{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "7e653b5a-d07c-4a28-ac0d-8e47f7d30d0b", "metadata": {}, "outputs": [], "source": [ "import os\n", "import glob\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Dense, Dropout\n", "from tensorflow.keras.applications import ResNet50\n", "from tensorflow.keras.applications.resnet50 import preprocess_input\n", "from sklearn.metrics import classification_report" ] }, { "cell_type": "code", "execution_count": 3, "id": "61818d80-cb53-45db-94d6-c6ac7629caf8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['A+', 'A-', 'AB+', 'AB-', 'B+', 'B-', 'O+', 'O-']\n" ] } ], "source": [ "file_path = 'dataset_blood_group'\n", "\n", "# List all classes in the dataset\n", "name_class = os.listdir(file_path)\n", "print(name_class)" ] }, { "cell_type": "code", "execution_count": 4, "id": "42621392-47a0-462d-908a-15fabe2787fd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['dataset_blood_group\\\\O-\\\\cluster_7_964.BMP', 'dataset_blood_group\\\\O-\\\\cluster_7_977.BMP', 'dataset_blood_group\\\\O-\\\\cluster_7_979.BMP', 'dataset_blood_group\\\\O-\\\\cluster_7_985.BMP', 'dataset_blood_group\\\\O-\\\\cluster_7_998.BMP']\n", "['A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 'A+', 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'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-', 'O-']\n" ] } ], "source": [ "# Get file paths for all images in the dataset\n", "filepaths = list(glob.glob(file_path + '/**/*.*'))\n", "\n", "# Example of printing a subset of file paths\n", "print(filepaths[-6:-1])\n", "\n", "# Extract labels from file paths\n", "labels = list(map(lambda x: os.path.split(os.path.split(x)[0])[1], filepaths))\n", "print(labels)" ] }, { "cell_type": "code", "execution_count": 5, "id": "818a3acc-d79a-48cb-9724-5636a7099a2d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Filepath Label\n", "0 dataset_blood_group\\A+\\cluster_0_875.BMP A+\n", "1 dataset_blood_group\\O+\\cluster_6_565.BMP O+\n", "2 dataset_blood_group\\O-\\cluster_7_4929.BMP O-\n", "3 dataset_blood_group\\O-\\cluster_7_2204.BMP O-\n", "4 dataset_blood_group\\AB-\\cluster_5_5399.BMP AB-\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a DataFrame with file paths and labels\n", "filepath = pd.Series(filepaths, name='Filepath').astype(str)\n", "Labels = pd.Series(labels, name='Label')\n", "data = pd.concat([filepath, Labels], axis=1)\n", "data = data.sample(frac=1).reset_index(drop=True)\n", "print(data.head(5))\n", "\n", "# Visualize class distribution\n", "counts = data.Label.value_counts()\n", "sns.barplot(x=counts.index, y=counts)\n", "plt.xlabel('Type')\n", "plt.xticks(rotation=90)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "dd7d9fe0-5853-420a-85a1-e1f95fab0621", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Split data into training and testing sets\n", "train, test = train_test_split(data, test_size=0.20, random_state=42)\n", "\n", "# Visualize some images from the dataset\n", "fig, axes = plt.subplots(nrows=5, ncols=3, figsize=(10, 8), subplot_kw={'xticks': [], 'yticks': []})\n", "for i, ax in enumerate(axes.flat):\n", " ax.imshow(plt.imread(data.Filepath[i]))\n", " ax.set_title(data.Label[i])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c578a41b-332c-4965-97ce-3957bc257a2e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 4800 validated image filenames belonging to 8 classes.\n", "Found 1200 validated image filenames belonging to 8 classes.\n" ] } ], "source": [ "# Set up ImageDataGenerator for training and validation data\n", "train_datagen = ImageDataGenerator(preprocessing_function=preprocess_input)\n", "test_datagen = ImageDataGenerator(preprocessing_function=preprocess_input)\n", "\n", "train_gen = train_datagen.flow_from_dataframe(\n", " dataframe=train,\n", " x_col='Filepath',\n", " y_col='Label',\n", " target_size=(256, 256),\n", " class_mode='categorical',\n", " batch_size=32,\n", " shuffle=True,\n", " seed=42\n", ")\n", "\n", "valid_gen = train_datagen.flow_from_dataframe(\n", " dataframe=test,\n", " x_col='Filepath',\n", " y_col='Label',\n", " target_size=(256, 256),\n", " class_mode='categorical',\n", " batch_size=32,\n", " shuffle=False,\n", " seed=42\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "7ddd36e5-9098-41c5-91c9-faabb1ca35ee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\data_adapters\\py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", " self._warn_if_super_not_called()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m283s\u001b[0m 2s/step - accuracy: 0.4125 - loss: 1.5054 - val_accuracy: 0.6492 - val_loss: 0.8991\n", "Epoch 2/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m270s\u001b[0m 2s/step - accuracy: 0.6753 - loss: 0.8227 - val_accuracy: 0.7217 - val_loss: 0.7284\n", "Epoch 3/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.7544 - loss: 0.6649 - val_accuracy: 0.7450 - val_loss: 0.6539\n", "Epoch 4/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.7871 - loss: 0.5387 - val_accuracy: 0.6317 - val_loss: 0.9700\n", "Epoch 5/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.7957 - loss: 0.5272 - val_accuracy: 0.7667 - val_loss: 0.5778\n", "Epoch 6/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.8383 - loss: 0.4042 - val_accuracy: 0.7708 - val_loss: 0.5702\n", "Epoch 7/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.8392 - loss: 0.3938 - val_accuracy: 0.8017 - val_loss: 0.4984\n", "Epoch 8/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m269s\u001b[0m 2s/step - accuracy: 0.8549 - loss: 0.3510 - val_accuracy: 0.7967 - val_loss: 0.5182\n", "Epoch 9/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m268s\u001b[0m 2s/step - accuracy: 0.8760 - loss: 0.3253 - val_accuracy: 0.7992 - val_loss: 0.4996\n", "Epoch 10/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m270s\u001b[0m 2s/step - accuracy: 0.8957 - loss: 0.2849 - val_accuracy: 0.7483 - val_loss: 0.6633\n", "Epoch 11/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m269s\u001b[0m 2s/step - accuracy: 0.8886 - loss: 0.2858 - val_accuracy: 0.8158 - val_loss: 0.4660\n", "Epoch 12/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m269s\u001b[0m 2s/step - accuracy: 0.9139 - loss: 0.2335 - val_accuracy: 0.7925 - val_loss: 0.5699\n", "Epoch 13/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m511s\u001b[0m 3s/step - accuracy: 0.9192 - loss: 0.2171 - val_accuracy: 0.7933 - val_loss: 0.5554\n", "Epoch 14/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m276s\u001b[0m 2s/step - accuracy: 0.9153 - loss: 0.2107 - val_accuracy: 0.7992 - val_loss: 0.5454\n", "Epoch 15/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m276s\u001b[0m 2s/step - accuracy: 0.9115 - loss: 0.2295 - val_accuracy: 0.8050 - val_loss: 0.5474\n", "Epoch 16/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m275s\u001b[0m 2s/step - accuracy: 0.9324 - loss: 0.1762 - val_accuracy: 0.7775 - val_loss: 0.7103\n", "Epoch 17/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m273s\u001b[0m 2s/step - accuracy: 0.9140 - loss: 0.2098 - val_accuracy: 0.8167 - val_loss: 0.5661\n", "Epoch 18/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m274s\u001b[0m 2s/step - accuracy: 0.9519 - loss: 0.1359 - val_accuracy: 0.8200 - val_loss: 0.5539\n", "Epoch 19/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m274s\u001b[0m 2s/step - accuracy: 0.9489 - loss: 0.1459 - val_accuracy: 0.8175 - val_loss: 0.5658\n", "Epoch 20/20\n", "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m273s\u001b[0m 2s/step - accuracy: 0.9554 - loss: 0.1341 - val_accuracy: 0.8142 - val_loss: 0.5838\n" ] } ], "source": [ "# Define the base pre-trained model\n", "pretrained_model = ResNet50(\n", " input_shape=(256, 256, 3),\n", " include_top=False,\n", " weights='imagenet',\n", " pooling='avg'\n", ")\n", "\n", "pretrained_model.trainable = False\n", "\n", "# Add layers for classification on top of ResNet50\n", "x = Dense(128, activation=\"relu\")(pretrained_model.output)\n", "x = Dense(128, activation=\"relu\")(x)\n", "outputs = Dense(8, activation='softmax')(x)\n", "\n", "model = Model(inputs=pretrained_model.input, outputs=outputs)\n", "\n", "model.compile(\n", " optimizer=\"adam\",\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy']\n", ")\n", "\n", "# Train the model\n", "history = model.fit(\n", " train_gen,\n", " validation_data=valid_gen,\n", " epochs=20,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "a14b941e-1da5-438d-9376-8a605e69ca92", "metadata": {}, "outputs": [ { "data": { "image/png": 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zWblyJQ8//DBgjmqZO3cuffv2xW6388gjj5Rp2G6rVq34/PPPWb9+PQ0aNGDOnDnExMTQvn17ADw9PXnkkUd4+OGHsVqtDBgwgJMnT7J7926mTZuWd5zcjqze3t5cd911lfzTExGpPgkpGcz4YCtbj57GzcXCc9d1YmyvcEdXq1ZRy4iDuLi48Mknn7B161Y6derEfffdx0svvZT3utVq5X//+x+NGzdm5MiRdO7cmeeffz5vpdmhQ4eyfPlyVqxYQbdu3bjkkksKDPt9+eWXCQsLY/Dgwdx00008+OCDZVrV+PHHH6d79+5cfvnlDB06lODgYK699tpCZR544AGeeOIJ2rdvz9ixY4mLiytQZvz48bi5uXHTTTfh6Vn3mhxFpHY4EJvMtfN+Y+vR0/h5uvH+1N4KIlXAYpR3cgwHSEpKwt/fn8TERPz8CvZWTk9P5/DhwzRv3lxfejVIVFQUzZo1Y/PmzXTv3t3R1cmj3xcRKatfD8Rzx9KtJKdnE9HQm4WTetGqcT1HV8uplPT9nZ8u00ilysrKIjo6mlmzZtG3b98aFURERMrqo42RPP7VLmx2g17NGjB/Yk8CfKyOrlatpTAileq3337j4osvpk2bNnz22WeOro6ISLnY7AbPr9zLO+sOA3DdRU14/obOeLiVb+oGKR+FEalUQ4cOLfe0+CIiNUFaZjb3frKdVXtiAbj/sjbcc0krTdhYDRRGRESkzotJTGfae5vZfSIJq5sL/xndlau7hjq6WnWGwoiIiNRpu44nMu29zcQmZdDQx8qCW3rSI6KBo6tVpyiMiIhInbVqTyz/+HgbZ7NstG5cj0WTexEWUPo0CFK5FEZERKTOMQyDhb8e5rnv9mIYMKh1IG/e3B0/z9Inh5TKpzAiIiIOZ7cbxCanE+BjrfKRK1k2O0+u2M1HGyMBuKlPOE9f3RF3V80D6igKIyIi4jAJKRl8uuUYH206StSpswAE1vOgSX1PQut75d2a1PckxN/cDqxnrfAIl8SzWdz90R+sOxCPxQKPjWzPtIHNNWLGwRRGnFizZs2YOXMmM2fOdHRVRETKzDAM/og8zQe/H+W7nTFk2uwAWCxgGBCfkkF8SgY7jiUWub/VzYVQ/4JhpeBjzyIXsIs6lcaUJZv5Oy4Fb6srr427iMs6BFXpuUrZKIyIiEi1SMnI5r/bjvPhhqPsi0nOe75rU39u7hvBqC6hpGfZOH7mLCdybtGJ6fkepxObnE5mtp0jCWkcSSh+JfIG3u6E1vcixN9sVWnk68Hi346QkJpJsJ8n707qSacm/tVx2lIGCiPiEDabDYvFgouLrtGK1Hb7Y5L5cMNRvtx2nJSMbAA83Fy4plsoE/pG0KVp/byyXlZXGvhYiw0KWTY7MYnpZjhJNAPKiXxh5fiZs6RkZHM6LYvTaVnsPpFUYP+OoX4snNSLYH+tTVWT1L5vAsOAzFTH3Mox8+j8+fNp0qQJdru9wPNXX301kyZN4uDBg1xzzTUEBQVRr149evXqxY8//ljhH8ucOXPo3LkzPj4+hIWFceedd5KSklKgzG+//caQIUPw9vamQYMGXH755Zw+fRoAu93OCy+8QKtWrfDw8CA8PJznnnsOgDVr1mCxWDhz5kzesbZv347FYuHIkSMALFmyhPr16/PNN9/QoUMHPDw8OHr0KJs3b+ayyy4jMDAQf39/hgwZwh9//FGgXmfOnGHGjBkEBQXh6elJp06d+Oabb0hNTcXPz6/QtPNff/01Pj4+JCcnIyKOkZFt46vtxxnz9u9c/uovfLDhKCkZ2bQI9OHxqzqw6Z+X8uKNXQsEkbJwd3UhLMCbPi0act1FTbnr4lY8d11nFk/pzQ/3DWbX05fz51PD+X7mIBZP7sWz13bizqEtuaZbKLcPacny2/spiNRAta9lJCsN/u2gWfP+eQKsPmUqOnr0aP7xj3+wevVqhg0bBsDp06f54Ycf+Prrr0lJSWHkyJE8++yzeHp68t577zFq1Cj2799PeHj5l692cXHh9ddfp1mzZhw+fJg777yThx9+mHnz5gFmeBg2bBhTp07l9ddfx83NjdWrV2Oz2QB49NFHeeedd3jllVcYOHAg0dHR7Nu3r1x1SEtLY/bs2bz77rs0bNiQxo0bc/jwYSZNmsTrr78OwMsvv8zIkSM5cOAAvr6+2O12RowYQXJyMh9++CEtW7Zkz549uLq64uPjw7hx41i8eDE33nhj3vvkPvb19S33z0lELkzUqTQ+3hTJss1RJKRmAuDqYmF4hyAm9I2gf8uGVd5Z1M/THb9gd9oFF79KrNQstS+MOImAgACuuOIKPvroo7wwsnz5cgICAhg2bBiurq507do1r/yzzz7Ll19+yYoVK7j77rvL/X75O7k2b96cf/3rX9xxxx15YeTFF1+kZ8+eeY8BOnbsCEBycjKvvfYac+fOZdKkSQC0bNmSgQMHlqsOWVlZzJs3r8B5XXLJJQXKzJ8/nwYNGrB27VquuuoqfvzxRzZt2sTevXtp06YNAC1atMgrP336dPr378+JEycIDQ0lPj6eb775hlWrVpWrbiJScTa7wS9/neSDDUdZvT8ur5E4yM+D8b3DGdcrXK0RUqLaF0bcvc0WCke9dzncfPPNzJgxg3nz5uHh4cHSpUsZN24crq6upKam8vTTT/PNN99w4sQJsrOzOXv2LJGRkRWq2urVq/n3v//Nnj17SEpKIjs7m/T0dFJTU/Hx8WH79u2MHj26yH337t1LRkZGXmiqKKvVSpcuXQo8FxcXxxNPPMHPP/9MbGwsNpuNtLS0vPPcvn07TZs2zQsi5+vduzcdO3bk/fffZ9asWXzwwQeEh4czePDgC6qriJQuPiWDT7dE8dHGSI6dPpv3/MBWgUzoG86w9kGau0PKpPaFEYulzJdKHG3UqFHY7Xa+/fZbevXqxbp165gzZw4ADz30ED/88AP/+c9/aNWqFV5eXtx4441kZmaW+32OHj3KyJEjuf322/nXv/5FQEAAv/76K9OmTSMrKwsALy+vYvcv6TUgrxNq/tV6c497/nHOb56dPHkyJ0+e5NVXXyUiIgIPDw/69euXd56lvTeYrSNz585l1qxZLF68mClTpmjOAJEqYhgGW46e5sMNR1mZb1iun6cbo3uGcXOfcFo0qufgWoqzqX1hxIl4eXlx/fXXs3TpUv7++2/atGlDjx49AFi3bh2TJ0/muuuuAyAlJSWvM2h5bdmyhezsbF5++eW84PDpp58WKNOlSxd++uknnn766UL7t27dGi8vL3766SemT59e6PVGjRoBEB0dTYMG5uJS27dvL1Pd1q1bx7x58xg5ciQAUVFRxMfHF6jXsWPH+Ouvv4ptHZkwYQIPP/wwr7/+Ort37867lCQilSPbZufvkylsPHSKjzdFFjss18tatTOnSu2lMOJgN998M6NGjWL37t1MmDAh7/lWrVrxxRdfMGrUKCwWC48//nihkTdl1bJlS7Kzs3njjTcYNWoUv/32G2+//XaBMo8++iidO3fmzjvv5Pbbb8dqtbJ69WpGjx5NYGAgjzzyCA8//DBWq5UBAwZw8uRJdu/ezbRp02jVqhVhYWE89dRTPPvssxw4cICXX365THVr1aoVH3zwAT179iQpKYmHHnqoQGvIkCFDGDx4MDfccANz5syhVatW7Nu3D4vFwhVXXAFAgwYNuP7663nooYcYPnw4TZs2rdDPSUTMobMHYlPYdTyRXScS2Xk8kb3RSaRnnfv/p7hhuSIVpTDiYJdccgkBAQHs37+fm266Ke/5V155halTp9K/f/+8MJCUlFTCkYrXrVs35syZwwsvvMCjjz7K4MGDmT17NrfccktemTZt2vC///2Pf/7zn/Tu3RsvLy/69OnD+PHjAXj88cdxc3PjiSee4MSJE4SEhHD77bcD4O7uzscff8wdd9xB165d6dWrF88++2yxfVDyW7RoETNmzOCiiy4iPDycf//73zz44IMFynz++ec8+OCDjB8/ntTUVFq1asXzzz9foMy0adP46KOPmDp1aoV+RiLVITYpnWOn02js60mQnydWN8f2p8iy2fkrNpldx83QsfN4Evuik8jILvyHTz0PNzqG+nFZhyBG9wjD31sLyknlsRhGOSbHcJCkpCT8/f1JTEzEz6/gUK309HQOHz5M8+bN8fRUb+26aunSpdx7772cOHECq9VabDn9vkh1i0xI4/vd0azcFcO2yDN5z1ss5hosIf6eBPt5mvf+Xjn35uMgP0883Svn0kdmdsHgset4IntjksksInj4erjRsYkfnZv406mJP52b+NOsoQ8uLuqLJeVT0vd3fmoZEaeWlpbG4cOHmT17NrfddluJQUSkuhyITWblrhi+3xXDnuiCLZqh/p7Ep2SSabNzMjmDk8kZ/EnRa7AABPhYCfbzJLR+bkjxyhdezNv567DkBo+d+YLHvujkvM6m+fl6utEp1J/OTc8Fj4gAbwUPqVYKI7XA0qVLue2224p8LSIigt27d1dzjarPiy++yHPPPcfgwYN59NFHHV0dqaMMw2D3iSRW7orm+10xHDyZmveaq4uFvi0CuKJjMMM7BhPk54lhGJxKzSQ6MZ2YxHSik9KJSTTXYYk+k05MUjrRiWdJz7JzKjWTU6mZhUJNfv5e7nktKadSM9kfU3Tw8PN0ywscuffhCh5SA+gyTS2QnJxMbGxska+5u7sTERFRzTWqufT7IpXFbjdXnv1+Vwzf744pMM+G1dWFga0DuaJTMJe2DyLAp/wtdoZhkHg261xgScwXWBLNsBKdmE5apq3I/f293AuEjs5N/AkLKDy8XqQq6TJNHeLr66upz0WqQbbNzsbDp1i5K5ofdsdyMjkj7zUvd1eGtm3EFZ2CuaRdY3w9L6yDp8Viob63lfreVtqHFP2fuGEYJGdkFwgrvp5mCGnaQMFDnEetCSNO0MAjNYB+T6S8MrJt/Hognu93xbBqbyxn0s5N6Ofr6cal7YO4vGMwQ9o0qvZ5NiwWi7kOi6c7bYL0B4k4L6cPI+7u5l8faWlpZZqtU+q23JldXV01OZMULy0zmzX7T/L9rhh+3heXt+w9mB1Kh3cI4opOwfRvGejw4bkitUGFwsi8efN46aWXiI6OpmPHjrz66qsMGjSo2PJvvvkmc+fO5ciRI4SHh/PYY48VmOPiQri6ulK/fn3i4uIA8Pb2VtOkFMlut3Py5Em8vb1xc3P6HF5nJaZlcTotk2y7ncxsg2y7nSybQbbNvM+y28nOeZxpy9nOKZOV8zjLbier0L52suwGcUnprDsQX2CujWA/T67oFMzlHYPp1awBblpvRaRSlft/5GXLljFz5kzmzZvHgAEDmD9/PiNGjGDPnj1FLm3/1ltv5S0/36tXLzZt2sStt95KgwYNGDVqVKWcRHBwMEBeIBEpjouLC+Hh4QqsTigpPYs5//uL938/gr0arraFB3gzolMwl3cKplvT+hpxIlKFyj2apk+fPnTv3p233nor77n27dtz7bXXMnv27ELl+/fvz4ABA3jppZfynps5cyZbtmzh119/LdN7lrU3rs1mK3KBNpFcVqs1b30ecQ6GYfDltuP8+7t9xKeYHUZ9rK64u7ng5uKC1dWCm6sLbq4W3F1ccHez4ObigrurBXdXF9xcXXB3sZivu7qYz7lYcHfLfd7c1+pqHs/b6sqAVoG0D/FVaBW5QFUymiYzM5OtW7cya9asAs8PHz6c9evXF7lPRkZGoSGUXl5ebNq0iaysrLw+H+fvk5Fxrpd6WadBd3V1VV8AkVpkf0wyj3+1i02HTwHQopEPz1zdiYGtAx1cMxGpTOX6EzE+Ph6bzUZQUFCB54OCgoiJiSlyn8svv5x3332XrVu3mktPb9nCokWLyMrKKrA6a36zZ8/G398/7xYWFlaeaoqIk0vJyObZb/Yw8vV1bDp8Ck93Fx66vC0r7x2kICJSC1WoF9/5TZeGYRTbnPn4448TExND3759MQyDoKAgJk+ezIsvvlhsK8ajjz7K/fffn/c4KSlJgUSkDjAMg6//jOa5b/cQm2S2jl7eMYgnRnWkSX2NlhOprcoVRgIDA3F1dS3UChIXF1eotSSXl5cXixYtYv78+cTGxhISEsKCBQvw9fUlMLDov3A8PDzw8PAoT9VExMn9HZfME1/tZv3BBAAiGnrz1NUdubhtYwfXTESqWrnCiNVqpUePHqxatYrrrrsu7/lVq1ZxzTXXlLivu7s7TZs2BeCTTz7hqquuUkdCESE1I5vXfz7AwnWHybYbeLi5cNfFrZgxuEWlrVgrIjVbuS/T3H///UycOJGePXvSr18/FixYQGRkJLfffjtgXmI5fvw477//PgB//fUXmzZtok+fPpw+fZo5c+awa9cu3nvvvco9ExFxKoZh8P2uGJ75Zg/RiekADGvXmCdHdSS8obeDayci1ancYWTs2LEkJCTwzDPPEB0dTadOnfjuu+/yFmOLjo4mMjIyr7zNZuPll19m//79uLu7c/HFF7N+/XqaNWtWaSchIs7lcHwqT3y1i3UHzE7sTRt48dSojlzaoejLvSJSuzn9qr0i4jzOZtp4c/XfLPjlEJk2O1ZXF24f0oI7L26lSzIitZBW7RWRGsMwDFbtieXpr/dw/MxZAIa0acTTV3ekWaCPg2snIo6mMCIiVSoyIY2nvt7Nz/vM5RpC/T15YlRHLu8YpBlORQRQGBGRKpKeZePttQeZt+Ygmdl23F0t3DqoBXdf0gpvq/7rEZFz9D+CiFS61fvieHLFbiJPpQEwoFVDnr66E60a13NwzUSkJlIYEZELFp+SwY6oM+yIOsOGw6fy1pIJ8vPg8as6cGXnEF2SEZFiKYyISLmczbSx60QiO6LOsD3nduz02QJl3FwsTB3YnH8Ma009D/03IyIl0/8SIlIsm93g4MkUtkeeYfuxM2yPPMP+2GRs9sIzArRqXI+uTevTLcyfwW0aEdFQo2REpGwURkQkT0xiOtujTrM9ymz52Hk8kZSM7ELlGvl60C2sft6tc1N//DzdHVBjEakNFEZE6qiUjGz+PGZeZsm95JK7Um5+3lZXOjfxzwseXcPqE+LvqT4gIlJpFEZE6pilG4/y3vojHIhL4fz5l10s0DbYj25h/nnBo3VjX1xdFDxEpOoojIjUETa7wb++2cOS9UfynmtS36tAi0enJn6aA0REqp3+1xGpA85m2vjHJ9tYtScWgAeHt2FMrzAa+3o6uGYiIgojIrXeyeQMpr+3mR3HErG6ufDKmG5c2SXE0dUSEcmjMCJSi/0dl8KUJZuIOnWWBt7uvHNLT3o2C3B0tUREClAYEamlNh5KYMYHW0k8m0VEQ2+WTOlNc62QKyI1kMKISC301fbjPLT8TzJtdi4Kr8+7t/SkYT0PR1dLRKRICiMitYhhGMxbc5CXftgPwIhOwbwythue7q4OrpmISPEURkRqiWybnce/2sXHm6IAmD6wOf8c2R4XzREiIjWcwohILZCSkc1dS/9g7V8ncbHAk6M6Mql/M0dXS0SkTBRGRJxcbFI6UxZvZk90Ep7uLrwxvjuXdQhydLVERMpMYUTEie2LSWLK4s1EJ6YTWM/Kwkm96BpW39HVEhEpF4URESf164F47vhwK8kZ2bRo5MN7U3oTFuDt6GqJiJSbwoiIE1q+JYpHv9hJtt2gd/MAFkzsQX1vq6OrJSJSIQojIk7EMAxe+fEAr/90AIBruoXy4o1d8HDT0F0RcV4KIyJOIjPbzqwv/uSLP44DcNfFLXngsrYauisiTk9hRMQJJJ7N4o4Pt7L+YAKuLhaevbYT43uHO7paIiKVQmFEpIY7djqNqUs281dsCj5WV968uTtD2zZ2dLVERCqNwohIDbbreCJTlmzmZHIGQX4eLJrci46h/o6ulohIpVIYEamhVu+L466P/iAt00a7YF8WTe5FaH0vR1dLRKTSKYyI1EAfbjjKE1/twm7AwFaBzJvQHT9Pd0dXS0SkSiiMiNQQhmHw+8EE5v9yiLV/nQTgxh5NmX19Z9xdXRxcOxGRqqMwIuJg2TY7K3fFsOCXQ+w8ngiAiwVmXtqGey5phcWiobsiUrspjIg4yNlMG8u3RvHOukNEnToLgKe7C6N7hDF9UHMiGvo4uIYiItVDYUSkmiWkZPD+70d5//cjnE7LAqCBtzu39GvGLf0iaFjPw8E1FBGpXgojItXkaEIq7647zPKtUaRn2QEIC/Di1kEtGN0jDC+rpnQXkbpJYUSkiv157AzzfznEyp3R2A3zuc5N/LltSAuu6BiMmzqnikgdpzAiUgUMw2DtXyeZv/YQvx9KyHt+SJtG3DakBf1aNFTHVBGRHAojIpUoy2bn6x0nWPDLIfbFJAPg5mLh6q6h3Dq4Be1D/BxcQxGRmkdhRKQSpGRk88mmSBb9epgTiekA+FhdGdc7nKkDm9NEM6eKiBRLYUTkAsQlp7PktyN8sOEoyenZAATW82DKgGZM6BOBv7dmTRURKY3CiEgpDMMg02YnI9tOepaNjCw7p1Iz+XhTJF/8cZxMmzkypkWgDzMGt+Dai5rg6a6RMSIiZaUwIrXSkfhUNh85RXq2nYwsW16QMG92MrLN+/QsW16ZvPsC5e2kZ9swjOLfq3t4fW4b0pLL2gfh4qJOqSIi5aUwIrXOz/tiuf3DP8jMtlf6sS0W8HRzxdPdhZ7NArhtcAt6Nguo9PcREalLFEakVlm5M5p/fLKNLJtBhxA/wgK88HR3xdPNFQ93l5xtFzzcXfF0d8XDLec5d5fzyuQ8l1PGI6eM1dVFQ3JFRCqZwojUGv/ddpwHlu/AZjcY1TWUOWO6arVbEREnoDAitcLHmyL555c7MQwY3aMpz9/QBVf13xARcQoKI+L0Fv92mKe/3gPAxL4RPH11R3UkFRFxIgoj4tTmrfmbF7/fD8CMwS14dEQ79ekQEXEyCiPilAzD4JVVf/H6z38D8I9hrbnv0tYKIiIiTkhhRJyOYRj8+7u9vLPuMACPXNGOO4a2dHCtRESkohRGxKnY7QZPrNjFhxsiAXhqVAcmD2ju4FqJiMiFUBgRp2GzGzzy+Z98tvUYFgvMvq4z43qHO7paIiJygRRGxClk2ezct2w73/wZjauLhZdHd+Xai5o4uloiIlIJFEakxsvItnH3R9tYtScWd1cLr4+7iBGdQxxdLRERqSQKI1Kjnc20MeODLaw7EI/VzYX5E3pwcbvGjq6WiNRVhgFpCZB0HJJO5LuPBhdX8AkE78CC97nb7p6Orn2NpTAiNVZKRjbTlmxm4+FTeLm78u6kngxoFejoaolIbWW3Q+rJfAHjxHmh47gZOmwZFTu+tR54NzwvsJz/OBB8Gpr3Vh9zdc46QGFEaqTEs1lMXryJbZFnqOfhxuIpveil1XFFpKIMA5KjiwgYJyAx5z45GuxZZTueT2PwCwW/Jjn3IWaYSYuH1Pic+4Rzj+1ZkJli3s4cLdt7uHmeCyc+jcA3JN/75d6Hgqe/04cWhRGpcU6lZjJx4UZ2n0jC38ud96f2pmtYfUdXS2qKw79Aw9bmf/4iZZF1FpaOhiPrylDYAr7B577o/Zrm284JAL4h4GYt+/sbBmQk5YSUBLP1pajAkv9xdrp5Szpm3kri7mPWy79JwZCSP7h4NajRgUVhRGqUuKR0JizcyF+xKTT0sfLh9D60D/FzdLWkpvhzOXwxHTz84bq3od1IR9dInMF3D5pBxOICvqHnvqz9iwga9YLA1b1y399iMVsvPP2hYRkmaDQMyEw9F05ST5q35OjCl5DOnoasVEg4YN6K4+ZZuEXFr0nBwOLdEFwcs9K5wojUGCfOnOXmdzdyOD6VID8Plk7vS6vG9RxdLakpDAN+fcXczkiET8bDgJlwyePgqv/KpBh/vA/bPjSDyMQvocVQR9eodBYLeNQzbw2alVw2M+1cSEk8XnR/l9yWllOHzFtxRr0GPSZX5pmUmf4FS40QmZDG+Hc2cPzMWZrU9+KjW/sQ0dDH0dWSmuTQaojbbTZJdx0HWxbCb6/CsS1w4yLwDXJ0DaWmObENvn3Q3L7k/5wjiJSX1dtsbSmpxSUr/bz+MkUElpQ4s3XEQRRGxOH+jkvh5nc3EJuUQbOG3iy9tS9N6ns5ulpS06yfa953nwgjXoDmg+Cru+HorzB/ENy4GJoNcGwdpeZIOwWf3mKOfGkzAgbc5+gaOY67JwQ0N2/Fyc50aJ8Sx1wcEsmxNzqJcQt+JzYpg9aN6/Hpbf0URKSw2D1w8Cezqb3vHeZzHa+DGWugUXtIiYX3RsGvr5qXc6Rus9vhy9vgTKR5meO6tx3WF8JpuFkrv69MOejTEYf589gZxi3YQHxKJh1C/PhkRl8a+2lSICnC7zmtIu1HFbyGHtgabv0JuowDwwY/Pgmf3AxnzziillJTrPsPHPif2WlzzAfgVd/RNZJSKIyIQ2w9eoqb39lI4tksuoXV5+Nb+9KwnoejqyU1UXIM/Pmpud3vnsKvW33Mv3yvegVcrbD/W1gwBKJ3VG89pWb4+0dY/W9z+6pXIKSLY+sjZaIwItXuj8jT3LJwE8kZ2fRuHsCH0/vg7+245kGp4TYtMCeMCusLYb2KLmOxQM+pMPUH8A+H00fg3cvMkRRSd5yJhM+nA4Y5KqTbTY6ukZSROrBKtfrz2BkmLdxEaqaNfi0asmhyL7ysro6ultRUmamweaG53f/u0ss36Q63rYUvb4cDP8CKeyByI4x8yRx1IGVnt0H8AYj502xlivkTzkSZX/CDH6p5E2hlZ8Cnk8x5N0IvgitecHSNpBwq1DIyb948mjdvjqenJz169GDdupJntVu6dCldu3bF29ubkJAQpkyZQkJCQoUqLM5r1/FEJry70WwRaRbAwsk9FUSkZNs/gvQz0KA5tC3jBGfeATD+Exj2hNnhdfuHsPAySDhYpVV1alnpcPwP2LoEvrkf3hkG/24C8/rAF7eafXYO/wKnD8Pq52DF3WDLdnStC/p+Fpz4w5xpdMz7WpTOyZS7ZWTZsmXMnDmTefPmMWDAAObPn8+IESPYs2cP4eHhhcr/+uuv3HLLLbzyyiuMGjWK48ePc/vttzN9+nS+/PLLSjkJqfn2xSQxceFGktKz6R5en0VTeuFtdeKGuciNgAGN2pr/+Unls9vOdVztd5e5ImpZubjAoAegSU/4fBrE7oIFQ+HaeWYn2LosPQlidp5r8Yj+E+L3g72IcOHuA8GdILiL2fciPQlWPW5OIpYabw6nrgktTts/hi2LAAtc/y7UL/xdJDWbxTDKNw6uT58+dO/enbfeeivvufbt23Pttdcye/bsQuX/85//8NZbb3Hw4Lm/St544w1efPFFoqKiyvSeSUlJ+Pv7k5iYiJ+fpgZ3Ngdikxm3YAMJqZl0DavPB9N64+fpxH1E1r0MPz1z7nG9YDOUNGpn3jdub257a2G/C7JnBXw6ETzrw/17zI6qFZF0ApZPgagN5uN+d8OlTzl0GGO1SYkzw0b09pzw8afZulEUrwAzcAR3gZCu5i2gReEQuO87+GyKOaNn095w0zLH/q7H7IR3LzXrM/RRGDrLcXWRQsr6/V2uP00zMzPZunUrs2YV/LCHDx/O+vXri9ynf//+PPbYY3z33XeMGDGCuLg4PvvsM6688spi3ycjI4OMjHNLNCclJZWnmlKDHDyZwvh3NpKQmkmnJn68P8XJg8ivr54LIr4h5qyGKTHm7fDagmV9Gp0LKHn37c1lwqvzervdbl5Hz78Yl9UHWg6redf988ttFek1reJBBMx1NyZ/Az8+ZR7z97lwfKv5V31tWWzPMMyVYKPz9e+I/tP8vSyKX1MzeIR0Pdfq4dekbL8P7UbCLV/BR2Pg2CZYdAVM/MJc56W6nT0DyyaaQaTVZTD44eqvg1SKcoWR+Ph4bDYbQUEFp10OCgoiJqboX/r+/fuzdOlSxo4dS3p6OtnZ2Vx99dW88cYbxb7P7Nmzefrpp8tTNamBjsSnctM7G4hPyaB9iB8fTHXyUTPr55rzWIA5tfTghyAjGU7+BSf35dz2m/dnjp5b3Or8lUK9AooIKe3MlULL8mVgy4azp/Kt8pm7Emgxj9MSwLAXPs51881p1WuiqM0QtdEcqtt7xoUfz9UdLn8OwvrAV3dB5O85s7YuguaDL/z41cmWbS6IlnuJJSbnlp5YRGELNGxVMHgEdzGXpL8Q4X3NkUsfXG9e4lk4HCZ8AY3bXdhxy8Nuh//eYbb0+IfD9Qs0sZkTK9dlmhMnTtCkSRPWr19Pv3798p5/7rnn+OCDD9i3b1+hffbs2cOll17Kfffdx+WXX050dDQPPfQQvXr1YuHChUW+T1EtI2FhYbpM40SiTqUxdv7vnEhMp01QPeefR2TD2/D9I+Z2WZqCM1Mh/q9z4ST3/tRhoJh/cp7+58JJQAvzGEUtM372dPHHKImnP3gHml/MJ/eBT2O4Z4v5fE3z6S2w5yvoNgGufbNyj51w0Dx+7C6zg+sl/2dOFV4Tv8iyzpqzz8bkCx6xu82WgPO5uJuXCEO6QEg3M3QEdTQXW6sqZ6Lgw+vN33XP+nDTpxDep+reL791c+Cnp83AOu1/5ggaqXHKepmmXGEkMzMTb29vli9fznXXXZf3/L333sv27dtZu3ZtoX0mTpxIeno6y5cvz3vu119/ZdCgQZw4cYKQkNKbSdVnxLkcP3OWMW//zvEzZ2nZyIdPZvSjka8TB5FN75hLkIPZGnLxYxW/vJF11hwumRdScoLKqUPmDKJlZjE7zvoEmgHDp2HOfeC5+/zb3g3P9ZHIzoS3+kHC39DnDhjxfMXOpaqcOgxvdDdbc+74HYI6VP57ZKaZn+n2pebjNleYE6c5sjPy2TP5OpbmBI+T+4v+vbDWg+DO5y6xBHcxg6ybtdqrTdqpnEs2m8HNC0YvgbZXVO17HloDH1xn/o44cKVZKV2V9BmxWq306NGDVatWFQgjq1at4pprrilyn7S0NNzcCr6Nq6vZIaqcfWfFCUQnnmX8AnP13eaBPnx8a1/nDiJbFp0LIgPvu7AgAuDulfOX63mzQmZnmOEgN5ycPgIevgXDhE+g2Q/FO9D80nSt4GgkNyuMeNH8i3bTAnPhuaCOFT+nyrbhLfNLpuWwqgkiYI4AuXaeebnh2wfhr+9h/mBzSGh1/IWdHJMTOPK1eJw+UnRZ74YF+3YE53YsrSEtOd4BZh+S5VPMuV0+uQmufh0umlA175d4HD6bZv6OdJsA3SdVzftItSr3aJply5YxceJE3n77bfr168eCBQt455132L17NxERETz66KMcP36c9983Zz5csmQJt956K6+//nreZZqZM2fi4uLCxo0by/SeahlxDnFJ6YxdsIHD8amEB3iz7La+hPg78aJ3W9+Dr/9hbve/By77V83u8FleyybA3q8hYgBM/rZmnNvZ0zCnI2SlwsQvoeUlVf+e0TvMyzanj5hN/sOfg6Y9wZZphsS8+wyzVanAfUYZy+UrnxwDqXFF18U/PN+Ilpx7v9Ca8dmUxpYFK/4BOz4yHw970gzwlVn37ExYMtJshQnuDNNWmQFfaqwqaRkBGDt2LAkJCTzzzDNER0fTqVMnvvvuOyIiIgCIjo4mMjIyr/zkyZNJTk5m7ty5PPDAA9SvX59LLrmEF17Q7Hi1ycnkDMa/YwaRJvW9+OjWPs4dRLZ9CF/fa273vbP2BRGAy2fDgR/h6G+w8zPoMtrRNYIti80gEtQJWlxcPe8Z0hVmrDU7Q+7/DlY+VPXvaXGBhq0LBw9nHg7u6m62NtVrDL+9avbnSIk1f88qqxXnf/9nBhFPf3MBPAWRWqPcLSOOoJaRmu1UaibjF2xgf2wyIf6eLJvRj/CGNWAipIra8Yk5nTgG9L4NRrxQ+4JIrl9egp+fNedKuXszeDrw31d2JrzWxRwufe3b0G189b6/YcD6N8w+QobNbCVx88h372Fe4nLzLP61AvceRZfzqm92NL2Q4co13e/z4IdHze1ON5if54X2Z9n5mTmBHcD4ZVXfL0UqRZW1jIjkdyYtk5vf3cj+2GQa+3rw8a19nTuI/Lnc/AsZA3pOq91BBKD/P8wp108dgrUvmMNfHWXX52YQ8Q0xv8Cqm8UCA/5h3uTC9LvT7N/039vNzzUtAcZ+aPaDqoi4veY6QwCDHlQQqYVqSA8ocUaJZ7OYuHATe6OTCKznwccz+tIs0In/2tv1OXw5w+wY12MyjPxP7Q4iYP61PuJFc3vj2xBXeHh+tTCMc5Oc9Z7hmFEhUrm6jDaH+rr7mKNfllwFKSfLf5z0JLN/U1YatBgKF/+zsmsqNYDCiFRIcnoWtyzaxM7jiTT0sfLxrX1o2agK5zOoarv/C5/fagaRiybAla/UnNEKVa31ZdD2SnNtku8eNINBdTu02pz3w90Hek6p/veXqtFqGEz+2hwRFL0dFg3PmWunjAzDnKQu4W9z1tgbFpZvjSJxGnXkf1upTCkZ2UxevJkdUWeo7+3Oh9P70Dqogs2vNcHer81r0YYNut4Eo96oO0Ek1xWzzb4QR9bB7i+q//3X57SKdJ+ohQdrmyY9YOr/zMXrTh0yZ2uN/rNs+/4+F/auMCd0G/OeObxdaqU69j+uXKi0zGymLtnM1qOn8fN048NpfWgf4sSdivd9B8snm60CncfANXPrXhABaBABA+83t3/4P8hIqb73jt0DB38yR5j0vaP63leqT2ArcxhuUCdzWPPikXD4l5L3OfIbrMpZfuGK2eZwa6m16uD/ulJRZzNtTH9vC5sOn8LXw40PpvWhU5MaOJV4Wf31gzm/hD07p8f/W3W7CXjAvdCgGSSfgF9erL73/T1nuvf2o8z3l9rJNximfAcRAyEzGT68AXZ/WXTZ5BhzZWDDBl3GQq/p1VtXqXYKI1Im6Vk2ZnywhfUHE/CxuvLetN50Davv6GpV3N8/mp3i7FnQ4Vq4bkHFZzStLdw94Yqc+X9+f9NcALCqJcfAzk/N7X73VP37iWN5+sOEz6H91eYkccunmEOp87Nlma2VKbHQuANc9Urt70guCiNSuoxsG3d8uJV1B+LxtrqyZGpvuoc78XX9gz/DxzeZ/xm2HwU3vKsgkqvtFdD6crO1aOVDVd+ZddMC83MI6wNhvar2vaRmcPc016/pOQ0wzE7TPz937nftx6fMVZU9/MzhwLV5PhbJozAiJcrMtnPX0m2s3n8ST3cXFk7qRa9mTjxL5KG18PF4c2rutlfCDYvOLSAnphHPm5NzHVpjrpxbVTJTYXPOyt397q6695Gax8UVrnwZhuYM0/3lRXPG452fnRvife08aNjScXWUaqUwIsXKttm595Nt/Lg3Fg83F969pRf9WjZ0dLUq7siv8NFYc/n1NleYf51pPovCAlqY/UcAfnjMDA1VYftHkH4GGjSHdldWzXtIzWWxwNBHci7DuMAf752bYXXAvWarpdQZCiNSpCybnfs+3cHKXTFYXV1YcEtPBrZ24mF1R9fD0jGQfRZaXWauzqogUryB95mLtiUdg1/+U/nHt9vOdVztd1fd7jhc1/Wcav57dM1Z3bvZILjkCcfWSaqdwogUYBgGq/fFMeK1dXy94wTurhbemtCdIW0aObpqFRe5EZaONhdga3GxeR3azcPRtarZrN7mcEow12uJ/7tyj7//Ozh9GDzrQ7ebKvfY4nzaj4IpK2HQAzD6PfXhqoP0iUuefTFJPPftXtYdiAcgwMfKizd0YVj7IAfX7AIc22IOIcxMgeaDYfzHZgc6KV27K6HVpebIo5UPm6MgKmtUQ+4kZ72mqYOimJr2MG9SJymMCHHJ6byy6i+WbY7CboDV1YUpA5tx18Wt8PN04s6dx7fCB9eZcxo0G2Su9Kklx8vOYjHXrZnX15yUbN83lXMdP2ozRG0wV7LtPePCjyciTk9hpA5Lz7Kx8NfDzFv9N6mZNgCu7BLCrCvaERbgxCvvZqbCsc3mhGYZSRDeH8Z/Yl56kPJp2BL63wPrXobvH4WWwy785/j7G+Z95zHmRFgiUucpjNRBdrvB13+e4IWV+ziRmA5A17D6PH5le3o6w7Bdw4C0U2afg1OHz92fOmRup8SeKxvWF27+FDyceBE/Rxv0AOxYBolR8OsrcMljFT/W6SPmWkBgdlwVEUFhpM7ZcuQU//p2LzuizgAQ6u/JIyPaMapLKC4uNWiWQ7sdko4XDhqnDptfaBlJJe/vWR9aDIGr54KHEy/iVxNYfeCKf5stTb+9Bt3Gm8N/K2LDW+bKyC2HQVCHyq2niDgthZE6IjIhjRe+38e3O6MB8LG6cufFrZg2sDme7g4aVpmdAaeP5oSMQwVbOc4cNWfmLIlvKAQ0N+epCGiWc9/CfE4rv1au9lebI5EOrYaVs8zWpvI6exr++MDc7q9JzkTkHIWRWi4pPYs3f/6bxb8dIdNmx8UCY3uFcd9lbWjs68BRJevfgFVPmH8lF8fF3Vx2PC9wtDi33SBCnVGrk8UCI1+Cef3gwA+wfyW0HVG+Y2xdYg6vDupkBhsRkRwKI7VUts3Ox5sieeXHA5xKNVsYBrYK5LEr29M+xM/BtcP8YjLsYK2XEzSa5wsdOff+TTUZVk0S2Nrs5/Hbq7DyEWgxtOyBMDsTNs43t/vdrYXPRKQAhZFaxjAM1uw/yXPf7eXvuBQAWjWux2Mj2zO0bSMsNeFLIDUBEnIm0Zq5E7ydoNOsmAY/BDuXm5fRfnsNhs4q2367PofkaPANgU43VG0dRcTpKIzUIkVNWnbfZW0Y3ysMN9caNNnusc3mfWAbBRFn41EPhj8Ln00xR9Z0HQcNmpW8j2GcW/ys9wxNwy8ihSiM1AJON2lZ1EbzPqy3Y+shFdPxOti6GA7/Ys49Mv7jkssfWgOxu8DdB3pOqZYqiohzURhxYk47aVnUJvO+qcKIU7JYYOR/4K3+5hozf/0P2gwvvnxuq8hFEzTKSUSKpDDipBLPZnHdm79xKN5c3t1pJi2zZcGJP8ztsD6OrYtUXKO20PcOc1TUyofNdX+KWvMndo+5to3FxSwvIlKEGtSRQMpj+ZYoDsWnEljPg9fGdePLO/rX/CACZnN9Vhp4+pt9RsR5DXkE6gWbc8Osf6PoMr+/ad63H2WOkhIRKYLCiBMyDIOlGyMBuO+y1lzTrUnNmj21JFE5nVeb9gIX/fo5NQ9fszMrmGvXnIks+HpyLOzMmRyt3z3VWzcRcSr6NnBC6w8mcDg+lXoeblzTrYmjq1M+eZ1XdYmmVuh8I0QMhOyzZmfW/DYtMGfRDesDYb0cUz8RcQoKI05o6cajAFx7USj1PJys209e51V9OdUKuTOzWlxh3zdm/xAwV07estDc7qep30WkZAojTiYuKZ3/7TZXpb25T4SDa1NOSdGQGGl2ZmzSw9G1kcoS1AH63GZuf/ewuebQ9o/MtWgaNId2Vzq2fiJS4ymMOJllm6PIthv0iGhQM6Z1L49jOa0ijTuAp5PVXUo2dBb4NIZTB2H96+c6rva7S1P6i0ipFEaciM1u8PEms5PghL7hDq5NBeReotFkZ7WPpz8M/5e5/fNz5ggbz/rQ7SaHVktEnIPCiBNZvS+OE4npNPB2Z0SnEEdXp/zywog6r9ZKXcZCeD/AMB/3mgZWH4dWSUScg8KIE/kwp+Pq6J5heLo7WdN3dgZEbze31Xm1dsrfmdXN01yHRkSkDJxsKEbdFXUqjbV/nQRgfO+cSzR2m9kZtCasxFua6B3mME/vQAho4ejaSFUJ7gzT/mf2E/ENdnRtRMRJqGXESXy0KRLDgEGtA2ke6AN//QAvt4NPb3F01com/+J4zhCepOKa9oTQixxdCxFxImoZcQIZ2TY+3RwFwM29m8JP/4J1/zFf3LsCUhPAp6EDa1gG6rwqIiLFUMuIE/hhdywJqZm0801n+NbbzwURNy/z/vAah9WtTAxDnVdFRKRYCiNO4MMNR+lp2cdnlkdwOfILuPvADQvN0QoAB1c7toKlSYyClBhwcVPzvYiIFKIwUsMdiEmic+QHfGJ9lnqZJyGwLcxYba4J0mKoWejQGrP1oabKbRUJ7gLuXo6ti4iI1DgKIzVZeiJZn0zkcfeluFns0OlGuPVnaNTWfD2iP7i4my0Ppw45tq4lyd95VURE5DwKIzVVzC7s84fS4cwaMg1XDvR8Em54FzzqnStj9TnXB+NQDb5Uo86rIiJSAoWRmmj7R/DupbicPsQxI5B7PGfTcuR9RQ+JbTnUvK+p/UYyUyFmp7mtzqsiIlIEhZGaJCsdVtwD/70Dss+y1b0HV2U8x0X9L8XFpZi5OVpcYt4fXge27Oqra1md2AaGDXxDwb+po2sjIiI1kOYZqSlOHTYnMIv5E7AQ0+M+bvytO+6ubozuUcKXeGg3c5Gy9ERzuvWmPaupwmWk/iIiIlIKtYzUBPu+g/lDzCDi3RAmfsErGddh4MKIzsE0rOdR/L4urtB8sLldEy/VqL+IiIiUQmHEkWzZsOpJ+GQ8ZCSaC8jd9guJoYP4asdxACb0jSj9OPmH+NYkmuxMRETKQJdpHCU5Fj6bCkd/NR/3uQMuewbcrHz522HSs+y0DfKlZ0SD0o/V4mLzPmojZKQUHHHjSAkH4ewpcPUw5xgREREpglpGHOHIrzB/kBlErPVg9BIY8Ty4WTEMgw83RgJwc99wLGVZVC6gBdQPB3sWHF1ftXUvj2M5rSKhF4Gb1bF1ERGRGkthpDoZBvz6Krx3NaTEQqP2MGMNdLwur8imw6f4Oy4Fb6sr113UpGzHtVhq5qUadV4VEZEyUBipLmfPwCc3w49PmkNdu4yFW3+CwNYFiuW2ilzTLRRfT/eyHz/3Uk1NmvxMnVdFRKQM1GekOkTvMIftnj4Crla44nnoObXQJGbxKRl8vysagJv7lKHjan7NhwAWiNtj9kfxDaqculdUeiLE7TW3myqMiIhI8dQyUtX+eB/evcwMIv7hMPUHc7XdIvqCfLoliiybQdew+nRq4l++9/FpCCE5nURrwqWaY1sAAxo0c3wwEhGRGk1hpCr98Jg5o6otA1pfDrethSbdiyxqsxt8lHOJZkKf8Iq9X026VHNss3mvVhERESmFwkhVOXUYfn/T3L7kcRj/CXgHFFv8lwMnOXb6LH6eblzVJbRi75m/E6thVOwYlUWdV0VEpIwURqrKloWAAS2HweAHwaXkH/XSDUcBuLFHGF5W14q9Z3g/cPOE5Gg4ub9ix6gMdnvOZRoURkREpFQKI1Uh6yxs+9Dc7n1rqcWPnznLz/viALipopdoANw9Ibyvue3IfiMn90FGErj7QOOOjquHiIg4BYWRqrDrczh72uyw2np4qcU/2RSJ3YB+LRrSqvEFzp5aE/qN5F6iadoDXDVgS0RESqYwUtkMAzYtMLd7TTMXsitBls3OJ5ujAHPG1QvWMieMHPkVbFkXfryKUOdVEREpB4WRynZsizmviKsHXDSx1OKr9sRyMjmDwHoeDO8QfOHvH9TZXPk3M+Vcv43qltd5VYvjiYhI6RRGKtvmd8z7TjeYc3+UYulGs+PquF5hWN0q4eNwccmZAA3HXKpJTYCEv83tpj2r//1FRMTpKIxUppSTsPtLc7v39FKLHzqZwm9/J2CxwLjeYZVXD0euU5N7iSawTYlDmUVERHIpjFSmP94DWyY06WHeSpE7ydklbRvTtIF35dUjt9/IsS3mtOzVKa/zqvqLiIhI2SiMVBZbNmxZbG73Kn04b3qWjeVbjwGV1HE1v/rhENDSXJDvyK+Ve+zS5LaMaH4REREpI4WRyvLX95B0zOw82vG6Uot/+2c0iWezaFLfiyFtGld+fRxxqcaWBce3mtvqvCoiImWkMFJZcjuuXjTRnHysFB/mdFy9qU84ri6FF827YLmXag5WYyfW2F2QlQae/mafERERkTJQGKkMJ/8yWyAsLtBzaqnFd59IZFvkGdxcLIzpWYkdV/NrNsisT8IBSDxWNe9xvqjc+UV6lTr9vYiISK4KfWPMmzeP5s2b4+npSY8ePVi3bl2xZSdPnozFYil069ixFk0Tvvld877NFdAgotTiS3M6rl7eKZhGvh5VUyev+hCas0JwdV2qUedVERGpgHKHkWXLljFz5kwee+wxtm3bxqBBgxgxYgSRkZFFln/ttdeIjo7Ou0VFRREQEMDo0aMvuPI1QkYK7PjY3O5V+nDelIxsvtp2HIAJfUoPLhekui/VHNtk3qvzqoiIlEO5w8icOXOYNm0a06dPp3379rz66quEhYXx1ltvFVne39+f4ODgvNuWLVs4ffo0U6ZMueDK1wh/LjMXhQtoeW5dmBJ8ue04qZk2WjbyoW+LKp6HI38nVru9at8rKRrORJqXhsowrFlERCRXucJIZmYmW7duZfjwgou/DR8+nPXr15fpGAsXLuTSSy8lIqL4VoGMjAySkpIK3Gokw4BNOR1Xe99aaj8JwzBYusHsuHpznwgslirouJpf097g7g1p8RC3u2rfK7dVpHEH8PSr2vcSEZFapVxhJD4+HpvNRlBQUIHng4KCiImJKXX/6OhoVq5cyfTpJV/OmD17Nv7+/nm3sLAq6uR5oY7+Bif3ml/4XceXWvyPyNPsi0nG092FG7o3rfr6uVkhYoC5XdX9RqJ0iUZERCqmQh1Yz/+L3jCMMv2Vv2TJEurXr8+1115bYrlHH32UxMTEvFtUVFRFqln1cltFuowxO4yW4sMNZr+aUV1C8fd2r8KK5VNd/UZyw4g6r4qISDm5ladwYGAgrq6uhVpB4uLiCrWWnM8wDBYtWsTEiROxWq0llvXw8MDDo4pGmVSWpBOw7xtzuwwzrp5KzeTbndEATOhbxR1X88vtx3J0PWSll2kOlHLLzoDo7ea2WkZERKScytUyYrVa6dGjB6tWrSrw/KpVq+jfv3+J+65du5a///6badOmlb+WNdHWJWDPhvD+ENyp1OKfbY0iM9tOpyZ+dGnqX/X1y9W4PdQLguyz5/p1VLboHeaaPN6BENCiat5DRERqrXJfprn//vt59913WbRoEXv37uW+++4jMjKS22+/HTAvsdxyyy2F9lu4cCF9+vShU6fSv7hrvOxMM4xAmVbntduNvEXxJlRHx9X8LJZzo2qq6lJN/v4i1XluIiJSK5TrMg3A2LFjSUhI4JlnniE6OppOnTrx3Xff5Y2OiY6OLjTnSGJiIp9//jmvvfZa5dTa0fZ9DSmxZotDu1GlFv/tYDxHEtLw9XDj6m6h1VDB87S42ByCfGgN8GTlHz93sjNdohERkQoodxgBuPPOO7nzzjuLfG3JkiWFnvP39yctLa0ib1UzbcqZcbXHZHPESimW5nRcvb57E7ytFfqRX5gWQ8z7E9sg7RR4V+L8JoahzqsiInJBtIBIecXsgsj14OIGPUqfuC0mMZ1Ve2MBuLk6O67m5xcKjdoBBhz+pXKPnRgFKTHmzyP0oso9toiI1AkKI+WVuzpvu6vAL6TU4ss2R2GzG/RuFkCbIN8qrlwJ8s/GWplyW0WCu4DVu3KPLSIidYLCSHmcPQN/fmpu9y59OG+2zc7Hm8xLNDf3Da/CipVB7hDfQ5XciVWTnYmIyAVSGCmPHR9DVho0an9uZtMS/LwvjpikdBr6WLmiU3A1VLAEzQaYl1JOH4FThyvvuOq8KiIiF0hhpKzsdtic03G1961lGsK6NGc47+ieYXi4uVZl7Urn4QtNe5nblXWpJjMVYnaa2+q8KiIiFaQwUlaHVkPC3+DhB13Gllo8y2bn94MJANzYoxrWoSmLyr5Uc2IbGDbwDQX/GnKOIiLidBRGyiq3VaTrePCoV2rxgydTyLTZ8fV0o2UjnyquXBnldmI9/AvYbRd+vPyXaDTZmYiIVJDCSFmciYS/vje3e5U+4yrAnhNJALQP9qveGVdL0qSH2bJz9rQ5hfuFitps3qu/iIiIXACFkbLYsggMu9my0KhNmXbZG22GkQ6hflVYsXJydYNmg8ztC+03Yhj5Wkb6XNixRESkTlMYKU1WOmx9z9wuw+q8ufbkhJH2IQ6cW6QoefONXGC/kYSDcPYUuHqYc4yIiIhUkMJIaXZ/aX7p+jWFNleUaRfDMNgbnQxA+5Aa1DIC0DKnE2vkBsi8gCn6c1cADr2oTFPii4iIFEdhpDS5M672nGJe5iiDuOQMTqVm4upiceysq0Vp2Ar8moAtEyJ/r/hxNL+IiIhUEoWRkhzfat5crdB9Upl3y+282iLQB093B88vcj6LpXKG+KrzqoiIVBKFkZLkrs7b8Tqo16jMu53rL1LDLtHkyr1UU9FOrOmJELfH3NZkZyIicoEURoqTmgC7Pje3y9FxFWroSJr8mg8x72N2QsrJ8u9/bAtgQP0I8A2q1KqJiEjdozBSnG0fgC0DQrpC057l2rXGt4zUawRBnc3tw2vLv/+x3Es0GtIrIiIXTmGkKHYbbFlobveeUa7ZRc9m2jgSnwpAh5oaRgBa5LSOVKTfiDqviohIJVIYKcqB/5mzrno1gE43lGvX/bHJ2A0IrOdBI1+PKqpgJcjtN3JwjTmBWVnZ7TmXaVAYERGRSqEwUpRNOcN5L5oA7l7l2jVvGviaNtnZ+cL7m6OEko6ZE5iV1cl9kJEE7j7QuGPV1U9EROoMhZHzJRyEgz8BFug5rdy71/jOq7ms3uf6fJTnUk3uJZom3cs874qIiEhJFEbOtzmnr0jr4RDQvNy753ZerdH9RXLlXaopRxhR51UREalkCiP5ZabCtg/N7d7lG84LYLcb7KvpI2nyy12n5sg6sGWXbR91XhURkUqmMJLfzuWQkQgNmkPLYeXePep0GqmZNqxuLrQI9KmCClaykG7gWd/sA3Lij9LLpyZAwt/mdtNeVVkzERGpQxRGchnGuRlXe00Dl/L/aHI7r7YN8sXN1Ql+tC6u+Yb4rim9fO4lmsA24B1QZdUSEZG6xQm+MatJ1EaI3QluXtDt5godYm+0k4ykyS/3Uk1Z+o3kXqLRFPAiIlKJFEZybVpg3ne+scJ/9e+JTgacpPNqrtxF845tgozkksse0+J4IiJS+RRGAJJjYc8Kc7sCHVdz7XWmzqu5Apqba8zYs+Ho+uLL2bLNFYxBYURERCqVwgjAH++BPcu8/BDStUKHSEzL4viZswC0c6YwAmUb4hu7C7LSwMMfAttWT71ERKROUBixZcOWxeZ27xkVPszeGLNVpGkDL/y93CujZtUn91JNSZ1YozaZ92G9KtS5V0REpDj6Vtn/LSSfAJ9G0OHqCh/m3DTwTtYqAtB8MGCBk3shKbroMuq8KiIiVURhJHcdmu6TwK3iC9vtdaaZV8/nHQCh3czt4lpHjuW2jCiMiIhI5arbYSRurzn7qMUFek65oEPtccbOq/nlDvEtKowkx5irGGOBJj2qsVIiIlIX1O0wsjlnkrN2V4J/0wofJstm50BsCuCkLSNQsN+IYRR8Lbe/SFBH8HTS8xMRkRqrbocRLODqAb0qPpwX4NDJVDJtdnw93GjawKuS6lbNwvqYE76lxMDJfQVf03o0IiJShep2GLnyP3D/3pwOnBW3JzoRgHYhvri4WCqjZtXP3RMi+pnb5w/xzZ3sTJ1XRUSkCtTtMALg0xAsFxYg9ubMvOq0/UVy5V2qyRdGsjPgxDZzWy0jIiJSBRRGKoFTj6TJL7cT65HfIDvT3I7eAbZM8G4IAS0cVjUREam9FEYukGEYzj3HSH5BncA7ELJSz12ayZvsrM8FtyCJiIgURWHkAp1MziAhNRMXC7QNdqLVeovi4lJ4iK86r4qISBVTGLlAufOLtGhUD093VwfXphLkhZHV5hBfdV4VEZEqpjBygZx+srPz5YaR41vNxfGSo8HFDUIvcmi1RESk9lIYuUC5I2mcvvNqrvph0LAVGHZY97L5XHBnsHo7tl4iIlJrKYxcoL15LSNO3l8kv9whvrv/a96H9XFYVUREpPZTGLkA6Vk2Dp108mngi9IyJ4yQMy28Oq+KiEgVUhi5APtjkrEbEFjPSiPfiq/4W+M0GwiWfJ1x1XlVRESqkMLIBcjfedVSm+bg8PQ/tzqvb+gFLSIoIiJSGoWRC7C3to2kya/VMPM+vK8mOxMRkSrl5ugKOLNaMw18UfrfYw7p7TLW0TUREZFaTmGkgux2o/YskFcUqw8MftDRtRARkTpAl2kq6Njps6RkZGN1daFFIx9HV0dERMRpKYxUUG7n1TbB9XB31Y9RRESkovQtWkF5I2mCa+ElGhERkWqkMFJBeZ1XQxVGRERELoTCSAXV6mG9IiIi1UhhpAISz2Zx7PRZQJdpRERELpTCSAXsy2kVaVLfC39vdwfXRkRExLkpjFTAHl2iERERqTQKIxVwbuZVXwfXRERExPkpjFRA7syrGkkjIiJy4RRGyinbZmd/bC2eBl5ERKSaKYyU06H4VDKz7fhYXQlr4O3o6oiIiDg9hZFyyj+/iIuLxcG1ERERcX4KI+W054RG0oiIiFQmhZFy0rBeERGRyqUwUk4aSSMiIlK5FEbKIS45nfiUDFws0DZIc4yIiIhUBoWRcshtFWke6IOX1dXBtREREakdKhRG5s2bR/PmzfH09KRHjx6sW7euxPIZGRk89thjRERE4OHhQcuWLVm0aFGFKuxI6rwqIiJS+dzKu8OyZcuYOXMm8+bNY8CAAcyfP58RI0awZ88ewsPDi9xnzJgxxMbGsnDhQlq1akVcXBzZ2dkXXPnqtledV0VERCpducPInDlzmDZtGtOnTwfg1Vdf5YcffuCtt95i9uzZhcp///33rF27lkOHDhEQEABAs2bNLqzWDpK3Jo06r4qIiFSacl2myczMZOvWrQwfPrzA88OHD2f9+vVF7rNixQp69uzJiy++SJMmTWjTpg0PPvggZ8+eLfZ9MjIySEpKKnBztPQsGwdPpgDQQS0jIiIilaZcLSPx8fHYbDaCgoIKPB8UFERMTEyR+xw6dIhff/0VT09PvvzyS+Lj47nzzjs5depUsf1GZs+ezdNPP12eqlW5v2KTsRsQ4GOlsa+Ho6sjIiJSa1SoA6vFUnAadMMwCj2Xy263Y7FYWLp0Kb1792bkyJHMmTOHJUuWFNs68uijj5KYmJh3i4qKqkg1K1XeJZoQv2LPVURERMqvXC0jgYGBuLq6FmoFiYuLK9RakiskJIQmTZrg7++f91z79u0xDINjx47RunXrQvt4eHjg4VGzWh/OjaTR/CIiIiKVqVwtI1arlR49erBq1aoCz69atYr+/fsXuc+AAQM4ceIEKSkpec/99ddfuLi40LRp0wpU2TFy5xjRSBoREZHKVe7LNPfffz/vvvsuixYtYu/evdx3331ERkZy++23A+YllltuuSWv/E033UTDhg2ZMmUKe/bs4ZdffuGhhx5i6tSpeHl5Vd6ZVCHDMDSSRkREpIqUe2jv2LFjSUhI4JlnniE6OppOnTrx3XffERERAUB0dDSRkZF55evVq8eqVau455576NmzJw0bNmTMmDE8++yzlXcWVezY6bMkZ2RjdXWhZaN6jq6OiIhIrWIxDMNwdCVKk5SUhL+/P4mJifj5VX/LxA+7Y7jtg610DPXj238Mqvb3FxERcUZl/f7W2jRloJlXRUREqo7CSBloTRoREZGqozBSBntjzs0xIiIiIpVLYaQUSelZRJ0yJ2dTGBEREal8CiOl2Jczv0iovyf+3u4Oro2IiEjtozBSCs0vIiIiUrUURkqhzqsiIiJVS2GkFLmdVxVGREREqobCSAmybXb2x5h9RtR5VUREpGoojJTgcHwqGdl2fKyuhAd4O7o6IiIitZLCSAn25HRebRfih4uLxcG1ERERqZ0URkqwN2dYb/sQXwfXREREpPZSGCnBHq1JIyIiUuUURkqQN8eIwoiIiEiVURgpxsnkDE4mZ2CxQNtgXaYRERGpKgojxchtFWne0Advq5uDayMiIlJ7KYwUIzeMtNc08CIiIlVKYaQYe9RfREREpFoojBQjr2VEw3pFRESqlMJIEdKzbBw8mQpAhxB/B9dGRESkdlMYKcKB2BRsdoMG3u4E+Xk4ujoiIiK1msJIEfbmm+zMYtE08CIiIlVJYaQI6rwqIiJSfRRGiqBp4EVERKqPwsh5DMM4Nw285hgRERGpcgoj5zl2+izJ6dm4u1po2aieo6sjIiJS6ymMnCe3VaRVY1+sbvrxiIiIVDV9255nb3QyoM6rIiIi1UVh5Dx7ohMBzbwqIiJSXRRGzqOWERERkeqlMJJPcnoWkafSAA3rFRERqS4KI/nsizFbRUL8PWngY3VwbUREROoGhZF89mqyMxERkWqnMJLPXk0DLyIiUu0URvLZc0ItIyIiItVNYSSHzW6wPzZnJI2mgRcREak2CiM5Dsenkp5lx9vqSkSAt6OrIyIiUmcojOTIXam3bbAvLi4WB9dGRESk7lAYyaHOqyIiIo6hMJJDnVdFREQcQ2Ekh+YYERERcQyFESA+JYO45AwsFmgXrAXyREREqpPCCOdaRZo19MHHw83BtREREalbFEbIf4lGrSIiIiLVTWEE2BudM9mZ+ouIiIhUO4URNJJGRETEkep8GMnItnHwZAqgaeBFREQcoc6HkQOxKWTbDep7uxPs5+no6oiIiNQ5dT6M5E4D3z7YD4tF08CLiIhUtzofRvKmgdclGhEREYeo82FEnVdFREQcq06HEcMwNMeIiIiIg9XpMHIiMZ2k9GzcXS20bqwwIiIi4gh1OozkXqJp2ageVrc6/aMQERFxmDr9DZzXeVX9RURERBxGYQSNpBEREXGkOr1E7bUXNSG0vhd9WzR0dFVERETqrDodRi7vGMzlHYMdXQ0REZE6rU5fphERERHHUxgRERERh1IYEREREYdSGBERERGHUhgRERERh1IYEREREYdSGBERERGHUhgRERERh1IYEREREYdSGBERERGHqlAYmTdvHs2bN8fT05MePXqwbt26YsuuWbMGi8VS6LZv374KV1pERERqj3KHkWXLljFz5kwee+wxtm3bxqBBgxgxYgSRkZEl7rd//36io6Pzbq1bt65wpUVERKT2sBiGYZRnhz59+tC9e3feeuutvOfat2/Ptddey+zZswuVX7NmDRdffDGnT5+mfv36ZXqPjIwMMjIy8h4nJSURFhZGYmIifn5+5amuiIiIOEhSUhL+/v6lfn+Xa9XezMxMtm7dyqxZswo8P3z4cNavX1/ivhdddBHp6el06NCB//u//+Piiy8utuzs2bN5+umnCz2flJRUnuqKiIiIA+V+b5fW7lGuMBIfH4/NZiMoKKjA80FBQcTExBS5T0hICAsWLKBHjx5kZGTwwQcfMGzYMNasWcPgwYOL3OfRRx/l/vvvz3t8/PhxOnToQFhYWHmqKyIiIjVAcnIy/v7+xb5erjCSy2KxFHhsGEah53K1bduWtm3b5j3u168fUVFR/Oc//yk2jHh4eODh4ZH3uF69ekRFReHr61vs+1RE7uWfqKioOnH5py6dr8619qpL56tzrb3qyvkahkFycjKhoaEllitXGAkMDMTV1bVQK0hcXFyh1pKS9O3blw8//LDM5V1cXGjatGmZy5eXn59frf5lOF9dOl+da+1Vl85X51p71YXzLalFJFe5RtNYrVZ69OjBqlWrCjy/atUq+vfvX+bjbNu2jZCQkPK8tYiIiNRS5b5Mc//99zNx4kR69uxJv379WLBgAZGRkdx+++2A2d/j+PHjvP/++wC8+uqrNGvWjI4dO5KZmcmHH37I559/zueff165ZyIiIiJOqdxhZOzYsSQkJPDMM88QHR1Np06d+O6774iIiAAgOjq6wJwjmZmZPPjggxw/fhwvLy86duzIt99+y8iRIyvvLCrIw8ODJ598skD/lNqsLp2vzrX2qkvnq3Otvera+Zam3POMiIiIiFQmrU0jIiIiDqUwIiIiIg6lMCIiIiIOpTAiIiIiDqUwIiIiIg5V68PIvHnzaN68OZ6envTo0YN169aVWH7t2rX06NEDT09PWrRowdtvv11NNb0ws2fPplevXvj6+tK4cWOuvfZa9u/fX+I+a9aswWKxFLrt27evmmpdMU899VShOgcHB5e4j7N+rs2aNSvyM7rrrruKLO9sn+kvv/zCqFGjCA0NxWKx8N///rfA64Zh8NRTTxEaGoqXlxdDhw5l9+7dpR73888/p0OHDnh4eNChQwe+/PLLKjqDsivpXLOysnjkkUfo3LkzPj4+hIaGcsstt3DixIkSj7lkyZIiP+/09PQqPpuSlfa5Tp48uVCd+/btW+pxa+LnCqWfb1GfkcVi4aWXXir2mDX1s60qtTqMLFu2jJkzZ/LYY4+xbds2Bg0axIgRIwrMg5Lf4cOHGTlyJIMGDWLbtm3885//5B//+IdTTNC2du1a7rrrLjZs2MCqVavIzs5m+PDhpKamlrrv/v37iY6Ozru1bt26Gmp8YTp27Figzjt37iy2rDN/rps3by5wnrmzH48ePbrE/ZzlM01NTaVr167MnTu3yNdffPFF5syZw9y5c9m8eTPBwcFcdtllJCcnF3vM33//nbFjxzJx4kR27NjBxIkTGTNmDBs3bqyq0yiTks41LS2NP/74g8cff5w//viDL774gr/++ourr7661OP6+fkV+Kyjo6Px9PSsilMos9I+V4ArrriiQJ2/++67Eo9ZUz9XKP18z/98Fi1ahMVi4YYbbijxuDXxs60yRi3Wu3dv4/bbby/wXLt27YxZs2YVWf7hhx822rVrV+C52267zejbt2+V1bGqxMXFGYCxdu3aYsusXr3aAIzTp09XX8UqwZNPPml07dq1zOVr0+d67733Gi1btjTsdnuRrzvrZ2oYhgEYX375Zd5ju91uBAcHG88//3zec+np6Ya/v7/x9ttvF3ucMWPGGFdccUWB5y6//HJj3LhxlV7nijr/XIuyadMmAzCOHj1abJnFixcb/v7+lVu5SlbUuU6aNMm45pprynUcZ/hcDaNsn+0111xjXHLJJSWWcYbPtjLV2paRzMxMtm7dyvDhwws8P3z4cNavX1/kPr///nuh8pdffjlbtmwhKyuryupaFRITEwEICAgotexFF11ESEgIw4YNY/Xq1VVdtUpx4MABQkNDad68OePGjePQoUPFlq0tn2vucgpTp04tdfVqZ/xMz3f48GFiYmIKfHYeHh4MGTKk2H/DUPznXdI+NVFiYiIWi4X69euXWC4lJYWIiAiaNm3KVVddxbZt26qnghdozZo1NG7cmDZt2nDrrbcSFxdXYvna8rnGxsby7bffMm3atFLLOutnWxG1NozEx8djs9kKrSYcFBRUaNXhXDExMUWWz87OJj4+vsrqWtkMw+D+++9n4MCBdOrUqdhyISEhLFiwgM8//5wvvviCtm3bMmzYMH755ZdqrG359enTh/fff58ffviBd955h5iYGPr3709CQkKR5WvL5/rf//6XM2fOMHny5GLLOOtnWpTcf6fl+Tecu19596lp0tPTmTVrFjfddFOJK7q2a9eOJUuWsGLFCj7++GM8PT0ZMGAABw4cqMbalt+IESNYunQpP//8My+//DKbN2/mkksuISMjo9h9asPnCvDee+/h6+vL9ddfX2I5Z/1sK6rca9M4m/P/gjQMo8S/KosqX9TzNdndd9/Nn3/+ya+//lpiubZt29K2bdu8x/369SMqKor//Oc/DB48uKqrWWEjRozI2+7cuTP9+vWjZcuWvPfee9x///1F7lMbPteFCxcyYsQIQkNDiy3jrJ9pScr7b7ii+9QUWVlZjBs3Drvdzrx580os27dv3wIdPwcMGED37t154403eP3116u6qhU2duzYvO1OnTrRs2dPIiIi+Pbbb0v8knbmzzXXokWLuPnmm0vt++Gsn21F1dqWkcDAQFxdXQul5ri4uELpOldwcHCR5d3c3GjYsGGV1bUy3XPPPaxYsYLVq1fTtGnTcu/ft29fp0vePj4+dO7cudh614bP9ejRo/z4449Mnz693Ps642cK5I2QKs+/4dz9yrtPTZGVlcWYMWM4fPgwq1atKrFVpCguLi706tXL6T7vkJAQIiIiSqy3M3+uudatW8f+/fsr9O/YWT/bsqq1YcRqtdKjR4+80Qe5Vq1aRf/+/Yvcp1+/foXK/+9//6Nnz564u7tXWV0rg2EY3H333XzxxRf8/PPPNG/evELH2bZtGyEhIZVcu6qVkZHB3r17i623M3+uuRYvXkzjxo258sory72vM36mAM2bNyc4OLjAZ5eZmcnatWuL/TcMxX/eJe1TE+QGkQMHDvDjjz9WKCgbhsH27dud7vNOSEggKiqqxHo76+ea38KFC+nRowddu3Yt977O+tmWmaN6zlaHTz75xHB3dzcWLlxo7Nmzx5g5c6bh4+NjHDlyxDAMw5g1a5YxceLEvPKHDh0yvL29jfvuu8/Ys2ePsXDhQsPd3d347LPPHHUKZXbHHXcY/v7+xpo1a4zo6Oi8W1paWl6Z88/3lVdeMb788kvjr7/+Mnbt2mXMmjXLAIzPP//cEadQZg888ICxZs0a49ChQ8aGDRuMq666yvD19a2Vn6thGIbNZjPCw8ONRx55pNBrzv6ZJicnG9u2bTO2bdtmAMacOXOMbdu25Y0gef755w1/f3/jiy++MHbu3GmMHz/eCAkJMZKSkvKOMXHixAIj5H777TfD1dXVeP755429e/cazz//vOHm5mZs2LCh2s8vv5LONSsry7j66quNpk2bGtu3by/wbzgjIyPvGOef61NPPWV8//33xsGDB41t27YZU6ZMMdzc3IyNGzc64hTzlHSuycnJxgMPPGCsX7/eOHz4sLF69WqjX79+RpMmTZzyczWM0n+PDcMwEhMTDW9vb+Ott94q8hjO8tlWlVodRgzDMN58800jIiLCsFqtRvfu3QsMdZ00aZIxZMiQAuXXrFljXHTRRYbVajWaNWtW7C9OTQMUeVu8eHFemfPP94UXXjBatmxpeHp6Gg0aNDAGDhxofPvtt9Vf+XIaO3asERISYri7uxuhoaHG9ddfb+zevTvv9dr0uRqGYfzwww8GYOzfv7/Qa87+meYORT7/NmnSJMMwzOG9Tz75pBEcHGx4eHgYgwcPNnbu3FngGEOGDMkrn2v58uVG27ZtDXd3d6Ndu3Y1IoyVdK6HDx8u9t/w6tWr845x/rnOnDnTCA8PN6xWq9GoUSNj+PDhxvr166v/5M5T0rmmpaUZw4cPNxo1amS4u7sb4eHhxqRJk4zIyMgCx3CWz9UwSv89NgzDmD9/vuHl5WWcOXOmyGM4y2dbVSyGkdOTT0RERMQBam2fEREREXEOCiMiIiLiUAojIiIi4lAKIyIiIuJQCiMiIiLiUAojIiIi4lAKIyIiIuJQCiMiIiLiUAojIiIi4lAKIyIiIuJQCiMiIiLiUP8PETzJmhyj57gAAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Test Loss: 0.58375\n", "Test Accuracy: 81.42%\n", "\u001b[1m38/38\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 1s/step\n", " precision recall f1-score support\n", "\n", " A+ 0.87 0.90 0.89 114\n", " A- 0.78 0.85 0.81 194\n", " AB+ 0.84 0.71 0.77 130\n", " AB- 0.73 0.88 0.80 165\n", " B+ 0.85 0.86 0.86 129\n", " B- 0.91 0.89 0.90 142\n", " O+ 0.81 0.76 0.79 178\n", " O- 0.79 0.66 0.72 148\n", "\n", " accuracy 0.81 1200\n", " macro avg 0.82 0.82 0.82 1200\n", "weighted avg 0.82 0.81 0.81 1200\n", "\n" ] } ], "source": [ "# Plot training history: accuracy\n", "pd.DataFrame(history.history)[['accuracy', 'val_accuracy']].plot()\n", "plt.title(\"Accuracy\")\n", "plt.show()\n", "\n", "# Plot training history: loss\n", "pd.DataFrame(history.history)[['loss', 'val_loss']].plot()\n", "plt.title(\"Loss\")\n", "plt.show()\n", "\n", "# Evaluate the model on test data\n", "results = model.evaluate(valid_gen, verbose=0)\n", "print(f\"Test Loss: {results[0]:.5f}\")\n", "print(f\"Test Accuracy: {results[1]*100:.2f}%\")\n", "\n", "# Predict labels for test data\n", "pred = model.predict(valid_gen)\n", "pred = np.argmax(pred, axis=1)\n", "\n", "# Map predicted labels\n", "labels = train_gen.class_indices\n", "labels = dict((v, k) for k, v in labels.items())\n", "pred = [labels[k] for k in pred]\n", "\n", "# Compare predicted labels with true labels and print classification report\n", "y_test = list(test.Label)\n", "print(classification_report(y_test, pred))" ] }, { "cell_type": "code", "execution_count": 18, "id": "86b56549-fd5e-45e3-96be-05711fe1f0c4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" ] } ], "source": [ "model.save(\"model_blood_group_detection.h5\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "996bc5e2-fb1b-4cd8-9dc7-070fe2458fce", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'A+': 0, 'A-': 1, 'AB+': 2, 'AB-': 3, 'B+': 4, 'B-': 5, 'O+': 6, 'O-': 7}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_gen.class_indices" ] }, { "cell_type": "code", "execution_count": 6, "id": "51f69a1f-87eb-4faf-bf34-469b50402dae", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2s/step\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tensorflow.keras.models import load_model\n", "from tensorflow.keras.preprocessing import image\n", "from tensorflow.keras.applications.imagenet_utils import preprocess_input\n", "\n", "# Load the pre-trained model\n", "model = load_model('model_blood_group_detection_resnet.h5')\n", "\n", "# Define the class labels\n", "labels = {'A+': 0, 'A-': 1, 'AB+': 2, 'AB-': 3, 'B+': 4, 'B-': 5, 'O+': 6, 'O-': 7}\n", "labels = dict((v, k) for k, v in labels.items())\n", "\n", "# Example of loading a single image and making a prediction\n", "img_path = 'dataset_blood_group/A+/cluster_0_1001.BMP'\n", "\n", "img = image.load_img(img_path, target_size=(256, 256)) # Load the image\n", "x = image.img_to_array(img) # Convert image to array\n", "x = np.expand_dims(x, axis=0) # Expand dimensions to match the model input\n", "x = preprocess_input(x) # Preprocess the image\n", "\n", "result = model.predict(x) # Predict using the model\n", "predicted_class = np.argmax(result) # Get the predicted class index\n", "\n", "# Map the predicted class to the label\n", "predicted_label = labels[predicted_class]\n", "confidence = result[0][predicted_class] * 100 # Confidence level\n", "\n", "# Display the image\n", "plt.imshow(image.array_to_img(image.img_to_array(img) / 255.0))\n", "plt.axis('off') # Hide axes\n", "\n", "# Display the prediction and confidence below the image\n", "plt.title(f\"Prediction: {predicted_label} with confidence {confidence:.2f}%\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "fad805ef-39c3-459a-a80b-88eb1dbb26e8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }