{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":2546969,"sourceType":"datasetVersion","datasetId":1544742}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Import required libraries\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport os\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import classification_report, confusion_matrix\nimport tensorflow as tf\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.utils import to_categorical","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-10-13T09:20:44.185238Z","iopub.execute_input":"2024-10-13T09:20:44.185794Z","iopub.status.idle":"2024-10-13T09:21:01.913512Z","shell.execute_reply.started":"2024-10-13T09:20:44.185746Z","shell.execute_reply":"2024-10-13T09:21:01.912473Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"base_dir = '/kaggle/input/satellite-image-classification/data'","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:21:23.631057Z","iopub.execute_input":"2024-10-13T09:21:23.631863Z","iopub.status.idle":"2024-10-13T09:21:23.638024Z","shell.execute_reply.started":"2024-10-13T09:21:23.631817Z","shell.execute_reply":"2024-10-13T09:21:23.636478Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"categories = ['cloudy', 'desert', 'green_area','water']\nimage_data = []\nlabels = []\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:23:06.337539Z","iopub.execute_input":"2024-10-13T09:23:06.338904Z","iopub.status.idle":"2024-10-13T09:23:06.344390Z","shell.execute_reply.started":"2024-10-13T09:23:06.338852Z","shell.execute_reply":"2024-10-13T09:23:06.342913Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"for category in categories:\n folder_path = os.path.join(base_dir, category)\n class_index = categories.index(category)\n for img_name in os.listdir(folder_path):\n img_path = os.path.join(folder_path, img_name)\n try:\n # Read and resize the image\n img = tf.keras.preprocessing.image.load_img(img_path, target_size=(128, 128))\n img_array = tf.keras.preprocessing.image.img_to_array(img)\n image_data.append(img_array)\n labels.append(class_index)\n except Exception as e:\n print(f\"Error loading image {img_path}: {e}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:23:22.821553Z","iopub.execute_input":"2024-10-13T09:23:22.822061Z","iopub.status.idle":"2024-10-13T09:24:12.269433Z","shell.execute_reply.started":"2024-10-13T09:23:22.822017Z","shell.execute_reply":"2024-10-13T09:24:12.268110Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"# Convert to numpy arrays\nimage_data = np.array(image_data)\nlabels = np.array(labels)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:24:15.393033Z","iopub.execute_input":"2024-10-13T09:24:15.393488Z","iopub.status.idle":"2024-10-13T09:24:15.869990Z","shell.execute_reply.started":"2024-10-13T09:24:15.393445Z","shell.execute_reply":"2024-10-13T09:24:15.868902Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"def plot_sample_images(image_data, labels, categories):\n plt.figure(figsize=(12, 8))\n for i in range(6):\n plt.subplot(2, 3, i + 1)\n plt.imshow(image_data[i].astype('uint8'))\n plt.title(categories[labels[i]])\n plt.axis('off')\n plt.tight_layout()\n plt.show()\n\nplot_sample_images(image_data, labels, categories)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:24:21.201166Z","iopub.execute_input":"2024-10-13T09:24:21.201707Z","iopub.status.idle":"2024-10-13T09:24:22.413508Z","shell.execute_reply.started":"2024-10-13T09:24:21.201655Z","shell.execute_reply":"2024-10-13T09:24:22.412082Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Normalize the image data\nimage_data = image_data / 255.0","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:24:38.543961Z","iopub.execute_input":"2024-10-13T09:24:38.544410Z","iopub.status.idle":"2024-10-13T09:24:39.001166Z","shell.execute_reply.started":"2024-10-13T09:24:38.544369Z","shell.execute_reply":"2024-10-13T09:24:38.999678Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"# Convert labels to one-hot encoding\nlabels = to_categorical(labels, num_classes=len(categories))","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:24:51.614201Z","iopub.execute_input":"2024-10-13T09:24:51.614678Z","iopub.status.idle":"2024-10-13T09:24:51.621262Z","shell.execute_reply.started":"2024-10-13T09:24:51.614634Z","shell.execute_reply":"2024-10-13T09:24:51.620093Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"# Split the dataset into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(image_data, labels, test_size=0.2, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:25:11.186504Z","iopub.execute_input":"2024-10-13T09:25:11.187240Z","iopub.status.idle":"2024-10-13T09:25:11.446525Z","shell.execute_reply.started":"2024-10-13T09:25:11.187181Z","shell.execute_reply":"2024-10-13T09:25:11.445427Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"# Feature Engineering: Data Augmentation\ndata_augmentation = ImageDataGenerator(\n rotation_range=20,\n width_shift_range=0.2,\n height_shift_range=0.2,\n shear_range=0.2,\n zoom_range=0.2,\n horizontal_flip=True,\n fill_mode='nearest'\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:25:34.012346Z","iopub.execute_input":"2024-10-13T09:25:34.013719Z","iopub.status.idle":"2024-10-13T09:25:34.020644Z","shell.execute_reply.started":"2024-10-13T09:25:34.013650Z","shell.execute_reply":"2024-10-13T09:25:34.019285Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"\nfrom tensorflow.keras.layers import Input\n\n# Model Building: CNN with Input layer\nmodel = Sequential([\n Input(shape=(128, 128, 3)), # Add the Input layer\n Conv2D(32, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Conv2D(64, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Conv2D(128, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Flatten(),\n Dense(128, activation='relu'),\n Dropout(0.5),\n Dense(len(categories), activation='softmax')\n])\n\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:26:45.785680Z","iopub.execute_input":"2024-10-13T09:26:45.786179Z","iopub.status.idle":"2024-10-13T09:26:45.868397Z","shell.execute_reply.started":"2024-10-13T09:26:45.786133Z","shell.execute_reply":"2024-10-13T09:26:45.867113Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"# Compile the model\nmodel.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Model Summary\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:27:14.169002Z","iopub.execute_input":"2024-10-13T09:27:14.169504Z","iopub.status.idle":"2024-10-13T09:27:14.215421Z","shell.execute_reply.started":"2024-10-13T09:27:14.169457Z","shell.execute_reply":"2024-10-13T09:27:14.214098Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential_1\"\u001b[0m\n","text/html":"
Model: \"sequential_1\"\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_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (\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;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_5 (\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;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (\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│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m3,211,392\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m516\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                     Output Shape                  Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_3 (Conv2D)               │ (None, 126, 126, 32)   │           896 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_3 (MaxPooling2D)  │ (None, 63, 63, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_4 (Conv2D)               │ (None, 61, 61, 64)     │        18,496 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_4 (MaxPooling2D)  │ (None, 30, 30, 64)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (Conv2D)               │ (None, 28, 28, 128)    │        73,856 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_5 (MaxPooling2D)  │ (None, 14, 14, 128)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (Flatten)             │ (None, 25088)          │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_2 (Dense)                 │ (None, 128)            │     3,211,392 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (Dropout)             │ (None, 128)            │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (Dense)                 │ (None, 4)              │           516 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,305,156\u001b[0m (12.61 MB)\n","text/html":"
 Total params: 3,305,156 (12.61 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,305,156\u001b[0m (12.61 MB)\n","text/html":"
 Trainable params: 3,305,156 (12.61 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":"# Create a data generator for the validation set (without augmentation)\nvalidation_data_generator = ImageDataGenerator(rescale=1./255)\n\n# Prepare validation data generator\nvalidation_generator = validation_data_generator.flow(X_test, y_test, batch_size=batch_size)\n\n# Train the model using the validation generator\nhistory = model.fit(\n data_augmentation.flow(X_train, y_train, batch_size=batch_size),\n steps_per_epoch=len(X_train) // batch_size,\n epochs=epochs,\n validation_data=validation_generator,\n validation_steps=len(X_test) // batch_size,\n callbacks=[early_stopping, reduce_lr]\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:32:22.191176Z","iopub.execute_input":"2024-10-13T09:32:22.191824Z","iopub.status.idle":"2024-10-13T09:36:27.720087Z","shell.execute_reply.started":"2024-10-13T09:32:22.191774Z","shell.execute_reply":"2024-10-13T09:36:27.718956Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"Epoch 1/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 568ms/step - accuracy: 0.8432 - loss: 0.3986 - val_accuracy: 0.2509 - val_loss: 3.3487 - learning_rate: 0.0010\nEpoch 2/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 396us/step - accuracy: 0.9062 - loss: 0.3377 - val_accuracy: 0.4286 - val_loss: 3.0457 - learning_rate: 0.0010\nEpoch 3/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 580ms/step - accuracy: 0.8594 - loss: 0.3662 - val_accuracy: 0.2527 - val_loss: 2.7168 - learning_rate: 0.0010\nEpoch 4/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 347us/step - accuracy: 0.6250 - loss: 0.5979 - val_accuracy: 0.1429 - val_loss: 2.9149 - learning_rate: 0.0010\nEpoch 5/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 573ms/step - accuracy: 0.8544 - loss: 0.3630 - val_accuracy: 0.2509 - val_loss: 4.5468 - learning_rate: 0.0010\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluation: Plot training history\ndef plot_training_history(history):\n plt.figure(figsize=(12, 4))\n\n # Plot training & validation accuracy values\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train')\n plt.plot(history.history['val_accuracy'], label='Validation')\n plt.title('Model Accuracy')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:40:37.521292Z","iopub.execute_input":"2024-10-13T09:40:37.521911Z","iopub.status.idle":"2024-10-13T09:40:37.530620Z","shell.execute_reply.started":"2024-10-13T09:40:37.521839Z","shell.execute_reply":"2024-10-13T09:40:37.529341Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"\n # Plot training & validation loss values\n plt.subplot(1, 2, 2)\n plt.plot(history.history['loss'], label='Train')\n plt.plot(history.history['val_loss'], label='Validation')\n plt.title('Model Loss')\n plt.xlabel('Epoch')\n plt.ylabel('Loss')\n plt.legend()\n\n plt.tight_layout()\n plt.show()\n\nplot_training_history(history)\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:40:54.070818Z","iopub.execute_input":"2024-10-13T09:40:54.071253Z","iopub.status.idle":"2024-10-13T09:40:54.819780Z","shell.execute_reply.started":"2024-10-13T09:40:54.071212Z","shell.execute_reply":"2024-10-13T09:40:54.818582Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Model Evaluation on Test Data\ny_pred = model.predict(X_test)\ny_pred_classes = np.argmax(y_pred, axis=1)\ny_true_classes = np.argmax(y_test, axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:41:07.821721Z","iopub.execute_input":"2024-10-13T09:41:07.822180Z","iopub.status.idle":"2024-10-13T09:41:13.444622Z","shell.execute_reply.started":"2024-10-13T09:41:07.822137Z","shell.execute_reply":"2024-10-13T09:41:13.443621Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 142ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"# Confusion Matrix\nconf_matrix = confusion_matrix(y_true_classes, y_pred_classes)\nplt.figure(figsize=(8, 6))\nsns.heatmap(conf_matrix, annot=True, cmap='Blues', fmt='d',\n xticklabels=categories, yticklabels=categories)\nplt.title('Confusion Matrix')\nplt.xlabel('Predicted')\nplt.ylabel('True')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:41:26.264045Z","iopub.execute_input":"2024-10-13T09:41:26.265091Z","iopub.status.idle":"2024-10-13T09:41:26.652988Z","shell.execute_reply.started":"2024-10-13T09:41:26.265041Z","shell.execute_reply":"2024-10-13T09:41:26.651534Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Classification Report\nprint(\"Classification Report:\\n\")\nprint(classification_report(y_true_classes, y_pred_classes, target_names=categories))","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:41:40.956469Z","iopub.execute_input":"2024-10-13T09:41:40.957627Z","iopub.status.idle":"2024-10-13T09:41:40.977928Z","shell.execute_reply.started":"2024-10-13T09:41:40.957574Z","shell.execute_reply":"2024-10-13T09:41:40.976293Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"Classification Report:\n\n precision recall f1-score support\n\n cloudy 0.97 0.81 0.89 328\n desert 0.81 0.97 0.88 227\n green_area 0.76 0.89 0.82 284\n water 0.85 0.73 0.78 288\n\n accuracy 0.84 1127\n macro avg 0.85 0.85 0.84 1127\nweighted avg 0.85 0.84 0.84 1127\n\n","output_type":"stream"}]},{"cell_type":"code","source":"# Plot training history: accuracy and loss over epochs\ndef plot_training_history(history):\n plt.figure(figsize=(12, 5))\n\n # Accuracy over epochs\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train Accuracy')\n plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n plt.title('Accuracy Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:43:28.672641Z","iopub.execute_input":"2024-10-13T09:43:28.673937Z","iopub.status.idle":"2024-10-13T09:43:28.681583Z","shell.execute_reply.started":"2024-10-13T09:43:28.673882Z","shell.execute_reply":"2024-10-13T09:43:28.680091Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"# Plot training history: accuracy and loss over epochs\ndef plot_training_history(history):\n plt.figure(figsize=(12, 5))\n\n # Accuracy over epochs\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train Accuracy')\n plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n plt.title('Accuracy Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()\n\n # Loss over epochs\n plt.subplot(1, 2, 2)\n plt.plot(history.history['loss'], label='Train Loss')\n plt.plot(history.history['val_loss'], label='Validation Loss')\n plt.title('Loss Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Loss')\n plt.legend()\n\n plt.tight_layout()\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:44:37.528115Z","iopub.execute_input":"2024-10-13T09:44:37.528740Z","iopub.status.idle":"2024-10-13T09:44:37.542638Z","shell.execute_reply.started":"2024-10-13T09:44:37.528674Z","shell.execute_reply":"2024-10-13T09:44:37.539917Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"plot_training_history(history)\n\n# ROC Curve and AUC for each class\nfrom sklearn.metrics import roc_curve, auc\nfrom sklearn.preprocessing import label_binarize","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:44:51.298552Z","iopub.execute_input":"2024-10-13T09:44:51.299666Z","iopub.status.idle":"2024-10-13T09:44:52.043683Z","shell.execute_reply.started":"2024-10-13T09:44:51.299609Z","shell.execute_reply":"2024-10-13T09:44:52.042452Z"},"trusted":true},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Binarize the labels for ROC curve plotting\ny_test_binarized = label_binarize(y_true_classes, classes=np.arange(len(categories)))\n\nplt.figure(figsize=(12, 8))\nfor i, category in enumerate(categories):\n fpr, tpr, _ = roc_curve(y_test_binarized[:, i], y_pred[:, i])\n roc_auc = auc(fpr, tpr)\n plt.plot(fpr, tpr, label=f'{category} (AUC = {roc_auc:.2f})')\n\nplt.plot([0, 1], [0, 1], 'k--') # Diagonal line for random chance\nplt.xlim([0.0, 1.0])\nplt.ylim([0.0, 1.05])\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\nplt.title('Receiver Operating Characteristic (ROC) Curve')\nplt.legend(loc='lower right')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:45:10.117246Z","iopub.execute_input":"2024-10-13T09:45:10.117691Z","iopub.status.idle":"2024-10-13T09:45:10.500027Z","shell.execute_reply.started":"2024-10-13T09:45:10.117648Z","shell.execute_reply":"2024-10-13T09:45:10.498867Z"},"trusted":true},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Additional metrics: Precision, Recall, F1-score for each class\nfrom sklearn.metrics import precision_score, recall_score, f1_score\n\nprecision = precision_score(y_true_classes, y_pred_classes, average=None)\nrecall = recall_score(y_true_classes, y_pred_classes, average=None)\nf1 = f1_score(y_true_classes, y_pred_classes, average=None)\n\n# Display precision, recall, and F1-score for each class\nmetrics_df = pd.DataFrame({\n 'Class': categories,\n 'Precision': precision,\n 'Recall': recall,\n 'F1-score': f1\n})\n\nprint(\"\\nPrecision, Recall, and F1-Score for Each Class:\\n\")\nprint(metrics_df)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:45:28.301192Z","iopub.execute_input":"2024-10-13T09:45:28.301631Z","iopub.status.idle":"2024-10-13T09:45:28.321592Z","shell.execute_reply.started":"2024-10-13T09:45:28.301590Z","shell.execute_reply":"2024-10-13T09:45:28.320471Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"\nPrecision, Recall, and F1-Score for Each Class:\n\n Class Precision Recall F1-score\n0 cloudy 0.974453 0.814024 0.887043\n1 desert 0.808824 0.969163 0.881764\n2 green_area 0.756757 0.887324 0.816856\n3 water 0.846774 0.729167 0.783582\n","output_type":"stream"}]},{"cell_type":"code","source":"\n# Bar charts for precision, recall, and F1-score\nmetrics_df.plot(x='Class', kind='bar', figsize=(12, 6))\nplt.title('Precision, Recall, and F1-Score for Each Class')\nplt.ylabel('Score')\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:45:45.767908Z","iopub.execute_input":"2024-10-13T09:45:45.769269Z","iopub.status.idle":"2024-10-13T09:45:46.141155Z","shell.execute_reply.started":"2024-10-13T09:45:45.769223Z","shell.execute_reply":"2024-10-13T09:45:46.139882Z"},"trusted":true},"execution_count":35,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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nlFNWrUUJMmTfTqq69KkpydnfXtt9/q888/l4+Pj15//XXVrl1bTZs2la+v7xPXBwBPg5AOAKmobNmyyfY+PcjZ2TnJF/X4+Hh5e3vrxx9/THablM6Y/W/e3t7as2ePVq5cqd9++02//fabpk2bpqZNmyaZuOpJ2dvbp8r9/NuDj2m9evVUoUIFffzxxzpy5Ijc3d2tl5rr2rWrqlevnux9FChQ4LH3N3v2bDVv3lz16tVTt27d5O3tLXt7e4WEhCSZrC41pXS/D3u8HwwrZjJkyBANGDDA+neePHmSnZgra9asqlu3rurWrasqVapow4YNOnXqlPXc9dT2YI+spFR/PaVWXamhYcOG2rJli7p166YSJUpY3z81atRI8SUbEzzJ67BAgQJycHDQ/v37n2if0j/nwk+bNk2dO3dWQECAPD09ZbFY9NFHHyU6lkqVKun48eP65ZdftGrVKk2ePFnDhw/X+PHj1bp1a0n/zCZfp04dhYaGauXKlerTp49CQkK0du1alSxZ8olrBIAnRUgHABPInz+/1qxZo/Llyz/yy3n+/PklSQcOHEhxUHByclKdOnVUp04dxcfHq3379powYYL69OmT7H0lhKIjR45YZ6lPcOTIkTQLTY+SEFrffPNN/fDDD+rZs6fy5csn6Z+hw//Vk5g/f/7/vKzTggULlC9fPi1atCjRMN60vuZ1au834flJbpjvkSNHnqzIp9C0aVNVqFDB+vfjhNDSpUtrw4YNunDhgvLkyfNYz1+ePHm0b98+xcfHJ/ox7PDhw9bbHyUlr6eUeNq6ntaNGzcUFhamAQMGqG/fvtb1/359ZMuWTR4eHml6+bMMGTKoatWqWrt2rc6cOSM/P78U38eCBQvUrFkzDR061LouMjJSN2/eTNI2S5YsatGihVq0aKE7d+6oUqVK6t+/vzWkS/98Nnz++ef6/PPPdfToUZUoUUJDhw7V7Nmzn+gYAeBpcE46AJhAw4YNFRcXp4EDBya5LTY21vrFs1q1asqYMaNCQkIUGRmZqN2jeq7+fYklOzs763DPqKioZLcpXbq0vL29NX78+ERtfvvtNx06dEi1atV6rGNLbVWqVFHZsmU1YsQIRUZGytvbW1WqVNGECRN04cKFJO0fvBxUgwYNtHfv3mQvQ5bw+CX0DD74eP7555/aunVrah9KIqm93+zZs6tEiRKaMWNGouG/q1evTpXLeaVUvnz5FBgYaF0SLrl28eLFZOuJjo5WWFiY7OzsrD8iPc7z98477+jixYuJZhePjY3V6NGj5e7ursqVKz+yzpS8nlLiaet6Wsm9vqR/rkX/IDs7O9WrV0+//vqrduzYkeR+UmukRr9+/WQYhpo0aZLoNIgEO3fufOQoH3t7+yS1jB49OsklH//92efu7q4CBQpYP9Pu3buX5LM0f/78ypgx40M/GwEgrdGTDgAmULlyZf3vf/9TSEiI9uzZo2rVqsnR0VFHjx7V/PnzNXLkSL3//vvy8PDQ8OHD1bp1a5UpU0Yff/yxMmfOrL179+revXsP/VLbunVrXb9+XVWrVlWuXLl06tQpjR49WiVKlLCeE/tvjo6O+vbbb9WiRQtVrlxZjRo1sl6Czd/fX126dHmiY23evLlmzJih8PDwJ768Ubdu3fTBBx9o+vTpateuncaMGaMKFSqoWLFiatOmjfLly6dLly5p69atOnv2rPbu3WvdbsGCBfrggw/UsmVLlSpVStevX9eSJUs0fvx4FS9eXLVr19aiRYtUv3591apVS+Hh4Ro/fryKFCmSbJj4LwmXsZs2bdojr/uc2vuVpJCQENWqVUsVKlRQy5Ytdf36dY0ePVpFixZ94vtMzqxZs3Tq1Cndu3dPkrRx40YNGjRIktSkSZNH9hKfPXtWZcuWVdWqVfXWW2/J19dXly9f1s8//6y9e/eqc+fO8vLykvR4z1/btm01YcIENW/eXDt37pS/v78WLFigzZs3a8SIEY81Wdnjvp5SIjXqepRz584l2+vr7u6uevXqycPDQ5UqVdJ3332nmJgY5cyZU6tWrVJ4eHiSbQYPHqxVq1apcuXKatu2rV5++WVduHBB8+fP16ZNmxJdevFJvfHGGxozZozat2+vwoULq0mTJipYsKBu376t9evXa8mSJdbXUHJq166tWbNmydPTU0WKFNHWrVu1Zs2aRJe7lKQiRYqoSpUqKlWqlLJkyaIdO3ZowYIFCgoKkiT9/fffeuutt9SwYUMVKVJEDg4OWrx4sS5duqSPPvroqY8TAJ6ILaaUB4AXTcLliJK7ZNGDmjVrZri5uT309okTJxqlSpUyXF1djYwZMxrFihUzunfvbpw/fz5RuyVLlhhvvPGG4erqanh4eBhly5Y1fv7550T7efASWwsWLDCqVatmeHt7G05OTkbu3LmN//3vf8aFCxesbf59CbYEc+fONUqWLGk4OzsbWbJkMRo3bmy9pNx/HVe/fv2Mf/9T06BBA8PV1dW4cePGQx8Hw3j0YxoXF2fkz5/fyJ8/v/WycsePHzeaNm1q+Pr6Go6OjkbOnDmN2rVrGwsWLEi07bVr14ygoCAjZ86chpOTk5ErVy6jWbNmxtWrVw3D+OcSU4MHDzby5MljODs7GyVLljSWLl2a5DE1jMe7BNvo0aMNScaKFSseebyPu9+ES3Qld8mof9djGIaxcOFC4+WXXzacnZ2NIkWKGIsWLUr2WJJTuXJlo2jRoo/VTg+5BNi/X0//FhERYYwcOdKoXr26kStXLsPR0dHImDGjERAQYEyaNCnR5b0M47+fP8MwjEuXLhktWrQwvLy8DCcnJ6NYsWLGtGnTEt3Pox5Hw3j811NykrsEW2rV9bD9Pezxf/B5Pnv2rFG/fn0jU6ZMhqenp/HBBx8Y58+fT/Z1c+rUKaNp06bWSx7my5fP6NChg/UygQ97fz7sc+Rhdu7caXz88cdGjhw5DEdHRyNz5szGW2+9ZcyYMcOIi4uztvt3jTdu3LA+lu7u7kb16tWNw4cPG3ny5El0icBBgwYZZcuWNTJlymS4uroahQsXNr7++msjOjraMAzDuHr1qtGhQwejcOHChpubm+Hp6WmUK1fOmDdv3mPVDwBpwWIYJp1hBgDwQvLx8VHTpk31/fff27qUZ6Jhw4Y6efKktm3bZutSAADAc4Dh7gCAZ+bgwYO6f/++evToYetSngnDMLR+/XomnwIAAI+NnnQAAAAAAEyC2d0BAAAAADAJQjoAAAAAACZBSAcAAAAAwCTS3cRx8fHxOn/+vDJmzCiLxWLrcgAAAAAALzjDMHT79m3lyJFDdnaP7itPdyH9/Pnz8vPzs3UZAAAAAIB05syZM8qVK9cj26S7kJ4xY0ZJ/zw4Hh4eNq4GAAAAAPCii4iIkJ+fnzWPPkq6C+kJQ9w9PDwI6QAAAACAZ+ZxTrlm4jgAAAAAAEyCkA4AAAAAgEkQ0gEAAAAAMIl0d046AAAAAJhdXFycYmJibF0GUsDJyek/L6/2OGwa0jdu3Kjvv/9eO3fu1IULF7R48WLVq1fvkdusX79ewcHBOnjwoPz8/NS7d281b978mdQLAAAAAGnJMAxdvHhRN2/etHUpSCE7OzvlzZtXTk5OT3U/Ng3pd+/eVfHixdWyZUu99957/9k+PDxctWrVUrt27fTjjz8qLCxMrVu3Vvbs2VW9evVnUDEAAAAApJ2EgO7t7a0MGTI81mzgsL34+HidP39eFy5cUO7cuZ/qebNpSK9Zs6Zq1qz52O3Hjx+vvHnzaujQoZKkl19+WZs2bdLw4cMJ6QAAAACea3FxcdaAnjVrVluXgxTKli2bzp8/r9jYWDk6Oj7x/TxXE8dt3bpVgYGBidZVr15dW7dufeg2UVFRioiISLQAAAAAgNkknIOeIUMGG1eCJ5EwzD0uLu6p7ue5CukXL16Uj49PonU+Pj6KiIjQ/fv3k90mJCREnp6e1sXPz+9ZlAoAAAAAT4Qh7s+n1HrenquQ/iR69eqlW7duWZczZ87YuiQAAAAAAJL1XF2CzdfXV5cuXUq07tKlS/Lw8JCrq2uy2zg7O8vZ2flZlAcAAAAAwFN5rkJ6QECAli9fnmjd6tWrFRAQYKOKAAAAACDt+fdc9kz3d/KbWs90f0/CYrE81mW8U9rW1mw63P3OnTvas2eP9uzZI+mfS6zt2bNHp0+flvTPUPWmTZta27dr104nTpxQ9+7ddfjwYY0dO1bz5s1Tly5dbFE+AAAAAEBS8+bNZbFYZLFY5OTkpAIFCuirr75SbGxsmu3zwoULj321sJS0tTWb9qTv2LFDb775pvXv4OBgSVKzZs00ffp0XbhwwRrYJSlv3rxatmyZunTpopEjRypXrlyaPHkyl18DAAAAABurUaOGpk2bpqioKC1fvlwdOnSQo6OjevXqlahddHS0dSb0p+Hr65smbW3Npj3pVapUkWEYSZbp06dLkqZPn67169cn2Wb37t2KiorS8ePH1bx582deNwAAAAAgMWdnZ/n6+ipPnjz69NNPFRgYqCVLlqh58+aqV6+evv76a+XIkUMvvfSSJOnMmTNq2LChMmXKpCxZsujdd9/VyZMnE93n1KlTVbRoUTk7Oyt79uwKCgqy3maxWBQaGirpn+AfFBSk7Nmzy8XFRXny5FFISEiybSVp//79qlq1qlxdXZU1a1a1bdtWd+7csd6eUPOQIUOUPXt2Zc2aVR06dLBeJi8tvfCzuwMAAAAAnj1XV1dFR0dLksLCwnTkyBGtXr1aS5cuVUxMjKpXr66MGTPq999/1+bNm+Xu7q4aNWpYtxk3bpw6dOigtm3bav/+/VqyZIkKFCiQ7L5GjRqlJUuWaN68eTpy5Ih+/PFH+fv7J9v27t27ql69ujJnzqzt27dr/vz5WrNmTaIfACRp3bp1On78uNatW6cZM2Zo+vTp1g7ltPRcTRwHAAAAADA3wzAUFhamlStX6rPPPtOVK1fk5uamyZMnW4e5z549W/Hx8Zo8ebL1+uLTpk1TpkyZtH79elWrVk2DBg3S559/rk6dOlnvu0yZMsnu8/Tp0ypYsKAqVKggi8WiPHnyPLS+n376SZGRkZo5c6bc3NwkST/88IPq1Kmjb7/9Vj4+PpKkzJkz64cffpC9vb0KFy6sWrVqKSwsTG3atEmVx+lh6EkHAAAAADy1pUuXyt3dXS4uLqpZs6Y+/PBD9e/fX5JUrFixROeh7927V8eOHVPGjBnl7u4ud3d3ZcmSRZGRkTp+/LguX76s8+fP66233nqsfTdv3lx79uzRSy+9pI4dO2rVqlUPbXvo0CEVL17cGtAlqXz58oqPj9eRI0es64oWLSp7e3vr39mzZ9fly5cf9+F4YvSkAwAAAACe2ptvvqlx48bJyclJOXLkkIPD/8XNBwOx9M+VvkqVKqUff/wxyf1ky5ZNdnYp609+7bXXFB4ert9++01r1qxRw4YNFRgYqAULFjzZwUhydHRM9LfFYlF8fPwT39/jIqS/wJ71tRRT4nm47iIAAACAx+fm5vbQc8b/7bXXXtPcuXPl7e0tDw+PZNv4+/srLCws0RXBHsXDw0MffvihPvzwQ73//vuqUaOGrl+/rixZsiRq9/LLL2v69Om6e/eu9ceDzZs3y87OzjqpnS0x3B0AAAAA8Ew1btxYXl5eevfdd/X7778rPDxc69evV8eOHXX27FlJUv/+/TV06FCNGjVKR48e1a5duzR69Ohk72/YsGH6+eefdfjwYf3999+aP3++fH19lSlTpmT37eLiombNmunAgQNat26dPvvsMzVp0sR6Prot0ZMOAAAAACb3oo1EzZAhgzZu3KgePXrovffe0+3bt5UzZ0699dZb1p71Zs2aKTIyUsOHD1fXrl3l5eWl999/P9n7y5gxo7777jsdPXpU9vb2KlOmjJYvX57ssPkMGTJo5cqV6tSpk8qUKaMMGTKoQYMGGjZsWJoe8+OyGIZh2LqIZykiIkKenp66devWQ4dVvCgY7g7gifX3tHUFyet/y9YVAACQZiIjIxUeHq68efPKxcXF1uUghR71/KUkhzLcHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAk3CwdQEAAAAAgP/Q3/MZ7+/Ws91fKrBYLFq8eLHq1aunkydPKm/evNq9e7dKlChh69JShJ50AAAAAMBTad68uSwWiywWixwdHZU3b151795dkZGRti7tuUNPOgAAAADgqdWoUUPTpk1TTEyMdu7cqWbNmslisejbb7+1dWnPFXrSAQAAAABPzdnZWb6+vvLz81O9evUUGBio1atXS5Li4+MVEhKivHnzytXVVcWLF9eCBQsSbX/w4EHVrl1bHh4eypgxoypWrKjjx49LkrZv3663335bXl5e8vT0VOXKlbVr165nfozPAiEdAAAAAJCqDhw4oC1btsjJyUmSFBISopkzZ2r8+PE6ePCgunTpok8++UQbNmyQJJ07d06VKlWSs7Oz1q5dq507d6ply5aKjY2VJN2+fVvNmjXTpk2b9Mcff6hgwYJ65513dPv2bZsdY1phuDsAAAAA4KktXbpU7u7uio2NVVRUlOzs7PTDDz8oKipKgwcP1po1axQQECBJypcvnzZt2qQJEyaocuXKGjNmjDw9PTVnzhw5OjpKkgoVKmS976pVqyba18SJE5UpUyZt2LBBtWvXfnYH+QwQ0gEAAAAAT+3NN9/UuHHjdPfuXQ0fPlwODg5q0KCBDh48qHv37untt99O1D46OlolS5aUJO3Zs0cVK1a0BvR/u3Tpknr37q3169fr8uXLiouL071793T69Ok0P65njZAOAAAAAHhqbm5uKlCggCRp6tSpKl68uKZMmaJXXnlFkrRs2TLlzJkz0TbOzs6SJFdX10fed7NmzXTt2jWNHDlSefLkkbOzswICAhQdHZ0GR2JbhHQAAAAAQKqys7PTF198oeDgYP39999ydnbW6dOnVbly5WTbv/rqq5oxY4ZiYmKS7U3fvHmzxo4dq3feeUeSdObMGV29ejVNj8FWmDgOAAAAAJDqPvjgA9nb22vChAnq2rWrunTpohkzZuj48ePatWuXRo8erRkzZkiSgoKCFBERoY8++kg7duzQ0aNHNWvWLB05ckSSVLBgQc2aNUuHDh3Sn3/+qcaNG/9n7/vzip50AAAAADC7/rdsXUGKOTg4KCgoSN99953Cw8OVLVs2hYSE6MSJE8qUKZNee+01ffHFF5KkrFmzau3aterWrZsqV64se3t7lShRQuXLl5ckTZkyRW3bttVrr70mPz8/DR48WF27drXl4aUZi2EYhq2LeJYiIiLk6empW7duycPDw9blpCn/nstsXcJDnfymlq1LAPAo/T1tXUHynsMvKAAAPK7IyEiFh4crb968cnFxsXU5SKFHPX8pyaEMdwcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQcbF0AAAAAAODRis0o9kz3t7/Z/me6P/wfetIBAAAAAE+lefPmslgsSZZjx45p48aNqlOnjnLkyCGLxaLQ0FBbl2tqhHQAAAAAwFOrUaOGLly4kGjJmzev7t69q+LFi2vMmDG2LvGhoqOjbV2CFSEdAAAAAPDUnJ2d5evrm2ixt7dXzZo1NWjQINWvX/+x78swDPXv31+5c+eWs7OzcuTIoY4dO1pvj4qKUo8ePeTn5ydnZ2cVKFBAU6ZMsd6+YcMGlS1bVs7OzsqePbt69uyp2NhY6+1VqlRRUFCQOnfuLC8vL1WvXl2SdODAAdWsWVPu7u7y8fFRkyZNdPXq1VR4dB4fIR0AAAAAYCoLFy7U8OHDNWHCBB09elShoaEqVuz/zstv2rSpfv75Z40aNUqHDh3ShAkT5O7uLkk6d+6c3nnnHZUpU0Z79+7VuHHjNGXKFA0aNCjRPmbMmCEnJydt3rxZ48eP182bN1W1alWVLFlSO3bs0IoVK3Tp0iU1bNjwmR47E8cBAAAAAJ7a0qVLrUFZkmrWrKn58+c/0X2dPn1avr6+CgwMlKOjo3Lnzq2yZctKkv7++2/NmzdPq1evVmBgoCQpX7581m3Hjh0rPz8//fDDD7JYLCpcuLDOnz+vHj16qG/fvrKz+6evumDBgvruu++s2w0aNEglS5bU4MGDreumTp0qPz8//f333ypUqNATHUtKEdKBf3nWM2emBLNsAgDU39PWFTxc/1u2rgCADb355psaN26c9W83N7fH2m7w4MGJgvFff/2lDz74QCNGjFC+fPlUo0YNvfPOO6pTp44cHBy0Z88e2dvbq3Llysne36FDhxQQECCLxWJdV758ed25c0dnz55V7ty5JUmlSpVKtN3evXu1bt26RD80JDh+/DghHQAAAADw/HBzc1OBAgVSvF27du0SDSnPkSOHHBwcdOTIEa1Zs0arV69W+/bt9f3332vDhg1ydXVNtXofdOfOHdWpU0fffvttkrbZs2dPlX0+DkI6AOC5wUgXAABePFmyZFGWLFmSrHd1dVWdOnVUp04ddejQQYULF9b+/ftVrFgxxcfHa8OGDdbh7g96+eWXtXDhQhmGYe1N37x5szJmzKhcuXI9tI7XXntNCxculL+/vxwcbBeVmTgOAAAAAJBm7ty5oz179mjPnj2SpPDwcO3Zs0enT59+6DbTp0/XlClTdODAAZ04cUKzZ8+Wq6ur8uTJI39/fzVr1kwtW7ZUaGiowsPDtX79es2bN0+S1L59e505c0afffaZDh8+rF9++UX9+vVTcHCw9Xz05HTo0EHXr19Xo0aNtH37dh0/flwrV65UixYtFBcXl6qPyaPQkw4AAAAAJvc8j9jasWOH3nzzTevfwcHBkqRmzZpp+vTpyW6TKVMmffPNNwoODlZcXJyKFSumX3/9VVmzZpUkjRs3Tl988YXat2+va9euKXfu3Priiy8kSTlz5tTy5cvVrVs3FS9eXFmyZFGrVq3Uu3fvR9aZI0cObd68WT169FC1atUUFRWlPHnyqEaNGo8M96nNYhiG8cz2ZgIRERHy9PTUrVu35OHhYety0pR/z2W2LuGhTn5Ty9YlPBTDaQGZdmKqYnlz27qEh+L9iWfGpO9PSUwcBzylyMhIhYeHK2/evHJxcbF1OUihRz1/KcmhDHcHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAwkfj4eFuXgCeQWnOycwk2AAAAADABJycn2dnZ6fz588qWLZucnJxksVhsXRYeg2EYunLliiwWixwdHZ/qvgjpAAAAAGACdnZ2yps3ry5cuKDz58/buhykkMViUa5cuWRvb/9U90NIBwAAAACTcHJyUu7cuRUbG6u4uDhbl4MUcHR0fOqALhHSAQAAAMBUEoZMP+2waTyfmDgOAAAAAACTIKQDAAAAAGAShHQAAAAAAEyCc9IBAAAAPFf8ey6zdQkPdfKbWrYuAc85etIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAk3CwdQEAAAB4MRSbUczWJTzU/mb7bV0CADwWQjpso7+nrSt4uLy5bV0BAAAAgHSK4e4AAAAAAJgEPekAYCP+PZfZuoSHOuli6woAAADSJ5v3pI8ZM0b+/v5ycXFRuXLltG3btke2HzFihF566SW5urrKz89PXbp0UWRk5DOqFgAAAACAtGPTkD537lwFBwerX79+2rVrl4oXL67q1avr8uXLybb/6aef1LNnT/Xr10+HDh3SlClTNHfuXH3xxRfPuHIAAAAAAFKfTUP6sGHD1KZNG7Vo0UJFihTR+PHjlSFDBk2dOjXZ9lu2bFH58uX18ccfy9/fX9WqVVOjRo0e2fseFRWliIiIRAsAAAAAAGZks5AeHR2tnTt3KjAw8P+KsbNTYGCgtm7dmuw2b7zxhnbu3GkN5SdOnNDy5cv1zjvvPHQ/ISEh8vT0tC5+fn6peyAAAAAAAKQSm00cd/XqVcXFxcnHxyfReh8fHx0+fDjZbT7++GNdvXpVFSpUkGEYio2NVbt27R453L1Xr14KDg62/h0REUFQBwAAAACYks0njkuJ9evXa/DgwRo7dqx27dqlRYsWadmyZRo4cOBDt3F2dpaHh0eiBQAAAAAAM7JZT7qXl5fs7e116dKlROsvXbokX1/fZLfp06ePmjRpotatW0uSihUrprt376pt27b68ssvZWf3XP3mAAAAAABAIjZLtU5OTipVqpTCwsKs6+Lj4xUWFqaAgIBkt7l3716SIG5vby9JMgwj7YoFAAAAAOAZsFlPuiQFBwerWbNmKl26tMqWLasRI0bo7t27atGihSSpadOmypkzp0JCQiRJderU0bBhw1SyZEmVK1dOx44dU58+fVSnTh1rWAcAAAAA4Hll05D+4Ycf6sqVK+rbt68uXryoEiVKaMWKFdbJ5E6fPp2o57x3796yWCzq3bu3zp07p2zZsqlOnTr6+uuvbXUIAAAAAACkGpuGdEkKCgpSUFBQsretX78+0d8ODg7q16+f+vXr9wwqAwAAAADg2bJ5SAcAAAAApK1iM4rZuoSH2t9sv61LMBWmQwcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAk3CwdQEAAABm499zma1LeKiTLrauAACQluhJBwAAAADAJAjpAAAAAACYBCEdAAAAAACTIKQDAAAAAGAShHQAAAAAAEyCkA4AAAAAgEkQ0gEAAAAAMAlCOgAAAAAAJkFIBwAAAADAJAjpAAAAAACYBCEdAAAAAACTcLB1AQAAAADwwujvaesKkpc3t60rwGOiJx0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmYfOQPmbMGPn7+8vFxUXlypXTtm3bHtn+5s2b6tChg7Jnzy5nZ2cVKlRIy5cvf0bVAgAAAACQdhxsufO5c+cqODhY48ePV7ly5TRixAhVr15dR44ckbe3d5L20dHRevvtt+Xt7a0FCxYoZ86cOnXqlDJlyvTsiwcAAAAAIJXZNKQPGzZMbdq0UYsWLSRJ48eP17JlyzR16lT17NkzSfupU6fq+vXr2rJlixwdHSVJ/v7+j9xHVFSUoqKirH9HRESk3gEAAAAAAJCKbDbcPTo6Wjt37lRgYOD/FWNnp8DAQG3dujXZbZYsWaKAgAB16NBBPj4+euWVVzR48GDFxcU9dD8hISHy9PS0Ln5+fql+LAAAAAAApAabhfSrV68qLi5OPj4+idb7+Pjo4sWLyW5z4sQJLViwQHFxcVq+fLn69OmjoUOHatCgQQ/dT69evXTr1i3rcubMmVQ9DgAAAAAAUotNh7unVHx8vLy9vTVx4kTZ29urVKlSOnfunL7//nv169cv2W2cnZ3l7Oz8jCsFAAAAACDlbBbSvby8ZG9vr0uXLiVaf+nSJfn6+ia7Tfbs2eXo6Ch7e3vrupdfflkXL15UdHS0nJyc0rRmAAAAAADSks2Guzs5OalUqVIKCwuzrouPj1dYWJgCAgKS3aZ8+fI6duyY4uPjrev+/vtvZc+enYAOAAAAAHju2fQ66cHBwZo0aZJmzJihQ4cO6dNPP9Xdu3ets703bdpUvXr1srb/9NNPdf36dXXq1El///23li1bpsGDB6tDhw62OgQAAAAAAFKNTc9J//DDD3XlyhX17dtXFy9eVIkSJbRixQrrZHKnT5+Wnd3//Y7g5+enlStXqkuXLnr11VeVM2dOderUST169LDVIQAAAAAAkGpsPnFcUFCQgoKCkr1t/fr1SdYFBATojz/+SOOqAAAAAAB49mw63B0AAAAAAPwfQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJPFVIj46O1pEjRxQbG5ta9QAAAAAAkG49UUi/d++eWrVqpQwZMqho0aI6ffq0JOmzzz7TN998k6oFAgAAAACQXjxRSO/Vq5f27t2r9evXy8XFxbo+MDBQc+fOTbXiAAAAAABITxyeZKPQ0FDNnTtXr7/+uiwWi3V90aJFdfz48VQrDgAAAACA9OSJetKvXLkib2/vJOvv3r2bKLQDAAAAAIDH90QhvXTp0lq2bJn174RgPnnyZAUEBKROZQAAAAAApDNPNNx98ODBqlmzpv766y/FxsZq5MiR+uuvv7RlyxZt2LAhtWsEAAAAACBdeKKe9AoVKmjv3r2KjY1VsWLFtGrVKnl7e2vr1q0qVapUatcIAAAAAEC6kOKe9JiYGP3vf/9Tnz59NGnSpLSoCQAAAACAdCnFPemOjo5auHBhWtQCAAAAAEC69kTD3evVq6fQ0NBULgUAAAAAgPTtiSaOK1iwoL766itt3rxZpUqVkpubW6LbO3bsmCrFAQAAAACQnjxRSJ8yZYoyZcqknTt3aufOnYlus1gshHQAAAAAAJ7AE4X08PDw1K4DAAAAAIB074nOSX+QYRgyDCM1agEAAAAAIF174pA+c+ZMFStWTK6urnJ1ddWrr76qWbNmpWZtAAAAAACkK0803H3YsGHq06ePgoKCVL58eUnSpk2b1K5dO129elVdunRJ1SIBAAAAAEgPniikjx49WuPGjVPTpk2t6+rWrauiRYuqf//+hHQAAAAAAJ7AEw13v3Dhgt54440k69944w1duHDhqYsCAAAAACA9eqKQXqBAAc2bNy/J+rlz56pgwYJPXRQAAAAAAOnREw13HzBggD788ENt3LjRek765s2bFRYWlmx4BwAAAAAA/+2JetIbNGigP//8U15eXgoNDVVoaKi8vLy0bds21a9fP7VrBAAAAAAgXXiinnRJKlWqlGbPnp2atQAAAAAAkK49UU/68uXLtXLlyiTrV65cqd9+++2piwIAAAAAID16opDes2dPxcXFJVlvGIZ69uz51EUBAAAAAJAePVFIP3r0qIoUKZJkfeHChXXs2LGnLgoAAAAAgPToiUK6p6enTpw4kWT9sWPH5Obm9tRFAQAAAACQHj1RSH/33XfVuXNnHT9+3Lru2LFj+vzzz1W3bt1UKw4AAAAAgPTkiUL6d999Jzc3NxUuXFh58+ZV3rx5VbhwYWXNmlVDhgxJ7RoBAAAAAEgXnugSbJ6entqyZYtWr16tvXv3ytXVVcWLF1fFihVTuz4AAAAAANKNFPWkb926VUuXLpUkWSwWVatWTd7e3hoyZIgaNGigtm3bKioqKk0KBQAAAADgRZeikP7VV1/p4MGD1r/379+vNm3a6O2331bPnj3166+/KiQkJNWLBAAAAAAgPUhRSN+zZ4/eeust699z5sxR2bJlNWnSJAUHB2vUqFGaN29eqhcJAAAAAEB6kKKQfuPGDfn4+Fj/3rBhg2rWrGn9u0yZMjpz5kzqVQcAAAAAQDqSopDu4+Oj8PBwSVJ0dLR27dql119/3Xr77du35ejomLoVAgAAAACQTqQopL/zzjvq2bOnfv/9d/Xq1UsZMmRINKP7vn37lD9//lQvEgAAAACA9CBFl2AbOHCg3nvvPVWuXFnu7u6aMWOGnJycrLdPnTpV1apVS/UiAQAAAABID1IU0r28vLRx40bdunVL7u7usre3T3T7/Pnz5e7unqoFAgAAAACQXqQopCfw9PRMdn2WLFmeqhgAAAAAANKzFJ2TDgAAAAAA0g4hHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCRMEdLHjBkjf39/ubi4qFy5ctq2bdtjbTdnzhxZLBbVq1cvbQsEAAAAAOAZsHlInzt3roKDg9WvXz/t2rVLxYsXV/Xq1XX58uVHbnfy5El17dpVFStWfEaVAgAAAACQtmwe0ocNG6Y2bdqoRYsWKlKkiMaPH68MGTJo6tSpD90mLi5OjRs31oABA5QvX75nWC0AAAAAAGnHpiE9OjpaO3fuVGBgoHWdnZ2dAgMDtXXr1odu99VXX8nb21utWrX6z31ERUUpIiIi0QIAAAAAgBnZNKRfvXpVcXFx8vHxSbTex8dHFy9eTHabTZs2acqUKZo0adJj7SMkJESenp7Wxc/P76nrBgAAAAAgLdh8uHtK3L59W02aNNGkSZPk5eX1WNv06tVLt27dsi5nzpxJ4yoBAAAAAHgyDrbcuZeXl+zt7XXp0qVE6y9duiRfX98k7Y8fP66TJ0+qTp061nXx8fGSJAcHBx05ckT58+dPtI2zs7OcnZ3ToHoAAAAAAFKXTXvSnZycVKpUKYWFhVnXxcfHKywsTAEBAUnaFy5cWPv379eePXusS926dfXmm29qz549DGUHAAAAADzXbNqTLknBwcFq1qyZSpcurbJly2rEiBG6e/euWrRoIUlq2rSpcubMqZCQELm4uOiVV15JtH2mTJkkKcl6AAAAAACeNzYP6R9++KGuXLmivn376uLFiypRooRWrFhhnUzu9OnTsrN7rk6dBwAAAADgidg8pEtSUFCQgoKCkr1t/fr1j9x2+vTpqV8QAAAAAAA2QBc1AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCVOE9DFjxsjf318uLi4qV66ctm3b9tC2kyZNUsWKFZU5c2ZlzpxZgYGBj2wPAAAAAMDzwuYhfe7cuQoODla/fv20a9cuFS9eXNWrV9fly5eTbb9+/Xo1atRI69at09atW+Xn56dq1arp3Llzz7hyAAAAAABSl81D+rBhw9SmTRu1aNFCRYoU0fjx45UhQwZNnTo12fY//vij2rdvrxIlSqhw4cKaPHmy4uPjFRYWlmz7qKgoRUREJFoAAAAAADAjm4b06Oho7dy5U4GBgdZ1dnZ2CgwM1NatWx/rPu7du6eYmBhlyZIl2dtDQkLk6elpXfz8/FKldgAAAAAAUptNQ/rVq1cVFxcnHx+fROt9fHx08eLFx7qPHj16KEeOHImC/oN69eqlW7duWZczZ848dd0AAAAAAKQFB1sX8DS++eYbzZkzR+vXr5eLi0uybZydneXs7PyMKwMAAAAAIOVsGtK9vLxkb2+vS5cuJVp/6dIl+fr6PnLbIUOG6JtvvtGaNWv06quvpmWZAAAAAAA8EzYd7u7k5KRSpUolmvQtYRK4gICAh2733XffaeDAgVqxYoVKly79LEoFAAAAACDN2Xy4e3BwsJo1a6bSpUurbNmyGjFihO7evasWLVpIkpo2baqcOXMqJCREkvTtt9+qb9+++umnn+Tv7289d93d3V3u7u42Ow4AAAAAAJ6WzUP6hx9+qCtXrqhv3766ePGiSpQooRUrVlgnkzt9+rTs7P6vw3/cuHGKjo7W+++/n+h++vXrp/79+z/L0gEAAAAASFU2D+mSFBQUpKCgoGRvW79+faK/T548mfYFAQAAAABgAzY9Jx0AAAAAAPwfQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMwhQhfcyYMfL395eLi4vKlSunbdu2PbL9/PnzVbhwYbm4uKhYsWJavnz5M6oUAAAAAIC0Y/OQPnfuXAUHB6tfv37atWuXihcvrurVq+vy5cvJtt+yZYsaNWqkVq1aaffu3apXr57q1aunAwcOPOPKAQAAAABIXQ62LmDYsGFq06aNWrRoIUkaP368li1bpqlTp6pnz55J2o8cOVI1atRQt27dJEkDBw7U6tWr9cMPP2j8+PFJ2kdFRSkqKsr6961btyRJERERaXE4phIfdc/WJTxUhMWwdQkPFXc/ztYlPFR6eN2mJ7xHU473J54V3p9PhvconhXeoynH+9O2Eo7RMB7j9WHYUFRUlGFvb28sXrw40fqmTZsadevWTXYbPz8/Y/jw4YnW9e3b13j11VeTbd+vXz9DEgsLCwsLCwsLCwsLCwuLTZczZ878Z062aU/61atXFRcXJx8fn0TrfXx8dPjw4WS3uXjxYrLtL168mGz7Xr16KTg42Pp3fHy8rl+/rqxZs8pisTzlEcAMIiIi5OfnpzNnzsjDw8PW5QB4AO9PwNx4jwLmxfvzxWIYhm7fvq0cOXL8Z1ubD3dPa87OznJ2dk60LlOmTLYpBmnKw8ODDzDApHh/AubGexQwL96fLw5PT8/HamfTieO8vLxkb2+vS5cuJVp/6dIl+fr6JruNr69vitoDAAAAAPC8sGlId3JyUqlSpRQWFmZdFx8fr7CwMAUEBCS7TUBAQKL2krR69eqHtgcAAAAA4Hlh8+HuwcHBatasmUqXLq2yZctqxIgRunv3rnW296ZNmypnzpwKCQmRJHXq1EmVK1fW0KFDVatWLc2ZM0c7duzQxIkTbXkYsCFnZ2f169cvyWkNAGyP9ydgbrxHAfPi/Zl+WQzjceaAT1s//PCDvv/+e128eFElSpTQqFGjVK5cOUlSlSpV5O/vr+nTp1vbz58/X71799bJkydVsGBBfffdd3rnnXdsVD0AAAAAAKnDFCEdAAAAAADY+Jx0AAAAAADwfwjpAAAAAACYBCEdAAAAAACTIKQDAAAAAGAShHQAAAAAAEyCkI5048ELGXBRA8AceC8CAPDk+Hf0xURIR7phsVgkSaNHj9auXbskSfHx8bYsCUj3LBaLrl27pps3b0qSlixZohUrVti2KACpgh/HgbRnsVgUGhqqkSNH2roUpCJCOtKdiRMnavDgwZIkOzveAoCtGIahGzdu6KWXXtLkyZM1ffp01atXT7du3bJ1aQBSwaVLl3Tr1i3dv39fFouFH8aBNLBnzx61bdtW7u7uiouLs3U5SCUWg582kU7Ex8fLzs5OP//8s0aNGqXJkyeraNGiti4LSPcmT56s9u3bKzY2VmPGjNGnn35q65IAPKVvvvlGoaGhioyMVNasWTVjxgzlypXL+m8xgKd39OhRzZ49W/fv39d3330nwzCsI0fxfONTEi+sf//+lPCloGLFijp//rx++eUXW5QF4P+LjY2VJJUsWVJubm6SpPv37+vGjRu2LAvAU/ryyy81fPhwBQUFKSQkRDdu3FClSpV06NAh2dnZ0aMOpIKLFy+qcePGGjNmjHUEmsVi4dSSFwQhHS+cZcuW6fbt29ZfEufNm6fJkydbb8+VK5d69OihmTNn6tChQ7YqE0j3HBwctHjxYnXr1k2LFi3S5MmT1bVrV40dO9Z6jjqA58vatWu1cuVKLVy4UJ988oliY2N14sQJ2dvbq3LlygR14CklhHBfX1917dpV2bNn18aNG7V161ZJoif9BUFIxwtlwYIFqlOnjqZPn66IiAhdu3ZNEyZM0IABA/T6669rypQpOnfunN599125u7tr//79ksQ5PMAzlPAF48SJExo8eLCaNGmiypUrq2XLlho1apT69Omj8ePHW3vUhw4dqlWrVtmyZACPydXVVe+++64qVKiglStXqlWrVho8eLB+++03ubi4qG7dutq3bx9D3oEUSvi3Myoqyvq9tWHDhvr666/l4uKiMWPGaOfOnUna4/nEOel44Xz99dfq37+/vv/+e3Xu3Fn3799XRESEunXrpnPnzungwYMaOXKkvv/+ezk4OOj333+Xo6OjrcsG0pVdu3bpp59+0qlTpzR16lQ5OzvLyclJkjRmzBh17txZzZo1U0xMjH7++Wdt375dxYsXt3HVAB7H+fPn5ePjo9q1a6tEiRIKCQlRZGSkateurT///FPly5fnKg5ACiSca75y5UqNHz9eERERcnV11bBhw1SoUCEtXrxYgwcPVuHChdWlSxe99tprti4ZT8nB1gUAqSU6OlpOTk768ssvZRiGevToIWdnZzVq1Eg+Pj6aOXOmzp8/r5kzZ1o/4I4dO6alS5eqfv36TLYBPEMTJkzQ3LlzlTVrVtnb28vJyUkxMTFydHRUhw4dlCFDBi1YsEDx8fEEdMDkdu3apaioKElSQECAcuTIobNnz+rw4cNq06aNpH/+jc6SJYvWrFmjMmXK2LJc4LljsVi0ZMkSNWrUSJ06ddLrr7+u/v37q1q1alq9erXq16+vuLg4DR06VF999ZX69++vEiVK2LpsPAV60vFCeDBgjxw5Us7Ozvrss8/k6uqqr7/+Wk2bNpWnp6e1/cmTJ3X27Fm1bdtWhQsX1qJFi2xVOpAuxcXF6YsvvtD06dPVqlUr9ezZUx4eHoqNjZWDwz+/H9+5c0cODg5ycXGxcbUAHqZXr15aunSpIiIi5O3trZw5cyo0NFSSVL16dZ04ccL6Xo+JidHvv/8ue3t7ZnkHUuDWrVuqW7euatasqZ49e+rKlSsqV66cqlevrnHjxlnbzZw5UzNmzNCsWbOUI0cOG1aMp8WnI14ICQF9wIABGjBggLy9vTVlyhQ1btxYXbp00YwZM3T79m1r+zx58qhChQqaPXu2Nm/erD///NNWpQMvvITfgk+fPq3Tp09r3759sre3V0hIiD766COtWrVK48aNs4byhFnf3d3dCeiAiQ0ZMkSTJk3SxIkTdeTIEb3zzjtasmSJNm7cKOmfy7Dlz59fo0aNkoeHhzZs2EBABx7Tg5MrxsbG6urVq/rkk090+fJllShRQm+//bY1oM+ZM0eS1LRpU4WGhhLQXwAMd8cL4/bt2/r111/Vu3dvvffee5L++bDy8vLS559/LgcHBzVu3Fienp7WS1T4+fnJy8tLMTExNq4eeDEljHIJDQ1V3759ZRiGLl++rPfff19ff/21hg8fro4dO2rBggWys7NTu3btlDFjRluXDeA/GIahnTt3asiQIQoICNCSJUs0cuRITZgwQZUqVVJMTIxKliypFStW6OLFi/Lx8ZHFYkk0WgZAUnfu3JG7u7vs7Oy0b98+FStWTFmzZlWWLFk0YcIEzZ49W3Xr1tWoUaMkSZcuXdKkSZNksVj04Ycfyt3d3cZHgNTAz5h4bv37TI2YmBhFRERYr7ccHR0tSRo4cKCqVq2qAQMGaMKECbp3756kf3rfV6xYoUOHDilXrlzPtnggnbBYLFqzZo0++eQTBQUFaf369Ro2bJjGjRuntWvXys7OTiNHjlRAQIAmTpyoqVOnMiMtYHJ//fWX4uPjdfToUTk6OmrlypVq3LixQkJC1KZNG8XGxmr48OFauHChpH8uFWWxWBQfH09ABx7hzJkzatOmjTZv3qxFixapRIkS2rZtmySpatWqmjBhgvLly6dx48ZZJz0eOXKkrly5ojfeeEMSl2B7UfBJiedWwofQyZMn5e/vryxZsqhMmTIaOXKkPvroI3l6eio2Nlb29vbKkyePwsPDtXTpUnXr1k3SPyE/f/78OnjwoPz9/W14JMCLbdWqVWrZsqXatm2rEydOaMCAAWrdurXee+89GYYhe3t7DRs2TE5OTqpbty5fMAAT69Gjhw4cOGDtMZ89e7a2bNmi77//Xu3atZMkXb58WRs3blSmTJkSbcsQd+DRrly5ovDwcHXu3Fn79+/XzJkzVa5cOUlSy5YttXfvXp07d07BwcF66aWXtH37di1YsEDr16+Xn5+fjatHauLTEs+1adOmqWnTpvrtt98kSd26dZOHh4caNmyo27dvy8HBQfHx8bp69armzJmjDRs2WIe6WywWvfHGG3r55ZdtfBTAiysuLk7bt29X7ty5FRUVpUqVKunNN9/UhAkTJEmjR4/W8uXL5eDgoCFDhihv3rw2rhjAw+zfv18bNmzQl19+qVy5cql+/fratm2bXn31VVWrVk2SdPHiRbVp00Y3btxQq1atbFwx8Hx57bXX1LJlS+3cuVMvvfRSouCdJ08eDRkyRLVq1dK6des0bdo03b59W5s2bWIm9xcQs7vjubZz5061adNGfn5+6tKli6pUqaKlS5dq4MCBCg8PV0BAgMLDwxUdHa0DBw5YQzu/5gNpI+EHsIiICGXIkEEODg4aNWqUQkNDdfDgQb3//vsaPXq07OzsFBcXpxYtWsjb21uDBw+Wo6MjveiASYWEhGj37t2ys7PT9OnTrZM6Ll26VM2aNVP+/Pl1//59eXh4KCoqSlu3bpWjo6Pi4uJkb29v4+oB80v4fjpnzhxduXJFv/zyi5ydndW+fXvVqlUrSfvY2FgZhmEd9o4XCyEdz42Hhet9+/apdevWypYtm3r27KmKFStaJ9G4du2aXFxcNHDgQDk4OPBlAUhDCQF92bJlWrhwoZo1a6ZKlSpp3bp1+uKLL3Tv3j39/PPPKlq0qKKiovTVV19p1qxZCgsLU8GCBW1dPoBHGDdunDp06KBcuXJp3bp1yp8/v/U9v3v3bh08eFDHjx9XkSJF9N5778ne3p5J4oDH8OBlhB/0xx9/qFevXsqQIYOCgoJUs2ZNSf+cQhYYGEiH0wuOkI7nzpIlS5QjRw6VLl3aum7v3r1q3bq1PDw81K9fP1WqVCnJdnxZANLeokWL1LRpU3Xv3l0ff/yxChQoIEmaNWuWRo4cqTt37ihfvnyKj4/X7t27tWLFCpUsWdLGVQN4mAcDxNy5c9WoUSMFBwfriy++UJYsWR66HT+KA/8t4f31+++/6/fff9fly5dVt25dlS1bVu7u7vrzzz/Vq1cvubq6qm7durp48aIGDBigs2fPcpm1FxwhHc+V06dP65VXXlGtWrXUo0ePROfgHDx4UAEBAapSpYpatmypevXq2axOID3666+/VKNGDQ0YMEAtWrSQ9M8X9TNnzsjf31+HDx/Wb7/9pn379ql48eKqXbu2NcQDMJ+bN28qMjJSvr6+1nVTpkxRmzZt1Lt3b3Xp0kWZM2eW9PDeQADJS3jPLFq0SM2bN1ft2rV14sQJOTo66o033tCXX34pDw8Pbd++XSEhITp+/LgiIyP1008/qVSpUrYuH2mMbkWYWsIHWMJ/c+fOrUWLFunTTz/VkCFD1LVrV2tQL1q0qIoXL67169frlVdeIaQDz9idO3fk7e2typUr6/79+5o2bZrmzZunU6dOqWDBgpo1a5a6dOli6zIBPIZBgwZp+fLlCg8P15tvvqlOnTqpTJkyatWqlQzDUNu2bWWxWNSxY0dlzZqVgA6kkMVi0datW9WpUycNHz5crVq10qlTp1S0aFFdvnxZ9+7d09dff60yZcpo7Nixio6OlouLi7y9vW1dOp4BTmaAacXHx1v/0b9165aio6MVGRmpwMBAjR07Vps3b9aQIUO0a9cuSVJkZKReffVVzZ8/XwMHDrRl6UC6FBMTo4sXL2rQoEF69dVXtWrVKgUEBGjQoEE6efKk1qxZY+sSATyGvn37asyYMWrZsqWWLl2qDRs2qF+/fvrtt98UHx+v1q1ba/LkyRo4cKAWL15s63KB50rCIOaoqChdvXpV1apVU6tWrRQeHq6qVavqgw8+UL169TRnzhwNHDhQt27dkq+vr3Lnzk1AT0cY7g5TenDY3DfffKOVK1fq3r178vb21vDhw1WgQAGtXbtW7du3l5+fn/Lmzavw8HDduHFD27dvl8Vi4Xw4IA0lvEevXLlifW+6urpq0aJFWrVqlbJly6bmzZsrf/78kqSAgAB9/vnnev/9921cOYBHWbdunT777DONHTtWlSpV0tatW1W1alVly5ZN2bJl09dff61q1arJzs5Ov/76q2rWrMl8L0AK7dy5U9OmTVOvXr109+5d5cmTR7Vr11auXLk0bdo0RUdH66WXXlJkZKQaN26s77//ntEq6Qw96TClhA+iPn36aMiQIXr//fdVs2ZN3bt3T2XKlNGmTZtUtWpVTZs2TQUKFNCpU6fk7e2trVu3WofHE9CBtJEQ0ENDQ1WtWjVVrVpVAQEB6tWrlypWrKjx48dr4MCB1oDep08fnT9/PtFkjwDMKXPmzPrss89UqVIlrV69WnXq1NHEiRN14MABnTx5UsOGDdPChQsVHx+vOnXqyMHBQbGxsbYuG3iu/P7779q4caOuXLmiQoUK6fjx4zp79qx1PpdLly6pePHiatOmjTp16kRAT4foSYdp/HvSmXPnzqlmzZrq06ePPvjgA0n/nPP66aefatmyZTp8+LC8vb0VHR0tJycn63bM4g6knYRLIa5Zs0b16tXTwIED1aJFCw0ePFijR4/WjBkz1LBhQ0nS1KlTtWXLFv3666/M4g48J6Kjo3Xjxg15eHiofv36KleunPr37y/DMFShQgXt2rVLbdu21ahRo2xdKvDcSPiOe//+fbm6ukqSKleuLEnasGGDTp06pWrVqqlFixZq3bq1fvjhB23ZskVz5861Ts6I9IWedJjC+++/ry+++EIP/mZ0584dhYeHK3v27JL+CQfu7u4aOnSo/Pz8NG3aNElK1GNuGAYBHUhls2bN0tixYyVJdnZ2io6O1pw5c9S2bVt16dJF0dHRmj9/vlq2bGkN6JLk4+Mj6Z8vIAR04Png5OQkHx8fxcTE6OrVq/L19bWeQla0aFFt3LhRw4cPt3WZwHPFYrFo5cqVatu2rVatWiXpn39bz58/r8GDByt37tyqVq2aJk+erNdee03jx4/XN998Q0BPx0gzMIUKFSqoW7du8vDwUI8ePWRnZ6eXXnpJRYsW1ezZs1WuXDk5OjrKMAxlzpxZbm5uunnzpqTEIZ3hQEDqunv3rmbOnKm7d+8qQ4YMat68uZycnBQREaFq1arpypUrKlmypGrXrq0xY8ZIkkJDQ5UxY0bVqlVLb731llxcXGx8FABSyjAMxcXF6ZdfftGdO3e0evVqXb16VRMmTJCdnR3zvgApYBiGFi5cqB9//FHLly/XZ599pmbNmqlFixbatWuXTpw4oW+//Vb16tXTrVu39Nprr8nf39/WZcOG6EmHzcXHx6tz584aO3asevfurcGDBysuLk6GYahOnTrat2+fdVhdQgi3WCzKlCmTDasG0gc3NzfNnDlTuXLl0owZMzRp0iRJkqenp4YNG6Zy5cqpXr161oB+9+5dzZ07V9u2bVNcXBwBHXgOGYYhT09PzZs3Tzdu3NAvv/wiBwcH/fnnn7Kzs1N8fDwBHfgPD44OtVgsat26tT766CN9/vnnWrZsmb777juFh4frr7/+UmhoqDJkyKC33npL7733HgEdnJMO23rwl/j79+8rNDRUn3zyifr3768+ffrozp076tGjh7Zs2SIPDw+VL19eGzdu1M2bN7Vnzx6GtgNpyDAMxcbGytHRUX/99Ze6du2qmzdvqmvXripZsqQaNmyoCxcu6OzZs9ZtvvzyS/34449as2aNChQoYMPqATyNhH+f7969K8Mw5ObmJovFwrwvQAqsXbtWJ06cUOvWrRUfH69OnTrp3r17GjFihGbPnq1du3ZpypQpkqQtW7bo9ddft3HFMAtCOmwmYQIqSRo6dKiOHz+uLl26aNOmTWrdurX69eunvn376u7du/r1118VGhqqyMhI5ciRQ6NGjZKDgwPD7YA0lDDRzbx587Rw4UKdOXNGe/fuVY4cOdS9e3d5eHioa9eu8vLyUsGCBRUXF6f169drzZo1nIMOvAASviImjGL79wSvAB4uLi5O3333nb788kt98skn+t///qc33nhDpUuXVr169dSnTx9FREToyy+/1OLFi7V+/Xp+3IYVIR0216NHD02dOlWjRo3S66+/rrx582rSpElq166dNagneDCU82s+kPb+/PNPVa1aVaNHj1b58uVlb2+v1q1bS5IaN26sKlWqaOzYsbpx44by5s2rjz/+WAULFrRx1QAe5o8//pCLi4syZsyo/PnzPzJ4P3jbrVu35Onp+SxLBV4I+/btU7du3XTnzh2VKVNGNWrU0Pjx49W9e3e98cYbkqSbN29yGicSIeHApsLCwjR//nyFhoaqfPny1vVt2rSRYRhq3769HBwc1L17dzk4OCTqNSegA2lv79698vf3V6NGjayXjZk9e7Y++ugjfffdd/Ly8mKmZ+A50b17d02bNk2urq7KkCGDhgwZotq1ayfpMZcSB/RRo0Zp+/btGjdunNzd3W1SO/C8evXVVzVz5kytWrVKw4YN0+TJk+Xt7a3ly5dbQzoBHf/GxHGwqdOnTytDhgwqWrSodV3Cl4W2bdtq5syZ6t27t3788UdblQika66uroqLi9OdO3ckSTExMcqVK5fGjRunixcvqk+fPpoxY4akxJPkADCXPXv2aOHChVqyZInGjx+vatWqqW7dulq8eHGSnvQHA/rEiRP15ZdfqlatWgR04An5+PioSZMm2rZtm9q2bauzZ89q0qRJun37tq1Lg0nRFQmbSPgCcP/+fcXFxSVan/DfhQsX6rXXXtOKFStUtWpVW5UKpGsBAQE6deqURo8era+++kqOjo6SpOjoaJUqVUo5cuSwvj85VxUwpxEjRujKlStq0qSJAgICJEmlS5eWvb29GjRooIULF6p+/foyDCPRzO0TJkxQ9+7dNWPGDL333nu2PATguWcYhhwdHTVs2DC98847KliwoDJmzGjrsmBS9KTDJhK+zL/55ps6evSoRowYYV1vsVh09+5dzZo1S2vWrFG1atXk4OCg2NhYG1YMpE8FChTQpEmT9M033+jLL7/UyZMndfPmTf3yyy/y9/fX+PHj5efnZ+syATzEtWvXtGnTJoWEhOj8+fOS/gkL3t7e+uKLL9SpUyc1bNhQP/30kywWizWgT5o0Sd27d9fUqVMJ6EAqsFgs1s6owMBA5cmTx8YVwcyYOA42N3HiRAUFBenTTz9V7dq15eTkpMGDB+vixYvauXMn554DNmYYhubMmaO2bdsqW7ZssrOz040bN7R69Wq99tprti4PwH84cOCAhgwZop9//llr1qxRxYoVrbdduXJFPXr00N9//61NmzZJkkaPHq3g4GDNmzdP9evXt1XZAJBuEdJhc4ZhaMmSJerYsaPi4uKUKVMm5cyZU0uXLpWjoyOXWQNM4uTJk9q3b5/u37+vcuXKyd/f39YlAXiI8+fP6+bNmypSpIj17y5duigsLEyLFy9OFNRv3rwpDw8P62VRf/rpJ9nb2+vDDz+0Se0AkN4R0mEaV69e1a1btxQfH6/8+fPLzs6Oy6wBAJBCffr00YoVK/T3338rICBA5cuXV8+ePXX69Gn1799fK1eu1OLFixNdVUUSP4oDgElwTjpMw8vLS/nz51fBggVlZ2en+Ph4AjoAACkwePBgTZgwQV999ZXCw8NlGIYmTZqkQ4cOKX/+/OrTp4+qV6+uihUrat++fYm2JaADgDmQgGBaCcPuAADAoxmGoevXr2vVqlUaPXq0atasqbCwMG3evFkjRozQq6++qri4OBUqVEhffvmlChQokOjypwAA82C4OwAAwAvgzp07CgwM1KJFi7Rz5059/PHH+v7779WuXTtFRkbqp59+UtmyZfXKK69Yt+G0MgAwHz6VAQAAXgAJlzBt27attmzZoiFDhuh///ufJOns2bP66aeflClTpkQhnYAOAOZDTzoAAMBz6vjx43JyclJ8fLzy5Mmj5cuXq3nz5ipbtqyWLl2quLg43b9/Xx999JHu37+vVatWce45AJgcIR0AAOA5NGDAAC1ZskR3795VdHS0+vfvr7p162rKlCnq3r27AgMD5eLiolu3bunGjRvasWMHlzYFgOcAIR0AAOA589VXX2nUqFGaM2eOChcurM6dO2vJkiU6duyYfHx8tHv3bk2cOFEeHh7KnTu3OnbsKAcHB85BB4DnAJ/SAAAAz5E7d+5o8+bNmjBhggIDAxUaGqq1a9dqxIgRyp07t2JiYvT666+rXLlyslgs1u3i4uII6ADwHOAaVwAAAM+JCxcuyN7eXtu2bVOhQoUUFhamJk2aaPDgwWrfvr0iIyM1aNAgHTlyxBrQEwZNMsQdAJ4PhHQAAIDnQK9evdS9e3dJUv369TV48GC9++67GjFihNq1aydJunz5sv744w/t3bvXut2DvekAAPMjpAMAAJjc2rVrtWzZMnXs2FGurq4qUqSIVqxYoTp16qhJkyaSpFu3bunTTz9VdHS0GjRoYOOKAQBPionjAAAATGzmzJnasWOHDMPQ6NGjres7duyoVatWKVu2bMqVK5dOnTqle/fuafv27cziDgDPMUI6AACAib333nsKDQ1V+fLltWbNGjk7O1tv+/nnn7V7925FRESoUKFCzOIOAC8AQjoAAIAJ/fTTT4qLi1OTJk0UFBSkuXPnatCgQfrkk0/k5ub20O3oQQeA5xs/sQIAAJjMwYMHNWTIEMXHxytTpkz64YcfdOfOHQ0fPlwZMmTQ+++/L1dXV8XHx8vOLvEUQwR0AHi+EdIBAABMpFu3bgoPD5erq6sOHz6szp07KyYmRtOnT1fTpk0VEhIiOzs71a9fXxkyZLB1uQCAVEZIBwAAMInp06dr8uTJCgsLU968eRUVFaVmzZopJCRE9vb2mjlzppo3b67PPvtMXl5eql69uq1LBgCkMkI6AACASRw7dkyvvPKKSpQoIUmys7PT1KlT1aBBA3Xu3FnSP0F+0KBBqlq1qu0KBQCkGUI6AACAjRmGIYvFImdnZ0VGRio6OlouLi6KiYlRzpw5FRISotq1a2vo0KFycHBQ7969JTFJHAC8iOz+uwkAAADSksVikSTVq1dPu3fv1rfffitJcnR0lCRFR0erZs2acnR01IgRIxQVFSWJSeIA4EVETzoAAIBJFCtWTJMnT1bbtm119+5dffjhh8qcObNGjx6tN954Q/Xr11fRokX1+++/KzAw0NblAgDSANdJBwAAMJmFCxeqffv2cnJykmEY8vb21pYtW3Tp0iW9/fbbWrBggV599VVblwkASAP0pAMAAJhMgwYN9Prrr+vMmTOKiYlR+fLlZWdnp/Hjx8ve3l7e3t62LhEAkEboSQcAADC5gwcP6ttvv9Xy5cu1Zs0a6+zvAIAXDz3pAAAAJhYbG6vo6Gh5e3trw4YNKlq0qK1LAgCkIXrSAQAAngMxMTHW2d4BAC8uQjoAAAAAACbBddIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwCARCwWi0JDQ21dBgAA6RIhHQCAdObixYv67LPPlC9fPjk7O8vPz0916tRRWFiYrUsDACDdc7B1AQAA4Nk5efKkypcvr0yZMun7779XsWLFFBMTo5UrV6pDhw46fPiwrUsEACBdoycdAIB0pH379rJYLNq2bZsaNGigQoUKqWjRogoODtYff/yR7DY9evRQoUKFlCFDBuXLl099+vRRTEyM9fa9e/fqzTffVMaMGeXh4aFSpUppx44dkqRTp06pTp06ypw5s9zc3FS0aFEtX778mRwrAADPI3rSAQBIJ65fv64VK1bo66+/lpubW5LbM2XKlOx2GTNm1PTp05UjRw7t379fbdq0UcaMGdW9e3dJUuPGjVWyZEmNGzdO9vb22rNnjxwdHSVJHTp0UHR0tDZu3Cg3Nzf99ddfcnd3T7NjBADgeUdIBwAgnTh27JgMw1DhwoVTtF3v3r2t/+/v76+uXbtqzpw51pB++vRpdevWzXq/BQsWtLY/ffq0GjRooGLFikmS8uXL97SHAQDAC43h7gAApBOGYTzRdnPnzlX58uXl6+srd3d39e7dW6dPn7beHhwcrNatWyswMFDffPONjh8/br2tY8eOGjRokMqXL69+/fpp3759T30cAAC8yAjpAACkEwULFpTFYknR5HBbt25V48aN9c4772jp0qXavXu3vvzyS0VHR1vb9O/fXwcPHlStWrW0du1aFSlSRIsXL5YktW7dWidOnFCTJk20f/9+lS5dWqNHj071YwMA4EVhMZ70Z3UAAPDcqVmzpvbv368jR44kOS/95s2bypQpkywWixYvXqx69epp6NChGjt2bKLe8datW2vBggW6efNmsvto1KiR7t69qyVLliS5rVevXlq2bBk96gAAPAQ96QAApCNjxoxRXFycypYtq4ULF+ro0aM6dOiQRo0apYCAgCTtCxYsqNOnT2vOnDk6fvy4Ro0aZe0ll6T79+8rKChI69ev16lTp7R582Zt375dL7/8siSpc+fOWrlypcLDw7Vr1y6tW7fOehsAAEiKieMAAEhH8uXLp127dunrr7/W559/rgsXLihbtmwqVaqUxo0bl6R93bp11aVLFwUFBSkqKkq1atVSnz591L9/f0mSvb29rl27pqZNm+rSpUvy8vLSe++9pwEDBkiS4uLi1KFDB509e1YeHh6qUaOGhg8f/iwPGQCA5wrD3QEAAAAAMAmGuwMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASfw/WsWxbUgnXTwAAAAASUVORK5CYII="},"metadata":{}}]}]}