{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"#import tensor flow\nimport tensorflow as tf","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.562279Z","iopub.execute_input":"2021-09-03T17:50:35.562756Z","iopub.status.idle":"2021-09-03T17:50:35.567291Z","shell.execute_reply.started":"2021-09-03T17:50:35.562721Z","shell.execute_reply":"2021-09-03T17:50:35.566196Z"},"trusted":true},"execution_count":57,"outputs":[]},{"cell_type":"code","source":"#import all libraries\nimport numpy as np\nimport os\nfrom sklearn.metrics import confusion_matrix\nimport seaborn as sn; sn.set(font_scale=1.4)\nfrom sklearn.utils import shuffle\nfrom keras.callbacks import ModelCheckpoint,EarlyStopping\nfrom keras.layers import Conv2D, Flatten, MaxPooling2D,Dense,Dropout,SpatialDropout2D\nfrom keras.models import Sequential\nfrom keras.preprocessing.image import ImageDataGenerator, img_to_array, load_img, array_to_img\nimport matplotlib.pyplot as plt \nimport cv2 \nimport tensorflow as tf \nfrom tqdm import tqdm\nfrom sklearn.metrics import classification_report\nfrom sklearn.model_selection import train_test_split\nimport numpy as np","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.571717Z","iopub.execute_input":"2021-09-03T17:50:35.572054Z","iopub.status.idle":"2021-09-03T17:50:35.581855Z","shell.execute_reply.started":"2021-09-03T17:50:35.572025Z","shell.execute_reply":"2021-09-03T17:50:35.580803Z"},"trusted":true},"execution_count":58,"outputs":[]},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nfrom matplotlib import pyplot as plt #Ploting charts\nfrom glob import glob #retriving an array of files in directories\nfrom keras.models import Sequential #for neural network models\nfrom keras.layers import Dense, Dropout, Flatten, ZeroPadding2D, Conv2D, MaxPooling2D\nfrom keras.preprocessing.image import ImageDataGenerator #Data augmentation and preprocessing\nfrom keras.utils import to_categorical #For One-hot Encoding\nfrom keras.optimizers import Adam, SGD, RMSprop #For Optimizing the Neural Network\nfrom keras.callbacks import EarlyStopping","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.604996Z","iopub.execute_input":"2021-09-03T17:50:35.605653Z","iopub.status.idle":"2021-09-03T17:50:35.612147Z","shell.execute_reply.started":"2021-09-03T17:50:35.605617Z","shell.execute_reply":"2021-09-03T17:50:35.610449Z"},"trusted":true},"execution_count":59,"outputs":[]},{"cell_type":"code","source":"class_names = ['negative','positive']\nclass_names_label = {class_name:i for i, class_name in enumerate(class_names)}\n\nnb_classes = len(class_names)\n\nIMAGE_SIZE = (224,224)","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.615876Z","iopub.execute_input":"2021-09-03T17:50:35.616288Z","iopub.status.idle":"2021-09-03T17:50:35.625623Z","shell.execute_reply.started":"2021-09-03T17:50:35.616254Z","shell.execute_reply":"2021-09-03T17:50:35.624280Z"},"trusted":true},"execution_count":60,"outputs":[]},{"cell_type":"code","source":"#load the data\ndef load_data():\n \"\"\"\n Load the data:\n - 14,034 images to train the network.\n - 3,000 images to evaluate how accurately the network learned to classify images.\n \"\"\"\n \n datasets = [\"../input/arresttbdata/training/training\", \"../input/arresttbdata/testing\"]\n output = []\n \n # Iterate through training and test sets\n for dataset in datasets:\n \n images = []\n labels = []\n \n print(\"Loading {}\".format(dataset))\n \n # Iterate through each folder corresponding to a category\n for folder in os.listdir(dataset):\n label = class_names_label[folder]\n \n # Iterate through each image in our folder\n for file in tqdm(os.listdir(os.path.join(dataset, folder))):\n \n # Get the path name of the image\n img_path = os.path.join(os.path.join(dataset, folder), file)\n \n # Open and resize the img\n image = cv2.imread(img_path)\n image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n image = cv2.resize(image, IMAGE_SIZE) \n \n # Append the image and its corresponding label to the output\n images.append(image)\n labels.append(label)\n \n images = np.array(images, dtype = 'int32')\n labels = np.array(labels, dtype = 'int32') \n \n output.append((images, labels))\n\n return output","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.663219Z","iopub.execute_input":"2021-09-03T17:50:35.663799Z","iopub.status.idle":"2021-09-03T17:50:35.674163Z","shell.execute_reply.started":"2021-09-03T17:50:35.663748Z","shell.execute_reply":"2021-09-03T17:50:35.673115Z"},"trusted":true},"execution_count":61,"outputs":[]},{"cell_type":"code","source":"(train_images, train_labels), (test_images, test_labels) = load_data()","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:35.675548Z","iopub.execute_input":"2021-09-03T17:50:35.676029Z","iopub.status.idle":"2021-09-03T17:50:36.291983Z","shell.execute_reply.started":"2021-09-03T17:50:35.675992Z","shell.execute_reply":"2021-09-03T17:50:36.290614Z"},"trusted":true},"execution_count":62,"outputs":[{"name":"stderr","text":"100%|██████████| 19/19 [00:00<00:00, 123.08it/s]\n 0%| | 0/23 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\n"},"metadata":{}}]},{"cell_type":"code","source":"plt.pie(train_counts,\n explode=(0, 0) , \n labels=class_names,\n autopct='%1.1f%%')\nplt.axis('equal')\nplt.title('Proportion of each observed category')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:36.502071Z","iopub.execute_input":"2021-09-03T17:50:36.502413Z","iopub.status.idle":"2021-09-03T17:50:36.602725Z","shell.execute_reply.started":"2021-09-03T17:50:36.502366Z","shell.execute_reply":"2021-09-03T17:50:36.601665Z"},"trusted":true},"execution_count":66,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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vvvo3HjxpDJZLhx4waWLVtWoc+e4zi4uLhg+fLl5T7u5ORk7bLLeNLnMWzYMKxbtw6//vorhg8fjj179qBLly7w9PS02rbrTPI1adIEPM/j/v37Fmc5i4qKkJWVhV69elmsn5ycDI7jLH5ZExMTza9V+t+bN2/CZDJZtHZLvwL5+vo+s67KBGPjxo0BAPfv30e3bt0sHktISCjTuq+qmtqOn58fiouLn9gCKXXo0CHIZDKsX7/e4gRQ6dfCR18PAO7evWtucVjbo/vi0RYdx3FISkpCUFCQxfo5OTnmVkyp0uPm0eNBKpWiZ8+e6NmzJ3iex3/+8x+sWbMGly5dQkRERIX31bNERESgUaNG2L9/P3r06IGTJ0/ipZdesjiu/fz8cOPGDXTu3Pmpx2Pp71BycjJatmxpXn7//v0K1eLn54eTJ08iNzf3ia3dI0eOQK/X4+uvv7Y4zsrrEntSrX5+fjh9+jTCwsJgb2//xHpKP9ukpCTztxGgZDTB498GGzduXO77LP1dr+jvRGBgIIKDg7Fr1y60aNECiYmJeOuttyr03IqqM82L0jPU3333ncXy7777DiaTCb1797ZYnpOTY9EXptVqsXXrVvj4+JhDu1evXsjNzcWePXvM63Ech++//x5SqfSJX9ceVdp/9ayv/AAQEhICDw8PbNmyBTqdzrz8woULuH79epk/HFVVU9sZPHgwrl27Zu4bfFRRUZH5jLFIJDK39koVFBRg27ZtFs/p1q0bHBwc8M0335QZ9sdb6YYlXbp0gUQiwYYNGyzq2b17N7Kzs8scNxzHYdOmTWV+lsvl5v7AvLw8i+cwDIM2bdoA+Pvrc0X31bMwDIPBgwfjt99+w86dO6HX68t8lY2OjkZ2djZ++OGHMs/X6/UoKioCAPTo0QMAsHHjRot1Hv/5SQYOHAgA5V4uXPp5lTZeHv389Hp9uduws7NDYWFhmc86OjoaHMeVGYIH/N1PDACdO3eGWCzG5s2bLdZ59PMr1bt3b9y4ccNiaJtOp8PmzZvh6emJ4ODg8t90OYYNG4Zz585h7dq1sLe3N49aspY609Jt3bo1XnjhBfz8888oKipCZGQkbt68iW3btqF79+5lhg01a9YM//d//4ebN2/Cx8cHu3fvxv3797Fs2TJzK+HFF1/ETz/9hPnz5+PWrVto2rQpDh8+jDNnzuAf//gHXF1dn1mXXC5Hq1atsH//fgQEBMDFxQW+vr4W/UOlJBIJ3n33XcyZMwejR4/Gc889h9zcXGzYsAHe3t549dVXrbKvamo7U6ZMwbFjx/DGG29g2LBhCA4Ohk6nQ1xcHA4ePIg9e/bA19cXvXv3xv/+9z9MnDgRsbGxKCgowE8//QQPDw9kZWWZX8/BwQHz5s3DBx98gOeffx4xMTFwcXFBfHw8MjIysGrVqmrvCzc3N7zxxhtYsWIFJk2ahH79+iElJQWbNm1C69atLYalAYCnpye+//57PHz4EIGBgTh8+DD++OMPzJo1y3wByfz585GXl4fOnTvDx8cHGRkZ2LRpEzw9Pc3Dpiq6ryoiOjoa69evx2effYYmTZqU6Z577rnncPDgQSxYsADnz59HRESE+VvhgQMHsGLFCkRGRiIoKAgxMTHYvHkzVCqVechYaUv+WSIjIzFixAj88MMPSE5ONof45cuXoVQqMW3aNHTr1g0SiQTTpk3DqFGjoNfrsWvXrnK7h0JCQrB//358+umnCAsLA8uyGDJkCDp27IgxY8Zg3bp1uHPnDrp37w6JRILk5GQcOnQIM2bMwIgRI+Dh4YFx48Zh/fr1mDZtmnnI2IkTJ+Dq6mrRkn711Vexd+9eTJ06FWPHjoWbmxt2796N+Ph4LFu2rFLdmTExMViyZIl5HLy1ux3rTOgCwIIFC+Dr64tt27bh6NGjcHd3x6RJkzBjxowyX1V8fX3xySefYOnSpbh79y4aNWqERYsWYejQoeZ1ZDIZvvvuO3z22WfYs2cPCgsL4e/vj3/+859lRg08zaeffop//etfWLx4MfR6PYYPH15u6AIlfyXt7OywevVqLFu2DHZ2dujZsydmz579zBMUlVET25HL5diwYQNWr16NgwcPYteuXbC3t0ezZs3wxhtvmPu1IiMj8e9//xurV6/GwoUL4ePjg7Fjx8LJyQkffPCBxWuOGDEC7u7uWL16tXlsZLNmzSxGEFTXG2+8AVdXV2zcuBGLFy+Gk5MThg8fjlmzZpW56svBwQH//e9/sWDBAuzYsQOurq6YPXu2xR+q5557Dlu3bsWPP/6IgoICeHh4oGfPnnjzzTfN3RIV3VcVERoaCn9/fyQlJZU7PptlWaxatQrfffcddu7ciSNHjkAul5vHcz/aHbdw4UK4urpiz549OHr0KCIjI/HNN988c6xzqU8//RRKpRJbt27F0qVLYW9vj+DgYHMfc0BAAL744gssX74cS5cuhaurK4YNG4ZOnTph0qRJFq81evRoxMXFYc+ePdi4cSN4nje34j/66CO0adMGP/74I5YvXw6RSITGjRtj8ODB5guqAGD27NmQy+XYunUrzpw5g3bt2mH9+vUYPXq0xWfr7u6OzZs3Y9myZdi8eTM0Gg1atWqFlStXVrql6ubmhu7du+Po0aMWI2qsheGt9T2vFvXp0wcBAQHlXklECKnfCgsL0bFjR8ycOROvv/56jWxjxowZuHLlCo4dO2b1k7x1pk+XEEIe9/i5AODv8z6dOnWqkW3m5OTg6NGjiI2NrZFRNXWqe4EQUtKS++677zB48GCLUQhAyby47733HiZPnixQdbVr//792LFjB3r06AGFQoFLly5h79696NatGyIiIqy6rZSUFFy6dAnbtm0Dy7LPvBS/qih0CaljCgsLsWrVKrRq1apM6G7ZssU8lKohUCqVEIlEWLt2LYqLi+Hu7o5x48Zh5syZVt/W+fPn8f7776NRo0ZYvHgxfHx8rL4NwEb7dAmpz1JTU9G3b1+sWLGiwd7poj6jPl3SoM2dOxcxMTE4f/68eVTKsGHDcP78eYv1du3ahdjYWPPUkYsWLSozFvfixYvmqUajo6Nx+PBhjB071uKqtYSEBMyaNQu9evVC27ZtMXjwYKxevRpGoxHA34ELAG+//bZ5SsTSiw+USqX5BPKqVavQoUOHMnWkpKRAqVRajGO/evUqJk2ahPDwcISHh2P69OmVmvKRWA+FLmnwsrKysGDBAowfPx6ff/45JBIJ3nzzTfNFB99//z3ef/99REVF4auvvsJbb72FHTt2WMy9mpmZiSlTpkAqlWL58uV4/fXXsWTJkjJXSWVlZcHf3x8ffvgh1qxZg9GjR2PdunX4z3/+A6Dkkt7S8cuzZs3Cli1bsGXLlnIv9R0yZAhUKlWZCzT27dsHhUKBPn36ACgJ3DFjxkAqlWLZsmVYvHgxEhMTMXny5ArP3UysyGrzlRFig+bMmcMrlUr+9u3b5mU3b97kAwMD+V9//ZVXqVR8eHg4v2TJEovn7d27lw8KCjJP6/nvf/+bb9++Pa9Sqcq8ztSpU8vdNsdxvMFg4L/99ls+IiLCPH1h6XSQBw4cKPOcwMBAfu3ateafhw8fzs+YMcNinZiYGH727Nnmn1955RV+5MiRFtMjpqam8sHBwfzOnTufuY+IdVFLlzR4np6eFhcYlM4TkZ6ejsuXL5snFDcajeZ/nTt3hslkMk8ZeO3aNURGRlrM6RAUFFRm4hudTofPP/8c/fv3R2hoKIKDg7Fw4UKoVCpkZ2dXuvahQ4fi+PHjKC4uBgDExcUhLi7OPGm3VqvFxYsXER0dDZPJZK7f29sbAQEBuHbtWqW3SaqHRi+QBu/xaQJLr3TS6XTm28eMGDGi3OeWTj9Y2m3wOHd3d4ufly5dip9++glvvvkmQkJC4OjoiNOnT2P58uUW82hUVHR0NJYsWYLDhw8jNjYW+/btg6urK7p27QqgZE4Mk8mERYsWYdGiRWWe//gfBVLzKHQJeYrSQF65ciUaNWpU5vHSZZ6enmXu7wWUDLR/9FZVBw8exKhRoyxOrj06SUtleXt7o0OHDti3b585dAcNGmSea8DR0REMw+C1114r927QtTGNIrFEoUvIU7Rv3x4KhQJpaWnlTpJdKjQ0FD/++KPFtJG3bt1CSkqKxbSWOp3OYs4Anuexd+9ei9eSSCTmdSti6NChWLBgAU6cOIGUlBSL+4EpFAqEh4cjPj4e77zzToVej9QsCl1CnsLR0RFvv/02li1bhvT0dERFRUEikSA1NRXHjh3Dxx9/DB8fH0yYMAGbN2/GlClTMGXKFGg0GqxcuRKenp4WkzV16dIFW7ZsMd+a5qeffiozbainpyecnJywe/du+Pr6QiqVQqlUPvGW7QMHDsSCBQswf/58NGnSpMyVWnPmzMG4ceMwY8YMxMTEwNnZGZmZmTh37hx69epVbguY1Bw6kUbIM0yYMAFLly7FpUuXMGPGDLz11lvYsGEDmjdvbv567uXlhTVr1kCv12PmzJlYtWoVZs6cCQ8PD/OUkUDJ7FpRUVFYuHAh5s6diyZNmuDtt9+22B7Lsli0aBHS0tIwYcIEvPDCC8jMzHxifc7OzujevTsyMzMRHR1dZka+du3aYfPmzdDr9Zg3bx6mTJmCFStWmO9IQWoXXZFGSA3JyMhA//79MXPmzDLTHpKGi7oXCLGSZcuWQalUwsvLC2lpaVizZg3s7OwwbNgwoUsjdQiFLiFWYjKZ8NlnnyErKwsymQwRERFYvny5VSevJ7aPuhdIncNxPPQGE4wcDwZAaRclyzJgGAYsw0DEMmBZBqa/1jGaOJg4HhzHgwcPBiWPi0QMJCK2zt15mTRc1NIlgtAZTDAaOYhFLMQiBiq1ATkFGqTnqvEgU4WMXDWy8jQoVOthMHAwGDnojSYYjNxf/0wwmv66WSLLwN5OAoVcDHs7Cezlkr9+lsDBTgxXRzn8GzmikYcD3J3lELEs9AYTRCwDuYx+BUjtopYuqXEGIwe9wQSpRASVWo87SXm4di8b91LzkZ6jRr5KC64Wj0IHOwmaejuiqbcjWjRxRsumLvBv5ASTiYNIxEImEdVeMaTBodAlVqc3mMBxPIwmDvEPCnDtbhbuJOcjPjUfxRqD0OWVi2WAgMbOCGnhjg5B3lD6l/TDMgwgl1JrmFgPhS6xCo3OCJGIwcOsYpy4lIpzN9KRkqESuqwqYxigqZcjgpuXhHBoSw/wPA+5VAyWpf5hUnUUuqRKOI6HRmeERMziRkIOTvyZigu3MlBQpH/2k20QyzIIa+mBvh39EBnsA47nYScT0wk6UmkUuqRSdHojGIbBxVsZOHQuCVfjs2EwckKXVavEIgbhgV7o18kPEa29YeI4KOQSocsiNoJClzwTx/HQGUxQaw3Y+ds9HPkjGSp13eybrW0SMYuI1t4Y0rUZ2gS4g2UYiMV0dT15Mgpd8kQ6vQkMA/wZl4mdJ+7h+r0coUuq03zcFRjRqyX6dGgKHnQCjpSPQpeUodEZYTRx2Hb0Ln79IxmFxfWzn7am2MvFGNi5GUb0agmJmKWuB2KBQpeYaf8K2x9+uYODZxIbXF+ttbEsgy6hjfDSACW8XRV0IQYBQKFLAGj1RphMPLYcvoP9pxKhM9AdYq2tXaAn3ng+DC6OMthR+DZoFLoNmE5vhInj8fPRu9hzMgFaPYVtTWIZoHeHppg0NARSMUst3waKQrcBMpo4GE0cdp64h+3H4qHRGYUuqUGRSUQY3qslnu/TEizLQCqmy44bEgrdBkarM+JWYi5Wbb2MzDyN0OU0aC4OMoyLDkKPcF9IxCxd6dZAUOg2EDq9CRqdEZ9v+RPnb2UIXQ55hJ+3I+aM7wAvFzrZ1hBQ6DYAWr0RR8+nYP3eG9BRv22dxLIMRvUNxPN9WlGrt56j0K3HtHojCov0WLLxAu4k5QldDqmAZo2cMHd8R7g7y+niinqKQree0uqNOH4xFat3XIPRRONtbYlYxODlAa0R26MFpBK660V9Q6Fbz3AcB72Bw4qf/sTvlx8KXQ6phhZNnPH++I5wcZRBRq3eeoNCtx7R6Y3ILdThkzVn8DC7WOhyiBVIxSz+MSYC7ZVedJKtnqDQrSe0OiPO3UjHyp8u0xVl9dALfVripf5KavHWAxS6No7jeOiNJnyz4xp+/SNZ6HJIDWqv9MLc8R0hk7BgWZo+0lZR6Nowk4lDkdaA+V+dRmJaodDlkFrQ2MMe/5zWBS4OMkjpBpo2iULXRhmMJuSpdJi76ndk5dOVZQ2JnUyMDyZ0Qmt/V+rntUEUujZIZzAhPbsYH3x1iua6baAYBpg6LBT9OvpR8NoYCl0bo9UbcS81H5+sOUuzghFMjGmD6K4BdCGFDaHQtSFavRF/3snEkg0XYDTRx0ZKjBnUGsN6tqDgtREUujZCqzfi6IUUfL39KugTI48b2bcVXuwXSMFrAyh0bYBWb8Shs0lYu+u60KWQOmxYjxYYM7g1BW8dR4P96jit3oiz19MocMkz7fztHv635wZ0epqUvi6j0K3DdHojbibkYPnmP4UuhdiI/acTsW7PDWgpeOssCt06Sm8wISldhX/97w9wHPUAkYo7cDqx5J53dBumOok6f+ogo4lDVr4GH64+3aBug16Yegnpl38Ew4rRKnqheXn65S0oTL1YZn2JvScCer/71Nc06YtRkHIexRm3oC/KBM+ZIHXwgmvzbnBs3M5iXYOmAJnXtkGTex9iuTM8gqLh4N3GYh1tfgpSznyNZj3/AYnCrepvtoZ9v/8WvFwViAzxoT7eOoY+jTrGxHEoKCq50kytbTgtFc6oQ9at/WBEUoAv5w8NI4JP2EiLRaxE/szX1eQlIfv2Idh7tYZby75gWBaqtGtIu/QDdKoMeCgHmtfNuLIFRm0hPFpHQ5OXiLSLG9Gs12xzuPI8j8zrO+HavEedDtxSyzdfwqevd0Grpq50yXAdQqFbx+j0JsxZ9Tvyi3RCl1Krcu4eASuWQeHRAkVp18o8zjAMnHzbV/p1ZY4+COj9HiQKV/MyZ//OSD27Bnn3jsO1eU+IJHJwJgPU2ffg2/k1KNybw9k/Col5SSjOioOLfxQAoDDlAow6Fdxa9q76G61FJo7HgnXnsPIfveHuIoeIJsmpE+hTqEN0eiMWf38eGblqoUupVfqiLOTfPwnPNjFgmCcfkjzPgTNqK/XaEoWbReACJQHu4BMMnjPBoM4peW2TAQAPkcTOvA4rloM3lVxmbTJokH37ADyDhoAVSStVg5DUWiPmfX2Krl6sQyh06witzohdvyXgzztZQpdS67Ju7oGdews4eAc9cR2eMyH+4Ecl/w59jIxr2ysdwI8y6VQAAJHU/q//KiBRuCM3/igM6lwUpl6CrjANchc/AEBO3K+QOnrBsXFYlbcplPQcNf617hzdlLSOoO6FOsBgNOHegwJsOnhL6FJqXVHGLRRnxcG/xztPXEckc4Jri56QOzcBz/NQZ91BQdJZ6AoeommX18GwleuvNOnVKEj+A3JXf0jsXMzLvds+j4cXN0D18AoAwCWgG+zcmkGnSkdB0ln4dZtepfdYF1xPyMGPv97BqH6BNEGOwGjv1wFqnRELv/0DDW1kGM8ZkXVzD1z8oyBz9H7iep5Bgy1+dmrSDhJ7T+TcOQjVwyuV6uvleQ5pf24GZ9TAK2S4xWMKj5Zo3vcD6FQZEMudzIGceX03nP06QebUCKq0a8iJOwzOqIVz0w5wa9XPZm4cue3YXUSG+KClrwvEIvqSKxTa8wLT6U3457pzDXKKxryEkzDpi+EeOKDSz3Vt3h0AA3X23Uo9L/P6Lqiz7sC77QuQOzcu8zgrlsHO1c8cuKqHV6FXpcE9cAD0RZlIu/QDXJt3g0/YSOQnnUFh6oVK1y4UngcWfXseerqdk6AodAWk1Rmx4cBN3EnKE7qUWmcyaJBz9wic/SLBGbUwqHNhUOeCM+oB8DCoc2HUFT3x+axIApFUAZOh4icdc+J+RUHSGXi0Hgwn34hnrs+Z9Mi6tRfuyoEQSRVQPbwKO1d/ODftCIVHSzj7RUH1wLauFswt1GL55kt0xZqAqHtBIEYTh7jkPOz6LUHoUgTBGTTgTXrk3TuOvHvHyzx+/+hi2Hu1RpNOk8p/vlELk14NkdShQtvLTzyNnLhf4RLQrcJDvnLjj0EkUcDZrxMAwKgrhFjuZH5cLHeCUWt7t0k6ez0dp648RLewxnSjSwHQHheI0cThvz/aVivJmkQyBzTuMK7M8rz7p6DJTUTjiDEQyRzBmQwAbwIrtrwQIifuCAAe9p5K87LSIWCsWG4RjqqHl5F5fRccm4TDs83QCtWnL85B3r0T8I2aah7GJpI6QJv3980/9UWZEMkqFvp1zVfbr6JtSw94SEQ20yddX1DoCqCkW+FWg763GSuSwsEnpMzyovQb0DKM+TGDOhdJJ1fAsXE7SB08AQDqrDgUZ96GwqMVHBr9/RpGbQESjy+Dk28EfNqNAgBo8pKRfnkLRFIFFB4ty3QHyF39IbV3L1NH1s09cPAJgZ1bM/Myx0ahyL17BBnXtkNi54qCpLMVDvG6Rqc34V//+wNL3uoOmZSuVqtNFLq1jON4ZOSqsff3htmtUFmsxA72XkFQZ8WVnLTieUjs3eGuHAS3Fj2eejEFAPN8CyZ9MTKubC3zuHfYi2VCtzjzDtTZ8WjWy3JeB5lTI3iHjURO3K/gjDq4NOsMZ//I6r9JgSQ8KMC+UwkY0jWAuhlqEU1iXst0ehNmf/4b3TKd1AlyqQjr5g+Ak73tXGVn62j0Qi3S6o3YfzqBApfUGVq9CV9vvwoNTQNZayh0a1GxxoCNB24LXQYhFk5efoDUTBXN21xLKHRriVZnxH9//BP6BjQ/LrEdn2+53KDmbhYShW4t4HkeSekqXI5reJPZENuQmFaIE5dS6Gq1WkChWwt0BhPW7Co7Rywhdcn/9t6E0USt3ZpGoVvDOI5HXHJ+g7zUl9iWIo0BGw/copNqNYxCt4YZjCas2023Tye24dDZJDqhVsModGuQycTh2r0cJDwoELoUQipEb+Sw/Vg8dDQhTo2h0K1BRhOP9XtuCF0GIZWy91QC6JKpmkOhW0OMJg4XbqUjJUMldCmEVIpaa8T+0/eho5EMNYJCt4aYTBx+OHRH6DIIqZLtx+MBau3WCArdGpKaWYRkauUSG1VQpMexiykwGKm1a20UujVArTWUtBQIsWE/HY6jvt0aQKFbQ05fTRO6BEKqJStfg2vx2UKXUe9Q6FqZwWjCobNJdGUPqRf2nboPtdYgdBn1CoWulfE8aIJyUm9cupNJXQxWRqFrZXHJecjMa7i34SH1i4njcexiCn1zsyIKXStSaw3YfoxOoJH65dDZJBhp2kerodC1sot3MoUugRCrSkwrRJ5KJ3QZ9QaFrpVwHI9z19NpshBSL+0/lQAtzcdgFRS6VqLVG3HsUorQZRBSI45fegCWYYQuo16g0LUSuVQEER2UpJ7KL9IhOZ2usLQGugW7lRgKssDK7MCDRUK6Gof+SMHh88ng6PwDqSdG9m2FlwYoIRWLhC7FplHoWgGnUyPrwGoU3zgFWeMWsFdGwb5NV4gUzsjIU+P4lQzsPnEPRVrqEyO2q0UTZyx8oysUconQpdg0Cl0r4I0GJH0+BZymyGK52MUb9oGdYB/SA1LPplCp1Dh7Jw/bj8fjYVaxQNUSUjUMA2z5dAjsZGKhS7FpFLpWoM9KRuo37zx1HdbOAYqWEbAP7gE7vzbQaXW4mqTC7pP3cZWubyc2Yv7ETogMaSR0GTaNQreaeKMBeae2I//3nyr8HEYkgTwgFA5tukHRqgM4HkhI1+DguRQcvUj9wKTu6tuxKV4bHgo7GXUxVBWFbjWZtMVI3/IpdKlVnbCcgaxxS9gHdYZ9UFewdo7IyFXj2OV07D6ZADX1A5M6xM1JjjUf9INUQifTqopCt5p4kxGJ/xkP3qC1yuuJXRvBXtkJDiE9IHFvgoJCNc7ezsW2Y/HIyFVbZRuEVMe6+f3h5aoQugybRaFbTcbCHCSvnFojr80qnKBoGQGHkB6QN20NrUaHK4kq7DpxDzfu59bINgl5lukj22FAlL/QZdgsOg1ZTbr0ezX22py6EEVXj6Ho6jEwYinsAtoipE03dHo1AhzHIz5NjQNnk3HsYmqN1UDI4+4k56FHeBPIaRRDlVBLtxp4owG5xzej4Nyu2t0ww0LWpBXsW3eGQ1AXMHJ7pGWrcfRyOvacTIBWT/e1IjUn0M8VC6Z2hr0dnUyrCgrdajBpi5Hx8xJok64LWofEvQkUgX/1A7s1Qn6hGqdv5mD7sbvIyrdOXzMhpeRSETb/KxpiEc0iUBUUutXAmwxI+u8UcNqiZ69cS0T2zlC06gCHkB6QNVFCo9bgzwQVdp28h9uJeUKXR+qJ7z8eCFcnudBl2CTqlKkGTquuU4ELAKbiAqguH4Hq8hEwEhnsAsIQFtwNXaZ2hNFkwt2Hauw7k4yTlx8IXSqxYYlphRS6VUQt3WpQJ1xB+uYFQpdRMQwLua+yZDxw6y5gpHI8yNbg6J9p2HcqAVo9XZFBKu7lAUqM6h8IEUtdDJVFoVtFvMmIvN+3Iv/3n4UupUokHr6wV0bCPrg7JK7eyCvQ4NTNbGw/Fo+cAuoHJk8XFeKDmS+1p5NpVUDdC1XEGXTQZyULXUaVGbJTkZ+divxT2yBycIGiVUf0D+mBmA/6QKPW4GKCCrtOxCMuOV/oUkkdlJhWCJal+aOrgkK3GkxF+UKXYBWmonyo/vwVqj9/BSORQ9G8HdoHd0O31yNhNBpx54Ea+04n4tTVNKFLJXVEdr4WUgl1LVQFdS9UEafXIHXNP2DMzxC6lJrDsJA3DfqrH7gzGIkMqdlqHL6Yhv2n7kNPd4ht0H5eFAOZlOZgqCwK3SriTUYkfjYBvF4jdCm1RuLpB3tlJByCu0Ps7IncAjVOXs/GjuPxdLfYBujbjwbA3dlO6DJsDnUvVBnToAIXAAxZycjPSkb+71shcnSDolVHDArpgdhufaEu1uDCvULsOBaPhIcFQpdKakFhkZ5CtwoodKuI0zfsGb9MqlyoLh2C6tIhMFI7KFqEo2Nwd/SYHgWDwYhbqcXYezoR566nC10qqSG5Ki0C4Cx0GTaHQreKHr81T0PG6zUovnUaxbdOA6wIcr82CAjqgrmjooDRbZGSqcavFx7gwNkkGKkfuN7Izm9Y3/Sshfp0q0ibegcPv/tA6DLqPKmXPxSto+DQphvETh7Izi/GyWvZ2HkiHvlFeqHLI9Uwql8gRg9sTUPHKolaulVkKqJ5DCpCn5kEfWYS8n/bApGjO+wDOyI6pCeG9+iH4iI1LsQXYtvxu0hKUwldKqmkPJUOeqMJcinFSGXQ3qoiY2GO0CXYHJMqB4UXD6Lw4kEwMgUULcLRKbg7er7dFQa9ATdTirDnVCLO36zHw/DqkSK1HiaOvihXFoVuFfCcCUZq6VYLr1Oj+OYpFN88BbBi2Pm3QYugrpj3ciR4ti2SszQ49EcqfjmbCOoGrpuMHA9Q5lYahW5V8DzoaLMizgjN/avQ3L+K7P1fQeoTAFdlFCb36YbXnmuNrDw1fruWhR3H46FSG4SulvyFo1ZulVDoVgXLghHRrqsp+vT70KffR96JzRA7e0LRqhOGhnbH8z37o6hIjT/i8rH9eDxSMmgEiZBMHH0FqQoavVBFeb//jLwTm4Uuo0Fh5fZQtGgP+5DusPMPAc9xoMNXOAzDwMTxkNrRnYErg5prVcSIpUKX0OBw2mIU3TiJohsnAZEYYkd3oUtq0OR+beDef6LQZdgcCt0qotAVmMlYvycbsgEmjyZCl2CTaG62KmLENHkzadgYltpsVUGhW0UUuqShY1gRGIauRqssCt0qou4F0uCJRDRwsgoodKuIEVFLlzRsIjtH6mKoAgrdKmLEdLCRhk3s7AVWQt/4KotCt4pEcgehSyBEUBJXH6FLsEkUulUkcnQTugRCBCV29hS6BJtEoVtFIjtHoUsgRFAiB1ehS7BJFLpVxPMcWApe0oCJ7KiLrSoodKuINxogdvIQugxCBMHaOfw12x6pLArdahC7UJ8WaZjEju7gjTTNZlVQ6FYRK5FB4tZY6DIIEYTI0R08XRpRJRS6VcSIxJB5BwhdBiGCEDu5g2FFQpdhkyh0q0Hi2VToEggRhNTDFwxdGFElFLrVIHH2EroEQgQh9w8Bw1B8VAXttWpgRGKwCiehyyCkdrEiSN1pLt2qotCtBs6oh7xpa6HLIKRWSb38wZto5EJVUehWAyu1g11AmNBlEFKr5E0CAYZOolUVhW41MCwLBYUuaWDsmoWAlcqELsNmUehWk9jZE4yM7oZKGg5ZE6XQJdg0Ct1q4gw6yH2pX5c0DKydA032VE0UutXESuWwaxYqdBmE1ApZ40BwRr3QZdg0Ct1qYlgRFC3ChS6DkFohb6oEK5ULXYZNo9C1AolbIzASOrFA6j9Fiwi6/LeaKHStgDPoIGsSKHQZhNQokb0LJB50UUR1UehaASuVQ9G8ndBlEFKj7Ft3BjhO6DJsHoWuFTCsCA6hvYQug5Aa5diuD/XnWgGFrpWwEhmNXyT1lsjBBRIPX6HLqBcodK2EkUjhGN5P6DIIqRH2SupasBYKXSthWBEcgroArFjoUgixOsd2falrwUoodK2J56BoSWN2Sf1S0rVAoxashULXiliZAk7hA4QugxCrKhm1QPdDsxYKXSuTNwsBSxPgkHrEMawvzSpmRRS61saZYB/UWegqCLEKsYs3JHSXCKui0LUyVmoHp/aDhC6DEKtwiYoFw1JMWBPtzRog8fCl1gGxeYzUDg6hPcGIaESONVHo1gCGFcG158tCl0FItTi26yt0CfUShW4NYEQiKFpGQOziLXQphFQNw8Kl83Aam1sDKHRrCMOycO0xSugyCKkS+9ZRNGKhhlDo1hBGJIZ9684QOXkIXQohlebWewxYqZ3QZdRLFLo1iGEZuHYfKXQZhFSKolUHiOydhS6j3qLQrUGMSAKH4B4QObgIXQohFUat3JpFoVvDGIaBS9cXhC6DkAqxC2gLsbOX0GXUaxS6NYwRS+AY1geswknoUgh5OlYEj+jXacRCDaPQrRUMXLo+L3QRhDyVc8chEFHjoMZR6NYCViKFU3h/SNwaCV0KIeUS2bvAtccoauXWAgrdWsKIxPCIeVPoMggpl/vAyXRr9VpCoVtLGFYEmXcA7FtHCV0KIRZkvq2haBkBRiwRupQGgWayqEWsVA6PwdOgvncZvEErdDlVdjW9CHN+SSz3sc8GN0eQZ9n5hI0cjzf2xCOlQIeJ4d54MdTzmdvRmzjsvJmDIwn5yCjWw14iQqC7HV5u64VAj7+HNGWrDVh55iGuZRbDQyHBpPbeiGpq2Td5J1uNOb/cx9dDW8HHUVq5N1yfMSy8hr4FVkJXn9UWCt1axkikcOs7FjkH1whdSrUNVbqh9WMB2/gJgbb7dg6yig2Vev0lJ1NxJqUQg1q5YpibO/K1RuyPy8Xsgwn4b3RzNHcrCd7//J6KHI0Rk9p742amGgtPpGDNsFbwdiiphed5fPVHGka08aDAfYxTxECIHFyFLqNBodCtZaxEBse2vVF07QR0D+KELqda2ngp0CvA5Znr5WuM+OFKJkaGeGDD5cwKvXa22oBTyYUY0cYdr3b4+wRkVFMnvLEnHsfuF6C5mx10Rg5X0ovx74EBCPW2x5BAN9zKisPFh0WIDnQDAPwSn488jREvhjy7dd2QsAqnvy6EoJNntYn6dAXASmTwGj4LjMj2+9A0BhNMz7h/1vpL6fB1lqFPBQK6lFpvAgC42lnuI1e7knaCXFxy6OpNPHgADtKSk0AMw8BeKoLOWHK78GK9Cd/+mY7JET7m55ASHgOngKG7V9c62uMCEdk5wrXnS8g9ukHoUqrs8zMPoTFyYBkg2EuByRE+UHpYdjfcyVbjSEI+lg1qDoap+Gs3dpLBXSHG9hvZaOwoRSt3OxRojfj+cgZc7cQY0LLkK7GjTIRGjlJsuZaFCeHeuJmlRkKuFq93Kul62HAlE37OcvRoRnMJPMohpAedPBMIha5AWKkcTh0Go/j2Wege3hW6nEoRsyy6+jmhYxNHOMtFSM7XYdvNbLx78D6WDgowB29pX2oPf2cEeSqQUaSvxDYYzOvph6W/p+Kfx5PNy5s6y/DZoObwtP87LGZENcanJ1JwIrEAABAb5I5gL3sk5Wux/04uVgxpYaV3Xj9I3JvAY/Br1K0gEIbnebq3soBM6kKkfjMTpuICoUuploeFOryxJx5BngosGhAAAPglPg9fnnuINcNawdNeiowiPSZsj6vw6IUHhTqsv5QBHwcJgr3skaM24KfrWbCTiLB0YACc5X+3GTQGE5LydXBXiOFpX3KybO4v9+HnLMMbkY1xKqkAm65mQW0woX8LV4xu6wmmMk3veoIRS+E79b8QO3vSvc8EQntdYKxMAe8XPwAY2/4oGjvJENXUCdcz1TByfElf6qUMPB/sYQ7ByijWm/DuwfsIdLfDqx0aoYufE4a2dsei/gF4WKjD1uvZFuvbSURo7akwb+tkYgHu52kxtp03Ugt0WHwyFcOC3PFOlybYdycXv97Lt8bbtjmeQ96AyMGFAldAtOcFxojEkHr4wn3AJKFLqTZPewmMHA+NwYRtN7Nh4Hj0aOaMjCI9Mor05iFjKr0JGUV6GEzcE1/r96RC5GmN6NzU0WK5r7MMTZ1luJ5Z/MTnao0c1l5Mx/hwbzjKRPgtqQBBnnYY0NIVYT4OGBzoimMJ+VZ5z7bEIbQXFIEdaUyuwKhPtw5gpXI4tu0NbcptFN/8XehyqixNpYeYZaCQiJBVbECR3oRpu+PLrPfzjWz8fCMbK6JbWFzk8Kh8rREAYCqn88vEA9xTesV+upYFR5kIg1qVnGzLURvh/sgoCHeFBDkaY2Xems2TePjCY9Cr1I9bB1Do1hGsVA7PIa/DkJ0CfWaS0OU8Vb7WCBe55aGTkKvBuVQVwhvZQ8QyiG3tjs6PXRWWrzVi5dmH6NvcBV38nNDYqaQrwMjxSFPpYS9h4aYoCUffvx47fj8fAa4+5teIy9bgQaEOA1uWP6A/TaXHtpvZWNi/Gdi/+mxd5SLcyVab10ku0MFV3nAOfUYig8+oeWAkdGFIXdBwjjwbwEhk8HlpPlK/mQlO++Svz0Jb/FsKpCIGQZ4KuMjFSC7Q4cDdXEhFDCZHlARkS3c7tHS3bMWWjl7wc5ahi9/fgZyjNmDqrrvo18IF/+jqCwCIbOqEZi4y/HQ9G1nFBoR42yOr2IA9t3MgE7EYEVz+vee+OZ+GLn5OCPayNy/r6u+MH65mYeXZh/C2l+BAXC5e7eBT7vPrI8+YNyGydwZj4+cN6gsK3TqEYRiwdo7wfuE9pG38BEDdHFjSuakTjt3Px46bOVAbTHCSi9GlqRPGhHmhiZN1+gvFLIOlg5pjy7UsnEtV4VRyIaQiFqHe9hgX7g3fcrZz4YEKl9OLsWZYK4vlAa5yvNO1CTZdyYTGwCFG6YbBrdysUmdd59prNBQtI6gftw6hIWN1EKfXovDiIeQe/V7oUogNc4p8Dm40R26dQ9836iBWKodTxEC4dKM7CZOqcQjrA7eeL1Hg1kEUunUUK5XDpfMwuHQeLnQpxMbYK6PgMXAKdSnUURS6dRgrlcOl2wtwjnpO6FKIjbALCINn7AwK3DqMQreOY6VyuHYfBaeOQ4QuhdRxsiZKeL/wHgVuHUehawNYqRxuvcfAMWKQ0KWQOkrq5Y9GL39Ifbg2gELXRrASGdz7joNju35Cl0LqGImnHxqN/ScYClybQON0bQgrkcF9wCTwHIeiq0eFLofUAXL/EPi8OBeMRN4gZ02zRTRO1wZxBh3yT+9A/u9bhS6FCMg+qCs8h75Jfbg2hkLXRnF6LTSJV5G5Yzl4Y8UnByf1g3PUc3Dt8RIFrg2i0LVhnEEHY0EW0n5YAJMqR+hySG1gRfAY/Boc2nSlk2Y2ikLXxvEmEzi9BulbPrX5uwuTp2PtHOAzah6kXn5gJRS4topCt57gDDpkH1xLJ9jqKYl7EzQa8wlEdo50M0kbR6Fbj3B6LVRXjyHnl/UA/+S7MhDb4hDcAx7RU8GIZXSbnXqAQree4fRa6NLvI2PbEnDqQqHLIdXA2jnCc+h02PkHU/9tPUKhWw/xRgN4owGZe1dBfeec0OWQKlC0jCiZQ0Eso+6EeoZCtx7j9FqoEy4je9+XdfpOFORvjFQOj0FTYa+MpNZtPUWhW89xRj14gw5Zu1dCHX9R6HLIU8ibBsFrxGywMgVYup9ZvUWh20Bwei20STeQtf9LmIryhS6HPEokhlufcXAK70cXOzQAFLoNCG8ygjcZkXN0A1QXD6Gu3oOtIVEoI+ExYDJYOwcK3AaCQrcB4vQaGAuykP3LemgTrwldToMkbxoEj0GvQuziBVZq9+wnkHqDQrcB4/RaGHIeIOfXb6FNuSl0OQ2CxLMpPAZMhqxxKzpR1kBR6DZwPM+DN+igz0xCzuFv6VLiGiJydId733FQBHYEI5LQRQ4NGIUuAfBX+Br10KXFI+fwd9Cn3RO6pHqBldvDpdtIOLUfAIYVgRHRFNYNHYUuscBzHHiTAdqU28g98h30mUlCl2STJJ5N4dwpBg7B3QEwNASMmFHoknKVhq8h5wEK/tiH4ttnwBt0QpdVt4nEcGjdGc6dh0Hi1giMSAyGFQldFaljKHTJM3E6DcCyKL5zDoUXDkL34I7QJdUpYhdvOHUYDKe/7l/Hymg0AnkyCl1SYTzHgTfowOnUKLh4EEVXjzbcCy0YFopWEXCOioXMpwUYhqE5EkiFUOiSKuEMOoBhoHsQh8ILB6FJvFrv53dgJDLYNQ+DQ5vuULQMB3gerEwhdFnExlDokmrjdGowYgkM+ZlQx12AJuEytKm368W928SuPrALCINDcFfIGweCMxnASu3ozrukyih0iVXxnAmcXgdWLIEuMwnquD+guX8FurQEm5hYXeTgAnnTNlC06gBF83ZgpHKAB1gpXaJLrINCl9Qo3mgAbzIArAi6h3ehTb0DfWYS9FkpMOQ8BDijIHUxUjmknn6QevlD5tMcssYtIXFrDLAseJORWrOkxlDoklpVcjJOCwBgxFKYigtgyEuHPjsFhuwHMOZnwJCfCU6jAmfQgjfoK91CZkQSsHb2YGX2YOUOYO3sIbJzhNTDDzLfQEjdm4CV24Mz6MCwIrocl9QqCl1SZ3AGPXiToaSFyYpKxriyLMDx4E0lLWbeaCgZQWHQgTfowPMcRPKSgGWk8pKZuhi2pHXNmVB6eDMMC0ZC9xgjwqPQJYSQWkR/9gkhpBZR6DZQ27dvh1KpRG5uLgCgsLAQK1euRHx8fJl1lUol1q1bV9slElIvUfdCA5Wbm4vk5GSEhIRALBYjNTUVffv2xYoVKzBo0CCLdS9fvozGjRvDy8tLoGoJqT9onrkGys3NDW5ubhVat127djVbDCENCHUv1DFz585FTEwMTp48iaFDhyI0NBQjRozAn3/+aV6H4zh8/fXX6Nu3L0JCQtC/f398++23Fq+TkZGBd955B126dEFoaCj69OmDjz76yPz4o90Lpa1cAHj77behVCqhVCqRmpoKwLJ7YdWqVejQoQP0esurzVJSUqBUKrF//37zsqtXr2LSpEkIDw9HeHg4pk+fjvT0dKvuL0JsDYVuHZSVlYWPP/4YkyZNwvLlyyEWizF58mTk5OQAAJYsWYIVK1YgJiYGX3/9NQYMGIDFixfjiy++ML/Ge++9h1u3bmH+/PlYt24d3n777Sduz8vLC6tWrQIAzJo1C1u2bMGWLVvK7U4YMmQIVCoVTpw4YbF83759UCgU6NOnD4CSwB0zZgykUimWLVuGxYsXIzExEZMnT4bJZKr2PiLEVlH3Qh2Un5+P//73v+jcuTMAoGPHjujVqxe+/fZbTJw4ERs3bsTEiRPxzjvvAAC6deuG4uJirF27FhMmTIC9vT2uXr2KWbNmITo62vy6sbGx5W5PKpUiKCgIAODv7//U7oSAgAAEBwdj79696N+/v3n5vn370K9fP8jlJRcaLF26FEFBQfjqq6/MV3aFhIRg4MCB2Lt37xNrIaS+o5ZuHeTo6GgOXABwdnZGZGQkrly5gqtXr8JgMFiEKQBER0dDrVbj1q1bAIA2bdpg/fr12LRpExITE61a39ChQ3H8+HEUF5fMKhYXF4e4uDjExMQAALRaLS5evIjo6GiYTCYYjUYYjUZ4e3sjICAA167RHYhJw0WhWweVd4LLw8MDWVlZKCgoAAB4enpaPO7u7g6gpJUMAMuXL0fnzp3x+eefY+DAgRgwYAD27dtnlfqio6Oh1+tx+PBhACWtXFdXV3Tt2hUAUFBQAJPJhEWLFiE4ONjiX1xcHB4+fGiVOgixRdS9UAeVjp19VHZ2Njw9PeHi4mL+2dvb2/x4aX9v6eNeXl5YuHAheJ7HjRs3sGbNGsyePRtKpRItW7asVn3e3t7o0KED9u3bh9jYWOzbtw+DBg2CWFxyODk6OoJhGLz22mvo169fmec7OTlVa/uE2DJq6dZBKpUKZ86cMf9cUFCAc+fOISwsDKGhoZBIJDhw4IDFcw4cOACFQoE2bdpYLGcYBiEhIZg9ezY4jkNCQkK525RISu56oNNV7D5oQ4cOxenTp3HixAmkpKSYuxYAQKFQIDw8HPHx8QgNDS3zz9/fv0LbIKQ+opZuHeTi4oJ58+Zh+vTpcHJywurVqwEA48ePh5ubG8aOHYv169dDKpWiffv2OHfuHDZv3ozp06dDoVBApVJh0qRJiI2NRUBAAEwmEzZv3gx7e3uEhYWVu01PT084OTlh9+7d8PX1hVQqhVKphFRa/l1sBw4ciAULFmD+/Plo0qQJIiIiLB6fM2cOxo0bhxkzZiAmJgbOzs7IzMzEuXPn0KtXr3JbwIQ0BBS6dZCnpyfeffddLFmyBElJSWjVqhXWrl0LDw8PAMC7774LJycnbN26Fd988w18fHwwZ84cTJw4EQAgk8nQunVrbNq0CQ8fPoRMJkNwcDDWrVtn0SXxKJZlsWjRInz22WeYMGEC9Ho9jhw5Al9f33LXd3Z2Rvfu3XH06FG8+uqrZeaebdeuHTZv3oyVK1di3rx50Gq18Pb2RqdOnardvUGILaPLgOuYuXPn4vr169i7d6/QpRBCagD16RJCSC2i0CWEkFpE3QuEEFKLqKVLCCG1iEKXEEJqEYUuIYTUIgpdQgipRRS6hBBSi/4fLNRVlUWwIzIAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":"train_images = train_images / 255.0 \ntest_images = test_images / 255.0","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:36.605082Z","iopub.execute_input":"2021-09-03T17:50:36.605364Z","iopub.status.idle":"2021-09-03T17:50:36.645710Z","shell.execute_reply.started":"2021-09-03T17:50:36.605336Z","shell.execute_reply":"2021-09-03T17:50:36.644694Z"},"trusted":true},"execution_count":67,"outputs":[]},{"cell_type":"code","source":"#visualize data\ndef display_examples(class_names, images, labels):\n \"\"\"\n Display 25 images from the images array with its corresponding labels\n \"\"\"\n \n fig = plt.figure(figsize=(10,10))\n fig.suptitle(\"Some examples of images of the dataset\", fontsize=16)\n for i in range(10):\n plt.subplot(5,5,i+1)\n plt.xticks([])\n plt.yticks([])\n plt.grid(False)\n plt.imshow(images[i], cmap=plt.cm.binary)\n plt.xlabel(class_names[labels[i]])\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:36.647501Z","iopub.execute_input":"2021-09-03T17:50:36.647799Z","iopub.status.idle":"2021-09-03T17:50:36.655080Z","shell.execute_reply.started":"2021-09-03T17:50:36.647771Z","shell.execute_reply":"2021-09-03T17:50:36.653892Z"},"trusted":true},"execution_count":68,"outputs":[]},{"cell_type":"code","source":"display_examples(class_names, train_images, train_labels)\nprint(train_labels)\nprint(class_names)","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:36.656754Z","iopub.execute_input":"2021-09-03T17:50:36.657066Z","iopub.status.idle":"2021-09-03T17:50:37.311026Z","shell.execute_reply.started":"2021-09-03T17:50:36.657036Z","shell.execute_reply":"2021-09-03T17:50:37.309971Z"},"trusted":true},"execution_count":69,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"name":"stdout","text":"[1 1 0 0 0 1 0 1 0 1 0 0 1 1 1 0 1 0 1 0 1 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1\n 0 1 0 1 0]\n['negative', 'positive']\n","output_type":"stream"}]},{"cell_type":"code","source":"model = tf.keras.Sequential([\n tf.keras.layers.Conv2D(8, (3, 3), activation = 'relu', input_shape = (224, 224, 3)),\n tf.keras.layers.MaxPooling2D((2,2),strides=(2, 2)),\n tf.keras.layers.Flatten(),\n tf.keras.layers.Dense(8, activation=tf.nn.relu),\n tf.keras.layers.Dense(2, activation=tf.nn.softmax)\n])\n","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:37.312275Z","iopub.execute_input":"2021-09-03T17:50:37.312625Z","iopub.status.idle":"2021-09-03T17:50:37.361401Z","shell.execute_reply.started":"2021-09-03T17:50:37.312593Z","shell.execute_reply":"2021-09-03T17:50:37.360615Z"},"trusted":true},"execution_count":70,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:37.362648Z","iopub.execute_input":"2021-09-03T17:50:37.363128Z","iopub.status.idle":"2021-09-03T17:50:37.372003Z","shell.execute_reply.started":"2021-09-03T17:50:37.363081Z","shell.execute_reply":"2021-09-03T17:50:37.370823Z"},"trusted":true},"execution_count":71,"outputs":[{"name":"stdout","text":"Model: \"sequential_4\"\n_________________________________________________________________\nLayer (type) Output Shape Param # \n=================================================================\nconv2d_2 (Conv2D) (None, 222, 222, 8) 224 \n_________________________________________________________________\nmax_pooling2d_2 (MaxPooling2 (None, 111, 111, 8) 0 \n_________________________________________________________________\nflatten_2 (Flatten) (None, 98568) 0 \n_________________________________________________________________\ndense_4 (Dense) (None, 8) 788552 \n_________________________________________________________________\ndense_5 (Dense) (None, 2) 18 \n=================================================================\nTotal params: 788,794\nTrainable params: 788,794\nNon-trainable params: 0\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"model.compile(optimizer = 'adam', loss = 'sparse_categorical_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:37.373357Z","iopub.execute_input":"2021-09-03T17:50:37.373684Z","iopub.status.idle":"2021-09-03T17:50:37.389513Z","shell.execute_reply.started":"2021-09-03T17:50:37.373654Z","shell.execute_reply":"2021-09-03T17:50:37.388332Z"},"trusted":true},"execution_count":72,"outputs":[]},{"cell_type":"code","source":"history = model.fit(train_images, train_labels, batch_size=128, epochs=30, validation_split = 0.4)\n","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:37.391002Z","iopub.execute_input":"2021-09-03T17:50:37.391447Z","iopub.status.idle":"2021-09-03T17:50:48.864008Z","shell.execute_reply.started":"2021-09-03T17:50:37.391378Z","shell.execute_reply":"2021-09-03T17:50:48.862988Z"},"trusted":true},"execution_count":73,"outputs":[{"name":"stdout","text":"Epoch 1/30\n1/1 [==============================] - 1s 921ms/step - loss: 0.7748 - accuracy: 0.5200 - val_loss: 8.4689 - val_accuracy: 0.4118\nEpoch 2/30\n1/1 [==============================] - 0s 365ms/step - loss: 7.9174 - accuracy: 0.4800 - val_loss: 3.9903 - val_accuracy: 0.4118\nEpoch 3/30\n1/1 [==============================] - 0s 351ms/step - loss: 3.5674 - accuracy: 0.4800 - val_loss: 0.6931 - val_accuracy: 0.5882\nEpoch 4/30\n1/1 [==============================] - 0s 358ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6930 - val_accuracy: 0.5882\nEpoch 5/30\n1/1 [==============================] - 0s 357ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6929 - val_accuracy: 0.5882\nEpoch 6/30\n1/1 [==============================] - 0s 344ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6929 - val_accuracy: 0.5882\nEpoch 7/30\n1/1 [==============================] - 0s 365ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6928 - val_accuracy: 0.5882\nEpoch 8/30\n1/1 [==============================] - 0s 362ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6927 - val_accuracy: 0.5882\nEpoch 9/30\n1/1 [==============================] - 0s 419ms/step - loss: 0.6931 - accuracy: 0.5200 - val_loss: 0.6927 - val_accuracy: 0.5882\nEpoch 10/30\n1/1 [==============================] - 0s 378ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6926 - val_accuracy: 0.5882\nEpoch 11/30\n1/1 [==============================] - 0s 363ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6926 - val_accuracy: 0.5882\nEpoch 12/30\n1/1 [==============================] - 0s 357ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6925 - val_accuracy: 0.5882\nEpoch 13/30\n1/1 [==============================] - 0s 357ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6925 - val_accuracy: 0.5882\nEpoch 14/30\n1/1 [==============================] - 0s 374ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6924 - val_accuracy: 0.5882\nEpoch 15/30\n1/1 [==============================] - 0s 357ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6924 - val_accuracy: 0.5882\nEpoch 16/30\n1/1 [==============================] - 0s 360ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6924 - val_accuracy: 0.5882\nEpoch 17/30\n1/1 [==============================] - 0s 365ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5882\nEpoch 18/30\n1/1 [==============================] - 0s 345ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5882\nEpoch 19/30\n1/1 [==============================] - 0s 350ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5882\nEpoch 20/30\n1/1 [==============================] - 0s 357ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5882\nEpoch 21/30\n1/1 [==============================] - 0s 344ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5882\nEpoch 22/30\n1/1 [==============================] - 0s 350ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5882\nEpoch 23/30\n1/1 [==============================] - 0s 354ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5882\nEpoch 24/30\n1/1 [==============================] - 0s 365ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5882\nEpoch 25/30\n1/1 [==============================] - 0s 347ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5882\nEpoch 26/30\n1/1 [==============================] - 0s 352ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5882\nEpoch 27/30\n1/1 [==============================] - 0s 353ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5882\nEpoch 28/30\n1/1 [==============================] - 0s 348ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5882\nEpoch 29/30\n1/1 [==============================] - 0s 353ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5882\nEpoch 30/30\n1/1 [==============================] - 0s 350ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6919 - val_accuracy: 0.5882\n","output_type":"stream"}]},{"cell_type":"code","source":"print(test_labels)\nprint(class_names)\nwith open(\"labels.txt\",\"w\") as f:\n for i,item in enumerate(class_names):\n f.write(f\"{item}\\n\")","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:48.865586Z","iopub.execute_input":"2021-09-03T17:50:48.865973Z","iopub.status.idle":"2021-09-03T17:50:48.874208Z","shell.execute_reply.started":"2021-09-03T17:50:48.865937Z","shell.execute_reply":"2021-09-03T17:50:48.873043Z"},"trusted":true},"execution_count":74,"outputs":[{"name":"stdout","text":"[0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n['negative', 'positive']\n","output_type":"stream"}]},{"cell_type":"code","source":"def plot_accuracy_loss(history):\n \"\"\"\n Plot the accuracy and the loss during the training of the nn.\n \"\"\"\n fig = plt.figure(figsize=(10,5))\n\n # Plot accuracy\n plt.subplot(221)\n plt.plot(history.history['accuracy'],'bo--', label = \"accuracy\")\n plt.plot(history.history['val_accuracy'], 'ro--', label = \"val_accuracy\")\n plt.title(\"train_acc vs val_acc\")\n plt.ylabel(\"accuracy\")\n plt.xlabel(\"epochs\")\n plt.legend()\n\n # Plot loss function\n plt.subplot(222)\n plt.plot(history.history['loss'],'bo--', label = \"loss\")\n plt.plot(history.history['val_loss'], 'ro--', label = \"val_loss\")\n plt.title(\"train_loss vs val_loss\")\n plt.ylabel(\"loss\")\n plt.xlabel(\"epochs\")\n\n plt.legend()\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:48.875433Z","iopub.execute_input":"2021-09-03T17:50:48.875716Z","iopub.status.idle":"2021-09-03T17:50:48.886360Z","shell.execute_reply.started":"2021-09-03T17:50:48.875683Z","shell.execute_reply":"2021-09-03T17:50:48.885550Z"},"trusted":true},"execution_count":75,"outputs":[]},{"cell_type":"code","source":"plot_accuracy_loss(history)","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:48.887360Z","iopub.execute_input":"2021-09-03T17:50:48.887699Z","iopub.status.idle":"2021-09-03T17:50:49.255282Z","shell.execute_reply.started":"2021-09-03T17:50:48.887669Z","shell.execute_reply":"2021-09-03T17:50:49.253873Z"},"trusted":true},"execution_count":76,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"test_loss = model.evaluate(test_images, test_labels,batch_size=200)","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.256784Z","iopub.execute_input":"2021-09-03T17:50:49.257101Z","iopub.status.idle":"2021-09-03T17:50:49.440462Z","shell.execute_reply.started":"2021-09-03T17:50:49.257071Z","shell.execute_reply":"2021-09-03T17:50:49.439353Z"},"trusted":true},"execution_count":77,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 129ms/step - loss: 0.6912 - accuracy: 0.6429\n","output_type":"stream"}]},{"cell_type":"code","source":"probability_model = tf.keras.Sequential([model, \n tf.keras.layers.Softmax()])","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.441750Z","iopub.execute_input":"2021-09-03T17:50:49.442034Z","iopub.status.idle":"2021-09-03T17:50:49.472017Z","shell.execute_reply.started":"2021-09-03T17:50:49.442006Z","shell.execute_reply":"2021-09-03T17:50:49.471269Z"},"trusted":true},"execution_count":78,"outputs":[]},{"cell_type":"code","source":"predictions = probability_model.predict(test_images)\npredicted_label = np.argmax(predictions, axis =1)\nprint(predicted_label.shape)","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.475344Z","iopub.execute_input":"2021-09-03T17:50:49.475978Z","iopub.status.idle":"2021-09-03T17:50:49.688233Z","shell.execute_reply.started":"2021-09-03T17:50:49.475941Z","shell.execute_reply":"2021-09-03T17:50:49.687073Z"},"trusted":true},"execution_count":79,"outputs":[{"name":"stdout","text":"(28,)\n","output_type":"stream"}]},{"cell_type":"code","source":"from sklearn import metrics\n# Predicted values\ny_pred = predicted_label\n# Actual values\ny_act = test_labels\nprint(metrics.confusion_matrix(y_act, y_pred))\nprint(metrics.classification_report(y_act, y_pred))","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.689826Z","iopub.execute_input":"2021-09-03T17:50:49.690116Z","iopub.status.idle":"2021-09-03T17:50:49.703370Z","shell.execute_reply.started":"2021-09-03T17:50:49.690088Z","shell.execute_reply":"2021-09-03T17:50:49.702274Z"},"trusted":true},"execution_count":80,"outputs":[{"name":"stdout","text":"[[ 0 10]\n [ 0 18]]\n precision recall f1-score support\n\n 0 0.00 0.00 0.00 10\n 1 0.64 1.00 0.78 18\n\n accuracy 0.64 28\n macro avg 0.32 0.50 0.39 28\nweighted avg 0.41 0.64 0.50 28\n\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n _warn_prf(average, modifier, msg_start, len(result))\n","output_type":"stream"}]},{"cell_type":"code","source":"def plot_image(i, predictions_array, true_label, img):\n true_label, img = true_label[i], img[i]\n plt.grid(False)\n plt.xticks([])\n plt.yticks([])\n\n plt.imshow(img, cmap=plt.cm.binary)\n\n predicted_label = np.argmax(predictions_array)\n if predicted_label == true_label:\n color = 'green'\n else:\n color = 'red'\n\n plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n 100*np.max(predictions_array),\n '',\n class_names[true_label]),\n color=color)\n\ndef plot_value_array(i, predictions_array, true_label):\n true_label = true_label[i]\n plt.grid(False)\n plt.xticks(range(10))\n plt.yticks([])\n thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n plt.ylim([0, 1])\n print(predicted_label.shape)\n predicted_label = np.argmax(predictions_array)\n \n thisplot[predicted_label].set_color('red')\n thisplot[true_label].set_color('green')\n\n","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.705054Z","iopub.execute_input":"2021-09-03T17:50:49.705370Z","iopub.status.idle":"2021-09-03T17:50:49.715130Z","shell.execute_reply.started":"2021-09-03T17:50:49.705336Z","shell.execute_reply":"2021-09-03T17:50:49.714193Z"},"trusted":true},"execution_count":81,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nnum_rows = 5\nnum_cols = 2\nnum_images = num_rows*num_cols\nplt.figure(figsize=(2*2*num_cols, 2*num_rows))\nfor i in range(9):\n plt.subplot(num_rows, 2*num_cols, 2*i+1)\n plot_image(i, predictions[i], test_labels, test_images)\n \nplt.tight_layout()\nplt.show()\n\n","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:49.716154Z","iopub.execute_input":"2021-09-03T17:50:49.716462Z","iopub.status.idle":"2021-09-03T17:50:50.388444Z","shell.execute_reply.started":"2021-09-03T17:50:49.716432Z","shell.execute_reply":"2021-09-03T17:50:50.387285Z"},"trusted":true},"execution_count":82,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"model.save('Arresttb_model.h5')","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:50.390010Z","iopub.execute_input":"2021-09-03T17:50:50.390452Z","iopub.status.idle":"2021-09-03T17:50:50.432650Z","shell.execute_reply.started":"2021-09-03T17:50:50.390384Z","shell.execute_reply":"2021-09-03T17:50:50.431594Z"},"trusted":true},"execution_count":83,"outputs":[]},{"cell_type":"code","source":"import tensorflow as tf\nimport keras\ntflite_model = tf.keras.models.load_model('Arresttb_model.h5')\nconverter = tf.lite.TFLiteConverter.from_keras_model(tflite_model)\ntflite_save = converter.convert()\nopen(\"Arresttb_Model.tflite\", \"wb\").write(tflite_save)\n\n","metadata":{"execution":{"iopub.status.busy":"2021-09-03T17:50:50.434260Z","iopub.execute_input":"2021-09-03T17:50:50.434697Z","iopub.status.idle":"2021-09-03T17:50:51.892603Z","shell.execute_reply.started":"2021-09-03T17:50:50.434653Z","shell.execute_reply":"2021-09-03T17:50:51.891081Z"},"trusted":true},"execution_count":84,"outputs":[{"execution_count":84,"output_type":"execute_result","data":{"text/plain":"3157652"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\n\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}