diff --git a/Backup/Project-1_G5_Submission - Copy (2).ipynb b/Backup/Project-1_G5_Submission - Copy (2).ipynb new file mode 100644 index 00000000..757c87bb --- /dev/null +++ b/Backup/Project-1_G5_Submission - Copy (2).ipynb @@ -0,0 +1,830 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **CIFAR-10: Image Classification**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 1: Data Preprocessing & Loading \n", + "## Visualization of Images and Labels / Inserting Grayscale Conversion / Augmentation \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "%pip install matplotlib\n", + "%pip install numpy\n", + "%pip install tensorflow\n", + "%pip install tensorflow-gpu" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'pandas'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[1], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mtf\u001b[39;00m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pandas'" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras import datasets, layers, models\n", + "from tensorflow.keras.datasets import cifar10\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Flatten, Dropout, RandomFlip, RandomRotation\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tensorflow.keras.losses import SparseCategoricalCrossentropy\n", + "from tensorflow.keras.optimizers import Adam, RMSprop, SGD\n", + "from tensorflow.keras.utils import to_categorical" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorflow.keras.datasets import cifar10\n", + "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "x_train = x_train.astype('float32') / 255.0\n", + "x_test = x_test.astype('float32') / 255.0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "model = Sequential([\n", + " RandomFlip(\"horizontal\", input_shape=(32, 32, 3)),\n", + " RandomRotation(0.1),\n", + " Conv2D(32, (3, 3), activation='relu'),\n", + " MaxPooling2D((2, 2)),\n", + " Conv2D(64, (3, 3), activation='relu'),\n", + " MaxPooling2D((2, 2)),\n", + " Flatten(),\n", + " Dense(64, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(10, activation='softmax')\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer=Adam(),\n", + " loss=SparseCategoricalCrossentropy(from_logits=False),\n", + " metrics=['accuracy'])\n", + "\n", + "history = model.fit(x_train, y_train, epochs=10, validation_split=0.2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 2s 6ms/step - loss: 1.1234 - accuracy: 0.6090\n", + "Test accuracy: 0.609000027179718\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(x_test, y_test)\n", + "print(f\"Test accuracy: {test_acc}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a list with all the class labels for CIFAR-10\n", + "classes = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n", + "\n", + "# Function to visualize color images from CIFAR-10 dataset with correct labeling\n", + "def visualize_color_images_with_labels(images, labels, classes, images_per_class=10, title=\"CIFAR-10 Images\"):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(6, 6))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + "\n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " \n", + " # Add class label to the left side of each row\n", + " if image_count % images_per_class == 0:\n", + " plt.text(-30, 32 // 2, class_name, rotation=0, size='large', va='center', ha='right')\n", + " \n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize color images from the CIFAR-10 training set\n", + "visualize_color_images_with_labels(x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Training Images\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Data Augmentation:\n", + "\n", + "# Convert images to grayscale\n", + "\n", + "grayscale_x_train = tf.image.rgb_to_grayscale(x_train)\n", + "grayscale_x_test = tf.image.rgb_to_grayscale(x_test)\n", + "\n", + "gray_x_train = np.array(grayscale_x_train)\n", + "gray_x_test = np.array(grayscale_x_test)\n", + "\n", + "print(gray_x_train.shape)\n", + "print(gray_x_test.shape)\n", + "\n", + "# Create augmentation layer for model (used further down)\n", + "\n", + "data_augmentation = Sequential([\n", + "layers.RandomFlip(\"horizontal_and_vertical\"),\n", + "layers.RandomRotation(0.2),\n", + "]) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Normalize the images to the range [0, 1]\n", + "x_train_normalized = gray_x_train.astype('float32') / 255.0\n", + "x_test_normalized = gray_x_test.astype('float32') / 255.0\n", + "\n", + "print(x_train_normalized.shape)\n", + "print(x_test_normalized.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 10)\n", + "(10000, 10)\n" + ] + } + ], + "source": [ + "from tensorflow.keras.utils import to_categorical\n", + "\n", + "# One-hot encode the labels\n", + "y_train = to_categorical(y_train, num_classes=10)\n", + "y_test = to_categorical(y_test, num_classes=10)\n", + "\n", + "print(y_train.shape)\n", + "print(y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_5\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " sequential_4 (Sequential) (None, 32, 32, 1) 0 \n", + " \n", + " conv2d_6 (Conv2D) (None, 32, 32, 32) 320 \n", + " \n", + " max_pooling2d_6 (MaxPooling (None, 16, 16, 32) 0 \n", + " 2D) \n", + " \n", + " conv2d_7 (Conv2D) (None, 16, 16, 64) 18496 \n", + " \n", + " max_pooling2d_7 (MaxPooling (None, 8, 8, 64) 0 \n", + " 2D) \n", + " \n", + " flatten_3 (Flatten) (None, 4096) 0 \n", + " \n", + " dense_7 (Dense) (None, 50) 204850 \n", + " \n", + " dropout_4 (Dropout) (None, 50) 0 \n", + " \n", + " dense_8 (Dense) (None, 64) 3264 \n", + " \n", + " dropout_5 (Dropout) (None, 64) 0 \n", + " \n", + " dense_9 (Dense) (None, 10) 650 \n", + " \n", + "=================================================================\n", + "Total params: 227,580\n", + "Trainable params: 227,580\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# Define model / data parameters\n", + "num_classes = 10\n", + "input_shape = x_train_normalized.shape[1:]\n", + "dropout_rate = 0.2\n", + "epochs = 10\n", + "\n", + "# Perform the train-validation split\n", + "x_train_normalized_split, x_val_split, y_train_split, y_val_split = train_test_split(x_train_normalized, y_train, test_size=0.2, random_state=42)\n", + "\n", + "# Define Early Stopping\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", + "\n", + "# Define the model with data augmentation\n", + "model = Sequential([\n", + " layers.Input(shape=input_shape),\n", + " data_augmentation, # Data augmentation layer\n", + " layers.Conv2D(32, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + " layers.Flatten(),\n", + " layers.Dense(50, activation='relu'),\n", + " layers.Dropout(dropout_rate),\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dropout(dropout_rate),\n", + " layers.Dense(num_classes, activation='softmax')\n", + "])\n", + "\n", + "# Print summary of the model\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "model = Sequential([\n", + " RandomFlip(\"horizontal\", input_shape=(32, 32, 3)),\n", + " RandomRotation(0.1),\n", + " Conv2D(32, (3, 3), activation='relu'),\n", + " MaxPooling2D((2, 2)),\n", + " Conv2D(64, (3, 3), activation='relu'),\n", + " MaxPooling2D((2, 2)),\n", + " Flatten(),\n", + " Dense(64, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(10, activation='softmax') # 10 classes for CIFAR-10\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(\n", + " optimizer=Adam(), # You can also experiment with other optimizers like 'RMSprop' or 'SGD'\n", + " loss=SparseCategoricalCrossentropy(from_logits=False), # Use SparseCategoricalCrossentropy for single-label classification\n", + " metrics=['accuracy'] # Track accuracy during training\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n" + ] + }, + { + "ename": "ValueError", + "evalue": "in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 890, in train_step\n loss = self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call **\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1860, in sparse_categorical_crossentropy\n return backend.sparse_categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5238, in sparse_categorical_crossentropy\n res = tf.nn.sparse_softmax_cross_entropy_with_logits(\n\n ValueError: `labels.shape` must equal `logits.shape` except for the last dimension. Received: labels.shape=(640,) and logits.shape=(64, 10)\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[29], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_split\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m64\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py:67\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[0;32m 66\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m---> 67\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "File \u001b[1;32m~\\AppData\\Local\\Temp\\__autograph_generated_file8am3t6em.py:15\u001b[0m, in \u001b[0;36mouter_factory..inner_factory..tf__train_function\u001b[1;34m(iterator)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 14\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m---> 15\u001b[0m retval_ \u001b[38;5;241m=\u001b[39m ag__\u001b[38;5;241m.\u001b[39mconverted_call(ag__\u001b[38;5;241m.\u001b[39mld(step_function), (ag__\u001b[38;5;241m.\u001b[39mld(\u001b[38;5;28mself\u001b[39m), ag__\u001b[38;5;241m.\u001b[39mld(iterator)), \u001b[38;5;28;01mNone\u001b[39;00m, fscope)\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m 17\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "\u001b[1;31mValueError\u001b[0m: in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 890, in train_step\n loss = self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call **\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1860, in sparse_categorical_crossentropy\n return backend.sparse_categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5238, in sparse_categorical_crossentropy\n res = tf.nn.sparse_softmax_cross_entropy_with_logits(\n\n ValueError: `labels.shape` must equal `logits.shape` except for the last dimension. Received: labels.shape=(640,) and logits.shape=(64, 10)\n" + ] + } + ], + "source": [ + "history = model.fit(x_train, y_train, epochs=10, validation_split=0.2, batch_size=64)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "ename": "InvalidArgumentError", + "evalue": "Graph execution error:\n\nDetected at node 'sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits' defined at (most recent call last):\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\runpy.py\", line 196, in _run_module_as_main\n return _run_code(code, main_globals, None,\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\runpy.py\", line 86, in _run_code\n exec(code, run_globals)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel_launcher.py\", line 18, in \n app.launch_new_instance()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\traitlets\\config\\application.py\", line 1075, in launch_instance\n app.start()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelapp.py\", line 739, in start\n self.io_loop.start()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\tornado\\platform\\asyncio.py\", line 205, in start\n self.asyncio_loop.run_forever()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\base_events.py\", line 603, in run_forever\n self._run_once()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\base_events.py\", line 1909, in _run_once\n handle._run()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\events.py\", line 80, in _run\n self._context.run(self._callback, *self._args)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 545, in dispatch_queue\n await self.process_one()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 534, in process_one\n await dispatch(*args)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 437, in dispatch_shell\n await result\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 362, in execute_request\n await super().execute_request(stream, ident, parent)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 778, in execute_request\n reply_content = await reply_content\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 449, in do_execute\n res = shell.run_cell(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\zmqshell.py\", line 549, in run_cell\n return super().run_cell(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3075, in run_cell\n result = self._run_cell(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3130, in _run_cell\n result = runner(coro)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\async_helpers.py\", line 128, in _pseudo_sync_runner\n coro.send(None)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3334, in run_cell_async\n has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3517, in run_ast_nodes\n if await self.run_code(code, result, async_=asy):\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3577, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)\n File \"C:\\Users\\diego\\AppData\\Local\\Temp\\ipykernel_13064\\2355987036.py\", line 1, in \n test_loss, test_acc = model.evaluate(x_test, y_test)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py\", line 64, in error_handler\n return fn(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1756, in evaluate\n tmp_logs = self.test_function(iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1557, in test_function\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1546, in step_function\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1535, in run_step\n outputs = model.test_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1501, in test_step\n self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1860, in sparse_categorical_crossentropy\n return backend.sparse_categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5238, in sparse_categorical_crossentropy\n res = tf.nn.sparse_softmax_cross_entropy_with_logits(\nNode: 'sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits'\nlogits and labels must have the same first dimension, got logits shape [32,10] and labels shape [320]\n\t [[{{node sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits}}]] [Op:__inference_test_function_3558]", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mInvalidArgumentError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[15], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m test_loss, test_acc \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mevaluate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTest Accuracy: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtest_acc\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py:67\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[0;32m 66\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m---> 67\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "File \u001b[1;32mc:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py:54\u001b[0m, in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 53\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[1;32m---> 54\u001b[0m tensors \u001b[38;5;241m=\u001b[39m pywrap_tfe\u001b[38;5;241m.\u001b[39mTFE_Py_Execute(ctx\u001b[38;5;241m.\u001b[39m_handle, device_name, op_name,\n\u001b[0;32m 55\u001b[0m inputs, attrs, num_outputs)\n\u001b[0;32m 56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 57\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[1;31mInvalidArgumentError\u001b[0m: Graph execution error:\n\nDetected at node 'sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits' defined at (most recent call last):\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\runpy.py\", line 196, in _run_module_as_main\n return _run_code(code, main_globals, None,\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\runpy.py\", line 86, in _run_code\n exec(code, run_globals)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel_launcher.py\", line 18, in \n app.launch_new_instance()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\traitlets\\config\\application.py\", line 1075, in launch_instance\n app.start()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelapp.py\", line 739, in start\n self.io_loop.start()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\tornado\\platform\\asyncio.py\", line 205, in start\n self.asyncio_loop.run_forever()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\base_events.py\", line 603, in run_forever\n self._run_once()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\base_events.py\", line 1909, in _run_once\n handle._run()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\asyncio\\events.py\", line 80, in _run\n self._context.run(self._callback, *self._args)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 545, in dispatch_queue\n await self.process_one()\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 534, in process_one\n await dispatch(*args)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 437, in dispatch_shell\n await result\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 362, in execute_request\n await super().execute_request(stream, ident, parent)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 778, in execute_request\n reply_content = await reply_content\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 449, in do_execute\n res = shell.run_cell(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\ipykernel\\zmqshell.py\", line 549, in run_cell\n return super().run_cell(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3075, in run_cell\n result = self._run_cell(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3130, in _run_cell\n result = runner(coro)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\async_helpers.py\", line 128, in _pseudo_sync_runner\n coro.send(None)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3334, in run_cell_async\n has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3517, in run_ast_nodes\n if await self.run_code(code, result, async_=asy):\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3577, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)\n File \"C:\\Users\\diego\\AppData\\Local\\Temp\\ipykernel_13064\\2355987036.py\", line 1, in \n test_loss, test_acc = model.evaluate(x_test, y_test)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py\", line 64, in error_handler\n return fn(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1756, in evaluate\n tmp_logs = self.test_function(iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1557, in test_function\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1546, in step_function\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1535, in run_step\n outputs = model.test_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1501, in test_step\n self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1860, in sparse_categorical_crossentropy\n return backend.sparse_categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5238, in sparse_categorical_crossentropy\n res = tf.nn.sparse_softmax_cross_entropy_with_logits(\nNode: 'sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits'\nlogits and labels must have the same first dimension, got logits shape [32,10] and labels shape [320]\n\t [[{{node sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits}}]] [Op:__inference_test_function_3558]" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(x_test, y_test)\n", + "print(f\"Test Accuracy: {test_acc}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize ImageDataGenerator for data augmentation\n", + "train_datagen = ImageDataGenerator(\n", + " rotation_range=15,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1,\n", + " horizontal_flip=True\n", + ")\n", + "\n", + "# Compile the model with the correct loss function for integer labels\n", + "model.compile(optimizer='adam',\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "# Perform the train-validation split\n", + "x_train_split, x_val_split, y_train_split, y_val_split = train_test_split(x_train, y_train, test_size=0.2, random_state=42)\n", + "\n", + "# Train the model\n", + "history = model.fit(\n", + " train_datagen.flow(x_train_split, y_train_split, batch_size=64),\n", + " validation_data=(x_val_split, y_val_split),\n", + " epochs=10\n", + ")\n", + "\n", + "# Check the accuracy and loss values after the first epoch\n", + "initial_train_acc = history.history['accuracy'][0]\n", + "initial_val_acc = history.history['val_accuracy'][0]\n", + "\n", + "assert initial_train_acc > 0, \"Model training didn't start properly!\"\n", + "assert initial_val_acc > 0, \"Validation accuracy not improving!\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to collect augmented data\n", + "def collect_augmented_data(datagen, x_data, y_data, batch_size=32):\n", + " iterator = datagen.flow(x_data, y_data, batch_size=batch_size)\n", + " augmented_images = []\n", + " augmented_labels = []\n", + " \n", + " total_samples = len(x_data)\n", + " batches_to_process = int(np.ceil(total_samples / batch_size))\n", + " \n", + " #TODO\n", + " # you are missing the data augmentation part here \n", + " for _ in range(batches_to_process):\n", + " augmented_batch, labels_batch = next(iterator)\n", + " augmented_images.append(augmented_batch)\n", + " augmented_labels.append(labels_batch)\n", + "\n", + "\n", + " # TODO \n", + " #to be check, might be better to keep in batches too \n", + " augmented_images = np.concatenate(augmented_images)\n", + " augmented_labels = np.concatenate(augmented_labels)\n", + " \n", + "\n", + " # sanity check \n", + " # Ensure images have a single channel by reshaping if necessary\n", + " if augmented_images.shape[-1] == 3: # If still in 32x32x3 shape\n", + " augmented_images = np.mean(augmented_images, axis=-1, keepdims=True)\n", + "\n", + " return augmented_images, augmented_labels\n", + "\n", + "# Collect augmented training data\n", + "augmented_x_train, augmented_y_train = collect_augmented_data(datagen, x_train, y_train)\n", + "# Collect augmented testing data\n", + "augmented_x_test, augmented_y_test = collect_augmented_data(datagen, x_test, y_test)\n", + "\n", + "# Check data dimensions after augmentationprint(\"Augmented Training Images Shape:\", augmented_x_train.shape)\n", + "print(\"Augmented Training Labels Shape:\", augmented_y_train.shape)\n", + "print(\"Augmented Testing Images Shape:\", augmented_x_test.shape)\n", + "print(\"Augmented Testing Labels Shape:\", augmented_y_test.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "notebookRunGroups": { + "groupValue": "2" + } + }, + "source": [ + "# This block Bellow works dont edit!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to visualize augmented images\n", + "def visualize_augmented_images(images, labels, classes, title=\"Augmented Images\", images_per_class=10):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(10, 10))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + " \n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " if img.shape[-1] == 1: # Handle grayscale images\n", + " plt.imshow(img.squeeze(), cmap='gray') # Simplified grayscale handling\n", + " else:\n", + " plt.imshow(img)\n", + "\n", + " plt.axis('off')\n", + " plt.title(class_name)\n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Show augmented images from training set\n", + "visualize_augmented_images(augmented_x_train, augmented_y_train, classes, title=\"Augmented Training Images\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# One hot encoding labels to categorical\n", + "augmented_y_train = to_categorical(augmented_y_train, num_classes=10)\n", + "augmented_y_test = to_categorical(augmented_y_test, num_classes=10)\n", + "\n", + "print(augmented_y_train.shape)\n", + "print(augmented_y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Split the augemented training data into training and validation sets\n", + "#x_train_split, x_val_split, y_train_split, y_val_split = train_test_split(augmented_x_train, augmented_y_train, test_size=0.2, random_state=42)\n", + "\n", + "# Check the shapes of the new training and validation sets\n", + "#print(f'Training set size: {x_train_split.shape}')\n", + "#print(f'Validation set size: {x_val_split.shape}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Rename augmented variables to avoid confusion\n", + "x_test = augmented_x_test\n", + "y_test = augmented_y_test\n", + "x_train = augmented_x_train\n", + "y_train = augmented_y_train\n", + "\n", + "# Check the shapes of the test and training set\n", + "print(f'Test set size: {x_test.shape}, {y_test.shape}')\n", + "print(f'Training set size: {x_train.shape}, {y_train.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 2: Model Architecture\n", + "## Designing the CNN Architecture" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define model / data parameters\n", + "num_classes = 10\n", + "input_shape = x_train.shape[1:]\n", + "dropout_rate = 0.2\n", + "\n", + "model = Sequential([\n", + "\n", + " data_augmentation, # Adding data augmentation to model\n", + " \n", + " Conv2D(32, (3, 3), activation='relu', input_shape = input_shape), # One set of Convolutional and Max Pooling layers\n", + " MaxPooling2D((2, 2)),\n", + "\n", + " Flatten(), # Flattening layer\n", + "\n", + " Dense(50, activation='relu'), # Add Dense layer \n", + "\n", + " Dropout(dropout_rate), # Add Dropout layer for better regularization\n", + " Dense(64, activation='relu'), # Add another Dense layer\n", + "\n", + " \n", + " Dropout(dropout_rate), # Add Dropout layer for better regularization\n", + " \n", + " Dense(num_classes, activation='softmax') # Output layer\n", + "])\n", + "\n", + "# Try different learning rate / optimizer\n", + "optimizer = Adam(learning_rate=0.001)\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer = optimizer, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Print summary of the model\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 3: Model Training\n", + "## Training the CNN Model" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Train the model\n", + "#history = model.fit(x_train, y_train, epochs=10, batch_size=64, validation_data=(x_test,y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "epochs = 10\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.fit(x_train, y_train)\n", + "\n", + "#print(history.history)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "history = model.fit(train_datagen.flow(x_train_split, y_train_split, batch_size=64),\n", + " validation_data=(x_val_split, y_val_split),\n", + " epochs=10)\n", + "\n", + "# Check the accuracy and loss values after the first epoch\n", + "initial_train_acc = history.history['accuracy'][0]\n", + "initial_val_acc = history.history['val_accuracy'][0]\n", + "assert initial_train_acc > 0, \"Model training didn't start properly!\"\n", + "assert initial_val_acc > 0, \"Validation accuracy not improving!\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "final_train_acc = history.history['accuracy'][-1]\n", + "final_val_acc = history.history['val_accuracy'][-1]\n", + "\n", + "# Check for overfitting if training accuracy is significantly higher than validation accuracy\n", + "assert final_train_acc - final_val_acc < 0.1, \"Model might be overfitting!\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4: Model Evaluation\n", + "## Evaluate the Model and Compute Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Print training accuracy and loss curves\n", + "print(history.history.keys())\n", + "\n", + "print(history.history['loss']) # returns the loss value at the end of each epoch\n", + "print(history.history['accuracy']) # returns the accuracy at the end of each epoch\n", + "\n", + "plt.subplot(211)\n", + "plt.title('Cross Entropy Loss')\n", + "plt.plot(history.history['loss'], color='blue', label='train')\n", + "\n", + "plt.subplot(212)\n", + "plt.title('Classification Accuracy')\n", + "plt.plot(history.history['accuracy'], color='green', label='train')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Make prediction\n", + "predictions = model.predict(x_test)\n", + "\n", + "predictions = np.argmax(predictions, axis=1)\n", + "\n", + "# Plot confusion matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "gt = np.argmax(y_test, axis=1)\n", + "confusion_matrix(gt, predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Print test accuracy and test loss for trained model\n", + "test_loss, test_acc = model.evaluate(x_test, y_test)\n", + "print('Test loss:', test_loss)\n", + "print('Test accuracy:', test_acc)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Backup/Project-1_G5_Submission - Copy.ipynb b/Backup/Project-1_G5_Submission - Copy.ipynb new file mode 100644 index 00000000..9f46e681 --- /dev/null +++ b/Backup/Project-1_G5_Submission - Copy.ipynb @@ -0,0 +1,850 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **CIFAR-10: Image Classification**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 1: Data Preprocessing & Loading \n", + "## Visualization of Images and Labels / Inserting Grayscale Conversion / Augmentation \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "%pip install matplotlib\n", + "%pip install numpy\n", + "%pip install tensorflow\n", + "%pip install tensorflow-gpu" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "# Load necessary libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import cifar10\n", + "from tensorflow.keras.utils import to_categorical\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Flatten" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the CIFAR-10 Dataset\n", + "(x_train, y_train), (x_test, y_test) = datasets.cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "#x_train = x_train.astype('float32') / 255.0\n", + "#x_test = x_test.astype('float32') / 255.0" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# One-hot encode the labels\n", + "#y_train = to_categorical(y_train, 10)\n", + "#y_test = to_categorical(y_test, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 3) (50000, 1)\n", + "(10000, 32, 32, 3) (10000, 1)\n" + ] + } + ], + "source": [ + "# Check data dimensions\n", + "print(x_train.shape, y_train.shape)\n", + "print(x_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a list with all the class labels for CIFAR-10\n", + "classes = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n", + "\n", + "# Function to visualize color images from CIFAR-10 dataset with correct labeling\n", + "def visualize_color_images_with_labels(images, labels, classes, images_per_class=10, title=\"CIFAR-10 Images\"):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(6, 6))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + "\n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " \n", + " # Add class label to the left side of each row\n", + " if image_count % images_per_class == 0:\n", + " plt.text(-30, 32 // 2, class_name, rotation=0, size='large', va='center', ha='right')\n", + " \n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize color images from the CIFAR-10 training set\n", + "visualize_color_images_with_labels(x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Training Images\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x_train_gray shape: (50000, 32, 32, 1)\n", + "x_test_gray shape: (10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", + "import tensorflow as tf\n", + "\n", + "# Initialize ImageDataGenerator with augmentation parameters\n", + "datagen = ImageDataGenerator(\n", + " rotation_range=20, # Rotate images up to 20 degrees\n", + " width_shift_range=0.2, # Shift images horizontally by 20%\n", + " height_shift_range=0.2, # Shift images vertically by 20%\n", + " shear_range=0.2, # Shear transformations\n", + " zoom_range=0.2, # Zoom in/out on images\n", + " horizontal_flip=True, # Randomly flip images horizontally\n", + " fill_mode='nearest' # Fill in pixels with nearest values\n", + ")\n", + "\n", + "# Convert the images to grayscale using TensorFlow's `rgb_to_grayscale`\n", + "x_train_gray = tf.image.rgb_to_grayscale(x_train)\n", + "x_test_gray = tf.image.rgb_to_grayscale(x_test)\n", + "\n", + "# Check the shape of grayscale images\n", + "print(f\"x_train_gray shape: {x_train_gray.shape}\") # (50000, 32, 32, 1)\n", + "print(f\"x_test_gray shape: {x_test_gray.shape}\") # (10000, 32, 32, 1)\n", + "\n", + "# Fit the generator to the training data\n", + "datagen.fit(x_train_gray)\n", + "\n", + "# Example of how to use the augmented generator in model training\n", + "# model.fit(datagen.flow(x_train_gray, y_train, batch_size=32), epochs=10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x_train shape: (50000, 32, 32, 3)\n", + "y_train shape: (50000, 10)\n", + "x_test shape: (10000, 32, 32, 3)\n", + "y_test shape: (10000, 10)\n" + ] + } + ], + "source": [ + "# Normalize pixel values to [0, 1] range\n", + "x_train = x_train.astype('float32') / 255.0\n", + "x_test = x_test.astype('float32') / 255.0\n", + "\n", + "# One-hot encode the labels\n", + "y_train = to_categorical(y_train, 10)\n", + "y_test = to_categorical(y_test, 10)\n", + "\n", + "# Verify data shapes\n", + "print(f\"x_train shape: {x_train.shape}\")\n", + "print(f\"y_train shape: {y_train.shape}\")\n", + "print(f\"x_test shape: {x_test.shape}\")\n", + "print(f\"y_test shape: {y_test.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 10, 10)\n", + "(10000, 10, 10)\n" + ] + } + ], + "source": [ + "from tensorflow.keras.utils import to_categorical\n", + "\n", + "# One-hot encode the labels\n", + "y_train = to_categorical(y_train, num_classes=10)\n", + "y_test = to_categorical(y_test, num_classes=10)\n", + "\n", + "print(y_train.shape)\n", + "print(y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_11\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " sequential_10 (Sequential) (None, 32, 32, 3) 0 \n", + " \n", + " conv2d_6 (Conv2D) (None, 32, 32, 32) 896 \n", + " \n", + " max_pooling2d_6 (MaxPooling (None, 16, 16, 32) 0 \n", + " 2D) \n", + " \n", + " conv2d_7 (Conv2D) (None, 16, 16, 64) 18496 \n", + " \n", + " max_pooling2d_7 (MaxPooling (None, 8, 8, 64) 0 \n", + " 2D) \n", + " \n", + " flatten_6 (Flatten) (None, 4096) 0 \n", + " \n", + " dense_21 (Dense) (None, 50) 204850 \n", + " \n", + " dropout_6 (Dropout) (None, 50) 0 \n", + " \n", + " dense_22 (Dense) (None, 64) 3264 \n", + " \n", + " dropout_7 (Dropout) (None, 64) 0 \n", + " \n", + " dense_23 (Dense) (None, 10) 650 \n", + " \n", + "=================================================================\n", + "Total params: 228,156\n", + "Trainable params: 228,156\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "from tensorflow.keras import layers, Sequential\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras.utils import to_categorical\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", + "\n", + "# Model/data parameters\n", + "num_classes = 10\n", + "input_shape = (32, 32, 3) # CIFAR-10 input shape, RGB format\n", + "dropout_rate = 0.2\n", + "epochs = 10\n", + "\n", + "# One-hot encode labels\n", + "y_train_encoded = to_categorical(y_train, num_classes)\n", + "y_test_encoded = to_categorical(y_test, num_classes)\n", + "\n", + "# Normalize the images\n", + "x_train_normalized = x_train.astype(\"float32\") / 255.0\n", + "x_test_normalized = x_test.astype(\"float32\") / 255.0\n", + "\n", + "# Perform the train-validation split\n", + "x_train_normalized_split, x_val_split, y_train_split, y_val_split = train_test_split(\n", + " x_train_normalized, y_train_encoded, test_size=0.2, random_state=42)\n", + "\n", + "# Define Early Stopping callback\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", + "\n", + "# Define Data Augmentation using ImageDataGenerator\n", + "data_augmentation = Sequential([\n", + " layers.RandomFlip(\"horizontal\"),\n", + " layers.RandomRotation(0.1),\n", + " layers.RandomZoom(0.1),\n", + "])\n", + "\n", + "# Define the model\n", + "model = Sequential([\n", + " layers.Input(shape=input_shape),\n", + " data_augmentation, # Data augmentation layer\n", + " layers.Conv2D(32, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + " layers.Flatten(),\n", + " layers.Dense(50, activation='relu'),\n", + " layers.Dropout(dropout_rate),\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dropout(dropout_rate),\n", + " layers.Dense(num_classes, activation='softmax')\n", + "])\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer='adam',\n", + " loss='categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "# Print model summary\n", + "model.summary()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up data augmentation for the training dataset using ImageDataGenerator\n", + "train_datagen = ImageDataGenerator(\n", + " rotation_range=20,\n", + " width_shift_range=0.2,\n", + " height_shift_range=0.2,\n", + " shear_range=0.2,\n", + " zoom_range=0.2,\n", + " horizontal_flip=True,\n", + " fill_mode='nearest'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n" + ] + }, + { + "ename": "ValueError", + "evalue": "in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 890, in train_step\n loss = self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call **\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1787, in categorical_crossentropy\n return backend.categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5119, in categorical_crossentropy\n target.shape.assert_is_compatible_with(output.shape)\n\n ValueError: Shapes (32, 10, 10, 10) and (32, 10) are incompatible\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[91], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Train the model (No ImageDataGenerator needed)\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mx_train_normalized_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train_split\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx_val_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_val_split\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepochs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mearly_stopping\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m32\u001b[39;49m\n\u001b[0;32m 9\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py:67\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[0;32m 66\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m---> 67\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "File \u001b[1;32m~\\AppData\\Local\\Temp\\__autograph_generated_filekhysh6ni.py:15\u001b[0m, in \u001b[0;36mouter_factory..inner_factory..tf__train_function\u001b[1;34m(iterator)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 14\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m---> 15\u001b[0m retval_ \u001b[38;5;241m=\u001b[39m ag__\u001b[38;5;241m.\u001b[39mconverted_call(ag__\u001b[38;5;241m.\u001b[39mld(step_function), (ag__\u001b[38;5;241m.\u001b[39mld(\u001b[38;5;28mself\u001b[39m), ag__\u001b[38;5;241m.\u001b[39mld(iterator)), \u001b[38;5;28;01mNone\u001b[39;00m, fscope)\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m 17\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "\u001b[1;31mValueError\u001b[0m: in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 890, in train_step\n loss = self.compute_loss(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 948, in compute_loss\n return self.compiled_loss(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 201, in __call__\n loss_value = loss_obj(y_t, y_p, sample_weight=sw)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 139, in __call__\n losses = call_fn(y_true, y_pred)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 243, in call **\n return ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\losses.py\", line 1787, in categorical_crossentropy\n return backend.categorical_crossentropy(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\backend.py\", line 5119, in categorical_crossentropy\n target.shape.assert_is_compatible_with(output.shape)\n\n ValueError: Shapes (32, 10, 10, 10) and (32, 10) are incompatible\n" + ] + } + ], + "source": [ + "# Train the model (No ImageDataGenerator needed)\n", + "\n", + "history = model.fit(\n", + " x_train_normalized_split, y_train_split,\n", + " validation_data=(x_val_split, y_val_split),\n", + " epochs=epochs,\n", + " callbacks=[early_stopping],\n", + " batch_size=32\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Code Dump can be usefull." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n" + ] + }, + { + "ename": "ValueError", + "evalue": "in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 894, in train_step\n return self.compute_metrics(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 987, in compute_metrics\n self.compiled_metrics.update_state(y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 501, in update_state\n metric_obj.update_state(y_t, y_p, sample_weight=mask)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\metrics_utils.py\", line 70, in decorated\n update_op = update_state_fn(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\base_metric.py\", line 140, in update_state_fn\n return ag_update_state(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\base_metric.py\", line 646, in update_state **\n matches = ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\metrics.py\", line 3295, in categorical_accuracy\n return metrics_utils.sparse_categorical_matches(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\metrics_utils.py\", line 885, in sparse_categorical_matches\n y_true = tf.squeeze(y_true, [-1])\n\n ValueError: Can not squeeze dim[1], expected a dimension of 1, got 10 for '{{node Squeeze}} = Squeeze[T=DT_INT64, squeeze_dims=[-1]](ArgMax)' with input shapes: [?,10].\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[40], line 8\u001b[0m\n\u001b[0;32m 2\u001b[0m model\u001b[38;5;241m.\u001b[39mcompile(optimizer\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124madam\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 3\u001b[0m loss\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msparse_categorical_crossentropy\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 4\u001b[0m metrics\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maccuracy\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 7\u001b[0m \u001b[38;5;66;03m# Train the model with normalized data\u001b[39;00m\n\u001b[1;32m----> 8\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_train_normalized\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx_val_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_val_split\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mearly_stopping\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\traceback_utils.py:67\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[0;32m 66\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m---> 67\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "File \u001b[1;32m~\\AppData\\Local\\Temp\\__autograph_generated_filekhysh6ni.py:15\u001b[0m, in \u001b[0;36mouter_factory..inner_factory..tf__train_function\u001b[1;34m(iterator)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 14\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m---> 15\u001b[0m retval_ \u001b[38;5;241m=\u001b[39m ag__\u001b[38;5;241m.\u001b[39mconverted_call(ag__\u001b[38;5;241m.\u001b[39mld(step_function), (ag__\u001b[38;5;241m.\u001b[39mld(\u001b[38;5;28mself\u001b[39m), ag__\u001b[38;5;241m.\u001b[39mld(iterator)), \u001b[38;5;28;01mNone\u001b[39;00m, fscope)\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m 17\u001b[0m do_return \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "\u001b[1;31mValueError\u001b[0m: in user code:\n\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1051, in train_function *\n return step_function(self, iterator)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1040, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 1030, in run_step **\n outputs = model.train_step(data)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 894, in train_step\n return self.compute_metrics(x, y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\training.py\", line 987, in compute_metrics\n self.compiled_metrics.update_state(y, y_pred, sample_weight)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\engine\\compile_utils.py\", line 501, in update_state\n metric_obj.update_state(y_t, y_p, sample_weight=mask)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\metrics_utils.py\", line 70, in decorated\n update_op = update_state_fn(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\base_metric.py\", line 140, in update_state_fn\n return ag_update_state(*args, **kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\base_metric.py\", line 646, in update_state **\n matches = ag_fn(y_true, y_pred, **self._fn_kwargs)\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\metrics\\metrics.py\", line 3295, in categorical_accuracy\n return metrics_utils.sparse_categorical_matches(\n File \"c:\\Users\\diego\\anaconda3\\envs\\tensorflow_env\\lib\\site-packages\\keras\\utils\\metrics_utils.py\", line 885, in sparse_categorical_matches\n y_true = tf.squeeze(y_true, [-1])\n\n ValueError: Can not squeeze dim[1], expected a dimension of 1, got 10 for '{{node Squeeze}} = Squeeze[T=DT_INT64, squeeze_dims=[-1]](ArgMax)' with input shapes: [?,10].\n" + ] + } + ], + "source": [ + "# Compile the model\n", + "model.compile(optimizer='adam',\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "\n", + "# Train the model with normalized data\n", + "history = model.fit(x_train_normalized, y_train, validation_data=(x_val_split, y_val_split), epochs = epochs, callbacks = [early_stopping])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize ImageDataGenerator for data augmentation\n", + "train_datagen = ImageDataGenerator(\n", + " rotation_range=15,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1,\n", + " horizontal_flip=True\n", + ")\n", + "\n", + "# Compile the model with the correct loss function for integer labels\n", + "model.compile(optimizer='adam',\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "# Perform the train-validation split\n", + "x_train_split, x_val_split, y_train_split, y_val_split = train_test_split(x_train, y_train, test_size=0.2, random_state=42)\n", + "\n", + "# Train the model\n", + "history = model.fit(\n", + " train_datagen.flow(x_train_split, y_train_split, batch_size=64),\n", + " validation_data=(x_val_split, y_val_split),\n", + " epochs=10\n", + ")\n", + "\n", + "# Check the accuracy and loss values after the first epoch\n", + "initial_train_acc = history.history['accuracy'][0]\n", + "initial_val_acc = history.history['val_accuracy'][0]\n", + "\n", + "assert initial_train_acc > 0, \"Model training didn't start properly!\"\n", + "assert initial_val_acc > 0, \"Validation accuracy not improving!\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to collect augmented data\n", + "def collect_augmented_data(datagen, x_data, y_data, batch_size=32):\n", + " iterator = datagen.flow(x_data, y_data, batch_size=batch_size)\n", + " augmented_images = []\n", + " augmented_labels = []\n", + " \n", + " total_samples = len(x_data)\n", + " batches_to_process = int(np.ceil(total_samples / batch_size))\n", + " \n", + " #TODO\n", + " # you are missing the data augmentation part here \n", + " for _ in range(batches_to_process):\n", + " augmented_batch, labels_batch = next(iterator)\n", + " augmented_images.append(augmented_batch)\n", + " augmented_labels.append(labels_batch)\n", + "\n", + "\n", + " # TODO \n", + " #to be check, might be better to keep in batches too \n", + " augmented_images = np.concatenate(augmented_images)\n", + " augmented_labels = np.concatenate(augmented_labels)\n", + " \n", + "\n", + " # sanity check \n", + " # Ensure images have a single channel by reshaping if necessary\n", + " if augmented_images.shape[-1] == 3: # If still in 32x32x3 shape\n", + " augmented_images = np.mean(augmented_images, axis=-1, keepdims=True)\n", + "\n", + " return augmented_images, augmented_labels\n", + "\n", + "# Collect augmented training data\n", + "augmented_x_train, augmented_y_train = collect_augmented_data(datagen, x_train, y_train)\n", + "# Collect augmented testing data\n", + "augmented_x_test, augmented_y_test = collect_augmented_data(datagen, x_test, y_test)\n", + "\n", + "# Check data dimensions after augmentationprint(\"Augmented Training Images Shape:\", augmented_x_train.shape)\n", + "print(\"Augmented Training Labels Shape:\", augmented_y_train.shape)\n", + "print(\"Augmented Testing Images Shape:\", augmented_x_test.shape)\n", + "print(\"Augmented Testing Labels Shape:\", augmented_y_test.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "notebookRunGroups": { + "groupValue": "2" + } + }, + "source": [ + "# This block Bellow works dont edit!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to visualize augmented images\n", + "def visualize_augmented_images(images, labels, classes, title=\"Augmented Images\", images_per_class=10):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(10, 10))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + " \n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " if img.shape[-1] == 1: # Handle grayscale images\n", + " plt.imshow(img.squeeze(), cmap='gray') # Simplified grayscale handling\n", + " else:\n", + " plt.imshow(img)\n", + "\n", + " plt.axis('off')\n", + " plt.title(class_name)\n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Show augmented images from training set\n", + "visualize_augmented_images(augmented_x_train, augmented_y_train, classes, title=\"Augmented Training Images\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# One hot encoding labels to categorical\n", + "augmented_y_train = to_categorical(augmented_y_train, num_classes=10)\n", + "augmented_y_test = to_categorical(augmented_y_test, num_classes=10)\n", + "\n", + "print(augmented_y_train.shape)\n", + "print(augmented_y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Split the augemented training data into training and validation sets\n", + "#x_train_split, x_val_split, y_train_split, y_val_split = train_test_split(augmented_x_train, augmented_y_train, test_size=0.2, random_state=42)\n", + "\n", + "# Check the shapes of the new training and validation sets\n", + "#print(f'Training set size: {x_train_split.shape}')\n", + "#print(f'Validation set size: {x_val_split.shape}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Rename augmented variables to avoid confusion\n", + "x_test = augmented_x_test\n", + "y_test = augmented_y_test\n", + "x_train = augmented_x_train\n", + "y_train = augmented_y_train\n", + "\n", + "# Check the shapes of the test and training set\n", + "print(f'Test set size: {x_test.shape}, {y_test.shape}')\n", + "print(f'Training set size: {x_train.shape}, {y_train.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 2: Model Architecture\n", + "## Designing the CNN Architecture" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define model / data parameters\n", + "num_classes = 10\n", + "input_shape = x_train.shape[1:]\n", + "dropout_rate = 0.2\n", + "\n", + "model = Sequential([\n", + "\n", + " data_augmentation, # Adding data augmentation to model\n", + " \n", + " Conv2D(32, (3, 3), activation='relu', input_shape = input_shape), # One set of Convolutional and Max Pooling layers\n", + " MaxPooling2D((2, 2)),\n", + "\n", + " Flatten(), # Flattening layer\n", + "\n", + " Dense(50, activation='relu'), # Add Dense layer \n", + "\n", + " Dropout(dropout_rate), # Add Dropout layer for better regularization\n", + " Dense(64, activation='relu'), # Add another Dense layer\n", + "\n", + " \n", + " Dropout(dropout_rate), # Add Dropout layer for better regularization\n", + " \n", + " Dense(num_classes, activation='softmax') # Output layer\n", + "])\n", + "\n", + "# Try different learning rate / optimizer\n", + "optimizer = Adam(learning_rate=0.001)\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer = optimizer, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Print summary of the model\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 3: Model Training\n", + "## Training the CNN Model" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Train the model\n", + "#history = model.fit(x_train, y_train, epochs=10, batch_size=64, validation_data=(x_test,y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "epochs = 10\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.fit(x_train, y_train)\n", + "\n", + "#print(history.history)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "history = model.fit(train_datagen.flow(x_train_split, y_train_split, batch_size=64),\n", + " validation_data=(x_val_split, y_val_split),\n", + " epochs=10)\n", + "\n", + "# Check the accuracy and loss values after the first epoch\n", + "initial_train_acc = history.history['accuracy'][0]\n", + "initial_val_acc = history.history['val_accuracy'][0]\n", + "assert initial_train_acc > 0, \"Model training didn't start properly!\"\n", + "assert initial_val_acc > 0, \"Validation accuracy not improving!\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "final_train_acc = history.history['accuracy'][-1]\n", + "final_val_acc = history.history['val_accuracy'][-1]\n", + "\n", + "# Check for overfitting if training accuracy is significantly higher than validation accuracy\n", + "assert final_train_acc - final_val_acc < 0.1, \"Model might be overfitting!\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4: Model Evaluation\n", + "## Evaluate the Model and Compute Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Print training accuracy and loss curves\n", + "print(history.history.keys())\n", + "\n", + "print(history.history['loss']) # returns the loss value at the end of each epoch\n", + "print(history.history['accuracy']) # returns the accuracy at the end of each epoch\n", + "\n", + "plt.subplot(211)\n", + "plt.title('Cross Entropy Loss')\n", + "plt.plot(history.history['loss'], color='blue', label='train')\n", + "\n", + "plt.subplot(212)\n", + "plt.title('Classification Accuracy')\n", + "plt.plot(history.history['accuracy'], color='green', label='train')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Make prediction\n", + "predictions = model.predict(x_test)\n", + "\n", + "predictions = np.argmax(predictions, axis=1)\n", + "\n", + "# Plot confusion matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "gt = np.argmax(y_test, axis=1)\n", + "confusion_matrix(gt, predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Print test accuracy and test loss for trained model\n", + "test_loss, test_acc = model.evaluate(x_test, y_test)\n", + "print('Test loss:', test_loss)\n", + "print('Test accuracy:', test_acc)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Group 5.pptx b/Group 5.pptx new file mode 100644 index 00000000..f012bea4 Binary files /dev/null and b/Group 5.pptx differ diff --git a/Group 5_Report on Image Classification with CNNs.pdf b/Group 5_Report on Image Classification with CNNs.pdf new file mode 100644 index 00000000..590314a4 Binary files /dev/null and b/Group 5_Report on Image Classification with CNNs.pdf differ diff --git a/Project-1_G5_Submission.ipynb b/Project-1_G5_Submission.ipynb new file mode 100644 index 00000000..8cce7298 --- /dev/null +++ b/Project-1_G5_Submission.ipynb @@ -0,0 +1,724 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **CIFAR-10: Image Classification**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 1: Data Preprocessing & Loading \n", + "## Visualization of Images and Labels / Inserting Grayscale Conversion / Augmentation \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "%pip install matplotlib\n", + "%pip install numpy\n", + "%pip install tensorflow\n", + "%pip install tensorflow-gpu" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import confusion_matrix, precision_score, recall_score, f1_score\n", + "from sklearn.model_selection import StratifiedShuffleSplit\n", + "from tensorflow.keras import datasets, layers, models\n", + "from tensorflow.keras.datasets import cifar10\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, AveragePooling2D, Flatten, Dropout, RandomFlip, RandomRotation, Activation, BatchNormalization\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tensorflow.keras.losses import CategoricalCrossentropy\n", + "from tensorflow.keras.optimizers import Adam, RMSprop, SGD\n", + "from tensorflow.keras.utils import to_categorical\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the CIFAR-10 Dataset\n", + "(x_train, y_train), (x_test, y_test) = datasets.cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 3) (50000, 1)\n", + "(10000, 32, 32, 3) (10000, 1)\n" + ] + } + ], + "source": [ + "# Check data dimensions\n", + "print(x_train.shape, y_train.shape)\n", + "print(x_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f4C1veQuveMUrcByHZz/72bz3ve99wqrXp4O3vvWttFotPv7xj3PjjTdy9tlnc9NNN/H5z3++H/D74+Z1r3sdQghuvPFGXvrSl7Jx40auv/56vvjFL7J///7/8Pa4rsstt9zCH/zBH/D6178ex3F47nOfy1e/+lXWr19/zL7Pf/7z+exnP8vb3vY2fu3Xfo2JiQmuu+46Jicn+cd//Mdj9v3oRz/KZZddxkc/+lE+8pGPYIxh9erVPPOZz+RpT3sakArzSqXCjTfeyOTkJJ7nsX379hPcehkZ/68grLX2x92IjIyMjB83i4uLnHHGGbzkJS/hYx/72I+7OT8ScRxz4YUXsmbNGr785S//uJuTkfFTTWYxysjI+H+Oqakp/vzP/5yrr76a4eFh9u3bxwc+8AHq9Tp/8Ad/8ONu3lPyO7/zO1xzzTWsWrWKqakpbrrpJh555BE+9KEP/biblpHxU08mjDIyMv6fw/d99u7dy3XXXcf8/Dz5fJ7LLruMm266iXPOOefH3bynpF6v80d/9EfMzMzgui4XXXQR/+f//B+e+9zn/riblpHxU0/mSsvIyMjIyMjI6JKl62dkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkYX58fdgIyfPO69/24AhBBIqZBSIoToP0//SqQ8Xlfb7iN9r7UWYww6SVBKIaVAa40xBmtt/2GM6T9+7sKnLavN//VNv4cxBiklSgpcVx3TDmtttw0Sa9M2SilRSqGUwlqL1po4jrHW9r+vEAJjLcaa/mcZY/rfI45jbvzg3y+rzZ12G50kINLn4uh/uv+XCAFCCqQQIES6lwApBNZYsBZhQVhIz71Ijye6f41BS0m067s0Ju+hfMF/Rnk5nIHystoM9H8zgE//8//kS1/6dz7wgQ8xODicnjspTvqeHwUhTjzGk21/Ki791cuII4tSHtpq3Hx6LbiuixASawUY8KSTnrYkIdYGYyyO8gCBUhbXcxBCoJQCYUiSGMdRR68Vnf5GPaSU3Po3/7KsNgO87R1/QbPTIYpjsJDzAzzPwfc8gsBDKnH007rnJm0L9O7H9NI52W/S22dpi4/yxt97w7LafOjQof71obXuftbRa+b4/5/s2hBLvsvJXuv1Pb17tXeMrVu3LqvNAG969TUkpns8DEKCselfLSxuLkepWCHwiyjlUywM4nk5pHSIYsPMfI2FxTphGNNpRyRxTKlYYnx8guHhEUqlIsViAc/zMMbQiUKa7TZSSl75qv+yrDb//ntvBaWwUoKUCNXtn0n7CLAILLL7OyNEv5851XtyaV8N9Pvqv/qDFyyrzQCf/9evUAhcivmATquDUh4JkkarA4CjZH/c6TYCaQ0536WUyyGwxHGIciDwPXSSEEVRer1JCVKQJAla6/Q6Vw7aGOI44pprfuEp25cJo4wTcByn27nKrhCSSCmWbFvaAYslHdUSYdR7Zgy6KzzSfdWSTtFgtMEIg5Gmv305LO0shRT9zzsZPVHXa3vvhu+JJOCYtqTfyvYFUe+zrLU4zvJvoc9+5mNdLdMVPNam97RUgEz/CYlC4EqFUAoESKFwpYMjFI5SSEdgBEhXoRwHhAKZDt7CcXBcxcTsg8yHMbMH9+AojzPOu3jZ7e4hhGDzls08vuNR7rrrTp73Cy8Ca7H26Osno3e+jx/8jt9+OikOFOi0DToRYCSOI/u/XZLEeF4AgDYa3/XAGIQx6TmUAke5CGn690b6+4PjpNeL1jq9/oTCmqPXnmX51zTAY7v3005iDBZlBZ5ycBxB4LuMjgwxVCnjOgqBAdsVz1ZghcX2xZFA9P+mm9Kh32KNQIn0+qY7oArovnd59H7H4wfepb/r0gnKyd57qp9xbP+zMhQG6bgYa0H55EsD5PJ5cvk8fr6Anx/A9wpMH5nn0OQ0R+bmabc7dNohUayxCIaGR1i/cQuD5Qp5PyCXD/B9N+2TNMRxQrVapVqtcmRmmmarxejo6LLbLCQg0789cWSF7MohENZA/xq0iJNK4Kf4jCW/2486wXki8r5isJQHE2Md8HyHMLHErsB0W2kx/b4Ea3GUwHMV2sQkcUyiI4gSwo7Amu49KATSdcEKoijCGINyXKSQWGtot8NTal8mjDJOoCcaUmuR0xVDvcfRzqgnIo61sLBkhpreiEctQoDlGAuREb3/a7RIlt3mpR2kFLbfJillalmR9NsLdAWO7FuyegKpN4QoJaBrRbLWgky396xdp6Mz/uf/9TdIK1FSIl0f0+5glEUJiUokvrG4RuBZiSslbStoGYMU6XMlBX7OwS8INAI8AUqCchDSR2LRrmD1SIXfPG8TD+w6xAO334PnKt523v9cUduttUgpGRsbBQzf+tY3ufLKq3C9IB14RU8aw8ntEanFQohjO1t73N695ysVTY1mHUfmQUiUowg7bZx8visGBFEYIZGYRKPjmFyQw5MSYyCONY7j4TouWif97+66KhUhmO71c7StR+8Nvaz29pitdwCDHzgksSWKIxAW1enQCiNa7TYTY6MEvkJYgyuc7glMr1MjBMKadJPoXq/CYoxkYaGJtZqRwSLaWjoJaG1JEk2ygkkKHPs7LZ2AnOrAejKL0cmE1tJ7cKWCenB0DfliGY0kyA8QFAdIjMFaibaS+cWQ+flDzM8tsrhYxQ98iqUSoxNjDA8NMjIyRLFYxPW8tC1G0+50WJyZSwdtHMJORK1WIwxDKpUKmzZupFQsLbvNVoAUaf9m0amAEOmwLroCWCy5D4+3sC3lqSYyS/dbad9nrKDZaqPjEKkcojAk1hBqgyG9l/qW866VyxoLYZROWqxJ+w5AGY2DwHVdpJQYa0j00UlMFCe0Wm3anQ71RuOU2pcJo4wTUOqou+yo1Uh0BUQ6mDWbLZrNJkODg+QL+b4YSveR/edLbzVjwJqu+6xrLdJak2hNksRIrZ6wTU+FUOlcV6n0sxXgkAo8rXpjhcV0bzYFWKlTY42xGARGWIyw6Yyf3swbjLXYJFV1SkgMBtMdHFfSQVjbRuv0nLiigNcJCR2IBOQ6hhyKAeHgSodAChasphZGhMbg+RIHCK3FdSxWW2zHoi1gSzRbEmFitNtkTX4TrlzH7p2P8uiRQyj39FhkrLUMVAYZGh7igfvu5vDkQTZu3tq1tomjD8uSv90O2KZPzdJOt3u9LC5WEVIyMFBKB1MM1gqkWEFnLCBKOgg8TKIR0iKAKAzx/AAda6SjMDp1x+okSS10XWmmkwRcrz+oSClTKwss+V70rUWpBUnxRKLwVImsQRhN0cvR0QmJ0QhSwbbYimgnizRCTangMVrOMVYu0IxIhY21JEmMNgapFG7P2uVKarWEhapmuOKilMN8tc5dj+wnig3WWPQKLF2u6/YtrktF0fHus6Uu9eNZKox67zteBC213Paer4SN51yKtg4L9SbVWpM9kweZX6hhEPh+kPaHUqCxlAcrbNm8ldVr1uD7Ho5SWGMwWtNutGk06lRrVer1Bp7rMTQ0ROA75HIO5XKZIAjwPO9HEosnwwqFFQKFRQmDtQmu1SghsD0LPakVBpbclU8gjk7G/w2LUWIF9XaMxCCFII6j1GKkU8uXFUfdaFKQTl6MoZNEKEAJcNx0bJIIfNfF9zx6bwjjhKQ7qY2ThHozRGuTWtNPgUwYZZyAUi5glwgjlrjS0lnrd27/Lt/+9h289GUv4RnPuDSNe+kKqFR6SISUCAkC0/d59xxttutyMcZ0hVFCkix/dm17rotuB+lYSSAUWoARFmEs0lqsFEjl4QlBJFpdIdSzcgHWpAOeVd3MhG6H0nMPdD9vaYe9XFwfbCQRCIRJ8B0oWYemBKkMrlHkXZ/EgF9wGfYMiXZpWUNQcKCt6YQRnmfwEWhhaBlJoxpQa1g8qSj5PhduPptGp810q0bek0h3+QJ0KcYYCrkBNm7cyJ3f+ia7du5g4+ZtIAx9n03fOdOjpyLS/xqdYK3pWvrSa2bnrl2USiVKxQJJErPvwC5Wr9pAIV9Ydlu9IIcQiiTWuCoAa4mjGCkkjpQkaZAWjlRgbSp8rUUIie87qUvYaFxX9WeioHEcRRybvlhK3bg9IaBXPFjHSYKnJNakDhFtUwuANum9FHcSWuEcvicYCEbBaPYdrjPXtMju9WxMek9KJVBSkAt8bBxgY0Oj3YYFzVyzw0IzQmhN6sRYfrt7E6ulVr5jXNNdMdATNce/1nvP8Vajk1mhTocg6rFr/xwHJ6dYqNYI2x2SOGFgYIDVq9eybu1aBgfLtDpt7n/wAVypqAxWyPk+tVo1tTiK1PJYrVZJ4ph8scD6tespFQp4no9UqttHQqfTZn5+gTiOV9T+RLm4wiKERqGRQqOSNnknjdlJcLDCha57Le3HTi5uTsX1fbrOtZcr0mrUCEMDSYLBIbFd11nqA6Rn7xI2nehKAAG+A3lH4DjpdeUqEI4h1CHWSiySODaEkSaxmsQalOOQy/unPJHNhFHGCfTcAEeDrAWma+nxfY84SZhfWOT++37I5k1b+bmfO49SKU8cJ8zMzDJ56DBRpNm0ZTOr10zgKoUUXffT0s5MyL44SjvIFcycup1tQirApACkQEtJIlPRI40liRMc6eFJn4IVtKwmcsARBlcL3FilsU8yjdEQBhwriJcEe2JAd4OxVyKOPAlWKawROL4i8ST5UDGqBS037RvaStGKEooFyA/5bC5XiKxCKpe5w/OEB+aZqFs2uT6yMsQRL+B7U0dQwrJl0wYGyy4bxlexa/Ih4rymlPOxp+m2N8aglOT88y7k61/6d3Y8voOrntO1lNij3a+1qbWt5zrrda3tdosdjz1C2G5RLBQpFAsUSgMcmTxA6YxtgKXVrPHJj3+UV/7W69l+5tnLb6xIRYtyAQxJJ0ZKhdbpLN9ag7UG13VwpOoKoXSbEDoVJl13sDHpfWARGJMsEQHpNa2OGfBXNpBIC9ZAvdHGdAU8suvOJZ0IGCUwqemTJDG02iG1WpR+ZyEwFpI04A8JeKrN2sExtNAcnlkgNIaONqANwoqjLrdlstRlfbyYWWpJgqNu+N7/e68tFUNPZFE6Jjj3NPCDex4gjqJuyF/qZh8ZGeG8886hlC8CljBJ8D2fsN3h8OFJ5mZmaLfa+K5LpVIhl89TGiji+j6e5+MoidUaozVhqGm12tRqVarVBeI4oVAoMjQ0tPxGC4nthiMIGzN5cC8iarJ5zTjF0iCJ9ImlILagbXqNpP1s19rdO31W9C2gPQPvUUe26LuIT9f5brdbxNpghYO2EitlP7IIQfd6BqRIr8nu/SWlQimBdEAbQxTFdISlrmLiWGONQFiJ0KT9nALhKpRJr5kkObVwjUwYZZzAMfE63U7+wQcfYH5+gYsuuphiIU/g+3Q6HR55ZAfTR2apDG5kamqKT3/6M9z+7TswBq75hWv41V/7FVaNjwI9N5zofUjf5Zaq+J6Rd3ksDfg0xpAogZUKpSSB56LjBCsNvnVJojYzBw9QxiW3ahjhOWDTTsK4EozA2IRYpjep1HRjj47NzljpDGpwJI+wCtsSWOXjlz0CpRhoWtyGoDhepCE89hyco3BWgYFRDyFdGguGVtMlJ1w21Q3ndeCM4TIj517CbGWIySPf5ohd4PJLzmYkUOzaO0WUCzj3nPPBWHS8cotR7zwLKTjv3PMpFSvsP3CIsBPh+QFJoonjNJ6i3W71MwJ938d1XSDNXnrowYeIW3UmJw/hOh7DoyPUWk3yeZdKuYC0Bl9YWo3FFbVXKUGSxIBNs9J8B1BIxxJGbSwOyvNT07uJ8ZSH43gY3RU3CkgjufBdiSDBinRfx3FxrIuwEmMFcZLguA52ZQbFlH4mEH3xZY3pDt49t0h6H4EBYfCkIK8UiRBExqJNGnuihMVo8H2XS9bPcagW8MND0I5i2nGM1RqNSmOQTpPeOF7YLH1+vODpJ08cd089UWba0v+fjuBrsChHde/xVMRNTk5SKpZYvWoVRmvwHAbKZaraoLXBKwSMjY2nViHlYIVAS0h0Qr1Vp1FvEHVCfMdDCkWj2SSOQ4rFIsPDI+Ry+f79sBxcEqRQKCfAhBrHyYNuMn3ohzSkQbl5RFBGSp9CsYhXGiKRPgYfLVy07AbaG5G69dPAJBJhsEIjrELZYwXo6XCnJXGEEqCUJAas6E6eACMUCNXLy+2PG8qCtJaoG4tkrcEYByEsopv9bGyMK8DFQQon9RhogzWCxCbEcXxK7cuEUcZJsd1I0p4wWlhc4Ctf/gr33vMAlz7tElqtNsYY9u3dx6OPPsamzetYWKiyc+dujhyZxnE8vv3t77B9+3aGrnoW+cDnGBOutakloX/D9dwuy6M3S5VSpoNFNxU/sIKKypFIQy1qI6XAlQab8+g0NIFVeLgInaDiCBG2kUYQeR6RL4mlxbGgnsACvRJh9IynPw0suNqnenABp2gojQ3guyXCyTaq3WSkVASRY+3qdQwMOsRhTD4JmZ1foDPZZLAaEhhJo94gPzfDw4cO8fjhQ6zeMoigQ1KdZ+/8AmvP2MaqQKRlB+zpEUaHDx8mNppKeZBtW7dhE8vU1Axaa2r1GrVand279jAzM8uatWsp5Av4vkcQpPEarVYLcDBIjszMYbThyNwsubzP7d+6jTu++21+7sLz2bJxLUInqenkFGMETtLiNJvSitQ6pA2u6yOkwPMU1kqUdLtxOUnqwnJkKv5E2jlbmQ4c0nOwRqcZZzI9dtqjQ2I0UikQMs2aWXGpuNSdQDeE1pLGWknVNYPadJuxgnZkqLdCrLDkcw7aCmScEFrQ3VvNaEvZE2wqHCAMx4m16gZcp66/vJt+nhGnJ5bkiSw+TySOfpTj9v6eLhdPL+O05+aHNLPp8R2PMz83y7r1G1g9so58ocBCcYByuUKlXEmnc9qgE02YxNQ7LerNOs1alfnFBYwVnLFxK+XyAOVKGcdROE7qVksS3S9psBxUqoyxVhDkiqzfsBlrNiDjBqJ5mIWFI8xOH8ZxILdg8J0iQW4IZAHh58kNlEhMQj6XJ81fk0jhYqWDsYrIChKOnuve35WKI0f0zrHBoZvRnN6eaJHGRDkYHJnGrabZuRZpNVIkCFKXr7YJOkloNWrMzh6hVp8hSQxKlVizdhulwWE0CWjRT/w5pfat6Nv9mNm7dy+bNm3ik5/8JK961atO67E3btzIVVddxc0333xaj/vTiFKKyy+7nJyf56tf+Qaf/ufPEEYhcRIxtzDLHXfcyeBQhclDk9SqdRwnDeg8MjXNt7/9Hc4680w2bVzfvb2W3lC9zvHY58tB9gL1pExjmaRAWqAZMrt3hoGhMn7ZJxRgpQdDq2jmJHhl8o4kZ+rIqSM4u3YjE1Br1yDXjdDKOejj29YNEu65AJfLquL2tMaThMqmVdSOzODMS0rrtzGw2WH+8TvxOyHbV1UoBR7KuNQbIbOTDQ7tmmZh/zxOK6LuKUx9gdo997FfGBZn59BeyGMDHhsHDBQUWk0hhEHKlSaQ906BoNPpsGvPbvKNJles3YItD3H3XXcxdeQwk5OHsNYQBAU8r8Ce3XtptzogBZ7nMTY2QjFfoLZYI+w0GBwaxfc92u0mvu/QaDaYm5tDAvv37aJjAs675PI0BmgZJFFCkiRIKSl4ecYq4+QKJQ4dOQQqwSRgwgSpFL7jE4YhcRL3LV1RHGGRCKmITC/fUuAIB2kVRltMktAth4Q1BkepbnzP8rHKS4+HTAPVhUQCie6m4wsBiSXUlscOtdjnCZqdBJ2klqQ0wF2gjcVoQxyDVDmMkbSjhLlGTCcyJFGaUKA8pztFOR1XyVGSJOm6XhVLXWenmgkFxw7MSZJmBwZBcNrauDSwfqlbPwpDFhYX2bBpM6WBgb4lPQ4TOmFIEkXUazWEhUarRbPTZmJ0hNXrN3D34gL1VotYa/L5PFIK4jim0+kQRTHVau2U3TtP1Obe5NIYjcUSSgcTVPAljA6vo2wlOurQmTtA4/BOqtNTWOHj+HncXECz02R4ZAA/F6BkgOsWUTKPED6OV8R4xVSUH2f5WwnSGky3xhYmge79hAAlDEKG5BQU/NR1FsYJrXqVen2RqFUnCduEYUgYdoijiEatymJ1noXFORYbbVo6x2XPgAsvGURrm44FP0JX/VMtjFatWsUdd9zBli1bftxN+ZlCkLqVJD2/r2BgoMwVP//zjI+v5l//9Va+/vWv0+k00TrhO9+9g9179gKwuLCQZvUYjbaWe++7j3vuvZeJ8VGKxbQTO/Gmssf9XQY9H7S1CGGRSDCGRAiqs/PEs7MMnrMeUQzQToAblGhHMVOzIQOVMmsL4+SoU8g18Rrz1A4dJFdysf4QTSlApwEyUqYxA0LKfsmB5VIMPOIkAhFRLDkUSyXmj0zRWZwlPzhGYVVAXFuAsI40mrDts+PR/RzaNU/tyCK+1Ti+Q8cYIp2g5+eJhaVoLbPzTRoL09w3EzG0bYIJ0yKxFlcIUCtLIYdUgG7ZuhXXk+z5x0+x/rHdNM9yueuu73L7d7/NzOw0UkoGyhVWr1rLwMAgQjrkCyVKpQGqVUW7UefI4Una7SbDw0MIqdLZniNwVA5rFA/9cAcPPfJDBkbWkySG5ZaNstriSAdrLaVggBde+SLcXJ5//8aXOHB4TxqEbR086aWB2UaQ6BiJRUovjTtC4VoXVzhYm6A1qY/LWKRN4/AcV3Uz7dLrxVErs87FJkEYi5ISbdIKL1qln9VLZ+4NWEc6IUJYsKkFKbWcprNtC1itkSJAywKHwtVMtwTN9hxxnGZiSmkJV2C9eCKEELRaLeI4ZnBwEDhRFP2oGVKPPvooBw8e5Morr2RgYOCY15aLlJIoinAcp58oIkhLdlSrVR586EGKQxXO2L6dgYEKRlsa9TrTU1O0w5BcLs/g8DDDUlIKAsLqPJ1mK42jtJYkiQCo1WvMz89TXUxFUe+cLIfeN5ZSgk0tXkpatAlJ4g4JPlIW6LQEi7MtonaEsAm+7+P7MDoyQLUpiYxPubAG1w1IYkuiJa7yUa7f7c9PzDJcCcIanK6wzwVeWlw3irACbNwiDBfRJkQ7Fp3EdOKE6cOHqFcXiGJDnECcdGuHSUu700I4LgOVcYpDCpkrMTI63M0Sld2hxZ7yCPNTLYx83+eyyy57yv1arRb5fP4/oEU/G4iuIEqT2tNYIEj9wWds30wu/xLqjSp79n6WTtghjkPq9TqB7+N1Y0g6nQ4WQa3R4Fvf/jabN27g/PPPwve97gRnqQuNk/z/R8ORirTckOjWWkrdaaLgU95+Bq5OcAfytOMI5RRYs+E8JtYJDk7N0NGWIJensFlS3rSe8SLs2vkgTVciHYlDGsB6TA0QKXAcZ0UdRL4saHcitG4hXIlyLYGFxtw8yYwgNm1EQSNdQ7gYUV0w7P/hNLYeskY5FEs5Cp0Q3Y6JAVdZBoRFhRppHRQxu+ZaDGxN3T7GWhKbuntOB0oq1q9dy976Igfv+y4102KPLzl8+CBhJ8RaaDaaYAzlgRLlUolCMU8uFxB12sRIavVmdxZt0CbEoAhDi+sEKJVn166dtDua0sAwu3ft4+xzti+rrdZYglyQioTYkHMLVMojPOOiZ3DH3ZpKuUIhV6TVbnHw4EEiGyKlizWWOIzxHY+8W6DoF6gMDpDL+dSaNWr1Gu1OmKbFC4s29LPa0uKQKzvHvk0Dw4URSGvSSDeTpmDL7qVn6A1YNo3Y7wYg9S/Nbs0XbTUD+RxhR3H3zlFqcQ1HaKwCLTTdQKrTirWWOI5ZWFggSRKGh4f77sknSlVfGsMnuxOQpfvFccw3v/lNvvWtbzE4OMjVV1/dd4OtBCEtnuem5Rw4GowcRyELi1UWqjXWbNzE057x8+QLRRyhaDXquL5HrljAUQrX9Qg7MTPT08xOHiQ2kk2bN3H2mVsYzheYnp9jKmzh5wJWF4rk8wWKxeIKGr3U+iYBjW8VXggqDDHNKloKksYiUs9SqAyCSLMTg8BHKMX42FqaahgbDJE4AptLnWqJtGm/p48Vsacjpsv2MgmEpVwqEXY61MOQMGqxOH+A2ck9CGIKOQ+UolQeJp8rMlAaJJYesfDT7ysd2mGDJGqTCyo4KofnS1CWfGEUbVP3oLUJ9kew8P9ECqOdO3fy53/+59x+++0cOnSIwcFBLrroIt797ndz3nnn9fc7mSvt7W9/O+94xzv4wQ9+wLvf/W6+9rWvEQQBhw8f5lWvehX/8i//wve+9z3e+MY3cuedd5LP5/m1X/s1brzxxicVT51Oh7e+9a187WtfY8+ePSil2L59O9dffz2//Mu/fMy+Qgh+7/d+j6c//em8+93vZt++fWzbto0///M/58UvfvEx++7YsYMbbriBr371q1SrVTZv3swb3vAGfu/3fu/0ndAfGdF/2F6mQLcmkFKSXC6XuhqiOJ01RQlhJ8RxFLl8nnwuRxhFKC8VSvff/yCfLXyeoaEymzdtSEu2czS8SJxMI/2IHJtJ1+tYJVpb9jRCbDDEmcX1SB3RiiQLbYeR4QG2bfQoFvMM5PNEtQVE3EY7hkREhLV5hDB4xhCj+hYiSzrD7nXwy2WxMUkYLaJNCxFqrFEk1pAbXAVhifp0gkOToaExSs1xaj88RLHapqQEFSUhMTjdG921Bk8JEmtoJTFDpTytdohTDFi71iWWcbfjFIjTZhSwKOkzccUVfP/eO5nUMXl/kDO2bKa6WAcUpVKF1WvWMjYyAVaiOwmdpJpeV8LtWpGKeEEBKcH1c0RhjBGCxAjmFmsImaZB33HHncsWRgJBs94kyAWERCwsLhDkSqxftYHh55RZv2Ed+VyBycOT3P7tb/Pw44/QCFsMlMoMDQ0yMTLOUGEQpdPA/NWrx3ECj4VmjWq9RrVeZXZumgPTU2hr+svLLD8mKiXvpi40K8Di4QiDRRBbm5bA6MYXpRn5Ni30Z9OK1r0JSC9eUCeScrFI2DZM1WNUkODKritGG3SS7k93/9OBMYZarcaBAwcYGBhIEyNO4jpa6l5rt9u0222SJCGXy+F5aVxarzL9/Pw8cRwzNDTEoUOH+oP0igdrLK7jkhhIupYzIQVKKpIoIqy3mJ+Zw1hJpC2JTfBzeYZHxmh3OnTaHYSF8tAwhdIAYZKwbWQV52/fwpqBABUlzHbaBL7LwNAIim725mkIZrZd+1YSx/iijWhNY+pTgMUoH1fAYGWIEI/EGqSNQAriRKMSi58rkzglOnFEaCKU74AUSAOO6OWlnb7MtFp7HiFSt/psFerVNkOFAnqxidNos2psLW7OJyjlCZOEqBUSaQjKI3j5Isam7rh2lKR9Zj7AcwuYxKEdRdRbVYodgZJO14Vu0Do55THmJ1IYTU5OMjw8zF/8xV8wOjrK/Pw8//AP/8DTn/507r33XrZvf+rO8WUvexn/6T/9J373d3+XZrPZ3x7HMS984Qt5/etfz/XXX893v/td/uzP/ox9+/Zxyy23POHxwjBkfn6eP/qjP2LNmjVEUcRXv/pVXvayl/HJT36S3/qt3zpm/3/913/lrrvu4p3vfCfFYpEbb7yRl770pTz22GNs3rwZgIcffphnPOMZrF+/nve9731MTEzw7//+77zxjW9kdnaWG264YZlncOX0Z3OWbppwWmRPCMORIzM89thOkjg1ZRqt6XQ7u067TbVbz6hUGUQgCKOQb91+B09/2tNYu3YtvidBHE3fPh29sLUWqVQ/jkmINHun1WoThpJ9h2rM1Y+wedtGKkMFFttNoqmISj5PzpUkvsEbHgRKTO/ZRaeVIHDQIsRIm6aM0p2ZnyRDbTnUFg+mLgybIDAkWiJwcAcCcuVVxOEgnYUaOVWhsCgJ5uZZh0bEBhsabBhh4xitDdIa6sBjYUzVWDaPeQRlh/WVHEOV7np3UiGxqPg0ZPB09bIVgk1XPYeR3Tt55DvfY9361QyOFEgii+cXcN2AZqtFq9FMrx8SPFcglIeXc1i/YROFQgmlBFpHtMMWianT6bSp1qt0wjb5vMvC4kzasS2TsBWl12piaesO8/U5KoMjKIpsXLWZkUoFz/cYKlUYLQ+z8f6NTM1MMzwywsTEBJWBCnknR9jqUF2cx/EkQyPDrA82g0qz0w5PT/L1O77FzFxa6bher6+ozQB+zsVoQEi8oMRouYTvSSKdIIXAJS0f0UGk5QW6KfFpbaj0mg2jiHZoaLckw5UhmosRiBhtLI5QWJWKL01aeDVNcFtZhujSIo6HDh3iBz/4AaOjo2mNn+7aib34raWPKIqYm5sjjmNmZmaI45hVq1axZcsW1q5dy8jICNPT07Tb7X4IhdYa3/dX7t5BkiQG6ThgbCo2hEIoB9dx6DTazM/OUa/WyVuRVm22lqjToVAoIZQLCLzAJ0pi/FKJpN3h0QceZF/YoJjPYwo5vEKOKGpjEtCxodNpr6jdPdIlljShbaCjWYRu4gVlrFdBiQBhEmzcwTVthLEQp3E6dBKKbgFp67RaERYHzxvGGA+s4DTooBO478FvIaWkUqlQr1kWGgmXnXsuatdudv/wYc56zlWMDq9B5DwsMUlQ53CoOTI3Q3t6GhVrCFs02m2k7+IFGmQEpoDjjdKM2jQWp9GdGjrq4HgqrRoPwBufsn0/kcLoWc96Fs961rP6z7XWvOhFL+Kcc87hox/9KO9///uf8hivfOUrecc73nHC9iiKeNOb3sQb35ienGuuuQbXdXnrW9/Kd77zHZ75zGee9HjlcplPfvKTx7TpOc95DgsLC3zwgx88QRi1222++tWvUiql5d4vuugiVq9ezac//Wmuv/56AP7wD/+QUqnE7bff3veTX3PNNYRhyF/8xV/wxje+cUX+55VijOnWr1iSjWAM1Wqder2ZdnyJ7qbep69FUYwgTrOOGnWSJMH1AlrtiAcfeoQrnvkMRkYG0xyb0ySKgH5blErdgFJKEgtRFHPWGdtZs7nMgalF6o0mrqfI+z64Lo0wIZ6vMlsDLyfJuYpWvYUQCUJ2CxWmUa4Yc7Ron+1ai1YyS9VxhGs8fJFHQFpt2VG4QiCVolIZJpqeI77nENMzc+iFRQpGU++EJHECOn0IY4mlZHcUsyOM8Et51o55bNw2ijNYoLssatcwkBCZlQ3W6QlPlZEVFqMcDi+0WLt1M8993tV887bbmJ2dx/Fc4iRksXoEHWuMtkRRB20Mrp9n/cbtrF6zltWr1xH4HmHYpNZYZLE2z8LCPEdmZhibGMORmtnZGVzlLbu5ruPiKNWtb2KZmpti/brNNGp1PCQ530MNpMX3hspDPO2ip1FvNNHdNGAbWXAVleFhnMCj2aqzWK3RPNykozu0ohYL1XnqtTqNen3JYskrXFoDgbUKFZQ4c8t6zt68hsEBH8cROEoirEFiiSxpgLVN0/N7RTNB0O7ENJoJjYamWCwTtmJatRr7pg0L7Spx0nUx2N4sSLISjXF8SYsjR47w/e9/vy9gPM/DcRyiKOqvZ9WzQvQWcR4YGKBarTIzM0MQBKxZs4YzzjiD8847j/3793PfffdRLpfTIOg4plgsrii7K21411LUrZAcJzFCSjw/B6Rp/LlcQBJHzE5P02o2UFKShDGe6+LncihHgRA0WnWazUV2Pb6DpN7izI0bCIYqyMCl3WqxcPgw9Xqber3FzMwR3vDG65bfaGy3PpzEy+WQwkvXp8xVMUKSCJ9EG2wSYjsNRNJCiRihQzzlYMIm7cX9yFwBXxXQiYenyyB6gf/maAHd9FddiXEfgMO77sEC87kcUd1FDEywY4+geHCSR++8g5mpI6zespHCyCCD44OMrxphOPCp1as0FprY0NCsziF9j7FShU5rkoXqbvLBGEPDFYS1VBcPEDcnUSYCJYmTU0vVh59QYZQkCTfeeCP/9E//xM6dO4+pPfDII4+c0jFe/vKXP+Frv/Ebv3HM81//9V/nrW99K7fddtsTCiOAz3zmM3zwgx/k/vvvP8YKdbLMiKuvvrovigDGx8cZGxtj3759QOqa+9rXvsa1115LPp8/xrz8whe+kL/5m7/hzjvv5AUvWP4Kxsul51vv3WyQCspqdZH5uXn27ztA2AnpmQ16jjekROjU1WS0IQ5DlOOSK7g4rs+99z7Affc/yFVXPRP3NC1L0cOVAh2nHZpSDtoacgNlhlefRehXCIzizK3rcAOfVqPDkbk6kRDIUg6Zz+ErjY0i9h5oU2+55JRPjg7SgDGqO3OK0zgOVBroCKxE2AnHoKxOA40TF2sFsYHmYhM7s5fyzAKlvXWaB4+wWK3SijVRktbiCCONNhrPgEFw2EQ8HsWYQHLeuRXWjvuUKwHW9wh1jEkM0tFpfSYdPXXjnpJeFwm7d+/ie3d/n1f99qs457yL+D9f+gr3PvQgG9ZvYmRklMroKApBEkbUalUazSaJsczOzbF3/15K5QrlgVXkcx65wCOXz1EeGAQUlXKZuenD5HMFckFu2a31PEngeRTdPNK6RK02WE2j0URZw8DAAK7yEcKgrUEJl0qhgrYax5V4rkNsLHOL8+zet5OZ+RlarQbNVoPFRpW5xTmanebR4OV+ptDKhJG20E4UIhIMDLhsXFdmfLBCqZDD9SWxbuI5BYRI4910X/R2s3wspEtMGbSxCCWxxjA3u8Dj+wp0TMzOvXuQJoTYgPJRnk9kT8/QEEURBw8eZHZ2ljiOGRsbY3x8nCiKOHDgAFNTU/1V0Xuu6iAIqFQqhGFIo9EgSRJ27drF97//fUZHR/E8j/n5eSCNH/3e977H+Pg4juNw0UUXLbutcRijLcQ6XXjUcQMGKhUGBytUqzWU6/FzF1+M5zs0q1Xout5c6RJHMbXFBiOjwwyWy0SdNrsff4Q4idh+3jlMrFrNYn2Owzv2c3DffuaOTNNstuiEIVF06gP2yTga8CAwUmGUjygGyKBMp7FAHLVQaJTStKIGYavB0GAZbQW1dhvPyyHcAbzcMG4wAM0YLRwUJq0RJGx67G4+vRUCu8IyFJ5ooLUhbtfxbMDqsbXE8QKPHNxJPW5QfeAHHN71MPmBIvnBEkPjowwNj+IMDFAJBrB+HqdkscUBBoZXETQtnU6dQm6QOIppNKtEcZVOMoMj0rLxQnLKgv8nUhj94R/+IR/+8Id5y1vewpVXXsng4CBSSl7zmtfQbp+a2XHVqlUn3e44DsPDw8dsm5iYAGBubu4Jj/e5z32OX/3VX+VXfuVXePOb38zExASO4/C3f/u3fOITnzhh/+M/A9Jg8V775+bmSJKEv/7rv+av//qvT/qZs7OzT9ie/5uY7mqv09OzNJuNbqGzwzz22KPs3r2H2dlZ5ufnU6sJS4WUQirVXXjVEMUxKorQSYxOYnbt28fn/n+3MFApceH55+D7qen5KMsXGUqCdgWxAqEkxeIQ5ZHNzHZyHDqywIaSYmJiADUS4Noyo7MDzNaazDcjJqfrlIuS0ZLP7r01Hn48ZNumCuuGNSW3CVZj0QiZZupZC67j9JczWS4FL13qYc/hNgcnZ2k0YtphQj5fYFT7rNl1gOEkROsIoxNanZBWknRL5xtCa6kj0QoO+wJbDFizusBZZ1cI8tCiDUmMFgYhDEqDETq1hJ0mjDZ881vfpN5ssH37mQjhUK+32LFjF+XyEGs3bkU4HkpKTByjggJ25ghz8zV27Hyc3fv2cvDQXi5/2uVs37odKRST+9N4lHO3n8WG1WuYOjKFMQmut/x4HccVXPJzF3DhtvMJGwlRBK6QxA7EJmKxVifw8wwM5MgHLo7rITRENqLWWGDv/j3s3rePqdlpDs9OUWsu0mw3SXRMYjXtMMRKgRAOUqmjlqIV6v9KpUBtpoMfNZifnqRZH8MbG8ZzPdzAQxmBq3Io1RVG3ZpKFtLlH2w6qEnXIIUlF0gWqjX27N/B1OEZWo1ZknYjXW9KWqSwJMZiVxig37MYGXN0Mc9eKnzPjdZqtWi328cEV/cssK1WuhZjFEX9+MFGo0GtVmNsbKyfsr97927+6q/+iiuvvPIYL8NyiOLUMhLkC1SGhnEdF891GR4d4+LLnoFAsPXMs5AShocqKOUihUPYDum0OlQXF2k3GowODTIyPMrGjWewbs0GJsZHuet7d/DDhx7iyJFpaouLaR8rUmuPUssfho9GgnaFeK8YkHDTGl15SS4YwBGmK47yuO0W+UqFKI6oTc/glyvkx1ZhnRyJ9Ml5EisEsY67pU/SfsoKAWkSGCutXtpRHay0CCmJ3Q4dDmMaPrsP7Mb6glK5gpaKltXE1QV0s0F17yGUl0OUSohCDlEsIkbXUKpUcBmgXDqTfCFHogWiPo/rC6wTpFZ+qfsV6U+Fn0hh9E//9E/81m/9Fu9+97uP2T47O0ulUjmlYzxRgFiSJMzNzR0jXKampoCTi5mlbdq0aRP//M//fMyxwzA8pfYcz+DgIEop/st/+S9PGGi9adOmZR17pRirabdb/Nu/fYmHf/gIylFMH5lmbn6OxcUFOp0OnU4nLRbYvSmNtRhhuqnCXVO6MYRhh2ajjpQKr5DjB/fdi9Yxv/97v8u5Z5+5JABbsJJieAkGqQxKGJypIxRWD7Bvss3hxQbrRIP8/n1EYhuDo+ejfIcNa0dYK8dYbHZ4/MAsj+w+zIGZPDGKziIc2D/KwqJi88gCI4VZUA20UQirMDZGiO56WSvwObiuy2JN8427HufAZJUo1viu5MJztmJsSDOeJ1DpNEc44PmCppBExmIcRagEUd5DDnqsG/EolHMIR+E7Fu0blBt2rVyptcsg0acp2LN3D9Trdb7xjW+wceNG1q1bj5SKLVu2MjY2ThDkMVYilYuVivLAEIPlClOHJjkyNcXsYpVao86evY+zZ9cOfuE5z2fN6jUc2L+P0bERXEeilGTVxGoOHtqP7y/flZYkMUkSUyoUKTqKkZFVTE/PEDsKqQTtsInWMb5XJsj5KEdhtOaxHbv4xndu48DBvVSrNWKjiXSIRmOM7ruD01qLhjiJUDipvUYK1AoDgseHB4kdyzkTRVaP+gSui9URYaeGJQfKRRiNEBKl0grAtptinsQxiTbE2lBvRURhiCRh38Fp7r7vh8wuLnBoegHPc/CVjzYJGkE7CU9bgL7v+2zfvp3Vq1fz6KOPsnv3bg4ePIjWmrm5uX56PBwN7G232zSbzf7zdB3FpP88jmM8z2N8fJxKpcLY2Bhnn302559//oraaoVk9foNbNi8lVUTq5g6dICZ6SPkcnm2bDsT1/MplodwHYe87yE9FyEVOtEYZcgVfVqNJovVRcqDw5xzzoVIabjn7jv4zre+yeLCItpYdDfNXEiBUgLlLL/y9YmIrndNgnXTdHt0mhCAwR0dxBUWIwRCayrF1biOg/ZcLBKNg5XdxZONRUuZLs8hLMKm/atNNGKl7vh8uvgrQiCkZqFzBCcJGNqQBwvF0hA5ZxDPyRMISdlxKLh5rHGodzrUwiahiXGiBjkPrFaEsaUxM08YdWi2F+joFkI6SOXgl8LUk/HTbDESQuD7/jHb/vVf/5VDhw6xdevWFR//f/7P/9mPMQL41Kc+BcBVV131pG3yPO8YUTQ1NcUXv/jFZbUhn89z9dVXc++993L++efjecvv9E83Uirm5ua44447eOThx3A9H2ss1up0hWLA8zx0kqDjqH9Oeq8dnf0prNG0m01yuTwFVcRaeOCBB/nSl7/Opg0bKBXTTMA0p2L5CGso1hq4h6bxHnuMsLyPxfEzOfPSy9hWKNDQPvmgxIgaBC8gbNcJm03KOZfLzhxmsODz7Qdm6biG8y8dZ+qwYOfuIUTbp7gpwQuiruWo63U3ekVxGACYHAJDLhBsWV/Ay7koRzK22iFZbNPekmNRxNiORhkfgYdvDBGa0FoCR1Eu5RkY9XGlwg9cmlFC1A4pjDoouaSIGpZIR4SJ6M8uV0JvkNq1awc7d+7kDW94A+WBMonWvOAFL8T1UsuR4+epNus0q4uMlUts23YWB3fv5rHHd2BtuiirVIrde3Zy3/3fZ3pmNc1Om8iE1Bq1tMKzsRw6dOiUJ0UnI0kSHnzgQaK5DlvWbMOVedrNFo6rsBiUKyiVC3iu2y35YKnVF7jv4Xv4/kPfJ0o6aaCyAN1dDkQIsKZbSdsahEpryRit0/UBZbei7wrotNuU/SKDORdpEhbmZ0jai0gJvldAOC6O4+Plyhip0UmbJI6R1lKvNTg8M0uj3SLSmk6zg9ExndAwN9+kHWp8JRgZKIJRLC7WQKQLdFq5/HYvrWothKBQKHDJJZfQaDTYsWMHtVoNY0xa0sNaXNfFcRziOO4XgoS0zzXG4HkemzZtYmhoiHw+z/j4OGvXrmXz5s2sX7+e8fFx1qxZs6KlNQCCIMfmzVvYsHkL5YEBHGGJwzYYS7VaZdXqtUSRwXMdhPAxSeq6lNYjjAydROPl87TjmCCOKBaKzM3PsO/AQbSVnHvB+YRhyM7Hd6Qxgt0YRqNPbzFNgQHSYqUGiyZdrd5g03CH3hgmwfFSm39i4zSeTajUTWbTdRC1TQWjFKkYEjrGl5aR4cqK2uioNP5NCoESCms1oddmZFsJa7tCP5FEoUHl8nSKBfA8CrlBSkZRxKBtguM7BEFMq9UkjI8wP7/AwmIVQ0IUL4BtMzRcwi+mZ8KeojL6iRRGL37xi7n55ps588wzOf/88/nBD37Ae97zHtauXbviY3uex/ve9z4ajQaXXnppPyvtBS94AVdcccWTtulzn/sc1113Ha94xSs4cOAA73rXu1i1ahU7duxYVls+9KEPccUVV/DzP//zXHvttWzcuJF6vc7OnTu55ZZb+PrXv77cr7kinG51WiFEN0gyROsEo3W3LktqEnccB5PEqbnepsKphxACie1mSiSEnRbtpkexVAKl+P5d9/BLL3o+Z23flharS23/y26zTAztHbtx73uMoFnHV/OcMXmEnLNI4TlXMfqLz0MNjtLqRDx6zz384HvfZfLQISqVMpvXb2Riw0a2jOa4c3KOYqnMmWcN0arGuMEotTBHru1QHDyCoY7VObRJsFavKIakbZrgwM/93BAYTWxher5OLZwhkQmdEcOiFAgjyPkeQc5DOZKSgkJsUFriSxdnwBJVLY2axgYCbQWxToO5425RQIBQa2ItV2wG72GM4c4776RUKvHMZ16BVAoHOOOM7YyMjVGvNZidmeab3/g6+x7dTyUXsO6KZ/JLL30JE2tWU61XGShXCMOIgwcOsGb1ONMzM3SimC1nbKUyUKZSqaCTmDVrV+O6/lO26Ynw/YBqrcp+s58N45votFv4gUdiEw5PH2bCFfh5B6kkwlqSOGTXnsd54OF7aSWNdNFKYUh0uh6ZMRYH1V1XLxXKjlIoIbC2u5BuusDZis7x3PQBHCfHQVFmoKBotwsM5B0cCcrxSFBoo2i0BA/v3km9ukgxGGD1mrXMzh7m4ccfpVJy2L5xDVFkmKs1kI5LGCVYrakEDo5ISEjwA4EyqeXLU8tvd7+sRbdfyOfzXH755VQqFR566CEWFlKr88GDB6nVajSbTQqFAsYY4jjG931KpRKu6zIwMMDZZ5/N05/+dMbGxvA8j4GBAUqlEvl8vp/Gb62l1WpRKBSW3W4dx8wcmcJag+u4dFpNatUqMzOztDsho6tWURkao1wuUymXyRV8lOMQOCWscOnoNsr1sK6PkQItUtfclm1nkcQGozvs2b0DKwFpKBYKOI6L762sevex3hEL6G5Nq1QQWaHSOuZWIOl2s733GNtdLSDNasMk3Qp2FocEYW0qiExC0ZMMF8sMFgJWjz2xd+WU2txz8wqBFTK1cJLgpvEKaAWOgvnpIwwkEVppDs3OEcUJnVZaesT3XfJ5D9dNK9OHYUgUhTQ6MUI6DA15SBL8QHcTiCTmFLNEfyKF0Yc+9CFc1+W///f/TqPR4KKLLuJzn/scf/qnf7riY7uuy6233sob3/hG/uzP/oxcLsdrX/ta3vOe9zzp+1796lczPT3NTTfdxCc+8Qk2b97M9ddfz8GDB0+a/XYqnH322dxzzz28613v4k//9E+Znp6mUqmwbds2XvjCFy7rmKcFkQaLv+Qlv8zuPXuYnDzI3r37mD5yhFq1QRTF/WBJKWXfzG26i1v2YgkgHWQQgigMadbraadXGWJqepYf/vARtm7evCSza/mdsdAQCWj4EuI8pThkbP4AnTvrHHE8SpUR9j/+KA/e+V127HqUdqNNHCbsDBN+cOedBKU8hfIIrThHszLBRedfwNMudGhqn+lpn0JnADef+q2FVWAjrNUrckvNh1O0Owna0YQdTaeTLrOhMWA1HSUwykF5CuEJ8C3KsQgJSoEbChwhaIUJzVizWE+oHxEMFQzuvGZWazpaMjwEUprU1iUk7fby3L/HnG8hCMOQ733vLq688mq2bNnatRCA4zoMD4/iCMnk3p2YsI2NY3bv3MUP7r2HK6+8kvMvvACtNa7nMX1kmltuuQUhJLNziwyUAn7+GVcwMjJCEARHU79XMLM2RhMEAatXr+HSpz2N0sAgDz/2EHfddzfz1Tm2bNzC+eecR06m4ivULfZN7uPg4f0kNsJzVVr/0GiSJEHHhkQLHOsglEQJSdhuI5TAaEOCRUrFE7n0T5VmdR+xhqhdoVTIU1rIU8kXQGs0Ca3I0g6h3dbs2LWb1pEpKsEohzc5zDcXadQbjA1W6IR1FmtNphcaWJt0A1EFAkmrrREYrAWtuxawFVTs1lp34wxtN5Mrx8aNG1mzZg2XXXYZi4uL7Ny5k6985SscPHgQOFp1WghBqVTi0ksv5bLLLmPDhg2MjY1RKpX6y4kszQQNw7Afv7TSc72wMM/Oxx9h395d6CSh2WwRRTFR2KHVbmCEJZcvUyqXGRkfoTxaZqBSYmRggsrwOH5hgNhYwsTQaLep1WuYOGH12vV4QY6dOx6m2miTKxRZu2qCfBCwuFhl88bNK2o3nEQcCdON/bTI/gI2ovt/6NvnhUUYjSN0Wt5Bpu5rE3XSBWqVwPVdyoUya8eHGS0P4NgEd6UVP0w6uTDagON0C8hbAulSyZfx8sMkboFWp0Mxn6cQ5Kk1D9OKFqi1mnRaEUJA4DsUS3mCXEAQuBRyllbcZnauTa5UJPBias0mIlI4rgJ+ioVRpVLh7//+70/Y/o1vfOOY5xs3bjxhYHr729/O29/+9ic9/nnnncdtt932pPvs3bv3hG1vectbeMtb3nLC9uM/74kGy5Mdc+PGjXz84x9/0rb8R6MTg+/7POtZz+Kyy59GrVZl8vBh9u3bx+5d+9i3bx+Tk5MsLi7SaTZpdYMke/RqkqT/FwglMUYThR3q1RrS8ZDK5Vu338FlT386q1aNd2cQy29zohym8yUO5ALOGhhmU7OJaVSZ70Q8/t3vMrn7MWZ1G1dJ1q5ZxaqzzkBJRavZptZoUqu1aNRr0JlG60UWJg2jq9bguDGV8hpGi9sZKA4xfeh+oriKFBpjVxaI0Yo6tMMOSayII4OwglJOIIWLtgIt00rG1kAUJxhrUI5FKXCMQIYBkUo4NGvSRU9LCTNHImzDwSwIHj7YJHR8zrhYUaokaQA00A5XlgUDaUe8uLiI1ppf+qVfwvf9bnmHNBw0bDXY9fB97HrkflrNKpAwNz/NY489wqWXXsrGTZv6nXkhX+CSSy7loYceIopihoeH2bRpE4ODg8cU/luJCE3iBM/zed7zrmHT5g3c99BD/OtXb2WmOk29XaeTtJg8fJChLWkMyWy1xu59e2i2WwgPbAKGdGkOhMIaS6fZBi9AWgeUJApD/MAHa9BxjCY+ISTgR8VGdVqNkMkd+xBOjsroMI4KqNcXKRQE7Q4kWhAEAhslBKaDrs6wMHWIpnQYGRrF2BaP7tlJHLUw1sGRvZBdiSF1d2NT17BQDlKqFVlCwzDsp873BItSCsdxCIKAcrlMLpdjz549TE5OAmlgdbvd7v/OBw4c4PLLL2fdunV4ntePM+ods8fxi8muCGuoLswTxxE6SeiEMe0wImy3sDZGW4tNZigPlmk359h3UBPkXHxyVAbH2XTGuWzech7eqEtHQBR1SMIIz/PJl8tsPuNsjLaQhKwZH2P3jsepLzaolIeW3+QlNaOE6OUHO2kWbbfimrAC2U8dPhrLKWQaj6QUjJTyBJ7CWEEchnSSmA2rxxgs5Ql8xUCxQKAknjTYWGNOcZX6J6S3fln3OxiTxjT5SlFhgAF/FTurMxiRMD4+jKML3P9Qlcm5I1gDrnRwXYdGK2JuoYHrOJQGchSKLtV6m3qrzdxiQuBKlBC4PjiOIZc/NcnzEymMMn689Hz9IPA8n8GhEQqFIuNjE2zetJUDBw+yc8cOdu/axdzsLM1mk1arRafdJo571iRNkmgM6W1odILnBYSdkJnJwxRKJR7fsYeHHtnJqolV0A9kXR6R1uyYmuKBQ4fYWx7kjKCIaxQHWk3mog6lQLNx+zY2b9zI0MAA/bVIR4aw1qZBqlG6uGO90WB+4RBR0mJ0TcSajWW2nbGBVSOr2fVozEP33okO0wKVK/GUdNox1jhIm8a0OI4g8B1sLIhiSyQ1uhtMGUUJSSJQKi2m7FmJ00lomIj5hQSnmFAMLBOrNW7VITwYUzoUIl3B5ASs8ROKuRyO41DMr3zhzV5syG/8xm9w7rnnLnkl7Y7DTovJg/uYm5licXEeg+Gcc8/mBS98ARs3bewLZ2shlws466wz2bNnT1pHaGiQQqFwTDXzlWKsZWJ8grGxce574D7++Qv/wmO7HyU/FKDyUGsusP/gXs7aeDZHDs9y/yP3sXf/PhzlIIVFaN0t+Je6NpVV5NwcjnKIdAJYPMdFQBq4bQzWGPQKs7ty3gDkO8y2ayw2q1jlY20TISIqA0XaJiJKYgb9PJ6vaLVcavUWzck9dNwAaV0CXyKMj6tkOlGht9yFTBeYJV1LyiCIkrSicyFY/jnvpd/3BmytdX9bL4Yon89zzTXXsG3bNg4dOsTc3Fzf+lOpVFizZg1jY2NUq9V+rFHPWnS8SO6JIrUCKxdAHIdAuqZZEobE3Yr+1vQWwPUZHR2mXC5iMSSRRokEVyVE1QUmdz1OfaHJmvWb2Lp1C+XBQUIkC9VF8qUC+WKJbWeei0hCTNgmihJc18Nzlx9fapc8IL3OhVVIIbvnBWT3AWkgte1akaRJUFIwOlRh/UgRkohmu0Urjhgfq7Bt/QTFwEGRgDVpkL/WpK66lV3XSqSB19KmEVHWpkLJxJrdhydpJXVqSYPVI3nW5QZp2yIDxUH2T82wsFBHaEEQuEgFrWaIMZZ8NaRQ8NA2jaVqNjWxEvjKwxiBdg2Oe2qCPxNGGSdQq9VZWFigWq1SrVZptVppFkU3Q6TdbPZ9/UZrSqVSv9PrmcPjOO4vHNkv8a9j6O6XJBEHDgR8/eu38XPnnsXo8OApZwycDGM1a9evpROGPDp5iEMzU5SForB6jI1b1rFtwxpGB4cJlJPGPvUMyt3AZNcF3/colnwqw0VK9QZHZuY5uOeHRFET14koBGez5czzibXgwXvuJE5aK1qFvNOOSKwkJ1084WCFSq0NJkYqQSBdYp2QOBatLbE2GA1hR2FqLuNKIt0QXzWRjqTZETiBhSAkWYhZazSL7ZhDiwHGRHTChEA4iBXW1gH6Rfie/exn96sO984lAvx8gWBgmEd27mNmdo5zzr+Q//yb/4Uzzzwbzw+OETu99bSsTVOXO50OCwsL+L6/4mUeerRbHfYdOMjffOzDNOotpmanUIEkjCJc36MTx3zz+99k9969zM5McWT+CPONRUIdoozF911sksbf9Gfg0qJNr0ChREjZDc4HRBrsLpKViTrpFiiogLUbFc5sHakEQ5UihZyP5zrMzU3RaoU4q0Yp5nIokSd2qrRaESZsk+gigkra/l4KPd2gfCtxTDcWxhjCxHBksUUnijl/88iy2xyGIUm33tZSt1pvOZBe/JEQgo0bN7J+/fpjMs+WpvTPzMwc47bvBVgfbz3sCfWV0GjWsUYTtjvEUYIxlsRqlLC4jsPmrVs484zt1GpVZmdniI2LBLSRhM029eY+ao8+yoP35jnz7HM45/yfY936TZQHirh+ABaCYgkTudSbDRrNJo6rcFZQhqJ/J9v+0mNIka51ZknT7tOssvQ+0taihCGQhgEPxgfzjA3lKPoQdjRFqaBYoVjI40uL0DEQ95ccMd0P0mpl13VCr0SDQNhUKCkpiHRCQ4UsdpoUHJ8xL+DgQzs5UNWIRJB3AxqygedaCoX0PhTaod2xRJ1UMLuewvUgiSUm1nRME+oa261Jdir8PyWMbr75Zm6++eYfdzN+4mm32ywsLLBnzx52PP4409PT/Q6rN6AlSUKn0+mXK+jN5srlMgMDA+RyOZRSBEHQN4W32yH1RpN6vc78/Dx+kCdut5ifn2d0ZChdWHCZGBMzMjLE8MggYwdGmT50hLGBYdZtWktxZADPdXBjS7tZR1uL9Nx+Bd60ezEYk848pRBUSgMU8gWOHJlm3yMPMX94ns5im/N/7umcff4VhFHI/fd8D2GXXyxR4SOtAJOmrhpt04FDQkdHoCXGQsdEtHSEtBJpHRZnY+YPCFolyei4RfgWYdNigJHRJDaiGkDRGky7QdjxEMKlE6ZBiacp9rq/pMPS1ba71nmCXIH1W7aTCI92R/PMZ17JuedcgHSOHQSsNRw8eJjHH9uD4/iMj48zOzvLLbfcwq/92q9RLpeBlVuNXMehFbb54Z7HCPwcsTC4SiIExB0DruGh3T/k8QM7iKJ0Buq4DsqRuL7XLZQFxqQDuudKpE0XZnVVOuBYTH+gElLgeM6KqzG3I42whny5wKjj0WzXCXIeQijCSOM4kmLgo1AIofBLecbzHoVWxOx8jULO4jrdBW1Fz7LgdINRBcJKTHfh23bYZrGeEGuL0csXGb0FY3sTo6VCqCeAkiTpn5ueFahnVYKjv/dSK5NSCtd1+xajnmjuXX8rFUaLi3Ws1qnfFIkUEk+l5Ry8wKXdqfH4zkcIOyH1Rp0o6nQzEntVvlOB1pSS788dZvfjj/K0y3+eCy56GvmggPJ9ECFIyyJp8obrOYRha9ltThf8ll3hI7ozvTSoWfQEkUiLM0phyUlL0XcYKvmsGS4xUvIJHJBYAidA9u5pAKsBgbFHfz9Ir225wjUAEx2TxBohBa5wkMh07TYsTtkwPGDxopjZ6hGm9u9hoSHxB13KPoxuHaRccgiC9PduthJqLcNiLWRuoU2j3kYIi+NKfN+hVAwolwqp+7v9UxxjlPHjJQxD2u029XqdxcVFmo0GSXJsQKWxph+H0Bsceythh2GI7/vk83kGBgaYmJhgYmKCwaFhcrkcIGg06ijlsGp8gonx8dTHvAKsTas6u67H9k0b2LZ+M4GbJ3BBq3RdKUeC8Z00VkeqfoecHqA747egdfodPemwdmyCAS/P5OQMd972f9i3bxcXX34Fm7ZtZ3Fxjv2P/3DZbZbSQRtLYgw4kiiJSITGCkOCwdjU3REnliQyGB0jDOSqsKlmqVtDtWxxfAlxuiRKZJJ0YV8JnbzFdgRt2wbyYBM6nfZpqZtyspgOYwxWpG4ZJQSbN2/mzW/5E6rVKueeex7KdU5I5Z6Znmb/nkMkoYsUOYJcnlptsb+eVu+zVkocd5BSUSjkaDaaGGtxhYsxljg0/SzLOIm7U2+IwggRg5IC1/aqn6cCQ+u0YKKrFEhJO4yJkgThpPEd6eAiTrBs/KiE8UGMTpd88ByBWzRIHWORSGUZG7ZYq3BEDR21QEhcIagEgvxEEaEE0kYInaaGS6uxVvbTsjUqrZNlDbkAVg/nMCZ9ZbksLi72+5AkSY6JE+tZlXvCaGkhyOMFU+89vYfjOP17Vmt9THxR7/dbCUJC4LlpoVop8Xwf3/cIfA83cOmEbWZnD9NuR8RRnEbzyN46hPTr8mAh6XQ4tHc3X12oUZ2vccllVzCxdi25vE+72caiKZTytBtNJg/vW3abTdjspuCnIl8IkS44LEgLM3atb1JK8oHLSMmjnPMYKecZLjrklMbBIh2F53l9y56UsmslOpp5u9SFudLr2rUSYdL4SRyLQaOEmwp4HWOsRSpB6BhERZLPQ5DX5IouxWKOnC/614HvQLksmBgr0ApzLFRj6g1DsxESdhKqCy3iMGRiVZnxVaeWTZcJo4wT6N0USRyj4yR1HdC1qxiDTjS6m5GVZn6ma3tJY6jX67Rarf7sz3XdfoXbsk7I5wJGRkcZGhwk6NZuSmtB2hXFGFnSWYyjuoO+46ClIsKkq1gbi7YWoRw8KZGIfjBn2qEKemvCxUmCXfK8WMqzZesa5mp1pg49wuf+98OcccZZbFi3ekWuntiE1KIIz/XwkNSTNjgC1T3flq6AMOAKhxiB1gI3SRiNm8RtQzOR+BZsZGmFEYZU9Pk+2C0BCwVDrmKxOsFRCtdX3eDblXO8O+zouUhnrYHvc8655/ZfO74z1Vpz8MDBNIi/A9XaIo1Gg82bN/P85z//mCV1ViqOTBLj+ZJOq9kNNoYkTNfukq6DTQxGCJI4wfVcBJYkiVGOJA4jkjBNf5aul7p5tMEkMVKk75MIhDVYnV7HgjQuRq1wZi3EZHcx2DRQRABaiO53SItIWmNIEksngbTYZJp7pJRCGEGn08tNsgibII1CKq8ffA1pYUghJEMDHghBSy8uu82NRoNOp9MXRkB/EDveYrQ0yNsYg9a674I7nt4EbKkFaulAvlJhVK54eK5DzvPI5QOkPCq4Wt1wgDCMcN2AgeIQjkhrL3U6HaIoStPd00sfugVnq/Mz3HXnd/A8j7DTZPW6tQSBgwQc5TA4OMiqVWPLbvPzLj8rrU4NXXfa0bgiutZvJRXKUeR8l6InCRyBrwQOCb6TuqOskmlhR5tacXvnWUrVjaU8er5h5UvdKKPSgovdoGvdT9xwkEagcLBSQCAprQ4oYXCFxVfgKZO6DKXEkw6JMSRW4yqL50hygU84JojDHFEEUZgQJxGOq7Gifkrty4RRxglUKoOEYUS9Wmd+do5Op03Sjrt9c7pWDlb2YxWwYBKNxmKNRUtNS7UIfL9fJbvXUba7f5ueB8bguW7XDLyyGYgUCul69DIu0vlwgkEgjrmHU592zzwsZW/BTNMvUClEmtauuwOctml+/NDwEJXBCovVKpO7H6M1P4XvLz+QOTHQjjUxEQZJYixSO0gEYRT325iYBKEknnIIrSV2oKMTomaLWsOhXLZISboArZTkXA+3KJAVh2C0Q74g8R0PKzTWaOQKXQ5PxlHrwInbnohWq0azGbJYnWX12tW8+AXPZ/369cd0xCvF99zUbRaGOMolXyzgeoJ6rY7j5IjCdEHTfD5PEqWuG9dJM1+sOVooUycao9NO3BUire2lJK7nE8YJcZTguC6xThMYVpqVFiibFjG2Fi3SRWKFFAjVncEbmy7TgOzWA+tGOUlIupYmKyS66xJR6doOCN1J3X9CYI1FITHWpPFGCI5mJ/zo9CxGYRj2XWk9i9BScXR0od2jg27v9aWL0C69DpZmYDndZXl69/FKhVGxVMARDp7jI6UgitroxGCtIIo1ShYolyso6eC6PhKJk2i8IE8UhbTaTcIo6nq0JBoN1lCrznHvXd/h8KF9rF2/iXPPPZuCl2Pzxq3kgjyVwYFlt/m5F29FpqV/+kHYglS4KCn7cZuC3n1o09B7Y7AmSdP3hUBb262KT1eId/t1a3Ect7uAtul7BVY6UdEa4tgipcDq1APRizN00oubxEQkWKwCKVMLobISR/g4ykFIlQo/LTFJmgwjsUjZwRFtpJJ4QSq2rM1jTIw2p1aqJBNGGSdQzBdxVjnkghyFYo78g3l27dzJwuJi2vmqNJsAK1JrzxJRI7uzFNvN8orCkE6n07cahZ0OUbfD1H6OxIh0ZsbKpFHPbbHUF25tOjCk93jPDGz7LpqeFcOYYwtT9joH1V3jSZq0Mmvv2MNDowyUBmk2m8teEgZAxwZXKqRIOzIpPKR1EN0MNbDESVpkzWiDMRojISlC04dGU9OOoIiD70sckbbbVypNK7eCgoIgkCANxkKSWGK78nT94zlZR7l0/avjfxdIY5Q2rF/PN267jYcefoTCQJFffukLWbd+/THxI6cDx/HTdbekR73eJAgKhJ0YpTysSa2G6WBtaLfb6ER34+NSYaOTNBPH2tQipIRCGZ26nSxYJfDdgESn1o5ehd0oXNmCvWGiwKbxLqZrHVFKdn0lmt7dlyyxcApL6qbAksh0kBYGhO3OyEValBKb7mO7CxHbfiqBSAPWlkm9Xk8XOu7d512xs/Rvzzq01J3WE0ZL44yWxjX2rBi9eKPeAN1734pFtHFJjEpjztDdeCaJkg45X6EcD8dRRHGMNgnC1biuQBmFXyqQTwKq1SqNRqNr/e6WQiBhanIvi/OzrF29Gl85+MpjzcTa1I1ul3+NLxw5QK26iOt5VCoVqotVatUqg5UygR+k10BXiEqp8AtFwjim2WxSHhhgaHAIKSV79uxBSkm70yYIAmrVKlJKmq02QS5Hq9UiSZL+gunj4+Ns2bJl2e1uxDFRFON5Lq48GnAP0EliEKnokd0+2xhL0l1mx8YWx1isjTHaIIVCG0NsEmKrMRik4yGsRusYYyOMlSRJGjd4KmTCKOMEekuyTExMUBooMDo2xpo1a/jhDx/m4IGDNGuN1JrR/ceS2V2vhpG16aAeRlE/K60njnpB274fpxWCIbVCrYDeTGnp7LMnjLRJC9gtnX32TPC9dsPRATwNWOSYfZPk6L5xfLSmykpoxTqd7VmNEArHlWnQoLA4UuBIh04oCBNDYjTaWhIroCSorfKZP5wgfIvyQLkQx4Y4MTj0rAoKgUOswVGp5SnRaeDjfyTHF99bel4Hh4fIF/I89tgPedEv/SLr161LxewSToc4qi00GBgYQKMZHSoSd2ISE6GkJI40lm6chhEEboDumusbtQaOI9MgW2ERbhoAnCSavOdhtYM2hiQ0xNoiSQto9oKdkxWm6wsxllae6U04RDrjl904qN7SWGZJ4rYUPdd3aj2SXQOQ6bqTUxcRfVdGOvaI7l+JUBK7grWw4jg+5rFUDC1dMLZ3XSx1ifX2XZqav/Rvek6OCqSl6fvxCmvrhEla5dl1PBzl4bouUqXupSTR3cmRSJezEBIlJY6jujGXlnxQpJAvUa/VWFysEkbp+lxap31PGGv27NnD1q1byY9PdPulldVfuv27dyCVJI5jBiuDdMKQfOBzeGqKWrWK63npZSIlQZAj0hrH9Wi2OgwODbH9zLMolUoYK6gv1Jg8NInruVQXq4yNj7FYrTK+epx2u8309DRhGLJ27VqklCsSRu0w6i5BklqrlAVUep9BL0YPMGksvBQKz00tRUZb2knvvjJIYRDdRb510kEnEscUEQIckaA8CE2YWqdslpWWsUyWmrELhSIbN2xksDLI6lVrePSxx9m5YwfTh6doNZvY42ZqS29yY9J4gSiK+q60nok9DEOiMETJo8uPrISeyOktD9A7njEmLR6JPWF2ubRjhqMZMEIqhHH7GUi9gaPXqRtrwILruKxkliqVi1ICY0MEAs+1tKMYqbquEWFAWRw3rZtjTNdNmHewGxzyhRDhRRijCSPTtSgkxK5EI1EkSOWghEUJF+k6gGWlSzOdym/1VL9p7zXlOPz6b/w6z7rqWaxavZrBcuW0WYmWsjC7iO8EdDohSqUlJPwgzeQxWhAEeTwnzSJLogR67huh0SbNMENJDAJtDCZOaCdpKqC2EEYdXD9HpBNsYtOlRRBE0coG69Hc2m7hTPoxI8Lao7X6MCAktmtztWnlK4RJ06qtFL1F3FMh1A2ptfKo9a5/H0iJtt14ldOwiuxSSw9wjDhaGl/UEzo9a1HPErRUHPXaujQLcqkbrvf6SlBKoRyJ56RWNSEFypHpoq+ql+1lkErhC7+7CKzqZttplHDwfQd30MP3c8wvzNFqNdE6Sq16xvDoY49SyOd54QtfSN7PdSeVy2/30PhqHKXwu1aecmGAYqlIHIYUBkfI5/NEUUSr1cJ1HAJr8Dyf4oClPFjBDQKE42CRRFHM+KpVeK7L8PAoQRCQK+SJkgjlOKxbt67/fcfHx1d2rm039gkFGiIdp2v8yVTwW53Q8wMqJ136yEskOozRgFQOjptes8IY0OkCsVLmiVQazJ2KK4WwAkG6zqU9xZRcYU+XEz8jIyMjIyMj46ec01M9LSMjIyMjIyPjZ4BMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHTJhFFGRkZGRkZGRpdMGGVkZGRkZGRkdMmEUUZGRkZGRkZGl0wYZWRkZGRkZGR0yYRRRkZGRkZGRkaXTBhlZGRkZGRkZHRxftwNyPjJ49O3fhdrLTnfxw0CjPTRVuKgUBocYwEwjiDBggVhBFYrEmswwvSPZa3FYrEWdLorFjDGoLXG2vRYibUYa/idXz53WW3+5OteS6cZoVyFXbeKZj7HmXnBjnt/wJd/8DD1OEEpiVSKXKHI0NAAE0N5Lj53GxvXr6HebBMJl6n5Gt++4x5mFxZxXcmA5xI4hjiJSWLAWjzp0SZmoWORMdzynTuX1eaLrz4DYR3aHRibKLBp83p27d7D7gcn6dQ1iU4wOsEPPOI4wQt8hkcH2H72WraevRbPVzQWGjx030GC/AbWrBpF14+we/8s+/bupNWJ0NaggF/5hefxnXsfYN/BA8SJplZtLKvNAO/92FdxPAcpQSqNtobICACcxHCGUbhBwC5hCJM2QloQFikSFo9M0WqE5CurGJE5knCOXXu+hldus3lLGWyHZqNJoxFBxyWhg1+WWAnGRtzwpn9fVpufvnEYRwm0lISdiDBKyOUclLA0YkgSTZxowtiSD3KMD5coFXLM1ptYo9m+cYJ22KHWjAm8PEmnTsnVFD3wHAc/8MjnXZRUYAzFvI/RGuE6vPUfvr/sc/1bv/EspmdnaZoI4UqSdoi1Ft91cV2F8CRKuZjEgA2J4xghFFIJmo0IawSFnIuSoLVGSkUYJygFgeuAUCTaEkiJlgqDwBqN6wlu+dwjy2rznfc9SDuxSOkyeWCSMGwiHUXg5kh7EYO1CVZo4qhD2GoQtZuY+QWCxw9RWUxwgjxtDFILYh0z16rS0TGLruDAqhJrzj2DQeGxOD/Ho48/yIOP3IM2bXbcf3jZ5/pN1/83lJIoR5HPFVHKQUqJoxTKkTiOxHUDAi+P63hIZRHSkPZoKUKItE/TBqMjtAnROum/JoRAStF//thjjzN9pMlNN31oWW1+9vr1SCWQSoEQuI6DThKkUri+i6McPKmwSJS05AeHGbvgYia2bScfuOR8iTUGnRjCTofW/Dx3334njWaLIJ/DdQWecsh7LomOadRqDJQKxHHIRz/3r8s+1x9+/+dZrFukX2LARAw5ISrp0NCWQ9YhGBxg1aoRrLU4jotQAmM1Nk4IOyGdOGLqSI3JQzWSROK6Lq7jIJVACMAIJDCQz+MXAsI4YXF6lsqgw7ve8StP2b5MGGWcgBHguA6hTmgs1nALAygnhwW0FUTWkLRD4iTB8RzCJCKMY3yviO/7GKtJ1ZLoCx9rLAawFoyxWGvRWqevCTDWYox5wjY9FQuH9uJojXLhkOlwKDJs37IGdML4yDCFTgJYjLV04oTZmTla9SrDw6MMDI1TW6zjBB4mbuKpGN81DBbznLVhI636Is3mIo1GAyscPEezenyAxB9j58P7lt3mLWevw5M5Wq02xnTodDqsX7+O1WPjhE1N2GlTGsjh53wc5VMcyFMqexQHAuariyzUm8weaXDoUI1VGyz1xgLjA4LxsQEW50toUU9FaKQJ253ueQetl3+eAYg7zC3UUcUC2joEviGKBQKDbwVoD51ENFVCrGO0MTieQIkW0YEHUY0Wbm6QoiiQLBrYM0c8KFgYGsWKCKwljl3CWoh2IqrNIsbEeOXlt9vxfJSARFsaHc1ircOQGCDv+8wszDM4UKCQEyjRIVAanw6+0WybKDI4kGcopxDkaDUkOU+xfvU2xocLFD2DQhP4Pq6niCNNGEUIJfCCgJWe6nYnJI4TOp2I4lCRwpBD1AlRKLS2dOodPD8VZ0K4KEfjuBZXObgij9YgVXovCuUhhYcXODhKotBoJCJMCFyPjjaEcQvHMaDEstv8h//1v+H7Za55zrNZmDnAQw/dw9j4an7lFb/Jqol1GAsJECUWo2NM3CJq10mqNeaSIrt37scisJ6DTSz1JsziEAtDLATBwCjlwTW4VtBeaKGdMvniKmrVyRWda60NUioEDuCAVQgUQjhgwVqJxEEgsRasESBgqTDqIaRAWoFFYsxRIQQWrc0SkSSB5V8k1lqMsQgpEEJihGBweJiRiXFyQUDYaIKOEY4AR5IfHGLtWIUR3wIR1nokIhV9bQNhGPe+AcZYSsUywlqMTvAcl0I+oFzIkc8NLrvNABdu387BAwfJVUqs3rgKRQhxh2a7w4Hb7+Pgjv2cu+W5YDXSJBRzHo1mm/0zU9x97wMcPDxFJ7a02wnWgpTpuQzjCFfCxOAgG9euYv2m8xheVUG5HrUZl5mpA6fUvkwYZZxAtVEniiJmZ+aZPDyDCooUixU86WGwREmMDmPiTojvOsQ2ohWFFAoVtm7ZyvjYMI5yMMZg074AK1JRlD6OnWEBCOwx239U9oQerXYVT4Sgy6B8juw/wr2HDrFzuoqNNUpKHNdFG4tyHFCK3ZPz+MUj5DzJoAeuAt+T+I5kw5rVbNywkbjTYurwXg4nEUFpFOMVyPsNVo8UOSDzy27zD+8/DIklyLnpLNKGhJ2QTVvHCZOI8vAQni9p1NvUqoskWuN6LsYkBHlJ4LvEcZtcwbJ/z2Ps+mGdc7dP4AdDSFfieelxm1EbpRRJkhCGMXEcP3XjnoSNxTYP7v7/s/fnQZZlWXkv+Nt7n/HOPo8xR2RGZOScNY9ZQIGq0HtCLakRUguQoQmDLmEIMyRAAgypKAMha8Rkkmko9IBuIR6IqR9TjWRRWVRmZeUUOcQc4bP7ne+Z99B/3KjUS2UBWe681uu2XGZu7vf4jXOXnzhnn++s9a3ve5ZkM2Jx9QwNLbFoIuVhiwJXr2NUQGOSE9drBK0QISv6/ZQX94Zcu3aTU3aBzum7EMpQn1+mn434vd/qMT+vePPDx2iHgrnTERsHN/nMk5dxVch9jywcOud+UoCzaGPodBoEvsIXhrXZkKVGm8V2HWk0vt+i1fCZbYY06iG1Wsh8O6YTezgL3VGGVIr5mYBWHXwVTKuf1qJLDcZRi3yckpSmoqyOhoyMs0wmY5KsIqo3qEQFGCqtSccleCF+KNHaIKUDoTDWYiuLsgHSKqJ6m5mZBWpxm3q9Qxw3iAKf0JdIL0ApRSjh5tYmTz79WZzrIcXhgdHc+ikevOctSOW4dOkpJpMDoihilIxZCyOKoqI0UDiJdVAUlv5Bj3QyJpltoO8/TRSGBHFEHDU4Hs9QbzawtmR3e4Nap01mNZ3ZWVbWT/LAAw9x++qL/NZv/D+PdKyVUvheTBgEBH6IlArP8/A8D6Ukvu9Rq/kIYdE6I88LwBIEEWEYopS6A3Sm5XErHcqB56lp5dx9qV4+DSEEvq9QfnnonI3VSOeQQmAdBDWftePHWT6+Rqc9QzOKacw0iZp1/FpMUKvhBSHWWbSDrHIcDBPyokADyvdxEtydqr/WBiUkgR8QeVCPPJZmO5T68DkDiGbOifMhrdmYdsdjdn6F8aDHsN/jwfsX+dwf32BtBWpxg5effY6XLl1mMhmxMRzz4s2X6I4SLAJbFgQCdFVhrUUbiyfh5PIFHrj3HMfPBohIM5oMaLSHJP3ideX3BjB6I14Tn/3c40ySBIlHVkJh+vhBF2UllXAUzuAk1L2QWHn4AZSmYn84oTcccPLYGqurq7TabTzPmz7VODstRd1ZF/73laQ/j4pRLmEgDdKWzPk+9UaLPOkxnJSMyworDNY4lCtRViALSW4NdmebSgruPnOKxVqLVrvFvfd53Ly9TVk6tAq49y0PEl6KSMqSYR7TTWaYKypWVUKRHp6mt7OxRxz4MNdgMkqRUmCNYeOGRuBz6dlbWFni4WOMIYw85hc7lHlFmHp4vqPMS5Kk4GBrl3Q0Ic8mrK2u4FnLUqPFOJswtgZj7X8Dpkd4QgU4uP0Ciw3H7rhkcLDJpq6oh5J1z6fdu0F+YQm/fZKqn5Ht7aG6mnw84sUXL/PFF6+z3R9ye//jTHq3WVte42a/4MWXr+H5Lc6dfIDJoE7v5i0eefu7+eLLt3hg4Tzam+NC48yhcz55cglhDdl4wvHZgJn2DPVAsDZXY22xQycOycYJ1kmUhMAD6XlU1uB5Al8JSivwowjnLLoqSCclyg8RSmC0pSwcSIESDl1UFJWmMocH+wDKE7TadQbjA/Z2esQNmJuJqNUipAhIc4unFJ4CZyxFZYhUi9m5FVq1WTqdBeYW12g251AqADykFxB4AQuzTeJ6i6LS9Hr7zJgOSyt9Bt1L+DI/dM7vePRrmY1meOGLn6Hb3SUIBHlVMEkSSusoHFTWYaqCJBvx4qUv8rlPf4zb16/TH44pigxnNFL6RM1ZZpZOcvz0CRYW2/z+b/5XHrpwD0WledPb38pb3/JW9BjuOn6KY/PLRzrWUnj4vsLzvvTlEQQ+QgjCwKfTqdPv7/LHj38WXYG2FVIJlteOMb+4jJSKer3BbHuGRqOGsyVFkeKcxtppZUM4wE7XQyEg9AP8MDp0zs4YjHQIa/A8xdsfeYhHv/o9LMwtUF+YQwnBoDekP5ow7E7Yu7VHmudorZFK3gF9AUIpXJ6hMDgLVanxZEm/26XRaNKeb1MPJZEvAUGSHf78ALi1e4P1eZ90UjA42KXXXWQwGNDb3aLRrrO61kLKlGarRq2mmQxvkEwmJEmO8kqC0GKdQ0ifSNbIxbSNrAQEQcj80jku3xzwxAufIncRO7sHSD3mzNLK68rvDWD0RrwmBpMMh0AwbanJwMOTCo8A0JQWJkVOVmgizyO2Pr6nEFLSHY7ojUe8dP0mS4uLLC8tMjc7RxzHeM4h7tycjWPKZ7jzJGUdHAEXEcoBa3XHjAjpdCJu2zH12BIIR6x8XLNGpaf9aSE9giCi2Wly4tQJgkabg7TgfNym1azxtlMXqDVf5FOf+DSz45z3nr3A7vCAjcc+x94kJrdw4ZEHyaoBy8v1Q+cshKQoNNmkIJnkLCy20dqyvz+mXg+IIx/hS0ZphvQkhorhcEgtahDLOjPNFq6pWJtV3H9G0O328Oshp86eY3ZxiYvHT/DYY5/mE5/+FKESYDWC/1alO2w8u9Wje/tlHn7bO1hem+N//fXfYW+rT7uxwMN3nWTw/AaNxTFrqx2UUYSuzmCgWDx2hq87dRdCOExlQEKz0yRqRCwtd4hin1o9pLAJ/mLIY5ufp6zt02zUaSx3SFp7h875LXcvcdDtEy1FvPOeZc4dX6Ld8Ak9jVIGZWF/x9IfZgwzyyh3VBgGuWaSVzgnySvoJyWxcty13GSmHhIFBuk5rLFoLTDCIbTBaCi1obJHA0aGgtm5JpNEs7E9oKqg3YwImj5SCLQtMaakHkc4q7DWZ3bmDOfOPki9NotUPp4XUlYKKhBiyjlLipy40eTZy89z/fYOeenwpKLVOUU63ABz+IpAEDYYjXpcvfwSxgikCsiKkt5ohBEO7RyVKSjLlI2tazz78jOMqgkiBC8EGYXkoxLpHAsrKwTtNqXWZFlGIQUHozEnV1fZvHWD8fnzTJIxC3HMytzhK4oAUspX2lue8gmCCN+fcoLiOKTVbnLr1nXe8tb3EPg+SZFx/fZtrm3c4vPPfJFJloEM6LQ6LC8u8uD5uzm5uoKS3pTjZafrnxBu2paTgsAPCMPDV52N0Qgk1hkWmjEXV+eoNm+hhCP3FB/7wss8/thn2ev2ScsCoSRCeQilWD+5xtLaMjovyMdDRru7rKwuo6sKZyVaO6wx1GKN53sEUYRyGdalRL5/pGOd9HNGOiFBEHVa3Lh1HRWE1DtNhPCQIgDnI2WE8mMQPkZLbA5h6dG0ksoaRlmKUQlKKZwxlGWFHwZc29rk5Zcuk5QV7fkTVNqiXELgxa8rvzeA0RvxmshKi+ffOTWcBjQSC9ZR6QLrCeIgJplkjKqc3FjiYFo9MsKjspZqkpMkt9ne2WN+fo4Tx08y22hSi2Kcc2gHDoVx9g44moKlw4Zf8zjbWuKEkdSEJNBjolhQBhn1ZsADjzxMI65x49o1DvZ7COeoK8uppVnWz13k5cvXuXHlOsXsDI1JwV5vyKhw3NwbMCgspQjJjU/qapxYPUats8xeL+I97zp36JwdhrgW0BuM8T2fwSBBBoASZMYSB3XSNEMJST2KOLF6mrOnLnB87SR3nTnLXGeGza1drt64ycb2Jn57CRAcdAtW71rlPV/3QY6dOM3q2jpeMoInnsGJo92oATbHz9DLAoLNT3AjH3L6Icm5R2IUE+aXC8JkCycvkcmY4fYxLpx5D8fvbjEZZ7TaM2xvb/HiSy+QFwVRPyQMfYzV5IUFoQj8iLwa8vnbVynynNt+Qnn5Nk4Y/uH//UcOlfN8aMkULLd8Tiw2mIkFigqMochzisIyTDTDzPDSbsKLuxNKK0kLzSTTU+DuICsMK42QlUZIw/PxnEZaMM6h9Z3hAgGFdhSVoTpCexhgMh7TrjeJ4wDf95FI0ommUbPgBL4vQVQYXSBEjaKUXLm6z8uX/5BSQ1VprDVIOSVVe0ri1+q0Wm3e/ta3ctAfMckhbs1TlCU1FdGsLzLaHx46Z6ctvYNNBoM9PBUxTErChiPNC5IspdSOsiroj3pc275FKh2ttRXSPCOyBqEcZZbi2RDrfLRVhDLknvP3snDqFCYrWW/WefqLT2Kkz/qZu3DjhM7M0YDRl1phUkriOEYIiRDTVphSiizPaLXbdOo1jM64vdNlp9uj3mqiyzHDZETcaHPmnruRQvDS9avMthrMdpo4BEpIJCDsdPgE4V7hHR02hHNIAVJIsgr+1z/4DMLzePDNb+a+Bz0u3d6nOzFYGaF8QViLiBp1hPKJm/NEYZt4tkaejUmzHBkG4EnCeo0g8DBVQRB4YDST4Zh6KPA9R1noIx3rdJwjYgnGIWRMqx3geT6eEuRFhrHgqxBPePhBwOrpu+iMJpS3t5hU4EmPrLLc2N1DKEngSXJfklpLuxmxsNDihcsFFk3gV8S1gDQRpPr1PX2/AYzeiNdEVuTISoIQRNG0zGsBIx3aGbKsIPAh8CRFUZFXOVY6NP70wn+FVAhZmXFz8xa9YZ9m1GZpYZm5uTlq9SZSSqwFbafQy9jDt6XyKmBG1nCDAbvDLR66eI6kTDgnPUzd411xyFqrTbK2xtD3KZMRjorZ7i6R8OnkBWXWR3R3uX3Jcu2gS56M6O3usr+3wz13X+Qf/r3v4N/+v34DU+3z7DM9drav8vB7zx7hSGuU8olinzAMqcqKei2kXm+i83y6eDpN5Ne4/8F385Z3/01QEUVVcHliubS/w/bObbJKEMwusLa6yky7zXOffZybX3gK8Zc+yNvf8Q4unL6b3/qFj2IsqCBAHPFmPbNQ4mTK2fs61GZAKR/PB1+k+O5lVtZDsMs89+yQ0bhk5dgMnXaH4WDC3m7CrY2bbO1fw2GoBx2EUGxs3KTdmmH9xDpRXRHFkvZSytbNnIZaYDTZoqyOoC5iDIGShL5HnhX0JYT+dHLFVIa80KSlIaks+8OCy1spFR6RJ7DSRwsPYzVCwEzQIp4oUplBOyQQCusslRZ3BhQMubbk1dErRrONNgJFPXasrcySpCW6zLHGEUaKSpcoMeWYqLCNF8eMBmPyfIR1U6KvddPJqjJP8ZUkNIayKhgMhniyhpIWQYXyDYPhAF0IFmZPHzrndq3Btf4ek3GfwIuwzicrLfv9AZub26CmD0S3d7bZ7vXJhcQ4GGoDvkdYD5G5pubNotqzaCsJvTpC1mnNt1hfWWdGWC69/DK7/RHNzgLdSU6pj6Y+8yVg5JwlL0ecPnUSKTyU8jG2IktHrC62mOxdY9zdJXR1Th9fQUrNzfE24doa6+fvZ2l5BXBcufwCt3a3adQjosgHxCsVIyEEDjslacsjVHCFQCoPIac8ptIUNALJF166gteZI27VGOcJ0jGt6jsY94aMRyP2bm9yOfBZOHaM1vwszqvjnAJjmJudY3l1iTj2qNciAmHxBUijGfR7aI7GMYrjmP5wGwGovYD5lWUUoJ2gMiWVq7i6cZOrmzcZDkYkNoC4Q2dJMldUuDJFJimdaDqFZm2FlQITxPgqpCo0F+66QBDVCfyQVrvDQa+LR/N15fcGMHojXhOlswhjp6RS4RBC4kKBlg4nNUo6rCkJpI8MPQqrsVTk1qAQBFJh3XSBMRgQ0Bv36fZG3NzaotNus7i4QqPRIo4ihPIxQmKPcBNZ8SNWjaNei3hxUjHOR6zPzvENM+tEaU7r5Rt44ibWGRQODwkywOz3qfb7LMUS4ylcZpm3IWQ5sxKkZ6n2N4jXZ2mcWeVN546z1U3YmeQoT7Oze/j2Tr3mY7TF9wW6yogin3pco1VrI6MmeZmgAktrYZ31h95PV4Z0u7uYvGB80GdvdwclUo6dOMM9D5zn1FKHc2ur3LU6x3/8+f+FX/m1X+U9734Pq/MLCFERiApPQn5E+bLmwgG1jiBNSpxzKFngKEBArDSpNOztFbz4fMJDFx9kbnYJ68DzLSsrLR59z3u4eP8xnn7maW7f2Gd7Z48kSVicW2MwOKDojTm+fpyo1mBmMWCtdQbT3MUUh1+My7zEd6CQpJlGCYEJPQSWsqjQRYnJK1wFRotpGwFHhqGoCoyRNB08fPIkd5+7G5N3Se0+ygDaoq175d9o68hKQ6HtkYFRHIT4KiSK6zg1wA8dXuAT1yRSWcLIxxqHH3cIGouMtcSQgQKsxRozBWtmSsy2TFs6QVRDeT55aRHCUeVDyjzlYPMm508sc3J57tA5n1icYaPTwfcC6rU6880Z4vYM7eYcWzu7WClIs4yD7gHOCao0Jx0NsFlBmZUgaswv38XszAoWj3Q0Iaz7eLFkf+Mm+y+9zDvf9maOHztOb7/LlvC5fOUK5c7BkY61lBKppjy/7Y3rzLQsJ46dJtdgyoKDnduIlsfBrSvcunETNX+K0g8ZDA4YdLvE8+sUpSNPMlqNmHOnT3P16lWWl5ZZjeIpOd45JNObuUOgpEIeoWIU1mqsnDxFWItJuvtY7QjCBgQBSljazTbGOKqywGvE+IGPthZTlhRZStxsgGA6zu9HJElGkeUgRtRbTaoqJE00nWZAq9PCGsP88Ta1/PWRmP+kmOnM0t29xWgyoiljZpYWqOx0ks+WFc5Yrt24TlqUdLtjdrd38T2PRq1GGNUJ4xBsxdJcncIYJllFlVhmFhe4eOEeKmO4cPE+2u02g36fRx56gCee+Dz7B29UjN6IQ0Zlp2DGWEOeVChPUTmDJ6dVJE/J6YljNQKHlAKDo7Ia7RwYgbOAMxhpmU6rCoSbjhhPukO2u5v4XkgUhYRBgK8kvucBbzlUzsd8QdjdB2VZn5ul3O9CXrJgKyKlUVmKsI5SSLTycJ6H5wSescjYB+VhC9DKZzb0eNhvcFFLyk6H5o1bJNLhL85zfHmWRrtNpzSsL3VYm28c+jiXOTQbHlZYRODhSUE9qDHXnKMyCWJiiIKYM2feTHv2OKPJAF1MSCcTsjyhKEs67YjZTp3SVlzf3sVpQ3N+Hqkkv/c7HyMwjgcvnMPpYtoOqir84GiXvaHC93yc1rhxiJOKROeMqhztBlSVY7zbYrZ1nov33M/m7jWevfIEy+1T/IVH/zIPPnAPn/xUztPVs+jCYq3PyvJJVhaXuHHrBUqrKZoplQ2wkxQTSU6uvJXewUuHztmZKbdGOEFRWpQ0WAQ4S1GUmEIzSWF36OhODNIaBAaMJFSO2LM83FjgoeU1rpkKU69zSmg8UVEajTaOSk9bJJW1FJWl0JbXWbn/E2MyGtFpz1JWmqrMkMrQbrfxPRhPxlSlBBUhw1msajKYdNFOoJ3AOYE2Fqcddy7I6ai474hrDRwwGfUxQlAUfXr7e9xz7hzf9Ne/kasvHU7DCGCm0+Lc3ReIoojZzjz15hxRY4ZMFwwmIyZpyuCgR29/h0k+IR32KYZDvBLiqMP62t3Mr57EOMXBwQHCEzQ6TXqb27z8uScY7u2z2Ggxt7RCf9JH2ISLczW2q+xIx1rJqYbRaJSxuzdGimuUeUVhQ2pByPatywx8zaDbY6ub0/JTZENwbWtIVdVpZILLTzzLbFPxwL13cfGee7i9scnW7j7zrTZRqO5w/AAkzhmEEKijPKc4g85ypLOsnzrN5o0bBHHIICupCo2oeQRBSF4W5FlGVZVoraftQd/DUz75aELgRyAc4ywnbtbxpI/RhoKKwk07BHYwJh+NCEOfUXK0Y90dDBFhSDZy+FVJZTQW8KREVqAnJVu3tunMz0GlqUUhaZqylySsr60ztzLP7OoKuSm5vb1P9/omReE4tXaKuy5cZGtrExAUeUkUBNSjgGOrS1j7+kjj/8OB0S/90i+xt7fHd33Xd/2PTuXPjG/91m/lV37lV5hM/mxxvJMnT/Loo4/y0Y9+FIAbN25w6tQp/uN//I9867d+6/+xiR4x8qqcjn9acNZSFCl5PiaOa/hIAuVjlcNZ0OWdJwflU2mDwWGEwuAQwqHFdJuQCiGYVpucwFpBlackSYUrE/Skd6ff/p2Hyrm7e4tJaTHSUc20aFSOtLeB88AFEmELPC1wQQMbRlgp0G4qQyKCBmFtFj/0YTam7mkiYdGFIC+hfPZlDp5/icbJY4zTjLI2SzGxDLv7jLzDLxBxzUMIR+T7COmQ1mOuPcPq0jIvXf8ivufjeW3mj13EGUuVp0hrkW46xm1NTihazEQ+NSfY293hiccfp9Ql3UlGFDe41hvwhf/6m7jSIGZWCXpDtDvauP54UiKdwRcFgjFSeFhnKKzBOoXI28xH93Hf3e8gm1i+8Pin2O9vs/7OCzgL1156gSc+9nuMbl1jxo8Q7QanT5+m5mkCLEifWHl0wln8dKo99OCpr+LSODh0zmmhQYPVljQvcdagrQVrKQrHOIPrPcsLOyl7A0O90Z620YRHO4C7hOFYvcHNZJ+XypBjs4u04jYy1IzyIZoK7UBbR6UNpYbSuCPrGClfUlQFWVFM76hWMR7mhFGALgMG/Qlxu0UnnKc3KEmTcqrFIzTG2mmF4g6vzOEIwoBjx9c5cWwdYUqySQ/hKdAZb37wIt/4V/4ad587z7PPPn/onEdZxsLKMeYWVymyikqLKVDMSgKhiKQkcIaWJ/AiH5eF5GEN1wnx/BqBF1LlJVIEhFIx326xMjvDrRdfRmYlJ0+fYGl5gQsXLjDa3aDYvsrOFz/LxjOfPdqxVgolfQaTCaVqsz8SJFcOCMKQZuCzvbdHvelxkGj2Swm5plEL6SYCFbbwtUeeDNgc9okDB0ictnS7XUYrS8RR546821T/SFiBFFP9ocNGmo25cf1F7jl5kv/LOz/Ii+dOsDvKKPf6+Aqs7+HXInSRoHDEQUCtXaMWBiAFDkdcU/gym/LRPME999/L5sYueV5gAwsCispQqyuEJ6dgXx6t6vz085dYX4XZ+Xlm55fpDQa0mi3CVhvrfNZO3UVzbszK2iq7Bwds7mzjTcYMBxNu74/ZyyydmTqLi4tEbUlebmOtICsrXrh8GVdp0kmGdg5fCfa7XWY7HT73+adeV37/pwBGzz333P9PAKOvJH7t136NVqv1PzqNQ0We5ygp8QnxhSQvUmQADUJqFgJfQCCodEGaDvGDgMbsHEkBZWVwQmCsodQFVluctThh8NEgSoSRWDdV3XX5mPLgGv3tG2h9+JJydzLkdpKhq4p6qGgsLZOgaThFmBWUo4JMeajFBcLja5RZgu4nqCTFpRrXVHizTZAVIknxluaQKx38UmHHCcOXLzP5/DM02w3cksdkc0hvf5t8ZvXQOTcaMdZAO2pR2RRpFCY3yEKz2llD+pKwvk6tvYDQBTHgyYogkniNGjKpYScpzz39HMalpEnCwTClEgGysYQfSj5/5RZpmSNxLJ46SdNzmOLwqtcAppBTtes7pPmqKvF9n8Br0vZWmGlcxBeL6Myxc3OInMyzFi9hJhHPPHWJ2zde4GDvgPFkxCg5oLN0irjRwrmKpRMXGA320XlJrdkgiFsIJblx60UKe3hAd2V7SMP3UQoKU02naoRFCInnRySpR2+iEAZWlKKFwSs1TgjWsJxRgmvjCZ8dTshnllFexaVJRdgUhCJGqxqEPnYywuqSSk9b0u4oo5ZAZkpkEKCFBSURzqC1RY9LlPIpS0VdtnCmRjLqEQiJFwV40pE7i0Ih7HTAASVptptcvHieM8dPsHPzGp7LWV1Y58Sp+/m6r34fS0uL9Ic9jnAp0h2P8IRAoKisxGIII8Xs7BxzM03CQGLeehHpKiprSbKccW/MaDBkMEkYZAVZ6bBGYMo26/NznDxzAlmkPPLQBR58073EUvHyk0/R+/zn2X3xaQ5uXmGnd/i2NkyBkUCRVaDqHaTnoWo+UjmSqqK1dIFSjzkYX0MTYqVP4MfMhAFGlXhYjq/NU6+vsLQwj8BjeXGFhfk5ZudmqMUBZVHgtHllOvRLX4fPeUrKf/9bH+ZUrDh29jhPbI2YW1ji1OoCeXuR/n3n8MtjLNVDmoFHIAyBAj8IiSKfUCmMNtP1YzCmN5kgihJtLNJXeEFIWpbMyamWU5Eb9BERf1IUONlkbf04zdY8L734Aq3WDE889xKqXicKYvaqEX5ueOql6zz+xBNI38OVFQKfY+fO4rVaBJOC0+vrzEU1bm11qc/M0Go1KZKEPM0pjSCII4rKcNeFs6w9//qU0f+HA6P/f42HHnrof3QKhw6rNYHyaEc+WIusdXC2JN/v04wadJodesZA5WipEOmFWCdpNNuUWUZWVlDrIKxFD/cRZZ/Y5YgqoyiGSBlS2RAR1AhMStbdoZoMmEwO37c2nke/0thRirIOuTiL8QP298e08gkqT0mDECGgHtawQYyRTSoOUDVF6/QKOgww169ANsHuO6qdAWpmnvryEi1Xkuxu06gMnU7AXirpDxxBfPhx/cDVcapCuRoIhRCWNMnZ3d9nZnaGucUFVk5fpLE4Q1RvYEwbXYxQVlBoGGen6PfHXLu5we5eycQ18VsNQhxlnlIlYzDFlNtgLLV2kw98/fsJvaNd9gd7GVEUUY9nqfkd4rhDvbZIHC2w3DnLfGOO7e0NpJDUay2U9MjKjL3uPnvdPcaTAf7CCebiGWppxlxnCeUprAzoRA2KYkKqE5S2HGQDpJmw272CUIe/W7+w0ceTHhsHI3zfY7YR4bKSlbkl1lpQSzJODw2nsxTPlIROUHeOOBCERjPRhgGKpmzSGTj62ze4JEvWl2Y43q6hwpA4bmLGfWxZgPAphENztOmdwlSYNAEVEsc+pqxwKIrc4HkBJ07ezdziOfCbnFipYxcqKqMpioKiyHHO4rRFG42TEMQBwlSYImVxtk0oDBfuuYdH3vxmjq+tMJlMKMoC5R/+HPF9hSkNWE3gK1rtOouLbTqtOrVQTcniblr5tE5grMCaqQKskQ4tBKWBQX+ELQpaUZ3CE5w6u0onyxjeusLzn/oMn/2Dj6FvbeBbS1ZW7GZHO9ZKKaxxGGtAyTstUfB8n7hZJwiWAE2ttcL2zWv4vse9Fy7ytocfxkiNFwcE9Ta1epNGrUG9XqcWR5hKY4sMUZUM+j2yyRhjy1eGVI4CjLSxCOlYbDamnNA841grpIHkwrFVvJlZLjbeQmQNvi4oJhMCPyDwPJASp3ysnEp5KMDqil6asT1KuTpM2EtzhpOMNM3I8gqnDVYIKn20qvODDz3APefXmJutkUwyzp48wU5/zO995vPcc+95pFY88/IV3vSgIilLusMJvu/RjEJqkcf60iwnT67S3dtnttnm4bMneeqZF5g4iXaOzFVUtiAMm7TbHUajIXHo8953vvV15fcVnf1XrlzhX/yLf8Fjjz3G5uYmMzMzPPzww3z4wx/mvvvue+V9H/3oR/nbf/tvc/36dU6ePPnK9k9+8pO8733v4xOf+ASPPvoojz76KJ/61KeAV2urfEn8r9fr8QM/8AP8+q//Ovv7+6yvr/NN3/RN/LN/9s8Iw/CV9wsh+I7v+A4eeeQRPvKRj3Dr1i0uXrzIT//0T/PWt76Vf/kv/yU/+7M/y/7+Pm95y1v4t//233L27Kunif7Df/gP/ORP/iQvvfQStVqN9773vXz4wx/mwoULrzkOzz//PB/60Id4/PHHqdVqfOM3fiM/9mM/Rq323/Qo/vtW2p8Uly9f5gd/8Af5gz/4A4bDIadPn+Y7v/M7+Y7v+I4/+z/k/6gwJbONJoqS3WRIFdWpNPjDAfMzMySeY2MwwdOOeqkpxhmDvYR6Z54qGdGfZIiF43TWjuPNKuxeijfaoxjsMhnvgfMYFx5he47VTg1pcowxiCOUZ9ePreEmJb4WYKaOTLf7Yx67do27pOYtTmNyQ3lrg0GiGTfrpJ0WZrHO2uoyXmceNrZR/WQ6/jwYke1PkP4u6e1tbKdGcGKJsDKEgebCiVl66Yj24usTDPtyoaxHEHqEStBuBtSER3t2iZX1VRZWVqmvnWf21HnqzTaBHyICD4ejynP29g8Ybx8wOJjQKwpGRUaRZwhdItxUlDAIwJcReVEQBwGR8jjerDNXPzwvCqDur7LaOcX68j3MdU7TaS8Thw3CMKbRbFCPFetrK4yHY4aDIVKCyqEoS4qqRHiSdqdDo1nDOUO93gSnmCQj0myCH0mEbGMDH+d5JEmKthmFOXzbcmNYMO9LsknCTCxZ1obVuM3FlXOEvQOSzU0KLUidpowiqjjAKzPmdUE5KUi15lioONeKEWmPW8N91mbqnE4VjaRP6hRaBaSTPolIod1kL/AYcTTNKD9WFGlF4Gp4ajpRNxhntDsLXLzvTdx777tod9YADykkDoc2mkqXaD1VAzaVwWiNthXWGTwB8zNtFudn8ZRicXEJISUHBwc0m03cZMKVyy8fOmfPGZw1dFp1FuZn6czUCELwJCihkUxHzBUCKSRKSszUYg4p3NSCwjo6jRAZKxxTxXK7s8ntP/wMN7/wGDc//zRy7wDpgbY+E+0xcodvtcKUY1RqRxB5RGHMZJJSZBacwtqKNE/xgwg/bLB67BSR7xEGIZ2ZWaI4wlJNvSOrgjRxVFVJmgUoJ1DaEHqKWr0NDiaTHlLII615ALk2aCpudsdcuCvCMxVn5uYQzRZEAV4YEHfaVKMJIgypNTtTqyYpEFIilI/yPFxVgq8QzjAzHNGKRtx94W6SeoObG5tcfvka3XFKqi2+pyjzo02lPfLgfSzMx/i+ptNukk1CfvvTn2CYDGgJj529HlleUlnLTKtDPaiTZwWlc5Q656UrV/Bjn7x0PP3STQ52trl2/RoqDHFY8iwnDCNCVaDHe4xLRTros7q4/rry+4qA0dbWFnNzc3zkIx9hYWGBXq/Hz//8z/PWt76Vp556irvvvvsrOjg/+7M/y9/7e3+Pq1ev8mu/9muv+l2e57zvfe/j6tWr/PAP/zD3338/f/iHf8iP/uiP8sUvfpHf/u1XG9j91m/9Fk899RQf+chHEELwvd/7vXz913893/It38K1a9f46Z/+aYbDId/93d/NX/krf4UvfvGLr4CxH/3RH+X7vu/7+KZv+iZ+9Ed/lG63yw/90A/x9re/nc9//vOcO/fftGqqquKDH/wgf//v/33+8T/+x/zRH/0R//yf/3Nu3rzJb/7mb35Ff/+lS5d4xzvewfHjx/mJn/gJlpeX+d3f/V0+9KEPcXBwwA/+4A9+Rfv784pYSZYaDTb2NvHriqgeT31z4jVWz5xkezJCNSN8BKFzlIMxNjOk1RDfq4hij36eILOMuYUFAglVb4Nxd48sPaCqHKPUoUZ9mtUMVTKaKrEeYZGI2yGVZ6k1QpCKymo2eyM+sblLf77FmSAiEiV5MiSrDBt5g51hl3qnQVmPmFjH3KBPWzpEYXCVpcpz9MEBbmeHpB7irS8yt7iE3jnAjyLuXVugUz+80Nk963PMtQJm5+dYXFpkYfkYrdVTtNZO4NfnyGsdKi2pTEUGFEnO9t4BN67f4uUXX+b6jetMBvsIUxKIKXEx9Dx8zyMOpoCr1x9TZRnzsx2Eg/mFWZaro7XSvvZN30KrtkgcN1hcWsb3pzYlAkG7EaCrikF/n/F4iPRCVGCpKZ9Wq4WxjiRPybIJw9E+aZ4wSjQg0KZA+g7PU3R7fbQuSbOMPMuwIqesDr8Y91PNzIxh3Vc8EITc73zmVMBy5JE3AtKZBrdFzAulQdRrnGzF+Fu36KcpVaYxlSGsJtQDj3KQ0p6MaNoSPRwxsRWF9TFhSOUKKjXlW+37EVeOeANRKiDwLC53OOmoco0nGtx733t531f9RU4cO0sY1KZtoC/xVQRTsZw7aqrCTkfChZiS6gIPokDdGU9XjCdjLl9+iTAMCcKAx//oM/zx5w5njAxw++pVLtx9N6ePL9FshAjpEPKO6rObTkDZL01iCYsTU/V7d8f80xkH2qKMRac54/1ddq9eZ+/jj9H79MeIFgzNGkwcTHA46xiHkiw+GuAXUpLmJVYohBIoJaiq8o7sgUJJhVcZlLCEQmCFZL/bxeiSdrOJRGNciRMGJxRIhe/7tOoNakFEJqBWr9NuN0iTMYKjVV1g6hhQac2nn3yWB9cXWVyepaxKZHcHMZQIP0S1OlgJOImq1ZCB/4rFm5MKq/XUykcIXFViEFRlidnZor5yjEfuPsfd62tcvXqNp1+6QaFzGs3Di1ICeFgagSCMQgIZcLvbRVWW1Zk2cS1ABoJ2p0GRjIiVI5CWUldoV+GLgDKZsLe5RVjvkGiNnI154OIFZuc6aF3hex6tVgupBJPhCJ2XLMzOUNrXt15/RcDoPe95D+95z3teeW2M4eu//uu5ePEi/+bf/Bv+1b/6V1/RwbnnnnvodDqEYcjb3va2V/3u53/+53nmmWf45V/+Zf7aX5u64b7//e+n0Wjwvd/7vfz+7/8+73//+195f1EU/N7v/R71+rS1IYTgG77hG/jEJz7BF77whVdA0P7+Pt/1Xd/Fc889x3333cdgMOBHfuRH+OAHP8gv/dIvvbK/Rx99lHPnzvFDP/RD/OIv/uIr28uy5B/9o3/Ehz70oVdy8n2f7//+7+czn/kM73znO1/33//d3/3dNJtNHnvssVf4SO9///spioKPfOQjfOhDH2Jm5mhmfYeJlfkOD1+4m5maR64MCB+nHWszJ2m12uhKEygfKSxzrSaDRg01nFDaClkq4jimzDRZf4e+77HSWiSeP81k7wYiH2KqDGEMqhqT9QucLrF2epEfNkqb4LuEpoqopCWvCsYF1GpN3Mwcm9YxIyQoRS4MmcmwlaMcaq4/26dXa7Beb7CCxR+PMMMUnWnyZEihK3QS4JcT0svXiAXkUtA4fw8mVofO+Rved4og6NA8+zbmTt2H35ghiGOEUNjK0PE9CqXpphXb27s88+J1nnz6EvtbWxTJEOkKmr4jDPzp07cU1LzpE7bE4ipHf+sW4+GIYzMPYXRBT8V4g91D5wywvnA3DkcUBbTqNaRSdA+6jEYJo/6ErEjpD/YYjfsIIUmLEQ5LqzmP58UIaZAeeL7C0z5CgP6SsnGuybKc7M4ETVlVGKNxOO6MNx4qKuPQRclK0OCY8kH6TMqK4f4O6eoi6UKTUS4Y7wxYEpZTVtMsCqwt8YNpu2NUaPa7Y7I0RxeWQVWQeALpNMZWVEGORlMqQWUt+6LiRno0YJT3DYEDnRfE9TaL505w7vzbeNPbv47FlRP4ajrVJMSXvqbX0PTn6Tkh1VSoUEiQAqJQ4fsSayzWarIsxegKGUW89OILfO7xz5InhwfPz33h83zwq97JYqeOtRVCTkfTnWOaBAILaGEAgzDcOWMFugJbaUSWUu7u09vYZPOpp7nx2Gcxly4T5V3CCyuMPYG+7eEZg7aKqh4TzBztZu2cY3e/y6C0FNmEwPOx1mIrg9YFgR+gtUVJcJ7ACYFQHiurq3SaDXrdPfqDAQ7DbKdNox5TliV5f5fUQl5WIARBVCcK60glpzYAR0raggq4tt/jk597kr/4rgep+1PVbpeOqW5dgpP34M8v4/ICp6etVaM1aI11Dp0X2LyYeh0YQ9UfkO0doLOUycYG0doJFh58gAceuJ+BUWxtbjC3OH+ktItkTMOvI4Vjb2MbnWje+/DbuC/LmVucZanVZnW/R01Ave7zwMVT2MqwNNdhaWGWhcV52p0OtUabehQy3/Bp1WPCKGKcpIRhSLPZxA889vb2GQ8nlKXm9s5tjp/9s4VAvyJgpLXmx37sx/iFX/gFrly58iozyhdeOPx455eLj3/849Trdf7qX/2rr9r+rd/6rXzv934vH/vYx14FjN73vve9AoqAV1pgH/jAB17VpvvS9ps3b3Lffffx2c9+lizLXjMpduzYMb7qq76Kj33sY6/J7W/+zb/5qtd/42/8Db7/+7+fT3ziE68bGOV5zsc+9jG+/du/nVqthtb/rT/+wQ9+kJ/+6Z/m8ccf5wMf+MDr2t+fZ6y0Az7wVY8wODjJOMsoK4vRjnoQUZQVizNNxsW0VB9FIQe1Ea1oSKkrsiShN0iYwzCYZGhtyK1iaf0i7bpPf/Mltq9dg8EuNb9AuZISgdVTR+rDRlR5JNonUpaWSZDjAaYoOXP6OKvry+xv7xFLn8CTCA2xFAT1kDxLyfYGeA3NYE5QTCY09reRWYqoJIUryTFoq1FSgBUoY0iKkho+xxqHL98P/ARZtti5PcGEXcJwgoebiszZqRdQUmRs7uyztbnNrY1tJjv71JkS4H0ZEXughJ2CB2vRlX6FI6FwNEKfg8mQbrdLJ1Rc/fwfc/f9dx06Z4DN3dvMdhZQKqLfG1Or1fBkRLMuyfIUiWB+dolGvU1ZFTSr9pSI7yxZMaQosingsRrH1JcpTRPGkwl5VlJVFdZNFZud1SAs1rrpYn7YsI4lv04Q1jHtJtfaTeaDgKXFOeoX78IrUlR3yMxkxNwgpbG/j01TrAgYOciURWAwWYELA6K4Dgi0LnHl1GwzqXJS4SiFwOJRRj7SC//M1P608BNFzZeooMbq/FkeedfXcPfFR2jOLYHn4Uk3FVWVEnFHH2f6fWrMNW1buVfGxH1foZQALHkxbU0qNRW63N7coNvr0qzXOHFs7dA5F0lCOh5SNEI8pbBYhCdQwpu2ce6Q9gtjGY4GlGlJpzVDGEWQ5uR72wxeeI7JUy9gkhxz8za88CLeeIQNBZWUVEajHRjhsSMcQ6GIwqMNuxhj2e/32dzfptNqMje/iFQ+vEKir1DW4skpsdz3A7wgRHo+yvcJowjjLOMkoVWPWFo8ThhEPPvFL/Ls008zHE9IiwI/bvLOdzzK/HwT9SVXgUOGanQI6g1Q8PRByoWtLvfEPjQ6iCDAs5rq1ksIqZALq4x7fbL+kIYUiLLA5jk2S9FZjs1zjK6Y9AakoxFlnlBlOd6tXfzZOcJTp2ktzpKUCTO1o4HQ0BOE0jEa9xlt3ySSISfDgBVnUVnGbKvOYqOGsg4Vxcx25unMNDi+Mk+7WScIgun0JVMDcpyBO9ZSjYZCV5rhYERlJaOkJMkq/vBzv8/BQcU7H334z8zvKwJG3/3d383P/MzP8L3f+728973vZWZmBiklf+fv/B2y7Gi6Bv99dLtdlpeXX0NMW1xcxPM8ut3uq7bPzs6+6nUQBH/q9jzPX/kcgJWV13JFVldX+f3f//1XbfM8j7m5V4ufLS8vv2pfrye63S5aa37qp36Kn/qpn/qy7zk4OJpg2aEjG9MMUtbuWgWvBl6EtpAOhqRpivIDkqwiy0ryImclSTmTF+R5Tq/X40p1jROzNaxf5yAxOAVx2Gb23FtZPf0AK+cPGO/fpNx7md7GVQbpHlJmqCNwgnUieTb1iRoVdxcT1N42oSl44MF76cwscH37gFxLBA5hIa40VqTEOEIHM35AY32VaveAZGMTnZRYPAocMqxj/YhC+IQzbUoH/cGYojsiu7XJ+//s9L5sFD1LlY/JJ7vsbd7G8wKccSjfRyoPg0PrkiRJaNabrLVjBl1NqS2FLaiMJRJTjSljLNipuYCEKbG1LAmiGnOdJiutkIdPrnNycZZEHd60EuBzT/4xiwtLzHYWCXxJo9FkbmaR0A8JQp+oFoKbXivWNAiiiMFkwHDcJc1TijyjGPZIy4oCgbWWoizQWmOsxjoDwuBEhaWcVmOqkrI8PDnfw7FYa7DcmqUmIDfQtpqaHiP7O/iTCV6uaWQjikGXZDiico7rZclzWUUKnFGSM0GA8gP8uE7g+1RFzmQ0JNUZiRHkQlEJyZ4JuD0u6ZZHM9tcaS1Tr/tErTkeeMtXc99D76ZWbyE8gfDMlKeC5EvL5PQV03FwwZ1x8GmlyPc9/EAhhLujOm/QWjMc9NnZ2SbwPZQUNOp1zp48PDCSXsDv/sHHWV6c4+TJUzSbder1GCmnytJ+EACSSVFye7fHZFxwcjVkzp8wfvY5dp/4PMPnnodbB5i4xmSY4NKMEoMQCtnPMbsTnFNsKcNzecJg4tFsto90rB0wGA249sKTdDoL1Bt14npzaqdiHM5NAYxA4OwU4PUGA574whdoBB4z7TrkO+hhjz2bMzczy/l77mVuYYGt7S263T6l0ciwzu7+LvV6gL3DCTxsPPz138D9504z7O7z3B8/zWc3E1YXCub9EdbVEPECTjiqnZtY5bMxzNm9cYtjnmROWESeYoqcIkvJxwlFELKTa4r9PlVRoC3IcQ/5mT+iUxraS4vkaYKsjkZ0j2MP5cGzzz/H/uYW73rL26j7NfLRBDPOKBG0PMmoN0B3CxY9RcMJAuuhM8hHCZVzNOoh9VYMKsZVhrzI6I0y+oMh+/td9npDsjynyCds3LpBzX99wqVf0a3oF37hF/jmb/5mPvzhD79q+8HBAZ1O55XXX7KRKIriNe97vTE3N8fnPvc5nHOvAkd7e3torZmfP1op73//OQDb268d49va2nrN52it6Xa7rwJHOzs7r9rX64mZmRmUUvytv/W3/kSi9alTp173/v48w7OOg61riMU1OvMnqDdreEFMEnrkSUCjXpuWr7VlOBgyHI6JanWM1oz7A86vLWOEh1UR++OS7sTSH1ekw4RcSERnhc78KdSJB5k9dYv42vPcevmpKTH7kJGM+zzZG5I5SSNssJ6MaXmC43edARfzXFFOR0SVmSrPWgFZMSUnKklpSzQar1VnHNcZaiiiGpmuCFstcikZ41BRRH9SkcUdht1NzNbWoXO+/mLCRlrwrq9+C6NBl939LlVR4IchcRAipcL3PRY7syytLLOxtw/WkaUpuzduURYZa8fWqdUilBAoT6GEJM9y+qMEWxZ4Dv7Co+/hPY88QC2uI5xj5I5G+Hzx0hWe0c9w5uQ5VlbXsK4iulO6PnPmDO1WCykkg/6ANMuI6zUqU1GWBVmWkyQpRZqB5xOFEePRhHSSUukSnEUA1hgqXVBW5bQKVlWU5eGfrKWQdNbXWX7kQbxkQvjSFbrXr/HMbox94RaFqXBBhB6OKMdjpHbsGckfast2cw7rYDDqE5iSubIis5YkCMirimFZkRpDLsAKAVGdveUVet0ek73BkY710soafk1RX1pn5dxdqJqPVRblJMJakNNK65faZkrIKZdH3KkU3WmveUri+/IV+ZnReExRlhzs73Pl5ZfxlGBpaZG9vV3KMqceHf4pJWq0efHKDS69+CLRH38BXyrarRaNRo1Ou8Xdd99Npz3LOK8oK4E2ksHeFm54i/EffJL8iUuY0ZitJOXlMkfkjjlrUQhs6chv9MjGmj4eL2YJN2wFVUF4BGV0mFJD0vEQXaRMhj2S8YBWs0HgexglUFLgKYWSAoGgKHLKPGF38zpbN29w7sxx3n9/zLEgo6DF1u2bLC2vsra6RhzHVNUeFkuZJxzs79Cq1yjN0cj559/0Ts6dWWPc6/KFx5/k1iDjj67s8oH2GZyoSA/2abdqaGMZ3LrGwEZMsoTrB11yq5mpBVRlRZKkjMcTUi+i68coDU4LrJhWJK+/8DLtysDDb8FzmtYRRWJ1lTMY9Xn+xZfI0oQH0aycXKHlJDYtqbKcJElYmm1jxglFnpNIy2CUIExCtrlFsrNPc7FF++wquwX0ugO6gy47B332uwO6/REHvS6BEqzMz9CqRax9mQLIl4uv6K8TQrxqGgzgt3/7t9nc3HzVlNeXJtGeeeaZVxGyf+M3fuM1+wzD8MtWm776q7+aX/7lX+a//tf/yl/+y3/5le3/6T/9p1d+/+cRb3/724njmF/4hV94hcsEsLGxwcc//vHXtPIAfvEXf/EVjhHwCjfp0Ucffd2fW6vVeN/73sdTTz3F/fff/0ol6/8MsdhuUSVjdjduc/XqFju9EQvLa5w5c4pmJMnHE6SKUNKnXRPU/DqNemuqgD3X5K5jSySFJi0dWwdDbm7ssxgGTJKSzV6fW1tDNqoaVdikXVti9YEWjXadl549vEDbxZbm/Ixla1DymPV5z3JAsxYx1+gwHJSUtiLLS7xwSraQDko9lcWn0HijnDQvCKUit4LbYcxtHBpBqAusP7WJ0N2MQeahWh1y4WgcwWX6Utrm2LHj1OsRo/G0HC+FAyEx1gGWsqroDYeIwANnCZSkmEyo+gek4yFZu0mjWUc4KIuKMi/QpsID0ryYenvNzmFkwMEkxTmLUEdr7yzMLvD5L3yW1dljjBuOvb1b9HoH+IHiuWefZXl1mXarQ1Vo4npIEHrE9TrGaibpmLys8GptwihmZ3uHK5evMRyOmZmrU6t7lGV1R6W3wuiKLM+osoJkcvgna5Sgmu1gH7yIqdUZ9hJuPfkksp8ixYhEVjjPo2ZLYmfxheKyC9ifmad9/DTSEyTXXma3t0dkuENUrbBWoPHBlzgM1hlyB1ktpmZmERuHB84Ai6tziNBjWFS8+OLz9CYDjh87ST1u4HtTrpBQBqTEOsBNgZETUw0+icYXGk8GCGoIJDu7O/zn//LLtFstanFEHIWsrayw3+3z3KVLBJ5A2sNXBDQK6Yf0hwPyyjHqDUnGIwJPIXA8+p5389BDDxO1W6wsL5B091G9FzH7z6N7m3iDlP0k5Q/HB1yxhoZTXESxZqcCl5OhZkdKrmGYhBG1oIMXNQjCo53XWleUWcqp4+sYI0hHA6ITx6c+Z84hlcJXCiUlVWWnU1Nlyuatm7xw6Rn6vW3OLb2J+86uIVQA0nHr5nXuOnuWVrM5BftWk5mUZDKiVW/iK8XtrY1D57zfT3l2o4dXZiSTCaGveG4zZ22mAVHAyxs3+b++4wFE1GCcO8Rsi9nFBfZvb3BrZ4+808I5yPKcSlc4CppuBDbDKocRHiII0FZQbN9m/IcTzr79LSyuHF6/DSDNEgb9lLnZDnKmxf7ONguzHZrNJtbzkI2IOPSI4wjhKnr7PZ794iVu9S6zPjfLscin1fLJxwdcfuo2T26P2BxOKPKC7a09dg66WCEpq5JWvcZsu0MQTM2TX098RcDoL/7Fv8hHP/pRzp8/z/3338+TTz7Jj//4j7O+/uoRuDe/+c3cfffdfM/3fA9aa2ZmZvi1X/s1Hnvssdfs87777uNXf/VX+bmf+zkeeeQRpJS86U1v4pu/+Zv5mZ/5Gb7lW76FGzducN999/HYY4/x4Q9/mA9+8IN8zdd8zVeS+p8YnU6Hf/pP/ynf933fxzd/8zfzTd/0TXS7XX74h3+YKIpeMxkWBAE/8RM/wWQy4c1vfvMrU2kf+MAHeNe73vUVffZP/uRP8q53vYt3v/vdfPu3fzsnT55kPB5z5coVfvM3f5OPf/zjfy5/41cauxs3ePqJkqjR5tmXr3P5+gb3P/JmXnxxkbc9cJ6G7wjCOkgfIQWtepvSFLg7ol8G8JSiqhI+99k/4JmnX2Bt/QQPv+VdrCy2aV56nmiSci0rKW3ISBSsnr6bIh8cOudHjoUItcInn97jpZ2Ex4XmzHqbamef4SjFWk1S5TSCGCNAO0tfCEZCIZ2hZixqMEGmBTKucxvD5aqiJhUdPBpBDR9NMh5iCSDpcVJ4zJvDV1++6Rs+wPGlZQo/5PrWFvOL84yGCc5CFIZgDaU2JFmGHE6od2YprST0BMdWF9jaKsnTlGSSUFYaJaAVhjir6e4fsLezzeziHL/xex/j98I/QipJENbIjeAb/87fP3Tep0+e4NnnvoCxmu2dWyTjAd3uAVoXSAd3nztPI27gN0POnj1Nb3jAfn+fJB1RFBlgiettugcDnnvmErdv30ag8AKBUD5lmeNcBVaTJCllnuBJxxEko/A9j8tXrlF9/NPMLy7Q39niQE9Hx4XM0ZGPKSA2FbNCYFFsNyP8+UUC38evR3jH1jFVjsARtDt49TrOUxRpPp3iyVPS0ZhhVYFVNBo1/ObR2pbNTpPNvS47BynjTDHJ8jsguCQMA1qNOnEtQgqB7/v4yqfIS7KyQkqHSvaZ013ac3M0zjyIqLd5/I8/x3/5lV/h/N3neP9XfxWry0v0el1+9Vd/jRdffJEH7z3P3NLh21Kl1khhMRbyomKSZEwmGc5oTJVz/dp1VtfWOLPQJvY09brBzzNSMeSgKBgnlpfGOS8h2PciPAwLxrJsPCoZcGDheZHTiyOCoMFCUIMoQsVHA0bWasDQbs+ijSMZjxGeRxAGeELgCUkQePieIs0qyqqgqHKydEy9FpEkKZc2C+59yz1E0jEYDuhdu0yeT/B8xfzCLEpJ4maTCxfuZm5pltu3M9LJ4Wkot599hr0bDfS4R5Gl9JOKQM7z2Zdvop3mIB2Rioep5wmDwZiXd3IiZ/AGPUzS50CnSC/AKp+4HiEUuDyn8CMQHkZ5WCHR4xwzHjEcdFn4nz9IZ/7PJjD/aeGso8ozji0vAJaNzVvUaiH3nT+DziosCulNfd2E77HR6/L7n/oU/XHCybVV/Dc/wFu++iHSgy2uPv44vf1dhmONcY7hcEyapkS1mM5Mh06jSakN2zt7xN7rm1z8ioDRT/7kT+L7Pj/6oz/KZDLh4Ycf5ld/9Vf5gR/4gVe9TynFb/7mb/Kd3/md/IN/8A8Iw5C//tf/Oj/90z/N13/917/qvf/wH/5Dnn/+eb7v+76P4XB4h5jniKKIT3ziE3z/938/P/7jP87+/j5ra2t8z/d8z5/7GPs/+Sf/hMXFRf71v/7X/Of//J+J45hHH32UD3/4w68a1QfwfZ/f+q3f4kMf+hD//J//c+I45u/+3b/Lj//4j3/Fn3vPPffwhS98gR/5kR/hB37gB9jb26PT6XDu3Dk++MEP/nn9eV9x3NrcQegUPwy4fnuLM+fO88EPfh2/8zu/wyc+dpvj81PeSBBGKKmY68zTqDWnkvrKo3JQSMFjn3+K3/nd/4293QOef+FpGvNLPHDPvSw0GxiRYz1DqQT5KEfJkFMnzhw659AruXc5RhZz5OUBNwcJsp+yPuiTFgXGOJIiR4Q+ygsoraVSiiIIKKIQubRIs9Xi4OUbeJOCoFajrgJ86SiFY5JnzHgB860mC1LhjVJOm4rl6PCl8PPLNbpZl6Fd4cTpu2i0pxdw4EXEgUeRZZRVibBTomk3s9Rnlkj6e2jPR3kh6XhEVK9Tr9fxBQz3d9ne3KTX61PqglwX5FmBDEKUHyARtNudQ+cM8Be+7mt5/qVnUYFD+ZJet8QPfPxAMDszxyMPPES71cYYaLTrCGnZ2d8kyxOMqQj8iLLU3Lq5Qa/XQ3mCPM3J8oyaBl2VpGlKlmU4SuZaCi0ceIefAIw7Lfq9Htu//Xt4QQB5yUwY43mK3TyD3NByjrVAYZxgZCVJGNLotOksLFBrtylrNbzhkEYzprE4j1USU2jcaIItSuJmk4H02RtMRThVK2b59OG5OgA7vYQvPn8FFTQJWgZPCroHB1y7egWAMPRZW12lqiqklNTrDZQXUBQlGI1/cI0quUK1skywsMbeOOGPn3yCIsuYabdZW1nBGcNTTz7B5ZdfRNgKT1hmO4cHRgsLC0zGXc6dO8tLL7zIQbeLQBAqQavZxPcVjVrEXKdJJPRUKbywDMeG/WHJzazgJRyjWp0SRV4kTJxm5EsOlONapdmPA1y9Raia+H6I9eWRbSrGyZhGM6DZmkUbw3B8Cyk92p0OHhKFQHnTlqWxKVGhyNDU45j6yVMcHBywubnL9Rsb3H3uFCdOnJl6S3rwyJvv59y5E1hrQHoMkglPPPk4o1FGrXV4w97xzk2KfkyVDCmTAWkyJvQUSrRJJn3CZo1e6QhNSrmxR5HcmmonTQaUTjNyilqzTdxsUYQBpRPoOKPKUxqlxi9GlJOM4SShwrKRlnSTgrkjGlHrqsKUBfVIkeSa27tdrmzuY4CVTotGvYYUBcVkjMGjt7+HzhKWW02Usdze2OO+BxXN1RVmj68xv2spTEJSlszPL9CcaSM9SRTVqYchtkwZZSOy2cXXld9XBIw6nQ7/7t/9u9ds/+QnP/mabefOneN3f/d3X7Pd/XfjiTMzM/yX//Jfvuznzc7O8nM/93P83M/93J+a13+/T5i2877c9kcfffTLbv+2b/s2vu3bvu1P/ZyPfvSjrwg2fuITn/hT33vjxo3Xlc/Jkyf59//+3/+p+/r/drTnV5jIApvlOM/j7PlznDx1gplWh0/9zq+zvdIhjsM7wEhSj+o06k2iMCL0Q0QQMHGaz/zR56jVY97/dV/DE09+kae/8BlOLM8RhJJ0f8ztm7cgDGiHMTaDRnT4dqITgkBUnFmq87aTJdnVkoMkoVCS5twcyICs0JTJBC+sEUiPWlWSGz010fQHRHecrmVVsuBqoAJMTSICgcw1CyoklgKlHWXeZUEknFk/duicw+QW9UnJ737295lTPsunTjIqNLdubBDWG5w8e5ZAScJgOtLOKMFLugyGQ6SZataECmoSJvu77O/uMhyOKIocYy1CCNI0xw9DDIJQeTx44S6++t3vOHTOAC+8+AJ4IHxodWoYO88jD38tZ06dJktzkiRnMklIs4LzF+5G4EgmI6qqwjmQ0qd7MGRv54CFxVXqrTa3rl8DZxhPEibJAGMKgsARho4w9HHWooLDg9DG+iozzmO0tUUvmeCsYXVhjrzU9NOMhhLUmjHtZoRKMtLckjpLZDSdxQUaCwvsFzmq2SLsNPFrMbnOGOqKHQf++ipEEbeee54be/u0RwMW51dZOXniSMd6q1dwc2dIXLdU8jYGWF1dIwz86bBDd0TgT3+uqoq5+XnWjp0gDCN0luKHNYJohWBumas3Nvnsize4df0Gs+02x9dWCT2Pa1eukE4S7rvnLnwFp1ZX8M3h25anT5xg47Zmb2+L2ZkZOg/PUBYF2WSEJxxZlvL8889SmZzZVh1PG0b7OVeujbkyGPKyGnHDdxgZ4JUWWzpK67gdVFymYBQHyKhO4NchiNFBiPJAHR43A9Afjqg365RlRVYU2DLHsyU1T1FvNKcTanfEKT3lIZ0mG3nU6zV836ffHzAeDjnY3+Pk2grrK+s0mzXKKkXJinrsUZYFo0mGSA31WkirMcMwOXzbUgoo8wQQRM0m42xIf3BAEE6rLWWWsj1ImQ8rbDJBdSdoIRDO4JSiERc0qiH0JhzkOV7dJw4VXlXixhXZMGc3ybmdFXidGVIPfuvjn+fktT2+47vOHzpv5wxlnpLkGfuDMdd3ujz2xLN84dJlLpw8xvmzJ7nr9BrLC21qYYwnHUuLs6wuLwKCg/4B25vbnD93jLVjZ6i/NCbfHTOcTCiKEhXIaWuw0JSVpl0XnDh5kkbcfF35vWEJ8ka8JlQYoF2FF0bEzamBYG8wYJykXL25SToZE/gh1k6nW6LAJw4DwiAgimJUENBLJ9zc2ObrPvgN/M9/6S8xNz/Pb/9vv8vzlz5PpHy6u32GWzfwGzFBo8HGZJtaeHi+DgiwhoaEBxZDekmdZ7oCawxz84t4UZ1cG8q0QucVQvmECGaEo1YZbJIjewM61uELA2XCjBczyRxK1MF4MMrQVU6mHTqbsHS6zZkTs392an9CzAWCzvwMUTEiwiPvH5CkJTIfkJQT+tsCz2tgtMXzBTvdHs8/90WSNGW+3cZXcNDt0z3YJ00zKmOm8sHO4PkBQdzCSAdCcG59na9937t500P3UzsiF+PXf/N/wRHRqHUwRhA3a8zNzXDh/AWElHz8E5/k8tWXicOYypYYV6CNuTMhJZhMUvZ2u3heyJmTx6m1Z7CVYX//KnnWx/cKGjWJDBzOk2hP0w58/ODwd775++9hXvqEs3X8rZvUjeZcswNac2KuTqfTphlGVJMJqT9EjzKM7xM1GjTbLaIgQAlIagFPZ2PK0QFCOrbHKZtpzmrDpykdu0JSNFoUnsIGEbSOxh28dPk2w0lFUg5I8oxBr8fuzjZhGOGcww989vf3aTQaNBoNrLHcuHYNIRSRkngWhrJJdXXI1cf+gK2tHXzpWF9ZpspyXnjuObY2N/GVYnGuw2y7Rl1IuhuH573093a5/977uHmryaUXXqB7sEdR5IR+QFFqNl6+yfOXb/Kpzz5Js14j9ALyPGHU3yOvBN1GTKIran5EXFOMdMHtomQXGAUBKqoTRHX8MALfR/pi6hZ/BLkPgLjeYmFOcPPGSxgnQOdEMiPyUzwLgVfD93yEVNRUnXogGQ92QAikUMzPz5NMhjgH1pRsbVxFKTkVKi0Sbm1s0+t2GU1SnPK5+9xd+FFAIz78OWLvWHN4vk97fo0orlNkE/rJiFBJnHb0CkOKJgX8k2sE1nJw9QZOCGRhUSalqDS5qJiJW1OTX18yMprtccLmaMx2khMiMGEdN56w98WnOYo3QxCFREGNUZ6xuX/ArVs3mAyHbGwI8knC5558hlot5OyZYzx08R7CqEF7boZjJ4+R5CXP3/oC17c3OHduncgPOdjb4sa1l6h0ia88rAlJ0gKvHTMpUtLMMrc4S6P2+ipdbwCjN+I10Rv30TrHkxKnDc+98BKnz57nhZevkFYw1ooqLen1+hhjCDyFJ8HzFH7gTxVkywLpBywuLtFoNFlbX2OcDPn0H34MKsNBd0y/1Hi1kC2haM/NMr9w+L61RWKcBFOxGEkeXp8lrVKq7gHi2ElULWaCoDIOdI6zBc5JjBTTCR7jsFQoT2KdhSonsAG+1ozCiNL3MQGoQJJVGt/TLJ5YphnHh845dxWZ7vM/vf8+TOHx//7M8/zOZ5/jwtkzaE/zzMf/kHoUE4Q+aVFy0B9y4/YGtVqNuu+RFxWj0XS66I5tN8oLCKIGQioC3+fcyWM8eN9F3vzgA6wsLeAcd4jdh4+NnU2OLZ+jGdRoxA2sUdy4/BJbN2+i/JiiMDRqTdrNBkWWMc7GWMT0/8hYhoOUfm9Ip9ViaWGGxZV1xqNt9gcT6oGjFkQQWLS0GCepREWl7JH8uzrnTjNXb7J65hjXn26zd/UmV1PNUrPG0kqTdqOOEo6JJ5Ceh2GE8COiVmuqK6VLdJnz0s0NDnZ2KZ1gbnmR2vIqreNzzJ1YZ3F2luZd99IdJQgn8Xxw+dFUxje29jBWkk8SsnRMPkmZnZ1lYb5BlmX4QUBRFFRVRZIkJOMJRaFxUhJ6Ej9QSE+Q5zmTtEKaguPL8zQadTZu3WLYO3iFUNxoBjRrPpO9A8aT/qFz/vQnP87e7nmOnzrFQw8/wsHBHvv7O+zv9pgkGTOLq+RZTpKnjJIh/h3vPj+Ypb26QLK9ybjfJahNvcaSbELfFSgvIAzqeGGEF0SoIED5UwkAT0qkPFrJKGjN0/I7RDvX6fcPyIuE5555ClzJ6vIq7VabqNkk8EJUGNCoNbjheRR5Rb3WYn5+jmTcx+gCRMVgOGRra5fl5WWiuM4Tf/xFNrd2KLXh1JkzXLGXOXP6PEvHDl9VFA6U5xEEPtYTWCnxmjPk/W0mgwPCWo3nr9xmcaGGEAFmVDLIJgyFxMR1chztdGrJZANLoBzpJKU7mHBra8B+oqnigHBuDiVD1i/cR+TVuHnr5pGO9bWr1znwJwS1gBPra3zw3YJ33n+BMAjxw4AnvnCJF6/eYntnjyeeeJZmvcb5u89x8fx5PAzj3pBPfuyT5MMBcVwnu6PDlGUTUhxFZclLy3CYYK2l0Ywxz1+nPPH6OH9vAKM34jVRWY1FkSYZeZKw3x+ye/BRrrxwhWFekez0sGY6MaX11HxQCjHVU5FuakfgHM1mk2SSMOj1SCYJeVawv7WLMIZSO3QQYRQoL8QXPsnk8BL5flRDBBHVMEEqy4lGSDcx3O5tc7C/TVJmJA4KBNIYrANjPVIUWoLQDmsKEAIBVEJgbEVmHakwWM8nUAEhktCVnJyvM1tTFIMxh61z7U4GpMYxHnvcvrXHCzc3uHTlBV6+eoX7jy/zf/uad9E3jsdfuMazz7/MwXCIdBCHIfVWm1EyrRI551BKEcURKoiprGOu3eIvPPouvuZd76TdblIZg7FTCwDN0YCR1Zad/S2SNKFeb1HzQTABp0hKQ7O9wvHjx9G+hw1iAhVSGUuRD+j3RhzspySTMb60DMZDTpw8BzKj1rDEYYiVGusJYhmTVxXGSTwEujh83p3lNTqdDscjj7Iqee7GLa4ODpirImazkkY4pOFZpK5IM8NuXlIIn26/D9evMT+/wLAo2c0sbv4Y82fPcOKBezh+z73MrawQ1yNwmvpkTHs4wWlDMR4w2rp9pGOttb1jSaEpsowsSdnd3WF+boZaFKI8D88P8DxFmkzY39+j0hakQgpH6CsCX2KdRjuJLx1RHBAEAclkgjMGqSRKWoQTbNy8yXCvS3kEXzqtNTdu3CTJc4qqpNNpcXztBOdOn8day3AwZjyeUJVTKYY4jlCeR7/bZePmdSaTFF8FHDt2glocTUfoqxIvCAjjGl4Q4PlTjy9Pfcna5OjAqESi6jUmqUYJgXaCnb0xS92SouzRntGE/pBWPWKm3ZjKUFQlo9EAz/fwlCVNJmRJgikNN69ucuXqFdbW1jh+bI37Lt7NoD9ElZpjKyvUG01OnTnL7PLh/RbFHZ0qay3gCDyFsQI/iKmCAOMcNza2+NhGxkqjQVJUVFgGlSNuzIB0jMYJ2jlcqZgMgFabanWN2tk2dzVaeJ7PYGODrZevMLi1SSEU5VHEVgElQ7rdTbKdjIVWg/tOrRNFPsYaisJSE5L5dp0gDkmTjBu3N0iThPFoRFmUTNKUL37uC3zqsSeJ4gZpXjEaTyU/HA7jLE4qVJ4QBiH1Row2gkK/UTF6Iw4ZndkOOEmWJBRRDAj6/SGNVpuw3sRYh7UluiqnonyVxWiL1nqqBOymi2yS5Tx36XlOnTnFlatXSZKcrNB4CIxTVMZiSo2oYHtzGxW+vv7vlw3lIT0fLxbkpUb5juPLETv9jDwbU5iCvq7oe5JYSYR1FAj2rSMxoPiSiip4SIbCMhCGsYVZAR1jkMOEOS/kgeV5zh6LaRQpeV9zWIem565MeOH6Ls+8cJ3t7S1OL3SYb3U4GI4J6w22h2P++Oomn790meE4xTqDFDAejbh58waT8QQhBFGtjhdEIBVB4PPWC+f4C1/9KOfvOoeUkkJPCZ9CSPKyoCiO5tE0vywYZAfsZQd4E5/AKZphiQolpY3YGRywvXuZdrNOVIvodJbptOfZ2t1ge7ePFA0qXXEw6LKuT7Kxvcdeb4N6LGjEHqk1jMx0gQsjybxs06x1EN7hWyV+vYmRPv1+f+olFYQYC8PhiG53jHJTj8CqLCnKikooghmLLjKCMGSUF+S1Buf/8l/i+H33ceyuu1hYWaLebOKcoypL8iTB90MgwKYZfllgGkfz7zLWYJ1GSB8vBGs0N2/fJJkMiQKfIAyJ4hqtVgutNb3+AXml8ZSHkpJaHNGoh3hSoJxFWCjLgiAMqbRlNBxD3WNlZYEsm3Dt2i2G3T6Vd/hzpN6o8aa3PMK5u+7m5s0b/Pqv/wbGGGZnZ2k267TbbZrNFu3W1MQ2zTK2t7fZ3txgb2+XNM2oNRpo7RgMJyAkUa1GGMUEUYxSPsoPkcp7BRQpKRHqaITguRqUrsQIxXCQYIxgZn6RxZV1ysLQ7WpslRH7Pa7ahP3uHltbW6TpEC+Q6LJgOBqxsbmL0YYH7r3A+btOMb+0gHSah++/l3rUIM0L5peWSErLyTNnCY5QdQ6j8I6GlZxWOnWFq0qCWp2q7FAVGeM0YbsRcdfDb6LjS9KiIKoMYWsW6fuoOKA50wYRoCtHOhzQ29lj9/J1unu7jLsHVEYze/IseZ4h/QDhjta2DIKY1EKa5GylBWmSsbg8y9LiLDPNmFatgTDTqT8902C+08CPm/QHAwaTgr1RSTcDUxXQK+54NbqpnRJTk1wnLIapPMtEQ2g9Xu+z1RvA6I14TTgBFosfRURRA6UUs7MLoA3WTu2OdJlhTYkxU7sGayx5UZCmKVVVoCtNVVU89cWnOOh1uX7jBkmWY1EUgMHhjMbmBg3IIiMyRxBoc5IyzabijVKA0bQadTq5Y2N/n3G/z7aA3Go6AprCw5MwNo6RdRimVS9fSiIh0XeOg6fcVH+kdNQwtGNJYBOqsWAifJQuOazU6P/jo7/GQX/AXBTwNW9+iEcfeRj3ycf5jT/4FJ966jkee+YSxgkcFiFACYkTgqwoqXb2phMvYYxQHlJJ7jp9nK955zt504P3UavVMNZR4hBqCorSNEFrTb12+IUYQPsW5xxhJKgph2cE+dDh2wKv3qbMKja622z3Jb4UBN4NorBGVmYIGdFpeOiqpLI5eVHyzLOPE8uMuFVn6DIqp6kFiljVaTQUoR+SZgnREZzqWzNtnIbdnsEsnuDso032jt2ge/0K1fYm6TglKR3OeFjumHMmCbu7e8RLKyyfWebhd7yd9YsXaC0tEdZqKDnleJiyxMOh3PQrd5asKvAdLNaOZlPhcHdufIqq0tOqn7Mc9PpTwcE7raQvAQRtLUJ5eJ5EiS9Zg0x9vay1OOvIC4tQJXlZEMQezUYDUxomg4QiryiNJjmCYvfuwR7PPPsMx48fY31tFVNVXHr+EjNzHebmZ+m024RhiCem56XWmtFoyMHBAaN+n7Iq8KsQ3/MJghr7ysPzApTn3wFFPp7n33mtEEKilJwa6B4hTszWSKqce04v80c7L9Jsh3QaERvXXiLPCybjCmcV9Zokz4ZcevESBwf7LC4tMr8YYKoSYwy7B11ubW9h5SxSBVzf3EVIQeDHDLKKy9ducuNjn2ZmYZn/6Rv+OtYdgXx9R01ceQpnNQ6BF8UE9SbCC5l0d6nyjNR6lLUFFleXGW7soJMUl4MocmSScnD1Bjs3brG/u81keMfZ3lRgCqRQtE7dR2PuFLoosMUEJ45Wda7VI8KlBYwwOCsJG03qrSWM8NntDRgNxiwtLTE730ZIRZZX7B/0ubW1w6VrW+zt7qKrDIzFlwIvEISej3GKpChxQoBQ0+9WU5UTnK5Re53ClG8AozfitSEknpJTRV0r8X1/qpfvGdSdkVgXeuAMupoaEQqmfk1TmwEzNV80hrzI6ff7tFptTvmNKTiyFuPsFBxZi5ASJRVSHf7GZ+3UZVtIiR8GuEwTCEHHc3z2hRcZ7PfJhEfqND2tqVs7nTBTCht4ICVCKqwUJEZjjME4iy/utNmsRHrghGaYDPDRhLKJsIe/hL722Bon3/tmzj7wIJ2FdZIs5S33dEmLgp29A0ajMYPRiDTXaPNq1edCSfw4plULWJyd4Z1veTNf/Z53szi/QJaX5KXB8zykm95cR+MhQghq9fprbHa+0lhs1YhKQeUs2ulpxUQJqryGR0FjpaTp+bhUMlOvo6wiSTOilgMEVAYhPPq9Lp/+9O8wu6JYOaaQgU9dBISFRAZNmmGDXrrDnh6ihEfE4TWB6kJAFJM32mjjM39qjpkTJ9HZW0j6PZJun3ycUBYFUk0rb1EcM7e0zIm7z3P64j3Mra+h4ugVZ3KrDZWxuFKTj8eMugcUwwFpklJmOV6ZElRHswSRArQxd3zjoCw1VVWg5NT3zPOm57Dv+/hBQBiGRFFE5IcIN7Wzr3SJU5KiKFAIylKDy0lGI2Jvqkq+f6vHcNxnp9+l0BnmCPc95Uk2Nzd44vOf596LF2k2aiwsztJoNEjGE/q9HgIxrfIIgTGasiwpi4LyjthvpXOcs/iBj5SKIAhRXnDHuFUh70iDTAGROPI5DVDzBbPNNmvvfwfvePtFpPTo1NrYUtPvd9nc2GVrt8dB94DRaESR52htSRNNlhu0kWgnMXjc3i0YFRlxzTAz26TTaSOCiCeffYnf+q3fQSjBRz7818jSjKKYwLHDuRwIMX0QVFKCmFbQtAMnJGG9hS4LdJGzf+sK//nf/xxSCaydXrOtuTnCQJInI3Slp9OslQYHDg8pwEkPFdRpzixTVgYZRqjAR2dH485JafEjj/n5FspJZtsdhHN09/rc3rrFoD+iUa+jQp+TJ46z6HusL89zcnWBpbkOx5Zm2dvfY693wGCcIK0g8EImRcX+YEKaGxAeC52Q4+uLzMy2ieOIpdnX91D4BjB6I75MKHDijhnl1BPI8zyEp+6YVYJw/rTCYgxVpaeEZQdYi1IGYS2+EETNNosrPiDIK0NZ6mk/XE73a61FKYUxhrI8fMVIeNNWg3DThROj0WnGcsOnLUqCPKPhBBXTxSRXlupOa0FYO/UX+xLo+1KFBkmgPCIhaUioC4tvHGDIs4TJBGry8GaKf+9b/yZprUXmIEtTQk/wNW99E29/8yMMSsPBYMT+QZcky0nznEmaUOQlVVGRFwVLiwtcOHuWxaUFZjszeF5AURmclHj+tDGorSHLM5RSxHesepw5vLUGwGKzyXw5nXjLTUohDX1XUJUWpzVh6OOHAlcTCG2QwlKrKZKyQpfTp824HVOvFCLOaK3VUIGgKgriIKIVz5N5Jf1sm8pWdKKYxXgezx2eQzLZ3CWXPi6UzMy2cELhlEJID3vmLqSQSCFeaU2FcY2wFtOsxzQbNbzAx0mJ0Rpppg7luizJJhPS0ZB0MKCcJLgkRYxH6MkYW2SURyRfX7xwht2dPfr9PklZIIyZOqAbQ1lNjTO544k25dlIvDsKzYHnIYTACz2iKMBUhnazRb97wEyryZljK9QiwfVrV9jZ6zMpElKTUNic6Ah+en4YUOUFj3/2j3jijz83BeUYlJLMzsxitJkKYpqpEbWpDFZXVGWGNhlSSIpCsLu3yUHXp9IVwZd4Rb6P798xEBW8AoqUlHBEjpGVgspJfL/GyfWFO58bUotrnDxzhocesejKkKYZBwcHvPjyCzz//PNcvnqbfm9MlqYUueGgN+DpZy/RaDSZ6TRpNQJqNX9a0UgHPHTPaU6fPsHZ48skvV3K8vB8LsEUPEsl75hPO0xZYkqNEwZnLVU1FUx1Osfp6fESQDLcQ9eiKcAWCmN8QE4lNYQCAQ6FCmuYbEw56uLVGvhhRNg4oi+dm1YyG/UGwhiKPKeqJkzSnCyrMFaQZBm3b28Qhx6znTahr1ica7K8eC/veOQesjSlPx6yubPLrZsbdPcHZAaSXDMeZwRBxOpik/XVBWbn2gwHI5LXSSN4Axi9Ea+JMrd3FhvwpZyCF88DJV+h7UoUSvl4vkT6Ztq+utPqMMZM7RzuVF4K46bftcYJh1ACZ6fVIt/38TwPrTWed/jTUXoeyknATRdI7ePLjLnQ8t57Vkjykue2B/RLS26hQjL1Sxc4a6eLi5xWNKQQeEAkFDXp0fQkLemY8wR1AT6GQFicrsjzI6jWtpuUuYO8AuHIPA+rHdYaAik5ubrM2ZMnQEj8MMTzFE4bXKURbuoqXTpB7hxFpdFaT9sJEpCKvMjJsow4jvE9H6x9RUD1KHFu4Ti5rqhcDq7DTtYjyQuUPzUwDYTAAKJp/z/s/XmQZmte3wd+nuVs75pv7rVX3a3v1nvTTcsggVBDC0+DkEeNPEwYWzOSZYgYe0KaP2ZkjZvQPwYpQhrNhORwhGZC45CFkYSQEMICYXYQIKCX2333urXnnvnuZ3uW+eM5mXW7bwO3M1uBQ3M+FRWVVZmV+eTJ8z7n+/yW7w8qC0IyiLps+FWc81hZ4UTNpVsdkrhL7Q3egBYpeZoSx56ruodLU5ZVTUd1GaVDxAXGVBzNp3TSPqCYTGckWYfuYAWhFMpDpFV46MYRWgioairrGJcVs+kUJQWxUmjnUM5iyprlfEE+nVAu5tSLBb4o8csl+XKKKRYo75DuYvO7vvGDL3IynnJ0eMzx8Qkn4xMmszGz5YxlsWzGpjistXjrsMZiKamFQHa6rK6OUFown80xZUkmJXJlyMYw5cWnrzMdn3CcxAw7EVVtEVGMdJ74AmNj4iQG67B1TZ7nWFNhXcnB3g7eS7RKQ6QHg/eGujZUZUFVFjhfg1S4umR35yFRnNLvdUN0SGviKEZIjRSyMZRVb4sWXey+zrIOonEQ7/f7YS5nbbDGooQ463xLkoSrV6+xfWmDj3zwRe7duc+v/Opv8sWXXuLW1hVu3rzBcDggjhO6WUqvG9PtarrdhGvbH2M4GKDjhCi2FNWUqjz/QUUpgdYaJRVCC4w16DhCmLAfxHEE3mLxKCGD2BEghERLhRYaKRRCenQEQjq8I4yXEQIhgrguZ/uYck7cGVJnfZLexVLEJzPFeK/geDzm8vYWSgqWS8PJSY4xHbyLKa0lP7DU9oDtbUW/30NJEL4OcwFlTJRscuXykH73Eo929rlzd4+6nLPS6zMcDol0yr37FTt7M/CS/sq7u69bYdTyDrwX4EPhJ8KSJAlVXeMs6EjjPWgvsM6cRVkkAinDC05FEqlDr5ZzDudCYbZyNdba4GnjCQ/5tz2oTz/XuYhTBM2DUylMXeG8QnrHE6OU//C9l7gUe24fzNnPLRMrKZ2g8h4rQwpOKhVEkQ+DdDtSkwpFIjwDZVnR0FOKNBJo5UOLdHH+Tc0vQRqDiDVCxWh02Licwwgbsk5VCHuXi2WoEfFhrSLSOAleeLxyOK3BJWFHc7Asw0MzyzooJbHOnk1d9+5iEaMDDhh0h3SIycslI5XQ62yzNBULW5HKCCViDI6JmOI8DCLFRpYxSEfUzvJgscdRVWGEI5Ip3f6AVCUs6xkIixOSWKckUZ80GuCcYVwtz73m8WxCbCXr3U1SHTGbzEIIPonxzbFbKkkkFBKBlwqiGB0lKCFR3uHrGmVqpLc4YzFlRZ0vsMuc5WQSui0XOfiCYS/FW0NZX6zQPZGOjWE3zC+8cY28zFnkCxbFgtlyTr4Ig3mXy5yiDPOuIBw4VocrXL1yhV43pShy8tkCvGdzfchzT14lVZbD5YxMSobCI7OUWgtK1SUvzy9CTwvF09OCaBkMWKWoMVWNqRfUpcP7EGm2zUNcSAFOhzl0pmY+m7K63iFJOkRxHLrvojQ0WggRos5CkpcF1tiQ8r8Ap68vKSWz2Yw8z9E6QlCGtKT3jSALYqGuC2pbs315i+/509/Fn/jj3wTW0Ov1SZIYIQiRu0gSxQKpJZGOwp4nBTrtEukOSl6gGzdOSOIYoVWo+5GC2tfoOEFojfOQdHtUiwlKSaTSwXdJSnQcE8UxUiuc9GgvkcrTfKt4BFJFSB0Rx2m43iaHWuLOfx4EYJZ3MclT1OmUwyrM66MDigXSWVZXB3S7Cc6GUUcujqnTLmgNhEwDzV6oMkWaCjZ7JUW2QzadEUSyxFQC7WVwM5Fw6db2u1qf8Bc9Pra0tLS0tLS0/HvCxcr4W1paWlpaWlr+PaIVRi0tLS0tLS0tDa0wamlpaWlpaWlpaIVRS0tLS0tLS0tDK4xaWlpaWlpaWhpaYdTS0tLS0tLS0tAKo5aWlpaWlpaWhlYYtbS0tLS0tLQ0tMKopaWlpaWlpaWhFUYtLS0tLS0tLQ2tMGppaWlpaWlpaWiFUUtLS0tLS0tLQyuMWlpaWlpaWloaWmHU0tLS0tLS0tLQCqOWlpaWlpaWloZWGLW0tLS0tLS0NLTCqKWlpaWlpaWloRVGLS0tLS0tLS0NrTBqaWlpaWlpaWlohVFLS0tLS0tLS0MrjFpaWlpaWlpaGlph1NLS0tLS0tLS0AqjlpaWlpaWlpaGVhi1tLS0tLS0tDToP+wFtPyvj3/4xf8tv/1bt/nS7xqubX+Qfjelm2p60Rqbq1dZ3xqQjGbMos+TR29R1QWijMm0Jk4EkoROltBLNdRrFPMR0+OCO2/ex/gM4g47u4dkmWI6nlOZCu8LxpMJ//CHfv1ca16LvuJWFgIvQAiBEOLL3iURyNN/EwKkCH/C2cd678/+LgQgPAIPCLwXeB8+xnvP3mxxrjX/4k//zyilkFKerVMiUEqhlAI81jq890gpkVKevU9LiRLyy74/6xwOQAoEj9cnPAg8zjo8Hu88z338o+daM8B3fuc3IGuFtjVbWz2Oj/Z48fnnSVdWkSphfnjMfHqMsyXGK6ZLT7mosaVna32dfq+P9TEy0vRGGVdubnJycsAbr93h0qVr6B5s3hqSrAvWboxwfUtRLJHO8T1Pf+Zca/5//jf/ETqWjAab5HmOjjwr3R5JFKMiQRxFxJFCxxHdbo9ed4Vup4eSER4PUiEQWGfD3xHgPFppamsoihwkKKWJdEydL1ku5pTO8dy3/sC5r/X/7vu+n831TZ65ts7+/iGT8RQvNE7H4BzDQYeVlVXiOMI6Q13WSGqyBJJEISQ4Z6jrGusNQni0Vkgp0EojhUIrhRdgaotUoCOJs5b//Z//b8615u/4wb+GqWuk0igVIaXEe49zDucsVVVhjEEpRRRF5HmOsY4kzVBa46wFPFGkiWKNEhIQOOsoi5JFPqOuK7I0JY4TyrJgNptTFAWv//T/59zX+mf/9T/AekFtLMt8gfUGrQVpJ8V7T1mW4Tpag5SSujaUeUlV1pjakKYd4jghvNokQgm8L4lihTGO3Z0T6hJ0FBPFkm4nJo4kAs9f+M/+r+da8/s+ebXZPxRCgBAeKUEKgZAgFQgsUoT9zHsPXuKsxNYOV4NAoJQkihRaK6IE4lghpMA6T1Vbyspgao9zHmM9CMG//Rdvnfta/9Mv/L8YrfY4eCT5rd/+Be4/eJXiKOLajW2eeGqDp6/eIs00s5Oam5efJu1bYrXK3ft3+bXf+GXyuee5970P3VmSdTKev/FNDNKrfOH2L/PS7V/i2eeu8pEn/gSCFGst0vTYO9jn4YO7fOKPfvoPXF8rjFrewYO9Iy7fGhFFQ1Y6N3C25NGdu9zd32Nydc5CpPT1Pnb4Bi6Zs6wimEl0lpBlMYPeJviMyixQNcxPBpy81eXN330NhgsuPbVB0tXMp1PKwuDRHB7NqOry3Gv2zZ9fKYLO/l0KglwABAQJEt7vz/7PqTh6/PbZxwv/+O9ve/Mrv97XvG7/+JOJ5mufiSSpUCp8QSGCMNJao5UKG1+zltPPIWX4f0qHl7VzDmst3jq884+/wwuuWfseo8GQyFcMMsHVp/uMOj2WucJFms1rV7gsNqirKVFtWU36RGQol7KoFccLeLg3ZjZZMluMmZuCS+/p88Hnnubak9dIMk0yUJTe83DniJ6NWVvdoqqX516zdxbhFd1Ms7WxhbWeSBhsJRj0R2RJQqQjoiQm7XSJowSHoMoLnHMkaUqcZkgdUZcF1tTY5voaW+OdQ3jIiyWkAuccWZbR1fGFrnWiPMcnx7zioF4uiYQh6fU4niwoioLJfMaDnV3WVodMpxP2Dg+x1vD8Mzd5/j03EKLCm4pYe6RSCBxKCCIdIX0Q1kqC9w5iCQ5s7dDq/I+G8XiMc444Tuh2eygpQRD+xKOUar6uIk1S0iTD+vAadc5hjUXK8PHC+yBGXRD04vTzNK8BKUHriDRNm8PE+anqmrq2LPIcoQRJJ0FKj7UG5xynLzjnwFpLVVaURYm1Dnh8QJFSInUQpRAhlUegiSJFVVZYU5MkKUkSkyUaY8z5F90c0h5vSj4c2gQID1gP0uNEOCA1G154253uHaL5dw/e4a3EO9GIZxEOU2ik8FjnEda9fQs8F2vbHmHW0H7A9fWP4+sBdttxZe0JVnoSmUp6/XU6UnF4eJ/yYMb25nMMBps8ee1pDnZO2H/4kEm9w6Wrm9T1LzAaXUV3PKvrGYO+QsqcxPcRYsjhYsl0PqWT2ne1vlYYtbyD116bcfOJTa49eYk7b77BMl+Q9jIe3jnh9Ts5g+vX6KY502XF8f6YWA5ZiSRKJ/Q7WygG3L9nMMUKg35E1YlZdHocjNdY6c5IOxIvU8rlHBUJTo5n5MsCcYF9zQe1c3qWD8IihHpARkglCTtVhJQKiUV6i/OeEGexbxM/4kygnL4NYXM/3UeE8EGUuPNvEeJtUSqlVPgSunkgGMdsMuXk5ITJ5JjpZExVlWit6fV69Ht9er0ha2sbrKyMwqncebwMVyPg8N7hvW0WHlDqYhn0Xm8brSSJ7lKUc1xtiWVEEnUZTx1Hh3OGa4okTTGmwsVdjk9yimpGicapAXFHY2YFabdHJ1ulXkryieOtl3YoJwXjo2OmxYzDmeU//XN/hkGSsbfYO/eatzbWiKMEQYW0mkFnyGh1nUVesDJcJVIapcNvITyz+ZJf/rcv8Qu/8QWKsuKpG5f4k9/6MW5duURdFVTGYJylk6YoKVE6wlmLQmCrAhUpoihGXLBaYefwAd1enzh2eCy1KVhOF/R6Q7IsIc+X5PmM45MZAsf6WoyQmn4/wRlwtkIrQ6wilA+HA+klogiBUvA4X2OdxyHCdXASJc//aKjrGiEEZVGA8yRJEsSCUggpSZIErUO0CoLIcHVFURaYugZASoXWGqUl3lvKIqeu6+YF7nHOMpvl+BlIGZ1FRy9CUebUxrHMl0glUbEkjhXGGZx1CKmoraWsKpxzlHlJWVZIIYmj5nts1i2EwNkahCdJE+JOiikBM0bpmN6gQ6+boZUA78695hARFvi3HdxCdC6ISCc88lQUNQcu3wgiR7Mt+NN941QfybCDiCBWNQrvBUI4pA3/Zi6w7wE8vfIkdb3KsDvj6fdf5mSywWLquJRdZXPQp2bJYjGhVksMKfnUMp4sMdWU+w8fcufN2yQDydq1Eb3BkOtXnqLb6TGrj/jAk9/OxjBDuwHedjFGopRle6tLN770rtbXCqOWd/DgvgOWTFYfUIopxDBaXeWJp69zMp1zPFtw+KUJIk7pr1wnigqyxNHv97AmZToz5HNPplMKu8ar8+sc623q9TFZ5y7T6SEHh1PqoqYqchbLGdZakvgCp+smHXYaEQnCSIGMEVGGTnp0Lz3B+nMfxSab7B1NKA7eQh28hp4+wNsl1lmEN02syAfxcxZcORUx/iyVIhAgLrapPXjwgIcPH7LMlyRRTKIVri5YLiZM5sfMiyXlsqIuaoSQRFpjrWVZlCAUq2sbPPnEU7z//R/g2vUbxGmM900kw5gmgqQQLqQyALS+2MnaGk3la5wzbG+vcef1N7F1l/V+hncp1sYc7o2JO55Rb4VF3WF3PGaWT7CpZDzfYTrLmU8XiHFE+UZNbUuyLObgYBdXSTqp5Mqzff7s//E/Y+PykPH0gP/lJ36ZP/mX/4tzrfnyxjpxFKMTTSdK6PXW0HHKYDAK0TghQQkcgto5Huwf8tO/+Fv89C99Ducl66tvYp3h05/8ZtbXRiQ6I3Lh+jrvMVUVxDQOpTRSaYxzlPmC1Qtc6z/+LS8gvUAJj1IaYSW1tRhTo7TEEYHsozREUqNlhEaQpgOEkNRFiGS52uI8eNec9n1I+wWRLEOKTWmUVnjhQJ0/ijFcGYW0swdnLXVdYYylNgbrXIj6KE2SpHSyDlJJrKmp8iVFUSCVJk4SPJ7aeMoypyyX4N1ZNFUIiccjEGf3tbxgxKg2Fc5LdKQpTcliOUfqDl54vALnLGVdMVsucc7jjaOuDEpKsrRDFJ1GyDTGVtS1QypFr9tnOBgR6QylYqIopdNNUTIcyOSF4y8EcRMyXHjZpPybdzkrUIBQIeoM4WNOY0F4gbUe60AhEU3qUkjVRKEdIQkfVqqF/LKD1nlY5SP4RFLr32ViZ3TiNS5tbrKdrhGrLnjNRN3n0fHLDHs3GegBVTWndDP66RZ1eQeZa9b7N9hcv8bKaJWuWIG6w0rvKsI6ThZ3wRzRzS4zGm6g5CWkTN7V+lph1PIObBUxPqiw5ZQocww3B9i4ZO1WRvVoifUeUawwn3hGnZRev6TwOXuLMWmu8WWGTiJkvOS4HPKrv1DyYPchV0WE7Q053p1Q1SCUoDQWpKTTHSAvcLr23p+lxs7SRVIhdESUpowu3eTJP/bdRFef42BvQie+jOk/QbnyLOLR7xIdfQlVHYKtkc4BBifsY2H0OFf3tn/yCHn+NZ9FioCjwyPK5THaHSKpWOYF88JSec30JOfkaEyapFy6tE2WZdS2ojKWfLfi3oP7fPalz/Ntf/zb+MhHvoFOpwPwOGUhJFKGk/lXq7n6WplMD4lUxfqoy6XrG7x171XGxYQ46lLVNdN8iRVLirqg2ky4+eIIYe6xPDlBrCTkvuTR8Q7HR3Pq0mONJY0Ul7fW8bmlqCBbTfnot3yAW8+M2Dt6wK/87K/x6z/xm/CXz7fmYX/IynCVJO0RSYVUGusttq5x3hMlCa7y3N054V/9m1d56/4BL98ZE0cR8+mMyYnl3sM9xouc9c0NZIi9IGSox5FKIfHISDcpUE1Vl9T2AmkS4NnLNzDGUtkKIS14EFLhXY2Xjto4jKtBeYSXaK+JpUKgsM6RdVOkdFgX6naE1CAFsnlISiR1bTHWoqVCIZFaYt35150mWSPKQcQCHEGUeYuQIS2MAKU1SZygpcJlKUmakOf5WTrYe09d10jZodPJ8N5R1QVlUSGlIkmSEJkqK+r6YtcZwHlHFCegFKIWCGnxwqMjTV3X1NbgPRRFwWKRo1BgTBB3MtQKpklGmmZUVU5VK9I0ZXtzm9FoleGgoJMO0DrCupo8n4Uv/JX1kV8TzWu5Sak7CTKEgXD+tIRSgJThfm1qKqX0CNnUHZ2m31wQyVKGuxt/Wn4gmmiYp9FcRBdYMUDlJcYVxHaLtE6Y1mOm6gFdo1iRCVrEZHqdtfRF7j845HjvEGstKlKsdm/yxJUZlThidZTRTzoc7O/w+d1fBjIubT9BP1oj9VD5OZU6wkURnXiNGPGuWs5aYdTyDiKnMEVJb3OD/aNDJvlDVFTy/LO3eN/HV8iiAfk84v79BZPxMVY4TLRApTlbQ8mws063I6mtYm/viLufr3j0xi5q8xAxmXLpWkI61IS4rCKJM0xp0TI795pPhdHb62eEN0hXokVKV+QMj14lKsfIUjGSHQ6c4EFlmWZP466uEs1eIx7fQ1QLjC1Po/aEp9HbaoGEeBy2v4DG0Fpz69YtnnzySUxtKMsJy/kDDvfucef2m9y9s0deSehqJJCmKWkWYV2FsRVFVeEpUSpi/3CPn/25n8VYy8e+4WN0up23FXWH+FYURWfX6iJ4dUBZW07GOXsnO1Sq4nh/l8XM4q1iupjghCVKurz3uatEqks+X1AtFjhVMNzss7kxZDZesKgLoihBApmK6OgYg2Tj6jZb17b43O9+nn/z67d56Vdewh6fX4SurV0mSTMQEtfUrThrQsTEQ1VW1FXN0dExv/yrv8pb9/eROmK0MsTa0+ihxFQFVb4kSRJUpJFSQ+TBe5y1VFWNdwZhLMI5svT89zTApDpq0jrhxI8FJSASEkmEV2BtCsJjMHjvEMJhjKE2jigxaA2cRlWkxDmPq22IKUiBdhKFQLhGuDjFRW5sa20oRoemJi5CCBlEGfas6FrHEXioqwrbRLKiJmqslAr1cd5jjEVKgXMWU1u8B+f8459L8+C+SFobQGqJkEHICSEQUiKVREiw1oQiXqVw3rNc5kRSk+qIXq9HlnXwDoyxCBFSkUpokigl1im2FngriHRMv99nsZyQL0Oq211APJ81i9AUEPnwo26+DaQELyR4GQqPmg87rfFyKohWEOG+sKcpSdGILYHzAlAI4UJxNyLcixdgZh7QizcY6Q1W9Bb73Oetyed4tP+A6ys32Ohd5eTY8fl/+wav/O4blPM8iGapWFtfJ+1tsn6jT7bmWNYHHO1OeLhzhyu3rkB0SJKmDNNrvPzoHo8evs6LV76JNJ2zrB/y/mvf8QeurxVGLe9gMVmiYs/JbJe0q5kvPcup4bWX77PTf8hgmLG2vkF33bE8GnMynzJYiVntJnTSOVLVKNkBt4q3qwiX89R7ljxzc8baSsXKqmMxz1guFfOjKbaydNJeKBQ8J8L7sEl4j2z+jnN4KqrFmOMdS96pefY9z7KQqxzNC/zuAWJcsVh/hqPr38x0/o2YN3+JbO83kflhyMU39UdfVnHN4w3pNIx/rjUTiiCVkERZRrfbZzS6wsbGc4xGt0nTz7O7t0ueLynLwVmRpsXTSWKkFCzyEmsNQsfsnxzzC7/yiyRZwgff/0F63R6Rjom0OjsknXYHXYRL13rs3Dtivpwzmc/RnZjD6T5HVY4tQ6okjlIub29xaf0a8+kCZ2tUIlFZwmh1iIxT6tqhH+ywnFc4KxEOLg0GvP/6DQZPbPHqZ/f44u98kQe3F6hShdPeuS+2oiprvATr6lBD4zxeaLwLBbbeO25cWuG/+v7v5Le+8Bo/92tf4M6jQ6SwpGlMpxu6jlRTJOxNUClCBt0spEBrFR6OUiCVxl1QhKpIhlQaoIVGxo1GdyHy4pwPYsj7kAZB4azH1RJvJdIqBB59Kh6MP+2ZCjEvAUKFh2iNJfdVeP8F0lLO2eb14fHeYp0I3X1NV5q1pwXMoePS2FBcHTqjIpxzKBUiQlEUUZZl070JdV1RVTUgzgquiyLHGHPha42Asi4py5pFsUBHkqQTuv0qU2Osw/lQ7B3FCcJ54iSh0+mSZRlVZTDWhi47UxNpjZQRRWEoyxlHR0dMJlPqusZTh1qd0lxQGEH46Z2m/U+7asP7Q/lSSAWedtSe1WBqh3LhYIAFZ13obHUO7xWu+fhT4XT6K7SuXEwYJXTJRJeCRwgk6+mARyeSNx8+QBae+/k+n//VY770b19hNpuiRBCRRVHQfTDg2rUbdPvXYZ6hE40ppoz661xev87mYJ1eLKncEQUzHhx/AWdKtlY6TMzLrTBqOR/OOLyAZTljo78GNmV/UjITMctFzfFsn5Nin362Qn8wJE1X6WddVrMhsQbna4qyxIsp08kGcdzjGz62ypXNY0YrmjhSvP4lw3KypF5U4BxxR2Dtu+sY+GpIHkdIRfP2adeWsJZqMWV/7x5usyJZWtxRwcjC1W6fut/jdbvDK26DZfYEMtsjruYIDN7b0LHzVTbdi0Ze3t5SH2o/aqQUdLp9bj35Amna4aWXfoeD/V3KomS5XFKWJVop0iQhrQ14QVE7aucxruL+wwf89M/8NHGS8KH3f6gpOA7tuF+PAlWAz33uTWIR0e8MuX7zCS7fuM7tV/eYzJfMx0ti3WF10Gcw2GQynTCb7TJ67jlurH2Ik/kxhVsyiGs2q5o0thzvzCgXgmGnx3tv3iDr93j50Q770zn1WLHS0fiupWqiEOfB2lALYk0QFEoodKIRQmKdRcrQxh7Fmg+9+AzvffZJnrqxzd/9H3+aL735ELykrkqQEhlFIWpIsEjAekxdodIYoQSussQqwjsu3Ck1cFl4FDmPsAKpdRAb+Ca6obCG5nuI0aKDRIO3LJYz9nbGKO3ZWO/S6SqEDv/XEYScb2pTlAjREilEEFjuIg8+T5LEOPf49WydaSIQYJs2d+dcKBoWoQMqjiJ0FCEIUae6KcTWWqOkbrq8AMI1VUojBGfFzhfZPwBmsylFaSjKiqIqGY56FGWJ84bTL34q+iIdYSoDKJSMkDIiihRKKvKiwFQlnbV1pFBMJnOEkOzvH3EyPqGsClZXByRJRFUsSZILRMqbP9+eHQ8HxPBe709rIk8bUk7rhwSx7kAkWeZLqqLGOYKods0+4YMwOq3MFkLRBFgvFCkHiHTGzI5RIiERGUpanlh7P5m/wv79Bb/yrz7PG194A2cNQkJpKmIVE0WKyckuy+khh4c7FOa9fPCbr9LpxXToIxxEImFuTzjKH0J3ysb2GicHx/jCcZIL+PAfvL5WGL0LPvOZz/BDP/RDHBwcsL6+/nt+3Ld8y7cA8Au/8AsX/lpfjwfYecnzJXoJTkiW4xlKF2SJRYia3jCFuGCxnOLqlGHnCqnoI8sEX/RQCRi/pLI5lphHOxqVRjz1ng63Ll3C1AuKhULLfbSs6SQdsjQhShT+QhGBxx1eb6+hOe0uUwK88IxWO2xtabyYsKgkZVVR7XyBrcOHyOgG9/wGk84VbH2CXtxB2JrT6qW3exudCZoL/JxOP89pyiAUwYYOECU1a6sbbKxvUuQL8OFhceoJUxuLrSzW0ZRFWrQQeCnZ2dnhZ3/mZ+ilPZ5/9nlI4qb9Vp593Yvw6hf3GfZTbl5LiGXCU088Q5r9HHnHEdUJnbTHytoaNZbX7r1OtDZCXf0QH/zG97E8vM/nf/sXUfUJo5FFeo8oY2rtSLRmmhc8Gp9wf+8RVklwFcMNRZzFVP78IkMQimuV0ICjthbvkiAOrA0dkVLhnScvSqRWfOQDL/BHXr3HK2/eRwhHpCVJEtr2vX8sbG1dh4iHA4fHNrUbzhguGJzDeId3BlzoJpTOh8hOXWJqSbGQ3Lu7z2KxbM7zis3NLda3thlPl7x5Z5flsuDS1ojNrS5rGwndQRTSREIifDhERI2fkfMeicRf4MmwsjJAiNP7VQUxZIMnV13VIeLjQ/elVBJk4zkG4UEoZFOnFX6LJs3jXWiLl/I08nFqaxHqvMRFn9YKvHBIDVkU0+11QjGzI3g+aY+3DiUcSkiczPCkVDYhNglCOLwUGFNQ+xJjl0zmOUdHY5K0wzxfMM8XWGdQWtLJUvLc0u12LrZu4HFzyGNLkrOtSTQduU3ROoByGR27zdpoi0XvmIcHtymLvKk1OvVpe5xOC80opylGzsTWeTmxD5nWR3SSmpG+Rd/fZDPdQKwfMJu8SdrTTGf7rK9u8IEPfyNeRBzs7nD39hcZH08orMFQs/NwnfcstkAY8DHSjVBcxpoBZibIF/cxC1iLbyJFxu7RvXe1vlYYfR35O3/n7/xhL+HrgoqgyA1m6RBTy+qWINYR82pOh5JOR1AsuyRqgCJGeY2WXWwVM53OmVUzjk+OyfNV7j+QyGyBTPbxzPG2Syw3uXlTs7m2zuGDmijWeFli5flPfOptJoln4kg2RYda4bVmUiseLDLe90feT3Sl5M6jE956sE81m5JQcFPeZi3b54Fe41hdpvRT3HIJLsSgvjIF9fWIwLwztSXPPqdSEWnT7ZJl5kzY5EXB4nhMXluiJCFuiridh6oJh9+7e4+f/MmfRCJ4/rnnkHGoLzp9kFyEOOrgrWB8suDVl17n5o2bjEYjKuu4dfM6l1YvMTvJwc6p64jZzGEPFhwXmtqvU6tV3OIAW1viTp+oV+HynGmx5MHLO+R5RdbrEHc0BydHGNch7sa4d9dQ8lWZz2foSCO1wFpDXizp9gbB80kIJAolFL6xcNBK0enErA1XUDJCRxkb62v0Bj2UjkONi6kwpkIJFT6PF+AssimE9c4Fh70L4CKL80EQIAVWGIzxLKaWvf0FJ5OSnd09JuNjjDFkaYrOMkSScDQesywK5osZb93NebQTsbHW50MfvkJ/2Ak1JXhQYLBYwOHQSl7ovo7jCO8tSskQhXAerUOaLI40aRpjjMXUdVP42/SXiSCMrDF46Zv6m7rxX1J4wmulruuzDizhBNYYqqIgL4sLXevn3/cixhh8Y6wKoZYoLwokiiSKwVdkSUQSVeQLhSdiMrMUeUGaaaK4Js0Ug2EPoT35YsE8n2CFhQh8BKWtOZpMOJ5O8d4yL8/v33bacAKnZ0N/Jn7OUmtNdNMTBGgadUntJn6eMOys8vTlp7B+ycPdO43X1NvaS5oo39sPg+FAcLHoXE+t0o+2qTjAeEftKxSCftTh2VtPM/7wnFc/+zrXtrb5Ix//I4xnNb+1yNGdDtlgRLFcMC9y9g532X10QNLRpIMMJ2MOj6d0sxE9pVh4zUpywNponUVZsba2/a7W1wqjryPPP//8H/gxp23USXKBXf7fMcLVyMqztjJCFQa7UPgUTGU53M9ZdRHrK+tsb15htb9BNxmifASyZLyY8vDoDnt7u5zsXmNx+DybVy15fo/ZArpqSHewwmhNkMoB5RMj8mpG7XIuEgkfrm6enZK8CLU7PlQdN47RmlplfGE/5ln9JO/9lhcZHM/Jbt/h4OiAajGmnBywlY+5IQyvL9Z4nW1yO4FyifMVX74NfUUR9gU5NWnzwjR5fc98seD4+ITFfI4xdeMc7Kiamou10QildDCgM5aiLKmrJZFUOCV4/Y3X+Kf/7Cco65L3v/99ZGmG5OIpwOtbK8Q6JdGS+dGUMi/Z2FzlaHxErxvRSQWio9Eu4dHOQ+5PX+dJZdk7fI6dvQn37+/Qzw9JdYTUoHuK8dGSNIpJkwHHd/fpR4JuJ+JkGmGXKYfTCb5Tn3vNURyjmzZwSNBRhNRNAbAQOGvwje8MUlAZQ1UVzOZLrJP0BwMub2/RTdNT8xccNqRAhUJHcYhM4kMttvMIpbAXjRjJ+swzyzY1dOOjnJdf2meyKJnMC/JyQV7X4ByJkBzPZszKirwssN6DlFgcs2LJ4v6C51/YZLhCeIC6UOdT29A6JpTAW3ehOjRrbFOoG9rAg6/RaSrKN1HS8DXKMqesKqzxSF/jTQlCInUKUfAfi6OYKIoaQS/QurnnnUErTRLFjWP8xSJGW1e2gjhr1lhVFdPplPlsAU6xMhwSac/qak4STdl9NGc+r5hNZyxlESwTIsMzz1zn0qVVpPIM6oqV1XWQEu8Fq/N5SPl5j/MuRL+4wE0iTm1DmhDmWcAo/CWIThpxJM6iRp2sw1NPvsA3fvzjXL5yCeKCyfyQolqGe4DTTsLH5pWuKW531uO4WBdg5Ras6yuUJmViphxWJ8QqQmtJqjt0O32u3rrJ1Y1tJtMJ9+7vcHyyRxwrOr0O+XJJ0lGsXU7J7ZjppKYrS9LOAXWao5Si1+kztwlOd0HU7O2+gbfv7qDSCqOvgfv37/MX/sJf4F//63+NEIJPfepT/M2/+TfZ2NgA3plKu3PnDrdu3eKHf/iHqaqKv/f3/h7379/nX/yLf8EnP/lJfuqnfoq/8lf+Ci+//DKXL1/mB3/wB/+QvrMvJ5KOJEpI4ohMxqEd2FVEVjA7gMLHdIfbDOOrCNPHmB5CxpT1jMNDyf6BpS5TorxPr5hxI1EMyBDWUZoJxr2Kigs6oydY3dpkseyyWMQM4nen5r8a3/0f/yc470P7srUYY3HWhjoGCKd5oZBScXs/Z3vu2b5ygxdWNjg6PuZw7xHL8QFueQLOk/pV8jjldl3hju8ga4f3NaejQE65SPTly6Jbp59PCCSO2WzCG2+8wt27b5Lnc9zbnrBSSrpZRm08rq7DJmtMeNvUqFigFbhYcvfBW/yjf/qPmcymfOTDH2Z9tMoFm3fYHnYRPqY/6KARlEXJ6voI+bpkPlswPhjTj1boyD6DpMNG6pjsH/Mbv/Yas7xi+XCHWOesrHVQkcP1E8qNhG6aoUXGcrFgMEix1iFUhMoEV7e2uPzc+R2BkjiMdTDeoZUizrrQpGu8NU0njwoPVylBSurKUlmHjjTrowHb6yPiKGoKZSwSiYxThAv+QO7UDkHKMH7l96hN+1ow1iAJHVnWVUQ+5ksv3eWVN/eJ0pj5smhEsyWNY5CS8XzaFDYLkihCRQllmYOvGfRT0JLKhJqr0xERNjwFUUJihL3QsmeTKVoJojjCCdVERS3w2FzQWkttLMY1/ju2opweQjljMBiA8JQCvOrgeFwfd+b+rh93rXkRzEQ73Yt1AB5PjtBan0XopBTISJKkMd4phJagHDqJUVFEWZRoNJur6xwfT9l/tI/SjiuXLiFETJIqOv0+o7VQA4aADTuiNDUWi9aaONYYc37Bf9aJK5qIUfOn8EEUfXlZgQAhqX3BvZ3X2b29Sz6f8M1/7Nt44ckP8ubdl7n94OWzLlbvPdYHg0jnxJlg9MJfrOwB2J/eQw8URT3neFYwWxrSJKOf9UjEgmS4YPMJwYO7b/LFn3qJk8MT8uWYqlpiTY3EcfnKVbavbWL1AofhZG6IdEqynSCVJc0UsirIlKCv1+inR7z18Lfe1fpaYfQ18D3f8z18+tOf5i/+xb/IF7/4Rf7qX/2rfOlLX+I3fuM3zlqhvxp/+2//bZ555hn+xt/4GwwGA55++ml+7ud+ju/+7u/m4x//OD/6oz+KtZYf+ZEfYW/v/O6+Xy86SRx8XZxHqQhb1kjriXJPp05IywG6XkXk1xFiHSF6obunWtBxQy53r1PpgsVUMTZ7bJJxrXuNMpqT5xW52cPMpyRKMFoZY1XKdC6x8vwnp+/99Hc2565weneuGYNxavPRhPSrqqaqKpJYMJ0eURYFVT5juVxQI1mg2dl7RFnt0kWQdXvU+RZexlBNoM75yg6183IqsB7XLmmwksVyxqsvf57XXv0Ci/k4OAO7IIhOTRtBMZ0tKMuKOI4pivCArKzBEWYblbUl7XR48OAe//if/GN2Hu3wx775m7lx7fqF1q2iME7F4TmcTjmcTci6PRSa5bKgKObkpuQ91y9x48lnGByesFcnPHz5AKRGzASm7ymwlMYiZUSn02M+nbK+GvOhDz1BMat4/a2HuEhw84WrPPOBZ6iy8z9ATm8EU9cIKYmkbCKKAi8kSkVESYrytnngOpzz1MagY83lzRFb66NQh+PcmSAVWiOVxDjXpIwUSgiECD5Ckb7YFhseRALjLdKHNODR8Qnz5RRRxxRFeeZPpbXCOIuoDMYahBfBYNFUIAzb232efeoKvUES2vu9xeFC3ZVsio1E0+F0gQffYr4MnX9akWZdoji8Hp0N9SqhdigUkQsREWuF9QXezOgljqevrnI0r3gwOUFIBVJQWjh93Wkd0ubGNC30hJlqSXwxd52Dk0OiKPgnSdG06iOC6DWS8axGCodwQajFUcz6+jZapdy5fZ/79x6QxIoHmxusbQ4Z+JSkExPFmrLOWSznGFdjpMcKRydL8T4FdYHO1rf/mATvEEJvP3idjhlKk5Th5pDJ/Zrbd+4h9a/ykY98lG/8wLeyLGYcTnZBhqh1cMh+7N9+WqzvL5iOt0XGNDqk9oZ5MeFoluNnklEvI9EWE+2x+eSSRb7k1Vfu8uaXblMVJQJPnMSsjDZIsg7LokBay+qoj/EJO+P7HMxvM716i2ezF1kfDkjEZaxN2exfIqpbg8evO3/6T/9pfuRHfgSAb//2b2dra4vv+77v48d+7Mf4vu/7vt/z/6Vpyr/6V//qy8TTn/2zf5atrS1+9md/ljRNAfiO7/gObt68+e/0e3g3iInHVpY8LomUxBqJ0imp82hShuoJtHmSfLxNLNcQOqU0FkeHQbTBcPQ8zlp2F7vspPvEfkocdzCppaN6xNZg6wxnYsbl55FkoC6zLM+/Qbz1pd9EpzFax6ytrYdhjj5c+ygK3ijeO3wikCLGOcFiPmexnCBtwfZaF0/KvYdL7j3Y4eG9B3hvsE4SyZQqW0VqBYs9nKnPgt9fjxqjM5ylrHJee+XzvPSF3+boYC+080cRi+UinGYbwafjhGW+pCxKnHcYYymKgtrWVHWIjtWmxi4soJmMJ/z8z/889+/e5ZPf/h1ce/GFc695tDHi8OiYk5lhYip2jg7IeoLhqmY+WZINUtZ7G6xvbzHNa97aOST3G5BF6LhDuYzIZcFsOqFOIYkFSdJhZmus7dBbucJ8PsHFFVvXhjzx3veT155HDw8ucqURStJNelhnQ3s+ohnnoRE6pNaE10hlzwavzuY5WkluXttma3MttFhXFb6Z3wUeohghJHGim44gh5aS0hncxUoxmtEZAikjNFEYAPzey1gcD3YnpIlmvqxwzjNaTRgOU4rcYqtzQwABAABJREFUE8eaJNFN+iMhTQc888w2m5s9EGEIjjmd/yVCCg0lsKcdTBe4r6M0RViJlI8HIiulqGl8nnDEUZj5J7zCmprFvKCfwpW1FVb6KceTCflkQkxMHEU4Kc8e1MaE1v5TLx7vBcY6xEVmjtF0zp1ahjQt7BKBsOCcwtQOj0H5CC8VWZpha8POg7scHR6AB6k1eVGxLEpU7ilMgYpgWcyYL6Y44RCxxApHUUWohQyRxZvnXXXTGMJZ+fVZUXoosG8K1FXoRFNKkEYxa91Nnrp0g0uXrpDFCf3hiO3L69x5+CrjxQnWVY8/42MPyeYNz0WyfwDLxZL5ssBqw3Q5Y288o6hm4Le5sr5FmmnWtjsM+5dQ1YiDByc8mj9ECoi8QOqYqnYcHR5hYkWn1+Xa1jYSx1u7L7F3LNhaX+Xq6k2cg/3jffYnJzgxfFfra4XR18BXip9Pf/rTfP/3fz8///M///sKo+/6ru/6MlG0WCz4rd/6LX7gB37gTBQB9Pt9PvWpT/H3//7f//ov/mtgXV3GqRgvFOvdEVGnA86xmI0pfEonfZ5qucVR4UmTkkjWFMucuolmpFlM1skoXYSLMybVMbvTN0l6McInSGq60TpSCcaLKZ1Esb25hbLnT6Ud7j5CJSnCC8rZnH6vD0IQNbPFwsndB7M8pZFKkUVQRqBExOrqKlpCJByf7fe4Yy3VcoF1NQgRzCe9w4hTs8fTNMnFo0dnRozesfvoDq+8+ln29h5RLUsSrehmKUf5Eu9945dS4fEoJYiTqKmt8kRxgvKKsq4AUFJQFTnWCaRKcM7y2c99lpPxmD/1/f/JudebDTRrccbdR2N6q13m5TEkmtGliGwlo9NZ44WnPsz+vRmff+Wz7BxbkuwSW2vX0VpjSJC1g4WltlAX4G2GcZtMFivM3vQIv8X69nX6mwPuPayYHC1YTs4fxRBChmiP8WEshZRnxb5KRDg8ri6DUBWhmH9Z1oync4b9DjevbtFJ05Aig1DQ3zygpRSgdIiCOIe3NcaaxhjvgsLZSqzwSFSTCnbceHKTKI6Z/9LL6CgO0SFpef/7rrEy6rKzMyPNIja3uuA8Vek4GVviJMJ6+7Z+ax8KrXFIoU6rppCNCeZ5SbKEyIZ7WqtTYRcMGCugLEvKYoGwBVpIIi3xdU4aS7a2N1jbXGPuYxZqhI166DTDS3H2OjEmpMi1VmgdbBGKsriwP1d/0Ec3Eb5TqwC8R1gPRJTWYV2FtGEKvRCC5XLJ8ckRzhu2ttfYvLTFcG2AcQbrFXVloLYYXyMjGe6XRCEiiXeWqiouZDMgkGey6HQ+5OmMR9l0HkolUFqcmVU671lfHfH+5z4QajM99DoJkTT0uz2kENTOn4mpcKuc5umaKNIFi+eOZ484XNxha/0Wl/o3SFiyM34TbyBiFS86KAG94QZPPTni2uU3Odw7CPVYQmMtmMozPyypTU2adRj0jlDOEtHhZFrx1v2HUKUUpebB3pijyZQ6endR51YYfQ1sb3/5g1trzdraGkdHR7/v/7t06csH152cnOCce8fn+2pf4w+D9z37TdDrQJax3hsQdTp447l97xUeHJccL1KiOkdFJXFc4GpBvsixrsZag6lr4khhjGNSVKT5lPE8Qh/XnBy+jqo9K9k2K+sdpqZAAckoJtODc695Mp5ixYJYR3jryedL0iw9m9Dd7Xbw3qN1hFMhBC/QOOvIF0uKLCNOIsbTOYvFFGuWOFvjrGnqIwq88zhvaYpKwkn7Atf57Ru5lBJX1ezu3GcyOaQoc7IkIxaWSHpiLVkWOWk6wNUV5XJBlGXoKAYvWM4XICUro1WqquLk5ART1vSyDouipLIFQcwJ3rj9xgVWDUYXXHtuRP+pAYP1NZyxVEVB0onZvrZNp7tNfzTi4f4jbO+E1GyxtvoMm5efp5ztUkSS2kbM5hF5KRFRShyvIOMgpr0XdNMeadxheWKYVFNMCdKlf/Difq81W4upK3QUoXTUDIsFKcKcrvAseTzoVEg4mc45PJlwaXOVKxurCGdxXoRUrTXIiKYQ2CEj2bgBe2wjvkCeWu6cG+kEjnBAP3UdViJiY2vI88/fAO+xgLElVy6vk2SaZeExlWfQ7RIpSVVbFssl3isUOty3QuGta2pRLE744Ahug2ml9ReYldbNcC5ualIk3rlgCKgUaRIhvGV6MuNk7wEmX5AmMZgFZeRYLEs2ZEQ6WGNDrWC8pPbuLJUc0skOax2qOeSAQ4oYU1/sYT3oD4iiKEQFa9PogFBP5kRE5Ty1rRCVwC4qXBORTjsJxhd4qYk7EidrxvMTuqN1ur0UiyFRGutikA4ZKVSkqcsS4T06u8BN0oiWx6IoHALO0miNoAzXqpl95iWdJGbQUWSJBqmoqiWrq12G/R5aKSpLEEannW0+jBpxLux47oKCf3v7Mn58wHp6hZuj93JrQ3J7P2bv5GUeHn+JqpZMZ/sMMo9SHdbXtul2+iyLJc4LytqQzysQFiktUR0ha8nRdMbxZEF5NGYyzbl7f5ey0NQuIU17RPG7SwG2wuhrYHd3lytXrpz93RjD0dERa2trv+//+0rfmNFohBCC3d3dr/o1/rB5/gPfDFkHUkGqHUomGO94a/cRR+OHzKod0iRGa0En7dGJezgHtakpy5zx+BhbFkjvmeZ7pKMpC7NCvBSMj2t27u3T7R1y+cYAnyxZVCV1nrE9KmHrfGv+uZ/7ZYRq2oGTGKUUcZIQx0mIGMVhRlQUhROscxYlI0Awns4QSqGTLvsnOfcfHlIslqGduIkKPTZKO63BgLBznv86n9aGQLhHrLNYY8gSRTeNsTUQRVRVSSQ8WRLR66QkQnB0Mj5LA0kpGa30mC+WlEVOmnXodrsURUGSJHR6XeaLBWVZ46xHXrDuZe8kZ+vZNSJTcu2JNR7efUAxKYlsxDDZpKwTDo+PUBksTMHSSm5tbjPYXGN/+YBqPufBcoaLBUnWI+1lDKIuSsVY71FaYb1hsZxwfHSIjx2e5GIjH4QI33uqQycaYcCp0sG7SAh1Zn4nZYiinMxyJvMl165usTLonpkISqUbYR3Sas6DVI2TtnU46zDWoKSmvkBhLRDsJrwLURfRGDF6hchiXnzvNaqqIu6kzGdzup0OHke/kzKrK5YzR5IIUJ5BP8I5T1EbHDVKROF1UHosodZINoXSlatwnD+KUVYG2XSIOm+bA4XHugpvc3wxY3HwiJMH96iXixDRUIJ5rHHmFQ4nFdHaVWqdIVUYFIv31M1U+yCSFM5aCpsH5/cm3XgRtAyeSdJLtAppUYEHJfAq+K4rq8KwYVdQ1zWdTjeknaQl7Wu6w4i0G+NERWmWrHeHqCgD5fHC4XHNWgWljOikGfEFaqMeF1/Ld5g8fvlvefZbKYUpFoz33yIvc4ROkUKy3pUMej10HKNs0QybbvY/gn0CLtTmCXux4uvra+9hbdBhdlhz98HLrKxdwsuSqX3IdLKkXkJdFcxnh6SLJ1hZWWM4XGtKNsLolflsARJ6GxqlDaglVjoqA0fHJxwfTVlJKxCe3mAFqRxRXL2r9bXC6GvgH/yDf8CHP/zYNvPHfuzHMMacdaO9W7rdLh/96Ef58R//cf76X//rZ+m02WzGT/7kT349l3wuNq5exwqNlQVCjxHeoaRhOTth9/abiG6fdHWdg0dTOumQjfUtur0+y+WSk+MDZrMxpiiQrqAQu9Si4GB+yChNWFnZ4ORIUNicw+mSwbrjeDZhPn6dqpTw1PnW/Obt3VBUq0Xjj3K6MYvHpyWtQmi/cfxVShElCQaovUCnK0TZCmUhMLV/W4i7ObN/pbssnLnCngdrzNnohaqqEM6RJBGplmyuDnm4O2O6rKiVReCIVOhYU9KDdfg6dPVICWurA3rdhP2jGflyyerqKt1ul9lshrOWrY11Fos8RNYuONjU1opef4P922+wOFgwP1oyOcypi5p+b8F4eYwThtLkOOkYrGRhzULQSVZ5ZnSd/eo1vjjZQxpLB4nTMf00CGxbVThTYYolJ8f7oBVZZ0R+AZERJREIFR5+PvzsvPVYb86iRMaaZk5WRFVXHB4es8wr1kcDOlly9nCoqyLUb0h12t2Pa+pbvDE4U2OqAqFT/AWFkcU0kUlJZWuk1AgnMD58YRVrLl8bYuoeha3DINRMEFeKWVFgFEgviTqC6bgArUAbpKwaARg6jxCgfBiEWrtQI3Ve8rJGSYkx9VnnmHOWslyQj/dQyzkrSqBWRxxYg4oUw+EKnTQlSSLKWmDLitkyjOHA00SJDM655uEexOnpKBcp1Vkt4blxYeSIsw7nTw0NPUI4nLaUPszYoxDMFvMwfDiKqE3F1RuXeN+HXuTS9UvoRFObBXEiyXoZSkuEAtGkLbEOJQSJjptaqYss+surr09NGOFUHH1FgbYPxevOl9x/8Bbq8IT+YJ1ef4WjtObe7lvUJj9tzGzMHEPZgPceoYJQxFxMGB0fljw6GZMlgoc7ByzuvUJ3MyevHdNFgTcKYzpUuSRyMBgMGa6scjw5pjQG7xxVkZNHYE3EojjkpKiRCeg4xucJxTRnZVWzeWmNp24+i8wEb9z/3LtaXyuMvgZ+/Md/HK01n/jEJ8660t7//vfz6U9/+mv+XH/tr/01PvnJT/KJT3yCv/SX/hLWWn74h3+YbrfL8fHxv4PVv3uiNMLXYKzDiBKvF1AvcbN9ypOHDLIr+KlguvuIhe5QTqdk3R6lKZjOjlksxlhTIWRNb3PJYDUODx7jSeOKGzeu4usVLPeI4wPqShPLFZaL2bnXLJM+Uil0HCNdTVXm2CpszNZr4qiLkwovI1Cq8RCRGNXBI3BCodNVSLv45fKr1BaKJs9+WubYnGQvsKs578OcJBc6X6SApNNDC8mg36EuPHd3jzleLBh0NEoJqmJJL0tZXekyW9SMj2dkWUa2voZwnkjCIp/jex0ubW0ghGNv/4Da1HSyLt1+j7I4v6EcgCxL6nGJKGpe+u2XmJ2UlDOoyprtzZzhIGFvMkGoiJs3r1HmPbwwzPOatHeZ5298nLeKl3kzf41s0Ke3uooSiuVijjWG4/EBdRVSrHVdgFLESfdCpnK1qehmvTC1vXELD27ACiEktrbYZgBr5SzzvGDv4BghBJvrq2TN4UXIJjXURB1DsWsYq5CkCVgDuDCUtfEsuwhlXYMI0RzhPM4GQ8mqrkOqCofQHhVJalGEcTgxqMRTFIZICZSWjVWBoMg9Uc9jvUW6JgWDbr6PJlVnT+/1c17rqqbyjiLPqeqqac83WFPREZL3PfckLzzzFHHc5bXbd4jThBvXrmNNqJ1DK16/v8NLb+0yLyzi1PfIuiBMeDxqxbnQeOC9DS7aF2Cez6mqGluHSK5SOqTiJdTUFN6EssJCUiwL8Abna1COazcuc+3JS2T9YBmQij46AifCvDhvfJh1J0N9txcSGcUI0URiLkDYkXxwA/8yUSTOxNHbIz9Z1qEyiju7J6ysSRxhKOzt3SNev/caxpThe1cSoRweGYQRwRVdutPhvefnn/3ij1JGh3zow++hinscPNpFpRqdrGArg/cVRSVQtUaqDlrYcABxFrwFb6jKJTKCWA3QFtzJEIzg5P4Oyz1HJDOm8zkb9RbvvfUhLl25wvyojRh93fnxH/9xPvOZz/B3/+7fPfMx+lt/628Rx1/7SeUTn/gEP/ETP8F//V//13zv934v29vb/MAP/AB5nvNDP/RD/w5W/+6pTE1VWooqx7DE+Qm+WFDNpghVo7Rnun/I0c4dZBRRV3OixRDrLGUxYVEeYEWJTGBrvcu1JzbRiUVrg9cToiRhY3QtFPL1cu7fWzAcXqYbn7+GRHdXiaKINMkQzjI53qESoHREnK3QGW3hhcIJhYhiIMxuUnGKsRVYh06HqCgJAgpx5q77Zc5p7/jz/Di+vIjRS8lo/RKXtm5QTw+5tKo4ns7ZWU7JraaXRFS1wWewtjGgMyhJOgK8JI6D8d3m2oBl2SVKNALHYjHHWAtSk9c1Wiuy3sVGENSl5kufewuRTIk7EZvrmzw8OcIUNfPxnJtPXWdle53ZrGBnZ5/FomAy36fwO2iVsNHrs1x5ATmrcCRUS0NVzshnM+pySb6c4ZwljsOg3EhJnKm4iAFTknbxSmMJozXqOnTzIXSQBUKAC1HCKI6ZLyse7Z0QxzEb6yOyNA1F+1LgncWZGvC4UIKCFJK6rBDO4HEY6xHKXWgYKxBGl+DwzpKIiMpXOOEwzQDWuq6I4mCEaOsK10h6g6YqJdWkQKUG5zzGaZZHMaooiTqGSCoUoaDb45HSho5N6y90ey9mE+q6biJGrjEz9Hhb0R9qPvLhp3nm1lWki3nfC7dIez1WRyvMF1Mm8xllVWN9yWt3H2KNQeu4GYVjmuG5j0fznP4phfqy2WznwSmH0OFzhQG7KhTQW48TIWosRYQUGkm4D+q6pNNLGa0P0anEUp35LVnCzyQ0fIhGAEm8lBgR3BFKU+MvUHztv4qzwmltUfj9le8PTRuD4YBiIZjOZiHtm2oe7rzJ8XSfMJooNBXIJnQUDhIORJg3eNGRIGr9EZdXR6BSFnVFXlp2Hyy5cuM6T29fY3f8Fov8IREZ2iXU1TFVmZ99f9ZWLE0BOsK6FaxPWUw0b725w71X9rGlpdfvUNaWl2ZfYj39Bd7znue5/cU772p9rTB6F3zmM5/hM5/5DAD//J//89/z475yRtrNmzd/33buT33qU3zqU5/6ql/vD5PaBpNELVN8FVGMFyyLMd3RgBc/9BzHZcHseExvw+EoMXKMlCnGOpb5Id1RSXdDU7glw60BvUGPRbFEdmOEnNMbJmysx2i1wdw8YtgRdKIBs5Pzn66z7jo61kibc7D3iOn4kNqEdEFqHLo7oLtyCatSVJIicZja4JWGaoF3FYgIZIQQOnTmCGjKXvl6CKGvxmmnTTjRKZJ0hZtPfYD7b36Bk8V9VnoJedWntJbSSAwOOy3odCKkEnT6Q7yTLEtDksasb/SwHpZ5xXg8wdSeJMmIkgSp1Jnp5UW49PTzFMUeGxsdLl/bIPID5odfpMKyrAvKyrAoc6ZHcya7Y3b39tDyC6yMusyLArcmuHrleTanOfdPvsj4aB9bV1RVqOsSLqQ/rS1RKiaJYsplTuXe3WnvqyGMCO3YeGofuhWlFmeZUCElkUrAazwwni3ZO5nS7Wb0ux20UuGh7G24G6IQZZFNQb41hliGe6R2BCds3IWnkNeN47oSIsxgMw5nTPDlEmEIa1GXiBqsNzhcmHVVhjRyuSzwVfAUEjhEBLaQeOshhtp7otiA8ggncK6ktKeda+cjiWOyJESJPYKiKEI5ninRYsFiNuPBg7c4uH/E0888yzOrT6PsDFOcYPIZVVkTS4NwdahX0ilKhaif8wbZ1Mk4CHPumpemu0gNGtDpdVBoBBLhZbiOTiC9xyqLEQ5BhFsoxp2cMnJoHTFaXWN1dY00S/HSoqQIxf1SYmyI9GqtkCoUSGspMM6GuXBfh8bW0/3Dv00lPXbDfhzVPjWnnS1njKMxOlIIFcbZPNy/y/2TNzCn6dqz818QV1KG9v9gBXBxYfSe925SzGLGO57IRFy9dAN8xdXRc6yvbrJYztiZ7xPbAbWvGY8PqOqCSAtsZanqUG8W1YJ5VeB6C6r+G+zdeYXjkzl+FrEcBxdvJxz/0+1/RKc7oLTvbmxMK4xa3kFde/C68fAIoxR0P6F3qc+GLrm21mX8rMDaFY73K954ZYnzMdaXeFFy7YkVepcdh7MFm9eGjNY2WRUJhgnL0qJ0xji/y7Dfx1QDVjp9bAXL+flnHX3o/c/hbcVLn/1N8vlJYx7nEThMnZNP9uh1e/QHI0TcRThDKUpqJFYlaKFY6XWIsxSx7GGzHnXhsa48nTPShJNP97G3FWCfk7efeEPYXmGlJFm7zGUEVe3JFzmmPORkXhBHURiqKSqSefCBKZaGuvboSNPrRgwHwVZ/PFlycrJgngfPJVXXTYuzptvtnnvNAIu6RvsUVUh8qXDasra9Sp06dCfm4YMdyrriwesP0GSoomJZfInVdAUmOQ+Pp+jNmwiXI/Ip+fQAi6X2dVNsa3FWETHAWYewILHYennuNefLGUmS4IAoTpsHh0RFoQAfaxrfF4WzhtlkytHxhMFwgFaCIp8Tq1Cw7AGdJMHk0lkSLbCocJ9EEZEPXWnWnIrq81PbCvA4EWqgjK0QKBCPXaBPi/gVjSeOD4NZ0wQsHbwMjfgSTbSiEF5ivMT7ED3Deayo8S7GuZIoCj475yVJUoRoPJi0JuuECKUWnqhe8tZewdG8Zn5SM3nlATOnGA1TZtMx48mERWk4OMlBRgwGPbJuDyk8agnzWRgDkmYZOoqaOiOLc8Ej6SIkUUykYpSMcBachVjHoSFeeZwQCB9ROE8Wd0njGu8kWdJhZWWV1dEaVlQhAufBnabcm3RZcKL2SOlDQb0UJHGEdxdwz6cZfQRnYzzwBFHuT53NfVMwFO5XpSKESPHOs74xwquao4dHrHWeRIiHzJZjrAflZUieCX+mr4QEhcBfYKAzgDi5wUu/+ZsMJLzv+fdy48qzzBYln3vjN/nivd9hMTuizxZ9t8HsZMzDh/fIiwXgwAWfMetD3acioxYlw1W4cn2DO6piltfUhaVpp2PhlhyJKVK/u9djK4xa3oEpLa40KO2RuqLbTynmx+zv3Wbvzi5Pdy6he0dIpxgOE7ppjNCrHBaH6CQm6ycYd8hgAP2O5I3X7uDwDDcrolhwdDhhz95jZbTJIF6n1+thi5jeyvlTad/7pz9JMT4mP37IeDKmLJZ4VyGlQusOa6MRH3vhFk+++AEK3wFryfOc3FiKqiJLFE/evE6/2+GLL63wb351zvHRIdaWOFeFuhIZwuHWNuNGLnxuCry9FkApgUXT37jEUwKEsUxzC+qY4+mceREKUr0zZElMpKLGjC9MLHfGs8grytIQJRGxE8wWC6aLKd5ZcJ6y37/QeieHj9hIepw8KKlMzqXrV5lM55RlSZZ12NvfZ2trnSxLqHJLXU4wsxnm5FXKWc10eUi5vE9RV+TLo2YauUElkm/4xudYXYfXX73N8f4S5XpUVhAnEF/AVU7FOsxGUxF1XVA7g446CO/x1iBF6FgUQlDUFcfjKfNFzvalLbIkBueofN0YLsqmCDh0Jdo6TIQPHUcq+F3VFVrHX4dAYxC9AkldOCqZk+gMLSOcESgZJr8LG6reJCH1QxTSYU54YpU0aRxLZSvQkKoEvMRbSaQ0tirwTuNUhJTBjPG8zOYzpAhRE6lUk/KrEULQ66TsLDT7BZg6ZWc/56C8Sz921MUUpSWohPHSEnUHDLIUqRRlmVOVFVVZIVMZIh1NtAMExlqi9GKRUCU1WkVIGaHwiNOCbhcicw6B95pIwKC3wpGfsfNoH5l6yrwmUjFahdei8x7nwz3hnGu6x0KjRO0Mpi5RUqK1vMCVJkR0GrF+avR46msW3pB4AcY7nHEMOgO2Rk/QTy6ze7LP4ZFFJhFxdAVTVGz1Vhlkx0yXjyjtMc5rlIyaaNGpccQ7O62/Vv7nf/6L/Mq//CLf8h/EfOyD38y4PuHuweu8ce93GPZTBskay7rP5GDK8d4uuwe7HJ0chqYZKRBN2tsbR+qHbOgneHbtaTaeHPP57j9hbHbwwjV7dDggSxnMQd8NrTBqeQda1+TznFgLCnvI4d5L3P7iqyRLjz0quP3rL8OWwaiYtZUtNtY047lDIOitSrJeyaywpJ2Yk/0DXn3tVfSK4Qkh6cZD7DyhP5SMp7ep5yd88zd+jM3LGUszPveaV0arJKMBn/wTf5xlYbi/v0dtSpQQrA5X+ciLL/Bd3/6tbN96Eiv7REqwXC6YLGuKusL5ms2NDZIkQYuC2eSA/b19vBAhzeaq4HEiFHUdJoA75y5UfH3K6YMjTN9SGOkQ0tMZjbhy40mK5ZyVbsT+uMeDwxOMiOj0elRFjvSGtWGHYS+hm0U4U7PIc7xbMp4XCGHJshhk054uJFl2sRqjnlQsjvYZrfaoa8lsXlKVsN7fopN22Z3ssJzN6QwydvfvUxRLBnLAKjnj6oTJdJe8ThBCUtoKIxzWW4R1dPsZf/Q7nucjf+waL332Hr/xKzssZgrvU6Q//+BledpiE6boomQYSmrLCm8rrJAIFZyaPRKdZMRJRpZmRKqpXdMK5wkmjw5krLGuRihNURSIpoBeRQqlotBKf476w7cz1CtoqUALnLRYESNtjFQO3xjwWWObtFUjhmw4JUuh0EIhiRDC47wh1SFqFvoGFM6BqUukjZAKEGloTLhA8fVyuQxFyyIIllMPKe8debdDPVonyToIoVF4jucVS58j7TK0sbucpYvxIkZpAd4hhEdHEWnaCYKo8TSyzmFcmCgvxcXSllKEGXdKEuqaUODDGBPhBTiwpScSCZtrW7xR32V8PIbYcXx0Ql1fIY0UQjqs8zgkoMKcMW+w1jfRHI9UEBKNNBPtz8djUcSZCA9dgCClxYqwV60Nr3Bj+70MO5fBJByNawrfZTqvYB5sJqaTY1ZWVki719heuQb6hKPFGxTMQxq2maHnvbjoCEBuf+kRf+RjH+O7/8P/iCduXOf+5LN0Ooab157g3v3XMXmMmyY8fOsB9x++xe7BHovlEiUFUaRCh6J11LVBKnji2lNc2bjBo7tH9Lqaje0ek5MFVWUfR/q9f9dpy1YYtbyDiXlIVeYsc8/e5As8OvgVTu7NGImbrDhYHp8g65TK5xRPCTZvbTB9Y0yULrnyhOfJZxWPdtY4OpywmFnW1gak6zmCgqr0HD6aMztQ1FXJZH7CU0+s0h9usn/yxXOvOeqkpFrw3PMv8uf7PXaPjtibzijLnFuXL/H8rRtsX76K6A2RKkMrgRWOUdohShLmiylKhdOVl4LaGpbVElNV1FUOtg4T2aUMJ5VmDlv8+8zI+4N4e+dI3bQ2a3XaKSQRKmHt0hVsPqb4/CF9aXjvrasYnbKsDIu5AlfTzWJ6nQ6DXkoSK6x1LIuSk9mc/cNjDo+XVIWkrCpqYSn8+bv/AExuiBKIMsvVa5fZOx6TdlOGa+t04i7jvQWTvTlXrmzxSB7hoozNpM+VNOXQVxTzCWWlSZIkbOKmxtoanORzv/Mm73nfM7z4kWfob6wxvDzk13/xFXZenyLL80e6fuXf/i43rlxifW2VXtoP6R4pcbXFOomQgrooqQERReg4IstS0jQLUQkh8D7UiKhIEUc6dEM5hxKKJE5QTQGwwRDpMJLmIkOGARDBXTsktjV1rakrSLoahQoPB1s3juKGypfESjfRL4l0IFA4HMZIcBq8xYvQ0VVWOYWpUDLMLIsiBZUg1ueP3na73fCM9h5z+lpJs3BqV4rKWLSxZKnG46isAe/RLsLVhgqBaVrP46YORkfBRbvXMYBoomgCa8tQvCwIg3AvgHdQWYMWMU44amsRSLRQ4GSInKCIdUbNAmcNWkkOT465f/ch73nxSbJO98zHSsgwE04oQShYVMFUVHqUjkLjhedigq7pOBONKD4tTHcOqqqk2xnx/M2PsT16ksXcMD4sMLakrAvKosQa0wxRDk7ti0VJXkFaJKTJKh35HFl6wKy6i0MBYW7jBRvp+MH//L/i5rUn2Fjvc3Bym4PdPYoaVNLH+xF37u7TKRQHh0fsHBwwns+wxiC0pK6DUa0SEh1rdKaIU4nz0ElX+eR3fQtvvPkaP/PPf51iuiBOFQKFd+9ePLfCqOUdnMwfsZjuYfMFJ/PXMcWUTlxRzu/RW3XEgy4q7jCSEd2NLqxHqDsVVVVQF5L9RzlKDomSHtPJFCsrBokjSYKTb1k6Hr26JBUxT7xwhdnshMMTh4zO30aexCFtkfVWePq5Z3ihM0BgePjgIcPhkJVeiko6yDQGoVBSE8UpqQ71CtbWGGNQSlIay87hCfcf7lLOZ7h6gfeh8Nd7j/MO3xQwqwuYJZ56vJzivA+jDQpHHMcYIdBRl7Xrz3OrtNQv/TZlOaWfanyRU9icNE1QeGazGWWV0+t26fW69Fc6ZL0+/X6f0WrO8SRnPJlwPD5hNp+fe80AnU2NTjuoFPrDiP2TCpV2WLqKYXeF3qDDnTvHXHIxm5uXOPBjOsSsdxI2OinSm2AZ4ILfjSA4DDvjOXo05Z/8D/8Lzn4rH/2W9/Lx/+BJbty8xb/88V/mc7/21rnXfHwyZhBr1obBGTyOIpy1VEWFwOJlGCSrpAClqGqDACKtGsf0MJLDGsPRdMxsvmDU7QYX7UjjnSVWEcH5uibOukRZh7o6f90cgDeeoipJdYJ1Joxo0LYZ6eURziOBoirxwhNHERKFrzzG1XgHUZNQEEKgGiNLDzgl0KlgIPqPR244IBNcRM+Jxk3cWktd1me2BlJHIYIlFc77kBIG8qqinE+xRR4iIEJjbBBR3eEKSadLbWqMtUF8Nulsay1FkYdoHYIkOX9EEcKAYSVjlJThwd8IW+kTjHEkOsZ6QSQjqqLAmpp+v0tulxwfH7O3e8BwNQXhmuiswDuDMeEaCCmQTeosiOwgnC42d+zx/hFaRHxjj+C5vP4UH33x20jkgHsPdyiKCmM8RTnFFFPi1LF0B8yLcTAmNSDmmkiu0O9dJk57eAOd3jb91ZiZex1rRDOQ+2LK6IUPvUDkEh7uv86DB69wNJuxtXGDJ648yRPrL/LzP/vz7D06ZpHPKMoi2DV4KCsbCsGbfpjZdMGjB4eYSrCod6F7wlPve4p0QxIlioQha1sjvviFV3npN15jPp6+q/W1wqjlHSxnO3h5gOoV9BNPOcvINirMxgk6WSfLnmLn/gEsFFtbV6nXHFeuLDjZq6mWkrqoSYcFo7UMY0vmeQ6+RghHrx9z7cYqB2/sUlcRi4lhb/eY2k8YrZ5/JEgcx0RSUIqS0kickSRKkyY9tO6QZV10lmF1hJdxqEcUEpCUlcNaSRQlTYu4whgbWo3PMgphUrlr/DxOB4i6CxR87u7uUhQFxhhGoxFFUeKdJ4qCc3dV1fQGQzbWNrn87IeIk4i7r3yO8eSEYdYhigY4T5gILhylMRxOFhzNS4QAayxVVVLUQfRFyrHWS1nrXCy9k217Smfprq5itQMt6XfXEEnK0WKftWs9Dmc9DqZj+ps9jqpDUhWRJhFboyGrvYyd8Ql1YXHNWIdYJQih0VIw3Tvin/x/f4ZeeosXPvABLq2t8V1/aoXx7o+ee80f/9BH6CYxsY7QSmHqOszBEhLrJXEUkaQpzhryoqQoS2oTHmZFWTCbzojTBCkVSRKqnZwnzPqKIvDB+RoPsU4xtn5bDcz5cY054sJZvFMI64i0ZLmYE3dSKpM3ReDN3FOjMNbhjCc3NVpJelGESiKUDENlrXXBpM/p0ykxSAVVadBK4bEXckd3gJCKREdIoajK6szPSWmJFuEBXtWGfLlkMZtgijnUJVJJ0qxLFGdYr5hOCxITaoed9YhI4PFn3ZVRFDd1XRBfUBhpFRE1a0YptBRoGaNcRiIVwkm8qRAa8uWC4aDHaDRExp5JOWM+XeCtQEdR6PKT8rFjviBEZSqw0mKMC3PMIo8U57/WHh9+fpz6FTmchedufgMffe8nODme89bBDotFQV4eE8U5q/2USTFlsNILYkOb0D3pBM7UlMtddg53SNQGa2u3mC0cRdFjuPUMU/Eaxpd4d7Hi6995/Sd48uYLxN0+Ny49zRM3MzZWn0CKlJ9/+FNYU2LyijxfhGul9JmPlfUefRqFE57BakwhD1nWHTZXN1nvXuOZq7f433z0U6RihaUteOX529x+7x3GO3vvan2tMGp5B/nxq6ikoBSOuJew9fwljLEYHeHGHea7BYuTJeUjQ9m/Tf99CZvXO3zTaIipY0ZbNb2NFJ2uMzu+wf7BQyp9B29r8DFJJ0Emgl7X4dyc+cxgpCFJzh++R4QhnipO6CaQW5AeVtfWiLt9ojTGC4kxEifBe9sUPXqUcAhNsDAWodNHySiMXqCxRnOnnRgOgW1SKxe7zmUZImRaaw4PDugPBtx66gmkEJiqxtYGrTVJ5GHQZ/3m84i4w8N7r7O79xDnmkiAVPS6HXoe5suS2npQilo4itKQLxZ471kbrbK6skI3u9gDpDQV0kuSJOWkMCx9l0vrT9LrZ/zmb/wsg2uXeOKpbe7euctwfci2WyE70XSThGuDIe/Z3mZR5cwLAz6EwI2t0AkYDNI53LLkv//v/x9sXrrO9pUOn/rub+Tjf/S9517z9voqHoE9NVwUITqno4gkSRBYqnyJ0BpnHK40WGOpjW3mnhHqTDwkOiaNkmZsRHOPOI8TTeu4EGEIqykw5mLeOp4whsQaS2UcimDmaIxDW4PUvmlC00gvMMKCBq0FfWJAUgPGeEyRY3zdtLhLhBcoqbHe0om7eO9YFgVea8r55Nxr1ip0YUVK4SONw6Oi4C7urcHWEiuCi7v2lm4S4XUf7ztIIYjjGKEiVJwQpZ1mhltwqnfOBd8xBL6WTTRPY4whz8/ftRjWHSEQ1LVByeAYbqxBIYl0ijOOSIbp9eC4dv0SOoo5GB+wOFpwfHxCvigYjhI8EnNah8hpV5cMLfQoLB5TW7wVZOn50/FftgU1g16fufURvvlD381bbz3g4HhMUS44nr3BpLzD2mhEL7qOqyV1LTBC4Gxzvzb+S52BJus6Zse73Lt/yOWtZ9m88jTTo4Rs5XkKPou94H09jEZEVrPWv04VLxHC4NyUf/PST/Frn/sl8lnK3vGY6WKO9RZbG6wLEcZTW4ZIKnqdLtc3b3G58wTXR88w6l4hVgpbltTLivlsxtHhHlvRkGsf+jjT8bszT26FUcs72EolyyRFiQQiSTRcUh33me/A7PVjonmPXr2KkXNqa8lnUE4XrPW6rA3XWEzmHBRj4qFne/M5NjYHjIuEg6MjfN1BasnzH7qGrMc4FhQ2B58EA7FzIkgwxqPTHlnSAwuZbmocdIpRErykNKGzzDtDbQxxpIMBmw7jHRCCbrdH3LR2v33jCXYhQTwJ4S8cThbN1HFjDJ2mhf5LX/oSg36frfUN0iY9WFUVUgjS7oDh5mWmixmFdYzHY5b5guksZ//giCiSJHHMYNBHRpqyNnQ7K2ysDhBe0O0PmC1z3nzw7k5NvxfFUhFJy/RkSZxmxFJx+/UvsViMccWc2c4hm9tbXFpbYxCnxIM1ZvcP0ZFnpd9jY3XE2nhMXk2onAtRCgW19Fy+coU/+Z3fRiUfcrR4ncnsNrsH8KP/6FWevH713GuuXE0sNFrrs5lnZ0Lc2yY9KhDOouOIqqqpyhqBII4zur0hSsowWLipSQqVuYZQbiZxjRt6SMFFLBZTLjjXlCROQorOepJBgq0dVoAvS4QUREmI/lkTapGstxgXRoOoZgp5VRZYVzZzyxxaatCeylZIa4PHUw3zKqekJI6zUCh8Ti5vjIK/kxPISLFcBsHiEZRVTRLHxHFMlS+RcYqWGcvaMC9rsJ5lnpNXC6TWDAY1UZKFqBAEU87GW0ypkNpUGrIsDg/3C1BWJWmSoqVECQVO4SpFLaBcLKEO6TRjapy1SNkUruPx1nP/ziMeXLtEt3MdGYNzwSJD6ccu3adml4rTocMCZxxc5KxyZl8kuLz1PN/60T/F3Ts77B6dMFsecTT5PIU7RIjQgEHsWL22QqUK8uk8OL6/bbPzNqytv94hinJ2dj+Hlo6ou0WxE7N19YPcW/zGha71i1e+jYXLubvzRR7uv8Hm6ArPXH0/cVxyY73LJO/wUBxjraMqS2prgyBqRrWsr464efUGadphe3idJ9c/zFp/E+cKXLEkn83IF2OqRUU1OeJ4fEAcxdiqBL71D1xfK4xa3sG6XaVc7bP/YMz+gz1sVqGKIeqhJR57IEXFPVbeMyC+pqnmESe3D1nU+2w91SEdRMSsUBxY9spd1rcvsTZ8El/3uPdwBxULVtYTbJGiNEyOPNXUUhfnN3gsqopOEiG0Qnd69IRFYDGLmjTrECUS7xVyWVHXJtjzixAVcjakEYQI07K9d9jGwdiLMPwREU5I4m2pNSHEhcRR3XgL1XVNloVRAqauKcuSsizpZp1QmG0NXigMgs5wgxvPhBofoR7QrUoQjsn0hLouydIElELqhEiG4aamNhwcHPBg9xAvJIvi/EaJAJe2brJc3KOoQupgfrRkNl/Q7WRgK8rlkrqqGayusjebcvXqVYTT3KuOwAuqg5Kt9QF5YTiYTLFVBVqF8mIJSWZIMhB9yWi7Q30z5eEbY/7NL79y7jX/v//Zz/N/+FN/glgJQIIQYYCmEGQqC+3wpqRcLIPZo/AksaauLWVZUzdrFIKQvpES5x3LxYyjyTHrqxsIf/rgFizqOUWxpNtfudC1dsFgGykEy6JCNe3HBodq2ti1iHHOorVsHrwC4xxWNOaQCqwII1B8LbEywlQl3itc6UjIcDHoOsHUFuEdPX3+QvdBN0VLxXRRkEWCjs6oqiqYXspuUx/kqKVASIVUEukl1IKqqsgrj1BdVJSQF1BWOYgQGYrjGA+UZYGSoSheRxFpkly4Q3Qxn4cibu1IiUhNF1/F7B8co5RiOBhQ5FWoQ0MG3zFbkCUxo+4q06Ocz/3my3RTxaVbXVBViEJLiQNqW4eWfa+JiHDCY53HVDWc01osHOaCz1qWjfjmD38Xh3snPNo/ZF4csnP02xjGTROA4GR+zLiYEMXhgHBaK3maBrZ4BHUwuRYgexGZkrx297d56uoH0fE6s4OYYefJC13rJEpI9IBMpVwa3qSbDBl2Nvim5/4M33DrO3jr9QPu/u7/wGuvvfZlxp3Oe9JIs7G6ygvPvYfN7eukaY9lPmFoVYj8FiX79+9yvL9Dkc94+OgR+8eHdDpd4ujd3SPC/37WzC0tLS0tLS0t/3/EBXtJW1paWlpaWlr+/aEVRi0tLS0tLS0tDa0wamlpaWlpaWlpaIVRS0tLS0tLS0tDK4xaWlpaWlpaWhpaYdTS0tLS0tLS0tAKo5aWlpaWlpaWhlYYtbS0tLS0tLQ0tMKopaWlpaWlpaWhFUYtLS0tLS0tLQ2tMGppaWlpaWlpaWiFUUtLS0tLS0tLQyuMWlpaWlpaWloaWmHU0tLS0tLS0tLQCqOWlpaWlpaWloZWGLW0tLS0tLS0NLTCqKWlpaWlpaWloRVGLS0tLS0tLS0NrTBqaWlpaWlpaWlohVFLS0tLS0tLS0MrjFpaWlpaWlpaGlph1NLS0tLS0tLS0AqjlpaWlpaWlpaGVhi1tLS0tLS0tDToP+wFtPyvj//7X/2/MNnboVgU6KSLiiKefOpJbty8SV1V3L39Ji//zu+ws/MIrwQqjul2e6wMhgxWVlgZrTAardEbrNLvr9Dp98i6HdKsR5R0cELiAH8qy53HO49Ugm94//PnWvN/+V/8OW7e2CDtCA5Pan7nd1/j0e4eVWlQOgIEIPDeggAhBEJKBALhBQACET4MEFJgrcFYC4B3DmMqnLU45/Deh6U7x2uvvXauNdvsBWzsEaVFVCWeEkdNwZKUDipawWcpPhaIWCJcuFYARALvHOQGjIDKIWoH3iCEx466sJIipIRHC8TiBJgCCsQQ7e6da80Af+17blLWNWVdkaYZa+sjRqNVup0eWkdEaUoUR8QywirFbq45HBtWYs96VxJJi5ACGSmkjpAyQsgIITQCj3Els2lNVTqiFOI0QggFKL7jP/9vz7XmJMoAj/ceKQQKgRCCOE6I44hyWVHWNUmakmQpKlIM+xmRt5wcnzBZFMgoYtDLcB6MccQCVBSxceUao40tuisDDg8fEQtPv9/FS8ViPudn/uXPnvta/0//tz/O6/Muf/R7/zLb29coq4raQ2UNRV1R1RWmNtR1TV3XlFVFWZbUVUVVVeHfqwprTPPb4k6vgVIIJVlZXeXK9Wt4Ab624eOc4z/+zu8815r/y+/7M/yff/DPs7oy4IuvvEbtBPf3x3TXr/H+932Ayf4+h/fvkwiIBYDF4fB4pJQIIfCA847KWrRWABRFgbUOKSUvv3WPv/nf/XccHB1hnKV0zeu0eV2ehz/3f/pP2djcYLFYsre3h1cCYwyD/oCskyKxVGWBMI7jo2Mq61m/dIX+YAAeyirHuYper4+UkulkwmI2RzTfi/celSZ4KZjOZghgMpkiZMQv/aN/fa41W1MhVcQvfuEO//Cnf5P1tTX+5Mffwzc8s81ysaD0kihJSRVoYZBaIJBIEfZD4yx1BZGKEEBV1Wit8d7jJUSRRLmq2T4jEAI8OO9R6vzy4Zc/+z9y7+4DphNFr3+Jh3tHVE4zXtYYFBUpcdLjvU+P+Nh7Nxh1Kgqzy53xbe4d7GPylFQP2Nvb4/Ovv0VnpLiyvoHQEa/eeYVu1GVrexUdSfb2F1x74n1M7T4ez3/7HT/8B66vFUYt72C0eZmN9S2uX73BymidWkagIrxzVHXJ+y/f4qnnP8C9t95ifHTEwd4uD+7f5s6br5FohfQG4S1x3CVOuyTdLtmgx3B1jZXVywxHa/SHA/orQzq9PirtorQm0fG51+y9wzsLKHZ2HnH7zl28iND6/8fen8ZqmqZ3neDvXp713d+zxpqRe2YtLttlCgM2TjA9QA+CaWlGrRk+II2tEV961AKhATGoVPYwI9mSpWF6wIA8YtSgkWAkC2uacdONsSmbsqvKtWTtlRmRsUec9V2f9d7mw/NGVJXTQPocj0Gt9ycdZcTJiHPu88Tz3M91X9f/+l8pUseEIAiBbvP3nuA9kVRd4EAgeI+OIqSUOOfAO4QAJbrozQSDaR3OtZvvKNBaXWojlgECEhGBRINxEAISBVQIG6GcJsQJRCBM932D9+ACBE+IAB+QzkPwEAJohcw1RAJMAGcBt/muiqDUhdcMYI3pvk/o1uBddz2FACkUCoGWkiAEbVDUJFQqQfmKa6lmmmlsCLReUhtHbSwqhihSSBmIY81kGFOWBhsa2qpBaU0cX+b+CAjR/Vt3vxd4HzDGIqWi9Y6gJPFgwM7hFW68cIU3Xr0JTcHXvvIVzs4XDAY9puMBcZoSxTl1WbEsa1750EfZu3aDYr3EmiW+KVCyC/RFcrkt1jqHtQ5rLSEEvO8+3CZAf/br5793DpxHhIAMIEJABBCh+9FDCM9i/821EEgln12k7uPZry9I3TSUZcXOdIwAqrLiM5/5Lb714F/wiT/0CV64csDhZAiRxIXuORObgMgHDwGstcxWK2wQvPTKK4zGI6qiZLVaMZvPGYzG/K//V/8lLnjOF3PO5zO+8KUvXXjNAJ/73Bd54eZN2rZlsVqxs79HXdfsTg9Ikx5FtaRuLSqAQxCnMUpB0xSUZUlTVSgpkR6klLRVTVPXjEYjkiTh/Pyc9WqFjDTBe+IkwRhDlvUuvObgHSjNeG/E8aKhxPCNo4Jv3f8q/V7Gl795Hx/g5t6Ag+mEJO3RVBX9XNPrpazKksdPzxgMBtSNZbEsODzcpaxq6qbhj378JV47yImweAQG1QXVF789ADg+a/ny14+5fuV1nEyonKM23R4lvUMHQVPFfPvOkl7W49UX4OjkNvdOb9MbH5IN9zCN49u33+HOnXf5/h/8KP1ej3tP7rGcndGqAh8sw9091qbBN+fMzo8YXLn1gda3DYy2vI/XXn+Td7/9LqeLFVl/SJIpmqZAa42rS1odcXjzJQ6u3eL48UNMVdC0FUWxpp/1mJ8d8Zlf/1c8eOfbBOcQQiDjiCiO0UGio4goSch6GcPpPoPpNSbjKTs7O/zQ910sY2SNQeAJXhBHEXnepzIQxylSRHgXaKwlaE2UaCQgEQTv0FrivccFTwgSpESgEN4ipScEECKgVYS1BgCtNUqpy7w/CD4QRCD0BEHE0GpEaRFGYkOJCRW6FUg7QiQRQUOwdBkvCd4BLcimy7gJPODxsYZUdS/A2oHtAiPRnckJUXTxRQPWdZuk8x5jLUVRkiQpSsZEUQAhCBIEgUoq2hDjk4zZquRksWKU9UiSmFzHGOM5OV9iqhJrAjJSgEejiSMBXuKdI9GaJL545d8FiOMIKQRSCJIkgdC9wPr9PtM4pjcYcOvll0nSmGvX9njxxh7zpw94/aWrLMY5bVGi2zW0BSqr2ZtMmEz7zOdHTA53GQ5zdkY5GImQEo+gsOI/vLh/D947Qgg457ssp/hOVqT7/Xc+niHogm4ZQAWBD98Ji6X87msokFKipOruqS6VusmmXnzdzhiqunr+jKRpyp9660e48pVvoNyKoZ4ifMVi1eKsIfiAkpIkTUmTFIDVasWqqtg9vEY6GBL3BgymuxwAq/WKG+uSP/kn/zOiJKJuW46Oj/lv/t7//cJrBrh54xY7O7tMJhNmizk6jomiiEDg4cPHmNAwGPTQSnPtxghPwLiWtrXEsSaSOVpIcB5rLE1ZkaYpQgiqqiJJEvJsiNhkwM7OztCRpjGriy9aKECQSsHLV4YkUcLtbzygMQUf/8EPsawDTx49ZX/U492nBZ/+0jeo65LJIGI6GRLFikg4BvkKHzxRnHL+8ITZfInynms7Q17deQmhYqSC7rt1h6DL8KW3b3O6hMHYYOUShEJg6SUpoPBELOsV89UZb79ToKIbtJXgvfsPCQ/PSNUB77xzG+sL/vgf+WM8evSU33j8b7n64pjda3u0RmOcop6tYbbGTi1+IVnL9j+4NtgGRlt+F4Z5zq2XXuLxwwecnx8xHIxIs5xYKbJIYp3DO4EUmt5gwMI2pHGP6cEhvXzKzVc+Qkgzzhb/hKf37hJJRezB1wazycR4Ibr0uXgXVI6SijiJ+cn/+r+60JpFcFjTolqFwGOsw1pBKyyx7DZr2xrwMYnuEUcx1jiM9cRJDMLTVBVCeJSUaCEIQWBt6F4UKJSOEK0k+C6dH8LlUvd4gywFNB5SAeMMBimiSlB1D2lqsC0sSxA9yDVSAQiCFIgGhPWI1iFCFxQFQpelUAIIUDlwDvGdVyMklwuMnLUIpZFiE1A6hzGWpjGAoq4bfPAkSdRl4dD4VjBb1bx9/ATBAa++eJ1ER0jhyXuBk/M1s9k5vVGP8WiIbD3lugYNw35GlibIS+xWL772Gjdu3ty86GC1XFKs10x3dsiyjNZY+r2UwSBGi8D13SFmdszs3ruY2RnV6RnOGLJ+DgiWx+cUq1MOb71E0AlnTx5w/fo1pqM+vpUYaykbi/eXutSb7KXHb75Qd7tt0j/dZ/juO7ArkAiEZ5MpCvAsY/Tsb3zXPSuASGukEJtA/Xd+xd87rbHMV2ssAR0pZGu4trvD9T/+o6yLktPFgtPzOV4q4jwjTRK0UkitMFLSmhbZ73Pr5i32D68y3d0lzTK86/aOaZYz3QtoqXHO0S6W1LXhYO/qpdZ95YXr5GnKdDIlTiOatmY8GvHw8SOcbRiOeqRJAs5RrNekWdJlnRFESUxTlfhNSc86g1CBOFY0bcmqLMl7OZHOePj4MQGwHmrjacvmwmv2QuCdB6nJ8hHeaQ52Rzx9WnPnziMmoz55fI1Xbx1y76TAJ4Jef8B4kpD3eizmBRnwwtVDptM+9x+dcO/xOct5yUvXpxzsjVjVhlIJgghkOhBH3cHxMhyfFISoz6JYIoRnNVuipCZJNca2CGWIg8HawPlZy93Hhtduvcbe3ju8e/ebLEuDMB7XWoQRDLNdHp/c4wDNjSs3OZi8wcN7T5jNnnLrxWtMRxP2JnvcOzn6QOvbBkZb3sc3v/o2vdEEHSyzs2Pq2rB3cJUgNCYIrPMI51FakSQxTbPmvdvf4vq1F7h+M0fomKQ/JhntUvGIpnVk0hMrhVAxQXQ16iC6EhhmDQGK+uIbcrFeE/wO1rZIBEoqpADhLUmiGE+HLJdLZvMFjS1oZYIPioBgvSmPWWsRQtB6jxTdKV0p+VxT5J3panEICM+Cgou/+USqCFqC9AhrCY1BTHJCrhErjZA9RN3ArIB5AeTQi7sXW2URNV2pLASgyywggVSBFNAGaFxXYvvuwCi63KbmnUfI7uUcQkBKhZYRQgic85uyTqdTKNcrTuYr5m3G2emMJw+ecHS6oGglk35K0zrWjedsWeNQXO8LojimLRcI4TvNjxZIYQn24tf6Q9/3Ufb2dlGRxlrHyekpr0+m7O7uUJYVs7MzsDXDTLA36lOePGTx9AGJrRDKYxKJzxKGg4QkSZiEEadnc1bHTxhdfYG2KTg/foy3DRKHkpBEGuvdf3hx/x6UCQjrCdY+L3UFuuDGh66U9qw8JkNAuIBtO+2R9x77PBManmv5QggQHMEZCB7lA6L13dcjPP+aF0UqjfUeqVSXyXKOcrXm6HROEJqk12M6nJL2+hxcvcp0OkYrgbWGxWJBURRkec7u7j553ifPcxbLJb/9+c+TZRmvv/EGTx4/4unTI954801GozEHh1e4+cJLl7rWxrXMFyXr5Zz1aknA0za7ZEnEi7duYLyhKSvOTk6oi5JRf8BwOAQCZdXggqdpWvI8I80HREmGlILWWZIspXGW2cOHnJ6csX/lKiiFUobgPlgW43fj/nnFr33xIZ/72kM+/+0T0CnXrgw5OV6zKs8YTCc4U/O1+wuC15wVDi0965lBihLTBtrW8LU7K3Qc0RhLa7ug7RsPn/LlO2sG/QSERASYDiJ+7OMv8EffPGR68QogUZqxrhzrekVTrcEJst6Apl6xXhUIGRFlA3ZGB6h8TAgZy1rz8qt/jBdvvkJ7HmOt5LNf+Q2+cfsbvPba9/Fi9DrOLLFLzwsv7LPzep+vPAzUi4rjxTmvvf4K/uTOB1rfNjDa8j4Wq3O+9qXfQlvH/q0XaK3fiKcPQSisd1RNQRJizo6e8NXPfYZ3v/E2zYc/xnSyR3+yx/Wr1/if/+f/Sz765sc5PztiuThnvZyxWi5ZF2uaqiIQUDohjYbEcUQvv/iTVlUlpqmJ05gkjomUxOCJVODDr7/An/3Tf4Lb3/4m/8N//z+wKgxl63A+wgVJsF35x7kuuFC6E6U612JMlx3ym2BJa/1c02Gtvdzp+toAISHIgDAWWgPGIrKMkAlQgTDMQEdwvoJ5RagtwntoBTiJcIEuUyQAD7GERHeBkfVgngVFnZ4EISG+/GNvjUXILssAgPAo4dBaozVEWlC3ltv3T3lcQDrcRwkwxLz97hF37j5l1I9J0pThdI/Dmy+Rpj287DQqzlmiSKFVQEmBd7bLnlyQJw8fEOlOF+IdaKFZLRcMBz16eUw193zso6+zN4poFmc8fe8JmTTEeQQ2opdnSA2jQUa/3yOImF7a59HJGdI0JLGgmp2iI0lQ4JEY50niywWhii7b46zju2+1Tmvku4NF8HjvcK3FG0NwDtM2lEVBVVVY55BConVXSnTeYY2ldQ0u9ljjWK8KluuCrJ+QxBGXua2llDRNgxCSNE05PT7jnXfvY6Tmxq0X2d0/YDzdJev1GY8nxElEXZcUxRrvPb1ej36/T5amJEmEkJLhcMgbb77J2dkZpycnOOeYTCcMB0O0jkjTlCxNL3WtF+cnpDrCBgjGdCJqD5FWlMs11hvyPGMyHGGTjEhqQuu60rySJL0eJoC1Dgd4oC4K3rt7nyBgMB6xv7NDFqcIHROnPdqq5bSqLrzm/+f/+C3+yX//dXQ5I4oCIgrcnhmaRhF0RlkWKAVrEaNEtNGsGQSdeFopTQjgCtcFzZsGFIGgDvD12RynLEpoJAmLtubT33jI/+G//AT/xR955cLrdljqqiVNEkII9NMchMOYCudqJN1hb7E8xi1OSBYj6maf1159gY+89FHUYc1Xv/01QqS48eYt0klKP9nh9EnBV955l/UTh809O2+8yFTvIJXia7ffpfmAW8g2MNryPvrDIaapOH38hDo4+jt7eO8RCKa7h3jnKYoF65Xn7S9/kTvvfJu2qjg7Oebs9BjilCzLef3ND/Hhj3wfxrbUdUlVrjh6eI/3bt/m7r17ZFnG1atXmUz3SdOUyWRy4TWXZcXp2Rl1m7Bes+ne8igBVw4nXNnvY1cDfvTjr/Lg8Yy7j2ecrQNOxAgpCcFvAh1QWqMigYwkbdOgVRcMCTZlpI1MQymN9/biFzrttChCCkhjMAbaFrSEUYZfFSAkcn/cCbAXa0RZdSJtFCA3LzDPc1GxlF2XnQ9dNsk7BJbvCYz05Vw6lNSdNkTIrotICpT0xNoRxZ5IO0KwPD1reffhjEoljPUK4T2T0ZDWWM5XaxZnDb3cke1doT8ek0YpsSxp6pZIaqQSeG9obSeIF5cQNizna+7deUCcZczOZ8zOF3z/D3yM0WDCZ3/zN7i2O+DF6/tU88eYckGiAjrRKOEJeYoIniAceW9A2utTNy29POHm1UOmV6/QSsnR2YzWGEBijMWYQKSzS13rZ3of/7zriu+uonV/JoCtDVVRIoFemqJFwNQllTOYqqZtLUmS0stztOx0dF6m7O4fMp7ucLZYMlssSNMdRBR1t9QF0TpiXRR475BSsVwu+dLbX2Zy7QY3X3+d4c6Evb19oihBKklT11RVRRRF7O7uEkUxcRyRpBk6SpCy08tdvXaNfr/PerXi5s0bpGlGawyL+ZLVakl/0L/ElYZyvSDqDZBS0UsSEqWJkJiqwTWGONX41hIJRZLlVFVFiDRREqMjTZDdeUQIv+kItEgh2ds7wHpHfzhgd7rLIOvx8MlTzs8WtNaRJBdvKvj0b9+hKRt+5IWMW6MTruxVuGD5H3/jDml+i8nhDbJhTpbn9HsDFvMZs/M1OorY2RkwGAzxzuI3XYtN01CWJXmWI2WK8xBFjn6aIaMp//bdE37ja3f57NceXiowqmxLACKVoPA0bYMzBmdMF8xFlrJtOJuvMK2hqVt6k11c+cNM4teY9EomOwNef/NNHiyOuX96jAqCYtVw7/YjrBOMXpqQhZq0l7I+OqYpG/Js8IHWtw2MtryPoGJG4wlHd+5SVyXLRw94/PgRn//853nhxVdJ4hznDG1V8N4732BdFDhjNyLl7nRb1TUBQd7TxGlO1huxs3uFtqx5/OiI7/vYxznY36fXH6DTnEAnjr0o8/WCz3/hiEhKUBmEDJ30sMJRl2uK4wcc336bpDrmWhYY3RpwVGfcP/WUtis3eGuROsKHgMMikGhU194qu04f55vnP6eQnZbjwgj5XR9q08EkAAlxRqkt66CZKEm8F3X6o3lBWBRQlOBbOgl510IbRMC3DhY1Ku532SLfAobuTae6UtvlkhgoJcBuuvtkJ9aVm5ctKBormc8r3n7nmIcnJXo4IOgVWqSAJMlj4nxKohW9LKY/GNBUJXHw9HOIhSPSEmu7riwBG6H0xQOjYANPH58QJQlNY8jTAXs7h/zWZz7P7GzGH/v4G6zOj6lmZ5imQkeaWGWd2j1ItFKgNb2dfaRSSDejKRYM+kOuXdnFao2KY+49fIQ1nWBfaUFVX7xMsvmxn3eTyWei6PBdwmu6ILguCtqqZjoaEcWKLFHESpBoyXy+oFjXOOtQQtHPe6yKAhFHyDjm6ckp9x89RQq4friH9F2p+6LEUdwFDQhcABsEr77+Ia68/AqHV6/T6w2Rumv9DiHQWovQkjzNiOOEKIrQkUaK7tkTmz9XrgvaqiGN4q4jcLmiLiu+9rWv828+/eucnJ/zF3/yL1543YMsp1yvSXTMYG+IlBrvYbVao5UikhFl2XWgpWlKlPcw3rIqC9I8xyNYrBdUdUkcx7R1SxQiDvev0jpL1u/RtC1tbcjjjPOTGUma8fLN6xdec9MachW4MYYP7Tdc3zlFacVX3Husjysm0x67SQRiRk5NFlX08oosE1zZVfTywNHjIx7fv4/Wmut7+9ieYzBwBG0wwZMpxyD1JOMpx2aHX//6E+bVJXVovmWyc4U4Uti6oCwLIqkwTUPTGnQQ1M2aer2mKkrOT47h8bcJbkkWrdmZBhwzTDC0hUUFhRaCndE+58Mz4oGmt5tSLk45OX+EbmquHF4nG3ywqsQ2MNryPhwKHacorTFtg1OSs7MZ9x484XOf/22k0qRxwrCXIp0BbwnWIJVEKkUgYK3dtHUDIbBYzLh39z0+/5uf5r333mU8nrAznYBQqCRDRxHWGP78f/EXLrTmJNH0hxOyJEWoiMcnNYXtfH3u377NnZFnefQU2db0koTXPvoadbbHv/zMHR6fVJvWbUOcZrStwZoaFUWd3sKFTTeaxFhDcDxv679M9w5CEYREyE0LvZBsej6wwFGe8XYv5wcWa24G2/kZTVNCJLHBYco5wls0CikiAgmNNURlgVzlUDlEMHxHXwTw3e3aF1y2CEgpsN5jrcMYQ2ssdeNwBArr+faDOe8+mrEwgkisEUqQRgbnBcF5VKwZjockWoEPnB0fUUp4dXBIIgRKKEzorm8SRV0AcAmGg4S6KcE78jQFBL/1md9iPB7w8R/4QW69eBNRn9OUZdeRqGPaxqKlIsoiskFMf/cKBy+9zvn5Meb2V9GRIko0WT+l9rC7N+FkNuf0dI6MIqJI0AWlF2fRBCpjCN4iZJehU74Lkp51nmEdbVWD9wwHA7IsYrWeU1eBNNaksaZW3d+NIsXZ2Sn3HtwnHg55cnZO1bR4JGkSMZ+N2d2ZIi5RS1MamqbGi4ARnmVV8UM//MNcfeEVdJzS6/VIk7QTlAuI0xh0gtZdSUpGXZApkYTOwQIhBOv1itOnx903kYLT2TlHj5/wq//6X/Mv/uUvc7Za8t/yjy+87nFvzNNlg4w0ZVmjhGM6nTIe73TXwxmC9V3AJCRBKBBdGbOtDUmaE6sYg0EGhW8DZVuxmC/wUhCkxJQl5WqFEIJBr0eSpVTN+sJrBk+QBpUmWKF578GCJBLsTvZpTMSTx4/JhhlpP6EpBd44FBIJ1EXJvTvv8Rv/5tc4efqEG9ev84lPfIJ+v493BiEDWioEGuMcmpYoygjE+MuerrRgurNDKCtat6IsSxLdeSmNJztIGSFXS6qi4my9xJmSOChmD+/z7W/u8dpHX0IqQ9aLeGH3OifzE1bFEucFH/7Qx2j7lulkB3O6ZrFuGV67xnll2Z18sOzcNjD6T4SyLPmZn/kZ3nrrLd56663/qGvZObjCo29+Be89q9WSuJd1+oxIUlSdWZzwjsJVKDxCaXCWxXLF+dk5TiZEcYprHYvzOetixd27t/nqV7/Mvfu3KVZrpOwM5nwQSKm7QOMSLTyf+MGPkUeSLE8oG8PZ+l38whOLQD2f8e7bBcM0IlIpcZLRH+eQKLKBJBw5ghd467BlAc6hQiDYzt8oBEdwjrBpVpVSbkzQPOoyhh5CdXUQKUDKrpXeS2rnOG5LPkPgi5Fkvl7yCR/Y05K+8wgXcFlO4S2zdkHAMgiKGsOZL7lhYg4WNcr6TbdaoEsVBXCOYC5R/qN78UkHzjiClNRtQ1k3BDSJ7DGvAo9mDcsWGh/IoojxOCOOBKbR2DYhiiOkdzR1w9Ia6rIixbK61mOSpWSxQoRAojXqeYv6xa/1Sy9fIck0RdnSNJ66alFxRC9Pmc3PaMwLvHr9Bna5wDqLUJKz06e0zqKUJh/tcvW172P31uusvvYFdJzQGw7RWUYQAhEp+lmPvb09njw5J90kP+M4v9S1/sZcUrUtwtUgAkIqlAxoRGfA4AOtNWgZkGnX1ZMmEWURkHi0FCSxJool1gta1/L4+DFPT4/JrSEuK8aTCVme462jqGrc+SnT8fDCa5axpHUtTnqMMyyKJTJWKKVIki4jJGXX3drWNVJL8jxHaU1wDuUB67G+83DyNuDa7pAVRRGr1ZKjk1O++PaXuP3td7hz+zaLxRJ/mfof0EsGDPs108m0W591tFWDjjTeOSSBYd4nylKqtiXJc2QkWBcLghcYa1gvFoAnyzOy6Yg8zWlN19SRRZoqjqilxFrLcrkkMS2FqS+85iAgSEtjPOfnFUe3z6irgjJMkEnOfD3jznvv8Orrr6NVgnUe5wOr5Zr37rzHl770RZ48esRLL97i4No1iDROCIJUiACaCKX6BGXxSqMIxN6hwuWaCoajIUmSYE1NVa3w3jLducrN6zdIkozHjx5TliuCa2mbNXVVEFRKrCvu33mP3atXeflDL6HThjzrU1aOxdmCvJcRRxoii1R99q4f0kQnGAKLco0sP9g9sg2M/hOhLEs+9alPAfxHD4yuHFzl270+86qkKVqu5NdwrjPIk0rifMB7S/AKGSnKugEfePTkKctf+9f0Rjv0egNiHXN2csL57ISTkycsljOss12wARvxKOA3xnPy4tqXRAliDcG3gENrgRKQSsFQK8xyiXEZrdQ0BM7OllQ9zXJVU1QNzkuapgXbEimBUjGmNVhvu5hCdKf0ztTxO51qz3yNLrboFLx5Xi7BeqpVw2ebin8bSb6QaOaLmq+dPeFzLvChtMcVoVG+6x4qs4jTbECDIw2S0nQutj9kDZ8wFVMihAibrrSNqXcI0FwuMBKEZwa4hI3BoHWO1oFrAifzgrNVTWU91gUSFbM7npJnksV5RRQEw1FOY2vOzyvWZU1R1DQqsCxbGpuiVUAgwXcbOYBSF78/tBC88dpNVuuKh49PKWNHXVR87Wtf5WPyZdbzU8zBmP0XXqJtG5QCnSVoAZGO0OmA8cF1st4QvEdrRb63gzWeel2ih0PiLKfXGxCcxRmFc4K6vVzJwUQ9rLOddkl2eTMpBJIuY+Sdpak7Y8E0TbDW4ENEnKRkeY+mNfT6A1SSs1gVnc0EoXMmT1KyPOPKlUOSJCGOIqy1VMZyOlteeM1VC8vCcP/hKSezkodPztm7/4Sd/ZskWZdN9t6zXq85PTtFCM/OzpThcIjWGq8UIXS6KAcIJME6lJRkWcpiPufu3ff49V//NPfuvEdT151H12WsM4DJcEqsE1575TXA8+6773J6dto1XkiBDJ68n7O712coJU3wyEgipMd7QbFaY5uKJIm7A6OUWG8IwZGoGGUtMgRu3LjRuVJXNe/dv8doZ+fCaw503lbWWoq2xDYW2zjWpmBlPItVwb2732J+fspgvNOVvL3j7PiIu3feYTGfsbOzw8H+hMl0QJZGKC0IwuMDREKglSTSEZGKIbhNSH65IHQ6nBK8I8uT7mA3HPChD3+Efr/Pvft3ma/OsbZiXc5pm4q6rvGRJfWKYvaAu996l+G1Cf2BZulLbC9BDlKivqE/VjTzFcvyHLmXo3dS1mfnlL4lL4sPtL5tYLTlfURecfXGLej1sIVlXbYs1zU2gIo1wVicMbRSIHWEUBoXHCeLJbefHmMcJFGCEGKzCTp86DYXgSIIRQj++UgO5LNN7TLlEt+1lEpNnEbEaQa+RAtPL1HkKLwzLFcr7HKJzXrYoWR2UiGFwitJkBqUR+puI3DeE0xnS+DxG82D2nRHbVr4L2NUo6IuWxR81921rvHzii+bFb88yfFe0KxWLIoVjyW8mwjGUYIIgbZp8CIg0wgZJQi60l5UK06Lkrou+NGQMRLdSTcOiucZl+rivinA838rQTdWResYHyTGBcrKcDJfY4OkPxxgjUMEQTGvWB6vaeuGXj9l0EuZxANsa3jyeE7TGKI85XhWcrg76EqEUuJCF8RJqVD+4i+++XyFUoKDvRE6FpRrw/JsTWVqDvfH+KZgtlyys3eF2DuEb8l6ObFWWNPSeoHSAtoKWywJriVKUpxtsXVNb2cHGUWd/gjfZeaCej5S5qJIb2m9oHE8D8affdR1zfnZOYvzs+dBwXy+oCxLVuslTdNwdHRCksQcXLmGUBHn5+cYY6jrmsQaIt2lttI0JQSPI7BetRw/vnfhNd95cMqiliz+37+Cc567T9YMdo+49sIpoBj0hiipqOuaolxRrOcs56cMh2OyXp8kSTZCe0mWD+j1MnSqqNZrHty9x1fe/jKf+83P8K2vvE1TFEghiAm0l/RfSqII1RvSVA270ynf98abPHjymCcb7xvpHNZZTs/OyEd9VJpg2hZbGzyQZgk3rl/tOgGNobWOKE7p5f3OjqSoEVp2ztrzObHSXNs/xLrLuMQGpNAMBjnRKkHFilE8ZDWD+cmC2WxFsV7w5dmXaUNnfuutYb04B28Y9DpTyqqsEAiyrIcPAh9k1+2IRwhHpBS9rIdUJf6S1xlAW03VNuhUkKQ5edJ5lT16eJf7926zmM2p1iskASUEsdYkiUbJQLAt5ycPuH9/yO5ogOrBUqywfYcYS5JxzMt713n0dMni3gNM49m7cZ033jhEFB/sILsNjH4f+OY3v8mnPvUpfuVXfoX5fM7BwQFvvfUW//Af/kOWyyWf/OQn+dVf/VXu379Pnud85CMf4VOf+hQ/+qM/CsDdu3d58cUXAfjUpz71PHP0l/7SX+If/aN/9Af+89Trkp3pHsPxlLatqeuGpmm7sRvOdZ4q3mGswQePoEtKGOuo2wbr6MwUEc9PuQDei03XRtdu3LHppvLhcnERgoAGmSBVTJoOkKIkjRXjQcJBnuLx2LMFi1XF2dMTlscO1cIolrSyO5kKH5HKgBaGWAZqLUBJjOv+v7WuOz1KtfHqucSSvQcddz+3sQRXEYfA2HlCXdO0LdViAd4jI00lwInuOpXeEZylF0lSHaGUQKouTf9O8JSuQrWej2IYA7tCb057Ai7RHgxgbcD7bqSGkHRBkQ1Y4Zi1FSfLGh80eZKgcsWg15Vp1udzqmLFaiGpTcPB1ZsonVE1x5syquLB0xnDNOZgnJFEAqUlJnTaq8vcH0VpOTs75tZLnp29AftjzTzPaIRn/8ouOlY0bUuc9cmzDNoSERpE8NRVQRwEwjWsZ0dUq3NMU+HcAKk0QmniOOnMBqsCQujKxCgifTkthmlqVrWm9RKCeC5EXiwWPHz4kNn5Gbap0boL2NfFGiEERVXhnOP45IwkSbj+wkvkec63vvUtlsslZVkworOmaDYz1YpijUNw/+Exq9nF3ZhPi5o6cdz76mOkEuxN9yiF5mu338MYwbU9xbCfI4NHK4ukRXiBtxV14VivAmVVY2xgd+eAGzduoNKE87Njfvu3f5Nf/u/+O9755reQdc1QgBSBikBzyfe1UAJTG87nC4LzvP7yLSaTCdNHY87OzhECyraiDg2rag1NiXCQ6hidJjRtzc5ghzpqaa1HRQnWOqJII4SgFjVVXWBWK1bzJXmU8MLhVe4/eHThNQcCWkdMpzuEKqEsahLd7U1KqedzITvPtUDrHG1T0TRtJ3x2gbPZnOH5nDhKiKKEumk304W+42kVAmRpSpZ6LrlRA9Asa0wQNB76WQbOs1rMeXD/Pe7deZeqrEkiRawlwVuUCAzynPFggIoiQmg4e/oQcTAmnWjaCrxVrI4KoiqQXh3g1jPE3NJrU5RcMxrnNPKDHQq3gdEl+fKXv8yP/MiPsLu7y0/91E/x6quv8uTJE37pl36Jtm05Pz8H4JOf/CSHh4es12t+8Rd/kbfeeot/9a/+FW+99RZXrlzhl3/5l/kzf+bP8BM/8RP85E/+JAB7e3v/UX6mqlpRrFeM+gNcM8Fay7oo6GcZddMgQ9eNBJ0Q13sPoRu66p3v5lBtyjeE7zxEUgiCEEjJ97Re+01p7TJRRhCKIGNapzmflxRFi5aSLFHk/YS8L2itZRo0/YGhVYC1aJ2iFBQ2MIsEUsYMYkEiLRDROoFFs1hXFK1mVbV4L1FKolTXuXZRvA+ETUsvSsEgQ2vF980Uf7xZ866G+0FwLjzW2c5RemM6GTbzmirjCcIQaY9WGkLAacV7acS/CIanbcvHgTGSSPhOJ+UuJwg2raO1gdZY8FDNi27DjDxP1gXzdac9Uhp2dsYM+j1iFehnKbPTp8wXC8rSc3S8YLUuqZoWKRTWeebLigdHC/CBJBabziD1PDt1UZ4elZSFw4sZRVXx6s09btzYJZ2OuHp1D+ULgnP0+z3SJKPBYZvOVFFHKVpKpG9ZrZdYW29ayAUqiQlK0RqDFhFt09L6gPKSurUEd7mXSBZLRKOxzqMkKAmL9Zrb777D2elZJwoOnTeNlJ1vUBwnZHmP5XLJdLpDr9fDNA3BO/I8o21bvA/0ez0mO/ugYxZFTVOWLFZLnPEcHh5ceM1R1iPNh1iRICTIWHOyKCjrwGodaF72fPi1WwgJVVlzcjJnOhpxZf+AOIo5Pp/x6NETnhyfk/cfUJmWl168RVCCfDggHw2x1qID3QiO4Doh+qWuNJRVyaqsEdrQSk8+O2G3N+TaZI+r/QlrW7O2DV4LnBJUTUNTlNimpZf3GEwyJv0B3ktMEMxXSz735c/Rupad6Q5JHGFEl1mVztOYkljIS84d6wbvBi9oGktdWUq7pnY9fuiHPsG3373DV7/0Rbzv9ocrB/tMJ2MePXzIgwf3WazWKKV5WUUMhxOEUISw6Yzd2IB0QZWlaequG/fycREheLRwJMD+lR2Ojk84PzvlyeOnzM5npFGE0ALT1gjvyNOYfpaSJjFxlhF0jG4D68cFdeUQPsM1HrsoKMSK+dmKulgxVgOuDw85Pao4z04Y7u1+oPVtA6NL8lf+yl9Ba81nP/vZ7wlk/uJf7NpGX3/9df7u3/27zz/vnONP/+k/zd27d/k7f+fv8NZbb5EkCR//+McBuH79Oj/8wz/8B/tD/A7u3f8WD+7eRkmPViCkJssSxsMRxXpNsV7TWkvdNCglMcZjrMFuDBJhU/vefL3vfO7ZQ/VdYyy/Kxi6jEYgiIiiDhyfnfHw6Jz12nV+KAloLRGRoG0sUkn2p1PiQcKk9RQ1hNZROMnNdEiapaTSEYWa4ANeRHgRM1sUvHdccedxjfOSOEm7KeVcolQSx/jGQlGBtXhbEfC8kUb8pBpxWwq+aOHXTMO7bcnaWiIdEavOAkGmGcbUYAzGOSLZBVnOBdCaOymcekNpWl7AcIjqynfhchoj8FjnMN20CmzbTUf3xrNaWbzTxGlCkmYMhqNuxIfSDPt9plduUhVzinJNYxyrdcloOMS5zXBUEVFaTx0kHoUKEt2J0BD+4q8+laS0qzln8xJHS64DP/D9u7xysE+qHPXZGjmYorAQ2k7PpBO8kwS6+WrOGqQMpHlKu1IY40n6MRZoW4vWkrIyFK2nMBVaxUh1uWudR5I40nhnUcFhqpIH997j+MnjTbagC4afla211oyGQ/qDAXu7uzhriZOE87NTcI40STsxsFTs7u3Rm+6zaECHlr1+j8lgRPACeYlBwypKQcdEOkNHChtaVkVLWWvq+gQVJYQkpq5Lbt99zPGTJ+wNF0Rxn6v7O7gQUbmYB2cNxeMlcxNzXkmyJEb0r3Dw0vexe+cx5++9i7ItBEEkJfqS81fW64KybTk+espkfwerHfVkj90o5+rOHi8evIzXGt3LGU53cN5xfnbK44ePKE9nTNOc3fEYHac01nPnwX18Y1gu52i6oPXJ00eE4NBIQnDMZ/NLXWsA01rOz2f4VYlzAu+gqmrSNOVg/4BvxTGr5ZLp7og/9IPfz40bN/j0b/wGjx4/oqwq0kQxGo07Q0upiOMEISTOu+dWEc/E4mXZPYOXLaZNd8cYW3EwSHj5tWt88Ssly1lNUztAE8Wdw3/btmRZwnTU7c1t29JUNWk/JgkRoVS0oQFKUnrs9K8hvGCnv0f/IGWY9Lg2uUZRGORwTJZ/sKaCbWB0Ccqy5Nd+7df4iZ/4iX9vdufnf/7n+Qf/4B/w9a9/nab5TirvjTfe+INY5u+ZL3/xNzl5+pjpdIj33cDQSCsmowHBtJhaY0OnvVGyO6m0psG59zf5PssMhfC7e0R/z9ymyxj4lYYnx3NOZxU2RMgkJRaBKDEILdCJoiczcDDoZ+SjAdK0qFWNSxMOxrvsHhwSRYJyNaMtOxdeHSUEoRj1Oyfq+QIe287rSUiDuITuRWpN0BFCRISqAevwyzlxcLygBNdUxEfjnJfTXf5f1Rlvu4LaNRBDL8sQSUp9XoN3OBlovSU4h5Zd6zUqYkbKbxaWj7mGvdBHaI0Il9uIhaBzB7eKpumygLHosnWNsQgVkff6pFmKUpok7yF1gsxHDIZT0v4AcXZE7hw+CNbrkrKsaesWh6BsDa1zRGiC7L5+cO57B379HhmOc2wocdYzHO2wKhvuvPeYj3xsjK9KquUSdTXg2oYo1igp6A9HBO+oygI2JnQ6SemNxsxPnlI3FUl/AFLhEBjrOZ+vEXGPxgi0TjHug4k9/13oOCHSEmcavPc8efKYu3ffw3vXDTH2Hq01SZI8FzT3ej3yLGM8HqOUom1bgjecnVmUlPT6fVSSMdw5QCQ98J446XPj2i6v7E6wbcuDBw8uvOYoTlEqQkQxURyhujAAiKmd5t2HJ9w9OqcxlqpuaWvH6WrO2nyLa1f2yftDzmqF0QOaNuadBzOO529vuu1Kljbnyut/CNc4qke3UQSC0pc7pADromK8t8eiqFmtluSjlAdnx9xf1vCRmFsfeZM4zUj7ffLBECkFVw+vcvPKTb7y2S+yePqUVMfs7PXJY02apexMp8RJRK/X+edEMmI2WxJpTb8/QMUJUl/c4FEECSFgTYuxhmUdMLVjVjT8m0//G9q6oa7WNE1DU9c8efqExWLO3Tt3aOoa7wO9fp8rV6+S5flmCl8g4FEbJ1sf/PPmENf+fiiM4NqNAxarFTev9BhOFIc3RuQ9QfyNCIRitljR1iWSTpg/HvVpjUUHQdMY2sUK2Rvx0u4r7F0fozyM4wlX9q+glKI/GiN1hHGeLM25Gmk8nSfVB2EbGF2C2WyGc47r1//dBl0/93M/x1/9q3+Vv/yX/zI//dM/ze7uLkop/tbf+lt84xvf+ANc7Qfn4Z13qcua3emEJOtxdjZHSYm1DUqGbnK0CQgVY0zXkSaE6rqHwndN+hbf0UR8z/Tvzed/p3D5MoHRnQdHnC9KhO51G7NOyCJBklYYu8YHQd7PiJTeDJ+0REIwGQ1J+rtM9q6gY01wNb6NUGTPyzdVXUNo2B1IXro+ZVae0Tq7Mde+xGYcfBeojHLEqI8wI+R6Aus1fjlHlWt2gudPZANEktGun/CNdvU839a2LXXdEClBnuVdua0xDLIUrTRSBGQuOHWOTxdrfkDAVGnCJSe+CxHQsYYWvNAEEUBprFM4odA6IklTsl6P1joWyxXDcULeGxHFmrZtGYx2CL5lXZQs3Iq2aXA+YJyjbT1tUzCIHYoIgsZbdzmNUdGQJBlWWYKHVRX4yjcfcfPmCyR2iY41ea+PjGKUSqirFUV1vtGHgIoyol6fpqmIs65lW0uLbWt0ntG6QLUsWcwrtO4RpTGDfp/bdy/e3QUQ5wPidY2zLbPFkndv32Yxn6OjCK077YpS6vmLt6oqlsslT5486RyM83xz4nf4EBgMBrz88ss0DpJ8SJxltKFlNBxinGAyGjPs9YjUxV8Nadqj1+8jopw4SjujdedwQaCjCC8F67rFWoFUOVGeYILj/lpw+nBNkhq8h5aoc5t2jkVRs65NZ3SZDhjdegNvDY/mT6FYUAuBueQbW+uYLErZH01Y+4rJZEI5L8j6faZXr5FPd9FaE0UREOhkkYI4zumNppyfLZhVBt0Ykl5M6Rwq0s9b09frgjzNqJIcTyAfjZivlnh38ayiDLIrIwqPE/BkVrCcnZMNp9imwVRr+qmmsQl10/ClL7+NNYbZ+Tmm6cxHh6MRuwf7CCUpizXL5YoojlHeYW0AHRNLz6AOrJZZN6j6kuW0EM3xLsUzYL5YoxT0R4HxTs7RU025brHWkqcJg9GEuJdCbUhyjawqysaiVM4L197gIx95A2U99bKgN+yT9jPyrE9jHGVrMcaTJRIVPNkHnBO5DYwuwXQ6RSnFw4cP/51/5h//43/MW2+9xd/7e3/vez6/Wl1c3Pj/b2bnM2IZUZcNUmkIgjju5hkpLanrCuu69mlTN11NWkg8jmdOzM/yQ7+zPBYIKCmfD8J8xrMA6sJrXjYIndIbDGmsI80SsiTGmZK2aamrTsAcxxrnWmxR4RD0dw7oT8bESUxjugG0QijipAsurDXdaAM8qbTc3B/y6LjkydwSoq7D7sJsXJ2FDASlEEmMTHdgPEaUu/jlAn92Qj/AHx2MuO0qHroaIyU0DZn13cyroIiURoSAjyPipJuJhZBIJTA65gtScCc4prGES2aMno1rb+wzfySL9R4TAn6jQRBCkqQZzpnulCYilD5lOB6jo4wk1SzOj1mXJcaY7iWjFC54nHW05RIjS1S0GW/i/KUC56qyjMZ9ktQxny/I0wxUyu133+OFvYgrV3ZRSYyQEUmSU81PeHT/2wyGY/auvoDOUqSOsBtfoyzvoXyNaRriDIwJPHz0lMWqoPIw3U052J/iL2WNDl7GKFFhmpp3bt/mwYOHGGNwvrse8abkAJDnOf1+v8skbQTaTdsQ6W6gb5qmHBykCB2xqg1JHDHpp+yMBtTW0zQNy6qgbCuS/sX9l/rDCeOdPWyI0DomkgKc7+4Nqbpp8CpGmI3WTWwawIWkDJK66Ty3JJIkFmA3I22ExFmLF4KAIOn3SXo5tlnRGoMNl7vWSdrpr9bFmjoYzs5nREHzp/7sn+FjH/owaZIRgu+G85pOlOyco24MUa9PNt3FtobzqmUQRyyKFWVdoyNNWxRYa8iHA2SWUDQVUT+jLRZko4vPiBQIgvc0tcF5R20cNkh29g/QOsYWETIMSGcrlo2jKivKqgapkFEMzlMUJV/+0pd4/OgR88WC1XLZZSDblrJqsUiUN+h4wHL0Ybw75LIC7MaVfPNbjzk7OiVNGrxc8vToIdYoptMJ08mAWEuqck2aJ1y/eoXd8Q6nswXv3n2P+bpmtVhjVg2Z6DMc91hxRuNb9KZLt21rpOzKcviueeiDNkNsA6NLkGUZP/ZjP8Y/+2f/jL/9t/82u7vvF3YJIUiS5Hs+9/bbb/OZz3yGGzduPP/csz9TXbJj6PeDomkgdszOjhhNp+zvTYm0pFgvu0GPtiH2njjKSPo9FuuS1lqc77yOnr3AfrcX2bNW42dCWr/Z4C/z0gOwxMRRCkqTRDFRkiCVwpSWqB8jvMe0LfRi2qqmWpUIqckH3Xy2qu42izjuDCAlAa0lppVkaYJwlsgZlJZcmfY4X826zfxS+oBuYnWnn3EQDKjQKWxHA+RkDNNdwmLBQMBLRcZOGbGUkrELvCkykljxOVcwb0330hYSKWTnqK0Uxhh2ibiuh12pU4OQF0/dAzgbutjKWmLlEVJg25ai8XihNzPlWrxpiWPdDff0nuPjJ1R1QS9NWNma5XyJUgl5f4RUNXVd44whIBiOJlzbzxmk4EM3wy66RMkhzXJ2dneRKvD4/j2c97z6xqvosEBHMaPxGKXj7nWsFFII2roh9AVZb4RIMuq6olgu8N7S6w0wa8eyWJAPA84E7j96gseh8EhXYdsVr7584z+8uH8PESWjyFLPTvh2FSirCq0UQsrvamvfjAyRkl6vh9Ldth7HMWmaorRisVigrWcyHNBaT4g6+41+LLl2ZY97D59ilebp7Iy2rriyv3/hNfvuCiBUjBeda7Kk65rsnnvX6clwOLex7VCKEMCaAMJtOvs6bZfvJGZ4b7HWIqXAB0fVNrTWdkaQ3l+ykAYLWzNfVZDFaCKqsuXg6hUO9g9ZLgva2BPH0XPxerFeU9cNKk5oEOjBCN8YwJIPBrzx4Q9R+4rj4yPu3LmDlILp/h6jNKFoSmQU02tK2vpy5VbvA8vVEupmk4kPpGnGdDKmiR0JnddVWVbgLZGWRFEPYzxN27JcLvn1T/86SinqpsZai5IKTSAITZAR0rcYp0lfTRE3Ln5vPGO9HFLXT/jS194D07K/N+X0tNNICSEZDoakSYRWMMw0r1zfZRjn0Kx5x1ScHD3i9Okp3z7c40Ovv8Rk+iZ7B3uslkuaoiakHu8NKtJESQQ+dN5RzbYr7Q+En/u5n+NHfuRH+MN/+A/z1//6X+eVV17h6OiIX/qlX+Lv//2/z5/7c3+On/7pn+aTn/wkP/ZjP8a3vvUtfuqnfooXX3wRa7+TQh0MBrzwwgv883/+z/nxH/9xptMpu7u73Lp16w/8Z2qrNQmSthII3w0a3NnZYzUf8qXHX2BnMkHLgPFQmK5d24fvDW7kJvB5FgjBRngdwIWA5jslNSnl+8ptv1fywQitFE3dkvd76CimbmpyIUnTjCRxCNV9n6auqYvOv6guCkYCdBShooQk0kRSELzBOUMInuGgTxYpauUQRWCQSrwpadr3lwN/T2jd+RjxzGNok2eTEhFpQpwg0gTR7+GXaxqgrzRvJgOuoLiZ9nklT0mLM/6lLylbQyQlwQcsgsg6blnNW8MdPjJNuVHV4CzhkkNkWxOQUpHGECUpQWpO1i3rqsFpjQoeU5eUS0F/0EcmEa3zFGVLXa5pB70ucLINeZ53s7GUwhrTpf9t123nQlcuNLbbzIy+eMnBB0vezzg83KGtCx4/eMyjx4/4oQ/f4PDqkChJkVp3TQWtQydDprsvMJzuoOIhTkicK6iqAiUgyXqYqsJ6MD6wrlu8h6uHU6wzREnKqlgjossNkR27FToVLE6fsooccZaRxjFKa/r9bmhq0zSdVUDblUbSXk4cJ6S9nEG/TyAwW6xwTlCVDWmUMhwmrAxoBPvDPvr6IfOiRArL4d6USf+DDdv83TDG0DQOGXsiFfBC4q1HBYMXonPgtgFrHKat8cEipEAikSiiKOm80YxnbRrAd6ainQweISQhWIyztNZhXWdGeNnyTjbuA4EkTjg5PUX4wKDfozU1X/r8b3N2et5pSaVgNB5zdHLEbD7nxo2XGY8PqFrPYrmgqVesilOyVFJUK6q2IkgompKJEpytFlRNTZrnOO84fvz4UusOwXft994jpaQoK1pjGY1GtL7ALE9IMGjXoFyD8h6pY2QkCUF35pDronv+NllspSRpvNGIRRrtAy5sZjJe7jIDEMf7vPpGxPh4n2LedaFduTKmrhacnx4xn8/oZyltXdMfjxhFgn4kuToekYTAerHAGMe9b/02D772Mi/cOET2x/SyjNXTp9RNjVeSRCnsqn0uM1huNUZ/MHzsYx/js5/9LJ/85Cf5G3/jb7BarTg8PORP/sk/SRzH/M2/+Tcpy5Jf+IVf4Gd+5mf40Ic+xM///M/zi7/4i/zqr/7q93ytX/iFX+Cv/bW/xp//83+epmn+o/kY7fUVk3HKZDIiy1O8Nxhr2N09YGe6x2TUp6oL7j54xGJdY73vXuabGOF3Bjjf+/vwfAgmdAGUUp0Hy2VKaUmcoJTCWofwoJSmtF2XlpKCOFIIJXCNxTUO21pCcDRNtxlEm3VIFZHGEW1b4euAEG03LyiKCEmKbhoiGXBtSV15QrhckBF4lmGToBVECWhNEJLgXSfu3nhBDZD8cDLij06vsmM8pXNM8j4vYemXLbMAznua1jB1ko9Hff7EZI+PjncYxxppDGG+QBSzS625bD1SOOaFgbqiRXNWtqysQiWGXhRhm5KVbTB1SVuVBBWxbjclET8gS+LO9sF5TF3h2hotO0+atrXcu/8QvxT0RIkzTXefXCKgu3LjAC8Mh9f26OWdKHy+PMcTGI3H6KhrU67qhriqu06n4QSZpFRtTVCKoiywbUscdSdQneZEeY4hMFutqeqC4bSP84p4kKP7O5QXn/YAQFYWNC5ivj6hmQzJhkOyPCOK4ufZ6MFggJTdWI0kSRiMRiC7LrWyqnDeM1stmZ3N2R1P2NmZIqqa2tWsVytm8zk70wmDXga+ZTKZkqYXD+i8M0g0zlpQDuEVwkcQDNZ7gpAkKjAexAzSFB0HnGtpy5a2MMyXC8rG4uOYEEXfZdPgN9uH6Mrh3neidw8ucKn5bgCDXo6zhsl0QrlecnZ8yp13v8U4T3n7i1/m/nsPuX7zBnm/z2A84u6juzx89Ii9yTW+/yOf4Pq1m8zOT3jw8DZx7ElSye3b3+7E8VmEC4bGtjx6+qQzvg2B/b1d5O+oKPyeEKLLtFlHpjVK6+66+M7eQYtAY1v6acTeKCOSgaoxeCnxMmY46GOsZ7lcU3hP8J4sy0iTBGu6gCIRkOUpOo5wUdyNornkte6P9kiinMl4l/VqhgzdsO9yPUBLwenxE4J3DAd9pqMR68WCWT0joOnFCUpqWhpMccrpN77A0fXrTF/9GKPBkFGa8mC+ohGB3Hhc0xCAVdOyXM4/0Pq2gdHvA2+++Sb/9J/+03/n///Zn/1ZfvZnf/Z7PvcX/sL7h6X++I//OF/4whd+39f3e+Xl61P6wz5xf8rR+Yr5ScmD+4+4cfUl9g72WSxmPHh8wtOzBdazcUl9v06oywLRHeU2RpDdIHj/XbOvLmfc94zVak6+GeIovcA7j9+ITpvasQ4WobrJ8AoNXtK2hqqssdbQTxOUThCIbryFsd3Jt64x1Zq2KqirkmXZDTZVEvD+chuE1N1EeqkIUkIcI3TcmV1ag7Cb4oCQJFnGDx5e401rOByNsa3nc7MT/nV1xt22hEjRSxNa23JTxvzZ/hX+yM4BN7KMNE07N2YlCTu7EF0umLNBYJrAybyltpZaaoyIMAgyZfGmxYWuvGHqirosiPI+IY7x3rFaWFyWEtG9RIv1mrIsuzlgSuJaQ10bmjoQ6wbvbDfd/BK71WSnz8c+9mHSLOX69Wvs7E742te+QpzkpL0BWgW0AFsuaLToTvJnJ9gnhp3dCWma4F1LkkYEHTDeo7MeUX9AEySzZc2Tpwu8swz6MTpr2Zv0qcwlOwBNhTeW1apFjwJ51mN/f+/50OMkSbhy5QpCCBbLBYvlkuV63Ymzo05bVFYVp4sFDoGLJUJrMh0h2wVr2/Lo6VMiJZkO+yg9oCwbzlc145tXLrTmpm6wxmKFwARHJDOE15S2RYSGXiQ46Kf84Jsvc/1wgvM1TVNRzFc8vv+Yh2LJ8WzB0WxFG/UR6YCgYrxQBNeNo/DWUq0qSmMRUYQUGnmZ8TxAW5Z47zk/PuX85BQVutmCX/3y27im4crBLlmsSSJJVS6JRODa4R7BBd67+03qeklTF6yW58gIej6lPxjgrKHX69Hr5dx/9IhgLYNej3t379FLM3YODi+85rDZc51zBAIueIz3WNfSFAuCbYmTmNw0HMicPJIUZYtBE/XGkGTMl2vqqqIgIPDkWcrOzpSzs1OWZYV2BokgTWNclrJmY7h6mWvd1CSxZjToEWlPXRY0TYnWEcPhCG8bIikY5AmDfp+6WTE7P2Ey3eHw2j57uzusV3Dr5iH9LObrX/4SV0POG298mPFwzN2TGZVtKaqa9WxOmiRUzrNeLz7Q+raB0Zb3Md4ZotMxLRGt99jWYa3l+OwpQUruPbjP+fmSpnWIzZTlZ/HQcw3Rpm4WBCgpusOed3gEPoD1Fhd8Z26I6GzmL9GO3dQ1aZSCcASp8c6jdYSpA8YLmroE35LlPYb9EXVlKdo1TsVE6YA0HyKEQoZAU65w3uEJuBAwPlAZR2u66fBNa/GOrvxzGetrEYFUXXAUaRCKYCzBmk5w+qxMpzRaaw52J4SmRAlPnUh8mjEvlvQdjJSkimI+Ptzhz+/d4IfGewyCRDYFUipAg7UI00B+cbEngBSKIAReBIJWBKExFlrvkE1DJEGE7hQsdecDpJQiSlPqqsK0LaVz4C2mqSnLkrZpUFqT9wadTg3FaNznYDRFEOGC77QnF+TG9SvIYNjbvUpZ1hxe3aHX+0Ee3b6DE5rRsI83DtusETZGScVyPuf4+AzhDYf7E9IkohYSLyNUnKNSiWHF8emahw/PeHK8xnrYtYHWrtDqEfHg4iUpAKMM1kp86EpIcRyhlaa2TVc6C4EszZjuTImiiKdPn1JUFVJ3Q1uXyyVPj47Qec5oZwerJFVTEwO9RGOVxvqACA7X1qBS7j0+5vF8xYcuGBiZtu00T0ohZLcnKAmRdNw4mPDS4ZDy9DGqOaWatxyfn9If9NmbjrDFirqao5MBaS6ZFZ61N1Qhwm0GOCvvNs93yuH1G0hf0+gEf3x8qWtdrtaMx2Pmsxn9NGOQ9TjcP2B+ds5oMmU8GrJaLYkSjU5i8lhS1VWnqRKK8/MHLM7OibKU6d4+zaYEnKadFqzX63Hzxg10klKVFb41DHp96uYSAZ3oSmlt02CUoW0Nzjpc02VrMy2Jen1MU9NuROzeu25wNwFjLU3TUNUVzhqEEESRJo6jzkjWe9qmogotQQW0Mb8vDo/lekU66qMlNBuX9mezKOMkJk0SRPAYa5kvC4baM5kMENoxW52TJhGpHnH11i0+9tZ/RiX7+NEehZL0s4zRoMfitORktmB2OiPSkqo1NOX8A61vGxhteR+jnX2enFY8PDmldZ6mtjSNoWhO8EKwLutOUCklwX9nGGzguzyLNuLJ51kh1b34u9Fg3XDR8KykJjTdrLOLv/gilSBETMBjfEtfSQQJte+6svr9HL+u0UoikxiXpuTZkJc/+kPsXHmZKM7QSuJdzbow1G0BwRNlGUFpdNZHtiVPj5aczs6oGxBolLiEgV/wQCeUBsAYgjEEZ6FtnwdMwrfgLSp0J7pQLkmQ/DEd8bHRFU6Lkl+xC/zwkP/Z3lVeHPaJUciyJLi2y0w512kz2st3QyrRZcyiSIKIcE5Tms5oL3iPMRYhI7IsJ+31ieKEOM2QQoMHJTrfnaYqKauWouzMNIU3CFmSyIjgBXne49rVIYnuyo2mvfj9cX1vj29/86u4pkXGKY+fPGA0GJHnfYrKcHB1SGgb/LqhKpYMxlMm4xHWOibjEYM8pW0a8AId95gtZxSlZb1uODudMTs/5eBgl1svXiO4BqUjZsuWg8HlSg5eBQKW8WiM7qVI71HBoUIg0RopusynVjE7012CFyzXK84X55RlSRRFNE1D7R2T/V0mwz49FSOto28SiqZhmERMRiOq9QolKgZZzOvDqxdec9PUGFMR6Ob6OdOSKEM/9dzcn/CxV2+hXrzC44cPOZuv2L1yndF4RBbHVMZTERh7w3XrePTkjHcfzalNeF4yCrYBY1AS4p19yuKUpjXoOLrUtR7lQ9qyYTVbsrszJXjD40cPmAyHDMeDbrZbXbEz7BOso1qXFGWBk+CloKkbol6EcS1HR0+xwRNJqIqKLPXEUVdeHE969PKcvJezXq55dP+bF1908N2MO2OwrkEQUAJwLWmk6UW6y3i3lsWyZLkuaRqHI4CTtEIym80xrSHLc6KNBUQncpcIAs4aSlvj8OR1jQidI/ZlWM3PaYsl09GAs7MztFZ4a7HOdfqmLKMqVljrKWtPHHlcqDmZz3n39gOKVclomNPEQ87THbLJDVSa4qOY1juSWHN+fsZ8XdG4rlRYlgXr+dEHWt82MNryPiyKh09Ouf/0hDYEghM440izHKkkzna1fiklzgf8s6GiXd2sGxArujDp2aDV7vQo0EiQmwGsgHeBQIsMHnmJg4iWCgFYH/DBUlUVxlqs85yuG17anSB8YO0UOuoxvbbLwbUX2L1+Ex8pdBIj8RjnSLIIbyJs26KkZpj3ieOYpqx4dHKX4/MVdiMCFeFyp6cAiI2JIdYSihLhAmQxbEohCBCq27AIAZoaWS/peUEvH7AzGHFN7SF7fXpaotyms00ERNbv9F/WQj7s/n4xv9SaJQ4VuuBIRgpjNVQtSsrO3gGJDwHnPXXTPpfOKmURoWu7FkJ1AbFUSKWRursadV3jhSXNI07nBYvdnEmuUYJuRt8FeXj3DokW/PZnf5OytkRpwmy25NreIb3sdUbTKXvjAcPRhNVywcnREfPZkqassG1DsbQ464jzAau65fR8RvANaU9zcDgmyTrfpsEwZ75YMDtfMxiMLj2mQvi2e9ZEQCqBUDGtE/SHE0ajAc4HVmXF4+MjlFQY71GRZjQcUZQFdV0zGg3RacreeMzh3h6TwYg8TVnNF8xmMwaDIXmaEmtNURSEesX13Q/mEPy74Y1BhBZruukzWgiMb2m1xhrP2ckMbSuyfMjudMRg1KOt1yzmC6TyjEc9inLN6WrJ2ckJRdmCipBS0CUaA8I2nJ4fsZo9QosaWxXEl/ADAiiXBY8ePmJdrGnrmqSnMKZlWS0w0nWBhJY0UhCsRUQJPrYsV3OW6zmNtcgofT7SYn93n9HhIWW5pqgKIMV5z/nsnOFoRG844Hh2xnCnf+E1i+AJzrKYn5PlFVrBoJeiBRw/fQrjPrGCprWsy5pV2WAtSCWJooB3FmNaojhiOpmitcYYQwidiey6KGjaFrCAxXuDeCaLuARVWeCUIE8inLVdNcEZhJBkWQ8tAtgWXIs1DXXo9mVkjBCaOFaMdnbI929y7jJ2yaByzMoFST8hzzKSKCaOPKVv8S7QtuYDx3PbwGjL+6iKiqZp8D7QNt0wWIXsTqtCEAmJ1xrjntfPgO4F/+zO6zrOAjJ4RADpA1IKUq2IlEIIhd2cEASmc1pVF3/c4khiTYsHkAFjWryD1kmO5jVHpebmlTc42LtC2hsglGKys4tTGp1krKqa+ewM05ak2kMTqNYNQlj6vYiyqDiarfjK7accLxoCGsmzmUIXpRNOhqaFuoWyISgBwxwZxQTRDbYUSoGOOh1SlkKWQTWCpiYg0VHMJE4JG3fXELp/Kx/lkOaIpukkASpGjPYhvbhHDZufWOPIYjAafCu7lmotQKiu7OMDrq2pnMG2NSbSxFFMnKQIoajKEmO6YCrRGolHa0VjDL51WB/z8KQkzgquTjMS4dCX8ARq25J+nvDSizc5Ol2wXBYIJA8fH/Py6QFFsUYHy950yGT3gNl8Rl09xRrL2ekJZ65GSI3nKVXb+TbZ0GJci5SOnWlKCC3BtAxyQbX2lMWMLLvcvMNYBNIkRleBZjVn3psw3d9nvLfXlWHqkrPljPVRwc7uDoNRn4HoE7zn9PSUoihI05TdwwN2d3YYDYb0soxeljHIewyHQ9q2JYoi4jimqmqGgz7WXLy840P3/LWA0BEo0XUFtZZ7T+7TFk8ZJ5LRIKf1K1ZngaZcU9dF5968LlmuSs4WNWfrltpKWtfSOodrDb6tCa5mvl7x9P59Mipe2R9xOLxcB6Czjp2dbrackw4TLDLOeHR0wmJdsr9/iPWBVkDeyyFRrEtDjWNRrHl6dESeD3nx1otcvXKFsigJQjDd2WG9kFTrBa3xULdEcUy1XNLr9whc/FpLOomCaRtUXzIZDaFpMXXN0/UcmhFZHLFYLCnrlqqxhCDopTH9wYBUSirTlauUUkwmE9q2RUqJjyTDts98vgRjO6lDeFYXuFxo5E1NY2C5XJDGMW1TI4OgKCqUkvTijDzPadYNy3LFqq2Ir+wx3tnl5g1LnM+YHF6haBWPHz0iUnHnMyUd69qzNx4xzAesGs9wNORoVdA0hqr6YN0Q28Boy/uo1ytMVSG8R24MzYRQYFsiEROkJMQJtm7xoStvBLo5cDwvp3UvfQEkKpBHjkEW08sTlO40M1IIAt3pQyuJji8eZKxXC/LeFB9AKoU1vgvsTGDuBW+/d0Yl+0xly8k3vkkUaX74h8fs7O3wzXcf8pl/+1ucn56QxIpBL8Y1JU1VIYTqHJOt5/HJnKfna2ovMT6gpP+eIbm/d7qMUzhfQdkidgaIQfZckC2UBCW6ln4hus+LqLu2KobUILwjPOvKMa6buyS66y+U7spoogXroa26TJK83GMfNpYLLohus20lrfObtmsLQpJHsguKnQPZlUmNt3hnN/5KFhE8caRAgqkbpIyZ9vPN5uUpG5itW0b9mDjTiEuUWgejAdbUHF67wsf/8B/j29+8wxe+9FVuv3uPpyfnNGXNyXrBYnbGYDQlBLvR80RdAG9bjKuQSpFlKT5ITmaOphYEp4jiCNM4vOkyNod7+6xLi3eXKznEScooGnFzMOK8WWHO3sXtROi9nDTukWVDgnDMZjOks2RxRC/vb7K4Xca2NYYsTpDOoxHIAKZpn2sBtdbPW/6FgDRNL2WdEXxgvV5D3Me1BiMFSgmqxlCVS84Hkhs7PfbqlJ16QD/Ju/K6MRR1gQ0SJ3usDCyMp3Seqi5xLuCcxzQt0jd4a/GiG62Tj8aXniI7mUwwthub0pqG1neB+zDts1gsEdbTi2Lu376D7GXsHh4wme4wHQ0ZRJq94QRUvNHFLEEItDX0ZIYxltW6ACG5c/ddrr9wk73DA7x1uOqDeev8blgSYqW5MRng7Zx1K5js7hNrQbGwnCxX2KZitVrROEHQEVJqkl5GmqeIKMJ4sEF1Lfw6Rrgu26tUTNYb40RCOzsBE4gEOCFwXNYkFpTqdHB1WXRauSzruvW877pzo4yWJZVTWBvx9LzAVGukEOwdXMfmBxydrliu7zA/PeeFl15mbzrkrFkz7uXEke46Xm1XDmya6rmlxX+IbWC05X04WzMdaJSKaCzgBZGKibUmkorWeVbWksUa00ra1uNswPvvzNXp5DGefqrZGw+Y9BPyRKGjrgSlNoJiISRChs1DcvGd7fT4MTt7kjgfwWYyk/ceFyRtiHk8q3nyxXfxX7qDkHDr5g1eXnkeHN/l33z6t3j06IjgPCI4EBaP3QR2gradE0LXrWbDs/ldnZOquMzJSUqEDYgogv0e9NMuCJISROf+K3zYdL8B+E6QvXmBEUWgMoSxyNWyM4mM0k26WXQ6JaW6DJFxYFqwXbnzMrgAtfMUTWBRGxof4YG6NQQUKo6BQKQk3js0jlhH+BBo6xJjuyG0vTQiimKU8rSupakNw16CyGLmizWN6e4tKSVRHBNdwsLvIz/w/TRVzenpGbat+MQf+jCDyYAki6kby73bj9nfi1kHR1HWRJFCiECcSqSIiBgSe99lxvB4Yej3UoZ5hFSeSGvKCpbFCtM0LBYlLuSczi+n6SqdpKzXRLHkQCjw5/j7Kx5UR5wdvETU26FaV3zj699ACMHe/gFvfOQjvPLmm+zv75OmKdZakiQh0hHBOpqyokXggsPTlcSfeao9s824jD+X1hrnPN6Y7qVLZ+JqvaTE0VYlrm6Q+1MyPUB40FGKyjRSpCzP1jw8WfH4vGHVBhrrcM52LkeR7tye2xax0TYuW8sX7z/q5uldgrOzMwQwGo0wdUNbVszPzknSlP2dKXmWoxDs5kMeL2as4oRhlDJIE/ZfeLkLRqOY9x484Gw5J8kziqJACyjXa7Ceoip5dP8+jx4+5KVXXiEEzxsv3Lzwmq3wRDHsDVJ+5Vff5sHTI/ZGfYaTfcbDMaPpiNnJEbqNkN5CVaG0RAdPaEpM6Ygs7A96xElKqgRSBGpT49sCV5aoIBj2Y8rS4L3pGlwudaW/08FcVRXluiDPUqALlqI4QSqNCZKWiGi4x/5wyDQJnD950HVc7tzgJIwJCHRoaJqG+XyOqdZEtmRn2CfPU4rFAo8E4dmINz7Q+raB0Zb3IYJhbxqzuxMRvEOSIDdZBu891nYzaHTU30hePMZ009FD8CAkkZKksaeXKfp5RhR1XQ5KCZTUSBnRBTBhc9LrjAkvyuH+Dsen5+wlA4QLGCzOeZSKQAZs6ApfQYASkifHa/75/+dfY6yjKFqQgy5T7C0BgxMehycEgRF2YznQIpxBKomQDhHE8668C+FCF4ylMSHduDr7zsgO4Z8LK7t/lE4zFPwm6tQSVNRlf2xAtIZQrKEvEHmyua5yk7JLuplu1ZrnMzsugQ2Cug1UrWBVC4z02ACt82AtWZzgERhjIViEFig8emPa17oWnCfYQLmqiaKISCuc98wXS2SUsawaJIGqajCm65zRl7AZWJ09ZjE7p21qZvUj/LnkIBvyYz8wpVlXRLpCiYbRcECSxJjWoaQmyRRaSwgaJZLOFLQuKJs5cWaRAlblAkjp5znL+YLT43O+deecRyctp6cfzFDu30VdGdo6EMfnjPpwdRKhxJzTk/c4e/oZajXGtTl6ZfEiY1kseRoJRqli/+o1DnYm6KTLADkTsEbgnCd4AzggELzvNG4bnrV/XxQtNaZuaIIlCE2kOjdmdEKQmrIO3F9XHB09Ytg7p5fGBOGpW0NjoDaBpg20zmOD78bE+EDrLNY1nT+SqyjbCghEOsJ5/zxLdlFa69BSkKcxTSPROuL6eI/hZEJ2MKVeF7Rty3iySz6Z0hv38d5ivOfJbNG5zO/usDOZYIKjER7vPPfv36eer0ikopifk0vBzs4eA2Js8Kyri5fSIllTIPj2KubMjyFuOF8VHC0ecLC3w2A8ZnrlBnF/Qd22xM4ipMQYw8KHbnizc8RJjuhU29QyUHhLXRvWlcfqlDwf4pIY+ntIHJm8eJYLum1JCEFZlkgpWa/XWGuJomijm2pJkpjeYIisG2SkaUKLixNkmiPSHpHtst+2bmnKktVyieglmNUZR8dPyHsj6mJJ03qW6xVSQggf7L7eBkZb3ocgEEXdCyHSCq3i7rMbX6C2tWRpSp7HhGAB1Q2Mlf75DS+EQPKsCiSejwpRKkJJhZQRQmikFJ34GHm5spR39Ac9vHPgOj8P5xyJjgje40U3XkAJgRSSxghOzsuNwaRGRJtMjRMIJFIGhLGdjYBUmy47SeN997KXXRlMXiJ/b2crpBaIWHfBUBJ3awi+2zmC3/x609XHZpRKnHQlMe8JxnVt/+NDRN92fy+KEVpAU4PpSiboLhAVOEJ5yREEQOsCRQuNi0ApnDd4BK11NNZS24jGtSQRGO8QdUWapMjgOvdt5zCNxeJpjSUIibWeddNSuZaqaci16jIaout2c5cInCMZmAxTFos1oVl0WYsshXLFKIkhGmBbj5J9hICjJ0/wbcMLtw5Ad9PGTXAEZ2nqkqat8KqHjgcI73CuRbqGnlhTLc+YL1Y8PakZ9keXu9atRXtNogR5LtDakArDrbHgqgzU4gzjZrQ7Metmzao6ZX77Hr/54DNkw10mBzeZ7l9jNN1lONqj198jjTOIAkiN82HTsPBsjM+zuPni17qXxSyaGi9ikIFA5zhvDd28M9kFxYui4vHpHKEkLgRa6wBNnORI2WUYg+uEuQDeWbxzhOAQoca3JcN+xs2re0RaMFtcbmDvtddeplwtOa/XSK156eZV2tkKGWl8a4mShOF0gpGB0rSEWDBbzkiylCSJWDx9yuOjp+RRDNbRNCUyikhHA4bjEQeTHRaLU6bXD4h01pV4XGC9vvjzeOtgwjffm/O2u4Z75X9B1JY4XxCk4JhAowf00pSGGtsGtEieW6vEUYSxXaOK825jcKsgC/hBl9U1vmvkaGT3HPpkj1TGvHrl4oJxgCzvEYKn1+tTrldI2b1f6romUqLrwo0kTVlSNyVKtqhY4uIYp1O8NQjT4HVOlPdAtnjfyT6cc3z2c79FmvRYL5bUraO1DVIIJuMP9jxuA6Mt70NsXKDjOCJNI7Ts2mC7bJFFALFMkcptPDFC54shNy7Oz+KbzQMopXo+1BSpNr/f/FfKjehaIi7hIt2aljQddVob7zfZIrmxFPAoHXXBjdiMFBASIRUBjwuO4DuxOLLLysgQuqoWAuicZBEbTYbS3Ynah40P08VYrlcM8gRfVIhB3nm+KN0FPYSNj1EApTYnnS6IQuvuWtqWYLu1k+WIJALXZQGE35TOygqaphNvp3nnZVSuLyXHCKELjGoDQUboKO7WIhzOB+rWMg8VkQwoFdM0Fi88UWdqQ/AWZy2tF6RJQpCdYLtoDOvGsagbrDccPgt0Nx2Ql0l0XXv1I6SxpCoWzB4/oJmdMV+vcDKhrmpWJzOiLGO2niGUwRmHcC3v3buPFI5+L8P4hmK97u4PnRL3xgz1AGNaylVNaNY0dcFk3OfKYUI21Hzf9712iSsNMjh8qGmrwOwMcD3G/R657oTZWWRRWde1FWSODRGV8azqlqKasX7nXU6+KjAiIsqmDCfXmB5cZbq/T3/nCsPpHlHeB53gAWe6ZovLJF/6acxstYCoGyftXGc58OxLWgLOWkzbORIHB0iB1gJnG9qi7krUm3tFEogUDNMIHQW8aVmV52DW1KsZd9+ZI+FSgTPA/cePiETAmYZYKI5n5+xOpsRJzKosKNYFR+en7N24yrouacqW0aQbRaSF5sq1q9TLNdoGpj3JznTKvFyjpIIQOD4/JU00V69epW08Dx8+4fxsxnh0ca+rv/Sf/xAREd+8fYQJAic6X7EQnvnLdRnnvCcQuO7qP5tPKQUJgm4QynePbnr2oGkCCrBIDDpY8kjxpz7xGn/mj37o4hca6I32MG1BpGLa1iFUS1uXOGu6QzMa6TVaRshNCb6tDFXd0LgS1Lrb4+OUvcPr5Hm/sy1oawgeGQmOzh7RybcE2Ja9nQmvvfj6B1qfCJeZw7Bly5YtW7Zs2fI/IS5rs7Fly5YtW7Zs2fI/GbaB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs2AZGW7Zs2bJly5YtG7aB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs2AZGW7Zs2bJly5YtG7aB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs2AZGW7Zs2bJly5YtG7aB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs2AZGW7Zs2bJly5YtG7aB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs2AZGW7Zs2bJly5YtG7aB0ZYtW7Zs2bJly4ZtYLRly5YtW7Zs2bJhGxht2bJly5YtW7Zs0P+xF7DlPz1eujFESIF3njiKcM6htAIh0FrRixPK5Yp10zAcjxj2+vT7fZq65fTsFKkE/X4fYwwQ2NvbIUsi9iZDyrrh3sOnRHFM3stpqoKDnSFSSIqy4J/+f9++0Jo/9iNvEkuNcAGtY6I0I4oioijGe4e1LWkSo5FEQqCkZTDI8E6wWKxwQeBld07QWpNlKd47vAfTOu7ff0TdeKSKkVJijMFaS1mWPHjv7oXW/I/+23+CTkYsi4LWtowGQ/p5gvAtvSxDqBiExDvHcrWmNZaqXLFenaCCoJflmLZGRTFxmiNUhKtK5k/fw1TnLIoVp7M1UZyTZD0Orl7j8NoNfvO3v8jP/53/5kJrBvg//98+RV3X5HnO+ekZtmnpD/qs12sa6xiORlTFinq9ZjKdIIWmKEt64yGpUCyLNSpLEc4TSUVvOGBdFgDkeUacJFStIaCJ4gzrLE+ePGF3d5dP/Vd/40Jr/qf/8v9I8AGEQApFCN2/sxCCYAOhBrf21LMaakiylDZ1PDx5xFe/8nUQCddvXufg1pjda2OSOMY7T3ABZw3G1DjnkEqjdYQPhtZYGuP43/9vLn6t/+v/7Q/StJYk1Yx6OU1ZkmcZw+GApqkJIRBF0eaebAGJUpIgPMELnJdEUYISHikM4NAqRgiB84GqaWitJ44jtFbdPV1VGB/4P/1fP3OhNf8//i//O+bnJUmkqeqSKJZoDUoJstiTKCC0aBVAgQsRXqaUVlHUlvWqprUB4wQ6/v+x9+extqb5XS/2ecZ3WNOeztlnqqGreqjupm23zbUbLIyI42uLuGMFfAElFsaJgsEgUEBXSJgr2SYC3OgS3VjCMlYUzIWEv4BcQFcErBDBJTa2r2kP3V09VNdw5n32tIZ3eMb88awqd7vsuO7eJiC0PlVH55y999nrWe9+h9/zG75fja1qQsr0fYdIDiPA2obNJlNNJaYSrM96hs7zf/q//pMrH+vv/gv/Bc/fep5p65nODF4n+sHx7MmKVdfRti1aCeqqIusNMp2RhsDGJ9r9m1izz7AcqagwOuHTU4LwhDhh6DvGfiD4RA4RJUFICBmUzPy9/+O/vNKa/9T/9o/yK69+ltcePaJqLS+99EFm7R7BOSZKsLCC05NT7p+eIqTmeHHISx/7Wo6ef57XPv8q/XrD4mDOw9deJ4YNi5szHn/hMbWUdDly5+Vjbn5wH50Ne0cVn/3lN1idrmhsy9/7b//7Kx/rf/Mv/xuE3JDyQL+JnJ/3aN1y++49lqtM295GKkXXr7GVom0s3WbNG6+/TgYWBwuaxiBlwg09Rmcg8/Txis9//k263vPhj3wIZRzHt2YIoVitz6gqxSf/F3/5t1zfLjDa8S6slkgp2Ts6ZNN3pJgIIWCU4vbtm8wmDfff9EzlhIP9A2QS1NbSao1kQd1aptMZm26DrQ3TScvYd4TsmUyn3L51DCJhLIy6IvtEO52QXLzymjOJmALROYQU6Gxp2xmTyYT1Zk0WkXrSUCsDMZBDxrsRNwakyKAkQgqkliil8NGToydFiBEqa3DekVJCCEEIgRgjQogrr/n09JyqkWzGgbPzZ7iDgbi3QCaPyGArAVKyWq24uLikHx05e7zziJiQWdD3G7IQTOYZWzXUVtNMWsb+jIzA2BofIk/uP6D3iY2LdKO78poBqrpiHEeMMUwmE54sl9jK4r0nxoRzHikl09mUuqm5PF/R9R26rTCmRiAQAsiZnDMxJawtASdQAo6UCCmQGFFKUdf1tdb89kNfCNBSAgIhyusnEZGtomkMSUXO3zpjfbZhcXefu8/dIovAF159zBtvPqI5MkzGCq0kSipCSkSRyCSUFmQJQSRAEEkIefXzA+D45gEpREIaqbViWi0QUgIJrSClhBTlQausQmuNlIqUMv3o2Aw9wxgxWtFU0NQWSfl3OQW0EoAg50gIqZzTQExXvxYDMKqE1J5swMcBIQXr3nMhBSI5MgNaJzwBoRukmeKywfuEVKBURmXY9J4HT3q0bphMDbWBujKIrGnnkSgD600kZEu7sNc61svuMetRg7pgyGuW/ZzzlWezHvEucLs+ZL53G6VmCFszbnpGd0E/JnCB3l0S+gE9E5iJQg6S1Gd8iAxjZHAj0QcqrclSIDVMlMAnf+U1Z9ujtWY2nyCU4uLyKa7vmE33iFGgZI0WhpmdIbRCqxKk1k3Fwf4+yyyYTmZMmpp+E8muJXqgEUyaCtLA5nKNVpJ+9Li+RxmNktcLHZrW40dNrfap5o6mnrK3dwPbGA4ODRARMhJiJEUH0WFnA9NX9ogZpJEIGUgpkCcSmctmR6aA1jfYO5ixmE+p6xqlAyllbt88Ruv3ViTbBUY73sXeYk5VV9y4cYNn5+dU1rJerrh5cEhVK+pG8+L77mJtRQ4ZKysAvPdM5zdRVpJzRqkGITLB99SNwUfHxeWKoY/s7U9oGoXCoJyhX3eE8eo3iKZu8cOIlKZkAUhIJUg5IqXA1JoQPVFJtFa0kxlDv2ZIEWOrEuCIjDSSmCND3yETGG1RWjGdTRhcKlkjKdFaE2NkNptdec2HhzfQdsEMmM5amrpC5IjYPlhTzqQQcK4EMkpKhDBEqXCjI9mMNoZ+GOk2Pf04ciEGDCNUFSopZpVi0zvqbHBo+gCoa172ufwWQkBrRdM0WGsJITCs1qQUmU9nKJGRStI0DUhJjIkhDCilEAj6ccRIhWkqbFWhtabrNsQYuVxv6IfAfO8AYwxVVb0TOF0NgUAihARRegjeDlq0qcgig0i0tyv05JDHXzrljTcfkoznxt09lJ3w5utPOdybM2tqFAmZEkpClqCtAsBnSQRiTJAF5HytQx29Q0lJazValEOfciLGkvECRUyJFDNCCFJOiFwCP60lWknWXWDpHJO2BE2VhpwCglzWnwUhQcrgfWQcHZmrr3vjI5uY6NaJYbNh9AJlJVIKJB6lwHtDTh5lNFUFJnVkYYixZNukAKRG1pn9G5qUHSIn1l1i9J6qUdhaMLqAz5KsM1mpax3r23duko3n9fvnVO1A1w9cXEhUFVjMJuwfGib7NZuNIvlIiJZ1V9ENGTMzpNixvjhF2gZnNWlQiJgR0iFkQGmJ0holJCILtK6ReILrr7zmauaRGmLKGFnOlzH3pOCpFwflWlMaW9coJVFaYazFjSPO9YQ0cPJ0xdgvqUyF1nU5ZZNgWtVIF9mcJaxO5AhqmNBMZuSYrnWsq3pKZcR2gwEZWe7DUhJjIIWRGAIKR6U0GYuQGWENWSqyTJSrwSApF0aIjumk5sXnX0TKEtynkAFNyrJshMJ7e8bsAqMd7+LwYJ+YEm4YuHHziNpWNMZwY3+fcVyzWl7STtrtCZ1RMuOcp+/WoAXSS0IKSClJwWOtJkrBcrVGCYuUEILn5Ok5Imf8OuFdYDqdXnnNWjdkJWibmn7oGIeB9XoFORFzJIuEqSqEAGM1aIlqpjSqwbnI6AakyUSRSCkxW8xKdilBjIIY0ra0lrcBgcY5Vx76V+Rrvvbr8SGB2F7EKSFISAFSCFIqO/vDwyNiSmQkSEHwPdF7JCARhBjJefscJpCjQyEQ0iCUJoREyiCkRBtDiOHKa34bawykxN58wbxuCCmTEwzjyGw6xWhFv1kRc6KyLTOj0bWhVYb1MLB2I86NmLqhrmuElIzjWIJOY1CqPEjd9mPr9ZrRXT3T5V1ECYkUstzUpUQiEUIgkZAEQTiyTJh9y/TenF/+7C+xWl/we1/8ONOFYW9vwmLeMm0qovPEFNFSII0gB4HzkRgCY0yEIRB8IF0jwAAIPhDJSCtBy5LpQYASpCxKoJQEmVyycCkDiZwgp8x8Puf5F19ktUk8evAGwxjKmgUosY20KGW3lCEnEEjaylx5zUPOJDI+b9ikJSm32JyQakArh1KgjIAcQEJMCT/U+BBwrqM2I4IIUpGVIaUZjfEMGzi/VBibmSPxMSCyJAZNipDT9QIjCFgzJ8U9phNL4k1u2j2MrbhxUGNby5gTQivimNFyzt5+C8sLqipgVEfuR2KYsukzjI6ZkSjjUCFhhaC2M/p1hzGQo6IfHON49cfwcrNC2IxWksnUkHImxEgMkZzTNrNTfh5GKZTSxBRZL88YXEcSiXFYk3IikXGugxwpW4dYMrduREeDEhItM62dEeP12pONmZCVwyhQssF5SUwle5liWYIbHNoohBTE2JNzRmuJFBowZCFAlAzY2/dpIzVKVQihiMETXKJpLbqqUFoS8y4w2nFFJAnnRgbvCDIx9huMkKyXF+QccOPIqtswa1qs0PRDjxACZQUhBoKHlDNSCazRSCEZR4/SFVZXaCmxRrO6vOTy8pJpvQCtqSdXD4xA007m1EqXsknuURKcH0EIhJGYqiIMjnXfo41BKs0YHFmUz+U00tiKDATvGcJAZSp88Niq3GCUEqQUUKrC2vK5a5EjUpQHNEohxLbvpWzbkFJhMCAESQoSINu23LdSRqaSSZJKISiBVIy/VgbJOZfSyzUzF19JjJ7oPfOmZWoVx/M9zrvE6cklaewhOoKsCDEy+sAQHUezivffPWJvNuVLbz1mfOZpm5rGWqxURNg+8BUhR/b29pFiTRYK7xwZrlW2hJLF3B42csqknCBTskXb0lcfHJ3z9N7hjOey6/EhoSqJbgQuR/qYkNsHc84BkQNhGOj7gcEHUgYlLNGP1x9vyYmQMs6XHS/bn6fICYEkZUUiI3JEkUhRQC69cTEmJlXD/uExnV9yugqEHKitohIl0xVjJiZZgmwBtqowUpLV1Re+GZecXzwkbx9m1ni0CkTncUZASOQMImcGJ4nRIrRFqprlqufce9oGrDWErFivR2o9UleSda/Jo0RVhgqNkpLgMymN136aVfVAYw958YUFt5+D+29MqaeHZDFnUm3o8oTYa2SCcZSoJGhrw0JVSBWQMmEkJJ8QVYU2kLJDUrIW0UWy9ggxIqJmvVmSoiDE6wRGPZWtaCoFEYbOE2NPVVlSjEAqATMZKTI5R9aXp4RlYrVcE0mMoycmTXae6JfE7bVx3nWk5UAzD+hZi8uQY4B8iZJX3xACKOkZ3QqyIihHIBNcyY7rt4PGPjC3LS4HAh5EImYBcSAEzegyugJtI0oqkBIB+BhQUpNkItkIGqIQjHEk5vE9rW8XGO14F0KAteXUCCkQfaKyDUZKtKwYw0gSEj86QhqpJg1SKyCjlUFkgVKatmmQCoahZ3COLFTpJUkJ1zuik1g9Zba/j/Oei/Xmymv2sWRaxjiiRCB7RxBlByK0pq0qRFakbJAkQszEfo0fOrStmU5nqFRKPCElhjHgvCO3EmUULnmaaYW/GJBSEGNkm3G+Mikl8rbPJgPkTEpp+zMQ7wRIKWdSiqxXK0IMTNopOYE1FoQghl/LAP364OHtYOm3E60tTV2Ci6mVKHdOfxkQSiClYLPZULW6pMeNIQFWCe4cHnC4v8/J2YbH5x25UaA0LoK0Gl0LUkpoJRFC0TQtUhpCzoDE2qtnMYQo5QZCRskSTOSUEBmEEggyIoNCYURENBXPvXiLy4s1Z2dLbt85xlrLauVw2/ejtICUUUKgbIVFkZQrSRsy07otQwvXoGpqnIv4EJE+I0RCbjM7OUFEkbJAS1nOxZwhSxKZCEil8D7w+PyMR+cdF53H6JYbU4FICR8hpJI9EkKQhUBZs30PVzzWac3l0jOZ7+FHz2UvqOtpCUpXS4QIQMb3kq436CrTTtdMFwOLPcnYacYxMnqB1IG23mYKbeK5u7DuJDFrBq+5OO9IMSIRGHW94H822Uemltu35lj5JfYWAR8GurDHaukRjBzM56AkMktSWONioqoroCJ7idUVSSmQDTlmXBDlGnSR5BJBZURWjL5sBELM+GskcBtlyRa0lvg+kZwkZ4vPgpzKZilm0CJh8UQXOX/ykMGP9C7gciIEqKlIwdGNPd4HUjKsNiN933HDlgyukDWNVpDWDH59rWP95Qc/j/NrpBQkGqQWEDLdxmMbgRAtOu0jTMKnDSGNhDTi3YiSkGKLdxZpN1RNQAqJRCGlgCzQyhKTJxI47zVCGHzo6YeOD73yW69vFxjteBcxZWLKtG2LVGCkIo+Bymj29xa4s4glUUuNEBlZa4ZhwBqLyJIwRpRSaKXJuUzBTFrDqg94H6lEIsUEWdI2M7Q1uOA5vzy/8pqFEDjv0JWhbRqyFUhtycrw7PyckDz10QQrFEKUVL5PoAwgE4qEEmXaDCWxdYVUEoTAWEM/9EymLatlh7UNZEXKmXiNUknO+auCoXd9bvt7zpnNes0Xv/hZfBi4eeMORrUcH99CVZac3663/9q/eztA+vWry78NmSMhShEvxcy0UjTCIWVPTCNCCsbBIU2kMpbGCJQQzKxi0jQoFFXW1LqmSwFpNVlKcglN0MbQVDXeRbQGaytSSjRVtX3dq5FSZPQRXWmslMhc+rgyGZFKsKSUolKaqqpQWqFe0jx68IzlsuPGUWToHDErLi7X1BPBbDEtzawCpJLIqkErSz+WfhixfY3rkBFYY+l9R8oSJVTJBuVEzhGfBFIZMCWoz1kQc+ntSkRCGHHjBqUz7bRhdTHy9Kxj0UzRkpKBokxHeVeyn3VdlezUFTmYB4bnRuoqkUJi3QViMigFyZUgV+tMnEWmDppWUVkQYiTFSCUkywTdIFFaYqRgMUtYM5KzRCdJkgmXFUr0aGMxRjGdTK51rPseKpE5fZwQ8YBmdokbHWMfWZ4n6mmg1xsUI8pvsGpEATHO0EozmbbsL+b4FFhuLIOPDEkQNz1GlF66GD1uKOedlDXObRjGa9xDvGR5saIfHbWpMQly0tSNomoapJA4FxAylWyKC1w8WrIZB1RV4chIFJU1SGWxlUS4gZgkq/WGYeiZtpZ2asAMrDaOFHrG6+wIgZ/97M9grEQZuLxQzKaGRs3Rfo/erzB2ynO3D1g9PufNB6+yCRd0roMATVUxn9zBqD18PCHEU7wbIUus1pjGEEhkBT56Qk6kABlHv+75/d/6W69vFxjteBePz1YEH5hMI7P5hJgSe1XF4V4LOmCUoDWavbbFVjUnlxe4MKJ0xruIyBrhMil2ZFka/vywxvcRHWuqqWW+P6Vbrtjbm5BEpqkMB3tXb2RumgY/ZKSUKCmxkwlKG3oXS4AWE91yhcmSSatobE0XBVpXSFMTt006ZVpEoVIJIkIIrNe+pHi1QmkJopTUZJbka2Rjfqsg5e3PSykYx4EH99+gW5/Trzru3X2Z4D3aaEqriHj7H5XfhUDk0gOWcv6K8lzpX7oOShmSSGil8CEymzccJcmzIHn57is8PTnnbNVRm5qXb9/iaH9O8J5p3eA3GyrXcXtasQ4CKRJ1JRhToksZayusqRAkyBptKrwbqCrLdYKMkDIJQUiZRhuid0hRsl4xJ2QuDwilSuaTFJnNLDdvzFite85PVywv1+g+Uc8E05tlZF9kgYgRHx05RBKlNyxHAUmR3PWydf3gS7nRWpQs5cAQAylGQvD4JKhqRcoKYiaEWM7/SkKGYbPhyVtvsDxbMjMjzUzR6hI4ZTKZiBQCIUtmKYRAyhbF1df97NKzXMJldgQfkVLhBo+1AAI3RqSAyURSVeW9bNYQkiA4cG7b4yISLkqyBDEmplKwGcqEnVQbYg+3jhS66hmcRnG97NxmMyAbR7eOCC+4eNZgaoXQAiMqVKVZuyUmCHIaMZNM3cDpZo3PUxo1xcqW6HvisIYMVaVIQlGrwGrV432H0oJNb4gp4kL5GV8VlRRKCKTNNK2knlqsaNmbtezPaowBKo8Umugl4JFWbvsXI0JU1NWEu3dv8cGXn+P23Ts8enzJz//sL/Dg8pTNZuTywjHbd9Q2ELLi7DKQr3cL4f/9sw+YzBv2jyYEp9kfOtLGYwZDyonpIvHw/q+wXq05u3jKxXDKGD1Tu8etG3Nm779L29xktWp49QsPODl9SopgjaaeSlweyUqy7LpSHYhQmYQf39u05S4weo/80A/9ED/8wz/827Lj/o8eIbhYLvEpklKgkpa50vT9mjH6ogETQeeI6zrWl2um0wnaCNpaY1RDHBI6R/rRkzKk4BEpU5syvZRSZDqtmbSWk4tLxnFkeo0Jr6qqGPs1wSeCFVTGEGNidL5MNSmJihkZHXWuaJXE5cxiMiErw2aI+JQQqpQkQozEFAkhYI3BGENWiqoyeB/JuYxEX6fkAKL8vx1e+srgBb4ycBJIIWi0IUjwbsP58ox2vcfNtkYp9RUZpvL9EKUxN2dBSnkbPGWkKPNZ12E2XeDlCDExRkGSif2Z4mUx5WA6Y6/SPDo5Z1Ibbs0qZpVEzRZYpTh79oi8fMS+bTisDJVM9MMZJ31msXeLarJfmsjTiGoq6rqF1GCtKaXDK+IzpXwWPKNX5FTKL1KUH4DLCZkTIhQ5Bp0yUibu3Nnnc7+y4tH9Eyo7xWjNneM5N24sim7UmPCbnrrSICEhGGUZD44xE/z1pBFs3aCkwChVzjUhUMYwDgPjpsNnQdVMqWxFjgGRElJJVBYlgzSOXJ4/IbnI8cLQ3JhitNiWFgVKmzLirxS1tcQYKOP7V39Y339T8ey0Zhgd3gliBu8TRmZ0hhAhKYVQiXLEikaaUlBZjUySmGD0EVsJXAisB49UJeA8WAwIMmMALTPzOazWAiGuXooHkFKhbIIGkthgRcV00bKMCo+laiRWKTQLUIYUnnI5XNB5yD5TkZnpYwwz1ghi3tC0gqwSpA2CS4wW1JMDxmQYNz1CakJ4b30vvxE2WepaI0Y4vbjEKktbZUga4QcGoZGNICRNcIpMpGoNL9x5jsP5DUSyWCl55eXneP/77nF484iv/ZopPkTO+hNMFYhASIpWTxC15LIfSel6AxxfeDXTTAcWBwqlMkZH+rNLZhJevPMi02bBG1/+HBfLJaveMSRAWKrDG7TN+7m4UJydntB1HQ8faR4/NYyDw1rPbE+QlSNk6MfMuvNsOs/ezKDfY8izC4x2vIujxQSZHNPptGjOxIw1pe9jHAZSVtRty2K+zxv3HwEWZVpcGKmNAimQRiERuM2abjOW9LySSF10cHLK3Lh9TD841t1IypmFqa685hhjGaH3I+v1Bi0akBpBxhqLSqnsvINHjCPDJUSXWLs1m9ETpEG3FVmWcWgfAzkG6qqirmuGYUQry3w+cHZ2SUwBa2uCu/oNQmx7oHhb14dfK4G9HSTlbbanbSfszRfcf/1zPD095U4U3H3xZYTS2zLU2/9tA5/M238ii7L7z0KUKal8vSzG/v4hznYQM8YKNvESKR3H+y15GDmcVCzqY0SGSoEbOyqtWJ5f0F0s6c5PGXzk6GCPWauJy45Hrz2jfU7xoTvvQ7WW0XtiENR1gyZjtMZco8fIxYBVCqMkKYdSltuOp6eUcTEgJCQCWikaq7EqceNoxmtGcf/+KR/8wE0OD/bYmxmMEPTDyPJ0jcxw0EyLTIUQGClKcJ1j0YS5BkprYvAlU5QyWpU+vUxG9oY0BFKIGFnKaFkItFSlRBYiIkaGTU+WhrauaKpUysAIpNIYtW38TwlFybjGGPHXGMf+xv2RU3pCKGGPc6V0Xmk4aBRDFDztE6tR4JNCyEhVa3LO9H3kcKI4mDd0ZJSFy/XIw1PJyTrikuT8LKKkIBFxPnNyVibbqms+zYY+Ml9ksk7UE8FiPkFJjdQGYTWT1lKpQFXfAlMxdo6hFwxJkWPC+4E8jkzVlFZMWceeFEasFoQBbh5FumFK5+eYGkwAN67hGjIU/cYTQmbsw/ZcrDnc16w1qD6x2FswbRoiFh8Skcj+3j4f+eiHuXfrLm5wJDdw8/gmt194iWY6Zeg3fPSjL/Dm6fNMn8BmE5jOZihTUymN8Rl/zfN6am6QQ0fqbBlYSJpu7RjkhsW0x2pNJafUMrF2K2yaI7WlYsqTR2f87Buf5uTZU5QqUh5Dr0ixRqRMvwylPC8EfpAEJ6hEg4qS4N7bTnYXGP1HTLdVW/3/N9Nac/DcHeqmxtiKk0dPS6+ClwxjLMq+IXP27JSL80u8anFjYvSh6AaJEZlVCaY01MJg6ooKA1JQtxVSlDHzi+UFypZJteEaQQZk6rrC5UCOEefDO6OeRilMNrh+wIjMGDrCGEjSMAwdfYiYmYaYcN4jlEJISYiJKCLD0JesTIpYW4KtvNVHqq6RxZBSlFHrbfDzrsbp7cdSzmhtaKczVpueVbfmQx/5OPuzOTKrrWCiADIxR4LzJeMVA0JEbKVQ2kKWCCTv7jz6n8bR/j5+MiWnjFaC5Guy32BERrUVVezYnD6ld4rH60gQgqZzyI3n5PUnfObVxzjn+dCLnub2nKFPnD/bcO7e5P0feoVbx+8jScUYMkIoainQSnGdUlolBRqBCKkoYJMRWWD89mY5JoJyeDmQKolImiAlRilu3tvjybNLlpcrJlXNuFKk4Ln/8Bnr9Ya7z90ghMQQhyIWKSQuJ1wIJT1yDZSQ+PRrQ/9lMC1jqprnXngZN2ZE9LQWvEuYqmUymbPZrLi8uECERO8SwWayKEMDKWaUfltQU+C93x6TbWAuJEJe/bz+n78w0i96xlwCoxgFCYlSGUksZV+hSSRCiqXcbhM+wf/46sBrD1doGl65u+DgVsO0UgxD4vGFp3eCMSZMJRi85GIIrEZwLqGveV7HKNBCk1Uk5oazzZroHZNpz/7enJxnjM4Q+4G8uSDHFVppjNTEUTKsBlabNaMI9NqVPkavcWji4DjUlqpesHIGnYs+VfyKY38VRh+JkaJdlSUqK6aypYqa0TvWqmOx33Bw4wb9JLK+OGdeVVQxE7s1IkekgmoyYXZwiK4qLi8umDSWm8cHrPqnmEpQV5qgPdZUzGXDur9eJvQDL77AGFZUTUXwmjH0jNOIyRXBbXj81jNaFbk1sRzPjgi0xFwzhMjy/BJjNPv7B6QosMYwqTJtM0GZTIojEKmahvU6IBrPjdsLxn7N2cnqPa1vFxj9BvzTf/pP+cEf/EE++9nPcufOHf7Un/pT7/qanDM//uM/zt/6W3+LV199lbqu+dZv/VY+9alP8dJLL33V1/6Lf/Ev+Kt/9a/ycz/3c4QQ+PjHP86P/MiP8K3f+mtdYG+X6n7hF36Bv/JX/go//dM/TV3XPHr06N/7+/31HE5brLU0bUPbTGgErJYrvvT6W+SsmU8yg84MoWccB4YMRku0lWXnaTRGW5rGMJ+3jN3I4CMuJJxzbHIRkBvHEUTpDyrlnqvvnELwaJWRutzUYxQoA21bF+HAVcfoHdJammrCejNwuVxSG0mzmNEu5niRSEMoomwpY4wiBAdCo5Sg73skYIyh7wPj6Kjq6zV8Sim/ahLtbfK2KTuEgFSKlBPrrsfHXATa+g2uX1PbimF0jONI13dcXJzy7PQZy8vL7fEN3LlzzEsvfYgbh7fR2r6TQbrymjFoJUFBlhnUHJQmhpEsBSqOBO948NYZr375AefnjqPbB9zbNzx64y3eeHhBbSzduseHlvPlhowkuZEn9+8zOTxE2pokNZlAUOU4XaeMfXfyHCKzFYMTKECnUl7s+p71KNmEEuzqqSSFTDCZbDM37xzw/MWa+196Qn85cHFyQAgjYwgcHM/o+55nKhBkGSuW+e3zOJPj9QKjmOI7fUWlx80ghObg5l0+8KGvoVuPDJeniPGCy7Nn1PWUg6ObPD15ShhGuvWGwXuSCKRQNHgQRbNIb7OV2zCxqJCHgFIacZ1x/XSI8xkfchnbTImsFMkIss5ILTCmCCTkGAkJlutMNySOW8VbJvHFy0B7Q7NHg80r5sZx+2YgJ4USqjS7K0E2E5Io7yles/Flvn8TZWu6cU12AhJMJwapTmiqgWG0rNeZmHrEeEmKZ6AOELoiu0y4yDzZnNL5Hv3cjPbAotGcDwKTG0KYsvSQUseiHlldxFLyDFe/Hl1MaFtx696ctjWoVc1e01DLjJ00ZCShT8xszby1SOdw/YZnT5+iSNRtjalbBjdycXaKMjVPnzzl7NkJIa5wOLKyuOzJMZKkRuqIaa93Xrd1TyuhbjU51yQZ6ZcZMVpePJqQNhe0sudgGlHtFDF9nsnBAY9ON3zhyw+YDhUhRMgKrSw5UX4nFfsbBe1kStdHhrxkManphELsv7f79S4w+nX89E//NN/1Xd/F7/pdv4u///f/PjFGPvWpT/HkyZOv+rrv//7v52//7b/Nn/kzf4Yf/dEf5ezsjB/5kR/hd//u382nP/1pjo+PAfi7f/fv8kf/6B/lu77ru/ipn/opjDH8xE/8BN/+7d/OP/tn/+yrgiOAP/AH/gB/5I/8Ef7En/gTbDbXq5lflf3FDCFgsZiRQ+JwMWEyqfncF76EEhYrewYbuHdrn8l8xunK004aprMGrTMHBwfcun2PdloTx44vfv41Ts9WZBxCSIr4sEBVFikiUWr6vsePV6+1h7Enb0UBEaV1dHSeyaxBa/ApkI0kGE2sGmTU9CcXCGGYVBqsIMdtliZlxFZMLMsyCptzJLqRHCQKQY6ZkBNaXf0G8XYgJGUpZ7w9vi8l5JQ4Pz1l0/XcvnOHruu4/+ARvXPMpjUP7r/Jp3/x3zJb7PP48ROePn3K+fkZZ+cnrFaXOOe302qR2WzKRz/69Xzn7/8D3Dp+jnDNUtqnf/EzjM6htUbVGkRARIeRmUpq7swEKWsuL5eo6IgXS770+JLxXkMIa6xRNEYztRojMjE42rYiacGDN7/Mg+VA1hW6bsrPUhRxypwSv++bvuVKa/7ora/b2l2I0sPiRrrVBcvlOb4PTNOEODg2mzXjRaA+aNGzCpHBCMl8MkFyzmuvvcWnL17l8MaClz70PC6OLHuPlgEvAz44ks9MqobaKsQ1H9bDMEAMxOBJqYhS7s1u8Ds+9k3s3XiOB/cf0tgG7Rak8e2eN83i4DZIw1tvfhn3YIXWxXMvpeKRllMsx7QoDpBifKd0C3nba3Q10s3nifUBqQ/gA4zloRpFRtcZZGYUEVRE6MD9ZyM/85meZxeJ/Ro2o+B0TKz6SDWOWBxCRnIqWVCfSiZRaYXQkSwUWpcp2OsQY8APHXaMNMljpaGxklHMWS4FLnqEnEDSZEZSbEhBo3LGKtif7tF3A6sc0UbT1IlK9Kx7i0iG5XrC0kXqOhHHyDiMGF20mK6KVwGtDTdvz9nbb7h8wxP9QBYGJUu5VEqNGx2NNEwmM6Qom7EUAykm+r7jyYOHrFcbTNXw9NEjLlfP6OIaaYvW1eg9OUfwGikz5hoZRYCDgxWm1lg7MrhANQmcR8/F6RnHL7/I/p19GjljXL1FNVtxcM9w/OJzfMBrkI4vvfYqzg/bUjgobfAhIYTENJqM46JLDEOi60aePgloA1U1f0/r2wVGv44f/MEf5Pj4mH/+z//5O/5M3/7t386LL774ztf8zM/8DD/5kz/Jf/1f/9f8uT/35975+O/5Pb+HD37wg/yNv/E3+NEf/VG6ruPP/tk/y3d+53fyD//hP3zn637/7//9fP3Xfz1/8S/+RX72Z3/2q17/e7/3e/nhH/7hf79v8rdguVxS1xXdpkOniJBlrFzpCiU0k8Yyn1V88APPI3TNxSbQNBV1Y9isl0yne7z8/AvMD2eM3ZJ+tcEHkN0aZVokkhQDSmvOzi9BG+LYoczVe0iyG4hIhK5K1kgVk8ZxdMSU0NaWsVWjUEYznc2YNFOEcMQ4kKIpae3o0FIiMrgh0LYtRpvygEoZLSVaqqKgjMBfQ40Ztg3W20bpKEQR6XM9p8+e8ODhQ/YOjpFSstqs6Mae4+NbLOYVF6cX/Nuf/R/Y9D2nZ2d0m56UQIqMVGyblRUCzbBe8+pnPs03fPwbuXfvfQz9cK01/3f/3f8TN5YpPV0rirhu0R+qteHbPvEKtyeK9WrD4b7h3t5tPvvZp/j1yOHRgr1WYqXm8GCGrUzx02slgczl6oLPvvaMzmds05KlJaai6GvM1W9X2te4vmcYerxPuHGgX69YLTuiT/Sj42ITuFxGlt0l1WlHPakQFnyOvHn/GSePlzw7OeXs7IzDuxP2b0+o5xbdVvgciqK2KJovMStcKFIF16H4lpXMoXeZHAX3pgtu3nq+rHe1Yb+taRctsz6w6ddEVVPVNcpFhvwmSWSmU0tdWXIqDzkhMsroooWU8lYMsGRDga0h7dUYb9ylW0SSj6WdLURwIzhPGjuefukhT59cErKnNpIvPh359P2BnKCVgrVLJKWI6w2TTUAlQFtStMSUCQJkq5GNJStNSBBJyGtknAF0/4S7WG7nPY7aY2JcMTrJSbjFme7YaMFkcswQEmsCWmfaWhBDZCFnfOTuK6wPBb/05Et0zYqYR0YnMUKSbSakGa30kDacXIyElDDKoPTVz+t6T4BIZC+YtjXiOcW4coybSBocba2ZTlt8yFQ5M1/s0TQtwq0JfsBHixsC3i85Pz9HasPFs1OG3CEOodnXDCKTxoRKEhEzcUzM6qNrHeuXXniRlCJSSXwQ6DrRpkg9nJP8hug1UcKmG5C2R6aHuM1tjm99mG/9vb+bw6PMg/uvMgwbskgImUjbkqQyhhAjLnj6zuHGUqlIBHx4b/pLu8DoK9hsNvzcz/0cP/ADP/BVppWz2YxPfvKT/NRP/RQA/+Sf/BOEEHzP93wP4SvE9W7dusXXfu3X8i//5b8E4N/8m3/D2dkZ3/u93/tVXwfwHd/xHXzqU59is9kw+Qr9jT/4B//gv8d3+N54+uyUtm3p+oFbsykJxxhh//CA5dmSvcWE4+M5d+8ckbJgsYC6sVRWs2o0Qw/d5SVta6is4vBgj66PcFqmUBpTQyqtwqFxYCqSr6irqzdfawQpJlIOKKEwrUVKQc6gpKFuNFI5qtpgawWjYto2eB/pNyt0W26qRiSskEUZOYKKEq0UcSg7yBgypEQKkZgztrr6iPA7fUVCkLYP0L7vePT6F3j29CHzgyPu3nsOZSyzvX3+s2/6JrQIXJw94ldWv8w4PGO9viQlj7UGo2yZtFKlDNg0FoEkhMDhzRu0k6ZMYF0zmPviF94oOlSAMaCNQClT+rKC58XjCc1zB8SQ2dvb5/aiZtZo1qvNVpuophsC0kBWGVsZBCNGZlrdsF5vWPYB6yTKZBCeru++6jr5n8rDR48YnOPJyVNCKA3oOTlSLBm7J+s1Z5dLOudZdpHu5OQdn73Be05OLzh5dsp63WFNxeX5mmcnJ3zgzouoRqODwmZNDAEZNZthZOM80/Z6O2tjLDEUc96cBCEkQkwMo6dfrbi4OMPKA+pqD18viEmSTYO0FavhCafLAdNI5jODMYoYM4hAoihjv20Vo7QugpdC4EMoquBXZFXNWYsIVhAySKGQKRJ94OEX3uRXP/sMt+5YdpFWC8YS2ZBSxufEJiRCSPzSw44Xbk34wM050hqCD4QQ8UkW7Sapyyh2FmgRi7XLNbg7l3yDX3Lb3GQxOSSJllHv06WWi3DGWRzoouQkO94aBro4EHSiIfP+g3t86Phl7hNpVyuc6IGRrA9odIWwAy50zJuBYbVh0wuMLyXpqr26QfJs3mJqS99tEEkwn0zxVaK3A3mjiBkG50gXkX7omU5n1NaSwojrekxlGfuSKRWqNOWfPH2KrBVpX5JNhDahDVgpsVIhU43N1wsdDhYfYOg6Mo5WCYIcYRGYvDxhODvl9ddPOJxVyGzYdJ7BB/RwiVlfcvfeB6lay/+oExfnj1C6OAIIoRAikbJASl3EKGIx3Y7R048dq/V786XbBUZfwfn5OSklbt269a7PfeXHnjx5Qs75nXLZr+ftHqO3y2/f/d3f/Zu+5tnZ2Vfd8G/fvn2ltf92EmOm63okgtRWSFWi8baueLLZoFTm7u0j9hYNShl8UkgJSgkqJTlPA8vLJafLCxZ7NZtuoO9HQvQ0RlJJgbHFMmJiK6KEw/kEH66evjdVgxBlpxvyuNXpUMWeJEnsRDPfm5NCT8KjZMJqiD4xjoF+PZQHBIKsS8lCBlidXdK2E2SUjOPA5cWSjEHC1qPs6n0vbwdG77jK58TZxQVnyzUHx/e49dz70O0MIRWL/QP29hao7HnyaM7J43OWqzVZRKwxeBexpkYLiVKCujbUTREbjLnmlY9+LXeffx+jd1utnqvT965kFDJMJ5ZxCAjpy8/UD3SbgWFwrAbP44vM3rxmf9/R2MTpxSWrPrBxmXm03LR1EaLTkcODmotgkHlFyhnvEkoW5dux764VZLz58D5V0zAGX3SttlILSZaMUB8DSWmStLgkuewD4zgUs9u+5+xsxfKypO7ruuH08Ypf+De/wuxgyouv3CrXsJBs1itSjgwygZbFl+8aKDJalOBcGY2xFcM4sFxeMAwjq8tLUvAgNE/OL1gtzzhaHLKYac5Xa5ZdOW6mUqV8kjNSCoSUxaiVvDUn1oQQiKnIVFxH66pLgi5s1aEFIFQRYM2Zz79+wqv3L9lrFCEX3bOZljRKsoqBLmbGLEgIPvt0oHmtp/rwhzi4MSc4R/aOHAICUCIRQ0YLisHoNbV15nXDi2bJtDZouULVhvnsNiEJbgya0W8Ysud0UNxIgUfDklG37NdTPlQfcmRb/L7lxZsf5I20oldnIGqMabfGqANWDahKUVtNbjQh9VTXGadLmsZOCc6BiIjiqIjUmtQUW6Gz1RI3eiorWUwvmVYVaVwxqxUxZ3ofWHcbpLYMIvPg4oT5tMW6iqhAVhFpQSmQJtCqlhTeWxPzb0ZmSsoQAmXDGctGVLeWFCR9pzi5XDE1BlnVxDwhZdh0K6bdwKQ9pKpuMrg1MsiyAVYGKTM5S6qqRopIVQu8HFEKWt8za9/bM2YXGH0F+/v7CCF4/Pjxuz73lR87OjpCCMG/+lf/iuo3yHK8/bGjo5Ju/LEf+zE+8YlP/Iav+euDq+v5Qf32sJjvoyVMmwZpi0+XSYlaJWa1ZWI1d27uMW0MdTvFYxndULSJ9jTDmHj8aM1rDx5jVVFevby8ZH9fM6krdAgYaRAIaquJMdG0Lc+uoXyt6xkurN9RsQ7BYXRNjIL1ukPFiLKCHB0pBm7ND0l7Fd0mEkNmfTmglUJmiDqghS7BXAgYUQT2lt0FfdfTTmqs4dpmrCEEvPfFmT5GQgq00xkvfuAVJtMZQlWMfkTLTI7bcfusmC9u8+LLr3B+cUoKPTJnRooyeVs3VNZQ1Rpjtz5aZsr7P/Ax2ukeoxuvNfYOlNGorfGtUGV6L3lPzMVn7/z0kidTw+uPL/nlNy9J6QU+cqulGyUnq8wyRFTTcKeeIo1m40aSabnzwh3U0qF4TPKh2LPkgCOQYvHEuionZyfM5/PiDRYDOQViSvRdz6rbsBkHhNJoXZGyoh8D3WYkhJKt6oaBENPWs614rJ08HvjF/88XqSeGW3fKBKQUxQ9rOi0yCkJeb1IqRY8A6rpGS4E2muB6njx+i6o5xLnAav2Iqm45ffaYZ6ePIQn6YeDk5DFaJWaztuhwiWInWluN1qb0+21tRGLOGGvKhBpcS7h0Mwx0A8W/SgCqBGM+w+giZ0NkTJlWZ6ZKYqXAqq0GVCgBjhCCdj7hyZh5wIw8uUFu4tYTLqNgq85dDKu9SIhrWt+4DuThTWqzgbAmREs7+TBGttTzBj/UxM0Z0+SptONQPGN+8A0sFh9gpg9YXTxFMOPOwR73n7aMQVDZEaU8MWiUnHByMmKEwJiKxfGMk2dv4vU1RGINBLtGT4t/n5BAzFRWkJPAqFSy4etS8u5jx3C5xm/WXBpNH8ClwHrsGSNscmC5VZi+aTUz3ZCoSCRy3mq6KUMw1zvWXae5vEh4H2mqms1QhnO0FGjZIiaWBw8vuTEV3Lh3Ex8MYXRo27O8eIRQknEQbNb27VFNpBRIWQRL3ADaKIxVDH2gqjQxJHJ8b/e+XWD0FUwmE77xG7+Rf/AP/gF//a//9XfKaavVin/8j//xO1/3nd/5nfy1v/bXePDgAX/oD/2h3/T7ffM3fzN7e3t85jOf4U//6T/97339v100zYRZU1FbhW0FXddBhsPFnPkHJxwdzJlOGiqj0UqAAql0mQTTClsNPD09481Hz1BZbXsNHDeOjjDakKNncAPd6ElZ4GMipfF6/TqmAjrqRlMpQ38+It9uJs2JoVuzvgRrIeQRsX/AdFahlSR25WFpJgrvPCoVF+ahG+Bt13e1HZsWxdm8qjTrfninN+MqvP3IfFvwUinJbL54Z0IvhogfVpyeP0Umyd7hbaRt0WbKrdvPc+fO62wuT8jBI1PxRFOyNM3v7c0QErwQjNGgTUPcOlRcN/RuaouSGe/ytokzbTNnEik1v/q5t3j01ls8Ou0IueLp85d8+PkpDkOXWh6tVrjVhoPDA1681fJkec6bJ56Pt0fcOaiYz7/I48sVSkoqA0JY0ta49aqcnZ9wuTwn59JHo7VGKcV6s+Ls8pLOOaSyCGlw48h6tWK5XOK9ZxgHQhgJsag4Z5FIOZKj4Eufe8Jsv2U6b7DN9sGkylRjjqVJ+Dq44PEhFosSVPE89xuePvoyd56foZTg7OwxRkuWy/OiuhwdJ0+XXJ6dMGsNi2lDbYCcSKKoe0ultgKgGRciMSWElKXfKBUF7auyGQZWfUbJos+ltC0aUSljWktKmY1PxCTQFnotiSIREUwO57zvfXex7YSbL9xmMjWo/QNWvtjzIDTk4s3bySKrIVUqhjLX3FS+3O6jZ1NMPMVpievPqfwZut1HNjOQBhUcSM20mxVtImGY2gVvna/55WdfYLCKtZvw8NkDaBSyFiA2DMNIkpHBTzAqI3XRzBJSotXVg4z92xXSekxUKGzRKZOZnBNpK+NhsBx4QZYB30U2D0bOLjxnq4FcT6gOKvJCcPrwnMf3T9k7muCNxLQtRmmkssQcyXiMqrBqQkjXK8d3nWa1FsSoCDlxuRohFt9BYwQ5W5Kdc9Gf4JNic9kVXbRqn3F9jjKa6Ppt64Qk5zJtWmLjjI+RLBV4wTjKkpEK5Zp8L+wCo1/HX/7Lf5nv+I7v4Nu+7dv483/+zxNj5Ed/9EeZTCacnZ0BJeD543/8j/N93/d9/PzP/zzf8i3fwmQy4dGjR/zrf/2v+djHPsaf/JN/kul0yo/92I/xvd/7vZydnfHd3/3d3Lx5k5OTEz796U9zcnLCj//4j/8HfsfvxseEC0Wzp+tHRh8wpi6ZhjwQyIw+EZJExIDSAqkS5IhICSMSlxfnPHl2jpUVRmhqK3FOsO49Rko2g+PZ2WUZ004AcZvavxpCS4QXVFYwsYa4yqhQHti1kbSqKno4UqBUDTnjfFHxVkIjFMzmDd06IVIZMy4id5k+OkiKKBVBSpJKCCkQMhHD1ZXOvPu1spbRukymwTtqzFJlXL9hsz6jqedlXFspyDBf7PHi+17m9MmbJDcgs2A9BPaPj/nY13wN88WMGAPNg7d49bOv8u9+5v/FpNYc33sed83m62lT8/jivIx0x0QOEaUFjZVcLju6ZeSyTgxO0jaC2d4c2dSMYmTtBa8/vWTjEjcPDvm6Dz3HaRf53BtP+donG77hm17m5fff4Y3HZxzsTfnAy/f44ltPGIc1OV39YX3/0RvFakQqjLZUVYW1Fuc9o+tZrlb4kJlMF4Tg8ONYAqMQCTFsJ9okCEk/eEIYQEjSMLK+WJVSslbkLNBak0IgiXjtsuUYfDEsFqDQxBBh7FieP+Xw5gaRA936lKdxIMVAM2mROXB+9pQUBuaTGbWVRT8olR25kkVDy8eED4FhHBmcx5qifF2mI6++ZhczQwgIJEJmTMzbnTzYtmymcpaMEZ4OkYtAuR5T4PadQ176mvfTLBbMDvfQRpBTZO3CtrwnEFuZhVFJpMwoyjSSuobEAMBzlWU6vUEaPATF6JbobsBqW3zlIshqQtVM2Esvk/xAzhVPzp/yb197zBu+ozme0nFBrtZYUZF9Rb8aGcdzhuDRzZQxZpK/ZAwGl7iWzMDeoSVGyMKSEoQcEFkiZDlXpbIooSGH0qS9lwlesnotEQT0SnD0/AHNzQpz0HJx1mGMwTZNMdVVCSFV2QhQFV9BFeCa2bmYFCGKUi63sbgJxFwER5VCCMlkf5/VyYpf+sxb7E8qbt2aMVkssE1NdJKu2zCOrvQTRYWUkUwCKVExYZIgBsE4gBeJEESx6nkP7AKjX8e3fdu38Y/+0T/iL/2lv8Qf/sN/mFu3bvEDP/AD9H3/VdNiP/ETP8EnPvEJfuInfoK/+Tf/Jikl7ty5wzd/8zfzjd/4je983fd8z/fw/PPP86lPfYrv//7vZ7VacfPmTb7u676OP/bH/th/gHf4W3OxXGH0AtFnYu5pJxOGMRJDYBwG1Mrz5bceQk5MJxVHNw8gwzh6BBGRIkPX8eU371PrCUezBfuLKV0XcH5EG8l6GDldb4hJIFBoEdDi6qUpnbfWI10gRInIYruTiCAFbdvQtjXKQF1bBDCMA5kylh+UICYJaCbTCZOm5bLrSVv5ZicDdtKwZzQQ6PqhPFivrjCw9V8rmQujDD74YmYqZfExkpLZdI/mpRYpKqxp3tE9Emju3nuRB7efIw4jG+NQNfzOT3wLH/zgB0tZR0qqyYz7X/4yzx69ztOHb3L73os8Pjm9+qKB5D3PP3ePru9wg0dUNXv7E9q2NMhKKp67d5MQBdkP3Dy+wVtP1pwtOzyJ9eBYDZknpxtc1AjTsOojv/BLn+djv/NjfO3HXuFnf/5L5FCyDkPfkaJn6K4eGJ1dnDGbzKmblk23QcgSwAhg0/UMw1AyGKNBioy1Cu893eiLxk8S5cGbIzF69m/Mee6FY7QSfP3vfD97ixlSK2IUZWJRenIO187OSQTI4pKeUsTnjE8JM1UIkQmhozYZqzwxB2oNInuc65FSYHWRsMgJxhDKaLiQCJXIJEbn6AdXGnRLComcMvkaJrJCVmWYIKfSp5iLJ50QGdvWaKMIg0dITUyKTSiGu6ay7B3fYHF8hNJVmV71xcMQNAlRxBCFJL9tJRLzNtsK5j1mA34zXn18QXNwh3vJoBz4ZNkkTbceqfoLxHhKILB365hK3IPlyOPlM754+hne2kjMjX2kTijtmIiaVs0Zx0zyApE00TmiXKNlgyAThcNnGPzVgwyBKVlKBDl5pDAIoTCyIiNKUEQGmZBSoyvLdGGYHc4gCWSr0bVmtpighODp3bOS9bc1lW5RNpGyJ+TtxiAncnbXDkJ9iIStmkMTLcnVeO+JCkIUSAWIlsQ+/+6zv0olHN/48ds899IthkGwGR0X5z1DN0GI0p8pRQkIhbRIqZCVRaiKoXNlai3a91wi3gVGvwGf/OQn+eQnP/muj//QD/3QV/39+77v+/i+7/u+3/L7fcu3fAvf8i3/v/VXfuiHfuhd3/8/FPcfPy7aPdFx4+YeLiQu1x0xFKvS882az3zhy6wu14z9yI2jA7yPnJ6d8sJzN3nh9h2MlmQpOF+tyK6ctMt1SxIbxjCQpKQbPUhDThHXr9hrr9H70q/R3pPGRNePCGmo64qQIkOKGKORQhCdZwgBWVu00czmU0TnWI6OzcajpSblRO97kgZhNUFlIrEELbpkuKrKMPaO6xSmJpNJyQbk/M6kWMzxHUViskSrKVKWh4BS+p0GUykFUkypmwWL/Vtk1ty8d8yLL32YZrYHufRAHR3dpZksMHoECd04sB6v1xuVkufe3fdxcnLC4+4ZKUaidzjnuX1zXnyxLOiYuXPvBk3b8Is//yX2FzNsqxAyY03FOEaENEymM6RUfOHzr/G5z77KzRvHtPWU5WrgjS+/CSlytLdgvEapdb3uEBgyEudGMqn03eTMputAKqzVODfS9z05RVIMeO8QcpvNy5H9vQkvvv85Pvy17+OF993ESMXeXoM2Rck9p7fHhotW0HWdFY2QBFJpqJWJmDJKTWjnh0XUMAxUVqDwCBEROZCiA5ERSuJjxEdFThAShJwIOVCTyVkwjo7RedI2g/p24J2ukZ0rFjcSKbe6YgiEKD59dVtRtxpqRbf0JBFpZpZKaVIWmIXF1QGfRoQDLTQhe3JKxeRXGlwcgURt6nJ8Y8LnkZm9nkvAwyGwevMBty8uWWTHmVvTuAccTGpsWjEVK9q5ISVNZsLSw89/4T5vdB3tSx/EtIquf8JqDPjcoiuHEobGTAhxQmU9YxjIKiJVTQxrMobRX/1Yx6BIQhBTIsW8zdIJjJ6UycL0a0bUWki0MDR1Zm9/jiBtJTACInqsgtmipZ42SCUhKrQ2hAgyJTKlNJxjRl4zdAgukoIgR0OOhhRNKcmn4likNKQgcUFz2QskidceXjL51SfEcAHG4eQeMcwQQhNTLhplqjSJIxNRFU06N0akLuW29yoyvguMdryLbhx5dnHBpLZsesfgIj5kum5EyoxkQGBwbz7jrdceUNkK7wMpB5brDTJJRA4cHi544i6IKXJ+ecHxMAedWA2OwQd8hJhH2ral9wHrr3E6+gED1PWMKCAQ8T4gtaKuDUIVddzGWtrKIgQ4MdA0Ftu0hMsVPmekEoxhZAiZJMrfsyx/Fjki2eoEKY2xic3m6mUpvdUveVtYT0r5TkN2JiOlQqvS57bd6CMQ72jNhODIQoFU1JMpr3z0d1C1E3zMxWMrRibzA+aLG5A9urKg4PDw4OrHGZjPW4axY7Vccni0x4P7r6Ok4ebBAUpq7j94wumpZ7XsODr6MFlaEBVHx3c4XV1gsEhlGfqRVVCgFdY4prMJr732OpN2D5kVinKznDQVEsP+3tUffM9O13SbwHw2YipFVVeQBdl5dBZoY0gZ+mFgtbpgtSpltNI7VR4K+0ctn/i9H+Xj/9kr7B1VWCsw0mKUIgZHig5BJsmMkgbvQajr5oxKidloTdz2jdT1BKUbus0aRdGPcuNAcB5tWoL3WKPJVUNIpSyulcLY6tdU1qVCS03bNJAF2qptMB3phhF/DTMsH4atEr0Git5XGacGENw4mlId7HP21im3XnmOm/eOePz5t3h4/xmpyTzrn+JiQCKwVHRpAxmsrKjNhMvxHCUUtSuNt9pMuRyeEcX1zmtrBd3pKV9aaU4uOszeITzZ8MqdAdmtuDN3vCgcb7z6r9kMe3z+wYZfeu0J7uCAD872cGnDeeeJoiWLiovVJY2ySK2JEWo7pZIVffB0Y2A23cfqmtCfXXnNTnRIijJ+EhGjLNpksnCoYIkJlC5N9gKBjw6fO0y9NZROEUmEFAneMZsZ2kNNdBmRAt5HtJCkDC6MaFkhsuG6nYreD+TkScHhgyCmnkwo+0EiZStaBmZu37qJlpmlW/Plp4mprUisyPWGMSuUKANCQsrSfCYAFBGPlBGhiiwFWz2+98IuMNrxLuZ7+zSTCdZqzpcrqqrGu+L9pLXAGEU3JjbjhtWYaRczJvsN4zhwsfY8fPQMN/ZMGs3e/pSKijA4Hj95wr0XbmJtyxAGEJl+6Di+PcEaeS1DVu89zbQuIntS4mNpyiNt5Qf6DtNOaOqGWinG4BFC0rY1SQrEJkDK1NOW7GGz6alri6oM2ipC9nTLNTcWBwzO4UdXxmyvmRJIbwdFW+XrMkZdshPB98SQsKam65YgMtPJHCiGm4MbaCYVR8eHjGNi72iBUImAJwaPUkXgUZmaaTvDx4TWsih9X4O2LT0X3g3sH0w5vrXH+993l6ODGVpXPH36jM3gcD7x5NklF+uRm8dHKKPxQTCtWupqStNKhqxQVvP+l24xm++V7FMcef7eHoML7N2oCC4zDhJjr76z/uL9+0ihmLSW+d4EW2msKvo6VmpuHB7iUubics1qs2Y9rhnDWAJUlbn7/BHf/Hu/hm/65o+wd9BCDmXkPyVSEoiUsEqSpQRZPOmkEAh9vQeIsdXWpkPifCTn4g01DkVKwI0DSmqi1oybgSpmUi7GyUZJxvGMnD3ztsVo+Y6vntxmwWbTCdO2QYqiFL/adCgB5Kv3RqWsgUQ5T2XJdwlJ9IKUSpl6794BwgcOn7/N3u0Dnt1/xuxgj2Y+YfAjMUe0NGhlMLliTAMpZ0QEnzwoyZACmcCUCSpL5HUao4DoOvTlyOTFr+fzuaKZ7PHWky9x5jNHkynPXMesadmsBL/05Uf83Bee8LkHZ9yoWw7PnoKBEA1KG8gOqRzBR9zo6F1mPtvnYNGwCWdI5dmf3mTvYJ9x9emrL1pTNhpAlCNCZaLI5LxBxKFYgkRfBHqzLtOk2aOswFYSIvgwsu4TXTcgbURNHEpVxDAQxhFSRipVepnwCCHQ+nr6XOOwIqYOxEAICSmLIrvY9lYKmVG6mJXfuH0bI2s2m2doPSXS0PVzqvouVXuEwBeZAqXIebsJUBYlIKSemD0CSQ6B8B4zobvAaMe76J1DbaBpDpFYOuepqwlGRaTOaF3E2pwPVJOWat4glERbC1awGQPz6ZTbUePdOZtlx83jm2xWZ2WyRxj6zZKQMk1VMZtUZfKrmV190UqDAu9HMgYlJVppfAyMMZDHTKMNajYhhzLhZKylUhKXArNFhcuJttZEJ7i8vERJTW00yihqpQhrR1VbsqgYh3WZArtGc63LGZcS4zC8ky3SSmGrikzGpUj2I+fnlzy7uM+t2zeYTKaMo2MYNoxuxWw+5fnnXmC13HDy9DG6rmjbaRlfNYaz83Pm8zmTSRFONCKj66sLaQLcPJyzWQ/cOT7k1u0DnvvGV5hPK/rNOW075SOvPM/oFRerDp8cq27NrdsHQKRtFcdHU4ypuXP3iMW85uxU8fL77kFSjG6NVYkPfeCYIY08/+Ih0lu++PlHGHv1LMYrX/cir71+nxHPwfv2uXV8SGMNwY1cPD7lYnmxda8IxYH85hQ7UWQhuHXnkI99/Ut89Hc8z2IhEKnb6mTBMPhyruWMVppx60eWQiB4R75G/wiUfh0hMkopdMogBTF6hn6DINNt1hgr0cYijSUj6IcR50eUpJRqpdg2j5fpS6UUKZesYl1VkMH5kTSWTJFzAbj6eZ2ZAblYTwiIIbyzgcg5I1SmahqEUmQ5IYg5zfSAlA3CtrhYev+UFBihydT47JBiayacM1JkfPIkIjEFpKyu69eLz4J133N68YykJ9x/6y2G7oxTKTldnfPQeW7Z26zHG3zRj3z28iknXWIydDx99pCq1Uz2BfiBzWXAVAZT1VuT2IrlueP44JCs1sh2xtHebbwf2G+vnumS6NKfpS1aSBARKAci6qFMZyXQwhLiWDz+XCDlkWwkdVWV/r1hZOxiGaiRks0w4NyA3S/9Ya1pMUIRUpnIvI5lDIDWIFUixEA/FmFeIcrIfQweY1qMnjF0K7S13Dp+mcFdMJtUONfgxAX7hx9mun+H6AeSL2sK0aFEkXXIOeL9CiErjK7KuZfeW1PoLjDa8S7qpsZHjwvFtkMjS6OqVCgDWkVyKlkNU2t0KwjBk1JgNQTWWjKbTZm1FYf7E0T0TKc1lZkz9AOhCKUwnc7LJNhmxdnZGUlcXdnYZYFQdWmadYGqsdTWsrk4Q2iJyhDHgZjKBSiyoNGaMY/IVnJQz/E+ErwnhMh0McGNHpkzcfToCqQofSmrFdsddeY69kw559IHIAVZgNSKzLZXJSeMqhn7JSePv8TsYMF0MmfoR3LWWw8kSVU1VNWM5viAiy9+jl/99K/w4Q9/hPliTgqRB/fvc3TzJpNJy5Nf/RVc36NUc/VFA+977hCEoalbnN/w0Y++j4f3v4xu4datltn0ZV778lMO9mvqWcvBXsvduwums4aj0xlWRsYh8NLLx+zNBIQV+7OaFAVvvH6JSorDxZw3H73Oor1LheRp47lzd//Ka/5f/2/+Z7z+5iMimedfvMX+/hQtBTklXv/8Q/4f//d/xeVlj64qDm7s83Xf9H5sW3rqZosJs4VFSs/m0pepLq0xVU1lbQkAxpFx9Gycx1QCKSCEeG3D3tW6Q+RSYpBSILLAu5GsRvpNKEWqlIgxoo1BW0vOEUFEK42wFVa/rQ1Uvmdp+i++WcZYnHOlbGsqkB0IsNXVM10hZLz3pBxBFrsRCaWX0HfQTrDNAbP2GY2WyKRpJ1OMFjiRSSkghIYsi5xHzsQk8CnicpnaFFkjcwkA+rxmjAGTr9cQ/PCsg0mDtZ7u4hSpH3F8GDldn3P2zHFTK948DHz69TUPNi03btzgEx/7Gjb+lIcnD4tkw6TlaFEztZZhjKy7gVVf7D9C8Dx864vcvaeR0uIHx6PHDxDh6jeRSllyDAjGcm5EB0mSiLwd3OYUS3EqRUKKRbVeFGkNlERgIIEQHtNIBBX1tAQ+lTZlmi0V2w2hEjEErmm3yOXFBh8cOUsynhgdIWSUVIQQ6TYrqsoimZCS4PLyHOdXGDkli8CkjTRWoESFauaomQWxlSwhklIgRU/lR9oYAYlSisx721ztAqMd76JuLFJYejdSJUW9NXtVRqGMop1M6dMSYXpyLhcbWeEHz2qzocqCGEsX3WEr2Ht+n9X6nNmkQinLJnpeOroJwjAMgc3aMZ9OCeHqN+MxBaSu0WiCWxWhxlQmXYQUVEIyqSuEEvgciN2AkYrluCJEiTEVYzeSkiOGhFKylPdi6VVKApzrGYYNSkpCSGhTkemuvObV8hxrLSLHYjGSEsF7SjeAQITMgzf+HdBxNH8BK2cgQQoNwnJ5eUpCI01FXbe88pGP8ujRI6QqgaxzjicnJ3zkIx/m+PiYh4+f8Oz0nNu3p1deM8CHPnCEGxNKW05Pl2jRceOgQgvFZJYZho4cLlnMZxzeaNibafangUnrGTeOWzdqUoC7xy2NHXn+7gxjGi7OL+kOGzSBxaRiXjdsLjbINvPSi7e5eevq6z7Y10wmdzCVghxRYoCcMFbTtoq185yve4wbkJUh5cT73ncLoyMxxlLGSYKUBElmZI7k5BHCkIUihDLFJrIgx4CPsTRhX29an34cIAWkEkzatliOkLZBesViMWN1+Yyh70vxSiZkjmiZyvmbNIJATgm3lR3w3hNCwsdMVVmaukGIItSptWGx2LueTs3WuypES46SGCNkSQwBJxwsbhHbPdi/R5c12SV8sweTObWKZLEPQiMyhCjJSaJli84V+AMqDNlFpIggIzk6pqZhVl8j4wz4yR6DSOw3gsNbKybaolOFeeyoouSoqRBthW+XmLjkhbs3+Z0fu8eDp1NOP7vCB8n63BA3I0mtmU0bIpblasPJ4yd88OVjCB3rlSTmhpPTtxDaodI1LEEmTdFvypBCZgwjxXW5lOiFkPTDCrLC6qqINerErDaYWpZprqzRtWIyzWQiWlnUQm43Z5ZIZBw7lI7I6NFCbycFr87otn1oWpJSIISifJ0TkC1KKZTySCz9qufB2ZfAr8nLBtvA7Tt3mdUrNuMpqj1AWYvcKmiTFdO6IRG5vLjApIQ1hkzg4vLpe1rfLjDa8S6skrRtW3ahxG1K3pODw6cyteW6DUoWwcNxdIwbTxhzGYmeToo3XPTUlUZYTcZi0Cz2DpD9GqEi/WZN34WSVhfiPTfG/UZUTc2q76ilwDT1tpaesXWD9wGUxDQ1MSWc84gUkBSdGaEqfIQxRSqjOWgbxo1nuVoyDA7nA21VsZgvykRTBudGvE/XcsZ+9vQRs+mMk5MTpJTM5nPOz84QwHS2YFI39GPH3qzF2rbcjEQkM+JdYLXeYCoN2hIQKFPx3HPPk1IqwoTDwPGtOzTTOf0YuPdCsap5dvLsymsG2FsAGASK2i7o1qfcvXWAyCMJx/7C8OLzN9m/cUDTVtRCULFC+o5ZDfLGlJwFbZNxwxlHh5YQA5VpmDSHCPGMuqq5eaOGNJJQpWR7janF1TCSYybh0FIz9hGpIITihWZqyQsv3WaxX/HlLz3m1c+8ya1bU45vNhhEEfYUEqE1WSaUEqQIMcStL5NCaFE0gqPbZgMz0V+v5GCsIAWJUlu16kRxRQ8OrGE6admsVXFSB4ie4McSnDkY+wEti7xD2rrTO+/LiJqU5Jwx1hK8Z73pCDGhjCFdY9k+wOCBlAgBtJLkNBLTgNCSqp6hhWJ2dAMlM3l9Rlh1+CCYmbtM1C0SCamKU3wTGybKQpZkoWnSLXIqukY+JXIKGJmo5fVKxLff/wqPnj5C1waJoamnIPa5mR9xfACL2SEyTTh6cU61foiq1zzqH0I748bNQ1bjwN5iQaUSDy89cSmp6wV7h5Enbz5AjFNsW+O8oOt7lpuOW8/XtLOrR89aG9pqjhKCJCBtA/KQfPEOQzAZW4QwKKlJOZZjKySJUsKSUqKEQgiFjwM5CaQomwNTaUIakSKXoFw0GKuubY6c0ojWAiEjShpyVri4LbmKjNQBH87p1idcnp2T0xkL7TloFaoS6LTk9PEv8+Tyi5hmga0nRck9K4ye0bSzbV+eI4dIRwRGVqtz4H/5Wx/Xa727Hf9JMrEVmuIMXlU1m80GpRRVXVO3DcZogkik0dBMGpIQHM4rJJqYAzKXvouZrZFaEoVA11N00hhbU6VATAN101LVxYRnGAb6/r0Z/P1GGK3JAiKZEDxtVdFMp/QuQHIEEr0LpYkwRCqjMFajegFJFw0NUcaMjdLbiYaMUoI4ZnxITJqaoRvIqexyvI9IefUmxFor+vWSSW1JKRHGnmlTUVd1maabG27cfhmNQTczEp7g15xfnEDWHN++ibYVStvtKGoR2JRCoJRiMpnwwVdeIYsygj1d7KOVRL7XmdXfhOlE4UOiW52zP58gTIWuMtlFUvDcu3vE0aFAW402GpUFYTgDMpPGlv4CqZhMDTkLfCwP5b15Q60z0ipCCuh1R/CJaXOHMXm64ernRz96KqPIEZwLBO9JJEa/4vJijdGCe/emfMM3fZjZXs3rX3rKq796n/nkZYzODONQXNBVUbeurEVkBSkTQl/8wKTARV/Uno1mHAfG6whdAbXVBFHsL7wbihxADujQ4zaRejZBIDFaY4ymMgof3xZDLH0+w+jZDB6pi01CREGWbPpYRuHViugj/RAYxoi2ZQLzqvixJnhF3J5nWmwno2JDimMRgH1wH59g/6jelgcpjetxSRZlaCB4g4saqQUyl4DwbduPyQTqKrHZwLrLbMZM9tdTY16uO5arS8bQs5ganJ7jkqWazbFC4I1ByBYrFIvJMRLHmYs0JnFw6wDbddgmMG1gT+4xbhKVFdyeeua/a4/NsmOIC3RySG25szdBy/vbkfmrIVUNQr2TYRPCASOCTKUtCs20mhNymTqLKRGyI2ePDyPIhNYWKRQpFSFRIeQ2wzcgVCCRtoMcCiWrIsT7HoUSf9N1i5qUAtEXfaQY2E5MZoSE4HXJ+oeOoT9F5ZF6T3JwUDHZW2Ary6NnK2K/YViflVYEJbYiuBYlFFJuh1hCuWZSfu/X4i4w2vEuDKBSRCr9zhRLzhmti9FkToFKa7RqUEqTtqO/la7phg1+LK7k2lhCiihTkTOMYyBmjxQSaWqUzHR95uLyoniSmatnBDQSLQRlGiYjlNg6hxvqtibnkd6PxBjQJExjGFwsbt3BEVPp68lGkFJRO14sprRzg390Sk55u9se0LKindRIYbm8uM7NuLiEp5TKQ89H2rbFh7ILliOYusKqMh5fTHID4+BpmoqmblC6IsUyHcW2AViIIgWQcyZmypy/0qRt0GTt9eo7h/v7RCnojUEKiVfQTipSn3B9Eczc3y/vS2mFVIZg9slhxHlP02iMtQghiAFyFlRNAz4zn83AVnTdwMH+nOATWoCX4VredGO/IXtBlJbkI1plXPR4nwg+YpTB2sR0bvj47/wA45A5ebpkGAKiEYxjxKBQohznMHqMLj1Km/WGEMHaZlu+ECgtCHHcDqpfHZkzSklyDsUqBoGSihwHXHCMVhN8IIZAZcxW7whkFu+Il667wNn5hiwydVvKFMU8OVHXFbO5xCjJauXo+oCtDFwjMApyZAwCPw7k2ONVRJvSP+L7DefLAW0UfnTEmDFVTZ8kYYiMTy+RVekHkVoyBkWIpb8xpbztI+l5dKbQWgGKnPsixGyv12P01sOHaCtx/SnTG3Nme1PW65YcNWu3oTFT6skBe41Di5t4P3Jxesl6fYofBwSSzdghjKedT7CNJvk3aZvAwd6Uk3PB2C9Ieg0x0kqopoLL5dXL8ZnEEEdU9iASUsriJiAiLnhUylTGEPAEHFIZNIaYEgoDRFKS21JquQ+mGKiNodEtMQ24FFAC2naGVJIYHdfsvUZQE30PKBAS5zdkihG5QCEoTespZIIf0DIihMTFHh002kqUrNDKIKQhi4TSWwkCEdG6PIMEIEQgJE+p1b23c2QXGO14F40pGjikiNIV8/l8q7WTuDy/RJGYNzWt0YQQcVmgGEl1uVoSMMSA8hLvAzkklr1jeXrJpF2wHNeYKgOa87OeVddR1zVNe/Wm4HbrSSWEAGNJYusBlQ1Clh2VtGCkRMfS/BtSQBpNpTXRRVLMyAw+JZKWtI1lc95R2RpTWVLu0Upu32H5dZ190xhKsCWEQCiDVoqYBcNYUtdPnz5iHHqOjo55dvoErSuOjo65e/sDpVTjBWz/vdp21+aUCKn0xVhrsaYip1wm3raeK29r2VyVDJAyTdsQQkJZVXR2lIbKYqxBSbUdC5eQS6CWckDnDLJYm8QYkUphVZGL86FHCknMGaUNSoGWsmgOYZDXmADU29djW4JBa2TOWCsxxtNMWm7cPCwTRDlz4+iAk6dnXF5eolWLFOWmraQiUwJR50ZCSMSYGMdIjJSeMSEYVh0xOKS+3sP6bSkH8XYGSGpyhmEYUMoQ/IjWktFlgvd4ZYgxFAFQJTEI2sbifSqmtiITfCL6RPQBWTcoabc2HQNCJJz3XF5eXZ/rW1+Zs+4jzltyKBlVISjZnjDBv3iTtD2eVZNRRmFMBUkTggcJSputQbEoooVCAUVPJ5OQOW0FJHnn3mT19cyRs07MF3MuHwpU1uRQc7z3PPefPaCPjtBntJAMAQTnTNoZ89mULl/y+GKDDx6pI0kK2kkk6wqRpsSu4unlhnUMzPYE0uwzDs/o+p7zRws6t7nymr0LxOxIyYGKNGaGpgaKgfQYNnThEnREq638ga3xUaJTjcAQfCSEUkLLLgCJIB1Cbq8ZQAiNEJqcAgKzFe681tHmbS0kay3j9lrKQiKVphhwltcOzpHVQGVb5oua+cGC2u5xtkwkkUm5iIjmmJFaorQtmwORIUlyHIuWVlTv2btQ5HxN8YcdO3bs2LFjx47/RLjedmbHjh07duzYseM/IXaB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs2QVGO3bs2LFjx44dW3aB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs2QVGO3bs2LFjx44dW3aB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs2QVGO3bs2LFjx44dW3aB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs2QVGO3bs2LFjx44dW3aB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs2QVGO3bs2LFjx44dW3aB0Y4dO3bs2LFjx5ZdYLRjx44dO3bs2LFlFxjt2LFjx44dO3Zs0f+hF7DjPz4+duOQSGaMgQyoumG+2EMIQQiBSdsSg8dozWQyYX9/D6UV5xdn+OA5Ojri8PCQoevolhcEH5Gm4ubtO8SYefjWW7jgmc7nzBZzRuf4zKuvst50fO4LX77Smv/4n38/o5yhg+O2WDCuDG09Yd33CCuY1TMqVTGdWsbe8axbErVnOmnp1gOPT87xwrO/VzM3DSrWgMFEja0V0jaMfaLvn+Krc3RtsZOaveoW/4e/8H+70pp/9Utf4u/8nf8L//pnPgtdpD39RRQZUWf+5P/qW/nk7/t9jKLmZ77wlJ/87x/yhbMNt293PH+ceP7OB5ku7vA//MyrvP7Z1/mjv+82/8W3f5i9vT26kzP+2S+dcnFwCyEqoshMjuY8efCAeLHkyWd/kU/9rb9/pTUD/I3/vCb1juAzPgqcUwwjDAk2GboEfQKfICJIQhKEAGOZHx3y8svv4yMfepEPvHDM8eEMbS0oixQSKcsvIcT21QRCUP4uBHc/8b+70pp/8p/8BEYbrDXUTY3zI250eO/JGcbBEWNECIFSGmMNcnu+D30HZNq2RQDL1ZrVekOMkbquadoGIQTjMOLcCFKRtCXGSIiRv/K//6+ufKz/wk/+V5w/XPLgzdeoKsOt+ZRbkzlxmPHzb3yZk5Mz+uUFk70Z1WTCzdt3ODw8pFKKzfkZ56tz6r0pN46POTzYZ3l+yptf/Byvf/41Vk9XSGB/PuH979/jfR/aZ7n0mFwRfM1f/xt/70pr/iP/539HNZlBzuSUIERmLRzvKV6+M6UxGe9HUspEH0kxoDXMJhUHey3ztqK2CiUVwcHppePNx2seXHieddBlw5gyPnhSjBilmTRTnn350/yd//I/v/Kx/r5veIGqqlBKIqREK4XREinLuaiVwhgL2uKEwjtHbRSTpsIqjTKWMUbOLi6xpuJgtmBSVQiVCcGRUirfSwjGYSCEAGRSSvyX/+0/v9Ka7zz/capZw+xwj2YxoW1r2qqiqizGGKy1aGvQVpFzhv8ve38aY9ma3vWCv3dY4553TBk555lPnZoHl42vjQfq2vSVhc3ka922BEjWlcyHFo3AAtONLWRsjErmS6s/IQMCYdOArAu0ru02k4eyXa656swn82RmzMOe95reqT+sOElZRcMhwhf3h/OkQpEncp2IJ96913qf93n+Q3D0Ox12d7Y533vA67/9m6wOjjk5LzheC5yAD724xf/6f/5OnrvTQ6qApwbnCUaw9Bo5+gCjW9/Ei8/cu/Raf+23/gWdbo6tCoxPGF57moADAmW55ou/91kev/0AU61oygXICG9r6mrN8ek5i8USJRVKa5ZFzcmkRArP+198mk/+0T9GJ0+Ynh4TCBjj6I/H9AcjVrMzfvh//b//V/N7rzB6L74h2k0pEEcROokJKgIghMDOzg7D4YDp5Awp4fruNjtbm1hTo2nwwTMaD+l1Owx7Papen6KsaKzn4OiUR3t7zJcLCNDrdLixu8vuzjUGcY6rmkvnvJHeopPdo14dkwWL71c0oWG8uYEJDUiLUw0qT+kPBF1uYaqSxaImCTk73THVsmQQYjRQ1HNKM2U43EAnOTISbGzcoXG73D/4Mo2bgXWIzvLy6ywDWZ6itcJ6A06AhKJsODo7xfkVTjhsVRM1lmGwDKwhMQHnF5CM6fRTdKSII42SApzlfFXx2tsTuvEmna7CA9ZYTGNw1tE05tI5AyRCIWKFV74tjBSkMlC7QO4FjZeYEKhDwASPw2OFwARHc3bIm9MzHr3yNT57bZOnn7vHM8/d48b1bQa9HrGXCC+QQoL6ugLJB0D8F/P6L661C4DDIVjbAqkVBEldW5ratJu0s0RRTJJESKEQQqK1JO/oJ8VZCJ6800XpCO891lpCAOc9QitcA8V6BTpBSon3/kprfTY9ZGdji9ubn2C1OCNXgdnZgvXJHrFTyDghSTuUy4Kk0yVNYnQsqJo1+aDPajFnfXhCGqA+P6Pyhv23j3BLx3jY4blnx1zfSkjjiChIzMpjTEwTLv8e8RacDQgBIUgQsKwc/swi7YzNvqKXayJhcNWM9fSYulxgBl3G+h5JtkU36tJJNHFXcnOgeO56zMGs5MFpwesHNadLwdIqrPRIBUJKwpVWGsqqwdpAnMQoqQiRwBqLVgqpJMZ4jA2smpK10Og4RlaejtEkkcLYktlqgXGGTupoGhj3OmgVME2DtZa6qTHGoJRECUEg4Ky9/FoTnvwRQBAQNAQFQQmCApQAKRF4RJAIKUAEhJC40B5egpAI2q9JKVD64kMJLBFBtPefdBoVZ0idXGmtoyRFxwkiWIJPUFoRQrvHKKnQUmGtYXJ+RhYLRKTaw4itCcG3zwUJCAjQ3p+A1ooo0kgp0FrivENIgY40SqknRe5/Ld4rjN6LbwhHIABpnqHTFI/Ae08cx+R5TpKmDMejdmPvdemMhpjGMESgpGIwGKCVxlrH2WTO/tEJx6fnPNo/ompqOsM+Mggme4esliWxTMijlCq6/M0W1JwknZIlKTSBcbbL4WqPOjvBhSWRUITQ52BV4qxH6QIRHDNnSNSAwTihvxWxtb2JdV1Wi4rZ4oSVKZnPV6QycOfmmKef+wDhNyVfe+M3qZcBYdaXzlmIQKeT0e3lzJeOxiWkKsJ7xclJSWNi0IIknPLhO6d8IvVsDxVOJywjTRQSNjpdOloSCYUIMcHC4aTg/n7DnW1IO1y8muCDx3uPsVcrjISMAYsQEMcapT0klq4XOCexFmoTaJzHXpwDDVycBz0Gz6pyPHpjyWtv7TP+3S/zwjO3eP+Lz3Hn9h3GwyFpKtHCIZRAhHceZpff+oqqZDab4X1A6YgkTZEXRZcQCiU1LgTqymAa9+S0LaUg4AnvdK3gPz3AlUJKybosKZuq3ZyDR0cRNkD1pCtw+TBKw2CDsVbsH7/NMsrJdMb57JBK5NBUuKYijiNW0ylvrqZEiUZHEVvXbiBFRKZynAPZH8D5CcMsJ74p+dgndri22UEEKNeBs/2SYAYsViuCvHxBZ41FGQtCPNmwvJesvefhacnxaUnmlyT2CLfeYz09xFQF/X6fanrAvWee49atuyTbO8RphtYxXRW40QdhataTBXYlMDankgqJBCw+uCut9d17NxBCEGmNkBIpFSiN0u2m6pynrhvKomJztI1Oe7z25mMeTGu2djZRScY67UCzBiybaU6SJOAdMlEI0eCsxytBN8+QSmCNofDlpXMOwROcA2cRzoFzeO/wwbfv2+AJwRE8QIDgsc7grMF7T2MstXV4ACFQSpKkCVGsEDIAkoDGegtBEmQEOsJd4ZDS/iiFkLKtaGgPHIH2WWWaCmNrjLWcT+ZsjTJsZdnbOySJ2ucYBJQUbRY+oCRoqYjiCCEkwbdnKecBKUC0hfO7Pai8Vxi9F98Qxjt0HKHiqD1deJ4URsYYivUa7w1eCE5mBT411NZTVAmRFKhewtagy2R/n1def4tHewcYDyrO6OU90m7O9uYm87MJi9mc1+6/zXa/Q6Qv/3Zcnhlsvced4R1m5hjZdSQiRpicLO1g3QonY1SkSdKYpTWcFRNqXbExjkmzmkj36Q37bG0/x3j4DNJH/Obv/jJfe+Uz3Ll2jcG4w9PP3qI7/EHe/n+8jtIFKRuXztk6Q6eToyS4KCK98yz9TofYrJi4mtcePyZPHf3klO/8kKC/O2Z47Q6BnMOZ4WAyY5HPORxU5GmDEDXGeB4dLTk4NXROKzavJQQVCKE9mXpnMU196ZwBROyJIoF3AaQnlZLgJN5CcBCswDsFQeCCxwRo0CydYGI0a6cIwDgB7w12ds7Lnz3ntS+9zOb2Nk8/+xzPv/Ast66P2Rj3UEp93WjtcmGCQ+iIpixoigpzOiEQSLOUNM2JddSOGi5Gd957yqrCe48nYIPDOYe37S8ZvCMEjzGG2hjcRUGktQYh8EHRNA1SXg3GmaVDjt96Gd0fkmU9xhtd1gdTztYNta0oyhprLLX16EjS7Q7IRx0kkiztcP25pzk/OeDs+AC3WNCcn3LnmubpF28yGkaUc0NVSqpVRC+9QZZI3qxfYbAxvnTO1lpkbZBStB8XnQkfAnUTOJ8cYU+/hijfJlQn4CriWGGaim6/x2A0ZDga0xsMkToheEtdrVkupiwnx+jiER0j6YYhiOs4hgQPtrlad244GKKUQGvdjnW1IihNEJJ1WXF4cs7pZEFtLWq2ZFZ59s5Lrt15PzvPf5yN7R2auuCNlz/P8dsv8/TONjs7WyhsW6x4d9FlbMeHBNd2kers0jl722BraNYRNtZECrym7RAJiZAK5QPCewi+7Qo5R3AWQcB6qGzAeUHwF92r4NEalAKBAB8QUiKCRAmNUlcvG5TWRDpGRDFeaJSShADWNCzPD6mrNVIqkkQjXEEoCqJ6iqgcCkisQ0pFQNIxlkg44jSmk2q0VkBAIBE4lJRPPt7t4eq9wui9+IZQWpFkGTKK2k3BubbFKiQEWK1W2KZBZR0mTcNhPYNsgBNdvCk4q6aMjk7Ze/MVXnvjTZROGW/tEGcZVVXTVDVVaQgqIhuNmS4XqIVlPB5eOuc7g6eRSYJZOSI55nb/Ds+9+AxJ2sfFMSezh9w/fZPjs4O2RbuccrKckWSSZTXHmhF3dp/m2vaHGAy22d26yXC0yeb1LT780keIQkTW6TA/n3PrmRf5n77/+/ny536Zyl5+w/YesiwjkYY8k0TpBivXIJ3Bacfrey+zO4557t41orRLvHmbZOs6SivS0YpEHaBKwVhdJ88azmcnJLrPW/uG83XF8PSMp+sclUqCczjTgLO4K3aM8lSSBAFB0FiP9R4hPDJRSBWjVQTBgzFY45g3cLZWvF1ozozCSU2sBTo4IqXIJCTG4MoFZ2/PmTx+zCuf/yI37t3m2eee5u6922xsDsk66aVzNo1BCkUn79PLJOeTM8qmZFFULIqGPEvpdXp08xyBwHmLsQ1FVVKaBiEliVYIZzFNxaos8N5djNICaZqhlUZJhbGW5XoNQpAml88ZoGstw91b2GLJerVgPjnnm559P3vbx3zl9QfYqkbFKVJAOZtxulyw464z3N2itBVvvfUK0jlu3bpBR1jCRoMQhmbtOVrXLM5W+FqzMbzLzVvP0Ol1uXX9Niq5fPHsrcc273SMBFIIfIBgLW49pTh+k2L/86R+gaZBRZooirDOsVwtmC0nTJZTksUA4wO2rphNjllMT1jMTilnE6p5RbnWiBGITNM0PYy7Wncu+IBxgeAsUkmk9SjlMEHyxv2HfP5rb1C6gI4jQoCFCWlkZtwAAQAASURBVJBvkQ/G9MdbCBmT5hHjnVucHTzicFZwY8vR1aHtiPiAcx4QKKUgtF1jpS7/HmlWa1xd4eqKZrUi6yakeUqW52RpSp7nZJ0cnUZIJdFK0nhHU7R4OakjfBC4IPDeUjeGxjR4b/HBIoLAO9fez0FAcEgR2ofXFUJKCUIidYQUUVvkhICrS4rTfUxVE2vF7vUbBFuwLg85nXsWiyUXSA9EaLu3SFBCIkrHcOlQShGcvehGXXzyF93E8N4o7b24ZPSGA8LFQ01Jic5ivAusyhVxFkOA6XyBmZfMXId0d5vRxk1KF6ibU6ZHj3Bnb1NPjmiMY9jNyDtdhI7J8j6xkJxPzlmuSxyBJM9Ico2K1KVzvnFjh2s3XmLU6xKMoVktCY0niS0b412evv00zy0/xpv33+TVl+9ztn6D5wZdar3meDqnl8Q8dUPQ6wyJRMp6uSaJEzb6IzY/9q1U65Lp2RnL+TGbruKFD3wzjx5+kb3Z40vnrHVEnuXEWuCqBSLuo7ViPSuZSMsi9OiKLmrzWdbGcf9xwaies7M1IBQNqqoZ5wnRzU1yLJ28z+FxwetvTyiNYT5fURWGPI1aILBpkN7i7dVGDtJ7rPWo4IgCKKlwMkJJgRIOKdrRUyUlJz7mlanlraljjUTGEZHShCiidoa1aaiVohcLBjLQ8QahGprqhP2XJ+y//gqd0Yib9+7y1PPP8vQfvVzOSihqUyOQSC3o9/uMom1CyFjXhropWCwrvAsoBd4HGmeoraM2Fu88TgkS1Z7EkyTBeUeaZ0ihIUjiKMEYixTtRm+soTFX686NRzt00i6Pzufc2tmim/W5d3eXt18b8fKrbxERsOUaX4DCoTw0p6csg2N44zoiTujkA1IZIag5mQvefmOCVgt6nT5bgy7P3L7Oiy9+mOs3b3Nycsz167e4dv32pXP2dY31tEW4szjTYE2DtxXSzbHFKd42FHVFJD2JkMwWaxbrinXtiLtDhls3GIxKtI6p1ktOTs949PA+56cHCG+YL0qm60DMDiIMaOII76/2vrYXuCgvBN4HtAIpBEXj2D9dcrqqkWlMJiNciFBZymj7Jv3egGKxYFqfgQKkZnP3Do1dcbYOqE476gaFuCiepQBB24U05vIHFeE9wQRs8Kzrmmol0ZFEKUUURURxRJTEqCwmjlvyQZ4mLM7OiLXCukBlA8Z7pFYMOhk3blwjilWL5SEgxUUBEixCxEhCO0m4QnghWlSUuBhZXnRqnamxtsaHtgDtxBuUZohbK/aaEw5mq4vroe0KtXgpKRRN3TCaNiilsV9XJEspqeuCxHTe9TD+vcLovfiGiLMUY98BrUXEUYoHirqgDoZ1WXIwmRK8xHViuv1rxIOb2GJFMTllPZkRFQ1aJQSxbG8wL0BqxtvbbGQ9kjhGnR1TNRW717fZ6ce4K2wid2+9n9Foi0G/Q380YLWuKKYzjG1YTs7oBcdWb0T/pY/SpcOok2JYM10v6YqabmdEL95genpGUZyRZl3Oz46JlCXLe+R5TqpLdBYoTt6mO7pOvtWjq69wsva+fXBFESJ4tPB08g4MtzlfnvLW4zlV6Xj6eXAojo7nzFcWt54T1aecPn7Ios6ZFfDczR26SZ/Dk3P2Txd40WG1DqxLQxZirLUYa4m9x7urnfaWNVinSAj0pSGWAqsilG/aNr2Q1EQcrBWfP3K8vogpiMkiQU9Lxv0+g2HLcmwaw6xcsK5WbOqEDSqkX2Jlg/Ge2hmK0zVfPT3kK1/8En/2//r/vFzOyyV1bfEuICRUVcOgt8X3/rE/gdA5i/WEz372Nzk93iNJFIFAlMRkcYIIisoUOGepsehYEscxQrbYO2c9ZVVS1xVaR1hncVjAX4znLh+l8MwneySDPsSaSgoen62ZLC3D/jYhxDT1mqqYI5QniiVN08CqYjtKidOUPO0QqS6zwxlf+/JjTo7PiHVCFM+wN2/y8Q/dZPvaLovlgsVqSbfT5fhwj+f5+KVyLuYzBAJTLKiLGfV6hqKkm3qu7XaIRoK1H7KYVgQakiwBJHm3z517z/K+932E5555kc2NTeI4pdARVVFydnbK6fkZi/mCorAInyK9IriA9zXhihijxXyFjjSRegdjJAhKcDAveHy+oA6KDhpvA+iI0WjMeNCnF0tkvSQUJUFJkk7KYNCnmTWcL9YMkw5CtSNVJSRCaoQEvENIh9KXPxBGUiGUQMq2iBMt8QznHd46TF0jSwkLLq4BKTUHDx4jpGS9WFOsbdtQUYGd3SEvvfQMg34fKRwiSKRSOGcgWKSw+BAIV1b6abuIUqgLtJIHofDO4hFIpUFqXn3jPofH51R1Q1k3CNmONqHFI8mLv3taDKOMNFJJQmgB7z54kiymqirCYkHw766r+F5h9F58QzTWXgBPJVpHCCVJdAyRZDKfc3h8jHOSREqElqh+H/IOsZAknT5llCJ0TJ4oJvMJi+WKTrbgzvUbaKVZLJfkec6w38e6lCzST0Cal41emjE5PmJ1rgl2l/F4yPjei3gZ48wa4QqcN6RpzHPPbTMYCGbzktpGVGjipA8i4u3H+7z6+gNGgz79bor3lryTs7U5ZnsY04s9ewcPeeZ9MXfufIyz6VcvnbO1Fq00SZKS5jlN0yDWkhBiShsxPZ2wmwv27r9Fr5+TIIlEjm0a1udnzM6OmawEqyZG7G5QV5aHByULo5A6o64kq1XDRsix1mKtQTmHuWLH6KBIcKpH4lYQF/SlJOAhBHwQ1CScNDH3i4i50IhEoKwnjTWjfs7W5iZJmjNbLImSDht5h9n5Ecu6ZBQLxr5B1mtqZ4kQaASRgHW1uHTOjWkwxrUdIS3xzhKsa0/6sxOOTo54+MpjyvWSNItQWpB3QMURSEEsInyAqlqzLg0qkSRJfMF+icjyGGMarKvakYAz6EgTwtWKUGVr8kThnUMqhUozzhtD1N0gTkoQCb3eNtas6fcVQpUcHJyxWlvmjxYMexEn1SEPVgsOjt5mPj9tAa6iwdYVJ+dnHJ5MubtYkOUZebfD/ftv0e90Lp3z8uwA3xia9RnezElUze07W9y+sUUeOdazJXYFo40BUSTp9rv0xmN2b97hqWee58b120QqZTldkcTtPfvsvacZD7psb4559eWvsi4tKh2hxtdYqQ5Ha4G4YhFqTNO+XlELrA9eYL1gvlgymy8RQqIQ+MahVGCjk7M7yOhg6GiQWUQQEuUNSexZCEO5Kqi6Ghkrgn9nJOUhuHZc5T3uKvfj19UnQoT2ISpCO8aU4j8VTYSWlYZABI9tHFVVUpam7eLHmrJasVwteOXV13jxXof+7oB3KBMhBGQIgMeHgL8q+BqFlAoRPLh2jCm1wDuLcx6pFFVj+cJX3uSV198mjlvcl7pgH7bA7ZYE8c7hQ0pFHEXtNSGwWBXEkaInM5bLNesS+tm7K0LfK4zei2+Iuq7p9XqMx2OkVJydTzDOUhQlx0en1LUlT7tYY/FS4BONiRQhpIxvP0UnMZy/5ijmp7ggaIqSxlbYpuLo9JhunJHFEVtbWyzmU472DzDDjG5++Vn73t4hk1WLFVkWNbd2NxnuxCSDTVTSRVYlCgvWEocVN8Ypm5vXafQWNRlFbXn4aJ833j7h6GQGwbNYKuIso+ME6+qUkxPBrc2c/b19ZPYW9158ni+/vHPpnK0xaB21sghRRFARUsqWYaFz0qSljx8eHYMYc/36U+zcuosKJUfFMd1+nzjxlDalm6cs1jUPDleUXoOOMUayWtfts1JAy/4IV6aQ153r7Nx6iv1Xfo+8aehEIIOnCZplIzgsAlMRU6YbZErTmcwJZkU3Ten1e6xWBXsHJ0xmCzyS0WhInmcs/Jp1cGwpSYpEClAIFKCFJ5aX3/ik0qRZjHP+4hQJxlT8y3/5/+LseEVV1ExPz4l1TAgepeHGrRvISDFZnjHa6jLe6JFnObUrML6hKgu89+SdjH6vg+qneGup6prGxe3J+oqF0U5fMVs32DhBJTlN8Kwmc9ZFQVUboihGxgmdvIuSMZEy3L6+w2pVYG1gOa1ZrmecnT9ivZ6AFGip8N4TvGNZFHzha6/S7Q/46IdfZGM8ZjgaIa6w8RXzPXCGTBt2rvV44ZkXeeredYb9jP3HDygX5yAUcZyTdTLGO9vcuvcUuzdv0+n0OT+f88r+6xzuHTIYDHjm2ad57sVnyDojtnbuMF8Y0jRhe3cXFw15OIHFm0tEuBrGqNvvtuupZEsZV+2Ip5+XZJFEXbARA5BI6ChHN9QkoSHWEGc5kVD4YoH1a6K4wQtFlsakscQ7gfQe7w0hSLyTOOsveJuXC/F1zD/gyb2uVCsHoiTIdz6rFggvhCQEidKKfj9ld/c6SRJzenbMYj7nC1+6z3P3trh5bUAkPd4acKbttnyddMtVQlyM0LwzCKURF+Ox9usaoQJISRRFgCR4iRet8oAAhPMEEXgnjUA77tM6ulgTgVSKONb4AB5JGrWdtHcT7xVGfwDxEz/xE/zkT/7kld8s//8SWZbR6XQYDofUdU0UaU7OJxydnLFeVaRZh+ChKks0ILQiaAnEhKRPtH2baDahagxedwhNgzEVRwePsUIz7PTp9Hp853d+B1/7ypcoFjMiHRHC5VvKrz8+x1tHJCXnsaQuK65bQb8s8c7QEzOGvRTbrLDrKUF3qfIxax+zqAR7R3Nee/Uxk3nBxnDAfD7hdFrSGwzpdXM2Nrf46v4jpjcGdLTlK1/5KuOdXTZ23nfpnJ2pECpC6wScJ85zIi3bmx5FYR2ny4ZZUaGjhI2tiliDKS0EQW+4ifAebyJ6WcIr+wvePKyxLkY4jQ2OomiF5YS14AIiePy7bCf//4r5uqRfB9AZNkQYKVhWsLfwPFp6plbR2+iAFCyWBYt1Q0AjohgnFYuqZLYqcBcbzWpdkqUJ/TRiLOf0KFExaBeIvCcKEAtPcoVDqkOilMRY024SQiG9prGG5ark7o1bSAOR1iyWCx4/ekRVNnR7Ofsn+/ROc5573x2Gmylag7eCum6wxrQdAG+Jk6TF5ClNFLfSE6v15eUcAO5du04sBF85PuJ8OSfSMdsbY471GcZbhG9oXI3zFhcc1irqyqBlyub2Ft475stTjKkhtLpQUmqE8Hgv8MFzvljwha++xs1b29y5cxMpFHm3d+mce3FBv5/x/hee5UMfeIYPvPQsBMfk/IzZ+RFxEpNECbYq8LUFA1pGF5uafKI/M1vMscGztVxSVTVCtkykm3fuMh4O2drapCwNZbUgFxXaXV4HDUAmETKKnsgwKKWQSjMcjRj3e0xWRStlEiBRgW4M3VjQ0R5tS3QEiVSoyOETT9dLpMzIswQdKbw1yODwXoFvP1urkdHlt+EL3dOW/ae4+AgoJdpCSIJSsi2OlEBIhXeSujZY48lyRRSpCy0oUHHKqqx5/a1TvumjK3ZGGhksYFESakLbHb5iPBmBOY/UGqnURVF30dENASkFcRxdMBshiyQbPUUeS7TWVNZztrQUtce6VjxTR5r2AAjDQQ+toG4CZRnwrqabvrsR4HuF0XvxDdHpdEjTlKqqODs7w1pLWRTMZ0tklKJUgmlqGmOQ1iJcQPuAFwEjJGqww/YH/wiD8Tb1csZ8PWW5nOGB4eYNvBDceeoeH/7Qh3n1K18mOI81niuM2llVHrOa4q0hzXPSbo9+FRAFNFWDzyTl+oz16R5N1aBGt6jzNXN/ytnac3w6Y7oq6fRyYl+yf7RiUSvuv/wms9NDvuu7v5uyDvzG73yFDz0zoHSBj8zXfPMHv+/SOXvXIC5Opt7W4AwI8NZR1yUH0wobPJkS6KQgyvbxKKLQoOuGLO6gdEwn6mAdfOGVEw4mHiFiCALvG+rK4JoaIQw6uD+Qwig0JWVZsvYRdRmxtw7szzyTSlKqDK9j1oVglAd88DTWIZVA6YRed4QUKU1t8d7QH/TpdXqsF1NyZdnqSLqNJ0iwCKQJaA+ZDPgrAD6b2rRYjgs2Hd4TRQl3717DNxFFuSbPE7rdLnGmaZo189kEZ1eMh106ww4uWMq6QMcSgSDSEZGOUErjrGTdGIwxJHFM1m2ZR6a6GgPwd15/jZ3cU5JRuZpVscYIx9HRIYvllDSuWK1aTE+apEgE6/WULO3R6w+5tr3DfLXNdHZE8O2mppRCIPAhwodAWa8pqjXGOkIQxGlKd3h5uv7/+B0f5cUXnuKZp26ysz0mjjSP9w84PDrhzfuPOT04wa7XSFsjbcPq7JTzvRxsQ5xmKKVp6oLRKCNJNbZZcHrwNqvFjFWxojMc0evmCKHoJLDV1dweSk6Tq23YeZKilEYKcVEYadCKPE3ppinzVdkKllpDJj39WDDuxOSpRoQGjEASk8USETS1U/R6A9L+EGsbrJEEbxCuFYu01tNY8667GP+5aIuitiBqi6GAUgGtL752odwtpLhQldcYL/HWI0Qrhph3E8ajIQhHOJmwmsHewYxHjw8YpptIbwnOtDieIMHbK4tpQngiJNwq3XMhEOZbbaeipmkMwbfClWkkePFWj48/02ejlxBnCYvC8vKjJW8dleydrSkqj45a0Ph8sWQyWeJ9YFl6pouyLQBd9a6ye68wei++IbTWOOcoy4L1ek2ctgwcYy2xEkgZIaRtW5bWo2qLLGtQHtHtEtIO2c5NOlmHgy//DjMEdVOhq5KmqliXa/qDPkkSs1ouKZYrItVlc2Pz0jkXZUVTVoBHB0lNxsImNFUgGMVytWJ58DqToz3QPTq7W/hkysqumBeGunHEwlI0CxpbsbVzA11HPHi0z8HJGZPpjG/91m/md39rxcn5DG+XlIsZaXwFCrl1SAlRJPGuxJRTggp467DNkrkLRHGM7nVYlfDWg0MWiyX3dkfc6CWMuptEeR8ZPPcfH/Jgb0JVa7wIiNBqp1jjCE1NWZxji/kFFf1qG0g3TxAq4nBhOTxYo6IYK1LSLGGj16EylrqqqKS4UKJtT3DOOgSCUb9HJ42wriHPU7SUCLMiEwn5eEhcC6yTBAexNeiLNv5VwLXlukKr1mbCAU1V09/a5CMf+CD9fMhqNqWbpLz++hugUj7y0Q/yhc99luVsymjYYXs4oJt38LK1cUiSBC6ET4WQeNtS/J31rI2hquetevIVt5C9ySlL10dpj5YZm4MOD9884ujgkKYqMfUab9t7cXnBpmqZRIrjkz3wDSJ4kijBNBU+tIJ6Oo5bix/X0DQ1VV3RmLZgttZQrleXzvnbv+VDvPTiU2it8N4xmy/4whe+xq//+m/z9oNHpMpxbZwihQVnWM8m7L1Rcbb/CBVF6LgV10ziGELK/HhNMzng/PSMsm64du8pup0+m1vb5HHE1jDhQ7e7LB5fUTNKqYsCQqGjCKUjgpb4sMQa80RdOo00O6Meo27KII8ZbwzxcR8nNEmc0NUOu1qhfUWaZfT7fcyFfpg3dWunZBQ2Uigtsc3lO11KterUrUq1RGnQkUfrtkPado0k4QJl5KzAmoD3rWx0t9vl/S+9yN17d/jSl77EbD5nZgOLWcVqscRWnQsma0PwnlqCtvZqgFAA/H8qhp5EQCpFWdW8+vp9JosVi+UKrWB3FPPhZza5fX1AJxZ4qen1NZ0sZzQoKc0BlbEoJZkvl3zpy2/w+GBKYwRlA8ZLVJJQLU7eVXbvFUb/jfFv/s2/4cd//Md55ZVXuH79On/xL/7Fb7imqip+8id/kl/4hV9gf3+fra0tvv/7v5+f+qmfYjgcPrmurmv++l//6/yTf/JPWCwWfPzjH+fnfu7n+FN/6k/xHd/xHfyDf/AP/vv9Yl8XaZpTlDVFWVLWhjjLqWuL86FVQBWBPM+wdYWwHlYL/PSUoCHOY4zu43RKiDvIPEemOUo2JGnMupwTlu3NHMcR13eu8bKW9LsdNq8gKucROKHRSoJKKazmrAhEzQqqBdV0j5OHD5lNzkj7MIzmhAQaLylqB0FhmxWr2SmJsGTdbWbVmlAWpLIdzfW7KZ/85k9y8uCLTPaOmZw8Yjk5ZrCxe6mcTdMgtCZKFFpZhFu0DzM8WeRIk4yIQKoCsfe40lHXkOR9sl6OSnoENMZWeG/Iux4dBbDgvW2fXS5QLuYc7b+MqSxxnKKS6NLrDOCEZLEuOZ6XHFeCcdohiyL6eUwvVWgMeZS3axo8w2GXqjLUdcNyMWXQy0niiHphWM4N3Tyj2+sSC0m6k9OJA43VqBDAllSrGcGW4C7PAJRBotCkcUrwAY8njVPOTs84Ojzg4x/9IPdu3CCOFZ/93Od5+eW3OTo4BtMwQRJJSRJF5JtdgvBYawj4VjTTg3PviENeFIGNA8WVBR63ex2EUEiZ4Zo1DYrJ+ZT1ck1Tl+AFTV21XQ6lkEKgopjGVCzXM5p6jTE1zhmcbzWX3vGj01o/8aWbzKY83NvnueefJhjLcjq5dM5f+OJX4cIayBjL2w/3+ezvvczXXnlIHCl2NvpsbmY0C2jWy1Z0tCoJzrbKxUmCEtDNU0Z5Dgjmkymnx8eUjSHu9Jhfn1EUFZGSJIlid7PDnc2raUb5YJAhar3uBEgRaOqas7Mz1k1JUCC8YGvY59bOJpv9Lv08o9/rQtLHBUkUSTLZ4K1CNRHIdrPP4wSnI7yLccZgTYwzEVkctTpBl4y2KJKoi+5QFEMcKZRWrUWQEHgPISiaprUDslYSgsL7QKeT8+KLz/HUU3c5PjpAEPDWo2REkmiCb/XPvKsRHry0BH8hHnTluNB3ulCyFhd/iqLia6885Hy+YLVekkWSmxsZw16Hg3ODbWqUgs3NIZEWbPcjtgcpZ/OK07Mp9x884uH+Kfcfr4AM6wM+SFQSqFfvbrT9XmH03xC/9mu/xp/4E3+Cb/mWb+EXfuEXcM7xsz/7sxwfHz+5JoTA93//9/Nrv/Zr/LW/9tf4tm/7Nr785S/zN//m3+Qzn/kMn/nMZy5Om/Dn//yf5xd/8Rf5q3/1r/Jd3/VdvPzyy/zAD/wAi8Xl2Td/EBG8pCgalkWJCzCZrVisW8sD5y21WZPEPVScYa1lfXSfcnaGcY7e6i7dZ99HnHcQcUTUH5AONsho6I87iKg93QTXMJ1M6Xa63Lx5g9EwR11hdh2ihCgfoHWMjDvUjWc2naOkINRrFoeHnByfUJU1iZ3SiD3ifoOIuljb3pC2qXDeMV2esphNmJ1b0uUZ1zWIYsnxwUM2RkM2NgYkfoesE7O/94Cbz374Ujk7ZxFakSQRUSTQMpBEARlJbBrItOHObo9xotnIFZ3eJuNbt+j0h4g0IugYcaGe28k1N3YUedqwXGt8sEhgvSw5fXxGOTkjBInLDFmve+l1BkBpGiEpbUBFGXEU081iup0crQWxDljatr0OnihyRFJRrCuOj4+pq5xOJ2e9LominNGgQ1nOKYXE55uMb24gkbi6YjU9ozceMBx0r6QJJKXCOYt1DdY4XDAcHh8wm9VUdcOrr73J7/zW7/KFz3+eN958i+Vsjg6BPI4pS8P5yQLjYKvaZnCtjyHggsU40wqgcuGl9o4dgw8IJS4E/S4fWxs71MUEHyoqV7JY1WjhwTetyB2hZfL4FquhtCZYQ93UhDBn6VvZAOfsBYOn3YRCaNdEqQjnDIvlklfefIuXPvIMW70N0vjyrLT/96/8Nl9++QHXdrYIwMHBMY8eHVCVrsWWSEmUZmTRBqHXwVQljWnAe5RoMTFa61ZFHDBNzXIxo6kLQgg01YpyvWS1XqO1ItERcZKRpJdXkAZa7zOlUFGEVBHOB87mK87naxrr8b59jTdGA7Y3Rgy6HXp5Rp5EuFjhvCCJFYmUhFhBqrGKlo2mNO+oLr+DXxIiQsiAu4KOkdISpcMFlsih9UVRpDTBC+rS0DTtiNRaT9XYVg1bSQKBfrdLEkdMzk+JlCRPMiKxYHOUM+hH+NAqvOM9EtHKDYTWZ/AqIcQ7BiC+NRK2jiiKEUoRhEKqDlp70qghTmo2+ylSSiYrT9nEZLri5nVFqgKr5ZrrA81JV/G1r77GerWik3UwTYPKBuhEI+sKQsC8p3z9Bx8//uM/zs7ODr/6q79Kmrank+/5nu/h7t27T675lV/5FX75l3+Zn/3Zn+Wv/JW/AsCnPvUpbt26xQ/+4A/yj/7RP+JHfuRHePnll/mn//Sf8mM/9mP89E//9JPrdnZ2+KEf+qH/7r/b10dd13jvW+ZL01AWNaYxdLsdyqamqkuyJEUnEQTL+f5r2KAwHs6nh1wrSzpRQnc4pLN9i/Th6yTVhP7wGpu3b3Cy/4AvfvnLlEvD4vyU4eYmwhRMT08vnbNpDLGOUUkfH2XU1mMWs/bGKxfMjg9YTOetNYGM8bMJqZfozBNU3hZ8ZVuQ1rZhPT1nclahQkWnk3F2ss/v/c5v8sIzt9jsxzz19F3u3bvDaw/2L52zdwHhA5FWaCFII0GWQKIlsYtIpeeTH7vGOBkgKkPcyRjf2UbGKfPFgmZZkmpJ4w1kmmFf0s1qTlYZF1smi3nJ+cMj0rrARwqhNWl0tYeacR6vY7yQREKQK0HvojBqmgYlFSKA1BoRPFXZ0IkjBIqqLKkqR5pfUOGF4HQywdmKJHK8/viUa1t97m73WJ4vUB3J7vY10k7Oqr48Nqo2Fd7bC8p/QInWrsQGTZIO+dyXXuGNV19lej6hWpcoKdBCodKUEMeUxtGczimrhs1ig2SYEGcRUZRgXYVQkqapCd4gVYvpUFpir9ANANhKY5qoz/H5KcG3kgt5ooljRVNYtI7J8x7WthgQpSQCifcBYxtMUxK8+zpLlXeYie7CF6wVRmxMw9n5Oa+98WX83W2G/ct1QQEOzyvO5nvo1/YheOrGtKrrQWCcpWosjQ3kWYc4S3F5im0ajDGtD5aSGO9YFiVFWVHVJcvFHONN2+XCYqo1y9kUJSQ2yZBAfYUCA9pt2rVGePjgma/WzFZVK/mBwjhLpBWdLKWXtx/dPCVLIlwcY60giSIypQhJTqhqkFFr7npByw/eE1xLeQ+yJdD7K4yllOKiKAooLS5eZ0lVOlaLktWqwjuJ1hYhJDY4pAqEWBBFMYPRCOcDj/f2iSLF1kaPs8cH3Nzt0uvEOGcuiP7t1MsjUMHj3dXWmne+a/Ct7pdzxLFA6giVZOTdHiYIcA3GVkRaUVSGs6XHBEWtAo11bA9i5rPATlfwzIbkzYMle4+PePH5p1HBY40lybrkAgb1itK+O1+69wqjdxnr9ZrPfvaz/OiP/uiTogig1+vxfd/3ffzDf/gPAfi3//bfAvDn/tyf+33//5/5M3+Gv/AX/gK/9mu/xo/8yI/wH/7DfwDgz/7ZP/v7rvvTf/pP88M//MP/B/4m7yK8xzQ1dVm0D7XGsDkeEicpR6fHOAK1qQGJEp56tcJ6QdAx9rRk5jxxknDzo59ksPs0590vUC9PiTrbPPuh78B5yec++3u8+cYh1zaHbA4S+kqgr7BhewdNaJCRQ9LK+ru6IbiaennKYn5CVZWoJG3FwwjYpsZQ4qSnqgrwDWmS0euNadYzeoMEnXUQOidKUlxTMz0/oKOH7Lzvg2yMNkj3L1/MaaUxdYUtVyTak6aCJPYkOqD7CcNIcX1rxNZwg9VigRcpSTdHpD3q2lHYJTrN0YmgWB+jZM3m0PDwvMS5PiAoypqJKdgyFUIFmsaie1cbpa1tzCDvkaQxpnBEWpAkmihSLeMGTWMsEk8ca4KLmK9rysZT1AZPQKcpcaQoyoKirDDOE4LhbDrFeM8H721yZxhx7/YN+nmEwBHpy78/0jSlrovWUdxarLc4F7BGMr65y3Pvew7jGrq9PpPTE9bn5+gg0DrBuIAxFVKCsTXWNfRXPfqjHp1+p6Vx6wCuNcf03qNDO3YRV6uLGHVyVkXNKM9ZrEqs1eR5nzRLWZyviLIenTwjBEdZFW2B5P0Tby5nDSE4xAWY+B11aEEg+AsjXCUxtu3G2UJwenJIWc0unXOU9hBCYLzFe0sQ7/CsJUE4rJc0TuJFjIwFSsVEsSXxpr3eO5S8sKgwhrIsqG3dKhxrCTjK9ZzJ8R6mWLeMVttwdnh5FXqAs/NZi8nREcYLJss1qJyysZTGYhxsjPtsjEckcYqUEUnaIU1znIoxAiKlSOOIWvewoQShKcsCax1NWRNc21F03hBCa+Zqr2DR09LyRSsxoGSrAF15zs/mLOYV3kqEiFCqQiqBF751GJAClcSoJGW4uc1wPOLk+JDxZpfnXrzO7XvXQSYUTY11gRASYqFovG61nK5I4CD4Vl4h+FYfrC7xrqG2jijvk+cxi5VAqhjjJSeTNc5HrCuJUBGutpycrdjudchSyWCYM54vudmXLIIjiyVKS4xv2Zcm7dILBQP9XsfoDzSm0ynee65du/YN//b1Xzs/P0drzdbW1u+7RgjBtWvXOD8/f3IdwM7O79fB0VqzsXF5Y9I/iIgUdLKE3Z0tEBJr2jbnbLkkjjRJniGlpq5qenlGiBWL5ZLaNWQS1OqEyduvk12/Q3+4Rf/mMxxNjjkpJI/OHLXssbIxqvbUpmGxrOhv9kmvgH3xQWKNQbkGYVVrSFiXhKagLhaYpmpHHqF1XUa0IOSqWDEvpmit2ByPyGIFZk2SpqRxQ55v0Bvt0hsMaVZn+GZKluckaQ7Bs7tzeR2jcjVnuZhQzk/p5oIojlChFX0rKkk9q9i/f0z8TEbc6xGrIUGlxJ0uW3kfYRviWGObJYdn97HNmtvXE946MhzPHUIojIOVT9j2mtRW1M0KW1yB/gecl4Kdbp88T1lOHI1r8KF1N49ihdYC5yxNXRCrnG4nZ15aZssVRV0xXwdqG+jnKU29pjaOVekpa0Oeacr6iKOTNR95esy0idkaZnTjwObg8hiSd8YX7kJALo51WySZhrKa8eIL7+fWjU1Mafnc736e3/2Pv44pa6y17agj+AujS4VeCZSXhMbhaktn0CobyyhFJZIgAzK0XQIhrtadW67WaKWJsy4qKhgNh6wmBVK1XlOd7oBhb4w1DSdnh9R1iXOOEAqEEHhnWoC/1Bf6NW1hpFR04WWm6Hf7LBczorhLnmxybbRBUZ9fOmcVJ+3v7SzCO4JySBcRgiEIS+MjSqvwUQeVxUhnCb5px4OuIXiDc7Y16G2qtnAQrYejUIKyLpmcH9OYmizJkAhs03C09/aV1rosaqQKSO2YVw2lAxsaDo7PqKxFR5qbu9sMBkOWjUJXkjEJWmdIIQnKopUgIJmWsL8KEBm0qnFV1R7UrMN4j7F120XzDuuvYAkiwwWdXbRrHhSrecF8WuKtQhDTyju2Zsith73HxwEXPHtHR9x/sMcHPvA+dpTm7rPPEqcJS+v5yhvnCN8ywyIdkegYnyg2ohnX8qvJUOBta8LcVJQ2ISAv5CMkW9vbbA1THj6qcN5TG8fxxBBHKYqM4D1NYylrQ2MsnU7K9W7ObFGxnK+JbEPkKrSG0LRduipEHKSbKPvuxvHvFUbvMkajEUIIjo6OvuHfvv5rGxsbWGs5PT39fcVRCIGjoyM+8YlPPLkO4Pj4mBs3bjy5zlr7pGj6wwoZPL1ORpLFJGnSqtCuVqzWS7QS3Ny9Rr/TZTlfcn33OkpoXnn1NQ5Pjol0RfAFdr2gmS1oelv0n36JVd1wMq34jc98EcyEfPM2kauIosDO1oC0n1Cad8cY+M9FWTZEKtDUFUH41m27rrDVCmebtqUtNSDxru2I4QWVrXFWMhhs0e10CLbEBUfe20SGklQLOklDpiqEqnHKsLt7nTjKKMsp17a3L53z/v2vUK3X4NbkHQleoFxEEIZFAYtDw/3xQ7yIiEdjNgaBsc7I+sPWyFIJGrOmmE9YTRdoEXHvxg4vPzjneL4iiBxPjBEDvD9G29ZI1firMaUmhWddNXhn2N7os7M5ILiaplq12AbExYnQt4DarEPe7aLmFa5pCM6zLg0a2BzmxLFmuqyYLiqKquJsugQC88ryO2/OGfZiBpHlg89e54d+4HI5l0WJVOFC2DC0eAYBzloOD+9j6iXXt2/RSfqcnexTlkuCdQQncAHkhQ4SKCKlUaKVq6iaBucdg60B/W4XH4NKWrfwoiiuLKbZNA15N2M5n9M4SVOtOTrex+ORF6yezdEms8UMT+uQbk2Ds+bJ+Kx1Gxct/VwAXLilS0k3T/mu7/w2zqbnvPjSh9ns5+QRdOvL49BkFCGEIkgNrsWoBGXwri0sSyOYrx1bXuHQbffBy5Yx1Xi8c1hrME2NdZYQBEInSCVASSrjMPM563VBHGm0lEghWKzmV1rrvJehlMQLTbOqKGrPo+MDzuZzlIRxr8v2eIPZquF4OuPaOBDlU7r9EYNerxUk1TBdzrl/fMqb+1OWZcXuKGV3mJMmGhkJpLWARKFaQUNzBeFSCVK1ryUIbBNYziuCbckGcKFdJdQ7nqqtbYgPCCF5/Giff/fvfp3hYMj73/8CKtYQ/R6zs0PeOJhTLOfYuiD4i/eWgk5/ye2nl3z7J164dN7BO4IPLBcz3nh8zPs/8AHyvB2Jbm1tsrm5QVO/RlOtaeqK+RqeloY01kzLhq0e7Aw0kZZkecqgO2a5qinmE45P1jTzCZGSrT9K8OA8C53AuzTsfa8wepfR6XT4pm/6Jv7lv/yX/N2/+3efjNOWyyX/6l/9qyfXffd3fzc/+7M/yz/+x/+Yv/SX/tKTr/+Lf/EvWK/XfPd3fzcA3/7t3w7AL/7iL/LRj370yXX//J//c6y9YpvyihG8wzQeGxxKCVzjyLOU67vXWBVrxsMhLzz1FNPTCb3BGIFmer5gOZ3RuJrKFUTBE7nWlJHxNbY/9kex53PMbE6kr5OFiskbn+furW1euDviaHFCcQXQufceExpC5fDB4FwrHtZUDTJIRNRBRe3px9QNLoCIBEJ3GY02GI820FphfEPa6dPp9sE3BFthvKQs1xAsadYly3KStItzDSFc/rS3mO7hbEBpSJMIWzuCcQhn8CamMBmN9Tzan/Doy2c8f2fEU08VzOdTZJLivaFanEGxQoZAmvSQpHR0QFHjZYQSEYGI1t2yNYRMr6paqyPqxrA1yPnY07d46e4u0+mUIALLdcnpZMkUw8Q6bBCYIKlN3Y5rAsSRYHOo+chzN/jA07sMOymNDeyfTHmwd8xiXbEoSvZPJxivEQhyZTlZ1lwWfeds07K7hMRaR1FUKClpmpZtOVtOGfc2Wc8qXn31VdbFik6aE0UJZVUTRCtrZ12grA3GesCTVhrvWoAzIuASR9LPyKKMSGnMFUUHZ8s1eE9TlZydnzI5XXK8d0YQ4aKwq8jzhMUKjKlb4DetJxZwwTprO6iBgFb6QkKgBf3eu3Ob7/3eTxGk4PrNGxw+esjho/toffnubesFplDCE4RsAenCI9EQBI0NLNaGuvFUVY1ZLxC+1dhyTctebJoK4yxCQpRo4iRGKEFtLdPJmqZxiCCIIkF0MUY6PZ1eaa11qsnSjHVpWa5LDs+XnE9maOlItGQ46LGuPOeLNauiRorA7Z0x4MizVuncC2gmJatqxflyyfH5irpIMNWau7t9+qkiJm4lOmwEImDN5Tu4Ugm0lk86k+t1RV25dq1btapWxfwCyCTlhSo0Ai0EdVnz6suv89lrn+PendvsbN3gW74lpy5WPHzrAfv7D7j/1sscn5xQVBW1LfHHJQ8ensH/7f9yhdVuZSVMVfLo8SEvvO8lut0OTRMRRZrBaKtV6a7WdH1DImI2him3d0cURjHIA5t9TRLFRFGCjlPGow7DfsLZyYp6NgWTQYgvLFgCwjua6r2O0R94/K2/9bf43u/9Xj71qU/xl//yX8Y5x9/5O3+HTqfDZNLSWz/1qU/xPd/zPfzYj/0Yi8WCb/3Wb33CSvvIRz7yBD/00ksv8UM/9EN8+tOfRinFd33Xd/G1r32NT3/60wwGgyvTfK8SXrSKwIiAd46yWjNONxkMB/S6PRbTBc5D2skpijV4wajfZXtjg5PZBKck3W6MkobQVIi8QzwYMeoPSOs1oZhy8MpnieWc7a17uNAwL05w4vLtWesMdTUnS1NikWIt7WzZtpouMukimxpbrWmMASQqWJQMZHFCpAAccZISZ3Gr2+EagktJIk0wS0TQpEmOs5B2+iRZxNlkn42nLrnOpsGaQLks8KXFVhXFfA5FIIgxOk1orEEExdtHBs2MPIsoyzWdfhfnLYcP30Zby9NP71A3NXv7b1KdT8nUgGc+9AyDXkZ1ckD82n08EilBX5FqO+zG3Ngesq2v84E7HT701AgYEKRnsVxycjpluqx5/WDG6w9XNHVNWdcYa4gjxe3tlO/62F3+6EeeoZ9qYqWI45jjHcUnXtggSM3jowmff+2Ig9OCxaKgkyaM+4NL51yWBappKcret5g0Zx3OBfI044PPv587u0/x2qtv44MgyruMt3cJXrA+OiL4diwEAh0JKtPgTYOpBQSHUuClIxrEOBw+siRJQlNenkkHMFss0a7m5LRgPmuwpqabpiylQwjNulxx/+Fr1HVDsZ7hnCeKWtFJwsXBRLRKwtbaFlMkBCF4GmvZvXEdpSQP337AejlDi1YA01/ByqTdpFumZ1uhSSRtJzGEVqG7aQKNBR0lxHmH9WKOaQxaRMRKtFZDwRClEf1xn41rGzgCJ+czzvcfcHZW0DQecYGxEUKyXhZXWmvnA8Y6KmuZrteczWeI4JAigJA0Ds7nJcPRDn3dMO5m3NzsM+xnxHmOQ6GkYzxIub7R4dHhhGWWEYTm7UdH2HrOvRtbdLIM530LbA7+Ce7rMqGUQMoAAawNrJYl3rXK0q1iFSD8heArCCVabbQLRWlnGk5Oz/nsb3+Gj37sJT744Q9x89p1lBTsbt9gvniB116/wddefpmDkxMmsxPmsxVVeXk5B2jHzMF78AHrPI1zxEn8nwp7KUAEEhz9GG5ud7i1O+LOrS3yPEeI1t6pKWq8bwlDEkOsQQlBsV4TCguq2/6c4Aiu9Ux8N/FeYfTfEJ/61Kf4pV/6Jf7G3/gb/OAP/iDXrl3jR3/0RynLkp/8yZ8EWizRL/3SL/ETP/ET/PzP/zw/9VM/xebmJj/8wz/M3/7bf/sJVR/g53/+59nd3eXv//2/z8/93M/x4Q9/mH/2z/4Z3/u93/v79I7+u4eKaaq6ZTooTafXQWpxofYbc3pyxv1Hj+j3uiSqdYYfDjpcv3GDyhpiHXFzd0i/D4vFEa7OEVnL3llOT5k+foO9l3+HoVpxerxJM8iYLY7Ihpd/GM/n5wg8SkWEqiZ4MA6axiJEII4SnNA0rgX9eSehXqMaQZIP6fVzojgmimNCMNSmQCiQcUyeZDSrCiFSkjhBRxFJ3iFJu0wfvXLpnBePz6mKmvXZHKoGgoXG0B3ucPvjH2PqFWn1FqPRgA88f5v1wRu89eU3uHl3h6yb0NQVJ4cnpFpz7+429XrFejmjnzZ84vZzfOw730evn7M8usZ+OOT0jRnKuisrkAwjQyoqhv2YTDlS6ZACymJN5krubSQ8d3PArRtjlrOXeThZ0ckS0iSlrBrG3S4vXt9hM5ZopUg7HcpiydYgYzQYEMcxH3nuJt/0oRd4dDzh8PCYYa/DU7cuj+eqSoO1JUortNbUlblgjAVwgpdffo23Xn9M2hny0W/9ZrK4y872Lm8/eMiirFlMz+h1Onzyk58keMfrr77CbHJGWZSth5QWiES148plSa/XoYqqC6+ny0djDYtFzYO3l6x8zsYgpqLg1vgpnv9jT/Mbv/kZEAmSJSF4tG6ZcsF7nHeoC1FLxAUb7UJKAGJ63Yy6LnjwxuvUxZr15IxOv0ccKQRXy1uItigSoS2S2v5aq/EUXMC6gPWBtNthszdmvRiwnC1wF52g3Dust/RGA3Zv7XLj7i0a53jwcI+Hj1dMZoGmai48slpgd2mvtp0FE2i8xVpPWVuK2kAQ1NbTjWMG3S474yH9QZ/Fes243+XGzgaDfg8rIwor6acpGxubPGUdx9OKVXnEqN8jHsX4ZsZiWRBsaCtz71rsj7v8hECK1tVOSsWqqCmLBi66RdAKBIjwzt8CKorYvLFNkiWs1wUSzbAr8dYyX89pfIkjQcqIvNch66T0+wNu3HyWo7MTjk8P+NpXv8obr756tbUmtED0Cxxe8O6CNBAI3pMoSz9q8AkMOhnP3xtybauDimKSrAcCquUc59YkUYpxNZF0aCUQBJxxRM4Qiwp8jbQWGSzSvqd8/X9IfN/3fR/f933faAPxEz/xE0/+nqYpP/MzP8PP/MzP/Be/V5IkfPrTn+bTn/70k6/91m/9FvP5nI9//ON/YDn/t4aOIuI0QSvodFtgqbUeYy2Dfh+tFJJ2VNXpdxA+kMQJpbHExzFpEnNvK6ffdxycHDNdOWSaIEzJ7OARi4cPsJMT1rLi5PAYqbfRSSCKLj/iWcyOGG9cp7aWql4TXKC2Hucl4ElijbQBiyA4h7MVxjp0FuiZugXKIi4UXusWbKs1aZaSxDHBpkRBt07ggx5RFGOsZza9PBNm/tYRWEdWO7CtH5HWMbdfeJ473/JhGhmxftUS2yW3u5KvnU85WR8zn54hlCdBEAyk3YxqVeHXNaIwDKVgexRxexTR2xlxTE32yQ+zPn+EOTp6gjW4bOxu9VA0aA1RrGnqimKxBqkoK0e3FzMc94l7ljvXhzw8O6DXHXBjc8De4ZSDwzlfePmIJGh2t3uIyCJUzGg8JE8SkjgCCZ2B4caNnKreINGK/AqeMb3ekPl8TlM3WBue6A5prSmN5eRsj0He53/5Xz7F9/3AD/D44RFf+cor9EdDbt+9Czdv8u3f9ke4du0a//7f/XuMtRdGq6GlebtAUzuEApxg1sxIs5TxcHSltZbBs1gssE6j9ICiWNCs1nzqT/wZvu0T386wt8HnvvAyp8cHaKkJtDhF51qMkfACKdsDg1QSKSRxrBn1uzz39F3G3ZS6LMjzrMUCOUOI2lP3VaLtVFx8j3eELl1oIR/C4wKUTYWTgu7mmN54QH9ZUK5LvPU47wkCxhtjdq7vMNrcxvnAsgr0NnZIZhYdVi2cWPBEl+kqkUgFOkI6hWkCZRNoEIigeN+NG3z8pee5NuhR28BR1HDz1nVGO9eJ+xus1o5ZUSHTPsPRNa53+nws6iFVTJ4mdLsp5yf7LCcn2GpNm6lESJBXkJGOohbP5p2mWK9oRak9XoQn4p0iCHDt69Ht93npg+9nc3uTcllw49ouG/0eQdRcu7VBLRasGkdPjdCkEFKyNObWjS7j0Ta3rt9Aezh69PBKa23rgvPVGavFnN1r1xj0OzRNg7vAlw3jNS9tl5hBShJ1ePqpbcajPgRBuayZLxzLxYxYG7b6EZE0xN0O3W6X4E8JIZDIQM8vaMpAGuXsyB774t0V/O8VRn+I8au/+qt85jOf4WMf+xhZlvGlL32Jn/mZn+HZZ5/lT/7JP/mHllfW7bB9fRvnarq9Dt4J6qqhqiuUVOR5ShonxEqTZzndbgeE5OHhEUVVcm3UYTOxxNUho2aFqh3eaoSpyVRBEUqWTcVw8I7+yJq0H0BcHq9zPjnCC93S6k1BXZYYJ0nTHtY1SCFIVTtDscZRVVULbHUeU80wVQcl6lYxWrSdsiTJyPMeMljiLCXTgtH2BuPNTeIo5rW3XmX/4PJ0/ahoAE8KIMELSefaDqPn72GFJU8iJrVj/ug+q8MGuVrS73VxsaScL2HtkDbQNIHJ3gnmdIk7LojKQCnfZPWBlxhsj0FXpDc22bhxm6ODoyvR3gHyPCFJE3y5QkYRjSkpynNEnNPdGDHaHiISyCLF+56/w6uPZ0yKkt1hF0Hg+GzKf/zKfVSi+a6NjL5o6G8MyPo5Umqc1Egh0SEidQ1RHKERcAUdIx1ppJJEMsEag1SKNEkIAVKdcmfnLh976YN8+8c+gdAR09MJs8kxpim4c+cmH3jf+xgOB/zv//uv8rWvfIV6XWCdRSpFFMdYYzk7OUfriI2tTbZuDonjiCRO/uvJ/RdisrKIVU03y5m5CNSQezf7jNOMNM24vnuNl19+jTRLkUrRGNuC3oMHJN57rLUX2JIIGwx5GnP7+i7vf+45dq/tkKVJS+cXCuc9ArD2CqM0PAiJIIAIFzo+rUnpO6rj1jvOZwuOz+dsbQ3pZTE6i9EYqqoBFFmS0hl1iTsJXnhsCLgg8CqCKEOl4EPr/u6a4srYTKEk66rircfHHM+WrKzAKkVHK+IoJZKaJInY3Ozw9LO3eOrp5+jt3GRVOSaLJcuyxAlP0GPGox3u5UM6nS7TyRknZ2fMipJVUdHpd8A5hAxt0XIFMkScaJTUlOtAVVqEjPChpfGrOG7X27aaQTqKGA5HDAcD/si3fBN3b+0wGuYkMnA622cuV1R6jnM1OkQM0wxhFMIrimrBK1/9PJOTPQ7336aXXA2n+MaX/h3F/JSgt7n3oQ/Q7+bYpgYuLEyqAlks6KUpN24NuHF9izTPqYsCZ1d4NHGUEazndG9Cp+sZbw4Y9nvEEUSxJAmgXINzc3ykmGU7LN27G7e+Vxj9IUa/3+dXfuVX+Ht/7++xXC7Z3Nzkj//xP85P//RP/z6tpP/eEaUJw/EY62qiqKV/xnHCYNDn8d5jfHAIPINej/6gj/Oew+ND3np4n2W54qnOLXy1ZDU7QnnBOMoJIuBcw1LU+GpJRODm7nV63YxAQZIYand5jNHewTnn04qNjRF5KlnMZjQ+ptMLGFPinCFVkiSCujGURYW3AUVBtTxnNZN422stMyKF1DFJ3mktRrwny3N6WcTm5hbjjS2CsJycHFAXl8e9SGeRUWugGC5k67eee4rdD7xI7QRhXdCUFcvTU8x5hbaSOO6h4hStIMEQggUrON07ojkvYO5JrKA5OeTwwSv07l0jSEdnc8ytp5/h/HOfR15RgySJFZKAs5ZisUTlGdd3RpB3SPoj4qyDbQzFfEHmGz54Z8QX75+wcA1b4wHBw9npGV974xHP3h5w6+azdLoDoijCNpbTg2O8CfQHXYQGj8WZBtE4LntXTJZneCnIsx4gcBfSDbHUfPD5D/DH/ofvYGM0plitkTri2afuMPqf/yTTyYwAGGP51//bv+Hzn/ssTVkgQtsdiqKYIGnFIpu24FZa8uxzt8nyGK7oRL5cWURRgyiJ4x3K1ZI62eLx3jG3t++jmoJBlmAGA2Lddu+4YGm19PyAcw7nFUoGIgmbwx5P3b7J1uYWnbzTspScwwpQOkIJTXMFAT+lW4f3EFpqeAjhSU9EK4FHE4JnsSzYPzxjOOhy99YOnSylbCom8xlVVdLv9+n0EqztYGzMbFlzOpmzXDdYLy70bCpcY7G1xdurbdaLsubL9/f48pt7TBuH7PXpqITItWDsRVGxEUb0tebGzhYbGxsYoZkul0zOzimLBcb0EJFGZx36acpwPGS1mlE7y+FsxcOHR9TbQ57aGrVSBtZdyUS29UqjFUm0FkTUFrmJJElTtEqwtaVYzNGJJk40b7z2CrdubfPxD73I1maP5fSQcn2OzRwyTil8zUl1gteBWKYEJIU9ZX//S5wfvE1TrekmVyMVHD34EsZYdu7d4Pq1rQuD59YNoG4aJicl62Xgmee3uXNnmyzvIqUgjiSRgkUTEDJhsxshfAnekmY5WzvbbO8MKU1J03jQEhUC3sxZFQ+o7Ltb6/cKoz/E+OQnP8lv/MZv/GGn8Q3hCByeHtPppsRBc3B4TL/bZzAYMBwOkCIgLJi6YbVaMV8t+eorL7N/+JhOt8fWtWsMBwNKaelmGVEyQImM5WrJsi4QSUScZXQ6OUIYBEuipKFYv7v5738uyspg6hnBWnaubeOFZLFcsixqoKWNJ3FEN0+x1lI3gbJsRSoH8zVJmiGFwpsapTWxjnFNjcWTxoo0ienmCXnWodPpcrC/R2wNef/yt1BLpxY40RZf2guOHh/QefNtbj/9Aicn+5TnR8SJxiUKlpbyeIY816RekniJExKPw1hD4zwSj0AijKM6PkWZkpvXd5FWsc4yJAF9RYVgLROUiGgsmNqzWtckWc5wNMag265PXbE4Pcet59zayBluvJ+vvH3Cw4MJgzxhnfd4eLLk3372Tcbb2wy2d4mQKNliIs6Pz5mcTlCJZvPaiE4WoeTlNz7vIU3SdpOWkn6/j2sMiY4o64Lf/tzvUlYVp6enxGmG0IrlcslqtUJpDR6mizNu3t6mKgsChigSZJ0UJSVxHD/xH4siTacbEcXyyl0M5wJny1aPq3ftFlI4Hjx6i+18g5fWlrg7QkUpOzs9ur0hy6JoX39xMUaRstVBihLyRHNrd5uPf/gDPPf0PQaDfpuzUiBBaNWOiKsac4X3iBBc/PxwsfaeIC/8sESrJ4WPcXgm84rHh1M2NzcZb44ZxxG1sRwdHbNYLFmv1xhjaUzg8GTGg8enLNYNtXE0TYNtGry1F/Xn1TqhX3z1IV98fMqsMiR5h5t3nqKXdzl8+DalNSybhia0BqxnpzOW1VsEnSId2OWM9fQUU6+RQmPLijNhCc2a5WLFalkwXRvKaMjjaUUqz4mDvRDkvHxhpLVAa4GQDk9DCBAlCXEUGI0yPvKRb2J6Oue3f/O36HQy7t69ybKa8+D+qzx+9D462S1Wiz2Wk4eYrsAkDRaNSVJqu0CrCBUizo4fEuSEXrfBSIu7gsQAQG/jHltPfYibT30YIT3nB48py5Lz4xMevvUmy/O3+MCHrnPr9hZJrGmKRatjJQJRkpCm4GtHmsXYqsABRVGiVGA46vLW/QWxVCQKggCBo88C8S5Zou8VRu/FN4T3nrquKMsVWre6P1ppprMpSZqQ24xmVdPUFacnxzgJZVVgTMNgOGBja5v+eESnm2LiCOti6tKzdfMWPk14dDwFC3mvg1YFOrZkmWB1+boIrSRJ3Co9B1LiTOCnFXVRYI1BIDCJp248IUBTGYyxpB2BFQkmJBRljTOeSCvqKCKKI+JoQBTlpLEiiSJ0FOGc4/T4kM9+7rfY7F/+ARG8xzceGUVoWuDu9JU3+Y97h9y4cQftDCKccfv2iPNGUk1mCBugqQlBEJTGB4ezjrQzhFrglw0SCM4zef0tXv3//HvoDzg7OsMeniBkIEriyy80IIVmvSqxtWfQ38LJCpIeKu0hkDjjOT86ZTE9J9YR10abfOTec7z/pYZf+80v8LnXD5BasbSa337lgHnxq6AVn/zgPWS9QghH3s1ZzpaUdc1oNCQbJNji8o7v25vX0EphTOsMHknQkSJSksqWfOWtlxFC0JiGalq32jBCkmUpUnhc43j6uds888xdlqspxhVEscLamqap6fZ65HmH9XqNFGB8gW0gza42SgsyMDld44qSOD9jY+cWb7z967z2xoBh2uP2OCYTnr3DfcbDMcvVAucuiNrBgQCpFKNBn2/+yPv52Ic+wM72NkIpWodziQsBrWLStAVtI7iS/pIzX4eZEaIFRz8BAAPIFheEZF1Zjk4X7B2fMxr32Bh12djcxBpHU5X0un0ilVKWjr39CW+9fcR0VlDXBmsdwdNS0UNrhXKVeGP/lPN1zeZ4gw9/8KOIuAdxRAiSxckhx9MV/bM5eZJTrE8pH+23YqFSooPHFmvERLOcTonSjDTRdPKM2gn29k6pGsHdp14krWaUs4cI3VBV1ZXWuvVGE3R7EYNhTNPAYBTT68fs7PQYDBwHj08RynH33i0+9T9+B4VZsF5PWK72efvBCXZ1APUBxhlKc8LaQJT1GWzdoDPcIMpjqrCirGdkKoCSpNHVniHDp76D8Y1bzKdT7n/1P1It5oRQYYop5eKYxE/oDoZEcYYXkv3HxywXBYPNAbfv3WRnI8YYj2tqzs8WrNdrvK3Jex2SWKOlQsQCrVoRzCACUgjG7j3l6/fiklEu1yhn0JEkWEGmNBGBxWRKZRpUrNq2vamJgsFgiTPFeHODbidnNj0nk44o0hASVusVB48e8v4Xn+fpm9usnrnNcmOTm9e3iZM5TRTw+ggpL3+6jtOETp4wmxdM51O63R6dfEDTTKjr1kCzbtrvL5GooNCxJE47JN0RMulRe4MkEElPuKDyR1oRRQotBaZZg685fPg1RPkyL97rUV+BthpcS/8WeKSCoAQ9IFoXNK+9hookG3e7DIddynlNolsFY4kgGEvwBhE8WZTQ7fXASKqTGuEDqYoQRcHBr/82LkiSOCW/sOK4CgsGAOHo9DIms5rJ9IR7H3qG8Y0bCK0QzrM8OWE9W6JUgkhztm7cQgrIleUTH3yas2XJg8N5azXgBXsnSz73lTd48d4OGymYpqLTy+l1YyaTJccHJ1SLCb3Mc1nZwc3hNs4Z4kRT1yVlUZDmGRpB8Ia8l5DEMUJIqqq4ADBb0iTCBY+RIJQjVprd/hZSejyW5XLGYuHbLiqWNNHkWUq5WrXSAFc021RWkSOZmcDJ/lvcuPMCu9ubTPdf5XddxPzmbbbzHtdGNXW9xcc/8j7u3HuK+w8esff4iLPJhL2DRwx6KR96+iYffvoZQp4yXc6x1qK1xnlHoFW3D95TFS3l+7IRAOc8IThCcPhgwbf/7S9o2u9oLRkJRdnQ1A5QdPIueRLTzVLqqmLQ7+JC4OBoxt7BjLPzNaYJCK+QQeOCAqFABZS+2tgSrfE0JFnGeGOD6dpxcHSCNw2rsma1Ljk5nRAFwUY3hVCDa73c6qJEWIvWEWm5pDMc47tdyrphvq44ODnhfFpidMaWdowHA7ra0O1ebZQmpEBKQa+X8fQz1yEEhuOMwTAjTiKWy4ccn75JkmtefP8LfPO3fBNZN2a1WiCFIZgZ67pEiXNUU4KfkDSW5fk5rrQkcQ55hyBaixkpWikALa9WOnz+M79Fnmi6yrKanqKVI9KB0MwRZgFe4Ixkfjphfjrn8f0Dlsua4dYQKSK2d8c4azk5nfPm60cEu+babo8sy+l0LFmqWCxdK1EiRMsGkBC/SwLHe4XRe/ENsVot0daRZRHEkk7aI8syZBzRzCY0zrMuFihn6aUpBsNo0GXUH9Pr9BDGcHZy1oq8ZQVNXWOKgmoxp5KBaxs9MhnR6eRI7TEuxlmBji7/dhz0ctZlTZ5nrFaL1hdLSpxvUEpgbcC51iE6EhopNA6H1glZ3idNemgVSBNHLGoinaF1Kx4mRYSxMyr7kEcP9onMEm+nxDJm/i4l5v9zoZXGG4fCE4QiqJhOolGmQllLJDwilpyulpSmxUgp69At7wQvA4mOUEmK94Eoi0hija8tkRZkUctSCg70hYaQTSIqfzX2jhCO4Bo6nYit7T7jrSFCRwglcWXBcjLDN5YgNZu7Nxhvb7OYzvHGMux2GHUzpK3IlSfJUu7cGHHnxi6JVnQ7CbGSNMaTxhFxrLn/1h6zsxXZ1uXVmE1dk2YxnTylaQryPG1pzB6sNUitME0r+iiDA9cQSYG3FdZZBBIpI5xv8F4RnMd5S57kyH47MrONI81SOp0uWkmm0znqCkKJALux4TzVNCRE2lFVJRvb90iKiuV8jzc8yNt3GCR9/uj/cI9Pfvd3sHvnNrY2nByc86//t1/ml/71LzIYgIlLJnZBX3aJohSpPHXTduGkl8ymc7IsRavoSlYm1lqElK0zu7/AGAUBQV3I+gkErpX/kJJuGrM16jHopCznBW+++Zjlcs3O7ojuKKNuHHtH50ymK6wB5yQ+aJASoR1S+7YzYK6mGZVFEGs4OT3it373N0n7W5jGkCp4/u4uXS1QoWE+O6ecQzcT5JFD+AYRGtpRoUCEirKYsqjWVE5QNg6EpyiWLB/XiEHKaCgRqoYLDNhlw/uAdxBHgc3NhDTW5LkmzSRagxawu9un01Ncuzmg01V0ujmdvEuwFm/HJFIzX0xwyynSNOQuIGygmp6wPMnxbsXy7IA8UqSytT6RVyxCHzx8SD+BVAaGHUk3D3jTUFYltpGUK0cxPeY87GONIcIxyIFyxv6rr1HONgkIHu9NmM+mbO9kdPu9Cx0vzeZGjrUrpLyQiLjgkMp3ybZ8rzB6L74h1k1NVyma4JABGjxHswlCSVQaY+qa1XpFJiW1klhviKSk1x8w6A7AG1xTgfQYu8JZy6jbw9aWhw/epqhWrFeWJI2JYs/B4ZzkpkfG+aVz7nXHWD8jjhUdJOtViTENeZaRxp6yqvHOEyPYjCRrF1gGgbiweohTSV3MOHj8iG6muXvnaXpB0++NESzYf/PLGPMArRO2dJed63eYz0v2jq6gQYIgjmISITE+ILwgFhIfWh8358EICSIiOEkiIrRyqFYBDRlrglK4OGa+rlDyQhgttNtPFrUWELWxCN8CvVEKGa5WGC1XDYtiwjCT5IMeMlKtXQOBqixbmxMp6YxHjLZHaGXo9nPyTp+i9tzaGfPxl26zrBxpEvPiU5t8+JkNMu1xvi2QBYYQKbJBh63dIWcHx0yXNbcvmXOWC4RoKIoSH2pUFOGtR0cxiUpxzqIFEBxREtPtdVmtVqzXa7IkRtHSzeNIIaVgsVxTFAVRpBFSUJkaBJiqVT+OI8l4NCTSV3vEvrk3Q2QjRumAk8PHnB4+4MVnP0q3WLFTOx6fnvLaA88Ld+9xt3uNwWiz1TjXgoOTBxwfvcz77lxnOEiZTs557eEXGRSHjLJtdEiJRavLZUOgMY7Vck0caZS+PIVcyRghNTKE1p4neAiWEGzr0O4dznkcHi0VWkmiSFPXnulsxd7RgjiJGIw2GQyGHJ1MmUwWzOZrisLhnKTFEwWkNKhQoP05tb38qBXgmZsbHK9Kev0tRp0B+8d7GGt54dY13n9ryPnJIefHx3R7Q3pJhG8CtYJYeiIpLlTVDevVHL9eYUVMYQOVs0QqYpRYvGkYSEnTgJR1q7lzhY5RAJSSRLr9iCNJLAWagJaefkfz/vfdoHGKPJ1wsP95xqNNkqiDaTx1WVKuTqhNq+yv2n40mZQIDOuzPdaLU9xqxiCLUI3DJRGqvpo78vmsYB0LIglrE+F0inSGuhRIG8DUiAvDW6ljdOQR3iOkJ5g1k/0SYwN1UTMaxwxGXYrCcPRon6qyYBvyBJQOrbjlxc99twTA9wqj9+IbI4RWp0V6tBas65KzswPyPOfmrZt0lSbd3kGLtsp3qxrpA9qDqWqCbZB4jG3woQWApv0WfxJFMaIJNE3B6ekxkVYcHa7paMPo2uVP11oIOlmKjKCpLXneZTo/R4nW/d0lAmcluUyJNNRFhbHQNIbgPXVTcv/RA159+WV2t0eMNrbYkprBeMzJ0dt88eXfIuDY6j9FZ2fI/ATiKOba7p1L59w0BrQm1oKAw9EaTMZCIHRMpCTNSd2e6mcN2gQcoJQiURIhBe05VZLlmwRj8aomjgWxVGjRYjnSKAIpsd5hjcFeka4PgqoscbEi7gwQSYrHMT+dsPfmA6r1EiUFo46EsKJuKpTKQMSUk3NeeGrERz/6f6JyAa0kwyxC2DWR1jQOlO5AJgkqEGeS63mHuNPh8VsPrpBxeML+EyEQrKWuDCLVGFNSVSWxknTyFB21G1wg0Ot1yZKYpqxxVsAFDgkumEDeIaTAEYjjhKYxKGVRIr0YTV1tpT/y/HMcTc45msy5cf0OG8Mhy6Ul2JTEN2z0ch4dPeBlZ0B3mC3/I5ujHkIG9vfuk6gh16/vkKYJwldMz0sOy30G6ZSt3pBRb5PUd2mbFgLrPKZeUb1L64T/XChlQLadIu9d64sVLAGLD63QoFQCKTUyUpTW8fbjM05Ol8wWS1Axz1wbszHqkscaLQRSKoSMEdJCkOANhBLplmimJHJGxdWMTX2bGjevXee5Z5/ldjFnf++A9fyc+w8eEmFpqoJJVWHSlDyNSCNNnkR08wylY+qmplqVlI2jDhorFL1RjzwWPH9zRDeSZLKVDfEhx3l/JYyRUhIpVfuhWqC9loJICrQIxHGgnyuiNKITnXP49u8wP+kQRzneK4QHawpsNUEHeyGQKAk4MumQzZqqWtAVoCIIQWLjiCS+2hvbNWts0BgpqcqK+XxJHIES0E1Suv2UWAc0rjWydf7CX+3/y96fBtuWpvWd2O993zWvtecz3zkzb2ZV1jxQVBVDgaDkahqQsAaMrQHZHSEpZPsLipBkzbICdYPtL7KE5bYxkhUIaLklrNYELQGiUAqqiqrKyvFm3pt3PuOe95rfwR/2rQJUyKTOQZSiY/8yMu69++w4+9kr9l7rv57h/1jkk6U2RjjiLCBIYpYLTTk/oipq2lZQtxZ/3SyHkAJPPVm0+zbXIW2E0YavQjrQTY2uDIlICbsRaZbiScVqtiDwFGkcEXgSZ0NoW0yz3kN2fHaK0zX9bheJRRuLsY4gChFlhR/4gIfyPMqqpEIQ+l3mkwIRnP8upNAVxgnQAiUDHDVbWz2WxZIir1BivWjRGsFYa0prcEDd1IwnZzw+XHHnzltM5xVKLljMzrDNijKfUuSn9PYkqejSFjXBMKUsDJNiTNxJzx2zY92AjRR4yqM1FguESq23tQN+oWmrBebJTi8hxfpnnkIJgUQiKot+NEW2lkALvCDgyzkhDdgnrsd5XdMag7xgKW3g1WyFHvtbMZnnELrE1Jr5o3vUp49J4oSoE7HXkwR2ga3BOJ/prGK+qLl042n6/QxnWqRUtMsZggaJRCofKxStcygcvjMIz3Jlf4Bszr8ktClrpHR0uhlNUdBWDUr61HUFEtq2om0MTb0iimOckARhSJYm4KBtDfmqILCWTpYgpKBuapRSNG1L21rqukFKSeBHZGkfT0iSKL7QsX71rUNyG9Lfep5ud5vZ7JRyMWa7e51OkNFUOcs64P7j2yxWcyaTD7DdGxD4EuWlqORZKmsodIvCoWofrMe89lnOLaHn8L0CIS2Bb+gnAmFquIilg1kiZQBCIhVYub6IOuetG7EBBOupNQGTZcUXXnsLiUMKRxoHdGLLyV6yXgytW8JI0uv4tCZYT3NajdUa5RSSdH3OumDv3GS+pNGGqirwJAyyhOHNZ3h836cs5uxe2uW5Z55FCcd0PGG1WlLWLWVVUzSaKIzAOqTyyQYDYhmSdLfpZD3aYgH1EtoC2657C5ECwXrB7/kRWOcw1iINtLpFK4XUAinXfYzKk4RCo7SgWRpMMUMqtS77Cbm+UbA1zmoa7ZBIcBZrWpQEz6yb3J1x6BZaDe6CBqBSOpAWTwis0xSVo9EeQeDhlE9hHUpYktCnH8ZEYYtwLdKtm6i1NlRFhVMhDSmmbpCmJQwkQgkcEm3XgzbIX+t7e7vTdMK5C26U3LBhw4YNGzZs+J8IX7tNpRs2bNiwYcOGDf+ZsRFGGzZs2LBhw4YNT9gIow0bNmzYsGHDhidshNGGDRs2bNiwYcMTNsJow4YNGzZs2LDhCRthtGHDhg0bNmzY8ISNMNqwYcOGDRs2bHjCRhht2LBhw4YNGzY8YSOMNmzYsGHDhg0bnrARRhs2bNiwYcOGDU/YCKMNGzZs2LBhw4YnbITRhg0bNmzYsGHDEzbCaMOGDRs2bNiw4QkbYbRhw4YNGzZs2PCEjTDasGHDhg0bNmx4wkYYbdiwYcOGDRs2PGEjjDZs2LBhw4YNG56wEUYbNmzYsGHDhg1P2AijDRs2bNiwYcOGJ2yE0YYNGzZs2LBhwxM2wmjDhg0bNmzYsOEJG2G0YcOGDRs2bNjwhI0w2rBhw4YNGzZseMJGGG3YsGHDhg0bNjzB+1oHsOE/PwZbW8zGY0YRPLUVcXO/y9Ur24SBxFkwTlGUDWXdYJ0jUKCEwzmB7/lYZ6nbkjRLiJMQo1sC4aFbg9YtURQjVYBUPk5Kylqj2xapAn7wJ184V8w3ru8zGnbx0ewNO7z3nVf44HtvcuutB/zyF19jfziiqwLKuiZ3Nbs3LhH3u2gVYmXMclmSRjE3DvbY6Qy5cukGp7OKX3jhc0ymM65evcJqueTll19m0O/zvndf46Pf8C346dO877m9c8X8F//3f4LHj+7z8OQhRyenxFEKQFEUhJ7HsNeFpuaZq1e5ce0KL791i9uP77PVHWIqS9W0hFFE1das8ppy1RBFETt7XUJfsFrmZN2MR0cn4ClGexlJFOIj+X//9585V8wAf+N/919wenJGFHl0ujECjyAIsVYjJIRBgO97VGWLVIp+v0MYCPxAIoQFJG3rWKxqJquG6aJkfHbGqJMw7Hc4Gk84Hc8Z9Yb0sg7LxQyHAQz/5x8/X9z/9//bn8X3BUHo4fseYRDi+z5hFBIlAZGKEEZQVRVlW2OtRSpF4AeEUYDneVhraduapqmp6xrTtmAcbdtS1zVN0+Ccw/d94iQm7WRk3R5f//H/9bmP9e37J1RNwc/8i5/lwd07vPTSl+gEAbqcM5tO+chzz3G8WDFuNVGcUFQV/X6fp288xYe/7sO8693vYmdnmzAMWeU52mi6nRTdGqbTJauywgsCOklKXVV0uhFtC/cfH/P1H3j+XDGv7P+BWH8Y3C61e4Rpxign8aIeGol0GukMTvpYoZBOILHUNqeWOUtycrekEQ2P2ymtqRh5Eapq8FzDThaw5VdIfYjnVQincC7EU3tI+RPnPtZK+DjlAIEyCiE89kch/8ff9Ql+98c+iBKWN8dj/puf/mf8zKt3qbRDAgKBcw4nLFY4cOvH/mOw1p4rZiHe5usoUM5DCEV63fGub/a5fj3m7ouSL/xrKGcliBznJGABh0QQOcdeGpDGHoeLkmlrMUjA4c4ZM8Df/b/+n0hin73tIU4X9Hs+89mc1195yO07xxxcPmDU72B1TVHkYB1hIBgMOnhezHJRIKxCyZC6NmgtsELSmhU3riRcub7F4eEZD+8cM8uhsvD+9z7Pu37XN7J/9d2/ZXwbYbThq4g9gQjh+lbM9d0e21sDojgBB1VVUZsGpCSIY1pt8ANHJwnAKaTw0drgtRFCOAQ+YRQR+gFVVSOMxgAIiJOYoqxodYsUjuVifv6YA0EUxQjpc1opfuXNnFuPvkDb5MwXhkw1GKWxGLr9DFE0LJZHJJ0RnpTIeUXU80h3JWkcYbQmDgOyJGYym61fxDkE65NRXlRUtYbs/EnX5XzGarFiNS+Iw4imKXHO0e91GA2GBEriOYcD3rx7l9P5AiN9tHWM+l20g1VTY3SFVAI/Dmm0Jq9LvDilVVCLioPr25S1Ju1GOK2p6urcMQNUTU6ahvi+YHdnxDKvqBuNVBIhJUjwFDincU4QRAG+L8G1X7kAOOdQShCFPkGgUX6AHwbEaURcRTRHJ5Rlxc5oG39rxGR8gnXm3DErQCLAWJzwEEFMlvbodgeEUYapV+TVGdq2CCEI/AA/8PG8gMALEEJiXQOAlBLf9xEOrGtxzj15FYcxBt/31xdHyRMheH5KbXjlldf46X/0U8Se5PG9+wzjgE6a8ODkhCCKEH6ACAK0afE9SbWc8crnf4WjB3d489Z7+MS3/i5u3rxJVVQYYzFxgu8HdDtdlkXFapUTeD6o9fterpYs8+LcMdfCEAqNhwUHToLAA+HjCDDOAC0WyUrXtK7ElxIra4xoEDgiAgIhSLSgNoZItngShAsQzsNZCULg0AjhkCJFiOBCx9pJQDiEMUTK0UsCPvmup/jGr3837V6Xx196k45r+earVzCl5OXJhEfLGa0FrMI5wJn/SEl0MYQQv+7z91s92YFvER0BA4sclXQPFElPUC4acDw5CG79XOHwPEEQwUo3rIzFOgFPhNFFsDiqqma+LFCUZJmHcZJat2TdhMGoS5xElCvN7t4Ozhk839LpJCgV0hn2aArD8cMJD+4dsco1w50hvb4AU2GqlmLR4vsdnKmRFsZHU9548dZGGG04H5E0dLseNw/6jBKFZypWkwZjBVVl8CJJp5thkRSmJg0COpFPkddUVUmrHUEYrkWEMfiBj7MGJUG3Gk95SKup8xlWO3zhaK1lltfnjtloS5Rs0995iqZ1OC/kpTsvMj15iKtyjpMFW72U7Z0O2chDGBBaoGuJxVHjmFvN8WJCdzQirBusEwinkQ6kEzgr1qcDCXVV01Y1o8A/d8xnp0c0VUkUhAjPkKZdkjih0+2AkYzPptS6oWoKnHNI5zFI+khpQTpC5XO6nOKkoz/MqKuWptII55DKI+rH+HFLf5gSrRxNtb4wtvZiJzUZJDjXIpXAWvACRWsNSZzgez44S9NWeL5P1umgBFjT4qzBYRECcI7Ak6RpSGkEwWIJQtI0LQKIowBjW1bViiDwsUqxXJz/82EBIQOStM/+7g329w/o9bvEcYpwivn8hLHyMTgMAqNbjNEILEIKrG0xpsZqDdYhntxRO6fwlIeKwPM9jLV4nkcQhXieh3MXE0av3r7Pi6+8yYMHD1G6xhjLg/mCOI2xns+4qhkmCd0kZtDtkYQB3dDHlAWn4zG/8vP/inwx47t+7/dw5epTWCcxFpQV+EGAlIq6qdA4up2EVmuMMURReO6Yp21BKFcoUWJMDVIghI9zHlIlOCzj8RGv377F/aN7rKopSZaQbkXs7CXs7Q0IvADpDMK2OKMRIqRuLdOzJaLfZbSV4MkMaFhfqhMgu9Cx9nAMpOLZ/T2ev3aZd+1t89GtEdteyEuHY+69+BYfe+4G33X5HXys/yyv1Qv+5Vuv8fO3bnGW11gEwgrA4X4n1dHbQiIceAm4RHC8Mowaj53rEdeer8mnmmrpsRY9BsRaI8WDGBLBfJxT2V/3u7jY5/ralX2aqubh3XuEoURJjzTt8cxz70RrTdZNCcKAphyQqIDpbIp2FVVrqVdLrJXYFsI4otftMDm9y2LS0OvvADHT0wXz8Yw8t0gX0EszinzB41uvv634NsJow1cxjDwSEdHLYrY665O9ARQeSImRFiUFtC26rskxmEZT1w2rukQon1goPAmeD0iPurVEIkX5krquKJoG4yyzVcU0b1nmLVV7/uyLVCFJkmKdoyoXlHWDo8WPAlrbUAhBnfq4bkbjd8ijAQQpQdaj0RXtyuCLgKZVLAuNUC2tacnLAoFAOJ7cUQlA4IchCMdsfATXB+eKeb6a0e/2iLshvq/wQx/jLMdHx4xPZ3heyNbOiKat8ZRkpzegKisqnVPohkgolFLEniQKFVI4rHB4QUCtWypbYlWLWM6oc4vQkrppsBc8aRsRoMIIZ1uOT+cECSRJinOO1hqsdQRhTNaNEKalrVZPskkCIS1fvsGVQuCMJgh8lOcxm88xdUGhGzrdlMgPMU5TGdAIOsPtc8c8HO5y5fJNLl+6wWiwQ+ArwOBcjdMlvbRLJxuAUBirqZuS5XLKcjWjbpc0zYqmynF6HbxzFmc0zho86ZDSxwsERgiUlCjlYSxUVXuhY/3a62/yymtvEoYJzpm1IE5SoiQldAZnLPliQSRgZQwqTXAiZWfYpxtHnJye8fiN1/i3P/9zfOxbYf/ydZyKMELQtgZrLVEcECiPJI4p5guklPQH3XPHvDQ1XVmiREFrG6TwMUqhneVsMuHem3d49aXP8PqdN8nLEt8Z/EgRj2KuPbdFlL2D4WCAZF2WqlrNtKg4ezRj/HBFO7AcJLtEWQbU6wyNS8FlXCRds+OH/M/f9Ty/92Mf5NqlLTInCZYVTWnIpMfNdzzP8GAfWdUM5wuuuJR3XxrydHfAf//iS9yZTTEOfi2B8+W//KdTSb95tkj8utdclwaFU4gAgr6PSgOEijFEqF7D1fcbzg4DHr+qMPX6xsVFkO7HbD+zhdAFTV1ACVgQ9uJZseXkhNVixdHjh/hBSF05RlsWzwNokTLFDzxOj09oVYw2iqoVJEmAUD7KV1hTI33J1vaAQBhQhjQOaW1A5CxXDjpMpiXzuSZKLLUzdN+m4tkIow1fxc4gput7RJFCKoiiiFYbjFvXwp0F27bopgIMjXHUpqVpHW1rEa1mtirQVpCGCuEZbGPZSvbZ3d4lzlY08zHFYskyr5kvau4/XtAKde6YrRFMzk4ojk+QriWSgh6Wnd19VqsSh2b3IGHncoew0+dMJTRNSNyUBP4SGbVYX5IrxzTXtBgarVlVGofArdMcrE84Hosq4GQBl9PzZ1+yXspw1MNTgrow3H18yDRf4glBrS1pL0Eqn2axwniCss1xymFaS1VrVmUNVuNLgXSWbJDSFiXWQNVUaNvg+yFN4zDCYp2hbFqiOD53zABKBSjpgZaUZU7WHxAlW5yMlxRlhRCOMFAkvkbokiQQ+MGXsygC6zRGOxotmK9aGuHh+QoRhlgcvuchrcFgqHWF1QqkYH//8rlj/uav+zb6/R2U8KCt0WWDcw2gEdag/BjPEzjb4tUFtloQNQUiVJy1jmVRUpU5wmg8oZDCw9gWh0FJH4NAW4cf+iil1iKxbd9+meM/wN03voSrzzi4vM9yEjCbT0nTjCzrYnVD29bsbg9py5zltMDTDb5tEQ76Scb73/kc08mEey+9hADe8+Gv45l3vpdOr09RlAih2B71iLwAYRzOuXV/lTz/pa+RlpmD1tTUGHyRQd1y6/4X+dUvvM7919/AFw3b13dw4yWyajnY7RKnCaLxuPXGMTI+RWApqgUtDiELqA2u6nLyEA6Hju4zW0gpcKJFEQEXK6V927Wb/J53fBCPgJdfvsted8Bod5d8VhH2M9TBkKWtSBw4X+EbuN5N+a7nnydUAT/z+mu8cny0Lm9/WRS59b3Ul88cvxMI8esF2fpVhRSoVOJtBYg0YK+/xdNbEUn8kJ13tyQi5pWB5fRhgzYeateHA5/TYIHOHepKH98U6FmFbO1FK2lUiwnOKDqjPrOzCfffvMPh/cf4gUC7kve+63mmTvHmm29y5dp12tpiMWSdhDSK8PyAXOWspgvwHZ1ejPIFUS9juSoIo5AbV/cYZDPuuxNkJGlFRPg2T30bYbThqzjYSun4DVkSIHnS1+EspqkJpCJLMnxfkJuaMIg4neecznNMK9mPA3a6iqOm5HjZcmIdnTTmfU+9E1nEuNLSySRt6LGSitD3OdjJ2N3b5Xh+/t6XwbCLcw35YoFna8IsxVhJ3hiqShNmCi9UhFVBGhe82XO8MjnhkufxHmfoj3PEKKBVISvjEK1H3WpaK9fNIl9usARAsTIpt48K0m557pgvH2yzmOUUq5Kt4RaelJi2QRuLH3g4LG1dkaUJdVMxm81JkhjnoCorpBRkaYTEkg4Sas8hjcOzUC40wvj4MqKpCpw0BEFAoANC72LCiKYm6foQBCg/RXgpi8JnXkbkhca5Bt0uKeYTskBxeW9EEDjCShCEAZ6vaNqWyTynrFuEUpi2xvM9ojBAWEtR5LTC4vs+o+E2pjWE6vwZxa3uDq7SmLZA6BJBizM1rW7AObywRqgQnAFdIJoCyhV1VSJdi9KgKwPOoa1juViyXOYEoUevn9HpBPiBJAgChBC07TpTpNT5xT7A5N4bbPdiKlqOTg6ZjCfM4jlPP/U01lmMNYRhwDBLqWdzQikJENTzJUfzFXW5ZNTrMkhiZkdHvPgrn6Fp4MY7nieOUkajIVES4IwmXy7RukUqST5fnT/m1jE3K1I8CBooLA++9CKvvfgiZenoDBMafAprGe50UU5T1ZZRr4fzBY8fTLC+w7iCQAmmkwqhQnYGQ+68fB+Tt+jaUus9Di5npJkmlhGBuNjVej/q4PkRn370mDceH9Jp7pDGIe957jne1Rsyf3TIYrUk0ZLs8g7d558m7ERcOpzyHWHI050h/+TNV/n5O28wLvL1L3Wghfj1aaTfAb58E/fl15RIHF6o8PoRST/lPZeu8qmntgn9hFwfkx+EfOPHYk4nhvHEcVKseFjOOFtock/Rxh5ez2P+ooMTi72gMrp2+Roanx3fIm3DK7/8Iot5jbA+kR9x8ugYXWiyMCUKQxaTM8LQp60qcALbaNq8wFQlCogSRdVUzGYLTCOYe5rlQLPV7VIMGuaVIk4zGt5eOX4jjDZ8FaNuiqxrAt8j8CLqqsU4SdbpYq1DPxEIwg85OVry4LhgVlsSKbh5ZYtvf+9V3pzk/OyrjzmcL5A4FvMx5AKlfFLt4wceYezRkSGttmzv9Olm5xcZV28+y/zkhPHpCQeXdgijkAfHM/KqxNQtpBHz2mL9CldNeau1nKXgh5KTkwVyfIKQHjZJSP0WKT0kAdatS0Dg1uWTJ++9soqzRcPZ9Pxibj6fcnYyReIjho4bl/cJPMdkNiNMEqwFZzWN1jRVhfAlVjs84SER+MG69GYwrHTFsi7RrSGWAZ7ymS9KpKzwIvBjReh7mBqqsjl3zAAYjdM1nge9TpfTZUvZrsgrTdtqPCWpG8FkaVgpi5YlzjiapkEI6A96KE+wKpaEkY8nWzxPoLVGhgmedCRRTNrvEoaSOIzQRtBcIGy3mKOtwZgGmhJsizYNdVWipERojfMaiqKmyJc0bYmlZZWvmBUrVm3D2XROWTdUpeHxozOWyxqhYGe3w8e/8f0kvo+UEoF48qdEXlAYnR4fIdt175AvJXEQUhQ5i+WCMIqQOOq6YdTpcOXmiBCwTUtdlTghKKuSqbQIP2Q6nzCvSowfIeKU69ev0+92cNZgrEEI8JQHnqIqJ+eO+bCSaL2iF3j0Fw23XniZ8f279DsJdTXH+pJ5YxjffYurBwM63YjZaYNKpyzyMXlec+XGZfYP9hFojt66g24MrEBjqYXh1bsnzNo579f79FKPg1GPg0GGf4HD/cpyzNd1Ar7xk9/NN+/v8PrPv8Cn/95/x5cePWTv1qt8sLNL4CluPH3ApQ+9g/ByF6Sl0+/QlC0faQVb3ZQskPyPb97mMC+xGJTTTzpyfidyRgpHwLpPyCBQ4DyEk8RJyvVn38G156/wrks7DFVKGl1GhCWNW2B2K9yzPjURy2bFsl5QakFeePyjX3qRz98aky67LPMVtrxYiTiOhvzqS1/k4LkDLt3Yw+iaydGKo3snnB49wrWGNOpy5cp1gijAUwHOOKqiwRpJuViAbom9gDgI8HxHm2uW0xKzEoi65U61oBr2GE9rjmZLRtuCOHl7kmcjjDZ8FTujLeq5RvkxVdNQaoeSilJbBAIrQHohs1nF4dmSWguCICALIJMVzCd0dMLV3g5tKyjbgvuHh9jW0gQp/mAHz5N0sog0Cam1hnbFwSA9d8zL1lBUDVvDAb3+ECsEYVzheYb+/jZ1YDmuDZNhQKUUZR0y7I9wXshb2xnTQYZylh4h5uQB9cIS+z3a2hL66ymMXz9R1YsTdofbZEnv3DGfTlfEnR5NWXF49IjLe7s8demAne0hR2djZtMFBkijmG6nQ5ymhH5Ia1oCP6TWDatySWtqrG6QgUJZifYkQq0Fh9NgW4EIPJxQ6wbs9mInaOdFOC+k0DnVWLNoAloatNaYtgENzkm6/W1abThbasDRNAajNeNigpQSaw24Al85RoMOUSAwqSb0HaOtHvuXL5MEAacnJ1QN69Gyc2LqFY01tG2FrnKcM1hraJsW5SxlPudwnnPr4Zij8YxVMSOOfPwwJC9KWmOYLpdMZiuW+VqABkFEXeUI6WgqGA4znNVYZ1BSIeW6ufki3H/4ECUl3W7G7vYOkRdyNp0i5Vp0JWGM74cY54iigF4QYJoG0U2wDpqmxQnHqmnQuqUsCvKXv8h0NmX5wQ9w8x3vIIwSkiQmCQLatkFbQVWdX4WOS0VjaiLfcPzaW7z1y7/KpRsHZDsDpk4jQo8d1SVKfLLUI/RChtsK4Qn6wy5p3GLKEukSko7He979DEcPF+TNiu5uh7OTMbJjufHOpzmdzHj95SN2tnO+6UM7XD5/GxqfOX7E1y3H/G/f/366N6/xnufewbAQ/M0f+3/yi5/7AmejK2z1t8i2h3Aypz0+w2FxaUB31EepiN5RRCY+wKX+Dj939wFvHD1mXs6prcH9ThTUhER5Ct8HbS3GAlYiAvBTg3ArTo7v8O9OX+WwC9sH21w62GaQFnhmgrMC6/uMooSn+wesFh0qb58X5JJ8fodou0v8XEhx+/yDEAC/9EufYVHMGV0ZYGzL9qUR3bRHtSh5/eU5i8WSrW1L0BkjpWM+WSGVY1EVZJ0ugS+J4hRrDIUzUCu0SNC2JF+ekAQD8oXh1iTHyojW+tQN5IvZ24pvI4zeJj/5kz/JX/trf407d+5QVRWf//znef/73/+1Dus/Cd3BEJIAIRTz5QwtC6S1SAF4itCPWSwqHh9N8FRLPwnI0oRhGpAb+Nz9Ka3fEkQRB6MeTnTJqzmT2QrrNOgK5zyUFHieh+d56LrmIoMOqzJHxhEy8Hl8NqfWLYGCfuITx5LWc0hZoBZz9mQfKVoIa2T3Ek1nh5nsE5mKoZHMz1a0+SNGYQPWop5cka1dZ4yEgGJ6zFvzBZe2PnbumB8dz4jCnG6W4AceRmskDoXD9yX7+zsc7B0QKp+qqlnlJVVdsZyv6HS7KC8krxpa3eKMI9Ieg96ARVXSakMchjhp1hl1E+D7MUnk08iLndRaF+C8gCRTPH7zDOf5SA+MaTC6wSGwRnxFSAZRuB5d99c+QY02SBTOhNRVhXCaqi7oZIKd3T77lwb0OjFSOZIso1M1nNx+wHxx/oxiU6+otKauS5piinBuPW1mLHlZ8Xg849+9eoc3Die0BopqhdYNYeDR7/XZ3d0l7W4xXmiKarn2LtKGbhaTdfs8fjTmXe98nqpesVzNcEajfIkUF/PQTZJknTFsDWmS0Y2TtQDV6wbYVZ6vMz51SUyL7fVIfB9fKZSShFJQ1po8b6jzEt/3MMWCx6+9iFmNeXD7FlE24ODKFbaGPQ4uXcEon+Xy/KW0WQ5R6BEiuXN0TO05/F7KQlcMr+7RNhX5qqA7DCnrGp17FNMZfiC4cm0PFSqqvObsaMWu3yGIQpqmoTvoM801QWrpjTxwLcXCsliWtK7m4fTsQsLouC74Hz79i1y6doXf/Qd/D4Otbd75TR/hYy+9zKc/8xnGraaD5PRoyp0X3+R6r4vnDHgCGceorS7eVod3CEkn7vPOzj4/03mDf3H3ZY7m0/W54/zhvQ3Www07VyOu3exzenbG6VGOkppsJBleLRHuFs6GtF3BLK5o6gcsjgdkaU0clih8FI4uijq8QbkYMa0mPLN9id1oyHE7I76ZEjfJhSKdLwt29/ZpK4trHZGnmJdjRlsddvd2GI9njOcr2vuPsLrh7GxOmAT0R12a41N6ww7DYY/lfI5rLYnfJQwiKmOQiaTVJdWqZlk0BNkIPwkx2jzxafqt2Qijt8Hp6Sl/+A//YT71qU/xt//23yYMQ5599tmvdVj/yTBOPjEO00gFQRCihMJYi8Yh/ISmXNKh5mA7ABmztbNDP/FR1mFajRTQ8yU7+5fYv3zAYvmAL730OmWZI0SDcwLnPDxPIYzB/oZJiv94jg8fEShFP8uIkgBfP7lTd468XKHDnOuXFdtPdRnsjsiCGFOsWFS3WTUZNohp6oaTsxX90WW2dy7jLxxybBEorF171Hy5VSCfn3B8OuMDHzyfCR6A9BXC85gsFky1oyoNvTTk5rM3+NDXf4gk7SBcyK9+9nOMz8boxlDXDbqsaVRNUa/9OTyrEMLh1Y5+mBGFMQ8Pj9bNv4Em8DzQHsKBlIYoPr/FAAC6wbaWwW4XZdeTWRJBVSxwtSaJE8JA0q5yYt+n1+vQOsuycOhW44xACYXw1+PbbdtQO0O9qLl9/5TLB3sgY1Z5y2Jxyr27b3H46ARrzt/XkC8nNNZS1SXCtFij1wLDWB6cTvncGw8ZNzA8OODs7BTbKFZlS2ss/eG636xpNWW59pryvHU/VJImnJ6c4RrNt37jt9JJtjCNYdHUVGVx4VKapxSPHj/EHlxCWMfeaEAU+Jwt5hR1sTYYdH0Kz2PiKay2hJ4k8n2yLCONU5LYZwuBtJZ5niMl7PUH1LM5d8ZforKCnytLtrf7/N7f9wfYu/Esq/z8wqiuHLFuISiIL+9wOfSJopR8MaXTjTjOZ0yOHuN3Q2qh8DsBqepgy5KTR2eMOn0Gg5BZueTx3QnlomY5W2GMzxc+c4Ruoft129yq7tIbDti6soszc5Yqv9CxFsCX7r7F/+VH/x/M8wXf/c2/i+2tbf7L/9UfxKQpi/mSb3rf+9lVHg/vvUls4aCfYhYVZqZpS4tSmjiJuS4DugisdNwtFkxWK2rd4HD/0eaPv3XUTybP8PBjwTu/fot3fCTh/mHO/plP6Bn6W9Db8vBTRdAJiSJBIBWhp/CUhdCDOCKUPokWUFasmpLeQUviz/F2drj8+YyzszOauKH/TP9CUQ8GA+qqRVeW5ckSZUtoK7q9gIPLO0RRxrRoqNoW02oWVc3uqM/+9ae49+ABj4/OmE4X2FYTRxEulWhZ4zyB9TrkdYUvBGm3j0xSkJI8n6Nb/bbi2wijt8GtW7do25Y/9If+EJ/4xCf+g88rioIkuZiS/s+Bum2hqXDO0LY1Eo+isoxnUwya0UAj9ZxnLwVc2c/QasBw7ylsW9M6hxAeiRdgjCEd9MgGAdFsyOhhj9O2RYoQvASLw1qwxqKeeNucO+a8oBWCQEmS4YAoDGm1w7Ya4wRRv8W/ErPcjljGDf004NLBLlfxUW1JYCveeLDkrZMlafcG2Y0rhJM5k8NjXClxzmHMrzUdesoRhQrdnN8IL8sSVqsVqzzH1uv6+eW9EdeuP81TT1/mwYNHfOnFl7l79x5YSygVnrD0OymtbqjyBV4Y0EsSkjREOYtnNZkXElrJrCzoZAlhGOAJRZGvKJuKIIrOHTNAPwXlGuanx3isbQ1srXFNidGgG40fCHxv7WgsbUsgJcpafOHhhERrg1QOz/dpLQihqEvJm29N8MQtblzdpalq8tWc2eQEnGSYnb9smc/HNDhaZ/BURFFb8rxiuljxuVv3ePn+MQfXr3HlYJvAM1TFct3f1Tga7ZguVuBYm5U2DXVdI6Xg9OQED4lHwEtfepOPfPg9pFGXps6ZriYXXrpU1TXj8ZjBcMig0+Pk5JhVvmC5XGCX0EkzPCH5stRtrWO/30EoR7FYkc9X9LpdBt2UKPDRh4esVjmrvGCaFwjfJ4piTL5g0sx5+QufgWjAycnpuWNWbcHZm4/pX+qR+n26nW1UkbM16qFpOakqhr2E0tYMOiHJwGGXEhkGkBsC1dLr+GTdlNXMIIMMb+eAN16dc+/zY5YLTTPJObge0tst8OOWyG8ZXLl6oWMtrKVW8MrhIf/tj/8EYlbwHd/1X/L0O2/wX23/b2inOfudFLNa8apuyedTvJ0OKuwgZIiw0E7GVLZE9kL6+wOe9wK+4XTK7aNHPFpOsO7XCmpPTLIv6Hkkft3/jjDx2L6usJ0xyk7Zu5oSeZDF0El9pPKRUqE8H191yKKQRLYMPM1QhWTKA/o8mvRpwggznGBswfFpRW1KwiRgYWp0en6zVYBHRw9BW9LkKrMHLU4X+EnAYKvDYJiwmOZ4tMwXS4QMONi/TOMMd+4+RClJEmRIa4mjdbvH4fKQrBuyvbWL3+vSLhTdfkrW76J1Q1MsOTo8ZjxevK34NsLot+D7v//7+bt/9+8C8L3f+7187/d+L5/4xCe4fv06//Af/kNeeOEFfuAHfoAXXniBd7/73bzwwgtMJhP+wl/4C/z0T/80p6enXL58me/7vu/jL/2lv0QY/ppx2mw24wd+4Af4R//oH9E0DZ/4xCf4m3/zb/L000/zl//yX+av/JW/8jV5zypQWC3RrVsbrVnFo5MZhydTwlBgy4KOq3nqmW2ee+cOxyvF1pUbREmHtloQeoCBslhhhaa2Sypj6Y62kUqhjcM4tZ6qEQZfqXXPhzz/VeR97/kIOEcUx0RRQOhHKE/iCcuqalj23qJzqcV2BY3SNH7FmVjQhCmjUUJjCiJfciVKyes5d48fseOFeNsRag5Ii8ViBbRtg5IeO1t9Ht+7fe6Y67qmqioEkCQRoVLkecHnPvur3H3rDqfjU1bLkr39XXqdlLYsKMsSKQRFWSKUxQlBmCSESUIvS0mkxDaa9OZ13ngsaaQlzxvS4MulywB7QYPHy1e2WKyeiKwkoK4sgYrpd7uUZU25qlguG4Jun0obqpM5w35C5Eta7WGspjWGRtv1aggLDoc2lrYVvPT6I27feUgn8bi026PTifGEx/7W+esk1fSM0gmaLKYqDA8OTxnPc8rGcHc8p9KG8dkp+fwUhaNZrfAB6yBfFSRpQrfbRSiP6XRGVVZ4cn1hK5uWN+895Gd+7ufZ3ely9fKINBlQNC1FtbzQsZ7NZlhrmc/n9LIOxjrCMGTQ7zKdL1FSkmYZfpxQO5iXJVkUEAYeoafwceT5inmeI4QiiVN8P2A8mzItcrwgoKkr+llMvxOxOnvEZ174Rd46nJ075i1/xf2Tx9R+Qeo1hAu4fHkbL9Msy5L9rANBykrnpP2Afj9miUbGCd3rMRiJMAaJptf1mZy2nBwv0bOWq8MRj/WMKJD0ugGXtlIao1FZB1Gfv0cR1m7MGEDAG0fH/Lf/4p9xmC/41g9/He947n3sXL2CVxUY33LlA+9geestXNYlCARWg3QSpR3NbM7qbEXcVewGCR/cO+DFsxus7pTMnrjbC/fESvHCyaNfE0VOGFQkaOWCptJsRSmjQYYvFXglKmgIPY/A8/FERKI6bEcJfW/JULYM5QjlBtybdiiOt9i5eUbZvI6QIx6eLng8qSiVw4t9iuZin+vRVo/8bApFzkIvibMEUQt005ClHsaVZAnMljWVNqSqQ7HImc0nDLopTluyJCQMQlZVw2w25/GjBeOdKe96z7tpU0EeKIxbsTuMSEZdvNAw2Bu9rfg2wui34C/+xb/IRz7yEf7Un/pT/OAP/iDf+q3fSrfb5Yd+6Idomobv/u7v5o//8T/On/2zfxatNVVV8a3f+q3cvn2bv/pX/yrvfe97+cVf/EX+xt/4G3zhC1/gn/7Tfwqs+1W+67u+i89+9rP8lb/yV/jgBz/ICy+8wKc+9amv8TsG3wPnSZyxa4GTF5yenIA1KKNolhWDSyOGl5+jEILGVoTdEaPLTyPMCmHmtG1JXGS0dYNRHvFuyOgy5NNT7rzyCpN5hbUCIQTC82l1g3y7e39+Ez7yoa8HWBsJIhBC4iRIZZmVS6R/StZfYhJFN8mIwojUC0g8iR+UFPUcmUDa9zh57SGPZha99wxe7BE0K0p8jG3AGYqyJPQDwhBOjh6cO+Z11kHieR7CWsIwYndri8PHx5RFhRdKrl+/Spp21ie3TowQgqZp0K2m3+/RtJbFquTw0Qz/Sso7nr9M5GlEEJO7llfuvIV1FhEKtDaoIEB6FyvvXN7vMZ0rFisP3VRUbQNeh8HeAZ0qZ3624Gxa0DqFlR6rKicoasIowDqHH3ggoGrXDanOOeqqpqlrrNX4fsRsuaDIDXvbHa5c2SOQiuuXb5w75mq2YInHtNE8OJ7w6u371Ph0eiOsVKRphDWGRVFRLBeEYchwOGS2zGmahjiJQQiElGitKYuSwJNkvZST5Zh5nvP5V15h7193+O5PfhPD4YBhNsLoi91Z+2GIy5dUVY01hjBO6KQpYRTx6ltv0e122dreQhtN4ClG/R4q9PE6HUbDPoESTMYzjh4ek68KsqxLmgRkaUZlwVmHdI66qWgbH50vmExfxPhv7wLym7GdNpRhQDWeEQ40QampZ5KTcU2kInZdh+WqxPMUHeuxF4w48SqmqynxjkfoJ8wOF1RFTrVc8vIXx5yd+Oz2d7mxrRiNPG583YCn3jdif2/EvAhZthFddTFh9BUcGAS3Dg/58X/+z3ntzTf54Lte4wPv/RDPbG+xE3t0hUX2YkwAIvaRtUY3GhEq/G6KWrSszubklaGazng6GXLY3+VLpw+pnYEnZqzuyetdjCc7CIUjG3iYoCBwkh23R+ewTydWpJcn2GSOZ0OysE+sunT8lH6g6PgBkUpQ8mmK+gazaUPQe4w/fEgB2HrE7Qevc7bIEakkDDya9vyZcoBRJ6XjHIMsoJaGsD/EtC0PHjwkL3OCboJwlivRDpWWLFYFSSoZRT0w6zJfEkcc7GbEscGUkuXccO/+GJk9IMsUfuKwTpHuHuBrw6Wkh/TentfVRhj9Fjz99NM8//y6j+TmzZt89KMf/crP2rblL/2lv8Qf+2N/7CuP/Z2/83d48cUX+amf+in+wB/4AwB88pOfJMsy/syf+TP87M/+LJ/85Cf5F//iX/DpT3+aH/mRH+FP/Ik/8ZXnBUHAn/tzf+538B1+NU25QhTz9W4pDE5YllVNFCREyqOfpTz93vcRbT3NG6+9SBYqdK7RxmfrynsRssLUC8rZjHq1wiJJogFxtkdbnDGeHnM6vwPKw1hHaVqsAy5wESmLOc59WRgB4kkvtzCc5mPq0RJfaSSS2MtIvA6ZF9IJFZ4/QzoPXUdEUiL9Bq0b4thRGjhua0pnMbbBOou1FiUkwlrcBbIvVVUThgG+51HmOVIJ9vcP0GW9XqorwGGZzyeYxhAoie95zGYzcA7fC8niLp7qUNSK/Us7XHvmKp50PD6eMZ3m6FbQ63cZDDPGp1PqqkFcsO9l2I2IA0EnFkSqpW7OOCtbgs4uO9sdEk+xKipW1RLp+zjbUtcKY2FZVARRSBAopC+oa01br/2BpAAnHG3b4FDU2nJylvO+92Zc2h4yHAzPHfOqbjlpWt54eMzdozOKukWFkuOjI4qiRGtNURRkaYQfRQy3t4iiGKcm66b3oiSOY4RUeL5HkiR0el2EckipGAwGVHnJS6/c5pnLl/jQ80+RDQdUcedCx7qT9ciXc+q6ZrZcMOz26CYpcRSThDF1XTOdTtFtS+ArIiXx1YBOp8uzN2/g+x6z2QqlAr74pVc5nU1oTEYcRyRBTGssddsgfYVUirbUJBiEf34bCikbhFbMVzVm20MmksliwqTSBHpBagKmTUUTOmoTMxlb8tIS9wWrsmJyWiEahUSCr1ExZN0Oo45kdF3g7WwTPrODDrocrzoYT9FLfC5f1NL938MiOFwt+Vdf+iIv3r3PCy9+iY/deIpP7F/lepzhd1IYZrg0RgUGuyxxdQmyJQwDXNkg25bidIa3Krg52GPcFDyYnmFwv+ZA/9sgjBDr3YOXLvW5suO4vme490sFv/hzFTeeCfmO/8U2T+0/jWhSMjUipIPvx3gSAitQYkArr2L9SyRbDxHRyxT+BMeQk7HmzuEZBk3Q+thFi9UX3JVW1Wz1ewz6AYXncZpXTI+PCWRFlET4kU9drPC8kOVswtl0yqg/op+GGAv9QcagmzLsxyQxlEWPWvscjjUPT2b0C+gkKaIJeDRuGSUZmb/ez/Z22AijC/L7ft/v+w3//tf/+l+Tpim///f//t/w+Pd///fzZ/7Mn+Ff/at/xSc/+Ul+4Rd+AYA/+Af/4G943vd93/d9zYWRBHRdghB4wmG1pdIQhB5RoLj5/A3e8XUfYTkuaWZLBte3Qdc47RCqiwgGWBtDFFKsBA8e3mN7J2Rrv0fllXgdQTQSGMC2Bts2aFPQ1ucfSyuK1XqfmFyP1gvhnmz9EYynE0RQk6kQGTjatqa1kta3aEI8QrrhJRKvS9XUeIllcqSpqgLPi1lpqKsViTQIXyGcQEqF53lwoV1Ya0tcXygqJ6iKmsViRRomaKuplwVhqNjf36Lf6ZBFXcDj8aNH1FVBGMYEUZco6XPzXZLtvR54ilffvMdnPvcljk8mhH6I73nUdYNxjqquadqLeZB4nk+/F5HEEWkcsqo0ywctoSdQ0jAcpOyOEtR0StrJOGsVAodQCicEeVFiI58kiVAyoK1rGp7s0jOWomrBgpKSo9MVjx5O2O0PmIzP31w7c443zqa89PCY2kC/P6AqS5q6RqDIV0tWq5woCkm6MV74ZKltktC0BvNkItH3FGmSEiifOApxwqKURAqPwd42dV1z69Ex+/tbPD0Y0U36FzrWiPXnrKprHh8eEnkBOoyoqAgDn2WRU1c1nSRBKElRt8RVw2S+IF/l7GyP2Br0aXZ3mY4XzKsK4wyH4wlVo4mzDquqZC/tsrMzpCMVVb5kqc+/0LmUDiUijEuZVh5FZQhsTa/fYbUqcL7ELhw1FUkw4PbtI4JE8cHnr5EEikcnBYqATjwkySy7ByULZRh1NaPeHnZnxKKbYOIho2wfpUq2dc7Vs4s1X/963JP/AAqjeTAZczpb8PD+A+qn38d3f+jjPP38c0RPX0YKA/McVU+xSmFshY9C+hFGGUZRTPXoIaPdAV935SnSKGClG/KiYFbmNBdcNPxlhIRRFvGeKxE3r9c0rwd8RreYeER/8F5G2XWk3sIWIdQGq0JaP8ISoFyCaWJOpjMq9ZAmGbNEMCThdDJmzgq/A6Z06AqC6GIDHMIpHALle5Rlwysv38GzLc8+tctoq48eV0QSFssVb929zyovaJct1XxFmPr0hh0cESfjMdP5igdHUyobcnD1MoVr0MWct+6c4Scps+lt3vfsc7jMUK3e3mTrRhhdgCRZ9x38esbjMXt7e0+mun6NnZ0dPM9jPB5/5Xme5zEc/sa74N3d3f+0Qb8N1mZ8Bi+MQCikbdjuxPR7ITeujnjfxz/C1vUbHN39BfZ2Ouxev0G8c0AQRazmC/KqYjk9ps4XlNWSs8kRrZ2xtTtCt0uEbUliTeMKbGAQWKTfYufnz2Q4Z76yzkAIAUKgnKW2cLZcgleglx47XZ/ac2hlUF6Lkx5WKoTXJfSGxFGOdGNOzs64my64upfSOkMpfIKtPpkNaM4WICyet97Zfl6COMDULaU2OCOoa8NyVaCET5TEWAxV1WJ0zdbWPv1sRFlY0vgposhntaporE+Q9bDOMJ0s+eydN3n51uscHh2jlCJUUFfNegGrdAghCIOLrU44Gq8Y9HsEXkySKeLolFgUJLaiyguqvKE/6BGEijDJEAhWeUVt1tkVnKBuDLiKKAqJ44C2qWhaTdsYjFm79jrnqNc7W9Ftw4PH988d891Vye2zGaezHIQkCCKkFHS7PcqyxVpHp9tjb/8SZbVivsxBrB26e4MBvu+td7opSRQGdNKYoiyIwpAojBiPp+xtd2hjxcliyUtvPSDr9znY37vQsbYOgsCnbhqqsqKoKvKmIfU8RoMecRRQ1C1RFGGfrCEZTyfkqwWL2YxuLyPyA3az/ro/zlqSNKMcn3G2mJMqhbCGTppStIYkDegMB3Ts25ve+c2YqvV+s6qQPH7QkOHY9gRxx7JwLdIL6GYhdtlQLBquXtll+1LAwW6HrtelJyPuP1xR5qfsXB7x3nd5rPYUxoTUaQezvU3W67Hf2+NyvEVbnBBMDZG9WN/LV+Hsesm8WO/Gq5zmpK15tVzy4Szl5rWbePvbQEHrTuBsifJCXJiCcLjG4AWSOA3wpKVj4FJnxHu//gbR/i53bt3hn3z209xfnF0wUANYrIXVrCZzO+xEPt/2DZfYifuEgyGJ2qU42ycOrzIbl9T5jDgJCNMMoyzz6pQ7j25z/+QeV64KvGxF5RlkKZhNCprEkAifYgLGfXkS7vw0DehYsKxqJpMFJw9P2N8ZMB1P0XpFlnXpbnVZNSlH02s8eOsYVzlmkyV+6xF1Qsq64c7hGXcfnVG1lsEoJsoU9UoyWzTkriJuJMtJw346INoK8N5mp/tGGF2Af1/8AIxGI375l3/5id/Nr/385OQErTVbW1tfeZ7Wmslk8hvE0dHR0X/6wH8LJIJ5XiO0TxR6OE9xsJWhneSZ930DN973LVjlUedLdi9fYuvZ97E0Hg8eP6Jq7jI9O2U5PkHYmt6ww/52hhcHmFbjW4Wsa9qTE9qmxAiH8D2CJCDeO/+0VBRFXxlqE0IihMQXhmXTMteWduF48GhFr9ch6KzFgVIRRigqYWibBco6Oiogs+sSz8NZTpDkWDwKf4h46lk6uyeMX/hlhDNc9OQgQoOuNdasp7SsdEznC9I0o592sa4mX85ZzCPqxlI2JYvlioODS4x2tnn0+BRDRKlbXvzCK9x96z6Hx49oTIkXgNUtDoXWlqKoUL4iikKy7GJbyF95/S5xFBEFPv1Bh8WyQLkWmiVgqZqWOEzp9Hss84pCW1onaLV+IswinDEY3VI3LZ4n6fVTdNtSCwu+o9UNylMMOgmX9rcwpuLR8fn7uW4dTTg+m+G0I+mETKdTrly5TOCHVPWcMPLZ399HCMlyVdHvd9b78ZRgOBrQtg1FnpMlEVpXOCsoyyVR5HGwv8Xe7ojt7S5nZ1PqouL2vYcMeylbo/MtGP4yVig83ydJEnSrmc3WHkyX9ve5ur/L8ekJj0/urY9dU6Pret0b6Cy3Xn8D4SnCKOS5G89wNptwOh7T7/Wp2prZcsnJfPFkmtEwX6wYpCFxGNLrZPxX54x5ITUTXWBLgUh8rG9ASRb5HBdIFlXJHhGXsmu0SY/hfsbulYRht0vkEjo7McvFIaVq8X0oGo+ZV1MkXbztXXpbW1zqbHEQ9umrEOtS2pm68F6638j6d0knUG5dlhdC0O/3EVnEZ2+/xs6dd/KBgyHBMMCWPpVnSDyHH0dYH4SSeM7inSiGnYxMCtR4xsG1a3z0G/8LXuu+xEt33+T+7OLCyFmLBW69MuOf/ncZD57L8M2U2USiH7S0eYf9fs7l3Zxet8+rx8fcfvE1rNfi0imPqju8ePoGo0GXveApbL0gUB51HfJoXFIUhsZYZGxIU59qcbEsl2k1zjoaDbrSxE6Chvm0oFg1oI5JOxm9rW1uXD0gkhFNWbHIpxjfcPXaHr3ugFnhKO5Oubx/iYP9EQ8Pj5hMcw4fHxKFIWGlsUZxOl9x0BsgzNuLeyOMfpv5tm/7Nn7qp36Kf/yP/zHf8z3f85XH/97f+3tf+TnAJz7xCX7oh36In/zJn+RP/sk/+ZXn/cRP/MTvbMC/CbbV4CzOrVcoCAxbo4Sd68/z3m/6djrb1zi68yrW1DRGsFoteOOtR9x5/VWsrsHVJKGkqmuKskd39F4ODt5NEu9QTg5pS8tiskK3mqZ1lLSozHDtuYukZ+Vv+LtwEiMNuWvRQYD2e9x9uGSr7xhutQRdixcLWq+lrRcEytIVFUnTIWpqVBCy1PDgZIxcOrQvKQrDdmBJehHk6+zWbyaO3y5eIGl9hTPQ6BYlLfPlkl1jWK1WSOHIsgylYmazEqV8nnrqOknWY9W0zJuGyXTC3fv3ePHFVzg7nWJtS28QE0URRVkiBWhtUcqjbluCOKG9gB8QwOR0ihOs7Rg6KU5ovFBR1CuEHxCFCmfWr+37EisUeVWhG01jDH4oiOIIbEDVVpR5QScO6STp+vPQtigvJFQezz91wKgTc3j0iEenx+eOeVnXtFVDv79Ff9hlMpkQxwnWWlpds7U14MqVA16/9QZFmXPp8g69XoeyXDGfnVHXNaZp8WyLLxy+79M/2GUw6NLpZERRhLYt08mc8WJOXsDDxz0ePbzPOy9wrL0goikUaZbijKWuaibzGdt7O6RZB3N8xOl4TF4U6LYhVB6+lLRtS6Mk3SSjXBb8yhe+QNU0tG3Dw8NjUAJn175SxmjOzsb04oDs0j6PD0+oL2BMWQSW2Siid9yytxNjvJpiapkfr+g9PcLzPHybEek9dkbXccLh6yHl1KeoHVtbA25eTzF2l4ePbvPmw2OmoQ+jjO1hj0FnwF4woicDlOeQNgI/xF3UG+HX8eU+RfGVfwlwkrquOVvN+ddf/LfMZYvuW97/oZtEw4hir8dyOicsK1TkE2wNkaYl8kP2ugNUKJienPDwjbs8fv0By+kCay7WnL9m/X12Dk4ONf/sp0/4dHqIdLdp2ogwznjmmfskgeLZG5f55Kd+F21Y8fnjF7hVv8Zgz+LEkkdyxd7oecKsxglH0GTcmzS8fjqhrCytdESxIE0lwl2sT1GbhqaqUEGA0JYsCtB1SxbF6EqzKAru3T0lyY7JOh1C3ycaKOJBBmpdspdKkHW67OzsEniSusg5fvSYvG6xzmCso201h8enPHX9Ou7qCN1ueoy+JvyRP/JH+Ft/62/xR//oH+Xu3bu85z3v4dOf/jQ/+IM/yHd8x3fw7d/+7QB86lOf4hu+4Rv4gR/4ARaLBR/60Id44YUXviKg5AVG1y+KNjWeWG9pFrpB4Oh2h3z0mz7OYGvI4YMHHN2/Q10XnB1PkFHE6f1jlod3iSKPTidCWijyBZUxHB+ekfUWTE4rXL2iImPSries/NjHlwFlW9Lo89+FOOd+rRFagBUO4QSrukT7IKIeJ6cVd+9o2qYkqxRpR0BoMRRY6db9SGdLxocT0BnSOmTbsBhP8KTGqpq5O0O2BVZkaGNQ3vm/Qrq0SCNo2nq90dzzqNuGvMhJ4whjLEns4SnF0fEEYwzPXH2ah4+O+HcvvcTjszGTyZyiWLIoVhRtiZKCptakacTu7og8r1nMCoSQKC9AG8sqP7+DNEASKoSUVK1DCocVEqEceZHjh4YwSqlNg7OCvGopqpKq1ngoAiVREqLIx/ND9NySFwXLtkRJRRgFVFrjCTjY6fGed15jtVpy+8Ep0ws4X/tBQBIldLod4iRhYC3L5RLlKZR0dHspfiDpD7vsHuxy5eoBcRSQxgHFKifPc2zbEgcBnTjE8zyyLMbz1yfkxXRKpWuKYh3jcDjESsXk7ORCx/r6jae483pBmZ+RxBFJFDGZTsmLnDcfPODu4TFt01KJtW2gFmunLeV7PHX5Eh9+zzvpZgkvfP4lXrtzD6MFUkkaY7DGEvg+BD5ZlvBtH3svl7dGrJzP4eICK0GU5XA7YJQ4epnk4XyJXgXkK0FXQ9INGMR7hMUOWscIL6EqhoR+TByERJFPkkgePZ5xNm2wWRfZCxFZyChN2Y/6dGWGh0W4CikVwgtpfxubr4UT+M6hhaNVrEvz1rJYLbgtLK3VnP7qv+Hh4og/9Oh/xrd92zfRfWaX6ckxxdmcKFmLbq1bfA+effopst0+d2+/zgtv3Ofv/dN/yMpW3J2esV4pcF5+3bJYp7AGZvOc+cIgcDixRIopx/Njgk7ES6dv8WZ5n+/63R/gAx/rcHbm1oMkswiqAk/XWFnhhKRdSH713iEPyAk74dpNnYaqbhH+xa5Ped0Q+R5WaKqiXF9rJBitEVYQq5RlnTPPZ9SLitF2n2QQU7WWMMyoy5rD5SOsDhkNOsymE86mpxRNixOC6zeeYjyes5zPafMZNCvyIqfjbZyvvyZEUcTP/dzP8ef//J/nh3/4hzk9PeXSpUv86T/9p/nLf/kvf+V5Ukr+yT/5J/zAD/wA//V//V/TNA3f8A3fwN//+3+fj370o/T7/a/Ze3DOYE2Db2OsabHSEUQxr730MqfjCs+LyCdnSOEhLNi6IvYFSaBQGDAtVaORDkxV8/CNWyxPZutFlQqWxQoxSHBRgxcqAiQ9k3H12s65Y/ZkjBNufZcnBEJYnILaOAg8nO+xHAtu31qhbMglZ/HritA3RBKUtZTNkuPHS1YThx9s000zdn3BsnhMaQ55LFbMmpp9ERL6itYKnD3/CWIxKfCc/A3TeMYaTidj0jgjiwOiOKQ/GtAax2ye8/DRMcuq5a237vPw9ITFIsfYZj32H0jiIAIhmU4XhNGIrJNSlA1OOqR0GPNrO9/OS+Q7rFz3cknPYoWibdbj9khJqx3zZYNQPpN5wXJRIqwiigL8UDHY6uEEFLVBSYlEkucVYWRQvsATkkA6nr2xRxILbt+b8OajMb0LmKcKIUiiEOV7WATaWI6Pj/F9j62tPoHvsbMz4tr1q3i+j3WGoljS62Z4ODCaRgDO4CmPMPDwvbU31GSxYrXKaZymbpp19k95tNoxmb49Q7n/EE899RRVseKVl06hagmVpdvtkBc5d4uC8XTGeg9d82T/nMUPfK4fXOIdzz7Dpb0trlzaZVFVzIqS0/GE7d09qrqm1ZqdrSF+4JHFEXuXrlFbhx/1ee5S/9wxnznH6UDS2etABcXcp17UDHoxW8OUMPXwwy57ly4xr3wmy5rT+YSbTz1DlHiUTFDlA956/fM8nObYp3fQiUc3TNlVHXZkhpIhxlV4RoMDa0D/tmRfnvAkZTTIMrppynQ2RUhIfElZ5YjAZzGb8kv/9t8i5jPS0PLNv+fb6L1rh+p0DtqQL2ps5RhcvgR+TGeQUc1OCe/dZ9JOwHM8d2mXpf7tahp/ci5yDuc8nLCAQyrJcC+jf3OblQ+3ygcczwI+9sEDmsHXM5n4TObHVNkR21kMNDRaMTlpeONkRuWBqDVtBVVtwRp6nYuJ0AaJdpJIBSyWBcuiYGtvH+0aFBJfhXSSPto0ZFlEW1WcHRe4JCRMA7Kku+5VNAHHJ3O2d3eZ3l4Sxgn9fpfdvcuMz2ZMT464vD3g8lbK8eljJubtCf6NMHobfMu3fMtX1a9/7Md+jB/7sR/7TZ8/HA75kR/5EX7kR37k/+/vHQwG/OiP/ig/+qM/+pXHfvzHfxyAD3/4wxcL+gI4B54UhGp99+m8ENtq3nzp85zev8+VqzcAx/b2HrFnqHRD09R4SmGMpq5bpFLEQURrHK7KWTT3cRYKXdH4NcleS5UuKdDoUnIlvcSly+dvVDWAfWKcJuT6FNFaqB2k/S0IJHK+wC49XvvcmKN7C65f6bPXS+ilAQ6BLhv0TKFcQJx0yTo99GRKO82prKUqK3biLr39ywziLiAutAvLNBY/CkAofLk2OmxazWw+59A75srBPlZ0iDs9Lo9G/OpnP8Nbjx5y8+ZN3v2OZ6maFqvB8/ssVyswmjRNkFIwn1U8fjwm7STEWUwnUEzmM9rSIdTFvva+79EYQxB6tNZi7Xq32/ZoSGssp5MVk3GDIcDik0YKXwjiwCOIAzpJSFFXYBtCJUgDH6E1Qhl8X9FPA/a2+0ihefX1N3lwOKGoLM/eOP9ggikqdFtxdPgQLTzqqgFjcTisUfT6fVpdMX98glI+ge8j5LqWIhR4HlgtEMInjGPCMET54ElHlIZYT9KuCozLWRU54+kCJRSTo4tl5z720Q+TdmKapubu7VtMVnMO9rYYDYesVjlZllHX9brUZ8w686jW+wfjyGexyvn8K7d4894jpvMljXYY64iThGEcMxz08H2JMY7bj8947umb+FGPOD1/H9pMS8quxF7p0B1btrrbvDV5SJqFpFHCYllRCkmyFdJWJVVc4vsBNjpiKlqKxTH+yTH1dEErHE3so5KEXtBh4CUkBE+mmjS4BmtaXLsepPjtwgkwUvLU5Wt8z8e/mZO7bzE/O8O0jtdOHjN2hrlpWZY5v/rG6/zqq1/gg7/7XWxd7pP3NPnDJWH/AL/bo9sNOLt/j8V8wihN+MZnn6HpJHRixUop/ubPnz879xsXTP56YejWJ3IHSsHWqMPW5YjDcMVwtIfrQ5w0PCVu0uYR7XCHp5pLbCVzYllyNi75t2+ccf+opK1bdFlhjIe1hihRay+yiyB8ytaQKB8XhKi4gwtTrJE0ZYHVDhvE4HwIIxQeZbtkZ2eX3YNLZFHEZDKlbg3KD1jlFVGQIK2kWuU8uPMmps557umrPH/jGu96xzN4geDWl77wtsLbCKOvIf/gH/wDHj16xHve8x6klPy7f/fv+OEf/mG++Zu/mY9//ONfs7gEAVEQIYQmiWOitE+jG1LVopoJ1SRA+hHZ9jbpcAvPGHpGMTmbYky7Xgnhiyc71hxV23J0NmM6byhMQeeyZeeaj/YEi1lJ3XikBz2MOb/IqNtqPZGGQEiBlJLCWXLtCJIexhq2ewc8vdvlwZ3bvPbyKzy4M2bUT+hnCaGnkNpStJp554Bsv0diFWeHZyxOphgB8WjElaevcvnydaJWIJxDXkBkpGmG7/votgUEdVuTpilhEDBfzqhvr6iaA65cu4oTCqTH6WTK087x7M1nCJIOr7/5FvcePKIu1x5FvlfBk2k2ITRFXXPp6i5121CUNQIfoy+2RFb6EXW9RDpJEEVkYUgYRiA9VkVFURnC0FFUAt/38USFL1v6/YhOt0PdtijhSCOfURpjejFFVSBDH+EMHpqt4YDDo2MmJxNOTxdkWUavc35PoF4SMzk65XQ8pTvaQyJQgcf2zjZ+6FNWFcfHx3hK0O9HxEmMlOtVMGiDrRvUVyq1FqMbNA6nHN1eB7cqmS1KnFMoGXJyMiUNQrjAdBfABz7wPFvbfba6A37mZ36GW6+9iDaOLOuilEcQRqRpynQ6ZjabobVB65blaoWzFj8IefHlu7z54DF51WCRjMdTAl/Ru3adXrdPmiQYB8pTHFy+Bs7HeefPCEyth+yGHO04yqUmbRzZqMNJVbN65QjfhaQ3Jsyqu4xXY0oZ0Uk75J5hjuDeyUN49TZDowmyiFpKYs8nDTxAo60llBZnK7SpkaYBrS/0Xfz3EQg8KzDWMtoZ8rHdPfyTObOq4Zfvvclnx4d87ugeDRrjDJ4PnqyxJme8mjK5d8Z+5xKDK3u4+QlKgcxCQpfx/ihitpqhmhKSPu/fO/htivo3zwS3Tcv9N09ZhTmDT/TZeXYXHXu0NiJ2MdO8pvBSUpsQtAmzyRG3753y+uEh02VB26ztM4TV4BymFlzQ0H19LrKK4uSUwklE3MX4MSpYl9irSpMv56SdLkGvQxgqhqGlv92lahoe3HvI40enHE0WnI5X6NaghMDqBtNWYC0H+/u8/93vIhDramXWjdk/eHs33xth9DWk0+nwEz/xE/z1v/7XyfOc/f19vv/7v5+//tf/+tc0Lt9TlFqjVAxeiMagpCVMEoIgW/vnhB6r1Zytg8ukSYeeiHhaBZw+usvRo/u0TYXv+UgpmE2n3L83ptCKZBjQ6fZQViPHCelUstvvcdC/zN03zr+fyQkPicWTCucsoMibknlRUU/nYC2J9Wk1NMbhXEReO6qp48HpHGkdOIP2BINnr3MQpkjTsipLbBJicYRpxGB3iBdJUj8kDiLUBcwSpVhvoNfG4Pv+k7u7tdGedZpal5yOz/jc519kd3cHbRxNVfLGnXtsbW+Tpilpul7Caq1DCslika8NEq0hTWKkE8wXS5q2wRqF1s36TvsCxFmH8SKnLCou94YMBz3iJOFsPMXqln43BqkYz1raVtPWOWHg8P0AnI8SEqsrqlWB8DxCT5DFDivdetXKsEPVtMxXNbOFQ1ifnW5K/TbN2X4z0iig20mYnE2oZjO0FHQHfXb2t0iSiCQO2d7dQjiNbpuvOFzXxdrc0WqDdGCtpmkqcA4dSDq9jG63S1Gvl+l6AmLf4/jolAe2YTg4/343gCwMeeb6JS7v7DIc9vmlT+9x+9bLVHVLp9vF9yuKVcloNCJOYqaTGXGckSQdXr/zAKcNWEtelDgscRQRBiE3n7rOBz7wAdJOh+l0ymi4TZpldHoDqqYliuNzx7zCoxNFzHcdb64E0VGFaBy5spjTmkRYuD6lJaNhRRvATDnmzjKzMae2ZRhpup0QV2lMbZAdSV0XHFdHDLf7BCpAmAqpW8DizPrC+NuFc+CFIde29wnzhkY0TG3Oq/MTuld2+ZZnb3DvZ2dMFnOujUY8t7tL0JTcfeMBv/j5lynutnzDsx9iGAvcg2O6cUDQ6XB6awLFgmIxXq/4cStWy4tlFX8rjLHMpzXeFHa8GK2mzM0OeZEhdUhVrZhVhk68xTwveONxyWnrUSuNliUyClBCImlp67X3XDm7WNnSBjHTckE+noHwwYWovCaMPMIwIwkFBAFaN9x7dEQ3C7hxY4/Tx6e89KVXOH50QlHUGCcoa0OaZbhG0+Y5Uezxznc9y7PPPEWWdslXJY8OjynalO2d/bcV30YYfQ35zu/8Tr7zO7/zax3GV7EzkrRnE2rTpyglNDme79PJBgg8mrrCEwmLxYpXyl8l7fWYTufr3VFO4PsRVb5iMpnhnAajuXltlyDpQghCNjSHK+QyZjvIeP+N59jv7/HSZ3/13DEXZYE2mgpLrhsaK3g8X3DWFLimwheOe3XF3dkCvVxg3NrkUFiJc5IKgQhCwuEAsh6zvEBmAfFol44W4BzD4ZAHh4cceF22sx5eGK19ec5JWVWE4Xp8XglF4da9Bp6niLI+VtfUuuXOvTu89eA+1lhM2/D48IQsSzHW4QURnSwjLwqccaRpRlXV1GUNzmKFJl8WtFaTpAOSNKJtL3Yifs/7P0DSv8vdW2/QjSKSMCYvaqpKg4VQ+STKYKIaYtB1QBQIotAhVYWTCuuVNLKkriX5yiGVozItcZRhrOD0dMbdeydkCp57Zpsw8Tg5O79wHva7DHoDru9e5ktvvMW8KkmzmMVqTtqLiLtrUeB7gsV8zGq5pMgLysVyXSJrNKZt0KbCWkMYhiRJB9/zMNqgjSEKJDtbHVahwhOGxWJ5ocXIAFbXSOHY2enziW/+KM8+c4WXX/win/nsZxAC5tMZYbjED0KUjCjzlt3dA97x3E0e379LU1c8c2WfRnh4vkIKyXC0w/Wr1xhubyOUT1E2XL52DWMMw+1tzsZjer3ubx3cfwBFRIaP7GoeXA94tjxg+GCGGJ8SG0OYSK4c7LLVv0SUGk69nGNyVrZggcDtdCnnPU7PHPPxgjab42cJRrdYP8OYBmMLPNHiCYFzAovAvM3N6b8VT2a8cEKQCsUo6fFLr7/IP//iL3O6WvIt3/BNfPsH3s/lFz/H8ckp775yjZujIeWbJ/x//4d/w4/9y1/g2s5NPhB7lLMFfhLi6Zbi6CFuPuPR8SlnyyWJttzSBS8en3/a8u2+I+canBHYJqdYjcm9bcbTiEh4VHlDpSse1jWn45eI+4IKiVYSIyzSs3iRwPMgdgHV0nLRtiiv26PWFUL5PLp3iK9irLVs7+0SBNmTjKeH1ZrVouTs8SPu3rpFU9VI4RETEYaKOElRXkC33yMUPtWqoLfd4frNy8RxSFFoirJG1hYPgd++PcmzEUYbvoqrVwI6zufO44KzsUO7gDSVFHKOsTlFrjiuPVZ5hfRbdnYGGCM5mS3XbrpRyGA4osxXGNvS7/WJwwBjwCpF2Rp07hG3gqevbXP10i7HJ1PGJ+f/tj379HOM24JbZ485nBfUxnKmC6QU6zq21qSDITu7l+gYaJ2mpqWsKyZVQ658gkGP6zeu42TEo5MzcmfY6uxQT2p8BF2vx3w6xT4Vs33p0nrbvXd+iwEpJU3T4Hke9on7rXPrEVNrLc5aHC20FuMEdW0JPI/jszHL1YqqqtY9XFJhrGZ3ZxsQVFUJAnRr8GOfrNchL1f4PkSxotM5/x4sgP7BNT56/Sm2t0Y8vvsWq6Imry3LosVojQ8EyrE18EniACk7BMpnuVjStBonYdCJ8H2J1pKmWafWaSV1Y3j0+j1msxUCS5Ipso6kakrq6vxrKt7/vg/T6WacPT4m8D1evP0WxlhWkwX3qwaJz3C0BQLapqSqKpq6pSobVosVy+UKoxuSNKA/7NPr9fGko6gq5ssK8hVePqfjR3Qin/d+9P10hrsodTGH4GK1JOt2MaYh8OHp61e4+dQ1tra3+ZVf+RV6nS7PveN57t59yKuvvk7TWO4/fIAfBoyyhEGvy7ufu07S7XHv/mP2Lx1w/ZnnUF4IysN6PjeeeZatnX0ccPnKAe0Fpy1VGBKKgFQY7FCg3r/NbtSh14INS4Z7e9g85e5LE7pbKf4ItDIUzlK4liqEYrhFdXjMTj/DSwRxW5C0kkvDIYESQI0TDU6CaB3CGOwF99L9+9Rtyev3Xmf1iY9QhY7bh4fkTcuXXn+D9958N5f3Dzg9OeHprRHBuOLWnUN+4YWXuH1yxqWn3k1/t4dbzbG6pDg5ZPnoiOnJlNv3jxmvcrJOzOfzFfeXv83GlL8JypOkwYit8Drb2TPsyXcjXI9pKegmQ8ryIffPbnG/voU805hWYlWECnxUZFGZwAt9OlFCODeMH12sHO8FIY11GHy6wxHLecHZZELa7yODhtmqxOmWLI7YGe0zF5LJ5IikO2Q02ALTslotSTo9lL+emEu9mE4K6SDE4JFXLUJ6jIZDYj+iLRfMjsdvL74LvbsN/5OkN/SpxyXDHQVxxOS0pmo0XpBB5TC6pWoaiqogkyGL+RxjJXXd0tYW6SSh5xEnKXVdkuclxlqUUggsvgwJA4eXSK4/c522EXz606/ypVvnH23++Mc/RtXWfKQqmdcFZdtSNTWLfIG2jjBO6SQdEidxeUVrDLWyHC9nPF6uOKtbnO+xvzXg8PAxA0/xzGib91x7mvSDHydCEiYRVgp2On0u9fpEgX+hkoOQct3HIj3a1oIV+IHECotDIIWgaS1COkAgpCLOUqy15HWNsS1No5F4dPs9wFHXDQiHNhXSU+uSgB/RCQTOb1mWc6gu5nz9z3/23/Kxj72fvctX+NKLL9Kamt3L1/Frx9Hd23RCj9iDbiditNUBB01tmc8cTatBKrrdPqHXMF2sp3Mqa4iDhNVkxnQyxhpNr58QZSHLukJa6HfOn8XYPbiCMA26n3Fjf8i9+3d5OF9RzwryYsnjR48ZT065cmmPUAmctgjn8JVHVbdMpzPSLCGOUjzhMZ/M0HVBUzXoquUgjXj+0mW2Rrt0On22rl6hv3OAe5tOu/8hsk4HEAR+RFOt0Gg6ccq73vVOtrZHmLYhSVKOT8744pde5gtfeJmTszOKsmI5fojLp3TSgPlksd4VKAynh494dHhEbQTv+dBHuHrlaayTbG0N6PU6hFHE0cnk3DE3oYd2Pj4tXdlSZjWX3nWD4fAqeVHT5IK33jjFuRWXb3QwWmG31Hp/mLHMjUaMMq5+yOfDSURtNGULWZQyDCKUacBTWGlwVkDbPtkt+NtTShOsm6+tMyxtzXBrwPd0Pszi1lv8yzdvUayWdHoRn/rdn2C/6/FM1OHotcf84uOHvPb4DGMFaRITJB5e3qLHp0zfus3ZozlffHzKfJWz3enyhfmEV/Kccf7bt8rkN30/UnBpb4/v+vbvYOvdO+ikw6C5jPYCmqZh1BecVQ84LR4wNWOqRUEoIrI4w5cKgcG1Eh2CDgxZJyDZu1iJuDUWGSREfkivv0OSzjibTiibFtUarAiI0xjhNJPJGU4XvP+DzzPa3qLIG1azFf3RFirp0DqJ1A4fD4nAT32CSHE2Pqbf6RPHKVkcgl8xPXt7y283wmjDV+HHHlHXZ5hKvKLBTyyrWYB0HlG4Ras1DVN8p/D8EERAazVau/UZRbfYWuCHAZEXsFouyauKrJsRRBHS86mEz3K6Yl4YjqYz/seff5XHy/OPkUeeIAsSDraGINfpdU+CsS2tNhjk+sQpBGuZIXFArTWlsTRPGmydMOTPvZPWGg6ylIPukCyMCRRorSHw1rbyzjCeTfk3/+Zn+V/+0T9yrpiVgqzXBeGxGM+RpqGpLcZ6aAvCWJyzeJ6P1jXWOIRYl9qc1QSeJPAUwgiqVU5ZlUilaJqGMPLxfZ9V3nByMibqQLrtgZHUxUWmYODzv/Q5Bj7Yesnhg1NuvOtDDHcucXgyYzJZ0Lu0j1ISnAcu4OTklKbW1K2hrDUOgzFzAiWJfLXeNO4s+arm9GzOdDJDeYKDK1v0tgaYpiVOUqaT819ApJJr12s/ZKff4+pWj9sPb1H4GWmWMB2f8uoXS+68GjHoDuh0QoQwuMaymExZzOaYqkZVLWNnMcas10TkK3bTiBtX3sO1q9fp7e3TG26RdPooP0Rc0I8sjCKaZu0S7D3J4lhjAcHVqzdI04TFYs72zi7P3LzJxz/+TTx4cMhnPvMZPvvLv8jj8YzPvPwm+wdbbO0PKZqCWjvmiyWdwTZ7+wfIwKPfXa9wKcsKUETJ+TfVx/QpERiliJ+Mh7aZx/ZzN7jWhJTzgt3dAY4ZUdpwyBnCeAgR45kWv2kZ+4b8YJdmqegpQ8+vCZzCUxVKOSCCRiK1xrq1pYiXnt85/6twAofkeJbz//rJ/w/v9FO+fniZ937zNe6aCfXkLS4NnuPms+/AP5nz4oNTPv3mXR5NprRGsyoLdFniSs3h3ROOHs+4+/CMl/9/7P1pkKTZed+L/c7yrrln7dX7TPd0z9azYAaDhVhIABeioEtSIilIukFdBmnZ4Q8Kk6FQMChdU6BoUgiGdGXxgy0rLCqkkG3ZurTpK4oSQHDFRqwDzL703rUvuee7n3P8IWsaGAIgh1XQcs38RVRXdVZV1pMnM8/7P8+6ucGls8uohuK1Yc610YCk+u6EAL8TAtBKoFzCaLJJUTQxqSZvLVKr1dm8fZdX7r7EYbJPhcD3WmgHWIPnFJN+BZ7EE+B7jvO1swTZyTq6jyYJ0o+oygJnLc3uArVOB5TEj2PwIpQrkaVB+xDWfS5fPk2tFnP79bts7G7hh006zS7Kj/HFbIalMRa/7lOUU27f3MCdlXgrMXv9fU51fRbW3prdc2E051uYTj3QdRq1DD9y1MKAScsxGSVMxvtMkwpbQt3v4AmJK0u0c4RagBb4gcYLJRaDUop6I6TXHzEZjGh2FJUR3LjT5+UX7tJt1lg7W8e4im7j+CXCr7/2IlEU4fkeUko87aP1bLbV7LOaeaykwvM9lJrlDXkSGkqj4xClGjhrqUzFZDxCYwlFia80t27c4NOf/gNW11a5dPESpbHs7u9zcIK8l8VujSRPSPMS7UEc+1SmmokjA5JZr6CqqhBA4GlsUZIXs2TrSkrqtRDlQeUq8tziHFhr6XTapGkyC8kBeWqJywCFT5W/tVPTd+L+1QUGm3fZ39+jLGA4SQl7I3b3D5ByNt5kWlUUpmA4zkjTFE9rEBLnQGqPvDSUpaHW6GLKksIl4Gnuu3iFSw88Sr0RsrrWJWrEYASusGxvHt+j6AS4yqCEpt5a5v4zp7h+Z5PXeyle0OTByxeJA4+b12/x6sY2Skmi0CdQGiqLJxSusoxHU7RSVFXFOE2x2ZSH1xbpNmo0whq1MCKMInwhjloQnEwYVVVFVZWYowT9NE0JPB+tAwajhElSoKSj06rh+wHNRpv7L5xjaaGBFgU3r79GajL2DoZs7w5pdRZ4+zue5Orb30t3aZX1M2cwODrNJtaW3L2zydbWDq3u8cOtDdnAFCnC84mlT1c08FyMJxvUgoh4UdNetBgHhj7OakalJSsqhHUoKdFKUpSOmwcTLkQxi60mNU/hexo1u2pjS4soS1xVIcMALwhOtNbfjASUUwzTnF/78peo43hoYYEfePghfvC+czRzn/D6AX4Y8WqV81t7N3g1PWRtfZnYaRasZf/FF3CF44UbW7zy2g1e6++yEsbU4ojf3dvgpWGfXpZwknmLbwVrHXe3dvgPv/sp7u8u0zp1AS2Wqfk++9WQl/a+zI3x80xFRbN9mnatxeRgB5GlBNJnYiviuIkfSLpBA3lY54VP3IB/cAKjxGygdGYKtJ1Velrn8HxNbi3SU0wGI8b7m0ib0+50yJOCrWu32b6+iR0mJF5Ge2GFRnMBIRUgsEpQmozDjR0CESCEInUVldaMC5/t3bc2cmsujOZ8Cxu3IR+ENJYqwqii0xR0u5LxZEq/n9A/8BgPJdIqrFPYo34wSjCrqBKKSQHKGrQdU2UTDIJpmlGYHqOk4Ob1Hod7Y7JJxUpzmStnTzFMjp+oaq1hMpnF6oUQs264Qsy+VgqtFN/cckgIgbWzhoeBH1Crz0rnwWHKktGgj5KQTkYgBPt7B0SNJiiP3cM+Qiu8KOLhq48d2+aHLt/HJM2ZJhm723tYW5IXGVUlCPwImA0F9TwPLSVKCIypqKpZrpGnNM45DPZoDpkPOKIoQmuPNM1I8wyUZLm1wqSXgSdxJ3MYUa85wlBQa7cY9zLubmwyTWcCst1sYV1OEPmUtmQyLTFGUJqSMNAEYYxFgnHU6i2anVNE3YjFcz61Rp2zp8+itc+g3ycvJrPwSgXry+tcOsFsDaU9srKcjbvx6ywvLfP0w5dIn3+d9unTnL9wgcH+FuXaMvUopN8f0d8f4WlJs1GjUa/jaY2zjjTPGU8ThknKUuSz1GkRBD6elGAtVVmSFTMxpd5ip93vhHMwnSYEQYi1ljzP8bTHoN9n73BAVVmajYhO6wJVWVCUs15Wjz5ymSj0GAwGmKJgMuyztbPN8y+9wJe++lU+8N98hPP33Y8XhjhX0qjVGAz6bGxssbGxOXutH5Oa8LAUxKLJAjXOyC7LdIldHYHDiBwnUiozwTAAN6COZsFFeKWhiaZdKWLPsLi+hGdD/Dgg1hLKKaYsEdLDWYspKsqsQAU+RitOltH1ppXHiQonJJUQZFpStWskGm69fhPtJElYRzVbjDyLDgL+m4uXuXLmLOutFnFZUr36Ip+6cYvPXH8dVUxZrQdoIfj9vR2ezVN6SYoQ4qiK9j8lgrJyTMocERhUbKGC1BVc23iZ13ZfYFgd0Ome47ErTzEdHdC7/io1YQg8wdQzmGpIkQhUGLD50m32X9k+kUVSa6Tv4wmBzDOcLSmrnFD6+FKQFAlbd68jkxGn1pag0rzy/C3y0YROvMBqc41BlpJNhviTGiIKKaQACwdbd6krOHvuLBkVh4MBeWXYHBxSZJO3ZN9cGM35Fiq9SOk/RW5zpDkgakuaiwEdKroT6B+GDHuKPPEwxgMrKIsSayye51FYmE5LZJlTExlKjTn0QMcQeh4iqjjv2lx5OOLBxx7l/MVLvP0dGXc3j5+EGIbhUR+jb8wvc7gjcQQ4gzPf6Iw961QC3lHeUzodkxxVEAlnkHIm9JLJGIegVo+5cuXybPTI0eR36xxKHn9TW+50qccl+/RYfuhhdg93cIe7iFFKnqY4N+tkLKVEC8A5pIAw0NTCGE97ZHlGaQCp0UojpaTZbJLnBWfPnqNyOUle4nkR21sDUPKks2/Z3N+czfAqFYPREOcck16PxaVl6vUYLQxFlTOZTMnzEs/TeGGAKQ15aZhmJXFjkbUzD7F66iJ+1GE0TTjo7ZPnlul4yt2NHYI44LB3AFbS6Zximhy/ms6WDiMkRTnGKR/ZaLO6dpoHD/rsTXM2doZIWxLWIhp5ymJnnV6nwZ3NXUZ5jvZ9qBxFnjNJM5LCYK2gG8Q0vRjpBM6UUOTYaYLzQyppZ/2nTkAUxRRFSVmWZFlGGIYICUvLS4RRnaIo8LxZv6iqqhiOhhRFRhzHnDl7mkuXLs36iSkYT0d88pO/xW9/8lPcunGdJ558GqzFUwpblmRJSpqmRFGAMeWxbV4QEqk9OiJiwXVZFV26IkS5gsolVAyxYowRCRUlQkHdzHLqIt+bNfUTPtIp6nFETA1P+UgMjgThHFQV7ij8LZ0E7VN538VyfRzmqEmiqgQ+mqW4Q9xe5VMvv8DXN++Qap+LK2d58OxZ1lpLiMGI/O4Ow/6IDBhNRtzaukVNOxqtLpGVvJ6mfG08Yi8pqY5GGImTviHf0qNxmALyqcd05JDJHr3+kI2Nl8nSlFrQ5L6FC4RTze7GkPPtU8jRCGMypmRM8gInLfkoJelbbHmy01VhLXEUEHkaoSWRqMgTQ2ArZJYyPdwjqnLOLi3S7SwyTSp29yY4DEobgkYDhOLgcI/CZIRLS0yEw0ymFOMR9bVFxi6lqAyhriGAggRbvDVvuXDf3ZHEc+bMmTNnzpw5/4vlv9yk0jlz5syZM2fOnP/KmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDliLozmzJkzZ86cOXOOmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDliLozmzJkzZ86cOXOOmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDliLozmzJkzZ86cOXOOmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDliLozmzJkzZ86cOXOOmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDliLozmzJkzZ86cOXOOmAujOXPmzJkzZ86cI+bCaM6cOXPmzJkz54i5MJozZ86cOXPmzDlC/5c2YM5/fZy5/woSD1VTnL60inOWOzd3AY9mu0GjGdCOQ5rtFr3RkKKqiPyIdH+EKg1LK0voesBwNGQ8GGIrMKVlPBqj6x4GQ1mWGGtw1uB7migMKYqCr3/2a8ey+R//n/4vnF1poqsxsTacXV/Hjxa5eVDw6S+8QD5JyfwuX6zOYxptWjf+HX/pSsBT734vhVZIDOko5Td/47d47tnn+Is//AO8613v4MaNGywuL9FoNKjX6gyHQ8bjMUtLS/T7fYIw4MmnnzmWzf+3VyZYY2b/EWL2CTH70oH4U96fc+47fAOss5RYKmuhdPyvn1o6ls0A//3/9u+RZzkOi1IaKRUIiUHihzHaD3EOTJFiiwRXZCgk2g+RQYTTGiU0urJMDraoshFRFFFfXKUKahQiwI9ipuMhpkgJPEmSZTTbS/yf/w8/eSyb/1f/98/hcEipUBKkFEghEUIgpUALgbh3G0jB7HtCgJidIAXAG78jHFoYBA4nBBDM1mC6jxQK49WQWuGc43//gYeOvdbv//ADNDprTIHB9AAjpvixRDhJO47QRcnhwFBW4AGhDvDDOlJp7mzvMc5zanFIt15nfWGBhh8iraJwkp2DfaSpWFpqst5dYH8y5DBJiKTH6eVV/sd/+C+PZfP/7uf+R3LlI6RFSx+swFcO6Qy+gshXeJ7G8yRl5ZhMK6ZZRlaVZGWFtQ5PgsJhKXHWoC0YBM6DAMNof4iOImQtRkpFjsRzhv/rP/i5Y6/1915tEgYxBB22RxmlcwR+QKfTAaswxhH4GqEszqUMh33GI0s9blKLQmqxorkY8fiT76LdWmZn6y7Lq2sUlWPnoMeH/9yf59b1a/xP/69fpSz2oZxyMEiwacxXnr99LJv/Nz/2QUZpyrSEYeIYjgzZxCAMhKGg3QpZW+lw9uwa7RWQUUKWWPa2xhSpJfIipAkJqxAvKSh6fQ72dklNQffSGvGpNrnJQViUllhhqHk1Fv0lfurv/x+PvdZSvnWfjFIKKSVVVb1pjxNvfC0E7mizdEIipY/W3r3fk1LinKPIJpiqpKqqP/FvzoXRnG/BVY7KVqSmZG9nwEI3IvIUUoSoUlCNMmqtGqdXFtDSsHewT7dR59zlKyw0G8S1AKcdeZkzGU1xlWN4MOT2nQ1c5KNiDytLwkZAGPo0ghqep3H2O1zY3wJPPHgFLQwHOwWthSUsHlIq1leW+fMf+l62N7a4tjNgvxSkXk59KWDrYJOvPPtFVk+f5cypU9w96PPFL36JF597joXFFqdOrXH+3FmqskQYgycF9SikFvjEcUSgFWWRH9tmrQT2DaftPWE0+1o4kG8sxx+nkNwbnxxv7A6Ob11H5yTSOZQT2BP6icfDPnleIKUg8DyUBIREag+hDL4PYRwyKTJG0x7CVugwwlQVZTUBqZDWUkzHmMkILRVCS7LxIVUxBb+GEBlb117AlgWra6u8+urLnL//wWPbLIRFWIdEIAFpQUqHQCCdmIkdJ2aCiJkQmokhgQAEbvY0OIFEoMTR96QCZwmqHmrY5/rvfZLVTpvi9BXqlx7F/Knl7ZsJkeRVicGxsT2k0jnNpZByWrGnJ7QihVAhygb4vk9aFiTTMQ5JVRlMYSh9izUl03GfUnuQG0oR0JtmtOOAC6fPcf+5M7x+5zbJ3Q2qqmTrcO/YNjfX1ij8JkJpfOVRlRacRUlBO/BpeBKlJUJakjTHxCUmTaEqUZUFJ9DSIa3BuhLnLMrN7mM42GWaJvQGQ6b7h5x/8ApBs4EMa/jiZGvdiFugQkaJIUkNOq5Rby1iEAwmY7Iix/cVUeQRBpKw1gIJ1kBaFAgFTUJqNZ8gUOzvHzAYJaysrbO8tMLiwirDwxFLS2cY9WHj1oAks4iqPLbN2SRlPCrY6af0Uwu6hraSAEukcpoRrCxAp1ES+FBJS5Jk3L19wO1rBxQJKHyWO10ePLvK+nIXLR3DgwGju0OSQqBCQV6O6C7VaXZCRJmhpTnRWr8VhBAopWg0GlhrGY/HOOcQYvaeDMMQgSAritkhWwBCoLXC87x7gsg5hzGGqjI4a9/S354LoznfQuBrnBE4axBWs9ReIO9l5IkhUpJuo84Dly5w5sJpWt0ancUGC4sNrjx4llYzpDI5Qlm0p8BAlRQU05yn0ksgfWSssIFBxA7pCXzhIYX4zh6Pt8DppQWMqTBZjpAx1oEUHjXfQwlH59I5zp0/xxVXY3c0oX3+ScxOTG+cUk4mKBRLy6ucP3+ewcEBD155EE8ryiKjFoYYU7B15wZRXMf3fYp0dlF15vibmpYC6wTfup/P1uHe7X/Cfv/Gt++tnnvzL7ijf0TpENZiT3gBKcscZ0vKyqKExVMCBzibY3VFK25yan2BUU1yuxhSFYZ6w6eylqIoMDYny4ZU+QClBFaEWFGiqwRrMsgztJlC2mNweIAnUmw+xHPTY9us1ZHnR81EzZGWQx55jJSceYekOvIUMVt/IQRCzETRG//XwqGEABVQS3u0956HndcZvHaNM6+9xJkHzmMvn2FASkp4orUeliV1WzLNCvJxgvAkvUmGzQxKWcySZmEpIPI80rximJZooBFGxKFPOspI+wljIdAqIBARXugjpSbdGyLKgn4y5iAZo+sRb3/scW5s3mVj7+DYNo/7+7xy4+uEvs/Fhx9DRXXy0uAQFKVjLEEIhzEFWZaTF5bCmpk3E4VwkFsze2+ZCmMrnCsopyO2b76KMFO2725ROEFepUxNydmHr7K+dvpEa91oB1QqJlUFLa8LfoPeKKUsCqSvkFFMSUmWZsipIVKaMIip1WsoHJKMRqPD6fU12s0l7ty8S1pURGGNs+cvUItrXLp4hXNnLpJ0m+xu7aPN9NscY946/YmjMBHJJKMWxKAs3eWQlWWPhSXJ/fct0G41GByOGA8NVemRHICft1gKYvb7Q8bTjFd27zIaHPDUo+exZUJmS9qNBXSusK5kabnNyvkujeWA8XBC/Nb0xXfkjb1evLEXffMifNP25HkeVVWRZdmbfj4MIxY6HfKioBwOMNZ8w8suxD1RVJYl1lqcm328VebCaM63UO96aCOxRhF6AWSOUHpkyYRkkqJNwN0bisPDXYSSLK2tcvrUKp2FJlFTo3RA6M9O1lVaYEOPQkuMXyJKCUoSdhvYGhSyxMqZqrd/ihfuH6XIpiRJiu95SAfGChCKbDpiPJ6wuLBIHPks+Jqi2UQX6+QtRX+ckpmSKi9ZXl7j6aef4cKZ03zkL3wEhONgZ4tEC8osoT8YUG80cc6g1OwNm04nXH7i7ceyWUnxDXfwt1E/x3bsfBvdY53FVBXCGKRQx71nAIp8ihRHf8gZpPAAh3GGqkgRLicZ9/A9uO++M2itZ65wU+GEZWd/hxf2XqPX36PTWKQZ1xDCENpZSFZIGB/uQ5Hw3nc9zfs+8L18+nOf5eBwfGybPQFIgZQghZutvZhdoKUAJQRCzj5LAYqZaBJvxDWlRAiFFnb2faUJsgNWNj7PueQ6vsvZzDc4qJcUB9ss7T1PsnABEXgnWmuhLXtpn43tKfmgQAUK3fBwVFSJoyo9JlWBEylUzJ5jJKH28Wseh27EeG9MpBThyinOXXoUvDqxFpjC0m6EtDqL7PZ6ZEXJo48/RBTW2Tj8/LFt/srv/xYvfO1FfFvC5Ac4/eiTBHEDI32yQlAgQBiMKbClnYXancUx88xhAWOxZUVVFFSmADK2b16j6cGDD13mP965iaksm9dfQnket5wjPonCAGQcosImoSphYDgcDAEIfB/lewgJjqOLrnHkpSErp8hpTqfZ4vLFB3jyyat0WgsEXsBTT72dG7fukmYlL77wEkFY48FLD9JoNLlx/WWywlCUDg//2Db3MoNUguXFJmlSMiwzRpVDF1NaXotJOSHbH5KNS5Khorft2L6VkQw1ee7I8wIhK6I4oCgk128NWKhHeEFA6UpqQUhzbYEqNownBamtmA7HBO3gZIv9bZBHvlncTOEopdFKkxcFxoJEYV1FFPgsdJvkecZwNMY6h9IKYwxYC3b2+1VZkmcJOMvR0e0t2zIXRnO+hYtX1/ESQ9Yr2Nzqc+3gAGElxThB2Zykctyc9pCeRgce/dVlzMF5WuphFh86R7cZEXsCspzpaEw6yjm422OwdUA2nJLYgvb5NfRijXCljl4MQEm0OH6M52vPf5UsyRDGEQU+nfYCnVabZDhg6+5tqDJqUUwYjAkjH60hXFjB6jGTjduM+gPGuaTT6fD0E49y4b77GI0G7G9vsL+7Ry3w8CQUyYQojqiKFMnMe3BchJCz0w1vCEL5Td/7I56go3++WfO8+ZD1ZjU0u54fBdUEOGswRU6ZVwh9/I0YAFuCVCghMFVBKSRKSSpn8ARoX5HlU6Iooru0CA6qImc0SjkY9dg63OHO/haTyQRPt6mHCm0lOMF0mpEkQ+7cuo6qMh75qw/z/X/+Q0hP8v/4f/6/j22yEu6eEFJyJozkbPlnnqJv8g4pIfCO8otm4kgisShKQOCkIk62Wdv6KmfFFL3cJR1MKOMIbRaY9DKqO9fxzvYpo4UTLfV60yNRASYxpKVGhIr66ZAsKzCpJbcVyWFFuABBEKIKha0EiVUEYUhzeRlrNVIoIj8AKgJf88iF8wTpiMNRj3OrZ7C2ZHN/jyw3dDtLdJqNY9v82teeRRYFWMOLf/hpXn/5BR59+ztZu/QolVO4o7wsYy3WOixgncFhZ6d+C86WVFVGkZeYImN1UVNba/Dwfeu8573vYNDb48vPv8xwc0TTD5kMD5mODk+01jJaZmck2Nzqk5UW6floT+OOcvS0U0ihEFJgLFgNkGMMWOFx7vxlHn3k7TQjyebWJnfu7DKdJqydOkdv2GNhoclhf480nRJFPovLi4zubFCUx/fgTrIcJxJO1bskgwlFWSEmUAWKdGTZY0It8vBUxGA65ZUb++zfLtCuzXA6Zlr1cSKlHoYstM5gSsWNm9ssdmosn19icWmFfjZmp7ePCw2NTkg5LfDKPzlP549DfBuvtb0XtobQ9zi9tk5VldzZ3sY5gUVRixqsLHdxVBz2+jNPEYADJSTGORwOay2VqY5EkeUbu+VbW+u5MJrzLXz4B9/N8PoOn/l3n0MXKdnIYAzUpaNT86j70PVnychCa8RUMHppgy/t7DO8fh9vf+YR2stdZF5Cr6DcGlG+tkdyd4tkOmVnPOD2a3fQ3Rbx2Q4PffgqfjOirI7vMdrb30IhibVPUk6JwwAhHZ6v0VqSF+nsgigsftTA6QCpfFraRwceifEYTCvOnbvA6toywgq67TYXzp/DrCzjKwBLaSxaydnpxDk4gZdrJowk6kgYuW9yKwvnEI5vhL3e8NAciSN39IOONzaZo03lm9SScBYDOCkQwlLmE/LUEkYnFEbKMkknSCWJ/ZiklHhOUVY5CI/JYATW0rN90mmO1prpdMx+b59BMmZzb5P+4QjpNMr5BH5APa4x6o+4du0mu/t75PmU1cUOt+7eIZtmFEXBKBsd32Qx2xyFcCgHyoF0ciZ+jjK9BA4pxD2v0RvJ2Qh5lGvkcMKjlk1Y2v4ap8wN4qX7sQrK3pi0dKw0AhaimEkyorr+PK6zfrK1RpBNHb4RNBdr3H//KudWGxwUJZH2ubPRozIlxB4Gn8WawBYwnGRMhhmRDrj48EWUrBialLv7d+m6ioNhRH/YZ3Nri/799zOcjnl54y6FcdTqNcZJcmyL8yzDOYuVisP9PYrNDWxZEreXqS+s4UyFMwVllmIdoIPZOluLsw7r3CyMVmVQppxdbvLM1fO8/rUBn/+D3+f0qUWeePIJPvPlZ3FOkExz1s6dwZnj5/sBvHxzyP6kQggf7Qu0p+4dLCQSa2feRYTEMfNyIRQogfR96q0WS4uLbN96jc/9wWe5tbHHwvIagX4jER9eePFrlGXGu971PhaX1+iPf5fB3vFDxHlusFVF6gpqno8LFHEczDzjg5SRcUjVIVOSg4lhp58ggzoSjZ1anBNorWk2I6RXkJoCgpLM5eSmIA58ChcicofXCGiutPE9hZ9/dwvaZ9H/magJpeTi+hrvefvb2N7cJLAVB6MpWWWpxRGe0uRpjhIKgaEy5l5ozgHWziIQs/D3kdR6I3/1LWrQuTCa8y08+OgaL/XGTEY5C1GdMs8ZJH3WWyH3txp4wuJ7HvV6iPRDpPapxT5SFKQv3eBumuGdXceXAlM4bObwjaNMRtg0w00yhvsjgoMpZjylfOoSuuVjThC3ftvVhxEI1JFDNgjrSAXdxS7Kk2jPw1eKUHnoMACtESgCX+MtrOBSRViTLDRjhJYUpSXUjvVTpzFJiXQlThqMdQgsrpqdRrDHPzkJ5xD30oHfXFVmy4Jpv4f2PcK4hlMSoTRIeU8UvZEY/E0upTfhONpwnADnk0z6TEYjQv9kwmg0GbHX30UiWVlYIfIlZSko84Qqk7wyGFDmJWVZ0Wo2abQapGVGUqZU1nCwe4hPxEJrkYX2IlJKxtMJ/eGAw8N9RuMeyhN4tYjD/oB0kiEkFPL4F2vB7GQ58/xI9FFyu7RvhNMcQkqUm4kgefSzs41VI3EgBEE1ZXH3K6yMr+EvxajIQ1vNwWHJKzeHlPWKWneBxnKdW1//DGbpPuCdx7bbhm1u3eqx+do2nUadpaUOLIRUSYYXKkKp8OKAwpcEKsKqCmk1SVmw05/AtOT+ZpvFhUU2b93iYOM19tqbjHe36G0dAJJXdnZ46dUX2dvf5eXnX6QTh+Tl8ZNrq6rCWosQBoEC5zjc3WG4u0O9vUg6mXDntRfZuvUanudz/oGHWT11BickzglwFlOkmEmfpZrig89cZKER8sJkyq0bG/QPR9TrMTLPCKSirAp6m1vs37lzbJsB9iclUs3CvkIIcBKOkn3fSNsz7uhdJ2a3W6vQWiO0Ji1SBv1d7ty8RjqZUhUlL734EgdbBzRbbW5u3qXf38FWBQKfvf0JgY4JguNvfFlWoJwiVBFxHXyZULqS8SBlKYro1ltoEbC7PeLOjQPGw5LlRkjLr+HynAUZ40RJ6AtarSaNlofSDoGjtuoTr/qo1GeQTcmqAlmFqMAhZXGitf6jvKFXPCE41e3yvU8+wcOnTvHoQpcri12+/vo19kZTZBCytriIkMu8vHGXW7u7M88Q9zIzeUNgiaNQ+HFSV+fCaM630Gx6DHp9lAsIlYfnJmALQgLW6zXCQJLjyIoJzuSEcRPlBG3fpxaGeJOM3q0NwOCcxFpFZTLqrRBMSRyEHIwykv0htTjAryRIQ3GC5OszS2toTyGkxPM8HAopPYIgQMlZlYIn1Sz5WB7FsJ1BSoXQPjKzKAmhlhjtM5iWTMqSTmPmebImn3kM3OyyKYQ6Suo7/jp7ZFjnzzxHGKRzsw3YOrZuX+Nzn/gPdNptzt53gfryIp3VdeJGF4vgDcfzmzxEfCNh2yEwcnaRsWWOcj7D/i6vv/wVWnEMXDq23Qf9Q5J8gikKPCFZXYoJopgiddy5fZfxYIBSinq9TpokDAYDhBaUpqA0FY0gZrW7ghYB1lh6vUNGwxHTacIwmXmFQh0ShzVE4DPKMlqLLTrr0bFtlsy8acKZe9VmHIkldXQBlBiUc6Dk0U6tkFYgMGhXEGR9wq2XaQyeJ2yA8k6hheZgPOXff/rrbA48ag89w7S/zblMsLe/Q/X6q8e2GeCJ+55gb/vr7KgtiqJgbWGdBy49zmNRDd/zSYoSYytyUWELh6kMpdOYa3fY2vsy4/EuX37uOmEtYpIkZGmCPUyJ85BaWKPdjqkJx2Nrp+k1m2A1Dy10kfL4lwbzTSd4JSQKUMYwOdylGqyyce11vvKZ3yWf9PE9j3w0YLR3H6unz9NdXkFKx9beXTauv8w7/uL3c2G5zXDYQ2sFyucTn/hd3vHkQ7z/7W/n137zt8nKgrJM0fpk+Vza94+E0Dcexxtl5X809COERMrZYcbzfVZXllES7t69zWF/gPI0i0sdJkXKXm+b3mjA4WsTymJEkSa8+NxrVE5gTYatju996cY+WVKRZFNUTeOFjiIrCeOYdrdLLYoQQlOOhvS2RiTjnKmYsLDU5NTKCo1aHT+M6I16pOMhrUaA71usyjFRRhElRH6HelSjt93Ha2jyuiMw3/0WiEJAqBSXz6xzptvCqyriWp201ebS2TMEu3t0Wl3e+z3vo9Zu8ZmvfplPffaz3NreJinLWQWoONrzqhJrSpwz93KW/jTMhdGcbyHUHqIyJKMxvmcItMNZRVnFlKUkDC3COZypqNcbRPUA5yqSpMBTIZWRpFmKq3Kyac54lOL5klrskQqJUj7WSrKiYmNjn7O3djn7wP1Yjn8K+fqXvkqj3WBxeZGl5WW01gTKn13YzNEpQtlZpZ1i9kaxBodBiJBASbLJmP29CQeJ4s6hZXmlMds45Kwm1zkQRydaawzWGFx1gpN1foD2Vo5Kwe3snOPAWktvd4vXnv08nhPcfnmF9rnTXHnyGa48/DQ6jHDCIBEze/hmUTRLXnRCgJSkkwGbt26wvnaObLLP7etfJ9Ae/LfvPbbd3XWPFg1UJajrNkudBRq1Jl+9e5e7dzZw1tBsNPADH9/3GY2GJNMJnqdZXV9jYXmJylj6/RHj4SzB1RpDaasjD5dESUl/dMDm4SYbe1uEsU9z8fieLj+bzE77SiN8haTEJRNMlmOSgiKdYKqMwAvQzTZes40XRVTVFDM6RPR61LZfI9h7iarjsI1LCB1Q6oDnX3yRLz1/iwc+9N8S/bm/hN2/w8HmdXZuG053Wse2GeDzn/19Xn5xe7Y+wNdf36K1fImLp1pgMiqTsdJqEsqAqcyRUURmAsrUkA9GFNOEnXyAqSrk7MXF9FBSjivuv/8sXttHVCO+55HzXB9skowtLelzggpy3nRacDNBmo5HvPrcsyTDPhu3bpAPD1FSYPOUrWuvsLu5ydlLBzz65NN0Wg12796gE2uuXr4ElWU0nHAwGnI4nrDx+S/SVYb7Lj2ALUtcVSEEmBPmvXzDbnGvLHx28zcqqGaeMIEx5uhg5HDWsrqyzNsefwxdTLmDBKlI8hFpmTItMsgL6s0We7uH9Ho9mnWJ9AKsqbDV8YshznXaHIgBViU0Ti3RWe6CKWnWQpqtgLgWIl3E4V6CpxXGVkyLhLBR58p9V2jGLcrSsjSdsre7zWhnD113qLoi6VpcIFDWZ6G7RH84xiQV9XaMp06Y6f4dqMcRD1w4i69ht39A1OpyZ5LTtxKvVicKAqIo4uKlByiqkkm/j6c1r29uMM2ro+yGClvaWWn+H1Pc8sfxZ0oYfexjH+Pnf/7n2d/fZ3Fx8b+0Of/VYtIcmRtC6dFq1tGFYmM4JTUwygq0XyGkwvcUy0ttpKcZ9Prk1lKVGms0pTOYLCObpEwGY6SGUHeoKsM4SZhkJWlhyNKUW9c2WH//eZQ6/ink//M//waPPvoQz7zjKWq1kFokKCqJ9jRagKtKBHrmpneOylmKNGMymqJrOf2k4Auf/zy3NvaY6lXi7gW+992XofKxaUJVpjhbYUqLrSqsLRHW/KlKQP8od2+9wH2XuliO+uQcuX3LMiefDml6Dl1WDHfuMEh65HmJ5yIuPvQIOtJHzSDl7L0vjvKL3oitWZDSsHXzFf7w9/8DDz98leuvfp39nbtkSXZsmwEuPbKMczleFRLaBfKJz87WFgd7ezjjkELinCVNUnzPp1FvUGUFEkGn1WV1cZVpmpInJWmaznICjEUKMatCMSVpMUUUGRNzwM27r3Pm7ConyM1ncOP3KZ0lVE1W1s8QZAmDZ59lcvM2WW/IZDSmsganQmy7zdKFC3ROrTOZ7DO6e4Nye4+lfMKV5YBWuIxTAUKHjMYlz371GpUxLLUs+cFLjPsT7u73GMQRavd4jfve4Pr+BOdmSeDWCQ5yxfa0oLbXZ2tvk1rosfTQIp4O8FTENDds9IcMRmPCZhOkJtk/IB+PZocCwBrLwf4evd4htY06T7z/KlevXOSlu68zdY6dLGC8cwKR4Y6qy5glVRsE0sL+1gbDw93Ze0eAMRzl6TmqdMKda69AVXJqfQ1R5rz//e9hcXGB0XjE7l6f27e3GI4nKGPZuLNHf5BRmoqyrJBIlDpZteWbHsA3fW2tI4oi4jhmNBrN8gvhnkjK85zRoI/vKTzhY5zAITEWBtMpSVagMMSyjTjyQBlj0YGcBf/18e22habTbFLvaNodj5XVGs1GQBxqiqIgy0pMIWi16pw7s8Z4VOGJkMBv4odt0D5VOcYPFWdOn+HgIGKvv832wR5pkdNp9omcZe/2iOs3tnC6YnXSQckTitBvh3O0Gg3Onj7FSrfFrdt3uL5xl5dubCN8zYW1BZpBwLB3wHg8waFB+AReiBIKaYt7adZv7MpCfEPkvtHT6K3wZ0oYzXlrTAYjkv6Abq2BRFCYClUXlGFBrzDUXY2aVsRxRLMRYnH0bcF0mtGMA5yblYFWWUmaGcaTnKJIkUpSAf00pZflJIUlK0v29kcURYn1jn8Kefn2TZbPrKK0osozSqGx0iBcgLWzUnUjFVjoJymv3brD9u4BgQ5YWlriles3+P3Pfo5hFROutzjnjTnYeJ1+fQjTCcbmKGlwVYUpC5wpZ0mkznHqmDbfuf4K9114O1JHcJTcWymYjAbcevk5ImEIteLw8ADlKvauX+d5FxFKSWd1ibBWJ4hirJhF1SWAA2cspixIJj1eefaz3Hz5K4wHG+xt75KkCU7uH3udAaRfzfKWKs14WLC3uc/GnS3KvEQhsdZS5AWTyYQ4jomjiDiuEQQBjUZr1hQRSeDPQmlFnuOMQTpB5AUUbkphE06fW6e95nHj1osMB7uk0+N7FF/9/KcIHJxrhZw3VzC3Nsk/82Vcf4xnBZFTWKE5LGDvbkn78Abe3QXk4YRid8g0LxC+ZNs2qa/BsgupDFx/6VU2Xr+JF4S4NMft9DCHY77+hS8RSNi99dqJ1jpstahnhjTLEMonqjVIxwO2shHbh4c8evkBkqKgnE4onWNcVgxGfWpxxKnT59nZ3CHd7yERGCGORDgoJ8BC0c+pdkv6hykLco3z621afsh4KT22zZJ7emdWFaS9mTuzMhRYlFY4a7HG4RD3mo8Wkwkb115FFWO+7/3v5P3vezdRzefmzT1u3brLcDChKgtKU3Jnt0e6scO0yHFOUhqHF5ywqOAe3+gt9kYi78LCAm9/+mlee+01Xnr5ZZyz9zxKswpQS54mZFlCUVVYFEJ4GKeohMY6ifmm5oKep5l5pmZ/77hoIVha7dJa8ojaGk9K8qmhyiRpahkPc7I0QYmQi/efpcwNyUjRbjXxAo9mp8FK2CSbTBgejJBSkiYlBwcjdgcT9vaGFIlBlJLYD0iTMThodI4f1v5OCCGIg4DICwiFZqXVRckIRUhWpqzUPbpBQMP3CP2AztIaiYW7e/skRYH5pta21tp7YVApJVprqqq6J2r/xHX9rj+6P+OkaUoUffdfNP9ZqQwuLYm9gN5gwMgk3H/1LEsNj+nLtxlmPs04ptWo4ymonEGp2WNP0pTQh6rMKNKS8ShnlFSUpcXuD2kstsgkjIwhcZA7SSl9jAN7gmaJlSfRsU+jWadZr6OVN8sjcQWT0ZA8zTClIS8sd/YO+fef+l1evX6HdqvDykKH/niCkz4LZx5ALp2j39viq5/9Ko3p/aT9IVZBqxnSqYW0mjUwsxi2fYtvtG9H/2Cb8WCb1sJ9s5woUeAs7GzeZe/OdZbiCDstGPYHyCxHGk2yv8Gzf/AphPY5c/4sK6fW0YEPUmKKgjxJGfUGjAY9eocb3Lr+PGYyZrADZV4QRBHihF1rjTUoq0jGlp1b+wz7A4aDHkVW4azBOUOWF4SRNxv7UBagJLVmEy+IyIqSylmCKCQv8lmrf2PRQlGL60wnPbpnO5y/tIryCvrjLfq9PWbBpOOxf3PKkoazdY9zMmVzdIf7FjXTsMU4N4wzQz91OOmIQk3Dh0WZUotKiASHTpOZiu39PvGNgM6FHSqr2HzuBVplQlMF3HnpGgc3d2gvdDgT1RFlxXR6/IojgN3xAdPRFFM5/FDh4aAsGDqB0x7TvOLlmzcRGBq1GqW1ZJMhgZQstTtkk5S02cSTR31digxn7Ow9jsVVhpe/+CLpbo/uWpOzQUF7uUN/fHzx/EZzPWMsCN58MTISx6zkHapZSN46hNJ4nkezGfL00w/xIz/8/dx3bo29nV0mkzF3795hf29/VrGmJVvjPpU1oBSB9DGVoV6vn2it3VGLC8QsFC2wCDeTkhLJ2x57nAcfuMTe7jYHh4c4cVT9JBRKKXb3DjjY3mKvN0IKjUVhncQ6hbCzMgtP+/fC5c5UR6Xkx/c6x7FPEErimk8UhTNPbFYgKfFDTbMVE0QlyTQnVpLLl0+TDjRnVtp0YkWsKjwhqaRlPB2wc7BJUoyo1T3SwqO3n1PmluVul/P3n2Xj5jWqwqJFfKK1/nZIIWg26oRaI4oKvzK0PU2w0mEylURUdOOYQEmUEKyun2L51BmM/CLVG/mZ7hv5YPabhOgbYc+3yp9JYbS7u8vf/Jt/k9/8zd8kDEM+8pGP8I//8T+m1ZrlA2RZxs///M/zb/7Nv2Fzc5OlpSV+6Id+iF/8xV+k3W7fu5/z58/zyCOP8BM/8RP8wi/8Ai+//DI/9VM/xcc//nH+7b/9t/zDf/gPeeWVVyjLktXVVd7//vfzq7/6q/d+fzQa8ff//t/n137t1+79nR/90R/lF3/xF6nVav+5l+UevvOohS2y/JBhNiVcDnnfn3uKc6dbPPsbn6P/6gHuKHQz7A2pbEmS5EySgsFogqBC2JIkrRhPCiqncUpyOJ5CF6ogZsqEqbMUzqBqMcJTqD/F/Jw/Sr1VY3F1AYVFCoUT6ihF2VIUKWU2Zdgf88rtTV6/s8m1V19ma3uP129fI/Qj2q0uaxcexFhJiGFr4xX6020ura7R3+/xwuvPEXrwwLmz/LkPvp84CrBVijlBMsZosM3tm8/xWHeNqvJx1RRTVextbZJmKUG3SW8wpqxKvEpjqhSTjxluZ0yGIyZ3X2GjUUN5CikEZV5gy4qdzU36/SFxq46SloYLyEblrPxczpoyngRTVogKpsMJaZKjAnCupMwzJA4hHZWrsDYHSorCYqxA+z7GWawROCGoXEVR5ZRlRllmgI/yFY21GhevnppVPRrH1A1wThAEx399LCjBWtvn3FoXpGDp1BJeo8ZwWBL2RqSbA9JJRWUsNU9S80A6C9YSaUOkHbmxjHLD5laP6CvP09m4QyM13L8UU0wMtTgn9AWLfkCzKzDWY1o7WSO87CClmOSAQCiHthmuTMmIiWstJpOEXjrCk5aqSPCUIqSiVKA8j9WVRaStGPd7FMkYaVJqvk9/MOZwMEL7PlpIamFI4llkU0DLkerje+ecc0gp7xUnvKnLsQVHha8kceyhtUIpjziqsbyyzBOPP8gP/MCHOH92HVPkTMYjrHOUZcVoPJrl9QkonMUduabEUdOvsjxJYhRvZPkhAeMcvrI0Ao+iEigHzcDnyv2n+L53v51nn3+J/f4AB/iex2g44TOf/TJFlmOMIwoCkqLEWoGo3Kyq0Qk8HRIGMUpJnDNIMWsRcVyidpesnFJWgrrQBNqnEhVZliN1SRSHaE9R5pIkg9XFNRqLLdyoYnj9ZXbTKTrycUHA3Y1N7uzeYZJPsa4g8ByNqEElfXypKYspYS2i3VlCi+9+g0clJYudDnEQUqZTrCkpyxzroBXFBALCWgvtB5giZ6Xd4r3vfBdfe/HrDJ7tk+XmG92Kvik/zDn3LXPW/iT+TAqjH/7hH+ajH/0oP/mTP8nzzz/Pz/7szwLwq7/6qzjn+KEf+iF++7d/m5/92Z/lPe95D8899xx/7+/9PT7/+c/z+c9/niD4xoviq1/9Ki+//DL/w//wP3DhwgVqtRqf//zn+ehHP8pHP/pRPvaxjxGGIbdv3+Z3fud37v1ekiS8733vY2Njg7/zd/4OV69e5cUXX+Tnfu7neP755/nUpz71bZtg/Weh0LTbp0jkNdRywNX3X+bJZ+5jeblBI9J88Te/SP+VbaqdiiozVM4yKUtGuSU2lqgymKxgPC0oSgtCk1WOUQnZKGMvsUysR+YMqc0J2jVq9YjsLQz3+060m3VqUQBVBRaMcFgx825UziAFhEHAnZ0dvvDVr5JNp0RaMZqmFFKTZTmT8Zj2oiEd7bJ55xpNUl7b2mV1ocVwPOXazgbbWztceehBHn3ofpyo0PL4z1Ge9Ll75wXOXbhKlUcM7r6GlJAPDkiyKVuHOaPxgGmR0fA9lHSYfEoU1AhijchGjAdbVPks7FFvtWjEPjrbw2ZjOssdus0mCMFWb8Bzt24RLfq0lk8WctD4lInBFo7Al+A76g1F0svROsAK0FLTatTAVkxGY4QKZ2NfsLOZRc5gy5wySzFljqtKjLUYbVg7u0hntQWqxDowenbyq07gUfy+KzWa9ZiFhpp1UpZQiopouUXpK8TemNKV5BaaWtKMwBMl0ll8rVCixDnB2EqKcUF0Zw8/H7B89hzVapfl/QFnz9fwI4/KJkQ1C9JjMDnZe7iYFEdFNRbpDEUypJhIwm4NLRymmOI5g+8snslpBTEL9TqDwjIoBbgIWXUIyHFhwfpSjVOnFrizm/CVF3ZxzvHMAxf47370h7kxeB0nhni+5KlHjl+1aO5Va765Halzjij0WFtb4sJ9p1la7FCWBWVpWV1d4cqVyzzyyGWWFzv0D3pII+g0unQ7U5aWl4iiiLTIKU1JYWbNNnGC0s7GPgwGgxOt9ay/xcyDNatSdPhoBI5IK7SraEWa973jaRa7S9zZPUQKSb1eJ09SXn/5FQCarSbSQlW4Iw/GrH+WdQ4hNX4Q3islF8xG0hyXzuoyWicsLPjUY01RaAJdkccaJQ3aKrCaGImtHB21QDdsMxjt45mcZHLAwe6YUVlx6+CAnVEf5wku3n+Wi+fOkPRzNu+MCP2ALMt4+JFHWF06zc7W5snW+o/iZgIxjqLZnLNckRezEHvsRXhSzXI87SyLaDIcoHY2We22eMfjj3H3zk1u72xTHR367qVbfhOe573Ji/TH8WdSGP3kT/4kf/tv/20APvjBD3Lt2jV+9Vd/lX/+z/85n/zkJ/nEJz7BL//yL9/7mQ996EOcOXOGj370o/yrf/Wv+Bt/42/cu6+9vT1eeuklHnjggXu3/aN/9I9wzvFP/+k/veeFAvjxH//xe1//yq/8Cs899xxf+MIXeOqppwD4wAc+wKlTp/iRH/kR/uN//I98//d//3/KZfiOHPZHbA8OCVcj3vY9T/D277vM6qkmQhrWL6/yRPkkn97+LV58aQuRexhjsdLSaIQEsU/pLKMkZ5g6jJEILInJKULJ1uGAzUGOjXzySUmBJKrXEPaEJz7rmAxHuGqWVH13f/+oH1FBMhmy1moTNeqEUcx+r0dNRdSiJnFhCaMaoRYElPjVhBuvbzHY36LwCr7w3B/yfc88zWK9Rs86dg8OeP3GdR5+8L6ZB+YECZ+myNjeuMadm9c4t3KFIBszGR4ikwF5MeXmKKHmx4gwIMuL2WnbWqQSeF6ALSy2VCgcoa9Z7jaJPcewrjkYO9IkoQp8Flp1GusrfOXrL6BrDZr1zvHXGfBEhHOOdt0nG+6iYkNn0edw06A0aKlYXFpkfX2Z0WhEv7dP3GjjeY5up05WFIwGA7LJmGwyno19qHLSPIdYsLS6PEtM1RJrBaWbDX8syuN7MZpNWGqHBL5AasHh4SF6OEI1OfJuGAoBY0Bai3AlwhR4nkJpi6Ukc45DA2lS0spLHgoipC8YloIJloEboQ1Yp2ejbpCI2smEUbMWUJV2NrTXWrJRD9n0qLuE6eAAPwrp1mvUfUXNl7RrAc1mk2ZhKQ/GDKqcmnYENUWzFnLffXVqXUUYLyEbFymKlKtnujzy4GXKF15ja3eXYlLhnaAQwhxlwDohENIhhCUIPS5dvI9Hr17kHc88Tqe9yObtbe7c2SbLMh584CKPX32AU+srDAdjDnYHRMqn222Am3WhrtUjhMqZZjAa5TjrkMJDSUmFQckTDvCybyRGGaQDUTnKqsBKQbtRJwo1rirQziArQzOsg5CzGWVFha1KEI7AUwQqIMsKgsAnNxkOh3GA1FihcEJ+UwPC47O+tkSnG9BqhIDFVA5jHdZWeFIircAVlkPbY5BNaOsaZV5RWIOOfNqdJoGvSPcPKauCoio4feoM73/Hu1hoN/jqV16mu+CxurLE6XMdrl69iikE4oRe52/HG+sh5GwQrJSKdDwhp0AgcZ4glTCoDF6SUR+NaHcXePLyZQ7f9S7+w6f/gK3Dfax584SAN4bR+r5P9RYP338mhdEP/MAPvOn/V69eJcsy9vb27nl1vlnEAPzoj/4oP/ETP8Fv//Zvv0kYXb169U2iCODpp58G4C//5b/MT/7kT/Lud7+bU6fenKL7G7/xGzzyyCM8/vjjb3qyPvzhDyOE4Pd+7/f+iwkjEwpu9W9y6akz/LkfeQ/NBYV1CXmRg5ScvniK7gNnePa5W7NJ3WlFpxFwcXmBTrfLcDiilwv2plBYh9YFIqo4c/ks+9d2GPfGvO0dD3Lt9VvcfG3AeJSTTDKqE1R4JUnCYa9HmqUMB2P+8GtfQwUeaZERKEHn8SfxPGZVdlozGI+JdETgh3SbTTzhMNM+uzeep9dLsPkYgyGdHLC3eZNsPMSYinGWcDgYUFmDJwSz3e6YVILJaEKSTGjVQ05fvMCtV0Ycqoxu3WOgG0StFc42u+xdv4WpLFoqTJkzzVLKqkKUFZQGrRSuKrHOUg8jBIJRMqIWamQ1oR6G1DxwWGrNkw02FaWiHtSpRQ16u1vEDR9t6/ihxBlDo1XngYcu0Ok0uHZtgpUFQQiNhker6eMXjjx1CFeipCV3JVmZMCkmLK13qbV9nCiRwqGVJMuK2fBWffyL9d18RF02kbUmnvbIM1CixKZjZNDGeh7DKmeEoCoMw2lJt6kIPUcfR+ocA2vZM5BYy0AIokZMlubs9kesnmuztBygPYX2QzxfI4VEi5Ot9QeeuA+lAz71xVfIy4p0MmGpfpb3PHSK125v8vrWNjWaNFsNAhURSIuoMpRxuCIjS2YepdVmxH2dBg9eWKVW99htShZXl0mN40xNYk3J+VrM2qnTWFORZpNj29yIJYFQWDmbP+cpydNvf4KP/pUf4aFH7sPzJL/xP/82n/z3n6EsBWfOrFELI1r1mHro0y8qDvd71LyQyJMc7PV4/fVbpOmUek1Rr0U0Y4k1AiU9tJZYWVK5k4kMZ2YtOdzRWBhbOZK0pNVt0mw2GIxGLHRr2LKiv79Pf1oipGQ6mFW71usRyXRKVRb4SAJP4mmNdQJroagsOEFVOXxPo9Wsw7qpjr+HZPslw6nkoJyivZA4as5eA8AwLSmLCkzJdDBBAUWecdgbMBqOKNOEIkkYjiZs9IaM85LTp87wPU8/w3p7kfFowOn1U1x9+DStVoOllTrLy13K3JEmKyda6zet+1GIS0pB6AdgHMNJQm86ZZQVTJMMiyOohWhb4YUGr7KMK0OzXufRs2dZan4ElOB/+q1P0u8PmZXpHt3/0Yc1bz3P6M+kMFpYePP8ojdCY2mazk6SWrO0tPSmnxFCsLq6yuHhm+fxrK2tfcv9v/e97+XXf/3X+ZVf+RX++l//6+R5zsMPP8zf/bt/l7/6V/8qMMtzunbtGp737ZuSHRwcf7r1SVk6t8rTH3yStbMrNFc0zuVY45DKQ+hZmGTt4hnixTaDOylpCQt+DRnGHCQF24OMjWHBfmIpMfhhxgMPrfHkh5+mx7O8stvnyhMXOHWhw87253nt5Rt8z+A+6ovHT1rPbcUondIbDbl14w6v37xBrdWYNT7Dcd/Zs4TLPudWF7ly+QJf/vJzpEagg5jA89FVSpUOySZjikGCKKfUw4A4nXJw8xrJNCWzBUmRz6ofjspu/jRx6z+KNR5pIalMyXi6TygMzUbIldNd7t5ucvOwYunUfcQh6HRKPp5QZglkhoPDfUbTjNDTBKJCiZjReMjElkzzkrQocXaCEW2KynKwexdMRq3ept4+WSM8iaDT7NLQNUJfUKtFyErPJqbbEj+U1LshzYWQtWqRwhVEfohSGb3+BsZZ8mKEUAY/1IyyEhEImq06a/ct4dcE1pVIc3TSkzOvnFTHv/DV6x7NWkAYhOgoICVCBR4dKcikJtEhO/mYSs5O8ztTx0IkkcbRSyx7GeyUlqEVVAgO05L90ZhAWxaXmjz0xGUanRCpA7QX4esAITyUd7JcwR9+/9u4sT/i95+7SVmVNKOQxy6e5ZkHz1MLPL74wosMDnYR64u4VpOpOsQ6SI2jNy5IE6j8ENUKOXNmneWlZaLQJ4oK9FiQhcusLC4SxC2Wu2dxZQuFpMiPnzT+4H0dfOEwQlKUjnazxX//V/4i73nfuxEaPvPZL/Mff+MPeOnlm7RaTdbXF4njGIEineakSU6vP+AgTWnEHqZwbG/sMBmN6TZqNOo+ohXiLCg9G8lhZEWan8xjJNysn5YxBhFokryiGpc0ui0ORyOef+0aUjrycYqpKlyVIrVCWA8pBc1axLB/SDadEDWgKqeEoU/DLmCMIIhqKGeoN1ssLSzSroeU5ZTNmzvHtnm0P6UIKu7cus35M+dprjWw2ZT93W1uHwxJiop6pFioa5rNGpPRmO07mwyHI0bJlP3RkP3JiKQqWVlf493vfgdPPvYIZTJGe5Krj1+kVu+QZglKV4QB1GoBVfHdE0ZvEGiPTr2OM45ekvD67i6D8RSDoNGo03Rgxgmx8wm15eaNW4wGA1pKstZp885Hr/LZr3yZNEmQb+wZzuEddTPHGMq3KEL/TAqjP46FhQWqqmJ/f/9N4sg5x87Ozj1v0Bt8J1foD/7gD/KDP/iD5HnOH/7hH/IP/sE/4K/9tb/G+fPneec738ni4iJRFL0pGfub+S/ZZ0kEgre95zGkthhylARXKYTUgMEKy/lLZ3ji7Y/xxf7zVJmkVJpDDEWRspNP6WtLWnf4seL0fWd54oOPc/bx86xd28B+TjMYDXnmmQf44h9c49WXrrN99yqPnbp8bJsnRcZu/5C7ezvc2t5kc2+H9UBTq9fZ39liMp1gbcHZ9S7vffcT9MdD+r2UJKuYTkcEVYZwBQpBKEusB3UgzgpG29tMFYyKnNxUhHE0a/ZmjpqIHZPl9TW8cUky3ue1157lRjIlLlPe844nKF1G/bnXiMKUyM+pFhUv7o/pHUgaccQ0Ten1BkgctUDhnMMKSZ5NGWcFvckUoUv2en1WGjWEqyhNSRh4aHWyC0igNbU4IJCCONJIOctZ0sqntdCk1W1QiYLCZnQWm/iRjyktlUw5HEyxwpGkBUmWUB2VWbebId3TDRbPtJEeuMpB6RDGoZ2kMAXCnaAR3vIqzXoD4fk4P2CER3/oEcewudvnRr/AW2rx1EOnWKppRFpQmQwzzalqGul8ljqC1VqN3jijNx0xKuFUs8by6grrFx4gbDQQMkDqAKkCEB5CnSxJdZTDV25s02pEXFxt8YGnH+PpRy+h1WxuV3+SoYXl/Ol11hfbjMZTrIVlP6DbKSlv7LIx2OdWUeO+00usGY2qLFLCUk0ylBKrY9JK4nt1bDEF7aPi49u9ulhHu4TcKMZJyeVLZ3nbk1fRArJpwebNHe7e2acwFkNJq11neXkJZ+HwYMDu7gHb29uYdEKnEZIlBokl8ByemuULauVAGTw/wDiFNRZPnEzwh8Ijd7ORJlErIMkF02IW4t3vDXj1xgaelHSiCOEs0mTYykLgo7RHzRME0pFNR9jIAwz1eou4FVPkJYGv0cIhneXsmdMsNGsMBgccbA+ObbMOA6Tvo+IQ50tcoChKzWFScjickOcpsvJZCBuk4xGDacbmzg5b+3166ZR+nlAJw9qpNa48+hCrp9bIbMnBeICtDPVJj92DXfr9Hq1mSKN+gXptkXb3ZMOR34QQCOeoRyHteo2iKEjKgl6WcZAmSOXhihLtVygkZW6QgWUwnbK/fZelQHPp/DmK/iFnmk26F+/H15rID2mEEfUgQlhHkib0p+O3tq7fvUf3/x984AMf4Jd/+Zf51//6X/PTP/3T927/tV/7NabTKR/4wAf+VPcXBAHve9/7aLfbfOITn+DZZ5/lne98J3/hL/wFfumXfomFhQUuXLjw3X4YJyIvU5TvY53BVhKhZmM9rFNHJbgl9bU6l992ha998Tr54RTaAeff9QCdlRY7uwf0RxmZMbQ6MRcvrbNyboEqrFg+3cTTMbeub/L9H36Ixx87z+uv36F/OAZ7/FBJXpRkRUFSlfTzhH4ypT6asLqyRhYN8bFIpuR2wtKqY2W1xeGgwgpLXiTYMkMJQ2IcUmranTqmNBwUFWmeUvmCcWmQStOIawgHZWnf1JvkT8upC6dYKRyeV9Lv32L75h38zPKe97yLtz3xdrr1Ngc3X6WY9rHdgNeFYXtni2G9ySRNSKoKYe1RMqqjN0pJ8gmVcBQIiumUItsm6zZZbGqS0uAHHifN6Q88D0uCEx6NRkxaVWRJxenT51hZWcOGFUEtwlSzTuMqVLh41nWXsgIh0E4RTAOcsdQ8j2jBo7UcoYKjDsZGYiqHtQbjLJnJCMPjexQXl7oEOkaFMV4Y4zWbvPTKHdpdx63NlF6pee/7H+aZx1fxlcQaD8oKV1guZPC2yiF9j7DW4Pe+/Bqf+4Mv43RIIgRLa6cIWiuoIAblg/RAeSDkbMjoCfiX/+ELHKQJ77q8zvueepSrFy/iBZCWBa/f3SYtDE9fPsMzTzzGYrtFliX3QgaDSUZvkjGZjimKlC+89DoIwWMXloh8gS8FoR2zu7/HYG+Hy40U31mU77/lfi/fjspYwGCsxDjL/Zcv0Wi1SLOSdJqxt73LZJKAdBgKjK0YDkZkScLgsMfm1i64Wa+fF198jvbSOkuLDYoyJopnswKtcCAsQhtipXCZJfBPJoxUIfDdLBzaqdXpBAEiPaDMSyaTKZube0TCcenMCpISWWZMpiNkHOLFMdpJWrHPOMmwM3cWUkGjEWOCAoFCCQdxTD0KyfMS8FhYWj6+0bokNTlR20M1JWVkGCWGnSRl+3CfdDygajcItaAe+0yzlKSqOEwmVMpw4b5lVlaXOHP2DOfOn2d5dQHjLDoKwBnG+ZD+YY9kNKYqPLJpB2+xS7313WtJ80ZuUbMeU48CTJFRpDnCydkkBRzjNJ2NcRKKpDciniTU63W0hMHhATeLjN5oxOWVZcIgoFmrsdDuEmhNlqSkSUJaZoyKt9aJfi6M/ggf+tCH+PCHP8zP/MzPMBqNePe7332vKu2JJ57gx37sx/7E+/i5n/s5NjY2+MAHPsDp06cZDAb8k3/yT/A8j/e9730A/NRP/RS/9mu/xnvf+15++qd/mqtXr2Kt5c6dO3zyk5/kb/2tv8Uzzzzzn/rhfluctZSmQCmBNY68LLFW3+u/IT2JiyT1U01EK6BXpJzt+px/6hz3XTlLmqbkWUma5UgpiGMfqyxOFiwud6g3YorMEdVCnnj6Ep/45JeocnuihE+cRVqL50BVhkBpxpMxSZpQi0KqImGSHrKZ3WKQpyAzJuMRaZJRiYpAzLw/SVHh1X1WVhaRTnL3zja5F9DuNjnY2aUWRXQbTYSxWAfWHd/mINJEocPZAmcNYSPAOsMkTekEmvNnLnJ2aY3tuy9ShTuE8R3Kgwm94ZBpnmKsQThHZixJWaKERMZw5uIpFhYWeeWFGxxu96mqgkkWkwNRO4ITNggubcUoGeAFNRZaTTb7faq84uKlB0jLisov8CMfl2dUpiCjpNAC6yo8ZdDKQ4mA1dNrjA5SsiojXlCowMy6TxuHdLNyZm1nk7GlE4gT5HP5MkTJACEUEkUQNcgKR24Fge9x+dQa73zifjot78jTIxByNm9PSm82YFb5CBVwe6vHq/WIwhjGqeHK6bOoqI5QAUL5COkhhGYWdDyZCr15d4v3P/MgP/qh9848MdIirWIyLfjqq7dwxvL4/edYaDURQuBrD+FBkaXkeUphDCutBqeXO7ywuce/+4Mvkk8f4ukrZ4l8S6yg2j8gTca4i6sIP6Qscsr8+JPqK+eQeBQlBF7Epfsv45wgmxb0e2PG0wlhTTMZTxiPC1554SW0m5W9DwezPMEwDBG2pEpHvP3UGqfWu5R5g0bNzZpGSpAyIAg9PK1oRh5GnUwYNZttRqMp9UaNbhQjRY1xM8PKFM8XCEr6vV22RIInIclTRtMRB/09nBFUlWQ0zamcQPo++AqHIi+mVHlBFNVQnsZSkeUJQnpYoai1jz82phV75FVFEDRYWGzTXWwxHE7IyilJNtv/xMoqtYVTdDo1/OkQvXtAFCvOnlvgbU9cYH11BZSPDhK8chdnLc0gxw89ajXNxfsfR6Aw+ZQgFCTJhFKdUDp881tZzIRRGIYgIS9SlC2oSUEqBEVVkmPxCokUmv50yqSqWFfQrsdMi5LxxiZlZaiHIYGn0NKRF1PKUpJlGcPxkL3xgFHx1go45sLojyCE4Nd//df52Mc+xr/4F/+CX/zFX2RxcZEf+7Ef45d+6ZfeVKr/nXjmmWf48pe/zM/8zM+wv79Pu93mqaee4nd+53d4+OGHAajVanz605/m4x//OP/sn/0zbt68SRRFnD17lg9+8IOcP3/+P/Ej/c4UFQjp0FJTOZhmOXkxnU2dBgIZ4IRDxJKgUyMXgqAeU+/EqJoiCn3iShDngrQoMa7AMbu/RqtDuxuysLSE9JucuuRx6nwHVwn8Ewgj7Tu8WJEWE5QwBA1Nokr2iwGBNOyVI2QueGF3h+F4ig0E7YWAyaTPsCipRyHSgfJ9FrtdFho1Lpw9Ryuu8fUXX6JRrxP6AxbaHVaWFlDOophV3hwX4SpKW6A0VC7DC33KouJzf/hZLiw2SHNB58xlRvVVrg+ukxqDF/rY0qA9SRyFBFGAlApPzbrZrty3yOn7V2jWakit+EzvK0xKix2VNFY6LJ5qg3+yUFpWZpR5TmQdnXabwShhfXGZ1bV1vvD15+ie7mBMjqRAePaoYZ49mvdlQGq63QUWovNodTgbfKnGDKp9qqw6KmMGpRRKelA6pJWIE5idTgribgvhaZywhKHP+kILZEoYCR5/6Byryx2cdDPPpQSlfYT0cVIjpJ7lD2mPh08vM35gncUoJag1iVsdhI6QKkRKPRvAeiSM3Amrd56+co7/7oPfw5nT6+TjAw5GQ9qdFbTyeODsGne29hhnJZUxUBZUVXrUx0tgEfSHCRrJlXPrnFlf5f/7B8/y73//K7TikLc9cBqpHA+vN7AuIoxDqiJHlhn+CcZUCGGRaIo8ZW1tmTNrZyizjGFvwO07O0yyHE8bYm1YbtcI5Zi9jZewblZ9JxAkRxPuo0ACOUvdFrubHtqlBN5sDI6UAk8IqrzC1z7CO5kIPXX+PKPnXsRkKdnQMEkHOGdx2jFJEoo0Z7w9JdkNaTZbbO73maYTJtMxaVKQ546ysjghCeKYxeUWZV6QJJYkL1nAI0kyDvtDwiii0ayR24T++Pj5pAd7t+iPEkZpwZ3NLertDns7ewSxRvqKpCw5HI7Z648QnsdwnLM3GIGu6C4p/LBHmo3wtMT3Ha5QuNIRYKirFkvdx3joycd3dwo+AADTdElEQVTQ0QJpOibt7ZNNCpz7bnUZ/4ZGkk5gK0NlS3wtqAUegyzHFUfFF0rh+RFeUTFKJgxvj3hNQKQ0lBUKwWK7zUIzJkw9lFSzQ5UQKCVRXkA6eWvjkP5MCaOPfexjfOxjH/uW23/8x3/8TVVoYRjy8Y9/nI9//ON/7P3dunXr297+kY98hI985CN/oj21Wo1f+IVf4Bd+4Rf+xJ/9z0laglIOKwyVKWbhIgmVmVXP2UxSmYLKFsTNGtL3CMIGUkQURYkxKaKqMAass1RVRV7kaKFIpjmGgkarzmia4yS0F9qkqSXPjt/HqLXSZhJWPN+/RRIV2DNNjDVsuBGhkojkgNubfV65vU9vb8ha4zRXn3wUKTxevXaHEsHZ1SXOnz7D6fV1Yi04d+o0p9sdrr/6Cgc7u+Acq0uLrCx0UYCWnKRpLWk2Ic1TpILJJKVCktqU3/jEF7m0uEg/d8jl5yltyuBwm8qf5T/kWYWuBTzytiuce+A00vOxhaDTaBC0wOiCehjzwMP387WvvsTk0GJ1wP1XLrKyskDhTtaNuaxKjIVpLqn54awp23qTwThBCMtCt0NZbqOFmwloYZFyNj9KIPC9iPW1M8SyS6QDghiub7yEKw1O2FkLBCEwlSWzBc5UVLbCVcdf7MALUNpDeh6Wirpf0o00O/s5jdVFLlxcAyzWCZAKrX2UF808QF6I0hHK8/CUY6UT8tCpGL+0yHYd7ccIGSFlcDSVXiI4EvniZMLoQ+96klPLC6TJEIEkCttYZxEUvOfqfZgq5/kbt1lZ6vI9j17E09FMJAlNGNZmr5XQI67XOdtp4WnNv/x3n+HZV25x+fQinU4T6QfkWUVeVdSaTfLplDQ7/jw9OWtUQKAV6+vreJ6H53kc9np88lOf4rkXn6MROM4tLtJtBkSeQIgCYwwxdhaCZDZyQwqBwnB6fZXN2w2qPEcrSVkaTGVAzJ6z0pWIEyTnM/uLGGcZTgZMxgUWTWod2bhA6zXAY3rQw4QBw7phoz8lr3Kk9HDSY1KOMZXBmpz+4YjlVpewsoyThKQw2GKfQEuqvGQyHBIEGUIWODc6ts2pPKBzagE30Pzhl55lMKwIfI/vecfTtJda3Nm8xe2dGxyMDlheWMEpxd5kRCGnjLSlaMcENYkOLMQWrTwC41OLFMqvs3rhIu2V0+C38PM6vhdhRR9VnKyZ5hsFhIKZCImk5tzyMo0gwGGJ4jqeNyIKPFaCLlJrnPYY5QWH0wmjdNbB3dlZY0jnHJUxbCYZK6OYhUadWhRydDwh9D087bPY7r4l+/5MCaM5b42kqDBVifIkyXRELQ5pN5s4Z7HWkeYlWZqRZSlCgRGW/jDlYCfDq4EQCbaCrKhI85zKGMqyxFeara0DBqMhUkuGkwme9Ckrxa3bu4zGx3+zXbx4P3emO+zaFK9bo1tfhsKQZSVawChL2druMzmscMMQ5StWVpsMV9e5c2eP0JNcPLXGlXPrdJtNAilpUhE3I5568AF+99nnmE4TWnEMlaFMUyzVyTxGQlCVJa6YNcXzAonsBDSWWsTNFr1kQGr3aLdbtFfOsReH9HemlKOCsihxWhB0fJwCWwisZ0hthTUVLi9RsU+tEdPbHmJdQVGUaBTOnizkYIqcrKxwZYGvNbEXUK8pDnpj1la6tOKIfg+UYFbBd08gCZTyCL06nvDI0hGNhk+WDTF5SigUVioqY8mrEqkVJY6sKnBUiOL4IkMxm2nlBJS5wbMZNeUY+nUWHzhL3AqwFcggBO0jVIjwIrQXI70QIT2clFTCIIOQWqsBqUeKRSk989IcVSlKAVK+USJ8sov16kKbaX7kcfVjfO0osv6sCzEl77q4SOw7BtMxVWXwlCLLc/qTEV9/fYtxknL5/Cn8sEZaVFxYW+QHvu8dvHhrk+3eAVpUWOWRZhmer0mLktAPT5QbFXoaUZbEkc/y0iJBGOL5Abdv3+ZLX/gcUhvOr7dphw5fgkBTlrPEWqehMgXO2llDPgdVnnLqbJtWo0bCCM/T+L7DGktlS8IgBOMo7Mku1v3eCKcEo3yCdAbhJJMsobSGQwGtMELagmySU1aOPHfk5exgIzyFcRXGFeBKDrY3aVYFpSzZmE6YWIOWUI8CPGEQVQ3rfLRnaNaPX7n49Icfp17vMBhUfPnlF9m5uYOnQz731S9z9ZGLXHjoFK+9/Drj4ZjDZAhSMrFj7n9onWc+8D088cQFwlAiqNCiwnMRPiGKlBzwO+tMcoMsJliboHxvNhfQnHCI7KxrKY7ZqJQzS8u898m30Y5ixmWFF8RYIAp8rNRMi4r+ZMrBZMrhcExVWXzl4+nZMG0rHEpI8tKyPUoYFxWtWkQzDPAlFKbCkwWVeGuSZy6M5nwLo8kUT3tE/lHyqBNIqcnznCzLKIpqNpjVzho7VqLk1RvX+fIXX+Td0RXqTahsRZLnjKcT8qJAKoH1Inb2eiRZjvIVRVlSWEdpLFu3tjg8PL4nw0/hdLRALDWhiwgTn8AItB+hEFTFkNLTmK5AdWtEgSMsEtIwZK3VYrFT47H7z7PeigmlQGtNqAQy9Pmepx/n1a1tetdu0arXyKYTkhykAquP/xYyVUkchLOSdBtgKwcBdJe7SCG4+MA5XC1ASUlaVBSFJWhtEadgtaXfGzEajfHrkjCogeeQoQ9SozyfSHusnlvlzutjrIGtu7tk2QPo+GRucJPnZFUBCjJKfKGY5iOCUHA6XiDUihQPhcU4h8biEAipZ71nrE86ThkN+gQri4yHB+TTKTpQswthWeIqgxMCpwRGAY4TjYwRR0nRwlPIQpBOc4oK6itLrFw6j4waaBmighrCn1WVSeUjlTcLiwmFkwK0h6x10N1ThNbiigStFELMZmqVpiIrcvrDCfv7A3q9KX/jie85tt3dVpMqz/GiaOYBSkYgAsJaiPJz/HiB712/yGA85PBwh3azy8b+gE998QXu7PR44oELPHhhjcl0ikMQ+z4Xzqzh6h1kAEZqlDZYZ0imBViDbDUR9vjNNINAIbBofBa6XaIo4nOf+Qy//3u/Rz1UNOuaQJZoJfE8BdLNKhEdgKKqglk5PLNE/CJPEUfCwtez18hsHhuUeYVUBmcslTjZxXpv6w55PiapJmghUE4ipUEZgyuHqEZKpxEhsgojxwSuIq7PnnsVhDTbTZLxCIWkiWF8eJOFlZgnHupQxj5SOHwlqIUecRiifYcjPVFlq1zoUChJ5Ees3bfCcy/fpXRwd2eX5qLmbU8/SHsp5mtfeRVjJeN8ytLpOu/53qucO9vFFQl5Limqo55H1uBpi1QZIpCoeoon+gjjqIoJQRDhqpKqPL5HEaDme1QOPCmIheKpRx7moUsXGe5tk2azPm1KKDTgaQ8lNNM0Q5YV2riZZ05UCDkbJSWOOmcLpRFKk1hHNhyTlxWtWkDhQAuLYd7gcc4x8T1NGHizDq7tJr72SNOc0WhEkecEYYSpDHmRo3zJ+rk1ao2Yz3z68xzu7fD4k5dYOdsCH0AjhcOUhv5kws1bdylNhcVQWUFZFPiRAOUYT4+f8NmaVrQLqFlDLAp8DL5Q1OohWipsHuCHS3gNhRIxQpegDG7saPgei60Gp5a6rNZC1BvVREKitMfFCy3uP3+Oa3c2ObO+Tj2OUK7ACkdRHN9m5xxRHCOEJE1GSOlQvk+93aDpR/jLbaZUUM1cxjL2aCy3CJWP53kIoQj8kHY3IvAChNDYWetpBIIg9Lhw+TwvfWkDX80GbVZW0Gw1j20zQBj5M4HjKYQnqdU74CxGp9Qjn0Br+laRFDmpySDy8LXGlQ5nYKHboebFDOweRktyIchtQZmXVGoWslVSIhFUJkM5gyc99Am8czpqYVUMQiKVIxchr+1NeOg9D7F07hJa+XhegFDe7EOo2VlWiiNRpBHSISXIICBeXKLhQ5hNKZDs7yfsHvTZ3D5gY+eAvd0Bw0FOmgn+xk//yfZ9J5Qt6Q9H1CyIoE6RFQjnQGms1CjtE3o+ygVs7fZ5dXvEp792nYP+iO976ipPXTmPxDHOCipjKIBxMqDbWKTZqDHo7xO7WQ6V7wvS8YCtOzewRcoTf+V4NjcCjTMVTgecWl9i3Nvjha98if3DLRotTagqKmMYpeA7SRhrpJxNiq9FEUpKsrIkyQpkoZhOBxxsbyCtQQqJw5HlJaW1eFENz/fQPiz6x09iBrh8ocLKmMKcRvvg6xqbdw8ZDqY88bb7aTQtGIOtKrSnMdKhPY3SCt8PkSqgLDKESJFZxZ3n92m3m5x7qEOpLSUSIWYCv8gzlDR4OsLYEzR4FCO0E/ha8uhj63z9i02GhwKpBHmWc/bsAvfft8DW3W22t4c89MAKf+lH3st73/sQtcihAWXBGn0U3tIIpXAqJhcKPyiQdoCZCoppwjjfZTKeIKqTVXBcuXQ/0kl8qWhqzf3rK+xsb9Lf32OaJFRVSbteZ315mWajgTWw3x8yyHL2p1Nu7+2x3+/jAClmuZ5GgNAK5c2qp01RMUpTKucI/eBIVM9Hgsw5Jr6waFcSKoWb+TuxxuF7Pr43u4BMrEVKiQ40jU6Nq48/yO0bt/jCH7zCYD/h3R++TPdUk8o4nJ3FgA97Q/qDCUsry2R5xv7BIVppWl2Fk0tMTjCJ/JyelRhrBL6QeGr2IcuEwA9QoUZIgVAKqQRKBUgt0Xo6c4EbQxSFNDqLSB3MWhSg0VKgfMVCt00tjlhZaOMpSVZVGOtOlPdSCXBKIrXGKzVllhLVWnhLXSKnwAsRJicMZk0Hq7Zl7fwyaTykVW9QKKg36kRRgK1muV1OxLhKkKRjAt+n1ghZPbfAyvIS+3sHHPbH1NYbx7YZoMgrpFZoI7CpobW+SH/UozccotA0F+oIrSizo/EE6SwJ21iLL3xqfogtC6oyJwojnJNIKQl9j7wsoXI4U2KVBWWQ0oHRBPoEJcJ+A3QMUmC1JtM++6Vj6cJF/OYSVA4rNagjQQRIMbNLAjiDMxJnBUHcwOt0UKKifzjgd3/7D7lzkDMejbFlhQKUH+BJS2qPL5wBkrJgOBqwvbdDa6WgVfOQJqMua0ilQAqSNGUyTdjvHfLbX34ZHa3wV7//A1w6vYApUkpj6bbqSDG7ANdij0kyxisMSlaMDw7oLCxgHZRhg85qA18e3/sihUVQUWvUWV9dJhv3iWRFpzbLIQu0RgDGVDgcRWmQzqE8DyXA02CFxMmAQleMp0MsOcpTVGlB4IPQFg8QsiQIPfxY0NAn6EIPPP0956isQbjZUGRXeSSDEY2wwfmzHerNijzPjy7Gs1Hu4v/H3p8H2bbld53YZw17OGNONzPv/O4b69VcUhVVspC7pbagIQwBEm1FNMX0B2A6gvAf4BZgrKAUQIRDfzQKO2y1HYSRA0MHig7JyALUBrVkDWgo1Vz1Xr353TnnzDPtcQ3+Y+19Mu97VapXeaolAu/Pi3x5M/PkyXX2WXut7/qNUqKkopf26Q/GWGvIikPyrCDZHVPJmFqBVKFKvZASUzmUFEghsWa1AP1PDa8jhEQqy+3vvsL99x/y67/zJoU3bA03WBus8eZrr7E4qXjm+g0+/V/8J3z/D3yIJLV4W2ONp7Ke0guMd9Q2p6hKirpiWhtEdMxWfJXq2OKzmkV2yunBKePoKn/4z1z+Wr919wGxjoic4/s++hE++MwzjHoJPSWpTY33hGr+eKT0mKomjSQ3pSYzho1+wpu9lIPJlLwucUKimwBtlA5uVRH2naysqI0lUvI9l1fphFHHu7BVQV55tIJ+vxcCUaUmjmKccxR5CTUIqzCVpSgzeoOID3/sRWbHloOjM+7de4SJaoajdYQQLBY50+mC67ev8dyLW2xspUymM6SU3Hz2GluZJKsuL4wSpbA0jRmVgiiCKCKKI9LmVCmiCB9HSKWI4og4jtmJ+tx6eMQg0fRHawzXNkBqkILSgnAGKQHvGAwH9Hs9vA8BwgpQK+S+y15E5moSIRmsjSiEx3qLiCRFlpMQEUceYSp6saS3vY56XnAyCOJiVlTk2ZxeqXHWYkxB3E/wTtCLEySe/iDmxjPb3HzqKoXJmExmZHl+6TEDeCMRJgQ1CuvYGG1xNplQlQVFNsNtbqF6CXbm0UpTmYrC5Rg8Vlgmk2NsZanyOcoYIgcxmr6OqK2h1pZSGIy3KAUogXOyCcq9HPF4F60lXhYgBFJLVC8lTnrgFd47QIV/ixA67ZpDgfdgrScvDNPFgs1hQs4a+ckDHr/9gLNsndvXrnPluav0kwRvDF6HdjhmxRijopjS66XEg3W0L6nymjTtk1cSLwXOWxSK2ig2Nnb40/+L61y5ssMo1ZiqpPYKLxVCSupqQVEsyPMcm2dgN7gyGhGRYn3B2tqQoQ0lOqaL7NJjllISpylXr11lPBqRzeZki2OujhVCqxB3hqeuBLX1CCWRhNT2onTUxlHUhtp5stJQ92o2rl3htJgyK09JUsFaL8bhKKsCIyKyokLpy7v/AHojRZ5VOO+JvCBblKRRxHB9BLYgUgqVKqSQGOOwNpSS0FKiUaSqh/WWwqYI6dCjUKsow5DgiZRAK6hxeC9AxFgvMCscrjbTG3jpyV3G+nbK0y98kN/+8mNmixM2t7YY9EfMZgVKpdx+9hmuvf95TkVCMS2AHsYKau+xwoeK9KamsinGW2prIYekB9KAsR7jNclwjV66WkX3k/kcAQyV4tbVq1xbX0d4i3R9vHdoHSGlZDabUZYFwgmGaR8vJeX0jNgbxknEPNEUrkTgiKSmF0XBuutA6BCQjRQY4TG1xdlOGHVckkVWU5saYyV1LeilPhR88wIhJLYylIua6XFBsSjZ2tggThL665pnv3uH4/0jaiOYzywyNo2KT9jc2WX32g2sDXVIqloznU3pj/rIvkf1Lj8dR5ubIGRwA6Y9dJIgm2yYJE2bMSisFAgVTnlSCnpZzebWFtQVlRPUCISzeMB4Cc1YHdAf9On3B6HKNCEQXa5Qx0hGUJUVJgsVqWWqkdKhRho5GFBbQ6wj0ALpBVJotnbXGK/1ENYTn85AWnoyonKOovYk1iGpiSKFwNPvpwzXE7avrTE92aSsSmJWO1n3dB9TG0QdTrqp7lHmJXmWUWgVKoknCVpr6rLCljVWOYxuupZHYTPJjqZMT065tXuN46OH7O8fEcc9dJqgkgjwFItZKOufpLgVrPdepVjhidIIVc8YJYqBFmgDyvpgKRAC5yxehFOnNY7pdMbh4RF7e8c83p+QlQV/+JMf5oVnb3J6+iobvZJP3d4g2rlKZSx4T38wYjzoMRyMSVbcQBa1wiuNUhFGRWgdU1pLvpjQG4wRUuKrHGNqpPdgMsrZAWbhELJHUSp0FFEXJQ8f3mMxOyJRnhiYnj5GjRNcssa0Vpi6RgrF0fGUOL18j7e6rhnHCbdv3WZ2dsprr7/KwekhSRJRWYPxAiEg6af0oxjrBLNZyXSW422JUlBbT14ZFnmJE1M+cDJl49ptPvfl1yimc5JEhrIcccSirpku5mytsH4A+KkhRofmtEqTLULPrSTtUxQGyQClwONR0qAVYeMluH+tqVEquJnzecb6MMb1Ja5YhLo/UuGtIMsM1jtqnzdV4y9vMfqt+/vk5YKsPMP7AfcWGWfOY3VE/8oauSy48tQ60SY8nN3j5Uevcug2qb1HxxFegDaexErwQRzVzuK8RzgNNeTmkF4Uo9YlPZXiMk8uVstsRUq8c6xvrHPr2i6+KpBSYaoa70PoRV3XOOfRRCHdXkkKX4coIa1DnTEhQ1stIUiVoqcTjPMYJXFeh+zWJv4P8d6TiDth1PEuzibBomBtxSKzCGeCT1xpkjTUasnyEiskN+5c48ZTMZs7a/jYcOf5Gzz11HVGwxEihrZKf9TEvVRVQW0qkjRlNBoRJwkq1lRlSfweakR9M27ceQaPJ9LhDxrASoH3UAK1B2EdVKAkoAUWKOYl+XxBURQ8PjxlPBgQqdBI0suESIATmsFo2IzPAwK/jAtYwSLgLeBCFlZlUUqghcbSBPJWNVQVQkjSJEGIUEVaJineOjZTiZKCJNGI2oMaUVUVtTFIUpQEqTQ7VzcYDFKeeeYmB4eHJNEKhTQBV4XUaikEZV1w9+4bLGYTZmcTdO2J/CG7N26yMRhxXOREIqTqO2+ofMlbj94iQpFXGUeH+1BDVVucVphIUNkKYyzGWuyiZC0dkFjNCgdrrKsQUqP1gIyUfl+zu5Ziao9TAm8dzhick2RlzvHplEePjjk8OKGsK3rDPk/d3uHW9Stc3xoR5YcMBjHi6ee4fzDn0Rt3ufbUHa7f3KbX00glEB4qu1qQ6uff3OfpG9fZ2VrneLqgKM6ItaWuS5hMGCSaKp9T5QvS2IeTs7ZoKalNSW01iU8RUcx4bY0rO7uM+j3ybIJ3Gd5kKDQ3royYZTX/8jdeYmd3i+/+0Mblr7W1SKVYW1vj7Tde4+j4iLn31JmjyA3zKriklNLoSJOXNSfTnFlmcNYhvEMoTWV9sKZ4wy/9+u/y5//cXyRdv82XXv51xoOYYU9y9UocsgWdxq9gUQToqetEcQzeMTdVU+nckw43GK/3SftrTcNvT9ITJKnCWktVlSil6K9dYX19m2R0Bf34HtnUkCQKxAKhUrROMdaQ9A3em5DRJmNqc3l365n/MqXKEX2Bzfsssleosn1u3HiWFz/4fgplUZtrPP3R53h49yFvvbJHmWWgMhxNt4CyxEmJ6vXxShNrhTA1qoLYRkgBlS1BgUrjECuYr1aGoi1KdnV9nYGOmMymRGkP3/Q4E02Moa0qIiWIBJQmIy8LyrLEOolH4SzYvEYqhVOS2tZ4GZrzSjxK+pCKGnzj8B6nSCeMOt6FIyLSEV5EzOY5tirJFguiWLOxrukNYkSvxyjtI3oRxliSVOEcaDFEE5HGKaUpQlNGZ5guZhRFgZegY413ECcxOorI8gopExbzFQKZI4Ux4W9VZUVW1RgHeZFTlhWRDrEjtjAIL9CRxjnHo6NTDvcPKauKB4/26EUKLS3eW4RO6ccxvVQzzzKKsmS+WGA3Rrjmxn6PltlvfJ1tHWpxWEtuXMjOEaGwXW0Mi6LEGIOSivFoyLA/IO318Di8dPjYUbuaykKSxoz6Q+qyomoKosVxhEBz6851nHP0xn2upVdDtOUK2DpkpVmpKB3M5qf0+ym9pIczgsnRBFULKlfhy4oo0qhI4IWnsjVHi2MSEaGV4NHeY472zyhlhU5jpASFIEEjVARrA2KviJuMr8siASkMeXaCq2YIW7KYn/L1l77E8PoGVVljasvp6YTTs1Nq6xmN1/jgB5/lyvYa/UFCrCRa0MSgrDG8OSSpDL3bAis1ST8Nwdre4xvr6qr9VzbGa5jK8ujxQ7Sy1HmJVRqJZ9SP8a7Gq5ikr/GupN9PkDLC4dBaE8UReVkzm+ehIGi/h9CC6SJjMl/gjWUoK24N1okTxfqox4vPPsXVzcsH6G+MB6z1FErlvPLay3z9tdc4y6asjwb0ByELTeNQyqJjiRSOOE65phOSJCXWmsoYFlmOlpJIKbSo+Ln/7r/j7YeP2L4xZG3coy4XTOsZyivWtjQbV1fr35XrHTIHdW2oTQFKMdoYoJMYL3s4sUGUhoNXaFIagsaT1AOOysQs8nV0tMHO1RvUWyCkBVEhiFHqvLu7sxZTe7xVVCtkeL329ilOOyLV5+jeEa+/uc+or/nAs1toP+PNl17DmJrr6z3O3oy4/8UD0tyzfVWSJI7EQr8Ka7etHLNijpGO8SChH0VE0oMU1EJR1hVuUTAeDuivUGIAgJCtzzDp442nKiq81NjGdT0cDoh0FDotCBFcr7WnMIbpfMHx2Rkn0zmVMcRJihcQ6RitFLUziCZzMUSUh+vuRfO990AnjDreRVWDqQ0+q8mynFhHKN1HqlC6rTSW3NpQ8DHyqBhqU1DnjjqvwQgKXbDIZkRROBWeHZwyWyxYv7KFEILT2QTvHUpHPH58hnMe6y5/CsmrmtoYiiJnPl+QFzXWCfIiD4LMt5ae0NYktHhQZFXN1tYWaa/HtZtPMd5cQ7oiiBYZ443hrXv3mEwnXLt2lf29PeTslEpWIAQREZ+87KCtQTeb5/HJCUJLhqMR4Dk+nZDl1bI4HvM51lqMt2itQ+CqtzhboSKJFop+HErmC2lDVoar8aLGC6iMRyiN7mtCbtLlMZXFWUsZ8mx4+OgecRwT6RhjPKWznJ2dIrXAAbWzeAdeC6IooRdFKC/BeYSXIFxjRq+QQCQiRJOeH1p4SBSSOLl8mQHhQwBnURecPdqjmFS8+Mwtzub7fOFXf4t4fRMhPOO1Mc888wwbm5v0+jHnnQ8k1ohQulBInJJhzU0EUayJZI33Bu+b4o4+ZDaKFd2Wz+wkSOE4nuRcGQ5Yu3GFeZZjiwWmzDmdlei0h1SKwipevXtIXtRc315jnETEOiLpJWgtEFiy+YxcCA7P5hwcnfCJj3yISGjun8yQSvKhF++wuT7iwd6UP/Sth/cNed/7P0pSnXH33lvsT3IKF7O7fY0b17eIlcc7Q5GHWK/eYMQsL8nzHCmDW0RKSVGU1HXKoJcghULHIx7tzXjq+hZ6FGGsYeI8w+GYxAuGVxLyVXytwOe+9FmEcDjjUd5jXYiBOj6qefPNguFoTD8ZBMulB4HECdEU9fTNO60RwuMA5wVJXJNEJrS0oQqxbD4IKyUSvBfU5vIxfxu1QKJxZc3pyR4fv7PO1seeJxnGyPoBz13rsdbfoicSdgwcHxTcHPV5aneDpGeR0qCcx5aWo+MpZ5VhsD5muJZALIh7CaWxFJXB+gFR0iNJY5JkNeuc8BKP4/jsjMkiI40GyMUcKTWDwYC6Di41pZoSHs5SOU9RGxZVjZUKnabEUiBp64epxp4fxLSKNEUVrM8Oj3f+mzZ9f/f4Wgnb0dHR0dHR0fH/56wm+zo6Ojo6Ojo6/iOiE0YdHR0dHR0dHQ2dMOro6Ojo6OjoaOiEUUdHR0dHR0dHQyeMOjo6Ojo6OjoaOmHU0dHR0dHR0dHQCaOOjo6Ojo6OjoZOGHV0dHR0dHR0NHTCqKOjo6Ojo6OjoRNGHR0dHR0dHR0NnTDq6Ojo6Ojo6GjohFFHR0dHR0dHR0MnjDo6Ojo6Ojo6Gjph1NHR0dHR0dHR0Amjjo6Ojo6Ojo6GThh1dHR0dHR0dDR0wqijo6Ojo6Ojo6ETRh0dHR0dHR0dDZ0w6ujo6Ojo6Oho6IRRR0dHR0dHR0dDJ4w6Ojo6Ojo6Oho6YdTR0dHR0dHR0dAJo46Ojo6Ojo6Ohk4YdXR0dHR0dHQ06D/oAXT8h8c//KUHGGvwgK0sAkGkNAhBbWuErZGuppdqtJZ4EWOJ8FJgnAMvvulzKymQOIyx1M7jffi+B4QQfOaPPXWpMf+J/93PUFtD7RzOgfMC4wW1B4cABFIKhBAIsfyLSCGQCqT0aAn9NGYQRdxcG/LsRsrYz9ke9Rlf2eHz9x7z8t4pZyUsrMc6j5eSX/hbf/JSY/6//vTPLMcBIIQHXDPGb34Nv118c5G998t//6//0p+99PP9V//Pf49xIBAkUYx3BotCS4X0Du8dznk84CVIKRFSgLPI5vVppRAInHPgPUJKhFA465FSIpVAiPA8znusqais5//85773UmN++eEE5x3eg/Vhnnrnsc5hvKdyHmtteIwFax219zg83jm8dXjvcc5hncA4cC7MY9+8UGttuMbWIaxH4PHe8dd+6OOXvtZ//b/5BZyznM+Riz8VSNH+SLSz/InHhO+G90J6UL59JnCAlaJ5UtHMPwhzEv6b/80fv9SY/+v/9l+Bt4TZrBA+XDvfznXf/gWgmS/NqwtzpvnKew/eX7hD2jkMonkvQKCtQkhFPXvE/+Xv/1eXGjPA3/o//LdUVYVzFo9BNWYDay3OmObvhTGdjzYghERKhRCimb8yzHsRPiutkUqhdUScxPT7fcbjMbtXrnDj2g4fffbWpca8v7+PMWa5ZrT39zsJc9Vgrb0w5vOJIqVczu92nbj48U6klLzwwguXGjPA4wMDrkYKhQIkAifCu18UBUVRNq8nrItSS7TSSCFRqr3WkrB8hDE6H9Zk6xy1sxdej8NZcM5QOcknPrz7LcfXCaOOd1Ebh7dheRJCYqzDuSp8LQXCg4oSSqEpjCOOBFI1C4Z3zUImnhBIrrm5pJD49r9WFLUbt3OXH7MjbG4enAgbmkUQbrn274VNQCAQMuwHAh9uPOGRAqwpKYVhb1Ywn9c8d2VAf5Rycv8B+wdHTCZzDAlCRAjvWcXo6p9YYNuNI9zk7aL1ToF08atvvAS++29cFEbfCZRSGO9QMiLRgtgZZj5CAEoIEFF4oBRY70AIlFIIbDM/wgIm8SilUEoBIghaZ3DeokREFMVhMa9rpJBE0eWvtcAhCGORhHfNC/DCh6+Fx4uwY4fvCxS+EQ0S71luxF6Aat4IJTwegfcOL8B5ByLMKcE33lS+HaRU3/Q5RJjAT7xKWO7bF37eiCbhka1U8u393W7vzVgbcbSKMBciiF4vBBYNnAujoHUuvB7Pcs1g+fP2eZolxHt8s0mCb+47EDK8Hu8VSKicufSYATbXh8znc6SAqjZEWiGkJM9zSkqcqYLgb8SlEhJ5rkybMTeHGiHDmEVzZzuPFgLnBM4KvJNIoXHOU5b1pcfsnMNaG8SYlMvvtaKgfR/br9t/v/M52sd67zHGvEsUvXM9cius1QCmPEN6h0PilQrCTIb76OzsgDIr0Doiz3OsM6RJjI5i8ixHKcHWzjZpOggnLyFwOJx14MA7j3cGEEgH1jUHLNeusd+aThh1vIt3nhIEjdhpThUejy0zIiKkTojwWO9x4cEsD55i+b+wuHlPbWxzhpWEM+v5zbbKFuKExAAW8DKMUXiJCgN/4qjdWozCOhKsRkoItADVvP557TE65u7csz97TJHXnNWG3AnwDkSNx4Ubc1WWY3tSwITrcvG8zJOvg3cvcr8f9NOYnhAoIno+Z50a4fs4IXD+3PrnvMfVFikkWoSNsjYOaw0CgZIapVSzuJvmtQVxWJaGqhJIqRqLkkBJdekxi+W89AgEEk+zLJ8LJcLPW5kqG+HU/laY3EFmh1/weBd+aj1oAV5KHOen7vOb4fLjllK+cxYsv36nfhGcWw3C5/DCBTSHBdcabRqLzjs2ON/+5PLCKMaGv7Z8GvuEEdkvBWNzhFouERcOCO1raH5HEq4rPrx/vnkfwWOkBQVCrSaMPvnhF1gsFlhjqEvLZL7gZDrBYTC+xjgJ7xIEwUKklFquY8FCGoRRmDKyEUxyaVESQmCNpSorFvPFpcdsjKGqKkRz+IALFhR3vr62X7eiqeWJdf6C6Gkf11qYLgqji3/rsuQPXm8sQZpIJ6g4xUuB8xZfLBimEUkkGEhNWVl0DEIaJvmEbDFDmYx+v49WEhVFIBV1VeOsIytrjLHESYxBNJYkB06CiIHr33J8nTDqeBd1c4puz0JCCIwxSKWCFQDQCIYxxLKmrmvKuIdZWk8aXe5bA/k53vvlovzknn7Rvv7tI7VG4QhLfTCf4hrzcnN6hfbGbtxWQjTarTn1C4kThMXPS0o0p7NwKs2JMEKB9EFs4cOet+LG9804X7DEuza/P2i0aF1MJaPYsxXFZFZQGUlma4z1YINlSEmJUiCko6oMRVXhvQ9CNJY44bDOYp0jihWeGicESmnqqkZIiOMYY6qwuF2Si+d6KXwQtXiEAOuDCEKG06YAhGpcPs49OS1bS4v3QVBLsMajZLC8ONdYi2Q4ocoVdfNFVxmcS5Zmxr7LYiSa17T8TmsFW8qgRnA0xiTVqiREI5hasXL5SafE+fx1zT3Zjh0cXrhG/IQRi6V7rXWkueXJvv0skcHNCXgvL1hVg7U3vJLVrBib62O210dI4clzw97RGbUzOCWDldx5CuepWzEtWFo8tVbLtUVK1ViSwAuJlBFCSpSUaKWIlEQ1IqCsKxZleekx13W9tPC805pzURi1Xy/dvd/ETSaEeNfj4MnD2rmV9/Lcf/NVElUjVYRSwdWohETImLmRDBJNJW24jkJgM4mSiqQuqEyBnx1hcokR5xY8h6eoDZN5Rm0MSimq2uAFFLamrhxpNIA//MFvOb5OGHW8C2stOBeWGhk2CSkU3juUVqAihPVUlcEUU3CeeKeP8QLrmhP18oh4LnjOBdG5QfMdtpJLj9kLUFIhvcQJ/4Tp/qJXT5yrvbCQQVjhhASh8cphhUd4h8AgpUagwNYI687N+u3zrbTx+SfE4cXYp4unZikEOtKNOdi961q962r6C195Wn8E7Za6KtYanJA456hMzXwxo+rHFLWi9g6Q+PmEorYMruxSGYsxhlQk9COBNTm+zHHU1LpPqjQogXYVStTMlEJYRS9J8MLjnCHSElvbbzm2b4ZcWiPCNi0leBu+Es1GBx4l/HIbb92srfv1XF61FknfOGtbodJYmvA0Xtt3iP9vHyUacdQ857ufzr/j3+0BoBEdF4w/5xamMH/D+IN4bV1qtlFMagVh5ESIN7x4vdrxXbxiyx95GV6b9424aUSab0Sdbyx07dhlsEyG1ymQjbCTLrr0mAEWecHmaIBWgto6hqOUa/4Kw6ygrtaYz6Ycn0yY5SXG2uCeFbL5IBwAmhgYrRVKa3pxSi/pE2mFVBApzXA4Ik4ThNJoHdHv9y495izLKIpi6U4DvqFlqKX9WSt+gCcsTcBSFF38XovW+jsijF46qRlHFUpbYq2IhSGSkji2iDjF5DXUwa2ppER4hwSyoiIrLFGVYNT5fhLi8DyVtZjK4IzFOI81IW6wNgXOQikn72l8nTDqeBd337yHFC7czFGEUJIkilDeobQEregrifOCVI9QkWSeFdRCBasLDnw4OQkfNiXnwTYaybtgZhdSIIUMCyPguLyvXSnRuBGaLc07XLu4ChE8Xr61FMmw9soQIyAJi1skYOBcMKVrhZLghA1Bw02QKFzQUXhW8O40z3e+c3lc2IBF2AU8Dikc/VgzGI7Ii5JFUSwXg7BZBsvV+RbfxNA0p3HpOReJgDv3KV1+3ISgYucF06rGPn6Lcl3j1jbBexJT4M8e8PjBHl5+nF7ax9c18/kpaZqwmeS89dIXqNN1dt7/EUQ6IvEVcvIY0gH94QYShVMK61w4hQvo6VU2vsY1RnvJgziwvhEIniBoANrvL3+nGYA/tzwGcRysRijwrhFFPljsceFtXNXRqkTjAQhP+XvlNQBB8IlWHPmllmhsSU2Ya2Npcc6EGdMGYHuHaowuFwOLv12EkDghm8G2prjG9SVEM8/be7OxaDT3rfAShAVCULupa8piQaI1Umu8CNLJ2Jq8qBkN15Be4EUjqFZgNBgQxRE4S6wlW2tDkjhimBVIPGUxZnNtxMnZlJPJlLyoMM42QetBrGklkUqjdESaJmyvr/HU1V2u7e6QpAlSCdI0bayLIbZuFfE8n8/JsmwZgP3O2KKL8UOt2/qiq817vxRU7eeL7jNr7dLyJKX8jgmjX3jlhF4U1nstRNhbBAxTze7aOh7HNJujlCLVkqT5iAT0lCYXMOxpRr0Y4Ty1dSyqmtpZEBEoB7JxHjtDJGMEHmPem1WxE0Yd7+Jre8fgHUIKIiFRBNdGJBxKgleS6+tjnt4YsjFKSBNFWdec5TlHi4yirkEIdBShpEQqhakN3oWNpKprTF2HE1XaQwodFooVdpFYtbEdwRDvkEsBRrvwt/7+5mvZ+PsRCidAK4s/nTI5OKR37TpROgwKw4XrEEUhdFUpSSwtUoDUqyzGF2/SpT0NgUYg8cKjJCQRRMJQYogUWBuE5nIzoX3NvjlpN5tN6xYShAw68aQl6rJIGZ60l6RBJKU95MFdGPVxKmGYwuZayvzeHHtyn8ODE7KsYHFyymC0xtUXt9mYPeTxbI5/7kV832MWJxSHbxFdfx9KKIQMwZTee5RW+OZEuBpiuXW2sRJieS1aV0HzccFa55ZZW62V0S8D92Vzgb24YJ0Mv4hwYmVlpFqdIMS5sKMN0D+3AJ1bhcK8bl1V8oLlJ8jwYB2zVR1ehxY4bDg0+CDWxYoCQ2ODUBEgnWJp7WrEfCthWtuovPA92fxtJxymLphPjslmp8TIEL+lwLoSLzyHR1Pe98KHEB5K5xAuX23cWpIXJXVZIYVgMBggUWgEeMsgFqyPetzY3uTR4RH7xxMWeU5lDcYFK7kQGqkidBQvxUMcadbHI5Je0ogLBUKBbKzA/vIuwOl0urQYtUKm/beUcimM2uDs1lX2TutQK3qApWuuzWQDlqIqiiKSJFnpOgPM64rS2XCMcw5nQ+xpUhgyO8V4z8ksD9Zdzg+NN9bHPLeVcLKYcTKZcm19g6yomdeWk8JztMipXI0QDq0kwnlwjlRptFR4r/kv38P4OmHU8W7SYXAZAeUF/63AkliHcibcjCYi0ZpxElEqweG05N5JxklpG6uEI5KKSCqsqYFwMq9NTV2HE06SJAgRYgYi6YGPXWrIcSRC6jEsA4DbWITW5CCb4EekQCiJbAIivVR4YekpiNZTKrdGPEiJE40SHulVsMJI1cRDOCJpQumB1Q5OT8QGQHtqDi4FKRxpJFgbRSjpQ0BhJKkqR7ZwWBtOqEJIrLM4Yc+dFVI15mWJ0hJTmwt/YzWUDuHLEhPcAdvPwONfRexFDK8+i3RQFTk9HDEL7NnbTB4fcG1jhK5zmMHVQUrtImIJaWSIZE496OGHA5wOC5pu3DGCb20p+daIpcWv9eK0rjAhxFK/CCGXho6LLjYvXIgdEo2bWAiElGGyCReEUWPBW1pCpMC71a62lkHQtC7gNmvLn/tJ3yFj/Pnra1xp59Mr3JPKC6pshtaaKEqXIspai2+sC2KF4CiFx7ZCrb0ujakuzM9zIdA4LBHCgrBBADuPsTWz0z1O9u9hy4LcenJTUZkSqFFaUdWSxfFDrFmwfzZjLe1feswAs0WJ9Y6qqIgjjSgrrLUYPNYYBBBHMX0ds17WFHUILcjrirKqQuaZVvR6Ef20RxLFaKmYlwX7p8cMix6DwYA4jvEYUBalVtuCi6KgauL2pJTfMOaoFUGqzf5qgqovCiQpz8tNtD+z1lLXdRNDpZdi66Lb7rJEKqwfSoL3oXwHIlj+h2lMaQ3nK1Wwoidacn29j7CGL7zyNm882ueFW1fZ2djk4CxDxkOmWc1ZUVDZMI+s8RhTh0w1PLV5b9e7E0Yr8v3f//0cHR3x1a9+9fd83Ntvv83TTz/NP/kn/4S/9Jf+0u/P4C6Jb25y0aRBNqYWwOOEpS8ttq65f5IxL+tmcYBFYckqy7wO9SLwMqQ1C9PEu7SKReNciFnCWrxf3RqQxBJrwpHaIUIQ9YW833MhFP4tZMhUEyIEQg61YoDExYp0fZPSC5T3xN6jIaSdt1uQD9lSQvo2AORSvCsAsn0q75BC0Is1u9tDbu6OUVJQFEOEUGSl49HBnNNJyGbRcYSvPMLUS1+RVhG1s1hTI6zC1BVCSdw70osvQ7BHWCpnSFWCGmyQ7GySv/FFyCfMkzGL/ccY44nrmvVEondGPP/0NtpWzJ2lqASLk0N4/JhBPcPM90jWriN7Y4QPloFYaVx7olUaLy/vSvPARY1yMbhdt+4c57Ey1EMRUiJdG6tmG0vKecq/9xKkWLoVlwHFy8DuRoSvKOhaJ7NoSgaEIbfu09bKePHPBDtMGz8naVzJ3mGKBQJHHMfEVAjnUDbC+nBix4lGaK9qM2rH3eaNsbSk+aaujPeOujYonRBOFw5nMuazY7yRxLrH9OgBe3dfQktNEsXM8zneGVSTYNEfbnF47xW8m/D44JhjNVxpzPM8J1IaIRXOwyzPqGoT3FTeITwUdRWSTYxFRxFSKaQRREohFESRIok0kVYh5lEpFnnO2XTGoN9DKoX1nrIskDomTeUTB6NvlyzLsNYuRc/FWkXLulvWorVGa/3EmmNMeG1RFO6r9vdCLSe3zHhrXWftQbb93iosspxEB2EoKkO1yFBRhFOOaGsdqXWwfrmQ2BBryVAJZqdHkCasj3psjofkZc3aIOV0MkeLmo1hD6kFs6LEGkeFRUpNXRrwnvo9Buh3wuj3iWvXrvGbv/mbPPvss3/QQ/mWONsIFSFCbaFmo4BQhCuSwfx9kpUsKtMsvCFgU3nHSDrmxmOtCidsSZNn0ogAHx4f3EHnLqRVPDxaK2QoYrEMUpVSNsGnAtGm0wqBkGoZACIExFKwpmFgLVldUmhwMkIh0d4inG1iLppUaOGoncEbg1oh+vqJtNnm1E7r6vIWYS1rw5TdnY0Q/+IEUmjy0lOUnkW2CK496TAYsBZnHVVVkc0XFGWJKeuwCVlDkqakwwG93mon6zSOqazFIaidJbMV8bVnGM1mzB5+jYdHNffenmOtZ+PGlDvbEcPNdTQWmZ/xlZfvsXdgOTyaMLg/4emnN9l5+im2rm4S6whpoXBNEUZrQmZPpEOR0UvSRnE9+XWwaAgEilD/SjTFBqUP2VThPWqzHUMGlFi+T6IJtA7zyjXCSMlQk4ll4cLLI6kbx7BsjUFNfJNc3ndwweoo2vigEG0mfHBOVVXG4f030EnK9Zs3SFKB8wLnayaTE5RUrI+38VI2Vq/LB7o7UyPi84zPpd73hCKsZY5zjrKqGIwkSnrqas7J0X0ePHgdnGZ74zpnhw+ZneyRJAP02pj55ACsQeMRSoJxuDRD+jPs4pSZma9wpaGqa2xVo4SkxGGaWjjL4ojGYozF2iAoqjqkh3tjw0FSKRyK2jpEXeObeBglBWWRURlDUVekvZSklyJlvJIoghBj1FqL4jimKIonijU65yjLcimaWstPXddkWcbp6SnGGAaDQWO9F1RV1bxffhm71MYZjcfjpeVoFUxdI70lUoJbGwPu798PBx9hqIsriDSlF4eCjmmkGMQRG5FjenhAb2uTm9sb9KTndLrAmZqegrLKGAzWMU6yqMBKiNKInuqRyTKIu7ITRv9BkSQJ3/M93/MHPYz3RJtqyjtvAAEeiXEG5Sqs72EQDFNFT2v6cYzWEEnB42nJ26cFmWlOjk0q9DfanFYtFgagm/TqZfE3BKhWyHBeyqgtviccCosWnoFS9HxFbOYkSiBlxAyPFaI5+RoUAt9kd4UTr8U522Q7fWdYPpWzlGVOtchZTPt4swGArRxFaSlKS3V2ArNp+D0pMVnOdF5wMplzMjnjdDKhrKtQsdlZhJT0BgOef/F99HqD1QZqHRjTBCmH91TH68QvfJytvmZy9gr7BzlKO65czTBuBLbHaw+OGVUT9h+e8LV7JWXt2EmOePr5qyQ3XqBWEaI5jYpGCLairqpy9ErB1yE0/aL6Fo2QbgOBmumxzIBpi1G2qfECH4KhvcMun+bcnSWaIHcpmqrSzrNSCBoQC0/lQyS38AYlwHhJm27mWqtRK5A4jzPzwmNlqM2VT884eXiP8fZVlL9OmmoqK5hPpzx49SWGG+v0B30kcWNBuPzGZ+sKGUchfmR5vzeHH1uTzadUdUUcxUhfY4oFB4/f4u6bL3FyvIcUEcVkQjE7QaHZ2thic2eD4+PHLKYzIqWI4pgosTx95w533/oSZTYnTeKVrnVRW1xtiKTC4zCuWrr586Kkrm3oCNDE8Zi6xLmQVZVKTRSF7gCLxYKegnGvR5lNWe9t4m1FkecM+oMQ+yXDtTHWolYQGcaYZSxRqBhdEEXR0pXWWpLqug7hClG0jBdqLUbHx8c4556wDLWB3BeraadpShRF3xFhBEEkj9MBH3nqCjf0bfKqphclPP/i0+RAXyuurI0YpTHSOcrZMW+fwc2dDXY21jkZJtzbO+LKWp/rm+scnE7JfEJlPGuppaxrvFAgEkwcYhXfUXzjm9IJo2/B4eEhf/fv/l3+zb/5NxwcHDAej3nhhRf48R//cX7wB39w+bjPfvaz/I2/8Tf43Oc+x9WrV/mrf/Wv8qM/+qPLCfSNXGmf+cxn+PEf/3E+//nP8/f//t/n3/27f4cQgj/5J/8k/+gf/SO2t7f/IF4yzjXm+2ZRAJpAoxA7UFOjqylXh5rd3S2ujCKGScKNjSHbY40WgvsnC37l1QM+92hOVrvglnDLLeTcHbBM3V/RlSYsyNByImoCUowM8QE0FWrbQFUlHcrVpK5mpAQDL5GuwpVTlEowSmOUwsiww4gQZBVcJN43Fbp9SOvn8ifrc6F1/tqd85wenzA/PUa6kkQ5XJ4RSUk2z5mezbAWTk8zZrMFVVUjREhjfTRZcDCZM1uEDy88kdZh7MKzubmJEjpk/qyAQpDGcSjq6U2T/x7helcY3f4gn9xYY3zlIbPTY3auKiIx4JV7GQ8OZ9wZKm49cxu3bjBCcfX553jqEx8j2tzB+rBYt21CvAfrJc44vCmZF5ev9yK8R7ZFBxsnVHCPNHVzGn3RPq4VGd63GT6Otr6OJMTRhGdi+bOQb9W6kMLvytXqOSBssEqGOG5DL1LkdYn3IYA3eIyb+XMhtgnvEQ6EcHjnsNmcFEtS1/h5QTTWOAVFfsrZ3iPuv/06j/Yfcuv2szz/7Ivh+S+NX7rO5QXh5ghfW1OSL+bIfp9i4Tk5ecTbr73EycFDbFUilOKsLkhUDKT0emO2dq4RvfYK1gaLmDOOG1d2+Z7v+3729h5g67uI+PL3IhDi9HzTKsYbnK2DZds5amNCEVJrcHVJmeVY50gjTRzLpjKzYrrIuPf2G7z/hWfp6TG/+ztf5BOf+Dg7W1ssFhnbOxprHBbP0dE+jw/32dzc4mPvf9+lxnzRpWWtpSzLJ4SLlJJer7cUQxcLNUopGY1GCBEy5VprUiuInHNLF5yUculya7+3CqrJJLgyHvD+Z25ib25jTE0sNGubm0yyBX1bsrO1yaCXgHWcTRO21sc88/Qd1odDsuvXefbOnLX1MVJp9vYOeXS6QOhTrtkeURxhkZxmhuNZztFkxqR6b2tIJ4y+BX/+z/95Pv/5z/MP/+E/5IUXXuDs7IzPf/7zHB8fLx+zt7fHpz/9af7m3/yb/L2/9/f4uZ/7Of7O3/k7XL9+nb/wF/7Ct/wbP/RDP8SP/MiP8Nf+2l/ja1/7Gj/2Yz/GSy+9xG//9m8vJ+PvJ8aakHEleGLTBoL7KdIM0ohnt2Kev7PFeBCHTd5Z8tkU7xWJUFwfpnw9ysgq0xTRk8tA7rDx1eFmhSYl5vKLcU/UIGqUgFQoJIISSy08XjYuEBnijDAF1fSIqsyZmorMW1QkGKQJShaUVUFvbQevJcaGdP02ZMk5h1aKNIqZzcqVig62ONdmQ0msqbl37yEP798nUpK9vTNe+tIbaCUpyor5YtH0+pLU1mJqg3OeytScFSVZVWGtwTsbsse8b/qOKXZ3rjAeDcCttoGMhsNQvh+Ps+HvGyex1tMbb/DxW5Y7MuPeI9B9T5ULTtckRm7y1PUN7uxc5fW7++R41p9/AX3jBkYqrLPL02ptLJVxIQC79mgdY1dw78gmNshiLwgJ14gguZQ5UjiENdi6pCrLULBR6RBj3cTeKBReCqwLrrel1agNqGkC/rVsxPQKaOHppYqyLhimin6asH+0CFlQKm7aSjyZSSZcs/l5iJwlzgvWrWHXeU5PzjBbUzLVQ2tPz+RI73jt669Sf/1Vyk9VvHDnOVZJ11eiOQg1afhtGQThQxB7aXNOzw4pFzFmnvDgra9xfPAATI0rSkprkFGG76+jdMq8qDk8OsNW0BNpcF0huH7tNtevP0UvXUOKNLSEWIEiz5bBxnVdYWyNtSFGR+DxxiJcTZ1nnJ0eBfk7HFEqRWVTUIr7j/d55e17jDfWyYqSl195navb24gsY1EaZlWJjGKkgS/87ud56e4bXLt969LCqA2Wbovwnp6esrGxQa/Xe8IV1s75VjhZa5lMJsssttb91sYoXayJ1D5/XddPZLutQk8rJDFJrHjfC+9DNnFXpqqYzSakGrbGKXv7j6nrmjvXrzEaDhiNhmglKYsCgWdt2Au/my9wpkT7gu00hBSMxylSa2Z5xWwt5rfyBfuuek/j64TRt+A3fuM3+Mt/+S/zV/7KX1l+70/9qT/1xGOOj4/51//6X/PJT34SgB/8wR/kV37lV/jn//yfvydh9MM//MP8xE/8BAB/9I/+UXZ3d/n0pz/Nz/zMz/DpT3/6O/hq3huiCZL28skKqW32jhcpp/R5c+ap7h8yGPWoasfJ4THFwT12drYZr+9gi4obA0leC4raE0uIVUj5RwpMLagrR+08mZVPuDm+XSJfga+Ca8t6hFRIa+jHGlB439bhUNhqQT09Zjabcnx4RBpHbFzZZH1jE+0cfj5lbX0DR0xmKkxdLSN3vXUkMmYt7jEvFk081uVoU67b+CohfNNeQDPPCkAwX1Q81qGAnLHBlI8Xy2Dc80JsDuE8fSGRWiOFIlaKsdb0o4hoNOTOrZvoRFGvYOUCMLVBKtnUiQqm+kRLvKvZGUZs64rF/uuMK000HJGT8ZHbPW5PYq7d3mHkSt569CYkKcmdWySxopQRtRHLAF3rQLqaTRZ86eWXufrCB0jXLu8CbGOJQii1W7rMguWyTRkPAqcuM+6+9QZ7jx9TmxovNKO1da5fvxHKS8QpWoUeYA6HCm8AztkQq+Q90oemxW7FrDQVSxJdMU5DbF+ezzDllKK2xOkIpdPl3BQyxBThPE6AkR5tLZtnZzyzKJg9PuQlnZK98AK1kPSPJmzdPyZa1BSVoCoN0+M5tqqR6vJzRFEjXYzTTfHMtraOc3jpcbFgVk04PJgzUprJ0SFFvgAbxEdd1kjj8Ynl1jO3uPPC+3j46D7DeMzOegJ1xUIIsIrX3ngLWzvSuL/ytf76q1/HGEMcR5RZhrNmaWlRWmONIdGKVDUiwltmeQFKIa0FqZjlOcPRkHsPH/HKdII5PeGVX/q37MWKIu3x5Te+TpUMUZXnra+/zMzX7C8mlx5zURRL95cxhrquqapqmZpvjCHPc4qiYDweL9uHWGupqoqyLCnLkuFwiLWW2Wy2FELA0sWWpunSOnWx/cllkcIzSFJOJ1M+96UvsbO+znDYZ21tTK8XoyScnp7xxt0HPNw/4PrOFXpJRFFVzG0d3LDIEO9lc8qyoqpLpK8Yxo6itlT5GcY46qpkUUBVGgbpeyum2Qmjb8EnP/lJfvqnf5qtrS1+8Ad/kI9//OPvsuJcvXp1KYpaPvKRj/DFL37xPf2Nd4qfH/mRH+Ev/sW/yC//8i//gQgj1WS8KB9iSGyT1hlOzOGk/DiHu7OKg/yE9X5MXZQUR48wB28y0o7EG6o848XdGwzSIdY6tocp40SQJhqlNcZayrxg7yzj196cMnuPxbe+EaLK8bbC48OJE0kvjtge9kmShLKySAg+9uE6dqDYPzklipIQeDoa0o/6+CJjq9djoOF4espiNg9BmdaFnjvWcWpr6rUhjx/vYVYJrxUO54PLElie1HavbrN/sMfpySRUfvYgvUCjiaRqnZFcXJukEEQ+IlGSSAq0Egx6KTtRxDiK0TtXcMMBszwLLsJVaFw23kFVO6AmSSMiJegpCVlJcbpA9dZIJUSDiProCB6dEF2BXrkgPdxjMb4KswW+LHBJFAKYvQ8uC2e4mdZcm77Gr3/5l9i9eRO5fvmsI9lkFYaNunV4NYVICe8tLrjWvCmZnx1ztP+IsizJyprNrR0UnitXrrC2tYNEgfDLJhvet328wNIeJGTTMfzy1GXJ1fUxLzx/jS9/5WtMDg8xxYLaK9I4QVkJtnFYSYcXalnRWkhBVOSsHRyxbjLIFiSxodCg45jyOOftlx6yd3SCtwlSSM6OJrz+6us8/cxTlx7z4fFjtnaug7GhZICOlzWMlId+0idZG1HEkv3ZlIWoqUqDr8LdZK1FONjdvcb3fO/3cvOZZxm9tsaN9S3sySlaCc7Kkmg45MHePlmWo6OYul6tV9r9t15FKoV3jvnpKaYsSZKEOIlxSjHJMmIVsbG2zqCfhMbTlUcoEIVC6h6Rirm+e4379+7x8O494qri1b05yhviKzvIUjKrLd5UlIs5Q1OhpyeXHnOe50vhUhQFvV4Pay1FUSwFUF3X9Ho9oihisTjvy5YkCVEUsb6+zubmJlVVYYyhLMtl2n9rJbLWEscxWutlXNMqBDed4vR0wr/+H3+Fa5sbrI3HbG6ssTEesTYc4IyhKCtUEnHl6g7ba2PyRYaQkrWtKwz6Y4o8a8IboCpziiJnkWVkZUld1ZRlTW0qvvrSm+zKGt1lpX1n+Bf/4l/wD/7BP+Af/+N/zI/92I8xHA75oR/6IX7iJ36Cq1evArC1tfWu30uShDx/bwXH2udp0VqztbX1hLvu95NIShCOfhJRWMc0L5axDN4LpPAY57DOM4gkWzEs8hzh5kzqgscP7geXQxJzdZTy9I0txj3N7rhHGgl6SYTWCmMti6zgC6/d53NvHjFdxZBRlzhrGnNwjcSzlsDtrR5JFPp4yRqcsdTSo3tj4lgyGqRhYZUS4WqqumJzYw0hPNP9h7x19yFVZUmSBCcl8/mCCI++tcvjg1OEvnyxs6LIlotMu/goJUkSxe7VbcqyAOtJUURCoZHL1hZOuvPCwjTCSHqSSBFJQaQEw36P8aDH2mBAb2ebCXA8m5OtYOUCqJ1F1EFoOOvB15SlxUrNrDrhlS99js+/dJeN97/Aja014l4fUz6gzGbYcoqfzTmb5ByYjOr+A9av7xFd0SAcxoO1NWNd8F1rGfUXf4Ubp6+Q2gWs4EpbZqX58/iXNlDfI84LNXqHkoLd7U16sWY+X3B8NkXFPSZnp2yurxEp0RYKQkgwdRDdoq3A2LQV8Y3YWgVfVWyORty5fZuXv/IS9eE+2AxLhBOK4VaKVZJ5VmOEwKsg7pT3KKmJDGg0i/6YxTPPU5uKyljEccbxWc7nipy3zo7AgvKGg71HfPazv8PV6zuXHvNv/s6vcfXmLVJriZMeG9u7RFEUNtvSMJ1PmZ+ewDBm/c4uyWbC6WsPmD7ahzInEqHS0drGJld2dpE64s6zzxI/8wx2vqCocvLaMNjYpq4tv/Fvf5GzyWzl4OuN8VrI3qoNoq4oZChGS+kp6pLJdMpkloGIGK+tEccJEDJvkzgiSQdYFypgv/XwlL2jMnR5dxrhBdFBjjh5hLEVCIsScMNnRCvUS2wP6WmaYozh7OyMxWLB2toaSinOzs4QQjAej5nNZiwWi6U7rA3E1lpTFAVxHPPUU09RVRXz+ZyyLJeVtVvLdBzHT8QqXRZFcAFGMsb5ikmWM81K9o5PGSUR/V5KbSyPD4+oXcXXX32NyZUdenFEmqb0x4YkSUjiOPRYEx7TFA6um3CCytQUWUWW5zx69Q3eN/LM3uMU6YTRt+DKlSv85E/+JD/5kz/JvXv3+Pmf/3n+9t/+2xwcHPCLv/iL35G/sbe3x40bN5Zft5kC30hw/X7Q66VI5TBVSW2CGVw21qJ20dXCc2d7wIeuDZDWsD+3zOs8FAlTimu37nD95i1Ggz5pmrDR02wMI9JYoQVMZxNef+s+rxxO+fy9UyalQYrLT8e9w2Pqqm5qI4GwFrtI+NhzN9ld77PI5pjCUNcl5BVGQU8Es74vPdZWCB8xHPTYXBuj44j5zga2rvEW4jgit5aTWBMrhVQRSW9IlFzevbO/v3eh3H4b9OhxXiClY31jFIrGSYUSEolAttaAZRPU8zRthA/ZfyIEyReR51DVnPqMZHqEcYIsqyjNasIoy3PANxV8Pd6GPmZenJHVbzN59U3efnsff3WX6zev4I3DGcXhHOK3zlj0Er5YKN4+2OeadLz49AfZGe2ipQ0pvBo+OppwZ/5Vfve3/z3rmSX2FYW7fMsYlvWimgrgy2QpFwKUPYCjrkuOjg45ODhgvlgwOTtD6AhTegbDIYNBv2mSGtxExrllo1fXWNLaeKNgRVrNigE1tprTixSj/oByUSK05/DgEdnZnFvX1kB5FtMM7xJUP6LX7zHsDVgfjRgqyeiZG4h+j61I8/zkmAcnp5ydVJT9mHrkKZgBMUI4yqJgNj3FVNmlR/z48T32JkfE1rCxtsn4+BClmsyosmYYScTsgPmDOXJ9wOZzz9H7no8Tvfw6p1/9Gq4INX5qB7/12c+zsb3N+z/0fgbjAdH6OmVZ4r0kTQfMpjOK2rLIy5AVtgKD0RgI1owoSajriqop8phWBULFLBaPOJtMWSwWIeTeCZTUjcCImvByweHphMk8C3WbXIhTxOfgJ3glUFoGS2VcsFghA/DatWtLK87du3f52te+Rr/fZ3t7m36/v7QenZycsLe3F2pYxTFpmlJVFVVVLfcZIQSj0QhrLePxmCRJmM/nnJ6eUhQF3vulMFo1+DrEbNVcGQ94am1IrAXzrGS6yCgVaKMoq5o0jomM50tfeYmvR28wSFP6vZSnbl3nYx/8IBtr6wgp0ZGmKguKoqSqKvKy4OjslEcP93jjjfv8zu9+jTiOWBu8t/W6E0bfBrdv3+av//W/zi/90i/xG7/xG9+x5/1n/+yf8fGPf3z59c/8zM9gjOH7v//7v2N/49uhrit86cnrGuNZFkaEEEiZKs/T2wO+54VbRMJydnZGhKEfKe5893fx3PPv49atp1gbDIi0JNaKXuQp8ox79/Z55dXX+MIXvsgbxxnFjQ9yWGhKG8TAZXl4OGlK3wukD4XMMp/x1QcHPH3zw1zrp2SuxniJzQx5XWJ8yOY6nS3IiwqJwNY1CscoiXjfU7d4/3PPoeOU48mctx7vMVovmE/mPDo6IIli1kaXd+9Mp2ehrlIT+6IUTSkAgXcwGKRNQcrWbdYGUTo0rRUkZNt5Qha9dy60phKhC3hlHMbk+FmGQDWZcCsWeGxrpODDCmIiUjHn5taM23XN64VBOkU/6iFlTLaYc5xp3pwr4nmEH60z768znVjkpMfm3SlyWKHXxmz1Ct4/nPCx6C2Kz/4PHLz+GNHbxnuLt5fPSmuDVENblFAAVEgfBHTTbiRkSNYYV3M0nTCbzijLktE44uTkiPWNDQaDYciUb1xn0jkkTS++puS6xzaVqR1erCZCB8MeG5sbnJwt2Nzd5Q/9wPehE4/84heRlWHUq1nbGtKPE6xYJx0HS4ZSCSApKstD6cBrnFHYyKMSz0xP2BeSWZaHOeE1CIMUFXWZ89ZrX7/0mD/2kQ+zV5RMiwViNKaOYyrvqYQhm85IZMyVSJFklvneAXZrC/vCDox6QXQiSHp9LIqXX30N9dbbOOG5urtNLBVKKFztiKOYIi/wQiF1vHIV6bqum+SQxvAnFVJrkJII6A8cm5ubTTq8wZgSa3wztwy2NhhrqcoKXyzQpsRWNa42TSHbxsqrJMQJTkgyX9OL00uP+eTkZGlxLsuSK1euoLUmyzJOTk64ceMG169fZ39/nziOg5UlSej3+5Rluax1tFgsqOuax48fk+c5ZVmyubm5dMW1QdhFUSzrIa2KNRVKJqwNhvQSTRopFvmMopiHeFEVMRqmSB9TFCXWWbI8ozYlR4eKvYdD8ukJXgiSJOb48JD7j/fZPznl8cEB9x4+ZG//iAcPDzmdlvQHA9bHa+9pbJ0w+j2YTCb8wA/8AH/2z/5ZXnzxRUajEZ/97Gf5xV/8RX74h3/4O/Z3fvZnfxatNX/kj/yRZVbaRz/6UX7kR37kO/Y3vh3ysgz1b1SohOtdSEhWQCQ8N9Z7/GcfvM6d7TF7J3OSjTGJu4a6ucPTzzzLeLxBpCASlrqcsf/4kLfefouXXv46L7/yKvce3Ofw6AT97KdY34qxJhSHFCv0fcidDunRXoUaMlIwN45ffvltEuv5vitr7NzaJL0yphYGWQi8VMRxQpr2qWrDYragzDLWBkM21taJkoTBYICTESI6497xhGkx53iSo1TMepIyii8/ZmvrpldbE+hoARGqHLcNboX36GYT9k12iROErLA2Dcr75WIOF5suiNCAzoOzBqHaVrKrkUYJztlQDdxptBRcX7P8oWci3Ms5v/vokOGgz87WNtm0Yv94yrGNWX/2WXae2mR2eMjt8Sbrtz5GtHuDp9cScrfJTKzz4vCYjw9fY33vi3zxK69wOjEwVG2K5KXHbFr3ofdYgrBT/vyqgQgWMA9Sa8YbV4jSAXUdMgEf7u2zKAy7125z7er1cE091DYEbTspQoZiW+zRu+br1a712tom/fUdvvTyA2prufnUCwzGPY5zw+xoQqmvMLdjCuWo6pj9x5azyTGnk4KTacHJwpJVAowHY0m0JNaeoyzn8eNTjvZnOCuXYk9KyfRkyqtfeenSY762tYtWEdnOGjKWjJKUOEmoq4r7X3mJ+aNHKKmojWXU66HwHJ7NMPOMYRIj44TRlR02t3dY27nGwcE+b7/5NqdHRwx6A6Io5WwyYTQcopVic/sqRTFj3Fu9vYZs3r9WELTlI4w1eDz9QQ+Ex9Ql3uvmoCHDYcaHIpFVWRGlgjiTVLnAlOBMmC9tEdAolSTJkKduXePOnZuXHvN0OmUymSxjgW7dukUURUtxpJRifX2dLMvo9Xpcu3aN0WiE957ZbMbR0RHHx8fMZjOqquKNN94gz3OqqiKO42UGWtt2JEmSZTHJVdBS4KWgsiXzQpPX4YYaDxO8seRlyXQ2JYoTpLNUeY5s6jJppdhzFWU+R3hHUZQ4U3Gwd8jr9x/y8PCQ+TxHxRGT6YzJZAFC4V1B+h6tip0w+j1I05RPfepT/NN/+k95++23qeua27dv87f+1t/iR3/0R79jf+dnf/Zn+cxnPsNP/dRPLesY/eRP/uTKk++ytG0QJIpIKfqppkLgrWWA4emNhPdf36AqLQmOjY01bu9uEkeSftIjzxY8fvSYu3fv8sorX+e111/jwcOHnByfhKyHukYNNxhs3cRagbMhzmaVLXv/bB4M0gKcrag8oDSHp4L80ec40J4PXB0yiw1Xb9/h6fe/yHB9g1SnCFkhRYmJStLRiBvXrrO2uUFb3GY6W2CyCdKWmHzBsJ8wHm8SSY9aIe4FH9JKg88/9NUK7S9YxrzgPbapoBxitP1579kL5RQEhAKa3hPavbcPc8uMvPDb/onGopdBShnGZ0MAcyQynt6JuRZVfO7LrzM/nfDix76LjY0RJ3v7xLrHRz/1ISId4Wf7HNTw8Y9/N9OnP4VcX2fXljwebxCnFZ/YXLBb36d46yUO35hT1JJIJcQ6wqxgEajMeZsEmqa01hucqRBSU9WWo6NjziYTTqfTEFQfxSG7zwv643Xy2lIYh5U61FiyjtJ5lFIsJacPwlSI1S1zAG+/fZfX37rPvb0SJ9cZJSOEhoP9I/L5ApF6rJuQl4baOvIyFAEt61CD0zqF9xIvHZJQydniUbamOiupysa6pQx4i0BhjCRbFJce80tf+Rrl+hV23vc0cnuI7vWIewmx9ewqzRGSxeyMg8WctVHMMI7xi4pYRqS7uwihGG1fZ+v2LXqjNXwaowUoJZGDPslgjUEck/RD4sStD7zI6eKE/gqZdBCCvl17+HDugqXEUZsK6+omczS828437VOEbPowquZAIxFaEacpVV5gqwpnHU4JhAyFFZJen7XxBh/60Id49tlnLj3m2WzGm2++yWQyodfrLS1CURRRliWPHj0iSRKyLGOxWKC1JkkSjDHMZjOm0+kysLrt41YUBUdHRxwcHFDXwX0dsmXVsobR4D26pL4ZZWmRkeP4eE5iamKtGPVTenFKkmqEzJhnFdPpHFNVlFlGWZTMF3Oy+SLEOXlwTZFKZwxVVTPPC0pjQqhDCotZTlXVIEIiwGw+fU/j64TR70GSJPzUT/3U7/mYX/mVX/mG3//pn/7pJ76+c+fOu2sCNdy+fZuf//mfv8wQ/ychVgqU56ntTW5tb3JtHDPJCrIsI7U5u1EdMtasY9BLGKQpg0GC8DVvvfUqv/vZz/OlL3+Nt+/e5+jkmPliQV3leFeFE3ncI9m8iR6sI1yNlE0Hbn/5GJKT0zPwQQSkCnSaoKWiJwSRlizIeOvePg9OD7gxnRNvb7Gjo1DQ0Vp6gz79/oBIKnqjIYuyZLGYUWZz9vb3eeXefV57dMhbD4+wIiLaj/DO4FeonaKUwlkbPpxoMs0E1hgsoHWoMuuaujhKNiUNggkvJJhfKMDpmuaP4JdCqPHAnRduu/RozzEmnJ6dqfHesK4nXJcxxd3HnHz9Da5dXeN9n3iWaGeTjSs7VCqid+0aJl9Q7T7D1gfu8Hi2TTq+AklId9+RMU9FhzwbH6Lvvs7BWw+YPLZgHDE9VNxfqVjiy6++Fgr4WYuONZESSG9IIo2UMYvC8OUvf5HXXn+T2nu2rl5DSEGWZWxtbbFz9QZx0gOlOTqdBmuRqfFNOrMUbYPa0OwXQs+1VQ102eSEl97Y46uvLKjTZ5DJOkrLkKHvUjwVxtVY2tKpTY1uJ87/tg9uT40CL4LQboxlwocq10I4hG8OYjrFryBCF7NTjvYe0//AU2xd+RDOhWxO6TyDzQ38hz5APZ9x9c5tBBadJKyjseubaBPqzCS9IdNRgukruLqBVxIRRVRKQ5SgN3p4qamdBbPB4KnbxCcHK1xpltWh27i/iy4kY2uMCUG9bfPV8zImF9qeNO5UrRRpkhAJgY+iUAcr1iRN9ehe2mO8tsFoNF7JBfi1r32N2WxGlmXkec7p6ekTjWTfWZvo7t27XL9+HSEE0+l0+VhrLWtra/R6vWUQ98lJyJZrM9+01kvL1KrFh5Xy9JQnlUEsGueo6gphLTiFko5hT2LKAqUsG9tjirIinnicKzg+OmMxW1AXTa2pNoawjYMSlvnsDG9qYmGCRc8Yzk7fW8xfJ4w63sUfeuEOo9Tx3M4a60qyHjnKCrLS4bKSVNMECEM/UQhTMj845tHeQ/7VL/06//63P8fpyRllZTC2xts6FElUETpKiJOEaPsGIu6Dc6EInmClrKNYS0CilCRWil6/h1KW3ZHkA7trXFc9+m5AXF+lTvq8/fgBh5Mp3gdX1nh9TCQVOBgeDKhNzSLPcNZyeDbh/skZdx8f8uDojKx2jHp9yqrEuMtLDdlk37TF1eA8syksak2K+YVia9DWELxQQuFCLyPv/ROF2NrPbVfs7whSIIVEekfqSz6yVrI1P4DpKR/9rmewHxH0d1P0pqJcGIpiQZQVCKVJN3fJ/BFpdo8k2+XAPgPxmKvpCbeTByTzRxT3Xmfv3pT5zOGMR8Z9SNInihh+uzza3ydJYpRSJF7jNFzfucLaaIiQMW/dfdichPuUDmbzBa+/8TqnJ6c8//zzvO9976Mqa1599XWkTvBCUJRlk5QASjQbaiNs2yxDPPBn/tilx23yCQNybvRrcnGKsQWxU2ghkUYijGwas7LsEdharyzQlrBsA8JrBLl35CZD2AVjrbBOhwKoaAyCktWsXVfWB0xP97Fvvcrus3eIih4iNmAdRVaQxD3cRsLWaB3jLUaGiu9+3YUsPh/itkpb4QuP7sfUxpBhQiB/Uz5DeoiVZFIU3Hnfi/g3Lz1kAMqqaq5luPeMCc1UrXMYUzcf58KoveeW1aRpAu4bq6yWoGIFUVibojihPxg0lpmE3mCEUpKyvHzsXNsHLUkSZrNZE5gerJhtraIsy8iybFkA8uDgACkli8Vi+fj2dy7WLwKeaCcCwYsSxzHT6XuzvHwzvvf5A5R09JKQTVsVJd5bEiXopRFSCjZGFZujOVII+r0SayxVZSmqHnl+hbPTiLOzs1Dk1rcJFMGyaKzFWoX3I6BE2FCxuH6PyRCdMOp4F/+rTz5LkjgOjk756u98juc3E7zS5Kbk4PE9nnv+BVydcfboPrOTCY8f73H3wQOOMsPerEakY9IRaOepnaEuFkRYtAjFtkhHRJu7IWjRhCaZYSO5fAbPcNAPribfntosfSXYXeuzsznEZQUPTxbMSofNDKdlTr/XR+sYFUUcTU9DJ3dj2FrfoN/vM8kqDk5n7J+cMcsrTmclWeGojCMXBfMsozKXNwm0zR9bYRMsOuKJOCClFM57XFOh9mL/ozZwchkY3wigtjt2+9wX2wCsmmYLEIswDothK6l4YTihJ0v8KOb6dz0HRgARiArXz/A9QDt8FCP8Y0aLfTazN1kr1hnKD2PTXW5vlmyb++hHv87xa2/w6G5NXjRxGaMhcaSJo8u7lgtjqWzO2voaaRpzZWNMr5dSVSUeQ9qLefHF57l2bZezRc7xdEGaRMxmMwaDAYNBn0obppMFjgzbpPZDmG/th5CherkQcnlqX4WX7z0kcY7n76wzyhYwOURUBmkc2km00AjXVJpuYs1aTeOEwLWR+c6TuZpDa3hc1xzkc6b5DO9ykl4o8SCsAq8Y7Vwnem918L4h+WLBOI2Jjw6IHj1m4+otnJVImbDIS6qiDFZMBKgIL0OsXJto4J1FeFBGIL3ECYWxEm88Tkgciior8M4TKYezEeM05eFstc26bDKvAKT0VHUZAvb9eSf69sM21tn2cALnYXDOtVYkh5ACKRVSauIouITTKKHX7xM31qNVqkhvbGwsizoCywrVbXB0UZy7REPxylCLqB23XVqZw3p0sc9au8a0LUGGwyFra2toren1VpggwGz8IWpfB9eit/h+qECvpEA2CRI+8rj19vDHss1Oe0vJW45xbZtr3bqyRVN2o7XWSqRyofinaIqvvQc6YfQHyGc+8xk+85nP/EEP411ESUpmC944mPFrX/gy94ewMUgYRo7+aITQMQ/3jvn61+/ylZdf5v7+EfPKcfX6bT71vZ9kc31IoiSzRcbDoyNOJzMevP02b3zl8ziboa/cxidD6mICSGTTmHAVYTTopVR1qLtRViWiNkSjhLxneSwLYmGZlZLDs4x5fsogFqRpQpKkDIZDkl4fJUKTy8l8Rr8/Zv804639U/LKoaOIaWaYZyXGOlSTbbRKy5aLjR3b7tfv3EhbMdSmybZC6KLIacv6t1Vq24WvPQG2zSHfedK9LBuqZH1jA+E1N8URg+xlvIoQsoeWfUQsEdKGdSnWgA61fVQJzMHukdQPebp6m93yJWYPBRzvUA099eHn2Xv7mNN9T2mglgI3XEc6zSotY4TSnJ6eMs8L7lcz+rFkczwMLUCkJkp6CCnx1EQRrK8N2Fx/FiEkQoYsQZM6XG2onUfqiCzPmsweQW2CEMU56tqE32NlTxozYlwMuJLjyGM3JKLWiNqEjEYdLCfKCbQVKBvag4gmK04JRywk0npMWSPqmp6XrLke0giyKsbZKlT/thA5yWA9RfcuP68fncxJpMLNa9569U3eOJyhh2tE8aiJFZmHjVdIEh0RNQI+NA8GV5umGnlbS1Qgm2KzRoATYKsqBNGZOhR8VIL9Rw9XutatBbA2BiEai1Fzvxhjlq7q1r32pDDyOOQF91oTh9/E5oT7MiRU2KYBdRvDuMpZpRUy1lrSNMU5twy6bu/5JEmWh7AkSdBaU5ZlCDa/0N5DSkm/33+iwnW73qRpymAwoN/vL7PaVuG7nv5TGJPTtFJYih1P65YUTcaubDI9z7sEhLCL8Hgh1PJ7XLR0NvXEpBAUVc7Lr/w6Ujre9/z3vafxdcKo4118dm9CWRQ82J8hVMXD0ylvPKy4s73FH//u/xnPvu/96LhPf3OH7RdexCPYHPfZHPRYH43p93ukkaaqDSdZwf6k4LNf/ApWat5++ACTphTTI6yAJB2g5JAnGtZegmw+ZTqdMJ/NKPMMspK5sey9CutrCWvjIYPhkLTXRyLIq5pptqA2ZwihUFFMP40Y9CNwHqlPmZaeSQkGQeRqvFZESYwwNUpJrA99tC5La5Z3zj3RtXoZKN0syu1i237v4ueWi40j31myv13cLp4MV6EsM+qqx7gXYWWfrx8Nkc7QV4Z13iSNFkhl8VEPJwcIr4hdgTYTRDkh399j9vYeZ3s5Dx5KXj3WbHz3C+y++Az9gxs8fvSIvcwwqz02TSnWrmEXDmEuX1sHIRlvbFLXNdnihMJZxPqwCWp3VHVGVdehWm7tca7tMh42M6kUsYy4ur2J8QLjQ7NZZyoq50FKEDK4hBAYY9Fatd06Lk0kHShNpcBqga0daIFPo+AyE8FF0JZ9WEZheXDOoHzoHRh5ATahsg4nNX0pSHyFMTW2tE2snMMLDzKBFQR/b/s2VCW+1+csM5zM9yGdI1WKdZbKFOEEf9F90wgMj8Mbi/Qgm7ppkQdZO6wAEQmEM7iqIlYaWxakQtDrp6sX05SC0pgQO+YNQhL6DhJqVLUCxDr7hDBqEUK2+RIIaHpDNi5yAVIJokjifR3qqZWKLNNovVoV6bquQ7HE5oDV3usXD08XLctRFBFF0fI1FEWBc45er8doNFquI0kSKk+22WhxHNPr9ej1eisHX9+5NqaqB0v3Y2t9fcKD69s+cLIRmuLC2hh+zzmHkiHovQ0jUFIuzXdRFPGFL7/MKPssynvqyU3gk+8czrvohFHHuzg6PqWuPb6uiWVELSI21xVXn/8wT33wu1jbCL7xjbUhz93eReNRAtpwX48Phe0iwdqgh9Qp3/3Rj6CSAf/Dr/0qr997k2p6iNEpQii0iJFytf47Rwf7FGWofu2qApFX1AZOsoqzeY56PCONIwappt9PSYYJYLCuRuoIKR2LvGSRK8rKQFSikiGn85yiMigZYhCMC923Z/M8lK2Rl7dyKaWWFqflqdMHN8KyJrM4jzdqXWwhCPn8lKWUbooUuvOTd3Mtl4t54xL4TrjTFi5mfjQjwhJjiNyHWVclsXUM3CbJ7DEDXaPjPnKwST9OGPoZ0fQMMbnP/NE+914649W7jt8+3ebL/ll29j/Ih7Zu8ZTXHIsT9s1dKjujMpra9LlSCKR/bw0gv+GY86zpHg5rayOkq1BSYuqaJAqnayFDjSjwWNP4ZQnvt6kr5sUUZyHpD7BSsD7q4UzOxBZEzVIqsCA8tSmwXq3cpuL62gCUQihBEmnSJKEsSypj8E4iZERlTIiP8TSn7yA6hHR4V+ONCRuJdDhpUCI0QvZe4FSKUyGF0QuHi0J2lRSXt85duXaLelEih4po0OeaSvBRBF5ii5La+SauUICWodHzecVNhA6tb7SQKAHaWeqzOT5WqH6CcA5nYhQSEoUwBUWZka5QDwhC6vvyHpEuVMlvArBxHn/BMmtMeF+XsYFCBJfO8r5j+f2LVqT24GNMjW8qTK9iwW1T56MoIs9ztNbL+CJgGWckhGjm/7loajPRWgtzmqZLS1D7+Jb2ccPhkDRNSdPVrvX6OKI0TfbtsuzBxVNEaCo7nYVMurIo0FFMEvcINkSBMRV5lRGlPbROEALmsxPSXoqwHq0ieknK4d7bvLid4Ct4ePL4PY2vE0Yd72Jn1KO2ltqtofvrPKwFwysjPvU9H2V9OKQ2jrION3MaSZQOxQWFkEjV+Ii9OG9u6WFtOOSFZ+/w+ttvcv/B25S2RkYC55s09abn1GUpFzlOeKRSDNY2SNclO+Mh2JLJ2YRsXuCcZZqVzMqCkR8RxQrrHNoYpHLUTmKaDJNIgPUWYy1FVRFpDaLpul3XREqR9gch8+iStItkewqq6hLnWiuSbxY52ZyoQ/C0FBKh20yiNn5B4pzFmBrwT7QZaS1SF0+3qwoj35yDyxpqp4n0OtbWpFHETGxjqmuIIkdklnihSKOIvhwSZZae20BsZEyePyNbK0ntGi+k14k3r7B1a4fnNzfIF5Kp3WK8tontbeB2n8NKjTGXTyEvsgWb6xsooBf1uL57EyUFr736Ko/2DhmMhqyvrRHrHsJbjLDN5uYRXuCFQ8aesqzwJgsbR5wwThOKxQJbzdFKMuqn7O5cwQvPwf4x1q62gawNhssAYO01sYiJYo2LHEmvx7PPP8dgMODg8JDjo1MWWRGqNTuLVhJrQ/yJbzLyQsajQMgI63xII3c2dGFvTtoeVtqsh2lE4SRmqEjWegySFLREWkedKapKL+eikjpkVDobYgOb2aWFREsVam/VFXleEg96MJRYp7G1wlsX3IqVoDKe7Z3dla51VRU475BCYp1p7iewponDaQ8ojbXrG91P7/xeG5/UuqVqU5PqFOs82NCL7GIc0LeLUop+v7+8v9v6SxfFUNtHrW0DctEV377PSZKglKKua9I0XQqsqqpI03T583a9aq1Jl2V7PaGoIiSSZf0R0bjEmhph83lFOa9wZcb8+IAojjFxHCxyUpImCb7ImE5tsAivrZGqimo+Jc8WpHGfYeLRtiK1Q2pvQuPo90AnjDrexbNXxhhXcSYN+foGw+1tnvv4R7h67Qa1MUh1bq0I95VEyaaWBwDni4ZrLCyxkoz7KU/fvMGr27uUe0cYnSJFe6Oen7Iug69rvKmpASshGaZI3eP2UzeI9dOcnE6pq7AITeanWFeSFRnGNOnWEpJEI1SfOIqoqgolIiKtSVOBb+qaaKWJdLT0w68y6GUKfRssSGgNEgrGNSnfFzaoVuy0JmQpQu2nuq4w1i4zatoT4UXLUXvSbU+Hq+AB7wRCJahIIZWksBVCKRyWQlsqYoQKcSJUDqwk8Tfox7voyFI/XaBveW4azTUrGcqYbTx1XhM9tU0aadKNXaLeFdTWLaJ+iigvb8XYubJNkWXoKOJDH/ggN65tM5vOGA3XmMynvPHWW7z22pukacra2noTi6FCsKpQOOOwxlJWJXlVhKzF2Yz1tU0G/T69QcKN3R1uXN8hjSM8lqOjCbPpe+uX+M0QQhNFkkQKrIG6FIDCeYHzNQ8fPGJnZ4de0uPqjqbMC7JsQVEU1LXBekXSBPi6pjqz9WKZreZdEEZtLFvIeFxtfijhEInFS0IpAS+RNqRkl74gs+V5gK8TCNcEsPswKuksRgjiKELWFuqCNPaM+xohBaXz1N5gnaUs5qzFmjhS9PVqdd+kFrjahbIOF1zYzrsm66mtju7xTcPh8/fpybi/NtO0vX8vWpqqqkLKc6vOKgeV8XiM937ZA00IsXSTlWW5zFprLdNFUSxFT2sBCnOlfte60dY8amOMtNah1ECvt3KNvdEwRpfuHTXV2lih8O84GuDsiKLISePdIJSb+m7W1fT7A5wbsFhkCOEZjXrE6WbIzisGKKHYXO8xXBsw1QuMKhnq97aGdMKo411cGfWoK82iZxh++BPc3h7z/J0rxEIhI0UsIFKheqkUBDeaPPcBN15tsA7jHVaCRNFLEz7w4nPk1lD+xu/y8CgEYarGNbRKOvbi9AiqCioDLqfQjqNXHfe3Nti5ukuU9kmTFK0Uo5FmOp9SFFOKPLTgUI3/P8vmzcLisV4wXxTklUU2C4kQAt0EPOJXW9TaxbKqKlyT5htFqhFHPGHlaUVNOOWFOAgIDYfDaRakCNkvFztft0GX7eO+E1lpxguk0mid4Lylcg5QlE6ROyhdAjIGIfFS4W2No0JhmAiLcA7VDz2mIhEx8JLEWzKxCNWQd57i/f3r5IuM0hnSOidhAOPLZ8JUVUVZVZR5zhe/+AVe+mqYq0macOPmTZ577jnOzs6WlX/zvFj2lUqimDRKli4LJCAVSkVcubLLjVs3uXn7BpvjIb1YIwg1WdJ0zHSyQlwUTRp72yYmRBsvg1GNFRwcHHFwcBQ2rCQiUeG97icxPkmwzi/nmbOGuqpxCIwToZqzs6EQZFvwqmGVadJTgnmeIQsdrCJ5iZAyWKeMIarN0tLayAhEIzqktwgXWnP4yAAe5R0RgtRKhHOYPGd6eoY1hrqqMIMByjmKFctR5Hm+LLVwURi11689wBhjoG0FszzQyOXnJ91n53ExF623CIFo3ptV2mu0hSirqlpadNrPrZjJ8/yJGMZ2Xrcp+1LKpYBqD06tmGqDtdu5Px6PiaJo5RijcT8ijb5RsVkPTRFMN4jZHPWaOKI2fisEWbeuSQhV5kMGYOgY4N3VZfJZksR8zx/6CP/9f/95tBD8F3/mQ+9pfJ0w6ngX3pQUZUk/Vnzwudtc20joKYdUoS2I8B7paUrJEUyfFpAe5xXOeYx1ZLVjUVTMC0PtFIVx1EKzc/0mW5t32T+dh8an3jWi6PJBiD/yp38QU5S4qsZT43wdFq8mPSTp99nZ3WFra5PhuIdxJfNZyXxWUBQV4NGRJk3DgpHnJWVV45yndh7nCSfYpkJ3K4zUezyBfCMuZolVVYXHYa0kjmKUVmill6dX2VjkoAnkDPmroeaLFMvrJ4V8YkwXywAoqZrsjtXEUSx9yOBzRViQaE7Irg6FBOO4GU8IlBUanLDUxmB8yJiVCBKdgE7IpGfqSpxNGMhtRkLRX/OIsUVbj5ApQliUX6FXGp7RcEiZ5Tx8dJ9sFrqQ6yiirCviptXBaDRifX2dx4/3lsGmonGhZPkctwiNY4uq4urudWazKffv3UNHknH/aWQa4azn5PiMJOmxtbWx0rVuM3aMC9XovbfnAfhCgdDgoa4KskUW7kkZDhvtHSWlXG4sAkBqtFAIpfDSI5AoGeZ0iD1azZX2n33Pp9g7OQKtzi0pNLYAd75mQHuwaEKUfduCNdxb4V6zOOFQ+BBTRCh4atsMTQSxbIXMpYcMnKfrvzPhIZyAzgs6+qYWzsUCnt6He7PVZsHqopoxSZyL8D5qHtO2pymRKl3J+mKtZbEIFsK2KWyWZRRFQRRFy8xXrfXSKnjRmtW+P60VqY2dEkKwWCwwxizjjtoCj865lbPSTrKaqrbLQ+A5bXLJBbckoiloGxyt+FZQi6U48m3GqrhgxUOwyGqeft9H+E/++J8DJ7j53Iff0/iEX9Vu2tHR0dHR0dHxHwmr5Ql2dHR0dHR0dPxHRCeMOjo6Ojo6OjoaOmHU0dHR0dHR0dHQCaOOjo6Ojo6OjoZOGHV0dHR0dHR0NHTCqKOjo6Ojo6OjoRNGHR0dHR0dHR0NnTDq6Ojo6Ojo6GjohFFHR0dHR0dHR0MnjDo6Ojo6Ojo6Gjph1NHR0dHR0dHR0Amjjo6Ojo6Ojo6GThh1dHR0dHR0dDR0wqijo6Ojo6Ojo6ETRh0dHR0dHR0dDZ0w6ujo6Ojo6Oho6IRRR0dHR0dHR0dDJ4w6Ojo6Ojo6Oho6YdTR0dHR0dHR0dAJo46Ojo6Ojo6Ohk4YdXR0dHR0dHQ0dMKoo6Ojo6Ojo6OhE0YdHR0dHR0dHQ2dMOro6Ojo6OjoaNB/0APo+A+P/9u//Lc8+PrnOHr76zgXc/Wp93Pr2RfZ2L0JVLz6tX/Po7dfwWUFiU4ZjMdcvXWHj33ik6yPhjy4+wZHh4+oTcndt99k7/F98nxBVQnOTgpmi4LaFGxtrbO5NcIxp648Re75lz/3/7nUmL33eO+/zV8Kn0xdMzk7QypBpCRxpInSHkiFEwKJQPweTyPl5c4Xf/n/+Ct4ZxECvHBYJKCJnEFlj9iSZzx7fZMHd9/iK1/9CkoIxuMxaZqSJAnXr19nd+cqWqdIKfA4RDNQ7z3tsLz3WGux1uKcRQjJpz/96UuNGeCv/IvH4D2iuX5eOoT3SB/jBBhhw3Vpf778/8Wr2H4tnviOxwGe8Faq8HMPnnCdfvq/vHGpMR8enSCEQEq5/BBCgBR46RFCNKMRqIvTSCynCd57nPN41/7bLedcmH80Yw8/q4zFWM+dm7uXGjPA8ewUay0CqKqK3/nN3+LDH/4wN27cwPsw7uVQhcB7T13XOBfGdXZ2SjoYMBiO8N4zn8/5wuc+x/TsdDlvlVJURcbp8TF4j8dTFgV/80f/95ca88af/F+G8SDQXpF6Sd8rvvt9H+RP/JE/ygvPP4tXkkeH+/zmb/0qX/vq55lkM5CQxhInHaWtqXFYKbFPvEaPloIoioiiCAHY0lCWJaau+d3/xy9c7kID//ef/j8tr6n3HqUUSqnlvHGueW+9RwjQWqO1QkqJtx7rPR4JUiF1jNIRKtJIodE6IYoShBBUVYkzFm8dWIfzhj/9J/7Epcb8xhcLSlOj4qgxc4T7J8xn0cxduXw/vG/mKs3d11xb79vZD9Y5nHMIxPJaXMQ5B8CHPt671JgB/sXP/FP+x1/9ZQ6OzqiLEolEipjBKEFHCqkl3lvAkcQJwotm/XLEURTWOyGIk4Q0ScN74D1aaaSSOOcoyxI8rK2vc+upW3z0wx/g/c9/gDgef8vxdcKo413MTk/YWt/EX9lFJOvs3LyNdTXCLjDFjGp6RgJcv32Hp+48x61nbnPt+g3W1jYAuL6zgTE1VVXwa7/2axweniC1IUKyvpmS9Asm01OSVOO8QeuYaT6hLNxK4764Sby3XwifbF0yPXrE0d4jptMZz73/g9x69lmUjMLisNKovjkSG4SA90gfhuOxKOGJk4jFPOf//a/+Jfdff5WiLBFCIYTEOYu1htFoxMc//gk+9cnvZTgagXcYExY1KQXWeowxYWHzHuEtXkDtV7vOSgLOI4TDeYknRkiPw6K8JfXghMdIhUHhfXitgncL17Dotlc4LOpAI/Bc+JmA8CSXN3Bba5eLfLvQSynBLWUPXoR3wDfj8e3/xLnwDqKId4kizn9jKYyc87jVLjVJkuCdBylQSpEkyVLQXHwdQoRNzJggErTWFHnBm2++iYpjev0BVVWR5zn7+/uYqmQ4HKJU2NiTZMD6hlqO3Q4vP/DldQGM8JQ4vHX87ktf5nR2xg9+/3/KJ77ru3nq6nU2f+CPsT4e8//93L9nPjmhrg0iAqUV1oV7OpIC5z0Xp087r+M4wiuLisGueKNGUbT8txACrfXyWovzEwfeuzCuKEIpjRQSuxRGAoRCxSk66RPFPZIkJWk+SyUpi5w8y6nLirossaa89JgnZycY79i+ugtSIKUH8eS18s0JRjYvwTkBF4RQOJnJMK+9DwcDLwF54aAF4LHNnF51TfzlX/63/JOf/qfUxTf4oeAJX1ZzWy7HIqVEyLAchNck8chGsAq8d0gV5rKpDb1eytpowIvve4b/+n/7o/zn//kPf8vxdcKo4134uqYqa4qi5vbNqyzmC7ywbG2NSVLNRz/6XexsbbC7fZ3eYISPINUa4Tx1XbLIM5TS9NIxN288y2j0NYqyoqhz+v0hOoLprAZR4xycnWXkWcm3a/BZ+XX6YKOYTY5546tf5NFbryNUwtXdXeztW0gV44UE8T+NONKS5YlOeA9YvC04e/wGj9/8CmeP30AUE3pxhFIRtbHL0xo4Ts+O+fXf+FXKsuRTn/peNjc3lxtkON1avHfhujpLsZhxdHrCwdnJauPWCu9oViqJ8p7UZiSq5kq/pu/PePDomEezmHjrFrq/AULzDXRR854H+elwjdVLvOPnHlCIFYQRhM1NKXX+b6kQMjx/uG5hLO1EbNbjIJVEY90S4WVfPEkvRVPzoZQ6f59WnDhCCLzwSCGYTCYcHR0xnU65cePccnbxRJ/nOQ8ePKAqK7I84+GjRyzyAtMIQ4Cz0xOG/T69Xu/8dQiFEDHOWzx2KQ5XweMxkmDxU4D3vPbwLme/8C958PAhf+QP/yfcvnaT//n3/QCD7XW+8Ou/wsPH9yisQShFFMX4RokKIXDeYS7s+dZaitKAsshIoLRaabyq2UzbeaL1k9uj9x4hBUJIpFBoFSGEAiERyqOFREURcdKnNxgRp2tEcY8ojpDNOoKAOEkYDEc4Yymzktn08vdjXWXEaYqWHqEAcXHehdmLsM3XYY5rqfBehWvbPMwLi3NBYiwnPn55LPQivJ/h/lx9of7D3/s9/Nz/6xc4PDwjSSO0klSVwzmDVOE0IqUgisJ1cw5s7bC2PQwIRoOU2zeuMRqNMC6IunAYcXjvmntQ0O/1GQ16bG9vsPf48XsaXyeMOt6FKXKEsSRxj8Vkwva1W9x45habV3fC4lFXLPI5X3jzAUVtOTk7wMxn/Kcf/wS3b16lLEtOTg4wBrLMsL6+w/7hPipKyKuC2ewEpWE06lEUOdZ4jHEkSXzpMX+71iLfmMOtqTg9PqTKM7Y31smKkunRAdUiI0oGeM5PWt+2RepboIXAyXB6k8LjzYLXv/Kb3H3ptynOjlDWcXV7g92ru0RpinOWLF805nCDMTVZlvPlr3yJs+mUj374Y+zuXiVNErSSeCxVXXJ6NuFw//D/196fxVi23eed4G+ttccznxNzRM5555G8vKIoim2RtCS7WLJdkOvJMMq0LRT8YkAwGt1Wlw1JNqwHwzbg9kurCdgWDBsuD0KLpbYElUhqomiO4p1yuHlzjjnixJn3uIZ+2Cfi3iuS1mWEytWw4gMyI/NkZJwVO87Z61v///f/Pvb3dhlOx+RGn2nd0lMIA8qmKD3DK4/oyiENk3B9dQWTTxnO7qP2C/LZPl7vEkH3AjJq4oQ/L8K856YMIEA6D7AnN3HmJf/jqtJpW5Ywrw7Nf35SSqQ6PnVWpEwetx5OTtXHBNSdtCQE1UHazU+vzr2/AvVegqKUQlnL+/ty3z+OiS5Avd6g3W7TaDROqkR/uKVnrWU6nXLnzh12d3eZTCbk2mCsJQxDOt0uzjrGoxGtZhPf9+evJ4OT9uTjWV7rx+sSQmAFVSvseL91sDM+4gu/99sc7u7x43/qR3nmQ8/zqZde4You+fzvJbzT38M6hxQgpQJbtVSMcxhnMVbgBwEgMK6k0CXAdxCZ7xdKKXAglTyppMHxy7G6Hnb+WvT8AE9FSBXi+wFeGBBGMVGtgR+EID0QAdZU5MTMDz4Vv7YYq+eHyCk7u1unXvPFC2vV+9EXCClO1vnu78fUnjmpF0hRVYdOXuwCnAVjjtvB1d+rP7z7HrTOgpoXUc94K1zqLaGEI65JanW/qooKixf4+J5ECkEY+tQbMVEUUpSGySQjzypyFIQeGys9/vSf+jjPPPU0CIV1Dmcdxmi0rtr5URSyurrO6vIq3cUuSV58oPWdE6NzfAeKNKEeRzQXVvjQiy+xevEywyznjdv3mCYJk+GAw8ER40lBvdHk8cM75P1DnrxwlcuXLtJudxEy4Kg/4sHDOyRZTq3RIEkz0tkYKaDX6+CsZjA8Ahvh+z6dTvu/8nfqyLKU7e1tHj7ewtMlwpSUpWFx4yJX6i1UGM83wj/+mpGSCussgROYdMLtP/gtbn/rd8mTI4yR1PyYIGywsrZOvVXDWc1kMqn0Q0pWiiTpkeYFszTh7t1bbG4+QCHo9bo0GjX6w0O2dw8ZjktyFMqvEdejM6276SXU7BQ9e0hUDomZsrLUwZWWduyTiJBas8GaA+0049Et0skWqnOZcOESXtjA4eGQSGexQlc1IyerCt2cLbn3XXJRnc5PCcdxqwCkdCfETCBR71GRHbetKk2JPSlPyHnlpirpv6vRqNZbEZL3tuqEENUN/oxtSymPu4iCeq1Go9E4aadVerHqury3reb7PkIIDvt9Hj1+TFGWWCdot1t4yiOOI8qyxJhq83DOVpuf0Dhh5zqv0+NEk+PeX3EwzmGxaOGwRcZ/fvM1dg6P+OTOD/KJlSW4/wA/TVGq0o8453BiXglxoJQkED7Cvls1MEZiUBR5jjJnI6HHxOqYFJ3o0OCEICil8OM6cdwiChsEfo0giJCBB1LhxLytc9IVntdZbEmpM9Jsxng8Ik9TsiQlS1OG/f6p19xu1jAYzFwLJ0/uUxXJcYCz1XvqmBRJKaqqz3uqpNZW/LPSGlXtMl0ajHVVhdi4qlV5fDY54+1wNB4DBa2mTxhDmmlEaYijmKXFDrU4Agxh6BPGEYW2xHHBoD9jNJrRrDdYX1un0WrT6XXottpEYYivvJPKnlKKKAzpdBaIai2EtKhp8oHWd06MzvEdCKOQQjSZqZjb+wO+fn+Xo/6E/f0+vgKJJi1yhFLEnsQmE3wH2zs7bO9v0O22abSbtHstRrMhg6N76E6dWa6xhal+SYH0FZEfkKRufgr2/+jFfU/84ZuiOHnY/aF/O7lZO8t0MmZzc5s3b9/FJinrCw06Wcbt116j0Vtm5eLlqg3EvFJw8kzvaTackjRJoahZSzJ6yK0/+D1uv/4tsmSMQKHCiLBWp9XtcPXaVZqtBlIojDZVRW5wRP/ggNiLaEQNGnGMc5rpdMo7Dx9wobzKoltj/2jKYJrTaC+y1OzRardpNZunWu8xngp2iEyfWThGhoD2CT0PVECt3kA7g++HKM8QBgFR5JHkKZPhbfLZLkHnEkFnHaI2Ep9KZF1JI6y074qY36fVFmdqpWn3LqkRZi5QdcenX4Gq+mMURc7+wQGz2YyFhQWa86rK8Qn8hDTMy0bCvUsEoGrvvKtHcqTJDJZOvexqHxLVM1fPXbUbBG7eCvlDGhig1WiysXGBRztbNJIJSZKRzrJ5laD6H++tchljEFLOySlIJ87U1j5eixTvfh0h3ImCzOCwHhgnuHO4xexXP09qFWvkFB0DtbBapBAIJUCauebF4SmFkj5ZllGUBVUtycMpyIqzVUKV8hFirmGhqhQrdSxYrsivp3w6vRVqzQWUFyHxOFamuXm71c2vn7M5RZ6S5QnT6YQ0nTEaDRgPB9TrdZSQCCzLS70zrBmMdUhc9f4Q8x9yddXBCczxG8kJELJqh2GrKunxz+q9ZNQJUFDmGms0UVTHiuPK2R9HkxXuP76H9KHVruNESqMdYUqfZJqji4Ko1aBWq+OHHoiKFId+h3YDyqxACkFeWt68e49RlrK6sMjljQ2uXb7M0uIycb2GFAJpQXk+QikEAv8DHq7OidE5vgP1+grbByl3Hm5xyw5wEnSakycJzpXM0gmTdIYF2guLdGttVhaabD68z1fRXHviOhcvbtDpNmk0QhqhYTyaUOYFaZJhtAbhMZ1MqcU1gjAgzwvS9IOx+e+Nqqd8ohA51qeckCOLQL5nw63Kw4Ux9IdT+nsHJGmTaw7krRv0FhZpdtvU2j2kq3RATs7vL+5dunXaapLvNOP9x3z1y/8byWCTZiOi1W5RbzQI4xAPR6fbpdftEcchcVCj3W4ThiGHR0c8uH8fU2QYCsRYMksTJtmUcTLj0pVrPPvci3z79RssrhhW19botBep1xuoM2p1Vr0RZWRQogYmJyssct6GUlLieR7KU8g5iZDKo1HzCEPLLJ8w699iluwT9C4Qt5YRYR0nPQQOdbIpv9vWOm6lnYUYldZUm5dVWA3KVtUYax1WWKw17O/vc+PGDV577TWm0ynr6+tcuXKFK1eusLa2dtLCOmmZHWsa3LuTaO49fy6Kgtdff51rV66eet0CN2/lVlOGQoKba7HcsTj9hHwInLUYrXFYFpaXWNxYZTZNOdw9YLHXw+QFZZG/n8A5h+RdQS4nv58OHgqNmWvz3jPVJNy8Q1q9MkpX1e3MbIYYpKhIQS3Chbb6RmVFjoWSc60RaKuRUuGHPjrRGGuwToAVcyHT6SGlQkqBOmmdw3G5ys3vFbM0Iywd0lSf5yuLL+eU2VS/irxkliYMBnsMR/1q0svo6nWiS+pRjCfk/PVjEeoMlVBhAU1VEZIn5Oy4pFlqzeDwCF2WtNothAoJoqDSJFF9DsIhnKwOCtYh5u9Bz5MoFcyrltU0oBICHwnzVtVpcXB4iDFzIbdSBH5A1KjRbMQk05SDgwMWFnp0/C5hFNPtdlnorbKyukK7VqcZN9kfHPLajdfZ3t7h0aOHfOMPvsWF1TWeffZ5nnn+BS6sb9CuN07uJxKBNR9s3efE6BzfgSiO6A8esf3gLqHMSPIJVk/wlcfRaMY4L6i1GqxsbLBy4QlWuqvQ3+TRg/sYW1ZC6yzjmWeepNOs89y1i9SkQIiMvnLkeYixJfsHQ6RUdBeblX4mOSsxmsO95w/uWBxrcVQ3VXHyshe0Wm1W1zfwwphxVpLvjwg8n1A77n77Gyysr3D5pY8Qqqi6YSCqw+t7qlCn3USOtm/y7a9+gSJNCGptuotL+FGL2PewNgNX0l3oYYxhOBgwUyNazQghPJrNmIuX1pimQ7aHO0zLlIQxNGesXIy5dHmBD734HJ4MMc6hPIEUPlJKzBlHpRq1OqMcfKMpnMY5WY0eSwVC4M+neU6o4/y6CSmIPINnSvLkgDQZYltL1Jav4LeWEH4A1RZd/beTj/Nqjzz9dv3Vb3ydp558knarhTRVG1NKR5pM2Hp0n/v377G3t4c1loWFBdbX18myjFu3bnHjxg1arRbr6+tsbGywuLhIs9kkDEOEVBhjcdbOxZ/2fZqfdvts7eHvNi7tXLV5iZNaRVVNOSFmwjKbThgd9cFTaG1ZWuxx+cJFth9tUuTZiYbqvdqk9z7PWZpSYQYiUGTKUJW7HE46HBphBAp/frCoNuCGLWmJgly2KKmhnMBYA7YE52GtrCpazuCcITUZnu+jYg9SjSqr0Xd5Rlu+Y4mSVLJqQUkfFdYIgpAsTUkmE/qjCUV4xJKKiMIcqg4axjhmacZ0kjCdJCRJQn9wQJbO6HS7BH5QVSWlh1S8h0RzpoNKaU0lCKeaEpWiEv6nWUYQhOg85dtf+x0m/QPWNi7QXFjl6edfQIUeSkiUPK5yVZOD1hhM6RgMh6R5SrPVZDoqGY/HCCkxxiALjclLXrny0VOvu8g1WsP+3gjPF9RqjjDUKA98zyPNS7Z3j0DEPHH9IlevXCeKa+gyZW3tCk9efgLjLBcvrPDtt94grMc8ePSQ12/f5PXbb9P+4m9z6cJFPvrqD/DM009zaXUVT0J+rjE6x2lx6+aXebB1wHi6C7OMpZUeTz13jQtrl9ncT9gb5yyvrbJ++RIirDE+PGD/wdvcvXufcVawvHqRKKxVfetCc/+NN4nDiFeevcYbKuXe/X3GkwlFbijKjEanQJuSWTI7/aIdgDweHHr/qd4Y0izBOk293qg0JvOTVRDGPPX0c7z04VfY2tpneDTg0c4RNeXBoy3e+r2v0uytsXzxEkapuUgXcqOxziIc1MLT+Xn8wTd+B983bFy5htU5WucU6QyXgXA5UaCI4xgrBAf9PvsHO9y4dwusZDScMhmPsEpzmB3QXAi5eqlLbVVhWgFZ9pDpdI84hFxXgkUnSqwIzqwP6PR6FIcFhUmxuvLY8cOw0jggqhFmWTV/jt1UrHNIZymOhqQHR/hBTKPdpZSQZBP81jLR8kWC9gJSecznY473VQCEPP3J+nP/78/x5//8n+OTn/oUYRCgFEhruXPvHb7yu79Do1HnwqXLLC4sEHjeSdUnz1JGozEHhwfcuPEWt27epNlqsbKyzKVLl1hZ3SCO3/35H/vcuLlC9YnrT5z+Qr/na574zVjHeDRmL9xDeYpGvYVS1Zj+eDxme2uT/f1dRqMB/nwjC4RA4TjY26HIk6oNZ98vGD+ZXnz3WU+93iArsQ6iEIyzOElVlZNVu8cZcPM2pMRRt5YIR+ILSikBgZUWqyrtunICYWzV3pp71GRZiuf7BKGPFgZbGqQ72wv7+OXlVFWak36d5uI6zUaToigQhwfsje9y5+59DgZDVhY7xFLjioRcO4ylmp7SVTuq02xAs/FupdPNm6FzUlodHjj5WZwG3rFAXEqcrVpfeZpz8623WF9fJ/Yl+dEedtJn81af3tqAbiMCBbVajSIvKMsCU1qKvKQsctI0ZWtzk9l0SrvdpigKJuMxeVGQ5TnSODwneOXPnZ4YzaYJybTEWEe7XWc60sxUjpQGz1Mo6QGaaZLTbHWIw5jJaEyrHdPttgnjEGM0Lzz7DNu7WyRac/HiRUqtKUtDOsu5cfMtdrY3eefZ5/krf+kvEbVblGX5wa7rqb+z/wbw+7//+/zGb/wGP/3TP02n0/mv/vz/8l/+S/7qX/2rfP3rX+fVV1/9r/783wvf+s9fpnX9VZ54dpmGhaeeusLaaofZ0NJuZaRigvKaQEyeQ54UYByz3LBzOKLUjpXlVWq1JkeH+/Qf7aIoeO7iBs8/dwnjUl577S3CMKLbW0IpQVnmwOnLs+7kt+MH7Pwxy3A84MbNGygpePrZZ+m0u9XJCoF1itX1C3zq03+axw+2+NqXv0p/lHA36OMLj+i1t+kuf4Ow1cA1I4Sx+MDRbECSJehS86EnXjnVmifDPqtLXUaDA5qBxCUjlJS02h06jTZKwnQ65PG2Jdc5E2kY93fZ3dxjf6ePSYuq3B0YmrYLqkSIDIqErfKbfHliSVNJp9MlS338ekxndQ3fP5v4utK5QKENzlo8JQmjmLIsjivzc43GSVOT4+kYZQxRkVMWJVoJwnpMSEE23GKcjaj1VogXNvCbCyjpnXiYOOHOVDFKR0O+8L//BsKPePGFl1hZXsT3Bd1umxefe5qVS5fwozqlrkQ4kVKYLMdZTW+hje9LRnFIMp5QFim3brzG/Xu3Wd24RK+3TKfbpd1uE8d1ZBhUk272XZPL00LrSjdzTIy01nzjm99AKcXS0hJXr1zD90OSJGF7e5u7d+8wHPQJwoBaHBOEIVJ5OAdlnletubk+6X0VojmZ+75NUr8L4lIjnMZagZZgPEUpBZZ5xfW4+yccUmtirVHOkfsO7c/lRPUIWfexswyvqCqeTs6n3Zyr2vG2ah9JT1WDDPpsaxdIkB5O+gjlETe6hHEbg4cfR6ys1/CCBg8fPGR3b4d0fMRC00fYHGMFYVTHUwFyXoWRVBXUY00iCJQEV3kXVMSoKCg+4Gb93XCsjROAcTA8OORw/5Ddh49R2lCPA7JpQi2IQSjKtODe7dskyZiFhR7j0YjpdFZVIJ1ASjC2BGuoUeJmA2Ll0e41EVKhraURxqgzDEJA1U5VygcsEh/tBCY3GAulLlFK0+028DyJsQVlkfHSiy9Sq4dkecGtu2/jnKXdrLO4sMDbd++xubPNaDAkimNWlnosLS6iHHTbjernKwRSfbDq3J94YvTzP//zfPazn/0/hRj9/ysm/YRrP3ABqVosxgGthSZHwwn721MKqyoBtjKUNkNbcKbAC2LC5iIiqoEXVL1vZwm8iOWFJfL0EEnC6nKbOH4Rqy3v3N2l3V3AkCCloBaf3kkV3m25FEWBzjOQMEsSXn/rDb7wpS8hhWCaJfzwxz9BGIYY68jKAiUkzzz/DH/2Mz9Gf3+PN2/d4NHRgIYIqBce3/7dL2NbId1nrlRVraKgn+4wmU3Ii+LUxCgWlrK/Ry0KaUYNuhdWqNXqtFotgsBjkkzZ2d/n4eYDSuk4Sg5ROiOfTbEyZ1YUFP0CT1iywxHvhIJ6zSMKJHGcYu0eRWFZXGyTJJJCRbz4oZdYWV6B/+HPnfo6W2coj0nRvG3m+T56bgNQiXwdwtn3TH8du2NXEtygFpILQZ5nRLUGNV9SlFPy3Rn5ZEB9+QKN7jJBvYHwvDOPCL94scdwNuEL/9v/h527j/gf/8efpLncoxWEdJtNJIIkLclKgwoMVvokkxnZZEwY+QSRTxT4pNZhbInvQBrNZDxm/6CPUh61uMbFS5e59NSTeCpEWXfmG+zewQGtRhPf91BSEIUhyWw2b2tYptMMgSRJpiSzWWXT4Byz6RRdFjhjkJ5PFNcIPL8SFEtx4mFT+QMdkyJODhdn4UfPX7nC/c37jIYTROjwGzWknduZOlG10QRYHJ4zxNbipGQWKWyoUPWA5Scu4RoB4wdbmP0jXGGxvsB5lVbkWC9iTImVCifUvKV4eijlI7wQL2oQ1BqEtQ4OhbFuPurusby4QjOMqIUh+4fbqMAj9mtYbQA1b28emyO+q9k6+SjFu3+cV/TOUsG12oKsDidKSA62trn/zl36u7vcv3WTyPeZHO6xsbSAH0U4UxCHJbFQLDdbRA587RBWEkcRnU4DIS1CWkyhcdZSFCW+5+EFAaWGwPPPPKX7xLVLvPLhZxgejdjbGzCdJDgnqWwZLFI4ZrMM6yztVp2PvPIyCwvLPHh0n/uP7vNwa4tSG65ducTa0hIX1zd4vLlDMiuo19tYq8mLDKcNy8tLIARWSey5+PqPF2mavq9k/t8y2gureMBg3MdTXeKiQV4qvGYdV2oCbRFSoJ3G8z2CQFBENYJaBxlFyDDCSo2zBVIKZOijtMDqjGSQE8oaH/3wiywtXWa/P+Lw6DE6L4mDs1zfyoMF4Ohon8ePHjHLErb3d3nj9k3ubT7EFppWp8WFyxfo9bqUhWUwGFOPIzrNBs+8cJ1XPv4Cd/fucrg/4tHBEQ3nMzMZyW/8Btemr5AHkmk2RYspWpcnfhmnwaWlFkudGt1uD8/36HU7lf7HgfAESS4ZDUe8c/8xRlmCaMIrV7v4Cz3e3su4k/TJBzmFhiQp5hWyHEEJQoPwiaKYhWlOt71Elh7y9d//As1Wg//l//G/nHrdgrkX0Ht8gZQ8dsl1ZFlGmiY4ZxHOzlsF853XWYwukcJibMn4qE/NOMK4hvI9fM/DZGOSzdtkowPay6s0FhfxoxrKO73P1YVGwWKg2Dwc8Na3foePfuhplns/wDiZsTsco7IC6dfQOqfulRQyYDQpkDpHKfCDAD/wUZ5PNpoRWh+fkEa9jZAJcRhwsLdLkU4xCmr1LnEYEXoe1069anj9zbfoNNu0GgFh6JGmMwI/IM1yUlGgVBWnoIsSa0tCP0BJiRYKLwiQTqOkJJz7/ghhUMKAM1W10fewutJInbjenPx2Okz7Q66tbHDvwV2OkhQrQFEj9CVOKkpr50NmDs86fCuY+R6zyMcEHjOnscKwsrKCbySDaY6ZTavxceatRVtVjay1lE5jnUSfOfrTwxHQ6K5Qb7QBQWlsRYzm18MUJdlshhKWRq2GkhaHqPyW5u188Z6Z9soM8V0SUUmexcmfMBbfP/02rIsShAFP4axmuL/P9oP73L17j5s3b9CMIp6/sIEMA2b9Ps2FVVRcI2pEKC3pbx1w/959dOFYWV6k/dyT+CE4o7Gm0h2NjwZoU7K4tIITPsbJyp7gDLi4vsLLLz7FdDrjzp1NvvrVNym1qaqIyhGGkij0WF1Z5JUPf4jFpQXuvHOPx1sP6Q/63Hr7Dlu7BwxGY37kYx+l1+lSi+uMRylRLWMyGfF4dxfPSZ596jlykzOYjJjl381q+zvxJ5YY/dzP/Rw///M/D8DVq+9OjXzpS1/is5/9LC+88AJ/7a/9Nf7+3//73Lx5k5/+6Z/mb/yNv8HVq1f5F//iX/DZz372fV9PCMHP/uzP8nM/93Mnj926dYuf//mf54tf/CLD4ZCVlRU++clP8rnPfY4wDL/runZ2dviJn/gJxuMx/+k//SeefPLJP/bv/Y9CZ3EF6yBNpgzDkDAtKXODKTSmyFGeJIwjavUazXpA4cYwCYmCAOl5VbmYufOokvhRQDrROG2IvIgsTfGxPHWlx0I34vY7Mw529knKM1jjj/ZxDow1HBzu8Adv/AH3Hj8kc5pEl3RWF5kejHjn3j2++FtfYGGhS6kt49GMWuQTBx6+B1FPsnapx3g45SjJeGfQ57qrUb6dgQd2vcuQAmWrCaAs+2BvtO+GF56+xMbaCqWTTCcz4rhGaaqbvZ0TimSWcXQ0IWzHrK3HfPwjyxwdGO7spUSNFnEnwBYGYYuqh2Uk2BLjNNr6RM02Tzz3BM8+/RyP799mOtyiVT+LLUJVmfM8hR94mGNi+J4DZJqlJLMpOH8uerfzioSdzwaC0xaHIS8yZqXFj2pEUUCj1cQPIpwxiPGAUZZQjPr0Llyitn7h1Gsu9IwgjFjvRvjTksObb3JXSL796BFvbj2unMKFwJmStjCsrm6wuHqR2HOUukQqBdYhTdX2CfwQoQIcCiz4QlDOpvT3t7n14D5hvUunvUgUhbz68rOnXvfNN9/Cac1CJ0TrnDSXBFEdoTyQ3jxfzyGkQzqNKTTWFDihiGsNIn9ex/BCsrKs9HXOIJxDKVl9X8ZxPAJ4HKlwljJGvz/C5AUrnWWUTulnCbbQSEKsqkbEyznv8ixYoZjEEUkYYYRk5nJ2DnaJL14gqtWwUYgsCqQtsFbjjK6mII3Fao2kqp7ZM2qMjHGMZglZMGbdb9KKAlTg0NphjcZYmE3H7B3sUJQJzbpPkWXooqqcCnlMeo77v++ODxzDOTm3jRDorGA6GrG6cno/h8loRFkk6DIjn07YvHWDg7vvMN7cxCtSIg86tkQODtDjMQqJU4okqbEzKzh8tMtg+5A8LxGlZqHVIIoFRZFWponWMRqNKMuyEs6HMcrzafZObzEA0Gg06HY7NBp1RqOURiMmKzRWWALP0esE9LptLq6tcOXSJabThP/0a79Oks9YXFxg1J+w82iX1d4yRVYSBAFxHDMcjTgaDrC2YDKbstxbYGdnl9/53d9iNBqxvn6JD3/4E3/k+v7EEqOf+qmf4ujoiH/2z/4Zv/zLv8za2hoAzz33HADf+ta3uHnzJn/n7/wdrl69Sr1e/76+/muvvcYnPvEJFhcX+Xt/7+/x5JNPsrOzw+c//3mKoviuxOjNN9/kM5/5DBcuXOArX/kKi4uLZ/9GT4P5WCk6o+FpWr5GKIn2wIWC0Bf0FkLWN9p0u03KlZDdZojv+SR5TqcZoaScT9AKas06xSQG54h8H4UiKzRFOWBtoU4cPkmRpLz+1p1TL/mb3/46dj6ZsrCwSBDH9EdjljZWiANJp9Xlfn6Xd965xXC0T7MW4ochKImSmigQdLptWr0mL7z8JNOjhIf39tiZHlGzMy64Ljtv3WG45TEKJb5oMhlNmU5PLxjvtBpEsQ+5wVcSpSTaVpoBbSzOmipDTXpoaYhqkqeut7ldDJkkM4RsEIQSQ4axEisFwgqcCRHW4iPwQo9ut0u322Bnz8NMI5YWz1b5zPMc5yxB6JEZjavO8Qhrkc7i+R5R6JPqKj+NkxF2h/V9XL1WuSF7kroXkVpJWSRMsgm+qipRxkIc13E6J9/foahFxFc2OO2GfXP3iHo9wjMKj5C7N17j3t0HPMpLdtKUbJpUk0ICIuFY2Dpk7cIRT19dZ2mphzK6agtmM8hnqHZEKSzaWLCOfDolGQ4YDvs8Gk3RsobyY4SS/N//5v986mv96PYNQl8xPRQYB15tmbWNFnEcIVSAFhYjDDiNKfP5aHVF5IRQSGTldUOVG+WOCxiCkwm6Y5ckJavQ1KIo3uP8/f0jLQ1+qqlZQb1dp764QK4dpZMcTkfgi3k6hkQZgZUBrKzQ3ljhaDoklxmpszzY2qLrBQTNGiLLkYVB4XAYrDF4UmGdwRqLMmDdGafSlMBazebuFnlZcnl5hVanie8rSlcwSybs728xPNpDCI1q1LDGYTR43rttMztvU1YxIMdfXVSi8bLAOkdZpIwGR0gcQbR+6jW/c+smJp+SjI7obz1m/403qU2mXI99FnoN4igmLgv0UUqoNXIwYJwVjFHU212Ug06tSeqlFPmM3a3H4Apm0zFK+njKB1EFuObThKX1VWQYwfT01VuAJE3mlgAeTz11HSEjJrOMtMgo0iGtmqLdarO2uo4xju3dffqDAV6gEFLx7FPP0AibXF6/SBhGGGPnrUnNYDgGZ0jyFOUUe7uH3Lj9Bnfu3OEv/Pm/+IHW9yeWGF24cIFLly4B8OEPf5grV66879+PPU2eeuqpk8cePHjwgb/+3/pbfwvP8/ja177G0tK7J4LvlWr+m7/5m/zFv/gX+fEf/3H+1b/6V0TRWQWyp8fF1SXWL6/SqysuXVzm6Scu02m2EM4xGw8py5Rao876xhKdXg9tV3jUiKiHIWGtzurGAlEUV2JL6fDCAOVXWWpKSkplqDVD9GRKkU5oxU0+9tEXKe3p21Lfeu1bTAdj1pfXefEnX+bOg12GRxN6i4vYsgC/RBjIixKnC0LhEShQAXQXQup1nzCMqDdqdJ/sUCaG8XTKwfYhu7OCyAtoW0eRWmrLXaJOwOb+IUdH41Ov2fc9zHzDFc5gdTE/mVatjeN0aYFB6wxkDSfcyf/xA1URI2sw1sMKh5ICXwiQitxohC+YZilJPptPLwleeL526jVDNfKqdYnv++SyqvIJQBiDKAs8BEpIYB5gyzw2wzmsp9D1eD71E9D0POpCkpWavKiaIaYs0NZReh7CGWRZEtqC+hn0nnceHdCIfRa7HZoLPQ7HO6TFPstPv8S67dHf2sFpA1IgFBwcHfFoa5N69HEWuy2Up3DWEKGJFHihT1EYnCmw2mKdoaU8pqLy0TZYrNGoM4bItiJBu1MD4VB+nUxElMZR5pqoHmLmujopBNbBLE1wzuF7CmsMhTFYD7SDLMvQWY4tiyqp3Bjse6bT6vVK37a3t3ci+j4NVNRknOcURjNLRiysLXNp/SLaWI52dxCBIIgDfF8QAkZ5ELe5sHaNJO1zp38H6ywyUITdDnGtjkFSbu/gaYeUEaUrKVyBUh5Oa7AWeUYbisCXRLWA6dGQbH8Lk+es5avU6hHjyYBHjx7w4J075OMBtThgdWMdP4ixTh37fQLv8TU7iaGp/p7nBTv7u8zSGVkyw/ckT16/TlQ//UFl2D9AmoJilrD98DF146h5IbEvGVuNkI66rewMIj/EZBmHowmTIKIQEuf5jMuMJJuhy4xSZ5TZjNFwgLGCWr1Os9msHNal4NJT11laWyfVZ7vWWldB2L4f8MM//ENcudrn/sMthuMRu7uPEaYkrNWYZSXf+vbr7O4dVgG2paHT7fDpH/4QwgikJ9DkaF1W+WnNJmlWMJvOsBp04egfDpmmCbq0DAajD7S+P7HE6I/CSy+99D5S9P0gSRJ++7d/m7/+1//6+0jR98Iv/dIv8Yu/+Iv8zb/5N/lH/+gf/R8SP/H94BMffZmnXnyFweCIxaUO3V6XRq2OJySlzjFOI+fp0r7yKY0gjiSryw16C0sE9RiHQBuDweHmviC6KCrX1aAKYkxnOaPBhIuXPOpRwJNPXjz1mnd3txkfTVheWKY0hs2tLdJZwni/jy1zkkcHHOwP6HVafOLjryLKGY83d8iPphgVgHXoNGM2g1qjzYvPPks2s3zxN3+PydGYnfEEJxXaQF1DvRailCMMTv+zKooSN9WUhSFPc6wu0VhKYzCuupHmRQk6x9eGwUHJ114fsr85w4+qTT5raUZ9TZ4YLIIwDFhaWmRleZVHDzeZTgYcHgy4Hz1ikiQIz2dl7WzECKqNtDLEe090gi4RZY7VmqKsSJE88eGZ++U4xyzPsRb8wBCKKqdMSg8lVKXbslWIqC4kNs3wnMUkE7xiBpzOtbvmhdS8gF5nge7aVY6UxYw0Ung44fBrEeQlYeATNyPqjYjJZIISEq8w1H3FoIQky3GehwtCTDajzDOcNTglmU4TarUWXTxsktNoNKmps72XX3nlCYTykKqGtjE7oxykh1Ae1gmsFTgrEM5D4zGYpERRRBjWsM6g54cNK/3KQsFZsjzHWouxlbHlcebbsbeOnRPz0+LaU8+xu7vLaDBgOi3JH+4QOY/QV+SHhxhfoJo1ok6dCIeRHv1BTrl5xLRpETJElQmiKGg1OkQNjyTTDB9t4WsQng+qMol0VqACgbFl5aV1BjgESZGxO+wzniZMuxNms4SyzOkf7fHo0UP2trdQxnDxwhqLaw5XlAgMEFJpisTJx2NpkrGGZJawu7vLnft3OOzvc2FtlQ+9/BIrK4uoDzgp9d2QZVMiL6C0knce7nC93mS1t0CYz4jCnOFgj6BmcH6ExpJkObNCkymfyVGfDMiNIU9n2CKjKEuKLGEymVBqS5jlFAga9QZFWZIKhV9vQPHB/IC+F7QpGI1HrKys02l3uX9/h2QyZToaoguHIGAyLdjc2mU8mTKeJPSPhtQaMQJoNmssdRZx0nHv0V0O+wOSJMX3PKIoIk9zcIKy1Ozu7RE3JVcuX8ZXH4zynBOj74Hj1tppMBgMMMZw4cIH00T823/7b4njmJ/6qZ/6P50UAVy6uM4TlzfQF5bw4rA6DUmJJyRe6J1Mfznn0NZgrCaMI7pL3ap3XuiTVHpnwIrqJmaLAmc0nlAoK2Fi2Ht7m+VGk8Zym9oZpC/pbEKSzTgaD/jGN7/Om2+8hgeMdg6Y9Y+wecE0z1l4YgMpBHuHh9y984DiKOOwpej2mkgZIKUkiGMa3SWioEar0yOZlAxyjZtm2FAQH42gdUSjVaPWOP1pr4o1sKRJji0NpZdhBWhncUjKsqAsSzyn6YSK/vaEX/viQ3rdBq3VNitPXkAJ2H5oGB1OyHOL9hSu66EXJWLiMK5kL92nPJiBTIkjxTsPz1aN9Lyq5XKsLzomRtVofRUCq3wPlxZzd935wL6rkucFgul0ih+UCClR1pAJxdRUkyPSmwuHm6CTFBH67G/eo/2GhEs/eqo1d+qKdjOmXa/R8CWu2aJRbyHDBlIXxItL2LyyP2h2GlXIrKBy4p1MyQY5j6cJyBqFs2RpiR+EaF3SatSIWhH+Vov1lVWaWcKNtx/iBxHD/v6ZrnW3GzKcFhQWJrOMBw8fkBUly6sbLK+ug4GysBghMEik8oiCkMjzqzaTzSkdKF8ShQGjw5zHjx4TxA2sMeRZjrWV8/F4PGYynVAW5Zlaad3eIlGtwdHhIft7iuFgn4cPHuIrgZyf+tOjAXla6b4OdUDmTZkd9nk8TXB1QyeuMbmxzeEw4tLVy0x2jxge9OnVIoSoiJESAiMl1pOgxFncPoBK63Q4mXJna5O9owG7j7a4srBImlZEYTQaMxiMiMKYFRlhhVdpLoU6GUgAEKLyWjoajMjygslkwtbWFg8fPSTPZuTZjIVmA18IAnk2W8qD/R0W2gvsbm5z++076NUVrqyv0K17WFVQpiHjwRFlEJJ6EVkpyGU1Hj8tS0rl4ddrRJ5PoUukqAYpIj+kGXgIIQmNwCsMVkoyIxnOctQZqvsA02TCYDyk0ewxGIxp1iNefuFJ0uwCs1mGdpCmU7TJKXXB7kGf2Syj060y0ZxzTGYTnIDpLGPvoE+aZbSadTzfo9msM51MKdOcvcM9nl+7ykvPPYWzH6wFeE6Mvge+G0E5bm/l+ftFwv0/FALY6/VQSrG5ufmBnutf/+t/zd/9u3+XH/mRH+E3fuM3+NCHPnS6Rf8xodHq4PsBVlaiw6LUFHlVfi+1wWiDMQatS7I8o8gzSmvw45AorMaaq6ETg3AWP/QRwlIWKc4UKBWhSkND+fTCGuPDAb3VDq3o9H3rIPRRoWJnb5txf8Tt119DOkXioBgniFIjYp+aH3K032c8nCFUSGIKyqkjMTl5OkaUBUKAVg8ohEealTg/orAlA22xODDVPbi7tHCm61yLI3A5LvAoEYS+j3EWNQ97UEpgnUEIzVJTkaaaydEAo0qMavHkQoNnr3VJrxfk4yHDSclrdxJEo4moCVauLLF2YYG9nUesrCqurfp4zrI3mJ5p3UpViex2PnaNrPxBvCii9HykMtRqEYNJiRS8L5JUeYpWu4UKfAQK31nQGqkNnnSY+WlbuEr0XBqDMIrsYJc3/vM2/PenI0bNliSogaaknOwjbIHRmmn/CKuqqS3P8/F9iZoTP+ssj7a2ebs/JM8EA6u4srFKmqVkjw/pNEJWezFX1p+iudwi/MiLtNtNhqMjdvd22RskPNw/GzEy2lAay3A24ff/8xt845vfxDnH+oXLfOzjf4r1jcuU2qBN5V9V9wzkUwaTCcY6hDR4gUcQ5oDi/r2H3L5xg4uXL6O1xqYJNs/x/BBZq2G0nWtkTj+VJkRlK7C2vk6nU2d7s8beziaz2YRed4G0TCFNKJISQ4BqNIi6LWTdxwjDTKd4aYjenLJ59wbFg0PG421C64g8R+lynKnCfz0hsAI83+OMGbI4BHEYEwURSaG5P9zkYPsxYRgR+B5gKa1AWB9NCDLA2RykrkTtsqrg5XnJaDji/qMH7O7uMhgMOOz3SWYzPvTi8+g8RQEmLxDGoc5AjcoiIR3DeH8TWUzJspCSDHxF7kpULSYdTdgeDOlrjbEK34+I602ajQYyqIi08BVlHKJwDJMJpijoxCFREBFJhctytBDs7vUxVhGrsw1wJFnCZDolDGvsHx4ShV5l+lWA9CXZeMp4MsY5TdyIabebNFt1Go2YMPBJ04TxaERZavr9I6SnaHc7rGXLTKYJk1lG4PnYesloPOKoP8Ea8P1zH6M/EscC6DRNP9Dnr6ysEEURr7/++vse/5Vf+ZX3/T2OY37kR36Ef//v/z3/4B/8gz9SRN3r9fjN3/xNfuInfoJPfepT/Nqv/Rof+9jHvo/v5I8Xr71xk7cfHTIa98mSceUcnaQMh0OsE9SaTaI4xmnN8OCQvYNdVODTXVygXm+zuLDE0nKPpeUO7UhSCxX1OEQIi7YlEg+UYGGthVAX0cIilaXbbZ16za2FDrIWocc5h483iYsqebzUBicleAGeCkinGf3dIbYUWOuTSZ9ZqZlYjdXgFQ50ySSbMCstXlSrcpvCgCqBSlNoi9aCRruBs6fXYiRpTi0UeIGPdaACD2d0NZHlKjGo53nkpWUyzalLge85dD4iTy394SG7e47sYEJRZqSqGi9e0IrIKWxUpx40SMdjtDzAAWVm2B+cLXrFOUdZaHxfVeGM89F9oySpA+0q4vxes0ch3h1R9jxFHIZzl2CD9SWe72gphbFQGIdFUhqLRuBKg01L/LOY6/gFxg+YlVNEkSICn83tATfe3kQGMbVanbwsaHdavPThF+h2uxz1+xxs7bOztcMkK/GDNtk0Jy9yktkYX2X84IevkM3aLLiQteU2UjhM6ag3Yf/eI9qNsxnhWeMwxvL2nXv8/pe/zGw8wQ9D3rl9G4niz/7ZHr4XkWcFMk0pkhHaWMbT6nWqAonyKw1MUWgG/SHGwGQ84daNW8RxTCAcYRTRW14hCAKyJKEsz1YREKJKN2/3FqjXa0RhyOajB1y8fIn9g12SWUYkAkIvYuXCRS49+QSpSLmf9klFiTGOUPqoacnBnU2El7CwUKPmB5SypDAWQ9WqFUqCdRjvjFlp1rHaaPDRJ5+hNJb7RjNNC4wXETUDAmuxh5Vjv9MCYRVlUVDYnCiPEWXMdFKyt3fIo4f3efjgHQ4PdlleXmZjeZH9fcva0iLSWZaWllheXMZT/nvG+79/hIFCmZRyuM9KCAuUpDuPGfo+ni3JjEV2l8noc9jfQwlLzQkCL+TSlRUacQucxA8CBI4iS7h7tI8uM6Jmg1YjJElnhIFPqEL2tvbQ2qNdO/29GiBLK0sP6xwPHj3AGM3N27cpSoNAsbe9z3gyIq6FXL66Qb3RoF6PyPKU7f09krxgMpmSFzn9wz5CKoQQjMdj0qxg/3BI/+CQehiRZSVvvn6PehDxYz/2pz/Q+v5EE6MXX3wRgH/6T/8pf+Wv/BV83+fpp5/+np8vhOAv/+W/zD//5/+c69ev8/LLL/O1r32Nf/Nv/s13fO4/+Sf/hE984hP84A/+IH/7b/9tnnjiCfb29vj85z/PL/7iL9L8QwnnzWaTX//1X+cnf/In+bEf+zE+//nP86lPfeqP9xv+gPjVX/8itcXL5NmAd976A5YXFonCkMebm0hPcfnJ6zTaLfzSsrG4xPLCEgYos5Lbj2/yjck3qNVDXn31Q3zspWcJECz3FjHCIWWAxWGkIWxEdL0OTgikb6mdwc9D1UMiJbGZI0lzLre6lEg2hwNEo4ZAkSc5u1uHTPaGeNaRBx61RoPhaIIuQVCpsY12TNIZpTFENQ8XVGZ0lSsslKXmsD/GIpFneAf93le+QacREDcbhIFHs16rMqCUxJMewgoEisIotkY5yoNa6BN5jrZfQL7LG3embN/fJbUauerjxx51M6MYzChMRha30TWPrTTh0S1NmAWkkw92EPheqMTXmigKUKrSGTkhSIuSoCzJSs00Sd7NSgOOR6Gcc2hj0MZgjaumuoRAKoVU1cyROxYH2yqtvkhLkv6AlDPYOaRTunGMpdpQsQo/9HACsiyZZ/zlBKEk8DzazQbCWqZHI6SUTCYTPFVZVmhnSKYjVpZrdJs+w9E+S/kagQ9JMkaXM6IupG6XXr1zpmuNg6ODPl/+7d9j1B9w5fIVVjYusrN/wObjRzx6dI9LV55CWIcQity4+YnZYJEII/BKNdexSBaXF0nTlIP9AVs7X6g4vy9p1po0W+2TqTSE4P/6f/uZUy05DEOKophryzyiuMmTTz2LpzxKVxDVG+Aka0vL1KKQo8ERK8MjOnVBq8hZ6ERkzsctSihmNEOfKGjQa0Uom1aVPWEorKawJcJVrtr2jOHIQjiU0aw3W/zwiy/hhGT7aEY9jGnWBU0pcHlITdV44uoVoihiZ3NMv7/HcJZirUe/P2Zrc4v79+8w7B/ge4qrP/Aqi4uLpNMJRZby7NNPc+HCBWq1Gkp5nMUaYTwagpIMRod4nsPLM4abW3jNBvUo4mA8xXTWaXQhnA0wxmKkIylS8rIkDqo4Fd+rfK6KwhBENeJWB9eoY+oRw/GAWEB3cZWg2UHhY/TZqINSioXeAnmesbywzOFRn/sPHiP8gMPdIw529tFa4wce48mUK1cukqY5+/tjBpMZwvcYTyZorcmnCTbXSFHlMzohGU9mzCYzxp6PFJI0zTjYP8T3Plil6080MfrkJz/Jz/zMz/BLv/RLfO5zn8Nay5e+9KX/4v/5x//4HwPwD//hP2Q6nfLpT3+aX/3VX/2OqbZj0vSzP/uz/MzP/AyTyYTV1VU+/elPEwTfvWUUxzG/8iu/wl/6S3+Jz3zmM/zH//gf+cxnPvPH8r1+P3j2xY8QrzxJMtnj21/7GhurMaCwRuKFirUra9RbTToi4Ec/9nGEJ8lNSWE049mEw6MjDvYHNOotpqOc2eM9yqN9DkZjLr5wifWLy1UAdKjwPIFwFitKAnH6isA0ScmTgshAp9Njkg7ZOewzKTJq3S7OSWbjFKMN02yK1Iag3cDHwxSWMAgRwuGkRBsHQYAo9LwdUYVaCk8RiMovQwiPJCkJwtPfjG/dvM1Cu4aVAuVVI+7NZpNarUaz0UR41SkoDhRXL3VZWfMYH80oi5IrNcdKlPCAkHAjxOSOzMsRwjErcygBnSIFlNKR+hKMIc0ts9npCQZA4PtI9a7oWshKU2G0QTiB71VxFLM0nd/z3/V1EVIShgFCSHRpcFiMc5WRXmnR2lDmOWWRk2cJ0/GE0WDAZNCnHp/+dnV0qPGkxe/4pEKSZIZmd42PfHSdvEgqETJUVTABWZqyt7fLO3fvUORVBlXhcmQ2RUmB0QW1uEcceqRFjnUeVkKpc9JZTrveoFaTKHW2a+2cYzaZsru1Q+z5PPvM0yxsXEbVYu69fYO379yg2VvEkz6Z0aTWMkoLhqMMbR1WOmpxRBhUURVZnqGCgN7iEpPxgOGoTzLTGCs5HEyZzWZkefauP9UpUL0/BEVZUmqLlZLAC3jy6We5++htth7dxzpYXFhCCkP/8SMGyrHca3CBhKyUJBGMazHFag3tqhbsM8+8gCpyHmy+Q24TlCfwjCHXZk6uz0aMpBJkyZQH9x+zev06rz7zDN++95jYj1lq+SxGMc9vPE3sBXS7DUbDQ/b2++zu7jOdFOjSkOcZs3GfMp8QhR6B71MWGYGn+KGPfYxLFzbYWF8niqIqouKMZG7/4JBDazkoDH1dVXyc9Ch9jwaWmReAClhvt9HjGntJTmkVRksmkwLpDEVu2Z+MSMuMJE9JMssgc4jhjLZVGBEzmZU0REy7tYD0ohPfq9Pi+E6/u7vHy8+/xHQyocgKklHK/v4hpTZIKcjLkt2dPp4XopTkYP8Qt9OnNGZOvsEZh9X2RM8olag8yWxVbbVYlO/w/com4IPgTzQxAviFX/gFfuEXfuF9j/2XxvJbrRaf+9znvuPx75Yx9Oyzz/Lv/t2/+55f67Of/ex3GEUGQcB/+A//4b+86P+DceHCBpvjlPFkUgWCIplNEzzPJwo9fGnRRcIgGXHj5ltM04TSamqNBrVGjbJIqcUB7Uabe7fusv3tb5OP9nl00Gdpd5cnnrtOq1Wn2W4SRgGNSOEFgig6fd+6nILOBCUBZdRgnxGb04SZ0ZhJAkgSU03ilEWBcBCkGcIatLZo6/B8D6kE+D61dhtd6iqHSEl8KlGw73l4UVRVSaxDuNO/hRpxyOULa4ynUzINjzd3mU4fEEYhcT2m1q7jCZ+Vbo1FT/LhS13UE02++vX7dJSgHeQYYSmbHs4TuEIgypjAKJwpEDYidB5SJ1hbVhu+mJJwNo1RVfXRTGcJxlQTimmSIOZJ4SrwicMQKdIqg8tWWjXrLMZYikJTFpqy1ORFiTYabS2erxDWQDljb/Mhw36fYpYwHg2rSBB1ek3XflIwPdhn4gTNWp1SQygGrK08SeQvkmUpC4uLHBzsk81mJJ7H/u4eR0dHWCsqCwWnyYuUwPcQ0lGWBSoIqEUxvpI4W1bVPjw6UY+rq09hsrNtIJ7vo4TCZJpGvUanVcdiKEyOEAXJ+IjpQZ9Wo8tsOKF/1KfQjkxb8tIiPXAUFIXGOk2azvB8n2arSacZ0OvU8eM2q5efIS9hNpsyGAzp9w9PveZ2u43neUynUzAOrTVaO7xAcfHqVaxyPLp1hzTL0OWM2WTAzJSUfZ+O1Fxp19Griv5Gj7teymiWEIgao2nB8+tX6bYXefP2NxhlewRK4CkPYc08o+z0qF6fBZsP7zIaDbj24Zf46LWLOCtpxBBZ8F1EkmU8fvyAg70ddvf2GI8m1TCJs+T5DOEyLl9YpddZIAhC1laWuXb1MivLK9Trdbz3TEadddjm5Zc/QuD7XL72FL/8H/4djw62maYO3Wuy3m6TGUlRJDzVaBKtrlMXiokI6Q8GbCYJO0k1SDBLU5IsRTuLEQ4rBe1Gi0bUptOpI7Uhavaw1lFm2Tzv7fTY3t7j6GhELfaYTBLStGB4NKY/GIEStHoNrK2GA4qyoH/QJ67FTKcpZV6eZCha5wCFc9UDzmlQEMZRZZfgNLW6R70RMMv6HB59MM3fn3hidI7vRDI65Ld//XfY3tskHQ14++0MY6uNwBsL8i/+Ps1mm2eefpadYcLW1hbbO5tkac5sNmNr5z7NRo2/8BM/ydabN3n4xl1myYRxkXOzn/GVN3apB44o8vGikGbdZ3V9nU//+E+ces2eCygtzHLNMEnoa02qFKXWzKYzQFI6i1CSoNmsXH89DychDEF53rydIxBOIpTCCyzGGpwQePMKiZQSpMJagzFgzOnfQgudNssrS0Q1j6ywCBTfeu0mSTZjlqbESUZci7i21sGXinSi+PCHawz7XdLpjKO+ZqpLiolBC4cMFD5VW8rzfMBhPInTFlVInAlYlG3qZ9xA0izHVx6l1jhryNIMU5RoU2JMSVFkpLMpWZogCldVgXQ5fw050jQlywuSNGM2HTMdD1lYXuGVDz9PMunz4M5jZoNdhLPkWUJeFMTdRcKFS6dec3AxBuUYeCNyneFZxcHugHdu30GYCBwEUURZ5AgB9XoNIaq22nSWocvK/FECVoHDUJgSL4xZXlxCWkvucsIoQhrB7sE+hc0p7ekDQgFwmnazxodeeJr+0YiiSBj3cx5v3WexF3Kp02bv5k2OvJDZ7IiUjPriSmWXoQ1REAISJzyU5xFL5rEsOZiSKIhpdhZ44unnaHSWKMqSyXjMzu7uqZdcakNvsYcXSoajCUJJnNYUxqKkz/VLT9OLerx94yaHewfIvECuNpgFiq2dTYppygUn6S4vMlnuctD36Uw98mnKO5ubXLtwiY+8/HHeuPV1DgebeIEh4N38t1NfaqvRaJCG+w9uo0LBcy9/FINHmg+ZzGYk4z57/T57u9sM+/sk4yGeEOTJlCydIkTJ6toqV69eZ211nXa7TavdptVq4Xs+UiqEqNyv3RkE7sd46eVXybOMZqNHEDcZoilNTqwNxTSnPxhSd46BXiAIPfp5wb3ZkP5wSJaVCHw8FdIIYzrdypoljGP8KCJstGnWG8R+iNQGJVXlL1aUWHu2SpezljAMWV1d5v7jR2ztHTKZpOiyJA4iynk7vYIgTTKcFZjSYsz7CaWQDiEsypNEUYgfKZrtBsI6PKlpNSXtdoTvRx/4/XhOjM7xHVjodFlo1BkcBTRXVvFkVfJ1DvwwJqg1uHjtOi995GNESjEdpXxz51scjSYYBzuHRzze2eT6zRv4ImTcvIDqePTCkLAWMRnsM9p/yOPNLXJTTSKtbaQ8/+rp32zJLGEySZhNU6bTFAdVvEQRIIVEKEmoAnw/QHmqyieat4COIYVAyMoRWOvKh6fUuhJ5KonnVW+XMAwJfQ+cxfdPX+W6eHEDqRSLi4tkWUYctbhz7yGj6YxWo8G1K5fxAkk71NRqATs7KS8/U+PSYovXtzXThxEXl9cJZjPuDe/SudRjsbFGupfST6aIpiLy66B9Vvx1hIUffu5VDsLbp14zgM5zhNZ4QlTZQ9YRt9oYBPWoxt7uPns7uwyHCX7UxFhHYQxlUZJOZgz6fQ77ffqDEdPRgDSd8sTzL/DRV59jfbHNdK/Gi888wTjNuWk3se0Vlq89T3Pp9JEgke9XBpOFR2IdUhe4TDA8mDAaFiwtL2OtQWtNlmcMjo6qUGNRRW5EUUTpVPXaMJo4CnDOsLW3y+WlLqYsSXXKJE0By63Hb3F39xbRB/RN+V6YTIY06wE/8d9/gi/81ld5uLON9nxMPuHqc5dZ8CRH+QDtctoLHkvNHpMcytkYZQWdepcoijEINA5TCkw2rfxcRIg1jsHhLje+8bssLK9Wr2dnEcnpdWhJnqMp6XSaxPWY/lGfLKn8kdASiWJpYQPvhZhbOI52S9xCj3KxzePDA7JpTnNrnwsXllhuBQS54AnZphXWmWrD/XuPuHRplR/6yI9w++5rvL35GlI6AnG2zdo6h1ACK6tK24N7D5Gii6zVGcyOyPKM8SDh4cN77G09RNmcdhzgAYkTLCy0eeKJ61y//hSrKxs0mk3iOCIIgmpAQcoqU43j6gYnBpunxbe/+SZ3795lc3OLw/0RWB+jJXv7E/Z3E/KypBc49oXPxcvXqMUK3w7oypjA82k2O9TrLZrNBs1GoyIWvo9SPvjxvEJUQOBj3jOi/906JN8PLl+5QF4OuXvvBq3WEvfvbZNlVSByWRgsxzYgVWU+Ly1ap/PrJQGBlFWumuc76jWfZrtGt9skrofUGjGeUEipUbLEkx5+UGk4PwjOidE5vgOz8YyPffRj/MAP/RBhUEVVVMTIIvEotcE6zezwgNEsZevBYx49ekTqoNHpQRBTFBmv3bzN9SdeYuGJFwikT+wHWJ3TP9ynVmtQ6pzZaEa9s8Fwpvjdr7zGX/up0625f3REkWvSJCfPC/zIpxW2yLJsrodRII9LrhCGAUFYCQ6tq4zthBDzdOzKkqEsSzzfwwpObmzV51XamiCIzuRQvr6xxv7+Lr4viYIYG5T0OnVm87ZULfRZXV0gGW4xS0co6TFJLI26R73RI5GrNMoW0yTB7GlKfIquZXq0y/Boj43LS9SUZf/hDrYUrNcD7NbbXDpbzBH379yhyDKsJxlPxygh6XY6FGlG5AmcNZRFwfBwHy9Kmc5mHBwdMRpNmfaPGA36ZKUharQo0hm6yBiNhhwd7rPx1EWee/l5Hu0OePPtTTqX6iy2VokbCyj/u+cLfhCsiMtI5aHCCM8PCJRCaEk37LO9s83S8jJKKdI0IU0lWZbhMNSjgGtrbYL2Gg9Tn8FwitQpax1Ds1Zwf+cNsDO6wXVKmzGdZfgtze39N8DPyfKzbSCFsRQO8HykH/LWa2/T7HZwRmPKgng55MpyTG4lTij294b0N3NEKQi9gOnRAa7ZIK43cTiKdEaRJvi1BmEYM5lM2N3Zon94gHvrtZODQp7lwD871ZqtNaRpDmi63R5rq2vs7e2TZxmUDuEqg9eFhUU+/OoPcu9OjUGeYI+m0FxmbWMR2X/M4Vu3aRzuslJf5PLaKipqEgpI05zt7R2QC7z4wkdo9Bq8/tZrlQ3AGVAWBZ6UdBot+rt9ROQzmqYERjMbHPH44SMO9vs4SlZ7bTw0kQ+BkqyvrPLE9etsbKzT6y0QxXWUH+D5QZWjdlLhcO/TWgtxtrrRUX9CmmjyVNOsL9AII3qdFnHUxBrY6x9QFhP2SkFdxmxcvc7qUyFSODylqgqWrDSiSZZVrW9z7IZeRchIKeaERGDL4jj+9ky4desm79y7gdGC/tGAre0BzlWBvdIqwjDE8zy01pS28tUyRZX1F4SCMFLUGz5hJIgiRaMW0WjUqdcbxHFMGMQIPFTgqs/zfBw+S0urH2h958ToHN+BMPRQecmdO7dZWuqwuNAlLUrGozGiyAk9WNtYoi4Ejwd7GF2yceEipZAkhaHVXgDnGIxmzKYzWk1Fkc1QwsM6i+cFePU6dnQE0mdl4yploec309MhzzOclSjlEQSOMI4rQ8GgIkXWVVmZxlgEAhVUU0lSqPdkRrnKn1BIgiBAa01RVm7UYu7gbExlZV9YXZ37znByunRpA2s19+7dQzkBApr1AE/CYDjhnfuPiEJJI4ootaQehSBi1lZrFEWfvdmUo9E9Li5lXL3a4catLXbeusGHPrrO6stXafqKVqfBw6Zm89GA/+HPrhEYx6Q8W8shH0+YZAmqHiMFFFnC/m7CdDIiT/qErS5pOmM6HjHY2mNvd5ej4Qi8gGI6JZtN8eI6YVwDZyhNQZ4bRsOErZ0Rj/aHPOwnTOlSX2ki/AZKemcSqn7omR9CSEUQ+PheCA7GkzGtRo/V9RWMqSqEzlWssSxLtDZgSzo1xzSMQXZxqcKv+wStA8LGjMyfcK/vEaV10skQ6cd4vYSZHldkXJxNi7E3StjePGJvd8DhMMHkhr3tfeII3n7rEc626S55WAd5AXffOeBou6TpN1HKZ5blICVxrYaQgixNiGoxURhjjME5mEwqzZnn+UxnU6wxZ3SRrt4TWVZycNCn1WqyvLzCwcEBVhpsrk/G+eutDhevP8Odm29w98ZdOt1lLi2u4Gd9alubXLElrbUGgRLkXlTFhyApNWxt7lKUJU899RHCsMtXv/nlM11rrQ3pLMMXXhXM7Oe0G5ZazbJ9/zGP3nkNpQJeeeVVLl3c4PGje8Sh4vKFDdZXVun1etRqNcIwwlMeTnnvc7UWQsyvzHvI0Rk5hu/VeOL6M1y8cIX+4SEYzUKvSxgFGFPSH4/I05y29HG1iNwofAPOlxTWzqOFfISQ+NJHOIfU4MoSo45Dn101fHJsK3ASuHeGdfshcVxphoQs6fQiTGmYTDOEAGsKClNiTBWNJD0IIzXXC3k0WxH1ekgU+9SikCgIqdeaRGENnMNoi1IRVoJzAs8LiePmBxaNnxOjc3wHIt+SZQN+7/d+E2EKWrWYoizJ04zI93n+xWd56SNP0vM9Hj94xLRIWVxcAOmTFfDqhz/Cg/tv8/j+JiYrSewYU2pMEOKFIesXLnC0ex8nFFGtztPPPEWRpVxcWz71mrvdLhIfYxylrgSEeZ4h/aoca4yltLZy+Z1PsBirccIgqFybnXNVTIIuTyattNaUpgrRPSZHUkoEbj5SfvoNpFGv8+QTT9Buttl8/JgsS7h6+RLGKe7c22R79xDnNE89cYFes4UtLd/6gwN21wR/6odW+b+srvL23Yx2Pef5l3zGh5bhSNFsx7x+Y5+dgxlPboT85KdfIp2khHXNO7eGZEdnq2K0VtcZPn5Ir9VjdWWR0aCPLjIe3pvx8M47PP30MwSuIpBWFwSeT73WoLOwTP9gnzxLELIScDskwkmccdx5fMTWUFMS4IIuYTMG5YFTSKGQ8vRty8XFJZSqjBuV9HCOqm2WpXh+dbM8bovmeU6WZWRphs4TEiU4JCbNLeV0RtDJ0LWEaTjGeAXKWXABo/0pIYbFIIbCIaxBnFFH8u3X3mYyLcgSDUKyvrpIfzCkyBP622Py2YzOYoPAUyRTzeHBFKs1yAIpPYyQWBzJ5AisxTjwvfVq8zAGz5N0Oi12d/cxJqEocrTWZxQFOwRVhVlry2Sc0GhIWq0u2XhKaavnMNaCp4hbPdavPk2SaWxRMBsP8bMJazbjiq0jpGAcCHIlEJ5P3a+TFwJSS39/jDGbXHnyGj/8sbNtZ2makhc5nW6HpeVlJpM++eghs0HJZLSN72vq9Rbra8v02m2yhQUuXljl8sUL1OM6vldVhzzPQykFykPI70KMTzLVmLdqT38PcUBZaITz6LYXsc6hQh8jq48XegsoFyARJGWGTUs8K8mExliDdYYiq0KhrbHVAIUDWZ365h5RFoHDmhKjq2/grDWjH/74j6DtlOFgyHB8hHWGshuR5ul86tPgcASBotmq0e7U6PXq1JsBni9PrrXvB/hK0ogj6vUGnhdRZAmpHpGmGdo5xtOCkfSp1zt0Oh9Mp3hOjM7xHUizFCEln/z0j+KKGUpXCdZOKTw/pNlr8+hgzHaeMdIwTjPeuvEGnvJ5/sUP06jVCKSHL6pNRiofhySzFs9o1tcuYvIJtVrAt157g/2te+RpgipOH8jabrexRoCTZEXBJJnh+Qrlq0rEJ8HZiiBZa+eO0rK6J83jTax1lXeOc5i8pCxLzDziAle10RyOOAwJPIUU4kR3dBqEfoynAq5dbXD56hWyPKcoCl54ccg3vvka337zbfrDKQ83DxAbFmEdD7dzHuwbOstdXvI1toApjnu3M0wBkwRkcJGPfuxV8AMeP7zH//P/9f9FSY8rT19nNAjwvbP10rxak7DeQipFvd4gSxJ++0tfIk9m6Cyl8XCLYVowmU4p5vEwfhCijUYqD88Lq2k+54FwGOFhvJiR9hHUCeMGUoXYufcOomrnIk9PMnzfJ01TPM+jXqtackEQEEc1tPawzuH7PlprpDCEQWVRYZRkqiAXAUKUKFIQGUZlFLLEGEMoLYXJyF2CLxXaBHM3Y4c8Y8UomWmyNCfLU8oiJ5SWhU7MdGzRs4zBkWP74Ig4UDTiGlLWiOqWQEiMBjNvEyMs1mqMkaRZSZJm+LrSVAVBgHOOPM8Jw2B+Hc4iGrdI6WNM9X6TwjEeT2k2GrRabRIm5HleZSkah/JDllY3kMpj997b7G49ZjY6YMkaBtYhgwi1vEjqVdXdwFOERHPTyoKjwxFJNuPa06cX5wNVqKnnsdBbQDyluPnmjK37j0h1zng4phY2MKXlnTu30XnC009e5+rlSwSBjxBVfIaUAqGqtj1/iFxWP4f5a7p6ZH4gO/2ao3pAnhSouU1G4XR14DAOUTrK3CHIq0k4KUBIjJRgfUBQBZIYjNMnC3FS4GSVb1lxNoHV1c/KmqoNelZrhA996KO8ceNbICDNp+RZSaMRUPYaxLFPGKk58fGJ44AwUgSBh+dLnBMYI+b38pxyfhFLa8FNSGZT0mRaTSBrTalLpKdoZQVXsuwDre+cGJ3jO1Cr+7Sto7H4DEWeE6HwZQBxTBApdDolzzPCxgJr11tcyC3b+3sYY0iyGQeHuyhf0u7WwGUMBzOy2YwiT1B+QHehxeb+AdsP7pCMhty78W16C0uYdufUaxZIhHAUZU6ep1XasqrIi51vAKWxiHl8hZzriYw9KW6flI0dFqHAkx7qOPaCymzQOsBZ5FyUa/TpwxSF5+HhI4VA4QjCGK01tVqDH20v8vyLr3Dz7be5c/sGh4cTarFPd7GNwON//eUH/PPkNQptEc7gjKbQDicjPvJRx5VrlrzIuXf3Nl//yju88MLTRAuLSOGh1OmCWI/hBCwuLRJHVQBroQ2vv3mLwFdEfsDW7ut0Fpfxgph6oNBMmRVjdJJgnUUpRYlDI1D1FsuLq3Q3rtJbvkToRyjPB1lNDFqorrVS2DOcU4fDIUII6vU6UlbhkmEY0u32KgJcHYUpS41AUZYl1lYj3B4SkTuknOJ5OZ7USECaAKiy33yliSODH1Wj/cJV25864zh2nmrKLKs8mOoeRgl85yGdY384g3pUjVjHklQWoAWNeouGH1KWBs86SlOiM0GhDXlp2N07YDiZoDyF1pay0MySFCEEtVpt7kl1+urcYf+QXnepIsDCUhVVLdNpgvX9E5+jsiwpbIl2BqkUvaVlQk+wjcfu4IDXioQj7dEmZLlUtJYXSaczyjSdW4dIpFAolZPnGTfffBv+wul936SstC3WQLvTYePCNd54bTxPZA/ZWFtjcXGJ5eUOTz55jfXVdULfQykPoap21PwL4YSoOmbv0xMJqlfFu8QIwVkKRjRbDaweQ1HVcQJR3cOEqJ7PaFcFM5capdSc+0iE8JBU+iIhKgNQq+y7k3KOqkrkKnnBsTZTiGqqTp1xqODSxSd49ZVP8OWv/O+0mhmBalIUml5nEalAm/zE58nzKm+xIrfkmcEhyYuSsiiRsppEs0YwS0ryLCNJkkoTqiRZrqvw5LJkeanBhYvnFaNznBLp9A7CSQJZZ29vyL3bj4n8GlGnw9Jyj+VuNb3QbcdYW+KpkqtX18jSlN2DXZJsghKCWTJlNp0yGU9JphN0niD9kHq7hc4SFnqLvPjs0ywvrbC4tEocNU69ZmstRVHMf2XkWUExnywTHBsohpVZozFzPQknVvJKqZObdVlWp+VAVaf9oihIkgTnqukkJSW6LJCiCuY8Lea+dEhPzTdQgfQrDUwtbtFsd1ha6rHc7fHO7VsoX5MXOZuPdtnZm5GLksymOAOeE0gMQmp2fv0LCH4LKSEOFSvLi9QbdQobEMURiTlbMnZhNK1OmzgM0NYSxTE//mf+DMN+n92dXVrdHu3eEvcebTJL8ips00iQknZnASmhP0kI2l16K5dZWFojqrcqEzfhITxVTQwikM7Nk+MM3hlIhhSKZquJ74eVf1KeV7ElAny/an8cjwdb6+Ocw/N9nHSkuUAnE6Qa40eCRhAQWR9ZGrQQOGHJswmlTIlkG+UUBoESgtKczeBReIIwjNBlTl4UlFagpEcY1QibdSZFji40uVGV+zmShbZPEEUoVSC1xWUG7QQqCKkrR54bbJ5RpIZCa0ptUfPXchx6jCaz78iD/H6wtLTI4GhMq9kjCPx59hpoY8idw5Ylvl897huLM6ZqV0tBrbfI5RcXiJbW2H/wJjeLnF6hmG0fcdGrsbGxysz3SJIM3w/n1S2HKhzJGRPfj6exjLbgJIsrq1x68hmi/Trddotnnn6W9fUN6o2QMPBRQiKRSOnhpELMq4PHLfdjrdX72pInhqfvxelf14P+EUVa4kxV/XHSnlxvNyc1IE7ayFIqpPCQ0kcIh3UG5wzWqUpb5qrpQYeb3zstCIfv+XNypN4lgGfA0tIqn/7kf8fR0YDx8Cvsbj1ke3sX3/fmOYUaJRXWVnYfWuv5AcZWbXBjq2EgKfE8iap4aMUzBUhPYl21L0RhSOBLPNXnwsblD7S+c2J0ju+AKTIkEq+U1ETJ1778RfYPBkSNBj/0sR/g5RefZTwek6QZB8Mhbz94yM7uLkVe4IV1gqhFkaZMR310WaAkNOsRl9Y3WFxcY3l9nfXVFRbaDcLjfrxQ4M4QpliWFEUVVYFz1STIe0mPlFjBXFfhzbO8JFL6J6JeZy3+fIIkn7e1PM878S+qjOo0QRRSC+P3ZICdDtKvNmAjBIHykHNyBICtQmS9oEvnox/l2uUr7B1tctg/RNuQ3opBBopUlxRphnIe1irSZIY1hla7zbVr11lbWWah26FZj4nqx6Xo0+e7QWVrkCQJk9EUozX9g22KMiP0fTYuXqTVWeAb336NwWRGENTQ2mKdRIqAWQ6qtsy1i8u0V64SNXp4c51A4HmV/878Zi2FxPMlrWaDyysdrq6d3uAxjmtVW+s9bQshxHuE96CURAgfMW+R+r6HcYY8gbh0RJ5CZAF1TxK5JsJKIEHIyhhRy7lQ1IATitKUJLPRma41QiA9HwqNVJVNhHSOWWHwo5C6oCIWmSYMA5rNJoJqqs4UOXlZhUAD+EGAsnZuuFltI86rNpZGHBOGAUWeYUx5Ju3ceqdFL4p5tLOLqTVpNFqUZYmAk5Fvg0PNHd8DJRDaUBqDlB5Bw+filSdoddtk0ylCSNLUsLdzABYuX7mC548Yj6ZIqfD9OtZ5IM4WbOr7ATiJUQ4pS3qeIqo/w9P6Kr1Oi267g+/7VdVZVkREUrWWHAI3n9dy80qLPKkQcTL1+n4SdPbprtFgQFlacMc2AHZ+kGD+/vHn+rzq/qU8kGo+JXd8qzEW61w1oDIfTgGBtVWFXCl/rkmrPs/NzVrPipWVDf6nv/w/82d+7M9x//5d9vb2UEqgdTmXOziyNGU0mrK3d8DB/gGzJCHNMgZHA2ZJQqNRZ6HXxfcUxtqqOiQETgp0WVKr1fA8H09Krl69yPraB7P8EO6shgTnOMc5znGOc5zjHP+N4Ow1sXOc4xznOMc5znGO/0ZwTozOcY5znOMc5zjHOeY4J0bnOMc5znGOc5zjHHOcE6NznOMc5zjHOc5xjjnOidE5znGOc5zjHOc4xxznxOgc5zjHOc5xjnOcY45zYnSOc5zjHOc4xznOMcc5MTrHOc5xjnOc4xznmOOcGJ3jHOc4xznOcY5zzPH/AzITN96WQw5VAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "# Define a list with all the class labels for CIFAR-10\n", + "classes = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n", + "\n", + "# Function to visualize color images from CIFAR-10 dataset with correct labeling\n", + "def visualize_images_with_labels(images, labels, classes, images_per_class=10, title=\"CIFAR-10 Images\"):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(6, 6))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + "\n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " \n", + " # Add class label to the left side of each row\n", + " if image_count % images_per_class == 0:\n", + " plt.text(-30, 32 // 2, class_name, rotation=0, size='large', va='center', ha='right')\n", + " \n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize color images from the CIFAR-10 training set\n", + "visualize_color_images = visualize_images_with_labels(x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Training Images\")\n", + "print(visualize_color_images)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Data Augmentation:\n", + "\n", + "# Convert images to grayscale\n", + "\n", + "grayscale_x_train = tf.image.rgb_to_grayscale(x_train)\n", + "grayscale_x_test = tf.image.rgb_to_grayscale(x_test)\n", + "\n", + "gray_x_train = np.array(grayscale_x_train)\n", + "gray_x_test = np.array(grayscale_x_test)\n", + "\n", + "print(gray_x_train.shape)\n", + "print(gray_x_test.shape)\n", + "\n", + "# Create augmentation layer for model (used further down)\n", + "\n", + "data_augmentation = Sequential([\n", + "layers.RandomFlip(\"horizontal_and_vertical\"),\n", + "layers.RandomRotation(0.2),\n", + "]) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "# Visualize grayscale images from the CIFAR-10 training set\n", + "visualize_gray_images = visualize_images_with_labels(gray_x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Grayscale Training Images\")\n", + "print(visualize_gray_images)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Normalize the images to the range [0, 1]\n", + "x_train_normalized = gray_x_train.astype('float32') / 255.0\n", + "x_test_normalized = gray_x_test.astype('float32') / 255.0\n", + "\n", + "print(x_train_normalized.shape)\n", + "print(x_test_normalized.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 10)\n", + "(10000, 10)\n" + ] + } + ], + "source": [ + "# One-hot encode the labels\n", + "y_train_cat = to_categorical(y_train, num_classes=10)\n", + "y_test_cat = to_categorical(y_test, num_classes=10)\n", + "\n", + "print(y_train_cat.shape)\n", + "print(y_test_cat.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set class distribution: {0: 4000, 1: 4000, 2: 4000, 3: 4000, 4: 4000, 5: 4000, 6: 4000, 7: 4000, 8: 4000, 9: 4000}\n", + "Validation set class distribution: {0: 1000, 1: 1000, 2: 1000, 3: 1000, 4: 1000, 5: 1000, 6: 1000, 7: 1000, 8: 1000, 9: 1000}\n" + ] + } + ], + "source": [ + "# Perform the train-validation split with stratefied sampling\n", + "strat_split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n", + "\n", + "for train_idx, val_idx in strat_split.split(x_train_normalized, y_train):\n", + " x_train_normalized_split = x_train_normalized[train_idx]\n", + " x_val_split = x_train_normalized[val_idx]\n", + " y_train_split = y_train_cat[train_idx]\n", + " y_val_split = y_train_cat[val_idx]\n", + "\n", + "# Verify the distribution\n", + "def class_distribution(y_data):\n", + " classes, counts = np.unique(np.argmax(y_data, axis=1), return_counts=True)\n", + " return dict(zip(classes, counts))\n", + "\n", + "print(\"Training set class distribution:\", class_distribution(y_train_split))\n", + "print(\"Validation set class distribution:\", class_distribution(y_val_split))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_15\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " sequential (Sequential) (None, 32, 32, 1) 0 \n", + " \n", + " conv2d_168 (Conv2D) (None, 32, 32, 64) 640 \n", + " \n", + " conv2d_169 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " batch_normalization_56 (Bat (None, 32, 32, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_170 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " conv2d_171 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " average_pooling2d_36 (Avera (None, 16, 16, 64) 0 \n", + " gePooling2D) \n", + " \n", + " conv2d_172 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " conv2d_173 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " batch_normalization_57 (Bat (None, 16, 16, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_174 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " conv2d_175 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " max_pooling2d_14 (MaxPoolin (None, 8, 8, 64) 0 \n", + " g2D) \n", + " \n", + " conv2d_176 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " conv2d_177 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " batch_normalization_58 (Bat (None, 8, 8, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_178 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " conv2d_179 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " average_pooling2d_37 (Avera (None, 4, 4, 64) 0 \n", + " gePooling2D) \n", + " \n", + " conv2d_180 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " conv2d_181 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " batch_normalization_59 (Bat (None, 4, 4, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_182 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " conv2d_183 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " max_pooling2d_15 (MaxPoolin (None, 2, 2, 64) 0 \n", + " g2D) \n", + " \n", + " conv2d_184 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " conv2d_185 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " batch_normalization_60 (Bat (None, 2, 2, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_186 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " conv2d_187 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " batch_normalization_61 (Bat (None, 2, 2, 64) 256 \n", + " chNormalization) \n", + " \n", + " flatten_14 (Flatten) (None, 256) 0 \n", + " \n", + " dense_65 (Dense) (None, 64) 16448 \n", + " \n", + " dense_66 (Dense) (None, 64) 4160 \n", + " \n", + " dense_67 (Dense) (None, 64) 4160 \n", + " \n", + " dense_68 (Dense) (None, 64) 4160 \n", + " \n", + " dense_69 (Dense) (None, 10) 650 \n", + " \n", + "=================================================================\n", + "Total params: 733,386\n", + "Trainable params: 732,618\n", + "Non-trainable params: 768\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# Define model / data parameters\n", + "num_classes = 10\n", + "input_shape = x_train_normalized.shape[1:]\n", + "dropout_rate = 0.2\n", + "epochs = 100\n", + "batch_size = 64\n", + "\n", + "# Define Early Stopping\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n", + "\n", + "# Define custom optimizer, learning rate\n", + "optimizer = Adam(learning_rate = 0.001)\n", + "\n", + "# Define the model with data augmentation\n", + "model = Sequential([\n", + " layers.Input(shape=input_shape),\n", + " data_augmentation, # Data augmentation layer\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.AveragePooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.AveragePooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + "\n", + " layers.Flatten(),\n", + "\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dense(64, activation='relu'),\n", + " #layers.Dropout(dropout_rate),\n", + "\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dense(64, activation='relu'),\n", + " #layers.Dropout(dropout_rate),\n", + "\n", + " layers.Dense(num_classes, activation='softmax')\n", + "])\n", + "\n", + "# Print summary of the model\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformV2 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting ImageProjectiveTransformV3 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformV2 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting ImageProjectiveTransformV3 cause there is no registered converter for this op.\n", + "625/625 [==============================] - 148s 230ms/step - loss: 1.8877 - accuracy: 0.2873 - val_loss: 3.0480 - val_accuracy: 0.1669\n", + "Epoch 2/100\n", + "625/625 [==============================] - 143s 229ms/step - loss: 1.6937 - accuracy: 0.3629 - val_loss: 2.3113 - val_accuracy: 0.2345\n", + "Epoch 3/100\n", + "625/625 [==============================] - 143s 229ms/step - loss: 1.5732 - accuracy: 0.4218 - val_loss: 2.4233 - val_accuracy: 0.2416\n", + "Epoch 4/100\n", + "625/625 [==============================] - 145s 232ms/step - loss: 1.4851 - accuracy: 0.4651 - val_loss: 2.3440 - val_accuracy: 0.2533\n", + "Epoch 5/100\n", + "625/625 [==============================] - 147s 235ms/step - loss: 1.4052 - accuracy: 0.4978 - val_loss: 2.4188 - val_accuracy: 0.2576\n", + "Epoch 6/100\n", + "625/625 [==============================] - 143s 229ms/step - loss: 1.3278 - accuracy: 0.5256 - val_loss: 2.2876 - val_accuracy: 0.2728\n", + "Epoch 7/100\n", + "625/625 [==============================] - 139s 222ms/step - loss: 1.2580 - accuracy: 0.5549 - val_loss: 2.4866 - val_accuracy: 0.2634\n", + "Epoch 8/100\n", + "625/625 [==============================] - 149s 238ms/step - loss: 1.2011 - accuracy: 0.5775 - val_loss: 2.4372 - val_accuracy: 0.2754\n", + "Epoch 9/100\n", + "625/625 [==============================] - 140s 225ms/step - loss: 1.1504 - accuracy: 0.5957 - val_loss: 2.2073 - val_accuracy: 0.2957\n", + "Epoch 10/100\n", + "625/625 [==============================] - 135s 217ms/step - loss: 1.1110 - accuracy: 0.6097 - val_loss: 2.4873 - val_accuracy: 0.2571\n", + "Epoch 11/100\n", + "625/625 [==============================] - 139s 223ms/step - loss: 1.0686 - accuracy: 0.6267 - val_loss: 2.4488 - val_accuracy: 0.2761\n", + "Epoch 12/100\n", + "625/625 [==============================] - 141s 225ms/step - loss: 1.0436 - accuracy: 0.6335 - val_loss: 2.5675 - val_accuracy: 0.2552\n", + "Epoch 13/100\n", + "625/625 [==============================] - 138s 220ms/step - loss: 1.0183 - accuracy: 0.6484 - val_loss: 2.5969 - val_accuracy: 0.2412\n", + "Epoch 14/100\n", + "625/625 [==============================] - 140s 224ms/step - loss: 0.9891 - accuracy: 0.6558 - val_loss: 2.4800 - val_accuracy: 0.2720\n", + "Epoch 15/100\n", + "625/625 [==============================] - 140s 224ms/step - loss: 0.9653 - accuracy: 0.6656 - val_loss: 2.3293 - val_accuracy: 0.2802\n", + "Epoch 16/100\n", + "625/625 [==============================] - 144s 230ms/step - loss: 0.9528 - accuracy: 0.6683 - val_loss: 2.2095 - val_accuracy: 0.3099\n", + "Epoch 17/100\n", + "625/625 [==============================] - 141s 226ms/step - loss: 0.9209 - accuracy: 0.6819 - val_loss: 2.3332 - val_accuracy: 0.2866\n", + "Epoch 18/100\n", + "625/625 [==============================] - 145s 231ms/step - loss: 0.9039 - accuracy: 0.6878 - val_loss: 2.2386 - val_accuracy: 0.2946\n", + "Epoch 19/100\n", + "625/625 [==============================] - 142s 228ms/step - loss: 0.8834 - accuracy: 0.6981 - val_loss: 2.1765 - val_accuracy: 0.3153\n", + "Epoch 20/100\n", + "625/625 [==============================] - 135s 216ms/step - loss: 0.8689 - accuracy: 0.7017 - val_loss: 2.3025 - val_accuracy: 0.2858\n", + "Epoch 21/100\n", + "625/625 [==============================] - 134s 215ms/step - loss: 0.8510 - accuracy: 0.7100 - val_loss: 2.3119 - val_accuracy: 0.2783\n", + "Epoch 22/100\n", + "625/625 [==============================] - 134s 215ms/step - loss: 0.8314 - accuracy: 0.7148 - val_loss: 2.3726 - val_accuracy: 0.3098\n", + "Epoch 23/100\n", + "625/625 [==============================] - 135s 217ms/step - loss: 0.8234 - accuracy: 0.7192 - val_loss: 2.3425 - val_accuracy: 0.2942\n", + "Epoch 24/100\n", + "625/625 [==============================] - 134s 214ms/step - loss: 0.8067 - accuracy: 0.7258 - val_loss: 2.2389 - val_accuracy: 0.3152\n", + "Epoch 25/100\n", + "625/625 [==============================] - 134s 214ms/step - loss: 0.7919 - accuracy: 0.7311 - val_loss: 2.2355 - val_accuracy: 0.3050\n", + "Epoch 26/100\n", + "625/625 [==============================] - 134s 215ms/step - loss: 0.7732 - accuracy: 0.7366 - val_loss: 2.3836 - val_accuracy: 0.2825\n", + "Epoch 27/100\n", + "625/625 [==============================] - 134s 215ms/step - loss: 0.7779 - accuracy: 0.7346 - val_loss: 2.5050 - val_accuracy: 0.2964\n", + "Epoch 28/100\n", + "625/625 [==============================] - 133s 214ms/step - loss: 0.7617 - accuracy: 0.7427 - val_loss: 2.1936 - val_accuracy: 0.3262\n", + "Epoch 29/100\n", + " 31/625 [>.............................] - ETA: 1:56 - loss: 0.7423 - accuracy: 0.7369" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[44], line 7\u001b[0m\n\u001b[0;32m 2\u001b[0m model\u001b[38;5;241m.\u001b[39mcompile(optimizer \u001b[38;5;241m=\u001b[39m optimizer,\n\u001b[0;32m 3\u001b[0m loss \u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcategorical_crossentropy\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 4\u001b[0m metrics \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maccuracy\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 6\u001b[0m \u001b[38;5;66;03m# Train the model with normalized data\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_train_normalized_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx_val_split\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_val_split\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mearly_stopping\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\keras\\utils\\traceback_utils.py:65\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 63\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 64\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 65\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 66\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 67\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\keras\\engine\\training.py:1564\u001b[0m, in \u001b[0;36mModel.fit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[0;32m 1556\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tf\u001b[38;5;241m.\u001b[39mprofiler\u001b[38;5;241m.\u001b[39mexperimental\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[0;32m 1557\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 1558\u001b[0m epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1561\u001b[0m _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m 1562\u001b[0m ):\n\u001b[0;32m 1563\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[1;32m-> 1564\u001b[0m tmp_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1565\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[0;32m 1566\u001b[0m context\u001b[38;5;241m.\u001b[39masync_wait()\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 148\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 150\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 152\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py:915\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m 912\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 914\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m OptionalXlaContext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile):\n\u001b[1;32m--> 915\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 917\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[0;32m 918\u001b[0m without_tracing \u001b[38;5;241m=\u001b[39m (tracing_count \u001b[38;5;241m==\u001b[39m new_tracing_count)\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py:947\u001b[0m, in \u001b[0;36mFunction._call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m 944\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[0;32m 945\u001b[0m \u001b[38;5;66;03m# In this case we have created variables on the first call, so we run the\u001b[39;00m\n\u001b[0;32m 946\u001b[0m \u001b[38;5;66;03m# defunned version which is guaranteed to never create variables.\u001b[39;00m\n\u001b[1;32m--> 947\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stateless_fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds) \u001b[38;5;66;03m# pylint: disable=not-callable\u001b[39;00m\n\u001b[0;32m 948\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stateful_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 949\u001b[0m \u001b[38;5;66;03m# Release the lock early so that multiple threads can perform the call\u001b[39;00m\n\u001b[0;32m 950\u001b[0m \u001b[38;5;66;03m# in parallel.\u001b[39;00m\n\u001b[0;32m 951\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\function.py:2496\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 2493\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m 2494\u001b[0m (graph_function,\n\u001b[0;32m 2495\u001b[0m filtered_flat_args) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_define_function(args, kwargs)\n\u001b[1;32m-> 2496\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgraph_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_flat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 2497\u001b[0m \u001b[43m \u001b[49m\u001b[43mfiltered_flat_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcaptured_inputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgraph_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcaptured_inputs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\function.py:1862\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[1;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[0;32m 1858\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[0;32m 1859\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[0;32m 1860\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[0;32m 1861\u001b[0m \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[1;32m-> 1862\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_call_outputs(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_inference_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1863\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcancellation_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcancellation_manager\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 1864\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[0;32m 1865\u001b[0m args,\n\u001b[0;32m 1866\u001b[0m possible_gradient_type,\n\u001b[0;32m 1867\u001b[0m executing_eagerly)\n\u001b[0;32m 1868\u001b[0m forward_function, args_with_tangents \u001b[38;5;241m=\u001b[39m forward_backward\u001b[38;5;241m.\u001b[39mforward()\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\function.py:499\u001b[0m, in \u001b[0;36m_EagerDefinedFunction.call\u001b[1;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[0;32m 497\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _InterpolateFunctionError(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cancellation_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 499\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[43mexecute\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 500\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msignature\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 501\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 503\u001b[0m \u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 504\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mctx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 505\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 506\u001b[0m outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[0;32m 507\u001b[0m \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msignature\u001b[38;5;241m.\u001b[39mname),\n\u001b[0;32m 508\u001b[0m num_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_outputs,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 511\u001b[0m ctx\u001b[38;5;241m=\u001b[39mctx,\n\u001b[0;32m 512\u001b[0m cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_manager)\n", + "File \u001b[1;32mc:\\Users\\katha\\anaconda3\\envs\\conda_tensorflow\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py:54\u001b[0m, in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 53\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[1;32m---> 54\u001b[0m tensors \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_Execute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 55\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 57\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "# Compile the model\n", + "model.compile(optimizer = optimizer,\n", + " loss ='categorical_crossentropy',\n", + " metrics = ['accuracy'])\n", + "\n", + "# Train the model with normalized data\n", + "history = model.fit(x_train_normalized_split, y_train_split, validation_data=(x_val_split, y_val_split), epochs = epochs, batch_size = batch_size, callbacks = [early_stopping])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4: Model Evaluation\n", + "## Evaluate the Model and Compute Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])\n", + "[1.7943867444992065, 1.72043776512146, 1.6588432788848877, 1.595994472503662, 1.5367357730865479, 1.4510951042175293, 1.369266390800476, 1.286603569984436, 1.2153586149215698, 1.1615244150161743, 1.124595284461975, 1.0816819667816162, 1.0465338230133057, 1.0076723098754883, 0.987042248249054, 0.9542333483695984, 0.9340546727180481, 0.9075045585632324, 0.879279375076294, 0.857684314250946, 0.8377837538719177, 0.81825852394104, 0.8044121265411377, 0.7824477553367615, 0.7613587379455566, 0.7442135214805603, 0.7249149084091187, 0.7133879661560059, 0.7046626806259155, 0.6885994672775269, 0.6897540092468262, 0.6626665592193604, 0.6556749939918518, 0.6451120972633362, 0.6335950493812561, 0.623813271522522, 0.6141090393066406, 0.6041485071182251, 0.5947907567024231, 0.5790971517562866, 0.5733609199523926, 0.5740563869476318, 0.5742207169532776, 0.5538973212242126, 0.5509966611862183, 0.5401732921600342, 0.5280753374099731, 0.5213866829872131, 0.5199521780014038, 0.5077138543128967]\n", + "[0.3035599887371063, 0.3291800022125244, 0.3476400077342987, 0.3700000047683716, 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print training accuracy and loss curves\n", + "print(history.history.keys())\n", + "\n", + "print(history.history['loss']) # returns the loss value at the end of each epoch\n", + "print(history.history['accuracy']) # returns the accuracy at the end of each epoch\n", + "\n", + "# Plot loss\n", + "plt.subplot(211)\n", + "plt.title('Cross Entropy Loss')\n", + "plt.plot(history.history['loss'], color='blue', label='train')\n", + "plt.plot(history.history['val_loss'], color='orange', label='val_loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "# Plot accuracy\n", + "plt.subplot(212)\n", + "plt.title('Classification Accuracy')\n", + "plt.plot(history.history['accuracy'], color='green', label='train')\n", + "plt.plot(history.history['val_accuracy'], color='red', label='val_acc')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Make prediction\n", + "predictions = model.predict(x_test_normalized)\n", + "\n", + "y_pred = np.argmax(predictions, axis=1)\n", + "\n", + "# Print test accuracy and test loss for trained model\n", + "test_loss, test_acc = model.evaluate(x_test, y_test)\n", + "print('Test loss:', test_loss)\n", + "print('Test accuracy:', test_acc)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute precision score, recall and F1\n", + "precision = precision_score(y_test, y_pred)\n", + "recall = recall_score(y_test, y_pred)\n", + "f1 = f1_score(y_test, y_pred)\n", + "\n", + "print(f\"Precision: {precision}\")\n", + "print(f\"Recall: {recall}\")\n", + "print(f\"F1 Score: {f1}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 3s 8ms/step\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels = classes, yticklabels = classes)\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.title('Confusion Matrix for the Testing Set')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Project-1_G5_Submission_own model.ipynb b/Project-1_G5_Submission_own model.ipynb new file mode 100644 index 00000000..2bea13c6 --- /dev/null +++ b/Project-1_G5_Submission_own model.ipynb @@ -0,0 +1,721 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **CIFAR-10: Image Classification**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 1: Data Preprocessing & Loading \n", + "## Visualization of Images and Labels / Inserting Grayscale Conversion / Augmentation \n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import confusion_matrix, precision_score, recall_score, f1_score, accuracy_score\n", + "from sklearn.model_selection import StratifiedShuffleSplit\n", + "from tensorflow.keras import datasets, layers, models\n", + "from tensorflow.keras.datasets import cifar10\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, AveragePooling2D, Flatten, Dropout, RandomFlip, RandomRotation, Activation, BatchNormalization\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tensorflow.keras.losses import CategoricalCrossentropy\n", + "from tensorflow.keras.optimizers import Adam, RMSprop, SGD\n", + "from tensorflow.keras.utils import to_categorical\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the CIFAR-10 Dataset\n", + "(x_train, y_train), (x_test, y_test) = datasets.cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 3) (50000, 1)\n", + "(10000, 32, 32, 3) (10000, 1)\n" + ] + } + ], + "source": [ + "# Check data dimensions\n", + "print(x_train.shape, y_train.shape)\n", + "print(x_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "# Define a list with all the class labels for CIFAR-10\n", + "classes = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n", + "\n", + "# Function to visualize color images from CIFAR-10 dataset with correct labeling\n", + "def visualize_images_with_labels(images, labels, classes, images_per_class=10, title=\"CIFAR-10 Images\"):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(6, 6))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + "\n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " \n", + " # Add class label to the left side of each row\n", + " if image_count % images_per_class == 0:\n", + " plt.text(-30, 32 // 2, class_name, rotation=0, size='large', va='center', ha='right')\n", + " \n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize color images from the CIFAR-10 training set\n", + "visualize_color_images = visualize_images_with_labels(x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Training Images\")\n", + "print(visualize_color_images)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Data Augmentation:\n", + "\n", + "# Convert images to grayscale\n", + "\n", + "grayscale_x_train = tf.image.rgb_to_grayscale(x_train)\n", + "grayscale_x_test = tf.image.rgb_to_grayscale(x_test)\n", + "\n", + "gray_x_train = np.array(grayscale_x_train)\n", + "gray_x_test = np.array(grayscale_x_test)\n", + "\n", + "print(gray_x_train.shape)\n", + "print(gray_x_test.shape)\n", + "\n", + "# Create augmentation layer for model (used further down)\n", + "\n", + "data_augmentation = Sequential([\n", + "layers.RandomFlip(\"horizontal_and_vertical\"),\n", + "layers.RandomRotation(0.2),\n", + "]) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Y/GAdJBzcEvX1r3+dlStX8q1vfWvW50EQHLBvpVJpdyJvfetb+cpXvsLLXvayA4TcFVdcwRVXXEGtVuOXv/wl73nPe7jkkkt49NFHWb58OX19fezcufOQv/Gplmt/ent7yefzh7QMzrSWzJWDXct///d/x3Vdrrvuuln38D//8z/nfb4jRU9Pz0EnE/w+hUArHuhDH/rQrO3Dw8Oz6tbhlr11fz/96U/zjGc846DnbImp3t5ePvWpT/GpT32K7du381//9V+8853vZN++fQcEiWdkzIXMYpRxWPz93/89xhhe/epXE4bhAZ9HUcQPf/jDOR//G9/4Bo1Ggw984APcdNNNB7x6e3sP2Wm2EELwmc98BqUU7373uwEol8sHWKhaI+DDxXEcLr30Ur7//e/PSsK4fft2brrpJl74whc+4fdPPfVULrzwQr74xS/yq1/96imd+2AIIfA8b1ZHPzg4eMjZX2984xsZHh7msssuY3x8/KCBry2KxSIXXXQRV155JWEY8sADDwBw0UUXcdNNN/HII48csXLN5JJLLuGxxx6jp6fngPt16qmnsmLFiic9xlwQQuA4zixXWKPR+IPKJ3X22Wfz85//fJbVTGvNd77znd9bmYQQB8xO/dGPfsSuXbtmbTv77LO5//77ZwXygxWkMznjjDPo7OzkwQcfPOj9P9Rzu2zZMl7/+tdzwQUXcOeddx6hX5fx/zqZxSjjsDj99NP53Oc+x+te9zpOOeUU/uZv/oZjjz2WKIq46667+MIXvsBxxx3HpZdeOqfjf/nLX6arq4u3vvWtB7W+vPzlL+fqq6/mnnvuYcOGDYc8ztq1a3nNa17DZz/7WX79619z5plnPuF5r7/+emq1WlvwPPjgg+1s28997nPbiSff9773cdppp3HJJZfwzne+s53gsbe3l7e85S1P+vu+/vWv8+xnP5vzzz+fV7ziFTz72c+mv7+fyclJ7r33Xm688cZZqQCeiEsuuYTvf//7vO51r+Oyyy5jx44dfOADH2DhwoVs2rTpgP3XrVvHc57zHK6//nrOPPPMA67fq1/9avL5PGeccQYLFy5kcHCQD3/4w1Qqlbb17v3vfz/XX389Z511Fu9617s4/vjjGR8f54YbbuDNb34zRx111FMu10ze9KY38b3vfY+zzjqLv/u7v+OEE05Aa8327dv5yU9+wlve8hae/vSnH9b1eSpcfPHFXH311bzsZS/jNa95DSMjI3ziE584aEqK3xdXXnklP/zhDznvvPO48sor267RVsxNa0bn/0kuueQSrr32Wo466ihOOOEEfve73/Hxj3/8AGvym970Jq655houuugi3v/+97NgwQK+8Y1v8PDDD88qe6lU4tOf/jSXX345o6OjXHbZZfT39zM0NMQ999zD0NAQn/vc55iYmODcc8/lZS97GUcddRTlcpmNGzdyww03POkAJSPjsPn9xn5n/LFx9913m8svv9wsW7bMeJ5nisWiOemkk8xVV11l9u3b197vqSR4vOeeewzwhDNNHn74YQOYN7zhDcaYJ05at3fvXlMqlcy55577pL/nUDPlOMhsnzvuuMOcd955plAomI6ODvP85z/fbN68+UnP0aLZbJpPf/rT5swzzzSdnZ3GcRzT3d1tnvWsZ5mPfvSjZmRkpL1va8bTxz/+8YMe6yMf+YhZsWKF8X3fHH300eaLX/ziQWc+tbj22msNYP793//9gM+++tWvmnPPPdcsWLDAeJ5nFi1aZF7ykpeYe++9d9Z+O3bsMK985SvNwMCAcV23vd/evXufcrkOluCxWq2ad7/73Wb9+vXG8zxTqVTM8ccfb/7u7/7ODA4OPuG13f/YB5uV9rd/+7cH3f+aa64x69evN77vm1WrVpkPf/jD5stf/vIBdeBQs9IOdo/Yb4bjoa7BwZ6H/c9jjDG/+tWvzNOf/nTj+74ZGBgwb3vb28xHP/pRA5jx8fFDXInZ595/Vtr+z+cTlWn/6zc2NmZe9apXmf7+flMoFMyZZ55pfvWrXx207Pfff785//zzTS6XM93d3eZVr3qV+epXv2oAc88998za9+abbzYXX3yx6e7uNq7rmsWLF5uLL77YfOc73zHG2Gfor//6r80JJ5xgOjo6TD6fN+vXrzfvec97TK1We8LrkJFxuAhj9stilpGR8X8dL3rRi7jtttvYunXrky6VkvHHwYUXXsjWrVt59NFHf99Fecq85jWv4Zvf/CYjIyNP2bWdkfE/TeZKy8j4v5QgCLjzzju5/fbb+Y//+A+uvvrqTBT9kfLmN7+Zk046iaVLlzI6Osq//du/8dOf/rQ9k/MPmfe///0sWrSIVatWUa1Wue666/jSl77Eu9/97kwUZfxBkgmjjIz/S9mzZw/PfOYz6ejo4LWvfe2sNAYZf1wkScJVV13F4OAgQgiOOeYYvva1r81aRuYPFdd1+fjHP87OnTuJ45i1a9dy9dVX87/+1//6fRctI+OgZK60jIyMjIyMjIyUbLp+RkZGRkZGRkZKJowyMjIyMjIyMlIyYZSRkZGRkZGRkZIJo4yMjIyMjIyMlEwYZWRkZGRkZGSkZMIoIyMjIyMjIyMlE0YZGRkZGRkZGSmZMMrIyMjIyMjISMmEUUZGRkZGRkZGSiaMMjIyMjIyMjJSMmGUkZGRkZGRkZGSCaOMjIyMjIyMjJRMGGVkZGRkZGRkpGTCKCMjIyMjIyMjJRNGGRkZGRkZGRkpmTDKyMjIyMjIyEjJhFFGRkZGRkZGRkomjDIyMjIyMjIyUjJhlJGRkZGRkZGRkgmjjIyMjIyMjIyUTBhlZGRkZGRkZKRkwigjIyMjIyMjI8X5fRcg4w+PD95/CQBKaFyR4IoEKTQK+356ezzrewpDgkBhAEgQRMahqV1yMkKhaRqX0DhoI0iQaCOJjGq/rjruh3Mq8+qPXY3QgAQjQbsGxIwdDBhl7FDAAAKMTN8rY7dpgYgEaAHCTA8b0s/AbkaDSAQiARnBpivfPKcyj+xaTNPo9nslpgssAZX+ACkELqr9uUQiEWgMGvv9xJhZx1ZCIJHtz781tZCbxo/m7xfeQKeEgcW751RmAD24lsBESCSnbvwL5E+7+Mpb/5HjPReNQc668DO+t99nOq0nrW37vz8Y7sLH5lTm88/4ILIZY1yJ0Iak6GKkIPEVJq0TwoB20vucGGSkkYlBu7YiaCVIchLE9H4yMmhXYCQYATI2IAQY+7+RcNs33jKnMgOs/KdPohoCFdjzJXmDdgw6bzB+gnBm33dbQQEBQhiMEQix37PQwhxk2wy2/Pm75lTmn29ZT2gUAHXjt7eHRqGNvZZN47a3J0aSIFHoWcdRYvb7Fq22R6ffc0VMZGxX9pdrb5tTmQGOfec/IiPbfoD9X2h7XxGQ5CAqG5KixiiD6gjxvBilNGHoEA3ncUclTkOgmrZtCDuguSjB66vT21FjoDhJl9cgNpKRoMhQvYgrNb++4GNzKvMpr7ralleCVmCUSNu26XJjmGUCMWldEE9y/9tou2/rdojEIBK46/Nza/cArn7oApa6oxzl7WVT1EdZNoiMw2NhPwBl2cBL+x6wfYk2kqXuCKucOgCjWpETCUscnykdsjeRNI1CYfBFwoT2qRmPxEhyMqKpXcZ1gZeuueNJy5cJo4wDKKgAhUGmAsgKohglTFscAek2bfdlZgff6qwlGklN+CQIW9FN0m4UEyNoGg9pNK5JiNLGdM60GzTTbvSNPLABaAsksB+2PpcG46dv9P49iUEkApOAIO34tGBG+/6UOe2Xf3vgRmGQ0l4/KQ0i7eAcJ0EJgxAGJQ2OSnClxnfsPZDCkFMRORXjSLuvJ2N8GdPhNNnV7GRPvYN/G38avoh59+K5l7uFRHDu0k3c9/AGrtr+PP5r7Q1okzzhd/R+vfFMEdT6Wwl7cxJz8I5xLoTdHqrhIMMEkRi0I0l8CQZkqEnyCrRBJIYkJ1Gp0NRKYKRAOwKjQDuAEGiVCilXWEEUGSuWWqII0v8PLfIOh8qjAhmCSI+ZeGCkJMlDo08Sd8cwUxylRcCASc/d7iBnIITBaJGqOdPe1jrGfGiJIp0+ZFaeSztgStsGl7TDSwdI+4uiFq12ZeaxgLbAUtj2R4lofoXGXorES++rgqjDEBc1ppjg5GMKhYDuXMDuvZ14O3wYziNqAtmAQmiP0eyH+tqAjq46HfkmvfkqFa+JIzTaCKZin82TvQyOdxDsKeDUJVH/3MtuJBiVirn0Ps8SRWAHi+lYb9b2wxVGEkw66DyEVn3KDDgTnOzvpmkk3arKgKoxrj0mnVxb5CbY5zNBkhhBp6rTKQPqBka0T13bfmUwiYhMmZrxUBjKskGCYEQXaWqPsmyg0jq4Lew9rPJlwijjAKbFUNIWRK6IUwUfo7DvWwIJphsomQql6e2GUEmaxm03ZqFRRCgi4+DpxL43zqxR5FNG2OfcKDs6FiZtLGTaAQgg1V3CCIhTAaXsPgimLUVGgKPtey3aFiYAoQW0RpHKHERAHT4rvph2XEqgXYlqJqmVQSG0waQWIiPBOBIR69QiAdqVGAHNgiIqCISBxLW/044caX+3sUAwcOYutj+wkJ2Dy9EOvPu4ORe7jRKSZ5Qe4z428PBvVjK8qkZF5p7QavRkaEzrNqGEJDG6/f988MYja/kRAuMJVDNpX0OkQDUSkAIZaVSoiUoKI+x9kKEGV6FdgUxAaI1QgsQT7brW/h/beWjX1pv5diT+eCqIfIGMDDKyqkc3QDUEzYZLcyAGz55IpPW//Qia6fvQEj7GCIwWiFHPlrUnwhgwobJW01ggkrnXayU0iZktZCQ6bRuk/Sy1+CCmrZr7M3OwNfPvxAgQctYgrXXe+dDs1yTlBAyoUkyh2ETr1FqoBVMTeWqbK+RHJLkRQ5IThBWoLTYkvSF9/ZMsL01ScgNcmRAkDqNBgW0TXUSJtf82mi7RhI8IJKI7pHvNFItKE3MvdHqbjBKzBoPT93/Wbu1x4MGsReYQt/yAgaWcWcHmzqaoi3FdICciIqOY0nnGk2LbmwC2X5HpgHxK59kad7UH3C3BPUUeV8R0yjquSNBGUjMeRRHS49TYl5QZDCtsD3t5uDpwWGXLhFHGAeRE1HaXzXafxe2R3o6oh21BLxsK21nkjKViSeOiUemTZC1JLQIiBIkRaASRkTSNQ1O6NI1LTfvzEkYtQWRka/SUWoVE+vfMUVJr1NQqXCJmfJ6KoRkdu2iJI2PFlDAidc2l550jItYInbpeABlaYWQtFxrtOyS+xDiSJCdQTYkz0URECUnetR16qJGx0xZSIrG/1akniFiDEuyp5PFkQsejkq5HA7R3ZEILE6M53t9No9el9x7DjS9awkvLY0RPYjWaycEsSA+FdTyhWe2W2ueZj9iC1DAS2nKJyF4rI8BpJMR5hUoMiRLWlaKsCDFStF1sMjIkfssCI9ruFrth+jcIbTDSutS0EofsbA4XGRuEgbDDihWZmNRlJ/CmDCoEp+EQFSHsTpDdCUlT2ToNkIocowzGSZ8DRyOqDt6EJOjSCEfDqEf3PRLVsk7No98ryyaRUdbNlbo2QqPQSBI0rrDW5AhnluBp0bIeSTHbOjTruqQDsJnu/PkKo0XH7QVg30SJYCJHc1sn/qgddOgc+Iq2AG72COrrAtYs20fZbVJwImIjCRPFnnoHQ9UiU2MFxKSL8TW5ngaFXEC5mJDvrNKbr1FyA3TaHs4ZMe36m7aCT1uQ2m5izbSIOpSuOcQ9T3UoRs/bmNimaVweT91mnarOUNzBaFKknvjWAo5p389WOMeUzjEal9qejE5Vaw/WB9QkC1TYHlSNa8lUOhgfTwo83FhENfFx5eG1TZkwyjiAnLSm3ZnWoZZYUhjGdYGP3Pts/FvK3HLpdj6++rttYdSyFknAFcwY/Yv0ubUKQ6NJTETTNGgaSWAUtfkIoxlxAQhrCWqLllTUCCNSK1H6Otio+CAWICOMFUczOQKDpiSnUJG2liED2lMYKayVIhIYR5DkrNUiKkjCEsSFAjIyhCWJExhUQ5P4Aq2k7cBjgzcR4443MY4k7PSpH9NkrJnHn9AkOYX2jkzzFpOwSBkmV0oW/6LKNwafzkvLN7Q/P5RLbGZMUWAiEkw7hkqi+NrYM1iRG2ZZxw7qJuQ/qst5duFxFjqluZe16ICwFqFWzJDTTDDKXmeTejNan9mOxIrruKDacRUz44lsTBKokFQ0Ay03K7RFzHyQsT1Hu89PtY1I0nPUwWkYEk8wVpDoRJDb4eFU7e4irfsw7XZJ8iASEDE4dUGMjzch8Cc1h9lvPCE5kcyIN5xuExI0svWgClDC+p9mCumWpanVKUo0UdpN2Q5Tt/9uufDnK4ha7NjaS367S2HU0FEHFRmaXYLqUoNcWWNh1yQTjRzN33VjFHR21+jy62yf7KIWeAhhaDZdovGcjVUsxZSXT9BfrlJ2m203tys0Q0GJR0b7CWI1L7HRco21XWnY+6rzzG6fxGyLUKv+tveZIbBaRvO2pagdapCGzumW1WjuLHVHeLC5hL1RB8OyDGDjTLXClWlskWm1H5KkdT6RUJYBA84EBRkQGUVRhBREzIRWJOlFGE0KjCQlmsalaTxKKmBFbphcWueejEwYZRxALvXXK6HJiShtnGzgZFlVmdQ5grEcS3/XYNPKJQwuL7PaHWNKu9zWWMUvxtZTjXxesOAunl3cTE4IFALZ+h85Kzg4MgkJmsg05lxmoZkeCgmRhnfsF3SqQSYS7Wsbl+EYiFNrkZwpog7y0M8IxDZpvJENxJ6HFcORJGnZk1xL2QECZCggbQxUoIl9h7AimCymDZOCwqChvCPBCAjLgrBDIGPoGwoxSjB2dJlmt2DJwB527OihzxE0u+cZxzWDyCT4wqFxXAP1w4D7Hl9MsCbCSeVwSxDNDBKXM2yIe5MGnx89naGwxNLcGMu8YVZ4w/x2ZAXLFo0AsC0WfPh7L6L2guv4284dcy+sSGOEkG1LkZECGWtEbEVlK2ZIuyIVDmnsjTEIba1BQluxEufS2KKEtpgFW3WMEu39EfPrQOy5Bd6kOTBGJMXMsGSYWKIaqQtOzOjg9LTVQLvQ6Lf1Pj8okLG1kM0MNJ6P6HfR6HQShprhhwlRbcE08/hKmHaHZgdTrcGVrTM5EbVdJ9Pfmem6PzLCqPc2B6ep29dNK0FjgWHxyXsYKE6ijaAeudR9g6oLxnd1sHFfGVFXGF/jdjYpF5vkOquU3JCK38CTSduSNBoUGKkXGZ8skIz5iFCgSwnlvuqcy2xFelpfjaH7oQBVjxjZUKLZPW3ZFK37nwqbVhzVrHnprSZw/yrbiiZo1b8jEGu0Neyjrj1cYWNLXZEgMW1RJNPCtESvNrJtKSrLZlsUDcadgK0jI0mpHafasjL6MiInQipOHYVmIikeVvkyYZRxAK2RmScSciIiQfCp7Rewc6LCq9fewnJvCJFLUI2IyiN5fnPOOo7p+i0/a67k4zdcysLf2Eb2gxcspeeCb3BmzpqoZ46NWjOrJApHtIJ/5lHo9GluCyTXPsVGaRt/EUnbiLgGEQpyuz0SzxD2JTaeqNUZKAOaAwSPEa1OcnroZcR03MZcqPc7Np4htO6XsJx2ytogQ2j22gavslUwtdK6Sow0uJMKpybQTtopG4hKguqGJtLVFAdzuDWHfWckyGLE5NZeUIaRE62LxMapzI/EGJomwRWG89c9zJbO9Xi7PIaSgG7pUTcRU9qwKepid9xFQQZ4IqFT1inLJgA/njqF72/eQNB0kbtzaNdgekJMzeFG/2iO8vcALkbB9qAHmLswMsoKnZZWTnLKdn5a4DQS2/in1VBGhsSTGE+0Y7raMxkFbYubFUY26DrxRduaoyJrwbF1cf6xGC3RZoUWsL8rb39rgMKe3xhkbC0Irf1EArogaKwMkeMO5apENQ1O0yCTlribX/1QwrQ7Nhs8mwp87HOWHGSSxf5iaPpYun2cmdtmiqKDxTbOhVmzEo1BaENpm2BHxwD7lpSIY4nnJYRdCZ5WdnBUjugcmGBBqUrBCZFpe9BMXHZXK4xMFQmbDo6XIIQhqPoQSmRHSH/vJD35OiU3mEehsTPSXFANSHyJiBXdD9TRniLOK+KCxChBo1sQdIlZMUPtGWqp4D/kjLWWOJLAEbAqTiQFfBkhhSbSTtt9phFtN1pLCLWwXomEmvaYCvsJjUNklI0/Ikdd+zS1iytt/GtrgN80HoF2iYRiIi4cVvkyYZRxSFoBkxjJrokK8mddfPbuiymcMoxpOJAEdD4e8Z9bTuCllY08WF9Ex2OS4q4q2lUs+I3Pp9aczzHr/40FanZjG5lk1vTz+dJymxllGzWjTHv2mZuPML4kbjg2GFtJ4qJE1dNG0NGYRNrA01DOOt5MWrFF0xuYl5jbd2ZsBZg0+IMOiQ9xX4jyE/SwjwogKWiMUgRLA0qdDcLQIVQ+qu6SHzWoUKP91KIw4uEPScqbJpg4qgxGYyY88oOK5tom9AUYLUjm31ej0fy8sYimdllf2MvvjjoRkQhubiynqV0ea/aztd7DHduXEY/kKCyqUik0KLkhZa+JIzUjzXT0ZiA3bGNh4uEcSd5w921reZVaw7Lj92CWNYi1DcCeV01J44owBhFrdOpWTHLSBiGnnaIKbQB24klEwizRBDbIXWiTBl23AjfSziWxsUkta9IRiFE9YARvrRnpTzLT/8sARM1+EBdsbJwKQJlpa5DU9rNCpUE9LCJiiUxsWUViLWFHAm1EWyQ84X7IWSk+9ic5SHwRTMcftf72joDVSMb23rXclMJYN2nXA4LGvg6iVSFLV+wjKDQYrFToqdRY2Wktm7GWNBOXWuQxWitQrebQky7+sMI1Ar2uRl9XFadzioIbtkVUmDg04/mEEKQiWUNUFgxv8BCxh4zAmzKUdoZ0PDSB9l2KOYck7xB2OmhHEPuCZo9opxVo1XGdznJriaWZAdwm/WO+taQleDQGZNwWty1a7wsyJCdCvHT/mfvkTERN+0zpHI/WB7hzaAlDo2V0JJGu5ukrt3JqZRtN7aIRJEYS6MOTPH/Uwmjr1q2sXLmSr3zlK7ziFa84osdesWIF55xzDtdee+0RPe4fA61o/xY5EfH3R9/Ap3PnEv9iAPW9HgYCgwxj/KE68e1dvK3zRTw62EfXpEG7CuMISrtDdt66iF8sXcv/r3zo/DOHmpXyFAud/m9S83LauDUlYrBI3K0hl7R9C1FHglZ2zrWQ1teghnwKe+xIv9FvCHsS62KTIp2JZuxUfWFSNwzz6viKvXXiWCKlISw5mL05aErKPVVEuc7E5i5EJKgvTciV0oa05uHvdag8rik/bk3w2s2TG9P03iXJjcfI3UNUJDS7KwTdoL3UepZ28kcCiWQo7uCHgyfQjF0m1kJSSvjkI+cztq+Mt8e1pvcc4BsaW8tEjQ6GhC2P7o3wCiHBRA4RSIIug/YMqilIPHBrAn9UsJ2FlLZL/lNv4AMLbmOuXYgMNCrSaCWJC4r6IkXYIejYnrSDpVWgMUqQ+BLVsOLIxhQJ+5kU4Im2ZQVSgSJsByKSVCxhUJGd4i/mqUJbsRxCm7ZFCgMqjYky6bllZChvEySDCqduZscKpdYmmaRpBZQiSSSyKfEnNE5gUleatZTZ882r2G1RJIUhMYKa8YiM0x7Ft/dLW5rDlbwta1FrqnafmppfQWfQCrY3yt63liBVTfBHDfW1hhWlUXwV40hNLfSYCPJMhj6jk0WMgajmIeoKf6BOz6oJhkYW4E1BPZb0F6bwVEI18hlpFqkGPqPjRUws4VlzLHTLWphaA9vixrUB+/tO8ZEb7CCrOJhQfnSC3KYqKIkuFUg6fJyxOvWVnYRlhXatONauvQ7aAe3RjtOcvlZzv84tEgRS6LYFcablTwpNp6qz1B0hJyJGkxIPNhfzUG0hu+oVJoIcU02fRt0nCRVizMUflnQOG3KjGhUZbr1kNRuevpO69tozJZPDrGd/1MJo4cKF3Hrrraxevfr3XZT/62gHOaZWo6O8Qf5x/be4tudZ3Pizk1j60whRbyJjl0W/ajCydTk9QG40TmMsDCSGvrsTPn/SszhnwyaWKNutqf1M9fsnJ5wTrQdX0XZ7tLblhwS5UcXkOgOuBmWQ5Qjqktxul6BbQVcaCFoEpwn5fYIkL0k6Ems6bhkGlI0vQqSzwOYRY1TON2mG9ppUig1qhYCpwTKTk3kqlTr0Beiqi4gESSypRz6lhz0qjyUU9jQhMeiCi4g1Tt3gTsU4jQThOKjBMXKjZYp7DROrFEEiQEvrKpyH+6+FKxSXd2yiU9V5969fQHFM0MgJGnf2sOqXAf6eYYxSxD15ppb4BBWbGDEuQlgGPekQ1BW5QQenCUG3FbQiFghlbIJOI+h6SNBzzxRbe0oEZ8fMNfxaprmLMBB2SBqXTlLON6n+aAGVLVE600y0Z54JQ3v2mvanrUlGpn8b6zJjxuW0Vqdpt5cR09+bKyKxgsY4qUtMpNbMGbewJWLcetoxmultdpbmtLgy0g73w4aLWxW4dY0KdPuZUfNPBzQLbaw1aFfUxURSZEN+W9scMdMatP9g7GDMDLL+0p5n8eDeAd57wg9Z5+6zx5hnvTYSVNDKR2W3CWOD7vMjBn2nzx1dS7l8zW85urCHpnF4tDbA7/YuIWo6ePmIjp4aqk/TU6yzd6qEU0/FlhHUY49mYtgz2cH4cAk15qBiQdQdP3HBnqjM7XaJ6RghBTK0QflG2tg6p24obq8jx6qgNaZcICn7TK7Kkx+2aRua3bb+yzB9XlxIfHtdZDJDgBnm7U6bjilLGHAmqGmf4biMRDCW5Njd7ASgw2lQTXwmojx37lhCNJpDhhIRWUsXEpQApyYwDjR6BY0+RZI39C0cIzHSTuGf6c49DP6ohZHv+zzjGc940v3q9TqFwuH5FjMsShw42yMnEl7V+0v6Lpriu5Nns+LhCOoNvDCicyKPzrnovEPiSpyG/a43ETN2Sw+fXXw27+j7Bd3Kn3VMeYSyhtnOQqSzK0w6Vd9gcobJ1davLssRuu4gXM1pq7bRXOby4O4BRCwplZs0vBjpJfR1TLHl4YVpwEja2sycwZY2EMadX0O8oFBlVBZoxg6u1JRzAUGXSzjpMxaXIFDg2A42mvJQk4qeByKcekLU4WEqXrsTlnEr1kXhag3SdjKFXU0mlxenhWMi5hUw3kKj8YXLcws7+Iemovf+iMkJB6+qyW0dgUYTYQzeRJVy0kt4fJ6wQxCVDEneoJo2CNqt2mspYlC65coiHbFC56YAWY+IOgzfmFrPG+ZaYGMD3LVjA41LuYC1nUPcdmYRdImgG+KSwakKOrZqnBoYxwp8p2GTPsY5QVgWNLsFcdHgTUq8cYNbN7MyJrcCr21yyHle6JnB0GK/7envak/NFtMd+gHnFbZcQYdEhpDblMNppN9rDWQOEntyJJg0Pg80ltBIXE7Ob0l/j3zSvrWVMiQyanq2Wjor9p5b17LolwmffeO5fHn916kZB3eelmcjpvNFzQxAdwJDfm9AfliyZVWFZ56wieVOg5yQbCo+TLd3GncXl5B3IgpOyHiY57F9vSQ7C+QTqK6NuOjoB1mT38cdE8vZXO/DycfIUkil1GCgNA+r18HqQevea8iN2h+RH4mRYUK8uDt1vwmiDhetBOOrXTtoKaQW0DzpDF7aItvGU05fJw4ME3tKRGkahwjY4O9id1JmNCkyHJW5fXg5W7f1AeAWI5SjWdI9TqXUxO+0VnIpjM1vJDVj9TzN0KWrVCfnxJTdAE/FrCyOEBmFRtDULrGWh51E+MgkNDnCbN68mSuuuIK1a9dSKBRYvHgxl156Kffdd9+s/bZu3YoQYpa7673vfS9CCO68804uu+wyurq62halV7ziFZRKJR544AHOO+88isUifX19vP71r6derz9hmZrNJm95y1s48cQTqVQqdHd3c/rpp/ODH/zggH2FELz+9a/na1/7GkcffTSFQoENGzZw3XXXHbDvpk2beNnLXkZ/fz++73P00Ufzmc98Zg5X7f8MOZGw0B1HhmCCAMIIMz6J3DeGs2cMd18VbyJETTSRzQgE9N0dcf1/n8YPa+sOah2S6b95obAiYmZWawloQW5I4lQFnh/jVQIQsLdeZllxlGetfIwrNtzK24/+CX9+9B1cvPIBzu1/lNKSSShFCKVtcLbTyouPbTAPEqD9VNkxWWF4qsj4VJ59EyWGxkskicTrCHBzMbIhEYHErQS45RB/VKKamjiviEoSM8Ma0Z4NZQym0UD3dODWNXHRobZYt0XjkbAWwXRcmC8cTjhuK7UFDm4N4rxg6vh+wjULCdcspHriIkaOy9Posy4yGQqcmrDLXDQBYa102rNiKC4Y2mEABryhGgAqEPzTvefOvcDCJnlUTY3TMAyNlNnXKHPikl2Un7eHK176Yz74wm9w6sX3M3qsIKwojBLU+xxGjnHZ80zB4LkJo6fE1FdEVE4apveCXQTPmWTveRF7nwFj6xSJL4hzgtiXyLZrbe7EvhVkiS+J85KoKIl9SeIK+/IliWf/1g7p/6kLJH0ZNR2TFHYInAbkhm2Av04DtWdZtsz8y90iRPJwsIjf7F3F7kaFBEk9XapBp460/TNk74h6uKuxgl9Wj+K+5lJ2RV1oJDkRUZZNtoa9iBgaPYrtg924AooiJjfPAVYr/YJ2xAyLm81yLoMYb1+N3D4bE1U3MKo1S1XAWeWHWVScIDYSjeD4zt2ct+pRzIKA2nFNLjr5Pk4pbcWXEZNRjlw+5OjFgxy7cA+LSpPzvcS27Gl5ZQAqALdqyE1o3JrGaViXcH1JiaDbJyq7JAUHI4VN+REaoiIkrl3GxK21JrHMaC5mCK52Zu15sLnezyP1BewLO/hVYw0/HD+JimowHJSYbPosXTrCSeu28dx1D/DMpVvwVUwYKxaVJjixZxfHde9hfedeenI1Sn7I4q4JFpcmKLohE2GOB/cNcMfIMm4dWcnNe9dy+/Byfju0go1Dyw6rfH+QFqPdu3fT09PDRz7yEfr6+hgdHeWrX/0qT3/607nrrrtYv379kx7jhS98IS996Uv567/+a2q1Wnt7FEU897nP5bWvfS3vfOc7ueWWW/jgBz/Itm3b+OEPD71OVxAEjI6O8ta3vpXFixcThiE33ngjL3zhC/nKV77Cy1/+8ln7/+hHP2Ljxo28//3vp1Qq8bGPfYwXvOAFPPLII6xatQqABx98kGc+85ksW7aMT37ykwwMDPDjH/+YN77xjQwPD/Oe97xnjlfwyJAYSSLs8gihsEGcEXDLxGq6H44xQYhQEhPFViQBYspFOg4IiejtxBUC2YhYfHOJa055Jpce9+gsq5FOJ+IeCYyc0ZpLO7tMVW3SuvJ2qE+WqR4VUu6uMVwtclu4gv5ilW6vRs31OS6/E4DvDJ1Ko+5bIdESPzMbgjTYcb6dx/h4cXpZBmFsADiQ76oz0DHF5sYC1JhDEkt0LMnXICophAanoZGBTqfeWpePamq83ZPoRpPmkjJBh6K6UKE7U4EnQAiDjo/ceEgJwSdXfI/zn/kmem9xqS4RNLsdZOyQpGLHadjGtkVrGY0kD9XlCaaQ2GuaCJsRWEtUU+BPGEQjwJRyeOOCSB/eVNuD4UyFNi4sUsgowYx5TPTmcKTmOQsf5FmFR+lWTU5ctJsf/+k2Pr3ybJLBAqK/wbqF+1hTHqLfm2J30MkjE/3knYhTurbTv3gSVyRUkxy/HFnLIzetJrcvTcw4LucdYxTnbSybkYI4b90d2pvhVpMtC9X0yL4VX9TqyFTTuojcGjR7wJsEIUU7H03rGGDaaQfmM5suMSLNXiyIjOIXo+vZe/cCdvV2847qiwhjhefYJW1ao35XJkhhqEceg+Nl4shBD/vWEjcQcNLyHZzb8win5R/njokVOA3B5Op0BpgRdB6BKm1kOmvPSYOOoW1R055CTtQp7DXc11xK5O9hXFsvxGBUYVl+FC/9Uq87xVSco1Rq0mh4XH/vcVyvj8cthXh+TMEPmQp9wkQRxg7Vhn+IEj01bB4z6371qganoQnLisQTREXAgNuw1mWhDTIw+GMxKrCz1xLPpnkQ2tY7mHafpZdiev24eV7vn966AZTB6W0QjedwJhTbT9/M/bsW4f+uSPdFOzi351H6nEkSJNuCXn4SHs0Dewe4O3RIEokOFKLqYHwNftK2aLn5iLDu8vhQAdFUNm4xZ9rrDfLsJy/fH6QwOuusszjrrLPa75Mk4eKLL+bYY4/lX//1X7n66quf9BiXX34573vf+w7YHoYhb3nLW3jjG98IwAUXXIDrulx55ZX85je/4Ywzzjjo8SqVCl/5yldmlem8885jbGyMT33qUwcIo0ajwY033ki5bJNXnXzyySxatIhvf/vbvPOd7wTgzW9+M+VymV//+td0dHS0yxMEAR/5yEd44xvfSFdX15P+1v8JEiNRwqSmSLtWTcusvaPahTcRWV+1TocqQkCSoBtNhBCgFHLSRUYx+B5OPWb4oV4eWd/B09Lp2q1YoyMSfK1T828rhkYaiCUyEtSObVJdq8jtcpETDjUvh5+LkMIwGeS4e2wJj0wtoNOr0+k22F2tINJ1yewsphk25FYQdmvbPBoIHaXB3yo9l7Z/O9K6MUtddWpTHfib83jj1ixupMCpxahIt/PstIrmjDdh7xCys0J1kcPEGog7EiuKACENJhFwBIUR2EvgjLpMroLjz36Ue3+zFn/EBnDKGPyxdNp4YlMT2CBfweQKiTdQ55iBQSpek7GgwN56idHJIsFYjmifQ7i0CyMFuWEzr3gd7TvWNZaKyPygIl6l2D3Zwe1iBQvcCY71d+GKhJPzW3jHhoDH1vdT1x6NxKWReEgMTys/TrdbY3uji4emBri5vpZ65FJretRHC3RMQG5cTwdjH5kUOyQ+jK83dK4dYWF5ioIT4snpmTqxVjQTB20koVZoI3DSNffGm3nG63kmah7Fsu2so0mP3C4Xb9JaDdrZrmfG580RjRVFrdlmD4/0s2CjRiaSONeH4wliB0xqrYg1tPosGRkWaGh2KnJjCfnBOkneZeeyNXx63TrksZMEO0osuTsmqEjGpM+UdlnuCOp6fgFSdhaWacebqdCQyHSmnhCIRBMVBaNxiRvDY9ne6MKXCRNRjrITsDA3QUGGKAw7651UqzlyD+Qp1GByfUK51CDvxozX8wzt7ERNOniTguIeAy+aV9HbQdhx0bpUtSsIS9OuVRmD0zS41QQZ6nZ298S3YQ/FQUFYtPFIMk6tZ3L24M9Ae/mb+c627HrAKq6oXKI8ZQg7BXc9uBJ/n2Lpfw8zsW0Rnz1mKUF/QmFhldMWbWdJadyK5pEcIhTkRyTaN4TLEphyyO1TdpHf1ELuDTu4k2nm8jSr/eHyBymM4jjmYx/7GF//+tfZvHkzUTT9ix566KHDOsaLXnTomvbnf/7ns96/7GUv48orr+Smm246pDAC+M53vsOnPvUp7rnnnllWqFwud8C+5557blsUASxYsID+/n62bdsGWNfcz372M/7mb/6GQqFAHE8H4D33uc/lX/7lX7jtttu46KKLnvzH/g/SmkY7pfM82FjMg9WFbN3Zy/rmjAyiaTwLUiKSxAqmOMbUGwjXISk7aF/Rc7fg6lMv5JpV36MsvSNaTqMMIhbTy4AYgVsJ6Fxax1MJiREsWFely6+zu1Zhy1A3tcAjV6zT5dcpOiG12OOmwSXUpnJ2ppqYPtYB0/SNmJ0ddg4IpRHSoNwEo60ZymjBxHiBibEi1Bz8MUlh0M60cJp23S4VaFQzBq0hbcSdWgh7h8H3qT5jBfWFgrjTrqFlIpuKwLTWdjsCeYxaSCTfnDiF/jsMzb8c5e8W/4S/aq6j766AiVUezV5Bs9deKxVaa4VbtZ1QbtQwuaPIvo4yy4pj9HpVevwae3IdjJYL7KWboDNPfsgQFwRJfh5WDF+R5KwrCmHdSdrA5FSBHcLwcHkhRRnYvCrGIScjVuf2kSDpkA06VZ2mcbmjtpIfbj2OyaESsmrzSXkTguKQobOmUdH0c2yD8+fZg6RTxo0A3RHzrEWPc1ppC6vdfXSrJlPapVOGuAIiA2HqzpEzKmyEZDQp0DRuOzHerbW1XLfzOKbifjo36VS0aptt3Rfztoa2RNGoLjC2u0LP3gAZJtQXF6gtkKjQ0LEtwt8xjmgEEMdgDCaOEcUC+d4OZCNCTFSRYUT3/TE9NxeIF3Wj8wHuvipFbXAaPbzr9BdyYvdOCjLkffNYHFkFJrW6aBuv59m62+wx5Ec8tNdN9fQ6ve4U91aXAlB0AvIqZDzK8+DkAKd3P87J+a3s7ejgvtpSZAwTJ4YsXTzC0GSJ8U3ddDwuWbwnwZsI7SCncWQWwG39bxREZYgLAn/M4NhxKNqxSwW5Yw3qS8sIo/HHAuKiS+IpopIgLtiBzKxjHywMdJ5NiJ0JCu6UPVdtSYIIJN0PGsRkjcpP99L5uy7i3jLNBUXuXno8jQFD1GEwOY3xNKGBpKhZ0D/BWL5AVCsSdyQQKBvY3rTPuRHTXdTh8gcpjN785jfzmc98hne84x2cffbZdHV1IaXkr/7qr2g0Di878sKFCw+63XEcenp6Zm0bGLALy42MjBzyeN///vd5yUtewotf/GLe9ra3MTAwgOM4fO5zn+Oaa645YP/9zwE2WLxV/pGREeI45tOf/jSf/vSnD3rO4eHhQ5bnf5LW6sa3VdewJ6gQacW9+xZS39RJeatg0ZBG7duHbpnbU6uRUAqjlH2vbayL8D1EVEBEmspjdR7/71W8/8Xn8Pf9N9Gt/CPmRkNi44xSMeN1BKzsG2G0UWDXni46u2sct3A3x+V3Irs1d3cv58HJheyudvDQ0AJ6inVWdwzTeLyD7ocEk2sg6o4RXjpjp70KeTrLxNV2Rlo89xbC8W1GtWRPgcJuiTtlG7GoaN0l/qiNmZKxdY849QTVTBCJtnEgUWItZRKIE+iqECztYuRYh7hgZ8+ZYMb1bbV3R9BgFJiIL97xLJZPJVy8/B4UBqcGuft2EHSvorrcNtRGWItRkiZHzI1quh8OqTwuGdk1wH+fVuaMlY/jCM2je/rpKDVYv24XQ4uLjO7rsG42b+7mF+0Kdp/pUDlhhMlajjhS9EiDchLC2GHTVD/93iTH53bSp6Yoy4jECOrG4YFgEV/fdzq3bVkJgz75PZKeCYNbtUkRRaJx6mnGZGlnx4gExBFIYhR0CZymQUUGb6/L9loXF1TupyIDFihJWYSUpYMv3HSZnVaWcUHSPr+hLCZxBfQpn/vDkB/tOpa9u7ronAS3ZsuuXdl2J4kjMFM0QRAaZePzlJi2NqQz5ZxahKg1MHFsVSqAssFQshogJqYwzSY4tj3SY+PI0THUkoXWghPFdDw0xsS/LuE7z1rMeU+7f17lVaEdDIVFSaPPWjy1C2F/zK5zFEZ6XLr+DjwRc3rHZnIiwhUxu6MudobdPBwvYEujj2cWNnFW+WHuWL2M5nKH8/q281+3nUL3nZKFOyL8ffW0jbTnNe6Ry0YvTOoFTd2sYYcgKqez1hAkvo835VLvV6imobLVUBtwqS6RNrZP2MSyrXqwf8D/rLXX5oFsHTu1PslAogLovGvI/oDFA2hXIcOE/GADd8pFb5YkviTokMR5QVSywnW8O29TnvRH5MqBDT0YdUh8k64xmJb9KVzmP0hh9PWvf52Xv/zlfOhDH5q1fXh4mM7OzsM6hjhE9tY4jhkZGZklXAYHB4GDi5mZZVq5ciXf+ta3Zh07COaWtbSrqwulFH/5l3/J3/7t3x50n5UrV87p2PPFplqv8K2bn0nnQwKtBB17Exbsa+KO1BD1JqZawyTpopytVeCTBKTEGANGYxLQtTrSdXGUICl6LLgj4KbkNAZePsmbuu9rrXoBTK+hNSdMGmMkwBlz0MWITbv7MSM+5BImtlf4TWEVp67YQreq8qLOO3hJp+HRqJ9v7z2N321awQ6vC2HAnzQUd0iiMdeuuF2cnX1XaNE+13xw3YT6ZI7FvzaUHp9ABhE677LvtA5EInAbxprxTRok60tkrK3Vx5EY6aI9RVRxaXYpgoq0gbZuS4zsV8bU8jWfFAMzkQgej6H/Fy4TKwXP67gbV2iqK2P00n5bdg3GsRa9uKKJK4LibklxVwNn7wRmbJylD5aZemwRN59/DPlFVcT2PGN9jo1DUZreBZMM766gvLnPEVahRkaCvmKVjlyTU3u289uhFdRdD0dqRpsFAu3SraosdSIKQlE3CZ/bewb/ffMplLdI+kZTy0qU2ASP+xfH2PPoVmZ0KeY9Xb/Rb9MM1JZqnP46Fa9JU3vsTspoquQEJDqmW0p8kSoyIwlMzLjW1I2iaRRbowWMJDbZwXX7TmD0jn46RgWlXQlJzgZzt/IzqcDMOzYK7LIMParK0at3M7pkGV33NSg/PEZxi4vQGjE4gq43EJ7b+gJIganGMDE5LSvDCBOGGGMQQiDCCON7hEu7aHZ71PslS9bt4W0DP5lfgQWMr1bU1oYMLB5jcHs3/qCLKsYct347HV6D4ws76VR1BtQEFRngCU1d++wVFRblJ9hZ7+Tu5nJOyz/OP6y8Dik0b33oxSy9wZDbW0UkGhElGEeCIzCuaq/Pd6QQMyYYJjlmBVHXFgpqC5WNN0wEUdkn8a2rFminnIB2VWq76drCVsN8ox/inJhe302AN27PXT2qG+im2aWICq1UGRDnISnYH+ZOCtyatTipQOD7EbGWEEqC3UVUQ+BNiRmzLu2MOyMOX9D9QQojIQS+Pzsg7Uc/+hG7du1izZo18z7+v/3bv7VjjAC+8Y1vAHDOOec8YZk8z5sligYHBw86K+1wKBQKnHvuudx1112ccMIJeN6RdS3NB1ck3De1hAW3Qeed+zB5z1ooEmMtE0IgcjnbQDUDUMKKIW0g0WBaFiQJSYKZmESU8phO63Lsvyvgi2vO5rKL7mSlc4RGSwZkKPFHJMWdhnhbgTgPwSk1FvVMsH13Dz25GkudUfpUyI64wI6ohwFngr9f8t98o/AMvn/PySgBe58O+UGobNHISFJdaezU/Jm5YxIxHZMx1yIbgRA20HFyXZk4b2fANBYInBrU+6zQkZEhKkkaPRIVOsiIdk6aqGQDco2DDTBs2mzHYZc5wDIkImHdjUeQr42eTtdDVTa/yWGN61DXEa8762d81vkTZM1gPIOqStxJSdIZs3LNPvZtW0L3Axq0RuRy4ChKD43Q3ddPbahCrgFh4rKv2mutdAYKexRRZe7NlQw1A7dH7BpfwdTqhPxxEaP1PK6y6ibvRByX30mnDJFYF+HjkcsP7zuBRbcZVGjzcwGzRUOaLkG0pksDIjbW+qLmb3lx6oIkD6YUY4zg4bF+hppn4AhNl18nryLyMmSxPw7AVJJjMs4hheGxai+PDPXTrHvoSCEaCmKBagoKowKnbtCuXSpCmOmp3Yk/v/xcyX4jhoX5SR49GfzJDkr370WNTmCMwUzZnDr4HsJ1rfgJI0gHXCgFUYQoFjDrltHszxMXJLUBRW2xwSxvcPTibTy7aysXlu+bdwB2VJDU1oYcv3Yna0v7+K0w7A77EAa2T3TyzIXjjCZFOlUdVyTUjcOEVkihGYsLjEd5+nJVhqMyo16JVe4otzRWMry1m2VaM3hGGdU09N1Vs9Ze0s46nqfKOMStOiBAeobFDmMHLGHHQb7Tir93mBZAqSBqBV7Xl8wvkZFx0tlt6asl3MbWO7RSDxhp3chxAcKKRuc1shwRa0HDgNEC5Sf05gJGqgVkXZLfJ8kN2ThGt2H7rNqAIs7bcxwwmDkEf5DC6JJLLuHaa6/lqKOO4oQTTuB3v/sdH//4x1myZMm8j+15Hp/85CepVqucdtpp7VlpF110EWeeeeYTlun73/8+r3vd67jsssvYsWMHH/jAB1i4cCGbNm2aU1n+6Z/+iTPPPJNnPetZ/M3f/A0rVqxgamqKzZs388Mf/pCf//znc/2Z86IsG8g08Nh4LqIZIaLYNlhSWlOnoxC+B634L23aFiSws17sdhtvJOtNVNVDV3IYCT13KH561lH8dWUbcTujydxbNqEFpW2SypYYGaaioSgJOwt0LNrLB07/T473dzGUFHnf9j/l4d+spLQdgm5BfXXIquX7WDAwztiuPqJOTfWoEG/CtUsrRALZlCRl67pq5QMS8zQpx7EEaRg+CbscSQK5ESuKVJhOYVd2+nCSgzhvMK3RXJwGFbqQ5DVOTeBOifZK7CKeIYRas0oicURWTwcbMK+B7951Ciu74PUn3ogvXJDwms77eeb5m9gUDnD71CpuuHUDlU2SuOBy5mmPcdfFIQ8sXIE7VSbqMMhAUNwlqC805Ibsb6+uTnA6QroqNeJE0lzkknfmXvio5OCPBHRuFlSXSUYaBcq5gChRDO3uxHdjBtQEuXRYXDURX9z3J1Tu8nEasW3IRepuMelMwHTxWHu9NcaX7W37J1qcK4VBk06n94iLDoN1h5FiCak0jqMxBrSWBA2X/MM5vAkbgFtbkpDbp+i9P6ZZUUystakS/DHbKamGLXdYFO1OL87JttVoPpauyNh8MQkSbSS9fpVjTt3KfZUllNcuTuNeDOVtDZyxOmKyhqmUINHIMMLkfeJKHuNJgi6XkaMdOHWC1b07KDkBKwojrMgNs9gdpUfWKMgIbQQ7YpeBeVxrGRm8QZf7zFLudxdj6gp/TCIH88SNPDcs6kL3RlS6aiztHGdhfoK8iuh1qyg09dijwwkoqKCdIFeiWX3Ubh4PFyNiQ+ej1pIogKgzZ9Mt+HNv90zLvXWo2zXt/Z+1T1vEmxkupv1m2rYyfLTqcVwwhL0JbmfAqUt3zrnM7WO32tK0HO1cTC3BpCC/06RrO0q87RIZOnhT1hIe5+36kiNeARVAR8MGmPsT2oq3fgXGzn5tn+ePWRj90z/9E67r8uEPf5hqtcrJJ5/M97//fd797nfP+9iu63Ldddfxxje+kQ9+8IPk83le/epX8/GPf/wJv3fFFVewb98+Pv/5z3PNNdewatUq3vnOd7Jz586Dzn47HI455hjuvPNOPvCBD/Dud7+bffv20dnZydq1a3nuc587p2MeKZ7R8Ri/uHQtIyd0UdgjqDwek99VQ41NYRpNK5ISDUphggCjDWhrTcIYDAoh5XSAcL2JGlNo3yHo9ikOJnxt69P5ixMexW1lC5tPL7Kf9UZog1vX9NwvedBfyc+fVeVfxs5h4jcL6H4oYclEiGomqGaMcSRhpR/R7dAXaprdkpGnaUZPTBCJwB9WyAgavsA49iStFcvnYzGKJn1EU7YDbGWQmn/N9EvI6dFVO/2/nDZtGwmyafMC+WN2SnZYFngTEtW0eUmC7unlDcBaIeaLg2JEN+i6w2XnuXB5x4MkJodEUhAeJ3kxrtjFfw8fjwztlPOOx+GbD57Ku066nrc+7waa2qVT1fl1bT3/ctMF9neNKsIyPO+0Ozm5uJV+xya/C41KY9/eP6fyysgQF1wmVjicc/q9rCvu5Wubnoa4rULPiGFkXR/b13RTkXtAasa1wy07VtK/JUbGhiTNhmwkyNCuUWezWwuMIzBK4NQSmxIg0WmHJeYdz5Uf1cjI4NZs7qqwwyMqu5gE4nQtNDeAXAN6Hmzi7Z4g6Swwsa6IPx6TG25S77HuBX8C8sPaLncxw4ftVacrcWt9t1mpL54iNeOl61PZnD8L3ElW9+/jnJ5H2XpiD1trPdy/ZTH6ZwXKOxQeWCt0GIEQxJU8g6cXaZxa5/glW7iwcwcr/SFyIkqTPtoA98RIxnWB8SM08684GCK0R/Kog4wN3qRGNUOceoyatCETSSVHs7eDnYu62NQvCLs09AT0907SV6jRSFyqSY7Hw34eDBZTTXJctOABbjutzsaHV+JPOIQVj8kVBeKCIDdiGF839zK3BcVBHmkxc3srngemp+C3Pk/Fk3atlVmrNOA/FSjaNyTdEeuXD3Jq93YAck9litfByp3Y8slkhuvOWJdeWDFEZWOn89eVfV8y+GMSr2rIj8S4k7auRCWHoEsRlgRxQRDkBG5dUNwVEJZzJJ510zmujRk7XP4ghVFnZydf+tKXDtj+i1/8Ytb7FStWWBfODN773vfy3ve+9wmPf/zxx3PTTTc94T5bt249YNs73vEO3vGOdxywff/z7V+mJzrmihUr+PKXv/yEZfk/TdO49DhV3nnSDYyeUGRLo487h5awfUcXha0VOrZqSjtsvJGcrKHHJ6xYaiEVIg2iRKV/6wQaTZwxF+NKtCMZurWfW9d1clbOdn5HYmkQbzym0e+10/t7EwnLfqzZ9JtjKEwl5NyIiZUOQyd5NlV+VeBN2vwdufEEp5YgjENuh0tzUYzxE4LVEZ2dNfrzTbbu6IOamh5NzQMRSFRD2uDq0FqA4sLsWSCtkZV1n4l2wj4gTUhnyA3bqahxXlDeEePWBd6UpLKpDlIwdFJhepFIYxPAzRclJA+GZUQCz71wI12qQGSmh2N7k5DP7b2IOzavwEuFWH5EU9tUYPexXfxZeRc297FkqbqXW05cxe8eXokMFUGP4aVdv+U4L2oH52v0jGDip46MNHFB0fWnu3h1/828Z8vzKP5HB8W9Ie5kiBMUuP7sEzh2YJCykNwWLiB5rIQ7FaA9iYjtTC8rdqzVyJkMSPIuxki0ssHEccm1+bNCewPjwvxcxTI0eOMhpfvHMJ5LuKiDxJP4owFR2cOpR4hYkxRdZJCAMaixGqVdLkIb6gvzCA3djySopp2Wb61BM8RQK+2DAaPslO3DHVkfjPF0BhzYOCO70nlI0Q3odqqsLwzS6dW5fdtxlHal7snJGmZqCrTB1ZqO7TmapxnO7XmUbqdKTfvU8NNjivaaV63FSA93qYcno7AvRIYaGcR2VlytgZmYsiEBxqCiiPKiAbyJbswjgrio0K5Hrb+f+4/RLFm/j6IT4IqE4ajERJSn262xpjgER8HGZBUkgs7FYzQe6sIfhah77he7lbuq7SI76E4z9plBqx0xylqCRC6xgdsNhZhQOGunWNo1Tk+uxjHlPVRUg7JqMJXkmUjycy5zq9ztv1uDQG3LlOQMdIU4u3wwECyJQBhKtziUtlStsHckSc7BHwvI7woxvkuzN0fQqcgNR7ijdYqDDknOTiiI8pLEg6h0eK32H6Qwyvj9Mp4UqGsfKQwV1eDY4i4W+eNs6e7l4eX97F7bTf6xAp2P5cgPdeBM9aCmmohqAxOG1poUx5gopp0oLoohn0fUm3jbQ3SlSGWzyxd2n8VZq34071xGIhZUtsS4Gx/BWzxAuKiCMxWgBscwcYxetoDhDSUm1kLcFbeX+oj6oWGAWCJCgWp4uJOC3DCo0KG+NGHBojGuWHEr5xQ28fGOC7nxrmORzXSWzTxSwKqGbI/qjLQjtsQHGQtENN1gwPQIzib7mz6tUxPkRg1xzq6uXVuoUIFdAsAZtSklSrt8Jh1lU/47VnzNl8RoyjKk+/+3kzf3/QJmrGImEQxpnzsHlyCHXbwJa0UcOVZx8nkP8WeV3+FgC6Ex9KsCf7XwV9y9YwkIl6gzYZHTwBf59vH0PGd4iUQztTTHc/oe58rHX8DU1xbTc9cYUV+BJO/gj2tu3b6C2gKHH9YW8o+PnE/HZutS0u21/6ZFEQKSgod2JTLSSANJzrEWJDd1sSVmVq6puRAXJMK4eJub6J178NSK9jOlu317jmZM3JPDFBzyzRixZxh/U2CtMHEv2rWxfdqzqR3a1sYZwajtzMmRQQSGuDB3U1er/Wi50uraI0EQaNf+bSQL/CnWnfM4D65ZiNjVizcmcJq2bocVQ7AwZkXvOI81+9hKD4F2cWTSzqWmZzx3UhhckeDL+AlK9eTIZpoXKkxFUSPATFXtrLkkQfg+Zvlimv020ajQ9v4KBblxQ8cmxb6xhVy3souz123i+NIu9ogKD00OsLgwztL8GBz7OM3EpRZ5NMIuG/Q8j9mWs2hPDsFaX2kbhtrWzparrFUHtDKECyOWLx0m0pKRySJBnIMVdV689i5W+kOAtc5FRtHU7gExZHMqamu8kIq2lotfxND1oEDe4+PVNFOLFZ09VRIjaHZ1Un44QWzfDUmC11kBR6FHxxFRRLG3h3x32QonJfAmInRDkvjWpSZj0Q5FeDIyYZRxAFuCfh6qDrBzqpPhySJh00WkM5xMLBENhfYgqAiEdpEVB5HkkVGnXZASmwtEVUNkM7ajrmoNE0WIWGCCEBlGdOQcHvjVGm5fnONUvz4viwAGxlc7OI2jyd+3E/d3+xC+h17cz/ixFcbXSoK+pO0Ka9N6xl2N8Q1xGeIeQdjtkB+UlDcphpp9fEM9jYGV47xz4Mc0TnC55XfrEZGcl/dPNUTb6mOUmbYUpQ2blrahaBc1TheHbNr1u6Ki7bS1stPRnTrpkhTgTwp0wUcGEd5EjEisYJpv7qUWGsMaN+H/W/tNupVPYloxFfaCDqiA7mIdtbmTwlDCyPGKl7zgZt7QfTtdclqZtUTPpM6BSRPMNSX3hb305iZxhZq3KAJQ1YCuTZKf/OOZ5CYSurdNYnIOqhGT5B1UM6FwU4m/2PxGCnsExb2a3EiIDBJkbIgLynaC6fGMsm4ymWibPgEJknYCSQTIKEGF8+tEEhd0h0IduwR/R8m6ffuKRGVF4gpyeyLkRJVkdQdhSWJUibwSqLEa1BvIMLFZxnOCmZdx5sK3RlnhqkKDP1RHNiLGNnTPuczDcQdN7VJNfALtEGgXjSBIHBqJa5fOMNYCd9TiQfQi+1kzdtBG0CEMvhPjCM0D4wsJYscmmJUaX8U2GWoqjPSMTtpX8xNGzngd4gRRrdtldRJtB3lCIPI5GqeuYuhED3/MUNqTWNGbTmv3JhP7+l1IXHK5/ZTjue3kFZy1fDOrSsP0pKnfl+bHmIzz3F8fsDGBLkh3HuY5M2MANTMjtaGdgm2WYDJY0eQYoqJBDdQ5dmCIhflJ9jbL5JwY2TPOitIoBRlS09OToBT6AEvdXGm50uwb2ik9VJgmhZ1MiPOSsALJvV0U9go7qaHkoTwX6RYwnWWMI63renIKU60ijcEUcpD3EFGCEyY4kwH+sEDEGp07PMnz/5Qwuvbaa2etq5ZxcPaGHWyd6Gbv9m7KmxwqQ2Y6MC5FJnbNKaep08/saDToctp5JozKk+Rs4y40OHVwawZ/0pAbjkjyEhkI7m4u42n+o0Rm7g2bSATNfsPOc106lq+kY1tEvc9hYo0k6EkwXmxdHDWb7FB7xqaSVwcRShKSzphqUZLb49D1gGBkcBF//4wX8LZjf8rHl1zHq8M8D29cMefyQhrHMWPJEZt5N3UtxNOaTUZWELX2y41qijvqBL056v3O9EwSk4740+BrWWsiGgGqksdIH9VMR2pHaICaEw6uVEjkAeJlgfJ53qJ7+P9YhNPQ9DxjiLf1/I68mG2C1xiur5f5xp5nIFVCo8/gj0jecMvL+M+zPst6VxyRXFfGVahqSM9dDZJi6pJx7bRl1YgRvqL37jo9D0pkI7aLwHoK7dnlEtqB1ml8jnYEaCuMhRDTs88MiNTlpn01b4uR07TfDzodjOrCnQyJC7Y8KjIYz8F0FK2LT0DYIYkLZdxqgdyeOnHJba+hNksQt8wJtDpMgdNIUKNVCCOEnrsweqi2kEbiMhoUaMQuiZZtC0+YKKJYEWtJki6B0xI6Ueig0+ehNflXJwITS1tnlUG6tvIaLWwSVtphjah5BOcDsGuvnS2nbZ4whLCpBFwPUcjhVmN67xW49RhnpIFoBu2cYjML4krJst05GveWufG8DZzytE0s9sepqDpKaHwZY8xCMOkEi+bcu+H2zK6Wq2zGa+asr5Yg0p4hLhhMT8jqxUMc27mHLseWq9OtU1IBORm1F+0FUgudRKajQFckqHnEoIF136qA9jp+Rgqbjw0bIxkVrUmpsNfQuTnAHaoT9RWISi6NM1fT7FRERSv2vWon/kRCbijA3TECe4cRUuDkcphSgaS3TNDjgwZ36vBio/6fEkYZh8d4mKfa9FFTCm/c4E3ZAFDRWhQznbovbB659gKmtvMQqMC6hOKiIOwwhP0xnQumWNo5To9vR0576h0UVcL5XVs5p/AI0XxdaamlRbt26YSJNS5JzlhBBO3kjNo31grTWjpkxqgFsO/jln3X0FwUERccSjtA/riD//3Yi7jhjEd4zeKbefd4J82HO+dc5tZ0bpHYoG4ZiQN979gRlIxMe/0mp6kxSuJOxbhFm825NVtKJuloLJ1dZJoBMkraNnXV4LDNyU+Gg2Lm5KWYBJkG0jso/qLjAeqv83ms3sebB35KSebbliWwcUq/acIPRk6mEbs2SVve4E7ZztCulq7ml98qRaZB9nEljzPWQGg7ehSxRtYjjPQxjkSEGqRtcGUjRgYxRtrZQyIdALRELKlAMgKcRmJjfFTLxykxQiD1/Oq1U7dB3q0M51GHh0gMKnUXNBfkwVix6TRNe+2zqKRIVpbQajrItc3+Y4F0OZA4LwgXd6Xnm3uZt1a7qYYe1aZPHCtrbQaMESSxJI6UFTutlBeQzsoUEKcJ+Uz7EaSVYNU4pu0Oksm0O7nlio73twY/VVwHmctZgSMEppRHFzySgkdcUDi1mPyOKeRUzaYpAZt80lHt77QUnaw1KN5fY+2+Tu4fXc/gszo4b+ARlnijbNF9aGMTL7o1yG9/ClHB++E07AxIK45Ee2IGIl1AeMbkjahsiHpi3I6AlX2jHN05SJdTJycjSqpJbzrRoa59KqpOZOwSMy1hhFFtwaTn+UzaZVfMdIJabdAqTY4aw8wpcWHFIfFKRGVFWJIEnaKdn0nG0PQEzS6HqSUOzvoChaEEbzzEHa0jag2cnSPIepnq6goTKw8vjiATRhkH4EgbhCfj2Ysp2mm9JrVKmPYo2QiB0dYCokI7dVyFCqEl2hFEDUWt4RGWFf3+FKcUt3D8wB56ZlhrAnMEEjJLbL4hbEAh0thkjGpaABllpmeWxdImQWx/bv1MIl1LrFW6uCNh4iiBOyYpbRNs2ryeNx27jvLyiXmtMi1jO0NMu9Zw1HJ1zTKHpx1Da+QnY1JXmzUNq8gQJ+DE1r0Gdr8kJ2ku6yTnKKKKb5O1OZB4R04YHfB79ruDXTLP23oeRPdoHKbdbS3rUmwifjRxGo9P9VALPYIpH7cmaKwMec8z/4s17pFZXBOwSQJzeZzJJiK1CKh6SFLwMHkXGWmMNshmTJJ3QRi72KyrUM0Y1QSEQHsS7drFYUVi2oITUoHR0kHGxp+YeSZ4bOVIwqTpM1JRJrTBJKlVQxtkOMPamsYRGSWQUiBqM8SZaQXti+kyp9sREFVcjBC41bkLupFagUbgETad6QWLjbBCKLEpJGRLAM3Il9RaCFeG4qAu6tZMuvaMUEl7irmR1iU9L/p70L5LUkxn/qWWDO0K3GqCUw2RtQYm56P7KnYGYjNCVpvQaE5bjloohdozytKfwDZvgO+fkOPsJZvp96aQwqBdQ7MbzNLmwctzGIjnj7TXxANrfZPCoFr/p+7HghPSn6uyyB+ny6nRqeoodJqTKbYz/tKKHKLwSGgal5yICNPBzkxX2pQ+cBmsOZXf0O5rwLQFVysGKfEFU4ttg2XjMGnPLjMK4nTBX5EOirUniAsOYolCBXkbdhAYVFOTeIe/RE8mjDIOYF1xH5O9ee6dytEY8XEbdsFBIB0VHdghiMRAAiTGBrkpu+ZSVLIJ5eLAYSLIMRyU2Ot10inrwARFqXGxC8rOa2wtIHFnN/Ktv0Uips3JMy1Ds94LW37EQTJG2/3C3oSoywqkjs2SYLQLkZt7YywSO926NSJuiRehra+9FRMgE9vJWc+DLZsME0QjwvMVUV6meT/s74xzdvZao8cj6O4mLE1PVRVmVl90RDmUZWd/wbR/MPVEI0e17iMnHOJFIR995nd5XnEYyZGJLwIwRWsJEM0IHEXcVSDJKbyhGsZ3EY0IGYTojryNi0sSjG/TS7TzFgkQkUbp6TgiEVvLTZKzAko2YnTOQQYJIkjQhblbAwCbCgDa9bUdrO9Ya0uroTdKtC26RhuEFIh0sVBIH9lkOm2DRNrEglK0g1VFMmMAMY9RysRkAR0oCKXNpaUFpG5ikVo0Z/4NtGPf2jm4Ztz2mYMPMeO5bc2ybLuJ1PwqdtRTBCVIfIVRoBoaGVkRLUMrkqOBzvb9BlB5B1HykY0iaqJmBRLQXpwrSXD2TbD4Fx4T2zu5YdWp9Jy0j7IfML6mSjEfsLrr0EtRPRk/2XAtvnBQQsya1RuRkBPOrJmirrBlTowhIiEwOl1JSRBhSIwhAbzU6pWYBk0DnVISYQiNwROCpjG4VOdcZkhdaaF1o9n6kN57Yy1Hwpj2INCkSz1pJZAiFUBqxnZApR6y6YGlsNmyfQgQCCPbs3sPh0wYZRzAMm8Yvyeiy69zW3EFo8UylccgN2anAxs1c5SXjpJTnzxtl5qthCqwr7jhUG36jARFRvNF6p5PYBQ5o5Fi/lP1jbSuPQPTpicz/Xc7k6+hnaOlnaslmY7zARAmNfM603PmTasDMhD2JUSdAqcmUY25N8YyOkj6/bQcre0yBtOKGUo7rsSXNlCx3kQ1PYTxiH1B4tuGwS4JYssVVFqrg9vfLluCa54cjnurJWpcoWa50Frfd4XLCyq/49u3Po3KQw5RCf78/F9zSWEIJ22ajoQbDUB7ClmPQEnEyDh05FCNGONb4WJyDiKKrWttsg5RjCnm0TkXMIhII4TAJFiLjJLp+m9WqQhtpw87ibU0kboyZX1++V5aA5K2oInNtLUnMdbtp820ywnaFiZIhZuYFhSCVETF2m5LUutvKvZsDqaDW2wOF111bTLRILUMxXYQ0O4Ak5ZQo+02aweDJ6Qr3ENr7bn9Byk2geaMvDStpmOevZmdeWhwG9b6pj2VJlGVJK6d3aQdkS4vo0k8Sew4CN9gOjxkdw5vbw05PpUeUNg8bsaQe3QQf2+JqeXd5JyYstvkxMW7CJPZM+yeKt+pruF3U8vpdBucVX6YW6truXdiMSd17mCZN0KCZCLJU01y+CJmTW6QobiDR+oDnFzaxvmFx8kJ+NC+synIkO2NbhbmJrhvfBGeStgz1UFPoca+aokwdijnm0hhuHDhw7xvHvmWnYYNCYhzsr2EkbaPWuoSZla8lNAgMWghUE0QadyqjGmnl2jFV9q0E0wLoVRwq8gQ+4d3rTNhlHEAShj6nClOrzzGivwIt/as5JHFi+h4yKW8PcGbsmtFtRukliiStIOwMQYZG5sMryGQDUmj4TER5hiJiuyLO+iUdXxrT593mVvrl7UXUZyxjWSGlSsVCMKI2enuob3+mdl/2pZmWjyBHQVHYnq0OkdkOPPcTCdxVCDSEZEJ7H4yjekSBqKCIOr0UWM1jJLt3EYyAtma0SbSzkOlHY3T6qDS7M3zRGMOW7TsL4paRCbhBC9BFGN6HkzY8jyHSzruwRVuW1QdKWHk7BkjWdAJYUyyrB9VD+2aVVLaxILG0MrqbvI+uLZpdEZrdpHP1k9wlY1NSjRJweYKkpFGNRIriABZC9oLg853zbGWCGoJhJYbeGaCxpZFq/1WiHbH0LauyDRfkUmfUTXtkpt+jkFra+2djzBqPR+ttBNt69DMhKgzLbaCGa57ky7Amz4PrQzjZnZSyvZ6XbL1+w/fGnAoZGgHftpzrFWo4KTWC5BpQk+7lpgAJMaxbjYrjG129bCjQm40jzs4hag3bZ1KbJJbUW/S9Yhh8KgOuhbUacY2BcFMV9hT5SM/vRQUyKbgewMnkdQd3FLI/VsXIYc9tG9suyZBFiN0qJB+gp5y+fmCdchjfswpuR3EWrFxfDmbNw8gcglyyMNZViMYyeOtjJmq5mF7nqRRIVpf52diPe87fu7X2q3PcP/NGBS2LaKtzPFm2qqo3enM/k5rLfnW56mIbsVianem600gQzugONwZuZkwyjiAKA2y80TMcn+Y7gU11pSHuWVgBYOPdtHxmEtxUONOxekqyYdwoSTWXKpCu9hf1HCoBj7jUZ6xuMi4U6AgA5QID/r9p4ROhZBjphtcQ3vpDpPGD7Vca/Y7rehOi0hSwSOxsUitp9XQdgcILdoPrHYP8yk7BEZZy1ArMFZ7pLEsadnT4Hbt2vPK2AaOxzlBbYGLEd1W8OhpS5BMTOpLtwVvuddsBtt0qZEjIDZaZvkn4sn2UOlxfnT2v3D9KcdxfulBjnU9lJiHH+cQxDt2ogo5RLWOdB3MxBSiWLBXIkkw5SLGt8HYohHMrtOJxuRcTGvl91gjwhg3MXa9t8QgGiEm7yHC2Obs8tKmdY6LTLdodqt2Er+Z67GBFUAArQkQM/NezUwbYHeeIZ7MtLBqx1wIe7z5ru02k7anulXMNIYIPT1JoGUsabn6WgJqZsbmdhlTC/B02ad/75FIQ9GapZikU7rbLsvYrinXKo9OBVFr4IGwz6ZWAp0D7fp4eYfcnqq1PraEtxZ03z5EWO5n7IUFenI1Yq3mJYzKyyZxVEJvoc62kS4qAzWWV8YYbpRo9LgsLE8y3swzWivguxFaS8q5gLBbcWz3IIvdMQqp8pgKfJavHKLTbzCxKMeCwhQ7Ozqphy6uF+McNY7vJCipuXjR/fO72Njr2AqmV02DCact3WZGPdCObRsxNthcaDvLUnu0U5zI2N6bxLcVoeVSMzOe45nPx5MhzKHSNGdkZGRkZGRk/D/GkR+aZWRkZGRkZGT8kZIJo4yMjIyMjIyMlEwYZWRkZGRkZGSkZMIoIyMjIyMjIyMlE0YZGRkZGRkZGSmZMMrIyMjIyMjISMmEUUZGRkZGRkZGSiaMMjIyMjIyMjJSMmGUkZGRkZGRkZGSCaOMjIyMjIyMjJRMGGVkZGRkZGRkpGTCKCMjIyMjIyMjJRNGGRkZGRkZGRkpmTDKyMjIyMjIyEjJhFFGRkZGRkZGRkomjDIyMjIyMjIyUjJhlJGRkZGRkZGRkgmjjIyMjIyMjIyUTBhlZGRkZGRkZKRkwigjIyMjIyMjIyUTRhkZGRkZGRkZKZkwysjIyMjIyMhIyYRRRkZGRkZGRkZKJowyMjIyMjIyMlKc33cBMv7wuORXbyDWkk6vQafXwBEJsVE4IkEbq6Wl0Ehh0EagjUQjiLQiNhKJAUAjSIwAINYKjf1bG0GsJaGern6xlhgj+Om5/zinMq/56NU4NYFxIOhLMI4m191E3F1myS/qyHoEjkQ7kqjDpdHr0OiTTJ0YsG7ZIEO1IgCjw2V6f+VRGEpIfEGcEySeQIUGGdlzaQdkDF41AQ2//NHb51Tms5/7MYwAp5lQX+AxsVJS2aLpvHcUMVmDOMbEMSKfx4QhopAnGuhk9NgCE2tBewZ3UtJzf0JYktQXCpw6dGxLKD86jqg1wBgQgu2XLWHgtjre5j2YOOaGfZ+fU5kBVn7jQzhughAGKQ3GCJLY1gttBMVCQMEPmWrkCEOFsLcdIQzBcB5VUySVGJFLMIGiuNklyUNzeQBGIGoKpyYRMQgNccGAALTg8be8eU5lvvBp70O7CqRAVQNEI0SXcyAEsh5CFCOiGJoBplwkXNxJWHHIDYegDWNHF3AaBn8yIc5LnIYmzktbP1xBkoOoKDCqVWb7v1HwyFV/N+drfcpfXU1hX4JqJmhP4jQSMJD4Eu1KjAPaEYgEhDbI0F4rowRuNUZoQ1R0MFIgEvuZjA1GChJf2PeRIfGmx8gyNiS+4JZvv3VOZX7Pfc9jMs7hy5hf7l1DPXRxlKbgRghhcKQm1vZ8jchlquETBC7JpIe/10FGkPgGmQgwIGLwpmw5hYY4L5ham2A8jTPm0PkQ9N41AbHmx/d+YM7XevXHr8Yog1GgCwkoAxKE0kjHIFWC5yXkvQjfiZHCoKSevm4ibfeMINGSSEviRBEn9rcKYRDCoKRp779vUy/5vZKHPji3OnLRsjeB62AcBUJgci4iiMFR6IJn64iSIMFIQaPPY3iDQKytUswHdOQCEi1pxg61pkd9tMDATQp/IiEsKbRLu37LGPxxTdApUQFsvHZuzyLA8ms+ipxyMJ7BKAN+AomASCKbEt0R0zcwAYCnknadCRNFPfAIA4d4KEdht0LEoF37QoIRkN4KopImKWhkKPGHJWHFHFYbkgmjjINScgPqscdoUKDbr1N0QhIxLXLGwjzNxKXghNRjj3rkUfICOr0GOhVDwCwx1HrFRqGNIEoUQtiOVSPajeVcKO6yjah2wakp3CnJ2Ck5Chpqi3zcmpt2rqACTXFPhD+haPZ57OsuMT5exPFiCCVGQeIJgg7JxFpwpwRuVeBN2qct8aDZI9C+pPuBZM5lHj3KRTvg1F2ENqgAppZKagt6cRo9OE0Iy4I4bzvYqGyISwZdjFETCqcqyA9BcWeTZFUetyoIy1Dvl+SGC7hghVEU4zRsx2mMgTCac5kBTCyJxjxMPgEtEH6CidJ7JyBwErQRNOoeJpYYLZCuvU65vQ5OA6plWy9EKCnsNUQFQdDl2gZN287QrQorHOu2448Lcy9zknNACUSokVMN9NAIkn4rjvYOQ283uqOAlBJch7TaMrkyR7NLEpVAGEGjJklyUF8sEP1NfN9ey4IfUXIjmrFDPfBwpaYjF8yrTgM4DYMKNU49Jsj5NHtcnIa2Qic2OHVNkpdoV2CkHRho14o17bhWBCkwQiCUFUxR+n+rA1HSEPsCFRmchm4fa6787D1nEvuSPRfEuMMu3fcZ6gOSFS94hGd1bSYyigRBNckRaUU18RkOSuypd7BV9JPf7qKa9reIBNw6uFMGmdhOr9EPqiuwbceog3Yh6srh7avN61oLbcVDu1cFEAYhp9+3xE1ri5nR1iVGoKQdMCI12giM1CR6eh9jBFEs28dhxrHnTJyASuuZhmBxhallHlFB4FUNMjZoR2CkbbfCRQELSg17fqxAyzkxUzqHCKfrq9CGoFPZ51EbEk8QliRhh5jXswhw2lFbuHf3IrrKdc4d2ATQrgcbf30Uuc0eA2um2s9Pb67K3noHe4b6KP0uT//OBBkZ3GoABowE40hUM8FIQX3AZXK5xKwOWL5gDFcl7BztRA8eXsEzYZRxAIPVMs3IYWq4iLfX5TEX4o7EPsQGRCwRkUAGAu3aUZxqCuKioWPVOGt7hsipyFqSjEBiZggkOUs4SWFsQzTPDsQf17g12wmEJYkRkNvh0vVoQmlrFRElGKUwvkLEGu0pjCMo7lBMFLswvgY3Adc2ANoVVJcJWFml0XSJdnuIWBB1gFaQ5Azhghj9qJpzmXvvDRDaEBdUuyNWTc34ag8VQLNLoD1wauBPaGRiBZtIlLVUpJ1ZUnCobKrRfXfI+PFdRAWBcQQ651iLyESMUSAjjak3MGE4r2tdrDSItnUiY0VjUYxJJAgQrsaEsm1F0qHCLYSUCgEA4+NFCoOGzk0hMvSZPMre+ma3wK0alv0kod7nMLLBCsBwIMLb67Lg9gSRwNCGuTdX7lijLRKjBRWcnIeRksaiIqprJY0+K8oSVxCWBWEF4pIhLhhMV0CuFBAnktqED9JQ6qnTU6zjq5jYSKJE0YhcEi0o55tIYQhih2Y0vyZWaHAnQ9Rkk7iUDomx1hN3MsQoSZKTyMhgWtpUG5ym7fSMhKggafRI4gLERUOcB+1rjGusVUQZhDI4uz36fwcyMZi56yKmFjmMnxCDhO77Dblxa30drHVQ7m0wGpcItEukFYF2GA2LPDLax1QtB66hsTQGP8HxE3L5kK5inf7CFGHi8OhQH92lOkHssLwySrxIsfeEEo9t6WHl90vzutZGgnENOqfB0whpkI5BOQlKaVwnoZJvAhAmimroApD3Isp+gCutZaNlEW9ZOTxlBwr7SyABjLoGPZ8qkiQgJSKxlitdcRhf6zG1EqKuCFmM6emq0l+s0perstCfoMutEWmHyCgm4xz3jy9iIsihtbDWG2a0z2m9SnyBdiEuCBr9BjW/JoQur87py7ZyTGk3G3LbeWZuintCj/uaS9lyQjfjty7gaV1bWeKN8q9bnsVDDy/BmVLkRwXdD0f4w/Z5FkECjkSEMcQJIk4wjqK6pJ/mMQ1OWbmdLq/Otmo3lWKDvV7usMqXCaOMA5i6vQ+nAUUBKrCjNu3aqiKMfW8EaM+OTrULMgJvQtCc6Gbj0hJ9AxMsKk1ScEJiI4m1bLvcZpJoO3rSWAvSnDHWBSACQ7NTEhUFTgO8iRhZDUAKRCOEpj2HrIEMfTqUQBiHiXWS3MKQzo46Qyd2EmxzERFIaXjZibfzveKJNJtlnAa4DVCBIC4pnMbcR3y5rSOYvA99RdzxJkYJRKzpcAQIQc89dgTc2q7zLo2BHKppiPPWsqWaBmcqRG3bix4dp6vWIFjRC0DYlcOtRohEIzRWGADo+Y1Sa7vKiLLGnZL4QwoZOiR5KyKchqDpaTo7a9RCSVzLMy7zqKqk52HouXsSuXuIxTvL5Eb7qS0SFAc1XfeMoXMOY2sqODUo7oLaOSHFO1wmVjgYBxpL4jmXefLoTjDgj8dUF3kEnUWSHDT7DHphRL44Rb3qW+GvDEpplKNRicBxNI5jXYeRbyt/GDqMUMBzYlylCSKHZugipcakHWMQOOh5Cn7tQtjpkx+pkts5SVLyCfpyREWJER5OI7EWHiWsKy2wbrFmtyQqCYIuQ9CfoMoBUmoQBs+xnfzSznEWF8aZiPI8Pt7DUFyhutgjP6Qx83gUa2dV6Ss3GL+nl8K+iMSTqNAwVs8TGtshN7VLNfHZF5T57SOr6P21y/JNTdyRSUS92baC6M4SjSV9PLp6EY0+w6rvTTB88gJUaLjz9C7OPPkhhhpFFqwYpbq4b17XuiWMUAbp2PvvuAlSGnw3YnHHJDvGOwlu70Ym1qppFAwt1Az3WzFcLAQsrkywuDBBoB0moxyxliR6uu1rhQ0IYcDRaH/uz6OJIhASISUm57Hz/A5WPGcLl3Rt54zioyih+W1tDQ9WF/LYRC+3V5fRbHjoSNp67miUkyAEhHXXWsi0HaBpR1Dcm9CsKMIOSPKQeLasTm0eyhnYOLiMo3r2saXRxz2TS7mjtIcHqwt5cHgBA+UpBhfZZ32FO0zFbzIyrqzlftLeJ+07Vhi5Cu0qVF0gAmldiHmX2iKBszXHgw+sR2go7LGWs9LSw3seM2GUcQBuNf1DpH5bL200hB3Byig18Qep2T5n426MBG8c3EmP6uN93Nvfg9PfoL9ris5cox2TBEz/j0CnDUcyj2GqkYJmpyLxob5A4NYhyVnzqsm5JAUPGSXIWgBSogsezb4cY2td4oJ1lxX9kJUdo1y85AG+0XEq5RuLjIzmeXnXbdzfv4jt+0p4UwZhYO/p1npWXTz3HsQoCUGIU3WRk3XCRZ3IWJMbrJGUfJKCi1ESZyoAYWNE/LGIqOCgXUFQse6Q2kAJji9RGLbxL+OrJUGvprBiEm7tZPHPEjsqbQmjebhJAIrbFKVdmn1P0zgL61T+s0Bpd0DQ5TJytEPu7hy1bh8GIowS4GjEpEdtiaC6vIIRFWRs61NU0cQFQW2ghyRnLRoigaBTIB4p2liYPDR75ud2GNogyQ8JppYppk5sctyK3SwpjJOXIXkVoY3gtyMrGJwo06x7RHWXyICoOZiGIAZEBMVJgXagvkwRlyNC18FxEpJEksQKUESRQicKHUlMMr9rLRJo9CrcqQ7crftwmiFRp0/SITBSWjEUG4KCRGiBm2gavZKJtYaklFp5HYOOBdo4dmRjEsLApVrw+cljx5Lb4SFDyEsIusEfF8h47tc6n4sYmyjSuQlEYjAOqMBQm8ij///s/XmUpclZ3ov+YvimPedYWVlzdVfPg6RWa0JILUAYCWyDJ8DYQlwGwwHLGHOWbMAGFljSAWMfjIAFx9jCV3BsYSOBhBk0tGS1pNbQk3rurqquOaty3PP+poi4f8SXWd1qIXVnyse+9+5nre6s2rlr79ixvy/iifd93ud1YocUdYuEL64s03g8JBhbbCCxUYAINbI7BCEYH2qStX1ETE/8XEY9y+CQonYezl83Q3eUMFOf0Fvc21wjHU7660woRxCWaGXRytCKM47WN3js4hL1O7dIwoJhGjE+36R+XpI8mBCMLE4lrLRnOLVPYG4cccPyFUJpQBpy69cKJTx5VtIiQosJdz9kl+WIMICypFycZ3Ss4OTqPLPRiIY6zG9+4S4WPxLQuJiTTEoOKOmJRQBb10WMDoHIBGEfZi5b+kcksvA6Nlk4hHHIhqzWeZ9CFMZHzPeCXr/Gk2IBKWB/s8+frdxELchZbvXRwnpyiiMWBTWd7+w9qqh0XIFElBY1zJBS4gIFGC8TSAJaZyydhzYQ45RiedZ/JuMwYesFjW9KjKZ4HmTub5ztLBd44oME5SPJmMinP7ZFySb2kSMv7vTkSk8k5kqdy3MJG4dHzDZHtKMUYyWluyrWNdan19weiFGZwGSfv3lN6IWbJvIpgbIVs/J1CWXN0T7ZpH65qD6DZLzsiE70MU+1uHJqns2FOhc6HfKNGD1xxCuaS2UTi/CnRAv9oxLRmcBGRHZXf/cT7RyuFqHW+7hAE2yM/A0uBDI3mFijhjlOCUwtZHAkondckh4oOHLsMte1NnhodZmtcx2SS4qi4W/neNMxOVbya7f9J/7f+1/Dx/ff4kW58mtThJqsOaKuoXkqoLjSoHsdbN0Y4yTk+3NUt4ouZopgSyKuG2KPFUyGIXE7I79co/2EQmUOsykxkV9sVea1MDYElUP7tEOnBrsqUI86z6R+cHdjNrVKI9FxLO/rsj/pIXEUTrGZ1unlMevDOuk4RF2MaZ0TSON8hHC8HXEDPTakc5q8oyhDixGebzorsRUJcqXGlRJyCfYrj+urIeobspb/boOwIsrDAtVUPgNdiaZl6UX2snDMPJUx86RPncrcQGlBCTAOF0hMPSCbCbjw6v3UNgU6xWuoSi96zluC2uruNz5jJWYjItky2EAS9A00FS5VrBQdxiZkVEacG8ySXWhQczBakuiJQpoQJwXhKGVbtS+sF5hPbkh54lADmQncbErjwRgpHK89dJqNrM5aZ9+e5topfBZJOpIkr4TSllAbQmlYzxq0m2MW6iPSMuDKVodkXVI0QeWCcAB5Q9C93pMrfbrG5VaTw60t/x2JKt3lrq5/QuyNYAghQCpQCpkWHPsDhQ1i7n3dzZx/+QzJUxHxVoGTAhsoiqYmbymshrwtKGsWu1CSjxV67NdwpwRFU/mik8JV6XsIeqI6bDrUZG8k1A4DyobCAaEsOdzcoq4zAmHZzGtgBDWVEYuSdpgij40YDUKsDlGpxu7T6MzRPIuXDWiJjBTBlqPoxIwXJR3rwFiclhQ17VPS+Qub7ykxmuJ50KnD5X4fMvFzbwDhfPrGhv4mUhlVvtkhrI9gOIGXQlSpuNpFSdFrslZrcGm+oDE3pp2kOzl4U5Giwux+41a5P8WosaC2At2bStREkrcVeVsxXjbI+Yy1TsRgLURXOk0nHaOtBFGziFxQXqpx5ek6s+d91VlyRXD38Eb+0cEP8xf/2638t99/DSqH+oMJjQuWK98W7HrMgNc91WJsEiDTEtOMKZoBKjUI5xDOYQPN6h0J+dcNUMoSForL3Sbnr8wgLsfoEoqW82mhdknn/pDm4yHpXQG/dvBjfO6vfZrv+9j3Q2kRUQh2b7t1NiPAafonDK6q3pGBRUpHIC3J3AgHpE90CIaC65Yuc01jnWdGczy1sYA+r2is+FNpmXhRaOv0hGw2ondM+5B95DVWrfM+bZis5Yh8D+O228JkGKQRJ/sLJLpACsekDBjmIWkWYDNFbVPQPlMgLDuVW1ClTqQgb1RVYEONAVwEzgpPhsBX15QCkUvk7rN/fq7bypP7uiI9Nk8wyJG52Rnbs7VFZSSQNUm0kSImBcJan5KyFgKNmGQ4rZB5gswM0Vbdz4mq7lnl0+Eqc4wXd38vtmsTyq0WYTfDRP51VOYItjT3rF2DFpbSSc5dniVelz4KXfr0jROCsqbQ7RqmHpA3/e9tCFI51GzK9UurtIKUB564iYubbY43N7gw6CDKvW3WTlVRSSfI0oCXHz6HloZIGjKrWE8bXD+7xtNbC2x2fRXr5FDhSdA4pH9EMThRUt/nF5fs6RZrl9vMJmNmozFQRcidRTtBaRVCsjcBthQIrUCrncISG0kW7recbS2hW46g7y9CG/jvIlkrCNfHtE8GmFjTOx4xWaz0Rc5H+caLiuEhXxFq6lXkUTmwgmBDs0c+h6wXDHoJAI+bfdy4eAUpLHY7smbhTy/fwp+Jm7nUb1EWChFY0kWDShUqAwQUzQAnKl2cltgkwIQSmTu2XjZPGfuDVtYRxOvhC04RT4nRFM+DMIAFL0nYFmKKnYvKySpErnxURpaeMMnC4YTfgFxVZiuqg37YA7kp4EJI1g65tGhxjRIVG699gOeIsl8s8qYXgtuWI+oJ1EhhFzO2bogRha9qccME5TyBMrH/HNKAXA2qiJhDZgJhBCaEyYyiaAoe7e/n77S/wFtmPsP7broDvRYS9PyGLldemJjvy8E1Ei8KDxQyLbFJQNHQfjNoSE9AtWS8GNC/uSAoJel6gsgl0aakteZfZ3TY0bx5g9sWVnjT7Bd594FvIPu9JX7kk3+P77/jU7yidso/UQlQas+Ro7wFRU0QDCRlKXbc0Cxe1FuoiGBD03kCNl5iubV9CeMkNZ1z2+IKj3+94eJNTRpfjGidNdTPj1G9CeP9MfGmRZYwOCwp64LRomayKDBB/IJPe18O25FOJ2EyCdkUjmbsReGjPCDNA8pCgfGkR1YkTCFRmUEUXrC/cUtE78YSmUkfKS0FVsqKDFVRACMQmUAWArHHiFEZ+9RdWROAxoY+rVHG/vorYx/JLBNJ3hTIbXKgBA6JwPjISyXOFdbhrKWs+WoumbNzgNETaFwy9I4rxvt3P/A75s/zodkFrBaUdUXWlD460TScvTIHwmHGGr0R+CjcxBH2HXpsUJMCpyJGh+tM5nwRRdR3lDEEYUl+oc4Tzxzj+CvOMT5cwmbCvcERJifbNNf2Ntc7xMgI7KWEp5sLfN3+04zKiHEZcmp1ntnWiPVLbZJzAXnbPz/sSuJNRzrryfBkHFJvpOjjQzjdYG2xzmw0Rgq3U4hihfB/lz7quFuIdovRzUsUdUltNUeUjqImMZGviCs6BlFaZF5i2zEmlgjjEGmBHkwQsw2ciABf2BEMIRhZX13aVshCYEeSomVxMwXOgjsyYTTeG3Vot8dsXW6h+oqJE+TzGm0tpVWMyxBhBU+dXYJUEm4oWit+Xynq/tBU1nyV6HhBI0tHMLZEmWF8oMb6LRphoXuLRbQz3FbIbbef4eH7jxFtTjVGU+wSwvhDsrCgck+ApLlaPeFUdYp2/gRtqqCJsM4z92pN3T5VPNtXQlioXYFkTWCDEBP78nfvx7L7MRdN0ENP3sb7HNGWIJMhJnQIDbKoPFFsJRwP3E4kwIZux5vIBg4bOMahQJRQzBpObc7zW8nruL1+ngP7t+i2EybjkCtLIc1DvV2PWUxybMufmmzkNUcmkWQdv+mGWEys6Z6Q1GYHTAYxMpPokfCRusyRtwVF21AYxYNXDpAZzdHWBo+rJZY+HPA7fB1fPHGAnZxPXvio0R4grP++/AnVRwlV7isTcX7sUdeRzQr233iFe9eP8dSTy0TzE379jt9naXnIDz3xPQwfXEJlXrM1OTbDaL+ifapAGkc6EyALCMaOrBQMjnhrgt1CGrFTaVUWiknmL1rrBGnmSZEdaYItTdhzV69d57z2JVEMDmn61xrkxAvf7XalZiG9bUEpnkWshD8w7FFjFPUtaeUbozIvik473l8m6lt/GFGCMvapoKhfRYiMQ1jrvZms9YJ75wCDKHwaAyDs44nRxFFfNWzeqHnN33qAu0+f2PWYb6pd4v5rD/HMd86RzIyYbYw5WBswKGJWBw3G4wi9ERCved+tqOv9oYR1lM2Q3vGQ0X6BcBCvO6yCou0wV2os3C+orRY82TlAMj9m0vfVVCyn2IvJnuYaCUI76CuidcmmmOXDWYC1kjgsMOdrXAkToi1FvO5Tl2UC9YteTqDHsPAFQd5K6N4ccN31lzh5sc7maotxq0crnFx9I1dZmQi3N5tlY9Fjb4WxcWPM7BMZRU0SDaz3A2oYTKKRaUkwyFGZQeYGF2hcpLGBIu5ZTOQrY/XEkbV9qk0aIAM1qbSkBIQDgQkDkuHerututw6BRZQal0my0i/+oSwprEKNJdF5RTZXySIS0CNHMoLRIUG6VJIugcwlyYpk5mmHVZLBQU1+8xhxoVpXUw2hY1/S54kDIzLqL2h8/9OJ0e///u+zurrKj//4j//PHspXxVvf+lb+y3/5LwyHw6/63KNHj3LXXXfxnve8B4AzZ85w7Ngx/sN/+A+89a1v/R870D1C5T48L2wlts4sOhUUiSceVvuyeBw7ZZtOVn+uPCWeU3z2rMe2SZIXcbsd47ZgvLejdW3FUTSqqo+6/5msSG/8FXrB+LbPkQ0q4zZXjU2BqxmMA1Uvqyo5sLnCZZLe2TYfOvcyPnbgOkbrNQgsshcQr0n6jd0bethGVFX3qR09RdpRjBcFnVPWe9EEgnS5JDISl8nnEExpquhd4suEt9aaPHDfLLKAmb6hTAT6SshjT1xPs4SiHRPHEa7cvfcScDUNqTzZRFJVBbJDPrMZwfCmDDuJ2bh3ifYG5K93FE7zW+uvo/uJJToXDWVN7ojgbehfywr/ucuaf01RQnbDBJXvfuNT6dU5M2NNbgXW+OqgMlOIsSa+omiecyTrhqyjMWF1PSW+hD+bc0QbCj2ByaLFzZaowFAMQ088rT9UyMKTIlmKPWuMTCBQOegqzSRsZTIZS2TpiDYL8naAiQRR16FHBqckQhoonvXm0o/FJRGja2foHdFeNzLy97osYfUOzZv/6r38g/lP8uEnbtz1mC/ks7x84Ry3zV1iM6+RlgGjIqKXxmhlUNr46QqhFFCmAmkUJpKV/1KlN5P+GstmBOV8Tu3pEFVYuteG1Bd7fPvxL/Jg9yDPbMwSPJUw/8Vsb5NdCa/1yDOVsC/JT7awkSONLfU1SVl3hD0Ih369MTGEA1ulNb0eLe46bKh5SiyjDOiNgCvLDWaiMcaJyhwXrBWIbenBLmG3ugSf78Irrse9acDpm9uEm4LGBYkLLCI0lDWNmnhvrjJRFIsRRe3q4bZoVLKI3GFC2LwFGmclauIQZvvgIygb1lc/Preif1eoPxwzWbKU8wWt+REXe20WmkMONXzKUR8bMpqLWFreYnW9RXkxJkgEUReSyw491OQdR75YUrQEKrPeCy51BE/U/CF3pBDWk7xHN/ez1Bmw8YXmCxrf/xLE6JFHHvn/CmL0YvD+97+fVuuFKeD/V4NO3c6i5ISPTJjQCyCR7OiLZAFi4rCh96JRGTvu0ML4U5TKq3ScvXojCudz2VSRhni9IDq/5U+3u0TctYRDX7UwOKAZLzv00OeXRelPcwDjtsPsz3ATjRqonUiHrYFueGfeItU0OhPasylZqRlOIspnGhSPtdABlG1DcllSv+hIl3Z/C5WtyIe+mz4cjHWVu69gMi+xVehYtXJ/KlYOF/g0YO78uHUK9UcjShsxM3LEXb8ZmkhQRoLOU9ubKvSPhJjoEDrdGzGSxVVSifNzbgI/12Xi/X+sBjLF6FKTuPTVTkUW8Ctnv5mTZ/cxt+oI+4agXzBejinr/rV6RwOirvXXXHTV3FKfiRF70Os0zvvNyyqBKJT3sSL0pCDwYtLtasy8KXdIEXhiVNYg2hQka9ZviIGkKGPKuvU6EXyptyyqiFEpdpy79wKVe3M+8FE6UVQHisL4SG5WYoMQ4fwG7ZTA1L1IW4EnRMb6aJFWlLN11m/RjI+UJBc0OF/FOT5S8r+99qO8vv4Ej+X7wO5+5zs9mvdpImFJy4DSSZphyonWGjfWLzGnhvRv9SQ3swEX8hlODee5MOiwNaiRj8Id4fqkkKiFlFcfOctnimsxL035vhvvpSZz/v3JVzN6fIbW09A6mxFd3H301k+2N12UufD+VQGYmsUph8gF6YJFlleNXhFU96jcITeDg4qyBtm8/+LdvoyFuT4nOmssRgO6RbLTBUALu2eTRxGGiFrC2W+JuLFzievnV/ncqaNs7NMsHdlgJp5w6lVHEKZO3rG42IAyCO1QofeJCnWJM4reMIb1CJWKnbXbaV/dKzP82l+R1r3ci+DTtk7A8sFNDjW7fPapY+xrDfjko9ehEkMYFYixojdKiB9LWP7kGBdIZO7Xsq0bE8qaQA0U5eGU8/WI2iWf3izaBjWSO8awNnFMCs3fP/45fm156YWNb28fb4q/DC996Uv/Zw9h15CFF1cXsahaCngBZLJlyZqSbMbfKMJ4UmRCf4ooGpUYO/OibVGC7Lqq2sg71+qxd9YV1lU/IVwfQX+I2ezuesxO+tNaMCwZ7VMUHYtV0ntfjEGPfepMGrDSQVJiANFV2MjR2TcgDgsur8xAKhnaGkNTJ2jmHFrY4oIVFOsJohDEcxOyboN4DVy8+53PSYELRLXACoQVhCNLsirIZoUvUT884dDCFnPxiNxqBrnXA+RG0RsnjHox0bmIZNWf+vPKUVplEEx86TuAtI6iLjj3bb6NxF5QW7OUsaCo+xB3NiMoGw6TOMRiSrs5ZnOl7Rf8mmUiHTKTuPWIU+sHCIeCbE5gwwA9DshmfZQAAemCJ3zbov6o7yvDaleuiox3g86TQ5yWNC5FmEiQtRUqd4z2SbI5vLbMQhlT6TOoNHQ+1SsLCIY+bSUMOxG90QFFOm+9rq5mfbRoO21rvjbESFjrN+BEorQ/VOjUYkJB77o6oyX/nQ4OKUSpkKW/53SaVL5jVYpbeG2ScCAKQTZncVJibhzxw7d8mm9rPMzZcobVsoXQux94XecMyghrFY0g42htg9c2nuL6YINZpQi4qoC1WApnSeeuvp8Bxk7wcLafrqlxKNhACct3LX6Wwmn+onszf3HfrSx/TLBwyaen5LiAzb0RI6EczsjKAbv6/gqBCxyuYXChwQCbzZDaeR+JaN64SfMO7/bfDDMWoiEHky0OhFscDdZY0gPGNqBra4xsxCOTg1zK2kxMgBR2p13ObuHyHLSmnCkprWQrrTE/NyBtaf7GoQe5Kb7IA3/t6E4F5oV0hpae0NAZgTAEwiCFpbAaJSxjG3JqtMDJ7jxXrrSRvYCgJ9FjkBN5dT3Zm3k+3Zfl3HHiDDe3VrgwmeHGoyuc25ph392ajVsDSmIWHoX1Oxo0JhCsDrztSiPC1ANG+wXZ8Qy1GtJqj7n9xEk+/sj1XudXRa2FqfRIbUtvUGNJ9/im1zz0gsb3opbIkydP8i//5b/knnvu4eLFi8zMzPCyl72Md7zjHdx66607z3vPe97D933f9/HMM89w9OjRncc//vGP84Y3vIG7776bu+66i7vuuotPfOITQFV2WMFVfiubm5v8zM/8DH/0R3/E2toaBw8e5Lu/+7v5F//iXxBF0c7zhRD86I/+KHfccQfvete7OHfuHDfffDPvfve7eeUrX8m/+lf/it/4jd9gbW2NV7ziFfz2b/8211577XM+27//9/+eX/3VX+XJJ5+kVqvx+te/nne84x3ceOPzQ8qPPvoob3vb27j33nup1Wp853d+J7/0S79ErXY1rfKlqbS/DE8//TQ/+7M/y0c+8hF6vR7Hjx/nx37sx/jRH/3Rr/6F/A+CsI684ath4q7FhgKZO8JewWQ2BgvxltuJ/kQ9h7zkyNqSYOwjAemMYrRfej+aTb+QR1sl4ZZXwcpJQdlOSBcj38PJGITa/c7XP6ponQWcrhY2R7wu2HdfSt7WpB3l9U0XBcUg8S6uiU8JisWMdpJycb2D7Fe3RCYJtyQ20Jy5kmBrhnhxjCm93mByfMh40KS18NXTql8JJvZi2rwhsVqQzgrG+x1uacLSQo/XLD7DNfEqTZVSlz5VsFE2+NzgGA/ZA4xW6+jJtq+UJ584f7IzgcDFPgJYVm0jZCen2Zh85UF9FRQ1wXifYHLAoGYz5jpD2lFKM0w5UttkMRxwet88Z4ezrPRbDGWM1RqRS0Tu07F521E0AOdP5wDBSKAmnpiYxH8GqzxZlGXVB2yXUBfWcO0mSW+CacaYsEbWkQxOGNRQEq+DrKwnfLq1itIICEZ+fr1+zafJgrEX2xZN56NDKTDS6KH/vQkrYf8eHYLLRKLHFkSVYkodYTcnmw9Zv00R3NZludX3kY4qz5oZTVpq8lJjrDdOLUuFMQJnJUJaDs4MuL6zSqJyXtt6CoXjs+lRToSXyWxAeHL3acvt1j/H6hu8unGSm8IrdCREQqGqHIyq1vuAgEBYAmcwlTd04SyFc5wIVymcxCAY24gHxkf5T0/dAQ83OfRQSe3iyKegnUNmBRR7nGzpcKXERA4TO4KhQKUC4aT3gUolBA5Cy/gguMAyGxYcb26wEA4oqlZHYxNyMZ9haGIuab8+GCepy4wj0ToWwbnJLBJvJLoX2EmKdI7osqZxU0ZqAl6//yQHoi2Wgy0OqB6q9gyn8kUCYTgWrQIQVqQoljl1kdO3MbEosEgWgz4Hki43H79AS6W8b/VOPvPENaiuRhYSGzh0urep/tZbH+aljbPUZcbNyQWeyRb53Y+9kahfYkNJbUUSTAzCCPIO2GaMHGYoKZGFZfYJzVocojLB4LFZPn6lRe10lY53oFNPimzgUEOJMRGPp8t8XevpFzS+F0WMLl26xNzcHO9617tYWFhgc3OT3/3d3+WVr3wlDzzwANdff/2Lmpzf+I3f4Id+6Ic4deoU73//+5/zuzRNecMb3sCpU6f4+Z//eW677TY++clP8s53vpMHH3yQP/mTP3nO8z/0oQ/xwAMP8K53vQshBG9/+9v51m/9Vr73e7+X06dP8+53v5ter8dP/MRP8Df/5t/kwQcf3CFj73znO/mpn/opvvu7v5t3vvOdbGxs8HM/93O8+tWv5vOf/zwnTlwVIhZFwZvf/Gb+wT/4B/zTf/pP+fSnP80v/uIvcvbsWT74wQ++qM//2GOP8ZrXvIbDhw/zK7/yKywtLfHnf/7nvO1tb2N9fZ2f/dmffVGv97WCDQVZR1Bf8RqQouZP01lHMjjiK8yKWhXxUIKo5wiM35id9It5MLEEI8Fk3renaJ+GaG2M7I2gKLHdHrpRJ3FLiOEYm+W+YmqXKJp+E81bCqu86LW26gg+9yT6xmPk9QYI34wyGPn0zLaR4DCKOJvPwUR5l4HCV/qoHKItAWveJyNd1BQLBd2tyJeuHsvZ39h9f6besZC87SNDxXxJa3HIDfOrvKrzDAfDDVoyZWQjRjbEOMGZfJ7PdY9x34VDcLJO8wws9xzC+v5ATrKj0TCR9/eINy06deQNH8XYN9cjkHtbjDden5E0MubjnFvnVmgG6U5D4KPxBgMTc7K/wNqwjpYWpSyiViKbBmclxUQjUoWuTqLB0EfNRMGO+VyyYb22ZmwJRj5uL7PdpwDNVhfZblJ2aoyXYyZzkmxGIDo5pQooehotxdW2Ms3Ki2u83a+sinAaX+GockcwdogrVeWZ9eP2gmuH1gI9ctTW95a2tMrfj7JwSC18LygtWbtdc8Ndp/iriw8xp4fEokBiUcKiKoIhhcVWxCIQBlUJnpoyZ1aWxEIQCMkzheS311/PbDBiVg351YfewOFP755kfObCUd507DH+TudzHNEFgZA7hAh8lOhZ/Uv8WJGAxeAonCN1ksJJ1kyTL4yP8RcrN3L5/iUW77OkHV95td3PTVRO7qL+woS1fxmEdLjsas8/30bHf7+i8ITeBdsmkP5plzdb5Eax1BgA7PT2khVRremcQ8kWM3qMEpaD4SbXxZe5lHaAq56ru4az2DTj4McyHjxxkOv2r9ItamzmdU6qfdRnMo7rzZ2nL+sezWflwQLho3Ox8SGgvvVVtt0i4VPFCV7XfoqfO/ghnt43x+9c+noeePQYMvP90vYCKSwLus+iGhCLki+OD4OF0aLC1oxfb2ckarytCZVeauEcrh6jx5b6RV2l4AXlgiO7dcy+2T55qQl1yYFGj1AaLgw7DLKQV9RPkdoXVnjyoojR6173Ol73utft/N0Yw7d+67dy880381u/9Vv863/9r1/U5Nx00010Oh2iKOJVr3rVc373u7/7u3zxi1/kfe97H3/7b/9tAN74xjfSaDR4+9vfzoc//GHe+MY37jw/yzL+4i/+gnp1cwgh+PZv/3buvvtu7r///h0StLa2xo//+I/zyCOPcOutt9LtdvmFX/gF3vzmN/P7v//7O6931113ceLECX7u536O3/u939t5PM9z/sk/+Se87W1v2xlTEAT89E//NJ/61Kf4uq/7uhf8+X/iJ36CZrPJPffcs6NHeuMb30iWZbzrXe/ibW97GzMzMy9mSr8mGC0qejeVFHW9U24vDaTzvmeaLDVOi8q52FE0BfGGD7MKA0UiCIeWqOf1EdkMTOYkyZUQMUphNPE9fsoStTG86rVidr+JiEr3UkaeiMlMoCcW2WmTtiPvhRJ48uBF4976PupB8LCgaEbkHSirk2Iw8qfzYLSt8wCVSsTZYEd0PDhuOb+2++9n666UICx5+YELfMvcwxwONplVYwIsY6eJhWHkNKfzRf57/3o+cuo69MMNmlccwchXTpkQrPK9ypzkqouuAFE66is5wVbKeL6NNI6iSsHtBcv7ujigHaUcTjYJhOHB/kEuDducHswxyCPWtpoU/dCL3CfeNt22C5+ikb6j9ravEPjrRk+8SFpP/OdTuUVmFrHtwryHTcTlOSLNKOtt30tP+pYxrEXQLhkfKQm2FCoFkwhM4gjGvhrTRIAQ6IkjWYNwZFGpJQbsYHtz9iRmO3VWxlBbL0ku7C2iGPUNTghUbsnaks0bvV3AN7/8AV7Xfoq6zJ5DirYhhUVhiauch8IRVKRpVhqaUpM6Q+YsF80MExOgQsu/u/Q66p+toYd7aMj6YIu/+tIHuS1UZM4ikSghKJypCJCHxWIdO5Ei6xwjZxk7Qc9GfH5ynE9uXcvnnzxG576Q5WcKVG7pH/H3s1MSWVZWH0kAtdndj7lCtFYZHU6u9oEU1mtubOi8iafwvwOJlJaXLlzgeLLOw4MDPNP3YzjS3GJ/3KNfJpwazlM6xSCPkMLRDifMhBMitUehDoBzCCWInr5M8+4jnH3TDLEqmAknrOd1/nTrdr5t5kFeFm2yZiSpU6RIxk4zciHWSVZNk83S95krnOaR0TKPbu5nkEZ84cohXrJwiZ/a/2f88pH380P53+X0+QWKfXsb+6VJm7nZIbEo+W+D21jLG8Sv3KA3TDi6sMXFTpvJlZoXkNcMq3c0kGWDyYIgXbSIxYyZdpd9tRHz8Yhr6msci9ZY0j1O5Yss6D7XBas0ZcEnJ8d5fLLMRtngE90b+NsvYHwvihiVZckv/dIv8d73vpeTJ09SFFcTjY8//viLnZuviI997GPU63X+1t/6W895/K1vfStvf/vb+ehHP/ocYvSGN7xhhxQBOymwN73pTc9J020/fvbsWW699VY+85nPMJlMnlcpdujQIb7hG76Bj370o88b2/d8z/c85+9/9+/+XX76p3+au++++wUTozRN+ehHP8qP/MiPUKvVKMurF9qb3/xm3v3ud3Pvvffypje96QW93tcSeUfw1lffw8M3L7OR1quwvGI+zhjlId1OQpYGuFKgEsOkG1ImEllW5bdb/nStJ45k3Vv9j5cERaNO42JM6+kEuRZAGPgl0VpcXuwplSacd/91UmDVtjDZMrrtAP2jmnDgvVBsUJniFb6iRE+gtm5Ija8Mi9cE4cBHv3y7BXY6lG9X6eF8FZ0sFFvxHnyMjCCfBDy4coBmkPJoMEFhCaShsAqDZD1r8PDGftZW2sTnQu9ILKqmjoodt/FtPYssqjFW1S5loojOjkk2mpSJYOOReQ6+7NKuxwxw6fIMzc6YUBkeHy6xGA2IVcFSvc9WVkMAS7N9hvWQrNAUucaUvgLMTqqU2vZJ3HlSqycQDlwVnakE+vYq0RDWeVv/XU+2w3YamERR1AU28lFP2ym4+dglumnC5VaLUZl4u4EtgZp4Dy9ZsOPVpVOvLSoSVemNHKoSRAdD6z1inI+aysziwr0JumTlPFw0lNcSvabHW655kJfWzhKLgkCUKNwOEXp2tAg8Idp+TOFoSkMsJAbHmtlOZxkkjk+vH+fCZgdZh/7x3ZNnPYEzxTzHg9PEQgCGCEmAQgmBcQ6LZWBLnixaXC7b3BStsCANm1bz+clR/uvll/H46WVEqqhdULTPFr4vXCVE95G5Kto0KXBaUs7sjfC7UhJtCuorlqwtSOeverdhQVZtefxjAhM6wtCQqIKGSpkNR5y08/RGCXPJmNc0TzKnhvzSuW/hiUcPoQcSlQrOx47jrzzHze0V/9p7CL6omRlEp4ULNO3TOWfPtFhJfAS3oTMKJ/mz3q0EnQd4WTjg/jzh3myZppwwsAlbZZ3VvMlmXqebJ2RGc2GzQ9qPEBOFnEjuPjfDDa9f4W80H+IlMxfoTmL2Nwd7mutmkFEXBU8Vi3xu6yg17duBdMMCLS1HFrYYd4ZYJ2iEOeszdZbaPV4//xTXRyt01JgQ85yoKIBBck24St/GPJgdIneaM+k8K2mL933hO9AbGl7x1cf3ou7an/iJn+DXf/3Xefvb387rX/96ZmZmkFLyAz/wA0wme9MtfCk2NjZYWlp6DqkBWFxcRGvNxsbGcx6fnX3uaSEMw6/4eJqmO+8DsH///ueNYXl5mQ9/+MPPeUxrzdzc3HMeW1paes5rvRBsbGxQliW/9mu/xq/92q992eesr6+/4Nf7WkLm0NZj3rL0aeoyoy5yUhfwVL7ESt6hpjIuZ23W8gb9PGFtrs7gQESaBqTdGE57Uz6rfTrCG3I50kXL8Khg6/oO8UabZN3SODtGD0aIQPueP3sYc3I5xeqEoi4Iez6qs/rygGzWsu/ebcGgu2oXUFY6lkBQ1ASjA5ZoQ1JbcwQDvwn7iIGPMMjCkbUk0kAwhta5kqK5B+frQYAoBZOx5sOXb8NVwlqe5cCLEaiRhLoln7XEm96gTaWgDM8tlfcfb4cUqcJv0OV8k3RG0r8WzFK2p9YrAO0vREwWQ87OtDgT7EM2CuZmhtTDnHqQM1O5/EY6obSSZphxedik269RjDUy9eaQMmOnKfF2ReNzmt3iCZKwzrs9p3s7peZzNcYLaidK5S0nBFtpwtaw5qNagff2CbterxX1LLWVCaK05J2IdC7ABl5nZeJKJL5VRbdyu0Pkwl5JsDlGbuyhZQwwmdcUdW8XkN855Eeu/xSHgk1qIqt0In5O/jJCJIXbiRY1haMp9dUIDoaxDXgsO8AX15eJdImUlqLh6B/b/SHFKfj5z/xVfn1hwF3LT3NNvMrRcJ1AlATC0JF+7b1czvDRwc1cnHTIZxVLusd7117NJ584QXIqYnbNVyaGfYeaWERpEUoR9h3xpr8/RVbAlXWE1qhgb01kAcKeo/PgOsVikyt3JpT1Sojt8NYL29NSVWSOugl/PLgNHRpm2yNGWUg6DHmaBT7XOs6Pz93DrZ1LnL10lGjT97UzoeDMNbMsJgOMkXuKhF58y430b80J1gP232NoPylY298g1iXWCRZjT2A+MzqB4inuGV7Pn126kX21Ia1wwrCIGBQxm+OEwTBBKkvWiwmvaK+vMsCW4jfvfz2Xb25za/0CK7Ptnb5vu8VsMCIShnc/8w1cuDzDD7z0U8wHA86k81zJWhRVqvVUb56NUY1AG2o6R+FYK1uczRdIneZIuM41wRpNYUid4rJp8cjkEE+Mlnh0Y4mNzYY/jKWSxjmFeYHn2BdFjN773vfylre8hXe84x3PeXx9fZ1Op7Pz97g6RWdZ9rznvVDMzc3x2c9+Fufcc8jR6uoqZVkyPz//Yob+Fd8HYGVl5Xm/u3Tp0vPepyxLNjY2nkOOLl++/JzXeiGYmZlBKcXf//t//y8VWh87duwFv97XFA7u2byWrBPwytopjgcpbWlZUKc4H3Q4pLuYhmBgQx7NDvL0ZB/7wx5jG/LUaJHHD3qiqKT15beDEDnQ6LEvwS0ajrwNw0OS/tEm7dM1Wo9s7KmqJOo59JPnaWb7KWotbzwZC/Ibx0ggGIfeKKyqAhMWSCuhb+CbZgrrxbTbfeFsICCDoiZ3nL1VDnHXIHPf7LVV370lQ/2MX+R7ry8wvYBwXSFz4UP2oReQ2wDMTMnCvh5rqy0gIhhB65kJKi0ZHq1XegufykE+NxXlhOD8NzeRL+sxl/gNKS33FsWYf3iCyC3d62qMlgXCaQZRwmbTEh8fsK81QArHpW6LdBKS1HLKUnpb/22DysnV1F8w9BVfsty2cRCI0qEyTzZkViIKg8j2IK6VisGhkPU7DSKXNJ+RtE9Z4o2QwSNLhAXowEetwoEnOHpsqV0Y+tSphXhlCLLpo0GFpMxAZ77YQI9KhLHVded7UgWbYK6s7mmuh8u+l1w2b3ndkWeYVUOUsFgkBp+m2j45h9gdAfY2Gdr+cySgJhWB8Bva6aJg0zT47Pga3n/+dkJd8rL58/zJ+i2EuaBMdr9bF3WoPR0xeSLiQ9E8TjuKlsPWDVE75ZuPP8FNtUusFB1GZURqNJ8bXMNmXuPeB66j/ZQiGDiSLUO0niNLi9XVPZgZGhdKwn7hr4tLa5jNLWSSINO9yQ6cEUR9i0gzgg1JOIgpmv5+FJVnmNOV75AAmUrERFK7JGidM3SvrTN5yZggLlHK8qkrx3lD83G+ufUwH6i9muTKdtTRkW0kPNVYrBoP7x6TV434qyce4/HeEuXd+2hchuyhBtnrfbTloc0DHG9ukFvN+7JXsJo26A5rXF6ZQcUlrcaENA9IhxH0fINMaQUqEzuNnoWF2qMxfzh+OY9f79f2+XhvKeKhiXgsX+LCE/vQY8Hwtoi3dO7D1p9i0wSsmgZnigVe0rzAxazDZlHHOMHJySKFVTyyucTqeou52SFfv3SKi2mHU1vzbG7VYS0iXpdEm4796xarBaN9krIGkwMv7HD1olZIIcRzqsEA/uRP/oSLFy8+p8pruxLti1/84nME2X/8x3/8vNeMoujLRpu+8Ru/kfe973184AMf4Du+4zt2Hv+P//E/7vz+a4FXv/rVJEnCe9/73h0tE8CFCxf42Mc+9rxUHsDv/d7v7WiMgB1t0l133fWC37dWq/GGN7yBBx54gNtuu20nkvW/AvIZ2EjrfHLjWv7k0i1c3mxxZHGTb9//IEu6x5lypgrjGw4HG3TUiKPBOiGWbj1hY67BWunz1g/2D/LwyjJlraQYBQQbmnjdp9yc9r43GzcrsvYC8/ftPvoyXhTYw/tRl7fohJqtG2rkDclMa8xWv4YoHdo4qF31HFGFIxz4DTnqC4KxwmofGRKlI+oVyNKissDrlnJLvOlQ/ZyyHSHSgjLeffQl2nKMDgqSWsZwEHjNjXA7ixEIZA6up9kIGj6iobwtge6myK0+wVxM1vSnK509qzJNVL2nlCCfsSTCsTWo4ZxA7qU3EzBeDGnffZJw+VrykaK+YkjWCmwoGS21uHygTdHyfjAycYyjyPdUM4Jg5PVfJgKTOGorgpknc6KNlHQhoWhIdFq1h6hceuU4R4xTXHf3xFkoRdEQHDq+xmw85ukr19B5coiNNE4KT2qU9KbE0vsdBf0cFygGx+pYBa1nxgR932HZm5J62wmcw4ZVXzTjrycbCPL5OsEeCgoAJvscNvQ+S//96Ws5szTLN+57koPhJjWZ0ZIpVhQElFieG33wgmsfNYqeJbi9e9LgRz7yvehWTlLLqEc5dy6c4/HuEvFjCVbvzWZAVEaqcW+7gMETTqsVUOeDd72U1duaHEq2eG3rKR4JDnJ6NM/J7jy6L9Fj78dVP9lHdgegFWamiY01Agh7OXJSIvtjnJCoxQVEEmOSvfUtpPS6xMn1+xClXxsGgW+sC9vEqDKHLQUy9eabzfOG1ucvEq/Oc3oppnHtFko6tLS8f/NlvGX+U5QN7+AsjF939ECxWB8SKsOliy/MW+fLDnkj5iPB9ZSl5NhWRlmEzDwlWNm3iA0tzZMa3gTNMGNSBuyv9bh+cZUvXjmKuhiwNe/3HTWSiFIgnLjaHaBiByb0/lzRquLp7hGuf9UZ/srso3ua6rW0wQPjI4i5DDML920e5guN05wI1pDCsaQH1GXGshpTNAX3To7wb578JrrrDTrzQ+YbI7L2mFEa8oHHb0efiYk3BO3U0TxvSC4OQIJMS8pOQjqTkM0KVOuF+Qy8KGL0bd/2bbznPe/hhhtu4LbbbuO+++7jl3/5lzl48OBznnfnnXdy/fXX85M/+ZOUZcnMzAzvf//7ueeee573mrfeeit/+Id/yG/+5m9yxx13IKXk5S9/OW95y1v49V//db73e7+XM2fOcOutt3LPPffwjne8gze/+c180zd904sZ+l+KTqfDP//n/5yf+qmf4i1veQvf/d3fzcbGBj//8z9PHMfPqwwLw5Bf+ZVfYTgccuedd+5Upb3pTW/ita997Yt671/91V/lta99LV//9V/Pj/zIj3D06FEGgwEnT57kgx/8IB/72Me+Jp/xxaJ+0XH+of2YuqX1lGbpdMn5lx3iX+3bz523nKIdpHSCceWB4TgWrXHaLZJXCXmLJJYFPZNw3+dOMPuwYHRQULtjCxZg/ESHqCsIuw7t/OIyOAp60t71mCfX5Jz71jZL98Ykp9aZkYLutQkbmw3YCpGmRBaWMpG+3YkBmfnu7TIz2EiRGFCZoYwVYS9HrQ8g0FgtKZIAkIQbE4S16GGOaSc7mofdwPy1Le5YuIwUlnsu3UgxXyD7uuqaXlXaFL5kuOyFiFbV2DQQTI40SQA9KgmHym/KwgvfKSBZzYnOblAsz3D4Tx0mbngiGktk4eBv7nrY9K5RdO5NkMbRuGiIuiXhSh+RF8ACWzcE3iCvbVg+vs5at0GxGaNGyrcNAcq6I94QLN43Rj91EYAwXAYZesF1RThkf4IYp6AVovnCXGu/HGQSM/dYypXafi7ts8yftcjuCBlokBIXKN+FXoKLfGNKYSzpUg0TQFEXDA/XiDcKyobyHe/r4CpRts687izsluhhDnMBeVsTdXZ/TQOYdkm4qonXBPkk4cx4kY8CozykHuYcqPeYj4YoLA2d0VAp60WTbpHsdCqXwnFTY4XvaD3Akir4+ae/jWv+c8nGzTWKbyi4Y/4Cj3eXuPKBw+x/JGX1ZTGTxu7HLAoq3ZvvPRgOLWGv9C2GMkPjmRqP79/Hjccu01Fjro2vUDjF2cEMqnp+cjlFdge4ooCiQNZibOzdm9W4QHaHPuU608LFATYKfFuLvcB6B9p0RiONjwQ6rbGxq4obnG9joR02Vcjc9xILhgbXrKH7KY3zNZZeOkBLy8V+i0+eu4aNrI4LHJMF30qmqEPzhk1e2jnPJ66cQI93v4bMPiTJT7dIhg413ECNcmzQZP6+AGEl8WZB8c1e+H3uyiwn032+OrcnCQcCabTvZCChbPjrX06k/6yi4tmVzi7oC5IxvObNp3lNfHZPU106xWZR5+iSl5+cvLTA++I7edv+j7Bh6xgniUXBWGbUhOHewbXYu2dZ6DoGh2fpvdLw0zf8KQ+Mj/B7972SZNU7v+Mg2sqRgzG2WSNfqJNV7YVqK45h9MJyaS+KGP3qr/4qQRDwzne+k+FwyMte9jL+8A//kJ/5mZ95zvOUUnzwgx/kx37sx/jhH/5hoijiu77ru3j3u9/Nt37rtz7nuf/oH/0jHn30UX7qp36KXq+Hcw7nHHEcc/fdd/PTP/3T/PIv/zJra2scOHCAn/zJn/yal7H/s3/2z1hcXOTf/tt/y3/+z/+ZJEm46667eMc73vGcUn2AIAj40Ic+xNve9jZ+8Rd/kSRJ+MEf/EF++Zd/+UW/70033cT999/PL/zCL/AzP/MzrK6u0ul0OHHiBG9+85u/Vh/vRaN5vkQYjQkVrbMFW9cFvOSbnuCBj13Pg5+8jmK+RMYlOjRI6Vjq9FlIhoTSEMkSi8A4wScfuIFj/60gvthnPgp4arbN0o2r9DsGhMIJn9bSI39C6R/dva5BBobJ4YIrJmI5myW8uEW9oVnvB94BtXToYYFs68pMsaqECbx+aLjsS+c7JyEYl9hIIRsJTkuEdQTDkqKmyRZqOAl67J2H91K2+pJ9F1kZt9DSMndki32NAZMyINEFjSCjmyWkZYB1fj67o4S8HRN1fcsMFyh0NyVsBN59VwlqayXxM5twZR2TZQR5gR4MIYq8hksI7PzeNuv9bzzP8JFlrBaYsCohjwNcpJnMa9q3bXCg2SO3ikP1LR4XS1xYS7xjrrnaoqV1xqJX+4gwwPYHqFGObASozKKGOXLoI8l2ruXLdPUexPnzs4SXBxx+3xouCn1aTlXKnNVNpJIQhdhOwwuusxIXatIZxXhRkrehaAogYLRPki5UrTRy35HeplAkykeSNktfAViT5Dcd/Coj+8oINjRzD3vn+aLpnecvbrThmTpd4Hy4H7E/raqloN5ICZRhkoVYK8j6ETjBo4tL3H7zWR7KEjbvW6Q9HJK1Y27bt0JmNScfOsiRxzPfIkdA2d69nitbsOiBoH/C0XkCkis+BWpDSd7xDZvn62Nur50jECWpDRiUMVvDGmHXd3/X3bEnw4BLUyhKrzfLjSdFpcHVE1wSehdzLfd0fQCooaJoOO+9VgraW6WPLrcKhHRIAVJahHTkVmAibyBb1hWDG2ZILqc0LlqeOL/Ey4+f5a7lkz5aJ0v0SywXrulQWokQjt4o4fceeQVmECBbuw/PNS6WlDVJMDCIrT62PyAKj+KkINrKyNshvUlMHJSIlZj6uheUb7tXaypX+pYB7cBWqUMrdrSLeuRJhzCQbFqeHi+iOnuaaiZlwLAMmYnGbGU15KWYL5y/gf/z9YLbmhc5Eq2jlOVU4eUpj2zuR08c6Zw3KF270CG9NuB1jSe4+8AJ1i/tQxiByhzjpQi13cQ48fpRWXiz2HThf0AT2U6nw7/7d//ueY9//OMff95jJ06c4M///M+f97j7EuOGmZkZ/uAP/uDLvt/s7Cy/+Zu/yW/+5m9+xXF96WuCT+d9ucfvuuuuL/v493//9/P93//9X/F93vOe9+wYNt59991f8blnzpx5QeM5evQov/M7v/MVX+v/aYwXvEliMAIkDK4z/I2F+/hc6zoO/7lhcFBTJoFvfCphJWlyvm6xkW9ZQWChkOz7lKRoClb/+gJLn02Zv1+wuq8FoUWPNa2zvsKnrPlmpGYPugYApGOybNi4JWYhaxJtpECdYsb4TWyco4chJlaVC7ZDjUuEccRbqgr1+zL3oqFxIt7pZi4LR1n3Joy+I7jBRJLRod2PeSurMcgjtj61hIkdGwcbuIkmOa8p6w57dILWhjD0m9RkGFHPIN4yvmpLgosUTkGynhNc7ML6JnY4whkDQmL7A8R25Vyg6d2xn5Wv35v4+uRT+zmkvG9U1haIgzFrdyToY0OySU44jnh8tI9iEtA54cmNHkpk7he1bfPN+sUJ+YEO2UxA84lNnHME/Ry1NfbWDVGIDTWmHuzoTHaL9OgcJpYk5wbIja7vMH/tMjItEOMxNOq4mSbpUh2VGv94YZAlpAveZ0rmAXldkLerNgmFN5ILxn7BNiE0LoNc6xI3Y9JrE7rXRl99cF8B0aagcW5M0QpABAgbMDkgfRuTTBBuStIwQlWuxINZzfyBHkmUM8lCZGQIopID7R5/uP5y7n7iembPQDofMzlYUlc5nzx7HD0SrN8e4SSMDu7N56p+tMfwfIv4iiKdhcuv9KQ4GHoyqVI4+9h+/o/yr3Co2aW0klOb85gnm8ydM0SXh4hJtmPeSFkiihI5zJGDEViHSyJPimIf0XXBVV+j3SLsCrLWtnu/27EC0GFJo5YR6krwLRx9bRiTYAYBed33ZIw3JFG3RKyHbB2o8frZp7gmXKVragTC7LQEWRm36Y9j4iRH1VPG4z1cIwL0yPr7arYN/QFqZZ2gvh9R+JY7w/U6bm6MnviGvdsaKSf92ouDoK8I+t5s1UTb9hm+TU605Ug2DGnHm/7e+6e38oZrr+WZ7/lqg/vLYZ1gM6uzlSasbTWpXRIsf6LL+Qev44snbiC9LuW2oxd5+cxZFoM+gTKM9/m+kTgINjV/vnkzP7Dvv/P6fSf5T61FxMVtp3yLiWTl/eX3saIh2LhGUNZf2LU9bQkyxfOw7dprA8ibClHAo5OD6JGg/sQaQb+DjRTCukpsKilj6XtbxRIbKMKBo/nMhDN/rcabv/lz/MnsnRz9k5TB4zVU4EhWHfVLOWXdpyWCIS+4YuDLwTlfiuUCx/AIRL06jXMpohQk+4eYpA5Zjh6VqNSAqvxnHMjCEK9O0OMQUelFEP4kiK3ST9rfcLJwyNyn0raua6KO7l6EuBAP2Zf0uccs+TYS/QA9kr78uyeYXInJA0duBGhHuK6Yf7hADwuyuRCnJPpKl/rFdexgiM0LT4icRUYRolEHIRFKkp9Y5vw3JYS3b7EY7c0h+PgfeKKZN/xmnDcE5WzBXzv+KFpa/uDTr6R5UqFj+Iy5BowgLPFETniH69oViw0l3WsjsrZAFjPULgxRg8x3/m7G2ED5Xl9KkDeiHTfq3WDjloiyBo3ZDs3zCU4IRsshwsTogzczmVWUNUEwdMQ9gR4FYC15Q1B0DDIuQQQ45duTyPOAgGSjJNrI2Lq+Rt4WXtdVrzp7a5+C2wtmnyjRvQlqnBMMI5KNgNFlvaNtswG4NUVZd37Rt4KNszM44XwEwEGWah7dOMTpi5q5S56cDA5pZOr4+NMnUBdjUJDNOoq2xWlHvLJ7vc5gvc51N13k6dYiyRMxyapPNfrooqN5oWDuMUH+qQWeaSxiQojH0Nk0hL3tZovCk59mgihL3HCELMqrj9ciTBLgtMQGsvIo29tcl3XHZEHQPu2Jhii931agLc4JlLSEyjdsjnXJMCrY7M76MUmvvQsH/t8WRvHR9Rv4hLyO3Gi6WcLZi3OozQA99Kkqd+2YJMmJk93fj9seXyaSTA61CFrXIvopwdoQF2mkBTlKSGshQSkYHfDEqH2SysHas6TtqtCy5k0srQQxEMTrjvqVgujKCJXVMaEk2oLk0zHsgRhtezltTGqYKwmdUyVyvUdTS4JBgv40bDWO8L7rrmF4e0oQlZSzln2HNxlMIuTpNvevHMIuSmaCEckVycxTGSoz2MBX7gbDEqdCop4hHEomC5qi8cIOslNiNMXzEPc8AXDSV2t1Hlf88bFb6TwJZDkqM+hBhri84U9zYQhag1a4OPQupeMUFwYUCwFH43Xscoruphz8mEMYi17Zwo3GRElCXSvKfW0mS7tnRkI4nPWO12XD0r1OofKIsCuxB6SvLDPWe+Hkzrch2UZV+ajHxdXql6pZoUqrxVgJnJLYUPrHjGN4CFq13Xf0npiA3CoW7rpEZhS9T+3jwCcnbF4f4yTMPWYpar6hqU4dyXpKdHIV16z5VF9aYNc3sZMU/+ElMgwQ9RpIhYhCJjftZ+32kPFtEw4srmCd2HHn3S3iZ9aZXDPvw9RNH6aunQr5b+dfhQ0dUSYo6lA0HSJV3m4AdnoYhV1HslGSzQSMFwXpkiHqKpKLAtuMMInGbhNX60v2nWBPxGhw3OI6BaPjkuyLCZ2TBcl6yWRO0z+iyZt44qYECEXQD1GZ8alS6bClROUw+/iE4MwqGEN5eJHxwRqbN9YYHId8vmBwLCDa8tYfNnDIPTZ8rz3TB2OR4xQ5mKAGMZO5GYoWqIlPS/pNTRBc9NVcOvN90Wzgo1hO+ShNOPLarcEBRVmH+nlBsZXgdjQmDlczqE2N3kPR0b6Pa85cOYQ8mlK+ZMj6Rky8qolXIRzCaCkgmDjvaj5wuEqnZ0PB6EBEw1iCSbbTFysapritHq4sEfUaLgqxkcZGvljCKW/qumdi1LDeDykWJBsGNcqZ+2LCpm2S7U+xTcF8Y0SiC0JZMhON2Qhm0Kk/JEzmJWHfIAo/jvP9GdZX2szs69NOUjr3RTQvlMjCsHUiIKXG6Ljk2v17q1x0WnhfMy1wIqRoh0RrY9RqD9eqM/OIoHddXEWXfOGLLH2rJ5V6HZgqfDWu1aAHgnhD0DpriDdzTKQYHm/hFGzcojCho3VqT0PmwWcOoUNDFBfEhwac/+YGwSsPY0Ovr1z4gmLmkR61c2A+HVK0QjZukegbLFI6ok2H+Uib/9fgrQRxSTzxa7XqZyggTDPEJEOv18BabLvGgk3YvOGFEf4pMZriefCl617YGwwLonXBZLVN66EV3GCIfCaDssROUt/EUEiEFDstPYQQWOdQszPI4TyPDg9gRxoxStHPXMQZg8kLRKD9v41CnBQ73kG7QRCVWG0phiE4SJct/X5A2IXBag2dWq9TKC1Yb8SHc1c9c6xDTXLU9uJaiX9FXuC0wsURthEiSv/78ZE6ZcPRG+zeVO7cYIa01AzGMfnFOgtnLPr+k+z7oqa4+Qhnvy1BZoK5Rwydz69gV9exgEgi8rYm6AeQF+AsQgfIRh0RR7jSwMIM579lHvvaHvONdVpWYqpyPLtHHyNKQ3y+RzCsUbRCTCh9as/5Srh0TtM/onyD4VhgtUMY308s3nTU1ixBN8PJmLCvmBz1pM60QsrYG206wU4loKzEvCrbfYpHLqYcmO9ysNHl08X1zD5miZ9ZJ9xskqxFmERVJqXVhr2VghLEGw53KiCdd+gR6K0xdq5F/4YO67cLghv73LR4maW4j3WSS5MWFwYdSiMZDBPKy3sIgwLCVK7wRYnLMsRgRGOhzmQ+wiRVC5UQrHIEI0H9SukNSatUiQ3FTrNmYR1WVX3oQq/tE6YqQa/8sKLzoe8bV+4+RSwLaD4D43HiS77bjvRgTn6NwVkBPR81UZlGlL460WmINgStMwbdS3GBZnC8TlETzHXrqCz3qdVGjIsCX02ohNcIqqpdxx6JEU5gapZwtO1x5ahfLhgeCCnKmH4noB800PWCmfaI2WSMKARhr8QEfjzBoEBPQsZFwMbZGZqnFOEBw12LT/Oem/cRb0pU7hjvd5iG5eVHznFn58zuxywEToidKkIb+so3kwTIOARr6ZzMaFxSTOY1wfiqFcUg1ggDtQ3jnds1mFBR1iBvw+VXSUwjxAWW+IJi9nFD45yrjGT3JnuQ2lFuxNgswXRK9l27QTPKKK1kmEWs6hmymRnKxF+n7WcKgqFjc1gjzzXNkWPmL86z/Gca24iRw0u4zS1cFTV31oEUiP4AUUuglfiCmxfY/HZKjKZ4HiazChyEI4lJPNmJ13PMbAPRTMA4hDGorICihKLAFYW/KNMMt23x3x/QeUzwuaOHqT8TwGCEHY9BSHAWV5QwHkNZEjxzhSDZ/SYipUOpEluTmEwhlGW8X1O/JJBjicpK3HCIaNZw2yXUxvqKp6LgOW2ulfLVMJMUk2WohXkItE/ztGK619XpHxVgLUVv9/qA888sUD+jWXy0pHa+z/hgA7kwh13boKxrwq5g9omS5mfPYTa3cEWJUAqx1adxMkBuDTFSoJpNSGLv9xVH9O9Y4uI3Og4dX0FJS268iFUKxygPmGR7s4YoD8yi+ilqfYBaxy/Otci7PFtLdKWkcTYkn4ko64rJrO9LVr9kaVzKfSQyN7533tEW4WVNbdVQJpqi4bUBemKxwjfZzduSvC5we1itarUMIRzP9GcRmfDpUmtRaz2Si9VqGUcwSXHjCc455MIcwaTBMBSoicCGcOZvzFPePOL1xx/mGzuPcUN4mRzJpmlwsZihpReRwrGV1SitZNDYYwl5UfpCAa0QMoGyJD65ynK/g4m1J3Q1SdpWqMISr04Qeemr7KSkbAQUdb0zd74yrOrrVngzy6IhyJcseiJonXbU1ktfGLFL5A3Bxp0l1127wtPn93HwAwpRSibzAXlLkLd8NDGbNzjlUBNJclnSuGCpX8p878R2HWF8g2okuEYNl4SYeuhTZ/r5pMjtLRDqLSUsOCGJNnJEaRkvaNJ9FpkLwi1fhWZCTc8kZOuC/RcNwaDABhKVW/TGiPrFGqWRXHfjBcbXhtwy6z3ybr/pLA/FByFVJAsDXK75zsXPs6B3bwJaVh5mO47/BUgcZSNATRLkOCfYmuBkjY3btjsSCNREUbQsNnBsRpZ4NkUIR1koil5EvKJpPw3NC96vTeQlgxtmCAcWE3qt4F6gg5LchaixQKUBq+M5thYnHFvY4NDcFqu1EU/ZQ16XaCCbCTCJI99MkENFvOn7bbo8B+soy+LqAR38HgNeq2gMMvVVyeIFnr2nxGiKvxRlvN36AMbzCmlirysSPvQqjPfMEdb5CoeJQY8KZFpCaRFZzuLnegw2WjSf3MT1/ALgjAFr/IZaFjAeI5RCtndvlgiQTsLKINDhrMA0DUVNE20KorUxdjRBXLiMqCU+/QeeyI3HPnKkFCIMEEHgI0ZS+OeVJSLNcYHGJNqL/0Y+tWP2kJa6/v8aoa50ca06K3fN070zY39jieZ/OkP00Qc59AmNMxZTpclEoBFC4EYjxLkcB8haDbRGSMnk5gNcvCukdusWR5KUwkqsUaiqoWVvElMYRSPZW37HKV/e7qIAF/jPr3reHbpsxchBij7fQ69oUJJmFGJrEXKcgVYUszVv2DguUVmLxQe8MWI6K1GZLxMu6sq3wqj7dJCusoW7xaGOF/le7rawnZILdwW0Dh+kcyonOt+F3gC6fTAGV5a+Tc1Wj/qFNuPFOv1rLK2Xb/B9Rz/PXbUnWdYlAYKRs2xavdOeY9tgMS0rz532HnNp1XwLgDLHlV54ry5vobTCBX6O60qBEojSp4NcoK6Sm+0fJQh8ek8pLzAu68J77BQQ9HwbHVE69B4a9tavGMpHAnqHYg4vb0C+QO2zp6jtXyRbqpPOBZjQp6ad8JVPcbckuTxBrfVwaYaIo52qR3+9aWyodsjQdlGEU1V0Ue2dGLUWhqRZQPfaBvULjmImIW8JGmd8tVM48FHksibQY8fsg5tw8TLu8H7M/thHI4yhfsVw7lIblkEry2cvH0ZJRy0oEGNN47Si/eE64wXJ0Vev77Sz2A2s8p/92d5TZSwp6mB1neSyQI4yZOGLY+oHB4zPtBCFb5skMwEjiTrdpHPK0Dg7Rq1dxvUGuDz394IQmNtOMNonfS/D1O2pjQlAs5bRXxQULkFYgasb5ttDpHA8tbXIZq+O3jdmedYLr3tpzPp6k+BiRPtpiM/3sGmGMwYRaGSthkhiMBY78G7fQil/oTuHmGTIsub7Hr4ATInRFM+DE4ACowB3tdGntVfD1cZ4sbMs2TEEQyiECZGmar5ofO+reKOgnEtQ8bXIQVqlsqwnI9b6CI2SIHe/shkjcUYgtUNFBpMpUA4TO/bdZ1AX1ymNwQ2HMBggtEZEUdWKJPQkKPDl7M5aKEuwXnvkjPWdnauWJVG/shtQgr1ElDduazE83MbeNOTg3AXkJGbjljn0X38FtUsTxNYQsV1lVniB5s7bpQpZryE7TczSDCuvbVK+tsc1syv0s5hRHhJqX81mnGBjWEMIaNcme13TyGZDdKx8X7BKqyWasa/iKgzFYhP2t5CZIe/4lSgYFJjG1UiVEwJWVln4YBd3YJHR0SZOCIqaTzWYUFAmvsokrippnNr9yGNVEAaGjaROkWvEkYLuQcnmKxSqu0C0uY9g6MmCVT46VNZgss+y//rL/KOj9/Dm+jPMyQQlIowLyFzJwOWkTnGmmOf+4RHOjWa5Mm4wmMQUhfItH/aC7a7i1qeAyTLMJEUoiYgjCEJP5sMAFwbYWoStBb7ysrpYROlr8PXEeN1crgBBNHCVdYIgXvWtN2qrOTIze2pT4TS0zpdcuX8BfWOfdkuRHFqi6MSEvZxo1TeodYFPm4rCINICkWa4qnmtyIvKzwtP9JIAFyiEcxi9HSnyURInvVXBXsYMkIQFi80h9hu7rLyigZaW+cYGkyJgdauJWUlIViXxmiPq+WizzQvkYIKeNKv7wbOTaFXRzWZwiSGeSVloDakFOTNflCy+9yFEoLn0a8e5WHbYNA1e9VXG9hXnW/gKUSGrn9YTl7wpUXlMPCkIHjvLDb+oEVqD2cA5h11ewCYa3Z34lPxgBHmB2z6BSOnXyVqNyX5fWWhDyMOqAfMeoJUhjgrMvL8/Ftr+ez+zMUt6sUG0KSkajvXQ8OoDZ2h1JgwXIk4eWOD03D7G+xdIrsxTXzWEXR/xtaFEjwr0lR5uOAYpcEtzDK5pMZmVlDVBujAVX0+xS4hnSW8Q2062wrcHqko9rfO6BGmqfLOr+gkpsHY75y3Im2AP+NSVzGNU3vAVb4qdnmVW+ddR2e5XNq0NrjoNSOkjRraQFB1vCeCyHKEUrnKFdtbhJikir9JqUvgTBvgNSEofQYpCRBT6hreBRjjvbKwnlmAgd0TCu0Hn711goWoY20tjQm3Yd+dl8pcpNtOIUXcOtbFUdZ33okmVOVTmT23jfZLBtYZwYcxie4VIl4yL0HunVKSotJJRFqKVpRFnWCf23CttMqtQldu2LHzvOZUGqNxrt0wsMaGsfudF/Nls6P2JMgPGYVoRwdwMLtCk+xtYLdCZo0h8XzAcO67kRU2QteWeTqlPri/inCBQhoVZH7kMpEVJiz5mkTiUtLTClMVowFLYZznc4ni4ygk9pC1DlAiZuJzCWlJn6VrJ2XKOJ7L9PDVe4tK4TTdL6I9jJsMIV0jI90aMui9doH4xJVgdILLc6yeM8ZHWqt+j/yKUT7MqiQoCdBhUhL/yZ6rFiKKknK2TbGiytqR/1LcbaZ32Who9Kn2bjbzcU/PbMpbo1LJ8T4n7dI2w58fplCBdiJFlVGnHrCdFziGKEjdOd5pJu/GE+sWMmhbIrMTGQRUlklXUiB0dlS89h71K54RwlFaS6IJX7D/HxAR0wgkL4YBoucTeLBibkJWszVPdBR5/aonOY8vMPpkRr6XIYQqTlHgtZe7hhLzhfZuKRsDlWgOrYTaF7NU30D0RcuOhMzwyOcRWWdv1mHdIoQAT+PVUp1e1NMI4yHy6iSzDZZlPM0mBWt1CNmq4OPAvEUf+YOgcQkpEdVB1SUQwNFVPSUkZ4+/RPWB7DarX/Jo0yQN6eUI+Dggm25YoMD7f5KFomaPtTZo64+bOCi95+QUmLwtZTRtcGHQ4t9IhPuu1cSoP0dfUiPqWMhaMlhTjA45itkR3vabthWBKjKZ4HrbTGdt5621h3k6n6W3+IqEMQAbPCmM7dkRu0ridPz9bsLf9msKCCX0YmMLtyUV622Nku+WFNRarHC4xrN0REIyupf7EGm4wgiLHVSc7TJUyEBUx2s5RK+VTVHGEq3nBp0kCTChxQlQVe34R2i0kjl4Wkxb+NpRCMMoDrJUoaVle3qR2pEDiqAcZsSrJrSI13vRxrlrIM6NJS40p/AKnpe+ZNchCJllIEuXEQYmx8mtCjEYHBLLwuX/hfOPNpDSUupqb6jopq7JZhE/LWqUQNvBCbUAeTjCBP+EKW21uyl8TJqEqfwcbQVFjT7qGYTchSApcAINhQpzkLDSHRMqvlDWdU9MFnWBCogrGNuRsNk/X1HhC5oSipPasErPNssEz2QLPjOZYmzToTWKyQpOlIWakEROFEJVR3h6wdoegd02NeCMh2Zgn3igItlJkb4QbjnGpL4BwRYkrC1zhPGGSCjXThqUFnJbI7hCXZqhII2xENiMYnihQPeWrCxsKNTGYJEAEak9miSYUCCuRuUGPDaLwAvLofNefuALto0XgiyHyotJ2ef8qR4DIMsIza7g4xHbqnhAp4e8/XWmKtvVF26nCPUaMZmIfBmkEGcdq63xh6wip0UxMgBaWQBq0MMwGI16zOGQ0d4lzt83w+IUlWp9usvCgpDjSoXs8IG/7SLupeRsFlxh0rWR9nyRrTYiCPjWds1HU6RZ7IEbKO+FvV5TJEspIoKRPj5rYV+M6Y/yaJoXXUwrpq4gDffW7DgNPro0BY0F52xKkJOimqImmaIWUNbnThmi32BrUKK4khF1JtlSCdIiJItpUfl0xIEtBnAs2zBzd/TXazQlKVv3/pEUJRztKCQ9usNZq0LtUp3HWW4ikHUXW8a2H6hcEZjVAOEjnphGjKfYIYRzS+YtLFg6KqmTa4SNJBc8Rs+1EkwL/n3DiKlEq/X/bF/12V3XhnH8ee6sqCbTZqbbSylAUV1MJxXzBymsC5lpLNM5N0Ftj5CSD0kBZ+lSZkt5yQF294V0VJXKhxsYaU9PYQGJivyDLAtRk96vxqAjJS00clCjhIxax9uX01RQzLjwJ2koTjBVYK9HKopWfeCncjrB6O5uQGcU4CylKRRLlhNpQGIWSFgkUe9ys9cS3NQAv5M1bgrKmkblvsmuDq1VO4dD/LCNB0RIUDRClIN70jW7BX1NFw3e2V+nV+bSBD92bsDoJj3c/ZtkLKIDZ1pgoKOn1a5wbzaKCah6lQylfCiwrTZZWliQodhbj3KgdTVlW6IoIBdiJRvUUwgpv+GgERcsiSvmCq2D+MljtyGa8x9DgqESlMSqN0eMO4cCnqoOxJRiWqEmJqLRBLlKM5yL6hzVFXaAnMwRDP7eTBcHwmhK0RU30jpYn7wQ7Bxw92b2ga7s5MA1V2R/4xyUgshLywt9/1vpIRlW8ISonciGEL+TY2EQc3O/vu0pTZCKxIzbeHmswccjcYfbQtxDAWEnpJFpanhnP082SHeIMvo1FKEu0tGhhGRYRmdEc3reJ+euS829oYExGs95jIcoRwhGpcod0J6ogUTnWSaSwzARj2mpCJHfvMm5Cvz5vW1lY4ZCuOnAqEFZiWzVEt++Jj9ae7CiJiyNcEmADiZSVtKHcljj4a8VVJNbGV/tFysDbh+wFRapxkfUVrZnEJQZXM+QOrzmazYlrOdYKQgFhUNKIMhJdVJ0A/CFPCEcrSmktpKzXJ1yJZxj3t2mNQ5aQ+T96Ef/hF5YDFO7L2TFPMcUUU0wxxRRT/P8h9qgMnGKKKaaYYooppvj/HUyJ0RRTTDHFFFNMMUWFKTGaYooppphiiimmqDAlRlNMMcUUU0wxxRQVpsRoiimmmGKKKaaYosKUGE0xxRRTTDHFFFNUmBKjKaaYYooppphiigpTYjTFFFNMMcUUU0xRYUqMpphiiimmmGKKKSpMidEUU0wxxRRTTDFFhSkxmmKKKaaYYooppqgwJUZTTDHFFFNMMcUUFabEaIoppphiiimmmKLClBhNMcUUU0wxxRRTVJgSoymmmGKKKaaYYooKU2I0xRRTTDHFFFNMUWFKjKaYYooppphiiikqTInRFFNMMcUUU0wxRYUpMZpiiimmmGKKKaaoMCVGU0wxxRRTTDHFFBWmxGiKKaaYYoopppiiwpQYTTHFFFNMMcUUU1SYEqMppphiiimmmGKKClNiNMUUU0wxxRRTTFFB/88ewBT/6+EXH/k2/q/7Xkv7/ojBcYttluhaSa2WceviCm+YeYJrwlVWTZOxjVgrm2Q2YEaPmFNDAmE4FGxwVOfkznHFhNyXHuU/nn0VDqgFBacuLhAlBelmjMglOIg2FU/+i3+8qzH/ldrff+4DsuL8QoCUCCFwzlUPCZCi+r0EJf3PZ8PZnd8L9dzfOefAOv8c5/iztd/a1Zj/+cPfTiRKaioDQOEIRElNZsSyACC1ARZJIAyxKIhlTl3k1GRGiEUKh8J/rsJJDGLn7waBwX9O6ySpC/xruoA3H39kV2MGuPN7/zXSOISF4QFJ7Ypl/XaB6ZSgHGojIOwJhAHhIBiAHjtU7hgvSfKWf9wGjqJjmTm8xdZmg+SJmMlBg0sMRw+tcbS5ybfNPsScGnKxnME4wVuv+8yuxnzkd34JERranTGjcYQODPPNEY0wI1YFjSCjpTNaesI18SrXhKsc0X3i6jJRQiCBtLqGFFAANSEYO8f5skYgDHVR0paGSybidL5I3yb88PWf2PVc3/KT/4bhccNLbjvNQ2cPIi/FIMBqP/92MefI/g3m4hHjMqSXxQDMxBP2J30CaciMZitPSE2AlpaGzohUSVOnRLKkrScYJ9ko6jRUxnwwZGBifv7WP9rVmG/9x/8GlTusFjgJTvnvGwvSgMocsgCrwYSCYOSQxlHGAhuAMP51bCAwEbjq9pPGX0fByKFyKGqCMgY9gbhn0GPLx//s7bue65d86GdwTjDJArJRCEYgAkutmWGtIEsDbKqglKAcIpOokURlIDNB2XCYyO28nlP+s9jYIgpJ84xEZmBDKBMo6w4bAAJO/eRP7GrMf+W2fw5a4pTwax3gtMRVa5zT1WPV74RzYEFYh8wNovCT7QKFiRQukJSxwkYCJwXCOGTu0BPjn2+d/zdC8Bef+9ldz/V3feaHuKm5whe2jvDwfcdonJcEfcfwsKC4ZsLNh1aYi0acGczyjfueZH/QZU4P+aONl/KJz92EGks6t2xQD3Nm4xFv3f8prgk2+Ler38BHT17PG655mv996S9QOFKnAPj4+Do+vHYTf/z17/6q45sSoymeh7vXruPmY5d4Klng0GyfzCiunJonf6rGp4/W6B5NuLm9QltNqKmM1bzFlazJNbV1DgUb3ByuEggYWSgQPJHv5yMbN3LloX2YumX52jVPivoRIvUXbXJZovKvweDllxKcqwvVDiESsvopnvW8q0QIKcBur8bV87Zf59l/3v77LmGcxAqBdRIpbPV2DiUcYUWEWjLFIAgwxLKgLnKasiDYJkMIjPNjCIQlAJrSL3apE4ytZlQRIimsfy/srscMfqOadCQIKOqwcYvAtEsohN/8Do2wRxxFpnFWENdzSmURwpFlAfkgJFwJCAYCPVT0JrM0ru2x/MYr/N3lz7KoBxzRWxRIPtS/nX1Bjzvis3RtsvtBW8AJOrUJN85foXQSKRzjMuSaxjr7wx4NlTKnhhwKNuhIfzFeMiGp0yyrMftUSE3Aps3pWknmFANhSZ3C4Mn9GdNkSfVJXcBysMUN4vKe5tpEULugeNBcQ9AXICGfM8SXNOEAzHrM6uMHOHOoJL6iaZ32BPTRuyy3vepeDBLjEpaSAUn1mSJZMhOMUDgiWRCLgtQFHAw3MUjWiyb7gt6ux5xsWITxY89bAuenHiH9rWO1/7tTYGIwiUBYT6KEAVmyQ6jA/11Y/58TYLVAWIcTeJIYQFGTWL37exEgzQPyXGP6IUiHbhQIaSkKhTXPWlcciFwiJxI9Fojy6q9E9fnQDiedXyokuNBiIomaOGQuIAGTOEzN+oPhXmAtAunnQ4IwDpSfa1HiCY6s1ixL9SU4sNb/V61pwlX/xjpwwn9H1ZyWKJQSyNIi5N7mGeD21gV/2NMF+sCYkauBA7eU0mmPaOiMa2przAYj7u8eIjXHec3caa6prfHgkR7d1SbrK202xooryyN+o3wDN7Sv0AkmLMwMOJJsoHDUBNSE4aF8jtOTBWai8Qsa35QYTfE8nHpimYPXrvJN1zzFR05dRzEOoWYIewr5ZER3KaE2k3M2neXJ7j5iXXCo3qWpUm4OV2lKwXt7t7JeNLghuURLpTR1RtgVpJGgE08AuDQJcKElWlMEw6snw93AOeeJj602fSmvRouUBK13SI+Q0v/e+ojPsyNJO39Wz4o4AahqlbbWv48SOCfAmF2PWVVkKBCGSBaEVbSoLjNSG/LZ8TU81DvAme4s3a06LlUQOJJWymJryOHmJq/tnORVyWkCLEW12W/DOFFFjST2WZNbl9muxwyQtwUm9BuSLCDsCWyksJFF9TVsaLJZA6EFI6AOw80aZBJhBSiHiSHqQtEE07Ckk5A1Vee3z7yOrVHCeL2GHCnCnuQXv+e9HAssn0mDXY+5uW9ILSxwTlA6yZHaJnfUz3C+mOX2+BwtmVKTBfVql3u6mOOfPfodlPfMolIYHLf8vW/4JN/V/jxrtsHAxqQ2ZEl3qYuClshInUbh6NqEjpzQlMVO9G63mH3SMJ6XmFj6CJwBNdFk85ayIQj6gqgL4pxfyocHBU4J4vkR/TKhX0YkqqCjxxXptkgcQxMTiZLCKVZti7EJsU7Q0imWvW18Kvf3sk59VKtMtomOwCowsfDkaPsWq8hQMPGRJOHAKn99bZMgPQGVV5t3RaDinoWef65wnjjtBek4xOUSNZQVaTMEkcUYiS0lUjkoJGoswQqCkUClgPAEz8mK9AXWE5RSgADiEh0XTLIawkqsgmzWYdolQrvnnLNeLIRzuC/9vpxDlM5HkiryWP0Pp0QVkXvWmxoH0lXkyHlitf1Scvs7ACN8ZEpK4V9/D/grjUdIneZ4tMoPLn2Cx245yJl0jptql3hJfI7Uac4UCzRUk4kNOTOc5anRIuMypHupReOUpqxBulwy1xzxzYuPczDc4FIxww8c/RS3xucJBBhg7ASBKPn61lMs660XNL4pMZrieaidU5yXC6z1G1ijENIxv9BnzXTQm5rVboP/u38HSlmW2gO0tMyGI26KL5I6xaPpHOeyWeaDIYXTfGpwgkEZkc06bKvkUr/F1pUWIpPosSQYCGTpKOq7X5DFNnGBq4RIa0+EwhBXT8gPzrBxU4wNIVmz1NZKotUxsj+GooSy9KRnG18afdp+rCJfAnBfmoJ7kfjj87eyfmYWNZSY2OFCf4IMBoJoSxAMHeHIsTxxfgEOBbJswDDhnFjgt5dv5v+4yfHqVz7BWxY/xZIekDpB6hQDGwLQEhlGCIrqCF6r0nS7hbCeEAkLkyVH5wkQTpLNCIQDlQvkFY2NHEXHUBYKvR6gRwIbOMK+IOw5op7Faph7WKDyiLyRkFzIqJUWk1g2bwz4pu//DN+QXObxPOJHPvYWzh7f3ZhvW1yhFaR09Jj5YMi10WXm1JBbo0tIHKGwfiF1MHaKD/duhg/PcugPToJ1uAML/J79ema+ZcRrak/TUhkjGRAIg0E8J5pVFzmB8ET1dNnhxB7muvzBdWLhaEpLpEosgmEekuYBcUX0ADpBQT3IqekcLSzH6+vUZE5m57FO0i1rAGRGU1SMpKFz6ipDCocUjrae0FYTpLA7qdzdYDLrCYGwFenJQRUOWVabrvDEqIwFRV3gFMjCEYwdOnWePEV+R1e5f0ynPgrlpI+A+JvP/12aKpKkvtrIvjJc7gmPDX1Ux/UDzGx1r0uHLQUylQR96T9bCSr1ka2i7vz92yyRgcHmCocE4Wh2xhyd2eJ0OMdINXCxJWhmaOlwTrCnu9E5sAKEq0iS9CSHq5EjjKdBLqhSbAJ/QAG2g8fCWoR1WOmJNVwls85/DCSVgkBIhNobMTqijY+S5z0uljMs6D63ds5zfdCnKTWQ05EX+Fh5A9fVLnMk3mCzrLOZ1xH1ElloVA5BJ+W2uUvcnpylIycUTnNDuILC8WC2SOE0R4N1bg/7xGJEIF7YRTIlRlM8D7KAaE2R5XVcZGnsGxIqw6HD65xnHmV9TDzrxdjWkAO1LhMTcP/4KGf0kLGNdhbZc/kc//WTr6R2SRJEYNqCrdUmIpUg/Xs56aMQe4K1zyEy22mzbVKUHZnl4usisqWCcFXjlKSoByStJrWVEL05QqR5FV6uYspfmj7bJk3b72Pt8/RHLxah8hGn5IogHIAw/sYNRo5wUCKMI74yRpxdQbQajG/YR9FQyNyiMkt7Ypl5wvLMZ27gx/7GYd75sg9wNFgHIBalDydLHwVJncUv13tb1OJN69NpCxJxaIw9VSMYVKStgGDkN0WVwWhZkyz3GLqajxDVBTKHxiVDcnmMnBRQlLgkxB1rotISMSnIZ0OyN/T54blP8sl0kX9873dy5I+AH9jdmE/UV7m9do4l1SMWJTVZUjjJwIYYBLMyZWAVHxrczu985uupnQlYejxDxBF2bQN5RVE/1+H0ZIFvqD/h54GSWBhGThMIg8LSkRMCYWmKkk0bMrLRnub67df+ORtlg56p7aRbA2HIbIAUll5Zo1/GRNV3HEhDQ6XEoiR1mtsaF4hkwbgiyYEwBMLQkhNiWRCIkstFh4GN6agxsShoqgldU9/1mE0idjRE28GMwlWRCslzUmAm9MSiTAQmEeixu5rCcZ4wOSnIG6q6pjxRchLKxN97KvPpw71EnP3ABSI2OOUwWm6ffAijgjzX2EwhHOgxhD3/frKEoilwGlCOsJ7TqKWM04g809TqGa9ePsPXtZ7mqfZ+7mlcQ6wLCqtYG/o5dnaPax9UBAmEMziqzV9UkSMpQPrYpZP+M7lnSQmEq6JW1q8L7lmpMrfNQbdTm86nc7fJ025R4Mit9ek0mbNRzJIXio6cEAtDJDQLquCm+AL/dfNOvrixTGklsS5pt8f0j4TIUrCvM2QhHPDfhzfw6XV/anrt/Cn2h10UlrGNUMISiHWWlUG+wHqzKTGa4vkQoCYCt1wQXgmYDNqMVYvjt1/k77z88+wL+lzMOnzk/PWsbLUwlR6nFaXcOXOWa+MrHAnXSV3An67ezPwDgtlH+owO1xmuB4wOO4rW1RSUiXz4fS8nPmeelQCQ0qfWAFfl0K0WBCPgikZNvKhTZVX+vK4xcQs9yFGDFJH5zfq5c/IlkaTtlN0eNEYNlfL3Dn+W+GjB4K6Ec9ksp4bzPLqyH/l4g86TPh2RzyaE7KdoRpR1hSwdqrCocY6yYGNN49wY/mvC283f5Bdf/gFOhFcIhCdC1dmVmiyx+KjIXqEyR7zuGKzF4KCxYggHEmEdUdfPjYkFmy+BTlCSDgR65BBWkM7CaL8i2lDI3hjCAITABAITaxTQP6x52fIF/vez38HDn7mWg/cYwu7uRWivrj/NAd3f+XvqFGMbEIuSHMmardE1Ne7vHmL5o4rWk1u4QFHun0GXXmyKgG6RcKlss6AGNGXhozkYjMtInWTTxoycZIDFIFnS3T3N8yOTg9SkF9vXZEbqQmKRs6R7BKIkDQLGFfnKnaZwCoVlYGPWiyYHwy1acrLzenWZMbIRG6ZBYM1OWrUmc4yTGCExTqL2oEMTlUjaExyuirCr3cYpdlKxOH/vbwuuTejneVu4LLLqZ6UxUsXVlJmPPl19TbHX6zpwCOVwJT48IhxKG4Rw2FxB6aNbwkLUdztRr7wNZd2CBVMqlHQoZZHSUY9yOsGEgU0onKIW5FzXWuXMcI5V18BagSl3z+jcziGtIjhWIIRf81xFRK9OUjVHrkprBgpVWlxZRcWMRRQWEcqdf7OdonSi0ioJn7pze2QOl0rNsi45pAsO6Q3qIucjg5v5ZO96vq79NLdGF3g4O8avPX0Xg4fn0GOBnsBIQjrncDWLWB6z3Oixljd5ZHM/F1ZmuebQKgAtOeFEeIXf33wVH1i5nb+9fB9LQY+LxQz/cPmrj29KjKZ4HqItx2RBoDcCyppDjwQqlZz+4gFOtvZRn5lww8IVjsxs8eTlRS5vtliYGXC8sc58MAAgljkxOYX1J72N25r0j0ExY9BzKQxD5EgRbQpU5kW8e9IIbJ9yKm2R1xs5nx4bjEjOSJoz82zcKijrPp0TdS16bJnMadI5STAMaZ0NCK8MEdaCsTxPAPDs6NGzCdIuEAiDFI5YFHTCMddHl7irpTg/P8cHFl7CyeYh6ucVwVCi9weoKuYugaKucVKg+xkyLbGxpn4hZfGDCf+y9iZ+4ZY/5vpglY601KQiqE6RBYbC7WWiYXBI0jpjiQaGYKAoE0G8lpOsWGTuCaWNA/pHY5KlAZv9OtpercbJZy02EMiiRltLdG8C1eI8XgrpH00YHTJ86pETzN6nOfx0jjQWG+x+A1HCslGluwqnCITZEb0XTpHagMJpvnn+Mf7bjyoevf8oBz9qqT+14Yl2I6Gow2zooyqFU6TOAmZHR6SEoy4KRs6n2OoU5Ht0RJnRI6yTxLKgo8aEYuB1Y07uiKbzZ+1S29GkXlkjsxqD2IlaxSIntYEnPQIUllgUBKqKKNqArqkxMDG1PejQtlNegN+MbXW/GP9nX+0EtvS/l9VPp/w1IqyPNtnYV6aprDo0SZC5QKWeEJU1T7hU6pCF2LPGCOGwqUJMFHoosYHDNCXGSFwhEYX/UCb0hAjnI115y+LqBjKJLSTdQYIpFTowaGlZzZqsZw0eXFtma7PBeH9Iab0eMCs0zuw11OXn5jmRp0ovtBPhed5n9dVrNlT+CrUWUVqEuaox2q4k3BG6P/vf7lGAXZMlDRGwaXMUcDzoo4TlC5cPMTEBHyheyhcfOsrcA5LFvo9QCwt6YsmbisERxbARkpqAROZMioB6e8Kds2d5ae0Mi2pA6jRDE3F2dZb3lq/kRGeNS6M2//CGrz6+KTGa4nmoovLosSBtG4yVhF1B2JXYcUC6pbm/H5M0UxbaQ2aTMQdrXW6pX2RR90ltwMVilljkXO43CWPYfHXOzNyQg+0erSDlU09cS9CTBEMv0MzaX4OFbfv0tP3TWbDSR5OGYxrnUwYHa6gMaqsWWTpPimb9CUiPoEwUuhYi88IvLF8aXvlSorQX5SRgnagqhyQpAaEw3BCt8A8Pb/BfanfyiS/cRHJRocdebxRMHFYJylhR1iQxIFODMBaZG9pPFIj/u8W73vot/J83/Gef2kERCX+rKwRQfsUxfTXsv3eC1ZK8rbHHJoyOCsyjkmhrgljbRMQRbl+HbEYy7iXIria/NkfOjhl2EygkRSAZpgoTxjQuBeixIW9KutdD2SqpndPEm5Kw7yhaCic0erx7ofu2VUHhNBLrq/vUBIkjwxIoHz2ZU0PuPPwMg4Mx//j430H81iz1+8+BiVCFJxNNmaJwWCdIK8LZtTFzVRottQF1UWAQxGL3YwboqPFO9CZ1/vowTmKRFCisk/RMQmYDIln4SlGZEQjD6eE8f376RsKg5OsOPMONtRVqMqOoquiUsGz8f9j782Bbs7O8E/yt4Rv3eOZzz51v5r05KCWl5gEJkkEggwWGwrIbwqYaj4W7ut1lh6urjRsJR0cY2VG43N12hG26cDnocskusBmMDEhIFmhEiZRz3sy883Dmc/b8TWut/mN9e9+bkoDUOXLhjt5PxIkz77322t+31rPe93mf1zQpnfIESVSz5zPHJHQmFtwfdBKVm0V0ZOmQ43sHoWmFmk+t+YiRqu7LWCsfbXICCGEmJJa1ODjwGht5vMsaeRCgxwI18dGJbBXKUVALdOrXMYts+VQx1NEqbf15SVlfrFJI4vWMQBleOFhFCsf+7S7RtuL6ZJXG6ohWkjEeRwTJ8TR/914AdWRzGiGq5QDWAgonxSyN6RC4SEGqCAYlalyCtb7qzNWv8z52IGqOZQNPCI+pzycVji1ToATEQhAA39f+Mp0HJvzO/gO88KkLrD/rkKYm8YXDBgIbCpKdkuhQkGwHPF2c4cSbeywmY1/phz8w7NkGL2YbNFXOqeVDtvtNnipP0B+kr2l8c2L0GvChD32ID3/4w+zs7LC8vPwH/t0TTzwBwCc/+cljP5c75oZ7HIRDS9mXlFYQHCqcZOYnUnYtTjrEUDOuElbbQ9pBRmkVYxsSi5JCKHIbUArF6E4LFQvedekKTyy+yEHV4HbeRSiLU15wXSVgo2/S651Gi+4vy78vn14sOKqGr6FVhUNlniRNb3QbCEwjQBQRYnCf3gh8Bdq02s05MOZY75PCUTrNyEYYIYilQAmLQdAQBe/qvMIXTpyhGLYRTiCNmKUYZOXTWcLWJ0P8CRAhaL00YO/frPD3fux7+dCZXwYKUmlmUaPp5yOP+3efJlxbhYdPoLTh2869zPPN1xM0Q1TWwHRSJhsJWEhfCim6js7KgL//un/D740v8E+/8h5sociXfH2xMIpwKDEh6JEg3tW0r1uvb7CO8YqiisVMf3XUuT40DWJZYFDs2cbM8ylzAYGoCIShdJpN06YhCv67R36dn3zvj3DxSXw6VsFqOGBNFbM93zgYOE1mA5CTV/lIDWw80wUdFZkNyFyAdZKW8imxsY24VSzSqxKujpb40tMXCA/83DgB4oERT5x/iZd3ltFfbKEPHb9x8U186sIDvPPkdR5v3SQQlb/W6shTS01YUsMZcTwO8sU6UFHdX3kmkAZk7je5Kdlw6r7okgBZ+YiSU/XvpjuUvY9Iyfs+i/u+P65UZ/p42ldLlh3jhcylhMDiRH3QqvU2Tk3HjE+HTTNQRiBKQVFq7ux3KDdTXKNC9xXBQCAqzUgnFE1FNdZE7eNVic5wPyl61euSs7m5XxtkIsF4RaMnmvY1gRr5VPV0TRFOzHRHUzLk+OakLe+YiDvVAotqyDk9ZFFqHgscYeN5rmVLPJU6op5hsqzYeat/j5NNRfdlSzzJCQY+ujW8HbH1SNun+Jyo9XMZhzalZxJuZ11GRchic0ygDAfXF17T+ObE6JuIf/yP//Ef9xC+KTCBQI9BTxx6LJisOWzoKzCoBKJT4cYKGflQsRSWRBUMTcxz2Ulu5Is8fbDBII9IbypMiK+oqe/OpWDEmy/c4O5amzu3F1GxOW7gpa5Aq0vz7/cpUsr/LtDIrCTop3Qe3+VgtYG7ndC86cudoTacCxQmFESRIgLkYHJPkD2LRPlT2Mzo8YiYpnF8tVgI1m/gRvjTfEPmtNOM7bhF2QSrBML502y6adETS5VoXKpxdVmzLL3gcvGZIbf+5QU+9Oe+n58+++9YFwaLIxCSSBy97B1ApikYQ7gzQj61iD0rGS8pZB4xeqTBeF0QHXjTPlkKwp7gYKvN7UsLZDbwniqFRJY+rVk1BDp3hENH+0ZFMKoo2gFlQ5JuF8gqpGyIY/nUvJSvz4hF5gLulF0uRlukIvfiTOq5R1A6TSxHnAt2KRcMKIWLA7JVy0PxXRpCUuIYWUfPBgTC0pYZwKziyyAonCI+JjFqyBxVpz5b9XMYJ3mqf5Inb5zGbcYsviBo3apQmaXoam43E76YnCG73aTbd6S7lnAgKF9o87tnX0/0Jyre2XoZi8Q6QSwrMhswEhFjG9FV45kx6FFgQq8lsxKfSjOebFQBSH1PnD0tfJtqWBC+0ktWDmd95ZQ19wgI+MdSxfSeE7P/0RO/Xh0H3/KO5xhXIZVVFLXgcWvYZDj2pplxVOKAQdrAJL7KEiA8lJjMyw5cqCCtUEslSlmyYUzYF1ROY7U3vVQFBDsB7AYEForRMbfhGbGsI2lTcjT7/tV/bmLv+aQzS9ERHDzqkCam/YrB6q/2gWNmkXC/Rum40f0lmbMRbTJ2gtJB5gyBcKwpw48v/Q7Pv2md3jOnGJ0QfMs7nuH2qMvN0UnKRFB0Q4JBiR5XxDshL26vkkQFS40xSli+OLnA6XCPE8Ehm0GbpXTEg61ddosGt5e6r2l8c2L0TcSjjz76R/6NMYaqqoii41Wr/KeEcCCNY7wq/QKW+1STKrwRY2YCxGrOgyd2eKS7ycnogKCOMV8er/O5u2c5uNMh3FO0dh2jU4IbwwVaeoOT0SFvSq/xjsYrdOWYGxcWuVMuMDbRrHLmSGM+ue6/uL+SrIbTykdTpKR525JXir/++Md59uJJPnn9QXq7KWokCQbemRYU0aGkaxvElUVMcmCqQLy3+AohcMes8JrCOoEVU+dqSWk1l7N1trY7hL36fahFqGriF9jRup55CckKgrElyiqcFrhAsfLFQ27bC/yff+SD/OyDH+W0shgcpTMc5+qzF09jI42NFNEB7GRNJmuCdFdQNgUmhrLpN63mLUu6VXJXRHz6DQ/x5Z2TyGsJQeFL952EKgWx49Mok2VNeFhgQkHREMSBROWW6MBgoqOndxb1kFiUMzF0S0586kx6w7fMabI6PBGIir6N2TdN1ECBtRRLKcHJERv6AHO/uSYCiaAjc5RwdfrMa5BCYWYWCUfFNDUwTW0ZBL+5/yhf+dQl0j1BsuOI+oZgVCEqhxOaZFMxGiySDgTSuFlJe3JgSfbhxrcu8K1tAxgKoSmdZmyjmbD70KSz1ONRIKvpxjwlOnVZ/TRF4+4TU2e+ymyqM5LGzUwcra6F2pGP5Dp5L50jKjfTIrkISimOXa7/IyufB6BwitJp9kyTLw/P8FJ/BesEr1+4Q0dPeHFljd9Lz+CuJYQ9QbRbu3xr79ydPZ7zlrM3SFTJ3lKD7bUmSlqsE+ydaGKMF/04IxHKHi/UNU2f1fCO13/A3wr/t04JiqZk53HJQ996he9deZqPqA8QHUToUYWto0ozbRjce8+cn/fjLnsjpzmlFT1bcKcKuG0i2iInlZaOLFmJh9w6K8hOVNwYLHL91jLNfW+lUDYlwVBgEsVkVVAWmnwcUFnJS/EqvTghkiWnwz22og4AkSx5cXd1djj/ozAnRt8Abt68yV/+y3+Z3/qt30IIwQc+8AF+9md/lpWVFeBrU2nXrl3j/Pnz/MzP/AxFUfBzP/dz3Lx5k1/91V/l/e9/P7/2a7/G3/7bf5vnn3+ejY0N/tpf+2t/TK/s1bDKiwtN5Bel+xHvO2wgcacqzjS9WdZB2SBVBbtlky9uneHgdgc1vmdIV3QsjcCHae8WHTIbkKqc72k+y3ckd7gS7HKlWOVCuH3kMb/0F1Z9brwEaQSinN7IvOomdhLGmy1eOrXGd3ae48GHt/ny4BTP7q7T6zcwEwVWMK4ETkYs55Zg1/lKNfgaQfZxy/WnZd5TY8ZpGuaZySn+lxffTHw5Jhj6jW36OpwSFK3aG6Z+nbL00SJZWSqtcFpg0pDF50YM/+kGf/aDf5G/98Zf5NuSPewxUyXZWgoCsq5Ps/aKmGzVwnMQ9Rzptk+RmtCX5xddTbrt+PjnH0OPJM2bngxNVsBpR9mEbElSpf7aC4cx2YKsIw2SKpH0z2h6l46+Gi+pIQZB5gIaouCkPiQQllgYSicZ1WF435bFvyf7punnPQqZrAZcWLlLV/o0WuZ8UfSiLCgRlE6SW1WL6asZyTLHrCE/NOms7DizAYGs+P1PPsTGpyvKpiTeLb3FQWWpWqFPOWxPiYY30qxiQTj0PkCjdcUJXbBTtWd6I4QnhsYKlLSUdXXbURH27lWeQV3ZVBOfaZWTjxi5VxGl6LBCTQzZcui9jSqHUdP8Tf3gwj+uqE0HRZ2VMxHH8kED+J3hJVoqo3QKiTfDbKiclXhI5SSpLJA4lsMRQWAQY0/WRhuQbkL7SoUNBMMLIVpYVqMBF9Nt1KLXnSlhGazHHJYJlVW0gozlYEivOoaj+33psxkp+kMqZZ3w8959ecLCi5argwv8L++LeOCx2+xePs3iC+5eIcuUqCrA+oj0MSVzMzyZnUFxnT3b4KV8nVvFIsvBgNPBHg2ZsxoPyE6WRHcDDp7fYH3HEoyrWmjv16/+2ZDsZIkChHSMBjEvB8u0VjJfuan6pCpnPepzIjjky41T9G52XtP45sToG8AP/uAP8sEPfpC/+lf/Ks8++yx/5+/8HZ577jk+//nPEwR/8AnrH/2jf8SlS5f4B//gH9But7l48SIf//jH+YEf+AHe9a538a/+1b/CGMNHPvIRtra2/jd8RV8fVSKoElH3s/IGbdRGbbPQKpBbRWQVpfBVPRMTsJiMKU4oJllAsZsgrkhc4Hj7wjUANvMOr4yXGZYRLZnxzuQKmQt4anyazarDO4845r/+gV+dVRm1aqOv0vmNaipwLp3ioGpwUKYs6DEvZifYLlvsZj5c7hxQSeI72of5BZQtjZpESCFqn6NvrvbLOu+X4r3YvL7oxclJfuG5txF+pUHYu0d+3H2+TwhI9g1qYjGxJBgaZO77GWnj/GaZVZh2RPu5Q5L/V8p/831/nh9936f5qwufp32cMYcCJ/z1kexZNg/b2IbBSUkwtuiRJezD/iMBw3OGZFOhx9C5rHDCezTZoCauhdeTlE3vDTNZEWy+3Z8IFy5bnIK91ynU4z2a8rjqfBjYhEAZUuGJrsJRAg1RsqjKmcHjNBUmSnBRyHBD8r7F67SEo3AwsP5vWqIiFq5OB2g6IscKgRQlmQnoqtfWguAPwpS4TKOpQxPTvA7R1pigp73/VlHitEJGGlU69MTN0k2qFLMU0/4jGvHuAx5v30IKT7Z8hNLO/I2+GQj7nphZ7SOHpq40mz78VGjt2054US0jnwIuW5rDBxXRoSPdMTjl0z4qu3ffOX3vXphGo2xQV4odA5/fO0cryGbrSFxX642rkMIqnulvzDzAnAMbO4rVChFa0qcDWk/ewaUx/TOrPHtinWJJsZH0WA6G7JUNro2WmFT39okTaW/mP3Vk/EGk6P40mrz3tVOCMpWUjZjmzYyFFyu21Uka79lh+C1jglFCul35ysFpZMiBwM0iRt8MDEzCtWqBzIbcKhZ5frgOrHM2XaKlMiqrWN7osT9aZPF56D65gxj7VLJLIsq1NlUikBOFjX0PROsEu7stfuvgYW6f6vK/3/hd3hjfoCFzSqd5sL3DVU68pvHNidE3gB/6oR/iIx/5CADf/d3fzdraGj/6oz/KRz/6UX70R3/0D/y/OI75D//hP7yKPP3ZP/tnWVtb4zd/8zeJY5/D/p7v+R7OnTv3n/Q1vBYEY38y0JknSaK6J7izoaBsOiJt2Z60yMKATpAxqkIsglONQy62d5iYgN+V5ykbLcB79gTCkMqCnknoVQmZC/hyfnq2IN/MFo885n957R00woJIVby+e4dFPcI4yXIwYFEPAU9CVvSAIKkoneZqvsJ21sJYyamlQ6wTXK+Wad5UdK9kXvBZWZwU2EaE0NJrjsrqVS1FjgNfeu1P5wrL9WKZ/+mFt5N8vkHztvfPMQHeJTr0TR2F9ZtA0DfoYUHZDpGFRQ8LRFEhpQQlEFmOrluWhJsDHvg3Cb/60rfymQ9e4OOnjj7m0aqisW2I9y16UrG1nUJaMVnURD1L0VZki4LJukOPJK0b1pc2pwITCXTmMCPfSmRaom2ie+mVarFCjwOqSDA8GSDf2KMsFePN1rHmOsBwUvcokGTOV3TFypAKg5KGlpCUwhE7Q+agZxqEfYELNMNzhm9vPo8SgoH1WqJpKX6LColjRU0Ipq4RQObyY6fSFtWQsCYtjTrCM/zOEcK0WXp2hFlI0ZuHiKJkcDZmdEISDByTFR+BEwZP8JuOc++6wfef+Mqs6mzawsQIWTco/uZUR1WxqEXU9wTUjtoBO/fFoiYCFwN4vVE4dFQNxXBDUbQd8R5EeyW4gCrycziL/lb4XmDyvnYg5p5m6agojWIsQpwTWASj0iGEwzhJZSWFUVgnZtHdKnVQCdIrEc1rA3AOF2mCkaM/itmM2/SLmFQvsDVusXPYBCAMvabycJJwRS9T2eNFFf0hxXkX/q8iRG76UTeadbWreN4RHF5MmZwqEUnGI+0D3r1+lX9/7W3Eh3X/t6/DM50QdS+1Yw2ZG/kiN/JFpHDcHC/wysEy4zygWpW8e+EKS+GQR5Y26bd6PO3O07zeRB/06wh9hAsksnREe5JMhOSNgsfW7/IiqwxutbmaLPLUwmm+tfkCmQv4/OhBXu6v4ORrG/icGH0D+Gry88EPfpAf+7Ef47d/+7f/UGL0/d///a8iRaPRiC9+8Yv8xE/8xIwUAbRaLT7wgQ/wL/7Fv/jmD/4bQNHyG5iTkC07qsRvWGGv9u7oVohCcW13kUaSE2pDb5RQFhohLY2kYLExxhqJDUCNJJ87vMDbO9fIbIDEcTHZoiFzLk/WORkd8N3tZ47lnbK12UVFngTsjhusNwdInO/jlhzQrGtrA2FIVU4sfGlzK8iQwvHG9k1iUfHL8g1sd04jSosa5ojKzvLywL3Q9Tfh5DTtXxaLchbZ+tjm61C/36J9wxAMDSaUFCuKYOhdsMu2Rk0sODWroAN82iQNELFGjmsjRKUQg7GvpgsDlLGs/0aP/s4GfPvRx122BEOlaF+rGK9FqKGgkorxmqBoKy8Uf90Qdytl+fehcbcgXwgYnfDXQ7LrU4PTdgoqx2suhBfRNl7xr2lwRpAvWdztJtG+otU7+pgDUdW+P5rMedfoEEPmFEpUWAf7ztYRFIgEbJVtogNHtZTQOtNnQw/InN8o0zokEgtDICAW3i+qdJaxc4yPXSLlkbmQ0lkU9Yew/FeP/Uf+p+QdjA+6VLGgm1U4Jdh6f8H5jV2uvLyObJa85dwNKivZzxrc3FpgJRmS28A3Ja4PI03lT+GxKGbPF4rqWOX6JgFrp01I60iFBKGB3JuW6kktylY+siRLR5VIRhuCYrVkWAVA7E0UE3Gv+myqWzLTXmqA89eNOGY092Jnh7aeYJD0Sp/eMk5QWI3ENxzOjMY5wSCMKAUEfUV611eHZg+tc/hgyHhNYK2gtJLDLOGQhNJIwtAgpaURFUTKUFnJIIuojuFj5O6PGAnx6giRFDjlCZENa2IkPbGZrEL7TXu8eXEb6wQnk0NSVVA1LU4IpLUzIvX1cNy5fmW4zM3+Ao8sbfLG9i0auuCZ/XUqq7ztBJCokhPtPjce7DI4v8DirYiph5yoHKqA6ABkKRnFCXeaPk3mtGPcj/n43YcYr4aMTMSTO6fY7zVes83AnBh9A1hfX3/V91prlpaW2Nvb+0P/78SJV4fvDg4OsNZ+zeN9vef448DeWytkoyKMKk50+6wkQzIT8PRLpwi2A1RfUxU+RZaHERiBHCiE8cZt47LBMFjwguCBI0wE1/u+TPL5nTWMlay1B7x+4Q63xl0iWbGWDjmrj345yp7GoXHasWta9EcxjSQnUF70uJH4XTWVBXldXq2wFFazM2myGXVYCkZsDZqEA4csjDc6q4z395iW7R/D0PGrMYsmCAhFxb5pcuXGKot7Dj0yVImsRZ1gQ4kelJQNhSwd4aCkbGjKpj+Oh4c5CMF4I0FPQuLbA0SWY7st5GAEeeHXBOtof+HWscbtBPQuOYanNeVSBVYgc4lJHZPTBtUuOL3Y48adFBMK8oWA/hnF6LQl6AtM6K+TYOQXVxt43xsTi5n+pErBxI6wL9FjH204TiXMyEbsuSZdOaYhc1p1p/kAy6iOnEgccd0zLRSCy8NV0l3D4FTEG9dewThBBnSlJXPQkiUtKcjc1IvFp72M9YQLOHZ6yjpBiSeK0+q0WJS87/SLfPS73l5rdtrI0vFtl57jXLLH7rDBJAt4vH2LlsrYrZr86/6bqJz0DYuFT51N03OlU1gXUTrNwMS0VDbTSB0FRfte9G9WZi+oG8gCTpDsWZq3MtQwxzRCZGkxqaZ3PiGXULYtw9PyVY8xjUBNCxHstGQe6rL545HR1zVvzyJ0hyadHVYyF6BwDEzMsC4S6eUxIwdVailbClEanLinc3J7EWZBstHsYxFI3KzSrRnktHTOXt7AAbE+RjpN+vlB3SNF035oru575pv3Ci9gn/bCjmClMWQ5GqKwHJYpDyd3oVtig9B3ItDiq4jEPY3Rccv137V4BS3P8UC6y/c0n+H7W4ZfSt7E7x2e4dMHF8mqgDvDNquNIUo6xiuShXYDMZqAc8i8IhjXac2aHBonGPQSgkOFKBV3Biv8m5tLUAqEFbjYQPDaFpE5MfoGsLm5ycmTJ2ffV1XF3t4eS0tLf+j/ia8Swy0sLCCEYHNz8+s+xx83fuitX2IpGNHRY7pqXHd7D/jbN04Q74WozBshOu3DyVXqy3NlCWosSHadD5kLSA4MJtGM85C9rEF/r0FyNeRGu83tcx20tuxlDQ6qlPd3nuZ7jzjmM//B1H5LkioOcSqkipvkoeC51irPhNOKFuc7X9/nzhv2BbfUGWwI0T60r+fI/gRRVtwzSZsqn929qNExna/HNpxpFqRw3gun9PqusulbfzjlO3hbJagamrwtsFrTuOtPdCasI3trCeFBQTA0FG2NWkgIRxNMK6JaStB7E+Q483bD4fHK9ZMdx/ABC0Jy9vwO16+vIHv+GletEmcEt/c62NgSTCSqsGSrErmSwTAhGFni/RITSqqGIm9JTOxP/8L6KIOwEAwF8Y6bLebHWYyVsGQmINYl3ToymTlFQ1bkVhEISyimxENggZuDLs2Dkt75hEuNbZRwjK0mViXjWqC7Z8AiiZXFYsmdJXM+VadwjNzRKy0BYllSOH3PpVoYYlFyKd7kL73nU9zJu/z71uuQOyE/0LyDdZLT3UOu7C7xzGCDE3EPLS3nlvYpjOJWsYB1glR5IfGua2GdILeaRJXk1rsFHycFOL337y/tnoquhfH+W+lWgb58G9vvo7RGhCEqTdgoV9jfS8mWxMzAcfa4JYjsHklSdXHH/dqlY821uJeLS2VOWD9w4RQNWZDpgJGN6JmE0lxAFYIytb4fmRDkC5p8wVE1vZnlOA85s7ZPW2fEsqyNOQVR7SF1N+iwkfZYCQdHH7QQdbmfuCearqvPXp1WY2bwaLVA5vDK9jK9PCbWFVI4Hky3abQyTBiiClH3ursXHRdSMJUyHVdq+T3NZ3k0vs0zk9N89PBtvKVxDYD9rMHeKCXPAqpScdj3hoxqAcrllKAoPTEqDGHPazzyrnpVJZ4oId4TxHuKslk7/rcdlXSg56m0bzp+4Rd+gbe85S2z7z/60Y9SVdWsGu21otFo8Pa3v51f/MVf5O///b8/S6cNBgN+5Vd+5Zs55CPhTy98EeBVIXfrJK4f5onGdAABAABJREFUsviCj1qM1iSNG5aiKRidkJQthx4Kkm1HcmBRE9+tWeUWcULR32+glaG7PGS4t4CoIN9PEEsTtnotfmvwEL2NhO+9cLQxp8/c8TdxoL0G6H7X19rHyGnlPyvhT1laYpLA9wiyDtMIKFONnhhPir66X9oU91sCyKOHwX3rhQIsdUsKhUgMNgwYnfCpqrBXoUP/HLb+7O3xvVhV1y0WRmuavKNo3s4JexWjkzHFwjrRfoGoHOPzbcJ+QnCn51/bMSArh+oUBJdT7h600QeaeN8TuH4nRA99OXJUCJywTBY1tYaYKnUMTnnSl94YodshwgQ4pSgbteAz88+hM7wQVEHRUvf513zj6MoxgfakQuKwCEqnOLQhsTCEwkeOAJSrOLSarZ0OnWFOthRzKtzHOF+ev2+CVxEpgJEFpCFzjtxp9k2TlpzM+pgdFSMb1Sk02KnaRLLEOsHYRgSyYiUc8O2XLnNwLmG3bFFZyVo84KCZcGPgo7SJKllLBjy7t06oDIkq0bX3GMDEhEhhZ+7Ze1WDts6OPOZpilSWNXFxIIxPn8UHBj2xmFhhz64hr1lEFGFWFzDNkKrhCx9U5gnUVJssa3+j6YHGKTH7fuqzU0XHixiVTrNVxYxNxLTzoqyrFOO6Ee/YhPSrhF6/gbRAaFG5Yv8NHbafKHn9A9fphmP6RcJSNOJisk1LTWYaLuNkXRRiWdCjV/WxOxLq5rG+Oe+9CM9UaO3kfYSphj+ACMzVBneTFLoFjXbG78enGd1o0yrvizZJ/7fTpxI1WT3Gsgf4qrTf7V2kG4z5zPZ5fj1/lJOdHqMiZDyKcEbgKklZSFRiMG1LthQS7GioyZEem/o6UIiJ5HCYIrXD1RYm4cBhQ8FkzdJ4oEcSlmxf/cODGFPMidE3gF/8xV9Ea8373ve+WVXaG9/4Rj74wQ9+w4/1d//u3+X9738/73vf+/gbf+NvYIzhZ37mZ2g0Guzv7/8nGP1rx4qacGhDMhszspEPLdsUPZDEWyPK8w3CgaN5bYSNNFEvpGh5v5lkryI8yBFFBUKQrTfIlgRCWYpKk4Ql8cUe1gooFWmck5cBUVBya9Q98phdHHojviSEyiKyHJEVOGsRZVn/Xs5y8UxFeMKXhDugSjQmkbjhV2mI/jA90TGayFZWMnQRUjgqK9HSkjRynIrJlkBNFN0rFWGvoOiE2EASjB1FSzBeDYl6hujOiKoV0T/tT1ZWS4JeTr6g6Z/VtIH0ap8kKyk7MdVKC9U/ntOuKsEMAsISwi81ifYdwciiM8d4Q1K1LOGuwknH4YNyVjpejTU0Df1HDarQxNuabDFksuTdhIOh3wjTnQqVGZ8eyQ1OCqpEHkvXMLAJp/UhsTCvcqcOhEXiGNhgJqbeMZKb1SJqMwJRUKxWbOgDlHAEWEoniXAUdThDCcfNqsWKGlE6WXsbeYHz6JjEaLts+xRfvanuVw1iWbJbNpkYX/CQqJJGmpNbv5x3gzGtMGdn1PBpnLqMtKwUd4YdTjUPyYHKSbSwBNLMIpdaWmwlZ491FKgCsD5VOiWzvvGxj4BuvSUke92EIBS4ly5hIkd0fkBVGZwzKJVRXW3SfcEXgkzLxr3je51+rdM8wtSmphbCY0aMrmVL7BRNxlXobRdUSSQNkay8pUMVUTnJsIwwgwDlgNqNfv8heNdDr3ChsYsSFtJ7+q2RjcgI6DImEIbCKUKgq0aE9ffHRt0bbba+qXu6rKncbepmXTZ8dD/dhMmKpHAhY+V48sZpOi9JVGF8rzrlCRKqrkZz1HP+1Sm2bxwf/vQPgIPveMPzBNJyuNMk0IZQV7hK+r5vpT9gibS69zqMRRiLMw41Kb13lPIR8HwS4CpJY0sQ7/uK1qAP2ZLgA+ee4U+2v8yf7/34axrfnBh9A/jFX/xFPvShD/FP/sk/mfkY/cN/+A8Jw288XP6+972Pf/tv/y0/+ZM/yZ/5M3+G9fV1fuInfoLJZMKHP/zh/wSjf+04tCE7psVm1WFkI4YmZrdsogf+BGK1oHmnRL1wHZXEqMkqVSv0EYxBjjwcgrG4JGKy1Ca7lBHGJXHgQ7ZxUPHQ4jaFVcSq5HPXz3FhaY+VaHjkMdtWiosUJqk1N1sG8hIRhr4B6LKvCEGCCeQszG8iiSytr4ZKJCaohdb3E55jkJ8/DAZJ/qo2FyUPrWzz5dNNdF8yPiFI9zSN/QmqJm2+nYJguKHIu5Kk2QbnNQNFIBhuhOhFjalPz+FBgShKUAI1qXChpFo6hm8KoArLwu/rOpUK4zVB92WHyizhoSK4OMStCSa9mPBOgD7w7teIwOtMuhVlS1C2/YKmJ74HXNirUJMK1c8RxmDjEJTAJIGPDhwj0LWu+gSzVJlj3wRf4+5snSRzAYtqzLVimWTTP3dzZcS6HhDPPIoE45o4GASZ1QSi4tB6nc7UL0k5S3CcQcPM46awmpbOGFQ+ujwxAbnR7Ocpi9GYhi6YmIDKeTfr3GhGk4jndtZoxTmlUWRFQO+gwXbapJXmNMICIRyRqnDOexjFqmRchehjWCNEhxZVeBIjy2kK2n8/XlHItx/yw+eeA6Dz8ISz0S7vjK/zUrnEC/kJDqoG/8q+BfdSA1m62txRzIjxVIR9P5zi2JVSUjiaukDVOdtQVlgnmZgAi5gRyXjazdmCKCRFR2BOZCxHQ0qnyK0mVQXWSXZNk0hUpCqnqJsXh8J4cbuDbdMgt8dIbdfRoq+GE/dFi+5fv5yfq6Jr0RNJ2PPi5XEUEG5qkl07S8XNWrMImE64k/d6aR4HqlGysjAgUhWD3PeW27nb4fTpPS6e3uL63gL5bjJ7bbIQ6MxnL5ySCGMQgwolBcLF3iV9pGle1Sy8UKIK6yUFBYRD+IXOu/j8xXOoFxuvaXxzYvQa8KEPfYgPfehDAPzyL//yH/h3X90j7dy5c39oL60PfOADfOADH/i6z/fHiZELGdmIVOYcmpRnhyfYGrcpFix3nmgRDBzploOTa/6mM/40ISqLPBhgFttkJ1JUbhmvSzqdMcNRjJIWJS0bzR7ftfgcgTC8nK3xQmuNpWjElcFrC3N+PVSdCBtKhHFE1/dxW7vYLEcoichaqGZMthx7YhT53kGqcLUNgUQU9lWVL6+ZDB2DNCksSGZNQqVwbCR9itfd4NkXThP2NJMFhR43kIVF5g5ZOBIHRVNiNWRdOXPDrlLB8JRAGoUe1Y1yC4NtxZgkwAUSUdpjV5TsP6QJRjBed5Snc4RyZPsxwkpUhi+7nWj0XkCyLWjdNpSJYFRJgpFjshIwWbOM1gNaNwuSzQpZVMhx4b2iAKdrQasOMJFEDw2qPPpmPTUwBGr/IV8JOI0cRcKQyorS+ed/ebxGum0p25rl5j4NUTHd4xWOVl0bXtSpkZELaYgCIyyFDWYtQsJjiq8nxm+aU1JnnGBQxmTm3tK9lzXYFyl5XTFVWklWaqyRDHsJo2GM0gZcHbmdBBxWiizxj9GIirq1j6PnYsZ5+Jodgr8evA8asw7sus4WidoscDSI+dTdB9m6ucDrH77JO069TOYUm1WH7aLNTtFCSp8i0hNLESjsLDXnwxYmvFemj/BEQH51w+dvEA8nd3205z4U94nQp6X622Wbr7RPYXsJTlsmq5ITa4ecjA69uF2WtOSEUBhGNiKWJV01mmnEFJaRjRi7yPfBO+7Ba/r/1tXi61f/evZ97UEXDhxl31eIitoDKrmlad5292wW7k/JSepUHV5EL+G4IaPvvvgCm5MWzx2s45ygtTHAOcGbl2/y5sY1/ofxd1DmDVzgqCaa9EAgc4sLtCdFWVGLsAP0xGFDC5FFDyHeHCOzgmDfH6wA2lcUZWuNjfK1RcvnxGiOr8Gh8WmZUBisk/4U1ejx8voKEyKGD1X0HgoQ1RLJtmT5qdIb91V+UTl4rM143bcrGJ6xvHVph3DFUFjF5qhNqkueHp3i9Y1bDE3Euc4+ExOwO3xtbP7rYettMcLC2ufHcNCrG77WN2+eo/YGyE5Ithz4qijrFwDhfBmxU5Ks40XAwUQTtBLESCCqqbKzXnTvbyp7zAXNpzgsWlpSWdSLasXj3TH2IcEL+RmCvkRNDMFWnyAJcYECIagaAVYLgn6BzCtsElB0I7JFhQkE6W5FfGeM6o38c01CqAwuDqg6x4wYZbW4ttYBgGV8AqxWVAlwIyEqoPMSOOnJXNqvKNoh0aEj2bUMTiuksahJhd7pI4z1FYDat+AQhcVFdVp0KuItjk6MblcLrOg+1kkWa9NFT3D8+1t6TT6pNOQOXh4sk25XZIuatqq4WbVpyWxGUBbrY7PB0ZIFgfMpugaGWJVkLji2vgigVya+n5kq6VcRw9KnXqVwhNIQq6qO8BhSXVDVaZkiVCymEyorkcJhrCRQhoYusAjySnshsKqorJw5dA/yiEZUYI5BjExUi3wDL6Qvm/hIRW0aqO9EbPeWCA8lz1Rn+XvV93Khtcu1wRK3ex2yLMDuRaQKJkuasumJTzh0RNa33yjTemOvGypL446lQQNY0kO6ckwq87pFSsCK8sLoKYGWwvGCWiNNcwZpBE5gmpbHFu/y7c3nsHXln0HM7DimPRGnmOo2fYua3rHar9xv6igcfn0Swo92+v3MasRrE632/ycsTNb8gbB5XdaCd0nU9/ecN3N8dUrOSV9hd4xMKwCHRcKXv3IBF1ve9sgV/uTyV7hRLPPRK2/iN81DjPsxRBaUQx1qmrcceuLnbbZWOIeTcqaDCps5o9MB9vc1areHGmczEbpyjgBwwWsb+JwYzfE1ODQp+6Y5O+GcT3Z4enASdSum/QrsP66woUVoQd71vWuq2Ic6XRpTtH0OO+8KXFrxxecvgIPmyogkLHlud43fL0/y4tIaJ5I+j7Q26VUJB+30yGN+/Z96nrvjNof7G6zsLSGHdfNXIXBxSLnWYfstEePXZWAFzgrEWCFKX2puI0fz/CHLzRHXnt5gQ7ZJtiJkYerN2c1E26I0iNo48TjlGdNT+dSfJpAVKWARvG3xOvKNjufNWcJhTEsLwq0hsjeCyqCqCtdqzCrM5KSETogsa73PyGDTAFHGyIM+bmcPyhJnLOH66pHHDD4SVbQF6V2QRcjkTEnY88aNVUOQbgnGa44qrZt7jg1BPyc+CIgOvAYt6kWo3KAPx/70V1WQxGy+b4NsWbD8dEVyd4zTEllZTFT3uzsiWtILYBvyXsqrKyeAIXNec9SVkkBIrleOW4ddTvYL+qcDutEEg2BgY1oyQ+HIHQTCb5iHThPWruWBsBinODQpbZkhj9lt0zrBcuTJ7XbWJDMBy/GQpi4YViGRNLQC7xQMfuPOrTevDGrStxiMKJ2icorDIqGhCxo6n1WjNVXOftmgtIqleEQoK4pj7Hxh390jRvXhQxb+67IpCHoCPVCoEoKR4trwFK8kG6ixxGkfVQpGwhuCxrXXVd1TTU8sZUPN/I8IwOBJ+lQkfFSkIqclM2JhUNLRImOxbgEzReEkDZlzunvIczfapNd9v8KtSZuuLO5rRCwxwn8u6wrFaTFL5gIObUosSt+w9zjjrr2LvrpiUziH4x5hchZk7si7ivG6oGxbgr4k2pM47W0UZO7T4nlXER04dF73owteXR34zcCXP/YIl369z63varP6+JC75QKf2rnI+JUOpmVQzRIzUQT7mmRb0LyTE9w99GRISURlcGXpU+5aQLvkvWev8KX4FOWn2gTX7jPhnUKp11x4MidGc3wNYlnSy1PS8JD9ssFvb13i1lPr6MLrB9Z+V5DVJZKTVcdoVc08JcrlJlUD9NAbvYVbmqWnvWD44LE2w8Qgcgmdkmf3T/FcLvmx936a7+18hd28eeQxP9a6w5s6N/hn390lmCzRvJkh8wqnJflSxPabAx77nhf5gZUv1xUiBTeLJW4Vi+yXDYwTvKv9CotqyP/Ad3Gnd4pkM6lPWf7DBP705HuSca8r+DEghfOGclUCJHV6x6c1HmlvcufBNoejRfJOTLoa0rrqN8liMUaPfPXdZD0i60ovqqx8qFwYiPZzHwJvN7wbdlmC1tjO0ecZfLPXZNcyWZaoEtRQoXLIFgVlwxH2IBgIija0bpXocYmJNSYQqNyit3uoYYyTchYSd84hyoqiIzj/3VfZfU+Du19e4eSnSoJB6R1vj7E4h8IQ4oXWBkkgvN5tx4SzKqFA5KTeo5kkLDFJRNXw4uYVNaIhqlo/pCicJBWWDEFDVNyu2pQoYlHSkhkNmbNnmiypo+vmAM439uioCanKWQvT2nOoLrePHIGs6FUpSliMkyhhGVYRkayIZEUs/eFmWnW2dp9VgxKWgYkZVDHGCRo6JxCW3OqZzuZIcz20vqGr8E7tqpgKpB1FWzFellSpmJGmoC8I+qouwxe+WXLtvGz1vU3f995TvnGsnP6te5XH0XEQCsPIhcRiwqIsULVKYKpFy5xi33hC823Ll3mhOEvjrm9v8+L2KjunEy7oMeDImBr+QOYkuVOMXIB1EoWlIXMU/l5v1OaaR8KrGsjWlWnOgQEhne9xVljGawH985Ki4yPe4aGs+9O5WRoy2bNMliRlUzDa8JGWaN/3ZJwFyWsR9nF9jBZetNz5tjYPf99lPrj0eX578CidcEJ0bkB+rYUtJXooaV2F9vWC6FYP1+tDbe1AVYExiKzESXj0zF3e23mRL9w94w/qp1fQO33I8nsR/m/AlHdOjOb4GlzNV3llvMxLo1We2j7B8HqHzhVJ1fTVINGBQZa+yqSKNcOzjs7LYCJF72HN8OGC8E5AsiUIBoLRuqDoADhEIWncUpgdhSx8f6yPX3yI82e3eWr7tfWx+XpYC3os6SEfuPQ0n/mx87y804GDJioXcGrCu86/yHctPMe5YIeGKInqcPaiHrKkhlwrVohFiRKelIjKt0RRhV/YhfGEYFoJM1usg6MzIy290d50M5vYkEQWBMr/LFUF7z5xjd+cRNjDJiYS7Lyl6b2NJo645xe3ouEXs6LrTRHHFeiRJjpQtG5FJHdHqOEEN56AFIjs6KXY4J2LTejd0UdnDNGOokq9S7pNLHZH1WnU2leqEVC0NUVH4O4I3P4hjCJkGoN1uKKEPMcZw4nPjHn+Dev88GO/z92FbT69dom1307oXB4dazH+G8/9ME9svMy7Wy9zOthjReYEAnp22o7FC7J3ELRkSRJ4A80qhZbOCKYRIRyxrGgJycj51iCBsKyqIYGwZHWfta6cYJx8lTfOUaCwdLT3EguEYbts069SToQ9AlGRuYBAGDp6TG4DBiZmNRywrAevIkvTMnElfEPTaf/A25Mu+3lKqgsiaWgHI/pVwoo+ehl53pYzIbQq/X0zfe+mWiFZwbR3qirv+R6JrzLynEYrrPYGhUXTecIU+EiJrGqdkX31/x0FhVOMbTojKqM6ahYLg3Wi1qHlxMIQiwpRea+fxl3D4HKTZx87xQV9mczBwHlX9NTntwBepWmLRUXpFEVNpo+D2X0h71WLCeuQk4qiG7H7hoDxuiUYOuI9UXtJeV2iKn1qatqkOhx4D7oyFZjER5KqhiDs37v5xDdhrjv/1Q1+ZO1p3pm8wmfGF/niwVmGRUQUVGQS0hve3yPdMSS3BrB3gCtKhBC44p6zv4sDTOxNM0un6SQZt/5kSvxyi3P/awZ7B4g08QTSWlCvjT3PidEcX4OnByd5fm+VSR4y2U0JJgIbeRfrbFHWndN9xcJk3WIWK+zVAD2pUJkmvBP4njwJRAeeREzWwMbe6U1lisXnfSfqncclk36Tzw0eJFBHF6qu6D5KWM7Fe1w4u8P6Az0APnbwei41NrkQ7rCkhr6fFY5YeG+bk6rHWq0JGdmIWJRMyoB0y9G+lqMHOSL/qtTZ/Q7YrzFn/fUwMQEj53UoFkFpFcOqSWUVi+EYWXvNvOfsFT5ZXER+IUFPHHkT1MQvTmXdLiE6dKgMio6gbDvyRUfZgaKriU+0SXcaxNtLBLf3sVs7Rx4zwGRJYkNfkUa7hF2FifyGZxYNRUvR3XYM6+q5hvT9s4o25Aua0DkYDPyp736386oiuLLJ+Z/b4F//l2/hb7z9N3jzO2/wsfOvY+t/PcuJTxx93AcHTZ5KT/LGxg32TZOuLMisYNP46NnUONFveo6s0iT4jbxyauaIPXaCL2YbvJyt82C8SVtms6bF05Y2hyblXHDImjqYEa+jYmginh9tsB71GJh4FgGaOlPbmvjczheQwrEcDGqS12BoYkqriGQ1c18G7/4O/pp7oLHD61vF7OcGMSNdR4UToCofVVW5jxR55+u6Ukrgow61B5HKvFWDzu9VncnKz33e9eXlqvCRWid9XzBRgaq9kYKJxQmo4uPle/ZNk1TmpKKirJtON0RJgKXnIt8GxkFLVNwtOsjKl4LrTJLeFfz77dfzLWdfAWBsA+/YjGVQe5RN/ZCmlg6BMLREQXmcPFVtOOtU7Xhd8xdZWYZnU+5+i8AFhsZ138hZVg49Bp1Z37dw4ggHBlE5pPFmlSZS5IuaMvXFLEVLULQFeuSjR8Icnxj97bO/isLxW8PX8Rtbj7A9aPLQ8jbft/E0L6+v8olPPk7rKoT9CjGa4KoKrMVNMoRSNQmUyP0BzVtdsipgq+wQ6Yr3PPQSX+6e5Eq4jNXLlCsV7WcC1j87QO2/tgjunBjN8TW41l/EOUEUVJiFDHvYIFuuoyaxo2oaGtc1Kgd5asxCM6N3ZonW7YBg4lCZpGw7smWHLAXB4F6EJWgX9B+UdF926NIR9hSj2w1+o3yYjaXekcfcVWNCDNeEZWxDRjakIQsWwxEtmc2iBLGAoHY2np7eDq0ksyFtmbEkxwTKkFfM+qQB/nMt+MM5LwB0DszRV4jPbp6nP4oxlWJ9qUc/i7DWp3FCXTHMIk53D3nbwnW+5+Hn+Xh4CfVUk2TXUbZ8/yNvOVBrlXJHvOuI96fiaL9p6IkXQLtAYla7sNw+8pgB8iWf6shWLEI6rHJUHYcLHepAMzlZER1q4n2YrEAwkBRtQdXw1v6d5UWq67e8sWagEVpDFPl0mdZEN/Z58J92+Metb+UnHvmPfOvyy3zmT1sOt84cecx/5U2fZi3o0VVeXHtYt8OIRVnrjTJWZEUJbJqIURbSqLwiezdv8GK5xIoaEAvDqhpgI7+ZBaKiK3MM9za4rhoztppAeqJ1HFROMaxCLF3KmmS19YSnByd5IN1lp/CNdafVa/tFg1EVMq5C9rOUNCg4kfZZDod09ITMBhxUKZGsUPi0WSk9edouWrR1hkXMPHiOgmlKrExqklT4yKuoIz9THqBy73UU9Sx6YpGFxWnpUyGRjzJFPYcsa62S8c71U2GwsD69hvAPWB2vpoCuGtOVY5RwhFTEytCqF66unGCAHacoEVwbL1EsGYpVh9UB4QCuHy6QnVEsygJkUevNvCmoQVC4kJHx191hnZJbUiPSY1o6wH3mjs5HgHYfb7L37gK1F5DeVoR9RzDykd6iI9C5IFuQ6MjNWrbgqDWKFc1Xhtg0YHgqJuo7gjFMln2qXlqOXdn6Mze/lx9e+z3Wgh7fvnqZzokJ700vEwjL/3Hzz3jim4Ma10a7WnsLmKLwhTVBALUNZ94VZEazVzZ4Xfcuj6Z3+OHl36P9+oyWzDi0Cf/j697LZ95yAbn12lpuzYnRHF+Du7sddGBwVtBsZJiHS7I8wAFmEqB2QuJ9R7ptMFGT3QcjxMmcG9+rkTmIlQnrSz2WkxE3el327rYR1b1TkUssJpaUiRdpBz1JZWL246OHlBWWlizoqjEruj+rCHp74won9QHrKq87nkOJo6y1A1P9QCwLZB3yDqXxeoVZtUdNgL4JjWPvx2AcIYRDBxV3NhfoLIz44INfQuLomYRBFdNQOYt6REtlmPOCz0bn6L3UpXnzvlObgLIFpRMEA3/a9s7DDsYQDCqEhdGJiPFK4quEjgFZ+Oe0sYVhgDQCuTah3RqT/84yo/OW/kVL6xVJsWgY5cpHk2Lf9X308CrpcIzt9wG8vijPIU28Dspa9MGYUz8T8/85930MTksu/anL3P7Oo8//tzVeALwVhY+yODaNrzRbU0NKJDt1U9jMBZSFRhYWUUFRl8ZPBbRdOaEbTmjJEokv+ikdZPjWIqo2fxw7xchpLh5nruvmpf0ioVfEaGlpBRmDMqZfJKS6QApHUnvrWFcbPuqClfje6Xi/aHB9vMi4CmeVatYJUl2QmYDTjQMqq7g+XiSUhv085b999GhjtvreNWgicS/1JWtDxkr4LufCE6cylf7vanv0Kqq7wIdefC2cJ+JOA/aej44qanIU+HRcMDze/dmqXagPbUhYrwWlsLSkYVFqDm0167FnEZx7cItWmPPi1nmim7C93eKVcoXF6DaBsIytnkX2AmFQziGFxTpJKAz7pknmAs4Fxzf0nZo7CufYfbxJ/4kJ0csJ8Y6PCqU7hmi/ZLweYmI585iS95lmTg0c865PfcfbOd2n9xle7NK7oIkOffTofkfyo2LqWfd4dLM2T7WMXMBPX/l+bvzeSaKeoLFVog/rJthFWa8NDufqVTsIcO0Go5Nwqb3NDyw8ycPBiFQoDm3Frgm4XK7y+cEDnEwO+fHHP8MLwzkxmuOI6LTHCOFwTpCGJcvJiKsHi/Q3W6TXvWW/1b5sVpYgRwq9qSkXLCznmJHm9mSR3XaDx0/eJlm9w7XBIje3F7FWIgLL5jt0rQ9wyKLWCxzDVM6nFxQrqs+6HjCwIV2ZM6pz/VNaNnbKuwA770rc0gWx8AJIU7sEbzR6bMdn/KnofjJ0X/RoKnIUx4gYKWURAopCkbQyrBP8i2feyUJnxNtXb8x6KO1WTSSOs/E+g5WYz/USxmVEvOejcdGho3XLUkWCKhbki6LuWC4oW4LxuieJRRuCISxcPl4UQ0/8HhYcKEzssNqhX0ipBilh5jCbmuxEyWRN4GJLtiJoXfHvQNmxjNc0yYklRJbhigIZRd5/xTnKSyd55YMhohREB96ArnHHcvVfXiQ4YrsYgL71aaiGKJDCMnLhrBTbTquImFanZVSFQmUVELEQjbkY7BHVqbQSryvyxBoyKwjr72UdIehKy0tV0/e/OwY2okO6wdjbWsS79KoUi2CnaKGF4XS8j3Vy1l5mbEOGJpp1KR+aiNvjLrnRlEZRWkmsKyJVMSwisiogNwotLXcHbbJSs5BOGBVHH/f4hJgJdK0GPa4PGNZHAarEa4f0xGtYcg0qE+ixJzrB2KEz3wtwsiAx8b0o09S6YdqUVtWEqQw5diXE7WqBk/qAGEsqKzKnOLQRhoJrVczYRiyqIZlTZFWAlpZB4e8tYRytFwJ+/sFv4dK5X6r/XzNyYV396ImzqpvSBqJiUQ0pUQzs8frpMS2rd9B7IGX4nSPE1QbJtiDsOZp3ClTmm9xK46N2g1N1k+P92tfsvnlVtSXCZD0mDiXNF/ZxaomiKUm3LcOTks7V4+XS/tLqp9izDX6p/2Y+s3uB13Xv8ucWP0MjyKlWS5CBX2Mrg6vXCVfVbExI5MY6o4dWMImkWDb8wMKTvDUsyJ1g31Zcq5pcK5a5Wy5wdbTEzf4Cka6YlPNy/TmOiGZU8FB3m8/fPcPt60vc1otQSqJtha49bEwsOLikmKxbZCFo3gJ5VdJ/IKZsW1xsyQ9injSneXRjk9cv3KE0itvXliG0VMslIlM45Qh3FcFAkk2OvkBsVh1O6kNiWbKhDFZNkMCtyrKuDEsyxeIo3YSB03WvKy+qzJDs1VqTdTXEOFEbyX0Vvtq3yLljRZHyPPA+KJmChj+JmlIyzkO28yZnk91ZV28lLBbBY607NB4u+HRygYlqUnT8+xHvK2QOVcNvRlPRqtMgFTTuODpXDU4IgsHxjnujk46gL1CZ96WJ9v0CXDZrn5oxiFJSLBn0vkacHTFwqW8lgB/f5FSLxnAJe2cTOx4jtEbE4LTARRaXOrJAkS0LBueg/bLg1CcK+FtHG/Nf/diP88/+xD+nUZdUI0o2q46vVlN9X3ZvE65UbaTwKUIT+0PAQZ5yaMOZqWNHGkIhKJzjepXyxckF3pte9iX9LkThf36jXOJ10a1jzfVB5SvRIllxZbLiva+A3GjCoOLyaJ2GzpmYwKfBnKCyiokJZo7NsfL91aZkSArHQZbgnKCfRUTaMKkCjBXkuWYSBHSTo6fSyparW7wIT5xDULnABrV3mPEpmWmTWKf8deqUT7vp3GK11zEGE0fd0g1bl5Xj6ka1NVmygTeUPG6biucnJyGBJTXEMJl5Vn308G3EsuSt6VVulks+uiwskaooTYRJvfYy2XFc/eQ5/h9/4jv58dX/iKr7rN0r4VeUeEISi5IMrz2arj1HhhBgHeVCyNZ3VIithPZtf0+2r06Qla21XYJ4ryDsSUwk/XzZKdl89Trm5Z6OsqmxJzu0v3SH4RtOUKaSeM+/3uOgJQvW1IRua8zbG69wUvV4MHD8vbP/ls1TDX5h9108+cLjNL+cY8tqZpTsjEGmEeWJLnuv90axIq64WS7x+vAqxvlK0185fBNPH25wmCVs3V5A72lMw+JeYxNZ4f4wa+Y55phjjjnmmGOO/z/CN9m2aY455phjjjnmmOP/dzEnRnPMMcccc8wxxxw15sRojjnmmGOOOeaYo8acGM0xxxxzzDHHHHPUmBOjOeaYY4455phjjhpzYjTHHHPMMcccc8xRY06M5phjjjnmmGOOOWrMidEcc8wxxxxzzDFHjTkxmmOOOeaYY4455qgxJ0ZzzDHHHHPMMcccNebEaI455phjjjnmmKPGnBjNMcccc8wxxxxz1JgToznmmGOOOeaYY44ac2I0xxxzzDHHHHPMUWNOjOaYY4455phjjjlqzInRHHPMMcccc8wxR405MZpjjjnmmGOOOeaoMSdGc8wxxxxzzDHHHDXmxGiOOeaYY4455pijxpwYzTHHHHPMMcccc9SYE6M55phjjjnmmGOOGnNiNMccc8wxxxxzzFFjTozmmGOOOeaYY445asyJ0RxzzDHHHHPMMUcN/cc9gDn+88PZf/4R4tsBegQmBhuAfn2P7zv/LPtFg99++RLt34npXClxUmASSd6WTJYF+ZKjXK5orQw51elxqb3NxWSLi+EmDwQHLCuFQmBwKAQApbNkzpJKxcLGrSON+XX/l59leKkgaJRUOzEnPwmtZ/cQ4wwXBf6PhEAYi5P+eVEKpl9bd+9rIXBaIkqDyIr69xY3zqCqcFUF1oKUUJb8h/G/PNo8/79/BhkbbKYQEwVWIBzIXGBDh00Nqlmhg4o0LqisxDmBc4IoKCmNYjyOsJXE5QpKgbACJx3BQs76Yp9IV7xycxX6GmEFWHCB49pf+5tHGjPAAx/579GZQOZQNRzFiZLltT4nWz2aQc5a1GcpGNHRY2JR8vT4FF/ZP8lKMuSR1iZNlREIQ0tmtNSEWJT+Q5YoLIc25Svjs2yXLVaDAafCPZRwAPy5i5870pi/O/pR/4WzICRCSZASkSaIOMb1B9hJhmw2EO0mLtCYxSYAeusQu3+ICANYWgBrEWUFSuECzfjCAqN1TdEVpFsWJyFvS5AQDBy/9z/+N0ee69f9tz9LsuO48Jde5APLX2GnapHbgF6VsFc2OChSxlXIqAwZFSGjLCTPA0yuIFeIXKJygSxBlgJRgnDgJDgNVjmKFcO5B7YAmJQBRaUojeLZH/jwkcb82N/8Wf6LH/skb0xv8E9vfSvGSq7uLLK+MOD/cP4TfHF4gS/unkVJSyCNf1ucwCJQwiLr99pYSW40kaoA6OUxpZEEyrJ9dYmHf3Ybd+subnpPAr9p//WR5/rxv/bfM1kV6DE07vh1QpWOvCMoG35tUDkI40h3LLJyDDcURUeAA1WAqKBs+fkNexAO/GsRFnBgIkBA1HM4AfFeiVOCT/36f3ukMQ/vnCWVIR/eeZR/8clvhYWCv/KmT/NfLzzLLVMytppFVdISEikEsdBIJBKBEpKxLRi7klgoAA5tRUsqrHNIIWiKCIt/DbJerwEqDMmJa0ee659+5gN87M6j7A0arLSH3NpcwFmBGOh6vgQ2tjx06Tb/13O/xjk9ZNNE/NbgMT6zf4FhEdGOMl7cXEU+36RoW8R6hlIWXmpgYodbz9GBodxOWH1gj2EW4Rw8/4Mf+iPHNydGc3wNFk/04AT8yTPP8i2Ny1gksSgpnGLHtPlT7/gSX3jsAX7p6hsYbDVJbim6L1lWniqxQX3zuCb9tM1nk7N8qi0o2pCtWeRqxsnlQy52dnhD8xYPRXc4qfukAlr33XjfMCxg/f+3riran73iN644hCj0RAZwUvqNzVhcKHFaggUhLDYJcEoiC+P/Xgic9guGyAwuy3BZ7gmUdYg4whl79DFLENJ5cgSIXOGsJ6I4EKXEOWilOaGuyEqNtZLKSirjxxWGFQUak/nvEUDgWOyM6MYT8kr7BQdwAlCeGB0HquaK08UeI7AOtDQE0qClpaUyAMY2orJ+bP0i5mR4wBuim4xcyMhG7FRtbpklFvWQFd0nFiUrasC7Gy9xuVinZxKu5qt09JgVPTjWuO+HMxaqCoTw10lRgBSIbpvs/DK9CyGHD4EsYeXLDZLtFfKFgMmixMQCE4EeO8KBY/8xQXUyxw01stCozOGU3xxNfLxxygpU4RiWEaVT5DZgbENyq6msorKS0ngiUxmJtRJnxOxeEA7/Hk0/vu6T3CMi3wyoHLaKNjL1JGc/j4m/2MReS/jJt/0I1YmchcUhSVCRo5HCIYVDSQtIjIO80uwNU6yVvOfMFS41NrmdL3Br3OXWoIvoFFz58+sIe4LwEKJDx/Jnd4417vVP7DB8eBGVWcJewXgjQY8M49UQE0EwApXVRMdBFUusFqjMXwvB2NWHLoFToDOHzhxZV2BiQbJrifpgAsA5TCRRpaWMjr4NW/z686b0Gv9z79soXcin9x7kN7YeYSUZ8oWXz4ETrK72ONfZZzEcs1+krEYDTkaH3M67fHnvFOuNPv0iZmvQ4nUrm+znKf085m898DG+KzlECcH9CSZ5zGTTU/2TbD6zij4zQkmLKyWU/jGF9URTZpIXr57gnyffyg8tP8mvH7ye39s6zel2jzOtfYZlBJcbdF+0bL8dWo2M3s0OzQOBDQS5jSmWSvREMi4CRtsNWuuvbQ2ZE6M5vgb/9cVP8o9f+TZ+//A0l+JNTgd7bFYd2jJjp2qR2YD/svt5fvRNX+CjvbdwJ++ymze4M+yw3ujz4u4q0a92WH6yjzAGhMBGGpMGICRVvMILyRpPNd/AeF2QLTuqlYK1tR5f2DjamFUOOLDOb1pusYOY5LhGjJMSYQxinEOgcUns9wktEZXFRQpnbU2QnCdLzkdXRE2MUBIRBrjJBKz/WsTxjHAdCRZwgigukWlBngVUYw1SIQqBzAVmEDCKQ5JWSagNeSmQwqGVoag0RR54UmQEwvkFRYSGVpQjcexPUijqBcfV5EgfY8z4yAMOhAGVC1RP02s0uKUsnShD4giEQQmLcZLcahpBwd1Bi8/2HuDSyiYbakA36LEf7PGbo0e4ni9zaFK6asy67hGIiq4aAVBazaIaclIfHHnMriqRaYqoo4Si0ahfjMQuNHFn1igWIvYfCjEJjE5ammd7DDZbHFzSTJYi9BikATH2E5kvCvIFQXQA5ZpEtkvyrkZWAif9fEtzDLIP9TUCudEEwiDrOQX8dSDt7Ouv+7r9Pn3vQ4K7/08loP0PlLQoJ1BS4tzRrxFVOPaLlIbMCWVFK8qZvPeA7eUuDlCBxVrJ/jClqvy9JqQjikoakWfdB4OUYhKwttpjIz5kTfd4NL6N6jheWVrl9okFHnjLNl01Zs80+WL/PE+GbzjymAGGDy8yWlPki5poP8BEAhsohIPWTYusIG8LbCjodfzPZQkyd9hAUDTBKYGwICuHHjuqWICAYOSoIkHeEVjtr41kx2ICiZocfa6nBCUWJfmJChFYnr1yEgrJ0mOv4CaaeFMz7gY8u71O+VQXlUHZclQdi9MWlONO2sFZgQ4MX7p9muzQM/pfWXgT7934TVIRIBFY3OzzcfB7X3mQqC/JRiF3aftr04GLrb9mATFWqEPN71x+kEgabo66HFxb4EAu4EJL83JAXMHmExXJrYDq9iKcNYw3rI+OWpA9jR4JxqMYOZYM9hqvaXxzYjTH1+Dh8C4/cu6L/Ls7b+R3+xd5JG1yNtyhJScsqiGZC8mcJBSWR+I79KqERprzHYsv+MXrpOWvB3+WyXaX5jNbOK1QlUVmJVgI7nuuRcAFChdITNqG9x9tzKKOsJi8JjJFCUWJGNckZpLjRmMf5Qk1phEi8wqRl5hGiDAC1ZvM0mhOKYS1UNZRBfBEaDjClRUybIA1x5pnKokZCiaZQiUVa4t97IKgN0rIJwFmohGlZHIYc6AsS40xkTJYJ1DSMsxhZGIopD9l1QjiioYusAgG46iOFtz7vUqrYw1blmAVPuJlPFkoc8UoDxHCcVe2sQhORD06esKhTAE42G/yyduPIB93/OSJj9GRIYEoeTi6y29mr+Oze+d5Xecub1u6zshpnstOEYiKx5KbPBDskYqjz7d75xs4uJBgIk/q4p4l6FdMVgPKVKAKKJrCp0EU6NUJw15CclMTHUKya31apa1AQGPLEB8KeuclVkB4N6A8bSkWLLIQyNJHEjgeB0VW9fwahXEC617DSX36Vrv7onp/QMTICZChIZSGqn5sWx8wjgpRwZ1hh9JpUl0yKiMuLu1QvXuf3UmDnV6T3kEDhCOIK6K4IFCGUBuUcExKTSPJeXR9k3csXONNyTXW9YDSSRSOlWSASQQNUZE5xciGHBQJk5XjkdDeOU2VQr7oMLFPFRcdR/OWT0XmHUGVCKTxKbIqqUmOqCOIE4GwDif83yN89FdlEA4tRVPiFLRvGIRz9cHCoobFkceshCB3JaGQqLTCWegujjnYafHlm6cIOjl5bPj2k1f5yt4Gu8pRdqDsGmSjhH6Ic44H13d4sLXL7+2cZutOFzlQqI0xb2tfZdNAbHOUgFQIWjI8dsQo2lE4BWKgKQSoQ42TYKVFGIFTdWTOCMReyJe2TvGtJ1/h+voi5qUmspJ+7ckBKyhbjvQOjE8J5MaEs6v7vHJzFbkbkF/IWO4OCZZ63Lm78JrGNydGc3wN/rtXfohLnW20tPz+7km2m02+e7lECUvmQoYmpkTSEJZ1fcjdrMNnLj/Ao+fusLgxpCFzTrT6bC4u0awMIst9OisMYBqBue/YKsoKnEMdHn3MYc/5hb+QdVREeULjHDYJyM62ibfGyFs7yO0SGQZQp8GCvPQPkhded+Kc/9+yhCDwKRfncHkBxnidijG4yuHy/MhjFkmFUA6lLKaSDLKIS0s7rKVDbvY7qEXHcBIx2U0Z7jZwTrDSGoIT9CYxo0mEK+S9Dc8BAtK4QEtDr0goxp70zVIq0hEExyN0ouaK073TSRDKz2VRKXKjyY2mdIoXRut8afMU43GEvh2x8AJ89tYb+D+9r8kj7U32iwZ3J22u7C4BcLa5z5qyPJl7MnUu3GVRDZE4Bu7oy9X2WxtMVh0uAFFCua3I36DIVwxqJIj2BcLUmqkFg9iPiTd9VMAGUCWSMoWiLTAxZMuKZMeR7DjGJ4QnQ1sRsprOicNGAmmOd7IWxiGsIzcKi5xFi0qnqJykMBqLmBEZawU2V5BL/77bryJH9l56TVgAgQEmVUBpJcb6dNxx4BQYJ0ilvzcqJ9ket7i710EIR5wUtBsZ3WTCO5au8ab0OrEsGNmIy9kJbmYLrEd93t54hZOqx4aueKlM+Omr389CPObH1z7Nxwev48n90/y5k5/lUrjFuxeu8KWz5481bllBvO+IDiEcWISF8aqkiqH3gN+I9RjSbUswNORdRV7ri/TEz6nOHFUKZcOnz1ytM6sSiSodyQ1DemvM8FwDNDgtfFT9iPh8HvB/v/onufziBu0XNU7DYC2muSPQ45CiA6GB3772ZgDCkb9fg77GCY00Ptp+69pZbuizyBJalb823O0m/+DaD/D3GvYe2W6VfP9jT/E3Vz7JmWPMtYkdeijQY4kbhwigallkJtEDn4q0kaNaKtGJv6n2i5TvvfAsh6dTbo26FFZx+0sbtF/Q9B+p6F1SYKEcBzy+cIsTaY/PhBdwg4C9gyZPPPgSd+4svqbxzYnRHF+Duwdt7nxuA1kJiosTxnnIqXSDk519QlGR2YA7VYdSDfi13uN87ncfYf1LjufffpZnF27w9sYr/NDak/zCnw947h0bxJuaeB/iPUu8XxHtZcje2EdnwgDbCrCJJu8Gf/Tg/gBEfYMaK6rIYmJwofYCW6W4+y1t3vq/e4pPPP0Il35uHbU3RAzHuMr4qE/u9SXkuT8uRxEiCnF5gRsMEYHGGYtQEhFFUJTYPD8WKQJ4+MzmLBUyqQIGeUSvSFhLBiynY5S0nOvs81KwwuF2i9FeSpYFXmxdSjDiXgqthosMrThHCse4DHClfLVyS0AclscaN/io0asgfBoyDioSXdIKMnaLJp98/hJ6J8QslQgJOFj/XM7h02f4xOJ5yqZgsuaQDw3pNCYo4bhVaQY2YUX3SWVOLAwDFzC20ZHH27lW4bSmiutFX0PQr4lOw2J7iurxISvdIXv9BtX1pt/gY4cwgrIBVguKDpRNBwKqVJBuOkQFLoDwUGBDT4rAEzATHTOVVqOo1Oxr6wSVU5TWkyPrBMYJ8lJTlT6tKjNJMJA+/Vf6zdAG+PfJgiz8z00CWaHY6TfJDmOCVk4cl7hjRIychHEeorAsR0NePlxm+4onvp3TPS4u7fBIa5OT4QGvi26xKDN2bMq1YoXSKTaiHuejbVbUgI4sCZBcDCb8+VOf5cujM3xh/AC51Vxs73Ap3KIlCxb1EBEfj/AnuxYT+tctS39tgCd6wcCnx8qGIFsQlKnGak+mTCiwwv+usAJZ1eQT0CPHwuUJOEe+FDFaU1RRE6uhSgR6rIgGkyOP+a986c/R+I0mqzlY7bVt0QGowmKVF5JP9W5O1qngKXlX/gPnX9+rIor12x8eAvhCAidATyI+/szbGf1wxM+dOvKwwfpImon8IatKa4F37qOtzjlsVEeS9gMO04jPTyK+88JlfmLtE4xcyD+89T5uSeg/VBF0M0oZEd8JiK+E/Nvdd2IDR/uBQ6rERyQ/+fLFmazgj8KcGM3xNVjvDtiZtGjedAxMwnA54rfsQ3AWvqP9HJkOeC47iUHwP3/p7aw+DcHQkt7VfG73PE2VcTbc5e+c/xUaFwoGNuZaucz1fJmP3XmEm8+u0H2xRdkUDM5Z9OqEJMm4uHTzyGMOexXpXU0xCQh7gHE+KqUVw7OWH1h6kmvnF7n2fSdpX2mw+PwIvdW7J7B2DjGpiVkY4KLAVyENRogo9NEj615FMoQQ2OLoJGMxGnuxsvDVOYdFwl7WoKFzuu0JLw+WAXh87TaXoxW299tUowBRyFpM7V5FigCQ/rReWUlW6lmU4P7fH5cYOeUF2FYBwhMBqTwpaoU5qS6orOLJzVM0XvBkxmqNcDBeE+g8INkpCHsVRVczWVecXdpnMRrTUDm3TYdYFjRwnoTbiJGNCMTRU4DRfkH3JahSSbJdEG4N2H7PMoNOxfLvBIzX4fFTt7nRX6DIAoR2VLGfryoF8FG3qukwTYucSKqGY3ga8hN+PoMd7fVXeB2WKmsycpy5lgInxUxsbxEYpikvMfs8ykMmgxikQzUqjHS4SYCsBHrsULkXghdtH8VwCoyE8YZlYXnAwV6TYE9jkgrnquMRIwXDUUzmAgJh2O+nLDwlGa8LogsVj7Q2+ZbGZdrSVyfu2JTNqkNXjTkd7NGWGV05mVVTBUKCs3xPeoNzwQ7XyhV+sP37rCjLwDqeLta5mq+QNo93UAn7hqKjZqTFak8mVAYqr9NrNcksG35enfbvsQ1EfS/4ZUfmXmsFMNqIkAayjmSy4ivcWrcN6U6FLCwuPbpCXz7ZQo8th5ckZcfiFguwgu7nQsqm12+apsWlhiAtKHsR+kDjAodZLElaOVXlo4TT6lYxkbjYa4+wArQlSEqCwFBebrP0tOUTly/B244+17L095ML/BKlCoEr/fzqsZ9PlQmifYcqQGeCbKHJx7JH2XjTIafCfV7fucPNRxfY221hNlMvlxvBwuUCUQUMz/jDQjPJ2d1r4UYa8RplBHNiNMfXIFCGfMmy+IIjGCmCoYRrHX7bvZ1/98ibEbHBVQIxViw9JYl6BlX43VcIx9hE3Cl9LvdSsM1p3eehoI9qXOVWtsBvNZbY/xbDmY093tjaZyUcYpAsB8MjjzncGnDql/dxgfZpNOewLS+0CwaS3zh8PVefP0GcC/IF2H5rk7DXoH0tQ01KMA6pFS7UYBzCOU+O8I8hlATrcNZAWXkRr1JIefS0QyANoayIZIUUjtX4XsXESjjgJbfC5qjNxc4Ob1m+yW6ryZXeEjt7LewgQBgxEy3OkEm299t0ooy8DHxU6T446YjU8U7W01OmsHjSJUBKW1cVwbgKeXF3lerzC3SvWrKuwCmvrwCv5SkaESaCsi0oFip2Rg2kcLy1c50AQyxLBjZmZJMZIVLi6IIdYSyNqz1sEiAnJbYZM1kRLP9OQGO7Yved8MrBEr1+AzdREDiMrtOzTuK0f93lQgXK+UV8LKmalpWNQ6RwbOkO0Y0IWfkUllWgj7dXeziHdcKLr3H4pJqv5NLC4pxgNIhxE0W0NCEMK0wsmWiHDUKifUHYc8iq3tTbjqAv/IYeWg7udGhe8RqP7Iy/mKw9OjEyoaCa+K2ldApnJb1LjuDskDev3OJMuEdchxwNgrGNCIXhpD5gUWa0pKUhJFJ4a49AKDJnuF4F7Jg2LTnhdtXmpTJis+zw89feRf8zq0T7wJ86+jSXLUXYN5hIMlr3hFQYX1pv6/dfj5wXUic+YigrRzB0s3L+qOer00zoyZSTguGGQlZQNv2BQuVelJ3erTCxov9I98hjlqUnEcWCQa9OWOqMiJShL04QHTiyZXCNyle/SodIDKaSuMSwstqnE2dc316EOzFCg1zJsaEgbeYo5UXygfJR6I1mjy9OQtwzEXZ8POogSzxpCx0qE+iRwGmf1lO5j7ipCYRDRzi0pLcntLREVik/H7yT5e6Q0kiKSuMm3vjFKUe+6MgWNVVDUHYryl5MfqOJKgX2ZEa79dqic3NiNMfXhY1dXYrqxYTNTUPrqW1O/YrDaYVtxBRLca1hcMjC4FRIqAwWwdDEHMoGBFA4ydPFKv/89nu58vHznHrWMF4J2VrfYEtsYGKHDRyyFPzfHjvieBsR1XqLsqmxWtC80keMc4SxLD9l+LWNN9C4pXz6IIb8HUNsVGJ+pUvnmvSvIdNUrQA1rlBZVVetRbWfUenTbUWdg5ACV5QzYfZRoIUlEJaoJkexLGdRgLJmEaMi4NpwkQutPVpBxqWFbWJdcb1cRhxqnxaS+FC3dKiRohIhdxttJrW+6H7h9TGLSfxD1CF4YUAUIAtBlWsGE3/yHeUh2fNd1l4wBCODMAqnJFUqvD7J+BB6tiIwkY967d/qsq87vHvpCrEsaYiCfdckEBVn9AHmOFYOQNEJiYeFL5NuhCAFJz85Il+KuPtOzdnzdxnkIWak/Vxqh8wkTjlMYqm0I1zKeO+Za1w+WGX76pL3moocy+mISRWwvDLgYD8g2vUk0IYgRseb63DoCMYWawWB8NdI6RSyJokW4fVHYx8dXO8OWE6G3OgvkI1DTGIxkcJqMRtTsilYfKEg72qK24pg4sBZqkQw3o0o1iziD6hyey1wilelLKqJ5qE33+S7V5+nU0eFluSE0kmkcCyqISGWVFbEwtEQkraM69dXV8whuFYu85nBgwBoaXm+v87lrRXiT7c4/2+uYHb34f955GGTtwVhv9bgjPz9NFkRZIv+ACKM/3DqvtS1AGlrbdF9USYnBKq0yKJOzwlA+ChT1K/1eO2AKpXo8TEV+oALfaXk5p0FRGCJFwXJriPdFAyaGpcYylzjKjmzZxhOInZuLLD2O5LG3ZLBmZDdt4bQrDBGIur0uBCOwihf9KGPWXAyHa+CcqlC5BIxEgTje9HVfNGTnEAIgpEg7PkiGUlA62bF5LmUg9dbnINmmtM+MaC/10AM/T2w+7jABpZoeUJ+GKMyQblewjBAtMevaXxzYvSfCcbjMR/5yEd44okneOKJJ/5Yx/Ke5Ve4Up4E54WIZRNMIHBxhOgNEUWJBKKp10+gEKUh3nO8vLOMxLEUjeiFCV/sn+fGcIHLlzdY+ZzizDM91HaPtvbmeD7uLH2Up6zgbx1tzNe/t41JHFXDosaSc7sxYX+M04pkK2f5swlFy28MVeLYWOwRqYq77QWEdTW5qwj6DlFZH0GqKkRp/BiN8WFl67zWKI69Hik8eq5kam4XCB8hkTgqp9jOmnx5fIqbV1dQA0XfwfVTiyx2vOdHXmp0XGGUJux58bWJHbISBANBUSgOo6bXH33VmiuMYFweL7/jFFgNQV7rDsaCaqQZiwghHKNBTOe2IOz7VIFZ0kxWBDZyyNxXgJm4Fq2OBcIogoF/3Gce3eBSfJczeh+AJTUkEBYzDTcdEQcPhbTSDsHIeOI7KnGxpmhKogM/J+/duMKvjx/FGImUlmon8e+5dMh2yRPnX+K/WPw9/lH+XWyFC1QtcJGf4ESXdMKM/dUG8m5Cnfnyhn7HQOtmjhqVVJVC4YhqYhQIM7t+KqN82X1g6UYTlqIRt2UH8ATPxA4T+WoqWXi9VXJln2C1TdkKGK1pypZAlg49kpSbKXIlO/KYnQZRefIwMQFiqEl1QSpzlvSQrhoTC0PmFNtVk4bM2dA5sRCUNR/LXUWJYWwNJXBoNQZBU+fcmCzy/P4ae0+t0HkFui9lmN193DFEzOAjQHlHMVmWXo9TOfTEX+tTAXvZEkwS0BlUidedBcNat1VB1LMI56Oi40j5qFLhI0dVXBMr6SNN0V6GykPU5HhVok6AKARlLyK9rtFjH3ExoSDsOxrXFMMHnS/NN94ElqHCXW9z+ssVjet9+pfajE4InPZyATnVyQlHqL03mRb2OOfAV6HoWJ95MKJeAyBbd4izI+K4ZHirjR4rpHGoSYUcZrjSEESK7suKuydjHrx0l4YuWImHfCp7ALsfUDUcLvD3ZKwtC6f32VQL4ECNJINh8prGNydG/5lgPB7z4Q97p9k/bmL0g50n+fnmu4n3HbKyHDwY++oaiScwtfOvCwNcopH9CVhL9+UYPWlybbHN5TbY0JHehcam5eGrA+Tmnhc01wvY1EHaGesrvdTRNz8buHoB82aGNpQ4JSEMKFsB8YE3j3PSk4MbW4tEcUnzwKEPc4QxyMHEk7MwwAXaV9MV5b1xaQVxhHN+zM4YmBx9MV4L+wxNhEFSOkVmA547WOfG5TWSO4rFPb8wt69MyJdCDh9IKbr+ZKgNRLkXTarSv/ZgBOHQMDyhMLHGNOr05v3kyApGWXjkMYM/STtZ+zyJukqtFNhCMZmEqM3Il7dnBlkYTBSTnaiQzRKxHYGU5MsGmQmSTUkw9FWFNoDr/QX2F5q0ZYbEUjrNYT3++BgaIydh/xFFMFS0biqCVBP0CxY/v4l79zq7h02KVc0bT95mWEaE0vBKtIQUjiio6MQZ39J+iXPBIZWVoC26WWAqye64wXI6YiUekjZzpEmwZurzdKyp9hojJalKOUslyvvcoQujGE6imQ5kVIVUVtEOc4bNnGGmKTsGE0uifX/9A7gkpGxqipZkcE5gEh+1FaXXdtjtY+heSr8Jfaz3Bi73Vkk2Jc/c3uCt3Rus6AEDG1M6xSvFKl8Z+dqmNzZuzITUgbBAyaENsc5fqwWKWJSsBn1eGq6ydWORM79jaLy4ixhnGPBryDGQL4AJJcNLPs3XvByQbvtD09Qtv2gJqhVH2WYmukf4A0gwrCNHcS3alvW9UZu21jyW3nlJMAI9jkmfvUt14rWVkP+BEJ6IytIfOmTpxyFLiAaGzpWKeD+i6Ph0KQ6SHUf3pSFqd0C11mG8Kv3aEhmE8ulZYwSB8qQo0tXMgfybAbtQepKWVoCm6MDyG7ZZS4c8fXODoCeRha8OlOPCW62YCNmKSXZK2i9E3Flt88DyHltZizA0jFOLSyvSdsZ4P2U8iGjGOXE7J9tLkKWgfI0pwDkxmuNrEGB56MJdxq2TRAeWcOiI90qEcbgk8m0yihJRlLhIecJQWMLbPRaf6UNZIJIEpPSVW1Xl9TlTgiGFJ0O1TkcE+IjMMY4joi5Fd8rn/8umIrYOKwRlU2JCUZ/oDOkOmCihbMU0bxWgBE4qnFYzbZGLAk8AixLqyJbXLznEtHwfZq0IjoKWyl5lgvjSYIXbu126z0patyqqRJJu5QTPXieMI6LDE0yW/UYR9vzzli2NibygVuUOlVs6Vy3CaAYXlN/sjD/FT9Nok9Hxwhgzz6S60sWG9WMbb0jZ2vR+LpPVCJX7zSrcU6jb/jRbdIBWiVqpKPIG7VcgGFvytmRrq8vV9RUAUpmTOR/dmrYNOSqiA4dTvgLOhF43l+wp2pOS8ZrEFJJX+su8ZfEGpVOUTrGW9GmqnKGJKKymIQsGNuAwS8AIwqgisyGTIqDdzUhUgZYWI+6R0WNwuRlkabClJrMB1kms80R6a9Li6s4S5U6CsFACt/a77A4b9PsJdqJJbgZUicOezchUSLKpUJlFDiaoxRQT+i2gSlztBQZhT9C6fvRUWvu6QY8lv/xr70QaQeuOY38x5clTpwE4G+0Si5Ldqs3drMPdcZtXhiucaexzMjpkQY9QdcXA6WCP07pHXE/ov9t7M599/gGWv6BofPEV3GCIE+JeO59jwIaOUgpEJpFLBaPHLMXtkPTulE16+4R41zv5m8j56r5i6oTtvZCCkZs5llcRlE0vNFYjV9+nvkLXBoLiwgqiPIZ2rjZttU2DyCVWg+n46FVjqyLcL9C9CSs7I6gMLg68NGC/59fgbgsnBXrkKy2D+J7wfuqoIoUjUhUnop7XKX0T0vE44dOtSYWJfcR7IZ7w7O0T6Ksx8b4gGLralFQiwhAXRzglEcbR2LRsX21xTVlacU6eBbjAEqYlS80xZxcPeHlzha3bC4hC0twY8MAjewzK17b2zYnRNwEvvPACH/7wh/nEJz7B4eEha2trPPHEE/yzf/bP6Pf7/NRP/RSf/OQnuXHjBmma8thjj/HhD3+Y9773vQBcu3aN8+e9B8eHP/zhWeTox37sx/j5n//5/81fz0vlMu9YusavLZ9BTSzh0Phwr3M+olJWYAwiL5B1Ok0YC3mBHQywRYkYjkBI7zIsfPmlULW3kJSeCE1hrf/9MYjRzFNHOQhcbaYmsc2QyZIkX5g+tiLZrWhftz68WlrKdoRwDm1BWIuNtG8NoiUyDLzWqPDmPSIrPKETAhFHCHP0W2hsQ1JZEMmS3bJFZgKE9AtmMKwI+47w2i62KBDtJqJy6LEP1Uc7Y7/AnWiRd7UXvMYCJyXJbsniCwbhIr/px44qqCvqhMONjimczOvTby28xnmdEUj0SJDs+FN20ZSYRUnR9dUmybYjPnSYbRhkMeMHC7SGYOw3EgREVyJ+tfU6HlrZZiGc0NA5udWzXmlH9P8kHFnSHcvhgwGTVUe+5MW2wrYZn7DIwDIsQ1bDPqeDfQ5NOqv+ult0Z2Tpy9kZDgbeTdxagVQGKRydYIJ1ktEkJHHci8wcc4XVo9JbW1Q+BRCICuNiXuit8eLVEwTbAVEusIGjqgKKXkAuQI8EQQXpHYdJBPmlkklD0bgjibYnuL0DOLtUV/94B/Ng4NOb3ZcMyc7RSWjYq7A6IN73kZbJkt/Mnrx6hvHpkHxRcybc86+vDqNYBLnV3M67XM+W2M6aZCbgDZ3bfF/ny6yoCU9OzvGJpx7h1Mckrac2Ic+9fYb0m6wrj5mSkl4cHe0rChOxdHGfakFyuNAm2vWHOpX5tI8e+TQwM58rX71WdH2aWFZeFC0qfw04CWoiCMYO1XfEB4YqkfTOxXRfPnq5/vT544WMbDepK7qmUap72ias914TY4vICtx44m1JKkOwPSBZCtgPJHFYkecB1gqvIKitIKwTLAdD0jgHXpt79B8GMVKISmCdpkodwsKtXgdxPaH7EgQjgwkFJhBQWZAC00koFkNMKL1z+KZk0GqStUOqTIMVFPsxdyrF+fVdynGAHCpwMNxPiVc3ZyamfxTmxOiY+MpXvsJ73vMelpeX+emf/mkuXrzI3bt3+eVf/mWKomB/32slfuqnfor19XWGwyG/9Eu/xBNPPMHHP/5xnnjiCU6cOMHHPvYx3v/+9/MX/sJf4C/+xb8IwMrKyh/La7perPDScJV8QaDyAFU4wgNB1U1QQ58bmBECKRGV1+G4ovQRFGdxBsCAuK+9gA48Ufp6KTPrcMdRBtelsqKURHuSqFeBVlSNgKIjKLo+tDw6IcgWfBQiGDt652Ks9qHnOFHYQFAl/uTlBZS+MinZLVHjCu0cwlqfaitLCI+elhqbkMwGxNI3UL3Q3CPVBV969AJhLyI+NARxhFAKN87Q+yNkEWODuibYWIJ+gRNgEoWJptVQgrBXsPAiRIchw1OSUeJmIu2p/uOoUPUpWU98ubLc9qdiG3hSlOxVOCWoIsekDtHbwKcfyjuSdMsSDsDeCIn2IRxUWO03k3gXBtdaPG8lSVQQakNpJFIwq3o7Chq3JqhBDrTRY03/AoxOG4qORGz4jclYyYVwm3XdA2DPNCmdoqUyIul7Bb6SrWIqNWsbFYYGJS29MqGlc6pC+/SJ8xvlccXuVRqget6bKJYlgTW8Ml7h8nOnSO6qmS+RKH3UsGpYXGQpWw61r5msScq2w2SB3zhaApn5dHa+EHhdiYKg77Uy8b5DlY7ehaNHFatEUaYCEDP/pLAnMEXE86NTjB8I+dOn+gTCsJs1ub3XYakz4k3dm3TUhKeHJ3lua53JTspzjRMcPpLywcUvoHAErYK8ndLOSz+1Ss6MWsUxo0a6FgH7dJNkd6dF2s6IVyZUXUVVN+ZF+kiGyCVq5FM+VcORr1lUu8BZgbMC+gErX5DIyjFZlpjw/vSaIxhUOHn8LdhJUVsESHTmEEOfXt96i6LzcsryFydQGVCK7HSHbCmgdX2MeumWJ8iBxqolbLv6mqC9cwJjJaVV7FcN5FfVchx90DBtUyNOTrBbMYO9Bt1bgmSnxMQShF+XhXO4RkLVCr3RauKLG6SBcFdTTRQSfzjTQwFbmlf2NwiGEpM4WM6R/1/2/jzYtu0q7wR/s1ntbk9/bvfufb3ekx5PHZKQ6BIBwqQwZRtjyiaNCaIMxi67DOEK27IDA+kGKUxWmUpAOIg0aSqDssvG2NhOujS9hDokIb2+uX1z+t2ubjb1x1xn3/v0RPI4R8ZZjv1F3Djn7rObudZea84xx/i+b+wlfPLGOS6sHb2m4S0Do1Pie77ne9Ba85GPfOQVgcyf+3Ohm/ejjz7Kj/7ojy4et9bynve8h8uXL/NP/sk/4Su/8itJkoS3vOUtAJw/f553vOMdf7QH8Tn4X66+lTvPbZC3JFsvBU0voljXpEcx8WGNrAxyWoGSeOcQsxKalj90nIMVItT9Wydpby0CBer4b+F53vtT8wO8DBNbflMweLkh3StxaYzJgi+JiwOx1EuYXXDYnkXOFHoeXItVLRg9LGk6Ht/2jrp7HJDsJQxejhh+tobG4LoZ6jQNZIHNeMyteshz401K25ZogK37Dtjr9XAHMcOzG2z/usK/fA1RVag8Q2Updr2PGWToSUU0rlGlwrXqI1U5XCTRs4bBMwW67FGuKUzXhWM7vQgGVbdZHgPahfS604LsIHQdr7qKpiOo1hxuo0ZGjvXhlMmlhDujDDnWyFKQCMFsUwdTvHZcqhBYIzGRxDcCITzGhUa1J4VNNepgRrpbIlyKjSOO3mzxGyVaO8rDFNsPPB7nJR1Z0XjFzCXB+0k0zF1CJC1pVjObRJhG0e2UeC8Y1yk9XeHnGl361udJcErOOCZXxElrzQDcaob8+ksP0bmqFtkCYNG3y0eedLVkoz+l3lZUjWYtrbixOwQXPJlEUYFSTM8pqnWHnoX3np33VKsCvF60ZDgJXCwW8nYXhWBdz4NXjSo1V/QG/1Y9ybhOuH1ljeSOZmeQ89txzRtXrtM4hbUylF+va/5j9QQ7r+syiEqyrGZyscPwvnWiF5tQDpIeofXdUv0JEU1Dk9h81zHbUiAS5lsKkRu2Nke8YfU2iTRsxBPe2nmJmUv46PQBfnvn/mCR0S24b3BEN6qYm4hPXzuPbJKwURAakwl61w3CeZwSSOfJ9mq8PkWkIcK9WB2mxLOQzRIubFpcIii2BC6JULMCszXkzhcnFOcsXuWsvKxx4ylSZpRDSZSXCOHR2iKlD33sWlRG89JsnWmRMDjVWQ6Q6xWuVvSHc77h0mf4Gd4Cozg06RUsNnmqctheQrme0nQkunJERWiv4lQIho6N/F0E9WqoBOj1ku7FkpW84I0r17lVDjiXHXFfcvCaxrcMjE6B+XzOr/3ar/Ed3/Ed/7vZnR//8R/nJ37iJ3jqqaeo7nFLft3rXvdHMcw/NEa/ucXGVc98m9bF1eNiSbEhQ+280KH5aqRBS+SswM/moUP5vUGRkAgpPr9apC2nnVZJcox4LOhfdnRuBDWNzTVOSZpO8KBxiaNeaaXiK4bu6pz5LKE5aCXtGxUPn92hG1VcHa8wnqVYo4iTBiFgNkzxKiG/nZMULS9JfW5Hzj8chmpOLy1JZcPNcsikTrh5MMB7iJMGea5mtBJT99c4/4sa/9QLMJ8jV1aoH96g7il6hwXSOWRtYewQjcXHGjNMaVJNNPZ0rkzpXBgyelhAZOGUGSMvg+JFVR5d+EW2ThqPKh1Oh2aZIYvkyboVSWRYz2c8MNjnVr/P1TurWCOZ+5g4C+qZqJW267mgaBRkx/5IHmNP16aiXIsQpoc0jnJVEc08+Usx5smaptbIqUIIz5HtMJRzImF4PLlF4yWXm2C0uW+7rOgZW/0JL+3mNKXG52IhbZ+ZmOhIhXNTe3xyeo6RTQQu1YhaULqIX7z1GPrZHNxdPymvW46Qg+hIUfc0m/mENw+ukauKnbrPf3IPc8cMg7HjWg+Zp8y3fLAcqAP5evWhA778zAscNTm/cfmBk485Ps4UCWzM3XYShEU7vR5x+fYFZCPoVG0vsbHkcnWeF89skHUq6nlE1H7l6bWITx49jEuC4jRu4OB1Gev1Jur6bsjOAKI6bWAU5PnxRJCMHE1fkt7W6Llm902Ot1z8MNvRiAv6gIciSyo0X5/f4VPDj/N3XvwTXNtZ5U5k2Fid0o9KnstqivUMm0Q03bsu2sl+hYsV9SDCJTKUvE6Dlt8na4EuHLryxCPD2d9QqMohZyV+NkeWHTq3PMmRZPDcBD+dhc3qoM/8jKCTVwu7EO/FQplmnURJh/EyOKt/AfC6s3e4NenxJdtXeCy7ySNnLnCr08cmq8Gdf69BzwN9odhKKVYVqvZYL9GFIzWWJtdMHzIMz4wBGOYFb1u/Qi5rHstu0JEVM5ewrUcMZYnzgueazdc0vmVgdAocHh5ireX8+d/fG/2Hf/iH+d7v/V6+67u+ix/8wR9kfX0dpRR/9+/+XZ5++uk/wtG+dqw9ZYnHhvmZhKYL3VthsZN1WyuvbGgIqyWiCo7QKBV2b3BPNsiBiFqGYKs8Q31+knXLRzrxmD9ryG7NcYnGdPSiJNZ0wriFE7i+QcYWpTxNo8KNv16xMpjxjq3LrERzpiZhUqcL1Y+SjtE8kG3rVcfB4wnbB8lCxi/MyQM722Ym3pK/zNs6jt1Bn6fXz/L8ZIMXD9aZzVLwUD4553I+4JJ8CD7zwuI8xROL3DuENMFsDpBzBwcj2FrFpCqk2IcJyc6M4QsN0/Mau+Lw5vSTm03AzVksek6HYAARlD1NJ7TPUJVgvpcjN2c80N1jLZpxUOVsro0xVnFwtIrcC60LpAkOzaoU+LnG5MG4zTn/ipYYJ0E8sdhc45uwo0wmjuz3PFcvJuAFIgp+RD1Z0BENu7bPrukzVHOUcAxl8N/ZtT3W0gd5ObUIFcbVSWsqq7k6WQltQaLgnGy60H/xdLW0uivJIoVsBB+fXeLGZ7fo7wXC+3E12+nQZwoR1GD+IObT6hw78x6beTANrRqNd6GkvPfmPsKE8o/vWKwV+NWa2ije3L3C6+ObdE7hTGnS46A47OIXnlcujNuL8B1LG+YTk4cpIh4JTJ1QJ0nL92ttKGzws3Fl4JbYBGbnBcJ12RjNEfMSjMGdcpPlInAJlGsSVXmqlWCEaXK4f2ufN6ZX6cmanrSAogl8AVZlyYXuITf2B4xmGbt5l61sTF0rZATVMPTXi8bQdBS6EyG8p1xRpIcWWX8B2MxtWSrbN8S7BWYYhA96ZvB5gqw7MK9Y/+hBUNre2cMWJXiHXe1TrTsy6ZjPU+pJjGgl79UkYaYdQnqmZYIZx18Q8rUWwTxSS8vTxVlS1bDZnXJtbRV3UxCNLLJxmE5EuaIwnZB9bTqgE0U0d3gN2xf3+SsP/CrWC16stngwucOD8Q5n1ZyRi9ihy9wlbKsZDZKhXPoY/WfH6uoqSimuX7/++z7np3/6p/nKr/xKfuzHfuwVj08mk9/nFf/lkd+Y4yNFNPELMzObBOKg0wI1KhFVDZFGTINUPxSf3auDns8tkXmHiHTrIn3P32TwCDop0jsFLlaUGzGqcNS9wHMQNniOqKnERA6RgjOSqpVtrmxOeGLtFpvxhL2mC4RgaJCUZDrInw9sJ2RFtGdyydG/0iW7HlqF+FMopeYuofGK2is6smZbj7jQ3+dLuhkvrW7yycl5PnnnHN4LojcV7N5cZev6AKE1ehY8lrz3iMZg8yioivpdzCDDq+Dc66TEx5rspQOSJ7eoL1qa5nTZFyDU/6u735c0oWfYMXcgLHgeaSE61Exlh48kF3ls9Q79uORMPuZTO0GWe+x063RIn8sG1ERRxCl10pJzT5nl0jNDtRqHliD7hqYTunt3XwhkbM4V9OOSWFjWVcNn64Sf230jD3V2+brBp9lWM1Lhg0uztCR5+N6rKgqBkdHcuLHKyiioAMt1QbkdpMinQTDTDATpn3v2i+i/IFG1X/jh2LhVZArwHYPte6R2OC+4fdBnVKRkcYN1kiivcecNhzpFzwQudXRX5ug1R1lHFGXEC+UWN5shD2S7Jx5zNRBUq36RzTqWiAtazx3fHldzrJhoXyjCBkbec135CNzxSiwAIxYLs8kFrpOi6gZfFK8UdJwANhXIKjR9lQbS/ZD5esPXP8PfPvcf2JAGCzQe5s5igbkX7LoOW8mEjeGUoo64M++ipaWZJHTnPogp2l5r1UBg0oRo7jC5gAOoBycP+n3LMZOlRJiwaRXeM9uOg8fSXCF8QrqboOY1clqFPpEQhCXGICdzVj/dp7i9TufIszLxCxVvNA+b2eCLlBDnQXF6Sr9VZiZm+vQKP7fzJkQSPOL07ZjIwHxDMV/LcFGwIGlywfS8x6waogNN/wVIjzzxyDOepwzVjAf0AbGwzFxCT9YoAUcuoyMrOqLBekHjJX352vy5loHRKZBlGV/xFV/Bv/yX/5K///f/Puvr6696jhCCJHklkfHTn/40H/rQh7hw4cLisePnFMUpFApfIKhJieskdG9ZZluKyXndEig96ZENEnbv8bHGbQ5Qd47wRRmI120JLWSLjqU5dwMg7/wiwwSEyeyU3IBjuES1fChFk4UdazL3zOPgbSQqieh5fKlRo8CjKNvGtVeKNRJp2E5G7CVdpHB0dc1BnTPpJDgnqH2MjQST85r0jsQ7iXAnH/uxH41DUvoI6wQdWZGLirfmL/GlnWf5xOASH59cwnjJb19YZWttiG8MLpZMHsxQ93cYPH2EntbIIlgLeB2CIq9BFp6mn+DW0pBR0A469anO83FrCWnuctBUSXD0bVVqx34qLg69mvBw58oqh5OcQbegajTj3S5R5KmGojXKCwR54cFt1Dx28RZnsjFNqyTpnyaL0dHMthVOwfAlh3Ce/cfD9Odiz/pgRkeF85IKgcIxqjKaXHFJTxlIxR3reKY6Q+0Uw+6c8TzFzlJsT1B5TXo1XpRWhQvXW/Pw6e9nkyuSfYGdd4inHhuxMAxctITxIJSn2y9IWnfiTlyznk3Jdc3zRxsYK9nsj7jSrNHoCOEF3bTia88+w3+49nqMlfzOwSVGVco7N18+8XiPAxff9tI75o551RJ3bbuu+pBJOrZ9gHBNHa+6XoagKJgrhqBZmPB8XLCnEI0NxOJTKtIg8ItUEbJaLg68qOl9nncNX+SZeosDNWEoC/ZdTuM1L9ab7DU9eqqk8YqNbMZEh3n8Yn6AftzxO+Yh0juawfMuKPQ2w/emC9Uu/ApdnnxDKHz4F00EqgqCEZzDpIJqRWAnss3QadS0DpvYOELEg2C3UlZwOGLzl5pgu1KU+KoGrReZaSEDZcAbg3n0ArNzJ/e4OsbBPEOXgu4nI6TRzLcEWesZBVCttA2ZVTAYFhfn9LOaSdNHGkl+dUJ+FabnV/jQgw/z5tUP8dX5dZ5qOlwzQxo1pvaKXFYMZIMDrpkBB7bLO1/D+JaB0Snxwz/8w3zpl34pb3/72/mbf/Nv8tBDD3Hnzh3+7b/9t3zwgx/kve99Lz/4gz/I933f9/EVX/EVPPvss/zAD/wA999/P+YeD5xer8fFixf5uZ/7Od797nezurrK+vo6ly5d+iM/JjGeIYUgmiSIDUU1gHLbEh8ohi82VBeGobTWBFdSBeGGu4dXFMyJuEvGvieT5E3ba0zK8HwVTCNfo5Ly86JaT3GRQM8s1YrGJqCLMBGbjsdkHh8F3ZucK6KpCPXrSYIUnmE0Z0XPWY8mJP2GykXMbYz1gkuDA3pJxa2oz3yS0HSjQD4fz8NxnxA9GbrJf25z1FQ2DGXJhjRsd5/lifQa/2n6OB+yAjPImF7MqAaC6Xmotyx1f4X1T04Royk+jRHGI2zIKtQDze4bBfZCiYqmJNoSRafLhau2/UGTC0wu8AKyfUdyZHBRaK+i557kQAT5chdELdFjiZt02F2NoZGIWmJ6DhcLvA6ZI10EbxhfKqyT7FcdZiYo/470KZrfOk/dCz5GuogYvFjQuybZe1KQnJ3RiWsSZRi7lAMHG3rMG1ev86b8CgMZenbNneZWM0QLx0paMC0TsKHBa1lFSA/zs0H15xJPNBXU0SldxiVUQ0W+E4LOphNsGVwUep5B21vKCFypmIkU363oJDVnOyMe7u5gveS5w02slezPcqLUYJTHFcEG4W2dF4nuszwz3UYKx1esP8+T2dUTj1k2HlUJbOxxsq3yHFfZfZvhMMHCQTbh/wuSumBB3BYGdPPK1IRvVVGCtjzXGHzTBAHHKVH3j7PjwVoCD6ZnOTAd/sfPfjnVXka2OUcIz/ZgwtWdVcxRzPp9R9w/DB45t4761FXE7rRDL61QMxnUiSJkX+ZKkRy191Cb0e68fPIekUCwy6iCdYCXInhU1UOafqivRdNgmyC8D3Ox88GbLZVB8dU0uKMRvqzwJtxjQkfITgZJAkkb8H8BzvExeknN7PEJozs50UjiIs/sfBBe5DuedN9jOoHHWK6LYMabVpTrBV50kHsjfFmy9lSff/X8G/nmL/4oD2i4oKb8QnmOXdlH4lDCcWRz5j5h33R5rtzmz76G8S0Do1PiySef5CMf+Qjf933fx9/6W3+LyWTC9vY2X/VVX0Ucx7zvfe9jPp/zkz/5k7z//e/n8ccf58d//Mf52Z/9WX71V3/1Fe/1kz/5k/yNv/E3+ON//I9TVdV/MR8ju7lCeSZntqWp+215oxZUZxqmZxOKDUk09aw+NUPvjPFN6w59HBR9Lo6DouMM0j2GbCLSQVFSny6LYbJAYpT1cQpfoGq36CTuk9At2pYaXYXdFR4oFIWNOJvW5KqiIyu29RG3zZBbfogSnkw19KKSaRZTFnGYtOcV/vDoVGM+hmprCT1ZsKmm5NKg8JQeGkLzUACXePafyDl8Z1B52UKxsjlh/MAqwxciVFtW05MKF0kOH405ekfF1z3+FI/ltzgwHX5vfJYb09PpSvQ8yI2zA4sbh8k93atR8xrbjbFJhC48+Z2QCtczHRpwtuX90kbBu8QDJrQEkBVt+S+UPgdPaV4+vIDTIfsU2pB4+LKTjXl8KQ4cl3Mle50YrzLSQ4fwgq3BhE5UY73gTjPkpppQ+oj7k12Gas6etUQCrppNRiajF5UYL+kkNbPM4IF6nNAtoFwDEYXWNL5jEeXpsqGyCVmU/FZFtRpRDjVNN3BhEGBzhxmGazvq1mRpw8WVQ7SwTE3C9WKFymn2Dnv4nQSzWXF+45D9Wc60VuyNO3xk9iDv6jzHQ8kdaq/4suwyZ/XJ5frChuBFNsd1szaL5Fmo65zy2EHgEHntwQpUIVBV6FemqtCE1ytetWESbaZJGhb+PKfZoByj6YV+jdWaJZ4o8juO3vOa/7n3drofz9h8yTC+2KfuwZVhn94VQf+yYba1xsfevELv3JhiPyO7GlHHGTuJZ+W54Mpv0nCfyBp61w2yCZmw2bYOJrknxHFpUrYmri4SYGzbQ9G37UcC561ey4iUCJllIcL9Nuwia4M8muBccPNX/S6i07lrzgv4bg5pEjoKHGcpT4H7+/t044rZSszetIP3grKIqccRSE1+O1w3dV9Qrziqccp0N/gnmUyE7BYQTQz2+S7/zwtfzX+38ds8Go25EO/zkdmDNE4xcRmHJrzudjXghcmrqzqfD8vA6AuAxx57jH/xL/7F7/v3D3zgA3zgAx94xWPf+I3f+Krnvfvd7+YTn/jEF3x8f1gcvb5HuSKp+5Df9qRHDvEMHD4SMbkv2MmvPFugXry18C3i2MDxuGzW/gyeRfc8Llpzx3v5RG0p7TQGj9lO3ao8AgdBmMBvwYKaCyKpFovrMedBF6CninGTshmN2x5OQZZ9aDrsNx1uFz125j1GRcp8luDGUXi9vodsfkKkskHh6ciKSBi21ZSBtFQejlzMrG2HoHC8IbvO41/yEnee7PLfnX2G3brHf/zUG6g+tMbqNYdJFXpzBTktKM50uPnlmotvu843bTzHQ+ltFJ6BmjFYnfPZ+Nypxi0cQdV1bYaoLOJ4UbIOHylUFZpLCQvRXBCPg3+Oi4PhXboXyLmhPQskh20H83YhVLUPBnqzoJaSjcBKfyqzxHJdUL9xSjdtOHfuDi+srzP/dBebWjbzCbG0RMJxqx7QUwWli/jt0YP8snmMNw6usxmNmbuY9WhKqSIKGzFISsadFGslaqTo3HQIK0NvwUTQWZ1T16ebYlUT3MyjvSn1YIWmB8V5CzZsVnxquXjfHkJ4bh4MGB/mfGaUoWNLnBietxuU0xi1Fwf7HelIdUMWN0yNoBql/PKtR+meL/ni7GVyWfGSGfCJqsOfPuGYddkGLW0g5KPw+7Gvk0ug6Xq2H9vhTWs3KGzEqEm5Netz88Yq/nZEciBIDvzCWd3LNk3UXmrSeuJZa1aoFCJLT53R0LMwd6Q7imynnb8sdH43Q9a0rXYC7ymahet3ckEhHHRfVMzmQ5KC0IhWB2+vehAyX0039FnrX7HIxlP3FYOnRzSdPrNzr61/1+8H4Xw4z60yFGOCkKEIKmKTCqSRFOsRNpFEMwOO0HA7FiRHDfE8cG+EFIheD7u9grp1gBuNFwITnwX7ky8EDqucblTxQHeP59QmB0VOVUYQudBHzci2jOZxPQOlIt7T1GuW+TlPc34NfZBy9FCMzT3/22deR/FYxP/t7C/yZLzH/zZ6nN26y61qwMvjNfpJyayJ2Z2+NnPKZWC0xKsw35RBKdI2RlSVRzaO7vXAXVn5zBh59RZ+Ng/lsNa5GloOUQtxT1bIWxsCIh/68GBMkIp+gfhFalojurol8QYli0kE8cwhbTvpOWh60KxY7Cy0p/ACNpIpD8e3idvMzIv1JnMX47zEeEVtFWUR4wqNMIFPQ2MQSbwwlzsJYmHJRUUsLKtqTiQcezbiyGWMXYpDLpRrG2rMnz3zYa7Xa3RVSS5rVG6IR4FkaXKJGSQcvq1P+bVjvvt1v8WGnrBrevRliUUwcSkjk3N/tneqc+0lobkqBNsCJKKqEXWDmigiJcPKIEToLE7YyTadY68YFj2kjruNR3OHjSXVoN2RCig3LXqzCB/lBKe5UubnLdoLHl7bZb/s8LozO1zPK4qXVwB4sLPL3MYcmZyZS4iE5epkleu7K7gLgrevXGZdT5jbJKjUooIyibjqVyj2cvo3JN2bJcLFFOsSaSQz3cN3T2lH0ZaesC4E9jF47ZCNCuUqL1jPprx95WV+LXqEZ25sYycRLnIo6ZiNUpJrMSb32M0aLTxHZYYUHpkHQ7/GKpyX7NsuqWj4mb138Km9s/zph042ZNl48GKRrcWDVx7vBOWmJT0zwx1mlI3m8myVK4crrHXmPDjYY1ImTMs+TklsItCzY94Rd53WaRVuOrTUILRBJL6yf6pTHU1Dv7T0IJQsm24ovSYHgmYN6qEnHou2Ka/HpgI1v7uZS/cE6b7HplCs+9YNHmxLyWk6MLpfYWOFLkA2faq+PBXHaMHpq0IJUtYO3zSoxqPL8JiLwt/lcSXa3qU2yMYjC4OfF/i6ASHxaYxNFEqrYKlSFAghEFoh1zM41Z0YcGfe5f7+AZGwHJUZxkqE8AjtcalfnDPZgBxpfOKpVy0oT3wksKnCbfWYXoL3vOuTAJxPDnFesipjHs7ucKMc8tLRGnt7PaT22Eoh5q9t7MvAaIlXodjy5LcEvWsWVXuiqUHPGqJJSMGqw9D2gyiCprnbBBa419AREZyuEQIRx9CEO9N7H0h/xyo2JUOAdQq4VAdSpg83u9NACvIo7DqrNUc0Cb46JBabKOZn4Q1ve4k/s/47nNNjetIycYrfcwm7dQ/rBRvJFC0s6/mMaZ1w7cYa+R2BmBV4IYML7glhvcQJSSSCf8iBS9l3HSY247YZkIqGDT1h5hJmLll0V3++2KLxinfe/xKX19a4sTMk+2xG9cWSL/mKz/KtGx+iL0tebDapXEQqGsYuJRKWO3X/VOcZ2sBIgEsDf0bWFjkrQhbQOWRlUJGkHmiqgcSkQfLsZcsnaSXa0RSSiSc9MIvv7dgjSVigb/iySy+xGgeDo6MmP/GYszNTzFN9PtHch9IOfyPD9g3klv2yw5nVI0Yyp7AxV6s1vii/xoP9PUqjebi3y/n4gAPTxSEYqILnp5vsFl3KaUy8FzIM03Mxo4fkog1ENJbUnVMGRu3C12z1qfrtpO6Pg01AekZ1Rk+WvGP1ZYyT3Or0Ge91GI9jSGyQxjeC+qzj7OqYflJSW8W8GzGfpaznM96av8Qz1VkAzqeHPHbx1omHfNzA1LeJYmmD2aVNIdos+Nr7n6G+qPnYzgVujvs8ur7DI90dBrpg2iQ8ayVmXVFbSXk7pXOj5enQqh/bBr1eQrEeE48MqrT45HTNkZteyHYlh45iU4Zs0fXAk2sGDlUKVBGyGMII9CQ4ZR/jmHsnTZg/j72moiK0ZbFx2BCYVY/pBlJ9NIHhC69NKfV50ZYphblnKlIKYcC2JHJVta1ORpZo3KDKEGkK40IrpJ0Rbl4g+93QkwyQxrUcUAGNwbcqalWtnnys92D/qMukSNkddNnd76G0w1qJNyJQHjLfbmYFugADSC9I9iWrzxiio5J6LcMp0MLyhs4N1tSUVBjm3jBUc146WuNg1ME3EjdSRHNJfPjaqhLLwGiJV0F4GLxs6D69H9Ko1kJVIwe9UNutgrohZIIkvm5awrVEKO6aNrYSfG9MCIyiKOw8YJFB8tZBUQaOwCmIql5LvBBI61GVD5mJ2iNrR7rnmV9wGCuRRuCUh0tz3nbxCv/nzQ/TlyUbyiERHHjJ2eiQg7jDoclJooLXdW+xpUe8XG3yU7e+hN7VKrh9q3vanZwCkQj9tvZth88UFyhdxP3JDn1VYn1wY+7JglQ0WAS35JA7RQ/nJW9ev8bbNy7TPK54PL/JfdH+ogu79YKLcWjYOSbl4fg2TU/xdHH21GOGwOOyiULJNpsTaXzU9pEzwQE7mh9LrYMb8r1yfi8Dj8TGxwxdiKYWrQVOa9SdmJfOrUEv9NSamJPzXqqXe8gIhh9KwkSbQrYvmZ1RXMnX+PTgAl/UuUa3U/LsfJtfHz3C86MNpmXCxKS8UG4xdzFn4iN26j4vHK1jnSDKGuptwV6qsV2H6lXYUUR8oGgG7tSyZuFAWB+UW22pUViBX6nprcywTrIz6fK/6jcQK0NlNUlk6K7NmU1S/ExTrTpc5rlv/Ygv3XyRt3Ze5oI+4KPF/Xx0fD+v697ikh6xJuc8U2+z33R4b/+TJx6zbO42pBW+VTC2QUJtJU8fbVM7xUpacKm3z0P5Djt1n+dmW2jp2OjNOJxnjA865HsSPfdBbbU4HyGLlO02xLuzcL3Nq1OX0qIJDC4boolBlxFNLlGNJ54Ipk4ubBGg5fREISMTjzzJyKPqIM3Pdmpsqphta2ZnAodOz0IWTVqCKGHgqfuedB+KzdMFdMJBeuRoOiK4aPe7eAX5HR/UXTrMhdEs8A+FcXgtIVIIE3pcijTFb63hIoWsQ9Nv18sQkxw/D31SRNsT897zcFI08whTK0ZJijMytFGxYR4QmcUIEE6FILjN0puOvztvJJr5hsZt1Bw1WbCnMAN2TY8n0mtciPZJtSGODcU0OMfL6rUPehkYLfEq6KkgmgZCo5+FLZG4p4UHWoeafn1XJeSdR8YylMnaEpkQ4m7/szaQIkkQcYxQEqr6FaRrcYrAyCYSXbS1cCXQlW8NAx2dO5bJSMGlGY9s73Kpc0AiG75q8BQdUbOlCp5vcn5t+hg7TY8VPWe/6fDSdB0tHKYrebnY4Hf3ztH73YT4xs1wVEJ8QawGrjVr3GxWuFyuoaXjLZ2X2VQTpHCkoqEnGtaUJ0JwQd/gPn3A5Wydm00oA63qKdt6xKqa4lqmao0Kvkh6xB3bJRaWnmh4Z/Yyl6LTldJolUFNHqwB9MyEwPa4SbAL3ieqcCTGowuJTSRN1maOfOjLpYvgi2WzMGYbCXTlUKVHWk/3quRKZ5u9cx0iZVGnyM7JWmBzz/hBSHcl8ShkNXvXLJMHEm6eD4T0t3Qv8/beS3x6foFRkVLXis8cnOF33blFI9tZFWOcxFqJa2VXdq0BL3CNhMziIoWeSJrkdIGzU2A6ElVJkpGjPlCUZxxnt4640Dtit+hyfX/IZ26c4f6tfR7o7ZMog/WCT+xcYH+0gs0dw3Nj3rJ2lTflV3gg2uOi9jwavcibs8vs2h4DKViVlhebsPs+cifnvQgflIXAopwmLVADN1Oem51BZoZut6SymudGm4zLhHmZYI2kmcbIiSIdS6JpWwLygTMoG49qQrAYjSr8sy+HXoIP3IdZOR1XRxrPbFOh+7IlNHtsJOher0nGmukZFYJULzEdj1OB/yZNyMZkV46wvZTDx7rMzoUyIAKqNY8bC+JJOC+qDFnR+Chwj04lxz32MTKeqi8oVyNk3UeVrs34R5hEkBwZ1KxBFGFT67MOTT8CEZOWQ+T+EV5L6o0MVdnggRYropU+wpjAJYVTk64XaEJ26HDUQSc29KEDxFyFdjSpw3QEeiqJp+H+nV3wVOuO0QOapiOZnZH4SvKJWxfIVMNGPCWXNTfMCm9JbnC2O2JSJrhhSTProCoW7vp/EJaB0RKvQjwOXb2FdeE+MAavdfC90AqfRG2rj2lQLgB4F8prEDwvnA/8GymQSYLo5PiVPmaY4eLQ08truSi7eRWUZSdFsldQrWdIE0wpVeVCr53SkHjP+u9K9nyHZ6zi2WuXcImn/1Ul7+1/ku+7+fV89BfeQOdGUI/UgzB5HctcX+w8iKxhcMVw5sooBITG4OU9pPITIBKG0kd8ePogV+arvHPlRd6YXiUShlQYcmHoSUcsBBKIhGQgBOiCXN7iQrTPzCULH6Rd26MnS2JCgDhUczrSIZ1jbFN2XU6MJZcn9wMCFrwX4Qmp+UmJLyuElAitEFphsxDkCuvb78QTzzzShO9aVSGrYJJjDyOL04r5uiIZB0VKNPNER5JyNSYbzIjUyctSZuAQtUCeK3joi2/zqecv4D8Rs/ZUSXon5aDMuTPv8uxokwd6+xgvyeKGWFtqqyjqCGMlWjl6aYX1gt3DHrbt6i0ihy8lHgGRw25X+Jm+y8U66bizwHWp+jHR3JPuO2aHmua8YhAVbCahxHFtb4hxkq1kzIPpDk2rf/+Yh6KKGWQlFkkkDM4L9qwhdC4MbsA3raL0CiUc56KDhVLyRGjJ+a5dXXyrOFSlR88ldU9SbijGc005iMjToAg0jWq7pAMyKLhkHcpyugweN9KG/lk4gsEpIOKIZiXDxadsG7MqUA0USqDqUJ4Kbssx6WGwwHCxYOU5i8kEszOScs1TDwUmjSjW10IPNBN4MIiQ2Wp0CO7iSTing2cnjB/uMT0byq76FJU0PNgI6p4MnL3SUWwlOBWCteTQ0iktelwFzycl8XGE7USYTvD1EtsdUu/xWobxy2Di6LXE9TMkq4iDI6ibheHvFyRA0h6lLdUs2KFHeU1jknA/qZDVOua5ygbSPYkqAAHTsxKbQryjKSc9fnHvDTzwwB1eP7zFyGY8GO3SUTVFFWGMWmSdVPXaBr4MjJZ4FWTtKddTYi1RZQ+sxycKm2q8EkjjULMGmaeosr5rCnbc+8wHA0eRxDDs05wbUq7FNLnARi0ps5WWenEsxeZUqiP/9Iskr3sA079rPiZs69lhPd1rBZ2bYeL0qmL/DSm/99az/MrtR5n83BnOPlu13j9+YSB3HLSpogHrQ4rZhMnlVRYEJ0AsLEc2YT2a8vr1Gzye3CDGEYnwD6Dy0HiPAyYY5l5Rtmq1VVlyUc85cJpPlucpfcyamrb+SI4D2yUVe1zSU45szq7pv8oz6SSQtk3NTxr04TyY6zmPm4yDQm3QC6WzWCIbhz8mYXsCGb7yqNpR9zWkIdUvjSeaWopVTdUTdHYsvoBpqfHS0YlrYnnywOjNX/Qih1XOtb0hhYn4k2/6BP9x+Dg7aR9Vw7WXN8jW5xy6nMN5RhIZhPB04hrVfn5jFbbl90jh6eQVslMipSONDJMyYTZJcZVCHEUIIDk43WKt6jCZmzSICRDQuwKTcoNfPDNE9RrsOGbt44qx6PCvz59l+NZdvuehX+Jrh59lOxkzMhln4hFdVTJxGZeNROIofQheY2E5cuG6mLkE61NKeXL7DK/FXVXaMfVQhqDGi2CiKBtJsQ1NqimER2tHmtUUgJsnJLuS5MCji6DMk9bjRcgqgmxtOcL9bcdTok+9eOq+i9neXXNBVQVhQL5rMZlkvi4xnZDcqQaSfNeE7yQTmNwzfsi3jt6e7pUwdpOH7LuXIVskLMRTC595gcHTis6bH0F4OHjsNNm5loQ+EJz/xRHy8k3YWMWsd6lXYubrmnwHZB1BrFGzCq8UXoTNo25btTSrOTaRoQGwlai5QVcGOWlpDsM+YjpHtN/DqSE8OEE9jxEzjc/a7055ROwQKlg44KDuQXPeYTuO9JbGRZ5mxSEasSDki0py66jPuEyxTvBYdpMz6YhqFNYD/YcM5JaB0RKfF7NtxexMtiA5HhuwBU8jiIoEG3fDzr4IzUOFbScHAS4OpNumI6n7Apu0AdCxN4mCxZOFb6XbJ7/jxGMPwovXEG94AGFCo0FhPC5WITNl3CLg8UrQv2K48j89jKo8g6MmGBMKF+yVPKGlm2kn32OOh24N0SLNcW83cQrS+JHNObI5Z6JDzkWHNF4FJVqb8Wm8pEbivCQVBik8pVfEOAayoSMFiVBMnGPP9Hl2vsUbOjd5OKlQhDIcwJZKeDDa55oZnnisnwtdONSsRhyOQ588Z3FlhdIa+l3wHlXacE2kchEA+1ogGxuC69qRHgR1j00kwng6Ow4bC5KDGi8gmmjKSjMqUvrpyTNdLx2ucXTUwZeK5+tNrh8N6Ocle2/V2Fm06A213p8xTAsKE7VGjnPiVhaVSIsUjv2qw37ZYSUvUNKxN+3gtGWYlUwOOkQ7EYPnoXvLkN4ew/ef/DzHU4cqHaqRlAPJfDsER8k+dK5rEDpYIIwcXoAuJfvpBv9z/k7eu/lp3t37LBtyjhKeiYuYuJSZjyldCK6dl1g81t/luTReMztFBdDptsGw8wtumbBh84MMZW59y5PvCJpOgslDT0BVw6Bpy021axtYt3J0F0pb0oT7WhofvMQAmSZBFXtKjpGsw+bMJiFj7DTMthTVqqBc9eh5CJjKNUG1EgUpfksET3eDNL5c95SrQT4vHOBg8NKx+akg3SmRSQLnt3GxQlpHPD35uL0M5yU5BFkHpaw/OELv7KHOn6FcGTI9q0l6bUPZJg6ZrMYj215qsjYhwytFS273oR/mtERMg/LY93L8oIfNdeAXqS9Aykh6/FwFW7uJpjEComN1s8AnjqYfCO8uCufUaR+UmVFQcXjpkaVEzyTFOFhn1LOY39h8hPPZIXKmkLUgGolWTfvahrYMjJZ4FUJfHLFoqrggzUKb1m4deLvcldAK9YpSuZcsZNfHZFtEuMCPTdu8DCWWu0S+06TvHWJrHWkcvnF4J5CNw6YtLwDwQuAj0U7cju4Nh1cCFwmEBCEl3t4lC6syZJ1cqhHe49odlyx9IKHLezJHJ8Cvjx9lNZqxHk1QwrOtj4KZoweLoPEKi0ThFk1tj/lGXRFTecPcWToSvqLzDE9mV4iEZU0W9KTltk04cimND+Ty29YwcwkvVNt8/cnPNMIFgruYFvi6JW62ZVQ3n6OKClU0COuxWYRsPPHUUXfDBSKtRzQOPQ8BoC5C5lA1jnjsg6v4aI7vpECOUB7vBY07RXZOW3r9gonL8ZViXmfBgmGmEalFak9dReh+ONeXb63hGsVDF+8QtZkq5wWV1UyrhKKOkNKRxw3OC2qjqFEIFdSP2aEhvTk5Pe+lNSy10V3vJx8F5Si0JU0jmJ9Ri/Lv8Bm49eIl/l8r9zM/Z8nPTXlobY/H+7d4fX6DDTWmo6ZEIlwPDYqmTdcq70hls8iMnQQmEwsJuhc+kHadR9Us5oJj/l9+J9yDYcMVyOo2lcG3yLPYbOHDgi1t2zbCgaga5OoQ8+AZfCSJ9l5bg9DfD6NHIBoHbpBXMLk//N/rtv1N7KlXfBvECZwiNA1OoIk8+U1BfjOo74S9W06s+oJyJaLYECSHEfmlx8KcY1s/pvHJM13FpmfwkkcXntkDA+SFfiBUA8gQoHp5nJkXNHHbay4Lc7xsNNE8eI6FzL3AdRU2TRFrKcINFq9FBC6nU7C+PT7VuZYdg3cCnTc00zi8vxdQibsZKe3QRWuJIGQwA23byohGIowABS53eCXDptcJsIL/9LHX4xNHMg6ka1UBMviZvRYsA6MlXgWnwmRg0yCrPg5ehA1pcmhLYapNlYvj3eBxMNQGF+0Vfvz642DpOFvkdfib136hVjopxLzCDTsh7evDbsjHMrQu8eBS1aa62z5ihN+FD7vPuwFeW1/HL56rnIfGgQrWAz7SiEaHz9InJ19/ev8sj63c4bnpJo90d7CpYKjmxMK+otRxnPlJhaEjDYlQKCGYOMeR05RecUnXvFFqpr4iQlF5z23gthlwR03pScGanBMJu+CfnBi+bVY5K/Ba47MEMQ89wby1+On0HpVaHz0zqErgVdSqTELwI5yn6UYLF3Q9qpCjGW7vAN80iIvnW+ItSOkW5OeT4E9c+BQDNedqtcbv7F/izrjHfJyGa3auEROFzRxXphth11qHifaFy1sAxN0aaxR2qsNFrB06N6SRwRgVzD9rhSgU9cAzOacphyvsv/H0O2vhPPHUto7Pknp4t/RsFXgVPI5Q4TqWtUDPJHoOg2cU+nf73PB9Lncf5F9veKpzDdtnD3l85Q5vH7zEfdE+QzVeXG+li05VIm5yQTwO3c+RIjS9XWRzws/jjAXcTRx7LRDGo2e2fdwvPHe8FphcYUXIakSjGpoGd3CEmgZG7WlLad2rLVG8Dgtwsi+o1j02DtLxaCpIdwWz862U3EC94oMju4DZ+dCzLDg2h8xSNL3Lrc52Q0l0ckGhKhhcbkjvBG7kSfGnvvpD/Cv5DrqX5aJsueifR/gpvA+bEnH3/16IxaY1RBv3vOn/zjxsEyjeOuefPvb/Bf7+icc9HMwo64hYW0aNwhsJZQh2fHx3/Tg+d6oUIUgqj7lfQbHmIijO2lCKcwJrJMe+WdGuRhVt6dtCseaRD7629ivCfyGazCyxxBJLLLHEEkv8V4DTMQOXWGKJJZZYYokl/ivCMjBaYoklllhiiSWWaLEMjJZYYoklllhiiSVaLAOjJZZYYoklllhiiRbLwGiJJZZYYokllliixTIwWmKJJZZYYokllmixDIyWWGKJJZZYYoklWiwDoyWWWGKJJZZYYokWy8BoiSWWWGKJJZZYosUyMFpiiSWWWGKJJZZosQyMllhiiSWWWGKJJVosA6MlllhiiSWWWGKJFsvAaIklllhiiSWWWKLFMjBaYoklllhiiSWWaLEMjJZYYoklllhiiSVaLAOjJZZYYoklllhiiRbLwGiJJZZYYokllliixTIwWmKJJZZYYokllmixDIyWWGKJJZZYYoklWiwDoyWWWGKJJZZYYokWy8BoiSWWWGKJJZZYosUyMFpiiSWWWGKJJZZosQyMllhiiSWWWGKJJVosA6MlllhiiSWWWGKJFvq/9ACW+D8e/ti5/ytoDU2D7+aIqoFI46WAJMb2EvTOGD8a489t0qzlVCsRembJro7wStGs56jSADC5mGMywXxboGew8lyNTSV1TxLNPdNthVeQjDwf/Wffc6Ixv/3P/WOaXKAaaDpQrgqansf2HBiBnguaFQvKg3ao2PGG8zeZmZgXnj8DHhCAB5EbtjZHVI2majTFJOXsv9NkezVNrnGJIDlsULMG+dxV/tejnzzRmL/8l/8Gq+mMa+MV5lXEhZUjLnSOMF5yKdsnVxUKT+kiPjM5y1GdcWfa5fCwixCeTq+kLGKi2NDPSyLpmJQJo2sD9FQSHwny2x6TgukIJg8Zti/tM/vlLT7zgb9+ojEDPPT/+e9pSk3Sqal3c2QhsEODHGtkIzBDg5wpoqmgXnN45VEThR0a0A4x0fjUgROgPMmgpJomAMSdmiRpqKoIgCRpaBpNfb2D3Cp58Vved6Ixf/tHvp3GS5TwZKqhcYpM1UTCUrmIoybjoMq5Ne5TNZpuVhEry41bKww+keAlTC850vsmPLl9k2FcUNiIxilKq5nUKbVTxNLSiSpqp5k1MbM65mN/7B+c+Fx/5df+I/TMUA9jinVNMrZUA8V8SxBNPXiwicBrUEV4jQunDuFAGo/JBF6xuL5dBF6CsBBPQFWeJhe4BGQF6aFHWM9H/vn3nmjMX/pL/3eu314hzhqqSYLKDEo5osjSTSuyqMF7QaIMQngAtHSMq5SDWc7sIINGIozAJw6ZG7yRMNVgwzXjM4scaVzPonKDv5MQTSTP/d2TX9ePve9/YH7RILsNg/4cITyTWYq9lRNNBE3X47XHZw6EBysQlUSVErPWoFKLHUegwxxDLcELhBWomUQVAlWF8+4leHX392d+8GTjfuKv/w9sfWyOfuoKYtBj/KYzVH2JLj02ETQ5dG9Z8qszUILiTM7OmzXlfTXdp2PiiadcEwxfcKjaMdtUrD5bYiOJahwHj6aMHwAEmPWGwSdjsj1H0xF84idONlcDfPOHvhOJx3jJbtHl1mGfKLK87cxVrs+GnO8ckamG6/MhK8mczWTCjWLIR65cxHvB5uqYlbRAC8eoTklUWGteurOOerqDLmD2RInUjvu39pF4bk96dNOKD33tD/2B41sGRku8GlmKV5L6wU2iwwKSGKoakpjJo0PKgWQV8NsD5mdShIcmF5hEAwOanqIcSuJJjMkEdV+g5x5hoe7D+GKEl+BigUk80njqrsDUJx+ycKBLT3pkcVojHNgzFfef2+Olq5tYp+ltT1jNC+ZNxLyKuTEZcDjOQ7CkPEI5dGzJsppJkVKVEbaR+FpSrkjikUQ2DoRETWtk0UAcnXjMV2+vst/Lmc8SxJ2E54uYcjOicRKJZysZI4XnmckWz+9vMJ8neC/wpcI7wQxw04hGJDRDRSerSeOGUa+BSQg0TAqygZVnDarS7E436c/8yU80kGU1ptLEsaHuNaijBFtLZC2QFkQtQUDT9/jcoA4iopnA5RLfLoSI9s08OCtRiV0sktZKvBM4Jyk9aO1wmVu85CToRSWTJkVLixYWrSxSeCwSh2A1nrGeTJHC8+zNLfbmMee3Dnngwi4v+U26z8T0XpaMV1L2hx0SZYilwXqB82Fkx5Oz8xIpPI1VKOlOMWo4fDRBNjGqDt9l3dN43Z63SCAMIMPianJw8d0FV88gnnj0PDzedARNFxDh79IeB1EiBFFVuFacgqg6+Zhtez68FwjtsJWCBOpJzIwsBDcQAggnEJFDJwbnJLZUoY6ROHwMYqpJX45wCdR9h0sdomMQAtxKE34exkgH9bo91blODj3VqsJZweFMIwtFfCTJRiBrsAnYtRoVOZRy1KMEVYaAxxYKW0n0VGEGBhU7rBOIWQjwVAm6uPs+XobvwXQ80pz8yvYKXCxhcw2vJNmdkmiiqVYjhPV4JXFaYPsxTklcJHDaozJDtRaBCBvIuiNInEBYELWDRFH3oxA8j0JgrYt4EXCd6mYENpMJR01GT5X0dMVGNuWx3m02ozFf3H8ZgEhYHsrvULkI6yVRbhk+VOAQZLIO95hX1E4j8TReYr3kmnKsr4x5a++AzWRCKsNGSK55eqp8TeNbBkZLvArN9oCmHzM5p+neVphMku43TM+FQKfJBftPdDCpQBqPi8JdImtPuRLjEsCHm9aL8LjJBbKGbNejC0+xIWk64EVYTKOJR51iMp5vSdJ9h0klXoZJX0aOeRMhY4tf8RTzhCat6CUVb9u8yu/un8POInSnWbxPmtUYK5nvdBBOQK9BpJbxg5pkpMl3apq+xvQS4mlF/YaLJx7zxTP7DOIStyq4Meiz0ZnhvUDJUOGunKbxisMqB0BpixBgS4UoJT4TEDnEXNFMEo7mcch8AS72mBxsKogmII1CWI+qwatTzmotjFFI5TG5h9jhUokaSXACNzAgPFI7bMfhBWAEwim8DoOUc4nXHptJ4tSgtWU+TbBWYkcxspA0Kw0udog0BDKnhRJ+8T6JDIHMQBdYL1HC8cbhdVaTGb9z9RLXLq+DhI2zRxwkXdRLKYOVGVv5OOx2nUIJT6wsUoQJ1ziF8ZLGKqTwGHc6toKqPE5D3ROLxVTYEMDYGIjD78KyyAjhwn3nYrCRIB059NxRriimkcTGYSMBIQjCQXsq0KUnmbjFdXQSjIsUX2jqQqOPFKoS2MSj28vORR5Vh6DOxWBzR2PaxbZpz5f0ID0+cRRnQ2ZMOEE0UrhCYrsWkVl8oRBWtHPN6a6PySXwytN9SWEyhZ5Duu+xCVSrArPRMBzOmc0TTK3AhUy0KqDpC1QjSfYFXimsAFFKhA3H5UU41y4L8yKAS3yYH08x75kcXCTBWlASWVu0EMhdz3wrxulwv5tM47QI/2KwlSKqQiCU3xLEU4tJwt+E9+A8TUciDcQj8DpcY8KEa1GcLgZlM56wFs1IZUMiw/y7qqbEwjJ2GZWLmLgU5yW5rGm8IpKGVT0jEhYp7m44FA6LZO5iziYjBttzImGZuxjXBktSepRwlO61bWSXgdESr8LsfIawnmjuGV/Q2ExgUsFsW6ILSA889SBM1F6ESUmVnmQcJnFXhonWqfDTJmEyyA5deI0ME353BMKFz9FFmLhPiqYDei6Y3CfJdjzJvqe8mrHjBN6EDMTacEqsLA/1dxlGcx5fuUOqDXfGPWajFJ2Eu91ayYUHdtnMJ5Q2ojARL823UTWIxhFNLSZXRJFmdjY+8Zh/6tH/Nwc23Kil19SE41c4FB6LoPGa9wxjZi5p/+Y5sjkjG4Kl4wnA+rCgNF4xdzEKRyINuaoYmbvP7amSuYuBk5ccPCBji7WS9ZUJRafEOsnM5bhS4HsGGVvcNMIVChKH6ztkatGRpZ5HUCpULTDaE6cGKR1VGSGUR2uLVT5kDiqFkx7GmiY++fUxajK0cGhhMU4tJtbonhm+cSGYeTDfY2+zy+VPXyIeQ3TB0u/NOVqJOdMfcyYdMzEpldXE0qCFY2ZipiahMBGV0UyrmNpo/CljOV2GN2jaIFcYFmVf0VZ0hAv/fHu/edU+ZqHYEux9sSc60qx+1hNNPX4g8KJ9ngCacB9K05Z2BDTdkwd0dR2WFVFJdBnG7DVhbohCOcqoMHYvPcIImGlUFTIrNg7H55WnvazxiUfOBemuwCaCyglcJRGArEPGS5iTXx8QxuNSB15SD8PP2VmBzTzVhiHKGoyT6MjSlBoiR7lpiPcVLnG4DFShEVYg5wpZhteijzePHptCNBG4KBy3LkG/tiTG50U8BqcFKIUZZgjnEdahCgc+XgRheI/XAqfbEutRhCrDMeu5D9eRJzxmw/9pH9Olx8bgZSjZ2gw4XSKUFT2j8YpUNOSyYuIyGh+um8YrGq/Ya3rksiaXNaWLcAi6qlwEUhDmyo6ssEgqF9FTJbmsiYWhchEjm3ImPqIjK3JZLT7jD8IyMFri80KXDlULEBI3CwFQehB2brp0JGNP3QtpWmYh2LFxyCCpmnBTCdHeUOHmc1pgUkIKORWkh5bsdkUziHA6lNxOCq9geh+YjsN0BKoQ+MjhpiHwEJnhvv4h1yZDPrFzgWFWsJbO2Jt2kNLRHRZUlea+4RHOC3ZnXV46XGO7N2Fv2iEalkCKSxSqspgsotnIiSennCGASDikaEi9Cb/jcQhKr0iFYUgBikWmQ+GJhKNpV41UWJL21DUe5v7uAmERqNNs/z8PjFG4RtLrlPSSiifWbnF1usJzOx1kDViBtwJhBLISOCNg0PDkfdd5uLfLL159HUe3e5jc4VOH1hbfll+k8DgnyNfmzGUGgK9VWMDl6Y7DeRGyOF6Al1ROU/gIKTwKR+MVE5OyX3UYVSlIiMeestFkccNh4mhceI71Iry+DWwPqpyjMmNeR/j2c+paIU85ZnwIdlRFWKUAp8RdTpxbPBx+t3dfIyw0PRieGzMuh3RuNagmwuRhgUS0z3N3NziuFzIQ/hQxRj2NSW9pRPveNguZEVWB8AIq0X4m6EIibNg8ucgTHwUeTtNtA0EXMhY2AZuG78PL8DeDBNkGdAb8yavaANjEQ+KYPGxYv3DEwQuruEGDkJ4oMeAFVdl+SKnCd5A66jVCWZAQzB3H2i4JAcbx1yObEBABSCvQ0zaANScfczz2mEziugnCedS4hLrB5wnStvePAITAy3A+k8OQwopHPlAQivBTVR5VefBh0MnIIhtHNdSUQxmCZ0sIik6ZdI6EZa/p0aiK0kc0XrFj+4xMRi5rLJIbxZAHO7vMXRw2e8IxtSlzmzB3MWOT0lUVA10QCYttBzWyGWl7UiNhF5ufA9NdBkZLnA42kSHNa0BVjrorcVGYlHUlQIh2N+upuxKv2/tJhovTRdB029r0rN35tkRR4SCah5vQ5prZpkZXnvTg5EGGLsCIQO72AlQN0Tgcg0sdg+Ec5wW1UUTKMa1jru6tUB+m6H7N68/dwiFIVcOoyhhNMppRAmdhkJUURcz0rGJlarGxRJWnD4hKL6iRi/o4QOlCBioVZhH81EhKH/FUcY65S3g0vUnjNRtqjMIzuec9700xQ+C78Dl//9zH/rCItMVlDdYLVpI5E5Nwa9ILpQ8Jcqpwebtux+1CEDm+ZPUl3pk/z6d65zja6+KFQ8QOYxRRZIgTg3MCrcMUp/JA2nVWYoiQ6clXEC0clVPMTLIoodUuTH/xPSuTxKOFZSUtuHl/TXIQMzrocv+5PWRq2Jl0MU6S6YZUhZ2rFJ5uS8pR0mHb8lme1KT6FKseoWyhC1C1DwubBxF5nCOUaQjZHq9DFmhRUmt/d9pT1hHdK5L0udskNzJMskG5Lhb3iWw8Tt0laNtUnC4jYATpHpRr7X24KzCdcF8mh+1zfFiQo5nDJIJqVVCtQrXm0dP2mKswj5g8PN/GnvFDEI1Eu5BDdkcijQ+B3SlXMzcwID2r54/QyuJXarAS3wjsYR5EBGsVUrlwfltytU9sOOdGYFMfsl06ZISEAZxAmlDyVHU4x7JiEZjK5uTBs43DnOpijZrXUDcI66BsFhlFaX2b3Q/XUX7Lo6uQpRfWI2uHiwJ/Us8MsmiQnQg1MuhxiY37JCoE0za6eyynwb+6+WamTUzUcvASZaid4mCW000rlPBEypJIw8zG1FYxNzHzJkZJh/eC0mi0dAzTAil8uHdlCILS9v2cFzwrt9DSMjcxe0WXv/bYHzy+ZWC0xKsgXAhimk4g0TotAqchEZTrHuECL8jGss3+sCB44sPO4960rYug7ouWR+QX5FA81H2FTUA1kO+cnH3tBUQTKNeh3m5oBgqfOUTk6P1ewrga4lb26acVUnjW0hnGKg6tJE4acl3jENye9Ul1w9pwyiQxaOW4r3fIrf0B0/tg+KKgWgm3jWw8p6E1NF7ivKTk1QFM6TWyXZ0ar3iqPMePPvflVFXEE2dvMohK/uT6xzinRpReL3ZL1qtFhkgK9wcGSieBki6QXp1kM5lSOR0+3YbyqioEPpb4KHCDEJCmDReiAxQeLV0otTUKGTmkvEusjrRlkJXM6ogosmRJjXUSl9XoUxCZK6eYNgkqLknax44zc8YFknSmGiJhWY1n5KpGP+h45tqDMIqYb0a4WcTECSZHOXFeszmYkmiDxJNoQzcK19a4Sl9BQD4NhA+ZEl3dLZcJC8ocl79CJtamLZHZebxt7z3vUaWgnMXoCOzGEHn1FoMXO9SDTsgatdevtB41C783PXEqI5dsrWD8kMLlFmEkehyyQl61QZfwuKgNFEpJ0/fY1C02Yl62fKIp7WYM6hUXgmwBOAmtqk74MD/ZDKrh6bJzolD4yHFwexAUZ6mFWiILSbInaXoek0QhKDIhIx3GIxCxI+5VqPUQ6NtpDHOFrCSqCMduun5BxA5lxEBB0MXJxywNpPsGNavwSYRookAz6yQ0ebgf7w28VOnoHTToaY1LNMI6vBSYboTXEptrpInBgd6fIsZT4kFK3c/wEuKpQzWn5xi9+IkLuNjjI0c0VpiOwyfh/p6UfXzi2L7vgE/cOc/oygA1l6iWE2UzTzOwoD2ikdxqQmZa+JB1tJlDeIEXbXDaZq+FBz0T8NV/8PiWgdESr0LneoEsDfVqRrkegfdUfUmxEXgfXgvqHJo+mMyT7glUE+roqmrr1Y0nmoVdqYtAFZ6oCPn/akVQDSE9FMw3JF4ITAbzreQPGtrvi2LbkexLnAaZWNKVgn5esnfYw+QgK8Gnrp5HSs+lrX2+qH+DaZOw1Z1wLj9alEQiZVlN5uh2VzKep3yiOI8ZxYjc03RUUAClAmnC8Z4UjZchoPk8WZ17kQrDnWbA/Pkh8ZHg46P7eeTBW+wPuwxlIBoev4dFYBGkwiyCpaYNlo7/H51yVtMqBDORssxszOPdm4zWUz5ZxKxdmnL79hB5FOETzyMX7vDE8CZHTc6laI+rZpXGKtZWp8zKGCk9/aykbDTOC7ppRR7Vi7JhFhnmdcQgqU9Fvi7b77dxik5SMTMJUjgap1uSuySjWWSTrJecz4/41JZBjxU7+330kcLNJa5rGW4WdONq8Z6TOkGKGOcF1guMVVgnKOvT1XeiqafpCOqOWHCHVB1k+LoMsvq6J7H+bhnbKY/PRVsOAfVUwuCyxfZjuO8MphstJP20gQWiXaSr8HmnQbGXk+1L2JMt2T9YCbjkuHwW5oXj+UM0ELclNVUHnssxjgUZ0VTS9Bx6KgNpWYKaC2bnPTb2qCq852mgpxLTAzULY5G1xiYeH/nAkUo8chZqjMIIbM8icgPjKKgoE0kcG5pGIdpSm80cXgaRQTySyKoNiIqW69NAPDt5wB+qwgIfKepBjOjHuEhSrijKlUC0d1rglVhs4lwsQ/bRujD35pqjByJGr/OkF+YUN7uc+XUYXmuwh0fo3Q56I6FREuEgPbCnPtdnf9NS9RXlug5q5Z5C1e25dVAPJEc3tojHsLnniCc2iHg6kulZxWgFon5Fc5Qy/Iykcydkv2wsqLtqEWAnE4ewDll7bCrRxWs718vA6DXi7/29v8f3f//340/Lpvz/A3ghkLf3SZoh0ubYJCjToqm4yx/y7SQ3E6T7nmooQtq7E37KNvmj5+GnqgOpz6ZBnRYbqAaSphe8dnTpKYcnv9vsikHejolmgmIWITo1syrGjGLoeGw3+OaYWpEow/n4ACnu549tfoaOrPjY5H726g4dHRbgaZ0wryOqIqLbK6l6Dd4JypWEaOYXKXBpTn49SOFR3r+iPg53szqLx4RFiSBV9ioo0q4erPCp4X1civfo0GBFCHwkLDJGMQ6LoESiCMFQJOypOUfne0ccRB2MkxQ2QuF5pLsDF+CR7g6fSC/wwp11+lnNI/0dziWHPJFfoydrPjp9gJ1plyQybPRmpLrhqMyYzlNW+zMu9I6QePZ9hyQ3rKRzjJMMopJhND/xmJ0XGK+YGzhqspaA7dusWlCYFUBho5bz5dDSsnruiMnBGupaGhbJxLN6ZsST6zdIpGFiUu4UPQZxm84XnqMqw7bKtHlzusCo7gn8sZyr/dpsAtE0ZApk46kGCpO3UmsXBBDBJ0egSk/ntiOaWCYXEppOio2PMwkhWLFJyMo0HYGq7ynJnRC95zS96+EzdWERxqEqi9Mhwywbh1cCr8J1fsyBcbHE5KrlSHlUGUQOqnREoxKkBOcoznQAUKXFRZJiXZMdmEUZ/6TwArx22BRUITEdF7y3mqAuc5kLPlzag3JQK5hEyEKC8DQqppNXJImh0Q5hJT63WO1D2dMFEnrd94j9oBb93IzOHxoCTC7xSpLemuJSjc1jxEAhG48uAlldWNBVyHA1HcXkXJdyrc1qapi/ruLND17h7Ssv03us5APNN5AebJBkCbSZySYLz9dFyDCeBr1P3qLT61BvdULgpgXxYR2CtIdiml7wVkr3DdGkQVYGhGCWdqj7oI8UHHTIp4LuTUN+dYaclfg0olkLYhPhPGpukKM5YjzFrw1fsyJ3GRgt8SoU2ynCblKtpUC4wI5J1Kol6tUDQb1m6b2gFtJgWYPRrZpEi0VNW8/vykqdEpg8BFblqkDPQ3pWOI+LT3E5VhKbhZ1Ydl0zizKEDhOBGVjwMBzMsV6wN+/w87tfxK1Jj/+l/GLuHPQRwJm1EUoGhdHBPKMsYlZXZjy8sssL0TqDtOTKw+dZ/1TgTJUrLSH9hLg3QDkOYgDUPcFLjUTheSi5g1yryD6b0bkpOao76IccHVG/IqhqFnXKu4GVuocw4rykOSVz8snBDa4nKxgvGUQFcxeTyoa3DK5yYDo80N3nTBY8mLqqWqhLPlpe5NnJFqOjHF8puhszNntTJkWCeLbD7fMxX779IlvRmINOh8ppzsQjpHD0ZMmanp54zHMTk+uaVJmFzxDApEkxXjI3MVo4jJfkumYQlWSq5rG1HT4crdG9Khi93pKuFZzrj0mkYa/q8tJoDYCt1QmZalqOUjjftVOLTNVJ4WKBrP2Cj2KjwNfBi7ADLhtU7XFxq/6qw2tEG1wIC8mBQThP3RM0HbFQsrnorgJsId9vS1zyFNSoycMG09HIRgIRqrirTq0H4f2Tw5ANkyYcW5OHcUUzT7kiKTZBNhEu9iQHgt41TX6rRNae7EYwK8R7ZNGQXwGMxWcnV4hCULWaVUCC7TrksCZSFik9lU6JujU6sgw6Bak27E66FLMY5+OF2WNRRXSyCpG4UJozMhCzjaDassgilHVM7pFN4FKdprodzTyq9qhZDTduI5VCnNskyRWqURSr8m4GcBIMTucbkoM3WVbPHzEvE5pG8eDWPn9i83d5OL7NtWaNS190k90b5+mtrRFNLOWKwsVQK4GqJPqUHEvfzRHeIytLNLbgHOpwhs4S0rUVXCSwcQiWhXEhcI4UTkPnhmfl2TnR1b1gPJyniOkcTJj39FGbZpQgpxViXkIaqhGieG10jWVg9H9gzOdz8jz/I//cpiPYf6KL6QhsAv0rLvABKojmYTIVFrKbinzHtbXysDsVTuCLlu+ShDSuyYOPEYRdmenelemm+77dwYbXnxTCC8pNS7qjghpmqvEdE4wbE4vUjqODDlHWMB1l7O73EBIOD2P0WGLOVczqiFmRkMSGRFumjaJsNM8fbtBNKoomwvRC+ll4j42D8eNJkQpLeU+2SHHXY+dYQRV7R41kqOas9OdERynJoWH/7YK3dF5evFckHMdL8IHtMnMJE5cicWzrEUM1By/bstvpZM1f0nme3bSP9YJUNkxsxtyF0tRAzZlHCZ8Y38e4Sbk8XcV5wUvZOkd1xjNXt+n8XoqqYPxIj70LnrKI6e0KVBFz43VD/lj/00jhOLI5sbDksqIvTmH2AqSqQUu3IGRCyNjVLpA6R1XYBDgvKKKI2mpiZUhVgzhXYHdyoiNFlUXszjvUVvH8jU3cJGL1whEzEzOq03veV1OYiMae7lwHvg33yKdD9sF0YOfNGl0E9ZfJw6agHgiqVU+yL8jvhMAjmtS41urgOOg5NoKEY4k2C9K2F0Faf1J81Zue4pn7N6mNxnlorMJ40ZJpw/UthMd7QWUlQnjyuKG2itGHNxg+57CpZPKwYePCIavZnIMi58btAaJIEbXApQ5ZBdNVPQvHcFr6nDAEV+1WYWZHEa5J8F1DvjpHCKgrzXiecmglTa1R2tHoYNKoR5KanEpnrbdSa0XgRMhA9Sy264mOwon3qvWgOkWMoatQTg0HEE6AS4Nxo55ZEgXFmqTYElSFIDn0mDZQmhUJzoV55kw+4h3pFQZS8Imix1o648q2Jx4JTKoxQeCG6QgKJPH0dJuroydWFo7r0oRsllrP8FKgK8fwJYtNQkmwWOuGF/mw0c4OLC5R2DOr4FzgSvUSmm6EiwMZH+cxXUU8SrDJCpNzmqjw5LdfG2t8GRh9Hvz7f//ved/73sfTTz/N2bNn+ct/+S+/6jnee37sx36Mn/iJn+DZZ58lTVPe/e538/73v58HHnjgFc/95V/+Zf7hP/yHfPSjH8UYw5ve9CZ+4Ad+gHe/+92L5xyX6j7+8Y/zD/7BP+BXfuVXSNOUW7du/Wc/3s9FsSaD02zPYzoepyXJoWf902Fxqlaj1lPFE81dIMRFrTlYuxMNqjRPPQg7saB+CZ4dYSIQ6KLNinSCyuQ0iQw5l8HUMAu7ZFUKTC5Y3R6xmhe8eH0DdRBh1j1Zt6K80qP3oqQewPxiw+sv3sI4yWSWUlYRjVFknYr5NMF3BJ245ubOEC8Dp6Nzx5HtOeabp5uNU2EpWw5QkI3f5QKVXnFkczoySFqPxjlbTaiVy5nk5WqTbT3iZrPCzWaFy+Uanz44x9Vbq4j9eMHl8JcK/vRjn+DrBp+mJ+pTl9KUcPRksfg9FpbUNa8wT5s2CZ+9eobk2YzkAK6f9dQbhvxyxOByMJObTyR1o/EHYacvG/j4jQu8uX+JriqJhcF6SU8V7Lbn5c0nHPOTgxuL8R6bOQJMbMrLszXmTcy4TLBOhtYqJGTtSvvo2Tt89ugC3Zc00Shldzdm3wiiGqpNy3Se8rJYw/lASD928PYt3+g0OF44ZdOaIbZlsOkDhm96+0d5drLFywerNEVMcyPD9ixb9x2w8/Iaeq7I9h1yHlK5ssnCAncsub4X4q503OvTxc6V05SNpqwjnJN4D0o5rJAoacmihm5c4bygspraKvbGHeoiQqw5bCLoX7HMt0O5U0vHdnfC2YfGGC+JpSFVhkw1dHT1is3EaVBuOlRicYVCNCEDZ3tBPJBEhtpomnFM45PQCqQS2NgjtEeY4E+U7ip04ZmfEVSrFq88ehbKg8IK1DTwl0wGyUF76k9RlpKNxyaS6UMD0n6KLA3NMMFFgiZXIMKcazJP0/OBDD/3pLc1pcgQuSFKDEd1zofLi/Rkwa8ePsoze5uLa8/LcF0IcVyiDRzL08AkgiYLc3QwJpXEkxDIT8/JIObRwbbBdDym6xArNWInof+8IuqrQBInbL6Fa72iWhsLp4KIQM8VsoF62KoWX6OnwzIw+hz8yq/8Ct/4jd/Il3zJl/AzP/MzWGt5//vfz507d17xvO/8zu/kn/2zf8Zf/at/lR/6oR/i4OCAH/iBH+Cd73wnn/rUp9ja2gLgp3/6p/nzf/7P843f+I381E/9FFEU8cEPfpD3vOc9/MIv/MIrgiOAP/kn/yTf8i3fwnd913cxm83+yI77XlRrwXekXrMII6jWHU1fsPnRUOd3sSTKBJOLgnqoSQ48dV9QDwJRsdlouHTfLhe6hxxUHZ76zH0kO2rBkfDtztTkLWFShrS6Kk4+QcRHApu2E7pszcqONJ37GlaSOb5SuNQjI8dad8711ZTsdyK8kkT9mo10ym7ZJYpsUJVYSSeraCJFN60wTuKnGlkFjxdZe2LnTkVUldASpW2Q7CMpvSISIUv0i5MnuFKs8S3rH+alahP5YkY0bShXNf3nJT+efyX/fP1tFFd6dK5JOrcd3WsVr9sZh/Sxc2FHtbXKz7/7S4n+vOWbBx97RentJPg7z/2fmFUxibZ0k5aAbBWRsmS64bH+bQD8URx8U8aO7i3P+FIUWiLEwTDUZp5YOYQJrSq8BPNylx/Z/2pQPsjzj2lW0uOd4FseOtmYv2PlI8y9WASeExfxTH2GT0wvYpwkUQbrMibjjOk0ZdCfIzshWNXCIXsNoFl5zpLuN8zOxBw8Hsoi9Sxm5ME7iTUSbyRR1hAn5tQGj8flJl15bBPul+kG/LUv/0X+bP+zfIAv5Uw2YtKkfKh6IJR0hKd3bsyR6iE+pRBFhdDBxTj4G3mUDSIK0fKJZBOyUXjwiFPJsb9k+CL9qOR20WNuYqZ1gmkDxn5cESmL84JYWbR0XL2zzfDXU7ZuWaoBRHNHul8TTbLQr9BqImlpnKIymsa1Pe+ipuUEOnIdgqTTQBqwhWoVdB6XeFQ3fIejcY53IpTFGrEgWcpK4AjBZLUahChiFmwSfOpa7y2FIJC79Sxc97IJ3m425tRO9F7B9KymWFP0rtYh0PLhcacEToGqBEYFX6tAvG6VdVZQzyOeurHN/2PybjpxHTZWhzFxHXyXVBUyUyG4Y2HSexpUq6EaYZO2TUoWzmf/mqVaEczuc3jtiUYK03MMLxzx7vPPcfRIzn/iCQbPCVQlkI0Pwh8d6A1egMlESxIP3NVoYulfcdhEYrPXNvBlYPQ5eN/73sfW1ha/9Eu/RJqG1Ph73vMeLl26tHjOhz/8Yf7pP/2n/ON//I/5nu+520jvy77sy3jkkUf44R/+YX7oh36I+XzOX/trf433vve9/OzP/uzieV//9V/Pm9/8Zv723/7b/M7v/M4rPv/bvu3b+P7v//7/vAf5ByA5CDwgN263je1u0sUapKDuKaqhgCcmyMhwOM5I85qVvORg1GFrMOPbL/wW78iu8FKzyvsm38iRWUVPBD4K8ZG0YUeQ7gVpsSpPtwuJJ+CnojWG86FUoD23D3vM6gjVbbDjmDyv2O6Mye+ruXX2YthZFBH7VYedWZeqjImT0OTy6LDD2a0jznZHPLu3GSaSOOzQXBzGmoxPvvI52l1ue9iuXbgPbM6/Hz3JL159HU9s3iIVDZ+dniWaCY4ejKlWIb/lufAfBPFRQnLlFm7vILQFgNC/rdPBZ6GuLvfHnP11xS+8+zH+Lyu/w27TOfGYAezPbNItw2Q0ycRikpwrOEgEt/6bPucGI6KxpFp1lJuw8nuSaOqZbwrqfvC9Yr0kT2pmaTDlxAePmtXfU6jaYzK9KCXhWzuIP3uyMTcedm3GDbPCke1waDpcKdd4cbxOZTWjImU6TWEUoSaSUZZw2Om3/bwguxLTueXo3CjQNw6YXLhAvWXQ3YYsrzBGYZoQlKAdzgua5gtg8Ei4V9TCd0ZxsOb4S8Pn+ViV8enDczw2vM0bOje5eW7AnVEPJTznBiNmsxTZhHu42uoEfpFlwWuxScgCHDebhWDJAZyqrP2O7EW29YhJL6X2mrmLOTQdRiZjr+ryW888RHo5DoFI6ll/AdY+vAPO0UlixHgGWhFPzlHWEfMmIlaS2ipqE5asPC3ZyiYk0iwUpcadrmwpK4F1ArlWszqcUjbBhqIoI2zrqt1ZKagrTTNKsMrhMxta3aSWhy/c5srBCuNn+2GhdwLRBEWaEyFjFCT7kO6L0MtM3z3nJ0E5bEukJnDIJhdi4qkLAcHM0eSSeiDbwBfqoQvtmRoQdbDVEI3EH0Xs7yXsRZ5kVyHrYAFRDYMRpC7FQnQj65DJOQ0mD9pFQ2BhRHAO1wppgyO+q0TwNJsJnJLURnOjGPLu1acZ/jdz/tXam4mvJOjiLkXjuOrg1N0sazSDuqsXPnqvVSyzDIzuwWw246Mf/Sjf/d3fvQiKAHq9Ht/wDd/AT/3UTwHw8z//8wgh+NZv/VaMuctS3N7e5sknn+RXf/VXAfjt3/5tDg4O+LZv+7ZXPA/g677u63j/+9/PbDaj07m7UP2pP/Wn/jMe4WtD94YNHZpngnIjcBpkA/NzKdntimJdMjvv+bILl7FecLSSs5FMWU+mPNvZ4qDM+dQsKKa21ZjXr9/md+YphsCXCrb7BK+kUi96Jx3XsU8Cp+9yoLwS1FtN8Llwkk7cMNw8YCfr8tDqHm/sX+d23eeFcxeIxpL4RsTl1RWckyhtSSJD1Wi8DSu+Fo7JKAu+SGVIhUdTi7A+2BmcEJEIfJSorWtI4XmpWecnrn85z97Y4tzGEd++9RsMZcXbBy9x6z19pPA8f2cDe9QlmljinSk0BtnJA8FQCLxWuCzG9tK2V51l8kCHzc4usRDs2N7JTzSw9ruHgRAJ+FjjYoWPFF4KZGN58dwK1x4WyEZQn61ZWZuyn/dR49AnzaUOWUik8qHJauoI1t5h55hMAiGz6SlsG4BGU0c9OPnC9/PT13NgOnxo/35Kcyzdl1gnUdIxOsoRBzG6FEQTQX5LIJxctK/p7Bjy63PUwRSfJWT7hviOJt+a0ElqaquwiVgs3MU8oak0Wed0WQyb3jVhFM6jK4doBFdMzSeKx3nxzjqJNpxLDhkmBZM0phtXrCZz7CSie8vgehnzTY1N76pF8byiVBLI235xvKfhvaTCksqaSBgar9nWhibSHNmc//HGV7D5nyLSQ0NyUGEzjawswliwNhg1zudgLRufXOOlh3JWNvboRyXjJmXWxIs+dFI4JibBeYGWjuiUmdBm1ZKulGwPx7x+GLKeWloKG3GrGLBf5CjhOZIp5iANLT+UBOV5+NwO33HuN/nZ5M389u1uKFeKwFeyPUKAXUtcbmAUoWfhevEamvwU7VcGoZtANA02KfVAYHJFPPbo0oXMeeFJnEAXobuATVpO1BzqVCDnQXF8vMHp3Az94cr47rXRyECPODbRPCVNEb1W0syjNkMZ0AxhFEviI0Hv5UBzCEagUNeKO0WP58pt/vTKRzjz1hE/Gn0F9V4S/NKcaPlxPngYqZbL1ojQMsYIVBm8sV7T+E53eP914fDwEOcc29vbr/rbvY/duXMH7/2iXPa5OOYYHZffvumbvun3/cyDg4NXBEZnzpw50di/kJAWkklQi9TDlkRoBXVH0j8s8CpHX5zyRPcG3bb3ViQsqWjoqZKPHV7k6fE2nx39tzzS3+HGbEg9i1FNIE2ig+OxN3LRLqBc98j65BNbtRI8lnRrKSBqiTceN0u4blY4v3XI1118mjtVbzFe23UhMBoJJjd7oPzC2l/KoCS59cwme2eDba8aKYbPBDUMgJo3r7lm/fmQCkGEIxUOR/A1+q3Jw1w5WOHRc3f482c/xCU9IhHwZdkLvOv+F7EIfmbwNv7FtXeS7kdAjyiPkfMa10lwWuKVoOlFND1FNLXgI26/0/M3z/46u1bSOU3XSkBOCihas5lBDzULqhGfJ4iqIZp1KYqYZA5qP8KsSPK1OUWaIPZi1DTwM5pakUcNUdbgdIRZM4hKLsjtqnR4GWTH0aSh6Z18Nv6PO69nPZ0yb2ISbRbNXZ0XWKPxTVjgFk2Np8F3y4ugmsxuF6i9Mb4ood8luzrhfNXh5dUBw0dus56FsvftWY+q0UjpkDJwU04DL1sDw0TgIkmTSfQUfmP+IJfLNfztlM/U59DC8pnrZ/E7CZMzKXZDkuwokt0p9Voeygttiw53zCE6dgHQYFUo+ByX205TKtl3GbumvzAoVSJC4RjZnNmnV3nwI7s0G11k45BNHXyV8hQ5miKKClc34Bzxx19ga/txeD28dXCFvabL2GTMbOCW9HTJTDgSZYilObU/l+rXnF894lL3gEzVrOg5b8iuUfqIm50Vduo+cxdzebrGZ+YJbi8B6Ym6NW9cvc7D8Q5fOnye5y5tsLfXC3J+5VGpwTUSaoXseWwWyMOmG7g7zWn0Nf44eL5n7mzJ8zYROCVIjxy6CIT2cigxeRC6NB0BPjT5jaYsDHk7dyzlQNF0Q0nKxiCi4153IcsnzSmNjI5NlYwE7cAcWyJ4GuvRc0F8FOwkXBwUAc4LbhRDrnXWeCDZIc1qyibBO7m4roUM5wQd1i/ftdg6GILaWtK8xrZTy8DoHqysrCCE4Pbt26/6272Pra+vI4TgN37jN0iSV5sSHj+2vr4OwI/8yI/wjne84/N+5ucGV0Kc8oL7AqBYkwvy2nFLBxeFUobpp5gMvujsTS7GezwY7WIR3LZ9Shezocfs1D1+7fpDzF4c8Fx0HlVKOgdBLePzMHlJ5fHCYjO1kK8mOydf+Op1G+rReRu0zIIKRNYCdTXh2myD9WzKpEk5qDr89Qu/yMcfuI/dq2eJZp7uy2FHjYemF2FiT74TSIDjNEP3a9KdhO7NhvFFTbUSdrqnwb4VHLiUbTVn3yWUPuJ12S02Hx3zRHqdXFbctjkd0VDfY0X8ju4L/OYTD3KwewbVhFtYa4nNNHVfY9Ig0bUJ4CU2Ebzhycu8MdnhpsnYUJPfZ0R/CAiBNxa0QhQm8Jm8ByFId2G0krF+xbH6tOOmHSIvzfClIjkKpn82ARUHTlJTapT2XLq0w63DPpAjGhda6gqBbNrWBafwe7m8v8q8H9M4SV0FkrWxktk8oZlFiHnIWIXrPbS7iSc2eMFMGuSsgqYNcrxHOEdy5YCt39ricr7OxXP7rSO4D733OmX4/ZS38zHX57gvocmCQeLP3Pxi7uscokqBfj7h2d4m8kpK7wqMXM4L05iNl8BHivlWFMrU93D7bHKXK3KsejOqNVf0p1NKvVRvcqVaJ5XNoldVIhvmLkbPBewfEjcGl6e4PMLGEp1qOPL4oghzoFJwfpts33BYZgxUMDLdjMdtr0BDr3WCbLwiEjZYVZwCdhZxJh+xEU+onGZkM87pI1JheX18m2vJkBfrTSJhuTnos9dIXn/xFm9Zucr9yS4fLS7ReM2bNq7zS/uPhSA/tUjhsU5A5PE7CUL5UKZad2Q3FLI5+UVyHOCajIWiUNrALRKubfqahoyQ0yHwzXYd8dRiUomqZdh4zO96s0VjG8Q0kcIn9ygiXegnZxMWyr2Toiki5Eij6mA7oebBQ8upUF40Hehds1QDyeycx1vJrI6Zxgkfn10ikYaqjML1dHwuJHdbUlVBjOOtQM0lLvWBUP8ar+tlYHQPOp0Ob3vb2/jX//pf84EPfGBRTptMJvy7f/fvFs9773vfyz/6R/+IGzdu8M3f/M2/7/u9613vYjgc8tRTT/FX/spf+c8+/i8Umq6g7oWdgc1D7yLhoVgX3Hl7h2LLcTE/YEOPyaUhwpOKQ2Ze0xMNvxvNGN/uMbgcFvPgp+IptnxoBVGrQHIsWrWGaVOdp0lkxA4bS9yGIcobxMt3t2HCQXZT88nOBfJuhbWS3sWSr95+hn+enaFzIxAhpxcE8RgCqSoYT3oF8b6ijvWiv5FNBOWKpHPVoucnX0GOG2EcuZi5S8hlxVvSK5ReEwnLxKXctgN+c/wIAF81eJoNNWZNTfmGc5/mR+/fINtVgUfig9+Ul4JiQ1JsBAIpPvAL+lHJzEmkcKdWpblehlASUdZ45wK3yXmIBSjJ5senDF9MyK6NAUgfXcM9ZKld4Lik+4G3c7CZIM951EFEflOy8Y4pD/X3+OTwi8huBzPQkClRC7XJSVHs5Vw5ShftG45bkTSTGH2oUaXA67aUVEJ6aEn2S0TVIOZVONaqQmiNFwJscNRd+d19ypUNdvsdOmkwB1XSYx0Yq4j1KV3Gy0AgNcldZ2dVwQvPnmHwRIHX0LvqGSV9OneC0lM0gvzFmP7lknI9plgPHl8LQm67+z9e7GQT/nnd3quuJdueEM8V21yer5EogxaOYRSCmrmLaXoejMGPJ8jGgOqhjt3Bvcfdd4a9N/dp+oLxo4ZoWPKOwR5X6zWiY5GCV0FdiFxkie5VGp4U/Y0pD+Z7bSBnuF6usG87PBwdclYnSA6p247wz3c3GU0zNtIpj6S3+fXRI/z6lYeQ0lFVEdHVJGRXjrna86AQk1UIVpxi0ULnNPFcsRW4fq/I8gkWVAXaHmnHffVUKcjvtMHRQY1NMsqhbJWAhs6Lh1Rn+nglMFkoBR47ruPbclrsQmPo06BURNNQbsdDPBYtsTsYBIfeeIJ4Gixg7Dhiny4racH1ckhX19hGoo9tEZwIFjDtJSBsa0uBDJUIJ/5Q1gjLwOhz8IM/+IN83dd9HV/zNV/D937v92Kt5Yd+6IfodDocHAR95bve9S7+4l/8i3z7t387H/vYx/jyL/9yOp0Ot27d4jd/8zd54okn+Et/6S/R7Xb5kR/5Eb7t276Ng4MDvumbvonNzU12d3f51Kc+xe7uLj/2Yz/2X/iIXw3RNgm0aXC2VmWoS5MChKj7qMkpXcRERGypmhRL4yUNklQ2xPuK3nUbjLqiEEzIRmBmUVAczRTpnXAnH+9ITrPw6czgJpq0X3Hf6iHP76aI1rG26XlcasnymmFe0IlqGq+4UqwhnMDpQNYuLtX4azHHXcujwmMjgZ4Kmpm6Oz4RiOJeSaLpyUslu7ZDT4Zd76qaLxRTKQYpPD1Z8ly9zUvTdbbSCUM5pydrnBd8cfYyTz52heeuPYiqg6NwPDKMLyrMl414YPWQwkRcXtti/SOKj/3yY/yzbzjiO1Z/i2umf/ITDdheir61H0je1kFVQxLjsxi5c4g6GJHnGRQlftCjXvEM0po5HVQFvasNem4ptjJ4A0QTyerTDb936yzf90U/z68++kUMXlYUGxGHjwkGL0B3bkMPvxMiv6rbLEno0+VSTxM7ZC1RpSAehe7nTS/smlVpUXvj0Km8bvBNIOd4pRCTGb5pQoA09qSHa1jliFVrMCcdjZM00i8eOylUFTJlSoRFwzegpyHQv/1A+B7zXYM0Cmkc5YpEAN3rwTyvWEtCE9ZWfbZwxdYg2qam8cSj58FrTLbtRk4TO89dzFGdLRR9MxOjpUWJILsmSQKfqKyQdxqScQre48uS0et6HHxZzXB1yldu3qSnS4xX3CyHRPI4CAr97Q6jnESGeyUSlvxUOyu4uHLIG7Lr7Nsucxfz2eYMl5sNNtWU1FY4FGtqyqaaMFlPKVqu2q8evY5f/vTj6EON3arwlUK2RrfCCsREh4xIFYINacJ59lUo254mnqvXLMKK4GtvCVwbwnV+3Mz23nm1cSAbjawtsgnGt7PznmbVUg806U6KTWWQ0vdtkM7KQCRfQPpTtwQRLmyGZROuS1UBrdWLaDOZ5aqkc9uy9qnQU3N+RrHb77CSzjmqFX6mw3mUYU0SjVj0oBNR2KsdW7coEa73ZWB0QnzN13wN/+bf/Bv+zt/5O/yZP/Nn2N7e5ru/+7spiuIVarEPfvCDvOMd7+CDH/wgP/qjP4pzjrNnz/Kud72Lt73tbYvnfeu3fiv33Xcf73//+/nO7/xOJpMJm5ubvPGNb+Qv/IW/8F/gCP9gZPuh2zKEG7fue1QRftcz8FLyay8/CMDFbP//x96fR8uaneWd4G8P3xTziTPee+6ceXOWMpUaEiEhsISMwKWy8QCNXVQDvXDbuHtVU9imaFxdotw2smwVXt2rqnp1LzeGcjcIYxuMbUaBhEESEhpSqZwz7zyc+cQc37T37j/2F3FTTlokJ2jTXR3PWjfPyThx4uz4Yn97P/t9n/d5+dbmlwG4XXawSAqn0CNB6+ldbC0m36wz2QjQI4lKvYOqHnnXaGHvle8vomtwzp8Y0uOY26rtHwt8J3kbWVqnhjy+eZvNaMhb69cAeLm/7lMItaqzeCmx2pFvF2xu9ShvrIODsuYrJ6abjjLxi2Ftx5GtRURHJ298e2ga5E5Rlxk1kdK3ETVZUJMlE6uJheGt8TXuO7tLIAxbakxNODLnhdrfc/p3+cGLZ9HTkDIWFDVJ8wM7/Mj9/44AQ11m/I/19/Lss4/QvOr4jVsP8Ne6v8MvHj/J+y+e/FqLwpC96RzBIENOclyrQbHZomhqark3PBk8uDJvmZKfKti/3SE8VN7deFigRhnJbkxWevF9MCzQn2syfizizFvvUPzOJrLyogzGFllagsHJxxwfukqoKgjGVN3YpW8+PPIRQ195KXBCYCIJaYYdjedpQqG1j3YAbnuDwUMdrIbddzoeaA3mHb2lcL4qzSrkgtE5xKzrve+FJirRdNb1xnwq9S0hrPabgom8Bi4cW98UNGLeeFZPK+1JlTIWFvTYEYwc4cgijZxXHi2CSJZoab2OS/jIaG41EodrlIg4wg1GoCWuKCD1hwNRrzO4ILl4Zp96kFekKqKoFobSSX9Nq91takOmNiQzmkQVJOrkvRYBvnLtNF9sn6erxwxNTG58Ou3Z/DQviZKjskHhNN/WeJavS17l2cY2zx9vcvtWl2BfU3QNUjkIrW9yGlnIJDKT82oujS+BB+bl74tUACLcfN0UpfSECHCzv6FeQ3KVQwSWvKOYbkYIF1HGXi6hWzmT847hpTom8NYnhL4JtzOyYhl+zFhR2RAsMOxiZhlAlTWYtVgS2LKKaFaHge7v7YJS7L1nnd59NZ7OtslTTXis0Om9irS5jUDVYJjqWs+qMMUfgYQuidEfgA9+8IN88IMffN3jH/rQh77q/7/3e7+X7/3e7/1DX+8973kP73nPe77mcz70oQ+97vX/pNB+aYQJmt5s64wPRUY9f5J0AqKeQDzd4Dd6j6LGkn966uuwhUTtRIT3D3j32Ss+5CoFYmefKMtxqstkI0TYqvGq8K1CZjdbOLZkrZMzI9sLkZk3PkwHTQgdwUpGWSiYaNYaYyJpuDldoVfUeGvzGmvJiBsXMkwckuwK4rvaa0yM4OC4SSfwLuBOeft+J3zVlMx9I9zaPn7BOCEeCncZO03hFPvWp/6MFQQynZvWNWUx9zlqCocS/oIFouRysE/QyJluBjgp6F+GD138JI+HBwAMreRbV5/hC+1HKGNBIh3XyxY76WIRI2EsvftDmrcktVdTRFEiC4OeCqbnO8jceiNCBb0zmrA+Iv50g6zrKOMq8hEFvqRYGYqm38TXvlzwf3n1PTyxfptnG6eIjkvaLwUI5xsMv9EGkH8QwuHslCvmTUpNZUgajFxVvu7TucHYp35dUWDHE0SgEULgjEGc2aL/WJe9JwX6vhFKWS63+7TClNQEc0JkncDYBc1euCeIdeKeHshGkK35Hm8y80Z5s4OF34ArY09dRYCqU7koHaqs0ioVAQrG3jdIWIfK/HWQxpeUL4pYFcTKv1CkSiSOpJlhV5rQrCN2D/39s7mOiwOcceRtR6RKhnnEMI8IpSG3al6JFumSUR76iOprmvhmpWarvgBzBuiF/NzzT1IWCqUt5TDgxqkO93cPsE4Qq5L76vsMbYBBsJ822PvSJo0DwfiCbyhrRwFqLMFWURzhq3BtpnxVYAFS+Cj1LI2kTn628r5VToCtyID0B0RUFeWZLU8CT4yU7z4/XfWk1YT+Oc55DVS6IigaFRm3AqkdVvhCmfnrWP5YiNEsWiaNqL6Cs97PaGY2KksHfV9K1rraJl1NPJlUsxShH5M09+4Rp/3wXAnCVdE5xR9JO7ckRku8DnKYUt9NKBqSYOQ1F7J0fnORVFVZEv2ipvtcTlmLUKlF2IK9Xpvf4RLCQXauSzzNoDREd0YEZ1e8ZmfkdRMy9yXIWVuhphYdnjw+KycSpxzFWqVWLSXFKETXC4K1Cc0gI5CGhxs7PFV/lZrM+B11mY2NPnZdcKTWqvShQ/UV9PRckzEjb7NTiYl86i1dUdSvpl9rWF8TbWnAQlFV7wTC0rMRRzbGIIlFwZbMUBgCAUoIAgQN6aNWPWsRAqz0xm0PPnWNh8K7TJygKRwWwRPRLbJ1CxY2ooxAlHxj96UTjxkgW0sIJo7oKCM70yZ+7jZOCsanQqwStF+ZUL9jCY4mjLdWkdLPm+xUiT7SPpIBBBPfrNdph9WCrK04eqnL7fpo3jVcWMjrvmx+unpyMUZtpyAcKtKxwkQ+Suj7iTHXjQkHauKIe4bwOMVlOTgLtiIM21vc/DNrmKcGXFrpUQ8yYlVS1znjMpxXukn8Bj4uQkK5WCrNz7lZI1BXFQcIbGzY7fu2NjYQBBOHnliKxKe+y0SQtzWq8PevDZn718x0LUbj/chQ8yiSLLwhZzA9OTM6yuuMi5B6kJNXBweLmDtTjy41GW0pui/U2X17xPj+gs7TAavPptjIcfVgFVNtxEpb8szfi0pbkiRnOEiQynEUlkhpiYKSfr+2aGwOF1nKgxg1kcQH3rB2MOjyyoO+fcaZ1R4Xaof8tzf/E/p5wpVXN9l62pG1QbRzbCl9c9NK1xMeKW/gqH000iQOk/jIkZr6FL9JvPniSSFMJaqfpdBe09Jk3ulbeRYsBNhCIo3AxOKr0mHOArn0Rr0db0CJFZhcIqrSd/KqggxYNJem8kr0b/z1mM1tBAjn28XM3KzLy6d9q5CpoX7b+V6bprpnrbtnkDkb0owAVS4gMx8+J1/znD8ES2K0xOuQn26Rt5SPMhxYippAZ/5EaUJf3aCnDtVzBKOSdFUzWdcEE0fYh8H1JrUUiqZCb6/iAoUa57Su5xw/FFFGXjvhFITDkv7FABOKhQSfwUiQniugkCAdcqSwsaXMFNYIXtpfp3E64093vsKl4IiXi1UCaXh87TaBsPy7V1a9X9NWSplqwtsB6aogX3EUbYPIJa1XJf1HSoIjRdgT3mejPPnGZ/FtP2bu12lVXRPina+PTIOJjVhXY14oVlA4HgkPgZICx52yy0pzwtFZyKYBX9e9SiAsE6tJhSOumtHa0CJbBWmp6ciMs8HhiccMUDQqz6JpQbEVI+/b4ujRhOm6F042byr0KEdMM+p3Db1BRHHKeZsGA2VdUdQCiroksBICx+FjkW8wWjoyoxlckKhMkq4773Cbef3BSRE9c4NYSertJsV6A1PTWF2dlrVgvOV77CVHhqhXIAdT7HTqU2hK4h67n6vf1mLz3Xe43N7HOoHFt7TIrMIiqOm88tdx82ayoVos9JLX/X1hNQQ598qzh4qUhGbVOsFq0BODyn26sowFJlSEQ+/xknZ9Ws1SCbA1ICFbrSw5KtF5su/mp+s/DlgnsFWuZ1K1cEg7kuF9FlWEjC/nXDi/z/4r24y2Q1w3J880zgqktkTaYEpJmfsonANcKXHSUBQKnEZKN2sTthBkKlFTARfHmEEDG0LzqmAy7VKsWK4MItaTEdf7KwyeW+XUFxydLx/Sf9Mqg90IWUX3Zj6TTlUeVGOJzCDvOMr1wjeX1ZJyraCzPiLvd088Zqe8Tcm9dh3VB2fEXHCNETjhcCWeIJl7DYRnh4NiHKAHyhPm2JMNYQQuVbNzsH89o3xEasGqNDWp7CPcTDgu/P+I2fee8Od1GJ1LsBrCoaVyavAFCTUf3Zrxv1nE1Cq8kbB08+gooopAvcHlekmMlngd1LggUoL8nG/pEEx8s7+Zp4oN/CTTmSNvBaQd3ybDSR/m11N/6hie0agsJjqYMrrUJD7M5yZyYb9EGkdR1+Qt0BPfYfuksIHPnzMOQIGNLKJe4iYaN9SkRxE3mivUNjKOTEyA4b7aPufCAw7KFu0LPbJCc//6AXvjBsOXN7AhFC2DahUobSh2G8SrU1ISoiONLBy2cXJdw9hKxi7kWr42b8baVFO29TGF84Z4qQv45OghPn14kQ9ufZlHwkPuGMG1ssvtosv9nQOePHeDZ0en+fjug5wKetwX7gFe0P3vJ5cJuimr7TGHgzqBsNy3IDEabyrCoWN0qcXwrGL4Holtlp6MNgx7T8aoPCbqNXwJ8FDD9hTlfDuE0SmNCQWjc463NPrcjToML3t9i5z69hzTh1NcIXngwg6lk1x94dRCJcKD91yi9RX/vgeXEkbbXkehMq8Xi/qVyDm1YBz5mQ66kSAkDC822H27ZOPxHc41j+Zal9JJjtMaQSWwjlXBpAwJZUnpFMM8mqdETwp/X/l7royqlEPuq3hyFNGRj16WsS97BgiGoKc+CqfyapMrQUr/uzYAEYEJfC9EYX3UQk98mluP7UKFELLyFoqVj95OSk1eOUdb69M0pmGwWiO074WWrVRR6NBQpNrvdNoS6hIbCspC+eiQNgy9KwS29CmrslRIZUiLBbczC8FAkN6toQJovQJR36d5o0OFcIovNM9QZpp4KGheH8P+EcGoQ+1OQFmDfMUbcIZ9P7+8T5tf86IjgdmyuFBQdBwrG0PyUpOvLKIx8l+c/gM+Myugqh4TGihBFN5DTNgqahhUOqexJ4WzyIqaCmQuKRs+kmNr5jXpKF8EsAhcVQSA882PhXVzciNLR1GZX+qpn9ujMwI9lRRNL6J2AiZbXjQuCuFTc2VV2VYF0XCgynv+S7AkRkssgLIRIkuHyv3i6gRzzZCtevso5xfUsibn4WGAYOgoY0+M8haMNzWijEjbEhNGBGPmItK0G5CuSMI+NO6WC4mvZS4IopKijW/rsJazvjJk/9l1bOTL3g6GdYbW22tbJA/Hd7hTrPBIfJv/zQOf4Gq2zu20w964weRCge7528P0A1wLlIRuc8zutXvdnsvmYoLPwinqMveNWdUUhaNX6Y26asSL2Wl+5c7DPLKyy6PRba6VDayT1EVOLHLWohHnwwMeXLvDj/e+jQ9/8QP81Tf/e96eXGVoQ/75rbfy5u073Nc44OduvJ2bZYtO1QD2pBhe9KF5U3eI3PLQm2/wwvVT2DqsnerTb8aIV+qkq9Lrh7o5j27vcKF+yJfXt7mhN5GppPnAMffX9/lceRHZznFGEO56i4zV7ojD6yucqffQ0nAl2eD82YMTj7n8Xx3ywtVVcLB28YDHOwdEqqSwik+9comL/1QQHoyxtZDJ6YS775TYJPAnzVZOq+Wv2bXBqu8Sr0o64ZRmmKKlZZDHDPOY4zShGfnGpmm5+PJa268cxoWci0v11KcYomOf4/UtPbxfTZn4TYbqni3qkjISvrqoKnIIJg4beV8xG1vUVHpRdsjcB6asnTxtOSxiRnk0F59nRiOEozCKPA0o6gLVLMg6ATryEbWyY3xndCfmrSLAN+UtS+XNYKXyBEvOFOJeBFwUCpMpxgvqXpI979+G85V/AJNNSdh3NO4W5E3F+EadtWchOSoZnavR+1MPoifQuG1JVwRlXVB0S0xNolLfPSAY+ddUGUSvxqTncxCOSRpS3qgjF3EZCKy/XjAXRs8q03ykxEdNXNUb7bXkYRZhmq27TnqLDPAFJwg/P/wPxb1rbr12ZxGEPVC5m2vdxMxYVDHvI1cm98hTdDzLMvgDeln3bUSQDlfzpsEGcNb3/3MVKSwLSVZWY/8jREKXxGiJ16FoKZwQ1QJcRXIqHYYNvJ4l6okqFeGYGc7qFOKewSmFrNqI5G3BUSsi6jmylv8dlcHBmyN/KJw6ooEl7aqFDPxUBrVaSqoDpiPfHGCchZiVEqEcOiq5tHZIR40Z2oTPji6xEoz5rf0H+Vx8nou1Qz53eJ5RETKcRojEUBp/atJjQeG8AH33sI3T3pk1b3vzwZPi99ILrOsBqQtITcDERvRNgsShhCW1AT/3yltwTvDUhStzQhNVpc+fGl9GYVlVI07rIf/ggZ/nZw7fSU3mdNWEnbLJ9durvPstr/Idnc/xG6cf4OODR/krK7/3h4zsa2Pl4UOmeUCgDL09315kdW2IEI7TjQGjaQSFoGhZ2MpYaY05VztmO+pxI+qysznBGskTm7dp6ynnzxzQCDOuH68wXg/Q0rLZGHJYb3JluMp6MuJN99/iXd1XTzzmC+0juo9MaIVp1ULCNyVtBSlJPUNNNfJwgByFxJFCuJjN+w4IqtJ7VznvWicwlbB61opCW0thFZMiQFYEYNZuZNGIUTD0kVWr/SHitULdMnFMtgT1u46ob+ZRACd841ATi7k4VZQOXfkV6dRrSGQuKWuSvOWJlCdXviGpXCADqKVBSUtWEcPc+DRYWnitUN6BWi1jupJgS0lvmiBig6uVxElOJu6VxuWl8mm10HitGhDEJaaUiIoI2VIS1grWWos13Z6J8V3oPdcmZ3y0p3ZHAgFZR2BqnsCZSNC7T1J/9z77tzpEfX/Nwp5AT3x4Im/5jT/sOVo3Cw7eFCIL39zaSbD7AWImZj4hgkbuiYADZyVlpryQepZfEg439STXBQ7r/LwoGgIX3atYc5HFtGDmGu0Cg7MCHVisFdip9voiIzx5XjDVOpuDtopYSeNF/64K91h1L1oa9S31nQKVW6aDkDISjM4KbOQQqcQlFhVYhLRY6+0q4iTHWsHkOIFQ+GwCII7eWD5+SYyWeB1MKMkbYk54nKpSZ4XDVkr/YOh1D+AJVDj0GqS0rcibVSmm8YuNDfzvWAXpuiPs+RNsMPS/N0vTCXvyU0i65hjfbSMiQ7A2RQiHMZJGd8JkFBFGJY+273JoGjw/3aZX+qhMK0w5FQ+4k3Y4mtY41Rzw7s0rfOnoDC9d20IfK8K+oGjD4H6LOw59y5S+JRpAmZz8ZP0rh4/xYGOX3967Hy0tD7d3+NLhGawTXO7scy45Ip2ErHZHbAdH898rkOyWNV6ebNANxsSiwDhBV6b89fVPUDjJvqlzs1jlgXO7PBDf5WbZ4TsufBEpLP9u9BhvOvGoYbvZn5dM70Y5O8Mmb9+6gXWS0km2OgOuXwrYWB/QTSb3Uio2ZD0eUW54UrEWjtjLmzy2cpepCait59xJUkoraYUpGxt9impTXY9GnAmPvtawvib2p405mYlVST9LEMKRW0WWBdhYMnnTNtM1xcozfbrPxOydarG90UMJv0GqSj8khCOsiNWkCOfd4gPpvYxy4zen0siFK9PKukJlPkJkQy82lZXPmG8K6kgOfBR3XpafVdHeKURDi5OCvO7TJKpw6KkvfgCJsL5htEoF8YF/bROBXKCEfJAnDNIIayWFUQTKUFrpm+oGlqLuSKTFbacoZegPExhoZC4o4oIwKrFWoJQlzzUIRxT7OWSMJ0RKe7tua7xdqTVyntI8KczDY9zNGq5msA5c3SC0ZSICplsCt+IjPf37I6Y977J/cNhEJIbRdkAwwbv7a0ey61sNlQ1Hui7ovlCispCi7iuygso7a3Te3ovKnABBYGgmGVpaHGCsJC8VpZWoilxO0hClrCeWzkfhpLSe7FuBlM7/XDjyQuOcb4lkrSCJCvJSkQm8qaMAoc3CzZFF+RpPrZl22oi5Sa3v2Qfh0FDbyxGFxcSavCG8zshBclsR9RxlTVHG9wiPjRzTWuxTcXm1j82qMAdvbI9ZEqMlXodi1jHdQZkIooGdtyPIW6LqtSR8qXDVj3S6Jubq/9lpomiArXQhpgqL2tCfSmXpS+FnpaHBCNT45DebqZuqPFWQ9yOS7pTHt+5wddAlzzVlKXl5uE5Xj7mTtTkd9Xm8doNBmfgePJN2teGVnAmPeUaeRigfMZM53lb+VIrciX0vraklGPnT40nRDqa8ONpkszYkN4q9rMlGbchWPKSuMx6O7/Cmc3cIVcm26mMQHJo6vz16CIBvX/08q2pEu+p9ViApnCQQlrrIeTS6zd+9dBNVuQU/VfPVeIu2TjhT6zE2IbfGHc42eySqoKVTxiYiKxXv33yBw26dlk5p6wkAd/MOxklOxz3qOiOSJRejfQySkYm5Ml3jgcYedZ3T1CmZ1WhpmRaa00mfqQm5lZ9cpDrMImpBgXGSfh4zzr2K83a/jemF2MDSv6DpfX1G1llh5YWM8VcSeu9MCZRhkkZobdDSO2bXQ79RF1aSlholLUo48qqsPNa+EXGWL7bEFjXvTeOETy/gqtN1DGFfkK75n5WRqHRGVdf2SsDqfZoM4cCLWctYzFNtUd/6RrnKlzSHI98GpajLhUwH+3lMXmrKSlcUKEOoS4TwEYFSO3pXV3zq5JSv6lSp95QqyyriAZSFosw9mTLGkyJXbeTNxpR2krI/bDAZxJSDkOvF6mLXuh9R6wlUGpC3HUJVZeo1A9qhQkMYFUzaeq7nchONiA3TMyVFX2FqFlc3pMa3qzCRY3LKcfP9NYLBveiIDRyTTZ++IlzAhkIbREWABCAq4i6AOCyQwtGpTSmMtzQwVlBaiTHSW5kIRxh636kZifcRKIEpFZn0n5nSBiEk8jUEaxHYgDnBdxJU4SNG/qI6VCWYkiXofrW+tULSri+IMZEl3pcEYwgHVbpZeTNhr1+6F9lShfPpP+sr3t4IlsRoiddhRopsiC89lbNmglWD1ioSNIsGzZoW2si3D1Gpn5w29MaINnJgqMR9lWdM7EV0euorYVTutUknhgQR3zsxJlGORRDrkge39hgXIdd6XQ6mDQJlWF0d8/TkHHemLUqn6Gcx09z70PRNQj+Ledv91xidj3j1U+f9CWeiqR37vm7DMwoTKVafXUyFWFc5mdUcFzWGheBM3ZOOsQm5rtdYj0d0ggm3TZsAw75psZu1OJ8cciE4oilKUifJquq2ZtVcq6lKCnzaRwmHImfsvCdSc8H0ztuaV5FYngnPzlNFF6N9dos2kiY1lXE6PCZ3mo4aEwpDU6bzVOF2dExbTQlFydAkGCfZigYUVnG5tkdbT7iWrvFgZ4+xCX1fJKtJFyhLG05i0kATByVpoQmUISsC8lwhc2/saSJBszVl8JRDpTG1HUdvGiKSnKIiOCJwGKMY55AEJc4JesMEaxRRnPtQvnBMtKEo9HyTXwQ2EHMdkS+A8PoMlXlhqp76+6eoVSXY8t5JvIwl8WFJfNXrs8xqExsq1KRAjKaYboNsPaaMJbWdDN2bYurhQi7jAHmuyScB5JI0iFCRQSpDMQqp7Uls5KvgsjLB1CxB4dtlmBsJZVS1oggcIpNQ+j5us7SgM4KhSehXfRxnPjjGLHat61c1NvQVrtlmSbc7YjiOsaZqYRRbVhsTtLI+VVhoJnt15GHgW8oI0GNJKaFsGUxNIKcS2y7JVnLyw3DeKFu4SpjdLJH9k89r4wRpHszJ0awFjQPSqtWKiHJyozBWVGN35ODTZU54HReelForsEYSxQVBUFKWap62bNRTtLI+ImUWLAOceRBVUFVF8ix9NjNtVLlF5CUuUL4PXOGjm7NokwlAaPGa351pp8T8HhCz8v3yjWcAl8RoidehTMS8LYDVkHbFvNFkvOerH/KmP53K0odFET4CBNVEzP1C57UMXoBY37VkbUE4tF4QCtR3S8J+QdEMyJsnv9lk3RMCpa13L3aCnXGLwkpKKwmkYaMxYrvWJ7OaF4ab9POE9WTE6XDAuAgZCod1kuOiRiPIeWv7Bj975a0UbYtcySHz4fNZ76AFWzMxLGImVbuESPsqnsIqDtI6Wlo+e/sdpNOQS6cO+PTeRepBzns3XuR71v89BsnQhhRCVk01LQG+/D91iqGNWVdj1mVJAfQqJ22ABQtKME5ikGxHx4xMTFtN6agJExthQ0FXjXwDUWcIhcE4SVNNMUhqThHJgljkFE4TyYKgchO8lXcJZIl1kraeMjUhiSpYC0a09ZSaPLkTXhCUGCNJqyVPSYeSlihyjEJL3lJMtxyR83Nnsul75RW9CKn85FfKztMT1krGWehTfcaLf1MbokODEDAaJLhSItRik0Sae4s93NNkhEPfP01lPvUVTLxuwwZ+87DaH05MCNmKRk071QsKZFog8hIxzYAGJpKV0Z8D55CTAq7ePPGYP/bQ/5MXijr7ZYuhjZH465Zar6O7+9Y2ADWVcyY8oqMmrCtvznhoGoTC0JG+v1rqdDW/q3YgiHnEMxYlsTDVY5KOzIG/eeJxOwlZ19K4LkE5SqO4tHHIy3c2vC/aOOQ4SsjSAGslreaEopNRiIjoQPvoh/IvVDatFzYHDlHIqmGqb+FBYBFj5Q1pd0L0+OSELs811vgUsaxSjrpSc1snyHLNNAuQ0hFoQxSUNMKcSRHMfyctNHmp51Ei56AsJUr5r84JVBUpnREiveC8fi1sWJH9opqCrykUAPw8dSE28hYp2ZrBxZZg+BpC6YBKY2f1zC0eZp5Gs39vtMBHOLdoUGyJJZZYYokllljifx74Y7DFWmKJJZZYYokllvifB5bEaIklllhiiSWWWKLCkhgtscQSSyyxxBJLVFgSoyWWWGKJJZZYYokKS2K0xBJLLLHEEkssUWFJjJZYYoklllhiiSUqLInREkssscQSSyyxRIUlMVpiiSWWWGKJJZaosCRGSyyxxBJLLLHEEhWWxGiJJZZYYokllliiwpIYLbHEEkssscQSS1RYEqMlllhiiSWWWGKJCktitMQSSyyxxBJLLFFhSYyWWGKJJZZYYoklKiyJ0RJLLLHEEksssUSFJTFaYoklllhiiSWWqLAkRkssscQSSyyxxBIVlsRoiSWWWGKJJZZYosKSGC2xxBJLLLHEEktUWBKjJZZYYoklllhiiQpLYrTEEkssscQSSyxRYUmMllhiiSWWWGKJJSosidESSyyxxBJLLLFEhSUxWmKJJZZYYokllqig/6QHsMT/9+EDj/0oOIdIcxACl0Tk63UQIApL0Q6QhcMGgqylmK5JnIb40CELx2RLMl136Ikg6jF/7viMQ5TQvAaygKwjyNugMlh/uiDsZfz6p/7rE4354R/9CQCEgzIBlYKJQU/BKjA15782LDIVBEMJAsqaH2e8DzjI2/735i8GmBBc4JCZQE+EfyxymMRhGpbrf/VvnWjMn7l+gf/lT/0XnP+3Q+Qkh70j/2fjiOf/q20+/P6fBeAfvvQtBP9Tl+bVMaPzNYZnFaP7DGolo/3xhPXPHfPyd6/wt/+TX+Trkiv8+8ll/rvPfzNxLUdK/x4udo949uYpXC+k8xXJl/6H//JEYwZ4y1//79BT/7nK0qFyh55aZG6RuUHmBpGXiNKCc/Pfc4Fiut3k8E0BkzdPeeriNd618grrekAsCpSwxKIgEIYQg0GgcEhhUTgCYXni3M0Tjfmxf/1/INKGepjTiaaMy5BRHpIVGmMlaRbgrADhUMoRBCVKOAqjSNMAnCCpZQCMhzFupBFG4CKLrJUI6TCphlz6eSMBIxBGcO2v/80TX+sL//0/It5VtK5ZykiQdQV5xyFKwcoLlvrdnKCXkncTiqZidFqRrgmshqgHYd+RtwTTTUfRLdE9TfsV6D43JbjbA6Bca3L8SIP+/RAOBFaBNPDsh3/wRGN+8L/9CYqmBQfCiOqedMi1jEfO3KUTThjkCblVZEaTlZpIl2zXe7ypeZvL0S5dNSLEMLAxT6fn+K39B7l6sEo6jMAIKAUilwgLTjtc3ZC8GvLC3z3ZmAHe+Z3/iDKWWA0IcApMIHDKf6RWgw39eiIcyNz/f1lz2MD/XJYQHQlsAHnHYRKLUw5RVGOV+Dk2lQjj/66w8PL//mT34wce+q+wrYR0IyFrK4q6oEwEJn7NeEPn35MDAZRNS7w5Jr1TZ+OzgvrdgujuEA57AIzffoHD7xvzrjNXiGRJ6RSFVUxNQGo0DzT2+Aud3+ft56+f+Fr/18/8OS5G++yXTTIb8M2NZzEIDJKdss2PP/+t9K+3UalETQVOOmQpUCnUdhxx32CVwGpBODTEuxMQgv0nmwy+aUpSyxjuN/wfKwTBSka3Peaw1+DV/8WP/qHjWxKjJV4HpyWitLgkwiYBLlD+jgJG52Kmq5LavsVJGJ6TTLcsMhc4IRBWkK45ypal6DjytiIYC0QJtduCzisF0WEKQL4SMTwXMN4WFHWJnqoTj7loOsqGRY9lNVa/yU03nV+AqoXORdaTpDWHSxVqqLDakXUFeuxJkQ0ceixQud+EXOCwgcOu5RSFJL4ZIkuBK8EscJ0VjrLmMJFCjh1YA1Lh+gOS2+cYmgSASRawUjpcoHBSICyIXKC0Ie8IXBTgAkcoSlKneH58muiFhOllSa2VYq1gXITYTCGMQKcLDBqwWlAmDhH6jV9nnvjKQiJzhTQOYRyytIjSzcmRKC3x3oTTv60ovhDw8tmH+OxjD7L56B7ffOpFHk1ugQTjJIVQBMKgMFgnKRAUryFZf1Q4JyiNJC01u6ZBIC0A0yykyDXOgjMSGRqiKEcJhxCOQBlUzT9XSYuxkqSekWuLtQJKCQ5sKRHK4pxEjRROg5MOYcVC1zo6UGRdy96WI+gLrHZER4L4sCLtkUTWQ4J+StGsY2KBDRwy94eOYAC1PYuTkrAfIAtoX8lQo4xis83xwzWmGwIT+fGqFLQF7MnHLAyIQnhy6Pw/NRXYvYivmNN0OmNW6xOUsAyziMOjBnYccGulQ/f+CZejXVbllDMaagK+Pn6W72w9zadOn+VXjx/j926dZ9qLwQqc8cRIKDs7x5wYwcSiCufJkaKa0570OOkPc7YUqNQhSzARMAaVCUzoSVHY94fDsgayFORtiZP+OaL0r6FyT65ma6osFhj0H3BPePL11V/dLDfkwFVzG+FJGdVLCOEH5BQEytBQGVpaSmvQQiGFxTpBW0+piXKBQUNbTemoCcZJUhnQlDmFkxgEsSjQyiILQXQoPLkLIBj5ayUcOCHm1282foQnSkobf/8GFlcKkAIdGEJlEPKNTewlMVridZid9E07wSS6esxhEn8iMQlM1j0BKZoO1ykoc8nUan/K6pSIwEIh0RNB/aajcaek/uI+TKbYtRWQUHv2iOioiwmalImgTBabji5wFCsGUQjcukEda3/zzEiRdKieRhqw2t9NeuIJVN5y5G2HXc/BCcqRJuhLZC5QE4ELIDg34FvPP8/P2bfTfDFApQJhTk7mAmEpW4Z8JUQPUsgLZD3ASUH9jmNoY2oyxznB8YOKg8cTsjUD0oJ0aG3JVhwm1j6ihWViIz5/cIb2VUu2HmDquV8EAaxAGB/pWQji3lcbQqEEZVwRNgsq91EkWTiEdWCr4NuMIBkfaVr90oC1LzomZ9b4+Tdt8bG3DPnGC6/w1uZ1toMjlA85AJ5ELoJ0GlL2QoQVOO0gMgiBH5gAqRzOgJlqxrlChgatDUpZnPNvuBR+d7FW4pxAKYuVDjPRiEzNiZAN/Vc1lcjF9g//9xoG1SjQt2vY0M/l5MgirEPlFpkW2DggPsgJByVlrLChYHTaH2hM6D8bE4GeQN7S5O0Wu2+XFKt+gHKiiHd9VCMcONwCfE6UniS41wg1hAOVCtydiOFOxJAuwkAwFLSPHHoK2UqDXzx+khce2OTPn/oiH6i/RE1BQ8YkwvJUfJNxO+LV/hq3JiGkan5/Ayw4RTi+HPg5XREhN1s3lF8vpBHIDAIhqsiyY+UFR33XMNzWnlwqcIb59TYh9yJmOX5+KCjr+EhSKQgWIKHg12th3Pz+m5Ed4apL4qrHZt+XgrJUYD3xU9ksdCVAKcpEEof32JoUjtIqSqvQ0lCTOZbFCH8gDLJi3wo7J0UGwZFpkJcKUQriA0e2KlCpoHXdYAIxJ8BOitn5F6ckTktsCFI6jBM+AlxFgWdroLNvTD20JEZLvB5FiUtCbFRFKIzf4EwkESXoEUjjF8/oUGDCEFmCHvuws2kKok5OfqvO2jOG5gt9hLW4OMQ1E8pWzOhMRG23TrQ7Yu2ZKdPNEBuc/GYL+wJZaLLNEplKTGTnZMjGfgFy0mGFxWiHzCTBwBOFbNXhYgOhpdOZ8PDaLo+3bmGc5J88/fXEzyVMt0rOtwZ8z8qnePg9d/jI9b8I0i+iJ8XQhqhWjtURTil48DyTtQQ9LdFTx8duvJWVeEocFoh3HvDE+h2+pfsMCsenhvfzhaOzXG81mG6EuMifknq2xs7NLvffzBicTyhPCYQA6wQYgSwFOl1sJTah32xnm59Tnr/IErD+q7ACnE/J+MXaoXIIRgZZOpwUlJ0IUTqi45ztT2TYzwR86cwT/OZjT7Dx+C7ffOpF3lF/lbrIq3TaycdtrQDlELlEjSUqUzhRRQgTPydmcAUYIzBO+7QNgBOI0l9D4fz7tNZHBXTuf24Dh5vxZFdFAhZUcZaJo3Y1IFtVlDVHvmqI9jVhr0TmBj3MEIVBZAYXa/J2QtaZvTdB/0FLvCep7TiCEcTHlvGWpP+Aw3ZyxEijpj5dUTZ8pENNIVs9+b0oSx8hmUUqnHSefxqBLCA6dtR3LXps0OMSYRw2UkyykLytub7a5cX2Fm+OblITKYVz3DEhz2SX+OzwIseTBFdI/zlU19eZxUlo3gGrHC6oSJF2c3KnJ4L4LtT2DSr3UaVwZEhujeg/1Kb/gEWtp4xyRf0rEe1rhtFZCadTHzSzYIwktz4NiBH3SErj5JNE5AVoRTAqMbHEap8KdMpff2Eq4lARJQR+rhr/N6UBmRsoDc5WkxqIlCFRnhxlTiNxaGnQGKKFQlweNZnRkimpCkhtQCAsAdCzEV8an2M6DXHSz2Fh/JyUhZsf6vz3fo4K67CJpkw0ZQJamyppUL1h6cmSeoPRIlgSoyX+IIQBphFhAr/4iNLOT0/CQdS3qALKWBBM/IJrYj9JZe4IRpryVpNTLxjan7uDCwOysyuUNUUwLpGpIZj4VFy+Xic4npIAk63wxENO1xw2dMiJ13jU1ya88/FrrIdDIlnyzOA0z+6cIj1IEFYQDATRsaCM/aJnS4U+m/LE5m0u1/b4xvoLPBYWvPddz/HTD70LLQzbUY+ns23+SvMuv/JtL/B7T9+PKE6+qBVOU6tlOBVhWiFFTSNNdbKRsPfiOgcbKe+//AKb4YB31l/m6+MhiQh5Ivptflo/xS/nIbfDFXSt5NOD++kEE2pXA4K9Yxq3YvYf0uiopDAKkcl5RGcRlD7D53UWFRkSgvmJ2eqKFFWpAz1xJEeOZDdHDzOcENjYLz1OCWwoEYVFjQtWXihovypJP73Gv3hwi//p0af4uvuu8q6VV7gQ7p94zDZTnsjWDbYG4kijUoEcA2NPOsqGQdT97uqMhEIipxKZ+cXVhj76pXKBHot7JNBBGYOLqpSLAT30p1kTLx6dm54xyKkgGAmiY83w0ZzRmZDuF46RkxQXh6AE6mBArT9B3LfK6JRGFtB6WSKsY3TOp+HSNU+aVArqbkh05Aluuuooz6XUGhlHZxPkAmEMWXpyCVSRp2ptMP5Q1bxlqL9yXL0/gQs1NlLI0hEOYHAc8+Jwk88nF0jdbQ5Ng8+M7uOZ3mlu9TqMjxP0QUAwFOQdnxonl4ulpKAis8KnVZWD0h/0cNB5EVY/s4vIclwUeg3mJMXVE7K2QHRTlDbowDDdDGneEsQHgsGmRkTGp/2suEe0lQ/nOAlGnfxau/4A0oxgmqGGNeJmTNHQFA1FmQjyhqCsiXvRrIq4F6lGMLtXqzlqDG4yRaeW0kqK6slTE1JUDLG0ah7hWQSBKAlESUumc/0gQM/WeLZ3ijJXiMAx3vafSTKF+CBHH4xAVtfQVuOWAoRAB4rwvhWkMpRGIUQVMRNuHvV9o3fjkhgt8TrMhNZIgZUCE0qkcQQDQ1HzmopkP0dYh8gt47MJ/Yui2gShdd2Q7OcEeyNcmuFWmuRtjdWQN0OcgtpeSdjPwVpMIyJvB5hwgfDs9pQHtvY53zhiagL2pk2mxodz3ll/me9o/z7PbW7xz/ffxmdfvojYj5hsOgQQHgtM4jey7bhHIEteLTZoy5s8HOZ85NQnuFlavpCd5ZVsk6K+y986/St8143vpzyIv/a4vgZqMqNbm5IFbdS4oEw0JpREu2OSSCFKjQPe0bzCftnkn+6+m2vdF3l/7SV2TI1RGXGm2SO8YIh0yaVkn988eJDuCwaRZiSHJW6iITRkpUbm/vQl7GKb9TxcX8EpMOo/0DZUi76eOlo3SpKrx2AMRCEuCeY6NjUusLUAG0rKUOG0wEmv49j4fIb9suLV9Yf4/AMPET3W44OXTjhm5XB5tZgrR9EyFN1KZ5F68qMHCmOET3FYHyGShZ/XwvqvVvnF1cSeJJnX6Dds5E+xDp9i9MRwsZRDuVqgaiXqKGF6ymJrhvsv7HL35bN0v+BTCGKaISY+LCBKQ7Q/AWoMtzU2gKLpo1ngNTDd5zOsFuQdzbQrGV6E+iPHvG3rJl852mKlNuXdG6+eeMwyw5NG41PwM12NLH0KNRiWUJSIaQZaAQnh3ojgWKHHDYpGwM2NDrfbKzTllBv5Gp87OM/1KxvEO5rEeO1U1HOMrY/C2MAtHDGSRUXkRJXy0l5Er6aC+p0M9o8gjvw/wDVqpOc75B2BHQYU+xFIENIxPOMPIXKosDMxPoB0COWgKopwRtyblyeBdZBlOOuQaYbsh+hAkwTaE84kwEbKry2RwESSIhFMD8NKLF4VShQlaI3YWGNwTrMZ5JRWoqVFSwMWMnuPLshFBV2AQSKxxDInqChLz9SZFFUhROAoOtZH90cSNUxx12+Beo18QfprJ5TEjackDz2JVZbCqHvyKwlZGjCNgzecAFwSoyVeh7KuvGhWCH8zVYQlGFlkCcHQEN48RhiLbSZkrRp52xGMBPLQkyY1LnCB8hPROYRzOCkZn5IULSjjgIYW6KmhfyEi64qFTnxvPnOby819Hoh3eDS6zY2yy0vpKSYm5CvpWWwseSTc4W+d/hX+B/VePt24gDSSfBhiIo2tG9aSjK/0T3OU1ujGEz7XuEgkS86Ex5wOjqnLjDU95LNZzIPBgPWVIXeLk2uMUhfQCDMmkT+1OQF5UyK36oTHGa1XAiaThGcf2sY6wZd3T3NjuMKNrVUGZcxv3bxMlgYUg5AH7r/LmfCQl3bWue/qEICwX6BGCa4tyErlr69dXGOkp/c0JL5ijypEDzNZkLAQHzlWXkoJrx/6UH0SYWNNupEwWff6L5U5or5BTw1lXVHUfITDp14ksnDUdgsatx3mdxvwn55w0AONyu5VBqkUirbl+77pkzRUypXpOr/0+ScI9zQ29O/DRr6qCGQVyvcCWhs4TIjXLliv31ETr4OwQRXin12LBfUjGIHbiymbDhv5Sq/r+ys0+o5ivQbUUOMCNcpwUuIihUxLgkGOvai/qkIp2RVs/P4QeWMXEYbEcYh+YJWjJwUPr+1yc9zheFijWcv49MHFEw85OfLR4GBsCQclepB5EtkIGVyIGZ8OcbJLtDP0WsZGhHCQdSOOHgkQT/T5y/f9Pu+uv8i6mrKqR9xZ6XCruYLb1UR9CEavmcO2kqItuFeHg6qSq5rPVvnDUnzgiG/2cWWJUDVEUeICTbHVZLqqKWOQuUSlPrJYJl6vGA4E0bFkWpNe0e6qdK6yCOnTa0ivjTwxAg1SIbS6RxKMBVtAUaLSAqUkWkpQPrLitMS+onECguMpYjCGsgQhyC6s0X+04O2NY3SVeopkSWmVT8fjCc2imj+AwimUsBROUSAIcKTWkxehHE45Ws9rGncMeloih1Osqt6ntSDlXDCOdThjsJr5uMm9UEwGJeVUcyRrPqX+BrAkRku8DjKzmETdK1eVnhw5JYgPCpIrh16HFPmKtaIpMLGfjEVDYCKFyC2uHhDcdciDPlErZvh4gtMQ9qGoC6arGlUoH+YVLCT4XI0mPH28zct6nclqxJPJVZ5o30HhGNqAHEmBpCtzvnv9U1ysHfDSeIPUBJRWshJOkcLx2bvnGL/c4Wa75NnGKVxVpn1+5Zj7m/us6Am/efQQP3Dqt/jTp17gpw+eOvGYJzaipnOKmqBox+jUwGD2GZQ07hqyFc2/u/oIG63RvErqqKjzlaNTjHYb6L4iyiC/pNgtOrjrdcR4FxcGqHFOOKiRb0NZKr+xG5DFYrt12L9X0ZI3q3TDaz47YUGPITn0VWmuFiOmGa4ek27UGG1ripogObSUiaCoaRp3vSjbKTChRBUO6Zyv7nICowQqWyC9k/uUkTDgtNcGiVJwdbLGtVGX63tdGi8H6InXHTnt5+gs0uK0A+OjB3riy7FN7N+31d4OQhT+dWdpRKtZuFIKJ7Cx9fom6RCJoRiHFA1BWVM4IchWAlQWk7V9mqx5I0MPUhp3I9K2Qt9xhH1D7coxHBz5TQQQZUm8kxDttbg16rCWjGjWMg6vrnDQOHn4pbaTIzOD7k8RaY4LNMNHVulf9Pd6fARRX5KebmJDSdpVTFclo/OW9Yf2eO+pl2irCV9Kz7OuB2zpPn9t/RM8Wr/NP19/K7e+vIWeeMJXrub+8+0vvpXJ3HmxLj4KOttf456DvUO/CQsBla4nWwlIV2WVZq0YdyXoNwnYia90lROJje/p7pxTOOcJtY+qLaJ0n2ng3L3vhV+zkRKkJ0Lzx4U/hMmsRE5yxHiKa9awUYAcpwS9lNbzHV6+uM67NwZYJzxxeU3qzDovkl4ESjhiUWCQpC6oHvOHxdwopLa4VLL5uTHys88iksRHR4Pqc9bap9CsqxgmiEBjQkGiDNb66lAbOETLIcaKMk2g/sbm9ZIYLfE66Kkh6wZMNnypaW3X+vz/0JBcOcSNJ9BqeOEffgNA+s1kdM5h4pDuc4Kwl4Oz2F4fma0ic0fnjqWo+SqmySlBdAjtayXTNUXeOPnN9vs7ZxmOEpJaxt6kyY2NLl/XeJXL4R5NWTCsVNJpdYO/pXaNt9WuUpMZhVMcmgb/5vBxhtfb1A4EKRo3VJjEMi4kL05DrkZdLq4e8eKdTX4mfIq/uv5JfjZ664nH3DM16jrHhr7s2imB00AgsJGmqPkqi/xGk92zgneeucZfXv80xkn20m9kp9P0gsNCsl3v8/J0g+Y1L8h0cYTIS4IR/IeBOFEutlubGAaXYPXLPlVmEp8+EtZHYuJjH1k0gSBdC6llJSrNKRshaVcR9R3tKznRHc8Cs9MtiqYiGBhkITGh8BpQJ6rUnPDpP3HylINTYLT30cIJXOJL2j/zi28m2XNsjB3JXoYNpY/eaUH/fIDTgujYMV0XZF1vryALT7L0xG90Zd1RNhyu6XUps9JsUUWNFkHQziiGIS62yNjgrEAONHoMamoxkcQqQdlSmMD7F/Xvi4kGIcI44p4h6hUEt3vQG/jNM9TVCbtADqasPd3gdmuTxuMZl1f2udg5XGjM4f7YRwgjzeThdQ7eFDC+PyfpjMmvNgn7foM2iSJv+Cjy6P6C0+cP2awN+cLxWT52562oGzHFiuHBB2/zvzv3GzwU3eHdGx3+5YUGjSTj67euUpM5nzs6z6vPnV74WuctT3hfW4kGkDcEIo68ONlVSuZAV4fG6kCnHTYuvWXDVONKgUn8PLKJhagqHQdPvpyr9EZi7md0IghPfubppdeSIiV9UYf0a8vsqxPCR/C1xHZbjC80KGNB/W5EuD9m83MTXrm0SbF+jVgWTMqQ3GqMEyjhMMh59Oik8BojQ2G19zCrPrxAGAJlfCWc9KJ8CWAtzlrEPI1mwICb5cusBevmxTBCeOG8C9381O20uafx+kOwJEZ/DPjQhz7Ej/3Yj937kP5/HEUzIGsKshVvYmZCQf1uTnztCHfcR7SbYKwX/nVbVRVE5fehHOmaZLKp0VODCALcZIrMStrX/BadtgPytmDjT9/i+he3iXsSs0BFGkD/VhsMjHsho6DOb2Qhg1Mxd+orpE4Ti5JL0S49U+dO0aEmc1bViNQF7BRtfvv4AT7zykXCvvcuCvtenJ23JGVDka8a9J0az27XILT8xosP8c7Wq1zeOLkgeGATQll6PYpxZA3pK/McJIDOHNERhAPJMKzT34xpypSbxSrWCU53/YkuN4rtpMev3XiIzpUCSlMtFJZg6LBWUJYSVVWoCLNYxCjqO582qlYPJ7zHSG3fUtvNUOOC6akaJhREhznqaATOL3JQpWIPJtVpzxEcpRSNOkVTYaJqc5L+9VUxKz8WSLXY/eWkQxqJU85vFMKbxkVDx+C8RNgAE0DcM9RePkJP2uRtTe36mPp6wuGjIWnX+WolK7xupgBRnf5tWG2Uyvl0HL5ScxE8dHoXLQxfuX2aoh+Btoj1DHclQRY+ZaUKMa/+cwp06s1MpxsKYSE6KhBZUQlRJSIIvNC29HMhPizoPh1x7UyXd565hhSOM/Hxicdsk4BstcnekyH2ySHf9/BvYp3k8/1zfG6/ho00JhboqfcNEgZQjlAZtLTUdI6z/v4TRnH3VIudsk0gDLEs+Kbzr/BE4wbvq73EbdNgP2/yij6FWHD9tUFliKjdPBKIxBtmbqwgDwee0FiLCxRlLCmTmShfIKRFaoeNDRYohMQpi6iVyMBiS0/snRFzMbZTArfI2icFQso5EfJfFWiF0xInJeiKEClZVRlb5LREFAYXBdiK4CH8Z6fGOc1Xa7z8xDqPtHbmJGgmkLYLCq/hnv1G7hR1mRHNNOlYQmW8WFpBGSt0Re5EHMNaBxuHuEghMoM66OMmE1xeIJRfP2UltradAqEcJlPoqcAa5UnqG8CSGC3xOuQtRVkTqAxqdx2qcASDHHd3D5HEOK0Q0ww7TX2pcDXXvOhWUDYsh28WTDdizvS6cNzz6TTnmG43ARheLvm/XvpX/Gdf+hs+pFwuVvouqxSHMIIykQzrCYdZnbtBm8Oizno44la+wrP9U4zyiDONHp1gSmY1N8cdrh92YRRQNLy+JbwrKuGwIdmZcuMDTVQGq5/VDC57r5aXHtvi/3j+F4D/84nGPDIxkSy9CDK3CKt8qss41CijfhOETTCBoIwVn08u8BG+FYBxEdGNx8SqZCMeelfaL3ZJbux7QatzCGPRU+crshwoqCpvFiNGsnAEY4kqLHrgSI4guZuiexMAnFJERznZSuijJlXqwYSSbMUv0jpNEEVEuhGRtiXJsfcoSVd8OmImEre53/RfW910ojFnVTRulm1w3r18fMEgS+X9feqCoumjmTLrEO1PkFlIvp6QdjVY0FNf4TPbOP2hwKdDdO7nsQkFZc0TKJUuRoyeee4cslngSokoBHKssVNF444hOJqgaiFh3z+3rPsbKOillM2IrB0z2RKM+xHBToioSrHRfuMUod/k9SgnmISUhcIi6AZjHk5un3jMV/9ck/ixHt9x8VN8S/MZ2jLj5/pv48t3TtN6UdO6YQhGBlE6ROmo7QmKZsg1s8GNWtfrSyaarOvd5dMs4FcOH+PmsMPRsM5WZ8DFZJ9AwLYa8UB9h99dv0hZay10rU3i7kW/qcr1Fd5jrRkRHglPKAuvnyyTyli27q+rq6rYVGgweN6vWgXNxpS8VBRS4azESoHNlbd+KMRCJqBiRoSUxM10Rlp5M1jtvX1mhMiX8AtkRe68htRH6tNVAYQ07kBwNKV5y5Px9XjkDVatP9SU7l612qJQOCyyMnL1ZrmFU6SlppxqZCbmhSIiCskfPcvBm2Lylv+s9FjQebVJ49oYfWMPOxx5cusE436MOvS+C3oiCPvesFMsfYyWOCl8tYJDDiEcWW/eZywuyxBhOD+RCKUQ1iILv/Eg8GLV0BJs5IxqMflqQgi48RgZBgSThHAk0a2cdTUlGEii4xSrA6YbJ7/hVCpQ08rXIvKL0qiIuJu1mZqAm+MVruyvku/VcNqxv14nDguyImA6Catyboeq2gxMNxx5U9C+WiJv7BIdNxl+/QT1mRrRkY8U3Jh26a6eXIsxNDGBMNjAk5VwaLBaeJI0zZBFSVTTTDZCgjHUXwz50vH9xBeHXOge8VBzl3ORT3t87PbbaL9iEZMUjPUOr6X3XCGXuJFGTyvyWi5GjPKGdwZO9ktqz+34cnEhsE3/eaupQY1yglBiAwlhAM6bEQKkq4KiHiGLqmJKgcr9aS9b5V4ZfOV7MxNzLyJk1pNqY9De20SlAlOHJ950hS81zsIgwEWWxsveYHP3HRFbn4HwcEK2GjFdlRQNfNWRe00ZvsVbpZQCjB+rnsx8fBYjRQDRnibPJUhPtEyjJLkS0bjWR0xS1DTzxFNJ1EyUCiglaNzRCKu9j00S+hY/VVTFRaFPwRQlIi19iXahME4wNhG38tUTj/lN3/gyP3Lm39GROalTfCE7y0996evY/NWQzleOcKFmsl1D5g5pHPGh8XPhpsZEXifi08v+9YqdGr93fD/RrkalcO1SzNP1s7y//hybquCp2qvcvrjCv7n+toWutQ0rQqS8INoFrjLtlPdMEAERx0w3E/KWoKxb1FqGDvzP47CgFuUcj2pMXUSc5JxqDZiWAdMiICs0hVHkWmFChU3VYlVps+hQoCHQnggFChtqHxWtyNAsfSaNrRzpPTEq2gFHb3Y0LvToPb1CfKwIC0N0XFIMQo7zmo9KW01uvDZq0jy5rcprEQg7N3mcIZYFozSi8WJIdOSIjvye47Y3OHwsZrztfekAipalrEnSlQYbaYFIU5yCvUGD1pcjGrcMKreozCELi4klYe+NVfgsm8j+EfFv/+2/5YknniCKIi5evMg/+kf/6HXPSdOUH/mRH+HixYuEYcj29jZ/42/8DXq93lc9L8syfuiHfoitrS1qtRrvec97+PznP8+FCxf4nu/5nv84b+gPQFEXBGOfGgnGxi/8kxxXlrjcix1ts46oJVBFJYKB9P3HAKEdSlkILGWiEPUaIo6xzQTdz4iOS6SydKUk3S4wkSRr+/5qJ0b1q64qG7eF5HBS56XeOi8drvPirU3sqw3qNxThvmJyUONov8X4sIbrh4ipQk4lYd971LgqjSNTnw5UU0e9ljF6akrW8S62Lx5t8JUFNpDjsoaWFhN7w0NZ+KojpO9PZ1bqPqVUhdr11IuI27UpF+pHbIReozO0sV9sm8JveDDfIKWBoK/ofkX4HkNH3gxtUYRDiG+PsIdHXtdQiyg6MXlTUdYU+XqCDXx0qDjVwbZqqGlJdGx9ejbyqajoyKFTyDqSvCVIN0uySxmTSznjyznDB0om287/O7V4Ks2EVZRHggssrxytoe5GnHtwl+956ncZP5YiS1j7ckl89QB5OKB2c+QjNJNZlMgbhorSt41RU++ILCqSJCpzx5nH0Sz9c1sAAQAASURBVCIo2haU36RFISBTRIegjse4yRQ3HGMPDrEHR7jjHm40hixHpiVhL6d1Lad+20d2KUv/zzkfYYgCXOxLzOP9jOCmZyJTE/D8+NSJx/zF37+fv3fzz/DPeu/gnx59PR95/k+z8rsR3c/sIApDupEw3lLkbR9FFM6344gGlnDgCMbexdnEjqJtcKElOFLU7zjqdxzhrubV/irXylV6VrIqp3xT6wXk6eliF3u2R7/mQ5OpJNlzyHHmiaSUmFNdhmcV+YrDNgyt5oT11oj11oi1xpiVeEojyQiSAiktoTSsJyM26iM2GiM6tSntRkq9kRK3M4KV7ORjnpGiWeosCrCxL9G3ocLqmZGjRaYG3c+QI7+GUxrypuLUQ3v8Z/d/lmyznD/uJIjYUFpJagKmZUBhFblVFE79sZTrAxSoeQRKgXfvH0esfblg7fMD1MHAE9HTDfIWxAeC5hVJ47pEj3yPzmxFkK/XEXFMsu/IrrRoXTe0XuxTvzYkuTkgujskvjOZ9wf8Qy/rH8u7+/8TfPzjH+fP/tk/yzvf+U5+9md/FmMMH/nIR9jd3Z0/xznHn/tzf46Pf/zj/MiP/Ajf8A3fwJe//GX+m//mv+HTn/40n/70p4kivwB97/d+Lx/72Mf423/7b/Pe976X5557jm//9m9nMBj8Sb1FD1uV2vZLhIVkr0AcDxBa48oSmWb+BJokkBc07hriI4ksHYPzmtFFgWimyMiQtTX1tS5OK7KNOjaQXothS34vW0E1C3r31chWWGgXcfpeKNyGPkpy3K8jhMMUErUbkewIdOrFs8Jpika14VSiSFmIqiUCRH1BfGRRkxzXrKEzx+FOk3AlJe8aJk5xLpnyb46f4NtOOOapCQiEwcTeVdwGEpNISgFBK8bEmt59EUXTtyDIW5bkwpCLrSO2oj6x8Kefflljozbk2TOb2HrsowjGnwij44LGtYjavvFC4VySdaMTX2eoUkcWRJpBEuOSkLIdka1orK4MG63D6lkrCokOpK94uSZI10OyliIaGMpYkq4J9LjSmsSGxy7eRuLo5zF3j1uIVTjT7THMTj5up3xUxxlfPSYMhLuayaCNzgQ3XtrkZz59mrOfK2l86Tpmdx8jBbJRR0xikp0AWUYMzyim62IexZpVugHzSr1ZCxQjfcp1EYj1DDvRVShDEvR8FdRMbIqzOGO9xqLUyCjyQvhphgb0sX+eKDwhcs7d66ChhPeuKS36cEznxRrPvnmL8+1j2uHJG+rd98+n3P7i/by4fRmA1nVL+8UBbjgG2QDh01MmEsiOQE+96ai3UhDzknlX7U4ylUQ9n9oW1qEnkt6oxpVsg5rI6KgJ62pAnOQLXGnmGkkX+OicMILoSBIfGSjK+T013UyYrguKpkHXCzpJSqRKjJXUg4xQGcZhSBZrtDKUThILd0+ro4z/jIT/LEq5QFFBRYq8sNoTodmBBAdqUqKmfp0QhfHVoUrO0+1ZS7AeZnyxfw6Uo6x5rdJ0PaDWHGKdpLT+nxRuXgq/qPhaVeFf4yRjG5G6CU0pCIVv1WO1N4GVtRgBpF2FkxAOfT8/G8B4u6paHQim6wFRt83q7+0TDbrkdYlIC2w9xta1d/f+I1zmJTH6I+BHf/RH2dzc5Nd//deJY2/s9y3f8i1cuHBh/pxf+7Vf41d/9Vf5yEc+wt/6W77r+vvf/37Onj3Ld37nd/LTP/3TfP/3fz/PPfccP/MzP8MP//AP8+M//uPz521ubvJd3/Vd/9Hf22uhU79IBYMcOSmQwzEuTZGrXdxojBuNEfXEp1CAxst9v1AXJbW7LQ4mNY7jGsnKlMlmQnulhigM042AwXlJ84Yl/v06f330nxMcatI1v7kkewtoSHJfWm3DalErJWYYeE1NJon3BVHPVQ0IHaH0uX0Te/8g4XwpNsIv0lHPkhwUzHrG1e8WrH02pH+5Dm2DuTjlz2w9wy/eefzEY56agEQV1UIsMbGkjAVlJBA2wSk4+oaMpJFhck27nvK+My+xoie8OlnnKms0g5RxGdEOU4qOxTRC1L6bV8+Ee2M6Vam7UwIbBHOX8hNf6xIKhRdEBgEm0uStgKwlvfA38MTBhL59RjBylDUFxOhRjp5o8obEhH6lqu1aVO49kZJXIg5P1fjGzVf4wvFZVpoTntq4zrnoiLt5+8RjVlVER1fpVid9+bSo/IpWvyBZ/fIAdfcI2+sjlIQg8GXCgUZNC5K7Bj2JCMYheVNQJhXhKqqveWUHUEUtZ61SFkGzMSWLNNODmiej5cxlO4TRGBFFyI6EIvdEaVbObC1kuU+fGTP3uAH8Bl8aECE29E1/ZZZT2yu5+VKXly4GnGqf/HAW3DxkbafPahz6tG6a4dIMrEEUJSr16feiAa4uKOv+/lX5zA26MosdCvTYp8+iY28OOSvSyFPNM6NtpLCcDrxQPMsWEClWEBZc1VNQDyTByI8H53BFgQhDioakrDtc3dCop7TDKTVdkBpNO0hJVEFuFOM8nLehyI3yUV3rv5qKaCwMrXzlmRKg5dwVWk1L9PEEcTzw/ktR5CsSy9IXxEQBRCFZV2Cc5It3ziBCw2Rd06hHjLYlndqU1Ghvl2ElTjiQ1pMZt/i1BrBVuf7EKTo4ajIjCEvyZoQwIbK0yNJgA+HnQbWG29wfZIt2iY0kaUcwPdcmeeWAxst9jt6yAoDMS8paggk8EZTRGxv3khi9QYzHYz73uc/xAz/wA3NSBNBsNvngBz/IT/3UTwHwm7/5mwCvS4X9pb/0l/i+7/s+Pv7xj/P93//9fPKTnwTgO77jO77qeX/xL/5Fvvu7v/v/g+/kD4dv+GhRo8zb3qcZbG9hayHy6h0v7E396cxJgTjq+1JKrQl2+qwJgYlrDN9ikKcteTskuTkgbwrsk0NGtsn2J0d0n4sYn4J01Z8AzAKpa2FAuUpg64DS656EEQRjT4qCqU+lOFWFl6seV+A3TpzXGWRtL9jL25oybmJD7xgrC98bzmrF+QeOeCK+wSfCB0885kQV9IsENZGYyHmRZySqMUiKuuDcqV3e3L3NK8N1AC7EB2zpPodFnbtpmzPJMRfiA54fn8IJx3QjJLwm5loSMRgTV0JLJyUyjyhai2kEVO4o6wJbj5H9ITb0jSdt4HuMza+nEJSRN2qMegV6XCCHKaFzlEkdEwrCoSUYlL4RpnPUdgL2zBY/+0iHUxs9/sz2s9wf7WKQNNTJoxgmdn4+iJl3jN8nhBFMVg3Hjwhk2aTeiYjvNGD3wD8h0F6Hk+UIKQnzklZpSVdDpiuSoinm5oKvTaXNO5YvuPetNcYcjOpkjQI5iH1xQR1sM0bultBqQrvhCcjsXrXG/7+xuKLwxEgphNYI8xqmZpy/F5SALK/8bQTj3TpXJiefI66RVJuwQZQGhEBoPffZEbbqeSXEvCmuiKC0964l8p79gx47VOZv1VklpB0GfGl3m91pk0aQMSlDytu1k19ofJrGSb+GCOP91nyVn9f8ubLEnF5nuiYxsUUoRzPOWI0mRLJkLEMSVbAeDukVybwNxXGakBaaaRZijMRZga2anNpCQrmAoqUybnTa90nz7V5K9O0jzN4+rii9FjSY+oi/c4goREiBjSNMCA+3d7jc2ueLB9v0Vzc5fHOT8QXDqrSM8ojS+vL8QJl5pKhwi1GHvPJGMk5ikOybOqlLGdqERpJR1BpEfbBaIo2htl8irCYYW5wGbSA+0BRtf7jNO4K8pQg2WojS62IJ9PyAOOv7KYs31qlgSYzeII6Pj7HWsrW19bqfvfaxw8NDtNasr69/1XOEEGxtbXF4eDh/HsDm5uZXPU9rzerqyXUrfxywSlA0JJMLbZzsoHLrW1UcZqg49oZgSiHHU2y7jmgkyP0eriwhiVCjjPbVkMlWRLlSMjwXEO9qor7jeK9GTYDIDMGkRGWKqAeTLYGJTr6LCAcUfsOTVX8jmfuWDl4M6w0EvTFO9TvWC2X12Ifts66vVBKlr0wyoaJoCPIO5G2LHvtKPZtY2uEUg+BtK9dPPOab4xVu9jqEx8JHUCLho1fWR+2ivuX6KxvEDxVs1/o0g5S6zLgQHHBfd5/UaboqZd8k/Mb+w8hMMrggab7SRO4eeWFmUSAmwvsaOYc+GKHGixGjqG8oWoKyHRHecsjceLdqK6py55nPj8VqSdby2i11MMANhsgDaEzXKLretVmmOWIwxg6GJO0Wpydr9G/X2HvTJj87Sbh/9YCVaMLjzZsnHvPMm0ZULsm2ahQqrDfgaz90yPF2wn6maX92jdO/nOEm00qcnPkFVvuFVilFDMg8IM0VectvpjasyP2s8s2ykGkpwMGojlaWOMlJwwgTW8KerzZCSMxK3QveM0Nw28Bo7O9DO/bl22XpSdGspNuYe4RPAhLybkxyGGFiiUkctY0xWboAMYoCL/atKqQw1hdrVKkoUdh5e5Uymbmce5I6+3yE8W1EVOYjlFTpFacqr6w9zSDv0Euanoxmkub1xSSzelLpEwMf5VRVZq5+fYRLU0QQML7YIOv4Yo8y9GL1us7m/cMiWWAR7E8bHPfrSGVQylHkGpP5SjSM16eJQqAsCxk8+kqz6rOdlbwfjjA7e7iyYGax7WaEuDokEVuEtdRvO37r5mW+9/JnCDdK/vXlNiaOELngxsubfq20vkKP0CICy+/pC5yLDnnvAtfaOolB0DM1JtanyFMXYJzgsbW7/H53jc6rBmEsIs2JdyaYyKdh/dpuUal3HC/rlrIGYU8S9YKqwhffdigt/NpUOlwo3vD9uCRGbxArKysIIdjZ2Xndz1772OrqKmVZsr+//1XkyDnHzs4Ob3/72+fPA9jd3WV7e3v+vLIs56TpTxJZS1LUvE+H05qw7wh7ArRifP8KaUeRHDXpnw9AwvrnA/SVu768svStAMK+pmwJBveBnrSIjw2nf0uispL0lD/dmVAw2RLkLecN804IlfmFVmXVqdT5iNHMa2bW6Rt8ObzLK+fZwlfgpW1BUXc+muB8tdQsgmQiV22s3v8m3hrTCDJuFyu8p/HCicf8/ItnUCNJYryD9DzSICAcGGrXB3ROr/Ki2ObV9jrbaz1qMueR6DZdmVOj5MjEfGF6kevHKzjlGF0yTLcb1HYO7xW3C1FpUvz3Il2s22Z4nKPHAbKw2AtbjM/WkKVDT7yuCLgXsTJgGpCtaKK7oXf2LkrEYIyWkmyrjknqRIc19F6E648Ibh/RFoJwFFE83eR6p82rCXzyTZf5Lx8+2ZjVxG+qM7+fGTHSKdTvCEb5KsVWgU5KGjsGNxxBWeLyKuIiKz0OIAMNI4hyi0o10gRM1yR5y5MvEzmQzBvNLoKs0NSiCYdHDaQBNZXU7uLTZtK//nRNEx0LQutwzvr+hDKft0sQYQhhWPUlw4v7K8O/vBlw808LosNteGzIdmtEI8wYZCfvAegCda8iyvh2QKIwuNJ4YpkZooFlsuVbBs3MMGXpo7iz5sO+mghwYAJ8Gb2qDjnHoMdVlKQS00e9xcJzRYO5i3t07A8njRspcucQpzV2Y4XxpiQYQnwI0w3N3VqHveYxl+oHSOGoqZyXRxu8cmcdfSNGjwTZmsWu5ajIeBukQuK8eYYn54vcjq/1KZLCV88dHOPK4p4ZopD+e6V85Ng5HzkUgs6VjMOPd/jV1iP84Plfp/F4xs/qt+EOIpJbinDoPwcfEfXO6jsrZ/nx+0/x104eLCd3CuskL6VbfPLu/fzApU+wrY+R2vJU6wq/s/4YKi2RkwI3nqCONO5ig7whCYeWrKPJVqrqwVpJWCsYjetEA039Tk408F5TYupTzMI6hHFvuE/kkhi9QdTrdd7xjnfwL//lv+Qf/sN/OE+nDYdDfumXfmn+vPe973185CMf4Z/9s3/GD/7gD84f/xf/4l8wHo953/veB8B73vMeAD72sY/x5JNPzp/38z//85TlgorNBSGNQ6TViVcJyB1FHQYXE7qDGpN1Re8hiPcD8o7X6NT2Ejo7id/0AFzdv5iAom04eFIS9IN5PyIEdF8oGdwH7r4x9jBGDhbwx7Dewl84rx3B3gvF4/xJXuWiOm34cL4J/GaZdQX5SmXcZ7x2pKj7CIgsq9eZeiJV1hydJGM9HJG6cCFPj3BfIUtfrm4SX9mkMleJep2vLiocjaua+h3J3YdO8QsPNfjK+mk64YTcaq4PVhilEdYKXOIvgInuueASBNVpUtx7TC12snaBROYw2Yo4eLOCh4dkBwkIix4okj2BO5KooookGW/mJ6a+2SVJTHm6y947mvQeK1GtHFso9J0tWq9A3LeEA0Pj6nBeXedCzeFhE06YZZamMhyuBNFq+hpdkIWwLyjaCjvQtD5/G9PrI9stXyo8vmdGSVkiJikyL5CAGkdIUwMX4oQXRvu2OM73TcsXCxlNBzHOCVyqiA4kyb6jebPwJFoqRGEo6oKoD2Q5zlhwFiH0vc/9tU03Z+kFQOQlvfs0/+s/9etIYfmzzS/z8/0n+fjeg0T65GuQrTZqIbzp4fzaCYGwFpGXRD0fLbYTXwGLu1fNp6bOF0nM+/H59h9OCWTuqO0b9NTihMCGwgt1FTRuLVDdBdgIytihp970s3Y3I7x97AlxoMnW6uipd3YPRhYnNekpjUVwKuzNjQ+/WJ7FTjRhT5DsOfRUkqYRxZmMMCkQEeSB9kaPeKJ0UrhAeUsM4Q9WcjDFjsbMXeIrZ2xnqiYeQnj9nPRRRzUuWHvacfXMWV7e2uJPNZ/j1Ft63M07/PLNhzm61aH5iqZ+11cfq8zSuAOdKxL+6kKXG4CjvM7ujS7pxZBLQUrPprRkStktvEwjzXwFZeAbHo/PgMw1Zc1RdEoIHDKwRFHBcMWQtRX1uxD2SkTuCw6Eq86bxiEnb0ygvyRGfwT83b/7d/nABz7A+9//fn7oh34IYwz/4B/8A+r1OkdHR4AXUH/Lt3wLP/zDP8xgMOBd73rXvCrtLW95y1w/9Oijj/Jd3/VdfPSjH0UpxXvf+16effZZPvrRj9Jut5ELVCosCid8qbqrjPbCsWW8oUi7UK4kJIeGnlWU9epU7GDahdq5LsGdvj+JtrXfhAqBCx2mZTArJWkpEKlk5VmJU5CvGZSVBH05T3GdBLL07SnKSlg8rxoqmIfhTeDdpMm9GzTOVU1yfTQIwMbeJ2MWzrfWNw0Vha+WMZGjNJKtqM+W7vGF6QXef9IxV53bw74fu04dyWGJmpS+b1gczaueWlemOFHjoNbgK+OQZnuKsZLslZavHHyoh8gk9RuKZHeMCEP233eWbEVQ27G0Xxgi0/yeUHMBpN2QyWmLiRTuoRF/4fLT4AuQeGW8znN7WxwcJyRXQ1ZesgRTh54YLwauJeSXNrn5/pjz77rBm2oDGjqnG4z59PZFxo+HOGm5enOVzpc6NG+VRIc5ZSOoTOhOhlm6dEaYpQGqa2sSGD+acv70Iddf2gLrkM0m9px3UxZXJj4VMSMUkfcEclmOnGaExlUNRwPf1sYJXwwQVsR8Aci+JnUQ7mmino+glHVFMJBIKZDDMZ2Xa6hJgT3ueU1JkiDC4F5UqeqPRV54YiSETyuX3gohkgW/dPfNXJ2uoyu1uHmDRnh/IASVgKv6+65Kawjn21oZh0q9d5ENHYXwBnwq8xFHG4A13nenjAXpmmByyrfjSPYknVdKols9RJb7CMjM2HDvYKFr7c1V/ZoR9UqCnf5X/VwWluTQMFlXmECRt6C5NeT++j7bwTHGSQJRcrmxytWNLuXtDkXdu0o3r8E4i0nPSVStxBmBK6p+IgtEFa2+d+gRhYHewJMgKeakyD/R4TBeZxbHEIWV5tCg7xxx+t+f5mNPvJUfuX+Xb6s/T9CAb24+yzOXzvL/OP929p9dp7YjiQ8lcc+gJ4uFQgunyVGUTiKMYGRiVmSMcVOMzOZpQaREtJpMLq4w3hZkZzPCWoEAtJGUqcZZQZoG1fXwkbOwnyMmmY8QWQtW+mmZLonRHzve//738wu/8Av8nb/zd/jO7/xOtra2+IEf+AGm0yk/9mM/Bngt0S/8wi/woQ99iJ/8yZ/k7/29v8fa2hrf/d3fzd//+39/XqoP8JM/+ZOcOnWKf/JP/gk/8RM/wRNPPMHP/dzP8YEPfIBOp/Mn9C6rk9nEVpU1grQt567BJlLUboxpb7TI2j4lIaz3kuhdiulWRmiD85q847zXhPLiV+EgGAga12H9831srIl3GuRTSXgsKBsnH3N07DwB8mYYPoJkvFAY/KkTfCTGR4IcZGByKCvHYxfYqrcOqLHESd/mxCbW/7/1JC8KSk4HPbZ1j391ePJeaY1bjnBoqe3kqLQEaxGZIduqs/POCJnXkQWk647dp+o0bxrWPy/oX44ZN0JUJmjd8J5A5QPe1yM6cpSNgN57zzL+4IDTnQFXd9YokxarXxwgrL3XVPKEKBMB0pGtWmqBIZIlsSy4nvr08GObd1k7O+b585scHZ2hsWMompqwWUcMRqTrIeX9UzZrA1o643xywM20y6Oduzxev8m6HpBeCvj82y7y2zv3cfNml6iT8g3nnzvxmL1Nwz23apn5OTCLMNafjdl9aRvdcOy9/yxlIphuOlpXYH0wwe3sIdst9r/5HMJC9+ke4s4BdjBEGkOkJTZsoHKJGYqq75ZYqKAAPHmmr2le99GtvO1bO4xO1xl9+31sf7L0VVMChDGIMPAbnzVVClDfEz5b6/U+4A8FKzVkBj9/80n605idfpPVxoREFwR6wXI6qmouIXCismLAIvAmlMJYhMH3mOvkZP2AsOcjkVCluUtBtupw5yY8df46kzLky1fPkF4JCPcCxHhakTwLUmDTxSJGovTaIVmCmhrEaOIjK5MprK1U/SMVaVcQDhx5x/H29R0eTu4AMLYhF8IBb29cZbQd8WsHj6EnPqqerYLMQA60L1CoCJFwwls+n3jQlY5NCXQvx/a+mszxH6SORBxRXNqirGnfzQBgtYUoHcfjhKFJKAJBjONSMOCsfpYHH7jDx089yu8fnuPm/grBM3VWn1ssq2GQpDYgMxonHIVTWCwFfpYIbTGxRtZjbKI5fiAk2/CtVWpxjpSW4SgBI9CJbxqLcHOLB1FFq30LFIcsqz535o1d7CUx+iPigx/8IB/84Adf9/iHPvSh+fdxHPPhD3+YD3/4w1/ztaIo4qMf/Sgf/ehH54996lOfot/v87a3LebiughMCGXsQ9Sz7umiOkmlXY3VXh8kS8hXPJEwkdf3mERTxorJaYdZy5E7IcFQVNoBQf22o/NqhtzvIQNN/XYdq6pTYnDykFHcM0zWFKrwhoHCzEiQ/7kM7/3/LN8sc+/bIQt1r6LIVAuVE7jAYWMLkcGa6tTdKjhVH9CUU4Y25uXe+tca1tfEygsTZGEr870qZRQp9p+M2PgGv9jeeGkTjCBdg/UvFQRHU+o7NV96r7wpZN7W3BlGxGOByhxlIhmfFjy8scu7u6/wyzzGS+/eor5TI7k1XFj3MtqW/gJrRxIWHBZ1ro1XkTh6WcLpep93NF/lUrLP/3hhm+YdR96UqAsrJC8VNF7pk3yhy2fkBR7Y2qeuMxJV8I76Fbb1MV2VonC8KbzLX+h8jjv3r9CRE7pqcuIx5y1B2HNzMa8TFZEOPHmu7VmylmTtr9zgqW+7xsfvPsjwKxtkK5Lxw+uIB9a59U0aczpj7eO+Qe/sNO6cQ5QWldq5f0xy4KsMp6uLR37DvkSUnqTrqSMcOdIP9vmHj/1rfrDzXax8QdG8DYGu0mdF7rVRQiCkwEnlI0i60pgkEcV6ncOHY8qmY5BGtJMUB5hKnbpwKbnE9wPD+QjlLHphDUL6tIae+r+xsjrEdQWDUeItNqyvJgUI1qe8+fQd3tG5SuEUR2mN4cYpkr0aoTH3Nn7nfNp4ATjt1yBZCGRW4qbT+etPLq+y96Qm75oqeiwR58a8a+UV7gv2eLXY4NVsk46a8KboDqfXjoneUvJL+s0EcUmzMeVot4U6DhCpqnL+3Pt3QthQzeecGIy9Ae8sjSbFXGfmnPPfr66w97Y60w1HMIqYnDbQKcBZvm7rDqkLuFM2Oa8HKOE/xrO6z7e3P89b61d5ZWOLf8rXkd9IFrrWfZPwifRh7ozbNE6NeDi+zZHJGFvJ0IboqGR4ro7aDDChYHjJEqz48Ot4ElEMQnRfI7WDBkhpEc2CohHMdUQu0J6ET3MgpGxGyPiNeaEtidGfIH7913+dT3/607z1rW8lSRKefvppPvzhD3P58mX+/J//839i4yqagvG2L50tGt6ETE29j4RTkrzuq7Zs6DU3tuVPD/JmiB4VTNdD3z+okFUDUE+ahIGyVrVmKEvcqu9t5AnVYgtxvJcBEWUsUbkjGBuE8f45ovRiWBv4rueydOhxicxKZBGiptL3tBJyThqcAhtbZL3wGo/QIkLD2uqQx9u36agJP7X3bu7srJx4zDLz180FVXrLwvh8g9EDOStO0I0n3EoFjeuSxl2DHubkqzVvbX+Ue+M2a5FljeBmRHQEtb0CPS5pX5E8t7vF169cQUnL+maf/qV1khtAtGDEqA4uNohUEemSYRmzN26QBAUPdnZ5T/slVtWIWBZsvHmXycubRH3HeCsANoiv99j+rT43ojajqhHu2xtXeCTcoS4tsRDIqvwkthmdcJdYOI7MyTe+Wdd0E1XpVenJ/yxdM95W6Md7/MSlf05dWp7uneH4UCIz6F0K6D9WELTHrP1ynbXP7CNG9xpXijjCFT69E4YB6XaD4ZnAV+gtGDEKBt4AsawLZOFTdv1Lgm5typbq0z3Vp4zWKOoSEWgvvDbSp1OUwhmLIL/XYNQaXKNG/0JM72FHeGpMM87Q0qKkpTBej5SZBbaGmZ5NwmzXd9V/hMS3TikMtX3DZFcz3Exo1FPiuGBqBHaqfcPfWslmZ8hWPKz6dfkO706CDSW2FnpBbWVcuGjEyCm/zrVfNei7x5hp6kvdawkmqpoPRxa9lpNcnvLt57/MN9ReZt/UeXayzd3M+2zF9YInox7/xfpvceHth3xpeIbnD7cQY00wEmRdV4V53LzK6qQwscIpCEal95fTgdeYae0NeI3xVYpFiajHlOtN8jace+ctvnXzWR6Jb1OTGb83uY+Jicid5na5wroac0ZB4Syxs9wxIf+nK+/j7kEbdTOmXIwX8X9//utJ+xEisHzgkee4LzikZyUWQSAMZa7Rqb83R2cF+vSYepIxnkYY41OQNnSIEuydBFO3xKtT8ravoFahQlpvXuo/26rg4A3qK5fE6E8QrVaLX/u1X+Mf/+N/zHA4ZG1tjW/91m/lx3/8x7/KK+k/NsoYsjUz1wcFfe+zk3ccjetyHoXJWw63UoARhHcCui/kyN6YvNFApgLVk0hzj/TIQuCm3nxMCMHwvjZ5q3JHDu9VlJ0E+spdmrs1iq02ZU0THqYIY5DtBFkYRGmxgcJGCpWWqGHmre+VJBwGlDVBWXrRrNNglYPIIJQDA7JWEic5D6zs85baNayTPHu0tVCfI2GcF09q6TVNwnH4sOIbHn2e3Gr2pw30RFDfMST7ORiHiSV5Q6Gm/taVeYlwjuZ1SA4NwaBAGEt9J+PwxSZf2j6DFI5HV3f45ENdNn9XzQXNJ8Ws6goj2O83uNQ+4B0b19kKBzwY32VbH9OzNV5KTyGA44cd3We8gd/oVIAwbaIbx2x8qcb1+1f51lPP8mi4Q0daelbyi+OHmdiQx5Kb1EVelfXWGdqYJ/+wwf2/QVgZwxWNKu1UZQKsFgweKfhrX/cJ3pJc43q5Qk1m/OVTn+Fzf2mP5wdbWCdYKQOOf2mb9U/e8ianAEoi4pqPzJQ+dSXGU6JAcfRwuPDmARCMvRjZSYEJBcHIUTQFN+90+Vcbb/VmgXVIV4RvuzOe+iBEVYGEtThrQZc+pSYl+Uad4UWBXJ/SrHkyUVTuxoEyKGmZ5icnoU77iMo9L6fK1VqBDTWy0jxFRxnNm5LDlRrpJUOrlpKmAfpIo6eCvKPoNWMGZcTQxLw6WWPnoE13WJVfB8r7S00zLzwvFnO+1mNYfa6g9tlr2OEQ2Wn7ij7nCPslwSgiXxMobXly4zbvrL8MwHPpGb7UO8PRtEa/EVOTOVv6GU4rw9tqV3hlukFWKqJDSedly/CcZHqq8nKoegKe+ForP4dF6XBZRQyV8jqzeg3CADFNMUfHiDjGRIru84ZXzm7x5IV/yzvjjKdzuJl2CYThYpST2oAX8k0kO4TCYRDslB1u31wluqtRs0bKC6C41iAogIsT3td+jpowWGDsNIemjjgICYeGo4cDsnMZ3VqKko4wLHGBYTxV2BhUK/eGnFbQrKUcndKMTse0c4vMDS7wc00UhqCX+l6SbwBLYvQniKeeeorf+Z3f+ZMexusgLCR3FEXLYS3Ub3ltw3jFkHWrDs2lJzLFQBMOJetfsiQv7WFWmoxPC0ynwA0VLrI+uqAcDDV64nv4uGadrFWRCudFmDNX4pPADUe4yZTAGNxZr3WRxyPCwYSZ2ZyMQ2wr8amrLEeMJmgpiHshZezflygrTxrtoJBY6VCBJYwKOrUpm9GAc/qYXx09hnUC1Th5ra1T93w1Zh4v7SuW3331Pr7p/pf5wv4KtX1BGUtMpNDGkNweEYcaJ3z0zimJE95fSVZ6KqT3ion3BKkJ+E83n8Y6wSdqD1Z/a7HonFMgZCUEzhV3J23WOyOeqr9C4TSxKDk0Db7QO0t/GiO3Uo42BPFzCa1rlmxFEwzq1F45ZvPja/yrzcf5Uw8/x7qw1KXFIPjkwWV+V95HJ5zw3pUXuBAcUJcnjwgIW2mjKjuEvOULDEwAIpP83555F2b6jQT7QWXP4AiGEj3yqWQcNI8d0/vX0ZMVLygOJUVD46SYzx+rvZ6tqIMLWLwliIHkyGskRqcVCOi8asjbITcfWKGTpOwH3gfMddtw3Kt+Udwr1w4rB+9azOTSCrvvCCguT+m2xyhpCZXXXUSqpBFk9POEtDz51uBEdToHn4qyArS/Fk6BlbqqVIP40FC/FTDYCrl//YAkKLiWKeTtkLAnGY9iJqshIxPx9O42wZWYaGCrUu7cC7CNuefPtADWn86Jn76BPT5Gdtpkj56laCkaL/VQmfFC+kqq8tzxJv999l7CyvTwaFpj/6jJOAvR0rKXN0lUwaCMuTbqMhokNAf+/dd2nfceEveKRE4KE0qvBX3NW5dJjIhCzGaHnXe1SfYtnX8zxrWbHD9QNaS+oviXT76VzbVP8kx6ief7W9R1Pm/50dVj9ssmNZkRCsMvH74JHN7xW1batwVgVgvuO7/DXzj9BQJR8qvjB7lbdPj88TmevbJN7UCy9xZJdtbbHIynEVpbhHBEQcE0DrEZxHHhhdcOBuMYhCPrCuRLXkv5H+opRfDG5vWSGC3xOswdZydeQCpLh1UQHipMBGWNuWlictf3sAlGBtKMbGODdMvQWBuTNQKUthgjKNOA+pkho6BB82aIMD5aZCtjPJtY7PjkN5sIA4gi30STVUw9QO1Z3MSnPLAWUauhqg7jbjrFphmi6W0FhPNNWm0x0xoIbKBwgUUHhigoqQc5DZ2ROs3vHV9g8Pk1XGsBU8qqy7WNNE5JRGFZ+cIB7Rcinnv4MdYsyNJwfFkhjSba88JVOcn95pME3h9GSfKmQBaSYKwQhUUYx+rzOc/8xoN8of4A9duCrT0LSmDCxW57pxwMNCoTtLsjlLBshEPW1RjrBGMX8JvHD/Pq0RpxUHK20+M/P/1pvvLYGX7mt97F2hd9Pyc1SVn9xE1GvW3+5v/2O/jI5Z+nZ2soHBcaR7zY36CXJhw1G7w9vs7NsnPiMU/XPeGVxew9eK89VwmxgxdqBMILnOPMp2t8uo1524/eA9C/HBIMfbWgDSofrNwTrbLmCMb3TDpFBmbBwK8TkOzl6HFB1mww2RK0rxasPB/xmfqDyPUUrRy1u5BvNIiOOj51InzabOY6bTba7LyrTf8tGZube/NWFQJfgVYLcrrRhNJJJL7y8qSQhfXCa3y0aJ4qqtJo8z+MTwHV70omtyPudltcXtlnvBGyX3QQqaTdnFLTOXfTNsObLdZf9tdDTQpEVlaROotzC2qigOT5Hcq9ffS5Mxx+wzYm9NpH6FC7PSXZt+QtTRpH3BlF3MnXqoNUFRGfyv8Xe38eZGt2lneivzV8455zzjMPNY+q0ggSFALJFjaDaQwEYWxwu++1afv+4Svi2r62ATu44IB2973ha7CbaBo7CAO6bmMCPIHRgIaSkNBQc9Wpc+rMeXLe8zeute4fa2ceCQlUzixZHd37iajIU5k7d67v2+tb61nv+7zPy2Qv5NP7KZ+NTxPHFa0kpzYKfTNCFY7+vRJZQzCe6dsyjtU25iBiVHUCwpUlyAvsSo+qlzA+GVG2oPOa9RH6hxap39dnnIVU45Ar4yV+Sb6TW1mXcRkyyGP6RcK0CujEOY91b3F/eocVvcu0DhC5L6Q5MDM9Du4/t8E3L73Kc5OT/A+X3ks1DMEKZCaJBz4rUbUdMvQ2A9XNBmIoKRYM4fl91pYG5JWmrDV2N0JPJK4C15x1N5ACE2vvpSUFTswixcXrC+POidEcX4Zg5GYmeAdpLj+p4l0vovZCaQ7N17x2SGFOLVO2FdGOYqyaEFpsbDCjgMZVTfaY4cS5HXYeXmV8ImFyxuIC53U9yh1LhCgaDVwjgd19gt0JdTfFdZqQ59jx2B/zstyXsQKImTYkjShbChP6SIpQAiuZeRZYZGAJghqtLMMyIrcB/1v/LezlDarzuW/wedQxz/LfQlpc5HVGLgmRZU33uT42Denf26DsOYq+wCSz9Ib04lBmlRZ1Q1N2vLg93RLIWTRDFYZTv+c7jptEeTH9Quw1V8eBAzoVoh+xs93m2594ge9pf55UOKZO8MHRg1weLhFqQyMs+bOrzyKFpaOnvPmtl3i2fz+dy8IbKFpL47UBlz+9xjNnTnNfeIedusk9yRb3JFv8weAc/3n7AV7NVjgR9Y/csLdYtMhZqlTlvuVL3XCHgvu64fvsIUDmYtY2xL/e+7/MNgQFVdNy0JAyGArCwd2JayLfzFhPZo1mj3mrhfORRVEZ2tcKRudjxidDWjcLhAsZXEipm458UTA8FzF9x0Um5ysaVwLa1yzJVkV8aZOqGzO83/D2+16jpQuuj3sURh+2eXBO0ApyaqvYzprHK9d3zhcVWOfN9ZwvdvDVaO5uKlf4VhbBWKMKhRCO0+k+S9GYV5IVBkXM2fY+tVU8s3mCxg1FY6Pwc999kRXBjPyJ8Ji79ayxqmumZMuSYORo3aiRpUUOM6Jh4vs5ypCyY2fRHr8m6qlfK62CeiqpupJpLcnzADMM6WwIkl1PGOsUys7MZb8F8jipNOk9nIqOwj2yhnCObFGT9wQ2gmgA6fURot1i5zHFzzz8W5zTu1yuljEIRiZhYiKUcBTGC5+LKmB/0GBchvROTjkXbGNnZfVuliG1x2QOVz51hkvRaVzgCPelt9eaHUBEjd9XamAnItiVtF+zRIOayYpiT/WIVyfUtaTeTui87HWk03WBTWvqhqBuaMJ+gRXqUODuBNh4HjGa44iIBjM9RuIJkJ9oDhv6fkKynpGnmWZDGMgWJNli67B3VLzpBZQmDohyH2Eyw5Bd3aBcqbGhxjZr3xNpoqA+OJ0dDa7b8uW77Rb0RwTTHJTyItQw9Pl3a3AWRBB6kzNrcaGmSgUm8QuMDZi1BfCGj1oblHD+dFJq/nN9H7VRVLXy1TXHMGezoUYWlT9Vm5mOpBMhs9r3uZqlZsJ931nchRJRzsSEUvgS5SCgbigf5k4FJpbI2mICiZ2JrIXx11Qn0lvLlMfdrcEZ30hzfW2fb26+RCwcoRDcNiHPjk+S1xolLU+tXuK9jZf4dH6GsYm5p7HNH3bu9enMKIQ0ZvhgF3MhY1GNuRAMSdufZ2RjFuWUjpryL65/A1/YPUG4fPS8lCpnDYNTg5sZxPkbeff+yErgpCdCvhmsm/lIHZDpg6pGfFsH6yNChfCVTKoU1ImjblqskkT7wqdkj4Gq4Q8dwsZeVJrBZE0iq5Cob+lchsE9vpXH9lMlP/b23+H7Wi+xawQfnN7PP/7dP8s9v75I0fVl0dtZk4XOlEZQEChz6HAttePV4TK9yJfrH6cqTVYWZ32lHjPn60N88b+FwAWKqikplgz3NkdcGi3zuUtnkUONWp9yb3ebfpkyvdlkccehKl/q7/+Q9M1QtQIlkZPJkccM4JIIEUW4125w4ncF9WKCzGpspBk+uuibOzsI9yEY+q4ANuSwwMRfk/+3GksYh4haEM20k8HI0BkbpiuaqfQtQbxdxNHHLIxDCr92TlcOIvrCRzq1JwOTcy3ChYT8RMU5vcv5wHJKb5A7x8hKGrLg6niBYR5hrZx5cTr2hg0+2zhNbgOu9XvYyB8IXOkF38dB+wrUse+vWDXBJr7rgJ7OGghPvb+bcDP9lBCULd+kuvWKIu+3EED3JsR7lumqpGpZMLN7saz9PFTisLLQu72/PhI6J0ZzfBmCzCv7DzYBYSDe9qcFE/k0WzRymMCfHIQBJBRdQdmZOTcXvlRYzOz9yw6IUmBfbZLM3G7HkcaGlsZ1RbHo03VHRd1N0DOiQ6eBHEy8jqjVQiWJd4OtKggCZLuFKwpcMWuEq7z4W2fQvm6pEsHorKACuq0M5wSDKz1ULunrBja1tNdGZLsJ8dYxBi3BpiE2UF5ELb1eCCkQpZs1VuVw8TSBN/XzH5L0FSkSTCQJB7P3m7XkcEpQJxInxaEZ2+HPjllBHowkahpgUsfZ1j5dmZEKgQVu1z1uT3x1zj3dHd7dfJEAx8Phbe4N73Cn7vBvTj3OxrtaBOMmdSIYPljznfc9T1dNMA4WZYHCkcqaR+MbvGtlhd/fvOewke5RUB8UAEyUJz3aO3K7wGE0hy7L3nrCUbccaiQJJuLwd7F3iXMw8j34rAYkM/8d0E4AEhu6w5YFx0H7qp215glpXp/SuB2w/yDIWiIrX63YvWTp3ytJWgVvjq8igYa0fGTvPtLbkv0HUoquINxzXLm8yp0l71ekpCXRFZGuZ93fA+5M2jSC8lg+Rjbw804o6YWvM3uMg4aeovbu12AQWnpTPm0ZlREb+22iWwEmhJOLAx5ubvDR3XuIdpQ3Px2WnlTjtUziwMm9Nj5lfgyM7u/R2tyBlUWqxYTw2i4UJdPHTtG/R5HecTRvG/Kuok6855ENudtuSPp5FAxnkSw3S7VWfo2pGxJZu1mhiX8tHI8YwWz9CmayhJmbP/gxVU3H7sMaYTSEBR/ov5U3N66yqMb0bcqdqsNrxTLj0pMiKS3GSJT2g7q8t8TtcYfJNEKkBmcENhbHKjoBT2ZM5C1HVDGL+s0kHAdWK07462FmoyCsz1yo0pFueMIUjh35gqDo4R3Lb2lUBrK21Ik69DU6LAQwr2+9nhOjOb4iZO2bKDrpoxWNO4ayKRmel1gNYy1np2zfcPFAO3DQOgO8oZlw/gEtZ2kLGzpcLlC5I9704rjmLYusJdnq0TcRpwW2GWMD6U957RS5te9LlMMAkSZQakQU+kjFxHt+iKLyJ7wSOldqmp+5Rn1mhXyxRQ6c6+zx/OYaC8/6hSBflExPOkb9FAJHvn70KIYcF7hIQzCrIKqt7z+mJa4RYgNJsmNQpSQcWlR1QHAkJvYk6sCzo2r5hdZqQZ3oQwdYJ6BOZ59V7VCFO/ZpDyCY+E3hZNKnK0sqBx/JTvPLt76RO6MWoTacTPqUTrFpElJZETrLi/lJ/uzF53n8sevsmSapLHkguk3fpLRkzshpWqJmVZUoYDWo+e8XP8GZaJdfuf72I4/Xz8ODMmkfBVIF1FKgMtC5j+7UDefJzKyxZ9l22Miislk1prjb5uOgXQzAQV89Vc5E9RJs5I7tGbX7qCDZFsQ7jtG5lHxREIxnKQfryLuS1s0KYTR7qsUPjv6vtHtTpHAMbnaIAxif8dEyHOh9TTFqcaPRQHdKep0JjbCkNL5vWWkUk6JJVhyjKk351ijOfpHQ/4AUzQiSC7xbtQ0UunCk1zQbWyd8lE1BcV/Fw907rAYDQlkfamnQnmxhvT6P6oBdiGNXWx48S9MLXXYfDgjvP0nnakW0V9C95FMyempoZN6wtI6FN1dNoGr4ccsKgumsz9tsTSx6voprcMFHdKy+G2U6OHgeFf459+To4Kud6YCc9FH+IrXYyLfO+N1bD/CHyRkaQYF1vjx+UoWMcl9mpoRDKEsNSOlwwGCSoLTFOYOpJS6Qx4ruA+jcIpw30Q2mEO8L36JJ+ihs1ZhlEGZ6Pay4G62dReWk80UOdSIIRhAOIZhaZOW8se/sDOnk7B69zmgRzInRHH8MVGZRGdD13cOLtj/ZhX2/ARyGkWdaDFX6hTfd9OmHouc35YOWFiYWuIk8NHG02vuzgPeTifadPx0cETKbOUfX+MWzcpiTS8jBFPojhJI4rX0vqeFoJsh2iLwi3TGoG5b0hTvUWztorYn6TcaVYGvaIhtHsDQT75bgmjWUEjlW2MZxlJN3N04Ta2Tp207Y6O5jqUpLsmVQhddsOC2wgTwkPuDF8ekdh5xtQnUqfdWauLvYewJrkJXDHNfHKPa98ziR09NTX2JrFf9+71Gu7/VoJgVrzRFPpNcAGNqYXdvgc9NzPDc6wX+7+lHeGg2YOO9Z9GoV05Y5IZaWqAkEVA5CKVAIWlLxA61LDE6mRx6zzP2ptO4YVKaQhcApb/gI/nOVhUDl3l7iIJ1qmjMyWjvCvrdVqFpu1uX9rqBblrOokfQRJ9O0XpQbHc9BunPJE9psWVB2BNG+TzEUXb+BqFygCk37SkbUD9h7MKJYCL2wV3lnaVHfjWhZDRiBmkpsFrOzE7EdzDYRbQkalU+nHINjyMpgA+XJkZRQO0+WvliI/UWbVrxbsvqH6rCyqmoqTBLwByfPkKiSaR1iI0fRkajVxGtRaoesDiJ5PkodV0c/pADE2wUuL9ATg5MBZUew/VhI5zWFnlqG5zS7D0Veb7kD4ci38dGZj3SYGF+tqATFgphVPzqqlkVnM5Pbyn89rrHjl2CWDpYCbO0d/6nwqUrjDkkSRjAYx4yzCKWsN0X0v44xEmsldS2R0rdMqmuBEI66VuAEzoKrJKI+/sAPDm0HztQ6c7O1yVc0BsbPyTr2miwX8iVz52BfOYiCH0Sa6kgglfAHmJmW8iASLGv3umUEwr0Rcv455phjjjnmmGOO/wPg69epdI455phjjjnmmON/Z5gToznmmGOOOeaYY44Z5sRojjnmmGOOOeaYY4Y5MZpjjjnmmGOOOeaYYU6M5phjjjnmmGOOOWaYE6M55phjjjnmmGOOGebEaI455phjjjnmmGOGOTGaY4455phjjjnmmGFOjOaYY4455phjjjlmmBOjOeaYY4455phjjhnmxGiOOeaYY4455phjhjkxmmOOOeaYY4455phhTozmmGOOOeaYY445ZpgToznmmGOOOeaYY44Z5sRojjnmmGOOOeaYY4Y5MZpjjjnmmGOOOeaYYU6M5phjjjnmmGOOOWaYE6M55phjjjnmmGOOGebEaI455phjjjnmmGOGOTGaY4455phjjjnmmGFOjOaYY4455phjjjlmmBOjOeaYY4455phjjhnmxGiOOeaYY4455phjhjkxmmOOOeaYY4455phBf70HMMf//vDtJ/9v1Bt3UN0O7sw607Nthmc1NgCsf43OHDoHYR1WC5wEHNgAhAVVQtkUmARkBU6BMCArR50InPLfcwJ07l9jNTz7P/7NI435fd2/AqfXcUqQn2ix9UQAbxlQXWqz9rRhsqaoY4HOHLKC0XkoOw6kAwl6KKlTR/PsgHO9fb575fN8bnyW//CxJ4h2JNn5EjnSLH1WkC8KRk/k/O23/Ucejm7yTecuH2nM9/7M/0jnFei+mqFfvgG9DjgHu31EI8WsLyDKmt03ddl/CJY+7+h9YY/8RAuVG9SkwrRD1LRG7Qxxu/uITpv83lVMLIm3c/KVmPTlHZCS6T0LlG2Fk/CpX3n/kcYMcP8//J9Ib/vPsewCAkzkEMZ/piZyuMihJhKnHHaxQkc1QVgjpcM5QVkqqmGE7mvCvqBx25EtCYpFR3JH0NywTJclRReifT/PEPD5f/p/P9KYz/3C/4DTFhEbdGgIo5okrGjHOYvxhJYusAi28ybDIsY4QSAtzbCgG2Y0dEFtFaM6YlAkDMuIvAwwTlBVmrLQ2FyBFYjIEKUVy+0xp5p9fu0b/ucj3+sPX72X7brN/+MPvhd1PWbxWefnce5Idmu2HwuJ9h06v/v9oisZnbdcfOImP3rmw7wr3qQnE67XU6ZOcU+gmdqKL5RNbtU9umrCad1n2zS4NxgwsZL/MH6EH3voPx1pzNdvrtOVmkgEDGzOthEo4ViWggp3+LoA8SW/N3GWwkHfhvRtgnGSl4sTjEzMiXCfkUkAeDS+wbKaMLIhsagBMAiWVcm5UxtHvNPwXvX9IO7GCoQUqFMneO2HTtH+xi2EcGxudjn7q4L4I89h8xyE8L/jrH92hfgT/sIfj981HzjamOX3vb4XzsYppEBePMfWNy0zOge9lxyL//k16q0d/zpnv/TXlEKtruCaKWxsYUajY48Z4OHf/Al6acZbl64xNhGPNG7z+dFpPvji/aSvREzP1sSLGaaWVOMQLIjI0l0Yk4QVO4MmAEpZyiLA1v6+u0py4dwW37n+DB/ceYBnL59CjBWyEjz0lqv8xj3/nmD9q6/Xc2I0x5cjjpCtFu7UOtmpFpMVRR37H+kCZO03qToGWQtsAFVjNjElyBpMCQhPfOrEEyZVgFN3Fw4Tg8pA1P514dB9hcG8Pog0oW5FOCUJhiVLzwrKqy10bol2S+o4RocgnCPvSVQO6URQtR1WQzD05E4Jx2o8YmRjFsMxNjUcBladvyYEuIlmv25goqMHXeNtQbJbozcHiHYLxlOctbjTq0xPtbCB4GDvWHgOmrcLEAJpHNP1CGki9MQTJKcVot3ClSXBqKROE5zwZHT4+ArhyJAvKITxpPY4UBlUTYENIT9RoUYKlc/IrvS3yynnSbQEHVeEocE5MMbfL2claIdJLSZTmAhsCHXLUo8UqrAEE8F0DbI1SO746z4qnPBz1lmBMRIpLavNEfe0tlkPB+xUTS6PlyiMRklLJC2tIKcZFDR1iRaG2ioAAmVIg8oTvFpRWHHwR8Dend9SOKQ43r3um5RfvPlNrP9GiAkdnVcnVO2QqqWIr/XpJQvYQGC1QBr/fAVjx+IXBHdunuFvPvSD/JV3fJQf6X6GTZOQu4BTekJTRtwfDLlV97haLtOSOYEwdKTiStXgar545DFXDiQSOZu8Sjhi4ZBCEiGonMUCBsfAOiZO0xA1BkHlJApHQ5QgQAqLnb1PKguU8Bu3mX3PIFA4UlEfP/0xIw7OGEQYonpd9r7xBMFb9llpjHnutZMgHHsPRCwXDxFd3cFsbIIxfj4748kRHJkg/ZeP+WDufZV5Nrs2EYbYNKJqCOrUki1LXKcFWzt3yd0BpEJEES6JENMck+XHIn9/FIMs5tJ4BYnjQjIjZoWi6jjS5QndRsbeqMHCyX2MlSRBxYnmgIYqobvFdtHkhZvr6MsxeiLIVi2uU1PUmp2qxcaojYpr3NDTnFc2l/l/tp/k59a/+tjmxGiOL4PTCrm0wOhim6ohEQ6ivo8I6MJhQkHZ9g+HmPiTap1AMAU98a8z0ezn1pMiHIdRJWZf9XRGimZkKhzZP25IX33MdU3ZCRmfCFCVw0nBwjMDuHwDO5nSW13GrC0yPdMgW5Tg/NhkKZDVwb+hv9dgfyFhq2xjvnipFXCwxzkBMpdslS3W2pMjj7l106CnBteIsYGiXFiibCmyRYmw0LpZI0uLHhuEAycE5UoDqwQIQR1DslmDEJSnuuhxhZwU4Bw2FBTLMVVDMVmTBCNJMHXI2qHKo99nABP5+2G1vxk2dIhaYJoWF1hwAlFIXOAw3RotHcZIrBVfsq7KwOCajqoU1LH09zXzX6tUImtHMJH+70kIBscjGShH0ip40/ot3rf4LG+Ob3BqtgJ+rmjwIfUgxkmsE0xtSGYCAEJZU1rNxITkJqC2fl6I2YTQ2qCUpVYW6wRKWeKwIlI11h1vE/lXW+/g5ZdP8sDlEViLqC3x7oiwnYJWBCNDvhRQpYKiKzARmMShckG861j5mOZ/HX8L8j2O72l/jg4FlXNYYWlJTSBq9usGlVPcGwwYWchdwEo4+uqD+2NwwzRpyAmR0OTOoYB49qHHQqMwfKpo8It3nuLzt05STELiZslad8hbFq/zbe0X6MopBkFhAyqnCIRhr27y+dEpnmxf572NF+nIgsJ5shoKS/gGbNiy2cBePMXgvhbj05LJGcOpJOfS1jLJyxHZAznDB2smp0PC/imWnl2j+cmr2N09nBNfnaB8nSHSBBNror4jWxNMTlqGjyzS3tnD7A88uQMQwkeXlhawjRj6Q1xV3n2jY17nU6cus1M2+MzVs0RxiZaGs+keb33kMuMq4kJzl8VwzPZii5bOeX6wTmE04yri9riDcYKy1iRpwaQXkmwqnJJMO/79P7t/mt3dJm6ikYBpG8wo4revPMzPPf7VxzcnRnN8GWwzAS0pm5KiIxHOeUKjZxEfd5fMqAqYOGQlUIUjyBxWCYRzOAlulmaT9SzNEoPKfapNGkcwdoRjSzj0JOCoEFpTtRTCQTi2qMy/l2w2Zic6i401ZVPitCdrdcNRNx2yFIhaeOJTSbamLWJVkxuNnCoftXH4NIn1YSMX+mjAR6cXeeCIY453KrKVkGKhjQkFVeJP/Z0rJfHVPYhCJhc6qMxgQsl0RRNOLHpqUYXFSYkN/H9VQ2OVIATqRoDKLSr39yDZgWBikZVD5XZ2DceDCT1RjDc0JnHULesjREYgrMBFFturEVZQZgFSO4RwCGlxVvjgmwRbCogcNoB4z6FKgc4g70lsNEu/lv7+Z8tHjwlESxnvPPMa/83SZ3hXvE9TREBE4WrGruL+YMj9vU8RCEHuHDsm4JniJK/k6+xVDXaKBvtFSlH7JdM6QW0UtZUoZVHCEQU+rSOlJdSG2kl288ax7vMfvHqO9ksakwTI3JNg22hRtUKEdQjrCAc1VmlwULUETguKRUvdEMTbgvZlwS92vwneAt/R/gIKi3GOka2pnGYlGNIQJesq4dWqIBYVjyQ3jzzmPdNkosY0Rc3U+YiOBApn+UwR879ufhMff+5emq8EpBNHIgQmjtjotPiNe3usPzbgLemVw/fbr1JeZZWnd89z+c4yt1a6PHr+Buf0AItAzt7/j6bm/kuheh0G33ovG98E8YkxWhuCImBchEhpmd5Tcnptn6wKGIxjynXFjdOaxeWLrH4wxdy4jaurY43hawkRhrDQxaQzWYQA07DsPahJb59GPVNgsxwAGUeIU+sMH15C1o7m7hCkOnbK8AAvDlbZHLaQN2LyMOLzecjWUotEV9ROoqWhpyd8YucCrSCnMopxGZKkFZGuUcLSt5JAGcLVKX2VgICgUWKcwDrB+ZM73N7vkPdjdKPCGkEavb7PZ06M5vgyFCsJJpZeC6TBBAJR+6iKsD4iJGuQpSdMsmYWiXDIyvnoz9gv2iaSWO21RUVXki0JqiaEA9BjT2KivYrw6vaxTiHOOdJbOc2yBgsukLhAUdx/gqC/gHOO8dmE8WlJ2fbXoApxGNGyoZtpqAS74xSAvNbo6VdYAGaRjZdHq1yMt4485nwpYHzC359g4lh4qSDcmuC0RGQF1WoHGwji7QobKIKW8ukxC+GwJuo7MM6/3jnypQCnJbKyBJMaUVpsGKIK5z8749DjkroVHnnMAE779KOsIRgLyp6DRo3aDNETARJM6LAT6SNJscNEFpHWKI2PHNUSV0rU0AvNbAAm9qTbhP4acT79qgp/z8dnjk6c/99PfoAnoz0CBIVz7JgppZNYBAZFS9Q0pGDqHH2ruWU6VE6zHvbZqxrcmbQZZDHG+jScEg7jfFpOqVl6xwnioCZUBuME0yrA2OMleKLLMarwczfar4l2c6pWSNnV/lkrLdPVAFU44r5FOOlvFpKq4Rg+WKH3NY2XQ36Rb+LaIwv89ZUPcX8g2DQBCss7kis0RE3l/LzIXYDk6PfaOMnABkDJyIakouZmrfjlvXfym888TvpKRApMTlvibYmsIVuz2IZBWsH/78YT/IfwYQD6WYKxAiEcZa2xRnBtc5HfW3yYv7LwCQJxvOjnFyN7ywW23ixBWczLLbKeIVrK6PcbJI2C9uKESRngnEBrSw2EixW7b06xep2VzzRRr1z/Eh3O1xx/0pr5ReRFSIFoNDALDepUkS0L6vUcHVjyRs0N3WBl6WHSa0NEbamWG+SLIU6CKB31qUVUVWH3+m8I+dsctjBGUi3WhFsa9VLCZhQfalTzJzSf5gx3Xlyhc3GfrAhxDk42Byw3xjR0wXW1wPVB1x9MuiVKWZY6Y/ZGDdphwZ9b/wLPtE7xMS6QxgXOCdpx/rrGNydGc3wZpqsBJoQ6nYmqORBU+yhQ3RBYDdoKTOgX5Hi38g9UJyDvKXTmiHYLhHVUzYC9hyK/kFdQpg4T+fc2oWByMmJy8hTRfn3kMbv1JYRzqK0BAHaxDdYSFBVynGNbCSb0BM9fEMTbjrLjdUYqE9jAE72yCJiEAXkZIGaivi9LpdXw4q017m0enRj171HEO/7+jU8obOAJkbAWl0TgHHpiKBYi9NSQbhSU3cB/f1TipKBY9OKv6bJ/lHUksIEi2q0RxmIiQTCZbdyxxKQBdaKOPGYAWQnqhsVGPp3mtIOJRk8EwdjfJ1kIkj1HlcL4jMREApNJ6sSCtohCEe7JQ22SrDwhMglgIZj4OWdiyJb9vHHh0Ynz4+EuIwsjq5m4AIMktwF9m2KdZFkPiYVf8Ec2YbduslF1uZH3mNQRxgnyIsDNNETVMEQPNCa2iIWSdisj0oZWVCCFY1oFWCcIlTnWvW7edBQ9gRs6khtDuL1J3GphHllHWJ8arWMo25Jg5LAznVcwnpHWPKDsWuoG6K2A33n2YSYPRvx3q7/PqhrzZHyTE0qRO8FrtWHiAlJZcDk/feQx36569E1KV02JZUnfNPjnV7+Z28+sEea+6EE4/5nnK/7+yEoQtAq0tty5uQDKgRGgLWov8MUbywXxCwl6Cr9avI3xYxHv6TzPSd1nQZZfZVRfHUVXY0NH61VF64YBBFXSZP9BsPdWDHdSRCl9ZGI5402nbrESjXmuvc61cIl8qc3Kyv2kn76K2d3zb+reOOL2X4yDyI5zXmOUxpSdkLynmJ6v+O5HnkFh2S6bjM9FbL2jxeX9FlU/Qg8U4UAQ7TvCkaBKE6LmaZLnhBdqH/O6vuX0q4fascoqfu/TjxD0/WZjQ8ftmwuITOEahnZc0N9roqOa/cIfWkd1xE7WYJqHCAFJUpJnIZt7bWwt2Ri1uNpd5OHmLW4sdtnLUpbSMYV5fZRnTozm+DIUHYGsHCb00RQ9I9lly6ebDg5pTkGyZ2ncmCAnBS5Q7D2UsPekIdpSLH8+Jt4qQAqivo8oOSGoUx8hqBNwYnZiXBGUreDIY959vEPzVokqS6oHTlI1NOlrfcRwgstzRBIRTC3xnkRWPhLGrEImHAiiWRrHSYVpSAJlKQ50jQeHfnf4K4gaqkHI84PXoeT7YxBvOzpXS6wWgGL3wZBesExya0LdiRC181Ge3KDGJS5QiFrjpNcY2UR7QbJ16MwRTCyqtJhIeh3BzT6xltSppm4o6liiCkUwPjoBBXyFSC1w2lH1DOGeQs5SYKr0ZEkVjnivJhwKnNBIcxD5kUyXNU5DMHKY+IBcebJZC3CBo04FRc/iIodLa0wl/Q+PiBsmIncBUxvRNymlU0xtxGbVIZYV+YwQXCuXuJYt0a8SrBPcnnTYHjUo8hC3HaFygZoKutcd0cDiJIxPJNTfWtCKC7SwCOEIpH9IgmMSo8adGllr6kjgpEQ2GrjxhHBQYmINwt/XsgPTNf9MytKnqxH+azCQ2MARDgU6C/m4vEg3yPjzC5/m/mBI5SyVc0gcsTDEwrBVtY885sv5MgAno30CYfj5Z78Ze6OBadeoXOMUqKmgeQ0mpwRV2xLuS7Ikxg0VyViQXShZPbkPQP/6CrKCqohnUWtILof8dvYkdx5vcyIZ8C3tl3hXvHm8e327ABnRed8G59q7fPRzD3DhfyvpXK4Zn2kwPuHT8JOzhm+78Apval5HYVmLBvxG8Rh7os3NTsBacoHOp0LM9g6uqv/rk6MvTnMJyUEpsW012HswZHh/zT0X73Ay2udE0KchCyY2IrcB8fkK4wQbVY9bRZdJHbFbNHj5QxdZeEGgz6+hJlPsZHqsIZ6O9/jFZ9/JUxde5YdXPkb2ZMCzW+uMrnVo3JTkdYBpWk6f3aEbZdzQFmsl+9OEyih2Rg3qWhJFNc24IFKGbSuY7qWITDIqJb+VP8KFlV2u7/XIdlLyNU03mUeM5jgiikUIRp68qNKf7GD2daa3ccqnf5I7OaKscVGAaYRYLXyZtoTpskSWIaq0tG4UiMoCMXXDp498ZYR/X2EgXzz6xqdzh57W2NMrTFdCTxyaMSJQVItrXn8zNNSxIJj4tE3R85VVwsB0XRxeo7gVsTlegNiSFjPxOHcjRsJC3XQky1NOpoMjj7l5uyZf0AQTS+dKTf8ezd4DAfp0h/b1muT2BJkL6lZEsZxSdLzlgCoddZqic0vYr5BFjZ7U2MhHgpzw2i4CjagtqrIYq7yma1QhquNt1t5qwSELQTDUqHwWJSp9ylQY///TZY2qINn3C7OeWmRlifoSJ8VMI+Pfb7ymMZFANH11WrZcc+LcDr044+XbqxgBzh09LbVtWkxsRN802KraVE6R24BRHSNxXMmWeHF/jRuvLRNtKYKht5owsUOPBYmBaM+R7FrCQY0qDHWi0JMaJ2O284CFhV1qJ6mMQklLIA1aHm9TTF/dw8lFio4kP9UiijVqsw/Ca4nqRB4WN5gIbGIRlaBq++/JclYZVghkDXoC6qWI/9B/gkuPLfOXTj3NshpyWg/oSsvIOSon2S2bRx7znbxNaRRLwZh/e/txoj9sMjlnaCxPmZZNL8pvO0ysqVsGQku+AkioF2pMKiH3n/VSOmHyWJ/J7RYyE+RLkGwJTOI4e98dLu8v8ukXL/CRlXv4mYd/gz9zjHsdvHideOt+/vtv/zDf1djkmdUP8YP8KA/8swm9D9+heWGNfDmi6Cmujhe4MlrEOUEnyjjdHtCKSu40W2yoBtPlMyw9s4S+vHE3/fQGVnT9sRC+8kxGEa6uPTFDIeIImwYI63WB1wan+PneGr31IW9du86JaEBhNZVTpKpkPejzRPcqN6pFKqd4rnWeqF9TdkPi+86gLt041jD/2cffjR4qNk+0yG3Aty8+y8XGNr8yehvJZ2OifZicUNxsLHBT9hB7IVY69seacacgDA3dVkZtJEWlycvZIm0EYV9ShI5qGPFy/6T/voU8D7g5SF7X+ObE6HXi13/91/mH//AfcuXKFfI853Of+xxvetObvt7D+pqg7NhZGs0RjHyVkK+K8puY1RCOoLFRgxTU7ZiqHVC2FKpytK5IL7QOYbKqAEUwdcT7ZqZ1mRXAS1/d7CMMHEZjjoJwZDCJxkaKxs0cmde4QFIvpJRtPduwvdDbhN7Lx0moU58elDOuYCJHMJSEu4q6Jb+kmu5gw0dAtCdxgzbby0ffQNJLO7hmQrGUUDeV93KCmS+QZHB/m8EFv/HpDMKB82R0uyJbDrzuaFgjyhpV1kBEth4T9mtkaajb8WG5P85rxcpugMqOl0oT1kd4qoYhfVFjZ2J2Wc2E0oLDSj+AOvZpU6sVwRhkaXFagnM+emUd7cJSdjSTUxJ7NmO5M0EJx5nGPru9lK2Xlon2j06M7lRd9kyDnarFrawLQCANmQnYzRtc21og+myDk1cM0hiCkUGWFpMosiXN+JSk6AnifdDjElnUyFJT9iLynsTdSHn8oZvcKdpcGy9gjKQVFMhjamBsO0FWFlVJqqakbDVoVwZRGZzQhMPa6+VKBVJQ9Hx0yGk/b23skLlATz0psoGPIrUvS65OT/P3TqwSphWPnrjNA61Nvr39BQJhuDntHnnMt8cdFuIpgTDc3ujRBGhV5HlA49SIotBUk5C6VyNyCZUm2vfjNudyaICZaLa2OsQnfERgWrQx3Ro51tQNQbngH9jhKEWOFX3T5mNn7zsWMTJ7fU795xF/5/T3kb/73/JkfJ13vukVXnjng6x+FNS4QCxEJFuCF185SbKYAXBLdkjCitXmiKW2ZO+MY7+RkC83WFw7T/tTN6hvH91f6b8IQiLuPU//4S6N2wXhjV2cVpilFuPTCaL2z2YtASPo7zf4aHmRZlLQCMtDi4lEV1xo7rCVt+iXCfJERtFNCIeGyZkmzerEsYap+wp7KmdcRkxdREtm3M67rC8P2DuVkGw74j0QLkLUkG46qoYkX1LIGwHZoiVbLnD9EFELbOw9ykTlKzNFJVBThZ4IqpbDphZrZsZ5r2d8x7q6/5Nge3ubv/gX/yLve9/7+Pmf/3miKOK+++77eg/rawov8p1taIFfZIWdEaRZqsQpwfhU7KNDK5K6gT+lmhmJkpCtQnmiQg40vRc0euruVnmJu+97zIIS0lf3INBUSyl1QyMjNfNREoRDnzrqX4wYnYNytUYmNTbTiMwLhOvYoTJJeluSLzvEmQmu0Lid+PCGiNrn652AsA/NDcPW245OjAgDXKCIN8ZQG/S4Q7EQsP2EoPpTI1ZaYxJg40OnaN60qNKny/SkJox9SuywwkwIZFlTtCVVGtB9uUQUFS5QGBUiKy/MdUJQtY5JjIyPRKi1HNzs+oUX3KvCUbYEJgY98OT4wH4gHLqZ4F369KEQlB1fQSdrR7JT0n0lZu+sIFCG/WnCh0f3UF9q0b3qxeNHxeV8hbGJ2CmalFaRm4DCaIpac/NOj8azMcHEMTqlaGx6iwQ9KhB1gF0NkIWf88HEV/W5QGFSTdlWtG7VqFKz/60pF5IdRlXM9bLHTtY4dirNSUHy2j6c7x1G4WwSoHbHxNMDEWyKiQXRvp/LNvCR0Kox84lKoACEE+ix/6yKHuixIHwxQtQRV6b38sLifdz6zi7fvfg5trOjV9NNyoBARQzqhKXlEXuPW5rNnPEwoRGVjPsJ4UZA3fCaPtswFIs+AiluxdTdmqibU4wjrl1fQo41YV9SWc3qpxyqqrnzdsW1F9YRCwXByQl1rRib6Fj3GkB84RUe/P+e4/81+l7e9c3P8Xj7Btf/XI/b0TrhwLH7pMXFFdGGJhMJyUJGnoVkk5BpEaCUpRGXqBXLWKfsiJB4dxW1s4sriq951Eg1G2x+Y4+9NxnSGwnx3klsIMgXoOxabFoj0hod1sTKEQQ1kfa+XK2wINUlEse4jtgrUx5v36Spcl5urfH7q28lmBgf4b3YOdY466UKMs2oCPn46F6sE4zqiHPtPW6dXcSkGj0+iEL7tSVfFFQXM4IrMektidnzRM8kjsr6cgEx81CTuc9aVB2LSS1IhxkFiGpOjN4wvPLKK1RVxQ/90A/x1FNP/bGvm06npGn6X3FkXxscePswS4+Aj+jEe34hK3pexDw8o8nWfMSlXKnulmoLB4EXTwadguX2lP24QbGRHvoWOcVdvY7lMCp1ZAxGCCnRgaI62aBuCGTpkJUFKyi7mmxFYBILlUCksHZqj1jXlMYThdtXl1A3vKD2LaducWfS5s7GGqLC62rM3TE65SMh0/LouqhquUGwM4WtPVyeE/eHyIdOET+Y8Rfv+QP+zY030X96leXna7+BBJ6o5isRsnQE+xkmDakWU4pecKiBqmOBE6AGE8rTi9QNr+sIB4ZgXFM1j/fYVy1/E+otXyIrzIEFg0Mar9UyIZjAE1Mxi7oJhzcinHkpWS0wkTyMIOlxxcKzQ6xqs31vjMoE4QA6Wz7qki8cPWL00miV0moqo0h0xbCI2R2nTPcTOs+ELLxQsH9fxOSMxQaScCShtqhpiSqT2enVUacS1QzRkwqrJM1rU5wSOCn4rWcf4//y5o9xOt1nr0jZGLaPbfAoixq3sYVeaVH2Qhp3KtQgg/0BwjlEp02w7wkvaISRPiXtvPg6GCmqtqPuGKahJN2QBGOHngrCka8uNLEgmPo06IdfuJ/O4xl3do6+8dVGceXVNaZVQDvOET1HVgacWOn7R76UVD2f8rNNQ9TJKfMAUyhEIUE5us0Mmhl7wxSaJZx0qJebdD99G7u7z9n9exicj8lWEkwIOnS8tLZ6rHuNs2AM5sVXufd/Oc/T2aNU71V836nP8uJfWOfmtMs3N7fYLNp8nHsRmSQKauKwOvS0GoxSJlYQJyXdpTF922L/3pjVy0vUt+98zfVGotVkclKAclRtR7HksKHFJYagUREoi1IWrbylRDfJiFRNN8xYisZ0tI+CfWLnAhLvPj42MZ/dOY0qHVUqUaU7lrEtQHwjRBgYNFI+sXWevPL6nzf1btJYmlLseY1b1Pf7y/Ds7HB1KcEpr03E+Yi/ygWNvqDsSIrVGtOxyLHCLZb0emOKKiCbhKibMfH2nBi9IfiRH/kR/sW/+BcA/MAP/AA/8AM/wFNPPcW5c+f41//6X/P000/z/ve/n6effppHHnmEp59+mr29Pf7e3/t7/OZv/ibb29ucOnWKH/zBH+THf/zHiaK7p5p+v8/73/9+fuM3foOyLHnqqaf4J//kn3Dx4kV+4id+gp/8yZ/8ulyzDRzCCmR5V4OTbDsad2pMLNGF36CH94K+Z0Q2ijh7cpdulDGqIiJVY6xkP/f53KpWmFpS9LzHkTQcGizCjCTxRSLnI2D/Wy8gHFSpoE7EXVGv9BVOTkC2ZnCx/6POwaQICaTlfHuP0irGaxHDuo2oBJ+/eZJWI6fqGuTUV6IcjFeV/n0na5LplaNvIGpcIgZjUBKx0MVFIcFehvxgj1988U/RuCXo7Fv6FzRFz29mwVh5kjN0IH20pmgrqqYgXxCHKa3Nd7RYfN6XX4f9groReM+jUB7fx+j8lHoQIXNJ1fBGnVZDtuBNJKOh91nKewpdOIJblmzRGzXKSiCNF/erwh5GIakdsjTIvGblk3ssfSGg6kQMzoXkXZ+anZ48+riv9hcwVpJGJVvjJoObHYI9SZILmrcMqrA07xjiff9BB8MaZi7t4dBQtRR5V2CVILljkMMMrTwBldOS5jP7nAxP8O/WH+Y96y9zutFnXEYMsvhYt1pu7WOrimBvStkNEcZh4xC52IPdfZyS1J2IOvWu5uHYt2qxAYdeNXoi0BO/1Pvn4qDayJu1HkT5qhaoPc1vfvYJoo2jbw3NuCDb77LdapOkBUWheeTEBovRlM28xW6vgdaWIg9YaE853d7nxrCHsYKV5vjQZBMgXqi5vduhuJ2STATl2UVC56hjRdERZCsWWXsX58oeLxIK4IwBITGvXObCBxTPDB/iD95ylqcuvMp7l15kZGISVTG8L+aFW2s0opJGUFLO/ra1kvEkZjpIMM0C3agYndW0H1onHo8xw/HXlhxFoX+mCkndtMiFEi0tQjq0NkSBb4Vz0O7mTGOfrp7S0RnrwT6xrPj9wQPsjBucWd3nTtkmURW3N7uc3LbI0lcUq+J415Cv1kQ7CpNp7mx3SJsF0ypgWCd004wt26ZuONy+P5z7g50j3oV8QSAM1A2vRwwmEO86Oq9Zxic0/TeXuND7pk3ziFMLfaKFmkvhMqO113eQnROjr4K///f/Pm9729v463/9r/PTP/3TvPvd76bdbvOzP/uzlGXJd33Xd/FX/+pf5W//7b9NXdfkec673/1uLl++zD/4B/+Axx57jI9+9KP8zM/8DJ///Of5d//u3wFgreU7v/M7+cxnPsNP/uRP8uSTT/L000/zvve97+t8xb782tXChyRrX23U2DSHEYlgYhme0d4HA8AKVtIRTy28QmEDchswMAl7ZYNRHaGFJV/Q7K432Bo2KS61CQbicFM0GlT9utO/XxF3vmn2oB6QK+H8v6VDjjRqKqBToQNLmhY044JWWNAOcxq6YJy1acYF405J9HKCmTTYOxmAdJ64WXHorROMHSbyaY709tHZnBzlEGhcHCKMxbZixueadF+tCEYaEzn2HhHUbYNTjsoIpsIhC4ksBdlKgCx9JK/7asHuQzHDd2SowCCimv2yw8qnht5ssx16zUwkseHxQvmPnLzN1cYCg2FKmceowlf5TU45dCYwm5J02xNqJyHaqzGhd2cWFurIRzgODChxM93OtISqxjVi1M4Q2VfIU2v0H7Q4Dd2Le0ce83CUYmvBSCToWxErz3ufrXzBt10pOwGyciRjQ7hfYFJNdqJJvJOjM0PV9IJxJ/FpyeEYGWnKpQbx9hC7vUv7wxM21h/gY3+u5uHuBhc6O7xYrx3rXpPEMJCISYYwHeqGomo1qJMWnecV1ULKdDXyhEmLQwJap45y0YBy6D1N45YgmDiqpi94qJqzA8oB2S8cJhY+SrcfHCu1vd4YstFchv2QKqipC83tcYdLu8uEuiaNS6Z5iA4MjbDkYtOnH2/32yxEUxbCKZ/fPckgi5lOItJnEjrbjmwFxicj9MIJtp+QyIeGPLm2wda0xaQM6UXHq5Q6xIy4mBdf5fTegPHLZ/jEY4/zkUfv4cLqDuvpkFhVdFpTAmVoBAWiDsnrgEAb78ZsBEU/RhSSeCTIFjXRqXXEpddw5fGtBb4Ms/RcvdQ6sLHCJQZTSmRiWO8NiVSNkpaleEw3yFgMJqyHfbpqQldOWVFjJi5gq2iy0JiyGg3p1ymZgeBGRLybU8cKEytUccy2Qt2SQoYknRxrBSfaQ7I64GPXL1BMQmj6z2B03lcthwM/Z7PESzWCkTfotSdzpkmIniqSXUfvUknVDKmajjJWVMrx5MINaitZjUckam7w+Ibg4sWLPPTQQwDce++9vOMd7zj8WVVV/PiP/zh/+S//5cPv/fN//s955pln+MAHPsD3fZ9v8Pfe976XZrPJ3/pbf4vf/d3f5b3vfS//8T/+Rz72sY/xC7/wC/y1v/bXDl8XhiF/5+/8nf+KV/jlUJmciaHvro56YjCxxAaCsiEZPFizsDCmf8lXbw2KhMopvr35HAADG/FSuc7NcgGAnp5wLtzmTtXlp/a+k3A/OEyvqIOWHMfwDdMjdVgtB9xViwtHtOcFzEZ55+U0KunFGd0wYzUaEsma2iqyOkAFBqdBGEEQ11Q2IBgKbKiQ5czg0opZVdXdKNJRIEYTXDPFRSFif4hTksFFhZ4qZOnbmuAc4Y7/2y7w0bx426dKbARV06fYdBYyOm/50w+8iBaGj2+cJ9m2yLImX28yWQto3iwJxrWvWDsGHmht0gszrqYL3FA9yjIlGAvqpqVaNZgwIBwJgsx6c1DrqwaFhahfU6cKEwmslv77mScpTkqElIjCTwSRlzQ3KrbfIWmvj7h/YfvIYzZTjRwrkjuS9jWLzjxJbN2oZ0Jrgx7m1J2EuhEwORFSpQJkTDCoCMaWquF1CzZUyHaTcqnhnd0DjTi5BsMxK38w4tULJ4ieqLmvvcVyY3yse206DeR+hMsLov2CYiGibEmqRGAaISqviXclsjDYSGGDgFxJqpbj9IVtEl2xsdJirDssPCuIdy1FLTGxb9sjjEPOLBacApX7ueGOEXyRwoEVBEMBK6BDw06/iRnPTuvSITIFEm5Witt7baosIGkVbOdNXu0vURs5c0p3mADKrvcbG1yQlB2HPDUl0oZb445vUNsY0wuzY93rr4R6c5v0QyPOPbfI9IFVbj90llcuGmS3JE5KWu0hvTCjGRRsZS0qK6lqhQ4NZakQxkfngsySnWnRGK9SX7/1xkeNhEQoxehcg3ytprU2oni2y/ona/bvaRJ81z7fe+KzWCdY0GMasqArp8SiRuGIhKElLS1X8Vj7FoPUr+ctnfNs/wTNG3g5gYNgbI/VpQDAFIpkacrJ3gCJ486oxfBOC6RDNWpMYhFThQ39+p1sObJlPweEgWIB6l7N6sKIURIxHbeRlaJxR9C6YSk6grrlGzt/ZvcM55p7tIKcrbz1usZ37L57/2fH937v937J/3/wgx+k0Wjw5//8n/+S7//Ij/wIAL/3e78HwEc+8hEAvv/7v/9LXveDP/iDX6OR/hdAzHRGNWBnztbV7BQVwuB+eOKR11DSEYwFolFTWkVhAxrSsqwcLVmyrIcYJ/nQ1n1cyZa5oPc4Hewik5qq6aiajjrxWhQxczk+KvREEEyE11WMBcFY+v8fSeIdRzCGMKppJCW1UeznCXtFSr9KKazmTLLHO5Ze4+TigDr1r69yjQgsqhBE+/5+2ODuxmGD420g/o0caAnWogYZ0a436RMG4r4l2hOUi4by4Snhm/ZpPLrH+KwlW3VM1y35yYri8Sn97xvztm94mUSW/PuXH0H+xiKtV4fYNMRGEp1ZpLGocUl453jOvB2d8abWDd61fJm3nLlOcbLyG2voEMpRLhsm65KyIZmuKMqOvqsrA8JBTTCxvudeU95tLKyE7wfWH0HuJ0P82h6Nq5qqVry0u3LkMYtS0rgpWXquItqvKZsSWTn0rHVMsJ8ht/YRtfWeT5HARIKypbCRtzrAeQJRdgLKE22qlqJOJGiFi0Lqi+vI0tB6TXJlexHrBOeaR49yAX6FDgPceIJ67Q7BpPbjzh020YjKoLKauqExoSeaOnOEA8H+NCHRFWe6fVgvmJwUZCv+kJBsuxlxhnDivEB3yVEsWy+KPgZ3Lo0G6SMKZRZQjUNMpom6uY9gpbU3BbW+OzqvNZD9gAdWNjnT2GeSh5S1phUXnFgckJ8w5AuOsmeoHpqy8NAOJxYHnO72ecfyVb5h5TXeunCNbvAGRYwO4Cw4i81y6ms3iD/8LKd+6w7Ln5KYUcB9S1t869JLPNm+xqm4TzvMCZXBOoGUDhkabGipGoJw4GUI40fWUA/egz5/FrW0hFDHT/8dQChJ0RGcPLfD95x/hnLZIAtvxPpY9xbvTC7zVHqJk3qfAENDVCzIko6saEhL4eDj2TmmJkQKx8REBMJwba+HKqBqakTt0OPq2IcrAOcEDV2yl6WUn+8Rb2h0s+Ls6i6qUUGnwklYeKmm81pO+6qhfRninbsa2M3NDvm1Fs0b/mDdv0d5m5ga2q9IGlcVNz95ks9tneTV0TJXBq+vOfI8YnQMpGlKu/2lRmi7u7usra0h/kjlwcrKClprdnd3D1+ntWZhYeFLXre6ekwB4RuBWfTGBsDsuS273tF6dEZw8s23+FNLL/A/bXwb5bLhwskd7u9ssaRHvFT2uFN3eD47xVbRYrdocGuvQ15r3t66TN80cFb4PljWR3GIAeFLio+KgzSX4IsCXTNhcLJnCaaCrWnAcntMoAxaWEJpkMKhpaWlciJZsZyMuSFm5aGtkOJ06UXXxpvoISTRnl/07TGfHtdqeKfr2vdyE5OMuG9xSlI1vWg5mDhEKTi/usv97S1uZ21Gj01ZjCfcHHWprWStMaJ2khd3VvnM8w+w/mlL6+VdnPZ91PTEEG3nOCW9RUJ6vJYgT+9d4PGur1a50NjhM+kZnJo1TxtpgokkX/ICzbrpAEU48u1inBI441CZIXJQNSVVS6Fyjc4qRF7iasNBTyahvOiyKjX5raNXAIY7itYNS7yZgRCY2BOyAx+pyFrsSo/R+YRgYokHlkxKVOG8E3zgy4DtzDuobCuCsaVOJbYRoW5skZ05g2wGJDuW/KUmz3RP8tTqpWPdayyIMMTJDDcaoyYVOgtwSpAthQSxQucGk8hZCxVHsmcJx4LxoMvLrS4mcpiOr44TBqoGyC1HvF8DeuZOP3Mfjx1V11Lbo298pT0w/BS4W5F3uG9aXFNAJXGxQDYr3DCkHIeoMznnVnf5hoUrnAj6rMcDPnznXvrThCfXb9B+OOf2sE0804idbvU5nezz9tZl3hTd5kbd5mq5zOX86MT5T8QsumPLCjUck2wvAoK3dK/zZHIV6ySFDbgilgilIQkrpHCYWmKVP/xZJXyqc0Gyf/8i+aKjfRlW/9N16lu335AxOmOJBo4kqHgwvs1feMfT/Julx1lq7bEWDbha9zipBlwq17hWLLEe9jkT7CKxXK2W+e2tx3jp9ioPnNjkVNqnsorCaqZ7KYmGoqeI9n0RwrFRKEwi2M4a7O60WLzumJwQmO2Y16ol0lbB8vI+46WI3TtLdF/1/m3ptqXMJHVDIHJJ49WAzhWDyi2TNUXdgMBA1LcIB3lHEu/CzmKHyqhDkfxXw5wYHQN/lPwALC4u8qlPfQrn3Jf8fGtri7quWVpaOnxdXdfs7e19CTm6c+fO137grwPB2Avb6ngmNF7xDVrrhyf81TO/TyAMVRbQXBvzZ9eeY2ASfm/vQYZVzPV+l9F+ClbQ6GWcXuzTCTOmNkJhcbUk7IvD1JlT3pwuXz76A2eSu7/rDnLsgJ4K9NSipz5P3u/ELDcnNIKCVPsBZCZgw3WQwtHSBU75U3e8ragbweEY89MleS1Z/EN1LM+lw3HGAWKSQVVBluPqmnQjp+ikVC1vlxDvWaJdySCP2YqaXO0v8N7TL/Pt7Wf4QPg2AHaKBs9//D56L8C5VzNkXmGjwBs5OpClQfWnuDDAtCOKxeOVNT/z3Dm+kJxGxzWrC0OqQYTGR2WEEcjCG/AVC45g5MW9wjhU5Zlr3VDI2rez0LmvTsuXQ9KiRk0kIvapIxGG1KtdJmcMwggaN44e4G5ddTRu5b5tTS8m2czp39fARN7Z3TYiRheaOAFRv/ImoXBoRSFLCEc+ynlQfReOKuokZHS+gTh7jsmaIt00hGNL55Liem+V/YVbx7rXSHBRgGy3cEWB3B6QOIc922R0SpFuCpLnRogyRmWVT0MaTyq7z/reeTYJ2H+gQbJbE29mFIsxqrCEexnR5kH5eMtH0joaE0mK9tGJUWG8ps9HGfw1IKAchaAcZqKRaY1ezIiimvuXtnj34su8Ob5KLGrOBdtcnS6yodt0g4xhmWCsREnLemPIw60N3t64zEPhLksyJBYDtus25mucABFK4ZYXqFNJ+2XFb519hLfce4VzQZ87wT5wDiUtjdALnqW0DKzEhgFlV2NCCKaO0Vl48qmX+dTaBRZeWkbcPOYcAW8jUld0PrvJrd8+zd+5//t8WmqkuCWbfKB6M/f2zvBtCy/yQHSbD+4/wK88/zaEcOjAkO0nJNcCzIJFnnDslSktXTCsY4IdTTD1BxsbCbJWSDg8ng2Ftz4R5JXGFb64Qhi8n9UoopQR11pNgpWM8p4SG4XoqRdgOwn5xYJWd0o+6qJyx+C8ZnLK0bwO6bal9eoYmwboSYA0juH5gGpR4eY+Rl8ffNu3fRsf+MAH+Lf/9t/yPd/zPYff/5f/8l8e/hzgqaee4md/9mf59V//dX70R3/08HW/9mu/9l93wF8BB1VjuLu6n2JRMDlj+JuPfZi3xzf4wPAJXC2oa8XVfJGP3LyHyasd36UekKEv255mCjpD3rP4IqeDXV7IT0EpCQcc9k6TBqoURheOPuY/rtzfR778w9C8DnuLLaolTdHSdOOMoYgpjSLVJZ0wp7LKR7Iiv6GntyUq99EhkSlcaijb+kt6rh0VNg6QYQCZwU6nCK3RW0PkxZRwwMxvRuIC2NltESrDX7r4KR6KbnGr7nFz2uXyziLVy21O/X5NcmUPURvKE13qZkAwLL0TrrHeBTsvoBMjq+OxuviON+0UJmSznaDxxphqIr2rceR1ACiviUL4DUHlvmWJSxRVQyGsQ+WOcOw35KoTIbPER9FmovSdJ5rIhRx5I6Z9/ei6hnDikNOKfDVluhLQ2PQVdcKCLBzTkymDC5KlL1SoYUl5MaZYEIQTQbzrNSKqcAjnPZhMKMguxuSLgrLjMAmI2pFsC6LdnHAoma4nfOT0PfDk0e+1jTRSCFyn6XvoZAVqZ4g41fCRH+Pg1h2CYQtXlogggEBDWUFe4jpN1DBn6eNjH43LC9IrFpQCY6CscGVJ51YLOk3svUs0r+dgj36vpXDYyD+T1cpMLzZVhJsB1anCz4ewRmvLoysbJKqiIQuuVksMbcI7k8v85dWPMrERv7n7JM/d8m13lrpjTqV9Hklucn+wy4LUpDJkAUtXTQ8r2d5wCHkYNRJ5QbRf07iVsWlW+cfhn+b9Z/8TF8ItLqQ7fGJygUkZkgQVq01fKl6FMXlPYkLhN+2r8Nnrp5EDDfb4DVkP4Rz26g1O/eoU1/FaGlHV2GbM/qMLXIoW+cw9D/Cn3vtZAmGRlxOSbZ9Cja3vCJCdMSxGE4pZOPy5vXUaNwU6t+CgSiRVQxyvhBhPjKpck4cBWEGVClTpBdWq8D0Xw0uSst1Edvw6UvR81N4ffB1aGaqOZXRKeRPcqaBztUJPDMIYsBpVWOIr28QPnSJ3grp6fanLOTF6g/GX/tJf4p/+03/KD//wD3P16lUeffRRPvaxj/HTP/3T/Jk/82d4z3veA8D73vc+3vnOd/L+97+f4XDIm9/8Zp5++ulDAiXl10/+JWpxeMo7MGss2453v+V53ppc4bfHD/PBrfuhlOQ7CR8J7mF0s026PauIafomkXosEJXk6uYif9g8xzOT0/TLxGsLCjdzeIZaHkQVjjFmx2GFjZDAbGPWmb+OOpI0tgzlFc2kStnINaNWRBTU1EYSasN+kHKn3ybdkAjjQ7HC+Io8EwrqVOGUd6g+aCR7nHSaGnvDN5f7aJGIIsQkIxp68iVrX0VkA0dwI+JWvUD33JRf2f4GPvGJh0hvSdoblmhQE+1kPvokJWpSUXZDhhcSor4l2cy8n1AYIEtDtHu8016depNLnc/myUGLmLFvo1EnvjoN/GIVTKw3hpMCE/p+U1XiNTy+xYZvQuyUwLQiVFGClEzPd9h7wsAgoHsJ4p2jbyJ1JDDNkHxBUzW8UWI08PYRTgnynsKEMF3RDM+2GZ0Hkxrq1Lt1m6H0ZnKx7xlotS9vt4HXt0V7PkISzvrQTVd9VG64dQwDUGBwT0qvqJGDKa4RYxsxamufYGTovCZpXp3g8gL0bCJK6SNAgSa7Z5ntJyOqpmPlDw2tZ7egLBEywFUV1DVEESKKoNdm4z2r5Csg6oCof/QxZ1WADX1Zd9AsqXcSgpFEjwWlkaSdjNM9/wdKq0hUxV7dZEGPORPsclYLTukxvznucWmwTBxXREFFN864P73DA+EmqyokEArjLIFQtGT2xhOjGSES0vcyxFnYHxBbB8aw/uGS/s4p/vp3/AV+8s2/xfs6z/DKeIWd8SpJUFEYTV1LrILhRagWKsrXAhZfqAl/M0FWjuDGDsfsXPglcHVNvbkFm1uzhdBHuhZut6DbpnOlx+/vvJnun96g8+QOuy8vggQ1BRBgBRaBFJbdImXj0jJLE0fZkDPDXK8FtcfUGKlMYCPF1CWosTo0+5WVLywxoV9fmxuWciSYrgrKnidNVcPhppr9UQ+MIF8WxDuOdNOhpwYE7D/WpbFREe5Mcf0BsjxFOQlR0etb++bE6A1GHMd86EMf4u/+3b/Lz/3cz7G9vc3Jkyf5sR/7MX7iJ37i8HVSSn7rt36L97///fyjf/SPKMuSd77znfzKr/wK73jHO+h2u1+/i8CfftHeL0IIn1b78KV7uTRYJtEVt4dtkL56q6w0LrSYmdu0sF/Uo6kUuKsJv7f/iCcrEvTEnzqc9sTImz0KzKmjV5VYBeLADwn/d5zwHhgmEL6NyVbNwouA0ExkyMgKpoFFSO8waYxE3oxp7nkxatEVviv5JUswcjihvd6lIbwG6MCD56i4eccH5uq7S6OrDY1rY8pWm6ItqVMoV3x3VbUb8IGNt7AzbdB7XtC5khNujaGqQSuIQmwrASVINiZUzRb5giIcaeRM4Cwqg6iP2aZiFgWqAavdoVeOyr2FQVgJwr4njcmOI94zYB110/d6m676BVtlXnOEhKCfY1Lf5kRJCYFm9+EAkebEl2IWXppS9I6hjRJQtfRh9FDW0Lo2xUaK8YnIp3LXa4p7apS2OCdwI9+ZHuFThGpWWWcP9EaBd9kNB4JoYH2j3Mwii9oXFNSg9463xA4uCoJpk86nBj76F2jsYhs9LmlNK9RmHwu4LPekyFhE5CjPnWDvoYjpmkWdmLKbNQmHC4R3ArKTbVTuK/Gy9QQTCqpUMj3pDyd1E/L1o8+RSRHiAke+YhG1Qo8lwchH1toLEzpJzno65Bs6l9kou1yeLvHs+CT/3cpHOKGm9C3smIBfuv4ubm11ObnSJ9I1C9GU08EupzREQmNx1BgqZ8hdTGaPp537oxBSIHtL0G3B5o7/XhzDNIMgQG736f3ONsHkIj8dvY//5Yl/yXctf56d7F1UVjKeJtSVxq6VCGXptjNGwy4m9BEYJwXFvauEx2zI+mU41ADNolwqwJ5eY3SvjyKlW5bbO13+wiN/wCfj89wetpncbJEhCToFxgmmdcjL2yskt70Tr7AOWYOatVYqOsdvKySsAG0Jh4Jg5JicFIeHYxtA2RbUFZQdf+hINwR1DDQdql2CE9haIDdiJicg3vcC8emSYnxa0NgArtzEXTxNtuYINwJf2vs6MCdGrwPf8i3fgvsjgrNf/uVf5pd/+Ze/4usXFhb4hV/4BX7hF37hT3zfXq/HL/3SL/FLv/RLh9/7V//qXwHwlre85XiDPgZ8Y09PJsSsmkgYiF9M2LgV4854AhMvZgRBTVVpROnzxLKeGXJJL+QURqBKgdyVM9NI/zfK7l03ZF9+aTm3vnv0McOXRIzczEBS1o58wac/wrFG5ZbVP8jJroYMzscUi46q5U8ZopDoqe8RV6aCsu0IJsI3ai0NelJTLIaMzmjKjvuiP3w02OkU2e0gAp8uwTncdIq4tU07Dejfl/rTUDfn/pUtXvrwRV589STf+uiLfPBtPXQWIqsUEynC3SkYS7WQYJUgvj2i89KQcjGh6AXUUUTjdoEqjO9TdgzYyCEqgYtnUT7j50q26pAGkk1BumUPdVhlW+GkokoEdSooWz6SFxhfkVilvtrFaYGJFGKpyfhMgpPQeCam85pBjQtGj72+BpBfCTqzqNzSvuLnrppUiFm6SNiZaVwpCXYj32cscBwEba3yHkFSCxxevGwisKHXO9QNQErCgUM4hxxMSTdjEAHNY8pHem/b5E66gipO0Hx+C9ffx51bI19JCAcVdqGFyAvcZAJV5Q0KlRfdm9hH8cQLTTqvWYK9DFFUSOOoG5p6JSLr+So1aaBxE4YXHTZ2uPTocYysCHCBRXZqgrCm6BrCvqZuWnppxt40YZRGPBbdoKsmBMLQUrnvrWZSLpcrvJSdYHvUwDlBpGs6YcbJpM9J3ScVIUpIrDsgRYaJjdDHCTl/JQhJdf9Jbr4npXFjlXTXICtH+trApyXLEjsY0frsbTbfcprrjy7w5vgGHwgLXttdYKU9ppPkrKYjnttcZzhKsC3D3sMBJnaY2IENOe/Ov7HjPsDBnhUE5Osp45MSWUG2DHFSshIMeeviNT5uL1AsBVRpwGpnQlsXXB4sYZ5v07nlCEcWPTUI4w8GdUNhjm7474cmQBQCOjP39URgQ++bJws/H/3Bw7voC+vXjHzVEp8e0W1k3Nnu4AqF1X6eVwngJNHIErwsUNOa8m33sf14RPTYPklYsff55dc1vjkx+jriV3/1V7l16xaPPvooUko++clP8nM/93N88zd/M9/4jd/49RvYLMWF8LKGuuE3QKs98SkHXkQZL1WcaA8pjOZmpWA39bqkQuACrztx0oc/4x1B1PfC1emyZHLal+uGA280Z1uGyhz9FCKL2WljFilycvaQVY5i5pQ6XfENQRdeNnT/4Dad5xOK1SZFT2PCmd9OUVNHktGiwClo3HYENz1hc6tdL/I7X98VX8ujh4zU8pI38Cs8W7SDIWp5CddICG7vs9TP0PkCW/crpLA46Qg3NdUjkrc/+iqfbp5l/IWUhRdr4temuNGYIPYrlhhOEEoSD6eUj6+ic4se5v4PH1Nj5AKHnnhPH5NaXFyjEoMQjmocoKYB4UCgMzdrY+IjQ8WCoJiFwxEcunVnyxI91d540gEiJFtxNG84mrdq0qsD6l5K0TuGILgtad6oUK/dwZ5a9tV5gWZ8OsFEviIyve3JfbFgMY274UBjFKb4or89S6MivAlq2fXXF/X9yRqliK/tY5KlY4v0/8aFD/Ofug/z0e79nEjW6HxuC2pL2ZI4HWAShW5G6K0hbO/6tFpZEQxysBE2hIWXLe1Xx8iRJ4Xh5hgbBZT3tig73vBR2NnzfXLqs+jHmNd15cXVQVh7sWtgKboOPZLceGENJx03w4pXylWez04BsBoMmNqIoY357Z3H+fzNk0jp0GGNxNEJclbCIQCFq5AIKmcY2ZoKyF1AJN/ApNRBGso4ikVDfrZmb6xRE0VnbZH2tZLkxdITUesNSBWO3Ck2Ri2yW03yNOeJpVvcyVpIaYniilI6yrTGjgLvhxZZBueP3+PtT4LLMhrPboBbZ/tNAeW5nHZUUjlFLCt2xr4vXpBWaGm5Ml7k9rVFFq9DvGdQpfV9Ch1IY5GlIJwc73AVjH3Vrb0Z+yhlAk5DrR0iPCiagbINZddhY4sLHM3VMXkWsnW5Tfu6IN00NG5PfescLZG5b6qNsUzuW+DO2xROOZrScqrVZ+tU+6sPjjkx+rqi1Wrxa7/2a/zUT/0Uk8mE9fV1fuRHfoSf+qmf+rqOywaeVJiDaJH1X+vUYSMHoUWGhuk4orlccLrRx1jJprIUGynJhoT6bvPZcADtazWydJQdRdX05CXIfYi06DmaSxNuXFs63sClP90LBwjfvysaWqTxbTDqRMwiWs6XgmcF0YYlvlr505VzICXDx1epE78vhmOLS2MwlroVkq3Orj8w6NCg9TFOqTMBrMtzRBwjrYNwJp41FjHNaV7LKD6c8vyZe5CVdyH/6Av3sXZin3YrY9qO0ZmB2rcyEBu7uOkUawxycQGUItnMkUXtq9TK6tgtQVSrgj1FMBLUPUt7acJSc8K1rQUwgrJnGQtJvOuJqZ4elLrP5pL0ovhg6JCRT6nWqSdLVvvqRJVDvG+JdnIQgulahMqPPua6ISh6EY0bGrU7AueoV7uMTymqhtfFVavlTFAnPeG1AjWR6Ik8DPFLA2Lmt2UD34y17BlUrv3hQUlcEsLlGzSAau3oLWMA1nSfP7/0Gd71rlf5/yy8m9GpNRZeqtCFI+8ogkCgRxXVahvVTFBb+7hmSt2K6L1a07e+HF+Oci/ObSS4WNN/oMnOE2AaNbqvqBdqdLNisTNhUoS0k6PfbFsL4kZJEpXkZUA90v6+GVD7EqsdlZFMbURhNZGsGdmYy+UKA5OyX6RobVlpj7m102VS+RTZVtnmIzzAavsZmjqmsDX5bCrnNjh2X7ovgbOIMGZyKvbR0UyhppL0jiBbhcnpiHNbbcTmFvXpJeoTBbkL+PnNb2X8+UXaW4LRqZiWznkuW6eb5CzEU569cQI7CdAjhSpAGEU4foMjXX/0Uuoas7VNvNPD6QBnBVkZsFO1UMK3ZqkmAWkvoz9NuHV9ETm5W3lrQnnoQaYKiazssavSbAjBUBCMOHRTNGNfzWoiRxk6bOAjXK2rgrKtmN5bMrnZYvnTkvaVDD0qwDjkJMMsNJHjEjkY41opW9+0zP5DDtuqkSNF/0aXZ7OIs68zKzEnRl9HfMd3fAff8R3f8fUexpeh7BmiXb+Y6Qxc4VMldWtmFFRKrHSIYcAfZufRrYp6EPqTNH5z0xmE+zMdjoHBOU2d+lOB1cwiCrPI1H0Tzvb2ufTc0TcRPfWneGF8uk5VjnS7JuzXhAPhTxOlJdjPUf2xL2kW4rC0GWtxYUC93PKGbEOf284WJep8FxxM1jTN69BvKdRSSRxV6GN0T7f7fWS7BSuL2EAdFhu7UFMvNHyZfVax/LkxS88IRG0Rec3oSoe8u0JgoBlBthQQ9DuI2lIupgSjEjnMcLNUkd4eIaoas9zBLDZQ2fEqYf7Gmz7Er/Xewu5zywStgl6asTNuYDLtT8GBw4ZeOO6EQM1STybxYXO079EVyFm1WulF0Kp0lE2BMILmLUv72V1cErL75AJVA5q3jq57KRZg8+0B8flzrHx2jBpklL2IcOB81KRlafW8m/LefgM3DFFj6efplMM55d3PDyKpvieZqH1T5ToWTNYD6lSR6LPIzf4X6T2Ohon10YR3JFdYfHTMh848yH94+SGaf5jMIqOSOPEl9i6QyHFMfrrD3kMR7es1qoDhOYlwS5jAk89sSTA5Y2GxQCmHzWPWTu9RG8U93R1e7S9xsjk48piFcgTa0E1yiqBm75Qg20kJd33Fpw3hG9au8Y7kChfCLfo25XbVY7PqMDYRZxr79LOE3UlK3Q/Z0Q3OtAJuZV0iWTN1gqn1UdZYeOkieNuNNwQHn5n0KXjbMrRfCFj/2Ai1O+LOe9fZf2dBdrpFer3B7r0N1lc3+XD/AT7+nx7j4q/vMD3bYfAew7XpAomusAhe21/ATjTRlvJrkvA9D1uvTd6Ycf9JMAZqi6xAjDVZGPHqZJmGKqmmASJXTLcbxHc0qmV9AQ7es8iEEhP5djhlE8KJ19sdB1XTIgtfiNG9VGFDgTCKySmwiUMP5KHMIupb2tcsPCvRWY0T3n2+7sZUTY0JO2SL0u8roy7ZimT4QIVs1DAOvDyiFJQy5vU6Rs2J0Rxfhub6mLFpkWwowgEzAziBm/oNgLFCVho9Back+ZJCW3HoTWQiDpueCutDoQd5YqRPe6mZ1ig7ZXhsbZPLe4vEO0dPlUwfLGCiSW8owoHzzUuHs0qoWCGMI1sOGFwIcap9aNoYZM6ffpw3MOvfJ3HS0bjlW3JkS4JooHAC6sRXUTnleOzkbWJVv+7eO18JItC4yRQRR1AdCFocIq/Q9YywGYvI8I7QowkkMc2rirgdofuFjwIpgagMk4td3zR3BEiByCtcM6VcaaD7BTZUVE1NsXi8DeQ7m8/xw4++wN9e+jY+/Nq97IwbFHmAHGlEJUA6bAD50kFKCh9l62vUTJRf9nyaTRh8ee7E32+dO3qv5gRbvpVG1Y0p275qMZgcnRh13rbFqVaf5++scydssfwFjXCQ7Bl0JtkXinLZL4e2VKhMoHJP3qN9R9z3+pKypciWJMWCj6LqqSAcKIKJn0t1LCi6ku3H2xSLTVxwvA3kWrnMvdEdcucrr75/8VP80Dd+gvcvfR87n1mlagn694c0rwuWnq0RZUVyeYdutELRUZRtyB7IqZsRzeswOQnV+QylfWNRKR3JhX0eWfD+ae/rPcuvmrcRH2NeK23QyhCpmlZQcH93i0utZW7IJUQpiVan9KuEf7L5bTzausmaHlA5xdhETGcC6mZUsLvXJOgVrHVHh9GgtzReI/2iyJDBZ4Yt8rDE/Ng40PvlBZ1XRtx5quELOS5dx0wyFp/r0r8/ZnRKEJ8/xXRNQBbzn28/yLlPlNjL1zAPvImz3X3GVURhNJuDFvlOQrijaF73keyyKWhs1KiNY7qjv55LCkPqZkjZdujljOXumERVbBdNolZBYWKijYB4G6Jdiax9r0kTSUzgy+lt4NPf1UjQ3DhmxChyh7Yw2bIm3jM0Ni1FV2G1JBz6vaRqwuSEJ6iNOxVFTzNZ8U704dBRdAQ29LKHOvaH2bLn20HZiXdgL5drRGwg01R30tc1vjkxmuPLsNYe8WrcoOj5k0K0J+56+ThPjlTpU1V1CsHQs3tZckh4bCCoU+c3l4nfAJ3yDVndLGLgNCye3WdSh7hPdVl46ejNFd//tt9hUKdcyxfYzNqMqohhHjMYJVhriZOSpeaEhjIM8pii8lN/Z6+B2g0IJgKrHeVKRXwroE5gctKy/MAO4bdWhNJwLp4gheO7W7d4V+NlFmTO6eMImbVGaI1Ts/5gxvhUmrUwcx4Whfci8iXYAWaxBc4dkiI58U7O5QlPivRk5nCcFbhA+5RRojBR6jtU78/e7xh438f/Bv/4rR/gBxc/xe989lEqI1g8u8/OJKDxaoBJBCZy1G1Lc9UTnCIPsHvaC/MFVD2LDQThnj81CuvnUnPDEtzqI6qaerVL2dEEE69vyBaPrkH7prXLZCZkp9PkxpkGvVcU8eaUaNMi+2M6r3bZ3G4xOuuQgfMnZuHJm84d8VZB1Ql9NaWCeMen+3Tu23Nki5L+vZJ81SA6Jfef2uTtC1exCODHjjzuC9EmAF1Z0jcpUxuxrPf54bOf5FPdC0xMyEo04pm9k1y5b42FL5yisVWjMkt7O0fnKVvNiGhXYBU44RCbEfGGtx8YPVHwxImbWCd4sn2Nh8I79MKM5/aO3vxWa4uS3lG+GRQkquKHznyKW2s9buddtvMmn7x6DmcF26ebXGju0NEZhdVkJmC/TOhFU87dt8e7OpeY2oi9ukFHTzmt96gcVBjMLNczcpq+SQmO07jwj0IInDGovCZayCjfAcPrD9D55E3EIMc2A0bvLig7HfJFh32tTfeyJLm8gTWGKhX0oim7RYPtUYPidoNkS9K+aomGlrynaN6qiG+NsbtfY2IkFdx7lte+O2LtkU0aQUkrzAlnmqz13pCrg5ioj28nM/aR3bLpo0RO+kMk2v+7aglGx2xlIiovqjYhFAuCsq1Jtyyq5LBAp5q1NUs3vbnk7XcFlCs1ciII+5Jsxe8xwnq96oG+tE4tIq1RdyLqXo1Ma9JGQREG1Dvx6xrfnBjN8WXohBmqUWEDS5H5XlF65DcEE/uyTeHEoWATAaK6awwpjJ/cNprlkic+tVY1BSaepVMcRHswziL2+g3u/d2B134cEYtqzMlgn29tvkAgDAZBLAy5U4xsjHESJSxqtphKYbFO0rcpfZMyMgkD46ue9quUwgY81rzBO5IrnFaWVAZMbUUqAyQSi+VTRcoPfe77+dyJo41ZaI1ZX/JRtJvb3pTPWEQY4MoKrMEZg4hj73VU1SglfdPS2uDiEBeHYCzB3hQ9zHGhRk4KbKeBTQLUzoj01T3MQoNsLfaf5fAYTemAzocS/n763eRFQOOqpnx8wpMrN/id2x2SLcfwAl/SQ2680Zw1Jvbd2wGkUdhgplmbEbVo4EhvTLDXbiHCgOKhNSarClX6xTjZPvrGF8mawmq6UcaN5YLR6ZjGi2MQAttroW5us1YZlj8Xki+H5LNyZFVZ0q2S4E4fNUmQZQPhHKLyPldqkFMtpew8GlPel3FmZZ+Hene4L71DS+YE4niC4GU1om9SjBM0ZIFBUiGxTvCdi5/ntN7jUrnKN7ZeZftkm6ffeoHPb5xE/GGbE5+wJBs5i88kTE54bYzOfJVoOHQUXcH62j4NXXJPukVXTbltWkhhWUyOXkIeaENtJFoYGtrPta6a8N7uKygBL5U9vrB4hsIGrAd9rpeLVFZhkFgnKa2mMoq3964Sy4pFPeZEsI8SlkBYAgHWOXLnKBxUTqJwLIbHa9j7ZXAWNndY+sA95D3J8KxgcP4s4dChBpCsjMmemFCPQpLrAUvPZbibG7i6Jpg4BmXMpArJNpqkG5LmDUvn0oThxQZ1DNFegbi1iSmO9zy+rkuZHeB2hg36OkHKFifaEUvxhBdurpNeCQgHPq1dx7NDmfGtTKKB8fYlbYUNYbrmvCbwGAhG0lehlf7QnC9CvuC1THXDR5wF3vLChFA2JcHDA5bTjNuXlmnc9mMoO85XkWo323sErmmglHQuweCixp6sGW82aa2NqNfnPkZzHBG7eQOlLEHDYCJJFWvqlvZC1KlAZV7PU8fMOtHjhbMBEPgSbBvN+okFjqohiPZ9isdJH3Fq3XAsfKHPtU4Pe6IGW/poyBHxz649xVIyphUUhLKmqQqauiASNS2Vk8qCWFbEomJRjQkxGGHpyikLakxbFETCUCGZ2oCXynViUdEQNZEI+af79/NPPvYelk71+cFzn2FqQz6xe4G9rddX5fCVUJ1fQw9mxoxBgOu2EVWNG448SQJQCleUXlidprhJdtgXiTCAhY5vLVIZ5HjmWGws9elFdD9D1Ma3BhjmyMUIJwXymBqj4Xmob7aJN7yAtBqGPL+3TrThuwHLylcailqRDzrEE1+Ky8yd3Gp8SW7pFzZZ+DlkAsHOE23s295M2RFMTxtoFWAFrpQU14+XApzUEVoaOp0pwwsxC2cWCK9sY5KA0TeepU4EvWf6NF+6TisIcM3U3+Pa4LRC1JZwd4rT0t/v/TFuOiV78F7KriVJS5aSMaeifd8y59gdhmFqI6YuYuo0DVFxx7TpypyWynk5X+eGXCSSFQ9Et+mqKfev3ma0nPA/976Zm5yhc8Uia98wNt2EvCcZvC0neHPGvQs7fNvSS1gnuT+6TYXit/pP8Nmt05ztHD2K0YoLJoVvRNoNMlJZEouKlhT0ZMJCPOKt0bOMnGViJefCbV7IT3Gz7JGJgOV4TGE0gzrhlcmDPNq6yZvi6yyoKQuypiEkUgimVpA7Re40C3rMsh4e+35/CYTE9gc0f+vztMIQzp9k85099h9yuMQwGia+am6q6L1iCe6M4PxpZKCwgeAL104hJLQuKxZerEhuDKm7iY8mXSqQ1zcx/f4bO+avBGsQL13l3L+7n+vvbTJZL0laBaEy7OQN1NWYxm3f5iZblFStWUS0PPCYg6ox81Rre3PGUx+awD84+pCcdHerO4GDehAb+PXDR7cFyZY/iE9OQJWFbL3SZuESxAOLHQuyFUG5WvtiCeEjohhBci30lgLSYWvvC5NnIfb267P8mBOjOb4M1+8s4PZDaNeo0JC0CmQnJ5uG5MOAoK8Ixl48KA6iRO6gTN6/h5yVN6vMO6UC6Kmf5MEYei+NEbd3UFkP3SkZ3t8iHB09b11Zya2xF2+rWWNYMfsaSEOsqi+pWpHCYZ0gNwHtwDdD7egp1klGJual0SpaWl5trRIIw0d370G3S7QyfLJ/nlAaluIx3/n4F4485s13NAiGKdHI0X5lCLVFDMe4LEe2vGOym2aQxF6HJAQUJa6yiDSBQPvqduMQReVJJxLbTLGhQgzG2OEIoTX1A2eI70xxgbpLuo6IumlxsaHsSmQtaLwWsDFZQWtHvihm4mSHqGdlucY72tapb6gJvhq6ajnMUkm9Avl9jrRV8J6zL9NUBc8MTrKXeT1AaRTfuPYak8ePXtacypKJCZnWIWlY0V8v2HhHwolqkf69KYP7vP/S+GKHpBUTbPQPI1dyZQmz2PL31Dpf/bLbx+zto5YWma4qbFwTzDqr79cpA5MQy4pUHj09fIAb5SLLakjuAnZNk1QWPD89yXPDExS15kRjwAMrtxnamJFJOBdu86NnPsy/+rNv58aoy7TSDEcpbET0nne0Phujvm3Cn1v5HCt6ROkUF4N9ni3X+NTWWXZud1huHD36Euma2kpSXbIaDFkNBpzUfVrS+w/hwODInaBwisppIlnRUjmjOiZRFS2d0wsmPJbeoKumnNZDlpRiZGHkLDGCykn6NuZO3aGrJsTiDWyv8cWY7dqmGYGD1msSkFgdUKegLdSRY++tSwzPScqej2yqWzHtS7D0hSGirKkWUpwW9F7JCTaHPoX2Re1GvpZwZYXKapyOUJGvpi1qzStX11i8CsHUMl1WDB+pUENF+6qPFtWxIAh9YYSeCmQb37T1C68ebzzKH6SFdXfNgAswqY/+qEzQuWLRuWV4xld8pp9NCIe+WCJb8Y70wcj7Ktn47j1MbmqchtFFLyLX26Ffi64Gr7tR+ZwYzfFlEMpXFUntyUWnkXG2vY91gu2syfaoyWQQQ6Hu9lQrJVjvcSOMQE3FYcuMA7dhG83yyhH0729QP34P44cL3nnuKk+/7QHSjaNHBBaTKeXMB0kKd0h87v5bUs9aBkgccqZHOBCZXs96WLfox+mEbwKJ41q2iHWCc4097r/f6z0qp7BOYhEExzCVm647dFvALbj9LV1aNw3NywqlFG44whmDq2tkoH0YTgivS4pCnyqLtG8rUtU4JSEMsFpSrDbQ44rxE6d8o9ZJjUkUybOb3iLgmGjcUJhQIWtItv2mEW8Lpie8KSZyJqgeeh2aDWcd3StvzxBMoOhCfHHIN5++zImoz+XpMs/vrrFTNLlaLfLctRNESUW+nSCsYG9hk43p0asWC+eXumHhNQZJo2B6OqB/b4rOHY2bAmEcZVOis4Dp2irJiS7Bi9dxozEyiRC1RkwLGIyw44m3Wui2PNkTUFvJtA7ZLFoshG9M765VNf7/s/fnQbZld30v+FnDHs58cs4736q6NamkkkoqqSQ0ghAYhBFmknE8MA9styPcgcHgxrL9sAieMY2NHdCvI3iEDd1unv1sDE0/M0lIAglBaR6qVPOtuvO9Oec5eYY9rrX6j7Xz5L1VJakqUzwcZn8ibmXWyZPnrNxn7bW+6zeyEQwY2CabZZclvUeI4Y3t8xwLh+yULZoqoy9TpjLi6fQYO6bF8WDAty4+ytLqHn05JRYlzxZLvG/1O1n4UMzWpT72Llm5nAtGNuBKvsAoiRGxITOH3xo6QUakSubDKYt6j1PBNksqx7iQoUuYWoMBjPPvL7G0ZMaiHs3uJyks82rCqWCbeZnSk4IABRiMg4nzNYN2TBuFIxbF114YOYuzvr+QAPK5kLwvWHispPWUT/tObp9ncHtAuuB7jTU2HSr1LqFgBL2LVdLDQuxrXW2l6Bu72J1dXwNpvxrtnzfOIjKDSiEbBYwmAaPdJo2LIXpqKRu+8jlGEG9Ipiv+UCuNjweVJT6hZQTRbolNjlA7g8rj0LUU2q8JToKb+sO2LESViOMYntUkKw49EbRu+KKxJhAUXR+S2VxzyEKSLlZjnPp1Z3KyslznvsyMEN6KrfKXdq2Fe35J55qampqampqav6T8xXUqrampqampqan5b4xaGNXU1NTU1NTUVNTCqKampqampqamohZGNTU1NTU1NTUVtTCqqampqampqamohVFNTU1NTU1NTUUtjGpqampqampqKmphVFNTU1NTU1NTUQujmpqampqampqKWhjV1NTU1NTU1FTUwqimpqampqampqIWRjU1NTU1NTU1FbUwqqmpqampqampqIVRTU1NTU1NTU1FLYxqampqampqaipqYVRTU1NTU1NTU1ELo5qampqampqailoY1dTU1NTU1NRU1MKopqampqampqaiFkY1NTU1NTU1NRW1MKqpqampqampqaiFUU1NTU1NTU1NRS2MampqampqamoqamFUU1NTU1NTU1Oh/6IHUPPfHt9y+4+DENhWg+Er+wgL3ScHIAT5YpOsr8m6kmxeEO04VO4oY0FjxyILx+ikomwKol1HY9cgSpCFJdrJKFsBACotEaUF47CxpmxpVGr48Mf+yaHGfMf//s85u7JNaSWRKvmm5SdYCYb86d6d/P5n70dNJE5BsCcwMTTWBJMHEv7uAx9D4QC4nM3zex98PUufs2x+V8JPvPpD/NaNB3hw/jK3RZvcEW7waHqKi+kCD3We5ZHpaRaDEf/g3j881JgfvXySifO34P4Ynv/9y8UgXvQx6ySpC0hdwMRGfM+5zx76Pe77yX+DykBYsAqcAgTgwERgQ/+9LA7+IfzjJgAkOOmfE++ASh1lU5DNgdVu9lw9EcgcbAAqg7znOP+P/sGhxvz2D/8EzgmUtESqRApHKPe/GrQ0qOoxJRwShxSWQBgApHBI4T+XQBiUsEgcgTBYBIEwSGG5ks4TCENDFTRlTuY0P/Oq3z70tX7TX/8FpksSWTiioUMaR9H059m8IxDG0di2yNJfUxMJiobAKehdLNDjgqIbks4pJsckZQOE89e+dcMhLExXBMmKJRxIwqG/9pMTlgs/+uOHGvNtv/gLQPUZKwcOnKrmtHKIyCJDg1IWYyRmHCBSiSwEshAI4+eUE9VYrf9V4Q4ej3YFJgLTcLjqZwDnf/Jw8wPgXV/3M5iGpowV8WaCKC2mGZAuR9V8dpQNCcLP/Xg7R+8mlL0GRUdTtCTJgmT3DQWtfsL0Wpv42ISyUJSbMT/yzg/wX668luI/rBBMLbJ0xBsZsrB88JM/dagx3/+j/wY9cejMEUwd4aBEj3OEAxNrsvmAyapifAryeeOvfyaJ1xUqq+5V/DVVBQR7jtaGRWWW4dmAdAlEdf86hb/HG46ybbn4937i8Ndafe9Lfq4IQ4RS2DQDZw9+4KoPXQgQBzYeEWj/O2EAUiG0wlmLG+7hjOWD2f/2Vd+zFkY1L6QowVpkmtG+EpOsRLgowGqJMI5wZJguSabHLU5KmmuQ9wU79wuYK4ibU6R0DDPN1igEKwi3ArrPBZgQTMNv3kWrusmaDhc4cIefjt9y12NEsuTTW2d49dw1AAJR8o7eE9z11jU+snUPT15fIYsjkI601Ij1iH/72Ju579gNvmnxcR4bHOPYnxlaH3+GZPEefufY/fzV1UcYmxiDJBYFp8JtVoIBZ4Mtuu2UgWkeesxxtekCyJuFkXj5wsi4A0FkbxJHEodFUCCRwvpN5oh24nDPoTK/mNrQf0WADQROgxX+c5V7Aj0FYR0mFogSgtxvmMKBzCCYOJwCYUBPwGmB1eCko/es3/DHxyULj+Xs3hUebeAwEzfWCUqn0JhbrtdLfp1KFClhwUlSG3A1neOP/uRVuJWM5cU93n3isZmwOixWg8q8gOk+NwEgWWmgpwYbCIqOwlWbVhkLVA7x0G8esrDIrEQWGmkU4dChp5VQBaKhJe9IxreXnLp9kyvPLaFSjSyguXb4SSJWUqRwKG3R2lAUCucEWhtacU4rzGfidJjFDKIGaRJicoUpq89CumqCUU0wT7Cr0Ik/kOkUdu8B07W4wHoRdgTyXohTgmBUIkcpth2RzUcARNs5Ki2xoaJsB5hIkncO1kSdGBCQLEiCZk4jLLAbCrPXoTieEywnfF3zGb7YP8VnVleJNyX9ZxLUOJsJv8OgJ454aGls5qi9HBdIhHU4KXBaUDYk6bygbFsIHAiHmko6Vxy9Z6aoaY6TkmylyeD2gHRB4KSisS1orRtULjGhQGWOdEFQdB3CgDAv/5552QiJDAPk4gIYg8u3cFZWPxLIZhOkwE4SXOkntVDKi6I4RmjlxZNzkBfYvLhVWH0FamFU8wJcM0aUBvICnGO6KIl2AvSkwDQ0yYJmcK+jf9suu3Md0oWAcinnoXue41xrk8QEaGnpqJTCKTbzDmtJh92HmoTS0AlTQmmYD6e0dEYsi9kGDoc7hby9+xQTG7LTbREIg0EQCkNfTlE4/uaxP2N7uc1u2eKx8TGmZchzuwsM95rspC2kcLxm7iofvOMU8fpJBq+w3KVzhmWTxWBEZgN+c/Agx8Ih83rM9XIOiSV1waGvc1MAmK+JPzt4nph6/u0fCAtWU4jyyO+lMpCl36xLIbCBf0PpHE4JyobDnkgphyGyUMhcULS9+JFlJYKmDpUeWASEcahcQO43eWEFKrM0NgucCNGpQRxhA2noAmMlgTJI4dDCoKVFC4uWhqD6GsnyBVYihfVfb7ISxbIgEIaRiXlmuswTOytsPLtA54pkrxVwz50btKv5fxSCiaWMFeHYIQcTCDSt5zJEkuG0Qq/2mJyIKCJBkDjCYYmTXjCVTUWwYwm3pljdwmpNgfBiVlYCoFDooWJzr41olhRvSDAX2zSvHX7js7sRrfOKMobJvSk6LDGloswVRa7ZUzFSOspSUmYalysw4tbN1lE95q0zwgpUIuhecAjj6F5MEcYiiwYqh517A5ITR5vbWV97KxeA7GAiRbSTIZMSFylMIwDnCPZyAuu8SGppyq7/PWEh7wlecWydu7vr/MbKHDITBHHJG89c5JTK+FvLH+WjZ15BOi/pXNPIPEDmhxfP0cgLFTUpsA0NQpAshUyWFemCYHqmRHdT7CBE7SlEKQiHApwj74c0pjlqd0Tj+ibR9gobr2ujE1C5I+1Lb7UzjmRJkJw0qLmMci+E8Ag340tBSIQUiEYDVxS40bh6zOKsQ3Y6cHwZMU0ReTETRgBCCISSOGshSXHGVALppY+5FkY1L6Bc7AAgjKVsB8gCbCiRmznRJEPYNt3zMenmArGE9HjJqZPbPNC9wplwi6bMWFBjFI4102M7bHMhWGKnaFFYRUPlvLp1hb6aUjhFIAyFU+RH2EQ2yw43ij79YApAYTUSy+VinqfTY7yp/Qx3qTWaccZDzWfZszFPzR3jQrLEXhEzNA3e2nmK337Dqzl/psWPfMMfoHD8ye45WjpnmMdc2ZtjqTXGOkGoDLlRbE9b/NBdhxtzIATREdxmL4fMOVKnSV1wJFcdeAvGzMjimG0mwngrEIAdB6Ack7MGp623UlUbX7ShaF93NDYLsjlN1pFIA854V5yTEO06VOG4/taYY2+/yuWHTxDtHn7MWnpxE6ti5j6TwqKEQwtLIA1aeGG0L4YCaWaWPFW51fZdZk2ZMzYxj4+PYZ1guTVmXc+Tz0G4rbg4mueO5iY9lRx+0HgrXLxraV8Ywc4AEce4bgucQ4ynyKKNTi3CenebLBxOOkyosFrRuAri6jpReILRqYDBvQ4begutLELynqBczCk3G8hM8oY3nuexxirF+uKhx3zso4L+w5cBuPqdp9m7t0Q0ShBQ5grw97kzEkoBthJFN09LI5AlyNyLIxx0LjpMBMO7HN2L3hLZf2IPGyqEbbKljradlQ3vnkMoZG6J1r2FzjRDbKQqd7HACoGwDpkboswQDgXZQsT2KwLs6/e4u7vOYjDi7Q8+zp9duo0i1fzJ43fxr8Ixf3/pY4huTvOZBmpaInODU4cXocHE4KQgXWmgJwY9KVCpIxw70kWBTCUmiwkmAj0RNLYcnSsFwV6Bygwiyb0rqtNC5CW9CwV5T2MDgTRQtAXpIjjtUBOJKWPCkSA//PTw3OwG+zIIrUFr3HiCK7zodcag9kVRkmE3tsBaRBjiihJnDM4YhFIwTTCj0aGGVwujmhew+drWLKah+9yExetjhHOIwQisJSwNq5MCqyU2VoxORqwNVvlomPH3Tl3h9dE2czJmaFP2bMxzZpnP7Z7i/PoixTiEQvLxE7dzvLvHfb0b3Nu4TiwKYll89cF9GX7l/FuYJBHOCqK44Hh3j1eevsKTyXE+un6ObFlzItplSY9YUnv01ZTXNy7QlDl/uPkKnhwfYyPvstAf8y33fYq/2X2cx4uYj+7cyZe2jtGNU5S0DLOYXpQyKUK/gcrDn5wU4iuKFPW8RcO4lyZo9n/PODf7PnOOgW2yUXZoyfyQI/aIysvhhLcAuZmVx//cBg6ZSGzDohe8MChzDaOAYCCJNwWtqwl6kGKiDnm7kh/Ou9b0FHrnp16Yv1fye/f+Ju+R38H6b5059Ji18K6OfVG0L4D2xY+3Gnlr0r4ACoQhkH5BDoRB3RR3NDQNnhwf40RjwGIw4unJKo8GlrxnibYkl9fm2Zpvs6gPtzDvkyx41amTFpE6ho0DxidjgqlFJQZVWOKNjOmx2LvSUok0DllA0RQkJ9s0KkueiX0gmAsc991zhcfL04Q7khMndyitZP16n0He5M75LT7fXzj0mPsPX8XlOVjHsY8PWXw0Zu2NMdM78lvFjxXVPyqX2cGPhAVRCFTm48zSRcvkhCS9M+VHHvwIv7LzrSx/rqB5foxrdoh3coJR49BjBigbEO86Os9NkFmJjTROSxA+lstpUbmMJdJYnFAI5w+QTgjGt5f83bs/yZlwi9/beRWfvnqGfBJy6sQ264MOr21f4tPpcexUUzZgciKm92SGyA6/huipAQfpYkA4KBBZgR4rdFOiJxBtSh+HpSEYw9zTGdHFbZySMNjDjSdY55DdLnaxgywc3aeGZEtNpndFpEsOlXgrk9OQdwU6gX1xe2heTBA5N3tcNmLcPWehMLjHd3HWIaRAzc9hzx7zz7m2hisPrIRCClxlfHNl6efgTa/5cqiFUc0L6H/HNS5eWeLkf1WIwiB39/wEDEPsQhfbDMn7EXlXYav7o3sermyf5Ufu/z7+7gMf45vbjzG1MReLJT63d5qnr68gL8c0JoJ422GeXODZ3gKPHTvFD3zdn3I63D6S22F3o+M3vsgwHUfsxRFKWHo6IVSGQdGcbW4LakyIIZYZr4sv0l+dMjIxF7IlvuHY03xj50sYHK8Oc757+bNsL7SJhRdtUxsRyYLMBi8a6PxyiISmoEDy4qE/z18uX0woKSFe1BVnq+cb5wiq56yVPdaLHifDnSONGyCYWpwUlDGIDEzgT/gIR7gnvXtsW5IlzdlpM94RBCNH+0ZJsDGqFi0wIZQtQThwzD05Jbi+40+JJ1dwV/pcLzOmRYieHN7SpaXFOlG5xywWgRZfWRQpYWfCdV8UKSxTG/L4+DihLLm/eYVYFDw6OgG5xM3nJF0Jk4CPXbuD07cf8VpXYtEJmJ5ssXOPZnrCoCcKG0palyWyBBP756ZzEln6Q008sJhIsv51c/7eyB3N65JkSXBxZ55wR9K+BJt3t8lHIa3zIY+Wp1HdnMbo8HPbTadgHSiJvLpJ+HTC8eIcF3sx5XxZCSGBTOQtAdWiEkfeveotFqKEZNXwivsv8/iXTrPw0YjfWn0A8doh+k99/I8epgxeNYc8opd47qmccCfBCYGNNDa8aT2S3kLlhEBUc0JY/9VJgQ0Eqpfx9taT/IedN/Lwn9xH+7LArjiuBX2Uthgn+MWL70QUks5bN1hfWSQatIhvjA89ZpkaZGEIIomJFU43yDsBeUsSjhzSCDIpsAbCkSNcH+MCDYEG53DOIcIQ5ns4JVGZwQUKWXqLrYm8JVgVjrwhyBYsaeCOFBflL558cdeWc4gowtx/jmtf36J9xTHPOdTGLi5NEb0uLlCoUQZaI4Q4iB0S0q8pxvj5BweB2da8LIFUC6OaF/D3z36Y/2n87US7McVcTJi1YGeIWZ1jcqrps19CQdbzC4LVUDa9CyR8tsEv8zY+efY2QmmYliGjolrApgKVgp5Ca92Q70r0VPPM/cvctrDJyMaHHvM7XvlUlUnkb4ilcESA4aHms7RPpHRkQkvmdGTCshoTCZ+F1KRkXl3mStnlbLjFK8NtQiEYWUdTSb6tdYNNU86ES4HAOB/MXDh5JHFkb1pdni9uhtbxhew4C2rMKb1HICB+ngiSL3Kj749TAkVlYdo/kD+drHJ+ssTcwuTQYwYIR4Z4PfHxDKsNyobfjFXmsClEQx8fJHNH3lNkPYnKQOUWYaB5LQGtKBZaJAvaZwuO/UYerA2wm9uIMMC0QsJdwRXTRkl7pBij5yNxPvusetF90aT2/x8xOxPLm944dQFPT1eZlCF3djdY1QMAntxZofu0Jl1Q5IuGeDFh/Ng8H2zfy0+84vDjNJFg4bEE9dknkavLjI+dIFn18TZO+XyFvLWfkeZQqY+E1wm0rmeopGC82iVZdSx8ydE/n5MuaEYbPRau+r9reKnFyiOO9rUU92lB1o9Q2eFVhssLvzkJAVJ6K/PVHeLtE4z7oMaK7jOC/nMFJpRe7B233lVVZTdK47MSi47j7W94nDuamzw1OUv/6YRLux06rRSZVxt8UdK6mtK5eLQJEu4kOC1xUoD099a+dRTwYh93683qwGmJ1WBSzaeT2/mjK3dWGZWOpS9aJjca5H34mcvfQ7wtaJewIRZobEhMLLHNwycVqKm3/tpAUra8ZUsYiHcNk1VF1vMW3MaGoP9sitgZYlfmMe0InfeRi/PgHLYZkc2FZD2J1QLhIFkUlHMFpiXRU+UtelWGoXBHOxS+qCgSAqEU8uwprryjxfRczvS0ZHxqnsVHusQbCTbSjE9FONmk/4RGPHkRKG55Teccwlk/98SLHRu/OrUwqnkBdwcbjLebrAiLCauJZQxWS5J56TOMjM9MkrmjaPubpGw5TOxwueKRqydwrjpbOYEtJHnXEVpB2YTGjqOxVVK0DqZgZg8fyPz2/lM0ZTYLuDYIYlGwpBJicZGOzImroOyb3VeRgFAI1iorQUcqAhRXLOxYuDuAQEBW/YpxAiUc1jkKwLrD3XhfCQv8+8FD/G9/+FbMfMmr77jCA/0rfHPnUe4OMgwOdZMgMzf9PTePRglB7hwjCwHwpb3jfOlLZzjzpqNZMaLNFDnJEFlBrASTEw3KSKITS/eZMXJ7D7TC9NsE45BoUAWnGh8DU7YDitWGX4CNo7EN0U5BMC5wuwMARBxTtgNsANeLOc51t/jE8okjjVveFKBuK4Er9+11wlu5ChSBNDNRZBDgJBYYlm2+ODjJIGtwurPDvB4Ti4JPTs9R/P4S3euGvXsc4bYiDSJ6NwRPPXMc3nH4MQ9fVdBai+g+EuCSlGRVcOq+G/SjhLloynbWIjcK4yRJEZCVGutgt71A56pA7YxZ/XhJ2Y3RgxQ5SQh3WkCHoiXJ5gRWW4bnJMmSP5hMTnpr4KEpClwlyoVSXiBZS7zlSJY0vfOw+sHruMEeIo4Ih8cY3h4zPilIly1OOZrXJHPPlFz93oK395/iieQ4TjuclvQ+2GD7dQ3StyvO/sddSDPCLMeFh18/AGysEaayAlXuMy/W9jPlDp7rhAAlfUp/JBkfVwhZ8vsb9zHebhIGjmRZoFNJa8MQ7wqioUGlFj0tsJ9VYByytIji8MHXZSdCJQV6aiiUwoSCYGrJ24psXmCa3tqop47wyi5md4CKI8p+THZ6jryrKWNBvGsIJiVZL2R/GXYKkA7XKikbitZ1h2lITCI4qi56UYRERBGj+xZIVyw4UJ2CbF4yuFPTbjRJ5yWTd45Z6E649PAqZ+TtyCcvYidTL4xkdefOXGn2UOKoFkY1L6AvLVhBsJMgOj5VXxiLLC2yqMz2eBNrPicoWoDzJzwnwRSSIgmgFMipItjzmUtly09cq33wok4M3Yvw2aun+KaFx47kSvvXT76TY50Rr5m/yts6T9ISOf0qEjhHkTqFxFEgCTiwCuTO0ZGWlsi5WCzycRvzXLbCp/fO8FDvArfrp2ab5P4Zp3CS1CkmLiQ9gphbNyXz8uCm3Rc4uXN8cvssy58GhOa5E3fw6KnbePR1x/mZU/8HS+pWMQTcIpTgwJp0pVT82tZb+fa5z3Fj1KX3hOK/BA/yC6859LBJVxqw3EA4X9dluiQp2oLuxQKefA5jLGpxHhv3MZEk3ElRoxQXaqanO0yWFbI61cYDf1WFxde12kdrwu2ExkbAHw3vYSkckfcP70qbliGllYTKoANvQ9vOWgzzBuM8ZG8aUxSKKCpZbE840RqyEu0xNhFXJnOsjToMdtqwp5ELOac7O3RUSiAM//bJr+PMx3a49J55vu+hj/O53VNc2FzAyZBoLj38hQaOfVjR//hFbFFAJll41HBpdZni7BZrkw5ZobltbhspHNYJ2mFGYRXTxN+/bm8E19dQZYm1DussQgf0946z95oV0gWFLAWd12+yeb2PHCts08wC5Q/Dvijy7jS8y2Z3yOJnWkR7PTpPDnHbu6AULs0IvnSRpQtNmq86zsaDAXnf0r1syDuSd9z5DKkNuDBZIBxIgq0py+fXMdFphndaKA2uLH2atjmaxUgYV5U+kAi37yar3H14l5kovcVIlHYmooSF5Jjjr73q82Q24AlxHAToBHRi0RNL4CCdU3SGBfraDmax51PrzdGE0fR4TGPT11aaLiuSRYGwirIJRddiGxakI9sKcFHg094nCXknYPduTdn07srpsqS1pmhslZiGpIwlWSYQ2iFDQz5vCYfe8lt0jnSZvyJyfo6duxVOG/RmQNmTNLclMoOiJSljQTPO+f7Tn+TflW/mxmCRlfAO9GMXMHveJemKEkvqrZZQiaOXN5//Ugmj97///fz0T/80m5ubLC4eNaz+v182rYbS+9mzhRATK+KrEpEVhBOLDSRO+ho2yYqvQxPtCDBgSjAWyCUik+iJIBx4s78NfC2bcOTQE4OaFgS7KZzvMXplg+YRgoLj3+5z/v4evTcknAxXOBNuYhC0RE6IIXV6ZimaoimcYs30eCZb4Xgw4FK2yL/9wpvRVyMQUMwZll4/ZtJ+gqFVbNsGhVOzAompDbBI8iPUXvqVnbfwj5cepnAWhSAQEuscQyvZnLRQsUAaR+u6JRwKvpjdyc+85d38oxO/z5Isb4kv2rciSSG8Nat6zV/beisf+Mhr+cKrTzB4bIFjV0v0VMPfOvSw2X6FnhXUswp0Cu1rlvDaLsZY74ZwDjXKsJGi6IbItAAhSOeUP0knoFNJMLEI62a1VwhC3CTBTabIvQiddnn4+llev3qFoxjnHnv2hE//Di13nlonKQOuP7pC+7Ik3rEs7RpE6XAqIu11+dwdJ0hOluiBon3F13RpCNg7oxg3FZE0tGTG49kJ1Ce7iGKTbM7yhcFJruz2sZdaOAXF1dbhBw10Lk193ISUOGMJxoZgEHBjbQ59PfR1wF47oB9Mya1mkDa4ttmnPYRivoGWq8jrm9jN7VmchSsLyucu0rp8lc7ZU1z/1mPIVzraTwe+uKKUNDcc/N0jDR2k8NlE+9an85fp3mhB6R+bBc5aC8bQevQ6q+YYe6cChHGsvc3yN7sXuJAt8eTWMp1Lbhbv2L1YEu8qn8qd5d7aoI8YEMx+8UvnRd3+uK2jjDVFWxHtlkhjfdB1JZ5UWhIOIro6pXCFDyjHC6ZwzxCMfQkF5tXMEicKg42Pvv3K0pHOB2Q9SdYXpEsW2zbIRonNFCJTkAuKLkzumKO9uwdBgIl9Bp7VoAuwEYxOS8pGQHOjpLM2RWUN8l6I1dC+LuifL0DA3ml9NIvii1FZdexCl+mZktbyhPS5Du0LmvknSkwo2DujKFsw2mnzTLLiw4gkmFihlbrVPWeMf03hboo/sgfZcF+Fv1TCqOal8Xh2jHBXkc9705AsHaLTxgaKcM+QtyVFU1C2oOx4VS62FHrsizYKJxCpQKY+FmK/IKDV0i8WI4seZshphkgzGut9dsrWkYrh9Z+aMj7ZIpQ+Y2it7BOLnGU9IneKqY2IZYFxkufyJf7rtfu5tuGDIk8t7fLcsyusfEyhcsvkmGKiFJ/YPMsHmtfZKjukNiAQhqkNGZuI0ioyqymdPPT+8bsX7uNHFz5OUx4s6IGQPJavsPfYAn0FZSDoXCmQpaL7rORT6m5+8S0Fb+8/ydlwi1PKn5J8bJHDQmXNCngyO8bvfv5+Vh5xDHZWWbhqCUbGuwGOgKvqpvmFH9o3DO3nRpCkfjMxBjdNkKMQ2Y0oWyGmE2NiRd4VM4FjQoEsha+iXVmLRDOGwRCXZWRn5kiWBNMLPf5o2CCeHn7cyx8NsAqSFcHVTo/kepuVz0JjO0cWdhZYq0cZzaenRHuL7G1rmpuW1uUpapRi2zFWt0hW/ec+sRG//NzbWHi8wDZDVCa4tDPHdLPFmY+W2EDQPw/86OGvdTYXIcdzMBojtKboeAusKEMa64Lhq0r2spgboy7GCqZpiNsNKZswuCOie1HQWJMIVR0L9jcPIXDWwdYO0e4qmzsdgjZkKyWiWTLdPnzcixDCW42swxmDVN6q6ooSJhNEGOCMhaKoBJ+vM+OGezQeNcjiOJffFfEDb/oYx4Nd/r83HmByscfcrsFlGZQlzUtDWmmOHU/8ZMwyaPYOf6G5qdI23CKKhHNMlwM2vs7QeyJi6fOJH+/+fSR8qYHNvMOgaEDhH98vZAo+UPvm5c3FmiOEJx68jsTHEs1B0a6KpaYSV4SoRBCMJSr1f9vgTo3KTxHs5aR9iQ0h71uyFYuaSMJdf+DVU4O+sUt3bUDzRh85zRGlxTZD5F6CEwtk/a99CIGQAtPyNZKUtNjFgqkKsEr7yvd9R9lyBI2ChWDCfYtrPFosEl/YxuzPg/3rYgyiWlaFDvycy7Jbsti+ErUw+hqTJAmNxtHSRv+imdgImfmqqY2NDDXJ2X3oGOmcYO7pnGBiyTuKvOdw2mcoOAnB1KGnwqezFqBSQTSEcOzbhrRuSG/qdSDTHJHlkOU4AYVTh6pAPEMKTOw429zmtmiTlsyQWHKneCrzqfgTE7FXxDy2uQp/OM+ZJzOyuZCd5ZMs7zmchNEpSTbvCHcFOw+v8r9k72A09p9ntzNluT3mVGtA6SSZ0eT28KfUyUaLT2fLfENjZ2bxKZzld7ZfTeeSb/mgU0e8PiUYBQgXk20qPvaxV/HH+pW0bx/yhmOX6QdTIlkyKJqspR0uDOYZDFqI9YiFJwThxNC67l+raKsjWV6AWVp1MPZtJ8KdHLk5wCWJ3wytw06nqE4bGypfW0dA3tOYCFTuRVUZg8oEuqyEiZLYTgsRR3DbCQZ3hjgF4VDCbswRqjnQezah6ASMTwfMtxLySZfxCUHeDdBTCCeWcFh6wdBuUDR9LF3akwRzEZEDkZd0LqdkvQafuu00hVVsP7LECUpMI2DhUUd+oYtbEiQLvhBhNDyaeyfemCLWt7F5gWi3cNJn/+mpF5giUVx+esU/uVPgSkkwljgNyZIgHAVEC32U1rg0w018TRhX+kwelxcsfugCrfWTjE44nFbkoSXePsIkUQphDA6fYu3KcmYRcMaAuemesXbmchNxjJvvceONMd/37o/y13uf5qPTO9maNmlelTSuVpmMWsONzYN6NWGAy3Jc72jWuZu55fBg/drw5lc/zdbdLUY3TtK8kc0snVZ6QfH57RNcvzFHtHVwj+272/YzMG0VsylK+6LJEy+XoikxEZRNh2la1FQic/+6NoKiYzGRQE8FRRN27gkJxgHTVUHRcqCdjyOS/n5urZWoaeHvwzRDrw0gzTDHFhnc3ab3jEDlFiePbp17AUKSzYWoqKA00tdkbFiSEw498tfYdA1x4MtofPP8Y3zi5H3eemVuUp3VdXXVY86AMC9vPv+lbCK7vr7O933f99Hr9VhZWeGHfuiHGA6Hs5+nacr73vc+brvtNsIw5MSJE/y9v/f3GAwGt7zO2bNn+bZv+zZ+67d+iwceeIA4jvnpn/5pAH7jN36Dhx56iF6vR7PZ5Pbbb+eHfuiHbvn9vb09fuInfuKW9/nRH/1RJpOjZQ0dlUCUlC2HnhrUMCWfb7D2rTnL33OZtTdEVQqkf264rQi3FXoC4dgSDRzhUBCMBeEehEPvoLcK4oFB5WC18G1HshxXFJgGdFRKdISqzHk/IF8uq0J8JfKmjK/dosVW3uaJwQp/+qU7yT41z8KXUhrPbND72AWO/9415p4c+6JtJeCgd8Gy8CXDYKODvByz8IEY+f+b57lPnCazivlgQj9M6ATZ4a/zjuL/dePNpM4wtIYrpeW5UvPZ66cIJj7TT6V+Q5aF70OnUmjeECw8IuCjc3z891/N//H7b+Q//95b+PDvvI4nfv8ugv99ntO/rlj+DASJwwSCcGKRxlerPkTHkVvY738W7vk54kKfeWQnvmaRUMoXWitLhHOoxPi2IIFA2Kr2UZWerQrnM9iyEln4VGFxcpWdV89RtPxJXGb+/ewRjnFlSzNd1qSncx88fzJlfHfB8BxMTghvvcrMzMVhogN3iA0lJvIbgRpn9C6W8JkeD3/yHoSF4RnfTyvrCYq2oOw4xicE41OSvTNHO3uq9QF2MARnfcE752bXv+hAMBI0rividYXcChETvynbwLfaGZ+U7L2iT3rnCvbsKu7e2zAPvQJ15+3IRgPRiEEpiravyVM2HUHzefWGXi7Ogbp14/RWoUoEFQVCa+RcH7myhDp1HO48w/QNZ7nwXQu88T2P8L29zzByAc+my1grUTmo3ZFfN4ydbYTOOe9GUxJxhEw6uMmNhq9NhICyE2Ca3uK1Eu3xj878Pte/wbHzigbJSsz0WIPJ8YhwCLt/skrnSxHRjl//VIq/jtbNrqcJJa4Z+/pIzlXtdA4vkPKuQBY+3pPqc0eCyn3Ygg39PLDaZ/olS47BXT6bsXVVMPdFSe/RgNYVSfeyoXlxiF4fIAcjL/q6TVyvA1qiM0fZDkkWNEc4D744ziKUZLqsiOKcItdQSkQuEIVvaVJ2DLpVEAUFw7LJ6+PLvPatTzF87Qri+cYIcVNGmrPYl2Etgr+kFqPv+q7v4r3vfS8//MM/zKOPPsr73vc+AH71V38V5xzf8R3fwYc//GHe97738da3vpVHHnmEf/bP/hkPP/wwDz/8MFEUzV7rc5/7HE888QT/9J/+U2677TZarRYPP/ww733ve3nve9/L+9//fuI45tKlS3zkIx+Z/d50OuXtb387V69e5R//43/M/fffz2OPPcZP/dRP8eijj/KhD30I8TU4URyG1IWUCwXCOIqlJle/PuRvveYjvL39BP/rt7+DT37oPjqXHK2rzJqJBolFTy0yrxaxDIKRtxSB3wD12NDYkoTDEpEVuNLgkpS86zgTbrFt2ocf85xCNjNSG1Dc1Ji1cN7lpYWlF6ZENwKOfSJDjzJcFMLeGKRETnOivQbpgiTcE3SfHWMDSeNyi3TJEA0dzcsTOlcbfO6eU3zPHZ+HsioceEj0RPCFC6f45PEFBqbF727dT6RKpsMGcxNL64akuVUiRlNE6P36KneUDeEXxBxaVxw69dc4nfetN1TuCMYlo5MB2bwXsc01x/wXdsmXWkxWj5a94xQEE+9iNZHfiINuG7e+iYz9vSHCAOZ7YEHvJqAlTjZ8nZqqzYMsQaUWmZtZQ2EkTG/rkywLH+R6sKdwhEvN2kMhedfRmkvIjUJK50NbFnMSFdC65hMCRGGw3Zi8fZB5YyIBysdNiawkXpvQf7bLXiGZnDVMj0tUIRne5bANAxZM5E+4Qeto97DdHRy4v6wlHFmCkSRd9J+rysSs2CYOXOgw3ZwyUcjUBw6PS4mTAUVHMVlVjM5A62qTlU/GOAsbD3V5xQ88wRfWThBZQRwW5K87/MW+Ja7oech2C3v2OIN7O0yXJCr3Qm96TJDfO+Vb7/oCD3We49PpGYyT3NlY56n+Ck8tz2HbTcQkgSL3GUf77wdgDGJj+9Bj9i/k/GdsnLdkSYFVAqF8GxUpHKf0Ht/5hs/wO/OvZHCjiZMO1y4RiaL3uFcLeeXRk4WbxSEh/aEACa4RHsToSHEkDZose2tPPm8QTZ85XISSsiEOzB7CW/adEJiGw7QsKlcIKwgmjta6QU8M8eUB7toaBJrilbcxuKtBNLS0L44xsUYnlq1XRyQrjub1P4e9Sfnm46E2lKVCZBJhBDaq+uBZga3it85PlvjD8B5e17vEZx66i+6TJxCPn59ZiV6AkMgoqF1pX4kf/uEf5h/+w38IwDd+4zdy/vx5fvVXf5V/9+/+HR/84Af5wAc+wM///M/PnvOud72LU6dO8d73vpd//+//PX/7b//t2WttbGzw+OOPc9ddB30hfuEXfgHnHL/8y79Mr3fg9/7BH/zB2fe/9Eu/xCOPPMInP/lJHnzwQQDe+c53cuLECb77u7+bP/iDP+BbvuVb/jwvw5flC+PTBJsByZJj/S2O7/m6h/nWziNI4fih5Y8zfnvEc79xJwuPZz7dtPS3djYXUjZFFXviCMd2VgRNJRanJe3LKeH1gc+QmE5xxlC2LQbJ2By+jpGwYPcCMqvZLDv82e4dhNIwLiI2kxZ39LY43hzyWMMR3RhhGwG2E6MmDVy3hQ0P+h31zxvU9W1UFLLy6ZBrb9OkfWhdcsTXxqTPzmHvEGhpj1ToTOUQXor4f9/xZr5t8YtMy5CndpYg86nv8XZB2VK4RoSYpAjXnnUeLyqX1H7n+jISpEsOE0LWlTQ2JeHEUbYE2Tzs3S5Y/MgI1YrIetFXHdtXwkn/L+8KwpGvqFwsd1AXtbdqKIU7scL0TMdX413bhLkeVvfI+yBzCIe+D1iwV3hhlJe+/1cUMlnRmJBZTRvwp92juNLyrsMu5URBQagMZjMmmFbNNSWVNc1BXiCzsqpo7BMMrPLVmUVhEOMp7AwJV5qYKPTFKxOfraRSgbCyEn/e2mWP2PdWzs9BUVTpyI5wJ0WutHHCX8Oi5WMvTMPiIovuFCzOjRglMdPrbYSR2AjSvsAtaPbOWdxcwV4jIO/1UBmM7ir5J8d/jx/Pvpunrq2QTkKkPvx27cqC/V5X+6d21WuRPXA7mw9EZG8Yc2xujbUri8RXQlQK2d0J33nPF/krvUd4ND3FZ4Zn6QYp97WuYZ2vumx6MUouIEcJbO/6TU4pL8ILnz5/JCpR5GwV71YYwj0/6bKeYDEYk1c+MmcFtmVA+JiXohTIUlaNlQU2cBSpoGwowtxWwtXdIoi+FmQrJWE/Y6XjWyHlpcJYOesLaJzAGMl0s4UTChs7ROFbsJgY0nmJiQTtzCH2G62eO821dzTJ+5bFzwvS5SaTY5rxKQGvHEEpmbrDN8/+SjgJSlqCwJArh96TqER5QSmgdLCTdvnMqMlzgwXO9bc4+ao1rnzrcU5nZ7HPXb6lbxrAfjNa0Wr6/p8vgb+Uwujbv/3bb/n/+++/nzRN2djYmFl1bhYxAN/zPd/DD/3QD/HhD3/4FmF0//333yKKAF7/+tcD8L3f+7388A//MG9+85s5ceLWGiy/8zu/wytf+Upe85rXUN6kYr/5m78ZIQR//Md//BcmjBoyp3lDsPla+Jfv+g+8JrpO7iSbtokUlh849jA/ftsdrD6cIdISOU0xCx3GxxXZAoQDv+lFOwWi9ILIRJKdewMWHrWQ5ay/+wwLj3aRn36MYE9yKVtkbA6/YQdTS7it2MraPDde5LHPncWFDpEJnHYce2CPrs4ouwYXatT2yJu0GxHFQguUQE8MvWcdjWsj3DRBAMEwp3UtIBoZKC1yNCHanSe1AQpLeQRvtLAQDgVrky73nLjBj578Q/711W9iJ+iS9X2/omRekXeW6D0xRJReFO27sWTuBYPKnC+BUPoihWVlpQiHhqLhHy9beIHl3OxEe5Rxl03fMLO5Icg6ElxIt9n0Lo6FPruv7pPNSeaedmj8KTnvCIqOReYCnfhYM6clIi0RaY4bjTHLJ8h7VYxAVfBPZf7rUVxp4UCQLAjmmwktnXMjqdx0qcRGFqu81VBkBWqYEO61fO+sUCCcQxYGMU2xeyNckqDyUxQdh5z6DK7xGUGxmiEDiw4MUVT4PmzqaDFG63/lFCYQHP/dK7hpihpMyeY68OCQyfkunQtV5eXQz3OlDXmpsFYgcoGuvPLpgiBdMZy8e4PV1h5XRn2GpxqkhWK1P2bqNPf1bjAfTcmtYjs9fLyO6vd9HJAUCClBaza/4RTqr2/w98/+KS2Z8b6Pfjenfk8gi4LhmQDXyDkbb3FcjfikiXhqZ5l2lNHRKRe25+k+492YphNjOjGq2/QWRi2xwU1d1I/ALAHAOZ+mX1ofSrDSIu85np6scL3ZIbEh5VZMMPZp8nagUU6QdwTB2CEKQFWiOvSWRml8JWkcUPo6UU56S6SaHt4FqPY0RSnZvN7EBQ7XMAhVlRpI1UwERXvesigzQbgrCYd+3QimPg4uvjHGjSfIu27j+tvmyBYswUgwOSHYeZWg6BripYQzCzukZcCl5GhW5xfgHEIpTAzCSqZ7McFQoSeCYApUa47MFTZSmESxmWpW2yO+5+Rn+cJf2+TP5Ks5++8TymvXAW5pEQJUbtiXZgn9SymMFhZu7QO07xpLkoTt7W201iwtLd3yHCEEq6urbG/faq49duzYC17/bW97G7/927/NL/3SL/EDP/ADZFnGfffdxz/5J/+E7/u+7wN8nNP58+cJghefYFtbW4f++47Ke+Y+x4e+4W6+6cQFHoqvY4HcQUvkKByxLujeMSBd7tC8tAdJionnMJEgGEFzw9Jcy9A7Ex+4GAcMXt9Hf8MWu9kijackOw8YRmebnHtunoUvOZ75xmXuaa0desyy8IHfl0dzXLmwRO85SdHxtUScgGdOL9Fcyekf22Pn/jkWPzryFopGhI3UrK6SHGTI7T1sniP6XWRp6V0oCCal7+I8mXpLgPOn4aPUXhKVqMmN4snsGMt6xO3tLZLbAm6cPkXrumB01p/sZNElGpToRKEyR+tGSTjMMXHVEVwEhEOBsAKdONS0QBaWyapGFY74mkOUhrwfUXSPGGQkIO85TOQwoaishNK7BXIDcVSlD8Pe6QBRnsXEfhMJd3xmosz852JihR45XBjgji2zd0erWhz9Wznt/wFHChovO46ondELExaiCY87qpIT+0X8QO4c9DWLd0rybgAOwmGJ2p3idofecmMNwW5KtBtjQ8F0FebfuMZt3R1aOqOrU3o6IRCGnpoeftBA8e4Bezc6HPvjBiLLKftN9u4t+Af3fJz/T/wGwk/P09qAwe2KLA0odwL2XBtZQHNXEA0cJhIUHeifHfDQ0kWWwz1ONXo8sbdKO8h4Y/8Cp3TBWztPMWg2UcKxWR6+WE1x/1lsZb2RuSGfC4n/xhr/9p5fJxaOv3P+vZz6XUHnM1exiz1GJ/t0mykKy5Wyx/Wsz86gxVbWZakxpiwV3SsFcmdEMdeg6GjcYugtesFBlqNOjl4aXZS+NhJxgJikMJrAcotoV/BHT9+FloZr0z7CiFncm7ACJx1lWxBvezez097VXcaSfM6PtWj4gYYLDSar0cwd3n/m8HMk2hHYiaJ9yTE+LUmPOZgK4g1FY8PHJJYNKLqCvOPQY0n7iiMeGoKRIdyaIreGuDTF3naca+/oMrk/xSWKXEvC+/c40Zqyl0YEytKPEsLGiOnK11gYATRi8q4DK2GkaV0WRENfGiHrCWzke7YVHXBKEF8LeXz3LP2vm/KqzjU+8fozFH+8iBruecv1PmGAkBJnLSJ7aTGhfymF0VdiYWGBsizZ3Ny8RRw551hbW5tZg/b5cnFA73nPe3jPe95DlmV84hOf4F/8i3/B3/gbf4OzZ8/ypje9icXFRRqNBr/6q7/6or//F1lnqSsy/vWr/jOxKGYtJixiVjkaB99+9lH+41vexpm9BuE0rQL+fAPQaNcHsbpQY1ohu/c02XvnlH9wx5/yr27/qyAFwUBx20NXSF91irlP3uBT107z9fc9cegxq8TS2HRcXZujcU3Tvm4YnVYUbR9fM5z6FPvXrlzlI2/pEO8eI9rKUNOcYC+/Nb5AK0QjxmkFpaVxfeI7OE9TbJZTNn3rEZ+uf4SstJO+aNp42OJ/vfg2plmIdYL/x/3/kX/69X+Ntc+uYpoWG1nGxzXNGymtNUneVYR7BcG1HQIhcK0GwrVxIiAc+3gBtTMGpWh1A5JF7YPK84KyITnCkAG/GfjGlO6W1xNBAAtz5EtN33TYCNIFgYmjmbs12vUn8mDirXyysNhIU3YiJsdDxsdlVSW7EkdVoLYsONJqZU+lLHcndIKMtsoQJUQjQboA8ZakfTXDrPRZf2OPvOfdfQjQE3y137kmonkK2w0JNieI3RE66TOdcxTzJf/jyS9yZ7ROU2S0ZEZLFEjhaB0hoQAgSQP6j2mK+SbZnX2uvUPyTQ98kUgWKGmJdkqfsn0W4tUJyTD23eojQ76gkU9omhsWlQt2zrZIjoWMTYyWltvb21gETZkxsBCLgsJpYplwPNg99JgnxyIf5G8cwViwc6/mX97xewQ4rpcNnr66wj3PDHzrEOfI+oIHF65jkHxqegdf2D6BvB6jM/hi+wT5tNqEAz3rRO9UVUw2qgL6C3ekLvUArrI8yaSkXGih8xI3TdDTgsZWSPlMzIfVPbRaqXeXWl9qwogqfieqmrVOHEVLzDb0dE6jUjARlSstYu+sJO85ooGgc/XwE9tGYEKHicFqB9pCoQjGviGuTixZz7cLCSb+4Nq5mhNd30MMRtjhHtZaOHeWrdd0SI5ZXCnRA42wMBnFjDbbqIHGdAzzd0+5q7vB2d7R+y3eghDQbVN0LeQamUrCsSPeNdhQYEI1c6+rlEokOdpX4E/ad3PjXI/xoEGyqtHde7CBoGhKipY/uO33HHypWaK1MHoe73znO/n5n/95fv3Xf50f+7Efmz3+m7/5m0wmE975zne+rNeLooi3v/3t9Pt9PvCBD/D5z3+eN73pTXzbt30bP/uzP8vCwgK33Xbb1/rPOBLbtklL5BgEqRMEOAyiqvisMUje1DrPh157N/mfLRJedeSdgJ0HS/rLIy7d6KIHbWTpgwLPnLvBt608TVNmiOMpLgrpPQ13v2udD7/hNGc+M2C6tXykMau0RGUhLlc+/XpYEg4l01X8IiUcFsGojGgtThkf6/qilIBICoStqqNmue+xs7wAxiJHUx/wqTVu7GvJlC2/yScmID+Cfye+fUSeK8LQsLbZI3iugTDQfXXGv7rrP/O/dN/JJy+fJR+HTI/5dPbG+S2iuTZyOMVNU5/NkeVEeUG4Gfr4C+fAWFyyRyvNCE8ukC6FuGlCGR+9nL8N3awbet4RCOOz3/Jzx5iciKveeb4JKNY3iSXyzxPGp0KXDUfR9G04rA7I+ppkUWKDqgp29Q93EKh9BE8rp5Z3mIumzAcTTkQDyo5j6QsWrKJ3waDHOZe+rUfvoQ06VWxGXmqyUrGWhJRZgAwlnVZC+SeLnP6t695aYGD+2JBXxVdZUiNiYQiEpSkcihc2/n25rPynBvFOwvobmti3DPkfz32WnkrYKjqsP7fIuSRl4/Utvv7BR3ht9xLXsjky6+/Ry5M5Hh2eI9zzlonuZ2N+T9zH1517jn6QEMmCsYn42O5dfHxwJw/2LgKwoMdHquguSzf73IRxjO8suDvYZtNGXC7nUWsRYrjmK0lXmZLPjRZZT7pcGswxuNH17tcA1ONtxKJhuiRQ0z5l8yZVL5j1bdTOUcZHizESpV8DbDsmnwvJeyHNokSmJdGewV5VWN1gdFZ4I6OBYARFKShbDuGgaFfutCoT10nvcpaNarwCikJQNh0q9/8/Pn74QDQnHSr3VhQTO4T2B5Jgz9G8kaGHCXqphQl8/KdOnM++3N3zv3/fHUxONdk7rRifsYiVFOUEJvZFXO0kINj1tbPKXLGTNIn6JWeaX2thJDELbVzTUBYKXWX0eVekr30H/tDUWnOkfUHR9a7uYFtw3h4j3FYMzwpMpCi6/sBC4BCJQk189Ww9fWmnwloYPY93vetdfPM3fzM/+ZM/yd7eHm9+85tnWWkPPPAA3//93/9VX+OnfuqnuHr1Ku985zs5efIkg8GAX/zFXyQIAt7+9rcD8KM/+qP85m/+Jm9729v4sR/7Me6//36stVy+fJkPfvCD/PiP/zgPPfTQn/ef+2UZ2CaxKJhaTeo0edUYI7UBLZnRkQmvXrjOF9rLuOGIrHect77ycf6vqx/m+ivmWCt8J/dAGE6G26gqR/z08g6m30NnjlPxDvoNu/AbC4hC0jpC5ev9IG+Em6VYhyOLnirKBpS5Yn3aYX3YIZ2GRAL07hQxmoKSOO1bCrhpguu2SU77QJzm05sgJWaxhxzuIXotbLektJLSKswRVEankUIDSqMwRpJ3LHoiuFgucFZv8z8sPcy3zj/Kf15/kC9GJynamjArUBsD3HDPZ/8ALkkRk6mv6dJqMnn1ccarmqVP7uLOXyTIctRoDleWZH2BU0eMxTA+dsU0fQZOvO1QuWX3noZf7KUXMbI8+Dfrni68pdxEgvFJRbQjUYWrGhIzE1Nw4E7bb155lPSdhvZB11pW7WCaBp2CNAoTCbZe02b+Td4dJoUlkoZIlujqayAMHZXSlDn/5spfoVjpIQufWfjmYxdYVXs0ZUlTOEIhkIhZJfKj0PnSJte+dZWz73mON8xdnFWHv5rNMfdF31JieF/BazpXUFh6OkEKy0beZTdrIktIlwTTY5bus4LV3w3503fcxete+RxzYUIgDc/sLjGaRpxu7LAc7rFdttk6gitNWP95q9xiI8ldt9/AAtfLOR6ZnkaPBa7dhI1txM6QpS92WOMUNoBo17GUePcPDnTiSI85xicVQRKRt/YLBPl5VsbebVW05JGrMecLDYKdlGIuJusqX9F/u41wzHpGxlvgVIRT3nIRjByNLTcT78GoRBqHCcPKzQYq8db0silmfchUepA1th9TdxjKpkNUhwazmNOfmzAc9tGZQ01z5CjBnOyQzQuyviOYCDqXFa7dJDm3yMYDAcmqBWVwgUWUEldKiCwutIStnGO3exE1LQI6UcaNtEvwtejovB8TJgRCCopm4NeHTFXX3Jd20YlvPq0Dn4EXDQwqk4y1IutX9fIu6IPrEFfrTSahADWVhLuCaNfHVL0UamH0PIQQ/PZv/zbvf//7+bVf+zX++T//5ywuLvL93//9/OzP/uwtqfpfjoceeojPfOYz/ORP/iSbm5v0+30efPBBPvKRj3DfffcB0Gq1+JM/+RN+7ud+jl/5lV/hwoULNBoNTp8+zTd+4zdy9uzZP+e/9MszMC0CUdKXU3Ik18o5BqY56zx+XHsze19PSfu+uFbREtzTWmdVZXTEBmf1Nhthm03T9d3onaIjU27vbPP0yiqTVcm8mvBNp5/k03c9CBZa8vA1gWxUBe5lPn28aHuzuJ7gMxomms1Rm+xym2hPYhXky22i3T3cOEN0277KbRyRH++R9RXD2yT9zgr9T1yj7EdEzQZmdY7+kq82LYW7pSHty8U5QV4qQm0wRmBjiy0UP/m57+Te1XWGecy7Vp6kHWSItQiVF7hm7AtjRhFicR7X8jVRbKBIl2IG5zSjOwx0M5yeY+XaOnY09mnDp48zOYkvynkEZI4vIid85dxgJJmsKKbHBMufLX1Dzcra41Slc9yBBQjwlXo7vr2MCbzbQU+9y2w/ZsTJKti8BG6uSnwINidt5qPpTFjIRsnoROznSkOw81rDdy5dvOV3utr3QgtkSSxKmjKjoxJW7thi/aEVio7Pdru7uUZHFjQFxEISCT2zFJkjBgRvfd0Kp/7aBb5t+RGeTZf53OAUr+5doyFz9s5B72KEnCpGJsYiGJYNAmGQwuGcINz1n1P/3A7p6QD9u13O/I7j8+1TvPveLxHJknedeJLCKU5H2wyNzzY6SnseqLKLEsvoVMg3LT3Dpmnwxelp/njtTnQKLtDIOMKsLuCkoHPFIqyPE3IS3NCPu4z9dczm3Ox7E1ZlHKR3qcnCJx8cNQNwcC5k6VMpKimJhpJgVPrCo1oSjAw6EcjrluamJu0L2jdKgpEhGKbIvcTHLBY+66ndvo3Jiqz6pXmXVrIo0RNobFnKWJF3/XyPBocXGfGmJBx613R+NSLvRiysOy8YAwVpRrSTEW9rrPbup2hzClKSLChsUPW41ALT9GuSKL2Vhtix0h/xD2//A1bVHmumy5eSU9zIez7G8s+D/WzOwFud7cRbmlG+FlMZCXTDl3yZH/qDoYklsvQ1oZIlTTrni7O6gV+H9rNobSDQae1KewHvf//7ef/73/+Cx3/wB3/wliy0OI75uZ/7OX7u537uK77exYsXX/Txd7/73bz73e/+quNptVr8zM/8DD/zMz/zVZ/7fybbpk0s/MI4qnqEgbcWGSTXyzlSGzC1oT/tNGLKpiCQJTsmYOIC0upf4RSpDdgqOwTCcCPpIozPjHo29e6zybJGTWGtPHy61HTFC9bGVYUwkCz4dhPBxGEDQbSlyMZdes9Ba8MwXZSsvyFmWZ4g+vxzYB35mUWGdzSYnPCLbHoyJ1vQ9L4QEl7ZxTnH9HiDO+ZvoKUlkuWRUqX2pjFZGiCkw4wCH9BZwuJvNnn29B0EY8evL55AljC3UWWe5QVuPEF02qy/Y5XBPc5bWgow/ZKgPSYQ0G6m7Lxas/JH84i1TYTWbL5+nny1gPJoi9p+EUyV+n5L+RxMG75yrpO+ntK+5WiGYBaLZENIj5UQWiaRwkWWxiXfp0s4Zq4+WYIz3ookjEMdoY5RK8xp6YyOSjEIwrgk7wqa647pquCuO30mi0ESCENbZczrCZEsaMmMvprQkSktkfOKuXX+6PZFX2OlV7Kk94heRBRJ5E1mr8Ox/a6U71o4z+XMJ4ysNkZYBAbJ3W+4yNPlWeYeh19beRN/5/4/4ViYM7UhEsd8PGGY+myelfaY+3o3+NB77ib/D32ajwRcPdPnFd01enrKRt5laJqci9a5lC+yVR4+K22/aKGJJOOTgp6e0pMZj42OMfzQKsufz7DNgPTESbI5jQkrl7bx2WCzPVcczCF7MiW93EAnPo5H5NU8xLvtpHNHKpS4j7AWvT1Gb+NjDosSihKrl3GBJFwbEe7GxP2I+NrIu96V8hXTk8THTRUFjbWUZKGJExDtWXRiUYXDhBKVWqKhPCgieoR5LUtIlgVmCMf+dA+1M8bFITe+fpFkJab9TI46f42ljQ758T4ogdwa+rpPbsnXNWo4XysoNqjQ4hxEcUEcFrxz9SneEu/SFhHbdpu+nPJJcY7REUqrHFxsn7GHkIgwZHQ6RDZSbKF8UcpAUMYCs6yx2q8feuqId3L0MPNxn8bNimWKwhBthWRLTdI5RfG8WmQ2gOnSS3O3/qUSRjUvjd2yxcgs0FEpl9IFTka7vLJxhcL55qubZZcbeY+trO0XLuuIdh2fHpzleDAAfFuR3bLFRu7TW8dlSEMVPHV9hdt3MpzWPDddpKEKZAndC3A+XTn8mO+UxDsOXWVhpEsgC4GsUr1VImhedzR2HCqxCCPJ+o7RqZD46SYuDtm7vcHwHBQ941sUaIeZL9l5wzILH76A2d4h79xObjVbWdtvUEc4OQnhsNm+WhC4wFH0LNMl325lv49YNu9IlxxFK6RxOcRt5Qid4pQvkY90mFL68Zb+9SZJBLGlXGgjL1xBgi8EKd2Ra6jIqn6SLL0bw2pfNC7a9QUEy7ZDb4lZ0cGbLUVOVTFHwvv+XctAKlGF/5kTfqOYBdMKkLmP2ThiHPPMnTssm75PaOD/je8sON3eJbEhHe3dZU3lrUPzakxLZsSiQFWxdv1gCv0Cm6qZpTMUAoPDYlEoIuF9JlN7hF0POLY45EZVX6GnE5phzmbeYSdvIoWj86ptBtE8Zi9kaiKaKmOraHNxvMAXnzjD0sgxvNMxH00ZFE3edPwiH/z2ewmfbPD01jJaWqRwDLIG7SBjq9VmOdw7Ut9CE/r4srIpyZYsS3qPvrR8/vIpbv/YCKcl47MtiqbwFZT3g+uVwMiqN6MDo32pBJELFubGTLsNH/cSCG81svtFRqviiUf07jS2fWkROTrou2UHQ5yxhFphOy0wFjVMEIVFJBlMffwhgfbFBYsCV5YEF9aZF6sA6I09RJqDVthuE4RAZQ1UHmC1j0s6NG/dZbU1ZXPUxnwhhC9eR4QBqx9XbL22T/Ca24g+ex5z7QbBzi4ohZ1MKR+8h7W3WV5333P0ghTwFvB99zFAaRV3xzdYN5YdpqRO0pE5PTU9UjYucIsbDYBzp9l8c0m7nTHZi3GRjykqYx+wrhNHNHTE2wXBxtin3oeBt4rtv4aUyNQXYNXjkLwfUrSlr/pdHGS3vhRqYVTzAs5Pl+nqhI5Kq8akglAYBqbJetljt2jNGqgC4Czzj+zxuU/eydxbp9ze2GJqQzbzDlenfUZ5hJaWXphg12LUaBerW+zlMXvEyNIx93TOI8MTX3lgXwFhIev7U4ENHVaBVQ7bczNh5JQgm/Np9iYChM+IMatzpMsNdu+FYs6AtgjtUKFBacPGmxTd51YRG1vkHcFO0iQ3Ci0t+ggWgaJQ6EaJqiq9OiNwVjBd9Q0eRw+k6NCgtMVkmmkeU863CEZdUJLmpmU41JiWgchWNXS8emhEBVpbhue6zH0G35H8/Jgb72gi4qNt1rLwZQaQ+2ZukInEhL6CsdXe7I3A99ETVa1GiRdIAuRUEexJshXn65VMvUhxwgsuH6Rd1QesLPtHMQhEqiSU3h02FA2ycUS7gOmK4O5z15kPJ3RUyqIe0VEpHZkQi4JYFoSYmVBoipIT0YB+f4IQjvE0JhYHReNGtmTHOr6QrfKR3Xt5arDMnx0//Ljv7G8yKmLmwwnHggE3ij5aGk41dxmVMSvxCLlyhYujBT47OM2d7Q0+s3ma3Y+usnLFsvVqWLlrkxvTLtYJ5qIp95+6ylPxMr1mghSOhirYtG3WJl1yq7Ftb5E6LCYSuMJBIGAh44Te5W8/9z10P9rAtDLynrcA2KrWj5NV3Nt+Mc9SVNYgL4ZVKnHOC20bVJNgv8TCfsp8FcR9FNoXxshR6ktyKOUPEEpB6dsX0W9TrHR96xohkFONW57zAduRRix2kbtjP9fDgOD6LvnJeXYfXPZWsaoWV9kUlI1q3EeMnVtqT4hUyYnekN2zp5j/hA9tEBeu0V1ssv76iO7ivcz96RVwDrs3Qtxxhqvf0GT+xBbTMmRahiRlQFpqnBPEukRJS0MXnGnM01EJhdMMTJN5NSZ1AcPyaP1AZavlWwaFISIKWfu6OR64+zzPbC/hEo2cysoF5q33pRSEk/2q5L70iFPKFwrWviWRkxKUrw8lc0NjPUHlEXnXexFubur71aiFUc0L6OqE5XDEnJ7Qa03pqynXijmeTI4xKJrMhxMSGzLIGtgAintPk/cDTv2h4c/WH+Bjrx/x6uPXCKvVTQpHVmouTOfpPit99VEHxkomRUjZEDgh2Jwe3nwvjV9ovbVBVE1JwQpwynn3Tcv6+BqJLzEvHCoNMa3Am16XCuJehpTWt4MTjkAZurelDO9cZP5LTSYn4XTjoJfdpDxCYIMTdNoJQjiGoyZCggpKin6Aa5esLO2Rl4rCKMpCYWLH9FhEHK7MWnHYyBLMp8Sx35yVcATax5h04oy1+7osrixBGGDzEmEEzW56+DFTBTcqX43YKSi6/oSP9NlmNvT+MJX6oFMTCt/1u7IclW2HjS1yZ19YgygdukqR31/EEP7xW2KVDslCPJkFUe/35OtdNFz/eviO1S8Qy4IlvUcsCgJhZmJI4WaxZIGwBDh6aspdC5vMh1M20jbGSf5wepo/HtzDZ9ZOMbzaI76uiHZ9fAnfdIRr7QTPDJc42Rkwp6esZV2skyhtkTj6wZSeTrBO8tn1kzx2+Rjdhxv0Nw033gGvedWzSOHYStpkRjGSMVvjFsvdMWc7O1wczbMQT9DCEoQZa+MOj10+hs0Vv/TA4cZcNIWPI1JwenWHzyW38fgXz3By3ZDNBdgqbiyYOkzpM7T244XKpr+PVeavnSwEeiLYWu/SpBLLzlsRpYGy4TdOG4gjZS0CDO/qgOggi8XKKiXoXswINyesvWWevOsPArKsrJ60cLoqXxH59UblHe/aK2D+CUMyLxnexeyQ4N2DbuZqdoojCaOs1Fjnq/DvvBIWT5+A9S0IA1RSMj2hmZxxdC4toC+uU772HM9+d8jXv/4R5sPJTPBnVUjAvtVICYtxkl4litaKHjeKPp/Jb+PqtH9wKD4k+UP3ANXn1pCMz8Lja6vkm030SCKNX1eSVYfpGTCC6bZCT2LCYUz3ckljzfdmtFoCPhHBaVk1rraIrCQYZAgTYmJfZHiWpPNVqIVRzQvYz9zpqwnWSaSwFE7R04n/pxIu2gVCZbChI10KWX+9pPc0nPzALltbfT73rlPcvrJFYRXWeZfT7naHlR1Lets8OhVc3JonCAxiXuBEyHh0+DLzRdunqfrFxlssnK7SyjWYhm/9gHSgHEI5hLK+6aLxi6xqlqz0RkSqJKgCWkJZEquSxxaWkL0u+WJJrAsGWQPnBFl5tFtICEcclEy0ocg1vXbKENDa0ggKjJU0whQhHKO+YnBHRKMjyfvVybmb0W5mFFVmG9pAqZgkIWFoKDuW5J5VRqdCOldywi2FWT7aorafZoyr6v30ChgEhIMqFb9jcErOahGpzM2EkVW+3osofJNL0SgRToEAEwu/4dl9q9FB8UVMlbp7SDpBSiwL32S4EuzB2LJy+w53RmsUThOIshJDFoPPLItvcimlzivvs+Emtze3aKqcL24f5//y0b9JsB4QDXzRv7aoLCGqyrI7Ant5g81hm+trc1xameNYa4/SKYKmIZQlUjiupHNcmfTZ3eqw9LGAogmDvz7mXaeeY1TETMuQO7pbMxfJUjxmPemQmIBIlTyzvcQd81uUTtEKczrHto9kCQU/P7K+4J2Ll7iYLoBy5G0/70xl9dm/Nvtx3r7OTxUoG0IhvSs5GENqvRAXtrIsSoFxQJWZZmKw0dEC3dff4sD4wQuHDxEYBpTNLqOzULYMKpWzv88PvjqANQyqXVIagZto1FSSLBzU+HLSu8aRIKoEA1eJpaMkFbxp+QJSOJ81+VDKtUfPsfhHOZQl2XwEnZLG+Qi1PSa/8zjn/3rAdz/0Keb0lMxppiYks5rManKrSUzAuIiYFCHjLCLUJSvNETcmXdI8YDyJMdsRrmHgbYcfd/ToZUTVV3HznaeI7xnQb6TsBoaiUDgnUNqw77ArCkUehuTCMc0lRSeg02nR2CjQifH9ArXGBhKnRRWv5j8kNS2RmUCFCmnq4OuaQzIqYyZlRFPmHA926cgEpR0dlVI4xXrRI7MBpZXVic5gGoLtBx2N3Q6tGyXDi00uyAXmuxOkcOyOm7Cn2Tsr2X5V4GtMDCJy5eCOkmQqcdkRCp0FIKSbBfk6VS2gkUU0SnRgUdqgtfVm4rCgERRccgsM72hQNqDbTjjd2UEJh8TN3IX7G4rtd5BNn6ofK7+5Knn4DSSKC/JSEyjLYnfC7qSBsQKtLXmuMVYS6RLjBK0op7lSsG77FO0A07DoiYSJJutoylJhSoVSltIJoqhECAetkt27I0a3WXQWEA1gND18jRqo3BYOnPX1cZrdlGQQoDKHTgS59af3cOhdmvvxSMKCUI5wKBFlVZXcVk1Qlf8dJ/wGKIuq7IJmtsAdJRHmXHODnkpmsUJCW8pmQDf0mZAGQQBY5yt0q8o+VThZ1fPSrJV9zmcr3BtfA+Bzg1Ncf26RcEeRHyto3TemE2cUVhJIS24UeXm0WIydtEmrkaFaqb+PsiYL8YRB3kBLQ2mVt8gaTXd+QvIewd2LG6zGI/bKaDZ/tTQMiwbbaYtB0mCShmSl5vbeFlI4cqs519kkt5rMaK5ND58I4ZR3pyWrlrviNS5kS+ixJJ0XM3eqcP4zluWBGAKfAi9VFcdWOlQGpRV0l8aMJz301MedmIarni9mRf+EPWKBx2YJiZqVG9Aj73JPFrS3YmqHaVqcdIhCHiQLSG+F1kGJEYoS//cULYHKKhef2LeweiuYA28RtUfrAXhHvAHA1Ea8uneNx+48x8InY9jeJVlUhM2EYBxBoBncGXPitnUSE3Ij9Z9v6SS5qZrfWk1SBmSl9uVIjCTJG34ul34uOydwTUPQOlrWotncBCGQUcT45GnumvN1kawTuAbEukQLy9qoQ5r59Spo5ggBeeYDv4umIGgpVOF7VtpAYuKqbIP1ZubZ4Qpf626/7ctXoxZGNS9gI20zLiISEzBsNjgWDJjayG8ewjAsG6ylHa4M+ugJTFcCbGzQ3ZzN1zRprDmEgXwUMg699UUpi15KcccNlJJQgDESMwgRTYOJLGF4+ON10a9+N7So2KCDkjAsibShHWWE0qCqQFMtLKHyN95Wp0W6GCNKsEZRWoWtjnD7i8b+6dl0I+JmjnWC0klKezTLS6AMSRYyLBs0opw4LFDS0W2m0ITc+BO8qd5HScviyh7TfoC0knS7AdIRauNT/6eBNxcL/xhA1MrJ+hEcT9nbbqLySkAeAROKqj6RPwXroCBLBTrxLgY1ltjI4bTfGFTBQWyRqyr0KmiugxwEFCsFdjOkue58HZJQ+Iwd57NQhHOVm+TwG19T+s9tVQ+ZWP85mjCsAuglhdMoHCkC5RxNmTEyDR5NT/Lwzu08duMY5fUmKhXc/5Zn+DvHPsqToxVEu6R7esDd8xuMiwiL4GRzwLnGBueiNVb1EPifDz3ucRYihEMrg8DXYxoXEYO0wXJrjBaGaRmSGy+Q8kJzbdxjbdIl0iWTPCTWJcO8wbNXlmEYgHY45bi23WB7vkUYlKRZQFIG3gK13acRHX63Vrmv/KxOTnkyOcbvX3wF0Y4PmN4XyIgqHbuyAgUjR7RnZy5xWYLOLHrs5/GF17YIVhLiLzQJx9a7Z2U133Jf0TjrHrGJbHIgYp1y6LHPmjKxdwsjKxEEPn08cD61HcAITKmQyvq2PBNfdLFs+t+1et9q6n9GVcD0iB4pfuP66xhlEZPUu/SjgfDlPLT2MZdGMj3mKHsNmpuGy5cXGKUR1glCXXqh43wBXGDWgHa/i31ZSrbGLRphQaeR0W8lDKeN2fMPjVRgDfL4KsnJkkkZEqmSpPBxTkkekJcaawVSOn8PVLGYcFA800lf0NHHn/k0fVn6TDUXeO/ADFfHGNUcgUvDeQCMk6ynHawT7GUxkS6Zi6ZoadlK2gBMzhomt0FreYKSlsldkN0maXYyWrpEKy9GosBbMNI0wBSKMC5pNRKSwMwW5vgIi/HiqQEAka6KHsKsObuxkhyQzt/0Sloi62+w6SSiP/Y9hTY3Wlxv9YhUiUWghCVUBigo2mBiDfjX3xdF8ggLhKtMIGWhSAjR2hAoM1t00jxgnHpzc6eRIq2kEXhLV2ElaVggpaUT5UxUiJSOPNOUhcI1c5SyKGWZHjP0WimDuxTBeogKjh58LUsfFyIL2L08RzwWxIMSYRROCZJVR96BeD9tf99KYBytqwen/HhTkhntg2irxU4WDpExq6hdNH0M2kuND3gxpjakI1P60scldJsp06UusggIhWHqfCZl4RRrZY/P7Z3ms9dPkay1EZnAtg392we8+fgF3tJ9mh3T5nRrl/KM4skbyzy8exuvOn2d9yx/gRPB7iwge2SPltY8enweeduEs4s7XN/rsr7TRSpLWSg2tzu+7ECqsVONiLyAH1fzaDBt+MKhUU47ymn3p7RWclaaYzaTlo9dMxIlHaf6A7amLaYfWsasOnqvuXHoMe/HiC31xnzg8j1Mtpp0Cy9yVeo/U5VZbyWsastE2zl6lPnGsABKIArjs4+cY/mjq7R/YIOtfouFzw0pew2Ktma64rcwYd1RdLOnYZCBv4Yu9TF9eUeQdyCfs8h2gS38fS/aljAssVZQZhqlHXO9Cbf3t7nYmWc96iPH2qfBVy4/AguloOz4iu8yq6yj+eEHvjttkJcaIby7qbHncMMR5s6T7L2iQDtB2TVsv6pJ91JB80LIKO2CgIkVyFzMmjSbEJCV4DNiFsyeCMhK3w/Ohl4MHmXMN5OfmEPEhrW9Du04Q0kfjb5vic8Kjar2kLzQZEmATOVsbLJ0qMTglHd/CufXCicqS7PDNwUWAjTYl3iYrYVRzYvSCAokjo1JmyQPmE4igrDE9CXLzRHdKKUbpayFBUWpaEU5xgmUtGhlaYU5SRFgnSArNONJTJlobzUIDc5BO8qJgpK9aYzWhsnk8JtIqEvyUpMbRZIHZGmAtRKTKsgkVEUNRbWw7WfBRBua1lqJyhyj6wGXwgVvUXECoS1BWNKMc/QEVFKSTCLS+WB2yirs4V0lPi5IYK0gSwJyoassLIctJG6qEYXvmp50Q1rtlG6czWI1tfIm7lEW0goL+o2EcR4yzUKkcDSjHAG0b88ojKTRycgjgz6ixUgVDplXWTWZQ40kZctRNHxwY7ztT8ayPMgacrKqgl0I4oGbuciaa47Gpjd929DHIM0QVaC3FLM4o6PybLHEjmlRGEk0dKx/YYXfXnotW1mbaRlwYXeBwXYbSkHUT3nNq57jTfPPcXu4SUtmBFXgtnGSv9r/PINOi82lDlI4TgfbxKIgdd70L4U9Qm6Xp5wvkbni/I0lX+9qqhHa4RzE7RxrBUKCbJU4K2i0MrS0GCsJdYkKHdMsYG/coNnMWGhMCVXJ7rjp+6qVAgLHfGNKK8wZdqFzzw73z1879JizvqBs+VjF5Ok+C09BOLbkXR9cDQInfPyNjzeS2NUIezKmjMWsLlcw8eLJVgHOw/90goULGcmpDumcQqfOB7fj3V3T1aNt1kI6XClxuYTSv2+6KHydHw1KOoJWjnPeiqErS21QHTScEwyyBr0oRZ3cIS30rDKGkt6Fv18YsTSKrFRYK8nzw68hg8t9Hz6gLdG6pv+ML1Y7uKcNrkQ/3SQoIV2AzlXBwhMlu0aTLngBhPBlMfYrd6tEVtY8562+yrsJjfICTqVeaNm5I96MziubsqVxxpFl2s/byoK12J4Q65Id68tSSGlJ0gCXKcI9QbztaGxbZG4xDX/9TCixoS/4CRz0zru5gv5LLFVSC6OaF5AWvkfUgJjpJEYH5Sw+B2BahkyKkMIoAmUIlaG0kkkWkiYh1gqGgSGfhMgq5d1sxoQjQb5ocNKRjRusO4HWhuR6259QjnCvTbOQvFRkWeCLJWbS9wxK/c18cyzp/onWVdkv0yVF2RSkJwu6c1MfLG68S8oYyeByn/mhY3KqgboheGJ68iCTRDr4+sONed9MbKWDzQinHK7nIzPlVoBKbio/QMDYCqyVBMpQVHEBZSmxgaARlLR0jsShhCM3Pptt3yqV5oEP9I6LmZn8sMjCW372K1I3b/jyAlbvu9cc0a6/vvv1h2xVo8hqZqnLwlbxYD6pBGFAWR+X5HtNiYOmoVVPrMOicAxNk9QFfHjjHvZGTcQrQE8F//VjD2L7BUJAuz/ldXde5LW9K5wMt+mqgwy+iY1QIkBiCYUBBx2Z0I8mKBy5U6TO/9y/pz1S2jvA4vEhQjh2Bm3mexPOnt5hbdJlnIWkeUA+jlCNEiUdZanJz3cxqSBbKZGtAhUYGnGBbvpYqhujDko6kq0m0Yai+7otAmW4uDXvLYz3Dznb3+FTG2cOPebxPTkYwaVLSzR3BdI4piuS6XE3yxzVqS/kWLYseipmG7JP33eoVCBLRRnjN+bQ0VwT7J0JKVtV4L7xYstJyOYOUvwPS+/TcVUuwlsYhHOzOChZQN5p+Pc2HNz/4iCzLAOui6r5d2UhNeGtNWD30/P35zxAUALfe7gxO+n8oc8KgrFg966I9E2nMA0fB5UeK1Btv35v6DbxliPrO9zJlDAsZ9bpIteY3QgnJGXPINsFUjmiuKAofFastQIdlrSjklZ0tBgjhARniNanyFGHMrDsVTGSnXYyO1SH2mCdF5LWKEQuq7gyXwldOHVgFZL78Yo+U806X7NOZdWhuDwIyP6qw3PuiDXra2pqampqamr+O+Golt6ampqampqamv9uqIVRTU1NTU1NTU1FLYxqampqampqaipqYVRTU1NTU1NTU1ELo5qampqampqailoY1dTU1NTU1NRU1MKopqampqampqaiFkY1NTU1NTU1NRW1MKqpqampqampqaiFUU1NTU1NTU1NRS2MampqampqamoqamFUU1NTU1NTU1NRC6OampqampqamopaGNXU1NTU1NTUVNTCqKampqampqamohZGNTU1NTU1NTUVtTCqqampqampqamohVFNTU1NTU1NTUUtjGpqampqampqKmphVFNTU1NTU1NTUQujmpqampqampqKWhjV1NTU1NTU1FTUwqimpqampqampqIWRjU1NTU1NTU1FfovegA1/+3xzj/6ByRFAMA0DxDCEWqDFI681JRGYp2gE2dEukQKh8QBULqvrLWlcChhScuAzKgX/Ozhb/q/H2rM537uXyNLEEYgLOBAGBDOf48AJ+AFw5P+Mf/PYWKwsUUuZJxcHKCk5fbONq/pXOa/XHstF68uQqKQuQTrf//Cj/z4ocZ89tf/xWxsz0dIh3iRx18uzt30vTl4wYvf/75Dv+a5//Q/Y60E4QgCg7UC50BrC1D9v5i9t5QOKR3WCoQAKS1K2Wp8AmvF7P+tlUhp0dL/v7F+ZhWFxhjB+e/9nw415stXj5FV40mdonCS1GlSF5C6gImN/PfW/39m/fcWQeEUhVUUTpFZTekUiQnIjGZahtjqA0zKgNJKjJUYJ2bj/9Rf+ReHGjPAmV/+lwh700S46Vsn3K1zR1BN+JeBeN7X2YvDpb/1f3t5r1XxrR/7EWz191vn50Lp/JqhpcU6Mfu5c4LSvnDN2P8r9n9fCOfnihOYan6VVs6GraRlMGhx8X84/Lw++//8V8hcwP71ln4Uwgi/ltjnDe6Wz4LZGkO1ljh58D0KnHKgLTIyRI2Cxc6Ee+fW+Prek/yNOz91qDEnN84ytQXyeYuFde6WxwpnGVlHetMCqG6aKwEOC+ROUuA/K4P/519PIqsLYJ0kFiWvPXP5UGMG+PSlMxROEQjjx1JdVINg03TYNm0UFoNEYYllQVNkKGEJhCEWBQqHQWCdJEf5r07N7un9/7dIUhtgkExtyE++4g++6vhqYVTzAqZFgKkWKyUdeamwViKEQ1Q3UyMscNVzm0GBkna2cDl3cENaJ5DCzRbCQBmobjx30+IJULrDKwFhbhVFMzHE8/YOWz0uOVjIbtocpAFygd2JuLS3THd1xInWgN/feCVXNueQg8CLruo9XuY2dCuOagDOfxXVV7ygef7lEM/fCB23XOsv+x6z7wXOHv4a7yOV39yktGjtF7ayVLMxau1mc8UYiRD+c7c3jdXhx66lRQcWIRylkRRO+LmmDHFQkpeaJA+Q0iK/RvbtWBiK/YXegcSihEU5/zXAUAhFIEvs/kYimd0TEocWFiMNWvq/q3QKiUMKh6vm+5Hmxj6SF51kLxBFBz+4VRw9/znVZv+CyfWC9z386ENZUjo/H/Y/c2Hdwf1eDWpfJO2Lnv3nGydmw5bC32wC8CvH/n8O1qKZcCqPNkHEXI4Z+wOhKAVOV++dKlS2/3dwizC65TLeJI721xc/QAG2+ryswBmJre7D0iq2TfvQYy6cYeIsMYJAyOoxS+Ec5qaP0AIFt15/nP/eIEiBAEuBrA4OCoOczX9/rygUFoUjP6KzadN0/OtWoifEIIXFOsnj6QnWiy5NmbOZd8isZj6czP5fS8Mb28+ypPcAZgIpdUH192tSG8zeK3cag6RwaibAvhq1MKp5ATef6ICZsNE3iZ9pHtAMC0Jl0PsniRdZqeVNi7RxAlv6Kede5DmWoyHMrS/sRLUW3bxIwa2CaLaQ+ROeqwYnM4G1sLfb5OPDc7hEI1OJKMVMvwh70ynyqDz/pF8JJiG/zAZY/R0C9xLEUSW2vgaiCKAZ5wjhUNXmGSpDUmikAFO9x+yEX1mApLRI8BbHUlUCyqCVxVhBYfQtG2SShWSFF0ReZN06l46KFF7VBqIEoKAkFwrp/Ae6f5K1N02oAkUkSzKrCSpBtL+556Um0iXKSgpxIArsUccsHE599afd/Pxbd+vq/fcfstVN4W798Qtf5/BzRQqHphLMqNl1mr10JZIs/tCkhcXi1xXhBPJ5ViSBF1FYSXnTQSuoBLqxECj78q1lz+Ov3vso15MeqQkY5RHbkybjvYYfq5GoF7t/9tcPxez9Z5ai2YHLeTG3vw5V1uDCSoZFzOVs4dBjHtmSoVWMcMSzOestL4U7EPIWcZPgufXvMJXIUdUKXDh9YGlxBwJjdoDAEYvi0GMG+Pj4LpSwRKKko1I6KiEQhtQGDE2DlWCPtkppqozdokVP+58/ka+ymbQpreJ4NPCWJJkhhWNsYlIbsFs2SUxIVycYpLfiVofxl7qG1MKo5gW4ylwtq/vHn/wVofa+KVf5SDpRRiANmdFo7IF1iC9vybjZRP41HbMGty+M9veCF7HozEzdtwglNxNJCBBWeOFjgJGuLEnenI5wlWYRB6/3NcZVliQhwVUWrv3T8ZcVSf8noqTDOiiNZK6ZMBdN2c2aZKUmKTSF8RZG50Ap7xaTApI8IM+0P+FX7jTrqJ4vCLXFVZYmKSHPNVpDFBT+OUe42Ddri/0tN8SC8BuBwhEKQ0rgT8XCorBMXXTL6zz/wKCFJbWaWBWUVs3cyoEyFEYRyCMq55tFzIv+/Hk//HLutC8rgF7m4y8BLS155Sbft6LtY/EiqbTyFqOUxN+DN1uX4eB6q0qAKmlnljuoBO7XyJJ4Z2OdVzSvo7DcKPo8sneCx8wqqXBYAkCi8gNr1swFr5xff/av/b777OCP848rh9AOqf3cN1YyLiK2ssNbjEZOMLIhBoHCIYWdWXuKSlHvW0lSF8wEj3GyEk+3SgCFrdxRIdYd/HxfTO27sWJ5NGH04Rt3EUhLoAyBNMSqRApLqAzjIqIfJgTy4NC9XbSIZDlzVa+lHSYmnLmslXAYJxgXEevTDnmp0cqQFX69KYwizxVRVMIDX318tTCqeQF5qTBWoqRFSW8Z8K4QiIMSrbwbbJyHpHmAcYKzc7tQ6lmM0c0xAbcsjC/iQtvnq1o+vgpWHyghYYU/Ou370vatxzdtHLO321/gbrIgzUSVql7DchB7sE91+jsKzr3wcC5E5UqrfiakQwcGe5MJ/i+S0vjP2DjBtAiYFj2kcCS5j7FxTpAmISaXdOem5KXGWoHWhjAqKUtJWWjy3G9sofZWG+cEgTKzja8Z54CPOwqUISuCFx/QS+Tm/VNVp+jnEwpz08YhZy4E8GPdFz6yOhxIYWebuX/urbv0kQ8Ah51fz3/bm60XL3gPDixN+/ePOvy8vlUMPU8YOgmCWyxIM3ebExgnK7FzIIBuvoYCL5KYufr990pab109AhtFl7viNWJRMLURxxtD0sWAnaRJNqcZjhoUuxFqKhH78Xo3rRnIShQp578PLCoyRFGBVhatDKE2LDUn9MMpgbC0dMZquHfoMV8pu6yVfVIbHFg/nZ6Jo5uxzoul/X/77qZ9kWOquTu14U2/c6v3oK0zIlEeWRitb/RQgUVpg9YWJf31aQQlkS7JjCYrtX9cHhy6R1nEOI0orGRbeQuZc4Kimg/7rndTrZXW+PXIFhJnBGX60taQWhjVvIDBhTkAXGihuslF6Bcyqb1bJIrKalMztHTJdtKcTV5z86JF5UKrBNHNwZNKuufFFxx+zLP9yO2v8d41NvMs7J+8bxZJN4kh9t1pqoov2A+e3BdFN3OT2+2rxJp/5TFbUcX9+P8XN4k2oQ5cIlFcsNwdszttMJlG/nde7Fo9/7Fb/m6H+BrmoO5/nuM0YrzbJGzltJupv7TCYcaaxpWA0TnQcYEpFEnSQMQ+8FSfb2ADR3ZujG4YpIC9aUQYlrSifGYdKI1CCL9whlU802EJqs+9cD7OyHAgBCSWQHh3WoDBOB/0iQBbXTgjJLZSsVZ4IRQIgZVmFlxsnQXlrWCBOtp4gVvF9/Pjh/Yfmz3X3TK/b32dal7dfDAopb+39921lhefVy8TLc1MdL7Q+mNn4mj/Z7e6N+xMHBVOMMkDRpOYOC6ItPHWa+tdl9NJxNL8yL+OlUd2FZ8Ot+nIBIukoxJe0bzOnJ5yvdEDYDjX4GJvnu1Bm3Iv9K51c+tH4MSBKNKRYXFuxOuXLvP27lMs6T1CDEsq8YHNTswsHYfl2XyFa/kcUxMihaO0XvzMwhNuin+LZEHhFKVT1ZosKZ1EC4sUFlWJ/sR48SCFI7OK0vqDgZaGxIaEsiSS5aHHDNB+JGY/DMgJKIFCwrjhKPp+QVQTeWCNCxxOW5AgAou1gnYjYy5OZm7YSR6QV6Ea/3/2/jzI0uws70V/a/hIt5o1AACZqElEQVSmPedUlTVX9dyt7paEJsQogZA5WIKLjAkbGVvY4MM9YcflYl9sjs1FMva5JwiHzTGOgwnjiwzGFxO2MOADQsgajAaEpJZa6nmsuSor59zTN6zh/rG+vTOrB6mUuw0nDvuJqMrcuae1v/19az3reZ/3fSeqs/eBOMu4JlH21o71nBjN8SK0LshAKKScmgidmsjG4fZw2RIfHdHNcnrpmH6ZsDVsMOinuEIFWTy2CBmykKypJy4BvpRgJGiHyuw0TCReajd7i/DaQ33S+5oc4ep1b0J8Dv5eLzhTk6QPr6GGknRDkC8DmQuS+MSoHYUFZLojFATieOhBHxwUL170pEcqTxoHc7sUPoSf6l3QdHcvg7w1Vdy8uElpEMrhjJwqU7MufkJ4tHSkkcF5wThJKHcSfFZMd312WeKudWFPo55PSEaQbHvKTkT/PklWQjQQ5EYhBYyKiGo9g5UxrbRAAsYqbB1isy+RufS1YhJOc/X3/VJGzKAkuQO33dRvVIkDoTJhMULhRAhfaMAgAylwYj+UNis5kn7fF3STgW4ywJtZ+5T4+APn1IQcT4jV5BqcvNRBQlH/7mdUXyYhEHNAtdgnQsFvZtgPt00WN1lfuN4LcqPZWu+gtjUDDYP6mhMmvE7jqmT3DbVKUqkXK7pfI5qyYN102LUNpHCcjTemvhuAXjTmVLbN1mKTR7dWWd9sY8carNhXkCSgQrhM1t9NR+fcE6+xKC2pkDRkgkQSCUXlLZU//Dny9PgoG2WLwuqQNewUpdXhnKxDlqXTaOGIVThWzos67OvIbYTzglhZYhk2u7ndz64sbKAIkbIYJ8l0RS8eH3q8E6gCaoErnJL1YXYjgawUwkHUp57LmMr3xaKnOGLJB03MXpv1RYscS2Qh0GNBNABpaqFfQ1S/ttN8TV69OTGa40U4oKTu76gtYGsfD6DGIRySaMNSMiSWhrXdNuJGQjyaTFARXoUTUtn9dV9WAlEBAmzipyf+12QyfeGYowOKyORCe8HicJO/aCJ7H/QoSI9RntIqbNMFxWzyXA6EF3wgI0L5meX7r4YoNhzv7JGqilEVkUSGURkxHKR4J6ZjuGknJAKhciYsqOH3A4RoxvBOrIPxWACRdCz2BmzeWGJnq8XSch/jJEUeo5THa48eQuuqI1+sw6wjRdX1uLFAaRukc6PwmaWRliGNuCZfE5HPejEzOZqI//YlvjJVZ6hZYbCIaVjCIvevAUKpiYl3Q9aejkgIipeQDpV0ODfDSU19zh1QeYCXVAxvCse+8PudPPbAa4hC4ZVHRGb/Na0ImwvpZzpHIuGmxzquM40mBmzj5JQgaWH3s57q8FtlFcZLRlXE+lqX9EKMysP1rMcgS49wYGOBKjzD6w1kKciuSarObNfipWqRwkVsVw06Oue66FJ5jUMwsmFS7OoxDVWy204ZlxFjHWNKhS9UOM7aozITFK6oIlGW9bLFZ/MzHNfbnNK79HwBQCokiZhtCd4oW/SrZEoqRyamsHpqhTio2MXSTv9WuWCXMC6oc4V1aFlndVmFqe8blxG6zhAV1P4xp24KhR4Gk8vCK8IGtt6wOgU28wgDUf/gnBbITbkYrtPOk4rOJcPuGU2xCMk22ASigUePQBof7F7GIys/JV7ipS7+l8CcGM2It7zlLWxsbPDII498xcedP3+ec+fO8cu//Mu85z3v+ZMZ3CEhK/bDTtNJtf5dhRNUGHDrCc+Mj/JstIIvFCKX6EKg8pA2f1OCzMHXgmlG1yQNdlb42Ac9dnLbs/+GB0Jl09DE5PfawyNjO1VjTEeACwv/pJ6QPzgPeBH+Lj23muXw0oMm7HJrwuU9CMKiJ6QnTitetXqNd6x8iUhYri70iITlWtnjE2u3sbbVQQBxUlEWIa4+eR2lDd4pnJE4KaCU4X1egcMt6i+2tIpGVLGYjdhYbKOvJGyU3bA4bGukCTtp04DhMcngNjv1askS0k3YW29wwwmqcUTSLuhm+fR9Ul1NJ/CoJkqzoHqZryoShgio6unQIQNZdoDXN/mMIKhIE3UId7PyAfslKg6GlQ8LITz+Jb60iQ/tpZ904LyfwBMWb0AkNmwIgGkJB1uz/6lCOhvJmIRlpmURaoI58WMZrxhWMZmupurSsIq5utXFO0GcGOIrEUuPWFwkqDJBtm1D6EqGuWO8pOg+oZDG03u6wKazHesrxQJJrZpUXnG5XGRsIwY2mRK4PZMyNAkjE5PFFUWpQSioU/uldkSRDaZiFULA63mLp6JVjre3adbn8LrTNIVhWVnUDBfl2rhN5RSRtDR0OfXmQMh6s05SWUkaGRK17+VzXlBYRVFpsrjCWUVlg4Y6LkO5FmMlZREhlWOsHFJ6ilgzKGOSGZXQaORxGpwWSOPR431VJz8S1J5J7SgvwUXhX7QrsamnakHeVajCY5qeeC9EN8q2wKmaRNdhTi8FqgyEStxiBHBOjP6EcOzYMT796U9z++23/2kP5auijhxMJ6AwYdZ31llSALovcHkUyMUBL4+LQeXheQKmpXqEf8HPF65zs8zFkcOLiSw0+SAHFojJhE8depL7dVCk8iRp2OMWdd2difdin8+Jm8idt8HQ52ZRjPyBf/V7eELoxBMKJd7VusE7ms8D4LhIhOC6hY2ixVa/GcJaylHUY8IIRK6o9iLUWBAVgaTKCkzTU7U8vjWbP6ARVTdNvkWRsrQ0YGOsidc02bqgc8EgK8vghGa0CsVCqO+jCsnilwXNNUN6bUDv2Rbbd7Rwpx2NpQGprvBeUFhN5RSFCSGCTBkyPZvh8+UwCZUFdejFCs8knDKpcWRfYNaSwhNJS1VnpU3q+LxU4cJXDOJAAdADIbKbHnLg/He5Ir0c4RJPdcKFGIMPYTS5o8PH7lY3h94OiaGNyVQVQr/UxV+Fo3CaURWzk2cYJ+mPE072dtHasVNkXLi8TOuJoMyMjjt6l6F5aUTViXFHI7KrY4R1eCXxWiJMTNVWCOeJt8ZgZiPOQ5MwJCGSlj2TUrrJOa7IrSavi3pWVlFYxbiMQljbijAv1jYDaySlDCUpukkIaa2XbUY+YcdpVqRhRRpSIWciRQDrw5DRJoSnGUfs5QlK+mlmsXWSotSMi5g80TcV6t0bppTbKTtWQNOg4mBrMKXatxdU9SahVqSrTlH7d2YjzsLUwqSCfEnQe8ZNPZ+yEIEIxTUp0kFFsjEk24H45EccXkuivbBeuQhUCSatCVERNrM2FhgF0UgGwlTc2rjnxOhPCEmS8PVf//V/2sO4NYh9kvOS5mI/iQsLhPfY1ONiB6lDaIdUnnI7Jl1TvDB5YboRFQfm81egFpBQfl8lmrzwJDZdq0JTA+rEqyDChBInFUKEysxxUuGcxE6KxQmPd/JAGC1s1ae+jFnCUi/1XF+rVWOF6WueOH6U/qJHCdhxmi3b4GK1yLN7yxTDsIgUyuEGEdG2It0UZDc8jRsVOreIyiFMWEzKXszaGyLy9uGHDEwleNj3jSTasHpmk7WsS7yX0rgywmvJ4JhG2BA+bV7UCAftSwXJo5egKEjlSfzdXfzRMOGOqpikzlKbVL3OjWZYRqTR4QndpDjgy51q7sCJbn0obOcImWnhX+2POcAYFA4nRKhpdCCUqWvT+MRAPguE8iF8LQjqopzsKjiQuHAzKZr8fVL4EEAONM1rnvGyoAJUw+AqCQNN51lJ2YVRI6iKE6PqYTGoEjJVBeXsQIaaFI7KKtZ3W1S5Rifh+9wYN7ny/DKLX1S0L1V4KUi2FNlmOG8HJ2IGpwSd8wp9YxefxLhGgmxFbDwoWPmiR273cb3Dp70D9GslKFVh0spthBYW4xV7RUpu9DRj1zpJWYayFDJyiCTU5RICilGEjizdLGc7z1jJBhgvuV51OaW3sEAqBBZP5S3JDFkRpVEhI0/AXp4wLmKiOtQthUcrSyk0VRkyQ6vYoOuMP2tDXbZ4U1FacAsOofbnR+8O+ntAZoY4NqGG2YyKIgRCYxowPldiGhGqENjEo+/qg5UM4wauZ9CpwQN2EBENIszRks7CiL1uE3M9wnQtZsmht6KwCTQC0RCo0k/XMWkE7mtgO3Ni9FWwvr7OP/gH/4Df+73f48aNG3Q6He666y7e97738ba3vW36uM9+9rP8+I//OJ///OdZXV3lb/7Nv8lP/MRPIOtyvS8VSnvve9/L+973Ph566CF+5md+hg9/+MMIIXjnO9/JP//n/5yVlZU/jY88JT6TrK6Dfw8nWTBAmqaDYwWL3SGdNOc1C5e5r3GVSBj+qH8HH3z0VSTPJagiPG+qPr0Ul3i5v98q6rL7wXw6CShTG1f9TWRoSpAIYagkMngvGJUxWoeQ2s1Vdd1N/hzvxbSY7StSV+jgMbaCeE2TboRCkl+IzvFD+V8hUYYbgxY7W00wkmhT09gW4dgSYuvN65bs2hC1sYdb3wyfMUmmcUB15jheLcymzBG8M824rDMMZV1sz5JJR3Jsi/5izLNLSyQ7gnzF4bSndUHSuuoYL0p27oxpdM8hvGf7Ts3o1WO6nRHOSXKjp1mMEMhRZYLMPy7irzKyW8ek3cGEEE1aCjj2K/1K74hr7T2Ysl8MKULqvpyYsEUoXKiFpWR2L4afeH4g+K4iG3b0L3og0w3BNPTmCb870HnYaQsPPlcQ1ZuYkaS5Zuk96xhc0wzOCMo7ZjfXTvBSoWZTKtiLMB241m8zuNJh+fOS7nMFKjd4JVGlxiYhe63sCsanKkymiIoSIQQS2Dvd4S++4xN88PlvopMXwGzEaOJ/Kq2mdKENDAQj8kFSVBlFkUd4K1CRQ0eWLKmItKU/SokvJJg7Lc2o5Mrnj3PxtYZ7F65zsVjiGxrPUngovOez+Sn+297dvKZ1kR895Jj1gZBWZcO4SEHKWqGVnlZWkGt9U6mPSajXtSsK6SF1KBVUdCcnIQBAOWQUEj90FN4rqssOzIJJNKLseu46e53xyYjcaCJlOdfZYm3c5pLwnFjcZSEZ4bzg6qDLTi/jG09e4mxjkyurPS6f6XG6uU2iDA9vHmdtq0OusqAixcFnpIeCqC9Itj2qnCtGrwh+8Ad/kIceeoh/8k/+CXfddRc7Ozs89NBDbG5uTh9z/fp13v3ud/N3/s7f4ad/+qf5zd/8TX7yJ3+S48eP81f/6l/9qu/xvd/7vXz/938/P/qjP8qjjz7KT/3UT/HYY4/xmc98hiiarXbLYSAmO1TYt+lMBJM62mBTjzie8y23PcPpbAuAyiuezY9gkcTS0O6NyJMYVYdzpqnxMPUgvdR7HQZShYVLSL/fd8vvy1KT1gJSeqxRmEEERmBdwhjw2iMyg1EK7wSNVkGsDZVV2EktDBdCXVFkibRlMEhvOf3zZTHxGU0ImxEsPOnpPbqHTxSdCynj7jGGGrKRp7djEc4jTIksLaqw4BxyXCG293C7e9jK4E2F0BEijkBrEJLBbR3KBTszMTrW2JuW7y9dbdT0itIqVpoD3nziOf5z9mqev7qMjg2u1JS7CUMnGZx2qOMj+uebCAv23IjTK9sAN5V5KOtQhVbBsBspi5lhZ60AJWDkQz8omHiB3E1qkcSFfk2mw42qM/VvhPvCgVPCTStgOy+mqelKeJzYrxIfvwLp+kJCHFdUlSJJKpppycZGO6TaTzLSvopq6U3ty2hLVBHSoK3SQR2qz4XsCxfIPmeJvv1Ort822zn9UmTI+X0S6gpFtqawe5LBXsTiFwMpkoVFDkpEXqCTmHKliUsUUd+TXolQxRiyFKwFa9m9E3508dP8TuubEVEE5Wwh4s28GRZn6cjrnpDGyWm7mzAPgCk0YjsGAaYZ5gxrFFI5zNUGS8/BRjfj0fw4y0/BpSNLjKuIYR6zebo5VdN+58sPkj2X8HsnHuRH7z7cmCfFC6XwGKPw2zHlIqRZiXOSotLTdk3eC4oiohQeZyXVbjLtA4f0QZWZZPdNNoZOhIxW7UL9MRPM2m7GMPEkVd9F8JdPhD5x66bNwKZcHC+S6YqlzpCLNxZ53ixz5tgmy40hR5oDMlWxUzUAOJr1AdgomtNUfdu0IUuwbUA7ipGmXJDosUJuvngsL4U5Mfoq+OQnP8kP//AP8yM/8iPTv33P93zPTY/Z3Nzkd3/3d3njG98IwNve9jY+9rGP8e///b+/JWL0rne9i5/92Z8F4O1vfztHjx7l3e9+N7/xG7/Bu9/97lfw09waxAEf0fT2AXXE1+qP2Uz4pD7Ho61Vikqzs95Cb0TY1ZJ2b8R4HGO6DlmEkJqXwVTna3OnMAJVBnIky1do8B5MpaZZWZPdziSsIKUPbQVGCt0XZDcENoFi2SMWcryHai8h6oZdUWl0mBDr3Za1Eq0d3Sxnb6sJZoZF5OBxnniNJNhIoLbDBd/aimjGUajfUVlEcSA26T04F2Qw6/DOIbIUkQFCINIU38xw7ZSyl7B1r8LHZuoXOCxGJrpJCYmVpSEqjJbc3VpjRe9xfbcNHpLEBGPnuZxyKaZ9Yi/I+5stvARjBe04yF6F0dO07cqqacHH7SeX0bcP6LVGM41b1Y7lFxZ2nJirLQIlHGtVj195/k1sXOohyiCbyqWSB09dZjXr09Oj4CnyIRNpQpheWI8mVRWlnW2KDQXwLI20IFKOQZ6ERIdS4lMQej+sO82QPJi27oFK4lKHsBI13q/PJYaKqB+yu/xojB+PSTcrfCVnKvA4wUGCVNWZaUJ4ROSI9yB93mMySedSRbQ9BusReYEYjKAyyF7G2hsbDL5uTPx0RtmNMM0VZOmQlUM4+J+vfFcYf7sxWyE04PzTRxFW4COPHEsmnnthg89FmpD96qM648mCGylQYAoF0hONBWVb0LwiiJ6ISfYcS5+MMNkykYKPrr4mvKaD5adAlY5o7/DnyCiP0ToUmLBWIiqBLRSFCM2/hfRU4wifK3SnxJZBNvT1Y2UeyHLZqrMS+9FN8WbhBGiPSe1UuZw0i54JAmwqiHbhf3/2Wznb3eJ4tss92TWORHtEwvLY6Di/dfG1xGuafEXTjguGVcwl26MVhTmjdJrSKgZlQl7VxzF2wRuVK7B6msqvCk/VuLW5b06Mvgre+MY38v73v5+lpSXe9ra38brXve5FKs7q6uqUFE3w4IMP8sUvfvGW3uOF5Of7v//7+Wt/7a/x0Y9+9E+FGL2QAOFAeI8XIVNLWoj2gg+g6Le40WogC0ljS5BteLaTiL7M8ENNenREniUhRNQtaKQlzaQki6qwiypidjZbtB6L0flXGtRXhjOhOaOHoARJj0wsi90hzbhkXFdNzqJgCt3rpmxutPFRHBbojqWThCwT3apoJCWbe02K3TQYmk3I2hFWUNqESwsp8dXo5s7nhxr4gVCJDRlqg9OC7rll4ktBSRGultukxKcxE9etn7hvJRPDFC5W+EjhIknV1hRdSdUUjFcEZc+hBrMbgkOnbUtp1bQOSi8ZE0tDV4/YtC1Ge2nI0FEW2czZ22iSbCjy5QiIaO15bCxwI83YRFNVBgJB8l5wpDVgWMUsPAGbJzWqPfti/ZVg61Dars3Y3GrRuKRROeiRZ7ya8SVxgv7RTb5u8RINUQbTtoTigHkhhOAm4TSHk7OpRlWhOdrr866TX+CXn34zw40GYqxCdlYiQnueujSF94Tz4ICPDytQQ4lLfNiAGEKafuyI1jWLT1gaF/Zqgi1JbgxpPLPI6Ozhje6PX1nlgZNXpgpRJx7XYcrge0mbJcViileSZMujRgbZH8M4TAA+z8EYtu86ybF3XuDHT3+I9628k4snloi2NE5DvCcwHcsfnT/HYt/j0hiZz7a7al7QU/tAvOORFdhEhPIlAvTQ43TwY5lmCM3LUuy3BtGhQOx41dO6CN3nK3Ce7LoFISiWIuI9hS480kA0rJXIGXIKynGE0cEnWY0jfMOBFZhchzIeRoCRiMwQxQYz3F+7fOywkcf2PJ3FIUWpKTIFpUSUYc6TpQApsJZQxy1ymErNXKZkUlso2YXxx1b44tIyn+1Y/kuvpNsesdIcUliNKCQugvsXr3Nv8xrXyi6RsDzYuMSpaJMrZgEI1b63TIsN0+J60WGzaDIycSBMRrP55BI2kfOstFcK/+E//Af+8T/+x/zSL/0SP/VTP0Wr1eJ7v/d7+dmf/VlWV1cBWFp6cRPAJEkYj28tVj95nQm01iwtLd0UrvuTxGSeN1m4aKPBxJNTmzrr+LCwIaTmGxaqECeTFTQvSYYixseO4wu7nDi5w7F0jwcbl+ipIatqj7as6LuIS2aRX7j4Fq48eXqmLrLeyKDe+JrECBCZ5Z7FNXrRmL5JqZyidMEUe6yxx8WoYqPVJB/VNXcIXeKXewMi6Sg2MlrPaVQJNg3cJOoDAgY2onFd4GaIdMqRCmOtC00KI/DKYzPP7rmEpUELjMNHIQvHyxeQMCGmmXZeCJwW2FThIoGLBEVbUCwKyp6nPFJBJUjW9dSXdFiUTmGq8MZVHUrbKTJSZXh0cIJPXT5L+5GE/u0G3xG00oJ+0UGPYFwqvJUku8EDUV6KuNhb4GgvKGTWh6rGWVTxusWL/IdHX8eRIvgdZqkQ/NWgcKFXmpcksuLMsU2uZx1GuwnReoRNHH4jYbwY0ZBlXUnY1B6rcCyiSTNlEVLTJ9WwZ4E3kpOtHb6v/Qi/It+E3tZTglNqiVwyeAdupMHKm1uI1L97ERbtfMXjIoGsBG5Pk2wKGtcKxKU1nKlXjOevcPxTGc+uJi8xmlvD8u+kPH73nQCY1ONP5fslJXKF2ororHmqpmD3TsiXGiw/oskeu4YfjkAp8J7RquAvH3mcnhrx47d9mOh2wzPFKleKHutlizd1n2fbNPnwr3wz8vIN6M7mMSq7IWFDmLAB0iOQVZDKVeFJdxzJjsErQdHT1KWN8FJgY0K5gHoT2blgSC/vBVXXhpLiejemoRTC2unmxiUaOYN3TkXhnGumJcZI7E4UVKNeMCyr7SicB23PeC9FDlWIvNY1xpAetGOcRySJ4cTpG+RGsz1oUOQRZhAhR7LuHxkItfNi2hLnsPBiX4nDgx4I9FDjNhR7acZ2toAwguxGUO4+/vztPLe8RDsqWEhGnE036MmCXny9ri/mGTnNjsvYa6TkPqJvM9aqLjeqNr91YYF8UaJac8XoFcHy8jI/93M/x8/93M9x8eJFfvu3f5u///f/Pjdu3OCDH/zgK/Ie169f58SJE9Pbxhg2NzdfknD9ScBkYQekqkCMpK0Lch1IzELA6JgnOT0IseuRCqbsus5IeqrP645f4lxjk2U94LZkjTujTRYlpELxSJnyyxvfxGevn2b3mQXaI2YyMkdrEaoU+2UAPJTjhOh2x6ubl7hYLrFdNbhRtNkrU0YmDobhpAwZGzZ0gm82Ck53tmnrgo3VJsOqXe/OfZhwEhnkdOUxDTGdHA+D5mVZe6zEfn82IWrju2d0PEOasJg5VfuQDs5HBxPjJiqS3P+HCBVmoz2BMNG0muysxGg7Dx3HYxUKxlVWkRvNQHh2iozy6Q6rz1uKBYU9HogODuI9T3UxxTQ9jbWSeG2Azhe4cjRj2MhR0teVri33LlyncJrskQxpQ2uOWWsC5d5jCZlS1YFMM+f3M882bYtPbt7BhWtLsBuRbihc5FG5wHQ8J9s70/T+8Ny6NUidrj+BFqEQnpmlaimAh4FJWJQxC40x47HAKU92XRD1FdWqQUpPvhcHs3XskZkhbZSstIc0ohLrJEvpkKYueXLnCPlmF78b4yKwiUKVZQhDSYHr99GbY2SZHnrIvS/v0L4QiNXwRMrocobTGWnhUTmYhiDbsCw8ZcgXNZsPSC59e8TKwikWPv48fhS8RNLAv/zYd/D+k2/i/3P/b/KGZJNvTje4ZAPhPKMtD5VtPj56M3ZjA904/JgBTCuQDOGCSiSrkDouLKhK4JUkGkqSzRzdrxDeI2xQkbwS+Gj//IzXBojtPbxzwRPlffAGAkgRPFFCILMUUTUPPebbV9dJlSG3mo2LPZYeEZiGYO9oaL2TW4EoJGzFZNcVLg6mZJuGzyYrQbVoMCJCCDjd2qawmmPNPZaSIZeGC1ze7ZKPY6QXRLEJld2jV8A/Z6HsQrngQteBkUSPBMIEm4UsBC4JRFU/2uJy3MSm4DLH50+eZOO2NvdlV4iEoSlKNm2LTdti12ZsVG2e3DvKkzeOYJ5rcewhj409ZXtOjF5xnD59mr/1t/4W//W//lc++clPvmKv+2u/9mu87nWvm97+jd/4DYwxvOUtb3nF3uNrgTSBXISKsz6QogOLspeQH7fcf/8FJJ5Le10K0cDGsP5Gx/E71/mOY09wd3qNhizoyJyeHHPVtPm1wb385vMPYj63QOOap1wWdIZhZ+bU4ZlRdkNMSdlkrNJIPnXpHN+z9BD3JFfpu4zSK9ZNhy3bpHKaG1Wb84MldooMITx5XTfnaLLHW049Q/NcQVeNeWxwjC9cO8G4l8KeDpNMBFX38DundKNOi61JkdP7pE44KDrqJpIzDW3ygjIKYv85E1/ERKhQeagEK268RJbhIeHrbLSqNhpPej7d3btBogzXzLGg8CQhg6U/StBDSbrlKbsSk3lsLKEypFsl2dWMrVabtFXSygru7K1zW7bBrz79RjrPu2l5hEnz2sOgAoZOoupU48qHTLPKK3If1b2rJNYLcqsRGzHJtkTlUPYgWxPsLTvONLZewqPk0VgqZiRBL4GoWXJv5zqPVILXLFyGb4JMVzz28BmkgW5WcKa7zYVkASU9R5oDWlER6gjh2a1SBlXCZt5kSwTDapxUGB8H0twvw8I9USOFQOQF3WcOP+ZLf36RdNOT7HlGyxKT7pP+bNsw0oqiI4lGksaNksFWRv8OS9mWIVEAoNcBYOUzEvvFHn/fv4tvPvkcbZ2jcIxczIIecTlfwAuBzDJ8PGOT4Wo/mw+/Hx5DCCxgmoLxssJFWZ0AUVdVnpCeyiGNQ+YGMS7wxkJR4MsSbw7EcJRCJkkgSN4js8Orc5d3esja7ydzyXhFBB/nSFNuxqQnh7QbOetr3RBiTzw28biGRRR1M1wnYKgpS8kX104wHMeYUrOwMMBYRVWFJANvBeN+ApWk0K+AB80AAlzTIlKLiTR6rNHjyeYQqmbt5yqDiqdyjzSS/kaTT/Vu40JjEQjtWh7dPcZT11eotlOSG5rWZc+R65bGhW3kVh/faWIWGrc0tjkx+grY3d3lrW99Kz/wAz/APffcQ7vd5rOf/Swf/OAHede73vWKvc8HPvABtNZ8x3d8xzQr7dWvfjXf//3f/4q9x9cCPQZhPF6G8MzBIo9eQbHieONrnubbFp/g8/0zxMrwjBeIs56/ePpR7k2v0pAFsbBcN10+vPsqPnLxLswjHRYf9Rx/qo+8/DTV3SfYSBpIO2n4eviLTRqmobhpXbsR+C+0+fviXbz55Hm+Y+FR7kuukYqKVFYoHIt6wJGoz8AmnB8tsZk3OZVt86rGFXpqyFm9TSQcv6/u4/HNI4zGTZJtFYqOpR6bHj7+J+tjTE1YpNknNC8iRAd9IxMj/AsUJDEps8CBnzVZqos0vyJoxuVN7QSk8JztbPLXj/w3PrD9ehrXBWVbYpdL9voN7EZCXAj6ZwTDs4ZoSzE6ErF77ijFoiA/4qaVnE91tnlD5wKPj45RPtkh2akoFmq/xAxhqfzAc3OvGLmorsgcfEHWK5qyYEkPaOgSVgrGjQiZS3Rf0HvOEA00/+3U7Xz7saeAkIU5tMmUGBovp21CShdNm2/OgpXegLvS6/yLa99BbjVvPfIUdyRr/NyoycZOi0g5SqfDT6N4em2Fci9B7SqiPUk0qPtSOV8XwhNoDct7nvalAnXpBta6aUkHoRR+bYPlhw9f7Gp02jI+KnALFSqxNBuhovmgiNn4zBLNq7U/p3AUC1HwDG1J4r7H9dqIbovhuS6jE47RidC7sfpylw9efTW0K+K0olxvIBcKtLZ0ziYs7p6jXJhNMZKFmF5Xk9pbotq/NoHavCuRVX1Mp2U8wg9VeFRuiVKNyhLEKEfkBb6qAgEFEBLRyPCNlOEdS+zednhCN9pLEXX4TAjP6LQJVbi1QwwlUjrOdrcYjBOqLMKdyGm18tB0tZ/iNmLizWDCl6WienaRxghU6bFxChISB426MKJNBF69oG3UIeBlbXcwIHIZfE2+JkI2dESIxvu2jknJF6dEnTwQ8Vh+msf86aDqGUG2Ljhy3tK4lqN3d3GxRm2F0iVOCKS1yOTWjvWcGH0FpGnKm970Jn71V3+V8+fPU1UVp0+f5u/9vb/HT/zET7xi7/OBD3yA9773vfzCL/zCtI7Rz/3czxHHr1zdlq8JkwVWhCwyk+x7ipwGcSTnXSufZ8u0UMLzms5lvm3xCdoq54Te5mK1yO9vvo4/unQW/3iLhcc9J54doq9exG1s4vIcFhbIjyRIu9/HZhZkG25KKqQNk1YgdlButPn0yoN85NR94GHx5A7ff/YL3J9doiELUlmxbtpsRk2auuQ7u1/i6+I+Fo9C8GSVcq3sYqxCjiWm4bFdc7Of4xAQE1O7CxOFsCCdx2lxs/I1KWkw2dR7QsXCg8Ro8vvk34RM1UrSZI2e7MRmgRahiOd+00/4pt4znNEjfu/5++hsOzYfEKEI240WxJ7O69dJtUGMU/q0WX+TIFoZ022NWdKGSIW6L29deopEVnx27TSti6AKh9MhOyuaoXbKlg2LpkWQ1v3QSh/RdykRlh3X4GO79/LY9ipXtzoh00t5XBrKBYwXg2m2qDSRCN3jC6cZmFDleeJ/qurikFo4XolEy6vnl/nHz3836ZrGS8/D6Z145UlvSNoDGCUNLvmgDAoLvbxenEuPNAbh/D6RPggH8W4ZwlYAB0oh+LJE7R6+ltGxjwd/W/XOEbcvbnCuucmpdAvnJf+ONzD87BLRAJCCsinxOtSacZFneHsHBOyd1izescGZ7hafT2+rHdGORrNgtdtnTTsWmyMSbXjmjRnZRhObzlhmwHCg2n9NiupNhayYlhYJ4W5/oNq/qFtP1PcrhdcSlWrUKEGWdj97tA55V62YciFm4wHN6LYZzpQ9Tfs5SbLtMZnAZBqXhHlaFcDVLo/GXaIxNPqe7SihTAymUviBJtkL4XwbB1Li4hDqTDcEzesWVffRmWySnQ7zU3mLXp2XgyqDUT3ZFggf1HfT8LjY4xoepNxvCluCHnt07okHjmhQn9cOhHHIyiKMQxQVoj/CFyVCK2Qzw2/v4sbj6fmt0ltT5+bE6CsgSRJ+4Rd+4Ss+5mMf+9hL/v3973//TbfPnj0bMkheAqdPn+a3f/u3DzPE/y7wCqwSjI55qtVQZXQ4SrCDwLbbjWBSyX3E8WSH4/E2t8U3cF7yq+vfwEc/9yoWvyA5+eSY+Oo1/O4ebjDEWot3HtlowJElyqacStbTViGHRLpRTYmAiwQ2k5hEYCNR9+OB5vOaxppnZ2eJz3TPEglLQxaMXMLxaIdT3S1SWXGb3uW6lTxnlrhe9fj4zl380YWzuEtN2hdrX0oUTcniYeG0QFpfS8r7RtnJZGTjA94j6tThCdnx1EbP/dfbb5Yo9smP2PeETQnojCp4YXXdiDJUAG7GJat6hw+PbqN6rs3wuODIa65zrrPFaDGcM6/vXeRGFVSIxpmSi+NFOlFOLA1JvR0/Fu9wd3KVj/XvZeNyjxPrIS3bKUEc25mqSP+jC++kcqFQZCsuSOtaMgvxmEQZro/bfOkzd7D0JViynv7p0Hsp6gcvXf+MwKbQlZ7P75zGecGgTDBOkmgzJYjOh67wMLsnCkD1Fd1nYPHREbYRih46LRDeTM+9Kfk5gJfabEyVx8k8NPn5AlO/0Brk4ceerZd0v9znyQeWiFfWqLyicBHWS+5bXuPhr1P0+ymD06EWkEsNeMhXJMIGBm/ahlNRRSwtjZUhWjnaaUEWVXTjMcdW98hUhfGSq0c77NzZJdqb7cSehtIO1FgTtt5omboxqZkcb79/HdZtVKbKOuHa9pnCK4E0Dhy4WGKT8M9kgrwnqdoeMUNYauERSbLniAYOOxJkGyWysIjKTo3gojTBAC4FvWfb9E+38ALSXYssKmTlkNaTL0aYTCCsJ90ypNeH4bj0x3itINJQViAExaneTMfaq3p+UzUZnZBPJ5gk4do0kDuvIV8JniMb1+NbG6G2h1DUYcpajfPeI9JaOdzexRuD0BHeWrwxuGtrtzS+OTGa40XYvb9CNQ23r67TjnOWkiG7VcZm3mQ3T0nrlg2RsCzrPrmL+PTwTj6+cScXf/8sd36kj766hc9zfFnhy+BjEFojswzRyCiOdXDR/kIPzBTrcbXx0SuBiwVVIxiWi55geMrhspAFNT4m8drzyJXjXNhdmNY3OtXZJVYG4yTHsz3GNmItb2Oc5NJ2D7Oe0b4iaK459NhRtiWqmE3t8hKY7FIna1Vtcp+2ShH7as+kKeLUT1SXUPASpPVTlUjnDi/F1Gs0+V2aCfmabbcnhCeqSUokHa9evMKObXC1XODYq69TOcn9i9e4o3GDG2WHjbLFtmnQUgX3ZlepvGLHNBiYmEQqlHYsRUNORVus2w6f2TxLdkUT7wVTsIsgiWbrk/bklaMkaYXWlspJUh3x1iNP8WB2kVRU/FLxLfgoeKBkBfGu58jnBqhLN9j9xrPceJ1EFYLdLy+xrUNShMrZzwqU+yRZGjHNuhEe+M7Dj1vl4bXLhZvVY6dEECB8LQfdFFL10/MoDG5yRx0RNx5VhFYxotlASrGvGNkZmH6NwYmYxUuG9nOS0Wtj+irlCj2MV+yUGUfaA2xzxGgpwtblLpyTde2q8HssHcMy4tqoQ685ZlxGFEYzrjSbw8a0mF8SVYz2UtTrx+hnZwylVQcIpdu/HdpM+JocTa69A4+d5EWIF1zHhGQNG9eFLZOgkFVNgU0Epln7AfPDh1x1Ht7XZIJk2yDHQU3xSiJwiLFB7A1xu3v4vCC+3mT5YhevJOz08cMhOIf3nnYcIyZJHMYEv5lS2HE+DbXKdhvRyIg3Zotm7N0OXjpcUmcCFmLqs/RJOMAuk5gsVD+3qUNYwagU7JYaPe4S73ZJdhyqoja3h9f2KpCnyRw5mS+93J8Dv+pxnenTzfF/Sfzomz/Ggh7y2b1zfPihV9FaHSCFpyg11dUmR+5eZ8c2+fjWXZzfXWT9ao/sQkTUh+a2x2Uat9hG2FYo1DYchx2okvhxDklMsRgx6XY8kaRnKflSdtR+qKm+QFwMxSK45QqfK6JthR4FImEGDbabaTBXas/OTjPUQbKCpxdHdLKcnWHGaKtBtKlJh4J416NHQcXQY0HUN6jq8MxoapSW9YU8zUrbv3gnhuwg5/u6qWIgOlhxk8/ByyCJ6zx4xGydyTZpzuilmKm12wRaOiQeKyS9ZMzXNc/TUTlnkg3+2ulPU3lVNxB1RInlWLxLIitSUREJw1rVpbCaraJJZRXtOGOhO2LdtPnS8BTPXTzC8hWPGluEdZhMkGk7JeSHgSsU40rSWxyylI14be8Sp+MNtmxI8V5N97j71Re5dKbHcDdDbkbYtE2y3aLoCkzb4iJJshUO4GRhnPb7O9AJXFb1+VzBLL45gM5z4efuudBnTg/9NFQM4KWsJ35/k3r4IvgQvtAjFzww22PE3hBfVYhmE7QKqgJgji/issMvDem2xfWapFuOZ9aXWTo5xHhFJkMbmX6RhPNDOmLlp8VCJ214JpWcQ0NeS6LMTVFj5wV5GWFrM77UjmYzh63s0GOG/cbXYTCTjNx6ga1JUVB4ff19++l3HgZSh9gOzGPTDYoMaoeN90mRTUPByFkU3Hwp1BpShUd4DVIgS4eryZgeaLQPbWt8miIaKT7S0/H6yuAPkGGRJCGyoRRCSbx1iDhCRBqx0MMud3CxwjRnow62rrfExBYg67qkMmSkUbeysel+KMFrj1Uemwqqjidf3t+EgNgPbQLiwES3n/F761GJOTH6U8R73/te3vve9/5pD+NFWNBDRi7mc9dPsfJHinypR9kCn3h82xFJx8e27uazT5yj8+WYE5ctelSxd0Zz45sNg+8p0UowHGZwPSHekXSecyz+8Q3oG6rVLjYW6NxPDXV8DWz+pVA1BKryJLuu3g17ikVN2VG4qzHI4GNItiAaemwCJlPYNBRrM5kOlWKtYNTvMGg0ibY03Sth0nERxENP3K8Qxk+9AjY6fMhBlWExs7EPknvp9zuiQ/AX1YqSTUJF7ImK5Gu7gjT74biQOhzCh8LvGxWdDnK0t0x3T7OgqUvu61zDIumqMRumQ99lRMISC0MqAwECaMoQdpXCoeoVoPKKygfjdukUT2+usF00WEhGXO73iK9ENNYtsjAI63Dx7GEpoTxyI2J30KX/1AKPZGfQSzmTNjGNtJx2JZeRwy5W9JdgoNxUibOloqqiugJyXXsl3w8DTKokq2K/eeWsYUtpAtlVxc0L7sQ3NH0fIcJbHfScURPiWj0KC7jEqxibKnQvQ+YVwoTMPxwgoVxIsNnhj3fjuR18rIn7DvFQh088ez+maxGZgX4UioxK8MrjklD6AgHocKypDrz3wc/jQqgFUSsMDrwRCO0ZbCaceno2VVHlwZeoylp9ra8XadknQ/6AgmTD4KZKxUTBO6jQSRFUbFUbieuQ2+S1p5/tkHBReB1hocpCzZ9oUF/7SiBSjWzEQdiUEptFuEihxhVyGAjPhBgJpRDdDkIHBctrhbS1+txMqdoJVTvCZjLYIGbAmbuvU1o1vUQm9b4OJlhMmtVO7j8Yrp7ghe1nXmi7lMIzKGL6TyyC8HTu2bql8c2J0Rwvwn++/hr2ipSdax1WBDSvO6KRo39Ck74jqAJLesB97Wv84bk7ADjb3uSOxg3uS69wSu+wKA27TvFEeZQvjM7w//vy60EcofNsG5tq4l1bZyFImPQ5nWERSfZC8bVoJ0cOCsQoJwU6jzWoFhsUSzFlO8T2vQRVQjQMMqwXYYKpGqEGCF4E8+Q4mP5CVkpQa0yqgnKjCI+bocSAKus0XxvqIYVMtFoNgnpS9mCYNoCcZty9oP2BD8kyQPBYTeeOWolzk4me2ZQ5gH6VsGManEy2aaiCz+2eBaCpCyLhyFRJIg0NWRLJfZWncBG7JuPR3WM8fe0IdiMhu6ZorHku3tPj+u17jPZSFq5AvF0iRxU+UZgUdgcZo2gG+V76oBwWEtmXCCdhiakfdlzEVKXGFqHyL7Ua5IWqi+D50C/qeBmM2VaA0EgjUFNT7v6xlVU4p2Y91l4x9WEAUyO9qH1BU9MvvGiBnZqFJyFVFQp/hl6rqibUKbLy4Tyr4SaPOyRG53qo3FE1JPEONK6ByTReBdVrQvKEv/l9vFCBeExOmckqd+DcnVwbYbMi0OOwaSm6EmEOryhO3k+VflqJOtRy2yc/k3lA2P1/Nz39wCE72Bdycmc4/uHalVVoAK3GAq9nNI2XTMm6myjQEy/Z5KWNhfpYu0SFHnTGIeuQGd4j2i3cYjuokBBUw/o+mwZ/m2nKaThwFrxx+QJDE4zQDvGyxVtLp+tMz3CsD1bIt15gnCJRBklo9RPC8+ExzgvaUc7vPP4AugCkYLc/T9ef45C4sLVAVYWqzE6HSX68qNi70/G3zn6SN2TnSYXl1fF1/nL3c0RB8KkbdQqs91igLS13xjdoyzHufsEHkldj/qDFwlM5ascEKVdGhF3sbGGexrUcNarqfmIlPi/AWej3iTYT4uc1PkvwzRRT73zCJOxwUXj/aCSoMoEugvJiEkGy51C5C4pW4cLE6D2yJnazjNlFYhremviMhN9PSz8YWjvoxfKSmwyzToGUgWBNFaKppBy+P238AZVhtkktN5qHN4/zJY5PwyCNqGSnDKGMwmqauqQVFSwnA5ajARLP86NlLg97PL++iH6qwcJ5T+tygR4anG6wnbQhcnWj0yr0zbKhUndRqmlPsMPAD3RIY5ZQLYZGuql2VJUiiiqUdAjhKQnK/lTmh/Azl8iRRhiBbTu88FQ9iywV0oj99mR1LS1d+1NutZv3yyFf2m854aIQWlCFqE3AE99EnYE0iTq8QGWZkJ5pCQgfCIbTAqlBxOKmc2uaEXlI7NwREfU9VVtQtYJx1ulwDqtx6Fs1CUP6uvLxtD/jxFenbyaE6VYgQlWzPqfrVhyyEkjj0SNP1ZqtPEK85/cVWQmi2k9oCP8OhNGMuyksc3BjAvVrTM1HwAE/YDBkAwVEfYGYoT6Xl4QstEgQjfw0zD415luPzA1IiY9U8A0ZB0rgU43vtpF1iyvfCHPjBC7eP55VR+G0oOhITCqws0UtOZes04/SqYp8EJPCq9tVk4vjRZq6YLNo0tAlvWg0VY/GNmbbNEiUIZGh1dPF4QKLyRDnJZmqWI4GiOsJ5VEDTiC251lpcxwSq90+hdFsKk++3Ca7AeMjgje/8XHuTK4zchE7BKNjT+a0MdOJNAISqai8Iz/gr7gnu8q3nWvw4dteS/dZSWQMNtX7k7n1s8zFqL0QsvGRwi218Ue65EeykMGwkSN3RwhjEbtDomGONG1cpEIBy0nNJlOvCpNQlQ8Tox7bacxelhZZWlykMO3oRbvGrwWTwpmu3jHKOs1a1D4Gm4SMurD79PthtYNqgdpXmqSY7Ebr11UTs+jElxLe189aZqD+WVrFuNKkkWFUxTSikHY8qiJ28xTvBef1Yp0FZtgtU0qraDUKto8neKkZHU3wMqHsepLjQ+49ep0vjW8nHrQoeh1sJCiWws7XVDOYVAcKs1whpEc2HPecuI4WjocfPUO5l1F1LfFijo6C6uCMuJmI2dDcVo4Eou4f5RNH1fKhEes4LPJFF8YnLQjILumZe+lVrf3Qi6/riJksLNY29TTv2GWhMebyRg+3maCGsm7MHNrLCBeyeSYhoKmnT+6/bvi7n4Z+4MWK5Nc6Zggkpux5TNuC8uBC3zZzkBjVZWWEZT/L0gu8DoVlvQrqrhkLqnbdo8zVhKhOoVe1x2bv7GzESBf7mwfhwrUfwlS1ouZu3qBM/GOTHpIcnAuUmBKiEGadhLwFRtfHvfYtqfzw54hT4DPqebSu0l3KaQKG0wLXiJHDAi8lNgnkyE+kUufqcznGRxpZWmwjCvOOlqjCYhoKk8hAViVQexlnwQPpJXZc4yWJEQRy9Jw4yuW8R79Kubi3QKoNG3EL5wVaOjpRzl6ZcmPUDgk0rW1SVbE26rCdZzTjksV4GE60+vy71ajEnBjN8SK8efl5xjbi8WSVp3st8iU49ZorvH3xEUYuwYlqyuqrmkhEQCQECoHzfppgVnlJhSKVFWfSTdyZMYOTGZ0LDqdrr8EBxeSwEJVBVCbszLTC9Zp4Dbu3Rbh7I9KtFrLyRGNPsl0hKocalYjKIpUCJbCpxqsIG0t04TGAiwWmoaa+Ah9JTKymZGYmD8kLPSi130rip5nUorZdOHFAJq93r9RF0mQVJP+JgVu44HFxWkxZzGSna+PZFmrqIVsniZQl1Z5EG6o6zVrLUBd6onpNMomckwjhibUl1pbWypCyq8mNwlmBjkJ7lu2igT9SsPHqlKrn8IkjWxjTTUtKc/iFzx3LYRjhE8t7Hvg0f7n7OT5fnODO9g2e7h/h4SdOo77cCjWqFi2iYVCxI0lLpPQYo7BGUjU0jBWikugdhVkyDNoW3ax44OQV/sLRh1jVO1Re89H+vTzdX5ntWEtwtdIljJiGeYQTMIb+lQ7FiiZJKqoVh+lozEgjxxJpRFjM4wkBEqGC8MFzbuqZETepjLNIRhN1axICEyY0uBU2tKBQudg3LZdMPTIHDbJehLYcXgY1zKZQdl0IT5YhWcHLUOemaoX3MDOqGKGsh9+/vmoFN5TGmEhqTCtdTzxZtburJhsHjoMIn5nauzghpqoMYXns5OI8/JirThifHtbKswjXuLQCNXbosQ0hvCRCeI8ahvC0dzIoQr0mclhAWYUebjIO6r0KpMpkEYhgM/A6+BxNI6hUs+CMHtF2JdGBVOQXVpRPRUXuNTfKDu0oJ5H7ZTFKpzka7+Fagqt5D4Bz2QaLesDFYon1sk0kLfdmV7FtOyVFvnFrse05MZrjRbg3u8qObXAt75LevcurjlznLx35Y1JR0ZZjUmFoCEMqHOoAKYqEJKrbIkgspbdUtSkgFRXHom2+887H+d3yfvhISvN6NZWXg3l0BpZxYxM3Kb9vLUIpss972qdPUJ5ZwmQak0m8grKjSXYqZD9HjPKQohxHyDhC9xN8rMG4OmQ2DF2/lYI49DfySRQmSr9vwj4MgrcDyP1092ljOW2NEhasOk3WhNCe8EE5UqULi0d0IKNN1kb2A8Uc8SEsYeP9XfqssE6ipKMRVZg6zTrUNVKMTURZkyRRZxa5urcVXhBKqki0dGSt8TQ7aTKsYRlzZHmPndTAKAIrkdLTjEuWGoc317pCIXOJGEr+zee+iV+O3oyQkGYl33b6KdL7K76wcTdLXw6tLKJBMOTbNMKkIXxg0lD5d+LbcRrsccuDZ67wg8c+zRvSqxxVCRLJht3lzMKneLhx4qsP7itgQmimG4dpafRwTiQ3FKy3MVEoziciHwpTZi5EpZyA+jWE8ciaGIcaPWLakNaJV+bcgNCLS+1MFJNQUdmroJZM/DAvqv81UY5hP5w2afHDgc2TAz0SZGt1ll3uAYm0EO/ONu5o6KbK2STTDw4Yreu/y8qF619Qx12hrp3AtLGzr38IH9QjmGaX+kk2I+GYVDOswpN2GbKs/VdyX0E2DYXXAj2yiETVc21dQiCt63QNLJGWqJHCSxnS+H34PDap/0WBpLpIUHZCtm/VnE11Pqlb9FyOfAkKooRAIjmjh9wdPUzlp/aoKWpOChDa+9SHPRWCquWZzBSLUvOHr3mMP/rtB/EC3vzOL93S+ObEaI4XIXcRG1WbxXjEO88+whtbz9WEqJpKnw4RuH4tPVvvcTgKHNZ7Rh52XMwVs8B106VwEf26+vDp45tsrRynceOg0Xi2C+3Sj9yLyvfl74lHb2KCNJlgvOqplgxRu8BZhe0voQZyKmU7DTYLC4saybC7dt06fbROrZ1cjTXp8DNcQZMxCufR45oAVR6TyqkpdZoGPmkiyz4BmqpDat/jMknn36+aHY7HRAKfPGYWTJrHmgOZYpPb1knSFxQ81NJRSk9lFLZ+jJeORIRUbSk8lZOURhEpR6oNS+1hMHoahVaT1h0znCNe4HsVfqDJnouJd4OnxEUpnylfj02gqSBfkIyXJb3noGoqyua+3yseeMReUN6ikWPvjIbtmC+5k/xW/BruObbGaR0xcDkfH59iVe/ybY3Lhx8z++T2puKcfl9dmZwTuhToAUyqMHOAUCDBqf1jNzF0I/x0U3KTufkgSTkE3vmOP+ITa7dNzwN9IA3S1CffxCcihUcS2qkczDyCUGF9QpklgUBL4amsoqyLdUrh6eqK0qmZMxfV2B4ooLqvGE3hCSuy8/vZZ5OyCUqGPdLE8KyCkj61TbnJFxau6UCaggrs4sMfbGGDWqTqiueyhGgU5hOnxXQ+tJEMWb8izCVh/BOJMFgQvJYI6wLJkhANQl8yGsF05nQgtXgQt+ZhfllcNAN2nCbi5Q3z4bsPC8QLzdkvPFdebk/dd54fXPkUl7+9h/GSH1j59C2NT/iXK8c8xxxzzDHHHHPM8WcMM+4d55hjjjnmmGOOOf6vgzkxmmOOOeaYY4455qgxJ0ZzzDHHHHPMMcccNebEaI455phjjjnmmKPGnBjNMcccc8wxxxxz1JgToznmmGOOOeaYY44ac2I0xxxzzDHHHHPMUWNOjOaYY4455phjjjlqzInRHHPMMcccc8wxR405MZpjjjnmmGOOOeaoMSdGc8wxxxxzzDHHHDXmxGiOOeaYY4455pijxpwYzTHHHHPMMcccc9SYE6M55phjjjnmmGOOGnNiNMccc8wxxxxzzFFjTozmmGOOOeaYY445asyJ0RxzzDHHHHPMMUeNOTGaY4455phjjjnmqDEnRnPMMcccc8wxxxw15sRojjnmmGOOOeaYo8acGM0xxxxzzDHHHHPUmBOjOeaYY4455phjjhpzYjTHHHPMMcccc8xRY06M5phjjjnmmGOOOWroP+0BzPF/Przxgz/JjWeWaF5SAAxPWXpnd7hraR2AzzxxG+nFGJWDi6Bqe/zJnL/0qs9xR7rGf1l/kKc3V6iMorzQIrsu0WOQlSfd9kR9iyodoyMR+aJEOI+sQOeeP/6Vv3OoMbvrd1J5e6jnDlzBl6sGMZaGrOhJw7KMiYTC4ZBfZf+QHHvuUO97x2/8DN6F1xbC33RfNY5QieW+k9d45MJx2l9I8RKKnsclYDNH82SfVx25TlOVyPr5UjgAnJdE0iLxFE5TOEXpNKVVaOn4j9/wrw41ZoBv+fD/C+fF9LYUHufFdAwH73up27cCe+A5vv5dCM9n/tz/epgh89CF0wBEwoV/eCIBClBCTL9hxcuP1eKpvMcCDqg8WATWC1z9PIvAeUGJpO9SKq/5rtseOdSYAZ64dJzcKxSeTZfxPz/1Lv7m2f/GO5sXqfBE0/f107HvOIern//lcpXjepuzugTguSrlvee/m2t7HbQK10ukHIM8YbidgauPdSE5/z/93UON+du/5Z+ACK/jlZj+W3t9zBu/+8v8P45+mEg4fndwP//7H72V3kMxyZ7DC4FNAAGyhOklMfkpwAtwOsw7NhEID6rwYX4xns/8u8PNHwCv+q2fxnuBEB7vBZGyRNoihUdLh/UC7wW2vmYTbciiCiUc1ktM/XctHZmuSFVFU5do4ejoMR2do4Rju2owdjFjG1FYjUPwG2/+xUON+defeT19m9GUBZEI36dFoPAo4V7yOdbLFz3G+v05rvKK3Ef7r/eC67fygTb8yN1/eKgxA7zud/8Bo08uk214VBG+Vy+haglcFH6ffP82Dj9lfeFN7gdwMdjEB4nHg1cer0FYkJUAB6braJ/Y46/c8cf8zd4jLBy//FXHNydGc7wIW7tNxEJJPk5xsSc5NqKyitIq+lWKGGgQMDxrWDm9zVuPP83bO1/mvmgXgG8+/RzDU5odl/J30u9ntLGMUwCCfAFMqkl2bZjYnMcrQbTrUKX/iuP6aoiEOtTz+t7xmdHtfHLzDq4OOvzg2T/mh7pPEomYsHT+94c/MPkI4VGJxQ41Fz5wG2eeKNHDESiBFwJhHMJ6yoUmX/jGu7n9Gy5wqrmNcYrCRZROo4VjbCNyqzHh4E8X77yKZhqrkg7czWQxUnZKgCLppkTJeYH04pbI0cHHqINEUXisF0TypSf6W8HQRyg8FotFhJnTexBgvZ9+y+4rDNO+DCma3n+AHFVeUXlN6Wc7fxYlVN4QCUEkhrTiglRW0/FIAZGQREgkkpGv2HIxDWFYsy1+/cYbaeuCo8keeyblRtHm+fUlrFE0mzlaWZR0NJIS3wvnoXPh30zw4fsTFsLh9qx+puDh7fv56//Dcf6X+/4z39d+mLu/9Ro/ufC9+I93SbccqhTYKCx+0tQvVS96B0+JcJ/HRQIv68XzEAT8ILK42n994Um1Ced6fXuCybk9IT9aOEqnpteZlpZ2VNCNxixHA5Z1nxXdZ1Xv0BQVV2yXS+USa1WXzarJ0CSHHvOXRqcpnObbO48RCYPC37Q5CmMPt+P63LfIF93narJkvcSxT5xkTbFdvXUYuoTK2+nzDovxHy5z+n97CJfnL/0AceC7FDfPNUIphJKgFMgD9zkXbjuHUArvPb4ske0WLHT5rVe/jT/823fyX45/9fHNidEcL4I1ElcoolzgTuQUo4jCx5QLmnaUc+f9l7m/d5VvaD/DqWiTVFh60mCBvpNctW1SUXFCDXjT0Qt8qLuEKgWi8FRNgdOQ7IX3Eg7iviMauf2d4WHH7Q93sX65XOZXn3kjw/NdvPY8snKcnfajJPWOSX4FFSHcfzgo5bHcPGbnJP5KRucZQfuKRY0LbKaodIQwHml8eEfhSW+MOf2hiPP5Wfa+MeXehbV6MvOYegdrnMIhME6yNW6wvtmGjQS+9ZCDBhJlcPLmY+K9IIkMJxs7SDyfvn6GnZ0miwtDetkYiZ8Ss5eDqwmUFH5KqqZki7ATnwVSOFIRVLQITyr21aIXKkX2BSejIzx2suAnAhwei8cRyJCslSMlLNWMhGiCSEgcjkhIniiXuLi1wDPLq3xXY206zso7HIJIwFWr+C97r2HbNLiRt3lk7Rj5OMbZA59vJ8I3LCaVN6l9UnqcAyHEzCRjwiO8AOHCDe8FC0+VjHYW+J++8T38j9/6Eb6v8wX+zWt/hX+0+E6e//hZWhc9qgpExyY1sZrAcdMcISuQ1gcVKYKvcnp9VUzIvRKeSFkyXd10fIyT03NTC0eqAymakIRUGTpRzmI05FyyzolomxXVpydLknpssRAsqg3ujDbJveKS6fHw6Myhx7xTNViJ+6SiIhLmpvsmapBiX02O6t+tEFMyNHnsRBlXOGRNnKaqU33cU1mi/CtAG960izy6grt0FdlsILTGFwW+Moiofn2lEHEUSJJ1+LLEGxPOT6WQCz3K249QdsLcKHw414T1gUjX551pKsqWYrwi2VpfvqXhzYnRHC+CKxRYgUs8bi+iuTrkzSfO84bO8zRlwdAlXCkX+NVrb2ZoYq7udMjHMX/1gc/wjs4X2bQtvjg8w8jF3ChaVD1LtqZxkUDlkOw5nBaUbYEee6QBYcCms81sSnztFGXgcj43vJ88j2CpwI81j2+vcnUlYUWFSSESsyksLwcpHRNaJYSnKjXplxqsfLEi2RgDMDrZoH9SY9JAIqNBmADwIKuUeOA48rmKnZ1VPvx1Cxw/tk03yYllWFF2y5TrOx2KtQbZVUVnN4Q0Z0FDl1PCVRhNYTWJCpPyN3aeZt20+a/5XbCRsDGM2O2lHF/coxUXLxtuO/i3Fz5m8nMWYhQJO10gYuGIBERCoBDI+icwXRwqLM7vHydFICHhsfsqkxRBPQI/XWQAUmFoyILoFSBIk7P6tN7mSGfAmWRjqo5GQFVvCCrvqLzmcr7Ax5+/HbPWIOoLIiMQFmzqqXoO4QRiT2PailjboBLVx3iiXEo1GwmFmltJ8FLUio/HI2isVZz+PcmvXP0OPvOdZ/knp3+Lf3X7b/AT8XfzpQ/eQ+uSRzjwKhCeg+KENIRwSh1eETb8TZQ1OZoBsQrHIlGGSFliuU80pPBI7SmtRgpHKyrIVEWmKrp6zLIecDTa4Wy0wYospmHaCrB+co4AeCRQecm6bfJccZSPrt/FPzzkmL938XM0RUkqDNHLqDgHNyWRcLVyGtTOiTJrvaDwClsrNQeJvUVghQx/8/W1NKNidLK3A1KjOi1Eu12rPQLZjaEmQz5LsO0U24iQpUXv5shRDs7hk5j8VI/Lb4nxdw4RArwLoU5nBc5IhBCo2HL26DpvWLjMA41LbNnWLY1vTozmeBFEofCZpepZXveq53jb0uNcq3r8u4tvYmecMtjLEFsxeiAwTU/romRxx/PZk2f4vu7nuScOysUXRmf44uUTyLGkaoEaQzT0eCHIFwTCQbrtQICLBXnvTz4XYM0a/tv6HfgLTaQH5eGSWeE/HXkDp5Y+waJKsN4dinR9NUjpAYcQkOcRzc82WP30ALU7BmPxjYQqkwxPeEzHgYWoL6FeNBDglUTlEj2ExlMJWxdW2ZSecslBu0JsxjSuSpo7HpzHxVC1ZyOg7aigcorLgx6FVSjheXBxjaFJOButEwnDUnvI+nGBs5JqEHNhsEzWyzm1sEM3CaTvK4XXDnqWpsdLHJ7QqRcQF0UQIKbkqKYfE09ZhKIS++RICoFETEmImkj9dTiu8iH8N1W4hKNJOV1oDosIhav9Qye1YbW5x5IaoFHBVyTC2CeuolRYmrpACEg2Je2LHlk5hIeiKxgoiU09sgrfjajHfNDH5WdUixACpwXChmv9prucR3iPHDiOfcpy6fodvPNt/xPfetszPHz1BKoihN0PPM0pEUiV3CdKwZMiUDZsFPTY424WTL5mZDqE0lJVoaUjljeHjIxTNJMRR5I+p5NNVvUuK3qPFTmiLR2xmJBrQe79lBQBjLxixyVcMQs8Oj7J1bzHWt5mc9zg+kb30GO+M9rl4D7n4Cw1GXnpJRIflLBaKQWPkvuPr7wj9/veNIug7yJyr0mFCaRIMPUdKWYjRjcGLY75MaLXxTdSxCiHQuCbGdVqF9PUCA8mk5hUoipP1NAkGwq5uYfrNhiciDFtz5HukBOtXRbiMZkqcV4GdUxYlqIh92eXWNW7xDierVZuaXxzYjTHi+CTff36sbVVHnruNGI7Jr0h8QpSgjlyMlGpPCwOT6+t8LEjd/FAeol74jVek1zl4pkFPrF5L2XHkxUCWYGqgq/IJmBjgS48ZUvi/oTPRusdT1dLPH95heXHg/l7tCIpR5oPPP4aHnzdJb63eY1E/vchbFo6rBD0txv0Ppdw9I/7yJ0hAD6JMe2EfFGi7uiz2hkghaewimER099oEq1HuNhjGx7TEAgniPqC3lOevbOK8TFI1yXxrqdYEJRtT7XgoFN9lZF9ZdzeWGfXZJROIYWntIqOzunonNv0iNxHtOKCnSgjzgpMQzIeJYz3Up4eHaHXG3Kyu0snym/yOLzQG/FCzOJrqLzCIsjrUKPE1QqSIxEScERCsWUNn8pPcLlc4vWN5zirB3Rl7dHyLyBqEGR+73Ei3F+xb8C2CC5VS3z9oUc9CfXdTC5yHwHjQIYOHCuJxOI4m27wqmPXePjq7RR9iR6BHu0/3wumoRHvBcZKlPR1AoCY/jwsvBI1aZ+Qx/37hPdhxa6H3X2+oPHvYx5efYA0FcgyEJ0JN/Oyfq3wH16Ff3rkkcW+euo0qPLQQwYCIZoYrSGcb0mtvBovccLTVCVvbj3DffEavZpYhEfvH6+qPk9yL1i3GVfMAs/kq1wuFnh6b4Ur210WWqOpZ+700a1Dj7khBH3va5K/T3QcQU2c3No3W4MlbAwOhpCVEESiDgv7cFC3vGLoEhZ1TiUcqTc3bS5mwfblLqtRhes1wwi7GdJ0kYMcVVjKXkzVlNh4ci6BSSKKBY0+1cLLoHx3npFsjo5wfWmRxeO7fPPx53hT+xlO6G0iYbDIWlEL/qpU3tpJMidGc7wIUbPCbKY0zyvk4x0iCbKAaBQk7mjkiAbhoh4vKcq2IF8W2ItN/gVv5RvOPM87Fh/mgeQaJ9MdfGKRuxKVh9eQJuwko76naghMJlCFJxq+MhfdCzHxHjn8TYuMq1UEbwXZpiW7PCTuN9g9F+GfavCLS9/Ca+7+99wV7RNFiUAJeZOfaRba1L/R4thHFNl6QdmN8UspZUdRZcFUWizCycUdltIhi/GIexvXOBrt8NnBbfz+xXsoigjvBNVughxJ9EiQ7FpGtxu++b6n+MOH72F8XNA4PuBcb4djjT0yNRsxOhLtEQmLbIaMt62yMZXWUyFpy5xY7R8zLR3t1pgqU+TjmJ2tFoNhyspCn1PtHbrRmEi4/cwuP5ms/U23Xy5UcCvIfXTTpF7hiLyjEo5cWHIv+NT4NP/20pu5+Ogx9FDw80crzpze4O2rj/Ntrcc4o8dEYjLGYMSemLGt3zdfT7LSdmyDf3nhrfzFOw49bGB/8YpeQrV0B3buDkflJSObBHK5UjA66jEjTbQeUS1YRCWQZVBrw7gFwgvA4WvlaFbFyKtaLZJB6TlIjLyoY0wH3kLllmyzVozFfuhswvmm5mtqz7ysN1SmDsO7MC/hD68oQgilHfQMRcIRSYs9kEBwPW+zaVr09RZQ0RCeppBYPLn3FB7Wbcb5apnPDs7x6O6xekOjsU5SOUmnkU/VxcNkbB6EY18ZCkTnZoy84I/GZ9i1Te5LL9MUJYsqJxV+qnYefK2DCQapMERqSCxCMkVak8QIT/4ym5dbRbypEGaSACFwiaLqxohuTLRXkl0fIY5m5AsKkwjyRUm+5ClXHLJVkTVKhlsZ7cdjGtcF8pLGPbzMB1eX+L277+PP3f44b+s+yu3RZm04rxNPJjHYr4I5MZrjRciykmKrQfe8xUuBHjtk5XFakGwVqGGJ6aX0TyYMTkqKJU+0B62LgqFt8vHiTrbPNPiREx/nruw6d527ztPREYYywcYSnQMOmmsWL2G8LBFWEA9n9zW8ENY7HP7AAiJvIkf3RBscPbaDTZaQ/RGN8wab9ADF1S+t8v9d/kb+3pE/pFX7jCKhcIcsC/BC7FztsPqHkmjoKDua0RGJSQU2rb0UHvIVS2UVz+0scUn1uCO7AcDt6Q2+6UTC1VGXZzaXqUS44G0Me6c1t525wv9y4nf5GVVhnCJTFVpaEmkoZpTmbo/XOM8KlVcY18B5Se5Ceq8Ugp4s0cK+aJ2SwqOj4OMwpeLqtQW2+k1uX9ngbHOLpip4YfbPwd9n8Ri977l38q7jX+Tu5Cq5CGONsVy3XX5n8zX80ZUzjG40EU7AYok/ahGF5sIzR/ilp47yS+1v5PjRHd60cp43tJ4PXhI1Dn4RBFVtZK28nKpTDsmp1vahxwwTz5Ot1aBJ+vRLL0oHDeNroxZ+O8YojzCCatGwcnKH9cs9yPU++fAiZP05OXsIrYawYcEVB04Ar/Z9RtPLb3K3FLhoX12aKFpTHlwLWJ5gtlYFuEhgU4G0gRTNEGWdYrJhmPyUeJbiAct6wOVygWcHyzy3vcTH9V1EC4ZVvcuSGtKWFSOnOW+WeDI/xlPDo6zlbZ7bWCIfxSwv9WnGJUJ4IumIlcU6ia1T/yf+vMMg935q7FaE0HDuPWs2pidL1m3G//rIdzLeylg5scNdC+v83WO/T0NVREKQ1l614E9zjDwMveah/DTrps3dyTUetQ2eyo8RCcuoLjOwU2X8u9OHP9aqEFAZ1OV1iCJku4HLIrySeC2Rw5LsUh8vOozv1AzOOFzqEEZw6sg2b199nMor/o9jr2LrsWVcw9G4pFh4wsMTDT7RfT2/f/L1LLx2ne899TBvaz1KKizrpn1L45sTozlehPHjPToXINk2qNwyOpawcb9mfNyS3mgS7zYZrXrMyQIdWcx2QuOqZuGpkmgYsXkMFpIRldfs2AZPPX0cEkv7vi36TyzSOi9Idh2q8KjSUfQk0nj0K0iMDqpEha9Ys0EGPqNj5IF91bJS/ODZz/Bzr38HrecbqOvbNJ/X2LiNl5IPPPQ6Hvjmy3xP83ydISTQKAa+wPmQlXTkkGM88imF07B9p0YakKUnGoWJX/hQp8VnYbe2sd5BrcX8yyffjvAQb0viXUBAtusRi4LhWct41VF2BX7Y4Mmqy1I0ZM9kFC7US5nVGwDwpmTI0CU8X6wwrndgy1Ef5yUKQUP4qWI0qc/knMQD+U6K3tSIxOPbhmIc8cSVVa62O9yzdIOzjU0SaYiEfVEWWyQOT0jzXz7G//aOBX7ytR9kSQ9IRUUlDL9+44189o/vwjUsiyd3ONfboqGDT8F4yU6RsdZvs7PZ4uqTR/jNp1f4zfZrWV7Z4xtWn+ctnSdYUXs3vdekzovE8QMrnzn0mF8OT+bH+KTeIxWK23RJJCSFdzxRNfng7oM8tH2Krb0mXvlA9Oq4ycZ6B1GGjEbh9s3Wk9o9BzGL+CIrh5diP5R2IHT3ot8JHqIXcT3BNM0/hCvrcSmBrDx67LGxwKSgyhDOFDP6uSZqka7Ps4VoxDc2n+K+eJsNG/EH0X08t73EJ56+gyeWjvLq5atkqmSnyhiZGOMUpVMUNnz/R7t96N6cNFBZNa2DNClr8XJE91aQTn1NIYQ38p6rJuNnL38n3778BCt6j/FOihwqNp9a4o9XG/zHxutRwnEi3mbXZuyaBmMbsVU16VcJm3mT85eXQ1mWboUvJXJPowqByoPa6CXwpkMPm2gIfq+PNwa5soTYHaD2RDBdJ9E0DT8aGsq2xqUONZDYtuV0e4vlqE/hIv7Smc/z8zfeCoVidMIirEKWwXO28LinuHaEX7zn27j3z13hnnidkbu10gh/ponRpz71KT70oQ/xYz/2Y/R6vT/x93//+9/PD/3QD/HZz36W17/+9X/i7/9yWP2MZfesZuOBBC+hf6ehcWQXBgllGVJNvAYhPaZSqLFEONAjS+OGZKOSvLn7LKf0Fg+PTpNe1YAmWd2Be7bou0XSL4UstPFShFMwY3QH4CaTtKtnUofjsUrxz65+F1o4/p/HPsT9sUWz7xv5rubjPPSWM3zh/AMc+9AQtb5DK9U4leEfjfhnK9/OnQ/+GqtqROkdsSh4olrmSrXIwKb83ROHG2+2aRgc12QbnqoB8SCEH6pFQdkBJKg9xaXLS1BJhIXGVUn7oqN9cYQcVfhE4SLF9t0pZkPhBagCBk8s8H8f/RVMoWn3RuRFRKuR86rl6/Si8czHOvcReyalcoqmLjge7bBlWvUxD7ttIULWlju4yNZKgB4JjNCIlQIpHXv9Bp8fn+LqQpf7Fq5zJt2kIaupaVrhX5SO/LUg2bX0PpLxs+rtfPedX+brW8/SU4a7W2tcuGeBN6xcZCkaMnIxCkdLFWybBsZJ4p4liQxbWZOqH0Mh2Xpiid8+v8iHj93Nie4ud3bWuaOxxqrepa1mP74TjHyJ855ESJz3jEzM+x/9en5Vv5HTi9u8Y/XLtNWYq+UCn9i8ncefP47c0fjYQ2YRiUVKH9xUpdonHO7mlPxJ/aJXRDXyHmFq6UeJ4A96oUo0+T0IVmEo9ZCEZ6qc6nFIv/ZKTO+DkKqPC+pTEEAFckbzdfAUBVKeSMPtyRqn9C4OOK4N39d+mJW7+vz61TfwzLUjfHT3TpZ7AyorcU7SzfJpCj+AUm6a7j99j/oAiDrt37iU0Qx1xQ76hCo8nxqf4hN7d/HIleM4L1lKhoihxmVhTL7Q/NbzDzAaJhxZ2mNzt0k1iPfPBenBTuQ58CMN2sFKgZNgrCDJqjqjdkZEOox8Ugy0qqCs8Dsm1Ck6soyLwrwnSsHivZssZiP2yoz/dPXrcAiONXbpLIwYPN8luy5Jtj0mC9aO3aXgIZx4KsMccmubqz/zxOh973sf73nPe/5UiNH/WZFslOSvU3gNpumIegWjnYzoRhS8CRq89LhKghMIG4zUZTcKKfeq9oYg6OoRxZJDj8Oke9fSOldfW7JmV2k/JygWQyrxSAqixqzxdo/zll2Xs+XChXDJdPjZi9/J+Y+cxUv4B9/a5Jfv+A8sq4zCV2y5ULrs765+iL/y54/Tv36E9mcuEl1cpx0fBRKGn1rg76Xfx3cdf5TLxQJjG3FxsMDGoElRav7ufYccbyTIthxVJnCRZO+coGp6TM9A7BADRXZNEV2IwUOy6xHWEfdrc+gwR1wbgBAcWWviGwmmnYS6R02F+HSCLDzD1R6toceLBp96/RIcz+HrDn+cK+8YueBjaeqCRBrackxfpEDw20zUHvcyyoPJ6vozY4VsWaLYYI3k8no4rncsdbm/e5XTySZNWWC9IJ5BMdq5LSIaeDofbPKbF7+e5e8c8Obm0xyJ9jjaGBAJy3rZZs8kZKqicJpL4wWuDzu04oJmXDJIkkCMbFikcTDqJzy1foyn9Coqu5f7TlznXUcfoiGLQ4/1ID6RL3BntElblERC0ItHVKOISnqeN0u8f/QmpID+KKEcxQgdMtDkQOIqgXAaq8EnDqKQATnx7EAoGeGcxPubi4zOQpA2H2iw8GRBtD3GJRrbjEIl4wNr6STM5kWtFtXjchq8Fuzd5nCZo3FRk255hAuh/PCc8E/aUO3aS3GTofywaKlwLh+LdzkVb3JKB1N05QOhiQS8rfEcp85s8m+Sb+GR9VWyqOJIs6Awekp2JuxNvuAngNZmSo60tFROTStmHwa59yg8qZBEQvBfd+7j48/fjr2W8eQTt2MTT2tTMD4qsInHOyhSjVKOc50tIum47jt4L0izkhPd3akBfVjFWCcZljGJNjSjksJqGtGMLnegf9Yx/IY7SDYLokubuM0t/ESmtBYvJGpvgLA9qrbnngcu8aruNT5+7Q7WLy2QXg0q+zNnVmmujFDHRoirLaKRp2oFVUuWYW1ZWdlF1SU6bjWB4880MfpaMB6PybLsT3sYfyLIjyQhNXNP4KXElAoqiWmE1h2ynshwAqEdLgoVaE1DYmNQ8aSuiiISFh87XCWprORSv0ckHd3XbLC+0kNvadLNYL62hy8AC+ynWn+uWOQ/bb6e9bzFkzeO4B9r0z3vUZXn6d4p/uPRV/GG7Dl2XJeHx6c5Fm1zT3KN99z2Gf7FN3wXzWd6iItXic8rmvoIutDsulXe//oWUnrKcYS3EioRdleHxOC4Il8UFEsOH1nkUoG3oeCgUB6bS5Idz+LjYZF1sWTj/pjhCUn7oqTbz+FGjrcOdkM4RwPaORIIRdDaLdKTK+RHMqKh4eRHNflCAn95tmMdCYuemDGFJRXVdAG4ahusj1vTxXZSJ8f7sBOVJpiWhQW1EVEZiWkYlHboyFCWisevH+VKv8uDy1f5us4FVvQeHfkyVXJvAWUHTEOQ3fAsf9HzOw88wGvvOM/FYomLuz3Wx00aUcW4isiiikha1octjJVo6WhEJbE2DJVHDoLa6JUna5YUMkLHlmo948vjkwAcy3ZZioY0ZkyV+vmL386Z1hZn0i26esRG3kLGFjfWGKEZ6QQhPKbSeBvqtngZigX7OChFXno4kGk6CWdJZYmUpfQC5+Q0VX9GDzPZhmPn9oSlRw1yUAYFqBlNM9XEJId9kp02zUALpEhWoZxAcnrEyDfQuUYPPar0N1XBlgfM13jPDN78KaTwfF32PPdFOZYQmsq9mCrQfac4X64ghWelNZyqQ4k2L6rD9aLXfgFzk8JTWTUT0ditq223ZUggeGRrFX++ycLTsPzQLrYZsX1PRtkRxDuCYhFMS5M1CxyCy9cWSZ9NEAZGR1JG941pxYHoTcziWztNvJEsr+whRchenJQ2OCziY0M2HmijR5qFXkz6BzfwVQlCIJRCZilkKcNjEcuvvsEDvav8waW72b7aJdpRLDzlaF7O2Xh1g903JXS7I4oUkh1LlQniXWheDefU1p1N+jbj6arLRjX3GH1FvPe97+V973sfAOfOnZv+/aMf/Sjvec97uP/++/nrf/2v8zM/8zM8/vjj/NiP/Rg/+qM/yrlz5/jlX/5l3vOe99z0ekIIfvqnf5r3vve907898cQTvO997+MjH/kIOzs7HD16lLe85S3863/9r0mSl2YB165d4x3veAd7e3v87u/+Lnfeeecr/tm/GkbLMhTyGgZVwww1MpfIMsjVXodeXVGjotXM2ZWeapxiktDnZlIbZdpvJ3aIPUVlFYuNMbt5iveCU2c2WF9oUfgWzWseOTz8mL9U5nU2EHxicBcffuResvNx8O5UMDoqSDeh87Tgn7XeTmt5iDGKfDdBZUGxiCKD6ViGd3RorW/ht3dJLmiEXUAaz5ZuUSx4ooqwsNhQsPKw2HmVo3miT+oE435Ko1FQVTqENOq2DHHfE1/dxS42GZxokL9hiNlKaV0SmG5GtLKELCuwbpo6jjGBLDmLX+yy/ro22/c72s9mpJuecsY6RhZPW47p6jGDup3BwYJvV0xQfVxt6HVehFDOpM2Er88jAXosUIXGZgqbOWy3QscG7wT9UcJnrp7h/GCRtx55iv+h/aVDj1maoEbkS4J4D9bOL/PP4rfz5PljpBdicgfbEGpERZAfNTSODIm1pbCKSKkpsYNAOibpiN4LlHLYsSRaVzxz/jaeaHiqroXE8f++/9DD5sknTvCUPYnolbhKQSkRqQ0hD+lrErPvEXKlouar+Mwi4xBKk9JhSo2Xvs5CC5XXlQwqx4Q2vRJ1jBrXcnQeMzqeEQ1i4u0CWTlcXB8wAU7KabsJAKdFqM3lQymQ5mVB/3gEicNFYR6SxoewSv20cG2HcJo0nhkirQAULuLCaJGGvJde54uc0ZJUwMhbch/S758oj/LR7XvYKTOONfbYyJsMq5hmFPoVvpD8TD/fREGdFhL17BYZa7ttXrV67dBjfrRcZcu06LuUS/kia0+tsPA8tC9XyNLgGhFOQ9QPirOLJEUaMRorPlecJroS07gefI3SSC4vLKJii63k/uZ3J0JWgnXXRSUWqSyrC/1Djxmg08zZWmhRtSDe1TQWezDO8d6HatfLi5QrLYbHJd959DmujHu4P1hiKfeMlwXpVkX87HWaR8+wUyjSuGKYeeLtkqWNPPTf3BtTHWmzsZbxM498F6PdjNVj27zvga8+vj+zxOiHf/iH2dra4ud//uf5wAc+wLFjxwC4774QF3nooYd4/PHH+Yf/8B9y7tw5ms3m1/T6Dz/8MN/0Td/E8vIy/+gf/SPuvPNOrl27xm//9m9TluVLEqNHHnmE7/qu7+LkyZN8+tOfZnn51sqXv9IQLiz6woKLPMQOpz2+klgj8LEjXR7zqtVr3NNeY63o8PnuSbb0IrKAXmd0UyGwqFlihmFhyXQFKYyqiNxoji/ssnVfxW6+yNIjhw+V/MML/zdKG+rqPNC7isoMyXbM8ETYZZqeQZqIxcdL0m1N1eqiE0Eiawk/hnzRQ8+y/hpNsnGc6EvP4a/dqAu39Vh8PKQJQ9j5JjuGaPfwuz3RK+lkOYM8QWhHpCzGqLoCvtrPw9UKXGin8s3nnuVj9k6SPY3XAt9MAyFy+8RIGFXXi/HYLCJfEsjFEnslwyvIb63G2cti3YaMqwU9ZGTjqYF0smPuyJx2WrBZ6QOkKPgwUD40fSQoLlWrXuAKUGNFoT1WeLwTJA2HtZLLmz0ey47x7u7nDj3m9iVH1dwPxbSf0lw+f4beXqjEHg39NLzjlCC/ohie6LJ7LkcuDqhUbdivwgbBNMKXY20IJ+ejmKQvSLaDYhLCQgqvFPzQoYdN+xkdGmVuZuBDCNIeN+iGRelwvUy9QZXEu2Cs9tIj5MTnFUw83sibjM8HPUXeC3TdMLWsNG4G9UWODVEU4mJlRzFaaaLKoOikm9V+baK6rYyXgnxJkC970hv1axiPvpBiU49p1J4iL4J3zQa10am66nV9W8wodWWqpHSaP1i7h23T4J29L/B1cc6CTNmwY542HT608yqe3KrTLVpQOUVhNFntLTqYMCAP9C2ThPpce0WKcZJRGbGzFTx5C/HhPWn/+tK3MKoiNveaVFebLDwuiIaefEnjdSeE1F0dhjeghyBLhTSKsqvBQ9kWqIhQTuVyHL6ngcCp/UKywoAbxuTHKlwi2Rw0Dj1mgGEeB2+Zgt07wb/zduKBDw2BR5aqpSg6kvFRR+UVj20cJd122CicO1v3xHQap+mfUsi0xFgVahsZh9rYC9WxhyMiIF1rED/Z5ejTJee/e94S5Cvi5MmTnD4d8g1f+9rXcvbs2Zvuv3HjBo899hh33XXX9G/nz5+/5df/8R//cbTW/PEf/zErK/sr0bvf/e6XfPyHP/xh/sJf+Au8/e1v51d/9VdJ0/TWP8wrjOFxQX6moGrGyJMj3nLuOW5vrGO95OJ4kb5JWE33+HO9L/PqeIPCw39svJb/I7mfxXTEmxefYzXaAYKSkCSGSoedaCwNpVCsZEPWRi36RUI3yxGv22TLLB16zI988SzxjqRYrfiJt32QP2jdTbKVMl4Ju1RbhUVB5xZpFF6Gnm0uhmLBYxoenzhUp8R0Sq7lDU5vH4NnL8D6JlESI0wgIflyTNEUdK/2Edc2Dz1mpUMq/gRFFWGtxNng+QgGWcB7ZLlPGr2pP1MskVmE8h5hanOlljgZKs+JwuIjhR7BaDyZODz+VYNDjxlg3TXYsQ0W1YAbooMUoUt35TUjb4mEmWbihOGLOqwGKI9LPV56fBRUDwuIMhAOBEEZsYIqCiWOnQmLzaJ6YZWWW0fnmSGmFZMvR4yXBI0bDlXC7m2Sqi1pXvPTNHMvBdmmo33JcSVNMN0xxtXETxDGHTko6+/KCnACF/tpcUPh6z5eMzZjtSmU3dpkHIWaQN4KrFOoup3HQT4gxuE897p+nJe4OlWeXAblt6o3PVZip9lp0M1yTrZ3eGz9KNbcWr2Xl4JrRKhBiagc6bplcKbJ3lmFMNC6OArFXTNdV7QOGxOTgjmdM0wT9FNi6mW0CwbbFjilaVyvVZfaq6yqoDRp40I4bcZQWksVHE37XN7t8om129ipGlxfeITbo3W+XNzGb1x7PY8/eRK9p7BNhzkpaSYldlKPSOy335B4tLQ3+YzWxxkXry3CIEINJSLyrN57gzPZ4eeQy1s9nBNU44j2hRBnrBoCm4Tq477e+IWWMCExI92cyJ5BpdNjjx6BKkMIU48h2zII5ylbiqInpub46k7DudUNxjM2ojZG1d+x5/TrrnLhzBLyUkq0J2lcD4Zr0wiK/O88/gBiLWHFheLAZRca37DJwAkS5dBOUBoFEspuTDpKEbsDsA5RVqRbnmgIsnREO7c27j+zxOir4cEHH7yJFH0tGI1GfPzjH+dv/I2/cRMpejn823/7b/nFX/xF/vbf/tv803/6T2dOO50VrTdu8D+e+2MeHx7jde0LvCa9wClVEAlB33kqBBGethQ0RMzIVyzoIQ8uXuXB1iVORMG0OHQJ1gfvgvCCslShUJgyaGnZG6WMdjJOnNiilZRs33F4w2rjashIKI4I9lzK9pUup4aOdEMiK0/juqR53TJejrn2rSAqT/OSIN4Npk4vwFcSVyb4lsXdP+bKeImTe0Ps9RvI6+touYJXCrEYUTUFXilkenhjlK0UO/0MWyncSDOsZJAzTFhodS5QpYPKQKRobDg+8uV7Sa5GmMyS9yTxQNNYU6hhNfVyDI/FDI9Lus9Z0q2S5nWHyWLiflhI7jq6fugxT8fuJamsplk8Cs/IxfSdZ+gShmW8Xz/uYCVlJ1Dj4J51EXi9X9fGSxCVAKPwymMLBUUgQ1tFg5GzLBxyvC7T2EQyXhSMVkMqebzr97OgMpCVwMZgmoKypYj7Ei/AuuAzsi4QCy9BaAe5wpYKnADt0EOBaUC+IIkGwQQ6a/8u+5o+sXIoFQowDrYbCAGivh1I9OQAQrQXWn641IVxORFMrSKE/oIptVZcXGguPHm+9eH2VN07JNZf3aBzyZCujVFbAzrjCq8WsBGoa1ugFbLbpFrMsHEI2aSbnupyWi+WwXMoDWTdHKUcQ9NGXpL7PdRiCCzVY2OJsA5pZjcZbRYNtm+0kXuaj622uXKsy6BMuLrRQz+bsnQxHOf+OYk5HpQfILQDIJh7JSFFf0KmS6e5MWyxfqVH+4mI5nXH3hmBetMOb1i5SOMWqzG/FMpco7TDG0HvacPoiGJ0VCAtlF6Qboa+lE6HceuRJxp7nIbGWvBnqQqioUUWDlVq9MgR75TIyhINIoRPKNp1+NvBSjpgT822cbdWkuwK8iOes60tnru0QjwQRP1aHRShL2TjqqAcZMR9yDZKyrYCIVhpDrijvY4Unj+8eht72w2ScUhicY0YNdJhsEVJc81RNiW75xJutf/tnBi9DCahtcNge3sbay0nT568pcf/+q//OlmW8cM//MN/6qQI4E1HL/ADnUcZth5hRenQkwlNIiK6cr/arvWeCkvuPat6B1qQipId2wwdmkWQQSefyFmF8WpaJ6QoItILMVvdBicWdqem7cMgGoIeQ7St+MdP/XkWv6hAWJrXLdlGhSwsalDQv6sbJuJ1yeITFfFOSdmNGa/okN0iBSZTFAvgErBHuoitbVx/gFqPQGsaWlI1mlQLKaZ7eGLkxhqXa0QuUWW4qEPtltqHUIVdHEJgOinNi0NO/H6T0bJneESxd2cI2bSfT8nW49qcKih6gqoFZUsSDRXplsGpcKnbRPDIhePwzYceNk1R0pRF3ZoCImmmvYmgVgm1Yc+n03Tlab0c5afGfhcdaAbqQBYC6swkl4T2GmoksZnjqctH+Zn22/hXt3ZJvQhlO6LoykBWkuCzKtsC0/CoUjBerid+CVXXT+vqmLbFDWMuDhLYCVmZwoGbpDEbQdQqaTYKhu2YasUwHim6T0tsAsnWbOGd5c6QnVGGtZJ8HJNeiJEl5Ecd/ugY7wW2lCHjuQ5NuMSHsfk6OWDSHyJ2qELRvhiI4NgJ8jzC1yRoa6/Jdr+BMWomA3a+Uht8F1t0LkbEV/foPrKFj2rFz1jE9U2SfgO70MQlGi9TbKpQhQdCi5vu055+1WF0x5j0uqJ1zZD3FDZhqoQE5deHViFytrlTCcf5nUUaz8Y01jzV+QZPHz+DHgmau5BueRrrBtOQ9M+FDV9eRsHDJfw0GUFLR2kVz24tM84jqt2ExoWI4884okFFNDTkixkIT0OWM7W6EddTqsWK5EpM6/PPEd91jMGpjCr1OCXQo5D5Wnu0w3xCsAKosQ0qUDP0I9OOqUHepQrT1KHeBkxLITgjuTbqzOxDs8OIeDf0bXyuv0TcqCjvs4xzjRgHG4EaS0RtsFc3QPcr8kWNTXxdhbwDwGCUotdjVA5lR+HijKgTE+11kKOS7FrO8NUNdu71t1wIdE6MXgYvRVAm4a2iuFnZ2Ny8WQpdXFxEKcXly5dv6b1+7dd+jZ/6qZ/iW7/1W/nQhz7Ea17zmsMN+hXCbdl6qPQsK0be0neeTZeQe0XfpeQuZuhiRi5hy7TYNg0Kp1mIRhyJQpPLycVukWRxxZ7w2FJSWoXWFuMUUWQxDY/ZyoiWtkizw++cTBr6QTWvCsbbK5z43G7w3AiB3BkijMVnCSYVJOuSeKcuFlcY4p1QlE6PTAhJHZhg5aCAOAZrcYMhQknEYhvhYbQ6mxwgMxMIgwMnJL4OHXldh0yUYpKhXizFRANFulEBEUVb4hdLXn/7BZ6/fYnNvQamH9F5IqJqhk7q/TOCwamY1mXP8LhgdMwBHrFx+DAJQFtWWCSl13UabMhKW9Z7SAJxOtLos9lvBlNwXUDw/9/emcVIdt3n/XeWu9bW1cv09CzkkByuJilKSixLliJTsAxbEYLAgQPEcGIDeQiQhzwYebCe/GQhMGIDRoIAjhAnTgAhsK0HKUYsB06UzUsc7RElczgcctaenl5ru/s5Jw/nVvWMqTh0l/MS1QcMhqyu6T596y7f+f+///c5BzKw1GsGG8iFdcp8tHY+beSk//1FLRCNQFYSsRfxxdF74P1nW3PVk5jIt2j09PRmHx2LReafU3MrCl/iFxaSu5pwrH0Fo4LZJV/eV6UPRi7XLWs7I55cO+TNly3b3Qm7kx7F3ibhCfTuLje901hJ00jKWcjwf4Rs/8ERWJg91Wf3B1O4WHj7gEYiK4kNnB+SmAU+PkP4381G/nrsvQWb35gyutphVEsaG+BqiQgsIrZYo3z7bxk+Jzzxmj4mKNdjBgNN5/oYeTKlubCOzGrkyQSyHJlEVBsJ+VB6LVHlNzjCOrq7Nb07jtG9mOTQ+M8nwJ8bhkUbzlnfVsYtXzEapjl3E4cuHJ29hv5NQZP4zC5hfSCvrP3xUcJRGokQPkpkXiU6LlLunAyo3ujTuStI9y2duzl6lHP/I+uoUuMEVLXGINvMvrNB1uDGmuQBuKryLUyT+EqohSYRiENHZ69CTUswDhdr6n5E3VeYUFJ1/CZF9fw1mRYG0ThMR2NiQTN3GDcQ7IW8bbcQwXLHWhSSYOawoePe0YAwbGgaha18tVjPFMHEk/qm46gGgmotpOoIXGQ4KbzxatUoquMYqX2LbbYjCaaCIJVEoURVIcFJQXLkGJl2aOJd4HuaGM0F0Hn+7sRv29vbxHHMN7/56HTM5z//+Uf+P0kSPvrRj/Kbv/mb/MIv/ML/VUS9vr7O7/3e7/HJT36SV199ld/5nd/hB35gmejJ5fBv3vx+frf7gr/B5yHWSsxMo0Y+SqDpGYgtGIE+1CT7/sIq1x1N1xBuFFzaOOGl4T3OBRN6Ucle4p/wdbt1kcLy+MYRt6UlaOMeLg5GZ15zNXTYUKAz6N1qg6CkQxQNSIkLBC5QhFNLsidaMaf/tyqrkJUnRaI2fkc7nuKKAtHp+MynuVWDs4iiRhhH1ZFLjQjbXCMiA4Hz7Y7QQiMXFgC+ZSAQRUV0UmMitWgzhNIhDkO+3TvP7CBFlPI0S6oVTdZdh0kcwUSejjiXfmx3GdROctR0GagZgTBtvIZFCUfmFIULKMwpafQjvgsfN9AWk/rKmGi8ONvEPgwXC7LxN0TRiMWaVQnNEql08wqDKk4n1Lr3LINvneAihemGiMpSDUP2Xwmo1iA8FnR2Hd07FTprsJEinIWo0hJMDU4JHrwvZJLFsAbPrj9ACkveBNzpONauO1/6XwLGeh1Tcj3i/O/twvEIkST0vj4DscPtH9OgHKKUi+MkGuE1FXVLigLAKVQJyZGBxhKdGLqvh5jooQrdpkCEFpdpRHP2c2TenrSBo9iEuqupkzXWviM5ea5L905FfDKBIMDGmtGVgJPn/INXZwKROXTm25zBrGb4HYPTktlOSJO0pKT2RNtrXzxpEXrJKoaTXO3vc/xKwkmzwfAa6Nx6EtP1J3D3nkPlBtm6Wze1os4DDjodAmXYn3TJdrv0riu2/qQmffuE7Ik1xldi+rcgu+B/r3q74j1b+0u10cB/tl5cbWE4wIaaZP80d1JVjnKgCCaKYDfHqTb5VkSMntDUXcCxGIjQuSAe+eNpQ0HZk4QzRxP7DUTnjiBrAprucpVQlUuCzFtom9spRSNYu9Z6MQro3q0IRiWmE3DyZEzTgbor0aUj2tPsF5voqUCVgrVDvBmlgHDsSW36oCK8N8Z2I2RWsfbl+zTxDg9efXcble9pYvTSS35u71d+5Vf46Z/+aYIg4Nlnn/0/vl8IwU/91E/xa7/2azz11FO85z3v4Y//+I/57Gc/+473/vIv/zIf/vCH+cAHPsDP/dzPcfXqVfb29vjCF77Ar/7qr9LrPeqn0Ov1+OIXv8iP//iP8/GPf5wvfOELvPrqq3+xv/C7xe+uc3t9HVXAxW/VZOc0JoLerRqnBcdPB9Q9wEKxbSg2/QNL1tB/XRNOOhylXT7/vnP8yIuvoYRlbX2GdYJAmkU7bTOeEW56wpTqilSf/SZhYteavAlU7SgupGAhuTfFRpGvHM1KOm9NSO4HYB1OS5p+RLCfIYxfh5MSYWvseOJ3YL0eIo791JdSuLpGVDXp/QrhQi9sPSPO/2dFOdDUPW+QWXeVF/BKFiaZTgB1TbA7Jgg0phPS9EKKoX/Q1d/us3nDH/tiva2EVBBWnvw17W4wPnB0dv0NL5wsl/W2bzpMTMx2cEIka2Lhbzb7TY/DIOHQdDnIOt+1HeMs0EhPehqxqIh5MucQ+KrO3O1WND7yIT7knbERfw6EM4uJ5tN6/mc0bciUzCpPivMKGw2wQUDT9wwzOvGVRX2c4UKNqC3COPQop9zpUfcc1UnMdCsi1RWHRZ+sDqi7Pu6m6i4XtmkdNIcxV/7TDLf7APvSU0wvJ3TuFnSuj0lurZM/Xi9kXKIRhBPQs1b0Wz80Cg9kWxI9S0juTbl80+CkxEWKph9RrgVYrdCFF8fz98+2ZhM5VOWHB5xyNB3H4UsCqwcI46j7ihiormxRdzXpviU7r6h7fs1VX7QVIY1w/rpoYkG+4Y+lUw/5HTVeOO6rfcu30hqruLp+wO0PNhyLbdL7grojqHtgQ4esI0wkMM/OGCQFo7fXSPYk98Zb4ATxvuTcW5bhN44Qt+5BFHH8o1tk245oHKBygX15wkcu3+RSfEIs66VaaeFIYEOIDxvvW1YbencaiqGiTgXxkaXqSYrNgPBBvLjPqbxB1t6/SFhvh4DwPnVNLKjWAuqkdR/f94ZT0x1fJXWSpYXuVjvyDYmsoV63BMeKwY0SqwXxvQnu5l1cVRMkMZvHF5g8PUDnls69mmgUYgNBeFIjjUWN/cbWCR9a7JRAHk2wxydeAyoEZjIl3dtEvstK1/c0MfqhH/ohPvWpT/Hrv/7rfOYzn8Fay5e+9KU/89/80i/9EgC/+Iu/yHQ65WMf+xi//du//Y6ptjlp+vmf/3k+9alPMZlMOH/+PB/72McIw+/eykiShM9//vP85E/+JJ/4xCf43Oc+xyc+8Ym/kN/1z4OTFxuizZx8HLHzhw3moi/9ysbRhJLZJYvpWogMf/f9v08ka6YmJjMht/MhN042GB30SDoVt2dDrt/fwoxDgmPFracVL57fRQpHoupFejWcpqmfBSrz/XRpIF+XdPYc6d0pcpxRXVr37zmcILICuVd5n59hH7PeQVQ1Ln1IKySl99KwdjEG76xFhAEiSLC9xD8sZxYbnf1mPPyfD2jO9b3wO5Be27SmqLqCqi8Xo7KkCdPnN5juKJIjhyotxVBQDxpUJsnPSVTu3+s/p3aMuWExIeVjIPyNLzpZrr2zrjJSVRK21aJA+By6eap7T+ZspjOm+aP6K+e8caWIvbMtsjXJbImQrKTXExTCt1QyP2ac7NfEDzKa3tn1XPF+hQkiikCCc4QZlGuCvQ8PfZWlvV/aAD9dVEjifcHwWoksjZ9wKWq0aDPAGj9SbCKHqE6tCspGM8ljXKehbievloG1EjWV6Bu7kMQcvtgh2xE0ccrwWw3Da4ZqTXtS2Xp26cwRjRyyNVKsW+NVp3zFzAaSYqdLeFSgDyYwasAOCB/MEKMpLs9x1dnPEZNaEBLZTjlZ63ABHL0IgzcEw9emYAyzC95Itv/mjLrTYXpJ+t/BeH1M1QUndKv7g9FLNRhB94ZGVt46w0lfFZkPUCyDQBj2ih6vXbvEM0/tMnvvMZNvr2Ejixk2JP2C7BlBElW8PDzkxvEGyX0f0RNMvT5KFY74yCBnOXRSSGJk6UnVnR8WDK8c8IM7b3E+HBO0gwvLIL3vP+NgUiPGU1RWEEmBEwmyPiXl2aYkvNglOirBWkRjCccOJwSqckTHoAvQuSHILOFRhc4UZR4grCM6aZjuhFRrzrf6/wIgHKT3Beb5Kfm0jyoagqzC3d7FlSUIic0y5K1duqHGaYm+c0hwE+/VVhR+g2sMtvEiKAcIrf1krjF+cAUQYYjTApu/O8rzPU2MAD796U/z6U9/+pHX/qyx/H6/z2c+85l3vO6+y/b4+eef5zd+4zf+j9/rZ37mZ95hFBmGIb/1W7/1Zy/6/zH6FyZMRglyqnHSC/TCqTcHm5dURe11DL95471kWYS1grRTMkgK8iogiBvWuxnfefMCvW+HhGNH917D6E6fLz/TxfVrkl5JElX045JOULEend3h0RsFnraRVG6Q9w9xRYHuJL58XNW4psFNZ97vRwp0XkJdew1SHOK0hEDD5jqyvahQCqEVLtC4KMSm4YJoOHH2ioDtJpxcTYhHBlk60msHpIcniG4HO+jSDBNsIKkuDqk7ktEzjhPt2P5DiY2AyOIqL/L14uX2Gz805TUf1VWVF6fKxvoH/RKonWRqYm6U5yhsgNKWN+stLIJUlsSiZq31ZnFO+BRxI3FWYhuJKyWilojal8JF49tnJnRtCw36b1s690vUuEI9OPY/WJ7dzkEfZ3SNRTYJddrmajnIdlp9RelbwdGhb8daLUj3HOH+DGGcPz+kQJQ1hNpXICvntUmxIZQG27aEpbQEnZrppdC3bJdAFDRMBbgsR66vUfXn+ig/ZRYdN0RHEXXfVw/iAz9lpCpfsbJaEGQWVbX6qsxiA0E5kJSDDuFmTJNKxo/78M1gtk5yZIj3zj4hKtYrmmmAHilonG/LNQ4bwegqODlg62uKYGZRlUUdTujd1sgmQtY+HLYYem8jJyGc+KlWNVZ0ro4o1gP017uEE3+tm1C01/Nyx9o4Sd4EdK8H3Di6zMX37TJ+0U8jDtMcJS1aWI7ylK+9fRl5L2bjtiU5bAOTXZvtZh2zF84xayvts0uOwdVj3r99hyeSA3qqwLQX6bLE6PD93kB3fDXh6r9IcbfvoQHVD8k3FLKBIPOmiOMrAWonQDaO5MAQHxmiEeiZIZjWqEnpdy/GgpJUcZcmEuQbGizUvYeGJJbkRumuJD621CkcTiN0IdAPxti9fe98vX3OR4NkOTYvULtHuE6CPT5ZkCacxRmz+G8AnFtU+p1SOOeQ/R70O+iZQR+uQmRXOCOm05jt3w3p3i0JjjLWX7MI55BFQ3ikuFgllH3FyXMwPk4J74Z0dwU6j7GzPhduZlSDkLf/+ib9a5rNb5QE49JPCNyRnPufASYNMHFCk3TIO4L9i5KTV++fec3z3aLO2z7zrN1BGOuFnkLgmgYhJWK4BnOiA5BEEGhcoHxYpQKhBH5224D0o/koH5HiZCvEbPyfs6LYSZldEDSp8g7acpP4P9yFyQQ5SglHfeygy+xqv50wgc7Lx5wcbqBnoA8DgrE3FZxPJPnpnFZ7MNcbCfzD3foJlLq7nGj8brNGVxWMmpTaKcp6jZFJyUzIxMYcmi67WZ8yD6grjWkkrvJGiDQCPVXI0utJwjFEJ5bZjoAPTClGEeGfhCT7NRiHnOa42Qy2t8i3zx7JU+70vD6rmudQeLPB9ddO27c20siywSlJ0wvaSp5C5DlUNUIInBCgFDgvxHWhoL8xwyLImpB+5B3Y74wTYsPSxMg6QdM3FB96luhBjqp8Raj/Vka5mTA7H7B23fjWwsSLZosN3zcTjcOFcpEtZgNwnbbt3bQV4ERSDCWTpxuCQek/q3FIfP/PZ2j7yJorRbo1IwsS1LFGtuR8ru0aPQ1Vv8f2Vwqitw9xWU7VP4cJBd1bOQiB1Qn5echisfCG0jPB9MaA7pMj+MAx+TeGJA9oR9HFUtci+AgjY70dw9rrcDs8z0vvfwuL4DBP2Z90yCcxai+kd0fQ2bNERzVOS8KpJZj4TeToSsjoWeBSzuZwwguDQ57uPGCgs0V0zrzCaJbQzQF88OU3OKkSbvQ2sN0EV5aI0ZhgPCQNJfF+gdWSJk4xEcQnnvQGeyPcLPNDRlGI6yTUWx2yc6GvMEZQd/10q4m9/gvpTjPIliRG81Z2dl6g7sQkewJ3PPLrH/R9xbKuFgUHO54grcU2Da5pHhIszr+hRAQa2e0g4hi70fftPiWo+jHVWrAYvng3WBGjFd6BtcGMchATHyqay/324dpeyJGgTiXjpwTD9z4gVIY7k3N0vwLxUQUW9J1D1JsVg2eeBgEmljSdFBN1qBNJctQQ38+I3jj2J7l19K9e4Ob7umdec5BBOHIEM0c0avVC6wNkEreCQwn9DibUuEBiQ090sLAQw7RtEl8haH1RGouwFhf4FHsAk2g/BcOpE/ZZMHrCh2vm57ypWtMJ6GyuYw6OEBtDJi9vY0I/FVP1BOk9qF7QFDsNw68rhPVuwcFU0L1nmVySVGuO6EgQjv3Is2m7tuVA+liT9xm6N5YLpTsyXTITEcuavaKPcYIXO/eYiJgresQXRy9z894G4jCkSSzCCmQtkJUgGAuSfUdnz5DcL9B7I9x4QviRqxx9yLK+PWbyYIMH748IJo5N45BrHY6f75KdP/uxNpFcTDPpzCAcqNKi906w+4eIyxcQ3QhRG0ReEexZbO+UiLnU68yE8b5StuM9d+I9TXNOUjaacRWRlf6ABzcj+rfM0rqXk0mC6DTc/GTAxS916d1ufOUvrxm90sEkAtUaNhZrirrr22XprPEDAj1Jk+B/d9u22krnXY2lf1AkB5b1rynyrQ4y9M7ZapkM3EKSuYTOMKfqKJqDxBsatscfCfm2Y/cHYs6LTeIb+xRritmOYPhagxxl9LVgdjGhSX0OY92FuucnwmZvrBE+MeHyh2/z5ncu0L+mvAHmEtciQGk1gWrvHQrWXhd8U1/BxRY10qgCekeC4es1nT/ZB2sxw94iGia/0OHgRU3+fMETFw640j1iOxqzGfiQ4kjWhPPcEuErVLjlyNEfff0ZL/R+2yBvX8e0FRN9ex99y+GKAtXrkayFjJ4KyNcVOgtArmHDdYr1gKonqfr+GDeJb3taBU5bL3QvBS7gUV3Rkhqj6WMWVUoGbxrKvmTtzQI79R0DV7SVK6X8ZsQ67CyDuvbtsRZCKU+I4gjZ72GHfarNlKajqLpqsSl0UrSVRRZau/8bVsRohXdgMk2ov7/i5AMgwwYpLVJ652ohHKbx8R4HJ11MruneVnTfPELUhnqjA2EAs4ytb+YcPRczejLAKu8LJBpI9/FTQMM+Yu8Qzq2jRznxH23CT5xtzcm+RZXOl+cL4511oy4qi3BatjEEpzfOJlWY2N+Q5nECTohFG0qVFlnZRxyl5+GbTgDSP2yb+Ow34+llR7rnzddMBFiw2+uI0dh7FyWS6UVJdOQIJ96UbTSNkJ3a2/mL01ZZfFBjwgDhJMm+Jd2rGT0VIhtB/5ZBVZZsUxPtafKt5bZ7/+rWhxgXEUo6TsYpUlleH24zymMGOqO0Glcqkn2JiSXBBNIHjuSwNf3bPcJlOWI4wE0z3Cwj3q+YPehw9fmb7L+v4d6ddfrfChk/lVAOJFWfpcwS665apLebYJ7LFdDtnye52SG/1MNJT5r0LEBmFRiH6UUUV3pUPUk0skRHFVhHuRlRp5LuLcfMDLjR7XvSNROYxNG72bYu6+WOtbWts7byRobD/34HuzlA1AZZQ34OyqEnntCK7PcaZG0xoSQ+MlQ979+E86RI57b1rhFEE0vn1pTkvkY4twh4lVkF/+hsaxZGQKaYuYTuRkZ8acxkt4fKvOjeXz+OctNx769ErG/sEM4s7r6kHsQUT/UIZoaN1xrf8usLqoHDDhpsLZG5pLzV5S7wl165zleHj5F+NVmOzAHjJiGQhmrg6NyDOoVgJDGlJD4UrL1h6N7KwDnKx9a9h1IosYFg/Jhm9IJh+NgB71nfZyce0dcFA52RympBiB7Oh0P4KpVagmWEhxI98zEarK+hux2acwOqbugHLe4cQ1ERjmuE0YyfhNHTAU4E/hqQXmgvmtYmoXWoFxZoTp3JF/l0NY/4tZ4Vg2uS4esl0jiSfYjePsC0rTFhDKKTIoIAV9eQ+dxHWxg/gRhFvjLU7+GSCJuGlN2QuqvbjUC7IRS+Jd502qqigGbr3Q34rIjRCu9AGDU0pSa+HlFsWdx6SV0p5Fh7MWXgUDsZWlvKvRjZwOzJvt9dFBa10UM5R3CQEUwjqj4EJZi6HQPVgrqrCQ4cQklmV/rI2gsXzwpduMV0hYkkJvGkR0XSV4Gs1wSJttxuA+9Nsvha+0BobXdoYp8npAq7eE0473ckG4dY9LTPvtsTV2bkrsPg2ulr9VpMqDX23n3W/ldEE6/TJOBqb5EvpOPK+UNuVOeQE00wFuTnHLcuh6x9Bza/WbL7oYgHH9C4uCEclOye69C9pej81ftsANNiuYrRwbRDPgsJ4wYhHFUWcCvfgLHmn88+wlo/Q2aK6MQRnTh6b+cEu8e4MIDjMc3hEarfxfYSpHNQlsisJjhJ+PbuNuZeSnfXxwLMdqQfJw/e/W7vu+HwxYf8ivRcsCqpewGTi8OF5kg4DUSLiSdhHXXHr0E2Ej1TvoKRSp+95rwAdq6FMQE0qdd1uEe5+JlgjyPSu4rkgSM+qLyFxI0JIk3Y/EaIbHoUG62tQQXD1yuiuyNsGqECiZpVpEpgun46R80qmm5IE8c+bNaBOprieaL2NhVNA80SiaztBkIUiulel2BQ0j0/ZbrX9bYCbXvRBo5qYDl+TrH19Yat/7ZLvbNGdi4i2Yf0QUWdhpgYbGqRkYHQYIVG1J4cfa26zI888x3+a/IU/P5gqWM9M6GfplReo2VCQdNz2I4hekMz+PI9XBiw+/HzTJ609K8LTCKYPGFIL414ceOQnWTEVjilp4rFxKbCPkqIWkjsIjLkrLAhjJ51TK4EJM9vg4Nyw2HCdoz/eMcL7kPv9SYbsM6BagkO/n6OcIvq5nwqdEF+3CkxOo0pWmrZ2ACariIYGwQOs9lH1Q32+MRfNHWDq33bzBmD0BqZpp4M9Ts0g4SmF9Ck3pyyifz0oIlP1+/0qcTCBmAS967XvSJGK7wDoW6Y5YpLX8rAOppegCoNKisxkeLglZTNl48ZRhlfufU0Kndkm6qdEFE8eH9I/60Og+szVOUIx/6CNJH/M7ms6Ny3vkLT63D4QoAqvcfHWZFvyIWpmar8E1QXp9Mq0vgkbhH4ypANWkLkXFtunbca/K55oSNqidA8+NJreUSr2/FE8KwYdAuyZwwHgw7dtzUqh6PnIta5SvCVN7DX3mLTWo5f2aAYeqLQ+VrCzfMX+csfvMZHhtf53N33ci6d8A8vfpGv5ld4I9/mJ5I9fu2tD7G/N+C9l+7ws9//u7xRneeiPuaf7b7K9Wq5cOLntvb4en6ZC8MRH9x8i2+NLjBrQq6/sYN+PWX6ojk9PrXXudi1LvmFDsmdADEeg9beM6qFsJb+dagedBHOnyfV4CHeKf04/1lRbhrf8mhT6QFEEyBLfy5Au6vEC9VVIdC5W1QhZI0PuJxW1P3w1GjQtckbWhDMDCKRlEM/+Sbs8tM7w29KgqklyB1Igb2yg9o7wWUZ6s4+m7OS+lwXE0iCaY2+ewRNgypK3z7Gn+PyeOonLI1BPnaubWv50eZmq4+6uQdVjc1zbFUjlnGRbh2U515U9SjywvR+RTMJsChfeTCerFYDy9GzGp1tIEtDdGIJp17s7nO/5lYOfqpR9WpMrsEq7IOY/+Ce50NPvsm3ProEmQP28h5ZGdJs1kwvhr5SeywRB9IbTIYBZqPL7LLDrDfk50PKKyXPPb7LxXREX+d0dUkqK1JZEYjGj+P/GRUhhV1OZ+Rac1SgHPqXbIivaIeO6RNm0eoTpUSVf4r8OFBtZWjuuO/fgM8zVC0pcmIR1jv/+jLIf2CKMF3iY0l04lt2YqOPmM1Aaz8o4xwiitDrQ+xGn3IzperrdqPks+BMu2FqUkHd8WRIVhBMvRZPWMD61+uuYLL27ha+IkYrvANZEYJ03PqR1N/AvGEy4Jl3tWaZ7Q95y2x63UgGG1/xlv/77x/QdFpCovzDxcl2R9sSjOkl72Zcv7LGxh/cp3vXonP3yHjpnxfl2qmwThU+Z8cEAhO0osxF26k1g5u7w7UPN99G8BUCX/kyqNK2k2dzMbZr88j0IuNp/lA9C7pRSaQbhk/mmCcEWRmSVZrjVxK2rrzI5u/vwf0DBm9EiKtdcBBODL3bii9vXaHzXEVpFA+yHv9i/68wayL28h7nwgn/9IXP0vm+hn99/EH+9mf/AU5B9OyI6UmCipabhDkfT+h0CiLVcDXeY6/sc+3fvYf+FFThmKRd4qkgPrGown/mNtbtJJVERtFC1+VU600jJbrw+WLzG9xiuk74Ks9S49jaIXLl3cUTf6LYwGFigWsrGE63O82m3WHj25yebJ9+K9HumOfxIHOSIWsHcfs92riKZXfWwcwRZL79pXJvdGg2B6gThZtmsH+EvnWPIE0RvY4fIkhjUNJPFxnjdVHgK0HGoGYVwSxGhl53ZiONMsaPRnc7qMTrVM6M9vOae1U56TDjENWrCQYltQqxhVr4WNkAsguWPRUxvGbov5mjJiXNWowufd8mHBYY4138lDa4yGAduFoi9yP+2+xZXnr29lLHujSaKKgJNxuOv6+H+mrI4LpFl45kr8T2E0RpWP+WY1SGuBcm/OgTb7CmMwJpkLiFligQp6P4tmUmc4L0sC2JEjXFEj3iJnWoXCCEtwQQ7VSnwBMmV3lf7YczCR+BaP88RHhcS4oWmjDXTnHa08rRshmAf/O5r/G5b38E8Ne9zgWmF6PPbWI7MTbxWlATSJqO8l2AsPWqml97xvnkG+l3rHNipzN/zcw3w7L2OrUql0wff3fPmBUxWuEd6KUl1kgYFpSV9llAyhJFNb2wZlaGlEVAkpYUjzkm05Tu3a4/UQtHfCCx2lGuRwjniA9rgmmNzGtcqCk2enTvNaRvHOCOjhl+PaTa7pJvnL3FM68sqJJFAOVcfCeNJ2WydosH1vz986rR6Tdq22nKt+QebqMJ4cA477rXVo9kdfYnXyj9mLeSFusEg6igaAJmacnox2IO3rfF8LVtNr82Jb1fUXc12TmNk/D4v5XcHT3JoGrAwi17BVE1BFLy2R/+OL/69MeQhWBwTXD1d25z/IOX2N1KQTqUWk45KYXl+a09NsMZxkkmTcT5P64woe/v929bZtuaJhI0ramintYE48oTojDwD23ncN2E5vyTjJ9MmF3w2gDXZl8tPhKxVMcSAH3ivbhM6hDS4WqJixyVsq3n03wMHkBgG9DO/3Afh9ASOe1bszBvRbCoIjZJGztiTr+29LoLhyqsdzLvaVQpEUmrBzo8RnRS77EUt2TTWuxGDxNrZG28mLwVlIu6xuYF3LpH52jkP4eqxuU5ZjRGKIXodf33q88eGxM/UJQb1seQiLb9YsFMAkyo0GlDIzypEbXwlSMFxTnLoVasq5jBV0eEWUEablCsR2RZwMWdY45nCUUeorRBpo4m11jpEIXkW998fKkMwEg19OOSyiia9RmTK5p0z5HcLxEOxld7zHYk2Y6j/8IBHzx/k7UgI5b1IvNM4QhaPZGP+7DvIER/ukq0VMVoUGNN4N3i4R3XzXwakGauq2NBhpxs/waEAuyjWWILrVGLubbIieXa2gB/bfBVvvC+F2n+aEjZk5ggQJcasRl6g8aH7tW2bYmp0j9foL3H136zZBKJMMJvIAqHzuxCX6Rzi5N+GjXbkqSXpu9qfStitMI7cDJOscbrWcReRO+68NNoPXiwZRDrFWHUcL4/4a4Z4BScXA3ROXTu14QzL3YOJg16XHgX0pMRdpYh44jN4Quo3NBsD5i99xzZtiLf8mOhZ4WwvlKkKocuIMht2xZrCVL74PJVo3Y31Jb8rRILsqQqb6AIYiHOVqVDT3xZoUkUTktk5S+4uZbpLCiNRghHRxnvf4MjVIZY16wnGdNByP65LvlWj43XDFb7tQyuz5Bv3QNjvRlf03jPDvykxsV/uevz3pRCpCn1Y5tUPQFWICNDUy13V5s0Mc9377MTnlA7xfl4zP/4G4LwQNG5A8frinLL0r8uCSbzUqNFOEG53SGU51H7J9TrHSaPx8zOS5qOL/3PLQfmxHNecRGwVMXICTD9BhEaXC2hkm3Lp9VW6HYkGQGhQzmxaK3JHN/KAmyk2vPodDHCzv1r5i/4dc/Pp2VglT/HZOXQhUE2FqskTTckHA5w05mv9DiLM9aPX28NMIny7tBKIm1bLIgjpNb+nClK3HTm/64rkAqZprgkgqMRLnt3MUnfDcV5Q7SvqNbAxnYxwSQagXOSpgl89IhxvjLo2q9JqNYt+69Iss0dhtcqZGWIji3RrYh7ao1nLu1xGHUYz2JUYNCB8ZYQgYJiORbaDUpCacibAOsE+YWCo+9LKQcJxaageCnnxUv3uJSesBFOkTiUsG3bzLzDwbp26nQK7f8R5H64MCh9+PqYE5y5Jsjqlmio+d/+TXPSOm+lOftQRZS5xMD7daH9DnFZI02A748C/vGLv8XfO/47hKOQ7q4huXmCa40chfHJBBjXkvsGUdXePsU5b/DoHEJKT/D/lJjPBdpXSq3FpTEuUHTDHk9v776r9a2I0QrvgGn8GKk1XnR6/j8+wN26i1wbcPDxJzl6MUaMBXtFj86RY3gtI7i574WhcYxLY0RWYPb2sXWFlQo1HCCfepb8QofpRc1sJ6Ras77EqwxuSRGiqvxDaJ4CbQKxcB2ee/vAXJTnHbKdbMdSH6oemUDghPSti7JtCbY7Fz/C72hCMLFaupKRBhW1VVgnCGVDqHw53mqBdYJIN6RBzeRDGXeeGqD3QuIDgbAd1OWrC18endmFV1EwrhDWUW7EHD0Xkl1wNBs1YW/GMCmJgmbpZGwtLHeKIa9PtymM5vX9c4jKl7onV6BZr9n4I01ybGgigWh8xcWGEpU1NIOIydOXmV70EQMmcm1A6Fz7066vbQ/YfsOFi0f88M7rwM+eac02nYvlH9VRYE9jSZDtGoSPspjr0JwSVFlLkitf1p/vmGXjHy5BNi8RsdiVy3r5+JX5ztebSUpvOwCo0uDiyLdM6gZXlD7Pb2PNi6xzgywbZNkgCk/qXRRCYBHG4JrWYjC0i3Fnl0SIvFy03M6KYDOn7GqCWxHGSEzfQHOq0aMlSLTRN046UL56ZDXYvmV8VVBsRARTfwx0DvZuxDW3zStP3GZP9zgYdZHSEUY1pQO75D2kp0vQJbkOiHRDpAyjTkH+kuLy8ITnBnsMdL5ol83DXxctMycX5Kh2+hGiZJEoTo/p0tqiFtGxWNzz4LS6Pfc1swqQniD5qqdvbT4M3xI+bVH5FwHjX3faPUKexMPvWwIfTTL+/av/hP/ygaf57Qcvc+NgAykdTSPbcG1BU2oYa+IHqs2Am3cl6lbvF1FsBouWt5Onl7hsoE4FzsvRmD4Of2v4+rtam3DfzbJ5hRVWWGGFFVZY4XsQy1PWFVZYYYUVVlhhhf9PsCJGK6ywwgorrLDCCi1WxGiFFVZYYYUVVlihxYoYrbDCCiussMIKK7RYEaMVVlhhhRVWWGGFFititMIKK6ywwgorrNBiRYxWWGGFFVZYYYUVWqyI0QorrLDCCiussEKLFTFaYYUVVlhhhRVWaPG/AeQuwAbqPoEOAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "# Visualize grayscale images from the CIFAR-10 training set\n", + "visualize_gray_images = visualize_images_with_labels(gray_x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Grayscale Training Images\")\n", + "print(visualize_gray_images)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 2: Train/ Test and Validation Split\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 1)\n", + "(10000, 32, 32, 1)\n" + ] + } + ], + "source": [ + "# Normalize the images to the range [0, 1]\n", + "x_train_normalized = gray_x_train.astype('float32') / 255.0\n", + "x_test_normalized = gray_x_test.astype('float32') / 255.0\n", + "\n", + "print(x_train_normalized.shape)\n", + "print(x_test_normalized.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 10)\n", + "(10000, 10)\n" + ] + } + ], + "source": [ + "# One-hot encode the labels\n", + "y_train_cat = to_categorical(y_train, num_classes=10)\n", + "y_test_cat = to_categorical(y_test, num_classes=10)\n", + "\n", + "print(y_train_cat.shape)\n", + "print(y_test_cat.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 3: Defining and training model" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set class distribution: {0: 4000, 1: 4000, 2: 4000, 3: 4000, 4: 4000, 5: 4000, 6: 4000, 7: 4000, 8: 4000, 9: 4000}\n", + "Validation set class distribution: {0: 1000, 1: 1000, 2: 1000, 3: 1000, 4: 1000, 5: 1000, 6: 1000, 7: 1000, 8: 1000, 9: 1000}\n" + ] + } + ], + "source": [ + "# Perform the train-validation split with stratefied sampling\n", + "strat_split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n", + "\n", + "for train_idx, val_idx in strat_split.split(x_train_normalized, y_train):\n", + " x_train_normalized_split = x_train_normalized[train_idx]\n", + " x_val_split = x_train_normalized[val_idx]\n", + " y_train_split = y_train_cat[train_idx]\n", + " y_val_split = y_train_cat[val_idx]\n", + "\n", + "# Verify the distribution\n", + "def class_distribution(y_data):\n", + " classes, counts = np.unique(np.argmax(y_data, axis=1), return_counts=True)\n", + " return dict(zip(classes, counts))\n", + "\n", + "print(\"Training set class distribution:\", class_distribution(y_train_split))\n", + "print(\"Validation set class distribution:\", class_distribution(y_val_split))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_18\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " sequential_17 (Sequential) (None, 32, 32, 1) 0 \n", + " \n", + " conv2d_208 (Conv2D) (None, 32, 32, 64) 640 \n", + " \n", + " conv2d_209 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " batch_normalization_68 (Bat (None, 32, 32, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_210 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " conv2d_211 (Conv2D) (None, 32, 32, 64) 36928 \n", + " \n", + " average_pooling2d_40 (Avera (None, 16, 16, 64) 0 \n", + " gePooling2D) \n", + " \n", + " conv2d_212 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " conv2d_213 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " batch_normalization_69 (Bat (None, 16, 16, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_214 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " conv2d_215 (Conv2D) (None, 16, 16, 64) 36928 \n", + " \n", + " max_pooling2d_18 (MaxPoolin (None, 8, 8, 64) 0 \n", + " g2D) \n", + " \n", + " conv2d_216 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " conv2d_217 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " batch_normalization_70 (Bat (None, 8, 8, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_218 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " conv2d_219 (Conv2D) (None, 8, 8, 64) 36928 \n", + " \n", + " average_pooling2d_41 (Avera (None, 4, 4, 64) 0 \n", + " gePooling2D) \n", + " \n", + " conv2d_220 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " conv2d_221 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " batch_normalization_71 (Bat (None, 4, 4, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_222 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " conv2d_223 (Conv2D) (None, 4, 4, 64) 36928 \n", + " \n", + " max_pooling2d_19 (MaxPoolin (None, 2, 2, 64) 0 \n", + " g2D) \n", + " \n", + " conv2d_224 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " conv2d_225 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " batch_normalization_72 (Bat (None, 2, 2, 64) 256 \n", + " chNormalization) \n", + " \n", + " conv2d_226 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " conv2d_227 (Conv2D) (None, 2, 2, 64) 36928 \n", + " \n", + " batch_normalization_73 (Bat (None, 2, 2, 64) 256 \n", + " chNormalization) \n", + " \n", + " flatten_16 (Flatten) (None, 256) 0 \n", + " \n", + " dense_75 (Dense) (None, 64) 16448 \n", + " \n", + " dense_76 (Dense) (None, 64) 4160 \n", + " \n", + " dense_77 (Dense) (None, 64) 4160 \n", + " \n", + " dense_78 (Dense) (None, 64) 4160 \n", + " \n", + " dense_79 (Dense) (None, 10) 650 \n", + " \n", + "=================================================================\n", + "Total params: 733,386\n", + "Trainable params: 732,618\n", + "Non-trainable params: 768\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# Define model / data parameters\n", + "num_classes = 10\n", + "input_shape = x_train_normalized.shape[1:]\n", + "dropout_rate = 0.2\n", + "epochs = 30\n", + "batch_size = 64\n", + "\n", + "# Define Early Stopping\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n", + "\n", + "# Define custom optimizer, learning rate\n", + "optimizer = Adam(learning_rate = 0.001)\n", + "\n", + "# Define the model with data augmentation\n", + "model = Sequential([\n", + " layers.Input(shape=input_shape),\n", + " data_augmentation, # Data augmentation layer\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.AveragePooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.AveragePooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.MaxPooling2D(pool_size=(2, 2), padding=\"same\"),\n", + "\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " layers.Conv2D(64, (3, 3), padding=\"same\", activation='relu'),\n", + " BatchNormalization(),\n", + "\n", + " layers.Flatten(),\n", + "\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dense(64, activation='relu'),\n", + " #layers.Dropout(dropout_rate),\n", + "\n", + " layers.Dense(64, activation='relu'),\n", + " layers.Dense(64, activation='relu'),\n", + " #layers.Dropout(dropout_rate),\n", + "\n", + " layers.Dense(num_classes, activation='softmax')\n", + "])\n", + "\n", + "# Print summary of the model\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformV2 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting ImageProjectiveTransformV3 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformV2 cause there is no registered converter for this op.\n", + "WARNING:tensorflow:Using a while_loop for converting ImageProjectiveTransformV3 cause there is no registered converter for this op.\n", + "625/625 [==============================] - 138s 216ms/step - loss: 2.0517 - accuracy: 0.2354 - val_loss: 2.1569 - val_accuracy: 0.2477\n", + "Epoch 2/30\n", + "625/625 [==============================] - 136s 217ms/step - loss: 1.7842 - accuracy: 0.3271 - val_loss: 2.3143 - val_accuracy: 0.2364\n", + "Epoch 3/30\n", + "625/625 [==============================] - 133s 213ms/step - loss: 1.6340 - accuracy: 0.3876 - val_loss: 1.7308 - val_accuracy: 0.3820\n", + "Epoch 4/30\n", + "625/625 [==============================] - 134s 214ms/step - loss: 1.5287 - accuracy: 0.4393 - val_loss: 2.4152 - val_accuracy: 0.3411\n", + "Epoch 5/30\n", + "625/625 [==============================] - 134s 215ms/step - loss: 1.4261 - accuracy: 0.4876 - val_loss: 1.4653 - val_accuracy: 0.5069\n", + "Epoch 6/30\n", + "625/625 [==============================] - 134s 214ms/step - loss: 1.3397 - accuracy: 0.5246 - val_loss: 2.0238 - val_accuracy: 0.3899\n", + "Epoch 7/30\n", + "625/625 [==============================] - 132s 211ms/step - loss: 1.2743 - accuracy: 0.5490 - val_loss: 1.5121 - val_accuracy: 0.5244\n", + "Epoch 8/30\n", + "625/625 [==============================] - 133s 213ms/step - loss: 1.2246 - accuracy: 0.5682 - val_loss: 1.2982 - val_accuracy: 0.5511\n", + "Epoch 9/30\n", + "625/625 [==============================] - 133s 213ms/step - loss: 1.1867 - accuracy: 0.5835 - val_loss: 1.6920 - val_accuracy: 0.4728\n", + "Epoch 10/30\n", + "625/625 [==============================] - 134s 214ms/step - loss: 1.1454 - accuracy: 0.5989 - val_loss: 1.1527 - val_accuracy: 0.5961\n", + "Epoch 11/30\n", + "625/625 [==============================] - 134s 214ms/step - loss: 1.1135 - accuracy: 0.6130 - val_loss: 1.1323 - val_accuracy: 0.6107\n", + "Epoch 12/30\n", + "625/625 [==============================] - 134s 215ms/step - loss: 1.0688 - accuracy: 0.6285 - val_loss: 1.2823 - val_accuracy: 0.5805\n", + "Epoch 13/30\n", + "625/625 [==============================] - 131s 210ms/step - loss: 1.0445 - accuracy: 0.6374 - val_loss: 1.1279 - val_accuracy: 0.6163\n", + "Epoch 14/30\n", + "625/625 [==============================] - 132s 212ms/step - loss: 1.0054 - accuracy: 0.6504 - val_loss: 1.4215 - val_accuracy: 0.5586\n", + "Epoch 15/30\n", + "625/625 [==============================] - 138s 220ms/step - loss: 0.9744 - accuracy: 0.6599 - val_loss: 1.0361 - val_accuracy: 0.6475\n", + "Epoch 16/30\n", + "625/625 [==============================] - 133s 213ms/step - loss: 0.9592 - accuracy: 0.6691 - val_loss: 1.3299 - val_accuracy: 0.5766\n", + "Epoch 17/30\n", + "625/625 [==============================] - 133s 213ms/step - loss: 0.9221 - accuracy: 0.6819 - val_loss: 1.0871 - val_accuracy: 0.6465\n", + "Epoch 18/30\n", + "625/625 [==============================] - 128s 205ms/step - loss: 0.9125 - accuracy: 0.6861 - val_loss: 1.0214 - val_accuracy: 0.6634\n", + "Epoch 19/30\n", + "625/625 [==============================] - 125s 200ms/step - loss: 0.8828 - accuracy: 0.6949 - val_loss: 0.9599 - val_accuracy: 0.6809\n", + "Epoch 20/30\n", + "625/625 [==============================] - 124s 198ms/step - loss: 0.8652 - accuracy: 0.7038 - val_loss: 1.3364 - val_accuracy: 0.5882\n", + "Epoch 21/30\n", + "625/625 [==============================] - 123s 196ms/step - loss: 0.8491 - accuracy: 0.7099 - val_loss: 1.0484 - val_accuracy: 0.6635\n", + "Epoch 22/30\n", + "625/625 [==============================] - 123s 198ms/step - loss: 0.8298 - accuracy: 0.7192 - val_loss: 0.9596 - val_accuracy: 0.6820\n", + "Epoch 23/30\n", + "625/625 [==============================] - 126s 202ms/step - loss: 0.8167 - accuracy: 0.7199 - val_loss: 1.2054 - val_accuracy: 0.6425\n", + "Epoch 24/30\n", + "625/625 [==============================] - 125s 199ms/step - loss: 0.7941 - accuracy: 0.7312 - val_loss: 0.9260 - val_accuracy: 0.6938\n", + "Epoch 25/30\n", + "625/625 [==============================] - 127s 203ms/step - loss: 0.7848 - accuracy: 0.7315 - val_loss: 0.8262 - val_accuracy: 0.7236\n", + "Epoch 26/30\n", + "625/625 [==============================] - 124s 199ms/step - loss: 0.7744 - accuracy: 0.7373 - val_loss: 0.9571 - val_accuracy: 0.6898\n", + "Epoch 27/30\n", + "625/625 [==============================] - 124s 199ms/step - loss: 0.7645 - accuracy: 0.7406 - val_loss: 0.9547 - val_accuracy: 0.6899\n", + "Epoch 28/30\n", + "625/625 [==============================] - 125s 200ms/step - loss: 0.7454 - accuracy: 0.7471 - val_loss: 0.9461 - val_accuracy: 0.7002\n", + "Epoch 29/30\n", + "625/625 [==============================] - 125s 199ms/step - loss: 0.7419 - accuracy: 0.7494 - val_loss: 1.3206 - val_accuracy: 0.6038\n", + "Epoch 30/30\n", + "625/625 [==============================] - 124s 198ms/step - loss: 0.7284 - accuracy: 0.7526 - val_loss: 0.9569 - val_accuracy: 0.6906\n" + ] + } + ], + "source": [ + "# Compile the model\n", + "model.compile(optimizer = optimizer,\n", + " loss ='categorical_crossentropy',\n", + " metrics = ['accuracy'])\n", + "\n", + "# Train the model with normalized data\n", + "history = model.fit(x_train_normalized_split, y_train_split, validation_data=(x_val_split, y_val_split), epochs = epochs, batch_size = batch_size, callbacks = [early_stopping])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4: Model Evaluation\n", + "## Evaluate the Model and Compute Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])\n", + "[2.051744222640991, 1.784197449684143, 1.6339787244796753, 1.528715968132019, 1.426108956336975, 1.339728832244873, 1.2742815017700195, 1.2245640754699707, 1.1867408752441406, 1.1454243659973145, 1.1135443449020386, 1.0687521696090698, 1.0445245504379272, 1.0053527355194092, 0.9743956923484802, 0.9591573476791382, 0.9220616221427917, 0.9125335812568665, 0.8828042149543762, 0.8652452230453491, 0.849128782749176, 0.8298457860946655, 0.8167338371276855, 0.794063150882721, 0.7847830653190613, 0.774431049823761, 0.7644729614257812, 0.7453856468200684, 0.7418723106384277, 0.7283512949943542]\n", + "[0.23542499542236328, 0.32714998722076416, 0.38760000467300415, 0.439300000667572, 0.48762500286102295, 0.5245749950408936, 0.5490249991416931, 0.5681750178337097, 0.5834500193595886, 0.5988749861717224, 0.6129999756813049, 0.6284999847412109, 0.6373500227928162, 0.6503999829292297, 0.6599000096321106, 0.6690750122070312, 0.681850016117096, 0.6861000061035156, 0.6949499845504761, 0.7037500143051147, 0.7098749876022339, 0.7192000150680542, 0.7198500037193298, 0.7311750054359436, 0.7315000295639038, 0.7373499870300293, 0.7406250238418579, 0.7470750212669373, 0.7493749856948853, 0.7525500059127808]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print training accuracy and loss curves\n", + "print(history.history.keys())\n", + "\n", + "print(history.history['loss']) # returns the loss value at the end of each epoch\n", + "print(history.history['accuracy']) # returns the accuracy at the end of each epoch\n", + "\n", + "# Plot loss\n", + "plt.subplot(211)\n", + "plt.title('Cross Entropy Loss')\n", + "plt.plot(history.history['loss'], color='blue', label='train')\n", + "plt.plot(history.history['val_loss'], color='orange', label='val_loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "# Plot accuracy\n", + "plt.subplot(212)\n", + "plt.title('Classification Accuracy')\n", + "plt.plot(history.history['accuracy'], color='green', label='train')\n", + "plt.plot(history.history['val_accuracy'], color='red', label='val_acc')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 9s 27ms/step\n" + ] + } + ], + "source": [ + "# Make prediction\n", + "predictions = model.predict(x_test_normalized)\n", + "\n", + "y_pred = np.argmax(predictions, axis=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy: 0.6861\n", + "Precision: 0.7029918994212966\n", + "Recall: 0.6860999999999999\n", + "F1 Score: 0.6851801237891207\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(f\"Test Accuracy: {accuracy}\")\n", + "\n", + "# Compute precision score, recall and F1\n", + "precision = precision_score(y_test, y_pred, average = \"macro\")\n", + "recall = recall_score(y_test, y_pred, average = \"macro\")\n", + "f1 = f1_score(y_test, y_pred, average = \"macro\")\n", + "\n", + "print(f\"Precision: {precision}\")\n", + "print(f\"Recall: {recall}\")\n", + "print(f\"F1 Score: {f1}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels = classes, yticklabels = classes)\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.title('Confusion Matrix for the Testing Set')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Project-1_G5_Submission_transfer learning.ipynb b/Project-1_G5_Submission_transfer learning.ipynb new file mode 100644 index 00000000..213ec7dc --- /dev/null +++ b/Project-1_G5_Submission_transfer learning.ipynb @@ -0,0 +1,579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 1: Data Preprocessing & Loading \n", + "## Visualization of Images and Labels / Inserting Grayscale Conversion / Augmentation " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import confusion_matrix, precision_score, recall_score, f1_score, accuracy_score\n", + "from tensorflow.keras import datasets, layers, models\n", + "from tensorflow.keras.datasets import cifar10\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Flatten, Dropout, RandomFlip, RandomRotation\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tensorflow.keras.losses import CategoricalCrossentropy\n", + "from tensorflow.keras.optimizers import Adam, RMSprop, SGD\n", + "from tensorflow.keras.utils import to_categorical" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the CIFAR-10 Dataset\n", + "(x_train, y_train), (x_test, y_test) = datasets.cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 3) (50000, 1)\n", + "(10000, 32, 32, 3) (10000, 1)\n" + ] + } + ], + "source": [ + "# Check data dimensions\n", + "print(x_train.shape, y_train.shape)\n", + "print(x_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a list with all the class labels for CIFAR-10\n", + "classes = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n", + "\n", + "# Function to visualize color images from CIFAR-10 dataset with correct labeling\n", + "def visualize_color_images_with_labels(images, labels, classes, images_per_class=10, title=\"CIFAR-10 Images\"):\n", + " num_classes = len(classes)\n", + " total_images = num_classes * images_per_class\n", + "\n", + " plt.figure(figsize=(6, 6))\n", + " image_count = 0\n", + "\n", + " # Loop through class labels to pick images_per_class images per class\n", + " for class_index, class_name in enumerate(classes):\n", + " class_images = images[labels.flatten() == class_index][:images_per_class]\n", + "\n", + " # Loop through the images, arranging them dynamically\n", + " for img in class_images:\n", + " plt.subplot(num_classes, images_per_class, image_count + 1)\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " \n", + " # Add class label to the left side of each row\n", + " if image_count % images_per_class == 0:\n", + " plt.text(-30, 32 // 2, class_name, rotation=0, size='large', va='center', ha='right')\n", + " \n", + " image_count += 1\n", + " \n", + " plt.suptitle(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize color images from the CIFAR-10 training set\n", + "visualize_color_images_with_labels(x_train, y_train, classes, images_per_class=10, title=\"CIFAR-10 Training Images\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Create augmentation layer for model (used further down)\n", + "\n", + "data_augmentation = Sequential([\n", + "layers.RandomFlip(\"horizontal_and_vertical\"),\n", + "layers.RandomRotation(0.2),\n", + "]) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 32, 32, 3)\n", + "(10000, 32, 32, 3)\n" + ] + } + ], + "source": [ + "# Normalize the images to the range [0, 1]\n", + "x_train_normalized = x_train.astype('float32') / 255.0\n", + "x_test_normalized = x_test.astype('float32') / 255.0\n", + "\n", + "print(x_train_normalized.shape)\n", + "print(x_test_normalized.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50000, 10)\n", + "(10000, 10)\n" + ] + } + ], + "source": [ + "from tensorflow.keras.utils import to_categorical\n", + "\n", + "# One-hot encode the labels\n", + "y_train = tf.keras.utils.to_categorical(y_train, 10)\n", + "y_test = tf.keras.utils.to_categorical(y_test, 10)\n", + "\n", + "print(y_train.shape)\n", + "print(y_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 2: Finetune and train model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "29084464/29084464 [==============================] - 2s 0us/step\n", + "Epoch 1/20\n", + "1563/1563 [==============================] - 98s 56ms/step - loss: 1.2399 - accuracy: 0.5679 - val_loss: 1.0518 - val_accuracy: 0.6362 - lr: 0.0100\n", + "Epoch 2/20\n", + "1563/1563 [==============================] - 79s 50ms/step - loss: 1.0165 - accuracy: 0.6446 - val_loss: 1.0305 - val_accuracy: 0.6453 - lr: 0.0100\n", + "Epoch 3/20\n", + "1563/1563 [==============================] - 76s 49ms/step - loss: 0.9259 - accuracy: 0.6741 - val_loss: 0.9697 - val_accuracy: 0.6646 - lr: 0.0100\n", + "Epoch 4/20\n", + "1563/1563 [==============================] - 76s 49ms/step - loss: 0.8638 - accuracy: 0.6967 - val_loss: 0.9549 - val_accuracy: 0.6735 - lr: 0.0100\n", + "Epoch 5/20\n", + "1563/1563 [==============================] - 77s 49ms/step - loss: 0.8123 - accuracy: 0.7141 - val_loss: 0.9788 - val_accuracy: 0.6683 - lr: 0.0100\n", + "Epoch 6/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.7687 - accuracy: 0.7279 - val_loss: 0.9632 - val_accuracy: 0.6754 - lr: 0.0100\n", + "Epoch 7/20\n", + "1563/1563 [==============================] - 70s 45ms/step - loss: 0.7308 - accuracy: 0.7411 - val_loss: 0.9823 - val_accuracy: 0.6745 - lr: 0.0100\n", + "Epoch 8/20\n", + "1563/1563 [==============================] - 74s 47ms/step - loss: 0.6141 - accuracy: 0.7813 - val_loss: 0.9821 - val_accuracy: 0.6786 - lr: 0.0050\n", + "Epoch 9/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.5682 - accuracy: 0.7978 - val_loss: 1.0021 - val_accuracy: 0.6869 - lr: 0.0050\n", + "Epoch 10/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.5318 - accuracy: 0.8089 - val_loss: 1.0405 - val_accuracy: 0.6748 - lr: 0.0050\n", + "Epoch 11/20\n", + "1563/1563 [==============================] - 75s 48ms/step - loss: 0.4514 - accuracy: 0.8397 - val_loss: 1.0366 - val_accuracy: 0.6878 - lr: 0.0025\n", + "Epoch 12/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.4159 - accuracy: 0.8524 - val_loss: 1.0721 - val_accuracy: 0.6813 - lr: 0.0025\n", + "Epoch 13/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.3961 - accuracy: 0.8585 - val_loss: 1.1029 - val_accuracy: 0.6759 - lr: 0.0025\n", + "Epoch 14/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.3429 - accuracy: 0.8785 - val_loss: 1.1040 - val_accuracy: 0.6842 - lr: 0.0012\n", + "Epoch 15/20\n", + "1563/1563 [==============================] - 73s 47ms/step - loss: 0.3182 - accuracy: 0.8881 - val_loss: 1.1326 - val_accuracy: 0.6833 - lr: 0.0012\n", + "Epoch 16/20\n", + "1563/1563 [==============================] - 71s 46ms/step - loss: 0.3018 - accuracy: 0.8931 - val_loss: 1.1543 - val_accuracy: 0.6813 - lr: 0.0012\n", + "Epoch 17/20\n", + "1563/1563 [==============================] - 70s 45ms/step - loss: 0.2782 - accuracy: 0.9029 - val_loss: 1.1588 - val_accuracy: 0.6825 - lr: 6.2500e-04\n", + "Epoch 18/20\n", + "1563/1563 [==============================] - 70s 45ms/step - loss: 0.2696 - accuracy: 0.9054 - val_loss: 1.1672 - val_accuracy: 0.6848 - lr: 6.2500e-04\n", + "Epoch 19/20\n", + "1563/1563 [==============================] - 71s 45ms/step - loss: 0.2563 - accuracy: 0.9105 - val_loss: 1.1786 - val_accuracy: 0.6864 - lr: 6.2500e-04\n", + "Epoch 20/20\n", + "1563/1563 [==============================] - 70s 45ms/step - loss: 0.2460 - accuracy: 0.9142 - val_loss: 1.1878 - val_accuracy: 0.6859 - lr: 3.1250e-04\n", + "313/313 [==============================] - 13s 33ms/step\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.applications import DenseNet121\n", + "from tensorflow.keras.layers import Dense, BatchNormalization\n", + "from tensorflow.keras.models import Model\n", + "from tensorflow.keras.datasets import cifar10\n", + "\n", + "# Load CIFAR-10 dataset\n", + "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n", + "\n", + "# Normalize the pixel values to be between 0 and 1\n", + "x_train = x_train.astype('float32') / 255.0\n", + "x_test = x_test.astype('float32') / 255.0\n", + "\n", + "# Convert labels to categorical (one-hot encoding)\n", + "y_train = tf.keras.utils.to_categorical(y_train, 10)\n", + "y_test = tf.keras.utils.to_categorical(y_test, 10)\n", + "\n", + "# Load DenseNet121 with pre-trained ImageNet weights, excluding the top layer\n", + "# pooling='avg' applies global average pooling automatically\n", + "base_model = DenseNet121(include_top=False, weights='imagenet', input_shape=(32, 32, 3), pooling='avg')\n", + "\n", + "# Fine-tune the model: Unfreeze the last 20 layers of the DenseNet\n", + "for layer in base_model.layers[:-20]:\n", + " layer.trainable = False\n", + "\n", + "# Add custom layers\n", + "x = base_model.output # No need for additional GlobalAveragePooling2D\n", + "x = Dense(512, activation='relu')(x)\n", + "x = BatchNormalization()(x)\n", + "x = Dense(128, activation='relu')(x)\n", + "x = BatchNormalization()(x)\n", + "\n", + "# Output layer for CIFAR-10 (10 classes)\n", + "predictions = Dense(10, activation='softmax')(x)\n", + "\n", + "# Create the final model\n", + "model = Model(inputs=base_model.input, outputs=predictions)\n", + "\n", + "# Compile the model using SGD with momentum\n", + "model.compile(optimizer=tf.keras.optimizers.SGD(learning_rate=0.01, momentum=0.9),\n", + " loss='categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Data augmentation (optional, but recommended for image classification tasks)\n", + "data_augmentation = tf.keras.Sequential([\n", + " tf.keras.layers.RandomFlip(\"horizontal\"),\n", + " tf.keras.layers.RandomRotation(0.2),\n", + "])\n", + "\n", + "# Apply data augmentation only to the training images, not labels\n", + "train_dataset = tf.data.Dataset.from_tensor_slices((x_train, y_train))\n", + "train_dataset = train_dataset.map(lambda x, y: (data_augmentation(x), y))\n", + "train_dataset = train_dataset.shuffle(buffer_size=1024).batch(32).prefetch(tf.data.AUTOTUNE)\n", + "\n", + "# Validation dataset without augmentation\n", + "val_dataset = tf.data.Dataset.from_tensor_slices((x_test, y_test)).batch(32).prefetch(tf.data.AUTOTUNE)\n", + "\n", + "# Learning rate scheduler\n", + "reduce_lr = tf.keras.callbacks.ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=3, min_lr=1e-7)\n", + "\n", + "# Train the model\n", + "model.fit(train_dataset, epochs=20, validation_data=val_dataset, callbacks=[reduce_lr])\n", + "\n", + "# Make predictions using the model\n", + "predictions = model.predict(val_dataset)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 3: Train model with more unfrozen layers" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1563/1563 [==============================] - 94s 55ms/step - loss: 1.2229 - accuracy: 0.5743 - val_loss: 1.0209 - val_accuracy: 0.6479 - lr: 0.0100\n", + "Epoch 2/10\n", + "1563/1563 [==============================] - 82s 53ms/step - loss: 0.9950 - accuracy: 0.6502 - val_loss: 0.9708 - val_accuracy: 0.6636 - lr: 0.0100\n", + "Epoch 3/10\n", + "1563/1563 [==============================] - 82s 52ms/step - loss: 0.9030 - accuracy: 0.6842 - val_loss: 0.9551 - val_accuracy: 0.6728 - lr: 0.0100\n", + "Epoch 4/10\n", + "1563/1563 [==============================] - 82s 53ms/step - loss: 0.8370 - accuracy: 0.7066 - val_loss: 0.9401 - val_accuracy: 0.6776 - lr: 0.0100\n", + "Epoch 5/10\n", + "1563/1563 [==============================] - 82s 53ms/step - loss: 0.7863 - accuracy: 0.7226 - val_loss: 0.9504 - val_accuracy: 0.6781 - lr: 0.0100\n", + "Epoch 6/10\n", + "1563/1563 [==============================] - 81s 52ms/step - loss: 0.7371 - accuracy: 0.7382 - val_loss: 0.9588 - val_accuracy: 0.6775 - lr: 0.0100\n", + "Epoch 7/10\n", + "1563/1563 [==============================] - 82s 53ms/step - loss: 0.6948 - accuracy: 0.7546 - val_loss: 0.9655 - val_accuracy: 0.6856 - lr: 0.0100\n", + "Epoch 8/10\n", + "1563/1563 [==============================] - 80s 51ms/step - loss: 0.5667 - accuracy: 0.7978 - val_loss: 0.9638 - val_accuracy: 0.6910 - lr: 0.0050\n", + "Epoch 9/10\n", + "1563/1563 [==============================] - 82s 53ms/step - loss: 0.5235 - accuracy: 0.8131 - val_loss: 0.9992 - val_accuracy: 0.6883 - lr: 0.0050\n", + "Epoch 10/10\n", + "1563/1563 [==============================] - 81s 52ms/step - loss: 0.4825 - accuracy: 0.8281 - val_loss: 1.0463 - val_accuracy: 0.6801 - lr: 0.0050\n", + "313/313 [==============================] - 12s 32ms/step\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.applications import DenseNet121\n", + "from tensorflow.keras.layers import Dense, BatchNormalization\n", + "from tensorflow.keras.models import Model\n", + "from tensorflow.keras.datasets import cifar10\n", + "\n", + "# Load CIFAR-10 dataset\n", + "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n", + "\n", + "# Normalize the pixel values to be between 0 and 1\n", + "x_train = x_train.astype('float32') / 255.0\n", + "x_test = x_test.astype('float32') / 255.0\n", + "\n", + "# Convert labels to categorical (one-hot encoding)\n", + "y_train = tf.keras.utils.to_categorical(y_train, 10)\n", + "y_test = tf.keras.utils.to_categorical(y_test, 10)\n", + "\n", + "# Load DenseNet121 with pre-trained ImageNet weights, excluding the top layer\n", + "# pooling='avg' applies global average pooling automatically\n", + "base_model = DenseNet121(include_top=False, weights='imagenet', input_shape=(32, 32, 3), pooling='avg')\n", + "\n", + "# Fine-tune the model: Unfreeze the last 40 layers of the DenseNet\n", + "for layer in base_model.layers[:-40]:\n", + " layer.trainable = False\n", + "\n", + "# Add custom layers\n", + "x = base_model.output # No need for additional GlobalAveragePooling2D\n", + "x = Dense(512, activation='relu')(x)\n", + "x = BatchNormalization()(x)\n", + "x = Dense(128, activation='relu')(x)\n", + "x = BatchNormalization()(x)\n", + "\n", + "# Output layer for CIFAR-10 (10 classes)\n", + "predictions = Dense(10, activation='softmax')(x)\n", + "\n", + "# Create the final model\n", + "model = Model(inputs=base_model.input, outputs=predictions)\n", + "\n", + "# Compile the model using SGD with momentum\n", + "model.compile(optimizer=tf.keras.optimizers.SGD(learning_rate=0.01, momentum=0.9),\n", + " loss='categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Data augmentation (optional, but recommended for image classification tasks)\n", + "data_augmentation = tf.keras.Sequential([\n", + " tf.keras.layers.RandomFlip(\"horizontal\"),\n", + " tf.keras.layers.RandomRotation(0.2),\n", + "])\n", + "\n", + "# Apply data augmentation only to the training images, not labels\n", + "train_dataset = tf.data.Dataset.from_tensor_slices((x_train, y_train))\n", + "train_dataset = train_dataset.map(lambda x, y: (data_augmentation(x), y))\n", + "train_dataset = train_dataset.shuffle(buffer_size=1024).batch(32).prefetch(tf.data.AUTOTUNE)\n", + "\n", + "# Validation dataset without augmentation\n", + "val_dataset = tf.data.Dataset.from_tensor_slices((x_test, y_test)).batch(32).prefetch(tf.data.AUTOTUNE)\n", + "\n", + "# Learning rate scheduler\n", + "reduce_lr = tf.keras.callbacks.ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=3, min_lr=1e-7)\n", + "\n", + "# Train the model\n", + "history = model.fit(train_dataset, epochs=10, validation_data=val_dataset, callbacks=[reduce_lr])\n", + "\n", + "# Make predictions using the model\n", + "predictions = model.predict(val_dataset)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4: Model Evaluation\n", + "## Evaluate the Model and Compute Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Extract values from the history object\n", + "accuracy = history.history['accuracy']\n", + "val_accuracy = history.history['val_accuracy']\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1, len(accuracy) + 1)\n", + "\n", + "# Create a figure for accuracy and loss plots\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "# Plot accuracy\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(epochs, accuracy, 'bo-', label='Training Accuracy')\n", + "plt.plot(epochs, val_accuracy, 'r-', label='Validation Accuracy')\n", + "plt.title('Training and Validation Accuracy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "\n", + "# Plot loss\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(epochs, loss, 'bo-', label='Training Loss')\n", + "plt.plot(epochs, val_loss, 'r-', label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "# Display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 11s 34ms/step\n" + ] + } + ], + "source": [ + "# Make prediction\n", + "predictions = model.predict(x_test_normalized)\n", + "\n", + "y_pred = np.argmax(predictions, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy: 0.6801\n", + "Precision: 0.6810223044588366\n", + "Recall: 0.6801\n", + "F1 Score: 0.6789286578512884\n" + ] + } + ], + "source": [ + "# Convert one-hot encoded labels to integer labels\n", + "y_test_int = np.argmax(y_test, axis=1)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test_int, y_pred)\n", + "print(f\"Test Accuracy: {accuracy}\")\n", + "\n", + "# Compute precision score, recall and F1\n", + "precision = precision_score(y_test_int, y_pred, average = \"macro\")\n", + "recall = recall_score(y_test_int, y_pred, average = \"macro\")\n", + "f1 = f1_score(y_test_int, y_pred, average = \"macro\")\n", + "\n", + "print(f\"Precision: {precision}\")\n", + "print(f\"Recall: {recall}\")\n", + "print(f\"F1 Score: {f1}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test_int, y_pred)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels = classes, yticklabels = classes)\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.title('Confusion Matrix for the Testing Set')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}