save(os.path.join(dst_path, f'{name}-{i}.npy'), _image) # Image.fromarray(data_scaling(_image)).convert('L').save(os.path.join(dst_path, f'{name}-{i}.bmp')) From 4fdf008a131103e5f0235318187f964439e7d496 Mon Sep 17 00:00:00 2001 From: jangsoopark Date: Fri, 30 Jul 2021 15:56:04 +0900 Subject: [PATCH 22/22] SOC Results --- README.md | 16 ++-- assets/figure/001.png | Bin 48453 -> 64645 bytes assets/figure/2S1.png | Bin 0 -> 1257 bytes assets/figure/soc-confusion-matrix.png | Bin 35180 -> 35361 bytes assets/figure/soc-training-plot.png | Bin 12838 -> 17117 bytes experiments/config/AConvNet-EOC-1.json | 6 +- experiments/config/AConvNet-SOC-12321.json | 14 ---- notebook/experiments-SOC.ipynb | 82 +++++++-------------- notebook/target-chip.ipynb | 33 ++++----- 9 files changed, 53 insertions(+), 98 deletions(-) create mode 100644 assets/figure/2S1.png delete mode 100644 experiments/config/AConvNet-SOC-12321.json diff --git a/README.md b/README.md index 9d72dd0..1f1149e 100644 --- a/README.md +++ b/README.md @@ -39,10 +39,9 @@ The proposed model only consists of **sparsely connected layers** without any fu | activation | linear | ReLU | ReLU | ReLU | ReLU | Softmax | ## Training -~~For training, this implementation fixes the random seed to `12321` for `reproducibility`.~~ +For training, this implementation fixes the random seed to `12321` for `reproducibility`. -The experimental conditions are same as in the paper, except for `data augmentation` and `learning rate`. -The `learning rate` is initialized with `1e-3` and decreased by a factor of 0.1 **after 26 epochs**. +The experimental conditions are same as in the paper, except for `data augmentation`. You can see the details in `src/model/_base.py` and `experiments/config/AConvNet-SOC.json` ### Data Augmentation @@ -52,10 +51,9 @@ You can see the details in `src/model/_base.py` and `experiments/config/AConvNet - However, for SOC, this repository does not use random shifting tue to accuracy issue. - You can see the details in `src/data/generate_dataset.py` and `src/data/mstar.py` - - This implementation failed to achieve higher than 98% accuracy when using random sampling. - The implementation details for data augmentation is as: - - Crop the center of 94 x 94 size image on 128 x 128 SAR image chip (49 patches per image chip). - - Extract 88 x 88 patches with stride 1 from 94 x 94 image. + - Crop the center of 94 x 94 size image on 100 x 100 SAR image chip (49 patches per image chip). + - Extract 88 x 88 patches with stride 1 from 94 x 94 image with random cropping. ## Experiments @@ -148,14 +146,14 @@ $ python3 train.py --config_name=config/AConvNet-SOC.json ``` #### Results of SOC -- ~~Final Accuracy is **99.05%** (The official accuracy is 99.13%)~~ +- Final Accuracy is **99.13%** at epoch 26 (The official accuracy is 99.13%) - You can see the details in `notebook/experiments-SOC.ipynb` - Visualization of training loss and test accuracy ![soc-training-plot](./assets/figure/soc-training-plot.png) -- ~~Confusion Matrix with best model at **epoch 28**~~ +- Confusion Matrix with best model at **epoch 28** ![soc-confusion-matrix](./assets/figure/soc-confusion-matrix.png) @@ -165,7 +163,7 @@ $ python3 train.py --config_name=config/AConvNet-SOC.json | Noise | 1% | 5% | 10% | 15%| | :---: | :---: | :---: | :---: | :---: | -| AConvNet-PyTorch | 98.56 | 94.39 | 85.03 | 73.65 | +| AConvNet-PyTorch | 98.60 | 95.18 | 85.36 | 73.24 | | AConvNet-Official | 91.76 | 88.52 | 75.84 | 54.68 | Z>4ywwPcd&xQ{WtX5lpTZnnckD0U_gTL>Ou#z{>z3MC@9T z(mQb6p~yex=$W7%vtGs3b8BQJsPTF%*CEmJHTf%$DP~0ugpHnxsd}JCRIN7 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mode 100644 index cd06d2b..0000000 --- a/experiments/config/AConvNet-SOC-12321.json +++ /dev/null @@ -1,14 +0,0 @@ -{ - "model_name": "AConvNet-SOC-12321", - "dataset": "soc", - "num_classes": 10, - "channels": 2, - "batch_size": 100, - "epochs": 50, - "momentum": 0.9, - "lr": 1e-3, - "lr_step": [26], - "lr_decay": 0.1, - "weight_decay": 4e-3, - "dropout_rate": 0.5 -} diff --git a/notebook/experiments-SOC.ipynb b/notebook/experiments-SOC.ipynb index dfb126d..1db4ede 100644 --- a/notebook/experiments-SOC.ipynb +++ b/notebook/experiments-SOC.ipynb @@ -42,7 +42,7 @@ "outputs": [ { "data": { - "image/png": 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\n"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+ "image/png": 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\n", "text/plain": [ "
" ] @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +145,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "load test data set: 2425it [00:01, 2208.65it/s]\n", + "load test data set: 2425it [00:12, 189.48it/s]\n", "d:\\ivs\\project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\aconvnet-pytorch\\venv\\lib\\site-packages\\torch\\nn\\functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at ..\\c10/core/TensorImpl.h:1156.)\n", " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n" ] @@ -154,19 +154,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best accuracy at epoch=0 with 68.49%\n", - "Best accuracy at epoch=1 with 95.42%\n", - "Best accuracy at epoch=3 with 97.28%\n", - "Best accuracy at epoch=4 with 97.98%\n", - "Best accuracy at epoch=6 with 98.27%\n", - "Best accuracy at epoch=8 with 98.72%\n", - "Best accuracy at epoch=9 with 99.05%\n", - "Best accuracy at epoch=16 with 99.09%\n", - "Best accuracy at epoch=17 with 99.22%\n", - "Best accuracy at epoch=21 with 99.26%\n", - "Best accuracy at epoch=24 with 99.30%\n", - "Final model is epoch=24 with accurayc=99.30%\n", - "Path=D:\\ivs\\Project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\AConvNet-pytorch\\experiments/model/AConvNet-SOC\\model-025.pth\n" + "Best accuracy at epoch=0 with 33.32%\n", + "Best accuracy at epoch=1 with 80.45%\n", + "Best accuracy at epoch=2 with 84.78%\n", + "Best accuracy at epoch=3 with 93.73%\n", + "Best accuracy at epoch=6 with 96.87%\n", + "Best accuracy at epoch=7 with 98.39%\n", + "Best accuracy at epoch=9 with 98.56%\n", + "Best accuracy at epoch=10 with 98.60%\n", + "Best accuracy at epoch=12 with 98.76%\n", + "Best accuracy at epoch=13 with 98.85%\n", + "Best accuracy at epoch=14 with 98.97%\n", + "Best accuracy at epoch=19 with 99.09%\n", + "Best accuracy at epoch=26 with 99.13%\n", + "Final model is epoch=26 with accurayc=99.13%\n", + "Path=D:\\ivs\\Project\\004-research\\signal-processing\\image-processing\\remote-sensing\\aconvnet\\AConvNet-pytorch\\experiments/model/AConvNet-SOC\\model-027.pth\n" ] } ], @@ -252,7 +254,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -289,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -302,7 +304,7 @@ " \n", " noise = np.array([np.random.uniform(size=(1, h, w)) for _ in range(n)])\n", " portions = np.array([\n", - " util.random_noise(np.zeros((1, 88, 88)), mode='s&p', amount=amount)\n", + " util.random_noise(np.zeros((1, h, w)), mode='s&p', amount=amount)\n", " for _ in range(n)\n", " ])\n", " noise = noise * portions\n", @@ -336,17 +338,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ratio = 0.01, accuracy = 98.97\n", - "ratio = 0.05, accuracy = 95.71\n", - "ratio = 0.10, accuracy = 88.58\n", - "ratio = 0.15, accuracy = 76.95\n" + "ratio = 0.01, accuracy = 98.60\n", + "ratio = 0.05, accuracy = 95.18\n", + "ratio = 0.10, accuracy = 85.36\n", + "ratio = 0.15, accuracy = 73.24\n" ] } ], @@ -358,36 +360,6 @@ " print(f'ratio = {ratio:.2f}, accuracy = {noise_result[ratio]:.2f}')\n" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "load test data set: 1151it [00:00, 2098.24it/s]\n" - ] - } - ], - "source": [ - "test_set = load_dataset('dataset', False, 'eoc-1', 100)\n", - "m.load(best_path)\n", - "_conf_mat = confusion_matrix(m, test_set)\n", - "\n", - "sns.reset_defaults()\n", - "ax = sns.heatmap(_conf_mat, annot=True, fmt='d', cbar=False)\n", - "ax.set_yticklabels(mstar.target_name_soc, rotation=0)\n", - "ax.set_xticklabels(mstar.target_name_soc, rotation=30)\n", - "\n", - "plt.xlabel('prediction', fontsize=12)\n", - "plt.ylabel('label', fontsize=12)\n", - "\n", - "\n", - "plt.show()" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebook/target-chip.ipynb b/notebook/target-chip.ipynb index 2d05e5d..e01f4ab 100644 --- a/notebook/target-chip.ipynb +++ b/notebook/target-chip.ipynb @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 68, - "id": "52a99bed", + "execution_count": 1, + "id": "fef8377e", "metadata": {}, "outputs": [], "source": [ @@ -21,8 +21,8 @@ }, { "cell_type": "code", - "execution_count": 87, - "id": "c30d6276", + "execution_count": 2, + "id": "8fb2f8d4", "metadata": {}, "outputs": [], "source": [ @@ -38,8 +38,8 @@ }, { "cell_type": "code", - "execution_count": 88, - "id": "b09956f4", + "execution_count": 3, + "id": "67b7f270", "metadata": {}, "outputs": [], "source": [ @@ -48,23 +48,23 @@ }, { "cell_type": "code", - "execution_count": 173, - "id": "0dda4766", + "execution_count": 4, + "id": "036cf610", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 173, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -77,7 +77,6 @@ ], "source": [ "label, image = m.read('../dataset/soc/raw/test/2S1/HB14931.000')\n", - "image = np.log10(np.abs(image) + 1)\n", "amplitude, phase = image[0][:, :, 0], image[0][:, :, 1]\n", "\n", "fig, axes = plt.subplots(1, 2)\n", @@ -87,17 +86,17 @@ }, { "cell_type": "code", - "execution_count": 172, - "id": "4b741eaa", + "execution_count": 5, + "id": "2e71ffac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 172, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -127,7 +126,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c69a7f8c", + "id": "53fab5e8", "metadata": {}, "outputs": [], "source": []