diff --git a/labworks/LW3/IS3.ipynb b/labworks/LW3/IS3.ipynb new file mode 100644 index 0000000..5f7d46c --- /dev/null +++ b/labworks/LW3/IS3.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOhMo5QOX+lJneEpOm4/VNU"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hdlWBrGZ-uPv","executionInfo":{"status":"ok","timestamp":1764527905786,"user_tz":-180,"elapsed":1262,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"2656d17c-bc1d-46e2-e8c6-55b40f05f84f"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive') # Смонтировать Диск\n","\n","import os\n","os.chdir('/content/drive/MyDrive/Colab Notebooks/IS_LR3') # Правильный путь"]},{"cell_type":"code","source":["from tensorflow import keras\n","from tensorflow.keras import layers\n","from tensorflow.keras.models import Sequential\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from sklearn.metrics import classification_report, confusion_matrix\n","from sklearn.metrics import ConfusionMatrixDisplay"],"metadata":{"id":"ltIGB7L-EKOR","executionInfo":{"status":"ok","timestamp":1764528023483,"user_tz":-180,"elapsed":13271,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["from keras.datasets import mnist\n","(X_train, y_train), (X_test, y_test) = mnist.load_data()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dRVHyMwfEZGi","executionInfo":{"status":"ok","timestamp":1764528071569,"user_tz":-180,"elapsed":617,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"6d70f57b-ae07-4d85-ccc1-490cfc4cff16"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n","\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]}]},{"cell_type":"code","source":["# создание своего разбиения датасета\n","from sklearn.model_selection import train_test_split\n","\n","# объединяем в один набор\n","X = np.concatenate((X_train, X_test))\n","y = np.concatenate((y_train, y_test))\n","\n","# разбиваем по вариантам\n","X_train, X_test, y_train, y_test = train_test_split(X, y,\n"," test_size = 10000,\n"," train_size = 60000,\n"," random_state = 123)\n","\n","\n","# вывод размерностей\n","print('Shape of X train:', X_train.shape)\n","print('Shape of y train:', y_train.shape)\n","\n","print('Shape of X test:', X_test.shape)\n","print('Shape of y test:', y_test.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4pAAxPoaEod7","executionInfo":{"status":"ok","timestamp":1764528138853,"user_tz":-180,"elapsed":208,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"4b88a19a-0803-4c26-e053-29a011bdca46"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Shape of X train: (60000, 28, 28)\n","Shape of y train: (60000,)\n","Shape of X test: (10000, 28, 28)\n","Shape of y test: (10000,)\n"]}]},{"cell_type":"code","source":["# Зададим параметры данных и модели\n","num_classes = 10\n","input_shape = (28, 28, 1)\n","\n","# Приведение входных данных к диапазону [0, 1]\n","X_train = X_train / 255\n","X_test = X_test / 255\n","\n","# Расширяем размерность входных данных, чтобы каждое изображение имело\n","# размерность (высота, ширина, количество каналов)\n","X_train = np.expand_dims(X_train, -1)\n","X_test = np.expand_dims(X_test, -1)\n","print('Shape of transformed X train:', X_train.shape)\n","print('Shape of transformed X test:', X_test.shape)\n","\n","# переведем метки в one-hot\n","y_train = keras.utils.to_categorical(y_train, num_classes)\n","y_test = keras.utils.to_categorical(y_test, num_classes)\n","print('Shape of transformed y train:', y_train.shape)\n","print('Shape of transformed y test:', y_test.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pG3dlINQE-Wz","executionInfo":{"status":"ok","timestamp":1764528248939,"user_tz":-180,"elapsed":203,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"fe9444af-a1ca-45b9-a9fb-3ba2d1a14c93"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["Shape of transformed X train: (60000, 28, 28, 1)\n","Shape of transformed X test: (10000, 28, 28, 1)\n","Shape of transformed y train: (60000, 10)\n","Shape of transformed y test: (10000, 10)\n"]}]},{"cell_type":"code","source":["# создаем модель\n","model = Sequential()\n","model.add(layers.Conv2D(32, kernel_size=(3, 3), activation=\"relu\", input_shape=input_shape))\n","model.add(layers.MaxPooling2D(pool_size=(2, 2)))\n","model.add(layers.Conv2D(64, kernel_size=(3, 3), activation=\"relu\"))\n","model.add(layers.MaxPooling2D(pool_size=(2, 2)))\n","model.add(layers.Dropout(0.5))\n","model.add(layers.Flatten())\n","model.add(layers.Dense(num_classes, activation=\"softmax\"))\n","\n","model.summary()\n","# компилируем и обучаем модель\n","batch_size = 512\n","epochs = 15\n","model.compile(loss=\"categorical_crossentropy\", optimizer=\"adam\", metrics=[\"accuracy\"])\n","model.fit(X_train, y_train, batch_size=batch_size, epochs=epochs, validation_split=0.1)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":958},"id":"IA24rYjpFjq_","executionInfo":{"status":"ok","timestamp":1764529276625,"user_tz":-180,"elapsed":886846,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"d4931509-5577-4885-c587-42606ece7464"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.12/dist-packages/keras/src/layers/convolutional/base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]},{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"],"text/html":["
Model: \"sequential\"\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 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m320\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m11\u001b[0m, \u001b[38;5;34m11\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1600\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m16,010\u001b[0m │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n","│ conv2d (Conv2D)                 │ (None, 26, 26, 32)     │           320 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d (MaxPooling2D)    │ (None, 13, 13, 32)     │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_1 (Conv2D)               │ (None, 11, 11, 64)     │        18,496 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_1 (MaxPooling2D)  │ (None, 5, 5, 64)       │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout (Dropout)               │ (None, 5, 5, 64)       │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten (Flatten)               │ (None, 1600)           │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense (Dense)                   │ (None, 10)             │        16,010 │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m34,826\u001b[0m (136.04 KB)\n"],"text/html":["
 Total params: 34,826 (136.04 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m34,826\u001b[0m (136.04 KB)\n"],"text/html":["
 Trainable params: 34,826 (136.04 KB)\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":{}},{"output_type":"stream","name":"stdout","text":["Epoch 1/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m47s\u001b[0m 427ms/step - accuracy: 0.1470 - loss: 2.2933 - val_accuracy: 0.6295 - val_loss: 2.0603\n","Epoch 2/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 418ms/step - accuracy: 0.6329 - loss: 1.6934 - val_accuracy: 0.7963 - val_loss: 0.7763\n","Epoch 3/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 409ms/step - accuracy: 0.7699 - loss: 0.7786 - val_accuracy: 0.8455 - val_loss: 0.5514\n","Epoch 4/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 411ms/step - accuracy: 0.8124 - loss: 0.6159 - val_accuracy: 0.8683 - val_loss: 0.4603\n","Epoch 5/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 409ms/step - accuracy: 0.8372 - loss: 0.5313 - val_accuracy: 0.8857 - val_loss: 0.4070\n","Epoch 6/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m45s\u001b[0m 420ms/step - accuracy: 0.8568 - loss: 0.4730 - val_accuracy: 0.8968 - val_loss: 0.3593\n","Epoch 7/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 413ms/step - accuracy: 0.8738 - loss: 0.4254 - val_accuracy: 0.9078 - val_loss: 0.3253\n","Epoch 8/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 417ms/step - accuracy: 0.8831 - loss: 0.3899 - val_accuracy: 0.9178 - val_loss: 0.2952\n","Epoch 9/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 410ms/step - accuracy: 0.8929 - loss: 0.3607 - val_accuracy: 0.9250 - val_loss: 0.2665\n","Epoch 10/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 414ms/step - accuracy: 0.9030 - loss: 0.3290 - val_accuracy: 0.9317 - val_loss: 0.2452\n","Epoch 11/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 409ms/step - accuracy: 0.9082 - loss: 0.3079 - val_accuracy: 0.9367 - val_loss: 0.2267\n","Epoch 12/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m45s\u001b[0m 424ms/step - accuracy: 0.9152 - loss: 0.2844 - val_accuracy: 0.9405 - val_loss: 0.2093\n","Epoch 13/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m79s\u001b[0m 392ms/step - accuracy: 0.9207 - loss: 0.2666 - val_accuracy: 0.9462 - val_loss: 0.1969\n","Epoch 14/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 406ms/step - accuracy: 0.9227 - loss: 0.2617 - val_accuracy: 0.9482 - val_loss: 0.1836\n","Epoch 15/15\n","\u001b[1m106/106\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 416ms/step - accuracy: 0.9276 - loss: 0.2425 - val_accuracy: 0.9503 - val_loss: 0.1760\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["# Оценка качества работы модели на тестовых данных\n","scores = model.evaluate(X_test, y_test)\n","print('Loss on test data:', scores[0])\n","print('Accuracy on test data:', scores[1])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2P5z3Tn8JDs2","executionInfo":{"status":"ok","timestamp":1764529297448,"user_tz":-180,"elapsed":3593,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"64f51071-4e3d-4a3e-bf20-1a638f5dced3"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.9470 - loss: 0.1815\n","Loss on test data: 0.17656435072422028\n","Accuracy on test data: 0.9498999714851379\n"]}]},{"cell_type":"code","source":["# вывод тестового изображения и результата распознавания\n","n = 123\n","result = model.predict(X_test[n:n+1])\n","print('NN output:', result)\n","plt.show()\n","plt.imshow(X_test[n].reshape(28,28), cmap=plt.get_cmap('gray'))\n","print('Real mark: ', np.argmax(y_test[n]))\n","print('NN answer: ', np.argmax(result))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"id":"FC6Ywqb7JSHM","executionInfo":{"status":"ok","timestamp":1764529353218,"user_tz":-180,"elapsed":651,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"329094eb-88db-4bb5-c640-b438a3262b16"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 181ms/step\n","NN output: [[3.0897139e-05 9.9081528e-01 4.4518107e-04 1.4293649e-03 9.3897019e-04\n"," 1.5827973e-04 2.9317071e-04 2.5718326e-03 8.2969037e-04 2.4873116e-03]]\n","Real mark: 1\n","NN answer: 1\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAaAAAAGdCAYAAABU0qcqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAGQZJREFUeJzt3V9M1ff9x/HX8d/RtnAYIhyoqIhWm6osc8qILbOTCGwx/rvQrhe6GI0Omylru7is2rolbC7pmi7M9mKRNavamkxNvWCzKJh1aCNqjNlGhLGBE7Al4RzEgg4+vwt/PdupoD1wDm/A5yP5JJ5zvl/Ou999w3NfzuHgcc45AQAwxMZYDwAAeDgRIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYGKc9QBf1Nvbq+vXrysuLk4ej8d6HABAhJxz6ujoUFpamsaM6f86Z9gF6Pr160pPT7ceAwAwSE1NTZo6dWq/jw+7H8HFxcVZjwAAiIIHfT+PWYBKS0s1Y8YMTZw4UdnZ2fr444+/1H782A0ARocHfT+PSYDee+89FRcXa8+ePbpw4YKysrKUn5+vGzduxOLpAAAjkYuBxYsXu6KiotDtnp4el5aW5kpKSh64byAQcJJYLBaLNcJXIBC47/f7qF8B3b59WzU1NcrLywvdN2bMGOXl5am6uvqe7bu7uxUMBsMWAGD0i3qAPv30U/X09CglJSXs/pSUFLW0tNyzfUlJiXw+X2jxDjgAeDiYvwtu165dCgQCodXU1GQ9EgBgCET994CSkpI0duxYtba2ht3f2toqv99/z/Zer1derzfaYwAAhrmoXwFNmDBBCxcuVEVFRei+3t5eVVRUKCcnJ9pPBwAYoWLySQjFxcXasGGDvv71r2vx4sV644031NnZqe9973uxeDoAwAgUkwCtW7dOn3zyiXbv3q2WlhZ99atfVXl5+T1vTAAAPLw8zjlnPcT/CgaD8vl81mMAAAYpEAgoPj6+38fN3wUHAHg4ESAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABPjrAcAHkZvv/12xPtkZmZGvE9eXl7E+wBDhSsgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEH0YKDJLP54t4n4F8SGhCQkLE+0yZMiXifSTpk08+GdB+QCS4AgIAmCBAAAATUQ/Qq6++Ko/HE7bmzp0b7acBAIxwMXkN6KmnntKHH3743ycZx0tNAIBwMSnDuHHj5Pf7Y/GlAQCjRExeA7p69arS0tI0c+ZMPf/882psbOx32+7ubgWDwbAFABj9oh6g7OxslZWVqby8XPv371dDQ4OeeeYZdXR09Ll9SUmJfD5faKWnp0d7JADAMORxzrlYPkF7e7umT5+u119/XZs2bbrn8e7ubnV3d4duB4NBIoQRZSC/B3ThwoWI9xnI7wEN9A1A/B4QoiEQCCg+Pr7fx2P+7oCEhAQ98cQTqqur6/Nxr9crr9cb6zEAAMNMzH8P6ObNm6qvr1dqamqsnwoAMIJEPUAvvviiqqqq9M9//lN/+ctftHr1ao0dO1bPPfdctJ8KADCCRf1HcNeuXdNzzz2ntrY2TZkyRU8//bTOnj074M+kAgCMTlEP0OHDh6P9JYFh7X4vsvZnxowZEe9z+vTpiPfhzQQYzvgsOACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADARMz/IB2A6Jg3b17E+0yePHlAz9XW1jag/YBIcAUEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAE3waNjBCJCcnR7zPM888M6DnOnbs2ID2AyLBFRAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIPIwVGsSeffHJA+/FhpBgKXAEBAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAExEH6MyZM1qxYoXS0tLk8Xju+bshzjnt3r1bqampmjRpkvLy8nT16tVozQsAGCUiDlBnZ6eysrJUWlra5+P79u3Tm2++qbfeekvnzp3To48+qvz8fHV1dQ16WADA6BHxX0QtLCxUYWFhn4855/TGG2/oJz/5iVauXClJeuedd5SSkqJjx45p/fr1g5sWADBqRPU1oIaGBrW0tCgvLy90n8/nU3Z2tqqrq/vcp7u7W8FgMGwBAEa/qAaopaVFkpSSkhJ2f0pKSuixLyopKZHP5wut9PT0aI4EABimzN8Ft2vXLgUCgdBqamqyHgkAMASiGiC/3y9Jam1tDbu/tbU19NgXeb1excfHhy0AwOgX1QBlZGTI7/eroqIidF8wGNS5c+eUk5MTzacCAIxwEb8L7ubNm6qrqwvdbmho0KVLl5SYmKhp06Zpx44d+tnPfqbZs2crIyNDr7zyitLS0rRq1apozg0AGOEiDtD58+f17LPPhm4XFxdLkjZs2KCysjK9/PLL6uzs1JYtW9Te3q6nn35a5eXlmjhxYvSmBgCMeBEHaOnSpXLO9fu4x+PR3r17tXfv3kENBgAY3czfBQcAeDgRIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACAiXHWAwAjXWZmpvUI/frHP/5hPQLQL66AAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATfBgpMEhLliyJeB+PxzMk+3z00UcR7wMMFa6AAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATfBgpYMA5F/E+nZ2dEe/zn//8J+J9gKHCFRAAwAQBAgCYiDhAZ86c0YoVK5SWliaPx6Njx46FPb5x40Z5PJ6wVVBQEK15AQCjRMQB6uzsVFZWlkpLS/vdpqCgQM3NzaF16NChQQ0JABh9In4TQmFhoQoLC++7jdfrld/vH/BQAIDRLyavAVVWVio5OVlz5szRtm3b1NbW1u+23d3dCgaDYQsAMPpFPUAFBQV65513VFFRoV/84heqqqpSYWGhenp6+ty+pKREPp8vtNLT06M9EgBgGIr67wGtX78+9O/58+drwYIFyszMVGVlpZYtW3bP9rt27VJxcXHodjAYJEIA8BCI+duwZ86cqaSkJNXV1fX5uNfrVXx8fNgCAIx+MQ/QtWvX1NbWptTU1Fg/FQBgBIn4R3A3b94Mu5ppaGjQpUuXlJiYqMTERL322mtau3at/H6/6uvr9fLLL2vWrFnKz8+P6uAAgJEt4gCdP39ezz77bOj256/fbNiwQfv379fly5f1u9/9Tu3t7UpLS9Py5cv105/+VF6vN3pTAwBGvIgDtHTp0vt+kOIf//jHQQ0EoG/nzp2LeJ+WlpYYTAJEB58FBwAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEyMsx4AGOnmzp07JM/T3d09JM8DDBWugAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAE3wYKTBIixYtGpLnef/994fkeYChwhUQAMAEAQIAmIgoQCUlJVq0aJHi4uKUnJysVatWqba2Nmybrq4uFRUVafLkyXrssce0du1atba2RnVoAMDIF1GAqqqqVFRUpLNnz+rkyZO6c+eOli9frs7OztA2O3fu1AcffKAjR46oqqpK169f15o1a6I+OABgZIvoTQjl5eVht8vKypScnKyamhrl5uYqEAjot7/9rQ4ePKhvfetbkqQDBw7oySef1NmzZ/WNb3wjepMDAEa0Qb0GFAgEJEmJiYmSpJqaGt25c0d5eXmhbebOnatp06apurq6z6/R3d2tYDAYtgAAo9+AA9Tb26sdO3ZoyZIlmjdvniSppaVFEyZMUEJCQti2KSkpamlp6fPrlJSUyOfzhVZ6evpARwIAjCADDlBRUZGuXLmiw4cPD2qAXbt2KRAIhFZTU9Ogvh4AYGQY0C+ibt++XSdOnNCZM2c0derU0P1+v1+3b99We3t72FVQa2ur/H5/n1/L6/XK6/UOZAwAwAgW0RWQc07bt2/X0aNHderUKWVkZIQ9vnDhQo0fP14VFRWh+2pra9XY2KicnJzoTAwAGBUiugIqKirSwYMHdfz4ccXFxYVe1/H5fJo0aZJ8Pp82bdqk4uJiJSYmKj4+Xi+88IJycnJ4BxwAIExEAdq/f78kaenSpWH3HzhwQBs3bpQk/epXv9KYMWO0du1adXd3Kz8/X7/5zW+iMiwAYPSIKEDOuQduM3HiRJWWlqq0tHTAQwG4140bN6xHAKKKz4IDAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACAiQH9RVQAQ+/f//639QhAVHEFBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCY4MNIgUH605/+FPE+s2fPjnif+Pj4iPcBhjOugAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEx7nnLMe4n8Fg0H5fD7rMQAAgxQIBO77IbpcAQEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATEQWopKREixYtUlxcnJKTk7Vq1SrV1taGbbN06VJ5PJ6wtXXr1qgODQAY+SIKUFVVlYqKinT27FmdPHlSd+7c0fLly9XZ2Rm23ebNm9Xc3Bxa+/bti+rQAICRb1wkG5eXl4fdLisrU3JysmpqapSbmxu6/5FHHpHf74/OhACAUWlQrwEFAgFJUmJiYtj97777rpKSkjRv3jzt2rVLt27d6vdrdHd3KxgMhi0AwEPADVBPT4/7zne+45YsWRJ2/9tvv+3Ky8vd5cuX3e9//3v3+OOPu9WrV/f7dfbs2eMksVgsFmuUrUAgcN+ODDhAW7duddOnT3dNTU333a6iosJJcnV1dX0+3tXV5QKBQGg1NTWZHzQWi8ViDX49KEARvQb0ue3bt+vEiRM6c+aMpk6det9ts7OzJUl1dXXKzMy853Gv1yuv1zuQMQAAI1hEAXLO6YUXXtDRo0dVWVmpjIyMB+5z6dIlSVJqauqABgQAjE4RBaioqEgHDx7U8ePHFRcXp5aWFkmSz+fTpEmTVF9fr4MHD+rb3/62Jk+erMuXL2vnzp3Kzc3VggULYvIfAAAYoSJ53Uf9/JzvwIEDzjnnGhsbXW5urktMTHRer9fNmjXLvfTSSw/8OeD/CgQC5j+3ZLFYLNbg14O+93v+PyzDRjAYlM/nsx4DADBIgUBA8fHx/T7OZ8EBAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwMuwA556xHAABEwYO+nw+7AHV0dFiPAACIggd9P/e4YXbJ0dvbq+vXrysuLk4ejyfssWAwqPT0dDU1NSk+Pt5oQnsch7s4DndxHO7iONw1HI6Dc04dHR1KS0vTmDH9X+eMG8KZvpQxY8Zo6tSp990mPj7+oT7BPsdxuIvjcBfH4S6Ow13Wx8Hn8z1wm2H3IzgAwMOBAAEATIyoAHm9Xu3Zs0der9d6FFMch7s4DndxHO7iONw1ko7DsHsTAgDg4TCiroAAAKMHAQIAmCBAAAATBAgAYGLEBKi0tFQzZszQxIkTlZ2drY8//th6pCH36quvyuPxhK25c+dajxVzZ86c0YoVK5SWliaPx6Njx46FPe6c0+7du5WamqpJkyYpLy9PV69etRk2hh50HDZu3HjP+VFQUGAzbIyUlJRo0aJFiouLU3JyslatWqXa2tqwbbq6ulRUVKTJkyfrscce09q1a9Xa2mo0cWx8meOwdOnSe86HrVu3Gk3ctxERoPfee0/FxcXas2ePLly4oKysLOXn5+vGjRvWow25p556Ss3NzaH15z//2XqkmOvs7FRWVpZKS0v7fHzfvn1688039dZbb+ncuXN69NFHlZ+fr66uriGeNLYedBwkqaCgIOz8OHTo0BBOGHtVVVUqKirS2bNndfLkSd25c0fLly9XZ2dnaJudO3fqgw8+0JEjR1RVVaXr169rzZo1hlNH35c5DpK0efPmsPNh3759RhP3w40AixcvdkVFRaHbPT09Li0tzZWUlBhONfT27NnjsrKyrMcwJckdPXo0dLu3t9f5/X73y1/+MnRfe3u783q97tChQwYTDo0vHgfnnNuwYYNbuXKlyTxWbty44SS5qqoq59zd/+3Hjx/vjhw5Etrmb3/7m5PkqqurrcaMuS8eB+ec++Y3v+l+8IMf2A31JQz7K6Dbt2+rpqZGeXl5ofvGjBmjvLw8VVdXG05m4+rVq0pLS9PMmTP1/PPPq7Gx0XokUw0NDWppaQk7P3w+n7Kzsx/K86OyslLJycmaM2eOtm3bpra2NuuRYioQCEiSEhMTJUk1NTW6c+dO2Pkwd+5cTZs2bVSfD188Dp979913lZSUpHnz5mnXrl26deuWxXj9GnYfRvpFn376qXp6epSSkhJ2f0pKiv7+978bTWUjOztbZWVlmjNnjpqbm/Xaa6/pmWee0ZUrVxQXF2c9nomWlhZJ6vP8+Pyxh0VBQYHWrFmjjIwM1dfX68c//rEKCwtVXV2tsWPHWo8Xdb29vdqxY4eWLFmiefPmSbp7PkyYMEEJCQlh247m86Gv4yBJ3/3udzV9+nSlpaXp8uXL+tGPfqTa2lr94Q9/MJw23LAPEP6rsLAw9O8FCxYoOztb06dP1/vvv69NmzYZTobhYP369aF/z58/XwsWLFBmZqYqKyu1bNkyw8lio6ioSFeuXHkoXge9n/6Ow5YtW0L/nj9/vlJTU7Vs2TLV19crMzNzqMfs07D/EVxSUpLGjh17z7tYWltb5ff7jaYaHhISEvTEE0+orq7OehQzn58DnB/3mjlzppKSkkbl+bF9+3adOHFCp0+fDvvzLX6/X7dv31Z7e3vY9qP1fOjvOPQlOztbkobV+TDsAzRhwgQtXLhQFRUVoft6e3tVUVGhnJwcw8ns3bx5U/X19UpNTbUexUxGRob8fn/Y+REMBnXu3LmH/vy4du2a2traRtX54ZzT9u3bdfToUZ06dUoZGRlhjy9cuFDjx48POx9qa2vV2Ng4qs6HBx2Hvly6dEmShtf5YP0uiC/j8OHDzuv1urKyMvfXv/7VbdmyxSUkJLiWlhbr0YbUD3/4Q1dZWekaGhrcRx995PLy8lxSUpK7ceOG9Wgx1dHR4S5evOguXrzoJLnXX3/dXbx40f3rX/9yzjn385//3CUkJLjjx4+7y5cvu5UrV7qMjAz32WefGU8eXfc7Dh0dHe7FF1901dXVrqGhwX344Yfua1/7mps9e7br6uqyHj1qtm3b5nw+n6usrHTNzc2hdevWrdA2W7duddOmTXOnTp1y58+fdzk5OS4nJ8dw6uh70HGoq6tze/fudefPn3cNDQ3u+PHjbubMmS43N9d48nAjIkDOOffrX//aTZs2zU2YMMEtXrzYnT171nqkIbdu3TqXmprqJkyY4B5//HG3bt06V1dXZz1WzJ0+fdpJumdt2LDBOXf3rdivvPKKS0lJcV6v1y1btszV1tbaDh0D9zsOt27dcsuXL3dTpkxx48ePd9OnT3ebN28edf8nra//fknuwIEDoW0+++wz9/3vf9995StfcY888ohbvXq1a25uths6Bh50HBobG11ubq5LTEx0Xq/XzZo1y7300ksuEAjYDv4F/DkGAICJYf8aEABgdCJAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATPwfVur3TFWqA3kAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":["# истинные метки классов\n","true_labels = np.argmax(y_test, axis=1)\n","# предсказанные метки классов\n","predicted_labels = np.argmax(model.predict(X_test), axis=1)\n","\n","# отчет о качестве классификации\n","print(classification_report(true_labels, predicted_labels))\n","# вычисление матрицы ошибок\n","conf_matrix = confusion_matrix(true_labels, predicted_labels)\n","# отрисовка матрицы ошибок в виде \"тепловой карты\"\n","display = ConfusionMatrixDisplay(confusion_matrix=conf_matrix)\n","display.plot()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":761},"id":"uepnJt0WJkln","executionInfo":{"status":"ok","timestamp":1764529437401,"user_tz":-180,"elapsed":9018,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"fe288c0f-63b8-47b1-a9be-7601c4ff3c0d"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 23ms/step\n"," precision recall f1-score support\n","\n"," 0 0.97 0.98 0.98 984\n"," 1 0.97 0.98 0.98 1186\n"," 2 0.94 0.94 0.94 963\n"," 3 0.95 0.93 0.94 1004\n"," 4 0.96 0.96 0.96 978\n"," 5 0.94 0.96 0.95 931\n"," 6 0.97 0.98 0.97 938\n"," 7 0.94 0.94 0.94 1019\n"," 8 0.95 0.90 0.92 1013\n"," 9 0.91 0.93 0.92 984\n","\n"," accuracy 0.95 10000\n"," macro avg 0.95 0.95 0.95 10000\n","weighted avg 0.95 0.95 0.95 10000\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# загрузка собственного изображения\n","from PIL import Image\n","file_data = Image.open('test.png')\n","file_data = file_data.convert('L') # перевод в градации серого\n","test_img = np.array(file_data)\n","\n","# вывод собственного изображения\n","plt.imshow(test_img, cmap=plt.get_cmap('gray'))\n","plt.show()\n","\n","# предобработка\n","test_img = test_img / 255\n","test_img = np.reshape(test_img, (1,28,28,1))\n","\n","# распознавание\n","result = model.predict(test_img)\n","print('I think it\\'s ', np.argmax(result))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":465},"id":"1sVCVYtDJxPx","executionInfo":{"status":"ok","timestamp":1764530060252,"user_tz":-180,"elapsed":845,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"3b48521c-91a0-494b-8e3a-67b5a04ea9da"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 103ms/step\n","I think it's 4\n"]}]}]} \ No newline at end of file diff --git a/labworks/LW3/is33.ipynb b/labworks/LW3/is33.ipynb new file mode 100644 index 0000000..466bb3a --- /dev/null +++ b/labworks/LW3/is33.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyP1FwiEz3Y3QYIl5B0+OUNx"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7r1r9aa8Z5J2","executionInfo":{"status":"ok","timestamp":1764534259149,"user_tz":-180,"elapsed":18349,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"bd212cb7-48ea-48e6-a22b-32dffbf765cd"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","\n","import os\n","os.chdir('/content/drive/MyDrive/Colab Notebooks/IS_LR3')"]},{"cell_type":"code","source":["from tensorflow import keras\n","from tensorflow.keras import layers\n","from tensorflow.keras.models import Sequential\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from sklearn.metrics import classification_report, confusion_matrix\n","from sklearn.metrics import ConfusionMatrixDisplay\n","from PIL import Image"],"metadata":{"id":"zDRUWi5WcDAW","executionInfo":{"status":"ok","timestamp":1764537505418,"user_tz":-180,"elapsed":4,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}}},"execution_count":18,"outputs":[]},{"cell_type":"code","source":["# Пункт 1-2: Импорт библиотек и загрузка данных\n","from keras.datasets import cifar10\n","(X_train, y_train), (X_test, y_test) = cifar10.load_data()"],"metadata":{"id":"AFlhG4lxcKrF","executionInfo":{"status":"ok","timestamp":1764537511230,"user_tz":-180,"elapsed":3192,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}}},"execution_count":19,"outputs":[]},{"cell_type":"code","source":["# Пункт 3: Разбиение данных\n","print(\"Размерности данных:\")\n","print(f\"X_train: {X_train.shape}\")\n","print(f\"y_train: {y_train.shape}\")\n","print(f\"X_test: {X_test.shape}\")\n","print(f\"y_test: {y_test.shape}\")\n","\n","# Визуализация 25 изображений\n","class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n"," 'dog', 'frog', 'horse', 'ship', 'truck']\n","\n","plt.figure(figsize=(10,10))\n","for i in range(25):\n"," plt.subplot(5,5,i+1)\n"," plt.xticks([])\n"," plt.yticks([])\n"," plt.grid(False)\n"," plt.imshow(X_train[i])\n"," plt.xlabel(class_names[y_train[i][0]])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":654},"id":"u__3SN7XcOS-","executionInfo":{"status":"ok","timestamp":1764537514312,"user_tz":-180,"elapsed":608,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"689ec3dc-04b2-4a34-afea-f76cdb3e104f"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["Размерности данных:\n","X_train: (50000, 32, 32, 3)\n","y_train: (50000, 1)\n","X_test: (10000, 32, 32, 3)\n","y_test: (10000, 1)\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Пункт 4: Предобработка данных\n","num_classes = 10\n","input_shape = (32, 32, 3)\n","\n","# Нормализация\n","X_train = X_train.astype('float32') / 255\n","X_test = X_test.astype('float32') / 255\n","\n","# One-hot encoding\n","y_train_categorical = keras.utils.to_categorical(y_train, num_classes)\n","y_test_categorical = keras.utils.to_categorical(y_test, num_classes)"],"metadata":{"id":"EcZtnDUpcShg","executionInfo":{"status":"ok","timestamp":1764537522164,"user_tz":-180,"elapsed":3666,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["# Пункт 5: Создание и обучение модели\n","model = Sequential()\n","model.add(layers.Conv2D(32, kernel_size=(3, 3), activation=\"relu\", input_shape=input_shape))\n","model.add(layers.Conv2D(32, kernel_size=(3, 3), activation=\"relu\"))\n","model.add(layers.MaxPooling2D(pool_size=(2, 2)))\n","model.add(layers.Dropout(0.25))\n","\n","model.add(layers.Conv2D(64, kernel_size=(3, 3), activation=\"relu\"))\n","model.add(layers.Conv2D(64, kernel_size=(3, 3), activation=\"relu\"))\n","model.add(layers.MaxPooling2D(pool_size=(2, 2)))\n","model.add(layers.Dropout(0.25))\n","\n","model.add(layers.Conv2D(128, kernel_size=(3, 3), activation=\"relu\"))\n","model.add(layers.MaxPooling2D(pool_size=(2, 2)))\n","model.add(layers.Dropout(0.25))\n","\n","model.add(layers.Flatten())\n","model.add(layers.Dense(512, activation='relu'))\n","model.add(layers.Dropout(0.5))\n","model.add(layers.Dense(256, activation='relu'))\n","model.add(layers.Dropout(0.5))\n","model.add(layers.Dense(num_classes, activation=\"softmax\"))\n","\n","model.summary()\n","\n","# Компиляция и обучение модели с более медленным learning rate\n","model.compile(loss=\"categorical_crossentropy\",\n"," optimizer=keras.optimizers.Adam(learning_rate=0.0005),\n"," metrics=[\"accuracy\"])\n","\n","batch_size = 64\n","epochs = 40\n","\n","history = model.fit(X_train, y_train_categorical,\n"," batch_size=batch_size,\n"," epochs=epochs,\n"," validation_split=0.1,\n"," verbose=1)\n","\n","# Визуализация процесса обучения\n","plt.figure(figsize=(12, 4))\n","plt.subplot(1, 2, 1)\n","plt.plot(history.history['accuracy'], label='Training Accuracy')\n","plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n","plt.title('Model Accuracy')\n","plt.xlabel('Epoch')\n","plt.ylabel('Accuracy')\n","plt.legend()\n","\n","plt.subplot(1, 2, 2)\n","plt.plot(history.history['loss'], label='Training Loss')\n","plt.plot(history.history['val_loss'], label='Validation Loss')\n","plt.title('Model Loss')\n","plt.xlabel('Epoch')\n","plt.ylabel('Loss')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"7y2RjJyWcXby","executionInfo":{"status":"ok","timestamp":1764544139243,"user_tz":-180,"elapsed":6394198,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"c72ea92e-c6f9-4206-8eda-9f35dac2910d"},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_2\"\u001b[0m\n"],"text/html":["
Model: \"sequential_2\"\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_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_7 (\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;34m32\u001b[0m) │ \u001b[38;5;34m9,248\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_6 (\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;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m36,928\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_7 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_8 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten_2 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_4 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m66,048\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m131,328\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_6 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m2,570\u001b[0m │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n","│ conv2d_6 (Conv2D)               │ (None, 30, 30, 32)     │           896 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_7 (Conv2D)               │ (None, 28, 28, 32)     │         9,248 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_6 (MaxPooling2D)  │ (None, 14, 14, 32)     │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_2 (Dropout)             │ (None, 14, 14, 32)     │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_8 (Conv2D)               │ (None, 12, 12, 64)     │        18,496 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_9 (Conv2D)               │ (None, 10, 10, 64)     │        36,928 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_7 (MaxPooling2D)  │ (None, 5, 5, 64)       │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_3 (Dropout)             │ (None, 5, 5, 64)       │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_10 (Conv2D)              │ (None, 3, 3, 128)      │        73,856 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_8 (MaxPooling2D)  │ (None, 1, 1, 128)      │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_4 (Dropout)             │ (None, 1, 1, 128)      │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten_2 (Flatten)             │ (None, 128)            │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_4 (Dense)                 │ (None, 512)            │        66,048 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_5 (Dropout)             │ (None, 512)            │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_5 (Dense)                 │ (None, 256)            │       131,328 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout_6 (Dropout)             │ (None, 256)            │             0 │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_6 (Dense)                 │ (None, 10)             │         2,570 │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m339,370\u001b[0m (1.29 MB)\n"],"text/html":["
 Total params: 339,370 (1.29 MB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m339,370\u001b[0m (1.29 MB)\n"],"text/html":["
 Trainable params: 339,370 (1.29 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":{}},{"output_type":"stream","name":"stdout","text":["Epoch 1/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 208ms/step - accuracy: 0.1762 - loss: 2.1142 - val_accuracy: 0.3928 - val_loss: 1.6019\n","Epoch 2/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 206ms/step - accuracy: 0.4127 - loss: 1.5967 - val_accuracy: 0.5390 - val_loss: 1.3111\n","Epoch 3/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 208ms/step - accuracy: 0.5014 - loss: 1.3773 - val_accuracy: 0.5816 - val_loss: 1.2032\n","Epoch 4/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 201ms/step - accuracy: 0.5445 - loss: 1.2677 - val_accuracy: 0.6072 - val_loss: 1.1081\n","Epoch 5/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 205ms/step - accuracy: 0.5787 - loss: 1.1898 - val_accuracy: 0.6330 - val_loss: 1.0561\n","Epoch 6/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m201s\u001b[0m 203ms/step - accuracy: 0.6035 - loss: 1.1226 - val_accuracy: 0.6620 - val_loss: 0.9505\n","Epoch 7/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 201ms/step - accuracy: 0.6239 - loss: 1.0731 - val_accuracy: 0.6764 - val_loss: 0.9206\n","Epoch 8/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m148s\u001b[0m 210ms/step - accuracy: 0.6409 - loss: 1.0263 - val_accuracy: 0.6708 - val_loss: 0.9404\n","Epoch 9/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 208ms/step - accuracy: 0.6512 - loss: 1.0080 - val_accuracy: 0.6928 - val_loss: 0.8682\n","Epoch 10/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 204ms/step - accuracy: 0.6638 - loss: 0.9626 - val_accuracy: 0.7026 - val_loss: 0.8407\n","Epoch 11/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 206ms/step - accuracy: 0.6757 - loss: 0.9341 - val_accuracy: 0.7042 - val_loss: 0.8375\n","Epoch 12/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m203s\u001b[0m 207ms/step - accuracy: 0.6746 - loss: 0.9284 - val_accuracy: 0.7204 - val_loss: 0.8071\n","Epoch 13/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m200s\u001b[0m 204ms/step - accuracy: 0.6961 - loss: 0.8875 - val_accuracy: 0.7304 - val_loss: 0.7929\n","Epoch 14/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 200ms/step - accuracy: 0.6995 - loss: 0.8715 - val_accuracy: 0.7234 - val_loss: 0.7872\n","Epoch 15/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 205ms/step - accuracy: 0.7042 - loss: 0.8605 - val_accuracy: 0.7400 - val_loss: 0.7608\n","Epoch 16/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 203ms/step - accuracy: 0.7132 - loss: 0.8331 - val_accuracy: 0.7288 - val_loss: 0.7968\n","Epoch 17/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 201ms/step - accuracy: 0.7111 - loss: 0.8360 - val_accuracy: 0.7378 - val_loss: 0.7533\n","Epoch 18/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 205ms/step - accuracy: 0.7187 - loss: 0.8171 - val_accuracy: 0.7462 - val_loss: 0.7327\n","Epoch 19/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 202ms/step - accuracy: 0.7277 - loss: 0.7916 - val_accuracy: 0.7436 - val_loss: 0.7298\n","Epoch 20/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m203s\u001b[0m 204ms/step - accuracy: 0.7306 - loss: 0.7869 - val_accuracy: 0.7496 - val_loss: 0.7295\n","Epoch 21/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 203ms/step - accuracy: 0.7372 - loss: 0.7568 - val_accuracy: 0.7540 - val_loss: 0.7186\n","Epoch 22/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 204ms/step - accuracy: 0.7417 - loss: 0.7560 - val_accuracy: 0.7590 - val_loss: 0.7076\n","Epoch 23/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 200ms/step - accuracy: 0.7418 - loss: 0.7479 - val_accuracy: 0.7496 - val_loss: 0.7318\n","Epoch 24/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 205ms/step - accuracy: 0.7425 - loss: 0.7457 - val_accuracy: 0.7584 - val_loss: 0.7020\n","Epoch 25/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 204ms/step - accuracy: 0.7505 - loss: 0.7290 - val_accuracy: 0.7594 - val_loss: 0.7021\n","Epoch 26/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 204ms/step - accuracy: 0.7459 - loss: 0.7341 - val_accuracy: 0.7638 - val_loss: 0.7111\n","Epoch 27/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m199s\u001b[0m 200ms/step - accuracy: 0.7556 - loss: 0.7181 - val_accuracy: 0.7488 - val_loss: 0.7192\n","Epoch 28/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 208ms/step - accuracy: 0.7574 - loss: 0.7082 - val_accuracy: 0.7624 - val_loss: 0.6989\n","Epoch 29/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m201s\u001b[0m 206ms/step - accuracy: 0.7596 - loss: 0.7029 - val_accuracy: 0.7624 - val_loss: 0.6960\n","Epoch 30/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 203ms/step - accuracy: 0.7588 - loss: 0.7058 - val_accuracy: 0.7592 - val_loss: 0.7180\n","Epoch 31/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 205ms/step - accuracy: 0.7641 - loss: 0.6795 - val_accuracy: 0.7634 - val_loss: 0.6936\n","Epoch 32/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m202s\u001b[0m 205ms/step - accuracy: 0.7614 - loss: 0.6924 - val_accuracy: 0.7604 - val_loss: 0.6869\n","Epoch 33/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m203s\u001b[0m 206ms/step - accuracy: 0.7655 - loss: 0.6846 - val_accuracy: 0.7694 - val_loss: 0.6757\n","Epoch 34/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 206ms/step - accuracy: 0.7702 - loss: 0.6750 - val_accuracy: 0.7652 - val_loss: 0.6913\n","Epoch 35/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 202ms/step - accuracy: 0.7653 - loss: 0.6792 - val_accuracy: 0.7716 - val_loss: 0.6686\n","Epoch 36/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m201s\u001b[0m 200ms/step - accuracy: 0.7752 - loss: 0.6564 - val_accuracy: 0.7676 - val_loss: 0.6805\n","Epoch 37/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 205ms/step - accuracy: 0.7770 - loss: 0.6542 - val_accuracy: 0.7658 - val_loss: 0.6724\n","Epoch 38/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 204ms/step - accuracy: 0.7730 - loss: 0.6606 - val_accuracy: 0.7692 - val_loss: 0.6799\n","Epoch 39/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m202s\u001b[0m 203ms/step - accuracy: 0.7764 - loss: 0.6525 - val_accuracy: 0.7724 - val_loss: 0.6756\n","Epoch 40/40\n","\u001b[1m704/704\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m203s\u001b[0m 205ms/step - accuracy: 0.7801 - loss: 0.6474 - val_accuracy: 0.7746 - val_loss: 0.6561\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Пункт 6: Оценка качества\n","test_loss, test_accuracy = model.evaluate(X_test, y_test_categorical, verbose=0)\n","print(f\"Test loss: {test_loss:.4f}\")\n","print(f\"Test accuracy: {test_accuracy:.4f}\")\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QmwtQvfhn1vl","executionInfo":{"status":"ok","timestamp":1764544176996,"user_tz":-180,"elapsed":8312,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"9a566cf7-e86e-4807-f0c0-3df99650d36a"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["Test loss: 0.6787\n","Test accuracy: 0.7736\n"]}]},{"cell_type":"code","source":["# Пункт 7: Распознавание двух тестовых изображений\n","print(\"РАСПОЗНАВАНИЕ ТЕСТОВЫХ ИЗОБРАЖЕНИЙ:\")\n","\n","# Функция для распознавания одного изображения из тестовой выборки\n","def predict_single_image(model, X, y, index, class_names):\n"," prediction = model.predict(X[index:index+1])\n"," predicted_class = np.argmax(prediction[0])\n"," true_class = y[index][0]\n","\n"," plt.figure(figsize=(8, 4))\n","\n"," plt.subplot(1, 2, 1)\n"," plt.imshow(X[index])\n"," plt.title(f'Истинный класс: {class_names[true_class]}')\n"," plt.axis('off')\n","\n"," plt.subplot(1, 2, 2)\n"," bars = plt.bar(range(10), prediction[0])\n"," # Подсветим предсказанный класс\n"," bars[predicted_class].set_color('red')\n"," plt.xticks(range(10), class_names, rotation=45)\n"," plt.title(f'Предсказанный класс: {class_names[predicted_class]}')\n"," plt.ylabel('Вероятность')\n"," plt.tight_layout()\n"," plt.show()\n","\n"," print(f\"Истинный класс: {class_names[true_class]}\")\n"," print(f\"Предсказанный класс: {class_names[predicted_class]}\")\n"," print(f\"Уверенность: {np.max(prediction[0]):.4f}\")\n"," print(f\"Результат: {'Правильно' if predicted_class == true_class else 'Ошибка'}\")\n"," print(\"-\" * 50)\n","\n"," return predicted_class == true_class\n","\n","# Найдем одно правильное и одно неправильное предсказание\n","print(\"Поиск правильного и неправильного предсказания...\")\n","all_predictions = model.predict(X_test)\n","all_predicted_classes = np.argmax(all_predictions, axis=1)\n","true_classes = y_test.flatten()\n","\n","correct_indices = []\n","wrong_indices = []\n","\n","for i in range(len(true_classes)):\n"," if all_predicted_classes[i] == true_classes[i]:\n"," correct_indices.append(i)\n"," else:\n"," wrong_indices.append(i)\n","\n"," if len(correct_indices) > 0 and len(wrong_indices) > 0:\n"," break\n","\n","if correct_indices:\n"," print(\"ПРАВИЛЬНО РАСПОЗНАННОЕ ИЗОБРАЖЕНИЕ:\")\n"," predict_single_image(model, X_test, y_test, correct_indices[0], class_names)\n","\n","if wrong_indices:\n"," print(\"ОШИБОЧНО РАСПОЗНАННОЕ ИЗОБРАЖЕНИЕ:\")\n"," predict_single_image(model, X_test, y_test, wrong_indices[0], class_names)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":874},"id":"2B_4pWewB7-y","executionInfo":{"status":"ok","timestamp":1764544218262,"user_tz":-180,"elapsed":11202,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"f7b40d8c-5b81-4612-8b73-333949434953"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["РАСПОЗНАВАНИЕ ТЕСТОВЫХ ИЗОБРАЖЕНИЙ:\n","Поиск правильного и неправильного предсказания...\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 24ms/step\n","ПРАВИЛЬНО РАСПОЗНАННОЕ ИЗОБРАЖЕНИЕ:\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Истинный класс: cat\n","Предсказанный класс: cat\n","Уверенность: 0.8291\n","Результат: Правильно\n","--------------------------------------------------\n","ОШИБОЧНО РАСПОЗНАННОЕ ИЗОБРАЖЕНИЕ:\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Истинный класс: ship\n","Предсказанный класс: automobile\n","Уверенность: 0.5633\n","Результат: Ошибка\n","--------------------------------------------------\n"]}]},{"cell_type":"code","source":["# Пункт 8: Отчет о качестве классификации и матрица ошибок\n","print(\"ОТЧЕТ О КАЧЕСТВЕ КЛАССИФИКАЦИИ:\")\n","true_labels = np.argmax(y_test_categorical, axis=1)\n","predicted_labels = np.argmax(model.predict(X_test), axis=1)\n","\n","print(classification_report(true_labels, predicted_labels, target_names=class_names))\n","\n","print(\"МАТРИЦА ОШИБОК:\")\n","conf_matrix = confusion_matrix(true_labels, predicted_labels)\n","display = ConfusionMatrixDisplay(confusion_matrix=conf_matrix, display_labels=class_names)\n","display.plot(cmap=plt.cm.Blues, xticks_rotation=45)\n","plt.title('Матрица ошибок - CIFAR-10')\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":834},"id":"-lQnzHTPCJl5","executionInfo":{"status":"ok","timestamp":1764544283902,"user_tz":-180,"elapsed":24101,"user":{"displayName":"Денис Шестов","userId":"16636308897033390735"}},"outputId":"5e06fd2e-0eee-4d3e-bc43-6353f66a0b70"},"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["ОТЧЕТ О КАЧЕСТВЕ КЛАССИФИКАЦИИ:\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 69ms/step\n"," precision recall f1-score support\n","\n"," airplane 0.79 0.81 0.80 1000\n"," automobile 0.89 0.89 0.89 1000\n"," bird 0.74 0.60 0.66 1000\n"," cat 0.60 0.59 0.60 1000\n"," deer 0.73 0.78 0.76 1000\n"," dog 0.67 0.71 0.69 1000\n"," frog 0.79 0.86 0.82 1000\n"," horse 0.81 0.79 0.80 1000\n"," ship 0.84 0.85 0.85 1000\n"," truck 0.86 0.85 0.86 1000\n","\n"," accuracy 0.77 10000\n"," macro avg 0.77 0.77 0.77 10000\n","weighted avg 0.77 0.77 0.77 10000\n","\n","МАТРИЦА ОШИБОК:\n"]},{"output_type":"display_data","data":{"text/plain":["
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jFGjRjFr1izatWuXZutTVjg5ObFt2zbatm2Lq6urwgqiPj4+8inFWREXF8fevXupV69euq0xzZs3Z9GiRam6Mr5kYmJC165dWb58OX5+fqlaST734sUL+TTwq1evAshXK7Wzs+N///sfkNwaMnXqVPr160ebNm1o0KAB58+fZ8uWLUyfPp18+fJl6XULv5A8nQsjCOn4fOrr16Q1vXDdunUyZ2dnmaampszFxUW2YcMG2cSJE9Od1peRqa/bt2+XjRkzRmZmZibT1taWNWnSRPbixQuFvCnTOhcsWKCQnlbZpDMF8vNHSjwvX76UtWrVSmZkZCQzNDSUtWnTRvb69etU003TExISIuvatassf/78Mg0NDVnx4sUVplrKZJ+mvmbm8eXUV4lEIrt27Vqqc/Ll1NmoqCjZkCFDZFZWVjJ1dXVZwYIFZbNmzZIlJSUp5EtISJBNnjxZ5uDgIFNXV5fZ2NjIxowZI4uNjVXI9/nU1xSxsbEyFxcXWfny5WWJiYnfPEeZ8fDhQ1nPnj1l9vb2Mg0NDZm+vr6sSpUqsiVLlijElpkVRPfu3SsDZOvWrUu33LNnzypMt05rBdEUT548kamqqqY6L19K+Xyn9fjyfZPJZLLVq1fLChcuLNPQ0JA5OTnJFixYkOkptsKvSSKTpTMiShAEzp49S61atdi9e/dXZ8Ao0/Pnz3FwcODZs2epVhMVBEH4EYkxG4IgCIIg5ChR2RCE74y2tjYNGjQQaxcIgvDTEANEBeE7Y25unmrgqCAIwo9MjNkQBEEQBCFHiW4UQRAEQRBylKhsCIIgCIKQo0RlQxAEQRCEHCUGiP6EpFIpr1+/Rl9fX6m3mRYEQfgZyWQyPnz4gJWVVao7JCtbbGxsunfQzSgNDY2v3vfneyQqGz+h169fY2Njk9dhCIIg/FACAwMpUKBAjh0/NjYWbX0TSIzO1nEsLCx49uzZD1XhEJWNn1DK/S40ak5EopZ3H8YnW/vkWdkppN/JZCtVlbxvYfoeWrm+h/MAIJV+H5+LvBYVm5jXIQCgpaGap+V/+BBJkYJ2qe4VpGzx8fGQGI1m0a6gqpG1gyTFE3xvA/Hx8aKyIeStlC8ViZpWnlY2DAwM8qzsFKKy8YmobHwiKhvJJBrfR2VDO48rGyly7W9ETQOJqmaWdpV9H39CmSYqG4IgCIKQmyQqyY+s7vsD+jGjFgRBEAThhyFaNgRBEAQhN0kkyY+s7vsDEpUNQRAEQchNv2A3iqhsCIIgCEJu+gVbNn7MKpIgCIIgCD8M0bIhCIIgCLkqG90oP2gbgahs/CJUVCSMbl+J32u5YGakS3BYFNtO32fuzssK+cZ4VKJT/eIY6mpyye81w5af4WlQuEKe+uXsGdGuEkXt8xOXkMiFu6/oOP1wluJa5HWCo+du8+hFCNqa6pQr7sAEz+YUtDOX5xk2awf/XvUn5E0kujoalC/uwHjPFjjbm3/lyBm3cZ83Xvu9CQwKA6CwgyVDuzWgjlsRADYf8GHfyWvc8Q8kKjoO/79nYqivo5SyP+dz4zHLtpzmln8gIW8j8fqzB41rlJBvN600MM39JvZvQf+OdZQWw9Itp7n1IICQt5Fsmt2DxjVKyrf/ueYY+09e43VIOOrqqpR0sWFsn2aULWavlPLTsm7PedbvPS9/f1wcLRjRvRH1qhTNsTLTUqrlRHkMn+vmXo05I3//qWMIfhPOrFVHOHvJj5jYBOyt8zNndDtKuNjK8zx+HsKsVYe5dOsJiUlSnO3MWTG1K9bmxtkuf5HXCY79d53Q0lT/7xrw6ToREPSO8q0np7nvmmldaV6ndLZjUKpfsBvll6tsPH/+HAcHB27cuEGpUqWydawuXboQHh7OgQMHlBJbThrsXo5ujUvgueBv/ALCKF3QjKWD6hMZHc/qwzcBGORejt5NS9N34d8EhETyh4cbe6e0opLnJuISkgBoVrkgi/rXZeqmC/x7OxA1VRVc7UyyHJfPjcd0c69GKVdbEpOkzFh5mN8HL+f8tj/Q1U5e9Kakiw2/NSiHtYUx4ZHRzFn7F78PXs7VvRNRVc1+Ld/KzIixfZvhaGOKTAa7jl2my6i1nNw4AhdHS2Li4qld0YXaFV2YvvJItstLT3RMPEWdrenQrBJdRq9Ltf3u0WkKz0/73mfw9O00rVUyVd6sxxBHMWdrPJpVovOotam2O9ma8efwNthZ5yc2LoEV2//ht4HLuLJ3AvmNc2b1RSszIyb2b4GTjSkymYztRy/hMXw157aMxtXJMkfKTMupDcNJ+mwxML8nr3EfsIwWufhFlhcxRHyIxr3/YtxKObNxdi9MjPR49vKNQoX7xau3/DZgMW0bV2Rw14bo62rx8HkwmhrK+YrxvfGYrv9dJ5L+u060Hbycf/+7TlibGXPniOLfx+YDF1i27Yz8R8N3RQwQ/fnZ2NgQFBRE/vz58zqUXFXB1ZJjF59w4upzAAJDI3GvUZiyzp9aB/o0L83cXZf469JTAPou+Bv/zb1oUsmJfecfoqoiYWbPGkzYcJ4tJ+/J9/MPTP1LK6N2LvRUeL54nAdFGo/l9oNA3EoXBKBTyyry7baWJozu3YRa//uTgKB3OBQwzXLZKepXLabwfEyfpnjtv8D1e89xcbSkV9uaAFy4/ijbZX1N3cpFqFs5/QujuYniiqzH/71D1bLO2Fsr77Nct3JR6lZOv8XgtwblFJ5PG9SKrYd8uf/4NdXLF1ZaHJ9rVL24wvPxns1Zv9ebq3ef5Wpl48vK1CKvkzgUyE+VMgV/6hhWbDuNlakRc8e0l6fZWCr+wJiz9hi1Kroypm9zeZqdEj+XO764Tiwa50HRz64TqqoqmH3x93Hs3G2a1y6Nrk7WVuoUlOvHrCJlg6qqKhYWFqippV3PkslkJCZ+H0v4KtNlvyBqlLTFycoIgGL2+ankasWpa88BsDM3wCKfLmdvBsr3iYyO59rDYMq7JF/QSzqZYZ1fH6lUxrmFHfDz6snuSS1xtc16y8aXIqNiATAySLub4mNMHDuOXMLWykQpzbNfSkqScuDkdaJj4yhbzEHpx1eW0HeRnLxwD49mlfIshviERLwO+GCgp01RZ+tcKTMpScreE1eJjomnfPG8e3/iExLZffwKHZpVyrNl4HMrhlMX7lHcxQbPCRsp22I8jbvPZfthX/l2qVTKP773cbAx43/DV1K2xXha9FnA3+fv5FhMH75xnbj1IIC7j17l6d/HV6V0o2T18QP6KSsbx48fp2rVqhgZGWFiYkLTpk158uQJkNyNIpFIuHnzJgBnz55FIpHw119/UbZsWTQ1NfH29mbSpEmUKlWKVatWYWNjg46ODr///jsRERFZKvfzsvft20etWrXQ0dGhZMmS+Pr6KhzH29ubatWqoa2tjY2NDQMHDuTjx4/ZOicL9lxh33l/Lq/oTOj+AZxb5MHKQzfZfc4fAHNjXQDehCuWExoejdl/2+wtDAEY3aESc3ddpt2Ug4RHxXJ45m8Y6WX/14NUKmX8wn1UKOGIq5OVwrb1e89jX3s4DrVHcNr3PrsXeaKhrryGOb8nr3GsMwLbmsMYOWcX62d2p7CDhdKOr2w7j11GT1eLJjWV14WSUX9738Wu5jCsqw1l5Y5/2LOkHyZGejla5r3HryhQfSjmVQYzdOZONs/piYtj7rVqfOnYudtERMXQvknefZnlVgwBQe/YctAH+wKmeM3pTccWlZm0eD97jieP93r7PoqPMXGs2HaaGhVc2DS3Dw2qFafP+A1cvPlY6fFIpVLGpXOdSLHt8EUK2ZtTvoSj0stXipRulKw+fkA/ZtTf8PHjR4YOHcrVq1c5ffo0KioqtGrVCqlUmu4+o0ePZtasWfj5+VGiRPKgvMePH7Nr1y4OHz7M8ePHuXHjBp6enukeI6Pljh07luHDh3Pz5k0KFSpE+/bt5a0pT548oWHDhri7u3P79m127tyJt7c3/fv3T7fcuLg4IiMjFR5falW1EG1quNBz7l/UHLwNz4V/079VGdrVdv3qufycyn830Zq36zKHfR5z60ko/RaeRCaT0bJqoQwfJz2j5u7mwdMgVk/tnGrbbw3KccZrJAeXD8TJ1oye4zYQG5eQ7TJTONmacdprJMfWDKVzqyoMnLYV/2fBSju+sm07chH3+uXQ0lTP9bKrlnXmn82j+WvNEOpUcqXHH+t5E/YhR8t0tjPn361jOLVhON3cq+I5aTMPngblaJlfs+WQL3XdimBpavjTxyCTyijmXICRvZpQrFABOjSvTPumldh60Cd5+383O6xXpRg9fq9JUWdrPD3qUsetiDyPMo2euxv/p0GsSuM6ARATG8++E9fo0MxN6WUrzS/YsvFTjtlwd3dXeL5+/XpMTU25f/8+enpp/wKbMmUK9erVU0iLjY1l06ZNWFsnNxEvWbKEJk2aMG/ePCwsUv/q/Vq5xYp9GhcwfPhwmjRpAsDkyZMpWrQojx8/xsXFhZkzZ+Lh4cHgwYMBcHZ2ZvHixdSoUYMVK1akeUvhmTNnMnly2iOx5a+vazUW7rnCvvMPAbj/4h0FTA0Y0qY8O874EfI+uUXD1EiXkPfR8v3MjHS48/QNAMFhyXk+H6MRn5jE8+BICphmb3Dg6Lm7OXnhHgdXDMLKLHX3iIGeNgZ62jjamFG2mD2F6o/m2LnbtK5fNlvlptBQV5OP/yjpYsNNvwDW7jrHnFFtlXJ8ZfK9+YTHL0JZM61rnpSvq62Jo40pjjamlCvuQHn3KWw95MvgLvVzrEwNdTUcbZLfn1Kutty4H8DKHWdZ+Ef7b+ypfIFBYZy74o/XrB65XnZexGBmYpBq5peTnTl//XsbAGNDXdRUVdLMc/XOU6XGMua/68SBdK4TAEf+uUlMbDxtGpVXatlK9QsOEP0xo/6GR48e0b59exwdHTEwMMDe3h6AgICAdPcpV65cqjRbW1t5RQPAzc0NqVSKv79/tspNaTkBsLRMbgoODQ0F4NatW2zcuBE9PT35o0GDBkilUp49e5ZmuWPGjCEiIkL+CAwMTJVHW1ONL++qLZXKUPmvlvwiJJLgsI/UKGkj366vrUHZQhZceZD8C/LW41Bi4xMpaP3pj1xNVQVbM30CQ1O3pmSETCZj9NzdHDt3m31L+2Nn9e3xHzKZDJlMRnxCzo2tkUplxOXg8bNj6yFfSrrYUCyXxkl8i0yW++dKKpMRH58378+2IxcxNdanfi5Pvc2rGMoWc+BpQKhC2rOXofIxUxrqapRwsU2dJ/AN1ub5lBKDTCZjzH/Xib3fuE5sO3yRBtWK5djsKCFrfsqWjWbNmmFnZ8eaNWuwsrJCKpVSrFgx4uPj091HV1c318pVV//U9J0ysCulqyUqKorevXszcGDqNRVsbW1TpQFoamqiqfn1MRPHrzxj6O/lefkmEr+AMEo4muLZsjRbT96X51l56AbD21bg6etwXoRE8EfHygSHfeToxeRxJx9i4tnw1x1Gd6jEq7cfCAz9wIDWyS0LB7yzNlNj1Nzd7DtxjU1/9kBXR4uQd8mVFgNdLbS1NHj+6i0HT12nZkUXTIz0eB0azpLNp9DSVFfalLbpKw5Tu5Ir1hbGfIyOY9+Ja/jceMyOBX2A5MGYoe8ief7yLQB+T4LQ09HE2sIYY4Psf25SREXH8ezlG/nzgNfvuPPwJcYGOhSwSL5of/gYw+EzN5k8sKXSyv1aDC8+i8HYUJcFG/6mYbXimOc35F14FOv3nCfoTXiOTr2cvPQgdSsXxcbCmA/Rsew5fhXva4/YuyT9Ls2cIpVK2XbkIm2bVEBNTTXXy8+LGLq3qYF7v0Us23ySJrVKccsvgO2HLzJz+Kd1PXq1q8WAyZuoUNIJt9IFOXf5Aad977FjYT+lxDD6v+uE15890NPRIvS/64T+f9eJFM8C3+B78wnb5vVWSrk5RiLJRsuG6Eb5Lrx79w5/f3/WrFlDtWrVgOQBl1kREBDA69evsbJKHoR08eJFVFRUKFw49RQ/ZZVbpkwZ7t+/T8GCyp3KNmrVP/zhUZm5fWuT31CH4LAoNh6/w+wdl+R5Fu29io6WGgv618FQV5OL91/z28T98jU2ACZsOE+iVMrKIQ3Q0lTjmn8wLcbtJeJjXJbi2rgv+Ry17LdEIX3xOA/aNamIloY6F289ZdXOc0R8iMY0nz6VSjlxdPUQTPMp55fL2/cfGDB1K6HvItDX1aZIQSt2LOhDjQouAHjtv8C89cfl+Vt6LgZg4dgOtGtSUSkxANzyC1A4D+MX7QegbeMKLJ3QEYD9J68jk8mU1n30pZt+AfLXBzB+YXIM7ZpUYO6odjx6EcKOY5cJC/+IsaEOpV3tOLxqcI4O1nz7Poq+kzYR8jYSAz0tiha0Zu8ST2pVzPh4I2U5d9mfl8Hv8cjD8QC5HUNJV1tWTevG7NVHWbTpBDYW+ZjQvyUt6336DDasXoLpQ9uwfOspJi3ej6OtKSumdFHaAM2U60SrL64Ti/67TqTYduQiVmZG1KzoopRyc4yKJPmR1X1/QBJZyuien4RUKsXMzIxGjRoxceJEAgICGD16NFeuXGH//v2UKlVKYVGvs2fPUqtWLd6/f4+RkZH8OJMmTWLu3Lm4ubkxd+5cIiMj6dGjB2XKlGH79u2A4qJe3yq3ZcuWaS4oFh4ejrGxMf/88w81a9bk9u3bVKpUiW7dutGjRw90dXW5f/8+J0+eZOnSpRk6B5GRkRgaGqJZdyYStdRjPHJL6P60V7zMTdLv5OOt+h1cIPJqiubnvofzAMndZAJ8iP0+ugq1NfKmlShFZGQkNubGREREYGBg8O0dslGOoaEhmtXGZfnaLEuMJe78tByPVdl+ujEbKioq7Nixg2vXrlGsWDGGDBnCnDlzsnSsggUL0rp1axo3bkz9+vUpUaIEy5cvz9FyS5Qowblz53j48CHVqlWjdOnSTJgwQd66IgiCIAg/mp+uZUNZJk2axIEDB+TrcfxIRMvGJ6Jl4xPRsvGJaNlIJlo2kuV6y0b18dlr2fh36g/XsvHTjdkQBEEQhO/aLzj1VVQ2BEEQBCE3/YJ3ff0xq0i5YNKkST9kF4ogCIIgfG9Ey4YgCIIg5CbRjSIIgiAIQo76BbtRRGVDEARBEHLTL9iy8WNGLQiCIAg/qly662tSUhLjx4/HwcEBbW1tnJycmDp1Kp+veCGTyZgwYQKWlpZoa2tTt25dHj1SvP1EWFgYHh4eGBgYYGRkRPfu3YmKisrUSxaVDUEQBEH4Cf3555+sWLGCpUuX4ufnx59//sns2bNZsuTTsu+zZ89m8eLFrFy5kkuXLqGrq0uDBg2IjY2V5/Hw8ODevXucPHmSI0eO8O+//9KrV69MxSK6UQRBEAQhV2WjGyUTbQQ+Pj60aNGCJk2aAGBvb8/27du5fPkykNyqsXDhQsaNG0eLFi0A2LRpE+bm5hw4cIB27drh5+fH8ePHuXLlivzu6EuWLKFx48bMnTs3w6tbi8rGT+zptj55usKcaaW8X0H0/ZWM3U8mp4mFer8vP+gYO6XTyeOVO1PEJ0nztPzE3C5fCQNEIyMjFZLTuvt35cqVWb16NQ8fPqRQoULcunULb29v5s+fD8CzZ88IDg6mbt268n0MDQ2pWLEivr6+tGvXDl9fX4yMjOQVDYC6deuioqLCpUuXaNWqVYbCFpUNQRAEQchNSrjFvI2NjULyxIkTmTRpkkLa6NGjiYyMxMXFBVVVVZKSkpg+fToeHh4ABAcHA2Bubq6wn7m5uXxbcHAwZmZmCtvV1NTIly+fPE9GiMqGIAiCIPxgAgMDFVquv2zVANi1axdbt25l27ZtFC1alJs3bzJ48GCsrKzo3LlzboYrKhuCIAiCkKuUMPXVwMDgm93kI0aMYPTo0bRr1w6A4sWL8+LFC2bOnEnnzp2xsLAAICQkBEtLS/l+ISEhlCpVCgALCwtCQ0MVjpuYmEhYWJh8/4wQs1EEQRAEITfl0tTX6OhoVFQUv+ZVVVWRSpPHqDg4OGBhYcHp06fl2yMjI7l06RJubm4AuLm5ER4ezrVr1+R5zpw5g1QqpWLFihmORbRsCIIgCEJuyqVFvZo1a8b06dOxtbWlaNGi3Lhxg/nz59OtW7fkQ0kkDB48mGnTpuHs7IyDgwPjx4/HysqKli1bAuDq6krDhg3p2bMnK1euJCEhgf79+9OuXbsMz0QBUdkQBEEQhJ/SkiVLGD9+PJ6enoSGhmJlZUXv3r2ZMGGCPM/IkSP5+PEjvXr1Ijw8nKpVq3L8+HG0tLTkebZu3Ur//v2pU6cOKioquLu7s3jx4kzFIpGJOXk/ncjISAwNDXkV+l5MfRVTX78rku9kzql4P5IlJn0f5yGvp75+iIzEwcqEiIiIHL1mplybNRsvRKKunaVjyBJiiDs2OMdjVTbRsiEIgiAIuekXvDeKqGwIgiAIQm4Sd30VBEEQBCEnSSSSrHcpisqG8KPxufGYZVtOc8s/kJC3kXj92YPGNUrIt6c35mJi/xb071gn0+WpqEgY3asxvzcsj5mJAcFvI9h25BJz1x3/VGY+fSYNaEGtiq4Y6mvjc+Mxo+bs5mngG3keTQ01pg1uTet6ZdHQUOPMRT+G/7mTN2EfMh1TetbtOc/6vecJDAoDwMXRghHdG1GvSlGllZFZC71OMGXZYXq3q8nMoe6/TAzzN/zNkX9u8ehFCFqa6lQo4cik/i1wtjf/9s5K9jo0nMlLD3LK5z4xcQk4FMjP0vEdKV3ENtdjgdx5PxZ5neDouds8ehGCtqY65Yo7MMGzOQXtPp3/YbN28O9Vf0LeRKKro0H54g6M98y592jp5lPMWnWE7m2qM3lQawKD3uHWZmqaeVdO6ULT2qVyJA4h40RlQ4k2btzI4MGDCQ8PTzfPpEmTOHDgADdv3gSgS5cuhIeHc+DAgVyJ8XPRMfEUdbamQ7NKdBm9LtX2u0enKTw/7XufwdO307RWySyVN7hTPbq5V8Nz0mb8ngZR2tWWpRM6EhkVw+qd5wDYMqcXiYlJeAxfxYePsfTrUJsDywZQ6fdpRMfGAzBjiDv1qxaly5h1REbFMHvE72ye3YOGPRZkKa60WJkZMbF/C5xsTJHJZGw/egmP4as5t2U0rk6W3z6Akl2//4KN+y5QtGDGp5r9LDH4XH9MjzbVKV3EjsSkJKYuP0zrAUu5uGscutqpV03MKeGR0TTquYCqZZ3Ztagv+Y30eBL4BiODrA30y67cej98bjymm3s1SrnakpgkZcbKw/w+eDnnt/0hP/8lXWz4rUE5rC2MCY+MZs7av/h98HKu7p2Iqqpyxxjc9Atg6yEfXJ0+vW4rM2OuH5yikG/rIR9WbvuHWpVclVq+MvyKLRs/5kiT/2zcuBEjI6O8DiNThg8frrCASl6qW7kIf/RpSpOaaVcezE0MFB7H/71D1bLO2Fvnz1J5FUo4cuzcbU5cuEdgUBiHztzkn0sPKFvUDgAnWzMqlHBg2J87uHE/gMcvQhk6aydamuq4NygLgIGuFh1buDF2wT7OX33IrQeB9J+yhYolnShXzD5LcaWlUfXi1K9SFCdbMwramTPeszm6OppcvftMaWVkVFR0HL3He7FwbHuMDHRyvfy8jmHPkn50aFYJVydLihcqwPKJHXkZ/J6bfoG5GseiTSexNjNi2YSOlC1qj511fmpXcsWhgGmuxgG5+37sXOhJuyYVcXG0pJizNYvHefAy+D23H3w6/51aVsGtdEFsLU0oUdiG0b2b8CrkPQFB75Qay8foOAZM3szskW0x1P9UyVNVVcHMxEDhcfzfOzStXQpdndyrkGaYJJuPH9APXdn4Eenp6WFiYpLXYWRa6LtITl64h0ezSlk+xuXbT6lRvjBOtsk39SnmbE2lko6c8rkPgKZ6ckNbbFyifB+ZTEZ8QiKVSjkBUNLVFg11Nc5e9pfnefQihMCgMMoXd8hybF+TlCRl74mrRMfE51gZXzNy9i7qVSlKzQouuV729xRDisioWACMc7nS89f5u5RytaXL6HUUajCGGh3/xOvAhVyNIUVevh8p5z+9Ss7HmDh2HLmErZUJ1ubGSi177Pw91KlchGrlC3813+0Hgdx79Ir2TbN+vcpJKS0bWX38iPK0snH8+HGqVq2KkZERJiYmNG3alCdPngBw9uxZJBKJQpfEzZs3kUgkPH/+nLNnz9K1a1ciIiLkb0DKHe/ev39Pp06dMDY2RkdHh0aNGvHo0SP5cVJaRI4cOULhwoXR0dHht99+Izo6Gi8vL+zt7TE2NmbgwIEkJSXJ9/vWcVMcOHAAZ2dntLS0aNCgAYGBn34BTJo0Sb7mfFqkUikzZ87EwcEBbW1tSpYsyZ49e7J4hpVn57HL6OlqpdsKkhELvE6y7+Q1Lu8eR6jvIs5tGcXKHWfZffwqAA+fBxMYFMaEfs0x1NdGXU2VQZ3qYm1ujLmJIZDc2hIXn0BkVIzCsUPDIjE3Ue6c83uPX1Gg+lDMqwxm6MydbJ7TExfH3O1C2XviGrf8A5nQr3mulvu9xZBCKpUyZv4eKpZ0pEgud+e8ePWWDfu8cbI1Zc9iT7q6V2XMvL1sP3IpV+PIy/dDKpUyfuE+KpRwVOjGAFi/9zz2tYfjUHsEp33vs3uRJxrqyuupP3jqOncevmR076bfzLvjyEWc7c0plwc/DoS05Wll4+PHjwwdOpSrV69y+vRpVFRUaNWqlXzd9q+pXLkyCxcuxMDAgKCgIIKCghg+fDiQPA7i6tWrHDp0CF9fX2QyGY0bNyYhIUG+f3R0NIsXL2bHjh0cP36cs2fP0qpVK44dO8axY8fYvHkzq1atUviiz+hxp0+fzqZNm7hw4QLh4eHym+BkxMyZM9m0aRMrV67k3r17DBkyhI4dO3Lu3Ll094mLiyMyMlLhoWzbjlzEvX45tDTVs3yMVnXL0KZheXqO86Jmxz/xnLSZ/h51aNckeX39xCQp/xu5hoJ2Zjw/M4fX5+dTtVwhTl64h0yW+4v+ONuZ8+/WMZzaMJxu7lXxnLSZB0+Dcq38lyHv+WP+XlZP6Zyt8/6jx/C54bN34fckiHXTu+Z62VKpjBKFbRjv2ZwShW3o0qoKnVpUZsM+71yLIa/fj1Fzd/PgaRCrp6a+Y+hvDcpxxmskB5cPxMnWjJ7jNhAbl5DGUTLvdch7Ji7ax5IJ//vm646Ji+fAqWu0a/J9tmrAr9mykacDRN3dFUdPr1+/HlNTU+7fv//NfTU0NDA0NEQikSjcee7Ro0ccOnSICxcuULlyZSB5qVUbGxsOHDhAmzZtAEhISGDFihU4OSU3z//2229s3ryZkJAQ9PT0KFKkCLVq1eKff/6hbdu2mTru0qVL5Teo8fLywtXVlcuXL1OhQoWvvqa4uDhmzJjBqVOn5DfBcXR0xNvbm1WrVlGjRo0095s5cyaTJ0/+5jnLKt+bT3j8IpQ107J3gZ8yqCUL/2vdALj/5DUFLPMxpEs9dhxN/nV460Eg1T1mYaCrhbq6Gu/Cozi5YTg3/QIACHkXiaaGOgZ62gqtG2b5DAh5p9xKloa6Go42yf3xpVxtuXE/gJU7zrLwj/ZKLSc9t/wCeBP2gZqdZsvTkpKk+Nx4wtrd/xLsvUDpg+++xxhSjJi9i7/P3+XY6sFKb57PCPP8BhR2ULzLZSF7cw7/czPXYsjL92P03N2cvHCPgysGYWWW+vwb6GljoKeNo40ZZYvZU6j+aI6du03r+mWzXfZt/0Devo+iUfe58rSkJCmXbj1l4z5vnp6ZK3/dR/+5RUxsAr81LJ/tcnPKrzhANE8rG48ePWLChAlcunSJt2/fyls0AgIC0NHJWn+sn58fampqCnejMzExoXDhwvj5+cnTdHR05BUNAHNzc+zt7dHT01NIS7m1bkaPq6amRvnynz7kLi4uGBkZ4efn983KxuPHj4mOjqZevXoK6fHx8ZQuXTrd/caMGcPQoUPlzyMjI7GxsflqWZmx9ZAvJV1sKOZsna3jaGtqpGq1kkplqKSxIl7kx+R+YUcbU0q72jJj5REg+WIbn5BIjfKF5Rf5gnZm2Fjm48qdnB28KZXJiI9P/HZGJalevjDe28copA2YshVne3MGdqqbK1/y30MMMpmMkXN2c/TsLQ6vHIRdFgcoZ1fFEo48fhGikPY4IJQCFvlyLYa8eD9kMhlj5u3h2LnbHFg+ADurb485k8lk8vFWylC1XCFObRqlkDZsxjac7Mzx9Kij8Lp3HLlIvarFMDHW+/Iw3w1R2chlzZo1w87OjjVr1mBlZYVUKqVYsWLEx8fLv/Q/v4fB590V2aWurtgUJ5FI0kzLSJeOskRFRQFw9OhRrK0Vv9g1NdMfUa2pqfnV7emWFx3Hs5ef1q8IeP2OOw9fYmygI7+AfvgYw+EzN5k8sGWmj/+l4953GNq1AS+D3+P3NIgShQvg2aEWWw9dlOdpUac0b99H8TIkjCJOVswa9htHz93mn0sPgORKyJaDvkwf0pr3kR/58DGW2SPacPn2U67efZ7tGFNMXnqQupWLYmNhzIfoWPYcv4r3tUfsXeKptDK+RV9XiyJf9IvraGtgbKibKv1njmH4n7vY8/dVts3thZ6OFiFvk1uwDPS00NbSyJUYAPp2qEXD7vOZv+FvWtYtw/V7L9h0wIcFf2S8mzS78uL9GDV3N/tOXGPTnz3Q1dGStyAa6Caf/+ev3nLw1HVqVnTBxEiP16HhLNl8Ci1Ndeq4FVFKDHo6WqnGS2lraWBsoKOQ/uzlGy7desqmOb2UUq6gPHlW2Xj37h3+/v6sWbOGatWqAeDt/anv09Q0ufk6KCgIY+PkJruUtSlSaGhoKAzghOTb4SYmJnLp0iV5d0dKWUWKZP2Dn9HjJiYmcvXqVXkrhr+/P+Hh4bi6fnuud5EiRdDU1CQgICDdLhNluuUXQMt+S+TPxy/aD0DbxhVYOqEjAPtPXkcmkymlKXTUnN380acpc0e1Jb+xHsFvI9i47wKz1/4lz2Oe34DpQ1pjmk+fkLeR7Dh2iTlrjysc548Fe5HKZGz6s4fCol7K9PZ9FH0nbSLkbSQGeloULWjN3iWe1Kr4/c3Z/9mt33segKZ9FimkL5vQkQ7ZmB2VWWWK2LF5dk+mLD/EnHXHsbUyYfrQ1rT5jpvrlWHjf2NSPr9WACwe50G7JhXR0lDn4q2nrNp5jogP0Zjm06dSKSeOrh6CaT79XI1159FLWJoaUqPC12er5LnsTGH9MRs28u6ur1KpFDMzMxo1asTEiRMJCAhg9OjRXLlyhf3799OkSROcnJyoVKkS06dP5+HDhwwbNgx/f3+ePXuGvb09Pj4+VKlShVOnTlGyZEl0dHTQ0dGhZcuWPHr0iFWrVqGvr8/o0aN5/Pgx9+/fR11dPc3Ft75cbAtSL7iVkeP26tWL0qVLs3jxYtTU1Ojfvz8Avr6+aZbzZRnjxo1j5cqVzJs3j6pVqxIREcGFCxcwMDCgc+fUg7LSIu76+om46+v35XsZ3Cbej2Tirq/JcvuurwZtVmfrrq+Ru3v9cHd9zbPZKCoqKuzYsYNr165RrFgxhgwZwpw5c+Tb1dXV2b59Ow8ePKBEiRL8+eefTJumuKJl5cqV6dOnD23btsXU1JTZs5MHTW3YsIGyZcvStGlT3NzckMlkHDt2LFU3SWZl5Lg6OjqMGjWKDh06UKVKFfT09Ni5M+O/uqdOncr48eOZOXMmrq6uNGzYkKNHj+LgIKZwCYIg/AyS78OW1dkoeR191uRZy4aQc0TLxieiZeP7Ilo2vi+iZSNZbrdsGP2+BolG1iZByOKjCd/VU7RsCIIgCIIgfE7ciE0QBEEQcpGY+ioIgiAIQs76BWejiMqGIAiCIOSmbLRsyH7Qlg0xZkMQBEEQhBwlWjYEQRAEIRdlZ8zG9zKjK7NEZUMQBEEQcpGobAiCIAiCkLN+wQGiYsyGIAiCIAg5SrRsCIIgCEIuEt0owk8lOi4J1bikb2fMId/DUuHVZ5/N6xAAONy/Sl6H8F1IzONlqVOoqOT9BVtfK+8vv9/DeQDQVlHN0/IT1HO3/NyqbNjb2/PixYtU6Z6enixbtozY2FiGDRvGjh07iIuLo0GDBixfvhxzc3N53oCAAPr27cs///yDnp4enTt3ZubMmaipZe7zm/efdkEQBEH4heRWZePKlSskJX36wXn37l3q1atHmzZtABgyZAhHjx5l9+7dGBoa0r9/f1q3bs2FCxcASEpKokmTJlhYWODj40NQUBCdOnVCXV2dGTNmZCpuUdkQBEEQhFyUW5UNU1NTheezZs3CycmJGjVqEBERwbp169i2bRu1a9cGku9s7urqysWLF6lUqRInTpzg/v37nDp1CnNzc0qVKsXUqVMZNWoUkyZNQkNDI8OxiAGigiAIgvCTi4+PZ8uWLXTr1g2JRMK1a9dISEigbt268jwuLi7Y2tri6+sLgK+vL8WLF1foVmnQoAGRkZHcu3cvU+WLlg1BEARByE1KmPoaGRmpkKypqYmmpma6ux04cIDw8HC6dOkCQHBwMBoaGhgZGSnkMzc3Jzg4WJ7n84pGyvaUbZkhWjYEQRAEIReldKNk9QFgY2ODoaGh/DFz5syvlrlu3ToaNWqElZVVbrzEVETLhiAIgiDkImWM2QgMDMTAwECe/rVWjRcvXnDq1Cn27dsnT7OwsCA+Pp7w8HCF1o2QkBAsLCzkeS5fvqxwrJCQEPm2zBAtG4IgCILwgzEwMFB4fK2ysWHDBszMzGjSpIk8rWzZsqirq3P69Gl5mr+/PwEBAbi5uQHg5ubGnTt3CA0Nlec5efIkBgYGFClSJFPxipYNQRAEQchFubmol1QqZcOGDXTu3FlhbQxDQ0O6d+/O0KFDyZcvHwYGBgwYMAA3NzcqVaoEQP369SlSpAj/+9//mD17NsHBwYwbN45+/fp9tXKTFlHZEARBEITclIv3Rjl16hQBAQF069Yt1bYFCxagoqKCu7u7wqJeKVRVVTly5Ah9+/bFzc0NXV1dOnfuzJQpUzIdtqhsCIIgCEIuys2Wjfr16yOTydLcpqWlxbJly1i2bFm6+9vZ2XHs2LFMlZkWUdlQkpo1a1KqVCkWLlyY5nZ7e3sGDx7M4MGDM3XcSZMmceDAAW7evJntGNMS/CacWauOcPaSHzGxCdhb52fO6HaUcLEF4E3YB2atOsz5K/5ERsVQoaQTkwe1xqGA6TeOnDXr9pxn/d7zBAaFAeDiaMGI7o2oV6Wo0sroWsWerlXsFdJevIvmf+uSB0JZGWnhWdOJEgUMUVdV4dKzMBadesT76AQAStkYsbh9qTSP3WvTNR4Ef8hSXN96LwAePw9h1qrDXLr1hMQkKc525qyY2hVrc+MslZmVOIbN3Mbe41cU9qlewYVNc3orpfykJCmLvf7m4KnrvAmLxMzEEPeG5enXsa7ChfbxixBmrz7C5dtPSUqSUtDOnGWTOmOlhHNRre1UXoW8T5XesWUVpgx2p/2gZVy69URhW/tmbkwf1ibbZX9uodcJjp69zaMXIWhrqlO+uAMT+jWnoN2n6YixcQlMWLyfAyevE5eQSK2Krswe0QYzE4OvHDnjfG48ZumW09x6EEDI20g2ze5B4xolAUhITGLGyiOc8rnHi1fv0NfTokb5wozv1wJLU0OllJ+eUi0nyq8Tn+vmXo05I3/P0bKFzBOVjVxy5coVdHV18zoMBREfonHvvxi3Us5snN0LEyM9nr18g6G+DgAymYxeY9ehrqbKmund0dPVYu2us3QcuoKTXqPQ0c5cn11GWJkZMbF/C5xsTJHJZGw/egmP4as5t2U0rk6WSivn6ZuPDN11S/48SZpc89dSV2Fem5I8eRPF4B3J27tXc2CWe3H6bL6ODLj7KoKWy3wUjte9qj1l7YyzXNH41nsB8OLVW34bsJi2jSsyuGtD9HW1ePg8GE0N5f0ZZyQOgBoVXJgzur38uTJjWLXjDNsO+TB7dHuc7S244x/I6Nk70dfVonPrakDyuWg3aCltGlVgUJcG6Olo8UiJ5+LAqiFIP7uPi/+zYDoNXyn/kgVo17QSQ7o2lD/X0sr4aooZ5XPjMd3cq1G6iC2JSVKmrzhMm0HL8d7+B7r//f2NX7iPkz73WTejGwZ6Woyeu4cuo9dxbM0QpcQQHRNHMWdrPJpVovOotQrbYmLjue0fyLBuDSnqbE1EZDR/LNhLx+GrOO01Uinlp+fUhuHyv1sAvyevcR+wjBZ1SudoucogbsQm5Jgvl439UkJCAurq6rkUTbIV205jZWrE3DGfvjRsLE3k/3728g037r/gxMaRFHJI/qKfPvQ3yreayKHTN2jXtJLSY2pUvbjC8/GezVm/15urd58ptbKRJJUR9jE+VXpxa0MsDLXo7nWV6PjkewrMOOrH0UFVKWNnzLUX70n8Yl9VFQlVC+Zn7/VXWY7nW+8FwJy1x6hV0ZUxfZvL0+ys82e5zKzGAaChoaa0X85funHvOXWqFKNWpeTR7gUs8nHkzA1uPQiQ55m//i9qVHBlVO9m8jRlngsTIz2F5yu2ncbOyoSKpZzkaVqa6pjm0DlIsWuhp8LzJeM9cG00llsPAqlcuiCRUTFsPXyRlVM6Ua1cIQAWj/OgcrvpXL37jHLFHLIdQ93KRalbOe2WRQM9bfYu6a+QNmt4G+p3ncvL4DAKWOTLdvnpyW+sr/B8kddJHArkp0qZgjlWprJIyEZlI8uDPfKWmPqqRImJifTv3x9DQ0Py58/P+PHj5X1l9vb2Cl0sEomEFStW0Lx5c3R1dZk+fTqQvHa9ubk5+vr6dO/endjY2ByL99SFexR3scFzwkbKthhP4+5z2X7YV749Pj4RAE2NT5UgFRUVNNTVuHLnaY7FlSIpScreE1eJjomnfPHsXzQ/V8BYm32ebuzoVZHxTV0x00/+laiuqoIMSPjsV218khSpDEoUSLtZuGpBEwy01fnrTuZW1Pvct94LqVTKP773cbAx43/DV1K2xXha9FnA3+fvZLnMrMSR4uLNx5RtMZ7aHWcwdt5u3kd8VFoMpYva43v9Ec8C3wDJv1iv3n1GjQouQPK5OHvRDwcbU7qMXEWF1hNx91zESW/lnosU8QmJHDx5nd8aV1T4gjh06jplm4+nYZfZzF59hJjY1JVXZYuMSr4eGBsktzTdehBIQmISNcoXludxtjengIUxV+88z/F40vIhKgaJRIKhnnaulRmfkMju41fo0KzSD/HLXxmLev1oRGVDiby8vFBTU+Py5cssWrSI+fPns3bt2nTzT5o0iVatWnHnzh26devGrl27mDRpEjNmzODq1atYWloqjAxWtoCgd2w56IN9AVO85vSmY4vKTFq8nz3Hk8cuONmZY21uzOzVR4j4EE18QiIrtp0m6E04oe8iv3H0rLv3+BUFqg/FvMpghs7cyeY5PXFxVF6rxv3Xkcz86wHDd99m3omHWBpqsbRDabQ1VLn3OpLYhCT61HBCU00FLXUVPGs6oaYiwUQ37WbyJsUtufIsjDdRcVmO6Vvvxdv3UXyMiWPFttPUqODCprl9aFCtOH3Gb+DizcdZLjezcUByF8r8PzzYOr8vo3o349KtJ3QZuZokJd0+vk/72jSpVYr6Xf7Epd4ImveaTxf36rSoWxaAd+HJ52LV9jNUL+/Cxtm9qFe1GJ4TvVKNo1CGk953iYyK4beG5eVpzeuWYf5YD7Yu7EsfjzocOHGNIdO3Kr3sz0mlUsYt3EeFEo64OiWvAhn6LhINddVU3Vym+fRz9G80PbFxCUxeeojW9cuin4uVjWPnbhMRFUP7Jspvbc0Rkmw+fkCiG0WJbGxsWLBgARKJhMKFC3Pnzh0WLFhAz54908zfoUMHunbtKn/erl07unfvTvfu3QGYNm0ap06d+mbrRlxcHHFxn77ovlwzPz0yqYzihW0Y2St5oZdihQrw8FkwWw/68FvDCqirqbJyaldGzt5ByaZjUVVVoUrZQtSs6Jru6GZlcLYz59+tY4iMiuHg6Rt4TtrMkVWDlFbhuPTs06Cyp28+4hf0gV19KlG7sClH7wQz8eA9htYrhHtZa6QyOO0Xgn/wB6RpvGZTPU3KO+Rj0qHM3ZToS996L1LOd70qxejxe00Aijpbc/3uc7Ye9KFSKeU0HX8rDoDmdcrI87s4WeHqZEn19tO5ePMxVcoWynYMx87e4tDp6ywY64GzvQX3H79i+vKDmJsY0LpBeaT/9dPXrVyUbm1qAFCkoDXX7z1n+yEfKpZ0+trhM23XsUvUqOiCef5PLVvtm7nJ/+3iaIWZiQEdh67gxau3Su/aSjFqzm4ePAniyOpBOXL87EpITKL72PXIkDE3lwdobjnkS123Ijk+KFXIOtGyoUSVKik24bm5ufHo0SOSkpLSzF+uXDmF535+flSsWFEhLWUlt6+ZOXOmwhr5NjY2GYrXzMQAZ3vFm+w42ZnzOjRc/rx4YRv+WjeC20dncHnfZDbN6c37yI/YWqXux1cWDXU1HG1MKeVqy8T+LSjmbM3KHWdzrLyouEQCw6KxNk7+JXbl+Xvar7lEi6U+NF9ygelHH5BfT5PXEakrfY2KWxAZk4D343fZiuFb74WxoS5qqirp5Ek9ayKn4kiLrVV+8hnq8vzVW6XEMGvVYXq3r03T2qUp7GhJq/rl6OpenZXbklc6TDkXn8/IACj4jTiz4lVwGBeuPaTtN34xl3JNnqnzQknn4Euj5u7mxIV77F8+ACuzT7NtzEwMiE9IIuJDtEL+N2EfcmxMTVoSEpPo/sd6XgaFsXdJ/1xt1QgMCuPcFX86Nv/2tfJ7IbpRhFylrNkpY8aMISIiQv4IDAzM0H5liznwNCBUIe3Zy9A0p1Ea6GnLZybc8Q+kXtViSok9I6QymXz8SE7QVlfF2kibd1GKfe4RMQlExSVSxtYIY111LjxO/UXSuLgFf98LURgVnxXfei801NUo4WKbOk/gG6zNlTcILzOfiRRBoeG8j4xW2pdbbFwCKhLFS5OKqoq8ZUlDXY3ihW14+t+YDnmcgW+UOgUYYPdflzEx0qNWJdev5rv/+DWA0geMymQyRs3dzbFzt9m3tD92X1TyS7rYoK6myr9XHsrTHr8I4WXwe8oVt1dqLOlJqWg8DXzD3qX9yWeYu7Puth25iKmxPvWVOD0+p4nKhpAtly5dUnh+8eJFnJ2dUVVVzdD+rq6uaR7jWzQ1NVOtk58R3dvU4Mb9FyzbfJLnL99w8OQ1th++SKdWVeV5jv5zE98bjwl4/ZYT3nfoOGwF9asWp3p5lwyVkVmTlx7kwvXHBLx+x73Hr5i89CDe1x7RplG5b++cQZ41nShpY4iFgRbFrAyY1qooUpmMU37JX7KNillQxNIAKyMt6hUxZ3KLouy++pLAsBiF45SxNcLKSJsjt4OyHVNG3ote7Wpx5J+bbD/sy/OXb/Dad57Tvvf4X8sq2S4/o3F8jI5jxopDXL/3nMCg5F/9Pceuw946v9I+E7XdirB86yn+uXifl8FhnDh/h/W7z1G/6qeZSj3b1uLY2ZvsOHKR56/esmm/N2d87+PRorJSYoDkMRJ7jl+hdYPyqKl9+ht+8eotSzad4I5/IC+Dwjh14S7DZ26jQslPYymUZdSc3ew5fpWVkzuhp6tFyLtIQt5FygejGuhp49GsEhMW78f72kNuPQhg4LStlC9ur5SZKABR0XHcefiSOw9fAvDi9TvuPHzJy+AwEhKT6Dp6HTf9Alg5uRNJUpk8xviEnPuBkEIqlbLtyEXaNqmg8B597ySS7D1+RGLMhhIFBAQwdOhQevfuzfXr11myZAnz5s3L8P6DBg2iS5culCtXjipVqrB161bu3buHo6NjjsRb0tWWVdO6MXv1URZtOoGNRT4m9G9Jy3pl5XlC30UybdlB3r5PbpZt3aAcAzrVz5F4IHkgZN9Jmwh5G4mBnhZFC1qzd4kntSp+/ZdlZpjqazKxWREMtNQJj0ngzssI+my5TkRM8qJdtvl06FXdEQNtNYIjYtns+4JdV1+mOk6TEpbceRlBQFh0qm2ZlZH3omH1Ekwf2oblW08xafF+HG1NWTGlC+VLKO/z8a04VFUl+D15zd7jV4iMisEsvwHVyxVmaPfGSlvjYsKAVixcf5yJC/fxLvwDZiaGtG/qRv9O9eR56lcrzpQh7qzcdoapS/fjaGPG0smdKVdceefiwrVHvA55T5vGFRTS1dVVuXDtIRv2/Et0TDyWZkY0rF6Cfv+rl86Rsm7DPm8AWnouUUhfPM6D9k2Tu1ynDm6NREVC1zHriY9PpFZFF/5U4piJm34BtPRcLH8+fuF+ANo1qcDIHo05/t+MqJr/+1NhvwPLB1K1rLPS4kjLucv+vAx+j0ezH6cL5VclkeXkSL9fSM2aNSlatGhyTXvbNlRVVenbty/Tpk1DIpGkWkFUIpGwf/9+WrZsqXCcGTNmsGDBAmJjY3F3d8fc3Jy///47UyuIRkZGYmhoyKPAt+hnsJUjJxjq5O66IWmpPvtsXocAwOH+ymt9+JElKmnGSnapqOT9z0N9rbz/rfe9NMnndRSRkZFYmhoRERGR4ZbhrJZjaGiI44A9qGhmrbtJGveRp0t+y/FYlU1UNn5CorLxiahsfF9EZeMTUdn4JK+jyPXKxsA9qGaxspEU95Gni3+8ykbef9oFQRAE4RfyKy5XLgaICoIgCIKQo0TLhiAIgiDkouzMKvlBGzZEZUMQBEEQcpOKiiTL44Zk38F4o6wQlQ1BEARByEWiZUMQBEEQhBwlBogKgiAIgiAomWjZEARBEIRcJLpRBEEQBEHIUb9iN4qobAiCIAhCLhKVDeGnoqulhl4eLokszeZt15Xhr0FVv50pFzRZciGvQ+Cgp/LuiJpV4dEJeR0CAKYGmnkdAknfwd+H6ncyai+vz4RU3LUjx4nKhiAIgiDkIjFmQxAEQRCEHCUhG90oeX7buqwRlQ1BEARByEW/YsvGd9JjJwiCIAiCsr169YqOHTtiYmKCtrY2xYsX5+rVq/LtMpmMCRMmYGlpiba2NnXr1uXRo0cKxwgLC8PDwwMDAwOMjIzo3r07UVFRmYpDVDYEQRAEIRelzEbJ6iOj3r9/T5UqVVBXV+evv/7i/v37zJs3D2NjY3me2bNns3jxYlauXMmlS5fQ1dWlQYMGxMbGyvN4eHhw7949Tp48yZEjR/j333/p1atXpl6z6EYRBEEQhFyUW90of/75JzY2NmzYsEGe5uDgIP+3TCZj4cKFjBs3jhYtWgCwadMmzM3NOXDgAO3atcPPz4/jx49z5coVypUrB8CSJUto3Lgxc+fOxcrKKkOxiJYNQRAEQchFudWycejQIcqVK0ebNm0wMzOjdOnSrFmzRr792bNnBAcHU7duXXmaoaEhFStWxNfXFwBfX1+MjIzkFQ2AunXroqKiwqVLlzIci6hsCIIgCEIuSmnZyOoDIDIyUuERFxeXqpynT5+yYsUKnJ2d+fvvv+nbty8DBw7Ey8sLgODgYADMzc0V9jM3N5dvCw4OxszMTGG7mpoa+fLlk+fJCFHZEARBEIQfjI2NDYaGhvLHzJkzU+WRSqWUKVOGGTNmULp0aXr16kXPnj1ZuXJlrscrxmwIgiAIQi5SxnLlgYGBGBgYyNM1NVOvimtpaUmRIkUU0lxdXdm7dy8AFhYWAISEhGBpaSnPExISQqlSpeR5QkNDFY6RmJhIWFiYfP+MEJWNX5jPjccs3XKaWw8CCHkbyabZPWhcoyQACYlJzFh5hFM+93jx6h36elrUKF+Y8f1aYGlqmGMxlWo5kcCgsFTp3dyrMWfk7zlW7ueWbj7FrFVH6N6mOpMHtQYg9F0k05Yf4vwVf6Ki43CyNWNAp3o0qVkyS2V0qWxHl8r2CmkB76LptOEKAFaGWvSt6URxawPUVVW4/DyMxacf8/6z5b6ntyxKQTM9jHU0+BCbwLUX4az69ynvPsZn7YX/J/hNOLNWHeHsJT9iYhOwt87PnNHtKOFiC8CCDcc5fOYGQaHhqKupUrxwAYb3aELpInZZKu/63ads3vsvfk9e8TbsA3PH/o+abkXl2yct2MWR09cV9nErU4glU7rJn7949YZF649xy+8FiQlJFHSwoG/H+pQr4ZSlmCD5PMxcqXge5o75dB5kMhnz1x9n+2FfIqNiKVfcnulD2+BgY5rlMr+0cZ83Xvu95X8ThR0sGdqtAXXckr9ANh/wYd/Ja9zxDyQqOg7/v2diqK+jtPIh+TqxbMtpbvkHEvI2Eq8/e9C4Rok08w7/cyde+y8wdXAr+rSr9VPGoRTZGCCasqaXgYGBQmUjLVWqVMHf318h7eHDh9jZJf+tOjg4YGFhwenTp+WVi8jISC5dukTfvn0BcHNzIzw8nGvXrlG2bFkAzpw5g1QqpWLFihkOW1Q2fmHRMXEUc7bGo1klOo9aq7AtJjae2/6BDOvWkKLO1kRERvPHgr10HL6K014jcyymUxuGK9wzwu/Ja9wHLKNFndI5VubnbvoFsPWQD65OiiOsB0/bSkRUDOtn9SCfoS4HTl6n74SNHFs7jGKFCmSprGdvPzJs1y3586T/7s+gpa7CnDYleBIaxZBdtwHoXsWeGa2K4bn1hvw+EjcCw9l6KYB3H+PJr6dJ3xqOTG5ehP7bb2YpHoCID9G491+MWylnNs7uhYmRHs9evlH4AnMsYMqUQa2xtTIhNi6BdbvP0Wn4Ss5uG4uJkV6my4yJTcDZ0ZLm9coxYsaWNPNULluICYPbyJ9rqKsqbB8y2QsbKxNWTu+JpoY62w95M3jyRg6sHUl+Y/1MxxTxIRr3fotxK+2M1+xe5DPS4/kX52HltjNs3Psv88Z0wMbKhHlr/+J/w1dyatNotDTVM11mWqzMjBjbtxmONqbIZLDr2GW6jFrLyY0jcHG0JCYuntoVXahd0YXpK48opcwvRcfEU9TZmg7NKtFl9Lp08x09e4urd59jkUM/Rr6XOJQht27ENmTIECpXrsyMGTP4/fffuXz5MqtXr2b16tXyYw0ePJhp06bh7OyMg4MD48ePx8rKipYtWwLJLSENGzaUd78kJCTQv39/2rVrl+GZKCAqG9+1SZMmceDAAW7evJkjx69buSh1KxdNc5uBnjZ7l/RXSJs1vA31u87lZXAYBSzy5UhMX34xLPI6iUOB/FQpUzBHyvvcx+g4BkzezOyRbVnkdUJh29W7z5gxrI381/ugLvVZs+sst/0Ds1zZSJLKCEvjxmTFrAyxMNCi56ZrRMcnATDzrwccHlCFMrZGXAsIB2DPtVfyfUIi49h2OZBpLYuiqiLJ8k2+Vmw7jZWpEXPHtJen2ViaKORpUa+swvNx/Vqy8+glHjx5TZWyhTJdZpVyhalSrvBX86irq6VbaQiP+EjA67eMH+iOs0NyU3D/zo3YffQiT14EZ6mysWLraSzNFM+DrdWn8yCTyVi3+xz9/1ef+tWKAzB/bAfKtZzACe87NK9TJtNlpqV+1WIKz8f0aYrX/gtcv/ccF0dLerWtCcCF64/S2Fs56lYuQt3KRb6aJyg0nDHz9rBrkScdhq76qeP4kZQvX579+/czZswYpkyZgoODAwsXLsTDw0OeZ+TIkXz8+JFevXoRHh5O1apVOX78OFpaWvI8W7dupX///tSpUwcVFRXc3d1ZvHhxpmIRlQ0hwz5ExSCRSDDU086V8uITEtl9/Ap9O9TKldsqj52/hzqVi1CtfOFUlY1yxRw4fOYGdSoXwVBPm8NnbhIXn4hb6axXgqyNtdnTpxLxiVLuvY5kzflnhH6IQ/2/W3EmJEnleeOTpMhkULyAobyy8Tl9LTXquppx71Vktu4meurCPapXKIznhI1cuvUE8/yG/K9lFdo3c0szf3xCItsP+6Kvp5WqNUiZrt15Sj2PqejraVO+hBN9/1cfIwNdAAwNdLArYMrRM9dxKWiNuroq+45fIp+RHq4FrbNU3skL96hRoTB9J2zk0s0nmJsa0umz8xAY9I43YR+oWu5T5cpAT5tSrnZcv/tcaZWNzyUlSTl85ibRsXGULebw7R1yiVQqxXPyZvp1rIOLo+W3d/jJ48iI3FyuvGnTpjRt2vQrx5MwZcoUpkyZkm6efPnysW3btswV/AVR2chhUqmUuXPnsnr1agIDAzE3N6d3796MHTuWUaNGsX//fl6+fImFhQUeHh5MmDABdXV1Nm7cyOTJk4FPzWYbNmygS5cuefI6YuMSmLz0EK3rl0U/lyobx87dJiIqhvZNKuV4WQdPXefOw5ccXTM0ze0rpnTGc6IXxRuPRU1VBW0tDdbO6IZDgaz1z98P+sCsvx4QGBaDiZ4Gnd3sWNy+FF03XOV+UCQxCUn0ru7ImvPPkEigVzVHVFUk5NPVUDhOr+oOtCptjba6KvdeRzJm350sxZMiIOgdWw760KNNTTw71uX2gwAmLd6PuroqvzWsIM932uceA6ZsIiY2ATMTA7bM7Uu+LHShZIRbmcLUqlwMa/N8vAx6x7JNfzNw4gY2zPVEVVUFiUTC8mk9GD5tE9XbTERFIsHYSJfFk7tioJe18QuBKefh95r0++88TFy0H3U1VX5rVIHQdx8AyG+s+Jrz59PjTdiHbL/mz/k9eU2TXguIi09EV1uT9TO7U9gh4wPzctrizadQU1Wh1+81RBwZlFvdKN8TUdnIYWPGjGHNmjUsWLCAqlWrEhQUxIMHDwDQ19dn48aNWFlZcefOHXr27Im+vj4jR46kbdu23L17l+PHj3Pq1CkgebGVtMTFxSnMsY6MjFTqa0hITKL72PXIkDE3lwZpAmw55EtdtyI5OiAV4HXIeyYu2se2BZ7p9rXPWfsXER9i2LHQk3yGuhw/f4e+Ezayd9nALP2iv/zs0yDYp28/4hcUyY5elahV2JRjd4OZdOg+Q+o507qMNTIZnPYLxT/4A7IvGi12Xgnk2J1gzA206OJmx5jGLozZdzfT8aSQSWUUL2zDyF5NAChWqAAPnwWz9aCPQmXDrXRBjq0dTljER3YcuUi/SV4cWDk4S10W39KgxqdBuAXtLSjoYEHLHnO4ducpFUoVRCaT8eeKAxgb6rHmz95oaahz4MQVhk7xYtOC/uTP9/VBdGmRpnEe/J8Fs+WQD781qvCNvZXLydaM014jiYyK5cg/Nxk4bSv7lw38Lioctx4EsHrnOc54jczTL8HvJY6M+hVvxCYqGznow4cPLFq0iKVLl9K5c2cAnJycqFq1KgDjxo2T57W3t2f48OHs2LGDkSNHoq2tjZ6eHmpqat+cXjRz5kx5K4iyJSQm0f2P9bwMCmP/8oG51qoRGBTGuSv+eM3qkeNl3fYP5O37KBp1nytPS0qScunWUzbu8+bctj/YuPc8pzeNovB/zbNFnK25fOspXvu8mTUi+xWwqLgkXr6Pxto4+fxeffEej7WXMdRWI0kqIyouiX193TjjrzgFLSImkYiYRF6+jyHg3Ud293GjiKUB94OyVuE0MzHA2V5xgR8nO3P++ve2QpqOtib2BUyxL2BKmaL21OwwnZ1HL9GvY11yWgELE4wMdAkMekeFUgW5cusJ3lcecGbHRPR0kvuZRxe05tKNRxw5fZ0ubWpmuoy0zkNBO3P+Onf7v+3Jlaq376Mwz/+pMvw2LIoiBZXbnaShriZvQSvpYsNNvwDW7jrHnFFtlVpOVvjefMLb91GUajlRnpaUJGXi4gOs3nGO6wcm/VJxCOkTlY0c5OfnR1xcHHXq1Elz+86dO1m8eDFPnjwhKiqKxMTEb05lSsuYMWMYOvRT839kZCQ2NjZZjjtFSkXjaeAbDiwfQD5D3WwfM6O2HbmIqbE+9aukPYBVmaqWK8SpTaMU0obN2IaTnTmeHnWIiU2eSqqioviTQlVVgjQb4yM+p62ugpWhNieiUlcmAErbGGGko47P43fpHiPlF52GWtZ/+pQt5sDTAMUYnr0MxdrcOJ09kkllMuITErNcbmaEvI0g4kM0+fMlf+HHxv33/nzxk0+iIkH6ZVNQBpUt7sDTwC/OQ+Cn82BjaYJpPn0uXHtIUefkcSEfPsZy0+8FHVtWzlKZGSWVyojLpXP9Lb83qkCN8oqDe38fvII2DcvToWnGp0X+LHFklOhGEZRKWzv9VgBfX188PDyYPHkyDRo0wNDQkB07djBv3rxMl6OpqZnmgi7fEhUdx7OXb+TPX7x+x52HLzE20ME8vyFdR6/jtn8g2+b1JkkqI+Rd8q9lYwMdNNRz7qMjlUrZduQibZtUQE1N9ds7ZJOejlaqAWXaWhoYG+jg4mhJQmIS9gXyM3rOLsb1a4GxoS5//3uHf688ZOPsnlkqs28NR3yevCMkMhYTPU26VrZHKpNx+kHyF1zDYuYEvIsmPDqBolYG9K9dkN3XXhL4PgYAVwt9XCz1ufMygg9xiVgZatOtqj2v3sdw73XWu9G6t6mBe79FLNt8kia1SnHLL4Dthy8yc3hy6010TBxLN5+ibpWimJkY8D7iI5v2exP8NiLLa45Ex8QRGPSpEvUqJAz/p68x1NPBQF+bNdtPU7tyMUyM9XgZFMbiDX9hY2mCW5nkwZklXOzQ19Nm4oJd9GxXB01NdQ78fYXXIe+p+o1ZLunp0aYGrT0XsXTzSZrWKsVNvwC2fXYeJBIJ3dvUYMmmkzgUMMXGMh/z1v2FmYkB9asWz1KZaZm+4jC1K7libWHMx+g49p24hs+Nx+xY0AdIXv8l9F0kz1++BcDvSRB6OppYWxhjbKCcHwdfXicCPrtOFLDIl+pHiLqqKmYm+hS0M//yUD9FHMogKhuCUjk7O6Otrc3p06fp0UOxO8DHxwc7OzvGjh0rT3vx4oVCHg0NDZKSknIsvpt+AbT0/DR9afzC/QC0a1KBkT0ac/x88mDDmv/7U2G/A8sHUrWsc47Fde6yPy+D3+ORzgyI3KaupsqmOb2ZufIwXUet4WNMPPbW+VkwtoN8caXMMtXXZHxTVwy01ImISeDOqwg8t94gIiZ5KqytsQ69qjmir6VGcEQsWy4GsPvaS/n+sYlSqjnnp0tle7TVVXn3MY7Lz94z+eJ9EpKy3tpS0tWWVdO6MXv1URZtOoGNRT4m9G9Jy/+mu6qoqPAkIIS9f1/hfUQURga6lHCxZffiARRyyNoMgPuPXtLnj083h1qw9igATeuUYbRnKx49C+LI6Wt8+BiLaT59KpUuRJ+O9eQVXiNDXZZM7sbyTX/Td+xaEhOTcLQ1Z964ThRyzFqXRklXW1ZP78afq46y2OsEBSzyMXFAS1rV/zTtt0+H2kTHxjNm7i4io2IoV9yBTXN7K22NDYC37z8wYOpWQt9FoK+rTZGCVuxY0IcaFVwA8Np/gXnrj8vzp/w9LxzbgXZNlPOL/pZfAC37LZE/H78o+TrRtnEFlk7oqJQyfqQ4lOFXHLMhkcmy2M4oZMjkyZNZtGgRCxcupEqVKrx584Z79+5hamqKu7s7mzdvpnz58hw9epTJkyeTlJREeHg4ANu2baNXr154e3tToEAB9PX1M9SCERkZiaGhIa/fhGepW0ZZvoe/iZiEnKusZUaTJRfyOgQOeuZs835GvP2Q+mZRecHUIPMtgcqmqZb3t6ZSVfke/krzXmRkJNZmxkREROToNTPl2lxl5gnUtLLW8pQY+5ELY+rneKzKlvef9p/c+PHjGTZsGBMmTMDV1ZW2bdsSGhpK8+bNGTJkCP3796dUqVL4+Pgwfvx4hX3d3d1p2LAhtWrVwtTUlO3bt+fRqxAEQRCErBMtGz8h0bLxiWjZ+ES0bHwiWjaSiZaNZLndslF1VvZaNrxH/3gtG2LMhiAIgiDkIjFAVBAEQRCEHCUhGwNElRpJ7sn7djxBEARBEH5qomVDEARBEHKRikSSahG6zOz7IxKVDUEQBEHIRb/iOhuisiEIgiAIuehXHCAqxmwIgiAIgpCjRMuGIAiCIOQiFUnyI6v7/ohEZUMQBEEQcpMkG90horIhfG9kMhl5uUDsl7dkzwtq30EMAEf7V8nrECjwvw15HQIh27vndQgAJEnzfuHk7yEGje9gFVPI+3EIaqq5ex7EAFFBEARBEHKU5L//srrvjyhDlY1Dhw5l+IDNmzfPcjCCIAiCIPx8MlTZaNmyZYYOJpFISEr6Pm58JQiCIAjfIzFANB1SqTSn4xAEQRCEX8KvuM5GtsZsxMbGoqWlpaxYBEEQBOGn9ysOEM30ENykpCSmTp2KtbU1enp6PH36FIDx48ezbt06pQcoCIIgCMKPLdOVjenTp7Nx40Zmz56NhoaGPL1YsWKsXbtWqcEJgiAIws8m5UZsWX38iDJd2di0aROrV6/Gw8MDVVVVeXrJkiV58OCBUoMTBEEQhJ9NSjdKVh8/okxXNl69ekXBggVTpUulUhISEpQSlCAIgiD8rFIGiGb1kVGTJk1Kta+Li4t8e2xsLP369cPExAQ9PT3c3d0JCQlROEZAQABNmjRBR0cHMzMzRowYQWJiYqZfc6YrG0WKFOH8+fOp0vfs2UPp0qUzHYAgCIIgCDmjaNGiBAUFyR/e3t7ybUOGDOHw4cPs3r2bc+fO8fr1a1q3bi3fnpSURJMmTYiPj8fHxwcvLy82btzIhAkTMh1HpmejTJgwgc6dO/Pq1SukUin79u3D39+fTZs2ceTIkUwHIOQdnxuPWbblNLf8Awl5G4nXnz1oXKOEfHv/KVvYeeyywj61Krmwa6FnjsU0a/UxZq/9SyHN2c6MS7vH51iZG/d547Xfm8CgMAAKO1gytFsD6rgVAWDzAR/2nbzGHf9AoqLj8P97Job6OjkWD8DSLaeYteoI3dtUZ/LA5D/+56/eMnXZQa7cfkp8QiI1K7oydbA7pvn0s1TGrWXtsDVLve/a4/cYsc4HMyNtpvyvIjVLWKOnpc7j1xHM23eDw5eey/MOa12K+mVsKWZvQkJiEvZdNmUpls8t8jrBsXO3efQiBC1NdcoXd2C8Z3MK2pkr5Lty5xkzVx3h+r0XqKpIKFaoADsW9EVbSyOdI2fdks0nmbnyCD3a1GDK4OT3Y8tBH/Z/9rnwO56zn4ulm08x87/PxJRByTH81n8JvjefKOTr2KIyf474PcfiyIu/0bTM3/A3R/65Jf+cVCjhyKT+LXC2N//2znksN2ejqKmpYWFhkSo9IiKCdevWsW3bNmrXrg3Ahg0bcHV15eLFi1SqVIkTJ05w//59Tp06hbm5OaVKlWLq1KmMGjWKSZMmKYzb/GYcmQsbWrRoweHDh5kyZQq6urpMmDCBMmXKcPjwYerVq5fZw/1UatasSalSpVi4cGFeh5Ih0THxFHW2pkOzSnQZnfZMotqVXFk83kP+XFM951e4d3G0ZP/S/vLnajl8/wYrMyPG9m2Go40pMhnsOnaZLqPWcnLjCFwcLYmJi6d2RRdqV3Rh+sqcr1Df9Atg6yEfXJ2s5GnRMXF4DF2Ba0Frdi7qB8DctcfoMnoNh1cORkUl8+eo9pgDqH62QpCrjTEHJjThgO8zAFb0r4mhrgYd/jzBu8hYfqtakA1D61Br1AHuPH8HgLqaCgd8n3L5YQj/q104Oy9bzvfGY7q6V6OUqy1JSVJmrDxM28HL+XfbH+hqawLJFY32Q1YwsFM9Zgz9DTVVFe49epUj9+O56feCLQd9KFLQSiE9JjaemhVdqFnRhZk5/Lm46RfAli8+Eyk8mrkxvEcj+fOcqGx9Kbf/RtPic/0xPdpUp3QROxKTkpi6/DCtByzl4q5x8s/J9yo7Az1T9ouMjFRI19TURFMz9et+9OgRVlZWaGlp4ebmxsyZM7G1teXatWskJCRQt25deV4XFxdsbW3x9fWlUqVK+Pr6Urx4cczNP1XgGjRoQN++fbl3716mejOy9M1RrVo1Tp48mZVdhe9I3cpFqFu5yFfzaGqoYW5ikEsRJVNTVcE8f+6VWb9qMYXnY/o0xWv/Ba7fe46LoyW92tYE4ML1Rzkey8foOAZM2czskW1Z5HVCnn7lzjMCg8M4vn4E+rrJa9ssGOtB0cZ/cOH6I6qVy/wX/bvIWIXng1uW5GlwBBfuBwFQobA5w9d4c/3xGwDm7buBZ9NilHLML69szNp1HYD2NZ0z/2LTseOLlrNF4zwo2ngstx8E4lY6ebzYhEX76NGmBgM7ffqB82XLhzJ8jI6j/+TNzBnVTuH9AOj53+fCJ4c/FykxzB7ZlsVfxACgpaWO2U/+N5qWPUv6KTxfPrEjzvXHcNMvkCplUo8r/J5IyPrNW1P2s7GxUUifOHEikyZNUkirWLEiGzdupHDhwgQFBTF58mSqVavG3bt3CQ4ORkNDAyMjI4V9zM3NCQ4OBiA4OFihopGyPWVbZmT5Z+rVq1fx8/MDksdxlC1bNquHEjIoPj4+U81WynDh+mNcG/2Bob4O1co6M6ZPU/IZ6uZomU8D31Ck8Vg0NZKb0Cf0a0YBi3w5WmaKpCQph8/cJDo2jrLFHHKlzM+NXbCHOm5FqFausMKXW3xCIhKJBI3PWpY0NdRRUZFw+fbTLFU2PqeupsLv1ZxZfuSOPO2yfwitKjvx9/VAIj7G0crNEU11Vbz/q4zklg9RyZUiI4PkLoo3YR+4fu8F7g3K0aTnfJ6/eoeznRlj+jSlYkknpZb9x7zd1HErQvXyhVNVNnLLH/P3UKdycgxpVTb2n7zGvhPXMMunT70qRRncpUGOt27k5d9oeiL/+5wYG+RsF6cyKGMF0cDAQAwMPlX40mrVaNToU4tXiRIlqFixInZ2duzatQttbe0slZ9VmW77evnyJdWqVaNChQoMGjSIQYMGUb58eapWrcrLly9zIsbv0sePH+nUqRN6enpYWloyb948he1xcXEMHz4ca2trdHV1qVixImfPnlXI4+3tTbVq1dDW1sbGxoaBAwfy8eNH+XZ7e3umTp1Kp06dMDAwoFevXrnx0uTquLmybEJH9i7pz4R+zfG58Zh2Q1aQlJRzy9eXLWbH0gkd2b3Ik7mj2vLi9Tsa91rIh4+x3945G/yevMaxzghsaw5j5JxdrJ/ZncIOqfs5c9LBU9e58/Alo3s3TbWtTBF7dLQ0mLHyEDGx8UTHxDF12UGSkqSEvotM42iZ06S8PYa6Gmw7+1Ce1nX+adRUVXi2oRMh27qzoHc1/jfnJM+Cs19eRkmlUsYt3EeFEo7yLoQXr98CMHftX3RsUZkdC/pQvLANvw1YytPAUKWVfeC/92NMn2ZKO2ZmHTx1nbsPXzImjc8EQMt6ZVkyviO7F/ej///qsufvqwyYsiVHY8qrv9GvkUqljJm/h4olHVN1d/2sDAwMFB5pVTa+ZGRkRKFChXj8+DEWFhbEx8cTHh6ukCckJEQ+xsPCwiLV7JSU52mNA/maTFc2evToQUJCAn5+foSFhREWFoafnx9SqZQePXpk9nA/rBEjRnDu3DkOHjzIiRMnOHv2LNevX5dv79+/P76+vuzYsYPbt2/Tpk0bGjZsyKNHyU2uT548oWHDhri7u3P79m127tyJt7c3/fv3Vyhn7ty5lCxZkhs3bjB+fNoDsOLi4oiMjFR4KEOremVpWL04RQpa0bhGCbbO682N+wE52p1Qr3JRWtYtTVFna+q4ubJrYR8iPsRw4NSNHCsTwMnWjNNeIzm2ZiidW1Vh4LSt+D/LXDNhdrwOec/ExftYMv5/aGmqp9puYqzHyildOHXhHoXqj8K10Rgio2IoXqiAUhb56Vi7MKduBBL8PlqeNrZdOQx1NWgx+Si1R+9n2eE7bBhahyK2xtkuL6NGz92N/9MgVk3tLE+TSWUA/K9lFdo3rUTxwjZMHdwaJ1tzth2+qJRyX4W8Z8LCvSydmPb7kRtehbxnwqJ9LJmQfgwdW1SmZkVXXJ2saF2/HIvGefDXv7d5/uptjsWVV3+jXzN89i78ngSxbnrXPIshM1JuxJbVR1ZFRUXx5MkTLC0tKVu2LOrq6pw+fVq+3d/fn4CAANzc3ABwc3Pjzp07hIZ+qsSfPHkSAwMDihT5ehf8lzLdjXLu3Dl8fHwoXPhTs23hwoVZsmQJ1apVy+zhfkhRUVGsW7eOLVu2UKdOHQC8vLwoUKAAkDwvecOGDQQEBGBllVzLHj58OMePH2fDhg3MmDGDmTNn4uHhweDBgwFwdnZm8eLF1KhRgxUrVsjvOVO7dm2GDRv21XhmzpzJ5MmTc+jVfmJvnR8TI12evXxL9fLKGQz4LYb6OhS0NePZyzc5Wo6GuhoOBUwBKOliw02/ANbuOsecUW1ztNwUt/0Defs+ikY95srTkpKkXLr1lI37vHl6ei41KrhwYed4wsKjUFVVwVBfh9ItxmNrlT9bZdvk16NmCSv+N+eUPM3eXJ9ejYriNmQPD16+B+DuizDcXC3o0aAoQ9d4p3c4pRkzdzcnL9zjwIpBWJl9quCY5TcESNXy5GxvzquQ90opO+X9aNBN8f24ePMJG/ad5/k/81BVzdlBkXf+i6Fh9y9i+O8z8ezM3FQxlCliB8Dzl2+wt87e5yKjcutvND0jZu/i7/N3ObZ6MNbmuVcRzo7cuhHb8OHDadasGXZ2drx+/ZqJEyeiqqpK+/btMTQ0pHv37gwdOpR8+fJhYGDAgAEDcHNzo1KlSgDUr1+fIkWK8L///Y/Zs2cTHBzMuHHj6NevX4ZaUj6X6cqGjY1Nmot3JSUlyb9Yf3ZPnjwhPj6eihUrytPy5csnr4DduXOHpKQkChUqpLBfXFwcJiYmANy6dYvbt2+zdetW+XaZTIZUKuXZs2e4uroCUK5cuW/GM2bMGIYOHSp/HhkZmWrwkDK8Dn1PWER0rg4YjYqO49mrt/yev3yulQkglcqIS8j8wjVZVbVcIU55jVJIGzZzG0625nh61FH4UslnpAfAhWsPefs+ivpVi2ar7A61CvEmIpYT1wPkaTqayZcGqUymkDdJKkOSwxMPZDIZf8zbw7Fzt9m/fAB2ViYK220t82GR35DHLxS7TJ4GhFLbLXO/ttJTrWwhzmxWfD+GTN9GQTtz+nWsk+MVDUj+TJzepBjD0BnbcLIzp59H2jHce/QKADMTwxyPL0Ve/Y3KZDJGztnN0bO3OLxyEHa5VLlSltxYCfTly5e0b9+ed+/eYWpqStWqVbl48SKmpsk/rBYsWICKigru7u7ExcXRoEEDli9fLt9fVVWVI0eO0LdvX9zc3NDV1aVz585MmTIl07FkurIxZ84cBgwYwLJly+RfhFevXmXQoEHMnTv3G3v/GqKiolBVVeXatWsKS7oD6OnpyfP07t2bgQMHptrf1tZW/m9d3W8PxkxvytM344yOU/g1EvD6HXcevsTYQAcjA13mrvuLprVKYpbPgOev3jJ56UEcCuSnViWXrxw1e8Yv2k/DasWwschH0NsIZq0+hqqKCu71c24A8vQVh6ldyRVrC2M+Rsex78Q1fG48ZseCPgCEvosk9F0kz18mN037PQlCT0cTawtjjA2UM1hWT0cLF0dLhTRtLQ2MDXXk6TuPXqKgvTkmRnpcu/uciYv30fP3GjjZZn0WhkQCHrUKsePcQ5KknyoWD1+F8yQoggW9qjJ+8yXCPsTSpLw9tUpY027W3/J8BfLrYqSnSYH8eqioSChmnzxI8FlwJB9js1ZZGz13N/tOXMPrzx7o6WjJx6To62qhraWBRCLB06M2c9b+RVFnK4o5F2Dnscs8fhHKuhndsnwuPqenq4WLo+KPJx1tTYwNdOXpKZ+LZ/99Lh48CUJXiZ+LtD4TOloaGBskfyaev3rL/pPXqFOpCMaGOvg9CWLS4v1UKuWUo+MW8uJvNC3D/9zFnr+vsm1uL/R0tAh5m/w5MdDTypXpvz+CHTt2fHW7lpYWy5YtY9myZenmsbOz49ixY9mOJUOVDWNjY4Wmm48fP1KxYkXU1JJ3T0xMRE1NjW7dutGyZctsB/W9c3JyQl1dnUuXLskrBu/fv+fhw4fUqFGD0qVLk5SURGhoaLpdS2XKlOH+/ftpLv2eW275BdCy3xL58/GL9gPQtnEF5oz8nXuPX7Pz2GUiPsRgkd+QmhVdGN2rMZoaOdeH/To0nJ7jNhIWEY2JsR6VSjpyYv1Q8htnbeGqjHj7/gMDpm4l9F0E+rraFCloxY4FfahRIblS5bX/AvPWH5fnb+m5GICFYzvQrknFNI+ZE54EhjJr9RHCI6MpYJGPgf+rJ59+mVU1i1tjY6rPljMPFdITk2T8PuM4Ez0qsH1UfXS11HkWHInnsrOcvBEozzembTk61PzUgnd+jjsATScekU+hzayN+5K7aFp99tmE5CmwKee7d7taxMUnMmHRft5HRlO0oBW7Fnti/19XWG7YdOAC8z/7XLTql/y5WPBHB9rmwudCXU0V76sPWbvrHDGx8ViaGdG4ZkkGda6fo+Xmxd9oWtbvTV7JummfRQrpyyZ0pEOzSrkaS2blVjfK90Qik33RTpoGLy+vDB+wc+fO3870E+jbty9//fUX69evx8zMjLFjx3LmzBm6d+/OwoUL6dixIxcuXGDevHmULl2aN2/ecPr0aUqUKEGTJk24ffs2lSpVolu3bvTo0QNdXV3u37/PyZMnWbp0KZA8G2Xw4MHycR0ZFRkZiaGhIa9C3ytMjcptqjmwwFJmxSfm3MyZzEhM+uafWY4r8L8NeR0CIdu753UIAAqtOHklA5feHKetofrtTLkgr79AIyMjMTcxJCIiIkevmSnX5vZrL6Cho5elY8RHR7G9R5Ucj1XZMtSy8atUIDJjzpw5REVF0axZM/T19Rk2bBgRERHy7Rs2bGDatGkMGzaMV69ekT9/fipVqkTTpslT2EqUKMG5c+cYO3Ys1apVQyaT4eTkRNu2uTMgURAEQcgbomUjk2JjY4mPj1dI+5FqWj8r0bLxiWjZ+ES0bHwiWjaSiZaNZLndstFhnU+2Wja2da/8w7VsZHpI9cePH+nfvz9mZmbo6upibGys8BAEQRAEIX2SbD5+RJmubIwcOZIzZ86wYsUKNDU1Wbt2LZMnT8bKyopNm7J/x0dBEARB+Jml3Igtq48fUaanvh4+fJhNmzZRs2ZNunbtSrVq1ShYsCB2dnZs3boVDw+Pbx9EEARBEH5RuXmL+e9Fpls2wsLCcHR0BJLHZ4SFhQFQtWpV/v33X+VGJwiCIAg/mZQBoll9/IgyXdlwdHTk2bNnALi4uLBr1y4gucXjy1vVCoIgCIIgZLqy0bVrV27dugXA6NGjWbZsGVpaWgwZMoQRI0YoPUBBEARB+JmkdKNk9fEjyvSYjSFDhsj/XbduXR48eMC1a9coWLAgJUqUUGpwgiAIgvCzyc5Az19mgOiX7OzssLOzU0YsgiAIgvDT+xUHiGaosrF48eIMHzCtG4sJgiAIgvDrylBlY8GCBRk6mEQiEZWN74iqiiRPV/H8HkZNfw8xALz5EJvXIfB6q3LuiJodzv335nUIADxZ5p7XIRCfmPcriH4v8no11dwu/1dcrjxDlY2U2SeCIAiCIGSPClmYnfHZvj+ibI/ZEARBEAQh437Flo0ftZIkCIIgCMIPQrRsCIIgCEIukkggq8PpftCGDVHZEARBEITcpJKNykYejvnPFlHZEARBEIRcJMZsZND58+fp2LEjbm5uvHr1CoDNmzfj7e2t1OAEQRAE4WeT0rKR1cePKNOVjb1799KgQQO0tbW5ceMGcXFxAERERDBjxgylBygIgiAIwo8t05WNadOmsXLlStasWYO6uro8vUqVKly/fl2pwQmCIAjCz0bciC0D/P39qV69eqp0Q0NDwsPDlRGTIAiCIPy0fsUbsWW6ZcPCwoLHjx+nSvf29sbR0VEpQQmCIAjCz0olm48fUaZbNnr27MmgQYNYv349EomE169f4+vry/Dhwxk/fnxOxPjDq1mzJqVKlWLhwoV5HUqmLPQ6wZRlh+ndriYzh+bOvSTW7TnP+r3nCQwKA8DF0YIR3RtRr0rRHCtzkdcJjp27zaMXIWhpqlO+uAPjPZtT0M5cId+VO8+YueoI1++9QFVFQrFCBdixoC/aWhpZKvfanads2vsv9x+/5G3YB+aP60Stymm/zmlL9rH3r0sM79UUj5bVUm2PT0jkf0OW8vBpEDuWDKKwk1WWYvLa782m/d7y81/YwZIhXRtQ260IAM9fvmXKsgNcvv2U+PhEalVyZdoQd0zzGWSpPADv6Y2xMdFNlb7p7GPG77hB+6oOtKhgSzEbY/S11Sk+5ACRMQlpHktDTYUDo+pQ1MaIRtNOcP9lRJbj8rnxmGVbTnPLP5CQt5F4/dmDxjVKKOR5+CyYKcsO4XPjMUlJUgo5WLBhZjcKWOTLcrnpWbr5FDNXHaF7m+pMGdRaYZtMJuN/w1fxz6UHrJvRjYbVS6RzFOV4HRrO5KUHOeVzn5i4BBwK5Gfp+I6ULmKbo+WmJy+uVULmZLqSNHr0aDp06ECdOnWIioqievXq9OjRg969ezNgwICciFHIA9fvv2DjvgsULZi1L62ssjIzYmL/FvyzaSRnvEZQrVwhPIavxu9JUI6V6XvjMV3dq3FszVB2L+pHYmISbQcv52NMnDzPlTvPaD9kBTUruHB83TD+Xj+cbu7VUMnG0PCY2HgKOVgyxrPlV/Od8bnLHf8ATE3S/0JfuO5Ytr7wU1iaGvFHn2YcXz+cv9YNp0pZZ7qOXov/0yCiY+JoP2Q5EiTsXtyfgysHE5+QROeRa5BKpVkus/nMU5QbeUj+6LDwHABHr78EQFtDjXP3gll23O+bxxrTugShETFZjuVz0THxFHW25s/hbdLc/uzlG5r2XoiznTkHlg/g7JZRDOvaAE0N9TTzZ8dNvwC2HPLBNZ1K5Jpd53JtSmR4ZDSNei5ATU2VXYv64rvjD6YOaoWRgXaulP+lvLpWZUdejdmYNWsWEomEwYMHy9NiY2Pp168fJiYm6Onp4e7uTkhIiMJ+AQEBNGnSBB0dHczMzBgxYgSJiYmZKjvTLRsSiYSxY8cyYsQIHj9+TFRUFEWKFEFPTy+zhxK+U1HRcfQe78XCse2Zt/7vXC27UfXiCs/HezZn/V5vrt59hquTZY6UuWOhp8LzReM8KNp4LLcfBOJWuiAAExbto0ebGgzsVE+e78uWj8yqWt6FquVdvpon9G0Ef644yPJp3RkwcWOaebyvPODijYfMGfs/Llz1z1ZM9asWU3g+undTNu2/wLV7zwl6E0FgcBgnNo5EX1cLSD5Xrg3H4H3tEdXLF85SmWFR8QrP+zaw5HloFBcfvgFg/ZlHAFQqZPrV49QsakF1V3P6rPahVrHsf1bqVi5C3cpF0t0+Y+VR6lYuwsQBLeRpDgW+HmNWfIyOo//kzcwe2ZbFXidSbb/76CWrdvzDX2uHUbrFBKWX/6VFm05ibWbEsgkd5Wl21vlzvNy05OW1KjtUyMaYDbK235UrV1i1ahUlSii2eg0ZMoSjR4+ye/duDA0N6d+/P61bt+bChQsAJCUl0aRJEywsLPDx8SEoKIhOnTqhrq6eqRmoWe7+0dDQoEiRIlSoUEFUND7z8eNHOnXqhJ6eHpaWlsybN09h+/v37+nUqRPGxsbo6OjQqFEjHj16pJBnzZo12NjYoKOjQ6tWrZg/fz5GRka59hpGzt5FvSpFqVnh61+EOS0pScreE1eJjomnfHGHXCv3Q1Ty7eCNDHQAeBP2gev3XpA/nx5Nes6naOOxtOy7iEu3nuRoHFKplHFzd9LZvQZOdhZp5nn3/gNTF+9l6rB2aGsq9xd1UpKUA6euEx0bR7liDsQnJCKRSNBQ//QbRVNDHRUVCZdvP1VKmeqqElpVtGOXT+buNJ1fX5NZHcsyeMNlYuKTlBLL10ilUk763MPJ1ow2g5bj2ugPGnSbx7Fzt5Ve1h/z91CncpE0K3MxsfH0n7yZGUN/w+wrLV/K9Nf5u5RytaXL6HUUajCGGh3/xOvAhVwp+0vfy7Uqs3K7ZSMqKgoPDw/WrFmDsbGxPD0iIoJ169Yxf/58ateuTdmyZdmwYQM+Pj5cvHgRgBMnTnD//n22bNlCqVKlaNSoEVOnTmXZsmXEx8enV2Qqma5s1KpVi9q1a6f7+NWNGDGCc+fOcfDgQU6cOMHZs2cVpgR36dKFq1evcujQIXx9fZHJZDRu3JiEhOQ+6AsXLtCnTx8GDRrEzZs3qVevHtOnT8+1+PeeuMYt/0Am9Guea2V+6d7jVxSoPhTzKoMZOnMnm+f0xMUxZ1o1viSVShm3cB8VSjjKm6xfvH4LwNy1f9GxRWV2LOhD8cI2/DZgKU8DQ3Mslg27z6GqqkL7FlXS3C6TyZgwfxe/Na5E0UIFlFau35PXFKw7Avtawxg9ZxfrZnSnkIMFZYvao6OlwfTlh4iOjSc6Jo4pSw+QlCQl9F2kUsquX8oaA211dvs+z9R+8zqXZ+u/T7kT8F4pcXzLm/dRfIyOY/GmU9Sp5MquRZ40rlmCLqPXceH6o28fIIMOnrrO3YcvGdO7aZrbJy7eT7liDjSoVjzN7Tnhxau3bNjnjZOtKXsWe9LVvSpj5u1l+5FLuRYDfB/Xqh9Fv379aNKkCXXr1lVIv3btGgkJCQrpLi4u2Nra4uvrC4Cvry/FixfH3PxTS26DBg2IjIzk3r17GY4h090opUqVUniekJDAzZs3uXv3Lp07d87s4X4qUVFRrFu3ji1btlCnTh0AvLy8KFAg+Yvg0aNHHDp0iAsXLlC5cmUAtm7dio2NDQcOHKBNmzYsWbKERo0aMXz4cAAKFSqEj48PR44cSbfcuLg4+eJqAJGRWbvwvwx5zx/z97JvST+0lPwrOTOc7cz5d+sYIqNiOHj6Bp6TNnNk1aBcqXCMnrsb/6dBHFo1SJ4mk8oA+F/LKrRvWgmA4oVtOH/1IdsOX2Scp/IvdvcfvWT7IW+2LR6Ubl/89kM+RMfE0+33Wkot28nWjJMbR/IhKpYj/9xk0PSt7Fs6kEIOFqya2pUxc3exbs+/qKhIaFm3DMULF1DadLy2lR04ey+Y0IjYDO/TpVZBdLXUMzSmQ1lSPhMNqxenT/vk81+8UAGu3H6G1/4LVCnjnO0yXoW8Z8KifWxf4Jnm3+MJ77tcuP6IE+tHZLuszJBKZZRytWX8f5/7EoVtePAkiA37vGnftGKuxPC9XKuyShn3RvnyOq+pqYmmpmaq/Dt27OD69etcuXIl1bbg4GA0NDRStZybm5sTHBwsz/N5RSNle8q2jMp0ZWPBggVppk+aNImoqKjMHu6n8uTJE+Lj46lY8dMfXL58+ShcOLn508/PDzU1NYXtJiYmFC5cGD+/5Aulv78/rVq1UjhuhQoVvlrZmDlzJpMnT852/Lf8AngT9oGanWbL05KSpPjceMLa3f8S7L0AVdWcn3iloa6Go01y33cpV1tu3A9g5Y6zLPyjfY6WO2bubk5euMeBFYOwMvvU1GiW3xCAwg6KXRnO9ua8CsmZX9I37j0jLPwjjTvPlKclSaXMX3uUrQcucGzjaK7cesztBy+o2GKswr4eg5bQqFYppg5rm6WyNdTV5GMPSrjYcPNBAGt3n2P2yLbUrOiC7+4JvAuPQk1VBUN9HUo2G4dtHZOsv9j/WOfToaqrOb1X+WRqv8qFzSjjaMKjpYqzEA6PqcuBywEM80p9kc2ufEa6qKmqUMhe8TNRyN6ci7eU06V0xz+Qt++jaNh9rjwtKUnKxVtP2bjPm04tq/Di1TtcG41R2K/nuA1ULOHInqU5M2DfPL9Bqr+FQvbmHP7nZo6Ul5bv5VqVVcl3fc3qvVGS/29jY6OQPnHiRCZNmqSQFhgYyKBBgzh58iRaWlpZKk9ZlHYjto4dO1KhQgXmzp377cyCUo0ZM4ahQ4fKn0dGRqb6IGZE9fKF8d6ueOEaMGUrzvbmDOxUN8/+eKUyGfHxmRv5nBkymYw/5u3h2Lnb7F8+ADsrxS9OW8t8WOQ35PELxS6TpwGh8imhytakdhkqllL8dew5fh1NapehRb1yAIzs05x+nRrIt78Ji8Rz3Dpmje5AcZfMv//pkUlTn38To+RxWt7XHvL2fVSqgaVZ0aayPe8+xHLmTuZmHk3aeYO5h+7Kn5sbarNlUHX6r73IjWdh2Y4rLRrqapQuYsuTAMVR+08C32BjqZxpr1XLFeL0plEKaUNnbMPJzpx+HnXIZ6hLxxaVFbbX6fQnkwa0pF6V7L8f6alYwpHHLxRf9+OA0ByZ7pue7/ValVHZmVWSsl9gYCAGBp/G6aTVqnHt2jVCQ0MpU6aMPC0pKYl///2XpUuX8vfffxMfH094eLhC60ZISAgWFskVSgsLCy5fvqxw3JTZKil5MkJplQ1fX988rznlNScnJ9TV1bl06RK2tsnzzd+/f8/Dhw+pUaMGrq6uJCYmcunSJXk3yrt37/D396dIkeQvrcKFC6dq7kqr+etz6TWfZZa+rhZFvphap6OtgbGhbqr0nDJ56UHqVi6KjYUxH6Jj2XP8Kt7XHrF3iee3d86i0XN3s+/ENbz+7IGejpZ8/IG+rhbaWhpIJBI8PWozZ+1fFHW2ophzAXYeu8zjF6Gsm9Ety+VGx8QR+Pqd/PmrkDD8n7zGQF8bSzNjjAwU155QU1Ulv7Ee9v+1Olh+1voCye8VgI2lCeb5jbIU04wVh6nt5oq1uTFR0XHsP3ENnxuP2Ta/DwA7jl7E2c4CEyM9rt17xoSF++jVtka2Z+ZIJNDGzZ49vi9I+q+LIoWpgSamBlrYmyZXcApbG/IxNoFXYdFERCfw+n0MvP803TU6Lrli9OJNFMHhWZ8GGxUdx7OXb+TPA16/487Dlxgb6FDAIh/9POrQc9xG3EoVpEpZZ85c9ONv77scWKacFgU9Ha1UXYc6WhoYG+jI09MaFGptboytVfZbmtLTt0MtGnafz/wNf9Oybhmu33vBpgM+LPijXY6V+aXv4VqVHcroRjEwMFCobKSlTp063LlzRyGta9euuLi4MGrUKGxsbFBXV+f06dO4uye3DPr7+xMQEICbmxsAbm5uTJ8+ndDQUMzMzAA4efIkBgYG8u+tjMh0ZaN169SLyQQFBXH16tVfflEvPT09unfvzogRIzAxMcHMzIyxY8eiopJcy3Z2dqZFixb07NmTVatWoa+vz+jRo7G2tqZFi+TpcwMGDKB69erMnz+fZs2acebMGf76668f9rbCmfX2fRR9J20i5G0kBnpaFC1ozd4lntSq6JpjZW7cl3y34lb9liikLxrnQbsmyV1evdvVIi4+kQmL9vM+MpqiBa3YtdhT/sWfFfcfvaTn6NXy5/PWJHeVNatblilDf8/ycbPjbfgHBk7dSui7CPR1tXEtaMW2+X2o8d9o/ycBofy/vbsOi2J74wD+Xbq7JaSkBFEUwQ7E7msHKCY2dmHL1WugYgdY2IjdnZiYYKKgEqI0kvv+/uDHyAoGsLugns99fJ47sXPeXXZn3jlzwm/dUSSnZsJIXwOjPdwxpEeTcpfbwFoXhpqKJfZC6dPIHOPafR3sbP+EgjYS47fewv4bb8td9vc8iIhGpyLfiZkrDgIAerRxRoBvX7RtUgP/Te6OFVvPYtryAzA31kGg30C4OJqLLKbKoJatCbYvHoy5aw7jv80nYWygiQU+XdCtVZ2KDo35hrKyMqpXF6zlUlRUhKamJrfey8sLPj4+0NDQgIqKCkaNGgVXV1e4uBS0T3N3d4etrS369euHxYsXIy4uDjNmzMCIESNKdZPLIyL6+W5fDRgwQGBZQkIC2traaNasGdzd3UtzqD9Seno6hg8fjpCQECgrK2P8+PE4duwYN4JoUlISxowZg8OHDyMnJweNGjXCqlWrYGn5tcp848aNmDNnDj5//oyWLVuidu3aCAgIQGzsr1Uvp6amQlVVFXGJyT/NfEWpMiRIOXllH2xKmD4kCWegqfLQVa34mkfr0SEVHQIA4NXqih9lsjJ8N+VlJCs6hEohNTUVelpqSElJEek5s/DcPPPQfcgpKpfpGFkZaZjXsWaZY/12ROusrCyMHz8eu3btQnZ2Nlq2bIk1a9YIPCJ5+/Ythg8fjosXL0JRUREeHh74999/ISX16/UVpUo28vPzce3aNdjb2wv01WVEa/DgwYiMjMSVK1d+aX+WbHxVGU7oAEs2CrFk46vK8N1kyUYBcScbsw6XL9mY06HsyUZFKVUrGklJSbi7u7PZXUVsyZIlePDgAV6+fIlVq1Zh69atf323YoZhmD9FYZuNsv77HZW6zUb16tXx+vVrmJqKb0THv82tW7ewePFipKWlwczMDCtXrsSgQYMqOiyGYRiGKZNSJxvz58/HhAkTMG/ePDg5OUFRUbDF/O9UrVNZ7d27t6JDYBiGYUSEx+OV+TFzZXg8XRa/nGzMnTsX48ePR5s2bQAAHTp0EHjTRAQej4f8fNHPS8AwDMMwvythdH393fxysjFnzhwMGzYMFy5cEGU8DMMwDPNHE8agXr+bX042CjutNG7cWGTBMAzDMAzz5ylVm43f9VkRwzAMw1QWEjxemedGEdakh+JWqmSjWrVqP004Pn8WzVwEDMMwDPMnYG02fmLOnDlQVVUVVSwMwzAM8+crR5sN/A3JRs+ePbmJWBiGYRiGKT0J8CBRxqyhrK+raL+cbLD2GkxplXLaHZHgV4IYAEBHpfyz8pZXZah+jVrzT0WHAADQbDz15zuJWOIlv4oOodKo6OtLRZf/Nyh1bxSGYRiGYcqOdX39AT6/4icNYhiGYZjfHWsgyjAMwzCMSP2NXV9LNesrwzAMwzBMabGaDYZhGIYRI9Zmg2EYhmEYkZJAOR6j/OldXxmGYRiGKb+/sWaDtdlgGIZhGEakWM0GwzAMw4iRBMp+p/+71hCwZINhGIZhxIjH45V51NLfdbRTlmwICRFh6NCh2L9/P5KSknD//n04OjpWdFil9iEhGXMCDuHs9af4kp0LU0MtBMzsi5q2xhUSj//W05i7+giG9mwCP5+uIilja8hVbD14FTGxBTMWW5nqY9zAlmjuagsAmLhoD67cfob4xFQoKMigTnVTTPfuAMuquiKJBwACtp+F3/qj8OrWCHPHdBHYRkToN2E9LoRFYvPCgWjVyEFo5a7cdgbHLj7Ay+gEyMlIo469KWZ4t4eFydf3mvApFXMDDuHS7WdIz8yGhbEOxni0QLumjkKL41uOnWZxf5+iBnZtiP8mdS/38SUkeJgywA3d3WtCR1MZcYmpCD5xF0u2nhfYr5qJNmYPa436jmaQlJTAszfx8JixA+8SUgAAHu2d8U8LRzhUM4CKohxMWs9GanpWmeO6fv8lAnacw4PIaMQnpmLb4kFo07gGt/3ohXAEhVzDg8hoJKVm4sL2ybCvZljm8spCHL/RkiwLPIWjFx7gxdt4yMlKw9nBDLNHdhTp71JYeCj7fGq/Z6rBkg2hOXnyJIKCgnDx4kWYmZlBS0urokMqteTUTLQevBwNnCyxd8VwaKkp4VXMR6ipyFdIPPeevkVQyDXYWRiItBx9HTVMH94epkbaIAL2Hr+FAZM34UzQRFiZ6cPByghd3J1gqKeOpNRMLN18Ej3HrcGt/bMgKSn8Ss3wiGjsOHwdNuYlv++Ney+J7O7mxv2XGNC1IRxtjJGfz8fCdUfRY+xaXA6eCkX5gvldRs3dgZT0L9i6eDA0VRURcvouhswMwqnNE2BvJZoL3dnACcjnf50yIeLVB3QdtRodm9cUyvHH9mmMgZ1c4L1wLyKiElDTugoCpnZDanoWNhy4DgCoaqCBE6uHYcexO/DbchZpGVmwMdVFVk4edxx5OWmcC3uGc2HPMGtY63LHlfklG9Utq6BPexd4TN5UwvYc1K1hho5uNTFu4a5yl1da4vqNluT6vZcY1K0RatqaIC8/H/PWHEGXUQG4uXcG912trP7GQb1YsiEkr169gr6+PurVq1fi9pycHMjIyIg5qtJZse0MquioYbVvX26dSZWKSZrSM7MxdOZW+E/vhaVbTom0LPcG1QWWpw5rh20Hr+HukzewMtNHv05f/6ZG+pqYPKQNmvdfjJjYz6hqKNzPJyMzGyPnbMfiST2wcuvpYtsfv3iH9bsv4MSm8ajZ0VeoZQPAruXDBZZXzOiD6m2n42FkDFxrWgAAbj+OwqIJ3VHL1gQAMG5AS2zYcxEPn8WILNnQUlcWjGvrGZgaaqF+LQuhHN+5ugmOX32K0zeeAQBi4pLQtbkjnGyNgAMF+8wc0hJnbj7DrLUnuNe9+SBY27Ju3zUAQH1HM6HE5VbPDm717L67vXsbZwBA9IdPQimvNMT5Gy3J/lUjBJbXzOoLS/epCI+IEdr3ghGe37WtSaXi6emJUaNGITo6GjweD1WrVkWTJk0wcuRIjB07FlpaWmjZsiUA4NKlS3B2doasrCz09fUxZcoU5OV9vTNKS0tDnz59oKioCH19fSxfvhxNmjTB2LFjRf4+Tlx5DEcbY3hO2YxqLaeicd9F2Bp6TeTllmTS4r1oUd8OTZytxVpufj4foWfuITMrG07VTYttz/ySjd3HwmBsoAkDXTWhlz9t2X40r2eLRnWsim37kpWDkXO2Y6HPP9DRVBF62SVJy/gCAFBTUeDW1aluikPn7iEpNQN8fsHnlZWTh3piOsHn5OZh38nb6N3eRWg1PLcev0VjJwuYGxUkj9XN9eHiYIKzNwuSDx6Phxau1ngZk4j9Swfi+eEZOLPeG20a2gql/N9RRf1Gv6fwcZV6ke9qZcYr47/fFavZEIIVK1bA3NwcGzZswO3btyEpKYlu3bph69atGD58OK5dK7hgv3//Hm3atIGnpye2bduGyMhIDB48GHJycpg9ezYAwMfHB9euXcPhw4ehq6sLX19f3Lt3TyztP96+T0RgyFV4924KnwHuuPc0GlOXHoCMlBR6tasr8vILHTh9Fw+exeBc0ESxlRnx6gPaDVmO7Jw8KMrLYoufF6xM9bjtQQeuYN6aw8j8kgNzYx3s8feGjLRwfz6Hzt7D4+fvcGyjT4nbZ608iNrVTdGyob1Qy/0ePp+Pmf4hcHYwFXiks2G+J4bO3AqbVtMgJSkBeTkZBPp5wdRQWyxxHb/0ECnpX9CrrYvQjrl8xyUoK8jh1g4f5PMJkhI8zN94GvvOhAMAtNUVoawgi7F9mmDBptOYvfYE3OpWw/b5fdF+zEZcD48SWiy/g4r4jf4In8/H1GX7UbeGGWwr4JFOaf2N42ywZEMIVFVVoaysDElJSejpfb1AWVpaYvHixdzy9OnTYWRkhICAAPB4PFhbW+PDhw+YPHkyfH19kZGRga1btyI4OBjNmzcHAAQGBsLA4Mc/nuzsbGRnZ3PLqampZXoffD7B0cYYM707AAAcrIwQ+SoWgSFXxZZsvItPwrRlBxCyagTkZKXFUiYAmBvr4OzWSUhNz8LRC+EYPX8nQlaP5hKOLi1ro5GzFeITU7Fu1wUMmRmIw+vGCi3G9/FJ8F0Rgl3LvUs85umrj3Ht3guc3iK+k/uUpfsR+ToOh9eNEVi/aONxpKR/wb6V3tBQVcKJyw8xZGYQDq0d/d12JsK04/ANuLnaQl9bVWjH7NzMHt1aOGLw3N2IjIqHvaUBFo5qh9jEVOw+eY97Tn7i6lOs3XsVAPD4ZSycq5tgYMe6f1WyUVG/0R+ZsHgvIl7F4sTGcRUdyi/5G3ujsMcoIuTk5CSwHBERAVdXV4EvS/369ZGeno53797h9evXyM3NhbOzM7ddVVUVVlbFq9SL8vPzg6qqKvfPyMioTPHqaqkI3M0DQLWqungfn1Sm45XFg4hofPychib9F0PbdQy0Xcfg2r2X2LDnErRdxyA/ny+ScmWkpWBqqI0a1kaYPrw97CyqYNPeS9x2FSV5mBnpwLWmBTYuGICXbxNw4tJDoZX/6FkMEpPS0cprCYwb+8C4sQ9uhL/Clv1XYNzYB5dvP8Pb959g03oqtx0ABs8IxD8jVwktjkJTl+7H2WtPcCBgJAx01Lj1b94lYsv+K1g+rRca1raCnWUVTPBqjRrWRgg8cEXocXwrJvYzLt1+hr4dXIV63LnD28B/50WEnHuIp6/jsefUfazZew3j+jYBAHxKyURuXj4i3yQIvO752wQYiuBxWmVWUb/R75m4eC9OXXmMI2tHo4quuljLruzWrl0LBwcHqKioQEVFBa6urjhx4mubo6ysLIwYMQKamppQUlJC165dER8fL3CM6OhotG3bFgoKCtDR0cHEiRMFHv3/KlazIUKKiopiKWfq1Knw8fla9Z6amlqmhKOugxlevhX8or2MToChnka5Y/xVjepY4equqQLrRs3dCcuquhjd300kvT9KwucTcnJL/kERFXQ//d72smhQuxrObZsssM5nYTDMTXQxok9zaKgqom9HwcbHzfsvwuxRndCivmAD1/IgIkxbdgAnLj1EyOqRMDHQFNj+JTsHQEFX0aIkJSTAL9JbRFSCj96Etroy3Ot/v9FkWcjLSYNPgvHz+Xzufebm5eN+xDtYGgs2CDY30kZMXLJQY6nsKstvlIgw6b99OHbxAY6sG1NhjdnLQlyDehkaGuLff/+FpaUliAhbt25Fx44dcf/+fdjZ2WHcuHE4duwY9u3bB1VVVYwcORJdunThHv3n5+ejbdu20NPTw/Xr1xEbG4v+/ftDWloaCxcuLFXcLNkQIxsbGxw4cABExNVuXLt2DcrKyjA0NIS6ujqkpaVx+/ZtGBsXjGuRkpKC58+fo1GjRt89rqysLGRly9/Va3jvpmjltQzLAk+hk1st3HvyFttCr2P5tJ7lPvavUlaUg+03VfEK8jJQV1Ustl5YFqw9gmYuNjDUU0d6ZjZCTt/F9fsvsWv5MLx9n4hD5+6jsbM1NNUUEfsxBQHbz0JeVpobh0MYlBTkYG2mL7BOQU4G6ioK3PqSGoVW0VWH8TcJQXlMWbIPB8/cQ9CiQVBSkEPCp4JHcspKcpCXlYGFiS5MDbUwadFe+I7qCA0VRZy4/BCXbj/D9v8GCy2OkvD5fAQfvYkebZ0hJSUp1GOfvB4Jn37N8C4+GRFRCXCwNIB3jwbYeewOt8/KXZexZU4vXH8QhSv3XsOtbjW0qmeN9qM3cPvoaChBR0MZZoYFfxM7Mz2kZWbjXXwyktO+lDqu9MxsRL37yC2//fAJj56/g7qKAgz1NJCUkoF38UmI+1gwzkfhzYKOpgp0RdSIuCJ+oyWZsGgv9p+6g+AlQ6CkIIf4xILvqoqSHOTlKnfPP3E9Rmnfvr3A8oIFC7B27VrcvHkThoaG2Lx5M4KDg9GsWTMABY/tbWxscPPmTbi4uOD06dN4+vQpzp49C11dXTg6OmLevHmYPHkyZs+eXaoelizZECNvb2/4+/tj1KhRGDlyJJ49e4ZZs2bBx8cHEhISUFZWhoeHByZOnAgNDQ3o6Ohg1qxZkJCQEMtzulq2Jti+eDDmrjmM/zafhLGBJhb4dEG3VnVEXnZF+pSUhtHzdiLhUwqUFeVha2GAXcuHobGzNeI+piDswSts3HMRKWlfoK2hjLqO5ji8fiy0NJR/fvDfzNaDBXc0XUYIPprxn94bPdvWhbSUJHYuHYoFa4+g/8QNyPiSA1NDLayc0eeHXTSF4dKtZ3gXl4Q+7YX7CAUAJi8/hGmD3LHEpxO01JUQl5iKoEO3sDjoHLfPsStP4LMkFOP6NsG/YzrgZfRH9J+5EzcfveX2GdDRBVMGunHLx1cPAwB4L9yHXSfuljqu8IhodPJeyS3P9D8IAOjZ1hkBvv1w8sojjJq3k9s+eEYQAGDioNaYPLhNqcv7nWz5/2O7dsNWCKxf7dsXvdsLr/GwKAhjUK9v2+b97KYzPz8f+/btQ0ZGBlxdXXH37l3k5ubCze3r99Xa2hrGxsa4ceMGXFxccOPGDdjb20NX9+tAaS1btsTw4cPx5MkT1Kz56+Pc8IhI9HWffwF/f3/4+/vjzZs3AIAmTZrA0dER/v7+AvtdunQJEydOxIMHD6ChoQEPDw/Mnz8fUlIFeV9aWhqGDRuG0NBQqKioYNKkSdi9ezeaNWsGPz+/X4olNTUVqqqqiEtMhoqKeLpIVlbZeeJ9fvw94njE8DOSEhXfsExaTFXsP6PZeOrPdxKxxEu/9nsWpUrwlQBQ8Y0eU1NToaupipSUFJGeMwvPzUFXIqGgVLablcz0NHg2LN7deNasWVyvxqIePXoEV1dXZGVlQUlJCcHBwWjTpg2Cg4MxYMAAgc4FAODs7IymTZti0aJFGDJkCN6+fYtTp76Oo5KZmQlFRUUcP34crVv/+sB1rGZDSMaOHSswFsbFixdL3K9x48a4devWd4+jrKyMnTu/3qlkZGRgzpw5GDJkiLBCZRiGYSqQMB6jxMTECCRG36vVsLKyQnh4OFJSUrB//354eHjg0qVLJe4rSizZqGTu37+PyMhIODs7IyUlBXPnzgUAdOzYsYIjYxiGYYRBGA1EC3uY/IyMjAwsLAoG3HNycsLt27exYsUK9OjRAzk5OUhOToaamhq3f3x8PDeEg56eXrGb48LeKkWHeShN3EwlsmTJEtSoUQNubm7IyMjAlStXfsu5VhiGYZjiCms2yvqvPPh8PrKzs+Hk5ARpaWmcO/e1XdKzZ88QHR0NV9eCdlGurq549OgREhK+dvk+c+YMVFRUYGtbugbyrGajkqlZsybu3i19QzKGYRjm9yCuWV+nTp2K1q1bw9jYGGlpaQgODsbFixdx6tQpqKqqwsvLCz4+PtDQ0ICKigpGjRoFV1dXuLgUNLB1d3eHra0t+vXrh8WLFyMuLg4zZszAiBEjSt0DkiUbDMMwDPMHSkhIQP/+/REbGwtVVVU4ODjg1KlTaNGiBQBg+fLlkJCQQNeuXZGdnY2WLVtizZo13OslJSVx9OhRDB8+HK6urlBUVISHhwf3eL80WLLBMAzDMGIkrrlRNm/e/MPtcnJyWL16NVavXv3dfUxMTHD8+PFfL/Q7WLLBMAzDMGIkAR4kyvggpayvq2gs2WAYhmEYMfobZ31lvVEYhmEYhhEpVrPBMAzDMGLE+/9/ZX3t74glGwzDMAwjRn/jYxSWbPzB8vmE/Aqck0OqEsyDIVVJJn/IrgRzo+RUgnlicvMr/nMAgE+VYF4Sze4bKzoEJO2vHNMgVPTcQeIun1eOBqK/a81GxV8NGIZhGIb5o7GaDYZhGIYRI/YYhWEYhmEYkWLJBsMwDMMwIsV6ozAMwzAMI1ISvIJ/ZX3t74g1EGUYhmEYRqRYzQbDMAzDiBF7jMIwDMMwjEixBqIMwzAMw4gUD2WvofhNcw3WZoNhGIZhGNFiNRt/sev3X2L1jnN48CwG8Ymp2LpoENo0duC2a7uMLvF1s0Z2xMi+zUUa28a9l7BqxzkkfEpFdcsqWDSxG5zsqoqkLP+tp3Hs4kO8eBsPeVlp1LE3he+IDrAw0eX2ycrOhe/Kgwg9cw/ZuXloWtcGiyd2g46mikhiCth+Fv+uPwqvbo0wZ0wXxMR+gmu3eSXuu26uJ9o1cxRKucu2nIR/0CmBdebGOriwYyoA4M37RCxYcxi3H75GTm4eGte1xtwxXaGtoSyU8gtiOIHlgcVjuLhzmsA6IkL/ietxMSwSGxcMRKtGDhCm6/dfImDHOYRHRiM+MRXbFg9C28Y1BMr/d8NxbD90HSnpX+DsYIolk3rA3FinTOU9WNMLxjrFP8dNJ59g4qZr0FGTx9x+LmjiUAVK8tJ4+SEFSw/cx5GwqB8eY86OMPiHPihTTN9z7d5LrNp+Fg8ioxGXmIod/w1G2yY1fv5CIXLsNAsxsZ+LrR/YtSH+m9RdrLGU1t/YG4UlGz/QpEkTODo6wt/fv6JDEYnMLzmws6yC3u1d4Dllc7Htj4/NF1g+d+Mpxi7YhXZNRXtSCTl9FzP8D2LZlB5wql4V63ZdQNdRq3F7v69QL2qFrt9/iYFdG6KmrTHy8vlYsPYIuo1Zg6u7pkFRXhYAMNM/BGeuP8XmhQOhoiSHKUv2w3PKZhzfOE7o8YRHRGPn4euwMTfg1hnoqOPeobkC++08fB3rgi+gqYuNUMuvZqqH4GXDueXCOW4yv2Sj7/h1sDU3wG5/bwDAks0nMHDKJhxaNwYSEsKrKK1mqoddy72LxVDUpr2XwBPhA+zML9nc78Nj8qZi21duP4sNey9htW9fmBhoYuH6Y+g2Zg2u754OOVnpUpfXbMpBSBa5ktgYaSB0VluE3ngNAFg7qilUFWTQe9EpfErNwj8NLRDo0xxNpxzEo6hP3OsW7L6NbWcjueX0L7mljuVnMr9ko3q1KujbwRX9JlXMHC9nAycIzP0U8eoDuo5ajY7Na1ZIPKXBGogyfxW3erZwq2f73e2639y1n7z8CA2cLFG1ipZI41oTfB79O9VDnw6uAIBlU3vi9LUn2HH4BsZ5ugu9vL3+3gLLq2b2gU3r6XgQGYN6NS2Qmv4FO4/cxLq5/dGwdjUAwMoZfVCv5wLceRyF2tVNhRZLRmY2Rs3ZjsWTemDF1tPceklJiWK1KCcvP0K7Zo5QVJAVWvlAwYW9pBqbO4+i8C7uM05sngBlRTkAwLJpvWHfdjqu3XuBhrWtRB5DoScv3mHDngs4tnE8nDr5Cq3cotzq2cGtnl2J24gI63dfxPgBLbnawLWz+8G69TQcv/QQXdydSl3ep9QsgeWxnYzxOjYF157EAgCcq+liwsaruPfyIwBg6YH78G5nD0czLYFkI/1LLhKSv5S6/NJoUd8OLeqX/NmIi5a64I3Hiq1nYGqohfq1LCoool/3NzYQZW02xCgnJ6eiQyizhE+pOHPtCfq0dxFpOTm5eQiPjEET568XLgkJCTR2tsLtR1E/eKXwpKYXnPTVVRQAAA8iY5Cbl4/Gdb7GZFlVF4Z66rjz6I1Qy56+bD+a17NFwzo/vnA/jIzBkxfv0aud8P8eUe8SUbvzLNTvMQ+j527H+/gkAEB2bh54PB5kpL/eo8jKSENCgofbD4X7t4l6lwinTr6o330eRhWJAQC+ZOVg1JztmD/uH5E9xvqZtx8+If5TKhoX+Z6qKMnDya6qUL6n0lIS6N7IEjsvPOPW3Xoej871zaCmJAseD+hS3xyy0pK4+v9kpNDYTo54Fdgfl/7rglEdHARqS/5UObl52HfyNnq3dxFpbRdTdizZ+Ak+n49JkyZBQ0MDenp6mD17NrctOjoaHTt2hJKSElRUVNC9e3fEx8dz22fPng1HR0ds2rQJpqamkJMruBvcv38/7O3tIS8vD01NTbi5uSEjI4N73aZNm2BjYwM5OTlYW1tjzZo1Ynu/37Pn+C0oKcqJ/Lnsp+R05Ofziz0u0dZQQcKnVJGWDRT8vWf4h8DZwYx7jJHwKRUy0pJQVVb4JiZlocZ06Ow9PHr+DlOGtvvpvruP3oRlVV3UthderQoA1LQ1wdKpvbB9yVAsHN8NMbGf8c/IVUjPzEItu6pQkJOB37oj+JKVg8wv2Viw5hDy8/lC/Rxq2ppg2bTe2LFkGBaM/wcxsZ/QdcRKpGcWJIFzVh2EU3VTtGxoL7QyS6vw/Rb/nioj4XP5P4u2dapCVVEGwReec+sGLD0LKUkJRAV5IH7XICwf0hD9/juNqLiv5a0//hhe/ufQYfZRBJ2JgE+XmpjTr26546nsjl96iJT0L+jVVrQ3Q8LCK+e/3xF7jPITW7duhY+PD8LCwnDjxg14enqifv36aN68OZdoXLp0CXl5eRgxYgR69OiBixcvcq9/+fIlDhw4gJCQEEhKSiI2Nha9evXC4sWL0blzZ6SlpeHKlSsgKnj2uHPnTvj6+iIgIAA1a9bE/fv3MXjwYCgqKsLDw6PEGLOzs5Gdnc0tp6YK/6IcfPQmurrXLtOz6N/J5P/2IfJVLI5uGCPWcj/EJ2HWihAEL/f+6Wf8JTsHoWfvYoxHS6HHUbT9h425ARxtTFCv+1wcPR+Onu1csHaOB6Yt24/AA1cgIcFDh+Y1Ub2aISSEePfc1OXroz0bCwPUtDWBa7eCGDTUlHDt3guc3DxRaOVVRn2bW+Hs/RjEJWVy66b3rA1VRVl0nHMUn1Oz0Ma5KgJ93NBm5mE8jS6o+Vlz9BG3/5O3n5GTx8fyIQ0xd+ct5OTxxf4+xGXH4Rtwc7WFvrZqRYfySyTAg0QZa2AkftN0gyUbP+Hg4IBZs2YBACwtLREQEIBz584BAB49eoSoqCgYGRkBALZt2wY7Ozvcvn0bderUAVDw6GTbtm3Q1tYGANy7dw95eXno0qULTExMAAD29l/v0GbNmoWlS5eiS5cuAABTU1M8ffoU69ev/26y4efnhzlz5ojg3Re4Ef4KL98mYOP8ASIro5CmmhIkJSXw8XOawPqPn1NFXmU+eck+nL72BIfXjYGBjjq3XkdTBTm5+UhJyxSo3fj4OU1oMT18FoPEpHS09lrCrcvP5yPswWsEhVzF6/NLIPn/RpLHLjzAl6xc/NOqjlDK/hFVZXmYGmnjzftEAEAjZ2tc3T0Dn5PTISkpCVVleTh18oWxgaYIY1AoiOHdR0S+/oC37z/Brs1UgX2GzgyEs4MZ9q0aJbI4iir8u3/8nAY9ra8XuI+f01Ddskq5jm2kpYQm9lXQb8kZbl1VXWUMaVMdrmP3IfJdQWLx+O1nuNroYVArO/hsuFrise4+T4C0lASMdZTx8kNKueKqrGJiP+PS7WfY+u+gig7ll5WnhuL3TDVYsvFTDg6C3en09fWRkJCAiIgIGBkZcYkGANja2kJNTQ0RERFcsmFiYsIlGgBQo0YNNG/eHPb29mjZsiXc3d3xzz//QF1dHRkZGXj16hW8vLwwePBg7jV5eXlQVf1+xj516lT4+Phwy6mpqQJxldfOwzdQw9qo3CfRXyEjLQVHayNcuv2Me2TD5/Nx+fZzDOrWSCRlEhGmLN2P45ceInT1KJh8c+GsYW0EaSlJXL79HO3/38X05dt4vItLQm37qkKJoUHtaji7bbLAuvELg2FuogvvPs25RAMoeITSokF1aKorCaXsH8nIzMbb95/QxV0wqdJQKyj72t0XSExKR4v61UUeQ9eWKmjXtCZ6tnMV2N7CYxFmjeoEt3qii+FbJgaa0NVUweXbz2BfzRAAkJr+BXefvMGALg3KdezezazwMTULp+9Gc+sUZAtO1XwigX3z+fTDNgr2pprIz+fjY4poG4xWpOCjN6Gtrgz3Cm6wWip/YbbBko2fkJYWrNLm8Xjg83+9OlJRUVFgWVJSEmfOnMH169dx+vRprFq1CtOnT0dYWBgUFArumjdu3Ii6desWe933yMrKQla29D0S0jOzEfXuI7cc/eETHj1/B3UVBRjqaQAA0jK+4Mj5cMwZ3anUxy8r797N4D1nO2raGKOWXVWs3XUBGV+yRdY4dfJ/+3Dg9F1sWzwISopyiP//83gVRTnIy8lARUkefdq7wHflQairKkBZUQ5Tl+5HHfuqQuuJoqQgB2szfYF18nIyUFdREFgf9e4jwh68xrb/hgil3G/NX30IbvXtUEVXA/GJKVgWeBKSEjx0dKsFANh7PAwWJrrQUFPCvSdvMHvlQQzq1rjMY0uUZN7qQ3CrZwdDPXXEJ6Zi2ZYTBTE0d4KmulKJtUkGOupCr1352e9jaM8mWBp4CmZGOv/v+noUelqqAmPVlBaPB/RpWg27Lz4X6Nb5/H0yXsWmYPnQhpi57SY+p2WhrXNVNHUwRE+/kwCAOtV04GSpg6uPPyDtSy6crXSxwNMVe6+8REqGcBunp2dmIyrm62fz9sMnPHr2DmqqCjD6/7lDHPh8PoKP3kSPts6Qkvr+OZKpeCzZKCMbGxvExMQgJiaGq0V4+vQpkpOTYWv7/e6kQEHCUr9+fdSvXx++vr4wMTHBwYMH4ePjAwMDA7x+/Rp9+vQR+Xt4EBGNTiNWccszVxwEAPRo44wA374AgINn7oGIytSVr6y6uDshMTkdC9cfQ8KnNNhXq4L9K0eI7DFKYEhBFXQn71UC61fO6INe7QqSvnlju4AnwcOAqVuQk5OHpnWtsagCBg7acywM+tqqAr0ghCn2YwpGztmO5NQMaKgpoY69GULXjYXm/2syXkUnYNGGY0hOzYShngZG9WuBQd0bCzeGhGSMnLNNIIZD68eJpSanqPCIaHT0Xsktz/Av+H30bOuM1b79MLqfGzK/5MDHbxdS0r+gbg0z7F3x8zY3P9LEoQqMtJWx4/wzgfV5+YTuC05gVt+62DWlJRTlpBEVlwrvgIs4cz8GAJCdm48u9c0xpbsTZKQk8TYhDWuPPsLqIw/LHM/3hEe8RfthXz+b6ctDAAC92tbFmtn9hF7e91y69Qzv4pLQp73rz3euRP7GcTZ4RN/UyzGckgb16tSpE9TU1BAYGIhatWpBWVkZ/v7+yMvLg7e3N5SUlLgGorNnz0ZoaCjCw8O514eFheHcuXNwd3eHjo4OwsLC0LdvX4SGhqJ169bYtGkTRo8ejX///RetWrVCdnY27ty5g6SkJIFHJT+SmpoKVVVVvE9IgopKxXQNBEoeiEnc8vIrR6O47ErQOI/Pr/ifemXplqggU/F3wZrdK2YwrKKS9oumhqy0Kvq7mZqaCn1tNaSkpIj0nFl4bj4XHg0l5bKVk56WiuaOxr8Uq5+fH0JCQhAZGQl5eXnUq1cPixYtgpXV15uVrKwsjB8/Hrt370Z2djZatmyJNWvWQFf36wjK0dHRGD58OC5cuAAlJSV4eHjAz88PUlK/Xl9R8VeD3xSPx8OhQ4egrq6ORo0awc3NDWZmZtizZ88PX6eiooLLly+jTZs2qFatGmbMmIGlS5eidevWAIBBgwZh06ZNCAwMhL29PRo3boygoCCYmgq3iyPDMAxTMcTV9fXSpUsYMWIEbt68iTNnziA3Nxfu7u4CQy2MGzcOR44cwb59+3Dp0iV8+PCB66AAAPn5+Wjbti1ycnJw/fp1bN26FUFBQfD1Ld1geqxm4w/Eaja+YjUbX1X03SPAajaKYjUbX1X0d1PcNRvny1mz0ewXaza+9fHjR+jo6ODSpUto1KgRUlJSoK2tjeDgYPzzzz8AgMjISNjY2ODGjRtwcXHBiRMn0K5dO3z48IGr7Vi3bh0mT56Mjx8/QkZG5pfKrvirAcMwDMP8TSpoVK+UlILuzxoaBY147969i9zcXLi5uXH7WFtbw9jYGDdu3AAA3LhxA/b29gKPVVq2bInU1FQ8efLkl8tmDUQZhmEYRoyE0UD028Ebf9Yrkc/nY+zYsahfvz6qVy/oJh4XFwcZGRmoqakJ7Kurq4u4uDhun6KJRuH2wm2/itVsMAzDMIwYFU7EVtZ/AGBkZARVVVXun5+f3w/LHDFiBB4/fozdu3eL4R0Wx2o2GIZhGOY3ExMTI9Bm40e1GiNHjsTRo0dx+fJlGBoacuv19PSQk5OD5ORkgdqN+Ph46OnpcfvcunVL4HiFc4AV7vMrWM0GwzAMw4iRMJpsqKioCPwrKdkgIowcORIHDx7E+fPni/VqdHJygrS0NDcFBwA8e/YM0dHRcHUtGLvE1dUVjx49QkJCArfPmTNnoKKi8tMxpYpiNRsMwzAMI05iGq58xIgRCA4OxqFDh6CsrMy1sVBVVYW8vDxUVVXh5eUFHx8faGhoQEVFBaNGjYKrqytcXApGbHZ3d4etrS369euHxYsXIy4uDjNmzMCIESNKNXI1SzYYhmEYRozENYLo2rVrARQMUFlUYGAgPD09AQDLly+HhIQEunbtKjCoVyFJSUkcPXoUw4cPh6urKzcD+dy5c0sVN0s2GIZhGEaMijb0LMtrf9WvDKMlJyeH1atXY/Xq1d/dx8TEBMePH//1gkvA2mwwDMMwDCNSrGbjD5aVkw/pnPwKK1+u7PNRCY2EROUYsVJeuuJHrKwMKsvfozIMnPx53+CKDgHqjadXdAgAgPhz8yq0/Dwxj2D6F84wz5INhmEYhhGrvzDbYMkGwzAMw4jR3zjFPGuzwTAMwzCMSLGaDYZhGIYRI3H1RqlMWLLBMAzDMGL0FzbZYMkGwzAMw4jVX5htsDYbDMMwDMOIFKvZYBiGYRgx+ht7o7Bkg2EYhmHEiDUQZRiGYRhGpP7CJhss2fibLdtyEv5BpwTWmRvr4MKOqdzy3cdv8N/GY7gfEQ1JCR5sLapgx9KhkJOVEUoMK7aexrFLD/HibTzkZaVR294Uvt4dYGGiW2xfIkIvn3U4fzMCQf8OQpvGDkKJAQCu33+JgB3n8CAyGvGJqdi2eBDaNK7BbT96IRxBIdfwIDIaSamZuLB9MuyrGQqt/O9Jy8iC3/pjOHbpARKT0mFfzRALfbqilq2JyMsGAMdOsxAT+7nY+oFdG+K/Sd3FEsPm/Vew5cAVLg5rMz1M9GqNFvXtxFJ+Sfy3nsbc1UcwtGcT+Pl0FWvZHxKSMSfgEM5ef4ov2bkwNdRCwMy+qGlrXO5jS0jwMMWzObq714COhjLiElMRfPI+lmy7wO2zekpX9G5dS+B1Z8Oeo9ukrdzyg90TYKyvLrDPnPWn4B98uUxxrdh6Gsf/f56Qk5VGHXtTzPzmPNHZeyWu338p8Lr+nerjv8k9ylSmSP2F2QZLNkTI09MTycnJCA0N/e4+VatWxdixYzF27FixxVVUNVM9BC8bzi1LSX5tM3z38Rv0n7ge3n2aY87YLpCSlMTTl+/B4wmvXfH1+y8xsGtDONoYIy+fj4XrjqD72DW4EjwNivKyAvuu330RPBHVIWZ+yUZ1yyro094FHpM3lbA9B3VrmKGjW02MW7hLJDGUZOzCYES8isXa2f2hp6WKfSdvo8vIAFzfPR0GOmoiL/9s4ATkF5k3IuLVB3QdtRodm9cUedmFDHTUMGtkR5gbaYOIsOtYGPpM2IBLO6bAxlxfbHEUuvf0LYJCrsHOwkDsZSenZqL14OVo4GSJvSuGQ0tNCa9iPkJNRV4oxx/buxEGdnSGt98BRLyJR02rKgiY0hWpGVnYcOAGt9/ZsOcY8e8Bbjk7J6/YsRZsPottR29zy+mZ2WWO68b9lxjw//NE/v/PEz3GrsHlb84TfTvWw+TBbbhl+cowQRMDgCUbFe727dtQVFSssPKlJCWgo6lS4ra5AaEY0LUhRvR149aZG+sItfw9/t4Cyytn9IFtm+l4GBkD15oW3PpHz99h7a7zOB04EfbtZgg1BgBwq2cHt3rfv1Pu3sYZABD94ZPQy/6eL1k5OHLhAXYsHox6//8sJg9ug1NXHiMw5CqmD2sn8hi01JUFlldsPQNTQy3Ur2XxnVcIX+tG9gLLM707YMuBq7jzOErsyUZ6ZjaGztwK/+m9sHTLqZ+/QMhWbDuDKjpqWO3bl1tnUkVLaMd3tjPG8WsROH3zGQAgJi4ZXZs7wMlasBYvOycPCZ/Tf3is9Mzsn+7zq3Z/c55YMaMP7Eo4T8jLSn/3fFaZ/I0NRFnX1wqmra0NBQWFCis/6l0ianeehfo95mH03O14H58EAEhMSsP9p2+hqa6EzsNXoFbHmeg2KgC3Hr4WaTyp6VkAADWVr59JZlYOhs/ain8ndIPub3AiEZa8fD7y8/mQlRW8O5OTlUbYg1dijycnNw/7Tt5G7/YuIqth+pn8fD4OnL6DzC85qGNvKvbyJy3eixb17dDE2VrsZQPAiSuP4WhjDM8pm1Gt5VQ07rsIW0OvCe34t55Eo3Etc5gbagIAqpvrwcW+Ks6GPRfYr4GjKZ6HTsWt7WOx1KcD1EuoWRnbuxFeHZ6OS5tGYFTPBpCUFN7lJq2E8wQAhJy+A5tWU9Gojx/mrzmMzKwcoZUpTIUNRMv673fEkg0h2L9/P+zt7SEvLw9NTU24ubkhIyOD275kyRLo6+tDU1MTI0aMQG5uLretatWq8Pf355Z5PB7Wrl2L1q1bQ15eHmZmZti/f79I4q5pa4KlU3th+5KhWDi+G2JiP+OfkauQnpnF3cEvDzyFXu1dsO2/oaherQp6j1uDqJiPIomHz+djpn8InB3MYGP+tYp6pn8I6tibonUj4bXR+B0oK8qhjr0plm45idiPKcjP52Pvidu4/TgKcYmpYo/n+KWHSEn/gl5tXcRe9pOX72HYyAe69cfCx28Ptv83GNZm4q3VOHD6Lh48i4HviA5iLbeot+8TERhyFebG2ti/0hsDujbA1KUHsOtomFCOv3znZYScf4hb28ci4dxcXNo0Auv2X8O+sw+4fc7deo7hC/ejk88WzF5/CvVqmGLfYk9ISHy9Cq4PuQGvuXvQYewmBB2+DZ++TTBnWEuhxMjn8zGjhPNEZ3cnrJ7VHwcCRmF0fzfsP3kbI2ZvE0qZwsYr57/fEXuMUk6xsbHo1asXFi9ejM6dOyMtLQ1XrlwBUcFz7gsXLkBfXx8XLlzAy5cv0aNHDzg6OmLw4MHfPebMmTPx77//YsWKFdi+fTt69uyJR48ewcbGpsT9s7OzkZ399XloauqvXYiaunw9no25ARxtTFCv+1wcPR/ONbzq06EeurepCwCoXs0Q1+6+wJ7jYZgyVPhV+JOX7EPk61gcWT+GW3fyyiNcvfsC57ZOEnp5v4O1s/th9PxgVG83A5KSEnCwMkQXdyc8iIwReyw7Dt+Am6st9LVVxV62pYkuLu+citT0Lzh07j68Z2/H0fVjxJZwvItPwrRlBxCyagTkZCuuHQCfT3C0McZM74KEx8HKCJGvYhEYchW92tUt9/E7N62Obi1qYPC8vYh8kwB7C30sHNkWsYlp2H3qPgAg5Pwjbv+nr+Px5FUcwndPQANHU1y+V1DzuWbv19qWJ6/jkZOXj+XjO2LuhtPIyc0vV4xTluzDs9exOFzkPAEUNAYtZGthAF1NVfwzKgBv3n1EVUPtcpXJlB9LNsopNjYWeXl56NKlC0xMCnoI2Nt/fcasrq6OgIAASEpKwtraGm3btsW5c+d+mGx069YNgwYNAgDMmzcPZ86cwapVq7BmzZoS9/fz88OcOXPK/V5UleVhaqSNN+8TUa+WJQDAsqpgrxALE118+P+jFmGasmQfzlx7gkNrx8BA52sr9qt3nuPN+0RYuk8W2H/gtM1wqWGO0DWjhR5LZWJqqI0j68Yg40s20jKyoKelCq/pW1DVQFOsccTEfsal28+w9d9BYi23kIy0FMyMCi4YjjbGuP80Gut2X4T/tF5iKf9BRDQ+fk5Dk/6LuXX5+Xxcv/8Km/ZdRtzV5UJ9TPA9uloqsDLVE1hXraoujlwIF8rx5w5vBf+dl7mE4unreBjqqmFcn8ZcsvGtt7FJSEzOgFkVTS7Z+NbdpzGQlpKEsZ46XsYkljm+qf8/T4R+c54oSS27gvNx1LvEypdssN4oTGnVqFEDzZs3h729PVq2bAl3d3f8888/UFcv+CHY2dlBUlKS219fXx+PHj363uEAAK6ursWWw8PDv7v/1KlT4ePjwy2npqbCyMio1O8lIzMbb99/Qhd3FRjpa0BXSxWvoxME9ol69xFN6pZcw1IWRISpS/fj+KWHCF0zCibfXERH9W+BPh0EP4/Gff/FvDFd4N6gutDiqOwU5WWhKC+L5NRMnL8ZidkjO4q1/OCjN6Gtrgz3CuxuWhSfCDkl9IAQlUZ1rHB111SBdaPm7oRlVV2M7u8mlkQDAOo6mOHl23iBdS+jE2CopyGU48vLyoBPJLCOz+cLPCL5loG2CjRU5BH/Ke27+9hb6CM/n4+PSWVrMEpEmPb/88TBEs4TJXny/D0AQEer8rXz+hsbiLJko5wkJSVx5swZXL9+HadPn8aqVaswffp0hIUVPEOVlhascuXxeODz+UKNQVZWFrKysj/f8RvzVx+CW307VNHVQHxiCpYFnoSkBA8d3WqBx+NhaM+mWB54EjYWBrCzqIL9J2/j5dsErJ3rKbTYJy/Zh5DTd7Ft0SAoKsgh/lPBIyAVRTnIy8lAV1OlxEahVXTVf+mE86vSM7MR9e5rW5S3Hz7h0fN3UFdRgKGeBpJSMvAuPglxH1MAgDvh63wnPmE5fzMCRAQLEx28jknE7FWhsDTRRe/24ms3wefzEXz0Jnq0dYaUlOTPXyBkcwIOwa2eHYz01JGWmYX9J+/g6t0XOLDK++cvFhJlRTnYmgt2dVWQl4G6qmKx9aI0vHdTtPJahmWBp9DJrRbuPXmLbaHXsXxaT6Ec/+T1SPj0bYJ38SmIeBMPB0sDeHdvgJ3H7wIAFOVlMNmjGQ5ffoL4z2kwNdDAnGGt8Pr9Z5y7/QIAUMfOCE42Rrh6/zXSMrPhbGeMBSPbYO+ZcKT8v2FnaU35/3li66JBUFKQQ8L/zxPK/z9PvHn3ESGn76J5PVuoqyri6csP8F0RAldHc9hZVBHKZyNU5Wno+XvmGizZEAYej4f69eujfv368PX1hYmJCQ4ePFjm4928eRP9+/cXWK5ZU/jjGsR+TMHIOduRnJoBDTUl1LE3Q+i6sdBUUwIADOreGNk5uZi76hCS0zJha26AncuGoaoQu9oFhVwFAHQasUpg/coZfdCzbfmfQf+q8IhodPJeyS3P9C/4+/Vs64wA3344eeURRs3byW0fPCMIADBxUGuBfv3Clpr+BfPWHMGHhGSoqyigXdMamDG8PaTFeNG/dOsZ3sUloU9715/vLAKJSekYPnsb4hNToaIkBzuLKjiwyhtNhVjD9ruoZWuC7YsHY+6aw/hv80kYG2higU8XdGtVRyjHn7ziCKZ5uWHJuPbQUldCXGIqgg7fwuKtBYN65efzYWuuh56takJVSQ5xiWk4f+clFm4+w7XFyM7JR5dm9pji2QwyMlJ4G5uEtfuuYfXesveaKTxPdP7mPLHi/+cJaWkpXL79DBv2XERmVg4MdNTRrokjxg1wL3OZjHDxiL6pM2NKJSwsDOfOnYO7uzt0dHQQFhaGvn37IjQ0FHv27Ck2qNfYsWMRHh6OixcvAig+qBePx4OWlhYWLVqEBg0aYOfOnZg/fz4ePXoEW1vbX4opNTUVqqqqePUuEcoqFVeFKCct/rvgb/2o+lecKkcUFa+y/D3Yaa+ARhPhj1lTFvHn5lVo+ampqTDSVUdKSgpURHjOLDw3338ZB2XlspWTlpaKmhZ6Io9V2FjNRjmpqKjg8uXL8Pf3R2pqKkxMTLB06VK0bt0ae/bsKdMx58yZg927d8Pb2xv6+vrYtWvXLycaDMMwTCXHGogypWVjY4OTJ0+WuC0oKKjYuqJjagDAmzdviu1jYGCA06dPCyE6hmEYprJhDUQZhmEYhhGpv3GKeTaCKMMwDMP8oS5fvoz27dvDwMAAPB6v2MSgRARfX1/o6+tDXl4ebm5uePHihcA+nz9/Rp8+faCiogI1NTV4eXkhPb103ZhZslHJEBE6depU0WEwDMMwIiLO4cozMjJQo0YNrF69usTtixcvxsqVK7Fu3TqEhYVBUVERLVu2RFbW127Kffr0wZMnT3DmzBkcPXoUly9fxpAhQ0oVB3uMwjAMwzDiJMYGoq1bt0br1q1L3EZE8Pf3x4wZM9CxY8FAgdu2bYOuri5CQ0PRs2dPRERE4OTJk7h9+zZq164NAFi1ahXatGmDJUuWwMDg18aZYTUbDMMwDCNGvHL+JyxRUVGIi4uDm5sbt05VVRV169bFjRs3AAA3btyAmpoal2gAgJubGyQkJLjBK38Fq9lgGIZhmN/MtxNulmUk6bi4OACArq7gHFi6urrctri4OOjo6Ahsl5KSgoaGBrfPr2A1GwzDMAwjRjx87ZFS6n//P4aRkRFUVVW5f35+fhX5ln6K1WwwDMMwjBgJo8lGTEyMwAiiZZkfS0+vYAbh+Ph46Ovrc+vj4+Ph6OjI7ZOQIDghZ15eHj5//sy9/lewmg2GYRiGEaMy12oUGZ9DRUVF4F9Zkg1TU1Po6enh3Llz3LrU1FSEhYVxs4+7uroiOTkZd+/e5fY5f/48+Hw+6tb99fmrWM0GwzAMw/yh0tPT8fLlS245KioK4eHh0NDQgLGxMcaOHYv58+fD0tISpqammDlzJgwMDLghGGxsbNCqVSsMHjwY69atQ25uLkaOHImePXv+ck8UgCUbfzQ5GUnIy1TcZGg5efwKK7uQnETFTwZXWVSGkQcrywRolSGMShACYs/MregQAAC6zWdWaPmUly3mEsXX9/XOnTto2rQpt+zj4wMA8PDwQFBQECZNmoSMjAwMGTIEycnJaNCgAU6ePAk5OTnuNTt37sTIkSPRvHlzSEhIoGvXrli5cmWxsn4YNZv19c9TOLPg+4SkCp0VsFIkG5Vg5tnKojIkG5VFZTjrVYIQkFsJfqMAoN/Ct0LLp7xsZN9aKrZZXyPefizzjNxpqamwMdFms74yDMMwDPN9f+GkryzZYBiGYRhxYhOxMQzDMAzDCBmr2WAYhmEYMSrPsOPCHK5cnFiywTAMwzDi9Bc22mDJBsMwDMOI0V+Ya7A2GwzDMAzDiBar2WAYhmEYMfobe6OwZINhGIZhxIg1EGUq3Js3b2Bqaor79+9zs+6JyvX7L7F6xzk8eBaD+MRUbF00CG0aO3DbtV1Gl/i6WSM7YmTf5iKJKWD7WfitPwqvbo0wd0wXAMCkxXtw9c5zxCemQkFBBrWrm2L68PawMNEVSQwAkJaRBb/1x3Ds0gMkJqXDvpohFvp0RS1bE5GVef3+SwTsOIfwyGjEJ6Zi2+JBaNu4BrediPDvhuPYfug6UtK/wNnBFEsm9YC5sY7IYgKADwnJmBNwCGevP8WX7FyYGmohYGZf1LQ1Fmm5hf7dcByLN50QWGdpooOwfeIf4lrc34vC78SDIt+JNkW+E0cvhCMo5BoeREYjKTUTF7ZPhn01Q6HGsPXgVWw9eBUxsZ8BAFam+hg3oCWau9py+9x5HIV/1x/DvadvISnBg52lIXYtHwZ5WZkylSkhwcMUz+bo7l4DOhrKiEtMRfDJ+1iy7QK3z+opXdG7dS2B150Ne45uk7YWO56MtCTOrh0Oe0t9NPQKwOOXsWWKS2j+wkYbLNn4RU2aNIGjoyP8/f0rOhShyfySAzvLKujd3gWeUzYX2/742HyB5XM3nmLsgl1o17RGsX2FITwiGjsOX4eNueDkPg5WRujiXhtVdNWQnJqJpVtOote4tbi5zxeSkqJpdjR2YTAiXsVi7ez+0NNSxb6Tt9FlZACu754OAx01kZSZ+SWb+3t4TN5UbPvK7WexYe8lrPbtCxMDTSxcfwzdxqzB9d3TIScrLZKYklMz0XrwcjRwssTeFcOhpaaEVzEfoaYiL5LyvsfaTB8HA0Zyy1JSFdPcTNzfi8wv2ahuWQV9vvOdyPySg7o1zNDRrSbGLdwl9PIBQF9bDdOHtYepkTaIgL0nbmHAlE04EzgRVmb6uPM4Cr191mFUPzcsGNcVkpISePryAyR4Zf8bje3dCAM7OsPb7wAi3sSjplUVBEzpitSMLGw4cIPb72zYc4z49wC3nJ2TV+Lx5gxrhbhPqbC31C9xOyN6LNkQEiJCfn4+pKR+n4/UrZ4t3OrZfne7rqbguPsnLz9CAydLVK2iJfRYMjKzMXLOdiye1AMrt54W2Na3Yz3u/430NTFpcFu08FyMmLjPIonlS1YOjlx4gB2LB6NeTQsAwOTBbXDqymMEhlzF9GHthF4mALjVs4NbPbsStxER1u++iPEDWnK1T2tn94N162k4fukhurg7iSSmFdvOoIqOGlb79uXWmYjgM/8ZKUkJ6GpV7DwQFfG9+NF3AgC6t3EGAER/+CT0sgu5N6gusDx1aDtsO3gNd5+8gZWZPmatOAivfxphVL8W3D7lrXV0tjPG8WsROH3zGQAgJi4ZXZs7wMlasNYmOycPCZ/Tf3gst7rV0LSOBTxmBqOFi1W54hKWv7Big/VG+RWenp64dOkSVqxYAR6PBx6Ph6CgIPB4PJw4cQJOTk6QlZXF1atX4enpyU3NW2js2LFo0qQJt8zn87F48WJYWFhAVlYWxsbGWLBgQYll5+fnY+DAgbC2tkZ0dLQI3+WPJXxKxZlrT9CnvYtIjj9t2X40r2eLRnV+fDLI/JKNPcfDYKyvKbIahrx8PvLz+ZD9prZATlYaYQ9eiaTMn3n74RPiP6WisfPXz0dFSR5OdlVx+1GUyMo9ceUxHG2M4TllM6q1nIrGfRdha+g1kZX3Pa9jPsK2zXTU7DQbQ2Zuxbu4z2KPoTJ+L8QtP5+P0LP3kJmVDafqpkhMSsO9p2+hpa6M9kOXw77ddHQesbLcn8etJ9FoXMsc5oaaAIDq5npwsa+Ks2HPBfZr4GiK56FTcWv7WCz16QD1b2rctNUV4T+hE4Yt2I/M7NxyxSRMhQ1Ey/rvd/T73IZXoBUrVuD58+eoXr065s4tmJL5yZMnAIApU6ZgyZIlMDMzg7q6+i8db+rUqdi4cSOWL1+OBg0aIDY2FpGRkcX2y87ORq9evfDmzRtcuXIF2trawntTpbTn+C0oKcqhbRPhP0I5dPYeHj9/h2Mbfb67T1DIVSxYexiZX3JgbqyDXf7DISMtmq+vsqIc6tibYumWk6hWVQ86Gso4cPoubj+OgqlhxfwNEj6lAgC0NZQF1mtrKCPhc6rIyn37PhGBIVfh3bspfAa4497TaExdegAyUlLo1a6uyMotyqm6CQJ8+8LSRAdxialYvOkE2gzxx7Vd06CsKPfzAwhJZfxeiEvEqw9oN3Q5snPyoCgviy0LvWBlqoe7j98AAJZuOQHfkR1hZ2mIfSduofuY1biwfQrMjMrWnmj5zstQVpDFre1jkc8nSErwMH/TGew7+4Db59yt5zh6+QnexiWhqoEGZg52x77FnnD3Xgc+v2BO3TVT/0Hg4VsIf/YeRnpq5f0YhKjsDUR/17oNlmz8AlVVVcjIyEBBQQF6enoAwCUHc+fORYsWLX70cgFpaWlYsWIFAgIC4OHhAQAwNzdHgwYNBPZLT09H27ZtkZ2djQsXLkBVVfW7x8zOzkZ2dja3nJoq/ItP8NGb6OpeW+htA97HJ8F3RQh2Lff+4bG7uDuhUR0rJHxKxbpd5zFsZhBC144RWVuFtbP7YfT8YFRvNwOSkhJwsDJEF3cnPIiMEUl5lRWfT3C0McZM7w4ACtrPRL6KRWDIVbElGy2KPEaws6yC2tVN4NBhFkLP3ke/jq5iiaHQ3/q9MDfWwdmgSUhNz8LRC+EYvWAnQgJGg08FF/W+HeuhZ9uCWk/7aoa4evc5dh0Nw/Th7ctUXuem1dGtRQ0MnrcXkW8SYG+hj4Uj2yI2MQ27T90HAIScf8Tt//R1PJ68ikP47glo4GiKy/deY0hXVyjJy2D5zkvlfPfCx7q+MqVWu3btUu0fERGB7OxsNG/+494cvXr1gqGhIc6fPw95+R83xvPz88OcOXNKFUdp3Ah/hZdvE7Bx/gChH/vRsxgkJqWjldcSbl1+Ph83H7xGUMhVRJ1fAklJCagoyUNFSR5mRtqoZWcC29bTcPLyQ3RqIZq2CqaG2jiybgwyvmQjLSMLelqq8Jq+BVUNNEVS3s/o/L/9zMfPadDT+pp4fvychuqWVURWrq6WCqxM9QTWVauqiyMXwkVW5s+oKivAwlgHUe8+ir3syva9EBcZaSmu9qaGtREeREZj075LGNXXDQBQ7ZvviKWJHt7HJ5W5vLnDW8F/52UuoXj6Oh6GumoY16cxl2x8621sEhKTM2BWRROX771Go5pmqGNnjPgzgufGC+uHY9/ZB/D2O1DicRjRYMlGOSkqKgosS0hIgP6f7RfKzf36rPBniUOhNm3aYMeOHbhx4waaNWv2w32nTp0KH5+vjyBSU1NhZGT0S+X8ip2Hb6CGtZFILmoNalfDuW2TBdb5LAyGuYkuRvRpXmJvE6KCBpPZuSW3PBcmRXlZKMrLIjk1E+dvRmL2yI4iL7MkJgaa0NVUweXbz7iujanpX3D3yRsM6NLgJ68uu7oOZnj5Nl5g3cvoBBjqaYiszJ9Jz8xG1PtEdNeqU2ExVJbvRUXh8wk5OXkw0teAnpYqXr1NENj+OiYBTV1synx8eVkZrtbka5l8SEh8/7beQFsFGiryiP+UBgCYsvIoFmw+w23X01RByNIBGDhnD+5G/Nk1UZURSzZ+kYyMDPLz83+6n7a2Nh4/fiywLjw8HNLSBdX9lpaWkJeXx7lz5zBo0KDvHmf48OGoXr06OnTogGPHjqFx48bf3VdWVhaysrK/+E6+Ss/MFrg7jP7wCY+ev4O6igJ3MUnL+IIj58MxZ3SnUh//VygpyMHaTLA7moKcDNRVFGBtpo+37xNx+Px9NK5jDU01JXz4mIzVO85CTlZaoJ+/sJ2/GQEigoWJDl7HJGL2qlBYmuiit4gayAI//3sM7dkESwNPwcxI5/9dX49CT0tVYGwUYRveuylaeS3DssBT6ORWC/eevMW20OtYPq2nyMr81swVB9GqYXUY6WkgNjEF/244DkkJCXQVUQ+cHxH39+Lb78Tbb74TSSkZeBefhLiPKQDAJYY6mirFepOV1YK1R9DM1QaGuupIz8xGyOm7uH7/JXYtGwYej4fhvZthyeYTsLOsAjvLKth7/Nb/a0IHlrnMk9cj4dO3Cd7FpyDiTTwcLA3g3b0Bdh6/CwBQlJfBZI9mOHz5CeI/p8HUQANzhrXC6/efce72CwDAu4QUgWOmf8kBAER9+IwPH0XXzulXsMcozHdVrVoVYWFhePPmDZSUlMDn80vcr1mzZvjvv/+wbds2uLq6YseOHXj8+DFq1qwJAJCTk8PkyZMxadIkyMjIoH79+vj48SOePHkCLy8vgWONGjUK+fn5aNeuHU6cOFGsXUd5PYiIRqcRq7jlmSsOAgB6tHFGwP+7Oh48cw9EJLKulT8jKyuNWw9eY9PeS0hJ+wItDWW41DDHoXVjoKWu/PMDlFFq+hfMW3MEHxKSoa6igHZNa2DG8PaQlpIUWZnhEdHo6L2SW57hX/D36NnWGat9+2F0PzdkfsmBj98upKR/Qd0aZti74sdtXcqrlq0Jti8ejLlrDuO/zSdhbKCJBT5d0K2V+GoVPiQkY/CMIHxOyYSmuhJcapjh9BYfkf79v0fc34vwiGh0KvKdmFnkOxHg2w8nrzzCqHk7ue2DZwQBACYOao3Jg9sIJYZPyWkYPW8nEj6lQFlRHrYWBti1bBgaO1sDAIb0aILsnFzMWnkQSamZsLMwwG7/4ahqWPYu0pNXHME0LzcsGdceWupKiEtMRdDhW1i8tWBQr/x8PmzN9dCzVU2oKskhLjEN5++8xMLNZ5CT+/Obwor2N44gyqNv6/yZEj1//hweHh548OABvnz5gsDAQAwYMABJSUlQU1MT2HfWrFlYv349srKyMHDgQOTm5uLRo0e4ePEigILqQD8/P2zcuBEfPnyAvr4+hg0bhqlTp5Y4guiyZcswe/ZsnDx5EvXq1cPPpKamQlVVFe8TkqCiUnFjE+TklZyQiZOctOiSg9/N73pHJAqV4axXCUJAbiX4jQKAfgvfCi2f8rKRfWspUlJSRHrOLDw3R8eV/dycmpoKYz11kccqbCzZ+AOxZOMrlmx8xZKNryrDWa8ShMCSjf8Td7IRE1++ZMNI9/dLNthjFIZhGIYRo79xBFGWbDAMwzCMOP2F2QYbrpxhGIZhGJFiNRsMwzAMI0Z/Y28UlmwwDMMwjBixcTYYhmEYhhGpv7DJBmuzwTAMwzBixSvnv1JavXo1qlatCjk5OdStWxe3bt0SwpsoHZZsMAzDMMwfas+ePfDx8cGsWbNw79491KhRAy1btkRCQsLPXyxELNlgGIZhGDHilfO/0li2bBkGDx6MAQMGwNbWFuvWrYOCggK2bNkiondXMtZm4w9UOChsWlrFTjZUGUYQzWEjiHJ+14ZlosBGEC1QWUYQpbzsii0/v6B8cQ2onZaWWubfY+F5PTVV8Pxe0oScOTk5uHv3LqZOncqtk5CQgJubG27cuFG2AMqIJRt/oLS0gimWrc1NKjgShmGY30daWhpUVVVFdnwZGRno6enB0tSoXMdRUlKCkZHgMWbNmoXZs2cLrEtMTER+fj50dXUF1uvq6iIyMrJcMZQWSzb+QAYGBoiJiYGysjJ4ZUifU1NTYWRkhJiYmAode78yxMFiqFxxsBgqTwyVJQ5hxEBESEtLg4GBgZCjEyQnJ4eoqCjk5OSU6zhEVOzc/m2tRmXDko0/kISEBAwNDct9HBUVlUox0U9liIPFULniYDFUnhgqSxzljUGUNRpFycnJQU5OTixlaWlpQVJSEvHx8QLr4+PjoaenJ5YYCrEGogzDMAzzB5KRkYGTkxPOnTvHrePz+Th37hxcXV3FGgur2WAYhmGYP5SPjw88PDxQu3ZtODs7w9/fHxkZGRgwYIBY42DJBlOMrKwsZs2aVeHPACtDHCyGyhUHi6HyxFBZ4qgMMVRmPXr0wMePH+Hr64u4uDg4Ojri5MmTxRqNihqPxNXXh2EYhmGYvxJrs8EwDMMwjEixZINhGIZhGJFiyQbDMAzDMCLFkg2GYRiGYUSKJRsMU0qsTTXDMEzpsGSDYX7Ro0ePAKBMQ8ALS25uLgAgPz+/wmL4VmHylZSUJNZy+Xy+QPksCWSYyoslG4zQ/Mkn+1OnTqF58+Zin5a50Lt37/D582dIS0vj6NGjCA4ORl5eXoXE8i0ej4eDBw9i0KBBiI2NFVu5EhIFp6/C2St5PF6FfAcLk56/3fc++4o+L4SHhyMjI6NCY2BYssEICZ/P5+74IyMj8erVK7x48aKCoyqu8MT37NkznD9/HteuXUNMTMxPX2dgYICuXbti6dKlCAwMFHWYAlJTUzF48GD06NEDgYGB6NChA+Tl5SElVbFj8hV+li9evICvry/atWsnlvkWil7cw8PD0aBBA6xZswZAxSQchUnP6dOnERERIdayK4uiv/+4uDiB35Q4/ybZ2YJT1UdGRqJdu3ZISEgQS/nMDxDDlBOfz+f+39fXl2rUqEHVqlUjIyMjWrZsGeXl5VVgdF8VxnngwAEyNDSk2rVrk7W1NTVu3JhCQkJ++vqoqCjy8fEhW1tbCg4OFnW4nLy8PDp48CBVq1aNpKWlafXq1URElJubK7YYvufmzZu0cOFC8vDwoKysLMrPzxdpeUW/a6tXr6ZRo0aRvLw8SUhI0PLly0vcT1SKvtcrV66QpaUlDRs2jKKiokRe9o8Uvvfw8HDatWsX7d27l+7cuSOWsqdMmUL29vakqKhI//zzD61Zs6ZYXKLi7+9PjRs3ps+fP3PrHj58SBYWFpSenl5pzkN/K5ZsMEIzf/580tTUpAsXLlBCQgINGDCAeDwePX36tELjKnpRuHHjBqmpqXEX7JCQEJKUlKR///33u68vPEk9ePCAZs6cSUZGRqSnpyeWhKPwBP38+XMyNDSkqlWrUseOHSkxMVEgtorSs2dP4vF4ZG1tTUlJSUQkngv99OnTSVtbm4KDg2nTpk3Ut29fUlJSosWLF3P7iDKOosf+77//aPz48aSvr0/y8vI0fPhwevnypcjK/hX79+8nXV1datSoEdWvX5/Mzc1p/fr1Qi+n6G9r/fr1pK+vTzt27KAdO3ZQ9+7dqVatWjR79myhl1uS27dvk7q6OnXu3Jk+ffpERAVJoK2trVjKZ36MJRuMUHz58oU6dOhAu3fvJiKigwcPkrq6Oq1du5aIiHJycsQeU9G7ucJagOXLl1Pnzp2JiOjt27dUtWpVGjZsGLff+/fvSzzWgQMHSEVFhSZNmkSjRo2iGjVqkIWFBQUGBoruDRTx8eNHevLkCe3fv5/q1atHbdq0KZZwZGdniyWWbw0fPpzU1NRo+fLllJqaKvLy4uLiqHbt2hQUFMSti4mJoVmzZpG8vDytXLmSWy/qxMfPz4+UlZXp+PHjFBYWRjNmzCBLS0vy9vamV69eibTs77l37x5paWlxtQqXL18mKSkpmjx5stDK+DbJvXr1Kk2fPp02bdrErfvw4QP5+vpSrVq16NixY0Ir+0fCw8NJR0eHOnToQGlpaXTmzBmys7MTSwLM/BhLNhihSExMJE1NTbp+/TqdP3+elJSUuEQjKyuLZsyYQffv3xdbPMeOHSMrKytasWKFwPr//vuPRo8eTbGxsVSlShUaOnQod3d28uRJWrFiBaWlpQm85vPnz+Ti4kJz5szh1t2/f5+GDBlC5ubmIqnhKDw5fv78mTIyMriLeG5uLm3fvp3q1atH7dq14+7gVq1aRTt27BDL3fy7d+/o3bt39PjxY25bv379yMrKirZs2ULp6ekC+wvbx48fSUtLi5YsWSKwPjo6mlxcXIjH4xX7uwsbn8+nzMxMaty4Mc2YMUNg27Jly0hbW5uGDRtWIQnHzp07qWXLlkRE9ObNGzI2Nqbhw4dz28tb6zJw4EA6e/YsERXUbERGRhKPxyMej0d+fn4C+yYkJJCjoyNNmzatXGWWxr1790hbW5t69+5NBw8epNq1a9OuXbvo+PHjdOfOHbp06RLt3r27wpLBvxVLNphS+95z+WHDhlGXLl1IQUFB4A7n3bt31LJlS9q+fbu4QqSIiAgaMGAA1a9fn1atWsWt37RpE6moqJCOjg6NGjWKW8/n82nQoEHk5eVFmZmZ3IUyOTmZcnJyyNzcvNijlvv375ONjQ0ZGhoKvN/yKiz76NGj5O7uTtWrV6du3brRkSNHiOhrwtGwYUOytbWloUOHEo/Ho0ePHgkthu/FFBoayrV1sbS0FPgM+/btS9bW1hQUFFQsYStvuUXl5OTQgAEDqFu3bvT8+XOBbd7e3uTm5kZGRkYif8yVl5dH7u7uNG7cOCISbEPTv39/0tDQoNGjR4u9DceOHTuoS5cu9OzZMzI0NKQhQ4Zwv9lLly7RtGnT6OPHj2U6dnZ2Ng0dOpSrqSys4Th58iRJS0uTu7t7sfc7aNAg6tixo8ge+RV+R16+fElv3rwhooKEQ0dHh6SkpMjKyoqsrKzIzMyMqlevTiYmJmRiYlLhj7r+NizZYEqlaKIRExPD/biJiNauXUuamprUpUsXSklJIaKCO/M2bdpQo0aNxNK+YPXq1fThwwciKmjQOWjQIHJxcRG40x04cCBJSUnRzZs3KT09nZKTk2nKlCmko6Mj0L4kJCSEevbsSS9evKBevXrR0KFDuUcXhby8vMjIyIhcXV0pKSlJaHfzhw4dIgUFBVq4cCFt27aNPD09SU1Njfbv309EBRe2kydP0pAhQ6hDhw4iTTQKnTp1iuTl5Wnt2rX06tUr2rBhA/F4PAoNDeX26d+/P+no6AillqXody0uLo6io6O55dDQUKpWrRpNnDiRIiMjiYgoNTWVOnfuTBs2bKDu3btTnz59KCsrSyh/k+8l2CNHjiQDAwN69+6dwH6+vr7UoEEDqlGjBpfsiqKmp/CYr1694so+ffo06evrk7q6usAjQiKiESNGUI8ePcr0uOvbz2DTpk20Y8cO+vLlCxERHTlyhHg8Hg0ZMoSePXtGRERpaWnk5OREI0aMKHV5v6Lw/YeEhJCjoyPNmzePq+178OABmZubU4MGDejNmzeUnp5OmZmZlJqaKrRkmPl1LNlgymTatGlkYWFB+vr61KNHD65xoK+vL1laWlKdOnWoffv25OLiQo6OjsXuhEQhPDycWrVqRS9evODWPX/+nEs4/P39iaigard169akqKhI1tbW1KBBAzIyMqI7d+5wJ6/Xr19TtWrVuBqLjRs3koaGBq1cuVLgrnDYsGG0aNGiYklIebx48YJq167NPXOPj48nQ0NDsrGxISUlJdq7d6/A/llZWUIr+0fGjh1LU6ZMIaKC6nkzMzPuYlb0QjpkyJBy3TXy+fxiPZwcHBxIT0+PHBwcaMeOHURUcAdvZ2dHTk5O1LFjR3JycqIaNWoQEdGECRPI2dlZKN+3ohfZ8PBwevDgAT148IBb5+zsTHZ2dvT8+XNKTk6mvLw86tKlCx09epRGjRpFVapU4S7IwlT4GR06dIjMzc1p7dq13LoZM2YQj8ejnTt3UkxMDMXGxtKkSZNIU1OTnjx5Uu6y8/LyqE6dOlSjRg06cOAA9x0MDQ0lHo9HFhYW1L17d+rYsSPVqlVLpO2JTpw4QXJycrR69epiba7Cw8NJS0uLunXrxiUhTMVgyQbzS4qecLdt20ZGRka0bds2CgwMJBMTE3JxcaGYmBgiIjp8+DDNnTuXRo0aRatXr+aql8XRVTM5OZmIiMLCwri7zcKEo27duhQQEMDtu2vXLlqzZg2tXbtW4K753LlztHTpUvLy8qKMjAxu/Zw5c0hTU5P69etH06ZNo8GDB5OWlpZQqskLLxLZ2dn06dMnGjVqFCUmJlJMTAxVq1aNu1ts2LAhKSkpibXrLVHBxcXFxYWWLl1KKSkpVKVKFRoyZAgX99q1a+nQoUNCK6/wuAsWLCBNTU3asWMHnTlzhnr16kW2trZcr5MrV66Qv78/9ejRg6ZOncpd9Pr370+enp7lvsgVTXomT55M1apVIy0tLTIyMiJPT0/i8/kUHR1N9erVI21tbapZsybZ2tqSubk5ERHt3buXbG1tRXYnHRoaSgoKCrRq1SquhqfQsGHDSF1dnXR1dcnZ2ZnMzc3p3r17ZSqnpJqdzMxMatmyJTk5OdG+ffu4z/748ePE4/GoZs2adODAAW5/YTcS5/P5lJGRQf/88w9NnTpVYFvRJPP+/fskISFBvXv3FnnXbOb7WLLBlMrx48dp9erVtGXLFm7d+/fvyczMjOrWrUtv374t8XWifoRS9KIQFxdHDRo0IBcXF+5Op2jCUVjDQUQ0d+5c8vT0FLjzHDJkCHd3FhsbK1BOUFAQeXl5kaOjI7Vs2VIojV4LYz9z5gyNHTuWXr9+zVVzjx07lrp27cpdrIYMGULa2tpkbGxMKSkpYm1lv3jxYurevTvp6enRsGHDuLKzsrJo4MCB5OvrS9nZ2WWOafr06QI9SRITE8nFxYXrplxo4sSJZGpqSlevXi12jJiYGJo6dSqpqakJNGAtr6VLl5KGhgZdvHiRrl69Snv27CEtLS3q2rUrt8/69evpv//+oyVLlnCJ9eDBg6lZs2YCSasw8Pl8+vTpE9WrV49rlJmdnU1JSUm0fft2LvG4ffs2HThwgC5evMg9XiytojcJERERFBsby9XuZWRkUPPmzal27doCCcfRo0eJx+PRqFGjBMa9ELb8/HyqWbMmzZw5s8TtcXFxRFQw3kbhox2mYrBkg/llHz58IAkJCeLxeLRo0SIi+nqh/PDhA5mbm1PDhg0pIiKiIsMkooIq9mbNmlHz5s2L1XA0aNCAi//69etctXJhrQhRwWMiHo9Hq1evLnahyM/Pp6ysLKFeQA4cOEDy8vI0d+5cun37NhEV3Ak2adKExowZw+03YsQI2rhxo0irhAv/pgkJCfTmzRvufV66dImqVq1KtWrV4i5mWVlZNG3aNDIyMhJ4fFVaSUlJ1KRJE2rUqBGXyObm5pKNjY1Ar6ZCLi4u1L17d4F409LSyNvbm6pXr17uJPDbO+Du3bvT9OnTBdbdunWLlJWVi91VExW0ofD29iYNDQ16+PBhuWIpqvC9Fl7sq1atSgcOHKDU1FSaMWMGNWzYkGRlZcnU1JQOHjxYrrL8/Py47yJRwYBdhY9OBw4cSJcuXSKirwlHnTp16MCBA1zifujQIZKRkaEBAwZQQkJCuWIpVPj+C29eChOukSNHCqwnKngUOnPmTK7GlalYLNlgSuXu3btkampKbm5uXDuFogmHoqJisUZpolD0pFP0Trro/+/fv58aNGggkHC8ePGCevToQS1atBC4YF+4cIG6d+9O165d49Z5e3uTnJwcbd++XaDmQ9hVsc+ePSNTU1OB0RYLTZw4kczMzGjNmjU0atQo0tfXp9evXwu1/KIKP7+DBw+So6MjmZmZUc2aNWny5MmUlpZGO3bsIHNzc6pfvz61b9+eOnbsSFpaWmWuni9aZnx8PP3zzz/UrFkzrq1M27ZtqWHDhty+hY9Fhg8fTn369Cl2rMTExDLfwRcq+vctvKDWrl2bPDw8uPWFF7UpU6ZQixYtKCMjg3vdp0+faPv27VS/fn0KDw8vVywlCQ4OJklJSfr48SMNGDCAlJSUSFtbmzp16sQ9JnR1daWBAweWuYyrV6+Sg4MDderUiSIiIuj8+fNkaGhIJ06coEWLFlHbtm2pQYMGdObMGSIqSDjc3d3J2NiYzp8/z30W+/btIw0NDa6GQRhu3rxJvXr14mpMAgMDicfjCYy7QlTwt6lXr16Ze94wwsWSDaZEP7qg3rp1izQ1Nalr165cbUDhBSMxMVEsvU4K76wLyzp16hQNHDiQevXqRf7+/tzd+MGDB7mEo/CRyqtXr4pdkC5evEhaWlrUq1cvunnzJrd+2LBhJCcnRzt37qTMzEyRvJczZ85QtWrVBHr2FH6e9+7do+HDh5OpqSk5OTmV66L+M4V/8zNnzpCioiItW7aMkpKSaOLEiSQrK8v1hCm84HTv3p0WL15c7urpot+X69evU+PGjalOnTq0f/9+unfvHpmYmHC1GIX71qtXj0aPHi1wnPI+Uvq2ke/MmTPJwsKC4uLiyN/fnxwcHOj06dMC+/j5+VG9evWKtQ0p7OUkLEVrNLy8vLhHgZmZmbR7927asWMHpaenc488PD09acqUKeVKjHfv3k3Nmzen7t270/jx4wUecZ09e5Y6d+5M9erV4xKO9PR0Gj16NPc3Kixb2O1VAgICyMHBgfr168clHIUNYgcOHEgjRowgT09PUlFREevYPsyPsWSDKebbxqBz586l0aNHC1RHhoWFkYaGBv3zzz/FEg4i0bbROH36NPF4PNqzZw8RFTwflpSUpC5dulD37t1JXl6e2rVrx1Vf79+/n5o3b05OTk704cMH4vP5XHyJiYlcN91Hjx6RmZkZdevWTSDhGDFihEB5wnbw4EEyMjLiko38/Hzus7x69SrduHGD0tPTuR4/wrRt2zaBNhHZ2dnk5eXFjR0RHx9PVatWJW9v72JV2MLm4+NDHTt2JGdnZ1JWViZra2tat24dhYSEUNWqVcnKyopat25NLi4uZGNjI9QGx/b29gIjbIaFhVGnTp24diF3794ld3d36tq1Kx0/fpyICmow3N3dqV+/fkKL40du375NDRs2pIYNG1JkZGSJyVV8fDzNmDGD1NTUyjxNQNGGnPv27SM3NzfS0tLiHj0WOnfuHHXp0oUaNmzIjQFTqOh3RNjtinJzc2nt2rXk6upKffr04X6/e/fupc6dO1OzZs3I09NTqG12mPJjyQbzXZMnTyYDAwPq1KkTNWjQgAwNDenIkSPcHf6tW7dIR0eHmjZtyo0aKQ6Fz8PV1dVpz549tGbNGoG7ridPnpC5uTl16NCBu+Pcvn071alTh06cOMHtd+DAAapbty6ZmZlR+/bt6cSJE/Tq1asSEw4fHx+RtUV5/fo1ycvLlzjK4tixY2nGjBkiaUWfnp5Obm5u5OrqKjDserdu3WjPnj2UkJBABgYGNGTIEG5baGgonT59WujxbN26ldTV1enu3buUmJhI79+/Jzc3N2rUqBEFBQXRu3fvaMaMGTR69Gjy9fUVag+nOXPmkIODA/ee9u7dyz0mKJrgnT17ltq3b0+6urpkZWVFDg4O5ODgwF2cRd1Yd9u2beTk5EQqKipc4l80Mbh48SJ16tSJzMzMynxHX/TveuTIEfr48SMdOnSInJycyMHBodhxz58/T40aNSqxC7QwRUZGCtQe5eXl0erVq8nV1ZX69u3L/Z0Kz0MVNXQ/830s2WAEFO3KaGhoyJ1czp8/Tzwej/T09Gj//v1cG4arV69S69atxd6l7O3btzR69GhSVVUlIyMj7nlt4cXn8ePHJCsrS+vWrSOiglbpVatWpQEDBtCrV6/oyZMnpKysTPPnz6d///2Xhg0bRlJSUhQUFMQlHL169aIrV66I5f1s3ryZpKWlaeLEifTo0SN6+vQpTZo0idTU1ETa4PbDhw/UrVs3atKkCW3YsIGIiOu1Y2pqSt7e3txnmp6eTj179qR///1X6LUbvr6+VL9+fYFanZiYGKpTpw5ZWFgIdKEsJKwYfHx8qFatWkRENGvWLKpRowbZ2NiQiooK12ajUFRUFF2+fJkWLFhAW7duFWu37tzcXNqzZw9ZWFhQgwYNis2N8+bNG9qxY0eZh+EumihMnTqV9PT0uFqvffv2UZMmTahTp07F2qHcvXtX6L//orE8f/6c6tatSyNHjhRIIrKzs+m///4jPT09Gjx4sEBiyOZCqXxYssHQ9OnTBRpXJScn04IFC2jz5s1EVFDNr6KiQlu3bqUePXqQvr4+hYSElNhLQ5xev35NkyZNIhkZGa77X15eHnfib9WqlcDIhXfv3qXatWvTiBEjaPr06TRhwgRuW0pKCq1atYqkpaXp7Nmz9PDhQ1JTUyMvLy+RDMj0rfz8fNq7dy+pq6uToaEhWVhYkJWVlcjaaPD5fO6u+MmTJ9S6dWtydXWlAwcO0OvXr6l27dpUpUoVgddMmzaNTExMytXrpKQ4iAraPtSuXZurNSuM7ezZs6SoqEi2trbcSKXCupAUHufKlStkY2ND9vb2pKamRp8/f6bjx4+Tvb09de3aVWBCv5LKFsVjpcJyoqOj6e3bt1wbJT6fT3v37qW6detS27ZtuTYLwry4zp07l7S0tOjWrVsC7U4OHjxI7u7u1KlTJ4FBzQoJ8/df9G9z9epV8vHxoQYNGtCECRMEEo7c3Fyys7MjVVVV8vLyYklGJcaSjb/cq1evuOrqoiNT3rx5k96/f0/Pnj0jGxsbbrjvq1evEo/HIwkJCbp48WJFhc15/fo1eXt7k4SERLE2FY0bN+baHhS6e/cuOTs7k4mJSbEhlJOTk8nT05N69uxJRETXrl0T6oX1V7x//56uX79ON27cEGoL/m8VnpT37NlD3bt3J1dXV1JQUCALCwvasGED7d69mwwNDcnR0ZG6detGXbp0IQ0NDZElP48fPyYpKali05EfO3aMOnToQNOmTRNpMtuyZUvi8XjUqlUrbl1wcDDVrl2b+vXrR3fv3uXWi/qCVnj8AwcOULVq1cjMzIxUVVVp+PDh3Dg2u3fvJldXV+rQoYNQR6/99OkTubm5caO0vnv3js6fP0+DBg2i3bt3k5+fH7Vp04YaNmwo8rlFLly4QDwej86fP0/Jyck0c+ZMqlu3Lk2cOJFL8FJSUqh///60aNEi1sW1kmPJBkN37tyhHj16UMOGDbkp4gsdOnSI6tSpw1XNXrx4kaZNm0azZ88WS9VxocIT8P379+nw4cO0ZcsW7q7r48ePNGzYMJKQkCBfX19auXIlTZ48meTl5UtsJPfgwQOqWrUqWVtbF3sGPW3aNHJwcBBLbUZFu3nzJikoKNDmzZspMjKSXrx4QY0bN6bGjRvThg0b6Pnz5zR27Fjy8PCg2bNnF5v0TNgCAwNJWlqaJkyYQLdu3aKXL19SmzZtuCHSiURTe/bp0ydq164dzZ07l2xtbblkk6hgBtU6deqQp6cn3bhxQ+hlf8/Fixe5eWguXLhAISEhpKWlRZ07d6Z3795Rfn4+BQcHk62tLXXv3l1on8vnz5/JwMCApk+fTpcuXaIePXqQs7Mz1a5dm/T09GjDhg20detWGjFihEiTv9evX1NISIjA5IcZGRlcwtGvXz+6du0aTZo0iVxdXYU2jgcjOizZYIioIOHo3r07NWzYUKCGYM2aNaSsrExhYWH05s0bateuncBMn+JMOAr77Ds4OJCysjJZWVnRhg0b6MuXL/Tx40caMWIEKSkpkbm5OQUFBf1wcrKHDx+Svb09eXp6CjyDHjJkCLm5uYm1wWtFWb9+Pdna2gp06Y2JiaH69euThYUFhYSEiD2m/fv3k46ODhkaGpKhoSHVrFlTLA0wC8dr2bx5M1lbW1OvXr24bcHBwWRiYkJz584VWfnfmjZtGrVp00Zg3f3790lDQ4PGjh1LRAW/vX379gl9VtlNmzaRuro6qaio0KRJk7iurb179yYvLy+BfcubcJT0+jdv3pCMjAzJycnR/Pnziejro6qMjAxatWoV1apVi/T09MjKykqg1ompvFiy8ZcqqRtjWFgYl3AUreFo1KgRSUtLk4mJCdWoUUPocxz8ivDwcNLW1qagoCBKTEyk3Nxc6t+/P9WuXZsbcbKwl4qJiQnXHe5H7t27R9WrVyczMzPy9PSkoUOHkqam5l/TN3/btm1kZWXF3RUW/l0fPnxISkpKZGdnx7XlEeez8Pfv39OtW7fowoUL3PdTXElteno6bdmyhaytral3797c+tOnT4tl/Biigs96wIAB5O7uTkQFF+Sivap0dHQExmQRhbdv3wrUZOXn51Pz5s1LHC21vKKjo2nfvn1EVDBfUe/evWndunWkra1Nffv25fYr/A7k5+dTUlISPXjwgNVo/EZYsvEXKno3ER8fTykpKdy627dvU7du3ahBgwYCk33t3buXjh07JvaTf6GDBw+SlZUVxcXFcbHy+Xzq06cP2dracifjN2/elKqtw8OHD8nCwoKMjIzIz89P5CfxyuTFixckJydXbF6JO3fuUOPGjalXr14CE9RVFHFd5Aulp6dTYGAg2dnZUcuWLUUaS9ExXz59+sQ1ug4JCSFZWVmuVqHwO3/w4EGysbER2wymaWlpdOXKFWrXrh3Z29sL/Xefk5NDPXv2pHr16tG4ceOIx+NRYGAg8fl82rJlC0lLSwsME88mUvt9sWTjL+br60t2dnZkb29PTZo04R473L9/n7p160YNGzYscXZRcZ78C++ot2/fToaGhlyNRWHVf0pKCsnLy5fYNfJX3blzh1q0aPFX3iVt376dpKWladq0aRQVFUVJSUk0c+ZM8vDw+KXaoT9Veno6BQQEUK9evURygTt27JjA47uQkBCqX78+WVpakq+vL504cYLGjBlD1tbWAqOWTpkyhZycnEQ6uVkhPp9PFy5coHbt2lHLli25mi9h//6TkpKobt26xOPxaPjw4dz6zMxM2rRpE0lJSdGMGTOEWiYjfizZ+IsUPWkGBgaSmpoabdiwgQICAsjNzY3U1NS4kQDDwsKoZ8+eZGNjQ2fPnhVrnCVV2ScmJpKWlhYNGjRIYP3bt2/JxsaGLl++XK4y/4YGoSXh8/kUHBxMSkpKZGpqSubm5qShocGeg1PBd6LwuyjMhCMuLo5MTU1pwIAB9PLlS4qIiCA1NTWaN28ejRkzhpycnKhnz560bNkyGjduHElLS1PdunWpQYMGpKamJtIh67+VlZVF9+7d496/KGo0c3JyqFmzZuTo6EgtWrTgesIQfU045OXli/UsY34vPCIiMH+VI0eO4Pbt2zA3N4eHhwe33sPDA0eOHMHjx49hYGCA69ev4+TJk5g1axYkJSXFEhsRgcfj4ebNm7h58yasra1hY2MDExMT7N+/H15eXujatSvmz5+P3NxcBAYGYvPmzbhx4wYMDQ3FEuOf6M2bN3j48CG+fPmCunXromrVqhUdUqVR+J0Upnv37mHo0KFwcXGBrq4uAGDGjBkACn6fK1euhLq6Ovr27QtVVVWcOHECGhoa6Ny5MywtLYUay6/i8/mQkJAQybGzs7ORlJSEQYMGITMzEwMHDkTfvn257cuXL8eiRYvw6NEjaGtriyQGRsQqNtdhxKFoteetW7fI2tqa5OTkaNu2bUQkOLSvo6Mj19r9e8cQtcOHD5OCggI5ODiQjo4O9erVi5vq+uDBg6Snp0f6+vpkYWFBxsbG7C6c+S0VHfOl6LwsRAW/gaZNm1KXLl3+mgbLRAWNvNu2bUvNmzfnzk++vr7k4eEhtnYqjGiwmo2/yM6dO1GtWjVcu3YNy5Ytg7W1NU6fPg0AyMvLA4/HQ6dOnWBkZIQ1a9aIPT4qeKyHYcOGwdXVFQMGDMCePXuwZcsWSEhIYM6cOXB2dkZKSgquXLkCJSUlWFpaokqVKmKPlWGE4eHDh+jUqRMMDAywfv162NnZcduOHz+O6dOnw87ODhs2bIC8vLzQa1gqo6ioKIwfPx4vXryAnJwcXrx4gVOnTqFu3boVHRpTDizZ+IPl5+dzjz+WLl2KiRMn4vXr19DQ0MCOHTvg7+8PZ2dn7Nixg3uNs7Mz6tevj+XLl4stTvp/NXVsbCyUlZUxcuRIDB8+nDu5HDlyBAEBAZCQkMCMGTNQv359scXGMKL28OFDeHh4wNnZGaNHjxZIOE6fPg0rKyuYmJhUYITi9/79e5w6dQrv3r1Djx49YGVlVdEhMeXEko2/wL1793D9+nVUqVIFnTt3BgCkp6cjKCgI//77LzQ0NGBtbQ1JSUncuXMHERERkJKSEmuMISEhGD9+PCQlJZGRkYGgoCC0bNmS23706FGsW7cOSUlJ8Pf3R506dcQaH8OI0v379zFo0CDUqlUL48aNg62tbUWHxDBCJZrWPkyFGTx4MOLj47nlmzdvonbt2pgwYQLy8vIAFDT0UlJSwoABAzBt2jTk5OTg6dOn8PLywosXLyAlJcXtK0qFeW5MTAyGDx+O0aNHY9CgQbC0tMSoUaNw+fJlbt927dphwIAB0NfXh56enshjYxhxqlmzJjZt2oSHDx9i3rx5iIyMrOiQGEaoWLLxB0lISMDHjx+hoaHBrXNwcIC/vz8kJSVx7949AACPxwOfz4eioiL69+8Pb29vKCoqYvfu3dzrxPFsmMfj4cKFCwgNDYWXlxfGjRuHKVOmwM/PD46Ojhg9ejSuXLnC7d+1a1cEBQXByMhI5LExjLjVrFkTAQEBiI2NhaqqakWHwzBCxR6j/KG2bNmC5s2bw8TEBJmZmVizZg0mTZoEf39/jB49GsDXrmxpaWkICgrC1q1bYW5ujj179oglxszMTAwbNgw7duxAmzZtcPToUW7b1atXsXLlSrx+/RqLFy9Gs2bNxBITw1S0rKwsyMnJVXQYDCNU4n0wz4hFWloapkyZAkNDQxw+fBiGhoYYOXIk+Hw+xo4dCwkJCYwcORISEhLg8/lQVlbGgAED8OXLFxw9ehSxsbHQ19cXeZwKCgrw8fGBrKwsgoKCcOXKFTRs2BAA0KBBA/B4PMybNw+zZs2Cq6sr5OTk/orW+MzfjSUazJ+I1Wz8AUoabCcmJgatW7eGvLw8Dh48CENDQ2RlZWHVqlWYNm0a5s2bhylTpgD42hskPT0dubm5UFdXF0mcheXk5uaCz+dDVlYWQEFXtylTpuDs2bMIDQ3lEg6goM2JkZER697KMAzzG2PJxm+uaKJx9uxZpKenQ0JCAh06dMC7d+/QqlUrgYQjOzsbCxYswPnz53HlyhWupoBEMEpiUYXHP3HiBDZt2oQPHz7AysoKQ4YMgaurK2JiYjBlyhScPn0ahw4dYt1bGYZh/iAs2fiNFU0Qpk6diu3bt0NHRwcRERHo0aMH5s+fDyJC69atoaCggJCQEBgaGiI3NxdSUlLg8XgiTzKKOnr0KLp27YrBgwdDW1sbBw4cgJycHLy9veHh4YHXr19j7ty52L59O65fvw4XFxexxMUwDMOIFks2/gCLFy+Gv78/QkND4ezsjICAAIwePRqdO3fGihUrAABt27ZFcnIy7ty5w80tIK5Eg4iQmpqKDh06oHnz5vD19QVQ0EB00KBBePHiBdavX49atWrh0aNHCAgIwPjx41GtWjWRx8YwDMOIHuv6+pv78OEDnj59iuXLl8PZ2RkhISHw9fXFjBkzcO7cOYwZMwZ5eXk4dOgQGjVqJNAtVlSJRuGw4/n5+Vw5ysrKSEtLg7KyMgAgJycHCgoK2LJlC9LS0rBp0yYAgL29PQICAliiwTAM8wdhvVF+cxoaGujYsSOaNm2KO3fuYPz48Zg9ezZGjx4NNTU1TJgwAUlJSdi9eze2b98OQHAYc2EqrClJSUmBmpoaJCUlce3aNfD5fLi6ukJKSgoPHz4EAMjIyCAnJwdycnJwd3dHVFQU93ppaWmhx8YwDMNUHFaz8ZuTk5NDu3btoKamhrNnz8LOzo6bNl5GRgZ9+vSBrKwstLS0uNeIarp4Ho+HxMREODo6Yvv27Th9+jQaNWqErKwsSElJYd68eQgODsbChQu5+AAgNjYW2traYE/0GIZh/kysZuMPUDiPyfPnz5GSkgIej4esrCycOnUKffv2RY8ePQCU3EVW2PLy8jBw4ECMGDECOTk52L9/P1q0aAE+n49GjRph8eLFmDhxIh4+fAgLCwt8/PgRJ06cQFhYmMhjYxiGYSoGSzb+AIVtL4YMGYJGjRqhfv36yM7OhpycHLp27crtJ46LuZ6eHlxcXJCeng4ZGRmkpaVxZcvLy2PYsGGwt7fHggULkJCQABUVFdy4cUNgpkuGYRjmz8J6o/xh7t27h5CQEKioqMDHx4ebVE3Us7gWtrfIy8vDx48fcefOHTx48ACLFy/Gf//9h6FDhwIoXrvChmZmGIb587GajT9MrVq1UKtWLW5ZHIkGUFC7cu3aNYwZMwbHjx9H+/btUatWLXz58gUTJ06EhIQEBg8eDAkJCezZswcGBgZo2LAhN4oowzAM8+diycYfThyJRiFdXV0kJiaiffv2OHbsGKpUqQJvb2/weDyMGzcOUVFRyM/Px8qVK/HkyRMA4pldlmEYhqlY7DEKIxSFj1FevXqFTp06QUZGBqdOnYKWlhbi4+MRHByMdevWQVNTEwEBAQK1LwzDMMyfjSUbTLncu3ePSxwKE46XL1+ic+fOkJWVxcmTJ7lut2lpacjPz4eamloFRswwDMOIG0s2mDJLTk6GlZUVbGxscPHiRQBfE47Hj7W4WtYAAAnwSURBVB/Dzc0NtWrVQmBgIHR1dSs2WIZhGKbCsIENmDJTU1PDnj178Pr1a7Ru3RrA1zYYFhYWcHBwwMmTJ9GzZ0/w+fyKDJVhGIapQCzZYH5ZYSXYs2fPcPv2bdy4cQNNmjRBcHAwHj9+zCUcQMHIpra2tjhz5gwCAwPZgF0MwzB/MfYYhfklhY9HQkNDMW7cOMjLyyMqKgp9+/bFlClT8OHDB/Tr1w9VqlRBv3798PjxYxw6dAhhYWEwMDCo6PAZhmGYCsSSDeaXnT59Gj169MCiRYvg6emJc+fOoW3btujduzdmz56N/Px8DBkyBElJSZCUlERgYCAcHR0rOmyGYRimgrFkg/klqampmDhxIqpUqQJfX19ERUWhRYsWcHR0xNmzZ9GkSROsXr0aVapUQXJyMiQlJbnp5BmGYZi/GxvUi/klcnJyXO+Sz58/o2vXrmjSpAk2bdqEXbt2oU+fPsjKysKaNWtgZmZW0eEyDMMwlQhLNphfIiMjg/bt20NOTg47duyAnJwcZs+eDaCgB0rjxo0RGRkp1hFLGYZhmN8D6yLA/LLCCdOioqKQlpYGRUVFAMCDBw/QtWtXvHjxAsbGxhUZIsMwDFMJsTYbTKndv38frq6uqF27NuTk5HD79m1cuXIFDg4OFR0awzAMUwmxmg2m1GrWrIkLFy7A1NQU1tbWuH79Oks0GIZhmO9iNRtMmfH5fPB4PDZzK8MwDPNDLNlgGIZhGEak2GMUhmEYhmFEiiUbDMMwDMOIFEs2GIZhGIYRKZZsMAzDMAwjUizZYBiGYRhGpFiywTAMwzCMSLFkg2EYhmEYkWLJBsMwHE9PT3Tq1IlbbtKkCcaOHSv2OC5evAgej4fk5OTv7sPj8RAaGvrLx5w9ezYcHR3LFdebN2/A4/EQHh5eruMwzN+GJRsMU8l5enpyI7XKyMjAwsICc+fORV5ensjLDgkJwbx5835p319JEBiG+Tux+cAZ5jfQqlUrBAYGIjs7G8ePH8eIESMgLS2NqVOnFts3JycHMjIyQilXQ0NDKMdhGObvxmo2GOY3ICsrCz09PZiYmGD48OFwc3PD4cOHAXx99LFgwQIYGBjAysoKABATE4Pu3btDTU0NGhoa6NixI968ecMdMz8/Hz4+PlBTU4OmpiYmTZqEb2cv+PYxSnZ2NiZPngwjIyPIysrCwsICmzdvxps3b9C0aVMAgLq6Ong8Hjw9PQEUzKHj5+cHU1NTyMvLo0aNGti/f79AOcePH0e1atUgLy+Ppk2bCsT5qyZPnoxq1apBQUEBZmZmmDlzJnJzc4vtt379ehgZGUFBQQHdu3dHSkqKwPZNmzbBxsYGcnJysLa2xpo1a0odC8MwgliywTC/IXl5eeTk5HDL586dw7Nnz3DmzBkcPXoUubm5aNmyJZSVlXHlyhVcu3YNSkpKaNWqFfe6pUuXIigoCFu2bMHVq1fx+fNnHDx48Ifl9u/fH7t27cLKlSsRERGB9evXQ0lJCUZGRjhw4AAA4NmzZ4iNjcWKFSsAAH5+fti2bRvWrVuHJ0+eYNy4cejbty8uXboEoCAp6tKlC9q3b4/w8HAMGjQIU6ZMKfVnoqysjKCgIDx9+hQrVqzAxo0bsXz5coF9Xr58ib179+LIkSM4efIk7t+/D29vb277zp074evriwULFiAiIgILFy7EzJkzsXXr1lLHwzBMEcQwTKXm4eFBHTt2JCIiPp9PZ86cIVlZWZowYQK3XVdXl7Kzs7nXbN++naysrIjP53PrsrOzSV5enk6dOkVERPr6+rR48WJue25uLhkaGnJlERE1btyYxowZQ0REz549IwB05syZEuO8cOECAaCkpCRuXVZWFikoKND169cF9vXy8qJevXoREdHUqVPJ1tZWYPvkyZOLHetbAOjgwYPf3f7ff/+Rk5MTtzxr1iySlJSkd+/ecetOnDhBEhISFBsbS0RE5ubmFBwcLHCcefPmkaurKxERRUVFEQC6f//+d8tlGKY41maDYX4DR48ehZKSEnJzc8Hn89G7d2/Mnj2b225vby/QTuPBgwd4+fIllJWVBY6TlZWFV69eISUlBbGxsahbty63TUpKCrVr1y72KKVQeHg4JCUl0bhx41+O++XLl8jMzESLFi0E1ufk5KBmzZoAgIiICIE4AMDV1fWXyyi0Z88erFy5Eq9evUJ6ejry8vKgoqIisI+xsTGqVKkiUA6fz8ezZ8+grKyMV69ewcvLC4MHD+b2ycvLg6qqaqnjYRjmK5ZsMMxvoGnTpli7di1kZGRgYGAAKSnBn66ioqLAcnp6OpycnLBz585ix9LW1i5TDPLy8qV+TXp6OgDg2LFjAhd5oKAdirDcuHEDffr0wZw5c9CyZUuoqqpi9+7dWLp0aalj3bhxY7HkR1JSUmixMszfiCUbDPMbUFRUhIWFxS/vX6tWLezZswc6OjrF7u4L6evrIywsDI0aNQJQcAd/9+5d1KpVq8T97e3twefzcenSJbi5uRXbXlizkp+fz62ztbWFrKwsoqOjv1sjYmNjwzV2LXTz5s2fv8kirl+/DhMTE0yfPp1b9/bt22L7RUdH48OHDzAwMODKkZCQgJWVFXR1dWFgYIDXr1+jT58+pSqfYZgfYw1EGeYP1KdPH2hpaaFjx464cuUKoqKicPHiRYwePRrv3r0DAIwZMwb//vsvQkNDERkZCW9v7x+OkVG1alV4eHhg4MCBCA0N5Y65d+9eAICJiQl4PB6OHj2Kjx8/Ij09HcrKypgwYQLGjRuHrVu34tWrV7h37x5WrVrFNbocNmwYXrx4gYkTJ+LZs2cIDg5GUFBQqd6vpaUloqOjsXv3brx69QorV64ssbGrnJwcPDw88ODBA1y5cgWjR49G9+7doaenBwCYM2cO/Pz8sHLlSjx//hyPHj1CYGAgli1bVqp4GIYRxJINhvkDKSgo4PLlyzA2NkaXLl1gY2MDLy8vZGVlcTUd48ePR79+/eDh4QFXV1coKyujc+fOPzzu2rVr8c8//8Db2xvW1tYYPHgwMjIyAABVqlTBnDlzMGXKFOjq6mLkyJEAgHnz5mHmzJnw8/ODjY0NWrVqhWPHjsHU1BRAQTuKAwcOIDQ0FDVq1MC6deuwcOHCUr3fDh06YNy4cRg5ciQcHR1x/fp1zJw5s9h+FhYW6NKlC9q0aQN3d3c4ODgIdG0dNGgQNm3ahMDAQNjb26Nx48YICgriYmUYpmx49L3WYAzDMAzDMELAajYYhmEYhhEplmwwDMMwDCNSLNlgGIZhGEakWLLBMAzDMIxIsWSDYRiGYRiRYskGwzAMwzAixZINhmEYhmFEiiUbDMMwDMOIFEs2GIZhGIYRKZZsMAzDMAwjUizZYBiGYRhGpFiywTAMwzCMSP0PfJUE5MjdF5sAAAAASUVORK5CYII=\n"},"metadata":{}}]}]} 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