From 806bccf8314cc5e70253cf8a18dc270c53e840b3 Mon Sep 17 00:00:00 2001 From: Ikki Date: Thu, 31 Oct 2024 19:47:38 +0530 Subject: [PATCH 1/3] malaria-classification --- .../Malaria-Classification/dataset/readme.md | 1 + .../Malaria-Classification/image/output.png | Bin 0 -> 28319 bytes .../Malaria-Classification/image/output2.png | Bin 0 -> 20500 bytes .../model/malaria-classification.ipynb | 1 + .../Malaria-Classification/readme.md | 48 ++++++++++++++++++ .../Malaria-Classification/requirements.txt | 5 ++ 6 files changed, 55 insertions(+) create mode 100644 Deep_Learning/Malaria-Classification/dataset/readme.md create mode 100644 Deep_Learning/Malaria-Classification/image/output.png create mode 100644 Deep_Learning/Malaria-Classification/image/output2.png create mode 100644 Deep_Learning/Malaria-Classification/model/malaria-classification.ipynb create mode 100644 Deep_Learning/Malaria-Classification/readme.md create mode 100644 Deep_Learning/Malaria-Classification/requirements.txt diff 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running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\"\n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-08-23T17:00:27.760325Z","iopub.execute_input":"2024-08-23T17:00:27.760813Z","iopub.status.idle":"2024-08-23T17:02:07.195576Z","shell.execute_reply.started":"2024-08-23T17:00:27.760761Z","shell.execute_reply":"2024-08-23T17:02:07.193696Z"},"id":"uHiUVS1DEodL","outputId":"17cb4602-0eeb-4e11-fbeb-db19b95d0982","collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C203ThinF_IMG_20151029_102123_cell_51.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C238NThinF_IMG_20151207_114038_cell_84.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C119P80ThinF_IMG_20151002_124304_cell_112.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_33.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C101P62ThinF_IMG_20150918_151149_cell_63.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C180P141NThinF_IMG_20151201_165601_cell_115.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_75.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C236ThinF_IMG_20151127_102516_cell_177.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C125P86ThinF_IMG_20151004_102053_cell_83.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C49P10thinF_IMG_20150724_102330_cell_160.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C109P70ThinF_IMG_20150930_102716_cell_63.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C237ThinF_IMG_20151127_104844_cell_154.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_127.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C146P107ThinF_IMG_20151018_134554_cell_137.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C113P74ThinF_IMG_20150930_135904_cell_46.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_65.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C116P77ThinF_IMG_20150930_171448_cell_48.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_13.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_61.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C228ThinF_IMG_20151112_142730_cell_188.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_140.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C139P100ThinF_IMG_20151005_183338_cell_19.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C135P96ThinF_IMG_20151005_124204_cell_40.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C222ThinF_IMG_20151115_151211_cell_4.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C101P62ThinF_IMG_20150918_151335_cell_24.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C105P66ThinF_IMG_20150924_095034_cell_1.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C178P139NThinF_IMG_20151201_154025_cell_101.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_52.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_8.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C148P109ThinF_IMG_20151115_112445_cell_158.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_111.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C147P108ThinF_IMG_20151115_092900_cell_136.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C222ThinF_IMG_20151115_150925_cell_16.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C186P147NThinF_IMG_20151203_150859_cell_61.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C146P107ThinF_IMG_20151018_140044_cell_121.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C202ThinF_IMG_20151015_151736_cell_177.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_126.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfe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_images/Parasitized/C91P52ThinF_IMG_20150821_125256_cell_11.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C118P79ThinF_IMG_20151002_105018_cell_135.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C89P50ThinF_IMG_20150820_162504_cell_193.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C175P136NThinF_IMG_20151127_142009_cell_213.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C118P79ThinF_IMG_20151002_105125_cell_156.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C116P77ThinF_IMG_20150930_171844_cell_85.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C91P52ThinF_IMG_20150821_124937_cell_189.png\n/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images/Parasitized/C181P142ThinF_IMG_20151127_160650_cell_185.png\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Reading DataSet","metadata":{"id":"bZbpMSiHEodM"}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\nfrom tensorflow.keras import Sequential\nfrom tensorflow.keras.layers import *\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\nimport warnings\nwarnings.filterwarnings('ignore')\nimport os\nimport tensorflow as tf\nfrom sklearn.model_selection import train_test_split\nimport matplotlib.pyplot as plt\nfrom keras.preprocessing import image\nfrom keras.layers import *\nfrom keras.models import Sequential","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:02:52.328791Z","iopub.execute_input":"2024-08-23T17:02:52.329775Z","iopub.status.idle":"2024-08-23T17:03:11.232969Z","shell.execute_reply.started":"2024-08-23T17:02:52.329716Z","shell.execute_reply":"2024-08-23T17:03:11.231676Z"},"id":"ebihv9A9EodN","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Splitting DataSet","metadata":{"id":"Bo8cMSeCEodN"}},{"cell_type":"code","source":"class_names = os.listdir('/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images')\nprint(f\"Class names: {class_names}\")","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:03:11.320011Z","iopub.execute_input":"2024-08-23T17:03:11.320395Z","iopub.status.idle":"2024-08-23T17:03:11.341790Z","shell.execute_reply.started":"2024-08-23T17:03:11.320353Z","shell.execute_reply":"2024-08-23T17:03:11.340515Z"},"id":"DOn9eNWwEodN","outputId":"b0e6bdfc-d27a-4f5f-b33b-a44f2ed2947d","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Class names: ['Uninfected', 'Parasitized']\n","output_type":"stream"}]},{"cell_type":"code","source":"generator = ImageDataGenerator(rescale = 1/255, validation_split = 0.2)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:03:17.473819Z","iopub.execute_input":"2024-08-23T17:03:17.474238Z","iopub.status.idle":"2024-08-23T17:03:17.480732Z","shell.execute_reply.started":"2024-08-23T17:03:17.474198Z","shell.execute_reply":"2024-08-23T17:03:17.479143Z"},"id":"YXJJSasmEodN","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data = generator.flow_from_directory(directory = '/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images',\n target_size = (240,240),\n color_mode = 'rgb',\n batch_size = 50,\n class_mode = 'categorical',\n shuffle = True,\n subset = 'training')","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:03:19.390805Z","iopub.execute_input":"2024-08-23T17:03:19.391348Z","iopub.status.idle":"2024-08-23T17:03:25.890460Z","shell.execute_reply.started":"2024-08-23T17:03:19.391298Z","shell.execute_reply":"2024-08-23T17:03:25.888599Z"},"id":"-yrx2IsSEodN","outputId":"911668f0-b3d5-4722-a124-060825a7ea23","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Found 22048 images belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"code","source":"val_data = generator.flow_from_directory(directory = '/kaggle/input/cell-images-for-detecting-malaria/cell_images/cell_images',\n target_size = (240,240),\n color_mode = 'rgb',\n batch_size = 50,\n class_mode = 'categorical',\n shuffle = True,\n subset = 'validation')","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:03:30.003427Z","iopub.execute_input":"2024-08-23T17:03:30.003957Z","iopub.status.idle":"2024-08-23T17:03:36.246380Z","shell.execute_reply.started":"2024-08-23T17:03:30.003908Z","shell.execute_reply":"2024-08-23T17:03:36.245082Z"},"id":"2IWLy2MOEodO","outputId":"74df8b13-dcc5-42ef-fa1f-2cbd307c2dd1","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Found 5510 images belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Visualization","metadata":{"id":"iYFmClXpEodO"}},{"cell_type":"code","source":"\nimport cv2\n\nplt.figure(1, figsize = (15 , 5))\nplt.subplot(1, 2 , 1)\nplt.imshow(cv2.imread('/kaggle/input/cell-images-for-detecting-malaria/cell_images/Parasitized/C100P61ThinF_IMG_20150918_144104_cell_163.png'))\nplt.title('Parasitized Cell')\nplt.xticks([]) , plt.yticks([])\n\nplt.subplot(1, 2 , 2)\nplt.imshow(cv2.imread('/kaggle/input/cell-images-for-detecting-malaria/cell_images/Uninfected/C100P61ThinF_IMG_20150918_144104_cell_144.png'))\nplt.title('Uninfected Cell')\nplt.xticks([]) , plt.yticks([])\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:32:35.145019Z","iopub.execute_input":"2024-08-23T08:32:35.145467Z","iopub.status.idle":"2024-08-23T08:32:35.397562Z","shell.execute_reply.started":"2024-08-23T08:32:35.145428Z","shell.execute_reply":"2024-08-23T08:32:35.396263Z"},"id":"hNKj_A2AEodO","outputId":"8c3b81e4-d6e9-45da-b708-80d59f1a98fd","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"markdown","source":"# Multi-Layer Perceptron","metadata":{"id":"pM-Am1TbEodO"}},{"cell_type":"code","source":"# Model Build\nmlp_model = Sequential()\n\n# inputLayer --> hiddenLayer --> Hidden Layer --> Output Layer\n\nmlp_model.add(Flatten(input_shape = (240,240,3)))\n\nmlp_model.add(Dense(128, activation = 'relu'))\n\nmlp_model.add(Dense(32, activation = 'relu'))\n\nmlp_model.add(Dense(2, activation = 'softmax'))\n","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:32:40.559400Z","iopub.execute_input":"2024-08-23T08:32:40.559832Z","iopub.status.idle":"2024-08-23T08:32:40.772877Z","shell.execute_reply.started":"2024-08-23T08:32:40.559792Z","shell.execute_reply":"2024-08-23T08:32:40.771922Z"},"id":"Xnoq9jAvEodO","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mlp_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:32:43.513066Z","iopub.execute_input":"2024-08-23T08:32:43.513494Z","iopub.status.idle":"2024-08-23T08:32:43.535979Z","shell.execute_reply.started":"2024-08-23T08:32:43.513458Z","shell.execute_reply":"2024-08-23T08:32:43.534809Z"},"id":"c28vPwLiEodO","outputId":"9264658b-dc6b-4222-ffb4-e81a5bfc4e45","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential_7\"\u001b[0m\n","text/html":"
Model: \"sequential_7\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ flatten_7 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m172800\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_11 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m22,118,528\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_12 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,128\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_13 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m) │ \u001b[38;5;34m66\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ flatten_7 (Flatten)             │ (None, 172800)         │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_11 (Dense)                │ (None, 128)            │    22,118,528 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_12 (Dense)                │ (None, 32)             │         4,128 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_13 (Dense)                │ (None, 2)              │            66 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m22,122,722\u001b[0m (84.39 MB)\n","text/html":"
 Total params: 22,122,722 (84.39 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m22,122,722\u001b[0m (84.39 MB)\n","text/html":"
 Trainable params: 22,122,722 (84.39 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"
 Non-trainable params: 0 (0.00 B)\n
\n"},"metadata":{}}]},{"cell_type":"code","source":"mlp_model.compile(optimizer ='adam',\n loss = 'categorical_crossentropy',\n metrics = ['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:32:49.484806Z","iopub.execute_input":"2024-08-23T08:32:49.485240Z","iopub.status.idle":"2024-08-23T08:32:49.496135Z","shell.execute_reply.started":"2024-08-23T08:32:49.485184Z","shell.execute_reply":"2024-08-23T08:32:49.494964Z"},"id":"4UXb7P-QEodO","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_history = mlp_model.fit(train_data,\n epochs = 4,\n validation_data = val_data)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:32:57.063529Z","iopub.execute_input":"2024-08-23T08:32:57.063948Z","iopub.status.idle":"2024-08-23T08:44:01.754831Z","shell.execute_reply.started":"2024-08-23T08:32:57.063908Z","shell.execute_reply":"2024-08-23T08:44:01.753920Z"},"id":"F4alrwnYEodO","outputId":"52f97d6e-2f53-4e1a-c638-7298447e8b27","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Epoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m159s\u001b[0m 354ms/step - accuracy: 0.5584 - loss: 8.3269 - val_accuracy: 0.5846 - val_loss: 1.2865\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m200s\u001b[0m 351ms/step - accuracy: 0.5957 - loss: 1.4533 - val_accuracy: 0.5984 - val_loss: 0.7974\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m152s\u001b[0m 342ms/step - accuracy: 0.6383 - loss: 0.7791 - val_accuracy: 0.5314 - val_loss: 0.9207\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m153s\u001b[0m 345ms/step - accuracy: 0.6529 - loss: 0.6917 - val_accuracy: 0.6568 - val_loss: 0.6312\n","output_type":"stream"}]},{"cell_type":"code","source":"#Plotting\nplt.plot(model_history.history['accuracy'], label = 'Train Data Accuracy')\nplt.plot(model_history.history['val_accuracy'], label = 'Validation Accuracy')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:46:37.844544Z","iopub.execute_input":"2024-08-23T08:46:37.844989Z","iopub.status.idle":"2024-08-23T08:46:38.061627Z","shell.execute_reply.started":"2024-08-23T08:46:37.844948Z","shell.execute_reply":"2024-08-23T08:46:38.060458Z"},"id":"c6Ml8tLZEodO","outputId":"f48291f8-fbe5-47a0-9224-9e3b4e56ea58","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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SrK82nUqBG//vorhw4dIjg4mNDQUNatW2dyeMvNzY2+ffvi7Ox8z/RqIYQoVYoCO+YCcK35UD778zIvf7uvVGe6FpcsHCdEBdK1a1eaN2/Op59+et928p4XQjyMy4e2UHvNM2RjS2jmp/yNGwCbJ3aksZdLqT5WUReOq3wDOYSohK5fv87WrVvZunXrfad2CyFESZ25msaGwwlsjInntWszqG0NP+Q+QopVVTo1qEHPlt54V9XuDyAJLEJUAK1bt+b69et8+OGHNG7cWOtyhBCVxOnENDbExLMxJp5Tierq2366BB632wuAe9eJ7A3pQFWn8j/FyN0ksAhRAZTnbC8hROVWUEgBsLXW8UiDGvxT9zNWFxRo0J0nunTWrM67SWARQgghKrlTiWlsOKyGlNNXTUPKow1r0qOlN92beuJGGny8Vr2xQ+ErpGtBAosQQghRySiKwqnEdGNPypm7QkrH2yGlWzNP3BzvWEvqryWQcxM8W0DdTuVf+H1IYBFCCCEqAWNIOXyFDTHxnE3KMN5mZ23Fow1rFBxS8uRmw+6v1O3QcWBmp/6QwCKEEEJUUIqicDIxjY2H4wsMKR0b5YcUV4f7r8rN0R8hLR6cvaBFwetaaUkCixBCCFGBKIrCiYQ0NsaoIeXcPSGlJj0DvOjatAghJX+nxoXiCHkRbLSfFXQ3CSxCCCGEmVMUhePxakjZGBPPueQ7QoqNFZ0a1aRnS2+6NvXApagh5U7n/4TEGLB1gqARpVh56ZHAUsl17tyZwMBA5syZA6jn7pk4cSITJ04s9D46nY41a9Y89PLvpbUfIYSwRIqicCw+9XZISeD8XSGlc6Oa9Azw5rEmJQwpd4q+3bsSOBic7j35qzmQwGKmevXqRU5ODps2bbrntr/++ouOHTty6NAhAgICirXfPXv2UKVKldIqE4B33nmHtWvXcvDgQZPr4+PjcXd3L9XHKsytW7fw8fHBysqKuLg47O3ty+VxhRCiNOWFlLwpyBf+vmm8rdRDSp6kk3D6V0AH7V8pnX2WAQksZmrUqFH07duXy5cvU7t2bZPbFi9eTNu2bYsdVgBq1qxZWiU+kJeXV7k91g8//EDz5s1RFIW1a9cyYIB2ZxZVFAW9Xm9y4kIhhCiMoigcvZJqPNxzZ0ixt7Gic2N1CnLXpp4425fB50r0PPVnk55QvX7p77+UyNmazdRTTz1FzZo1WbJkicn16enpfPfdd4waNYq///6bgQMH4uPjg5OTEy1btmTFihX33a+/v7/x8BDA6dOn6dixIw4ODjRr1ozffvvtnvtMnjyZRo0a4eTkRL169Xj77bfJyckBYMmSJbz77rscOnQInU6HTqcz1qzT6Vi7dq1xPzExMTz22GM4OjpSvXp1XnzxRdLT89cGGD58OH369GH27Nl4e3tTvXp1IiIijI91PwsXLuSFF17ghRdeYOHChffcfvToUZ566ilcXV1xcXHh0Ucf5ezZs8bbFy1aRPPmzbG3t8fb25tx49QFky5cuIBOpzPpPbpx4wY6nY6tW7cCsHXrVnQ6Hb/88gtBQUHY29uzfft2zp49S+/evfH09MTZ2Zl27drx+++/m9SVlZXF5MmT8fX1xd7engYNGrBw4UIURaFBgwbMnj3bpP3BgwfR6XScOXPmga+JEMJ8KYrCkbgUPtx0gs6zt/LUZ9v5fOtZLvx9E3sbK55o7sWnA1uz7+3ufDmkLb0DfcomrGQkw6GV6nZoROnvvxRZ5p+AiqIujKMFW6cizW23sbFh6NChLFmyhH/961/obt/nu+++Q6/XM3DgQNLT0wkKCmLy5Mm4urqyYcMGhgwZQv369QkODn7gYxgMBp599lk8PT3ZtWsXKSkpBY5tcXFxYcmSJdSqVYuYmBjGjBmDi4sLb775JgMGDODIkSNs2rTJ+GXs5uZ2zz4yMjIIDw8nNDSUPXv2cPXqVUaPHs24ceNMQtkff/yBt7c3f/zxB2fOnGHAgAEEBgYyZsyYQp/H2bNniY6O5scff0RRFF577TViY2Px8/MDIC4ujo4dO9K5c2e2bNmCq6srUVFR5ObmAvDFF18wadIkPvjgA5588klSUlKIiop64Ot3tylTpjB79mzq1auHu7s7ly5dokePHrz//vvY29uzdOlSevXqxcmTJ6lTpw4AQ4cOJTo6mk8//ZRWrVpx/vx5kpOT0el0jBw5ksWLF/P6668bH2Px4sV07NiRBg0aFLs+IYS21JCSalzM7eI1056Ux5p40KOlerinSlmEk4Ls+Rr0WVCrDdQJLZ/HLCHLDCw5N2FGLW0e+59XwK5oY0hGjhzJrFmz2LZtG507dwbUL6y+ffvi5uaGm5ubyZfZ+PHj2bx5M6tXry5SYPn99985ceIEmzdvplYt9fWYMWMGTz75pEm7t956y7jt7+/P66+/zsqVK3nzzTdxdHTE2dkZGxub+x4CWr58OZmZmSxdutQ4hmbu3Ln06tWLDz/8EE9PTwDc3d2ZO3cu1tbWNGnShJ49exIZGXnfwLJo0SKefPJJ43iZ8PBwFi9ezDvvvAPAvHnzcHNzY+XKldjaqsd8GzVqZLz/f/7zH/7xj38wYcIE43Xt2rV74Ot3t/fee4/u3bsbf69WrRqtWrUy/v7vf/+bNWvWsH79esaNG8epU6dYvXo1v/32G926dQOgXr16xvbDhw9n2rRp7N69m+DgYHJycli+fPk9vS5CCPOlKAoxcSlsiInnl5gEk5DiYGtFl8YahJQ8OZmwe4G6HRphdgvF3c0yA0sF0aRJEzp06MCiRYvo3LkzZ86c4a+//uK9994DQK/XM2PGDFavXk1cXBzZ2dlkZWXh5ORUpP0fP34cX19fY1gBCA29N2GvWrWKTz/9lLNnz5Kenk5ubi6urq7Fei7Hjx+nVatWJgN+w8LCMBgMnDx50hhYmjdvjrW1tbGNt7c3MTExhe5Xr9fzzTff8Mknnxive+GFF3j99deZNm0aVlZWHDx4kEcffdQYVu509epVrly5QteuXYv1fArStm1bk9/T09N555132LBhA/Hx8eTm5nLr1i0uXrwIqId3rK2t6dSp4OWva9WqRc+ePVm0aBHBwcH89NNPZGVl8dxzzz10rUKIsmMMKYfj2XgknkvXbhlvc7A17UlxstPwa/jwKriZDG6+0KyPdnUUkWUGFlsntadDq8cuhlGjRjF+/HjmzZvH4sWLqV+/vvELbtasWXzyySfMmTOHli1bUqVKFSZOnEh2dnaplRsdHc3gwYN59913CQ8PN/ZU/O9//yu1x7jT3aFCp9NhMBgKbb9582bi4uLuGWSr1+uJjIyke/fuODo6Fnr/+90GYGWlDvNSFMV4XWFjau6effX666/z22+/MXv2bBo0aICjoyP9+vUz/vs86LEBRo8ezZAhQ/j4449ZvHgxAwYMKHIgFUKUH0VROHw5xbiY2+Xr+SHF0dbaGFK6NKmpbUjJoyj5g21DXgJrM6jpAcy/wrKg0xX5sIzW+vfvz4QJE1i+fDlLly7llVdeMY5niYqKonfv3rzwwguAOibl1KlTNGvWrEj7btq0KZcuXSI+Ph5vb28Adu7cadJmx44d+Pn58a9//ct4XWxsrEkbOzs79Hr9Ax9ryZIlZGRkGL/Yo6KisLKyonHjxkWqtyALFy7k+eefN6kP4P3332fhwoV0796dgIAAvvnmG3Jycu4JRC4uLvj7+xMZGUmXLl3u2X/erKr4+Hhat24NcM/07cJERUUxfPhwnnnmGUDtcblw4YLx9pYtW2IwGNi2bZvxkNDdevToQZUqVfjiiy/YtGkTf/75Z5EeWwhR9hRF4dDtkLKxoJDS1IOeLb3p3NhMQsqdzvwOySfBzgXaDNW6miIxs1dQ3M3Z2ZkBAwYwdepUUlNTGT58uPG2hg0b8v3337Njxw7c3d356KOPSExMLHJg6datG40aNWLYsGHMmjWL1NTUe774GzZsyMWLF1m5ciXt2rVjw4YNrFmzxqSNv78/58+f5+DBg9SuXRsXF5d71kEZPHgw06dPZ9iwYbzzzjskJSUxfvx4hgwZYjwcVFxJSUn89NNPrF+/nhYtWpjcNnToUJ555hmuXbvGuHHj+Oyzz3j++eeZOnUqbm5u7Ny5k+DgYBo3bsw777zDyy+/jIeHB08++SRpaWlERUUxfvx4HB0dad++PR988AF169bl6tWrJmN67qdhw4b8+OOP9OrVC51Ox9tvv23SW+Tv78+wYcMYOXKkcdBtbGwsV69epX///gBYW1szfPhwpk6dSsOGDQs8ZCeEKD+KonDw0g3jYm5xN+4NKU+19KZzYw8c7azvsyeN5S0U12YoONw7UcIcybTmCmDUqFFcv36d8PBwk/Emb731Fm3atCE8PJzOnTvj5eVVrFVlraysWLNmDbdu3SI4OJjRo0fz/vvvm7R5+umnee211xg3bhyBgYHs2LGDt99+26RN3759eeKJJ+jSpQs1a9YscGq1k5MTmzdv5tq1a7Rr145+/frRtWtX5s6dW7wX4w55A3gLGn/StWtXHB0dWbZsGdWrV2fLli2kp6fTqVMngoKCWLBggbG3ZdiwYcyZM4fPP/+c5s2b89RTT3H69GnjvhYtWkRubi5BQUFMnDiR//znP0Wq76OPPsLd3Z0OHTrQq1cvwsPDadOmjUmbL774gn79+jF27FiaNGnCmDFjyMjIMGkzatQosrOzGTHCPJfLFqKyUxSF/Rev85+fj/HIh3/wzOc7WPDXeeJu3MLJzpqnArz5YnAb9r/dnXmD2vBkS2/zDisJMXBuK+isoP3LWldTZDrlzoPzFVhqaipubm6kpKTcMyA0MzOT8+fPU7duXRwcHDSqUIiS+euvv+jatSuXLl0qcm+UvOeFeDiKonDg0g02HI7nl5h4rqRkGm9zsrOma1NPerb0onNjDxxszTicFGTNK3BoOTR/Bp5bonU19/3+vpMcEhLCTGVlZZGUlMQ777zDc889V+JDZ0KIojEY1JCyMebekFLldkjpcXtMSoULKXlS4yHmO3U7dLy2tRSTBBYhzNSKFSsYNWoUgYGBLF26VOtyhKiU1JBynQ2HE/jlSDzxd4WUbs3UkNKpUQUOKXfaswAMOeDbHmoHaV1NsUhgEcJMDR8+3GSQtRCidBgM6piUvMXcElLzQ4qzvQ1db8/u6VhZQkqe7AzYc/vUJR3GaVtLCUhgEUIIUekZDAr7Ll5nw+F4Nh25N6R0a6quk1LpQsqdDi6HzBvgXhca99C6mmKTwCKEEKJSujOk/HIknsTULONtLvY2xsM9jzasUXlDSh6DHnZ+rm63HwtWFe/5WlRgqSQTooR4IHmvC0tlMCjsjb2uDpwtIKR0zwspjWpgb1PxvrRL7OQvcO0cOFSF1oO1rqZELCKw5J2bJjs7u0jLoQtR0d28qZ5graDzJwlR2egNCnsvXLsdUhK4mnZHSHFQQ0rPlt480tDCQsqd8pbhbzuiwqz0fjeLCCw2NjY4OTmRlJSEra2t8fwwQlQ2iqJw8+ZNrl69StWqVU1OJClEZaI3KOy5I6QkFRBSngrwJqyBBYeUPHH74OIOsLKF4Je0rqbELCKw6HQ6vL29OX/+/D3nwRGiMqpatSpeXl5alyFEqdIbFHafV0PKpqP3hpTHm3nRM8BLQsrd8npXWvQFV29ta3kIFhFYQD1BX8OGDUv1TMZCmCNbW1vpWRGVRl5I2RBzhU1HEklOzw8prg42PN7ci54t1Z4UOxvpPb/HjUtwdK26HRqhaSkPy2ICC6jnzpFlyoUQwrzpDQq7zv+t9qTcFVLcHG15vJknPQK8CasvIeWBds0HRQ91O4J3gNbVPBSLCixCCCHMU67ecLsnJZ7NRxNITs/vDc8LKT0DvOkgIaXoMlNh/+1VsivYMvwFKdG/+rx58/D398fBwYGQkBB279593/Y3btwgIiICb29v7O3tadSoERs3biyw7QcffIBOp2PixIklKU0IIUQFkas3EHUmmX+uiSFkRiSDvt7F/+26SHJ6NlWdbOnftjZLRrRj71vdmPVcKzo39pCwUhwHvoWsVKjRCBp007qah1bsHpZVq1YxadIk5s+fT0hICHPmzCE8PJyTJ0/i4eFxT/vs7Gy6d++Oh4cH33//PT4+PsTGxlK1atV72u7Zs4cvv/ySgICK3W0lhBCiYLl6AzvPqT0pvx5N4O+M/J6Uqk62hDfzokeANx3qV8fWWsJJielzYed8dTs0AirB7NhiB5aPPvqIMWPGMGLECADmz5/Phg0bWLRoEVOmTLmn/aJFi7h27Ro7duwwrgnh7+9/T7v09HQGDx7MggUL+M9//lPcsoQQQpip/JByhc1HE7l2R0hxd7IlvLkXPVp6EyohpfQcXw8pF8GpBgQM0LqaUlGswJKdnc2+ffuYOnWq8TorKyu6detGdHR0gfdZv349oaGhREREsG7dOmrWrMmgQYOYPHmyyUyGiIgIevbsSbdu3SSwCCFEBZerNxB9Th04W1BIeaKFGlLa15OQUuoUBaLnqtvtRoNt5VgwtViBJTk5Gb1ej6enp8n1np6enDhxosD7nDt3ji1btjB48GA2btzImTNnGDt2LDk5OUyfPh2AlStXsn//fvbs2VPkWrKyssjKyh85npqaWpynIoQQopTl6A1En80LKQlcv5ljvK1aFTvCm3vSs2Ut2terho2ElLJzaZe6WJy1vRpYKokynyVkMBjw8PDgq6++wtramqCgIOLi4pg1axbTp0/n0qVLTJgwgd9++61YU45nzpzJu+++W4aVCyGEeJAcvYEdZ/9m4+F4Nh9L4MY9IUVdJ0VCSjna8Zn6s9UAcK6pbS2lqFiBpUaNGlhbW5OYmGhyfWJiYqGranp7e9+zkFXTpk1JSEgwHmK6evUqbdq0Md6u1+v5888/mTt3LllZWQUugjV16lQmTZpk/D01NRVfX9/iPB0hhBAlkBdSNhy+wq/HEk1CSvUqdoS3UENKSF0JKeXu2jk4sUHdbl+xF4q7W7ECi52dHUFBQURGRtKnTx9A7UGJjIxk3LhxBd4nLCyM5cuXYzAYjOfwOXXqFN7e3tjZ2dG1a1diYmJM7jNixAiaNGlyzziXO9nb22Nvb1+c8oUQQpRQzu0pyBtj4u8JKTWc83tSgiWkaGvnF4ACDbqDRxOtqylVxT4kNGnSJIYNG0bbtm0JDg5mzpw5ZGRkGGcNDR06FB8fH2bOnAnAK6+8wty5c5kwYQLjx4/n9OnTzJgxg1dffRUAFxcXWrRoYfIYVapUoXr16vdcL4QQovxk5xqIOpvMxsNqSEm5ZRpS8gbOhtStjrWVTsNKBQC3rsOBZep2BV+GvyDFDiwDBgwgKSmJadOmkZCQQGBgIJs2bTIOxL148aLJ2ZB9fX3ZvHkzr732GgEBAfj4+DBhwgQmT55ces9CCCFEqcjOVXtS8tZJSc3MNd5Ww9meJ1qoA2eD61aTkGJu9i6GnJvg2QLqdda6mlKnUxRF0bqI0pCamoqbmxspKSm4urpqXY4QQlQY2bkGtp9JYsPhBH47dm9IefJ2T4qEFDOWmw2fBEBaPPT5AgIHaV1RkRX1+1vOJSSEEBYoL6T8fDie344lknZHSKnpkh9S2vlLSKkQjv6ohhVnL2jRT+tqyoQEFiGEsBBZuXq2n1YP99wdUjzuCCltJaRULHcuFBc8BmzstK2njEhgEUKISiwrV89fp9TZPb8dSyQtyzSk9GjpTY+W3gT5uUtIqajO/wkJMWDrBG1Hal1NmZHAIoQQlUxmjp6/Tqsh5fe7Qoqnqz1PtvCmZ4A3QXXcsZKQUvFFz1N/Bg4Cp2ra1lKGJLAIIUQlkZCSyexfT7LpSALpElIsQ9JJOL0Z0EH7sVpXU6YksAghRAWnKArf7bvMv38+ZhyX4uXqwJMt1cXc2khIqbx2fq7+bNwDqtfXtpYyJoFFCCEqsISUTKb+eJg/TiYB0Mq3Km/1bCo9KZYgIxkOrVS3OxS82nxlIoFFCCEqoLt7VeysrXiteyPGPFpXlsa3FHu+htxMqNUa6oRqXU2Zk8AihBAVTEG9KrP7BdDQ00XjykS5ycmE3QvU7dBxoKv8vWkSWIQQooJQFIXv913mPelVEYdXwc1kcPOFZn20rqZcSGARQogK4J5eldpuzH6ulfSqWCJFyZ/KHPISWFvGV7llPEshhKigpFdF3OPM75B8EuxcoM1QraspNxJYhBDCTEmviihQ3jL8bYaCg5u2tZQjCSxCCGFmFEXhh/1xvPvTUelVEaYSYuDcVtBZQfuXta6mXElgEUIIM5KQksk/18Sw5cRVQHpVxF2iby8U16w3VK2jbS3lTAKLEEKYgYJ6VSZ2b8iLj9aTXhWhSo2HmO/U7dDx2taiAQksQgihsYJ6VWY914pG0qsi7rRnARhywLc91A7SuppyJ4FFCCE0Ir0qosiyM2DPQnXbApbhL4gEFiGE0EBiaiZTf5ReFVFEB5dD5g1wr6ue6NACSWARQohylNer8t5PR0mVXhVRFAZ9/lmZ248FK2tt69GIBBYhhCgnd/eqBNyeASS9KuK+Tm2Ca+fUNVcCB2ldjWYksAghRBkrqFdlQreGvNRRelVEEey4vVBc25Fg76xtLRqSwCKEEGVIelXEQ4nbBxd3gJUNBL+odTWaksAihBBlQFEUfrw9A0h6VUSJ5Z3ksEU/cK2lbS0ak8AihBClLDE1k3/+GEOk9KqIh3HjEhxdq26HRmhaijmQwCKEEKVEelVEqdo1HxQ91O0I3gFaV6M5CSxCCFEKCupVmdWvFY29pFdFlEBmKuxfqm6HWuZCcXeTwCKEEA9BelVEmTjwLWSlQo1G0KC71tWYBQksQghRQtKrIsqEPhd2zle3248FKwm+IIFFCCGKTVEU1hyI4531aq+KrbWOid0aSa+KKB3H10PKRXCqDq2e17oasyGBRQghiuHuXpWWPuoMIOlVEaVCUSD69kJx7UaDraO29ZgRCSxCCFEE0qsiysWlXepicdb2amARRhJYhBDiAaRXRZSbvN6VgP7g7KFtLWZGAosQQhRCelVEubp2Do7/rG7LQnH3kMAihBAFuJqayT/XxPD7celVEeVk5xeAAg26gUdTrasxOxJYhBDiDgX1qkzo2pCXOtXHVnpVRFm5dR0OLFO3ZaG4AklgEUKI26RXRWhm72LIuQmeLaBeZ62rMUsSWIQQFk96VYSmcrNh91fqdmgE6HTa1mOmJLAIISya2qtyhN+PJwLSqyI0cPRHSIsHZy9o0U/rasyWBBYhhEVSFIW1B+N4Z/0xUm7lSK+K0MadC8UFjwEbO23rMWMSWIQQFufuXpUWPq7Mfq4VTbxcNa5MWJzzf0JCDNg6QduRWldj1iSwCCEshvSqCLMTPU/9GTgInKppW4uZk8AihLAI0qsizE7SSTi9GdCpZ2UW91WiPynmzZuHv78/Dg4OhISEsHv37vu2v3HjBhEREXh7e2Nvb0+jRo3YuHGj8faZM2fSrl07XFxc8PDwoE+fPpw8ebIkpQkhhAlFUVh7II7uH//J78cTsbXW8frjjVgzNkzCitDWzs/Vn417QPX62tZSARS7h2XVqlVMmjSJ+fPnExISwpw5cwgPD+fkyZN4eNx73oPs7Gy6d++Oh4cH33//PT4+PsTGxlK1alVjm23bthEREUG7du3Izc3ln//8J48//jjHjh2jSpUqD/UEhRCWS3pVhNnKSIZDK9XtDrJQXFHoFEVRinOHkJAQ2rVrx9y56qhmg8GAr68v48ePZ8qUKfe0nz9/PrNmzeLEiRPY2toW6TGSkpLw8PBg27ZtdOzYsUj3SU1Nxc3NjZSUFFxd5cNICEumKArrDl5h+vqjxrEqrz7WkJc7y1gVYSa2fghbZ0Ct1jDmD4tee6Wo39/F+p+bnZ3Nvn376NatW/4OrKzo1q0b0dHRBd5n/fr1hIaGEhERgaenJy1atGDGjBno9fpCHyclJQWAatUKH4CUlZVFamqqyUUIIa6mZjJm6T4mrjpIyq0cWvi4sn7cI4zv2lDCijAPOZmwZ4G6HTrOosNKcRTrkFBycjJ6vR5PT0+T6z09PTlx4kSB9zl37hxbtmxh8ODBbNy4kTNnzjB27FhycnKYPn36Pe0NBgMTJ04kLCyMFi1aFFrLzJkzeffdd4tTvhCiEpNeFVFhxKyGjCRwrQ3NemtdTYVR5rOEDAYDHh4efPXVV1hbWxMUFERcXByzZs0qMLBERERw5MgRtm/fft/9Tp06lUmTJhl/T01NxdfXt9TrF0KYv6tpmfxrzRF+O5Y/VmVWv1Y09ZbDw8LMKEr+VOb2L4N10YZKiGIGlho1amBtbU1iYqLJ9YmJiXh5eRV4H29vb2xtbbG2tjZe17RpUxISEsjOzsbOLn9Vv3HjxvHzzz/z559/Urt27fvWYm9vj729fXHKF0JUMtKrIiqcM5GQdALsXKDNUK2rqVCK9T/azs6OoKAgIiMjjdcZDAYiIyMJDQ0t8D5hYWGcOXMGg8FgvO7UqVN4e3sbw4qiKIwbN441a9awZcsW6tatW5LnIoSwIFfTMnnx2/yxKs1ryVgVUQFEf6b+bDMUHNy0raWCKfb/6kmTJrFgwQK++eYbjh8/ziuvvEJGRgYjRowAYOjQoUydOtXY/pVXXuHatWtMmDCBU6dOsWHDBmbMmEFERISxTUREBMuWLWP58uW4uLiQkJBAQkICt27dKoWnKISoTIzrqnz0J78dU9dVmdS9EWsjwuQQkDBvCUfg3FbQWUHIS1pXU+EUewzLgAEDSEpKYtq0aSQkJBAYGMimTZuMA3EvXryIlVV+DvL19WXz5s289tprBAQE4OPjw4QJE5g8ebKxzRdffAFA586dTR5r8eLFDB8+vARPSwhRGd09VqV5LXVdFQkqokLIG7vSrDe4+2lbSwVU7HVYzJWswyJE5aUoCusPqWNVbtxUx6qMf6whr8hYFVFRpCXAxy3AkAOjI6F2W60rMhtF/f6WcwkJIcza1bRM3lpzhF+lV0VUZLu/UsOKb3sJKyUkgUUIYZakV0VUGtkZsHeRuh0acf+2olASWIQQZkd6VUSlcnA53LoO7v7QpKfW1VRYEliEEGZDelVEpWMw5J+Vuf1YsLK+f3tRKAksQgizIL0qolI69QtcO6euuRI4WOtqKjQJLEIITUmviqjU8qYyB40Ae2dta6ngJLAIITRzd69KM29X/tdfelVEJRG3H2KjwMpGFoorBRJYhBDl7u5eFRsrtVdlbBfpVRGVSPRc9WeLvuBaS9taKgEJLEKIcpWUlsW/1sSY9KrMfq4VzWpJr4qoRG5cgqNr1e3QcZqWUllIYBFClAvpVREWZdd8UPRQtyN4B2hdTaUggUUIUeaS0rJ4a20Mm49Kr4qwAJmpsH+pui29K6VGAosQosxIr4qwSAe+haxUqNEIGnTXuppKQwKLEKJMSK+KsEj6XNg5X91uPxasJJiXFgksQohSVVCvyrjHGhDRpYH0qojK7/h6SLkITtWh1fNaV1OpSGARQpSapLQs3l57hE1HEwDpVREWRlHypzK3Gw22jtrWU8lIYBFCPDRFUfjpcDzT1x3huvSqCEt1aRfE7QNrezWwiFIlgUUI8VCkV0WI2/J6VwL6g7OHtrVUQhJYhBAlUlivytjODbCzkV4VYWGunYPjP6vboRHa1lJJSWARQhTb3b0qTb1dmf1cAM1ruWlcmRAa2TkfUKBBN/BoqnU1lZIEFiFEkSmKws+H45kmvSpC5Lt1HQ4sU7dlobgyI4FFCFEk0qsiRCH2LYGcDPBsAfU6a11NpSWBRQhxXwX1qkR0UWcASa+KsHi52bDrS3U7NAJ0Om3rqcQksAghCiW9KkI8wNE1kBYPzp7Qoq/W1VRqEliEEPeQXhUhikBRIPozdTv4RbCx17aeSk4CixDCRHK62qvyyxHpVRHivi78BQkxYOMIbUdqXU2lJ4FFCAFIr4oQxbbj9kJxrQeDUzVta7EAEliEEPf0qjTxcuF//VtJr4oQhUk6Bac3Azr1rMyizElgEcKCFdSrMrZLA8ZJr4oQ97dznvqzcQ+oXl/bWiyEBBYhLFRBvSqzn2tFCx/pVRHivjKS4dBKdVuW4S83EliEsEA/H77CtHVHuZaRLb0qQhTXnoWQmwm1WoNfB62rsRgSWISwIMnpWUxbd4SNMdKrIkSJ5GTCngXqdug4WSiuHElgEcJCSK+KEKUgZjVkJIFrbWjWW+tqLIoEFiEqOelVEaKUKApE3x5sG/ISWNtqW4+FkcAiRCUmvSpClKIzkZB0AuycIWiY1tVYHAksQlRC0qsiRBnIW4a/zVBwkP9L5U0CixCVzIbD8by97oj0qghRmhKOwLmtoLOCkJe1rsYiSWARopKQXhUhylDe2JVmvcHdT9taLJQEFiEqgTt7VaytdER0rs+4xxpKr4oQpSEtAWK+U7dDx2lbiwWTwCJEBfZ3ehZvS6+KEGVr91dgyAHf9lC7rdbVWCwJLEJUUNKrIkQ5yM6AvYvUbVmGX1MSWISoYP5Oz2LauqNsiIkHpFdFiDJ1cDncug7u/tCkp9bVWDQJLEJUINKrIkQ5Mhhg5+fqdvuxYGWtbT0WrkSfcvPmzcPf3x8HBwdCQkLYvXv3fdvfuHGDiIgIvL29sbe3p1GjRmzcuPGh9imEJfk7PYuI/9tPxPL9XMvIpomXC+siwpj0eGMJK0KUlVO/wLVz6porgYO1rsbiFbuHZdWqVUyaNIn58+cTEhLCnDlzCA8P5+TJk3h4eNzTPjs7m+7du+Ph4cH333+Pj48PsbGxVK1atcT7FMKS3N2rMrZzfcZLr4oQZS9vKnPQCLB31rYWgU5RFKU4dwgJCaFdu3bMnTsXAIPBgK+vL+PHj2fKlCn3tJ8/fz6zZs3ixIkT2NoWfN6F4u6zIKmpqbi5uZGSkoKrq2txnpIQZunv9CymrT/KhsMyVkWIche3HxZ0ASsbmBgDrrW0rqjSKur3d7H+RMvOzmbfvn1069YtfwdWVnTr1o3o6OgC77N+/XpCQ0OJiIjA09OTFi1aMGPGDPR6fYn3KURltzEmnsc//pMNh+OxttIx/rEGrB/3iIQVIcpLXu9Ki74SVsxEsQ4JJScno9fr8fT0NLne09OTEydOFHifc+fOsWXLFgYPHszGjRs5c+YMY8eOJScnh+nTp5donwBZWVlkZWUZf09NTS3OUxHCLEmvihBm4MYlOLpG3ZapzGajzGcJGQwGPDw8+Oqrr7C2tiYoKIi4uDhmzZrF9OnTS7zfmTNn8u6775ZipUJoa2NMPG+vPcLfMlZFCG3t/hIUPfg/Ct6ttK5G3FaswFKjRg2sra1JTEw0uT4xMREvL68C7+Pt7Y2trS3W1vnTwZo2bUpCQgLZ2dkl2ifA1KlTmTRpkvH31NRUfH19i/N0hDALd/eqNPZUe1Va1pZeFSHKXWYq7PtG3e4wXttahIli/elmZ2dHUFAQkZGRxusMBgORkZGEhoYWeJ+wsDDOnDmDwWAwXnfq1Cm8vb2xs7Mr0T4B7O3tcXV1NbkIUdH8UtBYlfFhElaE0MqBZZCVCtUbQoPuWlcj7lDsQ0KTJk1i2LBhtG3bluDgYObMmUNGRgYjRowAYOjQofj4+DBz5kwAXnnlFebOncuECRMYP348p0+fZsaMGbz66qtF3qcQlcKt63BxJ1zYTva5v8hJOsdPmSP429BeelWEMAf6XNj5hbodGgFWcjjWnBQ7sAwYMICkpCSmTZtGQkICgYGBbNq0yTho9uLFi1jd8Y/s6+vL5s2bee211wgICMDHx4cJEyYwefLkIu9TiAop42+IjVIvF6Ig8QigriJgd/vyse0XhAUE0q/3E9jbyCqaQmjqxE+QchGcqkOr57WuRtyl2OuwmCtZh0VoLv0qXNieH1CSjt/T5KzBm12GJuwyNGWoyz6CsnZBFQ8YswWqyhgsITSjKPB1N4jbC50mQ5d/al2RxSjq97ecS0iIkkq9ogaT2O3qz79P39PkmlM9/shsyB+ZjdhlaEKKTXV6t6rFS2F1aVZdBwvD4epRWDEQRm6S1TSF0Mql3WpYsbaHdqO1rkYUQAKLEEV146JpQLl+/q4GOvBsznWPdmxIrcfcs54kXFMDSE0Xe4a092NQSB1qONvn32XQSljwGCTGwI8vwoBlctxcCC1Ef6b+DOgPznJKGHMkgUWIgiiKetKzvMM7sVGQcsm0jc4KvALA/xEMdULZnt2QBXtv8NeeZGOTFj6ujAyrS88A74LHqFStA88vhyU94eQGiHwXusv6QkKUq2vn4PjP6rYsFGe2JLAIAWpAST6d33sSuwPSrpi20VlDrdbgHwZ+j0CdEDJ0Vfhh/2UWb7jA+eQzAFjpILy5FyMfqUtbP3d0Ot39H9s3GHrPgx/HQNQcqNEIWsuZYYUoNzvnAwo06AYeTbWuRhRCAouwTAYDJJ243YOyXQ0oGVdN21jZgk/Q7YASBr4hxjEml67dZGnkBVbuuURaZi4ALg42DAyuw5D2fvhWcypePQH9Iekk/DUbfpoA1eqBX+HrEAkhSsmt6+raKyC9K2ZOAouwDAY9JB41DSi3rpm2sbaH2u3yA0rtdmCXHzwURWHvhWss2n6ezUcTMNyeX1e3RhVGhPnTt01tqtg/xH+pLv+C5FNwfD2sGqzOHHL3L/n+hBAPtm8J5GSAR3Oo10XrasR9SGARlZM+FxIO5Y8/uRgNmSmmbWyd1MMxfrcDik8Q2Drcs6vsXAM/H77CoqjzHInLP8nmow1rMCLMn86NPLCyesBhn6KwsoJn5sONWIg/BMufh1G/goNM0xeiTORmw64v1e3QCHjQ4VuhKQksonLQ58CVA/nroFzcBdlppm3snKFOezWc+D8C3oFgY1foLpPTs1i+6yLf7owlKU09M7i9jRXPtvFheIe6NPZyKf3nYVcFBq6Er7qo67h8PxIGrQIrWVROiFJ3dA2kxYOzJ7Tsp3U14gEksIiKKTcL4vblTzO+tBtybpq2sXdTx4H4hamHebxagfWD3/LHrqSyOOo86w5dITtXPQeWp6s9Q0P9GRhch2pVCg85pcK1FgxcAYufhDO/wa9vwRMzy/YxhbA0ipI/lTl4DNjY37+90JwEFlEx5NyCy3vyD/Fc3gO5maZtHN3zD+/4h4FniyL3TOgNCltOXGXR9vNEn/vbeH0r36qMDPOnR0tvbK3LcX0Unzbq4aHvhsPOz9WZQ23l3FpClJoLf0FCDNg4QttRWlcjikACizBPWelweXd+QInbB/ps0zZVapoGlJpNi73oWlpmDt/tvcySHRe4eE3tobG20vFkC3Vacps67qX1jIqv+TPqVOs/3oeNr0P1+lC3o3b1CFGZ7Jir/mw9GJyqaVuLKBIJLMI8ZKaqZzLOWwcl/iAYck3buHjnhxO/R6BGwxIPkrv4902W7LjA6r2XSM9SH8fN0ZaBwXUYGupHraqOD/mESknHN9Tp10d+gFVD1JlD1etrXZUQFVvSKTi9GdBB+7FaVyOKSAKL0Mat6xAbnT/NOOEwKAbTNm6+dwSUMHVtkocYxa8oCjvPXWNR1Hl+P55I3mk/69eswshH6vJMax+c7Mzsv4ROpy4qdz1WPc/J8v4w+nf18JcQomR2zlN/Nu4hfwBUIGb26SwqrYy/1XCSt9R94hHgrhOFu/urPSd5AcXdr1QeOjNHz/pDV1gcdYHj8fnTkjs1qsnIR+ryaIMapTMtuazYOqrL9y94DP4+A6uHwQs/gLWt1pUJUfFkJMOhleq2LBRXoUhgEWUjLdE0oCQdv7dN9Yb54cQvDNx8SrWEq2mZLNt5kf/bGcvfGer4F0dba/oGqdOSG3hUoDMju3iqM4cWPQHnt8GmKdDzf1pXJUTFs2ehOmC/Vmvw66B1NaIYJLCI0pESZ7qK7N+n721Ts6lpQHHxLJNSjsSlsGj7eX46fIUcvdqLU8vNgaEd/Hm+nS9Vncp4WnJZ8Q6AZ7+CVS/Anq+hRmMIeVHrqoSoOHIyYc8CdTt0nCwUV8FIYBElcz32jjMZb4frF+5qoFOnFRsDSgeoUqPMytEbFH47lsCi7RfYfSF/yf0gP3dGhtUlvLknNuU5LbmsNH0Kuk2H39+BTZPV4+8NumpdlRAVQ8xqyEgC19rQrLfW1YhiksAiHkxR1NOvGwNKFKRcMm2jswKvAHUFWb8wdcG2chgYmnIrh9V7LvFN9AUuX78FgI2Vjp4B3owIq0ugb9Uyr6HchU1UZzkcWq6u0zL6d6jZWOuqhDBvigLRtwfbhrwkY8AqIAks4l6Koq7/kTfFODZKXb76TlY2+ceA/R6BOiHg4FZuJZ5PzmBJ1Hm+23eZm9l6ANydbBkc4seQUD88Xe89J1ClodNBrzlw/bx6jqTl/WHMH7KWhBD3cyZSXSLAzhmChmldjSgBCSwCDAZ1UGzsjvwxKBlXTdtY2ULttvnTjGsHg335DlpVFIWoM3+zKOo8W07k19fY04URYf70ae2Dg62FnHPHxh4GLIMFXdTDcategCFr73tuJCEsWvTtheLaDC3XP65E6ZHAYokMenVacV7vSewOuHXNtI2NA9Rud0dAaadOr9VAZo6etQfiWBR1nlOJ6cbruzbxYOQjdelQvzo6Sxw8V6UGDFwFCx9X/x03vAZPz5WBhELcLeEInPtDPXQd8rLW1YgSksBiCfS5kHDojoASDVkppm1sncA3OH8dFJ8gzU8GlpCSybc7L7B810Wu38wBwMnOmv5tfRnWwZ+6NapoWp9Z8GwG/RbBigFwYBnUbAIdxmtdlRDmZefn6s+mT5fa+k6i/ElgqYz0OXDlwO3DO1FwcRdkp5m2sXOBOu3VMSj+j4B3oNkcTjh46QaLo86z4XA8uQZ1WrJPVUdGhPnzXFtf3BxlsJyJRo/D4+/D5qnw69vq+jaNn9C6KiHMQ1oCHF6tbkuYr9AksFQGuVnqyQHzphhf2g05N03bOLhBnQ7504y9AsDafP75c/UGNh1NYNH28+y/eMN4fXDdaowM86db00oyLbmstH9FHVC4/xv4YRSM+hU8m2tdlRDa270ADDngG6KOwxMVlvl8Y4miy74Jl/fkTzO+vAf0WaZtHKvl9574halfXlbmNyD1xs1sVuy+xLfRF7iSkgmArbWOXq1qMTKsLi18ZHBckeh06sq3187Bhb9g+fPqiRKda2pdmRDayc6AvQvV7dBx2tYiHpoEloogKx0u7coPKHH71L8Y7lSl5u0BsrcDSs0mYGW+PRJnrqaxOOoCP+y/TGaOetLD6lXseKG9H4Pb18HDpRJPSy4r1rbQfyl83VUNLqsGw9D1YCuvpbBQh1aoJ1p194cmPbWuRjwkCSzmKDMVLu7MXwcl/iAYck3buHjfcSbjR6BGQ7OfHWIwKPx5OonFURfYdirJeH1Tb1dGhvnTq1Uty5mWXFacqsGg1bCgqxpyf3oVnvnS7N8bQpQ6gwGibw+2bT/WLHuYRfFIYDEHt66rM3fyzsWTcBgUg2kbtzr540/8w8C9boX5ErqZncuP++NYHHWes0kZgFp696aejHykLiF1q1nmtOSyUqMh9P8GlvWFw6vUVXAf/YfWVQlRvk5tgmtn1fF7gYO1rkaUAgksWshINl3mPvEooJi2ca+b33viHwZV62hS6sO4cuMWS6NjWbH7Iim31ENYzvY29G/ry/AO/tSp7qRxhZVY/S7Q47+w4R8Q+Z46c6jZ01pXJUT5yVsoLmhEuS9yKcqGBJbykJZousx90ol721RvaBpQXGuVf52lQFEU9l+8waKo82w6koD+9rRkv+pODO/gT7+g2rg4yLTkctFuNCSdhN1fwZqX1NBbK1DrqoQoe3H71c9aKxsIljOaVxYSWMpCSlz+4Z3YKPj7zL1tPJrdPg/P7cM8Lp7lX2cpys418MuReBZtP8+hy/mL0oXWq87IR+ryWBMPrK3ksE+5C5+pvv/OboEVA9WZQ67eWlclRNnKO8lhi77g5qNtLaLUSGApDddj7zjEs109t4sJHXi1yO89qdMBqlTXotJSdy0jmxW7L7I0+gKJqerUajsbK/oE1mJEWF2aertqXKGFs7aBfothYXdIPgUrB8LwjWAnh+NEJZVyGY6uUbdDI7StRZQqCSzFpSi317rYnn8enpRLpm10VuDdKn+acZ324OiuTb1l5GRCGoujzrPmQBxZueoA4Zou9gxp78egkDrUcNZ2WX9xB8eqMHClOt35ygFYN1YNMTLQWVRGu+aDogf/R9XPYVFpSGB5EEVR/zK9M6CkxZu2sbKBWq3zA4pvCDhUvp4Fg0Fh66mrLNp+ge1nko3Xt/BxZdQjdenZshZ2Nua79otFq15fPbvz0t7qX581GkOXqVpXJUTpykyFfd+o27JQXKUjgeV+cjLhkwBITzS93tpOPTlg3hRj3xCwq7wn4svIyuX7fZdZsuMC55PVaclWOghv7sXIR+rS1s9dpiVXBP6PwFMfw/rxsO0Ddfpzy35aVyVE6TmwDLJS1UkMDR/XuhpRyiSw3I+tA1TxgMwUqN0ufxXZ2m3B1lHr6srcpWs3WRp9gZV7LpGWqS5c5+Jgw8DgOgwN9aO2u4yDqHDaDFVnDkXPhXUR6vT52kFaVyXEw9Pnws4v1O3QCLNe6VuUjASWB3l+mbqqrI1ljMlQFIU9F66zaPt5fj2WwO1ZydSrUYXhYf70bVObKvbytqnQur+nzhw6tUkdhDtmC7jV1roqIR7OiZ8g5SI4VYdWz2tdjSgD8s3zIO7+WldQLrJy9fx8KJ7FO85zJC7VeP2jDWswMqwunRrVxEqmJVcOVtbQ92tY+DhcPQYrnocRm2RxLVFxKQrsuL1QXLvRFtEDbokksFi45PQs/m/nRb7dGUtyujot2d7Gimfb1GZEmD+NPF00rlCUCXsXdebQgscgIUZdWK7/t9KNLiqmS7shbi9Y26uBRVRKElgs1NErKSyOusD6g1fI1qvTkj1d7Rka6s/A4DpUq2KncYWizLn7wfP/B9/0ghM/w5b3oNs7WlclRPFFf6b+DOgPzh7a1iLKjAQWC6I3KEQeT2RR1Hl2nrtmvL6Vb1VGhvnTo6U3ttbyF7ZFqdMenv5M7WHZ/rE63TlwoNZVCVF0187B8Z/VbVkorlKTwGIB0jJzWL33Mt/suMDFazcBsLbS8WQLdVpymzqVa1E7UUytnldnDm3/CH56FarVVYOMEBXBzvmAAg26gUdTrasRZUgCSyUW+3cGS3Zc4Lu9l0nPUqcluznaMiikDkPa+1GrqgxME7c99ra6QOKJn2HlYHXmkLuf1lUJcX+3rqtrr4D0rliAEvX/z5s3D39/fxwcHAgJCWH37t2Ftl2yZAk6nc7k4uDgYNImPT2dcePGUbt2bRwdHWnWrBnz588vSWkWT1EUdpxNZvQ3e+k8eyuLoy6QnpVLAw9n3n+mBdFTH2PyE00krAhTVlbw7FfgFQA3k9WZQ5mpD76fEFratwRyMsCjOdTronU1oowVu4dl1apVTJo0ifnz5xMSEsKcOXMIDw/n5MmTeHgUPNjJ1dWVkydPGn+/e1XUSZMmsWXLFpYtW4a/vz+//vorY8eOpVatWjz99NPFLdEiZeboWX/oCou2n+dEQprx+s6NazIyrC6PNqwhq9GK+7OrcnvmUBd1uvMPo2HgCnUatBDmJjcbdn2pbodGyLmxLECxe1g++ugjxowZw4gRI4w9IU5OTixatKjQ++h0Ory8vIwXT09Pk9t37NjBsGHD6Ny5M/7+/rz44ou0atXqvj03QnU1NZOPfj1J2AdbePP7w5xISMPR1poX2tfh90mdWDIimI6NakpYEUXj5qOGFBsHOL0ZfpumdUVCFOzoGvW8bs6ecooJC1GswJKdnc2+ffvo1q1b/g6srOjWrRvR0dGF3i89PR0/Pz98fX3p3bs3R48eNbm9Q4cOrF+/nri4OBRF4Y8//uDUqVM8/njh54LIysoiNTXV5GJJYi6nMGnVQcI+3MKnW87wd0Y2tdwcmPpkE3ZO7cp/+rSkgYcsBCZKwCcI+txe4jx6bv7J5IQwF4qivjcBgsdYzErklq5Yh4SSk5PR6/X39JB4enpy4sSJAu/TuHFjFi1aREBAACkpKcyePZsOHTpw9OhRatdWlwP/7LPPePHFF6lduzY2NjZYWVmxYMECOnbsWGgtM2fO5N133y1O+RVert7Ab8fUacl7Llw3Xh/k587IsLqEN/fERqYli9LQ4ll1EO7WmbBhElSrB3Uf1boqIVQX/oKEw2DjCG1HaV2NKCdlPksoNDSU0NBQ4+8dOnSgadOmfPnll/z73/8G1MCyc+dO1q9fj5+fH3/++ScRERHUqlXLpDfnTlOnTmXSpEnG31NTU/H19S3bJ6ORlFs5rN5ziSU7LhB34xYANlY6ngrwZkRYXVr5VtW2QFE5dZqshpYjP8DqITA6EqrX17oqISB6nvozcBA4VdO2FlFuihVYatSogbW1NYmJiSbXJyYm4uXlVaR92Nra0rp1a86cOQPArVu3+Oc//8maNWvo2bMnAAEBARw8eJDZs2cXGljs7e2xt6/c3YDnktJZsuMC3++7zM1sPQDVqtgxKLgOQ0L98HR1eMAehHgIOh30ngfXzsOV/bB8AIz+HRyral2ZsGRJp9QTd6KD9mO1rkaUo2IdP7CzsyMoKIjIyEjjdQaDgcjISJNelPvR6/XExMTg7e0NQE5ODjk5OVjddQ4Ta2trDAZDccqrFBRF4a/TSYxcsofH/reNpdGx3MzW09jThQ/7tmTHlMd4PbyxhBVRPmwd1UG4rj7w92n4bjjoc7WuSliynZ+rPxs/CTUaaFuLKFfFPiQ0adIkhg0bRtu2bQkODmbOnDlkZGQwYsQIAIYOHYqPjw8zZ84E4L333qN9+/Y0aNCAGzduMGvWLGJjYxk9Wj1BlaurK506deKNN97A0dERPz8/tm3bxtKlS/noo49K8amat8wcPWsOxLE46jynEtON13dt4sHIR+rSoX51mekjtOHipYaWRU/AuT9g0xToOVvrqoQlykiGQyvU7dBx2tYiyl2xA8uAAQNISkpi2rRpJCQkEBgYyKZNm4wDcS9evGjSW3L9+nXGjBlDQkIC7u7uBAUFsWPHDpo1a2Zss3LlSqZOncrgwYO5du0afn5+vP/++7z88sul8BTNW0JKJkujL7Bi90Wu38wBwMnOmv5tfRnWwZ+6NapoXKEQgHcrdWG5VS/AngVQs7E6O0OI8rR3EeRmgncg+HXQuhpRznSKoihaF1EaUlNTcXNzIyUlBVdXV63LeaCDl26waPt5NsbEk2tQ/wlquzsyvIM/z7X1xc3RVuMKhSjAXx9B5Lugs4YXvof6j2ldkbAUOZkwpwVkJEHfhbL2SiVS1O9vOZdQOcrRG9h0JIHFUefZf/GG8frgutUYGVaX7s08sbaSwz7CjD3ymjpz6NAKWD1cHYRbs5HWVQlLEPOdGlZcfaBZb62rERqQwFIObtzMZsXuSyyNvkB8SiYAdtZW9GpVixFh/rTwcdO4QiGKSKeDXp+oM4cu7YTl/dUTJcrUUlGWFCV/KnPIy2AtPdCWSAJLGTpzNY1FURf4cf9lMnPUGU81nO0YHOLH4PZ18HCRmT6iArKxhwHL4OvH4Pp5WDUEhqwBGzutKxOV1dlISDoOds7QZqjW1QiNSGApZQaDwp+nk1gUdYE/TyUZr2/m7cqIMH96taqFg62cTE5UcM41YeAqWNgdYrfDxn9Ar0/lBHSibOy4vQx/m6GyDpAFk8BSSm5m5/LDfnVa8rmkDED97O7e1JORj9QlpG41mZYsKhfPZtBvkbqg3P6lULOJetZcIUpT4lF1Or3OCkJe0roaoSEJLA8p7sYtdVryroukZqoLajnb2zCgnS/DQv2pU91J4wqFKEONwuHx/8Cv/4Jf34LqDdTrhCgteWNXmj4N7v6aliK0JYGlBBRFYf/F6yzafoFNRxPQ356W7FfdieEd/OkXVBsXBxkUJixEaAQkn1R7Wb4fBaN+VXtfhHhYaQlweLW6LQvFWTwJLMWQnWtgY0w8i6POc+hyivH6DvWrMzKsLl2aeMi0ZGF5dDro8T/4+5w6nmXFABi9RR3nIsTD2L0ADDngGwK+7bSuRmhMAksRXMvIZvmuWJZGx3I1LQsAOxsr+gTWYkRYXZp6m/9CdUKUKRs7GPAtLMibOfQCDFuvzigSoiSyM2DvQnVbelcEEljuK+VWDjM3HmfNgTiyctVpyTVd7Bna3o9BIXWo7iwfxkIYOVWDQavh627qGi0/TYA+X8jMIVEyh1bArevquJUmPbWuRpgBCSz3UcXOmr9OJ5OVa6CljxsjH/GnZ8ta2NkU6yTXQliOmo2g/xJY1k/9wqnRCB6dpHVVoqIxGCD69lmZ248FK1kKQkhguS8bayvefbo5VZ1sCfJzl2nJQhRF/cfgyQ9h4+vqeYdqNISmvbSuSlQkpzbBtbPg4AaBg7WuRpgJ6Sp4gG7NPGnrL2uoCFEswWOg3e2zOf/4IsQf0rYeUbFE314oLmgE2DtrW4swGxJYhBBl44kPoF5nyLkJKwaqU1SFeJC4/RAbBVY2EPyi1tUIMyKBRQhRNqxt4LlvoHpDSI2DlYMg55bWVQlzl7dQXIu+4OajbS3CrEhgEUKUHceqMGgVOFSFuH2wLkI9864QBUm5DEfXqNtymgdxFwksQoiyVb2+enZnKxs48gNs+6/WFQlztWs+KHrwfxS8W2ldjTAzEliEEGWv7qPQ8yN1e+sMOPKjtvUI85OVBvu+UbdloThRAAksQojyETQM2t/u5l/7inqISIg8+7+FrFR1zFPDx7WuRpghCSxCiPLz+L/VL6PcTFgxCFLitK5ImAN9Luz6Qt0OHQtW8tUk7iXvCiFE+bGyhr4LwaMZpCfAiufVc8YIy3biJ7hxERyrQauBWlcjzJQEFiFE+XJwhYErwakGJByGNS+pS7ELy5U3lbndaLB11LYWYbYksAghyp+7nzpzyNoOjv8Ef/xH64qEVi7ugst71PdC8BitqxFmTAKLEEIbfqHQ61N1+6//waFV2tYjtJG3DH9Af3D20LYWYdYksAghtBM4EB55Td1eP079a1tYjmvn4cTP6rZMZRYPIIFFCKGtx6ZBk6dAn60u33/jotYVifKyaz4oBqjfFTyaal2NMHMSWIQQ2rKygme+BK+WcDMZlg9QFxETldut6+raKwAdpHdFPJgEFiGE9uyd1ZlDzp5w9Rj8MBoMeq2rEmVp3zeQkwEezaFeF62rERWABBYhhHlwqw3PrwAbBzi1CX6bpnVFoqzkZsOuL9Xt0AjQ6bStR1QIEliEEOajdhD0vr0mR/Rc2L9U23pE2Ti2FtKuqD1qLftpXY2oICSwCCHMS8t+0GmKuv3za3Bhu7b1iNKlKLDjM3U7eAzY2Gtbj6gwJLAIIcxPp8nQ/Bkw5MKqF+DaOa0rEqXlwnZ1hWMbR2g7SutqRAUigUUIYX6srKDPF1CrjTqbZPkAyEzRuipRGvIWigscBE7VtK1FVCgSWIQQ5snWEZ5fDi61IPkUfDdcPauvqLiSTqkDqtFB+7FaVyMqGAksQgjz5eoNA1eArROc3QKb/6l1ReJh7Pxc/dn4SajRQNtaRIUjgUUIYd5qBaoLywHs/hL2fK1pOaKEMpLh0Ap1W5bhFyUggUUIYf6aPQ2Pva1ub3wTzv6hbT2i+PYugtxM8A4Evw5aVyMqIAksQoiK4dF/QMAAUPTw3TBIPq11RaKocjJh91fqdofxslCcKBEJLEKIikGng16fgm+IOmNoeX+4eU3rqkRRxHwHGUng6gPNemtdjaigJLAIISoOWwcY8H/g5quuzbJ6KOhztK5K3I+iQPTt1YtDXgZrW23rERWWBBYhRMXiXBMGrQI7Z7jwF2z4h/qlKMzT2UhIOq7+e7UZqnU1ogKTwCKEqHg8m0PfhYAO9n8Du+ZrXZEozI7bC8W1GQqOVTUtRVRsEliEEBVT4yfg8X+r25v/Cad/07Yeca/Eo3DuD9BZQchLWlcjKrgSBZZ58+bh7++Pg4MDISEh7N69u9C2S5YsQafTmVwcHBzuaXf8+HGefvpp3NzcqFKlCu3atePixYslKU8IYSlCx0HrF0AxwHcj4OpxrSsSd8obu9L0aXD317QUUfEVO7CsWrWKSZMmMX36dPbv30+rVq0IDw/n6tWrhd7H1dWV+Ph44yU2Ntbk9rNnz/LII4/QpEkTtm7dyuHDh3n77bcLDDZCCGGk00HPj8EvDLLT1HMOZSRrXZUASEuAw6vVbVkoTpQCnaIUb7RaSEgI7dq1Y+5c9bikwWDA19eX8ePHM2XKlHvaL1myhIkTJ3Ljxo1C9/n8889ja2vLt99+W7zq75CamoqbmxspKSm4urqWeD9CiAoo42/4+jG4fgHqhMLQdWBjr3VVli3y3/DXbHUa+qhfta5GmLGifn8Xq4clOzubffv20a1bt/wdWFnRrVs3oqOjC71feno6fn5++Pr60rt3b44ePWq8zWAwsGHDBho1akR4eDgeHh6EhISwdu3a+9aSlZVFamqqyUUIYaGqVIdBq8HeFS5Gw08TZeaQlrJvwt6F6nZohLa1iEqjWIElOTkZvV6Pp6enyfWenp4kJCQUeJ/GjRuzaNEi1q1bx7JlyzAYDHTo0IHLly8DcPXqVdLT0/nggw944okn+PXXX3nmmWd49tln2bZtW6G1zJw5Ezc3N+PF19e3OE9FCFHZ1GwMzy1WB3geWg5Rn2hdkeU6tBxuXYeqftDkKa2rEZVEmc8SCg0NZejQoQQGBtKpUyd+/PFHatasyZdfqiczMxgMAPTu3ZvXXnuNwMBApkyZwlNPPcX8+YVPVZw6dSopKSnGy6VLl8r6qQghzF2DbvDEh+r27+/A8Z81LcciGQwQffuszO3HgpW1tvWISqNYgaVGjRpYW1uTmJhocn1iYiJeXl5F2oetrS2tW7fmzJkzxn3a2NjQrFkzk3ZNmza97ywhe3t7XF1dTS5CCEHwGGg7ClDgxxch/rDWFVmWU5vg2lmwd1NncAlRSooVWOzs7AgKCiIyMtJ4ncFgIDIyktDQ0CLtQ6/XExMTg7e3t3Gf7dq14+TJkybtTp06hZ+fX3HKE0IIdebQkx9Cvc6QkwErBkJa4gPvJkpJ3lTmtsPB3lnTUkTlYlPcO0yaNIlhw4bRtm1bgoODmTNnDhkZGYwYMQKAoUOH4uPjw8yZMwF47733aN++PQ0aNODGjRvMmjWL2NhYRo8ebdznG2+8wYABA+jYsSNdunRh06ZN/PTTT2zdurV0nqUQwrJY28JzS+DrbvD3GVg5CIb/DLaOWldWuV05ALHbwcoGgmWhOFG6ih1YBgwYQFJSEtOmTSMhIYHAwEA2bdpkHIh78eJFrKzyO26uX7/OmDFjSEhIwN3dnaCgIHbs2GFyCOiZZ55h/vz5zJw5k1dffZXGjRvzww8/8Mgjj5TCUxRCWCRHd3Xm0ILHIG4vrBsHfb9We2BE2cjrXWn+LLj5aFuLqHSKvQ6LuZJ1WIQQBTr/J3z7DBhyocu/oNObWldUOaVchjkBoOjhxW1QK1DrikQFUSbrsAghRIVTtyP0mK1u//E+HF2jbT2V1a4v1bDi/6iEFVEmJLAIISq/tiPUKbYAa16BuP3a1lPZZKXBvm/UbVmGX5QRCSxCCMvw+H+gQXfIvaXOHEq9onVFlceBZZCVAtUbQsPHta5GVFISWIQQlsHKGvotgppNID0BVjwP2RlaV1Xx6XNh5+2F4kLHgpV8rYiyIe8sIYTlcHCFQavAqTrEH4I1L6srs4qSO/Ez3LgIjtUg4HmtqxGVmAQWIYRlcfeHAf8HVrZwfD1snaF1RRVb9Fz1Z7vRYOekbS2iUpPAIoSwPH6h0Ov2yRH/nAWHV2tbT0V1cRdc3gPWdmpgEaIMSWARQlim1oMhbIK6vW4cXNqtbT0VUV7vSkB/cPHUthZR6UlgEUJYrq7vQOOeoM9Sl++/UfgJV8Vdrp1Xx6+ATGUW5UICixDCcllZwbNfgWdLyEiC5c+ra4qIB9s1HxQD1O8KHk21rkZYAAksQgjLZu8MA1dAFQ+4ehR+GAMGvdZVmbdb12H/t+p2B+ldEeVDAosQQlT1heeXg7U9nPoFfn9H64rM275vICcDPJpDvS5aVyMshAQWIYQA8G0HfW4vgLbjU3X1VnGv3Gz1vEEAoRFy9mtRbiSwCCFEnpb9oOPtszn/NBEuRGlajlk6thbSroCzp/p6CVFOJLAIIcSdOk+FZn3AkAOrXlBnwwiVosCOz9Tt4DFgY69tPcKiSGARQog7WVlBny+gVmu4dQ2WD4DMFK2rMg8XtkPCYbBxhLajtK5GWBgJLEIIcTc7J3h+Bbh4Q/JJ+G6EepI/S5e3UFzgIHCqpm0twuJIYBFCiIK4eqvTnW0c4Wwk/PovrSvSVvJpOLUJ0EH7sVpXIyyQBBYhhChMrdbwzHx1e9d82LNQ23q0FD1P/dn4SajRQNtahEWSwCKEEPfTvA889pa6vfENOLdVy2q0kfE3HFqhbodGaFuLsFgSWIQQ4kEefR1a9gdFD6uHQvIZrSsqX3sXQm4meAeCX5jW1QgLJYFFCCEeRKeDpz+D2u3UGUPL+8PNa1pXVT5yMmH3V+p26DhZKE5oRgKLEEIUha2Duny/my9cOwvfDQN9jtZVlb2Y79QTQ7r6qIfHhNCIBBYhhCgqZw8YuBJsq8D5P9UxLYqidVVlR1HyB9uGvATWttrWIyyaBBYhhCgOrxbQbyGgg32L88+rUxmdjYSk42DnDG2GaV2NsHASWIQQorgaPwnd31O3N0+F079rW09ZyetdaT0EHKtqWooQEliEEKIkOoyHwBdAMcD3I+DqCa0rKl2JR+HsFtBZQfuXta5GCAksQghRIjodPPUx1OkAWanqzKGMv7WuqvREf67+bNoL3P01LUUIkMAihBAlZ2MHA5ZBVT+4Eaue3Tk3S+uqHl5aIsSsVrdDx2tbixC3SWARQoiHUaU6DFoN9q5wcQf8PKnizxzaswD02VA7GHzbaV2NEIAEFiGEeHgeTaDfYnW8x8FlsONTrSsqueyb+edM6jBO21qEuIMEFiGEKA0Nu0H4THX7t+lwYqO29ZTUoeVw65p6mKvJU1pXI4SRBBYhhCgtIS9B25GAAj+MhoQjWldUPAZD/mDb9mPBylrbeoS4gwQWIYQoLTodPPlfqNsJcjJgxfOQflXrqoru1Cb1tAP2btB6sNbVCGFCAosQQpQma1vo/w1UbwApl2DlIPUEghVB3kJxbYeDvYumpQhxNwksQghR2hzdYeAqcHCDy3tg/Tjznzl05QDEbgcrGwh+SetqhLiHBBYhhCgLNRpA/6Wgs1bPePzXbK0rur+83pXmz4Kbj7a1CFEACSxCCFFW6nWGnreDypb/wNG1WlZTuJTLcORHdTs0QttahCiEBBYhhChLbUdCyO1z8ax5WT30Ym52fQmKHvwfhVqBWlcjRIEksAghRFl7/H1o0A1yb8GKgZB6ReuK8mWlwb5v1O1QWShOmC8JLEIIUdasbaDfIqjZBNLi1dCSfVPrqlQHlkFWClRvCA0f17oaIQolgUUIIcqDgxsMXAmO1SD+IKx9WV2oTUv6XNh5e6G40LFgJV8JwnyV6N05b948/P39cXBwICQkhN27dxfadsmSJeh0OpOLg4NDoe1ffvlldDodc+bMKUlpQghhvqrVhef/D6xs4dg62DpT23pO/Aw3LqohKuB5bWsR4gGKHVhWrVrFpEmTmD59Ovv376dVq1aEh4dz9Wrhqzm6uroSHx9vvMTGxhbYbs2aNezcuZNatWoVtywhhKgY/DpAr0/U7T//C4e/066W6Lnqz3ajwc5JuzqEKIJiB5aPPvqIMWPGMGLECJo1a8b8+fNxcnJi0aJFhd5Hp9Ph5eVlvHh6et7TJi4ujvHjx/N///d/2NraFrcsIYSoOFoPhg6vqtvrIuDSnvKv4dJudVE7azs1sAhh5ooVWLKzs9m3bx/dunXL34GVFd26dSM6OrrQ+6Wnp+Pn54evry+9e/fm6NGjJrcbDAaGDBnCG2+8QfPmzYtUS1ZWFqmpqSYXIYSoMLq9A417gD5LXb7/xqXyffwdn6k/A/qDy71/RAphbooVWJKTk9Hr9ff0kHh6epKQkFDgfRo3bsyiRYtYt24dy5Ytw2Aw0KFDBy5fvmxs8+GHH2JjY8Orr75a5FpmzpyJm5ub8eLr61ucpyKEENqysoZnvwLPFpBxVZ05lJVePo997bw6fgWgvSwUJyqGMh8SHhoaytChQwkMDKRTp078+OOP1KxZky+//BKAffv28cknnxgH5xbV1KlTSUlJMV4uXSrnv06EEOJh2bvAwBVQpSYkxsCPY8pn5tCu+aAYoH5X8GxW9o8nRCkoVmCpUaMG1tbWJCYmmlyfmJiIl5dXkfZha2tL69atOXPmDAB//fUXV69epU6dOtjY2GBjY0NsbCz/+Mc/8Pf3L3Q/9vb2uLq6mlyEEKLCqVoHnl8O1vZwciNEvlO2j3frBuz/Vt2WZfhFBVKswGJnZ0dQUBCRkZHG6wwGA5GRkYSGhhZpH3q9npiYGLy9vQEYMmQIhw8f5uDBg8ZLrVq1eOONN9i8eXNxyhNCiIrJNxh6356xE/UJHPi/snusfUsgJwM8mkH9x8rucYQoZTbFvcOkSZMYNmwYbdu2JTg4mDlz5pCRkcGIESMAGDp0KD4+Psycqa4v8N5779G+fXsaNGjAjRs3mDVrFrGxsYwerY5Kr169OtWrVzd5DFtbW7y8vGjcuPHDPj8hhKgYAvpD8in4cxb8NAGq1QO/ov0hWGT6HPW8QaD2rhTjMLwQWit2YBkwYABJSUlMmzaNhIQEAgMD2bRpk3Eg7sWLF7G6Y7XE69evM2bMGBISEnB3dycoKIgdO3bQrJkcNxVCCBOd/6mGlmPrYNVgGB2pLjZXWo6ugbQrUMUDWj5XevsVohzoFEVRtC6iNKSmpuLm5kZKSoqMZxFCVFzZN2Hxk+ry/TWbwKjfwKEUPtMUBb7qBPGHoMtb0OmNh9+nEKWgqN/fcuIIIYQwJ3ZO6swhF29IOgHfj1TP+fOwLmxXw4qNI7Qd+fD7E6KcSWARQghz41pLnTlk4whnfoPf3n74fUbPU38GDoQq1e/fVggzJIFFCCHMkU8beOYLdXvn57B3ccn3lXwaTv2ibstCcaKCksAihBDmqvkz0OVf6vbG1+HctpLtZ+fn6s9GT0KNBqVTmxDlTAKLEEKYs45vQIt+YMiF1UMh+Uzx7p/xNxxcrm53GFf69QlRTiSwCCGEOdPp1EXlfNpC5g1YMQBuXS/6/fcuhNxM8G4FfmFlVqYQZU0CixBCmDtbR3UQrmtt+PsMrB6mLgL3IDmZsPsrdTt0vCwUJyo0CSxCCFERuHjCoJVgWwXOb4NfJqtrq9xPzHeQkQSuPtC8T7mUKURZkcAihBAVhVdL6Ps1oFMP9exeUHhbRcmfyhzyEljblkuJQpQVCSxCCFGRNOkB3d5RtzdNhjO/F9zubCQkHQc7Z2gzrNzKE6KsSGARQoiKJmwCBA4GxQDfjYCkk/e2yetdaT0EHKuWa3lClAUJLEIIUdHodPDUx1AnFLJSYXl/dfpynsSjcHYL6Kyg/cva1SlEKZLAIoQQFZGNPQxYBlX94PoFWD0EcrPV26JvLxTXtBe4+2tVoRClSgKLEEJUVFVqwKBVYOcCsVGw4TVIS4CY1ertoeO1rU+IUiSBRQghKjKPpvDcYvXwz4Fl8O2zoM+G2sHg207r6oQoNRJYhBCiomvYHcJnqNtXj6o/ZRl+UclIYBFCiMog5GUIGq5uV/WDJk9pWo4Qpc1G6wKEEEKUAp0OeswG70DwDQEra60rEqJUSWARQojKwtoW2o7QugohyoQcEhJCCCGE2ZPAIoQQQgizJ4FFCCGEEGZPAosQQgghzJ4EFiGEEEKYPQksQgghhDB7EliEEEIIYfYksAghhBDC7ElgEUIIIYTZk8AihBBCCLMngUUIIYQQZk8CixBCCCHMngQWIYQQQpi9SnO2ZkVRAEhNTdW4EiGEEEIUVd73dt73eGEqTWBJS0sDwNfXV+NKhBBCCFFcaWlpuLm5FXq7TnlQpKkgDAYDV65cwcXFBZ1OV2r7TU1NxdfXl0uXLuHq6lpq+62M5LUqOnmtikder6KT16ro5LUqurJ8rRRFIS0tjVq1amFlVfhIlUrTw2JlZUXt2rXLbP+urq7yhi4iea2KTl6r4pHXq+jktSo6ea2Krqxeq/v1rOSRQbdCCCGEMHsSWIQQQghh9iSwPIC9vT3Tp0/H3t5e61LMnrxWRSevVfHI61V08loVnbxWRWcOr1WlGXQrhBBCiMpLeliEEEIIYfYksAghhBDC7ElgEUIIIYTZk8AihBBCCLMngQWYN28e/v7+ODg4EBISwu7du+/b/rvvvqNJkyY4ODjQsmVLNm7cWE6Vaq84r9WSJUvQ6XQmFwcHh3KsVjt//vknvXr1olatWuh0OtauXfvA+2zdupU2bdpgb29PgwYNWLJkSZnXaQ6K+1pt3br1nveVTqcjISGhfArW0MyZM2nXrh0uLi54eHjQp08fTp48+cD7WeJnVkleK0v9zPriiy8ICAgwLgoXGhrKL7/8ct/7aPGesvjAsmrVKiZNmsT06dPZv38/rVq1Ijw8nKtXrxbYfseOHQwcOJBRo0Zx4MAB+vTpQ58+fThy5Eg5V17+ivtagboqYnx8vPESGxtbjhVrJyMjg1atWjFv3rwitT9//jw9e/akS5cuHDx4kIkTJzJ69Gg2b95cxpVqr7ivVZ6TJ0+avLc8PDzKqELzsW3bNiIiIti5cye//fYbOTk5PP7442RkZBR6H0v9zCrJawWW+ZlVu3ZtPvjgA/bt28fevXt57LHH6N27N0ePHi2wvWbvKcXCBQcHKxEREcbf9Xq9UqtWLWXmzJkFtu/fv7/Ss2dPk+tCQkKUl156qUzrNAfFfa0WL16suLm5lVN15gtQ1qxZc982b775ptK8eXOT6wYMGKCEh4eXYWXmpyiv1R9//KEAyvXr18ulJnN29epVBVC2bdtWaBtL/sy6U1FeK/nMyufu7q58/fXXBd6m1XvKontYsrOz2bdvH926dTNeZ2VlRbdu3YiOji7wPtHR0SbtAcLDwwttX1mU5LUCSE9Px8/PD19f3/smdktnqe+rhxEYGIi3tzfdu3cnKipK63I0kZKSAkC1atUKbSPvLVVRXiuQzyy9Xs/KlSvJyMggNDS0wDZavacsOrAkJyej1+vx9PQ0ud7T07PQ4+EJCQnFal9ZlOS1aty4MYsWLWLdunUsW7YMg8FAhw4duHz5cnmUXKEU9r5KTU3l1q1bGlVlnry9vZk/fz4//PADP/zwA76+vnTu3Jn9+/drXVq5MhgMTJw4kbCwMFq0aFFoO0v9zLpTUV8rS/7MiomJwdnZGXt7e15++WXWrFlDs2bNCmyr1Xuq0pytWZif0NBQk4TeoUMHmjZtypdffsm///1vDSsTFVnjxo1p3Lix8fcOHTpw9uxZPv74Y7799lsNKytfERERHDlyhO3bt2tditkr6mtlyZ9ZjRs35uDBg6SkpPD9998zbNgwtm3bVmho0YJF97DUqFEDa2trEhMTTa5PTEzEy8urwPt4eXkVq31lUZLX6m62tra0bt2aM2fOlEWJFVph7ytXV1ccHR01qqriCA4Otqj31bhx4/j555/5448/qF279n3bWupnVp7ivFZ3s6TPLDs7Oxo0aEBQUBAzZ86kVatWfPLJJwW21eo9ZdGBxc7OjqCgICIjI43XGQwGIiMjCz12FxoaatIe4Lfffiu0fWVRktfqbnq9npiYGLy9vcuqzArLUt9XpeXgwYMW8b5SFIVx48axZs0atmzZQt26dR94H0t9b5XktbqbJX9mGQwGsrKyCrxNs/dUmQ7prQBWrlyp2NvbK0uWLFGOHTumvPjii0rVqlWVhIQERVEUZciQIcqUKVOM7aOiohQbGxtl9uzZyvHjx5Xp06crtra2SkxMjFZPodwU97V69913lc2bNytnz55V9u3bpzz//POKg4ODcvToUa2eQrlJS0tTDhw4oBw4cEABlI8++kg5cOCAEhsbqyiKokyZMkUZMmSIsf25c+cUJycn5Y033lCOHz+uzJs3T7G2tlY2bdqk1VMoN8V9rT7++GNl7dq1yunTp5WYmBhlwoQJipWVlfL7779r9RTKzSuvvKK4ubkpW7duVeLj442XmzdvGtvIZ5aqJK+VpX5mTZkyRdm2bZty/vx55fDhw8qUKVMUnU6n/Prrr4qimM97yuIDi6IoymeffabUqVNHsbOzU4KDg5WdO3cab+vUqZMybNgwk/arV69WGjVqpNjZ2SnNmzdXNmzYUM4Va6c4r9XEiRONbT09PZUePXoo+/fv16Dq8pc39fbuS97rM2zYMKVTp0733CcwMFCxs7NT6tWrpyxevLjc69ZCcV+rDz/8UKlfv77i4OCgVKtWTencubOyZcsWbYovZwW9ToDJe0U+s1Qlea0s9TNr5MiRip+fn2JnZ6fUrFlT6dq1qzGsKIr5vKd0iqIoZduHI4QQQgjxcCx6DIsQQgghKgYJLEIIIYQwexJYhBBCCGH2JLAIIYQQwuxJYBFCCCGE2ZPAIoQQQgizJ4FFCCGEEGZPAosQQgghzJ4EFiGEEEKYPQksQgghhDB7EliEEEIIYfYksAghhBDC7P0/YI9BbMrnll8AAAAASUVORK5CYII="},"metadata":{}}]},{"cell_type":"code","source":"mlp_model.evaluate(val_data)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:46:42.908450Z","iopub.execute_input":"2024-08-23T08:46:42.909251Z","iopub.status.idle":"2024-08-23T08:47:00.450815Z","shell.execute_reply.started":"2024-08-23T08:46:42.909191Z","shell.execute_reply":"2024-08-23T08:47:00.449741Z"},"id":"461oH2wAEodO","outputId":"427bf629-51da-416d-efb8-4fd4bd9d6d19","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"\u001b[1m111/111\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 155ms/step - accuracy: 0.6584 - loss: 0.6332\n","output_type":"stream"},{"execution_count":87,"output_type":"execute_result","data":{"text/plain":"[0.631151020526886, 0.6568058133125305]"},"metadata":{}}]},{"cell_type":"markdown","source":"# CNN Model","metadata":{"id":"0Hv2T7iXEodP"}},{"cell_type":"code","source":"# Build CNN Model\ncnn_model = Sequential()\n\n# Conv layer with input\ncnn_model.add(Conv2D(filters = 16, kernel_size = 3, padding ='same',\n activation ='relu', input_shape = [240, 240,3]))\n\n# add pooling layer\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# adding Conv layer\ncnn_model.add(Conv2D(filters = 32, kernel_size = 3,\n padding = 'same', activation = 'relu'))\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# adding Conv layer\ncnn_model.add(Conv2D(filters = 64, kernel_size = 3,\n padding = 'same', activation = 'relu'))\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# Flatten layer to convert from 3D to 1D\ncnn_model.add(Flatten())\n\n# Adding FullyConnectedLayer\ncnn_model.add(Dense(128, activation = 'relu'))\ncnn_model.add(Dense(128, activation = 'relu'))\n\n# Adding Outputlayer\ncnn_model.add(Dense(2, activation = 'softmax'))\n","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:47:23.973630Z","iopub.execute_input":"2024-08-23T08:47:23.974065Z","iopub.status.idle":"2024-08-23T08:47:24.089368Z","shell.execute_reply.started":"2024-08-23T08:47:23.974025Z","shell.execute_reply":"2024-08-23T08:47:24.088198Z"},"id":"vtEB9LAwEodP","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cnn_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:47:30.668593Z","iopub.execute_input":"2024-08-23T08:47:30.669027Z","iopub.status.idle":"2024-08-23T08:47:30.697727Z","shell.execute_reply.started":"2024-08-23T08:47:30.668990Z","shell.execute_reply":"2024-08-23T08:47:30.696478Z"},"id":"qavtjVqrEodP","outputId":"a21cf526-336d-45c0-be41-64ba4eef1c30","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential_8\"\u001b[0m\n","text/html":"
Model: \"sequential_8\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m240\u001b[0m, \u001b[38;5;34m240\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_15 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_16 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_17 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_8 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_14 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m524,416\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_15 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,512\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_16 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m) │ \u001b[38;5;34m258\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_18 (Conv2D)              │ (None, 240, 240, 16)   │           448 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_15 (MaxPooling2D) │ (None, 80, 80, 16)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_19 (Conv2D)              │ (None, 80, 80, 32)     │         4,640 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_16 (MaxPooling2D) │ (None, 26, 26, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_20 (Conv2D)              │ (None, 26, 26, 64)     │        18,496 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_17 (MaxPooling2D) │ (None, 8, 8, 64)       │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_8 (Flatten)             │ (None, 4096)           │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_14 (Dense)                │ (None, 128)            │       524,416 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_15 (Dense)                │ (None, 128)            │        16,512 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_16 (Dense)                │ (None, 2)              │           258 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m564,770\u001b[0m (2.15 MB)\n","text/html":"
 Total params: 564,770 (2.15 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m564,770\u001b[0m (2.15 MB)\n","text/html":"
 Trainable params: 564,770 (2.15 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"
 Non-trainable params: 0 (0.00 B)\n
\n"},"metadata":{}}]},{"cell_type":"code","source":"cnn_model.compile(optimizer ='adam',\n loss = 'categorical_crossentropy',\n metrics = ['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:47:38.083303Z","iopub.execute_input":"2024-08-23T08:47:38.083711Z","iopub.status.idle":"2024-08-23T08:47:38.093378Z","shell.execute_reply.started":"2024-08-23T08:47:38.083673Z","shell.execute_reply":"2024-08-23T08:47:38.092378Z"},"id":"z06tG-9oEodP","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_history = cnn_model.fit(train_data,\n epochs = 4,\n validation_data = val_data)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T08:47:44.359182Z","iopub.execute_input":"2024-08-23T08:47:44.359623Z","iopub.status.idle":"2024-08-23T09:16:16.536748Z","shell.execute_reply.started":"2024-08-23T08:47:44.359585Z","shell.execute_reply":"2024-08-23T09:16:16.535784Z"},"id":"gMVYgQC9EodP","outputId":"e1eccca4-f165-4f74-81da-c13faa175993","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Epoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m427s\u001b[0m 962ms/step - accuracy: 0.7581 - loss: 0.4608 - val_accuracy: 0.9441 - val_loss: 0.1679\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m423s\u001b[0m 957ms/step - accuracy: 0.9561 - loss: 0.1393 - val_accuracy: 0.9434 - val_loss: 0.1527\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m441s\u001b[0m 955ms/step - accuracy: 0.9593 - loss: 0.1237 - val_accuracy: 0.9468 - val_loss: 0.1548\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m420s\u001b[0m 951ms/step - accuracy: 0.9639 - loss: 0.1111 - val_accuracy: 0.9466 - val_loss: 0.1575\n","output_type":"stream"}]},{"cell_type":"code","source":"#Plotting\nplt.plot(model_history.history['accuracy'], label = 'Train Data Accuracy')\nplt.plot(model_history.history['val_accuracy'], label = 'Validation Accuracy')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T09:27:57.342648Z","iopub.execute_input":"2024-08-23T09:27:57.343074Z","iopub.status.idle":"2024-08-23T09:27:57.592675Z","shell.execute_reply.started":"2024-08-23T09:27:57.343030Z","shell.execute_reply":"2024-08-23T09:27:57.591620Z"},"id":"Ur4YYLrXEodP","outputId":"8c3c819b-bd39-4c95-bf0c-6aefadfb7ee3","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Evaluating DataSet\ncnn_model.evaluate(val_data)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T09:28:03.348441Z","iopub.execute_input":"2024-08-23T09:28:03.348880Z","iopub.status.idle":"2024-08-23T09:28:40.337692Z","shell.execute_reply.started":"2024-08-23T09:28:03.348838Z","shell.execute_reply":"2024-08-23T09:28:40.336677Z"},"id":"Ix8v7CNTEodP","outputId":"c3ec27de-b174-4821-8747-35f864d9a0a5","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"\u001b[1m111/111\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 329ms/step - accuracy: 0.9429 - loss: 0.1624\n","output_type":"stream"},{"execution_count":95,"output_type":"execute_result","data":{"text/plain":"[0.15751415491104126, 0.9466424584388733]"},"metadata":{}}]},{"cell_type":"markdown","source":"# Regularization","metadata":{"id":"MuEBpgRoEodP"}},{"cell_type":"code","source":"from tensorflow.keras.regularizers import l1\n\n# Enhancing CNN Model\n\ncnn_model = Sequential()\n\n# Conv layer with input\ncnn_model.add(Conv2D(filters = 16, kernel_size = 3, padding ='same', kernel_regularizer = l1,\n activation ='relu', input_shape = [240, 240,3]))\n\n# add pooling layer\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# adding Conv layer\ncnn_model.add(Conv2D(filters = 32, kernel_size = 3,\n padding = 'same', activation = 'relu'))\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# adding Conv layer\ncnn_model.add(Conv2D(filters = 64, kernel_size = 3,\n padding = 'same', activation = 'relu'))\ncnn_model.add(MaxPooling2D(pool_size = (3,3)))\n\n# Flatten layer to convert from 3D to 1D\ncnn_model.add(Flatten())\n\n# Adding FullyConnectedLayer\ncnn_model.add(Dense(128, activation = 'relu'))\ncnn_model.add(Dense(128, activation = 'relu'))\n\n# Adding Outputlayer\ncnn_model.add(Dense(2, activation = 'softmax'))\n","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:09:41.604131Z","iopub.execute_input":"2024-08-23T10:09:41.605032Z","iopub.status.idle":"2024-08-23T10:09:41.769600Z","shell.execute_reply.started":"2024-08-23T10:09:41.604987Z","shell.execute_reply":"2024-08-23T10:09:41.768270Z"},"id":"BzKNoG63EodP","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cnn_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:10:01.614034Z","iopub.execute_input":"2024-08-23T10:10:01.614513Z","iopub.status.idle":"2024-08-23T10:10:01.651081Z","shell.execute_reply.started":"2024-08-23T10:10:01.614472Z","shell.execute_reply":"2024-08-23T10:10:01.650006Z"},"id":"pvBc-HrEEodP","outputId":"d6eb574b-6592-4d19-f69a-88bb39cf969f","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential_9\"\u001b[0m\n","text/html":"
Model: \"sequential_9\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m240\u001b[0m, \u001b[38;5;34m240\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_18 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m80\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_19 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_20 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_9 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_17 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m524,416\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_18 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,512\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_19 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m) │ \u001b[38;5;34m258\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_21 (Conv2D)              │ (None, 240, 240, 16)   │           448 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_18 (MaxPooling2D) │ (None, 80, 80, 16)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_22 (Conv2D)              │ (None, 80, 80, 32)     │         4,640 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_19 (MaxPooling2D) │ (None, 26, 26, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_23 (Conv2D)              │ (None, 26, 26, 64)     │        18,496 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_20 (MaxPooling2D) │ (None, 8, 8, 64)       │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_9 (Flatten)             │ (None, 4096)           │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_17 (Dense)                │ (None, 128)            │       524,416 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_18 (Dense)                │ (None, 128)            │        16,512 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_19 (Dense)                │ (None, 2)              │           258 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m564,770\u001b[0m (2.15 MB)\n","text/html":"
 Total params: 564,770 (2.15 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m564,770\u001b[0m (2.15 MB)\n","text/html":"
 Trainable params: 564,770 (2.15 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"
 Non-trainable params: 0 (0.00 B)\n
\n"},"metadata":{}}]},{"cell_type":"code","source":"cnn_model.compile(optimizer ='adam',\n loss = 'categorical_crossentropy',\n metrics = ['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:10:16.755285Z","iopub.execute_input":"2024-08-23T10:10:16.755721Z","iopub.status.idle":"2024-08-23T10:10:16.768765Z","shell.execute_reply.started":"2024-08-23T10:10:16.755682Z","shell.execute_reply":"2024-08-23T10:10:16.767523Z"},"id":"SrZuDz3WEodP","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_history = cnn_model.fit(train_data,\n epochs = 4,\n validation_data = val_data)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:10:33.614242Z","iopub.execute_input":"2024-08-23T10:10:33.614665Z","iopub.status.idle":"2024-08-23T10:39:09.062166Z","shell.execute_reply.started":"2024-08-23T10:10:33.614627Z","shell.execute_reply":"2024-08-23T10:39:09.061118Z"},"id":"DwKY2fI8EodP","outputId":"8ff2e263-73ae-4059-fb79-6f584a6466dc","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Epoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m431s\u001b[0m 969ms/step - accuracy: 0.7275 - loss: 0.7291 - val_accuracy: 0.9421 - val_loss: 0.2685\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m438s\u001b[0m 962ms/step - accuracy: 0.9546 - loss: 0.2358 - val_accuracy: 0.9452 - val_loss: 0.2148\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m424s\u001b[0m 958ms/step - accuracy: 0.9627 - loss: 0.1739 - val_accuracy: 0.9408 - val_loss: 0.2149\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m422s\u001b[0m 954ms/step - accuracy: 0.9633 - loss: 0.1514 - val_accuracy: 0.9472 - val_loss: 0.1805\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluating DataSet\ncnn_model.evaluate(val_data)","metadata":{"id":"kh7rmSAmEodP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Plotting\nplt.plot(model_history.history['accuracy'], label = 'Train Data Accuracy')\nplt.plot(model_history.history['val_accuracy'], label = 'Validation Accuracy')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:49:08.050841Z","iopub.execute_input":"2024-08-23T10:49:08.051610Z","iopub.status.idle":"2024-08-23T10:49:08.291258Z","shell.execute_reply.started":"2024-08-23T10:49:08.051563Z","shell.execute_reply":"2024-08-23T10:49:08.290244Z"},"id":"Zz62RE3aEodP","outputId":"4a59bc6a-b28b-42e1-c40e-3df450b6449d","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"markdown","source":"# Search Best Parameters","metadata":{"id":"RCY8gMpKEodP"}},{"cell_type":"code","source":"params_grid = {\n 'num_filters' : [32, 64, 128],\n 'filter_size' : [2, 3],\n 'drop_out' : [0.2, 0.5],\n}","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:49:31.459222Z","iopub.execute_input":"2024-08-23T10:49:31.460393Z","iopub.status.idle":"2024-08-23T10:49:31.465475Z","shell.execute_reply.started":"2024-08-23T10:49:31.460342Z","shell.execute_reply":"2024-08-23T10:49:31.464296Z"},"id":"rKiWc-cwEodQ","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import itertools\nkeys, values = zip(*params_grid.items())\ncombination = [dict(zip(keys, val)) for val in itertools.product(*values)]","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:49:57.847719Z","iopub.execute_input":"2024-08-23T10:49:57.848196Z","iopub.status.idle":"2024-08-23T10:49:57.853985Z","shell.execute_reply.started":"2024-08-23T10:49:57.848157Z","shell.execute_reply":"2024-08-23T10:49:57.852806Z"},"id":"qigoUIycEodQ","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# List Combinations values\ncombination","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:50:03.466296Z","iopub.execute_input":"2024-08-23T10:50:03.466729Z","iopub.status.idle":"2024-08-23T10:50:03.476034Z","shell.execute_reply.started":"2024-08-23T10:50:03.466688Z","shell.execute_reply":"2024-08-23T10:50:03.474693Z"},"id":"T6C6zyNBEodQ","outputId":"df235258-3cf5-4893-e777-da6c4924773c","trusted":true},"execution_count":null,"outputs":[{"execution_count":110,"output_type":"execute_result","data":{"text/plain":"[{'num_filters': 32, 'filter_size': 2, 'drop_out': 0.2},\n {'num_filters': 32, 'filter_size': 2, 'drop_out': 0.5},\n {'num_filters': 32, 'filter_size': 3, 'drop_out': 0.2},\n {'num_filters': 32, 'filter_size': 3, 'drop_out': 0.5},\n {'num_filters': 64, 'filter_size': 2, 'drop_out': 0.2},\n {'num_filters': 64, 'filter_size': 2, 'drop_out': 0.5},\n {'num_filters': 64, 'filter_size': 3, 'drop_out': 0.2},\n {'num_filters': 64, 'filter_size': 3, 'drop_out': 0.5},\n {'num_filters': 128, 'filter_size': 2, 'drop_out': 0.2},\n {'num_filters': 128, 'filter_size': 2, 'drop_out': 0.5},\n {'num_filters': 128, 'filter_size': 3, 'drop_out': 0.2},\n {'num_filters': 128, 'filter_size': 3, 'drop_out': 0.5}]"},"metadata":{}}]},{"cell_type":"code","source":"for params in combination:\n\n model = Sequential()\n model.add(Conv2D(32,(params['filter_size'],params['filter_size']),\n activation = 'relu', input_shape = (240, 240, 3)))\n\n model.add(MaxPooling2D(pool_size = (3,3)))\n model.add(Conv2D(64, (params['filter_size'],params['filter_size']), activation = 'relu'))\n\n model.add(MaxPooling2D(pool_size = (3,3)))\n model.add(Dropout(params['drop_out']))\n model.add(Flatten())\n model.add(Dense(128, activation = 'relu'))\n model.add(Dropout(params['drop_out']))\n model.add(Dense(128, activation = 'relu'))\n model.add(Dense(2, activation = 'softmax'))\n # Compile\n model.compile(optimizer = 'adam',\n loss = 'categorical_crossentropy',\n metrics = ['accuracy'])\n\n # fit\n model.fit(train_data, epochs = 4, validation_data = val_data)\n\n #\n print(\"Params\" , params)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-08-23T10:59:52.602121Z","iopub.execute_input":"2024-08-23T10:59:52.602568Z"},"id":"r8-8s913EodQ","outputId":"e77cf80b-02c8-4abc-eaad-b4b1fbcf20f2","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"Epoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m557s\u001b[0m 1s/step - accuracy: 0.6776 - loss: 0.6079 - val_accuracy: 0.9196 - val_loss: 0.2484\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m560s\u001b[0m 1s/step - accuracy: 0.9383 - loss: 0.1932 - val_accuracy: 0.9381 - val_loss: 0.1759\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m558s\u001b[0m 1s/step - accuracy: 0.9532 - loss: 0.1480 - val_accuracy: 0.9334 - val_loss: 0.2140\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m548s\u001b[0m 1s/step - accuracy: 0.9618 - loss: 0.1161 - val_accuracy: 0.9350 - val_loss: 0.2176\nParams {'num_filters': 32, 'filter_size': 2, 'drop_out': 0.2}\nEpoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m560s\u001b[0m 1s/step - accuracy: 0.6767 - loss: 0.5906 - val_accuracy: 0.9309 - val_loss: 0.2830\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m557s\u001b[0m 1s/step - accuracy: 0.9268 - loss: 0.2587 - val_accuracy: 0.9370 - val_loss: 0.1957\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m562s\u001b[0m 1s/step - accuracy: 0.9482 - loss: 0.1829 - val_accuracy: 0.9397 - val_loss: 0.1915\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m554s\u001b[0m 1s/step - accuracy: 0.9538 - loss: 0.1600 - val_accuracy: 0.9403 - val_loss: 0.1894\nParams {'num_filters': 32, 'filter_size': 2, 'drop_out': 0.5}\nEpoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m672s\u001b[0m 2s/step - accuracy: 0.6328 - loss: 0.6619 - val_accuracy: 0.9327 - val_loss: 0.2185\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m667s\u001b[0m 2s/step - accuracy: 0.9386 - loss: 0.2043 - val_accuracy: 0.9336 - val_loss: 0.2080\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m659s\u001b[0m 1s/step - accuracy: 0.9535 - loss: 0.1531 - val_accuracy: 0.9347 - val_loss: 0.2250\nEpoch 4/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m662s\u001b[0m 1s/step - accuracy: 0.9621 - loss: 0.1216 - val_accuracy: 0.9358 - val_loss: 0.2034\nParams {'num_filters': 32, 'filter_size': 3, 'drop_out': 0.2}\nEpoch 1/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m674s\u001b[0m 2s/step - accuracy: 0.6484 - loss: 0.6312 - val_accuracy: 0.9299 - val_loss: 0.2807\nEpoch 2/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m665s\u001b[0m 2s/step - accuracy: 0.9322 - loss: 0.2284 - val_accuracy: 0.9439 - val_loss: 0.1844\nEpoch 3/4\n\u001b[1m441/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m660s\u001b[0m 1s/step - accuracy: 0.9464 - loss: 0.1880 - val_accuracy: 0.9430 - val_loss: 0.1848\nEpoch 4/4\n\u001b[1m384/441\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━\u001b[0m \u001b[1m1:18\u001b[0m 1s/step - accuracy: 0.9548 - loss: 0.1614","output_type":"stream"}]},{"cell_type":"code","source":"# Taking too long to run all different permutations,\n# The idea is to select the best parameters and train the model on to enhance the performance\nprint(f'Best Accuracy : {}')\nprint(f'Best Parameters : {}')","metadata":{"id":"nMppBMhdEodQ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"1 - Params {'num_filters': 32, 'filter_size': 2, 'drop_out': 0.2} ---> accuracy: 0.9618 - loss: 0.1161\n\n2-","metadata":{"id":"CF-09kIQEodQ"}},{"cell_type":"markdown","source":"# Transfer Learning","metadata":{"id":"lRbfDLBhEodQ"}},{"cell_type":"code","source":"from keras.applications.vgg19 import VGG19\n\nvgg19 = VGG19()\nvgg19.summary()","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:17:37.752460Z","iopub.execute_input":"2024-08-23T17:17:37.752982Z","iopub.status.idle":"2024-08-23T17:17:41.976536Z","shell.execute_reply.started":"2024-08-23T17:17:37.752934Z","shell.execute_reply":"2024-08-23T17:17:41.975342Z"},"id":"H30kdOShEodT","outputId":"8e4988dc-6639-4f6e-a8c3-826d295dfee9","trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"vgg19\"\u001b[0m\n","text/html":"
Model: \"vgg19\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer_4 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,792\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m36,928\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m147,584\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m295,168\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m1,180,160\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ fc1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m102,764,544\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ fc2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m16,781,312\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ predictions (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1000\u001b[0m) │ \u001b[38;5;34m4,097,000\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer_4 (InputLayer)      │ (None, 224, 224, 3)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (Conv2D)           │ (None, 224, 224, 64)   │         1,792 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (Conv2D)           │ (None, 224, 224, 64)   │        36,928 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (MaxPooling2D)      │ (None, 112, 112, 64)   │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (Conv2D)           │ (None, 112, 112, 128)  │        73,856 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (Conv2D)           │ (None, 112, 112, 128)  │       147,584 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (MaxPooling2D)      │ (None, 56, 56, 128)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (Conv2D)           │ (None, 56, 56, 256)    │       295,168 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv4 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (MaxPooling2D)      │ (None, 28, 28, 256)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (Conv2D)           │ (None, 28, 28, 512)    │     1,180,160 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv4 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (MaxPooling2D)      │ (None, 14, 14, 512)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv4 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (MaxPooling2D)      │ (None, 7, 7, 512)      │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (Flatten)               │ (None, 25088)          │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ fc1 (Dense)                     │ (None, 4096)           │   102,764,544 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ fc2 (Dense)                     │ (None, 4096)           │    16,781,312 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ predictions (Dense)             │ (None, 1000)           │     4,097,000 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m143,667,240\u001b[0m (548.05 MB)\n","text/html":"
 Total params: 143,667,240 (548.05 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m143,667,240\u001b[0m (548.05 MB)\n","text/html":"
 Trainable params: 143,667,240 (548.05 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"
 Non-trainable params: 0 (0.00 B)\n
\n"},"metadata":{}}]},{"cell_type":"code","source":"base = VGG19(include_top = False, input_shape =())","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:17:45.894093Z","iopub.execute_input":"2024-08-23T17:17:45.895475Z","iopub.status.idle":"2024-08-23T17:17:46.387183Z","shell.execute_reply.started":"2024-08-23T17:17:45.895415Z","shell.execute_reply":"2024-08-23T17:17:46.385898Z"},"id":"IWP4rVutEodT","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"base = VGG19(include_top = False, input_shape = (240, 240, 3))\nvgg19_model.add(Dense(2, activation = 'softmax'))","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:17:48.566224Z","iopub.execute_input":"2024-08-23T17:17:48.566988Z","iopub.status.idle":"2024-08-23T17:17:49.111658Z","shell.execute_reply.started":"2024-08-23T17:17:48.566928Z","shell.execute_reply":"2024-08-23T17:17:49.110341Z"},"id":"cUK__ayOEodT","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"vgg19_model.compile(optimizer = 'adam',\n loss = 'categorical_crossentropy',\n metrics = ['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:17:53.901338Z","iopub.execute_input":"2024-08-23T17:17:53.901869Z","iopub.status.idle":"2024-08-23T17:17:53.913921Z","shell.execute_reply.started":"2024-08-23T17:17:53.901819Z","shell.execute_reply":"2024-08-23T17:17:53.912470Z"},"id":"qU-TClxqEodT","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Running on 1 epoch because it is taking too long\nvgg19_model.fit(train_data, epochs = 1)","metadata":{"execution":{"iopub.status.busy":"2024-08-23T17:25:25.335930Z","iopub.execute_input":"2024-08-23T17:25:25.336449Z"},"id":"yELcGVSgEodT","outputId":"eaf15476-fca5-4a60-fdee-28577717f92f","trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"\u001b[1m139/441\u001b[0m \u001b[32m━━━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━\u001b[0m \u001b[1m5:46:39\u001b[0m 69s/step - accuracy: 0.5031 - loss: 0.6939","output_type":"stream"}]},{"cell_type":"code","source":"vgg19_model.evaluate(test_data)","metadata":{"id":"hCEjfBYAEodT"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Conclusion","metadata":{"id":"3PXBBBB9EodT"}},{"cell_type":"markdown","source":"1- MLP performed ---> Accuracy in train and test almost 65%\nIt is good that performing almost the same in the train and test data but 65% is very low to depend on.\n\n2- CNN ---> Accuracy in training = 96%, on testing 94%. Performing well on both.\n\n3- Regularization with CNN ---> performing the same as CNN without Regularization.\n\n4- Best Hyperparameters values with CNN ---> performed well but took too long to try every permutation\n\n5- Transfer Learning ---> VGG19 ---> applying on 1 epoch as it is taking too long to run","metadata":{"id":"VQjAXxuNEodT"}}]} \ No newline at end of file diff --git a/Deep_Learning/Malaria-Classification/readme.md b/Deep_Learning/Malaria-Classification/readme.md new file mode 100644 index 0000000000..1ab4fc1e94 --- /dev/null +++ b/Deep_Learning/Malaria-Classification/readme.md @@ -0,0 +1,48 @@ +# Malaria Cell Classification + +This project involves classifying malaria-infected and uninfected cells using different machine learning and deep learning approaches. The primary goal is to automate the identification of parasitized and uninfected cells using microscopic images. + +## Overview + +Malaria is a critical disease caused by parasites, and detecting it in cells is a time-consuming process for healthcare workers. This project aims to automate the process by using machine learning and deep learning models to classify cells as parasitized or uninfected from microscope images. + +## Dataset + +- [Dataset](https://www.kaggle.com/datasets/iarunava/cell-images-for-detecting-malaria) +## Models + +### MLP +- **Performance**: + - Accuracy on training data: ~65% + - Accuracy on test data: ~65% + + While the model performs consistently on both train and test sets, the accuracy is too low to depend on for classification. + +### CNN +- **Performance**: + - Accuracy on training data: 96% + - Accuracy on test data: 94% + + The CNN model performs well with high accuracy on both training and test datasets. + +### CNN with Regularization +- **Performance**: + - Accuracy on training data: 96% + - Accuracy on test data: 94% + + Adding regularization to the CNN model had no significant effect on the performance, resulting in similar accuracy to the base CNN model. + +### Hyperparameter Tuning +- **Performance**: + - Improved model performance, but hyperparameter tuning was time-consuming due to the large number of permutations tried. It was challenging to achieve faster training times with exhaustive tuning. + +### Transfer Learning (VGG19) +- **Performance**: + - Using transfer learning with the VGG19 architecture was applied for 1 epoch due to high computational cost. + - The model shows promise, but training for more epochs is needed for better performance. + +## Signature + +Vivek Prakash + +[Linkedin](https://www.linkedin.com/in/vivek-prakash-b46830283/) diff --git a/Deep_Learning/Malaria-Classification/requirements.txt b/Deep_Learning/Malaria-Classification/requirements.txt new file mode 100644 index 0000000000..e099348c6d --- /dev/null +++ b/Deep_Learning/Malaria-Classification/requirements.txt @@ -0,0 +1,5 @@ +numpy==1.25.3 +pandas==2.0.3 +matplotlib==3.8.1 +tensorflow==2.15.0 +scikit-learn==1.3.2 From 9436f3ed2eabbea0ee0ee0e43a61b469d55ab48c Mon Sep 17 00:00:00 2001 From: Vivek Prakash Date: Tue, 5 Nov 2024 12:09:50 +0530 Subject: [PATCH 2/3] Update readme.md --- .../Malaria-Classification/dataset/readme.md | 29 ++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/Deep_Learning/Malaria-Classification/dataset/readme.md b/Deep_Learning/Malaria-Classification/dataset/readme.md index eb4e0c516c..2368be18eb 100644 --- a/Deep_Learning/Malaria-Classification/dataset/readme.md +++ b/Deep_Learning/Malaria-Classification/dataset/readme.md @@ -1 +1,28 @@ -Link for the dataset : https://www.kaggle.com/datasets/iarunava/cell-images-for-detecting-malaria \ No newline at end of file +# Malaria Cell Images Dataset + +This dataset contains cell images for detecting malaria in human blood samples. It can be used for building and testing machine learning and deep learning models that classify cell images as either infected or uninfected with malaria parasites. + +**Dataset Link:** [Kaggle - Malaria Cell Images Dataset](https://www.kaggle.com/datasets/iarunava/cell-images-for-detecting-malaria) + +## Dataset Structure + +The dataset is organized into two folders, each containing labeled images for malaria-infected and uninfected cells: + +- **Infected:** Contains 13,800 images of cells infected with malaria. +- **Uninfected:** Contains 13,758 images of cells that are uninfected. + +**Total Images:** 27,558 + +## Folder Structure +``` +malaria_cell_images/ +├── Infected/ +│ ├── C1_thinF_IMG_20150604_104722a_cell_180.png +│ ├── C1_thinF_IMG_20150604_104722a_cell_181.png +│ └── ... +└── Uninfected/ + ├── C2_thinF_IMG_20150604_104722b_cell_99.png + ├── C2_thinF_IMG_20150604_104722b_cell_100.png + └── ... +``` + From ce69fee82130eb37fa6fb4e17b9f35fd4ad43a47 Mon Sep 17 00:00:00 2001 From: IkkiOcean Date: Tue, 5 Nov 2024 06:40:56 +0000 Subject: [PATCH 3/3] updating Project-Structure.md --- Project-Structure.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Project-Structure.md b/Project-Structure.md index 432dcd473d..6a0a0c0b07 100644 --- a/Project-Structure.md +++ b/Project-Structure.md @@ -512,6 +512,8 @@ * Model * [Ann Handwritten Digit Classification](Deep_Learning/MNIST%20Digit%20Classification%20using%20Neural%20Networks/model/ANN_Handwritten_Digit_Classification.ipynb) * [Cnn Handwritten Digit Recogniser](Deep_Learning/MNIST%20Digit%20Classification%20using%20Neural%20Networks/model/CNN_handwritten_digit_recogniser.ipynb) + * Malaria-Classification + * [Malaria-Classification](Deep_Learning/Malaria-Classification/model/malaria-classification.ipynb) * Medical Diagnoser * [Medical](Deep_Learning/Medical_diagnoser/medical.ipynb) * Nn From Scratch