Alex_Net_Keras.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMpf0WSZS6ru33Z38bdybQO"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"mVwwfzMx0SoQ"},"outputs":[],"source":["import numpy as np\n","\n","import matplotlib.pyplot as plt"]},{"cell_type":"code","source":["import tensorflow as tf\n","\n","print(tf.test.gpu_device_name())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EaG0sT37hcqE","executionInfo":{"status":"ok","timestamp":1677748771081,"user_tz":-330,"elapsed":11988,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"1b25ab34-f9a8-4e64-ae26-991cfca83ffe"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/device:GPU:0\n"]}]},{"cell_type":"code","source":["from tensorflow.keras.datasets import cifar10\n"],"metadata":{"id":"Km1bJ6MzCV_v"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["(x_train, y_train),(x_test, y_test) = cifar10.load_data()"],"metadata":{"id":"XkhbcrVaCX0K","executionInfo":{"status":"ok","timestamp":1677748779783,"user_tz":-330,"elapsed":8715,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"558e6547-2ee4-4c23-9c18-0ba12e4faa68"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n","170498071/170498071 [==============================] - 6s 0us/step\n"]}]},{"cell_type":"code","source":["print(x_train.shape)\n","print(x_test.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WZKQMnL7Cadc","executionInfo":{"status":"ok","timestamp":1677748779786,"user_tz":-330,"elapsed":60,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"9505b19a-6e53-495b-b2d6-19a861c80e63"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(50000, 32, 32, 3)\n","(10000, 32, 32, 3)\n"]}]},{"cell_type":"code","source":["plt.imshow(x_train[87])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"Vb_2cGOfChq7","executionInfo":{"status":"ok","timestamp":1677748779796,"user_tz":-330,"elapsed":52,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"b9dd3a46-ed01-4b39-d8ba-044ea2aad64c"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f67a124dac0>"]},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["## normalize data by divide by 255\n","x_train = x_train / 255\n","x_test = x_test / 255"],"metadata":{"id":"Ecd_Z432Chni"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["x_train =x_train[:7000]\n","x_test =x_test[:2000]\n"],"metadata":{"id":"rnvM0ldkG9xu"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(x_train.shape)\n","print(x_test.shape)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"isC6PXJlG9KD","executionInfo":{"status":"ok","timestamp":1677748780790,"user_tz":-330,"elapsed":35,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"8ccde187-8f81-4e1e-cdf0-e4570097de3e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(7000, 32, 32, 3)\n","(2000, 32, 32, 3)\n"]}]},{"cell_type":"code","source":["## after normalize the data'\n","plt.imshow(x_train[12])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"5Vw2zjVzChlW","executionInfo":{"status":"ok","timestamp":1677748780795,"user_tz":-330,"elapsed":35,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"0ede8a6c-498e-4738-ea5f-16e3263f4df4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f67a114da90>"]},"metadata":{},"execution_count":10},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["from tensorflow.keras.utils import to_categorical\n"],"metadata":{"id":"Wv-43N74Chiu"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["y_cat_train = to_categorical(y_train[:7000], num_classes=10)\n","y_cat_test = to_categorical(y_test[:2000], num_classes=10)"],"metadata":{"id":"Gw4VvmeEChgK"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(y_cat_train.shape)\n","print(y_cat_test.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F6NnTS7bHr9Z","executionInfo":{"status":"ok","timestamp":1677748780803,"user_tz":-330,"elapsed":35,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"f4902652-fef8-4f22-cb44-43b60622dcd1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(7000, 10)\n","(2000, 10)\n"]}]},{"cell_type":"code","source":["import tensorflow as tf"],"metadata":{"id":"QYdAVwytCdiJ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["* With **`preserve_aspect_ratio=True`**, the aspect ratio is preserved, so size is the maximum for each dimension"],"metadata":{"id":"qfH3rw5tDoaA"}},{"cell_type":"code","source":["x_train = tf.image.resize(x_train, [227, 227], preserve_aspect_ratio=True)"],"metadata":{"id":"N34zvopzDLSG"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["x_train.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5vW6KDJbGBSa","executionInfo":{"status":"ok","timestamp":1677748781911,"user_tz":-330,"elapsed":41,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"8b6eef81-d854-412e-875a-f0bb58fc4d51"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["TensorShape([7000, 227, 227, 3])"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["x_test = tf.image.resize(x_test, [227, 227], preserve_aspect_ratio=True)\n"],"metadata":{"id":"YPKyzAzGH2te"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(x_train.shape)\n","print(x_test.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VzaGd6FiIFLf","executionInfo":{"status":"ok","timestamp":1677748781918,"user_tz":-330,"elapsed":39,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"fd8ef49c-946e-4fc2-d7f2-c377fcc56f9e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(7000, 227, 227, 3)\n","(2000, 227, 227, 3)\n"]}]},{"cell_type":"code","source":["## After Resize the Image\n","plt.imshow(x_train[12])\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"VMw2gXffINp6","executionInfo":{"status":"ok","timestamp":1677748781920,"user_tz":-330,"elapsed":37,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"0862343f-9390-41f6-b680-023acf71d3a4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f67a107a160>"]},"metadata":{},"execution_count":19},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA8AAAAIcCAYAAAA5Xcd7AAAgAElEQVR4nOzdf1hTd543/PdMn6kRO4XUH8DcC8S7JWCngttapL2WA2XBdlCUkSplJHTvFrS6orSItQIda7RjK0xRWNtK2ucx4ChirBWlW+GmId11FK2VOKOIdQ0404DaBlvF2Pve+vwRc0pM+GkghLxf1+XVkpOcc9Dkk+/7nO+Pn926desWiIiIiIiIiEa5n7v6BIiIiIiIiIiGAwMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYAAmIiIiIiIij8AATERERERERB6BAZiIiIiIiIg8AgMwEREREREReQQGYCIiIiIiIvIIDMBERERERETkERiAiYiIiIiIyCMwABMREREREZFHYACmEau5uRl6fZOrT4OIiIiIiEaJ/8fVJ0DkSLpCgaamkwgOfgjnzn2Ff//0EPz9/V19WkRERERE5MZ4B5hGnJqaGjQ1nUST/hT2aD5CYmIi3npro6tPi4iIiIiI3BzvANOIk5CQgCeeeMLVp0FERERERKMMAzCNSFKpFDpdA4o3bcDxk2dwtLHR1adERERERERujl2gacQKDAxCdm4e5CEheHXVKlefDhERERERubmf3bp165arT4KoNyaTCb6+vvjuu05IJF6uPh0iIiIiInJTvANMI05JyRakKxTizx0dHQDA8EtERERERHeFd4CHidFoxFtvbcRf/vJXPPLIr5Gd/TJkMhkAQKdrgKpMha+NRkRHR6OgoAAAkJ29At9+863NfuLi45Ce/vywn/9wMhqNmBERgcxFixAUFIiiwkI8O3+B+PdCREREREQ0GLwDPEyeeXom7hs3DqWlpRg/fgKEqCiYzV3Q65uQtjANc5OS8Mc/FqGhoQHZ2SsAAA8++CCC5XIEy+UIDAzArspKXL161cW/ydDz9/cXJ71qOXsWf9j4FsMvERERERHdNd4BHgYGgwHp6enQ6XTiY4EBAajYUQGDwYDW1jYx4On1TZg9azbaLl602UdJyRZ8dugA9lYfGtZzJyIiIiIiGi0YgF3AaDQiKCgIra2t8Pf3t9lWUrIFVVV7bMKywWCAXC5HS0uL2G2aiIiIiIiIBobrAA8zk8mElJQUrMpdaRd+dboGbHp7Ew4cPGDzeHHxO1i6dAnDLxERERER0V3gHeBhZDAYMHdOIp6KjUVx8WabbRqNBi9nZ6NiRwUEIVp83Gzuwv33++D48WMICwsf7lMmIiIiIiIaNTgJ1jBpbm6GEBWFjMxMu/BbUrIFL2dn48DBAzbhFwDq67WYEhrC8EtERERERHSX2AV6GJhMJsyMj0fmokVITJwDg8EAAPDzm4T6ei1yclairq4W99/vDYPBgDFjxojdow//53/gqdhYV54+ERERERHRqMAAPAz+/Oc/AwDKtm1D2bZt4uMVOyqwa+dO+Pn6Im1hmvi4bPJkm0mwHnzwweE7WSIiIqI+6PVNWJuXi+9u/OjqUxmUX/n7Q11e7urTICIX4BhgIiIiIuo3a/hdl3ADj/jecPXpDMhfOsbi9Zqx+O7Gj6irq3P16RCRCwzqDnBzczPy815D59XvnX0+RAB4ZZaIiGgkGg3h93eyRrx3ZrqrT4eIXGTAAdhkMuHNDRuwZuHP8ej0p4binMiDnTh+Am/u+BFfG42uPhUiIiLqZrSEX9n9V119OkTkQgMKwGZzF1YsX47UqP/Go9MfHapzIg9lDb8vPj0WRbvZu4CIiKg3ZnMXDh78BNevX8O0adNsVozQ6RpsnhscLBcn2DQYDNDpGjBu3H1ITk7u17EYfolotBjQMkjrlesRHfrf+M0zvx6q8yEP1T38+k646erTISIiGtFMJhNmRMzAx/v2oeXsWcyeNRslJVsAWIJxXFw88vMLxD9ffvklAKCmpgZCVBRazp7Fzj9VIC4urs9jMfwS0WjS7zvAJSVb8OP3F/HiYoZfci6GXyIiooGpqChHcPBD4nwZM59+GmkL05CVtRyNjccwJTTEZkUJq5cWL8aBgwfEu8XzEmfCYDBAJpM5PA7DLxGNNv0KwBqNBsZzx/DmytChPh/yMAy/REREA5eWpkBamkL8+dq165BKfQAATU1NCA+fhpKSLejsvAqFQgGZTAa9vgkAEBAQCI1Gg4kTJ2Bv9aEej8HwS0SjUZ8BWKdrwM4/VWDPGwKArmE4JfIUDL9ERESDI5VKxf83m7vw2upXkZGZCQA41ngMWq0WgYEBuHb9OuRyOY4fP4bOzk4AQEy0gPDwaWhqOong4IewR/OR3f4ZfolotOozABdv2oDvbvyIuOyDw3E+5GFyFkxi+CW6SyaTCfX19Th9+jQefvhhxMbG2jSOnUmna0BExOOQSLyGZP+ApeE9ceIkccIeIuqZ0WjEM0/PxFOxscjKWg4AWKdUwtvbW6wD940bh3VvrMXyFdlo7+jAodpahIaGwmzugjw4BDpdAwQhWtwnw2//sf4SuZ8+A/B3N35E3dYHh+NcyMPELT3P8Et0l0pKtiAnZyUiIyMhCwrCnqrdSE1Nxc6dO/s9u+tAxMXFo6Wlpcfxgs6wbFkWMjJeRHr680N2DKLRoLm5GTPj45G7KlcMvwAwZswYjB07RvxZHhIC3ef/AR8fSxfp0FDLkDaJxAuyyZNhMBjEAMzw23+sv0TuaUCzQBONBkajEfl5ayAIAgRBQHb2ChgMBrvn6XQNSFcoIAgC4uLioFQqYTKZbJ6TrlCgpqbG7rVKpRIajQbNzc1IVyjsXgdYuqylKxQOj03UHzU1NcjJWYm6ulrodDqoy8vRpD8FlaoMqampdsuguAudTsfGF1EfDAYDZsbH453iYpvwCwDPPD0Tu3dXiT/X1dZBiPonhIWFw8/XVxwLbDZ3wXDhAqZNmwaA4XcgWH+J3BcDMHkUvb4JQUFBaGu7iBUrVmD16tX49ptvIZfL0dzcLD6vpGQL4uLiERgYgNWrV2PJkiWora1FeFiYTWDdVVmJlxYvtgu4tbW1OH36NEJDQ6HValFdvd/uXHbvroJWqx3SK7k0um3cuBGrclfadF0EgPT05zEncRa2bC4WL7QYjUZxu8FgQLrip8lzlEqleEHIuowKYGnglZRsES8E3Xmxxrof62vz89aI29Tq7VCrt4vbu59Dc3MzsrNXQK3eLl5g6t5YVCqV4s/Z2StQU1Mj7ic7e4XN502j0SAuLg6CIECt3o7s7BU2n2Wi0aq4+B20d3Rg8+bN4mdQEAQAwB82voX8vHxkZ6/As8m/RVPTSeSszAUAvFNcjNmzZiM/bw1mRMxATEwMwsLCGX4HiPWX9ZfcV7+XQSIaDWbPmo2lS5eguHiz+FhCQgK+NhqxJnc59lYfgl7fJF7V7f7FlpycjLi4OGRkZKCurs5mv5kZLzicRAQA5iXPg0r1gd0VVbW6HJmLFjnxtyNPc+TIEaxevdrhtjlzk5CRkQmJxAuG1lbs2VMl3iVSlW1DV9c1AJYGzokTX6K0tAQAoEhLQ0d7O9ZveBNffPEFlEolli5dgmC5HH5+k8T9m81dEKKikJ6uwJq8PPzXf/0XXlq8GL5+fsjKWo662jrsqqyESlUGQYjG6wUFeObpmWjSn8KlSx3YuvVdzH46Btu2bcNf//pXxMXFi5+52tpaBAUFQhCisVezF3s1e/FOcTHGjh2L11a/CgAoLt6MmpoasbthcPBDeOWVHOh0OsybN0/s4kk0Wr3wwguYN2+ew20JCQk42tiIw4cPY+zYsUhISBC3JScn48knn8Thw4exICWF4XeQWH9Zf8l9MQCTx9DpGtDe0YHs7JfttpWXl0MikQAAPvzww9tXVKPtnvf66wWIi4u3WTPxvfffR1JSkuVqq4NuQy+9tARhYWEwGo3ipBJGoxE6nQ7lt9dvJBqs++4b5/Dx7j0LMjJeRFFhodgAU6vL8U5xMUwmE7ZufRfHjx8T1wQtKS1FXFw81m94EwDg5+trc8HI6saNm1i/Yb34ng8NDUVMTAw6O39qgD6XkiJu31b2Pu6/38fmTsMH6kpIpVKEhoZi6dIlUJWpHH7uclfliuPpzp//ClVVewAAqneLsSp3pbitqqoKvr6+/flrI3J71s9sT/z9/Xsch9p9G8Pv4LH+sv6Se2IXaPIY1u5Djroc+/v7i7M2njjxJR555NcO92H9cjh9+rT42MMPP4yiokJkZGTadHOyCg0NRWRkJFQqlfiYSqWCIAicZZHu2rVr1x0+3r273IIF83Gm+SwMBoPYAEpOTsapU3oAlp4RgQEBCAwIQNrCNJvXyyZPdrh/qVQKmUyG7OwVEAQBgQEB2FVZafOcYLlc/H+JxAtTQkPE/fr5+trMlProo4/C0Nrq8Fje3t4O///4yTOQh4TYnJMfG2BE/cbwe3dYf1l/yT0xAJNH6W9xHj9+Qq/bb9ywbShkZS1HZGQk/nWR44kjMjJexJ6q3eLPZdu2YcmSJf06F6KeREZG4tChTx1u2//xPsxJnAXA0vh5LiUFqrJtUJWpMC/Z0m3SOiPsodpa6D7/XPzTn1lG9fomxMXFY/z4CSgtLUHLubN4LiWl19eYTJ0YN+4+h9uuXr2Ke++9t9fX30kq9cHVq7YN3/aOjgHtg8hTMfzeHdZf1l9yXwzA5DFkMhnaOzoczshsMBjE2ZxlQUFoOnnC4T6sV0+Dgx+y26ZWq3HgUy3U6u1226xXgPX6JpsrwER3Y/16JbZufRcajcbm8ZKSLdhffRCv/36t+FhGZgaqq6uh1WrxwgsvAADk8mD4+fqitvYQZDIZZDIZvvjiC8ydk9jnsU+ePAk/X18UFBSI3fe0Wi3OtbSIz6mtrRX/X69vQntHB2JjYwFYGkrWmWgBoKpqD6Kj7bvf9ebZ+QvE7ngAHH72iMgew+/dY/1l/SX3xTHA5DEiIh6Hn68vKirK7ZaMKC5+B5/V1yMhIQHPpaYiKSnJZpxv9+dNCQ1xOPZKJpOJXaGnhIbYbLNeAf7www8BQLwCTHQ3BCFaXHJjSmgIgoMfwrlzX8Fk6sS+ffts3qeCEA2TqRNSqY/4uETihXeKi5GamooG7Wfw8rpPnDilP8du7+jAs8m/RWjoFFRXV0M2ebI4uQsAXO00QRAEyIKCoNVqUVRUaNPtTpGWhvDwaWLXu9zcnAH9/rm5OaitrUVgQECPXQWJyBbDr3Ow/rL+kvtiACaPIZF4Yf2G9cjIyAQApKVZliGoqCjH1q3vYt++fQAss2c+l5ICISoK773/PmJjY2AyXcW/lZZg69Z3UVdX2+MxsrKWo6pqD44cOWK3LSMzQxzfc6i2530QDUR6+vNYsGA+Dh78BNevX8OECRMRGxsDicTL7rmHamvFyd6skpOT0draitraQwCAdUqleOFHoVBg7tw5Ns+vq6uFn98kSCRe4uvGjbsP/7osCwBw7txPdyCenb8A0dGW5TtW5q60u3CkbdChuno/JkyYaDNLbWlpCSZOtMx4WrGjAsHBP41li4+fKa5ZeuPGTeh0OvFOhlwejPvv90FgYNAA/gaJPAfDr3Ox/rL+knv62a1bt2719oS4uDjUbX1wuM6HPEjc0vN4e6m3w22rtl61W2rIWTQaDda9sRZnms8CAKaEhuD136+165KsVCpRtm2bOKZFEAT88Y9FNl8igQEBONrYaDOZlcFggBAVhdxVuXZ3mgVBwKSJ43tcMolotEhXKBAsl6OgoMBum07XgLi4ePzwww93dYzs7BX4y1/+igMH9kMi8RI/s20XL97VfolGI4ZfW6uP/vOQtTNcjfWXqHe8A0weJzk5uV/jbwsKChx+eXTnqNDLZLIevwB0Ol3/TpLIzT0w/gH4+Di+wAX0f0K63rz66mooFArcf79lMpkpoSGo2FFx1/ulntXU1OCLL76Aj483wsPDHS6bYjKZUF29H62tbfDx8cazz863uUhoNBpRW3sIiYlzbLpkApYLlE8++SQuX76Ec+e+clirrftfsGC+wzttZI/h17Ow/o5OrL/OwzvA5DKuugNMREQD09zcjJQF82EydSImJgYAsKuyEkuXLrFZp7SmpgZJSUmIjIyELCgIX99e87z7BUXrHajnUlKgvmMt9MCAALERHRcXj9bWVrvl4kpKtkBVVoYm/amh/JVHDYZfx0bzHWAaXVh/nY93gImIiKhXKQvmIzj4IZvhG2vy8hAWFoZHH30U6enPQ69vQlJSElSqMqSn/7QknLXBFRQUaPP4rspKPJeaajP+0EoQojElNAQqlcquJ46qrAwZmZlD8FuOPgy/RO6P9df5uAwSERER9aimpgZnms+iTPWhzeOhoaFQqcrESXsKNxViTuIsm0YWYGlMrcpdiaLCQpvHCwoK8NLixQ6XpgOAjMxMm/XTAUugO9N8VpzEkHrG8Evk/lh/hwYDMBGRm7KuK202d9ltMxqN0OkaYDQanXpMna7B7o91few7GQwGlJRsQUnJFnGdbUfM5i5oNBoolUpoNBq7czaZTOL62TT8Dv/nf2BKaIjdeDHAMguudRyaVqtFdMxTDvcx8+mncab5rE1jq6CgAFKpD1YsX+7wNc8++9P66Va7KysxJ3GWw3OhnzD8Dj3WXxoOrL9DgwGYiMhNLVuWhbi4eOzeXWW37dVVqxAXFy8ur+EsaQvT7P7I5XKkK2yvCGdnr4BcLsdnhw7gWOMxvLR4MQIDAmy+TAHLpBv33++DdW+sxbmWFmzevBlBQUEoKdkiPufUKT3i4uKd+ntQ/7W1XYS3T98NnvaODnh7O57Xwbo0ytWrtoGmvKICuyorHTbQ/f39MSdxFnZXVoqPqdXleOFF9+9+N5QYfocH6y8NB9bfocEATB7JZDIhP29Nj9tLSrYM6oqnWr29x9cZjUYolcoB75OoN36+vlCrbSeyMJu7oNVqnTLTpyPrN6xH28WL4p+6ulrsqqwU3/v5eWuwV7MXLS0t2Ft9COrycrRdvIh5yfMwe9Zs8Sq0Xt+E1NRUqFSWCTXU5eXQ6XSoq6tFTs5KaDSaITl/GphguRxXOx13k+t+98vP19eugWXV1tYKAHYNtLCw8F674r3wYqb4/rY20hyNWSMLht/hxfpLQ431d2gwAJPHMZu7MHfuXLsvLauSki3IyVnZY7einmg0GmRkZDp8ndFoxDNPz0Rtbe2gzpmoJ/OS50Gn09l8eR08+AkiIqbbPM9s7kJ+3hoIggBBEJCuUIhd3UpKtthcnNFoNMjOXtHvcxCEaPj5+qKpqQlmcxfe3lSId4qLxbFJVtbZKisqLJ+9wk2FmP10TI9jlta9sbbf50BDJzpawJnmsw67c65e/RrmJc4EYHkvVlXtcbiPvXv39tiNr7eueNbGlk7XgF07dyJz0aK7+VVGNYbf4cf6S0ON9XdoMACTR6mpqYE8OMTh1TSTyYRnk3+LTW9vGtA+zeYupCsUeDk72+EVX41GgxkREYM+Z6LejB8/AYIgoLp6v/jYzj9VYM7cJJvnpS1ciNP64ygtLUFpaQkMra3IWrYUABAdHQ2lUomamhoYDAakpqYiKkro9zno9U1o7+hAeHg4GhuPAQBmzfqNw+fGxMTgs0MHAFjGLD01c7bD5zkas0SuIQjRiIyMhEKhsPn30OkasHXru1j4L4sBANnZL+PIkSN2PV00Gg22bn0Xf9j4Vo/HsHbFa+/osNuWnq6AqkyFXZWVyMjIcNJvNbow/LoG6y8NNdbfocFlkMijnD//Fd57/33cd984pC1Ms9l28WIbQkOnoEz1IcLDwmy2ZWevwGf19eK6Z+kKBQytrbev/F7FA+MfQJNej7lz59od88sTX6BiRwUMBgNUqg+G7pcjj5WeroBaXY709OdhNnehsfE4KnbsQH5evvic1N+l4cknnxTX9Js//1moysoAWLpBFRUV4qXFiyGbPBlLly5BcnJyj8crKiwU38tXO00403wWz6WkQBCioVZvBwBIJF4OXxssl6O21tIdazBjlsg1KisrkZKSAl9fX0RGRor/7gUFBeJ7RSaToa6uFmkL01C2bRtkkyeLz1OpynrtOmftiudomEhG5iLI5XIIgmC3JiUx/Loa6+/o8Z+1VSjaUobvbvw4rMf9lb+/3Zq83bH+Oh8DMHmUrCxLFw9H43TDwsIRFhbu8HUbN/4BMyJmQKlU4uGHH8auykq0tlq+RPz9/W0WIr/T+g1vAsCAu1QT9Vdi4hxkZGTCZDKhuno/YmJi7BpAjz32GN56ayP+8pe/ouXsWbR3dNj0WMjKWg5VWRkMFy5Ap9P1erzw8GmIi48Tf542bZr42bF2uzObuxw2ws61tGCCtwTA4MYskWv4+/tDp9NBr2/CyZMnMW7cfTYNeitBiEbbxYvi7LQTJkxEbKzt+3Hq1DDU1dkPBykoKEB0tICpU20vQFobdtZGOf2E4df1WH9HB2v4Hc7PkvUz8HUfs4Wz/jofAzBRP0gkXiivqMD06Y8DAHbu3DmqroSRe5NKpWI3vP0f70Pq72x7N5jNXRCiohATE4PXXy/A1KlhqK7eb3OHQqdrwJnms/Dz9UVJyRbxYpEjcfFxduPGrCIiLJ+Rgwc/cXgXQ6vVIndVLgBLd7yPP97v8FiHPv20xzFL5Dq9XSjsThCixeU57mR5vzreNtDHPRnD78jA+uv+XBl+fydrxHtnpvf9ArD+OhPHABP1U1hYOKaEhsDP1xexsbGuPh0iG+npCqhUH6Cx8bjd+K/29kto7+jAOqUSghANqVSKuto6cbvZ3IW0hWkoKirEe++/P6hJ4KwkEi8UFBTg5exsmyU3rGPlASAtzfLfNXl50Ol0NktuAJax+m9vKsTrv+ckLESOMPyOLKy/7ssV4ffzC5JR9xlwN7wDTNRP1i+J6dOmYMXy5b2O1yAabtZueM+lpNh1fZPJZJgSGoK5cxLx7PwFqK2txb333ituX5RpGXtmvRPwXEoK0tPT++yK15OCggLcNN/A9OmPIzIyEpMmjkdj43FIpT44VFsr3lUIDQ0VxyxtensTIiKm49y5r3Cm+SyKigrt7mAEBgTY/BwTE8PPIXkcht+Rh/XXPbkq/L6j9Rp1nwF3wwBM1A96fRNyclairq4WwcFyBAUFYW5SUq8TVfR3v3/7299HzbpqNLxKS0tw//2WMVpSqRTHjx/DxImTxO0VOyoQHCwHABxtPIqDBz/B9evXsG3bNoSGhkKna4DZ3IWMzAzxeQCwrex9NDYeg8lksusC132fvVm/4U3867IsHD58GNevX8PyFdkOu1EJQjRazp1Ffb0WV65cxrhx92HWrN/0a8ySj49Pn+dBNJow/I4crL/uXX8Zfj0bAzB5LNnkyb1uGzfuPvHntXm5WJW7UvwCUanKsO6NtYiNjbX5gpIFBdm8rrtx4+6DLMh2EoGGhgZ8/PF+BuDbrI274Z6B0ZV8vH+JPZqPBvXaO8cC3flz9waPROJld8HGuv3OhpFE4uWUsUD+/v79ukgkkXj1+hnobcwSkadg+B1ZWH+dQ63ejhMnTuDBBx9EWppCbFNZJ3KymjBhonieBoMB5eXl+OabK3jhhRf6NS62O4ZfYgAmjyQI0b12L7pz297qQzY/p6c/73ASit66AyUnJ9t9GWVmZuDY7XX7PJ07N+4Gw9og7Lz6vatPhahPBoNBnBnWaurUsD4nyRns6+6WRqNxOEtqT6yzqzqaNXUkcOf6OBrDLznHvMSZAICF/7IYn3+uQ0y0gKONRyGReKF40wZ8d+NH/Or2ZzhYLkdCQgIMBgOEqCjkrspFUFAgZs+ajYodFf0O6dbwu+E332KKb9/PdwZr+H0p9DAeuPf6oPZhvSAgCNHibN9D+bq7MdD62/11d9uzsr8YgIlc6ODBT5CROXoWFh8sd27cDcZgZn8kcqWVOS+jsfG4zWP9aXQWF7+DrVvftVnyZSCN1cF6OTsbFTsq+tUAS1cooNVqERMTg6amkwCAf//00IiZ6d+d6yPDL/XEZDLhwKdafPddp3iHPDxsKhobj0EQonH85BkcbWy0+xwWF7+D9HSFOGZ63Lj7cPnylX4d0yb8+jn9V3LIGeFXEARc7TQhPHwa8vPykbsqt9eZwq2617b8vHxkLnvpz40AACAASURBVFqEgoKCQZ3DQAyk/lqVlGxBTs5K/PDDD0N4Zj9hACZyoeG60jWSuXPjbjDYICR31Nh4HO+9//6Ah2t8Vl8Plaqsx2VbXE2vbxLXdbc21uLi4vDWWxt7Xd99uLhzfWSto95IpVKbsGM2d8Fk6oSPjw9MJhPaOzqgUqlwrqUFj0c8Lga+z+rrUVJaipKSLejsvIq5c+f0qwu0u4ZftXo7DBcuoOXcWUgkXtDpGhAXF4/MzIxee6poNBpotVrxdc3NzQgLC8OyZctG1PJWJpMJb7yxFlu3vjusx2UAJqI+GY1G/Oui53H85BlIpT74w8a3xIaw0WiEQqFAy9mzkEp9UFJa2u+7O+7cuBsMNghHD72+CeveWOtWXdh/5e8/qFlbrY3RJ554AkajEVKpt9jw0ukasG6dEuXl5fD394fJZML8+fPx+usFEIRonGk+i2nTptm97k5GoxGvrlqFuPg4FBUWwttHihUrVogXCc3mLqxe/Ro+q6+HydSJmJgYrFMqxS59NTU12LhxI652mpCRmWlz7qWlpQ6PqVAocP/93igqKrS5UxE5IwJtbRcH/PfkbO5cH1nraKDSFi5ERMR0hIWFo6amBgDg4+ONuUlJ2Lx5M441HoO6vBwmUyeyli3Ds/MX4Kb5BmbPmo0DBw/0GoLdNfwClhnGp02bJtZO6+RjN27cRGPjsR7rb2xsLA4cPCC+zvd2Lxyz2Wx3DFfVX5lMhhXLLRc2du7cidTU1EH/PQ0UAzAR9UmhUOCRR36NvdWHYDQaMSMiArrPP4dMJsMzT89ERmYmsrKWQ6drQNrCNLRd7Lvx6M6Nu8EYqgahyWRCfX09Jk6cMKBupYN9Hf0UftfGXXGL9671vfe10Tio1586pQcAhIeFob2jA4BlqZWCAkvIvX/sBvzrouext/oQMjNegI/3LyEI0eI6pIq0NJhMnWjv6MCq3JVYv+FNu2PcvHkTuyorca2zAx/vr8bp06eRlJSEffv2ISEhAYsyF+NroxHlFRUAgFdeycErWYuwt/oQdLoGJCUlYefOnfj1r3+N/LzXxPMEgHMtLQ5/L7PZjNDQUJuuhCaTCWp1OXJX5Q7q78pZ3Lk+elL4Zf29e5Z1kBei8+r3OHBgPwAgISFB7BoNAE8++SSCgoKweYtlOUprmwMAxkjGonBTYY8X99w5/AKWO+VSqRRGoxF79lRBVVaGVbkrxcnJeqq/1teaTCZUV+9HUWEhnktJcdgt2VX1F7DMem69sz2cGICJqE86nQ7lt79c/P39ERMTg+rq/YiOjrZcjb39RSQI0ajYUdHn/ty5cTcYQ9UgrKmpQVJSEuYkzsK5c18BALQNuj67N1kvVEyfNgVXrppxtdM0osY8jmTuGn7vZrz5tWvXERkZCbVaDZlMJr7vHnvsMSQkJOADdSXCw8LwbPJv0dh4HE16S2Du7OxEZGSkuOyLXt+E6dMfhzwkpMcu0f+2bTv8/f0hk8mwKnclPvygDAkJCZiblGQzqcrcuXOw6e1NAABVmQrPpaSIdyvKVB9i/+27HVKptN93vc3mLsydOxfykJB+ja8bKu5cHz0p/LL+3j2j0Yhnnp6J8PBpNqshGAwG8QIVAPHvxmw2Qyr1wYMPPiQ+NygoEA0NjsOTWr0d+6p2DGv4/eSKHGXaK04Jv91dvnxJnDS1re0izOYuSCRePdZfq46ODtTV1gEAurquia9zxBX111UTDv7cJUclGoGam5t73KbTNUCpVPa4PV2hgMlkcur59HXM4Xbz5k2bn481HsPJkycRETEd2dkrEBgQAEEQ+tyPOzfuBmMoG4QvLV6MoqJC7NF8hCb9KXj7SHvsbtRd1rJlyF2Ve/vqrQ4TJ/nirbc2OvXcRiN3Dr93895LSEiATqcTu7slJCRgTuIsHDr0KQBLI2f9hvXYX30Q6zesFwOAdbZ9ayM2LCwcS5cuwf6P9zk8jp+vr00IkIeEiMHisccew1tvbYQgCAgMCBAbXwBgaG1FsPyntVGlUqk46ZbJZEK6QuHwT/eabzAYMCNiBiZNHC/ehXIFd66PnhR+AdZfZ0hJScFTsbF2IUmna0DKgvniz2r1dkwJDYG/vz8SExOxa+dOcVtdbR2io+3vorsi/GpO3oOyaueHX8BSP9Xl5TjaeBRarRZlZSoAPddfq9DQUKjLy9GkP4Vz577CeuV6h/t3Zf11BQZgIlgaHTPj43vcfu3adXzzTc+zDO6qrMTVq87t1pq2MA21tfaLz7vCcykpSE9Ph07XALV6O3ZVVorb9lcfxKOPPoq2ixeRkfEi0hamwWzucrgfd27cDcZQNwgrdlQgs9ss4pMmjhffp/l5a6BWbxe3qdXbxQsqJaWlSEtTiNseeeTXTj+30cZTwy9g+d3v7J7m5WW73nlRYSGmhIagqLCw19f1pnu3OQC4evUqvH2kMJu7IERF4dtvvsX69Uo06fVYv+GnRtwEbwlumnv+NwmWyx3+kUgkACwXP4WoKDwVG4s9mo9cdkfCneujp4VfgPX3btXU1ODIkSPYuvVd3HvvveIftXo70tOfR3DwQwgPm4p5iTORn5cvdr/NL8jH10YjBEGAIAgwtLYiNzfHZt+uCr87vvR2evjV6Rps6qhE4oWIiOk4f/68+Jij+nvn6wAgPHxaj/MbuKr+ugq7QJPHMRqNuHnzps16aJ2dnT0+Vyr1RkJCgt3sp8bb4+l66rZkMBgwZsyYQXVrysx4AVKpz4BfN1S2lb2P9cr1yM8vQHx8PFblrhS3+fn6it0Z09OfR35evriMQXfu3LgbjOFoEFr/jvX6JuyurERj43EUFr0DAJj59NOIi4vHtGnTAAAZGZk4fvyYw9ft1ezFgYMHhuQcRwKlUomybdsAABER01GxY4cYcnrbZjWU4df6Pvnuxo8AgOLkm3gkdDIAYGnZRbRcukd87kC3vTTFOe+93ZWVqK6uRpP+FABL7dNqtXinuBiApbEPAEcbj2JGxAxkZ69AcfFmNDQ0YNPbm8RZSM3mLuzV7BUbTyaTCWaz2aZG1tTUiLW2qmoP4uPj0d5+Ce0dHViTlyfeTbZ26QOAp2bOhqqsTBxbrNc3iY05qVTa67IfJpMJM+Pjh215kJ64c330xPALsP7erYSEhF6XvNmj+QhGoxGXL1+ymeBKIvFCXV0dDAYDANitbTuawi8ANDTosKdqt039bWw8jjlzkwD0XH+bmprs6q9WqxXnNxgJ9deVGIDJY5hMJsydOxeGCxcglfrAZOpExY4KBAfLkbYwDe0dHQgMCEDbxYsIDAhATEwMdlVWIjIyEhkZL0Kl+gA6nQ6ApcvzrspKTAkNQXDwQzbHsY7vsR5DHhKCAwf2QyLxQnb2Cpw48aXducXHx4tFQq3ejkuXv0HOypVQqT4Y+r+Yfjh48BPkrMwVC1xcXByWLFli97tbWWcptHLnxt1gDHeDcHdlJU7rj0Mq9UFbWytkMhkEIRqrcldCkZYGwDJp0Z2zZH788X40N58BAPztb3/v11IS7kana0DZtm3iepJKpRKLMhdDXV4OjUaDPVW7xQbCvMSZKCtT2Yz/HOo7v6auW8j/X7/Eo9Jxdtu2Zgb0+Lqetp0wXUf7978A8KPT3ns5K3NRXV2N8LCpCA+fBq1Wi3nJ85CcnAydrgFvbyrE8ePHIJF4obyiAtOnP4558+YhMzMDVVV7IA8OQUxMjLgepfWCWWlpKWpra8W6CgCvrX4Vu3buRFPTSXj7SJGbmwOJxAuRkZFIWTAfT8XG4sSJLzHBWyI2sqzHsZ6fdS3f/igq3IT2jg6UbdsmXggBgHnJ84ZtGSR3ro/uGn5b74mAj/cvnbIv1t+h4+/v3+NNhDuDL2BpPx359/8P6oXXcd+9Q312FpqT9+CLTjmemNyGt7+MFB9/+uH/g/h/aAUA1P4tCJ+e/gXuH/tzrAkbWM++3Nwc1NbW2tRfax3trf5mZS1HVdUezIiYIb6u+/wGI6H+utLPbt26dau3J8TFxaFu64PDdT7kQeKWnsfbS70dblu19Srq6uocbhuskpItqKraI37YS0q2iNPq3zl7cWBAAGSTJ+Pjjz+G2WxGbe0hMQArlUrsqdqNo41HIZF4QalUQqlUoqWlBX5+kyAPDsH6DevFRt68xJkIfHAKios3Q69vcni3edIkX4SGhsJgMECIisLRxkabY7pausLSXWudUgmdrgH5efliaBAEAULUPyEjcxHKy8ttrlQC7t24G4yBNghXH/1np73XrXczu8/CHRgQAKnUx+bf5E7WBei7z7o5WiiVSnzzzRUxzBgMBsjlcvzwww+YlzgTC/9lsTh5h3Ucv3UM1ZB3e5Y+7NTdnTBdx/r/93tM/+Up1F/6NTbO+N822+/2vVZTU4MrVy5j2rRpYmPdOtNz98b7nY/pdA0wGAw2rwMs/xbWmUSt/y4dHR2or6/H2LFjbXrdmM1dqK/X4sqVyxCEaMhkMuh0DYiIeNxmSabLl68gNjYWp07pMXVqWJ8TEjU3N+PSpQ67x601eai5c3105/C786+/wuu/X+vU0Mn661rW8Pv2nOu4794fh+WYH5yR43zHPfjdFAPuudXz5/fKDcus0N/d+NGuLgP9q813W3+tF2asRkL97c5kMuHUKf2wzYrOO8DkMcLDw5GTsxL5eWsw8+mn+5zlc/78Zx1+eGtra5GRmSl+6HNzc8SxPQcPfoL2jg6xOADAP0ZEoWzbNhQXb+7zyzY9PR3rN6wfcbNBbit7H6tXv4b09HTIgoKg+/xz8fevrKzEW29tFLf9+6eHxNe5c+NuMIazQWg2d2H37iqb2XSjowWbidM0Gg0A4EzzWbFrk9nchYMHP8GsWb8R/w0TE+cgJ2cl2tsvObyq7u6+/eZb8f+/+87y72I0GnH85Bn84+nTeDk7G+0dHVi6dIkYlIcy/H5+QYJLV/8Pkp9y3j4/OPx/cfCIJfwGjG1H7CTn7dvqzmEgABzWtDsfE4Roh42aL774AknzF9o8JpVKxQsS3UkkXnbHv3Of3X/ubyMqNDR0WIKuI+5cHz09/LL+jiyuCL+btOPw6elLWPLk97jn1n/3+Lyb167AcLYVz4wfg+PfDv7fdzTW3zuPPZxLgjEAk8cQhGioVGVQq8vx9qZC+Pn6IndVbo9B2Nvb8d1pw4ULNtskEi9xxrvr168BAPLzbcc8yCZbxualKxTQarV2+5yXPA8PPvggDBcuoLW1DUqlEk0nT8Bw4QKUSiWWLVs2oCtpziaRePXYHdDf39/hNndu3A2GKxqEGRmZGDfuPvEL69Cnn2JKaAgAS8B7OTsb7xQX4/r1a3hp8WI06fWQSqV4OTsb169fExtv1dX74efrKza+DAYD/PwmjYq7EQqFAvLbk2489thj+OMf/wjgp1nNa2trxWUj5s6dC6VSiblz5wxp+H1H64X8/+Wc7peAJfzu/OwSYif9FQFj2wEA0//H907b/1Dp3tAaM2aMWEc9gTvXR08Pv1asvyOD68LvL7Dkye/xsF/P4fd0+z3o+rulG/TYe25i0dSzw3J+/eHJ9RdgACYPYu2Cl57+PMzmLpSVqZCTs9JmNsb+kIeEoLW1TfzZbO4Sx0KMG2eZGbV7t2Wj0Yhz5ywLgb/19tt2ywkBlrBdX1+PmJgYcdHwS5e/AdDzIuIjmTs37gbDFQ1CicQLRUWFSE1NxdKlS/C3i23YX30QdXWW8UUKhQIREdPFL7l9VTvwYnoK9lYfwjvFxUhNTUVdbR26uq5hf/VB7NtnWZrG2hWqrq52WK/GDhWZTIbjx4/hww8/xKFDn+KPfyzC9OmPi43NFStWiBeXrGP9m06eGPLw62jM72A4Cr/uyN/f36br6GjmzvWR4deC9XdkcEX41Zy8B3++MAZLnrzaZ/jd8aU3nhk/BmPvsW/3jSSeVH+tGIDJY1RX74eqrExcqP5Xv/ofAICxY8eIz7GOk+hNeroC+Xn5mD9/PkJDQ23WVJs16zfw8/VFft4arN/wJkwmExQKBXy8fwlBiO61a3NycrLNFTm1ejtUqg/E9fGsXa7i42eOuC7S3blz424wXNkgzMpajsTEOdDpGhAVJaBM9SGkUsuyBa+/XoCpU8PE536grsSpU3qYzV1ITk5GS0uL2E2/pHSr+J7y85uEpUuXDOvvMZQMBgPOnftK7KWg0zWId2kiIqbj66//Lj635exZGC5cwNbUW0Py3pV6/cyp4feE6ToOHvneYfjdc/YfRtTdBrJw5/rI8GuL9de1Skq24MyfPxr+Mb+d92BdgqHXbs8HmsfhzxfGYPovT9mE30MX/DBzsvteqBxNGIDJY2RlLcexxmPw9fWFn68vpFIf7Nu3DxKJ1+3B+j6Qy+VoaWmBbPJk8W4uYLmzKwsKAmBZ6qe1tQ1hYWHw8/VFTEwMIiMjMWbMGEgkXjhUW4uUBfPx9ibLemxzEmehTPXhgM+3+zEBoL39EvLz8iGTyUZsAHbnxt1gjIQGoUwms7toY5mczPbuwZ3jaxy9zvratvNnEBHx+NCcsAu8nJ2NiRMnwMfHB1nLluH1368FACxfkY20hWkIDw+HwWDA25sKseGlJ/CIr3OXsQAASB/GI04cxdB9witHd37/q+sfADAAjyTuXB9HQq0bjKEKv1asv67hivC7STsOJvQ+4dV//2ws/u/3F/HnCw84rM31l37NADxCcBZocpnhngV6NMjPW4MFKSkjcrkEd27cDYazGoTOnAXaWczmrlE1/qympgYfflAGAEj9XZpNTwudrgHr1inRcvYssn77P5Eb49zwqzlpWas3+akQp+2zP92et7f+s9Nnge5pNlGzuQuNjcdsnnvnLMp6fRNOnjxpNxN0dwaDAadPn3Y42ctwsfa0WbBgvlM/A+5cHxl+h9doq7/O5qrw258xvzevXcGps609bndUl4H+1WZr/bXOwtyd0WjE4cOHMXbsWMTGxvT4/lGrt/dY20Zz/XXk50O6dyJyupH4Re7OjbvBcNcGYX+NtsZXQkIC9mg+wh7NR3YzXPr4+MDH+5eoWSMbkvD7v7/yGvbw62xmcxcEQUDWsmWoq61D2sI0zEucKW5vbDyGuLh4pC1ME/+899674vZ0hQKzZ81GXW0dZs+ajezsFQ6Po9M1YOPGjUP++/Smvf0SMjIy0d5+yWn7dOf66K61zl3DLzD66q8zjeTwe7r9nl7D743/HoP7xw4udnWvv0JUFEpKtojbampqEBQUhJ1/qsDGjRsxI2KGuKRfd0qlstfaNlrrb0/YBZrIjazf8KarT8GOOzfuBsNdG4RkbyiXOrKG362ZAU7b50DCb+ykvzrtuGVlKlztNIlrmZrNXZAHh0Cj0SA5ORlNTU2YkzgLezQf2b1Wrd4OrVYrrhtuneTn1VdXj9ihHM7kzvXRXWudO4df6pmrxvwe/fsNLHny67ua8GqslzfGAvjdLxsHfA5q9XYYLlwQa6hO14C4uHhkZmZAIvHCa6tfRUFBAQoKLKuPCIKAosJNNu1Fvb7JZoku4h1gIroL7ty4Gwx3bRCSvaEMvwAQ4n+vU8OvZcKrK/2+8+vMZZDCw8PFcdOA5Q6VbPJknD59GgBwrPEYwqc9CpPJZHfnYf/H+5C7Kle8qyWTydDR0dGv8JudvQL5eWvEn0tKtiA8bCrCw6YiP28NzOYuAJY7INnZK5CdvQLhYVOh1zchXaGATteAeYkzERgQgHSFQnw+gNuNyDhxm8FgcHgOavV2CIKA8LCpSFcoYDQa+/m35t710V1rHcPv6OSyCa867oHyny/2Gn4PNI+7HX51PYZf2f1XxT8DlZg4BwcOHhBrqI+PDwDgxo2fjhUUFCj+/6SJ43Ht+k+9mczmLijS0qBSlQ3ouO5ef/vCAExEg+LOjbvBcNcGYU90ugabL6Tu9PqmHr+QBnssjUbj1H3ejaEOv5A+jEdCJzttd31NeDXUBCHapuu4Xt+EI0eOYO7cOQCApqaT2FO1G+FhYfD19YUgCGJD5dy5rwBY5hO59957IQgCTp3S93nMZ5N/ixMnvkR+QT4Ay/wHqrIylJSWoryiAkeONmJR5mIAwJUrl7F167v49ptvkZGZiYCAQGi1WmQtW4aMJdmo2FEBrVYrzthvvYOyZMkS6D7/HIGBARCiouw+DzpdA/Lz8lFaWoKP91cDsCxv0x/uXB/dtda5U/j15Po7UK7q9ny+4x4oQs/0+ryb167gzxfG9Bh+L97wQ8s3Y3vdh+E77167RkulUoSFhcNoNKKkZAsUaWlYlbtSXL7v9d+vRX5ePkpKtiA7ewUaG48jO/tl8fWrV7+Gp2JjB7SslrvX3/5gACaiAXPnxt1guGODsLerqgAQFxff4zibZcuyUH57+a27YTKZEB42FVnLluHjffsgl8t7HP85XIYy/G7SjhMnvXKWNR/dwqqtVwccfvec/QennodVc3MzZs+ajVW5K8WQ4e0jRc7KlWi7eBEdt9dEtzZUTKZObHp7E1555RW0trZCiPonpC1MczhGzSo7ewUuXf4Ghw79u3jX4+1NhSgpLYUgRCMsLBzl5eXYVVlpsx91eTmyspaLDcOclSuRkJAAQYhG5qJF0H3+HwCAdeuUWJW7EsnJyZDJZGJXwYMHP7E5j8uXrwAAOjs7IZPJsHnLFqhUqj7/jty5PrpjrQNGXvhl/XUOV4TfpXt+iU9P/wKP+bT0+jzrhFe/nVTbY/g9/v1UyMf3XAMM33njT4YIrN2wqc/zunz5Eo7dnmywre2iGBitS/mdP38ef7vYBqnUB2azGYDl7uxn9fXYuPEPfe7fyt3rb38xAJNHMZlMyM9bg3SFAvl5a+waYXp9E7KzVyBdobCZZOBOavV2aDSaoT7dXul0DS75MnPnxt1guGuDcFdlZa/bf/jhhz7XvL5bRYWbMHGSL5r0p6AuL4der8fWre9Cr28a0uP2ZKjD74UrP3fqhFebPmpF42njoCa8siyD5Fw6XQNmxscjc9Eim/FlOp0O6enPA7DcrVi/XgmdTidun5c8DwkJCfD39xdfV19f7/AYR44cwdat7+Jqp0lsfFmDRNrCNAQGBCAwIAAzIiIAQLyb7Ofra7evnt7fLWfPQq0uF/cVGBCA9o4OsUu3VXJyMmJiYhAXF497770XK5Yvx3ff9V4D3Lk+umutG2nhF2D9dQZXhd+WS/fc9YRX1vDb22epe/jtz/s2LCwc6vJyHG08Cq1Wi7IyFYxGI3JyVuLAwQMoLt6MPZqP8Oz8BUhZMB8mkwkvLV6M13+/Fu3tl9DWZjnftrbWHnsfuHv9HQhOgkUew2zuQky0gImTfPHKK6/g0KFPERMtQNugg1QqhV7fhOnTH0dBQQGiogSse2Mtzp8/j+LizXb7qqutQ7Bcbjej7HAyGAzYq9nr8PyGijs37gZjpDcIdboGbNlcjEuXv8GkiePFBqD1wsjKnJexfEU2Ll++guvXr6Gutg5fG40oLy/Hq6tWYfOWLZBKpTAYDHi9oACG23fo7qRWb4daXY4ffvgBQtQ/Ib8gHxKJF/T6Jnz88X675/v4eCMraznkISGY+fTT4uOhoaHw8/XFuXNfDXtDdTjCrzPH/K756BYaT/9iWGd77o1Go0FqaipUqjIx7AKWi4rV1fttHrOOUQMA2eTJGD9+gs2+pFIfXL9+zeFx/Hx90aTXIyZagFKpREFBAcaMGQMA0H3+ucNG1UC7dkqlPsjIzERW1vI+96UuL8fmLVtQX1+PnX+qwPTpj6Ojo0O8y9GdO9fHkV7reuLK8Mv6O3Rc1e350k2fPie8OtA87na3554nvJr+wPeQm50TfnW6BgAQuzBLJF6IiJiO8+fP49w5y13q7vuIvl07reH05exsm/2lLUzDO8XFDtuv7lx/B4p3gMlj7N5dBZOpEwcO7EdCQgKKizdj4iRfVFRYuhq98kqOOJNecnIySkpL0Xa+9/EfvTEYDD0O2Hc0WYzRaOyxkPS2rb/HvFvu3LgbjJHeIDSbuxAXF485c5OgVqsRPu1RTJ/+OMzmLsybNw+AZc3b4GA5Tp8+jYyMTDww/gFER0fD398fuyorcfXqVZhMJghRUQgMDMC2bdsAWK4CW5WUbEF+Xj5eeeUVlJaWoLn5DH43PwmApWvSuZYWuz/nz58HAKSnP28z7qimpgbtHR2IjY0drr8mAEM/5nfJkzecPuFV84WOERN+9fompKamYufOnTZBFwDMZjMyMjJRU1MjPvbhhx9CEAQAQHx8PPZU7bbZ15nmsz2OR5NNngypVIqS0lIolUro9U3w9/fHlNAQqMq2ic+rqalBYEBAj3cyevNUbCyqqvaIPxuNRgQGBIgNTauSki0QBAFSqfT2d8JW8Xe+kzvXx5Fe63riyvDL+jt08vPWuCT8mhDYrwmvehvza53w6oF7rzvtzm9Dgw5Zy5aJPxuNRjQ2Hsejjz6K4GA5ANjUroYGHaaEhkAQotF28aL4R/f555bnfv55jzdv3LX+DgbvAJPHaG1tg2zyZJs19qKjo9Gg/QxZWcuh0+lQWloKg8GAtrZWTJ0ahr3Vh/rcr3VA/86dO5GcnAydrgFpC9MglfrAZOqEPCQEBw7sh0TihXSFAtc6O3DgUy0A4PjxY5g9azZiYmKg1WrR3tGBKaEh4l1po9GIlJQUGC5cEPd3qLYWoaGhNudgMBggREVBKrXceTGZOnu8WjcY7ty4Gwx3aBCaTJbzGjfuPshkMhQUFGDu3DmQSLzERs9jjz0mzrY7JTTEYW+B6ur9kEp9xK6p6ze8ierqanH7prc34Z3iYiQkJAAAylQfwtfX1/KeE6L7PbGGTteApKQkqFRlTrl621/DMeHVfU7cnbMmvHLmMkhr83IBWO4kdL+bkLsqF1lZy1FUVIikpCQ8l5KCr41GtJw9Kza2cnNzUFtba5k9NHwatFotCgoK+qxNghCNpUuXQJGW/hNzqwAAIABJREFUhib9KZSUliIuLh5HjjbiV7cDRFFR4aDWTP3979ciJlqwOaeYmBgIQrTNhca0NAU2vb0JgiBAFhQErVaL51JS7Gawduf66A61zhFXd3tm/R0a+Xlr8O2FPw97t2efCf/Qrwmvzhmu4Znxhh7H/OIGev0cDTT8Ao5raExMjHgxsqioEHFx8XguJQVdXdfQ2HgcFTsq+rXvnrhT/R0sBmDyGEFBgTBcuGDzWENDA3744QfxQ/fee+/is9tj0840n0VdXW2vXzDWsGsNv2ZzF9IWpmH9hvVicZqXOBOLMhdDfXtSi+Mnz6ClpQVjxozBzZs30d7RgWC5HOry8tuTVoShosIymUDWsqWQBQWJ4+lKSrZgZnw82i5etDmP4uJ3MC95nvgFm65QoLy8XFwX7m64c+NuMNylQejv74+CggKkpqYCAOYkzsILL2b2+KUaHj7N4eOtrW0IDn7I4XONRiPaOzrsgg9gGUfU1tYKVZn9pBQPjH/AprFn7T5bVFRodwdxKA11t+f/6WNG8lPO2+fSsoto//4Xdx1+x3p5Y6af8+4cZ+fmITs3z+7xwMAgAEBW1nIkJs6BTteAcePuw6xZvxEbRpZ1K3XQ6RpgMBiwJi/P7gKeVXz8TEyb9tP7dOPGP6Cx8ZjlLpkQjY6ODtTX1+P69WtYp1SKITo+fqZdoK7YUYGpU8PEnxUKhThrtVQqRZP+lHhOGZkZYp3385uEurpa+PlNgkTihZZzZ3Hw4Ce4fv0aVnab+MvKneuju9S6O7k6/AKsv0PBVeG3/ftfIPWxC70+zzrhVdREx9utY35fCj3c4z4GE36Bn2poTU0Nrly5bFeH7qy/ZaoPHV7k6F7bHHHH+ns3GIDJYyQmzkFRYSHi4uKQnq5AXW0dLl/qgLfPT4Xi22++RZP+FABAqVQibWGaXdi0amhogFKphEpVJnYnqa+33MWVyWRid45/jIhC2bafuo7ExMSIxcIavJfd7t4ilUohmzwZnZ1XYTZ3YX/1QRQVFYr7evDBh9De0WE3icX48RNQtm0bxo+fgLlz54hh+265c+NuMNytQVhQUIDc3BzU12tx6NCnSEpK6vOijSOdVx2vGSuVegMA3nv/fTz88MM22/z8JqGl5RyC5XK71/n4eIv/X1KyBTk5K7Fv3z7xLsZwGKrwe+2Hn2PV/nGYPOFHp054tbTsIlou3YPYSYMPvxdv+AGAU8MvgH69n2QyWa93dftzt8rf39/m6n73u2kAxK5wfb3O0Tk7OjdH53TnMSUSrx67C7pzfXS3Wmc1EsKvFeuv8+TnrYH39/+J1XNuDHv4fTmmCxPG9tyt9nT7Pej6e98TXr0UehgP3Hvd4XMGG3676+3fr6/6C9jXtju5W/29WwzA5DGkUim0DToUFW5CXW0d4uLjECyXo+nkCXGQf0Zmhvj8ZcuWQalUwmAwOPzw6nQ6zEmcBZXqA/Gq6pUrlwEA+fm2d15lk3tfE9TR1TrrEglVVXtsxktERkbaPbegoAA+Pt6oqtoDpVIJP1/fHic56C93btwNhrs1CK29D1rOnUVCQgISEhKwV7NXXDoA6N9YGeuEGUajEf7+/jCbu6DVahEsl0Mi8cKU0BAc/s//EL989fomzJ41G0cbGxEWFt7rl7lGo0FOzspBNQrvxlDe+X338FhMnvAjcn8b5LR9bvqoFS2X7m7Cq+6zjtLQc+f66G61zmokhV/WX+exht/cGMfhcShYJ7x6OeZyr+G3vxNeTcfQhl9yPgZg8hhGoxGHDx+2Wb5jXuJM/GNEFPz9/eHn64tr134qYNYvL29vb7t9AcCq3JXIL8iHPDgEJSVbkJW1HBMmWPrHdF8CxGg0ijP1DYS1m8r69UqbLy+drgFyeTBOnjwpPqbXNyExcQ6yspbDZDLhjTfW4uXs7EEHYHdu3A2GOzYIBSEa8pAQzIiYgfDwafjaaIRU6iNOcOLn64uUBfPx+u/X9rmfpUuXYEZEBGJiYtDUdNJme3lFBWbPmi2O/dFqtUhPV/RrHM66NyzHTluYZvP43V6c6c1Qht9rP/zcqcEXsIz5/fOFMXd957evJTfIedy5PrpjrQNGVvgFWH+dZbjD77Uffo53D4/FA77/A8rQ3ttl/Z3wqjcMvyMXAzB5jJs3byI1NRXHjx9DWFg4NBoNDnyqxb9t2w7Aslbla6tfxRNPPAGpVIq3/n/27j0uqjr/H/irdlcGvMB4g6mE8WGMaAqKl1y/60CGVJiXDS+5An2/BqT9vOAKaiKthbblpUzdtoT1+w3sa15g8xJtSiXjfq3wkqCrCLkN2Dai6AEvOLqVvz/GOcxhZrg593k99+Fj4ZyZOR+mw2Fe5/P5vD9vvC5WoLPER+YLmcwPWz/YipiYcYiKisLYsdEICgzE8sxlWLnqNej1jUhMTESAf9d234GVyfzw7PTpWL48C7t374ZcLkd2djZyNm9GZdVZyWPXrlmLH3Q67Nu3B3K5HF06d26119kad/5w1xHu+oEQAIqLi8V5QT179sLYsdHi3MuvS0tx4MB+DBs2DMOGDTPrjTCdC7R+/dt45plnoNVqkZ6Rjk6dfCCTyQAYllcoKy8X5/60Zx7Oxk2bLG43Vq60NXsOewaALoGW5652lK0KXvXsJLjl+euO3Pn66K7XOlcLv0a8/t4bZ/T8Lt7TGQE9H8LTctcseEWOwwBMXkOpVGLdurV4evzTAAxrkRUXHxDvpK5f/zbS0hYg8O6C3mq1GvlW5tJ279FdnGdjvIP76isrsKvgr9h/4ABSU1PRqVMnAIbiGMby7d17dJe8jo+Pj9kC4sqQEPG1N+e8h9SUF8Q2DQjrj60fbIVM5meoPnk35L6xejUSExPRrVuA+LjtO3a2+z1y5w93HeGuHwhNWZsXpFAoWix40vyGTEtzNK3N/WmNJwx7Ns75ffzhRsQHtv74trJlwasB3RoAmH9II9ty5+uju17rXDX8GvH62zHOCL/uUPCKHOe+O3fu3GnpATExMSh+p5+j2kNeJObFc1j9opXhxe80oLi42MEt8m7u/OGuI1zlA+HSrx/nuX6PHFHwylZDn6/XVuA/dz6I+oZr9zznFwBi+7b9+TzX7s0zE2Jx9aZjCvTYw+wBRxl+yan0+kaszF7p8GHPi/d0blPBq30VneF/9WuLvb6A4wpekf2xB5iIGH7Jbdm74NXjDzfatNrznw/72iT8suCV4129+TOKp33m7GZ0SMyOx93qWsfw63n0+kYsXfoSHvz5hMPDb0DPhzDvNy0Pe97496748boOw7tb3s+CV56FAZjIyzH8kjtbkZmBqzd/RlqBDwAfm772AwoF/nV/dxzabZvXu3L5Cn7Q2a7aM89f8kQMv57HmeF32CMKjG5lzu++is53w6/lOb8seOV5GICJvBjDL7k7u/XKdQ0GfOpt8lLGIlrf1lzE/OpgFrwisoLh1/M4K/wmfRCAsL6BrYZfY8Era+GXBa88EwMwkRezZ++Zq5o9gOGBLDtRH4JXD6mwMLoRY3q2voZnW5y5AGR+EmASWoM7/FoseEWejOHX8zgz/AJAYljr4ZcFr7wTAzCRF3PnOW0d4W7z4MhxjOF35tAGjOn7k01e8/rt+5uF3465+ZMPjl5RInXw2dYfTOSGGH49j7PD76qnrrT4WEPBq1Pw/YXl/Sx45dkYgImIyOsd+D7E0PNro/ALGApe3Wv4ZcEr8nQMv57HmXN+w/oGttrz25aCV7FBFzD89jWGXw/FAExERF4v49dawMfKOLgOGvdQNX5ssE345ciFliUlJiI4uA9G/8dvMHDgQCiVSmc3idqA4bdt3On8dvWCV03ht/WCVwy/beNO56cRA7CLO36qDiv/+5q49uCMx3rj+cRHAACf/O0fWLfjovhYV98X4N8Vu/7Y+17fEiIimzhRb1jbd0ifOzYLv6dqffGLOzdx63odfmyovqfX6uN7AaoeN90i/BYUFGD3Rx85tQ0VFWdQU3MeANC9R3fMmjWLH05dmDuFX57fbeMOBa8ewr/Qs7tgMfweutQfyi4Nblfwiudn+zEAu7jI4ZFYjuOIHB5ptu+pJx/BU08+YvF5rrQvsOctdPO9H/UN1wAwABOR8xnn/L48ptKm4ddQZfzkPYfWpl4I1w+/ABAfH4/4+HinHT8pMRF+fl0AACNGjkBCQiLkcrnT2kMtc6fwC/D8bgtnht/7O3Vuc8GrPr6W9x+6ZFjvPbav9Sr9rhh+AZ6fHcEA7MpkhmqhlsKvO4kc1BMpE3yw96DO2U0hIpKE3yEP97TJaxrDb0sFU9ri/M0gaK/7s+BVB8SMi8GECRNd/oOXt3O38OsqXPn8FgQBC+bPx2B5jVPCb/bj51t8bFsKXgFo8brrquHXVbjy+WkJA7Cr+ddNLPvrHfQL/AnPJzq7MTZw7iyOCzcQ2BNInmKl2gARkQO9ekiFqzd/Rvr+h4H9wJzR1xA/xFD8quDEL/Dnw13Fx7Z1n63CLwtedczbGza4zQcvb8bw2zGufH47K/z+584HEda3S5sLXo3pZXn5OGPBqyu3r1l9DYbflrny+WkNA7ALOX6qDq998DOeivQV58+6q+NHj+O1D37Gspn3O7spREQSFpf/qjP8X/xDQPw0tHvf1ZuP2yz8usOcX1fjbh++vBHDb8e56vntzPD7VKRvmwtejellvWeXBa/unaueny1hAHYhxmJX2764hm1fXJQUkvpL/j+w7QvLRaZcdd+iab0BNN1xq63z6ehbQ0Tk0dyp4BVRezH8eh5j+J3Ut1IcCWNvTQWvurS54FWfXpbn9Brn/A4I4rBnb8QA7EKu3vwZxe/0k27U1wAAnp/aFc9P7eo2+2JePIfAntLhJut2XMRT0c2eR0TkYE8M/LezmyDhbgWviNqD4dfzOCP8nrkAZH4SgKCu/7ZZwSvO+fVeDMBELsId11Ej75KUmIjuPbqjX79+iIiIQGioCgqFwtnNareMQRqbv+bsAUfb/RwWvCJPx/DreZzV82sMv/N+Y32uLmAY9jykEwteUcsYgF3IjMe4RJAzcR01cmeOOn+/P1+DK5ev4EjpEXFbckoy1Oooux/blU0Z3ICj7Vj219EFr7RX/dHNlzUZyHEYfj2Ps8Lvf+58EONH+WK0vNLq4366zxfvHPolfryug28rBa8A91vqiGyLAdiFmA0rdmOWhhiqejvmYtlRXEeN3Jkjzl/TcxQAJk2ejLFjx7rdebq/qjNiQx1TsMUSRxe80l71x4c/PIYVq1bY/VhEAMOvJ3Jm+DUUvLIefgGI4ddawaubP/lgQCvXW4Zf78EATHbxeLT52ppcBql17raOGnmfUJUKkyZNdOsPB6u/GYXY0M9af2A7bD7sg8gHLfc6NOfIglfG8MsgQo7C8Ot5nDXnd15hN4wcaJuCV8ouDWDPLxkxALuQv+y85lG9wNQ+7riOGnkXnqPW7fj+N4h8sG2hekAQ4IiCVwy/5GgMv55Hq9Xi5awsJ4TfAKh6/2SzglexfRl+qQknBLkQ06WF3N1nB+vMtnEZpJYxWJCr4znacdqr/th8sj86derksON1NPxqNCXQ6xsBAHp9IzSaEmg0JRAEQdxWXl5m9k+n07Xp9cvLy6DRlJg9XqvVory8TLJNp9NBoykx296cIAiStlRUVAAAKioqoNVqzR5fVFRk9nxLj6O2c7fwa3oOCIIgnmem576l89y4vznT3xXTxzT/3vSxzZ9n/B3rKK1We8+vYUqn0yF90UKnhd+WCl79dJ8vNv69K0pPWw+27ljwytL5UlFRYbbNeG1s73WrPddf0za19XVNzz9Xvv4yAJNdfHr6V2bb1u3wnIBPRO7L0csgGT9gvfgbvcOO19Hwq9Vqsf/TTyGT+UGn0yE15QWUlZWhrKwMKcmzUFFRgZs3b2HLli2Sf7///SJ88803rb7+8sxl2LJlC7RaLZYsXoy8vPcBGD5gHTt2DCdOnBA/HBUVFWHJ4sXQarXYsX070tIWWA0fW7fmY+2atWJ7du7cCQBQKoOxfv1bkufp9Y3Yv/9TyfevvLKiTR/yyDJ3C78aTQnq6i6JXy+YPx9arRa7d+9BasoL0OsbceHCRYvnuVZbY/Z6giBIfldSU14Qg0BAQABycnIljy8tPSKG1dSUF1BSohF/x1q72WONsaf2/Hnz9nWETqfDvLkvYsYjPzi42nN3zHisd6vVnsWCV79ooeBV3wtuFX5Nr79G5eVlWJYxH4LQNGrI9Nq4fv1b4nW0Ne25/hoVFBQgt9n521x2drb4ugvmzxfPYVe+/nIINBEReRVHLoN05XZn/K92JF4eU4khAdUAHrb5sU3d67Dn/Px8JCQmAQB27dqJmHExSEp6DgDg7++PnTt3IisrC+vXvy0+x/iBKS4uTvJaaWkLJI8rLy9DTc155OXnAwDGjYvF/0t9DtOmTQUAsYp5ckoyAGDLX3Kwdt1b4pJwaWkLUFp6xGLF8doLFyxWI5fJ/BAZGYmPP/5ELBJXWnoEkZGRAAw9FK+tWtXu94mauFv41esbkZuTi8057wEAcnNykZ6RLrZ9eeYyfP75QcTFxUnO340bNyAyMhJhYWFmr/nll18iVKXCvHnzARgCweeff474+HiEh0eI4cB4LpeVlSEqKgp79+7BiJEjxOdFRBgea3pcU4IgYNOmTcjKypJs12hKkJuTi8bG6/f47hg4I/yeqvXFiuKerVZ7BgxLHVkreHXzJ8NoQ3cseGV6/QWsr+7w4bZtWJaZibCwMEyYMBFTp07FtGlTJcH5Xq+/xnOtqrLl/xZarRZVlZXi6/bs2Qs7tm9HeHiES19/2QPsQrgMEhGRe5oy2PKHre6dbpiEX/u61/Cr0+lQVVkpfsBPSEjEhAkTxf2dO3cxe44gCNjylxwsWbLUbN+pU/+QfK9SheKN1avF72UyGa7e/BkAEBwcglCVCqEqFQICAgBAEn5bU1FxBgEBARaHS48bFyv5EFlWVoYhQ4YAAP7xj38gPSMdMeNi2nScE/UhSN3XHxGbBiF1X39x6atdJ/2Ruq+/2T9P527hFzB8AA9VqcSw8Gp2NlSqUHG/j8wXN2/elDynvLwMR0qPiGGhubi4OEkovXy5Dr16NRUDjY19Anv37hG/P3fuHFSqUEyYMBFTplh+TUv0er3FQFJWVoY3Vq/GQ32C2/xa1hjD74LRlxwaftMKfPDog1daXero1vU6DOn0pdXwe/SKEnW3W56u44rht/n1FwB++OFfeHvDBnQJCJQ8Ni8/X3xcbW0tAvy7SsIvcO/X34aGBgwcOFDyHEuUSqUYfgGgru4SAoOCxO9tef21JfYAuxBPKoDljssgEZF3sNcySFdud0b3TtLXHR4CAK4ffgHgm2++QahKJX5vOudbp9Nh90cfIT0jXfKcrVvzERX9GBQKhfi4Awf2i/uNQ+zU6igolUooFE0f0tatXYNJkyZCJvODUqlERsYiABA/yJmGX42mBFcuX8HIkSPM2i0IAuobrmHH9u1Q9e+P4gPFkp5rhUKBxsbrEAQBcrkcR0qPiD1uxl6JEydOtOk9mrjxJ8we04AXE3xQevoCRq/5FW5v+jeU3RowplfTTZDM/Q8Zvni6TS/rltwx/AKGD+DDhg0Tvzc9z8rLy1B24jjmzp0rec6WLVuQnJJsFjKaKyoqwofbtqF7j+6Sc3XgwIH4cNs2AIbfkS6dO0Mm85O8niAIyM3JFXvgTJWXl+HEiRNoaGhAY+N18ffK2OtnPJ/vlWn4HdPXMVM2jOFX1fsnPB3W8nX5x2vncfJsNXx/Yb7PGH4B9yx41fz6C6DV/65paQtQc+4M0jIyAdj++qtUKttc26GiogLvvvtnfH++Bhs3vSNut+X115YYgMkuuAwSUeu0V/3RzZcDcRzNfssgGT68aa/6Y391EDY/bX3umS3ZqtpzXd0lhISY9yCJVWAnT5a8viAI+GL/Pvxpc9vmnxnp9Y1Ys2Ydrt+4geUmH/athQtjqHhj9WrIZH7QarWoqTHcVAgICIBKFYo331wnts04JHDcuFgxmD/UJxjnz9egoaHB7ENmW92+fRtyeQCWRZ8CAAwZDaz87CHsrxIQG3rj7s0OiL3Ce+ZZ+JTuIdw1/AKG3teICPM2G4cRv/yHFZKbP+XlZbhy+YpkeH15eRnq6+sBGHrPjCH617/+NYYOHYo/bdqInJxc8YN+UFBv/HA3SHzzzTcY/R+/kRzbuMzQiJEjLA7xdwRnhN/rt+8Xw29Lc37rbsrw1kE/DO/6L6vVnutuy6Hs0uCW4Rewfv1tyR/+sAInT5Zjw9vrERwcAh+f1ovNtvf621xFRQUuXqwFYLj+Gt9HpTIYS5YsxYED+w3zi016hW1x/bU1BmAXwmWQiLyHMbSsWLXC2U0hGzAug2T8gPXymJbnTdmKLZc6amhogL+/v2RbeXkZ1q5Za3F+7ZdffongfgPEkAkY7vYbe17z8vLFr40EQcArr6xAjx49rc5zNJWX9z6KDxTjjdWrxePU1FSjsLAQANCvXz+Eh0dIfna5XI4HFApcunRR0jYAOHbsmKT3rz06deqEsrmnxO9P1IfgQu0P6N3rAQBNPVfP7x2E2WPqMCTg+w4dx9W5c/g1Mg7zNDLOtXw1O9ts2H1JSYnZEM2SkhKcO3cOAPDMM88gKMgwhc0YnJNTUvGyyZBo03Bx+P/+jv83d574vXEe5LMzZpjNozcynuM6nQ5HSo+Y/V7dK2eE3zMXgKzPHsSc0T9gYJD1EYJN4fck+vhaDre+fv6IDbIefAHXDr+A5euvNcbeVLlcDrU6CiUlGmg0JUhKes6m119LLl6sNbv+GtujUPghKek57Nn9EXQ6nU2vv7bGAGxHx0/VobbOB09FWw61azZVIGNu01j/bV9c9JgA/NnBOrNeYC6DRGTA9Vk9k3nBK/uy9Xn0wAMP4ocf/iV+X15ehldfWWH19Y8dO4YxY9TWX6/Zhx+9vlHs5WrLkM28vPdx/Phxs/Wn1eooSRg39twZexwEQcD1+lrJvM4rl6+gWzd/fHP8GBalZ7R67LaYuPEnrJjSQ/Lf+mg1IAj1WBbd8odxd+UJ4bdHj574/vt/ie0vKirC7o8+srrO+ZHSI2ZD/5ufvxs3bpBsr6mpRvceTaPedDodAvy7Qq9vxPUbNyRTBpZnvoT5C9La1PMrk8kkr2sLzhr2vOKznnj+CV8of2x5elxL4dedC1411/z6a41e34jnk6bjT5vfF8+jy5frEBUlvRbf6/XXmrZcf+sbrkEubwrz9rj+3isGYDs5fqoOkxeU4smhnfFUtPlF7cUVlcjd9aUkAHuST0//Co9HS7et23HR6s0AIm9hy9BSVFQk9hg0L/yjUoVCJvODIAhmy2JYO65e34jS0iMAgJEjR4i9FhpNieR708eq1VGS5w0eHH5P6wVrtVr4+/vbdc1hey2D5E4FrywJDX0Yhw41VcjesmUL/Py6YMuWLeK2fv36iR+emhf6ac50CBwAfPzxJ/hBp8O5c+eQlrZA3P6HZkNOAcOHqLy8fDygUOCVV5pGSTzzzDNmQWHkyBEoLCzE8sxl4hzg5Dlp4vkqCAIaG68jKKg3rt+4cc/n1on6kLtzgX80C7qbT/bH7DEtfxh3V54QfgHDfNxz574FcLci9J/Xo0tAoMXzTK9vxA86Hfq0UlxqypSpWLJ4MTZu3AB/f38UHyiWhOaqqkpEDIlEZWUV+vXrJ27PzTUsL1NYWCj2qvXo0dOsyrORXC7vcM+dJcabXI4Mv4e+k+GVT3zwxMArUP7Y8pzfW9fr8GSPUxaXOjLO+VV2aQDgnsOeTTW//lojk/lh8tSZWLJ4MWLGxaDyrGGqTfPr4r1cf9tDrY5CYWEhsrOzERISjOIDxZgzZ47drr+2wgBsBwVbT2DG698gKDDQbN/xU3X4rxWVEIR6J7SMiJzJlqHFdB1LnU6HFZkZCO43QNyflrYQSqUSn3/+OXZ/9JGk18DSByjTOWiAYWkQY4+IcR1L07vGxnUsBw8Ox4L58+9Wj/THhrfXd/jnM841Tc9It+sfSeMySLtO+uPdM8PF7bMHHBWrObd33+wBR92q4JUl4eERuHL5ijh0bdasWWaP6dat6a7+7NlzoFS2fc7a6NGjERpqvgyUr6/56CBfXx+8+eY6s+29epmvliCT+WH9+rfFdSSbD2P98ssvERX9GG7evGXxZwIMlUrb4mg18EzeT1j++CWkjjb/UP4/f/snDmc4dp1pR/CU8AsAY8eOxYL5TdeyFavWmD3G9Dx78811rV6PFAoFNue8J94IbN6bXFKiQVSUGt26+UuqPk+dOhWTJk2UvFanTh0fLZeWtlAcjt2a8vIyrMjMwMLoRgeHXxmeGPjvFgte/XSfb5sKXrnznN/mml9/TS3LzJT0qCYlPYeRIx/FxYu1UCqVbRo90J7rrym53B/LMjNbfIyjrr+2xABsBwv/+wfs3jQFf9133GzfZwfrkBDdHY9HqzDq2b2SfVwGichz2TK0NF/HsqqqEkNHjrHYa3D69GmL8zebc+d1LF87GIR3Dxn+nJkGE0vL0IzpdRaJjxq+njK4AVMGWy6G1dF99mbv4fPJKcnYtWsn5s2b3+rrW1oPtSUKhcLsg501Mplfu38+a+f4/v2fir0c1oJMW9p1+/ZtPJP3EGaP+REjBwbhxN372MYef2PxK2MxLE/hSeEXMPSijhg5AhpNCdTqqBZ/pvachzKZn8VzUBAEXL5cZ3Ffe3+HWtPWZcOcEX5P1fre7fltOfwa5vz64skeFyyGXyNPCr9GptdfU5bOk7CwsHadP+25/pqSyfzadBx7X39tjeVH7aDmszirQ30z5oZZHfbsKfN/AcctgyQIAoqKisTvy8vLkJf3PjSaEuj1jeJ2vb4RGk0JCgoKJENFNZoSaDQlKCoqEv+/+VDS5oyvZYlWq4V68MlyAAAgAElEQVRWq5W8vun3RsbS9G15zbbSarWttp2cw9ahpfk6llqtFiEhweL5bHruG9eMtLQ+qqn2rmN5pPSIS6xjWXn2LN499EsUJn2PwqTvsfKzXth82HBHe0yvs+I/ZZcG/M/f/okBQa28oAtzxNxx44cY03PInVVUVCA29gmbjChoqBcAAO8e+iUmbvxJ/HfUpNN/QJhnrf3raeHXKCEh0eLfZnv48ssvMXv2HIccqy2Mw54dHX5fLvLFomm92xB+DXN+LQ17BgwFryIfvOVx4Rfg9deR2ANMduGoZZA2bdokDh/auHEDzp07h9jYJ1BSokFhYSHWr38ben0jUlNewIiRI9Cv38NYu2YtJk2ejPj4eJSUaHD5cp34ejXnzmDoyDEtXjDXrFln8W6uTqfDy1lZSE5JFu/CDh4cjldeWSHpDauoqEB1tXROZk5OLo7cnU/ZEcZjx4yLcauLvTewR2hpvo5l5dmzqKk5j5hxMaiurhGHL/v6+uAHnQ77P/1UnBsZqlJZnV8GtH0dy+DgPi6zjmVh0vdir9vyxy/h6BUlUtHU0wsAwdm/xKbf3e+2vXOOLJxmqzVFXUF7e0la0qt3oKQKdHPDQ9DifnfjqeEXMPQC27qSsjXWKjs7gzH8roipw6BAxw17fuugLxZGN6Lnjy1Xx2+t4FXdbbnbV3tuDa+/jsEA7EK4DFL7aLVaXL5cJ5Zg/2L/Pvzvzo8gk/khLi4OSYmJqKiowD//+U8EB/cRLyoDBw5E+qKFiI+PlwQB43IfxsXALR1v/fq3LO4zhgYAuH696e6mXC5Hv379xKFWAFBa+rWkWp9G07ScQmuSEhPNChsYh46S67FXaGm+jmVCYhICAwPFu6zZ2dnYu3cPpk2bKlkfddq0qfjd1MnQarW4erXBI9axVPXvj+EhTcvN/Ol4KKYPqpM8Jv9rw/9bmrPpDlg1nBzNk8Ovt5KG35sOOWbTnN9b6OnbcuBureDV3y6rMbzryRZfw93DLzkOh0C7kG1fXHR2E2zms4N1ZttsvQzS3r17EBv7BABD0PxL3naLC3nHxcVJyq5fvdoAP78uksfo9Y3iWpfWFgO/erUBs2bNsjqJ/43VqzFi5Ah06dJZsj0qKkqs7ggAx48fx+DB4QCaeszaOjzKGEBMXbpUJx6bXIe9Q4vpOpZhYWGSIUYhIcFoaGgwm78mk/khuN8A1NRUo6SkRKw8WlNTDb2+EXp94921/BRITknFkbsFXYzPNTr8f3/H0KFDxe8rKiqwYP58PDtjhtW71+HhEUhKeg5TpkyFn18Xcb1Ca79vHZG6r7/FJWgy9z+ENydfs9lxHMkVw29FRYVdhujpdDqzofqCIKC8vMzsn6cMEXRFDL/mtFotBEGQbDOerxUVFU5qVds5N/y2Puf31vW6uwWvWg6/njjsub3sdf01sjQdr7y8DBpNidnvgDtjDzDZhSOWQTpSekRSOc40AGzcuAHBwX3EoRfGfcag++yMGZLX+vjjT9C9R/cWe66MF1RL8yiNQ5zq682Xv1CpQnHq1D8kFyxje9atXYP0jPQWFz8vLy9DSUnTBcm43uCUKVOhUCgQHx9v9bkdkbqvP77W/kr8Pn3EKSQ+alj647mt0v9+f5lwym2HlNqTvUNL83Usp8T/VnKsyrNnMTRymDiqwThqQK9vRM25MwgNVZmd6+68jiVgOG//9s0N7JknrZqyv8pwQ8pYwdmduGL4NRbPMaxBabubF8ZRNMZlPbZs2YLXX/8jzp+vkSzDBACnTv0DO3futOnNEzJg+DVnqTq9ceRVzLgYFBYWtrh0kStYkZmBqzd/RlqBDwDbdka0pG0Fr/xaLXjF8Gtgr+uvUUFBAXZ/9JHkb3l2djYuX65DZGQkcnNykZ6R7hHvMQMwua0fdDqLwdE4F/j11/8o2W46RLP5nJzdH30kmbeo1WrFu2CdO3dpc8gMCDBvj0zmhwcUCghCA6qqKhEZGQnAcKEJDApCeHgEdBZ6do169eqNiIgIcWi18WuZTNamNrXX//ztn9i3oJP4fe9eIQCqcfFSHQThJ+Q+a7gD2L3TDYZfCxwRWkzXsQSAWc+nYO2ateIc4Os3bmD8+KcMPb7BfSTro06eOtNixUV3Xcfy9u3biNg0CI8q/42arO/N9u86+xCeHGrhiS7OmeFXq9Vi7949Zr35xg9H9rDlLzlYu+4tcSh+WtoCcZ1p0/NleeYyzJkzxyWLqrg7hl9z1qrTFxYWitX1k5Kew5T431pcvsZVXL35M4qnObZyfdKhBDwddsbq/rYWvBrQzTPW+W0rZ1x/jaszNC9QqdVqUVVZKd5E79mzF3Zs3+4R7zMDsB1tXmu9NyRyUE/cPvVfkm1cBune6PWNWJm9EgDw+ut/lPQOVFRU4LVVq/DsjBlm4Ver1eJ6fa2k4M/Vqw1oaGh/j5GlHmBTxqVjAIgXsqTERACGQG9pjq9p6fo333zTrvMrj1YDQYGBiA01DRKG4H30X10xe8yPiA1teeF6b+ao0NJ8Hcu4uDgMHDgQNTXVZmsCrlz1GsrLy1BfX49lmZlWC1K44zqWAKD97jsAwJQnBLG31/TmzN++ueF2w5+d3fN79WqDxboEP/zwL7y9YYPk3GuJtboJs2bNMvu5TMOvNRpNCa7fuGHzUS/kXeHX2KNlytpNO2N1+jfeeF2y3fSmjCAI+Pn2Dck6rd7qRH2IYVmwnsNaHemz7divvL7glSXOuP42NDRg4MCBmDRpItauWStuVyqVks+kdXWXEBjkxkspmGAAdiGeVADLEcsgPaBQ4NatpruGK7NXIjAoyOyumU6nw2urVlldC/X06dMYOnKMJDCHh0d06GJqqQcYMIRbudwfR0qPiO17e8MG6PWGohCXLl3E2jVr8cbq1S2+/qBBj7S7Te2hvWpof3D2QwCAJ4d2xuanzxr2XffH19pfWVxvlRwbWpqvYwkY/lBZCxCeuI6lKbk8ABmfNs2JflT5bwwPMZy3Tw7tDGU3855hV+XM8Gtctq2hoQFXLl8RK3Ubq+W2tzppUFBvizUT+lhY6sr0v7tGU4Irl69Ibkoa1742HZVAtuFN4Rcw3LS7fVv6t8vaTbvWzvns7Gx8U3oIk6fO9Poh+SfqQ/DqIRUWRj+EMT1bL3j1a99jFvd5a8ErZ19/lUql1aUSKyoq8O67f8b352uwcdM77WqHq2IAJrtwxDJII0aOwOnTp8Vf2q++LsUDCoXYowoAyzIzceDAfvyg0yE3J1dSLdl4V+vcuW8REtK+tUetsdQDXFFRgUGDHoEgNCBUpRK3WxrC19rwKVsOHbXkZmMDnhwaJIbe4OyHkIr+4vfTB9VhWfQFHK0GRq/5FZS9OrNHGM4JLQkJidi7d49DKi672jqWplT9+7c4tM947roDZ/f82kOvXua9+b6+1kcIGOcCv7F6tSRQGEcmeMr74iq8LfwCQGBgoHjz2aijU4rmzp2L8+cNvWZDhgzxmvewuabw2/LawnU3Zej60/c4ebba4n4WvLKt9l5/rVEqg7FkyVIcOLAfSxYvNhup6I4YgF0Il0Fqn6ioKOzYvh1xcXFQqUKRb+EXUi73R0JComTIZnMJCYntuiCoVKH4wx9WWNw3d+5cs9cqLf0asbFPQCaTITnZfH1UwBB8396woc1tsKS9P4cliY8CiWgKDIVJ3+OZvIeAp6VBYngIsGJKD+w664/YUPcJGPbgrNDiretYeipXCL9qdRTU6iiUl5fh3Llz93x+abU1eG3VKrPt1kbj5OW9j+IDxXhj9Wqzm4ElJRpMmjz5ntpDUt4YfgHglVdW4MrlK5Jt3Xt0b9cNZr2+ETKZH+RyOeRyOWLGxaCkpMSr3kdTB74PaTX8nr7wC3zwjR+Gd72FPr7WX8tbw6+zr7/WCIJwd3UIPyQlPYc9uz9y6fnubcUA7EK2fXHRYwLwZwfrzHqBbb0MUnh4BHZs3w6tVgulUmm1Il5rw5LaW0xFJvOz+prNX0sQBBw/ftxsTrIt2mHr5wOG9VIHBEGcP3nldtOSTq8dDJIsL6O97g9lF/errGtLrhBayP252nnUqZMPevQwH8XTXmFhYW3uKcjLex/Hjx83m3tuVHbiOBJNRvfQvfHW8AvYZiRVasoLkmq41dU1NhtJ5o4yfq0FfHpZ3W8Iv/5W5/wC3lnwyhJnXH+tMRaBM76OIAiob7jmEfPdGYDJLhyxDBIA/L+583D48OEOzRt0hJMnyzFr1iy3mRt0/mYQMvN+KVbTzfi0L2aPMRQLMcz9DRKHQP/P3/6Jwxnmc729hauFFmv0+kZx+OjgweFiuLA016dXr95uf1fX3bjieRQWFubQJV0EQUBeXj4eUCjwyitNo2uMxVqMH7pc9Trvbrw5/NrKszNmSCrvV1VWIiNjkbOb5VAn6g13yof0udNi+AWAz771a7Hg1dErSqQObnk0mTeEX8Dx19+WqNVRKCwsRHZ2NkJCglF8oBhz5sxxm8+0LWEAJrdmj3VwbckR8zNtydDDGyQWwZo9pk7s9S1M+h6bT/ZHcLbhsrFvgYDhId4ZgF0xtFhiXPorVKVCQIA/Nry9Xmxz87VVa86dweSpMx02rJrc5zxqbllmpk17AHx9ffDmm+vMthuLtfj6+mDTpk02O543Y/jtmObV6ZtX3s/IWOQRoaCtjHN+Vz11pdVlhdtS8Op3ytIWX8Nbwm9b2Pr6a0qlCsWyzEzJtvXr3xaXBX01O9tjbkQyALsQLoNErmBZ9AUsizbfPjwEhsq6Tzu+Ta7EnULL3r17MGLkCLF6ZESEIfiuX/+2ZBhgeXkZ1q5Zi2nTrM+VJ9typ/OoOVtX/pbJ/Fp8D2QyP5sf0xsx/HacpQ/9LVXetyfjXHnT4a3Z2dnI2bwZAJCSmmrXHkTT8DughRVxrly+grqbMmhbKXj1O2UplN2sT6di+JWy57XQ2rXW3Tpz2oIB2IV4yvxfwDHLILVHRUWFZNmDPn2CIZfLodc3orKySvJYlSrUq+7kUtu5Smhp6zqWEyZMNKt22pxe34i1a9YiPSOd572DuMp5RN6F4df9bdy4AYsWpePZ6dPFbQUFBdi1cwfKysvh6+uDR0c+ipCQYLuN5jnwfQiu3vwZ8woNS8/NGX0N8UN+Am5dQsGZIPz5sPGzrA5nfnEUvr+w/loMv+QsDMBkF45YBqmt9PpGzJ07V7KG7qxZsyCXy1FaegS5ObmSBdv/8IcVDAJkxpVCS1vXsTQtJiQIAnJzcpGcIq1EvmPHToSqVE7/mbyJq5xH1D4B/l0Rs+NxZzejQ7r53s9zzs1lZ2ejpKQEWVlZqKqsFLc/8sgj2Lhpk3i9j4gYgurqGru1I2OQBhmDmm28ez82/qEaxE8zfB2z43H4/uIWLGkqeGV5P8DwS/bFAOxCuAySfWi1NRg06BGLlR+1Wi1ixsVw3iO1yJXCL9D+dSyNc4FHjBxhNpSp+EAx0jPS7dJOR+jme79bhRIGEfe1q+Cvzm4CebGMjEXIyspCXt77kgAcFhaGsLAwlJeXYffuPSgrO4FXs7Pt1o41p9TIGKTp0HPP3wyC9ro/C16R0zEAuxAug9Q+SRaWxLAUZv/5z3+iR4+eKCgowI0b16FWR4nzdirPnoWqf3/k5b2Pzp27YPz4p9j7SxKuFn6B9q1jWVFRgddWrcKzM2aYredrrATtKj9XRxTu3e/sJhC1i06nw582bURNzXkEB/fBovQMyOVyFBQU4PTp02aPd5WKsORcrX02qar6Frf0NyEI9Th9+rTd5id/evpX5j3AbXD+ZhCOXhvMglfkEhiAyS4csQzSG6tXm22z1At27ty3qKqsxLBhw3DjxnX8fl6qeGGtqDgDABj9H7/BsWPHsPujj7A55z2GYALgmuEXaPs6ljqdDsszX8L8BWkWi1icOHECI0aOsHXziMgKvb4Rj44ciZTUVCSnJKOwsBDRUWqUlZ80e+yunTvQq3cgAzC1SXx8POLj4zE0chheWrrE7Iano92+fVv82jT8cs4vuQIGYHJbly5dNNvWq5d5Je2EhEQkJCRK5kPu2L4d4eERWLvuLfEuaVxcHJISE1FaesQjK95R+7hq+G2P3NxcAEBhYSEKCwsBSItlVVfXYNiwYU5rnzMIgoB1a9egpuY8uvfojiVLlkKhULD3jRyisrIKqv79xfNKrY5CcJ8+0Gq1YoABDKMzcjZvxsGSjg01Je+Rl/c+AIij30JDH4Yg1DuzSWb6+F6AqsdNhl9yGQzALoTLILVP83VMAWDMGLXFdYF9fZuGXyuVShw/fhx6fSP8/aVrqYWqVLh0qa7508nLeEL4BQzFsiZNmijZZlosKzEx0ex3wNNFR6nx2NixSE5Jxv5PP8WTT8Ra7H07cOAAAAZgsq3w8AgUFxeL32u1WlyorZWsMQsAiQkJWLlqpeTGLZElnTt3wcK0NAwZMgTduvlj7tx5eCb+Gbsdb/HQr9r1eF8//7vBl+GXXAcDsAvxlPm/gGOWQWrrMNBXXlmB2NgnxOFAZWVliIyMxM2bt/B80nT8JW+7uCRSVWUlpk7lWqjezFPCL9D6eoGesqB9WxnnPBuvHWp1FPLy8qHRlEh63yoqKpCzeTO+Lm15rhrRvdDpdJg0cQKysrIk024KCgogCPUszkgWKZVKxIyLEb+Pj4/HjRvXMXfuPDTUC5gydZpdb9zFht5o82MPXerPglfkkhiAyS4sLYP0TkofJ7QEmD17Dl5btQrnzn2L2gsXcP3GDbz++h8hk/lh8tSZYnXcI6VHEDMuxq6LjJNr86TwS+bCwyMkvb06nQ4XamsRGqqSPC41NRUZizOgUCgc3UTyElqtFpMmTsCECRPMwsqf//xnZCzOcFLLyNWp1VFm07SSkp5z6A2TFw9Go/Ji0wK/a2O/xZCAasm+Tp2A2JALLb4Owy85CwOwC/HUZZBq63zwVOgvgQd9nXL8sLAwbM55D5WVVejUyUcScJOSnsO4cbG4dOkipkyZyg+8Xozh17vo9Y2YPn06FmekS37vNZoSaL/7DinN1ksmshWNpgQJMw1DnJuHFr2+ERqNBvn5+U5qHVHr3ok+2Oq+mB2Pc84vuaz7nd0AarLtC/OiTu7qs4OGebS1dT7I2ev8ObUymR/CwyMs9u4qFAqEh0cw/Hoxhl/votPp8OjIRxEZORQrV70m2Zebk4uU1FRWgie7EAQBCTMTkLE4A2p1FLRaLbRarbi/tPQIggID+feIPBrDLzkbAzDZxaenfyWG3+X/1dVpvb9ErWH49S4VFRV4dORIJKekWKwj8OH27awDQHazdWs+LtTWYtGidKhUKvGfMQRrtVqo+vd3ciuJ7Ifhl1wBAzDZjTH8Rg4ynw9M5AoYfr2LIAiIHTcOKampmDBhotj7ptc3AjAUyQoKDGQdALKbefPm4/bt22b/jAXpkpKek1SJJvIkDL/kKjgH2IWYLoO0ZlMFPj39K/H7RdN646norm6zb8ZjvfH8aOfN+yVqDcOv99m7dw8u1NYiOzsb2dnZ4vbi4gNQq6NQVfUtlH37OrGFRESeieGXXMl9d+7cudPSA2JiYlD8Tj9HtYds6PipOkMBqmjLhbXWbKpAxlzn9XTEvHgOq1+0vAbp4ncaeBfcAWJiYlA87TNnN8NhYnY8jtcf/Yzhl4iIvIYz/tYb/94CDL/kejgE2kMdP1WHyQtK8dd9xy3uf3FFJTLf/dLBrSJyPoZfIiIix2D4JVfEAOyBCraewKhn91rcd/xUHSKmHMa+Q986uFVEroHhl4iIyP4YfslVcQ6wB1r43z9g96YpFnt/PztYh4To7ng8WmU1JJP3CPDvipgdjzu7GQ7Tzfd+hl8iIiIHYPglV8UA7IFqPosDAPx1n/k+45zf46ecvzYvOd+ugr86uwlERERkR91873f4ze5uvvcz/JLLYgAmIiIiIvJQhXv3O7sJRC6Fc4CJiIiIiIjIKzAAExERERGRGa1WC61WK9kmCAIKCgqg0ZQ4qVVE94YBmIiIiIiIJARBwKSJEyRBt7y8DBHh4Th0SIP1a1ZBrVY7sYVEHcMATEREREREoqKiIkSEh0MQ6iXb165Zi5TUVKxf/zYK9+5HQ72AoqIiJ7WSqGMYgD3Y5rVR2Lw2yuK+yEE9cfvUfzm4ReTtgvv0QadOncR/2dnZAAx3lE23d+rUyWzIFRERETnG4f/7O7Z+sBXR0dGS7Xn5+cjKygIA6PWNEIR6PPTQg85oIlGHsQo0ETmEIAi4UFuL27dvm+0rKSnBs9OnIy8/3wktIyIiIlMrV70GAMjNybW4Py1tAQoLChEdHc2ljsjtsAeYiBzi5MlyjBo1CoIgmPXunjt3DiNGjoBOp4MgCE5qIREREbXFkiVLsfWDrTh48CDy8t53dnOI2oUBmIgcoqysDNrvvkN0lBrqMWMQET4YOp0OAHD8+DdYs3oNpk+fjojwcCQlJjq5tURERNScXt8Ivb4RCoUCanUUMhZnIC+Po7fIvTAAE5FD9Ov3MFauWomy8pOoOX8eERFDsGTxYgDAuHHjsP/AAWg0GpSVl+PgwYMoKChwcouJiIjIVGzsk9ixY6f4fe2FC3hAoXBii4jaj3OAicgh4uLiJN8npyQjYWYCAIgFNQBALpcjOjoap0+fRnx8vEPbSERERNYtXboUs194AdXVNbh8uQ6FBYXQHDrk7GYRtQt7gInIIdLSFkh6dbVaLZR9+0IQBKjVasnc3+v1tQgI8HdGM4mIiOiuZZmZGDcuVvw+Li4OmkOHEBDgj8jISJSVl0OpVDqxhUTtxx5gInKIyMhILExLE79fnrkcWz/YCrlcjk6dOiEleRbmL0hDSYkGR0+cwV/ytjuxtURERBQWFma2TalUYt68+U5oDZFtMAATkUMkJT2Hnj174cNt29C9R3ds/WAr1GrDOtX79u3BmjXrkJuTi+49uuPr0lLI5XInt5iIiIiIPA0DMLmc2jofdPPl6HxPFBcXZzYXGABkMj/JPGAiIiIiIntgACaX8s0ZH3xy/CZeW7PB2U0hIiIiIiIPwwBMLmPXQT98LwA5uVs4/JWIiIiIiGyO40zJJeTuuoLG+7tjc857DL9ERERERGQXDMDkVLV1Pnjtg5+hGDAW69e/DZnMz9lNIiIiIiIiD8Uh0ORUOXvr8Fjs0yynT0REREREdtdqAA7w74qYF885oi3kZbr53o9F81PwH+OmOrspRERERETkBe67c+fOHWc3goiIiIiIiMjeOAfYjrKzsxHcpw+C+/RBRPhgaDQlAAC9vhFT4n8r7psS/1vo9Y3Q6XTiNtN/GzdySSAiIiIiIqJ7xQBsJxpNCXI2b8bXpaWoOX8ei9LTkTAzAQCwdOlL8PPrgprz51Fz/jz8/LpgZfZKKBQKaA4dEv+9tX49AGDKFA4RJiIiIiIiulcsgmUnAQEBeGv9eigUCgDAhAkTkZycAgCIjIzEkCFDxMeOGDkCJQe/AAAolUoAhl7ihWlpePe998TXICIiIiIioo7jHGAHWZ65DF99XYri4mKzfRHhg5GckiKphJydnY1vSg+hcO9+RzaTiIiIiIjIYzEAO8DGjRuwZvUaaA4dEnt4AUMvb8LMmQCAXQV/lWxXhfbH1g+2Qq2Ocnh7iYiIiIiIPBHnANvZ8sxlyM3JMQu/Op0OsbFPws+viyT8AsDHH38CAAy/RERERERENsQAbEdJiYnQHPo7DpZozMLvk0/EYty4ccjLzzd73qFDGiQlJTqyqURERERERB6PRbDspKCgAB9u345169Zi79494vakpOcwb+6LAICQkGDk5b0PAOjZsxfi4uIAAF98/jle/sMKxzeaiIiIiIjIgzEA28mNG9fx7PTpOFJ6RLI9Kek5PNQnGH5+XVB8oKkgVqhKJQbgx8aOxSOPPOLQ9hIREREREXk6FsEiIiIiIiIir8A5wEREREREROQVGICJiIiIiIjIKzAAExERERERkVdgACYiIiIiIiKvwABMREREREREXoEBmIiIiIiIiLwCAzARERERERF5hV86uwFERERERPfs1FvA4d87uxUd0zUYGJwGDFro7JZ0HN9/chP33blz546zG0FEREREdE823+fsFtybrsHAjGpnt6Lj+P6Tm+AQaCIiIiIiZ7tW4+wWeDe+/16DQ6CJiIiIyLOkutEAR3fvObWE7z+5MPYAExERERERkVdgACYiIiIiIiKvwABMREREREREXoEBmIiIiIiIiLwCAzARERERERF5BQZgIiIiIiIi8goMwEREREREROQVGICJiIiIiIjIKzAAExERERERkVdgACYiIiIiIiKv8EtnN4CIiIiIyOVc1wLavwKXvgGE04Ztty4Z/t+nFyAfCPQaCih/C3RROq+dnorvP9nJfXfu3Lnj7EYQEREREd2Tzfc1fZ16Dx9vT70FVH4A1B1r+3N6DgNUM6F/+AXIZH7tO56t2u1sfP/JTXAINBERERGRrgQoHA4c/n37whdgePzh30OW19kQ4Kj9+P6Tg3AINBERERF5ty+SgKp88+2hiYZhtj0iga4hTduvVQOXjxuG5zZ/3uHfAyfXA9F5gCLKvu32FHz/yYE4BJqIiIiI3F8HhrLq9Y2QfTnbPESNfrPNw2n1+kbIvn3P8rDd0W8CgxbavN0uie8/uQkOgSYiIiIiryQrUkvDV2gi9Ek3gEEL2zyXVCbzM4SsZ44aApepw7/nkNwW8P0nZ2AAJiIiIiLvc+otaY/h6DeBx/LaX0TJ1KCFwO++MxRlMmIIs4zvPzkJAzAREREReRddiSEYGbVlqGxbdVFCH6cxD2HXtbZ5fU/A95+ciAGYiIiIiLzLl4uavu45zHbh6y6ZzM88hO2fYtNjuDW+/+REDMBERERE5D10JdKht7G77HIYmcxP+tp1xwzH9nZ8/8nJGICJiIiIyHuY9j6GJgJdlPY7Vhel4RiWjojyIE8AACAASURBVO2t+P6TkzEAExERkV1ptVqkpS1ARPhgBPfpgynxv4VGY5+emKKiIiQlJrb+wHug0+mgVqvtegyyD72+Udr7OOJV+x/U9Bh1x7x6Lirff3IFDMBERERkNxpNCVQqFa5cvoI/vv4Gtn6wFWFhAxATMw4bN26w+fHq6i7h4MGDNn9dUzKZDMqQELseg+xD9u17Td/0HGbf3kejLkrpXFTtX+1/TBfF959cwS+d3QAiIiLyXAkzE7A4Ix0rV70mblOro6Dq3x/JySmYMGEi/P39odfroVAoxMfo9Y0QhAZxmyAIOHmyHMHBIVAqmz4063Q6yOX+qKysQq9evS22QafToaqq0uy5Wq0WSqUSFRUVuH37FsLDI8R9giAAAHx9fVBaegSDB4dDLpcDAORyOV7Nzpa8vkKhQHl5GQBIXsf4s5SWHkFwcAiCgnpLfi5ysEvfNH2tmum446pmNvV8mrbB2/D9JxfAHmAiIiKyC42mBBdqa7EoPcNsX1LScwgKDER+fj4+//xzPDpypGR/asoLeOON1wEAGzduQGBgIJYvz4J6zBjJEOfp06cjNeUFDB8+Ak8+ESt5Db2+ETExMXh05EgsX54FlUqFmJgYcb9KpcKU+N9i+rSpmDt3HiLCB0OrNQyP3LRpE6ZOnQpVaH+sX7MKgYGBYo+1VquFSqUSv3505EjExMQgMSEBT49/GhHhg8UArdGUQBXaH/PmzoV6zBjExj5p9rOSAwmnm77uEem445oey7QN3obvP7kABmAiIiKyi7KyMgQFBoo9p81FR0ejqrIS48c/BQDivGC9vhEfbt+OWbNmoby8DIsWpePo0SPQaDSorDqLsrITkuHT2upqXL1aj4MlGsnr79ixE5cu1qLm/HloNBpUV1dDo9GIPbUA4OfXBWXlJ6HRaBARMQTpi5qWY9FoNPi6tBSFe/fj6NEjWLQoHTqdzuznuFBbi6SkRJSVn0Rl1VkIQj327t0DAJg3dy5SUlNRVn4SNefPo6e/rIPvJtnErUtNX3d14DB202OZtsHb8P0nF8AATERERE4lk/nhmfhnkJuTC8AQXAeE9Ud4eAR2796DAWH9UV9fD42mBKWlRxARMQS7d+8Rnz916hTIZH5mQTsp6TmUlZ+EIAjQaEqwa9dOAEB9fb34mPSMdPHr5JRk7Nn7sfj9s9Oni0OVw8MjMCCsPw4c2G/xZ5g2bar4syj79kV1dQ20Wi3OVJzF3Llzm44xJ61D7xHZyLWapq8dMf+UpPj+280f8Ufc56b/i0AE/oa/Oey94hxgIiIisot+/R7Ghdpa6PWNhjU5mykrO4EpU6cBAGbNmoXhw0dgc857yMvLR3JKCgDg8uU6CEK9GI6NoqKixK/9/f0tHr+iogLTp03FmYqzUKvVGPWo+dDjbt2anhscLO2RCr07zFk8ToAc1dU1sMTSz1dTUw0AkmDepUtni88nIroXy7DM2U3osHKU4yk8hTu445DjMQATERGRXYwdG42gwECsWbMOWVlZkn0aTQnOVJzFpEkTATT1sObk5EKj0WDnTkNvbb9+/SCXByAvP198rukQ5pYsz3wJoaEPo6z8JADD0OrVa9ZKHlNTUy0Wxjp27BiCAgPFfVWVlZLHar/7DgMHDmzTsQFg8OBwsb3GwljGOcZEROQcDMDkEOXlZXj1lRWob7hm92M9oFBIPigREZFzyGR+ePe99zB58mTc0t9EQmISZDIZNJoSJCenYHFGuqRicnJKChYtSsfECePFXtMpU6Zi0aJ0bNy4AfPmzYdWq8XT459GxuIMs2rLLdHrG7F06Utm2199NRs7d4ZDr9fj1VdWICmpqcDWh9u3IzklGWp1FLLvVn0eP/4pXLhwsU3HlMvleHb6dMydOw+bNm1EfX09lmcub3ObyQ66BjcNw72uddww3GvVTV/79HLMMV0R33+HcFRPqi3ch/scfkwGYLK7iooKvPrKCqyIqcOgwJt2O86pWl+8XOSLHywUKCEiIueIi4tDcfEBvPpqttj7OmrUKOTm5iAp6TnJYxMSErFm9RrMej5F3KZQKFBcfADLl2dh0aJ0BAUGIikpEfPmzQcAKENC0LlzF/HxnTt3gbJvXwDAylV/RGpqKjp16oSgwEBkLM7AxAnjodVqoVYbhlA/oFAgIjwcF2pr8eKLc5ot16TG8uVZ+OqrrzBq1CjsP3AAMpkffHx8xJ5i06+NlCEhCAgwDK3enPMeli59CYkJCegXokBKaipyNm+2yXtLHeDTqymAXat2XAC7fLzpa3nbRxF4HL7/5AIYgMmujD2/jgq/s8MOY/U3o+x2HCIiaj+1OgrFxVGtPk4ul6Pm/HmLz9doNBaeAbMRP/Hx8YiPjwcAhIWFmT3PGJyNklOSrY4asjaiSKFQiO00/dpSm1Zmr8SSJUuxfv3bAAxLOqn697d4PHIA+cCm9WAvHwcUrZ+XNmG69myvoY45pivi+08ugAGY7MbRPb+zww6je6cbdjsOERFRe50uP4rp06cjOfl5NDQ0YNGidGzbts3ZzfJevYYCVXdvUJiGInurMrmR4sj1b10N339yAVwGieyivLwMyzNfcvnwW15ehoKCAmg0JdDrGy0+Rq9vhEZTgry89y0WXhEEweK6kEBTsROdTgdBEKy+vrXnExGR/WRlZZlVfjaKilJj0uTJ93yM/935EaZOnYLiA8U4d+4ciosPiD3U5ATK3zZ9XeWgeiG6kqavuwY7rtfTFfH9JxfAHmCyOXfo+TVdGmPUqFHQfvcdAODd995DXFyc+Li8vPeRnJyCoMBAKPv2hfa77yCXByB/61ax+MqmTZuQnZ2Njz76SPJcrVYLlUqFyspK5OfnY9fOHWIlUlNLl76E78/XYFfBXzvyNhARUQc1r0xtyjhH+F7JZH5mw67JiboogZ7DmobhnnoLGLTQvsf8clHT10FeHr74/pMLYA8w2VR5eRmWZcx36fArCAJix43DY2PH4urVemg0GtScP4+U1FRMnjxZ7I0tKipCcnIKcnNzUHP+PDQaDSqrzuKxsWMxfPgIs17b2S+8YLWXNzExEWcqzpr1IOv1jSgsKJQUfCEiIiI7Us1s+vrkevseS1fSFPYAYMSr9j2eO+D7T07GAEw2U15ehhWZGVgY3eiQ8DtzaEOHhj1v2rQJALB+/duQyfzE7VlZWXh2+nRUVRnWfXxp6RIszkiXVCmVyfywfv3bGBDWH2+88bq4fdSoUZDLA5CSPMviMZVKJdRqNbZs2SLZ/vHHnwCApOeYiIiI7Mi0x/FajaEX0g70+kZp72NoouOqHrsyvv/kZBwCTTZhGn7H9NXb7Tim4Tfkp9IOvUZJSQmio6Mt7jNW7hQEAWcqzmLj3bDc3JSp07Br5w7JtvytWzF8+AgUFBRYnN81Z84cLExLEyuBAsAH//MeUlJTO/RzkOO40jrWRUVFOHbsGAIC/BEREWFxmKYgCNi7dw+qq2sQEOCPKVOmQqFQiPt1Oh0OHNiPCRMmimutGhUUFGD06NG4dOkiqqq+tXguG19/2rSpkptIRJao1Wr07tXD4jSPpMREaKurrVZ47gidTofp06dLtilDQjBi5AizocgaTQk2vL0epaVHIZcH4LGxY5GWthBKpfRDsiAIeOWVFfji888hCPUYPmQAkuekSW5eGtcJbmlYNbmQ0W8Ch39v+PrkesPcVBuHI9mXs9n7aA3ff3IiBmC6Z+4UfgHg9u3bCFWpWnxMQ0MDAFgtjhISEowzFWcl28LDI7Bu3VosTEvD2LFjzZ4zfvxTmDFjBjSaEqjVURAEAfs+PYg3N3I9SFfmKutYG+etC0K9eANn0aJ0vPjiHMlNlaKiIkyePBmjRo2CMiQEP+h0WLQoHVlZWeIH86qqSiQnp+DZ6cVmYXthWhq2frAVADBjxgxUV1dLwjMAbN2aj9wc8zVciSz56quvABj+VhhrJwCGoPrh9u02P96tW7fw1VdfYd26tfD3N6zFW11dgzWr1+BI6RHxnN+4cQMWLUrH4ox0zF+QhuvXb+DDbdugUqlQXHxAvLmk1WqhHjMGqv798cfX30CXLp1RVlaGyZMnS37/qiorbf6zkP3oH34BssoPDAHpWg2wfwr0cRrb3dQ79Za0yNPoN9n7aILvPzkTAzDdE3cLvwDQqVMnXL5c1+JjfHx8AABXrzZY3N/Q0ICgwECz7fPmzcfOnbuQkjwLa9dJh/TIZH548cU5yM3JhVodha1b86FWq816Gsh1uNI61tOnTUVo6MOSXrRlmZkIDw9HZGQkkpKeQ3m54UN5bq40nGo0JYiJGYeQkGDJ9g+3b8ezM2ZYHIKvVkdhQFh/5ObmmvVo5ebkIDmF89ap7dRqNXZs3y4JwLm5uRgQ1t/sZqIgCDh5shwBAQHi4/X6Rly4cFFyvRQEAXq93uwGjdGECRMljx84cCBmzJiBtzdsEJcjal68MC4uDt17dEfCzARxbd+kpCSMHDlc8runVkchIiICMTHj8Mwzz9isYBY5jkzmB/x6HbD37oiwumOQFaltE8K+SJKGr9BE+xd6cjN8/8mZOAeYOkyn0zkk/J65AJuFXwCIiorCF59/bnHflPjfYuPGDVAoFAgKDERJSYnFx32xf5/VYdSbN2/Gnr0fY+/ePWb7Zs2ahQ+3b4de34jcnBzMmTOn4z8I2ZUrVTMvKirCmYqzyMmVziEPCwtDbm6O+CF/7Zq1mDhhvFnPrFodhcUZ6Vi3dq1ke1ZWVovF25JTUsyG+peXl+FMxVkkJCS26+ck75aUlIi8POlog107d2DK1GmSbcszlyEiPBzLl2fh6fFPI7hPH3E5uUkTJyAtbQEAw9+fiPBw7Nq1s81t8PX1Fb/Oz8/HgLD+Fm/+LFmyFBdqa6HRlECn0+Grr77Cy39YYfY4tToKarUauTm5bW4DuRhFlKFn0OhuCMN1bcde77rWPHz1HAY8lndv7fRUfP/JSRiAqUN0Oh2WLF5s9/B7/fb9yPyku83CLwAkJycb5vdu3CDZXlBQgD17P0ZUlOFOfsbiDCxalG5WuTkv733s+/Qg0jPSLb5+WFgY1q1bi0WLzPeHh0dgQFh/rFmzDoJQj/Hjn7LJz0S25WrrWB/+v79jQFh/s/m6AJCU9JzY+3Tw4EFERT9m8TVin3gCZyrOSsJuVlYW5PIALJhveYmWKVOmmlUv37F9OyZOGG+xLUTWGM9R47mk1WohCPWIilKLj9FqtVi9Zi2+Li0Vq/PL5QHYu3cPZDI/5G/dinfe+TM0mhIkJiYiOjq6xeWFamqqodVqodVqUVRUhJeWLrlbsFCOqspKREQMsfg84w3QsrIysSiiShVq8bGjHh0JbXV1h94TchGDFpqFMPxvX+DUW4YiSm2g1zcahtz+b1/znsdnjtq4wR6G7z85AYdAU7tptVq8nJWFlCHf2b3nN/OTAJuGX8Dw4Wbbtm2YMWMGdu7chcjIoag5dwb7Pj2IdevWikPu5s2bj9oLFzB8+AhMnDAeD/UJxqlT/4BGo8G2bdskQ/maMw6FNs59M5WckiLO3WQBIdfjSj2/RjU15+Ef0HrgvFBbK855bM44n904v93IWLzN0lBohUKBiRPGS4au5uXl49333mu1LUTNRUdHi+dSfn4+kpKkowiUSiVu374Nvb4R5eVlOHHiBAShHvX1hnM2PDwCWVlZiIkZh6DAQOzbZz7KxlRMzDjx66DAQERHR+ON1as71HZr12ofma/F7eRmBi0EekQ2DccFgMO/h+zw7w0hKux5oGsI9L/sDZnMD3p9I2Q/XgSuVQMVf4GsykLhwtBE9jy2Fd9/cjAGYGoXnU7nkPBr6Pm1ffg1io+PR3V1NXbt2on6+gb06/c03ty42Ww+7spVryEhMQkHDuxHfX0DJk2aiJ07d0p6vyZNmohhw4aZHSMvLw8aTQmCgnpLtickJMLf3x/jxsXa/Oeie2Oc0/5q3E2XCb8AEKpSoazshMV9en2j+OE8KDDQLOAa1dQYeqmaB2RjqJj9wgsoKy83e96s51Mw+4UXsHLVaygqKgLAZbuoY5JTkpEwMwErV72GXTt3IH/rVtTX14v79fpGJMyciT17P8aAsP4We2gnTZqI7OxsjBw5vNUbiJWVlVZrLISqVGbD+03bcaG2Fv36PYzevQ21HpoX8DKqqqyEMsRysURyM4oo4HffAfunSCsHV+WLvYqyu5tk5s9u0nOYYW6rgvPC24XvPzkQA7CbKigowOnTpxEVpZYU3xAEAVu35othzdIfbI3GMK+1vUU73L3ntzmFQtHi8DmjsP/P3ttHRVnn//+Pdr9HRzRhvAnYEsZjIFoO3pL5+TiYX3DL8ibRNRXonALbWm9oE2+hLNDyLm/gY5vQnq+gqSmuZWErHBfG/ZiBqUN+FOHDrxF3G0ltoBBHz7b+/hivC4aZgeHumgHeDw/Hmev2PW/ezHU9r/fr9XyFhBASEuJ0vVYb6rCfNRqNw5svtVot3HM9ENs61soYuvX7xbU61uHhOlJSUjCZTHaGPytXrqKy4hKHjx5nVtQsDh485HBcHz582GkYdXJyMocOfuIwFFoSu3p9Ifv37RNluwStRrrmZGXtBqzfndL1CCAjI5OiojNUVVXJ41Sn09kcIyY6mtdee5XDOYedlpxzBUlIS678Ddm0aQt+vr5MnjwJlcqL8ePHs3nTZjvHdKPRyP4DB9i3b1+r2iDwQPporCGzF7aC5FDsKgPGQPACYbbUFkT/ewQWSx0FKj3nOMeF+/8a8/j9f6MYxdM87YZWtg0hgDshsTEx1FZXMXPOApKSkomMjCQ5ORmLpY5J4TqemjyZIUOG8Nyzz7Fn7x6bi7vRaCQiwrp9SwRwV5n5FQgc4elu5jpdOOPHjycmJsYmAkGvL2Tnzg/kG/CEhNcJDg4mJSXFxrk5JyeHnTs/4MiRI07PIYVCOyI2NobMjEz2HzjAFZHvKGgDs6JmkbQmyaUHKVlZuzl9+jSRkdZQZskAa9u27UycqHNapssVtNpQlicuIyIikszMDHS6cCwWC3uys9i4aTNHjhyRZ5jT09Pkv41licvo29ebb775htcTEnhh7lwbEf69yWQj6gGCgoJb1UaBG3n8detPrRGMf7GKMbAVZAPuR34FL+iQGrbdGtH/buFLviSbbD5WfdzstiXYRozNZz5rWUsQjv0SPA0hgDsZJpMJ45UrHD/+JSqVFxqNhugF0SQnJ1NUVAxgUxNUKrkjERsby7CQoS06p1Izvye/U/H2MRWvTqhhSJ8qIJB3Tgbz0+1/y9ssH3XapZBRgcBVlBK/Oed/zQenejY7vp1x4MAB5s6di6+vL+PHj6em2syl0sskJyfLN+AajYb8/DyiF0STsWsXmsGD5e0yMzOaDF2WQqFTUlLs1sXFLyQ4OBidTidu5AUtxs/XVy4tN2vWLA7nHCYmJsZmPUB8fByFBX/D19cXP19fZkXNIjk5mfKyMkpKDBzOOcznX3wOWNNYXpg7lxXLl9vNzPbs2dPmnM5IXbeeUaPH8M7ba4mLs5b10ul0NjWAwfq3UVZWxrI3XpeF8LCQoSQuT7SJtggIGERBQQHRC6JtzrN127ZWz1QL3EwfTb0YEyiP6H9F+JIvWcEKO1HbEj6+/0+LlkMc8ngh/MC9e/fuubsRgtaTkpLCuaKTHD56HKPRSHBwMCUlJYSEhDBr2hRGhU2UZ4JSUlK4efMGP978kaDgYLvano6Q3J6VEr/znnqICeoyfnmgF7++Z5uDefHar9l7zpvV2rwmj7Xy6/9Lfn5+h7VV0HVQVvw+6NL4vlFjQa/XN9nm8+fP07t3HyZMmOBUkOr1hRiNRgYMGCiHckpIdVYdRYHo9YWMGKG1C5XW6wsJCAgUdasFAoHnsuuB+tcL23h7K80+Xj8H5ovWZXeuW//vORDUw2HgqPaZfWzPdrsT0f9u5QHqP8c9mv8cFksdL6vi+Rj7GV8tWh7ncWKwPqwcwhB5XQUVAGSTzQUuOBTO61nPKlZ1SLvbAyGAOylGoxHdxIlcq6qyeVqdkLCUnTs/AKxPqAsK9ajVakpKDMRER2Mo+ZbYmBiXBLBSM79SWOiz4wcwQV3mcBtJHIx98FuMtd4sHHHZ6fGEABa4gslk4g8LX1SkjvXiwz6y+HVEw/F94ofHxPgVCASC1tAeQqY1+aeSU3FrjZe6iAAT/e9eWiIkzWYzk9ST2iWUuZxy1rLWTkhr0fK15atmDQvdIYBFHeBOikajofLqVfLz84iIiMRkMpGVtZu/nThBVVUVd+/e5anJk3k5di4WSx0x0dFk79nj8vGVzPn9+JKG+Gmuid9Bva7x/9U90i7nNhqNdjV+O3K/tmA0tq4ovNLt7CwoWcc6u3QYb/zONfE7qNe1DmuLQCAQCJrAVAiHx8KpP7ZMfIHVpfjoJPhbrHXmUtByRP8rRjnlduJ3PvO5bbnFXva2OHw5iCD2spcyytCilZeXUMITqiddruesJCIHuJNhsdRRVlYuuw7rdOEMCxnKuXPnyM/LZ/ac38mhi5IhTlFRMZdKL/Pcs88B1lqhADdv3rDJF5ZQcub340saJj7+C5p/ORYHd2pvUPfPKzzdvye9fn2nXc5rsdTx3HPTKbt8GbXaB7O5muN5eU06PUv7zZ8zkzPnL8n7NTYZ6wik0Pa7d++2aL+kNavRn/x7k+G03ZGuPr4FAoFA0EIubLUKr8ZIzsL9R8ODDcpd/XwFbp61n6mUSvZMKxBleFqC6H/FsFjqmK2abSN+j3HM6uTcZH2p5gkiCAMG3uVdVrMaqBfBBjxrQkYI4E6G0VjJ2LHj5DIRJpOJS6WXGT58OAEBgzCcPytve/HiRYaFDEWnC7cRT02FQCs182vN+e3JvKeaFgffXrY6zranOFi5chV3796l8upVwBo2vmjRombDTjdt2kLFFRNl5ZdRqbxIS9vB4kWLMJR8225taw8sljpWrlzFzp0fMH78eHc3x6PoDuNbIBAIBC3gb7FynVmZCe83nVvaR2MVWJJTcfGbtsc4Osl6DGHe1Dyi/xVlq2q7Y/Hbjki5vw1F8Lu863JOsBIIAdzJCAkJYXniMkK1WiZNmkRBQQFbtmxGo9GQlJzElClPo9Pp0AQGUlBQwJ69LQt7XrzoNZZOuK6o4ZUjrGGhwTz/kH3Jld8PO9Om88+aNYuXXnpJfj969GgO5xwGrEY/BoNBdvY0Go1kZ2ezaNEiZsyYTni4Ts5lGDLkUS6VOs5FloyKAD779AiPDAogIeF12UDIbDaTnp6O4fxZvLz6MC5snI2baG5uLvvvl7Z5Yd48ebnJZCIv77jDc0q1hZ97bjo+3g/y2muvcvbsuZZ3kAJ05TrWbR3fAoFA4KmUlBh45+21VNf83KL9fuPvb+fW7REcHmtfWmfKoZaZKvXRwFNZ1hzUglj4udK6XJrRFCLMOaL/FaWcclmUgtWoqqNq+DYWwatZzWxme4w7tBDAnZDUdeuJi19IZeUVNmzcKLvAqlRe6PV6SkoMVFdXsyvjQ4eJ59t37LBbJonfeY99z8TBv3RY2y9dg60FXsx7ynnO7+elvfnqu56MfdB+ZrWXlzeavjVtaoMknMxmM1999RVbNm8mcXkiYK3XKJWwWLx4CbGxsYwePQq1Wi2HllssdZw4UcCqlSucGomdP3+euLh4pk97liVLEzh8+DC6iRMxlJSgVquZFK4jKOhRXno5nhs3rpO0Jkk+Z05ODvPmzSMzMwOA37/yinzc69d/IDPzI4fnlARwdnY2/v7+DsvZeAJduY51e4zvppCcnXW68Ba5Mbd2v7aQk5PTpEt1U/uJkjFdC5PJxIYN73H27DlGjx7FW2+ttXMZd4TZbObtt9fK+zV8iChQHkn8ro24weO+t5vfgXqTy+9Npg5uXSv4W6yt+AqKsQqp1uIfDtMK4fjs+uMKEeYc0f+Ks5a18mst2g6fkV3FKvazX55xXsta9rK3Q8/pKkIAd1I0Go3TGwFHs2YNaXzj0VD8Ro3sOPFbe/dXfFj2JM+Ov97kzJgkDhobAt3+pSe+qn+1W3v27Mnm4MFDmM3VeHtbhYe/vz9bt21j3rx5VFRUUFNt5r333rXZ74svjrF9+3bM5moCAwOcHt/P15c9e/eiUnmh04Vz9uw59uzJJj4+jmnTppGUnCQ/oDh79izF9+s4b9++nS1bNsuCtnfvPsy7Pwus1YY2m9PryXVau3Ida6vh1VDipzkPe27L+NbpdNRUmwkNHUnSmiS7GqTOiI2JoaCggEmTJpG0Jon4hQtdKoHWVl5PSGDP3j0tGo9paTt4441lLc537078d95BtuzIsKkfrQStncGzWOp4IiyMWVGzSE1N4fDhw0wK17mUOjIpXEdo6Eh5P93EiXIKikBZ2iJ+52uK+NOlsR3cwhZyYattyGx7hcv20WCZqkeVq7MVYf1Hi5zUhoj+V5xyym1cmg9xSJHzbmADz/AMYK0V/JElwyO+w4UA7uYoJX5Pfqci5+oYRgx0Ln6bMgS6/UtPvrypY/6DRfTr4fw8xp+86dvLNXPzxYuXsHjxEvT6QiIiIgkLe4KQkBCioqJ4Ye5cdu78gDNniu3+UKOiooiKiqKkxMDYsePQaDQOZyPHjhxms68mMJDiomIWL17CHxYtZtOmLZSXlWEwnOdS6WVemDsXgNOnT5OaWj97O2HChPrPdz8k2xFKiJq24u/vbyPgCwv1jB05DICAgEAulV6mtLSUkJAQ/nb8c0aFTZS3TUlJYfToUfx480eXz6dkzu+xK4NbbXjVcHw7IitrN8bvvpNv/qUxGx8f1+SFJCcnh4KCAnm/0tJStFotixYtcmkGTimkmT6phJvAMZL4fWfqbZdFSFtp6wxeUVExmsGD5QdbOl04PXr0QK8vJCxsHNeu/WDzMNd0/zzXr/8AIItunS6cwzmH+eKLY906QiAnJ4dPJzLbFwAAIABJREFUjxwBrOkxU6dOBaz9lpmZabOt9HdusdTJ15ug4GASE99o0Q1oW8VvW6O22p1ao63hUlBMu84QqlRe9iLsqzdgVtvSt7oMov/dQkPBq0WrWCjy0zyNFq08C1yg0ndY2HVLEGWQujFKit+3j6maFL83bqucGgLJ4qCZC6nxJ28+Noaxdt2mJttTUmLAbDbL73W6cPx8fSkq+hqwzlgUFBTg5+vLJwcOyNuVlpbKN2dgnY318/V1WqLI0QxNv/79MJlMBAYGUl5WxoyZM8nes4flicuabLOExWKhvKzM4U9nwmg0EjBoECkpKSQkrgGsUQ2vvfYqWq2WHj16UHHFxKJFiwDr7+zQwU8cupY3dY4Vy5crlvM7xNe5+G3r+J42bTqff/G5fNPq4+Nj3ff2nftiOEIem2azmYiICPT6QiZPnmyzn6+vL2AdR40xmUzExsSQlbWbUO0IdDodOTk58nqLpY6EhKWEakcQMGgQsTExNmM/NzcXnU5HqHYEaWn1aRZms5mUlBSHP9L+S5cs4cebP7Lvft67wB53it/5GscPZlxBpwu3eegllWYLCgrm9u076CZOlMeL0WgkMDCQc+fOodWG2swSl5aWcq2qiscee6zVbensZGXt5p231/LCvHnMmDmT37/yivw3mpd3nEMHP3G435QpT3Pz5g3i4uMoLytjYfwrDrdzRJcTv2A1TJIYMKZtYbdOUKm8rLmsEje+sc56CkT/u4kLXJBfv8ALip674fmy8QwvADED3E0xm82Kit/mDYG8eP4h+3W9vLy5erP5C2lD8dtcCPiiRYsZPXqULKaMRiPXqqoYOXIkAAvjX2HsyGGsXbeJsWPHMeW3v0WnCydpzSq8vPrIMxImk4lrVVVOQ9HLLl/GYqmzPo28L6q3bttGXt5x/Hx9bcIJFy1ajCbQavGv0+ms4X73Z5VPnTolbxcSEuKZRiItRKpjLc1kXrlyhby843Ida7VaTULCUl6OncvHB494bB1rpca3lINuMpk4dOggmRkZLE9chlqtRqcLp2+vdfxh4YscPnqc+LiX8PF+UB4/arUas9nM0aOfsWXzZl6YO9dhWPKdO3fYf+AAtdVVfPrZUS5evMjMmTM5cuQIU6dOZWH8K3xvMsm/hz/+8Q3+uHghh48eR68vZObMmezbt4/HHnuMpDWr5HJrgNMHNJIQl/wKJIMzgS3uEL8nv1OxtaD9RIzJZGLu3LmcPn2aLVs2y2PwTx9+yMyZM4mMnMLc383htddelWc1wfrgZcqUpzl9+jTLE5c1W66uK5Ofl8+bb62V++f77//Jp0eOEBUVxdmzZ5k953d2kUB6fSE11Wb5ejdihJb09HSXztclxW+t0Tb09sktHXeuPhpraK802/ntNpGLKvrfbTQUwLOZrei5RzFK0fO5ghDA3RCz2czSJUsUyfl11RDo6f72ea2S4VVzF9GWiF+A1NQUIiIiAejffwAZu3bdn3kMJScnh/0HDnDlyhX8/f1JTk4mekE0ZeWXefOttYwdOw6AcWHj2LRxE9OnPSsLDZ1OJxs6gbXe8pQpTxMZGUleXh6awYOJioqSBXdCwlKGDBnCp59+Rk21mbqB/QF4//0tjB07jh9v/khAwCCysjq/4JXoanWstxb06vDx3ZDr13+Qc8UrK6/KD1g+yjpAqFbL7KjnKSo6g6GkxGa/qqoq8vOsZb7q6mrl/RzxX7t24+/vj0ajYXniMv78UQZTp05lxsyZNqZWM2ZMZ9NGa7RFZkYmL8ydK4emZmT+mc/uzzar1epmH9p4Qj6Qp+I+8evVriJGrfYmNTUFg8HAG28sIzQ0FJ0unKlTp8qRH8NChjr8m05NtUYLxMXFM+E//tNGIHcnGv8dFRcVExAwCIALF/6H3/j7ExERgY/3g7z51lrrLLrBwFOTJ5OVtZv8vHzGhY1zKV2mS4pfsJ19DIrp+LzQx1+3Cq+fK60/F7Z2axEm+t99NCx9NMjycJtr/raEIQyRXzcU4u5ECOBuhiR+Zwwu63Dxu/7UUJ4d/0uzhldP99fbhYVeve3H2H7Nl1loqfgFq+gqKyuTc2n/9OGHNjdU+fl58k1+cnIygYEBXLv2A1ptKFeuXOHQoYNUV9fY7RcX9zJXrlTK78ePH09qagqFhXqWLl0qiwONRsOZM8V8+ulnVFfX8P77Wxg48CF5plerDZXb5+Pjjf7kyVbNjM2YMZ0xY8a0eL+OpKvUsa69+ys+vqRxyfCqLeO7MVptKFnZ2VgsdQQHDSUjI5PFi5egVqtJXZdKXFw8mZkZdvm9DSMHQrUjSE1JJXXdervj+/n62swOBw8dytGjRwEYM2aM7ORr/O47m/2MV64QGRkpv1er1fjdF8DSd44jVq9Z061n9Jqjq4hfQDYD1OnCKS4qZsf2bfLDwylTfsvOnR/w1OTJTe539uxZ3n///W4rgBuSlraDgoIC+WFX2eXLjH8ijGWJyygsLGTs2HGUlZVRXV0jl/mbMXMm27dvp7iouMmHUl1W/ILt7GPIy8qcc0RC/Sxk2d5uK8AA0f8egnjoLARwt0Ip8XuhqhcfX9IwxNe5+G3KEOjqbT/O/DyCYEvzhlctFb8SGo3GoYByZK4iuTGD1cTJmfNu2eXLTPiP/7RZJt24NUarDbVrc8NzN25fa0p/ODqHu+kqdaxzro7ht49fb5XhlavjuyGNax+rVF6EhY2loqJC3mbL5s0MCxnKls31DuKOaiaHho6ksvKqw/M0DFsGqKmpwdvHaqKjmziRSZMmkZqawogRWo4e/Uwu3zXAW8Udi/Mb5aDgYIfLVSoFH0G3gays3Zw9e5YhQ4YQHR0jP2CQyktJDBgwUBZnkmHdzZs3eOmll1r8t9hVxK/Udw1ndvv170ddXS1gvS79/pVXSE5OJiUlhVmzZqHThZObm8ufP8rgUM5f5P369O7dLm3q7KSkpJCxaxfH8/LksVh5tf5vWqsN5W/HP+fo0c8AUKt95P6fPHkyvr6+bN+xw6ERXpcWv6YGD5IHjFHMFdjy6CuoJAF24xtrGHBL6tx2FUT/ewxNRYF1F4QJVjdBKfF78jsVCTk9mxS/TRkCSeKgPXN+leIPixaLmQkXSF23Hv3Jk8TFx/F1UZH8QEGqY52enkZcfBxl5ZcdPjzYvmOHbI4lYVvHuuNzfkcMdC5+22N8N6awUM/iBp/ZZDJRVHSG0aNHA5C0xlpo/uv7Rm4JCUsBMBgMRC+IxmKpA+oN3saFWUP5zWazjbEbWM2sJA4ePERkZCTXrv3AtaoqVq9Zg04XjlqtlkOqAZ6a8pw8UwzWm2hJTKvVapKTkx3+dIaarrOmTeHIwb1MnKijoqKCSeE6uT+3bVpHVlY2+Xn55Ofl8803VsdRo9GIbuJEfHy8GT16NM89+1yLojgk8bvumR8VF7+/DznVriJm5MiR7Nz5gWzWlJuby86dH/DSy/GA1QBt7MhhJCcns2XLZqIXRGM2mxk+fDifHf2CrKzdgHVMZWVlExsbI79vaLbWXYiNiSEvL4+vi4rk6AmLpU7uJ4k+Pr5UV9fg4+NNUNCj8vL6evb235NdWvwClH5U/zp4gWKnVam8rOG+Esa/ON+4KyP6361o0cqvr6r+qei5K6hofiOFETPA3QAlxW9bDYG4TacUv2Bbfzc29kWbmWOBLZ2xjrVS49sRiYlvkJeXR6h2BKGhI+W6vrGxL6LXF7Jx02a5ZFf2nj2MHTuOWbNmsXjxEg4ePMQTYU/I+wUPHSo/dEhPTycvL8/GpXfVyhXs37cPg+E83j5quWTK+PHjmfu7OTw1eTJnz55jgLdKFrnx8XEcPHhIbp/BcL5Fn89TMZvNfP7XAn76qRqVyouoqChCtSMoKipGpwvnzPlLfF1UZGcqtm3bVmJjY+R+7t27D9ev33DpnA3F7zC/dv9IDmkofvv1uNWux9ZqQzly5Ai/f+UV5s2bh5+vL5mZ1rxyvb4Qg+E8X/71OGAtTffpp5+xZfMmUtet58iRI6xauYK4uHj8fH1JXJ4of6+Wl/8vmRkZLtXC7iqkpKRgMJwne88e7ty5g9FopGfPnqjV3sTFxcsRCCaTiYKCApYlLqNvX2/eeGOZXF4uJyeHYSFD7cZslxe/AOaL9a/7j1b23ANH1Yf/Xj+n7Lk9BdH/HkMFFYqVQQI4R32fP87jip23KYQA7uIomfO7/dRA5j3Vy6MMrwRdG6XE76VrKGbo5qiOtTQ7npuby40b11mWuEwe/z4+Ppw5Uyy/12pDOXOmWN5Xr9fLobpx8XE2s+oxMTGcKzppc66CQj0nTpywqTEKcPz4l5w4UcCNG9dJSHgdjUaDXl8oh1JJ57l+/Qbbd+zg229LGDFCS0sYMUJLfn5ei/bpSNRqtU3+ucVSh9lcjY+PD2azmWtVVWRmZlJeVsa4sHGyGPvbiROkpaeTlraD6uoaZsyY7tL3VVcTvxJTp061CdGV0OnCbUodAeTn10cWTJ061WlUTVRUFPs+dj1FoiuQsWsX16qqZDNGsHpN6PV6+SGDZvBgjN99R+q6VHnM7du3jymRkWgGD6am2mznqN8txC/Anev1rx8MVPbcDQVfQyHYnRD971Ze4AXZCCubbEVr8e5nv/w6hpgmtlSOB+7du3fP3Y0QdAxKG141l/P7zslg54ZAD//c7M2XEL+Chiglfmvv/oqk0082Wce6s47vnJwcbt2qJTb2RYxGI8HBwTaCT2DL7KjnATiU8xdyc3OZOXMmW7Zs5je/eZjt27ejCQwkKzubgEGDUKt9mD3nd9yx3CYrK5vPv/i8yd+rp4vflV//Xxtx6m5KSgxUV1c7TJPozhiNRqfRNY7WKSV+FRs/ux6of73wnuvrOppaI3w82Pr6wQCYd8V2vTvb1p6I/ncrD1D/Oe5h+znKKSeYej+O25ZbiuQBu3LeptrdUYgZ4C6KpxlefXv5Cs8/dMVunZQTOZZTDvaspyPEgdFo5Kefahwez2Kpo6iomBEjtA6NQqRtzOYahzVVwfo7APuQXSVpro2dFSXrWOdcHdOs+PXE8e0KDY3XevbsKTs3C2yxWOqIXrCA6pqf+fxzq7HQ1KlT5dBogAkTJhAYGMj2Hda81Lj4eHlGuKeqF5s3bXbqvOvp4tcTEQ9BHdNUXr27xK+zyBaBQKAcQQShRSvPAm9VbWcVqzr8vGtZK7+ez3yPMd8S30hdEE8yvLp47deyIVBjJHHQ3A1Ye4sDi6WOiIgIdBMnEhMdTcCgQZSWlsrrc3Jy6NvXh6SkZHx9fWVDocasXLmKJ8LCnJ5n6ZIlpKent7m9baGoqLjJNnZGlKpj3dDwqjON79bi7+/vMEy1u2MymXgi7Am8vPqQn58vX7yNRiNGY33ZM+khk8ViQa32YciQeuOhwMAAvm9kNibhDvF77EZwpxa/grajpPiVvt8EAoF72cAG+fVqVlNOeYee70u+5GM+lt97SvgzCAHc5fA8wytvbv/S025dLy9vALeIg5UrV3H37l0qr17FUPIts6Jmya7CFksd8+bNY9++fej1eq5cucLOnR/YObhKTqYCZRHjW6A0c+fO5anJk+1mb/X6Qub+bo78Pitrt2wuNG3aNPbv2yevy8/LJzzcPlQ3K2u34uI35/yvyTh6Q4jfbow7xK9HfL89GFD/utbofLuO4OcGD0p7DlT23J6C6H+38zRP27hBz2a2XNWgvTGbzaxghfx+PvMVzTtuDiGAuxDKG145Fwefl/Zm7zlvhzmRkiHQlMHX3CIOZs2aRXp6mvx+9OjRlF2+DIDZbL2wP/bYY4B1VmdYyFCbWp9S3cotWza36LxpaTtsSsykpe1gdtTzxMbE2AjsnJwc9PpCEhKWEhsTg9FoJCUlhZISA7ExMcyOel4uKSKRm5srr2uqNEhW1m5iY2KIjYmxK5vh6YjxLVCa3NxcTp8+zc6dH9CjRw/5JytrN7GxLxIU9Cih2hHMmjaFpDVJsrlQUnIS35tM6HQ6dDodxitXSEx8w+bYWVm7OXJwr+Lid+85byF+uzHdVvyCrfD52XHkTodx82z9a/VwZc/tKYj+9wgOcUh+XUIJL6vi2/0cFksdk9ST5HBrsA2F9gSEAO4iKG149cxo527PN26rZDdcR4ZArtCRF0+dLhytNhSz2Uxubi5bNm8mcXkiYBW8L8ydy6JFi9DrC0lasxqzuZpp06bL+8fHvUTi8kRCQ11v1+yo5zl48BCTJ08CrLUcMzMyeOnleCIiI4heEC2L2k+PHCEiIpIfb/5Iv/79AGv5i5joaMaFjSN05GjmzZsni+asrN38/pVXiIiM4KWX4zl48BCxMfZhJmlpO9iyeTMvzJvHjJkzSVqT1GnqaIrxbUWvLyQra7ddRILFUodeX2jz0zCsH6Q6qrspKTE4b5fRaPOQxh1INU076ql0S5g6dSp37961+5FK8RzK+Qtf/vU4a9dtovLqVfl3qVJ5kZ+fT1ZWFllZWej1epu8JyF+62mqPnJubq7TFBQAnU5nV8e6taSl7SAiIoKIiIhO873YUrq1+AVb4dNQEClBw9I7A0cpe25PQfS/RxBEEOtZL7//mI9ZwIJ2u+aWU84TqidtxO8xjiladskVhAlWF0ASByPUlR5heGW8fMVhHVTZEOhhzzAE2rMnm4MHD2E2V+Pt7S0vj4iMIGlNEklJyRi/+45ZUbNkI6u0tB38cP0mixcvafLGTeKO5bbsHCvVWjUajew/cIArV67YmFO98/Za2ZRoWMhQOeRSmn3O3rNH7o/CwkIKC/XodOEkrUkidV2qfFM+atQoAgMD2bBxo01bKioqCAp6lMmTJ6FSeREU9CidAU8zdHPH+LZY6pgy5Wlqqs1yPd+xI4dx+Ki1fmpRUTEREZE2Jlazomaxbdt2wPrARaodnLQmyWZdQ/T6QjIzP3JaekYJrl37gbi4eHS68CYNfTwFf39/pyZzjtqflbWb01/+P9Y983O3F785OTm8npDgNPe8T5/e9O8/wOn+p0+f5s6dO07Xu0pCwlL+duIE7763gdu3b/PO22upqKhw+DfSWen24hcg5OX6WrDfboPHX1fu3OUNUig0zyt3Xk9C9L/HIJlfrWY1YBXBF1QXOMShNgnVL/mSZ3jGZtl61ntU6LOEEMCdnIbiN3FSx93YWHMiexI2nCZzIuv+2XkMgRYvXiIL2YiISMLCnuCHH6qIi4unrKwMjUYjC4+kNauJi1/Ipo2b+LqoyOVzbNxkDZNOTk6Wl33zzTeANbdQoqbazKXSy/L70NCRdscKDq7/UvrN/RtuqRbpls2bycz8yGb78nLb39Pvf/8qUyIj6dvXB51Ox4wZ04mPj3P5s7gDZXN+ezLvqaYN3dw1vjMyMqmpNss1Uy2WOoKDhpKTk0NUVBQGg4Hp057lUM5f7PbNytpNQUEBZeWXUam85HJHK1as7HLu4J6OJH43Tr9Fnx7KnNNTxK9UtigsbBwqlRcWSx3ff/9PoL48j8lkQq32pqysnEGDAggLG0dQULDdccCxC7Tk3v/QQ76EhIS41C6LpY6dOz+wqaXdq1cvZs6c2WUEsBC/9/FvkIf/cyWYCm2XdRSmBg/LHwyAPp7/YK9DEP3vUTQWwSWUEEww85nPWta2SAh/yZesYIXNrC9Yxa8STtOtQQjgToyy4ldF2HB/YkIuOdzm89Le98NCezrMieS25xgClZQYGDQoQJ7V1enC8fP1pajoa65cqWT8+PHyzI1K5cWcObM5ePAQPVW9uFZVRWCgbQH3Hj16yIK5MTqdjjffTCYiIpIZM6bLn8vP15fU1JQWtbsp6/g3li2zO/+IEVq+/bb+yygkJITKq1fR6ws5/te/smnjJv52/HN5FtHT8CTDK3eP79DQUN58qz5/RqXyQjN4MBcvXiQqKoriomJCR452WHrrs0+PkLg8UR4/Go2Gqqoql8pzJSQspU/v3qSus4ZLpaXtIDMjA4Bp06aRlJyESuVFbm4ux4//FYC/nThB9p49bN60mbj4OLZtWseZ85eYNGkSuzI+lNuh1xfyzjsplF2+zKRJk3gnJcXpjGlm5kfy7PeGjRs7pXC3Fb//VuScniB+zWYzk8J1AHj7qDF+9x1/+vBD+vTpzaaNm7hWVYVu4kQqr17libAwgocORa/XM378eOLiXiYz8yP0ej0WSx3PPTedssuXUat9GPiQbckuaTZZM3gwxu++I3joUD7//DNUKi85AqIxicsTWbx4id3fw+3bt7tMSTAhfhsRFFM/G/jVGzDrTMefsyC2/vWIhI4/nycj+t+jWMUqRjHKZtb24/v/tGh5gRcYxSiGMEQWxBZLHVdV/6SCCs5xjv3stxO+WrRsYINHzvxKiBzgTopS4rf27q/IOD/YRfHbOQyBFi1azNtv14sJo9HItaoqRo4cSWBgAMbvvrPJhSguKkYTGMiiRYsoKyuTf/bt24efr69T8QsQHh6OThfOa6+9Skx0NGCtF3qtqgofHx90Out6o9FIZkZmiz+LWq1mWMhQampq5GMFBASyeNEiLBaLzbYJCUtJS9uBThdO6rr1/OnDDzlz3vHv1N0omfObcX6wi+LXfeNbpwu3qdlbUmLg9OnTzJhhzU03GM5z6OAnhGq1+Pr62uRGlpf/LwARERH06NEDnU5n82DEGbOjnufs2XMkJScBkLRmNZkZGaSlp5O9Zw+nvy5iYfwrANy4cZ2dOz/gx5s/Ehcfz6BBARQUFLB40SLiXk1gz949FBQUkJqSCiBHXbz66qvoT54kIGAQuokT7XKQrHn4SaSnp/HpZ0cBiHGQ3+7pdFfxC9ZUkyGB/hhKvkWv15O4PJFT//33+99Dqfj5+tqFQN+9e5dPP/3UZtmmTVts3PsbumqbzWbmzZvH1m3b0Ov1VF69io/3g6xcaZ15WJa4jD1799j9SN4ODcWvyWTi9YQE4hcu7KguUQwhfh0w7p361ze+sZ0d7AgubLXOdt7H8ugrHXs+T0f0v8fxNE9TRhnzmW+zvIQSVrOaZ3iGYIJ54P6/XqreBBPMMzzDalbbid/5zKfAXODR4hfEDHCnxGKpU0z8rj81lPCQpnMiv/qun1NDoGCv5i+6Sl88U1NTiIiIBKB//wFk7NrFa6+9ilYbilYbSmbmR0yZ8jRz5symuKiYgoIC9CdPolarbW6UKiut4bCu5Cm+9967BAcNJSUlheTkZJYnLuO5Z58jNjaG2lu32LnzAzIzM1r1ed59bwMzZ86koqKCPr17k5WVzayoWfj7+9uEQU+cqGPevHlUVFTIn9sTb/KUNrzqbOO7tLSU5559juWJy+TjefuoiYt7mdjYFzGbzcyYMYOYmBjy8/Mxm6vZtHETf/rwQ7Kzs/mv9DSiF0RjKClxOguckLCUH67f5PjxL+UZ242bNpOfn4dOZxUe2dnZBAYGsn1HvWFQ41JBbyxbJucTxy9cSF5eHgDvvJPC8sRlsqhPXbeerKxsvvjiGGPGjJH3v379BgDV1dVotaFs37GDmhrXbso9he4sfgGGDHmUN/5aQELCUqZM+S3x8XFNRrPExlofcDQem4cOfkJcfL1baWLiG6SkWKNoTpw4AcDAgQNkb4bQkaPJ2LWLbdu2u/x3ZzKZePq3UwgLG2uTttIZEeLXCX00trOQBbEwrbBjwmJNhXDqj/XvJ7zf5NjvFoj+90iCCGIve1l7/1/D2r2uMp/5pJvTrd/dzQeYuR0xA9zJsFjqWLlyVYeL3wtVvVh/amizhkDfXr7C8w/lORQHZ34eQV/Vv5o8jzsunjpdOGVlZbK5yp8+/NAm10uv1xMX9zLV1TWMCxvH10VFDkVuUFAwW7dtc3qeuPg4eYZOpfLi8y8+JzDQWgcvdd169uzdQ09VL/r3H8CZM8WyiVVcfBxxDXJz/fweshPHDY89depUysrKGDJkCD1VvWw+T8M2RkVFceZMsfy59+zd43E3eUqGPXfG8a3XFzIlMpL4hQvlsGTrcr08ftRqNampKbLpGlgNsaZOnYq/v7+8nyQaGiOV/ampNss3C5IRW/SCaAIGDSJg0CCeCAsDkGeTHYWMOns4VHb5MllZ2fKxAgYN4lpVFRcvXrTZLioqikmTJhEREUmPHj1YumQJP/3UeQRwdxe/YP1+OnLkCP+4WsnMmTPp29dHFq6OcDZmGpsVNryRvXWrFj9fXzIzMuWf8rIyJk2yuu7rdDqbMlbST8N2lJQYeCIsjKcmT3aYS9+ZEOK3aSxP/qm+Ju3PlXC8A2qh1hptQ28HjFHW9MmDEf3vuUhC+LblFsc4xnzmo73/ryHSsvWs5xjHuMc99rLXpdQqT0HMAHciJPH78L/Pd7j4TcjpWoZXjdFoNE2KP0lMNIW/v79NWGpjpJkyCWmGueH6xts42k+l8rJrT+NtNBoNixcvabaNjdvgSSif8+uZhlfOyMnJYd68eWRmZtiMB7PZzNGjn9ks8/HxkV9rBg+2c9JVq324davW4Xn8fH0xlJQwKVwnRyz07NkTAP3Jkw4FSsM62a6gVvsQFx/vcMw2PlZWdjbbd+zgxIkT7Pt4D2PHjnM5h9mdpKXt4NJXf1FU/G4qsIbre4r4BasYe+SRh2VRmZa2gzfeWGZXF7k5gocO5cqV+lBGKd8doHfvPlyrqrKJQDAajXKUzoEDBxy6RUuCWgrJ37Jls8Mx2ZkQ4rd5VCovmJQFR60PSLjxDapcHUw51D4zkbVGOBpuE3rLlEPOt+9miP73fFQqL56+/0/iAR6QXxtwXk6xsyBmgDsJyovfpnN+957z5vYvPe3W9fLyJrj/bY8WvwLPw9MMrzxtfJeUGJg3bx779u2zexhisViIi4u3qd/75z//GZ3OajwUGRnJoYOf2BzrUullhw9fwCqY1Wo1aenppKSkUFJiwN/fn2EhQ8nM2CVvl5ubS8CgQa16cv/U5MkcPFh/Q2IymQgYNMjzYaIhAAAgAElEQVSutJg1Z12HWq0mKiqKtPSd8mf2ZIT4raewsJCY6Giber1+vr6oVF707t0HoMna1BKxsTFk7NpFSYlBTgOSePbZZ/Dz9SUhYSkWSx0mk4kZ06dx+PBhwPogUKPR2P2o1WosljqiF0QzfdqzhIaG2tTS7mwI8dsC/MNhwvv17298Ax8PbntO6oWt1uM0FF/TCoTzcGNE/3c61jf41xUQM8CdAKXEb+3dX7HxlIaw4bTJ8Ko5usTFU9BuKFXHut7QDSaoO9f4XrsmEYDXExJ4PaHexVJysd2yZTMzZ87khblz+d5kouzyZfQnT1q3SXyDvLw8QrUj5BrCycnJzeauNzRvM5R8S1p6OhERkZz+uojf+Puz/8ABtmzZ3KqcqrfeWsukcJ1NmyZNmiQbwklER8ewaeMmdDodmsBACgoKeGHuXI92gRbi15b4+DgqKipk9/zx48ezZ+8eACZPnoxm8GCee/Y5a6rJ4ME2+/bu3QfN/f1iY1+kpqaG5559jmtVVSQnJ+Pn60vPnj1Rqbw4npfHokWL6NvXGv3wwty5vPfeu822r6ysHICiojNEL4i2WeesPrEnIsRvK5BCYhvmiR6dZA2XfXJLy0r0mAqtrsY3vrFdPq1AmVI/nRHR/50KTy1n1FoeuHfv3j13N0LgHCXFb3M5kTduq8guvMHYfkaHOZEAUwZfa/I8XeriKWgzSrqZd+bx7Ww2KiAgUBayRqMRvb6Q3r378Oyzz9gJU72+EKPRSFjYE05rpJpMJq5f/0Fuu1RXdcQILWq1GrPZzIkTJ7h1qxadLlw+t8lkory8zGZWWa8vlPeT2vfTTzU2/SK1SaPRyPtK52xYL/aLL45x61YtI0eO9OjvDXeJ3+9u/IqZDxd3qPhd+fX/JT8/v8OOL2g9Qvw2YFd9mCYLXby9NRVa80UbzhqCVYgFL4D+o+HBQNtZxFoj/HwFSj+Ca4WO921JSG9r2u2JiP53Kw3DlO/ReT6HO9otBLAHo2TY88eXNC4ZAjmiM+T8CjwPJetYH7syWIxvQYfiTvH70mD7GrftjRDAnokQv41opZCxWOpQffX7enfitjDhfSyPvtKy6JguIsBE/7sXIYBdR+QAeyhK5/xC04ZXQhwI2hMlxe/bx1SAGN+CjqOri1/jT9707SVuFzwNIX7bD5XKC57KgvnfWcv0tIZJC637P/66KLfTQkT/C5RGzAB7IJ5meNVUTiRAX9W/hDgQuIzFUsfC+FcUKeUlxrego+kO4leMb89DiF8ntOdMnqnQGmJrvgh3rtuG2T4YAD0Hgno4hLzc9jzTLjIDKfrfvYgZYNcRJlgehjC8EnRllKpjLca3QAmE+BW4AyF+FcI/3FZYNRRJ8xxHDQnaEdH/gg5ECGAPQinxC7D+1FDCQ5rOiSw31vJ0fyeGQLdp9iLa7S+eAhvE+BZ0JYT4FbgDIX7dSMOyPQLlEf0vaEeEAPYQPNHwauJA+3UNcyKbQlw8BQ0R41vQlUhJScF06YQQvwJFEeLXzUhlewTuQfS/oB0RAtgDUD7n17kh0OelvfG79Y3DdcIQSNAaxPgWdCWS1qzmx+++Ukz81t79FR+c6iXEbzdHiF+BQOBO3qW+rnpXqAksBLCb8UzDq54OcyKDvW4z9mEhDpTGYqnrtI6GYnwLuhJKi19AiF+BEL8CgcDtrGa1/FoIYEGbUNLw6uNLwhCos7Iw/hXGhY1j9uw5+Pv7u7s5LiPGt6ArIWZ+Be5AiF+BQCBof4QAdhNKioP1p4Y2mxMpDIE8m+KiYoqLiunXvx9TpvyWyZMnefSssBjfgq5E0prVeP/836TO7ljztoYI8SsQ4lcgEHgK61nv7ia0K6IOsBvwREMgR4icSCs5OTl8euSI285fV1eLl1cfu+Vx8XHodG2sfdcBiPEt6EpI4rejncsbIgyvBEL8tpLOWs+1s7a7MZ31c3TWdjdC1AF2HTED7AY8yRDI+6cL9Pq1/TohDuqJiooiKirKbeePjYkBYFzYOIYMeZRHHnmY4OAgj5wB9jTDKzG+BW1BiF+BOxDiVyAQCDoWIYAVJmnNakXEwZu5vQgb7us0JzLt7w/yr1oTY/vZr+vl5c3Yfj8zFiEOPIFdGR96pNhtjKcZXpUbq8T4VpDYmBgCAgYx4T/+k+HDh6PRaNzdpDYhxG/3wlPGrxC/jvGU3093RfS/exH93/4IAawgSt1QfXxJQ8jgpg2BrOLXPidSGAJ5HkL81uOq4ZVV/Hav8e3uUH2A0tJLVFZeBaBf/3689NJLnab/GiLEr/KI8evZ4lf8foALW+tfK1yTVvQ/ov/d3f9dDJEDrBBK3VB9dCkYcB4Weqf2Bjv/rnIoDk5eH4qmTw1TBl9r8hyeePMkcB9KiV+A1QXDms35FePbPUih+mAN14+OjkGtVruxRS3HYqkjNSVVUfEr3J49A3ePX08Wv56Ay7+fjszl7KzHbgdE/7sXV/tf5AC7jpgBVgAlxG9LDIEmDrRfd/L6UG7cC2D2w6eaPE9nvXgKOgZPNLwS49t9RERGMG3a9E4nfEHZBzkStXd/xfLPegMI8esBuGv8CvHrGp35+6UrIPrfvYj+b1+EAO5glBK/b+b2ImRw6w2BbtwLEIZAghbRmQyvxPjueLbv2NFpL8xC/ArcNX6F+HUNj/h+mfC+e8/vRkT/uxeP6P8uhhDAHYiy4te54ZUwBBK0N8LwStCYznpxFuJXAO4Zv0L8uo5HfL8onHfqSYj+dy8e0f9dDCGAOwhPMbyqd3vuXoZAgo7DkwyvxPgWtAV3it/BA/7NUw/qO/x8Ynx7JkL8CgSCzsS7vCu/XsUqN7akfRACuANQ0vCquZzIR/gnA/qZnRoCNXcRFRdPQWOUEgzrTw0V41vQYQjxK3AXQvwKBILOxmpWy6+FABbY4WmGV4N62a87eX0ogHDDFbQYpepYi/Et6EiE+BW4CyF+BQKBwP0IAdyOdBbDK4CFIy43eZ6uevE0m81uyaUwm8306tWzXWv6OvssHfUZxfgWdAWE+BW4CyF+BQJBZ2U9693dhHblV+5uQFfBUwyv0v7+IOXGKofrenl5M2XwNWYP/UeT5+mqF0+TyUR6errNMrPZzOyo522WlZQYiI2JITYmhqQ1qzGZTC4dPytrt81+ZrNZPsfRo59RVlYuL5PQ6wtJS9vh8nEbbvvttyXk5OTYbGs0GtmyeZPNspSUFPT6Qpc+gzPE+BZ0BYT4FbgLIX4FAkFnZlWDf10BMQPcDnQGwytAvoB2Vzfc/0pPIy5+ofy+tLSU9evWUV3zs7zMYqnjnbfXkrruXUJCQsjNzeW/0tNIXbfeZpsvvjhGVFSUvEyvLyQ/L59dGR+iUnmRlbWbLZs3kbpuPVs2b6Ky8ipnz55l9OjRxMa+CEBubi7vv/8+M2ZMd9rmxsdNWrOa3Nxcpk6dik4XTkLCUiZPnizP+F68eJEJ//Gfcjs3bdpCYWEh4eG6VvebGN+CroAQvwJ30Z3Eb0mJgU8//czp+hkzptu0zWKp45NPDpKflw9AQMAgfjd3rhi/rUT0v0DgGkIAt5GkNav58buvWDndtYtaa/noUjDgXBy4Ygg0jO6bE2k0Gqm9dQuNRgNYZ2XXr1tHXHwc77yTYrPtm2+tJSQkBIBHHnmYysqrNuvN5ho+PXLERgD7+PgQFx8nhziHhT0hX1CiY2LZk51F7a1b/O53cwDIycnh4sWLxMbGUFPj/OZmxAgtyxKXycf19fOjouJ/5fUTJ+o4evQzWVSf+u+/84dFiwFITUkleOhQHn/8sRb2Vj2dydCtO49vQdOYzWaWLlnCCHWlEL8CRelO4hfg/PnzpKSk4Ofr63D98OHD5fbp9YVEL4jmWlUV06c9i5dXH7Kystm4aTPJyckkJycr2fQugeh/gcA1hABuA5L43Tj9Fn16/LtDziEZAkHT4lcYAjWNXl/I6NGj5fdqtZqs7Gy78GaVygutNhSLpY4TJwrYv28fcfFxgPVJqdlcw/XrPwDI+6rV3nZ9lpd3nHFh4+4fU8UfFi2W9wN49tlniIqKQq8vxGAwOG23Wq1GrVZjNBrR6wspLipmw8aN8voxY8bwZnIysbEvYrHUUVl5FX9/fwCSkpNQqbw4e/Zsi/sLhKGbO9HrCwkLG2eTM15aWopGE2CzzGQyUV5eRkBAoPxwxxVKSgxUV1cTFBQsjxewPij66acah32k1xei04W7dNwRI7RyVEJpaSkqlcqufVIkg4TZbKampqZFn8MVhPh1H41/x2AdI43b6GjcOMJiqaOoqBjA5u/D0d+LtK1OF26zX3PnaA6j0Yi3t7dLx+hu4rch+pMnm/xbNhqNREREotPpMJSU2PRnQsJSUlJSGDNmjN34cSsXtta/9vCatKL/BYKmETnArUQp8ftmrvWuv6mw0KKLjm/+hSFQPVeuVLboxtpsruH27dsEBAySBeoXXxxjxfLlbN60me9NJlYsX86K5csxGitt9s3K2k1xUTHR0TEAaDQa/P390WpD5Rs06f/aWtduyH/6qf5G6Ny5c/JrjUbD9yYTFksdZWXlsuhueI7WoGTOLzg3vOqO49toNHL8r3+1+f2VlBhYnbgEs7l+HOTm5t4ff0a2bdtKVtZul46ftGY1f/7znzEajaxYvlzeT68v5JtvvuH8+fPk5uba7JOTk0NmRmaTx01JSZGPu3TJEkpKrH83Gk0A27ZtxWKpk7e1WOo4fvyvNu/ffnttm3PVGyPEr/vQ6wu5ceO6zbLc3Fw2b9pssywtbYfNuHE2BsxmMwvjX8FgMGAwGFgY/4rsqeDj40NGo/FZVFSM0WiU9yss1GMwGIiPe0kemy3FaDTyZnIyV69WNrttdxa/rvDm/dnFgwcP2j1M2LZtO8NChtp8R3gEp/5Y/9PJEf0v6O6IGeBWoKT4bc4Q6F+1JnoNtM+H7OXlzRS/ayDCQgG4efNGi7b39/cnKiqKqKgoYmNiKC0tld+b7ovfrOxsu/3S0nZQUVHB9h07XJoh6NOnt837hISlXLjwPwDExsbIoc1abShabSgjR47knbfX2j2VNZtrOH/+PKGhbf8depLhVXcc39nZ2UTHxMrvc3Jy+PTIEbvt9u/bx+o1awgJCWHatOnMmTOH3/1ujo1wTkhYyrZt2+X3JSUGKiuvymM3MnIKf1j4ohyaL51Hinowm82kp6dTXub4AYWE0WikvKxMPu6AAQP55MAB+aHP6NGjbfLmi4qK5YgMKRe/vZHE74zBZUSN/KXdj+8IIX6tWCx1ZGZksivjQ/l9RkYmxfdnYSXMZjOFBX9jz969qFReaDQaDh8+7DDS4KuvviIoOJjFi5cA1gcuJ06cICoqCq02VBbR0oNOg8FAeHg4R49+xriwcfJ+oaHWbRv+XTRuU3p6ul34p15fSGZGJnV1tc1+fiF+m2f/gQO8MHeu0+ukoeRbhVvUvRD9L+juCAHcQlJSUjpc/AJ8/eMgQgb/ullxMHGg/ezX7V96MsyFC2hnvni2lP79B7g022oymcjMzLS7+bl7116ENSYlxZpL/N5777o8+9q4TY1vyqSZOEnw9u3rzb/v2n8Otdqbs2fPykKmtXia4VV3G98mk4nysjI5Bx3g++//yfYdO1i6ZInNtg0fwFRVVeHj/aDduJMepkgEBwfZhNCrVCp+um39HgsICCQo2Oo14OPjA0BNTQ3Dhw8nLi6OFcuXO223RqOxac+NG9fx9fOT30dGTmHF8uWyAJbECcD//M//sCxxGefPn3d6/JYixK97KSoqJig4WB6P1679gLe3Nxs2brQZR2q1mkM5f5Hf19beok/v3nbHA+t3YMMHfzdv3mDgwAHy+ylTfsvRo5/JQreiooL4+DgGDQrAYrG43HaLxeLwgY/BYGDDxo1s2PBek/sL8Wtl2Ruv4+XVx2bZjJkz5YfIgPx902mY8L67W+Ayov8FgqYRArgFpKXtwHTpRIeL348uBVNR5Vz8SoZAgwbaz35JOZGjH+5aYaFtJTAwwC4czxFqtTflZWXk5uYyatQo8vKOA1bh0HCb1WvW2OyXk5OD4fxZXno5Xs41A5rNmWw8A9yYRx55mM2bNvPIIw8zcOBDZGbs4qkpz8nrjUYjv/H35/Ztq0D39LBncN3wqjuO73PnztndlEg39M5ISFhKZcUlEhKtY9JkMsnjFpBDnHW68Pvh+PVjZMvmTcyYMV2efUtMfAOoH0cajQaNRuNyKbDS0lL+9KcP+MfVStLSd8rL/f39qaurlWtUFxcVy59LEsXtJYCF+HU/BoOBMWPGyO+bG0cmk4kNG96jsuIS76ftavLYubm57N+3j379+xHWIOVj+PDh7N+3Tz5en969Uam8bL4TzWYzmRmZcoRDQ0pKDJw/f56amhrq6mrlvxspqqK5v0PpGEL8Wvnh+k3gps2yW7ess+d37livVz4+3ko3q210orxT0f8CQdMIAewiaWk7uPTVXzqF4VVXy4lsD3S6cLZt2yqHFEuoVCqbMkQqlRcbNm4kMzOT48f/ypAhQ9i+Y4fNTZRK5WUzQwfWC0v4pKdsHJq9vb2bFcA+Pj4MGfKo0/VabSjLEpfxyYEDAIwaPcbGffqbb74hIjKCq1crmTVrlsNjTJyok2f0nNGZDK+68vi+ceM6gYEBLdrnrbfW8u23JezYvo2AgEB69uzZ7D5SiazaW7dIaiAGXH2AUlpayg8/WOsx+/j4yP2s0QSwYsVK8vKO26UJPDIogKtXK6mpqemwmQchfj2DioqKFqVjqNXerFixklOnTvFmcjK7Mj6krKyc6upqABuTtyeffJJRo0bxX+lpZGRkysLUz+8hvr8vsM+dOyeXg5OQxsa4sHHNfi+3BiF+bcnKynLqu+Hn9xBgHSeCjkH0v6C9eZd35dddoRawEMAuoJT4teZENh0W+gj/dCgOuqohUHuh0Wjo07s3paWlNuJVrVbbPdn39/dvsf1/Y2HtKlJub2u3OXlSz1tvrW0y37ihYHaEsjm/TRtedffxXVNTg7e3a0/lpdlUtVqNThdOYaEevb6Q2NgX5fGYlZVtNzbNZjNvv72W/v0HOM2DbI4ffqji8OHDAAwZMgStNlRuj7+/F7GxL/LZp0cwmUw2LtNgfWjTcHawvRDi17No7qGbRMNxExUVxadHjlBWVk5hYaF8gz5r1iz5pl36rouLXygb+YDtw5uG5eCgPs/8hXnznLraSt+zJpOJ4qLiFn2nC/HbMlQqL8aPH8/Zs+ecbhMbE8P3JhP5+fkKtqx7IPpf0BpWs1p+3RUEsHCBbgZlxW/zhkCDetmHhfby8mbK4GvMHvqPJs/TVS6erSUufiEHDx50dzPaDam0U1tKekiGbq9O6Lg61mJ8u85vfvNwk3WhJSyWOl6OnWsTUnrz5g27J/6/aSQ+LZY6li5ZwpAhQ9pU49EaUbGdbdu2s3ix1bm3YY6y2WymuuZn1Op6Mf/jzR/p29ebc2e/4cknn2z1uR0hxK9n0b//AP7xj382u11JicFm3FgsddRWVzFw4EMsXrxEHmM6XTgZGZk2Ts+VlVfo17+f/N5kMuHj/aD1GLduyQ9eTCYTSWtWERcf51JJF5VKZXNcVz6DEL8tZ86c2Zw+fdrOcR6sfbr/wIE21bAXNI3of0F3R8wAN4ES4hfaz/CqXw/nM3hd7eLZGjQaDYsWLXJ3M9qNESO0bQrlU8LNHMT4bglBQY9y8mTzYkql8mLmnAWsWL6ciMgIyi5b+67xeGjsVP7FF8f43mSioqKChISl8vLmogiaQ6cL5/Dhw6SkpBAYGEB+Xj6vvvqqPCtnNpupq6vFz+8ham/datO5GiO5sispfi9dgzXHfHhy8B0hfh0wfPhwm3QQZ2i1oQQFB5O0ZjXBQ4eSn5fPzDkL7KIGAGbPnsOK5ctJS9uBt7c3+Xn5LEtcJq8vLy8jdORoysrKGTJkiLw8M9Mqmg8fPixHLfTvP8DpAyC1Wu1yZIQQv61n8eIlHDx4iJkzZ5KcnMyMGdPp29cbvb6QpDVJ+Pn68tZba93dzC6L6H9BS1nPenc3oV154N69e/fc3QhPRCnxe+xGMCcvNG14lXv+jsOZsZPXh6LpU8OUwV2vFIygY1FK/Lpi6CbGty2xMTFs2LjRTgSUlpai0QTYhHo2zMV15WGIyWTi+vUf7JYHBwc1mf9rsdRhNFba5b43Rqrh2jBnE6zGRRUV/0t0dAxXr1Y6/D1Js9mOxI8zTCYTixe9xrzHvld05jd2rxC/TSHNyDd+AONsHEnj5qGHfJscYxZLnWwyOGKE1uZBSkpKCuHhOjkPXhpHpaWldi7+PXr0bHYsO8NoNOLn9xBlZeVC/DogK2s3cXHxlJWVOc1BlbBY6li5chU7d35gs3z6tGdJS9/Zou8CmV0P1L9e2Ilub9up3aL/W0lnbXcjHqD+c9yj83wOd7RbCGAHKBX2vPGUhkfUzRteOaI7GAIJOgal6livzR9A8MN9xPhuIXp9IQaDwSXX2c5CQsLSNs8yN8Yd4tc689tPiF8XSEvbQWhoaIcYTjVGymtvbU57SxEzv+2P0Wjkp59qGDQooG3fE51VyLi53aL/O2m7GyEEsOuIHOBGKJnz25T4Tfv7g+Sed1x7trsYAimN2WxmdtTzHXZ8vb6QtLQdNsuysnYTGxNDbEyM3bqOQIk61tL4bkr8ivHtHEkwWCx1bm5J+1BaWsqUKb/t9OK39u6vWHOsHwtG1Qjx6wLR0TEYjUZFzvXVV1/x+9+/qsi5hPjtGDQaDVptaLt+TwhcR/S/oLshcoAboIT4vXQN3jzm3BDolwd6sfPk/7EaAjmog9rLy5spfteA7hUW2l6UlBgA7PpEcgmtrvm5Q86bk5PDBx98YFNySa8vJD8vn10ZH6JSeZG0ZjW5ubkuGbW0BiXqWIvx3T50pdnfkJCQVoebOkISv0snXGfiYGVzfheMqiHwl6IOP19XGN9qtbrV7vgtpaO+MxsjxG8358LW+teiJq3yiP4XtCNCAN9HqZzfU+bgJg2BJHHQnCFQU4iLp3POnz8P2Apgs9nM+nXrWJa4jD/+8Q2XjiPlXtbW3qJPn97y/43z0sAqfi9evEhsbIyNw29QUDDLEpfJuZe+fn4uGce0BjG+BV0BW/FrUeSc1plfIX67O0L8Cjj1x/rXQoApj+h/QTsiBDDKiQNXDIFG9rhAr4H2oaGSIVB3nxlrLWazGYvFIgtQk8mESqWS66g2Nmtpjh9+qMJgMNgtDwgItBPAzz77DFFRUXJup4S/vz/+/v4YjUb0+kKKi4rZsHFjKz5d04jx3fVwZIjVnuj1hXa5myUlBqqrqx0+5FECd4hfMfOrDNLYCgoKbp3xTgcjxK9AIOhulFPOIQ5x4f6/xjx+/99sZhNEkBta2Da6vQBWKufXagjkWBz88kAv/vXzVb69fIVev7bfXzIE6m5uuO3J22+v5cebP1JXVwtAcVEx/fr3a7Vpik4X7rK5iyRSamsdl/H56af6m6Nz58616w2gGN9dj5ISA2vXJPJfu3bj79/+AjgnJ4dPjxyxGd8pKSncvHmD0aNHk5mRybLEZYr+DsTMb9fF3WOrOYT4FchMeN/dLejeiP7vcCyWOraqtrOf/ZRQ0uS20vrVrEaLlhd4gdctSzvswXx7060FsJKGVyGD+zB/mBFH5mY7T/4fHuEOg3rZr+vuhkDthSR0s7J2A7Q5N02vL5RrSjYkIeF1p6UH+vTp7XC5VhuKVhvKyJEjeeftte2Wz6b0+G4q7FmM75ZhNBo5evQzu1xgSZx2BGazmfT0dMrLyuzaUl5WJkdJDBgwkE8OHFDs9yBmfrsuen0hN2/ekL+fNRoNhYWFHtMHQvwKbBBht+5F9H+HIQnf1arVrdq/5P6//ar9nUYId1sBrKw48GX+MCO/vmd/AU37+4PCEKgTEhY2jqCgYLvlarW3030azwDn5uYC9QYufft68++7jmeJW4rS47spt2cxvlvOTz/VUFFRYbf8++//yfYdO1i6xDWTLKPRyLZtW+2Wv/TSS3Z9WVNTw/Dhw5kxYzqbN22Wl2s0GpsUgRs3ruPr5+fqR2kTpaWlJK1Zpaj4vVDVizeP9RLitw1Is7oN6d9/AMnJyTbLDAYDEyfq5PrUI0ZoFSmb5ApC/AoEgu5AOeXMVs12OOM7n/k8zuOMYhRDGCIvr6CCc5zjAhf4mI/l5Q2F8CEOeXRodLcUwErlRF799SBCBv+6WfErDIGUIzJySrscR6XyanH4aeMZ4EceeZjNmzbzyCMPM3DgQ2Rm7OKpKc+1uW1Kj+/mxK8Y366j1xdiNBqpqanhx5s/2kUstNQd2s/vIV566SW75YMGBdgt02g0aDQa2Sm9MaWlpfzpTx/wj6uVpKXvbFE7WoMU6v36pDplxW+uEL9tZc6cOdy9a5vr36NHT7vtqq5do6KigpMn9fTvPwDD+bOkrnu3XV3DW4MQvwKBoDvwLu+yGttZXy1aNrCBp3na6X5BBMnrP7JkUKDSs4IVsoguoYRggjnGsSaP4066nQBW2hDImfh1Zgh0+5eenPnRGkI7+mERFtreNJdf27BMUXvj4+PDkCGPyu+12lCWJS7jkwMHABg1egz/f3v3HhVVvf+P/2mWDiTBKAqcFMZV4OgnIdPQ+n3PQIVWlOVRC29M33UCNb+gFNpNMZejfiq1LP3aRTvrI6h5w0qL41FOMeM5ppiXGU0R6hfgqZHEBi/h6KnD94/t7JnNDPeZPRvm+XC51syey968ea+BJ+/3+/WeMGFCh86hhIJXjjW/7N/K0LdvP7djQUHuYaQlGk00XnrpZezbtxcvvfhimwvHtQXDb+cWEREBu136fVOpVG7Pu/Lrr+h1661YsnQZAGFWzPvvv9fu2gzewPBLRIHAU/htT2BVqYLxyI1/jd/zUTyq2BAcUAFY7oJAnsJvc0X79D8AACAASURBVAWBXMMB10T6hy/3X3Ws9W3pWHspoeAVAPbvDnAUV7NYzPj+++87vFa9srIay5YudTuekZnRpqmmNpsNarUaUVHB0Oufwa7PPoXVavVJxV6G387PUXTQlaeig336hCMmxjkbYdiwYdjy8ceyXKMnDL8kcaUSqPwEOH8MsJ0Crp13PtazL6AeAvQdBmj+BPTyXPuDOoDt7zN7sEcSVOMR75Upy6/gFUy88c8xGqzUEBwwATg/f4PsBa88jfw2VxDIgeGA2kopBa9W/yME/fEj+3cH9ejRE336hHf4fbRabYdHak0mI9avWy++j81mQ93Fy82ud28vRwBZnHoVd0XIG35nag+g9+/eWYPfnEDo360dwR0+fDgO/PMf4v2KinL07tPbV5fVLIZfAoRiQKrvPgBOrAIuVzf9xMvVQO0RoKJA2J82Nh3QPgtEKWMNe2fF9ve9ClTgUTwq3o9HPA7Zv/Za0apYxGIHdkhC8Et4Ccl2naIKY93k7wuQQ37+Bhzc8z8+DQenz6H1Ba+CPBcEuuf2awwH1GZyhF/X/t3UtGf2b+/RarVuBYP8RadLQu8+vWEwGJCfvwFzZs/Gc8895/UfZO0JIB0lCb89GH7l9uCDybjy669i31q/br3HNeu+xvBLAICTb0OVf6sQqJoLX55UFAC7k4Gv9MLIJbUd218Wi7BIvB2PeJTYSrz+89wRguMRD0BYE/ysKtOr5+iobg0NDR425uk65Ai/APDX2jjsP9n2gldXf++J2uvqFvdABfjDk9wpYc0vwP4tt7KyMmg00T75a6rdXo/Kymq3QkQmkxEAEB0d0+RWXx0xfuwYXLrquz7clOfuv8xpz37m6FuxsXE+mVbfHIbfLubDbs7b01v56+2VSmDvRGFEsbHYdGGabZ97gJAY5/HLVcCFo0D5Js+vG1vSttHI9ly3ErH9/aobnF9Hg4d9V/dgj2T0txzlPq3U3NrztXTdvtClA7Ac4ffK9Zuw/9KdzYbfa1dqUXrqHIK6N10QiCNj1FZyhN8r12/C1u/vbLGgG/s3dVRKSgqKn/67vOfc9hBeH+n7c7J/KxPDbxfU1iBjNQojh65CooGhOa3fd/ZKJXB4oTAK6er+t1r/Hl0kgLH9/aulIJmABHFa8hRMwSZs8vk1TcVUcaukps7pjwDcZadAyxF+T9YE4X9vv73J8Pt7tyBcu1J7oyCQ53Cg6XWR4YDaTK41v/pNYU2GX/ZvopaxfysTwy95DF/3vwVMrmp9cAKEAkwP5AujjiEuW8wdeAE46b4PO93A9pdVBSoke/2usa2R5byuU643YzPs9npZztuSLhmA5Qq/C4uCEHd78wWvio5f8/BqgabXxRanhvKHJzUmb8Grpte0s38TNY/9W5kYfglXKqXhKyRaCFBtCV6NRSUBY41A+HDnMYYwz9j+stuBHeLtKZgCtVoty3ljESuuBQaAEpVJlvO2pMsF4M5U8IrhgNpK7oJX7N9E7cP+rUwMv2S31wtrTh1CooXg5I0Kwr00sKea3EOY1djx9+4i2P7+cRInxdvpSJf13JMwSbxdgI7tTOEtXSoAy1XwqvLmuFaFA08Fgc5ejWzVD1D+8KTG5Cp4xf5N1DHs38rE8EsAhG12XAsnjTV6dR9ZlSrYPYSV6BUz9dPf2P7+4RqA78Adsp57GIbJer7W6DIBWK6CVy1Ve752pRb3BZV4DAeOgkAt4Q9PakyOfazZv4k6jv1bmRh+CYAw9fbAC87797/l1fDloFIFA2N2ONekXq6G6uuZXj9Pp8P29xvX9b8D7LfLem7XwO0axP2pSwRgJRS8qr2qQu1VFU6cqXJ7rWtBIE4LpbZi/ybqHNi/lYnhl0SHFzpvhw/v2JrTlvTSAMn5zvsVBdyjlu2vCL7YQrGz6fQBWAkFr2qvqvB2STD2H/m+yfdgOKD2YP8m6hzYv5WJ4ZckXLfKuW+l788XlSTsZevgGgADEdtfEQJ9OjjQyQOwXNOemysI5AgH4d2qWRCIvIr9mzqr/PwN0KdLi2wYDAZEDxiA6AEDYDAY/HRlvsH+rUwMvyThWggpJNo7RZdaQ/us83Ygj0Ky/f3KtRLzWdWPsp77ezQ9gOIvN/v7AtorP38DPt2+CUsfvYxePXx3nv2X7oR2YHc8GvMDujfY3R7/+MgtCO9W7XFNZO11NcZENh8MAP7wJHdyFXRz9O+m1vyyf1NbrV79LnJz52JSWpp4rLCwEDu2b4PZYkFQUE+MTByJmJho6PXP+PFKvYP9W7kWzZ+HS1f/g5zCngB6tvp1Mwcz/HZJZR85b0fKFL4AIeiFD3cWfqr8xLdTf5WK7a8Y3+N7xCJWtvMdwzHx9l24S7bzNqdTBmBn+P0FgyN9c44r12/C/kt34m+n+mJCzBGEB7mHX6Eg0BEgSHrcdU1kS/jDkxqTa+R3/6U7W1Hwiv2bWs9gMMBoNCIvLw8V5eXi8f/6r//C6jVrxH0HExLuRlVVtb8u02vYv5Xt0tX/oPjpv7fpNSnbHmL47apsp5y3XUcF5RA31RnAzh9r/rldFdvfryZhklgIqwAFeASPyHbuLdgi3pZ7C6amdLop0HKE35M1QdBvChPC7wD38MuCQOQrcq351W8KY8Er8rp583JRXFyMmJhoyXGtVgudLgkWixkGgwFm83Gkpyvjh2B7sX/7T1lZGUwmo1/XsfH73wldO++8HRIj77n73OO87RoEAwnb368mwrn38mZslu3zswIVkgrUyXadLOdtSacKwHKFX8eayKbCLwsCkS/IWfCqpTW/7N/UHi1Vlqyo+A7X7Fdhs9Xh1KnO+0sI+7f/6NPTkfb0U1i/bj3iYgfBYjHLfg38/ndSl11mnfhg651muQY+1yAYSNj+fhWLWMk64LdV78hy3kVYJN6egimKqUDdaQKwXNOeHeHg0Zgfmgy/I0JOsCAQeZWSCl6xf5OvTJgwAUuWLsPbq1bhlZdf8vfltAv7t/8UFRXBbD4Os+UE8gsKMO/FefjLX/4i6zXw+09EndUbeEO8/SpeRQUqfHq+PdiDzdgs3lfK9GegkwTgf+7b7vPwCwDlPQY0GX4B4GBVd4/h4OrvPbH//KBWrRviD09qTN6CV57DL8D+Tb6Tn78B+fkbxPuxsXfCZqvz4xW1D/u3f+3d+zdkZGbCZrPBZDIiMzMDq1bJM4oB8PtPRJ3bI3hEMgo8ERN9NhXaZrPhJTj/0D0FU2Rdd9wSxQfgf+7bjpXvrvP5yO9RxCDf1L/J8HvtSi0ifzV5DAd7LuhYEIjaRa6R37/WxrVY8Ir9m3zl1lt7YcH8BbBYzKisrERWVjbGTxjv78tqE/Zv/zt69BgOlx5GcpIOCxbkIS52EMrKymQ5N7//XUCIS20CubfCuexSU6NnX3nPrRRsf0XYgR3ibQsseFaV6fVz2O31SFYnS9b+uk6FVgJFV4GWI/w610QGe6z2XHtVhZ8v/hv1P3ouCLTngg4jQk5wWii1mbxrfpsueMX+Td6m0WiQMjpFvD9hwgT8+usVZGVl42KdDROfehp5eXl+vMK2Yf9WjsqqKpgtJwAIVcezsrJQXFzs23Py+9819OzrXId6uUredagXjjpvq4fId14lYfsrQixisQzL8CpeBQBxivJH9nVeWZ9bgQpMVE2UhN+/4q+ybrvUGoodAZY3/Da/5vfMd5636wjqfo3hgNrFsaY9+39dlqXglbCPtec1v+zf5G06XZLbHr96/TMwmUwwW04w/FK79OvbB6NHjxbvP/XUUyg/c6aZV3Qcv/9diGvwcQ1EcnDdeqfvMHnPrRRsf8V4Ba9gGZaJ9zdjM0aq7uvwmuA92IM4xEnC7zIsU9TUZwdFBmC5pj0vKg7vUMGrwZFgOKA2k6ugG/s3UcewfytLwt33SPaX/vbbb6EZONBn5+P3v4tx3Xu2fJO8564ocN523ZInkLD9FaVxCLbAgjjEYSqmtjkI78EeJCABj+JRyfFlWIZX8IpXrtfbFDcFWo7wCwgFr/oP6I9HPWx1BDRfEOibXzSYPrTlvzrzhyc1Jkf4BYSCV/0H9GX/Jmon9m/lycrKQnKSDjk5c3DHHXdg+ZvLsXHTRp+ci9//rseuvhcqx53aI8I6VDmm4VqNztsh0UBUku/PqUBsf+V5Ba9gGIZJguvmG//iEY9JmIRhGIY7cIc4hdlur8dZ1Y/4Ht/jGI5hC7ZIRnwBIB7xeANvKHLk10FRAViO8Hv6HHA1Uih45WmfX8BREOgIECQ97romsiX84UmNyRF+T58DKm+Ow99O9WX/Jmon9m9lUqvVKDGasHFjAerqLuLzLz73yfeH3/+uSaUKBmLTnaOBhxcCD+T7/sRf5zpvRwZu+GL7K9MjeATlKMciLJJsWWS58c+Nyv2QqymYgjW2NVCr1V6+Uu9SzBRoudb8zv9rb+woCfYYDmqvqnDqXHecOMOCQORdcoRfR//ef7I7+zdRO7F/K5tarUZ29mzk5eX57PvD738X5joNt6LA99WIrUZhtNPh3sW+PZ/Ssf0VKRax2IRNKEc5pmBKu95jCqbgF9sv2IRNig+/gEJGgJVU8EqYFur++qDu1zBFU9riXqj85Ykak2Mfa/Zvoo5j/+5awkJDkLLtoTa95ragm/j978qikqSjkHsnAuO/8cmp7PZ6qFxHH2PT5a18rERsf0VzBOGP7OtQojKhAAU4iZMAIBkNduwl7JgiLU51Vn7uFfk9AMtb8KpXuwsCCcGA4YDahv2bqHNg/+56dhR+4u9LICXSPusMYLVHgJNvA3c97/XTqL6e6Rx9DInm6KMD21/xVKpgPHLjX1fl1ynQ8ha8ivYYDoDmCwLtPz+oxVExgL88kTv2b6LOgf07MFitVqSkpCB6wAAkxA+FyWRs+UXU9UQlAfe/5bx/4AVpoSRvOPm2tPLw0ByOPjqw/UkB/BaA5Zr2fBStKXhl8hgO9lzQQdOL4YDajv2bqHNg/w4caWlpePLJJ1B99iz++/U3MG3qNH9fEvnLXc8D4cOd93cnC6HJG77SC6HOITbdJyOcnRrbn/zMLwFYzjW/LHhFcmP/Juo82L8DQ1lZGSp/+AHZ2bMBAKmpqdi4aSPs9no/Xxn5iz3VJA1hB14AvtK3v09cqRTCl+vIY/hweSodd0Jsf/In2dcAO8LB4tSrGBzhm3M4wkGvMBYEInmxoBtR+9wWdFObCxZ545zs34Hh22+/RWLiCOTkzMHOwp3QDByINWtWC1uzUEBSqYJhTzVBVaRzrhWtKIDqnFGYMtvKUUO7vR6q7z6QjjoCwsgjw1eT2P7kT7IGYNfwe1fEVZ+dZ1FxOHqF9ULm3SwIRPKRa80vC15RV7Rz915/XwJ1Yb/+egW7dn+BlStXoLziDLZt247HH3sc5RVnGIIDmEoVLFQhdh05vFwthKkDLwghSvssEBID+839hNBmr4fqt5+By1VA2UdQuY44OjB8tQrbn/xFtgAsV/g9ihj0H9D0msjmCgLtuaDDTO2BFs/BcECNyRV+Hf37UfZvIqI2iYyIEKdA6/XPYMH8BSgtPQydLsnPV0Z+90C+ELRK9EIAc6goEIOZ6sYhlfurncKHA/etFAo9Ueux/UlmsgRgOcLvyZogXI/o14qCQEeARtNCXddE9u7xa7PnYTigxuSa9sz+TeRZZWUlAECjcVb5tNls+PLLL9G3bzgDDuHuu+/2eDwsLEzmKyHFikqC/U+nhem0J1ZJg1hLwocDcVNZbKkj2P4kI58HYIvFLEv4FdZEBmNCjOeCQD9f/Dfqf2RBIPIuedf8sn8TNWaz2fDkE2ORO3euGIAtFjMef+xxjJ8wHtXfn8aCBXkwmUx+vlLyp/j4BKjVYTAYDMjKysLGjQVQq8P4WUcSKlWwEKLuel7YmufCUaB8k/CgY50q4CzeFDcV0PyJW+x4Cduf5OLTAGwyGbFq+VKZwm/7CgL1DlFhSggLAlHbdYaCV+zf1JUVFRVh5owZbsdXLF+BzOnTkZeXBwBIiB+KoqIipKamyn2JpCB7/rYXb7zxOp588kloYmLw2a7d/r4kUrKoJOE/RxX9g+1PPuSzAGyxmH0efgHgzQMaaAeigwWBmsdwQI11roJXzWP/ps7qwD//gY2bNmL9uvWS4/kFzqIodns9bLY69O9/u9yXRwoTFRWFVave8fdlEBGRn/lkH2CTyYhF8+fJUvCqd5/eHsMBAPx88d9NFgT65OfRuE31W4vnYDigxuQteBXN/k3UhCVLlzW7vjcnZw7iYgchOTmZ/ZuIiIgA+GAEWI6R39YWBKr/scptWqhjTeQUTSkLAlGbybWPNfs3Uce99NLLGD9+PKZNnYb8/A3Q65/x9yURUWdxpRKo/AQ4fwywnQKunXc+1rMvoB4C9B3GNai+wvbvkG7o5u9LUDSvB+BF8+fh0tX/IKewJ4Ce3n57AMBtQTehV1gwMu/2XBDoYFV3oRpuI67hgGsiqa3kqmbeUsEr9m+i5tnt9QCEKa9RUVGY9+I85OcXMAATUbPs9vrWVSG+XC0UZaookO5Xy+13OoTtT3LxegC+dPU/KH76795+WwDA8boYLN4fh8WpV7H+TG+EB52WPH7qXHdsOiasiWy8FQzAgkDUfnKG315hngtesX8Ttc6YMY8gI+NZMfDWnDuHP0RF+fmqiEjRTr4N1YEX2vdax361senAvYs5ItkebP8OW4ZleBWv+vsy2m0Zlsl2Lln2AfaWff+KcQaQM9LHhHAQyoJA5HVyhF8A2Hxag15hQObdTYVf9m+i1nj55Zcxc8YMVFVV48KFWuws3AnT/v3+viwiUqIrlcDeidJtdhxi04Vptn3uAUJinMcvVzm36HF9XUUBcM4IJOdzNLK12P5e88qNf9SyzhOAw4djXnLzaxqbKgi054IOM7UHWjwFwwE1ZjIZsUqG8HsUMai/qbfHaf0O7N9Enr06fz5CQ0PF+6mpqTDt34/du3chJiYar722CGq12o9XSESKZDUCu5Olx0KigaE5zW+/00vj3KLnSiVweKEQvgBheu7uZOD+t7iFT0vY/uQnig/Ax+ticGd0P/TCf5p8DgsCkS/ItY81C14RdYxWq3U7ptFokJ092w9XQ0Sdgqfw1Z7Q1EsDPJAvrEEt0TvXrjqm8zKEecb2Jz/yyTZI3uJY83v2F8/h99S57vi87FacOFPl9hgLAlFHyFXNfGFREHaUBHsMv+zfREREPnClUhq+QqKBsSUdC0tRSbD/6TQQPtx57MALwMm32/+eXRXbn/xMsQHYteCVp71Wf7nwCzYdC8W/a8s9vr53iAoztQcYDqjN5NjH2lntubmCV+zfRERE3mS31wtrTh1CooGxRq+sGVWpgmFPNbmHMKuxw+/dVbD9SQkUG4AlBa8aOVkThJ+s1hYLAnFaKLWVHCO/gFDwqqXwy/5NRETkXarvPnAWTgqJFgomebFqsMcQVqIXt2cLdGx/UgJlrgFuoeDVb5fP4vr1aLdwcPZqJL65PJQFgajd5NjH+g9RUejdp3eTa34BzwWv2L+JiIg64Eqlc20oIBRb8kG1YJUqGBizA9idJKxJvVwN1dczhbWqgYztTwqhqAB8vC4GPXuFY3BzT7p2Hr9drAYQLTnsCAcsCEQd4et9rHv2CsfgyDrkmP6/NhW8Yv8mIiLqoMMLnbfDh/u2QFIvjTC66VjrWlEgFGoKwO15RGx/UgjFBGDXNb+A52nPZ6zXEfN7tdtjV3/vKYYDrokkJWqpf5861x3/f50Kkb+674PH/k1EpBx2ez22bduOqqpqxMREY+zYJ9y22bLZbNi9exeqqqoRFhaKsWOfgEbT9DRPg8GArKwsj9t1FRYW4tSpUwgLC8XEiU8hKirK619TwHBslQMA9630/fmikoS9bB3nLfsosAMY29/nCgsLERt7p8ffAYuKinDkyJFmP0tcP2+mTUt3+0xq/Pn39NNPCSPunUyTa4BXr37X7VhhYSEMBgNMJu8uJncNB02t+V1YFIQG2xmPr2dBIFKylvo3C14REXUOVqsVIxNHIiMjE+bjR7FyxQokxMfDYjGLzykrK0NCfDwWzF+AivJyrF+3DnFxcSgsLPT4njk5c2AwGHDxovQz3mazISF+KJ7PyUFFeTmWv7kcMTExknNRG7gWQgqJli8IaZ913q4oEKYBByK2v8+ZTEZMnjwZx48fd3tMn56OcePGwXz8KNavW4eYmBi3PJeSkoLJkyeLnzcJ8fGorHS2l91ej5GJI8XPtgXzFyAudhCsVqvPvzZv8xiAV69+F7m5cyXH9OnpeO+99xATE43srCyPAbm9Fu+PE9ddpqwNQ+Hx7sIC+WvnUXi8O3IKe3oc/br6e08WBCLF89S//3W2Gteu1OLzslvx3oEQj2t+2b+JiJTlpRdfhM1WB4vFgh2Fn8BsOYHk5GQ8/tjj4nOEkdwwlFecQX5BAcyWE5iUlobJkydLCvHYbDbo09Oxdu17Hs81Z/Zs2Gx1OFRaivyCAlSfPYvB2kHIysr2+dfZJZV95LwdKeMoYFSStCBT5SfynVtJ2P4+lZ+/ASkpoz0+VlhYiC1bt6K4eJ/4ufX4w8nIzsoSn7N69bswmUywWCzi541m4EBkZGSIz1liWCL5TCqvOAO1Ogwvvfiiz78+b3MLwOPHjsH6deskx2w2G8zm4/j8813Q65/B6jVrsPzN5V67CMe6S8f/Cf1LhQcuV4u3G4ffi3U27Lmgw22q31p8f4YD8idP/bvu4mX8drEKD4SYAMBjwSv2byIiZdmydSv0+nRotVrx2Kvz5+NcTY04mlJ+5gxy586VTAvMyBR+iSwtPQzAMbobD7P5OGbNes7tPHZ7PbZs3YolS5dIpikWbNyIjIxn3Z5PrWA75bytlbkN46Y6b58/Ju+5lYLt7zP69HRkZGRi5coVHh//ePNGjBo1Cjqd8w8POfPm43TZGXFGyfbtOzApLU3y2TZnzhyYTCZxhDc/vwDjJ4wXP5NUqmBkZGZiy9atna7KtlsAHvfUVHy2a7fkmFqthtlyQvwwNxpNiBs0SJ4r9KDyUij69otgQSDqkljwiohIuRr//hMREQEAMJuFXySrz56FXv+M5DmOx6KjYwAAdrsd816ch0Olh3DPPfe4ncMRlHW6JFgsZqxe/S4KCwsxYEC023tTK10777wdEiPvufu4fI9dg2AgYfv7zL2J96K8vBzZ2bM9Pl5a+g3uuWeY5Fhi4r0AIE6XPnjwIGLj4iTPGT5cGDk/duwYbDYbztXUuH1eJSQIv3uWl1d0/AuRkVsRLL3+Gcl8b1eVlZXQ/fGPOFdTg+LifV67iLh+v7fp+ZsrEwH8h2siqVNoa/9mwSsiImWKjIhA8b5iSQj9+uuvAQB1dZ4/s61WK5a/uRyPP5wsFsKKiopq8pdVAOLvYQUFBTAYDBisHYTTZWcQGRGBvfv2SUZpqJUuuxRR9eK+s63iGvhcg2AgYfv7THOfJQBwrqYGffqES445BjWrqqrF0duYGOkOOz17CtuB1taeF2sUNC7m16+f8AfAurq6dl69fzRZBMsTjUaD6rNn8emnnyIlZbTXFj2vTS5p9vGZg7+R3N85tuXwzXBAStFS/36w37fi7aDgULwav4/hl4hIgTKnT8eWrVthMBhQVlaGoqIizJwxo8nnW61WPPLwGKjVYfi/H25o8/l2bN+GmpoamC0nUFVVBQCYPn16u6+fiKgxm83z75ytqTivUqm8fTmyaFUAttvrUVZWJt5PTU3FYO0gVFR4rlrrbROHXsQv128FAIxoxawJhgPqTMYMPCcpeNUS9m8iIv/Iy8tDXl4eDAYD4uPjMXPGDLz/wQeIjIhAWFio5LkWixkjExMBAHv+trdd2xctfG2RuA1JVFQUlixdgoMHD3bKqqtE5B+RN5ZpNKWpzyZPM4KvXJEuzbt0qeXfW5WoVQG4srIa8fHxsNlsAIS/aJ4uOyOuZemo43XNv8/xuhi8X3Y/bg5t+XwMB6Q0LfXvykuhLHhFRNRJ5OXl4fr166iqqkL12bMYNmwYztXU4I477hSfU1RUhBEj7kXcoEE4VHqozeHXMc2wb99wj8evXbvWwa8iAIW4TO+Ueyucy1XO2z37yntupWD7+41aHYYLF2olxxx/RBsyZAgAISSXn5FuN+sItxqNRvzs+f777yTP+de/fgQAr2VCubQqAGu1Wrw4by6Sk3TQp6djZGIi8vLymt3UvS0W749DyraHkLLtISw/qROP7624FSnbHsLi/XFY+Mdy3B1W1cy7MByQk5z7WLekqf5deSkULx96CJsrE1nwioioE3Ds2Qs4R0127NgOAHjwwWQAwl6c48aNw6xZz6G4uFhSDbq1HAVqHMWzHIxGYeeAyMh+7fsCAplr8Lnc/O+TXnfhqPO2eoi851YKtr/fPPDgg9hZuFNy7MCBAwCA+++/HwCQmDgCBw+VSp5jNBpvPCZ8Ho0aNQqHbxToE9/nn/9AZESE1zKhXNyKYAFC0i8vl05vXrJ0GTIyp6O6ugpvvPlmu6byNKWpNb1jYn/FmNi/t+o9GA7IwbGPtWtRAH16On6yWqHXpyM7KwsZmZktFg3wlqb6t+a2i3h9JPs3EVFn0adPOAwGA5588gnExyfAZDIiN3cuXpwnbHtkt9dj2tRpiIyIwD333IP8fOm639Gjx7RyXV0wZs16Drm5c3HHHXciNTUVJpMRBoMBs2Y9165QHfDUQ4DaI8LtC0eF/WHl4rr1Tt9hTT+vK2P7+82f//xnrF37HhbMfxUL8hagvLwCz+fk4Imxj4mfR7Pn5CAlZTRWr34X2dmzYbGYsfzN5ZLPm4yMZ5GRkYmU0SnQ659BUVER3ly+Anl5ef788trFYwAG3Kt8OY4pMeEzHJDD+LFj8H2VdG2UYx/rQ6WHoFIFQ6PRYNrUabIF4I5i/yYiUoa8vDxUlJdjxIh7xWOzLk4BRwAAER1JREFUZj2HJUuXARC2LzpXUwMAyMjIdHt9cfG+Vg8grFr1DgBg3Lhx4rFJaWnicWoj7bNARYFwu3wTcNfz8p3bcV5AuiVPIGH7+018fAI+/vhjTJ48GW8uF/YK1ul0WLf+L+JzdLokrFy5Arm5c5GbOxeA8Hnz+uv/LT5Hr38G5WfOICMjU/x8m5SW1ikDcLeGhoYGb75hSkoKip9u3ahWh86z7SG8PvLvDAckkZ+/ATpdEuLi4nD9+nWPzzEYDDAajSguLnZ7TO7+2xL2byIi5bHZbDh7thpxcbE+H411nGvAgGixIBY14cNuztvTpb/e2u31UOXf6jww5Qd5tuOxGoHdwvR4hEQDkz1M/23mujsVtr+i2e31KC+vQN++/Zr8Q5zjOc193nSFz6QmR4A7A4YDaswf+1j7Cvs3EZEyqdVq2X7xk/NcXZlKFQzEpjtHAw8vBB7I9/2Jv8513o6UcdqvwrD9/U+lCm7x98nWPKcrfCa1aR9gpWE4oLbw1T7WvsDwS0RE5GXaZ523Kwp8X43YanSuewWAexf79nxKx/YnhfD6CPBtQTchZdtD3n5bj+dhOKDWsNvrUVlZDa1WC0C6j7U3i7l5C8MvERGRD0QlSUch904Exn/jk1PZ7fVQuY4+xqbLM+VXydj+pBBeD8A7d+/19lsSdYhjH+uamhqo1Wqv72PtTQy/REREPuRajKn2CHDybZ8UZFJ9PZOjj56w/UkBOvUUaKLW8PU+1t7C8EtERORjUUnA/W857x94QZgq600n35ZWHr7/LY4+OrD9SQEYgKnLaWof68927UZGZgYOlZYqrmQ7wy8REZFM7noeCB/uvL87WQhN3vCVXgh1DrHp8m750xmw/cnPOnUVaKKmcB9rIiIiaoo91QRVkc45TfbAC8D5Y7Df9377tra6UilUNnYdeQwfLk+l406I7e9dJpMRO3fuxC8XfgEApIxOwdNPP9Wutly9+l0cLj0MAMgvENrTbq/3+ZZvcvL7CLDNZvO4bY3JZITFYvbDFRHJh+GXiIhIfipVMOypJulIZEWBsFdtG0Yj7fZ64fmbB0rDV2y6zwo8dQVsf+/JyZmDlJTR+OrLL1FffwWVVVXIyMhEXOygNu94kp+/Abm5c/GT1YrefXrDarVCp9Oh9EYg7ir8PgL8rD4NwxL/KE5JtVqteOThMYiNvRN1Fy8DAD7/fFeX+qsDEcDwS0RE5E8qVbAQkr7SS8PTgReE/7HpQtGmkBjYb+4nhDZ7PVS//QxcrgLKPoLK9XUOsekBM/LYEWz/jrNYzFi79j2sXLkC2dmzxeNlZWUYM3o0srNmYUfhJ61+v6NHjyIyIgLFxcUAhAHJgwcPev26/c1vAdhiMSN92jTYbHUYlvhH8fgbb7yOBx58EKtWvQMA0Ol0+OKLv2LChAn+ulQin2D4JSIiUoAH8oWgVaIHLlc7j1cUiMFMdeOQyv3VTuHDgftWCoWeqPXY/u12/PhxAMDYsU9Ijmu1Wuj16Th4qFRy3G6vx7Zt21FVVY2YmGiMHfsE1Go1ACHsnjz5rXi7X78ImM3CbFyz2Yx+/SKg1WphMhkxdGg8TpywwGg0ISwsFNOmpUOtVsNkMsJoNCEmJtptCrbNZsPu3btQVSV8j5OSdNDphO+V1WpFRUU5YmPjJFuUmkxGhIWFef135W4NDQ0NXn3HVjIYDBgyZAhOnToFAJKiRK7zzBPih+K/X38Dqamp/rhMCjDjx47Bpav/8fl5uI81ERGRl33YzXl7ejt/vT35NnBilTSItSR8OBA3tf3Flrxx3UrA9pedxWLGiBH3YlJaGhYbDM3WurFYzHj8sccBAImJI1Ba+g3O1dSguHgfdLok6NPTUVJSgnM1NRg1ahRGjx6NHdu34XTZGQzWDsLEp55GXl4eevTogccfTsY3x09DM3AgDh48iMHaQXjgwQexs3CneGzUqFEwmUwAhCCbkjIag7WDkJBwN8zm4zhddgazZj2HVavegc1mQ0J8PDQDB4qvWb36XeTmzhWvz5v8FoAdDAYDALhV5c3P34CVK1agbz/nMDwRERERkUfeDDJWI3DhKFC+SbjvuqesY91q3FRA86eOb7HTiQOYBNvfLxxBEYAYMJ8cNw6PPfaoZAQ2esAAaAYOxN69e8Tj48eOwTfHT6O84gxUqmAxBFefPQvAGVxdQ2iPHj0wWDsIh0oPQaUKRlFREcaNGwedTidmtvz8DcjIyER5eTk0Gg10Ot2N9zOJ15OTMwdr176H69evS861cuUKJCUlYcSIe5GXl+eTnVv8vga4KYmJI7F6zRpkZ2UhP38D9Ppn/H1JRERERBQIopKE/9xCxz/Y/q2WnT0bY8c+gd27d+Gzz3Zhy9at2LJ1KyIjIvD+Bx8gNTUVFosZ52pq8P4HH0hC8aKlyzFixL1tXm468amnxfcZMmQIAECvTxcfT0wcCQCorq6CRqPB1q1bJa+32+vRp0+45JhOl4QX581Fbu5cDNYOgk6n89m2pX6vAt0UrVYLnS4JC19bhJUrVvj7coiIiIiIiBRHo9EgO3s2iouLcf36dXz66adQq8Mwbtw42Gw2VFR8B8AZVh0cS/F++unHNp0vJiba4zU4qFTS1dpqdSjWr1+P8WPHICF+KG67LUycBexqydJliIyIwOmyM1i/fn2brqktFBeAJ074E1avfle8/9NPP6Jvvwg/XhEREREREZGy5OTMwYL5r7odT01Nxeo1awAAJ05YEBQUBACw2+2S59nt9QCA0NBQn17nmDGPYN2HH2JY4h+x8LVFKC8vx/r169yeV1RUhHM1NQCAVatavx1WWyluCvTsOTmYNnUaAKCu7iLWffghNm7a6OerIvLMZrPh4sWLbkUHfFW1joiIiIgIAH658AvWrn0P/ycrW1I9GQDOn68FAISFhSE6OgYAsG/fXmi1WvE5X35ZAgDNFs/qKKvVioMHD7pt1dQ44NpsNsycMQOT0tLw5LhxmDx5MsaMedgnhZD9HoCffFJatlunS8LnX3yOzz7bBQAw7d/v028KUUdwH2siIiIi8ofFBgO2bN2KkYmJmPfiPCQkCAMvZrMZy99cDp1OJw7GPDH2MSx/czkSEhKg0yXBYjFj5owZGDVqVJNVlsPCwgAARqNJ3AaprRzToQ+XHhaPFRYWYu3a9wAIwVetViMz488AgHfefRdqtRpPjH0MM2fMgNliEbdq8ha/B2BPI2Tx8QkcOSNF4z7WRERECuZa2Zfkx/aXhUajwTffHMYLL+SKlaAdJqWl4cN1H4j3N27ahOmZM5CSMlo89sTYx7B6zdom3z8+PgGjRo2CwWCA0Whs1848arUaK1euQG7uXGy5UQxr1KhRWL9+HTIyMnHihAWVlZXYtfuLG2uXhbC7bv1fEBERgcyMP2NH4SdtPm9z/L4NElFnxH2siYiIFKYrhK5OuA2PiO3vVzabDTU1Nbh+/Rri4mKbnH3oWL4XGhra6pFVq9UKtTq0QzMa7fZ6nDv3M3r27Ok2XVtufh8BJuqMHIHXEYBdqVTBkn2sGX6JiIhkEJsOVBT4+yra7/63/H0FHcP29yu1Wt2qQNva57nyRmBVqYIVs6yVI8BEHeAo4d54n7KysjL8/HMNsrOykDt3LvexJiIiIiJSAMVtg0TUFXAfayIiIiIi5WEAJvIi7mNNRERERKRcXANM5EXcx5qIiIiISLm4BpioAywWMwDpdl4Wi1ncxzo9PV0xC/6JiIiIiAIdAzAREREREREFBK4BJiIiIiIiooDAAExEREREREQBgQGYiIiIiIiIAgIDMBEREREREQUEBmAiIiIiIiIKCAzAREREREREFBAYgImIiIiIiCggMAATERERERFRQGAAJiIiIiIiooBws78vgIiIiIhIbhaLGUajEdnZs90eKywsxKlTpxAWFopp09KhVqslj9tsNmzcWIC6uosYMmQIJkyY4PEcru8zceJTiIqK8snX0hmx/clfujU0NDT4+yKIiIiIiORis9mQEB8PAKg+e1Y8brfXY8yYR1D5ww9ITk5GSUkJAMC0fz80Go1w22TEtKnTAEB8jlodhj1/2ysGLJvNhuQkHWy2OvE552pq8M03hxEfnyDnl6pIbH/yJwZgIiIiIgoo+vR0bNm6FZEREZIAZjAYYDAYUFVVhaioKNjt9RiZOBKxsXdiR+EnAIDoAQOgVofhUOkhqFTBHp+jT09HSUkJDpWWiqEsIX4oQsPUMJlM8n/BCsP2J3/iGmAiIiIiChiFhYUoKSnBrFnPuT22Y/s2TEpLE0OTShWM3LlzsWv3F7Db62GxmHGupgYLX1sElSpYfM7C1xZh1+4vYLPZYLfXY8vWrViydIlkym3Bxo3IyHhWni9Swdj+5G9cA0xEREREAaGyshKTJ0/Gp59+iiNHjrg9frrsDDIyMyXH7r77bgBAaelh8VjfvuGS5zjunzhhEY/pdEniOtc//OF2PPjggwE//ZbtT0rAEWAiIiIiCgh6vR6zZj2H1NRUt8cqKysBAKGhoZLjt90m3D9/vhZDhwrrVs1ms+Q5RqNzWq3jfQoKCjBixL1Yv24dJk+ejIT4eJSVlXnvi+mE2P6kBBwBJiIiIqIuz2AwoPKHH7B3755mnxce3tfj8V9/vQK1Wo1JaWnIzZ2L0NBQ6HRJMJmMWPfhh27P37F9G2pqaqBWq2G1WjEyMRHTp08P2DWobH9SCgZgIiIiIurSLBYzDAYDiov3iWtHG+vZsycAoLb2vMfHHcHsw3UfAAAyMoSpuoO1g/D+Bx9g3LhxkucvfG2RuH1PVFQUlixdgoyMTFit1oDbjoftT0rCKdBERERE1KV99tkuAEBKymj06NEDPXr0gMFgwLmaGvTo0QP5+RvEUHTx4kXJa6urqwAA/fvfDkAoupRfUIBLl+pQU1MDs+UErl69CgAYOjRe3K6n8TpVx/Fr16756KtULrY/KQkDMBERERF1aenp6Sgu3if5PyktDZERESgu3ofRo8cAAHQ6HYwlX0leazSaEBkRIRZQGj92DAoLC6FSBYsjjJ99+ikGawdBrVYjMfFeAE2vU42M7OfTr1WJ2P6kKA1ERERERAFm8eLFDQP695cc++KLLxpuueWWhg0b/qehoaGhwWgsabjlllsaFi9eLD5nwvhxDQP692/44YcfGhoaGho2bPifhltuuaVhx44d4nPmzJndcMsttzR88cUXkveZM2e2r7+sToPtT/7CNcBERERERABSU1ORl5eHjIxMcY3ppLQ05OXlic9ZvWYtHnl4DOLi4sRj69evw4QJE8T7q1a9AwCSdamT0tLE4+QZ25/k0K2hoaHB3xdBRERERKQUdns9yssrMGBAtDjNtjGr1Yrz539GXFxsk4WdbDYbzp6tbvZ9yB3bn3yJAZiIiIiIiIgCAotgERERERERUUBgACYiIiIiIqKAwABMREREREREAYEBmIiIiIiIiAICAzAREREREREFBAZgIiIiIiIiCggMwERERERERBQQGICJiIiIiIgoIDAAExERERERUUBgACYiIiIiIqKAwABMREREREREAYEBmIiIiIiIiAICAzAREREREREFBAZgIiIiIiIiCggMwERERERERBQQGICJiIiIiIgoIDAAExERERERUUBgACYiIiIiIqKAwABMREREREREAYEBmIiIiIiIiAICAzAREREREREFBAZgIiIiIiIiCggMwERERERERBQQGICJiIiIiIgoIDAAExERERERUUBgACYiIiIiIqKAwABMREREREREAYEBmIiIiIiIiAICAzAREREREREFBAZgIiIiIiIiCggMwERERERERBQQGICJiIiIiIgoIPw/KxBEgWo23A8AAAAASUVORK5CYII=)"],"metadata":{"id":"9eJ7kHmBId9O"}},{"cell_type":"code","source":["from tensorflow.keras import Model\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Flatten, Conv2D, MaxPooling2D, Dropout"],"metadata":{"id":"WibA1sL3I3-s"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["class AlexNet(Sequential):\n","\n","  def __init__(self, input_shape, num_classes):\n","    super().__init__()\n","\n","    self.add(Conv2D(filters = 96, kernel_size=(11,11), strides= 4,\n","                        padding= 'valid', activation= 'relu',\n","                        input_shape= input_shape,\n","                        kernel_initializer= 'he_normal'))\n","    \n","    self.add(MaxPooling2D(pool_size=(3,3), strides= (2,2),\n","                              padding= 'valid', data_format= None))\n","\n","    self.add(Conv2D(filters = 256, kernel_size=(5,5), strides= 1,\n","                        padding= 'same', activation= 'relu',\n","                        kernel_initializer= 'he_normal'))\n","   \n","    self.add(MaxPooling2D(pool_size=(3,3), strides= (2,2),\n","                              padding= 'valid', data_format= None)) \n","\n","    self.add(Conv2D(filters = 384, kernel_size=(3,3), strides= 1,\n","                        padding= 'same', activation= 'relu',\n","                        kernel_initializer= 'he_normal'))\n","\n","    self.add(Conv2D(filters = 384, kernel_size=(3,3), strides= 1,\n","                        padding= 'same', activation= 'relu',\n","                        kernel_initializer= 'he_normal'))\n","\n","    self.add(Conv2D(filters = 256, kernel_size=(3,3), strides= 1,\n","                        padding= 'same', activation= 'relu',\n","                        kernel_initializer= 'he_normal'))\n","    \n","    self.add(MaxPooling2D(pool_size=(3,3), strides= (2,2),\n","                              padding= 'valid'))\n","    \n","    self.add(Flatten())\n","    self.add(Dense(4096, activation= 'relu'))\n","    self.add(Dense(4096, activation= 'relu'))\n","    self.add(Dense(1000, activation= 'relu'))\n","    self.add(Dense(num_classes, activation= 'softmax'))\n","\n","    self.compile(optimizer= tf.keras.optimizers.Adam(learning_rate = 0.001),\n","                    loss='categorical_crossentropy',\n","                    metrics=['accuracy'])"],"metadata":{"id":"1B21nW8WIjps"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["num_classes = 10\n","model = AlexNet((227, 227, 3), num_classes)\n","model"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Gy-2J87WIjmS","executionInfo":{"status":"ok","timestamp":1677748784063,"user_tz":-330,"elapsed":2171,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"e3865e3c-2854-4e6b-b7a1-624cfc60517e"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<__main__.AlexNet at 0x7f67a1042100>"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qbNRe7zKIjj_","executionInfo":{"status":"ok","timestamp":1677748784070,"user_tz":-330,"elapsed":47,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"9454a223-fa1b-4d16-d206-ea49d617adf8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"alex_net\"\n","_________________________________________________________________\n"," Layer (type)                Output Shape              Param #   \n","=================================================================\n"," conv2d (Conv2D)             (None, 55, 55, 96)        34944     \n","                                                                 \n"," max_pooling2d (MaxPooling2D  (None, 27, 27, 96)       0         \n"," )                                                               \n","                                                                 \n"," conv2d_1 (Conv2D)           (None, 27, 27, 256)       614656    \n","                                                                 \n"," max_pooling2d_1 (MaxPooling  (None, 13, 13, 256)      0         \n"," 2D)                                                             \n","                                                                 \n"," conv2d_2 (Conv2D)           (None, 13, 13, 384)       885120    \n","                                                                 \n"," conv2d_3 (Conv2D)           (None, 13, 13, 384)       1327488   \n","                                                                 \n"," conv2d_4 (Conv2D)           (None, 13, 13, 256)       884992    \n","                                                                 \n"," max_pooling2d_2 (MaxPooling  (None, 6, 6, 256)        0         \n"," 2D)                                                             \n","                                                                 \n"," flatten (Flatten)           (None, 9216)              0         \n","                                                                 \n"," dense (Dense)               (None, 4096)              37752832  \n","                                                                 \n"," dense_1 (Dense)             (None, 4096)              16781312  \n","                                                                 \n"," dense_2 (Dense)             (None, 1000)              4097000   \n","                                                                 \n"," dense_3 (Dense)             (None, 10)                10010     \n","                                                                 \n","=================================================================\n","Total params: 62,388,354\n","Trainable params: 62,388,354\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}]},{"cell_type":"code","source":["from keras.utils.vis_utils import plot_model"],"metadata":{"id":"ztHVvHLQMILa"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["plot_model(model, to_file='model_plot.png', show_shapes=True, show_layer_names=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"z4YwQq4kIjhl","executionInfo":{"status":"ok","timestamp":1677748784073,"user_tz":-330,"elapsed":30,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"d1ae64d8-8a3f-41bf-808e-86bc32f5d0f5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":["<IPython.core.display.Image object>"]},"metadata":{},"execution_count":25}]},{"cell_type":"code","source":["model.fit(x_train,\n","          y_cat_train,\n","          batch_size = 500,\n","          epochs = 43,\n","          verbose = 1,\n","          validation_data = (x_test, y_cat_test))\n"],"metadata":{"id":"Dn-NqDLnIje-","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1677749177677,"user_tz":-330,"elapsed":393631,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"cd4fe34d-8994-49ea-e1fe-6559727aa49c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/43\n","14/14 [==============================] - 30s 692ms/step - loss: 12.1613 - accuracy: 0.1096 - val_loss: 2.2778 - val_accuracy: 0.1350\n","Epoch 2/43\n","14/14 [==============================] - 8s 588ms/step - loss: 2.2761 - accuracy: 0.1319 - val_loss: 2.2356 - val_accuracy: 0.1580\n","Epoch 3/43\n","14/14 [==============================] - 8s 591ms/step - loss: 2.1891 - accuracy: 0.1717 - val_loss: 2.2245 - val_accuracy: 0.1510\n","Epoch 4/43\n","14/14 [==============================] - 8s 610ms/step - loss: 2.2364 - accuracy: 0.1646 - val_loss: 2.2622 - val_accuracy: 0.2020\n","Epoch 5/43\n","14/14 [==============================] - 10s 696ms/step - loss: 2.1650 - accuracy: 0.1947 - val_loss: 2.1052 - val_accuracy: 0.1980\n","Epoch 6/43\n","14/14 [==============================] - 9s 606ms/step - loss: 2.0400 - accuracy: 0.2363 - val_loss: 1.8723 - val_accuracy: 0.3160\n","Epoch 7/43\n","14/14 [==============================] - 9s 616ms/step - loss: 1.8486 - accuracy: 0.3074 - val_loss: 1.7931 - val_accuracy: 0.3330\n","Epoch 8/43\n","14/14 [==============================] - 9s 629ms/step - loss: 1.7382 - accuracy: 0.3556 - val_loss: 1.7044 - val_accuracy: 0.3695\n","Epoch 9/43\n","14/14 [==============================] - 8s 596ms/step - loss: 1.6616 - accuracy: 0.3829 - val_loss: 1.6603 - val_accuracy: 0.3755\n","Epoch 10/43\n","14/14 [==============================] - 9s 624ms/step - loss: 1.5786 - accuracy: 0.4154 - val_loss: 1.5837 - val_accuracy: 0.4040\n","Epoch 11/43\n","14/14 [==============================] - 9s 625ms/step - loss: 1.4973 - accuracy: 0.4416 - val_loss: 1.4889 - val_accuracy: 0.4620\n","Epoch 12/43\n","14/14 [==============================] - 8s 606ms/step - loss: 1.4059 - accuracy: 0.4817 - val_loss: 1.6433 - val_accuracy: 0.4275\n","Epoch 13/43\n","14/14 [==============================] - 9s 616ms/step - loss: 1.3689 - accuracy: 0.5014 - val_loss: 1.4602 - val_accuracy: 0.4755\n","Epoch 14/43\n","14/14 [==============================] - 9s 625ms/step - loss: 1.2343 - accuracy: 0.5487 - val_loss: 1.4450 - val_accuracy: 0.5015\n","Epoch 15/43\n","14/14 [==============================] - 10s 704ms/step - loss: 1.1407 - accuracy: 0.5860 - val_loss: 1.4070 - val_accuracy: 0.5015\n","Epoch 16/43\n","14/14 [==============================] - 8s 613ms/step - loss: 1.0508 - accuracy: 0.6157 - val_loss: 1.3828 - val_accuracy: 0.5355\n","Epoch 17/43\n","14/14 [==============================] - 9s 628ms/step - loss: 0.9591 - accuracy: 0.6513 - val_loss: 1.4181 - val_accuracy: 0.5250\n","Epoch 18/43\n","14/14 [==============================] - 9s 628ms/step - loss: 0.8183 - accuracy: 0.7013 - val_loss: 1.5114 - val_accuracy: 0.5250\n","Epoch 19/43\n","14/14 [==============================] - 8s 610ms/step - loss: 0.6777 - accuracy: 0.7540 - val_loss: 1.6983 - val_accuracy: 0.5140\n","Epoch 20/43\n","14/14 [==============================] - 9s 624ms/step - loss: 0.6031 - accuracy: 0.7857 - val_loss: 1.7956 - val_accuracy: 0.5065\n","Epoch 21/43\n","14/14 [==============================] - 9s 636ms/step - loss: 0.5106 - accuracy: 0.8170 - val_loss: 1.9064 - val_accuracy: 0.5195\n","Epoch 22/43\n","14/14 [==============================] - 10s 715ms/step - loss: 0.3706 - accuracy: 0.8686 - val_loss: 2.2548 - val_accuracy: 0.5225\n","Epoch 23/43\n","14/14 [==============================] - 8s 604ms/step - loss: 0.3002 - accuracy: 0.8967 - val_loss: 2.6316 - val_accuracy: 0.5055\n","Epoch 24/43\n","14/14 [==============================] - 9s 632ms/step - loss: 0.2826 - accuracy: 0.9020 - val_loss: 2.4948 - val_accuracy: 0.5165\n","Epoch 25/43\n","14/14 [==============================] - 9s 617ms/step - loss: 0.1977 - accuracy: 0.9316 - val_loss: 2.8716 - val_accuracy: 0.5260\n","Epoch 26/43\n","14/14 [==============================] - 8s 609ms/step - loss: 0.1517 - accuracy: 0.9499 - val_loss: 2.9151 - val_accuracy: 0.5200\n","Epoch 27/43\n","14/14 [==============================] - 9s 624ms/step - loss: 0.2077 - accuracy: 0.9274 - val_loss: 2.9399 - val_accuracy: 0.5110\n","Epoch 28/43\n","14/14 [==============================] - 9s 634ms/step - loss: 0.1306 - accuracy: 0.9571 - val_loss: 3.3193 - val_accuracy: 0.5160\n","Epoch 29/43\n","14/14 [==============================] - 8s 611ms/step - loss: 0.0906 - accuracy: 0.9709 - val_loss: 3.5729 - val_accuracy: 0.5270\n","Epoch 30/43\n","14/14 [==============================] - 9s 621ms/step - loss: 0.0745 - accuracy: 0.9769 - val_loss: 3.5438 - val_accuracy: 0.5270\n","Epoch 31/43\n","14/14 [==============================] - 9s 620ms/step - loss: 0.0749 - accuracy: 0.9779 - val_loss: 3.7334 - val_accuracy: 0.5230\n","Epoch 32/43\n","14/14 [==============================] - 9s 631ms/step - loss: 0.0668 - accuracy: 0.9784 - val_loss: 3.5195 - val_accuracy: 0.5135\n","Epoch 33/43\n","14/14 [==============================] - 8s 610ms/step - loss: 0.0767 - accuracy: 0.9757 - val_loss: 3.7449 - val_accuracy: 0.5010\n","Epoch 34/43\n","14/14 [==============================] - 9s 625ms/step - loss: 0.0636 - accuracy: 0.9806 - val_loss: 3.5902 - val_accuracy: 0.5185\n","Epoch 35/43\n","14/14 [==============================] - 9s 630ms/step - loss: 0.0501 - accuracy: 0.9854 - val_loss: 3.8539 - val_accuracy: 0.5065\n","Epoch 36/43\n","14/14 [==============================] - 8s 601ms/step - loss: 0.0748 - accuracy: 0.9757 - val_loss: 3.5522 - val_accuracy: 0.5045\n","Epoch 37/43\n","14/14 [==============================] - 9s 630ms/step - loss: 0.0643 - accuracy: 0.9810 - val_loss: 3.6884 - val_accuracy: 0.5270\n","Epoch 38/43\n","14/14 [==============================] - 9s 631ms/step - loss: 0.0449 - accuracy: 0.9869 - val_loss: 4.1653 - val_accuracy: 0.4980\n","Epoch 39/43\n","14/14 [==============================] - 8s 604ms/step - loss: 0.0397 - accuracy: 0.9869 - val_loss: 3.9290 - val_accuracy: 0.5310\n","Epoch 40/43\n","14/14 [==============================] - 9s 612ms/step - loss: 0.0391 - accuracy: 0.9904 - val_loss: 3.8942 - val_accuracy: 0.5350\n","Epoch 41/43\n","14/14 [==============================] - 9s 621ms/step - loss: 0.0333 - accuracy: 0.9891 - val_loss: 4.0109 - val_accuracy: 0.5285\n","Epoch 42/43\n","14/14 [==============================] - 9s 618ms/step - loss: 0.0240 - accuracy: 0.9929 - val_loss: 4.3474 - val_accuracy: 0.5325\n","Epoch 43/43\n","14/14 [==============================] - 8s 613ms/step - loss: 0.0176 - accuracy: 0.9944 - val_loss: 4.4412 - val_accuracy: 0.5445\n"]},{"output_type":"execute_result","data":{"text/plain":["<keras.callbacks.History at 0x7f67a110ba90>"]},"metadata":{},"execution_count":26}]},{"cell_type":"code","source":["import pandas as pd"],"metadata":{"id":"YV9bRwDMlQ7V"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["loss= pd.DataFrame(model.history.history)"],"metadata":{"id":"P_EdOyEDjRlU"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["loss"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"04z6M_TNkcXb","executionInfo":{"status":"ok","timestamp":1677749177682,"user_tz":-330,"elapsed":21,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"0e16e85e-ed70-4d90-ca09-c990ad7dca8e"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["         loss  accuracy  val_loss  val_accuracy\n","0   12.161348  0.109571  2.277832        0.1350\n","1    2.276086  0.131857  2.235612        0.1580\n","2    2.189103  0.171714  2.224549        0.1510\n","3    2.236446  0.164571  2.262174        0.2020\n","4    2.165013  0.194714  2.105176        0.1980\n","5    2.040041  0.236286  1.872281        0.3160\n","6    1.848632  0.307429  1.793123        0.3330\n","7    1.738208  0.355571  1.704441        0.3695\n","8    1.661575  0.382857  1.660347        0.3755\n","9    1.578573  0.415429  1.583667        0.4040\n","10   1.497321  0.441571  1.488918        0.4620\n","11   1.405865  0.481714  1.643323        0.4275\n","12   1.368881  0.501429  1.460245        0.4755\n","13   1.234333  0.548714  1.444962        0.5015\n","14   1.140694  0.586000  1.407008        0.5015\n","15   1.050823  0.615714  1.382767        0.5355\n","16   0.959098  0.651286  1.418101        0.5250\n","17   0.818295  0.701286  1.511368        0.5250\n","18   0.677668  0.754000  1.698276        0.5140\n","19   0.603084  0.785714  1.795626        0.5065\n","20   0.510602  0.817000  1.906356        0.5195\n","21   0.370573  0.868571  2.254793        0.5225\n","22   0.300204  0.896714  2.631633        0.5055\n","23   0.282550  0.902000  2.494849        0.5165\n","24   0.197667  0.931571  2.871638        0.5260\n","25   0.151722  0.949857  2.915070        0.5200\n","26   0.207685  0.927429  2.939935        0.5110\n","27   0.130589  0.957143  3.319255        0.5160\n","28   0.090610  0.970857  3.572926        0.5270\n","29   0.074549  0.976857  3.543792        0.5270\n","30   0.074899  0.977857  3.733444        0.5230\n","31   0.066771  0.978429  3.519490        0.5135\n","32   0.076729  0.975714  3.744924        0.5010\n","33   0.063596  0.980571  3.590158        0.5185\n","34   0.050107  0.985429  3.853937        0.5065\n","35   0.074815  0.975714  3.552151        0.5045\n","36   0.064304  0.981000  3.688447        0.5270\n","37   0.044920  0.986857  4.165306        0.4980\n","38   0.039747  0.986857  3.929035        0.5310\n","39   0.039089  0.990429  3.894183        0.5350\n","40   0.033283  0.989143  4.010898        0.5285\n","41   0.024040  0.992857  4.347404        0.5325\n","42   0.017594  0.994429  4.441170        0.5445"],"text/html":["\n","  <div id=\"df-f6439aaa-1c2f-4d2a-ab91-144673e6cfc7\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>loss</th>\n","      <th>accuracy</th>\n","      <th>val_loss</th>\n","      <th>val_accuracy</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>12.161348</td>\n","      <td>0.109571</td>\n","      <td>2.277832</td>\n","      <td>0.1350</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2.276086</td>\n","      <td>0.131857</td>\n","      <td>2.235612</td>\n","      <td>0.1580</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2.189103</td>\n","      <td>0.171714</td>\n","      <td>2.224549</td>\n","      <td>0.1510</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2.236446</td>\n","      <td>0.164571</td>\n","      <td>2.262174</td>\n","      <td>0.2020</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2.165013</td>\n","      <td>0.194714</td>\n","      <td>2.105176</td>\n","      <td>0.1980</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>2.040041</td>\n","      <td>0.236286</td>\n","      <td>1.872281</td>\n","      <td>0.3160</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.848632</td>\n","      <td>0.307429</td>\n","      <td>1.793123</td>\n","      <td>0.3330</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.738208</td>\n","      <td>0.355571</td>\n","      <td>1.704441</td>\n","      <td>0.3695</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.661575</td>\n","      <td>0.382857</td>\n","      <td>1.660347</td>\n","      <td>0.3755</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.578573</td>\n","      <td>0.415429</td>\n","      <td>1.583667</td>\n","      <td>0.4040</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>1.497321</td>\n","      <td>0.441571</td>\n","      <td>1.488918</td>\n","      <td>0.4620</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>1.405865</td>\n","      <td>0.481714</td>\n","      <td>1.643323</td>\n","      <td>0.4275</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>1.368881</td>\n","      <td>0.501429</td>\n","      <td>1.460245</td>\n","      <td>0.4755</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>1.234333</td>\n","      <td>0.548714</td>\n","      <td>1.444962</td>\n","      <td>0.5015</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>1.140694</td>\n","      <td>0.586000</td>\n","      <td>1.407008</td>\n","      <td>0.5015</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>1.050823</td>\n","      <td>0.615714</td>\n","      <td>1.382767</td>\n","      <td>0.5355</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>0.959098</td>\n","      <td>0.651286</td>\n","      <td>1.418101</td>\n","      <td>0.5250</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>0.818295</td>\n","      <td>0.701286</td>\n","      <td>1.511368</td>\n","      <td>0.5250</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>0.677668</td>\n","      <td>0.754000</td>\n","      <td>1.698276</td>\n","      <td>0.5140</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>0.603084</td>\n","      <td>0.785714</td>\n","      <td>1.795626</td>\n","      <td>0.5065</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>0.510602</td>\n","      <td>0.817000</td>\n","      <td>1.906356</td>\n","      <td>0.5195</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>0.370573</td>\n","      <td>0.868571</td>\n","      <td>2.254793</td>\n","      <td>0.5225</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>0.300204</td>\n","      <td>0.896714</td>\n","      <td>2.631633</td>\n","      <td>0.5055</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>0.282550</td>\n","      <td>0.902000</td>\n","      <td>2.494849</td>\n","      <td>0.5165</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>0.197667</td>\n","      <td>0.931571</td>\n","      <td>2.871638</td>\n","      <td>0.5260</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>0.151722</td>\n","      <td>0.949857</td>\n","      <td>2.915070</td>\n","      <td>0.5200</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>0.207685</td>\n","      <td>0.927429</td>\n","      <td>2.939935</td>\n","      <td>0.5110</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>0.130589</td>\n","      <td>0.957143</td>\n","      <td>3.319255</td>\n","      <td>0.5160</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>0.090610</td>\n","      <td>0.970857</td>\n","      <td>3.572926</td>\n","      <td>0.5270</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>0.074549</td>\n","      <td>0.976857</td>\n","      <td>3.543792</td>\n","      <td>0.5270</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>0.074899</td>\n","      <td>0.977857</td>\n","      <td>3.733444</td>\n","      <td>0.5230</td>\n","    </tr>\n","    <tr>\n","      <th>31</th>\n","      <td>0.066771</td>\n","      <td>0.978429</td>\n","      <td>3.519490</td>\n","      <td>0.5135</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>0.076729</td>\n","      <td>0.975714</td>\n","      <td>3.744924</td>\n","      <td>0.5010</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>0.063596</td>\n","      <td>0.980571</td>\n","      <td>3.590158</td>\n","      <td>0.5185</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>0.050107</td>\n","      <td>0.985429</td>\n","      <td>3.853937</td>\n","      <td>0.5065</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>0.074815</td>\n","      <td>0.975714</td>\n","      <td>3.552151</td>\n","      <td>0.5045</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>0.064304</td>\n","      <td>0.981000</td>\n","      <td>3.688447</td>\n","      <td>0.5270</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>0.044920</td>\n","      <td>0.986857</td>\n","      <td>4.165306</td>\n","      <td>0.4980</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>0.039747</td>\n","      <td>0.986857</td>\n","      <td>3.929035</td>\n","      <td>0.5310</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>0.039089</td>\n","      <td>0.990429</td>\n","      <td>3.894183</td>\n","      <td>0.5350</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>0.033283</td>\n","      <td>0.989143</td>\n","      <td>4.010898</td>\n","      <td>0.5285</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>0.024040</td>\n","      <td>0.992857</td>\n","      <td>4.347404</td>\n","      <td>0.5325</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>0.017594</td>\n","      <td>0.994429</td>\n","      <td>4.441170</td>\n","      <td>0.5445</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["loss[['accuracy', 'val_accuracy']].plot();"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"B4uqO4hdlu05","executionInfo":{"status":"ok","timestamp":1677749179021,"user_tz":-330,"elapsed":30,"user":{"displayName":"Deep Chavda","userId":"14124198003289064439"}},"outputId":"15f7d7e4-6b33-4034-cd38-9874a645aea6"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]}]}