{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "# Land Cover Classification using Convolutional Neural Networks (CNNs)\n", "![EuroSAT overview image](https://raw.githubusercontent.com/phelber/EuroSAT/master/eurosat_overview_small.jpg)" ], "metadata": { "id": "iIQYDgDYXc7o" } }, { "cell_type": "markdown", "source": [ "This notebook is converted from the source: https://www.coursera.org/learn/getting-started-with-tensor-flow2" ], "metadata": { "id": "gsVjobuI_mTc" } }, { "cell_type": "markdown", "source": [ "## Exercise Instruction\n", "\n", "\n", "**By the end of this notebook, you'll be able to ๐Ÿ˜ƒ๐Ÿ˜ƒ๐Ÿ˜ƒ**\n", "\n", "1. **Construct CNNs** that classifies EuroSAT images into one of its 10 classes;\n", "2. **Save and load** trained models;\n", "3. Explore ways to **improve the model performance**.\n", "\n", "\n", "\n", "\n", "---\n", "\n", "\n", "\n", "\n", "**Land Cover Classification** aims to automatically provide labels describing the represented physical land type or how a land area is used (e.g., residential, industrial). \n", "\n", "**Convolutional Neural Networks (CNNs)**, the state of-the-art image classification method in computer vision and machine learning, have been reported to be suitable for the classification of remotely sensed\n", "images.\n", "\n", "However, the classification of remotely sensed images is a challenging task, particularly due to the lack of reliably labeled ground truth datasets.\n", "\n", "The [EuroSAT dataset](https://github.com/phelber/EuroSAT) provides large quantity of training data for this purpose. It consists of 27000 labelled Sentinel-2 satellite images of different land uses: residential, industrial, highway, river, forest, pasture, herbaceous vegetation, annual crop, permanent crop and sea/lake.\n", "\n", "For a reference, see the following papers:\n", "- Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification. Patrick Helber, Benjamin Bischke, Andreas Dengel, Damian Borth. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019.\n", "- Introducing EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. Patrick Helber, Benjamin Bischke, Andreas Dengel. 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018.\n", "\n", "\n", "\n", "---\n", "\n", "\n", "\n", "\n", "โšกโšกโšก You can **create your own code** by following each question **or complete the code with blanks**.\n", "\n", "\n", "---\n", "\n", "\n" ], "metadata": { "id": "QRRfc2qV8vrQ" } }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "SLxSwU95suQL" }, "outputs": [], "source": [ "# Run this cell first to import all required packages.\n", "import tensorflow as tf\n", "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n", "from tensorflow.keras.models import Sequential, load_model\n", "from tensorflow.keras.layers import Dense, Flatten, Conv2D, MaxPooling2D, Dropout\n", "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping\n", "\n", "from keras.utils import plot_model\n", "from sklearn.model_selection import train_test_split\n", "\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "# If you would like to make further imports from tensorflow, add them here\n", "\n" ] }, { "cell_type": "markdown", "source": [ "## Data Setup\n", "\n", "Using the EuroSAT dataset which consists of 27000 images and labels might crash colab due to limited RAM, thus we use a smaller subset of the original dataset - 4000 training images and 1000 testing images with roughly equal numbers of each class." ], "metadata": { "id": "5p6KJSvw8jRh" } }, { "cell_type": "code", "source": [ "import pooch\n", "data_url = 'https://unils-my.sharepoint.com/:u:/g/personal/tom_beucler_unil_ch/EUB7KobuofVIs9kbBlPsh8wByNhXgThqpzijsFCViy9wHw?download=1'\n", "hash = 'acb7d0a0f5c74d69ade3c27777f1c150cfe03781b51925642381983b137bb61c'\n", "data = pooch.retrieve(data_url, known_hash=hash, processor=pooch.Unzip())" ], "metadata": { "id": "9fp2br5rgJuy" }, "execution_count": 11, "outputs": [] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "0GTIx3_esuQO" }, "outputs": [], "source": [ "# Import the Eurosat data\n", "def load_eurosat_data():\n", " data_dir = '/root/.cache/pooch/a03aa179d211d203a83480995708754e-EUB7KobuofVIs9kbBlPsh8wByNhXgThqpzijsFCViy9wHw.unzip/data_cnn'\n", " x_train = np.load(os.path.join(data_dir, 'x_train.npy'))\n", " y_train = np.load(os.path.join(data_dir, 'y_train.npy'))\n", " x_val = np.load(os.path.join(data_dir, 'x_test.npy'))\n", " y_val = np.load(os.path.join(data_dir, 'y_test.npy'))\n", " return (x_train, y_train), (x_val, y_val)\n", "\n", "(X_train, y_train), (X_val_test, y_val_test) = load_eurosat_data()\n", "X_val, X_test, y_val, y_test = train_test_split(X_val_test, y_val_test, test_size=0.5, random_state=42)\n", "\n", "#Normalize data\n", "X_train = X_train / 255.0\n", "X_val = X_val / 255.0\n", "X_test = X_test / 255.0" ] }, { "cell_type": "markdown", "metadata": { "id": "BtFKnT-lsuQP" }, "source": [ "## Q1 Build a CNN `model1` to classify Eurosat data.\n", "\n", "Let's construct a CNN called 'model1' using the Sequential API, according to the following specifications:\n", "\n", "* The model should use the input_shape in the function argument to set the input size in the first layer.\n", "* The first layer should be a Conv2D layer with 16 filters, a 3x3 kernel size, a ReLU activation function and 'SAME' padding. Name this layer 'conv_1'.\n", "* The second layer should also be a Conv2D layer with 8 filters, a 3x3 kernel size, a ReLU activation function and 'SAME' padding. Name this layer 'conv_2'.\n", "* The third layer should be a MaxPooling2D layer with a pooling window size of 8x8. Name this layer 'pool_1'.\n", "* The fourth layer should be a Flatten layer, named 'flatten'.\n", "* The fifth layer should be a Dense layer with 32 units, a ReLU activation. Name this layer 'dense_1'.\n", "* The sixth and final layer should be a Dense layer with 10 units and softmax activation. Name this layer 'dense_2'.\n", "\n", "In total, the network should have 6 layers." ] }, { "cell_type": "code", "source": [ "# Initiate an empty Sequential model\n", "model1 = ____()" ], "metadata": { "id": "cYV041JTna2r" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Assign value to input_shape variable\n", "input_shape = ____.shape" ], "metadata": { "id": "3IPrfkPinwqD" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the first layer 'conv_1': a Conv2D layer with 16 filters, a 3x3 kernel size, a ReLU activation function and 'SAME' padding.\n", "# Ensure the weights are initialised by providing the input_shape argument in the first layer.\n", "model1.add(____(____,(____,____),padding='____', activation='____',input_shape=____,name='____'))" ], "metadata": { "id": "lo0wVQwmomYK" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the second layer 'conv_2': a Conv2D layer with 8 filters, a 3x3 kernel size, a ReLU activation function and 'SAME' padding.\n", "model1.add(____(____,(____,____),padding='____', activation='____',input_shape=____,name='____'))" ], "metadata": { "id": "VObmdx2pom9C" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the third layer 'pool_1': a MaxPooling2D layer with a pooling window size of 8x8.\n", "model1.add(____((____,____),name='____'))" ], "metadata": { "id": "NxK07J2JpS--" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the fourth layer 'flatten': a Flatten layer.\n", "model1.add(____(name='____'))" ], "metadata": { "id": "ljTBTmqsonRu" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the fifth layer 'dense_1': a Dense layer with 32 units, a ReLU activation.\n", "model1.add(____(____, activation='____',name='____'))" ], "metadata": { "id": "utz-ie3sp-Sz" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Add the sixth layer 'dense_2': a Dense layer with 10 units and softmax activation.\n", "model1.add(____(____,activation='____',name='____'))" ], "metadata": { "id": "h2LJ_xuApyB7" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Print the model summary\n", "model1.____()" ], "metadata": { "id": "j_pVLcG9qdYM" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "O2EQYCsmsuQQ" }, "outputs": [], "source": [ "# Or you can build the above model in one go\n", "input_shape = ____.shape\n", "\n", "model1 = ____([\n", " ____(____,(____,____),padding='____', activation='____',input_shape=____,name='____'),\n", " ____(____,(____,____),padding='____', activation='____',input_shape=____,name='____'),\n", " ____((____,____),name='____'),\n", " ____(name='____'),\n", " ____(____, activation='____',name='____'),\n", " ____(____,activation='____',name='____')\n", " ])\n" ] }, { "cell_type": "code", "source": [ "# Print the model summary\n", "model1.____()" ], "metadata": { "id": "kMkmjHznqvEs" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have a model of the following structure? \n", "\n", "\n", "\n", "![Capture.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM1NQAAkpIAAgAAAAM1NQAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNjoxNjoxMgAyMDIzOjEwOjI0IDA2OjE2OjEyAAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA2OjE2OjEyLjU0NjwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAWACDAMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGioL2wtNTs5LTUrWC7tpMb4Z4xIjYORlTweQDWK/gnwdbQSyN4X0VI1QmQjTovujk9F56Ur23GdDRXOWfg3wXd2UdzaeGNEaC5iV1YabEN6HDDIK/Q4NSf8IF4PGceFNE56/8S6H/AOJp2admJNPU36KwR4E8IhCg8LaKFYglf7OiwcdP4aB4E8IhCg8K6JtJBK/2dFgkdD933P50Ab1FYI8C+ERGUHhbRdhIJX+zosEjocbfc/nUc3gjwXb28ks/hjQo4Y1LuzafCFUAck/L6UbbgdFRXHR6B4EfRbbUZ/Cmk21tcSIkIm0qIMTI4RDtCkjcSvXBAIzjBxpnwL4RMYQ+FtFKKSQv9nRYBPU/d9h+VGoG9RWB/wAIH4QwB/wimiYHQf2dD/8AE0p8CeEWVVbwtopCjCg6dFx9PloA3qK5W+8LeCbCazju/CmjhLiTyY5f7MhKI55VWO35dxyB2J46kZtnwH4QOM+FNEOOn/Euh/8AiaAN+isFvAnhFyC/hbRWIAAzp0RwB0H3aG8CeEXOX8K6IxwBk6dEeAMAfd9KAN6isF/AvhGRsyeFtFY4AydOiPAGAPu+lIfAXg89fCmiH/uHQ/8AxNAG/RWC3gTwi7l38LaKzMcljp0RJPr92h/AvhGSRnfwtorOxyWOnREk+udtAG9RWCPAnhFZA6+FtFDg5DDTosg+v3aB4E8Ihw48K6IGByCNOizn/vmgDeorAHgPwgDkeFNEB9Rp0P8A8TSp4E8Io25PC2iqcEZGnRDr/wABoA3qKwV8CeEUOU8K6IpwRkadEOCMEfd9KE8C+EYySnhbRVJBBI06IcEYI+76UAb1FYA8BeDx08KaJ/4Lof8A4mlHgTwioYL4V0QBhhgNOi5Gc4Py+oFAG9RXN3Pg/wAFadZT3F14b0K3t0TMztp8IUKOefl9QKpaToXw/wBZaeOw8MaUssG3zoLjRRbyKG5UlJI1bacHBxg4PoaAOxormb7wj4I0zTbi8vfDOiRWtvGZpm/syI7VUEk4C5OBnpVhfA3hExbV8LaLsYhiv9nRYJ7HG33P50Ab1FYH/CB+EMY/4RTRMen9nQ//ABNQXvhLwTp9iZr3w1osdurqP+QbGQGZgo4C9yQKAOmorBPgTwiUCHwrom0EkL/Z0WAT1P3fYflWdqvh7wDoyw/bvC2lFpmKxQ2+ii4kfAySEjjZsDucYHGeooA6+iuPXQPBE97p9kPCWm7ry3lng83SI49iIU3BldQynMg4I9c4rSPgTwiwUN4V0QhRhQdOi4Gc4Hy+pNAG9RWC3gXwi4UN4W0VgowoOnRcDOcD5fUn86Q+A/CBxnwpohx0/wCJdD/8TQBv0VgHwH4QY5bwrohOMc6dD/8AE0r+BfCMjZk8LaKxwBk6dEeAMAfd9KAN6isA+A/CBOT4U0Qn306H/wCJpX8CeEZHLyeFtFZmOSzadESf/HaAN6isFvAnhF3Lv4V0VmY5LHToiSfX7tC+BPCKuHXwtooYHIYadFkH1+7QBvUVgr4F8IpIHXwtoquDkMNOiyD6520J4F8IxyK8fhbRUdTlWXTogQfX7tAG9RWAPAXg8HI8KaID/wBg6H/4mlXwJ4RQ5TwroinBGRp0Q4IwR930oA3qKwU8C+EYySnhbRVJBBI06IcEYI+76Ug8B+EB08KaIP8AuHQ//E0Ab9FYK+BPCKhgvhbRVDDDY06Lken3aqal4W8C6Lpdxf6h4Z0WG1hXMrLpcbnGR/CqEnnHAFGwHU0Vx+k6D4A1kzx2PhjSVlg2+dBcaKLeVQeVJjkjVtpwcHGDg4PBrSHgTwiEKDwtooViCV/s6LBx0/hoA3qKwR4E8IhCg8K6JtJBK/2dFgkdD933P50DwL4REZQeFtF2Eglf7OiwSOhxt9z+dAG9RWB/wgXg/GP+EU0TH/YOh/8AiaiuvB3gu0gQ3PhjRVjMqog/s2Ije7BRwF7nAz+dAHSUVzVn4R8FajYpLa+GdFkt9zbM6ZGoyDtbgr6r174FTf8ACB+EMAf8IpomB0H9nQ//ABNAG/RWCfAnhFlVW8LaKQowoOnRcfT5a1NP0yw0m0FrpVlb2NuCWENtEsaAnqdqgCgC1RRRQAVW1JGk0q7RFLM0DgKBkk7TxVmilJcyaHF2dzi7DXHPw8a2sNL1KbULLSlBtbiwubbe6xgFVdkXcc9kJJ7Vz+h+Hrm9/t+1tLKGxgktbaeyeDRpdMg+1RySMriJ2J3BljyeMgLwRgn1Sqmp6ZbavYtaXvneSx+YQ3EkJb2JRgSPUZwe9VJttyW7JilGKj2OFuIb3X/BOpeIbC2f7RrTW7GB4jIwskYAx7FZS+VMrbQwLeYQOoFVYdAefwpeW1kZhb3Op2JFrY6Nc6WtuFmj8x40kYsPlG4suACpPXJr0yKKOCFIYEWOONQqIgwFA4AA7Cn0aJ6f1a3+Q10MvRvDuneH2uhpEAtYLqQSNbRgLEjBQpKqBxkAE+p5qp44DnwZflQSiKjzKFLboVdTIMDrlA3Fb9BGRg8ipd2gRynjvRrHXfDcFzJpcGq/Zbi3uEH2dZ38kSo0uwYJOUU/KPvDjB6VU1QabpWg6Z4h8P6W9rb6TM2LOOya0ZopTskURMqkfMVfoMlB6111jY22mWUdpYx+VbxZEcYYkIM5wM9AM8DoBgDAFQ32jWWpXVrcXsckrWr+ZFGZnEe4EEM0YO1yCAQWBwRkYNPyXcL6anDajpOnaTN4ctPEVpLqCSR3c15DDay3SzzuUdy0aKxZd5JAYEDC9wKo32jakmh6BDqOnxtpkQuSbW70iXU1t90mbdWgikBysWVDfMF6cZFenS2NvNfQXkkeZ7dXWJ9x+UNjdx0Odo61PSA4q/tntPhIbNrqW7uGgWK1klgeB2lZwIRskJdSGKDDHPHJrtRnAz1qvPY211c21xcRCSS1YvCWJwjEbSwHTOCRnqMn1NWKpu7uJKwUUUUhhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGJ4utbi68Pn7JA1zJb3NvcmBMbpVimSRlHqcKcDucVzetrPrz32r6dY34t4LWCILLayQyTlbhZX2xOA52qvHy8liBmu/opf1+FvyDdW/ruedarpf/CX2fi8/2JNKs9lENPGoWflmSVY5QGRZACpBbGSFI+hBK6svh+Lwba/2Xo0+m2J1W1+020OlTWkjksu7EYRXfI4+UHPTmvRKr3djb36xLdx+YIZkmT5iMOpyp49D2p9V6r8GLXlt6/icDbWR0+3+32Gk3VroseuR3NtZw2LrJFD5Hlu624G9QZCTtCg8lsc5pL7Rk17wnrtxfeH5J2/tX7XbQXlmDK0Y8osyIwJyyqwx1P3SM5Fej0UW3/rt/wDIob1af9df82Znh9NKTSVGg6f/AGdZ72xB9gazwe58tlUjPrjmszxalgLiyuJ5tZs7+EP9mu9JsZrhkU43qwWORCDheHXtkcjI6aih6gtDg4tJu/Et/wCGpfF+li422N4bmOSAiIsXh8vzEyVBKjdsbOGHTK8ZN9aXR8N6BpN9oiXEEdtKA19o8+oiN1YLHH5Ssuxip4kcjABGeSa9SoolqNNpHlUcdoV8NweMNLvtSf8A4R7Elm1jNcs0oaMfvIwGAYc/M/QnqDzUep6Fqwg0iDxHFHPFFo8UCvNo0+qmG4GfMIEMgKPjZ+8wc7Thh39RNjbnUlvzH/pKwmESbjwhIYjHTqBzVim9V9/5v/MS0b+X5L/Iq6ZFJDpNpFPcPcypAivPIhRpSFGWKnkE9cHpVqiihu7uJKysFFFFIYUUUUAFFFFABRRRQAUUUUAFc949trm88C6nb2MTzXDxqI0SMuSd6/wjk10NFG4HHappWp6dper6xdeVreq3FvHbeVb2jxxLCrn/AJZB3d8b3ZhuJYDaMVzNjo95N4d8R2NvYy21ncTWbWy2OlS6ap/eASPHCzMyEBRk8H5QcYwT6vRR3BnGa5oFp4d0DUX0HSlljv5IEubMW7zQgbgrzGGP55TtOXXPzhRnvXL2GgXF5ZCyudJY6d/bpljgj0ySzg8k2LAkQMzFELnBBOCxOQCSK9bopdH5/wDA/wAhp2OL+HOlTaVaXEctnNaiS2s5H81GUvL5AEjEnktkYJPORzT/AIg6Dca6ukRQWunXKJeZf7dpjXgQBGbPDrtU7dpB67gMjv2NFOXvO5MfdVjmPh3obaB4H0+2mtrW3uHiWWdba0+z/OVGd65JLjoScZx0HSunoopt3dwQUUUUhhRRRQBBfTva6fcXEUfmvFEzrHhvnIGQPlVm59lJ9AelcxpPi/VNQS9Nzof2c29s00Y2Xw8xh0X95Zp1/wBnc3oprrqKAOQ03xhqt7bX8k+heQ1tAZY18u/Hmtn7vz2aH/vgO3+zTbPxlq1zpl/cy6D5UlqqGOPy7/8Ae7mwR81mrcDn5Ff3AHNdjRQByNp4v1S40O/vZND8ua2KCODZffvdxweGs1fj/YR/fHWkt/GGqzaDd3z6FsmgkRUg8u//AHgbqcGzD8f7KMPUiuvooA5GLxfqknh2fUW0PbcRTrGtvsvvmUj72DZiT8oyP9oU0eMdVPh1tQ/sH9+LkQi38u/5Xbndj7H5nXj/AFe3/azxXYUUAce/jHVl8Px340HM73BiMHl3/Chc7sCz8z25QL/tE8U648X6pD4ftNQTQ9888jo9vsvvkA6HAszJz/tIo9Ca66igDj7rxjqsGi2N7HoPmTXJkEkPl3/7racD7tmX5/20T23dadfeL9UtdH0+7i0PzZboOZIdl9+6wcD7tmz8/wC2ie2etddRQBx1/wCMtWtLGwnh0HznuYi8ieXfnyiGxj5LNm9/nCH2I5pdU8Y6rYJZG30H7Qbi2WaQeXfny2Ocr8lm/TH8W1vVRXYUUAcjrHi/VNNe1Ftof2kT2yTOdl8djHqv7uzfp/tbW9VFJrHjDVdNuYY7bQvtKyQJKzeXfnazDlf3dm449yG9VFdfRQByOueLtU0vURb2mh/aozGr+ZsvjyRyP3VnIvH+9n1Ao1TxfqthrjWVvoX2iEFB52y+OcgE8pZunGf7/bnHIHXUUIOhyd74t1S18SHTotD823Eyx/aNl90OMnK2jR8Z/wCemPUjnCXPi3VIfEp01ND32/nrF9p2X33SQN2RaGPv/wA9NvqwrraKF0uDOSHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/+s2/7WOaIvF2qSeJv7NbQ9tv9oMX2nZffdzjdk2gj/8AIm3/AGu9dbRQulwfWxyWmeLtUvfEC6fPofkQM7qbjZfDAAODl7RI+cf89Mc8E8ZTRPF2qanrC2d1of2WJgxM2y+GMAkf62zjTn/f+melddRR0A5DRvGGq6lqRtrrQvs0ex28zy74cgZA/eWaLz/vZ9AelLoni/VNTu5YrrQ/sqpA8gfZfDcw6L+9s4xz7En0U111FAHHaX4y1a/a7FxoP2fyLZ5k/d343suML89mnX/Z3N6KadpvjDVb22v5J9C8hraAyxr5d+PNbP3fns0P/fAdv9muvooA5HTvF+qXun6hcT6H5ElrGHjj2Xw80k9Pns1b/vhXPsKbZeMdVudJ1C7l0HypbUIY4vLv/wB7ubB+9Zq3HX5Ff3wOa7CigDj7fxjq02iXl6+g7Jrd0VIfLv8A94GPJ5sw/H+yjD1Ip0Xi/VJPDs+otoe24inWNbfZffMpH3sGzEn5Rkf7QrrqKAOPHjHVT4dbUP7B/fi5EIt/Lv8Aldud2PsfmdeP9Xt/2s8U5vF+qDw2uojQ83BufJNtsvuF253Y+x+Z7f6vb/tZ4rrqKAOQk8Yaqnh6HUF0LdPJO0TW/l3/AMqgZ3YFmZPzjC/7R6U258ZatDo1leJoO+a4aQSQ+Xf/ALvaQAeLMvzn+JF9i1djRQByN94v1S10fT7uLQ/Nlug5kh2X37rBwPu2bPz/ALaJ7Z60l/4w1W007T7iHQvOkuo2aSPy78+UQcY+SzZv++1Q+gPWuvooA5HU/F+qWNpp8sGh+e11B5kibL4+U3935LNz/wB9hD/s03VPGOq2CWRt9B+0G4tlmkHl358tjnK/JZv0x/Ftb1UV2FFAHH6t4x1bT5oEt9B+0CW3SVm8u/O1mHK/u7Nxx7kN6qKdrni7VNL1EW9pof2qMxq/mbL48kcj91ZyLx/vZ9QK66igDkdX8X6rp2tNZ22hfaYRsxNsvjnIBP8Aq7N04z/f+uDkBdW8Xapp+vPY2+h/aIFZQJ9l8c5AJ5jtHTjPZz745x1tFCA5O98W6pa+JDp0Wh+bbiZY/tGy+6HGTlbRo+M/89MepHOEHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/8ArNv+1jmutooXS4PqclF4u1STxN/ZraHtt/tBi+07L77ucbsm0Ef/AJE2/wC13pbHxbql14kXTpdD8q3MrR/aNl9wBnBy1osfOP8AnpjngnjPWUULoD62OS07xdql7r62E+h+RAXdfP2XwwADg5ezVOcf38c8E8Zbo3jDVdS1I211oX2aPY7eZ5d8OQMgfvLNF5/3s+gPSuvoo6Acjoni/VNTu5YrrQ/sqpA8gfZfDcw6L+9s4xz7En0U03SfGOq6g90LjQfs4htnmQ+Xfjey9F/eWadf9nc3oprsKKAOR0nxfqmoJem50P7Obe2aaMbL4eYw6L+8s06/7O5vRTTNP8ZateWt9LNoPktbQ+ZGvl348w5A2/PZqe/8Ic+3euxooA4+y8Y6rc6TqF3LoPlS2oQxxeXf/vdzYP3rNW46/Ir++BzTrTxfqlxod/eyaH5c1sUEcGy+/e7jg8NZq/H+wj++OtddRQByFv4w1WbQbu+fQtk0EiKkHl3/AO8DdTg2Yfj/AGUYepFLF4v1STw7PqLaHtuIp1jW32X3zKR97BsxJ+UZH+0K66igDjh4y1b/AIR86h/YP78XPk/Z/Lv/ALu3O7H2PzOvH3Nv+1ninSeMNVTw9DqC6FunknaJrfy7/wCVQM7sCzMn5xhf9o9K6+igDkbjxfqkPh+01BND3zzyOj2+y++QDocCzMnP+0ij0Jpt14x1WDRbG9j0HzJrkyCSHy7/APdbTgfdsy/P+2ie27rXYUUAcjfeL9UtdH0+7i0PzZboOZIdl9+6wcD7tmz8/wC2ie2etdDo97NqOkW93c2/2aWVctFiQbecf8tER/zUVdopgFFFFIAqnrGpJo+iXupTI0kdnbvOyJ1YKpbA/KrlNkjSWNo5UV0cFWVhkMD1BFJ3toNWvqc1NquvaR4budW1d9OuJGjQwWltC8QikdgoV5Wdt6gsAWCLwCcdqpX/AIj1/Qze2l9/Zl/eRwwT27wxSW6MHmETI6l3I65DAnr93jnctfCmkWllcWaQzy2lzH5Ultc3c08QT+6qSMVQdsKB29BSW/hPR7a3nhWCaYXDRtLJc3cs8jeW25B5jsW2g8hc45PHJy3uT0MiXxDrmm22sDUDYXM2lNBcSyQQPErWz8yfKXY71CuQc4PHFbul6jPqGo6lgR/YraVYIHUHdIwUM5znBALBRwOVarP9mWf2m7nMAaS8jWOcsSRIqggAg8dGP51Ta0u9F0qC08MafazrGxBjvL6SLAOSTv8ALkZiSe/r1oGWtUt5rqweK3u5LQnl5IgN+0dQpP3SemcZAzjBwRneB7ia68BaHPdTSTzSWMTPLK5ZnJUZJJ5J9zT0tdS1m0ntfEdlBYxHaUOmatOXb1yyxxMo6dCc96taJoVj4e09bHS1nS2XGyOa6ln2AAABTIzFRgdBxQtL/ICp4su57XQvLtJXgmvLiGzWZPvRebIqFx7gMSM98VnavAsWqeH/AAvaTTWGnTxzNIbaZopHWEJtiEgIZc7txKkMdh5wTW7relJrWjz2LytAzgNHMg+aGRSGRx7qwB/CobnRYtb0q1i8Qwo1zCVk8y0mkiMcoGC0cilXXqRwQcEg5FL/AD/r7g/r+v66GfeT39hqOn+HdBuY0mkgluTdamHu9saMi7ceYruxMg+YtwAc5yKz7bxPrmqyaVZ6eum29zdJerdTyo8scb20qxlkUMpYMSflLAgEHJ24bduPCuk3NpbQSx3INqWMM8d7Mk67vvfvlcSHPGcsc4Gc4FWbbRNOs5LN7a2WM2MLwW+1j8iMVLDrzkopycnj3NUvP+t/+AH9f1/Xkc9YeMLoW9jd6xFbxWt1pss7NEG+W4hP7xRk8qVyVGM/K2Sag8TreN4XtLi+vbu38RT24isrTTrmSKM3jDPCBvnUHlvM3KFUkgDOekfw5pUmn2tk1r/o9nKJoEEjjYwJPXOSOTkHgg4IIqHVPCmlaxqkWpXi3i3kMJhjmttQntyqE5I/duvUgZ9cD0FT6j2/r+v+Cc9c2Eup+JtcF7quoWkljp9tJE9rfyxRwyESFn8sNsblQfmUggcipzqM83hvwx4pkzHeyC0juETIWRLgojKV9mdWHcFcdCc6t34L0S+uvtF3Bcys0UcUqtfz7J0TO1ZU37ZRyc7wc5Oc1a1HS5dR1DTw7xpp9o/nvEB80sq/6segVT83qSF6AHNK1/mv1v8AeienyNSiiikMKKKKACiiigAooooAKKKKACiiigCK7uBaWU9wylhDGzkDqcDNcLeW9yPhra3MN9Pb6jrF1ZTXN5A5R9800QOCOdoUhAP7oArvmUMpVgCCMEHvWHpfh4W+jLpGo7bqys7hHsTvbeI0ZXjD9OUYAdTkKCepFC318vz1+/T7h9v6/r/gnOR+KdRbWLiO3aMXlwtlZrFOxaG2nLTiVioIzjyzwCC2FGR1F6bxLrlnHc2Mq6dc6lb6hbWomRHihdJsYYpuZlIyeNxzgcjPG1P4U0W5mv5prLMuoNG9w4ldWLR/cZSD8jL1DLg5560+28NaVa2i28Vu7Ktyt2XlnkkkeVSNrtIzFnIwB8xPAA6DFHXXy/S6/Ml7af1v/wAA5u78Yapp1lPaXf2eXUk1UaetxbWE8sZBhE/mfZ0ZpDhCRtDdecgZxv8AhfVrzV9Lkk1G3kilhnaISNZy2onUAEOsUvzqOcYOeQeSKmuvDelXkd0k9sT9quFuZHSV0cSqqqrqykFGCooypH6mq+peGlufCl3oVlcukV0jRSSX7y3jbH4YZeTdnBOPmwD2PSjp/Xl/wSna6t/W/wDwDcrlPF1xqVzq2maJpcbsLqKa4m23zWe5YzGAplRWdRmTPyDJIAyFLV0en2Uem6Za2MDO0VtCkKFzliFAAyfXioNV0Wx1lIhfJLuhYtFLBcSQSRkjBw8bKwyOCAee9DSuKL01OE1fxjZ/8IzZaUNUTQZ5o5hcyXeo/vYVhYxuscrnc7tIu0NnO3c3BAFdl4S1CLVPB+lXcN4l5vtI98ySiTc4UBstk5O7IPfOavW+m2lppi6fbQLHaqhjEak9D156knJJPUk5rJ1zwpFrGladpSSpbafZzQyFBGXkxEQYwjlvl5UAkhsgkcHmnffza/UTWzXS/wCh0FcT4om1bUfEsml6dbSz29lZJdyRpqsmn+aztIoHmRKXJHl8LkKckseFrtqy9V8O6brU0ct/FN5iIY98FzLAzIeSjGNl3Lx91sj2qWUmcB4l8faffw2i2PiCHSYLeO0u3jkvViuJ2kZCsZG7JVY2LOeQcqM8NXqEM0VxBHNbyJLFIodJEYMrKRkEEdRUFxplndaetjNAv2Vdm2JMoq7CCoGMYAKjj2rO1Pw8dV8S6TqVxcIsOlM0sMSRESGVlKHMm7Gza33ducgHdjin1JNuuW1T7bB8QNBY6jcG3uWuF+yodkQVYc/MB987ucnpxgDknqaxdQ8JaVqerR6ldm/N1EcxtFqdzEsZxg7USQKuQOcDnvmjqN7HM3Wp6g+u32rXdrcS6ZpmoLaqItVe3MYGwF/IQbZgWfJEjdB8o/vdDMP7M8b2pgJEWrxSLcR9jLGqlJMdjsBUnvhPQVZn8MaTc6t/aM1vIZy6yOguJBFI6/dd4g2x2GBhmUkbV54GHJpk0viV9TvHjMcERgso0J+UNtMjt/tEqAAOgXr8xAFokv62/UHu3/W5qUUUUAFFFFABRRRQAVmeI9dtvDegXOqXjIqQgBRI4RWdiFRSx4UFiBk8DqeBWnRSYHmGieObLSdN8RS3Xiex1e6ju4zCzX6mEvJFEPlO4hIRIzDPQAHuDTdO19JPCniCC08VRandRajEomjvC7SrIIdyRmPc0YdjIibR8pPGMZHpNvYW1rc3Vxbx7JbyQSztuJ3sEVAeenyqo49Kq3Ph7S7u1vLe4td0d7MLibEjBjIAoDqwOUYbFwVIwRkc1XX5f5f1+gO+ljG8EzSfaNYtpPt1uIZ02WGo3L3E9upQcmRmbIYgkbXdRjqDlR1dZ+laJY6Ms32GOXfOwaWaeeSeWQgYG6SRmYgDoCcDtWhQxIKKKKQwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApHdY0Z3YKqjJYnAA9aWqWs6ams6FfaZJI0aXlvJAzqOVDKVz+tJ3toNWvqVLTxXpF7Z3N5FPMlnbR+c91PaSwwsnXekjqFdcDOVJGMHuKjj8ZaG9pdXMt3Jax2YQ3AvbaW2aNXOFYrIqttJyN2McHng1Tn0rXdX8N3Ok6nFptm6xxi3uLad5ld0YMC0bRrtXKjgM3BIz3qvd+Htb1qS6vNTFhaXLx28MNvb3DzIESYSuzOY1OTjAULgY6nPDe+hPTU17fxbo1zbPOtxNGsdxHbOJ7WWFlkkICAq6hgG3DDYxz1rRiv7ae+uLOKQtPbBDKu04XcCV5xg8DoOnHqKxr3w3JqFzr/nSqkOqWsUMTISXiZA/zYxjgspHPaizubTwtprXXivU9Psbu/uDLPLLcqkbSYACqz7c4RFHQdM4o0Ga+oTXkFmzabaJd3JICRyTeUnXqzYJAHspPtVTw/rL6zZ3DXFqLS6tLmS1uIll8xQ6HqrYG5SCCCQDz0FUL/XD4h0W6h+H+s6Pe6iu0FxeK6wqTy3yB8NgHbkEZ6g4wbnhewudL0VLO6sbWzMTHatvePc+Znlnd2jQl2Ykng5POeaF1uD6FrWtUTRtJmvWiaZkwsUKEBpZGIVEBPALMQOfWqF9rV/p0Gm2X2SC+1u+B2wJKYYRtAMjlyGKouQM4YklRjnh3i60uLnQDJZQtcT2dxDeJAh5m8qRXKD3IUge+Krala3GrzaP4j8NS2081sj7Irl2jjuIZQu4FgrFGBVSDtP3SCOchf5/1/XkH9f1/XUu3HiCPS7K2bXYXt7udiotrKOS8ZiOSVEab2UD+IqMZGcZFRzeMdCgt7KY3rSjUI2ktEggklkmC43BURSxYbhlcZGGJHynFS807X21PTtctoNNfUILea2ms5Lh0i2SMjZWYRlsgxj+ABsnpgU3RvC93puoaVczTwym3ivTc7cjMtxKkpCDH3QQw55xj3ql/X4hoa9h4g0vU5IksbsStNareR/IwDQscBgSPUcjqOMgZFZmqeKbm30Jdc0fTo9Q0pbQ3ss8lwYGMQG792hQlm2gnDbByOeTik/hHUF0PS7e2uII7y2Wa2nkDsAYJid+07c7hhGGQBlcZHWpfE+j65qFzY2em2umz6HAoae0uLx7dp3U/IjbYnBjGASvG44B4BDTv/X9eXzHoPu/FWqf2peQaPosF9b2VrDcys98YpXWQMdqJ5ZUthD951BJHI61dbxCD/Y9/AEl0jVFVVn5DxvIAYiR02t931DFeoJxmXOleJ11zULvTY9LiGp2kELyy3Uha1ZA4ZlQRYlA38ZZM45xUmoabFb6ZoPhSw8yTyZLdy7DJjgtmRi7HsSUVR3JbjgHFK1/mv1v9yJ1t8v+G/4b5HV0UUUhhRRRQAUUUUAFFFFABRRRQAUUUUAIzBVLMQABkk9q5Wfxbe23hF/EC6ctzHcXES2ForlJHikdURmbn5m3bgMDAIB5ya6a7txd2U9uxKiaNkJHUZGK5OwtLjWfBVhpQEcF/pV1aRXcUjHCtbyRu2OOQyKGX1DL0oWr+77r6/p94+39f1/wDT/4S7T0nuzO2y0gtradJ13OZvPLhVVANxYlQABkktgCpF8X6GdMe/kvGhgjnFvIJ4JIpI5TjCNGyh1JyMAjnIx1FYDeC9Uh1e9vbKazKRXNvPp0MpYArGZS0bkL8g/fMFI3YAU4OMVcHhzVbuSS+1BrSK8n1K2unghlZ44oocDaHKKWY4JyVUc47ZJu/u+7T/g/cS7pf15/8A1E8V6O+kvqInmEKTfZ2ja1lWYS8YTySvmbjkEDbkg56Ve03U7TV7MXVhIzx7ihDxtG6MDgqyMAykehANctq/g2+vpL24hmTzG1ZNQgiW7mt/MUWywFGljw8Z+8QV3dsggkVZigu/C3g3UJrTT9mqSF5I4kubrVBLMVCoWdlEhB2qD0Cgdcc0dL/wBdP+CU1qkv63/4B1dYXifxPB4cghDm18+4J2fbbtbaFFBG53kIO0Aso4ViSyjHUjV097qTTLV9RiSG8aFDPGhyqSYG4A5PAOe9ZOuaTey61pus6TDZ3N3YpNCIbyRolKSbcsHVHKsCg/hOQWHFDVnYUXdXG6l4o/s3wxbaj5MF5d3aqLa2tLnzI53K7vll2jKBQWL7fugnHatbS73+0tHs77y/K+1QJNs3Z27lBxnv1rlY/AVwNNhEet3VleRxXC7LNIfIUzyGRlAkjcgAkLkYO1R0qd/7b8L+E9G0vTS2q6mGhgZprctH5YKiTLxqioFXO0vjO0D5iaa637r9f+AJ30ttr+n/AATra5vxN4wg0C7is1fTluHUSM+paitnCinIX5yrEsxVsAKeFYkjAz0lc1q+iaiPEE2q6PbaddPeWIsp0vpGj8tVZmDKVRtwO85Q7c4Xmpdylbr/AF/SJPEfisaCbOGO0+2XVwyGSJJdqwxF1QyFtp43OoAwNxPbBI6GuDuvhxcro4t9N8R38c3k2kLhkg8tlgK4xuiZx0Zgu7G5j6mt69v9Vtde0bTNPia8ifJ1C4nt2G2IIcOJFCx7y4AKDJw2QoHNPrYk3q5XVPGU9jqd5FBYW81rYTwW900l75c5aXbtMcWwhx84Ayy5IYDpz1VcPrPhLWNQ166uojZOZJ45LPU5LmRLjTFCqGSKMIQwOGJ+dQ2/DAgci3G9mdLLqc1r4khsLqNBbXkRNrMpOfNXlo2HuvzKR/dbPQZ065/Uh/aXi7SbSAMRpjte3EmPlXdG8SJn1bezYHQJz1Gego6B1CiiigAooooAKKKKACobu4NpaSTiCW4KLkRQrl3PYDOBknuSAOpIHNTVFdNcJayNZRRTXAU+XHLIY0Y+hYKxA98H6UAY+k+I5dR8OzalJpkyzRXE1v8AZLdxK7NHKY8AnaOSM5OAO5wM1FaeLUfwb/bt/a/ZyJHiNtHMH3SCUxBVdto+ZgME4HPPrUHhqx8R6Po99BdWOltcNczXNuseoSFHMsrOVZjACuN2MgNn0FUbPwtrMvguTR9Vg0xJ4bsXlsY7h545XFwZwsgaJdozhcjdxk47UP8AyDr83/wC9beMXuPD4vootMvbie6W0tYtM1P7TFJI2MB5fLGzHJbAbCjPPSr3hzxD/bbahbXEMNvfabc/Z7mOC48+MNtDAq+1SeGwQVBBBGOMnC1PwdqetxXl/diytdRmnt5UtYLiRoWEO4bXlCox3q7KSF4GBhsYO14Y0OXSVu57m2srOS5ZAlpYZMNtGi7VRWKrnnc33V+9jHGSLrf+tv8Ag/1uu39d/wDgG9RRRQMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKx/F88tt4J1ue2leGaLT53jkjYqyMI2III6EHvQ9CormaRsUV5idVkW21Kbwnrd5q8H9mq95dx3JvPKnMigtH1RX8syN5aAAYX5RkAlxqkcEOpf8IprV5f6II7X7ZeJfSXgtt022YpMzMykQ5ZsMdgAbAzydbf1/wAMQndX/rp/mekXd1HZWklzMsrJGMsIYXlc/REBY/QA0zTtRttW06G+sHaS3nXcjNGyEjpyrAEfQiuU8O6xptldazPba2J/DVukBjv7vUDPEkzbhIizyMSRjyuCxALED0q58PNTsNR8HWo0+9trow7llEEqv5ZLsQDg8HHPNHUZ00kiRRtJK6oiAszMcBQOpJpttcwXlrHc2k0c8Eqh45YnDK6noQRwR71Q8QyaTFpDy+IJrWGzjZWLXcoSPeD8udxAPOCAe4B6gVk/DXULO/8Ah3owsbuC5NvZxRTeTKH8twgyrYPBHoeaFrfysD6HTySJDE0krqiICzMxwFA6kmqsGrWFzHZvHdRj7cpe1WQ7GmAGSVVsE8c9OlZXjfB8OrHLg2017axXW7oYWnQOD/skHB9iao+JrC6v/GGk/wBmyQRXlrY3M1u0ucK3m245x2K7l/Gha/12VwOptry2vY2ks7iK4RXaNmicMAynDKSO4III7Gpq8rutQs9AsZNGZ/JhOqXCrNcau+mQrtRGw08YL7jv4UfewxPSrFvrGq3PhPQLjTby4l8QmO4WO0MjOs8SllZpVfbkrtTDsFJfCnG9qX2VL0/FXDrb1/B2O61PxFomiyxxazrGn6fJINyJd3SRFx6gMRmtIHPSvNbK5nuvEWnP4Ua31iObQXVp9UvJATmYbi2Eclg2QUO3HI4xikuoLHw9JDoXiLX7ywstP0iFNOmivHs/tMo3iQrsYeY67YsRndgMODmnsrvz/Bv/AC/HyDd29PxS/wAz0us+61yxstXtNNuWnS4vDiA/ZpTGxwx2+YF2BsKxwSDgVwV3qbuiDxxq17o10NHgktI4Lt7Uy3JVvN2hGAlkDBB5ZDAZHy/Nzoa34jsrJvByeJNUsbHU1uY7i8hnuEjaPNrMCxUnhd5xnpniqtrbzt+f+QdPk3+B2F5q9jp9/Y2V3P5dxqEjR2ybGPmMqliMgYHAJ5xV2uJ8Va7o2k+MvD8tz4gispmnZbiCTVDHGYDBMVZ4i4TBfbhiuc4GelUtX+1NeeJdSXVNQR9N1C1FpDHdMkMYMcBYFAcOG3HIbI6kAEkmfMdvyPQ6pf21pf8Aa/8AZX9pWf8AaO3d9j89fOxjOdmd2Mc9K801XVP7R+IE+lXGrXNlcrq0CQsNcFrH9mCoWi+ziZZGZzuAIQ5LKd2BitrVte0DUvG9poUeo6bZPpt+l1cvLPHHJLcYwkUakgsx3fM2Dx8vJJ2kdbef/A/z+/TqKWl/L/g/1+J1lr4k0O+1J9OsdZ0+5vYywe2hukeRSpw2VByMd/SrUF9bXN1c20Moae1ZVmjwQU3DI69iO/Tg+hrzHT9QsL/w/a6NYTxXWuQ+I5Zlt4HDS2yrfuzyOByi+XuGTjIYLzuAPb3v7v4gaUYOJJrG5WcD+KNWjKk/RmwP95qFt/Xa4Pd/11/r+tTfooooAKKKKACiiigAqgdc0xYrqWW+hihtJhBNNK2yNZOPl3NgE5YDg9eOvFWbxpksLhrZd0yxMYwe7Y4/WuFurazufhHoUKqs1vcy6b5vOfML3ERck9ySWJPqTQtXb0/Fj7L+tDvFuIXuHgSVGmjVWeMMCyg5wSOoBwcfQ1JXlcuo3MGrapb3l3PbpaNp9lql5GxR0hDTHzC4OUDKYyzgjaHJyMZF1Lt57CeHRNZvptIfWbWC1vlu2mZlfb5qpMxYuuSRkk4JYA/LgG708vxt/mS3ZXf9b/5Ho9FeZ6reX+ladqNhbXU7afa64lvLPeanNEYbdrZJMPdYeRF8xgN3UBsZA5HQeFtVWy8H3mpanqdpd2Fs8sqTWd8+oiKFQCVMpUNIVO7sTjA5xR0v8/y/zG000v6/rQ6yqmpatp2jWwudY1C1sIGYIJbqZYlLHnGWIGeDx7VLaXUN9ZQXdo/mQTxrLG4BG5WGQefY1yXjbUF03XdFnGo22kShLhUv9QI+yqCEzG4JXczYBXDqRsY5IBUj03BWZ19vcQ3dtHcWssc8Eqh45Y2DK6kZBBHBBHepK5Dw5rWn6F8NrPUdU82xtEJDu4aXcWlKiQbUGVdm3A7VGGHAFdfTasxJ3RR1PW9K0SOOTWdTs9PSQ7Ua7uEiDH0BYjNXVZXQMjBlYZBByCK4PxtqY03xPA0eq2WjTPpkyi51N1WCcbh+6TI/1mcHcCcAjKSZG3Y0XV9N0Twb4dW9jn0yO5jt7O3guEZnSRlASNiF4PGMkKPp0pR1V/63a/T+urejt/XQ6WqF9rukaZdwWuparZWdxcHEMNxcJG8vOPlUnJ544q/XlvjjUI4dY8QWQvLe3+02UCTafcyATaop3Dba/KSGwSnSQFjgKh+YnVIZ6V9vtv7SOn+aBdCITeWQRlM4yD0OD1x0yM4yM2K57xA2Lrw7PEpjuf7QVI1PDbGjfzFP/AATj1Uema6Gj+v6+8X+X9fkFFFFABRRRQAUUUUAFFFFABSO6xozuwVVGSxOAB60tc58QEuJPA2oC0t/tTL5byW/zfvYhIpkQ7QTgoGBwCcHoaT0Gld2NfTdX03WrZrjR9QtdQhV9jS2s6yqGwDglSRnBHHvVyuI8HSNqHi7VdVg1W21W3uLSBJLixjC2wkVnxGhBJLKpG4lifmH3RhR29UTcKKKKQwooooAKKKKACiiigAooooAKq6pp8WraReadcs6w3cDwSNGQGCspUkZBGcH0q1RQNNp3Q2NBHGqLnCgAZp1FFAtgqlqdhcX8KJa6reaYytkyWiQszD0PmxuMfQA1dooAz9L02608yG71q+1TfjaLtIF8vHp5UadffPStCiigCG9s7fUbGezvYlmt7iMxyxuOHUjBBos7b7HYw23nSz+UgTzZmDO+O7EAZPvU1FABRRRQAUUUUAFFFFABRRRQBzdz4Lt7qe5WTVNRGn3Vx9on00GLyZHyCct5fmYJUEgPjt04rpKKKNlYOtwqpBpsEGp3V+DJJcXIVSztnYijhFHYZJPuSfbFuigAooooAKKKKACiiigAqlpulwaUtxHaNIIZpmmEJIKxFuWCccAtlsc8scYHFXaKACiiigAqrqWm22rWL2d8JWgk++sczxFh6EoQSD3HQjg1aooAbFFHBCkUCLHHGoVEQYVQOAAB0FOoooApalpFlrEcUeoxNNFFIJBF5rKjkdN6ggOO+1gR7VdoooAKpXmkWWoXlrc3kbSvaNvhUyv5YbsxTO1mHYkEjtirtFABRRRQBTbTIZNYTUpWkeWKExRIzfJFk5ZgP7x4BJzwoAxk5uUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVDdtcpaSNYxRTXAH7uOaUxox9CwViP8Avk0ATUVwXgDTTqFhe6jrWg6QJ76S5jmvEk8+a4UzOGjfdEvyAKFA3EEKOB0q14duLXw94H1KSE21jbWuo3qRAxny4x9pdVAROT2AReScAdaOg99u9js6K4A+I9a1Xwz4khhu4oL3ToPMW7fSri03I0bHAhkcOrAqcPuI6HHBFWNdbxNbfC/UbltZshdpYtKs8NjLGyoIiSAfPJD5wQ+eP7po6ten4gldpd7/AIHb0Vy2raxrHh3w9HJf3Nre31zcpBBJbabPtjDDJJiR5HkIAY4UjPA+XlqpQeKtdn02FEtYheS6mLJLi7sLi0jlRoy/mrDJ842njBJDFThhnIPT+tv80Lpf5/19x21FY/hvUb2/tbyLVDA93ZXb20kltG0ccmAGDBWZivysMjceQaZ4sup4NHjgtZXglvrqGzE0f3ohI4VmB7HbuwexxR2t1t+Owaa36X/Dc26K4vxZbiyfw5pmn2mpSWglki+x6Vem1dlWFto3ebHwMA4Ldu9P8VaZZz+AY3utOfzbUxPAuoMLie3bzF/5aFnO7tkMfrQxHY0VzXivX7jSmht9Ou4Yrt0eXy20y4v3ZRgf6uAgquT98nHbB7ZMmqeINavvC1/pOo2en2+pWbT/AGee0km2sYlY7tsyBhzxwMcnnNLpcZ3dFchrI8Sjxho8FhrFhBHLbTlkksJHVmUR5JAnXPJ+Ufw88nNV/EPi/VdO1a4stNh8+Sxt0kljTSLu5+1SMCfLV4srDwOrb/vdMLyXQHb0Vxmt+J9ctZNXm0+OxitdIs4r2VLmJ2llDKzNGMMAhwh+Y7uf4e9aerk2HiHSNStyVN5MLG5TJxIhR3Q4/vKw4PozU+uor3V1/Xc6CiiigYUUUUAFFFFABRRRQAUUUUAFFRXdwLSynuGUsIY2cgdTgZrhby3uR8NbW5hvp7fUdYurKa5vIHKPvmmiBwRztCkIB/dAFC1dvT8f6YeR39Fefx+KdRbWLiO3aMXlwtlZrFOxaG2nLTiVioIzjyzwCC2FGR1F6bxLrlnHc2Mq6dc6lb6hbWomRHihdJsYYpuZlIyeNxzgcjPB1svT8v8ANCv3/r+rHZUVw134w1TTrKe0u/s8upJqo09bi2sJ5YyDCJ/M+zozSHCEjaG685Azjf8AC+rXmr6XJJqNvJFLDO0QkazltROoAIdYpfnUc4wc8g8kUb/1/Xcb03/r+rG1RRXN+LrS7uW0829nql7bRyubiHS7/wCyyEbCFJbzY8jPbd+FJgdJRXC+JLprj4ajUdC1K/tLaCIEKZHE7MJFXa8jEv8AKQwPPzHuRkHV8apappP2i7vtRgkAMNnb2F08Lz3D/cACEF2yOATtxkkYGQ3oEdTpaK5bXVvLLwXb6veuP7W0iBbmSSM4DsqjzU44KsNwxjrgjkCupByAabVmJO6CiiikMKKKKACiiigAooooAKKKKACiiigAoorB8balNpPhC8uraWSF90URmijMjxK8iozqoBywDEgYPI6UDWrN6iuM8Iy31t4o1LT5Yb6Cwa2hubeHUb5rqeMlnRizMzFQ23IXe2NpPykkV2dHS4utgooooAKKKKACiiigAooooAKKKKACiiigCjDo9lbaS+m2ySQWz7yRFO6MC7FmIcHcpyxOQRjtis+38FaJbabd2CRXb2122+VJtQuJfn3b96l3JRt3zblwc85yK3qKAMrTfDWlaSLr7JbuzXgAuXuJ5J2mABA3tIzFuCRyemB0ApbDw5punaXNp0Ec8tnMnlvBdXUtwuzG3YBIzbVxxtGBWpRRvuG2xjp4V0pdHfTHS6ntWdZALi+nmeNlxtKSO5ZCMAjaRg8jmprfw/YW8EEQ+1Trbz/aImuryadlfBXO6RicYJ4zjnpWlRQHkV7Wxt7JrhraPYbmYzS/MTucgAnnpwo4FV9b0pda0mWzMrQSErJDOg5ikRgyOPXDAHHfpWhRQBRjsvtS2F1qsMX2+1BYGF2KI7LtbbnGRgnqKi1vw9YeIYEh1T7U0SEnZBezQBuh+YRuu7oMZzjtWnRQ9QWhi3XhHSL0W32qO7dreIwq/wBvnDSRkglJGD5lUkdHLD86fN4X0mfSbHTjBLFb6eqram3uZYZIQF2gLIjBx8vB5571r0UAZmo+H9P1S3tYrxbjNocwzRXcsUyfLtP71GDnIPOTz3zUd94X0zULlLmYXcVwkYiM1rfz27yIOgdo3UvjJxuzjJ9TWvRR5gZ9zoenXiX63NvvGowiC6/eMPMQAgDg8cMeRg81Hc6XLea9Z3Nw8f2OwUyQRDO5pyGUs3sqEgDuWJPQVqUUB0sFFFFABRRRQAUUUUAFFFFABRRRQAjKGUqwBBGCD3rD0vw8LfRl0jUdt1ZWdwj2J3tvEaMrxh+nKMAOpyFBPUit2ijYDHn8KaLczX801lmXUGje4cSurFo/uMpB+Rl6hlwc89afbeGtKtbRbeK3dlW5W7LyzySSPKpG12kZizkYA+YngAdBitWijYN9zLuvDelXkd0k9sT9quFuZHSV0cSqqqrqykFGCooypH6mq+peGlufCl3oVlcukV0jRSSX7y3jbH4YZeTdnBOPmwD2PStyilbSw7u9yvp9lHpumWtjAztFbQpChc5YhQAMn14qDVNHtdYjjS7kvEWMkj7LfTW2c+pidd345q/RTeruxLRWRjal4S0fVdLg025t5o7GBdiW1pdy20e3jgrEyhgMDGc47VFeeDNHv2sXuhftLp6OltOuqXKyoH+984kDNnA5JPHFb1FAGPqOiPeafaaXFKRp6upuvOleWWVFwQm5iSdxA3MxJxkd8jYoooAKKKKACiiigAooooAKKKKACiiigAooooAKhvLO21Cyms76BLi3nQpJFIuVdT1BFTUUAZ+laHYaKkgsEl3S43y3FxJPIwHQF5GZsDnAzgZOOprQoooDYKKKKACiiigAooooAKKKKACiiigAoopksscELzTusccalndzgKByST2FGwD6K5mw8Z2moaxeIhkg021sEu2uLu0mtjyzZbMirlNqg5Ax15q3F4x0OSxubyS7e1htNhn+2W0tu0aucKxWRVbaTn5sY4PPBwdL/wBdg62Nuise28VaRdafeXqTyxw2JxcCe1likTgEfu3UMcgjGAc9BmpB4j07+x5NTlN1b20bbD9pspoZC2QAFjdA7EkgAAHJOBk0AalFUtL1ey1m3eawkdhG5jkSWF4pI2AB2sjgMpwQcEDgg9CKbrOoy6Xpr3FvZS3swyEijIUZwTlmPCqACSeT2AJIBHorsaV3ZF+iqej6h/a2h2Oo+V5P2u3jn8vdu2blDYzgZxnrTNa1RdH0qS78pp5NyxwwqcGWR2Come2WIGe3Wm04uzJTTV0X6K5q+13W7PVNN0e106wvtQuLKS5nkku3tolMbRqwUCOQnJk4z2HWpYPGemvo9rfXSXUMtxJJD9kjt3uJlkjYrIuyIMSFKkFgMdOeRS6X/rsM6CisO68ZaFaQ28j3rSi6g+0QLbQSTtJGMZcKikkDIzxx3xU134n0uzjtWaWe4+1xedCtnaS3LNHx8+2JWIX5hycDmgDWorK1bxNpWiTJHqM0qO0ZlYRW0kvlxjq8hRT5a/7TYHB54NGoarJYX+nsyxyadeP5DTKfmjkb/Vn0Ksfl9QSvUE4ANWiiigAooooAKKKKACiiigAooooAKKKKACikZgqlmIAAySe1crP4tvbbwi/iBdOW5juLiJbC0VykjxSOqIzNz8zbtwGBgEA85NAHV0Vg/wDCXaek92Z22WkFtbTpOu5zN55cKqoBuLEqAAMklsAVIvi/Qzpj38l40MEc4t5BPBJFJHKcYRo2UOpORgEc5GOoo2A2qKxk8V6O+kvqInmEKTfZ2ja1lWYS8YTySvmbjkEDbkg56Ve03U7TV7MXVhIzx7ihDxtG6MDgqyMAykehANAFuiiqGrXGqW8Cvo9nZ3TAkyC7vGtwox1BWN8/jik3ZXYbl+isD+3dSvtB0/UtB0dLn7Zbi4ZLy7+ziJSoIXIVyWOeOMcHJHAKSeJi/hnTfEVrB/xLrhY5rlZeJIYXH3xg4+UkFh/dDEHIANWadg8zoKKKKQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRUN3cG0tJJxBLcFFyIoVy7nsBnAyT3JAHUkDmgCaiudsvFqS+FbjWdQtDa/Z7iW3a3SUOWdJjEFDHaMswGM4Az1707RfFUOoaBd6vfXGkpa2u4yS6dqX2yNFVQx3OEUBgD0Ge3PNA7M6Ciuc0bxTc6ro11ePo1xBcQ3Rt0sw4ZzwrKWJACcMNwOcYIyeMti8ZQ/8IHZ+JLq3EJu4kdLfz1wGbsZG2gAckscYAJ7UPT8Px2EtdjpaKzPD2rNrWkres+nOGdgrabffa4SBxxJsXnOcjHFadABRRRQAUUUUAFFFFABWfr+mNrPh3UNNjkET3Vu8SyMMhSRgEj0rQooA4y68M65rv9pvq8tjYPeaelpEtnLJL5TK7NuLkISDkdApHTPeorbwhfPp94txaQ215MbcLM2uXWobkjlDkfvkBTocAZyTziu4opWS/r+u4f1+X+Rzl/oNxPc67L9ks7+LUYIIktbidolbZuDbmCMV+9kEAnI7daym8I61deGp7S6vNkq3kd1aW39p3EojVAMxm6IWb5juO7GUyMBgMHuKKLa3DpY5TSn07wdYzS+I57HRZbyfO+51yW684hQB+9uArZAGNo4AA9atz65b+INJu4vB99pGsXAXZIq6iAkYYEZLRrIQeOBjnB5roKKGuZWY07O6MjwrZ6jp3hmysNXitY57SFIAbWdpVdVUANlkQgnB4wcepqLxba3E+ix3FnC1xNY3UN4IEPzSiNwzKPUlc4Hc4rcoqpNt83Xf5kpJLl6HK6hBqd/r2leJPDC6dfW40+aEC6u3hDCVonVwVjfI/d9OOtZtz4E1CKHTpra6+3XUBuTdJ/aFxpyytPIJWZXgywAYYCEMCD1yMnvKKXp/W/8AmM5rSfDUmnXtnNHFDbQw6dJbNAtzJOVkeRXJ8xwGcZB+Y4PPSsm58Jasvh7RbGytrP7fp+nLajUo9VntZIX2qDtCRnzUyoba5AJAyK7uijpb+uv+bBaf16L9Ditd8I6ld6wL+FhqAms47a4ibV7rTRuQsd/7gMGDbzlSOMcHkir+tWqSW+jeHbKIofOgmKoSywQW7o5JY+pVUGeSWz2OOmop3s/ncAooopAFFFFABRRRQAUUUUAFFFFABRRRQBFd24u7Ke3YlRNGyEjqMjFcnYWlxrPgqw0oCOC/0q6tIruKRjhWt5I3bHHIZFDL6hl6V2NFC0d/T8NgOGbwXqkOr3t7ZTWZSK5t59OhlLAFYzKWjchfkH75gpG7ACnBxirg8OardySX2oNaRXk+pW108EMrPHFFDgbQ5RSzHBOSqjnHbJ62ihafn91v8kJ63/rv/mcXq/g2+vpL24hmTzG1ZNQgiW7mt/MUWywFGljw8Z+8QV3dsggkVZigu/C3g3UJrTT9mqSF5I4kubrVBLMVCoWdlEhB2qD0Cgdcc11dFHS39f1oU3dpsr6e91Jplq+oxJDeNChnjQ5VJMDcAcngHPes7xLYTalYx2yaHpOsxF90kOqTFEUjoQPKkyevYYrZoolqJaI4zVNA8Snw3pmjWFxaXkK5GpNcXUlu86dREjhJCqnOCT820YByci34hWeTwX/Yr2kNvfanEbCK2tHMscQYEFgxVflRMtkqOmByRnqKKAWlrdBEXYiqOgGOaWiigNgooooAKKKKACiiigAooooAKKKKACiiigAqK6a4S1kayiimuAp8uOWQxox9CwViB74P0qWigDh7TwrrVz4T1DSNXg0yJ5L1r63aK5e4R3NwZwkitEny5wpIzkEnA6VZbwnfazcX15rNwNKuLtrb93pcqzACAsylmliw5JfkFOAijmuvooA5bR9C1vw/Bq8kV/8A2zcXl350Md9MkCbSqgszRQZDcHgKRwuMZJqhp3hXWY/A+laXfQaZ9u0WaGa2AuHlhnMf94mNShOTggNtODzjFdxRR/wPw2Dv53/ExvD+mXdnNqN9qSW0N1qNwJngtXLxx7UVB85VS5IXJO1euMcZOzRRQAUUUUAFFFFABRRRQAUUUUAFFQC+tzqLWAk/0lYhMybTwhJAOenUGp6ACiiigAooqvfahZ6XZvd6ldwWdtHjfNcSCNFycDLHgcnFAFiiorW6t721jubKeO4t5VDRyxOHRwehBHBFOlljghead1jjjUs7ucBQOSSewoem4bj6KybnxVoNja2tzqOsWVhHeR+ZB9tmW3aReDkK+D3HbjNaiSJLGskTK6MAyspyCD0INADqKKKACiiq731tHqEVi8oW5mjaSOM5BdVIDEdjjcMj3FAFiiiigAooooAKKKKACiiigAooooAKKKKACiiqB1zTFiupZb6GKG0mEE00rbI1k4+Xc2ATlgOD1468UAX6KjW4he4eBJUaaNVZ4wwLKDnBI6gHBx9DUlABRRRQAUUVDeXtrp9q1zf3MNrbpjdLNIEVcnAyTwMkgfjQBNRVTUtX03RrUXOr6ha2EDMEEt1MsSljyBliBng8e1Ol1Kzhe0WS4QfbG2W5zlZG2lsA9MkAkeuOKALNFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRUVzcwWdrJc3k0dvBEpeSWVwqoo6kk8Ae9AEtFZ8PiDRrjSpNUt9XsZdPiJEl2lyjRJjrlwcDqO9PttZ0y80ttStNRtJ7BVZmuop1aIBfvEuDjAwc88UAXaKq6fqdhq1oLrSr23vrckqJraVZEJHUblJFWqACiiigAooooAKKKKACiiigArM8S3V3Y+F9TutNBN3DayPDtTcdwUkYHc+1adFJ6oa3PLo7q2tp9duvBd/d6tIuixbLlryW73P5j5KO28ZA5KoDg/wAOeKZY6hdPoOrPpfiC0a3zaKn2DX31Sa3kaYBnLyoCoZcDacr8p45OfVKKOn9d2/1F/X5f5HCzq2l2/inTYtdksbeKCCSG71O+dxA0gZSPNdtyqSo6H5SxK81mnXpG8BXZ0jcI4b+OK5vE1ye6gMTbS7peMrOqAEKzBRsO48Y3V6ZRR1+4OhyvgK4luNNvG/tKxv7UXOLf7Jqzaj5I2LuRp3UMTuy2GyQGxnGAL/ivxBpXhjRxqes+WRHKq26uVBaZgQoVmwFOCfmJAAySQM1d1Owub+ONbXVrzTCpyXtEhYv7HzY3H5AU3S9OutP837XrV9qm/G37WkC+XjPTyo065756cYpvUFoZfgQWo8NbrPUbHUGmuZp53sJllhjlkcyNGrDspbHPJ64GcU/xqQdFtoptv2WbULWK63HAMbTKCD7E4BHcE10NQXtlb6jYzWd7EJredCkiN/EDQ9010t+Ad79b/icn4g1fTNF+JWk3Gs39rY27aTeIJLqVY1ZvNtztBY8nAPHtXLy3N3peiaPb3CjS9HnmvZoxearNpSopmJgjaWNCyfu2YiM7en+zivVbSA2tnDbtPLcGJAhlmILvgYyxAAz+FTUdLf1u3+of1+Fjz6zt73WJ9LstT1yeaM6PLM8ulag6pOwkUI/moFLEKeo2gnORjis/VdcJ8N+G9R1XWbdmfSlnm0461Jp1xcuyofMjMZBkbhlCHAJbqK9Rop/1+f8An+H3C/r7l/keaeM9Xuv7eSKe8h0i2bT0lspL/XJdLAmYtuPyxssrLiPKOSBn7pDGuk8QGcaFok8rxSalHf2e2SH7rOzqkpX/AGTG0n4Zrp6pz6ZBc6pa305d5LRW8lC3yIzDBfH97GQD2BbHU0LR/O/43D/L+v69S5RRRSAKKKKACiiigAooooAKKKKACiiigCG8aZLC4a2XdMsTGMHu2OP1rhbq2s7n4R6FCqrNb3Mum+bznzC9xEXJPckliT6k16BVLTdLg0pbiO0aQQzTNMISQViLcsE44BbLY55Y4wOKFvr5fh/mPqmecS6jcwatqlveXc9ulo2n2WqXkbFHSENMfMLg5QMpjLOCNocnIxkXUu3nsJ4dE1m+m0h9ZtYLW+W7aZmV9vmqkzFi65JGSTglgD8uB6PRR1u/L9P8vxJa0sv63/z/AAPM9VvL/StO1GwtrqdtPtdcS3lnvNTmiMNu1skmHusPIi+YwG7qA2MgcjoPC2qrZeD7zUtT1O0u7C2eWVJrO+fURFCoBKmUqGkKnd2Jxgc4rrKq6lpttq1i9nfCVoJPvrHM8RYehKEEg9x0I4NGtv68inZtf13JLS6hvrKC7tH8yCeNZY3AI3KwyDz7GuR+KU2jW/g67l1a4tIbkQSLZC5mVSXIAOwE8tjjI5AJHQnPZRRRwQpFAixxxqFREGFUDgAAdBTqb30Er21PPvEmtxL4j0TVLTVtLt9LuLK4hi1e6fzbaGQshIGGCF2VWAyw6N1xtJDaPY/BKaN/O328MstiZkCyArKz2x24GG/1eAAMHjA6V6DVO/0yDUpLU3RdktphOsQbCO4+6WHfB+YDpkA9QKXS39b3BaO5bQsUXeMNjke9LRRQCCiiigAooooAKKKKACiiigAooooAKKKKACoby6hsrKa5uriG1iiQs807BUjHqxJHH4ipqKAOH8OavCsniHUrjWdLuYm8qRtahAjst2woI8FyPk2qSfMOfMAyvSsO8u5ZPDetahbyWusxDVbS7ub60DJa3CKYw+Au87I1RS5Bfo2e6j1Sijrf0/Bp/oHSxxngjfca7ruox6nBqttd+QTd2kQS3kmVWD+VgtkBfLBJZjkEZ4wOzoooEFFFFAwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCC+u0sNPuLuUZS3iaVhvVchRk8sQo6dSQPUiuY0n4jaXrCXrW0O0WVs1zJ/wATGxkyq9f9XcNt+rbV9SK66igDkNN+JGlapbX80EOFsYDPJ/xMrB8qDjqlwwX6uVX3ptn8S9JvdMv76KHEdgqNIP7SsGzubaPmW4Krz/fK57ZPFdjRQByNp8RtLvNDv9UjhxDYlBIP7RsWzuOB863BRf8AgbLntmkt/iRpVxoN3qqQ4htJEjcf2lYHJbp84uCi/RmBPYGuvooA5GL4jaXN4dn1lYf9HgnWBl/tGxPzEZ++Ljyx9CwPtTR8SdKPh1tZ8n9wtyLYr/aVh97bu+/9o8vp23bvbHNdhRQBx7/ErSU8Px6uYf3ElwbcD+0rAfMFz983Hln6Bi3tjmnXHxG0u38P2mrvDmC6keNF/tGxGCvX5zcCNvorEjuBXXUUAcfdfEnSrTRbHU5Icw3xkEY/tKwXGw4PzNcBG6/wM2O+KdffEbS7DR9P1GWHMWoBzGP7RsVxtOD8zXARv+AM2O+K66igDjr/AOJWk6fY2F1NDlL6Iyxj+0rBMANjq9wFbp1QsPfPFLqnxJ0rSUsmuIdwvLZbmP8A4mVhHhWzj79wu7p1XcvoTXYUUAcjrHxG0vRHtVuYdxurZLlP+JjYx4Vun+suFz06rlT2JpNY+JGlaLcww3MO5poEnX/iZWEfysMjiS4Un6gFT2Jrr6KAOR1z4jaXoOoizu4d0hjWTP8AaNjFwwyPlluEb8cY9CaNU+I2laTrjaXcQ7plKDP9o2Mf3gCPke4V+/8Ad57Z4rrqKEHQ5O9+Iml2PiQ6LLFm4Eyw7v7RsV5bGPka4Enfpsz6A8Ulz8RNLtvEp0R4s3HnrBu/tGxX5iQPuG4Enfps3egrraKF0uDOSHxF0s+Jv7EEX+kfafs27+0bH727H+r+0eZ+Gzd7Z4oi+Imly+Jv7EWL/SPtBt939o2J+YHH3BceZ+Gzd7V1tFC6XB9bHJaZ8RNL1TxAukQRYnZ3QN/aNi/Kgk/Ilw0nbptyO4HNJonxF0vXdYXTrWHbKwYg/wBo2Mv3QSfliuGft/d+uK66ijoByGjfEfStb1I2VrDtk2O+f7RsZOFGT8sdwzduuMDuRS6J8RtL127lt7WHa0UDzk/2jYy/KvXiK4Yj6kADuRXXUUAcdpfxK0nVmuxbw7fsts9y/wDxMrCTKrjP3LhsderYUdyKdpvxI0rVLa/mghwtjAZ5P+JlYPlQcdUuGC/Vyq+9dfRQByOnfEbS9T0/ULyCHEenxiSQf2jYvkE4+8lwyr9XKj3ptl8SdKvtJ1DUIocRWAQyD+0rBs722j5luCq/8DZc9sniuwooA4+3+JWk3OiXmppDiG0dEcf2lYHJc4HzC4KL0/iYE9s06L4jaXN4dn1lYf8AR4J1gZf7RsT8xGfvi48sfQsD7V11FAHHj4k6UfDraz5P7hbkWxX+0rD723d9/wC0eX07bt3tjmnN8RtLXw2utGH/AEdrn7MF/tGx+9tz9/7R5f4b93tjmuuooA5CT4kaVH4eh1hof3E07QKv9pWA+YDP3zceWfoGLe1NufiXpNto1lqTw5hvGkWMf2lYLjYQD8xuAjdf4WbHfFdjRQByN98RtLsNH0/UZYcxagHMY/tGxXG04PzNcBG/4AzY74pL/wCJGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFdfRQByOp/EbS9KtNPuJ4crfwefGP7RsUwv1e4UN9ULD3puqfEnStJSya4h3C8tluY/+JlYR4Vs4+/cLu6dV3L6E12FFAHH6t8StJ0eaCK4h3Ge3S4X/iZWEfysMjiS4Un6jKnsTTtc+I2l6DqIs7uHdIY1kz/aNjFwwyPlluEb8cY9Ca66igDkdX+I2laNrTaZcw7pl2ZP9o2Mf3gCPlkuFfv/AHee2Ril1b4i6Xo+vPpNxFunRlUn+0bGP7wBHySXCv37rz2zxXW0UIDk734iaXY+JDossWbgTLDu/tGxXlsY+RrgSd+mzPoDxSD4i6WfE39iCL/SPtP2bd/aNj97dj/V/aPM/DZu9s8V1tFC6XB9TkoviJpcvib+xFi/0j7Qbfd/aNifmBx9wXHmfhs3e1LY/ETS9Q8SLosUWLhpWi3f2jYvyuc/ItwZO3TZn1A5rrKKF0B9bHJad8RdL1PX10iCHE7O6Z/tGxflQSfkS4Z+393I745pujfEfStb1I2VrDtk2O+f7RsZOFGT8sdwzduuMDuRXX0UdAOR0T4jaXrt3Lb2sO1ooHnJ/tGxl+VevEVwxH1IAHcim6T8SdK1h7pbeHabW2e5f/iZWEmVXr/q7hsderYUdyK7CigDkdJ+I2l6wl61tDtFlbNcyf8AExsZMqvX/V3Dbfq21fUimaf8StJ1K1vp4YcLYw+dJ/xMrB8jIHVLhgvXqxUe9djRQBx9l8SdKvtJ1DUIocRWAQyD+0rBs722j5luCq/8DZc9sninWnxG0u80O/1SOHENiUEg/tGxbO44HzrcFF/4Gy57ZrrqKAOQt/iRpVxoN3qqQ4htJEjcf2lYHJbp84uCi/RmBPYGli+I2lzeHZ9ZWH/R4J1gZf7RsT8xGfvi48sfQsD7V11FAHHD4laSfD51fyf3Aufs23+0rD723d9/7R5fTtu3e2OadJ8SNKj8PQ6w0P7iadoFX+0rAfMBn75uPLP0DFvauvooA5G4+I2l2/h+01d4cwXUjxov9o2IwV6/ObgRt9FYkdwKbdfEnSrTRbHU5Icw3xkEY/tKwXGw4PzNcBG6/wADNjviuwooA5G++I2l2Gj6fqMsOYtQDmMf2jYrjacH5muAjf8AAGbHfFdDo+qQ61pFvqNsu2K4Xco82OTHOPvRsyHp2Y1dopgFFFFICK5WdrWRbOSOKcqRG8sZkVW7EqGUke2R9a5bQ9d1ZbPVtS8Tahpv2DTZp4XFrYSRt+7P38mV85GflC5yRz69dWCPCsT6Hq+l3NzI0WqXE0zPGuxovMOcDOckev6Utbv0/HT/AII+i9fw1/4BHF4skl+0QtoGqQX0cAuIrObyA9xHu2lkYSlPlJGQzAjI45FN8L+Jb7WvC9vqV/ol5bSPaRTDb5RW4Zlz+6CyMQM/39vBGe+LGmaHfR6o2o67qUN/crbfZYvs9qbdEQkMxKl3JZiFycgfKMAc5z18Iai3g6bw3PrED2ixRwWjpZMrrGhGFm/e4lBUBWACZG7pnh9H/Xf/AIAl5mnZao2vQX1msd/ol9b7VkWQQtLEGGVdSDJGQefXocijwleXN/4Vsbi/na4uHVg8rKqlyGIyQoA7dgKzNA8HXPhyPU5NLutLtrq/8oqtvpPk20JTI4iWQE5B7vnPOcYA0/C+kX+h6OthqF/bXoiJ8p4LVoMAkkggyPk5PUYoe4le2pZ1nWYNDskubmKeYSTJAiW8e92dzhRj61VtPEn2yxu5YtJ1AXlnN5EunkRecHKqwGQ/l4KsDnfjnGc8VB4ytb670yxTS8C5XUbZ1doGlWMCQEsyqVJUd+R9aoX3gabUdLmS71G3nvrq+S9ummst1rOVQIsbQbwSgUKcFydygknpSWz9f8v82Prby/z/AOAW5fG9lBZW0sthqAuLi9awFmsStMk4Vm2NtYryF4YMV+YEkDJFq38Sfa9HN5aaRqM06zvbyWKiITRuhIYElxHjjOd+CCMZzWbongVdGSyVLuAC11KTUPLtrNYI8vA0RjVFOFUFsjqcDByctV3xX4YbxLHZKJrTFrKZDb39n9qt5sqV+eLemSM5Bzwe1N7af1t/wf63P6/P/gf1tUuviHptpaW07WOoyCeOR5EjhVmtxHKsUgcbuqu2MLuzg7c1Y/4TO3eytJLfTL+e7u7ia3SwUwrMHiLCTJaQJxtPRjntnnGXafDhbTSobGPUVCwxTxgpaKi4luVn4VSAANu3A45zx0q5eeD559HfTkm0m5glvbi7kTVNKN0pMkjOoC+aoBXcRnnPtQ9tP61/yH3/AK0t/mbl5qjWVnaTvp17K1xNFEYYIxI8Jc43Pg4Cr/EQSB71frHi0a+s9B03TrDWJo3s2hEtzPEJnuI0I3oc9Nw43dRWxT7iOf8AEWtanpeoaYlpbQfZLi9ht5ppmJY72I2ooIwRjO48dBg5JGb4r8U6npGpS29lJZ25jt1ktoLq1klfU5CT+5hZXUBhgDGHPzg4AHOj4m0LV9bmsv7P1SysobSeO5CT2Dzs0iEkfMJkG3pxjPvVLWfBl3q1zfOdSsxHqlpHa3yT6f5xwmeYSZAI+WJAYOA2DzUq9vn+Fv8AMPteVv1/yJfEmv3ujXtl5Wo6WrXLRpHpM8RNzcszhW8txKOm4f8ALNgMEnjoyfxDct42l0dNd0SxEbxCOyuoS9zchl3NsPnL7gfIcY79KuazoGo6taHTBqdvHpEsIhnje0aS5dejYlMm0EjuUOOv0drGhahrc32W61G1XRjJG7WyWR89thDAeaZCoBZR/wAs844BB+an1XqLp8v6/rQq6n4nu4vFllpmmwxPai5W3v55FJ2u8bOsaYI+YBQzE5wGX146iuVvvh9pd3fQ3MFxqNsy3pvJUj1K5COxDbsKJQqEls5A9uhrqqUdtd/+Av8Agjfxabf8OY6X11e+K5bS2kEVlp8am5+UFppXGVTnoqr8xxySy84BBoXd34ktPE2nWa3+lXMN5O7NAunyJJFbqMs5k88gkEoudnJccCrMFvPpnjO7kWBpLPVkRzLGhPlTxrtIfHQMgXB6ZUgnlRVu10cw+Ib3VrmcTyzxpDAuzaIIl5Kjk5JYkk8Z+UY+Wmuj/r+v0B9V/X9fqUtJ1nU7rxZqOmajbW9vDBaw3ECIxaQB3lX526ZxGDgDjJGW61vnO07SAccEjNc7ZaDrUHjC41m51awlhuIUge3j050YRozsmHMxG7MhyduDjgCtWztL+HVL+e71L7TaTlDa2vkKn2YBcMN45fceeenSjoN/E7HPtq+v6Xrjw6pe6ZfWdrYyXt59k0+SCSJR9wAtO4JYh+MdEPNQ6D4vvrrxNbaXqU2n3BvLdpdljG4NjKAG8iVyzK7FSTxsPyE7cEY3LPw9HHHq39oTfa5dVkYzuE2Yj27EjAycBV468kseM4qj4e8JT6PJYrd6jFdW2lwNb2EUNmINitjLSEMQ74UDKhByx28jAr31/rf/AIH3Cfl/W3/BNPxLqc2jeFdU1O2WNprO0lnjWQEqWVSRnBBxx61gX/ivUV8L6t4h08WX9nW1pus3lRm+0SD70mQw/ddh3bBbOCM9Hr2l/wBt+HdQ0vzvI+220kHm7d2zcpGcZGcZ6ZrFvfB0s2l6rplnqS21hqMBAha3L+ROT80inePlbqU/vZORk0dx9F/XYd4X12611tSg/tPTtSigVBFqelR7YtzA5TBeQF0wpPzEYdcgd9Lw/qM9/YzRX2z7bZTta3JQYVnXBDgdgylWxzjdjJxVfTNIutP1C91jWLyG9vJoEhP2OzaFRHHuYAJvdmbLtzu9AAOcyeGrOeC1u729iMFzqVy11JCxBMQKqqIccZCIueoznHFPS79P6/C5Otv67f5mzRRRSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBFctOtrI1nHHLOFJjSWQxqzdgWCsQPfB+lc9onibUr2HUbrWdNsdPstPeaOWWC+e4bdEfmO3yV+XGTnOeOnNdNXOQ+HruPw7r9g0kPm6lNdSQkMdqiUHbu44684z+NS21e3Z/foNWdr9/wANS1p/i3RNUaYWV7vEMP2gyNE6I8X99HYBXX1Kkgd6daeKNNvoLuS3N5vs1DzQSWE8c6qc7SImQOwODghTnBA6GmX+jXDeGXtdJeGz1RLE21tdBQPKO0cBsEhcqOg7A44rF8P+Hdb0XUtT1PybaSa5tYYYbabWLm5wyPITunlQsAQ4IAXAOeO5t2u0Sr2u/wCtv+CaOkeJ408E2+ueJLyzhUnbNPBHLHCpMvlj5ZAHXnAO4DBz2q7beJ9Ku7C6u4ZZ9lo4jmjktJUmViAQvlMockhlwApzkYzWHZeHtck8HjSNRi0+CaO+iuUeC7eVXUXQmYHMSkEAYHXJ9Ksaz4f1i4bWJdKuo4pL2a2ZVFw8BeOPAkQyKpaPcMgMoJHtSY1qtSTUfGllDo8Wo2Uo8ldQitLkXUEkTw7mAIMbBXVsMCARzkHByKtS62dV8P3l34buo4ri2LBxfWUuY2UbirxMY3UkEEZxwQeRXO2ng/W7LTbwxizkupdWt9Qihn1G4lULGsYKNPIjOT8hwdvpwOg1k0rW4NO1e5jttOk1TVpQ0kBunSGFREIwBJ5RZzhQclBnOOMClK/I7b/8Bfrca+NX2/4L/Sxei8R29v4Z03U9VYo97DEwit4HlZ5HTcVSNAzt3OADgAk8AmtHTtRtdVsY7ywl82CTIB2lSCDgqVOCrAggggEEEEZrkLjwtrV54c0SK4W2jvdJAj8i21W4hjuE8sJnz40V0PfG1h275HR+HNMOk6Klu9qtrK0jySRrey3fzMxJPmygOxPXke1XK3NK23QzjflV9+o/Vdf07RHgj1CZ1luN3kRRQvLJKVxkKiAsxAOcAZxk9AcRv4n0tdKttRjkuLi3uhmIWtpNPIR3zGilxjocgYPBweKzPEkmoReLtCbSLW1urjybobLq5aBMYjydyo5z7Y/GqFx4S1uLTNMtbS7W4SJ7ia9hTUbiwV5ZX37lkiDOVUs4CEgEEEnIFRe6NNDcuPGeg20Vk73xk+3wG4tEggkledBjJREUsxG4EgDIGTjAOH3XivSLTTra/eeaW1uYhPHJbWks4EZGd7bFOxcd2wOvpWZ4b8KXmjzaM95LbzNp+nT2sjoWJZ3kRgV3ZOMIc5OenXrUHifwtq2oXSQ6O8UWmi0MCWyahPZLbyEnMm2AfvRggbGZQNvB+Ymh7aef6/noKOr1/rb/AIJrX/jTQNNvVtLq+bz2VWVYreSXIYEpyikZYKdo6sRgZPFSN4r0gNZrFLcXJvIUni+y2c0/7t/uu2xDsB5wWx0PocYdr4N1CG5spHmtiLdbMNhm58mGWNsfL3Mgx7Z6VWl8H61HpOj2unxWdtf2Onw2p1aHU54njZQM/uVj2zoCMhZGAOSMDJNXZXa8/wABK7im+34nZXerWVjqFjZXU2y4v3dLZNjHzGVSzDIGBhQTzirlU7r+0xf2P2I2htN7fbTNu8zbtO3y8cZ3YzntnvVypGYj+IpF8X22i/2fIsVxDNIt3I4UEx7MhUxkj959445HGRzWfc+Mp4dWeKKwt5LKHUItOlc3uLkSvtwRDswV+YHlwdoLAcDLtS0/xDP4407U7Wy0xrGxjmhBkv5FldZfLy20QkArsOBuOc9RWfdeEdYuPEr3mbIP9uW4h1f7TILqGAYJthFs2lDhlxv2ndvKlqI7q/8AWv8Al/Vwezt/W5vT6zqNl4gtLO9062FlfTtBb3EF4zy7gjPl4zGoUYRuQ7YOPXhNP1bV9Q1SdU0yyTTYbmSBrg3z+cdnGfK8rbyf9vp+VU7jQb298WRaj/Zulaf5MwZtSt5me7uY1HETDylwp4yC7DA6ZwRC/hee68Wx6kuk6RpPk3DTNqNlIWu7tcFQj/ukAByCcs4+UDB4YJX0/rtr+YPy/rf/AIBeh8VLc+NP7Dt7QvAsUpa98zA82MpujC45wJFy2eDkdQcdBXG6f4FvNK8QaTc23iLUJ7KxhnRo7hbfexkaNsZWEFgxVizE7s4IPJrsqrogMiy1S71HVNRW0hi+xWZ8hHdiDPOOWwRnai8LnBJbd02/NTs9f1n/AISE6Zq2kWUKraNdSS2N/JcmMBgFBQwoct82MZzsbil8NH+ztQ1TRbhWSVbqW9gZuk8Mzl9wP+y7MhHUYUn7wza0XS7uybUb6/aKXUL6cyMEclERflijBIzgKMk4+8zHHNLon5f1+P5WB7tef9fh+dxPD+vTa3NqUdxp72D2NysPlySh2IMSSAtt4U4fBALdOtad21ylpI1jFFNcAfu45pTGjH0LBWI/75Nc/wCGrDX7PW9XudXs9Nhg1GcXANrfSTNGwijj24aFAR8hOc98Y71q6adaFpdHV1sGuPPk+zLas4QxZ/d7ywJDY+9gEelD2+QdTEXxfqFodXGs6Rbx/wBmpCB9gvTcedNKcLD80ceG5T2+davaF4jl1HWdQ0fU7a2tdSsFjkkjtbv7QmyQHadxRCG4OVK9NpBOapTeD57vwHc6Rc3gXUrx/tU93GXA+07xJkEEMFDKqjBBCqOlTeGfD0+m3k17dWWn6cWgW3is9OcvGgDM7OWKISzM3Py/wjkk0+uv9f0/wB7af1/S/E09c1gaLbW0zRCUT3cNscvt2eY4XdnB6Zzisi78WX0ekw31ppMUi3l/HaWInuzF5yOcCVsRsUBOSBhiVweM4F3xb4fHiXSYLCRIJIReQTTxz52vGjgsvQ8kCsfWfDGs6p4ei0u6j07VUs7+KaEX0zAXUCHO2b92wDdsgMGxnjOKleff8NL/AK/j5A/Lt+Ov/A/DzNW01nVNR0S+kt7C3i1SxuGhe384ywyFSCQkm1TypwCVG1uoOOdbTb+DVdLtr+0JMNzEsqbhggEZwR2PtWDo9sfCHh++udRigtonn82LTrBmkit8hUWGHKqSWYZwFUbnIA7nS8M6fNpfhmytLsAXCR7plU5CuxLMAfQEkD6VX/AD/gmrRRRSAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAr399b6Zp1xfX0nlW1tG0sr7S21VGScDJPA7VFbaxYXctrHbT73u7Y3UA2MN8Q2/N04++vB55qj4zgmuvAut29rE800thMkccalmdihAAA5J9q5PU9L1qLWdRstItrkBNIujZzxgooM0kbeUJOArhlkwM8Ar0o6/f+TB7Jr+tV/mej0V5hdaTbTadrZ8IaFd6bZSaM8M0K2Mlobi4J+TbGVUs6rvy4HO4DJxx0ml6H/Y/inVo9DtUsLe4063ZZDCzRPcb5gztyN742bjuDHjJ6GnYXf+u3+Z011cw2VnNdXL7IYI2kkbBO1QMk4HPQU+KRZoUljOUdQynHUGuf1bQrzWPB+o6drw07VriWKTyAll5UYbZ8nyvJJ8wbndkfpmudk0rTL7wFHZeH9DutLZ72x+1xwabJYy5E0Zd87FJKgE71zjGc0lq2vT8f6/q5Xb5nolQX119i0+4uvImuPIiaTybdN8kmBnaq92OMAetcnrmhWnhzw5fR6DpKSW1/cxefZi1aeCFTtV5Ps8WGkGACyD73U96x9GtIYfBOvWmu6K01g9832K0i0KZYyphjKtHbfvGRd+489GznaeBLeja6f8D/MaWqPRbO5+2WMFz5M0HnRrJ5U6bZEyM7WHYjoRU1cFDYx6/ovg62utOvHtrZxHeQXVpLCBttXUh1dRlC2ByCrdOapXVpPY+FLbSpNFSSw/tW8Tbc6VNfRW8IlkMX+jR4ZlI2hT91Rg+laTXK3Yzg3KKbO/n1KG31W0091cy3aSOjADaAm3Oef9oVX13WxoVml1JYXV3CXCyPbmP9yCQAzB3UkZP8OT7V57Y6eq6T4cXxXo15cWdu+oRvarpc0qIvnfuVaBA+E2gbVbcowvJwDWneCbSfhjHplxZai800jG2toLKW4aGET7o428tWC7YyowcfdwM4qXpco9CorzrxnbyazqdhdzWYn0d7NhGt7oFzf+XMW5JgRkeNtuMOynGGGVz83baFBLbeH7CC4upbyWO3RWuJomjeUhR8zK3zKT3B5Hehaq4PexforznxZBpdz441GDVdKutUlfRoFtYIrOSdRIZJwGOAUjbJGHcrjLYYDdWZ40tNXubIWVzpKXWoWujx/Z7z+yZ72WS42tv8qZWVLdwyg7iSzEqcHABP6/P/L8Rte9b+un+f4HrNFcTc+EbTxF4q1V9dtJpYZNMtYoncHYkmZtzoD8vmrkYbGVzxjJzh+L7a/uvEM3kaOHurOW2Fpd/wBjzXFxKoKM0iXYZUhAO4FMEnDHB3Yo62JTurnqVFeR6v4Wmm1C/vF0i4kuGGoSJKIXJLi4hMJH0G9kHqWYc5Nb11apB8SlvLTTv7TuJriNXN3os2+0XZtZob0jy1QAbtnOSWAOWxRHVRfcb0b8jvqKx1isv+E4eYabdi//ALOVTqG1vIMXmEiLOcbwctjGcHrWweRR0uHWxkWvinSL3V/7Nt7l2uCzqhMEixyshw6pKVCOy85CsSMH0ONevL/Dujam1z4fsdQ/tI3mi3J81GtmgtIY1R13o+NszyZXncxG5iFT5hXqFHS4PR2KMWrW8+sXOnQh3ktI1e4kAHlxluVQnP3iPmwOgwTjIzW0vxRpGs3jWun3LvKI/NQSW8kQmjzjfGzqBIuSPmQkcjnkVkaTbyXvh/xNpgdRqDXl5HJnggyZMRPt5bR4PoPasnwrZXt5r2j3d4mppc6dZyRXS3Nqba3tiVVRBCuNrglS28GT7g+cAgEjr9y/G/5af8OEtPvf4f5noMsscELzTusccalndzgKByST2FZNj4s0bUILmWG6eJLWITzfa7eS3KxEEiTEiqSnB+YccHmqGvyXXibwj4j07T9OuobqNZbWJb2IRpdMFBBQk4ZGzjJx3rkrvSNV1+K+1KwTU7q7Gm7HXVLQ2yyS+bHKIEhbYNqhGGcnO8AyNjIX9fg2P+vxPQ9I8QadrhmWwkm8yDaZIbi2kt5FDD5W2SKrbTg4OMHB54NTatq1nommyX+pSNHbxlVZkiaRsswVQFUFiSSBgDvXL+E7WW58UXesl9VlSSyjgkn1O2a2aSTeW2LEyrtVAeCFwd5+ZiCRd+IdvPc+CbmO0S5aQXFs/wDosJllULcRsWVArZIAJxg9OhpvRL+uv9MUdXY2NK1ux1qOZ7B5cwSeXLHPbyQSRtgMAySKrDIIIyOQasX19b6bYT3t7J5VvboZJH2k7VHU4HJrg4dPu7vS9avYWvbloJ4L2zvNTtja3E0sS5ZShVAEwAgIRc7n6/eMt7oEPib4e6vqEumpe3msI19bQ3ESsyfu9sAUN91ggH0Zm55o/r+vx+4P6/r8PvO+61V1LUItK0+S9uEkaGLBkMS7ii5wWx6AcnHOAa4bWbGzuPCVsnhTRVsdNXUFfULSTQZlEi7Dy1riN5hu8vO3Odv8WCK2/B9vFpfha4ae4X7GJZJRGdNlsI7aPAyiwyksqZDH0+Y44oeib7B28zp1ZXQMjBlYZBByCKWsTwbFLD4J0iO4R43W0jAR/vIuPlU+4GB+FbdNqzsJbBRRRSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAV1sLZNSk1BY8XUsSQvJuPKKWKjHTgu351YoooAKKKKACiiigAooooAKKKKAKy6farqb6gkQW6kiELyAkb0BJAI6HBJwTyMnHU1ZoooAKKKKACiiigClqmkWetWottRWWSDduaNJ3jWTttcKRvU55Vsqe4q4AFUBQAAMADtS0UAFV72xttStTbX0QmgZlZo2Jw20ggH1GQODwe9WKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCC9t5buzkhgvJ7KRsYuIFQunPYOrL7cg9ayF8PamA2fGOtNkYGYbLj3/4963qKAMEeHtTAYHxjrZyMAmGy+XnqP9H/AA/Gk/4R3VOf+Kz1v/vzY/8AyNW/RQBgjw9qYQj/AITHWiSRhvJssj/yXoHh7U9hH/CY62SSDu8myyPb/j3/AM4reooAwR4e1Pyyv/CY60SSDu8myyPb/j3x/wDqpP8AhHdUxj/hMtb+vk2P/wAjVv0UAYH/AAjup7QP+Ey1vOevk2XP/kvSnw9qZjC/8JjrQIJJbybLJ9v+PfH/AOut6igDA/4R3VMD/istb+vk2P8A8jUp8PamVUDxjrQIHJENl831/wBHreooAwD4d1MgY8Za2MDkiGy5/wDJeg+HdUOP+Ky1sf8AbGx5/wDJat+igDBbw9qbEY8Y60vAHENlz7829DeHtTY5HjHW14AwIbL0682/41vUUAYL+HtTZsjxjrSDAGBDZenXm379aQ+HdU/6HPWx/wBsbH/5GrfooAwW8Pamzlh4x1pQTkKIbLA9ubfND+HtTaRmHjHWkBOQohssD25t81vUUAYI8PamJAx8Y60QDnaYbLB9v+PfNA8O6mHBPjHWyM52mGywfb/j3reooAwB4d1QHnxlrZ9jDY//ACNSp4e1NWyfGOtMMHgw2X9Let6igDBXw9qanJ8Y623BGDDZenXi3/GhPD2pqST4x1p+CMGGy4468W/brW9RQBgDw7qn/Q562f8AtjY//I1KPD2pgMD4x1s5GATDZfLz1H+j/h+Nb1FAGCvh7UwrA+MdaYsMAmGy+XnqP9H/AA59aT/hHdUwf+Ky1v8A782PH/ktW/RQBgf8I7qe0j/hMtbznr5Nlx/5L0o8Pan5ZX/hMdaJJB3eTZZHt/x74/8A1VvUUAYH/CO6pjH/AAmWt/XybH/5Gpf+Ee1PYF/4THWs5zu8myyfb/j3xW9RQBgnw9qewD/hMdbBBJ3eTZZPt/x7/wCc0n/CO6pj/kc9b+vk2P8A8jVv0UAYJ8PamVUDxjrQIHJENl831/0eg+HtTIUDxjrYwMEiGy+bnqf9H/D8K3qKAMFvD2pkKB4x1pcDBIhsvm56n/R/w49KQ+HdUOP+Ky1sf9sbHn/yWrfooAwD4d1MnjxlrY47Q2X/AMj0r+HtTZsjxjrSDAGBDZenXm379a3qKAMA+HdUJ48Za2PpDY//ACNSv4e1NnJHjHWkBPCrDZYH529b1FAGC3h7U2csPGOtKCchRDZYHtzb5oXw9qYcMfGOtMAc7TDZYPt/x75reooAwV8PamsgY+MdaYA52mGywfb/AI980J4e1NZFZvGOtOAclWhssH24t81vUUAYA8O6oD/yOetn/tjY/wDyNSr4e1NTk+MdbbgjBhsvTrxb/jW9RQBgp4e1NSSfGOtPwRgw2XHHXi37daQeHdUH/M5a2f8AtjY//I1b9FAGCvh7UwGz4x1psjAzDZce/wDx70g8O6mAc+MtbORwTDZcf+S9b9FAGB/wjuqYP/FZa3/35seP/JalHh7UwhH/AAmOtEkjDeTZZH/kvW9RQBgjw9qewj/hMdbJJB3eTZZHt/x7/wCcUDw9qfllf+Ex1okkHd5Nlke3/Hvj/wDVW9RQBgf8I7qmP+Rz1v6+TY//ACNSnw9qewD/AITHWwQSd3k2WT7f8e/+c1vUUAYJ8PamYwv/AAmOtAgklvJssn2/498f/rpP+Ed1TA/4rLW/r5Nj/wDI1b9FAGCfD2plVA8Y60CByRDZfN9f9HrU0+0msrQQ3OoXGoOCT59ysYc+2I0Vf0q1RQAUUUUAf//Z)" ], "metadata": { "id": "sTNMaUrZ5Zgu" } }, { "cell_type": "markdown", "metadata": { "id": "AgYHw0n3suQR" }, "source": [ "## Q2 Compile `model1` with your chosen optimiser, loss function, and an evalutation metric.\n", "\n", "* Compile `model1` with the Adam optimiser, sparse categorical cross entropy loss function, and a single accuracy metric." ] }, { "cell_type": "code", "source": [ "# Compile the model with the Adam optimiser, sparse categorical cross entropy loss function, and a single accuracy metric.\n", "model1.____(optimizer='____',\n", " loss = '____',\n", " metrics = ['____'])" ], "metadata": { "id": "M25y-eK9Gt_L" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Q3 Evaluate the initial accuracy of `model1`: Is the initial accuracy of the model as you have expected?\n", "\n" ], "metadata": { "id": "miLe0atkv6gl" } }, { "cell_type": "code", "source": [ "# Calculate its initialised test accuracy\n", "test_loss, test_acc = model1.____(x=____, y=____, verbose=1)\n", "print('Test accuracy: {acc:0.3f}'.format(acc=test_acc))" ], "metadata": { "id": "8tHTta-FH3Gz" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n", "โ“โ“โ“ Does your model have a similar initial accuracy & why? \n", "\n", "\n", "![Capture1.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM4MgAAkpIAAgAAAAM4MgAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNjozNzoyOAAyMDIzOjEwOjI0IDA2OjM3OjI4AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA2OjM3OjI4LjgxOTwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIACsCswMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiiuW1gXsHjrQJP7RuPs9xPLELRDsiCiB2+YD77FgDk8DAwB8xYA6mivPtW1TUG1zVtSuLW4m0vQrhI2SHVZLUqojjkZxFGP3x+flZGC4UADls9FqZ/tbxRYaUMNb2YGoXY9SCRApHu4Z/rEPWha28/8Ah/yDub9FctEL23+Jixz6jcXEVxps0ogJ2xR4ljChUHGQCcsckknkDCjHsdU1CXWU1zU7W4ayk1OSwiZNVkQQ4laFP9FUCN1LAEs7FwWPGFADWtvP/OwPS/l/lc9BoorlvDWm2I8TeJdS+xW/27+0PK+1eUvm7PIhO3fjOM84zikt/lf8v8xPRHU0VyGkfEjStZ1T7DbQ7ZNrtn+0rCThQSfljuGbt6cd8Dml0T4jaXrt3Lb2sO1ooHnJ/tGxl+VevEVwxH1IAHcigfWx11FcfpPxJ0rWHult4dptbZ7l/wDiZWEmVXr/AKu4bHXq2FHcinaT8RtL1hL1raHaLK2a5k/4mNjJlV6/6u4bb9W2r6kUAddRXHaf8StJ1K1vp4YcLYw+dJ/xMrB8jIHVLhgvXqxUe9LZfEnSr7SdQ1CKHEVgEMg/tKwbO9to+Zbgqv8AwNlz2yeKA3OworkbT4jaXeaHf6pHDiGxKCQf2jYtnccD51uCi/8AA2XPbNJb/EjSrjQbvVUhxDaSJG4/tKwOS3T5xcFF+jMCewNAHX0VyMXxG0ubw7PrKw/6PBOsDL/aNifmIz98XHlj6FgfamD4laSfD51fyf3Aufs23+0rD723d9/7R5fTtu3e2OaAOxorkJPiRpUfh6HWGh/cTTtAq/2lYD5gM/fNx5Z+gYt7Utx8RtLt/D9pq7w5gupHjRf7RsRgr1+c3Ajb6KxI7gUbBuddRXH3XxJ0q00Wx1OSHMN8ZBGP7SsFxsOD8zXARuv8DNjvinX3xG0uw0fT9RlhzFqAcxj+0bFcbTg/M1wEb/gDNjvigDrqK46/+JWk6fY2F1NDlL6Iyxj+0rBMANjq9wFbp1QsPfPFLqnxJ0rSUsmuIdwvLZbmP/iZWEeFbOPv3C7unVdy+hNAHYUVyOsfEbS9Ee1W5h3G6tkuU/4mNjHhW6f6y4XPTquVPYmk1j4kaVotzDDcw7mmgSdf+JlYR/KwyOJLhSfqAVPYmgDr6K5HXPiNpeg6iLO7h3SGNZM/2jYxcMMj5ZbhG/HGPQmjVPiNpWk642l3EO6ZSgz/AGjYx/eAI+R7hX7/AN3ntniha6B0uddRXJ3vxE0ux8SHRZYs3AmWHd/aNivLYx8jXAk79NmfQHikufiJpdt4lOiPFm489YN39o2K/MSB9w3Ak79Nm70FC1tbqD0Otorkh8RdLPib+xBF/pH2n7Nu/tGx+9ux/q/tHmfhs3e2eKWx+Iml6h4kXRYosXDStFu/tGxflc5+RbgydumzPqBzQtQel7nWUVyWmfETS9U8QLpEEWJ2d0Df2jYvyoJPyJcNJ26bcjuBzSaJ8RdL13WF061h2ysGIP8AaNjL90En5Yrhn7f3frijdXDY66iuQ0b4j6VrepGytYdsmx3z/aNjJwoyfljuGbt1xgdyKbpXxL0nV5LlLeHabe2e4b/iZWEmVQZP+ruGx9Wwo7kUAdjRXM+GvHOneKr2W0sotrRx+Y3+nWc+RkDpDNIw69SAPemeELCz0zWfE9pptpBZ2yahGVht4xGi5toScKOBkkmnYNzqaKbLIsMLyuGKopYhELMQPQDJJ9hzVTTNWt9WheW1jvI1RtpF3ZTWzZx2WVVJHuOKQF2iq1/bzXVo0VvdPaliN0kagtt7gZ4BPTODj681ymiarqsPwh0zUbRZdQvzaRFmlV53IJAaQqCGkKrltoO5sYByaVx2O0orK8OakdU0kTS3sN5MkjRytFZyWuxgfutFIzOjAY4Y55Bxg0/X7ZbnSZFa21C6KsGEOnXhtpnOccOJI+Oc4LAcd+Kb0EtTSorz+4m1GX4TanIuq3ltdWEN75nzH7RGU3lIml6koNoLgkttyGOcm14h8T6zpEWnppaWcu7T/tUxuw5LkSQptBU8Z8w/Mc4x0PSjrb+tm/0B6K/9bpfqdtRXES+J9e/sGCdI4RKt/c2t3dwabNdpGIndFYW8b+Z8xUc7iF79eNTV9Ve48LWiaZeRT3Wr7La2ubcYUlxl5UGTjagdwMn7uM0en9XHs7P+rbnR0VyviG/vfDVtptpo0UdnpscTI90dOmvUtwgGxDHEysoI3HeTtG3B6g1Bqs2vXPizRf7F1vT0s7q1mkTdZyTJJgRncds6hgc5X055OaH5COxoriPEPi/VdO1a4stNh8+Sxt0kljTSLu5+1SMCfLV4srDwOrb/AL3TC8y614l1y3k1iXTo7GK20ixjvZEuonaSYFXYxcMAhwn3vmwT900eYa3sdlRTIpBNCkiggOoYA9s1SudatbXVIrCWK+aaXG1orCeSIZOOZVQovTuwx3o62FdNXNCiiuYjsLO1+KH2i1tIIZrrS5GnkjjCtKRLGAWI5Ygcc0LWSXr+Vweiv6fnY6eiuNh8Taw4ttWb7B/ZFzqP2FbXyn+0KDKYVfzN+0ncASmwYBPzEjmzp3iDUJfF0+natJDYoZZEtbSTT5VadV5Vkui/lOSvzFFXcBkH7pNC1/r+u43p/X9djqaK5bSdf1C48U3Fhq0kNiPMlW3s30+VGlVT8rpcl/LkyvzFVXIzg/dJretP7S+3Xv277L9k3r9j8nd5m3aN3mZ4zuzjHbFHQOti3RSOCyMoYoSMBhjI9+a5Lw1GY/Feox6Xe315pMECwzyXd29wpuwx3eWzkkYU4YLhQcADIYAW9v6/r9bA9r/1/X/BOuopksYmheNywV1Kko5VsH0IwQfcc1x3h+OT+0tY0u5j1m0t5LWOSGxvdQaa46uryJOJXKhvlAAkBBXOF3ZIB2lFcd4bF7I2s6Yk+o6VIrRSQQX84u7i3iZcFxIzyKdzJJtBZwpXJHO2pfC6Nf8Aw/Ed/qN4iia4WS6N0wlEaTuMGUncPlXG7IIHQg4IHoC3sdZRXNeCGml0+9mSe6n0uW6LaY93K0sjQbV+bc5LFS+8qWJO0jtit2+vYtOs3ubhJ3jTGRb27zucnHCICx/AUPQCxRVexvYtRs0urdJ0jfOFuLd4HGDjlHAYdO496zfE+sNpFjD5F1Db3NxL5cW+zlu2bgsQsMRDucA9CMDJPTBHoG5tUVxdj4t1TVdG0uOzit4tTv7y4tTPPbSrFGIS+6QwsVcEhOIywILck7edLUNQ1q2l0vSIJrF9UvRK73j2riCNI8EkReZkk7lAHmDuc8YI9AOiorFi1G/g8QWWlXj28zSWEtxNNFC0YLo8ajapZsDDngknpzWHZ+JfEOrr4fi02PToZdU0p724nnjd1gZTHjagYFgd5GNwx1ycYJvt/W/+TDv5frb/ADO2ori9b8Varpum2iO9taav9j+0XNmunXF/yBgj9wf3aFgQHbOeeODVtde1XW761tNBNpYltOh1Cae9gacASkhI1RXTJ+ViW3cYAwc8G+39b/5MNt/62/zR1NFczqviK/0q71G0aG3ln+yRy6aAConlZvLKNz2kMfTs49M1ryf2sNQsPKNkbPY/24sHEhbA2eWOmM5zu7YxQBfoory/U9W1Sa91HU7D+0mutO1UQlvtLQ2cUKuq+T5RO2V3DE52nBcfOu0Cjrb+un+YPRXPUKKK5a1+2wfE2SG41G4uIptMeYQk7Yo8TALtQcZAPLHJOTzjAAt0v62v+gPRX/rex1NFcrphvYPiPqVtc6hPdRnTIJxGxxHGxmmHyoOBwoGeScck1yui61qss2g65CupN/aEzpetd3TrDKWR2EUNuSQPLKffCpkLwX3E0rq13/Wth2d2u3+Vz1SivMPDGq6nPqXhnU4/7TeDVwyXs17ct5Vw7QtLmG3Yny1Royu7CZBGN4O4en1TTW5NwooopDCsXUvCel6tqkWoXpvzcwnMRi1K5iWM4xlVSQKCRkHA5zzW1XK+J/G8PhnUI4bg6Z5eEZ459TWK6ZWbGYodp8zHPVlzggUdUHRmpd+GNJvtT+33NvI0x271W4kWKUr90yRBgkhHYsD0HoKtWemw2V5e3SNI817KJJGcg4woUKMDhQB09ST3rObXL+61650/RdOt7iKxdI7y4ubtoQjMobbGqxvvIUgnO0fMBk84E1zUL7XLm00jTrea0sZ1gu7q5u2iIcqGYRoI237VYdSoycZ4JoXkD8x7eE9LbXl1km/+3KTh/wC07naASCV2eZs25A+XG3jpUi+GNJTVzqS28nnmTzthuJDCJMY8wQ7vLD/7QXPJ55NVv+En/wBFE32Trqv9m483/pr5e/p+OP1qtbeKtSu9QkWDw/I1hBqLWE1yLjL5DbRIkYU7kBxuJK7efvYzSjra39bf5oHpe/8AW/8AkzqKwtHsNUsNf1dpobM6fe3P2mKZLljKD5cabTH5eMfITnee3FUR44iXxnDoUn9mt587wIsGprJdRsqM+ZIAvyKQp5DE8rkDJxd0nXNR1q4e4s9Ntl0jzJI47qW8YTSlCV3CIRkBSwIBL5xzjtTXfyB9mb1Fc9pnil9TOjxx2BWe+WZruMy5+x+V8sgJx8xEhCds8ntitayubye4vEvLD7LHDNst5POD/aE2g78D7vJIweeM96dgLdFZviPVG0TwzqWqIqO1nbSTKrnCkqpIyfSua8L69fS+KV0+XUbvVrG6sWuIr24tEhQyoyBxCVVS8REqkMQR6O3OEtXYOlzt6Khu/tJtJBYGIXBXEbTAlFPqQOSB1xkZ6ZHWuf8ADV7rGoeFrlmu4Z9Qjvrm3S4uIgECpOyAlExnCjpkZxgkZzQPpc6aiuEXxNfWnw3hvrzUUW6mvmsmv51RREpuWj8wgALkKMgYwSBnvWh4O1m9vdR1XT72S+uIrbyprW5v7ZbeaWOQMPmRVXGGjbGUU4xx0JFrf+v63JudXRRRQMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooADnHHWsPw7p+pWt3q95rEVpDLqF0syxWtw0yoqwxx8syJz8hPTvW5RRsAUUUUAVr+xh1Kze1uHuEjcjJt7iSB+Dnh42Vh+B5rNs/COlafoh0myOoQWeQVRNTuQyY6BX8zcq8fdUge1bdFAFPS9Js9HtTb2COqs5kdpZXlkkY9WZ3JZj0GSTwAOgFLqWmQarbCC6kuo0DBwbW7lt2z/vRspxz0zirdFG4bGNdeE9IvNDGjyw3C2Pzbo4byaIy7s7vMZHDSbtxJ3E5JycmkXwlo4to4HgnmSOJoUM93NKwQurldzMTjci9+MYHHFbVFHmG5jz+F9MngEI+226CaWci01G4t9zyNucny3XOSScHgZ4xU0Gg2Nrd2M1shiTT7dre2gTAjjDbcnGM5woGc9CfWtKigNzN1bQLLWtn26S+UKpXbbahPbqwPXcI3UN+OaS/wDDumaja2tvNBJClmf9GNpPJbNCNu3CtGysBjjGcflWnRR5AZF94X0zULlLmYXcVwkYiM1rfz27yIOgdo3UvjJxuzjJ9TVGfwda6h4nvtR1UPPbzRwJHbrdSrG3l7ifMiBCOMkY3Bu9dLRQIKKKKBhWN/wiumHXhrBN/wDbQThv7SuNgBOSvl+Zs25A+XGOOlbNFHW4dLGPF4V0eHVv7RjtnEwlaZU+0SGFJGBBkWHd5aucnLBc8nnk06DwzpsGrDUsXc1yrM8Zub6edImbIJRHcqhwSMqBgEgcHFa1FGwbmTbeGtNtdV/tFftc1ypYobq+nnWMt1KJI5VDjjKgcEjocVbtNKs7G+vby1h2XF+6yXL7id7KoUHBOBwAOMVbooAbLGs0Lxvna6lTtYqcH0I5H1FY+h+E9K8ObF0gXsUSR+WkMmo3E0SLnPEbuVH1AzW1RQBm2Xh/TdNtb63sIXt47+aS4uDHO4ZpJPvMGzlSf9kjHbFR2vhnTbK3uYoPtm66UJLPJfzyTlRnCiZnLqBkkAMMEkjqa1qKAMm38Naba2NzawC7UXRHnTm+nad8dP3xfzOO3zcZPqaqJ4F0FNBu9FMF3Jp14czQS6jcOD8244LSErkkk4Iz3zXQ0UBsUNL0e20eORLSS8cSEE/a76a5Ix6GV2x+GKv0UUAFZ+raHY63HAt+s2beTzIpLe5kgkRtpU4eNlYZBIIzg1oUUAYw8I6Iujppkdm0VtFM1xF5U8iSRSMxYukisHUks3II4JHQ4p9x4a026063s7hbqRLVi8ExvZvPjY5BIn3+YCQSPvdDjpxWtRQBj3XhXSb2O0S6iuJTaI0ccjXk29kbG5HffukU7RlXJBwMirFjoWm6b9j+xW3lfYrY2lvh2OyIlTt5PP3F5PPFaFFAGRq3hbSNbuhcajBK8nleS/lXMsSyx5J2SKjASLknhgRyfU0l14V0m7itEaK4gNnCIIZLW8mt5FjGPkLxurMvA4JIyM9a2KKPIPMwLjRbnUPFNheXsVsllpW57RlmaSaZ2Tad4KgKBzxltx2nIxg6dxpNld6rZ6lcQ77uxEi28m9hsDgBuAcHIA6g1cooAKyJfCujzawdTktGNyzrK6ieQRSSL913iDbHcYGGZSRtXB4GNeijrcCi2jWD6/HrTQZ1CO3Nss29uIywYrtzjqBzjNUx4S0pde/tkG/N9k/OdTuSuCd23Z5m3Znnbjb7VtUUbBvuYsHhLSrbXm1mL7f9ubhnfU7l1IyTtKGQrtBYkLjAzwBT7PwvpGn6k19aWrJMWZ1UzSNFGzfeZIi2xGOTkqATk56mteijYNzJ07wvpGlXxurC1aOT5timaR44dxy3lxsxWPJ67AM1rUUUAFFFFABXM6p4HtdUvL+Y6nqNrDqWw3dtbvGqTMihVYsULjhV4DBTjkHJz01FHW4dLGPN4ezrMmo2GqX2nPOyNcw2/lNHcFQACwkRiDtAUlSpIA9BhG8PbNak1Gw1W/sRPIktzaw+U0U7KAMkPGzLlQFOwrnGevNbNFC0A52TwZayakLk6lqIgW9F+lksiCFZgclvu7iCcnazEDOQAcY19O02HTI50gZ2E9xJcNvIOGdtxAwOmTVuihaKy/rb/JBu7/11/wA2czZ+B7WyvrWdNT1B4LO7lvLazZoxFE8m/d91AzD9433mJHr1zcs9AOkXcs9hqOoG03SSjSx5Ji3NknaWTeMsSQN4AJ7DitqigN3qc54Y0ia3v9V1e8tHspdSnDR2kkiu1vGABg7SVBZ9zkKSPmHJNbFlp/2K4vJftd1cfa5vO2Ty7lh+ULtjGPlX5c49SfWrdFHoBDe2cGoWM9neRiW3uI2iljPRlYYI/I1m6R4cj0q4FxLqF7qM6Q+RFLeshaKLIOwbVXOSBlmyxwMk4rYoo63DfQy7PRXsdPvLaLV9Sd7qaSZbmeVZZIC5ztTcpUKvYEED3qnpPhWXRtNu7S28Qao4uZGlEsiWxeF3cu7LiED5ix4YMB2AroKKAOZtfA9tB4dn0a51XUry3kl86J5WiSS2k8wyB0aONed53c5HAGMcVqaToyaUbiV7u5vru5YGa6uim99owowiqoAHYKOpJySSdKigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//Z)" ], "metadata": { "id": "W-7pLXDr-Wug" } }, { "cell_type": "markdown", "source": [ "## Q4 Train `model1` with 15 epochs, store the result in variable 'history';\n", "* Store the fitting result in a variable history;\n" ], "metadata": { "id": "Uf8Ewv2bIhab" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LFsvYKQRsuQS" }, "outputs": [], "source": [ "# Fit the model with 15 epochs and store the fitting result in a variable history.\n", "epochs = ____\n", "\n", "history = model1.____(____, ____,\n", " epochs=____,\n", " verbose=1,\n", " validation_data=(____, ____))" ] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have similar print output?\n", "\n", "\n", "\n", "![Capture2.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM3OAAAkpIAAgAAAAM3OAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzowNjozOAAyMDIzOjEwOjI0IDA3OjA2OjM4AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjA2OjM4Ljc4NDwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAg0ECQMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APou7vLawtJLq+uIra3iG6SaZwiIPUseBVfTNb0rW4nl0bU7PUI422u9pcLKFPoSpODWV4/fyvAuoyebHDtVG8yUZVMSLyeRwO/I+tYmr+IWuPAt5dx+LtLuTFe2qPqGjYiW2Rp4w24mWUZwT14x1BFJau3oO17HfUV5o+pLHa339l6veTeGTfWyS6kt7JP5aEHztlwWLBMiMM4bCbnwVIOHHUiml3g03V7uTw1/acMTap9reZooCmZdlwSW2B8KZN3ybnww2/K/6/L8Ndxf1+f46bHoN1f21nNaxXMmx7uXyYRtJ3vtZscdPlRjz6VYrg9Tt9K1Gz8MwaFq891ZSawR9qt9Se5c/wCjzblEzMzD04ORngg4NbvhEyJYX1rJcT3CWmoTwxPcStLIEDZALsSzYzjJJOAOafl/XT/MHpZ/11/yNm7u7awtJLq+uIra3iG6SaZwiIPUk8CpQwK7gRtxnOeMVyHxPk0iHwLqMmsT2sUv2SdbMXMoXdKYmA2Anl8ZAxzycdTU+parb6t4ZsbTRL6K4OsOLSO4tZQ4VMEzMGXjKor/APAsDrS1a0G7K3z/AANuPWtNk0uDUftsMdnclRDNM3lrJuOFxux1JGPXIxTdU1/R9D8v+2tWsdO83Pl/a7lIt+OuNxGcZH51ynxLm0LTPD9r9uubK1ukntltEnmVGEa3MRcopPQKBkjsOeKs+JdXtIbrT9Y03xTollI9pKtul4nni8Vyh/dBJULHKAfLuzu6UrrcEjsIpY54UlgdZI5FDI6HKsDyCCOop1VdLup73R7O6vLVrO4ngSSW2Y5MLFQShOB0PHQVaqmrOxK1QUUUUhhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVT1XTIdXsRa3LSKgmimzGQDmORZF6g8ZUZ9qlvYZ7izkitbprSV8ATqgZkGeSA3GcZxkEA8kHpXNeF0a/wDh+I7/AFG8RRNcLJdG6YSiNJ3GDKTuHyrjdkEDoQcEG2odTrKK4C1h1O/8F6kdJfVLyxm1CKTTf9NZbmW0DxGTbM7q2GxKVLOCVI5AxWvpes2GmeG9Tmjg1OB9NdvtFpqNy9xOsm1WVA7SSA7gyY2sR83Y5FGyv/X9fqOx1FFcrcaTe2XgKeP7dJaXhhlur2a34eSVlZ3CseVG44BHIUAAjghXe0l+Hum32v6neW1tFZwz3EsN1JC8pMYGC6EOSWIwFOWOBznBO/lb8b/5C6rzv+n+Z1NRtbwvcJcPDG00asqSFQWUNjIB6gHaM+uB6VxT2WuTeD9CW+ttXvJY52a6gs78W1yYdsgjDv5seWGY9w3ckHrXS+HLq0vNBt5NP+1CFS8ZS8keSaN1Yq6OzsxYhgRncRxwSMU7bh2ZqUVy/jGws9T1PwzaalaQXltJqb74biMSI2LWcjKng8gGn+JPGmm+Epre2vIQfNj3IBe2kAABxjE00ZP4AikOx0tFcfqnxJ0rSUsmuIdwvLZbmP8A4mVhHhWzj79wu7p1XcvoTTtY+I2l6I9qtzDuN1bJcp/xMbGPCt0/1lwuenVcqexNAjrqK4/VviVpOj3cVvcw7mkhSYf8TKwj4YZHElwpP1AIPYmnav8AEbStG1ptMuYd0y7Mn+0bGP7wBHyyXCv3/u89sjFHkHS511Fclq3xF0vR9efSbiLdOjKpP9o2Mf3gCPkkuFfv3XntnilvfiJpdj4kOiyxZuBMsO7+0bFeWxj5GuBJ36bM+gPFC1B6HWUVyVz8RNLtvEp0R4s3HnrBu/tGxX5iQPuG4Enfps3egoi+Imly+Jv7EWL/AEj7Qbfd/aNifmBx9wXHmfhs3e1C1tbqD0vfodbRXJ2PxE0vUPEi6LFFi4aVot39o2L8rnPyLcGTt02Z9QOaTTPiJpeqeIF0iCLE7O6Bv7RsX5UEn5EuGk7dNuR3A5oWobHW0VyOifEXS9d1hdOtYdsrBiD/AGjYy/dBJ+WK4Z+39364puk/EnStYv2tLaHa6xvIT/aVhJwoJPEdwzduuMDuQOaAOworj9J+JOlaw90tvDtNrbPcv/xMrCTKr1/1dw2OvVsKO5FO0n4jaXrCXrW0O0WVs1zJ/wATGxkyq9f9XcNt+rbV9SKAOuorkNN+JGlapbX80EOFsYDPJ/xMrB8qDjqlwwX6uVX3pdO+I2l6np+oXkEOI9PjEkg/tGxfIJx95LhlX6uVHvRsB11FcdafErSbzSb/AFCOHEViIzIP7SsGzvbA+Zbgqv8AwNlz2yeKdb/EjSrjQbvVUhxDaSJG4/tKwOS3T5xcFF+jMCewNAHX0VyMXxG0ubw7PrKw/wCjwTrAy/2jYn5iM/fFx5Y+hYH2po+JOlHw62s+T+4W5FsV/tKw+9t3ff8AtHl9O27d7Y5oA7CiuPf4laSnh+PVzD+4kuDbgf2lYD5gufvm48s/QMW9sc064+I2l2/h+01d4cwXUjxov9o2IwV6/ObgRt9FYkdwKNgOuorj7r4k6VaaLY6nJDmG+MgjH9pWC42HB+ZrgI3X+Bmx3xTr74jaXYaPp+oyw5i1AOYx/aNiuNpwfma4CN/wBmx3xQB11Fchf/EjStO07T7yaHMd/G0kY/tKwTABx957gK31QsPUim6l8S9J0uOyeeHIvLZbiP8A4mVgmFJI/juF3dOq7l9CaA3OxorkdY+I2l6I9qtzDuN1bJcp/wATGxjwrdP9ZcLnp1XKnsTSax8SNK0W5hhuYdzTQJOv/EysI/lYZHElwpP1AKnsTQB19Fcr4tsrG6Oh6m9nbvdx6laiG4aNWkjVpBkB+cA+xwa6qjpfzt+X+Yr628r/AJ/5BRWfLrVrDqyac8V8Z3xh0sJ2hGfWUIYx+LVoUDCiuWiF7b/ExY59RuLiK402aUQE7Yo8SxhQqDjIBOWOSSTyBhRj2OqahLrKa5qdrcNZSanJYRMmqyIIcStCn+iqBG6lgCWdi4LHjCgBrW3n/nYHpfy/yueg0Vy2neINQl8XT6dq0kNihlkS1tJNPlVp1XlWS6L+U5K/MUVdwGQfuk11JzjjrS6XDrYKK5Xw2L2LxX4itLzUri8Ma2rBpG+VGZGzsT7qDgcD05yckw6DFInirUIdF1G9u7C3tvIupr25e5T7buz8m5uCFJ3qm1QSowCDg62/r+v+AHS/9f1/wTsKK4S21PUNC03xjP8Aa5dTn066TyTeyEgk28LEYXAUFmJwoAGelO0zxT4jk1G5s7q20+8mS3vjBHao8Rllt5EUDLOwUN5gGO23OecKf5X/AAuO3+R3NFc74U1ybVLW4/tG+hkuoNrSQf2bNYSQAjI3RyuzEHBww+U4OM4NVtPub0+GtU8TWNl9qv8AUFae1g7tCoIhXkjqvz7eOXI4oeglqdXRXFT6xqeo+A9als9Ztf7RtYpC7f2VPavAvl7tphkl3q5HIcnHIIB7y3Ws61oHhS1n1C6tb68u5IYbd7fTZyI9y5LNGryPKQAThduenHUK+rXp+Idvn+B2FFcTB4q12fTYUS1iF5LqYskuLuwuLSOVGjL+asMnzjaeMEkMVOGGcjd8Oane30eoW+qGB7vT7traSW3iaOOX5FdWCszEfK4BG48g89qe9/67f5oHp/Xr/kzZoqrqGoQ6ZaG4uUuXQELi2tZLh+f9iNWb8cVJaXMd5aR3EKyqki7lE0LxOPqjgMD7ECgCaiuZ8f2FneeFZZru0gnltpI3geWMM0TeYo3KT90+4qfVdR1abX10fQpbK2lS1+1Sz3sDTAgttVFRXQ9QxLZ4wBg54V9bB5m/RXE3ni7VZNC0jUbWKOzgu4ne7uvsE2oJA64G3ZEysFPznzDwAoBA3Vb8ReIr+wNhLYz28OnTQNNLqh0+W9hGNuARE6mNSpZt7EqAOTT/AK/r+vQDq6Ko3T38v2GTSXs3gaZWuWmLHdCVPMe3jdnbjPGM1eoAKK5bWBeweOtAk/tG4+z3E8sQtEOyIKIHb5gPvsWAOTwMDAHzFupoAKK871W8vbLWLm5nbWhqceqQpbKgmFibV5I0C9RCxKu2c5kDHjotbcQvbf4mLHPqNxcRXGmzSiAnbFHiWMKFQcZAJyxySSeQMKCOtvP/ACv/AF5g9L+X+djqaK4+WFovH9nFpOo39zdb3n1SOS6Z4IrdkYRr5ediNv2bdqhiEYkn5ic/RdT1CbVbPWtVtbg29/eS2sDrqr4g+Z1RWtVAjK4X7xLPk8gfwnYHpc9AoorPtNatb3UZrGGK+WWHO5ptPnijODg7ZHQI3tgnI5HFAGhRTZZFhheSRlREUszOcAAdyewrhtO8eTm/uRest5ZjTZtRikg0u5tcLGVyqtKSJshxhkwOOnzCldDSb2O7ornIdU1jTvDt5rviCSylgis2u1s7K2dXjAUuUMjSEPxxnanPOB0qK51LxDpXhPUdY1ObTZZY7Qzw20FrIoibGdrOZD5g6DIVM4zgZwKs07Mm+lzqKK5TxF4o1DSp9Wjsbe3naz0+3uYUkyN7ySyIVJzwMIMccEnr0qaXVdb0mw1KfxA+nQxxpG1rdRROUDOSpjMYYvIynbjbt8zcAAp6Irrb+v61OlorhrPxrqLaXqKyQx3N9BeW9pbSNYz2KOZ9oVnilJdQpY55O4AYwTWxfX2t6HpMV3qVzYXoS7jFy8Fo8AS3YhSQDK/zKSGJJxtBGM80f1/X3iOhorDtNR1bU9P1iewSzVknlh0wzBtrlBtLSYOceaH+7/CB61sweb9nj+07PO2DzPLzt3Y5xnnGaAH0VyPjK+lGs6PpezUpILtZ5Xh0yRopp2jC7Y/NDL5a/OWJLqDsAzzg2/Atzfz+GfL1Zi9xa3M1sXMxlJVJCoBcgFyANpYjJKk0LUHpr/X9aHR0Vz/i9LFdKFzql9qFvFHlIobC6eB55WwEUeWQzNngLnB3cg4BGLqFnrZ0/QpNas9Z1FodPYX66RqItW+0Yj+Zts0W7o/TPJ4HNH9f1/XVDsd1RXm2q6m+vakbPRZNXnhXSILnT2tLuW1VPN3jz55SQSF2p8rB2OWOxucWNWuL/UvAema4kGrDU5dNWc3VjetFDaPsDGSSESKJACSdojckDGOgp2tv0/4P+Qlq7f1/Wv8AWl/QaKZBKk9vHLE+9JFDKw/iBGQapX2tWun3kNrPFfPJNja1vYTzIMnHzOiFV/4ER69KWzsJO6uaFFFcxP4iv4rq800R2w1FdQhgtVIbbJBIA+8jOchFmzzyYzR1sM6eiuL1fxlPYeJI4LWeG4tFvYbOaCPTbhyrSMq5N0D5SMC4OwgnjGckYux2Fna/FD7Ra2kEM11pcjTyRxhWlIljALEcsQOOaI6287/grilon8vxdjp6KK5TTLOy0v4g+IZLO0hthJp9rPN5ESp5jmS4yxx1Y46nmjRasq10dXRXH6R4k1ieXQbvUDp7WHiDP2eCCJlltsxNMm5y7LJ8qEHCryRjIqfw9r+oX2tXFprMsNpP+8MWntp8sMgCvjcs7OUnGMZKLxuGcdKbVnZi6XOporlvCviDUNTvp7bW5YbW8CFxpp0+WCSIBsHEruVnUcDfGAOQeMgVu6d/ae25/tf7Ju+0P9n+y7v9Tn5N+7+PHXHHpQD0LlFRXUcstrJHbTfZ5WXCy7A2z3APBP14+vSuf8DSTvo98t1dT3TQ6peRLJcSF22rMwAyfQDp0HaktXYHor/11/yOlorE8X6ldaV4amn08MbmSWG3jKbcqZJVj3Dd8uRuyM8ZxniuUmu7vTNIv9HnW4tNQSe0ZlGs3N4buOV9uyKZlDxu2xxgKoHXIBLAH0uejUVxPh2CHUNL1i11S51S0gtb3cLafUrhbmzQRqcPOH3MCdz8O6YOATjihDrKeHPB6XD6u1m+v3ZNhJq988i2kLLwxeZieI137SeXbb3o/wCB+P8AX4CPRaK5b4eanbal4TUW2qjVDb3M8TTG6898CZ9m5sk52bSM9iK39Q1CHTLQ3Fyly6AhcW1rJcPz/sRqzfjih6CWpaoqG0uY7y0juIVlVJF3KJoXicfVHAYH2IFZuqaxJpWtWCXPkpp10kqNK2QySqu9ec42lFk7dVFD03GtdjYorjb7xRqUOi6YzT21nqV7C1yYBpdzfOI+MDyoW3LgMoZycA8Ac8V9ZltfEngrw54gutPtxdvd6dNEzIGa3MlxFuCMRkZ6dsjrTSbdvNL7w3O6oorjfGni+50CSf8As6eB3s7X7TPa/wBm3F0zjkgNJEdsAIU4ZwwPJxhTlDSb2OyornJdU1jU/EE2n6JJZ2cVnBFLPNeWzzmQyZIVFWRMABTliTknGOOXNqGsaj4jvLLSZbK0ttOaNLiS6tnmednUOQgEiBQFI+Y7skngbeQm91dHQ0VzF94lvLaDxC8ccBOl3cMMO5T8yvHEx3c8nMjdMdBUKax4ovdZ1NNOttPNlpuoR2+xwxluYykbOQdwVCockE7t3TC4yRau3lf8v8xvRHW0Vxl34yng8VQ2tvPDdWTXy2UkcWm3B8tjxn7XnytwbGUxkcjORWlpOo6xrWoT3UMtla6Vb3ctqIJLZ3nm8tijP5nmBUywOBsbgZzzgC1V1/W3+aB6af11/wAmdDRXL2HiLUby6stPMNsL9byeK/AB2xxRfxqM5y2+EjJPD+1bkH9pf2td/afsn9nbI/svl7vO3c+Zvzxj7uMe+aOlwLlFU9Yu5LDQ768gUPLb28kqKRwSqkgfpXD+F7vUE8RaPJE2pyWOp2UjTy6jdMxuZAquJo4WJ8lOSMDZnePkwAaFq7f11/yB6L+vL/M9EopsiCWJkbcAwIJVip59COR9RXI+HEki17U9NnXVrK2ltUeG01C+a4mbDMskqS+Y5VTmMAbwQRnAzknWwdLnYUV5ndareaDp+uoh1fTE8q1MMF/O17cQq8xjlnRt8ueGGE3EgpnaN3Ne61fUtC/ta0H9q2NhMLJohc3T3t3Ass/kyMOXZSwHyqGbBGcKSVo3aS6jasm30/r9T1SiuO8GzahDr+saddQXtvZpHBc2sN/em6miD71YM5ZsZMW4LvfAPUZ2jsabEQ3lpHfWcltM0yxyDDGCZ4XH0dCGH4EViJ4F0FNBu9FMF3Jp14czQS6jcOD8244LSErkkk4Iz3zU3jG/uNM8I313ZTyW80artlijEjJlwCQpDAnBOBg/SsyLX20nw1c6ik+ta4y3MMKxalZrZSkySImEBhiB+/nJGM8bh2lauw9dDXi8MWEOnzWaT6p5UxUszatdNIMdNshk3KPUKRnvSL4X02Ozt7SFJY4YbpbtwZC7XEinIMjvlnO4Kck5yq84GKzW8XXlubiyvNKhXV0nhhhtobwvFL5oJVjIY1KgBXLfIcbeN2QKVvF9zbwzW15pSJrCXcdpFaRXW+KZ5F3owlKAhdoYsSmRtbAbjLvr/Xl/wCf6/P8A4JuatpFrrdibS/Nx5LHLC3upYC3BGC0bKSMHoTisyXwPoc+lWenSx3rW1jMJ7YHUrnfE4G0FX8zcMDgDOB2qjr+o67bR+H3ayiS+m1TymtbS+YxSKYJiA0jIh25AY/KcbeAxwK29A1abV7CWS7tVtLm3uJLeaFJfNUMjYyr4XIIweQDz0o/r8v8AMb6X/rf/ACGSeGrGTTYrFp9UEMTl1ZdWulkJPrIJN7DnoSQKv2VlbadZx2ljCkEEQwkaDAH+TznvVTXY5W09pV1mTRoIAZZ7mJIywQA95FZVHckqenasqz17UIPh3b6pqUO/U5IVWOMp5ZmlZtsWV/hLEqSO2Txxii+4dUW/Emn6ldz6Td6PFazTafeGdorqdoVdTDJHjcqOQfnB6dq213FBvADY5AOQD9a5HxHJrPh/wtZGx1LJt5bWK4uJl82W4Z540b73ABDN2J5AG3FS+Lb66s9Tsh/aOsadYGCZ5ptL04XR3gptD/uZdowXPQdOtHkPVnVUVBZSxT6fby290LuKSNWS4BUiUEcPlcA568cc8VPTejEtUFFFFIAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDD8QWGp6ldabDZw2n2SG7iuZ5pbhlkXY4baqBCGzjqWWtyiihaK39f1oHW4UUUUAYreE9LbXl1km/+3KTh/wC07naASCV2eZs25A+XG3jpUi+GNJTVzqS28nnmTzthuJDCJMY8wQ7vLD/7QXPJ55Na1FGwGTB4Z02DVhqWLua5VmeM3N9POkTNkEojuVQ4JGVAwCQODitaiijyAw7DwhpOm6jLf2h1D7TMu2V5dUuZd4wQMh5CDgE4OOO2KNF8H6R4fQR6SL6GJYzGsLalcyRoDycI0hUH3AzW5RQBz1v4H0O2+2BI76QXy7blZ9TuZhLwBkh5CN2FUbuuBjOKunw3pfnSSpBJHLIsymSK4kRgJmVpMMrAqSVU5GCMcYrUooAxF8JaZHpt/Zwm7X+0I/KuLiS7knmZORt8yUswGC2BnjcSME5rTubGG6sGs382OFlC/wCjzPCygejoQy/gRViijcDO07QdP0y2uIbaKSRbk5na6ne4eXjGGeRmYjHGCcCq0XhHR4dIfTPKuZLRmVlSa+nlMRXG0xszloyuBjYRjHFbVFAHNan4QiurGwsba4vBbwXy3MrTalcNNtCMMLKXLjkjgMB19edrTdLs9Isxa6fF5cW4udzs7OxOSzMxLMxPJJJJq3RQtP6/rsH9f194UUUUAZmt+HrDxDAkOqfamiQk7IL2aAN0PzCN13dBjOcdqhu/CmlXsNslwt2WtozHHOl/Ok+w9VaVXDsDgEhmIJA9K2aKAMi98MaZfWtvbOt3b29vF5MUNlfT2qBMY2lYnUEYGOc0X/hfS9RjiinW6jghiEK29tfT28Wz+6Y43VWGOOQeOOla9FAFK70ewvTYm5t1b+z5hPahSVEThSoIAIHRiMHirtFFAGLqXhPS9W1SLUL035uYTmIxalcxLGcYyqpIFBIyDgc55q3caLp91rVnq09vvvrFJI7eXew2K4AYYBwc4HUGr9FGwbmadAsG1j+05VnmuA25BNdSyRRtjG5ImYojYyMqoPJ9Tmu3hPS215dZJv8A7cpOH/tO52gEgldnmbNuQPlxt46VtUUbBuYdr4O0iy1WbUbQX0NxPcG5lCanciOSQ9WaPzNh6AYIxgAdqmg8MaTbasdRht5BP5jSqjXEjRRyN950iLbEY5OWVQTubnk51qKNtg3CiiigBssSTQvFMgeN1KsrDIYHqDWNpng/RNJuluLS2maZIGtle4u5Z9sR2kxjzGbC/KOOg5x1OduigDK03w3pmkpLHZJceRInlm3mu5ZoVT+6kbsVRccYUAY46VHbeFNJtLG5skiuJLS6i8mS2uLyaaIJgjaqO5CDBxhQOMegrZooAw7fwbodstyEtZZGu0SOeSe6llklVGLIGd2LHBJxz0wOgArS1LTLTV9Pey1CMyQOVJCuyMCpDKQykFSCAQQQQRVqijcNjFh8IaJDY3toLNpI78qblp7iSV5WUYVi7MW3DAw2cjAweBUGo6DcQ+HbjSdCAnW93RzSarfzz+UjrtLDfvL4/ublB55FdDRRuNO2xnDQ7E+GxoUsRksPsv2VoyxBaPbtIJGDkjuKvQQx21vHBCu2OJAiLnOABgCn0U73dyUrKxQ1XRLDW4Yk1CJ2ML+ZFLFM8MkTYxlZEIZeCQcEZBIqC78MaPfeHv7DubMPp2VJhEjLkhg4JYHcTuGSSck5znJrWopDMnWfDOma9cWc+opc+dZFmt5Le8mt2jLDBIMbqckcfQn1NNuPC2nXdrb29w+oyQwKUCHVLnEgJyRJ+8/eenz7uOOlbFFAGRqHhXR9SeBrm0KGCLyE+zzPBmLj923lsu5OPuNlfal1Dw1pmqPGbxLkxxxiMW8d5NFAyD+FokcI47EMpyODxxWtRQAgAVQFAAAwAO1LRRQAVTfSbJ9YTVGg/wBNji8pZdxHy5JwRnBIycEjI3Njqc3KKAMOfwbodzqTX01rK0rXCXRT7XMIhMpUrIIt2wNlRyFyec9Tl58K6Z/bo1nN+b4E4Y6nc7ACc7fL37NuQPlxjjpWzRRtsG+5hR3fiwzKJdE0VY9w3MusSkgdyB9mGT7ZH1qS18KaXZ62+rQG/N5IMO0mpXEisPmwpRpCpA3NgYwM8YrZooAx9O8K6PpN79qsbaSN1DLEjXMjxwBjlhFGzFYwfRAOOOlOsfDGm6fem7hF5NcbGjWS7v57kxq2NwTzHbZnAztxnA9K1qKAMrTfDem6VeNd2wupbgp5YlvL2a6ZFJBKqZXYqCQCQMZwM9BVnTtJstJW5XT4fJF1cPdTfOzbpXOWbknGfQcVcooAiubdLu1kt5TIqSqVYxStGwB9GUhlPuCDWdonhrTfD3n/ANli7UTsXkWe+nnBYkktiR2AJJJJHJ71rUUAZVp4Y0ey8PvoltZKunSFy0DOzZLsWY5JJ6knrx2xUI8IaL9gltHt5pVmkWV5pbuZ596/cYTMxkBXthuMnHU1t0UAZEfhbSI9IutN+zyvb3pzcmW5leSfgD55GYu3AA5PTjpxWsAFUBQAAMADtS0UAV7Kxt9Otvs9nH5cW95Nu4n5nYsx59WYmrFFFABVTU9Ks9Ys/suow+dDuDbdxXke4IPsR3BIPBIq3RQBl6p4c03WbmG4vopjLCjRq0NzLDuRiCUbYw3qdo+Vsj2qrdeC9Fu9NstPkiu47SwREt4bfULiFUCEFSQjjcQVBBOSMcVvUUAYk7eIbJxbaRpenXVnEipHLeavMsrAAfe/cOSfcsSepqG68Jafr6tc+IrDZdXEAguoLXUJ/JkUbsBgNgkxuOCyZGeOgroaKA9DKvvDWmahdRXUyXMNxGgjEtpeTW7MgOQrGNlLgHOA2cZPqaW88OabfakuoSrcRXQCq0treTW5kCnKh/LZQ4GTgNnGT6mtSigDE1DwfomqX0l3fWjySSlGkUXEixyMmNrtGGClhgYYjIwOeBWnbWNvZy3MltHse6l86Y7idz7QueenCgcelWKKNgMM+DdDOpi/NrKZhc/alQ3cpiSbOfMWLdsVic5IUE5OepzYXw5p0WrtqdulxDcu/mOsN5NHDI+MbmiVgjEjHJUngelalFAb7mFoej3MGr6jrOqxW0N/fiOMxWsjSJHHGCF+dlUsxySTtHG0c7cnRg0myttWu9Tgh23l4kaTyb2O9UztGCcDG49B3q5RQAhAZSrAEEYIPesnSfC+kaHcGbTbZo32GNA88kiwoTkpErsRGuQPlQAcLxwMa9FAGdZaDp2nDUPsUDQHUpmnumSZwzyMACwOcqcAfdxjtUdl4a03T47kW4umkuY/LknmvppZtnOFEruXUDJICkYJJHPNatFAGRb+FtIt7S7t2tpLpLxPLuDe3El08ic4QvKzNtGThc4BJPUmkh8KaNDpt1Ym1a4gu1Czm6nkneQD7oLyMWwOwzweRitiigCjpejWWjxSJYpLmVt0ks87zSSHGBukkJY4HAyeB0q9RRQBS1nS49a0ifT55pYEmAHmQ7d6EEEEbgR1HcGsPXfD2qXHheWxh1e/1G5ku7aRZp1t0eFUnjZiu2NVOApb5genfpXRXstzDZyPY263NxwI4mk8tSScctg4A6kgE4HAJ4rF0PVNX1rwet2n2JdTaWWLcUcQrsmZN23cWPC527hk8ZGcg63HfVAfB1rJaTLc39/cX0s6XH9ou6CdJI/uFQqBAFGRt2bTk5BycqPB9qbGaOa+vpb2a4W6bUmdBOJVAVGG1QgAUY27dpGcg5OcmfxZqdp4b1ea6uNMS50zUorJr8xMtqVd4g0hQyZXYJSCPM6p1HQb+jaoJdAfUbzWdN1OBd7/AGzToykOxev/AC0kyRg5O78KNlfp/wAM/wDL+kFn+gq6DvTT/t+pXl9LYXJuY5phErMxR0wwRFXADnoAenNW9P02HTRc+Qzt9puHuH3kHDN1AwOnFYn9qa3D4LbVEhSW8mSS5VLgBEtYyC6KwXliqhQQDktnlRyLcV1rGp+GtNu9NlsbW5uoI5ppLmF5EQMm47UDqTyQOWGBzz0o2v5fr/wwrp2X9af8P+I7xJ4bj8S21tBNqF5ZpbzCfFt5REjL93esiOrAHkAjqAewpf7Cmkm0w3uqXF8lhI8xNxHGHmkIIQsUVVwoZuAvXac8c4E/jO6PhTRNSkvtJ0hr+4aGa7vlL24CrIQ6/vE4cxgrlujDrXW6XLJPpdvNLd2160iB/tNomyKUHkMo3NwRj+I09rh2M/xJ4c/4SS1jtpNWvrGBXV2S0EP7xldXUkyRseGUHjHvmn3miXV5bQQHxDqkKxpsmaFbdWufUsfKyp902deMcVW8UTX32vRLLT9Rn077dfNFLNbpGz7RBK+B5iMo5Qdqu6j4h0XQmih1rWrCxkdcoLy6jiaQDgkAkZ/Cp0tqPUu2dpBp9jBZ2cYit7eNYokB4VVGAOfYVNWPdeLvDdisBvfEOlWwuIhNCZr2NPNjPR1y3KnHUcUt54t8Oac0Q1DX9LtTNGJYhPexp5iHowyeQfUcVTvuxGvRWPd+L/DVhKsV94h0q2kdFkVJr2NCysMhgC3Qjoe9LeeLfDmn3ps7/wAQaXa3QxmCa9jRxkZHyk55BB/GkBr0Vk3fizw7YX5sb7X9LtrtSAbea8jSQE8gbSc85H50T+K/DttqR0651/S4b0OIzbSXkaybj0XaTnJyOPegDWorJk8V+HYdS/s6bX9LjvvMEX2VryMS7z0XZnOeelC+LPDr6n/Zya/pbX3meV9lF5GZd+cbdmc5z2xmjcNjWorJg8V+HbrUhp9tr+lzXpcoLaO8jaQsOo2g5yMHj2otvFnh291AWFnr+l3F4WKi2ivI2kJHUbQc5GD+VAGtRWRZeLPDmpXgtNO1/S7u5YEiGC9jdzgZPyg54FJaeL/DV/cGCw8Q6VczBWcxw3sbsFUZJwGzgDkmgDYorHtPF3hu/aUWPiHSrkwxNNKIb2N/LjXq5w3CjuTxS2ni3w5frObDX9LuRbxmWYw3sb+Ug6s2DwB6nigDXorHtvF3hu9jnks/EGlXCW0fmztFexsIk/vMQ3A9zS23i3w5eW9xcWmv6XPDaqHuJIr2NlhU9CxBwo9zQBr0Vjw+L/DVxaXF1B4h0qW3ttvnzJexlItxwu4hsLk8DPWiPxd4blsJr6LxBpT2kDKstwt7GY4y3QM27AJ7ZoA2KKyE8W+HJNOk1BNf0trKNxG9yL2Mxo56KWzgH2pB4u8NnTjqA8Q6UbIS+Sbn7bH5YkxnZu3Y3Y5x1oA2KKxz4v8ADS6et83iHShZvIYluDex+WzgZKht2M45xSyeLfDkWnxX8uv6WlnOxSK4a9jEcjDqFbOCR6CgDXorHl8XeG4LKC8n8Q6VHa3JYQTvexhJSpw21i2Dg9cdKWfxb4ctbO3u7nX9LhtroEwTSXsapNg4O1icNg9cUAa9FY9x4u8N2lvb3F14g0qGG6UtBJJexqsoBwSpLYYA+lFz4w8NWSwNeeItJt1uIxLCZb6NRKh6MuW5HB5HFAGxRWReeLfDmnNENQ1/S7UzRiWIT3saeYh6MMnkH1HFJeeLvDenSJHqHiDSrV5I1lRZ72NCyHowBbkHsaANiiue8ST3ltNpN7p+qTRQyXsEEluiRNFOjuASSULZweNrCuho6X+X9feK+tv6/rQKKKKBhRXPwazqbeODpV1bW8Fk9nJPDhi0rFJEXcxB2gHccLgnABJySq09J8Q3OpeKruwbXdEX7PcSxnS1hJu9i8Bi3ncdjny8Y/Oha287v7nYHpf+ulzrKKx9N8QrqupXFvZ6deNbW8skDX5aIQmRDhl2+Z5mQcjlAOM9ME7B4HTPtR0uHWwUVz+hazql/rmsWWpW1vb/AGMQNDFGxZlEiscO3QngdBgZx82MmkPEmp6PqN/b+IWsrpLbTG1JjYROhgCkgxtuZt2edrfLna3y+gC12/rodbRXAW/xAm0/UZYdfmsrtFs2uZBpcDk2cikbrd2LMsj4bPG1vlJKDcK1rTx9p9w9yLqx1CwFrb3E8rXMaYAgYCVRsZskblPHBzgHIIAC12OporP0fVJdVtfPl0u709Tgxi5eFjIpGdw8qRxj6kVmw+IVh07WdfvpmGlWzukCBAPliyrvnqSzhgMnGFU8ZJoegLXY6Kiuf1LxFqFp4TvtVTw/fRXFujsltM9uWIC53nbMV2eo3buDgdKIPE8o0JL/AFDRNQtZZGjjhtj5LyXLvjATZIwA92K4AJOACaPL0/EO39bHQUVzreMrWOxEsunagl19rFk9h5aNMkxTeqnaxXDLghgxUBgSQAcaWjaxHrNrLIttcWk1vM0E9tchfMicYODtZlOQVIIJGCKP6/r7194bf1/XY0KKKKACisDxjLe2mgtfadqM9lJbSIxWJI2WUF1Uq29G4wT93B96sat4gXTb2OyttOvdUvHiMxt7Py9yRg43MZHRRycAZyecA4OFcDXorn5fF9qYtOOmWN5qc2pQtPBb24jjcIu3cW810AILKCuc5PTg4n1PxENP1C2sINMvNQvbiFp/s9s0KskalQWJkkQHlgOCafWwGzRVO+1D7FLZp9jurj7VOId1vFvEOVJ3uc/KvGM+pFXKACiuf1DWdTtfF+lWC21umn3kkkTSuxaWQiJpMqAcKoKgc5JyeFABboKACiuX1PxPdxeLLLTNNhie1FytvfzyKTtd42dY0wR8wChmJzgMvrwX954ksvEWnWsV/pVxDe3Lf6MNPkSSO3UZdzJ55GQNq52YLMvAzQtQeh1FFcGvjy5GtWZkmsDZ3l8bVbBInN1DH5jRLcO4cqFaRcYKL94DcWGDb0jxkdX8QIi3ltb2Es0sFvE1hOxuGQsOLkkRBsqT5YDHA65zgWv9f1/XzB6f1/X9fI7GiiigAooJwM1iW3ieF7+W11CwvNLKQPcxveeWFmiQgM42OxGNy5DBT8w464ANuisbT/EiXtlPf3Gm3unafHCZ1vL3ylSSPGdwUOXXjnDqpx2zxUKeKx/Yt5q11o2pWdlbQfaEknEQM6Yz8qCQspxzhwp555yKA6XN+isTV/Flhohv/tqXBFhaxXczRoG+SR2QYGckgocj0xjPSiy8Tpe/boxpeow3NoiSC1ljQSTI+djKAxADFSPnKlcHcFoA26K59fF9omn3txf2V7YTWUqQyWc6o0rO+3y1Ty2ZW3FgBhuvBxg1P/wkRgtbefU9Iv8AThPdpaBZzCxUvwrsY5GAUsQvXOSOMc0AbNFZX/CQQtb6vNb2d5cDS3aN1hiDNcMqBysQz8x+bb2+YEdq0oJfPt45djx+YgbZIMMuRnBHY0APornvFGvy6VNZ2ltdWNi9wsk0t7qAJht4o9oYkb0ySzooG4dSecYM3hHXZPEXh6O8uIxHcLI8MwEbxgsjFdwV/mUMAGAPIDAc9aFqD0NuisTxRrdxpGnrHpkST6lc7hbxyAlFCjc8j4wdqjnqMkquQWFZGueML6x8FWt9p9vBNq1zpxvvLdWMUSJGHkdgCDt5CgZzll9zRuPql3Oyorj/ABF4wl0++hsLOeK2mFqt3czPp8975cZyBiKHBxlWy5YBcAc7hiHX/Gd1aTSDSrzTFjt7WKZWuI3lOoySBikMARwckITkB/vDAODQ9FdiWp21FVdL1CPVtHs9RgBEd3AkyA9QGUED9atU2mnZiTurhRRWNJ4mtI4LxzBcmSzvUsnhCDe0jlApUZwQRIpznp9KXWwzZorHv/ES6dqUVvc6ZfC1klSD+0AI/JWRyAqkF9/JKjIQjJ69cQRS3sHj5rR9Rnns7iwe4W2kSMLCyyIvylUDYwT94tQtWv62Vweiv/Wrsb9FFc9pk97D4z1myu9Smu7SO1t7mJJ0iXyC7zBlBRFJXCL97J460Dtpc6Giuf03xhbaleWkQ0++t7a/3GxvZlj8m7wC3y7XLDKgsN6rkA1Y0XxCNcaSS2028jsgXEd7K0PlzbWKnaFkLjkH7yr09eKBGxRWPoPiEeIYftNrp15DZOu+3u5mi2XC54KhZGYeuGVT688Vc07Uf7RW5P2O7tfs9w8GLqLZ5m043pzyh7HvQBcoqK6klitZHtofPmC/JHvC7j2BJ6D35+h6Vk+FNWvdY0y5l1JIEngvri2ItwQuI5WQdST0HX9B0o62Dpc26KrajfwaXps99dsVhgQu20ZJ9gB1J6AdyawdC1zXdS03UTdWFsl/b3vkJArlViUxo43tk5Kh8Hb1I4AzmlffyDY6eiuOh8XXsvgPQ9TYWcWoasI03yAi3hJRnd2G7O1URzjcM4AyM5qjB8Q3/sW48yS1ub5b8WVtcwW8oguQyGRZUjG52G0MAqlt5XCthgQ+tv6/r+ujHbv/AF/Vjv6KyfDeqHVtI86S9hvJkkaOVo7OS02MD91oZGZ0IGOCecg9CK1qBBRRVKbVIYNattNkSQSXMMkscmBsOwrlc5+9hs4x0B9KALtFYn/CSmbR7bUdO0bUtQS5DOkcAiDbAeHJeRVweCAGyQQcdcUNc1aa50PR9c0PU7iC3nurT90sUe24immjUhw6FgdrH7pUgmmtXb5feB1VFFY+u+IRoMbTS6Xf3VrDGZrm4tlj2W6DqzbnUtgAnCBjgdORlAbFFY174jWDVBp+n6be6rcCJZphaeUBAjEhSzSOg5w2ACTgE46ZW68QiLWDptjpl9qU0QU3LW3lBLYN93cZHXJIycLuIHJAyMgGxRWPceJbO2j1R5I5yNLmjhm2qPmZ1Rht55GJF646GqU/jeyh1S6sxYahKtldx2l3cpEvlQNIE2EksCwPmDO0MR1YAEEnWwPQ6Wise58Qiz1aG0udMvo7eaYQJfkR+SZD0XG/zOSMZ2Yzjmi28RC+1aS00/Tb26t4Zmgmv08pYI5F+8vzOHbB4JVSM8ZyDgWuwbGxRWLb+KLO5hsHjhuN99dSWqwlBvjePfv3jOAF8tsnJ7etXoNR8/Vrux+x3cf2VI3+0SRYhl354Rs/MRjn0yKALlFQX95Hp+nXN7MCY7eJpXC9SFBJx+VcloPi++uvE1tpepTafcG8t2l2WMbg2MoAbyJXLMrsVJPGw/ITtwRgWrt/X9aA9Fc7SimyypDC8szhI0UszMcBQOpNcxoHiXUtXvtV82wRYIoIrmwhAKTOj+YF3ljgFvLDAYGA2DyKAOpork7Txdc23hrXNT16O1R9Lu5YNkDFUOAu0F292wWwB3wOlVrfxhdrpF48txa3OpCWCGK0Onz2XktM+xS4mO50yT84VQdrYGeh/wAD8dg/4P4Ha0Vy3hHxRJrd/qVhPd2d+1n5ckV9YQvHBcRvuHyhmYHayOpKsw47EEDqadrAQ3iXT2ci6fNDBckfu5J4jKin3UMpP/fQrmbHwvr9j4RvNGh8RW0VxKztb3sGnMrQb3Z3+UzNuPzEA5GPet/WdUj0XSJ9QnhlnSEA+XCF3uSQABuIHU9yKistXaa1efU9OuNGVXVFF9LB85YgDBjkcckgYJBJNTo7ofYo6Tous6R4f/s611DSkeLaLZ002UIgzlt6m4LOx5O7eDkknNVn8KXLadcW8t3DPLql8lxqkoj8pXjUKCkafNgFY1Q5YnBY5JwK2YNf0e60yXUrbVrGaxgyJbqO5Roo8ddzg4GM9zToNb0q50l9UttTs5tPQMzXcdwrRKF+8S4OBjvzxVX1uK2lhmvWN9qWjzWemXdvZvMpjeS4tmnGwqQQFDpg89cn6Vg3vhLW7zwbZ6CdetIxAUjmdNPcJcwKuBEyibcAcfMQwyOMAE50bvxhpUNtp95aXtnd2F5dNbveRXSmKELFJIzFhkceXg8jGc9q17K+tNSs47vTrqG7tpBlJoJA6PzjhhweaVrX+X/ADt/X9bGd9j1+PSYILbUtKiuozh5P7Mk8op2VYxOCpHHO4j2FWND0iLQtIjsYZGlw8kryMoG93cu5wOANzHgdKfqd9cWFuslrpd3qbM20xWjRKyjHU+a6DHbgk89KZa63ZXXh9dZDmKz8kzM0o2mNQDu3emMHP0ovuwtskZfi2U2t/wCHr1re6mgtdQZ5ja2slwyKbeZQdsas2NzAZx3rR1HRLPWWimuZdRjKrhRbahcWvB55WN1yfqM1Ru/F0GmaPY3eqWVxFPd+Vm1hHmNCJHVAXbgDBcZ59cZxVvVtdfTb63s7bSb7U7i4jeUJaNCuxUKgkmWRB1cdM0eQ73+4bdeGLC8WAS3Gqr5EQiTydXuosgd22yDc3+02Se5pbzwzY3zRGefVFMUYiXyNWuocgdzskG4/7RyT3NasTtJCjvG0TMoJjcjch9DgkZHsSKdQIx7vwvYXsqyTXGqqyoqAQ6xdxDAGBkJIAT6k8nuTS3nhmxvr03U0+qLIcfLDq11EnAwPkSQL29Oe9a9FAGTd+GrG9vzeTT6osrEErDq11FHx/wBM0kCjp6c96J/DVjcakb6SfVBMXD7Y9WukjyP+mayBMcdMYNa1FAGTJ4asZdS+3NPqgm8wSbV1a6WLI/6ZiTZj2xj2oXw1Ypqf28T6p53meZtOrXRiznOPKMmzH+zjHtWtRRsG5kweGrG31IX0c+qGUOX2yatdPHk/9M2kKY56YwO1Ft4asbTUBexT6o0oYttl1a6kjyf+mbSFMc9MYHataigDIsvDNjp94LmCfVHkAIAn1a6mTkY+48hX9OKS08L2FlcGaG41VmKsuJtXupVwRg/K8hGfQ4yO1bFFAGPaeGLCyaUw3Gqt5sTRN52r3UuAepG+Q7W9GGCOxpbTwzY2SziGfVGE8ZifztWupcA913yHaf8AaXBHrWvRQBj23hiwtI50iuNVYXEfluZdXupCB/slpCUP+0uD70tt4ZsbW3uIYp9UZLhQrmXVrqRgB/dZpCUPupBrXooAx4fC9hBaXFulxqpS427y+sXbuMHI2uZCye+0jPfNEfhiwisJrRbjVTFMyszNq900gI6bZDJuUeoBAPetiigDITwzYpp0lkJ9UMUjiQsdWujICPSQybwPYHHtSDwxYDTjZfaNV8oy+bu/te68zOMY8zzN+3/ZzjvjNbFFAGOfC9g2nrZm41XylkMgYaxdiTJGMGTzNxH+yTj2pZPDNjLp8Vk0+qCKFiysurXSyEn+9IJN7D2JIHateigDHl8MWE1lBavcaqI7csUZNXulc7jk7nEgZ/bcTjtiln8M2NxZ29tJPqgjtwQhj1a6Rzk5O51kDP7bicdq16KAMe48MWFzb28ElxqqpbqVQx6vdRsQTn5mWQFz7sSRRc+F7C7WBZbjVlEEYiTytYu4yQO7FZBuPP3myfetiigDIvPDNjfNEZ59UUxRiJfI1a6hyB3OyQbj/tHJPc0l54YsL6RHnuNVUpGsYEGr3UIIHTISQAn1Y8nua2KKAOa8Uy5l0fT4Le8mlOoW8u6O2lkRUSQFi8gUquB/eINdLRRQtred/wAv8hW1v5W/P/Mz5dB0efVk1SfSrGTUY8bLx7ZDMuOmHIyPzrQoooGc4+ha0/jKLWv7WsBBHE1uLb+zn3eUzqxHmedjd8o+bbj/AGaluND1DUdZtrjVtRtZbGyuftNtb29kY5A4BVd8jSNuADH7qrk47ZB3qKFpbyDv5nMQ+E5/+ExXXrq505JEZzmx042886ldqpNKZG8xQMHG0fMqnjGK6eiijpYOtzmtJ0DXLHxDf6neaxp9wL5EWSKLTXj2lFIQhjO3ryMc9sVW0TwfqVlaahaa5q1nqsOprJ9tlWweKedmG3JczMoAX5QoUADGMV11FHkF7O5xa+Ap5NJGn3uqwvHbWTWVj5FiIREjFcs6hyHfCKMrsH3vl540IPCk9pqj6haX8Yn23gjEtsXQNcSI4JAcEhfLxjIznqK6Sijrf1/HcFpsclpXhG90LTtW/sy50+C8vowsUdlZm0tIGAI8wRbn+c7uTn5tiDjGa3BpX2Tw4mlaSbeFYoFgi+0wmaMKBjDIGUsMf7QrRooeu4dbnNaJ4PTTNH1PT7ia38rUchoNPtvstvCpTYfLiLPtJ6k55POKhvPCF5rHhqPS9ev7C+e2kjktpP7N/dkoMASxNIwkB5zgr14wcEdXRR/wPw2D+vvOGufDN9pWmaVa6PDpFtcjVlmMmn6O0Nug8pxueJZcn03bx1H49LoWjtpMFy1xcC6vL24NzczLF5as5AX5VydqhVUAEk8cknmtSihaX8/+B/kD1/r1/wAyrqGmWGr2htdVsba+tyQxhuYVkQkdDhgRUlpaW1haR2tjbxW1vEu2OGFAiIPQAcAVNRQBieKNH1LXNM+xadqFrYxuQZmns2nLYYMu3EibeRznOc9qhutC1h7yDUrLV7W31MW32a5d7BnglXduBWPzQysCTj5yME5B4x0NFKwHJan4Ke68O2Wi20umSWtrGQW1XTTdyGTGPMUiRAjcscgd+MdKk1/whcazplpp32uwkgtoRGJ9RsDdXKvjb5qSiRNj453YJzz7V1NFMChPY3hTT0stSeBLaVTceZEJWuYwpBQk/dJODuHPHvV+iigDnNa0LWtR1+wv7LVrC2hsJGkihl055WJZCjbmEygjDHGAMe9alxaahJrVncwan5NjCkguLL7OrfaGIG1t55XbzwOuav0UAcrffD7S7u+huYLjUbZlvTeSpHqVyEdiG3YUShUJLZyB7dDWvb6OY/Ed3q9xP50kkKW9umzAgjHLDqclmOSeOAoxxk6dFC02/roD11f9dTk7HwQ1heNDFfxDRzqLaktotoFlMxbfhpQ2GQPyBsDcKNxAwZ7XwpcwXVvDLqccmk2d011bWq222VXJYhWl3kMilzgBFPCgk4Oeloo2/r+uyB6/1/XcKz7TQNHsNRm1Cx0mxtr2fPm3MNsiSSZOTuYDJyRk571oUUAR3MP2i1lhEjxGRCnmRnDJkYyD2IriNE+GUGm3TSXkunyJJpsunTLY6YLZrhX2ZeR97M7/ACHJJwd3Qc57uilb+v69R3aMC20HUJdGutI17Ure/sJrY2q+VZmCbYV2ku3mMrNj+6qjPOB0pjaBqt94fv8AR9Z1e3uILi2NvFNb2JhlTII3MTIysenRVGc8dh0VFPcWxyb+D9QvZNQn1bWYp7i+t4Lf9xZeVHEIpGcbVLsTndzljzk9MAbHiTRj4g0C401bgW/nFSWZC6MAwYq65G5GA2suRkEjNalFD1DZ3OLsPh4ljp2oQxXVnbTXVxDdQmw05beG2liwVIi3HIJUZBOTk8jjFvX1v08IXlprLHU726zHa/2Tp0ibZMZjyC8gTDDO9mVRxnHfqaKOlgWhj2WkXdn4T/s+2vRb6g8LlrwRBwtw+WaXYeD87FsdO1asCSR28aTSebIqAPJt27zjk47Z9KfRTbu7iWisYfiDw62r3um6jZzwW2o6ZI720txbCeMB12sCu5T0xgqykEemQUGgX1r4aksNK1g2eoSzGeS/NssmXeTfJiMnAByVAycDHJxW7RSWg9zF1vwpp+uy/aLpryK6EDQJNbX08GFPOCI3UMM4OD6VjT/DPSpvDpsBd6gl0dOFj9rGo3I3ABsFk83DKC7HYcjBx0rs6KNtP6/rUOt/6/rQ5qTwtd2k0cugar9kkNotpO17E94ZEVmZWDNIGDgu/LFhg4xwKqN4DNleRT+HtRSxP9mx6XM09qJ5GhT7rI25dj4JyTuU/LlflrsKKHrv/X9XBabf1/ViCys4dP0+3s7ZdsNvEsUYJzhVGB+gqtfaDo+p3kN3qWlWN3c2+PJmuLZJHjwcjaxGRzzxWhRTbu7sSSSsgrFm8OJL4qj1f7QRGFVnttnDyoHVJM57LIwIIOcIcjbztUUhnD3/AMOft/iR9UkvLFidQhvkll00SXaeWyHyhOX4j+QgAKCM9TyDrtoutHxcmsHVbD7MkTQC2GnPv8osGI8zzsbvlHO3HtXQ0ULRK3T/ACsD13MKPxhpskyxrba0GZgoLaHeqM+5MWAPc8VDaaDrEfim71S81WwmtruFLeS2j09428tDIUw5mIzmQ5O3nHAFdHRQF2cvpPhK7sZtMjvtVS8sdGBGnxLbGOQfIY1Mr7yJCEYjhVBJyRS6T4UubLxJLrVzdacs8kbq403Tjai4ZiDumzK/mEY46Y3N6109FG7uBzOg+E5tL8QXGr3Vxp4muIikkemaebRJ2LBjJKDI/mOMHDcY3P1zxtadbXtstyNQv/txkuHkhPkrH5MRPyx8fe2/3jyauUUARXKztayLZyRxTlSI3ljMiq3YlQykj2yPrWL4W0LU9CivItQ1K0vY7i5luV8iyaAo8jl25Mr5GTwMDHqa36KOtw6WMNfDr3+gJp3ifUJdVkWfzvtMO6zbIcsmPKYEbeBkHnGaq6b4Sl0FNVfQ9SkFzfziVX1F57xIlCqpBVpgWPyn5sg8gHIUCumoo/r+vuB6nGW/gS5/4Q2w0S/1K0uZdLmimsLldPwqNH93zI2kbf1OcFeDxg81cbwncvCbptTj/tr7at6LsWx8lXEflbRFvzs8vIxvzkk5rp6KAMzRNJk0uO6ku7lbq8vZ/tFzKkXloW2qgCpklQFRRgknqc1Z1DTLDV7Q2uq2NtfW5IYw3MKyISOhwwIq1RRuBDaWltYWkdrY28VtbxLtjhhQIiD0AHAFZ/iHQzrlpCkN0bO4gl8yKdU3FcqyNxkdUdgOeDg84xWtRQ9dwWmxyniLwRFrdxp5iawFtZW7W4tL+wF3EFO3DohdVVwFwGIbg9PVk/g/U18KaPoWm6xZwxactvukn09pGlaF0dSAsqhQSnI54PBFddRRr+obGJP4lttMcWmpR6jPdRovmy2ei3ckTNgElSiOMe2446E5Fc94h8DxeN5Z9RW4t0gvbMW6LqWkNJPakb/niEjKYidwzlMnaDkcEd5RR5jTa2MCbQdRt9Wa/wBD1K2tXuIY4rqO6sjOsnl52su2RCpwxByWHTgY5dLomo2+u3GoaLqNtbJemNruC5szNvZAF3IyyIVJUAHO4fKMAc53aKCbWVjlNV8IXt/eaj9l1lLWy1KWKe4iNp5km+MIuFfeAFIjXI2k9cMO25pml/2ddalN53mfbrr7TjbjZ+7RNvXn7mc8dav0ULT+v67Depw7/DnzPEw1aS8snZdRF+szaaGuzhs+UbguT5YHAAVcAKOQCDt6fouoaRqMv2HUbb+ypriS5e1ls2aVWclnCyiQADcScFGPJGemN2ihaKy/r+rA9Xd/1v8A5s5Tw3Ym58TaprSRXUNjIQLSK6gaFt7BfOcI4DAMUQDIHKsRw2TvwW17Hq13cT3/AJ1nKkYgtPJVfIYZ3HeOW3ZHB6Y96uUUdEg7kV1bRXtnNa3C7op42jceqkYP6Gue8PeEp9HksVu9RiurbS4Gt7CKGzEGxWxlpCGId8KBlQg5Y7eRjpqKAMc6HNfWOqWPiC/bUbO+lby4lj8gwQkD91uQgt0PzZBOap6d4Ni0fWr7U9NvrwzXFskMS3l3cXKRsu47mDy/OMsOOMYOCNxrpKKAORsvB+pDT9Xs9V1i2ni1KZrkPaWDQvBMSpDAtK4IBQEAjr37UX/giXXrG/XxJqEF3dXUcUUb29kI4ohE/mIfLdn3Hefmy2CMDA5J66ijt5AZOj6PcWV3dX+p3cV3f3Sxxu8FuYY1jTdtVULMRy7Eksck9hxWtRRQBieMbC41PwjfWllBJcTSKu2KKQRs+HBIDEqAcA4OR9a5jXbZY/AF3FLoesRo1/Z7rTVb5bx7gfaIsqpaeQAHpgso5/Gu+ubmCztZLm7mjggiUvJLKwVUUdSSeAKy21vRdQ8ODVZGE+nbwR5ls5JdZMKBGV3F94AAAzuxjnFC0d/Qa3Rzl1o+r39zc61/ZLQ5vbScaVNNF5kyQBgSSrGMPlgVBYj92uSv8JPomq3putXOkmLzNUt73+yXli8yZIowmWIYx7y2GA3Y/dplh/D0S+LNHbRptUE832eCYQSp9kl85JCyqEMO3zAxLLgbckMD0OavabqUGq2puLVLpEDFcXVpLbtn/dkVWxz1xii1vz/L/JC/4b8/8zE1K0uvELaBPPo01utpqguJre8aFmjVYpQr/I7KfnZMYJI68Yq94dsJ9Pj1JZ4hEJtRnnjAIIKOc546ZOT608+JNOj0efVLqRrazhlePzJV/wBYUYrlAMlskHAAyew5FPuvEGnWmm21/JJNJBdhTbiC2kmklBXcMRopc/LyeOB1o8/61t/kD1sn/Vr/AOZH4jDSaaIV03VNQWRxuXTLxbaRMc53mWM47YDfhWHFpWof8I7ovh26tysUkpa5CLlILWNiyQswG0tjy4z/AHvnPOCa25vFOkw6XZ6iJ5p7a9bbbm1tZZ3kOCcbI1LAgK2cjjBzitGzu476zjuYVmWOQZUTwvC4+qOAw/ECjYNznfHkepXmhpY6Vo91qMklxBKWgkhRYxHNG5B8yRTkhTjAPPXFM8R2j6rHZT/8I/rb3hhdUaz1NLQ2pbGVlZJ1yMqp+USDjv0OvreuDRRZqthdX897P5EMFqYwxYIzk5kdVA2oe9aaksgJUqSMlTjI9uKVtB3sVtLivINHs4tUuFub2OBFuJlAAkkCjcwAA6nJ6CrVFFU3d3EtEFFFFIAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAorL1XXP7JvLKGXT7uaG7mSD7VEY/Lidm2qGBcN1/uqa1KOlw62CiiigAorPi13TZ9dl0eG7WS/hj82SJATsGRkFsYDfMp25zhgcYIqo3i/So9SisJhqEM00/2eNpdLuUjeTngSGMIeh5zgjmjt5gbdFFFABRWfp+u6bqt1eW+nXS3ElkyrPsUlVJzjDYw3QjgnBBB5qPT/Emm6nNNDA9xDLCnmPHeWktq2zONwEqqSuepGQKANSisrSfEul63M8WnzSs6oJQs1vJD5iE4DpvUb1/2lyORzyK1aACiiqltqMV3qF5awpJmzKpJIQNhZl3bQc5JAKk8Y+Ye+AC3RUV1cw2VnNdXL7IYI2kkbBO1QMk4HPQU+KRZoUljOUdQynHUGgB1FFFABRRRQAUVma7rY0KzS6ksLq7hLhZHtzH+5BIAZg7qSMn+HJ9q06ACiiigAooooAKKz59d0231u30iW7UX9yC0cCgscAE5bAwuQrY3YztOM4NaFABRWXL4i0+31hNNuDcwzu4RHks5lhdiMhRMV8sk+gbOeOvFInibSn1kaWJ5Bcs7RoWt5FikdRlkWUrsZgAcqGJGDxwcAGrRWaNf09tZOlxPNNdKcSeTbSSRxNjdteRVKI2MHDEHBHqMvbW9PTXk0Vrgf2hJCZ1hCMfkBxknGB9CcmgC/RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVHVdZstGhjkv5JB5r+XFHDC80kjYJwqICzcAk4BwAT0FS6dqNrq2nw32nzCa3mXcjgEexBB5BB4IOCCCDzQBZorO1XXbHRTAt79pZ7gsI47WzluHbAyTtjViAMjk1BqHirStMtrea9kuU+0RGZIkspnlCADczRqhdAMjJYDBIB5NAGxRWPqHivRtMjhkurtjFNEJhNBBJNGkZ6SO6KVRD/AHmIHB54NO1bxPpOiSImoXEilozKTFbyTCOMcb3KKQif7TYHB54NAGtRSKyugZGDKwyCDkEUtABRRRQAUUVlw62JPEcujy2F1BIsJnjnkMZjmQEKSu1yw5YfeUUdbBsrmpRRWXp+uC+1q/0uSwurSeyVJC05jKzI7OFZCjscHy24YKenFAeZqUUUUAFFFFABRTZZY4IXlndY441LO7nCqBySSegqppWr2Ot2bXWlz+fAsrxF9jL8yMVYcgdx16HtQBdoqC9vYNPs5Lq7cpDGMsQpYnsAFAJJJwAACSSAKz4vFWkTaXPfpcSiK3kEMsb20qTJIcYQwlRJuO5cLtycjGcigDXorHi8VaTLps18ktwI4JRDJE1nMs6yHBC+SV8zJDAgbeQcjigeKtHOjDU1uZGtzKYAq28hmMobaY/JC+ZvBByu3IwTjFAGxRVXTdTtNWslu7CUyRFmU7kZGVlOGVlYBlYEEEEAirVABRRRQAUUVl61rg0RrQzWF1cQ3M8du08Bj2wM7qilwzhsEsPuhu9HWwGpRRRQAUUUUAFFFFABRRRQAUUUUAFFBOBk8CsjS/FGkazeNa6fcu8oj81BJbyRCaPON8bOoEi5I+ZCRyOeRQBr0U2WVIIXllO1I1LMcZwByaztI8QWWuKzWCXoVVDbrnT57dWB6FTIihvwzQBp0VlReJ9HmbUxHfKf7KO28bawWM88ZxhuhHy55BHXio7fxZo9xa3lx9omt1sUD3CXdrLbyIpztbZIqsQcEAgckEDkUAbNFZ+k65Ya2kxsJJC1u4SaKeCSCSNiARuSRVYZBBGRz2rQoArahNb29i895C80URVykdu07ZBBBCKCxIODwMjGa4/w1rraR8P7qf8AsjWJ7izmnk+xjTZ45ZfMndkCBkG7IYEkZwOtdnd3ltYWkl1fXEVtbxDdJNM4REHqWPAqvpmt6VrcTy6NqdnqEcbbXe0uFlCn0JUnBo7oOxx9lFa33hTUp9Tl1iG8uryG8u5bXSbhXjmVkMYhjkhJdV8tBnYc4JOM8WY9U1mPwzdRyTXUs97diz0i4vbcQXEiuo/eSRhVxtPmN91TtTJHc9rRRpt0/wCG/wAg1Od12Cx0XwYbSKzuJUhtmtrRLazkuHVvKZRxGrEcZBbgc8nmspfEtzpPw60ttN0nUp74xRWYjk0y5/0dwgDSSIE37Fx/CDuOADzkdfdX9tZzWsVzJse7l8mEbSd77WbHHT5UY8+lWKNdW+tvwv8A5ha1vK/4/wDDHDm10628JaT5F74htja3DyR3NtpErXDSsHDs0LQPtVi7nlAORg10nhuTU5fD9u2uAi8ywJdFV2TcdjOq8Bym0sBwCTgDpWlLLHBC8s7rHHGpZ3c4VQOSST0FMt7qC7tY7m1njnt5UDxyxuGR1PIII4I96d9w7GH4j/5D/hb/ALCb/wDpLPTPE9l4murmA+G7z7PEqESj7XFDls8cPaTZ/Ar9Km1NfD+v6PY32oXZjs/NWW0uVu5LQ72BRSrqyt8wcgDPO7vmrupa7o2grCus6tZaeJARF9suljL4xnBc84yM/WkN/p+pgapp3jOVLL+zNR8tktlW4/0+FN0vOTzYvu7cjYP9kd3axp/jKZ7X+yNQ8pVtkWf/AE+GPdL/ABH5rGTP1G0f7IrrIpY54UlgdZI5FDI6HKsDyCCOop1DEcfq2neNJruJtL1HyoRCgcfb4Uy4HzHDWEmee+QD/dXpTtX0/wAZTa00mlah5Vj8mE+3wp2G75WsZD1z/H+XQddRQHQ5LVtP8Yza88ul6h5Wnll2x/boUwMDd8rWUh65/wCWh+o6Bb3T/GD+JDNZ6hs0zzlIi+3Qr8nGRsNkzevHm5/2h26yihaAzkrnT/GDeJTNb6ht0vz1byvt0I/d5GRsNkW6Z483P+0OoItP8YDxN50uoZ0v7QW8r7dCf3eeBs+xBunbzc/7XeutooWlgetzk7HT/GEfiRZr3UN+meaxMX26Fvk52jYLJW9OPN/E900zT/GEXiBZdR1DzNO3uWj+3Qv8uDt+QWSN6f8ALQfU9+tooQHI6Jp/jGDWFk1nUPOssNuT7dDJzg4+VbGM9cfxj8elN0nTvGkN+z6rqPm2/luAv2+F/mIO04WxjPXHO7j0bpXYUUAcfpOneM4Xuv7U1HzVa2dYP9PhfbKfun5bGPH1O4D+61O0nT/GUKXv9q6h5rPbMtt/p8L7Zex+Wxj2/U7x/smuuooA5DTdO8ZxW1+NR1HzJXgK2x+3wvskz1yLFNv1Icf7NLp2n+Mo9P1BNQ1DzLmSMC0b7fC+xs8nIsUC8dysn0FddRQBx1pp3jRNJv47vUd144j+yv8Ab4W2Yb5vmFgoXj1R8/7PWnW+neM10G7in1HdqDSIYJPt8J2qPvDcLEAfQxtn1WuvooA5GLT/ABkPDs8MuoZ1Jp1aKX7fCcR45G/7CFH0MbH/AGhTRp3jP/hHWhOo/wDEy+0hhL9vh/1W3pv+w7evby8/7XauwooA499O8aHw/HEmo41EXBZ5Pt8PMe3gbvsGDz28sH/aPSnXGn+Mm8P2kUGobdRWRzPJ9vhG5f4RvNiVP0Ea/U111FAHH3WneM30WxjttR23yGT7S/2+Fd4J+X5jYsGwPREx/tdadfaf4yk0fT47LUNl5GH+1v8Ab4V3kn5fmNiwbj0SPH+11rrqKAOQv9O8Zyadp6WOo7LmONhdN9vhXe2eDk2LhuO4VPoetN1LTfGssdkNO1Hy2S2Vbg/2hCm6XJyebB93GOQEH+yO/Y0UAcjrGn+Mpntf7I1DylW2RZ/9Phj3S/xH5rGTP1G0f7IpNY07xnNcwnSdR8qIQIsg+3wx5kA+Y4axkz9cgH+6tdfRQBz3ikMLDSBIcuNUtNxznJ8wew/kK6Gs+/0Ox1O+tbu9Fw8lo4kiVbqVIwwOQTGrBWIP94GtChbW87/gv8hW1v5W/P8AzM+WHWDqySQX1imnDG+3eydpm9cSiUAf98GtCiigZxhvreL4nW4gsNQSFbOa2eVNKuBD5zzI33xHtwcMS+ceprUWKfVPGhmngkjsdIj2wGSMqJriQfM656hUO0EcZkcdq36KFoku1/x/4cOrfc4DR7VbT4iTS2OnfbvtU85uL260WW3uLUEZ4unAWZNwCKijO0qQSFrvyAQQRkd6KKOiQdbnF+GtQtz411ryLDUre2uIrdbZpdKuIIyI0YMAWjAGOABxntmoba1Gu63qJkfVrzTbvTpre5l1HT3tXtwzDbFADHGWBBfJ2sflTLdj3VFH9feC02PLLzTta1rTLm5ea6vEs9Lls4iuky6e8rO0R+WNyZCwEeSwCryu0ZDYm03w3HpmrXnl2F5p1pLa6pC81lbvvSMzR+UIwqk9C7IoBySxAJJz6bRR1v5NfeC0/D8DgvCV1H4d0PV5W0m3t7GzjSRLq10d9Na7faQUMEnzFxhfn6MXAABBrVbRzbfDy6s9TnuI7m7hkkvJrOF5pBLKcuVRQWYAtgDB+UAV1FFEtbgtLf1/X/BPPtL0SLV/A+t6S3h3To4Dv+ylNINhHcSmPh/s8vzIythdxJzjIIqC6sLSXwHHD4Y0E6fGLiBtTtn0SWPzEA+bdCPLM4BxkKTuAI+b7p9Ioo639PwDt8/xPLGsbSx8N2K3vnTabNrisbK10S6s1iQwsGjS2O6QoxySBlTubjGa6/wTZ/Y9Pv8A7PZNYadNfPLYWjwmExQlVH+rPKAuHYKQCN3IB4rdurG3vHt2uY95tpRNEdxG1wCM8deGPWp6E7X8/wDgf5A9bf13/wAyrqEd/LaFdKuba2uMjElzbtMmO42q6H8d1SWi3KWka30sU1wF/eSQxGNGPqFLMQPbJqaigDmfHt4IfDUtsttfXE1wV8tLSymuPuupOfLVtvHrjPas3xAun6lrNpfa/ot5qmiSWLC3hfTJZ/KnL8l4NhdWK4AZlGMMMjdz3FFK2tx3PMtY0qQeGNAGs28l1fWlq/8AoN5o0+rQtkDCv5YIWVcKocser/ezmrfjG1W7j0u7utKE97DZkjR7nRZdRtt7bTsDxrticFdu8nABJ2kV6FRT/r+v+DcRiaqltO2hvqek3U863aPELfLrZy+W3zuVIG0AlcnIyRxW3RRQBxniO+t7XxnobR2GoP8AZ7mSa6lttKuJU+aBkUl0jIY/dHBJHfGK6S41T7PrVnp32G9l+1pI/wBqjhzBDsA4kfPyk54GOcGr9FAHHeIJJb3xJZQ2D6pPPbXULGyl09lscBsvKZzGMsqMSAJCNyr8pPFRT6r/AGz46t7a9sdUtrLSbkm2J0y4K3VwVKeZ5ojKLEoZgCW+YnJwAN3bUULQH1PObCwvrPVlgtzrY1dNWkllZzN9ie1eZnPOPJOY346yBsDtxJpmleJ7DxhptxfaVp8jzvcy3t7Dfyvkt5Y6GABdqqFRc8hevBJ9CooWn9f12+8Hq2/66/5hWfaQ6wmozPfX9jNZHPlQw2TxyJzxukMrBsDg4UZPPHStCigCK5eSO0meCIzSKjFIw23eccDPbPrXlvhu11d9Znn0vTo9Mlu9GuN7w6JNYqt3mMoJWlYmZ1LN8+Bn5uTyB6vRStq/67/5jTscPo9nZJ4Z1CHwvpE+l+IGsGSS4udOeGR59pwWnddsrb+SwZgTzkjmqw07SZfAutWnhvw/c2mpSaeUnEumSQTXD7Tw0rqBM2c8hmyTnJzk+g0VTbvcmysl/X9aHnGtLceI5NflstP1WKC40yzgikktJIHkYTyFtgYBgVDdwD36YJ19X8P2vhzQdVn8P6Z5xvFhSazEbSRt82GmaNPnlbaxLjJMgQDuTXYUUnqVfW/9dF+h5Xpum6inh7XYLWwlhsHvbWU29jpcmnie3+TzxFA7lgSqkEDBbnAywz0F1Y6OfB8134W0n+zf7MuRfxQ/2c9jukjALfI6ITuTKbsY5xniu0qjquj2WtWy2+pJJLArbjEs7osn+y4UgOp7q2VPcUa9P62/yErdTAs7O3l8GavqWp2FzeDWklu7m0hUmaWJk2pEoBB3eUqLgEfNn1rprERrp9usMTwxiJQkUgwyDAwp9x0qccdKKfp/Vha9TkPGcF/HrWjalaSXcNrAs8FzNZWf2qeESBCrpHhucptzsfAY8Y5CaAZPCfgma5fTdUula8lmitI0ae6KSTHaSGOckNvbJyMnPTFdhRSWg3r/AF/Xc5vxYIEksbl73WrK4i8zypNJ083TEEDcGHkyBe2MgfXrXN3cOvR6nZ32v/2hbx3ulJb3baTZmaYSo7N5eU3mIMr8so6rw64BPpFFKy/r7h30/rvc82vHutL8HaR4PubDUYo7mxEd/dW9jPdrbQ4w0KmNHzIRlQTwB8xJ4DO1y0uI/EF2wh1YaTqemQJCmn2TmWdk3j7PK+C0CkSA5Ozkn512sD6PRTeqd+obW8jP8P2U2m+GtMsbpt01taRQyHOcsqAH9RRfQ6xJeQtpt9Y29suPOjuLJ5Xfnna4lULx6qf6VoUU5Pmd2SlZWCuMutIuD4iudHW1kbS9Qu4tSkl2nYu3mSPOMAmSOI4JGRI+Ohrs6KXW4+ljy7Xo9Qu/Gy3EGjLFdW2q2yJcJo80k7W++MNILzcEVCrMDGAcDdkdSOlfVYj8SoQLTUti2UlqZv7MuPKEhkQgeZs24wD82dvvXWUEZGKI+6l5X/FWCXvX/rZ3/r+mFcfY6ms/xC1XyLXUo/tFjBbwzzaZcRxGSNpy3ztGFAG5cEnBzxmtOPwfpscyyLc60WVgwDa5esM+4MuCPY8Vu0dB3seb+F9MEepaC1ro11Y6xbq5168ltHi+0ExsHDTFQs5aUqwKlhgE8d7PhC3jsPE1yLHTfPgmSaSbU59EmsrpSXDBJJJFH2gtk8qBjYM5yK7+ih6u4vI4HwHaLp+tXFvZacJbZ4C0mqzaLLp90zb/AJUmaQA3DMCSXUDBU5HzCum8ORWUUepf2fpt3p4bUZ2mF0rDz5SfmlTJOUbqCMD2FbFFO4PUgvXgjsZZLuJpoUXe6LC0pIHPCKCWPsATXM+ALvzbPU4Xtb+3c6ldXCi7sJrcNHJMzIQZEUHIOcDkd8V1tFJb3B7W/r+tTDbxNjwpPrY0XVg0W8LYNaH7TIVYqMRjJwTyD6HNciRLeeF728Npfy6leajb3N+66ddQm0AKgNAjIjyGNEA+UHJ5K4O2vSqKB/1/X9epwWlape6BoGt6l/Zuqaq0l6GtpXsZY7m8JRV3SRbdyBcbdwRRtXKp03RRWsS+HLfU4bm/j1S31JryS4k0C6cNPIhVwLfashj2MVBGMYGWJzn0Kij+v6+4Rz/g+xvbWwvLnUndp9Qu2usPEIioKqo+QE7AduQpJYAgMS2a1tQjv5bQrpVzbW1xkYkubdpkx3G1XQ/juq1RQ9QWhDaLcpaRrfSxTXAX95JDEY0Y+oUsxA9smsLxPHc2N9Ya7p1pJdT2wkt5YolLM8ci8DA9JFj57AseBmujooeoLQ858RaQ9lp+i6HJpVtqFulvI8lzc6RLqKNcErn90jKEZizt5jEAcjjJp1zeXNt8NvDVpqNnqs2oA2EsyR6fcTuoiliaTeUVsMApOGOTjvXolFNO33p/cBHbzrc20c8YkVJFDqJI2jYAjPKsAVPsQCK82+JUN7f3t7BBoyTTQafvsLn+yJ72VpTvJ8qVGVLZ1Kqckkk7eDgA9tf+GbDUbx7q4n1RJHxlbfV7qBBgY4SOQKPwFaNnaR2NnHbQtM0cYwpnmeZz9Xclj+JNLzGnY43U7SxfxUbjxdo8+qWzWsK6ef7NkvY4HBPm/KitscnYdxAyABn5Th99aaf/AMJrdT+KdHm1JG8n+ypTpsl5FAoHzAbVYRNv5LELkbeTt47Wigm2ljz3XTdQXHiWwTTNRuJtRvLae3aC0d42jEcKsxkA2jBjbKk7uOAcir1n4OstS17XL7U7edbn+1Y57O4bIMQSOE7otwwoYqQxX7wGCeBjtKKFo7+Vvy/yG9Ty+8j1C68ewXceirb3MOrKjTR6PMZjbA7d5vSwQoyn/VqDtBx/CSNvRrOwh8UXL6/pE0+uvfTPb6hJpskyrCSfKCThSsahMDbuX5t2RlsntaCMjFC0SX9dP8vzB6tv+uv+f4I4fR9OY+JzociN9i0G4e+hOflbzt3kr/wDdMMdtqGugsYrJfFmrSQabdwXjw24nvZFYQ3CgPtVCTglec4A+8OtW9L0iz0eGSOxSQea/mSSTTPNJI2AMs7ks3AAGTwAAOBV2jokHcp6xayX2hX9pAQstxbSRIScYZlIH864fwrZXt5r2j3d4mppc6dZyRXS3Nqba3tiVVRBCuNrglS28GT7g+cAgH0SihaNv+uv+YPVL+u3+RlRalHqlrqsU1jqFrHayPbu01uQZgF5eIDJdTnggckdK5rS/wDhIHsr6z8PXl9dWqWQjtbjXbP7G0c+cAKBCjFQnOTGecYJ+YDuqKVgPL10nXNPsfEdmfDdr9l/s63jiSC8mnLld3Kny42kYZLnDBtwGCS2Qyex1i8sdYuNMS+1IxvYzw3up2DwzymGXe0Xkt5e8KPmBVU3FiMs2TXqdFVfW4kklY5DwfYSDXtW1YTanPBdwwRCfU4mhlmdDIWbyiqbFAdVACKDtJ5zuPX0UUDOc8fv5XgXUZPNjh2qjeZKMqmJF5PI4HfkfWsTV/ELXHgW8u4/F2l3JivbVH1DRsRLbI08YbcTLKM4J68Y6giu+qnqumQ6vYi1uWkVBNFNmMgHMciyL1B4yoz7Ul8V/QaeqOAfUljtb7+y9XvJvDJvrZJdSW9kn8tCD52y4LFgmRGGcNhNz4KkHDjqRTS7wabq93J4a/tOGJtU+1vM0UBTMuy4JLbA+FMm75Nz4Ybfl9Joo/r8tPTT8Rf1+f46nB6nb6VqNn4Zg0LV57qyk1gj7Vb6k9y5/wBHm3KJmZmHpwcjPBBwa3fCJkSwvrWS4nuEtNQnhie4laWQIGyAXYlmxnGSScAc1v0Uf1+X+X4g9UvL/g/5/gcz4wXULlrG0t9HvNR05nMt6LSWFWYLgpGRJInyseTgnhduMNWHod7cXfwr8P6XHBcWVzqcMVkhdl3eVszJKpRjgeWGxnBzjgV6FUbW8L3CXDwxtNGrKkhUFlDYyAeoB2jPrgelC2t/X9dB+hxHxLm0LTPD9r9uubK1ukntltEnmVGEa3MRcopPQKBkjsOeKs+JdXtIbrT9Y03xTollI9pKtul4nni8Vyh/dBJULHKAfLuzu6V2VFGobFXS7qe90ezury1azuJ4EkltmOTCxUEoTgdDx0FWqKKb1YlsFFFFIAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAgvYZ7izkitbprSV8ATqgZkGeSA3GcZxkEA8kHpXNeF0a/+H4jv9RvEUTXCyXRumEojSdxgyk7h8q43ZBA6EHBHTXlpHfWcltM0yxyDDGCZ4XH0dCGH4EViJ4F0FNBu9FMF3Jp14czQS6jcOD8244LSErkkk4Iz3zR0H1Rg2sOp3/gvUjpL6peWM2oRSab/prLcy2geIybZndWw2JSpZwSpHIGK19L1mw0zw3qc0cGpwPprt9otNRuXuJ1k2qyoHaSQHcGTG1iPm7HIrRi8MWEOnzWaT6p5UxUszatdNIMdNshk3KPUKRnvSL4X02Ozt7SFJY4YbpbtwZC7XEinIMjvlnO4Kck5yq84GKfl/XT+vUXQzbjSb2y8BTx/bpLS8MMt1ezW/DySsrO4Vjyo3HAI5CgAEcEK72kvw902+1/U7y2torOGe4lhupIXlJjAwXQhySxGApyxwOc4O5q2kWut2JtL83HkscsLe6lgLcEYLRspIwehOKzJfA+hz6VZ6dLHetbWMwntgdSud8TgbQVfzNwwOAM4Hal387fhf8Ar5B1T9fxt/XzMZ7LXJvB+hLfW2r3ksc7NdQWd+La5MO2QRh382PLDMe4buSD1rpfDl1aXmg28mn/AGoQqXjKXkjyTRurFXR2dmLEMCM7iOOCRimyeGrGTTYrFp9UEMTl1ZdWulkJPrIJN7DnoSQKv2VlbadZx2ljCkEEQwkaDAH+TznvTvuLsc94xsLPU9T8M2mpWkF5bSam++G4jEiNi1nIyp4PIBp/iTxppvhKa3tryEHzY9yAXtpAAAcYxNNGT+AIqz4k0/UrufSbvR4rWabT7wztFdTtCrqYZI8blRyD84PTtW2u4oN4AbHIByAfrS9CnbT0/VnIap8SdK0lLJriHcLy2W5j/wCJlYR4Vs4+/cLu6dV3L6E07WPiNpeiParcw7jdWyXKf8TGxjwrdP8AWXC56dVyp7E111FAjj9W+JWk6PdxW9zDuaSFJh/xMrCPhhkcSXCk/UAg9iadq/xG0rRtabTLmHdMuzJ/tGxj+8AR8slwr9/7vPbIxXXUUB0OS1b4i6Xo+vPpNxFunRlUn+0bGP7wBHySXCv37rz2zxS3vxE0ux8SHRZYs3AmWHd/aNivLYx8jXAk79NmfQHiusooQM5K5+Iml23iU6I8Wbjz1g3f2jYr8xIH3DcCTv02bvQURfETS5fE39iLF/pH2g2+7+0bE/MDj7guPM/DZu9q62ihdLg+tjk7H4iaXqHiRdFiixcNK0W7+0bF+Vzn5FuDJ26bM+oHNJpnxE0vVPEC6RBFidndA39o2L8qCT8iXDSdum3I7gc11tFCA5HRPiLpeu6wunWsO2VgxB/tGxl+6CT8sVwz9v7v1xTdJ+JOlaxftaW0O11jeQn+0rCThQSeI7hm7dcYHcgc12FFAHH6T8SdK1h7pbeHabW2e5f/AImVhJlV6/6u4bHXq2FHcinaT8RtL1hL1raHaLK2a5k/4mNjJlV6/wCruG2/Vtq+pFddRQByGm/EjStUtr+aCHC2MBnk/wCJlYPlQcdUuGC/Vyq+9Lp3xG0vU9P1C8ghxHp8YkkH9o2L5BOPvJcMq/Vyo9666igDjrT4laTeaTf6hHDiKxEZkH9pWDZ3tgfMtwVX/gbLntk8U63+JGlXGg3eqpDiG0kSNx/aVgclunzi4KL9GYE9ga6+igDkYviNpc3h2fWVh/0eCdYGX+0bE/MRn74uPLH0LA+1NHxJ0o+HW1nyf3C3Itiv9pWH3tu77/2jy+nbdu9sc12FFAHHv8StJTw/Hq5h/cSXBtwP7SsB8wXP3zceWfoGLe2OadcfEbS7fw/aau8OYLqR40X+0bEYK9fnNwI2+isSO4FddRQBx918SdKtNFsdTkhzDfGQRj+0rBcbDg/M1wEbr/AzY74p198RtLsNH0/UZYcxagHMY/tGxXG04PzNcBG/4AzY74rrqKAOQv8A4kaVp2nafeTQ5jv42kjH9pWCYAOPvPcBW+qFh6kU3UviXpOlx2Tzw5F5bLcR/wDEysEwpJH8dwu7p1XcvoTXY0UAcjrHxG0vRHtVuYdxurZLlP8AiY2MeFbp/rLhc9Oq5U9iaTWPiRpWi3MMNzDuaaBJ1/4mVhH8rDI4kuFJ+oBU9ia6+igDlfFtlY3R0PU3s7d7uPUrUQ3DRq0katIMgPzgH2ODXVVh+ILDU9SutNhs4bT7JDdxXM80twyyLscNtVAhDZx1LLW5Qvh+b/JC15vkvzZny61aw6smnPFfGd8YdLCdoRn1lCGMfi1aFFFAzlohe2/xMWOfUbi4iuNNmlEBO2KPEsYUKg4yATljkkk8gYUU7XOneLGl1u01yN7m/eO0uzqLvZtuB2J5KzELwD96MDI65xW23hPS215dZJv/ALcpOH/tO52gEgldnmbNuQPlxt46VLH4b02PV/7TZbme5Ds6fabyaZImbqY43YohwSMqBgEgcEihaWv0v+d/+AD1v/XSxl6d4g1CXxdPp2rSQ2KGWRLW0k0+VWnVeVZLov5Tkr8xRV3AZB+6TXUnOOOtZMHhnTYNWGpYu5rlWZ4zc3086RM2QSiO5VDgkZUDAJA4OK1qOiDqcr4bF7F4r8RWl5qVxeGNbVg0jfKjMjZ2J91BwOB6c5OScpbqbR7nxBdaDeX2oWemabL9oa8unuFe9QbgqFicEDO9UwoJUYyCB0dh4Q0nTdRlv7Q6h9pmXbK8uqXMu8YIGQ8hBwCcHHHbFGi+DtH8PoI9LS8jgWMxrby6hcTQhTyQI3cr+nc+tJ/1/X9fgNWW/f8Ar+v8zhk1zVfD8iX9gt/cW1zpck2dYu3c3UqFD5yxEkwofMIwNvLD5AFBO5pninxHJqNzZ3Vtp95MlvfGCO1R4jLLbyIoGWdgobzAMdtuc84Xct/Beg21rPbxWbmGaLySklzK4jjzny49zHy0yB8qYHA44FWT4b0vzpJUgkjlkWZTJFcSIwEzK0mGVgVJKqcjBGOMU3v5Wf8AwBR038ij4U1ybVLW4/tG+hkuoNrSQf2bNYSQAjI3RyuzEHBww+U4OM4NVtPub0+GtU8TWNl9qv8AUFae1g7tCoIhXkjqvz7eOXI4rQXwlpkem39nCbtf7Qj8q4uJLuSeZk5G3zJSzAYLYGeNxIwTmtO5sYbqwazfzY4WUL/o8zwsoHo6EMv4EUS1vYFpY5KfWNT1HwHrUtnrNr/aNrFIXb+yp7V4F8vdtMMku9XI5Dk45BAPeW61nWtA8KWs+oXVrfXl3JDDbvb6bORHuXJZo1eR5SACcLtz046jf07QdP0y2uIbaKSRbk5na6ne4eXjGGeRmYjHGCcCq0XhHR4dIfTPKuZLRmVlSa+nlMRXG0xszloyuBjYRjHFLq/l+G4dvn/wDDg8Va7PpsKJaxC8l1MWSXF3YXFpHKjRl/NWGT5xtPGCSGKnDDORu+HNTvb6PULfVDA93p921tJLbxNHHL8iurBWZiPlcAjceQee1U9T8IRXVjYWNtcXgt4L5bmVptSuGm2hGGFlLlxyRwGA6+vO1pul2ekWYtdPi8uLcXO52dnYnJZmYlmYnkkkk011v/W3/B+8H0t/W/8AwBdQ1CHTLQ3Fyly6AhcW1rJcPz/sRqzfjipLS5jvLSO4hWVUkXcomheJx9UcBgfYgVNRQBzPj+ws7zwrLNd2kE8ttJG8DyxhmibzFG5Sfun3FT6rqOrTa+uj6FLZW0qWv2qWe9gaYEFtqoqK6HqGJbPGAMHPFzW/D1h4hgSHVPtTRISdkF7NAG6H5hG67ugxnOO1Q3fhTSr2G2S4W7LW0ZjjnS/nSfYeqtKrh2BwCQzEEgelK2v9f12GYV54u1WTQtI1G1ijs4LuJ3u7r7BNqCQOuBt2RMrBT858w8AKAQN1W/EXiK/sDYS2M9vDp00DTS6odPlvYRjbgEROpjUqWbexKgDk1qXvhjTL61t7Z1u7e3t4vJihsr6e1QJjG0rE6gjAxzmi/wDC+l6jHFFOt1HBDEIVt7a+nt4tn90xxuqsMccg8cdKf9f1/X39UWbp7+X7DJpL2bwNMrXLTFjuhKnmPbxuztxnjGavVSu9HsL02JubdW/s+YT2oUlRE4UqCACB0YjB4q7QBy2sC9g8daBJ/aNx9nuJ5YhaIdkQUQO3zAffYsAcngYGAPmLdTWLqXhPS9W1SLUL035uYTmIxalcxLGcYyqpIFBIyDgc55q3caLp91rVnq09vvvrFJI7eXew2K4AYYBwc4HUGgRz+tRGPxhpyaXqF/Jq01wk8tv9qcwRWa/LIWizsAPIUlSxc8HAOC8iaPx7YRaTqF/PeNI0+pRPdO0EVqUYKpjzsQl9m3ChjtYkn5jWm3g7SDrdxqyC+ivLmRJJ3h1K5jWUqAF3IsgUgAYwRjFEHg/SLXV5tSthfxXNxcfaZtmp3Ijkk45aMSbDwAMEYwAMYoWlv6/pf8Hvo31/r+v+G7GXLC0Xj+zi0nUb+5ut7z6pHJdM8EVuyMI18vOxG37Nu1QxCMST8xOPpV9cv4p06eS5vgtxqFzG1+13M9neIBIFhSI/KjAheSqg+WdruW56y18HaRZarNqNoL6G4nuDcyhNTuRHJIerNH5mw9AMEYwAO1OtfCOi2WoJeW9tKHjkaWKJrqV4YXbOWSEsY0PJ5VQeT6mhdAlrf+v6/r1Nqs+01q1vdRmsYYr5ZYc7mm0+eKM4ODtkdAje2CcjkcVoUUANlkWGF5JGVERSzM5wAB3J7CuG07x5Ob+5F6y3lmNNm1GKSDS7m1wsZXKq0pImyHGGTA46fMK7mWJJoXimQPG6lWVhkMD1BrG0zwfomk3S3FpbTNMkDWyvcXcs+2I7SYx5jNhflHHQc46nK1u/67/rYat1K8Oqaxp3h2813xBJZSwRWbXa2dlbOrxgKXKGRpCH44ztTnnA6VFc6l4h0rwnqOsanNpsssdoZ4baC1kURNjO1nMh8wdBkKmcZwM4GnpvhvTNJSWOyS48iRPLNvNdyzQqn91I3Yqi44woAxx0qO28KaTaWNzZJFcSWl1F5MltcXk00QTBG1UdyEGDjCgcY9BVPfQnormb4i8UahpU+rR2NvbztZ6fb3MKSZG95JZEKk54GEGOOCT16VNLqut6TYalP4gfToY40ja1uoonKBnJUxmMMXkZTtxt2+ZuAAU9LNv4N0O2W5CWssjXaJHPJPdSyySqjFkDO7Fjgk456YHQAVpalplpq+nvZahGZIHKkhXZGBUhlIZSCpBAIIIIIqX5Fdf68jkLPxrqLaXqKyQx3N9BeW9pbSNYz2KOZ9oVnilJdQpY55O4AYwTWxfX2t6HpMV3qVzYXoS7jFy8Fo8AS3YhSQDK/wAykhiScbQRjPNTw+ENEhsb20Fm0kd+VNy09xJK8rKMKxdmLbhgYbORgYPAqDUdBuIfDtxpOhATre7o5pNVv55/KR12lhv3l8f3Nyg88in/AF+Wn/BEvMltNR1bU9P1iewSzVknlh0wzBtrlBtLSYOceaH+7/CB61sweb9nj+07PO2DzPLzt3Y5xnnGaojQ7E+GxoUsRksPsv2VoyxBaPbtIJGDkjuKvQQx21vHBCu2OJAiLnOABgCnohas5TxlfSjWdH0vZqUkF2s8rw6ZI0U07Rhdsfmhl8tfnLEl1B2AZ5wbfgW5v5/DPl6sxe4tbma2LmYykqkhUAuQC5AG0sRklSa1NV0Sw1uGJNQidjC/mRSxTPDJE2MZWRCGXgkHBGQSKgu/DGj33h7+w7mzD6dlSYRIy5IYOCWB3E7hkknJOc5yaS0G9bf13KHi20vLm405obLVr21jMnnw6XqH2WTJA2kt5sWR143H6VynjDxppp8LLp2ka9/ZZOlveebc3jRXTBVYRRKXbezs6nJyThSP4ga9A1XRLTWEjW8kvUWPOBa309tnPXd5Tru6d8/rUsmlWMuivpJtY0sHgNubeMbFEZXbtG3GBjjilYpNJpv+v6+RwfiPVDqciPptxearbDSfOjGj6hLEYHLMPOcxEeYh24wC7go22Nsti1qhlmj0/VLxdZ1bS10tJJLvR9Qa2Td95pWRJo2YFcEABj2A7V0upeFdJ1W4We7inWVYvILW15NAZI+yP5bLvXk8NkDJ9TS33hbSdR8lbmGfyIY1iW0iu5Y7dkHRWhVhG47YZSCODxxT8/P/AD/zX3ehC7Pt/l/l/Wpp28sc9rFNAxaKRAyMc8qRkHnmqd9rVrp95DazxXzyTY2tb2E8yDJx8zohVf8AgRHr0q+AFUBQAAMADtS03uC2CuYn8RX8V1eaaI7YaiuoQwWqkNtkgkAfeRnOQizZ55MZrp6pvpNk+sJqjQf6bHF5Sy7iPlyTgjOCRk4JGRubHU5XUfQ5fV/GU9h4kjgtZ4bi0W9hs5oI9NuHKtIyrk3QPlIwLg7CCeMZyRi7HYWdr8UPtFraQQzXWlyNPJHGFaUiWMAsRyxA45q3P4N0O51Jr6a1laVrhLop9rmEQmUqVkEW7YGyo5C5POepy8+FdM/t0azm/N8CcMdTudgBOdvl79m3IHy4xx0ojpZvz/FW/MJappeX4O5s1ymmWdlpfxB8QyWdpDbCTT7WebyIlTzHMlxljjqxx1PNXo7vxYZlEuiaKse4bmXWJSQO5A+zDJ9sj61Ja+FNLs9bfVoDfm8kGHaTUriRWHzYUo0hUgbmwMYGeMUa20HfRr+tzI0jxJrE8ug3eoHT2sPEGfs8EETLLbZiaZNzl2WT5UIOFXkjGRU/h7X9QvtauLTWZYbSf94YtPbT5YZAFfG5Z2cpOMYyUXjcM46Vo6d4V0fSb37VY20kbqGWJGuZHjgDHLCKNmKxg+iAccdKdY+GNN0+9N3CLya42NGsl3fz3JjVsbgnmO2zOBnbjOB6UPfQX9f1/kZnhXxBqGp309trcsNreBC4006fLBJEA2DiV3KzqOBvjAHIPGQK3dO/tPbc/wBr/ZN32h/s/wBl3f6nPyb938eOuOPSq2m+G9N0q8a7thdS3BTyxLeXs10yKSCVUyuxUEgEgYzgZ6CrOnaTZaStyunw+SLq4e6m+dm3Sucs3JOM+g4p6Aye6jlltZI7ab7PKy4WXYG2e4B4J+vH16Vz/gaSd9Hvlurqe6aHVLyJZLiQu21ZmAGT6AdOg7V0Fzbpd2slvKZFSVSrGKVo2APoykMp9wQaztE8Nab4e8/+yxdqJ2LyLPfTzgsSSWxI7AEkkkjk96S3v5A9ref+Ze1CBbnTp4nW4dWQ/LbTGGRvZXDKVJ9dw+tcHH4mPhnRdVju7h7C4N5HDY22t3nmNaiSMbWlmLsGXKyv99uBtBBwo6+z8N6Zp2hNo+nxTWtkzM22C5lRwWYsxEgbeMknoan0vR7LR4ZI7FJAZX3yyTTPNJI2MZaRyWbAAAyTgAAcUuozzmz8SRN4VhsbTXrnVxJrj2c9xZ3JmuWiJkZQrKcpv2BQwIChiQVxka+itI2k67Z+I7u+03T9OuxKDJqbGaGFo1k8uS4B35BbcdrnAIXcw69VceHdLutOnsZ7Xdbzzm4ceYwYSlt29WB3KwbkFSMHpiqtz4M0S70hdNnt52t1uFutwvJlleVejtKH3sw45LHoPQYFtb0/T/L/AIa7Dr9/6/5/8OJ4MF9/wjMTaibg75ZWtxdkmZbcuTEJCed2zbnOW9ec1qahqEOmWhuLlLl0BC4trWS4fn/YjVm/HFJpumwaVam3tXunQsWzdXctw2f96RmbHHTOKt035CXmQ2lzHeWkdxCsqpIu5RNC8Tj6o4DA+xArN1TWJNK1qwS58lNOuklRpWyGSVV3rznG0osnbqorYqpqelWesWf2XUYfOh3Btu4ryPcEH2I7gkHgkUPyBeZzF94o1KHRdMZp7az1K9ha5MA0u5vnEfGB5ULblwGUM5OAeAOeK+sy2viTwV4c8QXWn24u3u9OmiZkDNbmS4i3BGIyM9O2R1rptU8OabrNzDcX0UxlhRo1aG5lh3IxBKNsYb1O0fK2R7VVuvBei3em2WnyRXcdpYIiW8NvqFxCqBCCpIRxuIKggnJGOKadnfzT+5/8MM3q43xp4vudAkn/ALOngd7O1+0z2v8AZtxdM45IDSRHbACFOGcMDycYU51528Q2Ti20jS9OurOJFSOW81eZZWAA+9+4ck+5Yk9TUN14S0/X1a58RWGy6uIBBdQWuoT+TIo3YDAbBJjccFkyM8dBS80Ct1Gy6prGp+IJtP0SSzs4rOCKWea8tnnMhkyQqKsiYACnLEnJOMccubUNY1HxHeWWky2Vpbac0aXEl1bPM87OochAJECgKR8x3ZJPA283L7w1pmoXUV1MlzDcRoIxLaXk1uzIDkKxjZS4BzgNnGT6mlvPDmm32pLqEq3EV0AqtLa3k1uZApyofy2UOBk4DZxk+poJ1tqZl94lvLaDxC8ccBOl3cMMO5T8yvHEx3c8nMjdMdBUKax4ovdZ1NNOttPNlpuoR2+xwxluYykbOQdwVCockE7t3TC4ydLUPB+iapfSXd9aPJJKUaRRcSLHIyY2u0YYKWGBhiMjA54FadtY29nLcyW0ex7qXzpjuJ3PtC556cKBx6ULe77fjp/wRvXY5S78ZTweKobW3nhurJr5bKSOLTbg+Wx4z9rz5W4NjKYyORnIrS0nUdY1rUJ7qGWytdKt7uW1EEls7zzeWxRn8zzAqZYHA2NwM55wJT4N0M6mL82spmFz9qVDdymJJs58xYt2xWJzkhQTk56nNhfDmnRau2p26XENy7+Y6w3k0cMj4xuaJWCMSMclSeB6ULRK/wDW3/B+/wC4e7t/W/8AwPuMuw8RajeXVlp5hthfreTxX4AO2OKL+NRnOW3wkZJ4f2rcg/tL+1rv7T9k/s7ZH9l8vd527nzN+eMfdxj3zWdoej3MGr6jrOqxW0N/fiOMxWsjSJHHGCF+dlUsxySTtHG0c7cnRg0myttWu9Tgh23l4kaTyb2O9UztGCcDG49B3o6IO4axdyWGh315AoeW3t5JUUjglVJA/SuH8L3eoJ4i0eSJtTksdTspGnl1G6ZjcyBVcTRwsT5KckYGzO8fJgA16GQGUqwBBGCD3rJ0nwvpGh3Bm022aN9hjQPPJIsKE5KRK7ERrkD5UAHC8cDAtG3/AF1B6q39dDRvVlewuFt8iVomCYODuxxz25rk/CubfzdNkg1rTdZezWQnVr5r1Xx8pkT99Iowx5GVJyOMV0NloOnacNQ+xQNAdSmae6ZJnDPIwALA5ypwB93GO1R2XhvTdPjuVt1ujJdJ5ctxNezSzlecKJXcuoGSQAwwSSME5oQPU5e2u7yz8G+Ki2rzma1v544rq7kZ2HCYA2qSMkkAIvBb5V6CsmTV7nSbPWYhJq+mKXsYzZ3c8t5dQLLLskmjYlydwO1QjNhk5CtkV2dt4I0K1tb22SG7lhvwftMdzqFxMHJxlsO5w/A+YYbgc1ND4R0WKzvLZ7WS5S9QJcPeXMtxJIo+6vmSMzAAkkAHAJJGCc0Lpfsvw/zDv6v8TI8GzahDr+saddQXtvZpHBc2sN/em6miD71YM5ZsZMW4LvfAPUZ2jsao6Xo1lo8UiWKS5lbdJLPO80khxgbpJCWOBwMngdKvU2IxPGN/caZ4Rvruynkt5o1XbLFGJGTLgEhSGBOCcDB+lZkWvtpPhq51FJ9a1xluYYVi1KzWylJkkRMIDDED9/OSMZ43Dt0Os6XHrWkT6fPNLAkwA8yHbvQgggjcCOo7g1h674e1S48Ly2MOr3+o3Ml3bSLNOtujwqk8bMV2xqpwFLfMD079KlfF935lK2gjeLry3NxZXmlQrq6Twww20N4Xil80EqxkMalQArlvkONvG7IFK3i+5t4Zra80pE1hLuO0itIrrfFM8i70YSlAQu0MWJTI2tgNxmwfB1rJaTLc39/cX0s6XH9ou6CdJI/uFQqBAFGRt2bTk5BycqPB9qbGaOa+vpb2a4W6bUmdBOJVAVGG1QgAUY27dpGcg5OX/X5fjv8A1sv6/P8ADYo6/qOu20fh92sokvptU8prW0vmMUimCYgNIyIduQGPynG3gMcCtvQNWm1ewlku7VbS5t7iS3mhSXzVDI2Mq+FyCMHkA89KYug700/7fqV5fS2FybmOaYRKzMUdMMERVwA56AHpzVvT9Nh00XPkM7fabh7h95BwzdQMDpxT/r8v+CD1tb+t/wDgGT4vury1g0/7LdalaQvdFbmbTLL7VKqeW5HyeVJxuCjO38aDrkVr4KGo2N7Jq7lfLt5JgqSTzM2xUYKqhW3kKRtBGDkZBrU1OwuL+FEtdVvNMZWyZLRIWZh6HzY3GPoAaoxeGbeBtLiglcWmnyyXBifLtPM2fnZieeXdsY5Yg8YwVurAZfiOTWfD/hayNjqWTby2sVxcTL5stwzzxo33uACGbsTyANuKl8W311Z6nZD+0dY06wMEzzTaXpwujvBTaH/cy7Rgueg6da0PEnhz/hJLWO2k1a+sYFdXZLQQ/vGV1dSTJGx4ZQeMe+afeaJdXltBAfEOqQrGmyZoVt1a59Sx8rKn3TZ14xxS1GrI0LKWKfT7eW3uhdxSRqyXAKkSgjh8rgHPXjjnip6hs7SDT7GCzs4xFb28axRIDwqqMAc+wqaqdr6ErYKKKKQwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAgvbo2dnJOtvNcsuNsMCgu5JwAMkAcnqSAOpIHNZOla9e6t4VGp22mKbxneIWn2n5NyymMkyFR8vG4naTjoCcA69490lnI2nwwz3IH7uOeUxIx92CsR/3ya5TSdN8W6X4Lu9PtodIh1QPI9pKbuSWLMkrOS/7pSNobjAOSOcUdB9UWD4tvF0i/eTSoV1Oxv4bF7b7WTCzytGFYS+XnbiVSfkzkEY7ndsJ782TS61b2lnKpJK2900yBQOpZo09+MfjXPWGhahB4TuNMvtB0e9d3DvFdag06Xjk5eSZzbj5sjPCEcADaAMQQeF7+z8OXOmW8Fvax6peDzrWxfFvYW5AEix52k7grcqo+eTO0DJp+X9dP8AgsWn9dv6/pmiPEl4nhM60dPa5aYSTW0EQKfucFkaRm+7lACTjjOACcA2/wC1dRu9B0++0jTYbie8iSUxT3XlRxBk3cuEYn0GFOSewp+v2+oTaBPZ6JbWkss0bQ7bm4aFEUqRkFUfJHHGB9RWFcaX4vPgax0ixXTbW7jEdvcvHfyDdAqgExyeTlHbGM7TtGcHOCF3t5W/G/6B1Xzv+Fv1La+K7y90XSrrStMhku9QuHtzb3V2YkidBIX+dUfIzGQPl5yDxXQ2b3T2cbahDDBckfvI4JTKin2YqpP/AHyK5y60Se48L2WnzeFPD12LdsLYXN2z28KqCFKsbcktj/YHU8mtXw3pMmh+H7fT5ZhK0RY/ICEjDMWEaAkkIoIVR6KKemouxX8SahqVpPpNpo8trDNqF4YGluoGmVFEMkmdquhJ+QDr3rbXcEG8gtjkgYBP0rmPGN/Z6Zqfhm71K7gs7aPU33zXEgjRc2s4GWPA5IFP8SeC9N8WzW9zeTAeVHtQiytJwQTnOZoZCPwIFL0KdtPT9WdLRXH6p8NtK1ZLJbibaLO2W2j/AOJbYSZVc4+/btt69F2r6AU7WPhzpetvatczbTa2yWyf8S6xkyq9P9Zbtjr0XCjsBQI66iuP1b4a6TrF3FcXM21o4UhH/EtsJOEGBzJbsR9AQB2Ap2r/AA50rWdabU7mbbM2zI/s6xk+6AB80luz9v73HbAxQHQ66iuS1b4daXrGvPq1xLtndlYj+zrGT7oAHzyW7P27tx2xxS3vw70u+8SHWpZcXBmWbb/Z1i3K4x87W5k7dd+fQjihAzrKK5K5+Hel3PiU628uLjz1n2/2dYt8wIP3zbmTt137vQ0RfDvS4vE39trL/pH2g3G3+zrEfMTn74t/M/Hfu96F0uD62Otork7H4d6Xp/iRdailzcLK0u3+zrFOWzn51txJ3678+pPNJpnw70vS/EC6vBLmdXdwv9nWKcsCD86W6yd+u7J7k80IDraK5HRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/wC99c03SfhtpWj37XdtNudo3jI/s2wj4YEHmO3Vu/TOD3BHFAHYUVx+k/DbStHe6a3m3G6tntn/AOJbYR4Vuv8Aq7dc9OjZU9wadpPw50vR0vVtptwvbZraT/iXWMeFbr/q7dd30bcvqDQB11Fchpvw30rS7a/hgmyt9AYJP+JbYJhSc9Et1DfRwy+1Lp3w50vTNP1CzgmzHqEYjkP9nWKYAOfupbqrfRww9qAOuorjrT4a6TZ6Tf6fHNmK+EYkP9m2C42NkfKtuFb/AIGrY7YPNOt/hvpVvoN3pSTZhu5Ekc/2bYDBXp8gtwjfVlJHYigDr6K5GL4c6XD4dn0ZZv8AR551nZv7OsR8wGPuC38s/UqT700fDbSh4dbRvO/cNci5Lf2bYfe27fufZ/L6d9u73xxQB2FFce/w10l/D8ekGb9xHcG4B/s2wPzFcfcNv5Y+oUN744p1x8OdLuPD9ppDzYgtZHkRv7OsTkt1+Q25jX6qoJ7k0AddRXH3Xw20q70Wx0ySbENiZDGf7NsGzvOT8rW5Ren8CrnvmnX3w50u/wBH0/TpZsRaeHEZ/s6xbO45PytblF/4Aq575oA66iuQv/hvpWo6dp9nNNiOwjaOM/2bYPkE5+69uVX6IFHqDTdS+Gmk6pHZJPNgWdstvH/xLbB8qCT/AB27bevRdq+gFAHY0VyOsfDnS9be1a5m2m1tktk/4l1jJlV6f6y3bHXouFHYCk1j4b6VrVzDNczbWhgSBf8AiW2EnyqMDmS3Yj6AhR2AoA0/EF/qem3WmzWc1p9kmu4raeGW3ZpG3uF3K4cBcZ6FWrcrlfFt7Y2p0PTHvLdLuTUrUw27SKskirIMkJxkD2GBXVUL4fm/yQteb5L82FFZ8ui2s2rJqLy3wnTGES/nWE49Yg4jP4rWhQMw7fxDLP4ubRm06WGH7NJNHcyuAZSjqjYTGduW4YkE4PGMMTT9W1fUNUnVNMsk02G5kga4N8/nHZxnyvK28n/b6flVSSx8Qv48h1UWWmfYIrd7TJv5PNKM6tv2eTjI2/d3d/vVC3hie48XxamNI0fS/JuTM+oWcjNd3i4KhJMRpgHILZZx8oGOjAXT5/nv9wPrb+tP8zbtfEFhe6pLYWpuZZYmZXkWzm8kMvDL523yyQeCA2cgjqDWkTgZrkrHQNVt/F51CGG20uyaWWS4S21KadbzcCBmBo1jiYttcupJyCOdxNdbR0QdTD0bxHJqupapazadLZrYiJ18xt0kiupIJQD5T8v3ck8jODkBukeJn1F9ZFzps1n/AGXIqlC4eSRTEsmSo4DYbG3J+tVNFsPEVv4q1PUdRsdLjt79IhiDUJJHjMakDgwKDnPqMe9RaRpXiWPVNenvotNsV1YiSOa1vXne3dYVjX5WhQMPl3ZyPTHepd7O3YcbX1E0/wAdq7rJrMFnZ2U2nnUYrq2vjcBYQyjMg8tdhO8YwWHytzxzpWPjXQNReZbe+KmCGSaXz7eSERrGcPkuowVyCR1AZTjBBPLQ+BNZayuYzHp2mvNYG3nFteSzLqExKnz5t0a4cbW+bDs2/lsAZ1o/Cl7Dqc928VjeRPHqC/ZppGVZftEsbqrHYcDCENwevANW7Xt5P/gCXn5flqdFpWsWusQvLZpdoikA/arKa2J4zwJVUke44qpba8rrqt9cyRRaVYyGJJgCSxQfvW9wG+UADOUPXIAydH0nxBoelaoYUQs8Srp+nf2jLeJFIARu86YKwU5X5OihCRyxFaraElt4NOiwWsGoqLfyWivJTGlxn7xdwrEEkkk7ScmlLS9v6/r9QXS/9f1+hHe+LbO18NXmsx2uovHbK37qTTriJ2YLn7rR7gv+3jaOeeDT7bxbps2iNqcwu7WFNisLixniZmbAVUVkDSEkgDaDknAqlpHh7U10DVdP1W58uO9Vo4IReSXv2ZWj2n99KFd8nLYPToDioL7Qtd1nwxbWeoR2dreWM0UkX2TUZ1S42LggyKiPFnJwV3Y4+9yCtbv5f8EO3z/4H9f8A1T4v0RNMW/ku3ihaf7Ntlt5EkEuCfLMZUOGOOFIycrjORm9perWes2ZudPkdkV2jdZInidGU4KsjgMp9iBwQe9cXdaVe6LZaY1tptumo3GtJKY5dZuLpZT5LqC08sZcfKuMBSOB611Hh7S7rT47641JoftmoXRupY4GZo4jtVAilgCcKgycDJycDpTVnf8Art/mwelv67/5I2KKq6hp8Op2ht7l7lEJDZtrqS3fj/bjZW/DNSWltHZWkdvC0rJGu1TNM8rn6u5LE+5JoAyvFV/qWl6P9u0uW1XyZE86O4gaTzFLBcKVddp56nd9Ksat4h07RHiS+ecyyqzJFbWstxIVXG5tkaswUZALEYyRzzVPxfZavqejNY6Lb2MpmI8x7u6eHZtZWGAsb7s4Ppj3qG6sPECatDrVhbaa95JZ/Zbm0mu3WNCGLKySiIlupBBQZyDkY5Wtxl668UaTa21pP58tyl7H5tuLK2lumkTA+cLErHb8y/NjHI9ak1HxDp+lSQR3X2p5Z0LpFbWU1xJtGMsUjRioyQMkDniucv8Awlfx6DpdjYW9td3dlC6/2gdTnsJI3b7xXykYlCedjHHC5zjNT+IPD2sX8FkLVLafUbe1MX9r/wBoy2UyOQMsI4o2DqSobYx2kjGO9P8Ar+v+DYX9f1/TOjvtVstNls472bynvZxb242Md8hUsF4HHCnk4HFXKoTpqsaaelnJay7ZVF7JcKyl49p3FAvAYtjg8YzV+gDDvPEMtr4psNJGnSmG7d4zeO4RQ4jMmEXBL8LyeACQAWIYLuVzGvWPiG78S6Vd6bZaZJa6dK8gNxfyRvJvjZCNohYDG7PU5x2rYuP7W/tqz+y/Yv7L2Sfa/M3+fuwNnl4+XGc5z7YoEU38RSL4vttF/s+RYriGaRbuRwoJj2ZCpjJH7z7xxyOMjmkstW1e+1i5ii0yyXTre4aB7hr5/OOFByIvKx1OPv8A+FUtS0/xDP4407U7Wy0xrGxjmhBkv5FldZfLy20QkArsOBuOc9RUc/hea88WxakukaPpphuRO2p2sha8uVAx5b4jXaGHXLuMDGOchR3V/wCtf8hy2djStfEUlz4tl0ZtOlgiW1adLiV8GTbIEOExkLk8EkE46YwSaf4ikvvFF5pL6fJbJb2yXEc0rgNKGd0+5j5R8mRk5IPIFUhYeIT4+XVmstMFgts1nkX8hl2GQN5m3ycZwPu7sf7VJa6f4hXx9catcWWmJYzWqWmUv5GlVUeRg+0wgZO8Dbu4x1NNfZv53/G36A/tfK34X/U6miis+00W1stRmvoZb5pZs7lm1CeWMZOTtjdyi+2AMDgcUAaBOBk8Csuw8SaZqV5La20syzRJ5hW4tZYA6ZxvQuoDrnHzLkcjnkVoXKSyWsqW8vkzMhEcm3dsbHBx3we1cDpXgXWHvWk1y4VVl0mfT5nXVbm8d3k8vMq+aFWMHa3yqBjjk9lrd/13/r5jSXU67TPEem6wJWsHuGhjXf8AaJLSWKF1/vJI6hHHfKkjHPSobfxbpFzp91fRS3Is7WLznuZLKdI2T+8jsgEgwM5QnjB7iqsWl6xqPhq80HXYbC3glsmtEurK5d2fKlN3ltGuzjnG9vTJ60yfTde1bwrqOjanBpto8tmbeC4trmSUO20jLRmNdg6HAZvTPGTTtcnWyNW/8Q6XpZuv7Qu1gFpAlxOWVsRxuxVWJxjGVb6Y5qK08U6RfW93NbXEjLaAGUNbSKxDfdKKVBcN/CVBDds1g3fhnXdZk1afVF0yBr6ztraOCGZ5VTy5XdtzMi7shv7o9McZO54i0q6vtJuxorx2uozrGhnDGJpI1fJjMqgsuQXAYAlSxI5pPQrr/Xl/wR0HinSJ9Mu7/wC0vDBZNtuRcwSQPEcAgGN1DAkMMcc5GM06HxJp00EErG7t1uLkWsX2uxmty0hGQMSIpwezdM8ZzxXL2ngnVEsdSMslulzNd2t5axS31xeKrwFWCPLL85BK9QOM8LxzoeJb2VfBt1/wkv2HS7x2/wBBS2umuDJOmHiCBo0Zn3r9xQSce/B/X5f8ES1NyXxBpkFvqk8tziLSc/bWEbERYQSHoPm+VgeM9fWr0E0dzbxzwtujlQOjYxkEZBrH02w1HT/CbrbC3GszpJcP55Ji+0yZYhiOdgY4452gVsQeb9nj+07PO2DzPLzt3Y5xnnGae2gr31Rma1rFxYXVnY6ZZx3moXhcxxzTmGNUQAu7uFYgDKjhTksO2SDwxr8PibQYdSt1VNzPHIiSiRVdGKsFccMuQcNxkYOB0rO8XeGJNcutOvYLe0vXsjIj2N9K6QXMcgGVYqG6FVYBlYHHToRLbaVrWkeF5otHbT21ea4a4b7QHFupeTcyjb8xCqdqnjO0EgdKS8xvpb+t/wDgFvWtU1CzvbKz0ixtry4uvMP+lXbQIgQAnlY3JPPTFQ6vquuaZpv21NN0po4bczXZn1OSMREDLBSIG3DA6nafak8UaS+rW9vGPD+i60ELErq0m1YjgYKjyZM55z93p+Vc+Gb3+wtF0WS8We0tXRr6V2YPMsfzKig5+UuFzlvujHOaVnqPQbqHiHX7Lw7HrH9h2CRLZC5uYbrU3jkhfbkxgLAwYjpnIye1TTa3rj3ltZ2GjWTXD2aXNwl3qDReSWONgKwvuwQeeKt61pdzq15p0ReNdOgnFzcqWO+Vk5jQDGNu/DE5/gAwcnGb4u8Oza/IsUWiaLckwmNNSvXPn2ZJPzRqIySRwwxIhz3HWm97rv8A1+P5eYktP6/r/hzqBnaNwAOOQDmlqO3iMFrFC0jSmNApkc5ZsDGT7mqd9otrqF5DdTy3ySQ42rb388KHBz8yI4Vv+BA+nSm9xLY0Kzn1/TY7W5uHucR2tyLWY+W2VlLKoXGMnJdcY65BrRrnZ/Ds8niz7akkY06V47meHJ3NcRqyqcYwQQUOcggxL1ycLr/X9bD6F648R6ba6tHp1xJMk0jrGr/ZZTDvbohlC+WGPZS2eRxyKgiv9Sj8avptzLayWUtm1zCI4GSSMq6rhmLkN94nhVrntV8I6/qfiBriS6jktl1K3u4pH1O4ULDG8bGL7KoEWflbDksScZA6jXe018+OI9TNlpg0+O3e1L/b5PN2F1bfs8nGfl+7u79aI9G/P8tPx/qwS2dvL8/8v6udLWHpmoak3izVdL1CW1lgt4Ibi3aCBo2VZGlG18uwYjyxyAvU8UkfjnwnLMsUXijRXkdgqouoREsTwABu61UtNP19vGF/fXtlpsdheW0dqWhv5HlRYzKQ20wgEnzACN3GOpo9B6Waf9amhYeK9H1LURY2lxIZn3+U0ltLHHPsOG8uRlCSY/2CeOelTad4gsNWupYLE3MnlZzK1nMkLYODslZQj8/3SawdG8N6zbnQrPUzYrZaACLea2lYyXRETRIXjKARjaxJAZucc4p+g6Dq2n65JcmC10yxZJN9jbalNdRTSMwIYJJGqw4O4nYPm3cjgUPfQX9f1/mbeleILDWnkGnG5kRBkTPZzRxSDOMpIyhXHupIxz0qbTtWstWW5bT5vOFrcPazfIy7ZUOGXkDOPUcVz/hjQNU0rV5ZpIrfTNOMJUadbajNeRFy2QyiREEIUbhtQYO7kDaK6DTv7T23P9r/AGTd9of7P9l3f6nPyb938eOuOPSn/X9f1/kD8ie6n+zWsk3lSTFFyI4l3M59APX9PWs7w5rcmvadNcTWn2OSG7ntmi83zMGOQpnIA64zj9T1rRuWnW1kazjjlnCkxpLIY1ZuwLBWIHvg/SsDwfp2taVBfQ61bWEaz3k13G1pdvMcyyM5UhokxjOM5OfQUlv8v6/UHt8/8/8AgG9dtcpaSNYxRTXAH7uOaUxox9CwViP++TXPDxbdJY3KXOloNUhvksEtobkvFLK6q64lKAhQrZYlMja2AcDOhAuuSeHJU1a10u71F96mCOR0tpELEAFmVmHyYz8p5z2rmZfAt5caHPFHFp+muLuK6ttLs5ZBaR7AQyblVCBIC24qgAz91sHctb/d+f8AkPp9/wDX3l+Dxw80Nxa/YIG1mHUBp32SK73wtKU8wHztmQoQMTlMgqwwTjMs3jRbHR7uXU7WG21C1uvsj25u1ERkKCQN5zBcR+Wd5YqCAG+UkYNVPCM40W9Emlab9puJoWhsbW9ltYbRIgAgSeOMOCDubKov3iOnJbH4JntdOt7i2S0k1SHUl1IwzyyPE7iLythlYM5IXnzCCS43bRnAfr/W3/B7h/wf1/4B0mg6m2saPFfM9g4kLYbTrz7VCQCRxJtXPTnjg8Vo1j+HdLudOS/uL8QJc6hdm6khtmLRxHYqbQxALcJknAySeKvahp8Op2ht7l7lEJDZtrqS3fj/AG42VvwzQxItVWfULWPVItOeXF1NE00cZU/MilQxBxjgsvGc80+0to7K0jt4WlZI12qZpnlc/V3JYn3JNZfiTSb3UYrWfSJo4L+0kZonkJC7XRkYHAPQNuAxyUUcdQPyBDp/FOlQafDe+ZczQzFxH9msppmIU4ZtiIWCgj7xGORzyM1td1q7g07TNU0S6spbG4ubaOQSQtIZo5pUQMjh1C4Dk8hs8VR1vwxqcn9l2uiS40yztTbm2/tKeyKt8oSTdCN0mFDDYSoOevcQTeHfENv4J0LQ7CDTbiSxFq08s97JEC0EiPhQInJDbCMnBGehpq19e6+6+v8AX6jO2rL1bxJpmhyKupSzRgrvd47WWVIlzjdI6KVjXry5A4Poagn8X6Fpri113XNH07UFRTPbSaggMbEA4+baSOeCVGRziub8UaDqnjJbqbQ9StrvSr6w8m1kTV54Y4X+cM2yEbZw2VHzNgYPB5BQK3U6vUfEem6ZexWlw9xLcyJ5ghtLSW5dUzgMwiViqk8AtgHBx0NF74i06w1KOwma4lunUMYrW0luDGpOAz+WrbASDgtgHB9DWe2l6xpmvTaho8FheJeQQxXEd1dPAYjHuAKssb7gQx4IXBGcnPDzp2sab4kvb7SoLG7ttSaJ5xc3TwvCyKEO3EbhwVAOPlwQeTngJ1saMuuadAl60txtWwkWK5Oxj5bMFZR05yHXpnrVObxloUGqvpz3xN1FOlvMiQSMIZH27A7BSqBtwALEAnIBJBxk6x4b125utYh046d9j1WeG4eaeVxJEUWNSgQKQciMENuGM/dOOdnTdDW3udZa9it5o9Qvhcqu3dwI41G4EdQ0eR17ULfXt+On/BG/Ilk8R6bFrCabJJMs8j+Wjm1l8lnwTsE23y93B+XdnjGKF8Rac+stpcL3E1yjbJDDaSyRRNjdteVVKI2MHDMDyPUVy9x4R8QXfiVLu6uo5YItTW7SV9TuOYVYFYhagCJSo43ZYkjPBbI2tI07V9Dvri1igsJ9Knu5ro3L3Lxzx+Yxcr5fllWwxIzvXjHHHItk3/W3/B+4Hu0v63/4H3mhF4g0ya2sp4rndHfTG3t/3bZeQbsrjGRjY2c4xg1NBq1lc6td6ZBNuvLNI3nj2MNivnackYOdp6HtXMeGIYNR8U6jf6fcQ3ejW8rPZSxEMhnmAM+1hwwBHUd5ZB2NdPB/aX9rXf2n7J/Z2yP7L5e7zt3Pmb88Y+7jHvmjog7k91cxWdnNc3DbIYY2kkbHRQMk/kK53SPF095rtrpmqadFYSahaNeWard+bIYwRkSptXy2wwOAWHDDdxzv6hZpqGm3NlKSI7mF4mI6gMCD/OuU8L+EL3S72zk1CDTohYRuontXeSW/lYBPOlLqCrBARjdJ98/MAvIt3f8Arf8A4H9bD20/rb/gnZk4GTwK5O18eQXEOtXb2Ui2OmwJcQTI+5ruNi4DKuBjJjO3k5BB4zWlLp2qavpur6frVxDbQ3Mjx2sumkiVYCABuLgjf97oMYxWVZ+Dr2z1LVZrjU5dXtLqwjtUs7wQxpJt3/K/lwDaoDAArnq2QcCl39A6k0vi660y3vz4h0uK0uLW0+2Ilvd+ckkedpy7Im0qcbuCACDk84YvjO5t11GLUtNgF5aC38qOxvDcRztOxWNN5RCrZAzlcBWByc1Sh8F6imm6jNBLHp+qXFqLa3K6hcXRjQNuINxJiTDdPlA2ZJAJ5qA+Ar+50nVLdFs9EjuDBJa6fp91K8EcsT7/ADNwWMoXwFYIo6bsljT9f61/y/HoH9f18zo9A8RPqupanpd9b29tqOmNGJ4ra6+0JtddykMVUg8EEFQRjuCDW7XO+GPD76Vc3N3PZafpzTRRwR2WnEtDCiM7cMUTJZpGJ+UduvWuipsRS1nVI9F0ifUJ4ZZ0hAPlwhd7kkAAbiB1PciorLV2mtXn1PTrjRlV1RRfSwfOWIAwY5HHJIGCQSTVbxjYXGp+Eb60soJLiaRV2xRSCNnw4JAYlQDgHByPrXMa7bLH4Au4pdD1iNGv7PdaarfLePcD7RFlVLTyAA9MFlHP41K+K3p+ZSV7HZQa/o91pkupW2rWM1jBkS3UdyjRR467nBwMZ7mnQa3pVzpL6pbanZzaegZmu47hWiUL94lwcDHfniuSutH1e/ubnWv7JaHN7aTjSppovMmSAMCSVYxh8sCoLEfu1yV/hJ9E1W9N1q50kxeZqlve/wBkvLF5kyRRhMsQxj3lsMBux+7TLD+F/wBflr+O3kL+vz0/4Pmbt34w0qG20+8tL2zu7C8umt3vIrpTFCFikkZiwyOPLweRjOe1a9lfWmpWcd3p11Dd20gyk0EgdH5xww4PNYGpWl14hbQJ59Gmt1tNUFxNb3jQs0arFKFf5HZT87JjBJHXjFXvDthPp8epLPEIhNqM88YBBBRznPHTJyfWn5f10/z/AAB9Lf1v/kvvLWq6tFpUEbNBPdTzyeXBbW6gyTPgnAyQBwCSWIAA5NOXUFTSG1DUIJNPSONpZo7hk3RKuSdxRmXoM8E1ieL9E/tK60u8l0j+27a0eQT6fuT94rrgNtkZUfaQPlYgc5HIFULXRr1ND07QJLN7e2u7ySeaAHelpaq5kWAsPlycom0HABYLkLmpV3p/X9f5febamrd+LoNM0exu9UsriKe78rNrCPMaESOqAu3AGC4zz64zirera6+m31vZ22k32p3FxG8oS0aFdioVBJMsiDq46ZrN8eR6leaGljpWj3WoySXEEpaCSFFjEc0bkHzJFOSFOMA89cUzxHaPqsdlP/wj+tveGF1RrPU0tDalsZWVknXIyqn5RIOO/QnmNeZ1MTtJCjvG0TMoJjcjch9DgkZHsSKdVXS4ryDR7OLVLhbm9jgRbiZQAJJAo3MAAOpyegq1VPRkrYKKKKQwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAjubmCztZLm7mjggiUvJLKwVUUdSSeAKy21vRdQ8ODVZGE+nbwR5ls5JdZMKBGV3F94AAAzuxjnFX9Qmt7exee8heaKIq5SO3adsggghFBYkHB4GRjNcf4a11tI+H91P/ZGsT3FnNPJ9jGmzxyy+ZO7IEDIN2QwJIzgdaLj6o6BfFmjto02qCeb7PBMIJU+yS+ckhZVCGHb5gYllwNuSGB6HNXtN1KDVbU3Fql0iBiuLq0lt2z/uyKrY564xXGWUVrfeFNSn1OXWIby6vIby7ltdJuFeOZWQxiGOSEl1Xy0Gdhzgk4zxZj1TWY/DN1HJNdSz3t2LPSLi9txBcSK6j95JGFXG0+Y33VO1Mkdy/wA/+GFp/XY6A+JNOj0efVLqRrazhlePzJV/1hRiuUAyWyQcADJ7DkU+68QadaabbX8kk0kF2FNuILaSaSUFdwxGilz8vJ44HWs/XYLHRfBhtIrO4lSG2a2tEtrOS4dW8plHEasRxkFuBzyeayl8S3Ok/DrS203SdSnvjFFZiOTTLn/R3CANJIgTfsXH8IO44APOQu9ulv1/4H3h1Xnf9P8Ag/cdBN4p0mHS7PURPNPbXrbbc2trLO8hwTjZGpYEBWzkcYOcVo2d3HfWcdzCsyxyDKieF4XH1RwGH4gVxptdOtvCWk+Re+IbY2tw8kdzbaRK1w0rBw7NC0D7VYu55QDkYNdJ4bk1OXw/btrgIvMsCXRVdk3HYzqvAcptLAcAk4A6U+4uwa3rg0UWarYXV/Pez+RDBamMMWCM5OZHVQNqHvWmpLICVKkjJU4yPbiuf8R/8h/wt/2E3/8ASWemeJ7LxNdXMB8N3n2eJUIlH2uKHLZ44e0mz+BX6Utimvy/U6SiuP1TTvGcqWX9maj5bJbKtx/p8Kbpecnmxfd25Gwf7I7u1jT/ABlM9r/ZGoeUq2yLP/p8Me6X+I/NYyZ+o2j/AGRQI66iuP1bTvGk13E2l6j5UIhQOPt8KZcD5jhrCTPPfIB/ur0p2r6f4ym1ppNK1DyrH5MJ9vhTsN3ytYyHrn+P8ugA6HXUVyWraf4xm155dL1DytPLLtj+3QpgYG75WspD1z/y0P1HQLe6f4wfxIZrPUNmmecpEX26Ffk4yNhsmb1483P+0OwtQeh1lFclc6f4wbxKZrfUNul+ereV9uhH7vIyNhsi3TPHm5/2h1BFp/jAeJvOl1DOl/aC3lfboT+7zwNn2IN07ebn/a70LWwPS51tFcnY6f4wj8SLNe6hv0zzWJi+3Qt8nO0bBZK3px5v4nummaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/AJaD6nuIDraK5HRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0puk6d40hv2fVdR8238twF+3wv8AMQdpwtjGeuOd3Ho3SgDsKK4/SdO8Zwvdf2pqPmq1s6wf6fC+2U/dPy2MePqdwH91qdpOn+MoUvf7V1DzWe2Zbb/T4X2y9j8tjHt+p3j/AGTQB11FchpuneM4ra/Go6j5krwFbY/b4X2SZ65Fim36kOP9ml07T/GUen6gmoah5lzJGBaN9vhfY2eTkWKBeO5WT6CgDrqK46007xomk38d3qO68cR/ZX+3wtsw3zfMLBQvHqj5/wBnrTrfTvGa6DdxT6ju1BpEMEn2+E7VH3huFiAPoY2z6rQB19FcjFp/jIeHZ4ZdQzqTTq0Uv2+E4jxyN/2EKPoY2P8AtCmjTvGf/COtCdR/4mX2kMJft8P+q29N/wBh29e3l5/2u1AHYUVx76d40Ph+OJNRxqIuCzyfb4eY9vA3fYMHnt5YP+0elOuNP8ZN4ftIoNQ26isjmeT7fCNy/wAI3mxKn6CNfqaAOuorj7rTvGb6LYx22o7b5DJ9pf7fCu8E/L8xsWDYHoiY/wBrrTr7T/GUmj6fHZahsvIw/wBrf7fCu8k/L8xsWDceiR4/2utAHXUVyF/p3jOTTtPSx1HZcxxsLpvt8K72zwcmxcNx3Cp9D1pupab41ljshp2o+WyWyrcH+0IU3S5OTzYPu4xyAg/2R3AOxorkdY0/xlM9r/ZGoeUq2yLP/p8Me6X+I/NYyZ+o2j/ZFJrGneM5rmE6TqPlRCBFkH2+GPMgHzHDWMmfrkA/3VoA29V1z+ybyyhl0+7mhu5kg+1RGPy4nZtqhgXDdf7qmtSue8UhhYaQJDlxqlpuOc5PmD2H8hXQ0Lb5v8l/mK/vfJfm/wDIKKz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/wB8GtCgZnxa7ps+uy6PDdrJfwx+bJEgJ2DIyC2MBvmU7c5wwOMEVFB4l0+51Z9OgF686SNEzjT5/JDL1HnbPL/8e68dawTfW8XxOtxBYagkK2c1s8qaVcCHznmRvviPbg4Yl849TSQNdW3i0Q6FdaxLFLevJfW15p3l2kSHO9o5miQsd23btd85PGOQLW3nf8/ytqD0v5f5f5naUVwGj2q2nxEmlsdO+3fap5zcXt1ostvcWoIzxdOAsybgEVFGdpUgkLXfkAggjI70dEw62M/Ttd03Vru8ttOuluJLJlWfYDtUnOMNjDdCOCcEEHkUmna/perfbP7OvI51snCTuoIVTtDcMeCMEHIJFc14dvrWXxlriR6dqMNpdQ26QedpNxDEyxxsGXLxhRjIAB69s1Bor2er6n4tsZ7HVILLVNvltLplxAHiFskbbS8YAOQQB1OOAaTvr6DjvqdRpPiXS9bmeLT5pWdUEoWa3kh8xCcB03qN6/7S5HI55FateWXmna1rWmXNy811eJZ6XLZxFdJl095Wdoj8sbkyFgI8lgFXldoyGxNpvhuPTNWvPLsLzTrSW11SF5rK3fekZmj8oRhVJ6F2RQDkliASTmnvbyb+7/PQS1/A9NqpbajFd6heWsKSZsyqSSEDYWZd20HOSQCpPGPmHvjjfCV1H4d0PV5W0m3t7GzjSRLq10d9Na7faQUMEnzFxhfn6MXAABBrVbRzbfDy6s9TnuI7m7hkkvJrOF5pBLKcuVRQWYAtgDB+UAUpaXBa2OjurmGys5rq5fZDBG0kjYJ2qBknA56CnxSLNCksZyjqGU46g1wGl6JFq/gfW9Jbw7p0cB3/AGUppBsI7iUx8P8AZ5fmRlbC7iTnGQRUF1YWkvgOOHwxoJ0+MXEDanbPoksfmIB826EeWZwDjIUncAR833Sur+X4/wCQdvn+B6RRXljWNpY+G7Fb3zptNm1xWNla6JdWaxIYWDRpbHdIUY5JAyp3NxjNdf4Js/sen3/2eyaw06a+eWwtHhMJihKqP9WeUBcOwUgEbuQDxVLW/l/wP8/wB6W/rv8A5fidJRVXUI7+W0K6Vc21tcZGJLm3aZMdxtV0P47qktFuUtI1vpYprgL+8khiMaMfUKWYge2TSApa7rY0KzS6ksLq7hLhZHtzH+5BIAZg7qSMn+HJ9q065nx7eCHw1LbLbX1xNcFfLS0sprj7rqTny1bbx64z2rN8QLp+pazaX2v6Leapokliwt4X0yWfypy/JeDYXViuAGZRjDDI3cq7uM7iivMtY0qQeGNAGs28l1fWlq/+g3mjT6tC2QMK/lghZVwqhyx6v97Oat+MbVbuPS7u60oT3sNmSNHudFl1G23ttOwPGu2JwV27ycAEnaRT/r+v+AI9CorE1VLadtDfU9Jup51u0eIW+XWzl8tvncqQNoBK5ORkjitugDPn13TbfW7fSJbtRf3ILRwKCxwATlsDC5CtjdjO04zg1oVxniO+t7XxnobR2GoP9nuZJrqW20q4lT5oGRSXSMhj90cEkd8YrpLjVPs+tWenfYb2X7Wkj/ao4cwQ7AOJHz8pOeBjnBo3FsV7jxTpFrrC6bPcutwZFiLCCQxJIwyqNKF2K5yMKWBO5eORlV8UaS+sf2YtxJ9o8wwhjbyCJpANxjEu3yy4APyhs8Hjg1wmo6PqVxfapo9wupbrjVRdWSW1qVtpFZ1fzpZwCC0eGwjMv3FGx8rnQXSr2TWk0fTrm4OnW2q/b2R9Jkg8r975rA3DnZKpYsAI13crlsBskdeW/X/gflr/AMActL26f8H89DrU8Rac+sjS2a5humZlTz7OaKOVgMkJIyhHOAThSeAT0Bp8WvafPq7abbvNNcISsjRW0jxRsBkq0oXYrY/hLA8jjkVz928t/wCOLF7J9VuTaXLeZb3entFaWy+WyNJHKY03tzgfO4O9sDHzLl6HY3tlqdjbQnXBqcN/M1+0xm+xvbs0jFhn9yc7kI2fvMnno1C1t/X9IHpf+v6Z6LRRWfaQ6wmozPfX9jNZHPlQw2TxyJzxukMrBsDg4UZPPHSgDQoqK5eSO0meCIzSKjFIw23eccDPbPrXlvhu11d9Znn0vTo9Mlu9GuN7w6JNYqt3mMoJWlYmZ1LN8+Bn5uTyAr6v+u/+Q0rnq9FcPo9nZJ4Z1CHwvpE+l+IGsGSS4udOeGR59pwWnddsrb+SwZgTzkjmqw07SZfAutWnhvw/c2mpSaeUnEumSQTXD7Tw0rqBM2c8hmyTnJzk07Jk62TPQaK841pbjxHJr8tlp+qxQXGmWcEUklpJA8jCeQtsDAMCobuAe/TBOvq/h+18OaDqs/h/TPON4sKTWYjaSNvmw0zRp88rbWJcZJkCAdyaT0K62/rodhRXlem6bqKeHtdgtbCWGwe9tZTb2OlyaeJ7f5PPEUDuWBKqQQMFucDLDPQXVjo58HzXfhbSf7N/sy5F/FD/AGc9jukjALfI6ITuTKbsY5xnijTd/wBbf18hK72O0orkrOzt5fBmr6lqdhc3g1pJbu5tIVJmliZNqRKAQd3lKi4BHzZ9a6axEa6fbrDE8MYiUJFIMMgwMKfcdKdrbhdPVEGq6zZaNDHJfySDzX8uKOGF5pJGwThUQFm4BJwDgAnoKl07UbXVtPhvtPmE1vMu5HAI9iCDyCDwQcEEEHmuZ8ZwX8etaNqVpJdw2sCzwXM1lZ/ap4RIEKukeG5ym3Ox8BjxjkJoBk8J+CZrl9N1S6VryWaK0jRp7opJMdpIY5yQ29snIyc9MUlqD0t/Xc6PVNXstHgSW/lZfMfZHHFE8skrYzhI0BZjgE4AOACegNVNQ8VaVpltbzXslyn2iIzJEllM8oQAbmaNULoBkZLAYJAPJrI8W2gbxBpd9fjVjpqW88Eg0rzzIsjNGykiD95jCMMrxnAPBrn/ALHrdne2tzrMusJaXWnfZnlsrU3F38k0jRxuyBjGWjddzhc5X76kZK6f15j0/r5Hb6h4r0bTI4ZLq7YxTRCYTQQSTRpGekjuilUQ/wB5iBweeDTtV8T6Vo0gS9lnLeX5zC2tJbjy4+fnfy1bYvBwWwDg+hrjLx7rS/B2keD7mw1GKO5sRHf3VvYz3a20OMNCpjR8yEZUE8AfMSeAy+KoppNRm+xw6rZW8+kxxQSWdhPMb3l/3EwUZiABHJ8t/wB42HXBFN+X9bgvP+tj0aORJY1kiZXRwGVlOQQehBp1VtNEo0q0FxbrazCFN8CNuWJtoyoPcA8VBfQ6xJeQtpt9Y29suPOjuLJ5Xfnna4lULx6qf6U3o7Ep3V2aFFFcZdaRcHxFc6OtrI2l6hdxalJLtOxdvMkecYBMkcRwSMiR8dDS62H0udnWXDrYk8Ry6PLYXUEiwmeOeQxmOZAQpK7XLDlh95RXBa9HqF342W4g0ZYrq21W2RLhNHmkna33xhpBebgioVZgYwDgbsjqR0r6rEfiVCBaalsWyktTN/Zlx5QkMiEDzNm3GAfmzt96I62fe/5XX9fLcUrpP5fnr+B1lZen64L7Wr/S5LC6tJ7JUkLTmMrMjs4VkKOxwfLbhgp6cVqVx9jqaz/ELVfItdSj+0WMFvDPNplxHEZI2nLfO0YUAblwScHPGaCraP8ArqdhRXm/hfTBHqWgta6NdWOsW6udevJbR4vtBMbBw0xULOWlKsCpYYBPHez4Qt47DxNcix03z4Jkmkm1OfRJrK6UlwwSSSRR9oLZPKgY2DOcih6Owjv6K4HwHaLp+tXFvZacJbZ4C0mqzaLLp90zb/lSZpADcMwJJdQMFTkfMK6bw5FZRR6l/Z+m3enhtRnaYXSsPPlJ+aVMk5RuoIwPYU7AzWlljgheWd1jjjUs7ucKoHJJJ6CqmlavY63ZtdaXP58CyvEX2MvzIxVhyB3HXoe1TXrwR2Msl3E00KLvdFhaUkDnhFBLH2AJrmfAF35tnqcL2t/budSurhRd2E1uGjkmZkIMiKDkHOByO+KS3t5A9r+f+Z1NzcwWdrJc3c0cEESl5JZWCqijqSTwBVG38QaXdaEdZju1TTwGJmmVo9u1ipyGAIOQRgiorfWbfUPD51K80vULeJJCTbXNkzTgo+AwiUMx5AYYBOMGuLsknvvh9Fbpa6vA1lqn2m6iFlNBM8JuXf8Ad7kBY7SGwmW4wMNigDtv+Ek00aO+pym6t7ZHEeLiymikZiQAqxugdiSQAADknAyaYnirSJNJOoRzTtEJjAYltJTOJB1Tydvmbsc425xz05rjLuz1V9OF5pH9rNp1nq0Vxbi+hlnuli8pklZY5T5rbWcsofJypIVhtBtWN3deF9I1rV7Ww1jU21G9T7MtxbytNK3lqrTSxqm6NMg8BBhVG1eQCd/67f1/TH2/rv8A8A7fTdTtNXsEvNPl82ByQCVKkEHBVlIBVgQQQQCCMGrVYPg2GCDw+Fhe6lleaSW5lurKW1aSZ23uwjkVSFyxx2xxk4NamoR38toV0q5tra4yMSXNu0yY7jarofx3UPQS1LVFQ2i3KWka30sU1wF/eSQxGNGPqFLMQPbJrC8Tx3NjfWGu6daSXU9sJLeWKJSzPHIvAwPSRY+ewLHgZoegLU6OsvWtcGiNaGawuriG5njt2ngMe2BndUUuGcNglh90N3rjfEWkPZafouhyaVbahbpbyPJc3OkS6ijXBK5/dIyhGYs7eYxAHI4yadc3lzbfDbw1aajZ6rNqANhLMken3E7qIpYmk3lFbDAKThjk4701vr3X56jPRKKjt51ubaOeMSKkih1EkbRsARnlWAKn2IBFebfEqG9v729gg0ZJpoNP32Fz/ZE97K0p3k+VKjKls6lVOSSSdvBwAVs7Alc9Norh9TtLF/FRuPF2jz6pbNawrp5/s2S9jgcE+b8qK2xydh3EDIAGflOH31pp/wDwmt1P4p0ebUkbyf7KlOmyXkUCgfMBtVhE2/ksQuRt5O3gJvdXO1orz3XTdQXHiWwTTNRuJtRvLae3aC0d42jEcKsxkA2jBjbKk7uOAcir1n4OstS17XL7U7edbn+1Y57O4bIMQSOE7otwwoYqQxX7wGCeBgWr+V/y/wA/wG9DtKK8vvI9QuvHsF3Hoq29zDqyo00ejzGY2wO3eb0sEKMp/wBWoO0HH8JI29Gs7CHxRcvr+kTT6699M9vqEmmyTKsJJ8oJOFKxqEwNu5fm3ZGWyRapP+un+f4MHo2v66/5fijtaK4fR9OY+JzociN9i0G4e+hOflbzt3kr/wAA3TDHbahroLGKyXxZq0kGm3cF48NuJ72RWENwoD7VQk4JXnOAPvDrR0uHc2CcDJ4FZGl+KNI1m8a10+5d5RH5qCS3kiE0ecb42dQJFyR8yEjkc8iresWsl9oV/aQELLcW0kSEnGGZSB/OuH8K2V7ea9o93eJqaXOnWckV0tzam2t7YlVUQQrja4JUtvBk+4PnAIBFq2v66/8AA/qwPRf15HoUsqQQvLKdqRqWY4zgDk1lWPifT9RtJrm1j1IxQxiUmTS7mMup5GwNGDIfZcmnRalHqlrqsU1jqFrHayPbu01uQZgF5eIDJdTnggckdKx/CUt8l5JBFdare6NBbKqS6rYC2mWUHGxF8uNmXb1JQ84wx5AS/r8QehqWPizSdQup7eOS6t5beD7RKL2xntdsecbsyoox1/I0+DxPpdxptzqAlnis7Zdzz3FpLCrKehQuo3g9iuc5GOornLrTNS1jwfrmomC4i1DVSGitwgSZLaNvkiw/AYrvbDDhpCDWXf2WpXmm6lJ4ZTV5bKFrO5ii1eOeR2mjm3ybEuGWRhsCnbkKSAF53U+tv6X/AA35h5r+v6/I73SdcsNbSY2Ekha3cJNFPBJBJGxAI3JIqsMggjI57VoVyHg+wkGvatqwm1OeC7hgiE+pxNDLM6GQs3lFU2KA6qAEUHaTzncevpsQUVznj9PN8C6jH5Uc25UXy5ThXzIvB4PB78H6VmXNve+GvCNw+laPovhy7lvbaNBpoE0TB5o0LOPKizwxGOuOhB6JauxVjtqK4K41nVbC8vNG/tmSf/T7S2GpzRQ+Zb+cpLJhUCFvlULuXrKuQ3Qum1rVrJrvSBqzTsNUgsV1WaKIPAJYw5DAKIy4OFX5cZkTKn+I3/L8v80L+vz/AMjt5biGB4lmmjjaZ9kQdgC7YJ2j1OATgdgakrjfEmnX0Q8NWiazcy3Lavxe3EMRkUG3nzhURUzjOCVIBwSG6HX8LXV5PYXcOoXTXktnezW4uHRVaRVb5SwUBc4IHAAOM4FH9fl/mN6W/rv/AJG3RWD4wg0X+wpbzXtItNVFqMwQXNukpaRiFVFDA4LMVX8azV04+FPAlnoemeXBf3j/AGeIwoFVJpSXkdV6BVBkYDoAoFIDc1DS9M8S2ls87yTRwyedBNZ3ckLK2GUlXiYHozDr3NaaqEQKM4AwMkk/ma4zx1o9rb+EbRYfMSGxuLKK3gVsRqBcxAHaOpAGBnp2xmp/Gehm+vLXUpdF0XWLaytpxJDq0vlqmSjb1JikGQEI5x160XS9P+ACTZ1tFUtGu4L/AEGwu7O3a2t57aOSKBkCmNCoIUgcDA4wOKu1TVnYlO6uFFFFIYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBn3+h2Op31rd3ouHktHEkSrdSpGGByCY1YKxB/vA1oUUUdLB1uFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAEF1Y2949u1zHvNtKJojuI2uARnjrwx61PRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABVHVdHstatlt9SSSWBW3GJZ3RZP8AZcKQHU91bKnuKvUUAA46UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUEZGKKKAMKPwfpscyyLc60WVgwDa5esM+4MuCPY8Vu0UUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBkX/AIZsNRvHurifVEkfGVt9XuoEGBjhI5Ao/AVo2dpHY2cdtC0zRxjCmeZ5nP1dyWP4k1NRQAUUUUAFFFFABQRkYoooApaXpFno8Mkdikg81/MkkmmeaSRsAZZ3JZuAAMngAAcCrtFFABRRRQAUUUUAFFFFABRRRQBDd2dtf2klrfW8VzbyjbJDMgdHHoVPBrEv/BOiz6BNpGnadYadbXE8M08cFmgSURyK5VlGAchdvPr36VtXsM9xZyRWt01pK+AJ1QMyDPJAbjOM4yCAeSD0rmvC6Nf/AA/Ed/qN4iia4WS6N0wlEaTuMGUncPlXG7IIHQg4INtRrdG9Doek2+ktpcGl2UWnuCGs0t0ELA9QUAxz9KItE0qDSW0qHTLOPTmUq1mluohIJyRsxjBJ9K461h1O/wDBepHSX1S8sZtQik03/TWW5ltA8Rk2zO6thsSlSzglSOQMVr6XrNhpnhvU5o4NTgfTXb7RaajcvcTrJtVlQO0kgO4MmNrEfN2ORQ9m/wCv61t6h2t3Nq00TStPt4bew0yztYYJDLDHDbqixuQQWUAYBwSMjnk1aighg3+REkfmOXfYoG5j1Jx1J9a5m40m9svAU8f26S0vDDLdXs1vw8krKzuFY8qNxwCOQoABHBCu9pL8PdNvtf1O8traKzhnuJYbqSF5SYwMF0IcksRgKcscDnOCd/K34/8ADE9V53/r8TpJ7W3uvL+0wRzeVIJY/MQNscdGGehHrTJbG3nvre8lj3T2wcQsWOE3AAnHTOBjOMgEgdTnjnstcm8H6Et9baveSxzs11BZ34trkw7ZBGHfzY8sMx7hu5IPWul8OXVpeaDbyaf9qEKl4yl5I8k0bqxV0dnZixDAjO4jjgkYp2tcOzJNU8P6NrbRtrWkWOomIERm7tkl2Z643A4zgflUc3hjQLhbRZ9D02VbIBbUPaRsLcDkBMj5eg6Y6Vl+MbCz1PU/DNpqVpBeW0mpvvhuIxIjYtZyMqeDyAaf4k8aab4Smt7a8hB82PcgF7aQAAHGMTTRk/gCKWxTX5HS0Vx+qfEnStJSya4h3C8tluY/+JlYR4Vs4+/cLu6dV3L6E07WPiNpeiParcw7jdWyXKf8TGxjwrdP9ZcLnp1XKnsTQI66iuP1b4laTo93Fb3MO5pIUmH/ABMrCPhhkcSXCk/UAg9iadq/xG0rRtabTLmHdMuzJ/tGxj+8AR8slwr9/wC7z2yMUeQdLnXUVyWrfEXS9H159JuIt06Mqk/2jYx/eAI+SS4V+/dee2eKW9+Iml2PiQ6LLFm4Eyw7v7RsV5bGPka4Enfpsz6A8ULUHodZRXJXPxE0u28SnRHizceesG7+0bFfmJA+4bgSd+mzd6CiL4iaXL4m/sRYv9I+0G33f2jYn5gcfcFx5n4bN3tQtbW6g9L36HW0Vydj8RNL1DxIuixRYuGlaLd/aNi/K5z8i3Bk7dNmfUDmk0z4iaXqniBdIgixOzugb+0bF+VBJ+RLhpO3TbkdwOaFqGx1tFcjonxF0vXdYXTrWHbKwYg/2jYy/dBJ+WK4Z+39364puk/EnStYv2tLaHa6xvIT/aVhJwoJPEdwzduuMDuQOaAOworj9J+JOlaw90tvDtNrbPcv/wATKwkyq9f9XcNjr1bCjuRTtJ+I2l6wl61tDtFlbNcyf8TGxkyq9f8AV3Dbfq21fUigDrqK5DTfiRpWqW1/NBDhbGAzyf8AEysHyoOOqXDBfq5Vfel074jaXqen6heQQ4j0+MSSD+0bF8gnH3kuGVfq5Ue9GwHXUVx1p8StJvNJv9QjhxFYiMyD+0rBs72wPmW4Kr/wNlz2yeKdb/EjSrjQbvVUhxDaSJG4/tKwOS3T5xcFF+jMCewNAHX0VyMXxG0ubw7PrKw/6PBOsDL/AGjYn5iM/fFx5Y+hYH2po+JOlHw62s+T+4W5FsV/tKw+9t3ff+0eX07bt3tjmgDsKK49/iVpKeH49XMP7iS4NuB/aVgPmC5++bjyz9Axb2xzTrj4jaXb+H7TV3hzBdSPGi/2jYjBXr85uBG30ViR3Ao2A66iuPuviTpVpotjqckOYb4yCMf2lYLjYcH5muAjdf4GbHfFOvviNpdho+n6jLDmLUA5jH9o2K42nB+ZrgI3/AGbHfFAHXUVyF/8SNK07TtPvJocx38bSRj+0rBMAHH3nuArfVCw9SKbqXxL0nS47J54ci8tluI/+JlYJhSSP47hd3Tqu5fQmgNzsaK5HWPiNpeiParcw7jdWyXKf8TGxjwrdP8AWXC56dVyp7E0msfEjStFuYYbmHc00CTr/wATKwj+VhkcSXCk/UAqexNAHX0Vyvi2ysbo6Hqb2du93HqVqIbho1aSNWkGQH5wD7HBrqqOl/O35f5ivrbyv+f+QUVny61aw6smnPFfGd8YdLCdoRn1lCGMfi1aFAworlohe2/xMWOfUbi4iuNNmlEBO2KPEsYUKg4yATljkkk8gYUU7XOneLGl1u01yN7m/eO0uzqLvZtuB2J5KzELwD96MDI65xQtbef+drA9L+X+VztaK5bTvEGoS+Lp9O1aSGxQyyJa2kmnyq06ryrJdF/KclfmKKu4DIP3Sa6k5xx1o6XDrYKK5Xw4L6LxV4jtLnUp7xo0tmVpjlEZkbO1AcKvA4HpySck1tHbV4pvGNtbX0t/fW0qC0a7bKiQ2qMAF4CqXOcDA5pN2uOKudnRXmEfiC50PdPpK6zPnSpZ7mPXBOoNxG0QGBLyv+sYHyxs6YzitbTPFPiOTUbmzurbT7yZLe+MEdqjxGWW3kRQMs7BQ3mAY7bc55wr8vX8BLU7miud8Ka5Nqlrcf2jfQyXUG1pIP7NmsJIARkbo5XZiDg4YfKcHGcGq2n3N6fDWqeJrGy+1X+oK09rB3aFQRCvJHVfn28cuRxQ9AWp1dFcVPrGp6j4D1qWz1m1/tG1ikLt/ZU9q8C+Xu2mGSXerkchyccggHvLdazrWgeFLWfULq1vry7khht3t9NnIj3Lks0avI8pABOF256cdQr6ten4h2+f4HYUVxMHirXZ9NhRLWIXkupiyS4u7C4tI5UaMv5qwyfONp4wSQxU4YZyN3w5qd7fR6hb6oYHu9Pu2tpJbeJo45fkV1YKzMR8rgEbjyDz2p73/rt/mgen9ev+TNmiquoahDplobi5S5dAQuLa1kuH5/2I1ZvxxUlpcx3lpHcQrKqSLuUTQvE4+qOAwPsQKAJqK5nx/YWd54Vlmu7SCeW2kjeB5YwzRN5ijcpP3T7ip9V1HVptfXR9ClsraVLX7VLPewNMCC21UVFdD1DEtnjAGDnhX1sHmb9FcTeeLtVk0LSNRtYo7OC7id7u6+wTagkDrgbdkTKwU/OfMPACgEDdVvxF4iv7A2EtjPbw6dNA00uqHT5b2EY24BETqY1Klm3sSoA5NP8Ar+v69AOroqjdPfy/YZNJezeBpla5aYsd0JU8x7eN2duM8YzV6gAorltYF7B460CT+0bj7PcTyxC0Q7IgogdvmA++xYA5PAwMAfMW6mgAory/U9W1Sa91HU7D+0mutO1UQlvtLQ2cUKuq+T5RO2V3DE52nBcfOu0Cpm8a2GoeP9NlXxLZw2qX0tklil8qlwIpAZJUz1aQKqgjsCPv0RfNbz/r9f6QPS/kelUV5tb31y3iq3uHur7Y+sSwHUhdzGylQFlW3EP3FcHCbtoUlSRIXO07+mG9g+JGpW11qE91G2mQTiNjiONjNMPlQcDhQM8k45JoWtvP/K/9f8MD0v5f52OqoorPtNatb3UZrGGK+WWHO5ptPnijODg7ZHQI3tgnI5HFAGhRTZZFhheSRlREUszOcAAdyewrhtO8eTm/uRest5ZjTZtRikg0u5tcLGVyqtKSJshxhkwOOnzCldDSb2O7ornIdU1jTvDt5rviCSylgis2u1s7K2dXjAUuUMjSEPxxnanPOB0qK51LxDpXhPUdY1ObTZZY7Qzw20FrIoibGdrOZD5g6DIVM4zgZwKs07Mm+lzqKK5TxF4o1DSp9Wjsbe3naz0+3uYUkyN7ySyIVJzwMIMccEnr0qaXVdb0mw1KfxA+nQxxpG1rdRROUDOSpjMYYvIynbjbt8zcAAp6Irrb+v61OlorhrPxrqLaXqKyQx3N9BeW9pbSNYz2KOZ9oVnilJdQpY55O4AYwTWxfX2t6HpMV3qVzYXoS7jFy8Fo8AS3YhSQDK/zKSGJJxtBGM80f1/X3iOhorDtNR1bU9P1iewSzVknlh0wzBtrlBtLSYOceaH+7/CB61sweb9nj+07PO2DzPLzt3Y5xnnGaAH0VyPjK+lGs6PpezUpILtZ5Xh0yRopp2jC7Y/NDL5a/OWJLqDsAzzg2/Atzfz+GfL1Zi9xa3M1sXMxlJVJCoBcgFyANpYjJKk0LUHpr/X9aHR0VyfiyfU7vW9O0TTI3dZ4JrmbbftZ7xG0ahTKitIo/eZ+QZJCgkAnObql7c3Xg/StRsru+09Ib22tntRcF3Li7SKQPMSWkHDDqNwJLZyABa283/wA62O+orifFE2raj4lk0vTraWe3srJLuSNNVk0/wA1naRQPMiUuSPL4XIU5JY8LUfiO6h1Pw1YappV/qkOo6hbINFtIbtoyZmXeGdFOJMDBfzNyhVPqci1Vx21sd1RSJu8tfMwWwN2OmaoX2tWun3kNrPFfPJNja1vYTzIMnHzOiFV/wCBEevSgXS5oUUVzE/iK/iurzTRHbDUV1CGC1UhtskEgD7yM5yEWbPPJjNHWwHT0Vxer+Mp7DxJHBazw3Fot7DZzQR6bcOVaRlXJugfKRgXB2EE8YzkjF2Ows7X4ofaLW0ghmutLkaeSOMK0pEsYBYjliBxzRHW3nf8FcUtE/l+LsdPRRXKaZZ2Wl/EHxDJZ2kNsJNPtZ5vIiVPMcyXGWOOrHHU80aLVlWujq6K4/SPEmsTy6Dd6gdPaw8QZ+zwQRMsttmJpk3OXZZPlQg4VeSMZFT+Htf1C+1q4tNZlhtJ/wB4YtPbT5YZAFfG5Z2cpOMYyUXjcM46U2rOzF0udTRXLeFfEGoanfT22tyw2t4ELjTTp8sEkQDYOJXcrOo4G+MAcg8ZArd07+09tz/a/wBk3faH+z/Zd3+pz8m/d/Hjrjj0oB6FyiorqOWW1kjtpvs8rLhZdgbZ7gHgn68fXpXP+BpJ30e+W6up7podUvIlkuJC7bVmYAZPoB06DtSWrsD0V/66/wCR0tFc9441KXS/C7zRSzQeZcQQPLbxs8iJJKqMUCgndhjjAznFcklxrUE2qad5OsW2mrJZ3DxG7e7vobd2dJAHVmcEmIHCO7BWYgg4AFr/AF6f5genUV59bvfX+g6zY6WmtXFva6jbi3R7p4bxoSIpJE8yR1kBwz43srYbHTFPnulfQ4beyh8QW9nb6l5OsQGee5voR5e5QHSR3KkmIkxs3ysenzYP6/L/ADA76iuc8FXc1zp19HJ9sMFtevFatfFjMYtqsu7d82RuI+b5sAbvmzWzqGoQ6ZaG4uUuXQELi2tZLh+f9iNWb8cUPT+u4LUtUVDaXMd5aR3EKyqki7lE0LxOPqjgMD7ECs3VNYk0rWrBLnyU066SVGlbIZJVXevOcbSiyduqih6bgtdjYorjb7xRqUOi6YzT21nqV7C1yYBpdzfOI+MDyoW3LgMoZycA8Ac8V9ZltfEngrw54gutPtxdvd6dNEzIGa3MlxFuCMRkZ6dsjrTSbdvNL7w3O6oorjfGni+50CSf+zp4HeztftM9r/ZtxdM45IDSRHbACFOGcMDycYU5Q0m9jsqK5yXVNY1PxBNp+iSWdnFZwRSzzXls85kMmSFRVkTAAU5Yk5JxjjlzahrGo+I7yy0mWytLbTmjS4kurZ5nnZ1DkIBIgUBSPmO7JJ4G3kJvdXR0NFcxfeJby2g8QvHHATpd3DDDuU/MrxxMd3PJzI3THQVCmseKL3WdTTTrbTzZabqEdvscMZbmMpGzkHcFQqHJBO7d0wuMkWrt5X/L/Mb0R1tFcZd+Mp4PFUNrbzw3Vk18tlJHFptwfLY8Z+158rcGxlMZHIzkVpaTqOsa1qE91DLZWulW93LaiCS2d55vLYoz+Z5gVMsDgbG4Gc84AtVdf1t/mgemn9df8mdDRXL2HiLUby6stPMNsL9byeK/AB2xxRfxqM5y2+EjJPD+1bkH9pf2td/afsn9nbI/svl7vO3c+Zvzxj7uMe+aOlwLlFU9Yu5LDQ768gUPLb28kqKRwSqkgfpXD+F7vUE8RaPJE2pyWOp2UjTy6jdMxuZAquJo4WJ8lOSMDZnePkwAaFq7f11/yB6L+vL/ADPRKKhvVlewuFt8iVomCYODuxxz25rhtPkvLLQ9RsbGz1yz8R/2b5saanfteeaQMF48zSIDuPQ7c5XIxS7/ANd/8g7Hf0V5q2pvYwatFo95q9taf2WJhNrJud6T79uF80NMNwOPlUrkDaCciq0mr3Ok2esxCTV9MUvYxmzu55by6gWWXZJNGxLk7gdqhGbDJyFbIp77f1rYP6/X9T1OiuO8GzahDr+saddQXtvZpHBc2sN/em6miD71YM5ZsZMW4LvfAPUZ2jsabAhvLSO+s5LaZpljkGGMEzwuPo6EMPwIrETwLoKaDd6KYLuTTrw5mgl1G4cH5txwWkJXJJJwRnvmpvGN/caZ4Rvruynkt5o1XbLFGJGTLgEhSGBOCcDB+lZkWvtpPhq51FJ9a1xluYYVi1KzWylJkkRMIDDED9/OSMZ43DtK1dh66GvF4YsIdPms0n1TypipZm1a6aQY6bZDJuUeoUjPekXwvpsdnb2kKSxww3S3bgyF2uJFOQZHfLOdwU5JzlV5wMVmt4uvLc3FleaVCurpPDDDbQ3heKXzQSrGQxqVACuW+Q428bsgUreL7m3hmtrzSkTWEu47SK0iut8UzyLvRhKUBC7QxYlMja2A3GXfX+vL/gE/1+f/AATc1bSLXW7E2l+bjyWOWFvdSwFuCMFo2UkYPQnFZkvgfQ59Ks9OljvWtrGYT2wOpXO+JwNoKv5m4YHAGcDtVHX9R122j8Pu1lEl9NqnlNa2l8xikUwTEBpGRDtyAx+U428BjgVt6Bq02r2Esl3araXNvcSW80KS+aoZGxlXwuQRg8gHnpR/X5f5jfS/9b/5DJPDVjJpsVi0+qCGJy6surXSyEn1kEm9hz0JIFX7KyttOs47SxhSCCIYSNBgD/J5z3rC8Y6lc6eunJDd3NnBcTmOaaxiSa5HyEqI42V9/I52ozADOAMkV9M8RXS/DtNWnmjv7qQulqysmbhmlKQhtnyhjlN23gHdwMYo6MDQ8SafqV3PpN3o8VrNNp94Z2iup2hV1MMkeNyo5B+cHp2rbXcUG8ANjkA5AP1rkfEcms+H/C1kbHUsm3ltYri4mXzZbhnnjRvvcAEM3YnkAbcVL4tvrqz1OyH9o6xp1gYJnmm0vThdHeCm0P8AuZdowXPQdOtHkPVnVUVBZSxT6fby290LuKSNWS4BUiUEcPlcA568cc8VPTejEtUFFFFIAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDD8QWGp6ldabDZw2n2SG7iuZ5pbhlkXY4baqBCGzjqWWtyiihaK39f1oHW4UUUUAYreE9LbXl1km/wDtyk4f+07naASCV2eZs25A+XG3jpUsfhvTY9X/ALTZbme5Ds6fabyaZImbqY43YohwSMqBgEgcEitWijbYDJg8M6bBqw1LF3NcqzPGbm+nnSJmyCUR3KocEjKgYBIHBxWtRRR5AYmn+EdK0vU5dQtDqH2mZdsjzapcyhxggZV5CDgE4yOO2KNM8I6VpF7cXdib8T3IxM02p3M3mcAZIeQgsAAA3UAcGtuigDHh8KaRFZXVqYZp0u1CTvc3cs8rqOi+Y7Fwo5IAOAST3NSHw3pfnSSpBJHLIsymSK4kRgJmVpMMrAqSVU5GCMcYrUoo8wMRfCWmR6bf2cJu1/tCPyri4ku5J5mTkbfMlLMBgtgZ43EjBOa07mxhurBrN/NjhZQv+jzPCygejoQy/gRViijcDO07QdP0y2uIbaKSRbk5na6ne4eXjGGeRmYjHGCcCq0XhHR4dIfTPKuZLRmVlSa+nlMRXG0xszloyuBjYRjHFbVFAHNan4QiurGwsba4vBbwXy3MrTalcNNtCMMLKXLjkjgMB19edrTdLs9Isxa6fF5cW4udzs7OxOSzMxLMxPJJJJq3RQtP6/rsH9f194UUUUAZmt+HrDxDAkOqfamiQk7IL2aAN0PzCN13dBjOcdqhu/CmlXsNslwt2WtozHHOl/Ok+w9VaVXDsDgEhmIJA9K2aKAMi98MaZfWtvbOt3b29vF5MUNlfT2qBMY2lYnUEYGOc0X/AIX0vUY4op1uo4IYhCtvbX09vFs/umON1VhjjkHjjpWvRQBSu9HsL02JubdW/s+YT2oUlRE4UqCACB0YjB4q7RRQBi6l4T0vVtUi1C9N+bmE5iMWpXMSxnGMqqSBQSMg4HOeat3Gi6fda1Z6tPb776xSSO3l3sNiuAGGAcHOB1Bq/RRsG5kS+FdHm1g6nJaMblnWV1E8gikkX7rvEG2O4wMMykjauDwMX7ixt7q5tbiePdLaOZIW3EbGKlSeOvysRz61Yoo8gMWLwjosOpC+jtpfMWY3CxG6lMCSnJLrCW8sNkk5C5ySepog8JaVba82sxfb/tzcM76ncupGSdpQyFdoLEhcYGeAK2qKACiiigBssSTQvFMgeN1KsrDIYHqDWNpng/RNJuluLS2maZIGtle4u5Z9sR2kxjzGbC/KOOg5x1OduigDK03w3pmkpLHZJceRInlm3mu5ZoVT+6kbsVRccYUAY46VHbeFNJtLG5skiuJLS6i8mS2uLyaaIJgjaqO5CDBxhQOMegrZooAw7fwbodstyEtZZGu0SOeSe6llklVGLIGd2LHBJxz0wOgArS1LTLTV9Pey1CMyQOVJCuyMCpDKQykFSCAQQQQRVqijcNjFh8IaJDY3toLNpI78qblp7iSV5WUYVi7MW3DAw2cjAweBUGo6DcQ+HbjSdCAnW93RzSarfzz+UjrtLDfvL4/ublB55FdDRRuNO2xnDQ7E+GxoUsRksPsv2VoyxBaPbtIJGDkjuKvQQx21vHBCu2OJAiLnOABgCn0U73dyUrKxQ1XRLDW4Yk1CJ2ML+ZFLFM8MkTYxlZEIZeCQcEZBIqC78MaPfeHv7DubMPp2VJhEjLkhg4JYHcTuGSSck5znJrWopDM/VdDsdZWEXqzB4GLRS29zJbyJkYIDxsrYI6jODgZ6CqeoeDtG1KytrO4huY7a1A8qG2vp7dAQQwJEbqGIIBBOSDzW5RQBj3nhXStQjt1ukuma3i8lZFvpkkePjKO6uGkBxyHJzUd94O0XUNQhvpYrqC4t7f7LE9nfz2uyLOdgETqMZA/IegrcooAbFGsMKRIWKooUF3LMQPUnJJ9zzTqKKACqb6TZPrCao0H+mxxeUsu4j5ck4IzgkZOCRkbmx1OblFAGHP4N0O51Jr6a1laVrhLop9rmEQmUqVkEW7YGyo5C5POepy8+FdM/t0azm/N8CcMdTudgBOdvl79m3IHy4xx0rZoo22Dfcwo7vxYZlEuiaKse4bmXWJSQO5A+zDJ9sj61Ja+FNLs9bfVoDfm8kGHaTUriRWHzYUo0hUgbmwMYGeMVs0UAY+neFdH0m9+1WNtJG6hliRrmR44AxywijZisYPogHHHSnWPhjTdPvTdwi8muNjRrJd389yY1bG4J5jtszgZ24zgela1FAGVpvhvTdKvGu7YXUtwU8sS3l7NdMikglVMrsVBIBIGM4Gegqzp2k2Wkrcrp8Pki6uHupvnZt0rnLNyTjPoOKuUUARXNul3ayW8pkVJVKsYpWjYA+jKQyn3BBrO0Tw1pvh7z/wCyxdqJ2LyLPfTzgsSSWxI7AEkkkjk961qKAMm28LaNaeHpNDhsU/s2QuWt3ZnBLsWY5Yk53HPXjtiki8MabBp01nD9sRJ2DyzC/n89yOmZt/mcYxjd046Vr0UAZv8Awj+nrpH9mQrcQW+7eTb3csUrNnJYyqwcsTySWye+aYPDWmrpX9nwrdQQGTzWe3vZopZH7s0quHYnuSxz3rVooAgsrK306zjtbKJYoYx8qj3OSSepJJJJPJJJNT0UUAFVNT0qz1iz+y6jD50O4Nt3FeR7gg+xHcEg8EirdFAGXqnhzTdZuYbi+imMsKNGrQ3MsO5GIJRtjDep2j5WyPaqt14L0W702y0+SK7jtLBES3ht9QuIVQIQVJCONxBUEE5IxxW9RQBiTt4hsnFtpGl6ddWcSKkct5q8yysAB979w5J9yxJ6mobrwlp+vq1z4isNl1cQCC6gtdQn8mRRuwGA2CTG44LJkZ46CuhooD0Mq+8NaZqF1FdTJcw3EaCMS2l5NbsyA5CsY2UuAc4DZxk+ppbzw5pt9qS6hKtxFdAKrS2t5NbmQKcqH8tlDgZOA2cZPqa1KKAMTUPB+iapfSXd9aPJJKUaRRcSLHIyY2u0YYKWGBhiMjA54FadtY29nLcyW0ex7qXzpjuJ3PtC556cKBx6VYoo2Awz4N0M6mL82spmFz9qVDdymJJs58xYt2xWJzkhQTk56nNhfDmnRau2p26XENy7+Y6w3k0cMj4xuaJWCMSMclSeB6VqUUBvuYWh6PcwavqOs6rFbQ39+I4zFayNIkccYIX52VSzHJJO0cbRztydGDSbK21a71OCHbeXiRpPJvY71TO0YJwMbj0HerlFACEBlKsAQRgg96ydJ8L6RodwZtNtmjfYY0DzySLChOSkSuxEa5A+VABwvHAxr0UAZ1loOnacNQ+xQNAdSmae6ZJnDPIwALA5ypwB93GO1R2XhvTdPjuVt1ujJdJ5ctxNezSzlecKJXcuoGSQAwwSSME5rVooAyE8LaQml3Vg9s88N4u24a5uJJpZAOmZXYvx25+XtimQ+EdFis7y2e1kuUvUCXD3lzLcSSKPur5kjMwAJJABwCSRgnNbVFAFHS9GstHikSxSXMrbpJZ53mkkOMDdJISxwOBk8DpV6iigClrOlx61pE+nzzSwJMAPMh270IIII3AjqO4NYeu+HtUuPC8tjDq9/qNzJd20izTrbo8KpPGzFdsaqcBS3zA9O/Suivbo2dnJOtvNcsuNsMCgu5JwAMkAcnqSAOpIHNZOla9e6t4VGp22mKbxneIWn2n5NyymMkyFR8vG4naTjoCcAnW4+qIz4OtZLSZbm/v7i+lnS4/tF3QTpJH9wqFQIAoyNuzacnIOTlR4PtTYzRzX19LezXC3TakzoJxKoCow2qEACjG3btIzkHJzWPi28XSL95NKhXU7G/hsXtvtZMLPK0YVhL5eduJVJ+TOQRjud2wnvzZNLrVvaWcqkkrb3TTIFA6lmjT34x+NGyv/AF0/4AalVdB3pp/2/Ury+lsLk3Mc0wiVmYo6YYIirgBz0APTmren6bDpoufIZ2+03D3D7yDhm6gYHTisceJLxPCZ1o6e1y0wkmtoIgU/c4LI0jN93KAEnHGcAE4Bt/2rqN3oOn32kabDcT3kSSmKe68qOIMm7lwjE+gwpyT2FHfy/X/hvwE+i/rT/h/xH6zoKavPaXMd9d6fd2bMYbm08ssAwwykSKykHjqueBgiq1t4UgtG05IrmR4LO4lu5FlG57m4fP7xyMDq7tgLjJXGAuKrL4rvL3RdKutK0yGS71C4e3NvdXZiSJ0Ehf51R8jMZA+XnIPFdDZvdPZxtqEMMFyR+8jglMqKfZiqk/8AfIo2Dcy/Enhz/hJLWO2k1a+sYFdXZLQQ/vGV1dSTJGx4ZQeMe+afeaJdXltBAfEOqQrGmyZoVt1a59Sx8rKn3TZ14xxUXiTUNStJ9JtNHltYZtQvDA0t1A0yoohkkztV0JPyAde9ba7gg3kFsckDAJ+lFtBu6IrO0g0+xgs7OMRW9vGsUSA8KqjAHPsKmooovfViCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAorD8QX+p6bdabNZzWn2Sa7itp4Zbdmkbe4XcrhwFxnoVatyhaq/wDX9ah1sFFFFABRWHb+IZZ/FzaM2nSww/ZpJo7mVwDKUdUbCYzty3DEgnB4xhiafq2r6hqk6pplkmmw3MkDXBvn847OM+V5W3k/7fT8qN7f15A9P6+ZuUVm2viCwvdUlsLU3MssTMryLZzeSGXhl87b5ZIPBAbOQR1BrSJwM0eYBRWHo3iOTVdS1S1m06WzWxETr5jbpJFdSQSgHyn5fu5J5GcHIENj4tWaHXp9RsJbCLRiDIHcO7J5Ky5KjocNjaCenXtRsC12OiormIfF8lpJ/wAVRYw6TFJaNexSpdGYCNSocSfIuxh5icDcOT83FWrHxroGovMtvfFTBDJNL59vJCI1jOHyXUYK5BI6gMpxggkBam7RVHStYtdYheWzS7RFIB+1WU1sTxngSqpI9xxVS215XXVb65kii0qxkMSTAElig/et7gN8oAGcoeuQAAbNFYN74ts7Xw1eazHa6i8dsrfupNOuInZgufutHuC/7eNo554NPtvFumzaI2pzC7tYU2KwuLGeJmZsBVRWQNISSANoOScCgDborFPi/RE0xb+S7eKFp/s22W3kSQS4J8sxlQ4Y44UjJyuM5Gb2l6tZ6zZm50+R2RXaN1kieJ0ZTgqyOAyn2IHBB70AXKKKKACisTxVf6lpej/btLltV8mRPOjuIGk8xSwXClXXaeep3fSrGreIdO0R4kvnnMsqsyRW1rLcSFVxubZGrMFGQCxGMkc80roDTorIuvFGk2ttaT+fLcpex+bbiytpbppEwPnCxKx2/MvzYxyPWpNR8Q6fpUkEd19qeWdC6RW1lNcSbRjLFI0YqMkDJA54p9bAadFU77VbLTZbOO9m8p72cW9uNjHfIVLBeBxwp5OBxVygAork9d8bto0l9cfYYX0vTJY4b66lu/KdXfacRoVIkwrqTllznAya6wHIyOlHS4dbBRXMzeLLmO8llTTEbR7e9WxmvDckSiQsELLFswUDsFJLg8MQCAMpF4tuJLtJjpiLo0t8bCO8+0nzfMDmPcYimAhkBUHeTyDjB4Fra3X+v1B6Xv0OnorlYvGU8usRRLYW/wBhl1GTTlkF7/pIlQNkmHZgL8hP387SGxzir+n+IpL7xReaS+nyWyW9slxHNK4DShndPuY+UfJkZOSDyBRv/XzB6Xv0/wA7fmbdFFFABRQTgZPArLsPEmmaleS2ttLMs0SeYVuLWWAOmcb0LqA65x8y5HI55FAGpRWXpniPTdYErWD3DQxrv+0SWksULr/eSR1COO+VJGOelQ2/i3SLnT7q+iluRZ2sXnPcyWU6Rsn95HZAJBgZyhPGD3FAG1RWbf8AiHS9LN1/aF2sAtIEuJyytiON2KqxOMYyrfTHNRWninSL63u5ra4kZbQAyhraRWIb7pRSoLhv4SoIbtmgDXorIg8U6RPpl3f/AGl4YLJttyLmCSB4jgEAxuoYEhhjjnIxmnQ+JNOmgglY3dutxci1i+12M1uWkIyBiRFOD2bpnjOeKANWis6XxBpkFvqk8tziLSc/bWEbERYQSHoPm+VgeM9fWr0E0dzbxzwtujlQOjYxkEZBoAfRWTrWsXFhdWdjplnHeaheFzHHNOYY1RAC7u4ViAMqOFOSw7ZIPDGvw+JtBh1K3VU3M8ciJKJFV0YqwVxwy5Bw3GRg4HSgDWorB8T+KIPDscCMbQXFxuKG9vFtYUVSAzPIQcDLKBhWJLDjGSE1LW9Us9Bi1W0sdMuoFtjc3Tf2kyqqhd37thCRIMZwTs7evB0uO2tjforltZ8Xz2Uvl6dY2skkennUZl1C9Npti/2cI+4jHzZwFyvPNM1PxrNbW8lxp+mJNDaWCX98by6+zGFHBKovysGkwrcEqBx83ND01f8AW/8Akxb28/8Agf5o6yioLK8h1DT7e8tjuhuIlljJGMqwyP0NT02mnZiTTV0FFFZz6/psdrc3D3OI7W5FrMfLbKyllULjGTkuuMdcg0hmjRWXceI9NtdWj064kmSaR1jV/ssph3t0QyhfLDHspbPI45FQRX+pR+NX025ltZLKWza5hEcDJJGVdVwzFyG+8Twq0LV/16g9F/XobdFFYemahqTeLNV0vUJbWWC3ghuLdoIGjZVkaUbXy7BiPLHIC9TxQHS5uUVj2HivR9S1EWNpcSGZ9/lNJbSxxz7DhvLkZQkmP9gnjnpU2neILDVrqWCxNzJ5WcytZzJC2Dg7JWUI/P8AdJoA0qKzdK8QWGtPINONzIiDImezmjikGcZSRlCuPdSRjnpU2natZasty2nzecLW4e1m+Rl2yocMvIGceo4oAuUVFdT/AGa1km8qSYouRHEu5nPoB6/p61neHNbk17Tpria0+xyQ3c9s0Xm+ZgxyFM5AHXGcfqetHWwdLmtRUF7dGzs5J1t5rllxthgUF3JOABkgDk9SQB1JA5rAt/F0s/hW21L+zh9turlrSGzWfKtKJGTmTbwvyFi23gA8E8EA6aiuTh8Z3E2nagI9PtW1XT7+Kwltlvi0O+RkCkSiPOMOM5QEEEY71rm715dK3tpNk2oNJtWCPUGMKr/eaUxBh9Ah5x2yQdL/ANf1qBq0Vl+HtZOuaW1xJb/Zp4p5baeEPvCyRuUba2BuXI4OBkdh0rUoAKKKrPqFrHqkWnPLi6miaaOMqfmRSoYg4xwWXjOeaALNFY8/inSoNPhvfMuZoZi4j+zWU0zEKcM2xELBQR94jHI55Ga2u61dwadpmqaJdWUtjcXNtHIJIWkM0c0qIGRw6hcByeQ2eKFq9P6uB0NFFZereJNM0ORV1KWaMFd7vHayypEucbpHRSsa9eXIHB9DQBqUVl6j4j03TL2K0uHuJbmRPMENpaS3LqmcBmESsVUngFsA4OOhovfEWnWGpR2EzXEt06hjFa2ktwY1JwGfy1bYCQcFsA4PoaANSis+XXNOgS9aW42rYSLFcnYx8tmCso6c5Dr0z1qnN4y0KDVX0574m6inS3mRIJGEMj7dgdgpVA24AFiATkAkg4N3YNjcorLk8R6bFrCabJJMs8j+Wjm1l8lnwTsE23y93B+XdnjGKF8Rac+stpcL3E1yjbJDDaSyRRNjdteVVKI2MHDMDyPUUbgalFZsXiDTJrayniud0d9Mbe3/AHbZeQbsrjGRjY2c4xg1NBq1lc6td6ZBNuvLNI3nj2MNivnackYOdp6HtQBcoqK6uYrOzmubhtkMMbSSNjooGSfyFc7pHi6e81210zVNOisJNQtGvLNVu/NkMYIyJU2r5bYYHALDhhu45Fq7f1/WgdLnT0VFdT/ZrOafbu8qNn25xnAzisS117VI/D9zrOt6Xa29tFafakSxvHuJHAUsQQ0UYBx7n8KV9/Idtl3OgorlbTxlIn2z+2bS1iFvZJfI+n3v2pZI3JCjJRMMxHy9QfXiks/Gv2jQbrUjHp1yUmjggg0zUxds8rkKscjBAqNllzgsBycnHL/r9Cb/ANfidXRWFoHiJ9V1LU9Lvre3ttR0xoxPFbXX2hNrruUhiqkHgggqCMdwQa3aBkN490lnI2nwwz3IH7uOeUxIx92CsR/3ya5TSdN8W6X4Lu9PtodIh1QPI9pKbuSWLMkrOS/7pSNobjAOSOcV0ms6pHoukT6hPDLOkIB8uELvckgADcQOp7kVFZau01q8+p6dcaMquqKL6WD5yxAGDHI45JAwSCSaXdD7GJYaFqEHhO40y+0HR713cO8V1qDTpeOTl5JnNuPmyM8IRwANoAxBB4Xv7Pw5c6ZbwW9rHql4POtbF8W9hbkASLHnaTuCtyqj55M7QMmukg1/R7rTJdSttWsZrGDIluo7lGijx13ODgYz3NOg1vSrnSX1S21Ozm09AzNdx3CtEoX7xLg4GO/PFP8Ar5C/r5kGv2+oTaBPZ6JbWkss0bQ7bm4aFEUqRkFUfJHHGB9RWFcaX4vPgax0ixXTbW7jEdvcvHfyDdAqgExyeTlHbGM7TtGcHOCNS78YaVDbafeWl7Z3dheXTW73kV0pihCxSSMxYZHHl4PIxnPateyvrTUrOO7066hu7aQZSaCQOj844YcHmi2/nb8P+HDt/X9bHO3WiT3Hhey0+bwp4euxbthbC5u2e3hVQQpVjbklsf7A6nk1q+G9Jk0Pw/b6fLMJWiLH5AQkYZiwjQEkhFBCqPRRS6vrcelSW0CWlxf3l0W8m0tdnmOFGWbLsqgDIySRyQOpFOtNcsrvQW1fe0NtGjtN5w2tCUJDq3oVKsD24ovo2FtkZHjG/s9M1Pwzd6ldwWdtHqb75riQRoubWcDLHgckCn+JPBem+LZre5vJgPKj2oRZWk4IJznM0MhH4ECpLvxdBpmj2N3qllcRT3flZtYR5jQiR1QF24AwXGefXGcVb1bXX02+t7O20m+1O4uI3lCWjQrsVCoJJlkQdXHTNA7327GLqnw20rVksluJtos7ZbaP/iW2EmVXOPv27bevRdq+gFO1j4c6Xrb2rXM202tslsn/ABLrGTKr0/1lu2OvRcKOwFdZE7SQo7xtEzKCY3I3IfQ4JGR7EinUMRx+rfDXSdYu4ri5m2tHCkI/4lthJwgwOZLdiPoCAOwFO1f4c6VrOtNqdzNtmbZkf2dYyfdAA+aS3Z+397jtgYrrqKPMOljktW+HWl6xrz6tcS7Z3ZWI/s6xk+6AB88luz9u7cdscUt78O9LvvEh1qWXFwZlm2/2dYtyuMfO1uZO3Xfn0I4rrKKFoD1OSufh3pdz4lOtvLi489Z9v9nWLfMCD9825k7dd+70NEXw70uLxN/bay/6R9oNxt/s6xHzE5++LfzPx37veutooWlrdAet79Tk7H4d6Xp/iRdailzcLK0u3+zrFOWzn51txJ3678+pPNJpnw70vS/EC6vBLmdXdwv9nWKcsCD86W6yd+u7J7k811tFC0Dc5HRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/wC99c03SfhtpWj37XdtNudo3jI/s2wj4YEHmO3Vu/TOD3BHFdhRQBx+k/DbStHe6a3m3G6tntn/AOJbYR4Vuv8Aq7dc9OjZU9wadpPw50vR0vVtptwvbZraT/iXWMeFbr/q7dd30bcvqDXXUUAchpvw30rS7a/hgmyt9AYJP+JbYJhSc9Et1DfRwy+1Lp3w50vTNP1CzgmzHqEYjkP9nWKYAOfupbqrfRww9q66ijcDjrT4a6TZ6Tf6fHNmK+EYkP8AZtguNjZHyrbhW/4GrY7YPNOt/hvpVvoN3pSTZhu5Ekc/2bYDBXp8gtwjfVlJHYiuvooA5GL4c6XD4dn0ZZv9HnnWdm/s6xHzAY+4Lfyz9SpPvTR8NtKHh1tG879w1yLkt/Zth97bt+59n8vp327vfHFdhRQBx7/DXSX8Px6QZv3EdwbgH+zbA/MVx9w2/lj6hQ3vjinXHw50u48P2mkPNiC1keRG/s6xOS3X5DbmNfqqgnuTXXUUbgcfdfDbSrvRbHTJJsQ2JkMZ/s2wbO85PytblF6fwKue+adffDnS7/R9P06WbEWnhxGf7OsWzuOT8rW5Rf8AgCrnvmuuooA5C/8AhvpWo6dp9nNNiOwjaOM/2bYPkE5+69uVX6IFHqDTdS+Gmk6pHZJPNgWdstvH/wAS2wfKgk/x27bevRdq+gFdjRQGxyOsfDnS9be1a5m2m1tktk/4l1jJlV6f6y3bHXouFHYCk1j4b6VrVzDNczbWhgSBf+JbYSfKowOZLdiPoCFHYCuvooA5Xxbe2NqdD0x7y3S7k1K1MNu0irJIqyDJCcZA9hgV1VFFHS3nf8v8hW1v5W/P/Mz5dFtZtWTUXlvhOmMIl/OsJx6xBxGfxWtCiigZzElj4hfx5DqostM+wRW72mTfyeaUZ1bfs8nGRt+7u7/eqFvDE9x4vi1MaRo+l+TcmZ9Qs5Ga7vFwVCSYjTAOQWyzj5QMdGHW0ULS3l/w4PW/n/wxyVjoGq2/i86hDDbaXZNLLJcJbalNOt5uBAzA0axxMW2uXUk5BHO4mutooo6WDrc5bRbDxFb+KtT1HUbHS47e/SIYg1CSR4zGpA4MCg5z6jHvTdD0zX4da1u41jT9KFtqrLIUhv5JSpWJI9hDQKCDtJJ7Zxg11dFKwbHn6eALmXT7svBbWVybNrO0i/tG4vVRGKE5llAYL8igIqgLycndxoR+FL2HU57t4rG8iePUF+zTSMqy/aJY3VWOw4GEIbg9eAa7Cin1v6r79w2OQ0fSfEGh6VqhhRCzxKun6d/aMt4kUgBG7zpgrBTlfk6KEJHLEVqtoSW3g06LBawaiot/JaK8lMaXGfvF3CsQSSSTtJya2qKHqC0dzl9I8Pamugarp+q3Plx3qtHBCLyS9+zK0e0/vpQrvk5bB6dAcVBfaFrus+GLaz1COztbyxmiki+yajOqXGxcEGRUR4s5OCu7HH3uQevoo/4H4bB/wfx3PP7rSr3RbLTGttNt01G41pJTHLrNxdLKfJdQWnljLj5VxgKRwPWuo8PaXdafHfXGpND9s1C6N1LHAzNHEdqoEUsAThUGTgZOTgdK2KKFpfz/AOB/kD1t/Xf/ADKuoafDqdobe5e5RCQ2ba6kt34/242VvwzUlpbR2VpHbwtKyRrtUzTPK5+ruSxPuSamooAwPF9lq+p6M1jotvYymYjzHu7p4dm1lYYCxvuzg+mPeobqw8QJq0OtWFtpr3kln9lubSa7dY0IYsrJKIiW6kEFBnIORjnpaKVtbgcTf+Er+PQdLsbC3tru7soXX+0Dqc9hJG7feK+UjEoTzsY44XOcZqfxB4e1i/gshapbT6jb2pi/tf8AtGWymRyBlhHFGwdSVDbGO0kYx3rr6Kf9f1/wAKE6arGmnpZyWsu2VReyXCspePadxQLwGLY4PGM1foooA4TVvAlxea5q00MVhNBq4w11cyOZ7DdGIpfJTaVO9AOQUPPO4ACurmXVU1iyWyFkNKEbi6Em/wA7dgeX5ePlx1zn2xWhRR0SB6nH6h4QfU/EjzSWdvbWLXEVzJKl/NIZ2QqRm2KiJGJQAyZZsD1OVD4ONz4n+1z2Vta2cV2LxTHqE83myA5DCBgsULE8sy7icsM/MTXYUULS1un9foD1TRw9v4S1hPEkd7MbISR3rztq6XMhuprcsWFs0WwKEAIXG8qNu4Lu6X7XT/EK+PrjVriy0xLGa1S0yl/I0qqjyMH2mEDJ3gbd3GOprqaKFpby/wCGB638/wDO/wCYVn2mi2tlqM19DLfNLNncs2oTyxjJydsbuUX2wBgcDitCigCO5SWS1lS3l8mZkIjk27tjY4OO+D2rgdK8C6w960muXCqsukz6fM66rc3ju8nl5lXzQqxg7W+VQMccnt6FRSsv6/rzGm1sc3Fpesaj4avNB12Gwt4JbJrRLqyuXdnypTd5bRrs45xvb0yetMn03XtW8K6jo2pwabaPLZm3guLa5klDttIy0ZjXYOhwGb0zxk9PRTbbdxKySXb+v0OKu/DOu6zJq0+qLpkDX1nbW0cEMzyqnlyu7bmZF3ZDf3R6Y4ydzxFpV1faTdjRXjtdRnWNDOGMTSRq+TGZVBZcguAwBKliRzWzRQ9Q63OCtPBOqJY6kZZLdLma7tby1ilvri8VXgKsEeWX5yCV6gcZ4XjnQ8S3sq+Dbr/hJfsOl3jt/oKW101wZJ0w8QQNGjM+9fuKCTj3462ijpb+v60BaO5iabYajp/hN1thbjWZ0kuH88kxfaZMsQxHOwMccc7QK2IPN+zx/adnnbB5nl527sc4zzjNPopi6HMeLvDEmuXWnXsFvaXr2RkR7G+ldILmOQDKsVDdCqsAysDjp0IlttK1rSPC80Wjtp7avNcNcN9oDi3UvJuZRt+YhVO1TxnaCQOldFRSWg3qYGtaVfvrmn61pFvZXV3aQy25hvJWiUpJtJZXVHIYFAMbeQx5FZk/hW6j8O2Wkro2h6ssbSSl7+Ro1tpHdmzEgifgbiB8ynAHPp2VFFtLB5nDax4Q1a6+yxk2muRQ2EduraldywPbzrnNyhRHJkOR82VZdvDfMabeeCtUTVoL+F7HV7g2ENtJPqbOpgnjyBdIiqys5DHj5SMYDgMa7uijff8Arf8AzD+v6+7+tSrpenx6To9np0BLR2kCQoSOSFUAH9KhvtFtdQvIbqeW+SSHG1be/nhQ4OfmRHCt/wACB9OlaFFNtt3YkrKwVzs/h2eTxZ9tSSMadK8dzPDk7muI1ZVOMYIIKHOQQYl65OOiopdR9LHB6r4R1/U/EDXEl1HJbLqVvdxSPqdwoWGN42MX2VQIs/K2HJYk4yB1Gu9pr58cR6mbLTBp8du9qX+3yebsLq2/Z5OM/L93d3610tFC0St0/wArfl/Vwet7/wBdf6/yMKPxz4TlmWKLxRoryOwVUXUIiWJ4AA3daqWmn6+3jC/vr2y02OwvLaO1LQ38jyosZlIbaYQCT5gBG7jHU11FFGjVmO7Wxx+jeG9ZtzoVnqZsVstABFvNbSsZLoiJokLxlAIxtYkgM3OOcU/QdB1bT9ckuTBa6ZYskm+xttSmuoppGYEMEkjVYcHcTsHzbuRwK62im227sXSxyfhjQNU0rV5ZpIrfTNOMJUadbajNeRFy2QyiREEIUbhtQYO7kDaK6DTv7T23P9r/AGTd9of7P9l3f6nPyb938eOuOPSrlFFwIrlp1tZGs445ZwpMaSyGNWbsCwViB74P0rA8H6drWlQX0OtW1hGs95NdxtaXbzHMsjOVIaJMYzjOTn0FdJRS63DpYyrN/ECaEzahDps+rBm2xwSyRQMNx25YqzA7cZ+U81y0fhDXLrwaul6hHp8NzaXxvbcwXsrxz5kd2jkIjRkUq5TI3dc4/hPfUUrAchbeF54NG1BZ9D0O5kvXjUaS0hFnDFGAFTd5R3YO5/8AVgZbGOMmKPw74g0nwpdWfhv+zbK7vLvzRbpK8cFjEQAyQHy2+bgkHYBudm29j2lFMNjK8N2U+m6HDZXFha2Ag+VIrW6e4Ur/AHi7IhLE5JyDk85JNW9Q0+HU7Q29y9yiEhs211Jbvx/txsrfhmrVFD1BaENpbR2VpHbwtKyRrtUzTPK5+ruSxPuSay/Emk3uoxWs+kTRwX9pIzRPISF2ujIwOAegbcBjkoo46jaooeu4LQ5DW/DGpyf2Xa6JLjTLO1Nubb+0p7Iq3yhJN0I3SYUMNhKg569xBN4d8Q2/gnQtDsINNuJLEWrTyz3skQLQSI+FAickNsIycEZ6Gu2op3e/ncDEn8X6Fpri113XNH07UFRTPbSaggMbEA4+baSOeCVGRziub8UaDqnjJbqbQ9StrvSr6w8m1kTV54Y4X+cM2yEbZw2VHzNgYPB5B7+ikNNp6HNtpesaZr02oaPBYXiXkEMVxHdXTwGIx7gCrLG+4EMeCFwRnJzw86drGm+JL2+0qCxu7bUmiecXN08LwsihDtxG4cFQDj5cEHk546GijrclKysjjdY8N67c3WsQ6cdO+x6rPDcPNPK4kiKLGpQIFIORGCG3DGfunHOzpuhrb3OstexW80eoXwuVXbu4EcajcCOoaPI69q2aKFp91vy/yG9Tg7jwj4gu/EqXd1dRywRamt2kr6nccwqwKxC1AESlRxuyxJGeC2RtaRp2r6HfXFrFBYT6VPdzXRuXuXjnj8xi5Xy/LKthiRnevGOOOeiooWisv62/yQPV3f8AW/8AmzjPDEMGo+KdRv8AT7iG70a3lZ7KWIhkM8wBn2sOGAI6jvLIOxrp4P7S/ta7+0/ZP7O2R/ZfL3edu58zfnjH3cY981coo6JB1fmV9Qs01DTbmylJEdzC8TEdQGBB/nXKeF/CF7pd7ZyahBp0QsI3UT2rvJLfysAnnSl1BVggIxuk++fmAXns6KFo7g9TNtV1ho9SXVI9PlUyuLKOEuA0W0bRKWBwxOc4BGO1c3Y+Dr63h1WTT4NM8LzXdk1rDBo5LxrIckTsdkYLDOBhcgZ+Y5AHbUUhnAReBL25stTt5rfTdJgvLZU+x2s8l1DPOrBhPKHRMk7QG4JcE7mOBU+p+ENV8RQ6jc6j9i02+mit44I7K4ldcwSGVS8oWN+SduFAKjJBJOB3FFMS0Vv6/rQ53wx4ffSrm5u57LT9OaaKOCOy04loYURnbhiiZLNIxPyjt1610VFFO9wMTxjYXGp+Eb60soJLiaRV2xRSCNnw4JAYlQDgHByPrXMa7bLH4Au4pdD1iNGv7PdaarfLePcD7RFlVLTyAA9MFlHP4131zcwWdrJc3c0cEESl5JZWCqijqSTwBWW2t6LqHhwarIwn07eCPMtnJLrJhQIyu4vvAAAGd2Mc4pLR39BrdHOXWj6vf3NzrX9ktDm9tJxpU00XmTJAGBJKsYw+WBUFiP3a5K/wk+iarem61c6SYvM1S3vf7JeWLzJkijCZYhjHvLYYDdj92mWH8PRL4s0dtGm1QTzfZ4JhBKn2SXzkkLKoQw7fMDEsuBtyQwPQ5q9pupQaram4tUukQMVxdWktu2f92RVbHPXGKLW/P8v8kL/hvz/zMTUrS68QtoE8+jTW62mqC4mt7xoWaNVilCv8jsp+dkxgkjrxir3h2wn0+PUlniEQm1GeeMAggo5znjpk5PrTz4k06PR59UupGtrOGV4/MlX/AFhRiuUAyWyQcADJ7DkU+68QadaabbX8kk0kF2FNuILaSaSUFdwxGilz8vJ44HWjz/rW3+QPWyf9Wv8A5lDxXYzzfYrzT4NWa+t3dY5tKe2WREYfMGFwdhU4XjBOVB7VnRaDdW2jab4fkSSVb28lu9QlDNIiJ5hmZC5A3bmZU5wWG444ONubxTpMOl2eoieae2vW225tbWWd5DgnGyNSwICtnI4wc4rRs7uO+s47mFZljkGVE8LwuPqjgMPxAp7A9VY53x5HqV5oaWOlaPdajJJcQSloJIUWMRzRuQfMkU5IU4wDz1xTPEdo+qx2U/8Awj+tveGF1RrPU0tDalsZWVknXIyqn5RIOO/Q6+t64NFFmq2F1fz3s/kQwWpjDFgjOTmR1UDah71pqSyAlSpIyVOMj24qbaDvYraXFeQaPZxapcLc3scCLcTKABJIFG5gAB1OT0FWqKKpu7uJaIKKKKQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWXquuf2TeWUMun3c0N3MkH2qIx+XE7NtUMC4br/AHVNalHS4dbBRRRQAUVnxa7ps+uy6PDdrJfwx+bJEgJ2DIyC2MBvmU7c5wwOMEU0a/p7aydLieaa6U4k8m2kkjibG7a8iqURsYOGIOCPUZANKiiigAorPsNe0zVLm8gsLtJ3sSFuCoO1Cc9Gxg9DnBOCCDyKh03xPpOrTSxWdxIHijExE9vJBujP/LRfMVd6cfeXI6c80Aa1FZWk+JdL1uZ4tPmlZ1QShZreSHzEJwHTeo3r/tLkcjnkVq0AFFFVLbUYrvULy1hSTNmVSSQgbCzLu2g5ySAVJ4x8w98AFuiorq5hsrOa6uX2QwRtJI2CdqgZJwOegp8UizQpLGco6hlOOoNADqKKKACiiigAorM13WxoVml1JYXV3CXCyPbmP9yCQAzB3UkZP8OT7Vp0AFFFFABRRRQAUVkX/inSNM1EWV7cukuUDssEjxxFzhPMkVSkeT03EZrXo8wCismTxRpMWsf2Y9xJ9o8xYWYW8hiSRhkRtKF2K5BGFLAncvHIzIdf0/8Atr+ykeaa6BAcQ20skcRIyBJIqlEOOcMQcEeooA0qKyF8U6S2rDThPN5zSmBZPssvktIM5QTbfLLDBG3dnII6jFLZeJtO1DUnsbQXskkckkTSf2fOsO5CQw84p5ZwQR97qMUBsa1FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFUdV1my0aGOS/kkHmv5cUcMLzSSNgnCogLNwCTgHABPQVLp2o2urafDfafMJreZdyOAR7EEHkEHgg4IIIPNAFmiqWqavZaPAkt/Ky+Y+yOOKJ5ZJWxnCRoCzHAJwAcAE9Aaq3nijTbBbQzrflruMyxRQ6bcSybRjJZEjLJjcv3gOtAGvRWPqPinTtKVWvI9SCNCJt8WlXMqqv+0UjIUjHIOCO4pl54w0Sxt7ae4upfLuYBcq0drLJshOP3km1T5a8/efaOD6GgDbopFZXQMjBlYZBByCKWgAooooAKKKy4dbEniOXR5bC6gkWEzxzyGMxzICFJXa5YcsPvKKOtg2VzUoorL0/XBfa1f6XJYXVpPZKkhacxlZkdnCshR2OD5bcMFPTigPM1KKKKACiiigAopssscELyzusccalndzhVA5JJPQVU0rV7HW7NrrS5/PgWV4i+xl+ZGKsOQO469D2oAu0VBe3ttptjNeX0qw28K7nduw/r9O9ZsPizR5tPubxJ51W1kWKaKS0mSdXbG1fJZRIS24YAXnPGaANmisgeKdJOivqqzzNbJKIHVbWUyrIWC7DEF8wNkgbdueRTj4l09dK/tB1vo4TJ5SxyafOszt6LCU8xuOeFPAJ7GgDVoqrpup2mr2CXmny+bA5IBKlSCDgqykAqwIIIIBBGDVqgAooooAKKKy9a1waI1oZrC6uIbmeO3aeAx7YGd1RS4Zw2CWH3Q3ejrYDUooooAKKKKACiiigAooooAKKKKACignAyeBWRpfijSNZvGtdPuXeUR+agkt5IhNHnG+NnUCRckfMhI5HPIoA16KCcDJ4FZVn4m0q/gubi2nl+zWqGR7qS2kjgZBnLJKyhHXgnKkjHNAGrRWPaeKtIvba7mjnmiFkoe4jubWWCRFIyp8uRQxBwcEDkggZIpbfxTpFzp15ercvFFYnFytzBJBJCcAjdG6hxkEY45zxmgDXorP0nXLDW0mNhJIWt3CTRTwSQSRsQCNySKrDIIIyOe1aFAFbUJre3sXnvIXmiiKuUjt2nbIIIIRQWJBweBkYzXH+GtdbSPh/dT/2RrE9xZzTyfYxps8csvmTuyBAyDdkMCSM4HWu5ooDqcDZRWt94U1KfU5dYhvLq8hvLuW10m4V45lZDGIY5ISXVfLQZ2HOCTjPFmPVNZj8M3Uck11LPe3Ys9IuL23EFxIrqP3kkYVcbT5jfdU7UyR3Pa0UabdP+G/yDU53XYLHRfBhtIrO4lSG2a2tEtrOS4dW8plHEasRxkFuBzyeayl8S3Ok/DrS203SdSnvjFFZiOTTLn/R3CANJIgTfsXH8IO44APOR2ctxDA8SzTRxtM+yIOwBdsE7R6nAJwOwNSUd2+tvwv/AJh28r/j/wAMcObXTrbwlpPkXviG2NrcPJHc22kStcNKwcOzQtA+1WLueUA5GDXSeG5NTl8P27a4CLzLAl0VXZNx2M6rwHKbSwHAJOAOlalFO4HPeI/+Q/4W/wCwm/8A6Sz0zxPZeJrq5gPhu8+zxKhEo+1xQ5bPHD2k2fwK/StTV9EsdbhhXURMPs0nnRSQXUlu8bbSuQ8bKw4Zh171btpYZ7SKW0lWaB0DRyo+8OpHBDd8jv3pbjb/AC/U5TVNO8ZypZf2ZqPlslsq3H+nwpul5yebF93bkbB/sju7WNP8ZTPa/wBkah5SrbIs/wDp8Me6X+I/NYyZ+o2j/ZFddRQI4/VtO8aTXcTaXqPlQiFA4+3wplwPmOGsJM898gH+6vSnavp/jKbWmk0rUPKsfkwn2+FOw3fK1jIeuf4/y6DrqKA6HJatp/jGbXnl0vUPK08su2P7dCmBgbvlaykPXP8Ay0P1HQLe6f4wfxIZrPUNmmecpEX26Ffk4yNhsmb1483P+0O3WUULQGclc6f4wbxKZrfUNul+ereV9uhH7vIyNhsi3TPHm5/2h1BFp/jAeJvOl1DOl/aC3lfboT+7zwNn2IN07ebn/a711tFC0sD1ucnY6f4wj8SLNe6hv0zzWJi+3Qt8nO0bBZK3px5v4nummaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/AJaD6nv1tFCA5HRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0puk6d40hv2fVdR8238twF+3wv8AMQdpwtjGeuOd3Ho3SuwooA4/SdO8Zwvdf2pqPmq1s6wf6fC+2U/dPy2MePqdwH91qdpOn+MoUvf7V1DzWe2Zbb/T4X2y9j8tjHt+p3j/AGTXXUUAchpuneM4ra/Go6j5krwFbY/b4X2SZ65Fim36kOP9ml07T/GUen6gmoah5lzJGBaN9vhfY2eTkWKBeO5WT6CuuooA46007xomk38d3qO68cR/ZX+3wtsw3zfMLBQvHqj5/wBnrTrfTvGa6DdxT6ju1BpEMEn2+E7VH3huFiAPoY2z6rXX0UAcjFp/jIeHZ4ZdQzqTTq0Uv2+E4jxyN/2EKPoY2P8AtCmjTvGf/COtCdR/4mX2kMJft8P+q29N/wBh29e3l5/2u1dhRQBx76d40Ph+OJNRxqIuCzyfb4eY9vA3fYMHnt5YP+0elOuNP8ZN4ftIoNQ26isjmeT7fCNy/wAI3mxKn6CNfqa66igDj7rTvGb6LYx22o7b5DJ9pf7fCu8E/L8xsWDYHoiY/wBrrTr7T/GUmj6fHZahsvIw/wBrf7fCu8k/L8xsWDceiR4/2utddRQByF/p3jOTTtPSx1HZcxxsLpvt8K72zwcmxcNx3Cp9D1pupab41ljshp2o+WyWyrcH+0IU3S5OTzYPu4xyAg/2R37GigDkdY0/xlM9r/ZGoeUq2yLP/p8Me6X+I/NYyZ+o2j/ZFJrGneM5rmE6TqPlRCBFkH2+GPMgHzHDWMmfrkA/3Vrr6KAOe8UhhYaQJDlxqlpuOc5PmD2H8hXQ1n3+h2Op31rd3ouHktHEkSrdSpGGByCY1YKxB/vA1oULa3nf8F/kK2t/K35/5mfLDrB1ZJIL6xTThjfbvZO0zeuJRKAP++DWhRRQM4w31vF8TrcQWGoJCtnNbPKmlXAh855kb74j24OGJfOPU1m6fYXtnqyQQHXBqyavJLKzGb7E9q8zOTn/AFJzG/HWQNgduPRaKFpby/zv/XkD1v5/5W/rzOA0e1W0+Ik0tjp3277VPObi9utFlt7i1BGeLpwFmTcAiooztKkEha78gEEEZHeiijokHW5xXhvUbf8A4TPWzDp+pW9tPDbi2Mmk3EMZESMGALRgDHAA4z2zVXSp4vGF9qdzrljqtibqylsoLObTbiLybY/fLSNGFMrnB2qTgAAZO4nv6KW4LTY8svNO1rWtMubl5rq8Sz0uWziK6TLp7ys7RH5Y3JkLAR5LAKvK7RkNibTfDcemateeXYXmnWktrqkLzWVu+9IzNH5QjCqT0LsigHJLEAknPptFPrfya+8Fp+H4HBeErqPw7oerytpNvb2NnGkiXVro76a12+0goYJPmLjC/P0YuAACDWq2jm2+Hl1Z6nPcR3N3DJJeTWcLzSCWU5cqigswBbAGD8oArqKKJa3BaW/r+v8Agnn2l6JFq/gfW9Jbw7p0cB3/AGUppBsI7iUx8P8AZ5fmRlbC7iTnGQRUF1YWkvgOOHwxoJ0+MXEDanbPoksfmIB826EeWZwDjIUncAR833T6RRR1v6fgHb5/ieWNY2lj4bsVvfOm02bXFY2Vrol1ZrEhhYNGlsd0hRjkkDKnc3GM11/gmz+x6ff/AGeyaw06a+eWwtHhMJihKqP9WeUBcOwUgEbuQDxW7dWNvePbtcx7zbSiaI7iNrgEZ468MetT0J2v5/8AA/yB62/rv/mVdQjv5bQrpVzbW1xkYkubdpkx3G1XQ/juqS0W5S0jW+limuAv7ySGIxox9QpZiB7ZNTUUAcz49vBD4altltr64muCvlpaWU1x911Jz5att49cZ7Vm+IF0/UtZtL7X9FvNU0SSxYW8L6ZLP5U5fkvBsLqxXADMoxhhkbue4opW1uO55lrGlSDwxoA1m3kur60tX/0G80afVoWyBhX8sELKuFUOWPV/vZzVvxjardx6Xd3WlCe9hsyRo9zosuo229tp2B412xOCu3eTgAk7SK9Cop/1/X/BuIxNVS2nbQ31PSbqedbtHiFvl1s5fLb53KkDaASuTkZI4rboooA8v8R6Nqd1f+JdLk/tIR6q6y2EdlbMIrhmhRMz3AB2BGQHaTHkDneG2j0CXUza6vY6YbK9mNzG7G7jhzDFsA4kfPyls8DHODWhRQtkgerPP9S0y9n1i50XSp7g2txqMV7NG+lSIIiJEkdhdOfLZcrwqqz5YDIAJWG2sL6z1kxQHXBrH9svMW3TfYWtHmLNn/lif3TEYOZAwAHAGPRqKI+7by/4H+QPVNf11/zPNLOC/wD+Emt1Wz1BXTWZZn0x7SUWcUZZv9IWc/KXKnft3FcsQIw3zDW0z7Va+KVttCutYnsnu7iW+g1DT/Jt4Fcu5aKRokZyZCAMM42k+xrtaKForA9b/wBd/wDMKz7SHWE1GZ76/sZrI58qGGyeOROeN0hlYNgcHCjJ546VoUUARXLyR2kzwRGaRUYpGG27zjgZ7Z9a8t8N2urvrM8+l6dHpkt3o1xveHRJrFVu8xlBK0rEzOpZvnwM/NyeQPV6KVtX/Xf/ADGnY4fR7OyTwzqEPhfSJ9L8QNYMklxc6c8Mjz7TgtO67ZW38lgzAnnJHNVhp2ky+BdatPDfh+5tNSk08pOJdMkgmuH2nhpXUCZs55DNknOTnJ9Boqm3e5NlZL+v60PONaW48Rya/LZafqsUFxplnBFJJaSQPIwnkLbAwDAqG7gHv0wTr6v4ftfDmg6rP4f0zzjeLCk1mI2kjb5sNM0afPK21iXGSZAgHcmuwopPUq+t/wCui/Q8r03TdRTw9rsFrYSw2D3trKbex0uTTxPb/J54igdywJVSCBgtzgZYZ6C6sdHPg+a78LaT/Zv9mXIv4of7Oex3SRgFvkdEJ3JlN2Mc4zxXaVR1XR7LWrZbfUkklgVtxiWd0WT/AGXCkB1PdWyp7ijXp/W3+QlbqYFnZ28vgzV9S1Owubwa0kt3c2kKkzSxMm1IlAIO7ylRcAj5s+tdNYiNdPt1hieGMRKEikGGQYGFPuOlTjjpRT9P6sLXqch4zgv49a0bUrSS7htYFnguZrKz+1TwiQIVdI8NzlNudj4DHjHITQDJ4T8EzXL6bql0rXks0VpGjT3RSSY7SQxzkht7ZORk56YrsKKS0G9f6/ruch4ttA3iDS76/GrHTUt54JBpXnmRZGaNlJEH7zGEYZXjOAeDWdLFe2+kaXNfah4itdXjgnigNlYC6eSNnBRZmMLorYWPJJXnOT1NegUUdLf1/WodbnLamuraroukaPfW2y51JU/tV4UPkwxqoMybuR8x/dgZzhiRnbWN4lsryHxXqPmR6l/ZupafFHGul2hdriSMyA27yKCYUIkBz8nU/OuCD6FRRL3roFoZ/h+ym03w1pljdNumtrSKGQ5zllQA/qKL6HWJLyFtNvrG3tlx50dxZPK7887XEqhePVT/AErQopyfM7sSVlYK4y60i4PiK50dbWRtL1C7i1KSXadi7eZI84wCZI4jgkZEj46Guzopdbj6WPLtej1C78bLcQaMsV1barbIlwmjzSTtb74w0gvNwRUKswMYBwN2R1I6V9ViPxKhAtNS2LZSWpm/sy48oSGRCB5mzbjAPzZ2+9dZQRkYoj7qXlf8VYJe9f8ArZ3/AK/phXH2OprP8QtV8i11KP7RYwW8M82mXEcRkjact87RhQBuXBJwc8ZrTj8H6bHMsi3OtFlYMA2uXrDPuDLgj2PFbtHQd7Hm/hfTBHqWgta6NdWOsW6udevJbR4vtBMbBw0xULOWlKsCpYYBPHez4Qt47DxNcix03z4Jkmkm1OfRJrK6UlwwSSSRR9oLZPKgY2DOciu/ooeruLyOB8B2i6frVxb2WnCW2eAtJqs2iy6fdM2/5UmaQA3DMCSXUDBU5HzCum8ORWUUepf2fpt3p4bUZ2mF0rDz5SfmlTJOUbqCMD2FbFFO4PUgvXgjsZZLuJpoUXe6LC0pIHPCKCWPsATXM+ALvzbPU4Xtb+3c6ldXCi7sJrcNHJMzIQZEUHIOcDkd8V1tFJb3B7W/r+tTj/EVxf8AiPwIbzSdNu7a6hu4p1tL61/ekQzgk+XuG7IQso3Ddx0zWbYXFxoJ17xLBa69rAnht4YkubWRbi6lVpMnyQgMaAOoyIwMKxwx5PoVFGyt/X9aAcLZQ2s3g26kvbjWI7qe9S7uri10idJFuAyMPKhkhJKLtVc7DwOTnNTR+IdZ0fwpdXlzZalq0jXfladvsWWeSNgMSTxxJlFDb84QHaF+Xcee0oo/r8v8rAYPg2GCDw+Fhe6lleaSW5lurKW1aSZ23uwjkVSFyxx2xxk4NamoR38toV0q5tra4yMSXNu0yY7jarofx3VaooeoIhtFuUtI1vpYprgL+8khiMaMfUKWYge2TWF4njubG+sNd060kup7YSW8sUSlmeOReBgekix89gWPAzXR0UPUFoec+ItIey0/RdDk0q21C3S3keS5udIl1FGuCVz+6RlCMxZ28xiAORxk065vLm2+G3hq01Gz1WbUAbCWZI9PuJ3URSxNJvKK2GAUnDHJx3r0Simnb70/uAjt51ubaOeMSKkih1EkbRsARnlWAKn2IBFebfEqG9v729gg0ZJpoNP32Fz/AGRPeytKd5PlSoypbOpVTkkknbwcAHtr/wAM2Go3j3VxPqiSPjK2+r3UCDAxwkcgUfgK0bO0jsbOO2haZo4xhTPM8zn6u5LH8SaXmNOxxup2li/io3Hi7R59UtmtYV08/wBmyXscDgnzflRW2OTsO4gZAAz8pw++tNP/AOE1up/FOjzakjeT/ZUp02S8igUD5gNqsIm38liFyNvJ28drRQTbSx57rpuoLjxLYJpmo3E2o3ltPbtBaO8bRiOFWYyAbRgxtlSd3HAORV6z8HWWpa9rl9qdvOtz/asc9ncNkGIJHCd0W4YUMVIYr94DBPAx2lFC0d/K35f5Dep5feR6hdePYLuPRVt7mHVlRpo9HmMxtgdu83pYIUZT/q1B2g4/hJG3o1nYQ+KLl9f0iafXXvpnt9Qk02SZVhJPlBJwpWNQmBt3L827Iy2T2tBGRihaJL+un+X5g9W3/XX/AD/BHD6PpzHxOdDkRvsWg3D30Jz8redu8lf+AbphjttQ10FjFZL4s1aSDTbuC8eG3E97IrCG4UB9qoScErznAH3h1q3pekWejwyR2KSDzX8ySSaZ5pJGwBlnclm4AAyeAABwKu0dEg7lPWLWS+0K/tICFluLaSJCTjDMpA/nXD+FbK9vNe0e7vE1NLnTrOSK6W5tTbW9sSqqIIVxtcEqW3gyfcHzgEA+iUULRt/11/zB6pf12/yOe1O4uvEXhvxFp+n2d7ZXSRz2cL3UflCZzHw8ZzyhJwG9jWNoEr2WoSXlhF4hbTodOZr2DUI52drgFSiwpJ3x5gIiGz7oHau6oo2/r+u9/Ww9/wCvT/I4XQNcLrq3iTUNN1f+0ZLZT/Z66XcI0UMZYpCpeNRJIS5JwSMnA+UZOZJHf6z4Z1TU7S2ujrkt1a3k1vPpk8ccaRSKyxIJVj80qqsTggsx7AqB6bRR1v8A1/X9dRev9f1/WxyHg+wkGvatqwm1OeC7hgiE+pxNDLM6GQs3lFU2KA6qAEUHaTzncevoopgc54/TzfAuox+VHNuVF8uU4V8yLweDwe/B+lZlzb3vhrwjcPpWj6L4cu5b22jQaaBNEweaNCzjyos8MRjrjoQenYXdnbX9pJa31vFc28o2yQzIHRx6FTwaxL/wTos+gTaRp2nWGnW1xPDNPHBZoElEciuVZRgHIXbz69+lSviv6fmNdDDuNZ1WwvLzRv7Zkn/0+0thqc0UPmW/nKSyYVAhb5VC7l6yrkN0Lpta1aya70gas07DVILFdVmiiDwCWMOQwCiMuDhV+XGZEyp/i62HQ9Jt9JbS4NLsotPcENZpboIWB6goBjn6URaJpUGktpUOmWcenMpVrNLdRCQTkjZjGCT6U/6/LT8Px+9f1+ev9djm/EmnX0Q8NWiazcy3Lavxe3EMRkUG3nzhURUzjOCVIBwSG6HX8LXV5PYXcOoXTXktnezW4uHRVaRVb5SwUBc4IHAAOM4FXbTRNK0+3ht7DTLO1hgkMsMcNuqLG5BBZQBgHBIyOeTVqKCGDf5ESR+Y5d9igbmPUnHUn1p/1+X/AAQetv67/wCaOb+I1hHe+AdYad5dkFjPIIlcqrt5ZwWA+8B1APGecZAxl+Kle917w/pcul22qwXFnO8VrfSKls0yiPDSZDFsIXwArHJzgAFh1+p6LpetQpDrOm2eoRRtuRLuBZVU9MgMDg1C3hrQn0lNKfRdObTkbelmbRDCrZJyExgHJPOO9SO+39dv8vxOQ0mS7k+HenaEbnzp7+5msIriMMM2qSuGkXJYgeSuFJJ5KcnNaXjzTIDo9jPmQC1v7JIYVbEaf6TEM7RwTjgE5wM4xk56YabaLewXawKJreFoIiCQI0YqSAvQfdXt2FQap4e0XW3jfWtHsNQaIERtd2qSlAeoG4HFVfVPzv8A1/XUS/r+v62Oe8aaOkt6utXmh6LrNlZWcnmpqkoQxAEMWTdE65wCOSv1rq7CdLrTra4hiaGOWJXSN12sgIBAI7EelU5PDOgyyWkkuiac72KqtqzWkZNuFOVCHHygHpjGK06S0Vv66g9XcKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCC9hnuLOSK1umtJXwBOqBmQZ5IDcZxnGQQDyQelc14XRr/wCH4jv9RvEUTXCyXRumEojSdxgyk7h8q43ZBA6EHBHTXlpHfWcltM0yxyDDGCZ4XH0dCGH4EViJ4F0FNBu9FMF3Jp14czQS6jcOD8244LSErkkk4Iz3zR0H1Rg2sOp3/gvUjpL6peWM2oRSab/prLcy2geIybZndWw2JSpZwSpHIGK19L1mw0zw3qc0cGpwPprt9otNRuXuJ1k2qyoHaSQHcGTG1iPm7HIrRi8MWEOnzWaT6p5UxUszatdNIMdNshk3KPUKRnvSL4X02Ozt7SFJY4YbpbtwZC7XEinIMjvlnO4Kck5yq84GKfl/XT+vUXQzbjSb2y8BTx/bpLS8MMt1ezW/DySsrO4Vjyo3HAI5CgAEcEK72kvw902+1/U7y2torOGe4lhupIXlJjAwXQhySxGApyxwOc4O5q2kWut2JtL83HkscsLe6lgLcEYLRspIwehOKzJfA+hz6VZ6dLHetbWMwntgdSud8TgbQVfzNwwOAM4Hal387fhf+vkHVP1/G39fMxnstcm8H6Et9baveSxzs11BZ34trkw7ZBGHfzY8sMx7hu5IPWul8OXVpeaDbyaf9qEKl4yl5I8k0bqxV0dnZixDAjO4jjgkYpsnhqxk02KxafVBDE5dWXVrpZCT6yCTew56EkCr9lZW2nWcdpYwpBBEMJGgwB/k857077i7HPeMbCz1PU/DNpqVpBeW0mpvvhuIxIjYtZyMqeDyAaf4k8aab4Smt7a8hB82PcgF7aQAAHGMTTRk/gCKs+JNP1K7n0m70eK1mm0+8M7RXU7Qq6mGSPG5Ucg/OD07VtruKDeAGxyAcgH60vQp209P1ZyGqfEnStJSya4h3C8tluY/+JlYR4Vs4+/cLu6dV3L6E07WPiNpeiParcw7jdWyXKf8TGxjwrdP9ZcLnp1XKnsTXXUUCOP1b4laTo93Fb3MO5pIUmH/ABMrCPhhkcSXCk/UAg9iadq/xG0rRtabTLmHdMuzJ/tGxj+8AR8slwr9/wC7z2yMV11FAdDktW+Iul6Prz6TcRbp0ZVJ/tGxj+8AR8klwr9+689s8Ut78RNLsfEh0WWLNwJlh3f2jYry2MfI1wJO/TZn0B4rrKKEDOSufiJpdt4lOiPFm489YN39o2K/MSB9w3Ak79Nm70FEXxE0uXxN/Yixf6R9oNvu/tGxPzA4+4LjzPw2bvautooXS4PrY5Ox+Iml6h4kXRYosXDStFu/tGxflc5+RbgydumzPqBzSaZ8RNL1TxAukQRYnZ3QN/aNi/Kgk/Ilw0nbptyO4HNdbRQgOR0T4i6XrusLp1rDtlYMQf7RsZfugk/LFcM/b+79cU3SfiTpWsX7WltDtdY3kJ/tKwk4UEniO4Zu3XGB3IHNdhRQBx+k/EnStYe6W3h2m1tnuX/4mVhJlV6/6u4bHXq2FHcinaT8RtL1hL1raHaLK2a5k/4mNjJlV6/6u4bb9W2r6kV11FAHIab8SNK1S2v5oIcLYwGeT/iZWD5UHHVLhgv1cqvvS6d8RtL1PT9QvIIcR6fGJJB/aNi+QTj7yXDKv1cqPeuuooA460+JWk3mk3+oRw4isRGZB/aVg2d7YHzLcFV/4Gy57ZPFOt/iRpVxoN3qqQ4htJEjcf2lYHJbp84uCi/RmBPYGuvooA5GL4jaXN4dn1lYf9HgnWBl/tGxPzEZ++Ljyx9CwPtTR8SdKPh1tZ8n9wtyLYr/AGlYfe27vv8A2jy+nbdu9sc12FFAHHv8StJTw/Hq5h/cSXBtwP7SsB8wXP3zceWfoGLe2OadcfEbS7fw/aau8OYLqR40X+0bEYK9fnNwI2+isSO4FddRQBx918SdKtNFsdTkhzDfGQRj+0rBcbDg/M1wEbr/AAM2O+KdffEbS7DR9P1GWHMWoBzGP7RsVxtOD8zXARv+AM2O+K66igDkL/4kaVp2nafeTQ5jv42kjH9pWCYAOPvPcBW+qFh6kU3UviXpOlx2Tzw5F5bLcR/8TKwTCkkfx3C7unVdy+hNdjRQByOsfEbS9Ee1W5h3G6tkuU/4mNjHhW6f6y4XPTquVPYmk1j4kaVotzDDcw7mmgSdf+JlYR/KwyOJLhSfqAVPYmuvooA5XxbZWN0dD1N7O3e7j1K1ENw0atJGrSDID84B9jg11VYfiCw1PUrrTYbOG0+yQ3cVzPNLcMsi7HDbVQIQ2cdSy1uUL4fm/wAkLXm+S/NmfLrVrDqyac8V8Z3xh0sJ2hGfWUIYx+LVoUUUDOWiF7b/ABMWOfUbi4iuNNmlEBO2KPEsYUKg4yATljkkk8gYUU7XOneLGl1u01yN7m/eO0uzqLvZtuB2J5KzELwD96MDI65xW23hPS215dZJv/tyk4f+07naASCV2eZs25A+XG3jpUsfhvTY9X/tNluZ7kOzp9pvJpkiZupjjdiiHBIyoGASBwSKFpa/S/53/wCAD1v/AF0sZeneINQl8XT6dq0kNihlkS1tJNPlVp1XlWS6L+U5K/MUVdwGQfuk11JzjjrWTB4Z02DVhqWLua5VmeM3N9POkTNkEojuVQ4JGVAwCQODitajog6nK+GxexeK/EVpealcXhjW1YNI3yozI2difdQcDgenOTknKW6m0e58QXWg3l9qFnpmmy/aGvLp7hXvUG4KhYnBAzvVMKCVGMggdHYeENJ03UZb+0OofaZl2yvLqlzLvGCBkPIQcAnBxx2xRovg7R/D6CPS0vI4FjMa28uoXE0IU8kCN3K/p3PrSf8AX9f1+A1Zb9/6/r/M4ZNc1Xw/Il/YLf3Ftc6XJNnWLt3N1KhQ+csRJMKHzCMDbyw+QBQTuaZ4p8Ryajc2d1bafeTJb3xgjtUeIyy28iKBlnYKG8wDHbbnPOF3LfwXoNtaz28Vm5hmi8kpJcyuI4858uPcx8tMgfKmBwOOBVk+G9L86SVIJI5ZFmUyRXEiMBMytJhlYFSSqnIwRjjFN7+Vn/wBR038ij4U1ybVLW4/tG+hkuoNrSQf2bNYSQAjI3RyuzEHBww+U4OM4NVtPub0+GtU8TWNl9qv9QVp7WDu0KgiFeSOq/Pt45cjitBfCWmR6bf2cJu1/tCPyri4ku5J5mTkbfMlLMBgtgZ43EjBOa07mxhurBrN/NjhZQv+jzPCygejoQy/gRRLW9gWljkp9Y1PUfAetS2es2v9o2sUhdv7KntXgXy920wyS71cjkOTjkEA95brWda0Dwpaz6hdWt9eXckMNu9vps5Ee5clmjV5HlIAJwu3PTjqN/TtB0/TLa4htopJFuTmdrqd7h5eMYZ5GZiMcYJwKrReEdHh0h9M8q5ktGZWVJr6eUxFcbTGzOWjK4GNhGMcUur+X4bh2+f/AADDg8Va7PpsKJaxC8l1MWSXF3YXFpHKjRl/NWGT5xtPGCSGKnDDORu+HNTvb6PULfVDA93p921tJLbxNHHL8iurBWZiPlcAjceQee1U9T8IRXVjYWNtcXgt4L5bmVptSuGm2hGGFlLlxyRwGA6+vO1pul2ekWYtdPi8uLcXO52dnYnJZmYlmYnkkkk011v/AFt/wfvB9Lf1v/wBdQ1CHTLQ3Fyly6AhcW1rJcPz/sRqzfjipLS5jvLSO4hWVUkXcomheJx9UcBgfYgVNRQBzPj+ws7zwrLNd2kE8ttJG8DyxhmibzFG5Sfun3FT6rqOrTa+uj6FLZW0qWv2qWe9gaYEFtqoqK6HqGJbPGAMHPFzW/D1h4hgSHVPtTRISdkF7NAG6H5hG67ugxnOO1Q3fhTSr2G2S4W7LW0ZjjnS/nSfYeqtKrh2BwCQzEEgelK2v9f12GYV54u1WTQtI1G1ijs4LuJ3u7r7BNqCQOuBt2RMrBT858w8AKAQN1W/EXiK/sDYS2M9vDp00DTS6odPlvYRjbgEROpjUqWbexKgDk1qXvhjTL61t7Z1u7e3t4vJihsr6e1QJjG0rE6gjAxzmi/8L6XqMcUU63UcEMQhW3tr6e3i2f3THG6qwxxyDxx0p/1/X9ff1RZunv5fsMmkvZvA0ytctMWO6EqeY9vG7O3GeMZq9VK70ewvTYm5t1b+z5hPahSVEThSoIAIHRiMHirtAHl3ifV9TkvPEl1p39ptd6JKpgaO5eC0t40iSU+YucTM+WG3a+PlB2Ahq9QQlkUkYJGSPSsq88L6Rfap/aFzas1w23zNs0iRzbfu+ZGrBZMdtwOO1WLjRdPutas9XuLfffWKSJby72GxXADDAODnA6g0LZL+v6YPe6/r/hjidVvL2y1i5uZ21oanHqkKWyoJhYm1eSNAvUQsSrtnOZAx46LWpqKyad41sJ4U1W1gnudlxdTXzS2s29GCxJCZG2MX2fNsUDaRu5wd46BYNrH9pyrPNcBtyCa6lkijbGNyRMxRGxkZVQeT6nLV8OacNXGpSC6muFcyIJ72aWONiMbkiZyiHBIyqjAJA6mhaW/rt/XqD1v/AF/X+X3nBWur6pcX1nrNsNSd21k2t3JLcslqYzOYRBHASQzKNrFwqjKsd5OVroBpMA8fWsGm3uqr9jRry+EmqXMsbb9yxxFHcpydzdOPLHrW1D4V0eDWG1OK0ZbhpTOV86TyhKRgyCLdsDkZy4Xccnnk1dtNNtbGe7mtotst5L507lixdtoUcknAAUAAcDFC0S/rov8Ah/6YPVv+v67f0kWqz7TWrW91GaxhivllhzuabT54ozg4O2R0CN7YJyORxWhRQA2WRYYXkkZURFLMznAAHcnsK4bTvHk5v7kXrLeWY02bUYpINLubXCxlcqrSkibIcYZMDjp8wruZYkmheKZA8bqVZWGQwPUGsbTPB+iaTdLcWltM0yQNbK9xdyz7YjtJjHmM2F+UcdBzjqcrW7/rv+thq3Urw6prGneHbzXfEEllLBFZtdrZ2Vs6vGApcoZGkIfjjO1OecDpUVzqXiHSvCeo6xqc2myyx2hnhtoLWRRE2M7WcyHzB0GQqZxnAzgaem+G9M0lJY7JLjyJE8s2813LNCqf3UjdiqLjjCgDHHSo7bwppNpY3NkkVxJaXUXkyW1xeTTRBMEbVR3IQYOMKBxj0FU99CeiuZviLxRqGlT6tHY29vO1np9vcwpJkb3klkQqTngYQY44JPXpU0uq63pNhqU/iB9OhjjSNrW6iicoGclTGYwxeRlO3G3b5m4ABT0s2/g3Q7ZbkJayyNdokc8k91LLJKqMWQM7sWOCTjnpgdABWlqWmWmr6e9lqEZkgcqSFdkYFSGUhlIKkEAggggipfkV1/ryOQs/GuotpeorJDHc30F5b2ltI1jPYo5n2hWeKUl1Cljnk7gBjBNbF9fa3oekxXepXNhehLuMXLwWjwBLdiFJAMr/ADKSGJJxtBGM81PD4Q0SGxvbQWbSR35U3LT3EkrysowrF2YtuGBhs5GBg8CoNR0G4h8O3Gk6EBOt7ujmk1W/nn8pHXaWG/eXx/c3KDzyKf8AX5af8ES8yW01HVtT0/WJ7BLNWSeWHTDMG2uUG0tJg5x5of7v8IHrWzB5v2eP7Ts87YPM8vO3djnGecZqiNDsT4bGhSxGSw+y/ZWjLEFo9u0gkYOSO4q9BDHbW8cEK7Y4kCIuc4AGAKeiFqzlPGV9KNZ0fS9mpSQXazyvDpkjRTTtGF2x+aGXy1+csSXUHYBnnBt+Bbm/n8M+XqzF7i1uZrYuZjKSqSFQC5ALkAbSxGSVJrU1XRLDW4Yk1CJ2ML+ZFLFM8MkTYxlZEIZeCQcEZBIqC78MaPfeHv7DubMPp2VJhEjLkhg4JYHcTuGSSck5znJpLQb1t/XcyfFk+p3et6dommRu6zwTXM22/az3iNo1CmVFaRR+8z8gySFBIBOaF/JZX/gm31HGqwXgH2G2tk1i6Qm48wxBWaOQeZ84OXOSVGTXV6rodjrKwi9WYPAxaKW3uZLeRMjBAeNlbBHUZwcDPQULoWmx/wBn+Xaqq6aSbVFYhYyVKk7c4JwTycnk+posrWf9f0tB3d7nDaql/wD2kfDkVzrV7cafpMBt5oLx7f8AeMXVrmebIDAFF+U7ycsQjc4ptrOq+JI0U/2kL5NFtbqEWVy1rDBJKrlp5nBAZQVUBCrnAbCHnHoGq+G9L1m5juL+CQzRoY98M8kJeMnJRyjDehP8LZHtTNR8KaNqs8U15ZnfFD5A8mZ4Q8Wc+U4RgHT/AGGyvJ45NDu0+/8Aw/8AwP6tZKyf9eX9f8O72PD97NqXhrTL66XbNc2kU0gxjDMgJ/U0X2tWun3kNrPFfPJNja1vYTzIMnHzOiFV/wCBEevSr6qqIFRQqqMAAYAFLTk05XQoppWYVzE/iK/iurzTRHbDUV1CGC1UhtskEgD7yM5yEWbPPJjNdPVN9Jsn1hNUaD/TY4vKWXcR8uScEZwSMnBIyNzY6nK6j6HL6v4ynsPEkcFrPDcWi3sNnNBHptw5VpGVcm6B8pGBcHYQTxjOSMXY7Cztfih9otbSCGa60uRp5I4wrSkSxgFiOWIHHNW5/Buh3OpNfTWsrStcJdFPtcwiEylSsgi3bA2VHIXJ5z1OXnwrpn9ujWc35vgThjqdzsAJzt8vfs25A+XGOOlEdLN+f4q35hLVNLy/B3NmuU0yzstL+IPiGSztIbYSafazzeREqeY5kuMscdWOOp5q9Hd+LDMol0TRVj3Dcy6xKSB3IH2YZPtkfWpLXwppdnrb6tAb83kgw7SalcSKw+bClGkKkDc2BjAzxijW2g76Nf1uZGkeJNYnl0G71A6e1h4gz9nggiZZbbMTTJucuyyfKhBwq8kYyKn8Pa/qF9rVxaazLDaT/vDFp7afLDIAr43LOzlJxjGSi8bhnHStHTvCuj6Te/arG2kjdQyxI1zI8cAY5YRRsxWMH0QDjjpTrHwxpun3pu4ReTXGxo1ku7+e5MatjcE8x22ZwM7cZwPSh76C/r+v8jM8K+INQ1O+nttblhtbwIXGmnT5YJIgGwcSu5WdRwN8YA5B4yBW7p39p7bn+1/sm77Q/wBn+y7v9Tn5N+7+PHXHHpVbTfDem6VeNd2wupbgp5YlvL2a6ZFJBKqZXYqCQCQMZwM9BVnTtJstJW5XT4fJF1cPdTfOzbpXOWbknGfQcU9AZPdRyy2skdtN9nlZcLLsDbPcA8E/Xj69K5/wNJO+j3y3V1PdNDql5EslxIXbaszADJ9AOnQdq6C5t0u7WS3lMipKpVjFK0bAH0ZSGU+4INZ2ieGtN8Pef/ZYu1E7F5Fnvp5wWJJLYkdgCSSSRye9Jb38ge1vP/MqeONSl0vwu80Us0HmXEEDy28bPIiSSqjFAoJ3YY4wM5xWN4cGrSaprWkM+oabaqlvc263d39ruYVcurqZGZ9pYxZA3PgN1BOF6S28LaNaeHpNDhsU/s2QuWt3ZnBLsWY5Yk53HPXjtiki8MaZDp01lF9sRLhg0swv5/Pcjpmbf5hxjGN3TjpS6Nf10BnOab/aWqfB/R3iOoX13JFbPN5F4YriZA6mTEpdTkqDzuGfWmT+KtO0bw21pbXU+j3st4bI/wBvXpka0kKh2dpJJHDARkMAHIJKjgk46Kz8I6Vp+iHSbI6hBZ5BVE1O5DJjoFfzNyrx91SB7VoabpdppNp9nsIvLQsXYs7O8jHqzOxLMx7kkk1T1v5/8AOxg/DzU7bUvCai21Uaobe5niaY3XnvgTPs3NknOzaRnsRW/qGoQ6ZaG4uUuXQELi2tZLh+f9iNWb8cU6ysbfTrb7PZx+XFveTbuJ+Z2LMefVmJqxSeoloiG0uY7y0juIVlVJF3KJoXicfVHAYH2IFZuqaxJpWtWCXPkpp10kqNK2QySqu9ec42lFk7dVFbFVNT0qz1iz+y6jD50O4Nt3FeR7gg+xHcEg8Eih+Q15nMX3ijUodF0xmntrPUr2FrkwDS7m+cR8YHlQtuXAZQzk4B4A54r6zLa+JPBXhzxBdafbi7e706aJmQM1uZLiLcEYjIz07ZHWum1Tw5pus3MNxfRTGWFGjVobmWHcjEEo2xhvU7R8rZHtVW68F6Ld6bZafJFdx2lgiJbw2+oXEKoEIKkhHG4gqCCckY4pp2d/NP7n/wwzerjfGni+50CSf+zp4HeztftM9r/ZtxdM45IDSRHbACFOGcMDycYU51528Q2Ti20jS9OurOJFSOW81eZZWAA+9+4ck+5Yk9TUN14S0/X1a58RWGy6uIBBdQWuoT+TIo3YDAbBJjccFkyM8dBS80Ct1Gy6prGp+IJtP0SSzs4rOCKWea8tnnMhkyQqKsiYACnLEnJOMccubUNY1HxHeWWky2Vpbac0aXEl1bPM87OochAJECgKR8x3ZJPA283L7w1pmoXUV1MlzDcRoIxLaXk1uzIDkKxjZS4BzgNnGT6mlvPDmm32pLqEq3EV0AqtLa3k1uZApyofy2UOBk4DZxk+poJ1tqZl94lvLaDxC8ccBOl3cMMO5T8yvHEx3c8nMjdMdBUKax4ovdZ1NNOttPNlpuoR2+xwxluYykbOQdwVCockE7t3TC4ydLUPB+iapfSXd9aPJJKUaRRcSLHIyY2u0YYKWGBhiMjA54FadtY29nLcyW0ex7qXzpjuJ3PtC556cKBx6ULe77fjp/wRvXY5S78ZTweKobW3nhurJr5bKSOLTbg+Wx4z9rz5W4NjKYyORnIrS0nUdY1rUJ7qGWytdKt7uW1EEls7zzeWxRn8zzAqZYHA2NwM55wJT4N0M6mL82spmFz9qVDdymJJs58xYt2xWJzkhQTk56nNhfDmnRau2p26XENy7+Y6w3k0cMj4xuaJWCMSMclSeB6ULRK/8AW3/B+/7h7u39b/8AA+4y7DxFqN5dWWnmG2F+t5PFfgA7Y4ov41Gc5bfCRknh/atyD+0v7Wu/tP2T+ztkf2Xy93nbufM354x93GPfNZ2h6PcwavqOs6rFbQ39+I4zFayNIkccYIX52VSzHJJO0cbRztydGDSbK21a71OCHbeXiRpPJvY71TO0YJwMbj0Hejog7hrF3JYaHfXkCh5be3klRSOCVUkD9K4fwvd6gniLR5Im1OSx1OykaeXUbpmNzIFVxNHCxPkpyRgbM7x8mADXoZAZSrAEEYIPesnSfC+kaHcGbTbZo32GNA88kiwoTkpErsRGuQPlQAcLxwMC0bf9dQeqt/XQm8Q6k+j+GdT1KGPzJLO0lnVD0YqpIH6VyOn60/hM3c3iiO4R5LBr4XMmrPcrKEZQwMbBY4WzInEYKc4zgV19joWm6d9v+yWqqNSna4uwzFxK7ABiQxIGQAMDj2qPSfDemaJK0lhDKHZBGGnuZJyiDoiGRm2L/srgcDjil/X9f1qN7f15f18zgtE8d2WmN4gvdS8S2Opz+Tb3CwRaijwpI5ZfLjOcKgZo0LcD+JupqvaeLBDoniCKPxQup3B1G1V57Gf7Q0ccwgWUwIpYhQzuq7RwfevUYrG3hvri8ij23FyqLK+4/MEzt46DG49Krz6Dpl1DqEVxaJLHqTBrpXJIkIVUB68EBF6Y6Z681Wl7/wBdBLRHPeDZtQh1/WNOuoL23s0jgubWG/vTdTRB96sGcs2MmLcF3vgHqM7R2NUdL0ay0eKRLFJcytuklnneaSQ4wN0khLHA4GTwOlXqGIxPGN/caZ4Rvruynkt5o1XbLFGJGTLgEhSGBOCcDB+lZkWvtpPhq51FJ9a1xluYYVi1KzWylJkkRMIDDED9/OSMZ43Dt0Os6XHrWkT6fPNLAkwA8yHbvQgggjcCOo7g1h674e1S48Ly2MOr3+o3Ml3bSLNOtujwqk8bMV2xqpwFLfMD079KlfF935lK2gjeLry3NxZXmlQrq6Twww20N4Xil80EqxkMalQArlvkONvG7IFK3i+5t4Zra80pE1hLuO0itIrrfFM8i70YSlAQu0MWJTI2tgNxmwfB1rJaTLc39/cX0s6XH9ou6CdJI/uFQqBAFGRt2bTk5BycqPB9qbGaOa+vpb2a4W6bUmdBOJVAVGG1QgAUY27dpGcg5OX/AF+X47/1sv6/P8Nijr+o67bR+H3ayiS+m1TymtbS+YxSKYJiA0jIh25AY/KcbeAxwK29A1abV7CWS7tVtLm3uJLeaFJfNUMjYyr4XIIweQDz0pi6DvTT/t+pXl9LYXJuY5phErMxR0wwRFXADnoAenNW9P02HTRc+Qzt9puHuH3kHDN1AwOnFP8Ar8v+CD1tb+t/+AZPje71Ww8Jahe6NcxWklrayztM0YkYbUJAVT8uScZJzwMYOciDxlf6xZeDpr/SbuK1eC3M0kpjDuSAMKoPyjJ6kg8DAGTuXT8RaH/wkWkS6c+o3ljBOjRzfZBFulRgQVJkRsDnqMH3qnqXhSTVfDq6PdeINU8kqyTSotsJJ1PRW/c7RjttCn1JpIb6fMt+I9QnsNEf7F/x/XLLbWgxn9652hsdwvLH2U1l+JpdW0PSNO/sy+8u3guLS3lkmHnTT7po4yCzZA+UnJ5Yk9Vxzpx6HJ9v024vNRmvRp6SbPPjQM8r8CQlAq5C7lACjhjTPEfhw+I4YoX1e/sIY5ElMdoIcO6OHRiZI2PDKOhA9c0bNev4f1+YlsZnirULiz1i3Euq6xpen/Znd5tO04XC7ww/1jGCQIAuTk7R1rqYJElt45IpRNG6BllUghwRw2Rwc9eKyr7QLjULeKCXX9USFYvKnSIQJ9pHcswi3KSOMxlMdsGtWCCK1t47e3QRxRIERF6KoGAPyoWit/XUHvckooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAIL26NnZyTrbzXLLjbDAoLuScADJAHJ6kgDqSBzWTpWvXureFRqdtpim8Z3iFp9p+TcspjJMhUfLxuJ2k46AnAOvePdJZyNp8MM9yB+7jnlMSMfdgrEf98muU0nTfFul+C7vT7aHSIdUDyPaSm7klizJKzkv+6UjaG4wDkjnFHQfVFg+LbxdIv3k0qFdTsb+Gxe2+1kws8rRhWEvl524lUn5M5BGO53bCe/Nk0utW9pZyqSStvdNMgUDqWaNPfjH41z1hoWoQeE7jTL7QdHvXdw7xXWoNOl45OXkmc24+bIzwhHAA2gDEEHhe/s/DlzplvBb2seqXg861sXxb2FuQBIsedpO4K3KqPnkztAyafl/XT/AILFp/Xb+v6ZojxJeJ4TOtHT2uWmEk1tBECn7nBZGkZvu5QAk44zgAnANv8AtXUbvQdPvtI02G4nvIklMU915UcQZN3LhGJ9BhTknsKfr9vqE2gT2eiW1pLLNG0O25uGhRFKkZBVHyRxxgfUVhXGl+Lz4GsdIsV021u4xHb3Lx38g3QKoBMcnk5R2xjO07RnBzghd7eVvxv+gdV87/hb9S2viu8vdF0q60rTIZLvULh7c291dmJInQSF/nVHyMxkD5ecg8V0Nm909nG2oQwwXJH7yOCUyop9mKqT/wB8iucutEnuPC9lp83hTw9di3bC2Fzds9vCqghSrG3JLY/2B1PJrV8N6TJofh+30+WYStEWPyAhIwzFhGgJJCKCFUeiinpqLsV/EmoalaT6TaaPLawzaheGBpbqBplRRDJJnaroSfkA696213BBvILY5IGAT9K5jxjf2eman4Zu9Su4LO2j1N981xII0XNrOBljwOSBT/EngvTfFs1vc3kwHlR7UIsrScEE5zmaGQj8CBS9CnbT0/VnS0Vx+qfDbStWSyW4m2iztlto/wDiW2EmVXOPv27bevRdq+gFO1j4c6Xrb2rXM202tslsn/EusZMqvT/WW7Y69Fwo7AUCOuorj9W+Guk6xdxXFzNtaOFIR/xLbCThBgcyW7EfQEAdgKdq/wAOdK1nWm1O5m2zNsyP7OsZPugAfNJbs/b+9x2wMUB0OuorktW+HWl6xrz6tcS7Z3ZWI/s6xk+6AB88luz9u7cdscUt78O9LvvEh1qWXFwZlm2/2dYtyuMfO1uZO3Xfn0I4oQM6yiuSufh3pdz4lOtvLi489Z9v9nWLfMCD9825k7dd+70NEXw70uLxN/bay/6R9oNxt/s6xHzE5++LfzPx37vehdLg+tjraK5Ox+Hel6f4kXWopc3CytLt/s6xTls5+dbcSd+u/PqTzSaZ8O9L0vxAurwS5nV3cL/Z1inLAg/Olusnfruye5PNCA62iuR0T4daXoWsLqNrNulUMAP7OsYvvAg/NFbq/f8AvfXNN0n4baVo9+13bTbnaN4yP7NsI+GBB5jt1bv0zg9wRxQB2FFcfpPw20rR3umt5txurZ7Z/wDiW2EeFbr/AKu3XPTo2VPcGnaT8OdL0dL1babcL22a2k/4l1jHhW6/6u3Xd9G3L6g0AddRXIab8N9K0u2v4YJsrfQGCT/iW2CYUnPRLdQ30cMvtS6d8OdL0zT9Qs4Jsx6hGI5D/Z1imADn7qW6q30cMPagDrqK460+Guk2ek3+nxzZivhGJD/ZtguNjZHyrbhW/wCBq2O2DzTrf4b6Vb6Dd6Uk2YbuRJHP9m2AwV6fILcI31ZSR2IoA6+iuRi+HOlw+HZ9GWb/AEeedZ2b+zrEfMBj7gt/LP1Kk+9NHw20oeHW0bzv3DXIuS39m2H3tu37n2fy+nfbu98cUAdhRXHv8NdJfw/HpBm/cR3BuAf7NsD8xXH3Db+WPqFDe+OKdcfDnS7jw/aaQ82ILWR5Eb+zrE5LdfkNuY1+qqCe5NAHXUVx918NtKu9FsdMkmxDYmQxn+zbBs7zk/K1uUXp/Aq575p198OdLv8AR9P06WbEWnhxGf7OsWzuOT8rW5Rf+AKue+aAOuorkL/4b6VqOnafZzTYjsI2jjP9m2D5BOfuvblV+iBR6g03UvhppOqR2STzYFnbLbx/8S2wfKgk/wAdu23r0XavoBQB2NFcjrHw50vW3tWuZtptbZLZP+JdYyZVen+st2x16LhR2ApNY+G+la1cwzXM21oYEgX/AIlthJ8qjA5kt2I+gIUdgKANPxBf6npt1ps1nNafZJruK2nhlt2aRt7hdyuHAXGehVq3K5Xxbe2NqdD0x7y3S7k1K1MNu0irJIqyDJCcZA9hgV1VC+H5v8kLXm+S/NhRWfLotrNqyai8t8J0xhEv51hOPWIOIz+K1oUDMO38Qyz+Lm0ZtOlhh+zSTR3MrgGUo6o2ExnbluGJBODxjDE0/VtX1DVJ1TTLJNNhuZIGuDfP5x2cZ8rytvJ/2+n5VUksfEL+PIdVFlpn2CK3e0yb+TzSjOrb9nk4yNv3d3f71Qt4YnuPF8WpjSNH0vybkzPqFnIzXd4uCoSTEaYByC2WcfKBjowF0+f57/cD62/rT/M27XxBYXuqS2FqbmWWJmV5Fs5vJDLwy+dt8skHggNnII6g1pE4Ga5Kx0DVbfxedQhhttLsmllkuEttSmnW83AgZgaNY4mLbXLqScgjncTXW0dEHUw9G8RyarqWqWs2nS2a2IidfMbdJIrqSCUA+U/L93JPIzg5AhsfFqzQ69PqNhLYRaMQZA7h3ZPJWXJUdDhsbQT069qg0Ww8RW/irU9R1Gx0uO3v0iGINQkkeMxqQODAoOc+ox703Q9M1+HWtbuNY0/ShbaqyyFIb+SUqViSPYQ0Cgg7SSe2cYNJ31t2HG19SSHxfJaSf8VRYw6TFJaNexSpdGYCNSocSfIuxh5icDcOT83FWrHxroGovMtvfFTBDJNL59vJCI1jOHyXUYK5BI6gMpxggnnE8AXMun3ZeC2srk2bWdpF/aNxeqiMUJzLKAwX5FARVAXk5O7jQj8KXsOpz3bxWN5E8eoL9mmkZVl+0SxuqsdhwMIQ3B68A1T3t5P/AIAl5+X/AATotK1i11iF5bNLtEUgH7VZTWxPGeBKqkj3HFVLbXlddVvrmSKLSrGQxJMASWKD963uA3ygAZyh65AGTo+k+IND0rVDCiFniVdP07+0ZbxIpACN3nTBWCnK/J0UISOWIrVbQktvBp0WC1g1FRb+S0V5KY0uM/eLuFYgkkknaTk0paXt/X9fqC6X/r+v0I73xbZ2vhq81mO11F47ZW/dSadcROzBc/daPcF/28bRzzwafbeLdNm0RtTmF3awpsVhcWM8TMzYCqisgaQkkAbQck4FUtI8Pamugarp+q3Plx3qtHBCLyS9+zK0e0/vpQrvk5bB6dAcVBfaFrus+GLaz1COztbyxmiki+yajOqXGxcEGRUR4s5OCu7HH3uQVrd/L/gh2+f/AAP6/wCAap8X6ImmLfyXbxQtP9m2y28iSCXBPlmMqHDHHCkZOVxnIze0vVrPWbM3OnyOyK7RuskTxOjKcFWRwGU+xA4IPeuLutKvdFstMa2023TUbjWklMcus3F0sp8l1BaeWMuPlXGApHA9a6jw9pd1p8d9cak0P2zULo3UscDM0cR2qgRSwBOFQZOBk5OB0pqzv/Xb/Ng9Lf13/wAkbFFVdQ0+HU7Q29y9yiEhs211Jbvx/txsrfhmpLS2jsrSO3haVkjXapmmeVz9Xclifck0AZXiq/1LS9H+3aXLar5MiedHcQNJ5ilguFKuu089Tu+lWNW8Q6dojxJfPOZZVZkitrWW4kKrjc2yNWYKMgFiMZI55qn4vstX1PRmsdFt7GUzEeY93dPDs2srDAWN92cH0x71DdWHiBNWh1qwttNe8ks/stzaTXbrGhDFlZJRES3UggoM5ByMcrW4y9deKNJtba0n8+W5S9j823FlbS3TSJgfOFiVjt+ZfmxjketSaj4h0/SpII7r7U8s6F0itrKa4k2jGWKRoxUZIGSBzxXOX/hK/j0HS7Gwt7a7u7KF1/tA6nPYSRu33ivlIxKE87GOOFznGan8QeHtYv4LIWqW0+o29qYv7X/tGWymRyBlhHFGwdSVDbGO0kYx3p/1/X/BsL+v6/pnR32q2Wmy2cd7N5T3s4t7cbGO+QqWC8DjhTycDirlUJ01WNNPSzktZdsqi9kuFZS8e07igXgMWxweMZq/QByeu+N20aS+uPsML6XpkscN9dS3flOrvtOI0KkSYV1Jyy5zgZNdYDkZHSuE1bwJcXmuatNDFYTQauMNdXMjmew3RiKXyU2lTvQDkFDzzuAArq5l1VNYslshZDShG4uhJv8AO3YHl+Xj5cdc59sULZf1/XkD3/r+vUyZvFlzHeSyppiNo9verYzXhuSJRIWCFli2YKB2CklweGIBAGYJfG5h1G2aaxhj0m61E6bDdPd7ZnmBK5EJXlN6lch899uOaZqHhB9T8SPNJZ29tYtcRXMkqX80hnZCpGbYqIkYlADJlmwPU5Wna+Ap7fVZkMNg9pJqH2z+0Gkdrvy/OE4tgpUhU8wA8OB32ZJNEel/62/4P/B0CXW39b/8D/gamh/wm5XUrQzWMMelX1+2n2t011iaSVSy58koPkLKwBDk4wcYPF/R9Y1fVbyZzpllDpsdzPbif7e7THypGjz5flBRkr/f4BrA0/wHc2mptE8WnvZjUPtg1Au7XbxiXzktypXCosmOQ+MLnYCxIvW/heZvF8WqjSNH0cQzySyXWnyFri/DBhtl/dpgEkOQS/zKPTNONra/1t/wf8gfX+u//AOuoorPtNFtbLUZr6GW+aWbO5ZtQnljGTk7Y3covtgDA4HFIDQJwMngVl2HiTTNSvJbW2lmWaJPMK3FrLAHTON6F1Adc4+Zcjkc8itC5SWS1lS3l8mZkIjk27tjY4OO+D2rgdK8C6w960muXCqsukz6fM66rc3ju8nl5lXzQqxg7W+VQMccnstbv+u/9fMaS6nXaZ4j03WBK1g9w0Ma7/tElpLFC6/3kkdQjjvlSRjnpUNv4t0i50+6vopbkWdrF5z3MllOkbJ/eR2QCQYGcoTxg9xVWLS9Y1Hw1eaDrsNhbwS2TWiXVlcu7PlSm7y2jXZxzje3pk9aZPpuvat4V1HRtTg020eWzNvBcW1zJKHbaRlozGuwdDgM3pnjJp2uTrZGrf8AiHS9LN1/aF2sAtIEuJyytiON2KqxOMYyrfTHNRWninSL63u5ra4kZbQAyhraRWIb7pRSoLhv4SoIbtmsG78M67rMmrT6oumQNfWdtbRwQzPKqeXK7tuZkXdkN/dHpjjJ3PEWlXV9pN2NFeO11GdY0M4YxNJGr5MZlUFlyC4DAEqWJHNJ6Fdf68v+COg8U6RPpl3f/aXhgsm23IuYJIHiOAQDG6hgSGGOOcjGadD4k06aCCVjd263FyLWL7XYzW5aQjIGJEU4PZumeM54rl7TwTqiWOpGWS3S5mu7W8tYpb64vFV4CrBHll+cgleoHGeF450PEt7Kvg26/wCEl+w6XeO3+gpbXTXBknTDxBA0aMz71+4oJOPfg/r8v+CJam5L4g0yC31SeW5xFpOftrCNiIsIJD0HzfKwPGevrV6CaO5t454W3RyoHRsYyCMg1j6bYajp/hN1thbjWZ0kuH88kxfaZMsQxHOwMccc7QK2IPN+zx/adnnbB5nl527sc4zzjNPbQV76ozNa1i4sLqzsdMs47zULwuY45pzDGqIAXd3CsQBlRwpyWHbJB4Y1+HxNoMOpW6qm5njkRJRIqujFWCuOGXIOG4yMHA6VneLvDEmuXWnXsFvaXr2RkR7G+ldILmOQDKsVDdCqsAysDjp0IlttK1rSPC80Wjtp7avNcNcN9oDi3UvJuZRt+YhVO1TxnaCQOlJeY30t/W//AACTxP4og8OxwIxtBcXG4ob28W1hRVIDM8hBwMsoGFYksOMZIZqOt6xa6NHqdpZaPPara/aLiWTVXRE43HYywNvXHIb5c+lO1rSr99c0/WtIt7K6u7SGW3MN5K0SlJNpLK6o5DAoBjbyGPIqpH4Wu00PS9HM0H2OO6Nzf7MruG8yiKNcfc3kA5I+Vcd+F0/r+vMOv9f15EmoeJNZsPDkWsN4fjEUdl9sv4pb7a8AC7mjQBD5jgA9dg6c8nFi81vVH1SKz0LTbO7D2q3LPeXz2+AzEAALE+entVTxZpev6tf2kNlb6ddaNGPMubW5vXga4kByqsVifMYxkrxuOAeAQzPE/h668QpEj6DoUszW/l/b7qZnmsnbqYgIstt6g74ySP4etPd3Xf8Az/r/AIcPL+un9f8ADHVjO0bgAccgHNLUdvEYLWKFpGlMaBTI5yzYGMn3NU77RbXULyG6nlvkkhxtW3v54UODn5kRwrf8CB9OlN7iWxoVnPr+mx2tzcPc4jtbkWsx8tsrKWVQuMZOS64x1yDWjXOz+HZ5PFn21JIxp0rx3M8OTua4jVlU4xgggoc5BBiXrk4XX+v62H0L1x4j0211aPTriSZJpHWNX+yymHe3RDKF8sMeyls8jjkVBFf6lH41fTbmW1kspbNrmERwMkkZV1XDMXIb7xPCrXPar4R1/U/EDXEl1HJbLqVvdxSPqdwoWGN42MX2VQIs/K2HJYk4yB1Gu9pr58cR6mbLTBp8du9qX+3yebsLq2/Z5OM/L93d360R6N+f5afj/Vgls7eX5/5f1c6WsPTNQ1JvFmq6XqEtrLBbwQ3Fu0EDRsqyNKNr5dgxHljkBep4pI/HPhOWZYovFGivI7BVRdQiJYngADd1qpaafr7eML++vbLTY7C8to7UtDfyPKixmUhtphAJPmAEbuMdTR6D0s0/61NCw8V6PqWoixtLiQzPv8ppLaWOOfYcN5cjKEkx/sE8c9Km07xBYatdSwWJuZPKzmVrOZIWwcHZKyhH5/uk1g6N4b1m3OhWepmxWy0AEW81tKxkuiImiQvGUAjG1iSAzc45xT9B0HVtP1yS5MFrpliySb7G21Ka6imkZgQwSSNVhwdxOwfNu5HAoe+gv6/r/M29K8QWGtPINONzIiDImezmjikGcZSRlCuPdSRjnpU2natZasty2nzecLW4e1m+Rl2yocMvIGceo4rn/DGgappWryzSRW+macYSo0621Ga8iLlshlEiIIQo3Dagwd3IG0V0Gnf2ntuf7X+ybvtD/Z/su7/U5+Tfu/jx1xx6U/6/r+v8gfkT3U/2a1km8qSYouRHEu5nPoB6/p61neHNbk17Tpria0+xyQ3c9s0Xm+ZgxyFM5AHXGcfqetaNy062sjWcccs4UmNJZDGrN2BYKxA98H6VgeD9O1rSoL6HWrawjWe8mu42tLt5jmWRnKkNEmMZxnJz6Ckt/l/X6g9vn/n/AMA1Nb1VdG0t7swtPJvSKGFDgyyOwRFz2yzDnsOaybDxlF/xOotcjt7K50QI90ttc/aU2Ou5SDtVtxwRtKg5xjORTdU0LWfEXguSw1iezg1TzhNHJZPKsQKSh4xnIcZCgMQcjJI7VRtvAbXCtLcNFoLB4fJtdF8t4ohE0jr/AK2Ha2XlZ/uDBCnkjNC6/wBdv+CMuW3jG5uNChuW0jytRub97CCxe448xS335AvygKjMcA4xgZ4zIfFN9/Z8qrpdv/asF+ljLaveEQh3CsGEojJKlXU/cBzkYqlD4Pv7bw/f2l1cHXJp79rqFbq7+yeX+8LBxLBCHR+5wMZ4GATUkHhJrPw5dWzaRperXF9crcXNrf3DmDIVVH7x45GkICL8zLljlvlzgJba+X6X/UX/AAf1t+h02nyX0lmrapb29tc5O6O2uGmQDthmRCf++as1jeFtFk0LSGtpfJj8yZ5ltrbPk2ob/llHnHyj6LkknaucC/qGnw6naG3uXuUQkNm2upLd+P8AbjZW/DNNiRaqs+oWseqRac8uLqaJpo4yp+ZFKhiDjHBZeM55p9pbR2VpHbwtKyRrtUzTPK5+ruSxPuSay/Emk3uoxWs+kTRwX9pIzRPISF2ujIwOAegbcBjkoo46gfkNDp/FOlQafDe+ZczQzFxH9msppmIU4ZtiIWCgj7xGORzyM1td1q7g07TNU0S6spbG4ubaOQSQtIZo5pUQMjh1C4Dk8hs8VR1vwxqcn9l2uiS40yztTbm2/tKeyKt8oSTdCN0mFDDYSoOevcQTeHfENv4J0LQ7CDTbiSxFq08s97JEC0EiPhQInJDbCMnBGehpq19e6+6+v9fqM7asvVvEmmaHIq6lLNGCu93jtZZUiXON0jopWNevLkDg+hqCfxfoWmuLXXdc0fTtQVFM9tJqCAxsQDj5tpI54JUZHOK5vxRoOqeMluptD1K2u9KvrDybWRNXnhjhf5wzbIRtnDZUfM2Bg8HkFArdTq9R8R6bpl7FaXD3EtzInmCG0tJbl1TOAzCJWKqTwC2AcHHQ0XviLTrDUo7CZriW6dQxitbSW4Mak4DP5atsBIOC2AcH0NZ7aXrGma9NqGjwWF4l5BDFcR3V08BiMe4AqyxvuBDHghcEZyc8POnaxpviS9vtKgsbu21JonnFzdPC8LIoQ7cRuHBUA4+XBB5OeAnWxoy65p0CXrS3G1bCRYrk7GPlswVlHTnIdemetU5vGWhQaq+nPfE3UU6W8yJBIwhkfbsDsFKoG3AAsQCcgEkHGTrHhvXbm61iHTjp32PVZ4bh5p5XEkRRY1KBApByIwQ24Yz90452dN0Nbe51lr2K3mj1C+Fyq7d3AjjUbgR1DR5HXtQt9e346f8ABG/Ilk8R6bFrCabJJMs8j+Wjm1l8lnwTsE23y93B+XdnjGKF8Rac+stpcL3E1yjbJDDaSyRRNjdteVVKI2MHDMDyPUVy9x4R8QXfiVLu6uo5YItTW7SV9TuOYVYFYhagCJSo43ZYkjPBbI2tI07V9Dvri1igsJ9Knu5ro3L3Lxzx+Yxcr5fllWwxIzvXjHHHItk3/W3/AAfuB7tL+t/+B95oReINMmtrKeK53R30xt7f922XkG7K4xkY2NnOMYNTQatZXOrXemQTbryzSN549jDYr52nJGDnaeh7VzHhiGDUfFOo3+n3EN3o1vKz2UsRDIZ5gDPtYcMAR1HeWQdjXTwf2l/a139p+yf2dsj+y+Xu87dz5m/PGPu4x75o6IO5PdXMVnZzXNw2yGGNpJGx0UDJP5Cud0jxdPea7a6ZqmnRWEmoWjXlmq3fmyGMEZEqbV8tsMDgFhww3cc7+oWaahptzZSkiO5heJiOoDAg/wA65Twv4QvdLvbOTUINOiFhG6ie1d5Jb+VgE86UuoKsEBGN0n3z8wC8i3d/63/4H9bD20/rb/gnW3d1DY2U93dOI4LeNpZHPRVUZJ/IVg6D4qk12O/kggsJDarlbW01NJ7kHnCSoAEic4xjewznnjNWbjTNS1rR9b0zXHtI4LzzYLV7QMWWBkwC+7jfknpx0rPstH1xL1dRuLbSba7stNeytIbaZ2imJKkM58tSigoMKA2Azc0vX+v60Q+39dv+CXdM8Q3El/qFjr1nb6dcWMEd07Q3RmhMT7wG3siEEGNsgrjocntQs/HX2rSdSvm0uWM211HbWsBf57kyrGYiQQNm7zVyDnaOvpVXTPCmsXmi31h4lMNvcX7JLd6lp9750tw6sDs2SW4VYsDaE+Ybcg5ySYrn4f6ncWmvRzeILm5e+uYLm2aYonzxLFguYY42UkxlfkPC4ON1V6/1tf8A4H9WRv6B4ifVdS1PS763t7bUdMaMTxW119oTa67lIYqpB4IIKgjHcEGt2ud8MeH30q5ubuey0/TmmijgjstOJaGFEZ24YomSzSMT8o7detdFQxFLWdUj0XSJ9QnhlnSEA+XCF3uSQABuIHU9yKistXaa1efU9OuNGVXVFF9LB85YgDBjkcckgYJBJNVvGNhcan4RvrSygkuJpFXbFFII2fDgkBiVAOAcHI+tcxrtssfgC7il0PWI0a/s91pqt8t49wPtEWVUtPIAD0wWUc/jUr4ren5lJXsdlBr+j3WmS6lbatYzWMGRLdR3KNFHjrucHAxnuadBrelXOkvqltqdnNp6Bma7juFaJQv3iXBwMd+eK5K60fV7+5uda/sloc3tpONKmmi8yZIAwJJVjGHywKgsR+7XJX+En0TVb03WrnSTF5mqW97/AGS8sXmTJFGEyxDGPeWwwG7H7tMsP4X/AF+Wv47eQv6/PT/g+Zu3fjDSobbT7y0vbO7sLy6a3e8iulMUIWKSRmLDI48vB5GM57Vr2V9aalZx3enXUN3bSDKTQSB0fnHDDg81galaXXiFtAnn0aa3W01QXE1veNCzRqsUoV/kdlPzsmMEkdeMVe8O2E+nx6ks8QiE2ozzxgEEFHOc8dMnJ9afl/XT/P8AAH0t/W/+S+8f4h8Q2fhrS5L29SeYIjyCG2j3uyqu5j2AAA6kgdBnJAL9S1eSxtoZLXSr7UnlBYRWix5VQMkkyOqjqOM5PYHBxQ8cR3114P1Gw0vTLjULi+tpbdFheJBGWQgMxkdeM+mT7VS1u+8SS+HrKDSNC1CGW5Jju2Sa18+0jAwSoMuwu38J3EL1IyNpnWzsPTT5m0PENg/hb/hIIpGexNt9qVtpDMu3OMHnPbHrVbUPFEOj2tidUtZlu7owrJb2w80QGR1TLOcDaGYDJwTg4BwcURYm5h0DRrfSbjTtOt8XE8EwVvLWEjyoyyMyli+1+GPCHPWn+OV1K60y3tNL0a71FjdW9wzwSQIqCKZHIPmSKckKcYBHqRVac3lf8P6/IS2/r+v+HNHVNek0/UYrG10e/wBTnkiMxFo0ChFBA5Msidz2zWspLICVKkjJU4yPbiuS8SWc+qfZ57bQtaGoPbFYp7bU1tVtWbkLNsmG4A4Jwsg44B6V1Fmk8VjBHeSie4WNVllC7Q7gctjtk84pLbX+twe5NRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFUJL7SL3Rjfy3VjcaYo843DSI8I2Nndu+78pXOexHtS6yNMOkT/27JBHp+B55uZAkW3I4ckgbT0IPBzg5Bri/C/ijw1afDW4vr2/srm0065mmnWN1lMZNy7RfKM4JO0r+BHrQPqjshr+jto51ZdWsTpo63ouU8kc7fv529eOvWpdN1bTtYtTc6Rf2t/AGKGW1mWVQw6jKkjPIrg7KfTNT8KavqZ8SaLYy3mowahM4uY54LJ1aLy45CsgBYiJQfmGSTjoM61t4qv5vC1/db7W8nW5Fpp17aRskF677QjopLYUO+0kMwOxjnsH08/8Ahv1dhadzpY9WsJbK4vFuo1trZ5Emnc7EQoSHyxwMAggnpwfSi71jTNP05b+/1G0tbJ9pW5mnVI23dMMTjntXP+IrTRND8A/ZtYureOG1t2SCS9mCiSby2wfmOGcnLDqc8jkZrOTxroGjfDjQ9Ta5sb2VYYrW0xcRhRceUAVMhOI8DO4k8DPUkArv5W/G/wDXzDqvO/4W/r5HXXmu6Rp2nxX2oarZWtnNjyrie4RI5MjI2sTg5HPFWbO9tdRs47vT7mG6tpRmOaCQOjj1DDg1wsX9m6b4N0Oa08YaDai0upJUvZyslrLIwkDxoBKnAMjYG7ICjNdZ4b1G71Xw/b3moQLDO5YHarKsgDFVkCtyocAMAckBgMnrT7i7Emr65Y6HHA+oNP8A6RL5USW9tJO7ttLYCRqzdFJ6dqvqwdAwzgjIyCD+Rrn/ABH/AMh/wt/2E3/9JZ6Z4nvfE1rcwDw3Z/aImQmU/ZIpsNnjl7uHH4BvrSKa/L9TpKK4/VNR8ZxJZf2Zp3mM9srXH+gQvtl5yOb5Nvbgbx/tHs7WNQ8ZQva/2Rp/mq1sjT/6BDJtl/iHzX0ePoNw/wBo0COuorj9W1HxpDdxLpenebCYULn7BC+HI+YZa/jxz2wQP7zdadq+oeModaaPStP82x+TD/YIX7Dd8zX0Z65/g/PqQOh11Fclq2oeMYdeeLS9P83Twy7ZPsML5GBu+Zr2M9c/8sx9D1K3uoeME8SGGz0/fpnnKBL9hhb5OMneb1W9efKz/snuLUHodZRXJXOoeMF8SmG30/dpfnqvm/YYT+7yMneb0N0zz5Wf9k9CRah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/2e1C1sD0udbRXJ2OoeMJPEiw3un7NM81gZfsMK/JztO8XrN6c+V+A7JpmoeMJfECxajp/l6dvcNJ9hhT5cHb84vXb0/wCWZ+g7CA62iuR0TUPGM+sLHrOn+TZYbc/2GGPnBx8y30h64/gP4dabpOo+NJr9k1XTvKt/LchvsEKfMAdoyt9IeuONvPqvWgDsKK4/SdR8ZzPdf2pp3lKts7Qf6BCm6UfdHy30mfodoP8AeWnaTqHjKZL3+1dP8pktma2/0CFN0vYfLfSbvodg/wBoUAddRXIabqPjOW2vzqOneXKkBa2H2CFN8memBfPu+hKD/apdO1DxlJp+oPqGn+Xcxxg2i/YIU3tnkYF84bjsWj+poA66iuOtNR8aPpN/Jd6dtvEEf2VPsEK78t83yi/YNx6umP8Aa6U631Hxm2g3cs+nbdQWRBBH9ghG5T947RfEH6mRcejUAdfRXIxah4yPh2eaXT8aks6rFF9ghGY8cnZ9uKn6mRT/ALJpo1Hxn/wjrTHTv+Jl9pCiL7BD/qtvXZ9u29e/mZ/2e9AHYUVx76j40Hh+OVNOzqJuCrx/YIeI9vB2/b8Dnv5hP+yOtOuNQ8ZL4ftJYNP3ai0jieP7BCdq/wAJ2G+Cj6iRvoKAOuorj7rUfGaaLYyW2nbr5zJ9pT7BC2wA/L8pvlC5Ho75/wBnpTr7UPGUej6fJZafvvJA/wBrT7BC2wg/L8pvlC8ejyZ/2elAHXUVyF/qPjOPTtPex07fcyRsbpfsELbGzwMG+QLx2DP9R0pupaj41ijsjp2neYz2ytcD+z4X2y5ORzfpt4xwC4/2j2AOxorkdY1DxlC9r/ZGn+arWyNP/oEMm2X+IfNfR4+g3D/aNJrGo+M4bmEaTp3mxGBGkP2CGTEhHzDLX0ePpggf3moA37/XLHTL61tL03CSXbiOJltZXjLE4AMiqVUk/wB4itCue8UljYaQZBhzqlpuGMYPmD3P8zXQ0La/nb8F/mK+tvK/5/5BRWfLNrA1ZI4LGxfTjjfcPeusy+uIhEQf++xWhQMg+22v2/7D9ph+1+X532fzB5mzON23rtzxnpmqi+JNDfVzpSazp7aiGKmzF0hmyBkjZndnHPSuVj1Pw5ZfFyO3tdS06O5ms50nQXKGR7hpYsK2TkvhcBTzhQAMACpbPWH0/wAWHTNL1nStXS6v5Dcafbxn7TZA5LO7rIwAVgBhkXlgM5wCLW3nf87A9L+X+Vzt6K4DR9Vhj+Ik1q2pRazNczzhXstZklNooGQs1mD5carjZvGSW25ALGu/PIOaOiYdbEMN7a3FzPbwXMMs9sQJ4kkBaIkZAYDkZHIzRBe2t1LPFbXMM0lu/lzJHIGMTYB2sB0OCDg+tcN4S1Tw0fGniCw0fVNOaKSK38qO2u0JfajmQghskgnLN1yck5qv4bu/D2pX3jLR9E1mwijutogNlcoSkf2WNGkTB5CnOT6jrSb39Bx1ep3Wn6zperNOulalZ3rW7bZhbTrIYjzw20nB4PX0q7Xkk1/fXmny6hplzpcUWl6NLaG60K6aeMOWhKASFFUEbWPljdtGMn5xV7TZLqy1a8gPiC7toTa6oi3N/dtNHbCKaNY5DvbHy72OSckHBOAAKe9vJv7v8xLX8D02q8V9bz3txaRSbprYKZVCnCbhkDPTOBnHUAjPUVx3gzX7KHSdVeWZZotPjWa4voNYm1O2cbSSFlk5VhtJZAOAynJzV0W91Z/D6+uL3UYdI1G+je5nu7iQKltJJ91S2RgINqZBH3QRzSlpcFrY6qWWOCF5Z3WOONSzu5wqgckknoKVWV0DIwZWGQQcgivPbD7P4k8A69Y2guZTCrhZrPXLi9jnkMWQI7gsHYdAycDORg5yYZ9RsLfwBDL4U1ZryB57dNQmbWpn+zIR8waU+Y9uOgJAG0En5cbgurXp+Idvn+B6TRXmCam0Xhq1kvPE1rDpcmsiL7VY6410IYDExaJ7pwrHLZ5PKhlwQQpHV+CZjNp9/wCRczXemrfOun3E8zzNLDtU5Ej5Z13mQBiTkAYJGKpa38v+B/n+YPS39d/8jpKKq6hJfxWhbSra2ubjIxHc3DQpjudyo5/DbUlo1y9pG19FFDcFf3kcMpkRT6Biqkj3wKQFbVtbstEhil1EzpHI4QPFbSSqpJwNxRTtGSOWwKv1yvxD1fTdN8KTRajqFraSTlPJSeZUMm2RC20E84HXHSqPiDV9JutZtG1bXmstAlsWltbu11FraK4m34I86NhuIXBVM4OWODjhX1t/X9aDsdxRXmWsanPF4Y0C61zWYbeX7K7zWN7q76VPdcDbIHjwxcAYKEBSX5wQKt+MdXgij0u9uNQW2gNmZTo9xrMum3chO0gqY23SOAGXY3BY/eFP+v6/r1sI9CorE1W5smbQ5L2+vtOea7T7PDGWUzyGNiIpQAeMZJBwMqOa26AKVzrWl2WoQWF5qVnb3lz/AKi2lnVZJecfKpOTz6VdryXxSbqXUPFekS3ltZXF7JHLZRFN91qGIk8pYd3CqkinJUORlj+7OGPpUutWNpq9jpF1cbdQvY3eCLYx8wIAXOQMDGR1NC1Sf9d/w6g9H/X9a9BZtd0i31aPS7jVLKLUJQDHaPcIsr56YQnJ6Ht2py61pb6u2lJqVm2oou5rMTqZlGM5KZ3YwQenevOdW1GMeI9QsVuodj63bySaNJIPttyV8o+bFxkR5VW24OQjHegyBZRJzrcOg6fdaTePba2b95be5aa7jBlLuJYwuIsKzJvLnIAUKN3BH3ref/A/K/8AwwS0T8v+D+dv+HO9TWtLl1aTSo9Ss31GNdz2azqZlHByUzkDkdu4pW1jTE1ZdLfUbRdRdd62ZnUTMvPITOccHnHauCtVlbW7TQtOutJvDY6y95JPa3DTXMYLuziZAuImw7JuLnd0CjPyp4cvrmz1S2todbE+qT6lN/aejiGIGNCzkzMAvmrgCPDsxUgqAOVwLW39dvw1/AHo35f8H/L8T0qiis+0m1h9RmS+sLGGyGfKmhvXkkfnjdGYlC5HJwxweOetAGhRUVzN9ntJptkj+WjPtjGWbAzgDua8t8N+Jb281mdtDljuTc6NcXawDWpdQBuFMZRXDKFhf94QUQ45HAAWlfV/13f6DSuer0Vw+j31l/wjOoXPhnWZdZ19bBpJIJ9QkmdZ9pIDW5bER38bQq4+7gYxVYXml/8ACC61P4c8Q3Wp6omnl7gjU5Z5o32k58rcfJbOflVVxjGBjAp6OxO6T7/1+p6DRXnGteI/7Wk19vDutu0MemWYhubSXdGkjTyBmQj5WOMAkZ6YPTFa+r27eEtB1W+fUdQvLWZYV8ue8ZWikLbXk84k+Uh3KW2gBArFQO0vQrrb+un+Z2FFeV6brd8fD2ui0vyLOC9tQ11bajLqAt7d9nnPHPIgZgF3HPIQ7iDxgdFNJpyeE31HwhrM2oxaddLdStFqkl75ioB5sRZnYnMZJCZxnacZp/1+X4aiWux2VFcpbTLP4Q1nWdV1O8tbPUFluUmhkbdaWwTajRYBKkook4GdzHiuksWjbT7doZXmjMSlJZDlnGBhj7nrQA3UNSsdJs2u9UvbeytlIDTXMqxoCeANzECpbe4hu7aO4tZY54JVDxyxsGV1IyCCOCCO9cf44up9O1/QL4z2VpaRm4Rr3UAxgtJWVQkjAEDJUSIMsg+frkgFPC+oWfhXwDJfaveyDTlvJmiuZIeXjknIRgqL91i2RgYww7c0LX+vwB6W/rudbfahZ6XZvd6ldwWdtHjfNcSCNFycDLHgcnFQ3GuaTaaXHqd1qllBYSBSl3JcIsTBumHJwc9uea5nxm6ReJNFn1HWl0TTo4bgreusWEuPk2ANKrIrFPMAJBJG8DGaw5tQuZb3SdQ8TeIRoUa2EwttQaCGPzZPNK7gZlZEZ4gjbQNxBO3ADArp/Xn/AJDPQLvX9HsFtWvtWsbYXn/HsZrlE8/p9zJ+bqOnqKfqGtaXpMkEeqalZ2T3LbYFuZ1jMp44UMRk8jp6ivP72/u444bzU5NIbUNb0aO2nsL6R451I35MVsFZpN3mcx/KcqAW9KepfaNMvZtM8QX1tYLeaDbW5uLhPNkutodZYLdT8pkLMD/GTlfkbOQ3om/66/5fiJatL+un+f4fd6zRWd4diurfwvpcOoZ+1x2cSzbuu8IA2fxpb6bWI7yFdNsbG4tmx50lxevE6c87UETBuPVh/WnJWlYUXdXNCiiuMupr5fEVz4dF3dA3t3FewzCUhorb70qqc5wHj28dBOopdbD6XOzrPg1uyuNam0lDOt5DH5jJJbSIrLkDKuyhXGSB8pNefa94mYeNlSynMNzb6rbWjwyaxKJGjZ41Y/YlUxmMiQ4kYg5IOc7RXQv4h0U/FOC0Gr2H2kafJbmH7Sm8SmVCI9uc7uDx14oj71vO/wCV/wDIUvdT8rfnY7Cs+x1yx1HUrywtmnFzZbTNHNbSxYDFgrKXUB1JRuVyOOtaFcXp/iLSLn4laxb2OrafcXT6fbRRQpcozPIj3BZAAckrkEjqM80FW0f9dTtKK838L6ktzqWgtZaveXmr3Cudes5bx5Bbfu2Lb4GYiArNsUBQvBI5FWfCGrW58TXNr/akOsyypNK1/ZazJdRIocECWAny7c4YBduQdrdOlD0dhHf0VwPgPVIpNauLH+0Y9bnMBlfUrLWJLyFsPj54mOy3dt2QiZBAbBAWum8OS2Usepf2fqV3qAXUZ1mN0zHyJQfmiTIGEXoAMj3NOwPQ1ywVSzEAAZJPaqmmaxpmtW7T6PqNpqEKNsaS1nWVVbGcEqSM4I4rK8eR3EvgbU1tLdrp/KBa3QnMqBgXT5QTyoYcAnnoaxvB839p+Mb/AFa11W01OCWwhiml0+MC2Rw7FI1OSWZVLFsnPzrwoIFJauwPRX/rodvPPFa28k9zKkMMSl5JJGCqigZJJPAAHeqKeIdFk0htWj1iwbTkOGvBdIYVOcYL52jkgdaxda1HTfE3gaTUNN1K1S0inSUT3rNBAzQzAlJCwBClk2k4PXOD0OEjNqljrms32qaRpFncT2UkN6shmtPNhkDbvMYx+aG2xruG0fwjJXJEPS6TO0TxNoMmkvqia3pzafG+x7sXcZiVuOC+cA8jjPcVai1Swn0v+0oL62ksNhk+1JMpi2Dq28HGBg857Vzum+KJJvDl/e6jquk20UE5httYZClncgqpDhWk6BmKcSEEqSDzgZNnc6R/whOp3Ou3dhJbC/mmh1B5BFbXkrDcskascYDEqoy3zR7gSeaUnZN9lf8Ar+v+ARV2kd/DNFcQRzW8iSxSKHSRGDKykZBBHUU+ue8B39nqHgTR2sLuC6WKzhikMMgcI4jXKnHQjuOta+oSX8VoW0q2trm4yMR3Nw0KY7ncqOfw21c1yyaIi+aKZaoqG0a5e0ja+iihuCv7yOGUyIp9AxVSR74FYXifUJNBvrDWWkmNkgktrmEP8h3LujbHTdvRUHf95ipehS1OjrP1PXLHR5bWO/adPtUqwxultLIgdmCqGdVKpksANxGa4nxFfSaRp+i6Pq105vJreSeSefXJtPR5cruRJIw0kjZc7Yxxj1IWm6h4ns/+FZ+GZ9f1a1hvbt9OuG+0zpG0gWeJnfBxwOSTjA9qaV380vx/4Az0iio7e4hu7aO4tZY54JVDxyxsGV1IyCCOCCO9ebfErxEbK9vbe2na1vbLT/tNuz6zLaF2O8gxQRq32gjZ8wf5RgDgFjS62BK+x6bRXD6nf2L+KjH4s1qTSrQWsL6eg1F7KOd2J8w7lZfMYEINpJwCDj5s0++vdPbxrdQeKNak01IvJGlwf2jJZpcAjLN8rL5rb/lKktgBeBu5Cb3VztaK8913xINOuPEthPqckF895bNY24lbzPKMcILRqOdm4SZYfKDuyetXrPSb3WNe1y4bXdQhaz1WMWkSTMIolWOFnUoCA4fJBDZAzlQCSSLV28r/AJf5jeh2lFeX3nidpfHsC2Uximj1ZbOWCTWJWlMedjFrIKY1jOflckE/Kc5ODt6Ne2Fx4ouRr2tSQ64t9NHbaa2ovCvkgkR7bcMFkBT5txVsknn5cAWqT/rp/mD0bX9df8jtaK4vSpL+fxAmgS3l0To9zJczymQ7p4Xz9nVmzlgd7Z9TAc9a3LGWybxZq0cGpXc94kNuZ7KRmMNupD7WQEYBbnOCfujpR0uHfyNiqVjrWl6ncXFvpupWd3NattuI7edZGhOSMMAcqcgjn0NGspcS6Dfx2JYXLW0iwlTg7yp24P1xXn3g6Yan4i0Ce0vLVjY6dJbz2FnGcafHhAIpmPzeaXUcME+42F4LULVtf11/yB6L+vL/ADPTqoQa7pN1cXcFrqllNNZZ+1Rx3CM1vjOd4B+XoeuOhrN1PWV1jw14ii8MztNqNjHPa4RGDJcCPIUZAyeRyMiuc0K8t5YJ9L0/xHDf6IdIkNxL5UKRaW4wAvyBdoKs5KOSw8vk9crWzt2/Rsqy0v3/AMjtNL8QaNrZkGi6tY6iYseYLS5SXZnpnaTjOD+VLaa7pF/HcyWOq2VyloSLlobhHEOM53kH5eh6+lcLPrWo6l4U1nT7DUdO1q2t7KPGpaVbuYwN2JIiokcOwjBbCuD8wGBkE1NS1Cabw/qMGi6mnibR7L7FN5oWMRoFmBkhL28e0oI1VioUsoPOQQKb3sv6/r+vOFe1z0rTtU0/WLX7VpN9bX1vuK+bbTLImR1GVJGatVxXgrzLrxLrmpx6rb6rbXcdvuurOIJbvMvmBhHgtnCeWCSzHPGRgKO1psAornPH6eb4F1GPyo5tyovlynCvmReDweD34P0rMube98NeEbh9K0fRfDl3Le20aDTQJomDzRoWceVFnhiMdcdCD0S1dirHbVHLbwzvE00McjQvviLqCUbBG4ehwSMjsTXDXGs6rYXl5o39syT/AOn2lsNTmih8y385SWTCoELfKoXcvWVchuhdNrWrWTXekDVmnYapBYrqs0UQeASxhyGAURlwcKvy4zImVP8AELXb+tv80L+vz/yO3luIYHiWaaONpn2RB2ALtgnaPU4BOB2BqSuN8SadfRDw1aJrNzLctq/F7cQxGRQbefOFRFTOM4JUgHBIbodfwtdXk9hdw6hdNeS2d7Nbi4dFVpFVvlLBQFzggcAA4zgUf1+X+Y3pb+u/+Rt0Vy/xGsI73wDrDTvLsgsZ5BErlVdvLOCwH3gOoB4zzjIGLOu6PHq+g26Noek6zLGoMcWqnEaZXlgfLcg/QfjSbsmwtt53/D/hy3rmiLrK2bi/utPmspzPDPa+WWVtjIciRGUja7dqv200VxaRTW863EUiBkmRgwkBHDAjg568cVxsF0b34e6JpNncTyzapGlmZ5DlzGoPnS5BP8CttbJGWTnmp/HmmQHR7GfMgFrf2SQwq2I0/wBJiGdo4JxwCc4GcYyc1b3redhb29P6/U7CiuN8aaOkt6utXmh6LrNlZWcnmpqkoQxAEMWTdE65wCOSv1rq7CdLrTra4hiaGOWJXSN12sgIBAI7EelJaq/9dQejsT0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZeq6H/a15ZTS6hdww2kyT/ZYhH5crq25SxKFuv91hWpRRR0sHW4UUUUAFFFFABRRRQAUUUUAFFFFAEc8ENzC0VzEk0bYykihlODkcH3qSiigAooooAqX2mw6hJZvMzqbO4FxHsIGWCsuDx0wxq3RRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABWfrOk/2zY/ZHvrq0hc4mFsyqZkIwULFSQDnqpVvQitCigBscaRRLHEoREAVVUYAA6CnUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUHkdce9FFAGFH4f1JJldvF+tSKrAmNobLDD0OLcHH0Oa3aKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAyL/Rb+7vHmt/E2qWMbYxb28VqUXjsZIWbnryTWjZwSW1nHDNdzXkiDDTzhA7+5CKq/kBU1FABRRRQAUUUUAFB5HXHvRRQBnaToyaUbiRrq4vrq5YNNdXRTe+BhRhFVQAOgAHUnqSTo0UUAFFFFABRRRQAUUUUAFFFFAEN3Z21/aSWt9bxXNvKNskMyB0cehU8GsS/8E6LPoE2kadp1hp1tcTwzTxwWaBJRHIrlWUYByF28+vfpW1ewz3FnJFa3TWkr4AnVAzIM8kBuM4zjIIB5IPSua8Lo1/8PxHf6jeIomuFkujdMJRGk7jBlJ3D5VxuyCB0IOCDbUa3RvQ6HpNvpLaXBpdlFp7ghrNLdBCwPUFAMc/SiLRNKg0ltKh0yzj05lKtZpbqISCckbMYwSfSuOtYdTv/AAXqR0l9UvLGbUIpNN/01luZbQPEZNszurYbEpUs4JUjkDFa+l6zYaZ4b1OaODU4H012+0Wmo3L3E6ybVZUDtJIDuDJjaxHzdjkUPZv+v61t6h2t3Nq00TStPt4bew0yztYYJDLDHDbqixuQQWUAYBwSMjnk1aighg3+REkfmOXfYoG5j1Jx1J9a5m40m9svAU8f26S0vDDLdXs1vw8krKzuFY8qNxwCOQoABHBCu9pL8PdNvtf1O8traKzhnuJYbqSF5SYwMF0IcksRgKcscDnOCd/K34/8MT1Xnf8Ar8Tc1PRdL1qFIdZ02z1CKNtyJdwLKqnpkBgcGqsvhLw5PYQWM2gaXJaW5Zobd7KMxxE9Sq4wM98Vzr2WuTeD9CW+ttXvJY52a6gs78W1yYdsgjDv5seWGY9w3ckHrXS+HLq0vNBt5NP+1CFS8ZS8keSaN1Yq6OzsxYhgRncRxwSMU7bj7Mt/2da/b4bzyR58ELQxNk4RGKkgDoM7V7dqr6p4e0XW3jfWtHsNQaIERtd2qSlAeoG4HFZHjGws9T1PwzaalaQXltJqb74biMSI2LWcjKng8gGn+JPGmm+Epre2vIQfNj3IBe2kAABxjE00ZP4Aik/Mdrbdv+AaUnhnQZZLSSXRNOd7FVW1ZrSMm3CnKhDj5QD0xjFadcfqnxJ0rSUsmuIdwvLZbmP/AImVhHhWzj79wu7p1XcvoTTtY+I2l6I9qtzDuN1bJcp/xMbGPCt0/wBZcLnp1XKnsTQI66iuP1b4laTo93Fb3MO5pIUmH/EysI+GGRxJcKT9QCD2Jp2r/EbStG1ptMuYd0y7Mn+0bGP7wBHyyXCv3/u89sjFHkHS511Fclq3xF0vR9efSbiLdOjKpP8AaNjH94Aj5JLhX79157Z4pb34iaXY+JDossWbgTLDu/tGxXlsY+RrgSd+mzPoDxQtQeh1lFclc/ETS7bxKdEeLNx56wbv7RsV+YkD7huBJ36bN3oKIviJpcvib+xFi/0j7Qbfd/aNifmBx9wXHmfhs3e1C1tbqD0vfodbRXJ2PxE0vUPEi6LFFi4aVot39o2L8rnPyLcGTt02Z9QOaTTPiJpeqeIF0iCLE7O6Bv7RsX5UEn5EuGk7dNuR3A5oWobHW0VyOifEXS9d1hdOtYdsrBiD/aNjL90En5Yrhn7f3frim6T8SdK1i/a0todrrG8hP9pWEnCgk8R3DN264wO5A5oA7CiuP0n4k6VrD3S28O02ts9y/wDxMrCTKr1/1dw2OvVsKO5FO0n4jaXrCXrW0O0WVs1zJ/xMbGTKr1/1dw236ttX1IoA66iuQ034kaVqltfzQQ4WxgM8n/EysHyoOOqXDBfq5Vfel074jaXqen6heQQ4j0+MSSD+0bF8gnH3kuGVfq5Ue9GwHXUVx1p8StJvNJv9QjhxFYiMyD+0rBs72wPmW4Kr/wADZc9sninW/wASNKuNBu9VSHENpIkbj+0rA5LdPnFwUX6MwJ7A0AdfRXIxfEbS5vDs+srD/o8E6wMv9o2J+YjP3xceWPoWB9qaPiTpR8OtrPk/uFuRbFf7SsPvbd33/tHl9O27d7Y5oA7CiuPf4laSnh+PVzD+4kuDbgf2lYD5gufvm48s/QMW9sc064+I2l2/h+01d4cwXUjxov8AaNiMFevzm4EbfRWJHcCjYDrqK4+6+JOlWmi2OpyQ5hvjIIx/aVguNhwfma4CN1/gZsd8U6++I2l2Gj6fqMsOYtQDmMf2jYrjacH5muAjf8AZsd8UAddRXIX/AMSNK07TtPvJocx38bSRj+0rBMAHH3nuArfVCw9SKbqXxL0nS47J54ci8tluI/8AiZWCYUkj+O4Xd06ruX0JoDc7GiuR1j4jaXoj2q3MO43Vslyn/ExsY8K3T/WXC56dVyp7E0msfEjStFuYYbmHc00CTr/xMrCP5WGRxJcKT9QCp7E0AdfRXK+LbKxujoepvZ273cepWohuGjVpI1aQZAfnAPscGuqo6X87fl/mK+tvK/5/5BRWfLrVrDqyac8V8Z3xh0sJ2hGfWUIYx+LVoUDCiuWiF7b/ABMWOfUbi4iuNNmlEBO2KPEsYUKg4yATljkkk8gYUU7XOneLGl1u01yN7m/eO0uzqLvZtuB2J5KzELwD96MDI65xQtbef+drA9L+X+VztaK5bTvEGoS+Lp9O1aSGxQyyJa2kmnyq06ryrJdF/KclfmKKu4DIP3Sa6k5xx1o6XDrYKK5Xw2L2LxX4itLzUri8Ma2rBpG+VGZGzsT7qDgcD05yck5S3U2j3PiC60G8vtQs9M02X7Q15dPcK96g3BULE4IGd6phQSoxkEBXt/X9f1YaTe39f1/md/RXlSa5qvh+RL+wW/uLa50uSbOsXbubqVCh85YiSYUPmEYG3lh8gCgnc0zxT4jk1G5s7q20+8mS3vjBHao8Rllt5EUDLOwUN5gGO23OecK+tvX8BLXb+rnc0VzvhTXJtUtbj+0b6GS6g2tJB/Zs1hJACMjdHK7MQcHDD5Tg4zg1W0+5vT4a1TxNY2X2q/1BWntYO7QqCIV5I6r8+3jlyOKHoC1Ororip9Y1PUfAetS2es2v9o2sUhdv7KntXgXy920wyS71cjkOTjkEA95brWda0Dwpaz6hdWt9eXckMNu9vps5Ee5clmjV5HlIAJwu3PTjqFfVr0/EO3z/AAOworiYPFWuz6bCiWsQvJdTFklxd2FxaRyo0ZfzVhk+cbTxgkhipwwzkbvhzU72+j1C31QwPd6fdtbSS28TRxy/IrqwVmYj5XAI3HkHntT3v/Xb/NA9P69f8mbNFVdQ1CHTLQ3Fyly6AhcW1rJcPz/sRqzfjipLS5jvLSO4hWVUkXcomheJx9UcBgfYgUATUVzPj+ws7zwrLNd2kE8ttJG8DyxhmibzFG5Sfun3FT6rqOrTa+uj6FLZW0qWv2qWe9gaYEFtqoqK6HqGJbPGAMHPCvrYPM36K4m88XarJoWkajaxR2cF3E73d19gm1BIHXA27ImVgp+c+YeAFAIG6rfiLxFf2BsJbGe3h06aBppdUOny3sIxtwCInUxqVLNvYlQByaf9f1/XoB1dFUbp7+X7DJpL2bwNMrXLTFjuhKnmPbxuztxnjGavUAFFeXeJ9X1OS88SXWnf2m13okqmBo7l4LS3jSJJT5i5xMz5Ybdr4+UHYCGr1BCWRSRgkZI9KOlwejsLRXm+rX1yPE1zOLm+CQarbwLqEN3MLS1T93uhkhHysxyw3bWUFxudCMBreNbDUPH+myr4ls4bVL6WySxS+VS4EUgMkqZ6tIFVQR2BH36Frb+u3+f9IHpc9KorzuG8vrXXLWS4OtHVpNVaC5SQTCyNuzMF2Bv3JATYQUy+R838VU9H1bVLm+0TWYP7Sb7bftDfSXFyy28itvHlQ25JA8sqDvCpkIfmfcaSd7een5f5g9L+Wv5/5HqFFFZ9prVre6jNYwxXyyw53NNp88UZwcHbI6BG9sE5HI4pgaFFNlkWGF5JGVERSzM5wAB3J7CuG07x5Ob+5F6y3lmNNm1GKSDS7m1wsZXKq0pImyHGGTA46fMKV0NJvY7uiuch1TWNO8O3mu+IJLKWCKza7WzsrZ1eMBS5QyNIQ/HGdqc84HSornUvEOleE9R1jU5tNlljtDPDbQWsiiJsZ2s5kPmDoMhUzjOBnAqzTsyb6XOoorlPEXijUNKn1aOxt7edrPT7e5hSTI3vJLIhUnPAwgxxwSevSppdV1vSbDUp/ED6dDHGkbWt1FE5QM5KmMxhi8jKduNu3zNwACnoiutv6/rU6WiuGs/GuotpeorJDHc30F5b2ltI1jPYo5n2hWeKUl1Cljnk7gBjBNbF9fa3oekxXepXNhehLuMXLwWjwBLdiFJAMr/MpIYknG0EYzzR/X9feI6GisO01HVtT0/WJ7BLNWSeWHTDMG2uUG0tJg5x5of7v8IHrWzB5v2eP7Ts87YPM8vO3djnGecZoAfRXI+Mr6Uazo+l7NSkgu1nleHTJGimnaMLtj80Mvlr85YkuoOwDPODb8C3N/P4Z8vVmL3FrczWxczGUlUkKgFyAXIA2liMkqTQtQemv9f1odHRXJ+LJ9Tu9b07RNMjd1ngmuZtt+1nvEbRqFMqK0ij95n5BkkKCQCc4N/qsmo22npb22rzxx2M/madZalOlxBJG/lmR5VYGVcqy8sWbqqOc7VfS/8AWl/8h9bHpVFcDqUMV74H0q9Oq313qt7awWlrcWeo3NvHPO6/6wxxugIHzOcrnapz0xU/iCxmsLm2kvYPEGoaXZ6eFknsNTaFlZCd0kgWaNpCVAPAY9cDNN6Oz7/1/XmJarT+v6/Q7eio7eWOe1imgYtFIgZGOeVIyDzzVO+1q10+8htZ4r55JsbWt7CeZBk4+Z0Qqv8AwIj16UbOwlqrmhRRXMT+Ir+K6vNNEdsNRXUIYLVSG2yQSAPvIznIRZs88mM0dbDOnori9X8ZT2HiSOC1nhuLRb2Gzmgj024cq0jKuTdA+UjAuDsIJ4xnJGLsdhZ2vxQ+0WtpBDNdaXI08kcYVpSJYwCxHLEDjmiOtvO/4K4paJ/L8XY6eiiuU0yzstL+IPiGSztIbYSafazzeREqeY5kuMscdWOOp5o0WrKtdHV0Vx+keJNYnl0G71A6e1h4gz9nggiZZbbMTTJucuyyfKhBwq8kYyKn8Pa/qF9rVxaazLDaT/vDFp7afLDIAr43LOzlJxjGSi8bhnHSm1Z2YulzqaK5bwr4g1DU76e21uWG1vAhcaadPlgkiAbBxK7lZ1HA3xgDkHjIFbunf2ntuf7X+ybvtD/Z/su7/U5+Tfu/jx1xx6UA9C5RWH4z1KbSPB9/e20rQSIiqJljLtEGYKXCgHJAJIGDyKx/Ccl9a+K72waLUIdNls47iCLUr1rmdGDlSxLMxQOMYXccbCSFJIpLV2B6K52lFYvi1r5fDc5037Rv3xiY2qlphDvXzTGBzv2bsY5z05xWDo0kN0NdsnvdYs9Ft1hnSe+uJoZkUhjIPMlPnInydWKsMnBClTR0bA7iiuR8Ow3994VuPLv76CzmuXksZp2L3JtOCo3PlhuOcM2WCkdDgjOgur+5+G3hWa4m1Ka2mjgOpy2RmkumQxEggx/vOZNm4rlsE9smj/gfiH/B/A7+iuc8FXc1zp19HJ9sMFtevFatfFjMYtqsu7d82RuI+b5sAbvmzWzqGoQ6ZaG4uUuXQELi2tZLh+f9iNWb8cUPT+u4LUtUVDaXMd5aR3EKyqki7lE0LxOPqjgMD7ECs3VNYk0rWrBLnyU066SVGlbIZJVXevOcbSiyduqih6bgtdjYorjb7xRqUOi6YzT21nqV7C1yYBpdzfOI+MDyoW3LgMoZycA8Ac8V9ZltfEngrw54gutPtxdvd6dNEzIGa3MlxFuCMRkZ6dsjrTSbdvNL7w3O6oorjfGni+50CSf+zp4HeztftM9r/ZtxdM45IDSRHbACFOGcMDycYU5Q0m9jsqK5yXVNY1PxBNp+iSWdnFZwRSzzXls85kMmSFRVkTAAU5Yk5JxjjlzahrGo+I7yy0mWytLbTmjS4kurZ5nnZ1DkIBIgUBSPmO7JJ4G3kJvdXR0NFcxfeJby2g8QvHHATpd3DDDuU/MrxxMd3PJzI3THQVCmseKL3WdTTTrbTzZabqEdvscMZbmMpGzkHcFQqHJBO7d0wuMkWrt5X/L/ADG9EdbRXGXfjKeDxVDa288N1ZNfLZSRxabcHy2PGftefK3BsZTGRyM5FaWk6jrGtahPdQy2VrpVvdy2ogktneeby2KM/meYFTLA4GxuBnPOALVXX9bf5oHpp/XX/JnQ0Vy9h4i1G8urLTzDbC/W8nivwAdscUX8ajOctvhIyTw/tW5B/aX9rXf2n7J/Z2yP7L5e7zt3Pmb88Y+7jHvmjpcC5RVPWLuSw0O+vIFDy29vJKikcEqpIH6Vw/he71BPEWjyRNqcljqdlI08uo3TMbmQKriaOFifJTkjA2Z3j5MAGhau39df8gei/ry/zPRKKzvEOpPo/hnU9Shj8ySztJZ1Q9GKqSB+lcZHq2o+F7HU5dRtbh9QfSpdQgll1Z7pZjHjcGjIWOFsyIcRgrgkA4UUDtt5/wDA/wAz0SivM77VNR8M6Xfw3y3sF9dQRyrfDUZb47DMkUjiIqFikUShtkalT0GQAKr3Wr6loX9rWg/tWxsJhZNELm6e9u4Fln8mRhy7KWA+VQzYIzhSStHVJdRdL/10/wAz1SiuO8GzahDr+saddQXtvZpHBc2sN/em6miD71YM5ZsZMW4LvfAPUZ2jsabAhvLSO+s5LaZpljkGGMEzwuPo6EMPwIrETwLoKaDd6KYLuTTrw5mgl1G4cH5txwWkJXJJJwRnvmrXirVZtE8L3uo2zwRyQKCHuFJjTLAEsARwAc9R9azLPxbBbeH7nVb3W9O16CGeOEvoVuTsLsqBSolkLHLA4BzjoCand2HroacXhiwh0+azSfVPKmKlmbVrppBjptkMm5R6hSM96RfC+mx2dvaQpLHDDdLduDIXa4kU5Bkd8s53BTknOVXnAxVX/hMbdLa4N1p1/bXsM0cA0+RYzNK8n+r27XKENzyWAG1t2ADTh4wtVsJ5bmxvre8gnW2OnSIhneVwCirtYodwOdwbaOckbTh31/ry/wCB+BOn9f16mnq2kWut2JtL83HkscsLe6lgLcEYLRspIwehOKzJfA+hz6VZ6dLHetbWMwntgdSud8TgbQVfzNwwOAM4HaquteJL+zg0S4GmX9q11qP2eWxKwyTSr5MpCjY7KMsqnO4YA5IGa29G1ePWrFriO3ntXjleGWC4CiSJ0Ygg7SVPTOQSCCOaLDfS/wDW/wDkQSeGrGTTYrFp9UEMTl1ZdWulkJPrIJN7DnoSQKv2VlbadZx2ljCkEEQwkaDAH+TznvWT4w1bUtE8NXl/pFtBNLbW8k7PcsdiBELfdHLEkAYyB1OeAC7Xdbn0/SoPsESTaleDbbRuCUB27mdsHOxRknkZ4AOSKTdk2Pl1QniTT9Su59Ju9HitZptPvDO0V1O0KuphkjxuVHIPzg9O1ba7ig3gBscgHIB+tc+fEM6+AbXWWija+u7SFooVBCvPKFCKOcgF2A9hUWv6rrGgabp/kLDd4mtoLq8ueDIXlSM7UTHzHcWzwBxgNk4ppp8r72EnzJNdjpqK5XxL4in03XrTT49c0XRkngaQPqkRfzW3BQqfvo/X3rqV3BBvILY5IGAT9KS1Vw62FooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAw/EFhqepXWmw2cNp9khu4rmeaW4ZZF2OG2qgQhs46llrcoooWit/X9aB1uFFFFAGK3hPS215dZJv8A7cpOH/tO52gEgldnmbNuQPlxt46VLH4b02PV/wC02W5nuQ7On2m8mmSJm6mON2KIcEjKgYBIHBIrVoo22AyYPDOmwasNSxdzXKszxm5vp50iZsglEdyqHBIyoGASBwcVrUUUeQGHYeENJ03UZb+0OofaZl2yvLqlzLvGCBkPIQcAnBxx2xRovg7R/D6CPS0vI4FjMa28uoXE0IU8kCN3K/p3PrW5RQBhW/gvQba1nt4rNzDNF5JSS5lcRx5z5ce5j5aZA+VMDgccCrJ8N6X50kqQSRyyLMpkiuJEYCZlaTDKwKklVORgjHGK1KKAMRfCWmR6bf2cJu1/tCPyri4ku5J5mTkbfMlLMBgtgZ43EjBOa07mxhurBrN/NjhZQv8Ao8zwsoHo6EMv4EVYoo3AztO0HT9MtriG2ikkW5OZ2up3uHl4xhnkZmIxxgnAqtF4R0eHSH0zyrmS0ZlZUmvp5TEVxtMbM5aMrgY2EYxxW1RQBzWp+EIrqxsLG2uLwW8F8tzK02pXDTbQjDCyly45I4DAdfXna03S7PSLMWunxeXFuLnc7OzsTkszMSzMTySSSat0ULT+v67B/X9feFFFFAGZrfh6w8QwJDqn2pokJOyC9mgDdD8wjdd3QYznHaobvwppV7DbJcLdlraMxxzpfzpPsPVWlVw7A4BIZiCQPStmigDIvfDGmX1rb2zrd29vbxeTFDZX09qgTGNpWJ1BGBjnNF/4X0vUY4op1uo4IYhCtvbX09vFs/umON1VhjjkHjjpWvRQBSu9HsL02JubdW/s+YT2oUlRE4UqCACB0YjB4q7RRQBk3nhfSL7VP7QubVmuG2+ZtmkSObb93zI1YLJjtuBx2qxcaLp91rVnq9xb776xSRLeXew2K4AYYBwc4HUGr1FGwbmLL4R0WfUmvpLaUyPKJ3iF1KIJJBjDtCG8tm4ByVJyAeoFaVxY291c2txPHultHMkLbiNjFSpPHX5WI59asUUbaAZsGgWFvqj6iFuJblmZla4upZliLdfLV2Kx56fIBxx0qK18K6PZasdRtrRknLtKqmeQxRyN950iLbEc5OWVQTubn5jnXoo2AKKKKAGyxJNC8UyB43UqysMhgeoNY2meD9E0m6W4tLaZpkga2V7i7ln2xHaTGPMZsL8o46DnHU526KAMrTfDemaSksdklx5EieWbea7lmhVP7qRuxVFxxhQBjjpUdt4U0m0sbmySK4ktLqLyZLa4vJpogmCNqo7kIMHGFA4x6CtmigDDt/Buh2y3IS1lka7RI55J7qWWSVUYsgZ3YscEnHPTA6ACtLUtMtNX097LUIzJA5UkK7IwKkMpDKQVIIBBBBBFWqKNw2MWHwhokNje2gs2kjvypuWnuJJXlZRhWLsxbcMDDZyMDB4FQajoNxD4duNJ0ICdb3dHNJqt/PP5SOu0sN+8vj+5uUHnkV0NFG407bGcNDsT4bGhSxGSw+y/ZWjLEFo9u0gkYOSO4q9BDHbW8cEK7Y4kCIuc4AGAKfRTvd3JSsrFDVdEsNbhiTUInYwv5kUsUzwyRNjGVkQhl4JBwRkEioLvwxo994e/sO5sw+nZUmESMuSGDglgdxO4ZJJyTnOcmtaikMz9V0Ox1lYRerMHgYtFLb3MlvImRggPGytgjqM4OBnoKqXXg/RbpbcfZprb7NCYI2srua2byyclCYmUsMjOGzzk9zW3RQBQTRNOilsHitUj/s5GjtEQlUhUgKcIPlzgYBxkAkDqai1Tw7p2szrJqIupVVQjQC9mSCRc5w8SuEcHPIZTkcHIrUoo8w2EACqAoAAGAB2paKKACqb6TZPrCao0H+mxxeUsu4j5ck4IzgkZOCRkbmx1OblFAGHP4N0O51Jr6a1laVrhLop9rmEQmUqVkEW7YGyo5C5POepy8+FdM/t0azm/N8CcMdTudgBOdvl79m3IHy4xx0rZoo22Dfcwo7vxYZlEuiaKse4bmXWJSQO5A+zDJ9sj61Ja+FNLs9bfVoDfm8kGHaTUriRWHzYUo0hUgbmwMYGeMVs0UAY+neFdH0m9+1WNtJG6hliRrmR44AxywijZisYPogHHHSnWPhjTdPvTdwi8muNjRrJd389yY1bG4J5jtszgZ24zgela1FAGVpvhvTdKvGu7YXUtwU8sS3l7NdMikglVMrsVBIBIGM4Gegqzp2k2Wkrcrp8Pki6uHupvnZt0rnLNyTjPoOKuUUARXVrb31nLa3sMc9vMhSSKRQyupGCCD1FUtI0DTtDWT+z45d8oUPLcXEk8hVfurvkZm2jJwucDJwOTWlRQBlWfhvTNO0JtH0+Ka1smZm2wXMqOCzFmIkDbxkk9DUVz4Q0W80GTRrm2kksppBLKDdS+ZK4IIZ5d29jlV5LHoPStqigDITw1YJpktgJ9TMMrh2ZtVumkyOwkMm9R7AgGo7XwjpVloq6TaNqENmrBkVNUuQyYGAqv5m5Vx/CDj2rbooAgsrK306zjtbKJYoYx8qj3OSSepJJJJPJJJNT0UUAFVNT0qz1iz+y6jD50O4Nt3FeR7gg+xHcEg8EirdFAGXqnhzTdZuYbi+imMsKNGrQ3MsO5GIJRtjDep2j5WyPaqt14L0W702y0+SK7jtLBES3ht9QuIVQIQVJCONxBUEE5IxxW9RQBiTt4hsnFtpGl6ddWcSKkct5q8yysAB979w5J9yxJ6mobrwlp+vq1z4isNl1cQCC6gtdQn8mRRuwGA2CTG44LJkZ46CuhooD0Mq+8NaZqF1FdTJcw3EaCMS2l5NbsyA5CsY2UuAc4DZxk+ppbzw5pt9qS6hKtxFdAKrS2t5NbmQKcqH8tlDgZOA2cZPqa1KKAMTUPB+iapfSXd9aPJJKUaRRcSLHIyY2u0YYKWGBhiMjA54FadtY29nLcyW0ex7qXzpjuJ3PtC556cKBx6VYoo2Awz4N0M6mL82spmFz9qVDdymJJs58xYt2xWJzkhQTk56nNhfDmnRau2p26XENy7+Y6w3k0cMj4xuaJWCMSMclSeB6VqUUBvuYWh6PcwavqOs6rFbQ39+I4zFayNIkccYIX52VSzHJJO0cbRztydGDSbK21a71OCHbeXiRpPJvY71TO0YJwMbj0HerlFACEBlKsAQRgg96ydJ8L6RodwZtNtmjfYY0DzySLChOSkSuxEa5A+VABwvHAxr0UAZ9joWm6d9v+yWqqNSna4uwzFxK7ABiQxIGQAMDj2qDT/C2kaYsotrZ3EsXkMLmeS4xF/wA818xm2p/sjA9q16KAMW18I6La2lxbC0e4iuYvIlF5cSXJMf8AzzBkZiF/2Rge1Oh8KaNDpt1Ym1a4gu1Czm6nkneQD7oLyMWwOwzweRitiigCjpejWWjxSJYpLmVt0ks87zSSHGBukkJY4HAyeB0q9RRQBna/pb61oVzYQ3C20kwXbK0fmBSGDDK5GRx0yKwvEdh4gm8Jyw3F1aXt6b20aFrTT5EWMC4jJLIZWLAYJOGXgHp1rp726NnZyTrbzXLLjbDAoLuScADJAHJ6kgDqSBzWTpWvXureFRqdtpim8Z3iFp9p+TcspjJMhUfLxuJ2k46AnAIt7jW6Kb+ELu4E17dash1l7iK4S6itdkMZiBCJ5Rckrhn3Avk7jgrxhW8IXM0Mt1c6pG2stdpeJdpa4hjdE2KoiLk7NpYEb9x3MQw4wh8W3i6RfvJpUK6nY38Ni9t9rJhZ5WjCsJfLztxKpPyZyCMdzu2E9+bJpdat7SzlUklbe6aZAoHUs0ae/GPxotZX/rp/wA/4b+vvKL6Pf3v9lS6rf28txp94bktbWrRJIPLdAu1pGI/1mc5PTpVvStM/swXn77zftV3Jc/dxt3Y+XrzjHWsseJLxPCZ1o6e1y0wkmtoIgU/c4LI0jN93KAEnHGcAE4Bt/wBq6jd6Dp99pGmw3E95EkpinuvKjiDJu5cIxPoMKck9hR1fl+v/AA34Cb2X9af8P+IninSL7XtAudLsL63slu4nhmkmtWnOxlIO0CRMHnqcj2qtN4Ri1O3t3125ll1CCBoFudOnuLJdhOcbEmOei5yTnHbpUS+K7y90XSrrStMhku9QuHtzb3V2YkidBIX+dUfIzGQPl5yDxXQ2b3T2cbahDDBckfvI4JTKin2YqpP/AHyKGt0F9jn9M8Jtpkeg2QuWnsdIiZiZZXd5Z9oRW+YnChTIQucAlcDip/FWh6nr1rDbafqVpYwpNHO/n2TTszRyLIuCJUwMrgjBz6in+JNQ1K0n0m00eW1hm1C8MDS3UDTKiiGSTO1XQk/IB171truCDeQWxyQMAn6U223dhbl08jF1PTNb1GxWzGq2EMMsHlXhGnMzSZGGMeZdqcHgMr4756Vq2dpFYWMFpbgiK3jWJATkhVGB+gqaikAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFYfiC/1PTbrTZrOa0+yTXcVtPDLbs0jb3C7lcOAuM9CrVuULVX/AK/rUOtgooooAKKw7fxDLP4ubRm06WGH7NJNHcyuAZSjqjYTGduW4YkE4PGMMa1r4wiv/FR0mzbTfLR3jbztRVbmQpkMY4ApLKGUrlmXlW4wASb28wel/I6Wis218QWF7qktham5lliZleRbObyQy8MvnbfLJB4IDZyCOoNaROBmjzAKKw9F8RS6tqmp2kmmy2n2ERMnmuN8qyKSCV/gPHQknkZwcgM0/wAQX8mstpus6XFYztaG7g8m788MgYKyv8i7XBZeBuHJw3FGwG/RXOaZ4kvX0P8AtrxDZ2GmaYbZblZor552VWAPzqYUA4PJBP8AWprHxroGovMtvfFTBDJNL59vJCI1jOHyXUYK5BI6gMpxggltWdgN2iqOlaxa6xC8tml2iKQD9qsprYnjPAlVSR7jiqltryuuq31zJFFpVjIYkmAJLFB+9b3Ab5QAM5Q9cgBAbNFYN74ts7Xw1eazHa6i8dsrfupNOuInZgufutHuC/7eNo554NPtvFumzaI2pzC7tYU2KwuLGeJmZsBVRWQNISSANoOScCgDborFPi/RE0xb+S7eKFp/s22W3kSQS4J8sxlQ4Y44UjJyuM5Gb2l6tZ6zZm50+R2RXaN1kieJ0ZTgqyOAyn2IHBB70AXKKKKACisTxVf6lpej/btLltV8mRPOjuIGk8xSwXClXXaeep3fSrGreIdO0R4kvnnMsqsyRW1rLcSFVxubZGrMFGQCxGMkc80roDTorIuvFGk2ttaT+fLcpex+bbiytpbppEwPnCxKx2/MvzYxyPWpNR8Q6fpUkEd19qeWdC6RW1lNcSbRjLFI0YqMkDJA54p9bAadFU77VbLTZbOO9m8p72cW9uNjHfIVLBeBxwp5OBxVygAork9d8bto0l9cfYYX0vTJY4b66lu/KdXfacRoVIkwrqTllznAya6wHIyOlHS4dbBRXK3vjKa21aaGKwt5bO2vobCd2vCtx5ku3BWHYQy/ODkuCQGIHHNq48VLH4wtNDtrUzrI5juLrzMCCTy2kVMYO4lVyeRgMvXNC11X9dQ2OgormrXxhFf+KjpNm2m+WjvG3naiq3MhTIYxwBSWUMpXLMvKtxgAmWPxUs/jMaHbWpkhVJBJeeZhVlQKTGFx82A65OeCccnOAHodBRRRQAUUE4GTwKy7DxJpmpXktrbSzLNEnmFbi1lgDpnG9C6gOucfMuRyOeRQBqUVl6Z4j03WBK1g9w0Ma7/tElpLFC6/3kkdQjjvlSRjnpUNv4t0i50+6vopbkWdrF5z3MllOkbJ/eR2QCQYGcoTxg9xQBtUVm3/AIh0vSzdf2hdrALSBLicsrYjjdiqsTjGMq30xzUVp4p0i+t7ua2uJGW0AMoa2kViG+6UUqC4b+EqCG7ZoA16KyIPFOkT6Zd3/wBpeGCybbci5gkgeI4BAMbqGBIYY45yMZp0PiTTpoIJWN3brcXItYvtdjNblpCMgYkRTg9m6Z4znigDVorOl8QaZBb6pPLc4i0nP21hGxEWEEh6D5vlYHjPX1q9BNHc28c8Lbo5UDo2MZBGQaAH0Vk61rFxYXVnY6ZZx3moXhcxxzTmGNUQAu7uFYgDKjhTksO2SDwxr8PibQYdSt1VNzPHIiSiRVdGKsFccMuQcNxkYOB0oA1qKwfE/iiDw7HAjG0FxcbihvbxbWFFUgMzyEHAyygYViSw4xkitf8Aiq7g+xw2Vrps91PZNfOZdSMUHlrjJjlETGT7wOdqjGCcZApXVrjsdPRXKf8ACY3l7DDJoei/aiNPi1C5jubnyGjSQEoiYRg8h2twSoGB83PCan43MNvJdaRYw3lra2CahdzXF19nCROCUCZRgzkKxwSoHGTzTel79P6/QS1tb+v6udZRUFleQ6hp9veWx3Q3ESyxkjGVYZH6Gp6bTTsxJpq6Ciis59f02O1ubh7nEdrci1mPltlZSyqFxjJyXXGOuQaQzRorLuPEem2urR6dcSTJNI6xq/2WUw726IZQvlhj2UtnkccioIr/AFKPxq+m3MtrJZS2bXMIjgZJIyrquGYuQ33ieFWhav8Ar1B6L+vQ26KKw9M1DUm8WarpeoS2ssFvBDcW7QQNGyrI0o2vl2DEeWOQF6nigOlzcorHsPFej6lqIsbS4kMz7/KaS2ljjn2HDeXIyhJMf7BPHPSptO8QWGrXUsFibmTys5lazmSFsHB2SsoR+f7pNAGlRWbpXiCw1p5BpxuZEQZEz2c0cUgzjKSMoVx7qSMc9Km07VrLVluW0+bzha3D2s3yMu2VDhl5Azj1HFAFyiqWsapFo2kXF/OkkiwrkRxjLSMThVHuSQB9azdD8Rz3+uXui6raW1nqVnDHO0drd/aEMb5AyxRCGBU5BXoVIJzwdbB0ub9FZ2uasNG0troQtcStIkMEIOPMldgiKTg7RuYZODgZPNUbbXdVnS+tG0iAavZmP/R0vcwukn3X80oDt4bPyZypwDxkA36K5+y8S3Fzpd3I+lOdQs7prSW1t5RIm8AHcJCF+TawJYgHqME4Bksdcv8AVvCOnatpemRyXN9DHKLeW62RxBlyd0mwnA6cISTjgDJB/wAD8dgNyisvw9rJ1zS2uJLf7NPFPLbTwh94WSNyjbWwNy5HBwMjsOlalABRRVZ9QtY9Ui055cXU0TTRxlT8yKVDEHGOCy8ZzzQBZorHn8U6VBp8N75lzNDMXEf2aymmYhThm2IhYKCPvEY5HPIzW13WruDTtM1TRLqylsbi5to5BJC0hmjmlRAyOHULgOTyGzxQtXp/VwOhoorL1bxJpmhyKupSzRgrvd47WWVIlzjdI6KVjXry5A4PoaANSisvUfEem6ZexWlw9xLcyJ5ghtLSW5dUzgMwiViqk8AtgHBx0NF74i06w1KOwma4lunUMYrW0luDGpOAz+WrbASDgtgHB9DQBqUVny65p0CXrS3G1bCRYrk7GPlswVlHTnIdemetU5vGWhQaq+nPfE3UU6W8yJBIwhkfbsDsFKoG3AAsQCcgEkHBu7BsblFZcniPTYtYTTZJJlnkfy0c2svks+Cdgm2+Xu4Py7s8YxQviLTn1ltLhe4muUbZIYbSWSKJsbtryqpRGxg4ZgeR6ijcDUorNi8QaZNbWU8Vzujvpjb2/wC7bLyDdlcYyMbGznGMGpoNWsrnVrvTIJt15ZpG88exhsV87TkjBztPQ9qALlFRXVzFZ2c1zcNshhjaSRsdFAyT+QrndI8XT3mu2umapp0VhJqFo15Zqt35shjBGRKm1fLbDA4BYcMN3HItXb+v60Dpc6eiobu6hsbKe7unEcFvG0sjnoqqMk/kK57R/GcOo2upXl02mwWthGZZFt9SW4nhUbiRNGq4jbCngM3IIzxQOzOnorkrPxws+lajqEsNi6WhRUtbHUVubjzHbasUqhQsblsDAdhnPPGaRfHD28mp2WqWECatYeQFtLK889ZTOdsS7yilSW6grwCG5BoF0uddRWFoHiJ9V1LU9Lvre3ttR0xoxPFbXX2hNrruUhiqkHgggqCMdwQa3aAIbx7pLORtPhhnuQP3cc8piRj7sFYj/vk1ymk6b4t0vwXd6fbQ6RDqgeR7SU3cksWZJWcl/wB0pG0NxgHJHOK6TWdUj0XSJ9QnhlnSEA+XCF3uSQABuIHU9yKistXaa1efU9OuNGVXVFF9LB85YgDBjkcckgYJBJNLuh9jEsNC1CDwncaZfaDo967uHeK61Bp0vHJy8kzm3HzZGeEI4AG0AYgg8L39n4cudMt4Le1j1S8HnWti+LewtyAJFjztJ3BW5VR88mdoGTXSQa/o91pkupW2rWM1jBkS3UdyjRR467nBwMZ7mnQa3pVzpL6pbanZzaegZmu47hWiUL94lwcDHfnin/XyF/XzINft9Qm0Cez0S2tJZZo2h23Nw0KIpUjIKo+SOOMD6isK40vxefA1jpFium2t3GI7e5eO/kG6BVAJjk8nKO2MZ2naM4OcEal34w0qG20+8tL2zu7C8umt3vIrpTFCFikkZiwyOPLweRjOe1a9lfWmpWcd3p11Dd20gyk0EgdH5xww4PNFt/O34f8ADh2/r+tjnbrRJ7jwvZafN4U8PXYt2wthc3bPbwqoIUqxtyS2P9gdTya1fDekyaH4ft9PlmErRFj8gISMMxYRoCSQighVHoopPEPiGz8NaXJe3qTzBEeQQ20e92VV3MewAAHUkDoM5IBNU106cLMQabeajNeEiOG1MQYALuJJkdB096L7hbYzPGN/Z6Zqfhm71K7gs7aPU33zXEgjRc2s4GWPA5IFP8SeC9N8WzW9zeTAeVHtQiytJwQTnOZoZCPwIFa1zqqWWgy6pf281qsMBmkgkKmRMDO35SVLduCeao6h4oh0e1sTqlrMt3dGFZLe2HmiAyOqZZzgbQzAZOCcHAODgtd2Hd7+X/B/UzNU+G2laslktxNtFnbLbR/8S2wkyq5x9+3bb16LtX0Ap2sfDnS9be1a5m2m1tktk/4l1jJlV6f6y3bHXouFHYCtfVNek0/UYrG10e/1OeSIzEWjQKEUEDkyyJ3PbNayksgJUqSMlTjI9uKN1cWzschq3w10nWLuK4uZtrRwpCP+JbYScIMDmS3Yj6AgDsBTtX+HOlazrTanczbZm2ZH9nWMn3QAPmkt2ft/e47YGK66ijzDpY5LVvh1pesa8+rXEu2d2ViP7OsZPugAfPJbs/bu3HbHFLe/DvS77xIdallxcGZZtv8AZ1i3K4x87W5k7dd+fQjiusooWgPU5K5+Hel3PiU628uLjz1n2/2dYt8wIP3zbmTt137vQ0RfDvS4vE39trL/AKR9oNxt/s6xHzE5++LfzPx37veutooWlrdAet79Tk7H4d6Xp/iRdailzcLK0u3+zrFOWzn51txJ3678+pPNJpnw70vS/EC6vBLmdXdwv9nWKcsCD86W6yd+u7J7k811tFC0Dc5HRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/731zTdJ+G2laPftd20252jeMj+zbCPhgQeY7dW79M4PcEcV2FFAHH6T8NtK0d7prebcbq2e2f/iW2EeFbr/q7dc9OjZU9wadpPw50vR0vVtptwvbZraT/AIl1jHhW6/6u3Xd9G3L6g111FAHIab8N9K0u2v4YJsrfQGCT/iW2CYUnPRLdQ30cMvtS6d8OdL0zT9Qs4Jsx6hGI5D/Z1imADn7qW6q30cMPauuoo3A460+Guk2ek3+nxzZivhGJD/ZtguNjZHyrbhW/4GrY7YPNOt/hvpVvoN3pSTZhu5Ekc/2bYDBXp8gtwjfVlJHYiuvooA5GL4c6XD4dn0ZZv9HnnWdm/s6xHzAY+4Lfyz9SpPvTR8NtKHh1tG879w1yLkt/Zth97bt+59n8vp327vfHFdhRQBx7/DXSX8Px6QZv3EdwbgH+zbA/MVx9w2/lj6hQ3vjinXHw50u48P2mkPNiC1keRG/s6xOS3X5DbmNfqqgnuTXXUUbgcfdfDbSrvRbHTJJsQ2JkMZ/s2wbO85PytblF6fwKue+adffDnS7/AEfT9OlmxFp4cRn+zrFs7jk/K1uUX/gCrnvmuuooA5C/+G+lajp2n2c02I7CNo4z/Ztg+QTn7r25VfogUeoNN1L4aaTqkdkk82BZ2y28f/EtsHyoJP8AHbtt69F2r6AV2NFAbHI6x8OdL1t7VrmbabW2S2T/AIl1jJlV6f6y3bHXouFHYCk1j4b6VrVzDNczbWhgSBf+JbYSfKowOZLdiPoCFHYCuvooA5Xxbe2NqdD0x7y3S7k1K1MNu0irJIqyDJCcZA9hgV1VFFHS3nf8v8hW1v5W/P8AzM+XRbWbVk1F5b4TpjCJfzrCcesQcRn8VrQoooGcxJY+IX8eQ6qLLTPsEVu9pk38nmlGdW37PJxkbfu7u/3qqweFNQimTT/K09NLi1U6ml2rt9oLGQy7DHs2g5JXfvJK9ueOxooWlvL/ADv+YPW/n/lb8jkrHQNVt/F51CGG20uyaWWS4S21KadbzcCBmBo1jiYttcupJyCOdxNdbRRR0sHW5yujWPiO38U6pqOoWOlxwX6RgCDUJJGQxqwHBgUEEnnkY96Z4X0vxHZ315d+I7TS5728BMt3BfSPwPuQpG0K7Ixk/wAROSSck11tFAHAf8IJdSwai1tpmjaA1zZtbC00yRjFOxdWEkrCNOVwQPkJG5uecVfj8KXsOpz3bxWN5E8eoL9mmkZVl+0SxuqsdhwMIQ3B68A12FFHX5NfeHmcho+k+IND0rVDCiFniVdP07+0ZbxIpACN3nTBWCnK/J0UISOWIrVbQktvBp0WC1g1FRb+S0V5KY0uM/eLuFYgkkknaTk1tUUPUFo7nL6R4e1NdA1XT9VufLjvVaOCEXkl79mVo9p/fShXfJy2D06A4qC+0LXdZ8MW1nqEdna3ljNFJF9k1GdUuNi4IMiojxZycFd2OPvcg9fRR/wPw2D/AIP47nn91pV7otlpjW2m26ajca0kpjl1m4ullPkuoLTyxlx8q4wFI4HrXUeHtLutPjvrjUmh+2ahdG6ljgZmjiO1UCKWAJwqDJwMnJwOlbFFC0v5/wDA/wAgetv67/5lXUNPh1O0NvcvcohIbNtdSW78f7cbK34ZqS0to7K0jt4WlZI12qZpnlc/V3JYn3JNTUUAYHi+y1fU9Gax0W3sZTMR5j3d08OzaysMBY33ZwfTHvUN1YeIE1aHWrC2017ySz+y3NpNdusaEMWVklERLdSCCgzkHIxz0tFK2twOJv8Awlfx6DpdjYW9td3dlC6/2gdTnsJI3b7xXykYlCedjHHC5zjNT+IPD2sX8FkLVLafUbe1MX9r/wBoy2UyOQMsI4o2DqSobYx2kjGO9dfRT/r+v+ABQnTVY009LOS1l2yqL2S4VlLx7TuKBeAxbHB4xmr9FFAHCat4EuLzXNWmhisJoNXGGurmRzPYboxFL5KbSp3oByCh553AAV1cy6qmsWS2QshpQjcXQk3+duwPL8vHy465z7YrQoo6JA9Th7/wlrF34iluwbMs16k9vqzXMi3VpENuYEiCbShwwI3hTvJZSeDM3gW8g1jTrqy8SaiYLe+lu5o5ltycurg7SIcnJbHzHhc4IIGOyooWgPU42HwpqEcq6cI7BNLi1Q6ml2jt9oLGQy7DHs2g5JXfvOVHTnhbLwNd6brml3Fr4j1CW0s/OLxTrb7mMjKxGVhBO4gliTu9D1rsaKFov6/roD1/r+u7Cs+00W1stRmvoZb5pZs7lm1CeWMZOTtjdyi+2AMDgcVoUUAR3KSyWsqW8vkzMhEcm3dsbHBx3we1cDpXgXWHvWk1y4VVl0mfT5nXVbm8d3k8vMq+aFWMHa3yqBjjk9vQqKVl/X9eY02tjm4tL1jUfDV5oOuw2FvBLZNaJdWVy7s+VKbvLaNdnHON7emT1pk+m69q3hXUdG1ODTbR5bM28FxbXMkodtpGWjMa7B0OAzemeMnp6KbbbuJWSS7f1+hxV34Z13WZNWn1RdMga+s7a2jghmeVU8uV3bczIu7Ib+6PTHGTueItKur7SbsaK8drqM6xoZwxiaSNXyYzKoLLkFwGAJUsSOa2aKHqHW5wVp4J1RLHUjLJbpczXdreWsUt9cXiq8BVgjyy/OQSvUDjPC8c6HiW9lXwbdf8JL9h0u8dv9BS2umuDJOmHiCBo0Zn3r9xQSce/HW0UdLf1/WgLR3MTTbDUdP8JutsLcazOklw/nkmL7TJliGI52BjjjnaBWxB5v2eP7Ts87YPM8vO3djnGecZp9FMXQ5jxd4Yk1y6069gt7S9eyMiPY30rpBcxyAZVioboVVgGVgcdOhEttpWtaR4Xmi0dtPbV5rhrhvtAcW6l5NzKNvzEKp2qeM7QSB0roqKS0G9TA1rSr99c0/WtIt7K6u7SGW3MN5K0SlJNpLK6o5DAoBjbyGPIrn7rwPqKWllbLb6bq9rFBMGs7q4ktored5C/mxbEfldxVTgMoGVYZNd/RR/X9feBxV/4Pv7q1063mEF9cR2S2t1qk1/PC8oHXfAg2zr1O2R8fMc9TmO+8DXFvrMN3o0Gn3US2MVpGuoyOPsUkWQlxGoVld9rEY+Q/Lw4DGu5ooev9f13D+v6+5FXS9Pj0nR7PToCWjtIEhQkckKoAP6VDfaLa6heQ3U8t8kkONq29/PChwc/MiOFb/gQPp0rQopttu7ElZWCudn8OzyeLPtqSRjTpXjuZ4cnc1xGrKpxjBBBQ5yCDEvXJx0VFLqPpY4PVfCOv6n4ga4kuo5LZdSt7uKR9TuFCwxvGxi+yqBFn5Ww5LEnGQOo13tNfPjiPUzZaYNPjt3tS/2+TzdhdW37PJxn5fu7u/WulooWiVun+Vvy/q4PW9/66/1/kYUfjnwnLMsUXijRXkdgqouoREsTwABu61UtNP19vGF/fXtlpsdheW0dqWhv5HlRYzKQ20wgEnzACN3GOprqKKNGrMd2tjj9G8N6zbnQrPUzYrZaACLea2lYyXRETRIXjKARjaxJAZucc4p+g6Dq2n65JcmC10yxZJN9jbalNdRTSMwIYJJGqw4O4nYPm3cjgV1tFNtt3Yuljk/DGgappWryzSRW+macYSo0621Ga8iLlshlEiIIQo3Dagwd3IG0V0Gnf2ntuf7X+ybvtD/AGf7Lu/1Ofk37v48dccelXKKLgZfiXRj4g8N3mmJcNbSTp+7mXOY3BDK3BB4IHQg+4rM8MeHbjTr6S9vbHTdOYQC3itdOdpEGWLPIzsiEs5xkY/hyWYnjp6KS0dweqsYMtjqupeEp7TX7TTby+kLfuYJ5YISA+UIk2s6MAFO4DIYcY61lQeGtb0nQ9Tm0H7FBruoeWu64upp0iVcgEzSKzyuAzYZlx90bcLg9nRQBzWkWGsaR4XazttK05bpGO1G1SRxNu5eSSUwBt5JJPynJ7is+00nxhYfDu00WwXS7fUrZI7bz1vZCphVQGdWMPyyHoAVYDrz0rtaKO4LQyvDdlPpuhw2VxYWtgIPlSK1unuFK/3i7IhLE5JyDk85JNW9Q0+HU7Q29y9yiEhs211Jbvx/txsrfhmrVFD1BaENpbR2VpHbwtKyRrtUzTPK5+ruSxPuSay/Emk3uoxWs+kTRwX9pIzRPISF2ujIwOAegbcBjkoo46jaooeu4LQ5DW/DGpyf2Xa6JLjTLO1Nubb+0p7Iq3yhJN0I3SYUMNhKg569xBN4d8Q2/gnQtDsINNuJLEWrTyz3skQLQSI+FAickNsIycEZ6Gu2op3e/ncDEn8X6Fpri113XNH07UFRTPbSaggMbEA4+baSOeCVGRziub8UaDqnjJbqbQ9StrvSr6w8m1kTV54Y4X+cM2yEbZw2VHzNgYPB5B7+ikNNp6HNtpesaZr02oaPBYXiXkEMVxHdXTwGIx7gCrLG+4EMeCFwRnJzw86drGm+JL2+0qCxu7bUmiecXN08LwsihDtxG4cFQDj5cEHk546GijrclKysjjdY8N67c3WsQ6cdO+x6rPDcPNPK4kiKLGpQIFIORGCG3DGfunHOzpuhrb3OstexW80eoXwuVXbu4EcajcCOoaPI69q2aKFp91vy/wAhvU4O48I+ILvxKl3dXUcsEWprdpK+p3HMKsCsQtQBEpUcbssSRngtkbWkadq+h31xaxQWE+lT3c10bl7l454/MYuV8vyyrYYkZ3rxjjjnoqKForL+tv8AJA9Xd/1v/mzjPDEMGo+KdRv9PuIbvRreVnspYiGQzzAGfaw4YAjqO8sg7Gung/tL+1rv7T9k/s7ZH9l8vd527nzN+eMfdxj3zVyijokHV+ZX1CzTUNNubKUkR3MLxMR1AYEH+dcp4X8IXul3tnJqEGnRCwjdRPau8kt/KwCedKXUFWCAjG6T75+YBeezooWjuD1MS40zUta0fW9M1x7SOC882C1e0DFlgZMAvu435J6cdKxpPCOoa1DNHrken2A/smXS4xYM0odX2/OQyJtC7BhPmHzH5q7Sij+v0/Vjv/X9eiOG1DwdqniK1nOq/YNLuVsltbb+z5pJFysiSq7NtjZQGjGFXkAt83NRTeArrUNJvFeHT9HuGjhW1t9OlkMUbRymUsZAsb5djgkAEAZyTXfUUC8v6/rQ53wx4ffSrm5u57LT9OaaKOCOy04loYURnbhiiZLNIxPyjt1610VFFO9wMTxjYXGp+Eb60soJLiaRV2xRSCNnw4JAYlQDgHByPrXMa7bLH4Au4pdD1iNGv7PdaarfLePcD7RFlVLTyAA9MFlHP416FVCS+0i90Y38t1Y3GmKPONw0iPCNjZ3bvu/KVznsR7Ulo7+g1ujk7rR9Xv7m51r+yWhze2k40qaaLzJkgDAklWMYfLAqCxH7tclf4SfRNVvTdaudJMXmapb3v9kvLF5kyRRhMsQxj3lsMBux+7TLD+Hqxr+jto51ZdWsTpo63ouU8kc7fv529eOvWpdN1bTtYtTc6Rf2t/AGKGW1mWVQw6jKkjPIotb8/wAv8kL/AIb8/wDMxNStLrxC2gTz6NNbraaoLia3vGhZo1WKUK/yOyn52TGCSOvGKveHbCfT49SWeIRCbUZ54wCCCjnOeOmTk+tXI9WsJbK4vFuo1trZ5Emnc7EQoSHyxwMAggnpwfSi71jTNP05b+/1G0tbJ9pW5mnVI23dMMTjntR5/wBa2/yG7vTt+l/8zK8cR3114P1Gw0vTLjULi+tpbdFheJBGWQgMxkdeM+mT7VV1WF9S0bTpLzw1rklxEW2w2eoRW00BxtyzpcKCCOwZvcCty813SNO0+K+1DVbK1s5seVcT3CJHJkZG1icHI54qzZ3trqNnHd6fcw3VtKMxzQSB0ceoYcGi26FfY5iPTtVnt9A0bVy9z5Tfa7645dT5TAxRF8Dc24oc4yRESRzUvjldSutMt7TS9Gu9RY3VvcM8EkCKgimRyD5kinJCnGAR6kVsavrljoccD6g0/wDpEvlRJb20k7u20tgJGrN0Unp2q+rB0DDOCMjIIP5Gjz87hscl4ks59U+zz22ha0NQe2KxT22praras3IWbZMNwBwThZBxwD0rqLNJ4rGCO8lE9wsarLKF2h3A5bHbJ5xU1FGysHW4UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZ9/rljpl9a2l6bhJLtxHEy2srxlicAGRVKqSf7xFaFHS4dbBRRRQAUVB9ttft/wBh+0w/a/L877P5g8zZnG7b1254z0zVRfEmhvq50pNZ09tRDFTZi6QzZAyRszuzjnpQBpUUUUAFFQw3trcXM9vBcwyz2xAniSQFoiRkBgORkcjNQafrWl6s066VqVnetbttmFtOshiPPDbScHg9fSgC7RVLTtZ0vV/O/snUrO+8htsv2adZPLPo20nB471doAKKKrxX1vPe3FpFJumtgplUKcJuGQM9M4GcdQCM9RQBYopssscELyzusccalndzhVA5JJPQUqsroGRgysMgg5BFAC0UUUAFFFFABRVDVtbstEhil1EzpHI4QPFbSSqpJwNxRTtGSOWwKv0AFFFFABRRRQAUVSuda0uy1CCwvNSs7e8uf9RbSzqskvOPlUnJ59Ku0AFFUJtd0i31aPS7jVLKLUJQDHaPcIsr56YQnJ6Ht2pya1pcurSaVHqVm+oxruezWdTMo4OSmcgcjt3FAF2isiPxb4cl1IafF4g0t70yGIWy3sZk3g427c5znjHWpYPEmh3OqtpltrOnzagrMrWkd0jSgr94FAc5GDnjigDSooooAKKKKACiiigAooooAKKKKACiiigAoqtqGpWOk2bXeqXtvZWykBprmVY0BPAG5iBUtvcQ3dtHcWssc8Eqh45Y2DK6kZBBHBBHegCSiq99qFnpdm93qV3BZ20eN81xII0XJwMseBycVWufEWiWVnbXd5rFhb213j7PNLdIqTZGRsYnDcelAGjRVTUtX03RrUXOr6ha2EDMEEt1MsSljyBliBng8e1Mvdc0nTDbDUdUsrQ3Rxbie4RPOPHC5PzdR09RQBeooooAKKKKACiis+DW7K41qbSUM63kMfmMkltIisuQMq7KFcZIHyk0dbB5mhRRWfY65Y6jqV5YWzTi5stpmjmtpYsBiwVlLqA6ko3K5HHWgDQooooAKKKKACikLBVLMQABkk9qqaZrGma1btPo+o2moQo2xpLWdZVVsZwSpIzgjigC5RTJ54rW3knuZUhhiUvJJIwVUUDJJJ4AA71RtvEWi3mmTajaaxYT2NuSJrqK6Roo8AE7nBwMAg8nvQBo0Vnx+INGm0l9Vh1axk05M77xblDCuDg5fOBz705tb0pdH/tZtTsxpuN32w3CeTjOM787evHXrQBeoqvY6hZ6pZpd6ZdwXltJnZNbyCRGwcHDDIPIIqxQAUUUUAFFFZ+p65Y6PLax37Tp9qlWGN0tpZEDswVQzqpVMlgBuIzR5AaFFFFABRRRQAUUUUAFFFFABRRRQAUUVSsda0vU7i4t9N1Kzu5rVttxHbzrI0JyRhgDlTkEc+hoAu0UVStNZ0u/u7m1sdStLm4tDtuIYZ1d4TkjDqDleQevpQBdorP0/X9H1eOaTSdWsb5Lf/XNbXKSCP8A3ipOOh6+lOstc0nU7GW903VLK7tISRLcQXCSRoQMnLA4GAc89qAL1FVdO1TT9YtftWk31tfW+4r5ttMsiZHUZUkZq1QBR1kaYdIn/t2SCPT8DzzcyBItuRw5JA2noQeDnByDXF+F/FHhq0+GtxfXt/ZXNpp1zNNOsbrKYybl2i+UZwSdpX8CPWvQqKNQ6o84sp9M1Pwpq+pnxJotjLeajBqEzi5jngsnVovLjkKyAFiIlB+YZJOOgzrW3iq/m8LX91vtbydbkWmnXtpGyQXrvtCOikthQ77SQzA7GOew7Go5beGd4mmhjkaF98RdQSjYI3D0OCRkdiaNLW6f8N+iC7OX8RWmiaH4B+zaxdW8cNrbskEl7MFEk3ltg/McM5OWHU55HIzWcnjXQNG+HGh6m1zY3sqwxWtpi4jCi48oAqZCcR4GdxJ4GepIB72ijv52/C/+YrLTyv8Ap/kefxf2bpvg3Q5rTxhoNqLS6klS9nKyWssjCQPGgEqcAyNgbsgKM11nhvUbvVfD9veahAsM7lgdqsqyAMVWQK3KhwAwByQGAyetalFO4znvEf8AyH/C3/YTf/0lnpnie98TWtzAPDdn9oiZCZT9kimw2eOXu4cfgG+taGt6GNaFmy391YT2U/nwz2ojLBijIRiRGUja57VpqCqAFixAwWOMn34pbjb/AC/U5DVNR8ZxJZf2Zp3mM9srXH+gQvtl5yOb5Nvbgbx/tHs7WNQ8ZQva/wBkaf5qtbI0/wDoEMm2X+IfNfR4+g3D/aNddRQI4/VtR8aQ3cS6Xp3mwmFC5+wQvhyPmGWv48c9sED+83WnavqHjKHWmj0rT/Nsfkw/2CF+w3fM19Geuf4Pz6nrqKA6HJatqHjGHXni0vT/ADdPDLtk+wwvkYG75mvYz1z/AMsx9D1K3uoeME8SGGz0/fpnnKBL9hhb5OMneb1W9efKz/snv1lFC0BnJXOoeMF8SmG30/dpfnqvm/YYT+7yMneb0N0zz5Wf9k9CRah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/2e1dbRQtLA9bnJ2OoeMJPEiw3un7NM81gZfsMK/JztO8XrN6c+V+A7JpmoeMJfECxajp/l6dvcNJ9hhT5cHb84vXb0/wCWZ+g7dbRQgOR0TUPGM+sLHrOn+TZYbc/2GGPnBx8y30h64/gP4dabpOo+NJr9k1XTvKt/LchvsEKfMAdoyt9IeuONvPqvWuwooA4/SdR8ZzPdf2pp3lKts7Qf6BCm6UfdHy30mfodoP8AeWnaTqHjKZL3+1dP8pktma2/0CFN0vYfLfSbvodg/wBoV11FAHIabqPjOW2vzqOneXKkBa2H2CFN8memBfPu+hKD/apdO1DxlJp+oPqGn+Xcxxg2i/YIU3tnkYF84bjsWj+prrqKAOOtNR8aPpN/Jd6dtvEEf2VPsEK78t83yi/YNx6umP8Aa6U631Hxm2g3cs+nbdQWRBBH9ghG5T947RfEH6mRcejV19FAHIxah4yPh2eaXT8aks6rFF9ghGY8cnZ9uKn6mRT/ALJpo1Hxn/wjrTHTv+Jl9pCiL7BD/qtvXZ9u29e/mZ/2e9dhRQBx76j40Hh+OVNOzqJuCrx/YIeI9vB2/b8Dnv5hP+yOtOuNQ8ZL4ftJYNP3ai0jieP7BCdq/wAJ2G+Cj6iRvoK66igDj7rUfGaaLYyW2nbr5zJ9pT7BC2wA/L8pvlC5Ho75/wBnpTr7UPGUej6fJZafvvJA/wBrT7BC2wg/L8pvlC8ejyZ/2elddRQByF/qPjOPTtPex07fcyRsbpfsELbGzwMG+QLx2DP9R0pupaj41ijsjp2neYz2ytcD+z4X2y5ORzfpt4xwC4/2j27GigDkdY1DxlC9r/ZGn+arWyNP/oEMm2X+IfNfR4+g3D/aNJrGo+M4bmEaTp3mxGBGkP2CGTEhHzDLX0ePpggf3mrr6KAOe8UljYaQZBhzqlpuGMYPmD3P8zXQ1l6rof8Aa15ZTS6hdww2kyT/AGWIR+XK6tuUsShbr/dYVqULb5v8l/kK3vfJfm/8zPlm1gaskcFjYvpxxvuHvXWZfXEQiIP/AH2K0KKKBnBx6n4csvi5Hb2upadHczWc6ToLlDI9w0sWFbJyXwuAp5woAGABUtnrD6f4sOmaXrOlaul1fyG40+3jP2myByWd3WRgArADDIvLAZzgHt6KFpby/wA7g9b+f+VjgNH1WGP4iTWralFrM1zPOFey1mSU2igZCzWYPlxquNm8ZJbbkAsa788g5ooo6JB1ucB4S1bwyvjTxBZ6TqemPC8VuYo4blH8wKjmQ8E7sEkseeTk0nhjxB4e8SeI7jVbHUNNjtLexaztbNJo/Ne3VgXleMHKJwAqkAgZJxuAHoFFHmHkeUyeJNN1221zXfD+r2ltLFpn2Wxt7S4T7SIkfPnMgJKDJwqkcDr97aLOmyXVlq15AfEF3bQm11RFub+7aaO2EU0axyHe2Pl3sck5IOCcAAem0Udfk19/UFvfzX4f1+Bw3gzX7KHSdVeWZZotPjWa4voNYm1O2cbSSFlk5VhtJZAOAynJzV0W91Z/D6+uL3UYdI1G+je5nu7iQKltJJ91S2RgINqZBH3QRzXUTwQ3MLRXMSTRtjKSKGU4ORwfepKHrcFpY88sPs/iTwDr1jaC5lMKuFms9cuL2OeQxZAjuCwdh0DJwM5GDnJhn1Gwt/AEMvhTVmvIHnt01CZtamf7MhHzBpT5j246AkAbQSflxuHpNFLq36fh/mHb5/ieYJqbReGrWS88TWsOlyayIvtVjrjXQhgMTFonunCsctnk8qGXBBCkdX4JmM2n3/kXM13pq3zrp9xPM8zSw7VORI+Wdd5kAYk5AGCRitm+02HUJLN5mdTZ3AuI9hAywVlweOmGNW6ae9/62/yf3vuD1t/Xf/Mq6hJfxWhbSra2ubjIxHc3DQpjudyo5/DbUlo1y9pG19FFDcFf3kcMpkRT6Biqkj3wKmooA5X4h6vpum+FJotR1C1tJJynkpPMqGTbIhbaCecDrjpVHxBq+k3Ws2jatrzWWgS2LS2t3a6i1tFcTb8EedGw3ELgqmcHLHBxx3FFK2tx3PMtY1OeLwxoF1rmsw28v2V3msb3V30qe64G2QPHhi4AwUICkvzggVb8Y6vBFHpd7cagttAbMynR7jWZdNu5CdpBUxtukcAMuxuCx+8K9Cop/wBf1/XoIxNVubJm0OS9vr7Tnmu0+zwxllM8hjYiKUAHjGSQcDKjmtuiigDyXxSbqXUPFekS3ltZXF7JHLZRFN91qGIk8pYd3CqkinJUORlj+7OGPpUutWNpq9jpF1cbdQvY3eCLYx8wIAXOQMDGR1NaFFC2S/rYHqeWatqMY8R6hYrdQ7H1u3kk0aSQfbbkr5R82LjIjyqttwchGO9BkDVuNf0DWPH1npNtqOm2n9jXzSyBp40luLtkZPKjTOT/AKxizY5OAMndjvqKI6JJ9P8Agf5f0get/P8A4Jzkki6741S3UB7PQwJZTng3TrhF/wCARksR6uh7VlaNqr2HiYaPpesaVrdtPfXTz21pGfPsAzPKWlcSMuA52YKoSWHPBB7iihaA7tWCs+0m1h9RmS+sLGGyGfKmhvXkkfnjdGYlC5HJwxweOetaFFAEVzN9ntJptkj+WjPtjGWbAzgDua8t8N+Jb281mdtDljuTc6NcXawDWpdQBuFMZRXDKFhf94QUQ45HAAWvV6KVtX/Xf+vkNM4fR76y/wCEZ1C58M6zLrOvrYNJJBPqEkzrPtJAa3LYiO/jaFXH3cDGKrC80v8A4QXWp/DniG61PVE08vcEanLPNG+0nPlbj5LZz8qquMYwMYHoNFU3rcm2iR5xrXiP+1pNfbw7rbtDHplmIbm0l3RpI08gZkI+VjjAJGemD0xWvq9u3hLQdVvn1HULy1mWFfLnvGVopC215POJPlIdyltoAQKxUDt2FFSyr63/AK6Hlem63fHw9rotL8izgvbUNdW2oy6gLe3fZ5zxzyIGYBdxzyEO4g8YHRTSacnhN9R8IazNqMWnXS3UrRapJe+YqAebEWZ2JzGSQmcZ2nGa7Ks/WdJ/tmx+yPfXVpC5xMLZlUzIRgoWKkgHPVSrehFPXp/W34CVuv8AX/BMS2mWfwhrOs6rqd5a2eoLLcpNDI260tgm1GiwCVJRRJwM7mPFdJYtG2n27QyvNGYlKSyHLOMDDH3PWpY40iiWOJQiIAqqowAB0FOp6dBa9Ti/HF1Pp2v6BfGeytLSM3CNe6gGMFpKyqEkYAgZKiRBlkHz9ckAp4X1Cz8K+AZL7V72Qact5M0VzJDy8ck5CMFRfusWyMDGGHbmu1opLQb1t/Xc4vxm6ReJNFn1HWl0TTo4bgreusWEuPk2ANKrIrFPMAJBJG8DGayH1S5tWsdV1S70mW6v7B7L7PqMrQyzIJW2ywwKrGRpFKlowFyQgBHSvS6KVtLP+r3/AMx31PKzDc6LNpUev+Iv7AlttAgitZzHCxecbhLGrSqwJ4iyq/M2FweDmPVNRu5NQuF8SzWujHV9Ctw5niLySnD+bbW6N8vmbnHB3nlRsbqPWKKcvevfr/wf8wvZ3/rp/kZ3h2K6t/C+lw6hn7XHZxLNu67wgDZ/GlvptYjvIV02xsbi2bHnSXF68TpzztQRMG49WH9a0KKcnzSuTFWVgrjLqa+XxFc+HRd3QN7dxXsMwlIaK2+9KqnOcB49vHQTqK7Oil1uPpY8u17xMw8bKllOYbm31W2tHhk1iUSNGzxqx+xKpjMZEhxIxByQc52iuhfxDop+KcFoNXsPtI0+S3MP2lN4lMqER7c53cHjrxXYUHkdce9EdLeV/wAVb/ghLVP+tncK4vT/ABFpFz8StYt7HVtPuLp9PtoooUuUZnkR7gsgAOSVyCR1Gea14/D+pJMrt4v1qRVYExtDZYYehxbg4+hzW7R0He10eb+F9SW51LQWstXvLzV7hXOvWct48gtv3bFt8DMRAVm2KAoXgkcirPhDVrc+Jrm1/tSHWZZUmla/stZkuokUOCBLAT5ducMAu3IO1unSu/ooeruI4HwHqkUmtXFj/aMetzmAyvqVlrEl5C2Hx88THZbu27IRMggNggLXTeHJbKWPUv7P1K71ALqM6zG6Zj5EoPzRJkDCL0AGR7mtiincHqc948juJfA2praW7XT+UC1uhOZUDAunygnlQw4BPPQ1jeD5v7T8Y3+rWuq2mpwS2EMU0unxgWyOHYpGpySzKpYtk5+deFBAruqKlaO4PVW/rocf4k13TNa+Hd1qWnTSz2nmoqzx5i8pkmUF2LocIjLuYlSNqngiuXm1RJ7TWL6a+tr5/t9gRrlg6rYoVb5S2QwUR4y4LPnevzJkBPWKKAeuh51pXiXStJ0TXtd1y4tb6JdRVxf2pU295J5aLH5OeFIwFPzMFIJL9cUze2MHha01CDWdO86fXTdzXltcpJZ6dK6sSsjDIZcHaclSzOCGQkEeo0U/+B+FvzsHS3r+v5XOV8AT/atJv59yTtJqErtewMDBeEhf3kXA+T+HHOCpG5/vHoNQkv4rQtpVtbXNxkYjubhoUx3O5Uc/htq1RR2BENo1y9pG19FFDcFf3kcMpkRT6Biqkj3wKwvE+oSaDfWGstJMbJBJbXMIf5DuXdG2Om7eioO/7zFdHRQ9QR5z4ivpNI0/RdH1a6c3k1vJPJPPrk2no8uV3IkkYaSRsudsY4x6kLTdQ8T2f/Cs/DM+v6taw3t2+nXDfaZ0jaQLPEzvg44HJJxge1ekUU07O/mn9wEdvcQ3dtHcWssc8Eqh45Y2DK6kZBBHBBHevNviV4iNle3tvbTta3tlp/2m3Z9ZltC7HeQYoI1b7QRs+YP8owBwCxrtr/Rb+7vHmt/E2qWMbYxb28VqUXjsZIWbnryTWjZwSW1nHDNdzXkiDDTzhA7+5CKq/kBS8xp23ON1O/sX8VGPxZrUmlWgtYX09BqL2Uc7sT5h3Ky+YwIQbSTgEHHzZp99e6e3jW6g8Ua1JpqReSNLg/tGSzS4BGWb5WXzW3/KVJbAC8Ddz2tFBNtLHnuu+JBp1x4lsJ9TkgvnvLZrG3EreZ5RjhBaNRzs3CTLD5Qd2T1q9Z6Te6xr2uXDa7qELWeqxi0iSZhFEqxws6lAQHD5IIbIGcqASSe0ooWjv5W/L/Ib1PL7zxO0vj2BbKYxTR6stnLBJrErSmPOxi1kFMaxnPyuSCflOcnB29GvbC48UXI17WpIdcW+mjttNbUXhXyQSI9tuGCyAp824q2STz8uB2tB5HXHvQtEl/XT/L8Qerf9d/8AP8Di9Kkv5/ECaBLeXROj3MlzPKZDunhfP2dWbOWB3tn1MBz1rcsZbJvFmrRwaldz3iQ25nspGYw26kPtZARgFuc4J+6OlT6ToyaUbiRrq4vrq5YNNdXRTe+BhRhFVQAOgAHUnqSTo0dEHcpaylxLoN/HYlhctbSLCVODvKnbg/XFefeDphqfiLQJ7S8tWNjp0lvPYWcZxp8eEAimY/N5pdRwwT7jYXgtXp1FC0bf9df8weqt/XT/ACOe1PWV1jw14ii8MztNqNjHPa4RGDJcCPIUZAyeRyMiuRt7+D+wdS0/TdSk8R6MNDmae2sooka0kAAWFPLUbCys/wAj7mGznPOfT6KX9fn/AJjvqvL/AIH+R4/eX1xqthq8lvdWfiSSPTbYNNpr5hEKzK0lvJsVsuy78kfeUHEadGdqMtzfR63rVhe2uvWzR2DXTWa7LRhHOWaMFN7HbHy5O44boBha9eop9b9v6/r/AIJPSz/rb/I4rwV5l14l1zU49Vt9VtruO33XVnEEt3mXzAwjwWzhPLBJZjnjIwFHa0UUxn//2Q==)" ], "metadata": { "id": "c5OZkdr5FEvi" } }, { "cell_type": "markdown", "source": [ "## Q5 Evaluate the accuracy of fitted `model1`, plot training, validation set loss and accuracy, and plot the model using Keras model plotting utilities\n", "\n", "* Evaluate the fitted model\n", " * What's the test accuracy after training the model? Does it improve from the initialization?\n", "* Plot the model using [Keras model plotting utilities](https://keras.io/api/utils/model_plotting_utils/)" ], "metadata": { "id": "JejSmFQlxCc9" } }, { "cell_type": "code", "source": [ "# Calculate the test accuracy\n", "score = model1.____(____, ____, verbose=0)\n", "print('Test accuracy: {acc:0.3f}'.format(acc=score[1]))" ], "metadata": { "id": "c57Lh0tmuFTN" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have similar test accuracy?\n", "\n", "\n", "![Capture3.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM1MAAAkpIAAgAAAAM1MAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzowNzo0OAAyMDIzOjEwOjI0IDA3OjA3OjQ4AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjA3OjQ4LjQ5NjwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIABoApgMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiq1/YxalZvbXD3CRtglre4kgfg54eNlYfga4bRL9vD3wyh1pZr68vrzy4t13c3N4N7S7FIj3M2BuyVQAtjHoQrgehUVxlr4m16bw/q0senyXV3ZtH5E39lXFqsyNjcwglIdig3EqrHdgAEE4FfV9Y1a/8A3F1pet2gu4LhY7iRdMnt3T51+QxPKHjbkE7icqemCDTegHd0VV06PUIrXbq11bXVxuP7y2tmgTHYbWdzn3z+FZ/ifWG0ixh8i6ht7m4l8uLfZy3bNwWIWGIh3OAehGBknpgj0Bam1RXF2Pi3VNV0bS47OK3i1O/vLi1M89tKsUYhL7pDCxVwSE4jLAgtyTt50tQ1DWraXS9IgmsX1S9ErvePauII0jwSRF5mSTuUAeYO5zxgj0A6KisWLUb+DxBZaVePbzNJYS3E00ULRgujxqNqlmwMOeCSenNYdn4l8Q6uvh+LTY9Ohl1TSnvbieeN3WBlMeNqBgWB3kY3DHXJxgm+39b/5MO/l+tv8AM7aiuL1vxVqum6baI721pq/2P7Rc2a6dcX/IGCP3B/doWBAds5544NW117VdbvrW00E2liW06HUJp72BpwBKSEjVFdMn5WJbdxgDBzwb7f1v/kw23/rb/NHU0Vy2reI9S0u51Sy8q2ku/IhfS/lYLM8jeVtcZzgSbScYwrj0zW3L/av9pWPkGzNltf7aXDCQtgbPLxxjOc57YxRvqBeoory/U9W1Sa91HU7D+0mutO1UQlvtLQ2cUKuq+T5RO2V3DE52nBcfOu0Cjrb+un+YPRXPUKKK8+sdU1CXWU1zU7W4ayk1OSwiZNVkQQ4laFP9FUCN1LAEs7FwWPGFAAtXYHornoNFccNJgHj61g0291VfsaNeXwk1S5ljbfuWOIo7lOTubpxsHrVDw/qeozapp+s6xaXHk6rcSQ28i6rIRDw5RWtQBGFwhG7LPkgkDooun9f1qD0uegUUUUAFZ3/CP6WdB/sU2inT9u0QlmOOcghs5BB5BByCAQRitGigDJj8N2MWmy2Kz6mYZnDszarctKCMfdkMm9Rx0BAP406Dw3pVvpFzpq2zSW13uNx58zyvMSMEtI5LscAAEnIAAHQVqUUAVdO02DS7X7Pavcum4tm5upbhsn/akZmx7ZxUOraHY63HAt+s2beTzIpLe5kgkRtpU4eNlYZBIIzg1oUUbhsYw8I6Iujppkdm0VtFM1xF5U8iSRSMxYukisHUks3II4JHQ4p9x4a026063s7hbqRLVi8ExvZvPjY5BIn3+YCQSPvdDjpxWtRQBj3XhXSb2O0S6iuJTaI0ccjXk29kbG5HffukU7RlXJBwMirFjoWm6b9j+xW3lfYrY2lvh2OyIlTt5PP3F5PPFaFFAGRq3hbSNbuhcajBK8nleS/lXMsSyx5J2SKjASLknhgRyfU0l14V0m7itEaK4gNnCIIZLW8mt5FjGPkLxurMvA4JIyM9a2KKPIPMwJdFub7xbZ6hfRWqWmlI4s2SVpJpWdQCXyoCgAHjLbiQcjGDp3Gk2V3qtnqVxDvu7ESLbyb2GwOAG4BwcgDqDVyigArIl8K6PNrB1OS0Y3LOsrqJ5BFJIv3XeINsdxgYZlJG1cHgY16KOtwKLaNYPr8etNBnUI7c2yzb24jLBiu3OOoHOM1XXwxpKaudSW3k88yedsNxIYRJjHmCHd5Yf/aC55PPJrWooAq2mm2tjPdzW0W2W8l86dyxYu20KOSTgAKAAOBiqVt4W0iz1T+0ILZxMHeREa4kaKJ3zudIixRGOWyyqCdzc/Mc69FGwBRRRQB//9k=)" ], "metadata": { "id": "0iIwAbOnFTED" } }, { "cell_type": "code", "source": [ "# Plot training, validation set loss and accuracy\n", "pd.DataFrame(____.____).plot(figsize=(8,5))\n", "plt.show()" ], "metadata": { "id": "GPQFXEshsszV" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have a similar plot?\n", "\n", "\n", "![download.png](data:image/png;base64,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)" ], "metadata": { "id": "0Oxwe3lCFlKb" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "zm_pDCJrsuQS" }, "outputs": [], "source": [ "# Plot the model using Keras model plotting utilities\n", "____(model1, show_shapes=True, show_layer_names=True)" ] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have a similar plot? \n", "\n", "\n", "![Capture5.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAMxMAAAkpIAAgAAAAMxMAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNjo1MTo0NAAyMDIzOjEwOjI0IDA2OjUxOjQ0AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA2OjUxOjQ0LjEwMjwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAusBYwMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiiigDIbxb4bRir+INLVlOCDexgg/nSf8Jf4a/wChh0r/AMDY/wD4quT+GPhrQr34c6ZcXmi6dcTyGYvLLaIzMfOfqSMmus/4RDw1/wBC9pX/AIBR/wDxNAB/wl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVH/CIeGv+he0r/wAAo/8A4mj/AIRDw1/0L2lf+AUf/wATQAf8Jf4a/wChh0r/AMDY/wD4qj/hL/DX/Qw6V/4Gx/8AxVH/AAiHhr/oXtK/8Ao//iaP+EQ8Nf8AQvaV/wCAUf8A8TQAf8Jf4a/6GHSv/A2P/wCKo/4S/wANf9DDpX/gbH/8VR/wiHhr/oXtK/8AAKP/AOJqGXw14RhuIYJtF0WOa4JEMb2sQaQgZIUYycAE8dqAJv8AhL/DX/Qw6V/4Gx//ABVH/CX+Gv8AoYdK/wDA2P8A+Ko/4RDw1/0L2lf+AUf/AMTUD+HfB8d9HZPo+hrdyo0kcBtYRI6rjLBcZIGRk+4oAn/4S/w1/wBDDpX/AIGx/wDxVH/CX+Gv+hh0r/wNj/8AiqP+EQ8Nf9C9pX/gFH/8TR/wiHhr/oXtK/8AAKP/AOJoAP8AhL/DX/Qw6V/4Gx//ABVH/CX+Gv8AoYdK/wDA2P8A+Ko/4RDw1/0L2lf+AUf/AMTR/wAIh4a/6F7Sv/AKP/4mgA/4S/w1/wBDDpX/AIGx/wDxVH/CX+Gv+hh0r/wNj/8AiqP+EQ8Nf9C9pX/gFH/8TXJeCPDGgT6r4xWfQ9NkEOvvHGHtIzsX7LbnaMjgZJOPc0Adb/wl/hr/AKGHSv8AwNj/APiqP+Ev8Nf9DDpX/gbH/wDFUf8ACIeGv+he0r/wCj/+JqB/Dvg+O+jsn0fQ1u5UaSOA2sIkdVxlguMkDIyfcUAT/wDCX+Gv+hh0r/wNj/8AiqP+Ev8ADX/Qw6V/4Gx//FUf8Ih4a/6F7Sv/AACj/wDiaP8AhEPDX/QvaV/4BR//ABNAB/wl/hr/AKGHSv8AwNj/APiqP+Ev8Nf9DDpX/gbH/wDFUf8ACIeGv+he0r/wCj/+Jo/4RDw1/wBC9pX/AIBR/wDxNAB/wl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVH/CIeGv+he0r/wAAo/8A4mj/AIRDw1/0L2lf+AUf/wATQAf8Jf4a/wChh0r/AMDY/wD4qj/hL/DX/Qw6V/4Gx/8AxVclbeGNAPxm1G2Oh6aYF0C0kWL7JHtDG4uAWxjGSABn2FdVL4V8LQQvNPoOjxxRqWd3s4gqgckkkcCgB/8Awl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVZ2k2HgHX45X0K08N6mkJAkazjgmCE9ASucVG0Pw6TUodPeLwut7cHENsVtxJIckYVep5BHHpQBq/8Jf4a/6GHSv/AANj/wDiqP8AhL/DX/Qw6V/4Gx//ABVZ17YeANM1CCw1G18N2l5c48i3njgSSXJwNqnk88cVo/8ACIeGv+he0r/wCj/+JoAP+Ev8Nf8AQw6V/wCBsf8A8VR/wl/hr/oYdK/8DY//AIqj/hEPDX/QvaV/4BR//E0f8Ih4a/6F7Sv/AACj/wDiaAD/AIS/w1/0MOlf+Bsf/wAVR/wl/hr/AKGHSv8AwNj/APiqP+EQ8Nf9C9pX/gFH/wDE1Dd+HPCGn2kl1f6NolrbxDMk01rCiIPUkjAoAm/4S/w1/wBDDpX/AIGx/wDxVH/CX+Gv+hh0r/wNj/8AiqpaXpPgbXLZrnRbDw9qMCtsaW0hglUN1xlQRnkcVNF4c8IT3M9vBo2iSz2xAniS1hLREjIDADIyORntQBP/AMJf4a/6GHSv/A2P/wCKo/4S/wANf9DDpX/gbH/8VR/wiHhr/oXtK/8AAKP/AOJrLurX4eWWqR6ZeweGbe/kICWkqW6SuT0AQ8nPbigDU/4S/wANf9DDpX/gbH/8VR/wl/hr/oYdK/8AA2P/AOKqC78OeELC2a4vtG0S2gUgGWa1hRQSQAMkY5JAHuan/wCEQ8Nf9C9pX/gFH/8AE0AH/CX+Gv8AoYdK/wDA2P8A+Ko/4S/w1/0MOlf+Bsf/AMVVDVdM8B6FCkut2Xh3To5DtR7yKCIMfQFgM1LbaH4LvIbeW00vQZ47nPkPFbwsJccnaQPmx7UAWv8AhL/DX/Qw6V/4Gx//ABVFVpdA8GwSGOfSdCjdeqvbQgj8CKKAOhooooA474T/APJMNJ/7bf8Ao56ueM/Et1oEOl22lW8U+pavfpY2onJEcZIZmkfHJCqpOBgk4FU/hP8A8kw0n/tt/wCjnrT8W+F18T2Nmsd49he6fdpe2V2iB/KlXI5U8MpDMCOMg0AYWs+I/FXh1rSwvRpN9fatfQ2enXEMEkMSFldpGkjMjsdqpnAYZ3DpzWP4n+IXibwrb+IrG8XSZ9U0vTY9VtbiO2kENxCZDGyNGZdyMGHXeRg9K6bVPCOq69p9r/a+t2w1LT7yO8sLuz08xLFIoI+aNpX3hgxBG4e2KyNb+GN/4h0/XW1TxBC+q6zaR2DXSaeVitrZGL7I4vNzksSSzOfpQBYv/EPi618VT+H7c6PNdXWkS6hp0n2aUKkkciKYpB5vzBg4w4K4PO09Ki0LxnrXiLw54TudPn04ahqsj/b43sZNsKR587C+dlSjAR5JbLOpwAa2P+EW1OTx5pviS51a0YWenvZSW0dgy+bvKszBjKdvzIuBg4GRk9QzR/CGn+ENc8Q+II5biVNQc3Ato4Wk+zZAMojRcsxdxuIAySAAOKAOsrzrxLplpbfG7wRfxRf6Vc/b1llZ2YlVtxhRk8AZJwMDJJ710P8Awnmkf8+fiD/wnNQ/+MVR1jwxrWu+K9F8RWWtWVpHpgle1t7jSZWYiaMKwkJnU5x0G1SD1FAHZVx+rajdW/xW0TT0t9NdL7TrtormS0LXFu0ZjyBJv5Rt4yuB93r6XpfGumW0zwT22uPLExR2i8PXzoSOCVZYSCPQgkH1NZj6VeeJ/F+l+K9K1IWcGmxT2yWl/olxFI/mbN5PmPG38C4OzHXr2AMLT/iB4nfwrofiG+XSJLa81j+zLq3htpUfBumgEiMZCBjAO0g555FSP4z8YjRfFerw/wBizQ+Gb+4he2NpKj3MMUaSEh/NIRtrH+FgSOgqxH8MtVi8D2Hh5fEVnmy1UaktwdLf5iJzOEK+f/fJ5z93Axnmue8M6fN40bx5oth4osINOvNcuBeQ21uJbmSJo41YpJ5uEVgCuSjdG59ADp9M8a6vq9x4rS0ewWPTrC0vtOke1c/LNE8m2UeZ8xAUDKlevSs3w54m8T+I/HHhpzqFjbWl74Xj1S4tFtJGVmeSIOB+9GG/usc7QSMHJNb8vgK4ttc1O70LVYbG01Swhsrm1lszMVESMiNG/mLt+VsYIbpVfQvh7qGg33h+7t9dt5JtK0oaROG087bmBXVlKjzco/y4zlgc/dHSgDu647wH/wAhfxt/2MT/APpJbV2Ncd4D/wCQv42/7GJ//SS2oA7GuP1bUbq3+K2iaelvprpfaddtFcyWha4t2jMeQJN/KNvGVwPu9fTsK5bV/C+qah470vxDaataW8emwTQJbSWDSFxLs3kuJV/uDHy8c5zQBy2n/EDxO/hXQ/EN8ukSW15rH9mXVvDbSo+DdNAJEYyEDGAdpBzzyKkfxn4xGi+K9Xh/sWaHwzf3EL2xtJUe5hijSQkP5pCNtY/wsCR0FWI/hlqsXgew8PL4is82WqjUluDpb/MROZwhXz/75POfu4GM81z3hnT5vGjePNFsPFFhBp15rlwLyG2txLcyRNHGrFJPNwisAVyUbo3PoAdPpnjXV9XuPFaWj2Cx6dYWl9p0j2rn5Zonk2yjzPmICgZUr16Vm+HPE3ifxH448NOdQsba0vfC8eqXFotpIyszyRBwP3ow391jnaCRg5Jrfl8BXFtrmp3eharDY2mqWENlc2stmZioiRkRo38xdvytjBDdKr6F8PdQ0G+8P3dvrtvJNpWlDSJw2nnbcwK6spUeblH+XGcsDn7o6UAdXo/9sfZZf+Eg+w+f58nlfYt+3yc/Ju3c78dccZ6VoVQ0ez1GytZU1bVP7TlaeSSOX7OsOyMnKx4XrtHG7qav0Acdbf8AJcNT/wCxds//AEpua2/FX/Im61/14T/+i2rEtv8AkuGp/wDYu2f/AKU3Nb3iWKSfwnq0MEbSSyWUyoiLlmJQgAAdTQB5zeXklr8Ivh/o9kxtxr76bYXDwnYwhaIPLgjoWVCuf9o1pfEDwbY+Kdc0TQhiy8vS717GaBdptJUktfLdMdNp7DHGRWbFZ3eu/C3wq1hpmpR6p4TlsLqSyvLGW2eYwx7JY08xQGJUvgjIyAO9dobG71rxNpXiTTNVtBp9vbSwi3excyOsjRl8v5i7WBiAwU4O4EHsAch4f8Xz65qXh628QIttr+iXtxbatAOzrayESr/sOo3A9OuOlSr8Q/EUfguz8dXNtpo0C5nj32KxyfaobeSURrJ5u/azfMrFdg4zzXTX/gPT734iad4vR/JvLWCS3uIwmVukZSq7ueCu4885Bx6Yx4fhjcJotp4am1/zfC9pcpMlj9jxO6JJ5iQvNvwUDAdEDEADNAGdfePPFdp4d8Xawn9jSR+GdSkt2hNrKpuYkSN+G807GxIecMDjoKj8S/FuTTtY8QQWGoaBZJoMCSfZdUm23GpOY/NKRfOu3AIUHa+WPStS5+G2p3XhvxbpD6/aBfEt29y0g01s2+9VRlA875vlRcHjBz1zgaNr4O1jStcu9U0bXrSCTUo4f7Qhn05pYpJY0CeZGBKpjyoAwS44oA6fS9Qj1bR7PUYAVivIEnQN1CuoYZ/OuC+INxfT/EnwVpdpYwX8TfbL37Lcz+VFJLEiBGZtrfd8xmHynnB7V0ultrz+N9W+1XDSaGlvCluklqIis/PmbG6uuNpyeMnA6Gn+JfDB1y50zULK8/s/VdJmaWzujF5qgOu10dMjcjL1AIPAIIxQBh2PjYvdazpQ0aCx8UQXUVu1rHL5sdxJJFujl8wKpZAiksSoICEdcCqnw208aX448eWnnSXDJfWpkmkPzSu1qjM59MsScDgZwOK1dP8AhvpL3Wo3/i22sPEWpalOs0011YJ5cexAiLHGxfaAo9STk5NY938Pk8IweKNY8Ew21nq+qeWNNFlpMZNmQiKYx/DsdlyxO1RnJzjNAHo8rmOJ3C7iqkgDvXivgvxNdaJ8JbDxHr/h2zvNLvbkXeo34u99w0kk+BM0RjwQrFQPnyAowOK9ntROLOEXbI1wI180oMKWxzj2zXCSfDCRtIbw4mtbfCrXf2k6d9kzMF83zfJE2/Aj39tm7HG6gDF+K0r6/wCFLq+R2GmabqNpDbbTgXE/2uNJJPdUyyD1Jc9lNetVw/in4S+FfEOjy2tnomj6ZdSTxSm8i0yIv8squw4APzBSp56MevStHQ7fVLXxdqdtDth8M21tBDY2os1gWGUA71jI5ZMbTnGATgdDQBqaxDFCE1ZNJl1S+s42S3hgZBIQ5Xdt8xlTPyg5JBwDjrg+b+GNJg1LwR42t2P2LUZNTuL4WKgpJpMxjVosHA+b5Q+5flO44JGc+ha1putXV/aXehazDp5hjkjlhubRriKbcUIYqsiEMuw4OejGuaudFm8KaL4hu1uJNa8TeJCVXZEIxLKI/LiVUBOyNByWJOBkk0Ab/gTXZfE3gHRNZuQBPeWcck2Bgb8YbHtkGim+FrCHwj4S0rQG8+VtPtI4HkjtpGV2CjcQQuOTk0UAdDRRRQB5R8OviF4e0jwFp9jfSaiJ4TMriLSLuVc+c54dIip69ia6b/hanhX/AJ66r/4Ir7/4zR8J/wDkmGk/9tv/AEc9djQBx3/C1PCv/PXVf/BFff8Axmj/AIWp4V/566r/AOCK+/8AjNdJq+rWmh6XPqOomVbW3XfK0UDzFVHU7UBbA6k44pmia3Y+ItIh1PSXlks7hQ0UktvJDvUjIYB1BIIOQcYPagDnv+FqeFf+euq/+CK+/wDjNH/C1PCv/PXVf/BFff8AxmuxooA47/hanhX/AJ66r/4Ir7/4zR/wtTwr/wA9dV/8EV9/8ZrsaxPEPi/R/Cz2i63LcxG9lWC3MNjPOJJG+6gMaN8x7Dqe1AGT/wALU8K/89dV/wDBFff/ABmj/hanhX/nrqv/AIIr7/4zXXQyrPAkqBwsihgHQowBGeVIBB9iMin0Acd/wtTwr/z11X/wRX3/AMZo/wCFqeFf+euq/wDgivv/AIzXY0UAcd/wtTwr/wA9dV/8EV9/8Zo/4Wp4V/566r/4Ir7/AOM12NFAHHf8LU8K/wDPXVf/AARX3/xmuX8G/Ebw5Z6n4teeTUgt1rjTRbNHu3yv2aBeQsR2nKng4PQ4wRXrNcd4D/5C/jb/ALGJ/wD0ktqAD/hanhX/AJ66r/4Ir7/4zR/wtTwr/wA9dV/8EV9/8ZrsaKAOO/4Wp4V/566r/wCCK+/+M0f8LU8K/wDPXVf/AARX3/xmuxooA47/AIWp4V/566r/AOCK+/8AjNH/AAtTwr/z11X/AMEV9/8AGa7GigDjv+FqeFf+euq/+CK+/wDjNH/C1PCv/PXVf/BFff8AxmuxooA8mt/iN4cX4u6hfmTUvs76Hawqf7Hu925Z52PyeVuAww5IweQDkGuo/wCFqeFf+euq/wDgivv/AIzRbf8AJcNT/wCxds//AEpua6y7uobKzmu7p9kEEbSSNgnaqjJOBz0FAHJ/8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNbGheLNH8SaZJqOlTTmyjUObi5tJrZCpGdymVV3LjnIyKpXnxF8L6fqGmWd9qL28mqsFsXktJlinJIA2ybNnUjv/ABA9CKAKn/C1PCv/AD11X/wRX3/xmj/hanhX/nrqv/givv8A4zW5qPiTTtK1az028N2Lm+OLcRWM8qOecjeiFQQASckYAyeOa1aAOO/4Wp4V/wCeuq/+CK+/+M0f8LU8K/8APXVf/BFff/Ga7GigDjv+FqeFf+euq/8Agivv/jNH/C1PCv8Az11X/wAEV9/8Zrsao6vrWn6FY/a9VuVt4S4jX5SzSOeiqqgszHsACaAOc/4Wp4V/566r/wCCK+/+M0f8LU8K/wDPXVf/AARX3/xmug0bXrDXop305rj/AEeTypUubWW3dG2hsFJFVujA9O9LYa7puqahqFjp92k9xpsqxXaID+6cruC5xgnHpnHQ80Ac9/wtTwr/AM9dV/8ABFff/GaP+FqeFf8Anrqv/givv/jNdjXPz+ONAt9Tewa7mkljnW2keCzmliilYgBHlRCiNkgYZhjPNAGd/wALU8K/89dV/wDBFff/ABmj/hanhX/nrqv/AIIr7/4zXQ61rum+HdP+3azdpa25lSIOwJ3O7BVUAAkkk9vr0FaFAHHf8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNbus+JNN0B7dNRe4826LeTFbWktxI+3G4hIlY4GRzjvUVj4u0LUrOC6s9RjeCe4NqrsrJtmHHlNuA2Pnja2CTxigDH/4Wp4V/wCeuq/+CK+/+M0V1Et9FDKY3SckdSlvIw/MKRRQBZooooA474T/APJMNJ/7bf8Ao567GuO+E/8AyTDSf+23/o567GgDF8Z/8iHr/wD2Dbn/ANFNXn+iahq1toPwn0/TNWmsrbVdNEFyiQxPkJZGRWBdCQwKjvj1Br0rXdJGu6Hd6W93cWcd3G0Uktts37GGGA3qw5BI6fSudtPhxbWY8NBNe1dl8NZFiG+z8qY/L2viHkbMr2POc55oA5K48T+J4YZbEa/N59n4xt9HN39mg3z20ojOHXy9u4bzyoXoOKj8a+KfFHhP/hJdKi8Qz3M1npcGrWN89rAJUDTmF4pAI9jDjIIUH3qx458INotvDNp15r99Lqfia01K6aCzW4a12EB5VEUJxhQvDBgdo4Jznqz8OdIv9N1iPVrvUNTn1y3SG6vbt1WYRryiqERVQKSTgKOeuaAMjxnq+tWnjDUNOstZube0k8L3l8kcccP7maJ4wrKxQtyGbIJPXjHGOc1K2mtvhn8K/tF/cXxl17R5Fa4WMGJTHwi7FXKjsWy3qTXe/wDCvrebVotR1HXNW1CdLCbTpPtDQYmgkxuVtkS85UHK4PHJNU7n4XwXWiaNpUnibXfs+iXEVzYkfZS0bxDEWSYPmCj1655zQB1uqaha6bYTTXl9DZKsTv50zABAqli2D1AAyfYV5ro/iPWNW8XSeHtL8ValdxXuhyXcGoXmkJbNDOsiKGjDQqskZD8jD/71dPefD2LV/NTxD4h1jWIZLWa18m5+zRoqygKzDyoUO7A4JJxUR8JweHNQtfE0+q6/qtzpto1nsEcUzSwOyZUxxxAttKhsrhjg53dKAMLwx4j1rXvD/huKTWr2LV4prn+3FENuWxbnbKhHlYH7wxhduDtcnJIzWX4Z8deJtch8PapFPq11/bF35d7Yx6FIlrYwOHCyx3BhwxQhMlnYHJ4GK7fwboFvbaxr/iSOyms21y5WRYZ1KOqIgXcUPKF2DMQecFcgEYE+ieCY/Dq/Z9G1vVbfTVZ2h07dC8MG4k4QtGXABOQpYj2xxQBlfDK88Q674ftNZ1rXjdx77u3a3NnGhkKXLojs6gchUxgAA56ZGT3lYXhHwtD4P0X+y7TUL29txLJKn2zyiyF3Ltgoi8FmJ5z19OK3aACuO8B/8hfxt/2MT/8ApJbV2Ncd4D/5C/jb/sYn/wDSS2oAtfEPxFd+GPBdxf6YsZvXmhtoGlXKI8sqxhiO4G7OO+K5fxLq3iTwnq0WlP4juNQj1TSr6eC5ktbdZrSe2RZMjbGEKMGxhlJHrXf69odj4k0O50nVojLa3KgOFYqwIIKsCOhBAIPqBWPaeA7JNQkvtX1HUdbuWtHskk1CSP8Acwv99VEaIAWwMsQWOOtAHOxeINduD8NZP7YnjGv2hW/RIYcSP9iaXzBlCVbeAcA7eMYrmvD9/wCIdP8Ahj4a1C18T6h52reIltZhLDbOqpLeSrJjMW7JzuySeemBxXeWfw2tbI6Dt1/WZV8PybrBZWgIjTyzH5Z/dZZdhIyfm9CK5jxl4R/4Rvw3o+m6Jc69c2o8Q292kdvafajp8YmaSR02Qk4BckeZu6ADPSgCt418U+KPCf8AwkulReIZ7maz0uDVrG+e1gEqBpzC8UgEexhxkEKD71ueM9X1q08Yahp1lrNzb2knhe8vkjjjh/czRPGFZWKFuQzZBJ68Y4xrn4c6Rf6brEerXeoanPrlukN1e3bqswjXlFUIiqgUknAUc9c0/wD4V9bzatFqOo65q2oTpYTadJ9oaDE0EmNytsiXnKg5XB45JoAqeCNK1f8A4QDwi9v4juPLW2t7i4S4tYXMsJgX9wpVV2qDghvmb1JruK5rTPBg0vTdIsYtf1qSDSZFaBWnjTzI1TYsMmxF3oBzg85HJrpaAOOtv+S4an/2Ltn/AOlNzW34q/5E3Wv+vCf/ANFtWJbf8lw1P/sXbP8A9Kbmuh8QWs194a1O0tU3zz2ksca5A3MyEAZPHU0AeZ6rO7/Cv4Z6Pn/RtYuNLtbte0kIh8xkPs2wA+oJFdF448OWHizxPpmiarHutrrSNQUkfejbzLUq6+hUgEfSsyDw7rur/DTQbC40WbSta8MPZXFql1cQvHdSwKFZQ0bthWXcuTjG4HtXWLox1jXNN8SG/wBVsZLaF4lsHjhVQHKmRXDRluTGvIft8pwckA4Lw94nvj4i0Tw34qYt4g8O3U6XD/8AP5B9lkMdwvruUc+jZzjOKUeLfFEHwzsPiJNrHmxzzQyzaMLaLyBBLOIwiOF8zeA4O4sQSPu16He+FNLvvF2m+JZY2XU9OikhikQgB43GCr8cgZJHTBJ9TWND8MdJhS3sxf6k+jWt0LqDRnlT7LG4feo+5vKhuQhcr04oA5PUPEXim28J+OdYg8SXHm+G9VmjtYntbcpLEkcT+XJiMEj52GVKn3NLrvjrX7rX/E8GjXWpWsmixRLYWdjokl6l5M0IlImkWJ9oJYKAGQ45zXUzfDKzuNF8Q6XLrmrm38Q3Jubzm33BmAVgh8ngFVUc5+7xg5JuL4Fjt9WfU9O13VrC8uIoorySAwEXnlrtV3VomUNt4ygXigDf0u6lvtHs7u5t3tZriBJZIJAQ0TMoJUg8ggnH4VwXjr+0pvix4GttNmtYW8vUJY2u4mljEixoM7VZSSFZ8cjqa6XS9K1SHxvq2pXF5ef2bNbwwwWk84dPMTO6VFH3AQVHqTuJA4q34g8NWfiJLRriW4tbqxm8+0vLVgstu+CpKkggggkEMCCDyKAOHuPibPpl9rHhvxHf6Vp+sWt1DbQaiW8i2ZJYvM84rIx2lFDfKWOW2jPzZqL4Wah4fXx540sNC1Wyuo3uLWS38m6SVp0W2jDyAgkv85O5v7xOea7vw/4YtPDzXs0U9ze3uoTCa7vbtlaWdgoVc7QqgBQAAoAHpWNr/g6VdN8TzeHbrUIdV8QtExlhuVh+zyIixqytjKqAoLfeJGcdaAOwlLCJzGMuFO0eprxLwd4j8Q+EvgdpXid30y80xGEl5a/Z5FuX8y4KyP5vmbS+5ycFOema9qtYpIbOGKaUzSJGqvKRguQMFvx61ycnw00h2a3+2agukPefbX0YSp9laXf5mcbN+3f82wPtz2oA89+Jfi7w54i8P3103iDS2ezv7aCwsftsfmjZdx+dOUzkEhWA44RSejkV7da3dvfWkV1YzxXNvMgeKaFw6SKehDDgg+orO8S+HbTxVob6VqEk0cDyxSloGAbMciyLyQRjKDPHTNVNN0zVI/HWsapcXd0NMnghhgs5pw6CRc7pEUfcBBUY6k7iccUAamppcpbPdaVZWt1qMaFYBdSmJcMV3DzAjlQdoPCnJUfUeb+GtPt7/wAL/EDRdXQprM93PcapBtHlwvLCrRGIgnK7VUhjhsgkgcCu81rw6dWv7S+t9X1DSrq1jkiWWyMR3o5QsGWRHU8xrjjI5rDvfDLaB4c1a08OR3Woa3rzMst9dvuJkZNgllYAKqIvRVA6YUZNAF/4caxc698NPD+p3zl7m4sYzM56u4GCx+pGfxoq5oWnDwx4e0/Q7GzuJ4NPto7dJQYxv2qBuwWByT196KANqiiigDzTwhfeLvC/hW10afwDqNy9qZAZotQswrhpGYEAyg9G71tf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PUf8Jb4q/6Jzqv/AIMbH/49XY0UAcd/wlvir/onOq/+DGx/+PVh+HL/AMYaLe6/NP8AD7UpBqmqNexhNRsvkUwxR7T++65jJ/EV6bRQBx3/AAlvir/onOq/+DGx/wDj1H/CW+Kv+ic6r/4MbH/49XY0UAcd/wAJb4q/6Jzqv/gxsf8A49R/wlvir/onOq/+DGx/+PV2NFAHHf8ACW+Kv+ic6r/4MbH/AOPUf8Jb4q/6Jzqv/gxsf/j1djRQBwVh8Q9d1Oa9isfh/qsr2FybW5H2+zXy5Qivt5l5+V1ORkc/Wrn/AAlvir/onOq/+DGx/wDj1HgP/kL+Nv8AsYn/APSS2rsaAPMor/xhH8QbvxAfh9qRgn0uCyEX9o2W4NHLK5b/AF2MESAfga3P+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6uxooA47/hLfFX/ROdV/8ABjY//HqK7GigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDjvAf/IX8bf9jE//AKSW1djXHeA/+Qv42/7GJ/8A0ktq7GgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoorz3446Peat8KNSl0q4ngvNNxextBIyEhM7wSOo2Fjj1AoA0fAf/IX8bf8AYxP/AOkltXY18N/Ci31nxX8TdK0oalfC3muRc3m2dwHRBufcQepChc+4r7koAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAyfEXifSfCtnBda5PJDHczi3h8q2knZ5CrMFCxqzdEY9O1Yn/C1PCv8Az11X/wAEV9/8Zo8ef8hfwT/2MSf+klzXY0Acd/wtTwr/AM9dV/8ABFff/GaP+FqeFf8Anrqv/givv/jNdjRQBx3/AAtTwr/z11X/AMEV9/8AGaP+FqeFf+euq/8Agivv/jNdjRQBx3/C1PCv/PXVf/BFff8Axmj/AIWp4V/566r/AOCK+/8AjNdjRQBx3/C1PCv/AD11X/wRX3/xmj/hanhX/nrqv/givv8A4zW/ceIdJtNes9Env4V1O9VmgtM5kZVUsWwOgwDycDjHWtKgDjW+K3hRFLPNqiqoySdDvQAP+/NNh+LXhG4gjmt7nUpYpFDpImiXrKykZBBEPII711Gsf8gO+/69pP8A0E1j/Dj/AJJZ4U/7Atn/AOiEoApf8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNdjVGw1mw1O8v7Wxn82bTphBdLsYeW5UNjJGDwwORkUAc5/wtTwr/wA9dV/8EV9/8Zo/4Wp4V/566r/4Ir7/AOM12NFAHHf8LU8K/wDPXVf/AARX3/xmj/hanhX/AJ66r/4Ir7/4zXY0UAcd/wALU8K/89dV/wDBFff/ABmmy/E/wlPC8Mzao8cilXVtCvSGB4IP7muzooA+YvgafDXgzxb4o1K7mv5I0naw0+SPSbuUmIOSxbbEdrcRgqcEYPFe2f8AC1PCv/PXVf8AwRX3/wAZo+Go/wCJTrn/AGMWp/8ApVJXY0Acd/wtTwr/AM9dV/8ABFff/GaP+FqeFf8Anrqv/givv/jNdNe6pZ6fJBHdzbZbhikMSqXeQgZO1VBJwOTxwOtZnh3xtoHiq7v7TQ75prrTn8u7glt5IJIWyRgrIqnqpHTqKAMz/hanhX/nrqv/AIIr7/4zR/wtTwr/AM9dV/8ABFff/Ga3NG8Sadr8t3Hppuy1nJ5U4uLGe32vjO3MiLk4IPGeo9a1aAOO/wCFqeFf+euq/wDgivv/AIzR/wALU8K/89dV/wDBFff/ABmuxooA47/hanhX/nrqv/givv8A4zR/wtTwr/z11X/wRX3/AMZrsawdW8a6Fol5Na311M09vGJbhLWzmufs6EZDSeUjeWCBn5scUAZn/C1PCv8Az11X/wAEV9/8Zo/4Wp4V/wCeuq/+CK+/+M10upavYaPo1xqup3KW9jbxGaWZ84VQM59T9ByelT21xFeWkNzbtvhmRZI2wRlSMg4PsaAOT/4Wp4V/566r/wCCK+/+M0f8LU8K/wDPXVf/AARX3/xmuo1HUbPSNOmv9TuY7W1gXdJNK2FUf5496paP4n0zXbiaDT2uhNAiyPHdWM1s21iQrASou4HaeRnpQBif8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNdDHrumzeIJ9Diu0fUreBbiW3UElI2JCknGBkjpnPfGK0KAOO/4Wp4V/566r/wCCK+/+M0f8LU8K/wDPXVf/AARX3/xmrtz8QPDdneS293fSwiGf7NJcSWc626S527DOU8sHPH3utbdvqNpdXdzawTq1xakCaI5DJkZBIPODzg9Dg46UAcv/AMLU8K/89dV/8EV9/wDGaa/xY8IxKGnutRhTIUvLo14igk4GWMQA5Peuzrjvix/yTDVv+2P/AKOSgDsaKKKACiiigAooooA47x5/yF/BP/YxJ/6SXNdjXHePP+Qv4J/7GJP/AEkua7GgDk/Hmu6jpSaJp2jSpbXetamliLp4w4t0Ks7OFPBbCYAPGT7VkeIbvxL4am0zS4fEMt6+u6lDZwXt3bQ+baLskeUgIioxIRQuQeSc5xz1niTw1Y+KNNjtNQM0RgnS5t7i3k2S28qfddG7EZPUEYJqheeCotU0pbTWNa1S/lhuI7m1vJGhjmtZUztZDHGq55I5U5Bwc0AcJ4z8VeKPCcfijSY9emuZ7HRotYsdQe2gEqZmMTRSAR7GBIyCFB681u6jP4ni8dSeHLLxLP8A8TLRJ7y1mktYM2dxHJGo2/u8MhD4IYMfQg1ev/hfp2qaXq9tqOr6tc3OsRxwXeoSPD57QoSViXEexFySflUEk5zWovg9P+EtsPEM2sajNd2Vm1mI3EAjlRiCxYCIHJZVPBHI4AGRQBynhfxHrHifQ/C1rHrV7BrAmm/tvMVuWXyDtmRh5WF/eGNV2hTtbOSRXptYFl4Z07w5qmva9pVjPPfaqyzTwxMmZGRcBU3FVUt1OWAJOSai/wCEo1f/AKETxB/3/wBP/wDkqgDD8TWltB8ZPAs0FvFFLO2otK6IA0hFuACxHU49a9ArlNS8GNruv6br82uazYXViHa1toxalbcyIFdTmJ93HHLN7GuqUFVALFiBgsep9+KAKmsf8gO+/wCvaT/0E1j/AA4/5JZ4U/7Atn/6IStjWP8AkB33/XtJ/wCgmsf4cf8AJLPCn/YFs/8A0QlAHSV5H4i8U+I9N8P/ABIltdcnE2gXMLWErW8BMatDHIUI8vDLlyMkbsY57165XDX3wts9Rt/EMF14g1lovETK18o+zD7oVRt/c8fKoX6e/NAGfrmreINF8V3ulrr9xPBc+HrrUYXa3gD2s0LIBsITBUhujhjx1qpba74ksNI8C6vd+IJ76HxMba0u7eS2gXyZJ7cuJYisYwVZeQ24EHoK2/FXhECO58Qvqer3l9a6NPYR28cMUgnV15ykcW4szBT8uMY4AGRVP4feEI5/DvhbUtavNZubnSbKNYLDUoRAllMIgjYj8pGYr8yhnLccg96AMmz8V+Ipvhj4U1p9ZmN7c69HZXb+RDi5ia9aIhhswPkAGU2nvV/wRY61ff8ACctB4nvY7ptaubWCSa3glSFljiCy7dilmCgLt3bcD7uea1G+FtgNMXTYNb1iCwhvxqFrbI8BW1lEvmjYWiJK7yThiw5rQj8DQWza59h1rV7OLW3eaaO3mjTyZnVVaWNtm9Wwo/iI9qAOktklitYkuJfPlVAHl2hd7ActgdMnnFSVHbQ/Z7WKHzJJfLQJ5krbmfAxknuT3NSUAcd8Nv8AkEa3/wBjFqf/AKVyV2Ncd8Nv+QRrf/Yxan/6VyV2NAHB+GJ21T4weNLi5O86WlnYWgP/ACyjaPzZMf7zMM+u1fSuWvdIvNJtZPiB4bgaXUtH1bUkv7WPrf2JvJS8fuy/fX3B68Cu2i0a60P4i6nq1tFJLYeIYYEuHhXc9rcRAorkf3GQgE4OCgzwSRr+HPD3/CO2txAuqXuoJcXElwTeCHKPI7O+PLjTgsxPOcdsCgDzu38ZSXNqG8J3kar4m8TrbxX3lh/JiNrHIzBTxvwmAGHBPI4xUXjPxV4o8Jx+KNJj16a5nsdGi1ix1B7aASpmYxNFIBHsYEjIIUHrzXZRfDHw/baHLpVktxaQnUzqlu8EgV7O4PQxHGAByACCMEjpxUF/8L9O1TS9XttR1fVrm51iOOC71CR4fPaFCSsS4j2IuST8qgknOaAMnxF4r1vwX4k1BZ9RfV7T/hHbrVI7e4hjTypoWQBVZFU7CH5DZIx1pvg/xP4huvEeiQXFxq2rWepWUkl/JdaFJZxWMwVWTy5DEgZGyy4JY8A55rpbzwFaanrsOp6pqeoXhTTpNNlt5RCIriGQDzN4WMHLEA/KR04wMii18K3GhaDcWdlreuX8CWjQWtq88CtENuF2SeWrbh2LscUAdTXjfhvUfE+maB451/TZdKcWWuajPcWt3bSNLN5R+55okAT92qhflbtXp/hfT7/SvCum2OsXr39/b26pPcu5YyPjkljy3pk8nrWPqnw707U7jU2j1DUrC11g51Kys5UWK7O0KS2ULKWUAMUZcgc0AcD448e+HPGHgfWhLrOn2sUOjSSQ6fPeRrNcXclvuUeWTkhA4A45c+qDPqPg6/s9S8F6TcaddQXcP2SNPMgkDruVQGGRxkEEEdiKsaroNnq3ha78PyBrexurN7Mi3wpjjZNny5BAwDxwayYNB1G28Z6bPaXl5Fo+naYbR4JJwYrl8jY3ljoygHLnHVQB1oAxfi014y+ELezaFBP4ktlYzqWjLBZGQMAQSN6qcZHIFQ6l8R73wjr99ovi6XS5JvsEd5YXcIa0hkZ5fKEcgkd9mGwS27G3Jxxiu11/QLHxLpLafqSv5e9JY5InKSQyIwZJEYdGBAIP9KqaJ4Tt9H1e61ae+vdU1O5iSB7y+ZC6xKSRGoRFVVySeBknrmgDz7wbqvh9PjddR2PiLTdTnvNChD3MN1G/2u58+V5AuGOSBg7RnaoUdAK9frntT8NQnV9T8QWrXz6jdaWNOEdtMkZChnZWQkfK+XPzE4GBxVzwvp9/pXhXTbHWL17+/t7dUnuXcsZHxySx5b0yeT1oA5D4tWl/J4H1Gyt9Otl8PPEZ9UuIJP8ASY4w/mSmOEqEYkAncXzkk7SRyeJtQit/G3w+1rSZMxajLJYuy5Hn28sPmLnuQGRWGenPqa1bz4eQX9reWFzr+tHSb2aWWfTVliWJhI5d03iPzQhLHgP0OKbd6BJrPjnRJVtTaaP4ZWRoty7RcTsnlqEX+4ilju6EkAZwaAOxrjvix/yTDVv+2P8A6OSuxrjvix/yTDVv+2P/AKOSgDsaKKKACiiigAooooA4T4n3NzZy+D7ixsJNQnj8QoUtYpERpD9lueAzkKPXkirX/CW+Kv8AonOq/wDgxsf/AI9R48/5C/gn/sYk/wDSS5rsaAOO/wCEt8Vf9E51X/wY2P8A8eo/4S3xV/0TnVf/AAY2P/x6rt742tItcuNG0nTtQ1vULRVa6i09I9tvuGVDySOiBiOdu7OO1XdC8QLrbXcb6bf6bcWjqssF8iK3zDIIKMyke4PagDF/4S3xV/0TnVf/AAY2P/x6j/hLfFX/AETnVf8AwY2P/wAersaKAOO/4S3xV/0TnVf/AAY2P/x6j/hLfFX/AETnVf8AwY2P/wAersa4+H4j2RbTZL7R9W06x1WZILK/uo4vJld/uD5JGdd3YsoHIoAT/hLfFX/ROdV/8GNj/wDHqP8AhLfFX/ROdV/8GNj/APHqRPiG0/iHVtGsvCevXV3pBj+1+UbQBRIpZCN1wC2QCeBkdwDWr4a8X6X4qF2mnmeG7sZBFeWV3EYp7diMgMp7EdCMg9jQBg6p4r8UPo94r/DzVI1MDgudQsiFG088TVl+BPE/iS3+HXhuG28BaldQx6VapHcJf2arKoiUBwGlBAI5wQDzzXoesf8AIDvv+vaT/wBBNY/w4/5JZ4U/7Atn/wCiEoApf8Jb4q/6Jzqv/gxsf/j1H/CW+Kv+ic6r/wCDGx/+PV2NFAHHf8Jb4q/6Jzqv/gxsf/j1H/CW+Kv+ic6r/wCDGx/+PV1s88NrbyXFzKkMMSl5JJGCqigZJJPAAHepKAOO/wCEt8Vf9E51X/wY2P8A8eo/4S3xV/0TnVf/AAY2P/x6uxqOaeG3QPcSpErOqBnYKCzEKo57kkADuSBQByX/AAlvir/onOq/+DGx/wDj1H/CW+Kv+ic6r/4MbH/49XY0UAeTeAvEviO30zV1tvAupXavrmoOzJfWi7GNy5ZDulGSp4JHBxwSK6j/AIS3xV/0TnVf/BjY/wDx6j4bf8gjW/8AsYtT/wDSuSup1DULTStPnvtRnS3tbdC8sshwFAoA5b/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6o9e+KGmeGbzSo9c0vVbS21PmO8kijEUI3Ku6Ub98YBkTOV43DvkDb1XxGdL1vTdNGk312dRYpFcW7Q+WhALMG3yK3CqTwp9snigDI/wCEt8Vf9E51X/wY2P8A8eo/4S3xV/0TnVf/AAY2P/x6uxooA47/AIS3xV/0TnVf/BjY/wDx6j/hLfFX/ROdV/8ABjY//Hq7GigDjv8AhLfFX/ROdV/8GNj/APHqP+Et8Vf9E51X/wAGNj/8erc17xDZ+H4Lc3KTXFxdzCC1tLZN8txJgnaoJA4AJJJAAGSRUmjatLqsU7XGkX+lSQyeWYr5Y8t8oO5TG7qw5xkHqCKAOf8A+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHq1tC8WaZ4j1TWLHS2kkfR7hbe4kKgIzld2FOcnHQnA56Z61t0Acd/wAJb4q/6Jzqv/gxsf8A49R/wlvir/onOq/+DGx/+PVbj8bw3d46aTouranZxXX2STULWKMwLIH2Njc4dlVsgsqsBg88GrfirxZpng/S477V2k2TXEdvFHEoZ5HdgoABIHGck56D6CgDJ/4S3xV/0TnVf/BjY/8Ax6j/AIS3xV/0TnVf/BjY/wDx6uxrL8Q+I9N8L6RLqOsTGOGNSQqIXd8AkhVHJOAT7AEnAGaAML/hLfFX/ROdV/8ABjY//HqP+Et8Vf8AROdV/wDBjY//AB6tabxbplt4RtvEdy0sdndQwywx7N0rmUDy4wq5y5LAYGefzqCPxcy293Pqfh7WdMitUWWR7iKJwYyTlh5Uj524yw+8ARxQBQ/4S3xV/wBE51X/AMGNj/8AHq5n4i+I/EN54C1C3vvBGo6fBIYQ91LfWjrGPOTkqkpY+nANep29xDdW0dxbSpNDKgeOSNgyupGQQR1BFcl8WP8AkmGrf9sf/RyUAdjRRRQAUUUUAFFFFAHHePP+Qv4J/wCxiT/0kua7GuO8ef8AIX8E/wDYxJ/6SXNdjQB5z8JD5F142s7v5dSj8TXUs6t94o4UxN/ulRx9DVv4ha7Kt/oXh/T7+azbUdVgt76a3YpJHC6SuFV/4WcxEZByBnpkV0Gq+ENE1nUF1C7tZI75U8v7XaXMtrMU/umSJlYj2JxVdPAHhlNNubE6b5kV3Kk0zzXEskryJ91/NZi4YdiGyKAPMvH13qXhoeMNF0vWtWa0t9Ah1W2lfUJmms5/PaMqJS28qwGdrMRx6V0up6XcH4kHw9a63rEFrrGgXE0h/tGYtDOksYSWM7soRvOVUhSOCMV0knw68MTaRf6bNYzSwakVN60l9O0txt+6HlL+YwH90tj2q4nhDSI9etNaCXbahZ2/2aGaS/nfEZ6qVLlWzgElgSSATyAaAOB8G3tx4l0/w/oF1eajFquhXEw1xk1KfeWhOwK7b8uJWZXAbI2q4GK6bVLQePdX0xIP+QFpN8l7JddryeLOyOP1RW5ZuhKhRn5sdHbaFplnqGo31rZxxXOqFDeSrnMxVdi5+i8cVxdr8BfhtZ3cN1beG9k0MiyRt9uuTtYHIODJjqKAHeD/APktnxH/AN3S/wD0neotNUT/ALSWtT2HMFv4eghvivT7QZiyBvfyx+VbzfDnw6dWvNTRdUhvL4qbmaDWryIzbRhQ22UZABwB0A4FbGjaBpfh60e20azjtY5HMkhXJaRz1Z2OWZvckmgCXWP+QHff9e0n/oJrH+HH/JLPCn/YFs//AEQlbGsf8gO+/wCvaT/0E1j/AA4/5JZ4U/7Atn/6ISgDK8X3N1ffELwz4a+23Vlp19Dd3Ny1pO0Ek7RBNsYkUhlHzljtIJwK4u+1PVdP8TS6NFrGpTWuk+LdLt7ed7yQu0NwivJBIwP71QePn3HBxmvWta8O6X4hjgXVbdpGtpPMglileGWFsYykiEMpwccEZqifAfhs+H5NFOmj7FLcC6f99J5rTAgiUy7vM35A+bdnjrQB5f8AEjzmX4lWbX2oNbQ2Om3EUJvpikbySSB9q7sBSAMqPl4HHArp59EQ/Fu20BdU1xNNbw9LcGJdau8mQXKKH3+ZuzhiM59uldI/w88NSm/M9lPcHUrVbS88++nk8+NSSobc5ywycN94Z4Nc1e+CpJvifYsdM1l9Ct9Iez+2xaw6OJGmWT5n88TMuAQQc844IGQAYXhjWtWn8Y+F7a51a+uo7fWtY0syvcvtvYII3MTSKDtdgf4iM/L1qjqsD3zXFld6hqksFv8AEG2tIQ2pXG6OJo4mKht+4YJJHOVJyMV6tN4F8OTaTp2nDTvIttMk8yy+yzSQPAxzkq6MGBO4555yc5qBvh14Za3vIWsZyl7cx3k3+nT589MbZVbflH4HzLgnAzmgDUs9DWy1hr6PUNRkQ2sdstpPdNJCgQ/fAbJLnoWJJPetOsuy8OaXYau+qW0D/bntUtHnknkkZokJKg7mOTkn5up7k1qUAcd8Nv8AkEa3/wBjFqf/AKVyVS+KcjM/g6xP/HveeJrRLhezqoeQKfUbkU/hV34bf8gjW/8AsYtT/wDSuStPxh4bPiXRYoYJlt76zuor6xnZcrHPE25SR3U8qfZjQBm+KNKstd8aaVpeqQLPZ3ej6jFNG38Sl7X8j6Hsa4rw9qepaJ4y0XwPrxkur/Q5Z5bC5Yf8f1kbaURtn+8pGxvcDrya9Jj0C21PUrHXtUtbu11a3jKKiajN5ceSNwCq4RlYqp5XkBcjIwL1zounXmsWWq3Nqj31gJFtp8kNGHGGHHUEdjmgDyFdR1WH4P6Z8Qk13UptcnuLeaSE3bm2mEtwsbQCDOwAKxAIAYFc5pNTe/h8FfEXVINb1mO70LWJzp7DUpiIQsULhSpYhlyx+VsjngCvSYvh/wCGYNSjvYtNIeK4N1FCbiU28cxOfMWAt5atkk5C5zzTJPh14al0/VbGS1u2ttYm8+/jOpXOJ37k/vOMgAEDAIAB4AoA4DVtR8T+I/FHi+20yDX5brTI4IdK/su/ht4LaVoBIHlR5k8zc7d1cbRgc165pb3kmj2b6pEIb1oENzGpBCSbRuAIyODnpWRL4F0Ga9jvPIu4rqOFIDcQajcRSSov3RIySAyY/wBstSaX4XFj431bxCSsbX1vDbLFHI7Bljzh33cbuQMAcBc5JY4AOa8dW13c/FrwMkGoTackkWoIlxDGjMsnlocAOrLkqGxkHoaoN4v1uz1nxB4Tvp9S1EWl3bwrrFppryzQwSw+Y+9beMgSDG1WCgZdSRwa9G1nQtO8QWaW2rW3nxxyCWMh2R4nHR0dSGVhk8gg80mi6Bpvh62lg0m3MSzSmaZ3keWSVyACzu5LMcADJJ6UAcB8M9R05viD41s9Mtby3gM9oYI5dOngWNEtY02neg2H0VsEjkAjmvTpQ5icRnD7TtJ9a5fxL4GsdY0TX7Sytoo7jxB5YvZpZZMZVVVZAAeqqowo2gkcnk10trALWzht1Z3WGNUDOcswAxknuaAPDfDV/rnhP4A6X4msNcuJTYuqTaTNbw+U5N15ckZYJ5gfLE539e1WPiPr8Go+GtTvdQstYhuhfWtvZxTaNdqkECXkRY+YY9m6Qru4PIEajJHPpz+A/DcmrHUG0796bkXZiE8ggM4580w7vLL553bc55zWnrOi6f4g0xtP1e3+0WrSRyGPeyZZHDqcqQeGUH8KALNrcpeWkVzCsqpKgdRNE0TgH1RwGU+xAIrI8b/8k+8Rf9gu5/8ARTVFpvhn7J461jxG5WN7+CG3EUcjMHWPP7x88BuQMAYAXqSTjQ1vQrHxDpz2OqC4a2kBV0gu5YN4IwVYxspIIPQ8UAeYeIYriT4dfCzybprSP+0NMDzqit5RNuyo2GBH3ivUYyRXVaLqer2HxPu/CmpanJrFo2kJqMVxcQxJLC3mmMxny1VSD1Hy54PWtqDwbocHht9ANrLcaW6qn2e7upbgKq42hTIzFQMDGCMYBFQxeHIPDVnez+FdP87VLsKhmvbuSVmxkKZJJGZ9i5J2jPsOaAMP4Myv/wAIA9oSTFYaleWsGe0STttH0AOB7CrvxY/5Jhq3/bH/ANHJWx4S8OQ+E/C1no8ErT+QrNLOwwZpGYu7kdssxOO3Ssf4sf8AJMNW/wC2P/o5KAOxooooAKKKKACiiigDmfG2hatrUejTaBLZx3ml6mt6Be7/AC3AiljK/Lz/AMtM/hVT/i5X/Uqf+TNdjRQBx3/Fyv8AqVP/ACZo/wCLlf8AUqf+TNdjRQBx3/Fyv+pU/wDJmj/i5X/Uqf8AkzXY0UAcd/xcr/qVP/Jmj/i5X/Uqf+TNdjRQBx3/ABcr/qVP/Jmj/i5X/Uqf+TNdjRQBxN1B8Sbqzmt3PhVVljZCR9pyARiquhaT8RtB8Oabo9vJ4Xli0+0itUd/tG5ljQKCcdyBXoFFAHHf8XK/6lT/AMmaP+Llf9Sp/wCTNdjRQBx3/Fyv+pU/8maP+Llf9Sp/5M12NFAHHf8AFyv+pU/8maP+Llf9Sp/5M12NFAHHf8XK/wCpU/8AJmj/AIuV/wBSp/5M12NFAHk3gj/hPYf+EhsrD/hHD9l1y589p/P5ll23DbcfwjzgBnniuo/4uV/1Kn/kzR4D/wCQv42/7GJ//SS2rsaAOO/4uV/1Kn/kzR/xcr/qVP8AyZrsaKAOO/4uV/1Kn/kzR/xcr/qVP/JmuxooA47/AIuV/wBSp/5M0f8AFyv+pU/8ma7GigDjv+Llf9Sp/wCTNH/Fyv8AqVP/ACZrsaKAOO/4uV/1Kn/kzR/xcr/qVP8AyZrsaKAOO/4uV/1Kn/kzR/xcr/qVP/JmuxooA47/AIuV/wBSp/5M0f8AFyv+pU/8ma7GigDjv+Llf9Sp/wCTNH/Fyv8AqVP/ACZrsaKAOO/4uV/1Kn/kzWb4h0L4g+JtDn0i/l8NQ29wU8x4ftG8BXVuM8fw16HRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcd4D/AOQv42/7GJ//AEktq7GuO8B/8hfxt/2MT/8ApJbV2NABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABVPUtX03RrdZ9X1C1sIWbYsl1MsSlsZwCxAzgHj2q5XC/GXwt/wAJb8KdYso4991bxfa7bAyfMj+bA9yu5f8AgVAFHwR4u8Nwat4v87xDpUf2jX2kh33sY81TbW6hl+bkZBGR3Br0ivhv4I+Fv+Er+LOk28qb7azf7bccZG2PBAPsX2L+NfclABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGD4s8Tt4Zt9PMGl3GqXOo3q2cFtbyRoxcxu+dzsFAxGeprM/wCEt8Vf9E51X/wY2P8A8eo8ef8AIX8E/wDYxJ/6SXNdjQBx3/CW+Kv+ic6r/wCDGx/+PUf8Jb4q/wCic6r/AODGx/8Aj1djRQBx3/CW+Kv+ic6r/wCDGx/+PUf8Jb4q/wCic6r/AODGx/8Aj1djRQBx3/CW+Kv+ic6r/wCDGx/+PUf8Jb4q/wCic6r/AODGx/8Aj1djRQBx3/CW+Kv+ic6r/wCDGx/+PUf8Jb4q/wCic6r/AODGx/8Aj1O1H4jWelR3V3f6Nq0Wk2ly1tPqvlRGBGWTy2bAk8zaG43bMV14IIBByD0IoA4ubxl4mt4JJpvh1qqxxqXY/wBo2RwAMn/ltUOm+PfEGr6Vaalp/wAPtVmtLyFJ4JPt9mu9HUMpwZQRkEcEZrrtY/5Ad9/17Sf+gmsf4cf8ks8Kf9gWz/8ARCUAUv8AhLfFX/ROdV/8GNj/APHqP+Et8Vf9E51X/wAGNj/8ersao2Gp/b7y/t/sN5bfYphF5lxDsSfKht0Zz8y84z6gigDnP+Et8Vf9E51X/wAGNj/8eo/4S3xV/wBE51X/AMGNj/8AHq7GigDjv+Et8Vf9E51X/wAGNj/8eo/4S3xV/wBE51X/AMGNj/8AHq7Go454ZnlSKVHaF9kqqwJRsBsH0OGU4PYg96AOS/4S3xV/0TnVf/BjY/8Ax6j/AISzxSevw51X/wAGNj/8ersaKAPnn4O6VqnhTWvFeqaV4G1K8juNRls4Qt3aJ9lSKRt0XzSjcQ3BIyp2DBr1X/hLfFX/AETnVf8AwY2P/wAeo+G3/II1v/sYtT/9K5K6nUNQtNK0+e+1GdLe1t0LyyyHAUCgDlv+Et8Vf9E51X/wY2P/AMeo/wCEt8Vf9E51X/wY2P8A8eqPXvihpnhm80qPXNL1W0ttT5jvJIoxFCNyrulG/fGAZEzleNw75A29V8RnS9b03TRpN9dnUWKRXFu0PloQCzBt8itwqk8KfbJ4oAyP+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHq7GigDjv+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHq7GigDjv+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHq3Ne8Q2fh+C3Nyk1xcXcwgtbS2TfLcSYJ2qCQOACSSQABkkVJo2rS6rFO1xpF/pUkMnlmK+WPLfKDuUxu6sOcZB6gigDn/8AhLfFX/ROdV/8GNj/APHqP+Et8Vf9E51X/wAGNj/8erW0LxZpniPVNYsdLaSR9HuFt7iQqAjOV3YU5ycdCcDnpnrW3QBx3/CW+Kv+ic6r/wCDGx/+PUf8Jb4q/wCic6r/AODGx/8Aj1W4/G8N3eOmk6Lq2p2cV19kk1C1ijMCyB9jY3OHZVbILKrAYPPBq34q8WaZ4P0uO+1dpNk1xHbxRxKGeR3YKAASBxnJOeg+goAyf+Et8Vf9E51X/wAGNj/8eo/4S3xV/wBE51X/AMGNj/8AHq7GsvxD4j03wvpEuo6xMY4Y1JCohd3wCSFUck4BPsAScAZoAwv+Et8Vf9E51X/wY2P/AMeo/wCEt8Vf9E51X/wY2P8A8erWm8W6ZbeEbbxHctLHZ3UMMsMezdK5lA8uMKucuSwGBnn86gj8XMtvdz6n4e1nTIrVFlke4iicGMk5YeVI+duMsPvAEcUAUP8AhLfFX/ROdV/8GNj/APHqq6l8Qdb0Wwe/1fwFqlrZxFRLMb6zcIGYKDhZSTyR0Fdvb3EN1bR3FtKk0MqB45I2DK6kZBBHUEVyXxY/5Jhq3/bH/wBHJQB2NFFFABRRRQAUUUUAcd48/wCQv4J/7GJP/SS5rsa47x5/yF/BP/YxJ/6SXNdjQBxfxH1G+tl8O6ZZXkthFrGsRWVzdQttkWMo7lVb+FmKBcjkZOOayfFdhdeG7jRdM0vWtWistf1eC0uHmvpZpIECSOyxyyMzIX2qODxg468d3rOiab4h0x9P1m0S6tnYMUbIwwOQwIwVIPQggiqDeCtDl0mTTbqC5vLaR1kIvL6ed0ZTlWR3cshB6FSMUAeW+PrvUvDQ8YaLpetas1pb6BDqttK+oTNNZz+e0ZUSlt5VgM7WYjj0rpdT0u4PxIPh611vWILXWNAuJpD/AGjMWhnSWMJLGd2UI3nKqQpHBGK6ST4deGJtIv8ATZrGaWDUipvWkvp2luNv3Q8pfzGA/ulse1XE8IaRHr1prQS7bULO3+zQzSX874jPVSpcq2cAksCSQCeQDQBwPg29uPEun+H9AurzUYtV0K4mGuMmpT7y0J2BXbflxK7K4DZG1XAxXrNZi6PbaZcarqei6fb/ANqajteZpJGjW4dE2puYBtoxxkKe5wTWd9u8b/8AQveH/wDwfT//ACHQBR8W23/CdW0/hSxJNg8qLq14v3Y0VgxgQ95GwAeyAknnaD2KgKoVRgAYAHavPLn4F/D3VLqXUNV8NIb67cz3JTULkqZGO5sHevGSew+g6V6BbwR2trFbwLsihQIi5JwoGAOfagCvrH/IDvv+vaT/ANBNY/w4/wCSWeFP+wLZ/wDohK2NY/5Ad9/17Sf+gmsf4cf8ks8Kf9gWz/8ARCUAdJXi3ii91Cz8N/FX7Lq2qRNplzBJZOuoTbrctBE5CNuyF3Mx25xz0r2muUuPhp4Yu49UjubW9lTVyGv1bVboi4IxjI8zsFA47DHTigDl/Ea3WkeM72wtNV1X7LfeGLy7kjfUJm2TxOm2SM7sxn5iMIQPaqVs17pmifDjVYNY1a4uNfNrZ6jb3GoTSrcJNaszyAMx8tlKg7k2n1rsfEnguwksrnU7Gyv73WIdMlsbT/iYyksrrt2kSShGycEluSQCSSBVX4feCbPStB0O71TSryDW7CyS2Ivr5rnyGCBXMQ810jVsH7mOOMDpQBx9jqOoyfCPwdqD6rqTXn/CSRW7zm+l3SxtftGUkO794NoC4bPFbXgPw5DfL46RdR1a2lm1y7sxPDqU2+JNkWGUMxUOOz43Y4zjiulk+GvhaSKSI2NwkL3QvBDFqFwkccwff5iKsgEZ3c5UCrMvgXw9M2reZZy7NYVlv4hdzCObcAC2wPtDEKAWADcdaAN22h+z2sUHmSS+WgTzJW3O+BjJPcnuakqO2t4rS1it7ddkUKCNFyThQMAZPtUlAHHfDb/kEa3/ANjFqf8A6VyVS+KcjM/g6xP/AB73nia0S4Xs6qHkCn1G5FP4Vd+G3/II1v8A7GLU/wD0rkrT8YeGz4l0WKGCZbe+s7qK+sZ2XKxzxNuUkd1PKn2Y0AZvijSrLXfGmlaXqkCz2d3o+oxTRt/Epe1/I+h7GuK8PanqWieMtF8D68ZLq/0OWeWwuWH/AB/WRtpRG2f7ykbG9wOvJr0mPQLbU9Ssde1S1u7XVreMoqJqM3lx5I3AKrhGViqnleQFyMjAvXOi6deaxZarc2qPfWAkW2nyQ0YcYYcdQR2OaAPIV1HVYfg/pnxCTXdSm1ye4t5pITdubaYS3CxtAIM7AArEAgBgVzmk1N7+HwV8RdUg1vWY7vQtYnOnsNSmIhCxQuFKliGXLH5WyOeAK9Ji+H/hmDUo72LTSHiuDdRQm4lNvHMTnzFgLeWrZJOQuc80yT4deGpdP1WxktbtrbWJvPv4zqVzid+5P7zjIABAwCAAeAKAOA1bUfE/iPxR4vttMg1+W60yOCHSv7Lv4beC2laASB5UeZPM3O3dXG0YHNeuaW95Jo9m+qRCG9aBDcxqQQkm0bgCMjg56VkS+BdBmvY7zyLuK6jhSA3EGo3EUkqL90SMkgMmP9stSaX4XFj431bxCSsbX1vDbLFHI7Bljzh33cbuQMAcBc5JY4AOa8dW13c/FrwMkGoTackkWoIlxDGjMsnlocAOrLkqGxkHoaoN4v1uz1nxB4Tvp9S1EWl3bwrrFppryzQwSw+Y+9beMgSDG1WCgZdSRwa9G1nQtO8QWaW2rW3nxxyCWMh2R4nHR0dSGVhk8gg80mi6Bpvh62lg0m3MSzSmaZ3keWSVyACzu5LMcADJJ6UAcB8M9R05viD41s9Mtby3gM9oYI5dOngWNEtY02neg2H0VsEjkAjmvTpQ5icRnD7TtJ9a5fxL4GsdY0TX7Sytoo7jxB5YvZpZZMZVVVZAAeqqowo2gkcnk10trALWzht1Z3WGNUDOcswAxknuaAPDfDV/rnhP4A6X4msNcuJTYuqTaTNbw+U5N15ckZYJ5gfLE539e1WPiPr8Go+GtTvdQstYhuhfWtvZxTaNdqkECXkRY+YY9m6Qru4PIEajJHPpz+A/DcmrHUG0796bkXZiE8ggM4580w7vLL553bc55zWnrOi6f4g0xtP1e3+0WrSRyGPeyZZHDqcqQeGUH8KALNrcpeWkVzCsqpKgdRNE0TgH1RwGU+xAIrI8b/8AJPvEX/YLuf8A0U1Rab4Z+yeOtY8RuVje/ghtxFHIzB1jz+8fPAbkDAGAF6kk40Nb0Kx8Q6c9jqguGtpAVdILuWDeCMFWMbKSCD0PFAHmHiGK4k+HXws8m6a0j/tDTA86oreUTbsqNhgR94r1GMkV1Wi6nq9h8T7vwpqWpyaxaNpCajFcXEMSSwt5pjMZ8tVUg9R8ueD1rag8G6HB4bfQDay3Gluqp9nu7qW4CquNoUyMxUDAxgjGARUMXhyDw1Z3s/hXT/O1S7CoZr27klZsZCmSSRmfYuSdoz7DmgDD+DMr/wDCAPaEkxWGpXlrBntEk7bR9ADgewq78WP+SYat/wBsf/RyVseEvDkPhPwtZ6PBK0/kKzSzsMGaRmLu5HbLMTjt0rH+LH/JMNW/7Y/+jkoA7GiiigAooooAKKKKAOE+J/2/zfB/9j/Zvtv/AAkKeT9q3eXn7Lc/e289M9Ktf8XK/wCpU/8AJmjx5/yF/BP/AGMSf+klzXY0Acd/xcr/AKlT/wAmaP8Ai5X/AFKn/kzUVr4n1zxT4g1ez8JjT7PT9HuTZT6hfwvP51woBdEjR0wFyAWLdTwK2dNvdX0+3v5fGc+lxQW5Vo763zBEyEclg7ttIPvjkUAZf/Fyv+pU/wDJmj/i5X/Uqf8AkzW0vi3w42ktqi+INLOno4ja7F7H5Kseil84z7ZoPi3w4qXbt4g0sLY4+1sb2PFvk4G/n5ck45xzQBi/8XK/6lT/AMmaP+Llf9Sp/wCTNbh8U+H1s7S7bXdMFtfPstZjeR7Lhs42o2cMc8YGa5XUPE3i7w0uh3viGLSZrfVNQgsZrK1gkSa1aY4UiQyMsm09QFXPODQBe/4uV/1Kn/kzR/xcr/qVP/Jms6w17xnq/jzxRoNpqGgwR6H9mMckulTOZhPGzgHFyMbcYzg564HStPwp4vv9Q8San4Y8S2UNnrenRpOGtnLQ3cD8CVM8jB4Knoe5oAp6p/wsf+yLzzf+EW8vyH3bftGcbTnHvWX4E/4WD/wrrw39g/4Rr7L/AGVa+R5/2jzNnlLt3Y4zjGccZr0PWP8AkB33/XtJ/wCgmsf4cf8AJLPCn/YFs/8A0QlAFL/i5X/Uqf8AkzR/xcr/AKlT/wAma6fUdU0/R7M3erX1tY2ykAzXUyxID6bmIFVl8TaE0NlKutacY7+TyrNxdpi5fONsZz85z2GaAMH/AIuV/wBSp/5M0f8AFyv+pU/8ma0Na8d+GtB03U7y91izb+ywBdQRXCNKjnO2Mrnhm2kAHGcH0NPPjvwiIxIfFOihCnmBv7RiwUzt3Z3dM8Z9aAMz/i5X/Uqf+TNH/Fyv+pU/8ma6FNf0eS7tLWPVbF7i+jMtrCtyhe4QAksi5ywwCcjPSsrU/iJ4T0qwjvLjX9PkgkvFst8V3GwWUsoIY7sDaGDNnovPpkAp/wDFyv8AqVP/ACZo/wCLlf8AUqf+TNdLa6vpt9OILLULW4lMK3AjimV2MTfdkwD909j0NXKAPJvAX/Cff2Zq/wDZ/wDwjez+3NQ8zz/Pz5n2l9+Mfw7s474xmuo/4uV/1Kn/AJM0fDb/AJBGt/8AYxan/wClcldjQBx3/Fyv+pU/8maP+Llf9Sp/5M1pT+IJbnxa3h7R0iae2gW5v7iUFkt0ckRptBBZ22scZAAGeeAeV8J/ELWJvG0/h7xhDYxLdTXMekX1nE8SXLW8rxyRsrO2H+UMAD0NAGx/xcr/AKlT/wAmaP8Ai5X/AFKn/kzVnQNb1H/iezeKNR0tLXTbw26yxW7WyqAiMWdnlcfxgdunvxor4t8ONpLaoviDSzp6OI2uxex+SrHopfOM+2aAMX/i5X/Uqf8AkzR/xcr/AKlT/wAma6Kx13SdTup7XTdUsry4tv8AXw29wkjxf7wByPxpNO1/R9Xnmg0nVrG+ltziaO2uUkaP/eCk4/GgDnv+Llf9Sp/5M0f8XK/6lT/yZrsa4uHX/EfiW/1geE30q0s9KunsRJqEEkxup0A3gbHTy0DHbn5iSDxQA/8A4uV/1Kn/AJM0f8XK/wCpU/8AJmrXjzxXL4Q8H3moW9ul3qUdtLLBb5O1iiF2Zu+xQCT0zwOrCtvSLuS/0SxvJgqyXFvHK4QcAsoJx7c0Ac1/xcr/AKlT/wAmaP8Ai5X/AFKn/kzWn4v8Rv4c0u2a1t1ub/ULyKxsoXbajTSHgsRyFADMcdlqxo8fiKK4mHiC70u6hKKYWsbWSBlbJ3Bg0jgj7uCCO/FAGJ/xcr/qVP8AyZo/4uV/1Kn/AJM0mieNp9b+JGoaHBbRrpltp6XVvc877hjK8bMOcbMoQOOcZBwRXZUAcd/xcr/qVP8AyZo/4uV/1Kn/AJM1i6n8QNfj03xRr2nW+mjSvDd7JaS2lwj+fdeUFMjCQMFj+98oKtnHbNdVF4nMXim00jUYljXVYGuNMnXI8zYAXidT0cAhs9CM9NvIBn/8XK/6lT/yZrmfiL/wnf8AwgWof2x/wjv2LMPnfZfP8zHnJ93dx1x1r1euO+LH/JMNW/7Y/wDo5KAOxooooAKKKKACiiigDjvHn/IX8E/9jEn/AKSXNdjXHePP+Qv4J/7GJP8A0kua7GgDzDwfqNn8PdY8TaL4suI9Liu9Yn1KxvrpvLguIpsHaJD8u9SCCpIPQjiq3jTxRp/iS40e6sSL7w7o+t2suo3kYLwsCkuGPGGRG8slgSMsP7tesUUAfP8A8RNQ07UV8eazoN1bvo03h+3tJrqFgIbq985ioVukjCMgHGcZArsb640HU/jVpNmtzYTwah4Zubd445UInjeSIqvB5BUOR7AkV6fRQB5X4Ch1I3ieGdbSU23giaRRcyDi6BX/AEVh67YWbI7MENZdl8Yfh/4p8UWF5q+u7Ba3GNL002c5xM3yCaRgm0vhiFAOFDE5JPy+0UUAeS+HfF/hvTPjN8QZdS8QaXaRz/2csTz3kaCQpC4cKSeSp4IHQ1q+GVfxL8YtU8YWUcg0eDSY9Jtbh0KLeN5pld0zyVBwu7oe2a9FooAp6x/yA77/AK9pP/QTWP8ADj/klnhT/sC2f/ohK2NY/wCQHff9e0n/AKCax/hx/wAks8Kf9gWz/wDRCUAYXjiWDTviT4R1fXGSLQ7aO8R7ibiG3uGVPLZyeFyA4DHoc+tcNqDw/bNV8R2H7vwufGOl3cVwq7YcIqrcTjtsL4y/QkE5r3qigDwXxvqdjqtz8Szpl5BeCbRtNli8iQP5qRySF2XH3lXIyRwM11N74q8NxfGXT9Wu9a01dMm8NTJFdyXKCKRvtKcKxOCeG4Hoa9RrmZvDF+/xJh8URanbJBHYNYGzazZmZGdXJ8zzAAdyjHykYz160AeWaC8eh6h4S1nUP+JZoD+IdYls5LkeVHb280b+QDuxsDHJGcdRTbrVbAzavdi8gNva/EGzu55PMGIoDHEBK3ohIPzHjg173RQBh2Gq+HL7xRNHpz2s2rtZRzyTRQ5Z7didh80DDLnOBk+uK3KKKAOO+G3/ACCNb/7GLU//AErkrsa474bf8gjW/wDsYtT/APSuSuxoA8/8HnyPix8RjdMEbzbCUMxwPK+zYB+mVb8jWZZ6PpfxD8A6pZ6TqtsdQtNbvbuxvbaZXa0n+1SvFJ8pOAR+aniu9udAik8SQa7Zyta3yRfZ5yF3Lcw53bHHqCSVYcgk9QSDrUAeDwX2pan4esdX8UaebWK08YrJrlvtLJFsgWPzGH/PMSBW7gAg9s1X+ImoadqK+PNZ0G6t30abw/b2k11CwEN1e+cxUK3SRhGQDjOMgV9AUUAeMePLu2v/ABs9t4avbV7+98F38VqtrMpeYsY2jVcHkkBiuPcipvBY06e60DXT4s0Qp4f0mWObTdP05oJ0hMa7lmBmdhsKA42DnPrXsNQ3cDXVpLAs8tuZFKiWEgOme4yCM/hQBDpOrWOu6RbappNwtzZXUYkhlUEB1PfBwR9DXiF7pXhrRdF8dad4ks7ePxI1/eXWjyPH/pVwJhvga3b7xYOdp2dCDmvctN0610jTLfT9PiENrbRiOJAScKB6nkn3PJqzQB474jsfGtv8NfEN9r9hpV1NJ4fa3kuG1ORZYIxb/vAIvIKly+5j84DYUZwoNdt4S8SW62GhaDq0lvba1caYlzFaQyPKrwqAu4OUUZ6ZXqOeoGa6yqDaPbya8mrzNJLcQwtDArsNkKsQXKjHVtq5JzwMDHOQDj/i5pS3uk6Df3No15YaVrMF1fwhC/8Ao+HR22jkhd4Y+wNcxbWT3/jbV4fhL/Zw0GbS4I7029wbe0aczHcI3jRwsphyCVXjcCeQK9mooA8m0y81TSvjRfS6ppeladaWfhmEzra38kqwW6SzEMg8hdx4xswMAZBPSvTdJ1ax13SLbVNJuFubK6jEkMqggOp74OCPoamu4GurSWBZ5bcyKVEsJAdM9xkEZ/Cmabp1rpGmW+n6fEIbW2jEcSAk4UD1PJPueTQB4XrY0a40vxnc+Ir2Wz8Wf2hO1lpaSsguTFj7Ji1Hy3AYKmWZWznqMcdp4se9u/EnwxN1EItTe/aWeNP4MWrGUfQZxXpNZMegRN4mbXb2Vrm6jiMFopXCWsbEFgo7sxAyx7AAYGcgGtXHfFj/AJJhq3/bH/0cldjXHfFj/kmGrf8AbH/0clAHY0UUUAFFFFABRRRQBg+LPDDeJrfTxBqlxpdzp16t5Bc28cbsHEbpja6lSMSHqKzP+ES8Vf8ARRtV/wDBdY//ABmuxooA47/hEvFX/RRtV/8ABdY//GaP+ES8Vf8ARRtV/wDBdY//ABmuxooA47/hEvFX/RRtV/8ABdY//GaP+ES8Vf8ARRtV/wDBdY//ABmuxooA47/hEvFX/RRtV/8ABdY//GaP+ES8Vf8ARRtV/wDBdY//ABmuxooA47/hEvFX/RRtV/8ABdY//GaP+ES8Vf8ARRtV/wDBdY//ABmuxooA4ubwb4muIJIZviLqrRyKUYf2dZDIIwf+WNQ6b4C8QaRpVppun/EHVYbSzhSCCP7BZtsRFCqMmIk4AHJOa7qigDjv+ES8Vf8ARRtV/wDBdY//ABmj/hEvFX/RRtV/8F1j/wDGa7GigDjv+ES8Vf8ARRtV/wDBdY//ABmj/hEvFX/RRtV/8F1j/wDGa7GigDjv+ES8Vf8ARRtV/wDBdY//ABmj/hEvFX/RRtV/8F1j/wDGa7GigDjv+ES8Vf8ARRtV/wDBdY//ABmj/hEvFX/RRtV/8F1j/wDGa7GigDybwT4a8RtceJrS18dalax2WuTp8ljaN5rSJHO7ndEcEvM3AwBxgCuo/wCES8Vf9FG1X/wXWP8A8Zo8B/8AIX8bf9jE/wD6SW1djQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M0f8Il4q/wCijar/AOC6x/8AjNdjRQBx3/CJeKv+ijar/wCC6x/+M1V1L4fa3rVg9hq/j3VLqzlKmWE2NmgcKwYDKxAjkDoa7uigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA47wH/yF/G3/YxP/wCkltXY1x3gP/kL+Nv+xif/ANJLauxoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKw/FnjHRfBGkpqfiS5e1tHmEIkWF5MOQSAQoJH3Tz0rcrlviX4XHjH4cazoypvnmty9uP8Apsnzp+bKB9CaAPO/BXxp8C22teI0l1aXfq2uGezVbOZjKjQQRjovBLIwweeK9tr4t/Z88KnxF8WrOaePdbaQpvZcjjcpAjH13lT/AMBNfaVABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVBfTm10+4uEAZoomcA9CQCanqnrH/IDvv+vaT/ANBNAHF6Fq3xG17w5pusW8fheKLULSK6RH+0blWRAwBx3ANX/wDi5X/Uqf8AkzV34cf8ks8Kf9gWz/8ARCV0lAHHf8XK/wCpU/8AJmj/AIuV/wBSp/5M12NFAHHf8XK/6lT/AMmaP+Llf9Sp/wCTNdjWTqHirw9pN09tquvaZY3EaCR4rm8jjZVJwGIYggH1oAxP+Llf9Sp/5M0f8XK/6lT/AMma6K513SLPSk1O71Syg09wCt3LcIsTA9MOTg5+tKmt6VLpB1WPU7N9OC7jeLcIYQOmd+cY/GgDnP8Ai5X/AFKn/kzR/wAXK/6lT/yZqXxN4vSP4e6v4h8Hanpd+2nW8k+8H7TC+xSxQ+W64Jx1zx6Guj025e80q0uZQoeaBJGC9ASoJx+dAHL/APFyv+pU/wDJmj/i5X/Uqf8AkzWt4v1q+8P+GL3UtL04X81tBJKUeYRogVSxZj1xx0AJJx06iz4b1KXWPCuk6ncqiTXtlDcSLGCFDOgYgZJOMmgDA/4uV/1Kn/kzR/xcr/qVP/JmuxooA47/AIuV/wBSp/5M0f8AFyv+pU/8ma7GigDzrxJrvxE8M+HrnV7qLwxNFb7NyR/aNx3OF4z/AL1an/Fyv+pU/wDJmj4sf8kw1b/tj/6OSuxoA47/AIuV/wBSp/5M0f8AFyv+pU/8ma6m/uo7LT7i5mngt0ijZzLcPsjTA6sew9axtM8VaemjaY2v69oS393bedm1vFEM20ZdotxyyDBOfQc0AZ//ABcr/qVP/Jmj/i5X/Uqf+TNbR8W+HBYwXp8QaWLW5kMUE5vY9krjqqtnDH2FIPF/hptMbUl8Q6UbFZBE10L2Pyg56KX3Yz7ZzQB5v4K+HnjXwVrHiC/0xfDIk1i78997TkIvLBUwOFDO3B9q6/8A4uV/1Kn/AJM1uX3ijQdMmuob/WbC3ns4PtFxDJcoJIouPnKZyByBnHcetQaL4z8P6/pFhqOn6rZtFflUhRriPf5pQP5JAY/vADyoyRQBlf8AFyv+pU/8maiup/iTa2c1w48KssUbOQPtOSAM121U9Y/5Ad9/17Sf+gmgDi9C1b4ja94c03WLePwvFFqFpFdIj/aNyrIgYA47gGr/APxcr/qVP/Jmrvw4/wCSWeFP+wLZ/wDohKs+I/EQ0T7Ba20IudT1S4+zWVuW2hm2lmZjzhFVSxIB6YHJFAGT/wAXK/6lT/yZo/4uV/1Kn/kzWJ4m8f8AiDwd40hi1aLT7vw1HDbvqF1BbSRzWfnNJGrnMjAoHi54BAYDnrXUPqWsH4gW+nQ3WnnSZrF7vb9kczfKyLgSebt5L5zs6DHPWgCl/wAXK/6lT/yZo/4uV/1Kn/kzW7aeKNAv7me3sNc025nt1LTRQ3cbtEB1LAHIA96Za+LvDd9PbQ2XiDS7iW7z9njivY3abBIOwA/Nggjj0NAGL/xcr/qVP/Jmj/i5X/Uqf+TNdDJr+jw6wmky6tYx6k4BSza5QTN9EzuP5VoUAcd/xcr/AKlT/wAmaP8Ai5X/AFKn/kzVnWvEOot4utvC/h0WqXz2jX1zdXkbSR28O/YuEVlLszZwNygBSfatKG+vNJ8PS3fime0aa33tJJZROqOu47NqMWbcRgbcn5jgZoAxP+Llf9Sp/wCTNH/Fyv8AqVP/ACZqx4A8T3/ivRb681Szjsp7fU7mz8iM52LE+0Bjk5b1I49BXQanqFvpOk3eo3rbLazgeeZgM4RFLE/kKAOX/wCLlf8AUqf+TNH/ABcr/qVP/JmpvDt/4t1m303WLr+ybXTr5RM1h5EhuIYmUlP32/az8rkbAOvPHMHinxtPo3irQNG062jn+3ahHa3sz5xAro7KowR85CE98ADI+YUAL/xcr/qVP/Jmj/i5X/Uqf+TNdjXJa14h1h/Hdv4V8PCyt5zpzajNd30TyqEEgjVFRXQkkkkndwMcHNAEf/Fyv+pU/wDJmimeGPiEmr+H4brUrKSG7EksM6W6l498crRkqx7EpkfWigDtKp6x/wAgO+/69pP/AEE1cqnrH/IDvv8Ar2k/9BNAGP8ADj/klnhT/sC2f/ohK6Sub+HH/JLPCn/YFs//AEQldJQAUUUUAFeb69rGkaJ8dLO51+/s7C2bw1MiyXkqxqWNzH8oLdSQDx9a9IrmZvDF+/xJh8URanbJBHYNYGzazZmZGdXJ8zzAAdyjHykYz160AeVeG0TR9b8O65rUX2LwodT1iawa5QpDaLK4NuzA8RhlEm0nGN3vyl3Gk/iC98QWkRfwUfFlpcyMkZ8lwtsUkuMYwY/OKEt0JGe3HvlFAHhfjDU9Lvbr4ga1ol5bHRZvCwspruN1EN3fEylFRukjhCBxnqBXsHhi7t77wrpdxZXEVxC1rGFlhcOpwoBwRxwQR+FalYd/oGpXl9JPb+LdYsI3I221vFZmOPjHBkt2b35Y9aAKvxE1Ow034e65/aN7b2nn6fcRRefKqeY5ibCrk8k+gpPhzqdhqXw70L+zr23u/I063il8iVX8txEuVbB4I9DzWtpGm3Wmxyrea3f6sXIKtepApj9h5USDn3zWjQAUUUUAFFFFAHHfFj/kmGrf9sf/AEcldjXHfFj/AJJhq3/bH/0cldjQBW1K7t7HTLi5vbiK2t44yXlmcIqDHUk8CvDfCWsaQ+m/BuF9RsmaFriORDOhKP8AZnUKRng7mUY9SB1Ne90UAeAXuq6StxrJW+sxawfEKxuJSJV2RoVi3OecAZV8nplW9DU3jkw+IpfHureEwt5pR0C2hubmzG+K5uUnZyVZeHKxdSM4yBXqvjPwxe+J7fTI7HUoLBtP1GG/3TWjTiRom3KuBImBnr1/CujQMI1EhDPj5iowCfpzigDyDxLrula78QN+jaja3y3fg/UYbcwSh/NkLxkIuOrYBO0c8Gt/wfr/AIVuPAvglLy4sru58m2tLQ+X5zQ3awDK5APluADnOMdK9BooAKp6x/yA77/r2k/9BNXKp6x/yA77/r2k/wDQTQBj/Dj/AJJZ4U/7Atn/AOiErE8VKw+NfgGST/UmHUkQ9hIYkP5lQ35Gtv4cf8ks8Kf9gWz/APRCVoa9oNtr1rCk7vBcWs63NpcxY328q5wwzweCQQeCCQetAHNvc6HrHxQ13Q726sro3OiW1vNZGZSz4kuS6bc5yFYE9wCD3FcDDpPijS7nxH4MXzrmXTvDN3Hol6D89xbyMnlpn++m0p/3z9T7nEJFhQTOryBQHZV2hj3IGTge2TT6APGm1LQtWHw7tPCclv8Ab9KuoprtYQFewtUgcTrN/wA88kqCGxk1h2uraMnwW8PTHULFZIvFyyb/ADkBQjUHctnPH7shs/3TnpX0DRQB4JZ6Y+pyeIvDureKdH0S+uPEcl4kd1p7G9lxMskMsMhnUMpUKBtQ4GRXtOleIdL1u61C20u7WebTbg212gVlMUgGdvIGfqMj3rSqhpmj2+lyXk0TSS3F7N51xPKwLO2AoHAAACgAADoPUkkA888WaXoVp8YYtX8bWlnJod9ootY7nUEVreK4jlZtrlvlUsj8E9SpA5qj4K07xPcWAm0mysrzw5baveT6Vbajfy2xMW8CBhiGTMa/Oyg46qf4RXsFFAHk/wAOPEq+H9D1u48VfY9OtbjxRd28UsU8k264knbKEeUMKCOHJ56kLXe+NNJn17wJrmk2n/Hxe6fPBFk4BdkIX9SKuato9vrUcEN80jW8UyTNArALKyEMofjJAYA4yMkDORxV+gDwq1GkPB4HHgOytbTxdFdQjU7eNDFNFEsTC4W6wNwXcAMsDzgrmr3iW18V6VJ4MhvtK0Z7t/EaTvcJq0rG6uWhlyXzbDYuM4xu2hVUDHI9nooAzNI8Q6Zrdxf2+nXSzXGm3BtryNVYeTKBkryBn6jg1wXjJtLm+KcCeM71tJ0i30ktYXi3TWfmTPIRKhuEKnhVT93uwc5we3oOmaPb6XJeTRNJLcXs3nXE8rAs7YCgcAAAKAAAOg9SSb9AHinhXWvHWn+H47PwpoUN5ocE08en3E0XlvNbiZxG5AxklcHdjLdTyaK9rooAKp6x/wAgO+/69pP/AEE1cqnrH/IDvv8Ar2k/9BNAHnngTwx4kuPh14bmtvHupWsMmlWrx26WFmyxKYlIQFoiSAOMkk8c1vf8Il4q/wCijar/AOC6x/8AjNXfhx/ySzwp/wBgWz/9EJWD8X9T8UaLodhfeDNRkgvTcsrWphikjnRIJZmB3IW3ERYG0jrQBo/8Il4q/wCijar/AOC6x/8AjNH/AAiXir/oo2q/+C6x/wDjNTXnjBb34d2muaAVa51eKJNORucTS8LuHohJZvZGrH+HHi25l+Eul+JfF+q3V9cX5O5ltAzBjIyKiRwRgnp6E9eaANL/AIRLxV/0UbVf/BdY/wDxmj/hEvFX/RRtV/8ABdY//Gasz/EfwvbaG2sTX04skuTaSuLC4ZoZgQNkiBN0ZyQMMB1HrVfxX4mR/DviOHQr++stV0jT3uzKtiwVCIy6ruljMbZ4yBzjPSgBP+ES8Vf9FG1X/wAF1j/8Zo/4RLxV/wBFG1X/AMF1j/8AGa5mw8SeJNHs/AGp3uuy6xD4na3gu7S6toEaJ5YfM8yJokQhVI5DbuD1712cXxB8MTajHZx6kS0twbWOc28ot5Js48tZyvls2QRgNnPFAFL/AIRLxV/0UbVf/BdY/wDxmj/hEvFX/RRtV/8ABdY//Gau3/xA8M6ZfT2t7qRRraRYriZbeV4LdzjCyTKpjQ8jhmHWstNb1G1+JWv6dcanczabDo0N9DGLVJWgd5JFOwRpvcYQYU7jQBP/AMIl4q/6KNqv/gusf/jNH/CJeKv+ijar/wCC6x/+M0uk+ONHttC8PrqGuTapcarblra9TTJU+2lVLMQioQrYBOzr6CtCPx14cl0ObVxqO20gufskvmQSJIs+QPKMRUPvyR8u3JyOKAM7/hEvFX/RRtV/8F1j/wDGaP8AhEvFX/RRtV/8F1j/APGamTxRH4ti1HTPCF7cWmoWhhFxPc2LxG2DuCR5cyAlzGGIBXHTJGazbO7161+JE3hKfXrq/tZ9GN8t68EC3FnJ5oQDKxiMhhkgMhPynrQBc/4RLxV/0UbVf/BdY/8Axmj/AIRLxV/0UbVf/BdY/wDxmuc8Af8ACY+L/hrYa/8A8JteRanc+d+7msbRrfKTOigqsSvghRnD+tdV8PPFlx4u8Mvc6lbR2up2N3LYX8MRJRZ4mw23PODkH2zjnrQByHxJ8NeI7X4e6lNd+OtSvYV8rdBJY2iq/wC9QDJWIHg88HtXUf8ACJeKv+ijar/4LrH/AOM0fFj/AJJhq3/bH/0cldjQBx3/AAiXir/oo2q/+C6x/wDjNH/CJeKv+ijar/4LrH/4zWzrPirR9AuYbbUbiT7TOjPHb21tLcSsg6tsiVm2jPXGKhtPG/h6/u9Kt7LUPPfWFkaxaOGQpN5YJcb9u1WUKcqxBGOlAGZ/wiXir/oo2q/+C6x/+M0f8Il4q/6KNqv/AILrH/4zTdV+KOg6fZpPbpfXjf2rHpUkSWFwHimYqWBXy92Qj7gAPm6D2tTfEjw1bzXcU89+klkkcl0h0m7zAjqWVnHlfKMA8ngYOcUAV/8AhEvFX/RRtV/8F1j/APGaP+ES8Vf9FG1X/wAF1j/8ZrWtvGGiXmqf2faXbz3Jsf7RQRW8jLLb8Dejhdr8sBhSTz0rFn+KegifQxYpf30OsSzxxyQadcMUEIcP8gjLFg6bSuMgEseByASf8Il4q/6KNqv/AILrH/4zVXVPCnihNHvGf4h6pIogclDp9kAw2njiGur0/XNO1TUNQsrG482402VYbtNjL5blQwGSADwc8ZqTWP8AkB33/XtJ/wCgmgDzzwJ4Y8SXHw68NzW3j3UrWGTSrV47dLCzZYlMSkIC0RJAHGSSeOa3v+ES8Vf9FG1X/wAF1j/8Zq78OP8AklnhT/sC2f8A6ISukoA47/hEvFX/AEUbVf8AwXWP/wAZo/4RLxV/0UbVf/BdY/8AxmtPxh4k/wCEZ0WKaCFbi+vbqKxsYGbCyTyttUE9lHLH2U1x/ju98b6DqGkyeHNXk1CWKznvb3TntYQl4sLw7kTCb0JWVsfMfuqOTkkA3f8AhEvFX/RRtV/8F1j/APGaP+ES8Vf9FG1X/wAF1j/8ZqA+IH8SXvhHVfDmvXUGlauz+ZBFHAVcLE74YvGzK25drAMMYPQ81qRfEHwxNqMdnHqRLS3BtY5zbyi3kmzjy1nK+WzZBGA2c8UAUv8AhEvFX/RRtV/8F1j/APGaP+ES8Vf9FG1X/wAF1j/8ZqeX4leFoI7qWe+uIorO6NpdSPp9wqW8o28SMY8IPmX5mwDnrVrWPHPh3Qb97PVNQ8qaKNZZ9kEki26McK0rIpWMH1cgUAZ3/CJeKv8Aoo2q/wDgusf/AIzR/wAIl4q/6KNqv/gusf8A4zXYKwdQykMpGQQetch401nU7XxD4Z0TTrw6ZDrFxNHPqCxo7ReXEXWNN4KBnIwMg/dOBQAn/CJeKv8Aoo2q/wDgusf/AIzR/wAIl4q/6KNqv/gusf8A4zT/AAFreo6qdes9TuVvxpOpvZw36xqn2hAit8wXC7lLFSVAHHQV0OtXs2m6DqF9awG5ntraSaOAdZGVSQv4kYoA5v8A4RLxV/0UbVf/AAXWP/xmj/hEvFX/AEUbVf8AwXWP/wAZrn9D8T68l54HuJ9dXWU8TxM11ZiCJVtv3Jk3xFAGCow2neW69jXqNAHHf8Il4q/6KNqv/gusf/jNH/CJeKv+ijar/wCC6x/+M1l6zrutXfi3xRYwa9/YFtoNhDc2+IIn+1F0dmkcyKf3alduF2nOeansvG2pW+i+Etd1qJY7LxAtvbXMGza1ncSrlHU90ZvlIbkblOeooAu/8Il4q/6KNqv/AILrH/4zRXY0UAFU9Y/5Ad9/17Sf+gmrlU9Y/wCQHff9e0n/AKCaAMf4cf8AJLPCn/YFs/8A0QlV/GV2INZ8L5tb6dYdTM8rWthNOsafZ548sY0IHzSKOfXPQGrHw4/5JZ4U/wCwLZ/+iErpKAPKvB/hbUPCut6vDqkUx8OaDczT6GkMDys32kBm2ogLHywzoMD/AJaP6Vl+EbvxJofwZ8J6fZWWr6bLDdm31Z10mSS5tYiZG3JE6Hfk7BuCsBk8entNFAHjehefa6Z4u0XVdK1rUpNd1hhDLqGjzbJYpYYk86UxRKiqMHIG0jGPlPIks5b7RfAHjDwXe6drF7c2ttcxWWpJpdzJ/aayRkJlgh3SKWCE5wQAQcA49gooA87+HXg/SB4R0TUJLHUItatdOjtjJqhuTJaS+UqyCJJz8gzkfIAuOBxXLppuqXHwf0z4eDQ9Sh1qG4t4JZjaOLaFY7hZGnE+NhBVSQASxLYxXtlFAHj0lvqOkeCPGfhKbQdTvdT1a7vzZSQ2byQ3K3JOyRpgNibd3zbmBG36Ve0YS6F8Qrxbyz1WaG28M2lgbuPS7mSOWaJpC4VhGQ3DA8dc8ZNep0UAeJ+FkvLex+FENxpGsRPpTXEd8H0q4X7OWt3jG4lMAFnUZ6dTnAJEGqxzBPEFwbLVbSYeM7W9sJ202Yj7kaeYIyoMy/LINiZY8HgHdXudZOv+HrfxBDaCa5ubO4srgXNrdWrhZIZArLkbgVPyuwwwI56UAefW3iKLw63iTXLZdS8Q+Kb+G3kbTotEuLJmijPlKY4JRvZVMhLEM3XqOKt+B/F9u+oXf2rwl4xtb+6Q3F7qmp6K0aylBwihGYgAHCooPfqSSeu0jwlBputPrF3qN/q2ptB9mW6vnTMcRYMUVI0RFBIBJC5OBzW9QB5P8LNfbwx8LNN0nUdC8Rf2pbGctaLolyCS08jqPMZBGMhh1YAZ5rp/hn4c1Dw94bvJNbRItT1jUrjVLuBGDCF5mzs3Dg4AAJHGc12NFAHHfFj/AJJhq3/bH/0cldjXHfFj/kmGrf8AbH/0cldjQBwOpC48PfFubxDd2F/eabfaPHZpNZWkly0EscrMUKRgsAwcEHGMg5xXKaVo2raJqnh7xHf6RfpaSeINUv5bWC2aeaziuY2EW6OMFh2JwDjdzXtNFAHiVxa6g8mq3a6Nqxjh8cWmqlf7Pm3vahIlMiLty+Cpyq5YY5FbVn4lttM+J/jW4OnapetdWOnNDb22mzSM58uX5XATEZOQP3m3v6GvU6wNO8Jx6b4w1PxDFql/JNqixpPbSeT5IEYITGIwwwGb+LnPOeKAPO/Bmh6p4E1rwo+uWF9LGnhqSwmks7WS5EE5uFlEbeWGKgKSN3T5etVfDdtqGmL4Mvr3RtWSLTNX1cXijTpmkiE5lMTbApZlO5fmUEDPWvbaKAM/T9W/tC+1C2+wX1r9ilWPzrmDZHcZUNuiOfmUZwTxzUmsf8gO+/69pP8A0E1cqnrH/IDvv+vaT/0E0AY/w4/5JZ4U/wCwLZ/+iErpK5v4cf8AJLPCn/YFs/8A0QldJQBwPxTjZX8HXzf8e9l4mtHuG7IrB4wx9BudR+NaWqXYT4oaGPst+6R2N3E88djM8KPI9uUBkVCgyI36njHOMiuk1DT7TVdPnsdRgS4tbhCksUgyGBpbG1+w2UVsJ5pxENoknfc5HbLd8DjJ5OOSTzQB5jH4L1Xw98WLRNGR/wDhGNQkub7CISNOumgdHAx91H3Bh2yCBjvkJpuqXHwf0z4eDQ9Sh1qG4t4JZjaOLaFY7hZGnE+NhBVSQASxLYxXtlFAHiupRXk/w++KNpFpOrtcajqk0lnF/ZdxuuFeKJFZBs+YbkbkdMZOAQS99EuH8S+J01a58UWWk+JYLdo203ShMs8ZtxE8coa3kkiYYIwdnB9a9nooA53QdXsrfVG8IW8GoLNpNhbus91EAs8RXaCGH3iCuG4HOaw/iBYPd+JfD0uraZcat4YhFwb60htmuR5xVfJd4VBaRR8/RTgkHHSu0t9NtLS9uruCELcXZUzSlizPtGFGT0AycAcDJ45NWqAPLvDeq/8ACFQa3fyaNqln4WutWt4NJshaFWtg6qskhibBiiMpzggYJ4XnFd34qi1Sfwhq8Xh5/L1V7OVbN84IlKHbgnoc45q5eabaag9u17CJvs0omiVmO0OOjFehIPIznBwRyKtUAeO6Vo9vHqvhFvB3hnUNH1W3nQ63eTafJbh7fy285JZWAE7M+0ggvyM5Fel+GvEdt4o0p760tru1EdxJbyQ3kXlyI8bFWBXJ7itZlDoVOcMMHBIP5iq+n6fa6XYx2dhCsMEedqDJ5JySSeSSSSSeSSSaAPMtZ0qxk8beJJvHnhm9123mWIaM8OnSXixxeWN8aFAfJfzNxLHbnIOcDir4gs9cPwZ8IaR4id5NfutTsIW3tufeJd/zHuVRTuPsTXsFZ8mi2k2uRatcB5rm3jKW4kbK2+77xRezMOCxyccAgEigDQooooAKZNElxBJDMu6ORSjDOMgjBp9FAHFw/CXwjbwRw29tqUUUahEjTW71VVQMAACbgAdqf/wqvwr/AM8tV/8AB7ff/Hq7GigDjv8AhVfhX/nlqv8A4Pb7/wCPUf8ACq/Cv/PLVf8Awe33/wAersaKAOO/4VX4V/55ar/4Pb7/AOPUf8Kr8K/88tV/8Ht9/wDHq7GigDjv+FV+Ff8Anlqv/g9vv/j1H/Cq/Cv/ADy1X/we33/x6uxooA47/hVfhX/nlqv/AIPb7/49R/wqvwr/AM8tV/8AB7ff/Hq7GigDjv8AhVfhX/nlqv8A4Pb7/wCPUf8ACq/Cv/PLVf8Awe33/wAersaKAOO/4VX4V/55ar/4Pb7/AOPUf8Kr8K/88tV/8Ht9/wDHq7GigDjv+FV+Ff8Anlqv/g9vv/j1H/Cq/Cv/ADy1X/we33/x6uxooA4qf4R+D7qFobm01KaJvvJJrV6ynnPIM1Sf8Kr8K/8APLVf/B7ff/Hq7GigDjv+FV+Ff+eWq/8Ag9vv/j1H/Cq/Cv8Azy1X/wAHt9/8ersaKAOO/wCFV+Ff+eWq/wDg9vv/AI9R/wAKr8K/88tV/wDB7ff/AB6uxooA8q8JeAdC1PUfFEV8dVlSw1prW2H9tXi+XELeB9vEvPzOxycnn6V0n/Cq/Cv/ADy1X/we33/x6jwH/wAhfxt/2MT/APpJbV2NAHHf8Kr8K/8APLVf/B7ff/HqRvhT4UdSrw6oysMEHXL0gj/v9XZUUAcXD8JfCNvBHDb22pRRRqESNNbvVVVAwAAJuAB2p/8Awqvwr/zy1X/we33/AMersaKAOO/4VX4V/wCeWq/+D2+/+PUf8Kr8K/8APLVf/B7ff/Hq7GigDjv+FV+Ff+eWq/8Ag9vv/j1H/Cq/Cv8Azy1X/wAHt9/8ersaKAOO/wCFV+Ff+eWq/wDg9vv/AI9R/wAKr8K/88tV/wDB7ff/AB6uxooA47/hVfhX/nlqv/g9vv8A49R/wqvwr/zy1X/we33/AMersaKAOO/4VX4V/wCeWq/+D2+/+PUf8Kr8K/8APLVf/B7ff/Hq7GigDjv+FV+Ff+eWq/8Ag9vv/j1H/Cq/Cv8Azy1X/wAHt9/8ersaKAOO/wCFV+Ff+eWq/wDg9vv/AI9R/wAKr8K/88tV/wDB7ff/AB6uxooA47/hVfhX/nlqv/g9vv8A49RXY0UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcd4D/wCQv42/7GJ//SS2rsa47wH/AMhfxt/2MT/+kltXY0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFcr8Q/HEfw98L/wBuXOnT39us6RSrAwUxhs4Y57ZAH1YV1VYnjPw7H4s8FatoU23/AE22aNGbor9Ub8GCn8KAPDPBP7QOnJ4k1Ozt9Avri48Qa0JrZFlUbS8cMQU++Y8/jX0dXyD+zf4Ql1L4rS319Ayx6DG0jq46TnKIpHqPnb6pX19QAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAVtSme30q7mhbbJHC7qcZwQpIrgvC2keLte8H6NrFx8QtSil1CwgunRNOstqtJGrEDMPQE13Wsf8gO+/wCvaT/0E1j/AA4/5JZ4U/7Atn/6ISgCl/wiXir/AKKNqv8A4LrH/wCM0f8ACJeKv+ijar/4LrH/AOM1s+LNdHhnwlqeseVJM1naySoiRPJuZVJAIUEhcjk9AOSQK89sPEevn/hDtRHiTUrmLWNSjtru0vNKjtUAa2aRgm6FXZdyjawJGMjLdaAOp/4RLxV/0UbVf/BdY/8Axmj/AIRLxV/0UbVf/BdY/wDxmtKbxtoNtrSaVcXc0Vy9yLRWezmELTEZEYmKeXuPpuzXO3fxf0i10fxHfjTtTYaJcPbgGwnVZmCpwX8vbGd77cE5AG7HIFAGh/wiXir/AKKNqv8A4LrH/wCM0f8ACJeKv+ijar/4LrH/AOM1fvPHegafDbPeXF1E91G8sdu2n3HniNDhnaHZ5iKD/Eyge9I/j7w4t3FbR3s1xLPZi+hW1sp5/OgJA3oUQh+WHC5Iz0oAo/8ACJeKv+ijar/4LrH/AOM1BfeGvFdrp9xcJ8RdUZoYmcA6dZYJAJ/5411ejazp/iDSINT0e5W6s7gExyqCM4JBGCAQQQQQRkEUusf8gO+/69pP/QTQBwvhbSPF2veD9G1i4+IWpRS6hYQXTomnWW1WkjViBmHoCa1f+ES8Vf8ARRtV/wDBdY//ABmrvw4/5JZ4U/7Atn/6ISukoA47/hEvFX/RRtV/8F1j/wDGaP8AhEvFX/RRtV/8F1j/APGaSLxrpelr4l1DWNennstNvFjlibSpYzpwKLhDhNzqfvb8Yww5xitE+O/D4uL2Brq4SaxtjdzRPYzq5hBwZEUpmRQe6bhQBn/8Il4q/wCijar/AOC6x/8AjNH/AAiXir/oo2q/+C6x/wDjNXLH4g+G9SuLaC1vJ/MvIDcWglsZ4/tSBdxMRZAJDt52rk+1PTx74dl0jTNUS9mNlqtyLS0m+xzYaUyeWFb5Mp84I+fAoAof8Il4q/6KNqv/AILrH/4zR/wiXir/AKKNqv8A4LrH/wCM0unfEvRb5PEE08d7Z2uhTSJPcTWM4QqioWbOzAYMxGzJbA3Ywa6y2uIru1iubdt8UyCRGwRlSMg4PtQB5zoXwo1Tw7fatd6V451C2l1W6Nzcumn2hMjkck7oiOpY4GBz06ks8KWHjDxBZahNcfEHUoja6pd2ShNOsvmWGZowxzD1IXJr02uO+G3/ACCNb/7GLU//AErkoAP+ES8Vf9FG1X/wXWP/AMZo/wCES8Vf9FG1X/wXWP8A8ZrT8YeJP+EZ0WKaCFbi+vbqKxsYGbCyTyttUE9lHLH2U1x/ju98b6DqGkyeHNXk1CWKznvb3TntYQl4sLw7kTCb0JWVsfMfuqOTkkA3f+ES8Vf9FG1X/wAF1j/8Zo/4RLxV/wBFG1X/AMF1j/8AGagPiB/El74R1Xw5r11BpWrs/mQRRwFXCxO+GLxsytuXawDDGD0PNakXxB8MTajHZx6kS0twbWOc28ot5Js48tZyvls2QRgNnPFAFL/hEvFX/RRtV/8ABdY//GaP+ES8Vf8ARRtV/wDBdY//ABmp5fiV4WgjupZ764iis7o2l1I+n3CpbyjbxIxjwg+ZfmbAOetWtY8c+HdBv3s9U1Dypoo1ln2QSSLboxwrSsilYwfVyBQBnf8ACJeKv+ijar/4LrH/AOM0f8Il4q/6KNqv/gusf/jNdgrB1DKQykZBB61yHjTWdTtfEPhnRNOvDpkOsXE0c+oLGjtF5cRdY03goGcjAyD904FACf8ACJeKv+ijar/4LrH/AOM0f8Il4q/6KNqv/gusf/jNP8Ba3qOqnXrPU7lb8aTqb2cN+sap9oQIrfMFwu5SxUlQBx0FdDrV7Npug6hfWsBuZ7a2kmjgHWRlUkL+JGKAOb/4RLxV/wBFG1X/AMF1j/8AGaP+ES8Vf9FG1X/wXWP/AMZrn9D8T68l54HuJ9dXWU8TxM11ZiCJVtv3Jk3xFAGCow2neW69jXqNAHHf8Il4q/6KNqv/AILrH/4zR/wiXir/AKKNqv8A4LrH/wCM1l6zrutXfi3xRYwa9/YFtoNhDc2+IIn+1F0dmkcyKf3alduF2nOeansvG2pW+i+Etd1qJY7LxAtvbXMGza1ncSrlHU90ZvlIbkblOeooAu/8Il4q/wCijar/AOC6x/8AjNVdIPiDSPifb6Lqnia61qyudHuLvZcWtvEUkSaFAQYkU9JG4Nd3XHXP/JcNM/7F28/9KbagDsaKKKACiiigAooooAKKKKACiiigCnrH/IDvv+vaT/0E1j/Dj/klnhT/ALAtn/6IStjWP+QHff8AXtJ/6Cax/hx/ySzwp/2BbP8A9EJQA/4gb2+HPiGGGC4uJp9NngiitoHmd3eNlUBUBJ5I7cdTxXE6ndSSaX8N/L0zWGOn3kMt2o0i6JgVLZ42LDy8j5mA985HHNer0UAeJ+I5/FGrvG+rJrzSaf4mglOm2ukFrZbSO5G2VZBEXlOwBjtf1+XAqTV9N1OXwT8SNDi0nUXvrzVZb+1VbOTZcQkwkFJMbWb5W+UHdx0r2iigDyjV47yT4mR+J4JvE2naVf6Olotxp+k+bNHIkzsUkhkgkdFIYEEIMkHnpR4a0a38LfEXQrTTrXWpdKs/DdxbJdXWnynDvcJKEZljChtqtxgYwB1IB9XooA4f4SJPD4HeG6s7yzlXUbx/Lu7WSBtr3DupAdQSCrA5H06g11msf8gO+/69pP8A0E1cqnrH/IDvv+vaT/0E0AY/w4/5JZ4U/wCwLZ/+iErpK5v4cf8AJLPCn/YFs/8A0QldJQB4f4nW8vdF+Klva6PrMkuqSwmxUaTc/wCkbYYoztPl8/MpH0GenNbfi+d7rxut7DY6j9kPhO+ia4fT50jR32OqsxQBThG4OMEYOCQK9Vqnq+nDV9Gu9Oe4mtkuomiaWDbvVWGDjcrDp6g0AeU6K0/irw98MtP0rT9QUaR9jvry9uLKWCGNI7UrtV3UCTeWAGzcMc9Oaoww39n8NdF0KfRdY+36R4kiuLpU0yd18oXzSGRGVSJF2EH5ST7V694d0VPDnh+z0iG8ubyGyiWCGS52bwigBVOxVBwABnGfXNaVAHnfhW+n8NTeNRfaPq8sv9r3GpQx29hI/wBphZI9vlvgIzEgjbuzx0r0C2m+0WsU3lyReYgfy5V2smRnBHYjuKkooAK474bf8gjW/wDsYtT/APSuSuxrjvht/wAgjW/+xi1P/wBK5KAKXxTjZX8HXzf8e9l4mtHuG7IrB4wx9BudR+NaWqXYT4oaGPst+6R2N3E88djM8KPI9uUBkVCgyI36njHOMiuk1DT7TVdPnsdRgS4tbhCksUgyGBpbG1+w2UVsJ5pxENoknfc5HbLd8DjJ5OOSTzQB5jH4L1Xw98WLRNGR/wDhGNQkub7CISNOumgdHAx91H3Bh2yCBjvkJpuqXHwf0z4eDQ9Sh1qG4t4JZjaOLaFY7hZGnE+NhBVSQASxLYxXtlFAHiupRXk/w++KNpFpOrtcajqk0lnF/ZdxuuFeKJFZBs+YbkbkdMZOAQS99EuH8S+J01a58UWWk+JYLdo203ShMs8ZtxE8coa3kkiYYIwdnB9a9nooA53QdXsrfVG8IW8GoLNpNhbus91EAs8RXaCGH3iCuG4HOaw/iBYPd+JfD0uraZcat4YhFwb60htmuR5xVfJd4VBaRR8/RTgkHHSu0t9NtLS9uruCELcXZUzSlizPtGFGT0AycAcDJ45NWqAPLvDeq/8ACFQa3fyaNqln4WutWt4NJshaFWtg6qskhibBiiMpzggYJ4XnFd34qi1Sfwhq8Xh5/L1V7OVbN84IlKHbgnoc45q5eabaag9u17CJvs0omiVmO0OOjFehIPIznBwRyKtUAeO6Vo9vHqvhFvB3hnUNH1W3nQ63eTafJbh7fy285JZWAE7M+0ggvyM5Fel+GvEdt4o0p760tru1EdxJbyQ3kXlyI8bFWBXJ7itZlDoVOcMMHBIP5iq+n6fa6XYx2dhCsMEedqDJ5JySSeSSSSSeSSSaAPMtZ0qxk8beJJvHnhm9123mWIaM8OnSXixxeWN8aFAfJfzNxLHbnIOcDir4gs9cPwZ8IaR4id5NfutTsIW3tufeJd/zHuVRTuPsTXsFZ8mi2k2uRatcB5rm3jKW4kbK2+77xRezMOCxyccAgEigDQrjrn/kuGmf9i7ef+lNtXY1x1z/AMlw0z/sXbz/ANKbagDsaKKKACiiigAooooAKKKKACiiigCnrH/IDvv+vaT/ANBNeeeBPht4bv8A4deG7u5j1IzXGlWsshTWbxF3NEpOFWUBRk9AAB2r0PWP+QHff9e0n/oJrH+HH/JLPCn/AGBbP/0QlAFL/hVfhX/nlqv/AIPb7/49R/wqvwr/AM8tV/8AB7ff/Hqx/jJOun2nhi8fVbzS4JNftbW8lg1KW1Q2z7jIHKOoAwv3jyMcEVm+IodDl8F+JdX8F+L9Tu/7N0m4L/ZvEF1cos20PG4kMzAMuxuB1D89sgHVf8Kr8K/88tV/8Ht9/wDHqP8AhVfhX/nlqv8A4Pb7/wCPVZn8US6L4fsJ5NG1bVR9gW5nmtFjYRqFBYsZJFy3U4GSfSs+P4iyXvjDTdN0bQ7zUbC+0caolzC0KsyOyBGAeVcKAzBgRuyRgYBNAE//AAqvwr/zy1X/AMHt9/8AHqP+FV+Ff+eWq/8Ag9vv/j1UdC+KK3vg2HXNY0W9tDd3rWljDEIpGvHMsiokYEhO4KnzF9gyCRxVub4nabbxDz9K1WO5TU4dMubQxxebbTS48suPMwVYMCGQtQA//hVfhX/nlqv/AIPb7/49VXVPhf4Xi0e8kSLVNyQOwzrd6RkKexm5re0LxVb63q2paW1je6df6b5bT294qZKSAlHUo7KQdrd8jHIFaOsf8gO+/wCvaT/0E0AeeeBPht4bv/h14bu7mPUjNcaVayyFNZvEXc0Sk4VZQFGT0AAHat7/AIVX4V/55ar/AOD2+/8Aj1Xfhx/ySzwp/wBgWz/9EJVrX/FFroFxY2bW11f6hqDOtrZWaqZJdgy7ZZlVVUEZLMByKAMj/hVfhX/nlqv/AIPb7/49R/wqvwr/AM8tV/8AB7ff/HqQfE3S/wDR1fT9Sjnk1WPSbi3kjjWSznkxs8wb+VIIIZN4Iqp4s+Jo0HT/ABOtno15Lf6DDC5EvleU4mLLHICJMlcryOG5HHcAFz/hVfhX/nlqv/g9vv8A49R/wqvwr/zy1X/we33/AMep8vj14tbj0dvCuuHUpLJr4Wym0J8sSBD83n7c5I4z39eKNN+JGk6tqGi2lpa32dYe4ijd40UQTQBjLFKpbcrDaeikdOaAGf8ACq/Cv/PLVf8Awe33/wAeo/4VX4V/55ar/wCD2+/+PVn6t8Umt7UHTPD2oS3MevxaLPDKYAVdtjHbiXB3I+FOQN33sAc9dZ6011rDafJpWo2rpax3DTTxL5OWOPKEisQXXHIGR6E0AYP/AAqvwr/zy1X/AMHt9/8AHq5fwF8OfDl/pmrvcx6kWi1zUIV2axdp8qXLquQsoycDknk9SSa9Zrjvht/yCNb/AOxi1P8A9K5KAD/hVfhX/nlqv/g9vv8A49R/wqvwr/zy1X/we33/AMersap6vqcGi6JfapeZ+z2NvJcS467UUsf0FAHNf8Kr8K/88tV/8Ht9/wDHqP8AhVfhX/nlqv8A4Pb7/wCPVg6tBqmufCi11e/1bUbDU9WnsZQ2n3kkAs0nnjURoEIB2pIQS2ctz6AZ6a/qN18PPEHhvxLeXdv4o8Mx/Pc2t1JbvdR4/dXKsjAsGB5BJG7qOlAHXf8ACq/Cv/PLVf8Awe33/wAeo/4VX4V/55ar/wCD2+/+PVLd+MrLRr250fTdL1jWZNJhRr1rTExtlZcqHeWQM7FRnA3Nj60yL4j6de6la2ej6bqOqNe6b/adpJaiEJPFuVSAXkUqwLDIYL35zQA3/hVfhX/nlqv/AIPb7/49R/wqvwr/AM8tV/8AB7ff/HqdF8StJutJ0m60+z1C8udXkmjtdOiiQXBaEkShgzBF2EYJLY5GCc1t+HvENl4m0r7dp4lQJNJBNDOm2SCVGKujjnBBHqRQBhf8Kr8K/wDPLVf/AAe33/x6j/hVfhX/AJ5ar/4Pb7/49Wh48Fw3gfUls5723laNVE1gWE8YLgMybQTuAz0BrmPAFlo2neIrqGx8aeLNV1BrUn+z/Ek0w2puH71YpY0Y8jG4cc470Aa//Cq/Cv8Azy1X/wAHt9/8eo/4VX4V/wCeWq/+D2+/+PVV8FXOrn4i+M9P1jVpdRWz+wmEMgjji3xuzBEHCjJ9STgZJrN1/StQ8KXHhU6RrurXusXmrQW9ytxeyyx3UJBM7GFmZUUKC2VA28c0Abn/AAqvwr/zy1X/AMHt9/8AHqP+FV+Ff+eWq/8Ag9vv/j1SWOsXOl/EiXwveTPcWt7YnULCWU5eMq+2WEnqwG5WUnkAkZ4FdbQBx3/Cq/Cv/PLVf/B7ff8Ax6snSvDOmeGvjXZR6St0qz+Hrtn+0Xs1wci4tsYMrtjr2xXo9cdc/wDJcNM/7F28/wDSm2oA7GiiigAooooAKKKKACiiigAooooAp6x/yA77/r2k/wDQTWP8OP8AklnhT/sC2f8A6IStjWP+QHff9e0n/oJrkfh94q8P2/wz8MQ3Gu6ZFLHpFojxveRqyMIVBBBPBB7UAJ8TtM1jVf8AhGV0TRrnUf7P1221G4MMsKBY4idw/eSLlju4A445IrQ8d2F5qvw61u20nR5ZtT1XT3txArQpIGZCAHZnC4Utzhj3xmtP/hL/AA1/0MOlf+Bsf/xVH/CX+Gv+hh0r/wADY/8A4qgDg9T0PxTqksUN3pusf2a+ipbQWtrqqWotrobldp/LlBdSNmNpcY6rnNL4P0DxFoWseFL280G4KW/hpNGu0W4gLW0qyId7fvMMhCk/KWPt2ru/+Ev8Nf8AQw6V/wCBsf8A8VR/wl/hr/oYdK/8DY//AIqgDzFPA3iGTwHoulT6PcC78Oay95ti1BYPt8TSTZ8mWOQMjbZAfm2cjFXtX8JXA0+0u/D/AIR1lL2TXLC9vlvtVjuJ5I7dwcl5Llx93KgBvrgV6B/wl/hr/oYdK/8AA2P/AOKo/wCEv8Nf9DDpX/gbH/8AFUAYmi6fqsXxa8Q6pc6TcQadeWNrDBdPLCVdojJuG1XLDPmDGV7Hpxnp9Y/5Ad9/17Sf+gmqf/CX+Gv+hh0r/wADY/8A4qqereLfDb6LeqniDS2ZreQAC9jJJ2n3oAPhx/ySzwp/2BbP/wBEJVLxVo+qJ400DxRpFi2pDTori2ubKOVEkZJQuHQuVXIKcgsMg9eKrfD7xV4ft/hn4YhuNd0yKWPSLRHje8jVkYQqCCCeCD2rov8AhL/DX/Qw6V/4Gx//ABVAHneoeDfEl9NqPic6WF1C58QafqSaSLiPzPs9qqptL52eYw3NjdgcDNN8TeF/EviKbxu8Ggz2w1rS7JLPz7mDmSB3Zo22yHax3DB5X1Ir0b/hL/DX/Qw6V/4Gx/8AxVH/AAl/hr/oYdK/8DY//iqAOIu9Y1GP4zWF5H4b1Ga5k8NTK1gk1sJYv9Kj5ZjKExwOjE8jjripYeDfEei3mg6++m/brxNa1DUtQ0+1uIw0Iu0ZQqNIyq2z5c8jPOM11Us3gWbxTH4ifXbL+1I4fIWVdaZV8vOdnliTYRkAkFeSAetbH/CX+Gv+hh0r/wADY/8A4qgDzifwx4mkbU7ldAn3jxfba5DD9pgzPAqRqyqfMwHGw8NtHTBNel2Woapcau8Fzor2lj9lSVLqS5jZjKSd0RjUnBUY+bJBzxUf/CX+Gv8AoYdK/wDA2P8A+Ko/4S/w1/0MOlf+Bsf/AMVQBsVx3w2/5BGt/wDYxan/AOlclbP/AAl/hr/oYdK/8DY//iq5L4eeKNAttK1lbjXNNiL6/qUih7uNdytdOQwyehHIPegD0WsTxrpU2ueA9d0q0Gbi80+eCIZ6u0ZCj8yKf/wl/hr/AKGHSv8AwNj/APiqP+Ev8Nf9DDpX/gbH/wDFUAcklxd618HfDn9iaXc6jMRp7SwwvEjQmCWJpVbzHQZBidcddw7daT4n+Bb/AMU2NprPhxGtdet4/IkidlU3FtIR5kDnO3I+8DkgEHHXNdJa694Psri5ntNb0iF7p/Mm2X0YDv8A3sbsbj3PU4Gc4FWv+Ev8Nf8AQw6V/wCBsf8A8VQBzKWPiHwr4u8TX2laE+tW+uPFc27Q3MUfkSrEIykvmMp2/KCCu44JGKx/Bng3W/B/ibw7HJpk15aad4dlsZ7yGWEJ9okmWYhVZw5XKsudvUr2yR33/CX+Gv8AoYdK/wDA2P8A+Ko/4S/w1/0MOlf+Bsf/AMVQB5Tp3gPxBHBoWo3ug6iJNNvNSFxY2uqpbXDxXMvmJJHLFMBxwCrOueeuAa7TTp4fBkmjadpfhm8t4tf1GY3X2rURPPDKU3GR8vIX3bCThsDGT1rov+Ev8Nf9DDpX/gbH/wDFVEfE/hNrpbk63oxnVCiym7i3BSckA5zjIHHtQBe1q41G10mSfRbNb67R4yLdnCeYm9d4BJADbN2MnGcZrlF03WfEPxG0jxFe6NNo1nolpcokdzPC891JMFGMRuyhVCZyWzk9O9dF/wAJf4a/6GHSv/A2P/4qj/hL/DX/AEMOlf8AgbH/APFUAcx4ai122+I3ijVLvwxqFtaauLX7PLJPakL5MTK28LMxGSRjAPvisTRNW+JEeuDUNZ+GHnXk7CJ706/bbbWEsMrHGAcKOp5JYjk8AD0L/hL/AA1/0MOlf+Bsf/xVH/CX+Gv+hh0r/wADY/8A4qgDm7qBtT+PVhLbjdFouiym5cdFeeRQiH3KozY9B7iu8rnbHXvB+mpKtlrekRedIZZWF9GWkc9WZi2WPQZPYAdqtf8ACX+Gv+hh0r/wNj/+KoA2K465/wCS4aZ/2Lt5/wClNtWz/wAJf4a/6GHSv/A2P/4qubh1bTtV+Nuntpd/a3qx+HrsObeZZApNzbYztJxQB3lFFFABRRRQAUUUUAFFFFABRRRQAjKHUq4DKwwQRkEVkf8ACIeGv+he0r/wCj/+JrYooAx/+EQ8Nf8AQvaV/wCAUf8A8TR/wiHhr/oXtK/8Ao//AImtiigDH/4RDw1/0L2lf+AUf/xNH/CIeGv+he0r/wAAo/8A4mtiigDH/wCEQ8Nf9C9pX/gFH/8AE0f8Ih4a/wChe0r/AMAo/wD4mtiigDH/AOEQ8Nf9C9pX/gFH/wDE0f8ACIeGv+he0r/wCj/+JrYooAx/+EQ8Nf8AQvaV/wCAUf8A8TR/wiHhr/oXtK/8Ao//AImtiigDH/4RDw1/0L2lf+AUf/xNH/CIeGv+he0r/wAAo/8A4mtiigDH/wCEQ8Nf9C9pX/gFH/8AE0f8Ih4a/wChe0r/AMAo/wD4mtiigDH/AOEQ8Nf9C9pX/gFH/wDE0f8ACIeGv+he0r/wCj/+JrYooA868EeGNBuNV8YrPommyrDr7xxB7SM7F+y252jI4GSTgeprrf8AhEPDX/QvaV/4BR//ABNY3gP/AJC/jb/sYn/9JLauxoAx/wDhEPDX/QvaV/4BR/8AxNH/AAiHhr/oXtK/8Ao//ia2KKAMf/hEPDX/AEL2lf8AgFH/APE0f8Ih4a/6F7Sv/AKP/wCJrYooAx/+EQ8Nf9C9pX/gFH/8TR/wiHhr/oXtK/8AAKP/AOJrYooAx/8AhEPDX/QvaV/4BR//ABNH/CIeGv8AoXtK/wDAKP8A+JrYooAx/wDhEPDX/QvaV/4BR/8AxNH/AAiHhr/oXtK/8Ao//ia2KKAMf/hEPDX/AEL2lf8AgFH/APE0f8Ih4a/6F7Sv/AKP/wCJrYooAx/+EQ8Nf9C9pX/gFH/8TR/wiHhr/oXtK/8AAKP/AOJrYooAx/8AhEPDX/QvaV/4BR//ABNWbHQdI0uczaZpVlZysuwyW9ukbFcg4yAOMgce1X6KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA47wH/wAhfxt/2MT/APpJbV2Ncd4D/wCQv42/7GJ//SS2rsaACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuK+LHizWvBHgSbX/D9pa3b2syC4julYgRMdu4bSDkMV/DNdrWfr+jW/iHw7qGj3n+ovrd4HOPuhlIyPcdfwoA+YPAXx08W3njJ9L0zSNKefxFqyzyl0lIiZkjjJGH+6FjB5z3r6vr5Y/Zu8D3EfxO1i/wBUh2v4dD2uCPu3DEocfRVkH4ivqegAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK4j4lWq6g/hTT55LhLa815Ip1t7iSFnT7NcNt3IQ2MqDwe1dvXHePP+Qv4J/wCxiT/0kuaAD/hVfhX/AJ5ar/4Pb7/49R/wqvwr/wA8tV/8Ht9/8ersa8s+JXjUX3gjxPF4dtdbd9IWSOTVtPnFvFbXCDld3mo77c8hVYZ60AdF/wAKr8K/88tV/wDB7ff/AB6j/hVfhX/nlqv/AIPb7/49SX/xF07R2uoHstSvxpVrHPqlxaRK6Wasu4F9zAsdvzEIGIHJFOm+I1ot7q1tZ6Jq1+2lQQ3Mz2qwMskMqsyyITKMjCHjhvQGgBP+FV+Ff+eWq/8Ag9vv/j1H/Cq/Cv8Azy1X/wAHt9/8eqRviJYTC3/sXTNT1pptPj1IpYRx7o4JM7GIkdck7W+Vctx0pdZ+Imm6Nfahb/YNSvV0mFJ9TntIVZLJGXcC+5gSdvzEIGIHOKAIv+FV+Ff+eWq/+D2+/wDj1H/Cq/Cv/PLVf/B7ff8Ax6uugniubeOe3dZIpUDo6nIZSMgj8K4b4w3Osaf8PL7UNG1eTTfswjL+Qg8yTdKi4D5+UYY9BnpyOcgFv/hVfhX/AJ5ar/4Pb7/49XN/ELwDoeh+BNQ1HSzqsF1D5Xlyf21eNjMqqeGlI6E16rXHfFj/AJJhq3/bH/0clAB/wqvwr/zy1X/we33/AMeo/wCFV+Ff+eWq/wDg9vv/AI9XY1W1GRotNuXSKeZliYiO3ZVkbj+EsQoPpkgUAcv/AMKr8K/88tV/8Ht9/wDHqP8AhVfhX/nlqv8A4Pb7/wCPVT0Px3p9r4f8JQWlrr2pprluwsri5aKSeQpGXIlYyD5yqnnp6kVYf4n6clis7aRq3m/2sujzWuyHzYLlsbQ37zaQdy4ZSw5oAk/4VX4V/wCeWq/+D2+/+PUf8Kr8K/8APLVf/B7ff/Hqh1D4padpVjqsupaPq9tc6Qsct1YyJD5whkO1ZVIl2OmRj5WJB7Ve13x1Doer3mmPpN/cXNvpcupxtGYhHPHGVDAEvkEFx1A6HGeMgGfbfB7wdaS3EkFtqSNcyebJt1m8XLYAySJQT0zk5PPXGALH/Cq/Cv8Azy1X/wAHt9/8eqXw94yu9T8N+H7/AFDw/qcU+riJW8mJJI490QfziVkbZESSAWO7pkCusoA4XUvhj4Zt9Ku5oU1VZI4XdT/bl6cEKSP+W1Zvgr4d+H9X8A+H9S1D+1Zru80y2nnk/tu8Xe7xKzHAlAGSTwBivQNY/wCQHff9e0n/AKCax/hx/wAks8Kf9gWz/wDRCUAUv+FV+Ff+eWq/+D2+/wDj1H/Cq/Cv/PLVf/B7ff8Ax6p/F2uXVvrWgeG9LlNvea5PKGuQATBBEm+VlzxuOVUEggFs9q4zxnHr/h/xxca34Xv9TuYNE0+1vLzR5L2WWO8hd50lwrsQHCxqwI7qepPIB1n/AAqvwr/zy1X/AMHt9/8AHqP+FV+Ff+eWq/8Ag9vv/j1UY9X0m98XWXiWDVrv+yJdCm1Fj9vmFuAjRjeYg2wYUtkbeuc8itGy+ItldXOnRz6Rq1hHqwP9mz3cUax3bbS4VcOSjMoJAkCZoAZ/wqvwr/zy1X/we33/AMeo/wCFV+Ff+eWq/wDg9vv/AI9UVl8UdOvLDTL9tH1e2sNSvfsCXU0cOyKfzWiCvtkLDLrjcAV5GSKnuPiVpFtfXCNaag+n2l8un3OqpEv2aG4LBdjEtv4ZgpYKVBPJoAb/AMKr8K/88tV/8Ht9/wDHqP8AhVfhX/nlqv8A4Pb7/wCPV2Nea/EOwXUPFVql/r/i/RrGOxLK3hzzyHk3nPmeVG/QY5OKANn/AIVX4V/55ar/AOD2+/8Aj1H/AAqvwr/zy1X/AMHt9/8AHqoXDtH8F55/B/i28vIrWyuJk1W5YXNzLtDttLsBhg3y5K5AGMA8jT0nTrjxN8PPDH2rVL6DdaW1xdSW9w8ctzmDlTIrBhlmDEg5OMd80AR/8Kr8K/8APLVf/B7ff/HqP+FV+Ff+eWq/+D2+/wDj1Zfhy21O58SeMdEsdZ1D+y7CS2XT7yadp3t7kxlpU3uSZFGUyrk/eI+nSeBfEr+LPB9pqdxCsF3ueC6hQ/Kk0blHA9sqSPYigDjfH3gXRPD3gi+1XSDqkF5bGJopDrN44UmVAflaUg8E9RXqdcd8WP8AkmGrf9sf/RyV2NABRRRQAUUUUAFFFFABRRRQAUUUUAFcd48/5C/gn/sYk/8ASS5rsa4n4jXVvZX3gy4vJ47eCPxCheWVwqqPstz1J4FAHbV5BqPhnxVZeBPGHhKy0B9Q/tO5u57G/ju4UjZJmL7XDsGDgkj7pB45Fej/APCX+Gv+hh0r/wADY/8A4qj/AIS/w1/0MOlf+Bsf/wAVQB53/wAIRdjxJrN1qvh3WdQ07XooHaGw1r7MYGEIikinjW4RHHy5yC/BIrS0/QtV0nxJ4ta08OXi6ddaRaWenbbiBt5gjkTZ80u4f6xcFsZ2nJHGey/4S/w1/wBDDpX/AIGx/wDxVH/CX+Gv+hh0r/wNj/8AiqAPLh4P1qTwZo1o/hDUbXxDp2jRWlnq9jqcEMlvMoIKyFZfmiyA2AHyGPyg1ffwJqEHifWptd0nVNetNcigaaTSdYa0USCFYpVli86IMrFSQcNw2MV6F/wl/hr/AKGHSv8AwNj/APiqP+Ev8Nf9DDpX/gbH/wDFUAaGn2kOn6ba2drF5MFvCkUcZYtsVQABk5JwBjNcj8V7DVtb8B3ui6Fo9zqNzeCPa0UsKJHtlRjuMkinkKcYBpk+n/Ci6uZbi6tPBs08zl5JZIrVmdicliSMkk85rV0vWPA+iWf2TRdR8P6fbbi/k2k8ESbj1O1SBnigDbsLqW8s1muLG4sJGzmC4aMuv1MbMv5GuX+LH/JMNW/7Y/8Ao5K2f+Ev8Nf9DDpX/gbH/wDFVyXxQ8T6BdfDfVIbXXNNmlbydqR3cbMf3yHgA0Aei1X1CSWHTp3gtpbuQIdsEJQM59AXZV/Mis//AIS/w1/0MOlf+Bsf/wAVR/wl/hr/AKGHSv8AwNj/APiqAPOPDnh7xNYWnw1gu/DV5GfD7TJft9otiEDwNGGGJfmGXzxzgHjOAc/X7PWNKmuru/0O7iW98dWF7ZoZoC1wnyIFGJCFYmM/e2j5hz1x6v8A8Jf4a/6GHSv/AANj/wDiqyNfufAvieK1j1nXbGRbSdbiHydZMBSReVfMci5IPIz07UAcp4o8G+IvGg8U6q2mHTJ7rRotM06xuZ42kk2TGZmcozIuSQo+Y+pxV7VtK8Q+IvF66gfDt1YQXHh280xjPc27eTNIyMpYJIcr8pGVyemQK7JPFvhlI1RfEWlkKMDdfxk/mWyad/wl/hr/AKGHSv8AwNj/APiqAMbwrP4h0zwl4a0yfwxNHLbxw2N6ZbyEeQiRAGZdrNvUsMBeG5zgV2NY/wDwl/hr/oYdK/8AA2P/AOKo/wCEv8Nf9DDpX/gbH/8AFUAXNY/5Ad9/17Sf+gmsf4cf8ks8Kf8AYFs//RCUat4t8Nvot6qeINLZmt5AAL2Mknafesn4feKvD9v8M/DENxrumRSx6RaI8b3kasjCFQQQTwQe1ADfGEDWnxS8Da1LxZo93YSyHokk0Y8rPpuZCv1IHetW1TUR8TNQupNGu00+bT7e2S9aSAxl43mc/KJN+CJVA+XqDnA5qxe+I/COo2ctpf61o1xbyrteKS8iZWH0zUkXivwxDCkSeItL2ooUbtQRjgepLZJ9zQB5+fhRf22teKNM06dYvDmraRcxWClhixuJ2UvGF67MruAAwMkdeuhJpXiXxAPCdlqXh99Nh8P3UV9d3BuoXFxJDEyqkIVycMzZy4TArs/+Ev8ADX/Qw6V/4Gx//FUf8Jf4a/6GHSv/AANj/wDiqAPNYPDnieL4V6RpDeGrw39p4gF9LCLm1/1IvGuNwPm4+62MZzuB7c1Pp/w8MF9q2l6/4e1fVNPvtUlvYZ7XXHjtdkknmASweenzI3UqjZwDXof/AAl/hr/oYdK/8DY//iqP+Ev8Nf8AQw6V/wCBsf8A8VQBF4f8Qz61qmuWdxprWf8AZV79mSUTLKtwuwMGGPunDDKnkZGaNV1fW9O1cpZ+HbjVrBrdSklpPAjpLubcHEsifLjZgjP8XtRb+J/CdpF5VrrejQx7i2yO7iUZJyTgHqSSal/4S/w1/wBDDpX/AIGx/wDxVAHG2fhvXNF+GHiCxbSpL3VfEE9/cm0spotlq1xu2pukdAQuRkjvnANLPceN9N+Fujaf4e8K3TapbxQWd1FJfW0LrGsWHkjfe65yAATyM5212P8Awl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVAGD4G1HXILK4tdf8Ep4S06zi8yOZtWiuxIckuWKjIPVizE5JJPNM+D9lNbfD9Lq4jaI6ne3OoJG4wVjllZk4912n8a2L/X/B+qWhtdQ1vSJ7dmBaJ76Pa+DnDDdhh7HINWB4v8MgYHiHScf9fsf/AMVQBj/Fj/kmGrf9sf8A0cldjXnfxO8TaFe/DnU7ez1rTrieQwhIortGZj5ydADk16JQAUUUUAFFFFABRRRQAUUUUAFFFFABXE/Ea1t72+8GW95BHcQSeIUDxSoGVh9lueoPBrtq47x5/wAhfwT/ANjEn/pJc0AbP/CIeGv+he0r/wAAo/8A4mj/AIRDw1/0L2lf+AUf/wATWxRQBw01/wDCm3uHt7i78GxTRsVeN5LVWUjqCDyDW3a+G/CN9apc2OjaLcwSDKSw2sTqw9iBg1zXhJFk+NPxISRQysmlghhkH/R3rk9a1+D4T/EnxMujW8S6dd6Nb6j9iL+XBFePci3DeiAg7mx1A+lAHq//AAiHhr/oXtK/8Ao//iaP+EQ8Nf8AQvaV/wCAUf8A8TXmup/FzUrHTvEMen6n4b1q80vTI9Thu9OVpLd1Mmx4XUTEq4O0g7uQwO2uk1Pxh4i0HxJe6bd2dnqudEuNUsorKGSOQvEyjyWyzbs7xhgAf9mgDpv+EQ8Nf9C9pX/gFH/8TR/wiHhr/oXtK/8AAKP/AOJrhh8UZrTwFqfiR9V0HWVhWCOGKzSS2a3nkfYUnDu5VQSpydpwG4HFavg3x62ueLrzw/Pqeiaw8Nil7HfaI+YsFyjRsN74ZTtOd3IYcCgDpP8AhEPDX/QvaV/4BR//ABNcl8UPDGgWvw31Sa10PTYZV8na8dpGrD98g4IFei1x3xY/5Jhq3/bH/wBHJQBs/wDCIeGv+he0r/wCj/8AiaP+EQ8Nf9C9pX/gFH/8TWxXIap4h1m78dN4X8NGwt5bawW+uru+heZRvcqkaorocnaxJLcDHBoA1/8AhEPDX/QvaV/4BR//ABNH/CIeGv8AoXtK/wDAKP8A+JrjdE+Iusap4k0DTri2sYPtF/qGmanEqOxSe1Rm3xPuA2theCpPJ5rM1jxh4suoXtLfUNPtJ7Xxjb6P50VnIBJERFICy+dnqxDAMNy8fLzQB6L/AMIh4a/6F7Sv/AKP/wCJo/4RDw1/0L2lf+AUf/xNcxDrfjW+8U+IdEsLrQTLo8FrLG8thMBcNKjkqcT/ACcpwecA9D1qDwh8QtS8Xa9p8MEdnb2epeH21KNWhZpIJ1mWJlZt4DpuLHgKenNAHXf8Ih4a/wChe0r/AMAo/wD4mj/hEPDX/QvaV/4BR/8AxNecWfi/xd4hvfBJh1HTrGS/vdSiuFSykaKQ2/moCV84EqVAO3dw2Dk4Ar0/T/7Y/tDUP7U+w/Y/NX7B9m3+Z5e0Z83dxu3Zxt4xQBl6t4S8Npot6yeH9LVlt5CCLKMEHafasn4feFvD9x8M/DE1xoWmSyyaRaO8j2cbM7GFSSSRySe9ddrH/IDvv+vaT/0E1j/Dj/klnhT/ALAtn/6ISgC5/wAIh4a/6F7Sv/AKP/4mq17oPgzTYfN1HStCtI8E757aFBgDJOSOw5roa4X4fXTa/rXinX7z95NHq82mWueRDbwYUKvpufcx9SRnoKANKy03wFqWlyalp1n4cu7CLd5l1BFA8SbRlsuBgYHJ54p2l6V4F1y3a40Sw8PajCjbGktIYJVDehKgjPtXmnhMH4Z2vhvxFH8nhjxFZWsOrL/DZ3ZjUR3Hsr/dY+uCewrpNH8R6ja2ug+HNAW1W/1S41Gdrm7RpI7eKK4fJ2KyliS6gDcO9AHa/wDCIeGv+he0r/wCj/8AiaP+EQ8Nf9C9pX/gFH/8TXDXvxE8R2VxLpcsOljVLDXrLTLthDIYZ4braUkQb8xthjkEvyKk1n4k6r4UXxTBrkenXdxpMdnJaTQK9vHJ9pdkUSBmfbtZckg8j0oA7X/hEPDX/QvaV/4BR/8AxNH/AAiHhr/oXtK/8Ao//ia5vwb49bXPF154fn1PRNYeGxS9jvtEfMWC5Ro2G98Mp2nO7kMOBXeUAclZQ/DrUdQaw0+Pwvd3i53W0C27yDHX5RzSGH4cjVv7KMfhcaju2fYytv52702dc+2K5rx3bW1nc+GNKXSZNG0fStXtJl1qTa0KbTxGu0s4LsQhaQKvJJJ4zo/EjQ7S/wDCM/hLRLWP+1NbufNjAGTCTMHluWPVQuSc+pVR1AoA6aLwv4UmLiHQtHkMbFH2WcR2t6Hjg89Kk/4RDw1/0L2lf+AUf/xNc54muG8O/Ejwne2jFU1iWTTL9f8AnuPLLxMf9pWUgHrhmFd3QB538TvDWhWXw51O4s9F063njMJSWK0RWU+cnQgZFeiVx3xY/wCSYat/2x/9HJXY0AFFFFABRRRQAUUUUAFFFFABRRRQAVx3jz/kL+Cf+xiT/wBJLmuxriPiVdLp7+FNQnjuHtrPXklna3t5JmRPs1wu7agLYywHA70AdvRXHf8AC1PCv/PXVf8AwRX3/wAZo/4Wp4V/566r/wCCK+/+M0AV7XwX4k07xhr2v6b4j0tJNbMAlhn0eSQRiFCibSLlecHknqew6Uk/wutdR03Wv7X1S4u9X1gxNLqQjVDCYWDQrEnIVFZQcZJPOSas/wDC1PCv/PXVf/BFff8Axmj/AIWp4V/566r/AOCK+/8AjNADdf8ACPiHxP4J1Lw/q3iKwJvohD9ph0lk2rnJJUznLHHUEAelGpeDdbv/ABTba5F4htbS4g0uWwHlaaxIaQqxkBMxAwyKQpB4yCTnId/wtTwr/wA9dV/8EV9/8Zo/4Wp4V/566r/4Ir7/AOM0AUb74YNrsmq3XiHVopNQv7WG3SfTrL7MsXlS+akhVncu4cLyTjAxgZrrNGtdbtkYa7qlnqBwAjW1i1v+LZkfJ+mB7Vg/8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNAHY1x3xY/5Jhq3/AGx/9HJR/wALU8K/89dV/wDBFff/ABmub+IXj7Q9c8Cahp2ljVZ7qbyvLj/sW8XOJVY8tEB0BoA9VrmNX8KXk3ipfEfh/VYtN1FrP7FcC4tPtEU0YYspKh0IZSWwd3Q4INVf+FqeFf8Anrqv/givv/jNH/C1PCv/AD11X/wRX3/xmgCnF8M3sIdHuNJ1ry9X02/ub+S9urXzVupbgMJt8asmM7uMMMYHWoZPhnfyJqDHxBALi41yHXIJP7POIp41VSrL5vzoQg4BUjJ5NaX/AAtTwr/z11X/AMEV9/8AGaP+FqeFf+euq/8Agivv/jNAHKac+paj8XPGWm6T4p0uyvpLOwjnYWnmyOyxyB2iXzhsKk8g78blz79JZfDk6Df6JdeFdTSy/svTDpbJd2v2hZ4S6vnh02vuXOeRz0qf/hanhX/nrqv/AIIr7/4zR/wtTwr/AM9dV/8ABFff/GaAM3TvhlqGl2+im08QW/2vRb+8ureWTTiyOlzuLo6CUZILnDAjoOK7PT7PUba+1CW/1T7bbzyq1rB9nWP7KoUAruHL5OTk9M4rmovi54PnaRYLvUpDE/lyBNFvTsbAO0/ueDgg49xUn/C1PCv/AD11X/wRX3/xmgDpdY/5Ad9/17Sf+gmsf4cf8ks8Kf8AYFs//RCVk6l8TvDNxpV3DC+qtJJC6KP7DvRklSB/yxrN8FfEPw/pHgHw/puof2rDd2emW0E8f9iXjbHSJVYZERBwQeQcUAemVwnhfT7zwzrHiTQ1ZLdtT1GbVNLupoTJE4lAZ4yAy5ZHDHbuBKkEdDi1/wALU8K/89dV/wDBFff/ABmj/hanhX/nrqv/AIIr7/4zQBc0nwgsXw/j8KeIZrfVbVbUWbNHbGEPEFCjKl3+bjOQRz0AxWNYfDJ9H0fw7HpGtGLU/D6zx295Pa+Yk0cpJdJIw4J/h5DA5XPfFXf+FqeFf+euq/8Agivv/jNH/C1PCv8Az11X/wAEV9/8ZoAzLz4Y3t1C0/8Ab8J1a41i31a7vJdPLJI0G3yokjEq7EAUDlmJ55qfWPhrNr2s6/d6hrMawavb20SR29mUktnt3MkUgcyENhiSRtGeBxzm5/wtTwr/AM9dV/8ABFff/GaP+FqeFf8Anrqv/givv/jNAC61D4xsvB2orDrUF1q7RhLCWx0naRJnjeryOpz0LHaqgk9q6u2Wf7FEt4ytceWolaPgFscke2a5P/hanhX/AJ66r/4Ir7/4zR/wtTwr/wA9dV/8EV9/8ZoArXfgTW9b0a10TxN4njv9KheFpli08xXF2ImDKJJTKw5ZVJKqCcdRWbJ8O/HcWt6lf6T8TfsS39w0pRtAgmZEydke9myVUHAHA68DJrb/AOFqeFf+euq/+CK+/wDjNH/C1PCv/PXVf/BFff8AxmgCtqWnXHiPx94biDNcWvhtpLq+vCm1ZLgx7I417bvmZ2A4UYHeu6rjv+FqeFf+euq/+CK+/wDjNH/C1PCv/PXVf/BFff8AxmgA+LH/ACTDVv8Atj/6OSuxryzx9460TxD4IvtK0gapPeXJiWKM6NeIGIlQn5miAHAPU16nQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHHeA/wDkL+Nv+xif/wBJLauxrjvAf/IX8bf9jE//AKSW1djQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcd4D/5C/jb/sYn/wDSS2rsa47wH/yF/G3/AGMT/wDpJbV2NABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZlz4m0KyuXt7zWtOt54zh4pbtFZT7gnIqL/hL/DX/AEMOlf8AgbH/APFUAbFFY/8Awl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVAGxRWP8A8Jf4a/6GHSv/AANj/wDiqP8AhL/DX/Qw6V/4Gx//ABVAGxRWP/wl/hr/AKGHSv8AwNj/APiqP+Ev8Nf9DDpX/gbH/wDFUAbFFY//AAl/hr/oYdK/8DY//iqP+Ev8Nf8AQw6V/wCBsf8A8VQBsUVj/wDCX+Gv+hh0r/wNj/8AiqP+Ev8ADX/Qw6V/4Gx//FUAbFFY/wDwl/hr/oYdK/8AA2P/AOKo/wCEv8Nf9DDpX/gbH/8AFUAbFcF8Z7/xHpHw0vNX8I372V7p7pPIUjR98WdrjDAjjcGz/s10v/CX+Gv+hh0r/wADY/8A4qq2oeIfCWqaZdWF7r2kyW91C8MqG9j+ZGBBHX0NAHyr8NviF8Qtd+INpo+n+IJYjrWoie9ZbaElvlUSPynBEcfQYHy19l18vfs+aFpPhzx94j1DW9X0+M6WzWFpJLcxqsxLHdImTyNqjkdnr6J/4S/w1/0MOlf+Bsf/AMVQBsUVj/8ACX+Gv+hh0r/wNj/+Ko/4S/w1/wBDDpX/AIGx/wDxVAGxRWP/AMJf4a/6GHSv/A2P/wCKo/4S/wANf9DDpX/gbH/8VQBsUVj/APCX+Gv+hh0r/wADY/8A4qj/AIS/w1/0MOlf+Bsf/wAVQBsUVj/8Jf4a/wChh0r/AMDY/wD4qj/hL/DX/Qw6V/4Gx/8AxVAGxRWP/wAJf4a/6GHSv/A2P/4qj/hL/DX/AEMOlf8AgbH/APFUAbFFY/8Awl/hr/oYdK/8DY//AIqj/hL/AA1/0MOlf+Bsf/xVAGxRWP8A8Jf4a/6GHSv/AANj/wDiqP8AhL/DX/Qw6V/4Gx//ABVAGxRVax1Kx1SAzaZeW95ErbDJbyrIobAOMgnnBHHvVmgAooooAKKKKACiiigAooooAKKKKACiiigDz/wjoOkapr3jSbU9KsryVfEDIJLi3SRgv2W3OMkHjJPHvXUf8Ih4a/6F7Sv/AACj/wDiaxvAf/IX8bf9jE//AKSW1aPjfxM3hLwnc6rBbC7uQ8cFvAzbRJLI6ogJ7DLAn2BoAiXSPA76w+kpp/h9tSSPzWsxBAZlTj5imNwHI5x3FXf+EQ8Nf9C9pX/gFH/8TXnetarq3hj4kQa14puLG9Nj4Yv7kR6fbPAMI8JKZeR9xJGAePpRY/FfULma2tV1Xwzf3Wo6XcXkK6azTfYJYkEnlTKJSXBUkbhs5U8UAeif8Ih4a/6F7Sv/AACj/wDiaP8AhEPDX/QvaV/4BR//ABNcjpPjbxFI/gm51OPTZbPxRbBmitoJEkt5fsxmGGZyGU4IxgEZHJqtoPxPubvQdT1zU7zSSum2E11d6HDDJDfWciYIjfe53DqC2xRnGMigDt/+EQ8Nf9C9pX/gFH/8TR/wiHhr/oXtK/8AAKP/AOJri/CfxNm1bxRo2lXupeH9SOsWcs4TR5tz2EiKrmKX523ZUnDYXlTxXplAHI2UPw51HUDYafH4Xu7xc5toFt3kGOvyjmtb/hEPDX/QvaV/4BR//E1ynirQrS/1Dwr4Y8OW6RSaRqNvfyyRj/jyt4snluu6Q/KAeW+YngGvQ6APOrbwxoB+M2o2x0PTTAugWkixfZI9oY3FwC2MYyQAM+wrrf8AhEPDX/QvaV/4BR//ABNY1t/yXDU/+xds/wD0pua7GgDAuPDvg+1mgiutH0OGS5fy4EktYVMrYJ2qCPmOATgdhU//AAiHhr/oXtK/8Ao//iayfGWoz6d4i8IhbbT7mG81X7K32m2LywsYpG8yJ9wCHCEfdOQ3Ud+bvvHniu08O+LtYT+xpI/DOpSW7Qm1lU3MSJG/DeadjYkPOGBx0FAHdf8ACIeGv+he0r/wCj/+Jo/4RDw1/wBC9pX/AIBR/wDxNcyviDxdqni3xHpOiTaLGmlw2s9t9qs5WaUTI7bGZZgAfk+8B3+7Vfwh8QtS8Xa9p8MEdnb2epeH21KNWhZpIJ1mWJlZt4DpuLHgKenNAHVp4L8Lxs7J4c0kGRtzf6FHycAenoBT/wDhEPDX/QvaV/4BR/8AxNecWfi/xd4hvfBJh1HTrGS/vdSiuFSykaKQ2/moCV84EqVAO3dw2Dk4Ar0/T/7Y/tDUP7U+w/Y/NX7B9m3+Z5e0Z83dxu3Zxt4xQBX/AOEQ8Nf9C9pX/gFH/wDE1yXiHwxoEfxI8HQx6HpqRS/bfMRbSMK+IQRkY5xXotcd4k/5Kf4K/wC3/wD9EigDZ/4RDw1/0L2lf+AUf/xNVr3QfBmmw+bqOlaFaR4J3z20KDAGSckdhzXQ1wvw+um1/WvFOv3n7yaPV5tMtc8iG3gwoVfTc+5j6kjPQUAaVlpvgLUtLk1LTrPw5d2EW7zLqCKB4k2jLZcDAwOTzxTtL0rwLrlu1xolh4e1GFG2NJaQwSqG9CVBGfavNPCYPwztfDfiKP5PDHiKytYdWX+GzuzGojuPZX+6x9cE9hXSaP4j1G1tdB8OaAtqt/qlxqM7XN2jSR28UVw+TsVlLEl1AG4d6AO1/wCEQ8Nf9C9pX/gFH/8AE0f8Ih4a/wChe0r/AMAo/wD4muGvfiJ4jsriXS5YdLGqWGvWWmXbCGQwzw3W0pIg35jbDHIJfkVJrPxJ1XwovimDXI9Ou7jSY7OS0mgV7eOT7S7IokDM+3ay5JB5HpQB2v8AwiHhr/oXtK/8Ao//AImj/hEPDX/QvaV/4BR//E1zfg3x62ueLrzw/Pqeiaw8Nil7HfaI+YsFyjRsN74ZTtOd3IYcCu8oA5Kyh+HWo6g1hp8fhe7vFzutoFt3kGOvyjmkMPw5Grf2UY/C41Hds+xlbfzt3ps659sVzXju2trO58MaUukyaNo+lavaTLrUm1oU2niNdpZwXYhC0gVeSSTxnR+JGh2l/wCEZ/CWiWsf9qa3c+bGAMmEmYPLcseqhck59SqjqBQB00XhfwpMXEOhaPIY2KPss4jtb0PHB56VJ/wiHhr/AKF7Sv8AwCj/APia5zxNcN4d+JHhO9tGKprEsmmX6/8APceWXiY/7SspAPXDMK7ugDifhza29lfeM7ezgjt4I/ELhIokCqo+y23QDgV21cd4D/5C/jb/ALGJ/wD0ktq7GgAooooAKKKKACiiigAooooAKKKKACiiigDjvAf/ACF/G3/YxP8A+kltWv4t8NQeLvDNzpFzPJbeaUkiuIsboZEcOjjPXDKOO44rivD/AI00Xw54l8Z2mqverM+vNKot9NubhdptrcfejjYA5U8Zz+Yre/4Wp4V/566r/wCCK+/+M0AUrz4d6nrmtJe+JfEFtexNplxpdxBBppgEkM23LK3mttfKjnkegFaNp4Z8RweGptFuvEdldQfYzaQTNpbLIo27Q0hE2HIHoEyaj/4Wp4V/566r/wCCK+/+M0f8LU8K/wDPXVf/AARX3/xmgCnF8PdUisfB1suv2o/4RddiuNNbNwBEYR/y2+U7D7/Nz0+WnTfDifW7xJ/GGsQamYtOuNPVrSw+yySJMoV2kfe+44HAAUAnOKtf8LU8K/8APXVf/BFff/GaP+FqeFf+euq/+CK+/wDjNAFjS7fV/CWkRjXNZGq6fZxLDGLTRpWumHCqW8t3Ln12xj1NS/8ACcaXL+7jtteR3+VWbw5fgAnoTmHH51S/4Wp4V/566r/4Ir7/AOM0f8LU8K/89dV/8EV9/wDGaAMLRfhz4+0WVBF8UPMgafzriM+H4N1wSctukLFiSBjJJIGPQV6dXHf8LU8K/wDPXVf/AARX3/xmj/hanhX/AJ66r/4Ir7/4zQAW3/JcNT/7F2z/APSm5rsa8mt/iN4cX4u6hfmTUvs76Hawqf7Hu925Z52PyeVuAww5IweQDkGuo/4Wp4V/566r/wCCK+/+M0AWvFnhfUfEOpaJc2Oq2tiuk3gvVSayacyuEZMZEqYXDntnOOe1Ylz8NtTuvDfi3SH1+0C+Jbt7lpBprZt96qjKB53zfKi4PGDnrnA0f+FqeFf+euq/+CK+/wDjNH/C1PCv/PXVf/BFff8AxmgDkdJ/tK8+K3i/StI8U6VZ3zWNhDO4tPNkdkjkDNEnnDYVJ5Db8blz79PZfDk6Df6JdeFdTSy/svTDpbJd2v2hZ4S6vnh02vuXOeRz0qf/AIWp4V/566r/AOCK+/8AjNH/AAtTwr/z11X/AMEV9/8AGaAM3TvhlqGl2+im08QW/wBr0W/vLq3lk04sjpc7i6OglGSC5wwI6Diuz0+z1G2vtQlv9U+2288qtawfZ1j+yqFAK7hy+Tk5PTOK57/hanhX/nrqv/givv8A4zR/wtTwr/z11X/wRX3/AMZoA7GuO8Sf8lP8Ff8Ab/8A+iRR/wALU8K/89dV/wDBFff/ABmuX174jeHJ/iF4Tu45NS8m1+2eaW0e7VhuiAGFMWW59Acd6APWa4Twvp954Z1jxJoaslu2p6jNqml3U0JkicSgM8ZAZcsjhjt3AlSCOhxa/wCFqeFf+euq/wDgivv/AIzR/wALU8K/89dV/wDBFff/ABmgC5pPhBYvh/H4U8QzW+q2q2os2aO2MIeIKFGVLv8ANxnII56AYrGsPhk+j6P4dj0jWjFqfh9Z47e8ntfMSaOUkukkYcE/w8hgcrnvirv/AAtTwr/z11X/AMEV9/8AGaP+FqeFf+euq/8Agivv/jNAGZefDG9uoWn/ALfhOrXGsW+rXd5Lp5ZJGg2+VEkYlXYgCgcsxPPNT6x8NZte1nX7vUNZjWDV7e2iSO3sykls9u5kikDmQhsMSSNozwOOc3P+FqeFf+euq/8Agivv/jNH/C1PCv8Az11X/wAEV9/8ZoAXWofGNl4O1FYdagutXaMJYS2Ok7SJM8b1eR1OehY7VUEntXV2yz/YolvGVrjy1ErR8Atjkj2zXJ/8LU8K/wDPXVf/AARX3/xmj/hanhX/AJ66r/4Ir7/4zQBWu/Amt63o1ronibxPHf6VC8LTLFp5iuLsRMGUSSmVhyyqSVUE46is2T4d+O4tb1K/0n4m/Ylv7hpSjaBBMyJk7I97NkqoOAOB14GTW3/wtTwr/wA9dV/8EV9/8Zo/4Wp4V/566r/4Ir7/AOM0AVtS0648R+PvDcQZri18NtJdX14U2rJcGPZHGvbd8zOwHCjA713Vcd/wtTwr/wA9dV/8EV9/8Zo/4Wp4V/566r/4Ir7/AOM0AHgP/kL+Nv8AsYn/APSS2rsa4T4YajbavL4wvrEyGCbxC7IZYXibH2W2HKOAw6dwK7ugAooooAKKKKACiiigAooooAKKKKACiiigDjvAf/IX8bf9jE//AKSW1djXHeA/+Qv42/7GJ/8A0ktq7GgDI8SeKNJ8I6UdS1+aa3s1YK80drLMqZOBu8tW2jJAycDJxVGL4heG31C3sbi7uLC4uW2QJqVhcWfmt2VTMign2HNYXx2/5In4g/3YP/SiOtH4t2llefCPxKuoqjRxafLNGW/hlVS0ZHvvC0AdjRXhtp488U32n38UF5qtvqGj6ZaC3tLTRJL1b26a1WVxO6xPsBZgoAZD3zXQWuseJ9a1jxTCNcvdJFlpVlf29v8AZIC1tJLFKzxtvjyVBQAg/Nx1FAHqVFeP3HjjXptI0PVtX1C/0HSL7Q7e6bVNO06O5hS7cEuJwyOUjA2EYC9TlqdrvjvXLvXvE8GhX+oxHRYol0630/RJL2O/laES/vZFifarFlUAMnHzZoA9eoqrpd1LfaPZ3dzbvazXECSyQSAhomZQSpB5BBOPwq1QBx1t/wAlw1P/ALF2z/8ASm5rsa462/5Lhqf/AGLtn/6U3NbXi3W28N+DdX1pIhM9hZy3CRno7KpIB9s0Aa9FeZz6p4n0BPCd5qHiGTUYvEF1FY3UH2WFBbvNEzLJAVTOFK9H35FULPxX4im+GPhTWn1mY3tzr0dldv5EOLmJr1oiGGzA+QAZTae9AHrdFeIzX+v6L4M+I2v2PibUBd2GtTRxLJDbOh2iBQxBiznbhcAgYHAB5roPFOr+IvC2vLpo8Q3F5BqulX1xbyyW0Als5rZFfK7YwrIwbGGUn3oA9OorzWLxBrtwfhrJ/bE8Y1+0K36JDDiR/sTS+YMoSrbwDgHbxjFR/DSw13Ufhbb3Ft4pu4ru6vJZTLcW0MwjC3UhkVQFUnzOcli2Cflx0oA9OrjvEn/JT/BX/b//AOiRXY1x3iT/AJKf4K/7f/8A0SKAOxqhfa1Y6fOILiV2uDE0wggheaUovVtiAtjt05PHWr9cH8MZ21S68XaxdHfcz6/cWoY9VhgxHGn0GGP1YnvQBv8Ah7xroHivRrjVPD18b61tmZJTHBIJFZRkjyyocnB4AHPbNW9D1+w8R2JvNKa4aASNHuntJYCWU4OBIqk4IIyO4I7V5FpkMngDRPDHj7TkY6VeaZaWviK3jGfk2KI7oAd0Jw3+yfqa2NG13ULoeGPDmhaj9hi1STU7ua/hjSR/KjuG2rHvDJli4OSDwPegD1eivH9R8W+J7HUbnQzrTtc6X4k06xN6LaH/AEq2uwrbZF24DKCRlNueKk8ReN/EHg+TxfZHUH1R7KPT3sJ7i1QvC1zI0bArEq7wuNwGMnpzQB65RXB+Ddc1m48XXmmXUur6npQsUuIdR1PR3sWSbeVeHmKMMMbWGBkcjJxXeUAZsXiHSZ/EUugwX8MuqQwfaJbVDuaNMgZbHC8sODyc5qlf+OPDum6o+n3uoeXNE6RzOIJGigd8bVklClIycjAZgeR61z1vaW1n+0EUtLeKBX8Ms7LEgUMxu8knHc+tc3ZKlx8EfiS9+AZXvdZabd2kXdt/LamPoKAPW7fUbS6u7m1gnVri1IE0RyGTIyCQecHnB6HBx0qzXl15d3Vhq/wu1Viwu76P+z731lSS3D4b1w6Bh6HPqa9RoA47wH/yF/G3/YxP/wCkltXY1x3gP/kL+Nv+xif/ANJLauxoAKKKKACiiigAooooAKKKKACiiigAooooA47wH/yF/G3/AGMT/wDpJbV2NeeadN4n8M6/4lEHg291S21HVTeQXNve2qKUMEKY2vIGBzGeorS/4S3xV/0TnVf/AAY2P/x6gDT8ZeErbxt4cm0TUL68tLOcqZhaGMNIFYMAS6NgZAPGDxVG68AxasscPiXX9X12zjdZPsV4YI4ZGU5G9YYo94BAOGJHHSov+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHqALtz4MhbxFc61peralpF1eqi3i2bRGO52DapZZI3AIXjK4OAKj/AOEGiGta3qaa3qiTa1apbXCjyCqKgIQpmLOQGbqTncc5wMVv+Et8Vf8AROdV/wDBjY//AB6j/hLfFX/ROdV/8GNj/wDHqAIofhlBb6HFo0PiXXl09bJbCS3EkG2aFQQFb9zlTtbbuTaSAMnPNXv+EDs7XV5NR0LU9R0SSaGKG4jsmiaOdY12puWWN8EKAuVwcAVW/wCEt8Vf9E51X/wY2P8A8eo/4S3xV/0TnVf/AAY2P/x6gDsFXagXJbAxk9TS1x3/AAlvir/onOq/+DGx/wDj1H/CW+Kv+ic6r/4MbH/49QAW3/JcNT/7F2z/APSm5rqr2zt9RsLiyvolmtrmJopom6OjDBB+oNecxX/jCP4g3fiA/D7UjBPpcFkIv7RstwaOWVy3+uxgiQD8DW5/wlvir/onOq/+DGx/+PUAS6b8PbGxvtMnudU1TUotIz/Z1reyo0dqduwEbUVnIUkAuWIzVNvhbYDTF02DW9YgsIb8aha2yPAVtZRL5o2FoiSu8k4YsOan/wCEt8Vf9E51X/wY2P8A8eo/4S3xV/0TnVf/AAY2P/x6gDnviN4POm+AfFraJJq95LrjeadMggE6m4YpudQkZcZCc5baPQV02meDtPvLltZ1O/1TWbi5sntI31RFhaGF/vqsSxx7C2Bkld3HWov+Et8Vf9E51X/wY2P/AMeo/wCEt8Vf9E51X/wY2P8A8eoAbZ/Da1sjoO3X9ZlXw/JusFlaAiNPLMfln91ll2EjJ+b0Iqex8AQaZocmj6frutW1kbn7RCkNwiNb/vTIyI6oGKMSQQxbjjIqL/hLfFX/AETnVf8AwY2P/wAeo/4S3xV/0TnVf/BjY/8Ax6gDsa47xJ/yU/wV/wBv/wD6JFH/AAlvir/onOq/+DGx/wDj1Yeq3/jDUPF2gavH8PtSWLS/tPmI2o2W5/MjCjH77tigD02uM0PQrzw/rev6bC1xFYa1eSajaX1sqs1tLIo82NgwYD5l3KSpU7iDyBl3/CW+Kv8AonOq/wDgxsf/AI9R/wAJb4q/6Jzqv/gxsf8A49QBsaL4ZttH8Kx+H5bifU7GOH7OBfLGSYtu3YdiKCMccjPqTWTB8NdIstE0bT9Mur+xk0MyfYL2GRDPCshO9fmUqynOMMp6DuM03/hLfFX/AETnVf8AwY2P/wAeo/4S3xV/0TnVf/BjY/8Ax6gCO4+GGmz2KwjVtVjuDqceqz3weFpri4jx5bOWjK4XaMKqqOOlTah8N9M1bVNavNUv9Qul1m3it7i3Zo1RBE26JkKoHDKxJB3Hk85wMN/4S3xV/wBE51X/AMGNj/8AHqP+Et8Vf9E51X/wY2P/AMeoAXWvDOsjwdqOnad4h1q9vrmMRW1xJcQwvbNnh98canA/iPzMRkDk11drFJDZwxTSmaRI1V5SMFyBgt+PWuT/AOEt8Vf9E51X/wAGNj/8eo/4S3xV/wBE51X/AMGNj/8AHqALH/CEH/hMv+El/wCEj1f7Z5H2Xy9tr5fk79/l48nOM987veo9R+HOlalc3++81CCw1OZbjUNMhlVbe7kGMswKlxu2ruCsobHOaj/4S3xV/wBE51X/AMGNj/8AHqP+Et8Vf9E51X/wY2P/AMeoAfqGjXHiD4gaPdyW7QaX4dMsqNIu37TcOmxQo67EUsd3ckAZwa66uO/4S3xV/wBE51X/AMGNj/8AHqP+Et8Vf9E51X/wY2P/AMeoAPAf/IX8bf8AYxP/AOkltXY1yHw/stWg/wCEivdb0qTSpNT1hruG2lmjlYR+RCgJMbMvWNuM119ABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB//2Q==)" ], "metadata": { "id": "cPDJIsybBmR5" } }, { "cell_type": "markdown", "metadata": { "id": "5OzHuuD6suQT" }, "source": [ "## Q6 Create two callbacks to save the model weights at each epoch and the best validation accuracy epoch\n", "\n", "1.`checkpoint_every_epoch`: checkpoint that saves the model weights every epoch during training;\n", "2. `checkpoint_best_only`: checkpoint that saves only the weights with the highest validation accuracy." ] }, { "cell_type": "code", "source": [ "# Create a ModelCheckpoint object that:\n", "# - saves the weights only at the end of every epoch\n", "# - saves into a directory called 'checkpoints_every_epoch' inside the current working directory\n", "# - generates filenames in that directory like 'checkpoint_XXX' where\n", "# XXX is the epoch number formatted to have three digits, e.g. 001, 002, 003, etc.\n", "\n", "path_every = 'checkpoints_every_epoch/checkpoint_{epoch:03d}'\n", "checkpoint_every_epoch = ____(filepath=____,\n", " frequency=____,\n", " save_weights_only=____,\n", " monitor = ____,\n", " verbose=0)" ], "metadata": { "id": "Z6XYC3_t-UUj" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Create a ModelCheckpoint object that:\n", "# - saves only the weights that generate the highest validation accuracy\n", "# - saves into a directory called 'checkpoints_best_only' inside the current working directory\n", "# - generates a file called 'checkpoints_best_only/checkpoint'\n", "\n", "\n", "path_best = 'checkpoints_best_only/checkpoint'\n", "checkpoint_best_only = ____(filepath=____,\n", " frequency=____,\n", " save_weights_only=____,\n", " save_best_only = ____,\n", " monitor = ____,\n", " verbose=1)" ], "metadata": { "id": "4Mxrfb1LyQ8F" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "hnqBq0L4suQU" }, "source": [ "## Q7 Build a CNN `model` with the same initial structure as `model1` and train for 15 epochs using the callbacks from Q6\n", "\n", "Now, you will train the model using the three callbacks you created. If you created the callbacks correctly, three things should happen:\n", "- At the end of every epoch, the model weights are saved into a directory called `checkpoints_every_epoch`\n", "- At the end of every epoch, the model weights are saved into a directory called `checkpoints_best_only` **only** if those weights lead to the highest test accuracy\n", "- Training stops when the testing accuracy has not improved in three epochs.\n", "\n", "You should then have two directories:\n", "- A directory called `checkpoints_every_epoch` containing filenames that include `checkpoint_001`, `checkpoint_002`, etc with the `001`, `002` corresponding to the epoch\n", "- A directory called `checkpoints_best_only` containing filenames that include `checkpoint`, which contain only the weights leading to the highest testing accuracy" ] }, { "cell_type": "code", "source": [ "# Create a model with the same initial structure as model1 again from scratch\n", "input_shape = X_train[0].shape\n", "\n", "model = Sequential([\n", " Conv2D(16,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_1'),\n", " Conv2D(8,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_2'),\n", " MaxPooling2D((8,8),name='pool_1'),\n", " Flatten(name='flatten'),\n", " Dense(32, activation='relu',name='dense_1'),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "\n", "model.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])" ], "metadata": { "id": "jF0nbAhDFv3q" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "a32_B6c7suQV" }, "outputs": [], "source": [ "# Train model using the callbacks you just created with 15 epochs\n", "\n", "callbacks = [____, ____]\n", "history = model.fit(____, ____, epochs=15, validation_data=(X_val, y_val), ____=____)" ] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Do you have similar print output?\n", "\n", " ![Capture6.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM1OAAAkpIAAgAAAAM1OAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzozMjozOAAyMDIzOjEwOjI0IDA3OjMyOjM4AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjMyOjM4LjU4MDwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAr0EBwMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APdNT1nVYtfTS9G02zu3+zfaHe7vntwo3bcDbE+f0p+o+LdJ0e5+yapcMl4sC3EkEEEs5SMkgv8AIhOwFSCxAA4zjIzleJvC82q+I4dQ/sHQ9bhS08jytWlKeW2/duX9zIOnHaq1/HrEvjbULTR7XTwZtEtopXuLh1W3zJOMqqxnzMZPBKdByM8JX5fPX9bfoVZXfbT9P+Cb2o+LtF0qYR3l2/8Aqlmd4beSZIo2zh5HRSsanB+ZiBwT2NTXniPTbHUI7GR7ia5kVX8u0tJbgorHCs/lq2wEg4LYBwfQ1z7+FdY02C8sdCksprXULOK1kmvJHSS2KReVvCqrCXKgHaSnIPPPF210bVdB1eeTRYbK9tLxYBL9runhkhMaCPK7Y3DgqAcfLg55OeK0v5Ea2/ry/wCCInjayt/EeqaXqkoiNtdwwQmOCRwokjjKmVlBVMu5UFtoOMDJBrqK5i+8NXlzB4hSOSAHVLuGaHcx+VUjiU7uODmNumeorp6RT30OabxhFJ4sGi2jablZBHJ9q1FYppDjLeTCFYybehJKjIIGcHGlfalLFrWn6bZiNpbgvLOXBPlwIMEjHcsyKM+pPOKwJ/CmotcXlhBFpw0y91JNRku2ZhcRsHRyvl7MMdyYDlxgEfKdvO3pVjc/2xqep6hH5ck8ggt0LAlYI/ungn7zF2+hUHBFEdlf+v6f4Ce7/r+tPxI9P8RSX3ii80l9Pktkt7ZLiOaVwGlDO6fcx8o+TIyckHkCk0fVtX1S6kkk0yyh05ZpolmW/d5j5bsmTH5QUZK/3zj3qla6f4hXx9catcWWmJYzWqWmUv5GlVUeRg+0wgZO8Dbu4x1NR2fhaYeLo9X/ALI0jRvJlleSbTpC01+HBG2U+WmBkhyCXywHTGSR2V/MJbu3l+X+Z1tFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZ+o67puk3Npb6hdrFPeSCKCLBZnJIAOACQMkDceAWAJ5FQ6r4n0nRLhYdSuJI2Kh3ZLeSRIUJwHkdVKxqSD8zkDg88HGL46uYYDp6pY309x9utZ5HtNNmn/dRy7jlo0I4+Y7Sc8nA5qLxlrJvEg0JbHVFsNSty97exaXcTeXCeDEqpGxEjDj5gNoyeuARar52/L/g/cPrby/r+vM37/wATabp2pCwnF7LcmNZSlrp89wFRiQpYxowXJVupHQ1b1LUYtMtVmmSSTfKkSRxLlnZ2CgAHHrk+gBPauT8RNLBqP23w5ca3Fq01lFHBaxaYXtZ9rO0azSPFiPl2DfvEIHocVrc6v4yijfDQ6LEJHx903MikAfVYyx/7arTF/X9f1saMuu6bDrcGjyXS/b7hWZIFBY4AzyQMLwDjOM4OM4NRSeJtKh1hdMlnkW4aQRBjbyeV5hXcI/N27N5H8O7PI4rA1+/t7bx5ojR2GosLaWZ7qa30q4kTLwhVJdIyrdhkE4xzjFN1jVjqfjK30q8sdTg03T545vOTTLiRbycYKBXSMqsaHBZiRkjHCgkpatCezOg/4SXT/wC2X0tBeyXMcgicx6fO8SMVDAGUIUHDA8txnmtauLujd23i1/8AhH7rV3nuL2J7yzn0/Fl5e1UkcTNEpyEUEBZD8wHBGRXaUL4UxvexlWeu/btdvtNg0682WLiOW8YxCHeUV9oG/eTtcc7cdea1a57w3/yHPFP/AGFF/wDSWCqemaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/AJaD6nudvRfkN6XOtorkdE0/xjBrCyazqHnWWG3J9uhk5wcfKtjGeuP4x+PSm6Tp3jSG/Z9V1Hzbfy3AX7fC/wAxB2nC2MZ6453cejdKBHYUVx+k6d4zhe6/tTUfNVrZ1g/0+F9sp+6flsY8fU7gP7rU7SdP8ZQpe/2rqHms9sy23+nwvtl7H5bGPb9TvH+yaAOuorkNN07xnFbX41HUfMleArbH7fC+yTPXIsU2/Uhx/s0unaf4yj0/UE1DUPMuZIwLRvt8L7GzycixQLx3KyfQUAddRXHWmneNE0m/ju9R3XjiP7K/2+FtmG+b5hYKF49UfP8As9adb6d4zXQbuKfUd2oNIhgk+3wnao+8NwsQB9DG2fVaAOvorkYtP8ZDw7PDLqGdSadWil+3wnEeORv+whR9DGx/2hTRp3jP/hHWhOo/8TL7SGEv2+H/AFW3pv8AsO3r28vP+12oA7CiuRbT/GX/AAjawjUP+Jn9p3GX7fD/AKrb03/YdvXt5Wf9rtTJdO8anQYIo9RxqCzMZZPt8IymBgbvsBB5zwI1P+0elAHY0Vx91p3jN9FsY7bUdt8hk+0v9vhXeCfl+Y2LBsD0RMf7XWnX2n+MpNH0+Oy1DZeRh/tb/b4V3kn5fmNiwbj0SPH+11oA66iuQv8ATvGcmnaeljqOy5jjYXTfb4V3tng5Ni4bjuFT6HrS6np/jKW009dN1Dy5o4Nt0ft8Kb5PXJsXDfUBB/s0AddRXHanp3jSVbP+zdR8spbItx/p8Kbpedx5sHz25Gwf7Ip2sad4zmuYTpOo+VEIEWQfb4Y8yAfMcNYyZ+uQD/dWgDr6K5HXNP8AGM+oh9F1Dybby1BX7dDH82PmOGsZT+O78BRq+n+MptaaTStQ8qx+TCfb4U7Dd8rWMh65/j/LoADrqK5K90/xg/iQzWeobNM85SIvt0K/JxkbDZM3rx5v/Ah2LnT/ABg3iUzW+obdL89W8r7dCP3eRkbDZFumePNz/tDqBa2A62iuSGn+Mf8AhJvOOof8Sv7Tu8r7dD/qt3TZ9i3dO3m5/wBrvRFp/jAeJvOl1DOl/aC3lfboT+7zwNn2IN07ebn/AGu9C1sD0udbRXJWOn+MI/EYmvdQ36b5rExfboW+TnaNgslb048z8T3TRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0o6AddRXIaNp3jKHUi+r6h5trscbft8MnzY+XhbGM9f9r8D0qXw5YeLbbVC/iC/wDPtPLI2fbYpfm4wdq2UJ9ed/4HsAa2la5/aeoX1lJp93Yz2RTetyYzvV87WUo7cHaeuD7VqVgaX/yPWv8A/XC0/lJW7IHMbCJlVyDtZl3AHsSMjP0yKBLUdVXUtRttJ06a+v3aO3hGXZY2c9ccKoJJyegFR6ZFqsUTjWbyzu5C3yNaWjW4UehDSPk++RWd44hmuPBeoR2yztIVQgW8RkkGHUkqoByQBnGD06UpaK5S1ZYTxNYSadLerBqgiiYIytpN0shJ9IzHvYe4BA703TfFmkatpE+qWktwLGCLznuLizmgUpgncpkRdwwDyuab4auPtFlP/wATDWL8h/v6rp/2R146KvkxZHvg/WuYt7HVv+FTeH9GttOZru4WCG4gud8SpGvzyCRgjFAVQpkr1YDqaf8AwPxEtdTudP1C21SwivLJy8EoJUsjIeDggqwBBBBBBAIIqzXF6bHew6X4o07xJoztbN5lyttYO86zxTITJHG5WMs5cScAAjevqDXVaWsSaPZrbW8ltCsCCOCYEPEu0YVgSTkDg80/+AL/AIIzVNXs9Gt0mv3kAkcRxpDC80kjHJwqICzHAJ4BwAT0Bp+m6laavp8d7p8wmt5c7WwVIIOCCDgqQQQQQCCCDzXN+NYL9NS0bUbNrmO3t3liuZrO0+0zwLIoAdI8Nk5Xbna+Ax+XGSMKXQoo/BiR3iXqRTarLeQW95pU+pCRW3Y+0QoNx3AmTDFSrkdCNtSnv/XYp/1+J6XRWT4XaV/DFiZ9Oj0xhHgWsUflqig4XCHlARg7DyucHkVY1OLVZY4xo17Z2jg/O13ZvcBh6ALImPzNN6CWperL1XWxpN3ZRS2F1NFdzLB9piMeyJ2IChgzhuSf4VNaSBxGolZWfA3FVwCe+Bk4/OuX8a6gluNNg+y6hO6X9vcN9k0+e4VY0kBYlo0YAgDpnPtR9pLzQnflbXZnVUVwHiW0sr3WryfXtCvNWt7jT410oJYyTGKT594GFzBISY/nbZ0HzDacVNZsJ7e/0i5vLL+29Zt7O3ie1u9GmuomlByWiuguyBySdzNkfKpIGKFr/Xr/AJfiN+X9bf5/gelUVwPiW1RfHEF/b6cNWvV8hFtrvRZZViw+d8N3t8uEgNuOc8oPumunvYrNvFmlyTaddTXaQziC8jUmK3U7Nyuc4BbjGQfunpQtUHU16zxrumtr39jJdq2oCNpTCoJ2qNuckDAPzqcE5wwOMVoVxl7fW8HxL0zybDURFDbXMM00WlXBiEsrwlfnEe052sS2cDByRQtZJf1sHS52dZEHinSLnWP7MiuXNyXeNC0EixSOn3kSUrsdhg5VWJG1uODiwmqb9fk0r7Der5duJ/thhxbtliNgfPLjGSMdK890XR9Sku9G06/XUhd6TftIUFqYbOGJd/70SY2zPIGA+8xG9vlTDELqkD2f9dDu7TxRpN9qRsba4kabLhC1vIscpQ4cRyFQkhHOQpOMH0NRWni7SrzVINPQahDc3G7yVutMubcPtGWw0karwPeuZ0XSr1tY0nT7W5uJNL0K5eSPzdJktCieXJGqGSQ/vj84w0agYUljkrnotNhn1LxNf6reQSRQWwNjYpLGVJXIMsmCOjMFUeojBHDUwehf07XdN1a7vLbTrpbiSyZVn2A7VJzjDYw3QjgnBBB5FaFcX4Zv4H8bayLew1G2t7mK2W2abSriCMiNGDDc8YVccAA4z2zXaHOOOtABRVDTIdYiMv8AbN9Y3YOPK+yWT2+3rnO6V93bpj8ezPEU9zbeGtRmsbRr24S2cx26swMhx0G35vy59OaHohpXdjSoryfS9M1VLbxHHo1i1rbz2dsY10/SJdKWUiR/OEccj5Epj+XdlT9z0BroZ7PTpPBWoQeCdHn00NJF9ohg02SwlmjDL5gXeqFmMe4AjueoNDEt7Hb0Vw11BpCeFxJ4W0Gazgt9StZ7iCDR5bV2CSozOIjGrPhR/CCTjAyeKpXdjca/ba0wsdTt4L3XrCSMmKSCVoVW3DSDoyj5W54K4OcEHDWrt5/5f5/gLpfy/wA/6+Z6NRXE+INDtfD2gTW+iaRFLZaheo1xamxe5t7ZdmGcW0WGkBKLlR/E249DWHp2n3a+GoItU0y4fRIdZke4sLfTJIle2MeYyLXLP5XmMGMYyfUDBAS1v/Xb/Mb0t5/8H/I9SoritWGnaVoGl+IdA0x7a30mZttnHZtas0Mp2SIImVSPmKvggZKg96sXGi2mnfD02etaddat5kiz3kFkrNJNO8wdmUAg4Eh3deFHtin1A62s3V/EGnaH5f8AaEk2+UMyR29tJO5VfvNsjVmCjIy2MDI55FaVcR4qhvLbxdBfF9Rh024sDbSz6XZNcTq6vuCfKrMiuCcsF/hHzKcGpd7pf1sPodlbXMN5axXNpKk0EyCSOSNsq6kZBB7giqeqa9YaO8Ud48zTTZMcFtbSXErAdW8uNWbaMjLYwMjnkVkaE03hbwjoOn3OmX0skjpbGK2Tzvsm7JHmNnhEHylsnt161m+JrEr4qu7m8/t0xXVhFFZNpBn+WZGkyGMP3f8AWKR5h2HnPSnLR6CWqOj1TxVpGjXCw6jcyRsUEjlbeR1hQnAeVlUiJc5+Zyo4PocLqHifStLvktb64kjdygLi3kaKMudq75FUomTwNxGa4LVNO1sSala61HqEx1XT4Bs021LLeXAi8t4ZZlB8pN2D1jGGPzY3CtXxBePtsPC19a6obGOCJr++g024uBMFxiJDHGwBJXLMcYHA5OVOtvP/AD/r9BX0v5f5HUXPifSbTVl024uJEnaRYt32eQxLIwyqNKF2K5yMKWBO5eORnWriPEWr/wBo+JYNGurHVIdMtZIbma5i0u4lF1IGDxxoyRsFVSAWYkdAo/iI7ehbXG97BRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGbqfiPRNEkSPWdY0/T3kG5Fu7pIiw9QGIzWgkiSxrJEyujAMrKcgg9CDXD+JtW/snx9C/wDwkGjaJ5mmY8zVo96yfvei/vY+fxNVPE+p2I8UXcOqeJJ7KM6PDNZW9rftB9onLzANGqHc7cKAoJDZGQ2Fwk/d5vX8L/5FW1a9Pxt/mei0V5jqmpvi7/4SjV73S9Vi0+B9Ntre7eDz5jHltiKQJ3835ShDAYUbfm503vraTxO0XjTWH0qWOO3+wWw1F7OOYsoMjDayiVvMypUlgAF4G7mra2Ivpf8Arp/mdnb39tdXN1b28m+WzkEU67SNjFFcDnr8rKePWrFecanayRal4r1aC/voJ7PUrQwxw3DRx58q33bkXAfcDgh9wAHABJJ9HpFPRlO51jTLK/t7G81G0t7u54gt5Z1WSXt8qk5b8KuV5p9vuNO8Tak0etiPWp9WRF0fyIibu3JQK3KmVgIyx3qwRdpyOGz2ay2X/CcPENSuzf8A9nKx0/c3kCLzCBLjGN5OVznOB0ojqk+/+VxPRvy/zsT2+g2NrrVzqtuLhLq6OZgLuXynO1V3eVu2bsKoztzxWjRXGaLJezavBoc95dO+iXEstxIZiXniIItw5zlgVkJ56tCaPIOlzs6oabrdlq011FZmcSWjhJkntpIWUkZHDqMgjoRkGvPvDfiZtS8c6e1nPtjvTcC5t21mW6kjwpZRLblfLtnyv3VOfvDBwSOg8N+ItF1LxtrsWnaxYXckvkNGkF0js4WPDEAHnB6+lGugdX5HYUVV1S7FhpF5eFJpBbwPKUgUNI21ScKDwW44HrXmvh7xDqE93q39gyw3bto0l1DDDrM2qJ9oU/Ku6RQEb5gCikj7vTjKvrb+ur/QdtF/XZfqeqUVwtlfWSeEtVufCGtzazrcdiXkWS/kupEl2k5MBYiNt2fkCryNuOMUyS80dfA+tXHhPxDcancx2qvNKuqyXUkR5O7aXPlE/MSFC9OnHFWJvpc72ivONY8RHV7jxAfDutyGFLXTkgurWTdGjvcSKzRn7rcYBxkHbtPQitTXIf8AhEdA1G4fUb66tLqSCMLc6g8f2dmYI7m4JLRRnIztA24O3BIwnoVbWx2dFeW6ZrV9J4U1gR37pYwatDC91b38t4be0dImlZLh1DsvzMd5Hygkg4UGt+5uNOtfDMWr+F9ZlvrLTLwXFy6apJeLJFjbMrMzsSFRi4XPBUECn5+n6fhqI7OqerarZaHpNxqWqTeRaWyb5ZNhbaPXCgk/gKp+GFuZNMkv7yaWR9Qna6RJGJEMbYEaAH7uECkj+8WPesv4lXtlY+CL+a81VtNuFhkezdL9rV3mCEqoKspc/wCzyD6UnoOKUnY6tGDorKcqwyD7UteceL9VOpSWdzoeuzC1/s+SaObTrv5HkW4gTcSuQ2NzDByOoIPSqY1K2t7vTLTxB4kutP0xZtWiZ5tUaAzCK5RY0aUsHJAzghg3BGcEgv8A4P4XX6Cjqv67XPU6K880+LUdYvPDdlqOpanbwSadeSTIk7wyXKLLEIi7DDq21lORhuoJwWBdqjQaXf2umeMPEd3a6fb6aPs999teyNzPvYNukRwWcIEIUk53McHsnp/Xa/8AkNK6ueg0V56NS12w06wlvJbn7ZrWlrbRpcHb5V6CAh2jAVmWQswGP9UemKo+LLy9sNcfT31eDTlt7KJdOutS8QS2Id8HdJgRstwwYLuVye3yjdknX+v6/wCHF/X5f18j0m+vrfTbCe9vZPKt7dDJI+0nao6nA5NT9a8v8b3ttOmvWmu6nPFew2Sf2fY291LEs4MZLyCNCPNG4MCWDKqpyANxPp6/dH0p9BX1M/UtesNKuoLa6a4e4uAWjitrWW4baCAWIjViq5IGTgc1o1xP9l3rfFaVh4g1JUGnrN5QS327fOb91zFnbx1zu/2qdZ6Te6xr2uXDa7qELWeqxi0iSZhFEqxws6lAQHD5IIbIGcqASSVHVL5/g7Dlo2vT8rnaUV5rFqZk1VGGrXf/AAlH9smKTS/tjhRaiYqSbYttCeR8/mbck4OcnFZttcagt5DdtrGpu5ubZzG145jO7UXhxtzjHl/Lt6HqQWAIFq4ru7fqD0v5f52PXKpW2taXe6hPYWepWdxeW3+vt4p1aSLnHzKDkc+tWpg5gkERw5U7T744ryrwg1xfah4TT7Zard6WJI7vTLaPMlopidZDcO3zbnkCEDCDJP8ArMBqFq7A9rnrFZum+JND1m4e30jWdPv5o13PHa3SSsozjJCkkDNOtNb07UL/AFGxtbkPcaaypdoUZfKLLuHJAB454JrjvDuqtFp7aHa6lYeJ9MtNKcG40eMq8WxQqxsRI6s7gnGCpG08EHhN2Tflf9RpJ/edF4dPhr+0NRPh/U4b67dlN5jUmu3TBIAO52KAZYAcCtGw1vStVWdtL1OzvRbnbMba4WTyj6NtJx0PWvKrW7uNW02aLTby31u5j8NTw2x0yUFrPIT9zNtXmRtqgMNmdjYjXBNF81zrNvd6jpFxa6pGmimG4sdMjKxQxiWJltiwBdpNvnA5AOOkaknNNW0f9Wv/AJf1pdLX+vT/AD/rp6rp+t6Vq1pJdaVqdnfW8RKyTW1wsiIQMkEqSBwc07TdX03WrZrjR9QtdQhV9jS2s6yqGwDglSRnBHHvXluoPcavb69qulXlrrsUlhardLp8ZW2ZUn3GAFd7MwiMm/7zYcfKoIWun8HSNqHi7VdVg1W21W3uLSBJLixjC2wkVnxGhBJLKpG4lifmH3RhQL+v68+gdL/10/zO1lljgheWd1jjjUs7ucKoHJJJ6ClVldAyMGVhkEHIIrH8Xab/AGr4S1K1AuGdraQxrbzPEzNtOBlCCQT/AA9D3BrlFv8ASIvBdo+g65PLYSXNumqXUeqS3D2kRHzZdnZoB0DEbdoJPGMiU9WvT8QfT5/geiVBe39pplnJd6ldQWltHjfNPII0XJwMseByQK5/wZcRztqi6bfT6jo8dwosrmW5a4DfIDIElYkuobuScHcM8YFbx/czWEmg3yvbw20F+fOubvd5FqWidUlkAxkBiAMlRkr8y9QwR1Vpd21/aR3VjcRXNvKu6OaFw6OPUEcEVDqWr6bo1utxrGoWthCzbFkup1iUt1xliBng8e1cp4Vv7Xw/4W1rWNT1DzdK+3y3SXohwkiME3uioD8hk3lcZyCDls7jpeK7q2itdL1A+INM0Uw3HmwTamuY5d0TrtwZIznD569ulD/y/EF/n+BpzeJNDttLh1K41nT4rCc7YrqS6RYpDzwrk4PQ9D2NW7m+tLOxe9u7qGC1Rd7zyyBUVfUseAPeuEuNbnT+xfEWoyaPb3jwXFotrqF09qJ1Mi4mgUo7EsEU+XgnDqN3HOXqtjrMHge0sb7Rb260+z02advsxhiQSkP5aukkoZVjXB2gNzt7pzMnypv+uv8AX4DirtL+v6/4c9I1DXNJ0i3iuNV1OzsYZjiOS5uEjVzjOAWIB4pdQ1rS9I8n+1dSs7Hz22xfaZ1j8w+i7iMnntXnuoahNDrFjPqctvoFpeaItulzqYWQxHefNjQBjGXdfLYZY/cHyNggZsIudLjtbDXbuDSre78PwWy3GoR75nUFw9tGhwnmlWTOd3IX92w+7UtL/wBd/wDL+uqjql8vxt/n/XT2Giuc0fUo/D/hPw3a+IpnhvLmK3s13xsxacx/dJAOD8p5OBkV0dVJWbQk7oKK4HxLqkOn+OIHn1KK8A8hI9Kt9ZktrqJy/LC3Q7bgNuUkPjAU9QcVm+M/EjQeJriOzna3vLGa2VFfWZYXcFkYlLNFKSx4Ygu+P4uQFFStbDelz1CqT6vYx65Fo7z4v5YGuEh2NzGrBS2cY6kcZzXM3U18viK58Oi7ugb27ivYZhKQ0Vt96VVOc4Dx7eOgnUUyfXNGsvitbWw8QRpLcWc0dxZyamWUTb4BEohZ9qOQWwAATk9aI6tL+tv89B9/6/rQ7aivPbIXS3Frqr6pqMkzeIri08p7pjCIPNlUR+XnaQMAgkFhgAHAAGT4e1T+2vHdpFNq1zFewX929zE2uAR3KKXEUaWizblIG0kNGvCNu3E0LV/15P8AUJLlbX9dV+h6xRUV0xWzmZSQRGxBHbivKNBudUhu9InTVtSu5pWtsxXF27pI0lhJI2VJwcuiHHQY4xliVff+t7/5Bb9fwPXKrtfW6alHYNJi5kiaZI9p5RSoJz06sv515vpeqybbCfQNVvdT1prKeTVrOa6eYQyCInDwk4gYTbVCKF4LDBxxHYXtub577wlqN1reojw9cuZZLqS5BuMxEKASURs8mNAuMrlQCtPrb+tn/kLdaf1qt/vPUpHEUbSMGIUFiFUsePQDk/QVU0rV7PWrRrnT2lMayNEwmgkhdWXqCjqGH4iuK8D6pm8ubhtc02Wwis/Muo/+Egkv5I3Bz5jiVE8gY3bl4GccDFa3gfW9K1RtZj03U7O8cajNKVt7hZDsJGGwD0PY0fat5X/FIV9L+f6XOqkkSKNpJXVEQFmZjgKB1JNCSJLGskTK6MAyspyCD0INZnibThqvhm/tD9oLPA+wW87xMzbTgZQg8ntnB6GuOtr3TLf4fxv4e1m4mj3WiapKmpS3MlnESol+87GHC7s427Rk8bchLVten4jfT5/gejUVyvg64hm1DVk0fUZ9S0VDF9muZbtrpfNKnzFSVixZR8h6nDFhnjAt+M7m4tfD2+CeS1ha4iS7uYsh4LcuBI4I+7hc5b+EZbIxmm9ARsXV9b2b263Mmw3MohiG0nc5BOOOnCnrU9cJqEOj6hpeiweH9Zmu7STWFV7qDVHunB8p9yiVmdl444IIzkYPNZWqX97p2ntYfbJP7Mt9Zmglub3V5rbZH5YdEkugryKN74BJGcKpbnBSe/8AX8v+YPS39d/8j0K+0ay1K6tbi9jkla1fzIozM4j3AghmjB2uQQCCwOCMjBqWbULa3v7ayll23F0HMKbSdwQAtzjAxkda4P7fOvhbRf7W12EaPNeyrdalYam0irCN5ija7AVsbgqGT5SSACSWOWeJrieOTw5L4IuBqIEN35U4ujdO0eE3tG7lvMkAztDNjOAeBim9EC1Z6RRXnF/qegpP4cjbxXc22hT2l2zzy6u8TXDq0WFeVmDhgS3AKsMFeBlaij1FWt9Lj8aaxe6XpxsZHgnkvZLIzyeaQvmSgqxfyghCE87mJBI4Hp/Xr/kP+vxsd/qWsWOkG0Goz+T9suUtYPkZt8rZ2rwDjODyeKu15vqGu29joXha78Qa4+n6r51uXjuL82zSwlwGaWHcqt8o53Lwc9OlXdfR9V1zVzDq9/Fa2+hRXVstjeNEhkLT4lyhGeFHGdp4yGwMDaUXJ9G/wVwS5nbyX4ux25uIVuUt2mjE7ozpEWG5lBAJA6kAsMn3HrUlecavBpP/AAkmg6z4k1K60+C80yUSXJ1ae1iEx8gqgKyKqZAc7RjdtyQSKseLtVt9N8UWs02qQ3UaRRBNJh1qS1ut2/70cSH/AEkuCBtfA+Tgncaq1ml/XUm6ceZdrnf1Xtr63vJbmO2k3vay+TMNpG19obHPXhgePWrFeX3N1axeJNcSz1uZNe/tmH7JpsV4RuUpBvLQKRvUru3MwIUKSNuCalayt5fqv8weiv8A1sz1CivMZtT1KXx1NDJqdlYXqamiQQXmuyws9vlRtSz8vy5Q67sNkncfvArtGgmqQ2/xKMMmpRarLPdGOKCz1mTzbMeXgrLZg+WVUqxMh5BYccZojqk+/wDX6/1pdvS/kd0k8MsssUcqPJCQJEVgShIyAR24Oakrg9LstE0v4ianBeandW9/NNFNZ29xrE4+0KYwCRG0mJQGVhjBxjHAArupS4hcxDLhTtB7ntSv7tx9bDqK828MakLnUdCay1e8vNXuFkOvWcl48gtv3bFt0DMRAVm2KAoXgkcip/CX2m3XwpfXGq6hdSanp8jXf2u7Z0bCIykITtUr03AAkE7ixOapq2/9biOy0nXLHWluDYNPm2l8qZLi2kgdG2hsFZFU9GBzjHNaFcR4c1fRtf1zxZZabrdrM93OrRtZXimTZ9liQyIVOeG43DoR61L4Z1G81G6+16nczRR6JaNZ3gLFUlugf3rsO4VUVlPTEppbb9r/AIf0vmNrt/X9fodUl9bvqEtikm65ijWWRAp+VWJCknpztPHXii+vrfTbGW8vZPKt4V3SPtJwPoOa5iF9Ui8C6trdjGx1bUI5LyFChdkG3EKhe5CBfl7tn1rLv5dAuPh5rv8AwjviCTVZDar58jao928ZPQlXZhGTzwFUcYxxgFn1Jb0uj0OivO9Zk1HQR4is9Iu764WO1srgtc3ckjxCSWRJnVyHZBsTPyqQuCQvaobHUtRXwnrU+k6tZ3FuskARtP1eTVpLRSwE7+Y6bshPmCndggnpxR/X9eRVtUj0G91C106OJ7yXy1mmSBDtJy7nao4Hcnr0qzXnWuS6c3hO3bwVqcWsSjWLTY0+rSXiCXzFwrOWcqOmQPyqKbVrZPDlg994hvLGd9UWLWpLi98l7dzG+6MgnbEhwAu3AxtZSSQ1Lp87fl/n+Quvyv8An/l+Z6VVXVNTtNG0q51LUpfJtLWMyTSbS21R1OACT+Arz5dR26bEtxq15H4XfV5EGpteyBjb+Vlc3JIcRmbKh93ICgNg8pqOp2cPw01ua5164htYprj+xL2TU3ikuMRkoFlDhpRv3hcltwVT83Bp9P68vx12HFXkl52/P8ND0qKRZoUljOUdQynHUGmyzwwNGJpUjMr7Iw7Ab2wTgepwDx7VyV1cweJNR8PxWOsTSaddW9w0r6delROU8vgyRnIw2eVIPBGcEg4d7b2134S8O6lrt/fJDZagYJ7s6jNCEiV5Y1eRlcDdnYDIeeevJoejt52Ji7xv5XPTaKqaU1m2k250u6+12hQeVP8AaTceYvr5jElvqSat0DCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKpppkMeuT6oGk8+a3jt2UkbQqM7AgYznMh7+lc944sIpJNHvpXld4tVs0ijLny0JmGWC9CxHGTkgZAxlsweO9P0zVHjsI7OO78RXkJSwkOS1iAebgH/AJZBSQSwwWIVeTjAtr+dvwX+Y+tvK/4/8A7So554baFpbmVIY1xl5GCqMnA5PvXD+L9Jjs9Un8SaroWj63YW1hEkhvnAnh8t5GYxK0bKzMHGBuXJAGe9bmpP/a/iLTtLUfuLYDULtSB2OIUPplwW/wC2VMT0/r+uuh0FFcjrFjHF8SPDl4Xlkmla5Ub3yI1EH3VHQAnk9yepOBiDVtP03UPHNrHo1pGdZtriO61DUlGWtoQMCEv1/eDgRg4wSxHTclq0hdGdrRXCX+nQ6J4wfWNS8O6Pepf6lClvf7wb2FmRI1Co0XIDKScSZC5OOMV3dHS43vYpJrWly6tJpUepWb6jGu57NZ1Myjg5KZyByO3cVdrnvDf/ACHPFP8A2FF/9JYKp6Z4u1S98QLp8+h+RAzupuNl8MAA4OXtEj5x/wA9Mc8E8ZO3pcbVrnW1DdwSXNpJDDdS2juMLPCELp7gOrL+YNcvoni7VNT1hbO60P7LEwYmbZfDGASP9bZxpz/v/TPSm6T4x1XUL9oLnQfs6CN3Enl34yVBIH7yzRef97PoCeKHsGzNix0W/tLxJrjxPqt9Guc29xFahH4xyUgVuOvBHStiuP0nxjquoPdC40H7OIbZ5kPl343svRf3lmnX/Z3N6KadpPi/VNQS9Nzof2c29s00Y2Xw8xh0X95Zp1/2dzeimgR11FchpvjDVb22v5J9C8hraAyxr5d+PNbP3fns0P8A3wHb/ZpdO8X6pe6fqFxPofkSWsYeOPZfDzST0+ezVv8AvhXPsKNgOuorjrTxlq1xpN/dSaD5ctqI/Li8u/8A3u5sH71mrcdfkV/faOadb+MNVm0G7vn0LZNBIipB5d/+8DdTg2Yfj/ZRh6kUAdfWdrOjrrdqLW4u7mG1Y4nhgKAXKHqjkqWCnvtKn3rCi8X6pJ4dn1FtD23EU6xrb7L75lI+9g2Yk/KMj/aFNHjHVT4dbUP7B/fi5EIt/Lv+V253Y+x+Z14/1e3/AGs8UAdeAFUBQAAMADtS1yLeL9UHhtdRGh5uDc+SbbZfcLtzux9j8z2/1e3/AGs8UyXxlqyaDBfLoO6aSZo2g8u/+UAAhsCzL857oB6E0AdjVObTIZ9atdTdpBNawywooI2kSFCc8Zz+7GOfWubuvGOqwaLY3seg+ZNcmQSQ+Xf/ALracD7tmX5/20T23dadfeL9UtdH0+7i0PzZboOZIdl9+6wcD7tmz8/7aJ7Z60bAddRXIX/jDVbTTtPuIdC86S6jZpI/Lvz5RBxj5LNm/wC+1Q+gPWl1PxfqljaafLBofntdQeZImy+PlN/d+Szc/wDfYQ/7NAHXUVx2p+MtWsVszBoPn/aLZJn/AHd+fLY5yvyWb9MfxbW9VFO1jxhqum3MMdtoX2lZIElZvLvztZhyv7uzcce5DeqigDr6K5HXPF2qaXqIt7TQ/tUZjV/M2Xx5I5H7qzkXj/ez6gUav4v1XTtaazttC+0wjZibZfHOQCf9XZunGf7/ANcHIBuB11Fcle+LtUtvEh06LQ/NtxMsf2jZfdDjJyto0fGf+emPUjnBc+LdUh8SnTU0Pfb+esX2nZffdJA3ZFoY+/8Az02+rCha2t1DY62iuSHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/+s2/7WOaIvF2qSeJv7NbQ9tv9oMX2nZffdzjdk2gj/8AIm3/AGu9C1tbqD0vfodbRXJWPi7VLrxGNOl0Pyrcysn2jZfdBnBy1osfOP8AnpjngnjKaJ4u1TU9YWzutD+yxMGJm2XwxgEj/W2cac/7/wBM9KN1cNjrqK5DRvGGq6lqRtrrQvs0ex28zy74cgZA/eWaLz/vZ9AelS+HPFep6zqhtb3RfsUfll/N2Xo5GOP31pEvf+9n2NAbG9p+saZqxmGlajaXpt22TC2nWTy29G2k4PB4NXKwNL/5HrX/APrhafykrdkYpGzKjSFQSEXGW9hkgfmaNgWo6iqOmX9zfxO91pN5pjK2Al28LF/ceVI4x9SKnvbQX1nJbPNNCsmAzwSGN8Z5AYcrkcZGCM8EHmgCeivPtK0ya7+FcVlptt50aX0vmWUbKn2iBbty8IJIA3KCMEgHoSATS6Smpxad4ki8K6YmlIksQtbFHizC+B5yqBuiR8chcsu4gt1YADsegUVh+FdQ+3adPFNcahLd2lw0FyuopCs0T4DBT5IEZG1lIK54PJzkB/i2xjv/AAvfxzvKIkt5HaNH2iTCN8rY5K55x0OMHIyCpvli5fMcVzOxs0VxNxoUuu+BvCyxafp2pLapBPJaak5WKVfszJgny35BcH7vaqWsx2GsfB3UpLaxXTba0tLtVsrRwtv5ib1JGwAOm4MV4AOQSuQMXNcra7Ch76i+56HRXCeKtW1myu7KHSdS+xxrZxzMvkJJ5jGeKPB3DO3EhyBg8DBHeP7f4muPD1rPb3OoXMVvd3sN5PYLaLduIpnSNtsyiIjCndtAOduBjIqel/63t+gR97+u6ud8WCqWYgADJJ7U2GaK4gjmt5ElikUOkiMGVlIyCCOorm9V1GPWtA0qz0u4adNeCATFdrG2K75JCMDGU+XoMM68Co/Fs2rae1vPYyX9vo9vBI11Jpa2xmiK4IJWdSDGFDcJ82cYBoej1Ba7G9d6RZX19a3d3E0sto2+FWlby1b+9sztLDsxBI7EVdritas5tS8aaBc2fiG/s4rq1nMPkR2+B8sZ+XzImOWHJBz04xzVbXNY8Sv4iv7DQE1KeTTYIWjjtxZCO4dgWzOZWV9jY2/uwuMNyTwp5MN9Ud9RXB69q+t27eIL+HV2tYtIMLQWSQxETu0aMYnZgSQzHaApVsseTwB3gOQOMUdLgFFZ8uo3UerJaJo19LA2M3yPB5KfUGQSceyGtCgCnb6vpt5f3Fjaahaz3dt/r7eKdWki/wB5Qcr+NY9p4Lt7ae1Emqajc2VnP9otrCYxeVE+SVOVjEjbdxxudvU5IFTD/korf9gof+jTWFpmtarMNF1eTWGmXVb57Z9L8mPy4lHmZCEKJN6eX8xZiOG4HGFF3s/63t/XYHpdf1tc7uiuS02/1W18Xta+IZ9QjF3LMtiirbtZyqPmUKVXzlcIMneQuQ2M8UaJf6rB4oez8ST6gk9yZzaw7bdrORFcEGNkXzQQhXIkI5LYzjIa1sHc62is7T3kbVtUD6vFeqsqbLREQNZfIPlYg5Jb73zY4PpV6eMzW8kayPEXUqJI8bkyOoyCMj3FAD6K5XwPaQ2EniG2tlYRx6u4G5y7H91ESSxJLEnkkkkkkmneMdZhPgPV7zS7wTrbgxzyWUyl4wGAlAbOFYLu6kY9qG7K/kmC3t52OoorypNDvkvtW0/R9OsbO0uLO1uZtG02UBHQTHKliFTfLGrqeFHyqCxHzDa8O6fp1zJ4gtLzQbWx0FDC39m3CwyRQyqpMm5ELRoeI22qT1DHBJAOlxdbf1tc7uiuM8I+HNOfQbu9tbJdLg1icXItrNBbgQKMRKQoGNygM3Q5cg8cVe+HIA+G2ggDAFlHgD6UDOloqvfXMtpZvNb2U99IuMQW7IHfnsXZV9+SKLG5lu7NJriynsZGzm3uGQunOOSjMvPXgnrQBYorA8V6lLaRWdnZSagt5eylYk06OBpmCqWbBn/dqABzu57Dmue0nxHquu6ToNr/AGg9jJqE93FLfqsDSsIHZVVR80XmOF3EgMuFfaOhAB2k2mQz61a6m7SCa1hlhRQRtIkKE54zn92Mc+tXK5jVZdRi1PRdAg1ee3+1xzPLqTRwmeQxhcIoKeWGbcSfk+6jYHcTvfz6b4lstPutRaS2XS555pbgRqztG8Q8xiqqBgM2cADnpRf9fwuwe39d7HQUV5/pGo+IvEcejRQ64bJLnQ0vJ54reJpGmLAAruUqAe42njpg8hfFWvavp9h5Md3epqdhpgu706bHa/Z0YgjdI1yQShZGwEw2A2eq0PRXfn+F/wDIdtbf10/zO/orkYr7UvEOuCyi1WXR4odOt7zFokTSTtKWz/rUcBF2Y4GSW68cprusarp2q32l290PtGpQx/2QzRKfKkLCOXjHzBMrKc54LdhTaadupKaauac+gajNcSSR+LdYgR2LLFHFZlUB7Ddbk4HuSfetpFKRqrOzlQAXbGW9zjA/Ks6cyprunR/2zHEvky77F0TfdkbfnB6jb32jHzc9q06XQYUV5Hdpc3eoXuqx2dpFqdj4hWH+0J33XJHnKkdvEq8pG0TLncR1c7Du3V6qL60OoGxF1D9sEfmm38weYEzjdt64zxnpQtUn/W1weja7f52JZFLxsqu0ZYEB1xlfcZBH5isW30DUYbmOSTxbrE6I4ZopIrMLIAfunbbg4PTgg+4rkbE3S6xH4iv7bSbueTWZNPAlt2e7gXzXiXy5S2ECrhjGqAEbmzliazvDKXM174Z1uOztbS8uruWC9uC++7vnKyGZZCvCxoyZCksRtQYTGCR1s/6/rUHpddv+D/ket0VxWhabp8vjaS/8M2sdtYWsMtve3cYwNQuGdTy3WQx7Wy5J+ZyAc7sHhrTdNfxfNqHhe1jttMt4JLW5uYwQNRn3qdxPWUptYGRiSWdhk4aha2/r+v8Agg9LnYXMTz2skUVxJbO6lVmiCloz6jcCuR7gj2qnYaHZ2WkPpzq15FMXa4a6w7XDOSXL8YOc9MAAcAAACtGqGnajdXs0yXOjX2nLH92S5eBll/3fLkc/mB1oAvjjpRVDXBfnQrz+x5BHfrEWgJUMC45CkHscY/GsBfFPn2Gp66t1JFpEFlD5QWAOxldd5Yd24kjUDOM7s0dwOpurq3sbWS5vZ4re3iUtJLK4REHqSeAKSzvbXUbOO70+5huraUZjmgkDo49Qw4Ncr4O1jUrnXtX0nVGv3NnFbzL/AGl9l89TJvBU/Zjs2/ICMgNyc8YrR8Ef8inB/wBd7j/0fJTtYV9bGvfahZ6XZvd6ldwWdtHjfNcSCNFycDLHgcnFQT2tnrcWn3cdx5sMMq3dvJA4ZJPlIBzzlSGzx7c1cm/1En+6f5Vw2nX11B4D8E2FndtYHU4re3e7RVZ4gLcyYUOrLuYpt+YHqeM4pJX+Vv6/Arp953lFcUl54iuNE1S0067mvrnT9TFsLyNIUuJoQEZ9m9fJMilinICnaehqV7/VtR8IW8nh+41K4uIrsw3rOtsl6oRmWRV3KIN6sAP7pUNg5waP+B+Nv8xHYUVzKamNQ8Crd2niCTTXDCN9R1GGLfG6S7HR1+WPduDJ8vGTkZ4z01O1gCiuR+I1lHN4ejupHkJgvLTZHvIQE3UXzEDqccDOcdutdPdX1pYpG19dQ2yyyLFGZpAgd24VRnqT2HU0kBPRXJeOLCKSTR76V5XeLVbNIoy58tCZhlgvQsRxk5IGQMZbPNeMYf7T1zxLHcW1r5unWMc1vqF44zp8Wxm82BR83mF1b5soPlX5jt20rpK/m/yT/Udryt6fnY9Sory/WPt9/dajqGrQ6NOND0+3ufseqQNMCTGXdlG4LESysok2uflxgYO7Y8Q2On6zr1hFptkn/CQtJb3Ul6RmTT4FYMcv1UOAyBBjcWY4xuNVbW3mSndX8v6/NHcUUVny6jdR6slomjX0sDYzfI8Hkp9QZBJx7IaQzQoorkrbVdVl1RNFa5Y3kOpyefP5SjdaBRKvGMciSOMkc5yetHWwdLnW1Ts9X03Ubm5t9P1C1uprRtlxFBOrtC2SMOAcqeDwfQ1xcHim+l8Y6abafUZNN1G+ntALmK1S2YRpJkxAHz9waMAl8qfm6ZWt+y/5KNrH/YMsv/RlxTWquNq1/wCutjoaKZLKkELyyHakalmOM4A5NcBoXirU5fEMSudTurS+0ua/hjvo7VN+0oUMKwkuqsHIxLlvu85DVN/6/H9Asz0KiuT0e71JPCLeJbjVZ9Wkm083a2MccKwKxXeEjKpv4+78zt781G0+qWPgDUdePiGa/uH0t7qEiKAQRP5ZcGMKmSucY3s/AGSetU9G0+n/AAf8gj7zVuv/AAP8zsKK4jxH4lv7VdVTTL6IT2ugm8RdqtslJO1yMZwcdOlXbmbV/Dum399rOsveW7wxCLyrZBJFcM5UpEoAG0lkC+YzEH7zEZpdL/1u1+hKd/w/G3+Z1VFedW/ivWbPS/EEM73BudPltUjl1UWxktxOQpaQW52FUB39jjrxzXQ6nHqmgeH3vE1m81JrWZLic3UUG5oAR5iARxqPu7mHGcjrige50lFYWmXt3qNhqmoNfpDaSyOLCTYu2GJF2+YT/ECwZ+TjbitHSGZ9Fsmk1CPU3MCFr2NVVbk7R+8AXgBuvHHNAFyiuN8dEz6roGnzWEWpW15NMv2S5kVLeaZUyglJByoG9sBWOVBwccP8E3KaP4Quv7VvrSKysb24ijn3+XBHGJCNilicIrbkGT0UdOgSd7/12/zB6W/rv/kdfRXNeLdDfW/7Olj0vStXitpHd7bVJNsTAoQGB8uTkfT8awp4bTWtL0TUz4Zjv/D8dpKp0tTbiK2fKhZQsjLGyBVcBgcgNkD5jgA9Corx7X9Rurj4cx6Xq0Ooi2j0ma5eWGzuLiO4OHECGZUI2qArszbc/J2LVf1ox+JdamtZdPgmgXRY57ebV1aFLJS0iyzLEwEhlGEx9zgffXIy3or/ANdf8g7ef/A/zPUqKyvC013c+D9Im1Es13JZQtMW6lygyT75opyXK2hJ3Vx+p+G9D1qZJdZ0bT9QkjXaj3dqkrKOuAWBwKivPCXhzUWiOoeH9LujDGIojPZRv5aDooyOAPQcVh+JtVuIPFkNj/a2s2FsbHzsaTpou2Z9+Pm/cSlRj6Vd1LxJqNnqU2naXpI1BrWwjvZZ7m6FuCpLgrgITvPl5AwF5OSuBmU1y3/rS5Vne39dP80aj+HNEkvre9k0fT2u7VVS3na1QyQqv3QrYyoHYDpVqCxt7e8ubqKPE90VMzliS20YUc9AB2GBkk9Sa5ufxldTxTXOg6Sl/Z2lrHdXMk115L7XTzAsa7GDsEwTuZByBnri2niO81LVGtfD2n293DbrE11cXV20ATzFDqqARuWbYQxztHzLyecVrexOlrlu88KeHtRvzfahoOmXV2xBNxPZxvISOB8xGeMD8qJ/Cnh251I6jc6Bpc16XEhuZLONpNw6NuIzkYHPtXOv4j1TS/EHiF/sJvNNtb+3SSWS82mFHhhBESbTuwWLEEoOeCxJA7il2KZQi0LSIdWfVYdKso9RkBD3iW6CZu3L4yeg71frk9Zh1WHxFp0GneJNQEt5deY1m0Ns0MdumGk/5Zb8YIQHdkFwe1aN5cS3viuz062lkjis4zeXZjfbuzlIozjqCd7Ef9Mx1BoWqQnoO07R77T/ABDqd4t9bvY6hMJzbG1YSo4jSP8A1nmYK4jzjZnnrWzXNabfasfH2oafqNzG9uunw3EUEUYCxFpZV+8fmY4Rck8Z6AVT0HVJX8RPBq2t6vHdPcXCw6fdaesFtIqu20RyGBTIQgDYEhJAJ5ANC1S/rbQb0b/rpc7GiiigQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAY+kaRe2Wr6lqGo31vdSXvlqqwWzQiNU3YBy77j83Xjp0rYoooAKhvLK11GzktNQtobq2lGJIZ4w6OPQqeDU1FAGTD4T8O21jcWVvoGlxWl1t8+BLONY5dpyNygYbB6ZqxJoekzaQulTaXZSacoAWza3QwgA5A2YxweelXqKAK9hp9lpdmlpplnBZ2yZ2Q28SxouTk4UAAc80zUtJ07WbYW2safa38CsHEV1CsqhhxnDAjPJ596t0UbhsZDeEvDj6amnt4f0trJJDKtsbKPy1fGNwXGAccZ61PfaBo+qWcNpqWk2N5bQY8mG4tkkSPAwNqkYHHHFaFFAGfb6Bo1pbpb2uk2MMMY2pHHbIqqNwfAAGB8wDfUZ61He+F9A1JY11HQ9NuxGzsgntI32FzucjI4LHk+p5NalFAFf7Ba/wBoJfeUPtEcJgR8n5UJBIA6DJUZ+g9Krah4e0XV7mK41XSLC+nhGI5bm2SRkGc8FgSOea0aKAKmpaTp2s2wttY0+1v4FYOIrqFZVDDjOGBGeTz71BfeHNE1QwHU9G0+8Nsu2A3FqknlD0XIOBwOnpWlRQBhw+E9MXxNd65dWdpc3szo0M0lspktwqBcK5yexPGOtblFFG2gBRRRQBlJ4W8Px6p/acehaat/5hl+1rZxiXeerb8Zzz1zU8OiaVb6rLqdvplnFqEw2y3aW6rLIOOC4GT0HU9hV6igDOsvDui6bfy32naPYWl3MCJLiC1RJHycnLAZOSM/WjT/AA9oukXMtxpWkWFjPMMSS21skbOM55KgE881o0UAQxWltBPPPBbxRy3DBppEQBpSBgFiOpAAHPapJYo54XinjWSORSro4yrA8EEHqKdRQBmaZ4a0LRZ3m0bRdO0+V12NJa2iRMy5zglQMjirdtp9nZRSx2dpBbxzSNJIkUQUO7feYgDknue9WKKAM2Dw3odtpc2mW+jafFYTtultI7VFikPHLIBgngdR2FTppOnR6V/Zkdhapp+wx/ZFhURbT1XZjGDk8Yq3RQBWvtNsdTsWs9Ssre8tWxuguIlkQ4OR8pGOCKj0zRtL0WF4dG0200+KRtzpaQLErHGMkKBk1dooAKKKKAKepaRpus262+safa38KtvWO6gWVQ3TOGBGeTz70ybQ9JudNOnXGl2UtiWLm1kt0aIsW3Z2EYzkk59eav0UAZ82g6PcaSml3GlWMunx42Wj2yNEuOmEIwMfSiXw/o01vaW82k2MkNkQ1rG9shW3I6FBjC49sVoUUAV7ews7Ty/stpBD5cQhTy4wu1B0QY6L7dKgvtC0jVLqK51PSrK8nhGIpbi3SRox/skgkfhV+igDO1Dw9ourRwR6rpFhepbjEK3NskgiHH3QwOOg6egqE6LNceJYtTv7qKWGzVlsbeO32GIuAGZ3LHecAgYCgBjkE4I16KAIXtLaS7iupLeJ7iFWWKZkBdA2NwB6gHAzjrgVNRRQBTbR9MfVl1R9OtG1FF2LeGBTMq88B8ZxyeM96lFjaDUDfC1h+2GPyjceWPMKZzt3dcZ5x0qeigCkui6WmrtqqabZrqLrta8ECiZhjGC+N2MADr2pYNH0y21KfUbbTrSG+uBtmuo4FWWUccM4GT0HX0q5RQBkWXhPw5pt4LvTtA0u0uVBAmgso0cZGD8wGeRS2HhTw7pV4LvS9B0yyuVBAmt7OONwD1+ZQDzWtRQAUUUUAFVV0ywSwlsUsrZbSbf5luIlEb7yS2Vxg5JOfXJq1RQBlxeGNBgsZbKDRNOitJlCSwJaRiORQSwBUDBAJJwe5NQjw9HpNm0fg220jRJJHDSkabuSQAHqsbx889ST34raooAxI9GvdQt5bXxc+j6xZvgrAultGoYHOWEksgP5DFWIvDOgwaVLpkGiadHp87b5bRLSMRSNxyyYwTwOSOwrTooAzZvDmiXGlRaZcaNp8unwndFaPao0UZ55VCMDqeg7mi48N6Hd6bBp13o2nz2Vucw20tqjRxHGPlUjA6np61pUUAVW0rT301dOewtmsUVVW1MKmJQpBUBMYwCBj0wKtUUUAZ+qeH9G1to21rSLHUTECIzd2yS7M9cbgcZwPyqQ6PphsrezOnWhtbVle3g8hdkLL90quMKR2x0q5RQBm6n4b0PWpkl1nRtP1CSNdqPd2qSso64BYHAp02gaPcvZvcaTYyvYY+yM9sjG3xjHl5HyYwOmOgrQoo2ApXmi6XqN5b3eoabZ3Vzatut5p4Fd4TnOVYjKnIB49KrXvhPw7qV817qOgaXd3bY3Tz2cbyHAwMsRngAVrUUAFFFFABUItLZb1rwW8QumjEbThBvKAkhS3XAJJx71NRQBnQ+HdFttQe/t9HsIrySTzXuEtUWRn5+YsBkn5m59z61XXwpolrdSX+laLpNpqh3tHeCwTersCCxK7WOcnPzAnJ55rZooAxbW18ULdRte6xpE1uG/eRxaTLGzD0DG5YA++D9Ks6f4e0XSJTJpWj2FjIc5a2tUjPOM8qB12jP0HpWjRQBQtNC0jT9QnvrDSrK1vLjPnXENuiSS5OTuYDJyeeaSy0DR9NuLi407SbG0muc+fJBbIjS5OTuIGW5PetCigDNtfDmh2NtJbWWjafbwSKUeKG1RFZT1BAGCD6VdurW3vbWS1vYIri3lXbJDKgdHHoQeCKlooAo2WiaVptq9tp2mWdpBIux4oLdEVl54IAwR8zce59aoTeGYbXSJdP8AC0Wn6FHcN/pBt7BfmUjBKhSoD4xhmDAY5U1u0UPXcFpsVrXTrWz0qHTYIVFpDCIEiIyuwLtCnPUY4qW3t4bS2jt7WKOCCJQkcUahVRQMAADgADtUlFNtt3BaKxWv9OstVs3tNUs7e9tnILQ3ESyI2DkZVgQeeaSTS9Pm0sabLY2z2AQRi1aFTFsHRdmMYGBxjtVqikBQ1LQtI1mOKPWNKsr9ITmNbq3SUJ9AwOKW+0TStUa3bU9Ms7xrU7oDcW6SGI8crkHb0HT0FXqKAGTwRXNvJBcxJNDKpSSORQyupGCCDwQR2qrfaNpep+R/aWm2l59mbfB9ogWTym9VyODwOnpV2igAooooAxtT8PPf6smo2ms6hplwsHkMbRYGDru3ciWN+/pisy+8L3upeLLmeTUr+0sJNNgtpHtmhU3RDyl1YlCy8MOU2feODxxc8SazqelXWnfYra3NrNeQQTzTMSSJJAm1FBHIByWJwOAA2SVZ4u1PWdF0651XT5NOWzsoPNkhuY3aS5bP+rVgyiMngA4fJb7ox8wkreWv9fiPW9uun5/8AW98F2VzJL9lvb3Tre4gS3ura0dBHcxqNqq25Sy/KSuUKnHfgYsS+GlGp/bdM1K90suqLNDaiIxzBOFysiNtwOMrtJGM9BjK1bxLdQeLo9Ij1vRdHD2sEsUepQF5bh5HkUon76PpsXgAnLVsa5fXEUthp+nyGO7vpwBIEDeXEnzSNg8fdG0deXXinruLy8hLjw1Z3MeqJJJOBqk0c021h8rIqKNvHAxGvXPU1sVz97rWp23jLS9O+zQR6feGVDI7FpZCke/KgHCgHjnJPPC4GY9Y1XWdJ1iydn0+TT7u9jtEtVjf7QwYcyCTdj5eSV2H5VJ3ei6pf15BfRvsa0WkwRa7caszySXE0KQKHI2xIpJwgA4yTk5znA9BTdM0v7BcX9xLN5899cGZ327dqgBUQDJ4CgfUljgZxWHB4iubnxtd6SNe0S2+z3CxppskJa7mTylcsD5w/vNz5ZwF711lC2T/AK7g97GBb+Fng8USa4de1OWWRBE8Drb+UYwzMqcRBsAued2fUmp4fD2NWjv7/VL7UWgdntorjyljt2YFSVEaKSdpKguWwCfUmq2iy3174o12S41O4a2s7tbaGyEcQiAMET7s7N5bLt/Fj2q3beLPDt7qAsLPX9LuLwsVFtFeRtISOo2g5yMH8qFol/W43u7mtRWRZeLPDmpXgtNO1/S7u5YEiGC9jdzgZPyg54FJaeL/AA1f3BgsPEOlXMwVnMcN7G7BVGScBs4A5JoEbFFY9p4u8N37Six8Q6VcmGJppRDexv5ca9XOG4UdyeKW08W+HL9ZzYa/pdyLeMyzGG9jfykHVmweAPU8UAa9FY9t4u8N3sc8ln4g0q4S2j82dor2NhEn95iG4HuaW28W+HLy3uLi01/S54bVQ9xJFexssKnoWIOFHuaANeiseHxf4auLS4uoPEOlS29tt8+ZL2MpFuOF3ENhcngZ60R+LvDcthNfReINKe0gZVluFvYzHGW6Bm3YBPbNAGxRWQni3w5Jp0moJr+ltZRuI3uRexmNHPRS2cA+1IPF3hs6cdQHiHSjZCXyTc/bY/LEmM7N27G7HOOtAGxRWQfFvhwaaNROv6WLEyeULr7bH5RfGdu7OM45x1pG8X+GksEvn8Q6UtpI5jS4N7GI2YclQ27BI9KANiiseXxd4bgsoLyfxDpUdrclhBO97GElKnDbWLYOD1x0pZ/Fvhy1s7e7udf0uG2ugTBNJexqk2Dg7WJw2D1xQBr0Vj3Hi7w3aW9vcXXiDSoYbpS0Ekl7GqygHBKkthgD6Ut14t8OWUNvLe6/pdvHdJ5kDy3saCVP7ykn5h7igDXorHuvF/hqxEJvfEOlW4niE0Pm3saeYh6OuW5U+o4ovPF3hvTpEj1DxBpVq8kayos97GhZD0YAtyD2NAGxRWRfeLPDmmXAt9S1/S7OYqHEdxexxttPQ4Jzg0Xni3w5p96bO/8AEGl2t0MZgmvY0cZGR8pOeQQfxoA16KyZvFnh221I6fca/pcV6HEZtpLyNZNx6LtJzk5HHvRJ4r8Ow6l/Z02v6XHfeYIvsrXkYl3nouzOc89KNwNaiskeLPDp1P8As4a/pZvvM8n7L9sj83fnG3ZnO7PGMZoXxZ4dfU/7OTX9La+8zyvsovIzLvzjbsznOe2M0bhsa1FZMHizw7dakNPttf0ua9LlBbR3kbSbh1G0HORg8e1JZeLPDmpXgtNO1/S7u5YEiGC9jdzgZPyg54FAGvRWRZeLfDeo3P2fT/EGl3c+0t5UF7G7YAyTgHOAKdp3inw/rF19m0jXdNv7jaW8q1vI5XwOpwpJxzQBq0Vz+hy30fiXWrC81K4v4YFgkhM6RKY9+/Kjy0XI+Udcn3roKACiisjxVqs2ieF73UbZ4I5IFBD3CkxplgCWAI4AOeo+tJuyuC1Neiub0nUb/WdHuH0vxP4f1K4SQKtzZWbSQx8ZKsq3BJbH+0MehqjpHiXWW+Hf/CR6rJYT3FzbJJaW1tbPCBI/ypGS0j7suVGRtpgtTsqKxNM1ueTw7dXd9A097p7TR3MFlES0jxk/6tCScsArKpJ+8Oa1rWf7VZw3HlSQ+bGr+XMu10yM4YdiO4oAlorA8T67NpTWlva3FlZPcb3kvb8ZgtoowCzMN6ZySqgbh97PbBz9K8ci48O211dWctxfzXr2CW9ogjM8i7mDKJmUKrIu8Bm6EDLHGRagdfRUVrM9xaxyy28lq7qC0MpUvGfQ7SVz9CRUtABRRWB4mlvbO40q6stRnt0a/ht5rZUjaOZXcA7iyFgcdNrCjql30B6Jvsb9FYereKI9MvZbW30y/wBTlt4RcXIsljPkIc4J3upYna2FXc3HTkZG8VQS6lBZaXY3WptLbx3TSWzRKsUUhIR28x1JB2sflDHjpyMm4bG5RWPN4hC+IDpFpp15ezRrG9xJA0IS3VyQpbfIrEfKx+UN09eKuzah5OrWtj9kupPtKSP9ojizFFtxw7Z4JzwO+DQBboornzrOpr45t9KmtreKwuLaeWNtxaVjG0Q3HHyqD5h45PAORnaDd2DodBRRXB2fju6l1zTRNLYPaanOY1soY3NzaRnd5UsrhiuHKgbSq/fABbacnWwdLneUVzFnr14fGraM+p6VqSlJZJYbOFo5rEKV2+b+9cHO4DomeoGMgJpevXkvi6bSJdR0vVVjhkkl+wRGN7JlZQqSgyvktuOPu/cPB7C1t5gdRRXP6BrOpahr2r2WqW1vbizEDRRxMWZRIrHDt0J47AAZxzjJ6CgAoopk0ghheUq7BFLFUUsxx2AHU+1AD6K5+PxfapFfnVrG90mWwiSaWG6VHdo3LBWXyncNllZQAd2R05GZ/wDhIxb6NcalrGl32kxQY+S58p3kzgAKsTvkkkADgknpQHkbNFYw8QtFYpc6lpF/p3mXUVskVwYWZjIwUN+7kYYy3OTng8VFqXjDTtKhv5bqK6K2F5DZy+VD5jM8ojKlVBJYfvV7Z64B7n9fl/mgN6isS08S/a7O8dNH1FbyzmEMlgwi80sVDAgiQx4KsDkuB1HXiov+EwtP7NSc2V6Lx7o2a6btQ3BmAJKff2fdBbdu27ec0AdBRWVHrwFxpsF9p95YzaiZFjSfy22Mg3bWKOwyyhmGCeFOcHio/wDhJYX8Py6vbafqF1Ck7QpDBCHllxL5e9Fzyufmz/d5o62A2aKK5bxR4kudNvxZ2V5p+n+Xb/aJbrUY2lQkttjiRFdCWYhuhP3cBSTwm0h2OporM8Oav/b/AIbsdTaBrZ7mINJA2cxP0ZTkA8MCOQOlYnibxdJpurnTLK4htXht1ubm4l0+e98tGLBf3cJBA+RiXZgFwBg7uG9HYS1VzrqK5XxJ4iudKaynsdW0eRboJ9n06WMme/JYA+S4lA5DD+BsdTxVrV9Z1Ow8SaPaRW1uthe3X2eSWRi0jnyZJPlA4UDYBk5zk8DAJA/4c6CiuD1/x3c6TfXk0c1glpY3AgNjJE73V4FCNNJGVf5FRXHVGHykkqCCO8ByMjpR0uHWwUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBz/ifQ9V1z7Imn6nZ2UNvPFc7Z7F52aSN9y8iVAF4GRjPvVfWvDet6rq2nXketWKR2KBvss+nPJE9x/z2ws6nI/hUlgvXk4It6nrOqxa+ml6Nptndv8AZvtDvd3z24UbtuBtifP6U/UfFuk6Pc/ZNUuGS8WBbiSCCCWcpGSQX+RCdgKkFiABxnGRlLa67/jt+g9bv0/D+n+JFreiarrlm+nTanZxadcweTeRrYMZZMjD7HMpVMjplGx6mrVrpUqeI7nUbhkMa26Wtmikkxp95ycjgs2BjniNTnkgRaj4u0XSphHeXb/6pZneG3kmSKNs4eR0UrGpwfmYgcE9jU154j02x1COxke4muZFV/LtLSW4KKxwrP5atsBIOC2AcH0NV1J0t/X9djP1fQdav/Eljqdpq9hbw2DOYYJdOeRjvTa25xMoPfGFGPeo5PDetN4zfXF1mxki2iK3t7nTnc2sXG9Y2EygMxGSxUnoOgxQnjayt/EeqaXqkoiNtdwwQmOCRwokjjKmVlBVMu5UFtoOMDJBrqKS0sxtdDC1HQr/AFfUIhqGoWp0uG5juY7aGzKzb42DKGlMjAjcMnCKT0z1zu1zeqa5rumanaxf2Pp89td3iW0LJqTiZgeS/lmDb8qhmI39FPNbA1ayOuNo4m/09bcXRh2N/qixUNnGOoIxnNC20/rT/IHvr/X9MxdBn+z+K/EVpPb3kb3F6txFI1pKIXT7PCuRLt2Z3KRjdng8VoW3hqxtNQF7FPqjShi22XVrqSPJ/wCmbSFMc9MYHatas2DxBplza6fcQXJePUZDFakRvl3CsxBGMrgI2d2MY5o7fcN63IrLwzY6feC5gn1R5ACAJ9Wupk5GPuPIV/TiktPC9hZXBmhuNVZirLibV7qVcEYPyvIRn0OMjtUlt4j0271Y6dDJMLjDMnm2ssaShcZMcjKFkxkfdJqDRL/UptY1ax1SW1m+xyR+VJbQNFlXXdhgztkj1GM+lIQ+08MWFk0phuNVbzYmibztXupcA9SN8h2t6MMEdjS2nhmxslnEM+qMJ4zE/natdS4B7rvkO0/7S4I9a1mdURndgqqMkk4AFZmn+I9N1OeeG3kmjkt0EkiXVrLbnYSRvHmKu5eD8wyPemBHbeGLC0jnSK41VhcR+W5l1e6kIH+yWkJQ/wC0uD70tt4ZsbW3uIYp9UZLhQrmXVrqRgB/dZpCUPupBp2neJdM1WGae0knFvCnmNcz2ssMLJ13LI6hXXAzlSRjnoajt/FelXOnXN+j3UdpbIHeaexniVlPRkLoN491z29RRuGwsPhewgtLi3S41Upcbd5fWLt3GDkbXMhZPfaRnvmiPwxYRWE1otxqpimZWZm1e6aQEdNshk3KPUAgHvU1/wCItK0s3f8AaF4tuLOKOa4Z1bbGkjFUYnGMEqfpjJwKhtvFWkXdpd3EE8xSzKiVGtZVk+b7u1Cu5w2flKg7u2aAFTwzYpp0lkJ9UMUjiQsdWujICPSQybwPYHHtSDwxYDTjZfaNV8oy+bu/te68zOMY8zzN+3/ZzjvjNLF4p0iXR7nU/tTRW1q/lz+fBJFJG/GEMbKHDHcuFxk7lwDkU+DxHp062pJuoPtlwbaBbqymgZ5AhfGJEBHyqcE8HGAc8UAMPhmxOmix8/VPJEnm7v7WuvNzjGPM8zfj/Zzj2pG8L2D2CWZuNV8qNy4YaxdiQk+sgk3EexOB6Vfs9Rtb+S6S0l8w2kxgm+UgK4UMRkjB4YdMjt1BqLVdZstGhjkv5JB5r+XFHDC80kjYJwqICzcAk4BwAT0FAFWXwxYTWUFq9xqojtyxRk1e6VzuOTucSBn9txOO2KWfwzY3Fnb20k+qCO3BCGPVrpHOTk7nWQM/tuJx2rCuPGd3/wAIH/bMCxQ3UtzJFE1xZXLRIqzsmZVRS8fyL1bADdcdK6TVdcstGWH7c0xediscVtbSXEj4GSQkas2B3OMDIz1FD8wWuxXuPDFhc29vBJcaqqW6lUMer3UbEE5+ZlkBc+7EkUt14ZsbuG3jln1RVt08tDFq11GSP9orIC592yfen+GtUl1rwzYalcIqSXUIkZVUqBn2PI+hpNW8TaVok6QahPIJ3jMqQw28k0jIDhmCopJAzzxx3pPzBeQy68L2F2IRLcaqvkxCJfK1i7jyB3bbINzf7RyT3NF54YsL6RHnuNVUpGsYEGr3UIIHTISQAn1Y8nuaZf8AjDRNOjie4u5HSWAXIa3tpZwkJ6SOY1bYh5+ZsDg+hqrf+OLDT/ElvpTWt/Os1s8/2i2sLiZeDHgLsjYOCJOWU4XAB5IqrO9gL194ZsdQuBPPPqiOFC4t9WuoVwP9lJAM++MnvReeGbG+vTdTT6oshx8sOrXUScDA+RJAvb0571rA7lBGeR3GKw77W54fGOl6TAYkinSVrjzrafL4XKCKUL5WeGLAtnGMCl1DoTzeGrG41I3zz6oJd4fbHq10keR/0zWQJjjpjB70SeGrGXUvtzT6oJvMEm1dWuliyP8ApmJNmPbGPaqk/jvw5bX0lpNfsJonZHAtpSFZWCsNwXHykjPPAIJwCDU7+LtEj1Q6e1432hZxbPiCQpFKcbUeQLtQtkYDEZyMZoXSwPrckHhqxGp/b/P1TzvM83b/AGtdeVnOceV5mzb/ALOMe1C+GrFNT+3ifVPO8zzNp1a6MWc5x5Rk2Y/2cY9qi/4THQv7UOnLelrlbj7M4WCQrFL2R3C7UJ/h3Ebu2aevizR31caaLmTz2mNurm2lELSgEmMTbfLLjB+UNnIIxkGhdLf1/WgPrcdB4asbfUhfRz6oZQ5fbJq108eT/wBM2kKY56YwO1JZeGbHT7wXME+qPIAQBPq11MnIx9x5Cv6cVNFr+mz2tncRXO6O9nNvbny2y8g3ZXGMgjY2c4xg1FY+J9J1LUTZWdxI8vz7Ga3kSOXacN5cjKEkweu0nFHkgfmJZeGLCwufPgn1Rn2lcT6vdTLgjB+V5CM++MjtTtO8OWWl3X2i2n1J32lcXWqXNwmD/sySMuffGa0p54rW3knuZUhhiUvJJIwVUUDJJJ4AA71yXh/xlD4i16+Fjruiy2NrJIq2cH725kRAAZd4kwF3Hsh4xzzRfUOhc0Cf7Z4s127jt7uKBktoke5tJIN7KJN23eo3AZHIyOa6KSNJY2jlRXRwVZWGQwPUEViab408P6uw+wagJEa3NyszROkTxrjcyyMoVtu4BgCSp4OCKbF430CS3nna7lt0gjSV/tVpNAdjNtV1DoCy5IG4ZAzyaGujBeRo6ZomlaJE8WjaZZ6fHI250tLdYgx9SFAyaZr+lvrWhXNhDcLbSTBdsrR+YFIYMMrkZHHTIqHR/FWj69cPBply8kqKWZJLeSIjDbWHzqOQ3BHUZGQMip9b1VdG0t7swtPJvSKGFDgyyOwRFz2yzDnsOaHqtQXkO02HVYoZBrN7Z3chPyNaWjQBR6ENI+T75FYqeCoz4T0bQLm+le30542leEvC8+wHbhkcMnzbWyCfu496t6B4ifVdS1PS763t7bUdMaMTxW119oTa67lIYqpB4IIKgjHcEGrev6pNo+kG6tbZLqYzQwRxSSmJS0kqxjLBWIAL56HpRb9P+AC10Rn2HhV9GGsjR9TuIRqKBomuWe6e3nCFDLulcl+BH8p4+T0PG7axzRWcMdzN9omSNVkm2BfMYDlsDgZPOKxLrXNWsbO0jutLszqt9cmC2tob52hOFLlnlMQKgKrH7h5AHfgTxUkWg3l9qVqYLqxnNrNaRSeYXm42JG2Bu37025APzDIHNH9f194dv6/rYl8ReHTrNxp17azw22oaZMZraWe3E8Y3LtYMmVJ4PBDKQQDnqDUuPCtxJ4dOmi4027e4uGuLxtT037TFM7NuOIhIu0A425LYAHJPNMt/Ft5eaNpklrpUZ1XUZJUW0e6Iii8pmDs0oQnaNvGEJJZRjqRHZeOG1bTrL+x7CG51K6mnhNu13iGIwnbK5mVGymdoUhcnevA5wWWq/rp+G3kF7pP+uv8AwTc0DSjomhWunG4a5MC48xhgdScKMnaozhVycAAZOM0/U9E0rW4449Z0yz1BIzuRbu3SUKfUBgcVX8Ma/D4m0GHUrdVTczxyIkokVXRirBXHDLkHDcZGDgdK1qb1eoLQaiJFGscSqiKAqqowAB0AFYfiTRtW1hrRdO1OysoreaO42z2Lzszo24ciVML6jGfet6il1uHSxzl/4c1Sa+nu9N1iGzlvrZLe93WZkDbd2HiHmDy2+dvvbx93jg5qav4IbUY7C0t59Pt7Owijit5H09pL23C4yYrjzR5bEKOdh6c56V11FGwHMa94UuNd1e3uZLnT4YrdkaKZdPJvYgrBiI7jzRsyRg/J0JBzW5NbXj6ta3EN/wCVaRJIs9p5IbzmONrb+q7cHgdc+1W6KFpoAVzl3oOtXHjC11mLVrCOC1jkhS2bTnZjG5QuC/nAbv3YwduBnkGujoo2dwKCWmoDX5Lt9S3ac1uI0sPs6jZIGJMnmdTkYG3pxmsLSfBLaVcQQJfxHSLW7e9t7RLQJL5jbv8AWShsOoLsR8itwuWODnrKKP6/UP6/Qwl0TUrrXba+1jUbWeGxkeS0htbNoWDMpT53aR92FY8ALk89sUW+i6lLrkGo61qNrc/YxILWO0smg27xgly0jluBwBtHcg8Y3aKAOb0fQdasPEl7ql/q9hcx3yoJYYdOeIjYpC7WMzY685Bz7V0hGRg8iiigChpmg6PohlOjaVY6eZseb9ktki8zGcZ2gZxk9fWjXNNbWdAvtNS5e1a6gaITx5zGSMZ4I/LI+oq/RQ9dxp2dzh9P+G0FrHqYeaxtzfwQxhdK01LSOF4nZ0kCln3HJU/MT9304G1caJqWq6HPY67qVrLKzpJBPZWRh8p0YOrFXkk3YZQewxxW9RQI5+70TWNT0U22parZm8juYri3ntrBo0QxurgOjSsWBK84ZeD261Xh8I3Rju2v9VW4uLvUrfUJJEtfLVTEI/kVdx4PlcEkkA87sZPUUULR3X9bf5IOljE8VeHj4k0uG0WeGMRXCzGO6t/PgmAB+SSPcu9ec4yOVU9qyNP8BPpOmRpp1/bW97BfvfW8kWnqlvGXj2PH5KsPkwWxhgRxySCT2VFC0vb+tv8AIHra/T+v1OR8TxalPodnppkkn12S4SS2vLGwkSGFlcZdixdUAQkEM+W5Cgk4rbuNKni8Ox6ZoF7/AGW8KRxwT+SJvLRCONrcHKgj2zmtOihaAFc/rPhue81611zSLy3s9St4HtvMubP7QjRsQeAGRlYEcENjBIIPGOgooAxU0K6sdL0qw0bVXtIrGVDO0kCStdxgHchPAUsTksBx2FR6poN9Pqst9o+pxWL3VuttdrNamfeqlirJ867XG9+TuByOOOd6ih6gtDm9Q8MXl1o6aFa6hbQaGbRbOWF7NpLho9u07ZfMCglcDJQ4PPNGvaBrGp6np1xp2rWNpDp0vnxRz6e87M/luh3MJlyMOeMZyOtdJRTu27gtFY5K58EPLqmqSW+oRQWOtNG+owfZAZZCqhSEl3DarAAEMrYy2CCcjraKKXSweYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQByHibwvNqviOHUP7B0PW4UtPI8rVpSnltv3bl/cyDpx2qtfx6xL421C00e108GbRLaKV7i4dVt8yTjKqsZ8zGTwSnQcjPHUajrum6Tc2lvqF2sU95IIoIsFmckgA4AJAyQNx4BYAnkVDqvifSdEuFh1K4kjYqHdkt5JEhQnAeR1UrGpIPzOQODzwcJJWt01/r8R3d2+un6f5GC/hXWNNgvLHQpLKa11CzitZJryR0ktikXlbwqqwlyoB2kpyDzzxdtdG1XQdXnk0WGyvbS8WAS/a7p4ZITGgjyu2Nw4KgHHy4OeTnjRv/E2m6dqQsJxey3JjWUpa6fPcBUYkKWMaMFyVbqR0NW9S1GLTLVZpkkk3ypEkcS5Z2dgoABx65PoAT2qut+/9fqTayt2/r9DDvvDV5cweIUjkgB1S7hmh3MflVI4lO7jg5jbpnqK6es+XXdNh1uDR5Lpft9wrMkCgscAZ5IGF4BxnGcHGcGopPE2lQ6wumSzyLcNIIgxt5PK8wruEfm7dm8j+HdnkcUhtjRpdzP4sOp3jx/Zra38myiRiSGc5kdhjAOFVRjPG71xVsf2n/bjZ+yf2V9nG373n+duOf8AZ2bce+aq/wDCS6f/AGy+loL2S5jkETmPT53iRioYAyhCg4YHluM81rULZAFc9pnh6ey8Q3NxJJGbBHlms41Y7keYhpdwxgYYEggn/WN073LPXft2u32mwadebLFxHLeMYhDvKK+0DfvJ2uOduOvNatHmD7HB6J4R8QW/iTTtR1i6jnNm0xmmOp3M5uS6sAywsBHDjI+VQeDgHjDaWnnV9J1nVdW8RxaPYadcKjyTpqTt5OxdozvhRcH13DHvXVUUB1uc8/inRNbt59O8O+KdJbVLiF1tfIu4pnV9pwwQE7sdcY7Vgad4F1SWS+GsTLDFeaTJp7Y1W5v33ORmQNMAFB5+VQBx1OePQKKNL3/rr/mO7/r5P9DmpNK1jWvDF/oeuQafaJNaG3juLO4ebcSuNxjZE2jodu5vTPelu7DXtc8L6jpuq22m2U80GyGS2u5JlZvVg0aFRkDoW6n056Sindk2SVjirnwzrmrz6tcasumQm+is4o7eGV5FRYZndwzMg3ZDcfKOuMcbjteJdJvL/S5hojR299K8PmyCVrdp4kfJjMyKXTKlgGAJGTjGc1t0UnqV1ucJY+CtUg0u/wDMlt1u5NTh1G1jkvJ7pQY0jAjklk+c5KEbsHGQQvG2rnim/nj8Iyf20tjY6v5qyabbW1205nnjIeNV3IjMSwAKhehPNdfRR5f10/yF5mfoenHS9Hgt5MGc5lnYfxyuSzt+LMTVTXbDU5NS07UtFjtJ57TzY2gu5miV0kAyQ6o5BBVeNvIJ5FbdFD1BaHF3fh3xAngOTQ7RdNurq5knM80txJAi75WcFVEbk/e6E8eprQvLHX5NS0/V7W301byO2ltri3kupDGgdkYOriPL42fdKrnPUY56SigVjM8N6bPo/hqx0+7kjlnt4QjvECFY+oB5xTZtLnk8UJqStH5K2ElsVJO7czqwPTGMKe9atFK39fKw+lv67nDaf4X8Q6FYxRaWdNnln0u3sbhriZ0EEkSFfMTCHzAdx+U7Pu9eeNGXQNR0uXRJ9AW1vG0yxewaK9naAOjeXhw6o/zAxDjbg7jyMc9RRVXd7/11/wA2H9f19wgztG4AHHIBzXN61Z+ILnxJpt1p1lpslpYSM+6e/kjkffGUI2iFgMZz945x2rpaKXUXQ4S/8EaldNdmOe1HnR36ruduDPNFImfl7CM598YzTLbTtU1rUNasEjtIdM/t1J5bk3DmcmMQybFjCADJVRu38Aniu+ooj7tvJW/FP9BvXXzv+f8AmY+laGtomoLfRW8wutRe8Ubdw6qUJyPvAqDntgYNY1v4a1iNbfSZGsv7IttQ+3LdJI3nyASmZYzHs2jDkAvvOQv3QTx2NFC0t5W/Db8get/O/wCJzlj4bntvElxcySxnTxJLcWkSk7klmCiQkYwMEOQQefNYEDAzl+F/Blzol9ZJewLcxacjJb3h1q7kP3SgP2VwY0JUkHa2B244Hb0ULQHqFYuj6PcafZapDM8bNeXlxcRlCSAshyAeOvrW1RSaTv6WHf8AzOaPhGO4+H0Ph+58iK4TS/sIuY4g4iJjCsVyBkZAOOM4rPvvDeva9Ml1qw060nt4Ughitrh5UfM0UkjsWjUrxCAFAPU5NdDpWuf2nqF9ZSafd2M9kU3rcmM71fO1lKO3B2nrg+1alU22+Z/1/VyUklZdDl9A8NXmlayLu4kgaPbeDCMSf310Zl6gdFOD7+vWr/izQn8ReHJrCCfyJ98c0Um9lAdHDgEoQwBK4JByM5FbNR3NzBZ2slzdzRwQRKXkllYKqKOpJPAFLol2/wA7j+033Of8N+H5tKlu7t7LTtOlmhSCGysCWghRC7fe2Jks0jE/KPx61PLaatf+EFttd03RdU1GRR9otHd1s5DuzwWR2wAAeVPI7dasx+JNLl8PHW455GsBn5xbyb8hthHl7d+dwxjGasaZqlvq1u01rHdxqrbSLqzltmzjPCyqpI56gYoeugeZy0Xg+e38Oz266bYGSW9F1BYW1/NZwWGFC4hljTep4JJVUBLtwMnM9r4EEVhbKup3Wn3Ud0967WWx1MrJsyfPRy5C/wAbfMSSx5PHXVV1LU7PR7CS91K4W3t4xlmbJz7ADliewGSe1F7f1/XZBa/9f13ZxB+H+oR6Lpsc91DrNxY3U8j2moP5dvcRSk5jYxxjj7r4ZHBYEYxjEl34DuZbexumt9OvLuKeeW50+aR47SZJtv7rIU5CBI8bkIOz7q5G3q7rxBp1ppttfySTSQXYU24gtpJpJQV3DEaKXPy8njgdaZJ4k01dIt9Tia5urS5/1b2dlNcMevVY0Zl6EHIGDweeKLWbErNK39f1cXw9pUmkaW0Vw0bXE00lxN5Qwis7Ftq+oUEKDxkLnA6VqVBZXtvqNjDeWUqzQTKHjde4/p9O1T0wQUVDeXcNhYz3l022GCNpJGxnCgZNOtpjcWsUzRSQmRAxilA3JkZwcEjI9iaQySioJb63hvoLOSTE9wrtEm0/MFxu56DG4danoAKKKKACiiigAorMttbE/iC40iSwureWGITJNKYzHMm7bldrlhz/AHgprTo3Vw62CiiigAoopCwVSzEAAZJPagBaKoaRrmna7byz6RdLcxQymJpFUhSwAPBI+YEMCGGQQQQTVq5uYbO1lubuVIYIULySOcKigZJJ9KHpuG+xLRWPZ+KtKv7W6mtWu2NoqtNA1hOs6q33SISgkYHBwQpBwcdDUlv4j0670ye+tzdPHbNsmiFlN56NwcGHZ5mcEHG3kEHpzQBqUVmWviLS7vTZr9Lry4Ld/Lm+0RvC8TcfKyOAyk7lwCMncMdRVnTdRtdX0y31DTpfNtbmMSROUK7lPQ4IBH4igC1RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWRL4p0iHWRpcly4uTKISwgkMSyFdwjaULsVyMEKWBORxyK16PMAorNGv6e2snS4nmmulOJPJtpJI4mxu2vIqlEbGDhiDgj1GUtfEWn3eqtpyG6iul3bVubOaASbThtjOoV8Z/hJ456UAadFZ+n67puq315aaddrcTWRCz7Adqk5GA2MNyrA4JwVIOCMVBp/ijSNU1A2Vlcu02GZN9vJGkyqcM0bsoWQAkZKEjketAGvRRRQAUUUUAFFRXUz29rJLFby3TopKwxFQ8h9BuIXP1IFVtF1WPW9Jhv4YZoFlLDyp9u9CrFSDtJHVT0JoAvUVW1C6ksrGS4hs5710GRBblA7c9t7KvHXkim6TqUWsaNZ6lbJIkN5Ak8ayABgrKCAcEjPPYmgC3RRRQAUUUUAFFUNV1zTdEjhbVLpYPPkWONcFmdmYKMKATjLKCegyM4q/QAUVlax4l0rQWVdSnkRjG0pEVvJMUjHV32KdiD+82B71Dqni/SdGV3vjfeSkXnNcQabcTwhMZ3eZHGyYxz14oA26KxtQ8WaPpcgS9nmX92ssjx2ksiQo3RpHVSsY4Jy5HAJ7VLd+ItOsdSjsrtrmJ5GVVlazm8jLHCgzbfLBJwMFupA6mgDUooooAKKKKACiisvT9cF9rV/pclhdWk9kqSFpzGVmR2cKyFHY4PltwwU9OKA8zUooooAKKKKACiiigAooooAKKKKACiqWqavZ6NbpNfvIBI4jjSGF5pJGOThUQFmOATwDgAnoDT9N1K01fT473T5hNby52tgqQQcEEHBUgggggEEEHmgC1RWfq2uWWiiH7d9pZp2KxpbWktw7EDJ+WNWOMd8YqG88TaZYWtrPcm6H2tS0MCWM7zsAMkmFUMgAyMkqMZGcZFFwNaisa+8W6Np9nBdz3TyW9xF56S21vJOoixnzGMattTn7zYHvTtV8U6Royxm+uXxJEZwYIJJ9sQ6yN5attTn7zYHvQBr0U1JEljWSJldGAZWU5BB6EGigDkfHVzDAdPVLG+nuPt1rPI9pps0/7qOXcctGhHHzHaTnk4HNReMtZN4kGhLY6othqVuXvb2LS7iby4TwYlVI2IkYcfMBtGT1wD0ep+I9E0SRI9Z1jT9PeQbkW7ukiLD1AYjNaCSJLGskTK6MAyspyCD0INC2+d/0/QOt/L+vzOK8RNLBqP23w5ca3Fq01lFHBaxaYXtZ9rO0azSPFiPl2DfvEIHocVrc6v4yijfDQ6LEJHx903MikAfVYyx/7arXQ0U7gcXr9/b23jzRGjsNRYW0sz3U1vpVxImXhCqS6RlW7DIJxjnGKbrGrHU/GVvpV5Y6nBpunzxzecmmXEi3k4wUCukZVY0OCzEjJGOFBJ663v7a6ubq3t5N8tnIIp12kbGKK4HPX5WU8etWKS0af9eQdzi7o3dt4tf/AIR+61d57i9ie8s59PxZeXtVJHEzRKchFBAWQ/MBwRkV2lUJNd0iHV00qXVbJNRkGUs2uEEzcZ4TOTwPSp7q+trOS3juZNj3UvkwrtJLvgtgY9lJz0AFC2SB7mN4b/5Dnin/ALCi/wDpLBVPTNP8YReIFl1HUPM07e5aP7dC/wAuDt+QWSN6f8tB9T31bXTtHg8T3tzaTsNTlVZLq3W+kIwQFV2g37QSEADbc/L1qa38SaHd6o2m2ms6fPfoWVrWK6RpVK/eBQHPHfjijt6Db3MPRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0puk6d40hv2fVdR8238twF+3wv8xB2nC2MZ6453cejdK7CigRx+k6d4zhe6/tTUfNVrZ1g/wBPhfbKfun5bGPH1O4D+61O0nT/ABlCl7/auoeaz2zLbf6fC+2XsflsY9v1O8f7JrrqKAOQ03TvGcVtfjUdR8yV4Ctsft8L7JM9cixTb9SHH+zS6dp/jKPT9QTUNQ8y5kjAtG+3wvsbPJyLFAvHcrJ9BXXUUAcdaad40TSb+O71HdeOI/sr/b4W2Yb5vmFgoXj1R8/7PWnW+neM10G7in1HdqDSIYJPt8J2qPvDcLEAfQxtn1WuvooA5GLT/GQ8Ozwy6hnUmnVopft8JxHjkb/sIUfQxsf9oU0ad4z/AOEdaE6j/wATL7SGEv2+H/Vbem/7Dt69vLz/ALXauwooA5FtP8Zf8I2sI1D/AImf2ncZft8P+q29N/2Hb17eVn/a7UyXTvGp0GCKPUcagszGWT7fCMpgYG77AQec8CNT/tHpXY0UAcfdad4zfRbGO21HbfIZPtL/AG+Fd4J+X5jYsGwPREx/tdadfaf4yk0fT47LUNl5GH+1v9vhXeSfl+Y2LBuPRI8f7XWuuooA5C/07xnJp2npY6jsuY42F032+Fd7Z4OTYuG47hU+h60up6f4yltNPXTdQ8uaODbdH7fCm+T1ybFw31AQf7NddRQBx2p6d40lWz/s3UfLKWyLcf6fCm6XncebB89uRsH+yKdrGneM5rmE6TqPlRCBFkH2+GPMgHzHDWMmfrkA/wB1a6+igDkdc0/xjPqIfRdQ8m28tQV+3Qx/Nj5jhrGU/ju/AUavp/jKbWmk0rUPKsfkwn2+FOw3fK1jIeuf4/y6DrqKAOSvdP8AGD+JDNZ6hs0zzlIi+3Qr8nGRsNkzevHm/wDAh2LnT/GDeJTNb6ht0vz1byvt0I/d5GRsNkW6Z483P+0Oo62ihaWA5Iaf4x/4SbzjqH/Er+07vK+3Q/6rd02fYt3Tt5uf9rvRFp/jAeJvOl1DOl/aC3lfboT+7zwNn2IN07ebn/a711tFC0sD1uclY6f4wj8Ria91DfpvmsTF9uhb5Odo2CyVvTjzPxPdNE0/xjBrCyazqHnWWG3J9uhk5wcfKtjGeuP4x+PSuuoo6Acho2neModSL6vqHm2uxxt+3wyfNj5eFsYz1/2vwPSpfDlh4tttUL+IL/z7TyyNn22KX5uMHatlCfXnf+B7dVRQBgaX/wAj1r//AFwtP5SVuyBzGwiZVcg7WZdwB7EjIz9MiqOm6HY6TcXVxZi4M12QZpJ7qWctjOADIzYAyeBgc1oUbgtCjpkWqxRONZvLO7kLfI1paNbhR6ENI+T75FS6hNb29i895C80URVykdu07ZBBBCKCxIODwMjGas0UAcDoL2938Orqzv4dZsvKuJXcppc4mXdcM6MiNEd/8JOFbHfFPkF5qng/WINXutUksHlRbO5uNKZrmVflLCS2jRS0ZcFSpRCU3Z4IY93RRZAtDm/AwdNCkiOlW2mwxXDrB9msGsUuEwD5n2d/mj5JXDZJ27uhFWvFk8EHh25aa2uLiRopI4BbWclw4do2AwI1YrwSN3A5xnmtqilNc6aHF8rucQviW50n4daW2m6TqU98YorMRyaZc/6O4QBpJECb9i4/hB3HAB5yLFvJZ6Z4Itbe0vNetlZ2H2q30eVrlnLFnYxNA2wMxY8oBzx2rr6KqT5m2+pMVypLseUXnhu7vNP0uO60m4P2WzAgwj7kxeR7HbBO2UxZYnORl+nNSXuiww+HLGC5smBs7y/+zafceH59QtWjM77MxRj5CF27GyMKzYBBr1Oil0t/W7f6jXf+trHK3bzauug6PPZixeZEvb+0Vgwgjj2kRZHBzIUX0Kq9Z/xAs4J760uGs/7SnggkEdhdaHNf28xJBHzINsMmV27yTgMcqa7qih6u4LRHDeKNE0ibXNG1nXfDEV5GYpIrsJpv210YqpQMqIzMBtYA4IGe2ayPFWkT3viO4aaNbe3e3hXS7r/hH7m+ktMDkxNE4+zurc8qM/LyduF9Qoo2dw6Hl+vWVrf674itV0+5vtdL24064W0kdLWXykxIJMeXCQQGJ3KxCgc/KK9QGcDPWoILG3trq5uYY9st0ytM24ncVUKOO3AA4qehbWAz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/3wa0KKKAOTTVYn+JDBbTUgn2L7L5zaZcCLzBITjzCm3GP4s7T61haPpm3VNK26NdQeI4b15NU1J7V0EkXz7s3GNsqtlNqBmx8vC7Pl9JopJWt5f53B638/8rHA6BapZ+Pp3stO+2C5knee/udFmtrm3BO7BuXAWdN3yqqgELt5IXNHhS1Sy8Y3H2LThdJcee82p3Oiy2d1HlwwR55FAnBJwNoGAi5z1rvqKa0t5A9b+ZkaVFZprmtPa6ddWtxJNGbm4mUiO6by1AaMkkEAYU4A5BrSuhCbOYXMfmw+W3mR+WZN645G0Alsjtg5qWijoByPgu/W41LXl+yahB9o1BrmI3WnT26vGY41yDIijOQeOvHTFP1+a88TeCNXj0vTLqC7hmaOK3v4An2gxOGyoLAMjY4ORnPaurooeqt5WDrfzucFoiuNX1LX5ZddeNrBIJbm50+RJmk3k7Yrfy84jB4whBLnJcgkW9Bkks9O1y7mfVmtp5VeO/l05hezOUVC3kCLOFwoX90BhSSCPmPZUUen9a3Drf8AraxxugSLp+n6pfahDqN3aPeLNDc3OmyG8nbYql2hSMMMEbQRGvyrnGPmNn4cSt/wgel2s1teW1xaW6QzR3dpLAysBzgOo3D3GRXU0Uf19wFe+S8ks3XTZ4Le5ONklxAZkHPOVDoTx/tCixS8js0XU54Li5Gd8lvAYUbnjCF3I4x/Ef6VYooA5Tx6ZHsbG2bTYb20mnPnvPpsuoRw4UlS1vEQz5PAJ4U89cVzlhp9yPC+hR+JdKurnSbe5vFurBbB3AHmsLcm3BdjGq9FG8DKHou4enUUDOJ1uz06VNCaTR5pvC8UcvmadFpkhCSEL5Re2Cbio/ecbDhipI4BEs80Gl67o99YaTejTTpk1tBFaafIDGzPEUQxhQYshTy4VRjkiuxoo/r701+ot1b+t7nm+geE4tUTQ4vEWmTPbw+Ho4ZLe5jIjEm4cOp4Lr1APTqOeah8caZP5UWkR6X/AGglrpey0vLrSZdQlllwVwjoyLbyfKpMhIyWX+7Xp1FJ6q3r+N/yuO+rf9dP8jgLy1tZNYt5/GukXWq2jabALVW0yS9SGYbvO3RojFXOU+ZgMgYB4IqfxHp8n/CRSaZbRsLbxRCsNyVOBH5WPNJ7gvCSgPqq13FUYtGsodYl1RY5HvJU8sySzPIEXjKorEiMHAJCgZIBOcVTd3claLQqXVvYr4o0kvplzJcxQTrb3cSHybdfk3K5BwC2BjIP3T0rZoopDPLrjRtTnvbzSLr+0zI2s/bLSOC2ZLVo2nEvnSTgEMyDcAjMvKqNhO1q9DGqZ8QNpf2G8G22Fx9sMP8Ao5+bbs35+/3xjpV6ihaJL+trf1/kD1bf9dzzrT7C9s9WSCA64NWTV5JZWYzfYntXmZyc/wCpOY346yBsDtxqRyS33j21ubN9Vuo4TNHNHf2DW8FohXGYnaNN7F1UdZPlLYwK7GihaK39f1/wQerbOH0m5huPF+uW9nZahaQ3VlBb2skml3EEQMayggM0YVQNy45Ge2ay/CWmajNqHhv7cmpx3ejRNHdRTWpt7W1URGLy4uNsu47W3hn4XOUDBT6ZRTTt/Xr/AJiav/X9dgqhp0OsRTTHVr6xuoz/AKpbayeBk/3i0r7u3QCr9FIZQ1zS01rQrzTpGKfaIiquOqN1Vh7g4P4Vy0cmqT6Dq/iG40eV9SeyS1jsnV1YhFzJwAGOZHk+795UXB5FdxRStuM878E79F1DXbh7BrbS/ItpIlsNAnskkfMgcpbku5bAQEgAkBeMYJ3vAV0JvDYga2vbeWGaYul3Zy25w0rspHmKu7gjpnHeumqnqWlwatbrBdSXUaK24G1vJbds/wC9GykjnpnFU3cmyvcXVL6LT9OlnnS4kQDbttraSdyTx9yNWY/lXBW6m7+H/haG+0rUJ9PsWhh1exl0+UOwWAgZhZN0qCUoTtBHGedprt9M0K00iSR7SbUJDIACLvUbi5A+gldgPqK0aX/A/Aq55w+lQN4Pv4Wtbmx0qbVBNp1kdImulEQVSUktFXcI2dZG2nbjKng4FSXdpHe/D6wgv9NGmpDdkxWlvoU1xbzqpbBks0G5UYHfsYgq23JyOfQ6KP8Agfhb/IX9ff8A1/wTjgkFx8Moo9c8NTG3BRTpmm27RswWYbHSIFWQHCyFCcqMg5INdjRRTbuI5D4iTRpoaQx2N5c3ctxbMptNPmuCEjuI3bLRoduACcEjOOM1uXeuJbafZ3cVhqN2l3NHEqQ2jCSMOcb5EbDIo7kjI9K06KS0GcD4mtL2LxhdzTf2kNM1DT4of+JXaNLJNIjSZhaRQTEjCT72F9fMXHNuLS74aJ4a8LTwyNFFbRPqU20mPZCq/ut3Qln2jHOVVs9a7Oihaf16/wCYPX+v6/r5Hm3jK3vZda1iK3ttQRri1hSC3trOaa31Q85SeRfliH8Gd0ZAOWLLhRr+KpJr25trS1/tR7yJ4ZF09bBjZSurq4Mk/lgALjPEg+6PlY/KeyooWlgeoVnyw6wdWSSC+sU04Y3272TtM3riUSgD/vg1oUUAFcZaaRcL4gGjvbSDS7W/fVIpCh2MGG5Y92MZEzu2AcgIvYiuzoo63DpY8usob+4+INhfjRlspxqU6XjxaPOkgi2SqvmXjNtmRsIQFUqPkGRgZ6PTNUjm+I+pFbTU0jns7eCOaXTLiOJnjecuPMZAoGGXBJwc8E111MnhW4t5IZC4WRSjGN2RgCMcMpBB9wQRQtFYb1v5/wCdwmZ0hdok8x1UlUzjcccDPavL/CVtqbeJo7y10uPTXudLuPtJi0WezVbgmMqs0krH7QwJbD7Rn5iCckDubXwpp1ndR3EVxq7PG25RNrV3KhPujSlWHsQRW1SsFzhPDdlaQ6DcwaRpE2n+KfsDJcXt1pro8lxjktcMu2XMnOQ7A9elR2umaXP4J1mx0LQLiz1ifS5IbhrjTnhlnlKEYad1CysWJywdgSc5IOa7+im9bvv/AMHb7wi+Vp9v+Bv9x5trLXPiCz1k2OmaqkbeHmtkeWykhZ5SxyqqwDbh9Oe2a2dT8PWvhvQ9TvfD+mtcXFzbxxT22GkWfDHM0ir88r4di3JZwMdTXYUUdLf1q2/1JSs/u/C3+R5Zpem6oug+JLfTbKS2tZXtXiisdLk0xZo92LgRRO5ZXKKVzlSTggDIY78unaNN4SuZPCekf2W9jOt5FGdMew3yx4b7ropO5QULYPBNdpVLVNIs9atRbaisskG7c0aTvGsnba4UjepzyrZU9xQ79Bqy0f8AVzG0OGK68O3+s3VtNL/bStdPCAfMMJTbHGB2PlheP7zGtbQEtovDenJY2c9jbLaxiG1uVIkgTaMI4JJDAcHJPIq+AFUBQAAMADtS09Lu39WFrbU5HxrBfpqWjajZtcx29u8sVzNZ2n2meBZFADpHhsnK7c7XwGPy4yQ3w/v8L+DL6+bT9UuUe6muorRYzLdujvwdrHO5vvlTgjcQQMYHYUVKVrv+v60Hvb+v63Oc8VeQY7C5kvNasZomZopNL083TjK4IZfJlAGD3A+tZFy2r21vo2rXck1vrht5LaVE0eW9WRCykBhEwWJ/lXkuEyW6gcd1RTA89vZr/QfCOm+G2t9RaW9ikF3fQ2El0LSNmJYYhRgZCG2qMbRgnoAGh1KxlttZDW6avFod7pNvbxLY2MhnkMZcCCRipeFSsgySEOf40IOfSKKVrp+f9fqG39f12MvwzYT6V4U0rT7s5ntbOKGTnPzKgB578iitSiqk+Z3YkrKxwvibVv7J8fQv/wAJBo2ieZpmPM1aPesn73ov72Pn8TVTxPqdiPFF3DqniSeyjOjwzWVva37QfaJy8wDRqh3O3CgKCQ2RkNhcei1TTTIY9cn1QNJ581vHbspI2hUZ2BAxnOZD39KlK0eX1/G/+Zd9W/T8Lf5Hnuqam+Lv/hKNXvdL1WLT4H022t7t4PPmMeW2IpAnfzflKEMBhRt+bnTe+tpPE7ReNNYfSpY47f7BbDUXs45iygyMNrKJW8zKlSWAAXgbue7qOeeG2haW5lSGNcZeRgqjJwOT71V9bkW0t/XQ881O1ki1LxXq0F/fQT2epWhhjhuGjjz5Vvu3IuA+4HBD7gAOACST6PRRSKbueV3+oxnxJdWC3ULIdfgkfRGcfbpWUxnz04z5WQr7SD8qk+Yo+Qdtak6r4xurnJNtpKfZYxnhp3AeQ/guxQf9px61vVHDbw2yMtvDHErOzsI1CgsxyzcdySST3JoWiS7f5Jf1/wAAT1bf9b3OF0fVPDsHxZv7PTtS07zJdPijMcdyjPJOJpjIp5yzjOSOo71PoeryWviRNI03WNK1y0lurlp4rKMiaw3M8m6VxI6kbjswVQkkEdCK6pNa0uXVpNKj1KzfUY13PZrOpmUcHJTOQOR27irtEdEkD1bfp+VgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiqen6xpmrGYaVqNpem3bZMLadZPLb0baTg8Hg1coAKKKKACiiigAooooAKKKKACiiigAooqndavptlfW9ne6ha291dHFvBLOqPMf9lSct+FAFyiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAOS8cWEUkmj30ryu8Wq2aRRlz5aEzDLBehYjjJyQMgYy2YPHen6Zqjx2EdnHd+IryEpYSHJaxAPNwD/yyCkglhgsQq8nGOi1Pw3oetTJLrOjafqEka7Ue7tUlZR1wCwOBUV54S8Oai0R1Dw/pd0YYxFEZ7KN/LQdFGRwB6DihaK3nf8v8h9b+RzXi/SY7PVJ/Emq6Fo+t2FtYRJIb5wJ4fLeRmMStGyszBxgblyQBnvW5qT/2v4i07S1H7i2A1C7UgdjiFD6ZcFv+2VXn8OaJJfW97Jo+ntd2qqlvO1qhkhVfuhWxlQOwHSrUFjb295c3UUeJ7oqZnLEltowo56ADsMDJJ6k07i3OZ1ixji+JHhy8LyyTStcqN75EaiD7qjoATye5PUnAxBq2n6bqHjm1j0a0jOs21xHdahqSjLW0IGBCX6/vBwIwcYJYjpu37zwp4e1G/N9qGg6ZdXbEE3E9nG8hI4HzEZ4wPyon8KeHbnUjqNzoGlzXpcSG5ks42k3Do24jORgc+1JaNMTWjXc5q/06HRPGD6xqXh3R71L/AFKFLe/3g3sLMiRqFRouQGUk4kyFyccYru6oRaFpEOrPqsOlWUeoyAh7xLdBM3bl8ZPQd6v0L4Uhve5z3hv/AJDnin/sKL/6SwVT0zxdql74gXT59D8iBndTcbL4YABwcvaJHzj/AJ6Y54J4zqado99p/iHU7xb63ex1CYTm2NqwlRxGkf8ArPMwVxHnGzPPWtmjt6L8hvqcjoni7VNT1hbO60P7LEwYmbZfDGASP9bZxpz/AL/0z0puk+MdV1C/aC50H7OgjdxJ5d+MlQSB+8s0Xn/ez6AniuwooEcfpPjHVdQe6FxoP2cQ2zzIfLvxvZei/vLNOv8As7m9FNO0nxfqmoJem50P7Obe2aaMbL4eYw6L+8s06/7O5vRTXXUUAchpvjDVb22v5J9C8hraAyxr5d+PNbP3fns0P/fAdv8AZpdO8X6pe6fqFxPofkSWsYeOPZfDzST0+ezVv++Fc+wrrqKAOOtPGWrXGk391JoPly2oj8uLy7/97ubB+9Zq3HX5Ff32jmnW/jDVZtBu759C2TQSIqQeXf8A7wN1ODZh+P8AZRh6kV19FAHIxeL9Uk8Oz6i2h7biKdY1t9l98ykfewbMSflGR/tCmjxjqp8OtqH9g/vxciEW/l3/ACu3O7H2PzOvH+r2/wC1niuwooA5FvF+qDw2uojQ83BufJNtsvuF253Y+x+Z7f6vb/tZ4pkvjLVk0GC+XQd00kzRtB5d/wDKAAQ2BZl+c90A9Ca7GigDj7rxjqsGi2N7HoPmTXJkEkPl3/7racD7tmX5/wBtE9t3WnX3i/VLXR9Pu4tD82W6DmSHZffusHA+7Zs/P+2ie2etddRQByF/4w1W007T7iHQvOkuo2aSPy78+UQcY+SzZv8AvtUPoD1pdT8X6pY2mnywaH57XUHmSJsvj5Tf3fks3P8A32EP+zXXUUAcdqfjLVrFbMwaD5/2i2SZ/wB3fny2Ocr8lm/TH8W1vVRTtY8YarptzDHbaF9pWSBJWby787WYcr+7s3HHuQ3qorr6KAOR1zxdqml6iLe00P7VGY1fzNl8eSOR+6s5F4/3s+oFGr+L9V07Wms7bQvtMI2Ym2XxzkAn/V2bpxn+/wDXByB11FAHJXvi7VLbxIdOi0PzbcTLH9o2X3Q4ycraNHxn/npj1I5wXPi3VIfEp01ND32/nrF9p2X33SQN2RaGPv8A89NvqwrraKF0uByQ8XaofE39mnQ8W/2nyftOy++7uxuz9k8v3/1m3/axzRF4u1STxN/ZraHtt/tBi+07L77ucbsm0Ef/AJE2/wC13rraKF0uD62OSsfF2qXXiMadLoflW5lZPtGy+6DODlrRY+cf89Mc8E8ZTRPF2qanrC2d1of2WJgxM2y+GMAkf62zjTn/AH/pnpXXUUdAOQ0bxhqupakba60L7NHsdvM8u+HIGQP3lmi8/wC9n0B6VL4c8V6nrOqG1vdF+xR+WX83ZejkY4/fWkS9/wC9n2NdVRQBgaX/AMj1r/8A1wtP5SVuyMUjZlRpCoJCLjLewyQPzNZOkaRe2Wr6lqGo31vdSXvlqqwWzQiNU3YBy77j83Xjp0rYoEtCjpl/c38TvdaTeaYytgJdvCxf3HlSOMfUisrx+nm+BdRj8qObcqL5cpwr5kXg8Hg9+D9K6Oobuztr+0ktb63iubeUbZIZkDo49Cp4NKSurFLRmBpXhiw/sa5sdU8KaBYwSyB2tLJVmhlwOGYNDGNwPsfrXJaTDp+ifBTTzp9iltcaxBBazSWNoWlk38M+I1LOyoXYcE8V6JpmiaVosTxaNplnp8cjbnS0t1iDH1IUDJqWPTrKGK2ihs7eOO0ObdFiUCE4K/IMfLwSOOxNP/gCWhynhjUYW8M63pthcvpKaZJKtvPd2jQ/ZYXXzI3MUoXCpuKgEAER+ldZYFm022L3S3jGJCblAAsxwPnAHAB68cc0S6fZTNcNNaQSG6iEM5eJT5sYzhG4+Zfmbg8fMfWpooo4IUigRY441CoiDCqBwAAOgp/8AX/BOP8AHRM+q6Bp81hFqVteTTL9kuZFS3mmVMoJSQcqBvbAVjlQcHHGbo8fiC38F/ZtHleVbXVZ4SdN8oSLbhmGyDz8x4R/lAY/cQ4wcAd3f6dZarZvaapZ297bOQWhuIlkRsHIyrAg881Xu/D2i6hYQWN/o9hdWlsAILea1R44sDA2qRgYHHHapWl/67FPX+vX/MTw/fxaloNrcw3FxcBlKtJcoqyl1JVg4UBdwYEHaMcccVJqd/c2EcbWuk3mpljgpaPCpT3PmyIPyJq1b28NpbR29rFHBBEoSOKNQqooGAABwAB2qSm9RLQajF41ZkZCwBKNjK+xxkflWF4u/wCPXS/+wtaf+jBW/WbqfhvQ9amSXWdG0/UJI12o93apKyjrgFgcCjqn2af3O4mrxa7powtav9Qudb1a2t9dbRYtKsEulZIon80t5hLyeYp+RfLAwpU/e+bpirf61rccem6zftqFho7WUM9ydPS3byZCcyCZZlL7MFQPL+YYbPaupu/D+jX4tRfaTY3Is8fZvOtkfyOn3Mj5eg6egpLrw9ot7qceo3uj2FxfRFTHdS2qPKm05XDkZGDyOeKFp/Xr/XyG9f69P6+Zh6/f6ppviKO7u7jULfQVEIElgtu6By5DCdZFMmCSgBi7E5xjNbl08g8Q2Crq8Vuhil3aeyIXuvu4YEncAnfA/iGe1E3h7RbjVk1SfSLCXUEIK3b2yNKpHTDkZGPrVt7S2ku4rqS3ie4hVlimZAXQNjcAeoBwM464FC2DqTV5Hdpc3eoXuqx2dpFqdj4hWH+0J33XJHnKkdvEq8pG0TLncR1c7Du3V65VNtH0x9WXVH060bUUXYt4YFMyrzwHxnHJ4z3oWkr/ANf1/Xkx/DYlF9aNqDWC3UJvEjErW4kHmKhOAxXrjPGelee2GnXGl+J9GSTR/s+sSXsxvNVMsRbUIdshY/KTIUB8rhwoQ7AO2fQhY2i6g18trCLx4xE1wIx5jIDkKW64zzjpUNjoul6ZcXFxpum2dpNdNuuJLeBY2mOScsQMscknn1NC3uHRo4Lw4biLVNK13UINHurrVrya2Z/IZry3YCQlRMzHKqIypjCqFGeTglruiaYnh7X47CfQdHtdR1BbkwarYssk74O4tKDErAfMvIZxnAPUV2EOi6XbapNqdvptnFfzrtlu0gVZZBxwzgZI4HU9hTdO0LSNIkmk0nSrKxe4IMzW1ukZk6/eKgZ6nr60raWB73RxHhqwm0vxPo9smif2ZfC1lGq3BmjZr/Cj98djFnBk5DybWG4gDk49GPA6Z9qpaboul6NHImj6bZ2CStukW1gWIOfUhQMmrtU9RdShpmo3V+ZftWjX2meXjabt4G8zOenlSP0x3x1pdb1GLSNCvdQnkMUdvC0hcRmQrgf3R1+lXqZPBFdW8kFzEk0MqlJI5FDK6kYIIPBBHak9iluecxeLNa02PxBBcteNJZW1tNE2sC08yAyyMjO/2ZgnlqAHwcNw3OCK6LV5dS8MeE7q5GsT6lcM8SJc38cIW3DuqFyIkQFV3Fjn06gVsWGhaRpUTx6ZpVlZxuux0t7dIwy5JwQAMjLHj3PrSWGg6PpVrNbaXpVjZQT/AOtitrZI1k4x8wUAHjjmhiW5k6kb/wAP6Rbs2t3V9JNqVrEZruOAEI8yIyARxqMEE9s89azNT8Q6tINbj0bULdZbfW7Oxgd41kSJXEHmKwGCeXfPII6ZHbprfw1oVpp0+n2ui6dBZXBzNbR2iLHL/vKBg9B1qa30bS7S3EFrptnDCHRxHHAqqGQAIcAYyu1cHtgY6U1o9e/+X+T+8XT5f5/18jn9Qn1XQdLlt77Vr2/mvLxIdOltoIPtbZTJT5lWEEFXO5hjb74rJ07xLq9/p1rYNeTWk02sy6c9/Otu08apGZMYTdCZSRs4BHU4zxXdahptjq1m1pqllb3tsxBaG5iWRCRyDtYEVCdB0c6W+mnSrH7BJjfa/Zk8psYxlMYONq9uw9KS63/rb/gjfS39b/8AAMrVLq78NR6Vc3mrTXOnxzNDfzXSRBiJM+XISiKBtfavAAw/OSM01J9Tk8Di71HW49Gu7hxOLq4hj22qPKGWIq2ASEIjyecnPWp9Q8LxXOnW2j2H2PTtEVs3FlBZgeaAwfapDBUBIO75SSCcFTzWzd2dtf2zW19bQ3MDEFopow6nByMg8cEA/hTXcCauC8XQf2t40t9JutNs9RifTXmt4tRcC2jcPiSUrglnVSmMDgM3zLnNd7VPU9H0zWoEh1jTrTUIkbekd1Asqq2MZAYHBwTzUtXa/roO+hi+ENSSDwPoTaxqMTS3EaQwzzyBTdHnYRuOSzKAcZJ+vWsfxVaXOseKL23nXSJLTTdNjuooNXt2nhdi0u9tm9VBGxR5h3FQTgfMa7e5sbS88n7Zawz/AGeQSw+bGG8tx0Zc9CM9RzUOoaLperSQSapptnevbNuga5gWQxHjlSwODwOnoKcrt3EtFY4bXLaKZY/GWqeGdI1HT/7Jt3eG/cefa7S7sIlaIqzESAAbkyVApviYT3ut61f3UOjz22h2kVxFaatA0wZSrOWUbgsTEqV8zDn5cYGDu7m40HSLvVItTutKsp7+HAiu5LdGljxyMORkYyeh70680XS9RvLe71DTbO6ubVt1vNPArvCc5yrEZU5APHpTer00BeepyetWOnav4msU0uyX/hIBLb3lzfEEyWECkEoX6rvAZBGMBtzsRjca7msm78J+HdQv2vr/AEDS7m7YgtcTWcbyEjgHcRnjA/KtajpYNbhRRRSAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDjPE2q3EHiyGx/tbWbC2Nj52NJ00XbM+/HzfuJSox9Ku6l4k1Gz1KbTtL0kag1rYR3ss9zdC3BUlwVwEJ3ny8gYC8nJXAzd1Pw89/qyajaazqGmXCweQxtFgYOu7dyJY37+mKzL7wve6l4suZ5NSv7Swk02C2ke2aFTdEPKXViULLww5TZ944PHCV+W3XX9bfoVpdv0/S/6hP4yup4prnQdJS/s7S1jurmSa68l9rp5gWNdjB2CYJ3Mg5Az1xbTxHealqjWvh7T7e7ht1ia6uLq7aAJ5ih1VAI3LNsIY52j5l5POEvfBdlcyS/Zb29063uIEt7q2tHQR3MajaqtuUsvykrlCpx34GLEvhpRqf23TNSvdLLqizQ2oiMcwThcrIjbcDjK7SRjPQYrS/kRrbz/wCG/wCCYL+I9U0vxB4hf7CbzTbW/t0klkvNphR4YQREm07sFixBKDngsSQO4rHuPDVncx6okkk4GqTRzTbWHysioo28cDEa9c9TWxSKe55/feItSj8XG1XVZoZRqkNtHaeXAbN4WClt0pXcJtpYiPerE7SEK8ntBc3v9uNamwxYC3EgvfOXmXcQY/L69MHd05xWRJ4KtZb2Z21G/wDsM92L2XTd0fkNMCG3Z2eZjeobaHxkdMcVrjTsa42pfbLs5txB9l839wMMW37Mff5xnPTiiOkUn/Wn+f8AXQT3dv61/wAv66lyufsPE0t9HpirYbLq6uJoLmAzZ+y+VuEjZx8w3BQOBneDXQVmWmg2lnrd5qkTSGW7HMbEbIzgBivGQW2pnJP3R05ydQ6GRY+N4brxeNDc6YzSGVYxaams88bJyRNEFHl8A9GbkYqx4ehNp4k1+0S4upYY5IXRbm6kn2Fky20uxIGew4qPSfBFrpF1YSRanqM8Om7xZ2srxiKBWUqVwqAtwerFm468nL7XQbnQ7291ZNU1jWZp1Bks3FovnFRhcYjjwQP9oD1zS7B1Z0LtsjZsFtoJwCOfz4rkNL+Idldzakt3LpjR2Nm160ul6iL1RGpIYPhFKuOOOc54PFaLXlxr8M2k6n4X1aztLyF4ZppprXaqspBz5c7Nz04B5NMsfBlrbyyPf6hfar5lk1gUvDGEEBx8oWNEA6dcZOeScDD1v/Xn+th6af12/S4+PxBf2mh3eseIdMhsLKC3+0IsN0Z5iuM7WTy1VWxgYVmGeM9yk2u6vp/h++1TWdItbcW8Qkihgv2lZvUOTEoUjjoWHXn1ntvDYTTrrTtR1W/1SxuIfI8i8MX7tMEYDoiuTjjLMTxnOeaavhkyaPeaZqetalqdvdReV/pPkq0QweVaONST05bd0Hvl6E62K+ueLTo0uqINOkujp9vbThYpAGm86V49oBHUbM9ec44607/hIdRtrHUpdX0q3097NUeN5r7FvIj9C0xQBCpB3ABscY3ZFNj8F2269lvNT1K+uL5bdZpriSPOIZC6bVVAq8nBAAB69SSdPXNFh17TltZ5prcpNHPFNBt3xyRsGVgGVlPI7gikytL/ANdv8zAsPH8N7oV1dxQWt1dw3qWEUVheieC4mcKU2zbR8vzjcSuV2twcDOpLrWpadBYyazptrD9pvVtpWtbxpVhVwQj5aNCcvtXGONwOT0qKLwbaLY30E1/f3E17cpdvdySKJUmRVCum1QoxsU4xt6jGOKh13TNTPhafSIJL7Wrm93RpeXDW8f2QnG2RtgThT8w2qzZH5H/A/T9biNbR9UbVku5fs/kwQ3UlvC5fPnBDtZ8Y4G8OB1yFz3rN8ezXlv4J1KaxV/3cDSSvDem1ljRQWJjcRv8ANxgAgDnrW3p9lHpum29lBny4I1jUnqcDGT7nrVLxFof/AAkWky6c+o3ljBOrRzfZBFulRgQVJkRsDnqMH3oY4vW7MzxJ4sn8OzW0FvpbagGtjcSMbkRlVV40IGQdzHzBjoOOSOtQQ+MtSu5LK0s9Dhkv7lrxHRr7bDC1vKsbEv5e4qc8EJnOBjBJF+48IwX0UQ1HUb67ljt2tzPJ5Ss6tIknIRAuQY1HAHGep5rPu/CFyPEGnvpWoX1jbot/LPdQGBnV55Y5NmJEYbSQ3RcjaOfV+vn+tv0FHbX+tP8AMenjS8vG0mDStFFxdajBPIyy3Yjjt3hdUcO4VjtyxAYKTkLxgkrKPFGq3f2e20vQlOomzW7ura+umtxbgkqE3CNtzFlfHAGFySMitKx8N2OnXVjNaeapsbaW2jVn3BlkZGZmJ5LEoDnPc5pmq+HE1G/F9a6lfaXeeT9nknsjHmSPOQpEiOOCSQQARk880n5f1vb9Bq1ijB42gltZbqW0khgGljUoS7gtIBkOmBnDKdo4JzvGKz9d+I8Wg3P2e7j0yGe3tUubyC61ZIZBuGfLhUr+9YAHrsByvPJxuTeEtLkg0uCKN4IdLAWFIyMNGNp8tsgkqSiE9CSo565dfeHTc6m9/YavqGlTzIqT/ZPJZZgv3SyyxuARkjK4JHXOBg6/1/X/AAwv6/L+vmYXi/xJqMmiazH4ftkMdpZh5717toHiLpuHlqqMWYLg8lByACecdqPuj6Vz2r+DbbWLi8eTUdRtoL+NUu7a3kRUnKghWJKlgQMcKwB2gMCMg9EOBT6C1ucLqWoXuqfEKPSrjSNdWztrfzFNpfx26sTLt85tk6syALwpyeT8laLeK9Tk1a/t7Lw/JPa6dfR2txcfaMMwdYzujjCktt8zLAlQAMgtyBuDSoBrzatuk89rYWxXI27QxbOMZzk+tLY6bDp899LCzs17cfaJA5BAbYqYHHTCD170o6JJ+f5/5Dlq215fl/mYQ8XXRnW6GlR/2K9/9gF39qIm3+Z5W7ySmNnmfLnfnHOKz4fiFeS3yI+hKls88Sed9tBYI9wbfdt2dd4yBnlcklSAp2I/BtnHfCQXt4bFbs3q6YxjNus5bfv+5v8Avkvt37Q3OOBTV8EaagQCe6+Vo2Hzr1S4NwP4f75IPt780LeN++vp/wAOD6/11/y/E6CWTyoXkIyEUtj1xXnfhzxfqF/q+hT/AG+41C01gOtwotUW1tJDG0iJDKFVpCux0bl8EHJQ4B9HIBBB5BrB0rwjaaTcwPHeXs9vZ7vsNpO6mO03AghMKGPBKjezYHAxQt9QexvHocVwfhzXL8aNNLdalq9/rq6aZ/7J1GwW0VpQoLCL9wjOA2FyGYDcM9Qa62z0r7HqGoXYv76Y3zq3kzzb47fau3ES4+UHqRzk1VsPDv2W+N9eatf6leCJoYZ7rygYEYgsFWONFySqkkgn5R24pDT/ADOa0HxfCuox+Z4nTXLKXTZby5mCRhbOSMx5UGNRgESfcfLjAyeaY3inXLC18Q3uqSRW5jtrae1t7hVVLHzndB5jDBOAFZsnruAIFdPb+GbbbP8A2zcTa688flM2pJEwEeQdgREVMEjJ+XJwMk4XFJfh14Winv5LfRrS3F9brbSLbQJDsUEklCgBUnIyQf4V9Kb20/r+tBdjm38Zaho8OrI+oXF3bLbwSWep6tapb7WeUQuxVVTMSlkYEqM4bBYYI3PCWs3txr+oabc3N/fWiQR3FpeahapBI4JZXG1VT5AVG0lFJy2Nwwavx+DrR7O8h1W+vtVkvIlgkubqRVkWNSSoXy1QLhiW3AbiepOBi5pGhLpc01zNfXeo3k6rG91dlN+xc7UARVUAFmPTJJOSaa8xdP68v+CM8VXmo6f4X1C70eOF7qG3d1M0pQIApO4fI2SMZAIwfUVQTX9Ys9Btp9T0y0a/u5IoLSG2vWdZXcZy7GJfLAAJOA3AOMnAPQ3NvFeWk1tcpvhmQxyKT95SMEflWIvhNW0ZNPu9Z1K78iRJLW5lMIltWT7pUrGAf+Bhs5IOQSKlXu/l/wAEp9Pn/wAAtaJq9zqEt7a6lZJZX1lIqSxxT+dGwZQysrlVJBBxyoIIPbBOf4y1t9LXTbVL5tOF/cmN7qKMSSoqoz7YkKsHdioUDa3U4BOK1NH0WPSFuG+03F7dXUnmXF1clfMlIAUZCKqgAAABQB36kkmtaHDrcNuHnuLS4tZhPbXVswEkLgEZG4FSCrMpDAggnimJGd4K1a91TTbyPUxOZ7K8e3ElxEsckqbVdGdV4VirrkADnqFOQE8W6vfWUmn6dpMd011fu/zWkUbyrGi5bb5hEatyBl/l68E4Btf8I1CPD11pcWoahC92Wea/hmCXLSMeXDAYU8AcAADgAAYqbU9CTUYbTbe3dpdWZzBeQMhlXK7WzvVlYEHkFT2PBAIH/l/wQX+f/AMOS+Nx4P8A7VPiLW9PTT0lW6zBaee8iMQVcGFl3AjaNmAc98g1m3er6zaf2bompa3dwakNO+0zPYWkU1zczMxUIqeWV2Lg7m2qPuklRmunXwrZDT7Ozee5kit7v7ZJvcE3Uu4vuk45+c78LtAIAAAGKfq/h1NUvob6DUL3TL2GNoRcWbJueNsEowkVlIyAQcZBHBGTlO/9en+b/D5B/X4/5fmcZ/wmOp6tb2Fq19c6XqDaYLl4NNtY55ri4LtHtVXV1EYaNiW4HzplwOS1/GeqaxDbwwXtxp2o/wBlxXKWen2yXElxcSF1wwdWCwqyAFtyj5xlxxnrZvB9mBZnS72+0mS0t/sqyWkilnh67G8xXB553feBzzycpP4MsS1udNu73ShDarZMLORf30C/dRt6t0ycMMMNx+bmm7tf15/8D+lqaf18v+D/AJ9tHw/qba14b03U3j8pry1jnZB0UsoJH61oVz+p6JfTT6Ha6PP/AGdp2nTpLKYrh1Z0RSBD5YGHQg8ktxgcGugqpWbbQldaHOX3ip7bxhDoUUVgjSLG+++vjbvMGLZ8hPLbzSoXkblwSPXNV/EfjeLw7rEVrP8A2YUZog0cuprHdsHcLujg2neBnuyk7WwOBnQ1fw3/AG1cf6bq18bEvG7aeqwiFyjBhlvL8zqoPDiquoeCbXUL69mOp6jbw38sc1zawPGsckiBQrElC/RF4DbTjpyaldLjfWxLL4neP7bD9gzeW1/FZxwedjzRJtKyA44G1ix4ONjDtUTzXg+JlvDcCSO2fTpmgEV8THJteLcZITGAHy+Awc8Z45rSl0Czl8Rxa0xk+0RxhNmRsYjcFcjGdwEkgBBHDnOeMVZ/DMk/iaHWv7e1ON4VZEtkW38oRsULJzEWwSi87s+hFEd1f+tLfnqPuUbbxhez6hF5mjLFp0mpS6b9pN2DJ5iM6hxGF5QlAOWDAk/KQNxitvGt/ea3YW9tpFs2n397PaR3LX7CVfJ3b2aIREDlGx83pnaTitiPw1Zx28UKyT7YtQfUFJYZMjOzkdPu5c8dcY5rjPDnhjWdK8TRXkGmzWlxJcyG/uZorEwSwszEhJEBuWJO0jeR0y3TBI72f9bfrcJdWv63/Sx6RNJ5UEkmM7FLY9cCuJ0r4iXN7dWYvdEFnbXJjzMLzzCgkt2nT5QnJwjBueMrgtkhe3kjEsTxtkB1KnHvXPW3gjTLU2m2W5cWpiKq7KQ3lwNAA3y8gq5J9/QcUtdf67/8ANPz/wCAVrbxncqtpd6xpSWWmX8Ek9rPHdGWQBYzIBLHsGwmMMflZxkEZ6ZqL4l1KDX01HXbVNO06PRbi9EEN4ZmZVaI5ddiqHCnHBYckA+upaeCbG38uO5vL2/tLeF7e0tLp0MdtG67SFKqGPy/KC7MQM88nKWngmziZjqF/qGq7rJ7Ai9kTHkNtymEVRn5fvfeOeScDD63X9aP/gC6a/1qtvxK3hrxrb+J7+bTHbT/ADWtvPX+zNVF1tTIUq7IFMbjcOmRzwxxV3werRWeo25nuJ0t9RmijNzcPM4UEYG9yWP4mrNhol1YwTQt4g1O6V4vLiNwtuWg4wGUiIFiP9vdnHOaboPh59CkumOsahqAuZDK6XawAByeWHlxoefTp7Ufav5fqv0Frb5/oTeI7q/svDl9c6RHDJdRQs6CeUxquATnIRskdQMYPTIrKtvEOr2nhaC+1jTrVrq48iK1jtbxn8+STAG8mJRGMnJwGwM4zgA9LPDHc28kEyh45FKOp7gjBFYSeEo/7EOl3erajdwoY2tpJTEJLQxkFCjJGuSCAfn3ZxzkE5S3d/L/AIP9f8Ab6fP/AIBY0XWLu9vb2w1Wxjsr6z8t2WC4M8bxuDtZXKqeqsCCoxt7gg1NrusDRdNE6wNczyypb28AYL5srttUFj0GTknnABOD0pNI0SPSXuZnu7m/vLplM13dbN7hRhVwiqoAGcAKOpPUk1Nq2lQaxp5tbh5YvnWSOWFtrxOp3K6npkEA8gg9CCMim/6/UEYGuajr1vZ6RJLYwR3smprGLazv2aOVTG+A0jRpgZ5I2nAGQGOBUN34+/s/TFOo2+n2Wom9ksmju9TEVsrINxbz2TOCpXGEzlgMdSNxNBLQ2i6hql7qElpdC5jmnEKsSFKhSI41G35j2z71BceE7aVpJre9vLO7a7a7S6gZN8TsgRgAylSpVcYZW9eoBCWl/wCv5f8Agg+n9d/+AULXxwNS0bT5tJtIbu/v7mS2igW7Bg3R7vMfzlU5jAUkMFJOV+UZOK3iLxLNoGr+HrjWz9mMy3Eb2dncNKs8p2CNFyqb2JPGQMZPQAmty58Om80+1iuNWv2vbOQyQ6kPKWdWOQeBGIyNrFcFCMe4zTbnwraalHaLrNxPqZt4poWNyIx56ygBt4RFHQDG0Cm/IFvqVbnxBrVvc6ZYDQ7d9Sv4Jpmj/tDEMHlsn3pPLych/wCFDhsDkZYQweL73VI7WPQtJhuL2S3ae4iubwwxwbXMZXesblmLqwHygYUkkcAx3nhbUn1jRVtda1OOGytLqKS/Bt2m+dotiHfGQeFPzbc/KMnJ5vP4NtI0tf7Jv7/SpraA2/n2ro7yRltxD+arhju+bdjdknnk5H5f1v8A8Af9fj/kZ2qaxcarY+GtRtY7i2sp7+AzeXfGGVXLbPLZAjLImSdw3LnAwTVzXPFGoadql5ZaZoyXxsrBb+WSW8EK7CZAUHysS/7vjjB5yVwMvvvBsVzY6fY2Orahplpp/lmGG1ELAshyrsZY3YnPvz3zV59At5bi7nmuLiSW7sUsZXJUZRd53YCgBj5jZ7dOBQ78rtvd/lp+IK19ey/PX8DEvNe8Rv4u06DR7LT5rC60+W5jW4vmiaTBh+ZsQMVK7yAASCCScYAq5qviqTT/ABRaaMkNhG9wiOJL+/Nv5u5ipSEeW3muMZK5X7y+vFm88Mx3A097TUb3TrnT4TBFc23ll2jIXcrCRGUglFP3c5HBHNGteGjruYrzV79bB1VZrGNYBHMAcnLGMuM99rD2xTdrq39bk68uu9jbriY/Eep6Zqmuyy2JutLt9Ujiknku8PCrxwjEce07gpYsQSnU43HNbU+vajDcSRR+EtYnRGKrLHLZhXA7jdcA4PuAfaoP+ERiuNQmvJ9Q1EW13cpeTaYxhEJlVUC5Kpv4KKcB8EjnIJBUd7+X6oHtb+tmZt18SLK28StpxbTjDHeJZOG1JBdmRiF3Lb7clAzAElgcBiFIAzpWvip7vxlcaIkVhELZirrPfFLpxsDeYkHl/MmWA3b+x9MVaj8Om21aS7sNX1C0hmm8+ayj8poZHP3j88bOu7HIVlGcngkktn8N/bNYgvr/AFa+uoraf7RBZSLCIonwQCCsYc4DHq5685ojsr/P+vvt+Nhvrb+v66/qUNH1XxNdeKdVtLyx077FbXEablv3LxKY1b5V8gbyc5OWGMkZIFdS7rHGzucKoJJ9qyJdEMOuS6vZ319C0iqZ7KHyjHclAQM71JBxgfKyjgZqKHXdQuJ0hm8I6xDHIwR5JZbMogPBJC3BOB7An2NLW1luPqVNM8WXl5caZJeaTHbafrG77BOl0XkPyGRfNjKLs3IrHhmwRg03w/4vvdYm0trzRlsbXVrVp7aQXYkcFQpIdQoABDEqQxJA5Ck4FnS/B1ppdzaML69urewVlsLS4aMx2YI2/IQgY4UlQXZiAT61ZsvDVpYW+kxQTXGNJgaC3ZmUlgVC5bjk4HbFU7dP63EZugC40+fxTb2Rub77HdL9lgu72SUkm2ifZ5khYgFmPrjPSr2meJV1e9sIrK1LRXWni+mlZ8G3DEBEK45LHzPTHlmotO8Pz+H7nUNSTVdW1iW5Hmy2sotV82QIqgrtjjw21ABlgvr61D4e0C6sdF1NwP7Ov9TmlmjViJvsYYkonBwdpYsVBwGZgCRyV/l/wP8Ag/Ibs/6/r+mLDraQwa54kvZZv7Ntd0UEaEkMkOQ7qvQsz7gD3Cr61X17UteXwNq93fWMOmypbh7cWd+0sue4YlECsOBwzDk88ZO8mh2I8ODQ3iMlj9m+zMhYgsm3ByRzk+o5zzVIeGWl0e70zUdb1LUYLmMRg3HkBogP7pSNck8ZLbun1p6bEvVXKFz41k0q11Vtf0+GymsI4JURb0OkizMUj3OyqEO5SG6gDnJFRWHxDtLnStSuHWzuZ7B4k2aTfLdxTNKdsarJtXDFuCGAx16c1s6h4YsdTub2e5ecPeQwxEo+3yjC7PG6EDIYM+c8jgcdcofDv2jSLjT9W1W/1NJyrCWfyo5IipBUoYo0wQwDAkHkUitLoxfFGt6lpXh221DXvsujrFqdr5r2l88q+T5i7tzGND0yCMHI/KrsninUF0u0vE0TJ1G6WGyha6CuyMjMskmVwn3clQWIU55b5atnw2biyjt9U1e/1HyruK6SSdYFYGNgwX93GoK5HORn3rM1DwhNDaWFlod7eW9vFqS3ChDCfsMex8iIOhG3LcKwbAOBgAALbTzX3aX/AK9Refl/mSJ4vvJIxZppcJ1v7c9ibUXh8hWWPzS5m8vO3yyD9zOTjHequua5qN94C1uRLI2l7YedFepBqRiaIIm8vDMImySpUrlV+9zgjFah8HWn2KNI76+jvo7lrsakHQzmZl2sxypQ5X5duzaBjAGBhtz4Oin8O3GkJquoQLeNI17cx+SZrouCG3loyoyCB8oXAAAwBin01/p6fhv5jjpJN9/w1/HYk1DWr2wm0uw0zTxf3N7C7I0915SpsCkl22seQ3UKTnHGCSMi+8T69daf4fvNF0+zQXt15NzFcXpXDgSBo8iFsrlD84weBxzXQWuhLBNYT3N/d3s9jHJGks4jBcPjO4IijjaAMAe+ahk8K2raHDpsN3d25t7g3MF1EyebFIXZ8jKlT95hgqRg/jQ97+f4Exvy28vxNW0a5e0ja+iihuCv7yOGUyIp9AxVSR74FTVDaQyW9pHDNcy3bouGnmCh39yEVVz9AKmoGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBz/iTWdT0q6077FbW5tZryCCeaZiSRJIE2ooI5AOSxOBwAGySrPF2p6zounXOq6fJpy2dlB5skNzG7SXLZ/1asGURk8AHD5LfdGPmf4n0PVdc+yJp+p2dlDbzxXO2exedmkjfcvIlQBeBkYz71X1rw3req6tp15HrVikdigb7LPpzyRPcf89sLOpyP4VJYL15OCBbfP8ADT/gj6/L8SDVvEt1B4uj0iPW9F0cPawSxR6lAXluHkeRSifvo+mxeACctWxrl9cRS2Gn6fIY7u+nAEgQN5cSfNI2Dx90bR15deKr63omq65Zvp02p2cWnXMHk3ka2DGWTIw+xzKVTI6ZRsepq1a6VKniO51G4ZDGtulrZopJMafecnI4LNgY54jU55IDF/X9fmVL3WtTtvGWl6d9mgj0+8MqGR2LSyFI9+VAOFAPHOSeeFwMx6xqus6TrFk7Pp8mn3d7HaJarG/2hgw5kEm7Hy8krsPyqTu9DV9B1q/8SWOp2mr2FvDYM5hgl055GO9NrbnEyg98YUY96jk8N603jN9cXWbGSLaIre3udOdzaxcb1jYTKAzEZLFSeg6DFJbq/wDX/D/h9wnsyODxFc3Pja70ka9olt9nuFjTTZIS13MnlK5YHzh/ebnyzgL3rrKwtR0K/wBX1CIahqFqdLhuY7mO2hsys2+NgyhpTIwI3DJwik9M9c7tC+FDe5z2iy3174o12S41O4a2s7tbaGyEcQiAMET7s7N5bLt/Fj2q3beLPDt7qAsLPX9LuLwsVFtFeRtISOo2g5yMH8qz9Bn+z+K/EVpPb3kb3F6txFI1pKIXT7PCuRLt2Z3KRjdng8VoW3hqxtNQF7FPqjShi22XVrqSPJ/6ZtIUxz0xgdqOi9F+Q3uxLLxZ4c1K8Fpp2v6Xd3LAkQwXsbucDJ+UHPApLTxf4av7gwWHiHSrmYKzmOG9jdgqjJOA2cAck0tl4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxSWnhewsrgzQ3GqsxVlxNq91KuCMH5XkIz6HGR2oEFp4u8N37Six8Q6VcmGJppRDexv5ca9XOG4UdyeKW08W+HL9ZzYa/pdyLeMyzGG9jfykHVmweAPU8Ulp4YsLJpTDcaq3mxNE3navdS4B6kb5Dtb0YYI7GltPDNjZLOIZ9UYTxmJ/O1a6lwD3XfIdp/wBpcEetACW3i7w3exzyWfiDSrhLaPzZ2ivY2ESf3mIbge5pbbxb4cvLe4uLTX9LnhtVD3EkV7GywqehYg4Ue5pLbwxYWkc6RXGqsLiPy3Mur3UhA/2S0hKH/aXB96W28M2Nrb3EMU+qMlwoVzLq11IwA/us0hKH3Ug0egCQ+L/DVxaXF1B4h0qW3ttvnzJexlItxwu4hsLk8DPWiPxd4blsJr6LxBpT2kDKstwt7GY4y3QM27AJ7Zoh8L2EFpcW6XGqlLjbvL6xdu4wcja5kLJ77SM980R+GLCKwmtFuNVMUzKzM2r3TSAjptkMm5R6gEA96AFTxb4ck06TUE1/S2so3Eb3IvYzGjnopbOAfakHi7w2dOOoDxDpRshL5JuftsfliTGdm7djdjnHWlTwzYpp0lkJ9UMUjiQsdWujICPSQybwPYHHtSDwxYDTjZfaNV8oy+bu/te68zOMY8zzN+3/AGc474zQAp8W+HBpo1E6/pYsTJ5QuvtsflF8Z27s4zjnHWkbxf4aSwS+fxDpS2kjmNLg3sYjZhyVDbsEj0pT4ZsTposfP1TyRJ5u7+1rrzc4xjzPM34/2c49qRvC9g9glmbjVfKjcuGGsXYkJPrIJNxHsTgelABL4u8NwWUF5P4h0qO1uSwgne9jCSlThtrFsHB646Us/i3w5a2dvd3Ov6XDbXQJgmkvY1SbBwdrE4bB64pJfDFhNZQWr3GqiO3LFGTV7pXO45O5xIGf23E47YpZ/DNjcWdvbST6oI7cEIY9Wukc5OTudZAz+24nHagBLjxd4btLe3uLrxBpUMN0paCSS9jVZQDglSWwwB9KW68W+HLKG3lvdf0u3juk8yB5b2NBKn95ST8w9xSXHhiwube3gkuNVVLdSqGPV7qNiCc/MyyAufdiSKW68M2N3Dbxyz6oq26eWhi1a6jJH+0VkBc+7ZPvQAl14v8ADViITe+IdKtxPEJofNvY08xD0dctyp9RxReeLvDenSJHqHiDSrV5I1lRZ72NCyHowBbkHsaLrwvYXYhEtxqq+TEIl8rWLuPIHdtsg3N/tHJPc0XnhiwvpEee41VSkaxgQavdQggdMhJACfVjye5oAW+8WeHNMuBb6lr+l2cxUOI7i9jjbaehwTnBovPFvhzT702d/wCINLtboYzBNexo4yMj5Sc8gg/jRfeGbHULgTzz6ojhQuLfVrqFcD/ZSQDPvjJ70Xnhmxvr03U0+qLIcfLDq11EnAwPkSQL29Oe9ACzeLPDttqR0+41/S4r0OIzbSXkaybj0XaTnJyOPeiTxX4dh1L+zptf0uO+8wRfZWvIxLvPRdmc556UTeGrG41I3zz6oJd4fbHq10keR/0zWQJjjpjB70SeGrGXUvtzT6oJvMEm1dWuliyP+mYk2Y9sY9qF0uADxZ4dOp/2cNf0s33meT9l+2R+bvzjbszndnjGM0L4s8Ovqf8AZya/pbX3meV9lF5GZd+cbdmc5z2xmgeGrEan9v8AP1TzvM83b/a115Wc5x5XmbNv+zjHtQvhqxTU/t4n1TzvM8zadWujFnOceUZNmP8AZxj2oXS4PrYIPFnh261Iafba/pc16XKC2jvI2k3DqNoOcjB49qSy8WeHNSvBaadr+l3dywJEMF7G7nAyflBzwKWDw1Y2+pC+jn1Qyhy+2TVrp48n/pm0hTHPTGB2pLLwzY6feC5gn1R5ACAJ9Wupk5GPuPIV/TijpqAWXi3w3qNz9n0/xBpd3PtLeVBexu2AMk4BzgCnad4p8P6xdfZtI13Tb+42lvKtbyOV8DqcKScc02y8MWFhc+fBPqjPtK4n1e6mXBGD8ryEZ98ZHanad4cstLuvtFtPqTvtK4utUubhMH/ZkkZc++M0AVNDlvo/EutWF5qVxfwwLBJCZ0iUx79+VHlouR8o65PvXQVzegT/AGzxZrt3Hb3cUDJbRI9zaSQb2USbtu9RuAyORkc10UkaSxtHKiujgqysMhgeoIo9BLzHVBey3MNnI9jbrc3HAjiaTy1JJxy2DgDqSATgcAnioNM0TStEieLRtMs9Pjkbc6WlusQY+pCgZNWLxLp7ORdPmhguSP3ck8RlRT7qGUn/AL6FA0cvH4ov/wDhXMut3MljDeRySRtK0bCBNs5j3lS+cYGT8341atfEiWnhebWL7V9P1uFZAkc2kRBEdmYIqDdM67ixAyWAGecYJo0LQdc0Tw/NYLq+nzTeY0lvMdNdVQvIXfcnn5b7xAwy475pYvDV5Hp+qGS8sLjUtVdTdST6eWtmUKE2eT5gJGwY+Zyck9sKDq2C6XNnT7ua9tBNc6fcae5JHkXLRlx75jdl/Wq3iG9v9P0W4uNLt4pp442bdO2EjAUncQOW6Y2jGSeoHIg8LeHv+Eb02a286F/NnaYRW0HkW8GQBsii3NsXjcRk5ZmPfFWdesb7UtIms9NvLezknUxvJcWzTjYVIICh0weeuT9KU78r5dxxtfUqxXWsan4a02702Wxtbm6gjmmkuYXkRAybjtQOpPJA5YYHPPSqFt4rubnwbY38dtE+p6g5t7aJCTFLICw8wHr5e1TJnP3ehJxmK98Ja3eeDbPQTr1pGICkczpp7hLmBVwImUTbgDj5iGGRxgAnN9/CkWow2b67MXvbNHiim0uW4sFVGIyoVJicfKvVj07VU7NvlIjdRV9zMt/iDFb6Do11qllczXN/ZR3U32GEFIgzKhbDNnG51GBuY54BwavDxrBLb2RtNK1C5vLx50SxQwrKhhfZLkvIE+VsDhjnORkZIz7T4cx2Wl2VnFqczC2tEty8oeQsVljkLDc52g+XgKOBnj0M1/4KnutFGlifSLi3N1cXLjU9KNzhpZXcFB5q7SocjPOevHSh26f1q/0sXpf+u3+Zt65qkmnaE9xDGRdy7IbaJwD++kIVFODjG4jOD0Bqvea62kXFnpS2l7rOoyW5lZbfyEZlQqrSHe6LyzDhfXpiki0GZLzRVmumurTSYDte4cvNNPtEYkc4wcIX57l+2Kh8V+GbjxNHHAJdLSBVOGu9NNxNE543xSCVfLYDocEgjPtSej0/r+vx/ES8xus+JtR03xPY6da+H72+huIZXaSF4AWK7eF3zLjG7nI7jGeam1LxbDpk0iyabfzR20SzX08KxlLJW5y+XBYgAkiMOQBnHIzJqeh3k8mm3OlailveaerRrLeQG4WVGUBgyh0O7Kqchh0PBzWTrHgGLU9cfVDHolxNcJGtwNU0YXYygxmM+YrICOoJYcDGOci3DoXtQ8aWmn3l3D/Z+oXEViU+2XUMaeVbo6hg5LMCww2SEDMMEkYIz0dcVceHdS1fW/EFm9zHZ6NePCk0Zsi0k6CFAwjkLhVBxtPyMRzgg9O1AwMDpQtgCis+XQdHn1ZNUn0qxk1GPGy8e2QzLjphyMj860KAMC2lvYfHVzaS6jPcWktkLhIJUjCwt5m3ClUDEY/vFqS18YWt3fQRrYXyWd1M0FtqLonkTyLngYcuAdrYZlCnHBORlE0XWh4uOryarYNbGMwfZl05w/lbiwHmecRu/wBrbj2FQWPhG6tZrG3m1VZtJ06cz2tsLYrNu+bary7yGVdxwAinhck4OVG9lf8ArX/IJbu39af5mhpfiEavfzxWmnXn2WGSSE37NEImdG2soXzPMzuBHKAcemCTR/EI1ueX7Jp14tmjSIl87Q+VKyPsYKBIXByD95R0PtmhaeFLiPxf/bt1cacsg35+wacbeWcEbQs0hlbzAABxgcgHjGKXTPCk9r4qfW7q405ZWR1cadp5tWuC2OZmMr+bjHHAwSfpTXS4PrY27TUPtV9e232S6h+yOqebNFtjmyobMZz8wGcE+oIputammjaHe6lJG0q2kDzGNTgvtGcZ96daW15DfXst1f8A2i3mdWtoPJCfZ1CgFdw5bJycnpnFGrabb6zo95pl6GNveQvDJtODtYYOPfmk720GrX1Ob8PeKru78Uy6JqN1p17J9mabzdOidUgkRgskDMWYM670PBB55UZGd3xFqr6J4fu9QiiWaSFBsR22ruJABY9lBOSewBNUdB8N3GmXFvPqN9BdPZ2n2O0W2sxbJHFlScruYFjsXkbV44UVat9N1NdJv7a/1OHUJriSUwvcWQ8uKNvuxtGrDeFHBOQW9qqVraf1r/l/w4lvr/X9f1oYdx4vu9A/tS21+bT7y5s4IJ4pLVGt0bznMao6lpCuGAO7J4bpxy1PFt0nhTVL2XUrFr2zaMP52lz2S2wYqN0kUzh2XBJ3ZUHB9DU9p4Dt4NHurfzLW3upzEyPp9kttBbtE/mRlIcn+P5jliWJPIGAL1romrW731++qWcmsXccUQn+wsLeOOMsQPK83cT875PmdSOwxSezGUf+EivR4fguLTV9G1ia9vUtLe9s4SttEWOCXAmfcRg8BlySq8ZzWl4d1a5vpNSsdRktZrzTbkQSzWilI5Morg7CzFCA2CCx5Ge+Kqf8IrcNpuqC6udOvNQ1WRHuXudN32rBQFVfI8zJG1R95yc85xhRoeHtBh0CweCIxmSV/MlMMIhjB2hQqRjhEAUADJPHJJJJa63/AK2/4P3iNaiq99YWeqWb2mpWkF5bSY3w3EYkRsHIyp4PIzRY2FnpdmlpplpBZ20edkNvGI0XJycKMAckmkAzUr2WwthJBp91qEhbasFrsDH3y7KoH1Ye2TWWfF9o+mWdza2V7c3N5I8UVhEqCffGSJFO5gi7CpBJbHGATkZTxX4YbxLHZKJrTFrKZDb39n9qt5sqV+eLemSM5Bzwe1UNP8Dy6NpWnRaTqUEN7p0tw0Mz2IMJjmcu0ZiVlwB8uNrLyo7ZWgZrXviMWMFkr6ZfSahe7vK02PyjN8oyxJ3+WAoIyS+OQASSBViHWEk1C1sZ7S4trq4tXufLl2HywrKpVirEbsuOhI681TvtE1K6k0+/h1K1h1izjeMzmyZoJUfbvBi8wMOUUjD5BHcEimXuharc3tjfwavb299DbSW1w4siySK5QsyKZMowKDBJcDPINL+vwdv0F0/rv/kV/wDhPLOSOy+xaZqd7PfWIv4beCJN3lZwclnCqRnoW56DJ4q1eeKorfR4NUs9L1DUbOW2F20tqsf7qIruDEO6knGflXceOnIy3w/4X/sM2Gbz7R9j0xLDmLbv2nO/qcZ9P1rP8WeAx4o1JrmS4sjG9p9m2Xuni6MHLEyQlnCxucjJKtnavpQ7paef62/Qel32/wCG/wCCat34nijvI7TTNPvNXuGgW4eOy8oeVGxIRmaV0A3YOACTweOKdeeKLOwXV/tMNyG0qFJpECAtMrqSvljPzZIZBnHzAj3qp/wjeo2N5HdaDqltbStaRWtyt3ZGdJRFnYyhZEKt8zA8kEY44ya2pWP9teO7HyYbpYbFCb+R7do4ZtrLJCqswAchxuymQMMCeQDTteyJV7Xf9f1/Xc6CTUjHqVnZmyuybqN5POWLMUO3Hyu2eCd3A5zg1dqpNbXj6ta3EN/5VpEkiz2nkhvOY42tv6rtweB1z7VbpDODv/HlzaaqJBNYfYhqH2P7B5TvdyRrJ5UlxuVsIivn7yYwv3gWAHeVyg8EmPUbwW99FFpd9fLqFzbC0AmeYMrY84MPkLKCQVJ6gMARjdFpfjxA12dSzpxthGLDyF4l3Z8zzOvTjb070LZX/rT/AD/pLYe7t/Wpzll4zOoeJhAl5b21h9qks0R7CdzPIhZSPtGVijYspwnzEgA/xYEvh3xHcavrV1DLr2hyfZ5rhX0yCE/aokSQoGZvOPopJ8sde1TR+FLlboQNqUZ0dL37dHaC2ImEnmebtMu/BTzCWxsB6DOOtj+wb+91y1vtb1C1uIrGV5bSG2szCVZkZPnZpH3YViOAozyewAtge7/rv/wP+CZnhrxmdf1aMm8t4rS7R3s7Y6fOrSqMci5YiN2xyUVSV5GTtJq7YarrUPiyLSNZbT5xc2cl0oso3U2u11XY5ZjvB38PhMlD8vPDdM8J3NlPp0dxqcdxp+kFjp8C2xSRPkaNfMk3kOFRiBhV7E5pPDfhzWtF1C5uNR1my1E3chkuZf7PeOeQ/wAC7/OZVVRwFCYxnuSS1a4PqdPRRVDTtB0fR5ppdJ0qxsZJ/wDWvbWyRtJ3+YqBnqetIB+ranFo2k3Go3McskNsnmSCJQWCjqcEjgDk+wNRnWIf7RuLOOGeV7e2S5do0DKQxYKo5yWOwnGOmKuzRJPC8Myh45FKup6EEYIrmovBrx+EL/Rm1SRri8j8s3uwhgqoqICN3PyqA2CNxLH5d3C7jL1lq7a4L7TzBqGiX8KKWWUQNKivnbIpUyRnlWHOeVOR0o8I3d1e+GLea/uGubjzJUaZ1VWfbKygkKAM4A6AVlaB4KuPDk2p3Wm3Gk211fQwxqlppPkW0RjLnd5ayZbIfnL5yOuMAWdJjufBuh+Trd4dRj85jEdO0idnUuzOdyo0pIyTg4AHA5JqnYnW5ualBNc6fLHbXs9jIRlZ4FQuuOeA6svPTkGsLTPEzw+B9AvtQWbUNR1K2gCQ26oJLmVo97YBKoOAzHJAAB+lWxrDa9azwaC9xZXKgHzdT0a5SPBPOA/lbj9G49Kz7TwjqVt4d0iyOs25vtFdTZXSWLLGVERi2yxmUl8qzchl5wRjHKWzv5frcrQtt4xtV0lrprG9W5S7WxbT2EazidsYTJfy+QwYHfggjBzxVi+8RDTtMtLm60y9S6vJhBDYbofOaQhjt3eZ5Y+VSfv9sdeKpN4Xuzot7bNdaddXepXP2i+e+05preX5QoUQ+aNoARAMs33eck5pieEbiDwimhxXGmXCGVnlTUNNM9ttLFhHHD5q7EU42gs2AMe9H/A/S/6i/r+v6/4Gvd6vJZaF/aM2lagz/LusoY1lnXcwXojFTjOThjwDWlWBZ+Hr7TPB8ej6XrBtrqMgpd/Zw6xjzNxRI2JAQLlFXJ2rjk4rfpuwjn/FutalolhFc6dbQPH58CTSzsSAHmSPCqCCThickgDA69K6CsDxZoWpeIdPjsrDUrWxh82OWQz2TTszRyLIuCJUwMrzwcg9quXdlq9xp9nHBq8dpdRTRvczRWYKToD86BGY7A3TOSRSW3zGYXinxVeaZqFxa6fc6faG1t0lJvonlN3LIX8uCJUZW3Hy25AY8jCmszUPiJdSaedS0lrGCGK1hnW0u43knv5HjEvkRBGBUhCPm2vy2cAKc9Bqvhee58RnW9IvoLG8mtPsVw81mJyYtxYbDuUowJPJ3KeMqcCqMngAW08v9hX8dhBdWEWn3YktBLK0Ua7VMcm5djbSRlg65CnbwcrW2m//AA//AAP8t7vS+u3/AA3/AAf6ta3eeI79dX0EWdvbjTNUmWMzSMWkfdBJKCoBwoGxRk5zk8DAJTxNeeJNNkSXSr7SmW5uI4LWzn0+RpHZiM5kE4GAAzE7OFU8HFLrXhzVr6+0uTStUsLK20uQSwQzae8zFhG0fLCZPl2ueMA5HWtOXR2ufEdtql1cCRLSBkgtxHgJI/35Cc8naAoGOAW5O7itL6d/wJ1t8vxNOiis+XQdHn1ZNUn0qxk1GPGy8e2QzLjphyMj86QzQrGj8TWktvBIsFzvmv2sBAVUSLIrMGJGfugIXzn7vNbNYsPhxIfFE2rCfMUhMotin3ZiixtJuz/cQDGO7HJzwdQ6Ct4jWLXIdPudMv7eO5laG3vZFj8maRVLFQA5ccK2CygHbweRmDSpr6PxrrFhc6jPeWyW1vcwpMkY8kyPMGVSiKSuEX72Tx1rHsPhyLTxNbatJd2Uj217LdCZdOAuphIJBslnLksBvGMBRhQMdMacGk6xp/iW91291WzntZYFjltrfS5fM8uMyMm0iZiWzIc4Q7sAACmrW1G+qX9a/wCR0tYtp4ljn1U2F5p19prtC88El2Iwk8aEBmG12K43KcOFPPTg4ZF4o0/UZBZww6zE8/7tZH0a8iCk8Z3tEFX6kgVh+HfhtHouoRXVxPp8uyxkspfsmmi3e5D7MvK+9md/kOSTzu6DnM6/1/XoGhv6X4lTU7eS8/s29tNNERmjv7rykjmjH8QUOZACPm+ZV4qKLxWr6Ne6tPo+pWthbWzXSTTCIfaIwC2UQSFwSBnDhTzzg0mn+Hr6HSJdF1XUba+0k2ptI41szFN5eNo3yeYVY7eOEXJ546URaBqc+hXmjazq0F3Zz2jWkbwWRhmVSpXczeYys2D2RRntjim7a2/rf/gBHdX+f4bfiTar4qsdHhupLuOcra2B1CQooP7sHBA5+9x0/Wm2HimK/kuol0zUYJYIUuI45olVriNywVkAYkZKkYfaRxuArMk8G6jfQ3/9ra3FPLd6cdPUwWPlJEM53hTIxJ55y2PTFbfiLRzr3h650xbk2xnVR5m3cDhgdrKCNytjay5GQSM80dP67v8ASxKvfXy/S/6lVPF1olhf3Gp2l5psmnlBNbXCo8nz/c2+UzhtxOAASc8YqT/hI2hs47nU9H1DTVkuo7YC4MLEFyFVz5cjALuIXrnJ6Y5rE074dxWdjqkBuLOBr9oJVGm6clrFbyQtuRlj3NnkKTuJzg84IAvayt9F4UvbXX3/ALUmugYoF0nTZUYMV+XI3ybTuGd7FVHGcUN21/r/AIcaV9DWh1mG4fU1gguJP7Nfy5CiA+a+wOVTnkgMB254qzp939v022vPs89t9oiWTyLlNkkeRna69mHQj1qjo+mXVh4ZitJblRqDRM09yq7h575Z3APUbySB6cVe0+G5t9Ntob66+2XMcSrNc+WI/OcDl9o4XJ5wOlO1m1/XmK91cyPE+uzaU1pb2txZWT3G95L2/GYLaKMAszDemckqoG4fez2wX+ENek8Q6F9puEVLiGeS3l2IyK5U8Oqt8yhl2sAeQG6nqV8ReHTrNxp17azw22oaZMZraWe3E8Y3LtYMmVJ4PBDKQQDnqC1NBv7Xwzc2WnawbbU7l3mfUfsyuFldtzERE42/wgEnAxkkjJlX1v8A1t/wRvp/Xf8A4BD4r8Svo0tlY2bIt7e72RmtZbrYibdxEMXzyH5lGARgZYnC4LZdT1C58M2+sabr2lR20du0tzczaZK6ttHJCeerR4wwKsWIPBwRV3VtGvLu7stQ0y+itdQtEeIST2xmjkjfbuVkDoeqKQQwxjvmqp8JhtCtNJe9L263Zur3dFzdkyGVl64RTIQSOflG3vmnbQLmJdeLdcttPtYryfSdL1BbBbu7e6t5HQvIzCKCOJZAxc7GzhmOVwA2eGXXxAu7rTobrTXsNNb7BFctFqETyvPPJv2WsaoytvzG4yAx6YQ81v6v4anuvEMOuaReW9lqKWzWjyXFmLgNEW3fLhlKsDnnOOTkHjFL/hBTYXltdeH7+Oznj09dNllubQXDvCpyCrBlKvkkk8qeMqcCk72/rz/4H+W93pf+vK/6/wCex0OjanHrOh2OpwqUjvLdJ1RuqhlBwfpmipdOsYdL0y1sLQEQWsKwxgnJ2qAB+goqpWu7bEq9tTO1PxC9hqyadaaNqGp3DQeewtGgUIu7byZZE7+mas3mvaVpqr/a2o2mnuwTKXVwkZBbO0cnGTtbGOu04ziuc8TaVcT+LIb7+ydZv7YWPk50nUhaMr78/N+/iLDH1qpqonPjjUI7PQJtRubjQYLdWaSEC3DyTAiR3fO0kDOwPnb0PGZTfLfrr+pdld9tP0/zOwvtc0nTLmC31LVLKznuTiCK4uEjaU5xhQTluSBx60ahrmk6TPBDqmqWVlLcHEMdzcJG0pyBhQxGeSOnqK46bQNX0211LT10r+2v7T06CzS782MJEUiMZEodg2zJLjYHPzNxnrpWVnqXh/xBczHS7nWEvYreMXlvJCGhEabSriR1O3OXG0ty7cDjNdbEa2v/AF0/r5GlD4r07+3LzS765tbKeG6W2t0muVVrpjFHJ8inBJHmAYGf1rbri9Q8NXU48UyxWMbT6heWslvJlA0iRJDjnPG1lcgHHOSOtdpSKe+hgN4utBqRgFneNaLdCzbUVCfZ1nJ2+X97f94hchdu44z1rQvtT+y6jYWMUQmmvHbI37fLjVctIfUAlVx6uOlctd+Gru916S0to9WtdMa/jvpfOntxaM6yLIxjVMzEsy8q5VPmZuoAO7pUE114i1LVbqF4gpFlaLIpU+WnLuAf7zk/UIpHBoWyv/W36/gJ6N2/r+l+PkSWHiSy1LXrrSrVJzJbQrMZmj2xyKzsnyknJ5Q84wexNN0zxBLql68UWiahFapLLF9ulaDymMbFTgCUvyVIGU/Ksu0bVT8SLq+l8P38NjNZR2a3Ly2xUFJJW3lRKW2kOMfLn1AqPTtKvIvFcdxpmn6rpNos0z3n23URNDdB9xxFCJZAhLkPnCEAEc5Iojsr+YS3dvL8v8zsaKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAz9R13TdJubS31C7WKe8kEUEWCzOSQAcAEgZIG48AsATyKq6pr+h6FqJfUG8q5eJfNnS1eTy4tx2mWRVIjTJbBcgfe9DWT46uYYDp6pY309x9utZ5HtNNmn/dRy7jlo0I4+Y7Sc8nA5qLxlrJvEg0JbHVFsNSty97exaXcTeXCeDEqpGxEjDj5gNoyeuARbX87fh/w/3D628v1N+/8Tabp2pCwnF7LcmNZSlrp89wFRiQpYxowXJVupHQ1b1LUYtMtVmmSSTfKkSRxLlnZ2CgAHHrk+gBPauT8RNLBqP23w5ca3Fq01lFHBaxaYXtZ9rO0azSPFiPl2DfvEIHocVrc6v4yijfDQ6LEJHx903MikAfVYyx/wC2q0xf1/X9bGjLrumw63Bo8l0v2+4VmSBQWOAM8kDC8A4zjODjODUUnibSodYXTJZ5FuGkEQY28nleYV3CPzduzeR/DuzyOKwNfv7e28eaI0dhqLC2lme6mt9KuJEy8IVSXSMq3YZBOMc4xTdY1Y6n4yt9KvLHU4NN0+eObzk0y4kW8nGCgV0jKrGhwWYkZIxwoJKWrQnszoP+El0/+2X0tBeyXMcgicx6fO8SMVDAGUIUHDA8txnmtauLujd23i1/+EfutXee4vYnvLOfT8WXl7VSRxM0SnIRQQFkPzAcEZFdpQvhTG97GVZ679u12+02DTrzZYuI5bxjEId5RX2gb95O1xztx15rVrnvDf8AyHPFP/YUX/0lgqnpmn+MIvECy6jqHmadvctH9uhf5cHb8gskb0/5aD6nudvRfkN6XOtorkdE0/xjBrCyazqHnWWG3J9uhk5wcfKtjGeuP4x+PSm6Tp3jSG/Z9V1Hzbfy3AX7fC/zEHacLYxnrjndx6N0oEdhRXH6Tp3jOF7r+1NR81WtnWD/AE+F9sp+6flsY8fU7gP7rU7SdP8AGUKXv9q6h5rPbMtt/p8L7Zex+Wxj2/U7x/smgDrqK5DTdO8ZxW1+NR1HzJXgK2x+3wvskz1yLFNv1Icf7NLp2n+Mo9P1BNQ1DzLmSMC0b7fC+xs8nIsUC8dysn0FAHXUVx1pp3jRNJv47vUd144j+yv9vhbZhvm+YWChePVHz/s9adb6d4zXQbuKfUd2oNIhgk+3wnao+8NwsQB9DG2fVaAOvorkYtP8ZDw7PDLqGdSadWil+3wnEeORv+whR9DGx/2hTRp3jP8A4R1oTqP/ABMvtIYS/b4f9Vt6b/sO3r28vP8AtdqAOworkW0/xl/wjawjUP8AiZ/adxl+3w/6rb03/YdvXt5Wf9rtTJdO8anQYIo9RxqCzMZZPt8IymBgbvsBB5zwI1P+0elAHY0Vx91p3jN9FsY7bUdt8hk+0v8Ab4V3gn5fmNiwbA9ETH+11p19p/jKTR9PjstQ2XkYf7W/2+Fd5J+X5jYsG49Ejx/tdaAOuorkL/TvGcmnaeljqOy5jjYXTfb4V3tng5Ni4bjuFT6HrS6np/jKW009dN1Dy5o4Nt0ft8Kb5PXJsXDfUBB/s0AddRXHanp3jSVbP+zdR8spbItx/p8Kbpedx5sHz25Gwf7Ip2sad4zmuYTpOo+VEIEWQfb4Y8yAfMcNYyZ+uQD/AHVoA6+iuR1zT/GM+oh9F1Dybby1BX7dDH82PmOGsZT+O78BRq+n+MptaaTStQ8qx+TCfb4U7Dd8rWMh65/j/LoADrqK5K90/wAYP4kM1nqGzTPOUiL7dCvycZGw2TN68eb/AMCHYudP8YN4lM1vqG3S/PVvK+3Qj93kZGw2Rbpnjzc/7Q6gWtgOtorkhp/jH/hJvOOof8Sv7Tu8r7dD/qt3TZ9i3dO3m5/2u9EWn+MB4m86XUM6X9oLeV9uhP7vPA2fYg3Tt5uf9rvQtbA9LnW0VyVjp/jCPxGJr3UN+m+axMX26Fvk52jYLJW9OPM/E900TT/GMGsLJrOoedZYbcn26GTnBx8q2MZ64/jH49KOgHXUVyGjad4yh1Ivq+oeba7HG37fDJ82Pl4WxjPX/a/A9Kl8OWHi221Qv4gv/PtPLI2fbYpfm4wdq2UJ9ed/4HsAa2la5/aeoX1lJp93Yz2RTetyYzvV87WUo7cHaeuD7VqVgaX/AMj1r/8A1wtP5SVuyBzGwiZVcg7WZdwB7EjIz9MigS1HVV1LUbbSdOmvr92jt4Rl2WNnPXHCqCScnoBUemRarFE41m8s7uQt8jWlo1uFHoQ0j5PvkVneOIZrjwXqEdss7SFUIFvEZJBh1JKqAckAZxg9OlKWiuUtWWE8TWEmnS3qwaoIomCMraTdLISfSMx72HuAQO9N03xZpGraRPqlpLcCxgi857i4s5oFKYJ3KZEXcMA8rmm+Grj7RZT/APEw1i/If7+q6f8AZHXjoq+TFke+D9a5i3sdW/4VN4f0a205mu7hYIbiC53xKka/PIJGCMUBVCmSvVgOpp/8D8RLXU7nT9QttUsIryycvBKCVLIyHg4IKsAQQQQQQCCKs1xemx3sOl+KNO8SaM7WzeZcrbWDvOs8UyEyRxuVjLOXEnAAI3r6g11WlrEmj2a21vJbQrAgjgmBDxLtGFYEk5A4PNP/AIAv+CM1TV7PRrdJr95AJHEcaQwvNJIxycKiAsxwCeAcAE9AafpupWmr6fHe6fMJreXO1sFSCDggg4KkEEEEAggg81zfjWC/TUtG1Gza5jt7d5YrmaztPtM8CyKAHSPDZOV252vgMflxkjCl0KKPwYkd4l6kU2qy3kFveaVPqQkVt2PtEKDcdwJkwxUq5HQjbUp7/wBdin/X4npdFZPhdpX8MWJn06PTGEeBaxR+WqKDhcIeUBGDsPK5weRVjU4tVljjGjXtnaOD87Xdm9wGHoAsiY/M03oJal6svVdbGk3dlFLYXU0V3MsH2mIx7InYgKGDOG5J/hU1pIHEaiVlZ8DcVXAJ74GTj865fxrqCW402D7LqE7pf29w32TT57hVjSQFiWjRgCAOmc+1H2kvNCd+VtdmdVRXAeJbSyvdavJ9e0K81a3uNPjXSgljJMYpPn3gYXMEhJj+dtnQfMNpxU1mwnt7/SLm8sv7b1m3s7eJ7W70aa6iaUHJaK6C7IHJJ3M2R8qkgYoWv9ev+X4jfl/W3+f4HpVFcD4ltUXxxBf2+nDVr1fIRba70WWVYsPnfDd7fLhIDbjnPKD7prp72KzbxZpck2nXU12kM4gvI1Jit1OzcrnOAW4xkH7p6ULVB1NesiXxTpEOsjS5LlxcmUQlhBIYlkK7hG0oXYrkYIUsCcjjkVr15dcaNqc97eaRdf2mZG1n7ZaRwWzJatG04l86ScAhmQbgEZl5VRsJ2tQvit/X9f1sD+G56jWTa+KNJvdVOnW1xI0+50VjbyLFIycOqSldjsMHIViRhvQ4nTVN+vyaV9hvV8u3E/2xocW7ZYjYHzy4xkjHSuO03TL2TWtO02zuLiTS9HvXmUy6VJamNdsihDLIcTHL4BjUDAJY8jcdQ6M6m18U6Peav/Ztvcu1wWdUJgkWKVkOHVJSoR2XnIViRg+hwun+KNJ1S/NnZXEjS4ZkL28kaTBThjG7KFkAJGShI5HrXB6BoeozS6Dp2pjU2utHuGEyG2aC0hiVHXej42zPJled7EbmIVPmFaOgabfvqWlW8NxPcaboKSJCJtJksSV8to0RmlOZWwR8yKqcHPJUA6XB6OyOq0/xTpOqX62dnPM0jqzxNJayxxzquMmORlCyDkHKk8HPStevNvBsF8ms6OHtdQ229rLHcWt3aTRQ6WSB8sEj4EoyAnWQ4GVZF+U+knOOOtN6B1CiqGmQ6xEZf7ZvrG7Bx5X2Sye329c53Svu7dMfj2Z4inubbw1qM1jaNe3CWzmO3VmBkOOg2/N+XPpzSeiGld2NKivJ9L0zVUtvEcejWLWtvPZ2xjXT9Il0pZSJH84RxyPkSmP5d2VP3PQGuhns9Ok8FahB4J0efTQ0kX2iGDTZLCWaMMvmBd6oWYx7gCO56g0MS3sdvRXDXUGkJ4XEnhbQZrOC31K1nuIINHltXYJKjM4iMas+FH8IJOMDJ4qld2Nxr9trTCx1O3gvdesJIyYpIJWhVbcNIOjKPlbngrg5wQcNau3n/l/n+Aul/L/P+vmejUVxPiDQ7Xw9oE1vomkRS2WoXqNcWpsXube2XZhnFtFhpASi5UfxNuPQ1h6dp92vhqCLVNMuH0SHWZHuLC30ySJXtjHmMi1yz+V5jBjGMn1AwQEtb/12/wAxvS3n/wAH/I9SoritWGnaVoGl+IdA0x7a30mZttnHZtas0Mp2SIImVSPmKvggZKg96sXGi2mnfD02etaddat5kiz3kFkrNJNO8wdmUAg4Eh3deFHtin1A62s3V/EGnaH5f9oSTb5QzJHb20k7lV+82yNWYKMjLYwMjnkVpVxHiqG8tvF0F8X1GHTbiwNtLPpdk1xOrq+4J8qsyK4JywX+EfMpwal3ul/Ww+h2Vtcw3lrFc2kqTQTIJI5I2yrqRkEHuCKp6pr1ho7xR3jzNNNkxwW1tJcSsB1by41ZtoyMtjAyOeRWRoTTeFvCOg6fc6ZfSySOlsYrZPO+ybskeY2eEQfKWye3XrWb4msSviq7ubz+3TFdWEUVk2kGf5ZkaTIYw/d/1ikeYdh5z0py0eglqjqNR1/T9LmhhuXneeYbkgtrWWeTb03FI1ZlXPG4gDPGaNQ1/T9MuorW5eZ7iUblhtraW4cLnG5ljViq543HAz3rh9QsNTiuribWDrjapdabbLaSaUZRGLlEYMGMXyD52B/e/u8N7NTtasb+HVNSmuv7cbU7q0g/s2TSzMIfPVCCrmP5BiTn998mG4/joej/AK19AWv9em/3/mdjeeKNI0/VBp93cukxZFZhbyNFGznCK8oUohJxgMQTkeorXryrV9G1e5uNf0e8Go79RnSe0WytSLe4Zo41Mk04B2+WyE7CyZCjh9wFeqjgDvTtoK+oUUUUhhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZup+I9E0SRI9Z1jT9PeQbkW7ukiLD1AYjNaCSJLGskTK6MAyspyCD0INcP4m1b+yfH0L/wDCQaNonmaZjzNWj3rJ+96L+9j5/E1U8T6nYjxRdw6p4knsozo8M1lb2t+0H2icvMA0aodztwoCgkNkZDYXCT93m9fwv/kVbVr0/G3+Z6LRXmOqam+Lv/hKNXvdL1WLT4H022t7t4PPmMeW2IpAnfzflKEMBhRt+bnTe+tpPE7ReNNYfSpY47f7BbDUXs45iygyMNrKJW8zKlSWAAXgbuatrYi+l/66f5nZ29/bXVzdW9vJvls5BFOu0jYxRXA56/Kynj1qxXnGp2skWpeK9Wgv76Cez1K0MMcNw0cefKt925FwH3A4IfcABwASSfR6RT0ZSOs6WurjSm1KzGosu4WZnXziMZzsznGOelXa81vFm/tqbw/p11pN5O+txaiWiumkvIR5qSP5kQXEYVcqHL427FxlhXZLLZf8Jw8Q1K7N/wD2crHT9zeQIvMIEuMY3k5XOc4HShapP+tr/wDA+VxPRv8Arrb+vuJ7fQbG11q51W3Fwl1dHMwF3L5Tnaq7vK3bN2FUZ254rRorjNFkvZtXg0Oe8unfRLiWW4kMxLzxEEW4c5ywKyE89WhNHkHS52dUNN1uy1aa6iszOJLRwkyT20kLKSMjh1GQR0IyDXn3hvxM2peOdPazn2x3puBc27azLdSR4Usoltyvl2z5X7qnP3hg4JHQeG/EWi6l4212LTtYsLuSXyGjSC6R2cLHhiADzg9fSjXQOr8jsKKq6pdiw0i8vCk0gt4HlKQKGkbapOFB4LccD1rzXw94h1Ce71b+wZYbt20aS6hhh1mbVE+0KflXdIoCN8wBRSR93pxlX1t/XV/oO2i/rsv1PVKK4WyvrJPCWq3PhDW5tZ1uOxLyLJfyXUiS7ScmAsRG27PyBV5G3HGKZJeaOvgfWrjwn4huNTuY7VXmlXVZLqSI8ndtLnyifmJChenTjirE30ud7RXnGseIjq9x4gPh3W5DClrpyQXVrJujR3uJFZoz91uMA4yDt2noRWprkP8AwiOgajcPqN9dWl1JBGFudQeP7OzMEdzcEloozkZ2gbcHbgkYT0KtrY7OivLdM1q+k8KawI790sYNWhhe6t7+W8NvaOkTSslw6h2X5mO8j5QSQcKDW/c3GnWvhmLV/C+sy31lpl4Li5dNUkvFkixtmVmZ2JCoxcLngqCBT8/T9Pw1EdnRWP4YW5k0yS/vJpZH1CdrpEkYkQxtgRoAfu4QKSP7xY96zfGN9bW15pUGsalJpekTvL9ouEumtdzquY4zKpBUH5jgEElQM4yCnoC1NW68TaRZaFLrNzd7LCGQxPN5bnDCTyyNoGfv8dPfpzWrnivLLi+03TfhIss2rT6ZMlxdPYmXUJbaWRhcPgHLK0hweVfPuM1v+IdZ0q81HSftmtGDQrqCaWO5sr5oVuZlKKiCWJgWOGchFPzEdDih6f15CTOtsb231KxivLKTzIJl3RvtIyPoeanrn/AYA8BaOFDgC2XAkzu/HPOfrzVTXLSTVPF8VhJf39vaf2ZLM0dndPBucSIFYshDcZPQjPfI4pN2/rsr/oPpf+tXY6uozcQrcpbtNGJ3RnSIsNzKCASB1IBYZPuPWvL11qK9021m8V67eac0mh209gbe8e2NzOyMZGUKR50m7Z8hDdR8vzc29TtLKLxB4f1Xxlf3WltdaXIl1M2rT2kSXP7g+WCsiqhIDnaMBtueSKu3vW/rr/l+Qf1+X+Z6TVK61ixs9WsdMuZ9l5fiQ20exj5mwAtyBgYBHUiriY2LtOVxwc5yPrXGa/rmjaX8QNGE+vxWlw7SR3VrLqZRAhiYpuhL7QS2MNtyeOanrYV9LnaUV5Hq9zqCahf3KaxqaFBqEqRreOqKYbiFYwFBxgb2475wcqABoXOpq/iC/itteuZddh1uKK00xL5vlgJiMmYFOCmwyEs4O3HBFEfe5fNX/FL9Ry0bXZ2/P/I9Mori9K0m91TUdQvm1zUEktdZcQRec3kpEpXfGYwQHDDIy2duQVxjnKtdS83VbVl1e8bxO2rNHc6Z9rfalt5jA5ti21YxDhhJtBJ2ncS3JHVLzt+Nv89Qel/K/wCF/wDI9Jori9Mmv5daj0GS6uXfSbua4mlMp3TQEZgVjnLA+bjPQmBqxvBGp6jfa/Zm71OyS9ZJDqdjJrks1wWwePsbxqsJV8fdONvdsg0LUHoem1nQ69YXGsy6XA1xLcwnbIyWspiRtobaZQvlhsEcbs8ir08bS28kcczwM6lVljClkJH3huBGR15BHtXFeDbC8tbfXZ5tcv7sJf3cflTLAFLBv9ZlI1bdx2O32qXK179E3+Q7betjqNN0Ox0m4urizFwZrsgzST3Us5bGcAGRmwBk8DA5rQrz3TtP1uy8AQa/YaxqWoaq+hl3inZpxPKY1ZGWPO1WXBAwMtn5iTyc251CALIng/xDfX1k9rF9suRqL3RgmNxEqYZ2Yo7K0uUHGAMqO9tWly9v+D/kSmmubv8A1+p6pTZZY4IXlndY441LO7nCqBySSegrgvBEl1H4iaGTUL65ieK9XZdXTzBRDeGOPG4nkLwT1PcnAxsfELz18HTS29uLkQ3FvLNCxYK8SzIz7toY7doJOAeAeDS6J9/87D+049v8jd07VNP1i1+1aTfW19b7ivm20yyJkdRlSRmrLusaM7sFVRksTgAetcV4NdpvEOvasNVt9UtLmG3L3dnEEt2lTzAwjwWzhPLBJZjnjIwFD/E2q2niHwHaalpd6p0i5uoHuLpoCVFuJPnYo4HygjncMAAkgjND8vL8QRuHxb4cGmjUTr+lixMnlC6+2x+UXxnbuzjOOcdalj8SaHNpMmqRazp76fE22S7W6QwoeBgvnAPI79xXP6X4m+xaLrN/Pqja5p1nIosr0LGGu2Kj92rRhUc+YdgKgcnB5BrL1u1u/DmleHbu6e1jk/tF7jUry5LfZ4J5Y3HmvjGUV2CqCVH3BuXqD/gfj/X5B/X9f139DuJNc0mHSF1WbVLKPTmAK3jXCCEgnAO/OOTx1on1vSrXSk1O51Ozh09wrLdyXCrEwb7pDk4Oe3PNeYQyXOlNZ6n9vtH0yTV7qSLVL2MraxNJEoE+1cDYX84JlgDvHzknLFs1zo0ejX4vrVNLN9qDw6nqUZWCFpSCk+1dq4b98E+ZARKMMcjcv6/LT118g/r89fw/rr6zb3EN3bR3FrLHPBKoeOWNgyupGQQRwQR3qSuY+H9s9p4V2GaSeFru4kt5ZEVTJG0rEOAoACtksMADBFdPVMAooopAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAFG+0ay1K6tbi9jkla1fzIozM4j3AghmjB2uQQCCwOCMjBq9RRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFU00yGPXJ9UDSefNbx27KSNoVGdgQMZzmQ9/SsLxiL2GbSbqDUbiCFdStYvs8J2CTdKAxcjlhtOAvA5JIJ27YvHUWLRZLTUdQi1iZfI0q1tbpo1afltxRSA4HBbzNyhVPAyci2v52/L/MfW3l+v/AOuoriPEqTWuuyalrFrrc+kQWETNPpmpNBFbsrSGV3jSZGf5Sh4VjgYA7Vr6066rqmmaNH88Mp+23XX/UxkFV/4FIU4PUKwoE9P6/r0OgorltU+2wfEDQWOo3Bt7lrhfsqHZEFWHPzAffO7nJ6cYA5Jh1qIx+MNOTS9Qv5NWmuEnlt/tTmCKzX5ZC0WdgB5CkqWLng4BwLVpf1/Xf5i6N9jr6K4q4/4l3jCe81u01wW019ElpeRak32RNyIiI0CzZ5kyOYyMsCTjmu1o6XH1CiuV8OabYt4v8T6i1nbm+XUFhF0Yl80J9mgO3fjO3POM4pmmfETS9U8QLpEEWJ2d0Df2jYvyoJPyJcNJ26bcjuBzR281cb0OtqG7gkubSSGG6ltHcYWeEIXT3AdWX8wa5fRPiLpeu6wunWsO2VgxB/tGxl+6CT8sVwz9v7v1xTdJ+JOlaxftaW0O11jeQn+0rCThQSeI7hm7dcYHcgc0PYNmbFjot/aXiTXHifVb6Nc5t7iK1CPxjkpArcdeCOlbFcfpPxJ0rWHult4dptbZ7l/+JlYSZVev+ruGx16thR3Ip2k/EbS9YS9a2h2iytmuZP+JjYyZVev+ruG2/Vtq+pFAjrqK5DTfiRpWqW1/NBDhbGAzyf8TKwfKg46pcMF+rlV96XTviNpep6fqF5BDiPT4xJIP7RsXyCcfeS4ZV+rlR70bAddRXHWnxK0m80m/wBQjhxFYiMyD+0rBs72wPmW4Kr/AMDZc9sninW/xI0q40G71VIcQ2kiRuP7SsDkt0+cXBRfozAnsDQB19Z2s6Out2otbi7uYbVjieGAoBcoeqOSpYKe+0qfesKL4jaXN4dn1lYf9HgnWBl/tGxPzEZ++Ljyx9CwPtTR8SdKPh1tZ8n9wtyLYr/aVh97bu+/9o8vp23bvbHNAHXgBVAUAADAA7Utci3xG0tfDa60Yf8AR2ufswX+0bH723P3/tHl/hv3e2OaZL8StJi0GDVWh/czzNCo/tKwHKgE/ObjYevQMT6gUAdjRXH3XxJ0q00Wx1OSHMN8ZBGP7SsFxsOD8zXARuv8DNjvinX3xG0uw0fT9RlhzFqAcxj+0bFcbTg/M1wEb/gDNjvigDrqK5C/+JGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFLqfxG0vSrTT7ieHK38Hnxj+0bFML9XuFDfVCw96AOuorjtT+JWk6UtmZ4c/a7ZLlP+JlYJhWzj79wu7p1XKnsTTtY+JGlaLcww3MO5poEnX/AImVhH8rDI4kuFJ+oBU9iaAOvorkdc+I2l6DqIs7uHdIY1kz/aNjFwwyPlluEb8cY9CaNX+I2laNrTaZcw7pl2ZP9o2Mf3gCPlkuFfv/AHee2RijcDrqp2Gmw6dJePAzsby4NxJvIOGKquBgdMKK569+Iml2PiQ6LLFm4Eyw7v7RsV5bGPka4Enfpsz6A8UXPxE0u28SnRHizceesG7+0bFfmJA+4bgSd+mzd6ChavTr/wAD/gA/PodbRXJD4i6WfE39iCL/AEj7T9m3f2jY/e3Y/wBX9o8z8Nm72zxRF8RNLl8Tf2IsX+kfaDb7v7RsT8wOPuC48z8Nm72oWtrdQel79DraK5Kx+Iml3/iMaNFFi4MrRbv7RsW5XOfkW4MnbpsyO4HNJonxF0vXdYXTrWHbKwYg/wBo2Mv3QSfliuGft/d+uKN1cNjrqK5DRviPpWt6kbK1h2ybHfP9o2MnCjJ+WO4Zu3XGB3IqXw58QNM8TaobCyi2SCMyZ/tCym4GP4YZ3bv1xj3oDY6qiuX8PadZaZ408QxadZ29pG8drIyQRKgZiJMsQB1PrXTSOIo2kYMQoLEKpY8egHJ+go2BajqKo6Zq9tq8TyWsd5GqNtIu7Ka2J+glVSR7ip72Ge4s5IrW6a0lfAE6oGZBnkgNxnGcZBAPJB6UAT0VxGlrqN98LZI7WW+u7vzpkVluys7qtywwJWYEHYMAlh9amtdTew8N6quhadqo1KzkTzbPVLiS8lj3bfnB81/MATLbEfkgrwxpX1BanY0VkeGtUbVdLMst9DeTxytHKYrKS0MbD+FoZGZ0bBB+bqCDjBFHimK5l8OXn2W9lszHBI7vBw7AITtDfw845HOOhB5BN8qbY4rmdjXorlne0l+Hum32v6neW1tFZwz3EsN1JC8pMYGC6EOSWIwFOWOBznByLnxBNo/hPR9J17V49K1HUg4a6v7lY5ILdWySWJAMuxkXqTubdztNVJcra7ERfMlLuegUV5dpvjjUx4V0L+xrqw1EjT4pLua5leZ2k8yKJkLK3DfvMknJGOhzxrzeK9eXQ7O42QR/6TdwXl9Dpc93HGYZWRf3Ecm9Q20nduIXGD1BoasV1t/W1zuqK5/XNRNxoFnb6dcxzT6yyW8FxAflKuu55VIJ4EYdhz1AGeaqeItUvfDpsLXTVh07S44G33kmmy3kUOzaFRlidTGu3J3t8oC84pddf6/r/gbhudXRXI61Jr8vjHSF0bWLGC0uLad1SSzkmVsCPltsyhuvy8DHPXNVNf8AGOq6fq91aadAbg6fFG0sUWkXdybt2XcUV4spDxgAtv5bkADJXWwb7Hc0VxmseJtctZNaurNLBLHRRHLJHNFI81wpjV2QEMAhAJw2GySBtGMnswcgGmAUVny61aw6smnPFfGd8YdLCdoRn1lCGMfi1aFABRXM21hZ2fxMuZrS0ggludMEk7xRhWlbzSNzEfePuaqWPiXWJv7L1O4+wf2Vqt0beK1SJxPCDu2MZN5Vz8vK7FxuPJ28pO6T7/52B6N+X+VzsaK5bSdf1C48U3Fhq0kNiPMlW3s30+VGlVT8rpcl/LkyvzFVXIzg/dJo0HX9QvPEFxZaxLDZyZl8nT30+WKRlV8B1uGcxzDbgnYvG4ZxjlrWwbXOpoqpaf2l9uvft32X7JvX7H5O7zNu0bvMzxndnGO2KqeKtRm0jwjq2o2pAmtbSSWNiu4KQpIOO+OuKT0VxpXdjWorg/C899beMIrVF1QaZe6c8ynVLtpZZJI3QecEYsYlYS/dypyOUTHPT+J21BfDN8dH8wXYj+QwqGkAz8xQHgvtztB74pvRXEtWatFeXXmuNpUOp2+lT65FprrZfvL5LiS5hMs7RSGNZczcqOBjG4ZXOTUsVxrluNb06KHVrezQ2dwsL3bXd7DA7skwVgzNuKxlgqu5AbIIYhQ91cD0yivNn1KePS9WtLCfVEslvLRLVb6WdLqYSEeZCjtmZScHBbBG48quGHQeB5pGj1aCV7yPyL3allfzvNPar5a8NI5bduO5gQzrhsBjjAS1v/Xb/MDqaKr317Fp1m9zcJO8aYyLe3edzk44RAWP4CixvYtRs0urdJ0jfOFuLd4HGDjlHAYdO496ALFFYnifWX0mzgFvdRW9zcSbIt9lNeM2ASdsMRDtwOSCAOp9KxrDxZqms6ZpMOnx28Go38lykk9zbS+VGtu5R28ksr5Y7cIzAruOSduCAdpRXO6jqOswXel6NaS2R1K8illlvJLZ/IRI9u4iISbiSXUAb+OTk4wbMeo30HiCy0q7a3mMlhLcTSxRNHukR41+VSzYX5zwST05o/r7v+GB6K/9djZorh7DxL4k1tNLi0yPTIJLzSFv5Z543dY5CQNoQOCQf94Y689Kf4i8W6npdhAYzb2upLY/armwOn3F+wbH3S0BxEuQQHbcDzgfKcj01f8AW/8Akx2d7f10/wAztaK5j+2tX1nVPsehNZ2Kw2cN1NNe273G4y7tqKqyJjAQksSeoAHWk1fxHqGmXeq2aw273PkwvpQIYCZ5G8ra/PO2TaSRjCuPTNNpp26iTTVzqKKpSf2p/aVn5RtDY+W/2ssGEpfjZs7Y+9nPPTFXaQBRXl13q+qTX11q1mNSNxZa19mkd7pobOOETCLyRETiV3Uht23gv98bQteo0LVXB6NoKK8+sdU1CXWE1zU7W4ayfU5LCJk1WRBDiVoU/wBFUCN1LAEs7FwWPGFABoOqajJqNjrWsWlyYdUnkht3XVZCIeHKK1qAI9uEI3ZZ8kEgdFV1a/8AX9ag92u39foeg0V5x4f1nUlbT9b1ezuGbWoJGtpBq0kiq/lGVYzagCNF2owDAs3A3csai8K6lqUmq+HL6M6lJbavCwvJr26YpcyNEZd8MDMfKRWUrwEyGGAwwwqzvb+uv+QPQ9Mooqhp2tWuqTTRW0V8jQ/eNzYT26n/AHTIihunbNIC/RVDXLm9s9CvLnS4o5ruCIyRxSAkSbeSvBHJAIHuRWX/AMJQso1G9hntE0qzs4pRcS7uZXUvgkdghjOAMnfxSA6OiuR8Oa1J4luNV0bXIYb2KGGJyZdJms1lSTeNjQzlicGM/Nkg5x2NXPAcUcHg21hgjWOKOW4VERcKoE7gAAdBVWsK+tjoqKqanYWmpabNa6jawXdu6/NDPGHRscjKng8gGuT0bU7ux8A+DrHS/IS81K2ggiluELxxBbcyMxQMpb5UIABHJHOBSWt/l+N/8iulzt6K4+TxHriaLqKJBbz6jp2oLaTz2tpJNGEKo/miBX3thZACgYnOSCRxUt14h1H/AIRK1vtKlh1CZ5xFc3MGmTOLcZYMTah/NJBAUpu3Akkjgij+vvEdXRWJDf6jqfhOK70G7068vpAu2aWGSKAkOA4KZLoQAw2k5DDB71t07WAKK4nxVc3F54qi0ZE1SZfsBuIrfTbl7UvIX275JlZdqoB0yc7/ALrEAVueDr281DwdptzqjrLeNCBNKvSRlJUuOBw2M9B16DpSWqv/AF2/QHo7G1RXEeLHuBrk4vW1uO1WxB05tJEwUXGW3mRozt4xHjzcR43Z/ixgX+saxrVveyIdRj1Ky023nhNtctbW1o7Q+Y00xBxKC3Gwq/CfdAYmldJXf9b/AOQ7apd/+B/merUV5b4o8cwTyWkLa9baQ9jJZS3UH2xYZpZJJIyyEbgTGsbMW7HI/utV7V9ZvLnVtU1UQTXWjaG0ZJttXe13J5STNIqRj98cP912C4UY5ZqrlYlqro9EooByoI6Gs+XWrWHVk054r4zvjDpYTtCM+soQxj8WpB0uaFFFcxb+Ir+a5j04x239orqj2s4CtsWBV83fjOQTGYxnkbnHajrYOlzp6K4qLxncP4vtLOKeC7sLu7ktB5Wm3CCJkRzkXTHypDmMgqoBBJ5O05u6PYWdh8Rte+w2kFt59jaTS+TGE8xzJcZdsdWPqeaa1Vx2tfy/zsdRRSO6xozuwVVGSWOABXEaN43uLrW/JuJI7uymsZr2KWDTLm2CrGU4V5TtnBD8Om3oDjDDE3CzZ3FFczpur6uvh2XxFrUlmbJrI3iWVpbP5sS7d4UymQhzt44RcmmvqXiGw8I6lrmoy6a7x2D3UFrDbSDymCFwryGQ+YOgyFTPXjpVNWbT6f1+go+9a3Xb+vmdRRXKeIPFF9pUOoNaQQSvbaM1/Grg/NICQFPP3f196lOq65pdnf3XiI6bBbLbpLBPErlYpGJBiYbi0pHyYKhd5OAAaXS/9dV+gLX+vT/M6aiuGtPG9+ul6sbiFbu7s5beKBjYT2CytOwRN0c251AY8sMgjpzxWvfXuuaFopvtTudPvfKuIzcNb2jwBLckByAZX5XO7OcYBGO9AdLnRUVkafqF/qS6rJClusUU7wWDNn94UG1mfB6eYGHHZfer+n/bP7Ntv7U8j7b5S/aPs2fL8zHzbN3O3OcZ5xQBYork/Gd9Imo6PpuNQeG9eVnh012jmnZFBWMSBl8sZJYkso+TBOCQbHgW41CXQZoNWLNPaXk1urPN5rbFb5QXIBcqDtLHklSeepFq2v6/rUHp/X9djpKK5Txdcalc6tpmiaXG7C6imuJtt81nuWMxgKZUVnUZkz8gySAMhS1Y8mqahrVvo2kaTaXEYeG5a6ik1eSJt9vKsTIbkBpSu4sdy/M2FzgFhRuOx6HRXmMurT6/dW+l2ttrS+VppMVra6hJEwnErwu8t1uBZUMfcsW3k7GIwK8esav4kgt7WZtSlvl0aCeJtOumtYllkLq1zLKCAUBRSEwxwWIjbnA3ZX/rr/l/Wti39fd/merUVl+Gb+fVPCmlX94ALi6s4pZcDA3MgJ/U0U5LldiU7q4zWvDGm+IJIX1P7Y3kkNGsGoTwKGByG2xuoLA9DjIqG98G6PqF/BfXAv1u7e3+zRzw6ncxP5ec7SUkBbJAJJyTgZzisnxNqtxB4shsf7W1mwtjY+djSdNF2zPvx837iUqMfSrupeJNRs9Sm07S9JGoNa2Ed7LPc3QtwVJcFcBCd58vIGAvJyVwMymuW/r+qKs72/rp/mi/eeGNM1CaJ74Xc6xIqeTJfzmFwvTfFv2SH1LAk981bt9MhttUvNQVnee7EaMXIwiIDtRcDplmPOTlj2wBz8/jK6nimudB0lL+ztLWO6uZJrryX2unmBY12MHYJgncyDkDPXFtPEd5qWqNa+HtPt7uG3WJrq4urtoAnmKHVUAjcs2whjnaPmXk84rW9idLXJ9Q8JaVqerR6ldm/N1EcxtFqdzEsZxg7USQKuQOcDnvmmt4O0g63casgvory5kSSd4dSuY1lKgBdyLIFIAGMEYxWG/iPVNL8QeIX+wm8021v7dJJZLzaYUeGEERJtO7BYsQSg54LEkDuKW1imjLfw5p0mrDUZ1uZ51cSIk15NJDG46MsTMY1I7EKCOfWtSuae91aL4h2dncXUX2C5s7mRLaOMceW0IVmc8lvnbgYABAwcZPNDxnfyapFe2t9c3MQ1f7Fc2ENsjW1tD53kAvMVDeduKPtDk4YfJt+aiOtkuv+dhPS7Ot0rT9UsPEmsSSQ2badf3AuUmW4bzlIhjj2mPy8Y+QnO/uOK3axHnmv/GKW0EkiWumQ+bcbHIEk0gIRDjqFUMxB7tGe1VdIvdWbxtqlhql1FJCllBcRQwxgLCXkmBAY/Mxwi5J6kEgLnFHZf1oN9WdLRXHeGNTlm1Yw6rrerm9kM23T76wW3hIVz/qnMCGTC4PDtwcn1rsaOlxBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBh6LYanFr2rajqsNpALsQxwx21w0vyx7+WLImCdw4GfrW5RRQAVDeWkd9ZyW0zTLHIMMYJnhcfR0IYfgRU1FAGJY+EdK03S59PsjqEVtO25gNTuSynduJVzJuTJJJ2kZzzmpYvDOmwaXLYQLdRRzv5kssd7Ms8jcctOH8xjgAct0AHQYrWooApaXpFlo1u8NhG6iRzJI8szyySMQBuZ3JZjgAZJPAA6AUatpFrrdibS/Nx5LHLC3upYC3BGC0bKSMHoTirtFD13BabHPy+B9Dn0qz06WO9a2sZhPbA6lc74nA2gq/mbhgcAZwO1a9hYQ6bZra273DxqSQbm5knfn1eRmY/nVmijcLGQPCujC2t4BZ/uraBbeJfNf5Y1dXVevPzIpyeeKbceFNLuLdYP9OgiWSWTZa6jcQBmkcu5by3G7LEnnOM8YFbNFAGfFolnBfWlzAhiWytjbW0CYWOJCVzhQOuEUewHHU1Hqvh6w1p1a/a9KhChjhv54Y3U9QyI4VvxB44rUooAzdS0DTtVhto7qKRBatmB7W4kt3i+XbhXjZWAwcYzg/hUV54X0y9vEupBdxXCosbS2t/PA0ir90OY3UyYycbs4yfU1r0UAc1/wh1rd+JNQ1LVQ88c80MkMAupREdiKMyRAiNiGXIJDdB6V0tFFC0VgCiiigDGTwrpkeunWFa/N6SfmbU7kpgnO3yzJs25P3cYHpS2vhXR7LVBf21s6zK7yRobiRoYnfO50iLbEY5bLKoJ3N6nOxRQtNg3Mm28Naba6r/aK/a5rkFihur6edYy3UokjlUOOMqBwSOhxS2XhrTrDUft0X2ua5AZVe7vp7jyw3XYJHYJnA+7jjitWigCpaaVZ2N9e3lrDsuL91kuX3E72VQoOCcDgAcYqzLFHPC8U8ayRyKVdHGQwPBBHcU6ijyAy9I8OaZoZY6dDIrMgjDTXEkxRB0RS7Hag7KuB7Utl4d0zTtPvLKwhktob2aSefyriRWMkhy7Bw25Sf8AZIx2xWnRQBlR+GdITSbnTmtDPb3f/Hx9pleaSY9AWkcl2IAABJyMDGMCkh8Nabb6dPZwi7RLhg0swvp/PcjGMzb/ADOMY+9046VrUUAZL+GNIfSP7Na2YweYJi3nyeaZAQRJ5u7fv4Hz7t3vVjStGsdGhkjsI3BlffLJNM80krYxlpHJZsAADJOAABxV6igAooooAz9W0Kw1tYPt6zB7dy8UtvcyW8iEgg4eNlbBB5GcGqv/AAiGiDSoNOis2gt7aV5oDBcSRSQu5YsUkVg653NnBHBI6cVtUUAZV14b029sba1uVuWFocwTi8mWdDjBxMH8zkHB+bkdaZd+FtJvo7RbuK4lNpGYo5DeTb2Q43I7790inaMq5IOOc1sUUAZ+n6Fp2lfZ/sFt5P2a2W0iw7HbEpyF5P69ar6t4U0fW7pp9St5Xd4fIlEd1LEs0fJ2SKjAOPmbhgep9a2KKHruBj3nhXSb2S3keO5glt4RAktpezWzmMdEZo3UsB2DE4yfU1DPo11qHi+01G/htY7XS1k+xmORnllaRQCXBUBAADwC2SQcjGDvUUXDpYqTaVZ3GrWupzQ7ru0SSOCTcRsV8bhjODnaOo7VboooAyG8L6Q2sHUzat9oaQSsomkETyAYEjRbtjOMDDFdwwOeBVkaLYDxA2tiD/iYtbC1M29v9UG3bducdec4zV6igDJXwxpKaudSW3k88yedsNxIYRJjHmCHd5Yf/aC55PPJpLbwtpFnqn9oQWziYO8iI1xI0UTvnc6RFiiMctllUE7m5+Y516KFpsG5k2PhfSdO1A3lpbusoLFFe4keOEsct5cbMUjzznaB1NJpfhXR9GuzcadaNE+GEatNI6QBjlhEjMViBOMhAAcD0Fa9FABRRRQAVlx+GtJi0KbRktALCYMHh8xuh9GzkY4xgjaAAMYFalFAGLa+EdIs1vPs6XiSXqJHcXB1CczSKhJX96X3jG4jIOccdABUdvoj+GdOMPhOzFwZJNzRajq1xsUcklWYSkEk8gAZySTW9RQBiJbaprNvNaeI7G3soGAKtpmrzmRjnoWWOJlH0Jz6UkXg3RYdEj0lIbk2kMiyQB76dpIGUYHlyF98eAMYUjgkdzncooAyf+EZ01dJXTovtkMCyGUtBfzxyu5zlmlVw7k553Mc8egpD4Y0z+y49PiF5bwRyGXNtfzwyO5ySzyI4dySSTuJyeTWvRQBlS+GNIn8Pf2HLZ7tPyGMXmPlmD79xfO4sWG4knJOc5ya1aKKAMzV/D2m628Ml/FL5sAYRzW9xJbyKrfeXfGyttOBlc4OBxwKW98O6Tf2FnZXNkn2WxljmtoYyY1iaP7mApHA9OntWlRQBnajoNhq1xHLfrcSiMY8kXUqwuM5w8QYI/8AwIGodT8LaPq96Lu/tWeXYIn2TyRrMgOQkqqwEq9flcMOTxya16KAK97YW2o2ot7yLzIhIkgXcV+ZHDqePRlB/CqN94Y0nUtQ+23lu7ykKJFW4kSOYKcr5kasEkx23g1rUUB0sFFFFABVNNKso9Yk1RIcXkkQiaTceVzn7ucZ4HOMkADPAq5RQBh2/g3Q7XUor6K2m86Gd7iEPdzNHDI+7cUjLFUzvbIUAc+wpI/C1jYanPrGnreSakyHH2jVbkxyH5tqspZlCgs2BtIXJIFbtFAephwT+Jp50i1DRdHS1c7ZWj1WWRgp64U2yhvoSKXS/B+i6NdxXNjbzedDC1vE893NP5cR25RfMdsL8o4HA7dTW3RQBlab4a0zSXkNglwkcilPs73cskCKTnakTMUQeyqMDjpTbHwtpWn289tbxTta3ERhe1nu5poRH02LG7FUXHGFAGOOla9FAGDB4K0G3iuY1tJZPtVv9lmee7mld4uyF3ctgdueO1ampabaatp0ljqEXm28mNyhypBBBBDKQQQQCCCCCMirVFG4LTYxbbwjolra3sC2jTJqCqt2bmeSdp8ZxuZ2LEjOAc5GB6DEV3oc9noVxp+gL9oN3lJW1bUbicRqylSw37y2P7mVB55Fb9FJq+41psULHRrWx8PQ6MoZ7WK2FsQzHLrt2nJHc9z71Pp9jbaXpttYWMflW1rEsMMe4ttRRgDJyTwO9WKKpttt9yUrKxR1bRbHW7eOLUYmfypBJFJFK8UkTjjckiEMpwSMgjIJHQ1XuPDGj3XhuTQJ7MNpsi7ZIfMcF8tuJLg7ixbksTkkkknJrWopD63M/UtCsNWhgjvI5R9nOYZILiSCSPjBxJGysMjgjPPeoLjwtpFxYWtp9nkgjs8+Q1rcyQSR5+9+8jYNz1PPJ5OTWvRQGxjXXhLRbuG1je0aEWiGOFrWeSBlQ9ULRspKnAJUkgkZNLfeFNG1Frcz2ZjNvF5CfZpng/dcfum8tl3Jx9xsr7VsUUANREijWOJVRFAVVUYAA6ACinUUAY2p+Hnv9WTUbTWdQ0y4WDyGNosDB13buRLG/f0xWZfeF73UvFlzPJqV/aWEmmwW0j2zQqboh5S6sShZeGHKbPvHB44ueJNZ1PSrrTvsVtbm1mvIIJ5pmJJEkgTaigjkA5LE4HAAbJKs8XanrOi6dc6rp8mnLZ2UHmyQ3MbtJctn/VqwZRGTwAcPkt90Y+YSVvLX+vxHre3XT8/+ALe+C7K5kl+y3t7p1vcQJb3VtaOgjuY1G1VbcpZflJXKFTjvwMWJfDSjU/tumale6WXVFmhtREY5gnC5WRG24HGV2kjGegxlat4luoPF0ekR63oujh7WCWKPUoC8tw8jyKUT99H02LwATlq2NcvriKWw0/T5DHd304AkCBvLiT5pGwePujaOvLrxT13F5eQlx4as7mPVEkknA1SaOabaw+VkVFG3jgYjXrnqa2K5+91rU7bxlpenfZoI9PvDKhkdi0shSPflQDhQDxzknnhcDMesarrOk6xZOz6fJp93ex2iWqxv9oYMOZBJux8vJK7D8qk7vRdUv68gvo32JbnwvJc+JoNaOvanHJbhkjt0W38pUYqXTmIsQSi8lsjsRRH4QtItSadby8+yG6+2f2cXXyBPnd5g+Xf975tu7bu5xmqUHiK5ufG13pI17RLb7PcLGmmyQlruZPKVywPnD+83PlnAXvXWULZP+u/9eYPdpmfpGl/2ZFcmSbz57q5e4ml2bdxY/KMZPCqFUc9FFULTwvJa+JpdabXtTnlmQRSQSLb+W0aliqfLEGwpdiCGz6k03RZb698Ua7JcancNbWd2ttDZCOIRAGCJ92dm8tl2/ix7VbtvFnh291AWFnr+l3F4WKi2ivI2kJHUbQc5GD+VHb0G+txtp4e8nVEv7/VL7U5oQwtxdeUqwbuG2rGiAkjjLbiB0Iyc7FZFl4s8OaleC007X9Lu7lgSIYL2N3OBk/KDngUlp4v8NX9wYLDxDpVzMFZzHDexuwVRknAbOAOSaBdTYorHtPF3hu/aUWPiHSrkwxNNKIb2N/LjXq5w3CjuTxS2ni3w5frObDX9LuRbxmWYw3sb+Ug6s2DwB6nigDXorHtvF3hu9jnks/EGlXCW0fmztFexsIk/vMQ3A9zS23i3w5eW9xcWmv6XPDaqHuJIr2NlhU9CxBwo9zQBr0Vjw+L/AA1cWlxdQeIdKlt7bb58yXsZSLccLuIbC5PAz1oj8XeG5bCa+i8QaU9pAyrLcLexmOMt0DNuwCe2aANiishPFvhyTTpNQTX9LayjcRvci9jMaOeils4B9qQeLvDZ046gPEOlGyEvkm5+2x+WJMZ2bt2N2OcdaANiisg+LfDg00aidf0sWJk8oXX22Pyi+M7d2cZxzjrSN4v8NJYJfP4h0pbSRzGlwb2MRsw5Kht2CR6UAbFFY8vi7w3BZQXk/iHSo7W5LCCd72MJKVOG2sWwcHrjpSz+LfDlrZ293c6/pcNtdAmCaS9jVJsHB2sThsHrigDXorHuPF3hu0t7e4uvEGlQw3SloJJL2NVlAOCVJbDAH0pbrxb4csobeW91/S7eO6TzIHlvY0Eqf3lJPzD3FAGvRWPdeL/DViITe+IdKtxPEJofNvY08xD0dctyp9RxReeLvDenSJHqHiDSrV5I1lRZ72NCyHowBbkHsaANiisi+8WeHNMuBb6lr+l2cxUOI7i9jjbaehwTnBovPFvhzT702d/4g0u1uhjME17GjjIyPlJzyCD+NAGvRWTN4s8O22pHT7jX9LivQ4jNtJeRrJuPRdpOcnI496JPFfh2HUv7Om1/S477zBF9la8jEu89F2ZznnpRuBrUVkjxZ4dOp/2cNf0s33meT9l+2R+bvzjbszndnjGM0L4s8Ovqf9nJr+ltfeZ5X2UXkZl35xt2ZznPbGaNw2NaismDxZ4dutSGn22v6XNelygto7yNpNw6jaDnIwePaksvFnhzUrwWmna/pd3csCRDBexu5wMn5Qc8CgDXorIsvFvhvUbn7Pp/iDS7ufaW8qC9jdsAZJwDnAFO07xT4f1i6+zaRrum39xtLeVa3kcr4HU4Uk45oA1aK5/Q5b6PxLrVhealcX8MCwSQmdIlMe/flR5aLkfKOuT710FABRRWR4q1WbRPC97qNs8EckCgh7hSY0ywBLAEcAHPUfWk3ZXBamvRXN6TqN/rOj3D6X4n8P6lcJIFW5srNpIY+MlWVbgktj/aGPQ1R0jxLrLfDv8A4SPVZLCe4ubZJLS2trZ4QJH+VIyWkfdlyoyNtMFqdlRWJpmtzyeHbq7voGnvdPaaO5gsoiWkeMn/AFaEk5YBWVST94c1rWs/2qzhuPKkh82NX8uZdrpkZww7EdxQBLRWB4n12bSmtLe1uLKye43vJe34zBbRRgFmYb0zklVA3D72e2Dn6V45Fx4dtrq6s5bi/mvXsEt7RBGZ5F3MGUTMoVWRd4DN0IGWOMi1A6+iorWZ7i1jllt5LV3UFoZSpeM+h2krn6EipaACiisDxNLe2dxpV1ZajPbo1/DbzWypG0cyu4B3FkLA46bWFHVLvoD0TfY36Kw9W8UR6Zey2tvpl/qctvCLi5FksZ8hDnBO91LE7Wwq7m46cjI3iqCXUoLLS7G61NpbeO6aS2aJViikJCO3mOpIO1j8oY8dORk3DY3KKx5vEIXxAdItNOvL2aNY3uJIGhCW6uSFLb5FYj5WPyhunrxV2bUPJ1a1sfsl1J9pSR/tEcWYotuOHbPBOeB3waALdFFcHf8Ajy5tNVEgmsPsQ1D7H9g8p3u5I1k8qS43K2ERXz95MYX7wLAA62Dpc7yiiuM0/wAVapd+KYbFms2D3MsU+mrayLc2cShtszyFyCrFVx8ig+YME45Otg6XOzormBd+JLfxZY6fPfaVeW8yyTXCQ6fJDJDCowp3mZhkuVGCoyNx7VJpOu6nca1rNrqtpDCllDDPDDAS8gVw/wArNnDN8gPAABJGWxuJfS4dbHR0VyOh+JtSuL7R/wC1ZdOeHXbZ7i1htVZZLfCh9rMXIlG04LAJggcfNx11NprcL3CiimTSCGF5SrsEUsVRSzHHYAdT7UgH0Vz8fi+1SK/OrWN7pMthEk0sN0qO7RuWCsvlO4bLKygA7sjpyMz/APCRi30a41LWNLvtJigx8lz5TvJnAAVYnfJJIAHBJPSgPI2aKxh4haKxS51LSL/TvMuorZIrgwszGRgob93IwxlucnPB4qLUvGGnaVDfy3UV0VsLyGzl8qHzGZ5RGVKqCSw/er2z1wD3P6/L/NAb1FYlp4l+12d46aPqK3lnMIZLBhF5pYqGBBEhjwVYHJcDqOvFRf8ACYWn9mpObK9F490bNdN2obgzAElPv7Pugtu3bdvOaAOgorKj14C402C+0+8sZtRMixpP5bbGQbtrFHYZZQzDBPCnODxUf/CSwv4fl1e20/ULqFJ2hSGCEPLLiXy96Lnlc/Nn+7zR1sBs0UVy3ijxJc6bfizsrzT9P8u3+0S3WoxtKhJbbHEiK6EsxDdCfu4CknhNpDsdTRWZ4c1f+3/DdjqbQNbPcxBpIGzmJ+jKcgHhgRyB0rE8TeLpNN1c6ZZXENq8Nutzc3Eunz3vloxYL+7hIIHyMS7MAuAMHdw3o7CWquddRXFeJPF1/p90V024sEX7Kk9ok9tJKdWds/uoGV1Abhezn5wcYHJ4m8V6rpepS29obO3ljgSS2s7m2kkk1NzndHC6uoBHAPyuRncQB1AO1ori9Y8V6pZeIZLKBrOFkmhjt9OntpHn1BW2l3ikDgALuYH5H27CWIB47SjpcOoUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBz/ifQ9V1z7Imn6nZ2UNvPFc7Z7F52aSN9y8iVAF4GRjPvVfWvDet6rq2nXketWKR2KBvss+nPJE9x/wA9sLOpyP4VJYL15OCL+p+IXsNWTTrTRtQ1O4aDz2Fo0ChF3beTLInf0zVm817StNVf7W1G0092CZS6uEjILZ2jk4ydrYx12nGcULbTv+OwPf5fgUNb0TVdcs306bU7OLTrmDybyNbBjLJkYfY5lKpkdMo2PU1atdKlTxHc6jcMhjW3S1s0UkmNPvOTkcFmwMc8Rqc8kCe+1zSdMuYLfUtUsrOe5OIIri4SNpTnGFBOW5IHHrRqGuaTpM8EOqapZWUtwcQx3NwkbSnIGFDEZ5I6eooAydX0HWr/AMSWOp2mr2FvDYM5hgl055GO9NrbnEyg98YUY96jk8N603jN9cXWbGSLaIre3udOdzaxcb1jYTKAzEZLFSeg6DFXYfFenf25eaXfXNrZTw3S21uk1yqtdMYo5PkU4JI8wDAz+tbdC01B9jC1HQr/AFfUIhqGoWp0uG5juY7aGzKzb42DKGlMjAjcMnCKT0z1zu1kJ4kspfEy6JFHcPOYpJPO8vEWYygZQxPJHmL0BA5BIIIqt/wmFn/ai232O8Nq92bJdRCp9nM/I8v72/7wK7tu3dxnNC2SX9dAemrIdBn+z+K/EVpPb3kb3F6txFI1pKIXT7PCuRLt2Z3KRjdng8VoW3hqxtNQF7FPqjShi22XVrqSPJ/6ZtIUxz0xgdq0Eu7aS8ktI7iJrmJVeSEOC6K2dpK9QDg4PfBqUsFUsxAAGST2o6LyQ3qzJsvDNjp94LmCfVHkAIAn1a6mTkY+48hX9OKS08L2FlcGaG41VmKsuJtXupVwRg/K8hGfQ4yO1X01GykjtXjvLdkvP+PZllUif5S3yHPzfKCeOwzUVrrmlX99cWNhqdlc3ltkTW8NwryREHB3KCSvPHIo8heZVtPDFhZNKYbjVW82Jom87V7qXAPUjfIdrejDBHY0tp4ZsbJZxDPqjCeMxP52rXUuAe675DtP+0uCPWk0DWLvVG1GHUbKCzuLC6+zusFyZkfMaSBgxRD0kAxjtWxQBj23hiwtI50iuNVYXEfluZdXupCB/slpCUP+0uD70tt4ZsbW3uIYp9UZLhQrmXVrqRgB/dZpCUPupBqzpmt6VrSyto+p2eoLCQshtbhJdhPY7ScUadrmk6w8yaTqllfNbkCZba4SQxk5xu2k46Hr6GgCrD4XsILS4t0uNVKXG3eX1i7dxg5G1zIWT32kZ75oj8MWEVhNaLcaqYpmVmZtXumkBHTbIZNyj1AIB71NZ+JND1CKWWw1nT7qOF1jkeC6RwjMcKpIPBJ4A7mrUmoWcTOst3AjRuiOGkAKs5AQH0LEgAd88UAUE8M2KadJZCfVDFI4kLHVroyAj0kMm8D2Bx7Ug8MWA042X2jVfKMvm7v7XuvMzjGPM8zft/2c474zViDX9HudMm1G21axmsYCRLdR3KNFHjrucHAxnuafDrWl3GktqlvqVnLp6qzNdpOrRAL947wcYGDnnigCqfDNidNFj5+qeSJPN3f2tdebnGMeZ5m/H+znHtSN4XsHsEszcar5Ublww1i7EhJ9ZBJuI9icD0q1Z65pOoxQy6fqdndR3DskLwXCOJGUZYKQeSACSB0q1DcwXDSrBNHKYX8uQIwOxsA7TjocEHHuKAMuXwxYTWUFq9xqojtyxRk1e6VzuOTucSBn9txOO2KWfwzY3Fnb20k+qCO3BCGPVrpHOTk7nWQM/tuJx2q7qOqafo9r9p1a+trG33BfNuZljTJ6DLEDNc/P44gTwhZazDHZtPfuq2trNqMcAmy+07ZHwGO35sAc9KN9A2NK48MWFzb28ElxqqpbqVQx6vdRsQTn5mWQFz7sSRS3Xhmxu4beOWfVFW3Ty0MWrXUZI/2isgLn3bJ96s6rrWmaHai41jULSwiY7Ue6nWJWbGdoLEZPB4pNC1P+2/D2n6oIvJF7bR3Hl7t2zeobGcDOM9cUbgVrrwvYXYhEtxqq+TEIl8rWLuPIHdtsg3N/tHJPc0XnhiwvpEee41VSkaxgQavdQggdMhJACfVjye5q1f65pOlNt1TVLKyOVGLi4SP72dv3iOu1seu0+lF9rmk6ZcwW+papZWc9ycQRXFwkbSnOMKCctyQOPWgCtfeGbHULgTzz6ojhQuLfVrqFcD/ZSQDPvjJ70Xnhmxvr03U0+qLIcfLDq11EnAwPkSQL29Oe9V9Q8c+G9K14aRqWs2Nrc+UZH866jQR4K4VssCGIYEDHIBNb4OelHS4eRkzeGrG41I3zz6oJd4fbHq10keR/0zWQJjjpjB70SeGrGXUvtzT6oJvMEm1dWuliyP8ApmJNmPbGPamHxDG3jBNCtvsszC3ea4K3sfmwEFdqmH75DBs7ug49RU7eI9ES5Nu+saes4cRmI3SBg5YoFxnOSylceoI7ULpYH1uRjw1YjU/t/n6p53mebt/ta68rOc48rzNm3/Zxj2oXw1Ypqf28T6p53meZtOrXRiznOPKMmzH+zjHtU/8Abuk/2lHp39qWX26Xd5dr9oTzX2khsJnJwVbPpg+lL/bmki/isTqdn9rmZljt/tCeY5X7wC5ySMHPpihdLA+tyvB4asbfUhfRz6oZQ5fbJq108eT/ANM2kKY56YwO1JZeGbHT7wXME+qPIAQBPq11MnIx9x5Cv6cVYj13SJdUl02LVbJ7+FS0tqtwhljAxklM5A5HUd6mTUbKSO1eO8t2S8/49mWVSJ/lLfIc/N8oJ47DNC20Ao2XhiwsLnz4J9UZ9pXE+r3Uy4IwfleQjPvjI7U7TvDllpd19otp9Sd9pXF1qlzcJg/7MkjLn3xmrFprWl399cWdjqVnc3VqcTwQzq7wnOMMoOV545q7QBzegT/bPFmu3cdvdxQMltEj3NpJBvZRJu271G4DI5GRzXRSRpLG0cqK6OCrKwyGB6gisXTteutQv75xaWsOkWc0sDXkl4fMZ4+HPl7NoUMGGS+eM4q/ba1pV5PcQWmpWc8tsoeeOKdWaJSMgsAflBHPNLRr5BsxNM0TStEieLRtMs9Pjkbc6WlusQY+pCgZNM1/S31rQrmwhuFtpJgu2Vo/MCkMGGVyMjjpkUlr4j0S+spLyx1nT7m1icRvPDdI6IxIAUsDgEkjj3FS2Gs6XqrMumalaXhVFkYW86yYVvuscE8HBwe+Kb13DYTTYdVihkGs3tndyE/I1paNAFHoQ0j5PvkVip4KjPhPRtAub6V7fTnjaV4S8Lz7AduGRwyfNtbIJ+7j3rb1bVLfRtNkvLoOyqVRI4xl5XYhURQcZZmIA5AyeoqHR9cj1drqFrS5sbu0cJPa3QTem4blOUZlII6EMehHUEUb/wBdg2RQsPCr6MNZGj6ncQjUUDRNcs909vOEKGXdK5L8CP5Tx8noeN21jmis4Y7mb7RMkarJNsC+YwHLYHAyecVBqmpw6VZG4mSWUlgkcMKbpJXPRFHqffAHJJABNVX1i+TTI7pfDmpvM7lWs1ktvNjHPzEmYJjjsxPPSi4EXiLw6dZuNOvbWeG21DTJjNbSz24njG5drBkypPB4IZSCAc9Qalx4VuJPDp00XGm3b3Fw1xeNqem/aYpnZtxxEJF2gHG3JbAA5J5pYfGsE+nxzx6TqP2qa7ktIbD9z50rx53kESeXtXa2WLgcY64BkHjKzl060ns7K9urq6mkgTT41QTrJGSJVbcwRdhU5JbHTBORlW/r7v8AgB/X5/8ABNDQNKOiaFa6cbhrkwLjzGGB1JwoydqjOFXJwABk4zT9T0TStbjjj1nTLPUEjO5Fu7dJQp9QGBxWUPGlpNZ2b6fYX19d3YkIsIVjWaLyztl373VRtbCn5uSRjPWtjStTttZ0u31CxZmguE3LuXaw7EEHoQcgj1FN6htoWURIo1jiVURQFVVGAAOgArD8SaNq2sNaLp2p2VlFbzR3G2exedmdG3DkSphfUYz71vUUdbh0sc5f+HNUmvp7vTdYhs5b62S3vd1mZA23dh4h5g8tvnb728fd44Oamr+CG1GOwtLefT7ezsIo4reR9PaS9twuMmK480eWxCjnYenOelddRRsBzGveFLjXdXt7mS50+GK3ZGimXTyb2IKwYiO480bMkYPydCQc1uTW14+rWtxDf+VaRJIs9p5IbzmONrb+q7cHgdc+1W6KFpoAVyg8EmPUbwW99FFpd9fLqFzbC0AmeYMrY84MPkLKCQVJ6gMARjq6KOtw6WKKWmoDxBJdvqW7Tmt1jSw+zqNkgYkyeZ1ORgbenGa56w8ET2moWTT6lBLaafdzXluFstlyXkLbhJNvIYHec4RS2Bk8HPX0UAZmnaQbPVtR1G4n+0XN66hW2bRFCgwkY5OcEsxPcseBWfpeha1Z+KLzVb3VrC4ivI0jkgi0542ATdsw5mbB+fng5xxiujooA5vQ/CKaZq0mpXI00XDFiBpunC0Ri3V3+d2d+oyWxgnjJzXSEZGDyKKKA63KGmaDo+iGU6NpVjp5mx5v2S2SLzMZxnaBnGT19aNc01tZ0C+01Ll7VrqBohPHnMZIxngj8sj6ir9FD13GnZ3OH0/4bQWseph5rG3N/BDGF0rTUtI4XidnSQKWfcclT8xP3fTgbVxomparoc9jrupWssrOkkE9lZGHynRg6sVeSTdhlB7DHFb1FAjn7vRNY1PRTbalqtmbyO5iuLee2sGjRDG6uA6NKxYErzhl4PbrVeHwjdGO7a/1Vbi4u9St9QkkS18tVMQj+RV3Hg+VwSSQDzuxk9RRQtHdf1t/kg6WMTxV4ePiTS4bRZ4YxFcLMY7q38+CYAH5JI9y715zjI5VT2rI0/wE+k6ZGmnX9tb3sF+99byRaeqW8ZePY8fkqw+TBbGGBHHJIJPZUULS9v62/wAgetr9P6/U5HxPFqU+h2emmSSfXZLhJLa8sbCRIYWVxl2LF1QBCQQz5bkKCTitu40qeLw7HpmgXv8AZbwpHHBP5Im8tEI42twcqCPbOa06KFoAVz+s+G57zXrXXNIvLez1K3ge28y5s/tCNGxB4AZGVgRwQ2MEgg8Y6CigDFTQrqx0vSrDRtVe0isZUM7SQJK13GAdyE8BSxOSwHHYVHqmg30+qy32j6nFYvdW6212s1qZ96qWKsnzrtcb35O4HI4453qKHqC0OLvvh+0qXFrYX9vHYXdjDYTxXll9okWKIEL5b71CnnPzKw3c47U/WPAs+pTX6RanCtnqVtDb3S3Vl58wWPIBik3gIedw3K2H+bviuxoo63Babf1/VjjtQ8Cz3t3fquqRCx1GaGa4E1n5tyjRqoXy5t4CY2AjKMVJYg88djRRQKwUUUUDCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA4zxNpVxP4shvv7J1m/thY+TnSdSFoyvvz837+IsMfWqmqic+ONQjs9Am1G5uNBgt1ZpIQLcPJMCJHd87SQM7A+dvQ8Z67Udd03Sbm0t9Qu1invJBFBFgszkkAHABIGSBuPALAE8iquqa/oehaiX1BvKuXiXzZ0tXk8uLcdplkVSI0yWwXIH3vQ0lH3eXpr+N/8yru7fXT9P8AI5qbQNX0211LT10r+2v7T06CzS782MJEUiMZEodg2zJLjYHPzNxnrpWVnqXh/wAQXMx0u51hL2K3jF5byQhoRGm0q4kdTtzlxtLcu3A4zr3/AIm03TtSFhOL2W5MaylLXT57gKjEhSxjRguSrdSOhq3qWoxaZarNMkkm+VIkjiXLOzsFAAOPXJ9ACe1Ve7v3/r9SLWVu3/A/yOW1Dw1dTjxTLFYxtPqF5ayW8mUDSJEkOOc8bWVyAcc5I612lZ8uu6bDrcGjyXS/b7hWZIFBY4AzyQMLwDjOM4OM4NRSeJtKh1hdMlnkW4aQRBjbyeV5hXcI/N27N5H8O7PI4pDb6mRftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDWHF4Mv31IWd9ZXNwsOrfbbbUZbpDbwQ+f5+1IgQwlzlNxQnDN8+3C12X/CS6f8A2y+loL2S5jkETmPT53iRioYAyhCg4YHluM81rU1pZrp/ncH1RnW6SDxFesdIihjMEQXUQ6F7g5bMZAG4BOoycfOcd60ayrPXft2u32mwadebLFxHLeMYhDvKK+0DfvJ2uOduOvNatLoHU5XQdBu7HVDDcQBbHS/NXTWJUq4lbdwAcr5a/uxkDgnHFY+gaZ4oPiTS77WbW9C2cE6So7WawxswXC26xfPsyuP3jZ4XI6kehUUAcv4WfUxrWtvqGg32nRX10LmKW4lt2GBDFHtIjlYhsox6Yx3zxW5rC3b6HfLpscMt41u4gjnGY3facBvYnrUt7YWmp2clpqVrBd20mN8M8YkRsHIyp4PIBqhp/hTw7pN4t3pWgaXZXKghZrazjjcA9RuUA0PVW8rDvZ3ONt/DniTVDrJvW1CJr3R/scU2pSWqv5m5jtxajAT5uCSx5PTvv3cGoeIfBuo6Qmi3GhyNa+TElzLCY3yMbFMTuQvG05A4PA7V1NFHS39dX+olo7/10/yOU1MalrXhWW3g8PXWnz2s1tNHbTy2/wC+EUqSFYykjAcJgbtoyR0GcZl/oWqeIYdWOoaJ5MN/fae4tZ5o3Z4Y5EMm/axUcBvlBOR0Jziu+op9b+dwWhzniLTLq20+4uPDVoftt1cwPcmARmUomFLRiU+WHCgYLccdyBXO2Xh7Xhpt3cX1pc3Ug1yPUVtLqa3826iWGNcN5YEQcMNwHA3IPm/ir0WiktNf66P9A6W/r+tTlPE13NL4ROtS6fPYXmlzLdwW900ZkZkOCgMbuuZFLIMEn5+natnw/px0zR445QPtMrNPcsP4pXJZ/wBTgewFWbrTbG9nt572yt7iW1ffbySxK7Qt/eUkfKfcVZoD+v6/rqc7rsF/D4k0vVbLTZNTit4Z4WhikjRo3kMe2T94yjACMpIO4BuAcmse6sNatfhva6OmiXF5fOP3q2s8OyEiUPy0jpkEdMA+4Fd1RStpYDlb8asdctdXttCnuDLYPbCCSeFGtJGcHLneQFIA3GPeflHB4rU8KWVxpvg7R7G+j8q5trKGKVAwba6oARkcHkVrUU1orf11/wAwOV1Xw/Le+INbvDZRyrc6GtlBI20lmLTF055AO6POeDx6cZdxo+sW1vqdt/Yn9ptrGnQWwmM0W23ZYihSbewOwMxb5A+dzcZxnvqKVk7p/wBb/wCY+Z3v/XT/ACOYvLTUdK1nSb+2sLjV0t7CSzmW3kiWTcTGQ+JXUEfuzn5s8jg846cflRRVXb/r5kpJbHLahJqbePtOuIfD9/NZ2sE9u90stuEJlaEhgDKH2jY2flz6A1zs/g3U2luJI9Nj8yR75w++PJMt7HIhznqY0z9Bg+lel0Ulpb5/iN6q3p+B51p9ldalcXVlZaRJBGviN7yfVGaEIwjm3YADGRnIUJyoGCeeAD0Gi+F7aKPUG1CwRZrjV5L8OG+ZiHzE+VPYAcfUEcmuhhght1YQRJEHcuwRQNzE5JOO5PepKUVypLy/y/yQS1b9f8/82cLpmi6si6NpNxpHkjS757qXVDLG0cwPmcoA3mb38z5tyqOX5PG69ofh+8s9Re3ni8qx0wTLpsmVIImbdwAcr5a/uxkDgnHFdZRRbSwdbnAeD/Dup2N/pia0msmTSoHijldrH7IxICtsMarMQ2AwDgcgFuRXd3FvDd20lvdRRzQyqUkikUMrqeCCDwQfSpKKp67gtNjh9A8E2+j6BrgttDsrTULqW9SB4YY1doXdjGu5ei42/KTxgcDFT3vguF/A8Fjp9jBDfW+nrapEXKxsu5HkibbkEMUwTg9T6nO7pWuf2nqF9ZSafd2M9kU3rcmM71fO1lKO3B2nrg+1alLb8Pwv/nqF7u/m/wAX/wAA4LVdF1PxHcXd6+hvYpILKA2t1JC0k6x3SyuzbHZNqrkAFiTluBxm74U8P32lay89zaLBG8VyCyspyz3ckg6HurA5/DrXYVHc3MFnayXN3NHBBEpeSWVgqoo6kk8AUbW8r/iG6t/Wlv8AIxPGml3+q+HSmjuy3tvcQ3MQV1Vn8twxVWYFQxAIBIxnGeKo+GNFm0qbV9Ug0maze6jjWK0uroSzymMOd0sm9wWYvgEs2FVckdBu2mvaZeaGdYiu1XTwrs08ymIIEJDFg4BXBB646U/TNVttXt2ntEulRW2/6TaS25PGcgSKpI56jijVJpf1/Vg0dmzn9f0298Q6Bo13qOh+ZPbXC3N3o/2hH3gxujR7yQj435wSFYAg9aj0zTdW0fwtqiaLpi2Mt3cs2n6eXj22CuFUkgNsADb5CqE9cDJrsaq6lqdno9hJe6lcLb28YyzNk59gByxPYDJPah2V/Mert5f1+pyuu+GLm2tNBGjpeXNvpitBcQWlysFxcROoBKyMVw25VYkMhPzYbPByv+EOv7G3069tLC6ijW4umudL027SGZYZipVVk3KNw8tC211yS2Gb+LuLjXbK20u31Ei6ntrkK0RtbKadiGGQdkaswGO5AqK68U6LZaAutXN/Glg6lklwxLYBJAUDcWAVsrjI2nI4NFrNt7/1oJa2t/Xn+JxCeDL/AEw2FzBply9k4ulu9K0u7S3kjWSQSRLuLICF24cK4yT/ABDIPaeE9IfQvDNtYyxQwurSSNDB/q4i8jPsXgcLuwOB06VsIwdFZTlWGQfalp7KwtG7hRUN5dw2FjPeXTbYYI2kkbGcKBk062mNxaxTNFJCZEDGKUDcmRnBwSMj2JpDJKKglvreG+gs5JMT3Cu0SbT8wXG7noMbh1qegAooooAKKKKACisy21sT+ILjSJLC6t5YYhMk0pjMcybtuV2uWHP94Ka06N1cOtgooooAKKKbJIkMTSSuqIgLMzHAUDqSaAHUVlaR4l0vXJpIdOnkaWONZSk1vJCzRtkK6iRRuQ4PzLke9aF1dQWVpLc3cqwwQoXkkc4CqOpNGwEtFYsHi3Sri3uZIvt+61CNLA2mXKzhWJCsIjHvYEg8hSOD6GnWPivSNQS9aOea3FgFa5+22stqYgwJBIlVeDg80AbFFZS+JtJfw+mtrcsbCQ4R/Jfc7btgUR43li3AUDJPQVZ0vVrPWLU3Fg7squY3WWJ4pI2HVWRwGU9DggcEHoRQBcooooAKKKKACiiigAooooAKKKKACiiigAorIl8U6RDrI0uS5cXJlEJYQSGJZCu4RtKF2K5GCFLAnI45Fa9HmAUVmjX9PbWTpcTzTXSnEnk20kkcTY3bXkVSiNjBwxBwR6jMNv4q0i61RdPhnm86R3SJ3tZVilZcllSUqEcjDcKxPyn0NAGxRWPZeKtI1DUlsbaeYyuHMTSWsscUwX73lyMoST1+UnjnpS6f4p0nVL9bOznmaR1Z4mktZY451XGTHIyhZByDlSeDnpQBr0UUUAFFFFABRUV1M9vaySxW8t06KSsMRUPIfQbiFz9SBVbRdVj1vSYb+GGaBZSw8qfbvQqxUg7SR1U9CaAL1FVtQupLKxkuIbOe9dBkQW5QO3Pbeyrx15Ipuk6lFrGjWepWySJDeQJPGsgAYKyggHBIzz2JoAt0UUUAFFFFABRWbq/iDTtD8v8AtCSbfKGZI7e2kncqv3m2RqzBRkZbGBkc8irttcw3lrFc2kqTQTIJI5I2yrqRkEHuCKAJaKytW8S6XokyxajPKrtGZWEVtJN5cYOC7lFIjX/abA4PPBov/Emm6ZcRRXr3CLKFYXC2czwKGOAWmVTGv/AmHb1oDY1aKoarrenaItsdTuRB9qnW3hGxmLuxwBgA9+/Qd6gvPFGk2GqCwuriRZsorMtvI0URc4QPKFKIScYDEE5HqKANaiiigAooooAKKKy9P1wX2tX+lyWF1aT2SpIWnMZWZHZwrIUdjg+W3DBT04oDzNSiiigAooooAKKKKACiiigAooooAKKpapq9no1uk1+8gEjiONIYXmkkY5OFRAWY4BPAOACegNP03UrTV9PjvdPmE1vLna2CpBBwQQcFSCCCCAQQQeaALVFUtU1ay0e2We/lZQ7iONI42lklY/woiAsxwCcAHgE9Aabc63YWWhtq97LJbWaoHZpoXRwDwB5ZG/cSQNuM5OMZoAv0Vl3XiTS7OxtLuWeR0vVD2yQW8k0sykbsrGilzgHJ4474qPU/FWk6OkTahNPH5kJn2paSyNHGOryKqkxqM8lgAPwo2dg3NiimpIksayRMrowDKynIIPQg0UAcj46uYYDp6pY309x9utZ5HtNNmn/dRy7jlo0I4+Y7Sc8nA5qLxlrJvEg0JbHVFsNSty97exaXcTeXCeDEqpGxEjDj5gNoyeuAej1PxHomiSJHrOsafp7yDci3d0kRYeoDEZrQSRJY1kiZXRgGVlOQQehBoW3zv+n6B1v5f1+ZxXiJpYNR+2+HLjW4tWmsoo4LWLTC9rPtZ2jWaR4sR8uwb94hA9DitbnV/GUUb4aHRYhI+Pum5kUgD6rGWP8A21Wuhop3A4vX7+3tvHmiNHYaiwtpZnuprfSriRMvCFUl0jKt2GQTjHOMU3WNWOp+MrfSryx1ODTdPnjm85NMuJFvJxgoFdIyqxocFmJGSMcKCT11vf211c3Vvbyb5bOQRTrtI2MUVwOevysp49asUlo0/wCvIO5xd0bu28Wv/wAI/dau89xexPeWc+n4svL2qkjiZolOQiggLIfmA4IyK7SoTe2q3y2TXMIunjMqwGQeYyA4LBeuASBn3pPttr9v+w/aYftfl+d9n8weZszjdt67c8Z6ZoWyQPe5i+G/+Q54p/7Ci/8ApLBVPTNP8YReIFl1HUPM07e5aP7dC/y4O35BZI3p/wAtB9T31BYaRpniQXitcRX+qOR5a3MzRysqDLGLcYwQqAbio7DOSM6aXtrLeS2kVzC9zCqtLCsgLxhs7Sy9QDg4z1xR29LfgN63OX0TT/GMGsLJrOoedZYbcn26GTnBx8q2MZ64/jH49KbpOneNIb9n1XUfNt/LcBft8L/MQdpwtjGeuOd3Ho3St6z8SaHqOoPYafrOn3V5Hu328F0jyLg4OVByMHg1pUdBdTj9J07xnC91/amo+arWzrB/p8L7ZT90/LYx4+p3Af3Wp2k6f4yhS9/tXUPNZ7Zltv8AT4X2y9j8tjHt+p3j/ZNddRQByGm6d4zitr8ajqPmSvAVtj9vhfZJnrkWKbfqQ4/2aXTtP8ZR6fqCahqHmXMkYFo32+F9jZ5ORYoF47lZPoK66igDjrTTvGiaTfx3eo7rxxH9lf7fC2zDfN8wsFC8eqPn/Z606307xmug3cU+o7tQaRDBJ9vhO1R94bhYgD6GNs+q119FAHIxaf4yHh2eGXUM6k06tFL9vhOI8cjf9hCj6GNj/tCmjTvGf/COtCdR/wCJl9pDCX7fD/qtvTf9h29e3l5/2u1dhRQByLaf4y/4RtYRqH/Ez+07jL9vh/1W3pv+w7evbys/7XamS6d41OgwRR6jjUFmYyyfb4RlMDA3fYCDzngRqf8AaPSuxooA4+607xm+i2MdtqO2+QyfaX+3wrvBPy/MbFg2B6ImP9rrTr7T/GUmj6fHZahsvIw/2t/t8K7yT8vzGxYNx6JHj/a6111FAHIX+neM5NO09LHUdlzHGwum+3wrvbPBybFw3HcKn0PWl1PT/GUtpp66bqHlzRwbbo/b4U3yeuTYuG+oCD/ZrrqKAOO1PTvGkq2f9m6j5ZS2Rbj/AE+FN0vO482D57cjYP8AZFO1jTvGc1zCdJ1HyohAiyD7fDHmQD5jhrGTP1yAf7q119FAHI65p/jGfUQ+i6h5Nt5agr9uhj+bHzHDWMp/Hd+Ao1fT/GU2tNJpWoeVY/JhPt8Kdhu+VrGQ9c/x/l0HXUUAcle6f4wfxIZrPUNmmecpEX26Ffk4yNhsmb1483/gQ7Fzp/jBvEpmt9Q26X56t5X26Efu8jI2GyLdM8ebn/aHUdbRQtLAckNP8Y/8JN5x1D/iV/ad3lfbof8AVbumz7Fu6dvNz/td6ItP8YDxN50uoZ0v7QW8r7dCf3eeBs+xBunbzc/7XeutooWlgetzkrHT/GEfiMTXuob9N81iYvt0LfJztGwWSt6ceZ+J7pomn+MYNYWTWdQ86yw25Pt0MnODj5VsYz1x/GPx6V11FHQDkNG07xlDqRfV9Q8212ONv2+GT5sfLwtjGev+1+B6VL4csPFttqhfxBf+faeWRs+2xS/Nxg7VsoT687/wPbqqKAMDS/8Aketf/wCuFp/KSt2QOY2ETKrkHazLuAPYkZGfpkVR03Q7HSbi6uLMXBmuyDNJPdSzlsZwAZGbAGTwMDmtCjcFoUdMi1WKJxrN5Z3chb5GtLRrcKPQhpHyffIqXUJre3sXnvIXmiiKuUjt2nbIIIIRQWJBweBkYzVmigDzayS51D4ayWkFrqtvPa6gLmaJrKWCVovthlPl+Yg3nYM4XJ6DqasPZi68P67CJtcj0SbyRa/bbW5u5/MB/eAwyAzPESEBVuCC+MA5r0GijyDsc34GDpoUkR0q202GK4dYPs1g1ilwmAfM+zv80fJK4bJO3d0Iq14sngg8O3LTW1xcSNFJHALazkuHDtGwGBGrFeCRu4HOM81tUUprnTQ4vldzkLLU0T4faajSa5psiwxW7PbaRM88bqg3Dy2hf5eCNxXHoc1majFJafCO6tLnTbt7ye1u7ezSCwlmmZX37GkCKxRnG0tnA3E5x0HoVFVJ8zb7kw9y1uh5r4l07/hJZrG7i02+miiskEfmWk0LRyC6iBIVlDKwXeQcAgZIOOarXuiww+HLGC5smBs7y/8As2n3Hh+fULVozO+zMUY+QhduxsjCs2AQa9TopdLf1u3+o46f15WOVu3m1ddB0eezFi8yJe39orBhBHHtIiyODmQovoVV6z/iBZwT31pcNZ/2lPBBII7C60Oa/t5iSCPmQbYZMrt3knAY5U13VFD1dwWiOG8UaJpE2uaNrOu+GIryMxSRXYTTftroxVSgZURmYDawBwQM9s1keKtInvfEdw00a29u9vCul3X/AAj9zfSWmByYmicfZ3VueVGfl5O3C+oUUbO4dDy/XrK1v9d8RWq6fc32ul7cadcLaSOlrL5SYkEmPLhIIDE7lYhQOflFeoDOBnrUEFjb211c3MMe2W6ZWmbcTuKqFHHbgAcVPQtrAZ8sOsHVkkgvrFNOGN9u9k7TN64lEoA/74NaFFFAHJpqsT/EhgtpqQT7F9l85tMuBF5gkJx5hTbjH8Wdp9awtH0zbqmlbdGuoPEcN68mqak9q6CSL592bjG2VWym1AzY+Xhdny+k0UkrW8v87g9b+f8AlY4HQLVLPx9O9lp32wXMk7z39zos1tc24J3YNy4Czpu+VVUAhdvJC5o8KWqWXjG4+xacLpLjz3m1O50WWzuo8uGCPPIoE4JOBtAwEXOetd9RTWlvIHrfzMjSorNNc1p7XTrq1uJJozc3EykR3TeWoDRkkggDCnAHINHiuwudV8H6tYWIVrm5s5Y4lY4DMVIAPsTxWvRSe1hp2dzhPC9pd33iyDWZ31R3i0+SC5N9ataokjtGwiiiIA2rsc7hvJ3AGRsDGprGoTa34K1v7Lod40sfnWy2l7E0bT7eN6hWDMp6qQQTjjBrp6Kb1Vv63uJaM4fwxLPa6nrGoSrqmo2q2kW28vbCWG5YpvJhWNlUuBnIIQEliCXPI1NIh/szw3JqXiC2ke8u5he3ccNu9w6OSNiBEUs3lqEXIH8Gfeukop3f9f1/VgPOdHAn+HVqJI9S0+90u8Nwhm0W5kKuZXK/udoaRSrHO3pnOQRXReD7S/X+09S1NmMmo3Kyput/IJVYkQN5RJZM7SQrEsBjdg8DpKKSsv69P8gK98l5JZuumzwW9ycbJLiAzIOecqHQnj/aFFil5HZoupzwXFyM75LeAwo3PGELuRxj+I/0qxRQBynj0yPY2Ns2mw3tpNOfPefTZdQjhwpKlreIhnyeATwp564rnLDT7keF9Cj8S6VdXOk29zeLdWC2DuAPNYW5NuC7GNV6KN4GUPRdw9OooGcTrdnp0qaE0mjzTeF4o5fM06LTJCEkIXyi9sE3FR+842HDFSRwCJZ5oNL13R76w0m9GmnTJraCK00+QGNmeIohjCgxZCnlwqjHJFdjRR/X3pr9Rbq39b3PN9A8JxaomhxeItMme3h8PRwyW9zGRGJNw4dTwXXqAenUc81D440yfyotIj0v+0EtdL2Wl5daTLqEssuCuEdGRbeT5VJkJGSy/wB2vTqKT1VvX8b/AJXHfVv+un+RwF5a2smsW8/jXSLrVbRtNgFqraZJepDMN3nbo0RirnKfMwGQMA8EVP4j0+T/AISKTTLaNhbeKIVhuSpwI/Kx5pPcF4SUB9VWu4qjFo1lDrEuqLHI95KnlmSWZ5Ai8ZVFYkRg4BIUDJAJziqbu7krRaFS6t7FfFGkl9MuZLmKCdbe7iQ+Tbr8m5XIOAWwMZB+6elbNFFIZ5dcaNqc97eaRdf2mZG1n7ZaRwWzJatG04l86ScAhmQbgEZl5VRsJ2tXoY1TPiBtL+w3g22wuPthh/0c/Nt2b8/f74x0q9RQtEl/W1v6/wAgerb/AK7nnWn2F7Z6skEB1saumrySysxm+xPavMzk5/1JzG/HWQNgduK+gwagPEGlj7FqGbe7uXn065tJY7bTwwcB4Z2+VycgY3OCJCUEYBFem0ULRf1/X/BB6tv+uv8AmeZeFre/TVtIUWV+32aKdZ7C7tZYrfTMg4EEr8SZOE6ycElCi/KZPBsF8ms6OHtdQ229rLHcWt3aTRQ6WSB8sEj4EoyAnWQ4GVZF+U+k0U0D1CqGnQ6xFNMdWvrG6jP+qW2sngZP94tK+7t0Aq/RSAoa5paa1oV5p0jFPtERVXHVG6qw9wcH8K5aOTVJ9B1fxDcaPK+pPZJax2Tq6sQi5k4ADHMjyfd+8qLg8iu4opW3Ged+Cd+i6hrtw9g1tpfkW0kS2GgT2SSPmQOUtyXctgICQASAvGME73gK6E3hsQNbXtvLDNMXS7s5bc4aV2UjzFXdwR0zjvXTVT1LS4NWt1gupLqNFbcDa3ktu2f96NlJHPTOKpu5Nle4uqX0Wn6dLPOlxIgG3bbW0k7knj7kasx/KuCt1N38P/C0N9pWoT6fYtDDq9jLp8odgsBAzCybpUEpQnaCOM87TXb6ZoVppEkj2k2oSGQAEXeo3FyB9BK7AfUVo0v+B+BVzzh9Kgbwffwta3NjpU2qCbTrI6RNdKIgqkpJaKu4Rs6yNtO3GVPBwKku7SO9+H1hBf6aNNSG7JitLfQpri3nVS2DJZoNyowO/YxBVtuTkc+h0Uf8D8Lf5C/r7/6/4JxwSC4+GUUeueGpjbgop0zTbdo2YLMNjpECrIDhZChOVGQckGuxoopt3EcR4qhvLbxdBfF9Rh024sDbSz6XZNcTq6vuCfKrMiuCcsF/hHzKcGr+iNN4T8FaLaXOm300haO3Nvap5zW29jjec/cQHBbJ6d66iipWit/W9/1G9Xf+trHGeJ4Lq216WbR5rhbrUrNbaaFNJkuRIFL7ds2RHC37xuZCV6Hb61dftZ7bw1YaBbz6pNfW1lHGlrBp7SWl5IoAVZpvLwq7l5xInBOeorvaKa0/r1/zB6u/9dP8jzzxhpPia4vp7+HS7C+QTWcdpi9lEkMazxO/7sQsPmdcswbhFU4+U5Nd0vUbi81PSdNnliOtFJbuFdLldI5DGqsy3jbY9mEXIKs/B24JG30OimnYHqrBWfLDrB1ZJIL6xTThjfbvZO0zeuJRKAP++DWhRSAK4y00i4XxANHe2kGl2t++qRSFDsYMNyx7sYyJndsA5ARexFdnRR1uHSx5dZQ39x8QbC/GjLZTjUp0vHi0edJBFslVfMvGbbMjYQgKpUfIMjAz0emapHN8R9SK2mppHPZ28Ec0umXEcTPG85ceYyBQMMuCTg54JrrqZPCtxbyQyFwsilGMbsjAEY4ZSCD7ggihaKw3rfz/AM7hMzpC7RJ5jqpKpnG444Ge1eX+ErbU28TR3lrpcemvc6XcfaTFos9mq3BMZVZpJWP2hgS2H2jPzEE5IHc2vhTTrO6juIrjV2eNtyibWruVCfdGlKsPYgitqlYLnCeG7K0h0G5g0jSJtP8AFP2BkuL26010eS4xyWuGXbLmTnIdgevSo7XTNLn8E6zY6FoFxZ6xPpckNw1xpzwyzylCMNO6hZWLE5YOwJOckHNd/RTet33/AODt94RfK0+3/A3+4821lrnxBZ6ybHTNVSNvDzWyPLZSQs8pY5VVYBtw+nPbNbOp+HrXw3oep3vh/TWuLi5t44p7bDSLPhjmaRV+eV8Oxbks4GOprsKKOlv61bf6kpWf3fhb/I8s0vTdUXQfElvptlJbWsr2rxRWOlyaYs0e7FwIoncsrlFK5ypJwQBkMd+XTtGm8JXMnhPSP7LexnW8ijOmPYb5Y8N910UncoKFsHgmu0qlqmkWetWottRWWSDduaNJ3jWTttcKRvU55Vsqe4od+g1ZaP8Aq5jaHDFdeHb/AFm6tppf7aVrp4QD5hhKbY4wOx8sLx/eY1raAltF4b05LGznsbZbWMQ2typEkCbRhHBJIYDg5J5FXwAqgKAABgAdqWnpd2/qwtbanI+NYL9NS0bUbNrmO3t3liuZrO0+0zwLIoAdI8Nk5Xbna+Ax+XGSG+H9/hfwZfXzafqlyj3U11FaLGZbt0d+DtY53N98qcEbiCBjA7CipStd/wBf1oPe39f1uch4ttPO1nSL+9XVv7MjhnjnXTPO81XfyyhIg/eY+RgSvQkA8E1lS6V4pvNC09pLSC/htI7iSOHUb2SKcsWYQM4WJ97LERwxB3nJ5Ga9EooaurDTseZpYXUUGiXPia11i3gXRlthHor3LtFKCD8/kqsoJXHBGwFSGyQppktlrtveRSa+dV8u/wBIghuDp1r5s008ZfMMkkYPlBhJyyhRnJEi459Popy96/z/ABv/AJ/kTFcq/rpb/Iy/DNhPpXhTStPuzme1s4oZOc/MqAHnvyKK1KKcnzO7BKyscL4m1b+yfH0L/wDCQaNonmaZjzNWj3rJ+96L+9j5/E1U8T6nYjxRdw6p4knsozo8M1lb2t+0H2icvMA0aodztwoCgkNkZDYXHotU00yGPXJ9UDSefNbx27KSNoVGdgQMZzmQ9/SpStHl9fxv/mXfVv0/C3+R57qmpvi7/wCEo1e90vVYtPgfTba3u3g8+Yx5bYikCd/N+UoQwGFG35udN762k8TtF401h9Kljjt/sFsNRezjmLKDIw2solbzMqVJYABeBu57uiq63Itpb+uh5xqdrJFqXivVoL++gns9StDDHDcNHHnyrfduRcB9wOCH3AAcAEkn0eiikU3c4K71Tw5p/wAW9PjTUtOhvJLa6S5VrlPMMztbhFbJzuIGFU9hgDApY9T8OWXxcjt7XUtOjuZrOdJ0Fyhke4aWLCtk5L4XAU84UADAArvKKI6W8r/jf/MUtU16GBpR/tXxRqGqk5gs86fa+mQQZmH1cKn/AGy96wdA1Tw5B8UNUstK1LTt8tjAgiiuUZ5JhLO0g65ZxnLdTzk13MFvDbQiK2iSGMEkJGoUAk5PA9SSfxqShaWB6prucT4Z1eSLWotG07WNK16xzM0jWEZD2PzFl81xI6nJJUDCE4JAODjtqKKOlg6hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAct4xF7DNpN1BqNxBCupWsX2eE7BJulAYuRyw2nAXgckkE7dsXjqLFoslpqOoRaxMvkaVa2t00atPy24opAcDgt5m5QqngZOdfWvDGm+IJIX1P7Y3kkNGsGoTwKGByG2xuoLA9DjIqG98G6PqF/BfXAv1u7e3+zRzw6ncxP5ec7SUkBbJAJJyTgZzihbW8/8v6+Y+t/IxfEqTWuuyalrFrrc+kQWETNPpmpNBFbsrSGV3jSZGf5Sh4VjgYA7Vr6066rqmmaNH88Mp+23XX/AFMZBVf+BSFOD1CsKs3nhjTNQmie+F3OsSKnkyX85hcL03xb9kh9SwJPfNW7fTIbbVLzUFZ3nuxGjFyMIiA7UXA6ZZjzk5Y9sAMRhap9tg+IGgsdRuDb3LXC/ZUOyIKsOfmA++d3OT04wByTDrURj8Yacml6hfyatNcJPLb/AGpzBFZr8shaLOwA8hSVLFzwcA41dQ8JaVqerR6ldm/N1EcxtFqdzEsZxg7USQKuQOcDnvmmt4O0g63casgvory5kSSd4dSuY1lKgBdyLIFIAGMEYxSW6f8AX9d/+CJ7Nf1/XYxrj/iXeMJ7zW7TXBbTX0SWl5FqTfZE3IiIjQLNnmTI5jIywJOOa7Wst/DmnSasNRnW5nnVxIiTXk0kMbjoyxMxjUjsQoI59a1KF8KQ3vc5Xw5pti3i/wAT6i1nbm+XUFhF0Yl80J9mgO3fjO3POM4pmmfETS9U8QLpEEWJ2d0Df2jYvyoJPyJcNJ26bcjuBzWhpWn6pYeJNYkkhs206/uBcpMtw3nKRDHHtMfl4x8hOd/ccVu0dF6L8hvdnI6J8RdL13WF061h2ysGIP8AaNjL90En5Yrhn7f3frim6T8SdK1i/a0todrrG8hP9pWEnCgk8R3DN264wO5A5rsKKBHH6T8SdK1h7pbeHabW2e5f/iZWEmVXr/q7hsderYUdyKdpPxG0vWEvWtodosrZrmT/AImNjJlV6/6u4bb9W2r6kV11FAHIab8SNK1S2v5oIcLYwGeT/iZWD5UHHVLhgv1cqvvS6d8RtL1PT9QvIIcR6fGJJB/aNi+QTj7yXDKv1cqPeuuooA460+JWk3mk3+oRw4isRGZB/aVg2d7YHzLcFV/4Gy57ZPFOt/iRpVxoN3qqQ4htJEjcf2lYHJbp84uCi/RmBPYGuvooA5GL4jaXN4dn1lYf9HgnWBl/tGxPzEZ++Ljyx9CwPtTR8SdKPh1tZ8n9wtyLYr/aVh97bu+/9o8vp23bvbHNdhRQByLfEbS18NrrRh/0drn7MF/tGx+9tz9/7R5f4b93tjmmS/ErSYtBg1Vof3M8zQqP7SsByoBPzm42Hr0DE+oFdjRQBx918SdKtNFsdTkhzDfGQRj+0rBcbDg/M1wEbr/AzY74p198RtLsNH0/UZYcxagHMY/tGxXG04PzNcBG/wCAM2O+K66igDkL/wCJGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFLqfxG0vSrTT7ieHK38Hnxj+0bFML9XuFDfVCw9666igDjtT+JWk6UtmZ4c/a7ZLlP+JlYJhWzj79wu7p1XKnsTTtY+JGlaLcww3MO5poEnX/iZWEfysMjiS4Un6gFT2Jrr6KAOR1z4jaXoOoizu4d0hjWTP9o2MXDDI+WW4Rvxxj0Jo1f4jaVo2tNplzDumXZk/wBo2Mf3gCPlkuFfv/d57ZGK66igDkr34iaXY+JDossWbgTLDu/tGxXlsY+RrgSd+mzPoDxRc/ETS7bxKdEeLNx56wbv7RsV+YkD7huBJ36bN3oK62ihdLgckPiLpZ8Tf2IIv9I+0/Zt39o2P3t2P9X9o8z8Nm72zxRF8RNLl8Tf2IsX+kfaDb7v7RsT8wOPuC48z8Nm72rraKF0uD62OSsfiJpd/wCIxo0UWLgytFu/tGxblc5+RbgydumzI7gc0mifEXS9d1hdOtYdsrBiD/aNjL90En5Yrhn7f3friuuoo6Acho3xH0rW9SNlaw7ZNjvn+0bGThRk/LHcM3brjA7kVL4c+IGmeJtUNhZRbJBGZM/2hZTcDH8MM7t364x711VFAHL+HtOstM8aeIYtOs7e0jeO1kZIIlQMxEmWIA6n1rppHEUbSMGIUFiFUsePQDk/QVi6LYanFr2rajqsNpALsQxwx21w0vyx7+WLImCdw4GfrW5R6CRR0zV7bV4nktY7yNUbaRd2U1sT9BKqkj3FZ3jiaa38F6hJbNOsgVADbymOQ5dQQrAjBIOM5HXrW/VXUtOttW06axv0aS3mGHVZGQ9c8MpBByOoNKSurIpaMxdK0iG60e5trix8QaajyAlb3WZHmOB1WSO4dlX2DDPpXM6bfronwbt9Un1W6jvdTt4YmvL/AFCSQRyyHYJAZXIQLuLHGB8td5pmkW2kwyR2sl5IshyTd3s1yR9DK7ED2FMt9A021stOtILbbBprBrVPMYiMhSo6n5uGPXPr1Ap/8D/giWhieFdYOp+GtSt9C1K11O60+ea3trmW4M8cnG+Eu4JLAK6BjknKt3rp7X7R9jh+2+X9p8tfO8nOzfj5tuecZzjNVLjQdNu21Ez2+46nALe7xIw82MBgBweDh2GRg9OeBi3a20VlZw2tsmyGCNY41yTtVRgDJ56Cn/wBf8E5jxnfSJqOj6bjUHhvXlZ4dNdo5p2RQVjEgZfLGSWJLKPkwTgkHM0/WvEVj4QC+U8txb6nLaSXDQyag0EIJKkpGVkmK/LGSOc5Y5AJPY6totjrdvHFqMTP5UgkikileKSJxxuSRCGU4JGQRkEjoarv4Z01tLg0+MXdtbwMWUWl9PAzMcklnjcM5JJJLE5JJOTzUq+v9dv+GKf9fiWdGvV1HR7a6S7hvPMTJngiMaMehwjElecjaSSCMHmk1PV7bSI43uo7yQSHAFpYzXJH1ESMR9TU1hYW2l2EVnYxeVBEMKu4sfUkk5JJJJJJJJJJ5qxTe+gl5jUcSRq6hgGAI3KVP4g8j6Gua8ZWFnLLot7LaQPdwapbLFcNGDJGGkGQrdQD3xXT1k6z4Z03XpYX1L7aTCQ0Yg1CeBQwOQ22N1BYHoetH2k+zTE9Ytd0zP1XVtal1i/stBk0+3Gm2qTytfQvJ5zPvIQbXXYAE5Yhvvfd45o3Xi6+M+l3QMel6TeWkNybq4sJbpCXPzRtJG6rBtBX5nyDu/2TW3qHhPR9UaNr2Cd2WEQMyXcyGaMfwSlWHmr14fcOW9Tl1/4Y0zU7hJb1bp1UKv2db6dIGCngNCriNh6gqc9Dmhf1+P8AwBv+vw/4P3mbq/iDUNP8URW00sOnaWRFi6n0+WdJ2ZiGTzkdUgI+UDeDksMZ6VvTf2l/a1r9n+y/2fsk+0+Zu83dxs2Y4x97OfbFVb3w1puo34u70XcrAq3km+nEBK8jMIfyzyAeV61am0qzuNWtdTmh3XdokkcEm4jYr43DGcHO0dR2oWwdS3Xl13q+qTX11q1mNSNxZa19mkd7pobOOETCLyRETiV3Uht23gv98bQteo1kN4X0htYOpm1b7Q0glZRNIInkAwJGi3bGcYGGK7hgc8ChfFcH8NjXrzbTNQuD4n0+5mur5Y59QuY31BruZrK7RRIFiSI/JGwwvzFVB8s7Xfdz3aaLp8fiCTW0t8ajLbrbPNvbmMMWC7c46k84zVO18I6LZagl5b20oeORpYomupXhhds5ZISxjQ8nlVB5PqaNb3Do0cdonjWy1n4hWNyniS0a2vre4it9PjvVwoVovKLpu/1r5kYAjIHy9Qa2LdbjTfGpgtk1O0huIJ1jGo3zXMV5MNrIYwZHMYUByQdmQRwccdXJYW0uowX0kebm3jeKN9x+VXKlhjoc7F/Kqdj4c07T79r2EXUtyVKrJd3s1wYwTkhPMdtgOBnbjOB6CjovmM5LwzeXUOuaPEx1xrq6hlXVl1ITCISqobdGJPlGGyB5I2YPP8Negk4GazdN0Cw0qd57VbiSeQbTNdXUtzIFznaGkZiq552ggZ7VpU3qT1KGma1a6uZRaxX0flY3fa7Ce2znPTzUXd07Zx+NS6nfR6ZpV1ezyxQx28TSNJM21FwM8kZOPoKtVXv7G21PT57G+iEttcRmOVCSNykYPI5H1HIpPbQpWvqcVaeOr+KHV0u4lvprOG3kt2Gm3GnCRppGjVWSbc2AyglxkYJ4yvO3fajrPh/w7Pd6pLY6leGSKK3S1tntk3yOsahi0khxuYEkY47VPbeD9EtkvF+yPcfboRBdNd3Elw0yDdhWMjMTjcf8gVNB4b02HTLjT3W5urW5GJY728mucj0Bldiv4Y55oYupTu73WtG0yGTUrmwvJ5r+3gBt7R4FVJJFRuDK5Lckg5A6cVS1bxTqtoNWXT7S1nntNVtLKCOVmRXWVYSSzDODmVuQOMDg99YeFtMOlS6dKLy4t5ZFkP2nUJ5nVlIKskjuXQggEbSMEZotfCmjWVvJDb2jBZbmO7kLzyOzzJt2uzMxJPyLnJ5Iyc5NNb69/wDL/J/eLp8v8zPutY1nR9Juv7cuLCK4+0rDZ3UNnLIs4ZQfltkdpGYHcNobkDdwAaoWPjDVNR062traOEancalJYi4ns5oYlCIZTI0DkSD5BjYWBz3xXU6ro9lrVskGoJIyxyCWN4ZnhkjcAgMroQynBI4PQkd6pL4O0NNLbT0tHWFrj7VuW5lEomwB5gl3bw5xywbJyc5ycpdb/wBbf8Eb6W/rf/gDLnUdT0ibSF1SazuIbmZ7e7uIYGhCOQTEVUu2B8u05JyWUjHSm2d/ruq+EVv7COwjvrl/NtUuA4jEBkym/B3bjFzx/EfSotb8NzX+iw+H7VUfS5XBup728lmnRQ4fCb9xcnBALONvBAOMVsappFjrWlvp2pQedaOVLRhiudrBl5Ug8FRTXcC7XE+Krm4vPFUWjImqTL9gNxFb6bcval5C+3fJMrLtVAOmTnf91iAK7aszV/D2m628Ml/FL5sAYRzW9xJbyKrfeXfGyttOBlc4OBxwKlrVf10H0IPB17eah4O0251R1lvGhAmlXpIykqXHA4bGeg69B0rC8TT6rqHiS50+ytpp7XTrKO6eKLVZLAys7SD78Sl2IEeAuVQ7jk5Ax0t14d0m9g06CeyTydMmSezjjJjWF0GFICkDABxg8e1N1Tw5pms3CT38UxkRDGWhuZYfMQnJR9jDev8Astkcnjk05XbuhLRWOJ17Vpbi3vNX8zXIU/s2O80U2gmEK/uy5MxQ+WW3AZEx27QMdTl3ii/1C3fVr27/ALaiu7ezS40kWKz/AGYbY9zeaV/dE7wwIl/h27Rk89pc+HdNvLyG4uIpnEAUJb/aZRbjacrmAN5ZIOCCVJBAPYYdd6BYX2pR312txNJGVKxNdSmDKnKkw7vLJB5BK5BAPUCnpf8Ar+rgtlf/AIfY5/xBG417TTp2oX/9t3M8Mi2q3beTFbKyiYvEDs2bdw3MC25gAeAB2VYdx4O0i41qfViL6K9uNgmkt9TuYRIEGFBVJApA54x3Pqa3KXSwdQooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDjPE2q3EHiyGx/tbWbC2Nj52NJ00XbM+/HzfuJSox9Ku6l4k1Gz1KbTtL0kag1rYR3ss9zdC3BUlwVwEJ3ny8gYC8nJXAzd1Pw89/qyajaazqGmXCweQxtFgYOu7dyJY37+mKzL7wve6l4suZ5NSv7Swk02C2ke2aFTdEPKXViULLww5TZ944PHCV+W3XX9bfoVpdv0/S/6hP4yup4prnQdJS/s7S1jurmSa68l9rp5gWNdjB2CYJ3Mg5Az1xbTxHealqjWvh7T7e7ht1ia6uLq7aAJ5ih1VAI3LNsIY52j5l5POEvfBdlcyS/Zb29063uIEt7q2tHQR3MajaqtuUsvykrlCpx34GLEvhpRqf23TNSvdLLqizQ2oiMcwThcrIjbcDjK7SRjPQYrS/kRrbz/AOG/4Jgv4j1TS/EHiF/sJvNNtb+3SSWS82mFHhhBESbTuwWLEEoOeCxJA7ise48NWdzHqiSSTgapNHNNtYfKyKijbxwMRr1z1NbFIp7nNPe6tF8Q7OzuLqL7Bc2dzIltHGOPLaEKzOeS3ztwMAAgYOMlYb3V0+IQsry6iNlNYSzRW0UYwm2VFVi5+YsQxz0UZAwcbmlufC8lz4mg1o69qccluGSO3RbfylRipdOYixBKLyWyOxFK3heR/FCa4de1PzEUxrbhbfyhGWDGP/VbsEqOd273oj9m/n+tv0+4UtU7eRpxXN4+r3NvLYeXZxxo0N35wPnMd25dnVduF5PXd7VabIU7QCccAnGaqxaf5Wr3N/8Aa7p/PjSP7M8uYY9u75kXHDHdye+B6Vbo6B1Of0zxO+pppAjsdk96JTdRGbJtPK+WQZx8+JMJ2657YqppnjaLUPFh0N/7MZnWUp9i1RbiaIoRlZowo8tsE9GYZBGemdix0C0sNUvr6FpGe9OWjcjbF3bZgZG4ncck5NZuk+CbfSZ7J4tV1KZNPieGzhlaLZAjADACxjdjAwW3HjrycgegvhKM2174hsxcXU0NtqQSH7VdSTsim3hYgNIxbG5icZ710MsnlQvJtLbFLbQQCcducD865+x0O48NSX+ow6hrGuy3TCSWzcWimSTCJuUhIgCFQDBYDAPBNPe4n8R2tzpGqeGtVsbS8geGWaea12hWUgj93MzZOeOKHe2m9v0Hpe72MvTfiNZXCao142myJp1oLxpNI1EXysmWBUnYhV8gcYwdw561rHXdQ07Q73VfEmm29lBbxCVI7W7NxI/+yQY0UNnAGGYZPXAyY7bwZaI1ydS1C/1X7VZ/YZBdOijyck7QIkQKeTyOffgYsweHP+JXdadqurX+r2tzH5RS88pSi4I+Voo0bJz1JJ4BBFHT+v67CV7/ANeX/BK8uu6vp2kG91rSbS3Yz28McVvftMf3sqxksTEoBXeDgbs46jrTNY8XNpI1HZpsl21jcWsIjikAeYzsq8ZAAI3dCcH1HWp38MNcaPcadqWuanfpKY2jlm8hZIGRgyspSNQSGCn5g2cc8ZzHF4NtVjuPtOoahdzXNzb3Us08ibmeFlZMAKFUfKAQAB1xg80+vz/D+rgvMP8AhIdQttK1K41jTLXTprJlCtNfbbWRWAIbz2RcAEkN8pII4zkVQsfH0d/or3Frb2t3ffbxp0MVlfCaCaYqHBWbaPkCHLHbkbWGCQM72uaLDrtjHbzTzWzwzpcQzwbd8ciHKkB1ZT9CCKz4vBlrHY3UT6jqEtzcXi3xvXlTzo51RUDrhQo4T7u0ryRjbxSXn/W3/B/rZ/1+f/A/rexJrGoWEenHWNPt4Td3X2aVra7aVINwOxstGhbcwC4wMFh1q1o+ptq1vcT/AGcwwpcyQwsWz5yodu/GBgFg2OuQAe9Y+v6XqUvhd9Gge91a5vCVXUJ2gj+yNkFZW2BPuHDDYpOVHTrXQ2VpFYWEFpbjEUEaxoPYDFH9f1/XXyF/X9f108zB8ey3kPhO4ez81UUq88tvfG1mjQMDmNhG+ScYIOMgnmk8TeLLjQL+G2ttK+3bohNI32kR7VMqR4AIO5syDAOB1yR30PEWgnxFppsX1O9sIHBEotBFmUHsTIjY/DFQXPhSC+8ptQv7y5mjhEJmcxqzgSrLkhUC5ygHAAxnvzR/X4f5g7/16/5GbbeMdTv2tLWw0OGS+nS6MiyX+yGIwTCJvn8ssQSeCE9MgdQ9fGd3etpEWi6L9qm1Sykux510Io4NhQFXYKx6vgFQeQOMEkRT+DrlfEFr/Zmp6hp9osF40tzbmAuZJ50k2fOjYH3sEDIwOfXds/D1jp91ZTWYkjFjaNZwx79y7GKHJJySfkHJPc5zQtk/X9bfp/W6e7t/W3/BMg+LNVuY8aX4f8y4gso7q9gvLo27RFwxESfI29/kbrtH3eeTiY+Moja3twlo7JHp8V/aAvg3SSA7VAx8rbgFxz95fWrOq+FodTvpbqLUb/TpLmEW90LN0AuYxnCtuRipG5huTa3zdeBiS68Madc3GmS7GhXTQEiijwEZAVZUYEHgNGjDGCCo5xkE33/rf/gfiP8Ar8v+D+Bg+IfiPbeH9QltbkaajWkKTXcdzqiQzHcMlYIypMrADPOwEkAHOcL4p8RajNY6jFodtGLeykgjub17toZEdij4jQId3yuuSWX72OcGty88OmbVZNQsNX1DS5ZwouFtfKZJ9vCkrLG4BA4yuCRjOcDFbUfBlrqN5dyvqGoQQXjpLcWkEiLHLIgUK5O3dnCKCAwU7RkHnJutQOirg7zUbzVfiQNMudI11LWztkkT7LfxwIS8rL5zhJ1LpiPhTk/eynPPeVRTSYE8QTawHk+0TWqWrKSNgVGZgQMZzlz39KF8Sf8AWwfZa/rf/IxYvFWpXGpTx23h+SSxtdR+wz3Iny5yQBIkYU7lG4biSu0ZI3YOEj8XXbzQ3R0lBos96bKO7+1fvt28xhzDswELjGQ5OCCVHON7T9Nh00XPkM7fabh7h95BwzdQMDpxWTD4OtIb5JBe3rWUVybuLTWZDBHMSW3j5N5+ZiwUuVBOQBgYUdlfyv8Ahf8AWwPrbzt+Nv0uY+nfEK7vb62jl0JYLec25837aGZVmd0Q7dnJ3RnjP3cHOflrtLmcW1pNORuESM5A74GawbbwRptq0Bjnuj5K2yrudefId3TPy9zIc+2MYromUMpVgCCMEHvQ78um/wDwF+tx6c/lp/wTzzwz4r1G91jRXe/uNRtNXjb7R/oyJbWsxjMqpBIFVpAArqSS+COSp4PeaheJp+m3N7KCUtoXlYDqQoJP8qyNH8IWmjXFu0d7fXMFkrJY21xIrR2atwVTChm4+UFyxA4BGTm9aaMls+o+dd3l7HqEpkeG6l3pECoUpGMfKnHT1Jpz1TUNBR0fvHN+HNW1LUbjydYudYsrrUrRprYSW1skCjjLQgBnBUMvE3Jznb1Aq3eq6toR1+7TxBNqFnp0MduH1KOBUjunZcsTFGnyorITnruI4xXR6T4Xi0u6infUb++NtCbe0W7dCLaM4yq7VUsflUbnLN8vXk5ki8MaenhqbRJhLcW1xvM7yPiSV3YszllxhixzkYx2xiiXl/X9L8QV+pxj+MtQ0eHVkfULi7tlt4JLPU9WtUt9rPKIXYqqpmJSyMCVGcNgsMEEnjLUNKi1SCXUbmS2xam01XV7aO3MYll8qRyoVAUX7ylkXJz95cGurj8HWj2d5Dqt9farJeRLBJc3UirIsaklQvlqgXDEtuA3E9ScDCf8IbaTWV3DqV9fajcXaxo15O6LMgjbdHt8tVVdrEsDtzk85o9f+HDp/Xl/wSn4P1q9vNX1XTbya/uoLdIZ7W61C1W3mkR96kFFVMANG2CUUkHoRhjf8b6jqmk+DdSvtDSA3NvbySb5pdnlgITvUbGDMCBhSAD6irmk6KmlvPNJeXN/d3G0S3V1s3sq52rhFVQBk8BR1JOSatahYwanptzYXib7e6iaGVQSMqwwRkdODQ/IcbKV3sYs+u6xZWdpHeaVZHVL648i1t4b52ibCF2Z5DCCgCq3RG6Ad+L2havLqsV3HeWi2l7ZXBt7iFJfNQNtVwVfA3Aq6nkA84I4qpJ4VM+nwQXet6ncXNrOJ7S/fyBNbttK/LtiCMCpYHcrZ3H2xf0fR4dHtpUjlluJp5TNcXM+3zJ5CANzbQB0AAAAAAAxT0u/67f8ElXsv6/r+vnj+MNbfTrrTLBNQk01b1pC9xbwiachFB2RRlH3OxYcbW+UNgZ5FjwXqt9quhOdWWQXdrcy27tKio7hW+RmVflDFSu4DgNkYHQXdZ0OLWRbSfarmyurSQyW93asokiJG1hhlZSCCQQykfiARC3hqH/hGZtHgv8AULbzyzSX0E+y5MjNuZ94GAxOegAAOAAMASr63/rb/gjetv67lDxXrGoQalY6RpCXxnuopLiR7CKF5giFBhTMRGpJcctngEAZIIr31+1x4Oi1u18RaxaRwQFGRYbUSzzBtmxw8LASF/kwuFz0rb1TQV1GS1nh1C80+8tVZI7u28suUbG5SJEZSCVU9M5UYxTB4YsVt9Nt1efyNPnNwsRcETS8nfISMsdzF+o+bB7Cn0t/X9W/EL63/r+v0Oe1HU/EFr/ZmhiTUbvUEsBc6hdaZb2/mu2dvymbESgsGyMEkY2jqRT1LxbPqFwlroesXsUi6ZFdWsdtZxy3F5JIWAMqMmI41KAMf3YBfll4rr9W0AaleRXltqV7pl3HG0JnszHl4yQSrCRHXqAQcZHOCMnNOXwXYj7P/Zt5faX5VqLN/skqnz4QchHLqxyMt84w/wAx+bmlq15/8P8A8ANE/wCvL/g/8A5W48aalrEcR069uLG8/sq3vILKytkne4mlVm/eb1ISFdoG7cg+Y5ccV32iagdW0Cw1Ep5Zu7aOcp/d3KDj9azLzwZZTzpJY3d7pY+yLZTR2Uiqs8C52o25WIxlgGXaw3H5umHXmjX8muaL/Z84sdK0wFnSK4cGcbCghaLG0qPlYMWJBXG3nNXpd27/AOf/AABa/wBfL+v60365y68UyQ+Mo9BjisIyyo269vjBLMGyT5Eflt5u0Dn5hzwcda6OsTVPDX9sXga+1a/ayEscv9nKsIhLIQy/N5fmfeUN9/8ATip6ofRmfrfjiLRPEUGnT/2aUkmhhMbamq3hMjBQy2+07lBYZJYHAY4OBm23ieUC5hFhm9g1JLFbczY8xWKsJA23p5bFyMfwsM8ZqG68D2tzqFzP/aeoRQXV5FfS2cTRiJpoyhDE7N5z5a5BbHsOMabaDaN4jXWS0nnrEI/LyPLJGQHxjO4BmXOcYY8dMC2V/wCtv+Cvnf0H5f1/X6ffnWsl4fiNdpd+bHF/Z6mCOO+MkLL5h+cxGNdknbIZuKhsPGF5d39kJ9HW3sLy9nsYrj7WGk8yPzPm8sLjYREed2c/w45q6nhqVPEx1k69qTuVMf2Zkt/K8vdu8viLdgE9d273qWLwzZww2MaSTkWN7LexZYcvJ5mQePu/vWxjB4HPqR0ir/1qD+J/10/zMew8aahqOtadDBo9t/Z2oXFxDFcm/PmqISwZmiEWBkrwN/cZwTiurup/s1nNPt3eVGz7c4zgZxXnPhTwzrOj+IILiLTJ7OaSV/7RnmjsTBNGSxIjkjH2lyW2kGQ9AS3PB9HuIVubaWByQsiFCR1wRipd+TTcatz67HD2vxKlyk2qaKLKyILPMt35rIptTcr8gQZOxWDDPB24LZONIeMLqwDSeJNJSwgaykvYXt7r7Q2yMAujrsXa+GHALDr83AzKPAmkGOKOZriaKMrmORl2uBbG2w2B0KMc4xz7cU6LwVZmOWPU76+1WNrR7KJbt0/cQuAHVSiKSSAoLMWb5Rz1zcrXdv63/wCB/W6jsr/MzU8Q6lZa9e33iS2jsLO20c3X2eC9M/AcklgURQ+OOCR/tYqfw54xtvFd1daVK1h5ptfN3aTq32oBCdpBkQI0bgkdPUEMcHF238G2gNydTv8AUNWe6tDZSteSqMxZ6ARqgU8n5gATnknAxastEvLO1nhfxHql15keyOSdbctB/tKViGT/AL+7pSVkrPz/ADf/AABa7+n5L/glXwUXGhXEUk884g1G8hR7id5nCJcOqgu5LHAAHJPSrXiq81HT/C+oXejxwvdQ27upmlKBAFJ3D5GyRjIBGD6ik8PeHj4fjuIxq19qCTyvMVuxCNjuxdyPLjTqWJwcgdsVp3NvFeWk1tcpvhmQxyKT95SMEflSndx03LTSlfpc55Nf1iz0G2n1PTLRr+7kigtIba9Z1ldxnLsYl8sAAk4DcA4ycA6Giavc6hLe2upWSWV9ZSKkscU/nRsGUMrK5VSQQccqCCD2wTVXwmraMmn3es6ld+RIklrcymES2rJ90qVjAP8AwMNnJByCRV7R9Fj0hbhvtNxe3V1J5lxdXJXzJSAFGQiqoAAAAUAd+pJNO13/AF2/4JCTSS/r+thNd1j+x7SEw2/2q7up1trWDfsEkjZIy2DtUAFicEgA4BOAcTWtR1+3ufD3+gwLezX0sbWlvfsYXXyJCN8hjU7QQCfkJGOATXQavpMOsWawyyzQPHIs0M8DBZIZF6MuQR6jBBBBIIIOKgi0L5tPkvtSvL+ewmeaOacRKzFkZMMI0UYAY4wAfc0l5/1/WoS8jCu/iBHZ6NZz3UNhZ3txdT2rR32orBbxvCzK5MxXJGV4wmTuHA5ImtfG/wDaul6a+i2cF5f6g8yJD9rAgXyW2yv5yq2UBwFYKS25eBk4uyeEbbyUFpfXtncxXU91FdwMnmI0zlpFwylGU7sYZT0B6gGprrw6bu1sxJq+oLfWZYxainlCb5uGBXy/LIIwMFMcA9QDQU7X08zB8R+JpdA8S+HZNXYwNc211GbG0nMi3E5aERouQu9ssQCQMZJOBk1p3Ov63DeWOnRaHbSajdWslw6HUCsMIRkGDJ5e45Djoh546fNVi88KWWptaNrE0+oNb201sxn2Dzll2biwRVGfkGCu3FZlz4U1KTWtMWHXdVjgtdPngkv1a3M8haSMqjboyOin5goPyjJyeRb29f1/4H9bp/D/AF3X6f12dD4yvdVhibw7o8d3ILJLy5S5vPI8sOWCxqQjh3yj/wB0DA55pNV1SbU18LahY+fHpt5dQTeZFemCQ71JVHj8tg6YPI3LyBVubwTZL5f9lX1/pO20Wzk+xyITPCudqsZFc5G5vmGG+Y89MO1Lwil7HYQWWrX+lWuniP7PbWSQbEKAhT+8ic8A4xnHHSjrfzX3X1/4AdGvL9Cvr3i2+0q81KKz0ZbuHS7NL25me7EX7s78qg2sS+IyQDgH+8O8d/rHiVfGttZaXY6dPYy2Mk6LPfPEXw0Q3NiBipG4gAEgg5JBAFat14btb2PVFuJ7hjqlktlOwKg7AHG4fLgN+8b26cUupeH1vri0ubbUbzTbq1jaFJ7XyizRttJVhIjqRlFOcZ44PJpqya/roxbr+vL/AIJTuvFMkPjKPQUisIyyo268vjBLMGyT5EflnzdoHPzDng4610dYmqeGv7Yuw19q9+9kJI5Tp4WEQlkIZfm8vzPvKG+/+nFNl8QalHM6J4Q1mVVYgSJNZbWHqM3AOD7gGkth9TFt/Emp6bqGryT2LXWmRawtu9w90fMiDiJV8uPacqrPk5ZcZJANOX4kWLeJRpytpxhN8bDA1JTd+Zu2bvs23OzfxndnHzbcc1qDwhA+pTXM2o3721xdLeyac5i8nzV27TkJv4KKcb8ZHcVYtvDpsdTe4sNWv7a1kmad9PXyWgZ2OWOWjLqCSSQrgZJxjNEdFG/l+S/4In1t3/z/AOAVLLxTJfeLrvRki0+IWrMrJNflbtgFB3iDy+YySAG39OevFQeGtW8TX2s6pDqljpy2lvemIvFfuzwjyUYKq+Qu8ZbOSwPzH0GdCTw19p1qC/1DVr+8S1nNxbWkqwrFC5VlBBSNXOAxADMevOTTjorWGrXerWN5fkTEzTabF5JjuJAgUHLruViFXo6rkDPfJHTft/l/wf6uN67f1ua0sqQQvLKcJGpZjjoBya5mw8W300ljJf6PHa2WqRPJYypd+ZIcJ5irKmwBCUBPys4BBBPTN2DWr68mW2ufCerW8Mp2PLPLZlEB6lgs7Nj6AmotP8HWthNAWv767htImhsre4dClorDaQhCBmO35QXLEDPPJynezt8v6+4el0QaD4rvNXu9Pjv9IWwh1Sxa8tGF35r7V2bldQoCn94CMM2R12nioNHmuNHtfFYs1u9S/s+8Jt7e5vJJXI+zQvsDyFiMktgdMmti18OWtmdMaCa4DaZZPZQMSpyjBBubjlv3a+3XiqdhoNx4ck1DUItR1fW5LpvNltJBaqZZNqJuUhIwCFQDBYDrxmqla75ez/PT8BR2XMXbHXU1LVRb2UPm2v2KO6a638DzCdiAY5JUFjzxx61m2utrb6ZrPii+edrEMVtYUbOYYsqCq5xukfcQe6lMnijQfDVzp/g66sEl+wXl8ZX3r+8+yB8hEXkZ8tNqjt8vpW1Jo1jLoP8AYzwD7B5At/KUlcIBgAEcjjuKT62/r/htgX9f157nP67qWvxeELq6v7CGxuFltzDHYX5lkfMqZUlkjCk5x1IOTzinXHjSXS9O1WTXrG1srrT2hARb4NDJ53EZMrImwbshsjgDPNaK+G3k0yWx1LWtR1GOR43VrgQBo9jBgAUjXOSBndk/Sn3/AIYstQkv5JpLhJL0Q5eNwphaIlo3Q44YE55yDjkYyCPcEYll8Q7e80y7eKKzu76C4ito4tOv1uYJ5Jf9WBNtXAzndlQV2k4PGTxTr95omkaXqPiJ7fSY49UT7QbS7eZDDsc4JMaE5I+7tOeOtbL+HDc6TJZalrGoXzNIssVzL5McsDqQVKGONV4Iz8wOehyOKVvDi3Nraw6pqd5qRtboXSSXCwqWIUjYQkaqV5PbPvQ/1X6f8EOmvn+v/AKM/ifVLew0+Z9BAn1O8+z2ts14AyoY3dXlO3Cn5PmVd+B0LH5SyPxdeziOyt9KhfWmupbaS2a8Igj8tQzOZfLJ27WTHyZywGBgkQ6h4QuIbbRrHRb++htrTUvPV1aFmsYfJlUJHvQgqCwADBiAeOAMXz4OtVtYBb39/BfQTPONSR0M7SOMOWDIUIYYG3ZtGBgDAw9P6+X/AAf0G+n9d/8AgfqZPiHWr/UfAd3cRW0tlNbTmK+FvqRhlhMbjPlSCNt4OB1C5VucHitvWdbvrDWLDS9L0xL65vYZpVaa58mOMRmPO47WODv7AnOOMEkV7vwZDc+HjpEWrajawys73UsXktJdM53Mzl42AJPPyhQOgwAANGHRVS+sb25vbm7urKCWBZZvLBkEhQksEVRn92uMADrwaP6/D/MS3ObvPFPiC7Hhi50TT7NYdSlKzQ3N6UbeIZWaMkQvhQUzvBySMYAOa7O2adrWNruOOKcqDIkUhdVbuAxCkj3wPpWNL4Utm0aysLe8vLV7Cbzra7iZDLGx3An5lKnIdlwVIwfXBrZtongtY4pZ5Lh0UK00oUNIfU7QBk+wA9qXQHuiSiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA5/wASazqelXWnfYra3NrNeQQTzTMSSJJAm1FBHIByWJwOAA2SVZ4u1PWdF0651XT5NOWzsoPNkhuY3aS5bP8Aq1YMojJ4AOHyW+6MfM/xPoeq659kTT9Ts7KG3niuds9i87NJG+5eRKgC8DIxn3qvrXhvW9V1bTryPWrFI7FA32WfTnkie4/57YWdTkfwqSwXrycEC2+f4af8EfX5fiQat4luoPF0ekR63oujh7WCWKPUoC8tw8jyKUT99H02LwATlq2NcvriKWw0/T5DHd304AkCBvLiT5pGwePujaOvLrxVfW9E1XXLN9Om1Ozi065g8m8jWwYyyZGH2OZSqZHTKNj1NWrXSpU8R3Oo3DIY1t0tbNFJJjT7zk5HBZsDHPEanPJAYv6/r8ype61qdt4y0vTvs0Een3hlQyOxaWQpHvyoBwoB45yTzwuBmPWNV1nSdYsnZ9Pk0+7vY7RLVY3+0MGHMgk3Y+Xkldh+VSd3oavoOtX/AIksdTtNXsLeGwZzDBLpzyMd6bW3OJlB74wox71HJ4b1pvGb64us2MkW0RW9vc6c7m1i43rGwmUBmIyWKk9B0GKS3V/6/wCH/D7hPZkcHiK5ufG13pI17RLb7PcLGmmyQlruZPKVywPnD+83PlnAXvXWVhajoV/q+oRDUNQtTpcNzHcx20NmVm3xsGUNKZGBG4ZOEUnpnrndoXwob3Oe0WW+vfFGuyXGp3DW1ndrbQ2QjiEQBgifdnZvLZdv4se1W7bxZ4dvdQFhZ6/pdxeFiotoryNpCR1G0HORg/lWfoM/2fxX4itJ7e8je4vVuIpGtJRC6fZ4VyJduzO5SMbs8HitC28NWNpqAvYp9UaUMW2y6tdSR5P/AEzaQpjnpjA7UdF6L8hvdiWXizw5qV4LTTtf0u7uWBIhgvY3c4GT8oOeBSWni/w1f3BgsPEOlXMwVnMcN7G7BVGScBs4A5JpbLwzY6feC5gn1R5ACAJ9Wupk5GPuPIV/TiktPC9hZXBmhuNVZirLibV7qVcEYPyvIRn0OMjtQILTxd4bv2lFj4h0q5MMTTSiG9jfy416ucNwo7k8Utp4t8OX6zmw1/S7kW8ZlmMN7G/lIOrNg8Aep4pLTwxYWTSmG41VvNiaJvO1e6lwD1I3yHa3owwR2NLaeGbGyWcQz6ownjMT+dq11LgHuu+Q7T/tLgj1oAS28XeG72OeSz8QaVcJbR+bO0V7GwiT+8xDcD3NLbeLfDl5b3Fxaa/pc8Nqoe4kivY2WFT0LEHCj3NJbeGLC0jnSK41VhcR+W5l1e6kIH+yWkJQ/wC0uD70tt4ZsbW3uIYp9UZLhQrmXVrqRgB/dZpCUPupBo9AEh8X+Gri0uLqDxDpUtvbbfPmS9jKRbjhdxDYXJ4GetEfi7w3LYTX0XiDSntIGVZbhb2MxxlugZt2AT2zRD4XsILS4t0uNVKXG3eX1i7dxg5G1zIWT32kZ75oj8MWEVhNaLcaqYpmVmZtXumkBHTbIZNyj1AIB70AKni3w5Jp0moJr+ltZRuI3uRexmNHPRS2cA+1IPF3hs6cdQHiHSjZCXyTc/bY/LEmM7N27G7HOOtKnhmxTTpLIT6oYpHEhY6tdGQEekhk3gewOPakHhiwGnGy+0ar5Rl83d/a915mcYx5nmb9v+znHfGaAFPi3w4NNGonX9LFiZPKF19tj8ovjO3dnGcc460jeL/DSWCXz+IdKW0kcxpcG9jEbMOSobdgkelKfDNidNFj5+qeSJPN3f2tdebnGMeZ5m/H+znHtSN4XsHsEszcar5Ublww1i7EhJ9ZBJuI9icD0oAJfF3huCygvJ/EOlR2tyWEE73sYSUqcNtYtg4PXHSln8W+HLWzt7u51/S4ba6BME0l7GqTYODtYnDYPXFJL4YsJrKC1e41UR25YoyavdK53HJ3OJAz+24nHbFLP4Zsbizt7aSfVBHbghDHq10jnJydzrIGf23E47UAJceLvDdpb29xdeINKhhulLQSSXsarKAcEqS2GAPpS3Xi3w5ZQ28t7r+l28d0nmQPLexoJU/vKSfmHuKS48MWFzb28ElxqqpbqVQx6vdRsQTn5mWQFz7sSRS3Xhmxu4beOWfVFW3Ty0MWrXUZI/2isgLn3bJ96AEuvF/hqxEJvfEOlW4niE0Pm3saeYh6OuW5U+o4ovPF3hvTpEj1DxBpVq8kayos97GhZD0YAtyD2NF14XsLsQiW41VfJiES+VrF3HkDu22Qbm/2jknuaLzwxYX0iPPcaqpSNYwINXuoQQOmQkgBPqx5Pc0ALfeLPDmmXAt9S1/S7OYqHEdxexxttPQ4Jzg0Xni3w5p96bO/8QaXa3QxmCa9jRxkZHyk55BB/Gi+8M2OoXAnnn1RHChcW+rXUK4H+ykgGffGT3ovPDNjfXpupp9UWQ4+WHVrqJOBgfIkgXt6c96AFm8WeHbbUjp9xr+lxXocRm2kvI1k3Hou0nOTkce9Enivw7DqX9nTa/pcd95gi+yteRiXeei7M5zz0om8NWNxqRvnn1QS7w+2PVrpI8j/AKZrIExx0xg96JPDVjLqX25p9UE3mCTaurXSxZH/AEzEmzHtjHtQulwAeLPDp1P+zhr+lm+8zyfsv2yPzd+cbdmc7s8YxmhfFnh19T/s5Nf0tr7zPK+yi8jMu/ONuzOc57YzQPDViNT+3+fqnneZ5u3+1rrys5zjyvM2bf8AZxj2oXw1Ypqf28T6p53meZtOrXRiznOPKMmzH+zjHtQulwfWwQeLPDt1qQ0+21/S5r0uUFtHeRtJuHUbQc5GDx7Ull4s8OaleC007X9Lu7lgSIYL2N3OBk/KDngUsHhqxt9SF9HPqhlDl9smrXTx5P8A0zaQpjnpjA7Ull4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxR01ALLxb4b1G5+z6f4g0u7n2lvKgvY3bAGScA5wBTtO8U+H9Yuvs2ka7pt/cbS3lWt5HK+B1OFJOOabZeGLCwufPgn1Rn2lcT6vdTLgjB+V5CM++MjtTtO8OWWl3X2i2n1J32lcXWqXNwmD/sySMuffGaAKmhy30fiXWrC81K4v4YFgkhM6RKY9+/Kjy0XI+Udcn3roK5vQJ/tnizXbuO3u4oGS2iR7m0kg3sok3bd6jcBkcjI5ropI0ljaOVFdHBVlYZDA9QRR6CXmOqC9luYbOR7G3W5uOBHE0nlqSTjlsHAHUkAnA4BPFQaZomlaJE8WjaZZ6fHI250tLdYgx9SFAyasXiXT2ci6fNDBckfu5J4jKin3UMpP/fQoGjl4/FF/wD8K5l1u5ksYbyOSSNpWjYQJtnMe8qXzjAyfm/GrVr4kS08Lzaxfavp+twrIEjm0iIIjszBFQbpnXcWIGSwAzzjBNGhaDrmieH5rBdX0+abzGkt5jprqqF5C77k8/LfeIGGXHfNLF4avI9P1QyXlhcalqrqbqSfTy1syhQmzyfMBI2DHzOTknthQdWwXS5s6fdzXtoJrnT7jT3JI8i5aMuPfMbsv61W8Q3t/p+i3FxpdvFNPHGzbp2wkYCk7iBy3TG0YyT1A5EHhbw9/wAI3ps1t50L+bO0witoPIt4MgDZFFubYvG4jJyzMe+Ks69Y32paRNZ6beW9nJOpjeS4tmnGwqQQFDpg89cn6Up35Xy7jja+pViutY1Pw1pt3pstja3N1BHNNJcwvIiBk3HagdSeSBywwOeelVtN1XWde8J2V/p8mn2VxLu86aeJ5oiqll3IoZSVbAYEtwD/ABVUvfCWt3ng2z0E69aRiApHM6ae4S5gVcCJlE24A4+YhhkcYAJzPrPhvWtY8O22mNrFhb7ZP9JWLTXENzEOkRQT7lXpnD84x0JBqdm3y9yIXsuYp2/xFgj0TS7rUdOu3nvLcTSfYoxJGieYI/MBJBKlmUgDLEMMA81fHjWCW3sjaaVqFzeXjzolihhWVDC+yXJeQJ8rYHDHOcjIyQy78JXepeTJqGo2/nxwCAm2szHGQJ0lGFMjEcRhcZPXPtUF/wCCp7rRRpYn0i4tzdXFy41PSjc4aWV3BQeau0qHIzznrx0pPb+u7/SxS8/60/zNvXNUk07QnuIYyLuXZDbROAf30hCopwcY3EZwegNV7zXW0i4s9KW0vdZ1GS3MrLb+QjMqFVaQ73ReWYcL69MUkWgzJeaKs1011aaTAdr3Dl5pp9ojEjnGDhC/Pcv2xUPivwzceJo44BLpaQKpw13ppuJonPG+KQSr5bAdDgkEZ9qHo9P6/r8fxBeY3WfE2o6b4nsdOtfD97fQ3EMrtJC8ALFdvC75lxjdzkdxjPNTal4th0yaRZNNv5o7aJZr6eFYylkrc5fLgsQASRGHIAzjkZk1PQ7yeTTbnStRS3vNPVo1lvIDcLKjKAwZQ6HdlVOQw6Hg5rJ1jwDFqeuPqhj0S4muEjW4GqaMLsZQYzGfMVkBHUEsOBjHORbh0L2oeNLTT7y7h/s/ULiKxKfbLqGNPKt0dQwclmBYYbJCBmGCSMEZ6OuKuPDupavrfiCze5js9GvHhSaM2RaSdBCgYRyFwqg42n5GI5wQenagYGB0oWwBRWfLoOjz6smqT6VYyajHjZePbIZlx0w5GR+daFAGBbS3sPjq5tJdRnuLSWyFwkEqRhYW8zbhSqBiMf3i1Ja+MLW7voI1sL5LO6maC21F0TyJ5FzwMOXAO1sMyhTjgnIyiaLrQ8XHV5NVsGtjGYPsy6c4fytxYDzPOI3f7W3HsKgsfCN1azWNvNqqzaTp05ntbYWxWbd821Xl3kMq7jgBFPC5JwcqN7K/9a/5BLd2/rT/ADNDS/EI1e/nitNOvPssMkkJv2aIRM6NtZQvmeZncCOUA49MEmj+IRrc8v2TTrxbNGkRL52h8qVkfYwUCQuDkH7yjofbNC08KXEfi/8At26uNOWQb8/YNONvLOCNoWaQyt5gAA4wOQDxjFLpnhSe18VPrd1cacsrI6uNO082rXBbHMzGV/NxjjgYJP0prpcH1sbdpqH2q+vbb7JdQ/ZHVPNmi2xzZUNmM5+YDOCfUEU3WtTTRtDvdSkjaVbSB5jGpwX2jOM+9OtLa8hvr2W6v/tFvM6tbQeSE+zqFAK7hy2Tk5PTOKNW0231nR7zTL0Mbe8heGTacHawwce/NJ3toNWvqc34e8VXd34pl0TUbrTr2T7M03m6dE6pBIjBZIGYswZ13oeCDzyoyM9FrN5cafot5d2dq13PBCzxwICTIQOAAMk/Qc+lZmg+G7jTLi3n1G+guns7T7HaLbWYtkjiypOV3MCx2LyNq8cKKW58PX2peGtU0nV9Ze6N88vlzpbrH5MTH5Y9o4cAcEnlhnNOW2n9a/5f8OJb6/1/X9Kxn6L4tlkh1S51G+stS0+xhSQX+nWrxIznduh2s77nGF4BzlwCAam0bXNX1DRNYl1N7DSruyuCgeWMvFbp5aSfvPnXcVDkEhlHGelMi8DR3l1dXXiK5juZrhYUxpkclgo8klo2O2VnLgng7sAAAAd7Gl+E30BdVk0XUZftN/OJUfUJJ7tIgFVcFWlyx+U/NkHkDkKBR3v2/VC7ev6f1/kZ9r4u1C50EyW8um3k0uprp9rqUCsLSUMAfN27ycAlk2hzuZcbhnjZ8O6tc30mpWOoyWs15ptyIJZrRSkcmUVwdhZihAbBBY8jPfFVf+EXuX0zU0urnTbu+1SRHuWudNL2rBQqgeR5mT8qjkuTnnoAov8Ah7QYdAsHgiMZklfzJTDCIYwdoUKkY4RAFAAyTxySSSWut/62/wCD9/kh/wBfn/Xy8zWoqvfWFnqlm9pqVpBeW0mN8NxGJEbByMqeDyM0WNhZ6XZpaaZaQWdtHnZDbxiNFycnCjAHJJpAM1K9lsLYSQafdahIW2rBa7Ax98uyqB9WHtk1lnxfaPplnc2tle3NzeSPFFYRKgn3xkiRTuYIuwqQSWxxgE5GU8V+GG8Sx2Sia0xaymQ29/Z/arebKlfni3pkjOQc8HtVDT/A8ujaVp0Wk6lBDe6dLcNDM9iDCY5nLtGYlZcAfLjay8qO2VoGa174jFjBZK+mX0moXu7ytNj8ozfKMsSd/lgKCMkvjkAEkgVYh1hJNQtbGe0uLa6uLV7ny5dh8sKyqVYqxG7LjoSOvNU77RNSupNPv4dStYdYs43jM5smaCVH27wYvMDDlFIw+QR3BIpl7oWq3N7Y38Gr29vfQ20ltcOLIskiuULMimTKMCgwSXAzyDS/r8Hb9BdP67/5Ff8A4TyzkjsvsWmanez31iL+G3giTd5WcHJZwqkZ6FuegyeKtXniqK30eDVLPS9Q1GzlthdtLarH+6iK7gxDupJxn5V3HjpyMt8P+F/7DNhm8+0fY9MSw5i279pzv6nGfT9az/FngMeKNSa5kuLIxvafZtl7p4ujByxMkJZwsbnIySrZ2r6UO6Wnn+tv0Hpd9v8Ahv8Agmrd+J4o7yO00zT7zV7hoFuHjsvKHlRsSEZmldAN2DgAk8HjinXniizsF1f7TDchtKhSaRAgLTK6kr5Yz82SGQZx8wI96qf8I3qNjeR3Wg6pbW0rWkVrcrd2RnSURZ2MoWRCrfMwPJBGOOMmtqVj/bXjux8mG6WGxQm/ke3aOGbayyQqrMAHIcbspkDDAnkA07XsiVe13/X9f13Ogk1Ix6lZ2Zsrsm6jeTzlizFDtx8rtngndwOc4NXaqTW14+rWtxDf+VaRJIs9p5IbzmONrb+q7cHgdc+1W6Qzg7/x5c2mqiQTWH2Iah9j+weU73ckayeVJcblbCIr5+8mML94FgB3lcoPBJj1G8FvfRRaXfXy6hc2wtAJnmDK2PODD5CygkFSeoDAEY3RaX48QNdnUs6cbYRiw8heJd2fM8zr0429O9C2V/60/wA/6S2Hu7f1qc5ZeMzqHibyEvLe2sPtUloiPYTuZ5ELKR9oysUbFlOE+YkAH+LAZpvi3UZZtIvL42RsdbkljtrSKNhcQFUdxuYuQ5whDAKu1iBk4q9H4UuVuhA2pRnR0vft0doLYiYSeZ5u0y78FPMJbGwHoM46rp3hCO28RSavdrpnm+a00YsNNFszOwYb5n3s0jBXYA/KPmYkEkYFt/X9f5De7/rv/wAAp6J4p1G6u9Ek1GTT2ttfieW0t4FZZrfCeYAzF2Eny8MwC4bHBzxdsNV1qHxZFpGstp84ubOS6UWUbqbXa6rscsx3g7+HwmSh+XnhNI8Ipp+tS6pcDTBcM7Ov9naaLUMzZBeQ72aR8MwzkD5m4ychvhvw5rWi6hc3Go6zZaibuQyXMv8AZ7xzyH+Bd/nMqqo4ChMYz3JJelxdGdPRRVDTtB0fR5ppdJ0qxsZJ/wDWvbWyRtJ3+YqBnqetIB+ranFo2k3Go3McskNsnmSCJQWCjqcEjgDk+wNRnWIf7RuLOOGeV7e2S5do0DKQxYKo5yWOwnGOmKuzRJPC8Myh45FKup6EEYIrmovBrx+EL/Rm1SRri8j8s3uwhgqoqICN3PyqA2CNxLH5d3C7jL1lq7a4L7TzBqGiX8KKWWUQNKivnbIpUyRnlWHOeVOR0o8I3d1e+GLea/uGubjzJUaZ1VWfbKygkKAM4A6AVlaB4KuPDk2p3Wm3Gk211fQwxqlppPkW0RjLnd5ayZbIfnL5yOuMAWdJjufBuh+Trd4dRj85jEdO0idnUuzOdyo0pIyTg4AHA5JqnYnW5ualBNc6fLHbXs9jIRlZ4FQuuOeA6svPTkGsLTPEzw+B9AvtQWbUNR1K2gCQ26oJLmVo97YBKoOAzHJAAB+lWxrDa9azwaC9xZXKgHzdT0a5SPBPOA/lbj9G49Kz7TwjqVt4d0iyOs25vtFdTZXSWLLGVERi2yxmUl8qzchl5wRjHKWzv5frcrQtt4xtV0lrprG9W5S7WxbT2EazidsYTJfy+QwYHfggjBzxVi+8RDTtMtLm60y9S6vJhBDYbofOaQhjt3eZ5Y+VSfv9sdeKpN4Xuzot7bNdaddXepXP2i+e+05preX5QoUQ+aNoARAMs33eck5pieEbiDwimhxXGmXCGVnlTUNNM9ttLFhHHD5q7EU42gs2AMe9H/A/S/6i/r+v6/4Gvd6vJZaF/aM2lagz/LusoY1lnXcwXojFTjOThjwDWlWBZ+Hr7TPB8ej6XrBtrqMgpd/Zw6xjzNxRI2JAQLlFXJ2rjk4rfpuwjlvFHiS502/FnZXmn6f5dv8AaJbrUY2lQkttjiRFdCWYhuhP3cBSTxreHNX/ALf8N2OptA1s9zEGkgbOYn6MpyAeGBHIHSqWs+G57zXrXXNIvLez1K3ge28y5s/tCNGxB4AZGVgRwQ2MEgg8YmGhXVloenabomqvZCzkjMk0kCTNcRqcupzgAv3YDjsKUdtf61/ysN76f1p/mZfi3xLf6Pfi3tbmy09DbGWKa+tJJ1vJckCCPY6Yk4B2/MzbvlU7TTtf1HxNaaKmpWE+m20kscSx6ddWEk0huHwBH5izKPvHGdvAyam17wrdapqk15ZX1pELqy+w3EN9Yfal8vcT8g3rtJ3c53A4Xjjm1F4aWO50UNdyTWmjwbYYZRud5doRZXfPJCbhjHVifSiO2v8AW/6W/q4PfT+tv1v/AFYo+JfE99pNxaWmnQwTTrJbm+kkVikUcsyxADBB3sWYjrgISe2auv8AivVNP16aztHs4mjaIW1hcWsjzamGwXMLhwBtyQflfbt3NgEVb13wDpmtPcTLPfWlzdXEM8zw39wqOY2T/lmsgXO1AobGRwRyKr6n4Elv7jUIo9TiWw1Iwm4Se1M1ynlgKvlTmQbSNoILKxDFmByaa6X7h00OxooAwMVny6Do8+rJqk+lWMmox42Xj2yGZcdMORkfnSA0Kxo/E1pLbwSLBc75r9rAQFVEiyKzBiRn7oCF85+7zWzWLD4cSHxRNqwnzFITKLYp92YosbSbs/3EAxjuxyc8HUOgreI1i1yHT7nTL+3juZWht72RY/JmkVSxUAOXHCtgsoB28HkZg0qa+j8a6xYXOoz3lsltb3MKTJGPJMjzBlUoikrhF+9k8dax7D4ci08TW2rSXdlI9tey3QmXTgLqYSCQbJZy5LAbxjAUYUDHTGnBpOsaf4lvddvdVs57WWBY5ba30uXzPLjMjJtImYlsyHOEO7AAApq1tRvql/Wv+R0tYtp4ljn1U2F5p19prtC88El2Iwk8aEBmG12K43KcOFPPTg4ZF4o0/UZBZww6zE8/7tZH0a8iCk8Z3tEFX6kgVh+HfhtHouoRXVxPp8uyxkspfsmmi3e5D7MvK+9md/kOSTzu6DnM6/1/XoGhv6X4lTU7eS8/s29tNNERmjv7rykjmjH8QUOZACPm+ZV4qKLxWr6Ne6tPo+pWthbWzXSTTCIfaIwC2UQSFwSBnDhTzzg0mn+Hr6HSJdF1XUba+0k2ptI41szFN5eNo3yeYVY7eOEXJ546URaBqc+hXmjazq0F3Zz2jWkbwWRhmVSpXczeYys2D2RRntjim7a2/rf/AIAR3V/n+G34k2q+KrHR4bqS7jnK2tgdQkKKD+7BwQOfvcdP1pth4piv5LqJdM1GCWCFLiOOaJVa4jcsFZAGJGSpGH2kcbgKzJPBuo30N/8A2trcU8t3px09TBY+UkQzneFMjEnnnLY9MVt+ItHOveHrnTFuTbGdVHmbdwOGB2soI3K2NrLkZBIzzR0/ru/0sSr318v0v+pVTxdaJYX9xqdpeabJp5QTW1wqPJ8/3NvlM4bcTgAEnPGKk/4SNobOO51PR9Q01ZLqO2AuDCxBchVc+XIwC7iF65yemOaxNO+HcVnY6pAbizga/aCVRpunJaxW8kLbkZY9zZ5Ck7ic4POCAL2srfReFL2119/7UmugYoF0nTZUYMV+XI3ybTuGd7FVHGcUN21/r/hxpX0NaHWYbh9TWCC4k/s1/LkKID5r7A5VOeSAwHbnirOn3f2/Tba8+zz232iJZPIuU2SR5Gdrr2YdCPWqOj6ZdWHhmK0luVGoNEzT3KruHnvlncA9RvJIHpxV7T4bm3022hvrr7ZcxxKs1z5Yj85wOX2jhcnnA6U7WbX9eYr3VzI8T67NpTWlva3FlZPcb3kvb8ZgtoowCzMN6ZySqgbh97PbBf4Q16TxDoX2m4RUuIZ5LeXYjIrlTw6q3zKGXawB5AbqepXxF4dOs3GnXtrPDbahpkxmtpZ7cTxjcu1gyZUng8EMpBAOeoLU0G/tfDNzZadrBttTuXeZ9R+zK4WV23MRETjb/CAScDGSSMmVfW/9bf8ABG+n9d/+AQ+K/Er6NLZWNmyLe3u9kZrWW62Im3cRDF88h+ZRgEYGWJwuC2XU9QufDNvrGm69pUdtHbtLc3M2mSurbRyQnnq0eMMCrFiDwcEVd1bRry7u7LUNMvorXULRHiEk9sZo5I327lZA6HqikEMMY75qqfCYbQrTSXvS9ut2bq93Rc3ZMhlZeuEUyEEjn5Rt75p20C5j3XjDVrOx0qzvfs9rrFzaG7uymnXF0IEzgAW8TFzycEl9qkdTkAu1nxpcwqP7J1HSQsdlFcCe4heRb+SXd5cMCI4bLeWx43nkAK3Nb2q6Nfz6pHqWiajDY3XkG3l+0WpnjkTO4fKHQhgc4OcYY5B4xlDwK1hd211oGox2txHp66dNNdWizvJEDuDKQU2Pkk91PGV4FLW39edv0/yYaX/ry/4P+aOi0bU49Z0Ox1OFSkd5bpOqN1UMoOD9M0VLp1jDpemWthaAiC1hWGME5O1QAP0FFVK13bYSvbUztT8QvYasmnWmjahqdw0HnsLRoFCLu28mWRO/pmrN5r2laaq/2tqNpp7sEyl1cJGQWztHJxk7WxjrtOM4rnPE2lXE/iyG+/snWb+2Fj5OdJ1IWjK+/Pzfv4iwx9aqaqJz441COz0CbUbm40GC3VmkhAtw8kwIkd3ztJAzsD529DxmU3y366/qXZXfbT9P8zsL7XNJ0y5gt9S1Sys57k4giuLhI2lOcYUE5bkgcetGoa5pOkzwQ6pqllZS3BxDHc3CRtKcgYUMRnkjp6iuOm0DV9NtdS09dK/tr+09Ogs0u/NjCRFIjGRKHYNsyS42Bz8zcZ66VlZ6l4f8QXMx0u51hL2K3jF5byQhoRGm0q4kdTtzlxtLcu3A4zXWxGtr/wBdP6+RpQ+K9O/ty80u+ubWynhultrdJrlVa6YxRyfIpwSR5gGBn9a264vUPDV1OPFMsVjG0+oXlrJbyZQNIkSQ45zxtZXIBxzkjrXaUinvoZCeJLKXxMuiRR3DzmKSTzvLxFmMoGUMTyR5i9AQOQSCCKY/iWOHXIdPutOv7eO5mNvb3sqIIZpQpbaBu3jhWwSoU7eCcjObftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDUROs6h44SbVvD1/wD2dYzFdPaKa2MW4jabmTMofOCwVQvAJPJOFFrb+uv9f1cHs/6/r+vI6K51PydbstNhh82S4SSWRt+PKiQAbunJLMoA46k54xVfTPEllq2s3enWkdxutYklMzx7Y5VZnUFCTkjMbc4weCCQc1FoNvNPqOp6xeQvFJdS+RAkilWWCIlV4P8AeYyP9HHpWfp76qfiJe3s3h+/gsri0htVuZJbYqDG8rFiFlLbTvXHGfUChdAez/r1NTSNfl1ic+XouoW9rlwl5O0HlvtbbwFlL84OMqPfFbFcfomlXkHiRJrDT9V0jT0803MV/qInS4Lcr5UYlkCYbLEjZ2GDk47CjohdWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBn6jrum6Tc2lvqF2sU95IIoIsFmckgA4AJAyQNx4BYAnkVV1TX9D0LUS+oN5Vy8S+bOlq8nlxbjtMsiqRGmS2C5A+96Gsnx1cwwHT1Sxvp7j7dazyPaabNP8Auo5dxy0aEcfMdpOeTgc1F4y1k3iQaEtjqi2GpW5e9vYtLuJvLhPBiVUjYiRhx8wG0ZPXAItr+dvw/wCH+4fW3l+pv3/ibTdO1IWE4vZbkxrKUtdPnuAqMSFLGNGC5Kt1I6GrepajFplqs0ySSb5UiSOJcs7OwUAA49cn0AJ7VyfiJpYNR+2+HLjW4tWmsoo4LWLTC9rPtZ2jWaR4sR8uwb94hA9DitbnV/GUUb4aHRYhI+Pum5kUgD6rGWP/AG1WmL+v6/rY0Zdd02HW4NHkul+33CsyQKCxwBnkgYXgHGcZwcZwaik8TaVDrC6ZLPItw0giDG3k8rzCu4R+bt2byP4d2eRxWBr9/b23jzRGjsNRYW0sz3U1vpVxImXhCqS6RlW7DIJxjnGKbrGrHU/GVvpV5Y6nBpunzxzecmmXEi3k4wUCukZVY0OCzEjJGOFBJS1aE9mdB/wkun/2y+loL2S5jkETmPT53iRioYAyhCg4YHluM81rVxd0bu28Wv8A8I/dau89xexPeWc+n4svL2qkjiZolOQiggLIfmA4IyK7ShfCmN72Mqz137drt9psGnXmyxcRy3jGIQ7yivtA37ydrjnbjrzWrXPeG/8AkOeKf+wov/pLBVPTNP8AGEXiBZdR1DzNO3uWj+3Qv8uDt+QWSN6f8tB9T3O3ovyG9LnW0VyOiaf4xg1hZNZ1DzrLDbk+3Qyc4OPlWxjPXH8Y/HpTdJ07xpDfs+q6j5tv5bgL9vhf5iDtOFsYz1xzu49G6UCOworj9J07xnC91/amo+arWzrB/p8L7ZT90/LYx4+p3Af3Wp2k6f4yhS9/tXUPNZ7Zltv9PhfbL2Py2Me36neP9k0AddRXIabp3jOK2vxqOo+ZK8BW2P2+F9kmeuRYpt+pDj/ZpdO0/wAZR6fqCahqHmXMkYFo32+F9jZ5ORYoF47lZPoKAOuorjrTTvGiaTfx3eo7rxxH9lf7fC2zDfN8wsFC8eqPn/Z606307xmug3cU+o7tQaRDBJ9vhO1R94bhYgD6GNs+q0AdfRXIxaf4yHh2eGXUM6k06tFL9vhOI8cjf9hCj6GNj/tCmjTvGf8AwjrQnUf+Jl9pDCX7fD/qtvTf9h29e3l5/wBrtQB2FFci2n+Mv+EbWEah/wATP7TuMv2+H/Vbem/7Dt69vKz/ALXamS6d41OgwRR6jjUFmYyyfb4RlMDA3fYCDzngRqf9o9KAOxorj7rTvGb6LYx22o7b5DJ9pf7fCu8E/L8xsWDYHoiY/wBrrTr7T/GUmj6fHZahsvIw/wBrf7fCu8k/L8xsWDceiR4/2utAHXUVyF/p3jOTTtPSx1HZcxxsLpvt8K72zwcmxcNx3Cp9D1pdT0/xlLaaeum6h5c0cG26P2+FN8nrk2LhvqAg/wBmgDrqK47U9O8aSrZ/2bqPllLZFuP9PhTdLzuPNg+e3I2D/ZFO1jTvGc1zCdJ1HyohAiyD7fDHmQD5jhrGTP1yAf7q0AdfRXI65p/jGfUQ+i6h5Nt5agr9uhj+bHzHDWMp/Hd+Ao1fT/GU2tNJpWoeVY/JhPt8Kdhu+VrGQ9c/x/l0AB11Fcle6f4wfxIZrPUNmmecpEX26Ffk4yNhsmb1483/AIEOxc6f4wbxKZrfUNul+ereV9uhH7vIyNhsi3TPHm5/2h1AtbAdbRXJDT/GP/CTecdQ/wCJX9p3eV9uh/1W7ps+xbunbzc/7XeiLT/GA8TedLqGdL+0FvK+3Qn93ngbPsQbp283P+13oWtgelzraK5Kx0/xhH4jE17qG/TfNYmL7dC3yc7RsFkrenHmfie6aJp/jGDWFk1nUPOssNuT7dDJzg4+VbGM9cfxj8elHQDrqK5DRtO8ZQ6kX1fUPNtdjjb9vhk+bHy8LYxnr/tfgelS+HLDxbbaoX8QX/n2nlkbPtsUvzcYO1bKE+vO/wDA9gDW0rXP7T1C+spNPu7GeyKb1uTGd6vnaylHbg7T1wfatSsDS/8Aketf/wCuFp/KSt2QOY2ETKrkHazLuAPYkZGfpkUCWo6qupajbaTp019fu0dvCMuyxs5644VQSTk9AKj0yLVYonGs3lndyFvka0tGtwo9CGkfJ98is7xxDNceC9QjtlnaQqhAt4jJIMOpJVQDkgDOMHp0pS0Vylqywniawk06W9WDVBFEwRlbSbpZCT6RmPew9wCB3pum+LNI1bSJ9UtJbgWMEXnPcXFnNApTBO5TIi7hgHlc03w1cfaLKf8A4mGsX5D/AH9V0/7I68dFXyYsj3wfrXMW9jq3/CpvD+jW2nM13cLBDcQXO+JUjX55BIwRigKoUyV6sB1NP/gfiJa6nc6fqFtqlhFeWTl4JQSpZGQ8HBBVgCCCCCCAQRVmuL02O9h0vxRp3iTRna2bzLlbawd51nimQmSONysZZy4k4ABG9fUGuq0tYk0ezW2t5LaFYEEcEwIeJdowrAknIHB5p/8AAF/wRmqavZ6NbpNfvIBI4jjSGF5pJGOThUQFmOATwDgAnoDT9N1K01fT473T5hNby52tgqQQcEEHBUgggggEEEHmub8awX6alo2o2bXMdvbvLFczWdp9pngWRQA6R4bJyu3O18Bj8uMkYUuhRR+DEjvEvUim1WW8gt7zSp9SEitux9ohQbjuBMmGKlXI6EbalPf+uxT/AK/E9LorJ8LtK/hixM+nR6YwjwLWKPy1RQcLhDygIwdh5XODyKsanFqsscY0a9s7Rwfna7s3uAw9AFkTH5mm9BLUvVl6rrY0m7sopbC6miu5lg+0xGPZE7EBQwZw3JP8KmtJA4jUSsrPgbiq4BPfAycfnXL+NdQS3GmwfZdQndL+3uG+yafPcKsaSAsS0aMAQB0zn2o+0l5oTvytrszqqK4DxLaWV7rV5Pr2hXmrW9xp8a6UEsZJjFJ8+8DC5gkJMfzts6D5htOKms2E9vf6Rc3ll/bes29nbxPa3ejTXUTSg5LRXQXZA5JO5myPlUkDFC1/r1/y/Eb8v62/z/A9KorgfEtqi+OIL+304ater5CLbXeiyyrFh874bvb5cJAbcc55QfdNdPexWbeLNLkm066mu0hnEF5GpMVup2blc5wC3GMg/dPShaoOpr1kS+KdIh1kaXJcuLkyiEsIJDEshXcI2lC7FcjBClgTkccitevLrjRtTnvbzSLr+0zI2s/bLSOC2ZLVo2nEvnSTgEMyDcAjMvKqNhO1qF8Vv6/r+tgfw3PUaxE8X6U+qQaew1CG4uJTDD9o0u5iR3ALEB3jCnhSevarqapv8QSaX9hvV8u3Wf7Y0OLdssRsD55cYyRjpWdbxT6p4wuLy5gkis9MT7PaCVCvmyuAZJRnqANqA/8AXTHBo6/1/XkHRlmz8T6Tf6mbC1uJGmy4Rmt5EjlKHDCORlCSEc5Ck4wfQ0af4n0nVL82dlcSNLhmQvbyRpMFOGMbsoWQAkZKEjketclpGkXc2qaXpkFxcS6TolxIyebpMtoVTy5I1QySH98fnGGjUDCksclcmiabqj32mW9jcyT2WgxyJa/atKlsQf3TRxo7SfNIeR80aquAxIJKgAPR6HaRa5p0+vT6NDch7+3iE0sIRvkU46tjbnkHGc4IOMEVfrgPDek+IdL8YWn2/S7IRtZTG7vYb6SXzZXkVmbmFRuJHCZ4XocKBXfnOOOtP7Kf9bsV9Wv62CiqGmQ6xEZf7ZvrG7Bx5X2Sye329c53Svu7dMfj2Z4inubbw1qM1jaNe3CWzmO3VmBkOOg2/N+XPpzSeiKSu7GlRXk+l6ZqqW3iOPRrFrW3ns7Yxrp+kS6UspEj+cI45HyJTH8u7Kn7noDXQz2enSeCtQg8E6PPpoaSL7RDBpslhLNGGXzAu9ULMY9wBHc9QaGJb2O3orhrqDSE8LiTwtoM1nBb6laz3EEGjy2rsElRmcRGNWfCj+EEnGBk8VSu7G41+21phY6nbwXuvWEkZMUkErQqtuGkHRlHytzwVwc4IOGtXbz/AMv8/wABdL+X+f8AXzPRqK4nxBodr4e0Ca30TSIpbLUL1GuLU2L3NvbLswzi2iw0gJRcqP4m3Hoaw9O0+7Xw1BFqmmXD6JDrMj3Fhb6ZJEr2xjzGRa5Z/K8xgxjGT6gYICWt/wCu3+Y3pbz/AOD/AJHqVFcVqw07StA0vxDoGmPbW+kzNts47NrVmhlOyRBEyqR8xV8EDJUHvVi40W0074emz1rTrrVvMkWe8gslZpJp3mDsygEHAkO7rwo9sU+oHW1m6v4g07Q/L/tCSbfKGZI7e2kncqv3m2RqzBRkZbGBkc8itKuI8VQ3lt4ugvi+ow6bcWBtpZ9LsmuJ1dX3BPlVmRXBOWC/wj5lODUu90v62H0OytrmG8tYrm0lSaCZBJHJG2VdSMgg9wRWbq/ifTtDkZdQTUAEj81pINMuZ41XnkvHGyjGDkE8VnaE03hbwjoOn3OmX0skjpbGK2Tzvsm7JHmNnhEHylsnt161Z8TR3GpyWWiQwyG3vZN17N5Z8tbdMFkLdMucJjrgse1N76CW2pJe+MNE0/yDdXcirNCs+9baV1ijb7rylVIiU88vtHB9DiW+8S6dp+pCwmF7LcFFkK2unz3AVWJClmjRguSp6kdK43xRp99/bmvW0sWpSWWrW0f2aLTrVmF3IIzGYZZlB8pAcHkxjDH5yNwq5q8F9pc0Q0S+1g64tjBAsEWn+ZZ3LR7tvmytFtUZZt2JEOOnOKFr9/8AmH9fkdPP4l0+31c6YwvZLlWRW8jT55Y0LdN0iIUXrnkjA61q1xesNd2viWRvD91rH9pXEsPm2n9nZsZAMBmaZogBhM/dlByAACflPaULa7DqFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFcL4m0n+1vH0Kf8I/o2t+XpmfL1aTYsf73qv7qTn8BU2tXWqJrOoWtrrI0ax07R4rsLDBEwWTdMOWkUgR4QZGAeBgrzlJ+7zPz/AAv/AJDs7tLy/G3+Z2lFefz69q+o2ep339rtojaVpsF2bVYY2WRniMhMu9S2zI2AIVPyt82cY1LK71TxBr9zCdSuNHjsIrdzaW8cJeYyJvLOZEYhc5QbQpyr8njFWs7E3ur/ANdP8zqI7iGaSWOKaN3hYLKqsCYyQCAR2OCDz2IqSvPLyTVLHWPFOqWGqPbxWupWpNqsCMs+YbcOHZgTgqcDbtIOSS3AHodIp6MKK5GewjtvitplwHlkmuNPvC7SOWwA8GFUdFUeg75JySTUEum6fe/EG2k0C0jS8sbhptW1JB8zBoyBbM/VydytszhAi8D5RQtbef8AnYHpc6S30GxtdaudVtxcJdXRzMBdy+U52qu7yt2zdhVGdueK0azrd5D4ivVOrxTRiCIrpwRA9sctmQkHcQ/QZGPkOO9aDAlSASpI4I7UdBdRaCcDJ4FcloerapfT6fZXV0ftGnicarIIlHnlCY0yMfLvP7wbcfdx0rO0DxPf3ni3Tk+0ajLp2q2880P22O1SN1XaVeFYz5oXB6S5OGGTnqegbHZ6bq+m6zbtPpGoWt/CjlGktZllVWAB2kqSM8jj3q3XPeG/+Q54p/7Ci/8ApLBWvql9FpmkXd9cSiKK2heV5ChfaFBJO0cnp0FD0V/JP8B21sWqK84tvFms6b/bouF1C4a00kahDFq4tBIrZYZ/0Y4CEAH5hu+U8ntv3k2o+HPB+o6s2sTa1Olr50ZuY4VhQgZ3KI0U7OcnLMcDr3J0v/X9aC3dv66f5nUUVympNqXh/wAN/aj4gutRlkurNPOuIoAqq86I+0JGowVY9ckcYPeqet+ItTWXWodGv4Fmtb/T7WEvGsixGV0DqwHJyG5GQeeCOtHW3nb8v8wWp29FcpfTar4f0i7TUdXur5rm5ih0+aCCH7UWcAFMFVizuDEMwwAec45xrHxRq82kT2clzPBcDXF0v7beC3M0CtGr5YRExF8tsXHGSuVJyCLV2X9bf5oNlf8Arr/keiUVzmpyX/h3TrG7l1a4vLe3u1+3S3UcQZoX+TJKIoUIzK2QBwpzV7w7cXl7pjX19JuF1M8tsm0Dy4Cf3Y6AklQGOecsR2FAf1/X9djVqrLqmnw2H26a+to7TIH2h5lEeSdo+bOOvH1rI167u5Ne0/SLbUpNKjnt57qW6iWNpMRGMbB5isoH7zJJB4XtnNcwsJn+DunzxXpkjhKSENDBNHdDzhjeHRhjuCu3npSv1A9IJwMngVHBPDdW8c9tKk0Mqh45I2DK6kZBBHBB9a5zxDd3Mus/2cmsPo1tDYSXs1zEsRdwG24zKrKqgck4zyvI72fAv/JPfD+Dn/iW2/Pr+7WmtU3/AF1/yG9P6/rub1Fcb4iu9ak13VrfTdZfToLHSEvEWK3jdmlLTDkuD8hCDIxk4GGXnNS913U76LVryHWv7IXSdPhulgSKJ1mLxGQtJvUtsJGwBCp+Vuc4wrpK/wDXX/ILO9v66f5o72iuFubC/wBR8eaZcf27qWmvc6TLIIYY7c+UQ0G5F8yFiRk5OcnI4IHFd0PzqrWX9d7Ep32/rS5C17apex2b3MK3UiGRIDIA7qMAsF6kDIyfepq5i5gkh+JunStcGZLiwudsUkEJ8jY0I+RwgkAO4kgsQTjjgVytx4i8RpfXEq60whSa7ZYBaxYCw3qRKmducFXIJ68LjBySl0+f4X/yG9Fzen4nqNFcI2razFcpqD6wzxnXTp0WnLBEEliMpQ5JG8uq5bKsBhOVPJNvSz4l1K9ub1NYjEFrq0sC2ZgQJJbq+1g7bS28c7SpUcDdnJNKLvZ/10/zQS0v/Xf/ACZ2FFcHp2s6rOmjas+svKNWvntX0wQxeXCP3nCEL5m9PL+YszA4bgcYvaNq+q3kljZ3FwzXOnLP/ajLEo+0FCY04x8u8/vBtx93HSi6tcOp11FcH4N1jxLq9zYahcQ6hJpt/C0szXP2MQQkjcnk+U5kxnKkSZPckEEHuLhZmtpFtZI45ipEbyIXVW7EqCCR7ZH1FU01uC1MXS18O6Z4gvLGx1GN9XuNslxbzai08+AMj5XdmVQGyAABzW9Xn/hR9ctfD/iO9utQsZBHd6gQILFo385JGAfcZGBX5eFK5xgbjjmWW98T6P4VOuXmsW92s2no8qyQKkdrMxQCRAqglArMzb2P3RjAJAlO6+S/FP8AyBqzt5v8H/wTu6K4DVtT1vRZ7zTbbXpb6TbZSJdXNvCXtzLdCIqRGiqVZckAgHhuTxi14M1XV7rV5bfVNSe+jMMpTfDGhUx3LxA/IoySqgntnoFHFNa287/gD0V/66f5na0Vy/xDujaeE9zpJJbSXdvFdIjKu+J5VVkLMQArZ2kkgYJqj4Lgk0fWfENrNFp9hZQiCb7JYsfs9m7K29QSFH3VjckKo+fp3Itm/wCun+YPex21Fcl4wum1TSdHg0m5tJbPVr1YZLhnLwvGY3YA7GG9WZVG0MA2dpOGqlZxaHH4T1W28R6Jok1noN3IpS209Vt5GCK+6OJt21/3mwjJO7PPOKO/l/wP8x9vP/g/5HdUV5s/h6bT9D0DQbe2sLFNWu5p72CSIm3EhjaQQ+WhUOoxjZkAiPnPINaeU3Z0LRZND0u6tFur61FlFtt7CeeIjYzKQ2Fx5p2AOQ477dwOthef9df8j1KivHrCC4uptI0C+srHWrdRqC2UF0fLsy0U6ruw29iI0LKgAY49Bkr33gFp28D2Aubj7UY/MjjnGcSxrIyxsMknBQKRyeO560+lxPex0dFFFIYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAUb7RrLUrq1uL2OSVrV/MijMziPcCCGaMHa5BAILA4IyMGr1FFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBm6n4c0TW5Ek1nR9P1B4xtRru1SUqPQFgcVSm8HaTd+Jhq99Y2d0YrWG3toprVH+zmN3bcjH7ud46AY2j8KvjEXsM2k3UGo3EEK6laxfZ4TsEm6UBi5HLDacBeBySQTt2xeOosWiyWmo6hFrEy+RpVra3TRq0/LbiikBwOC3mblCqeBk5Ftfz/r8x9beX6/8AAOgvdE0rUru3utR0yzu7i1O6Cae3V3iOc5UkZXkA8elJf6FpGq3EE+qaVZXs1ucwyXNukjRc5+UsCRyB0rl/EqTWuuyalrFrrc+kQWETNPpmpNBFbsrSGV3jSZGf5Sh4VjgYA7Vr6066rqmmaNH88Mp+23XX/UxkFV/4FIU4PUKwo7Cfn/Xl+hsPYWciziS0gYXDB5g0YPmsAAC3qQFUc+g9KsVy2qfbYPiBoLHUbg29y1wv2VDsiCrDn5gPvndzk9OMAckw61EY/GGnJpeoX8mrTXCTy2/2pzBFZr8shaLOwA8hSVLFzwcA4Fq0v6/r/gh0b7GzL4V8PXGp/wBpT6Dpkt9vEn2p7OMy7h0beRnIwOc9qB4T8OjU/wC0RoGli+8zzvtX2OPzd+c7t+M7s85zmsC4/wCJd4wnvNbtNcFtNfRJaXkWpN9kTciIiNAs2eZMjmMjLAk45rtaFsmD3sQpaW0d5Jdx28S3MqqkkwQB3Vc7QW6kDJwO2TU1cr4c02xbxf4n1FrO3N8uoLCLoxL5oT7NAdu/GduecZxTNM+Iml6p4gXSIIsTs7oG/tGxflQSfkS4aTt025HcDmjt6XG9LnTxWdtBcz3ENvFHPcFTNKiANKVGBuPU4HAzVO08N6HYTSTWOjafbSykmR4bVEZyeDkgc5yc1h6J8RdL13WF061h2ysGIP8AaNjL90En5Yrhn7f3frim6T8SdK1i/a0todrrG8hP9pWEnCgk8R3DN264wO5A5oA1YvCumaSks3hXS9H0jUHTYtymnLjbkEhghQkcdNw5we1Ps7LXzOV1rUtKvLNlKyQwaXJEzZGPvNO4x6jac1j6T8SdK1h7pbeHabW2e5f/AImVhJlV6/6u4bHXq2FHcinaT8RtL1hL1raHaLK2a5k/4mNjJlV6/wCruG2/Vtq+pFHqI39N0LSNHBGkaVZWAIwRa26RZH/AQKTTdA0fRvO/sfSbGw8/Hm/ZbZIvMxnG7aBnqevqawNN+JGlapbX80EOFsYDPJ/xMrB8qDjqlwwX6uVX3pdO+I2l6np+oXkEOI9PjEkg/tGxfIJx95LhlX6uVHvQwNu18M6DY2lza2Wiadb292NtxDDaRokw5GHAGG6nr61Lb6HpNpbC3tNLsoIAyMIordFUFDlDgDGQeR6GuctPiVpN5pN/qEcOIrERmQf2lYNne2B8y3BVf+Bsue2TxTrf4kaVcaDd6qkOIbSRI3H9pWByW6fOLgov0ZgT2BoA6e+sLPVLN7TUrSC8tpMb4biMSI2DkZU8HkZqCLQ9Jh06XT4dLso7KYbZbZLdBHINoXBXGDwAOewArAi+I2lzeHZ9ZWH/AEeCdYGX+0bE/MRn74uPLH0LA+1NHxJ0o+HW1nyf3C3Itiv9pWH3tu77/wBo8vp23bvbHNHcDR1DwtBNon9iaOtlpOlT7lu7e3swDJG33lTayqhIyCxVuvY81vIixoqIAqqMADsK5JviNpa+G11ow/6O1z9mC/2jY/e25+/9o8v8N+72xzTJfiVpMWgwaq0P7meZoVH9pWA5UAn5zcbD16BifUCgOx02oaTp2rRxx6rYWt8kTiSNbmFZAjDowDA4PPWoL7w3oeqQwxano2n3kcBYxJcWqSCPdy20EHGe+OtYN18SdKtNFsdTkhzDfGQRj+0rBcbDg/M1wEbr/AzY74p198RtLsNH0/UZYcxagHMY/tGxXG04PzNcBG/4AzY74oA3X8PaK8NnC+kWDRWLBrRDbIVtz6oMfKeO2KvQQRW1vHBbRJDDGoRI41CqijgAAcAVyd/8SNK07TtPvJocx38bSRj+0rBMAHH3nuArfVCw9SKXU/iNpelWmn3E8OVv4PPjH9o2KYX6vcKG+qFh70AjqHs7aSSWSS3iZ5oxFIzICXQZwpPcfM3HTk+tVrrQdHvZrWa80qxuJbPH2Z5bZGaDGCNhI+XoOnpXO6n8StJ0pbMzw5+12yXKf8TKwTCtnH37hd3TquVPYmnax8SNK0W5hhuYdzTQJOv/ABMrCP5WGRxJcKT9QCp7E0bAdFqejaXrUKRaxptpqEcbb0S6gWUK3TIDA4NXRx0rkdc+I2l6DqIs7uHdIY1kz/aNjFwwyPlluEb8cY9CaNX+I2laNrTaZcw7pl2ZP9o2Mf3gCPlkuFfv/d57ZGKF2DzNmbwt4fudU/tK40LTZb/er/apLONpdwxht5GcjAwc9qsnSNNbO7T7U7t2cwLzuYO3buwDH1Iz1rnr34iaXY+JDossWbgTLDu/tGxXlsY+RrgSd+mzPoDxRc/ETS7bxKdEeLNx56wbv7RsV+YkD7huBJ36bN3oKFrZIH1uaWkeFNM0nUbvURaWkmo3NxLMb0WyrMFds7N/UgDjr26VrwwQ26sIIkiDuXYIoG5icknHcnvXLD4i6WfE39iCL/SPtP2bd/aNj97dj/V/aPM/DZu9s8URfETS5fE39iLF/pH2g2+7+0bE/MDj7guPM/DZu9qEtEkD0u2b8OiaVb6rLqdvplnFqEw2y3aW6rLIOOC4GT0HU9hViKztoLme4ht4o57gqZpUQBpSowNx6nA4Ga5ix+Iml3/iMaNFFi4MrRbv7RsW5XOfkW4MnbpsyO4HNJonxF0vXdYXTrWHbKwYg/2jYy/dBJ+WK4Z+39364oW2gG9beH9Gs9Ul1Kz0ixt7+bd5l1FbIsr7jk5cDJyeTzzWhXIaN8R9K1vUjZWsO2TY75/tGxk4UZPyx3DN264wO5FS+HPiBpnibVDYWUWyQRmTP9oWU3Ax/DDO7d+uMe9HkDOjSytYoJYY7aFIpmZpI1jAVyxyxI7kknPrmpBDEIBCI0EQXYIwo27cYxj0x2rmvD2nWWmeNPEMWnWdvaRvHayMkESoGYiTLEAdT6100jiKNpGDEKCxCqWPHoByfoKNLagtSjZ+H9G0+za0sNIsbW2aQStDBbIiFwQQxUDGQVBB68D0qxBYWdtJ5ltaQQvgjdHGFOCxYjI9WJP1JNQ6Zq9tq8TyWsd5GqNtIu7Ka2J+glVSR7ip72Ge4s5IrW6a0lfAE6oGZBnkgNxnGcZBAPJB6UagSTwRXVvJBcxJNDKpSSORQyupGCCDwQR2qvZ6Tp2n6f8AYLCwtbWzww+zQwqkfPX5QMc55rk9LXUb74WyR2st9d3fnTIrLdlZ3VblhgSswIOwYBLD61Na6m9h4b1VdC07VRqVnInm2eqXEl5LHu2/OD5r+YAmW2I/JBXhjS0u0Na2OlbSNNfSf7LfT7VtP2CP7IYFMW0dF2Yxj2xRHpGmxafFYRafapZwsrRW6wKI4yrblKrjAIbkY6HmqnhrVG1XSzLLfQ3k8crRymKyktDGw/haGRmdGwQfm6gg4wRR4piuZfDl59lvZbMxwSO7wcOwCE7Q38POORzjoQeQTfKnJhFczsXr/TrLVbN7TVLO3vbZyC0NxEsiNg5GVYEHnmop9E0q60pNMudMs5tPQKq2klurRKF+6AhGBjtxxWI72kvw902+1/U7y2torOGe4lhupIXlJjAwXQhySxGApyxwOc4MVvZX8/gOxGtWusXt5Gdwgs7821yVLEIHcSxgkIV3AseQTyaqS5W12ZMZcyUu50F5oek6jp8VhqGl2V1Zw48u2nt0eNMDAwpGBgcCrqqqIFRQqqMAAYAFecDxbrtlo+lxWb2d1Mltuu3vFcuZFuEgaLII5BYguQeUzhs1em8V68uh2dxsgj/0m7gvL6HS57uOMwysi/uI5N6htpO7cQuMHqDR5/12Gl0/ra53VFc/rmom40Czt9OuY5p9ZZLeC4gPylXXc8qkE8CMOw56gDPNVPEWqXvh02Frpqw6dpccDb7yTTZbyKHZtCoyxOpjXbk72+UBecUuuv8AX9f8DcNzq6K5HWpNfl8Y6QujaxYwWlxbTuqSWckytgR8ttmUN1+XgY565qpr/jHVdP1e6tNOgNwdPijaWKLSLu5N27LuKK8WUh4wAW38tyABkrrYN9juaK4zWPE2uWsmtXVmlgljoojlkjmikea4Uxq7ICGAQgE4bDZJA2jGT2YOQDTAKKz5datYdWTTnivjO+MOlhO0Iz6yhDGPxatCgAormbaws7P4mXM1paQQS3OmCSd4owrSt5pG5iPvH3NVLHxLrE39l6ncfYP7K1W6NvFapE4nhB3bGMm8q5+Xldi43Hk7eUndJ9/87A9G/L/K52NFctpOv6hceKbiw1aSGxHmSrb2b6fKjSqp+V0uS/lyZX5iqrkZwfuk0aDr+oXniC4stYlhs5My+Tp76fLFIyq+A63DOY5htwTsXjcM4xy1rYNrnU0VUtP7S+3Xv277L9k3r9j8nd5m3aN3mZ4zuzjHbFVPFWozaR4R1bUbUgTWtpJLGxXcFIUkHHfHXFJ6K40ruxrUVwfhee+tvGEVqi6oNMvdOeZTql20sskkboPOCMWMSsJfu5U5HKJjntru1jvbSS2maVUkGGMMzxOPo6EMPqCKpppf16CTuTUV50trdppmuX+g3eryWLXEVoiG9uLqUwxyYuZYt7Mwcguo28/uwRkkUiXt8bPWbTRzrh02KW0cNcCdrxYXYicR+Z++6KSM/OMkp/BS/r+v67h1PRqK85XxYnh+w1dIrmeC2M8EOmS69M6bJJUJbe0x8wIu0vh8NjIHBWtn4d6pbX2i3cFvri6y9rezI05uhO5XedpJBOAQMjtjpxQtXb+un+YPRJ9/+D/kdbRVe+vYtOs3ubhJ3jTGRb27zucnHCICx/AUWN7FqNml1bpOkb5wtxbvA4wcco4DDp3HvQBYorE8T6y+k2cAt7qK3ubiTZFvsprxmwCTthiIduByQQB1PpWNYeLNU1nTNJh0+O3g1G/kuUknubaXyo1t3KO3kllfLHbhGYFdxyTtwQDtKK53UdR1mC70vRrSWyOpXkUsst5JbP5CJHt3ERCTcSS6gDfxycnGDZj1G+g8QWWlXbW8xksJbiaWKJo90iPGvyqWbC/OeCSenNH9fd/wwPRX/rsbNFcPYeJfEmtppcWmR6ZBJeaQt/LPPG7rHISBtCBwSD/vDHXnpT/EXi3U9LsIDGbe11JbH7Vc2B0+4v2DY+6WgOIlyCA7bgecD5Tkemr/AK3/AMmOzvb+un+Z2tFcx/bWr6zqn2PQms7FYbOG6mmvbd7jcZd21FVZExgISWJPUADrSav4j1DTLvVbNYbd7nyYX0oEMBM8jeVtfnnbJtJIxhXHpmm007dRJpq51FFUpP7U/tKz8o2hsfLf7WWDCUvxs2dsfeznnpirtIAory671fVJr661azGpG4sta+zSO900NnHCJhF5IiJxK7qQ27bwX++NoWvUaFqrg9G0FFcddaTAfHNjb6de6qk0RbUL3OqXLx+XkqkfltIUAZySBjGI2AxXP+H9W1S6vvDusRjUiupXDRX0l3dMsMpdHby4bckgeWU+/tTIXgvuJoWtv6/rUHpfy/4f8j1GiuL8OZ07XI7fWbTXLfUbpphFNd6i09tcYYthEEzqny4I3IvAIHpSeFs6dqsNrrNprltqlxHJtlvdRe4t7jaQWKIJnVMAgjKocZx3FLsB2tFFUNO1q11SaaK2ivkaH7xubCe3U/7pkRQ3TtmmBfoqhrlze2ehXlzpcUc13BEZI4pASJNvJXgjkgED3IrL/wCEoWUajewz2iaVZ2cUouJd3MrqXwSOwQxnAGTv4pAdHRXI+HNak8S3Gq6NrkMN7FDDE5MukzWaypJvGxoZyxODGfmyQc47GrngOKODwbawwRrHFHLcKiIuFUCdwAAOgqrWFfWx0VFVNTsLTUtNmtdRtYLu3dfmhnjDo2ORlTweQDXJ6Nqd3Y+AfB1jpfkJealbQQRS3CF44gtuZGYoGUt8qEAAjkjnApLW/wAvxv8A5FdLnb0Vx8niPXE0XUUSC3n1HTtQW0nntbSSaMIVR/NECvvbCyAFAxOckEjipbrxDqP/AAiVrfaVLDqEzziK5uYNMmcW4ywYm1D+aSCApTduBJJHBFH9feI6uisSG/1HU/CcV3oN3p15fSBds0sMkUBIcBwUyXQgBhtJyGGD3rbp2sAUVxPiq5uLzxVFoyJqky/YDcRW+m3L2peQvt3yTKy7VQDpk53/AHWIArc8HXt5qHg7TbnVHWW8aECaVekjKSpccDhsZ6Dr0HSktVf+u36A9HY2qK4LxvPcvrM0EI1G7SHTTKsGmXs1u9q5ZgJpPLI3ocYCje42HbG2Th2u2cOpaDpclvq2oS6pq0cNvbXVlqVzBGxKbmnEaOEwEDP93nAB60LVf15r9P61B6O39dP8zu6K47xnFJp8cOoWq6ur26o0l/FfsLe2jRwXaWHzP3ny7ukbE98dRY1cXkPjrw/KNRuDb3M8sYtUbZEFFu7fMB98lgDk8DAwB8xZiOpoorPl1q1h1ZNOeK+M74w6WE7QjPrKEMY/FqQzQoormLfxFfzXMenGO2/tFdUe1nAVtiwKvm78ZyCYzGM8jc47UdbB0udPRXFReM7h/F9pZxTwXdhd3cloPK024QRMiOci6Y+VIcxkFVAIJPJ2nN3R7CzsPiNr32G0gtvPsbSaXyYwnmOZLjLtjqx9TzTWquO1r+X+djqKKR3WNGd2CqoySxwAK4jRvG9xda35NxJHd2U1jNexSwaZc2wVYynCvKds4Ifh029AcYYYm4WbO4ormdN1fV18Oy+ItakszZNZG8SytLZ/NiXbvCmUyEOdvHCLk019S8Q2HhHUtc1GXTXeOwe6gtYbaQeUwQuFeQyHzB0GQqZ68dKpqzafT+v0FH3rW67f18zqKK5TxB4ovtKh1BrSCCV7bRmv41cH5pASAp5+7+vvUp1XXNLs7+68RHTYLZbdJYJ4lcrFIxIMTDcWlI+TBULvJwADS6X/AK6r9AWv9en+Z01FcNaeN79dL1Y3EK3d3Zy28UDGwnsFladgibo5tzqAx5YZBHTnite+vdc0LRTfanc6fe+VcRm4a3tHgCW5IDkAyvyud2c4wCMd6A6XOiorI0/UL/Ul1WSFLdYop3gsGbP7woNrM+D08wMOOy+9X9P+2f2bbf2p5H23yl+0fZs+X5mPm2buduc4zzigCxRXJ+M76RNR0fTcag8N68rPDprtHNOyKCsYkDL5YySxJZR8mCcEg2PAtxqEugzQasWae0vJrdWebzW2K3yguQC5UHaWPJKk89SLVtf1/WoPT+v67HSUVyni641K51bTNE0uN2F1FNcTbb5rPcsZjAUyorOozJn5BkkAZClqqXE+nXngWPVbyPVYHsVktltYNYuVd51k8ry/MSQGUmRdoZsk5zxkijpcdjtqK8+urPXY30zw1A9xqDWunfabuWTVpbQ3EhbbgzqGl4OcAcHjc3ABpXesXHiS5W102PWV26RBPZxW969uIHkLqZZ5g2GCFFG0+YT8xCPzhXVr/wBaX/yF5f10/wAz06isvwzfz6p4U0q/vABcXVnFLLgYG5kBP6miqkuV2EndXGa14Y03xBJC+p/bG8kho1g1CeBQwOQ22N1BYHocZFQ3vg3R9Qv4L64F+t3b2/2aOeHU7mJ/LznaSkgLZIBJOScDOcVk+JtVuIPFkNj/AGtrNhbGx87Gk6aLtmffj5v3EpUY+lXdS8SajZ6lNp2l6SNQa1sI72We5uhbgqS4K4CE7z5eQMBeTkrgZlNct/X9UVZ3t/XT/NF+88MaZqE0T3wu51iRU8mS/nMLhem+LfskPqWBJ75q3b6ZDbapeagrO892I0YuRhEQHai4HTLMecnLHtgDn5/GV1PFNc6DpKX9naWsd1cyTXXkvtdPMCxrsYOwTBO5kHIGeuLaeI7zUtUa18Pafb3cNusTXVxdXbQBPMUOqoBG5ZthDHO0fMvJ5xWt7E6WuT6h4S0rU9Wj1K7N+bqI5jaLU7mJYzjB2okgVcgc4HPfNNbwdpB1u41ZBfRXlzIkk7w6lcxrKVAC7kWQKQAMYIxisN/EeqaX4g8Qv9hN5ptrf26SSyXm0wo8MIIiTad2CxYglBzwWJIHcUtrFNGW/hzTpNWGozrczzq4kRJryaSGNx0ZYmYxqR2IUEc+talc097q0XxDs7O4uovsFzZ3MiW0cY48toQrM55LfO3AwACBg4yYLu/u7HxtZW0Wq6hLFczlZ7e7s1S1jQxsVEUwiXdJuCgLvY4LZHGQLZef/DCel2X9K0/VLDxJrEkkNm2nX9wLlJluG85SIY49pj8vGPkJzv7jit2sR55r/wAYpbQSSJa6ZD5txscgSTSAhEOOoVQzEHu0Z7VV0i91ZvG2qWGqXUUkKWUFxFDDGAsJeSYEBj8zHCLknqQSAucUdl/Wg31Z0tFcd4Y1OWbVjDqut6ub2QzbdPvrBbeEhXP+qcwIZMLg8O3ByfWuxo6XEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGHothqcWvatqOqw2kAuxDHDHbXDS/LHv5YsiYJ3DgZ+tblFFABUN5aR31nJbTNMscgwxgmeFx9HQhh+BFTUUAYlj4R0rTdLn0+yOoRW07bmA1O5LKd24lXMm5MkknaRnPOali8M6bBpcthAt1FHO/mSyx3syzyNxy04fzGOABy3QAdBitaigClpekWWjW7w2EbqJHMkjyzPLJIxAG5nclmOABkk8ADoBRq2kWut2JtL83HkscsLe6lgLcEYLRspIwehOKu0UPXcFpsc/L4H0OfSrPTpY71raxmE9sDqVzvicDaCr+ZuGBwBnA7Vak8NWMmmxWLT6oIonLqy6tdLISfWQSb2HPQkgVrUUbgZJ8LaMYoovsShIYhEgV2GFDrJ2PJ3qGJPJPU8mmXHhTS7i3WD/ToIlklk2Wuo3EAZpHLuW8txuyxJ5zjPGBWzRQGxnxaJZwX1pcwIYlsrY21tAmFjiQlc4UDrhFHsBx1NR6r4esNadWv2vSoQoY4b+eGN1PUMiOFb8QeOK1KKAM3UtA07VYbaO6ikQWrZge1uJLd4vl24V42VgMHGM4P4VFeeF9MvbxLqQXcVwqLG0trfzwNIq/dDmN1MmMnG7OMn1Na9FAHNf8ACHWt34k1DUtVDzxzzQyQwC6lER2IozJECI2IZcgkN0HpXS0UULRWAKKKKAMZPCumR66dYVr83pJ+ZtTuSmCc7fLMmzbk/dxgelLa+FdHstUF/bWzrMrvJGhuJGhid87nSItsRjlssqgnc3qc7FFC02Dcybbw1ptrqv8AaK/a5rkFihur6edYy3UokjlUOOMqBwSOhxS2XhrTrDUft0X2ua5AZVe7vp7jyw3XYJHYJnA+7jjitWigCpaaVZ2N9e3lrDsuL91kuX3E72VQoOCcDgAcYqzLFHPC8U8ayRyKVdHGQwPBBHcU6ijyAy9I8OaZoZY6dDIrMgjDTXEkxRB0RS7Hag7KuB7U/TdB07SLS6ttNga3iu55LiYLK+WkkOXYEnIz7EY7YrRooAopo1lFoaaRbpJb2ccSxItvO8TIo6YdSGHTrnNRx+H9Ph0mTToVuIoZW3SSR3cqzO3HzGYN5hPAGS2cDHTitKigCrp2m2mlWv2exjKIWLMzOzvIx6szsSzNx1JJp9pY29ikq2sfliWV5nG4nLscsefU1PRQAUUUUAZ+raFYa2sH29Zg9u5eKW3uZLeRCQQcPGytgg8jODVX/hENEGlQadFZtBb20rzQGC4kikhdyxYpIrB1zubOCOCR04raooAyrrw3pt7Y21rcrcsLQ5gnF5Ms6HGDiYP5nIOD83I60y78LaTfR2i3cVxKbSMxRyG8m3shxuR337pFO0ZVyQcc5rYooAz9P0LTtK+z/YLbyfs1stpFh2O2JTkLyf161X1bwpo+t3TT6lbyu7w+RKI7qWJZo+TskVGAcfM3DA9T61sUUPXcDHvPCuk3slvI8dzBLbwiBJbS9mtnMY6IzRupYDsGJxk+pqGfRrrUPF9pqN/Dax2ulrJ9jMcjPLK0igEuCoCAAHgFskg5GMHeoouHSxUm0qzuNWtdTmh3XdokkcEm4jYr43DGcHO0dR2q3RRQBkN4X0htYOpm1b7Q0glZRNIInkAwJGi3bGcYGGK7hgc8CrI0WwHiBtbEH/Exa2FqZt7f6oNu27c4685xmr1FAFW2021tLy7u4Iis94ytPIXLFiq7QOTwAB0GByT1JqlZ+F9I0/UmvrS1ZJizOqmaRoo2b7zJEW2IxyclQCcnPU1r0UAZdj4c07T75r2FbmW5KlVlu7ya4aME5ITzGbYDgZC4zgZ6Ck07w3pul3jXdutzLclSgmvLya5ZFJyVUysxQEgZC4zgZ6CtWijYAooooAKy4/DWkxaFNoyWgFhMGDw+Y3Q+jZyMcYwRtAAGMCtSigDFtfCOkWa3n2dLxJL1EjuLg6hOZpFQkr+9L7xjcRkHOOOgAqO30R/DOnGHwnZi4Mkm5otR1a42KOSSrMJSCSeQAM5JJreooAxEttU1m3mtPEdjb2UDAFW0zV5zIxz0LLHEyj6E59KSLwbosOiR6SkNybSGRZIA99O0kDKMDy5C++PAGMKRwSO5zuUUAZP/AAjOmrpK6dF9shgWQyloL+eOV3Ocs0quHcnPO5jnj0FIfDGmf2XHp8QvLeCOQy5tr+eGR3OSWeRHDuSSSdxOTya16KAMqXwxpE/h7+w5bPdp+Qxi8x8swffuL53Fiw3Ek5JznOTWrRRQBmav4e03W3hkv4pfNgDCOa3uJLeRVb7y742VtpwMrnBwOOBS3vh3Sb+ws7K5sk+y2Msc1tDGTGsTR/cwFI4Hp09q0qKAMjVfC+lazdC5vYpxN5fks9tdzW5kTOdj+Wy715PDZAyfU1aTR7CO+truO2VJbSA29vtJCxRnGVVfuj7q8gZwAOlXaKNgMvUPDmnaperc34upiuAYDezCBsHI3Qh/Lb8VOah1LwnperapFqF6b83MJzEYtSuYljOMZVUkCgkZBwOc81tUUAFFFFABVNNKso9Yk1RIcXkkQiaTceVzn7ucZ4HOMkADPAq5RQBh2/g3Q7XUor6K2m86Gd7iEPdzNHDI+7cUjLFUzvbIUAc+wpI/C1jYanPrGnreSakyHH2jVbkxyH5tqspZlCgs2BtIXJIFbtFAephwT+Jp50i1DRdHS1c7ZWj1WWRgp64U2yhvoSKXS/B+i6NdxXNjbzedDC1vE893NP5cR25RfMdsL8o4HA7dTW3RQBlab4a0zSXkNglwkcilPs73cskCKTnakTMUQeyqMDjpTbHwtpWn289tbxTta3ERhe1nu5poRH02LG7FUXHGFAGOOla9FAGDB4K0G3iuY1tJZPtVv9lmee7mld4uyF3ctgdueO1ampabaatp0ljqEXm28mNyhypBBBBDKQQQQCCCCCMirVFG4LTYxbbwjolra3sC2jTJqCqt2bmeSdp8ZxuZ2LEjOAc5GB6DEV3oc9noVxp+gL9oN3lJW1bUbicRqylSw37y2P7mVB55Fb9FJq+41psULHRrWx8PQ6MoZ7WK2FsQzHLrt2nJHc9z71Pp9jbaXpttYWMflW1rEsMMe4ttRRgDJyTwO9WKKpttt9yUrKxR1bRbHW7eOLUYmfypBJFJFK8UkTjjckiEMpwSMgjIJHQ1XuPDGj3XhuTQJ7MNpsi7ZIfMcF8tuJLg7ixbksTkkkknJrWopD63M/UtCsNWhgjvI5R9nOYZILiSCSPjBxJGysMjgjPPekGgaYttY262oWHT5BLbxh2Cq4BAYjPzH5ictnnnrzWjRQFjN1bw/p2tPFJfJMJYVZUltrqW3kCtjcu+NlJU4GVJwcDjioLzwlol99mEtl5Qtofs8YtZXgHlcfuiIyu6Pj7hyvtWzRQA1ESKNY4lVEUBVVRgADoAKKdRQBjan4ee/wBWTUbTWdQ0y4WDyGNosDB13buRLG/f0xWZfeF73UvFlzPJqV/aWEmmwW0j2zQqboh5S6sShZeGHKbPvHB440Nd8Qy6NeWMMWnS3KXNzDDLOXCRxCR9gwcEs2edoGMA5IyoZviTXdR0K2mvbfSY7uws4DcXUz3fluFGSwjTa29gAThig5ABPOBLTy1/r8R63t10/PT8iO98F2VzJL9lvb3Tre4gS3ura0dBHcxqNqq25Sy/KSuUKnHfgYsS+GlGp/bdM1K90suqLNDaiIxzBOFysiNtwOMrtJGM9BiK61vVX19tO0XTLK5SO1iuZJrq+eAgSNIoCqsT5x5ZPJHUVc1rUprFbOCyEbXl7cLDEsgJUD7zsQP7qKx7c4GeaetxeRFceGrO5j1RJJJwNUmjmm2sPlZFRRt44GI1656mtisS58RSW/iux0cadL5N0ZFN277QGWPfhVxlhjgngA9M84ZqWvahpeqwLc6VGNLmuo7RboXeZd74Ct5W3GzcQM793U7aXVBfdiXPheS58TQa0de1OOS3DJHbotv5SoxUunMRYglF5LZHYip5PDxudWS7v9VvruGKbz4bGQRLDE4+6RsjDtjPAZiM89QCI4NW1e7167trXTLI2FpcLBLcSX7rKcxo5IjERB++By4zjtW5Qtk/67g+qM/SNL/syK5Mk3nz3Vy9xNLs27ix+UYyeFUKo56KKoWnheS18TS602vanPLMgikgkW38to1LFU+WINhS7EENn1Jp2lahql/4k1iOSazXTrC4FskK27ecxMMcm4yeZjHzkY2dhzW7R2YPqjHtPD3k6ol/f6pfanNCGFuLrylWDdw21Y0QEkcZbcQOhGTnYoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACisPRb/U5de1bTtVmtJxaCGSGS2t2i+WTfwwZ3yRtHIx9K3KACiis7X9UfRdCub+G3W5khC7Ymk8sMSwUZbBwOeuDQ9ANGishLnxH/AGdLJLpWlreKw8qFdTkMbL3JfyAVPsFOfUVmaV4uvbrwRJ4l1PS7e1hNsLi3gt7xpnlyOFOY0CsTgDG7rQB1VFZFj4ghl8Nz6tqSCyFmJheIrGQQmIsHwQoLD5SQcAkY4rStbmK9s4bq2ffDPGskbYI3KwyDg89DQBLRWTrWrz6fNZ2enWaXl/euwhilmMUaqoyzu4VioAwOFOSwHqRR03xvp154di1S53Rs1w9oYLZWumaZCwZYxGpaQfKWBC/d5IHOADpKKitbhLu1juIlkVJFDKJYmjcD3VgGU+xANS0AFFFYniG/1LTbjTZbKW1+yzXkVtcRSwMzsHcLlXDgLj3Vs+1HVLuD0TfY26KyNX8UaToc3lajPMriIzOIbWWbyo+m9/LVti8H5mwOD6Gn3PiPTbW+hsy9xPNMiuotLSW4CqxwrM0asEU4OCxAOD6GgNjUorNufEFha6smmubmS6fblbezmmWPccKXdFKoDg/eI4GelTzarZ2+rWumzTbbu7SSSCPYTvVMbjnGBjcOp70AW6KK5K88cGzvlkksYRo/9orphvHu9srzE7Tsi24ZQ/yk7wflY7SBybuwdLnW0UVzja5rtv4isNOvdH08RXskgElvqTySJGikmQoYFGM7Qfm6uOtHWwHR0Vydl41lutTtFksbdbC9nnghljvC86tCGLGSHYAo+Qg4diCVBHPEumeLri6ksZtQ01LPT9TieWxuBcl3ZQu8CVCg2EoCwALdCCRxkvpcDp6K5XSvGcl7q+m2l/YRWcWsQPcacRdb5XRQG/eRFF2Eqc8FgOQSDjPVUAFFFMmmjt4XmmcJHGpZ2booHJNAD6KyLTxTpF5b3kwuJLZbFBJci9t5LVokIJDlZVU7Ttb5sY4Poadb+JNNuNLuNRZ7i1tLZd0st9aTWoUYzn96qkj3GaANWisqDxJp1xZi6/0uCIzpbqbqxngLO5CqAsiKSCWAzjHvRe+JtH02G7lv76O3isp47e4kkBVYncKVBOMYIdeegzyetH9f194GrRWRB4p0q5064vIZLkpby+VLEbKYTK+AdvklPMJIYEYXkc9KP+Ep0j+xxqZuZBbmXyApt5BMZc48vydvmb8/w7c+1AGvRWdb69YXMllGrTxSXwkNvHcWssLts+9lXUFTznBwSORkVFN4n0i30WfVprvbY285t5JvKcgOJPKIAAyfn4yOPwo62A1qKKwtc1+6sLwWWlWMF3cJbNdzm6ujbRQxA4yX2P8AMTnAwBhWJIxyrpDN2iqGh6xb6/oNlq1kGEF5CsqBsZUEdDjjI6cVn+JdZ1nRLW4vbLTNPu7K3hMjtPqEkMjNz8qosLgk8AfNyTjFN6biWuxv0Vz974lubHUNHtJtJkB1CZIJpDKAkDtG77VOMyEbCDwBz1zxUWteMItN12HSbdtNFw23e2o6itqpLHARPlZnfvtAAwRzyBR/wwr/AOZ0tFYbatq83iC4sdP0yyltbV41muJ7545PmUMdsYiYHAPdhk+lblG4wooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDm/F1hrmprZQ6Na6fLHBdQ3Tvd3rwsTG4baAsT8HHXPHoareI9M8S6vfWCx2mlz6XEglurKW/ki86cHIVmEDbo164wu44zwMHU1PxC9hqyadaaNqGp3DQeewtGgUIu7byZZE7+mas3mvaVpqr/a2o2mnuwTKXVwkZBbO0cnGTtbGOu04zihbad/+B+n4A9/l/X5/iYHifw1deIpEB0TRFna3WMatLMzXVk2SSYR5QJ2k5U7055wO+tb2FzL4qlvrtCLe0tltrMswJcthpZOD7Iozg/K3Yird9rmk6ZcwW+papZWc9ycQRXFwkbSnOMKCctyQOPWjUNc0nSZ4IdU1Syspbg4hjubhI2lOQMKGIzyR09RQD8zF1qw8Q3XizTL7T7LTHtNOaQgz38kckgkj2n5RCwXHP8Rz7VFd6Z4kufGy6hcWumXemWpAsYnvpImgJGHlZPJYPJgkL8wAHAwSTWlD4r07+3LzS765tbKeG6W2t0muVVrpjFHJ8inBJHmAYGf1rboWlmD7HJaj4Wm1LxRFfJpGkWDQ3Mc/9rwSE3sqpjMZAjXaGA2H94w25GDnjrayE8SWUviZdEijuHnMUknneXiLMZQMoYnkjzF6AgcgkEEUj+IPs+uQ6feaXfWyXEpht7xzE0MzhS20BZC4yqscsoHH0yLZJA97szfDmpWK+L/E+nNeW4vm1BZhamVfNKfZoBu2ZztzxnGKZpnw70vS/EC6vBLmdXdwv9nWKcsCD86W6yd+u7J7k8106XdtJeSWkdxE1zEqvJCHBdFbO0leoBwcHvg1KWCqWYgADJJ7UdvJWG9dDktE+HWl6FrC6jazbpVDAD+zrGL7wIPzRW6v3/vfXNN0n4baVo9+13bTbnaN4yP7NsI+GBB5jt1bv0zg9wRxXTpqNlJHavHeW7Jef8ezLKpE/wApb5Dn5vlBPHYZqK11zSr++uLGw1Oyuby2yJreG4V5IiDg7lBJXnjkUPsLzOd0n4baVo73TW8243Vs9s//ABLbCPCt1/1duuenRsqe4NO0n4c6Xo6Xq2024Xts1tJ/xLrGPCt1/wBXbru+jbl9Qa1tA1i71RtRh1Gygs7iwuvs7rBcmZHzGkgYMUQ9JAMY7VsUP9A2OQ034b6VpdtfwwTZW+gMEn/EtsEwpOeiW6hvo4Zfal074c6Xpmn6hZwTZj1CMRyH+zrFMAHP3Ut1Vvo4Ye1dBpmt6VrSyto+p2eoLCQshtbhJdhPY7ScUadrmk6w8yaTqllfNbkCZba4SQxk5xu2k46Hr6Gh+YbHOWnw10mz0m/0+ObMV8IxIf7NsFxsbI+VbcK3/A1bHbB5p1v8N9Kt9Bu9KSbMN3Ikjn+zbAYK9PkFuEb6spI7EVu2fiTQ9QillsNZ0+6jhdY5HgukcIzHCqSDwSeAO5q1JqFnEzrLdwI0bojhpACrOQEB9CxIAHfPFAHMxfDnS4fDs+jLN/o886zs39nWI+YDH3Bb+WfqVJ96aPhtpQ8Oto3nfuGuRclv7NsPvbdv3Ps/l9O+3d744roINf0e50ybUbbVrGaxgJEt1Hco0UeOu5wcDGe5p8OtaXcaS2qW+pWcunqrM12k6tEAv3jvBxgYOeeKO4HPN8OdLbw2uimb/R1uftIb+zrH723H3Ps/l/js3e+OKZL8NdJl0GDSmm/cwTNMp/s2wPLAA/IbfYOnUKD6k10dnrmk6jFDLp+p2d1HcOyQvBcI4kZRlgpB5IAJIHSrUNzBcNKsE0cphfy5AjA7GwDtOOhwQce4oA5O6+G2lXei2OmSTYhsTIYz/Ztg2d5yfla3KL0/gVc9806++HOl3+j6fp0s2ItPDiM/2dYtnccn5Wtyi/8AAFXPfNavijxDH4c0j7V/oslw8ixwW9zex2omYsAQHfjIGTjvjFXbzVtO06SKPUL+1tJJmCRJPMqF2PAABPJJ9KNwOcv/AIb6VqOnafZzTYjsI2jjP9m2D5BOfuvblV+iBR6g0up/DnS9VtNPt55sLYQeRGf7OsXyv0e3YL9ECj2rbk8S6FDp8d9NrWnR2ci70uGu0EbrkLkNnBGSBn1OKlvNb0rT7cT3+p2drCY/NEk1wqKUyBuyT0yyjP8AtD1oYLyOc1P4a6Tqq2Ynmx9ktktk/wCJbYPlVzj79u23r0XCjsBTtY+G+la1cwzXM21oYEgX/iW2EnyqMDmS3Yj6AhR2ArevPEOi6cls2oavYWq3Yzbme5RBMOPuZPzdR09RVo31ov2jdcwj7KN0+ZB+5GM5b+7xzz2ofmBzGufDnS9e1EXl3NtkEax4/s6xl4UYHzS27t+GcegFGr/DnStZ1ptTuZtszbMj+zrGT7oAHzSW7P2/vcdsDFb9zrukWdxawXeq2UE17j7LHLcIrT5wBsBPzdR09RVLxH4s0zw3ABd3doL2Tb5FnJcrHJNlwvyg8nr2B6UbB0M69+Hel33iQ61LLi4Myzbf7OsW5XGPna3Mnbrvz6EcUXPw70u58SnW3lxcees+3+zrFvmBB++bcyduu/d6GutrFvtavV8RR6RpNjb3UiwC5uXuLswiKMvtXaAjlmO1+DtHy9eaFo1b+v6sD2bMwfDrSx4m/tsS/wCkfaftO3+zrH727P8ArPs/mfjv3e+eaIvh3pcXib+21l/0j7Qbjb/Z1iPmJz98W/mfjv3e9b7a5pKX0Vk+p2a3czskVubhBI7L94Bc5JHcdqF1zSW1htJXVLI6koy1mLhPOAxnOzO7pz06ULpYHre5gWPw70uw8RjWYpc3AlaXb/Z1ivLZz8624k79d+T3J5pNE+HWl6FrC6jazbpVDAD+zrGL7wIPzRW6v3/vfXNbkPiPRLi6W2g1jT5Z3cIsSXSFmYruAABznbzj05rRZgqlmIAAySe1LZBucjo3w40rRNSN7azbpNjpj+zrGPhhg/NHbq3fpnB7g1L4c+H+meGdUN/ZS75PLMeP7PsoeDj+KGBG7dM49qt6V4vtNVvreBbK8tor2N5bG6nVPLvEXBLJtYsOCGAcKSOQODW8zBVLMQABkk9qe2obnMeHtRstT8aeIZdOvLe7jSO1jZ4JVcKwEmVJB6j0rppEEsbRsWAYFSVYqefQjkfUVk2HiB9ShmuLTRtRa1WIyW87+Ugux2CK0gYZ7FwoPXOKrWvi5H1C6tNT0jUNJa1tPtksl2YGQR5I6xSPgnDYB67T6UeTBd0aemaTbaRE8drJeSK7bibu9muSPoZWYgewqt4q0qbW/C97p1skEkk6gBLgkRvhgSGIB4IGOh+lMXxIkek3epalpt/ptrbqHVrlU3Tg9NqI7MCeBtYK2SBjNV08ZWiW982o2N9p1zZCMvZ3CxtLIJDiPZ5bsrbmBUDdnI5xQ1dWYLuifw1pR0uzni/sHR9EDvuEWlSb0fjG5v3UfPbofrWTF4Q1E+BdC8PvfLbNZvCbue3IY4i+ZdgdCD86p94Yxn6Vu6PrqatLdW72V1p95aMomtbsJvUMMqwKMykHnkMeQQcEUviHxDp3hjRZ9T1i4SGCJSQGdVaVgCdibiAWODgZ5off0/4A49kZul6FrOh/279l1FNQe8xcWkt+FDC42bSJBEiqE+SM/KM8t35PQWv2j7HD9t8v7T5a+d5Odm/Hzbc84znGaoQ+J9BuNKl1ODW9OksIWCy3S3cZijJxwzg4B5HBPcVdsr601Kzju9Ouobu2kGUmgkDo/OOGHB5pkmD4v8NS67Jp1zbw2t29lI++yvZHSC6jdcMjlQ3cK2CrA7cEc5FOXwtdr4eS3On2F5eSXjXkgXUJrJbZj0EUsaM/yrhM4XIB6A7a39Y1qPSFt0FtcXt1dSGO3tLbZ5kpALNjeyqAACSSQO3UgGTRtXt9b01by1WSMb3jkimXa8UiMVdGAJGQwI4JHcEjmpS3t/W3/AG/P+t/+CM0C0vrHQrW21a6+1Xca4kk3Fu5wu4gFsDA3EAtjJAJp+p6RbavHGl1JeRiM5BtL6a2J+pidSfoabqusJpYhRbW5vrq4JENraqpeTHLHLFVUAdSzAcgZyQDXvtcvLK2hmXw7qdyHi8yURS2oMHqr75lGR/slh7021uwS6I1kQRxqi7iFAALMWP4k8n6muf8VWWuX5so9GtNPmjguYrl3u714WJR920BYn4OOuePSkHjGOWxsZ7HR9SvJby0F4LWIQrJFEcYZ98ir3xgMTSXHjayW1gn0+xv9TWWyW/dbSNN0MDDKuwdl64OFGWO04HFHW/Z/wBfl+Abq3f9f+H/ABIr7Stfj1S8vtITTmfU7SOC4W5ndfsroGAdCIz5o+c/Kdn3evPFLUPCWpIdPh0KOC3eytYbVNW/tKaKYKmPvwJHsmAwSFdsfMemSa1b/wAZ2VptaztLzVEFot7M9kqEQQNnbIwZlJyAxAUMx2nit2CeK6t457dxJFKgdHXoykZB/Kns/wCvP/gi0f8AXp/wP6Zy+uaBqt74iS90mG3sZAYlbUo9SmSRkVslXthH5cowWA3txuJGK6Gb+0v7Wtfs/wBl/s/ZJ9p8zd5u7jZsxxj72c+2Kt1Rutc0my1KHT73VLK3vbjHk20twiSSZOBtUnJyQRxSXYfmXq4Q+BLhdYvQsNg9neXv2o30kjtdQoZFle3RCpUIzqeQ6j5iSpIyetl1vSrfVotLn1Ozi1CYbo7R7hRK455CE5PQ9uxqU6lYi3e4N7biFJfJeQyrtWTds2E5wG3fLjrnihb3DpYiT+1v+Egk8z7F/ZH2dfL27/tHnbjnP8OzbjHfNVrHS7lfEeoatqDxs0irb2aRsSIoByc5A+ZnJJx2VRk4ptr4hjvfFl1o9qLWaO0txJLNFexvJHKWx5bQj5l4wdx45xVuLXNJn1EafBqllJelS4tkuEMhUEgnaDnAIIz6g0Lo/wCv6/QO6/r+v1OU0fwjrFp4gtb26+xRyQTSvc6nBcyPcakjbgscsZQKAMqR8z7NmFAB4m0rwSE1Rbm9sreyht1lW2gg1Ce7C71Knb5gVYV2k/Ii4J28/KBW/wD8JNoJ1b+y/wC29O/tDfs+x/a4/O3emzOc+2K03dY0Z3YKqjJYnAA9aWnL5D1ucP4W8E3mj3GnLfRacqaZki8t3d59QcI0SPLuUbNqMw27nHOAVAwe5IyMVnWviDRr26W2s9XsLidmdFiiuUdiyAFgADnIBBPpkU/T9c0nVpp4tK1SyvZLc4mS2uEkMR5GGCk46Hr6VTbe5KSWwmmaLa6QZTay30nm43fa7+e5xjPTzXbb17Yz+FGuW19eaBfW2kXQtL6WBlgnP8DkcHODj64OOuKpad4s0zV/EM2maVd2l8ILfzpZra5WTY2/bsYLnB4zyfwq3aa3YavZ3Evh6/sNTeHK4hulZA+OFZk3bfyJ9jU7q/8AXYraRyFt4E1SUau13LFbNeW1skCNqNzqGySGVpBuebaxQkrlRjuPc72oadrHiDw7cWmqW9hYXQlimt/IunuY2aN1kXfmOMgFlAIGeD1q74d1afWdLa4u7WO1njuZreSKKYyqGjkZCQxVSQduegqbW9bsPD2kT6lqtxHb28KkkyOq7jjIVdxALHGAM8mnJ21YK9/69DK1Gy1/WdD2XNpptpfQXcFxDHHeySxSiORXwzmJSmdpGQrY689KpL4Y1e7S+k1M2AmvNXtL/wAuF3ZESIQ5XJUFm/dHBwAeDhc4G5Y+KNC1LSpdSs9YsZbSBQ08yXSMsHGfnYHC8epq5p+pWOrWa3el3lve2zEhZraVZEJHBwykimrxf4/l/kidGvXT+vvMnxPo19f2IGhtHBM9ykl2q3D2jXUagjYZ41LofunIGcLt6GsPTvB2sadZw3MbWc2oWuqSX8UE93PLGyvF5RRpnDPuAJw5U5x0AOB21zcwWdrJc3k0dvBEpeSWVwqoo6kk8Ae9Ytz4x0iJNPube/srnT7yaSJ75LtDFDsjdySwyP4MdRjNJaXt/W3+Q3ra/wDW/wDmZniy9uRo+nLK1jaeJvtSyafZxTmfzH3bG25VGZfLdtx2gKCSeBmtttPvdJ8Lw2Hhs2xurdI44mvt2xgCN7Nt5LEbjn+8easS67pEGkrqs+qWUenOAVvHuEELZ4GHJxz9adPrOmWulLqd1qNpDp7KrLdyTqsRDY2kOTjByMc85o2+8Ny7XJ+JfDFzf+IbTWLK00/UTFAYJLLUZnjiJDbklG1XBZTnAK/xZBUjnT/4SS2k1nSrSyMV3balbz3CXcUwZAIynTGQwO/rnjHeppPE2hQ2CX02tadHaSKWS4a7QRsA20kNnBG4gfU4pdU/67B0KlrpmraNouk2Gky2U5hmX7fLdK6+ZGcmRowpOHLHIBJHJyan1jS7nVdS0xWeNdOtpvtM6bjvlkTBiXGMbQ3zk56ooxyanv8AxBo2lpbvqerWNmtz/qGuLlIxL0+7kjd1HT1FVtZ8Qx6Xqel6fF9lmur+4EZhkvY4ZFiwcyKjcyYIA2rzz7VXVev4i6fIo+KdP1/UNT0mTSLPTZYNPuluy11fSRM7bJEKbVhcAfODuz2xjvVbWfDWp3N3rH9n2+lvDr1skF3Jcuwe3IUoSoCHzVwchSUwQefm46K91zSdNmWLUdUsrSR2VFSe4RCzNnaACepwcDvg1nah458N6Vrw0jUtZsbW58oyP511GgjwVwrZYEMQwIGOQCam19P62Ku9/wCt/wDMzdY8Jzanq0Ji0rSIPKaHbrnmsb9VTBIUCMYJwVz5mMEkg/dPY1Qudd0iy1GDT7zVLK3vbgAw20twiyS5OBtUnJyQRxV+q6E6IKKxLLxTp1xqtxptzc2treR3T28FvJcL5lxtVWLKpwT97oM9Kvf21pf9r/2V/aVn/aO3d9j89fOxjOdmd2Mc9KW6T7jLtFUP7d0j+1zpX9qWX9ogZNn9oTzgMbs7M7unPTpWfpHjjw3rmpTWGnazYzXUcxiSJbqNmmwgYsgDEsuCefVW9KNw2N+iiqFrr2kX17cWdlqtlc3Nrnz4IbhHeHBwdyg5XB45oAv0VRs9b0vUbmW207UrO7uIVDyRQ3CuyBhlSQCSAcjBqjpHiCW5h1U65Ba6a2mXPkTMl2ZIseWkgbeyJjiQDkdutAG5RUZuYBdLbGaPz2QyLFvG4qCAWx1xkgZ96qWWqfbtT1C3iiAgsXSIz7/vyFdzKBjooZOc9SRgY5AL9FYNx4w0ltKnvdHvrLVRbyxRyra3SPsLuEGSucdSeeuKv2mu6Rf6fPfWOqWVzZ25YTXENwjxxbRltzA4GByc9BQBfoqlba1pd7pj6lZ6lZ3FjGGL3UU6tEoX7xLg4GO/PFUJvFmnPDp8+kXNrqkF5fLZGa1uVdY2Kkk5XIJGBxx1o62/rUOlzcoqg2vaQsU0jarZCOCV4ZXNwmI5EUsyMc8MFBJB5ABNI/iDRo9HXVpNWsV05vu3jXKCE844fO3rx1oA0KKwde8V2ek+Ho9Tsp7C8NwyC0STUIoEudxH3JGO0/LluM5xWlf6vp2lReZquoWtkm0vuuZ1jG0EAnLEcZZRn1YetAblyisDVfG/h3RbnT4dQ1eyiOocxM1zGqhCjMJCSw+Q7cBhkEkDvW3bXMF5ax3NpNHPBKoeOWJwyup6EEcEe9AElFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBxnibSrifxZDff2TrN/bCx8nOk6kLRlffn5v38RYY+tVNVE58cahHZ6BNqNzcaDBbqzSQgW4eSYESO752kgZ2B87eh4z12o67puk3Npb6hdrFPeSCKCLBZnJIAOACQMkDceAWAJ5FVdU1/Q9C1EvqDeVcvEvmzpavJ5cW47TLIqkRpktguQPvehpKPu8vTX8b/AOZV3dvrp+n+RzU2gavptrqWnrpX9tf2np0Fml35sYSIpEYyJQ7BtmSXGwOfmbjPXSsrPUvD/iC5mOl3OsJexW8YvLeSENCI02lXEjqducuNpbl24HGde/8AE2m6dqQsJxey3JjWUpa6fPcBUYkKWMaMFyVbqR0NW9S1GLTLVZpkkk3ypEkcS5Z2dgoABx65PoAT2qr3d+/9fqRayt2/4H+Ry2oeGrqceKZYrGNp9QvLWS3kygaRIkhxznjayuQDjnJHWu0rPl13TYdbg0eS6X7fcKzJAoLHAGeSBheAcZxnBxnBqKTxNpUOsLpks8i3DSCIMbeTyvMK7hH5u3ZvI/h3Z5HFIbfUyL9tVb4h6ddxeH7+Wytbee2e6WW2CkyNEQ4BlDbRsbPy59AaLyxvL7xja3VrpWo2z21wC97dXiPbNEFKsI4RK2HYHG7YhwTluza3/CS6f/bL6WgvZLmOQROY9PneJGKhgDKEKDhgeW4zzWtQtl5f8OD1ujOt0kHiK9Y6RFDGYIguoh0L3By2YyANwCdRk4+c471o1lWeu/btdvtNg0682WLiOW8YxCHeUV9oG/eTtcc7cdea1aOgdTldB0G7sdUMNxAFsdL81dNYlSriVt3AByvlr+7GQOCccVj6Bpnig+JNLvtZtb0LZwTpKjtZrDGzBcLbrF8+zK4/eNnhcjqR6FRQBy/hZ9TGta2+oaDfadFfXQuYpbiW3YYEMUe0iOViGyjHpjHfPFbmsLdvod8umxwy3jW7iCOcZjd9pwG9ietS3thaanZyWmpWsF3bSY3wzxiRGwcjKng8gGqGn+FPDuk3i3elaBpdlcqCFmtrOONwD1G5QDQ9VbysO9nc4238OeJNUOsm9bUImvdH+xxTalJaq/mbmO3FqMBPm4JLHk9O+/dwah4h8G6jpCaLcaHI1r5MSXMsJjfIxsUxO5C8bTkDg8DtXU0UdLf11f6iWjv/AF0/yOU1MalrXhWW3g8PXWnz2s1tNHbTy2/74RSpIVjKSMBwmBu2jJHQZxmX+hap4hh1Y6honkw399p7i1nmjdnhjkQyb9rFRwG+UE5HQnOK76in1v53BaHOeItMurbT7i48NWh+23VzA9yYBGZSiYUtGJT5YcKBgtxx3IFc7ZeHteGm3dxfWlzdSDXI9RW0uprfzbqJYY1w3lgRBww3AcDcg+b+KvRaKS01/ro/0Dpb+v61OU8TXc0vhE61Lp89heaXMt3Bb3TRmRmQ4KAxu65kUsgwSfn6dq2fD+nHTNHjjlA+0ys09yw/ilcln/U4HsBVm602xvZ7ee9sre4ltX328ksSu0Lf3lJHyn3FWaA/r+v66nO+OFv7nwxc2Ol6Vc6jNdRlB5EkKCPpyxkdePpmsnxHod/4iu4bz+x2QNZCFobloi6H7VE7KcMy8ojHgkcY68V3FFHW/wDW1hNX/rzueawW97oniiw8zQJtSuxFqssUUDwbo1ku1ZX3SOoAKsAcEn5sY61saN4SmstU8OSahbQz/wBlaVNB5wIZYZXaPhM4ONodQcDj0ziuuNvCblbgxIZ1QospUbgpIJAPXBIHHsKkoWiXlf8AG/8AmN6tvv8A8D/I4m60O50S9votJ0D+07G902Oxt41mj224TeNknmsD5Z8wH5dx4b5emS58K6hCtjZ2+LiC70+LTtUmyBlYyDvwTk7kMycZOWTsCR21FC0/r1/zB6/16f5I8/8AEnhvU7nXtT2pq82m6pbxQsukmxG1FUqUf7Qu4AZLKUY/ebgHkyatpGtCbXbOz0l7wanPbzRXzXEaqkaLGDG2Tv3Ao5AC7Tv6jJrvKKOlgCuQi8E6YPiNc6w+gad5LWkLx3Btot32kSyMzjjIfBQ7u/HPFdfRRs7h0aOa0jwtbI+qyajYIsl1qxvQ4b5n2MpiYlTnjb0Pvkcmsm30TVtlpo8uklBa6u2oNqxljMbr5rSZUbvM8xg2w5UDBb5iMZ7uiktEl2t+Fv8AJA9b+d/xv/mea6X4O1S0msXbTkjMKacHIePIMdxNJN0P+2pPqT3Nei3MIubSaAnaJUZCfTIxUtFDV48o7+9zddPwPO/C3hXUYdR0WTV9PuEu9HRkn1C4u0lW4xGYlWBVPyRkHcQVj+6uQxyw6xxqOs2Otafe2H9nI2+3tZ/PWTz0ZMeZgcpySNp54rYopy9+6Yo+67o4bwr4emsNYtLmLw6ND+zWTQXsgljb+0JTs2sCjEyAbXO+Xa3zdOWxYl8Oahq3hLW/tyCHVNYLOYmlwIkXiKEuhOAFAyVJ+ZnI61u6Vrn9p6hfWUmn3djPZFN63JjO9XztZSjtwdp64PtWpTev9fMSsv6+R5zN4Svb+w1V9D0b/hGDNDAYrVnhBluYpfNEhEZkjHQLuOSe4wBmKfwdqN7a6jqGm2N1pN662rRLd3Uct1PJDN5jM0mZF5G1U3EhcdAOK9LqO5uYLO1kubuaOCCJS8ksrBVRR1JJ4ApbaroPdW/r+tDmPCOgmw1XUtU/s6400XkcMQhu7gT3EhQuTJLIHfcTvwMuxCqBx0Gx4m06bV/Cuq6dalRPd2ksMZc4XcyEDJ9Mmkj8SaXL4eOtxzyNYDPzi3k35DbCPL2787hjGM1Y0zVLfVrdprWO7jVW2kXVnLbNnGeFlVSRz1AxQ7vQcXZ8xz2onV9Tt9I1EeH7uKTTL0Sy6dNPB5k6mJk3IVkKEqzgjey/dPQ4zoeF7G6tl1O7vbb7E2o3zXSWhKloV2ImGKkruJQscEjLdT1rdqrqWp2ej2El7qVwtvbxjLM2Tn2AHLE9gMk9qL2u/wCun+QktkYHjHSL+9utLvtPju7hLR5EurayuVgnlikUA7HYrghlUnDIcZw3Yt0aw1Dwx4Ou30zRElvZZ5LmHSkuEjChmG1DIcqGCgFjyC27k5ydm68QadaabbX8kk0kF2FNuILaSaSUFdwxGilz8vJ44HWo5PE+lR6Vbaik8txb3f8AqPsttJO7+uI0Utxg54474pW5b/18gunb+v63MjxTon2/V9N1K60H+3raG3mt5tPzESC5jYPtlZUYAx45OeQR0qMaFqo8Had4eMeIriUpeuJgwtrXcz+SCTlvl2xcDoSeMCupsL611PT4L2wmWe2uEDxyJ0YGrFVtoLfU4rxlo13qGrW7jSry+sUspYkOmTQwzxSsR95pGTMZUfcyykj50bC4zZ/C+tR3FtLqdg+rxz6XBa3NnYXEdvbi4iLYMikpvhIcjaMr1zGeMeg3l3DYWM95dNthgjaSRsZwoGTTraY3FrFM0UkJkQMYpQNyZGcHBIyPYmp6W/rr/X3D63/roeby+C9R0x4bX7BPrVi+lW9p5EN0kMK3EIZd06sVLxEN90bxwcoTtrpINS/4Rqbw14WgjS/neBYZyk+JII0jIExTBJQsu3JIAJA5PFdDLfW8N9BZySYnuFdok2n5guN3PQY3DrU9VzXbff8A4P8AmKwVx+q2usReLDdeHrPUoXmeFbmaSS2NjOinkspYzKwQsBsC5YLnI5rsKKXW4+h55r+leKNS1yeKO3u/sY1O1uIvJNols8SPExZy2ZzKNrdNowowex2X0G6/4SqWNYAdHuLmPUpGyuBOi7dm3OeWWOTIGMq2TkiuqooWiX9dv8kD1OXSXU2+IBuW8P36WX2X7J9raW22ZEhbfgS79pH+zn2qnYeG7u0g0UrYxxS2+uXV7clSgISQXADkg8kh4x3PPPTjobbWxP4guNIksLq3lhiEyTSmMxzJu25Xa5Yc/wB4Ka06I6RVv61/zB/E/wCulvyPKfCEk8WpaHPq0U39nvdXR0q4SCILJJOXf5pBO0jgruwTEmeC3Ir06/iefTbmKIbnkhdVGcZJBAqraeHNEsNSk1Cx0fT7a9l3eZcw2qJI+45bLAZOTyfWtKk1ePKxp2lzI8vHgXVzZwwW1qllKVjjM6ug8oDTZIM/Kc4WV8cepI45rRudE1nW7XyodI/sOS00W4sI3kljIlkkVQojMbMRGpTOWCnlfl647+mySJDE0krqiICzMxwFA6kmnJ3bb6/8H/MI6cqXQ4ebSda1tNREeknQ0m0RtPtlnmiYpJk8ERllVeRgjPAOQOAZvDWn39nd3OqX9jr8l3FZLbpDdtp4WRQdwSPyCoJBzgvtA3Hpk1v6R4l0vXJpIdOnkaWONZSk1vJCzRtkK6iRRuQ4PzLke9X7u6jsrSS5mWVkjGWEMLyufoiAsfoAaNtf66/5slK+n9dP8kYHgsajDZ3sGp6Pd6czXtxcoZ5IXDrLM7gDy5G5AIznHPTNbOsWb6jod/ZRMqyXNtJErN0BZSBn86zrfxlotx9s/e3cDWcSyzJdWE8DBWJCkLIgLElSAFBJPA5qSHxZo81hd3huJoY7NlWdLm1lhlQtjaPLdQ53ZAXAO48DJ4pSSkrMpNqV+t/+CZF1Fq+qeHdOL6DcQXGmXVvNJZXE8J+1BBzsZZCuQcMu8rkqM46jS8OWl2t9q2p3lidO/tCdHS0dkaRQsYQu5Qsu5iOxPAXJzwJ4/FGkSaTPqP2iSOC3cRypLbyRyo5xhDEyh9x3LhduW3DAORVnStYstatnn0+V3WOQxSJLE8UkbjnayOAynBBwQOCD0Iqt238/y/4BNkkvu/MoeK9Pub6yspLS3+2GyvYrqSz3qv2hUz8oLfLuBIYZIG5BkjrUF5a3OvX3h+8uNHmtls755pYbxoWaLEMiq/yOw+8y4wSR14rpKKS0/r+uw3qee3XhvW4LazntI7uM2mqX8/k2DW3nbJpHKOnngx5w3IJU4duc5U2YNCvNLttDvrbTtRvxYzXMstjdS2wuA8xJ8wbSIcqSwADKArnHIwe5ooG9Xf8Ar+tThfF3hvVPFt9o9xbxTaekVrcefFcPGQWZoisEwRm3I+xg2wnjvzgtvL67HizRLx/Ct1LerpV0BZRyWxa2PmRLne0gXaRxlSTg8gcgd5UZt4TcrcGJDOqFFlKjcFJBIB64JA49hQtH9/5P/MT1Vv63TODsNC1jw2io2j/22s+kQ2OyCaMLbuhkLK3msuYj5gGVBPycr0q1fWWr6ZovhvSrbSL3V30w2zz3NtJAiN5alWAEsqtnv0xg9a7aij/NP7ndB/X6HG634eutSfxRcJpytNqOiJaWxcpvZ8TZjznjlk74z34q7qUWo2Ov6bqttplxqaR2UtrNFbSRLIjM0bBv3jqpHyEHBzyOD26WinfW/wDXX/MOln/W3+Rx+qWusReLDdeHrPUoXmeFbmWSS2NjOi/eLKWMwYIWA2AZYLnI5rsKKwpfA/hOeZ5pvC+jSSyMWd30+IsxPJJO3k0lpoBz8uh6jcX2q2C6HJEt9rEN9/ahkhEflxmJgeH8zf8AuyACuMnrio7Tw1qkXiFodQ/tmW1/tZ9QjltWsRa8uXUsWAuAQDsIGeBgHacDqZPFGj2+sLpT3DLceYsGRbyGFJCuVjMoXy1cjGFLA8jjkVsULRK3T9Lf5IHrdPr+t/8ANnH2trrFr4wdtKs9StdOnunkvFvZLZrZwVwZItrGYOzBSA2FwWyAav6Wl/pviXVIJdLuJbW/u/tMd9HJF5UY8lF2upcPnMZ6KRyOeuJm8X6VHqUVhMNQhmmn+zxtLpdykbyc8CQxhD0POcEc1Yi1bR9avL/R45ob2SBNt3AU3ptYspUkja3KspGTjBBojotPT8v+AD1ev9bl+5jaa1ljjcxu6FVcfwkjrXEaXo2quuhWc+i/2eNDtZInuTLEy3JMXl7YtrFtjH5zvC/dXgnpf0rS/A/9vGLRvD2nreWjki6ttH2xxup5CziPZuB4IDZBBHUGtfS/Eun6zcGKwF62AWEsunzxRMAcfLI6BG/AnPalZNW7/wBfqO7T9DD0Pw/daU/hdlsFiXT9GmtrlIig2yt5B28HnLI5yOM8k807Q7a8v7vxHba34evbKz1aYyhrmS3dWQwRRFCI5WO47WPTGO+eK6+obyytdRs5LTULaG6tpRiSGeMOjj0Kng1UnzXb63/F3FH3Ukuhx/heW7j8P3viC7ge/vYoDZ2/kgs1zHAWUMoH/PR9zcdivJxmr8/hq5f4dXOiRTIb66t3M0hJVZZpCWkzjOFZmYd8A10sUUcEKRQIsccahURBhVA4AAHQU6k9bgtP6/rY5TVIbzxH4SuNOfw5cWPzwL9munt2SRBIpYDZIw2hVPDYz6VU8Q+HNUvW106bGYxcfYZYRG0YM3kuWdQHDKG2hQN67TwDx07G6me3tZJYreW6dFJWGIqHkPoNxC5+pAqtouqx63pMN/DDNAspYeVPt3oVYqQdpI6qehNG7uLbQ40eHNQudJvbp7bVp7yS+trma11Z7NTdrCQdo+z/ACZIAHzYyVUEgDNaHibTtU8XaJYww2uo6JKuoK0jmWATQxhGBkUo7r/F2O76da6fULqSysZLiGznvXQZEFuUDtz23sq8deSKbpOpRaxo1nqVskiQ3kCTxrIAGCsoIBwSM89iaLXXzX9fgPb+v67nD6jHc2Ok+FbS98OBpdP1dY0tLQwmO4KW8xWWIO4CjOGw5DAg9cAmxDo+sWl5a642ktcH+0Lm6bS45ovNhEsYRWUswjLjBLfNj94+Gbv28tvDO8TTQxyNC++IuoJRsEbh6HBIyOxNSU7vf+un+QOzsu3/AAf8zg77TdYh8B6hZW+hTz3Wq3E8y2ttLABaB33BXLyKCe52bhuJ69TsyWM+qeKtC1e40t4EtbW6DLcmJpLeRzEF+6zDJVX5UnjIJ5ro6KS0/rysHW5xUWjappvhzw20WnPcT6RdtJLZQyRq5jMcsYCFmCceYpwWHAPfiuxtpXntY5ZYJLd3UM0MpUtGfQ7SRkexI96o6v4g07Q/L/tCSbfKGZI7e2kncqv3m2RqzBRkZbGBkc8irttcw3lrFc2kqTQTIJI5I2yrqRkEHuCKFsD3RLRWVq/iTTdDkCX73BcxmUrbWc1wUQfxMI1bavXlsA4PoaW88SaXZG3V55J3uUEkUdnbyXLsh/j2xKxCcj5iMcjmjcNjUorN1DX9P0y6itbl5nuJRuWG2tpbhwucbmWNWKrnjccDPeq2qeL9K0WaWPURqEQixvmXS7l4RnGP3qxlO470AbdFFFABRRRQAUUVl6frgvtav9LksLq0nslSQtOYysyOzhWQo7HB8tuGCnpxQHmalFFFABRRRQAUUUUAFFFFABRRRQAUVS1TV7PRrdJr95AJHEcaQwvNJIxycKiAsxwCeAcAE9AafpupWmr6fHe6fMJreXO1sFSCDggg4KkEEEEAggg80AWqKpapq1lo9ss9/Kyh3EcaRxtLJKx/hREBZjgE4APAJ6A1WuvEljZ29tPNBqbJcpvQQ6VcysBx99VjJQ89GANAGtRWEfGeif2fa3sc11NFdo0kSwWE8shRTgsY1QuozxlgBT77xfoen21vcT3jPDcQfaUe3gknAhwD5reWp2pyPmbA96ANqimpIksayRMrowDKynIIPQg0UAcj46uYYDp6pY309x9utZ5HtNNmn/dRy7jlo0I4+Y7Sc8nA5qLxlrJvEg0JbHVFsNSty97exaXcTeXCeDEqpGxEjDj5gNoyeuAe1ooW1vO/9fcHW/kcR4iaWDUftvhy41uLVprKKOC1i0wvaz7Wdo1mkeLEfLsG/eIQPQ4rW51fxlFG+Gh0WISPj7puZFIA+qxlj/21Wuhop3A4vX7+3tvHmiNHYaiwtpZnuprfSriRMvCFUl0jKt2GQTjHOMU3WNWOp+MrfSryx1ODTdPnjm85NMuJFvJxgoFdIyqxocFmJGSMcKCT2UdxDNJLHFNG7wsFlVWBMZIBAI7HBB57EVJSWjT/AK8g7nF3Ru7bxa//AAj91q7z3F7E95Zz6fiy8vaqSOJmiU5CKCAsh+YDgjIrtKKKOlg63Oe8N/8AIc8U/wDYUX/0lgqnpmn+MIvECy6jqHmadvctH9uhf5cHb8gskb0/5aD6nvsJpOlafrz6iskkF5qD7SjXsgjmcIOkRbYW2R9QucKfetWjt6W/Ab1ucjomn+MYNYWTWdQ86yw25Pt0MnODj5VsYz1x/GPx6U3SdO8aQ37Pquo+bb+W4C/b4X+Yg7ThbGM9cc7uPRuldhRQI4/SdO8Zwvdf2pqPmq1s6wf6fC+2U/dPy2MePqdwH91qdpOn+MoUvf7V1DzWe2Zbb/T4X2y9j8tjHt+p3j/ZNddRQByGm6d4zitr8ajqPmSvAVtj9vhfZJnrkWKbfqQ4/wBml07T/GUen6gmoah5lzJGBaN9vhfY2eTkWKBeO5WT6CuuooA46007xomk38d3qO68cR/ZX+3wtsw3zfMLBQvHqj5/2etOt9O8ZroN3FPqO7UGkQwSfb4TtUfeG4WIA+hjbPqtdfRQByMWn+Mh4dnhl1DOpNOrRS/b4TiPHI3/AGEKPoY2P+0KaNO8Z/8ACOtCdR/4mX2kMJft8P8AqtvTf9h29e3l5/2u1dhRQByLaf4y/wCEbWEah/xM/tO4y/b4f9Vt6b/sO3r28rP+12pkuneNToMEUeo41BZmMsn2+EZTAwN32Ag854Ean/aPSuxooA4+607xm+i2MdtqO2+QyfaX+3wrvBPy/MbFg2B6ImP9rrTr7T/GUmj6fHZahsvIw/2t/t8K7yT8vzGxYNx6JHj/AGutddRQByF/p3jOTTtPSx1HZcxxsLpvt8K72zwcmxcNx3Cp9D1pdT0/xlLaaeum6h5c0cG26P2+FN8nrk2LhvqAg/2a66igDjtT07xpKtn/AGbqPllLZFuP9PhTdLzuPNg+e3I2D/ZFO1jTvGc1zCdJ1HyohAiyD7fDHmQD5jhrGTP1yAf7q119FAHI65p/jGfUQ+i6h5Nt5agr9uhj+bHzHDWMp/Hd+Ao1fT/GU2tNJpWoeVY/JhPt8Kdhu+VrGQ9c/wAf5dB11FAHJXun+MH8SGaz1DZpnnKRF9uhX5OMjYbJm9ePN/4EOxc6f4wbxKZrfUNul+ereV9uhH7vIyNhsi3TPHm5/wBodR1tFC0sByQ0/wAY/wDCTecdQ/4lf2nd5X26H/Vbumz7Fu6dvNz/ALXeiLT/ABgPE3nS6hnS/tBbyvt0J/d54Gz7EG6dvNz/ALXeutooWlgetzkrHT/GEfiMTXuob9N81iYvt0LfJztGwWSt6ceZ+J7pomn+MYNYWTWdQ86yw25Pt0MnODj5VsYz1x/GPx6V11FHQDkNG07xlDqRfV9Q8212ONv2+GT5sfLwtjGev+1+B6VL4csPFttqhfxBf+faeWRs+2xS/Nxg7VsoT687/wAD26qigDA0v/ketf8A+uFp/KSt2QOY2ETKrkHazLuAPYkZGfpkVR03Q7HSbi6uLMXBmuyDNJPdSzlsZwAZGbAGTwMDmtCjcFoUdMi1WKJxrN5Z3chb5GtLRrcKPQhpHyffIqXUJre3sXnvIXmiiKuUjt2nbIIIIRQWJBweBkYzVmigDgdBe3u/h1dWd/DrNl5VxK7lNLnEy7rhnRkRojv/AIScK2O+KfILzVPB+sQavdapJYPKi2dzcaUzXMq/KWEltGiloy4KlSiEpuzwQx7uiiyBaHN+Bg6aFJEdKttNhiuHWD7NYNYpcJgHzPs7/NHySuGyTt3dCKteLJ4IPDty01tcXEjRSRwC2s5Lhw7RsBgRqxXgkbuBzjPNbVFKa500OL5Xc4hfEtzpPw60ttN0nUp74xRWYjk0y5/0dwgDSSIE37Fx/CDuOADzkDasfDXgeyi0Gz1S9mnkaJZptLuMxuxLPPLEI94XcSQoXkkAYHI7eiqk+Zt9yYrlSXY8q1Hw1BeWmmR2FjqN3bWtmPLluLSWGQTfa4iz7WVSj4MhBAGAWxgU690WGHw5YwXNkwNneX/2bT7jw/PqFq0ZnfZmKMfIQu3Y2RhWbAINep0Uulv63b/Ua0/ryscrdvNq66Do89mLF5kS9v7RWDCCOPaRFkcHMhRfQqr1n/ECzgnvrS4az/tKeCCQR2F1oc1/bzEkEfMg2wyZXbvJOAxypruqKHq7gtEcN4o0TSJtc0bWdd8MRXkZikiuwmm/bXRiqlAyojMwG1gDggZ7ZrI8VaRPe+I7hpo1t7d7eFdLuv8AhH7m+ktMDkxNE4+zurc8qM/LyduF9Qoo2dw6Hl+vWVrf674itV0+5vtdL24064W0kdLWXykxIJMeXCQQGJ3KxCgc/KK9QGcDPWoILG3trq5uYY9st0ytM24ncVUKOO3AA4qehbWAz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/3wa0KKKAOTTVYn+JDBbTUgn2L7L5zaZcCLzBITjzCm3GP4s7T61haPpm3VNK26NdQeI4b15NU1J7V0EkXz7s3GNsqtlNqBmx8vC7Pl9JopJWt5f53B638/wDKxwOgWqWfj6d7LTvtguZJ3nv7nRZra5twTuwblwFnTd8qqoBC7eSFzR4UtUsvGNx9i04XSXHnvNqdzostndR5cMEeeRQJwScDaBgIuc9a76imtLeQPW/mZGlRWaa5rT2unXVrcSTRm5uJlIjum8tQGjJJBAGFOAOQaPFdhc6r4P1awsQrXNzZyxxKxwGYqQAfYniteik9rDTs7nCeF7S7vvFkGszvqjvFp8kFyb61a1RJHaNhFFEQBtXY53DeTuAMjYGOq03WBqNpdXDWF/Zi2nkhKXVuVeTYfvooyWU/wkdfStGiqbuv673JscJeWV9ceBtT1K602WXUNUmjuHt9r+bbQh18sBUIcvGg37VIJfdjk1TtrOa5sdaubiXUnjjuLW5tdUu9KmNzLLGchWtgqsyKQPuIgIdu4Ln0eikPfc8zvNN164sZ9fHnTTHULWfaNOKN5UasrSJbMxcEb9wVyXJTp0Wuh8FWDw3WsahnUHhvp42SXUUMc05VArSGMqpTJ+ULtUYQELggnq6KFpf+u3+X9aWX9fn/AJle+S8ks3XTZ4Le5ONklxAZkHPOVDoTx/tCixS8js0XU54Li5Gd8lvAYUbnjCF3I4x/Ef6VYooGcp49Mj2NjbNpsN7aTTnz3n02XUI4cKSpa3iIZ8ngE8KeeuK5yw0+5HhfQo/EulXVzpNvc3i3Vgtg7gDzWFuTbguxjVeijeBlD0XcPTqKBnE63Z6dKmhNJo803heKOXzNOi0yQhJCF8ovbBNxUfvONhwxUkcAiWeaDS9d0e+sNJvRpp0ya2gitNPkBjZniKIYwoMWQp5cKoxyRXY0Uf196a/UW6t/W9zzfQPCcWqJocXiLTJnt4fD0cMlvcxkRiTcOHU8F16gHp1HPNQ+ONMn8qLSI9L/ALQS10vZaXl1pMuoSyy4K4R0ZFt5PlUmQkZLL/dr06ik9Vb1/G/5XHfVv+un+RwF5a2smsW8/jXSLrVbRtNgFqraZJepDMN3nbo0RirnKfMwGQMA8EVP4j0+T/hIpNMto2Ft4ohWG5KnAj8rHmk9wXhJQH1Va7iqMWjWUOsS6oscj3kqeWZJZnkCLxlUViRGDgEhQMkAnOKpu7uStFoVLq3sV8UaSX0y5kuYoJ1t7uJD5Nuvyblcg4BbAxkH7p6Vs0UUhnl1xo2pz3t5pF1/aZkbWftlpHBbMlq0bTiXzpJwCGZBuARmXlVGwna1ehjVM+IG0v7DeDbbC4+2GH/Rz823Zvz9/vjHSr1FC0SX9bW/r/IHq2/67mAsU+qeNDNPBJHY6RHtgMkZUTXEg+Z1z1CodoI4zI47VlaXfQf8LGv0trHUbeCWwgtYZG0q4ihDxvMWG8xhQAGXBzg54JrtKKB9Gec+EbG9sLvRLWH+3FvLVHi1gXjTfZWURkAx7/3RJkCFTFzjdu6mtLwy11DrUVppV1rF1o8cUnnrqunfZhAcjy1iYxRs+fmzneMAZION3aUUdbiCqGnQ6xFNMdWvrG6jP+qW2sngZP8AeLSvu7dAKv0UAUNc0tNa0K806Rin2iIqrjqjdVYe4OD+FctHJqk+g6v4huNHlfUnsktY7J1dWIRcycABjmR5Pu/eVFweRXcUUrbjPO/BO/RdQ124ewa20vyLaSJbDQJ7JJHzIHKW5LuWwEBIAJAXjGCd7wFdCbw2IGtr23lhmmLpd2ctucNK7KR5iru4I6Zx3rpqp6lpcGrW6wXUl1GituBtbyW3bP8AvRspI56ZxVN3Jsr3F1S+i0/TpZ50uJEA27ba2knck8fcjVmP5VwVupu/h/4WhvtK1CfT7FoYdXsZdPlDsFgIGYWTdKglKE7QRxnnaa7fTNCtNIkke0m1CQyAAi71G4uQPoJXYD6itGl/wPwKuecPpUDeD7+FrW5sdKm1QTadZHSJrpREFUlJLRV3CNnWRtp24yp4OBUl3aR3vw+sIL/TRpqQ3ZMVpb6FNcW86qWwZLNBuVGB37GIKttycjn0Oij/AIH4W/yF/X3/ANf8E44JBcfDKKPXPDUxtwUU6Zptu0bMFmGx0iBVkBwshQnKjIOSDXY0UU27iOI8VQ3lt4ugvi+ow6bcWBtpZ9LsmuJ1dX3BPlVmRXBOWC/wj5lODV/RGm8J+CtFtLnTb6aQtHbm3tU85rbexxvOfuIDgtk9O9dRRUrRW/re/wCo3q7/ANbWOA8aRXJ8QTNGup2ay6Z5Udzp1lNc/a23NmGUR5CKMghvkb5ztkXDZpXmn3kE00l9a61aXtzplsmnw6O8xignRGBiZo/lwrsOZj5ZB9mr0yii2lv66/5jvrf+un+R5vrVjfw6pqU11/bjandWkH9myaWZhD56oQVcx/IMSc/vvkw3H8ddNqMN5qutaXpk8L/ZLcLe30uwiOR1P7qMHGD8/wA5x08tc/eroqKrrcm2lv6/r/MKz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/3wa0KKQwrjLTSLhfEA0d7aQaXa376pFIUOxgw3LHuxjImd2wDkBF7EV2dFHW4dLHl1lDf3HxBsL8aMtlONSnS8eLR50kEWyVV8y8ZtsyNhCAqlR8gyMDPR6Zqkc3xH1Iraamkc9nbwRzS6ZcRxM8bzlx5jIFAwy4JODngmuupk8K3FvJDIXCyKUYxuyMARjhlIIPuCCKForDet/P/ADuEzOkLtEnmOqkqmcbjjgZ7V5f4SttTbxNHeWulx6a9zpdx9pMWiz2arcExlVmklY/aGBLYfaM/MQTkgdza+FNOs7qO4iuNXZ423KJtau5UJ90aUqw9iCK2qVgucJ4bsrSHQbmDSNIm0/xT9gZLi9utNdHkuMclrhl2y5k5yHYHr0qO10zS5/BOs2OhaBcWesT6XJDcNcac8Ms8pQjDTuoWVixOWDsCTnJBzXf0U3rd9/8Ag7feEXytPt/wN/uPNtZa58QWesmx0zVUjbw81sjy2UkLPKWOVVWAbcPpz2zWzqfh618N6Hqd74f01ri4ubeOKe2w0iz4Y5mkVfnlfDsW5LOBjqa7Cijpb+tW3+pKVn934W/yPLNL03VF0HxJb6bZSW1rK9q8UVjpcmmLNHuxcCKJ3LK5RSucqScEAZDHfl07RpvCVzJ4T0j+y3sZ1vIozpj2G+WPDfddFJ3KChbB4JrtKpappFnrVqLbUVlkg3bmjSd41k7bXCkb1OeVbKnuKHfoNWWj/q5jaHDFdeHb/Wbq2ml/tpWunhAPmGEptjjA7HywvH95jWtoCW0XhvTksbOextltYxDa3KkSQJtGEcEkhgODknkVfACqAoAAGAB2pael3b+rC1tqcj41gv01LRtRs2uY7e3eWK5ms7T7TPAsigB0jw2Tldudr4DH5cZIb4f3+F/Bl9fNp+qXKPdTXUVosZlu3R34O1jnc33ypwRuIIGMDsKKlK13/X9aD3t/X9bnIeLbTztZ0i/vV1b+zI4Z4510zzvNV38soSIP3mPkYEr0JAPBNMjbXI/AlrYKL06jfStawzyqXktoGdtssrdmWEA5bkvgHk12VFPS1guzgfFNk1hqdlBYJqWmWkOmPbw3el2Mt0zHIAgdIw21AOckBv7rpg5zDp+qWc9t/aNlf6fZ3mi21u9ro9s0z+bFvBtjKu4xIRJ97j/rouDn1GijpZ/1v/n/AFrd9b/10/y/rQy/DNhPpXhTStPuzme1s4oZOc/MqAHnvyKK1KKcnzO7JSsrHC+JtJ/tbx9Cn/CP6Nrfl6Zny9Wk2LH+96r+6k5/AVNrV1qiazqFra6yNGsdO0eK7CwwRMFk3TDlpFIEeEGRgHgYK856LU/Dmia3Ikms6Pp+oPGNqNd2qSlR6AsDiqU3g7SbvxMNXvrGzujFaw29tFNao/2cxu7bkY/dzvHQDG0fhKVo8vr+N/8AMu6u36fp/kc9Pr2r6jZ6nff2u2iNpWmwXZtVhjZZGeIyEy71LbMjYAhU/K3zZxjUsrvVPEGv3MJ1K40eOwit3Npbxwl5jIm8s5kRiFzlBtCnKvyeMb17omlald291qOmWd3cWp3QTT26u8RznKkjK8gHj0pL/QtI1W4gn1TSrK9mtzmGS5t0kaLnPylgSOQOlV1uRbS39dDi7yTVLHWPFOqWGqPbxWupWpNqsCMs+YbcOHZgTgqcDbtIOSS3AHodV3sLORZxJaQMLhg8waMHzWAABb1ICqOfQelWKRT1ORnsI7b4raZcB5ZJrjT7wu0jlsAPBhVHRVHoO+Sckk1z82sR3XxD0jUdQttVjmW/ltbaF9KuQsUPkyLkN5e1i7YYkE4ULnG0mu4l8K+HrjU/7Sn0HTJb7eJPtT2cZl3Do28jORgc57VpSW8MskUksSO8LFo2ZQShIIJB7HBI+hNC0S8v8/6Qpa3MSzJ1XxjdXh5ttKT7JBxwZnw0re+B5ag9j5gqhothHYfErWVjeWV5NNtZJJZnLM7GWfknsOwAwAAAABXTWVjbadbmCzj8uMyPIRuJJZ2LMSTySSSao2/hXw9aal/aNpoOmQXu4v8AaY7ONZNxzk7gM5OTk+9C6A9mjm/D2nQ+G/E1vZ3vh7R4b2++0NFqVi4eeRQ29jKDEjKCCBkMwzgHqK7qqGnaFpGjyTSaTpVlYvOQZmtbdIzJjP3ioGep6+tX6OiQdWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBy3jEXsM2k3UGo3EEK6laxfZ4TsEm6UBi5HLDacBeBySQTt2xeOosWiyWmo6hFrEy+RpVra3TRq0/LbiikBwOC3mblCqeBk519a8Mab4gkhfU/tjeSQ0awahPAoYHIbbG6gsD0OMiob3wbo+oX8F9cC/W7t7f7NHPDqdzE/l5ztJSQFskAknJOBnOKFtbz/y/r5j638jF8SpNa67JqWsWutz6RBYRM0+mak0EVuytIZXeNJkZ/lKHhWOBgDtWvrTrquqaZo0fzwyn7bddf8AUxkFV/4FIU4PUKwqzeeGNM1CaJ74Xc6xIqeTJfzmFwvTfFv2SH1LAk981bt9MhttUvNQVnee7EaMXIwiIDtRcDplmPOTlj2wAxGFqn22D4gaCx1G4NvctcL9lQ7Igqw5+YD753c5PTjAHJMOtRGPxhpyaXqF/Jq01wk8tv8AanMEVmvyyFos7ADyFJUsXPBwDjV1DwlpWp6tHqV2b83URzG0Wp3MSxnGDtRJAq5A5wOe+aa3g7SDrdxqyC+ivLmRJJ3h1K5jWUqAF3IsgUgAYwRjFJbp/wBf13/4Ins1/X9djGuP+Jd4wnvNbtNcFtNfRJaXkWpN9kTciIiNAs2eZMjmMjLAk45rtay38OadJqw1GdbmedXEiJNeTSQxuOjLEzGNSOxCgjn1rUoXwpDe9zlfDmm2LeL/ABPqLWdub5dQWEXRiXzQn2aA7d+M7c84zimaZ8RNL1TxAukQRYnZ3QN/aNi/Kgk/Ilw0nbptyO4HNaGlafqlh4k1iSSGzbTr+4Fyky3DecpEMce0x+XjHyE539xxW7R0XovyG92cjonxF0vXdYXTrWHbKwYg/wBo2Mv3QSfliuGft/d+uKbpPxJ0rWL9rS2h2usbyE/2lYScKCTxHcM3brjA7kDmuwooEcfpPxJ0rWHult4dptbZ7l/+JlYSZVev+ruGx16thR3Ip2k/EbS9YS9a2h2iytmuZP8AiY2MmVXr/q7htv1bavqRXXUUAchpvxI0rVLa/mghwtjAZ5P+JlYPlQcdUuGC/Vyq+9Lp3xG0vU9P1C8ghxHp8YkkH9o2L5BOPvJcMq/Vyo9666igDjrT4laTeaTf6hHDiKxEZkH9pWDZ3tgfMtwVX/gbLntk8U63+JGlXGg3eqpDiG0kSNx/aVgclunzi4KL9GYE9ga6+igDkYviNpc3h2fWVh/0eCdYGX+0bE/MRn74uPLH0LA+1NHxJ0o+HW1nyf3C3Itiv9pWH3tu77/2jy+nbdu9sc12FFAHIt8RtLXw2utGH/R2ufswX+0bH723P3/tHl/hv3e2OaZL8StJi0GDVWh/czzNCo/tKwHKgE/ObjYevQMT6gV2NFAHH3XxJ0q00Wx1OSHMN8ZBGP7SsFxsOD8zXARuv8DNjvinX3xG0uw0fT9RlhzFqAcxj+0bFcbTg/M1wEb/AIAzY74rrqKAOQv/AIkaVp2nafeTQ5jv42kjH9pWCYAOPvPcBW+qFh6kUup/EbS9KtNPuJ4crfwefGP7RsUwv1e4UN9ULD3rrqKAOO1P4laTpS2Znhz9rtkuU/4mVgmFbOPv3C7unVcqexNO1j4kaVotzDDcw7mmgSdf+JlYR/KwyOJLhSfqAVPYmuvooA5HXPiNpeg6iLO7h3SGNZM/2jYxcMMj5ZbhG/HGPQmjV/iNpWja02mXMO6ZdmT/AGjYx/eAI+WS4V+/93ntkYrrqKAOSvfiJpdj4kOiyxZuBMsO7+0bFeWxj5GuBJ36bM+gPFFz8RNLtvEp0R4s3HnrBu/tGxX5iQPuG4Enfps3egrraKF0uByQ+IulnxN/Ygi/0j7T9m3f2jY/e3Y/1f2jzPw2bvbPFEXxE0uXxN/Yixf6R9oNvu/tGxPzA4+4LjzPw2bvautooXS4PrY5Kx+Iml3/AIjGjRRYuDK0W7+0bFuVzn5FuDJ26bMjuBzSaJ8RdL13WF061h2ysGIP9o2Mv3QSfliuGft/d+uK66ijoByGjfEfStb1I2VrDtk2O+f7RsZOFGT8sdwzduuMDuRUvhz4gaZ4m1Q2FlFskEZkz/aFlNwMfwwzu3frjHvXVUUAcv4e06y0zxp4hi06zt7SN47WRkgiVAzESZYgDqfWumkcRRtIwYhQWIVSx49AOT9BWLothqcWvatqOqw2kAuxDHDHbXDS/LHv5YsiYJ3DgZ+tblHoJFHTNXttXieS1jvI1RtpF3ZTWxP0EqqSPcVneOJprfwXqEls06yBUANvKY5Dl1BCsCMEg4zkdetb9VdS0621bTprG/RpLeYYdVkZD1zwykEHI6g0pK6silozF0rSIbrR7m2uLHxBpqPICVvdZkeY4HVZI7h2VfYMM+lczpt+uifBu31SfVbqO91O3hia8v8AUJJBHLIdgkBlchAu4scYHy13mmaRbaTDJHayXkiyHJN3ezXJH0MrsQPYUy30DTbWy060gttsGmsGtU8xiIyFKjqfm4Y9c+vUCn/wP+CJaGJ4V1g6n4a1K30LUrXU7rT55re2uZbgzxycb4S7gksAroGOScq3euntftH2OH7b5f2ny187yc7N+Pm255xnOM1UuNB027bUTPb7jqcAt7vEjDzYwGAHB4OHYZGD054GLdrbRWVnDa2ybIYI1jjXJO1VGAMnnoKf/AF/wTmPGd9Imo6PpuNQeG9eVnh012jmnZFBWMSBl8sZJYkso+TBOCQczT9a8RWPhAL5Ty3FvqctpJcNDJqDQQgkqSkZWSYr8sZI5zljkAk9jq2i2Ot28cWoxM/lSCSKSKV4pInHG5JEIZTgkZBGQSOhqu/hnTW0uDT4xd21vAxZRaX08DMxySWeNwzkkkksTkkk5PNSr6/12/4Yp/1+JZ0a9XUdHtrpLuG88xMmeCIxox6HCMSV5yNpJIIweaTU9XttIjje6jvJBIcAWljNckfURIxH1NTWFhbaXYRWdjF5UEQwq7ix9SSTkkkkkkkkkknmrFN76CXmNRxJGrqGAYAjcpU/iDyPoa5rxlYWcsui3stpA93BqlssVw0YMkYaQZCt1APfFdPWTrPhnTdelhfUvtpMJDRiDUJ4FDA5DbY3UFgeh60faT7NMT1i13TM/VdW1qXWL+y0GTT7cabapPK19C8nnM+8hBtddgATliG+993jmjdeLr4z6XdAx6XpN5aQ3JuriwlukJc/NG0kbqsG0FfmfIO7/ZNbeoeE9H1Ro2vYJ3ZYRAzJdzIZox/BKVYeavXh9w5b1OXX/hjTNTuElvVunVQq/Z1vp0gYKeA0KuI2HqCpz0OaF/X4/wDAG/6/D/g/eZur+INQ0/xRFbTSw6dpZEWLqfT5Z0nZmIZPOR1SAj5QN4OSwxnpW9N/aX9rWv2f7L/Z+yT7T5m7zd3GzZjjH3s59sVVvfDWm6jfi7vRdysCreSb6cQEryMwh/LPIB5XrVqbSrO41a11OaHdd2iSRwSbiNivjcMZwc7R1HahbB1LdeXXer6pNfXWrWY1I3FlrX2aR3umhs44RMIvJEROJXdSG3beC/3xtC16jWQ3hfSG1g6mbVvtDSCVlE0gieQDAkaLdsZxgYYruGBzwKF8Vwfw2NeuOGkwDx9awabe6qv2NGvL4Sapcyxtv3LHEUdynJ3N042D1ro00XT4/EEmtpb41GW3W2ebe3MYYsF25x1J5xmpLTTbWxnu5raLbLeS+dO5YsXbaFHJJwAFAAHAxQt7/wBf11Do0cRoGpahPqVhrGsWlz5Oq3EkFvIurSYh4fYrWqgRhcIRuyz5IJA6Lo6fpUKePCml3uqeRpkBN2s+qXNwkkso+RCskjL8qgseM/MlbNt4W0iz1T+0ILZxMHeREa4kaKJ3zudIixRGOWyyqCdzc/Mc3bLTbXT1nFpGU+0TNPKS7Mzu3Ukkk+gHoAAMAChaL+v67sGc1osLQ+N54dK1G/vrO3tmTU5Lq6aZPtRZSgUMcI4UuWVAqgMvHQDrycDNYejeD9I8PyK2ki+hVSxEL6lcyRZYksfLeQrkkk5x1Oa3KOiQdWyhpmtWurmUWsV9H5WN32uwnts5z081F3dO2cfjUup30emaVdXs8sUMdvE0jSTNtRcDPJGTj6CrVV7+xttT0+exvohLbXEZjlQkjcpGDyOR9RyKHtoNWvqcVaeOr+KHV0u4lvprOG3kt2Gm3GnCRppGjVWSbc2AyglxkYJ4yvO3fajrPh/w7Pd6pLY6leGSKK3S1tntk3yOsahi0khxuYEkY47VPbeD9EtkvF+yPcfboRBdNd3Elw0yDdhWMjMTjcf8gVNB4b02HTLjT3W5urW5GJY728mucj0Bldiv4Y55oYupTu73WtG0yGTUrmwvJ5r+3gBt7R4FVJJFRuDK5Lckg5A6cVS1bxTqtoNWXT7S1nntNVtLKCOVmRXWVYSSzDODmVuQOMDg99YeFtMOlS6dKLy4t5ZFkP2nUJ5nVlIKskjuXQggEbSMEZotfCmjWVvJDb2jBZbmO7kLzyOzzJt2uzMxJPyLnJ5Iyc5NNb69/wDL/J/eLp8v8zPutY1nR9Juv7cuLCK4+0rDZ3UNnLIs4ZQfltkdpGYHcNobkDdwAaoWPjDVNR062traOEancalJYi4ns5oYlCIZTI0DkSD5BjYWBz3xXU6ro9lrVskGoJIyxyCWN4ZnhkjcAgMroQynBI4PQkd6pL4O0NNLbT0tHWFrj7VuW5lEomwB5gl3bw5xywbJyc5ycpdb/wBbf8Eb6W/rf/gDLnUdT0ibSF1SazuIbmZ7e7uIYGhCOQTEVUu2B8u05JyWUjHSm2d/ruq+EVv7COwjvrl/NtUuA4jEBkym/B3bjFzx/EfSotb8NzX+iw+H7VUfS5XBup728lmnRQ4fCb9xcnBALONvBAOMVsappFjrWlvp2pQedaOVLRhiudrBl5Ug8FRTXcC7XE+Krm4vPFUWjImqTL9gNxFb6bcval5C+3fJMrLtVAOmTnf91iAK7aszV/D2m628Ml/FL5sAYRzW9xJbyKrfeXfGyttOBlc4OBxwKlrVf10H0IPB17eah4O0251R1lvGhAmlXpIykqXHA4bGeg69B0rN8b6fBLaK8VzqMWp3rLZWYttSuYUEjZ+cxxyKp2jc545C1tXXh3Sb2DToJ7JPJ0yZJ7OOMmNYXQYUgKQMAHGDx7VYm021n1K2v5oi9zaq6wsXOED43ELnGcDGcZxkdzTerErpHK+LLQ2lvZRWGqam2tyCODTIUvHAdkOWkkQEK645dpAwx05IBl8ZROtxanTtQv11y4kjSwtobp1iAVgZGeIEKyBc7i4bqAOSAdTUfCGkaprB1W5W9jvjCIDNa6jcW5MYJIXEbqMZJNNvfB2kX+qnUphfx3jQrA01vqdzAWRckKdkgB5JP1OaOqb7istl2OL8Qavqcl54gvtP/tJrvRrpVjZLloLS3iREfa6Z2zPJuYfdbGVBKcGvUQcgcYrHuPCmjXWrf2jPaM1w2wyATyLHMU+40kYbZIV4wWBIwPQVsUfZSH1uFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcZ4m1W4g8WQ2P9razYWxsfOxpOmi7Zn34+b9xKVGPpV3UvEmo2epTadpekjUGtbCO9lnuboW4KkuCuAhO8+XkDAXk5K4Gbup+Hnv9WTUbTWdQ0y4WDyGNosDB13buRLG/f0xWZfeF73UvFlzPJqV/aWEmmwW0j2zQqboh5S6sShZeGHKbPvHB44Svy266/rb9CtLt+n6X/UJ/GV1PFNc6DpKX9naWsd1cyTXXkvtdPMCxrsYOwTBO5kHIGeuLaeI7zUtUa18Pafb3cNusTXVxdXbQBPMUOqoBG5ZthDHO0fMvJ5wl74LsrmSX7Le3unW9xAlvdW1o6CO5jUbVVtyll+UlcoVOO/AxYl8NKNT+26ZqV7pZdUWaG1ERjmCcLlZEbbgcZXaSMZ6DFaX8iNbef8Aw3/BMF/EeqaX4g8Qv9hN5ptrf26SSyXm0wo8MIIiTad2CxYglBzwWJIHcVj3HhqzuY9USSScDVJo5ptrD5WRUUbeOBiNeueprYpFPc5p73VoviHZ2dxdRfYLmzuZEto4xx5bQhWZzyW+duBgAEDBxk1ZNd1K78aactnMItGa6ls2XYp+1OsMjO2SMhVZAowRkh88YrQufC8lz4mg1o69qccluGSO3RbfylRipdOYixBKLyWyOxFRzeAPC0uqWmoLoWnQ3FrOZw0VnEvmOQRlztycE7h/tAHtQtl/XX/IUutjYiubx9XubeWw8uzjjRobvzgfOY7ty7Oq7cLyeu72q02Qp2gE44BOM1Vi0/ytXub/AO13T+fGkf2Z5cwx7d3zIuOGO7k98D0q3R0Dqc/pnid9TTSBHY7J70Sm6iM2TaeV8sgzj58SYTt1z2xVTTPG0WoeLDob/wBmMzrKU+xaotxNEUIys0YUeW2CejMMgjPTOxY6BaWGqX19C0jPenLRuRti7tswMjcTuOScms3SfBNvpM9k8Wq6lMmnxPDZwytFsgRgBgBYxuxgYLbjx15OQPQXwlGba98Q2YuLqaG21IJD9qupJ2RTbwsQGkYtjcxOM966GWTyoXk2ltiltoIBOO3OB+dc/Y6HceGpL/UYdQ1jXZbphJLZuLRTJJhE3KQkQBCoBgsBgHgmnvcT+I7W50jVPDWq2NpeQPDLNPNa7QrKQR+7mZsnPHFDvbTe36D0vd7GXpvxGsrhNUa8bTZE060F40mkaiL5WTLAqTsQq+QOMYO4c9a1jruoadod7qviTTbeygt4hKkdrdm4kf8A2SDGihs4AwzDJ64GTHbeDLRGuTqWoX+q/arP7DILp0UeTknaBEiBTyeRz78DFmDw5/xK7rTtV1a/1e1uY/KKXnlKUXBHytFGjZOepJPAIIo6f1/XYSvf+vL/AIJXl13V9O0g3utaTaW7Ge3hjit79pj+9lWMliYlAK7wcDdnHUdaZrHi5tJGo7NNku2sbi1hEcUgDzGdlXjIABG7oTg+o61O/hhrjR7jTtS1zU79JTG0cs3kLJAyMGVlKRqCQwU/MGzjnjOY4vBtqsdx9p1DULua5ube6lmnkTczwsrJgBQqj5QCAAOuMHmn1+f4f1cF5h/wkOoW2lalcaxplrp01kyhWmvttrIrAEN57IuACSG+UkEcZyKoWPj6O/0V7i1t7W7vvt406GKyvhNBNMVDgrNtHyBDljtyNrDBIGd7XNFh12xjt5p5rZ4Z0uIZ4Nu+ORDlSA6sp+hBFZ8Xgy1jsbqJ9R1CW5uLxb43ryp50c6oqB1woUcJ93aV5Ixt4pLz/rb/AIP9bP8Ar8/+B/W9iTWNQsI9OOsafbwm7uvs0rW120qQbgdjZaNC25gFxgYLDrVrR9TbVre4n+zmGFLmSGFi2fOVDt34wMAsGx1yAD3rH1/S9Sl8Lvo0D3urXN4Sq6hO0Ef2RsgrK2wJ9w4YbFJyo6da6GytIrCwgtLcYigjWNB7AYo/r+v66+Qv6/r+unmYPj2W8h8J3D2fmqilXnlt742s0aBgcxsI3yTjBBxkE80nibxZcaBfw21tpX27dEJpG+0iPaplSPABB3NmQYBwOuSO+h4i0E+ItNNi+p3thA4IlFoIsyg9iZEbH4YqC58KQX3lNqF/eXM0cIhMzmNWcCVZckKgXOUA4AGM9+aP6/D/ADB3/r1/yM228Y6nftaWthocMl9Ol0ZFkv8AZDEYJhE3z+WWIJPBCemQOoevjO7vW0iLRdF+1TapZSXY866EUcGwoCrsFY9XwCoPIHGCSIp/B1yviC1/szU9Q0+0WC8aW5tzAXMk86SbPnRsD72CBkYHPru2fh6x0+6sprMSRixtGs4Y9+5djFDkk5JPyDknuc5oWyfr+tv0/rdPd2/rb/gmQfFmq3MeNL8P+ZcQWUd1ewXl0bdoi4YiJPkbe/yN12j7vPJxMfGURtb24S0dkj0+K/tAXwbpJAdqgY+VtwC45+8vrVnVfC0Op30t1FqN/p0lzCLe6Fm6AXMYzhW3IxUjcw3Jtb5uvAxJdeGNOubjTJdjQrpoCRRR4CMgKsqMCDwGjRhjBBUc4yCb7/1v/wAD8R/1+X/B/AwfEPxHtvD+oS2tyNNRrSFJruO51RIZjuGSsEZUmVgBnnYCSADnOF8U+ItRmsdRi0O2jFvZSQR3N6920MiOxR8RoEO75XXJLL97HODW5eeHTNqsmoWGr6hpcs4UXC2vlMk+3hSVljcAgcZXBIxnOBitqPgy11G8u5X1DUIILx0luLSCRFjlkQKFcnbuzhFBAYKdoyDzk3WoHRVwd5qN5qvxIGmXOka6lrZ2ySJ9lv44EJeVl85wk6l0xHwpyfvZTnnvKoppMCeIJtYDyfaJrVLVlJGwKjMwIGM5y57+lC+JP+tg+y1/W/8AkYsXirUrjUp47bw/JJY2uo/YZ7kT5c5IAkSMKdyjcNxJXaMkbsHCR+Lrt5obo6Sg0We9NlHd/av327eYw5h2YCFxjIcnBBKjnG9p+mw6aLnyGdvtNw9w+8g4ZuoGB04rJh8HWkN8kgvb1rKK5N3FprMhgjmJLbx8m8/MxYKXKgnIAwMKOyv5X/C/62B9bedvxt+lzH074hXd7fW0cuhLBbzm3Pm/bQzKszuiHbs5O6M8Z+7g5z8tdpczi2tJpyNwiRnIHfAzWDbeCNNtWgMc90fJW2Vdzrz5Du6Z+XuZDn2xjFdEyhlKsAQRgg96Hfl03/4C/W49Ofy0/wCCeeeGfFeo3usaK739xqNpq8bfaP8ARkS2tZjGZVSCQKrSABXUkl8EclTwe81C8TT9Nub2UEpbQvKwHUhQSf5VkaP4QtNGuLdo72+uYLJWSxtriRWjs1bgqmFDNx8oLliBwCMnN600ZLZ9R867vL2PUJTI8N1LvSIFQpSMY+VOOnqTTnqmoaCjo/eOb8OatqWo3Hk6xc6xZXWpWjTWwktrZIFHGWhADOCoZeJuTnO3qBGbnW7CXxFNaa/NqVvplnsX+0Vto1F1jefmRIwAqFc7jjLckYNbuk+F4tLuop31G/vjbQm3tFu3Qi2jOMqu1VLH5VG5yzfL15OXDwrYf8IvNoUjTywXG9ppmcCWR3Yu0hIAG7cc9Me2OKJW6f1/S/EF5nIx+L7yx0vXJ01ia5htY7VI5tZhigltpZnKFnRFj/dKCjBiAGw2GI5DJPGWoaVFqkEuo3Mlti1Npqur20duYxLL5UjlQqAov3lLIuTn7y4NdUPBtpPFejV7++1Wa8hW3ee5dEdI1O5QnlIgUhju3Y3ZxzwMH/CG2k1ldw6lfX2o3F2saNeTuizII23R7fLVVXaxLA7c5POaOodLf10Kfg/Wr281fVdNvJr+6gt0hntbrULVbeaRH3qQUVUwA0bYJRSQehGGN/xvqOqaT4N1K+0NIDc29vJJvml2eWAhO9RsYMwIGFIAPqKuaToqaW880l5c393cbRLdXWzeyrnauEVVAGTwFHUk5Jq1qFjBqem3NheJvt7qJoZVBIyrDBGR04ND8hxspXexiz67rFlZ2kd5pVkdUvrjyLW3hvnaJsIXZnkMIKAKrdEboB34vaFq8uqxXcd5aLaXtlcG3uIUl81A21XBV8DcCrqeQDzgjiqknhUz6fBBd63qdxc2s4ntL9/IE1u20r8u2IIwKlgdytncfbF/R9Hh0e2lSOWW4mnlM1xcz7fMnkIA3NtAHQAAAAAADFPS7/rt/wAElXsv6/r+vnj+MNbfTrrTLBNQk01b1pC9xbwiachFB2RRlH3OxYcbW+UNgZ5FjwXqt9quhOdWWQXdrcy27tKio7hW+RmVflDFSu4DgNkYHQXdZ0OLWRbSfarmyurSQyW93asokiJG1hhlZSCCQQykfiARC3hqH/hGZtHgv9QtvPLNJfQT7LkyM25n3gYDE56AAA4AAwBKvrf+tv8Agjetv67lDxXrGoQalY6RpCXxnuopLiR7CKF5giFBhTMRGpJcctngEAZIIybrxL9p/syI+JbjQ7SazdkvLiKBZ7m5V9jRMHQpuUg5VVBYkbeAc9TqmgrqMlrPDqF5p95aqyR3dt5Zco2NykSIykEqp6ZyoxioW8NKthbWNjquoWFrEGEsdu8ebjccsXdkLgkljuRlPzEg5xg6f15/8D5gcrqHi2+m0fRry6vrvSorvTGupG023jkk81QudySo5SLnO8qAuRvZeMsvfE+r3PkWKao9tqaaTBdLDpVvHcm7uJQ3J3BlWBSoBfco+cZccZ6q88JwS3NvPpeoXujSQWv2MGx8rDQg5VSsiOBg9CADyeahbwRYRJbLpV3faUILRbJvskqnzoF5CPvVumWwwww3H5uab2dv63/zX+Wmp1/ry/4P+fbl7jxpqWsRxHTr24sbz+yre8gsrK2Sd7iaVWb95vUhIV2gbtyD5jlxxXfaJqB1bQLDUSnlm7to5yn93coOP1rMvPBllPOkljd3ulj7ItlNHZSKqzwLnajblYjGWAZdrDcfm6YdeaNfya5ov9nzix0rTAWdIrhwZxsKCFosbSo+VgxYkFcbec1Wl3bv/n/wBa/18v6/rTfrnLrxTJD4yj0GOKwjLKjbr2+MEswbJPkR+W3m7QOfmHPBx1ro6xNU8Nf2xeBr7Vr9rISxy/2cqwiEshDL83l+Z95Q33/04qeqH0Zn6344i0TxFBp0/wDZpSSaGExtqareEyMFDLb7TuUFhklgcBjg4GbbeJ5QLmEWGb2DUksVtzNjzFYqwkDbenlsXIx/CwzxmobrwPa3OoXM/wDaeoRQXV5FfS2cTRiJpoyhDE7N5z5a5BbHsOMabaDaN4jXWS0nnrEI/LyPLJGQHxjO4BmXOcYY8dMC2V/62/4K+d/Qfl/X9fp9+dayXh+I12l35scX9nqYI474yQsvmH5zEY12Sdshm4qGw8YXl3f2Qn0dbewvL2exiuPtYaTzI/M+bywuNhER53Zz/DjmrqeGpU8THWTr2pO5Ux/ZmS38ry927y+It2AT13bvepYvDNnDDYxpJORY3st7Flhy8nmZB4+7+9bGMHgc+pHSKv8A1qD+J/10/wAzHsPGmoajrWnQwaPbf2dqFxcQxXJvz5qiEsGZohFgZK8Df3GcE4rq7qf7NZzT7d3lRs+3OM4GcV5z4U8M6zo/iCC4i0yezmklf+0Z5o7EwTRksSI5Ix9pcltpBkPQEtzwfR7iFbm2lgckLIhQkdcEYqXfk03Grc+uxw9r8SpcpNqmiiysiCzzLd+ayKbU3K/IEGTsVgwzwduC2TjSHjC6sA0niTSUsIGspL2F7e6+0NsjALo67F2vhhwCw6/NwMyjwJpBjijma4mijK5jkZdrgWxtsNgdCjHOMc+3FOi8FWZjlj1O+vtVja0eyiW7dP3ELgB1UoikkgKCzFm+Uc9c3K13b+t/+B/W6jsr/MzU8Q6lZa9e33iS2jsLO20c3X2eC9M/AcklgURQ+OOCR/tYqfw54xtvFd1daVK1h5ptfN3aTq32oBCdpBkQI0bgkdPUEMcHF238G2gNydTv9Q1Z7q0NlK15KozFnoBGqBTyfmABOeScDFqy0S8s7WeF/EeqXXmR7I5J1ty0H+0pWIZP+/u6UlZKz8/zf/AFrv6fkv8AglXwUXGhXEUk884g1G8hR7id5nCJcOqgu5LHAAHJPSrXiq81HT/C+oXejxwvdQ27upmlKBAFJ3D5GyRjIBGD6ik8PeHj4fjuIxq19qCTyvMVuxCNjuxdyPLjTqWJwcgdsVp3NvFeWk1tcpvhmQxyKT95SMEflSndx03LTSlfpc55Nf1iz0G2n1PTLRr+7kigtIba9Z1ldxnLsYl8sAAk4DcA4ycA6Giavc6hLe2upWSWV9ZSKkscU/nRsGUMrK5VSQQccqCCD2wTVXwmraMmn3es6ld+RIklrcymES2rJ90qVjAP/Aw2ckHIJFXtH0WPSFuG+03F7dXUnmXF1clfMlIAUZCKqgAAABQB36kk07Xf9dv+CQk0kv6/rYTXdY/se0hMNv8Aaru6nW2tYN+wSSNkjLYO1QAWJwSADgE4BxNa1HX7e58Pf6DAt7NfSxtaW9+xhdfIkI3yGNTtBAJ+QkY4BNdBq+kw6xZrDLLNA8cizQzwMFkhkXoy5BHqMEEEEggg4qCLQvm0+S+1K8v57CZ5o5pxErMWRkwwjRRgBjjAB9zSXn/X9ahLyMK7+IEdno1nPdQ2Fne3F1PatHfaisFvG8LMrkzFckZXjCZO4cDkia18b/2rpemvotnBeX+oPMiQ/awIF8ltsr+cqtlAcBWCktuXgZOLsnhG28lBaX17Z3MV1PdRXcDJ5iNM5aRcMpRlO7GGU9AeoBqa68Om7tbMSavqC31mWMWop5Qm+bhgV8vyyCMDBTHAPUA0FO19PMwfEfiaXQPEvh2TV2MDXNtdRmxtJzItxOWhEaLkLvbLEAkDGSTgZNadzr+tw3ljp0Wh20mo3VrJcOh1ArDCEZBgyeXuOQ46IeeOnzVYvPCllqbWjaxNPqDW9tNbMZ9g85Zdm4sEVRn5BgrtxWZc+FNSk1rTFh13VY4LXT54JL9WtzPIWkjKo26Mjop+YKD8oycnkW9vX9f+B/W6fw/13X6f12dD4yvdVhibw7o8d3ILJLy5S5vPI8sOWCxqQjh3yj/3QMDnmk1XVJtTXwtqFj58em3l1BN5kV6YJDvUlUePy2Dpg8jcvIFW5vBNkvl/2VfX+k7bRbOT7HIhM8K52qxkVzkbm+YYb5jz0w7UvCKXsdhBZatf6Va6eI/s9tZJBsQoCFP7yJzwDjGccdKOt/NfdfX/AIAdGvL9Cvr3i2+0q81KKz0ZbuHS7NL25me7EX7s78qg2sS+IyQDgH+8O8d/rHiVfGttZaXY6dPYy2Mk6LPfPEXw0Q3NiBipG4gAEgg5JBAFat14btb2PVFuJ7hjqlktlOwKg7AHG4fLgN+8b26cUupeH1vri0ubbUbzTbq1jaFJ7XyizRttJVhIjqRlFOcZ44PJpqya/roxbr+vL/glO68UyQ+Mo9BSKwjLKjbry+MEswbJPkR+WfN2gc/MOeDjrXR1iap4a/ti7DX2r372QkjlOnhYRCWQhl+by/M+8ob7/wCnFNl8QalHM6J4Q1mVVYgSJNZbWHqM3AOD7gGkth9TFt/Emp6bqGryT2LXWmRawtu9w90fMiDiJV8uPacqrPk5ZcZJANOX4kWLeJRpytpxhN8bDA1JTd+Zu2bvs23OzfxndnHzbcc1qDwhA+pTXM2o3721xdLeyac5i8nzV27TkJv4KKcb8ZHcVYtvDpsdTe4sNWv7a1kmad9PXyWgZ2OWOWjLqCSSQrgZJxjNEdFG/l+S/wCCJ9bd/wDP/gFSy8UyX3i670ZItPiFqzKyTX5W7YBQd4g8vmMkgBt/TnrxUHhrVvE19rOqQ6pY6ctpb3piLxX7s8I8lGCqvkLvGWzksD8x9BnQk8Nfadagv9Q1a/vEtZzcW1pKsKxQuVZQQUjVzgMQAzHrzk046K1hq13q1jeX5ExM02mxeSY7iQIFBy67lYhV6Oq5Az3yR037f5f8H+rjeu39bmtLKkELyynCRqWY46AcmuZsPFt9NJYyX+jx2tlqkTyWMqXfmSHCeYqypsAQlAT8rOAQQT0zdg1q+vJltrnwnq1vDKdjyzy2ZRAepYLOzY+gJqLT/B1rYTQFr++u4bSJobK3uHQpaKw2kIQgZjt+UFyxAzzycp3s7fL+vuHpdEGg+K7zV7vT47/SFsIdUsWvLRhd+a+1dm5XUKAp/eAjDNkddp4qDR5rjR7XxWLNbvUv7PvCbe3ubySVyPs0L7A8hYjJLYHTJrYtfDlrZnTGgmuA2mWT2UDEqcowQbm45b92vt14qnYaDceHJNQ1CLUdX1uS6bzZbSQWqmWTaiblISMAhUAwWA68ZqpWu+Xs/wA9PwFHZcxdsddTUtVFvZQ+ba/Yo7prrfwPMJ2IBjklQWPPHHrWba62tvpms+KL552sQxW1hRs5hiyoKrnG6R9xB7qUyeKNB8NXOn+DrqwSX7BeXxlfev7z7IHyEReRny02qO3y+lbUmjWMug/2M8A+weQLfylJXCAYABHI47ik+tv6/wCG2Bf1/Xnuc/rupa/F4Qurq/sIbG4WW3MMdhfmWR8yplSWSMKTnHUg5POKdceNJdL07VZNesbWyutPaEBFvg0MnncRkysibBuyGyOAM81or4beTTJbHUta1HUY5HjdWuBAGj2MGABSNc5IGd2T9Kff+GLLUJL+SaS4SS9EOXjcKYWiJaN0OOGBOecg45GMgj3BGJZfEO3vNMu3iis7u+guIraOLTr9bmCeSX/VgTbVwM53ZUFdpODxk8U6/eaJpGl6j4ie30mOPVE+0G0u3mQw7HOCTGhOSPu7TnjrWy/hw3OkyWWpaxqF8zSLLFcy+THLA6kFShjjVeCM/MDnocjilbw4tza2sOqaneakbW6F0klwsKliFI2EJGqleT2z70P9V+n/AAQ6a+f6/wDAKM/ifVLew0+Z9BAn1O8+z2ts14AyoY3dXlO3Cn5PmVd+B0LH5SyPxdeziOyt9KhfWmupbaS2a8Igj8tQzOZfLJ27WTHyZywGBgkQ6h4QuIbbRrHRb++htrTUvPV1aFmsYfJlUJHvQgqCwADBiAeOAMXz4OtVtYBb39/BfQTPONSR0M7SOMOWDIUIYYG3ZtGBgDAw9P6+X/B/Qb6f13/4H6mT4h1q/wBR8B3dxFbS2U1tOYr4W+pGGWExuM+VII23g4HULlW5weK29Z1u+sNYsNL0vTEvrm9hmlVprnyY4xGY87jtY4O/sCc44wSRXu/BkNz4eOkRatqNrDKzvdSxeS0l0znczOXjYAk8/KFA6DAAA0YdFVL6xvbm9ubu6soJYFlm8sGQSFCSwRVGf3a4wAOvBo/r8P8AMS3ObvPFPiC7Hhi50TT7NYdSlKzQ3N6UbeIZWaMkQvhQUzvBySMYAOa7O2adrWNruOOKcqDIkUhdVbuAxCkj3wPpWNL4Utm0aysLe8vLV7Cbzra7iZDLGx3An5lKnIdlwVIwfXBrZtongtY4pZ5Lh0UK00oUNIfU7QBk+wA9qXQHuiSiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAw9d8Qy6NeWMMWnS3KXNzDDLOXCRxCR9gwcEs2edoGMA5IyoZviTXdR0K2mvbfSY7uws4DcXUz3fluFGSwjTa29gAThig5ABPOIfF1hrmprZQ6Na6fLHBdQ3Tvd3rwsTG4baAsT8HHXPHoareI9M8S6vfWCx2mlz6XEglurKW/ki86cHIVmEDbo164wu44zwMEW3z/DT/gj6/L+v0L11reqvr7adoumWVykdrFcyTXV88BAkaRQFVYnzjyyeSOoq5rWpTWK2cFkI2vL24WGJZASoH3nYgf3UVj25wM81h+J/DV14ikQHRNEWdrdYxq0szNdWTZJJhHlAnaTlTvTnnA761vYXMviqW+u0It7S2W2syzAly2Glk4PsijOD8rdiKYvT+v63G3PiKS38V2OjjTpfJujIpu3faAyx78KuMsMcE8AHpnnDNS17UNL1WBbnSoxpc11HaLdC7zLvfAVvK242biBnfu6nbVXWrDxDdeLNMvtPstMe005pCDPfyRySCSPaflELBcc/xHPtUV3pniS58bLqFxa6Zd6ZakCxie+kiaAkYeVk8lg8mCQvzAAcDBJNJboT2Zowatq93r13bWumWRsLS4WCW4kv3WU5jRyRGIiD98DlxnHatyuS1HwtNqXiiK+TSNIsGhuY5/7XgkJvZVTGYyBGu0MBsP7xhtyMHPHW0L4UN7mFpWoapf8AiTWI5JrNdOsLgWyQrbt5zEwxybjJ5mMfORjZ2HNbtcr4c1KxXxf4n05ry3F82oLMLUyr5pT7NAN2zOdueM4xTNM+Hel6X4gXV4Jczq7uF/s6xTlgQfnS3WTv13ZPcnmjovRfkN7s62iuR0T4daXoWsLqNrNulUMAP7OsYvvAg/NFbq/f+99c03SfhtpWj37XdtNudo3jI/s2wj4YEHmO3Vu/TOD3BHFAjsKK4/SfhtpWjvdNbzbjdWz2z/8AEtsI8K3X/V2656dGyp7g07SfhzpejperbTbhe2zW0n/EusY8K3X/AFduu76NuX1BoA66iuQ034b6VpdtfwwTZW+gMEn/ABLbBMKTnoluob6OGX2pdO+HOl6Zp+oWcE2Y9QjEch/s6xTABz91LdVb6OGHtQB11FcdafDXSbPSb/T45sxXwjEh/s2wXGxsj5Vtwrf8DVsdsHmnW/w30q30G70pJsw3ciSOf7NsBgr0+QW4RvqykjsRQB19FcjF8OdLh8Oz6Ms3+jzzrOzf2dYj5gMfcFv5Z+pUn3po+G2lDw62jed+4a5FyW/s2w+9t2/c+z+X077d3vjigDsKK5FvhzpbeG10Uzf6Otz9pDf2dY/e24+59n8v8dm73xxTJfhrpMugwaU037mCZplP9m2B5YAH5Db7B06hQfUmgDsaK4+6+G2lXei2OmSTYhsTIYz/AGbYNnecn5Wtyi9P4FXPfNOvvhzpd/o+n6dLNiLTw4jP9nWLZ3HJ+Vrcov8AwBVz3zQB11Fchf8Aw30rUdO0+zmmxHYRtHGf7NsHyCc/de3Kr9ECj1BpdT+HOl6raafbzzYWwg8iM/2dYvlfo9uwX6IFHtQB11Fcdqfw10nVVsxPNj7JbJbJ/wAS2wfKrnH37dtvXouFHYCnax8N9K1q5hmuZtrQwJAv/EtsJPlUYHMluxH0BCjsBQB19Fcjrnw50vXtRF5dzbZBGseP7OsZeFGB80tu7fhnHoBRq/w50rWdabU7mbbM2zI/s6xk+6AB80luz9v73HbAxQB11Fcle/DvS77xIdallxcGZZtv9nWLcrjHztbmTt1359COKLn4d6Xc+JTrby4uPPWfb/Z1i3zAg/fNuZO3Xfu9DQulwOtorkh8OtLHib+2xL/pH2n7Tt/s6x+9uz/rPs/mfjv3e+eaIvh3pcXib+21l/0j7Qbjb/Z1iPmJz98W/mfjv3e9C6XB9bHW0VyVj8O9LsPEY1mKXNwJWl2/2dYry2c/OtuJO/Xfk9yeaTRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/wC99c0dAOuorkNG+HGlaJqRvbWbdJsdMf2dYx8MMH5o7dW79M4PcGpfDnw/0zwzqhv7KXfJ5Zjx/Z9lDwcfxQwI3bpnHtQBe0W/1OXXtW07VZrScWghkhktrdovlk38MGd8kbRyMfStyuX8PajZan408Qy6deW93GkdrGzwSq4VgJMqSD1HpXTSIJY2jYsAwKkqxU8+hHI+oo9BIdUF7dGzs5J1t5rllxthgUF3JOABkgDk9SQB1JA5qDTNJttIieO1kvJFdtxN3ezXJH0MrMQPYVYvHuks5G0+GGe5A/dxzymJGPuwViP++TQNGHaeLUfwb/bt/a/ZyJHiNtHMH3SCUxBVdto+ZgME4HPPrTtK8VwXXh+fV7+fTBbxSbN+l3xvlJ4AXKxqS5LAbFBJyMZzisiz8LazL4Lk0fVYNMSeG7F5bGO4eeOVxcGcLIGiXaM4XI3cZOO1WpPD+oXlvrF1qOm6ZPd6msMbWC3siwhYycOZxFv3/NkEICNqgHjNHcOx0en6hDqdoLm2S4RCSMXNtJA/H+xIqt+OKg13VJNH0mW7gspb2VFYrEh2jhS2WY8KuB15PoCcA1vC2m6lpmmzRatceYzzs8MP2qS6+zxkD5POkAeTkM2WGRu29FFT+IodRudDuLbR4LWee4RoiLq4aFVVlI3ZVHJI44wPrSndRfLuONr6kX9q6jd6Dp99pGmw3E95EkpinuvKjiDJu5cIxPoMKck9hWcPGMtzpOlTWNhF9t1OaSBILu68mNJI929TIEYk5RtuFyevHOK1xpfi8+BrHSLFdNtbuMR29y8d/IN0CqATHJ5OUdsYztO0Zwc4INQ8OaneaLpNqmk6R9ms2ZZtFe8kNpMm3CZfycttODtaMjPPVQaqdrvl7/gRG/Kr72LFt8QdHGl2tzq8osZrguPLQPMg2SmIuHVceXuAw5CjDLnGavt4w0YWNtdpLdTJdM6xRQWM8kxKHa+YlQuu08HKjBIB6iudj8D6uLO3jmvIJGjg8sK80j+UPtUcwjDsCzqqIVDNgnA4HaW78J6l/ZcVvDZWdzcJd3k6XS6tPYyQCaZnAV4oyxyGG5SQMqOvBpdP68/63KW/9dv8zqNW1VNM0OW/CF2CAQxMCpkkYgImDyCWIH41Dd69b6PHawas0st7LFuaOwspp84wGbZGrsq5PU+uM1VOlalcXeh2+py/a4dPi8+6usKn2m5VQq/IOgyXf0BCY6VX8W6HqOrXEMmk2lutzHE6Rah/ak1rNAWI6LHGwkXIVtrHaSOR3oejBarUn1fxjaaP4gtdLntNQlM8TyNJb6fcTBdu3AGyNg2d3OD8uOetWb/xXpGm3KQXlxKkjIsj7bWVhAjHCtKyqRECQeXKjg+hqDVtN1f7XpOoaZ9kvbuxSSKVLuVrdZldRlgyo+07lBxtIwT0rG1zwdfahrN3d+Ql7bajEi3Fs2uXdksZC7WGIgVlUj+8qnr1BwBb2Dob174v0TTtQksrq7ZZ4mRZglvI6wb8bWkZVKopyMMxA688HG1XA3Wmapq+r+J9GsYrOKwu2ghuLqW4cSxKYEDBIwmGO3oS64Jzg4we+AwAPShaq4BRWfLotrNqyai8t8J0xhEv51hOPWIOIz+K1oUAYltf6kvjK4027ltZbQ2guYPKgZJE+fbtZi7BvqAtPt/Fej3OrDTobmQztI8UbtbyLDK6Z3IkpXY7DDZVWJ+VvQ4ppaeID43OoyWOmrYGD7LuW/kMuzeWD7PJAz/s7vxNU9O8N6zANM0u6axGl6Xcm4juYpGM04G7YjRlAqY3DLB2zt6Ddwo3sr/1r/kEt3b+tP8AM3rPxBYX+pS2VmbmWSIsrSizmEOVOGAmK+WSDxgMTkEdjRYeILDU76W1sTcyNFu3SmzmWFtrbSFlKhGOePlY9D6GsXTNB1W18WNfRwW2mWLvK88VtqU1wt0W6HyHjVImz85ZDknIOdxNGh6Bqlh4je7ENvpensJWltLXUprmOd3YEMI3jVYSDuY7OpY5z1prpcH1OhtNVs76+vbO1m33Fg6x3KbCNjMoYDJGDwQeM0up6hBpOlXWoXZYQWsTSybRk4UZOB3NJaf2l9uvft32X7JvX7H5O7zNu0bvMzxndnGO2Kj13S11zw/f6W8rQreW7w+YvVNykZH060new1a+pl6P4nuLvxC2iaxY29hfGzF7FFDeeefKLbSHG1SjAkcYIOeGODW7dtcpaSNYxRTXAH7uOaUxox9CwViP++TXMeGPC9zpuoRXl/aadZvb27whbGR5PtLyFDJPIzqrb28peu49csa3NNOtC0ujq62DXHnyfZltWcIYs/u95YEhsfewCPSqdraf1r/kSr3/AK/r+vmY0Pi29tZNWGvaZbW6aakWXsr4ziSWQ/LF88cYD8p14+dckVY0fxDf65oc15pkWh3k6ShES01gzQ9ASHlWH5WAPQK3bnmq0nhGe48EyabdSwTalPOt9PJIpaKW4EiyYIPPl5UJjsoFWLHTdZiudX1iWHT4NUvLeOGG2ind4QYw+1nkMasSS+DhOAoHNLo/6/rsP+v6/P8AATTtf1y+h1NTolp9qsrhbeMQ6iXhlYgFiZGiUgLuGcKxyCACRir+gaxJq9vdC6tVtLuzuWtriJJfNQOADlXwpYEMp5UH2qjJo+saT4HGm+GJ7ZtVC/8AH1eMVVpGbdLKcK3zElmAIIyRkEcVZ8K6fdaVoy2d5ZW1oY2JBgvXuWmJ5aR3aNCXZiSeDn9KfVi6I2qKr31lFqNm9tcNOkb4ybe4eBxg54dCGH4GixsotOs0tbdp3jTOGuLh53OTnl3JY9e59qQxmpanbaVbCe784qW2qlvbyTyMfZI1Zj68DgVTk8U6RFpNtqRuXeC6bZAsVvJJLI3OVESqXLDDZXbkbTkDBqt4r0vVtTjshpMoMcUpa5tvt8tl5y7SF/fRKzjDYOBwe/SsfS/CWs6LpulS2z2V3qOnz3jGKe4lEcsc8hf/AFpDuHHy8sGz8wzzuoGdJdeI9NstPtry5a4Rbo7YIfscxnkOCcCEL5mQASRt4AJPFTwavZ3E9vAjSJNcQNcRxSwPG/lqVBJVgCpBZeDg89KytR07WJ73S9atbewOpWcUsMtnLdOIWWTaTtlEeQQY158vkEjjrTb+w16XVtP1Wyh05blbOW1uIZbiQpEXaNt6MI8yY2fdITOeq0f1+Dt+NhdP67/5Es/jfw/bw20j3rv9rthdQRxW0skksX95UVSxA6njgcnAqe/8VaRptpDdXE8z280XniW3tZZ1WPGd7mNSEXHO5sDg+hrO8M+F7rR30x71raRrTR0sHMeTlwwLEZH3Tj/61UvFPhPV9TmNvpEkMWm/Yfs0Fuuoz2aWr/MN/lwDEoxtG1mAG3jqaT0Wnn+v56D0u+3/AA35anQ6j4k0zTJoYZ5J5ppk8xIrO1luX2dN5WJWIXJxk8U+fxBplrHqT3F15a6UgkvNyMPKUpvB6fMMemeQR1GKxotG1rRtSS90iDT71prC3tbmO6ung2NDuwyOsb7gd7cEDGM55IFXV4bfWPH1tZWF1FL+6X+2YYzuMaROssIcj7pLMRtbllZsdDVNK9kSnpdnUSavYxalZ6fJMVur2N5YIyjfOqY3HOMDG4cHB5q7VSb+0v7Wtfs/2X+z9kn2nzN3m7uNmzHGPvZz7Yq3SGcleeODZ3yySWMI0f8AtFdMN493tleYnadkW3DKH+UneD8rHaQOetrhD4EuF1i9Cw2D2d5e/ajfSSO11ChkWV7dEKlQjOp5DqPmJKkjJ60f2t/wkDZ+x/2R9mG3G/7R5+7n/Z2bfxzQtlf+tP6/rVj3dv61Mq51zXrPXbGzuNH09re9uTFHJDqTtKqAFjIYzAAMAcjd1IGTkVJHr9/F4kttN1TSo7WG+837JNHd+a5MYziRNoCZXJG1m6YOKsW2l3LeKrrVr94yqwi2sY0Yny4zhpGbIGGZgBgZ4ReeTWVpGmeI08V3Gp65aaXOJC0UM8V/IWtbfOQiRGEDJIUud/Jx2UKBdP6/r/hwfkW4PEd7Dr0en63pkVilzBLcW0sd15x2RldwkXYAjYdT8pcdeeBmtpXjOS91fTbS/sIrOLWIHuNOIut8rooDfvIii7CVOeCwHIJBxmHRdH8QnWb278S2mmSveI0Jube/kYwQc7Yo4zCAB3Y78k89Aqit4W8E3mj3GnLfRacqaZki8t3d59QcI0SPLuUbNqMw27nHOAVAwSPn/W//AAP+CEvL+v61/rQ7miiqGnaLa6XNNLbS3ztN94XN/PcKP90SOwXr2xQBNqGoW2l2Et7fyeVbxAF32k7RnGTgdOevamS6rZQ3k1rJPtmgtxcyLtPyxkkBs4xyVbjrxU15aQ39jPZ3SB4biNopFP8AErDBH5GuZt/DuuQ+FdRh/tGNdcuoViS7RjtAjQInO3K7sMx4O1pGxnAyu4zWtNbh1y1u49FnaC8hABW+sZozGSMqzRP5bFTzyCAcHng0eGNRutV8OwXeoeSblnkSQwIUQlJGTIUkkZ25xk1heHvDut6Jf6tqJhtpJru3gjgtZtXubkK0bSE7p5ULAEOCMLgcjHc2dCuZPCXh0ReMrnSNLjWd/KmGoZSQu7PgmRI8EZ6DOcE8VTsTrc6HUReHT5f7NngguQMpJcQmVB65UOpPH+0KydO8TRf8IVpWt6ywje9toXZLaF5C0jqDtSNdztyTwMnA9iaePEllrNpPH4R1DR9YvEA3QrqKhVU8ZZo1cj/vnmsay8O6/B4a8PxvFpq6loDoIoxdO8NyghMRy5iDRkhyRhWxgDnJwls/l+t/0K0N4eKtIbRzqa3ErQCXyCgtpTMJc48vydvmbv8AZ25xzjHNPn8RafbaVDqE/wBqjinfZFGbKbz3bn5RDs8wnAJxt6AnpzWJL4c1CXR743djY3t9qN+LyWD+0JbeO2KoqIY5kjL7gI1+bapyW6dKJPD+rSeE7awvoLbVbuO5Mq+dqk8DWy5JQJcrGZGZQQu8hSwJyeSCf8D9L/1sL+v6/q5u3fiDTrDQv7YvpZbay+XLTW8iOu5gq5jK7wckDBFaVYFnZeItP8Hx20N1aXWsIRte8d3jCmTOwuAHcrH8ocgFiAT1Nb9N2EYWua/dWF4LLSrGC7uEtmu5zdXRtooYgcZL7H+YnOBgDCsSRjm9oesW+v6DZatZBhBeQrKgbGVBHQ44yOnFYXiXwxc3/iG01iytNP1ExQGCSy1GZ44iQ25JRtVwWU5wCv8AFkFSOb1vpmraN4d02w0aWynnhlT7XLdq6rIhYmVkCk4ckkgEkc8mlHbX+tf8rf1s3vp/X9akPiHxTcaTfS2lhaWc8tvZNfTm9vjajygSPkIjfcQRznAGVyeap6r47ksrO4v7TS1ksrC1iur97q5+zvEHXcI0XaQ8gXkqWUZKjJzwvirw1qWsar58NtYajam2EcUN7dyQfYpgxPnxlEbL4IG4bWXbw3zGs+78C6ot+88Mtjqc1zZxQSXuoM6yWkyp5bXMcYDKzMpzjKH5cbsHha28/wDh/wDgf1cenN5f8N/wTR1rx1/Zkd5eWllDc6ZpscUl9dTXfklRIAwWJSpDvtZTgsmdygEk8aNx4leLxJpumxafI9tesy/bXfYu4RGQBFwS/A5PAGQAWIYLz9/4AnXU7ttLhsJYL22SBZ7uR/M05li8kyQptZWYoF7oflwSRwNLV9L15tc0aXSLHTHstKYlDcX8kbyBojHjaIWAxuz1OcdqrQnW39eX/BOroorPl0W1m1ZNReW+E6YwiX86wnHrEHEZ/FaQzQrOTX9NktIrlLndFNdG0QiNsmUOUK4xkYZTyeOM9Oa0a5238OzReK5L1pI207zmvIYtx3JcNGI2OMY27QxznkyHgY5OodC6niTTH1kaWJZluWZkQvayrFIygllSUrsdgAchWJ+VvQ4g0zUNSfxZqul6hLayw28EFxbtBbtGyrI0o2vl2DEeWOQF6niuftfCOvt4osdQ1K6jmS01CW4aZtTuJPOjZZVQC3KiKIqHUcZzg89c6dtDrdl4u1DWdVt9JttLltY4pJhqLl4kiMrByGhVefMGRuAXBOTTVrajfVf1v/kdTWVp/iTTNT1B7K1lmE6oZFWa1lhEqAgF42dQJFyR8ykj5hzyKrxeMfDWoSCz03xPpEl3P8kKRXsUjFj0wobk+1c9oXgvWotWgu9duFbbp09pO41W5unmeTy8yKJFVYs7W+VAAOOTwBOoaHVaZ4k03WJZF097iVIwW+0G0lSBwDglJWUI491Y569KhtvFukXVjd3sMtz9jtIWnkuXspkiaMAksjlAsgwM5QtkciqenaPq7eG5fDurw2MdktibKO8tLlzJINuwMYjGAh288O2Dxz1oXS9c1DwtfaFq0OnWyyWLWkV1aTvJvJQpuMTIuwd8B29M96btrb+t/wDgBHVq/wA/Lb/gmre6/pmnJO97dCJbe1N5KSjHbCDgtwP061BZeKtH1FbprO6aRbVFkcmCRd6Nna8eVHmK204ZNwPYmufu/DPiDWbfUv7TXS7drrSDp8UMM0kqhsk7mcouQc9AvHvXQeINKur3RbpNFeO01GSJIluM+WxQMCU8xQWQEbgGAJXdkDIo6f13f6WJWr18v0v+o628T6Tc6fd3v2lreGy/4+ftkElu0IxuyySKrAYOQcc9qIPE2mz28c5N3bxy3C2yG7sZ7ctI33RiRFOD0z0zxnNcxaeB9Tay1gXUsMMt49rNbI19cXwjeB94V5JcMykgdMYBIA4ydLxBeSf8IheL4s+waVLIdtp9mvGnLzD549u6NCz71BCAEnFDshq7N7+17EtfgT5/s7/j6wjfu/kD46cnaQcDPUVLp9/bappttf2Mnm211Es0Mm0ruRhkHBwRwe9ZuhWd9aeGg0yQpq10rXM4bOwXDjJUkclVOF9cKK0tP+2f2bbf2p5H23yl+0fZs+X5mPm2buduc4zzinazaf8AXcV7q5R1rV59Pms7PTrNLy/vXYQxSzGKNVUZZ3cKxUAYHCnJYD1ITwz4gi8S6KL6JFjZZZIJUSUSKsiMVba44ZcjIOBkEcDpVHxf4al12TTrm3htbt7KR99leyOkF1G64ZHKhu4VsFWB24I5yHWek6xpPha7TSv7O/tm4le4CzB/syOxGE+XDFVQBQcDO0HA6CV1v/W3/BG+lv63/wCATeJ/E8HhyCEObXz7gnZ9tu1toUUEbneQg7QCyjhWJLKMdSIpvEd9J/Z1tpNjY31/eWpu2xfkWyxDaMrMIyXyXG35BkZJxxl+taTfy6vpms6ZDZXN9YxywmG6kaJCsgXLK4RyrAoP4TkFhxWTJ4Qu4dH0+2gtbS4uopJ5HnXUbiy+z+bIXZE8pd0iAnGxmUHYv4P+v6/ryGWZvGss0Nn/AGVY2zT3FpJdyJqN79mWNYztddyo+5lbrxgAZJ5FMuvHEx01LzTNLSVY9NTU7sXt2LYQROCVXdtYFztbg7VGOWGap6h4Huo7XT7OytNO1TT7W0aL7HeTvapFMW3efH5aPhuSB0KfwtyaSXwRqcOoWN+Hsdbu47CG1lk1OSRRHNGSVuUUBwzjc3XDejjLZXT+vP8A4H+e9l/X5f8AB/y2v2enX8Gq6Xa6hZsWt7qFJoiRyVYAj9DRTNH02PRtDstNhYulnAkKsRgsFUDP44oqpWu7bCV7alLU/EL2GrJp1po2oancNB57C0aBQi7tvJlkTv6Zqzea9pWmqv8Aa2o2mnuwTKXVwkZBbO0cnGTtbGOu04ziuc8TaVcT+LIb7+ydZv7YWPk50nUhaMr78/N+/iLDH1qpqonPjjUI7PQJtRubjQYLdWaSEC3DyTAiR3fO0kDOwPnb0PGZTfLfrr+pdld9tP0/zOwvtc0nTLmC31LVLKznuTiCK4uEjaU5xhQTluSBx60ahrmk6TPBDqmqWVlLcHEMdzcJG0pyBhQxGeSOnqK46bQNX0211LT10r+2v7T06CzS782MJEUiMZEodg2zJLjYHPzNxnrpWVnqXh/xBczHS7nWEvYreMXlvJCGhEabSriR1O3OXG0ty7cDjNdbEa2v/XT+vkaUPivTv7cvNLvrm1sp4bpba3Sa5VWumMUcnyKcEkeYBgZ/WtuuL1Dw1dTjxTLFYxtPqF5ayW8mUDSJEkOOc8bWVyAcc5I612lIp76GQniSyl8TLokUdw85ikk87y8RZjKBlDE8keYvQEDkEggikttflu9YmsrfRdQaCGYwyX26AQqwAJ4MvmY5A+5WXftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDUb6VeN4tWfSdP1XTv9L867u59RDWtxHjDBIBK43NxyUQjBOcjBI9L/wBa/wCQpbOx0Nzqfk63ZabDD5slwkksjb8eVEgA3dOSWZQBx1Jzxiq+meJLLVtZu9OtI7jdaxJKZnj2xyqzOoKEnJGY25xg8EEg5qLQbeafUdT1i8heKS6l8iBJFKssERKrwf7zGR/o49Kz9PfVT8RL29m8P38FlcWkNqtzJLbFQY3lYsQspbad644z6gULoN7P+vU1NI1+XWJz5ei6hb2uXCXk7QeW+1tvAWUvzg4yo98VsVx+iaVeQeJEmsNP1XSNPTzTcxX+oidLgtyvlRiWQJhssSNnYYOTjsKOiF1YUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAEFze2tl5P2y5ht/PkEMXmyBfMc9FXPVjg8Dmqt5qWi6XqcP9oXlhZ316BDD58qRyzgHhVyQWwX6Du3vXL/ABCvdB0+60mfUr2xttQF9a7TcXCq6wicMxUMeFyMsR12jP3RiLx14i8PyRf2C1/plvc67Z4kvbmaNI47Tn95vJG8/M2xQTySeACaFqr+dvwH1t5X/E6zUfEmh6RdJbatrOn2NxIoZIrm6SNmBOAQGIJGQRVq9vrbTrX7ReSeXFvVAcEkszBVAA5JJIGB61xniDV00XWX1LR9f0ma7n0+FI9ImQy3F8EaRk8opICC/mEA7HHGema27l21bxbZ2fKw6bEL24UHgyvlYlPrjEjfUIfSnYX9f18zakvbWG8htJbmFLm4DGGFpAHkC/eKr1OMjOOlQHWdLXVxpTalZjUWXcLMzr5xGM52ZzjHPSuP8Qar4c0z4l6G02padbXvmTfa/NukEi5gxGGycqDngcDLHHJNJrev6Bf+NLfw8t/ptjJY3sN7eSzTRxPJOMeXFGpILufl3NggL8vJPypatL+v6X9biezOsk8SaHDqw0qXWdPTUSwUWbXSCYkjIGzOckH0rSriJtXk0nxhPb6VrGlak97fxG40eOMm7hDIkbOXWQ7VUKHO6MDHGRkGu3oXwpje9jOt9esbrWrnSrc3D3VqcTEWkvlIdqtt83bs3YZTjdnmtGue8N/8hzxT/wBhRf8A0lgqnpmoeMJfECxajp/l6dvcNJ9hhT5cHb84vXb0/wCWZ+g7Hb0v+A3pc62iuR0TUPGM+sLHrOn+TZYbc/2GGPnBx8y30h64/gP4dabpOo+NJr9k1XTvKt/LchvsEKfMAdoyt9IeuONvPqvWgR2FFcfpOo+M5nuv7U07ylW2doP9AhTdKPuj5b6TP0O0H+8tO0nUPGUyXv8Aaun+UyWzNbf6BCm6XsPlvpN30Owf7QoA66iuQ03UfGcttfnUdO8uVIC1sPsEKb5M9MC+fd9CUH+1S6dqHjKTT9QfUNP8u5jjBtF+wQpvbPIwL5w3HYtH9TQB11Fcdaaj40fSb+S707beII/sqfYIV35b5vlF+wbj1dMf7XSnW+o+M20G7ln07bqCyIII/sEI3KfvHaL4g/UyLj0agDr6K5GLUPGR8OzzS6fjUlnVYovsEIzHjk7PtxU/UyKf9k00aj4z/wCEdaY6d/xMvtIURfYIf9Vt67Pt23r38zP+z3oA7CiuRbUPGX/CNrMNP/4mf2naYvsEP+q29dn27b17+bn/AGe9Ml1HxqNBglj07OoNMwlj+wQnCYGDt+3gDnPIkY/7I60AdjRXH3Wo+M00WxkttO3XzmT7Sn2CFtgB+X5TfKFyPR3z/s9Kdfah4yj0fT5LLT995IH+1p9ghbYQfl+U3yhePR5M/wCz0oA66iuQv9R8Zx6dp72Onb7mSNjdL9ghbY2eBg3yBeOwZ/qOlLqeoeMorTT203T/ADJpIN10PsEL7JPTBvkC/QFx/tUAddRXHanqPjSJbP8As3TvML2yNcf6BC+2XncOb9MduBvH+0adrGo+M4bmEaTp3mxGBGkP2CGTEhHzDLX0ePpggf3moA6+iuR1zUPGMGohNF0/zrby1Jb7DDJ82PmGWvoj+G38TRq+oeModaaPStP82x+TD/YIX7Dd8zX0Z65/g/PqQDrqK5K91DxgniQw2en79M85QJfsMLfJxk7zeq3rz5X/AAE9y51DxgviUw2+n7tL89V837DCf3eRk7zehumefKz/ALJ6EWtgOtorkhqHjH/hJvJOn/8AEr+07fN+ww/6rd13/bd3Tv5Wf9ntRFqHjA+JvJl0/Gl/aCvm/YYR+7zwd/20t07+Vn/Z7ULWwPS51tFclY6h4wk8RiG90/ZpvmsDL9hhX5Odp3i9ZvTny/wHZNE1DxjPrCx6zp/k2WG3P9hhj5wcfMt9IeuP4D+HWjoB11Fcho2o+MptSKavp/lWuxzu+wQx/Nj5eVvpD1/2fxHWpfDl/wCLbnVCniCw8i08snf9iii+bjA3LezH142fiO4Btabrljq1xdW9mbgTWhAmjntZYCuc4IEirkHB5GRxWhWBpf8AyPWv/wDXC0/lJW7IXEbGJVZwDtVm2gnsCcHH1waNgWo6obu8trC0kur64itreIbpJpnCIg9Sx4FV9Ml1WWJzrNnZ2kgb5FtLtrgMPUlo0wfbBrK8fv5XgXUZPNjh2qjeZKMqmJF5PI4HfkfWlJ2VxrVlyPxb4cl0+W/i1/S3s4XCS3K3sZjjY9AWzgE+hqbT/EOi6tDPNpWr2F7FbjMz21ykixDBPzFScdD19Kq+GtWGq2U7/wBv6RrZR8ebpSbUj4+6w82Tnv1H0rkLW4lX4K6BYW1tLdTanDBaeRCyB5IyN0oG9lGfLV+pFP8A4H4iWup6La3Vve2sdzZTx3FvKoaOWJw6OD0II4IqWuH0fUUTRvE+nasl9ocdmZbnl08+C3mVn8xTEzjIfzduCcbRx2rrtLaJ9Hs2triS5haBDHPMSXlXaMMxIByRyeKf/A/EX/B/AW/1Gy0qze71S8t7K2QgNNcSrGi5OBlmIA54qW2uYLy1jubSaOeCVQ8csThldT0II4I965Hx1dzadqugX3m2ltaxTTK95fbjb2kjJhJHAIzxvUZZRl/vAkZwIh9g8CozeILW1tJtXmnhe9vzpq30TMxIWaPDIpYmRdgIKgDkEmpT3/rt/ncp/wBfj/keo0Vk+F76PUfDFjdQRTxRvH8qzztMxAON3mMSXU4yHP3gQe9WNTl1WKOM6NZWd25Pzrd3b24UeoKxvn8hTejEtS9Wff63ZaZeWltemdHvJBHCy20jx7icAM6qVUknjcRmryFzGplVVfA3BWyAe+DgZ/KuT8d65pOmLpUOo6pZWkv9o203lz3CRtsEgy+CfujuelH2kvNCfwtrszrqK4DxLqdhJrV5/bWu3WnWv9nxy6S1pfPbi5dt5Zo9jATvxHhDuHI+X5uams6xLZX+kXOuajDLd/Y7czaNDrElndLOT8zRwRnFwWJxsbA+TAJ3Gha/16/5Den9en+Z6VRXA+JdVhsPHEDz6lFeAeQkelW+syW11E5flhbods4bcpIfGAp6g4rp72WzXxZpcc2o3UN28M5gs42IiuFGzczjGCV4xkj7x60LVB1NeqT61pcerppUmpWaajIu5LNp1EzDBOQmckYBPTsau15JdG6nv77SZb22ttRXxAt1DZIm67ux5ymOYlukSxYB2g8R43jlaFrK39f1/Xmh6Ruet1kW3i3w5eagthaa/pc94zFFt4r2NpCw6jaDnIweKsprWnyeIJNES4zqMVuty8OxuIyxUNuxjqDxnNZKyDXPGbsi+bZ6CCqkHh7t15x/uRnH1lPdaOv9f15eoG6b60W/Wxa6hF20ZlW3Mg8woDgsF64zxnpUNprWl399cWdjqVnc3VqcTwQzq7wnOMMoOV545rz/AEttUHxA06fVtA1K21DULa8NxK01syxqWgChCspOyMADoCSxYLknC+H3unv9GtNNfSdSTw/DNG82l3RmadfLKhZGICxMzBCULOSecgJknS7/AK3BnoovrRtQaxW6hN4kYla3Eg8xUJwGK9cZ4z0qevN/C51C28fQnU9C1GC+vbGaW9uJ5LZl3mRORslY7FCqijGcBeOpr0g5xx1p/ZT/AK3aFfVr+tgoqhpk2sSmX+2bGxtAMeV9kvXuN3XOd0Sbe3TP4d2eItRGk+GtR1BkmcW1s8hEBAfgdieB9TwKT0RSV3Y0qK8n0vXdRFt4jj0a8EsUVnbTRvaarNqwi3SOsskckqZLBFzsG4ZX1JFdDPe6fB4K1CbwVrcmobZIlnuo9SfUHt0LKJHXcz4ZYyzAD0zg0PQXWx29FcNdajotl4XF54b157uzh1K1N3dDVpLsRJ5qb90jO2xdvUZAwSTVK71ifWbbWn0bWriKF9esILe6t3yEjZbfd5e7KlTuY9Cp3Z5B5aV3bz/y/wAxX0v5X/P/ACPRqK4nxAq+EdAmSW/u7i0vr1EiN5qksC2oKc+ZdktIiEoSCOdzBRwaw9O1yefw1ANQ1N7XRl1mS3ur2K/lk8u38vfGPtTBX2M5UeaccEANyDSWt7f1t/mN6Wv1/wCD/kepUVx1/f2OkaNpWvaNqk17o1nM6XLpevdrLFISpYsWYuUk2nOTtAYCpLiMaf8AD0yeKNY1CweWRZ7m6t5mMsDyTBhEhAJCgsI8AY207agdbVPU9Y0zRYEm1jUbTT4nbYkl1OsSs2M4BYjJwDxVyuC8XXrab40tpru+sdLs7jTXgTUb8bo4m35eNASF8x12kbj/AAfdbBFS3ql/Ww+h3gIZQVIIIyCO9ZmpeKNA0a6Ftq+uabYTlQ4iuruOJip6HDEHHB59qx/DV/a+GfBPh2z1maW3e48uztUnibzCzZ8tGAHyttAByAAR26Vb8Vzm6W18PW7fv9WYpLtODHbLzM/t8pCA/wB51pvfQStbU0Zde0eC4tLefVbGOa9ANrG9ygacHoUBOWz7Zp91rOl2N9b2V7qVnbXdycQQTTqkkvOPlUnLc+lcb441nw/FcL4Tlu9N02e+hjN3c3UscK29srfLgsRufIIRRnbyxwBg1PFpdL3XdN0670i8udftU8mCW7Y3kbCMqgjhVTuTI3htyhCXY8CjfYEnszvZ9a0u11OHTbrUrOG+uBmG1knVZZBzyqE5PQ9B2NXa8i19ruS88S6LPfW9pfXF1FNaQFC93qB8uPyTFu4WNHQ7ioYjDnMeNx9dGcDPWn0TFfWwUUUUhhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFcL4m0n+1vH0Kf8I/o2t+XpmfL1aTYsf73qv7qTn8BU2tXWqJrOoWtrrI0ax07R4rsLDBEwWTdMOWkUgR4QZGAeBgrzlJ+7zPz/AAv/AJDs7tLy/G3+Z2lRx28MMkskUMaPMwaVlUAyEAAEnucADnsBXBz69q+o2ep339rtojaVpsF2bVYY2WRniMhMu9S2zI2AIVPyt82cY1LK71TxBr9zCdSuNHjsIrdzaW8cJeYyJvLOZEYhc5QbQpyr8njFWs2v6/rQlO6uuv8AwP8AM6iO4hmkljimjd4WCyqrAmMkAgEdjgg89iKkrzy8k1Sx1jxTqlhqj28VrqVqTarAjLPmG3Dh2YE4KnA27SDkktwB6HSKejCiuRnsI7b4raZcB5ZJrjT7wu0jlsAPBhVHRVHoO+Sckk1TfTodC8ZLqGo+HtHuG1LUtltqUbhr1GdMAbWiHACnJWQkLk460LW3n/nYUtE3/Wx0tnoX2HXb7UoNRvNl84kls2ERh3hFTcDs3g7UHG7HXitWs63eQ+Ir1Tq8U0YgiK6cEQPbHLZkJB3EP0GRj5DjvWgwJUgEqSOCO1HQOotBOBk8CuS0PVtUvp9Psrq6P2jTxONVkESjzyhMaZGPl3n94NuPu46VnaB4nv7zxbpyfaNRl07VbeeaH7bHapG6rtKvCsZ80Lg9JcnDDJz1PQNjs9N1fTdZt2n0jULW/hRyjSWsyyqrAA7SVJGeRx71brnvDf8AyHPFP/YUX/0lgrX1S+i0zSLu+uJRFFbQvK8hQvtCgknaOT06Ch6K/kn+A7a2LVFecW3izWdN/t0XC6hcNaaSNQhi1cWgkVssM/6McBCAD8w3fKeT237ybUfDng/UdWbWJtanS186M3McKwoQM7lEaKdnOTlmOB17k6X/AK/rQW7t/XT/ADOoorlNSbUvD/hv7UfEF1qMsl1Zp51xFAFVXnRH2hI1GCrHrkjjB71T1vxFqay61Do1/As1rf6fawl41kWIyugdWA5OQ3IyDzwR1o6287fl/mC1O3orlL6bVfD+kXaajq91fNc3MUOnzQQQ/aizgApgqsWdwYhmGADznHONY+KNXm0iezkuZ4Lga4ul/bbwW5mgVo1fLCImIvlti44yVypOQRauy/rb/NBsr/11/wAj0Siuc1OS/wDDunWN3Lq1xeW9vdr9uluo4gzQv8mSURQoRmVsgDhTmr3h24vL3TGvr6TcLqZ5bZNoHlwE/ux0BJKgMc85YjsKA/r+v67GrVWXVNPhsPt019bR2mQPtDzKI8k7R82cdePrWRr13dya9p+kW2pSaVHPbz3Ut1EsbSYiMY2DzFZQP3mSSDwvbOa5hYTP8HdPnivTJHCUkIaGCaO6HnDG8OjDHcFdvPSlfqB6QTgZPAqOCeG6t457aVJoZVDxyRsGV1IyCCOCD61zniG7uZdZ/s5NYfRraGwkvZrmJYi7gNtxmVWVVA5JxnleR3s+Bf8Aknvh/Bz/AMS2359f3a01qm/66/5Den9f13N6iuN8RXetSa7q1vpusvp0FjpCXiLFbxuzSlphyXB+QhBkYycDDLzmpe67qd9Fq15DrX9kLpOnw3SwJFE6zF4jIWk3qW2EjYAhU/K3OcYV0lf+uv8AkFne39dP80d7RXC3Nhf6j480y4/t3UtNe50mWQQwx258ohoNyL5kLEjJyc5ORwQOK7ofnVWsv672JTvt/WlyFr21S9js3uYVupEMiQGQB3UYBYL1IGRk+9TVzFzBJD8TdOla4MyXFhc7YpIIT5GxoR8jhBIAdxJBYgnHHArlbjxF4jS+uJV1phCk12ywC1iwFhvUiVM7c4KuQT14XGDklLp8/wAL/wCQ3oub0/E9RorhG1bWYrlNQfWGeM66dOi05YIgksRlKHJI3l1XLZVgMJyp5Jt6WfEupXtzeprEYgtdWlgWzMCBJLdX2sHbaW3jnaVKjgbs5JpRd7P+un+aCWl/67/5M7CiuD07WdVnTRtWfWXlGrXz2r6YIYvLhH7zhCF8zenl/MWZgcNwOMXtG1fVbySxs7i4ZrnTln/tRliUfaChMacY+Xef3g24+7jpRdWuHU66iuD8G6x4l1e5sNQuIdQk02/haWZrn7GIISRuTyfKcyYzlSJMnuSCCD3FwszW0i2skccxUiN5ELqrdiVBBI9sj6iqaa3BamFpC6Vp/ifULc+IhqGsXQRpbW4ng82JFBKgRxqpAw/Ugnkc10Nef+FH1y18P+I7261CxkEd3qBAgsWjfzkkYB9xkYFfl4UrnGBuOOZZb3xPo/hU65eaxb3azaejyrJAqR2szFAJECqCUCszNvY/dGMAkCU7r5L8U/8AIGrO3m/wf/BO7orgNW1PW9FnvNNttelvpNtlIl1c28Je3Mt0IipEaKpVlyQCAeG5PGLXgzVdXutXlt9U1J76MwylN8MaFTHcvED8ijJKqCe2egUcU1rbzv8AgD0V/wCun+Z2tFcv8Q7o2nhPc6SSW0l3bxXSIyrvieVVZCzEAK2dpJIGCao+C4JNH1nxDazRafYWUIgm+yWLH7PZuytvUEhR91Y3JCqPn6dyLZv+un+YPex21Fcl4wum1TSdHg0m5tJbPVr1YZLhnLwvGY3YA7GG9WZVG0MA2dpOGrGj0+W70ldNGhWF9ZaPqzxXmnaXDHbwXqmLcrCKRtnytIu5GcjchOcgCha3/rt/mHb+u/8AkejUV5bHF9t0nTdOWwtZ4JtXuPsOk3LLJayQKjHY7DKqEOcbVkCkAKCBuFe32z2Xh7R20uG+t5LvUI3026dIrRLlHysR++DGimTaFDfdU7QR8p/X9f1uH9fn/ketUV49YQXF1NpGgX1lY61bqNQWyguj5dmWinVd2G3sRGhZUADHHoMle+8AtO3gewFzcfajH5kcc4ziWNZGWNhkk4KBSOTx3PWn0uJ72OjooopDCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDN1XRk1eS3Fzd3K2sLh5LSMoI7gghl3nbuwCAcBgD0II4rSoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAM3U/Dmia3Ikms6Pp+oPGNqNd2qSlR6AsDiqU3g7SbvxMNXvrGzujFaw29tFNao/2cxu7bkY/dzvHQDG0fhV8Yi9hm0m6g1G4ghXUrWL7PCdgk3SgMXI5YbTgLwOSSCdu2Lx1Fi0WS01HUItYmXyNKtbW6aNWn5bcUUgOBwW8zcoVTwMnItr+f8AX5j628v1/wCAdBe6JpWpXdvdajplnd3Fqd0E09urvEc5ypIyvIB49KS/0LSNVuIJ9U0qyvZrc5hkubdJGi5z8pYEjkDpXL+JUmtddk1LWLXW59IgsImafTNSaCK3ZWkMrvGkyM/ylDwrHAwB2rX1p11XVNM0aP54ZT9tuuv+pjIKr/wKQpweoVhR2E/P+vL9DYews5FnElpAwuGDzBowfNYAAFvUgKo59B6VYrltU+2wfEDQWOo3Bt7lrhfsqHZEFWHPzAffO7nJ6cYA5Jh1qIx+MNOTS9Qv5NWmuEnlt/tTmCKzX5ZC0WdgB5CkqWLng4BwLVpf1/X/AAQ6N9jZl8K+HrjU/wC0p9B0yW+3iT7U9nGZdw6NvIzkYHOe1T2+haRaapLqVrpVlBfzZEt1HbossmTk7nAyc4HU9q5m4/4l3jCe81u01wW019ElpeRak32RNyIiI0CzZ5kyOYyMsCTjmu1oWyYPchS0to7yS7jt4luZVVJJggDuq52gt1IGTgdsmpq5Xw5pti3i/wAT6i1nbm+XUFhF0Yl80J9mgO3fjO3POM4pmmfETS9U8QLpEEWJ2d0Df2jYvyoJPyJcNJ26bcjuBzR29Ljelzp4rO2guZ7iG3ijnuCpmlRAGlKjA3HqcDgZqnaeG9DsJpJrHRtPtpZSTI8NqiM5PByQOc5Oaw9E+Iul67rC6daw7ZWDEH+0bGX7oJPyxXDP2/u/XFN0n4k6VrF+1pbQ7XWN5Cf7SsJOFBJ4juGbt1xgdyBzQBqxeFdM0lJZvCul6PpGoOmxblNOXG3IJDBChI46bhzg9qfZ2WvmcrrWpaVeWbKVkhg0uSJmyMfeadxj1G05rH0n4k6VrD3S28O02ts9y/8AxMrCTKr1/wBXcNjr1bCjuRTtJ+I2l6wl61tDtFlbNcyf8TGxkyq9f9XcNt+rbV9SKPURv6boWkaOCNI0qysARgi1t0iyP+AgUmm6Bo+jed/Y+k2Nh5+PN+y2yReZjON20DPU9fU1gab8SNK1S2v5oIcLYwGeT/iZWD5UHHVLhgv1cqvvS6d8RtL1PT9QvIIcR6fGJJB/aNi+QTj7yXDKv1cqPehgbdr4Z0GxtLm1stE063t7sbbiGG0jRJhyMOAMN1PX1qW30PSbS2FvaaXZQQBkYRRW6KoKHKHAGMg8j0Nc5afErSbzSb/UI4cRWIjMg/tKwbO9sD5luCq/8DZc9sninW/xI0q40G71VIcQ2kiRuP7SsDkt0+cXBRfozAnsDQB099YWeqWb2mpWkF5bSY3w3EYkRsHIyp4PIzUEWh6TDp0unw6XZR2Uw2y2yW6COQbQuCuMHgAc9gBWBF8RtLm8Oz6ysP8Ao8E6wMv9o2J+YjP3xceWPoWB9qaPiTpR8OtrPk/uFuRbFf7SsPvbd33/ALR5fTtu3e2OaO4GjqHhaCbRP7E0dbLSdKn3Ld29vZgGSNvvKm1lVCRkFirdex5reRFjRUQBVUYAHYVyTfEbS18NrrRh/wBHa5+zBf7Rsfvbc/f+0eX+G/d7Y5pkvxK0mLQYNVaH9zPM0Kj+0rAcqAT85uNh69AxPqBQHY6bUNJ07Vo449VsLW+SJxJGtzCsgRh0YBgcHnrUF94b0PVIYYtT0bT7yOAsYkuLVJBHu5baCDjPfHWsG6+JOlWmi2OpyQ5hvjIIx/aVguNhwfma4CN1/gZsd8U6++I2l2Gj6fqMsOYtQDmMf2jYrjacH5muAjf8AZsd8UAbr+HtFeGzhfSLBorFg1ohtkK259UGPlPHbFXoIIra3jgtokhhjUIkcahVRRwAAOAK5O/+JGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFLqfxG0vSrTT7ieHK38Hnxj+0bFML9XuFDfVCw96AR1D2dtJJLJJbxM80YikZkBLoM4UnuPmbjpyfWq11oOj3s1rNeaVY3Etnj7M8tsjNBjBGwkfL0HT0rndT+JWk6UtmZ4c/a7ZLlP+JlYJhWzj79wu7p1XKnsTTtY+JGlaLcww3MO5poEnX/AImVhH8rDI4kuFJ+oBU9iaNgOi1PRtL1qFItY0201CONt6JdQLKFbpkBgcGro46VyOufEbS9B1EWd3DukMayZ/tGxi4YZHyy3CN+OMehNGr/ABG0rRtabTLmHdMuzJ/tGxj+8AR8slwr9/7vPbIxQuweZszeFvD9zqn9pXGhabLf71f7VJZxtLuGMNvIzkYGDntVk6RprZ3afanduzmBedzB27d2AY+pGetc9e/ETS7HxIdFlizcCZYd39o2K8tjHyNcCTv02Z9AeKLn4iaXbeJTojxZuPPWDd/aNivzEgfcNwJO/TZu9BQtbJA+tzS0jwppmk6jd6iLS0k1G5uJZjei2VZgrtnZv6kAcde3SteGCG3VhBEkQdy7BFA3MTkk47k965YfEXSz4m/sQRf6R9p+zbv7Rsfvbsf6v7R5n4bN3tniiL4iaXL4m/sRYv8ASPtBt939o2J+YHH3BceZ+Gzd7UJaJIHpds34dE0q31WXU7fTLOLUJhtlu0t1WWQccFwMnoOp7CrEVnbQXM9xDbxRz3BUzSogDSlRgbj1OBwM1zFj8RNLv/EY0aKLFwZWi3f2jYtyuc/ItwZO3TZkdwOaTRPiLpeu6wunWsO2VgxB/tGxl+6CT8sVwz9v7v1xQttAN628P6NZ6pLqVnpFjb3827zLqK2RZX3HJy4GTk8nnmtCuQ0b4j6VrepGytYdsmx3z/aNjJwoyfljuGbt1xgdyKl8OfEDTPE2qGwsotkgjMmf7QspuBj+GGd279cY96PIGdGllaxQSwx20KRTMzSRrGArljliR3JJOfXNSCGIQCERoIguwRhRt24xjHpjtXNeHtOstM8aeIYtOs7e0jeO1kZIIlQMxEmWIA6n1rppHEUbSMGIUFiFUsePQDk/QUaW1BalGz8P6Np9m1pYaRY2ts0glaGC2RELgghioGMgqCD14HpViCws7aTzLa0ghfBG6OMKcFixGR6sSfqSah0zV7bV4nktY7yNUbaRd2U1sT9BKqkj3FT3sM9xZyRWt01pK+AJ1QMyDPJAbjOM4yCAeSD0o1AkngiureSC5iSaGVSkkcihldSMEEHggjtVez0nTtP0/wCwWFha2tnhh9mhhVI+evygY5zzXP8AhS2/tbwJHBqN3eyD7ROpmF7Kk2EncL+9Vg/QAdenFUNIkvdP8Katreh/br9LqYNYQXdxNdlIFITzAHcs+Rvl2qwLDaowaNNQV3ax1zaRpr6T/Zb6fatp+wR/ZDApi2jouzGMe2Khm8OaJcaVFplxo2ny6fCd0Vo9qjRRnnlUIwOp6Duai8Nao2q6WZZb6G8njlaOUxWUloY2H8LQyMzo2CD83UEHGCKPFMVzL4cvPst7LZmOCR3eDh2AQnaG/h5xyOcdCDyFN8qbY4q7SRbvtH0zU7FbLUtOtLu0Qgrb3ECyRrjphSMcU2bQ9JuNJTS7jS7KXT0AC2j26NEoHQBCMDHbisZYm1HwDpUtxBqmoTfZYJCmn37W08jFBkl/Njz1JILc+5xWSo1HU/B+ikJq2pNb3ckd/FY332a4GwSpsaQyR7tj7QTu+bbu5zmqlGza8yYvmSfkdfeaHpOo6fFYahpdldWcOPLtp7dHjTAwMKRgYHAq6qqiBUUKqjAAGABXn114uvLO0sY/DMSG2WEtKmrNLLOHW5WB4i5cnIZz85LgbeNwIqxN4r15dDs7jZBH/pN3BeX0Olz3ccZhlZF/cRyb1DbSd24hcYPUGjz/AK7Dt07f8PY7qiuf1zUTcaBZ2+nXMc0+sslvBcQH5SrrueVSCeBGHYc9QBnmqniLVL3w6bC101YdO0uOBt95Jpst5FDs2hUZYnUxrtyd7fKAvOKXXX+v6/4G4bnV0VyOtSa/L4x0hdG1ixgtLi2ndUks5JlbAj5bbMobr8vAxz1zVTX/ABjqun6vdWmnQG4OnxRtLFFpF3cm7dl3FFeLKQ8YALb+W5AAyV1sG+x3NFcZrHibXLWTWrqzSwSx0URyyRzRSPNcKY1dkBDAIQCcNhskgbRjJ7MHIBpgFFZ8utWsOrJpzxXxnfGHSwnaEZ9ZQhjH4tWhQAUVzNtYWdn8TLma0tIIJbnTBJO8UYVpW80jcxH3j7mqlj4l1ib+y9TuPsH9lardG3itUicTwg7tjGTeVc/LyuxcbjydvKTuk+/+dgejfl/lc7GiuW0nX9QuPFNxYatJDYjzJVt7N9PlRpVU/K6XJfy5Mr8xVVyM4P3SaNB1/ULzxBcWWsSw2cmZfJ099PlikZVfAdbhnMcw24J2LxuGcY5a1sG1zqaKqWn9pfbr37d9l+yb1+x+Tu8zbtG7zM8Z3ZxjtiqnirUZtI8I6tqNqQJrW0kljYruCkKSDjvjrik9FcaV3Y1qK4PwvPfW3jCK1RdUGmXunPMp1S7aWWSSN0HnBGLGJWEv3cqcjlExz213ax3tpJbTNKqSDDGGZ4nH0dCGH1BFU00v69BJ3JqK8+t9TtfDVjrmvR39ybDzlsLCPUtTmlieVWKmTfMzbFMjFSRxtjz3qlpOsS3nhzW7XTfEUmtzQanEbmaxuPPn+zMsRlaFVJKjPm7QvI5C8gUlrt/W3+d2D03/AK/rY9OorzlfFieH7DV0iuZ4LYzwQ6ZLr0zpsklQlt7THzAi7S+Hw2MgcFa2fh3qltfaLdwW+uLrL2t7MjTm6E7ld52kkE4BAyO2OnFC1dv66f5g9En3/wCD/kdbRVe+vYtOs3ubhJ3jTGRb27zucnHCICx/AUWN7FqNml1bpOkb5wtxbvA4wcco4DDp3HvQBYorE8T6y+k2cAt7qK3ubiTZFvsprxmwCTthiIduByQQB1PpWNYeLNU1nTNJh0+O3g1G/kuUknubaXyo1t3KO3kllfLHbhGYFdxyTtwQDtKK53UdR1mC70vRrSWyOpXkUsst5JbP5CJHt3ERCTcSS6gDfxycnGDZj1G+g8QWWlXbW8xksJbiaWKJo90iPGvyqWbC/OeCSenNH9fd/wAMD0V/67GzRXD2HiXxJraaXFpkemQSXmkLfyzzxu6xyEgbQgcEg/7wx156U/xF4t1PS7CAxm3tdSWx+1XNgdPuL9g2PuloDiJcggO24HnA+U5Hpq/63/yY7O9v66f5na0VzH9tavrOqfY9CazsVhs4bqaa9t3uNxl3bUVVkTGAhJYk9QAOtJq/iPUNMu9Vs1ht3ufJhfSgQwEzyN5W1+edsm0kjGFcemabTTt1EmmrnUUVSk/tT+0rPyjaGx8t/tZYMJS/GzZ2x97OeemKu0gCivLrvV9UmvrrVrMakbiy1r7NI73TQ2ccImEXkiInErupDbtvBf742ha9RoWquD0bQUVx1zpMB8dWNvp17qqSxFtQvc6pcvH5eSqR+W0hQBnJIGMYjYDFEMUsXj1YdFv766MUMr6qLm6eWFGcAwoFJ2o+ecIF+Xr1XKvpf1DqdjRXm2j6lfWV/pjMNcfUZ4pxq8d+swt/NETP+6Eh2YDqQPJyu08nlcs8K6lqUmq+HL6M6lJbavCwvJr26YpcyNEZd8MDMfKRWUrwEyGGAwwwq2v9ef8AkJu39f13PTKKKoadrVrqk00VtFfI0P3jc2E9up/3TIihunbNIZfoqhrlze2ehXlzpcUc13BEZI4pASJNvJXgjkgED3IrL/4ShZRqN7DPaJpVnZxSi4l3cyupfBI7BDGcAZO/ikB0dFcj4c1qTxLcaro2uQw3sUMMTky6TNZrKkm8bGhnLE4MZ+bJBzjsaueA4o4PBtrDBGscUctwqIi4VQJ3AAA6CqtYV9bHRUVU1OwtNS02a11G1gu7d1+aGeMOjY5GVPB5ANcno2p3dj4B8HWOl+Ql5qVtBBFLcIXjiC25kZigZS3yoQACOSOcCktb/L8b/wCRXS529FcfJ4j1xNF1FEgt59R07UFtJ57W0kmjCFUfzRAr72wsgBQMTnJBI4qW68Q6j/wiVrfaVLDqEzziK5uYNMmcW4ywYm1D+aSCApTduBJJHBFH9feI6uisSG/1HU/CcV3oN3p15fSBds0sMkUBIcBwUyXQgBhtJyGGD3rbp2sAUVxPiq5uLzxVFoyJqky/YDcRW+m3L2peQvt3yTKy7VQDpk53/dYgCtzwde3moeDtNudUdZbxoQJpV6SMpKlxwOGxnoOvQdKS1V/67foD0djaorgvG89y+szQQjUbtIdNMqwaZezW72rlmAmk8sjehxgKN7jYdsbZOJ7+e9abwdex63LcwXV1DG32c+XFcA28rF2x97cQCAeBgcZ5oWv32+92/T+tbD0+5v7lf+v+GO2orgvEd9qc+vapItpcT6bokMckkcOrSWTOSvmMy+WMyNt42uyp7kk7ZtXlFvr76xqlprr6V5cDxXVnqLRwQD+IyQpMrNyRn923HtQtQeh29FFZ8utWsOrJpzxXxnfGHSwnaEZ9ZQhjH4tQBoUUVzFv4iv5rmPTjHbf2iuqPazgK2xYFXzd+M5BMZjGeRucdqOtg6XOnoriovGdw/i+0s4p4Luwu7uS0HlabcIImRHORdMfKkOYyCqgEEnk7Tm7o9hZ2HxG177DaQW3n2NpNL5MYTzHMlxl2x1Y+p5prVXHa1/L/Ox1FFI7rGjO7BVUZJY4AFcRo3je4utb8m4kju7KaxmvYpYNMubYKsZThXlO2cEPw6begOMMMTcLNncUVzOm6vq6+HZfEWtSWZsmsjeJZWls/mxLt3hTKZCHO3jhFyaa+peIbDwjqWuajLprvHYPdQWsNtIPKYIXCvIZD5g6DIVM9eOlU1ZtPp/X6Cj71rddv6+Z1FFcp4g8UX2lQ6g1pBBK9tozX8auD80gJAU8/d/X3qU6rrml2d/deIjpsFstuksE8SuVikYkGJhuLSkfJgqF3k4ABpdL/wBdV+gLX+vT/M6aiuGtPG9+ul6sbiFbu7s5beKBjYT2CytOwRN0c251AY8sMgjpzxWvfXuuaFopvtTudPvfKuIzcNb2jwBLckByAZX5XO7OcYBGO9AdLnRUVkafqF/qS6rJClusUU7wWDNn94UG1mfB6eYGHHZfer+n/bP7Ntv7U8j7b5S/aPs2fL8zHzbN3O3OcZ5xQBYork/Gd9Imo6PpuNQeG9eVnh012jmnZFBWMSBl8sZJYkso+TBOCQbHgW41CXQZoNWLNPaXk1urPN5rbFb5QXIBcqDtLHklSeepFq2v6/rUHp/X9djpKK5Txdcalc6tpmiaXG7C6imuJtt81nuWMxgKZUVnUZkz8gySAMhS1Yt3qj39jokMNvqkqrHdJPpVnqcq3RkhYRl/PDKXRWDD53XdvU4LALR0uOx6LRXn1zJHcfDnT7u61nUZr9rc29mtjdyxPNdHIVcfIzspGCJBj5WLKOai1q41a/1iTR5jqUl/baTBKn9nXTWsUczlw88soIBVSi4TDnG4hG5wPS/l/X9eqEtbf1/X/Afz9GorL8M38+qeFNKv7wAXF1ZxSy4GBuZAT+popyXK7CTurjNa8Mab4gkhfU/tjeSQ0awahPAoYHIbbG6gsD0OMiob3wbo+oX8F9cC/W7t7f7NHPDqdzE/l5ztJSQFskAknJOBnOK3aKQzIvPDGmahNE98LudYkVPJkv5zC4Xpvi37JD6lgSe+at2+mQ22qXmoKzvPdiNGLkYREB2ouB0yzHnJyx7YAuUUAYuoeEtK1PVo9Suzfm6iOY2i1O5iWM4wdqJIFXIHOBz3zTW8HaQdbuNWQX0V5cyJJO8OpXMaylQAu5FkCkADGCMYrcoo2Ay38OadJqw1GdbmedXEiJNeTSQxuOjLEzGNSOxCgjn1rUooo8gMLStP1Sw8SaxJJDZtp1/cC5SZbhvOUiGOPaY/Lxj5Cc7+44rdooo6B1CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAw9FsNTi17VtR1WG0gF2IY4Y7a4aX5Y9/LFkTBO4cDP1rcoooAKhvLSO+s5LaZpljkGGMEzwuPo6EMPwIqaigDFsPCWk6bpN1ptot4LS7Vlljk1CeThs7tpZyUzuJJUjJOavXOl2tzpY08+dBbKqqotbiS3ZQuMANGysBx2PTirlFAFLS9IstGt3hsI3USOZJHlmeWSRiANzO5LMcADJJ4AHQCjVtItdbsTaX5uPJY5YW91LAW4IwWjZSRg9CcVdooeu4LTYxU8KabFo8OmQyalFawtujEeq3SuvGAu8SbtoH8OcD0qWXw3p0umQaegura3gOUFpezW7EnOSzRurMSSSdxOScnnmtWih67gtNjJPhbRjFFGLBESGIRIqMygKJFkxgH++oOep/E0y48KaXcW6wf6dBEsksmy11G4gDNI5dy3luN2WJPOcZ4wK2aKA2M+LRLOC+tLmBDEtlbG2toEwscSErnCgdcIo9gOOpqPVfD1hrTq1+16VCFDHDfzwxup6hkRwrfiDxxWpRQBm6loGnarDbR3UUiC1bMD2txJbvF8u3CvGysBg4xnB/Corzwvpl7eJdSC7iuFRY2ltb+eBpFX7ocxupkxk43Zxk+prXooA5r/hDrW78SahqWqh5455oZIYBdSiI7EUZkiBEbEMuQSG6D0rpaKKForAFFFFAGMnhXTI9dOsK1+b0k/M2p3JTBOdvlmTZtyfu4wPSltfCuj2WqC/trZ1mV3kjQ3EjQxO+dzpEW2Ixy2WVQTub1OdiihabBuZNt4a0211X+0V+1zXILFDdX086xlupRJHKoccZUDgkdDilsvDWnWGo/bovtc1yAyq93fT3HlhuuwSOwTOB93HHFatFAFS00qzsb69vLWHZcX7rJcvuJ3sqhQcE4HAA4xVmWKOeF4p41kjkUq6OMhgeCCO4p1FHkBl6R4c0zQyx06GRWZBGGmuJJiiDoil2O1B2VcD2p+m6Dp2kWl1babA1vFdzyXEwWV8tJIcuwJORn2Ix2xWjRQBXsLG20zT4LGwiENtbxiOKMEnaoGAOeTUEmi2UlvexBZ4RfSiadoLmSJ2fCjIdGDLwij5SOnuav0UAVdO0200q1+z2MZRCxZmZ2d5GPVmdiWZuOpJNPtLG3sUlW1j8sSyvM43E5djljz6mp6KACiiigDP1bQrDW1g+3rMHt3LxS29zJbyISCDh42VsEHkZwaq/wDCIaINKg06KzaC3tpXmgMFxJFJC7lixSRWDrnc2cEcEjpxW1RQBlXXhvTb2xtrW5W5YWhzBOLyZZ0OMHEwfzOQcH5uR1pl34W0m+jtFu4riU2kZijkN5NvZDjcjvv3SKdoyrkg45zWxRQBn6foWnaV9n+wW3k/ZrZbSLDsdsSnIXk/r1qvq3hTR9bumn1K3ld3h8iUR3UsSzR8nZIqMA4+ZuGB6n1rYooeu4GPeeFdJvZLeR47mCW3hECS2l7NbOYx0RmjdSwHYMTjJ9TUM+jXWoeL7TUb+G1jtdLWT7GY5GeWVpFAJcFQEAAPALZJByMYO9RRcOlipNpVncata6nNDuu7RJI4JNxGxXxuGM4Odo6jtVuiigDIbwvpDawdTNq32hpBKyiaQRPIBgSNFu2M4wMMV3DA54FWRotgPEDa2IP+Ji1sLUzb2/1Qbdt25x15zjNXqKAKttptraXl3dwRFZ7xlaeQuWLFV2gcngADoMDknqTWbpvg/SNIvmutPF9E7SvMyf2nctEzvksxjMhQkkk8jrW5RQBm6foNhpt1Jc263Ek8gKmW6upbhlUnJVTIzFVJwdq4HA44qLS/Cuj6Ndm4060aJ8MI1aaR0gDHLCJGYrECcZCAA4HoK16KACiiigArLj8NaTFoU2jJaAWEwYPD5jdD6NnIxxjBG0AAYwK1KKAMW18I6RZrefZ0vEkvUSO4uDqE5mkVCSv70vvGNxGQc446ACo7fRH8M6cYfCdmLgySbmi1HVrjYo5JKswlIJJ5AAzkkmt6igDES21TWbea08R2NvZQMAVbTNXnMjHPQsscTKPoTn0pIvBuiw6JHpKQ3JtIZFkgD307SQMowPLkL748AYwpHBI7nO5RQBk/8Izpq6SunRfbIYFkMpaC/njldznLNKrh3JzzuY549BSHwxpn9lx6fELy3gjkMuba/nhkdzklnkRw7kkkncTk8mteigDKl8MaRP4e/sOWz3afkMYvMfLMH37i+dxYsNxJOSc5zk1q0UUAZmr+HtN1t4ZL+KXzYAwjmt7iS3kVW+8u+NlbacDK5wcDjgUt74d0m/sLOyubJPstjLHNbQxkxrE0f3MBSOB6dPatKigDI1XwvpWs3Qub2KcTeX5LPbXc1uZEznY/lsu9eTw2QMn1NRaj4O0bVJbV7mO7jFmFFvHa6hcW8cO0EAqkbqoIDEZAzg46VuUUAY+oeFdI1S6W4vreR38tYpAtzKizopJCSqrASryeHDD5j6mpLvw5pt9qK3l4lxM6FWEL3kxt8r90+Ru8skEAg7eoB6jNalFABRRRQAVTTSrKPWJNUSHF5JEImk3Hlc5+7nGeBzjJAAzwKuUUAYdv4N0O11KK+itpvOhne4hD3czRwyPu3FIyxVM72yFAHPsKSPwtY2Gpz6xp63kmpMhx9o1W5Mch+barKWZQoLNgbSFySBW7RQHqYcE/iaedItQ0XR0tXO2Vo9VlkYKeuFNsob6Eil0vwfoujXcVzY283nQwtbxPPdzT+XEduUXzHbC/KOBwO3U1t0UAZWm+GtM0l5DYJcJHIpT7O93LJAik52pEzFEHsqjA46U2x8LaVp9vPbW8U7WtxEYXtZ7uaaER9NixuxVFxxhQBjjpWvRQBgweCtBt4rmNbSWT7Vb/AGWZ57uaV3i7IXdy2B2547Vqalptpq2nSWOoRebbyY3KHKkEEEEMpBBBAIIIIIyKtUUbgtNjFtvCOiWtrewLaNMmoKq3ZuZ5J2nxnG5nYsSM4BzkYHoMRXehz2ehXGn6Av2g3eUlbVtRuJxGrKVLDfvLY/uZUHnkVv0Umr7jWmxQsdGtbHw9DoyhntYrYWxDMcuu3ackdz3PvU+n2Ntpem21hYx+VbWsSwwx7i21FGAMnJPA71Yoqm2233JSsrFHVtFsdbt44tRiZ/KkEkUkUrxSROONySIQynBIyCMgkdDVe48MaPdeG5NAnsw2myLtkh8xwXy24kuDuLFuSxOSSSScmtaikPrcz9S0Kw1aGCO8jlH2c5hkguJIJI+MHEkbKwyOCM896q3HhLRri3tIfs8tuLNWSCS0upbeRVblhvjZWIJAJBJyRk881tUUAYFx4I0G4Nifs9xbnT4mitjaX09uY1Y5bmN1ySQMk5J71NeeE9Iv/s5u4Z3e3i8hZReTLJJH3SRw+6RTjkOWB79a2aKAGoiRRrHEqoigKqqMAAdABRTqKAP/2Q==)" ], "metadata": { "id": "0sMpk8UWClvA" } }, { "cell_type": "markdown", "metadata": { "id": "FDPGNxTGsuQV" }, "source": [ "## Q8 Create new models `model_last_epoch` and `model_best_epoch` with model1 initial structure; load weights from the latest saved epoch and the saved epoch with the highest validation accuracy respectively\n", "\n", "Now you will use the weights you just saved in a fresh model. You should create two functions, both of which take a freshly instantiated model instance:\n", "- `model_last_epoch` should contain the weights from the latest saved epoch\n", "- `model_best_epoch` should contain the weights from the saved epoch with the highest testing accuracy\n", "\n", "_Hint: use the_ `tf.train.latest_checkpoint` _function to get the filename of the latest saved checkpoint file. Check the docs_ [_here_](https://www.tensorflow.org/api_docs/python/tf/train/latest_checkpoint)." ] }, { "cell_type": "code", "source": [ "# Create a new CNN with same structure as model1 and compile\n", "input_shape = X_train[0].shape\n", "\n", "model_last_epoch = Sequential([\n", " Conv2D(16,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_1'),\n", " Conv2D(8,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_2'),\n", " MaxPooling2D((8,8),name='pool_1'),\n", " Flatten(name='flatten'),\n", " Dense(32, activation='relu',name='dense_1'),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "model_last_epoch.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])\n", "\n", "# Load on the weights from the last training epoch.\n", "model_last_epoch.____(____)" ], "metadata": { "id": "PZ6r3zIXMZt1" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Create a new CNN with same structure as model1 and compile\n", "input_shape = X_train[0].shape\n", "\n", "model_best_epoch = Sequential([\n", " Conv2D(16,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_1'),\n", " Conv2D(8,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_2'),\n", " MaxPooling2D((8,8),name='pool_1'),\n", " Flatten(name='flatten'),\n", " Dense(32, activation='relu',name='dense_1'),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "model_best_epoch.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])\n", "\n", "# Load the weights leading to the highest validation accuracy.\n", "# \"\"\"\n", "model_best_epoch.____(____)" ], "metadata": { "id": "RQayVP8N-Vuz" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Verify that the validation accuarcy of the last and the best model.\n", "\n", "score = model_last_epoch.evaluate(____, ____, verbose=0)\n", "print('Model validation accuracy with last epoch weights: {acc:0.3f}'.format(acc=score[1]))\n", "print('')\n", "\n", "score = model_best_epoch.evaluate(____, ____, verbose=0)\n", "print('Model validation accuracy with best epoch weights: {acc:0.3f}'.format(acc=score[1]))" ], "metadata": { "id": "njqd2IQmAzBm" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Are the saved models' validation accuracy as expected?\n", "\n", "![Capture7.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM0MwAAkpIAAgAAAAM0MwAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzozNTo0MQAyMDIzOjEwOjI0IDA3OjM1OjQxAAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjM1OjQxLjQyNjwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIADoBwQMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APou6u7axgM97cRW8QYKZJXCLknAGT3JIA9zRHeW0t3NaxXET3EAVpYVcF4w2dpZeozg4z1wawvG1omo6PaWE2PLutQt42ycHG/Jx74FcpqMV/o2p38l5dGO4u7WyOqXVmCvlxfaJFkcNwVxGQN2MqATxjISaf32/BMHp91/xsenVXtr+2vJ7qG3k3yWkohnG0jY5RXxz1+V1PHrXnrapFDaaiNL1u6l8Mm7tY31I37zeSrZEwS5ZiwX/VgtuO0u2CpHy5xvhZ6Vqz6DdSvpUviBFuLy51KeIeT9kjO43RDyKhcIBIMjBGGAIIa1v/Xb/MaX9ff/AJHp+qapbaNp73t95/kR/fMFtJOyj12xqxx6nGBVmCaO5t454W3RyoHRsYyCMg1wtprFvZfDfU59X13S3tZfPis5k1b7WmChxF57hTI+d3XnGBziun8L39nqXhfT5tOu4LuIW6IZIJA6hgoBGR3B7ULd/L8bk9vn+FjWorn/ABRdvpD6frbXMkVnZzFL1N5EZhkG3ew6fK2w57Dd61zmu6k+k6DpVtrM8kc+pSTXMkl5rUmnxQknf5RnQFsjeFVBwQp9KVyrHZ6prljozWw1Bp0FzKsSPHbSyIGZgoDMikJksACxANP1TV7HRoYZdSn8lJ50t4zsZt0jnCrwD1PfpXn9z4mtR8K9IfXtUt4Lua7t9ourgLJIsV4gJ+fazbVUFmIB7kCtfxxrujW1hpF//wAJBFayNeW0lu0eqGFJ4Wnj8xtquFkTZnJIIAJ6VVtUvO35CWqudlcTx2ttLcTtsiiQu7YJwoGSeKWCaO5t454W3RyoHRsYyCMg1594w1TTr28u4dR1aaKxk0gT6WlneSRC+kfzN23ymBmIAjwoyMPnByDWf4s10Wul2VlHM1tcw6MlxC76zLY7mKkDyo4lY3DgrkowIHy8fMai9r3/AK3v+Q7apf10t+Z6gbiEXK25lQTshdYiw3FQQCQOuASOfcVWutYsbPVrHTLmfZeX4kNtHsY+ZsALcgYGAR1IrhdUg0geJtG1fxJqdzp8V7pb77htXntIvOzCQilZFVcjcdoxnBOCRmtLXtc0XS/H2iibxBFazuXjubaXVCqbDExQtCX2glsYbbk8c1pa1r+f6kc2l/T9DtaK8213Utup6yJtXvLbxBDcoujafHdvGJ02oU2wBtsysxcMxVsDdyu3ibUDdrdatqn9p6gJbPXrS3t4VumWFI3NuHUxg7WDCRvvZx1GDmlH3rf12/zKejt/XX/I9Doory9/EjT/ABAtRZTtFJ/axtJ4H1mV5TGAynfZBfLjQkAq+QT8pySxBS1kl3B6Rcj1CiuJ8OXun3Wvy/2zrci+I1u50GmPqMkQSMMwQLbbgrr5YDbipzndnphfC95p91rEh1bWpP8AhJPtE4fTH1GRBGoZgoW23BSvlhSG2HOd2TnNAPQ7WivPtB8SLeXXhbTl1OSe+QzpqEQkZmRlif5ZvRsjIVueCQOKs+FdPvV0HTfENxrOp3c4t5HuIXlaRZ4yDtRY87QykLhsbjggnnhN2V2C1djuKK8o8N+Jb281mdtDljuTc6NcXawDWpdQBuFMZRXDKFhf94QUQ45HAAWui0CPSdY0G7t9I8TXV1q1xaYuZDqkjzW8hH3jCWxCwb+EKuMYwMYpu6V/66/5B/X5f5na0Vy3hTULvxBdSatcPNDHBAtk1rkhBcKczkjocNhAf9lsdaveLrlrLw696ty9strcQTSSK+392syFwT6FdwOeMUOy3/r+twWptMQqknoBk1QsNe0zU9BTWrS8Q6c8ZkFzIDGoUE5Y7sYAwetcra64upahft4kvv7LtrOwQXai6e1SIzSFoyZAwwwRVG4Eck464qgJLXxZ8FL2G01KbVLm3s5s/Zb+R5TIFfarlG3PkY+Vs54yDS6a/wBf1oOKvK39dD0G7v7axSJ7qTYs0qQxnaTudjhRx6nv0qxXn96ui3/hawj8N61LeW8mr2ge4j1N7t42LrkB3ZyhxjjjGc8Gt7wmHguNc083FxPBY6h5UBuZ3mdUaCKTBdyWPzO2Mk8cVSW/l/wP8yb3t6f5/wCRp6xrNnoOnNfakZ1tk++8NtJNsGCSzCNWIUAHLHgetXkYOispyrDIPtXN/EHUrHTvAWs/2he29r9osZ4YfPlVPMcxthFyeWPoOazPEvibTT4b0lra+t5bS+k8tbxdZNjbAohJDXMeWByMBV6kYPGaXS5TW3z/AAsdxUcs8MDRiaVIzK+yMOwG9sE4HqcA8e1eZJrE118P9IuNR120stt7cxtFfazLZG6jjkkRVFyAJSVwhyVy2PmAzV7XU03U/DXhjW799S06yjnh81pdTni8iNkZQzusgydxUeYTnDdeTQ9HbzS+8X+T/A9DoqppTWbaTbnS7r7XaFB5U/2k3HmL6+YxJb6kmuG8d6ldQeJVtrm9t9OsfsQe2mutcl0xGnLMGIdEYSMoCfIxxgk4bPA9GC1Vz0SivM9a1KJNYe38R+JpLWb+wreWCGxv2gW5ui0oLxKhDSHIACjIbIypwuG6pqb4u/8AhKNXvdL1WLT4H022t7t4PPmMeW2IpAnfzflKEMBhRt+bkel/677fd+QdUv66f5np1QQX1vc3VzbQybpbVlWZdpG0soYc9+CDxXF319bN4kWLxrrEmkRLZwNZxLqL2Uc0rZ847kZfMYEKNuSACDj5smrrls8d74r1eC+voJ7CS3kgSC5aOPcIoySyqQJAeAQ+RjoBkknUV9LnotFFeb3XiDUIra90gXUnOoPYrd72MqTS3JMaBgflCxHv2KY4o62G9rnpFUl1ixbXX0ZZ836W4uWh2NxGWKht2MdQRjOa8+tNT1K48cNHPqdjZ366o6fZbrXJUke2DEBVsjHsbdHhg4JJJzu6qNqz1zRYfifc2Nv4gikkntdr2j6mZQLgSEFVjZyEbA+6oH0oWrXnf8r/ANf0wlpfy/zt/X9I7SoLG9t9SsYryyk8yCZd0b7SMj6HmvLvD+qf2146tYptWuYr2C/u3uYm1wCO5RS4ijS0WbcpA2kho14Rt24mtHwtZNZQ+FpEv79xqcM8NxG92/l7PLLLsQEKhXaAGUBuuSSc0gejsehwzw3CsYJUlCOUYowO1gcEHHcHtUlcJ4Mt9E0zWdTsv7UnTVoby4P2K51aaRvKLblcwvIQ2VIO/B69aZ4D1SKTWrix/tGPW5zAZX1Ky1iS8hbD4+eJjst3bdkImQQGwQFpx1S9Lg9L+Tsd9SFgqlmIAAySe1ZGgy2UtzrAsdSu75k1BluEuGYi2k2JmJMgYQDBwMjLHmq3jyO4l8DamtpbtdP5QLW6E5lQMC6fKCeVDDgE89DSbtG47a2NXTNY0zWrdp9H1G01CFG2NJazrKqtjOCVJGcEcVcrhfB839p+Mb/VrXVbTU4JbCGKaXT4wLZHDsUjU5JZlUsWyc/OvCggVa8Savb+Ivh3c3ug3PnWjzJHNKYGYCJZ1WfKMAWAUPkdwDTe39eglq/67XOgtfEGjX1jcXtjq9jc2ttnz54blHSLAydzA4XA55pIfEWiXGlS6nBrFhLp8JxJdpdIYkPHBcHA6jv3rg77VfM8O6vHFrD65pNtLZPa6ohhVYJfNG4NJHH5Zji2o7HYcBiD7Tab4o0vTLPxBrmu3dnqUcd1Cy6jZ7fs1w+wLGkQJIV1xg5dsFslwOFH1/rt/n/wQ7HoNne2uo2cd3p9zDdW0ozHNBIHRx6hhwamrmPAb2s2iXNza6hYXst3eSXNyNPnWaKCR8MYwyk5IGMnuSTgZxXT03oJBRRRSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVDeQSXNnJDDdzWcjjCzwBC6e4Dqy/mDU1FAFTS9Ng0jTYrK13FI8ku7ZaRiSzOx7sWJJPqat0UUAFFFFABRRRQAUUUUAFFFFABRRRQBTTTIY9cn1QNJ581vHbspI2hUZ2BAxnOZD39KuUUUAFFFFABRRRQAUUUUAc3aeC7e2ntRJqmo3NlZz/aLawmMXlRPklTlYxI23ccbnb1OSBXSUUUdLB1uFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFYHjK91Cx0FDo0whvZrqCGJigbO6QAjkEcjIz7+tYdv4zvP7Uv7lUe6s7mC0Ol2hUR/vJJZIvmfGcEqGJOcL0BPBFr+X9feG39edju6K5c+LL23F1Z3+kxR6vFLDFDbQ3fmQzebnY3mlFKjKvuymRtOA2RnIi8YXehRa1Pr/wBjhun1hLSCGbUitrDm2ifBmdBtXAZj8nU4AJPJ/X5f5jtc7+iuPGtW/i/wLqdzFN5Ulp5qtJpmouU8xE3ApNGVLrgqe3oRxXSaPI8uh2EkrM7tbRszMckkqMkmjv8AL8b/AOQu3z/D/hy5RWdf6q1hq2m2r2+6C/keHz9+PLkCFlBGOQwVuc8EAc5rJu/F7W3h+PVHj020Se4eOFtT1MW0LxhmCvv2Mcsq7goU8HrSuOx09FcTq2qR6/4L0rxDZTXNrJ9stggtr11T5rmOORTsYLKv3gCwIwcjGa0fGk15Db6a0AkW2/tG2WeW3vjbyjdMiKMCNg6Et8ykrkDrzVWd7edvy/zEtVdHS0VzHijXdQhXUNO0KzinuLewa5uJprtrcQKwcIVKo5Zso5xwBt68iqer+Mz4a8P6bPO2mOz2QmYajqq2sk2EBIiBVvMb67RkrzycTff+u/8AkOzul/XT/M7OiuPudd8Ry+LrODSLHT5tPudPe5jW4vniZ/mi+ZsQMVI3kBQSCDkkYAq3qst4vjzQVfzI7NhOqmC+KrI/lliJYfLwwAX5Tv4JPFVZ/n+H/DE3X9f15nS0Vy+o+Lbu0l1C4tdJS40vS5RFe3DXXlyg4VnMcewhwqsCcupOCADxllz4wvINQulXR1bT7PUIbGe6a7AcmXywrJHtO4AyjcCV46bugS1tb+tv80N6HV0UVylx43itfGEGiy/2YRNcC3CR6mrXaMVLBmt9vCnHXeThlJA5AOtg6XOrorC0rXNQ1m9aWy063GjrNJD9rlu2WZyhKlliEZBXepAJcHAzjpk0fXNQ1q5a4tdOt00fzJI47qS7Imk2EqWEQjI2lgcZcHHOB0oA3aKwLHxP9th0KT7Js/tffx5ufK2oz+nzfdx2qtoPirU9ZNhcSeH5LbT75XCT/aN7o65OWQLhUbB2sWyTjKjIpAdRRXHab8Q7O51O9tbyTS9ltaS3hk0/UluzHHGQHEqhV8tvmHALA/NzxzoQa3rr6HdapPoVuiLbG4tbZL8vNLxkI48sKjY9GcZ4z3p9L/1/WgWd7f1/Wp0NFZNjrqanqot7KHzbX7FHdNdb+B5hOxAMckqCx5449an1jUjpVlHcCAzhrmGFgG27RJIqbunbdnHtTs72/rsC12L9FYI8RHUbp7XQoI7sm1eZJZZmhQssnl7SdjEAkMdwB+70IOawTqmr6b8GTqGkM017BZyu02oXplkTbvJff5R8xgQMAqoI6kUk7q/9dhpXlyneUVyOualr0GhWU9zZwwXh1O2RILG+ZxMhcAhnZI8Z5BGCMevStjQdXuNUS9iv7SO0vLG5NvPHDOZkzsVwVcqpIKuvVRg5FNa38v8Agf5k3/r7/wDI1qK5vxVe6hZ6p4fGlRNPLNeSIYDP5SSDyJCN7YPyggHox44BNUb34gR2OmW7XcNjZ38t1LaPFfaiILeNos7j5xXJB424TJ3DIHJCuM7KiuMl+IUP/CMafq1vFZBby4e2ea5v/LtIXTcGJuAjDaShCttG7I6ZxVnxBrHiG2GgtpNrp0n2y4RJ918wViY2bYreS2U4zvwDwPl5oejt52+8P6+46qiobRrl7SNr6KKG4K/vI4ZTIin0DFVJHvgVzPinx3b+HdUFgG0wTrb/AGmQahqa2YKEkBY8q29ztbjgDAyRkUPQFqdZRXJ3HjG7mnK6Do63sY0yLUzLPd+QPLffhMbWO/5OBjB5yVwNxP4yup4prnQdJS/s7S1jurmSa68l9rp5gWNdjB2CYJ3Mg5Az1wPTf+v6sH9fl/mjrKK55/Ed5e6p9i8Oafb3vlwRz3Et3dtbrGsmSirtjcs2ASQQABjnnjKuvEWqaRr2vzLY/bNOtJrczvLebPJRo03eUm1txGSxB2Dpgkk4OtgurXO2oormZPGcMWl3MrWx+3QtOFst5y4jn8kHdtwNxwRn174JoDpc6aiuKX4kWLeJRpytpxhN8bDA1JTd+Zu2bvs23OzfxndnHzbcc1o2sl4fiNdpd+bHF/Z6mCOO+MkLL5h+cxGNdknbIZuKFrbz/wArg9L+X+djpKK4638a395rdhBbaRbNp9/ez2kdy1+wlXyd29miERA5RsfN6Z2k4qHwn4j1d9P0e21DT1ZL6CQW13Lel5JZEG794u07VYBiG3McAZUE4CA7eiuW8J6r4j1F7v8AtmzsFt4rueLzYb1nddrkBAnkqCB03FsnripfCnip/EzXLeVYQrD1givjLcwkkjbPEY18puDxubkEc4zTWqT+Yd/LQ6Siqdhc3txJeLfWH2NYbgx27ecsn2iPAIkwPu5JI2nnj3qp4q1d9C8L3uoQtCkkSqEknOI4yzBQzf7I3ZPsKTdlcdtbGvRXHeFNZvpvEV5ptxeX2o2X2VLi1vb61SCRzuKuAqqmU+6VYqM5bBYYNbXijWJNC8PTXsEfmT744Yl8syfPI6op2ggtgsDgEE4xmn0uhLV2NeiuBbxDqFhoF/Fc3mqW9/BNbi5m1aG13WcErBTOvkAxlQA5+Ytgqd3A5iPim6XSdTjsdbfUre1ubZU1aNITK8UvDCPCiKVwQQNqnOQoVmGCf1+X+YHodFc54K1K51LT757i+kv4ob14bea4RI5ygVciVEChGDFhtKqwG3IzXR0wCiiikBVvrCO/FuJXdRbzpOuwjll6A5HSqGq+GLLWLqW4uZLiOZ4o40eJwpiaNzIki8feDHPOQcYIIznZopWA50+Drd7WcT6lfzX800c51JzEJ1aP7mAEEYAGRt2YO5sgkk02PwVaR20yrqOom7lvBfC+aVTNHOIxGWXK7cFQQVKlcMQABgDpKKf9f19yAxrrQLm80FtMm8QakTIWEl2EthK6EEFD+52Ac9QoPHWrmkac2k6ZFZNfXF8IRtWW5EYfaOAPkVRwPbNXaKAKOs6TDrWmtZzyywZZXSaAgSROpBVlJBGQR3BqjqPha3vX06SzvLrS5tNjaG3lsxESsbBQyYkR1x8q84yMdetblFAHMXHgiKXQbTR7bWtUtLS2k83EbQu0jiUSqWaSNiSGHbGe+as6x4Yl1qytLabX9TgW3aORnhS33TSIyurtuiIyGUHChR7VvUUBsc9qHhCLUZfMl1bUo3ltFs7xoXjQ3kYzjeQnynLPzHs+8e2AI77wTa3khaLU9RsxJYpYTi2eMefCu7ALMhZT8zcoVPP0rpaKVk/6/ruw/r8v8kYl34ZSf7A9nqV9p1xYwG3juLbyizRnblWEiMpyUU5wDxwRk03U/DUupaza6iNe1O1NoxaGGBLfy1JXa334mY5BPU9+MVu0VV3e4rK1jn73wdaXl7cyG9vYrS8kWW8sI2Tybl1wMtlS4yFUEKyg45Byc2JvDNnPBexPJOFvL6K+kww4eMxlQOPu/ulz35PPpsUUlpt/X9WGFc1F4JtYdQSddT1H7PHfNfx2W+MRJMxZmPCB2BLNwzEDPGMDHS0UdbhurGNY+Hv7N1J57LVb+KzeV5m07900G58liCYzIAWJbAcDPQY4pdP8Pf2XftLZarfJZM7yf2cfKaBWcktglPMA3EtjfgE8DHFbFFAHO6f4MttP1CzuV1LUZksGk+yW0sieVArggqAqgsMHgsWYY68nOlZ6Na2WgJo6mSS1WEw/O3zMpGDkjHr2rQopNJqzBaO6Oa03wRaWE0T3Oo6hqSw2L6fHFdtEEWBtmV2xoo/gHPXk5J4xas9NufD1lK0N7qutRxxhILGRrcsoHACuVQscd5HJOOpNbdFN3f8AX9dwMHwdob6FoXlTxiKeeV53iDbhCCfkiB7hECoMcfLxWlq2mx6vpU9jNLLCswH7yEgOhBBBGQRkEDqCKuUUPXRgYVv4Ut7GS9k0y+vLGS6ihhDxGNvIWPgeWHRlGcnOQfwo07wpBZeG7jQ7q/vNSsriN4it15asqMCGUGNE65PJyfet2ih67gtHcxo/DpNjBbahq1/qP2e5juY5bgQhwUIKr8kagjI5yM89au2OmQ2F1f3ELSM9/cC4lDkYDCNI8DjphB1zzmrlFO/9fd/kgMvW9D/tlrORNQu9PnspjLFNaiIsCUZCCJEdSMMe1VG8I2y2NrHa319a3dtJJKt/E6GZnkJMhYMpRtxOSCu0cbQMDG/RSAyZ9HvZrCC3TxHqcEkWd9zHHbGSbP8AeDQlRj/ZVfxqFvClkvh2y0iznubNLBke2uIGXzInX+IblKnOSCCpGGPFblFAENpDJb2kcM1zLdui4aeYKHf3IRVXP0ArN1Lw/wDbdSGoWWp32lXZiEMktn5R81ASVDLKjrwS2CAD8x5wa2KKAOTvvC97qXiy5nk1K/tLCTTYLaR7ZoVN0Q8pdWJQsvDDlNn3jg8cWr3wXZXMkv2W9vdOt7iBLe6trR0EdzGo2qrblLL8pK5Qqcd+BjoqKA63/rp/kYt14aSTUFvNM1K90mXykhlFmIisqJnYCsiOBjJAK4ODgk4GH3fhuzvYdVilknA1Xb55VhldqhRt444Udc1r0UCsFc7N4K06a6kuGnuw8l8l6drqOUO4R/d5QsSxB5yTzjAroqKOtxmNbeHTY6m9xYatf21rJM076evktAzscsctGXUEkkhXAyTjGajTw1KniY60de1J3KmP7MyW/leXuLeXxFuwCeu7d71u0UBueaeHPDGsaV4miu4NNmtLiS5kN/czRWJglhZmJCSIDcsSdpG8jplumD2lp4bs7OPSUiknI0nd5G5h825Cp3cc8E9MVr0ULRJA9XcybPQfsGqXV1a6nepBcyNK9ifKMKyMBlwSm8EkZxuxknio9O8Niz1gape6rfapeLA1vFJdrCvlIzBmAEUaA5Kr97OMcYyc7VFC02Ap2GnfYJLx/tl3c/argz7biXeIcgDYnHypxnHqTTtT0221fS7jT79DJb3CFJFDFTg+hHIPoR0q1RR0sHW5k6RoK6XPNcz6heandyosRubwpvEa5KoAiqoGWY5xkk8k4GGR+GYP+EbfRru+v72NnLi5up986tv3qQ+P4Wxt442itmigDEt/DjW0N2y6zqD6hdhFfUnEBmVUJKqq+X5YAy38H8RPXmo5/CVtcacIXvr77WLlLv8AtHehn85eA2Cuzpxt2bcE4ArfooAzdG0SLR1uWFzcXlzdy+bc3VyV3ysFCjIRVUAKqgBVA49cmtKiigAooooA/9k=)" ], "metadata": { "id": "kdWoV_y7L2GT" } }, { "cell_type": "markdown", "source": [ "## Q9 Explore to improve the model performance by trying to reduce the bias: design and train a model2\n", "* For example, train a CNN called model2, which has the same structure as model1, but with more convolution units: `conv_1` has 32 units, `conv_2` has 64 units, `dense_1` with 256 units\n", "\n", "โ“โ“โ“\n", "* Does the model performance improve?\n", "* What are other potential strategies to improve model performance by reducing the bias?" ], "metadata": { "id": "ulOnbatTOP9_" } }, { "cell_type": "code", "source": [ "# Build a Sequential model model2 with same specification as the previous model1,\n", "# but change the number of filters in the first convolution layer to 32 and second convolution layer to 64, the dense_1 layer to 256 units.\n", "# Ensure the weights are initialised by providing the input_shape argument in the first layer.\n", "input_shape = X_train[0].shape\n", "\n", "model2 = Sequential([\n", " ____(____,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_1'),\n", " ____(____,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_2'),\n", " MaxPooling2D((8,8),name='pool_1'),\n", " Flatten(name='flatten'),\n", " ____(____, activation='relu',name='dense_1'),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "model2.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])" ], "metadata": { "id": "Jn03WG3ZzleW" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Train the model and store the results in a variable called history\n", "history = model2.fit(____, ____, epochs=15, validation_data=(____, ____))" ], "metadata": { "id": "oLu2Rz2rzksG" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Are your printed output similar to the following screenshot?\n", "\n", "\n", "![Capture8.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAMwNAAAkpIAAgAAAAMwNAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzo1NDoyNwAyMDIzOjEwOjI0IDA3OjU0OjI3AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjU0OjI3LjAzODwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAhAEDAMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiuN8b6f/AGlrugW/9kabq/zXDfZtSfbEcIOc+XJyO3y/jT7pNRh1PQtD064h8P28tlcSXEWnxRyLGYzFtETOgUYLnkpggn5QcEJO/wDXlcdjr6K4HStZ1XxEdPsjrb6aTp8l013bRQl7vbKYw43oyBNoDnaP+Wi4IHWTS9Z1bxNJpVp/aj6V5umC+e4tIot92d+z5BKrgIBhjwT+8T5sdX/X3X/yYv6/L/M7YXELXLW4mjM6IHaIMNyqSQGI64JUjPsfSpK4LXINTXxZrE2m6xLYvaaDDKZEgjdpXV7gru3KV28HIABPGCuOe10+5a80y1uXAVpoUkIHQEqD/Wj+vz/yHLR2/rZP9SxUc88NtC0tzKkMa4y8jBVGTgcn3rlfE1hGvi/wvfM8rytqRjUM52Rr9mmJCr0BJ5J6ngZwABf1U/2p4msNJXDQ2uL+7GAfunEKn6uC/wD2yoB6fd/wDforkb2yjg+KmiXO+SSWezvdxkckKAYMKo6KPp1PJyapX+nQ6J4wfWNS8O6Pepf6lClvf7wb2FmRI1Co0XIDKScSZC5OOMUR1t5/52E9mzu6KKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAo6nomla3HHHrOmWeoJGdyLd26ShT6gMDisy/8E6LqN9pjXOnWElhp0E0MVhJZo0QLlCGVTwuNhHA/i7d4PiEt4ng++urLUbiyFtC0hFsdjyMMbfnHIUckgYJ4ycZDT+LksV0gXOqX+oW8UYKxQ2F08DzzNgIo8shmbPAXODu5BwCFsrjW5p6joek6vbxW+raXZ30MJzHHc26SKhxjIDAgcUalomlazbxwavplnfwxnckd1brKqHGMgMDjiuT1Cx12Sx8PPq9prGotDYOuoJpGoi1f7QRFhmxNFuHEnQkZPStHUb+31Xwzpdjo8sjxa2qRRSOz7xb7d0jksd2fLBGSc7mGapr8xLZM6EWFmN+LSAb4hA37sfNGM4Q+qjceOnJ9amREijWOJVRFAVVUYAA6ACuW8Vx3VndaFJaX01tbLqVtALW3PlqwLEHcRywxgBenXIJxiPxtEUe3aw1C/TW7lli0y1gunSPcp3M7RghXQDly4YAAAckApa6+dvy/zFtp5X/r7ja1Hwt4f1e6+1atoWm31xtC+dc2ccj4HQZYE4q5b6fbWt1cXMEW2a5K+a2Sc7V2qBnoAOwwMknqTXJ+JgbLX5tT1a01yXSIbWJjcadqTQxW5VnMjPEkyM3BQnCOcD8K7UHIBHQ0dBvcybjwr4eutSOo3Wg6ZNfFw5upLONpdwxg7yM5GBg+1TxaFpEOrPqsOlWUeoyAh7xLdBM3bl8ZPQd6xIdNsbv4pahd3VnbzXNrptobeaSJWeEl7gHaxGVz3xTLn4iaXbeJTojxZuPPWDd/aNivzEgfcNwJO/TZu9BQt0hyVr/L/M62iuSHxF0s+Jv7EEX+kfafs27+0bH727H+r+0eZ+Gzd7Z4oi+Imly+Jv7EWL/SPtBt939o2J+YHH3BceZ+Gzd7ULW1uonpe/Q62iuS0z4iaXqniBdIgixOzugb+0bF+VBJ+RLhpO3TbkdwOaTRPiLpeu6wunWsO2VgxB/tGxl+6CT8sVwz9v7v1xRurhsddRXIaN8R9K1vUjZWsO2TY75/tGxk4UZPyx3DN264wO5FLonxG0vXbuW3tYdrRQPOT/aNjL8q9eIrhiPqQAO5FAHXUVx2l/ErSdWa7FvDt+y2z3L/APEysJMquM/cuGx16thR3Ip2m/EjStUtr+aCHC2MBnk/4mVg+VBx1S4YL9XKr70AdfRXI6d8RtL1PT9QvIIcR6fGJJB/aNi+QTj7yXDKv1cqPem2XxJ0q+0nUNQihxFYBDIP7SsGzvbaPmW4Kr/wNlz2yeKAOworkbT4jaXeaHf6pHDiGxKCQf2jYtnccD51uCi/8DZc9s0yH4laTPodzqiw/ubaVInH9pWByWzj5xcFB06MwJ7A0AdjRXHj4k6UfDraz5P7hbkWxX+0rD723d9/7R5fTtu3e2Oac3xG0tfDa60Yf9Ha5+zBf7Rsfvbc/f8AtHl/hv3e2OaAOuorkJPiRpUfh6HWGh/cTTtAq/2lYD5gM/fNx5Z+gYt7Utx8RtLt/D9pq7w5gupHjRf7RsRgr1+c3Ajb6KxI7gUbBuddRXHXXxK0m00ex1GSHMV8ZBGP7SsFxsOD8zXARv8AgDNjvg06/wDiRpWnadp95NDmO/jaSMf2lYJgA4+89wFb6oWHqRQB19FcjqfxG0vSrTT7ieHK38Hnxj+0bFML9XuFDfVCw96bqnxJ0rSUsmuIdwvLZbmP/iZWEeFbOPv3C7unVdy+hNAHYUVx+rfErSdHmgiuIdxnt0uF/wCJlYR/KwyOJLhSfqMqexNO1z4jaXoOoizu4d0hjWTP9o2MXDDI+WW4Rvxxj0Jo8gOuorkdX+I2laNrTaZcw7pl2ZP9o2Mf3gCPlkuFfv8A3ee2Ril1b4i6Xo+vPpNxFunRlUn+0bGP7wBHySXCv37rz2zxQtQ2Otork734iaXY+JDossWbgTLDu/tGxXlsY+RrgSd+mzPoDxSD4i6WfE39iCL/AEj7T9m3f2jY/e3Y/wBX9o8z8Nm72zxQtbWB6XOtorkoviJpcvib+xFi/wBI+0G33f2jYn5gcfcFx5n4bN3tS2PxE0vUPEi6LFFi4aVot39o2L8rnPyLcGTt02Z9QOaFrYHpe51lFcvFp1lZ/FDz7Szt4JrrS5HnkiiVWmYSx4LEDLH3NdRR9lPv/m1+gurXb/JMKKz9P1q11K4mgt4r5Hh+8bmwngU84+VpEUN+BNWr1ZXsLhbfIlaJgmDg7scc9uaTdlcpK7sTUVwGnyXlloeo2NjZ65Z+I/7N82NNTv2vPNIGC8eZpEB3HoducrkYqTRdQntdSv4dAg1m8gGmG4jg1d5ld7hWICqbj51DcA8BOOP4qb0dv66/5feStVf+un+f3and0Vz3hLWp9Xt51v72Ga8hKmS3GmTWMkIYcbo5XZiCQcMPlODjODVjxV4gh8NaBLfSy28cjMsMBuZRHGZWOF3Mfur3J9AaJaDWps0V5no97Lq/hHWrDSNdn8Q3lvqkTO9nqSrNJDviaTY4kXy1YCUABlA5APFXrq/ij8Ky2umjVrS4j1GK3ubG9vpXupGba3lJMHkILIQQVfaATlk+Yh2/T8bf5h0v6/gd9RXmEXiTVtI027h0x8SreXOLbWHluJrJI7cS7GYtlyxUkEOy4kGGYDFay+KvEEmj3ci2tu1zb6hHBJLbWctysELwpLu8lWDykGQIdpH97AAK0t9vJ/eH/B/A7miuel8RGPwSNUtriDUbmRRFA0UTQpLcM2xU2MWZPnIBBOVwc4waram1/wCFfD+m2mjRl1D7Lq8+wy3hTKsxkMMTB2Lv1IPBbJoegHVUVxmt3usXtr4autB1zT/KurmNXmWzkZJ2MbnOBMPk4+4STnHzcUuveJNX0u9tdKhlha9+ym4nuY9FurtGO7aqiKFiUBIb5mc4wMA54V+/e34XD/K/42Oyorjm8QeItSkii0u3s9MkbSo7+VNRgkkeN2LAxFAyHt94kEY+6c8dJo2ojWNBsNSWMxC8to5xGeq7lDY/Wq7/ANd1+jDrb+un+aLtFZ9/rVrpt1DBcRXzvN9029hPOo5x8zRoyr+JFaFIAormdTsLOP4haHfR2kCXksdwklwsYEjqEGFLdSB6VUu/EusJ9t1S3+wLpVhfC0ktpInM8oDqjuJA+1TuY4UochRyN3CTu7f1/WoPa52NFctLr+oQeNPsF7JDp9gZEjt/O0+Vxd7kz8tyHEcbbsqEZSx28Z3ChNf1BfGj6fqMsOn2Zm8q2jm0+Um7Hl7gUud/lhid37sruwh+tNag9DqaKqL/AGl/bUm/7L/ZnkL5eN3nebuO7P8ADt27cd85q3QAUVy3h0XkHjLXrW91G4vtsFrL+9bCIzebnYg4QcAYHPAJLHJPRX1wbPT7i5CGQwxNJsHVsAnH6UpNRV2NK7sieiuC8NSXstxaDX4bsSa7ZNIlzHrMrj7qsy+Uu1IThvlaPJ45bPJdZT2OgXmv66L/AFA6PpkX2XZdajPcJLMpzIw812AwSsYxjkPmm9NxLVXR3dFee+CtYg1jV9csrrxHDqlxc28U7Q2OpbliLBw6QlWBULlF3Lg5wxwTWv4Plli1TVbGdNRtFQQzQ2Op3RuZo0YMC/m75AQzIwC7zjbnA3U7WdhXurnV0VHcTrbW0k8gkZI1LMI42kYgeiqCSfYAk1X03VINWtmntY7qNFfYRdWcts2cA8LIqkjnrjH5UhlyiszxBqg0nR5LgXEVvIzLHE0sLzZdjgARp80h9FXBPqOtc1Y+M9Su9JkiSKJ9TOqDTYppbKa2jy0Yl8xoZD5igKT8pb5iBhgGyBa7f1t/mg6XO4orndS1HWdK0+wtXlsrvVdQuxbRTrbPFBHlWcsyeYzHCo3AYbjgZXqJZL/VNOu9Fs7+a0upb65kimlgt2hUKIncbVMjYOVAOSe/SgHobtFcZ/wk2uXlxZWumw2Ky3V/fWrSzK5WFIHZVfaGyxwBlcjJPVam1HxBq2n6TYxX8trZatM8gZY9Onv/ADVQkb0ghbeFI2tkt8u4Kck8K47a2OtorjrHxRq2u2miwaXHa2d7f2b3c89zA8kcQRlQqse5GJLMOrDaAc5PFXtR1+60C9jXVzBLatp0k3nQxMhaeL5nUKWbhlOVXkja3Jp/1/X3CWp0dFZMLeIH07SXlXT0umZDqaHftVdh3CLk/MGwBu4xmtansAUV5n4r1LUrjVPEf2FtSW60aONrV4bp7a1tlEQlMsuDiXJJXZtfhAMKGLV6PaStPZQTSJseSNWZT/CSM4pLVXB6P+v66ktFcf4rWSx1i01C2TVoALiAz363rG0ij8wKyNb+Ycll+XIiIBYMWGCRial42sLnx1pxXxLaWlpaam1k1mL5UaXEUvmPKm4HaJAiKGHUE87loWugPRNnpdFcXHnTvF0k+tWmuItxf+XaXg1FmszuUBEMCzcZORzHjPU96kvFk07x1YSRJq1rb3FwyT3NxetNa3JaNisSRGRvLO7B3bEA2EA/MARapef9W9QfXyOwoorPg1q1udUl0+OK+E0WdzyWE6RHHpKyBG/BjmgDQoqO48420v2UoJ9h8syAlQ2OMgc4zXO6T4nn1SSxO23hQWD3OpByQbeQNsCA5wBuSbJOf9XQB01FcZ4e8V3GseIv7Nuniu7W7s5LmGRNLuLVQqsild0xImBEg+ZcDjp8wq74LsrXTl1y00+2htbaLVZBHDBGERB5cZwFHAppflf8bCbt99vwudNRUdxbw3dtJb3UUc0MqlJIpFDK6nggg8EH0ridGvh4d+H7jS7aBGOr3FnaxFQsUTSXzxpkDHyruBwMZAwMUiulzuqK5M65r1ouuWEsVpqWqafaxXMDWcDRrIsm8AGJnY7lMbHAf5hgDBoh8Q6jL4Rvryylh1TUraQK0UemTWzQglc7reRzISFJcLkFxgDqDQI6yisHSNUvNV8N3UtlfWd5qcfmRqXsprRI5QPlWWF2aROqk55IIIHIrZtftH2OH7b5f2ny187yc7N+Pm255xnOM07AS0Vz3jtbseCtWnsr+aya3sp5t9udrsVjYqA/VecHI546itnT2Z9MtWdizNChJJyScCktb+QPS3nf8Lf5liisXxPafatNVhZ6reyRt8sOl6gbRzkdSwljBHsSfpWFcJc6n4C0y6VdW1bUUtzGZdNv2s8TBcM7jzIwwDrjBDH/AGeTSvZN9h21SO3ori9YNpfeC7HVmvr67u7i2hitHtb+5s1uZpAAhKRsvVjk5GQM+lJ4j0WKx8M2cDajq0+qtFFp1pMuq3MRmmIwJHWORQxHzOxIJwp9Kppptedv6/D7xLVJ/wBf1/kdrRUNnbm0sYLYzSTmGNYzLK253wMbmPcnqTVW/wBatdNuoYLiK+d5vum3sJ51HOPmaNGVfxIoe9hLa7NCiiuYvvEV/a3ep6esdub9J7dbAFWKvHMdoZxnJ2sspOCOEpdbD8zp6K4rW/GVxp3iBYbSeC4toruC0uLdNNuJCpkZFJN0p8qNh5gOxgSQByNwxdmsLO3+Kljd29pBFc3Ol3XnzJGFeXbJbhdzDlsDgZ6U1rb5/grjsdRRRXFReM7h/F9pZxTwXdhd3cloPK024QRMiOci6Y+VIcxkFVAIJPJ2nK3dhdLna0Vz2gajrGtyHU2lsrfSmllSK0+zO1wVRigYy+YFBJUnbsOBxk9aPDmo6xrcEerzS2UOmXKs8FmLZ/PVc4UtKZMZIGSuzjOMnGSrgdDRXKad4ovbvTfDtxJFbh9UspLiYKrYVljDALzwMnvmmeH9c8R3Wl2Wsa7FpcGnXWnG6l8pmT7IwVWG+RmO5WBYnCjZjGW6lvRtPp/wf8h21sddRXC6f47nR9TfUP8ATLe1019RjeLSrixJVDygExPmZBXDLgdcjpWsbjxRbeHbzUbh9MuboW4ngs4LWRdpA3GMuZDvOPlDBU55x2o2V3/X9WFu7L+tv80dJRWNpOtSaxqly1p5TaXFBCUmGdzyuu8jrjaEaM9Ore1XdK/tL+z1/tv7J9s3vu+x7vL27jsxu5zt259844p2a3C91dFyiub8cahJY6TaRpJcxpeX0VtK1oGM2xskqhXlWbAXcMY3ZyMZFfwTNqCXWs2F/Hcxw21wj2sV3dfaZoUdAfLeQk5YEFvvNgOAGOOEtb/12/zB6f1/XY6yiue8ZeIodB0yGNtQtNPub+X7PBcXcqpHFxlpCW4+VQSB3OB3rk9O1+e+8HaXpuham2qz3WqXFlJcDUf3gjUzSKGm+Zl3IijcAW2nK84NG4bHptFcVFNYN4VuU1ybUdLj0i5aK6jh1eeVpHwCoWfIlkB8xdq8EkhccAVmTXerrb+HNG1pNXubiaxnnkt7Gcw3E7oyBFkmV0CbUcliXALADJOAT0/rS4f1+h6RRXP+Brq/u/CNv/a7+ZdwSzW0km/fv8qVow27C7shRzgZ64roKbVmBma54f0/xFaC11UXLwcgxw3k0AcHs3lsu4exzVW88G6Pfx2C3Yv3bTi5tZRqdyssZYYY+YJAzHHGSTxx0qr4v8RTaHdaZDHqulaTFdtIJLvVIy0a7VBAH7yPk59fwqV/FKWcWlwBJNdvNQgeaF9JiURTBNu4gvJtQYcEFnwcYzkgGVqPW5aufC+nXlpb21xJqLRQKVVRqlyN4PUSESZk/wCB5446VZi0a0g1SK+iUoYLX7JBCoCxwpkE7QBxnag9MIMY5zmHxlbTQWjaZpuoalcXMLTm1t1jWSFFbaxfzHVQQ2VwGJJBwCASHP4vtZY7L+ybG+1Wa8g+0Jb2qojxx5xufzXRV5+XBO7OcDg4f9fn/wAH8Rf1+X/ALGs+FtM1+4hm1P7azQlWjEGoXECqwJIbbG6jcM/exn3qG88GaPfakuoTC/S8W3W28+DVLmFjGpyFJSQZ5Ocnknk1n6l4sudI8UXkMun6heWsOlQ3jW9rFGWg+eXzGZiwB4VRtDEnB2g8murhmS4gjmhbdHIodWHcEZBotoD31/rZmbe+GtN1G6Se+W6n2BV8h72YwPt6bod/lt65ZT29K1a5vxTqus6HCdStWsGsYniRrWSJ2muS7hSqOGARuRgbXyfSruuX1xFNYafp8hju76cAOEDeXEnzSNg8fdG0Hnl14oAhGn6pb+OJ9Rt4bOWwu7SGCVnuGSWIxtK2VQRkNnzB1Zehrdrn5ta1KLxxY6VJbQR2F1BcOrli0rGPy+eDhR+8PHJOAeOlU4PEVzc+NrvSRr2iW32e4WNNNkhLXcyeUrlgfOH95ufLOAvehajfVnWUUUUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDDhsNTk8aPqV3DaRWUVo1tAYrhnkk3OrbmUooX7vQM1blFFHRL+u4dWwpssazQvE5YK6lSUcqwB9CMEH3HNOooAyrLw3punx3K263Rkuk8uW4mvZpZyvOFEruXUDJIAYYJJGCc0618PafZWVxbW63IFyNs07XkrTuMYH74sZOMnHzcdsVp0UAZ2laDYaM0z2STtLPtEk1zcy3EjBc7V3yMzbRk4GcDJ45NaNFFAGfLodjLa3UAFxCt5N58zW91LC7PwMh0YMv3RwCBVdvCmjNpP9nG1fyfOFx5guJBN5oORJ527zN/GN27OOM4rYooAxI/B+iR2/k/ZHcEyM0ktxJJJIZEMbF5GYsx2HblicADGMCpJfC+mSwyxqLu3E0yzSG1v54GZxGsYy0bg42qoxnHGcZ5rXooAyovDmnwJp0dujxQ6dK00UQckPIwYF3JyzN87HJOSSScnmp9U0e21dI1u5b2MRkkfZL6a2Jz6mJ1z+OavUUbgZk/h3S7jRYdJe2KWcBQxLDK8bRlTlWV1IYNnuDnrzyaiuvCul3kVsswvBJaoY4riPUJ459pwSpmVw7AkA4ZiMgHsK2KKAOZvfBttqevfaL9p5LFbBLQRLfTqZMMxIk2sPMUggfOWzzkc89IiJFGscSqiKAqqowAB0AFOoo2Vg63CiiigDGvfCumahrEep3LX/wBqiOYzHqdzGicAcIsgUZAGRjnvmll8K6PNq39oyWz+eZVmZFuJBC8i42yNEG8tnGFwxUkbV54GNiijbYDJl8NabPqy6jcfa5plkEqxy307wq4HDCEv5YI6j5eDyOeaX/hGtOOrrqUn2uadZDKizX08kSPgjcsTOUUjJxhRjtWrRQG5UXSrNNak1ZYcXskC27y7jzGrFguM46secZq3RRQBi2HhPS9N1h9TtTf/AGuQYkeXU7mVXHOAVeQqQMnGRxnjFW7PRNP0/UdQvrS38u51J1e6fezeYVXavBOBxxxir9FAGTpnhjSdIuDPYW8ivsMaeZcSSLChOSkSuxES8D5UCjgccDF3TtOtdKsIrKwi8qCLO1SxY8nJJJJJJJJJJJJNWaKAKcmk2kkl5LskSW9jWOeSKZ42KqCBhlIKkbjyuDTNL0Sx0cS/YlmLzEGSa4uJJ5Xx0BeRmYgZOBnAycdTV+igAooooAp6rpNnrVl9l1CN3jDrIpjleJ0ZTkMroQykHuCKoReENEh025sEs2MN1MLiUtcSNI0oCgSeYW3hxsU7gQcjOc81t0UAZTeG9Nk0j+zZ1uZ7cOJFae8mklRwchllZy6kHoQwx2pk3hbTLjTYLKf7ZIlvKZYZW1CczxsQQSJt/mDhiPvdDjpWxRQBl2HhvSdLW2Wws1gW1eV4QrthDKcvwT3J/Dtinar4f0/WZoJb5JxLbhhHJb3UsDBWxuUtGykqdoyDkcDitKigDFfwhojadZWUdrJbw2AItTa3MsEkIPVVkRgwU9xnBwOOBVfU9An1K+0m0kjg/snTZY7kTS3EktxJIgIVcMOnIJcuxPIxzmuiooDpYqX2lWepS2cl7D5r2U4uLc7iNkgBUNweeGPByOat0UUAZOoeF9I1TUBe3tqzTFQkmyaRFnUHIWVFYLKoycBwRyfU1YudF0+81ix1S5t995YCRbaXew8sOAG4BwcgDqDV6igDLufDmnXmqC/uxdTSKyuInvZjBuXG0+Tv8vIIBB29RnrzVy6sLa8mtZbmPe9pL50J3EbH2sueOvyuw59asUUAZa+HNOGr/wBpSLcz3AcuguLyaWOJjxuSN2KIcEjKgEAkdzRH4c06PVv7SIuprgOzp9ovZpo4mOclI3cohwSMqBgEgcGtSijYAooooAKo22i6fZ/bfs9sqi+dnuFLFg5brwTgA5JwMDLMepJN6igDC0/wboulziazhuRMtu1qksl9PI8cTbcorM5Kj5RgDGO2MmktfDkXh6K6uPDkE095OctHqGrXLRyHIyxLmTDYHUKScAdK3qKNQMSD+3tQ8y11vTbG0tJEKtLYavM0oPtiGMj6hgRTbTwbolnpl3p8cFzLaXZ3SxXN9PON24tuXe5KNuJbcuDnBzkA1u0UAZMHhnTbbT7mzg+2Kt0waab7fOZ3Ixj98X8zjAGN3TjoaSHwxpkGnT2UIvES4kEk0y384nkYYAJm3+YeAB97oMdOK16KAMuDw3pcGj3elpbu9rehxc+bPJJJNuXaxaRmLk7cDJOQAAOgq/a20VlZw2tsmyGCNY41yTtVRgDJ56CpaKAM/WtDsvEFgbLUxcNbtkOkF1LBvBBBVjGyllIJ4OR7VBN4X0q58NSaBdRT3OnSrteOe7lkYjOceYzF8ZHrxWvRQBn6jotpqkMUVxJexJD937JfTWx6Y5MTqW/HNQXXhjS7q0trUpdW9tap5cUNnezWybeOCsbqGHHfPf1Na9FAFJ9HsHlsHNsq/wBnEm1RCVSLK7OFHy8KSBkcZOMU+fTrW51C2vZ4y9xaBxCxc4TcME7c4zjjOMgE46mrVFABRRRQAVTm0qyn1W31KWHdd2yssUm4jAIwcgHB6nBIOMnGMmrlFAGHc+DdDvNRkvbi2meWSdLhk+1zCIypt2yeUG2bhsXnGTjnqafN4U0yfXU1iQ3/ANtjPyMupXKooypKiMSbNpKrlcYOOQa2aKNtgMFbzxb5gDaJooTPLDWZSQPp9l/rTrfwbodrqUV9FbTedDO9xCHu5mjhkfduKRliqZ3tkKAOfYVuUUAZdt4c06z1V9QtFuYJZHZ2ijvJlgLN95vJDeXk9SduSeevNFl4c03TdQe7sUuIGkLMYVvJvIBY5YiHd5YJOTkL1JPUmtSigDDsvBuhadeJdWtm6yxq6RF7mVxCj/eRFZiEX/ZUADAwOK0U0uyTRl0kW6mxWD7N5DEsDHt27Tnk8cc1boo6WDrcxdO8JaNpdw89tbyyTSQG3eS6upbljESDszIzfLx06DJ9Tkg0NdAspj4bheadlVY7a+1O4MCgHou7zBGAOyr2A4HTaooeoaGV4a0RPD2gwaerKzqWklZF2qXdizYHZcnAHYACrOlaTZaJp62WmQ+Rbq7uE3s2GdizHJJPLMTVyigCrqemWesafJZajAJoJMErkqQQchlYYKsCAQwIIIBBqva+H9NtNKuNOhgc290G+0GWZ5JJtw2kvIxLscYGScgAAcAVpUUdLAVtO0+10nTLbT9Pi8q1tY1ihj3FtqqMAZJJPHrVSbw5pc+l/wBnvbutuJmnXy53R0kLlyyyKwZTljyCOCR04rUooeu4LTYwbrwXod3Y2trNb3AS0mNxE8d9PHIJSCDIZFcOzcn5mJPNSz+FNKubG2tp1vH+yuzwTm/n+0Rls5xPv8zBBxjdjHHatmigCG0tLews4rWziWGCJdqIo4AqaiigDG1zSL+/vtPvdJv7azuLIyY+02jTo4dQDwsiEHjrmsrVrDxBL4m0KSzu7RLmKyu1uLx9PkeDJaHACCUFScHGXP3T17afirxDL4c0eS9g06W/aNDIwDiNERcZLOQcdcAAEknoAGYWNXvNVtYozo2mQXzlWeQ3F35CIABxkI5LHPA244OSOAVotf62GtzIi8IXel/ZpfD2rJbXUdu1vO95a+ek4ZzIX2q6bX3sxyDjDEY6YdF4RudKNnL4c1OO3uILQWkz31r9oWdAxYMQrxkNuZjkHHzH5emF/wCErvdQi0VvD2mQXB1Wye9AvrxrfykXy+Dtjky370e3B5rT1fVJ9L0BrkxRG+cJFDAHLI07kKqZwCV3Ec4HGTgVTTX9ev8AwRfr/X6ENx4fe5vtQupbtQ99pqWLBYsBCpkJcfN383p7dTmtOxtvsWn29rv3+REse7GN2ABnH4Vkav4hn0e7022awe5+1XENvNcg+XHGXJGVzkscjO3sOrDjJ4i17UNCjkvE0qO40y2RZLmdrvZIATg+XHtO4gcncye2aXp6fd/w4m9df66foV9Y8O6zqHia31S01iySC1TFtaXenvMsUhyGlBWZMsQcAkHAzjGTnSttMn/4SS61S8eNh5CW1qqZ+RPvSMcjgs2BjnhF55IFe71fVz4gk07SNMsriOGCKaWa5vnhI3s4wqrE+cbD1I61uULRDepzd/oGtXfi6z1iHV7CKCzSSOO3fTndikmzeC/nAE/JwdoAzyDU+o6Ff6vqEQ1DULU6XDcx3MdtDZlZt8bBlDSmRgRuGThFJ6Z65BqGqXHjifTreazisLS0hnlV7dnllMjSrhXEgC48sdVbqa3aFpYHvYKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAorDhv8AU4/Gj6bdzWktlLaNcwCK3ZJI9rqu1mLsG+91CrW5R0T/AK7B1aCiiorqf7NZzT7d3lRs+3OM4GcUm0ldjSbdkS0VzsHiLUbfw7ca1r2mWttax2wuI1sr1riR8jO0hoowD0HU8nt1qSx8Q3KXVxbeJLO30uWG1+2B4rszRGIHDEsUQgqeoxjBGCecN6OzJTuro3qKo6VrFrrELy2aXaIpAP2qymtieM8CVVJHuOKnvby306xnvL2VYbe3jMksjHhVAyTQ9NxrXYnorm9I8R6rrmi3NzZaNDBeQXRhFre3jR/LtVgWZY2KthhlcHByM96dpeua3qmn6i6aRYJd2l0baNf7RcwTbcbyJPJ3DaSy42H5lIo/r+vvC/8AX9eh0VFcynjewtdJ+169/oEq3E1s0cIe5VniJ37CqbmAAJztBGGyBg1bXxjokmnvew3Uk0S3H2YLFayvI8hUMAkYUs+VIYFQQV+YHHNAG3RVM6rapo76pK0kFokRmdp4niZFAySyOAw4HQgGqCa+NP0SyuvECPFdXfK21rbSzSAkFggRAzEqv3jjGQTx0oA26K57WvGNpo39lmS01CZdQkVV8uwuGMalSclVjJDcfcOG68cGrF54r0qwtraa6a7U3KNJHCthO82xcbmaJULqoyMlgAMj1FAdbGzRWJf+MND00oLi8aRpIBcotrbyXDNCc/vAI1Y7OOW6DIzjIzsQyx3EKTQOskUihkdDkMCMgg9xQA+iiigAorEu7/UrXxfp9p5tq+n3scv7vyGEqMig58zfgg56bB9afceK9HtdV/s+a5kWYSrCzi3kMMcjY2o0oXy1Y5XClgfmXjkZFroBsUVm/wDCQWB1o6WhuZblWCuYrOZ4o2K7tryqpRTgg4ZgeR6ihPEFhLrLaXCbmW4RtrtHZzNCjbd21pgvlg4xwWzyB1NG4GlRVRdVs31qTSVmzexwLcPFsPEbMVDZxjqp4zmrdABRWJoviGXVtZ1Gyl06WyW0SKSNpnG+RZN2CyY+T7mcEk4IyFOVG07BEZjkhRk4BJ/IdaHpuAtFc1a+MVa01+61HTprKLRSC6Fg8jqYVl+6OA2GxjJ+tMPi6502O7/4STSlspYbI3saWlz9o81AcMuSiYcEqMYx8w+brgA6iisGx1vVZrq40/UdLtbXUltvtNvGl60kUq524L+WCpDYBwrABgQT0E+iavd391fWWp2MNpd2TIH+z3BniYOuRhyiHPqCvGR1zQBr0UUUAFFQXt7Dp9m9zclxGg5EcbSMfQKqgsxPYAEms9PFOkPo8upm5eO2hk8qQS28iSrJkAJ5TKH3kkYXbk5GAcigDXorLbxHpsejnU52uLe23iMC4s5opWYnAVYmUOxJOAApJ7Zp9vrtjcJZkG4hN7I0UCXNpLC7MqliCrqCOFJyQAccUAaNFYtz4u0O0jjae9x5s8tvEqwuzSyxEq6KoUlmyCAACT2zT28UaUNKt9RjkuZ4LgkRrb2U00hwcNmNELrg8HIGDwcGgOtjXorIn8U6RBp1ne/aXmivl3Wq20Ek8kwxnKxopcgDrxx3xVmDWbG4ultlkdJ2tluxHNC8bCInGSGAwQRyDyOMgZFGwF6istfEmlPZ6XdrdfuNWdUsm8px5pZSy8YyMqCcnFalABRXKeIPGj6K+oTRWEM9hpIjOoXM135JQvg7I12kO4Ug4LJncoBJPHUxyLLGskZyrAMp9QaPMNh1FYbatq83iC4sdP0yyltbV41muJ7545PmUMdsYiYHAPdhk+lEGravd69d21rplkbC0uFgluJL91lOY0ckRiIg/fA5cZx2oWuwbG5RXOXuua7Ya1ZWsuj6fJb3t35ETxak5lCYLGQxmAAYVSSN/tk5FTy6zqNp4itbG/062W0vpXitri3vGkkyqM+XjMahRhSMhmwSo75AtQ2NyiiigAoqO4njtraWeYkRxIXchSxAAyeByfoKqx6zYSyWSRXAdr+Fp7bapIeNQpLZxgD51646igC9RWVY+ItP1W7ms7GWZblIy6i4tJYg65xvTeqiRc45UkcjnkVF4a1DUL2HUItWktpbizvXtvMtoWiRwFVgdrO5B+b+9Qtfz/QTdv6+ZtUVHcLM1tItrJHHMVIjeRC6q3YlQQSPbI+orD0XxA7eFZtT8QTW6NbXFxDNLBEyI3lzPGCqFmbJ2j5QSSTgUFWOgorIt/FWkXNheXi3EsUdj/x8JcW0sMseRkZidQ/Pbj5ugzT18RaedHl1OT7VBbRNtb7TZTQyE5AAWN0DsSSAAAck4GTQI1KKzl12xOiT6tIbi3s7dHkla5tJYXVUGWPluofoPTntVy1uYr2zhurZ98M8ayRtgjcrDIODz0NAEtFZHibXJPD+hXWoQ2El88EMk3lowRQEUsSzn7o4x0JyeAa0rab7RaQzbdvmIr7c5xkZo3DYlorE8VeIZfDmjyXsGnS37RoZGAcRoiLjJZyDjrgAAkk9AAzBNV1u/g1NNN0TTYr+7+zm5lFxdG3jRM7VG4I5LMc4GMfKckcZANyiucu/Et8/h6DWdD0lLy1e0N3KLm68hkULnYAFfL9eDtXj71V9T8aSQqh0i0tJ/wDiW/2nJ9vvTa4hP93CPuIx82cBcrzzRt/Xr/kxpN/1/XdHV0VDZXQvbC3uljeNZ4lkCSDDLuGcEevNTU2mnZkppq6Ciis6XX9Nht7+aS5wmnSeVc/u2JjYhSBjGTkOuMZzmkM0aKyrrxLpllqkdhdSzJLI6xh/ssphV2+6jShdiscjClgfmXjkZgOoalB45h02aW1k0+6s5riJVt2WWNo2iXBfeQwPmE8KuMDrQtf6+YG5RRWUniTTH1kaWJZluWZkQvayrFIygllSUrsdgAchWJ+VvQ4ANWisu38Radd6tJp1q9xNNE7RvJHaStCrKPmUzBfL3DoRuyDx14os/EWnahqUtlZPcTPEzK0qWkpg3Lwyibb5ZIPBAbOQR1BoDY1KKzoNf024gsZobndHfxGa2PlsPMQLuJ6ccHviquleMdB1uVU0y+84SQG4jkMMiRyRjG4q7KFbaWAYAkqeDg0dbAbdFZen+I9N1OeeG3kmjkt0EkiXVrLbnYSRvHmKu5eD8wyPeoIfF+jXFhPfJLcrZwKrtcyWM6RMrHAZHZAHXvuUkY56c0AbdFVl1C1fVH05Zc3UcKzvGFPyoxIBJ6clTxnPBpmlatZa3p63umTefbs7oH2MuWRirDBAPDKRQBcorN1zVjpFjG8Nubq6uJkt7aDdtEkjHjLYO1QASTg4APB6VW8OeIf7bbULa4hht77Tbn7PcxwXHnxhtoYFX2qTw2CCoIIIxxki1/r+u4bG3RWbrupXOmWUT2FrFdXE1wkEcc05hTLHGSwViP8Avk0yS711NKjddJs5NReTaYUv28iNeTuaUxBugxgRk5I7ZYG4GrRXKp4ynuNN082unwrqN7dTWYt7q78qJJYSwceaEYn7h24TJHOBzhtv4yudQsbD+zNMhl1C7E7NFLeFII0hfY7+cEYlS2Np2chskDmgDrKKy/DWvW/ibw7a6taALHcKcqHDhWVirAMOGAYEZHB61qU2rOwbnP8AjTT9W1jw3c6ZosFlI13G0ckl3cvEIx2ICxvu+nFVPEdj4p1jSbK0toNNijkY/wBpwf2hInmJ2jSUQk4b+I7QcZAxnNa2s66dJuLO3i0281G4vC4jitDECAoySTI6Dv61JLrtjZWEdzrU8Wj7ozI0d/cRI0YBAOSGK8FlGQSMsOeancfXQxdZ0K41bS7GC48K+G714Y2Ty7ycvHadAPK/cEsMAf3OgHuJ7TQ7yK90S0u5pLqz0i13G6mbLXNzt2AkZJ4XeTnu64Jwa1L3xBo2m2UF5qOrWNpa3GPJnnuURJcjI2sTg8c8U7Udb0rSLWO51bU7OxglIWOW5uFjVyRnALEA8DNVexPSxj+LdP17UptPTR7TTpYbS7iu2e6vXiZmRidgVYnGCMfNn8Kr6/pnibVNZsXWz0q50q2RZmspdQki8y5ByC5EDb0XgqOMt8xHAA0bnxdpdjrUllqN3aWduLaGeK7nulRJTK0gCDOATiPPBOc9OK3aSVvvv+g3v8v+D+pyPijwxP4hugF0fRklaJUXWZJGN3ZnOcxARZyp5U+YvJzjseuAwAOv1rI1bXzo1wv2nSr6Sy+QSX8RiMUW5tvzKZBIcEjOEPX61Y1fU/7MggMcQnnubhLeGHft3sx559FUMx4PCmjpYDEh1KxtPilqFpdXlvDc3Wm2gt4ZJVV5iHuCdqk5bHfFMufh3pdz4lOtvLi489Z9v9nWLfMCD9825k7dd+70Na3/AAklkfE0Whok73Ekcj+aI/3QMezcu4nk/OvQEDkEg8U1PEEs2tz6fbaJqE0dvMIZr1WgEKMUV+hlDkAMOiH8aFq00OWt/wCuhlj4daWPE39tiX/SPtP2nb/Z1j97dn/WfZ/M/Hfu9880RfDvS4vE39trL/pH2g3G3+zrEfMTn74t/M/Hfu9662ihaWt0E9b36nJaZ8O9L0vxAurwS5nV3cL/AGdYpywIPzpbrJ367snuTzSaJ8OtL0LWF1G1m3SqGAH9nWMX3gQfmit1fv8A3vrmuuoo2Vg3OQ0b4caVompG9tZt0mx0x/Z1jHwwwfmjt1bv0zg9waXRPhzpehXctxazbmlgeAj+zrGL5W68xW6k/Qkg9wa66igDjtL+Guk6S12bebd9qtntn/4lthHhWxn7luuenRsqe4NO034b6VpdtfwwTZW+gMEn/EtsEwpOeiW6hvo4ZfauvooA5HTvhzpemafqFnBNmPUIxHIf7OsUwAc/dS3VW+jhh7U2y+G2lWOk6hp8U2Yr8IJD/ZtguNjbh8q24Vv+Bq2O2DzXYUUAcjafDnS7PQ7/AEuObMN8UMh/s6xXG05HyLbhG/4GrY7YpkPw10mDQ7nS1m/c3MqSuf7NsBgrnHyC3CHr1ZSR2IrsaKAOPHw20oeHW0bzv3DXIuS39m2H3tu37n2fy+nfbu98cU5vhzpbeG10Uzf6Otz9pDf2dY/e24+59n8v8dm73xxXXUUAchJ8N9Kk8PQ6O037iGdp1b+zbA/MRj7ht/LH1ChveluPhzpdx4ftNIebEFrI8iN/Z1icluvyG3Ma/VVBPcmuuoo3DY466+Guk3ej2OnSTYisTIYz/Ztg2d5yfla3KL/wBVz3yadf/DfStR07T7OabEdhG0cZ/s2wfIJz917cqv0QKPUGuvooA5HU/hzpeq2mn2882FsIPIjP9nWL5X6PbsF+iBR7U3VPhtpWrJZLcTbRZ2y20f8AxLbCTKrnH37dtvXou1fQCuwooA4/VvhrpOsTQS3E20wW6W6/8S2wk+VRgcyW7EfQYUdgKdrnw50vXtRF5dzbZBGseP7OsZeFGB80tu7fhnHoBXXUUAcjq/w50rWdabU7mbbM2zI/s6xk+6AB80luz9v73HbAxS6t8OtL1jXn1a4l2zuysR/Z1jJ90AD55Ldn7d247Y4rraKFoG5yd78O9LvvEh1qWXFwZlm2/wBnWLcrjHztbmTt1359COKQfDrSx4m/tsS/6R9p+07f7Osfvbs/6z7P5n4793vnmutooWlrA9bnJRfDvS4vE39trL/pH2g3G3+zrEfMTn74t/M/Hfu96Wx+Hel6f4kXWopc3CytLt/s6xTls5+dbcSd+u/PqTzXWUULSwPW9zl4tRsrz4oeRaXlvPNa6XIk8cUqs0LGWPAYA5U+xrqKKKPspdv82/1F1b7/AOSRn6fotrptxNPby3zvN94XN/POo5z8qyOwX8AKuXCs1tKqRpKxQgRyHCscdCcHAP0P0qSil0sPrc43SfCD2jajM+iaLp0V1Zm2/snT5G+z3B5O+VvKXk528RkgZ5bOA7SPCUtnHfXd3Y2st1PaG0S0m1Ca6Ro+SUe4lUuVJ7bMKM4Bya7Cin/X9feH9f19xzfhLRdU0g3Yv3WG1cILexXUJr4QlQQzCWVVbDfKNmNq7cj7xrS13RhrunraNe3NkFmSXzLbyyxKHcAQ6spGQDgjtWlRQ9QOV0rw9rmiWOum31c397eztLaG98tUQlFUO/lxKc5HIGRhRjGSavtop0/wjHo9hZWuqKkQieHUZikc4P32dtj5JJJPynJNbdFHS3p+Adb+v4nCN4J1F9MWGM2NoC10yWULt5FostuYljjO0fLu+Y/KvLNgVPN4Uvlsb6I2VlqDXF9Fcxb9QmtGh2W8ce5ZY42ZX3I3THyt15IrtKKOrfp+ALT+u5yo0TV5fD+laNqc32tTcb7+cy7tsKsXWLc2Gk5CRliMsoYtgmrninSrjVbe2W1062vJIZDIskmpzWMkJxjKSRIzZIJB5HB71vUUPUFoc1caLrLeG9IT7VBfatps0c7PcuY452AKsCyqSPlY4backDI5qlrnhvV9U1G11VYojcfZfs9xZxa3dWaKd24Ms0Kgv1IwyehBGCD2VFHW/wA/wt+Qf1+pwf2HU9P8Qrpnh2w0+MJoUMBW5vJStsN8gG07C0uPcoTjqM8dhpGnJpGiWOmxyNIlnbpArt1YKoXJ/KrlFC0Vv63b/UHq7/1sl+hn3+i2upXUM9xLfI8P3Rb388CnnPzLG6q34g1oUUUAc3qtp4gn8VafeWNjpr2VkXG6a/kSRw6gE7BCwGMHHzHPtVO48Nay/wBt0uFrH+yr+++2SXTSMJ4lLq7RiPYVYkqQHLjAb7p289hRSSSd/wCv60B66HJ3Wg6rJ4wTUbCC206Izo1xdQ6lMWuY1GCr2vliIsR8u8sWAAIPAFH9gaoPGI1Gzht9MtmuPMuZYNSmk+1qE24e2MYjDHC5cEsNo5NdZRTWlv6/r02B6lRf7S/tqTf9l/szyF8vG7zvN3Hdn+Hbt2475zVuiigDmNIsfEMPjHUNS1Cy0yK0vYooz5F/JJInl78HaYVBzv8AUYx3rYs/7X/tDUPt4sTZ71+wCAuJNu35vNzxnd029qv0UAchpOka8NS1+XWtM0h7XV8OYY7+SXkQrF5bBoFBVtpye2ehpmkeDWtkvbm/sbZ55bNrOO0k1Ge7VozyVeeZd+0kDChcL8xAJY12VFAHJ6F4YutKe71KS1tzfvbfZ4beTUZ7ldoOdrXEqlyCccBMLzgHJqz4W0CbR7i8ney0/SYZ1RE03THLW8ZXcTJyiDe24A4UcIvJ7dHRTuKxHcQLc20kEhkVJFKsY5GjYA+jKQQfcEEVX03S4NJtmgtZLqRGfeTdXkty2cAcNIzEDjpnH51copDMfxRYalqWjeRo84im86NnU3D2/mxhssnmoC0eR/Eoz+dc3p/gvVrPT55DJbG+XV01O2hlvJ7hCBCsZjeaTLno2GwcfKdvG2u8ooWm39bf5f1cdzndS07WNVsdPupbewt9T068F1Fbi6eWCT5WTaZPLVhlXPOw4IHBpNRstevo9Jv0tNNj1Gwunla0N7IYZFaN4+JfKyD84P8Aqz0x710dFAt9zktG8L6haXWm3GoyWcktteX1zIYdwH792K7QRxgNg8/ial8SeH9Ru5LJdE8uOzjaV7i0jv5tP3yOQRJ5kCljglyV4DFsk5FdRRQO7OK03wvrWhWmiT2P2C9v9PtJbOeO4nkijkV3V9yybXYEFBwVOc9eOU8Vg6nqGj6dDcQQ63OrQXdtbymRo7SVMTMDgEKCi7XIALADGTiu2oo/r+vUW2xRuo7+L7DHpC2aQJMq3KzBhiEKeI9vG7O3rxjNXqKKAOI1rwVd3fiDUr2yisJl1SIIZ7uR/M09/L8ppIU2srMUx3Q/LgsRwOlaHU7bUNNg04WQ0qONkuhLv84YUCPy8fL1znPbpWlRQtAeruclr3hifWddWaPSNHtiskTDWhIxvkVCGIUCMYzgrnzMYJJB+6TUfC02peKIr5NI0iwaG5jn/teCQm9lVMZjIEa7QwGw/vGG3Iwc8dbRQtLWB6mRDpdzJ4sn1a+eMxxQC2sY0YnYrENI7ZAwzEKMDPCDnkis19AvLrxdHqbaZpWneVNvfULWdnuruMKVWKQeUmFPykgu4G0ADow6mija3kHcKz4NFtbbVJdQjlvjNLnckl/O8Qz6RM5RfwUYrQooAK5nRPDV5pf2sNcxr5cLWumMg3eRCWZ1ypA5G5FxkgiJT3IHTUUrXGcL4c8K69puvQ6rqLQyyw6dLbMr6vc3XnSs0bb8yLiJSUOVReOPvdBoaM+oeH11a98V/wBkabZXFybn7QmosyxlgiBWLxIAPl656nGK6qiqu/0/G4tzEg8WaNqnmW/hzWdH1PUNhaO2j1BPmx6lNxA99prDtvDevy+F7jT76PTba5j1H+0bR4rl50d/tJuNjhokKjOF3DceSccYPb0Ug6WOUbQtTvU1i91aw024utQgitV077Y/kCKMscmbyt24mRjwnGFx61HbeHtWXwvqFjqUFtqAuZQYLC51SeRIE+XP+lNGZSdwLg7cqcAEYBrr6KAOd0TTdd0zw7fRSXEMl87SPYw3F1LdR2+VG1GmcCSRdwLEkZAbaOFFbtr9o+xw/bfL+0+WvneTnZvx823POM5xmpaKdwMTxdZanqnhi+03RobSSW9gkt2a6uGiWNXQruG1H3EEjjj60BfEMfhLy7WDTINZjjCRJJPJLb5GBlmCI3I7AcH1rbopdx9vI57xjp+sax4Yn0zSYLGSW7iMcslzcvEsfTlQsb7vocVW1nRdU1hLCZ9MsI75EdJZk1e5jEIJHGI40M6cAlGKAkY75rqqKN9xHF6v4Y1hNH0nQtFhsLnRbWER3kFzdNbPdbQAqEpE4CHBLAAZ6dMgniDw3rGsXUU8ljpl3GbNY1tbi+ljWwnBJ86FljJZuQA2I2G3gjccdpRRvuBW022ms9Ltba7umvJ4YUjkuHXBlYAAuR2JPNQX+i2upXUM9xLfI8P3Rb388CnnPzLG6q34g1oUU27u4krKwVzt/wCHZrrxPHeRyRiwmMMl3EzEM0kDM0RAxg5LLkkjiNRznjoqKXW4+ljg9a8I6/quvTTNdRyWv2+3uYHfU7hBHFG0bGL7MqiInKuQ7FjkjgcEa13Z+IJPHFpqUNlphsLaCW23PfyCVkkaJi+zySAR5Z+XdznqK6aihaWt/Wlv6/zHcwV8deEmkEa+KdFLk7Qo1CLJPpjdWDa+EdfbxRY6hqV1HMlpqEtw0zancSedGyyqgFuVEURUOo4znB5657yihaO4ujRz2gadrGiN/ZhgsZtLWWV47sXTrPh2ZwDF5ZBILYz5nOM4HSjw3p2saJbxaPPBYyabbKyQ3iXL+c65yu6Ix4zg4J8w5IzgZwOhopWA4nSPDGvWp0i2vW05bPSLWW1jeGWRpJ9yBVcgqAnA5XLdfvcc7FloM1l4Ns9Ot3t4NTs9OFrBdrGHEEnlhdy5HTIBxjnAzW9RTet/P/g/5jvqn/X9aHn+neBdUlkvhrEywxXmkyae2NVub99zkZkDTABQeflUAcdTnjd864t/D13B42TSLHTVtxA9zHfNskUjYdyvGojzkYG5uuM9z0dFD1Vv66/5sS0d/wCun+SOa8DWl0mgrfaoS17ebSzuhVjEg2RZB5BKjeQejO1bOlf2l/Z6/wBt/ZPtm9932Pd5e3cdmN3Odu3PvnHFXKKbd3cSVlYwvF+gS+INHjgtXRbi3uEuY1kd0SUr1jZk+YKyllJGcZ6HoYdC0O90my1GeO202zvblQLe0ttxtrZUTbGm7apIzljhV+8QBxk9HRU20a7j6pmFqFjqGo+FoLbVdJ0bV71lQ3VrcyMlqXHJKlo5DgHplfxrJPh7xFpvg59O8OyWFrdXN0ZHjWZ4orOFvvR27bGwR0BKAZJbaOFrs6KffzDt5HFXfhrVLjRNLs10nSPstlI4m0aS+ke2uEK/KzyGHLEN821kIJO7OQDVSXwHfmz0mS4Wy1eWyE8cmnX9zL9naKVgyx7yrF/LKqFLoc4zhSBj0CijrcOljN8P6W+j6OttNIsszSyzzOgwpkkkZ2x7AsQPYCtKiigDlPGWmXF9qGkXEWnalfwWzTeamm3otZV3KAp3ebGcZ6gN+FZ+pSPZ+KPC0sWgahezQ2F55drJPDLcQnMA3NJJLgnBIJDsfm7812t5e2un2rXN/cw2tumN0s0gRVycDJPAySB+NVNU1HRtIMN9rd5YWJGYobi7lSP72CVVmI67QSB12+1C0d/62sM5TTtG1fw5LY3b6Q2rYsZbdre0miDWrPMZNq+ayKUwQpI5/dr8pHR2maLqvhmbSrptLfVvI0wWZhsZYlNo+/ednmsgKEYXIIP7tPlx06rU9f0fRVibWNWsdPWbPlG6uUiEmMZ27iM9R09anl1Gzh0t9SkuY/sSQmczhsp5eM7gR1GOeKNte3/B/wA2LfTv/wAD/I53UtBn1DXNZvm09G+1aEllC0mwtvLTF4+vA+ZM9jxycV0OlxSwaRZw3AxLHAiuCc4YKAefrSyahaQJbtcXMcH2p1jgEzeWZHIyFAbBLYB468VHdazpdjfW9le6lZ213cnEEE06pJLzj5VJy3PpRs/68/8AMG76/wBdF+hgeL7C81WVLax0rUZLlArW18LxEs4ZNwKtLF5uZNpUHBibtj20Fgmv/GTXE8Tra6XBsgZ0IEs0gy7DPUKgVcjIy7DqDVrUPEmh6TeJaaprOn2VzIAyQ3N0kbsCcAhWIJ5GK0qFsDOS1RtVf4g6VdweH7+eysoZ4JLlJbYK3m+VhgGlDYGxs5UH0BqO+0q8l8VifRtP1WwmN3HLcX8moj7JNGoUOBbiVssyDaMxrg85BAz0EmvWMWupo5Nw960ayFY7SV0RW3AFpFUomdjY3EdK0aFpZg+wUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWfb65Y3OtTaVGbhbyFDIyS2ssasoIBKuyhXGSPuk1oUdLh5BRRSO6xozuwVVGSxOAB60ALRWdpfiHRdbeRdF1ew1FogDILS5SUoD0ztJx0q1BfWlzc3FvbXUM09swWeKOQM0RIyAwHKkjnmgCeiiigAoqg+vaRHYT30mq2SWlvIYprhrhBHE4OCrNnAIJAwec0HXdIXRxqzarZDTSMi9Nwnk9cffzt68detAF+iqunapp+sWv2rSb62vrfcV822mWRMjqMqSM1aoAKKKr2N9b6jZpdWUnmwOSFfaQGwSMjPUccHoRyOKALFFRyzwwNGJpUjMr7Iw7Ab2wTgepwDx7VJQAUUUUAFFFFABRVBtbsk1yPSHM63cqF4w1tII3AGTiTbsJHpuzV+gAooooAKKKKACioIr21nup7aC5hkuLbb58SSAvFuGV3AcjI5GetT0AFFUrHWtL1O4uLfTdSs7ua1bbcR286yNCckYYA5U5BHPoamtr21vRKbO5huPJkaKXypA3luvVWx0I7g80AT0VR0/XNJ1aCWbStUsr2KA4lktrhJFjOM4YqTjj1p2m6vputWzXGj6ha6hCr7GltZ1lUNgHBKkjOCOPegC5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVK81rS9OvLe01DUrO1ubpttvDPOqPMc4wqk5Y5IHHrV2gAoqne6xpmm3FvBqOo2lpNdNst4551RpmyBhQTljkjgeopia9pEmsNpMeq2TaknLWa3CGYcZ5TO7pz06UAX6KpJrWly6tJpUepWb6jGu57NZ1Myjg5KZyByO3cU2313SLvVJdNtdVsp7+HJltY7hGljwcHcgORjI6jvQBfooooAKKKKACikdgiMxyQoycAk/kOtUtJ1mz1u2kn09pisUpikWe3kgdHABIKSKrDgjt3oAvUVHcTrbW0k8gkZI1LMI42kYgeiqCSfYAk1X0rVbTWtPW9093eBmdMyQvEwZWKsCrgMCGUjBHagC5RRRQAUUUUAFFRXV1b2NrJc3s8VvbxKWkllcIiD1JPAFSKyugZGDKwyCDkEUALRVXUdU0/R7X7Tq19bWNvuC+bczLGmT0GWIGaivtd0jTLKG81LVbK0tZyBFPcXCRpJkZG1icHI54oAv0VBc31pZxRyXd1DBHK6xxtLIFDsxwqgnqSeg71HqWrado1sLnWNQtbCBmCCW6mWJSx5xliBng8e1AFuikVldAyMGVhkEHIIpaACiiigAoorPTXLF9ebRt063qxGYK9tKqOg2glZCuxsb1zgnGaPIDQooooAKKKKACiiigAooooAKKKKACiorm5gs7WS5vJo7eCJS8ksrhVRR1JJ4A96ZYahZapZpd6ZeQXls+dk1vKsiNg4OGBIPPFAFiimTzxWtvJPcypDDEpeSSRgqooGSSTwAB3qrb61pd3pbana6lZz2CBma7jnVolC/eJcHHGOeeKALtFRfarf7H9r8+P7N5fm+dvGzZjO7d0xjnNVbnXdIs9Lj1K71WygsJdpjupbhFifIyMOTg57c0bBuX6KbFLHPCksDrJHIoZHQ5VgeQQR1FOoA4v4pTaNb+DruXVri0huRBItkLmZVJcgA7ATy2OMjkAkdCcv8UeM9A07S7G5hu9LubnUlkt7C4luIxDtOPMZpScCMYBYA5JAABOK7Gik1dWY07O557M+naFpPhyfS/GOiWwstOktLaS9UTLep+6yYwkqEkGID5d33sYrXuL251+DQdOurV7Ke+Rb6/tiTmKKPaxjJwOshRSDjI3cda6uoxbwrctcCGMTugRpQo3MoJIUnrgFice59au93d/11/MXSxxHxA1DQNO1TRZtQv7C21AahbMftFwqusAcksAx4XI5I4OBnoMReN/EXh6edfDr6jplpNqkEct1fXE8caxWwbKsGYje5OdgGcZLHj73eC4ha5a3E0ZnRA7RBhuVSSAxHXBKkZ9j6VJUrRW87/l/kD1d/K39fecP4k1ltF16a90jWtJmvZ7WELoksZe5uwrOVERWQFd28jPlsBjPQGu4GSBkYPpRUc88NtC0tzKkMa4y8jBVGTgcn3o6AYVl/yUbWP+wZZf+jLiqdzqHjBfEpht9P3aX56r5v2GE/u8jJ3m9DdM8+Vn/ZPQ7D6F/wAVMdah1G8gd4UhmtkERimVC5XduQsMGRvusO1atHVMctW/l+RyQ1Dxj/wk3knT/wDiV/advm/YYf8AVbuu/wC27unfys/7PaiLUPGB8TeTLp+NL+0FfN+wwj93ng7/ALaW6d/Kz/s9q62ihaWE9bnJaZqHjCXxAsWo6f5enb3DSfYYU+XB2/OL129P+WZ+g7JomoeMZ9YWPWdP8myw25/sMMfODj5lvpD1x/Afw6111FHQDkNG1HxlNqRTV9P8q12Od32CGP5sfLyt9Iev+z+I60uiah4ynu5V1nT/ACYRA7Rn7BDHmT+EZW+kJ+mAP9oV11FAHHaXqPjSVrv+09O8sLbO0H+gQpulGNo4v3z34O0H+8tO03UfGcttfnUdO8uVIC1sPsEKb5M9MC+fd9CUH+1XX0UAcjp2oeMpNP1B9Q0/y7mOMG0X7BCm9s8jAvnDcdi0f1NNstR8ZvpOoSXmnbLyMJ9lT7BCu8lvm+UXzBuPV0x/tdK7CigDkbTUPGT6Hfy3Wn7b9Cn2WP7BCu8E/N8ovmDcesiY/wBrpTIdR8atodzLNp2L9ZUEMf2CEbkOdx2/byD25Mi49G7djRQBx41Hxn/wjrTHTv8AiZfaQoi+wQ/6rb12fbtvXv5mf9nvTm1Dxl/wjazDT/8AiZ/adpi+wQ/6rb12fbtvXv5uf9nvXXUUAchJqPjMeHoZY9OzqJnZZI/sEJxHjg7PtwUc9/MJ/wBkdaW41Dxkvh+0lg0/dqLSOJ4/sEJ2r/Cdhvgo+okb6CuuooA4661Hxomj2Mltp269cyfaU+wQtswfl+U36hcj0d8/7PSnX+o+M49O097HTt9zJGxul+wQtsbPAwb5AvHYM/1HSuvooA5HU9Q8ZRWmntpun+ZNJBuuh9ghfZJ6YN8gX6AuP9qm6pqPjOJLL+zNO8xntla4/wBAhfbLzkc3ybe3A3j/AGj27CigDj9W1HxpDNANL07zUa3RpT9ghfEhHzDLX8ePoAwH95qdrmoeMYNRCaLp/nW3lqS32GGT5sfMMtfRH8Nv4muuooA5HV9Q8ZQ600elaf5tj8mH+wQv2G75mvoz1z/B+fUrq2oeMYdeeLS9P83Twy7ZPsML5GBu+Zr2M9c/8sx9D1PW0ULQDk73UPGCeJDDZ6fv0zzlAl+wwt8nGTvN6revPlZ/2T3Qah4x/wCEm8k6f/xK/tO3zfsMP+q3dd/23d07+Vn/AGe1dbRQtLA9bnJRah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/wBntS2OoeMJPEiw3un7NM81gZfsMK/JztO8XrN6c+V+A7dZRQtLA9bmBJ/yUi3/AOwTL/6OjrfrLg0PyvEcusS6hd3EjwmCOCURiOFCwYhdqBjyo+8zVqUL4UvX82xfab/rZIz9Pm1iS4mGqWNjbQj/AFT2168zPz/ErRIF49CasX6xtptys8qwRmFw8rnCoMHLHPYdasUUmrqzKTs7nB6P4g1Y6deWWh3Gm+KBZ2K/ZrvS08qMSj5RExaVkZsfOcOMAcgbgaoeHPN0668S2Zt73QyunxPJqmoyWzeXKRKTNJslYElmL+nBzjgV6XRVN3vfqSla1uhxvw91OG7hvbWFxdNbmMveW+szanbylgeFlkOVYbcsgHAZTk5rZ8VPqi6BLHodtcT3MzLETbPGskSE/M6+YyruAzjJ64rZopS94a02PP8AwlqEOj6J4gR7dfDNra3xSGbVHhMMRMcaqrbJuSMDPzDO4YbOcMspYJvCeqXE+t6ZZx/2ulymtSKBZ3Tho33KpkGFyPLwJDkoTuJJFeh0U79etkvut/kK35t/n/meX61rep6vosZe/aONJLwR32lSSW8d8kdsZEkT5iwUPxw5BKEg4OKJLuaHQdQiu/EaWyQ6tF82p6s9p9oVrWKRohcKd8eWcuAgxxtwFOB6hRS6t+n4dfmP/g/icamsve+ALFNLWe1utUf7DbGW4adlJLB5VlbJkUIryKx+8oU8ZxS+NPs+l6PpdvHq1jpdtDJt+zXeqvpwuEVCoVZ0+ddpKnABzjB9a614IZJo5pIkaWLPluygsmeuD2zUlD1uC0PPNdTTdT8NeGNbv31LTrKOeHzWl1OeLyI2RlDO6yDJ3FR5hOcN15NV/FGpRRXGmQWmqQroT2TPb3lx4kns45pd2P8Aj5VXMjBeQrNg5Jw2Pl9Lopf53/C3/B9Q/wArfjc8z1HUYRc20HirxS1uzaHFKn9n6i0C3dxlxvi2bWkPTCrw2RlT8uO90J72Xw7p0mrLsvmtYzcqRjEm0bv1zUi6bCutPqYZ/Oe3W3K5G3arMwPTOcse9W6aen9d3/n+CE9/67L/ACM+/m1iO6hXS7GxuIG/1z3F68LJz/CqxOG49SP61oUUUDOP17xFotp490O1utYsIbiLz1khkukV0LouwEE5Gc8etY2oal/xNr7zNXvIvEseprHYaYl26CSDcoXFvnbJGULM0hU4+b5l2jb6TRSSs7/10B6qxwN1qsNp8Sljl1OLUnmuI4orK11mRJ7TKYIazU7JEBy5duQGPBCihNUht/iUYZNSi1WWe6McUFnrMnm2Y8vBWWzB8sqpViZDyCw44zXfUU1pb+v6/MHrcyIpbM+M7iJdRumvRYxs9gWPkpHvbEgGMbicgnOcAcVr0UUdLB1OD8J6n4cj8f61YaLqWnMJLe2EUUFyjtI6mZpDwSWbJyx5OTk9a6C81eDVrPX9M0W4Z9TsIWikRVZTFK8ZZMEjB6g5Ga3KKUlzJpjTtK6PK/DUsGqapo8/2+0WGx0qa3vLOzBjGmwlUBjmkJDiTcvfZjY2F4LUtnf6bfeEfHGm+FLmzu5fMma2stOnUs0IgiUBFTnacFQQOvAr1Oiqbu2+6/W5KVkl2/yseThI/Es2oXsOuaZJZtopjuJIF2WVsFkV4oJHzkkDzA+4g7W+4mcHp/CV3c6x4k1HWMWP2WS0gtxJp07TwSujSE7ZSqiTAYAkLgE7ckg47Gij+vz/AMwtp/Xl/kR3DTLbSNaxxyTBSY0kcorN2BYAkD3wfoar6bLqUtszaxaWtrNvwqWt006lcDks0aEHOeMfjVyikMwPGuqR6T4aeabcElljgL/azapHvYDc8wBMa+rDkZ45rjNM1y7m8L3qyag8OmQ62lvPeQahLc+RaNEjsy3LqHKlmx5hxtViQwADV6lRQtL/ANdv8vxGcTql7p8PhiwOia3I+hy34jv9Si1KS4aKHDE/vy7MgLhFLbhtDHBXqHXOsaRpUHh6707XQ2ifbpUnvZNSaeI5hlwHmd2yN+AAzYzgDnFdpRQJ6nnFhcXXiCbSY11bUIbW51LU/N8uV43liWRgiZOGQAYxjBAHBFWPE1wPD2n6Vo2oahJceY0zJd3msy6ahVW+RGnTdI8gVwoX+PDMeQK7+ik0O+rfqeZ2usm60Pww3irWJtP0qeylM90buS1MtwpVUR5xsZTt3tglSxByOCK2da1GTQ20/UdHuZb6yvbM2NshuGmjecjdbvuJOd3zKXJOcrk8V2dZt1oyXusW19c3dzJHanfFZ5QQrJgjzDhdxbDEYLFR1xkA09/69f00Qlov6/q3cz7i3tdKs/DtlqWt6gs0dzHDFKJWLX0ojb5ZTg5U4ZjnAyBzXRUUU7geVeLnl/tjxVpt5d29l/aNvF9kDJvur9BFhYLcN8oIl3dA5HmdFOGr0Eaxa2F3pek6jc41K+iYxRhGPmGNQXOQMDGe5rUopLRA9X/Xl/kea6rfXOmeKNenj1sWustND/Z+mGGItqEIjTanzKZGTf5o+QrtJcmtXxDqsNz4q0yzg1bTr17W+iZtHgAN2rcqZGYOcIivvI2D7v3ucHtaKFpby/r+vwB638zgbjX9A1jx9Z6Tbajptp/Y180sgaeNJbi7ZGTyo0zk/wCsYs2OTgDJ3YsahqkF/wCPdLhttW03U/sd43/EutP+Pm0bynR5ZWDt8q5IwVTlhySAG7aihaW/r+v666g9b/1/X9dArPgm1htUljurGxjsBny54713lb0zGYgB/wB9nHvWhRQBHcQi4tpYS7xiRCm+NirLkYyCOh964/QNRvryRXvJbqRtBs5Le8SJubm53bclc8nZGHAPaZTXaUUu9v6/q4zzHwX4lF34rVo72L7BcaZLd3H/ABO5b8Rurxkb96hIGAkbciHAyMgALXQeCdc0nVL7X49N1SyvJDqLzBbe4SQlCkYD4B+7kYz0rrqr31tLd2bw297PYyNjE9uqF057B1ZfbkGqvb7rfjclq/33/Cw+6urextZLm9nit7eJS0ksrhEQepJ4Arzmw8Q2s/w91A6LqsUvl6tN9tkspg8lvbSXr75flOVHllmD9gNw6V22naPfWV2JrnxHqeoJtI8i5jtlT65jhRs/jWrSKvpY88hvYG03xImieJQmirBCLfVLzUWmiinbcJEFwzlsY8rkMdpc454otNWgu/h/qotNUh0sQTrH/aM2ty3VrKTsJWO7chwGB2EjBRicAkc+h0UCON0HVLG98BarJJcXNnaWwnSW/t9SlvhtCZaWC4fLOAD1xwysMcc9RpbRPo9m1tcSXMLQIY55iS8q7RhmJAOSOTxVqinf9Bf8E5P4ly6TD4F1N9YntYW+yTrafaZQoaYxMAFBOC/XHfrir1v4n0Wz8FR63JqUEmmW8C+ZcwN5yrjCkfJnJB4wK3qKlaX8ynrbyv8Ajb/I4fxlfTWHijRL8XdjYWbW1xENR1EMYLaRvLKkrlQWZVdRuZep5P3W5bTjN4fbTVv9QttN0+ayuobXUtVjAEcZuWYIqYVBI8flkA4GE4VgCK9hoot/X3/5iPKNS/snQ/hz4cTW7q3tdQhezW2W/lWOZIFuo2PytjBCBd5AH3ecYAGp4iv7dvFa6jJ4nj0ezfSlbTL2NYJBO5dy6o8isDkeUSq/M3y4PBz6HRTev3t/erDvpYpaLcXd3oNhc6nB9nvJraN54cEeW5UFlweRg54pl/NrEd1Cul2NjcQN/rnuL14WTn+FVicNx6kf1rQopt3dyVtYK4zVJb6LxBd6FHd3K/2vLDPay+cQ0MY4uFQ5yoCxgjHRpR612dFLrcfQ8u8S+JWTxi0dlcGC6s9StLYxyazKsjRs8e4iyVSjRkSEeY5ByTg8KK37/wAQ6LH8U9LtZNXsEuEsbmBoWuUDrK8lvsQrnO5sHA6nHFdlRTi7W+f4qwwry6y8StefEGwNlcGMz6lPa3Nu+syzShFSUASWm3yoBmMFSCGIHfLV2a+HtTEgY+MNaYA52GGywfb/AI981vUlvcT2aOK8L3mn3WsSHVtak/4ST7ROH0yTUZEEahmChbbcFK+WFIbYc53ZOc0eD73T7y5Emo61JJ4mYSfatOk1GQeQc4Ki13BQqjADbORhsndk9rRS6fIDzjQfEv26Hw1ZR6pJcX0VhONRjErMySrEBtl9HDZ4b5upq94dsrvTfCVj4jutY1bUJf7HMt3C0hlNwxjV1KITsVlwQMDLZ+Yk5J7mim76vq/+D/mPqm/62PK/D3iHUJ7vVv7Blhu3bRpLqGGHWZtUT7Qp+Vd0igI3zAFFJH3enGd7SotM1bw7fweGvE9xeatJaqZJW1WSWSGbGVLRF8RZYcqFUdVwAMV21V7+2lvLKSCC9nsXfGLi3CF057b1ZfbkGh7af1v/AJ/gJb6/1t/l+JheFdQm8QTXGuNJNHavGltDasSFR0yZWx/e3kpn/pn71d8Ky2U3h+N9M1K71O386YC5vGZpCwlYMpJAOFbKjjoB161f07T7fStOhsrNSsMK7V3MWJ7kknkknJJPUk1ZpvfQS2OV+IMk1vodndRxxvDbahBLcecWEaICf3j7QTtRtrnt8vJA5FPwdPHbnxJrEupx39hLOtw17bxbYJHWICRogucoAqr1Y5RssT07aipWiduv/A/yHu1/Xf8AzOL8XX9vq/h3Q9RtdQFvotxeRT3F60IKxwmNyjkSDC4k8sgsMKcEjjFUp9VsbnwPqs3iPVra9soJ5U0zUrt44lvP3WVYbdqOwYuoKjB2AgZGa9Bookk013/4H+Q07NPt/wAH/M88ivpNZ8G+HINIspdb0oW8f9oHTbm3J3RomIW3yLwWOWwTwu0j5qxNO1O7tNF8F3s/2fRbVdMlt1v9WIaGCQrEVfCPtJdVdV3Oh+9/ut69RVyldt9/+D/mTFcsVE5vwBaSWPgy1t3aVo1lnMDSoFYwmZzGSAABlCpwAAB2FdJRRSbuxnG+N9P/ALS13QLf+yNN1f5rhvs2pPtiOEHOfLk5Hb5fxp90mow6noWh6dcQ+H7eWyuJLiLT4o5FjMZi2iJnQKMFzyUwQT8oOCOh1PRNK1uOOPWdMs9QSM7kW7t0lCn1AYHFZl/4J0XUb7TGudOsJLDToJoYrCSzRogXKEMqnhcbCOB/F27ylZ/12H1MLStZ1XxEdPsjrb6aTp8l013bRQl7vbKYw43oyBNoDnaP+Wi4IHWTS9Z1bxNJpVp/aj6V5umC+e4tIot92d+z5BKrgIBhjwT+8T5sdes1HQ9J1e3it9W0uzvoYTmOO5t0kVDjGQGBA4o1LRNK1m3jg1fTLO/hjO5I7q3WVUOMZAYHHFP+vz/z/D7l/X5f18zkNcg1NfFmsTabrEti9poMMpkSCN2ldXuCu7cpXbwcgAE8YK457XT7lrzTLW5cBWmhSQgdASoP9aBYWY34tIBviEDfux80YzhD6qNx46cn1qZESKNY4lVEUBVVRgADoAKf9fn/AMAHq7/1sv8AJnmnxA1VZ9UEd9b6mltpd5ZtbhNNuHjnlM8ZaTzFQqQqEoozksW4ztrrNQlXWvEGm6dGCbeBV1G6V0IOAf3KsrDKkuC+CAf3Vbs9vDdR+XcwxzJuVtsihhlSCpwe4IBHoRUcFjb295c3UUeJ7oqZnLEltowo56ADsMDJJ6k0LRW+YPU5m9so4Pipolzvkklns73cZHJCgGDCqOij6dTycmqV/p0OieMH1jUvDuj3qX+pQpb3+8G9hZkSNQqNFyAyknEmQuTjjFdLceFfD11qR1G60HTJr4uHN1JZxtLuGMHeRnIwMH2qeLQtIh1Z9Vh0qyj1GQEPeJboJm7cvjJ6DvSjpb+utweqaL9FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcv8QlvE8H311ZajcWQtoWkItjseRhjb845CjkkDBPGTjIafxcliukC51S/1C3ijBWKGwungeeZsBFHlkMzZ4C5wd3IOARe1zw/p/iK0FrqouXg5BjhvJoA4PZvLZdw9jmqt54N0e/jsFuxfu2nFzayjU7lZYywwx8wSBmOOMknjjpSeqsNaO5hahY67JY+Hn1e01jUWhsHXUE0jURav9oIiwzYmi3DiToSMnpWjqN/b6r4Z0ux0eWR4tbVIopHZ94t9u6RyWO7PlgjJOdzDNaNz4X068tLe2uJNRaKBSqqNUuRvB6iQiTMn/A88cdKsxaNaQapFfRKUMFr9kghUBY4UyCdoA4ztQemEGMc5pu+/f8Az/4b0FqkvIw/Fcd1Z3WhSWl9NbWy6lbQC1tz5asCxB3EcsMYAXp1yCcYj8bRFHt2sNQv01u5ZYtMtYLp0j3KdzO0YIV0A5cuGAAAHJAOvrPhbTNfuIZtT+2s0JVoxBqFxAqsCSG2xuo3DP3sZ96hvPBmj32pLqEwv0vFt1tvPg1S5hYxqchSUkGeTnJ5J5NJefe/4L/L8RNK+na35/18jI8TA2Wvzanq1prkukQ2sTG407UmhityrOZGeJJkZuChOEc4H4V2oOQCOhrKvfDWm6jdJPfLdT7Aq+Q97MYH29N0O/y29csp7elatHSw+tzlYdNsbv4pahd3VnbzXNrptobeaSJWeEl7gHaxGVz3xTLn4iaXbeJTojxZuPPWDd/aNivzEgfcNwJO/TZu9BWgNP1S38cT6jbw2cthd2kMErPcMksRjaVsqgjIbPmDqy9DW7R2HLVv5fkckPiLpZ8Tf2IIv9I+0/Zt39o2P3t2P9X9o8z8Nm72zxRF8RNLl8Tf2IsX+kfaDb7v7RsT8wOPuC48z8Nm72rraKF0uJ9bHJaZ8RNL1TxAukQRYnZ3QN/aNi/Kgk/Ilw0nbptyO4HNJonxF0vXdYXTrWHbKwYg/wBo2Mv3QSfliuGft/d+uK66ijoByGjfEfStb1I2VrDtk2O+f7RsZOFGT8sdwzduuMDuRS6J8RtL127lt7WHa0UDzk/2jYy/KvXiK4Yj6kADuRXXUUAcdpfxK0nVmuxbw7fsts9y/wDxMrCTKrjP3LhsderYUdyKdpvxI0rVLa/mghwtjAZ5P+JlYPlQcdUuGC/Vyq+9dfRQByOnfEbS9T0/ULyCHEenxiSQf2jYvkE4+8lwyr9XKj3ptl8SdKvtJ1DUIocRWAQyD+0rBs722j5luCq/8DZc9sniuwooA5G0+I2l3mh3+qRw4hsSgkH9o2LZ3HA+dbgov/A2XPbNMh+JWkz6Hc6osP7m2lSJx/aVgcls4+cXBQdOjMCewNdjRQBx4+JOlHw62s+T+4W5FsV/tKw+9t3ff+0eX07bt3tjmnN8RtLXw2utGH/R2ufswX+0bH723P3/ALR5f4b93tjmuuooA5CT4kaVH4eh1hof3E07QKv9pWA+YDP3zceWfoGLe1LcfEbS7fw/aau8OYLqR40X+0bEYK9fnNwI2+isSO4FddRQBx118StJtNHsdRkhzFfGQRj+0rBcbDg/M1wEb/gDNjvg06/+JGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFdfRQByOp/EbS9KtNPuJ4crfwefGP7RsUwv1e4UN9ULD3puqfEnStJSya4h3C8tluY/wDiZWEeFbOPv3C7unVdy+hNdhRQBx+rfErSdHmgiuIdxnt0uF/4mVhH8rDI4kuFJ+oyp7E07XPiNpeg6iLO7h3SGNZM/wBo2MXDDI+WW4Rvxxj0JrrqKAOR1f4jaVo2tNplzDumXZk/2jYx/eAI+WS4V+/93ntkYpdW+Iul6Prz6TcRbp0ZVJ/tGxj+8AR8klwr9+689s8V1tFCA5O9+Iml2PiQ6LLFm4Eyw7v7RsV5bGPka4Enfpsz6A8Ug+IulnxN/Ygi/wBI+0/Zt39o2P3t2P8AV/aPM/DZu9s8V1tFC6XB9TkoviJpcvib+xFi/wBI+0G33f2jYn5gcfcFx5n4bN3tS2PxE0vUPEi6LFFi4aVot39o2L8rnPyLcGTt02Z9QOa6yihdAfWxy8WnWVn8UPPtLO3gmutLkeeSKJVaZhLHgsQMsfc11FYcNhqcnjR9Su4bSKyitGtoDFcM8km51bcylFC/d6BmrcoXwJev5sX2pP0/JGfp+tWupXE0FvFfI8P3jc2E8CnnHytIihvwJq1erK9hcLb5ErRMEwcHdjjntzU1NljWaF4nLBXUqSjlWAPoRgg+45pNXjYpOzucToIeGwvdMFprtlrkmnFwupak1z5pA274286RU+cjup5HGKl0C5bTrW/trfS9aTWo7IXC2eq6k1wLggEDY5mkRcuCDyD0JGMVvWXhvTdPjuVt1ujJdJ5ctxNezSzlecKJXcuoGSQAwwSSME5pLPwzptjb3Udut1vu12TXEl7NJOVGcATM5kUDJIAYYJJGCTTerb7/APB/zEtLeX/A3KnhLWp9Xt51v72Ga8hKmS3GmTWMkIYcbo5XZiCQcMPlODjODVjxV4gh8NaBLfSy28cjMsMBuZRHGZWOF3Mfur3J9AasaVoNhozTPZJO0s+0STXNzLcSMFztXfIzNtGTgZwMnjk1o0S12BaHmGkeNrLSfDGrKvimy1S9GpfZ7e7u75GjDSIpEjHdhYwRI20EDClV5wKis/EkTeFYbG01651cSa49nPcWdyZrloiZGUKynKb9gUMCAoYkFcZHplrY29k1w1tHsNzMZpfmJ3OQATz04UcCqlx4d0u606exntd1vPObhx5jBhKW3b1YHcrBuQVIwemKOt32X6f5P9UHT5v8b/5o4CLxL4i0OG/sLeJEMNzM0K6pO95JbxC28/y3cNln4PG9gocYZgvOyvirxBJo93Itrbtc2+oRwSS21nLcrBC8KS7vJVg8pBkCHaR/ewACtdCvhPRhaLbm0Z0UyEtJPI7uZEKOWcsWclTjLEkDGOgpZfC+mSwyxqLu3E0yzSG1v54GZxGsYy0bg42qoxnHGcZ5o6u/l/wQ/wCCVZfERj8EjVLa4g1G5kURQNFE0KS3DNsVNjFmT5yAQTlcHOMGq2ptf+FfD+m2mjRl1D7Lq8+wy3hTKsxkMMTB2Lv1IPBbJrVi8OafAmnR26PFDp0rTRRByQ8jBgXcnLM3zsck5JJJyean1TR7bV0jW7lvYxGSR9kvprYnPqYnXP45ofWwI5rW73WL218NXWg65p/lXVzGrzLZyMk7GNznAmHycfcJJzj5uKXXvEmr6Xe2ulQywte/ZTcT3Mei3V2jHdtVRFCxKAkN8zOcYGAc8b8/h3S7jRYdJe2KWcBQxLDK8bRlTlWV1IYNnuDnrzyaiuvCul3kVsswvBJaoY4riPUJ459pwSpmVw7AkA4ZiMgHsKXe3f8AT/MP8v1MZvEHiLUpIotLt7PTJG0qO/lTUYJJHjdiwMRQMh7feJBGPunPHSaNqI1jQbDUljMQvLaOcRnqu5Q2P1rGvfBttqevfaL9p5LFbBLQRLfTqZMMxIk2sPMUggfOWzzkc89IiJFGscSqiKAqqowAB0AFNbf13f6WE9/67L9blG/1q1026hguIr53m+6bewnnUc4+Zo0ZV/EitCiigZzOp2FnH8QtDvo7SBLyWO4SS4WMCR1CDClupA9KqXfiXWE+26pb/YF0qwvhaSW0kTmeUB1R3Egfap3McKUOQo5G7jYvfCumahrEep3LX/2qI5jMep3MaJwBwiyBRkAZGOe+aWXwro82rf2jJbP55lWZkW4kELyLjbI0Qby2cYXDFSRtXngYSWv9eX/BB7f1/XYzpdf1CDxp9gvZIdPsDIkdv52nyuLvcmfluQ4jjbdlQjKWO3jO4UJr+oL40fT9Rlh0+zM3lW0c2nyk3Y8vcClzv8sMTu/dld2EP1rTl8NabPqy6jcfa5plkEqxy307wq4HDCEv5YI6j5eDyOeaX/hGtOOrrqUn2uadZDKizX08kSPgjcsTOUUjJxhRjtTXS/8AX9f0uw+ti0v9pf21Jv8Asv8AZnkL5eN3nebuO7P8O3btx3zmrEzmOCR1G4qpIHrxVddKs01qTVlhxeyQLbvLuPMasWC4zjqx5xmrdJ3cbD6nmHhjVdTn1Lwzqcf9pvBq4ZL2a9uW8q4doWlzDbsT5ao0ZXdhMgjG8HcPSrp/KtJpPNWHajN5j/dTA6n2FZ2neF9I0q+N1YWrRyfNsUzSPHDuOW8uNmKx5PXYBmpbbQdMtL3UruC1UTaoyteFmZhMVXaMqSQPl4wAKctVZaCWjucX4QuLibWrKO7l1KAXumPJI11ezyx6g5KfvYNx/dADcduI2+cfJgZGnoEDf21qmk3K6vY2s9qjQ2t9qDzTNhmWSVJhK7IDmMABwQRnAzk7Fh4R0fTHL2kVyG8kwRtLezSmCM9Vi3ufKHA+5t6D0FWNM8P6fpLTPaLcPLMoV57m7luJSozhQ8jMwUZJwDjJJ6mn/X5i6f1/X9bnHiL7DZ+KNT0rV762tLWBrO3kvb+4uU85MmSQb2c/eIjG0E5RuDnFX/Bssqa/qVrKuo2SLbwOlhqd3LcyAkvulWR2YbD8q4DHBX5lUnFdEug6Ymgf2ILRW07yzEYXYtlT1yxOSc87s5zznNJpXh/T9Gllls0naaYBXnurqW4kKjou+RmYKMk7c4yScc0luN6/16F64nW2tpJ5BIyRqWYRxtIxA9FUEk+wBJqvpuqQatbNPax3UaK+wi6s5bZs4B4WRVJHPXGPyq5RQBmeINUGk6PJcC4it5GZY4mlhebLscACNPmkPoq4J9R1rmrHxnqV3pMkSRRPqZ1QabFNLZTW0eWjEvmNDIfMUBSflLfMQMMA2R1mq6TZ61ZfZdQjd4w6yKY5XidGU5DK6EMpB7giqEXhDRIdNubBLNjDdTC4lLXEjSNKAoEnmFt4cbFO4EHIznPNC63/AK2/4I/6/r8CDUtR1nStPsLV5bK71XULsW0U62zxQR5VnLMnmMxwqNwGG44GV6iWS/1TTrvRbO/mtLqW+uZIppYLdoVCiJ3G1TI2DlQDknv0qw3hvTZNI/s2dbme3DiRWnvJpJUcHIZZWcupB6EMMdqZN4W0y402Cyn+2SJbymWGVtQnM8bEEEibf5g4Yj73Q46UCZif8JNrl5cWVrpsNist1f31q0syuVhSB2VX2hsscAZXIyT1WptR8Qatp+k2MV/La2WrTPIGWPTp7/zVQkb0ghbeFI2tkt8u4Kck8bNh4b0nS1tlsLNYFtXleEK7YQynL8E9yfw7Yp2q+H9P1maCW+ScS24YRyW91LAwVsblLRspKnaMg5HA4pMfVv1MCx8UatrtposGlx2tne39m93PPcwPJHEEZUKrHuRiSzDqw2gHOTxV7UdfutAvY11cwS2radJN50MTIWni+Z1Clm4ZTlV5I2tyasv4Q0RtOsrKO1kt4bAEWptbmWCSEHqqyIwYKe4zg4HHAqvqegT6lfaTaSRwf2TpssdyJpbiSW4kkQEKuGHTkEuXYnkY5zT3/r1/JfihLb+v61LkLeIH07SXlXT0umZDqaHftVdh3CLk/MGwBu4xmtaql9pVnqUtnJew+a9lOLi3O4jZIAVDcHnhjwcjmrdMDzPxXqWpXGqeI/sLakt1o0cbWrw3T21rbKIhKZZcHEuSSuza/CAYUMWr0e0laeygmkTY8kasyn+EkZxWdqHhfSNU1AXt7as0xUJJsmkRZ1ByFlRWCyqMnAcEcn1NWLnRdPvNYsdUubffeWAkW2l3sPLDgBuAcHIA6g0ltZ/1/wAOD1en9bHOeKNJguNasLezvdVg1HUbgOWg1S5RIoY8NI3lCTYAQAn3cbpAfWufu9X1Sa+utWsxqRuLLWvs0jvdNDZxwiYReSIicSu6kNu28F/vjaFr0ddNtV1Z9SERN28IgMhcnCAk4AJwOTk4HPGc4FUm8L6Q2sHUzat9oaQSsomkETyAYEjRbtjOMDDFdwwOeBQtGv67fov6QPVP+u/+f4GbEL23+Jixz6jcXEVxps0ogJ2xR4ljChUHGQCcsckknkDCiC8WTTvHVhJEmrWtvcXDJPc3F601rclo2KxJEZG8s7sHdsQDYQD8wB1m8J6W2vLrJN/9uUnD/wBp3O0AkErs8zZtyB8uNvHSpo/DmnR6t/aRF1NcB2dPtF7NNHExzkpG7lEOCRlQMAkDg0LRLy/zB7vz/wAjUrPg1q1udUl0+OK+E0WdzyWE6RHHpKyBG/BjmtCigCO48420v2UoJ9h8syAlQ2OMgc4zXO6T4nn1SSxO23hQWD3OpByQbeQNsCA5wBuSbJOf9XXTVRttF0+z+2/Z7ZVF87PcKWLBy3XgnAByTgYGWY9SSVrrb+v6/QehzXh7xXcax4i/s26eK7tbuzkuYZE0u4tVCqyKV3TEiYESD5lwOOnzCrvguytdOXXLTT7aG1totVkEcMEYREHlxnAUcCrOn+DdF0ucTWcNyJlt2tUlkvp5HjibblFZnJUfKMAYx2xk0lr4ci8PRXVx4cgmnvJzlo9Q1a5aOQ5GWJcyYbA6hSTgDpVKyfyt+N/yJabt6/pY2ri3hu7aS3uoo5oZVKSRSKGV1PBBB4IPpXE6NfDw78P3Gl20CMdXuLO1iKhYomkvnjTIGPlXcDgYyBgYrfg/t7UPMtdb02xtLSRCrS2GrzNKD7YhjI+oYEU208G6JZ6Zd6fHBcy2l2d0sVzfTzjduLbl3uSjbiW3Lg5wc5ANIq+ligdc160XXLCWK01LVNPtYrmBrOBo1kWTeADEzsdymNjgP8wwBg0Q+IdRl8I315ZSw6pqVtIFaKPTJrZoQSud1vI5kJCkuFyC4wB1BrWg8M6bbafc2cH2xVumDTTfb5zO5GMfvi/mcYAxu6cdDSQ+GNMg06eyhF4iXEgkmmW/nE8jDABM2/zDwAPvdBjpxQIg0jVLzVfDd1LZX1neanH5kal7Ka0SOUD5VlhdmkTqpOeSCCByK2bX7R9jh+2+X9p8tfO8nOzfj5tuecZzjNUIPDelwaPd6Wlu72t6HFz5s8kkk25drFpGYuTtwMk5AAA6Cr9rbRWVnDa2ybIYI1jjXJO1VGAMnnoKen5C/wCCcx4zvpE1HR9NxqDw3rys8Omu0c07IoKxiQMvljJLEllHyYJwSDY8C3GoS6DNBqxZp7S8mt1Z5vNbYrfKC5ALlQdpY8kqTz1Otq2i2Ot28cWoxM/lSCSKSKV4pInHG5JEIZTgkZBGQSOhqvceGNHuvDcmgT2YbTZF2yQ+Y4L5bcSXB3Fi3JYnJJJJOTUq6v8A12G9bf13MjxnNMdQ0q1jW9u45BM8lhp129tcS7QuHWRWUbVzgqzqDuHUgKeT1TxfHH4HtNJbxPDaXbWM1xcXUt2YZwELKkKF9shkLrsJIDYRs4ZhXo2p+HtO1b7ObuOZZLYEQzW11LbyICMFd8bK2DgZGcHA9BU0WjWEGinSYbZUsTE0RiUkZVs7snOSTkknOSSTnNKSbi0UnqmzmNak07UfB9rq0F9d3U80KW9mbHVp4Unmc7VB8mQBvmPJ5IAPpWJ411+LRNEHhweJ1tLrTtOE09zPfCO6unC4jVSSGJZlLMR2AH8VehyaTZTTWMskJZrAk22XbEZKlc4zgnaSMnOMnHWpb6xt9SsJ7K9j823uEMcibiNynqMjkVbfvNruZpPlSfYW0uoL2ziubOeO4glUNHLE4dXB7gjgiqt/rVrpt1DBcRXzvN9029hPOo5x8zRoyr+JFaHSil1GtgrmL7xFf2t3qenrHbm/Se3WwBVirxzHaGcZydrLKTgjhK6eqc2lWU+q2+pSw7ru2Vlik3EYBGDkA4PU4JBxk4xk0dR9Dltb8ZXGneIFhtJ4Li2iu4LS4t0024kKmRkUk3Snyo2HmA7GBJAHI3DF2aws7f4qWN3b2kEVzc6XdefMkYV5dsluF3MOWwOBnpVy58G6HeajJe3FtM8sk6XDJ9rmERlTbtk8oNs3DYvOMnHPU0+bwppk+uprEhv/ALbGfkZdSuVRRlSVEYk2bSVXK4wccg046Wb8/wAVYfexs1xUXjO4fxfaWcU8F3YXd3JaDytNuEETIjnIumPlSHMZBVQCCTydpzrreeLfMAbRNFCZ5YazKSB9Psv9adb+DdDtdSivorabzoZ3uIQ93M0cMj7txSMsVTO9shQBz7Ckt7iezXUi0DUdY1uQ6m0tlb6U0sqRWn2Z2uCqMUDGXzAoJKk7dhwOMnrR4c1HWNbgj1eaWyh0y5VngsxbP56rnClpTJjJAyV2cZxk4ybtt4c06z1V9QtFuYJZHZ2ijvJlgLN95vJDeXk9SduSeevNFl4c03TdQe7sUuIGkLMYVvJvIBY5YiHd5YJOTkL1JPUml0+QGRp3ii9u9N8O3EkVuH1SykuJgqthWWMMAvPAye+aZ4f1zxHdaXZaxrsWlwaddacbqXymZPsjBVYb5GY7lYFicKNmMZbqdKy8G6Fp14l1a2brLGrpEXuZXEKP95EVmIRf9lQAMDA4rRTS7JNGXSRbqbFYPs3kMSwMe3btOeTxxzTfVr5fj/wB6XXb/hjkNP8AHc6Pqb6h/plva6a+oxvFpVxYkqh5QCYnzMgrhlwOuR0rWNx4otvDt5qNw+mXN0LcTwWcFrIu0gbjGXMh3nHyhgqc847Va07wlo2l3Dz21vLJNJAbd5Lq6luWMRIOzMjN8vHToMn1OSDQ10CymPhuF5p2VVjtr7U7gwKAei7vMEYA7KvYDgdB7af1v/wBLfX+tv8Ag/eLpOtSaxqly1p5TaXFBCUmGdzyuu8jrjaEaM9Ore1XdK/tL+z1/tv7J9s3vu+x7vL27jsxu5zt259844qt4a0RPD2gwaerKzqWklZF2qXdizYHZcnAHYACrOlaTZaJp62WmQ+Rbq7uE3s2GdizHJJPLMTTdr6CWxj+ONQksdJtI0kuY0vL6K2la0DGbY2SVQryrNgLuGMbs5GMiv4Jm1BLrWbC/juY4ba4R7WK7uvtM0KOgPlvIScsCC33mwHADHHHRanplnrGnyWWowCaCTBK5KkEHIZWGCrAgEMCCCAQar2vh/TbTSrjToYHNvdBvtBlmeSSbcNpLyMS7HGBknIAAHAFSrpP+uw3q1/XcXXLWxudLkfVLi5tra3Bmklt7yW2KhQcktGynGM8ZxXDNJd6d4f0S2nm1p49bv5Jjbx3Uz3Qj8tpIrdZWfchwqbmLgDD8gEmu4/4R7S/+Eeh0MWx/s2GNIkg818bExtUnOSOBkEnI4OQak1XR7HW7NbbUoTIiSLLGySNG8Tr0ZHUhlb3BBwSO9Pqw6Hn1tqPiG4gj8PLHOZTqM8f7zU2RxAkaSLE9yFZ8jzApZAzfLjcRl6lm1iS8k0nRvsesgLHdiWystQlaaWeGRUwbsup8sbmbLMuflGM4U9lJ4V0eTTIbH7PIkUEhmjkiuZUmWQ53P5ysJNzbmy27LZOc5NJN4S0abT7WzNrJElozPBJBcSRTIzZ3N5qMHy2SWJbLE5OaPX+tP6f6gQeBrq/u/CNv/a7+ZdwSzW0km/fv8qVow27C7shRzgZ64roKhtLS3sLOK1s4lhgiXaiKOAKmpt3dxI5jxf4im0O60yGPVdK0mK7aQSXeqRlo12qCAP3kfJz6/hUr+KUs4tLgCSa7eahA80L6TEoimCbdxBeTagw4ILPg4xnJANnXNIv7++0+90m/trO4sjJj7TaNOjh1APCyIQeOuaytWsPEEvibQpLO7tEuYrK7W4vH0+R4MlocAIJQVJwcZc/dPXtKvf+uxWly4fGVtNBaNpmm6hqVxcwtObW3WNZIUVtrF/MdVBDZXAYkkHAIBIc/i+1ljsv7Jsb7VZryD7QlvaqiPHHnG5/NdFXn5cE7s5wODirF4Qu9L+zS+HtWS2uo7dred7y189JwzmQvtV02vvZjkHGGIx0w6Lwjc6UbOXw5qcdvcQWgtJnvrX7Qs6BiwYhXjIbczHIOPmPy9MP+vz/AOAL+vy/4JDqXiy50jxReQy6fqF5aw6VDeNb2sUZaD55fMZmLAHhVG0MScHaDya6uGZLiCOaFt0cih1YdwRkGsi48Pvc32oXUt2oe+01LFgsWAhUyEuPm7+b09upzWnY232LT7e137/IiWPdjG7AAzj8Kf8AX5/8AHvp/Wi/4JzWreIrmDxkNHj17RNLBhheKG/hLzXLO7qVT98n90DgHk1q65fXEU1hp+nyGO7vpwA4QN5cSfNI2Dx90bQeeXXiofEGh6hr8U2nyahaw6RdR+VcQCzLTsp+9tlMm1c9P9WSPrgizb6ZMPEt1qd00ZQQJbWaKSSifecnjgs2BjnhF55ICQPyKc2talF44sdKktoI7C6guHVyxaVjH5fPBwo/eHjknAPHSqcHiK5ufG13pI17RLb7PcLGmmyQlruZPKVywPnD+83PlnAXvVi/0DWrvxdZ6xDq9hFBZpJHHbvpzuxSTZvBfzgCfk4O0AZ5BqfUdCv9X1CIahqFqdLhuY7mO2hsys2+NgyhpTIwI3DJwik9M9ckel/61B7M3aKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAxPFXiGXw5o8l7Bp0t+0aGRgHEaIi4yWcg464AAJJPQAMwsavearaxRnRtMgvnKs8huLvyEQADjIRyWOeBtxwckcA0vGmn6trHhu50zRYLKRruNo5JLu5eIRjsQFjfd9OKqeI7HxTrGk2VpbQabFHIx/tOD+0JE8xO0aSiEnDfxHaDjIGM5pPbQa31JP+ErvdQi0VvD2mQXB1Wye9AvrxrfykXy+Dtjky370e3B5rT1fVJ9L0BrkxRG+cJFDAHLI07kKqZwCV3Ec4HGTgVkazoVxq2l2MFx4V8N3rwxsnl3k5eO06AeV+4JYYA/udAPcT2mh3kV7olpdzSXVnpFruN1M2WubnbsBIyTwu8nPd1wTg1Ts/v8A8xX0TJtX8Qz6Pd6bbNYPc/ariG3muQfLjjLkjK5yWORnb2HVhxk8Ra9qGhRyXiaVHcaZbIslzO13skAJwfLj2ncQOTuZPbNV/Fun69qU2npo9pp0sNpdxXbPdXrxMzIxOwKsTjBGPmz+FV9f0zxNqms2LrZ6Vc6VbIszWUuoSReZcg5BciBt6LwVHGW+YjgAJeff8LL/AIImtfl+Ov8AwDSu9X1c+IJNO0jTLK4jhgimlmub54SN7OMKqxPnGw9SOtblcj4o8MT+IboBdH0ZJWiVF1mSRjd2ZznMQEWcqeVPmLyc47HrgMADr9aOg+phDUNUuPHE+nW81nFYWlpDPKr27PLKZGlXCuJAFx5Y6q3U1u1ysOpWNp8UtQtLq8t4bm6020FvDJKqvMQ9wTtUnLY74plz8O9LufEp1t5cXHnrPt/s6xb5gQfvm3Mnbrv3eho7Dlo38vyOtorkh8OtLHib+2xL/pH2n7Tt/s6x+9uz/rPs/mfjv3e+eaIvh3pcXib+21l/0j7Qbjb/AGdYj5ic/fFv5n4793vQulxPrY62iuS0z4d6XpfiBdXglzOru4X+zrFOWBB+dLdZO/Xdk9yeaTRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/wC99c0dAOuorkNG+HGlaJqRvbWbdJsdMf2dYx8MMH5o7dW79M4PcGl0T4c6XoV3LcWs25pYHgI/s6xi+VuvMVupP0JIPcGgDrqK47S/hrpOktdm3m3farZ7Z/8AiW2EeFbGfuW656dGyp7g07TfhvpWl21/DBNlb6AwSf8AEtsEwpOeiW6hvo4ZfagDr6K5HTvhzpemafqFnBNmPUIxHIf7OsUwAc/dS3VW+jhh7U2y+G2lWOk6hp8U2Yr8IJD/AGbYLjY24fKtuFb/AIGrY7YPNAHYUVyNp8OdLs9Dv9LjmzDfFDIf7OsVxtOR8i24Rv8AgatjtimQ/DXSYNDudLWb9zcypK5/s2wGCucfILcIevVlJHYigDsaK48fDbSh4dbRvO/cNci5Lf2bYfe27fufZ/L6d9u73xxTm+HOlt4bXRTN/o63P2kN/Z1j97bj7n2fy/x2bvfHFAHXUVyEnw30qTw9Do7TfuIZ2nVv7NsD8xGPuG38sfUKG96W4+HOl3Hh+00h5sQWsjyI39nWJyW6/Ibcxr9VUE9yaAOuorjrr4a6Td6PY6dJNiKxMhjP9m2DZ3nJ+Vrcov8AwBVz3yadf/DfStR07T7OabEdhG0cZ/s2wfIJz917cqv0QKPUGgDr6K5HU/hzpeq2mn2882FsIPIjP9nWL5X6PbsF+iBR7U3VPhtpWrJZLcTbRZ2y20f/ABLbCTKrnH37dtvXou1fQCgDsKK4/VvhrpOsTQS3E20wW6W6/wDEtsJPlUYHMluxH0GFHYCna58OdL17UReXc22QRrHj+zrGXhRgfNLbu34Zx6AUAddRXI6v8OdK1nWm1O5m2zNsyP7OsZPugAfNJbs/b+9x2wMUurfDrS9Y159WuJds7srEf2dYyfdAA+eS3Z+3duO2OKEB1tFcne/DvS77xIdallxcGZZtv9nWLcrjHztbmTt1359COKQfDrSx4m/tsS/6R9p+07f7Osfvbs/6z7P5n4793vnmhdLg+p1tFclF8O9Li8Tf22sv+kfaDcbf7OsR8xOfvi38z8d+73pbH4d6Xp/iRdailzcLK0u3+zrFOWzn51txJ3678+pPNC6A+tjQhv8AU4/Gj6bdzWktlLaNcwCK3ZJI9rqu1mLsG+91CrW5XLxajZXnxQ8i0vLeea10uRJ44pVZoWMseAwByp9jXUUL4E/X82L7Ul6fkgqK6n+zWc0+3d5UbPtzjOBnFVNP0W1024mnt5b53m+8Lm/nnUc5+VZHYL+AFXLhWa2lVI0lYoQI5DhWOOhODgH6H6Unfl03KVr6mNp+t6h/Y02q+IbKx0+zS2FyHt717htu3cdwaJMYHoTUWheLI9Wgv7q6fS7e2sxukEGprcSQDkkTqqhY2AHIDMODzxk5Np4EM1rq8MthpegwahYtZmz0kl4iTn98+UjDMM4A29M/Mc4F230PVLi4lvtW07SBKmmtYR2UE7tDcKxBPmOYgVX5cBQrYBbk5xVPy/rf/gff5ErbX+tv+D93obulaxa6xC8tml2iKQD9qsprYnjPAlVSR7jip728t9OsZ7y9lWG3t4zJLIx4VQMk1heEtF1TSDdi/dYbVwgt7FdQmvhCVBDMJZVVsN8o2Y2rtyPvGtLXdGGu6eto17c2QWZJfMtvLLEodwBDqykZAOCO1KXkNeZi2/jO8ufDN1qQ0YQXUV/HZR2dxclcmR41UuwQ7DiUEgBsYIya1v7Q1W20lp9Q0qI3m/bHbWNyZlYepd0TaByTkdBxkkCsW08KahY6brUN5JB4kGoXYmS01VokhZcLy5SD73y9NpHyrjHJqxo2ialoGh3qafZ6as91OZYtNjuHitLRSqqURhGT2LHCKCzHgdaJfDpvZffZf8EF5939xJD430yLwrpetawzWK6jbrMkKI87A7N7KNi5bAyc46Ansasr4x0STT3vYbqSaJbj7MFitZXkeQqGASMKWfKkMCoIK/MDjmuct/CGuy+E9J0u9GnQzabazWoaG5eRZA1s0StzGpHzNyOcDuelWpvCl8tjfRGystQa4vormLfqE1o0Oy3jj3LLHGzK+5G6Y+VuvJFN25pdun3/AOQLZfM6g6rapo76pK0kFokRmdp4niZFAySyOAw4HQgGqCa+NP0SyuvECPFdXfK21rbSzSAkFggRAzEqv3jjGQTx0qgNE1eXw/pWjanN9rU3G+/nMu7bCrF1i3NhpOQkZYjLKGLYJq54p0q41W3tltdOtrySGQyLJJqc1jJCcYykkSM2SCQeRwe9J6Xt/X9foCGa14xtNG/ssyWmoTLqEiqvl2FwxjUqTkqsZIbj7hw3Xjg1YvPFelWFtbTXTXam5RpI4VsJ3m2LjczRKhdVGRksABkeoqncaLrLeG9IT7VBfatps0c7PcuY452AKsCyqSPlY4backDI5qlrnhvV9U1G11VYojcfZfs9xZxa3dWaKd24Ms0Kgv1IwyehBGCCtdfX8Lf5h/l+N/8AI17/AMYaHppQXF40jSQC5RbW3kuGaE5/eARqx2cct0GRnGRnYhljuIUmgdZIpFDI6HIYEZBB7iuG+w6np/iFdM8O2GnxhNChgK3N5KVthvkA2nYWlx7lCcdRnjsNI05NI0Sx02ORpEs7dIFdurBVC5P5U1Zq/wDW7X6IT3t/Wyf+ZcorPv8ARbXUrqGe4lvkeH7ot7+eBTzn5ljdVb8Qa0KBmJd3+pWvi/T7TzbV9PvY5f3fkMJUZFBz5m/BBz02D60+48V6Pa6r/Z81zIswlWFnFvIYY5GxtRpQvlqxyuFLA/MvHIzT1W08QT+KtPvLGx017KyLjdNfyJI4dQCdghYDGDj5jn2qnceGtZf7bpcLWP8AZV/ffbJLppGE8Sl1doxHsKsSVIDlxgN907eUr38v+G/4IPY3v+EgsDrR0tDcy3KsFcxWczxRsV3bXlVSinBBwzA8j1FCeILCXWW0uE3MtwjbXaOzmaFG27trTBfLBxjgtnkDqaxbrQdVk8YJqNhBbadEZ0a4uodSmLXMajBV7XyxEWI+XeWLAAEHgCj+wNUHjEajZw2+mWzXHmXMsGpTSfa1CbcPbGMRhjhcuCWG0cmmul/6/r7wfU6FdVs31qTSVmzexwLcPFsPEbMVDZxjqp4zmrTMEQsxwqjJPoKqr/aX9tSb/sv9meQvl43ed5u47s/w7du3HfOasyIJI2RvusCD+NJ35dNx6XOW03xq93q+l215Yw2ltrUckumv9r3TSKg3ZeIqNmV5GC2OhwSK6l3WONnkYKigliewFcP4Z8C3Gj3Onx3MNgItMcut7DI73F+QjxxmXcvy7UkbA3uOgXaBiumW21O8l1a11b7H/Z0wEdn9n3+bsKYfzM8ZyTjb2py290S31MWw8fW15a6jfuLEWNjbG5McF+JrwKBkb4FXCZHT5yemQDkCY+LrnTY7v/hJNKWylhsjexpaXP2jzUBwy5KJhwSoxjHzD5uuKth4X1EpZQ6tZ6SbfS7CWygSCRiLxXVV+cGMCJSFGVG/k9fl5NI8GtbJe3N/Y2zzy2bWcdpJqM92rRnkq88y79pIGFC4X5iASxodr/15/wDA/wAg1t/Xl/wTStNc1iW4uNPvNJtLfU1txc28S37PDKmdpBk8oFSDjICMORgnnD9D1rVL/WNQsNU0y0tTZLGTNaXrXCl3BOw7okIYLtbvw61T8OeGZ9KurjUriCFL1rf7PFD9vmu9qg7sNcSjeQTjgKAvOAck1qeHNKm0nSBHeyrNfTyNcXcqZ2vM5y2M87Rwo/2VFP8Ar8f8ha/1/Xc1aKjuIFubaSCQyKkilWMcjRsAfRlIIPuCCKr6bpcGk2zQWsl1IjPvJuryW5bOAOGkZiBx0zj86QyW9vYdPs3ubkuI0HIjjaRj6BVUFmJ7AAk1np4p0h9Hl1M3Lx20MnlSCW3kSVZMgBPKZQ+8kjC7cnIwDkUniiw1LUtG8jR5xFN50bOpuHt/NjDZZPNQFo8j+JRn865vT/BerWenzyGS2N8urpqdtDLeT3CECFYzG80mXPRsNg4+U7eNtC63/rb9L/cM6hvEemx6OdTna4t7beIwLizmilZicBViZQ7Ek4ACkntmn2+u2NwlmQbiE3sjRQJc2ksLsyqWIKuoI4UnJABxxWdqWnaxqtjp91Lb2FvqenXguorcXTywSfKybTJ5asMq552HBA4NJqNlr19HpN+lppseo2F08rWhvZDDIrRvHxL5WQfnB/1Z6Y96BPyLNz4u0O0jjae9x5s8tvEqwuzSyxEq6KoUlmyCAACT2zT28UaUNKt9RjkuZ4LgkRrb2U00hwcNmNELrg8HIGDwcGsnRvC+oWl1ptxqMlnJLbXl9cyGHcB+/diu0EcYDYPP4mpfEnh/UbuSyXRPLjs42le4tI7+bT98jkESeZApY4JcleAxbJORSdx6XZoz+KdIg06zvftLzRXy7rVbaCSeSYYzlY0UuQB14474qzBrNjcXS2yyOk7Wy3YjmheNhETjJDAYII5B5HGQMiuY03wvrWhWmiT2P2C9v9PtJbOeO4nkijkV3V9yybXYEFBwVOc9eOU8Vg6nqGj6dDcQQ63OrQXdtbymRo7SVMTMDgEKCi7XIALADGTin6f1vb9GxLbX+v62OiXxJpT2el3a3X7jVnVLJvKceaWUsvGMjKgnJxWpVG6jv4vsMekLZpAkyrcrMGGIQp4j28bs7evGM1ep6Acp4g8aPor6hNFYQz2GkiM6hczXfklC+DsjXaQ7hSDgsmdygEk8dTHIssayRnKsAyn1Brita8FXd34g1K9sorCZdUiCGe7kfzNPfy/KaSFNrKzFMd0Py4LEcDpWh1O21DTYNOFkNKjjZLoS7/OGFAj8vHy9c5z26Ultr/X9dAe+n9bf8Ezte1zXtHmDwaPp91ayTxwQk6k6TSM7Bf8AV+QQMEk/f6AnIp+oeKltPFdhotvaG4+0S+VcTiTatszRu6DGDuYiNjjIwMHuM2bjS7m88VWl9cvH9hsIma3iViWad8qzsMYAVMgcn77dMCsO88CXh1W0urDxHqKRrqb388ci252lo3X5D5JYkblUBiQE4HRcEel/6/rcH1/r+uiNO48VLH4wtNDtrUzrI5juLrzMCCTy2kVMYO4lVyeRgMvXNVYvGU8usRRLYW/2GXUZNOWQXv8ApIlQNkmHZgL8hP387SGxziq7eBbyDWNOurLxJqJgt76W7mjmW3Jy6uDtIhyclsfMeFzgggYht/CWsJ4kjvZjZCSO9edtXS5kN1Nbliwtmi2BQgBC43lRt3Bd3QXS/wDX9f1cT2f9d/8AgHcUUVnwaLa22qS6hHLfGaXO5JL+d4hn0iZyi/goxQMuXE8dtbSzzEiOJC7kKWIAGTwOT9BVWPWbCWSySK4DtfwtPbbVJDxqFJbOMAfOvXHUVermdE8NXml/aw1zGvlwta6YyDd5EJZnXKkDkbkXGSCIlPcgL+v6/D8RmjY+ItP1W7ms7GWZblIy6i4tJYg65xvTeqiRc45UkcjnkVF4a1DUL2HUItWktpbizvXtvMtoWiRwFVgdrO5B+b+9XP8Ahzwrr2m69DquotDLLDp0tsyvq9zdedKzRtvzIuIlJQ5VF44+90Ghoz6h4fXVr3xX/ZGm2Vxcm5+0JqLMsZYIgVi8SAD5euepxiqVk/l+N/8AIl30t3/T/M6a4WZraRbWSOOYqRG8iF1VuxKggke2R9RWHoviB28Kzan4gmt0a2uLiGaWCJkRvLmeMFULM2TtHygkknAqWDxZo2qeZb+HNZ0fU9Q2Fo7aPUE+bHqU3ED32msO28N6/L4XuNPvo9NtrmPUf7RtHiuXnR3+0m42OGiQqM4XcNx5JxxgorS39f12Ogt/FWkXNheXi3EsUdj/AMfCXFtLDLHkZGYnUPz24+boM09fEWnnR5dTk+1QW0TbW+02U0MhOQAFjdA7EkgAAHJOBk1kNoWp3qaxe6tYabcXWoQRWq6d9sfyBFGWOTN5W7cTIx4TjC49ajtvD2rL4X1Cx1KC21AXMoMFhc6pPIkCfLn/AEpozKTuBcHblTgAjANAjeXXbE6JPq0huLezt0eSVrm0lhdVQZY+W6h+g9Oe1XLW5ivbOG6tn3wzxrJG2CNysMg4PPQ1haJpuu6Z4dvopLiGS+dpHsYbi6luo7fKjajTOBJIu4FiSMgNtHCit21+0fY4ftvl/afLXzvJzs34+bbnnGc4zT0/L+v6/EX/AATO1rV59Pms7PTrNLy/vXYQxSzGKNVUZZ3cKxUAYHCnJYD1ITwz4gi8S6KL6JFjZZZIJUSUSKsiMVba44ZcjIOBkEcDpVHxf4al12TTrm3htbt7KR99leyOkF1G64ZHKhu4VsFWB24I5yHWek6xpPha7TSv7O/tm4le4CzB/syOxGE+XDFVQBQcDO0HA6CV1v8A1t/wRvpb+t/+AaWr3OrWyI+k2VhcqATM15fPbhAOmNsT575zjHvWHceN5bTwRaa1Ppf+n3kbSQack5O8AFy28oCF2DcSV4yBjJArW8Q6Zeazo66dFJFHFcuqXzbiCYOsipwclgNvOMBic5AFZ/ibwhLrZuLix1i8sLhrB7OOKNYTFtbJIO+J2UE7clSCQo9BSlfldio2bVyfWfE8mlWdjPFpktytzJAsj+YEjhEsiIPmI+ZsvnAHQHJXIyat4hvrbU57LR9LTUHs7Zbq7825MO1WLbVj+Rg7nY/BKgYGTzxQ1zQ/EE3hnT9J042l+8EkEs11f3ZhYmKVJAoWOAgg7cZwMccGna/4cvdcntpW06xinkt/JupxqdwoQE5KGJEVblBk4WQqDk8DJzcuvL3f/AJjsubsdNZXkOoafb3lsd0NxEssZIxlWGR+hqeoLCzi07TraytsiG2iWKPPXaoAH6Cq1/otrqV1DPcS3yPD90W9/PAp5z8yxuqt+INErc2mwo35ddzQrOl1/TYbe/mkucJp0nlXP7tiY2IUgYxk5DrjGc5rRrnb/wAOzXXieO8jkjFhMYZLuJmIZpIGZoiBjByWXJJHEajnPC6j6F268S6ZZapHYXUsySyOsYf7LKYVdvuo0oXYrHIwpYH5l45GYDqGpQeOYdNmltZNPurOa4iVbdlljaNolwX3kMD5hPCrjA61z+teEdf1XXppmuo5LX7fb3MDvqdwgjijaNjF9mVRETlXIdixyRwOCNa7s/EEnji01KGy0w2FtBLbbnv5BKySNExfZ5JAI8s/Lu5z1FOPRvz/AC0/H+rD7nTVlJ4k0x9ZGliWZblmZEL2sqxSMoJZUlK7HYAHIViflb0OKy+OvCTSCNfFOilydoUahFkn0xurBtfCOvt4osdQ1K6jmS01CW4aZtTuJPOjZZVQC3KiKIqHUcZzg89cpbiez7nUW/iLTrvVpNOtXuJponaN5I7SVoVZR8ymYL5e4dCN2QeOvFFn4i07UNSlsrJ7iZ4mZWlS0lMG5eGUTbfLJB4IDZyCOoNUtA07WNEb+zDBYzaWssrx3YunWfDszgGLyyCQWxnzOcZwOlHhvTtY0S3i0eeCxk022VkhvEuX851zld0RjxnBwT5hyRnAzgLW3yA0INf024gsZobndHfxGa2PlsPMQLuJ6ccHviquleMdB1uVU0y+84SQG4jkMMiRyRjG4q7KFbaWAYAkqeDg1iaR4Y161OkW162nLZ6Ray2sbwyyNJPuQKrkFQE4HK5br97jnYstBmsvBtnp1u9vBqdnpwtYLtYw4gk8sLuXI6ZAOMc4Gab6v7vx/wCAPql/XT/glrT/ABHpupzzw28k0clugkkS6tZbc7CSN48xV3LwfmGR71BD4v0a4sJ75JblbOBVdrmSxnSJlY4DI7IA699ykjHPTmua07wLqksl8NYmWGK80mTT2xqtzfvucjMgaYAKDz8qgDjqc8bvnXFv4eu4PGyaRY6atuIHuY75tkikbDuV41EecjA3N1xnuR6L+vP/AIH3iWr/AK8v+D9xtLqFq+qPpyy5uo4VneMKflRiQCT05KnjOeDTNK1ay1vT1vdMm8+3Z3QPsZcsjFWGCAeGUisbwNaXSaCt9qhLXt5tLO6FWMSDZFkHkEqN5B6M7Vs6V/aX9nr/AG39k+2b33fY93l7dx2Y3c527c++ccU2rOwlqrkOuasdIsY3htzdXVxMlvbQbtokkY8ZbB2qACScHAB4PSq3hzxD/bbahbXEMNvfabc/Z7mOC48+MNtDAq+1SeGwQVBBBGOMlvi/QJfEGjxwWrotxb3CXMayO6JKV6xsyfMFZSykjOM9D0MOhaHe6TZajPHbabZ3tyoFvaW2421sqJtjTdtUkZyxwq/eIA4yZWzv/W3/AAf63b3SX9b/APANfUpdSit1Oj2lrdTbsMl1dNAoX13LG5J6cY/GsfTdf1vU9FkubfRLU3QvJLZE/tA+QyoSDL5hiDbdysowhJOOxyLtzDrtz4T8hZbODWpYFjkmiLCGJzgO6ZBJxklQepABI61U1rSdXtvCdvpHgxra2aMRwb55mjMcAGDsYI+HwMAlSBnPOMU9rjWtv6/r/gC2fiDUtV0KK70rSIXvPPlt54Li88uOF43ZH/eBGLDcvy4TkHnbVeHxjNqGn6Y2kaakt9fwyTNBdXPkxwLEQshaRUfoxCjC85zwKr3ukeJP+ERtdJ0Sy0vTAr+XPFFqUv8AqMchJvIyHY9WK5HJByciHU/B91fxaNcf2PpBbToZLZ9Gku5DZyRNt2/N5XO0opAaMjPoQGo6/wBdv87fjsL+v6/rsdH4a1638TeHbXVrQBY7hTlQ4cKysVYBhwwDAjI4PWtSs3w/pb6Po6200iyzNLLPM6DCmSSRnbHsCxA9gK0qb30EjN1bXrHRGt1vjcl7gsIo7a0luHbaMn5Y1Y4A74q5aXMd5aR3EKyqki7lE0LxOPqjgMD7ECuW8aLMmraJcx3Gq2kUTTiS50uxN1ImUAAK+VJgH12/jWZ4gfSp9b8NHXYNQ1a0awu8xzabLJJM26DBlt0jH1wyBQdpwCBUrVv+ulyranoVFeZx6Slvb6WnjPQ7nUdMjsZEt7X7E16LaQykqrRoHIYRbFD8hdrDIzzIumeTHow8c6Tc6nYRaaEjt2s31AQXG458xEDkv5e1Q5BA2v8AN83L/r8/8vxF/X5f5/gd4mpwya5PpYWTz4beO4ZiBtKuzqADnOcxnt6Vcrg9e8M2mta3q0tzpLXNuugxJZq8LBFk3TkbF6CRQVxxuXdxjJz2WlmY6RZm53ecYE8zeMNu2jOffNP+vz/yB6PT+tF/mV9R1/T9LuorW5eZ7iUblhtraW4cLnG4rGrFVzxuOB71PqWoxaZarNMkkm+VIUjiXLOzsFAHT1yT2AJ7VxHiWxuYvEGszj+3jeXUEX9kvppmEQlVSArmP5Bh8E+d8mG4/jrfTfq3i6COfDx6LCJJSv3TdSLgD6rGWP8A21Wktf6/r+rA9P6/r+rmodc00a6mjfalOoPG0ggUEkKu3OSBgH5lOCQSDkVB/wAJLp/9svpaC9kuY5BE5j0+d4kYqGAMoQoOGB5bjPNYGqX0EHxK0gxWGo+Xbw3UdxNDpVw0QklMJU71j2nO05YEgY5Ipbo3dt4tf/hH7rV3nuL2J7yzn0/Fl5e1UkcTNEpyEUEBZD8wHBGRRHW1+v8AmD0TO0ooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCG8vbXT7Vrm/uYbW3TG6WaQIq5OBkngZJA/GqGrXWh6VdWuq65e2ljJGrwQT3VyIl+faWUbiASfLB9ePrWB8UptGt/B13Lq1xaQ3IgkWyFzMqkuQAdgJ5bHGRyASOhOX+KPGegadpdjcw3el3NzqSyW9hcS3EYh2nHmM0pOBGMAsAckgAAnFJuyuhrex0Op6/o+irE2satY6es2fKN1cpEJMYzt3EZ6jp61PLqNnDpb6lJcx/YkhM5nDZTy8Z3AjqMc8Vw0z6doWk+HJ9L8Y6JbCy06S0tpL1RMt6n7rJjCSoSQYgPl3fexite4vbnX4NB066tXsp75Fvr+2JOYoo9rGMnA6yFFIOMjdx1qmui7/wCf6aiurJnRSahaQJbtcXMcH2p1jgEzeWZHIyFAbBLYB468VHdazpdjfW9le6lZ213cnEEE06pJLzj5VJy3PpXI/EDUNA07VNFm1C/sLbUBqFsx+0XCq6wBySwDHhcjkjg4GegxF438ReHp518OvqOmWk2qQRy3V9cTxxrFbBsqwZiN7k52AZxksePvJa6+dvwT/r0E7p28r/n/AF8zrtQ8SaHpN4lpqms6fZXMgDJDc3SRuwJwCFYgnkYrSrh/EmstouvTXuka1pM17PawhdEljL3N2FZyoiKyAru3kZ8tgMZ6A13AyQMjB9KOg+pnSa9Yxa6mjk3D3rRrIVjtJXRFbcAWkVSiZ2NjcR0rRrnrL/ko2sf9gyy/9GXFU7nUPGC+JTDb6fu0vz1XzfsMJ/d5GTvN6G6Z58rP+yehOqQ5aN/L8jraK5Iah4x/4SbyTp//ABK/tO3zfsMP+q3dd/23d07+Vn/Z7URah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/2e1C1sJ6XOtorktM1DxhL4gWLUdP8vTt7hpPsMKfLg7fnF67en/LM/Qdk0TUPGM+sLHrOn+TZYbc/wBhhj5wcfMt9IeuP4D+HWjoB11Fcho2o+MptSKavp/lWuxzu+wQx/Nj5eVvpD1/2fxHWl0TUPGU93Kus6f5MIgdoz9ghjzJ/CMrfSE/TAH+0KAOuorjtL1HxpK13/aeneWFtnaD/QIU3SjG0cX7578HaD/eWnabqPjOW2vzqOneXKkBa2H2CFN8memBfPu+hKD/AGqAOvorkdO1DxlJp+oPqGn+Xcxxg2i/YIU3tnkYF84bjsWj+pptlqPjN9J1CS807ZeRhPsqfYIV3kt83yi+YNx6umP9rpQB2FFcjaah4yfQ7+W60/bfoU+yx/YIV3gn5vlF8wbj1kTH+10pkOo+NW0O5lm07F+sqCGP7BCNyHO47ft5B7cmRcejdgDsaK48aj4z/wCEdaY6d/xMvtIURfYIf9Vt67Pt23r38zP+z3pzah4y/wCEbWYaf/xM/tO0xfYIf9Vt67Pt23r383P+z3oA66iuQk1HxmPD0MsenZ1Ezsskf2CE4jxwdn24KOe/mE/7I60txqHjJfD9pLBp+7UWkcTx/YITtX+E7DfBR9RI30FAHXUVx11qPjRNHsZLbTt165k+0p9ghbZg/L8pv1C5Ho75/wBnpTr/AFHxnHp2nvY6dvuZI2N0v2CFtjZ4GDfIF47Bn+o6UAdfRXI6nqHjKK009tN0/wAyaSDddD7BC+yT0wb5Av0Bcf7VN1TUfGcSWX9mad5jPbK1x/oEL7Zecjm+Tb24G8f7R7AHYUVx+raj40hmgGl6d5qNbo0p+wQviQj5hlr+PH0AYD+81O1zUPGMGohNF0/zrby1Jb7DDJ82PmGWvoj+G38TQB11Fcjq+oeModaaPStP82x+TD/YIX7Dd8zX0Z65/g/PqV1bUPGMOvPFpen+bp4Zdsn2GF8jA3fM17Geuf8AlmPoepFqB1tFcne6h4wTxIYbPT9+mecoEv2GFvk4yd5vVb158rP+ye6DUPGP/CTeSdP/AOJX9p2+b9hh/wBVu67/ALbu6d/Kz/s9qFrYHpc62iuSi1DxgfE3ky6fjS/tBXzfsMI/d54O/wC2lunfys/7PalsdQ8YSeJFhvdP2aZ5rAy/YYV+Tnad4vWb058r8B2FrYHpc3LfXLG51qbSozcLeQoZGSW1ljVlBAJV2UK4yR90mtCsCT/kpFv/ANgmX/0dHW/QvhT9fza/QX2mv62TCkd1jRndgqqMlicAD1qhp82sSXEw1SxsbaEf6p7a9eZn5/iVokC8ehNWL9Y2025WeVYIzC4eVzhUGDljnsOtJtqN0UtXZlTT/EuhasszaVrWnXot13zG2u0k8tfVtpOBweT6U/S/EGja2ZBourWOomLHmC0uUl2Z6Z2k4zg/lXK6JqzX+nX+ky61pOp6XBppVtYsIzHDbnBUo5Mjqx2/McMMAcgZBp2ka9cXmm6pZp4g0m4s7Sw/d69Yx7ILaTBG1t0jozKAHOHGARkDIJb0b/rv92wlra/9bffudxRXG/D3U4buG9tYXF01uYy95b6zNqdvKWB4WWQ5VhtyyAcBlOTmtnxU+qLoEseh21xPczMsRNs8ayRIT8zr5jKu4DOMnriiWgLXc0rS+tL9JHsbqG5WKRopGhkDhHXhlOOhHcdRUH9t6V/Zkmo/2nZ/YYiVkuvtC+UhBwQXzgYPHXrXnuknU08O61pWheG9UtIjqYgZYp7USww+UgcITNjeFUDOeN4YEkEVb0PX9M8OeDdTu9Z0mXTLKx1OUW8VwYTlzIQiJtdgGBwMkgDrnAJpX/JP8v8AMNfxa/P/ACO/s7211Gzju9PuYbq2lGY5oJA6OPUMODU1eS3M6y+G0l03XY2e9uL+9uxot/8Au4pfs7SiLzIzn5SFJORuOTwGxVqS7mh0HUIrvxGlskOrRfNqerPafaFa1ikaIXCnfHlnLgIMcbcBTgPq12t+ILX8fw/zPUKr2N9b6jZpdWUnmwOSFfaQGwSMjPUccHoRyOK5VNZe98AWKaWs9rdao/2G2Mtw07KSWDyrK2TIoRXkVj95Qp4zil8afZ9L0fS7ePVrHS7aGTb9mu9VfThcIqFQqzp867SVOADnGD60PS4LU62WeGBoxNKkZlfZGHYDe2CcD1OAePapK8811NN1Pw14Y1u/fUtOso54fNaXU54vIjZGUM7rIMncVHmE5w3Xk1X8UalFFcaZBaapCuhPZM9veXHiSezjml3Y/wCPlVcyMF5Cs2DknDY+Vd0+9vwuH+V/xsel0V5nqOowi5toPFXilrdm0OKVP7P1FoFu7jLjfFs2tIemFXhsjKn5cd7oT3svh3TpNWXZfNaxm5UjGJNo3frmq6P+urX6fkLrb+uj/Uv0Vn382sR3UK6XY2NxA3+ue4vXhZOf4VWJw3HqR/WtCkMoNrdkmuR6Q5nW7lQvGGtpBG4AycSbdhI9N2av1x+veItFtPHuh2t1rFhDcReeskMl0iuhdF2AgnIznj1rG1DUv+JtfeZq95F4lj1NY7DTEu3QSQblC4t87ZIyhZmkKnHzfMu0bUtXb+un+YPRXPSaK4G61WG0+JSxy6nFqTzXEcUVla6zIk9plMENZqdkiA5cu3IDHghRQmqQ2/xKMMmpRarLPdGOKCz1mTzbMeXgrLZg+WVUqxMh5BYccZprW3n/AF/XTzB6XO+orIilsz4zuIl1G6a9FjGz2BY+Ske9sSAYxuJyCc5wBxWpMHMEgiOHKnaffHFJu0bj62KttrWl3uoT2FnqVncXlt/r7eKdWki5x8yg5HPrV2vJ/CDXF9qHhNPtlqt3pYkju9Mto8yWimJ1kNw7fNueQIQMIMk/6zAavQjrVvqJ1iw0e48zUtOXZLGUYeXIybkGSMHPB4zTl7qvuJauxYTXNJkvrmyj1Sya6tEL3EC3CGSFfV1zlRyOT60abrelaxbyT6RqdnfwxHa8lrcLKqHGcEqSBxXEeC9TW0bTbS015L+1Sxd9TtmiijGmyKFJLbQGjYsXyspZiQTn5WqzpGp2F3rWuX9/qWl61YHTlFzfWUf+ixRIznyXG5wzYdmPzdMfKMjcPR2f9f1/XYFqr/1/X9eZ2GmaxpmtW7T6PqNpqEKNsaS1nWVVbGcEqSM4I4osNY0zVJJ49M1G0vHtm2TrbzrIYm54YAnB4PB9K86TWLfxRo/ifW9Av7Rry9sEihsbaVJp47eMt+8kRGzvYSNheCBtB+bIHR+ENQWfU7i00rW01zR4baMxzxpDst5MkeSrQqq42hTtwWXjJ5FPrb+v6/4YXT+v6/q511FR3DTLbSNaxxyTBSY0kcorN2BYAkD3wfoar6bLqUtszaxaWtrNvwqWt006lcDks0aEHOeMfjSGXKKwPGuqR6T4aeabcElljgL/AGs2qR72A3PMATGvqw5GeOa4zTNcu5vC96smoPDpkOtpbz3kGoS3PkWjRI7Mty6hypZseYcbVYkMAA1C1v8A12/zHb+v69D1KiuJ1S90+HwxYHRNbkfQ5b8R3+pRalJcNFDhif35dmQFwiltw2hjgr1DrnWNI0qDw9d6drobRPt0qT3smpNPEcwy4DzO7ZG/AAZsZwBzigTO0orziwuLrxBNpMa6tqENrc6lqfm+XK8byxLIwRMnDIAMYxggDgirHia4Hh7T9K0bUNQkuPMaZku7zWZdNQqrfIjTpukeQK4UL/HhmPIFJ6Dtq16nf0V5na6ybrQ/DDeKtYm0/Sp7KUz3Ru5LUy3ClVRHnGxlO3e2CVLEHI4IrZ1rUZNDbT9R0e5lvrK9szY2yG4aaN5yN1u+4k53fMpck5yuTxT/AK/r1EtTs6K524t7XSrPw7ZalreoLNHcxwxSiVi19KI2+WU4OVOGY5wMgc10VMClea1penXlvaahqVna3N0223hnnVHmOcYVScsckDj1q7XlXi55f7Y8VabeXdvZf2jbxfZAyb7q/QRYWC3DfKCJd3QOR5nRThq9BGsWthd6XpOo3ONSvomMUYRj5hjUFzkDAxnuaS1X9f1p1B6P+vIZdeLfDljftY3viDS7a7RgrW817Gkik9AVJzk5H50P4t8ORal/Z0mv6Wl75gi+zNexiTfnG3bnOc9utU9ckXWPEFj4eQB4U232oDP3Y1b90h/3pADjusbCjUXXW/FtrpKgSWumbb687jzM/uEPvkGT22J60Lp/X9dQfX+v66G5LfWkF5BaTXUMdzcBjDC8gDy7Rltq9TgdcdKz4/FvhyXUhp8XiDS3vTIYhbLexmTeDjbtznOeMda4uWXVE8eaVf6n4d1IXU+pSRxv51s0aQLDKqKmJs9CZGyAckjnCiuokkXXfGqW6gPZ6GBLKc8G6dcIv/AIyWI9XQ9qFrb+v6/zE+v9f1/kdHRRWfBNrDapLHdWNjHYDPlzx3rvK3pmMxAD/vs496BmhRUdxCLi2lhLvGJEKb42KsuRjII6H3rj9A1G+vJFe8lupG0Gzkt7xIm5ubndtyVzydkYcA9plNK9r3/r+v1HY7N2CIzHJCjJwCT+Q61S0nWbPW7aSfT2mKxSmKRZ7eSB0cAEgpIqsOCO3evP/BfiUXfitWjvYvsFxpkt3cf8TuW/Ebq8ZG/eoSBgJG3IhwMjIAC10HgnXNJ1S+1+PTdUsryQ6i8wW3uEkJQpGA+Afu5GM9KpLXXtf8bf5kt2S9f0udVcTrbW0k8gkZI1LMI42kYgeiqCSfYAk1X0rVbTWtPW9093eBmdMyQvEwZWKsCrgMCGUjBHap7q6t7G1kub2eK3t4lLSSyuERB6kngCvObDxDaz/D3UDouqxS+Xq0322SymDyW9tJevvl+U5UeWWYP2A3DpSKtpc9LorzyG9gbTfEiaJ4lCaKsEIt9UvNRaaKKdtwkQXDOWxjyuQx2lzjnii01aC7+H+qi01SHSxBOsf9oza3LdWspOwlY7tyHAYHYSMFGJwCRyCPQ6K43QdUsb3wFqsklxc2dpbCdJb+31KW+G0JlpYLh8s4APXHDKwxxz1GltE+j2bW1xJcwtAhjnmJLyrtGGYkA5I5PFO36fiL/g/gLf6jZaVZvd6peW9lbIQGmuJVjRcnAyzEAc8VLbXMF5ax3NpNHPBKoeOWJwyup6EEcEe9cj46u5tO1XQL7zbS2tYpple8vtxt7SRkwkjgEZ43qMsoy/3gSMs8LX9n4Z8C32qapfMdLS8nuI7poT88byZ3qqD7rMWZdoxtYdeplO9/67DfS39b/5HS6pr+j6H5f9tatY6d5ufL+13KRb8dcbiM4yPzp6a1pUmnRagmp2bWUzBIrkXCmORidoCtnBJPGB34qn4k1h9O0QNp+17+8ZbexRv45X+6SPRRlj/sqa5Txzb+HvDXg7T7O5u7SC5t5bVLY3U6rIyi5iaVwCeSfvMwH1p/5hvsdpqmv6Pofl/wBtatY6d5ufL+13KRb8dcbiM4yPzptz4i0SzltYrzWNPgkvAGtklukUzg9CgJ+bOR0rn/Eur2kN1p+sab4p0Syke0lW3S8TzxeK5Q/ugkqFjlAPl3Z3dKh8V62t34PittQ1LTtEu9SsC1xpd5+8uJQ6YMUQ3Kd+SVB2Pz/Dnil0v/XUdru39f1/VzuKKgsXaTT7d5IGt3aJS0LHJjOPuk+o6VWv5tYjuoV0uxsbiBv9c9xevCyc/wAKrE4bj1I/rVNWdiU7q5oUUVxmqS30XiC70KO7uV/teWGe1l84hoYxxcKhzlQFjBGOjSj1pdbD6XOzrPTXLF9ebRt063qxGYK9tKqOg2glZCuxsb1zgnGa8+8S+JWTxi0dlcGC6s9StLYxyazKsjRs8e4iyVSjRkSEeY5ByTg8KK37/wAQ6LH8U9LtZNXsEuEsbmBoWuUDrK8lvsQrnO5sHA6nHFOOtvO/5XHa1zsqKK8usvErXnxBsDZXBjM+pT2tzbvrMs0oRUlAElpt8qAZjBUghiB3y1Jauwulz1GiuK8L3mn3WsSHVtak/wCEk+0Th9Mk1GRBGoZgoW23BSvlhSG2HOd2TnNHg+90+8uRJqOtSSeJmEn2rTpNRkHkHOCotdwUKowA2zkYbJ3ZKvpfyA7WivONB8S/bofDVlHqklxfRWE41GMSszJKsQG2X0cNnhvm6mr3h2yu9N8JWPiO61jVtQl/scy3cLSGU3DGNXUohOxWXBAwMtn5iTkluyv2X/B/yHbVJdf+B/mdzRXlfh7xDqE93q39gyw3bto0l1DDDrM2qJ9oU/Ku6RQEb5gCikj7vTjO9pUWmat4dv4PDXie4vNWktVMkrarJLJDNjKloi+IssOVCqOq4AGKHorv+t/8hLV/15f5nbUVzXhXUJvEE1xrjSTR2rxpbQ2rEhUdMmVsf3t5KZ/6Z+9XfCstlN4fjfTNSu9Tt/OmAubxmaQsJWDKSQDhWyo46AdetPYOlzTubmCztZLm8mjt4IlLySyuFVFHUkngD3plhqFlqlml3pl5BeWz52TW8qyI2Dg4YEg88VzvxBkmt9Ds7qOON4bbUIJbjziwjRAT+8faCdqNtc9vl5IHIp+Dp47c+JNYl1OO/sJZ1uGvbeLbBI6xASNEFzlAFVerHKNliekp6Nvp/wAD/MHukuv/AAf8jqtS1fTdGt1uNY1C1sIWbYsl1OsSluuMsQM8Hj2qsPFXh46WdSGvaZ9gEnlG6+2R+UH/ALu/OM+2abc+JtPh8J/8JBA5uLOSBZrfapVp92NiqGwdzEgAHuazoyvhbweH1HV9M0rULqTzZ7y/wYTcSHc4wXTd3CjcMBR6U9Ve/wDX9f5Bva39f1/mbzapp6aX/ab31sth5Yl+1mZRFsPRt+cY981BL4h0WDSY9Un1ewj0+U4ju3uUETn2cnB6Hv2rz0FU0bQpLzU00zSk1G7lk1UInlySszPHOhlBSNXZnKlgwGQASSrUs+tait3oep32pWMNptvreHW9SjKwj518qUopVS0kasAdyKQSV4IUnWwf1/X9M9QiljnhSWB1kjkUMjocqwPIII6inVzfgC0ksfBlrbu0rRrLOYGlQKxhMzmMkAADKFTgAADsK6Sm9GJBRXG+N9P/ALS13QLf+yNN1f5rhvs2pPtiOEHOfLk5Hb5fxp90mow6noWh6dcQ+H7eWyuJLiLT4o5FjMZi2iJnQKMFzyUwQT8oOCJTv/Xlcqx19Ri3hW5a4EMYndAjShRuZQSQpPXALE49z61wulazqviI6fZHW300nT5Lpru2ihL3e2UxhxvRkCbQHO0f8tFwQOsml6zq3iaTSrT+1H0rzdMF89xaRRb7s79nyCVXAQDDHgn94nzY6v8Ar8/8mL+vy/zR2wuIWuWtxNGZ0QO0QYblUkgMR1wSpGfY+lSVwWuQamvizWJtN1iWxe00GGUyJBG7Sur3BXduUrt4OQACeMFcc9rp9y15plrcuArTQpIQOgJUH+tH9fn/AJDlo7f1sn+pYqOeeG2haW5lSGNcZeRgqjJwOT71x/jXw7oWtXtpp9xo1hcalqr7JLp7VGmit0wZH343DjCA54LrWpqYGpeJNP0eMA29oBf3S4BHynEKn0y4Lj/rlQtRPQtvoX/FTHWodRvIHeFIZrZBEYplQuV3bkLDBkb7rDtWrXI3tlHB8VNEud8kks9ne7jI5IUAwYVR0UfTqeTk1Sv9Oh0Txg+sal4d0e9S/wBShS3v94N7CzIkahUaLkBlJOJMhcnHGKI62Xf/ADsN9Wd3RRRQIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAMuDQ/K8Ry6xLqF3cSPCYI4JRGI4ULBiF2oGPKj7zNWpRRR0sHW4UUUUAFFFFABRRRQAUUUUAFFFFAEbwQyTRzSRI0sWfLdlBZM9cHtmpKKKACiiigCoumwrrT6mGfznt1tyuRt2qzMD0znLHvVuiijpYPMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArNutGS91i2vrm7uZI7U74rPKCFZMEeYcLuLYYjBYqOuMgGtKigAooooAKKKKACiiigAooooAKKKKACiiigAqvfW0t3ZvDb3s9jI2MT26oXTnsHVl9uQasUUAZWnaPfWV2JrnxHqeoJtI8i5jtlT65jhRs/jWrRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGCvh7UxIGPjDWmAOdhhssH2/4981vUUUAFFFFABRRRQAVXv7aW8spIIL2exd8YuLcIXTntvVl9uQasUUAVtO0+30rTobKzUrDCu1dzFie5JJ5JJyST1JNWaKKNwCiiigAooooAKKKKACiiigCjqeiaVrccces6ZZ6gkZ3It3bpKFPqAwOKzL/wTouo32mNc6dYSWGnQTQxWElmjRAuUIZVPC42EcD+Lt3Z46vNW07wvd3ujXUVobaJpXlMYdzjGFUH5RnuTngYAydy2vEonTS2u116TRba2jaSaaGGN2Y4G3mRWGOvAXJJGCOhWyuNb2Lmo6HpOr28Vvq2l2d9DCcxx3NukiocYyAwIHFGpaJpWs28cGr6ZZ38MZ3JHdW6yqhxjIDA44rk7/VtaNl4em1O51bSBcWDy350rTftLJPiLarAwylBzJ2HTrxWzq2ol/DdnDpN+1zPquy2tbyN13MGGWmBUbchAz8DGQOlU0/xEraM2RYWY34tIBviEDfux80YzhD6qNx46cn1qZESKNY4lVEUBVVRgADoAK5rxJdarpl1o32G7SGye/t7aRSvmSTBiQwZmzgYA5HzE9xjBb4xuNT023GoadrEkMu+OK001II2W8lLfcYlS5yP7hXaASSQOFvr52/r7xeXlf8Ar7jpPstv9s+1+RH9p8vyvO2Dfsznbu64zzimQWNvb3lzdRR4nuipmcsSW2jCjnoAOwwMknqTXLa/qk1n4nZb/WtX0jTUt4WSS109ZLcsXcOZZmgcIAAmSWUAHPvXYg56UdB9TJuPCvh661I6jdaDpk18XDm6ks42l3DGDvIzkYGD7VPFoWkQ6s+qw6VZR6jICHvEt0EzduXxk9B3rIjg+1/Em9M1xebLOwtZIYUu5UiDO84YtGrBWyFX7wPQVoSeJbGLUvsLQaoZvMEe5dJumiyf+mgj2Y98496PIHo/69TWorJHiWxOp/YPI1TzvM8rd/ZN15Wc4z5vl7Nv+1nHvQviWxfU/sAg1TzvM8vcdJuhFnOM+aY9mP8Aazj3o3DY1qKybbxLY3eoCyig1RZSxXdLpN1HHkf9NGjCY465we1JZeJrHULwW0EGqJIQSDPpN1CnAz994wv680Aa9FZFl4nsL+58iCDVFfaWzPpF1CuAMn5njAz7Zye1Fl4msdQmeOCDVEZEMhM+k3UIwPQvGAT7Dk9hQBr0Vj2viiwvDKIbfVV8qIyt52j3cWQOoXdGNzeijJPYUW3iewu453it9VUW8fmOJdIuoyR/showXP8Asrk+1AGxRWRbeJrG6t7iaKDVFS3UM4l0m6jYg/3VaMFz7KCaSHxPYT2lxcpb6qEtwpcSaRdI5ycDajRhn99oOOpxQBsUVkQ+JrGexnu0g1QR25UOr6TdJIcnA2oYwz++0HHfFIniiwksZbtbfVRHEwRlbR7sSEnphDHuYepAIHegDYorHHiewOnG9+z6r5Ql8rb/AGRdeZnGc+X5e/b/ALWMds5pT4msRpovvI1TyTJ5W3+ybrzc4zny/L34/wBrGPegDXorHbxPYLp6Xpt9V8p5DGFGkXRkBAzzH5e8D/aIx70sniaxi0+K9aDVDFMxVVXSbppAR/ejEe9R7kAHtQBr0Vjy+KLCGzguXt9VMc+7YE0e7ZxtODuQRlk9twGe2aLjxPYW1vbzyW+qlLhSyCPSLqRgAcfMqxkofZgCaANiisi68TWNpDbySwaoy3CeYgi0m6kIH+0FjJQ+zYPtSXXiews1gMtvqrefEJU8nSLqXAPZtsZ2t/stgjuKANiise78UWFk8azW+qsZI1kHk6PdygA9ASkZAPqp5HcUt94msdPuBBPBqjuVDZt9Juplwf8AaSMjPtnI70Aa9FZF54msbG9NrNBqjSDHzQ6TdSpyMj50jK9/XjvS3fiWxsr82c0GqNKpALQ6TdSx8/8ATRIyp6+vHegDWorJn8S2NvqRsZINUMwcJuj0m6ePJ/6aLGUxz1zgUDxLYnU/sHkap53meVu/sm68rOcZ83y9m3/azj3o3A1qKyV8S2L6n9gEGqed5nl7jpN0Is5xnzTHsx/tZx70QeJbG41IWMcGqCUuU3SaTdJHkf8ATRowmOOucHtQBrUVzcUH2T4jFYri7Md1p0k0kMt3JJGHEqAFUZiqcE/dArpKOif9b2/QXVrt/lcKKz9P1/R9WuJrfS9Vsb2aD/Wx21ykjR84+YKSRzxzVq9aVLC4a3yZViYpgZO7HHHfmk3ZXKSu7E1FcXoOqXE2j3wGtave6utj5otNS09bZ432n5o08iMuN3GfmHQfWXQNbEWm3002q61q15bWouJLC+sFtpxgE/u4/JiZgxBUHkZGAetN6Np9P+D/AJCWtrdf+B/mdfRWH4V8QN4j017wtpbIHCqdN1A3ag4BIYmNNrDI+XBq9rOqLpGly3ZiaeQYSGBCA00jHCIM9ySB7daHpuC1L1Fcholzq9x4d1hNb1a4W8tLx0a5061R3jARHKRx+W24AsQMqzEe/NZ//CS30fhfzJ9WaCIar9km1S6hSKe0gIyJJY2QKjklVG5AAJEYr6n/AAPxt/mG/wCP4X/yO/orzyHx7dWNjdpbBfEXkXUscF68qwCaJbdbjcWRNp4JUFFwcKehJrQl8fSwaNcXlxpsFrJDfpaH7Te7IIg8Syq8soQ+WMOFPysN5AyQd1H/AAPx2D+vuOzorHuNd+yeEjrM6W8rGASRx2dx50czNwixuVXduJUA4Gcis3U9an8HeH9NS8kgubid/LmvNRvGgt0cqzsXl2PsBIIUYx0AxxQ9Nw3OqorlfEGseIbYaC2k2unSfbLhEn3XzBWJjZtit5LZTjO/APA+Xmotf8bt4fktLO8TR7fUJbczype6wLaFQDgKkjR7nYnOPkA4OSOMq/52/UP+HOvorkz4zu79YG8O6Ol6s+mx6iHubsQKEbd8hwrndwMYGOuSMDPRaZqEOraTaaja58i7gSePd12soIz+Bqrf1/Xow/r+vvLVFZ9/r+j6VdQ22qarY2U8/wDqYri5SNpOcfKGIJ544rQpAFFc7qEJg8eaPNFcXS/ao50li+1SGJgqAr+63bAfcDNQ3Pi27hnubmHSUl0ezuxaT3Ruts27cFZki2YZVZsElwThsA8ZSd3YOlzqKK5xfFTyeNZNBSKwi8ojIur4xXMqlN2+KHyz5iDpu3DlW9OS18VPd+MrjREisIhbMVdZ74pdONgbzEg8v5kywG7f2PpimtQ2OjoqotzeHWpLZrDbZLArpeecDvkLEGPZ1GAAd3Q5x2qxLJ5ULyEZCKWx64pNpK7Ha7sPorzjw54v1C/1fQp/t9xqFprAdbhRaotraSGNpESGUKrSFdjo3L4IOShwD6OehxVSTitRBRXB+HNavm0eV7vWdRn10aaZzp+sWSWcSyhQWKnyYyyq2ASGYAEZPINVtK8X3Nrb6reyajfanb2eki8eC/hhilWXkgRiJV3xkAjeAyE42u3NLrb+uv8AkNq39en+Z6LRXCwaxrUel61DNLq51o6dJdWcVxaW4jYgEZgSPc2NxUbJWZ+VyOtbPhW+iuvtMQ1vU9RuI9heHVLNbWWEHOCE8mJtpwfmIIJUgHg07C6X/r+tToaKjuLiG0tpLi6ljhhiUvJLIwVUUckkngAetV9N1fTdatmuNH1C11CFX2NLazrKobAOCVJGcEce9IC5RVHWdRGk6RPek2yiIA7rq4EES5OMvIQdo564J9Aa52x8fR3+ivcWtva3d99vGnQxWV8JoJpiocFZto+QIcsduRtYYJAybh5nYUVhXuuahpum2v27Tbc6pe3Itra0t7tnjZiC2WlaNSqhVZidhwBwGOBUn9r31rNpVtqljbxXOoXDwsttdNKkQWN3BDNGpbOzGMDGe+KAehs0Vyj+Mrp5LSDT9GNzcXd7d2iKbkIiGBmXe7bThTtycAkZwA1PvvFtxp/h+1vr610/TLiWV4pI9W1L7JEjKSCFkKEvnblfkGV544BVx2d7HUUVytv4yl1Sy0j+wtOjub3U7ZroRT3XlxQxqQGJkVXz8zADCnPXgCr8/iFtOvlt9Zto7ZP7Oe8aeOYugaMjzUGVU8BlIPGRngYpvT+v67CWuxt0Vkw6lqk2naTcf2KVlvGT7ZCblQbJWQkkkgbyDhcD19q1qdrAFFed+KPFWoxarrUek39wlzo6xmHTrW2jlFwfLErPOzKfLjIO0Hcn3XwWOAO/tZxc2kM6gqJUVwD1GRmktVcHo7EtFcn4mh1SHULRdL8S6hb3OoXSRw2gitmhRFG6VvmhL4CKx+994gZGRWXfeItSj8XG1XVZoZRqkNtHaeXAbN4WClt0pXcJtpYiPerE7SEK8kWrS/rp/n+YPRX/AK6/5HoFFcLb+J7y68RfarltWttJXUG0+Mw29v8AZWdXMQ81mzMSzjAZAqjKgnIY1FB4h1J/GENq+qTCV9Tlt3sjHD9j8hQ2Nku3cZdu0mPeXB3EoE5Atbef/A/zB6X8v+D/AJHf0UVnwa9o91qkumWuq2M1/DnzLSO5RpUx1ygORjPpQBoUVHcPLHbSvbxiWVUJSMttDtjgZ5xk96x9N8SjVZNMFpaMVvbJruUl8G3xtAQjHJLFh2+41H9f19wG5RXJ6F40g13xBNozNprObd5kbTdUF0yqrBWWQKq+W/zrjBYfeweObXhBGgTWLXz7meO21J44jc3Mk7quxDje5LEZJ6nvQtfuv+NhPT77fhc6Kio7iBbm2kgkMipIpVjHI0bAH0ZSCD7ggiuS0XV30bwPJPJ9ov5U1K4s7ZJ53keRjdvFEjSNuOPugsc4A74oK6XOxormH8WXllZ6wNV0lIr/AEuBLgw2tyZ45Y33BWD7FYAFH3fJwBkZpR4tdPBdxr7RaddLE2F/s3UDcwEbgu5pfLG1VJJYhTtCk89KBHTUVjadrN1qPheTU7WDT72fZI0EWnagJ4Z2XOFExRQMkYJxgGtS1kmls4ZLmD7PM8atJDvDeWxHK5HBweM07AS0Vy/jDW30660ywTUJNNW9aQvcW8ImnIRQdkUZR9zsWHG1vlDYGeRY8F6rfaroTnVlkF3a3Mtu7SoqO4VvkZlX5QxUruA4DZGB0CWtweh0FFcx4s1i/tr6w0nSEvTcXiSTM9jFE8yxxlAQpmIjUkuPmfIwCANxFUr/AFaSfwfaalY6xr8MqLJHtg06KeaWZcgrMqwsEwyFSV2LnPPQ0r6XHbU7SiuQ13VtZj8O6TqVjfWcUcstmJ3t1EonMs0asEY5ATDNzyTkYIxzP42vLzTdP+2afqWpW1wkbmG3trJZoJXAyPOYxMY07Ft6ADPIxmqem/ewlqjqKKZDIJYI5AyOHUMGQ5U5HUH0qlf6/o+lXUNtqmq2NlPP/qYri5SNpOcfKGIJ544pdbC3VzQoorn7vxO9qdUhNjm7s54YYIfOx9pE20RtnHygsWU8HGwmjyGdBRXKa344i0TxFBp0/wDZhSSaGExtqareEyMFDJb7TuUFhklgcBjjgZnkiNt8S7MxXF1su9OuXlha6kaIsjwBSIyxVSAzcqB1NC1/H8FcDpKKK5QeOIl8Zw6FJ/ZrefO8CLBqayXUbKjPmSAL8ikKeQxPK5AycG7sHS51dFYWj65qGtXLXFrp1umjeZJGl1JdkTSbCVLCIRkbSwOMuDjnA6UaHrl/rmL2HTreLRpQxt7lrsmeUA4DeUI9oVsEj584xkA8AA3aK52y8V/bLDQ7n7Fs/ta1e42+bnytqB9ucfN1xniovD3inU9aisrq68PSWVlf2RuoZPtAkdSAp2SDaFTduJU7jkDkKeAdWu39foGx09FcdpfxDsrubUlu5dMaOxs2vWl0vUReqI1JDB8IpVxxxznPB4q//butwaBeatfaFBFHDALiK3ivjJMy9WDjywqsF7KzgnjPejpcOtv6/rU6Kis2z1gX+s3FpbQ77aCCKQ3QfhnfJCAY7KFYnP8AEKm0q5vbvT1m1Ow/s+4LuDb+csuFDEKdw45UBsds47UAXKK5/wAY6y+j6TbmO7SxN3dR2xu2APkBsksoIILYUhQQRuI4PQ1/Bmr31/JqlnqD3cws51NtcXtusE0sLqCC6KFCnIYYKqdu3Kg9Ra3/AK7f5g9DqKKparay3dniHVbnS9h3tPbLETgA5B81HXHfpnjrXMabq+rweEYpvtkmp6hq1ww0r7VHGjCJvuPII1UYCAyNwDg7euKAO0orktMn1C/8C291qHiKWxaBpzd6gkMIdkjd1ydyGNRhQT8vbtWRJ4p1JtN8P2uqX9xpd1fWktzLJZ2YkurjYVVVjhZH5YPvYbSVAPTkg62X9f1YS1SZ6JRWF4N1W81jwtb3OqxmO9R5be4BVQS8cjRk4UlQTtzgEjJ4NbtNqzsMyPEnh/8A4STS20+TU72xt5AVmFoIsyqexMiNj8MGqeq+EDrEOmLda/qgk06UzJKq2582T+FnQwlCV/hwoweevNR+L/EU2h3WmQx6rpWkxXbSCS71SMtGu1QQB+8j5OfX8KlfxSlnFpcASTXbzUIHmhfSYlEUwTbuILybUGHBBZ8HGM5IBlaj6lq50S8ubO3g/wCEk1WHy1KyyxLbB7jP94+T8pHQFNv580tr4et7PUrKa3YJa6fZ/ZbS1AOIskbm3EnJ2qoHcfNyd3FQ+MraaC0bTNN1DUri5hac2tusayQorbWL+Y6qCGyuAxJIOAQCQ5/F9rLHZf2TY32qzXkH2hLe1VEeOPONz+a6KvPy4J3ZzgcHD/r8/wDg+mov6/r8PUk8QeGW1+e2dta1GxS2kSaOK1WDb5iklXPmRMc89M446VX1Dwe1/rttq48Qarb3dtbfZ4zGtsyqD95wrwsFZu5XGQAOnFVdS8WXOkeKLyGXT9QvLWHSobxre1ijLQfPL5jMxYA8Ko2hiTg7QeTXVwzJcQRzQtujkUOrDuCMg0Wtt/XT+v8AgA99f66/qZOqeHTrDGO91e/Ni8YjnsE8pYpx33MI/M57hXA7dM1sjjpXGeKPFWp6Tqs1tZPZwvHCslraXNrJJJqjnOY4WV1AI4B+VyN24gDrua3fXEcmn2FhIYry+nA3hQ3lxJ80jYPHQbQeeXXijoH9f1/WpVWK+tfiBdXI0y4nsr2yt4RdxyRbImjaYncGcP8Axrjap61bk8KeHZtS/tGbQNLkvvMEv2prOMy7x0bfjOeOuaqza1qUXjix0qS2gjsLqC4dXLFpWMfl88HCj94eOScA8dKpweIrm58bXekjXtEtvs9wsaabJCWu5k8pXLA+cP7zc+WcBe9C1aHLqzWHhPw6NT/tEaBpYvvM877V9jj83fnO7fjO7POc5oXwn4dTU/7RTQNLW+8zzftQs4xLvzndvxnOe+c1rUUbC3Mm28J+HbLUBf2egaXb3gYsLmKzjWQE9TuAzk5P50ll4T8OabeC707QNLtLlQQJoLKNHGRg/MBnkVr0UAZFl4S8N6dc/aNP8P6XaT7SvmwWUaNgjBGQM4IosvCXhzTJnl07w/pdpI6GNngso4yyHqpIHIPpWvRQBj2vhDw1YmU2Xh7SrYzRGGXybKNPMQ9UbC8qe4PFFt4R8N2Uc8dn4f0q3S5j8qdYrKNRKn91gF5Hsa2KKAMi28JeHLO3uLe08P6XBDdKEuI4rKNVmUdAwAww9jSQ+EfDdtaXFrb+HtKit7oKJ4Y7KNUmCnK7lC4bB5GelbFFAGRD4S8OW9jPZQeH9LitbkqZ4EsoxHLtORuUDBwemelInhDw1HYy2Ufh7SktZmDyQLYxiN2HQlduCRng1sUUAY48I+Gxpx08eHtKFkZfONt9ij8syYxv27cbscZ60p8JeHDpo04+H9LNiJPNFr9ij8oPjG7bjGccZ61r0UAY7eEfDb6elg/h/Sms45DKlsbKMxq5GCwXbgHHelk8JeHJdPisJfD+lvZwMXit2sozHGx6lVxgE+orXooAx5fCHhqezgtJ/D2lSW1tu8iF7KMpFuOW2qVwMnk460XHhHw3d29vb3Xh/SpobVSsEcllGyxAnJCgrhQT6VsUUAZF14S8OXsNvFe+H9LuI7VPLgSWyjcRJ/dUEfKPYUl14R8N3ywC98PaVci3iEMImso38qMdEXK8KM9BxWxRQBj3fhDw1fvG994e0q5aONYkaayjcoi9FGV4A7ClvvCfhzU7gXGpaBpd5MFCCS4so5G2joMkZwK16KAMi88JeHNQvTeX/h/S7q6OMzzWUbucDA+YjPAAH4Ut34T8O39+b6+0DS7m7Ygm4ms43kJHAO4jPGB+Va1FAGTP4U8O3OpHUbnQNLmvS4kNzJZxtJuHRtxGcjA59qB4T8OjU/7RGgaWL7zPO+1fY4/N35zu34zuzznOa1qKNgMlfCfh1NT/ALRTQNLW+8zzftQs4xLvzndvxnOe+c0QeFPDtrqQ1C20DS4b0OXFzHZxrIGPU7gM5OTz71rUUAc/DFfXHj5ruTTbi3s7exe3W4leIrMxkRhtCuWxhT94LXQUUUdEu3+dw6t9/wDhgpsqNJC6JI0TMpAkQDcp9RkEZHuCKdRQBjWXh02stxczatf3l/NCYFvbjyt8KdcIqxrGOeclSScZyAAEs/DptTdTyavqF1qFxF5Iv5vJ8yFBkgIqxiMYJJ5QknrkAAbVFAGTo/h9NKvbu9lvrrUb27VEluboRhiibtq4jRFwCzHOM88ngYuajpen6xa/ZtWsba+t9wbyrmFZEyOhwwIzVqih6gc9YeC9M0W3v4/Do/sWW+mErz2NvArpjGEUNGV28Hgg43NjrViDw8bXTriC11a/iu7qUTT6iBC00jABeQ0ZjHyqq4CAYHrzWzRQBgT+DrC4tI4Zp7p3XzjJOzqZJ3ljMbuxxjO08AAAYAAAAFPXwx9niuV0zV9Q097mdZ5JIBCzErEkQX95GwxhFPTOe+OK3KKPMDBt/Clva2emWUE8htLK5a7kSRQWuZSWbcxGAP3jl8AAZC4wBitDVNPudQjjW11e90wqSWa0SFi/sfNjf9MVeoo3Aw28KWS+HbLSLOe5s0sGR7a4gZfMidf4huUqc5IIKkYY8UXPhp55Le4i1vUra/hh8h72EQb50znDq0ZjPPIIQEc4wCc7lFAHKX3hm/1DxK0jarqFraHTY7aWa3aFXuWDvuDEoSpwc5TZ14Ixx01rbQ2dpDa2sYjghQRxoOiqBgD8qlooWit/Xf8AUN3f+u36BRRRQBhah4alv9et9UGvalbG2JMVvClv5aggBh80RY5xzlu/GKjm8HWk19LJ9tvUsp7lbqfTVZPIllBB3HKlxyqkqGCkjkHJz0NFC0AxLzw3/aOqxXV9q19PbQzrcR2DLCIVdfunIjEnB5+/9cjiifw39s1iC+v9WvrqK2n+0QWUiwiKJ8EAgrGHOAx6uevOa26KNg3Ki6ft1qTUftd0d8Cw/ZjL+5XDE7wuOGOcE+gFWyAQQeQaKKOlgMHSvCNppNzA8d5ez29nu+w2k7qY7TcCCEwoY8EqN7NgcDFX7PSvseoahdi/vpjfOreTPNvjt9q7cRLj5QepHOTV+igDn/8AhELe4W5/tvUb7WGntpLTfdtGnlxPjeqiJEAzgZOCeBzSW3g61DStq1/e6y0lo1kDemMbIWxvQCJEHzYXJOT8o5roaKP6/r72Bh2Xhk2nmyyazqN1eNAbeG8uPJMluhwcIBGEJyAcsrE4Gc4qxpOhpplxPdTXt1qN7cKqSXV2U3lFztQBFVQAWY8KMknOa1KKACiiigDN1zRYddsY7eaea2eGdLiGeDbvjkQ5UgOrKfoQRWfF4MtY7G6ifUdQlubi8W+N68qedHOqKgdcKFHCfd2leSMbeK6Kijbb+tv8l9wGNP4d+16XFa3uq39xc28wngvz5STROMgEbIwnQkYKkEEg5pl14ae8srOOfW9SN5ZTGaHUAIBMCVZSCoi8sjaxHKe/XmtyigDD0zwpZaU1o0E91K1pNcTI00ocs0zFn3HGTyeP1zUuseHk1XULS+jv7zT7u0SSNJrXyySj7dykSIw52LyADx1rXooA51fBttb2OnwabqWoWM+nxvFDdxSI8rRucsj+YjKwJCnJXOVGD1zBrujXOs3mkabLbXE1vZyrcXGpzSRKJVCsrR7VwWL5AYbFTBPOQBXU0UB0sVL7T/t0tm/2u6t/ss4m228uwTYBGxxj5l5zj1Aq3RRQBg6n4RtdTv7i4N7e20d7GsV9bQOojvEAwA+5SRwSMoVJHBPAxfuNKE+rWN8t7eQCyV1FrDLthm3AD94uPm2449Kv0UAUf7JhOv8A9rySSyTrb/Z4kYjZEpbcxUYzliFyST90YxznKk8FWst7M7ajf/YZ7sXsum7o/IaYENuzs8zG9Q20PjI6Y4ro6KFp/Xz/ADAwf+EStTqJm+23n2M3X2w6duTyPP3bt/3d/wB8btu/bu5xUUPgq0hvEYahfvYx3bXsenM0fkpMXL7shPMPzsWwXIz2wAK6OihabA9dwooooAKx7Lwxp9iNSWPzHTUS3mK7D5FYsxRSACF3SSNySQXPOMAbFFJq6sx3aOb0rwZHpVxBcLrOp3MtrZPY2xmMOIIm2fdVY1UkeWMEgk988YdYaLceGI767gvdX157mTzXtH+yKzSHaCykLEAcAcFsYHTNdFRVXe/9dxabGJBqWo6r5lpJousaLvQ4vZHs28s+wWSTn6qR61UtfBMEOi3Wl3WralewTz/aUaYwq9vN5hl8xDHGvPmHd82RwBjGQemopAYlt4bNrDeMmsX7ahebBJqTrAZgqfdUDy/LCjLcbP4mPU5pLTwybKzvVt9Y1Bb2+lWafUdsBmYqqqPl8vywNqgfc/XmtyigDFsvDUNjpOo2iX960+pM8lzfb0ScuyBN4KKqqwVVAwo6A8nJOrawfZbOG382Sbyo1TzJm3O+BjLHuT3NS0UAZms6HFrItpPtVzZXVpIZLe7tWUSREjawwyspBBIIZSPxAIhbw1D/AMIzNo8F/qFt55ZpL6CfZcmRm3M+8DAYnPQAAHAAGANmigDL1TQl1JrWaK+u7G8tAyxXdsUMgVgAykOrKQcAnK9QCMVXPhkxafb2Wma1qWnQxbzJ9n8lmuGdtzM7SRsdxJY5Xb94+2NyigDntV8HwajpNlplrqd9pdjZeX5cFmISCY2VoyTJG54Kjvz3zVi/0C41C3igk8QapHCIvKnWIQL9pHcs3lblJHGUKY7YPNbNFG+4EcEEVrbx29ugjiiQIiL0VQMAflUlFFG4bBWZc6DaXWv22ryGQT26bdikbJMbtpbjJK73xgj7xznjGnRQHkczdeB7W51C5n/tPUIoLq8ivpbOJoxE00ZQhidm858tcgtj2HGLNx4Zln8TQ61/b2po8Kskdsi2/lCNihZOYi2CUXndkdiK3aKFpt/XT8gMFfEOpmQKfB+tKCcbzNZYHv8A8fGar2fge1sr61nTU9QeCzu5by2s2aMRRPJv3fdQMw/eN95iR69c9NRQBj6f4e/su/aWy1W+SyZ3k/s4+U0Cs5JbBKeYBuJbG/AJ4GOKNL8Pf2RcH7Jqt8bEbvL06Tymhi3HPyts8zAJOAXIHQDAAGxRQBzWneCLTTri1ddS1GeOyikhtLeaRPLgjcY2gKgLYAGCxZuOvWtNdCsx4XGgP5kll9j+xnc3zNHs2ckY5x3FaVFG6a7hs7nOWPgy1t5ZHv8AUL7VfMsmsCl4YwggOPlCxogHTrjJzyTgYng0+70DT52S61XX1CKkVlKbbco6YViseeOpdySB3PXcooeoKy/r+uxieENDfQPDkFpPj7QxMkuG3BSeiBu4RQqA+iCr+lad/Zenra/bLu82u7+deS+ZIdzFsFsDgZwPQACrlFN6gUNZ0e31vT/sty8sRWRZYpoG2yQyKcq6nkZB9QQehBBIqCy0COz0+9g+3Xk1zfFjcXzuqzMxXaGG1QqlVAA2qBxnGSSdailbSwdbmTP4fiufCy6Fc317NAYVglnklDTToMBg7Ec7gCGOAeTjHWptR0DR9Yhii1bSrG/jg/1SXVskoj7cBgcdO1aFFD1DY5GT4caQuh2+labPcaXbQ3Ru2FnHAPPkySPMVo2VwvGARxtX0FaNz4YN1HZySa1qS6jZ7xHqSCATFX+8jL5fllTheCn8IPXmt2igCrpunQaVp8VnaBhHHk5dtzMxJLMT3JJJJ9TVqiigDG1zSL+/vtPvdJv7azuLIyY+02jTo4dQDwsiEHjrmsrVrDxBL4m0KSzu7RLmKyu1uLx9PkeDJaHACCUFScHGXP3T17afirxDL4c0eS9g06W/aNDIwDiNERcZLOQcdcAAEknoAGYWNXvNVtYozo2mQXzlWeQ3F35CIABxkI5LHPA244OSOAVotf62GtzIi8IXel/ZpfD2rJbXUdu1vO95a+ek4ZzIX2q6bX3sxyDjDEY6YdF4RudKNnL4c1OO3uILQWkz31r9oWdAxYMQrxkNuZjkHHzH5emF/wCErvdQi0VvD2mQXB1Wye9AvrxrfykXy+Dtjky370e3B5rT1fVJ9L0BrkxRG+cJFDAHLI07kKqZwCV3Ec4HGTgVTTX9ev8AwRfr/X6ENx4fe5vtQupbtQ99pqWLBYsBCpkJcfN383p7dTmtOxtvsWn29rv3+REse7GN2ABnH4Vkav4hn0e7022awe5+1XENvNcg+XHGXJGVzkscjO3sOrDjJ4i17UNCjkvE0qO40y2RZLmdrvZIATg+XHtO4gcncye2aXp6fd/w4m9df66foUNe8FT6xfam0eo20dpq0MUN3HcWPnSoqZx5Um8BDzuGVbDfMPSte00qaPxFcajdSK6Lbpa2i7izKn3nZiR95mwO/CKc8kCG71fVz4gk07SNMsriOGCKaWa5vnhI3s4wqrE+cbD1I61uULQb1Obv9A1q78XWesQ6vYRQWaSRx276c7sUk2bwX84An5ODtAGeQan1HQr/AFfUIhqGoWp0uG5juY7aGzKzb42DKGlMjAjcMnCKT0z1yDUNUuPHE+nW81nFYWlpDPKr27PLKZGlXCuJAFx5Y6q3U1u0LSwPewUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWHDf6nH40fTbua0lspbRrmARW7JJHtdV2sxdg33uoVa3KOif8AXYOrQUUVFdT/AGazmn27vKjZ9ucZwM4pNpK7Gk27IlorBsdZ1d9Dn1TVdLsraJbX7TCltfvMz/KWw26FNvGORuqbTNU1FtPlvvEFpp+nWyQiYSQXzTYXGWL7ok24H1703o2n0/r9BLW1uv8AX6mxRVHStYtdYheWzS7RFIB+1WU1sTxngSqpI9xxU97eW+nWM95eyrDb28ZklkY8KoGSaHpuC12J6K53RvEWpa7ol5dWujx297BcmFLS8uigIwrAuyxsUba3K7WwRjPeoh4tuP7MUnTE/tR9QOnR2y3JMLygFiRLszsChiTszlSME9Ty/r+tQv1/rT/hjp6K5geOLGxtZ/8AhIx/Z13bXDW8sEIe5BYRiTKFU3MPLYN90EYbI4Jq4vjHRJNPe9hupJoluPswWK1leR5CoYBIwpZ8qQwKggr8wOOaANuiqZ1W1TR31SVpILRIjM7TxPEyKBklkcBhwOhANUE18afolldeIEeK6u+VtrW2lmkBILBAiBmJVfvHGMgnjpQBt0Vz2teMbTRv7LMlpqEy6hIqr5dhcMY1Kk5KrGSG4+4cN144NWLzxXpVhbW01012puUaSOFbCd5ti43M0SoXVRkZLAAZHqKA62NmisS/8YaHppQXF40jSQC5RbW3kuGaE5/eARqx2cct0GRnGRnYhljuIUmgdZIpFDI6HIYEZBB7igB9FFFABRWJd3+pWvi/T7TzbV9PvY5f3fkMJUZFBz5m/BBz02D60+48V6Pa6r/Z81zIswlWFnFvIYY5GxtRpQvlqxyuFLA/MvHIyLXQDYorN/4SCwOtHS0NzLcqwVzFZzPFGxXdteVVKKcEHDMDyPUUJ4gsJdZbS4Tcy3CNtdo7OZoUbbu2tMF8sHGOC2eQOpo3A0qKqLqtm+tSaSs2b2OBbh4th4jZiobOMdVPGc1aZgiFmOFUZJ9BR0uHWwtFcppvjV7vV9LtryxhtLbWo5JdNf7XumkVBuy8RUbMryMFsdDgkV1dABRXKR+PLZrrWXe0k/s7TLY3C3aNuNyFZlfYmOgZCAc/Nj0wTKviq8sUvB4h0lbSa3sHv447O5+0ebGn31yUTDgleMEfMMMecJNNX/r+tA62/r+tTpqK5KLxrNBBqEmrWNqv2TT11BW0+++0o8TbsZYom0nbkHkEZOeK0NC1+71HU7vT9Rs7WCe2hinD2V4bmJkk3bfmKIQ3yE4x0IOeaqwr/wBf16m7RRRSGFFQXt7Dp9m9zclxGg5EcbSMfQKqgsxPYAEms9PFOkPo8upm5eO2hk8qQS28iSrJkAJ5TKH3kkYXbk5GAcigDXorLbxHpsejnU52uLe23iMC4s5opWYnAVYmUOxJOAApJ7Zp9vrtjcJZkG4hN7I0UCXNpLC7MqliCrqCOFJyQAccUAaNFYtz4u0O0jjae9x5s8tvEqwuzSyxEq6KoUlmyCAACT2zT28UaUNKt9RjkuZ4LgkRrb2U00hwcNmNELrg8HIGDwcGgOtjXorIn8U6RBp1ne/aXmivl3Wq20Ek8kwxnKxopcgDrxx3xVmDWbG4ultlkdJ2tluxHNC8bCInGSGAwQRyDyOMgZFGwF6istfEmlPZ6XdrdfuNWdUsm8px5pZSy8YyMqCcnFalABRXKeIPGj6K+oTRWEM9hpIjOoXM135JQvg7I12kO4Ug4LJncoBJPHUxyLLGskZyrAMp9QaPMNh1FcrqnjKex1O8igsLea1sJ4Le6aS98uctLt2mOLYQ4+cAZZckMB05t6hr9/pmsWsd3pUa6bdXSWkd0LvMu9gdrGLbjYSMZ3577aN7A9DforDstW1e+1i5ii0yyXTre4aB7hr5/OOFByIvKx1OPv8A+FGn6tq+oapOqaZZJpsNzJA1wb5/OOzjPleVt5P+30/Kkne33/194PT+v67G5RRRTAKKjuJ47a2lnmJEcSF3IUsQAMngcn6Cqses2EslkkVwHa/hae22qSHjUKS2cYA+deuOooAvUVlWPiLT9Vu5rOxlmW5SMuouLSWIOucb03qokXOOVJHI55FReGtQ1C9h1CLVpLaW4s717bzLaFokcBVYHazuQfm/vULX8/0E3b+vmbVFR3CzNbSLayRxzFSI3kQuqt2JUEEj2yPqKw9F8QO3hWbU/EE1ujW1xcQzSwRMiN5czxgqhZmydo+UEkk4FBVjoKKyLfxVpFzYXl4txLFHY/8AHwlxbSwyx5GRmJ1D89uPm6DNPXxFp50eXU5PtUFtE21vtNlNDITkABY3QOxJIAAByTgZNAjUorOXXbE6JPq0huLezt0eSVrm0lhdVQZY+W6h+g9Oe1XLW5ivbOG6tn3wzxrJG2CNysMg4PPQ0AS0Vk61q8+nzWdnp1ml5f3rsIYpZjFGqqMs7uFYqAMDhTksB6kJ4Z8QReJdFF9EixssskEqJKJFWRGKttccMuRkHAyCOB0o3A16KwvE/ieDw5BCHNr59wTs+23a20KKCNzvIQdoBZRwrEllGOpEM/iHVHk0mDSbDTb241C0kumY6kywKqGMfJIsLFwfNGDtXgULXYdjo6K53WPEd7p11b2VvZWD3rWj3cy3WoGCJUTAbY/lsXwT/dUAcnGQKrav45j07wrZatb6fJcXF7ai7jsnk8tkiCB3Zjg4CggdDlio75oWu39f1ZiOrooByAaKACiis6XX9Nht7+aS5wmnSeVc/u2JjYhSBjGTkOuMZzmgDRorKuvEumWWqR2F1LMksjrGH+yymFXb7qNKF2KxyMKWB+ZeORmA6hqUHjmHTZpbWTT7qzmuIlW3ZZY2jaJcF95DA+YTwq4wOtC1/r5gblFFZSeJNMfWRpYlmW5ZmRC9rKsUjKCWVJSux2AByFYn5W9DgA1aKy7fxFp13q0mnWr3E00TtG8kdpK0Kso+ZTMF8vcOhG7IPHXiiz8RadqGpS2Vk9xM8TMrSpaSmDcvDKJtvlkg8EBs5BHUGgNjUorOg1/TbiCxmhud0d/EZrY+Ww8xAu4npxwe+Kq6V4x0HW5VTTL7zhJAbiOQwyJHJGMbirsoVtpYBgCSp4ODR1sBt0Vl6f4j03U554beSaOS3QSSJdWstudhJG8eYq7l4PzDI96gh8X6NcWE98ktytnAqu1zJYzpEyscBkdkAde+5SRjnpzQBt0VWXULV9UfTllzdRwrO8YU/KjEgEnpyVPGc8GmaVq1lrenre6ZN59uzugfYy5ZGKsMEA8MpFAFyis3XNWOkWMbw25urq4mS3toN20SSMeMtg7VABJODgA8HpVbw54h/tttQtriGG3vtNufs9zHBcefGG2hgVfapPDYIKgggjHGSLX+v67hsbdFU9Sl1KK3U6PaWt1NuwyXV00ChfXcsbknpxj8awLfxXqtxoqXK6PaC7l1FrGGP+0G8mTaSDIJPJ3YyrD7nOPQ0rgdXRXP32u6np8GnQTafYjVdQmaKOE6gwtwVUt/rTFuJKjgBPXsCap2/jK51CxsP7M0yGXULsTs0Ut4UgjSF9jv5wRiVLY2nZyGyQOaYHWUVl+Gtet/E3h211a0AWO4U5UOHCsrFWAYcMAwIyOD1rUptWdg3Of8aafq2seG7nTNFgspGu42jkku7l4hGOxAWN9304qp4jsfFOsaTZWltBpsUcjH+04P7QkTzE7RpKIScN/EdoOMgYzmtnVtesdEa3W+NyXuCwijtrSW4dtoyfljVjgDvirlpcx3lpHcQrKqSLuUTQvE4+qOAwPsQKncNmc1rOhXGraXYwXHhXw3evDGyeXeTl47ToB5X7glhgD+50A9xPaaHeRXuiWl3NJdWekWu43UzZa5uduwEjJPC7yc93XBODXSUVVxdLHM+LdP17UptPTR7TTpYbS7iu2e6vXiZmRidgVYnGCMfNn8Kr6/pnibVNZsXWz0q50q2RZmspdQki8y5ByC5EDb0XgqOMt8xHAA6JNThk1yfSwsnnw28dwzEDaVdnUAHOc5jPb0q5SWn33/AEG9/lb9f1/E5HxR4Yn8Q3QC6PoyStEqLrMkjG7sznOYgIs5U8qfMXk5x2PXAYAHX61k6h4n0nS78Wd7cSJLhS5S3kdIQxwpkdVKxgkHBcjpVvUtRi0y1WaZJJN8qQpHEuWdnYKAOnrknsAT2o6B1MCHUrG0+KWoWl1eW8NzdabaC3hklVXmIe4J2qTlsd8Uy5+Hel3PiU628uLjz1n2/wBnWLfMCD9825k7dd+70Nbx1zTRrqaN9qU6g8bSCBQSQq7c5IGAfmU4JBIORUH/AAkun/2y+loL2S5jkETmPT53iRioYAyhCg4YHluM80LdNbjlrf8AroZA+HWljxN/bYl/0j7T9p2/2dY/e3Z/1n2fzPx37vfPNEXw70uLxN/bay/6R9oNxt/s6xHzE5++LfzPx37veutooWlrdBPW9+pyWmfDvS9L8QLq8EuZ1d3C/wBnWKcsCD86W6yd+u7J7k80mifDrS9C1hdRtZt0qhgB/Z1jF94EH5ordX7/AN765rrqKNlYNzkNG+HGlaJqRvbWbdJsdMf2dYx8MMH5o7dW79M4PcGl0T4c6XoV3LcWs25pYHgI/s6xi+VuvMVupP0JIPcGuuooA47S/hrpOktdm3m3farZ7Z/+JbYR4VsZ+5brnp0bKnuDTtN+G+laXbX8ME2VvoDBJ/xLbBMKTnoluob6OGX2rr6KAOR074c6Xpmn6hZwTZj1CMRyH+zrFMAHP3Ut1Vvo4Ye1NsvhtpVjpOoafFNmK/CCQ/2bYLjY24fKtuFb/gatjtg812FFAHI2nw50uz0O/wBLjmzDfFDIf7OsVxtOR8i24Rv+Bq2O2KZD8NdJg0O50tZv3NzKkrn+zbAYK5x8gtwh69WUkdiK7GigDjx8NtKHh1tG879w1yLkt/Zth97bt+59n8vp327vfHFOb4c6W3htdFM3+jrc/aQ39nWP3tuPufZ/L/HZu98cV11FAHISfDfSpPD0OjtN+4hnadW/s2wPzEY+4bfyx9Qob3pbj4c6XceH7TSHmxBayPIjf2dYnJbr8htzGv1VQT3JrrqKNw2OOuvhrpN3o9jp0k2IrEyGM/2bYNnecn5Wtyi/8AVc98mnX/w30rUdO0+zmmxHYRtHGf7NsHyCc/de3Kr9ECj1Brr6KAOR1P4c6Xqtpp9vPNhbCDyIz/Z1i+V+j27BfogUe1N1T4baVqyWS3E20WdsttH/AMS2wkyq5x9+3bb16LtX0ArsKKAOP1b4a6TrE0EtxNtMFuluv/EtsJPlUYHMluxH0GFHYCna58OdL17UReXc22QRrHj+zrGXhRgfNLbu34Zx6AV11FAHI6v8OdK1nWm1O5m2zNsyP7OsZPugAfNJbs/b+9x2wMUurfDrS9Y159WuJds7srEf2dYyfdAA+eS3Z+3duO2OK62ihaBucne/DvS77xIdallxcGZZtv8AZ1i3K4x87W5k7dd+fQjikHw60seJv7bEv+kfaftO3+zrH727P+s+z+Z+O/d755rraKFpawPW5yUXw70uLxN/bay/6R9oNxt/s6xHzE5++LfzPx37velsfh3pen+JF1qKXNwsrS7f7OsU5bOfnW3Enfrvz6k811lFC0sD1vc5eLUbK8+KHkWl5bzzWulyJPHFKrNCxljwGAOVPsa6iiij7KXb/Nv9RdW+/wDkkZ+n6La6bcTT28t87zfeFzfzzqOc/KsjsF/ACrlwrNbSqkaSsUIEchwrHHQnBwD9D9KkopdLD63OQ0PwtNplzfXiaPo2lrNamBdL0+Q/Z52znfK3lKM/w8RkgZ5bOA3R/Ck1h/ac40XRbBLq1+zro9lK32WY85eRvKUZbdt4jJAHVsgDsaKYHN+EtF1TSDdi/dYbVwgt7FdQmvhCVBDMJZVVsN8o2Y2rtyPvGtLXdGGu6eto17c2QWZJfMtvLLEodwBDqykZAOCO1aVFD1A5LT/DOqaXp+txz3EfiA6jcl1tdTeOOJ0KqrbzHB1IByNpXgdMk1HF4UuYvDN1aNp9izzXa3Fvp0F/LbQWO0KAIpkTevKl8qi8u3AySexoo/4H4B/X3nBt4Cuhp+IHt0ubhrmW5DSyOA8lsYVAdgWfGFy7YLHc2BnaLE3hS+WxvojZWWoNcX0VzFv1Ca0aHZbxx7lljjZlfcjdMfK3Xkiu0oo6t+i+7YP6+85UaJq8vh/StG1Ob7WpuN9/OZd22FWLrFubDSchIyxGWUMWwTVzxTpVxqtvbLa6dbXkkMhkWSTU5rGSE4xlJIkZskEg8jg963qKHqC0OauNF1lvDekJ9qgvtW02aOdnuXMcc7AFWBZVJHyscNtOSBkc1S1zw3q+qaja6qsURuPsv2e4s4tburNFO7cGWaFQX6kYZPQgjBB7Kijrf5/hb8g/r9Tg/sOp6f4hXTPDthp8YTQoYCtzeSlbYb5ANp2Fpce5QnHUZ47DSNOTSNEsdNjkaRLO3SBXbqwVQuT+VXKKForf1u3+oPV3/rZL9DPv9FtdSuoZ7iW+R4fui3v54FPOfmWN1VvxBrQoooA5vVbTxBP4q0+8sbHTXsrIuN01/Ikjh1AJ2CFgMYOPmOfaqdx4a1l/tulwtY/2Vf332yS6aRhPEpdXaMR7CrElSA5cYDfdO3nsKKSSTv8A1/WgPXQ5O60HVZPGCajYQW2nRGdGuLqHUpi1zGowVe18sRFiPl3liwABB4Ao/sDVB4xGo2cNvpls1x5lzLBqU0n2tQm3D2xjEYY4XLglhtHJrrKKa0t/X9emwPUqL/aX9tSb/sv9meQvl43ed5u47s/w7du3HfOasyIJI2RvusCD+NOopNXVmHW5wvhnwLcaPc6fHcw2Ai0xy63sMjvcX5CPHGZdy/LtSRsDe46BdoGK6T7Nq962r2uozwW9lMBHYzWLMLiNSmGZywKhg33cDHrWtRTeu4bO6ONsvBFzp+qSyHVZtR0/+zBZJY3aW6JIBuxG3lwDCYYcjnrnI4qOw8F3sNpqE8cqaXqc9i9nayR30981uDzu86bDEAgEKAAvJGSxrtqKP6/P/Nh/X5f5I4O08H61Fa6oLI2Xh97uz8pYdPu5ZkknzzOzFEKuQNpZQWOcliQK1PCvh+80jULy5ltbLS7a4RFXTtPuHmi3jOZssiBWYEAgLztyST06iijrcVtLEdxAtzbSQSGRUkUqxjkaNgD6MpBB9wQRVfTdLg0m2aC1kupEZ95N1eS3LZwBw0jMQOOmcfnVyigZj+KLDUtS0byNHnEU3nRs6m4e382MNlk81AWjyP4lGfzrm9P8F6tZ6fPIZLY3y6ump20Mt5PcIQIVjMbzSZc9Gw2Dj5Tt4213lFC02/rb/L+rjuc7qWnaxqtjp91Lb2FvqenXguorcXTywSfKybTJ5asMq552HBA4NJqNlr19HpN+lppseo2F08rWhvZDDIrRvHxL5WQfnB/1Z6Y966OigW+5yWjeF9QtLrTbjUZLOSW2vL65kMO4D9+7FdoI4wGwefxNS+JPD+o3clkuieXHZxtK9xaR382n75HIIk8yBSxwS5K8Bi2SciuoooHdnFab4X1rQrTRJ7H7Be3+n2ktnPHcTyRRyK7q+5ZNrsCCg4KnOevHKeKwdT1DR9OhuIIdbnVoLu2t5TI0dpKmJmBwCFBRdrkAFgBjJxXbUUf1/XqLbYo3Ud/F9hj0hbNIEmVblZgwxCFPEe3jdnb14xmr1FFAHEa14Ku7vxBqV7ZRWEy6pEEM93I/mae/l+U0kKbWVmKY7oflwWI4HStDqdtqGmwacLIaVHGyXQl3+cMKBH5ePl65znt0rSooWgPV3OH1nwlrGoa9dXURsnMk8clnqclzIlxpihVDJFGEIYHDE/OobfhgQObk2meI5/Gq6jd2ml3en2zBbFWv5I2twRh5TH5JDSkEgfMABwMZYnrKKFpYNzkp/C8154ti1JdI0fTTDcidtTtZC15cqBjy3xGu0MOuXcYGMc5A3hie48XxamNI0fS/JuTM+oWcjNd3i4KhJMRpgHILZZx8oGOjDraKFpb+v6/IHrcKz4NFtbbVJdQjlvjNLnckl/O8Qz6RM5RfwUYrQooAK5nRPDV5pf2sNcxr5cLWumMg3eRCWZ1ypA5G5FxkgiJT3IHTUUrXGcL4c8K69puvQ6rqLQyyw6dLbMr6vc3XnSs0bb8yLiJSUOVReOPvdBoaM+oeH11a98V/2RptlcXJuftCaizLGWCIFYvEgA+XrnqcYrqqKq7/AE/G4tzEg8WaNqnmW/hzWdH1PUNhaO2j1BPmx6lNxA99prDtvDevy+F7jT76PTba5j1H+0bR4rl50d/tJuNjhokKjOF3DceSccYPb0Ug6WOUbQtTvU1i91aw024utQgitV077Y/kCKMscmbyt24mRjwnGFx61HbeHtWXwvqFjqUFtqAuZQYLC51SeRIE+XP+lNGZSdwLg7cqcAEYBrr6KAOd0TTdd0zw7fRSXEMl87SPYw3F1LdR2+VG1GmcCSRdwLEkZAbaOFFbtr9o+xw/bfL+0+WvneTnZvx823POM5xmpaKdwOa8X+Gpddk065t4bW7eykffZXsjpBdRuuGRyobuFbBVgduCOch1npOsaT4Wu00r+zv7ZuJXuAswf7MjsRhPlwxVUAUHAztBwOg6OipStcOxga1pN/Lq+mazpkNlc31jHLCYbqRokKyBcsrhHKsCg/hOQWHFZE/g+YaDZ6fJoOga06vPKz6ixVLV5ZC5ES+U5KjdjqhIUdO3bUU99A1Rw+qeD9Tlt9MtiLTxBbWlh9maLU7uWDEwxi5VlSQl8ZAPDL/C3JpupeANSvdBliHie/fUpdNSxkd1h8qbaDyd0buoJJJw2Tx6V3VFO/8AX3/5gRWsL29pFDLcSXLooVppQoZz6naAufoAKqX+i2upXUM9xLfI8P3Rb388CnnPzLG6q34g1oUUutw6WCudv/Ds114njvI5IxYTGGS7iZiGaSBmaIgYwcllySRxGo5zx0VFHW4dLHB614R1/Vdemma6jktft9vcwO+p3CCOKNo2MX2ZVEROVch2LHJHA4I1ruz8QSeOLTUobLTDYW0Ettue/kErJI0TF9nkkAjyz8u7nPUV01FC0tb+tLf1/mO5gr468JNII18U6KXJ2hRqEWSfTG6sG18I6+3iix1DUrqOZLTUJbhpm1O4k86NllVALcqIoiodRxnODz1z3lFC0dxdGjntA07WNEb+zDBYzaWssrx3YunWfDszgGLyyCQWxnzOcZwOlHhvTtY0S3i0eeCxk022VkhvEuX851zld0RjxnBwT5hyRnAzgdDRSsBxOkeGNetTpFtetpy2ekWstrG8MsjST7kCq5BUBOByuW6/e452LLQZrLwbZ6dbvbwanZ6cLWC7WMOIJPLC7lyOmQDjHOBmt6im9b+f/B/zHfVP+v60PP8ATvAuqSyXw1iZYYrzSZNPbGq3N++5yMyBpgAoPPyqAOOpzxu+dcW/h67g8bJpFjpq24ge5jvm2SKRsO5XjUR5yMDc3XGe56Oih6q39df82JaO/wDXT/JHNeBrS6TQVvtUJa9vNpZ3QqxiQbIsg8glRvIPRnatnSv7S/s9f7b+yfbN77vse7y9u47Mbuc7duffOOKuUU27u4krKxheL9Al8QaPHBaui3FvcJcxrI7okpXrGzJ8wVlLKSM4z0PQw6Fod7pNlqM8dtptne3KgW9pbbjbWyom2NN21SRnLHCr94gDjJ6Oipto13H1TMi5h1258J+QstnBrUsCxyTRFhDE5wHdMgk4ySoPUgAkdag1LQol8M22kWOiabqtvbhI1tNUl2xBVGAc+XJlhgfw9zzW9RTeoLQ4WTwbqUeh2FokOm31vHcyzXGjTzPHZlXyUjU7HykZxhSm0nnC4UCGXwHfmz0mS4Wy1eWyE8cmnX9zL9naKVgyx7yrF/LKqFLoc4zhSBj0Cij0AzfD+lvo+jrbTSLLM0ss8zoMKZJJGdsewLED2ArSoooA5DxosyatolzHcaraRRNOJLnS7E3UiZQAAr5UmAfXb+NZniB9Kn1vw0ddg1DVrRrC7zHNpsskkzboMGW3SMfXDIFB2nAIFd5eXtrp9q1zf3MNrbpjdLNIEVcnAyTwMkgfjVDVrrQ9KurXVdcvbSxkjV4IJ7q5ES/PtLKNxAJPlg+vH1pJWd/62sNPU4iPSUt7fS08Z6Hc6jpkdjIlva/YmvRbSGUlVaNA5DCLYofkLtYZGeZF0zyY9GHjnSbnU7CLTQkdu1m+oCC43HPmIgcl/L2qHIIG1/m+bnuNT1/R9FWJtY1ax09Zs+Ubq5SISYxnbuIz1HT1qeXUbOHS31KS5j+xJCZzOGynl4zuBHUY54p7a/11/wAxb6f102+44zXvDNprWt6tLc6S1zbroMSWavCwRZN05GxegkUFccbl3cYyc9lpZmOkWZud3nGBPM3jDbtozn3zSyahaQJbtcXMcH2p1jgEzeWZHIyFAbBLYB468VHdazpdjfW9le6lZ213cnEEE06pJLzj5VJy3PpT62/rr/mDd9f66L9DjfFWmXkuoaxpui3E4bXoAs8J0mSRQ/l+XvF0SIkG0LuVtx+U7RuYCt4L/afjGKHO+30OIOxPIa5kUhfxWPJ/7arV/UPEmh6TeJaaprOn2VzIAyQ3N0kbsCcAhWIJ5GK0qS2B66f1/WhxWqX0EHxK0gxWGo+Xbw3UdxNDpVw0QklMJU71j2nO05YEgY5Ipbo3dt4tf/hH7rV3nuL2J7yzn0/Fl5e1UkcTNEpyEUEBZD8wHBGRXRya9Yxa6mjk3D3rRrIVjtJXRFbcAWkVSiZ2NjcR0rRojpYH2CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKz7fXLG51qbSozcLeQoZGSW1ljVlBAJV2UK4yR90mtCjpcPIKKKR3WNGd2CqoyWJwAPWgBaKybTxV4ev4Lmax17TLmK1TzLiSG8jdYV/vMQflHB5PpUmmeJND1uZ4tG1nT9QkjXc6Wl0krKOmSFJwKANKiiigAoqg+u6RHYT3z6pZLaW0hinuDcII4nBwVZs4BBIGD3qOPxLoUukyapFrWnPp8TbJLtbtDEjccF84B5HfuKANOiqunapp+sWv2rSb62vrfcV822mWRMjqMqSM1aoAKKKr2N9b6jZpdWUnmwOSFfaQGwSMjPUccHoRyOKALFFRyzwwNGJpUjMr7Iw7Ab2wTgepwDx7VJQAUUUUAFFFFABRVBtbsk1yPSHM63cqF4w1tII3AGTiTbsJHpuzV+gAooooAKKKKACiqVtrWl3uoT2FnqVncXlt/r7eKdWki5x8yg5HPrV2gAoqBL+0kvZbNLqBrqBA8sAkBeNT0LL1AODgmodN1nTNZheXR9RtL+ONtjvazrKFbrglScH2oAu0VTs9Y0zUbq5ttP1G0up7VttxFBOrtCckYYA5U5B6+hqW3vrS7knjtLqGd7d/LmWKQMYnxnawHQ4I4NAE9FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFUrzWtL068t7TUNSs7W5um228M86o8xzjCqTljkgcetXaACiqFzrukWWpQ6dearZW99PjyrWW4RZZMnA2oTk5II4qxNfWltcwW9xdQxT3JKwRPIFaUgZIUHlsDnigCeiqB17RxrH9kHVbEakf+XL7Snnfd3fczu6c9OnNOXWtLfV20pNSs21FF3NZidTMoxnJTO7GCD070AXaKKKACiiigAopHYIjMckKMnAJP5DrVLSdZs9btpJ9PaYrFKYpFnt5IHRwASCkiqw4I7d6AL1FR3E621tJPIJGSNSzCONpGIHoqgkn2AJNV9K1W01rT1vdPd3gZnTMkLxMGVirAq4DAhlIwR2oAuUUUUAFFFFABRVa/wBRstKs3u9UvLeytkIDTXEqxouTgZZiAOeKltrmC8tY7m0mjnglUPHLE4ZXU9CCOCPegCSioL2/tNMs5LvUrqC0to8b5p5BGi5OBljwOSBUZ1fTRp8N8dQtRaTlRFcecvlyFjhQrZwckgDHWgC3RVLU9Z0vRYUl1jUrTT45G2I91OsQZuuAWIyabe69pGmXUFrqWq2VpcXGPJinuEjeXJwNoJyeeOKAL9FFFABRRRQAUUVnprli+vNo26db1YjMFe2lVHQbQSshXY2N65wTjNHkBoUUUUAFFFFABRRRQAUUUUAFFFFABRUVzcwWdrJc3k0dvBEpeSWVwqoo6kk8Ae9MsNQstUs0u9MvILy2fOya3lWRGwcHDAkHnigCxRVPUtX03RrdbjWNQtbCFm2LJdTrEpbrjLEDPB49qgj8S6FLpMmqRa1pz6fE2yS7W7QxI3HBfOAeR37igDTorPfxBo0ejrq0mrWK6c33bxrlBCeccPnb1460651zSbLTI9SvNUsrexlCmO6luEWJwwyuHJwcjpzzQBeopsUsc8KSwOskcihkdDlWB5BBHUU6gDi/ilNo1v4Ou5dWuLSG5EEi2QuZlUlyADsBPLY4yOQCR0Jy/wAUeM9A07S7G5hu9LubnUlkt7C4luIxDtOPMZpScCMYBYA5JAABOK7Gik1dWY07O557M+naFpPhyfS/GOiWwstOktLaS9UTLep+6yYwkqEkGID5d33sYrXuL251+DQdOurV7Ke+Rb6/tiTmKKPaxjJwOshRSDjI3cda6uoxbwrctcCGMTugRpQo3MoJIUnrgFice59au93d/wBdfzF0scR8QNQ0DTtU0WbUL+wttQGoWzH7RcKrrAHJLAMeFyOSODgZ6DEXjfxF4ennXw6+o6ZaTapBHLdX1xPHGsVsGyrBmI3uTnYBnGSx4+93guIWuWtxNGZ0QO0QYblUkgMR1wSpGfY+lSVK0VvO/wCX+QPV38rf195w/iTWW0XXpr3SNa0ma9ntYQuiSxl7m7Cs5URFZAV3byM+WwGM9Aa7gZIGRg+lFFHQDnrL/ko2sf8AYMsv/RlxVO51DxgviUw2+n7tL89V837DCf3eRk7zehumefKz/snodS50qC28RDXW1a4svMjitZYMxCGfDN5YJZCwO6UgbWGSQK2aOqY5at/L8jkhqHjH/hJvJOn/APEr+07fN+ww/wCq3dd/23d07+Vn/Z7URah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/2e1dbRQtLCetzktM1DxhL4gWLUdP8AL07e4aT7DCny4O35xeu3p/yzP0HZNE1DxjPrCx6zp/k2WG3P9hhj5wcfMt9IeuP4D+HWuuoo6Acho2o+MptSKavp/lWuxzu+wQx/Nj5eVvpD1/2fxHWl0TUPGU93Kus6f5MIgdoz9ghjzJ/CMrfSE/TAH+0K66igDjtL1HxpK13/AGnp3lhbZ2g/0CFN0oxtHF++e/B2g/3lp2m6j4zltr86jp3lypAWth9ghTfJnpgXz7voSg/2q6+igDkdO1DxlJp+oPqGn+Xcxxg2i/YIU3tnkYF84bjsWj+pptlqPjN9J1CS807ZeRhPsqfYIV3kt83yi+YNx6umP9rpXYUUAcjaah4yfQ7+W60/bfoU+yx/YIV3gn5vlF8wbj1kTH+10pkOo+NW0O5lm07F+sqCGP7BCNyHO47ft5B7cmRcejduxooA48aj4z/4R1pjp3/Ey+0hRF9gh/1W3rs+3bevfzM/7PenNqHjL/hG1mGn/wDEz+07TF9gh/1W3rs+3bevfzc/7PeuuooA5CTUfGY8PQyx6dnUTOyyR/YITiPHB2fbgo57+YT/ALI60txqHjJfD9pLBp+7UWkcTx/YITtX+E7DfBR9RI30FddRQBx11qPjRNHsZLbTt165k+0p9ghbZg/L8pv1C5Ho75/2elOv9R8Zx6dp72Onb7mSNjdL9ghbY2eBg3yBeOwZ/qOldfRQByOp6h4yitNPbTdP8yaSDddD7BC+yT0wb5Av0Bcf7VN1TUfGcSWX9mad5jPbK1x/oEL7Zecjm+Tb24G8f7R7dhRQBx+raj40hmgGl6d5qNbo0p+wQviQj5hlr+PH0AYD+81O1zUPGMGohNF0/wA628tSW+wwyfNj5hlr6I/ht/E111FAHI6vqHjKHWmj0rT/ADbH5MP9ghfsN3zNfRnrn+D8+pXVtQ8Yw688Wl6f5unhl2yfYYXyMDd8zXsZ65/5Zj6HqetooWgHJ3uoeME8SGGz0/fpnnKBL9hhb5OMneb1W9efKz/snug1Dxj/AMJN5J0//iV/advm/YYf9Vu67/tu7p38rP8As9q62ihaWB63OSi1DxgfE3ky6fjS/tBXzfsMI/d54O/7aW6d/Kz/ALPalsdQ8YSeJFhvdP2aZ5rAy/YYV+Tnad4vWb058r8B26yihaWB63MCT/kpFv8A9gmX/wBHR1v1lwaH5XiOXWJdQu7iR4TBHBKIxHChYMQu1Ax5UfeZq1KF8KXr+bYvtN/1skZ+nzaxJcTDVLGxtoR/qntr15mfn+JWiQLx6E1Yv1jbTblZ5VgjMLh5XOFQYOWOew61YopNXVmUnZ3OQ8H63NcTtpy6ppmt6faWiY1LTYykcbD5fKY+ZIrNt+bhhgdRyDRYS/2npmteJmvY9OW8heGwvpcbbe2QHZKc4GCxaT3UrnpXX0U5e9uKPu7f1/W5xvw91OG7hvbWFxdNbmMveW+szanbylgeFlkOVYbcsgHAZTk5rZ8VPqi6BLHodtcT3MzLETbPGskSE/M6+YyruAzjJ64rZool7wLTY8x0lYE8L67ZyxjwraWerQyQ3GptC0MTRmFlRtk3JygB+YZ3DBJzjWbWH1jwndz6lrOk2UVpfxG21poytnc7GSQMFaQcbspxIQSpIPYdxRTu/wAvwtr+ALT8fxPL9a1vU9X0WMvftHGkl4I77SpJLeO+SO2MiSJ8xYKH44cglCQcHFEl3NDoOoRXfiNLZIdWi+bU9We0+0K1rFI0QuFO+PLOXAQY424CnA9QopdW/T8OvzD/AIP4nGprL3vgCxTS1ntbrVH+w2xluGnZSSweVZWyZFCK8isfvKFPGcUvjT7Ppej6Xbx6tY6XbQybfs13qr6cLhFQqFWdPnXaSpwAc4wfWuteCGSaOaSJGliz5bsoLJnrg9s1JQ9bgtDzzXU03U/DXhjW799S06yjnh81pdTni8iNkZQzusgydxUeYTnDdeTVfxRqUUVxpkFpqkK6E9kz295ceJJ7OOaXdj/j5VXMjBeQrNg5Jw2Pl9Lopf53/C3/AAfUP8rfjc8z1HUYRc20HirxS1uzaHFKn9n6i0C3dxlxvi2bWkPTCrw2RlT8uO90J72Xw7p0mrLsvmtYzcqRjEm0bv1zUi6bCutPqYZ/Oe3W3K5G3arMwPTOcse9W6aen9d3/n+CE9/67L/Iz7+bWI7qFdLsbG4gb/XPcXrwsnP8KrE4bj1I/rWhRRQM4/XvEWi2nj3Q7W61iwhuIvPWSGS6RXQui7AQTkZzx61jahqX/E2vvM1e8i8Sx6msdhpiXboJINyhcW+dskZQszSFTj5vmXaNvpNFJKzv/XQHqrHA3Wqw2nxKWOXU4tSea4jiisrXWZEntMpghrNTskQHLl25AY8EKKE1SG3+JRhk1KLVZZ7oxxQWesyebZjy8FZbMHyyqlWJkPILDjjNd9RTWlv6/r8wetzIilsz4zuIl1G6a9FjGz2BY+Ske9sSAYxuJyCc5wBxWpMHMEgiOHKnaffHFPopNXjYd9bnk/hBri+1Dwmn2y1W70sSR3emW0eZLRTE6yG4dvm3PIEIGEGSf9ZgNXoX/CQW102r2ujg32o6UAJbQAx5kZNyJubC8jHOcDvWtRVSfMJaM808OyPp3ia+Gv6PewCbSvP1O7vmtijHfIXdgkr/ACY+UKM4CgHgZptrrNv4osvE+teGtQtDf3OlfZ7GxtZ0kuFijDlZXRTlWLSHC8EDaDgkgem0VNtLev6/52/rR31v/XT/ACv/AFr5zp2rX0VpcWvgnUV8R2yaePKW3S2VbGXcqqi7diYCMzeW53fuwC3NXfACtZ6vrdguj6hYxxvCTJeSwuzP5SZ3mORiXYksT05OTniu5op9bk2toR3DTLbSNaxxyTBSY0kcorN2BYAkD3wfoar6bLqUtszaxaWtrNvwqWt006lcDks0aEHOeMfjVyigZgeNdUj0nw08024JLLHAX+1m1SPewG55gCY19WHIzxzXGaZrl3N4XvVk1B4dMh1tLee8g1CW58i0aJHZluXUOVLNjzDjarEhgAGr1KihaX/rt/l+IzidUvdPh8MWB0TW5H0OW/Ed/qUWpSXDRQ4Yn9+XZkBcIpbcNoY4K9Q651jSNKg8PXena6G0T7dKk97JqTTxHMMuA8zu2RvwAGbGcAc4rtKKBPU84sLi68QTaTGurahDa3Opan5vlyvG8sSyMETJwyADGMYIA4Iqx4muB4e0/StG1DUJLjzGmZLu81mXTUKq3yI06bpHkCuFC/x4ZjyBXf0Umh31b9TzO11k3Wh+GG8VaxNp+lT2UpnujdyWpluFKqiPONjKdu9sEqWIORwRWzrWoyaG2n6jo9zLfWV7ZmxtkNw00bzkbrd9xJzu+ZS5JzlcniuzrNutGS91i2vrm7uZI7U74rPKCFZMEeYcLuLYYjBYqOuMgGnv/Xr+miEtF/X9W7mfcW9rpVn4dstS1vUFmjuY4YpRKxa+lEbfLKcHKnDMc4GQOa6KiincDyrxc8v9seKtNvLu3sv7Rt4vsgZN91foIsLBbhvlBEu7oHI8zopw1egjWLWwu9L0nUbnGpX0TGKMIx8wxqC5yBgYz3NalFJaIHq/68v8jyvxJqMcWv63ZrdQxrNfWrzaTM4+16iQsfzW3GQvyquMPuKNgxctU+qzaqvjbTNQ1Hw7qTTHVzDass1sYxAsMwAT99nLZMjbgOgXnaufTaKcdLeQPW/n/wAH+vkeVpqMbeJEsUuopY18QtIdFLr9uRt5/f8ATPk5PmbSAdvPmEYjqvYvc3d9Z6Y97bwalY+IHnbTo0LXT/v2Z7iVm5WIwucbQByo3nOyvXKKUdLeX/A/y/qyCXvN+f8Awf8AP+rsKz4JtYbVJY7qxsY7AZ8ueO9d5W9MxmIAf99nHvWhRQBHcQi4tpYS7xiRCm+NirLkYyCOh964/QNRvryRXvJbqRtBs5Le8SJubm53bclc8nZGHAPaZTXaUUu9v6/q4zzHwX4lF34rVo72L7BcaZLd3H/E7lvxG6vGRv3qEgYCRtyIcDIyAAtdB4J1zSdUvtfj03VLK8kOovMFt7hJCUKRgPgH7uRjPSuuqvfW0t3ZvDb3s9jI2MT26oXTnsHVl9uQaq9vut+NyWr/AH3/AAsPurq3sbWS5vZ4re3iUtJLK4REHqSeAK85sPENrP8AD3UDouqxS+Xq0322SymDyW9tJevvl+U5UeWWYP2A3DpXbado99ZXYmufEep6gm0jyLmO2VPrmOFGz+NatIq+ljzyG9gbTfEiaJ4lCaKsEIt9UvNRaaKKdtwkQXDOWxjyuQx2lzjnii01aC7+H+qi01SHSxBOsf8AaM2ty3VrKTsJWO7chwGB2EjBRicAkc+h0UCON0HVLG98BarJJcXNnaWwnSW/t9SlvhtCZaWC4fLOAD1xwysMcc9RpbRPo9m1tcSXMLQIY55iS8q7RhmJAOSOTxVqinf9Bf8ABON8dXc2naroF95tpbWsU0yveX2429pIyYSRwCM8b1GWUZf7wJGWeFr+z8M+Bb7VNUvmOlpeT3Ed00J+eN5M71VB91mLMu0Y2sOvU9rRUrS/9dh72/rv/mcX4zkQa5oVxe6wNG0tUnc3zJFiOfCeX80qsiMV8wAkHgsBgkGsLxJq9i/gDT7zxLfWi6m11EtrNcusLzwpeJ++VCRjdGquxUAYPYYFeo0U/wCv6/rYDzrxHqkQ8WxXZ1bTbPStQ0jyrfVLjEsfMjGSOL+Au6mMjJP3B8rgECO8uBYfC/TtD1DWrHTrmbTPLksdQTddXEZTaI0UOCJMfLkI/wA3Re1ek0UraW/rr/mO+t/66f5EFi7SafbvJA1u7RKWhY5MZx90n1HSq1/NrEd1Cul2NjcQN/rnuL14WTn+FVicNx6kf1rQoqnq7kpWVgrjNUlvovEF3oUd3cr/AGvLDPay+cQ0MY4uFQ5yoCxgjHRpR612dFLrcfQ8u8S+JWTxi0dlcGC6s9StLYxyazKsjRs8e4iyVSjRkSEeY5ByTg8KK37/AMQ6LH8U9LtZNXsEuEsbmBoWuUDrK8lvsQrnO5sHA6nHFdlRTi7W+f4qwwry6y8StefEGwNlcGMz6lPa3Nu+syzShFSUASWm3yoBmMFSCGIHfLV2a+HtTEgY+MNaYA52GGywfb/j3zW9SW9xPZo4rwveafdaxIdW1qT/AIST7ROH0yTUZEEahmChbbcFK+WFIbYc53ZOc0eD73T7y5Emo61JJ4mYSfatOk1GQeQc4Ki13BQqjADbORhsndk9rRS6fIDzjQfEv26Hw1ZR6pJcX0VhONRjErMySrEBtl9HDZ4b5upq94dsrvTfCVj4jutY1bUJf7HMt3C0hlNwxjV1KITsVlwQMDLZ+Yk5J7mim76vq/8Ag/5j6pv+tjyvw94h1Ce71b+wZYbt20aS6hhh1mbVE+0KflXdIoCN8wBRSR93pxne0qLTNW8O38HhrxPcXmrSWqmSVtVklkhmxlS0RfEWWHKhVHVcADFdtVe/tpbyykggvZ7F3xi4twhdOe29WX25Boe2n9b/AOf4CW+v9bf5fiYXhXUJvEE1xrjSTR2rxpbQ2rEhUdMmVsf3t5KZ/wCmfvV3wrLZTeH430zUrvU7fzpgLm8ZmkLCVgykkA4VsqOOgHXrV/TtPt9K06Gys1KwwrtXcxYnuSSeSSckk9STVmm99BLY5X4gyTW+h2d1HHG8NtqEEtx5xYRogJ/ePtBO1G2ue3y8kDkU/B08dufEmsS6nHf2Es63DXtvFtgkdYgJGiC5ygCqvVjlGyxPTtqKlaJ26/8AA/yHu1/Xf/MyLnxNp8PhP/hIIHNxZyQLNb7VKtPuxsVQ2DuYkAA9zXK6zbnw94f0OS+uIbPUH1L7Vc6jMwFtbzvHIXaXPVPmMajKnlAGXrXoNFProHSx5HBqM9sdJ1Q3NhFbC/vhLrF0S1l577dtwmNo2keZGoLAAkjex5Ztm91oR0W5bULW10531FbfVdVTEMJeVWSTYuxMyKH2fMg2txn7revUUbfkG/5/mc34AtJLHwZa27tK0ayzmBpUCsYTM5jJAAAyhU4AAA7Cukoopt3YHG+N9P8A7S13QLf+yNN1f5rhvs2pPtiOEHOfLk5Hb5fxp90mow6noWh6dcQ+H7eWyuJLiLT4o5FjMZi2iJnQKMFzyUwQT8oOCOh1PRNK1uOOPWdMs9QSM7kW7t0lCn1AYHFZl/4J0XUb7TGudOsJLDToJoYrCSzRogXKEMqnhcbCOB/F27ylZ/12H1MLStZ1XxEdPsjrb6aTp8l013bRQl7vbKYw43oyBNoDnaP+Wi4IHWTS9Z1bxNJpVp/aj6V5umC+e4tIot92d+z5BKrgIBhjwT+8T5sdes1HQ9J1e3it9W0uzvoYTmOO5t0kVDjGQGBA4o1LRNK1m3jg1fTLO/hjO5I7q3WVUOMZAYHHFP8Ar8/8/wAPuX9fl/XzOQ1yDU18WaxNpusS2L2mgwymRII3aV1e4K7tyldvByAATxgrjntdPuWvNMtblwFaaFJCB0BKg/1oFhZjfi0gG+IQN+7HzRjOEPqo3HjpyfWpkRIo1jiVURQFVVGAAOgAp/1+f/AB6u/9bL/JnJ+JrCNfF/he+Z5XlbUjGoZzsjX7NMSFXoCTyT1PAzgADkvFaXN/f+K7iOztft+kyxPbajdODLbKIkeJLdF+bLybgSSoJb/lpgqPRtR8LeH9XuvtWraFpt9cbQvnXNnHI+B0GWBOKsT6NpdzqFvfXOm2kt5ajEFxJArSRD0ViMr+FJaO/wDXT/Ibd/69f8zMuC2reLrS0P8AqNKjF3cDsZ3BWJc+y+YxHqYzVGewjtvitplwHlkmuNPvC7SOWwA8GFUdFUeg75JySTXTW1jbWc1zLbx7ZLqXzZmLEl22hc8+ygY6cVRl8K+HrjU/7Sn0HTJb7eJPtT2cZl3Do28jORgc57ULRp+v4/1+Auhzb6dDoXjJdQ1Hw9o9w2palsttSjcNeozpgDa0Q4AU5KyEhcnHWu6qhb6FpFpqkupWulWUF/NkS3UduiyyZOTucDJzgdT2q/QtIpB9psKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDm/HV5q2neF7u90a6itDbRNK8pjDucYwqg/KM9yc8DAGTuW14lE6aW12uvSaLbW0bSTTQwxuzHA28yKwx14C5JIwR0L/ABJ4f/4STS20+TU72xt5AVmFoIsyqexMiNj8MGqeq+EDrEOmLda/qgk06UzJKq2582T+FnQwlCV/hwoweevNJ6qw1uZF/q2tGy8PTanc6tpAuLB5b86Vpv2lknxFtVgYZSg5k7Dp14rZ1bUS/huzh0m/a5n1XZbWt5G67mDDLTAqNuQgZ+BjIHSrNzol5c2dvB/wkmqw+WpWWWJbYPcZ/vHyflI6Apt/PmltfD1vZ6lZTW7BLXT7P7LaWoBxFkjc24k5O1VA7j5uTu4p2f3/AOf/AAwuiM/xJdarpl1o32G7SGye/t7aRSvmSTBiQwZmzgYA5HzE9xjBb4xuNT023GoadrEkMu+OK001II2W8lLfcYlS5yP7hXaASSQOLviDwy2vz2ztrWo2KW0iTRxWqwbfMUkq58yJjnnpnHHSq+oeD2v9dttXHiDVbe7trb7PGY1tmVQfvOFeFgrN3K4yAB04pLz7/hZfrf7xNa6dv8/6+RS1/VJrPxOy3+tavpGmpbwsklrp6yW5Yu4cyzNA4QABMksoAOfeuxBz0rG1Tw6dYYx3ur35sXjEc9gnlLFOO+5hH5nPcK4HbpmtkcdKOg+pzMcH2v4k3pmuLzZZ2FrJDCl3KkQZ3nDFo1YK2Qq/eB6CtCTxLYxal9haDVDN5gj3LpN00WT/ANNBHsx75x71UWK+tfiBdXI0y4nsr2yt4RdxyRbImjaYncGcP/GuNqnrVuTwp4dm1L+0ZtA0uS+8wS/ams4zLvHRt+M5465o7dhy3dvL8gHiWxOp/YPI1TzvM8rd/ZN15Wc4z5vl7Nv+1nHvQviWxfU/sAg1TzvM8vcdJuhFnOM+aY9mP9rOPegeE/Do1P8AtEaBpYvvM877V9jj83fnO7fjO7POc5oXwn4dTU/7RTQNLW+8zzftQs4xLvzndvxnOe+c0LpcT62C28S2N3qAsooNUWUsV3S6TdRx5H/TRowmOOucHtSWXiax1C8FtBBqiSEEgz6TdQpwM/feML+vNLbeE/DtlqAv7PQNLt7wMWFzFZxrICep3AZycn86Sy8J+HNNvBd6doGl2lyoIE0FlGjjIwfmAzyKOgegWXiewv7nyIINUV9pbM+kXUK4AyfmeMDPtnJ7UWXiax1CZ44INURkQyEz6TdQjA9C8YBPsOT2FFl4S8N6dc/aNP8AD+l2k+0r5sFlGjYIwRkDOCKLLwl4c0yZ5dO8P6XaSOhjZ4LKOMsh6qSByD6UAJa+KLC8Moht9VXyojK3naPdxZA6hd0Y3N6KMk9hRbeJ7C7jneK31VRbx+Y4l0i6jJH+yGjBc/7K5PtRa+EPDViZTZeHtKtjNEYZfJso08xD1RsLyp7g8UW3hHw3ZRzx2fh/SrdLmPyp1iso1Eqf3WAXkexoAW28TWN1b3E0UGqKluoZxLpN1GxB/uq0YLn2UE0kPiewntLi5S31UJbhS4k0i6Rzk4G1GjDP77QcdTiltvCXhyzt7i3tPD+lwQ3ShLiOKyjVZlHQMAMMPY0kPhHw3bWlxa2/h7Sore6CieGOyjVJgpyu5QuGweRnpQAsPiaxnsZ7tINUEduVDq+k3SSHJwNqGMM/vtBx3xSJ4osJLGW7W31URxMEZW0e7EhJ6YQx7mHqQCB3pYfCXhy3sZ7KDw/pcVrclTPAllGI5dpyNygYOD0z0pE8IeGo7GWyj8PaUlrMweSBbGMRuw6ErtwSM8GgAHiewOnG9+z6r5Ql8rb/AGRdeZnGc+X5e/b/ALWMds5pT4msRpovvI1TyTJ5W3+ybrzc4zny/L34/wBrGPekHhHw2NOOnjw9pQsjL5xtvsUflmTGN+3bjdjjPWlPhLw4dNGnHw/pZsRJ5otfsUflB8Y3bcYzjjPWgBG8T2C6el6bfVfKeQxhRpF0ZAQM8x+XvA/2iMe9LJ4msYtPivWg1QxTMVVV0m6aQEf3oxHvUe5AB7UjeEfDb6elg/h/Sms45DKlsbKMxq5GCwXbgHHelk8JeHJdPisJfD+lvZwMXit2sozHGx6lVxgE+oo9AEl8UWENnBcvb6qY592wJo92zjacHcgjLJ7bgM9s0XHiewtre3nkt9VKXClkEekXUjAA4+ZVjJQ+zAE0S+EPDU9nBaT+HtKktrbd5EL2UZSLccttUrgZPJx1ouPCPhu7t7e3uvD+lTQ2qlYI5LKNliBOSFBXCgn0oAW68TWNpDbySwaoy3CeYgi0m6kIH+0FjJQ+zYPtSXXiews1gMtvqrefEJU8nSLqXAPZtsZ2t/stgjuKW68JeHL2G3ivfD+l3EdqnlwJLZRuIk/uqCPlHsKS68I+G75YBe+HtKuRbxCGETWUb+VGOiLleFGeg4oALvxRYWTxrNb6qxkjWQeTo93KAD0BKRkA+qnkdxS33iax0+4EE8GqO5UNm30m6mXB/wBpIyM+2cjvSXfhDw1fvG994e0q5aONYkaayjcoi9FGV4A7ClvvCfhzU7gXGpaBpd5MFCCS4so5G2joMkZwKAC88TWNjem1mg1RpBj5odJupU5GR86Rle/rx3pbvxLY2V+bOaDVGlUgFodJupY+f+miRlT19eO9JeeEvDmoXpvL/wAP6XdXRxmeayjdzgYHzEZ4AA/Clu/Cfh2/vzfX2gaXc3bEE3E1nG8hI4B3EZ4wPyoXmAT+JbG31I2MkGqGYOE3R6TdPHk/9NFjKY565wKB4lsTqf2DyNU87zPK3f2TdeVnOM+b5ezb/tZx70T+FPDtzqR1G50DS5r0uJDcyWcbSbh0bcRnIwOfageE/Do1P+0RoGli+8zzvtX2OPzd+c7t+M7s85zmhdLg+tgXxLYvqf2AQap53meXuOk3QiznGfNMezH+1nHvRB4lsbjUhYxwaoJS5TdJpN0keR/00aMJjjrnB7UL4T8Opqf9opoGlrfeZ5v2oWcYl35zu34znPfOaIPCnh211IahbaBpcN6HLi5js41kDHqdwGcnJ596F0uD62KMUH2T4jFYri7Md1p0k0kMt3JJGHEqAFUZiqcE/dArpK5+GK+uPHzXcmm3FvZ29i9utxK8RWZjIjDaFctjCn7wWugoXwL5/m/0F9qXy/JGfp+v6Pq1xNb6XqtjezQf62O2uUkaPnHzBSSOeOatXrSpYXDW+TKsTFMDJ3Y44781NTZUaSF0SRomZSBIgG5T6jIIyPcEUmrxsUtHc5Dw3r0EGn3E+ra9qtzcQWqz3Ftqlitq0Qx8zIvkRswzxn5hnA6nk0PW9bSbX7jXI5ZTb28V5Dp0ESl4FZZD5Ixy74Vc5J+bOOMVq2/hS0JuG1qebXZLiIQu2pJEy+VndsCIipjdyTtyeMk4GIrHwRoekX17e6HZQaVdXcIhE1nbQoYAM8oNhAJJBOQQdo44qm9/6/roSlZol8K+IG8R6a94W0tkDhVOm6gbtQcAkMTGm1hkfLg1e1nVF0jS5bsxNPIMJDAhAaaRjhEGe5JA9utV9H8PppV7d3st9daje3aoktzdCMMUTdtXEaIuAWY5xnnk8DFzUdL0/WLX7Nq1jbX1vuDeVcwrImR0OGBGaUvIa8zmtEudXuPDusJrerXC3lpeOjXOnWqO8YCI5SOPy23AFiBlWYj35p2kahdaj4V1BrjV9QRrW5dFuobNftojXDDfB5Rw5B+75YJUqcAmrlh4L0zRbe/j8Oj+xZb6YSvPY28CumMYRQ0ZXbweCDjc2OtWIPDxtdOuILXVr+K7upRNPqIELTSMAF5DRmMfKqrgIBgevNH+S+/QS/V/qc1H41v9O8PLKbdtXuDcXUaG6cWsojiVpAZlCfI5Rc7dgPK5UZOLcvj6WDRri8uNNgtZIb9LQ/ab3ZBEHiWVXllCHyxhwp+VhvIGSDurQfwVYS22y4uryaZ2mea5dk8yd5YvKZmwoUYTAAUADaOKnXwx9niuV0zV9Q097mdZ5JIBCzErEkQX95GwxhFPTOe+OKOr9F9/Ua/z/wCASXGu/ZPCR1mdLeVjAJI47O486OZm4RY3Kru3EqAcDORWbqetT+DvD+mpeSQXNxO/lzXmo3jQW6OVZ2Ly7H2AkEKMY6AY4q5b+FLe1s9MsoJ5DaWVy13Ikigtcyks25iMAfvHL4AAyFxgDFaGqafc6hHGtrq97phUks1okLF/Y+bG/wCmKH1sCMPxBrHiG2GgtpNrp0n2y4RJ918wViY2bYreS2U4zvwDwPl5qLX/ABu3h+S0s7xNHt9QltzPKl7rAtoVAOAqSNHudic4+QDg5I4zpt4Usl8O2WkWc9zZpYMj21xAy+ZE6/xDcpU5yQQVIwx4oufDTzyW9xFrepW1/DD5D3sIg3zpnOHVozGeeQQgI5xgE5Xf1/C3+Yefl+v+Rnnxnd36wN4d0dL1Z9Nj1EPc3YgUI275DhXO7gYwMdckYGei0zUIdW0m01G1z5F3Ak8e7rtZQRn8DXPX3hm/1DxK0jarqFraHTY7aWa3aFXuWDvuDEoSpwc5TZ14Ixx01rbQ2dpDa2sYjghQRxoOiqBgD8qa2/ru/wBLCe/9dl/wSpf6/o+lXUNtqmq2NlPP/qYri5SNpOcfKGIJ544rQoooGc7qEJg8eaPNFcXS/ao50li+1SGJgqAr+63bAfcDNQ3Pi27hnubmHSUl0ezuxaT3Ruts27cFZki2YZVZsElwThsA8Zt6h4alv9et9UGvalbG2JMVvClv5aggBh80RY5xzlu/GKjm8HWk19LJ9tvUsp7lbqfTVZPIllBB3HKlxyqkqGCkjkHJyle/l/w3/BB7f1/XYavip5PGsmgpFYReURkXV8YrmVSm7fFD5Z8xB03bhyrenJa+Knu/GVxoiRWEQtmKus98UunGwN5iQeX8yZYDdv7H0xVi88N/2jqsV1fatfT20M63EdgywiFXX7pyIxJwefv/AFyOKJ/Df2zWIL6/1a+uoraf7RBZSLCIonwQCCsYc4DHq5685prpf+v6/p9h9bf1/X9I0Fubw61JbNYbbJYFdLzzgd8hYgx7OowADu6HOO1WJZPKheQjIRS2PXFV10/brUmo/a7o74Fh+zGX9yuGJ3hccMc4J9AKtkAgg8g0nfl03H1POPDni/UL/V9Cn+33GoWmsB1uFFqi2tpIY2kRIZQqtIV2Ojcvgg5KHAPo55HXHvWDpXhG00m5geO8vZ7ez3fYbSd1MdpuBBCYUMeCVG9mwOBir9npX2PUNQuxf30xvnVvJnm3x2+1duIlx8oPUjnJqnboTrc5Ndd1TTrrWYbO9vtYe10+WeGLVLMW8jzI2MRBIozLH0yQG5KYb5qpx+NW0621GSx8QxeJoYtKe8W5kWIRwzIyqULxKq7TvUlTl1A5PzCuts/DjW9215d6xqGoXghaGC4uRCGt1bBbYscarklVOWB+6O2QSPwvayWd5Bq9zdau17CbeeW8ZAxiIPyARqiqOTyoBPGScDC6fL/P/gfdux/1+X/B+85vSfFc+n6rcxahqF9qum/YDdRXtxZpE0siOqssIRU3o3mJtO05J+Vm7bHhG91m6utXj1+VTNFPGyQIq7bYPEr+WGAG7bnG45yc9uKmtfB1gsci6zNPr++FYM6qscoESncF2hFU/MASxBYkDJOBibRfCGheHtRvL3RtMtbOW72hvIt0jCKABtXaowDjJHrzR/X9f1/wVr/X9eprXFxDaW0lxdSxwwxKXklkYKqKOSSTwAPWq+m6vputWzXGj6ha6hCr7GltZ1lUNgHBKkjOCOPerlFAyjrOojSdInvSbZREAd11cCCJcnGXkIO0c9cE+gNc7Y+Po7/RXuLW3tbu++3jToYrK+E0E0xUOCs20fIEOWO3I2sMEgZ3tc0WHXbGO3mnmtnhnS4hng2745EOVIDqyn6EEVnxeDLWOxuon1HUJbm4vFvjevKnnRzqioHXChRwn3dpXkjG3ihdb/1t+l/62f8AX9fh/W8t7rmoabptr9u023OqXtyLa2tLe7Z42YgtlpWjUqoVWYnYcAcBjgVJ/a99azaVbapY28VzqFw8LLbXTSpEFjdwQzRqWzsxjAxnviifw79r0uK1vdVv7i5t5hPBfnykmicZAI2RhOhIwVIIJBzTLrw095ZWcc+t6kbyymM0OoAQCYEqykFRF5ZG1iOU9+vNAn5FB/GV08lpBp+jG5uLu9u7RFNyERDAzLvdtpwp25OASM4Aan33i240/wAP2t9fWun6ZcSyvFJHq2pfZIkZSQQshQl87cr8gyvPHANzTPCllpTWjQT3UrWk1xMjTShyzTMWfccZPJ4/XNS6x4eTVdQtL6O/vNPu7RJI0mtfLJKPt3KRIjDnYvIAPHWk7j0uzMt/GUuqWWkf2Fp0dze6nbNdCKe68uKGNSAxMiq+fmYAYU568AVfn8Qtp18tvrNtHbJ/Zz3jTxzF0DRkeagyqngMpB4yM8DFQL4Ntrex0+DTdS1Cxn0+N4obuKRHlaNzlkfzEZWBIU5K5yoweuYNd0a51m80jTZba4mt7OVbi41OaSJRKoVlaPauCxfIDDYqYJ5yAKe/9ev5fmJaLX+v+HNOHUtUm07Sbj+xSst4yfbITcqDZKyEkkkDeQcLgevtWtVS+0/7dLZv9rurf7LOJttvLsE2ARscY+Zec49QKt0wPO/FHirUYtV1qPSb+4S50dYzDp1rbRyi4PliVnnZlPlxkHaDuT7r4LHAHf2s4ubSGdQVEqK4B6jIzWNqfhG11O/uLg3t7bR3saxX1tA6iO8QDAD7lJHBIyhUkcE8DF+40oT6tY3y3t5ALJXUWsMu2GbcAP3i4+bbjj0pLbX+v+HB76f1scf4g8Q6laeJri3j1Sa1eK5torS3jjha1lR9u77RIylo2JLgAuhYBdgY5zM/ia8l8RzTzNq1to9pfiy8y1t4DAz5CnzS+ZSC7AZiAAHU5zt1r3wXaXt5eudQv4bTUJVlvbCJo/KuGCquSShkXIRQQrqOPc5lm8JW02oyTm+vUtJrhbqbTldPIllXBDH5d45VSVDhSRyDlskd1f8Arb/g/wCSCWt7f1v/AMAhhvdXT4hCyvLqI2U1hLNFbRRjCbZUVWLn5ixDHPRRkDBxubmrfxjqE+qWt9b3tzdQy6obO5sY7ZDa2sRlMK5m2hvOzsYqHY/MflC4YdW3heR/FCa4de1PzEUxrbhbfyhGWDGP/VbsEqOd273ptv4Os7bUvPS8vTaC6a9TTmdTbxzsSS4+Xf8AeLNtLFQxyBwMOP2b/wBa3/LT+rilf3rf1p/n/XQ6Cs+DXtHutUl0y11Wxmv4c+ZaR3KNKmOuUByMZ9K0KKQyO4eWO2le3jEsqoSkZbaHbHAzzjJ71j6b4lGqyaYLS0Yre2TXcpL4NvjaAhGOSWLDt9xq3Kx7Lwxp9iNSWPzHTUS3mK7D5FYsxRSACF3SSNySQXPOMALX+v6/qw9DL0LxpBrviCbRmbTWc27zI2m6oLplVWCssgVV8t/nXGCw+9g8c2vCCNAmsWvn3M8dtqTxxG5uZJ3VdiHG9yWIyT1Pem6V4Mj0q4guF1nU7mW1snsbYzGHEETbPuqsaqSPLGCQSe+eMOsNFuPDEd9dwXur689zJ5r2j/ZFZpDtBZSFiAOAOC2MDpmqVk/l+un4Eu7t6/ob1xAtzbSQSGRUkUqxjkaNgD6MpBB9wQRXJaLq76N4Hknk+0X8qalcWdsk87yPIxu3iiRpG3HH3QWOcAd8VrQalqOq+ZaSaLrGi70OL2R7NvLPsFkk5+qketVLXwTBDot1pd1q2pXsE8/2lGmMKvbzeYZfMQxxrz5h3fNkcAYxkFFdLCP4svLKz1garpKRX+lwJcGG1uTPHLG+4KwfYrAAo+75OAMjNKPFrp4LuNfaLTrpYmwv9m6gbmAjcF3NL5Y2qpJLEKdoUnnpVu28Nm1hvGTWL9tQvNgk1J1gMwVPuqB5flhRluNn8THqc0lp4ZNlZ3q2+sagt7fSrNPqO2AzMVVVHy+X5YG1QPufrzQIfp2s3Wo+F5NTtYNPvZ9kjQRadqAnhnZc4UTFFAyRgnGAa1LWSaWzhkuYPs8zxq0kO8N5bEcrkcHB4zWVZeGobHSdRtEv71p9SZ5Lm+3ok5dkCbwUVVVgqqBhR0B5OSdW1g+y2cNv5sk3lRqnmTNud8DGWPcnuaen5f1/X4C/4JznjDW30660ywTUJNNW9aQvcW8ImnIRQdkUZR9zsWHG1vlDYGeRY8F6rfaroTnVlkF3a3Mtu7SoqO4VvkZlX5QxUruA4DZGB0F3WdDi1kW0n2q5srq0kMlvd2rKJIiRtYYZWUggkEMpH4gEQt4ah/4RmbR4L/ULbzyzSX0E+y5MjNuZ94GAxOegAAOAAMASr63/AK2/4I3rb+u5U8XXd3bNp4t7zVLK2eVxcTaXYfapANhKgr5UmBnvt/GsnUdfVpdNt08XNp1hPZGWHU2SDzL6bcF8v549gI6lFUMSQBjaRXValptzfQRR2us32mmP7z2qws0nHfzI3/TFVX8NItha2Gn6pqGnWcClXhtnTM4Jyd0jo0gJ5+ZWVssTnOCC39fIDBvfEGuXHg3Q9atpobIXD2f2lBCS8hlmjRlAf7i4Zuxbkcrjl3irXp7PXpbOTXxoKRWQmsh5cbnUJizAptdSX27UGyPDnzOvIrX1rwnFq+n2lhBqV7pdnamMpBZLDtJjZWjP7yNj8pUcAgeuasXehTXscEM+ual5CRiOeJPJT7V6l2WMMpPfYU9sU3qtO7/Iasi3o982qaHYX7x+U11bRzFP7pZQcfrUd/r+j6VdQ22qarY2U8/+piuLlI2k5x8oYgnnjir0caRRrHEqoiAKqqMAAdAKdTlZyutiY3UbPcK5+78TvanVITY5u7OeGGCHzsfaRNtEbZx8oLFlPBxsJroKzLnQbS61+21eQyCe3TbsUjZJjdtLcZJXe+MEfeOc8YXUfQx9b8cRaJ4ig06f+zCkk0MJjbU1W8JkYKGS32ncoLDJLA4DHHAzPJEbb4l2ZiuLrZd6dcvLC11I0RZHgCkRliqkBm5UDqabdeB7W51C5n/tPUIoLq8ivpbOJoxE00ZQhidm858tcgtj2HGLNx4Zln8TQ61/b2po8Kskdsi2/lCNihZOYi2CUXndkdiKcdLN+f5f5/10H3N2uUHjiJfGcOhSf2a3nzvAiwamsl1Gyoz5kgC/IpCnkMTyuQMnF1fEOpmQKfB+tKCcbzNZYHv/AMfGar2fge1sr61nTU9QeCzu5by2s2aMRRPJv3fdQMw/eN95iR69cpbiez7lnR9c1DWrlri1063TRvMkjS6kuyJpNhKlhEIyNpYHGXBxzgdKND1y/wBcxew6dbxaNKGNvctdkzygHAbyhHtCtgkfPnGMgHgS6f4e/su/aWy1W+SyZ3k/s4+U0Cs5JbBKeYBuJbG/AJ4GOKNL8Pf2RcH7Jqt8bEbvL06Tymhi3HPyts8zAJOAXIHQDAAC1t8gKtl4r+2WGh3P2LZ/a1q9xt83PlbUD7c4+brjPFReHvFOp61FZXV14eksrK/sjdQyfaBI6kBTskG0Km7cSp3HIHIU8B2neCLTTri1ddS1GeOyikhtLeaRPLgjcY2gKgLYAGCxZuOvWtNdCsx4XGgP5kll9j+xnc3zNHs2ckY5x3FN9Wvl+P8AwB6XXb/hv+CYGl/EOyu5tSW7l0xo7Gza9aXS9RF6ojUkMHwilXHHHOc8Hir/APbutwaBeatfaFBFHDALiK3ivjJMy9WDjywqsF7KzgnjPeksfBlrbyyPf6hfar5lk1gUvDGEEBx8oWNEA6dcZOeScDE8Gn3egafOyXWq6+oRUispTbblHTCsVjzx1LuSQO56j0Wn9b/8AS3/AK8v+D+Bas9YF/rNxaW0O+2ggikN0H4Z3yQgGOyhWJz/ABCptKub2709ZtTsP7PuC7g2/nLLhQxCncOOVAbHbOO1UPCGhvoHhyC0nx9oYmSXDbgpPRA3cIoVAfRBV/StO/svT1tftl3ebXd/OvJfMkO5i2C2BwM4HoABTejEtjL8Y6y+j6TbmO7SxN3dR2xu2APkBsksoIILYUhQQRuI4PQ1/Bmr31/JqlnqD3cws51NtcXtusE0sLqCC6KFCnIYYKqdu3Kg9dnWdHt9b0/7LcvLEVkWWKaBtskMinKup5GQfUEHoQQSKgstAjs9PvYPt15Nc3xY3F87qszMV2hhtUKpVQANqgcZxkkmVdJ/12/r+tG9Wv67lnVbWW7s8Q6rc6XsO9p7ZYicAHIPmo6479M8da41dV1m38HWV7caxdyQ6hqHyXQggN2lowbytkYjCu5whKhGbDMApIFdTP4fiufCy6Fc317NAYVglnklDTToMBg7Ec7gCGOAeTjHWnaxoEGrRWe24uLGexl821uLXZuibaUOA6spBVmGCp6+vNPZv+v6/wCHDoc5pniLUbvw1DDZ3n2zUb66mhs7iVYxIkKNgzSogCqyDqu1fmKKwUkgUf8AhLLyXRfDEF5q9xZ3Go6abua4s7VJrm4dQg2RReWwJJcscIcBT0GSOkj8DaA1uU1XT7fWZmleZ7nUreOaR3bG5vuhV4VRhQB8o4qG28BaXp2mada6JNcaTLpyssV3ZrEsjBgA+8MhR921SSV6qCMYo0tr5fl/nr/VgX9f1+Ba8G6reax4Wt7nVYzHeo8tvcAqoJeORoycKSoJ25wCRk8Gt2qum6dBpWnxWdoGEceTl23MzEksxPckkkn1NWqb1Ykcx4v8RTaHdaZDHqulaTFdtIJLvVIy0a7VBAH7yPk59fwqV/FKWcWlwBJNdvNQgeaF9JiURTBNu4gvJtQYcEFnwcYzkgGzrmkX9/fafe6Tf21ncWRkx9ptGnRw6gHhZEIPHXNZWrWHiCXxNoUlnd2iXMVldrcXj6fI8GS0OAEEoKk4OMufunr2lXv/AF2K0uXD4ytpoLRtM03UNSuLmFpza26xrJCittYv5jqoIbK4DEkg4BAJDn8X2ssdl/ZNjfarNeQfaEt7VUR44843P5roq8/LgndnOBwcVYvCF3pf2aXw9qyW11HbtbzveWvnpOGcyF9qum197Mcg4wxGOmHReEbnSjZy+HNTjt7iC0FpM99a/aFnQMWDEK8ZDbmY5Bx8x+Xph/1+f/AF/X5f8Eh1LxZc6R4ovIZdP1C8tYdKhvGt7WKMtB88vmMzFgDwqjaGJODtB5NdXDMlxBHNC26ORQ6sO4IyDWRceH3ub7ULqW7UPfaaliwWLAQqZCXHzd/N6e3U5rTsbb7Fp9va79/kRLHuxjdgAZx+FP8Ar8/+AD30/rRf8ExtX1nU7DxJo9pFbW62F7dfZ5JZGLSOfJkk+UDhQNgGTnOTwMAk1DWdTtfF+lWC21umn3kkkTSuxaWQiJpMqAcKoKgc5JyeFABZniDQtZ1bVdPurDVrG0i0+b7RFHPp7zMz7HQ5YTJ8uHPAAOR1o1nQtb1HXtPv7TV9Pt4tPcyRRS6c8rMzIUbLCZeMMcYAxx1pIJeXYuatfXA1bTNLsJDHNcyGeZwoOy3jwW68fMzInrhiR0qsdZ1NfHNvpU1tbxWFxbTyxtuLSsY2iG44+VQfMPHJ4ByM7RcsdNmi13UdTvGjZ7jy4bcISfLhQZAOe5dnJx22jJxVC70HWrjxha6zFq1hHBaxyQpbNpzsxjcoXBfzgN37sYO3AzyDQt1fz/4H6fiHcr6f4hub7xhd6ade0SP7PcNGNL8km8dAoO7d53vnPl9B+NdXWFd6HqGp6tBJqmoWr6fa3K3VvbQWZSTev3d8jSMCBnPyqpPHOMg7tC+FA92FFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBieKvEMvhzR5L2DTpb9o0MjAOI0RFxks5Bx1wAASSegAZhY1e81W1ijOjaZBfOVZ5DcXfkIgAHGQjksc8Dbjg5I4BpeNNP1bWPDdzpmiwWUjXcbRySXdy8QjHYgLG+76cVU8R2PinWNJsrS2g02KORj/acH9oSJ5ido0lEJOG/iO0HGQMZzSe2g1vqSf8JXe6hForeHtMguDqtk96BfXjW/lIvl8HbHJlv3o9uDzWnq+qT6XoDXJiiN84SKGAOWRp3IVUzgEruI5wOMnArI1nQrjVtLsYLjwr4bvXhjZPLvJy8dp0A8r9wSwwB/c6Ae4ntNDvIr3RLS7mkurPSLXcbqZstc3O3YCRknhd5Oe7rgnBqnZ/f/AJivomTav4hn0e7022awe5+1XENvNcg+XHGXJGVzkscjO3sOrDjJ4i17UNCjkvE0qO40y2RZLmdrvZIATg+XHtO4gcncye2ar+LdP17UptPTR7TTpYbS7iu2e6vXiZmRidgVYnGCMfNn8Kr6/pnibVNZsXWz0q50q2RZmspdQki8y5ByC5EDb0XgqOMt8xHAAS8+/wCFl/wRNa/L8df+AaV3q+rnxBJp2kaZZXEcMEU0s1zfPCRvZxhVWJ842HqR1rcrkfFHhifxDdALo+jJK0SousySMbuzOc5iAizlTyp8xeTnHY9cBgAdfrR0H1MIahqlx44n063ms4rC0tIZ5Ve3Z5ZTI0q4VxIAuPLHVW6mt2uVh1KxtPilqFpdXlvDc3Wm2gt4ZJVV5iHuCdqk5bHfFMufh3pdz4lOtvLi489Z9v8AZ1i3zAg/fNuZO3Xfu9DR2HLRv5fkdbRXJD4daWPE39tiX/SPtP2nb/Z1j97dn/WfZ/M/Hfu9880RfDvS4vE39trL/pH2g3G3+zrEfMTn74t/M/Hfu96F0uJ9bHW0VyWmfDvS9L8QLq8EuZ1d3C/2dYpywIPzpbrJ367snuTzSaJ8OtL0LWF1G1m3SqGAH9nWMX3gQfmit1fv/e+uaOgHXUVyGjfDjStE1I3trNuk2OmP7OsY+GGD80durd+mcHuDS6J8OdL0K7luLWbc0sDwEf2dYxfK3XmK3Un6EkHuDQB11Fcdpfw10nSWuzbzbvtVs9s//EtsI8K2M/ct1z06NlT3Bp2m/DfStLtr+GCbK30Bgk/4ltgmFJz0S3UN9HDL7UAdfRXI6d8OdL0zT9Qs4Jsx6hGI5D/Z1imADn7qW6q30cMPam2Xw20qx0nUNPimzFfhBIf7NsFxsbcPlW3Ct/wNWx2weaAOworkbT4c6XZ6Hf6XHNmG+KGQ/wBnWK42nI+RbcI3/A1bHbFMh+GukwaHc6Ws37m5lSVz/ZtgMFc4+QW4Q9erKSOxFAHY0Vx4+G2lDw62jed+4a5FyW/s2w+9t2/c+z+X077d3vjinN8OdLbw2uimb/R1uftIb+zrH723H3Ps/l/js3e+OKAOuorkJPhvpUnh6HR2m/cQztOrf2bYH5iMfcNv5Y+oUN70tx8OdLuPD9ppDzYgtZHkRv7OsTkt1+Q25jX6qoJ7k0AddRXHXXw10m70ex06SbEViZDGf7NsGzvOT8rW5Rf+AKue+TTr/wCG+lajp2n2c02I7CNo4z/Ztg+QTn7r25VfogUeoNAHX0VyOp/DnS9VtNPt55sLYQeRGf7OsXyv0e3YL9ECj2puqfDbStWSyW4m2iztlto/+JbYSZVc4+/btt69F2r6AUAdhRXH6t8NdJ1iaCW4m2mC3S3X/iW2EnyqMDmS3Yj6DCjsBTtc+HOl69qIvLubbII1jx/Z1jLwowPmlt3b8M49AKAOuorkdX+HOlazrTanczbZm2ZH9nWMn3QAPmkt2ft/e47YGKXVvh1pesa8+rXEu2d2ViP7OsZPugAfPJbs/bu3HbHFCA62iuTvfh3pd94kOtSy4uDMs23+zrFuVxj52tzJ2678+hHFIPh1pY8Tf22Jf9I+0/adv9nWP3t2f9Z9n8z8d+73zzQulwfU62iuSi+HelxeJv7bWX/SPtBuNv8AZ1iPmJz98W/mfjv3e9LY/DvS9P8AEi61FLm4WVpdv9nWKctnPzrbiTv1359SeaF0B9bGhDf6nH40fTbua0lspbRrmARW7JJHtdV2sxdg33uoVa3K5eLUbK8+KHkWl5bzzWulyJPHFKrNCxljwGAOVPsa6ihfAn6/mxfakvT8kFRXU/2azmn27vKjZ9ucZwM4qpp+i2um3E09vLfO833hc3886jnPyrI7BfwAq5cKzW0qpGkrFCBHIcKxx0JwcA/Q/Sk78um5StfUzNC1DVr+0F1q+n2NlDJEssRt755yQRn5g0SBcDHQmqWheMYNZbVJpIBZ6fZIk0V3LLxPCwY+aRgbVOwkcnKkHjOKzbDwMzpqKyWtl4bgvbX7K1roL5VvmyZWLRKpbHygeWcAnk5wLFl4T1DT9R1i4m1J9ZgvLRII7O+EMccu0MMSeXANq4OBgHgnIPFU+tiVe6udBpWsWusQvLZpdoikA/arKa2J4zwJVUke44qe9vLfTrGe8vZVht7eMySyMeFUDJNYXhLRdU0g3Yv3WG1cILexXUJr4QlQQzCWVVbDfKNmNq7cj7xrS13RhrunraNe3NkFmSXzLbyyxKHcAQ6spGQDgjtSl5DXmZ+jeItS13RLy6tdHjt72C5MKWl5dFARhWBdljYo21uV2tgjGe9S2Wuajf6PcS2+lRHUbe5a1eD7X+5LKRlhLsyVAPXZnIIxxWfp/hnVNL0/W457iPxAdRuS62upvHHE6FVVt5jg6kA5G0rwOmSaZDoXiHS/Ct9b+HxptjfXU4eC1WVha2EeFVliPl9flLfcC7nJ2nnJ/kvv0/4Ilf8AF/dr/X+ZYh8d6fb6ZJPr4OnXEN1LaSQxB7kGSMbm2FE3MNvzZ2g4zkDBq6vjHRJNPe9hupJoluPswWK1leR5CoYBIwpZ8qQwKggr8wOOawW8I6ncaHaWQtbCwNql0mI72S480ywsnmM7RISxdyWOD3OSTipZvCl8tjfRGystQa4vormLfqE1o0Oy3jj3LLHGzK+5G6Y+VuvJFHVp+X/BGv8AP/gHUHVbVNHfVJWkgtEiMztPE8TIoGSWRwGHA6EA1QTXxp+iWV14gR4rq75W2tbaWaQEgsECIGYlV+8cYyCeOlUBomry+H9K0bU5vtam43385l3bYVYusW5sNJyEjLEZZQxbBNXPFOlXGq29strp1teSQyGRZJNTmsZITjGUkiRmyQSDyOD3oel7f1/X6AhmteMbTRv7LMlpqEy6hIqr5dhcMY1Kk5KrGSG4+4cN144NWLzxXpVhbW01012puUaSOFbCd5ti43M0SoXVRkZLAAZHqKp3Gi6y3hvSE+1QX2rabNHOz3LmOOdgCrAsqkj5WOG2nJAyOapa54b1fVNRtdVWKI3H2X7PcWcWt3VminduDLNCoL9SMMnoQRggrXX1/C3+Yf5fjf8AyNe/8YaHppQXF40jSQC5RbW3kuGaE5/eARqx2cct0GRnGRnYhljuIUmgdZIpFDI6HIYEZBB7iuG+w6np/iFdM8O2GnxhNChgK3N5KVthvkA2nYWlx7lCcdRnjsNI05NI0Sx02ORpEs7dIFdurBVC5P5U1Zq/9btfohPe39bJ/wCZcorPv9FtdSuoZ7iW+R4fui3v54FPOfmWN1VvxBrQoGYl3f6la+L9PtPNtX0+9jl/d+QwlRkUHPmb8EHPTYPrT7jxXo9rqv8AZ81zIswlWFnFvIYY5GxtRpQvlqxyuFLA/MvHIzT1W08QT+KtPvLGx017KyLjdNfyJI4dQCdghYDGDj5jn2qnceGtZf7bpcLWP9lX999skumkYTxKXV2jEewqxJUgOXGA33Tt5Svfy/4b/gg9je/4SCwOtHS0NzLcqwVzFZzPFGxXdteVVKKcEHDMDyPUUJ4gsJdZbS4Tcy3CNtdo7OZoUbbu2tMF8sHGOC2eQOprFutB1WTxgmo2EFtp0RnRri6h1KYtcxqMFXtfLERYj5d5YsAAQeAKP7A1QeMRqNnDb6ZbNceZcywalNJ9rUJtw9sYxGGOFy4JYbRyaa6X/r+vvB9ToV1WzfWpNJWbN7HAtw8Ww8RsxUNnGOqnjOatMwRCzHCqMk+gqqv9pf21Jv8Asv8AZnkL5eN3nebuO7P8O3btx3zmrMiCSNkb7rAg/jSd+XTcelzltN8avd6vpdteWMNpba1HJLpr/a900ioN2XiKjZleRgtjocEiurOccda4Xwz4FuNHudPjuYbARaY5db2GR3uL8hHjjMu5fl2pI2BvcdAu0DFdXZ/2v/aGofbxYmz3r9gEBcSbdvzebnjO7pt7VTt0J1uULPXtQXU7iw1rTIYJYrX7UhsLlroMgbGCDGjBiegAOcHnio7HxW0+ia1qN/pk1p/ZMkiyW6yLLIwSNZO3AbDYwCQCPvEc1W0fQb+01u41X+y9J0l2hkDWunXDMl7KzBhJM3lJyNpAO1j87c9jBp+i+JxZeIoLj+z9Nl1V5J7e6s7ySdreRo1QfK0SdNudwOfbvS6fL8b/AORXXyv+Fv8AMli8azQQahJq1jar9k09dQVtPvvtKPE27GWKJtJ25B5BGTnitDQtfu9R1O70/UbO1gntoYpw9leG5iZJN235iiEN8hOMdCDnmsC08H61Fa6oLI2Xh97uz8pYdPu5ZkknzzOzFEKuQNpZQWOcliQK1PCvh+80jULy5ltbLS7a4RFXTtPuHmi3jOZssiBWYEAgLztyST0fX+vP/gf8DpOtv68v+CdRRUdxAtzbSQSGRUkUqxjkaNgD6MpBB9wQRVfTdLg0m2aC1kupEZ95N1eS3LZwBw0jMQOOmcfnSGS3t7Dp9m9zclxGg5EcbSMfQKqgsxPYAEms9PFOkPo8upm5eO2hk8qQS28iSrJkAJ5TKH3kkYXbk5GAcik8UWGpalo3kaPOIpvOjZ1Nw9v5sYbLJ5qAtHkfxKM/nXN6f4L1az0+eQyWxvl1dNTtoZbye4QgQrGY3mky56NhsHHynbxtoXW/9bfpf7hnUN4j02PRzqc7XFvbbxGBcWc0UrMTgKsTKHYknAAUk9s0+312xuEsyDcQm9kaKBLm0lhdmVSxBV1BHCk5IAOOKztS07WNVsdPupbewt9T068F1Fbi6eWCT5WTaZPLVhlXPOw4IHBpNRstevo9Jv0tNNj1Gwunla0N7IYZFaN4+JfKyD84P+rPTHvQJ+RZufF2h2kcbT3uPNnlt4lWF2aWWIlXRVCks2QQAASe2ae3ijShpVvqMclzPBcEiNbeymmkODhsxohdcHg5AweDg1k6N4X1C0utNuNRks5Jba8vrmQw7gP37sV2gjjAbB5/E1L4k8P6jdyWS6J5cdnG0r3FpHfzafvkcgiTzIFLHBLkrwGLZJyKTuPS7NGfxTpEGnWd79peaK+XdarbQSTyTDGcrGilyAOvHHfFWYNZsbi6W2WR0na2W7Ec0LxsIicZIYDBBHIPI4yBkVzGm+F9a0K00Sex+wXt/p9pLZzx3E8kUciu6vuWTa7AgoOCpznrxynisHU9Q0fTobiCHW51aC7treUyNHaSpiZgcAhQUXa5ABYAYycU/T+t7fo2Jba/1/Wx0S+JNKez0u7W6/cas6pZN5TjzSyll4xkZUE5OK1Ko3Ud/F9hj0hbNIEmVblZgwxCFPEe3jdnb14xmr1PQDlPEHjR9FfUJorCGew0kRnULma78koXwdka7SHcKQcFkzuUAknjqY5FljWSM5VgGU+oNcVrXgq7u/EGpXtlFYTLqkQQz3cj+Zp7+X5TSQptZWYpjuh+XBYjgdK0Op22oabBpwshpUcbJdCXf5wwoEfl4+XrnOe3Skttf6/roD30/rb/AIJj6p4ynsdTvIoLC3mtbCeC3umkvfLnLS7dpji2EOPnAGWXJDAdOXt4tuBdtMumodGjvxp73huSJRLvEW4RbMFBIdud+epxjrnaz4S1jUNeurqI2TmSeOSz1OS5kS40xQqhkijCEMDhifnUNvwwIHNi78HNqHiZ7iayt7ay+1R3bSJqE8hmkQqwP2cgRRsSoy43EgEfxEgjur/1t/wf+CD6/wBd/wDgGjc6/f2OvWlrf6VHFYX1ybW3uVut0pcIzgtHtwqkI2CHJ6ZAycP0/VtX1DVJ1TTLJNNhuZIGuDfP5x2cZ8rytvJ/2+n5VnR6Z4kk8bPqeo2ml3NpE5isSL+RWtYTwz+X5JDSt3O8AD5Rj5iw3hie48XxamNI0fS/JuTM+oWcjNd3i4KhJMRpgHILZZx8oGOjAW6v/W3/AAf6QS62/rf/AIH9M62iis+DRbW21SXUI5b4zS53JJfzvEM+kTOUX8FGKALlxPHbW0s8xIjiQu5CliABk8Dk/QVVj1mwlkskiuA7X8LT221SQ8ahSWzjAHzr1x1FXq5nRPDV5pf2sNcxr5cLWumMg3eRCWZ1ypA5G5FxkgiJT3IC/r+vw/EZo2PiLT9Vu5rOxlmW5SMuouLSWIOucb03qokXOOVJHI55FReGtQ1C9h1CLVpLaW4s717bzLaFokcBVYHazuQfm/vVz/hzwrr2m69DquotDLLDp0tsyvq9zdedKzRtvzIuIlJQ5VF44+90Ghoz6h4fXVr3xX/ZGm2Vxcm5+0JqLMsZYIgVi8SAD5euepxiqVk/l+N/8iXfS3f9P8zprhZmtpFtZI45ipEbyIXVW7EqCCR7ZH1FYei+IHbwrNqfiCa3Rra4uIZpYImRG8uZ4wVQszZO0fKCSScCpYPFmjap5lv4c1nR9T1DYWjto9QT5sepTcQPfaaw7bw3r8vhe40++j022uY9R/tG0eK5edHf7SbjY4aJCozhdw3HknHGCitLf1/XY6C38VaRc2F5eLcSxR2P/HwlxbSwyx5GRmJ1D89uPm6DNPXxFp50eXU5PtUFtE21vtNlNDITkABY3QOxJIAAByTgZNZDaFqd6msXurWGm3F1qEEVqunfbH8gRRljkzeVu3EyMeE4wuPWo7bw9qy+F9QsdSgttQFzKDBYXOqTyJAny5/0pozKTuBcHblTgAjANAjeXXbE6JPq0huLezt0eSVrm0lhdVQZY+W6h+g9Oe1XLW5ivbOG6tn3wzxrJG2CNysMg4PPQ1haJpuu6Z4dvopLiGS+dpHsYbi6luo7fKjajTOBJIu4FiSMgNtHCit21+0fY4ftvl/afLXzvJzs34+bbnnGc4zT0/L+v6/EX/BM7WtXn0+azs9Os0vL+9dhDFLMYo1VRlndwrFQBgcKclgPUhPDPiCLxLoovokWNllkglRJRIqyIxVtrjhlyMg4GQRwOlUfF/hqXXZNOubeG1u3spH32V7I6QXUbrhkcqG7hWwVYHbgjnIdZ6TrGk+FrtNK/s7+2biV7gLMH+zI7EYT5cMVVAFBwM7QcDoJXW/9bf8ABG+lv63/AOATeJ/E8HhyCEObXz7gnZ9tu1toUUEbneQg7QCyjhWJLKMdSG3etasmi21/pmmWN+HtzcTOmpYhCgAgRuIyZCQcglVGByRRrWk38ur6ZrOmQ2VzfWMcsJhupGiQrIFyyuEcqwKD+E5BYcVh3vhbxCmg2Gj2A02ewaaafU7d7qS287fIZBCjCJ8RZYg8AsABwCQToPTQ2r7xFfjQYNX0TSY721ktPtj/AGi78hlTaGCqAr7nx2O1f9qm6h4t+zR6TNZ6bNcW+oyW4ad2EaRLMwVfXc/Odo4AByRlQ1XxHpfiPV7XT7S3stK/s/bnUbJr+SMTEY2xBxA2YvUbVLcDgZBk8SWHiLU7PTYrCw0oGCeC6mEuoSIFeNw3lriA7lOMbjj/AHarS/lf8L6/1/mTry+dvx6HU0UyEytBGbhESUqC6o5ZVbHIBIGR74H0FUr/AEW11K6hnuJb5Hh+6Le/ngU85+ZY3VW/EGl1H0NCs6XX9Nht7+aS5wmnSeVc/u2JjYhSBjGTkOuMZzmtGudv/Ds114njvI5IxYTGGS7iZiGaSBmaIgYwcllySRxGo5zwdQ6F268S6ZZapHYXUsySyOsYf7LKYVdvuo0oXYrHIwpYH5l45GYDqGpQeOYdNmltZNPurOa4iVbdlljaNolwX3kMD5hPCrjA61z+teEdf1XXppmuo5LX7fb3MDvqdwgjijaNjF9mVRETlXIdixyRwOCNa7s/EEnji01KGy0w2FtBLbbnv5BKySNExfZ5JAI8s/Lu5z1FOPRvz/LT8f6sPudNWUniTTH1kaWJZluWZkQvayrFIygllSUrsdgAchWJ+VvQ4rL468JNII18U6KXJ2hRqEWSfTG6sG18I6+3iix1DUrqOZLTUJbhpm1O4k86NllVALcqIoiodRxnODz1yluJ7PudRb+ItOu9Wk061e4mmido3kjtJWhVlHzKZgvl7h0I3ZB468UWfiLTtQ1KWysnuJniZlaVLSUwbl4ZRNt8skHggNnII6g1S0DTtY0Rv7MMFjNpayyvHdi6dZ8OzOAYvLIJBbGfM5xnA6UeG9O1jRLeLR54LGTTbZWSG8S5fznXOV3RGPGcHBPmHJGcDOAtbfIDQg1/TbiCxmhud0d/EZrY+Ww8xAu4npxwe+Kq6V4x0HW5VTTL7zhJAbiOQwyJHJGMbirsoVtpYBgCSp4ODWJpHhjXrU6RbXractnpFrLaxvDLI0k+5AquQVATgcrluv3uOdiy0Gay8G2enW728Gp2enC1gu1jDiCTywu5cjpkA4xzgZpvq/u/H/gD6pf10/4Ja0/xHpupzzw28k0clugkkS6tZbc7CSN48xV3LwfmGR71BD4v0a4sJ75JblbOBVdrmSxnSJlY4DI7IA699ykjHPTmua07wLqksl8NYmWGK80mTT2xqtzfvucjMgaYAKDz8qgDjqc8bvnXFv4eu4PGyaRY6atuIHuY75tkikbDuV41EecjA3N1xnuR6L+vP/gfeJav+vL/AIP3G0uoWr6o+nLLm6jhWd4wp+VGJAJPTkqeM54NM0rVrLW9PW90ybz7dndA+xlyyMVYYIB4ZSKxvA1pdJoK32qEte3m0s7oVYxINkWQeQSo3kHoztWzpX9pf2ev9t/ZPtm9932Pd5e3cdmN3Odu3PvnHFNqzsJaq5DrmrHSLGN4bc3V1cTJb20G7aJJGPGWwdqgAknBwAeD0qt4c8Q/222oW1xDDb32m3P2e5jguPPjDbQwKvtUnhsEFQQQRjjJb4v0CXxBo8cFq6LcW9wlzGsjuiSlesbMnzBWUspIzjPQ9DDoWh3uk2Wozx22m2d7cqBb2ltuNtbKibY03bVJGcscKv3iAOMmVs7/ANbf8H+t290l/W//AADX1KXUordTo9pa3U27DJdXTQKF9dyxuSenGPxrH03Xde1XRnurTRtOFwl3JBsk1NxE6ISpkWQQEn5gRgqOmc9Ku3MOu3PhPyFls4NalgWOSaIsIYnOA7pkEnGSVB6kAEjrSXuk3Fv4TGj+HXjtWWFLaKWRj+5j4UsMA5YLkj1OMkU9r/1/X/BDe39f1/wCjaeLZ28MPqd9p0cVw1y9ra21vcmUXThii7GKKcMQeSvCjd0pkPi66vtK0aTTNMhkv9UtDeeRPdmOKCMBSxaUIx6uoHy857Yqze+Eop10tdP1O+0tdKhMNstqIWUAqFyRLG4yFGARg4ZvU1zafD2/g0fQFuHtNcn0y2a2nstRlMdtMjBOMpHghGQFQ6NnqcEAg0/r5/ra/wCgHYeGtet/E3h211a0AWO4U5UOHCsrFWAYcMAwIyOD1rUrN8P6W+j6OttNIsszSyzzOgwpkkkZ2x7AsQPYCtKm99BIzdW16x0Rrdb43Je4LCKO2tJbh22jJ+WNWOAO+KuWlzHeWkdxCsqpIu5RNC8Tj6o4DA+xArlvGizJq2iXMdxqtpFE04kudLsTdSJlAACvlSYB9dv41meIH0qfW/DR12DUNWtGsLvMc2myySTNugwZbdIx9cMgUHacAgVK1b/rpcq2p6FRXmcekpb2+lp4z0O51HTI7GRLe1+xNei2kMpKq0aByGEWxQ/IXawyM8yLpnkx6MPHOk3Op2EWmhI7drN9QEFxuOfMRA5L+XtUOQQNr/N83L/r8/8AL8Rf1+X+f4HeJqcMmuT6WFk8+G3juGYgbSrs6gA5znMZ7elXK4PXvDNprWt6tLc6S1zbroMSWavCwRZN05GxegkUFccbl3cYyc9lpZmOkWZud3nGBPM3jDbtozn3zT/r8/8AIHo9P60X+ZDda7ptlq1pplzdqt7eHEMABZjwxycD5QQjYJwDtIHSorvxNpVhqiWF1PIkzuke/wCzyGJHb7qtKF2IxyMKzAnI9RnB8W3sFr4k0IpYahK1vf8A2m6ktNLuJlCfZ5UBLxoQTkqMZJHHGKj8T6sNQ16DQ7qx1SPTIHiubm5i0u5mFwysHSJGSNgAGClmJGMbR1JVLW3qN6fcdZqGpRad9mEqSSPdXC28UcYBZmOSTyRwFDMfZT16VENd01te/sZLtW1ARtKYVBO1RtzkgYB+dTgnOGBxis+3/wCJt40nuTzbaPH9ni9DPIA0h/4CmxQf9txWZe31vB8S9M8mw1ERQ21zDNNFpVwYhLK8JX5xHtOdrEtnAwckULVpd7/8D+vMO5vR+JNPm1h9MhW9e4jkMTuunzmFWAyQZtnljj/a9q1a4wG7tvFxj0G61iUTXvmXtrdafss0jIw7pM0SljwMBZGyT0xkjs6F8KYvtNBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAQ3l7a6fatc39zDa26Y3SzSBFXJwMk8DJIH41Q1a60PSrq11XXL20sZI1eCCe6uREvz7SyjcQCT5YPrx9awPilNo1v4Ou5dWuLSG5EEi2QuZlUlyADsBPLY4yOQCR0Jy/wAUeM9A07S7G5hu9LubnUlkt7C4luIxDtOPMZpScCMYBYA5JAABOKTdldDW9jodT1/R9FWJtY1ax09Zs+Ubq5SISYxnbuIz1HT1qeXUbOHS31KS5j+xJCZzOGynl4zuBHUY54rhpn07QtJ8OT6X4x0S2Flp0lpbSXqiZb1P3WTGElQkgxAfLu+9jFa9xe3OvwaDp11avZT3yLfX9sScxRR7WMZOB1kKKQcZG7jrVNdF3/z/AE1FdWTOik1C0gS3a4uY4PtTrHAJm8syORkKA2CWwDx14qO61nS7G+t7K91Kztru5OIIJp1SSXnHyqTlufSuR+IGoaBp2qaLNqF/YW2oDULZj9ouFV1gDklgGPC5HJHBwM9BiLxv4i8PTzr4dfUdMtJtUgjlur64njjWK2DZVgzEb3JzsAzjJY8feS1187fgn/XoJ3Tt5X/P+vmddqHiTQ9JvEtNU1nT7K5kAZIbm6SN2BOAQrEE8jFaVcP4k1ltF16a90jWtJmvZ7WELoksZe5uwrOVERWQFd28jPlsBjPQGu4GSBkYPpR0H1M6TXrGLXU0cm4e9aNZCsdpK6IrbgC0iqUTOxsbiOlaNc9Zf8lG1j/sGWX/AKMuKp3OoeMF8SmG30/dpfnqvm/YYT+7yMneb0N0zz5Wf9k9CdUhy0b+X5HW0VyQ1Dxj/wAJN5J0/wD4lf2nb5v2GH/Vbuu/7bu6d/Kz/s9qItQ8YHxN5Mun40v7QV837DCP3eeDv+2lunfys/7Paha2E9LnW0VyWmah4wl8QLFqOn+Xp29w0n2GFPlwdvzi9dvT/lmfoOyaJqHjGfWFj1nT/JssNuf7DDHzg4+Zb6Q9cfwH8OtHQDrqK5DRtR8ZTakU1fT/ACrXY53fYIY/mx8vK30h6/7P4jrS6JqHjKe7lXWdP8mEQO0Z+wQx5k/hGVvpCfpgD/aFAHXUVx2l6j40la7/ALT07ywts7Qf6BCm6UY2ji/fPfg7Qf7y07TdR8Zy21+dR07y5UgLWw+wQpvkz0wL5930JQf7VAHX0VyOnah4yk0/UH1DT/LuY4wbRfsEKb2zyMC+cNx2LR/U02y1Hxm+k6hJeadsvIwn2VPsEK7yW+b5RfMG49XTH+10oA7CiuRtNQ8ZPod/Ldaftv0KfZY/sEK7wT83yi+YNx6yJj/a6UyHUfGraHcyzadi/WVBDH9ghG5Dncdv28g9uTIuPRuwB2NFceNR8Z/8I60x07/iZfaQoi+wQ/6rb12fbtvXv5mf9nvTm1Dxl/wjazDT/wDiZ/adpi+wQ/6rb12fbtvXv5uf9nvQB11FchJqPjMeHoZY9OzqJnZZI/sEJxHjg7PtwUc9/MJ/2R1pbjUPGS+H7SWDT92otI4nj+wQnav8J2G+Cj6iRvoKAOuorjrrUfGiaPYyW2nbr1zJ9pT7BC2zB+X5TfqFyPR3z/s9Kdf6j4zj07T3sdO33MkbG6X7BC2xs8DBvkC8dgz/AFHSgDr6K5HU9Q8ZRWmntpun+ZNJBuuh9ghfZJ6YN8gX6AuP9qm6pqPjOJLL+zNO8xntla4/0CF9svORzfJt7cDeP9o9gDsKK4/VtR8aQzQDS9O81Gt0aU/YIXxIR8wy1/Hj6AMB/eana5qHjGDUQmi6f51t5akt9hhk+bHzDLX0R/Db+JoA66iuR1fUPGUOtNHpWn+bY/Jh/sEL9hu+Zr6M9c/wfn1K6tqHjGHXni0vT/N08Mu2T7DC+Rgbvma9jPXP/LMfQ9SLUDraK5O91DxgniQw2en79M85QJfsMLfJxk7zeq3rz5Wf9k90GoeMf+Em8k6f/wASv7Tt837DD/qt3Xf9t3dO/lZ/2e1C1sD0udbRXJRah4wPibyZdPxpf2gr5v2GEfu88Hf9tLdO/lZ/2e1LY6h4wk8SLDe6fs0zzWBl+wwr8nO07xes3pz5X4DsLWwPS5uW+uWNzrU2lRm4W8hQyMktrLGrKCASrsoVxkj7pNaFYEn/ACUi3/7BMv8A6OjrfoXwp+v5tfoL7TX9bJhSO6xozuwVVGSxOAB61Q0+bWJLiYapY2NtCP8AVPbXrzM/P8StEgXj0JqxfrG2m3KzyrBGYXDyucKgwcsc9h1pNtRuilq7Mqaf4l0LVlmbSta069Fuu+Y212knlr6ttJwODyfSn6X4g0bWzINF1ax1ExY8wWlykuzPTO0nGcH8q5XRNWa/06/0mXWtJ1PS4NNKtrFhGY4bc4KlHJkdWO35jhhgDkDINO0jXri803VLNPEGk3FnaWH7vXrGPZBbSYI2tukdGZQA5w4wCMgZBLejf9d/u2EtbX/rb79zuKK434e6nDdw3trC4umtzGXvLfWZtTt5SwPCyyHKsNuWQDgMpyc1s+Kn1RdAlj0O2uJ7mZliJtnjWSJCfmdfMZV3AZxk9cUS0Ba7mlaX1pfpI9jdQ3KxSNFI0MgcI68Mpx0I7jqKrPr+jxaY+pSatYpYxuUe6a5QRKwbaVL5wDnjGevFef6SdTTw7rWlaF4b1S0iOpiBlintRLDD5SBwhM2N4VQM543hgSQRWp4V1SLS/Ceq+dFF4Zgt7+eOCbVGh8mMmQgKQkvO3gEbhnsTR/lf8v8AMX+bX5/5HbWd7a6jZx3en3MN1bSjMc0EgdHHqGHBqavJbq5uZNBYWupTCOW71Cdr/TpmgjviLdpQ6bTkIHwvDHPln5jk5tSXc0Og6hFd+I0tkh1aL5tT1Z7T7QrWsUjRC4U748s5cBBjjbgKcA6teSf3jWv4/h/X/BPUKr2N9b6jZpdWUnmwOSFfaQGwSMjPUccHoRyOK5VNZe98AWKaWs9rdao/2G2Mtw07KSWDyrK2TIoRXkVj95Qp4zil8afZ9L0fS7ePVrHS7aGTb9mu9VfThcIqFQqzp867SVOADnGD60PS4LU62WeGBoxNKkZlfZGHYDe2CcD1OAePapK8811NN1Pw14Y1u/fUtOso54fNaXU54vIjZGUM7rIMncVHmE5w3Xk1X8UalFFcaZBaapCuhPZM9veXHiSezjml3Y/4+VVzIwXkKzYOScNj5V3T72/C4f5X/Gx6XRXmeo6jCLm2g8VeKWt2bQ4pU/s/UWgW7uMuN8Wza0h6YVeGyMqflx3uhPey+HdOk1Zdl81rGblSMYk2jd+uaro/66tfp+Qutv66P9S/RWffzaxHdQrpdjY3EDf657i9eFk5/hVYnDcepH9a0KQyg2t2Sa5HpDmdbuVC8Ya2kEbgDJxJt2Ej03Zq/XH694i0W08e6Ha3WsWENxF56yQyXSK6F0XYCCcjOePWsbUNS/4m195mr3kXiWPU1jsNMS7dBJBuULi3ztkjKFmaQqcfN8y7RtS1dv66f5g9Fc9JorgbrVYbT4lLHLqcWpPNcRxRWVrrMiT2mUwQ1mp2SIDly7cgMeCFFCapDb/EowyalFqss90Y4oLPWZPNsx5eCstmD5ZVSrEyHkFhxxmmtbef9f108welzvqKyIpbM+M7iJdRumvRYxs9gWPkpHvbEgGMbicgnOcAcVqTBzBIIjhyp2n3xxSbtG4+tirba1pd7qE9hZ6lZ3F5bf6+3inVpIucfMoORz61dJwMngV5P4Qa4vtQ8Jp9stVu9LEkd3pltHmS0UxOshuHb5tzyBCBhBkn/WYDV6TZ65p1/qGoWNrch7jTXVLtCjL5RZdw5IweOeM1TViev9fcGm67pGsrK2j6rZX4hIEptbhJfLz0ztJx0PWnabrOmazC8uj6jaX8cbbHe1nWUK3XBKk4PtXIWGr2F/4svb6fVdJ1rT102ZZrmxA8myhDhvLmO9w5cEnOV4jPy8mq2i+IYdduNb8Q+GJbK91CayjgsdLguojMYo2bbLKpYbSWkPykjCgA4YkBdL/11/r/AICH/X5f1/w53sWoWc89zBBdwSS2pAuI0kBaEkZAcA/Lkc89qj0zWNM1q3afR9RtNQhRtjSWs6yqrYzglSRnBHFeWeRe22meKtPtvD+qbxZW0s/2qSEvcne7S7/JdyWkBc/KD3GBwD0vg+b+0/GN/q1rqtpqcEthDFNLp8YFsjh2KRqcksyqWLZOfnXhQQKf2rf1/XYV/dv/AFud1RUdw0y20jWscckwUmNJHKKzdgWAJA98H6Gq+my6lLbM2sWlrazb8KlrdNOpXA5LNGhBznjH40hlyisDxrqkek+Gnmm3BJZY4C/2s2qR72A3PMATGvqw5GeOa4zTNcu5vC96smoPDpkOtpbz3kGoS3PkWjRI7Mty6hypZseYcbVYkMAA1C1v/Xb/ADHb+v69D1KiuJ1S90+HwxYHRNbkfQ5b8R3+pRalJcNFDhif35dmQFwiltw2hjgr1DrnWNI0qDw9d6drobRPt0qT3smpNPEcwy4DzO7ZG/AAZsZwBzigTO0orziwuLrxBNpMa6tqENrc6lqfm+XK8byxLIwRMnDIAMYxggDgirHia4Hh7T9K0bUNQkuPMaZku7zWZdNQqrfIjTpukeQK4UL/AB4ZjyBSeg7atep39FeZ2usm60Pww3irWJtP0qeylM90buS1MtwpVUR5xsZTt3tglSxByOCK2da1GTQ20/UdHuZb6yvbM2NshuGmjecjdbvuJOd3zKXJOcrk8U/6/r1EtTs6K524t7XSrPw7ZalreoLNHcxwxSiVi19KI2+WU4OVOGY5wMgc10VMClea1penXlvaahqVna3N0223hnnVHmOcYVScsckDj1q7XlXi55f7Y8VabeXdvZf2jbxfZAyb7q/QRYWC3DfKCJd3QOR5nRThq9BGsWthd6XpOo3ONSvomMUYRj5hjUFzkDAxnuaS1X9f1p1B6P8AryJbnXdIstSh0681Wyt76fHlWstwiyyZOBtQnJyQRxRJrukQ6umlS6rZJqMgylm1wgmbjPCZyeB6V514k1GOLX9bs1uoY1mvrV5tJmcfa9RIWP5rbjIX5VXGH3FGwYuWpL7UYz4kurBbqFkOvwSPojOPt0jKYz5ycZ8rIV9pB+VSfMUfICOrS7/8D/P/AIC6EtL/ANd/8j0ibWdMttUh0241G0iv513Q2sk6rLIOeVQnJHB6Dsaqx+LfDkupDT4vEGlvemQxC2W9jMm8HG3bnOc8Y61xVjfXWn6/OsWtA6zPrbLPovkxZmtml2iVvl80hYSrBwwUBAuOuepkkXXfGqW6gPZ6GBLKc8G6dcIv/AIyWI9XQ9qFqkwlo2v6/r9Do6KKz4JtYbVJY7qxsY7AZ8ueO9d5W9MxmIAf99nHvQBoUVHcQi4tpYS7xiRCm+NirLkYyCOh964/QNRvryRXvJbqRtBs5Le8SJubm53bclc8nZGHAPaZTSva9/6/r9R2OzdgiMxyQoycAk/kOtUtJ1mz1u2kn09pisUpikWe3kgdHABIKSKrDgjt3rz/AMF+JRd+K1aO9i+wXGmS3dx/xO5b8Rurxkb96hIGAkbciHAyMgALXQeCdc0nVL7X49N1SyvJDqLzBbe4SQlCkYD4B+7kYz0qktde1/xt/mS3ZL1/S51VxOttbSTyCRkjUswjjaRiB6KoJJ9gCTVfStVtNa09b3T3d4GZ0zJC8TBlYqwKuAwIZSMEdqnurq3sbWS5vZ4re3iUtJLK4REHqSeAK85sPENrP8PdQOi6rFL5erTfbZLKYPJb20l6++X5TlR5ZZg/YDcOlIq2lz0uivPIb2BtN8SJoniUJoqwQi31S81Fpoop23CRBcM5bGPK5DHaXOOeKLTVoLv4f6qLTVIdLEE6x/2jNrct1ayk7CVju3IcBgdhIwUYnAJHII9DorjdB1SxvfAWqySXFzZ2lsJ0lv7fUpb4bQmWlguHyzgA9ccMrDHHPUaW0T6PZtbXElzC0CGOeYkvKu0YZiQDkjk8U7fp+Iv+D+At/qNlpVm93ql5b2VshAaa4lWNFycDLMQBzxUttcwXlrHc2k0c8Eqh45YnDK6noQRwR71yPjq7m07VdAvvNtLa1immV7y+3G3tJGTCSOARnjeoyyjL/eBIyzwtf2fhnwLfapql8x0tLye4jumhPzxvJneqoPusxZl2jG1h16mU73/rsN9Lf1v/AJHXXt/aaZZyXepXUFpbR43zTyCNFycDLHgckCqV14o0CxtLa6vdc022t7td1vNNdxokw45RicMOR09a5/xnIg1zQri91gaNpapO5vmSLEc+E8v5pVZEYr5gBIPBYDBINZ0mrzpp+jazqHibSdM1COG7giOp22ft8RlXbIsayRncyxI3ygj5+B0FP1Hodhe+KvD2miA6jr2mWguIxLCZ7yNPNQ9GXJ5HuKkuPEWiWdta3N3rFhBBeY+zSy3SKs+emwk4bqOnrWPqes3t34X0y2Fu1hrGuKkS2+757bcu6VuR/Am48jrtHeuc8Qxw6P4ln02W4sdI0q40aK0t5riPeXjVnV7eBD8nmEMh53HhfkfsPS/9f1/XoJa/1/X9feemUVleFoLq28H6RBqO77XHZQpMH+8HCAHPvmpb+bWI7qFdLsbG4gb/AFz3F68LJz/CqxOG49SP605K0rCTurmhRRXGapLfReILvQo7u5X+15YZ7WXziGhjHFwqHOVAWMEY6NKPWl1sPpc7Os9NcsX15tG3TrerEZgr20qo6DaCVkK7GxvXOCcZrz7xL4lZPGLR2VwYLqz1K0tjHJrMqyNGzx7iLJVKNGRIR5jkHJODworfv/EOix/FPS7WTV7BLhLG5gaFrlA6yvJb7EK5zubBwOpxxTjrbzv+Vx2tc7KiivLrLxK158QbA2VwYzPqU9rc276zLNKEVJQBJabfKgGYwVIIYgd8tSWrsLpc9RorivC95p91rEh1bWpP+Ek+0Th9Mk1GRBGoZgoW23BSvlhSG2HOd2TnNHg+90+8uRJqOtSSeJmEn2rTpNRkHkHOCotdwUKowA2zkYbJ3ZKvpfyA7WivONB8S/bofDVlHqklxfRWE41GMSszJKsQG2X0cNnhvm6mr3h2yu9N8JWPiO61jVtQl/scy3cLSGU3DGNXUohOxWXBAwMtn5iTkluyv2X/AAf8h21SXX/gf5nc0V5X4e8Q6hPd6t/YMsN27aNJdQww6zNqifaFPyrukUBG+YAopI+704zvaVFpmreHb+Dw14nuLzVpLVTJK2qySyQzYypaIviLLDlQqjquABih6K7/AK3/AMhLV/15f5nbUVzXhXUJvEE1xrjSTR2rxpbQ2rEhUdMmVsf3t5KZ/wCmfvV3wrLZTeH430zUrvU7fzpgLm8ZmkLCVgykkA4VsqOOgHXrT2Dpc07m5gs7WS5vJo7eCJS8ksrhVRR1JJ4A96ZYahZapZpd6ZeQXls+dk1vKsiNg4OGBIPPFc78QZJrfQ7O6jjjeG21CCW484sI0QE/vH2gnajbXPb5eSByKfg6eO3PiTWJdTjv7CWdbhr23i2wSOsQEjRBc5QBVXqxyjZYnpKejb6f8D/MHukuv/B/yOq1LV9N0a3W41jULWwhZtiyXU6xKW64yxAzwePamWuu6RfabLqNlqtlcWMO7zbqG4R4kwMnLg4GByc1XufE2nw+E/8AhIIHNxZyQLNb7VKtPuxsVQ2DuYkAA9zXK61pkul+HdEGqX0dhHJqX2rWL0ojJHK6OwclwVAWUxhSwIXanHFPa6f9f1/kG60OvbxJoa6QuqtrOnjTmbat4bpPJJzjAfO3OQR1p0+vaPa6XHqd1qtjDYS48u7kuUWJ89MOTg5+tcDd67Msel3VzrcCJFqM6WOv3yottLD5WcyBdquWJZVKGPOwsDjKtRtL+awh8PX5mstMtXGoI2qaixktkneYP5yYEasJAH2ElBtbgnox/X4X/wCAB61FLHPCksDrJHIoZHQ5VgeQQR1FOrm/AFpJY+DLW3dpWjWWcwNKgVjCZnMZIAAGUKnAAAHYV0lN6MSCiuQ8aNM+raJbR2+q3cUrTmS20u+NrI+EBBLebHkD03fhUs99q9teaLo2ixR2Zu7SeWRtWZ7qW38sx4B2yHzD85B/ee+44w0rXT+u5VjqqjFvCty1wIYxO6BGlCjcygkhSeuAWJx7n1rkLDxJrevfZLTSzp9leC1ee6muYHmjLLK0W1EDocFkY5LHAwMHOQ+x8S6v4hNjb6OLKwneyF3dTXML3Ea5coERVePdllY7iRgAcHdw/T+t/wDJi/r8v80dhRXCaxPrdn4x1W40iTTxJb6FBNM11E7LIVkuCEVVYbd3PzFjtwPlbPHa2VyLywt7kLtE0SyBSemRnH60f1+f+QPR2/rZP9SaiuW8Qi9g8WeHZk1G4WCe/MJtYzsjK/Z5mO7HLksB14G0YGckweLlksb+21G2TVYSksLT36XzfZIIhIA4e38z5iVyMiM4JBJGMg7eoPT7rm2+hf8AFTHWodRvIHeFIZrZBEYplQuV3bkLDBkb7rDtWrWBqn/E18UWGlABoLMDULsepBIgUj3cM/1iHrVWUXtv8TLBZdRuJYLqxun+zZ2xIFeALhR1I3N8xyfmOMDAAtbL1/Ab/wAv6+46miuLjzp3i6SfWrTXEW4v/LtLwaizWZ3KAiGBZuMnI5jxnqe9dpQtUmLrYKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAMuDQ/K8Ry6xLqF3cSPCYI4JRGI4ULBiF2oGPKj7zNWpRRR0sHW4UUUUAFFFFABRRRQAUUUUAFFFFAEbwQyTRzSRI0sWfLdlBZM9cHtmpKKKACiiigCoumwrrT6mGfznt1tyuRt2qzMD0znLHvVuiijpYPMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArNutGS91i2vrm7uZI7U74rPKCFZMEeYcLuLYYjBYqOuMgGtKigAooooAKKKKACiiigAooooAKKKKACiiigAqvfW0t3ZvDb3s9jI2MT26oXTnsHVl9uQasUUAZWnaPfWV2JrnxHqeoJtI8i5jtlT65jhRs/jWrRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGCvh7UxIGPjDWmAOdhhssH2/4981vUUUAFFFFABRRRQAVXv7aW8spIIL2exd8YuLcIXTntvVl9uQasUUAVtO0+30rTobKzUrDCu1dzFie5JJ5JJyST1JNWaKKNwCiiigAooooAKKKKACiiigDN1bQbHW2t2vhcq9uWMUltdy27ruGD80bKcEds1l6l4Pi1DVdJZp7sWVhbTxNs1G4SdmcxlcyKwdhhGzub069neOrzVtO8L3d7o11FaG2iaV5TGHc4xhVB+UZ7k54GAMnctrxKJ00trtdek0W2to2kmmhhjdmOBt5kVhjrwFySRgjoU7JXGr3FuvCWi3dvawm1e2W0iMMBsriS2ZIzjKbomUlTgHaTjIBxxTrvwtpF5HaobeS2+xx+TbvY3Elq8cfHyBomU7eB8uccDjiucv8AVtaNl4em1O51bSBcWDy350rTftLJPiLarAwylBzJ2HTrxWzq2ol/DdnDpN+1zPquy2tbyN13MGGWmBUbchAz8DGQOlU0/wAfxF2NNtGsXlnleFmkuLVbSVmkYl4l3YUnP+23PXnrVuCGO2t44IV2xxIERc5wAMAVzfiS61XTLrRvsN2kNk9/b20ilfMkmDEhgzNnAwByPmJ7jGC3xjcanptuNQ07WJIZd8cVppqQRst5KW+4xKlzkf3Cu0AkkgcJa6+dv6+8X+V/6+40NW8KaXrd9Deah9uM0BBiMGpXEKxnBG4LHIoDYYjOM4OKkuvDenX2oJd3gupmQqRC97MYCV+6TDv8skEA5K9QD15rD1/VJrPxOy3+tavpGmpbwsklrp6yW5Yu4cyzNA4QABMksoAOfeuxBz0o6XG9ynZ6bDZXl7dI0jzXsokkZyDjChQowOFAHT1JPeqM/hLSrnXU1iU35vYzlHXU7lVUEglQgk2hTtXK4wccg1Tjg+1/Em9M1xebLOwtZIYUu5UiDO84YtGrBWyFX7wPQVoSeJbGLUvsLQaoZvMEe5dJumiyf+mgj2Y98496Oq7jel1/XccvhzThq/8AaUi3M9wHLoLi8mljiY8bkjdiiHBIyoBAJHc1qVkjxLYnU/sHkap53meVu/sm68rOcZ83y9m3/azj3oXxLYvqf2AQap53meXuOk3QiznGfNMezH+1nHvQuyE/M1qKybbxLY3eoCyig1RZSxXdLpN1HHkf9NGjCY465we1JZeJrHULwW0EGqJIQSDPpN1CnAz994wv680Aa9FZFl4nsL+58iCDVFfaWzPpF1CuAMn5njAz7Zye1Fl4msdQmeOCDVEZEMhM+k3UIwPQvGAT7Dk9hQBr0Vj2viiwvDKIbfVV8qIyt52j3cWQOoXdGNzeijJPYUW3iewu453it9VUW8fmOJdIuoyR/showXP+yuT7UAbFFZFt4msbq3uJooNUVLdQziXSbqNiD/dVowXPsoJpIfE9hPaXFylvqoS3ClxJpF0jnJwNqNGGf32g46nFAGxRWRD4msZ7Ge7SDVBHblQ6vpN0khycDahjDP77Qcd8UieKLCSxlu1t9VEcTBGVtHuxISemEMe5h6kAgd6ANiisceJ7A6cb37PqvlCXytv9kXXmZxnPl+Xv2/7WMds5pT4msRpovvI1TyTJ5W3+ybrzc4zny/L34/2sY96ANeisdvE9gunpem31XynkMYUaRdGQEDPMfl7wP9ojHvSyeJrGLT4r1oNUMUzFVVdJumkBH96MR71HuQAe1AGvRWPL4osIbOC5e31Uxz7tgTR7tnG04O5BGWT23AZ7ZouPE9hbW9vPJb6qUuFLII9IupGABx8yrGSh9mAJoA2KKyLrxNY2kNvJLBqjLcJ5iCLSbqQgf7QWMlD7Ng+1JdeJ7CzWAy2+qt58QlTydIupcA9m2xna3+y2CO4oA2KKx7vxRYWTxrNb6qxkjWQeTo93KAD0BKRkA+qnkdxS33iax0+4EE8GqO5UNm30m6mXB/2kjIz7ZyO9AGvRWReeJrGxvTazQao0gx80Ok3UqcjI+dIyvf1470t34lsbK/NnNBqjSqQC0Ok3UsfP/TRIyp6+vHegDWorJn8S2NvqRsZINUMwcJuj0m6ePJ/6aLGUxz1zgUDxLYnU/sHkap53meVu/sm68rOcZ83y9m3/AGs496NwNaislfEti+p/YBBqnneZ5e46TdCLOcZ80x7Mf7Wce9EHiWxuNSFjHBqglLlN0mk3SR5H/TRowmOOucHtQBrUVzcUH2T4jFYri7Md1p0k0kMt3JJGHEqAFUZiqcE/dArpKOif9b2/QXVrt/lcKKz9P1/R9WuJrfS9Vsb2aD/Wx21ykjR84+YKSRzxzVq9aVLC4a3yZViYpgZO7HHHfmk3ZXKSu7E1FcLpfiUad4d1G/vdX1fUb6zsPtUljqVgtq6kKSSi+RGzKW+XPzDpVnR9dvrT+0BrX9s3F6lm15HaTWtuiSoud32dYst1KjZKxcZXPc1T0JTvb+v63OxorD8K+IG8R6a94W0tkDhVOm6gbtQcAkMTGm1hkfLg1e1nVF0jS5bsxNPIMJDAhAaaRjhEGe5JA9utJ6bjWpeorjNJ17VrDw/qbaxKup6rFqBtbeKJRGskjIhWNcD7oLH5jkhQSc4NVP7d1ey8JK2q6ukUg1d7K81YxRotrEHYbwCu0chUBYEDcCc4o629Pxt/mg6X9fwv/kd9RXnkPj26sbG7S2C+IvIupY4L15VgE0S263G4sibTwSoKLg4U9CTWhL4+lg0a4vLjTYLWSG/S0P2m92QRB4llV5ZQh8sYcKflYbyBkg7qP+B+Owf19x2dFY9xrv2TwkdZnS3lYwCSOOzuPOjmZuEWNyq7txKgHAzkVm6nrU/g7w/pqXkkFzcTv5c15qN40FujlWdi8ux9gJBCjGOgGOKHpuG51VFcr4g1jxDbDQW0m106T7ZcIk+6+YKxMbNsVvJbKcZ34B4Hy81Fr/jdvD8lpZ3iaPb6hLbmeVL3WBbQqAcBUkaPc7E5x8gHByRxlX/O36h/w519FcmfGd3frA3h3R0vVn02PUQ9zdiBQjbvkOFc7uBjAx1yRgZ6LTNQh1bSbTUbXPkXcCTx7uu1lBGfwNVb+v69GH9f195aorPv9f0fSrqG21TVbGynn/1MVxcpG0nOPlDEE88cVoUgCiud1CEwePNHmiuLpftUc6SxfapDEwVAV/dbtgPuBmobnxbdwz3NzDpKS6PZ3YtJ7o3W2bduCsyRbMMqs2CS4Jw2AeMpO7sHS51FFc4vip5PGsmgpFYReURkXV8YrmVSm7fFD5Z8xB03bhyrenJa+Knu/GVxoiRWEQtmKus98UunGwN5iQeX8yZYDdv7H0xTWobHR0VUW5vDrUls1htslgV0vPOB3yFiDHs6jAAO7oc47VYlk8qF5CMhFLY9cUm0ldjtd2H0V5x4c8X6hf6voU/2+41C01gOtwotUW1tJDG0iJDKFVpCux0bl8EHJQ4B9GOdp2kA44JGapprcQtFcSdb1Dw/qOsC71ObW7bTtLa8ui8MafZ5h8yxqUUcMuTtbcwAUk8jM3h3U9UuLq4s9TutSg1K6tTcWy31pAtuBnBaJYzv2qWTKSvvwR3zSWu39b/5B6/1t/mjsKK5DTdZuNKvdeTUdUuNX07TY4iLqWGMSCc7t8A8tVVz/q8ADOXwSeALPhG91m6utXj1+VTNFPGyQIq7bYPEr+WGAG7bnG45yc9uKAOmoqO4uIbS2kuLqWOGGJS8ksjBVRRySSeAB61X03V9N1q2a40fULXUIVfY0trOsqhsA4JUkZwRx70AXKKo6zqI0nSJ70m2URAHddXAgiXJxl5CDtHPXBPoDXO2Pj6O/wBFe4tbe1u777eNOhisr4TQTTFQ4KzbR8gQ5Y7cjawwSBk3DzOworCvdc1DTdNtft2m251S9uRbW1pb3bPGzEFstK0alVCqzE7DgDgMcCpP7XvrWbSrbVLG3iudQuHhZba6aVIgsbuCGaNS2dmMYGM98UA9DZorlH8ZXTyWkGn6Mbm4u727tEU3IREMDMu922nCnbk4BIzgBqffeLbjT/D9rfX1rp+mXEsrxSR6tqX2SJGUkELIUJfO3K/IMrzxwCrjs72OoorlbfxlLqllpH9hadHc3up2zXQinuvLihjUgMTIqvn5mAGFOevAFX5/ELadfLb6zbR2yf2c9408cxdA0ZHmoMqp4DKQeMjPAxTen9f12EtdjborJh1LVJtO0m4/sUrLeMn2yE3Kg2SshJJJA3kHC4Hr7VrU7WAKK878UeKtRi1XWo9Jv7hLnR1jMOnWttHKLg+WJWedmU+XGQdoO5PuvgscAd/azi5tIZ1BUSorgHqMjNJaq4PR2JaK8+1vxVc2Gsam8mti1ubC4jW20RY42N5AQhaQgqZDnc+GQhV2jOcNmvd+MdQOpz3llfXM62mq/Y5tNgtkaCKBZBEzSyldyyEneqh8kFPkI3Gha28/6/UHpf8Ar+tj0mivP/8AhIdSPjCO2OqTxynVTbfYjHB9iaAAniXbu87bg+Xv37v4NnNal3DqkHjDTrSz8S6hN50j3VzazRWxjjtl42grCH5ZkUfNnG45OKFqk+//AA/9fMHo2ux1lFFZ8GvaPdapLplrqtjNfw58y0juUaVMdcoDkYz6UAaFFR3Dyx20r28YllVCUjLbQ7Y4GecZPesfTfEo1WTTBaWjFb2ya7lJfBt8bQEIxySxYdvuNR/X9fcBuUVyeheNINd8QTaMzaazm3eZG03VBdMqqwVlkCqvlv8AOuMFh97B45teEEaBNYtfPuZ47bUnjiNzcyTuq7EON7ksRknqe9C1+6/42E9Pvt+FzoqKjuIFubaSCQyKkilWMcjRsAfRlIIPuCCK5LRdXfRvA8k8n2i/lTUriztknneR5GN28USNI244+6CxzgDvigrpc7GiuYfxZeWVnrA1XSUiv9LgS4MNrcmeOWN9wVg+xWABR93ycAZGaUeLXTwXca+0WnXSxNhf7N1A3MBG4LuaXyxtVSSWIU7QpPPSgR01FY2nazdaj4Xk1O1g0+9n2SNBFp2oCeGdlzhRMUUDJGCcYBrUtZJpbOGS5g+zzPGrSQ7w3lsRyuRwcHjNOwEtFcv4w1t9OutMsE1CTTVvWkL3FvCJpyEUHZFGUfc7Fhxtb5Q2BnkWPBeq32q6E51ZZBd2tzLbu0qKjuFb5GZV+UMVK7gOA2RgdAlrcHodBRXMeLNYv7a+sNJ0hL03F4kkzPYxRPMscZQEKZiI1JLj5nyMAgDcRVS7v3uPBsetW/iHWbRbeJo3jENoJppw2zY4aFlEm8bMLhc9PWl0uOx2VFcFqGqanp0+naVrvicaRP8A2csn21Y4c391na0aq6EEL8p2IAzbxjGKk1LWtUuvAFn4lttVfTbiSwjlhsobdHW6uXAKxNvVmIZiFCrtbk89MP8Ar8/8hLU7mimQs7QRtMuyQqC6g5wcciqV/r+j6VdQ22qarY2U8/8AqYri5SNpOcfKGIJ544o62EtVc0KKK5+78TvanVITY5u7OeGGCHzsfaRNtEbZx8oLFlPBxsJo8hnQUVymt+OItE8RQadP/ZhSSaGExtqareEyMFDJb7TuUFhklgcBjjgZnkiNt8S7MxXF1su9OuXlha6kaIsjwBSIyxVSAzcqB1NC1/H8FcDpKKK5QeOIl8Zw6FJ/ZrefO8CLBqayXUbKjPmSAL8ikKeQxPK5AycG7sHS51dFYWj65qGtXLXFrp1umjeZJGl1JdkTSbCVLCIRkbSwOMuDjnA6UaHrl/rmL2HTreLRpQxt7lrsmeUA4DeUI9oVsEj584xkA8AA3aK52y8V/bLDQ7n7Fs/ta1e42+bnytqB9ucfN1xniovD3inU9aisrq68PSWVlf2RuoZPtAkdSAp2SDaFTduJU7jkDkKeAdWu39foGx09FcdpfxDsrubUlu5dMaOxs2vWl0vUReqI1JDB8IpVxxxznPB4q/8A27rcGgXmrX2hQRRwwC4it4r4yTMvVg48sKrBeys4J4z3o6XDrb+v61OiorNs9YF/rNxaW0O+2ggikN0H4Z3yQgGOyhWJz/EKm0q5vbvT1m1Ow/s+4LuDb+csuFDEKdw45UBsds47UAXKK5/xjrL6PpNuY7tLE3d1HbG7YA+QGySygggthSFBBG4jg9DX8GavfX8mqWeoPdzCznU21xe26wTSwuoILooUKchhgqp27cqD1Frf+u3+YPQ6iiqWq2st3Z4h1W50vYd7T2yxE4AOQfNR1x36Z461z2iRapqPhEXl74m1C3SWZ7mC7ENssn2X+APmEpyuHOFBGcZ4o7vt/X9egHXUVyGl/wBq3PgtL/UvE91ZxO0l39teC3Ey23JjDZj8tflwzfJnnHGM1lSeKdSbTfD9rql/caXdX1pLcyyWdmJLq42FVVY4WR+WD72G0lQD05IOtuv9f5f5AeiUVheDdVvNY8LW9zqsZjvUeW3uAVUEvHI0ZOFJUE7c4BIyeDW7Tas7AZHiTw//AMJJpbafJqd7Y28gKzC0EWZVPYmRGx+GDVPVfCB1iHTFutf1QSadKZklVbc+bJ/CzoYShK/w4UYPPXmo/F/iKbQ7rTIY9V0rSYrtpBJd6pGWjXaoIA/eR8nPr+FSv4pSzi0uAJJrt5qEDzQvpMSiKYJt3EF5NqDDggs+DjGckAytR9S1c6JeXNnbwf8ACSarD5alZZYltg9xn+8fJ+UjoCm38+aW18PW9nqVlNbsEtdPs/stpagHEWSNzbiTk7VUDuPm5O7iofGVtNBaNpmm6hqVxcwtObW3WNZIUVtrF/MdVBDZXAYkkHAIBIc/i+1ljsv7Jsb7VZryD7QlvaqiPHHnG5/NdFXn5cE7s5wODh/1+f8AwfTUX9f1+HqSeIPDLa/PbO2tajYpbSJNHFarBt8xSSrnzImOeemccdKr6h4Pa/1221ceINVt7u2tvs8ZjW2ZVB+84V4WCs3crjIAHTiqupeLLnSPFF5DLp+oXlrDpUN41vaxRloPnl8xmYsAeFUbQxJwdoPJrq4ZkuII5oW3RyKHVh3BGQaLW2/rp/X/AAAe+v8AXX9TJ1Tw6dYYx3ur35sXjEc9gnlLFOO+5hH5nPcK4HbpmtkcdK5/V9Z1Ow8SaPaRW1uthe3X2eSWRi0jnyZJPlA4UDYBk5zk8DAJr+IPE13YazZ2OlQxSqtxbpfyyqSI1lkCKi4I+c5LdwAvI+YULWy7sHpq+1ydYr61+IF1cjTLieyvbK3hF3HJFsiaNpidwZw/8a42qetW5PCnh2bUv7Rm0DS5L7zBL9qazjMu8dG34znjrmk1a+uBq2maXYSGOa5kM8zhQdlvHgt14+ZmRPXDEjpVY6zqa+ObfSpra3isLi2nljbcWlYxtENxx8qg+YeOTwDkZ2gWrXzG9dfT/ItDwn4dGp/2iNA0sX3med9q+xx+bvzndvxndnnOc0L4T8Opqf8AaKaBpa33meb9qFnGJd+c7t+M5z3zmsrT/ENzfeMLvTTr2iR/Z7hoxpfkk3joFB3bvO9858voPxrq6FsmhPdoybbwn4dstQF/Z6BpdveBiwuYrONZAT1O4DOTk/nSWXhPw5pt4LvTtA0u0uVBAmgso0cZGD8wGeRWvRQBkWXhLw3p1z9o0/w/pdpPtK+bBZRo2CMEZAzgiiy8JeHNMmeXTvD+l2kjoY2eCyjjLIeqkgcg+la9FAGPa+EPDViZTZeHtKtjNEYZfJso08xD1RsLyp7g8UW3hHw3ZRzx2fh/SrdLmPyp1iso1Eqf3WAXkexrYooAyLbwl4cs7e4t7Tw/pcEN0oS4jiso1WZR0DADDD2NJD4R8N21pcWtv4e0qK3ugonhjso1SYKcruULhsHkZ6VsUUAZEPhLw5b2M9lB4f0uK1uSpngSyjEcu05G5QMHB6Z6UieEPDUdjLZR+HtKS1mYPJAtjGI3YdCV24JGeDWxRQBjjwj4bGnHTx4e0oWRl84232KPyzJjG/btxuxxnrSnwl4cOmjTj4f0s2Ik80Wv2KPyg+MbtuMZxxnrWvRQBjt4R8Nvp6WD+H9KazjkMqWxsozGrkYLBduAcd6WTwl4cl0+Kwl8P6W9nAxeK3ayjMcbHqVXGAT6iteigDHl8IeGp7OC0n8PaVJbW27yIXsoykW45bapXAyeTjrRceEfDd3b29vdeH9KmhtVKwRyWUbLECckKCuFBPpWxRQBkXXhLw5ew28V74f0u4jtU8uBJbKNxEn91QR8o9hSXXhHw3fLAL3w9pVyLeIQwiayjfyox0Rcrwoz0HFbFFAGPd+EPDV+8b33h7Srlo41iRprKNyiL0UZXgDsKW+8J+HNTuBcaloGl3kwUIJLiyjkbaOgyRnArXooAyLzwl4c1C9N5f8Ah/S7q6OMzzWUbucDA+YjPAAH4Ut34T8O39+b6+0DS7m7Ygm4ms43kJHAO4jPGB+Va1FAGTP4U8O3OpHUbnQNLmvS4kNzJZxtJuHRtxGcjA59qB4T8OjU/wC0RoGli+8zzvtX2OPzd+c7t+M7s85zmtaijYDJXwn4dTU/7RTQNLW+8zzftQs4xLvzndvxnOe+c0QeFPDtrqQ1C20DS4b0OXFzHZxrIGPU7gM5OTz71rUUAc/DFfXHj5ruTTbi3s7exe3W4leIrMxkRhtCuWxhT94LXQUUUdEu3+dw6t9/+GCmyo0kLokjRMykCRANyn1GQRke4Ip1FAGHB4Vtit2dWvLvWJbu3NrJLelARCesYWJUUAnknG48ZPAwWXhk2nmyyazqN1eNAbeG8uPJMluhwcIBGEJyAcsrE4Gc4rcooAydH8PppV7d3st9daje3aoktzdCMMUTdtXEaIuAWY5xnnk8DFzUdL0/WLX7Nq1jbX1vuDeVcwrImR0OGBGatUUPUDm7P4e+FLOK7iXQNNliup/PaKWyiKqQuAFG3gDnHpub1qSw8G6doun3dr4dZtGa6nMzz2UECuOSdoDRldoyQAQcDpXQUUAYE/g6wuLSOGae6d184yTs6mSd5YzG7scYztPAAAGAAAABT18MfZ4rldM1fUNPe5nWeSSAQsxKxJEF/eRsMYRT0znvjityijzAwbfwpb2tnpllBPIbSyuWu5EkUFrmUlm3MRgD945fAAGQuMAYrQ1TT7nUI41tdXvdMKklmtEhYv7HzY3/AExV6ijcDDbwpZL4dstIs57mzSwZHtriBl8yJ1/iG5SpzkggqRhjxRc+Gnnkt7iLW9Str+GHyHvYRBvnTOcOrRmM88ghARzjAJzuUUAcpfeGb/UPErSNquoWtodNjtpZrdoVe5YO+4MShKnBzlNnXgjHHTWttDZ2kNraxiOCFBHGg6KoGAPyqWihaK39d/1Dd3/rt+gUUUUAYWoeGpb/AF631Qa9qVsbYkxW8KW/lqCAGHzRFjnHOW78YqObwdaTX0sn229SynuVup9NVk8iWUEHccqXHKqSoYKSOQcnPQ0ULQDEvPDf9o6rFdX2rX09tDOtxHYMsIhV1+6ciMScHn7/ANcjiifw39s1iC+v9WvrqK2n+0QWUiwiKJ8EAgrGHOAx6uevOa26KNg3Ki6ft1qTUftd0d8Cw/ZjL+5XDE7wuOGOcE+gFWyAQQeQaKKOlgMHSvCNppNzA8d5ez29nu+w2k7qY7TcCCEwoY8EqN7NgcDFXrXSTaX+o3Q1C+lN8ysIppg8dthduIlI+UHqRzk1oUUAcxovgiHRrG4sX1fUdRsblZBPbXiwETGT77u6RK7MeeSx/lVi18KLbiVpdY1O5uDataQXMzx+ZaxtjIjKoBnKqdzBj8o5rfoo3A5vSPBNnpmkHSbu8n1jS9m0WWowWzx53btx2xKWYnklickknnmrWi+ENC8PajeXujaZa2ct3tDeRbpGEUADau1RgHGSPXmtqijzAKKKKAM3XNFh12xjt5p5rZ4Z0uIZ4Nu+ORDlSA6sp+hBFZ8Xgy1jsbqJ9R1CW5uLxb43ryp50c6oqB1woUcJ93aV5Ixt4roqKNtv62/yX3AY0/h37XpcVre6rf3FzbzCeC/PlJNE4yARsjCdCRgqQQSDmmXXhp7yys459b1I3llMZodQAgEwJVlIKiLyyNrEcp79ea3KKAMPTPCllpTWjQT3UrWk1xMjTShyzTMWfccZPJ4/XNS6x4eTVdQtL6O/vNPu7RJI0mtfLJKPt3KRIjDnYvIAPHWteigDnV8G21vY6fBpupahYz6fG8UN3FIjytG5yyP5iMrAkKclc5UYPXMGu6Nc6zeaRpsttcTW9nKtxcanNJEolUKytHtXBYvkBhsVME85AFdTRQHSxUvtP+3S2b/a7q3+yzibbby7BNgEbHGPmXnOPUCrdFFAGDqfhG11O/uLg3t7bR3saxX1tA6iO8QDAD7lJHBIyhUkcE8DF+40oT6tY3y3t5ALJXUWsMu2GbcAP3i4+bbjj0q/RQBlXWhm+1Lz7zUr2W0DK66cfLWAMuMEkIHbkZwzkZ7dKqv4Qs21OS4+2Xi2s1yt3LpwdfIedSCJOV3j5lVtoYKSMkcnO/RQtNUBzi+CrRbzcdQv2sRefbhprNH5Am3792dnmH5/nwXxntjitW10mG11a+1ISSy3F5sVjIQRGiDCouAMLks3OTljz0xeoo2Vg3dwooooAKx7Lwxp9iNSWPzHTUS3mK7D5FYsxRSACF3SSNySQXPOMAbFFJq6sx3aOb0rwZHpVxBcLrOp3MtrZPY2xmMOIIm2fdVY1UkeWMEgk988YdYaLceGI767gvdX157mTzXtH+yKzSHaCykLEAcAcFsYHTNdFRVXe/8AXcWmxiQalqOq+ZaSaLrGi70OL2R7NvLPsFkk5+qketVLXwTBDot1pd1q2pXsE8/2lGmMKvbzeYZfMQxxrz5h3fNkcAYxkHpqKQGJbeGzaw3jJrF+2oXmwSak6wGYKn3VA8vywoy3Gz+Jj1OaS08Mmys71bfWNQW9vpVmn1HbAZmKqqj5fL8sDaoH3P15rcooAxbLw1DY6TqNol/etPqTPJc329EnLsgTeCiqqsFVQMKOgPJyTq2sH2Wzht/Nkm8qNU8yZtzvgYyx7k9zUtFAGZrOhxayLaT7Vc2V1aSGS3u7VlEkRI2sMMrKQQSCGUj8QCIW8NQ/8IzNo8F/qFt55ZpL6CfZcmRm3M+8DAYnPQAAHAAGANmigDL1TQl1JrWaK+u7G8tAyxXdsUMgVgAykOrKQcAnK9QCMVEnhaxS2063ElwYbC4N0EZwRPMdx3ycZJ3MX4wN2DjgY2aKA8jO1TSZdTaMLq1/ZQAFZYLUxqJgeoLFC68cZRlPPBzg1nan4Oi1DU9PvLbVr/TTp0JitobVYGijzxuCyRPhtvy5HQZA6nPRUUAMhRooI43leZlUAyOAGc46nAAyfYAe1PoooAKzLnQbS61+21eQyCe3TbsUjZJjdtLcZJXe+MEfeOc8Y06KA8jmbrwPa3OoXM/9p6hFBdXkV9LZxNGImmjKEMTs3nPlrkFsew4xZuPDMs/iaHWv7e1NHhVkjtkW38oRsULJzEWwSi87sjsRW7RQtNv66fkBgr4h1MyBT4P1pQTjeZrLA9/+PjNV7PwPa2V9azpqeoPBZ3ct5bWbNGIonk37vuoGYfvG+8xI9euemooAx9P8Pf2XftLZarfJZM7yf2cfKaBWcktglPMA3EtjfgE8DHFGl+Hv7IuD9k1W+NiN3l6dJ5TQxbjn5W2eZgEnALkDoBgADYooA5rTvBFpp1xauupajPHZRSQ2lvNInlwRuMbQFQFsADBYs3HXrWmuhWY8LjQH8ySy+x/Yzub5mj2bOSMc47itKijdNdw2dznLHwZa28sj3+oX2q+ZZNYFLwxhBAcfKFjRAOnXGTnknAxPBp93oGnzsl1quvqEVIrKU225R0wrFY88dS7kkDueu5RQ9QVl/X9djE8IaG+geHILSfH2hiZJcNuCk9EDdwihUB9EFX9K07+y9PW1+2Xd5td3868l8yQ7mLYLYHAzgegAFXKKb1Aoazo9vren/Zbl5YisiyxTQNtkhkU5V1PIyD6gg9CCCRUFloEdnp97B9uvJrm+LG4vndVmZiu0MNqhVKqABtUDjOMkk61FK2lg63Mmfw/Fc+Fl0K5vr2aAwrBLPJKGmnQYDB2I53AEMcA8nGOtT6tpEGr6PJpk7yQ20oVZFhIXegIynIPysBtOOcE4Iq/RRuBi+I/DUXiO1tbeW/vLKO2mWYLaiIrIy/dDrIjqwB5AIxkA9hTLnwwbqOzkk1rUl1Gz3iPUkEAmKv8AeRl8vyypwvBT+EHrzW7RQBV03ToNK0+KztAwjjycu25mYklmJ7kkkk+pq1RRQBja5pF/f32n3uk39tZ3FkZMfabRp0cOoB4WRCDx1zWVq1h4gl8TaFJZ3dolzFZXa3F4+nyPBktDgBBKCpODjLn7p69tfxF4ks/DWnm6vY7iY7Swhto97lVxubkgBRkZJIHIAySAZdX1eTS44zBpV/qbuGYpZqnyKuMktI6r3GBncewODhaLX+thq9zHi8IXel/ZpfD2rJbXUdu1vO95a+ek4ZzIX2q6bX3sxyDjDEY6YdF4RudKNnL4c1OO3uILQWkz31r9oWdAxYMQrxkNuZjkHHzH5emLM3i2Fo9MfSdNvtX/ALTtmuoBa+UhES7Ms3mumP8AWLx161f1LVRpugyajNbyB1jBW2ZlDtI2AseQSu4sQvBIye9Nq39ev/BFv8/6/Qq3Hh97m+1C6lu1D32mpYsFiwEKmQlx83fzent1Oa07G2+xafb2u/f5ESx7sY3YAGcfhWbqPiW10q8sLO7hme5vJY4ituu9YS5IBZjgAZBA7nBIGAcJrXiWPQ5CbnTb+W0jVWuL2JE8q3VjjLbmDNjqditgdaP+G+7/AIcTd9/66foVvEGhazq2q6fdWGrWNpFp832iKOfT3mZn2OhywmT5cOeAAcjrUGr/AA/0zVZHnW4v7Wea7iup2h1C5VJGRlJxGsoVSQoAYDK8EdK0b3xBLb6y2nWmi6hqLpEkssts0CpGHLAZ8yVSfuHoDWzQtNRvXRmVp2lywa1qGoXbq7TCOC3CsWKQIMgEn+Iuzk/hycVRu9B1q48YWusxatYRwWsckKWzac7MY3KFwX84Dd+7GDtwM8g1aOsX0ni+TSLWxt3tre3inuLmS6ZHUSGQALGIyG/1fOWXrWzR2YPsYV3oeoanq0Emqahavp9rcrdW9tBZlJN6/d3yNIwIGc/Kqk8c4yDu0UUbKwdbhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVjwavenxZJpF3Y28cJtmuILiK5Z2dQyqQyFFCn5uzNWxR0uHWwUUVHcTLbW0s7glY0LkDrgDNJtJXY0ruxJRWXomsz6xD5smi3+nRMivG928BEgPPAjkcjj1A61Fo3iiw1281GCyWYJYOFaeRQI5Qdw3Ic5KgowyQOnGRg1TVtybpmzRVHTNb0rW4nl0bU7PUI422u9pcLKFPoSpODVySRIYmkldUjRSzMxwFA6kmk9Nx7jqKwdL8Vxa3olxqWk6bf3IhmMS2+I45JeFIZd7hQCrBvmIOO2eKmtvEJvNJnu7TSb6W4t5jBNYAwrMjjGRlpBGeCDkORg+vFAGxRWNb+KtLbS2vdRnTSVjleGVNQljjMTqcFSdxU9RyCRyOasyeINGi0+a+l1axSzgkMM1w1ygjjcHBVmzgNk4wec0AaFFV4dQs7jTxf291DNZshkW4jkDRlf7wYcEe9UIvEVnF4ft9X1ua30iC4AZTd3CoAGyUBZsAMVwcdjkc4zQBr0Vhar418PaMuntf6vZxpqBHkObmMKyEEiTJYfJx94Z6j1q1ceJNDtNPgv7vWtPgs7k4guZLpFjl/wB1icN+FAGnRVDUNd0nSF3arqllYr8vNzcJGPmzj7xHXa2PofSr4OelABRRRQAUVkXGrXlt4ps9NksoDZ3iSGO5W5PmBkAJBj2Yxz13n6VZl1zSYNWj0ubVLKPUJRmOze4QTOOeQmcnoe3agC9RVGXXNJg1aPS5tUso9QlGY7N7hBM455CZyeh7dqG1zSV1hdJbVLIakwytmbhPOIxnOzO7oM9OlAF6ioRd2zXrWYuIjdLGJGgDjeEJIDFeuCQRn2qYnAyeBQAUVz+m+MLTUtQtrdLK9ghvVdrG8mVPKuwnJ2YYsOPmG9VyASM1vk7VJOcAZ4GaOlwForCsvFUVzdT291puoadNHbG7jju0QGaIHBZdrtjBxlW2sMjipNN1661Gwkux4e1O3UQiWFJpLbdcZGQF2zEA9PvFRz1o/r+vuA2aK5+08WpLfXltqWk6hpLWVqLuZ7swMojJIHMUj8/K3B/umtHStTm1NJHk0q+sIxgxtdiMGUHuFV2Zfo4U89OuAC/RRRQAUVFdXVvY2slzezxW9vEpaSWVwiIPUk8AVXh1rS7jSW1S31Kzl09VZmu0nVogF+8d4OMDBzzxQBdoqhDrukXOkvqlvqllLp8YJe7juEaJcdcuDgY+tOs9Z0vUIIJ7DUrS6iuHZIZIJ1dZWAJIUg8kAHIHoaALtFUpta0u2gaa41KziiUuGkedVUFDh8kn+E9fTvTLjxBo1npcOpXer2MFhPjyrqW5RYpMjI2uTg5AJ4PagDQoqlea1penael/qGpWdrZybdlxPOqRtkZGGJwcjpUltqNleMotLy3nLwrOoilVt0bZ2uMH7pwcHocUAWaKqrqmntDazLfWxivGC2ziZds5IJAQ5+Y4BPHpVqgAorA1fxfa6Rd3ETWV7dRWaJJfXFuiGOzRujPuYMeAWIQMQOSORneBDKCpyCMgjvQAtFYF14utbXUprf7FeTW1tMkF1fxqhht5GxhWywc/eXJVSBu5IwcWE8SWUviZdEijuHnMUknneXiLMZQMoYnkjzF6AgcgkEEULUDXorFfxLHDrkOn3WnX9vHczG3t72VEEM0oUttA3bxwrYJUKdvBORmJPF1vJqUduun332SW6azj1DEfktMpYFcb/M+8rLkpjI64waNw2N+iiigAopssscELyzusccalndzhVA5JJPQVGLy2MkCC4i33CloV3jMoAySvqMEdPWgCaiqFnremapJcw6RqVlfXFqds0UFyrmNuQA+3JXkEcjsag8P6tdatBeDULOG0ubO6a2kSC4MyEhVbIYoh/i/u0LUHoa1FR3DTLbSNaxxyTBSY0kcorN2BYAkD3wfoay9E13+0fD76lqcUOn+RLPHOPtG+OPypGRm3lV+X5CckDigdjYoqjaa5pN/psuoWOqWVzZQ7vMuYbhHjTaMnLA4GByfSm22v6PeaXLqVpq1jPYQ5826iuUaKPAycuDgYHJyaBGhRVK21rS73TH1Kz1KzuLGMMXuop1aJQv3iXBwMd+eKtxSxzwpLA6yRyKGR0OVYHkEEdRQA6is3WNaj0hbdBbXF7dXUhjt7S22eZKQCzY3sqgAAkkkDt1IBk0bV7fW9NW8tVkjG945Ipl2vFIjFXRgCRkMCOCR3BI5oAvUVmatrY0ua3t4bG61G7uQzR21qYw5RcbmzI6KANyjrn5hgdapt4q36Jb6pZaLqV7byo7SiHyVa32nDBw8i5IIYfJu+6cdsl9Lgb9FYl54mWJrBdN0u+1Y31u1zELQxJiMbPmPmyJ13rx1qW/142TW8EOl319ezR+abO2Ee+JO5dndYxzx97k5xnBINgWuxrUUiksgJUqSMlTjI9uKWgAooqs+o2SQ3Ez3lusVqxWdzKoWIgAkMc/KcEHn1FAFmiqMut6VBqsWlz6nZx6hMu6K0e4QSuOeQhOSOD27Gqv8AbF5H4wTR7iygW2ntZLiC5S5LO2xo1YNGUAXmTghj07ULV2A2KKKox63pU2rSaVDqdnJqMQ3SWa3CmZBwclM5HUdu4oAvUVR/tzSTrB0kapZf2kBk2X2hPOxjd9zO7pz06UJrmky6s+lRapZPqMYy9mtwhmUYByUzkcEHp3oAvUVXTUbKWOB47y3dLhC8LLKpEqgZJU55GOciobTW9Kv7t7Ww1OzubhI1leGG4V3VGAKsQDkAggg98igC9RVLTtb0rWDMNJ1OzvjA22UW1wsnln0baTg8Hr6VDB4l0K5a5W21rT5mtWC3AjukYwknaA2D8pzxz34oA06Kj+0wfajbedH54TzDFuG7bnG7HXGeM021vLa+txPY3EVzCSVEkLh1JBIIyOOCCD7igCaiqOr6tBo1h9puEklLOsUUMIBeaRjhUUEgZJ9SAOpIAJqPRdbi1lLkC2uLO5tJfJubW5C+ZE20MM7WZSCrKQVJHPrkA3A0qKp6lez2Nuslrpl1qTltpitWiVgPX946DH4556VkReNLRtCutSuNPv7Y288lv9ldEeWSSMEsF2OykDDDO7A2tkgAmldDsdHRWVLrp/seyv7HTL7UPtiLJHBbrGHCsu7LF3VBgerdemaqf8JjZzafp1xptneahNqKM8FnAqLLtT75bzGVV2kgHLdSAM03o7MlNNXR0FFU9J1S31rSoNQst/lTLkLIu1kIOCrDsQQQR6irlGwzm/HkeoXnhO807StKudRnvImjHkyQoIz6sZHXj6Zqv4jvvEVzpFlDpGhahH9sYretHNbC4tIx2UGUIXboGDEL15IAra1bXrHRGt1vjcl7gsIo7a0luHbaMn5Y1Y4A74q5aXMd5aR3EKyqki7lE0LxOPqjgMD7EClug2Zyep6VDJpWlLbeF9bWS2t3ht47LU0tWtFO0bJHS4XIOxTxv+768G1DZanc3mhafq7NcnT7dbu+ugmI57gDagBwAed78dNqZAyK6iiqvqLpY5Xxn/ac8ulxaZoV7qC219BdySwS26qFRjlf3kqnd+GOetVvE763qWo2lj/wjt/caH5az3YtprYSTvnIgYPMu1BgFiM7vu9M56dNThk1yfSwsnnw28dwzEDaVdnUAHOc5jPb0q5SWi+d/wBP0G9/lb9f1OO8T6XeX+oGXRtM1a31SSBEi1OLURDbQkElfNiEv7zaSeDEwOcdDx2IyAMnJ9az7rXdNstWtNMubtVvbw4hgALMeGOTgfKCEbBOAdpA6VFdeJNPtNW/s2Rb2S5+TcLfT55kTd93c6IVXp3Ix3o6WB+ZTsv+Sjax/wBgyy/9GXFU7nwlqk3iU6kmubLfz1l+zb777oIO3AuxH2/557fVTWrq1vo1tqlhqV5pVvc6m8y21rOLdGnUnJO1zyAF3scHoG69DYGu6a2vf2Ml2ragI2lMKgnao25yQMA/OpwTnDA4xQt0+o5a3+X+RhDwjqg8Tf2kdczb/afO+zb777u7O3H2vy/b/V7f9nHFEXhHVI/E39pNrm63+0GX7Nvvvu5ztwbsx/8AkPb/ALPatiPxJp82sPpkK3r3Echid10+cwqwGSDNs8scf7XtWrQtLNCet0zktM8I6pZeIF1CfXPPgV3Y2+++OQQcDD3bx8Z/55444A4wmieEdU0zWFvLrXPtUShgYd98c5BA/wBbeSJx/ufTHWuuoo2Vg3OQ0bwfqum6kbm6137THsdfL8y+PJGAf3l468f7ufQjrS6J4Q1TTLuWW61z7UrwPGE33x2sejfvbyQcewB9GFddRQBx2l+DdWsGuzca99o8+2eFP3l+djNjDfPeP0/2drejCnab4P1Wytr+OfXfPa5gMUbeZfnymz9757xz/wB8FG/2q6+igDkdO8IapZafqFvPrnnyXUYSOTffHyiD1+e8Zv8AvhkPuabZeDtVttJ1C0l17zZboII5fMv/AN1tbJ+9eM3PT5GT3yOK7CigDkbTwhqlvod/ZSa55k1yUMc+++/dbTk8teM/P+w6e+elMh8G6tFodzYtr26aaVHSfzL/AOQDORk3hfnP8LqPUGuxooA48eDtVHh1tP8A7e/fm5EwuPMv+F2425+2eZ15/wBZt/2c805vCGqHw2umjXMXAufONzvvuV2425+2eZ7/AOs2/wCznmuuooA5CTwfqr+HodPXXds8c7StceZf/MpGNuReCT85Cv8AsjrS3HhDVJvD9pp6a5sngkd3uN9984PQZF4JOP8Aadh6AV11FG4bHHXXg3Vp9HsbSPXvLltjJ5k3mX/7zccj7t4H4/23f22jinX/AIP1W707T7eHXfJktY2WSTzL8eaSc5+S8Vv++2c+hHSuvooA5HU/CGqX1pp8UGueQ1rB5cj774ea3975LxD/AN9lz/tU3VPB2q36WQt9e+zm3tlhkPmX48xhnLfJeJ1z/Fub1Y12FFAHH6t4O1bUJoHt9e+ziK3SJl8y/G5lHLfu7xBz7gt6sadrnhDVNU1EXFprn2WMRqnl774cgcn91eRrz/u59Sa66igDkdX8IarqOtNeW2u/ZoTsxDvvhjAAP+rvETnH9z65OSV1bwjqmoa899b659ngZlIg33wxgAHiO7ROcdkHvnnPW0ULQNzk73wlql14kOoxa55VuZlk+z777oMZGFu1j5x/zzx6g85QeEdUHib+0jrmbf7T532bfffd3Z24+1+X7f6vb/s44rraKFpawPW5yUXhHVI/E39pNrm63+0GX7Nvvvu5ztwbsx/+Q9v+z2pbHwlqlr4kXUZdc823ErSfZ998cg5wMNdtHxn/AJ5444A4x1lFC0sD1vcwJP8AkpFv/wBgmX/0dHW/VO30fTLTUZ7+0060gvbnie5igVZJf95gMn8auUL4Uv63b/UX2m/62SM/T9OurO4mkuNZvtQST7sVykAWLn+Hy41PtyTVu6UPZzK0LTgxsDEhAZ+PugkgZPTkj61LRSaurFXs7nDadoGryW2oW2mHUvD9lNZi3ii1S8+3SJJn/WKBM+xQnygCQZJzgbQSad4Z1ayn1yHVIrO90mfTorWO0060+zNMqq67E3TkJhTjkjORgjBz3NFN6/1/XcS0d0c14Rj1yIXUWri9FkgjFp/aZtzdAgEOCbclCn3cE/NndnjFXvE2kXOu6K1haXcNt5jqZfPtzMksYOTGyh0OG6Hnpkd616Kb1BaHHaVpuu6ZYa//AGzCdSF5dl4odJQWsrqyqpdXa4+UccDcrDaTk5AD9KsL3TvDWoRy6XqbwXNwzW+nxXqfbIo2Cht0/mjLF9758wkBgNxxgddRS6fK33B/w55xN4U1W40mOOPTmSJZr2W3tridJJrcS2zKPMkLHe7SMx3bmI38txVj/hHbyzsbof2XqXmrqMNxZNpMtsskG20jiLgSsE28Om0g9enQ139FHVvvb8AWn4/icjNBrepeF9O0jWoma5v5jHeyKg+S2UliJCvyB3QKjbTjc7FeBVzxZZzXCWMtlaatJdW0rPDPpUlsrw5Uqci4YIwIYjGG9eODXRUUPUDlr2212bw7ol1eWi3mqWNzFcXNtbMiGT5WVgpZgu4B84LAcEA9KoeINP1q91iz1i0tdWhjexa2ktbI2JuISX3EN5+6MqwAzsfOVXhh93uKKVl+N/wt+Qf1+Nzzr7HJpOuQWGn6Fd6pLH4eitY/Pktw8Cl3GJXLAYOBu8sN93oeK7bQ7CTSvD2nafPL50lpaxwvJ/fKqAT+lWxBCLg3AiTzigQybRuKg5Az1xknj3qSmm7ev+bf6ia1v/WyX6Gff6ddXl1DLb6zfWCR/eht0gKy8/xeZGze3BFaFFFAzl9Yl1M+MdLltvD9/c2tn5gkuY5bYIfMUDIDShuDnPyjpxms270XVn/tLSF0nzVv9UW9XVfNj8uNA6MCwLeZ5ihNqhVI4T5hzjuqKSVnf+un+QPVWOPltNXt/GjT6JZ6lbwXVyj3zXD2zWUyhArOBuM6vtVVGAFyoyMZNEVprFr4yd9ItNStrG5uzLe/a3tntJBs2l49rGZXO1MA4XrkDOa7CimtLA9TORJP+Emmc6REkZtEA1MOm+Q7m/ckY3YH3s5x81XpY/NheMnAdSufrT6KTSasx31uec+GfCF/b6hof9q2Nx9q0UsJNSuLpJEnURPEiQIp/dqQwLDYmdi53n5q7a1vNRlv9Riu9KNvb27KLScXCubsFck7eNmDxg9etaFFU23uI4rw+usXuoX+oeKPDl/De3EDxovn2zQwQjpBGVmLFm6lyFycfdAAqz4W02+sdQnkis9T07S1txGljqWofapGkB++p8yQIoX5cB+T1UYBPWUUttv6/q/367g9d/6/r/gHHv4c1DVPBmspfKItV1gtM8TS4EWMCOEumcAKqglSeSxHWpfC2kG01q7v7bQT4etJoEjazLRZmlDEmUrEzJ0IG7O49wABnq6KOtw3ViO4jaa2kjjmkt3dSqyxhSyE9xuBGR7gj2qvptlPYWzR3Wp3WpOX3CW6WJWUYHyjy0QY79M89auUUAYvitdVfRQNDjaS4E8RcRCIyiMMNxj8393vA5G7j8cVyll4e14abd3F9aXN1INcj1FbS6mt/NuolhjXDeWBEHDDcBwNyD5v4q9FooWjv/XR/oG6t/X9anMa1DqGs6bpt6ujXKPY363MmmXEsIknVQwGCrtHkMyuoLAZQcjg0aq+p3n9i6tBoV5vsrt3msGlgE+0xSRgg+Z5Z5YHG8ce/FdPRQD13OG0nw1fS3uj3Os6ZGrWuo6heMhlWQQmWRjGwPc4bjjI9qta7pmp6e9hB4Xt7uKyDXDztpxtjcI7sGwDc5URlixIUE5C4GOK6+ih6jvrc4DSdF1jQrPw3d3Gky6jLp9lNay2dvPDvhd2UiRNxRCMKVOCpAYYGMgXfFqXTzaReWCNZ6jqKvpjxyMvmRpKm4t8pIZoym7AJGA2DXZVW/s2x/tP+0vsVv8AbvK8n7V5S+bsznbvxnbnnGcUeT/rv99xbFG5sUsodHtNP0SC8tradI03Mi/YUVCBKoYckcLgc/N9a16KKL9wPPPEnhTULzWdbQWE+pWmrojW4+0oltbTCMRl54yVMgG1GHEnI4VTyew8y+sb3TNPtdONzYmJluL03Cqbfao2fIeX3Hjjp3rTooWgPVnEa34bu9S1i9srOLVbaxvpElu3M9utnIQF3MAMz7sKBt+VCRzwTm3ftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDXWUULS3l/wwdzjidZ1Dxwk2reHr/wDs6xmK6e0U1sYtxG03MmZQ+cFgqheASeScLm2vh/WV8VRXTaXLFdJqklxLeebD9haBiR8sQYuJvLIG/YrltwLleD6HRQtLf1/X9LYHrf8Ar+v6YVnwaddQ6pLdyazfTwvnbZSJAIo8+hWMPx7sfxrQooAR0WRGR1DKwwykZBHpXJaBoep2Pmi5ij3aZavY6WZWDK6FiQ5wc4KrCpBwco3YgnrqKVh3PPvDWneJY/ElrqesWuotHb6VLA8dw9kuJS0TBIlhx8h2sAXY9OdvU7fhNtSW81f+0dDvdOS6vGuonuJIGBUqi7f3cjEN8pPTHvXTVXvrCz1Sze01K0gvLaTG+G4jEiNg5GVPB5Gaq/8Al97uTa/9eVh91M9vaySxW8t06KSsMRUPIfQbiFz9SBXC2+m63eeDbqxl0O4tLiHVDfrBdTw7buM3ZnMQMcjAErx82FyRyRk11WneFfD2kXYutJ0HTLG4ClRNbWccb4PUZUA4rVpD6WOLl0u61MeINQ1DRL6CPUILe3TT4ZoFunMZY+buEnlg/OMZfpHz2FKlprN/4T1C21+z1S7BnQ2aLJapfgKVYOxRlgysgLDB5UDIJyD2dFAHNaWNcbwrqS65YtqEp80WtpemBZriPZxHMY8wgs24ZXjaVzzmt2wDLptsHtVs2ESA2yEFYTgfICOCB0444qxRTuBy3jHSL+9utLvtPju7hLR5EurayuVgnlikUA7HYrghlUnDIcZw3Yt0aw1Dwx4Ou30zRElvZZ5LmHSkuEjChmG1DIcqGCgFjyC27k5yeroqUrXt1DexyXjDTb3UbrSpRpl1fWkIlM0enzxw3UcjKApSVnQquN4ba4JyAcrkVU/sq+j8E6dpGq6JqN+6o4KaXeRWixLkhEl2yxBvkIDBVZCQeOldxRRbSwdjjNU0i8fSdKivtN1PU9Vgs/Ja90rUBZIjkLu3bZYztLKDwjYx93tVLVPCtzLeQ3Ov6GniuWbSobSUgxKIrhC5Mu2QqAG8w/Mo3Lg4HNegUU3r/Xr/AJgtFb+v60KWi2tzY6DYWmoXH2m6gto45psk+Y4UBmyeTk5PNMv9Oury6hlt9ZvrBI/vQ26QFZef4vMjZvbgitCim3d3EtFYK5XUdAu5vEzrBEDpeovBPesCo2yQknkZyd4ES8AjCNnHGeqopdbj6WPPNf0rxRqWuTxR2939jGp2txF5JtEtniR4mLOWzOZRtbptGFGD2OzeSaofiDY3Mfh+/ksre2mtXu1ltwhMjwsHAMofaBG2flz6A11VFCdreX+Vh3CvPLfSvFF14r0yfUbe7W3stUnmcZtEtVjZJlRogmZiSHXdvI5YnB7dKvgXwksgkXwtoocHcGGnxZB9c7a3qFo7i6NHMeGIb/RvM0i60e5Km5nmbVElhMU292cMw3iTcQQD8nUdSOaPCUOoaRYx6JeaPcJ5PmF9SWWFobhixbfw/mbmzk5TrnkjBPT0UraWA4HRNK12NNBsbrR3t4tIs5raW5e4iYSuYwqlFVidpx1baRxla09I8MDSfA+nQ2Om2sWr2GltBBHIf3YldAXV9pwwZ1BJ5z1zXV0U3rfz/wCD/mO+qfb+v0PONP0DxNqF1qD376lbG50WSyjuL97QPHMSMbVthwgySCST16d+jsbZtV8MzaFqWgXGkWy2gtvmkhaIjbt/d+W5OBjILKvbgdB0lV76ws9Us3tNStILy2kxvhuIxIjYORlTweRmh6q39df8xLR3/rp/kc/4HE9/pra7qIQ3l8qRB1OQ0UWVUqf7rNvkHtIK1tASRNHRZtHi0ZvMk/0OF0ZV+dsNlAB833j7tzzWiqqiBUUKqjAAGABS027sS0VjnvGel3+p6RbtpJk+02d3HchIpFjeVRkOiswwrFWbBOOccjqKvhnSJ9Ht9Y1C30iS1lu2DwWM9yrzSFEwDLJuYF3bPzbm425PYdXRU2snbqPqm/6/q5kXN3rUnhP7Ra6aINZmgXbaNMjrBK2B8z5AZVJycdQOOaqX9hNo3gc6VpVhdanJ9ma3AieJXZmU5kYyOo5bk8k5boa6KiiSUk13HFuLT7HEvc+J7XwJpllpegXsV8I47W4Pm2xkt0VAGlQGXYxOMKC3HUjjBqXvh268rQ7jT9I1aGxtbeazutLhvYorp1ZlZWMokwfmTLYlVju5J+ZT6DRVN3k5dSYrlSS6GL4R0Y6D4bhsmhitz5ss3kQ42Q+ZIzhFxgYUNjjjitqiihu7Gch40WZNW0S5juNVtIomnElzpdibqRMoAAV8qTAPrt/GszxA+lT634aOuwahq1o1hd5jm02WSSZt0GDLbpGPrhkCg7TgECu8vL210+1a5v7mG1t0xulmkCKuTgZJ4GSQPxqhq11oelXVrquuXtpYyRq8EE91ciJfn2llG4gEnywfXj61KVnf+trDT1OIj0lLe30tPGeh3Oo6ZHYyJb2v2Jr0W0hlJVWjQOQwi2KH5C7WGRnmRdM8mPRh450m51Owi00JHbtZvqAguNxz5iIHJfy9qhyCBtf5vm57jU9f0fRVibWNWsdPWbPlG6uUiEmMZ27iM9R09anl1Gzh0t9SkuY/sSQmczhsp5eM7gR1GOeKe2v9df8AMW+n9dNvuOM17wzaa1rerS3Oktc266DElmrwsEWTdORsXoJFBXHG5d3GMnPZaWZjpFmbnd5xgTzN4w27aM5980smoWkCW7XFzHB9qdY4BM3lmRyMhQGwS2AeOvFR3Ws6XY31vZXupWdtd3JxBBNOqSS84+VSctz6U+tv66/5g3fX+ui/Q5nxbewWviTQilhqErW9/wDabqS00u4mUJ9nlQEvGhBOSoxkkccYpNde6g8QSS+HrrWBqc4hH2T+zt1lKAeskzRYUBSc4lB44BPB6LUPEmh6TeJaaprOn2VzIAyQ3N0kbsCcAhWIJ5GK0qSB6/cYFv8A8TbxpPcHm20eP7NF6GeQBpD/AMBTYoP+24rLvb63g+JemeTYaiIoba5hmmi0q4MQlleEr84j2nO1iWzgYOSK6KTXrGLXU0cm4e9aNZCsdpK6IrbgC0iqUTOxsbiOlaNC0s/68wfU4wG7tvFxj0G61iUTXvmXtrdafss0jIw7pM0SljwMBZGyT0xkjs6KKForB1uFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWfb65Y3OtTaVGbhbyFDIyS2ssasoIBKuyhXGSPuk1oUdLh5BRRSO6xozuwVVGSxOAB60ALRWZp/iXQtWWZtK1rTr0W675jbXaSeWvq20nA4PJ9KfpfiDRtbMg0XVrHUTFjzBaXKS7M9M7ScZwfyoA0KKKKACioLS+tL9JHsbqG5WKRopGhkDhHXhlOOhHcdRTbfUrG7s3u7W8t57ZCweaOVWRSvDZYHAxg59MUAWaKjtrmC8tY7m0mjnglUPHLE4ZXU9CCOCPepKACiiq9jfW+o2aXVlJ5sDkhX2kBsEjIz1HHB6EcjigCxRUcs8MDRiaVIzK+yMOwG9sE4HqcA8e1SUAFFFFABRRRQAUVQbW7JNcj0hzOt3KheMNbSCNwBk4k27CR6bs1foAKKKKACiiigAoqlba1pd7qE9hZ6lZ3F5bf6+3inVpIucfMoORz61doAKKpWGtaXqrTjS9Ss7027bZhbzrJ5R54baTg8Hr6UabrWl6xDJNpGpWd/FG213tZ1lVDjOCVJwaALtFUtN1nTNZheXR9RtL+ONtjvazrKFbrglScH2qa3vrS7knjtLqGd7d/LmWKQMYnxnawHQ4I4NAE9FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFUrzWtL068t7TUNSs7W5um228M86o8xzjCqTljkgcetXaACiqU2taXb6pDplxqVnFfzjdFaPOqyyDnlUJyeh6DsanN7arfLZNcwi6eMyrAZB5jIDgsF64BIGfegCaiqS61pb6u2lJqVm2oou5rMTqZlGM5KZ3YwQenehda0t9XbSk1KzbUUXc1mJ1MyjGclM7sYIPTvQBdooooAKKKKACikdgiMxyQoycAk/kOtUtJ1mz1u2kn09pisUpikWe3kgdHABIKSKrDgjt3oAvUVHcTrbW0k8gkZI1LMI42kYgeiqCSfYAk1X0rVbTWtPW9093eBmdMyQvEwZWKsCrgMCGUjBHagC5RRRQAUUUUAFFVr/UbLSrN7vVLy3srZCA01xKsaLk4GWYgDnipba5gvLWO5tJo54JVDxyxOGV1PQgjgj3oAkoqC9v7TTLOS71K6gtLaPG+aeQRouTgZY8DkgVn3Xi3w5ZQ28t7r+l28d0nmQPLexoJU/vKSfmHuKANeisu48UaBaxWst1rmmwx3q7rV5LuNROOOUJPzDkdPWrt5fWmnWrXOoXUNrApAaWeQIoJOBknjkkCgCeiiigAooooAKKKz01yxfXm0bdOt6sRmCvbSqjoNoJWQrsbG9c4JxmjyA0KKKKACiiigAooooAKKKKACiiigAoqK5uYLO1kubyaO3giUvJLK4VUUdSSeAPemWGoWWqWaXemXkF5bPnZNbyrIjYODhgSDzxQBYoqnqWr6bo1utxrGoWthCzbFkup1iUt1xliBng8e1QR+JdCl0mTVIta059PibZJdrdoYkbjgvnAPI79xQBp0VnSeIdFi0hNVl1ewTTpDhLxrlBCxzjh84PII60s+vaPa6XHqd1qtjDYS48u7kuUWJ89MOTg5+tAGhRTYpY54UlgdZI5FDI6HKsDyCCOop1AHF/FKbRrfwddy6tcWkNyIJFshczKpLkAHYCeWxxkcgEjoTl/ijxnoGnaXY3MN3pdzc6kslvYXEtxGIdpx5jNKTgRjALAHJIAAJxXY0UmrqzGnZ3PPZn07QtJ8OT6X4x0S2Flp0lpbSXqiZb1P3WTGElQkgxAfLu+9jFa9xe3OvwaDp11avZT3yLfX9sScxRR7WMZOB1kKKQcZG7jrXV1GLeFblrgQxid0CNKFG5lBJCk9cAsTj3PrV3u7v+uv5i6WOI+IGoaBp2qaLNqF/YW2oDULZj9ouFV1gDklgGPC5HJHBwM9BiLxv4i8PTzr4dfUdMtJtUgjlur64njjWK2DZVgzEb3JzsAzjJY8fe9AoqVored/wX+QPV38rf195w/iTWW0XXpr3SNa0ma9ntYQuiSxl7m7Cs5URFZAV3byM+WwGM9Aa7gZIGRg+lFFHQDnrL/ko2sf9gyy/wDRlxVO51DxgviUw2+n7tL89V837DCf3eRk7zehumefKz/snodh9C/4qY61DqN5A7wpDNbIIjFMqFyu7chYYMjfdYdq1aOqY5at/L8jkhqHjH/hJvJOn/8AEr+07fN+ww/6rd13/bd3Tv5Wf9ntRFqHjA+JvJl0/Gl/aCvm/YYR+7zwd/20t07+Vn/Z7V1tFC0sJ63OS0zUPGEviBYtR0/y9O3uGk+wwp8uDt+cXrt6f8sz9B2TRNQ8Yz6wses6f5Nlhtz/AGGGPnBx8y30h64/gP4da66ijoByGjaj4ym1Ipq+n+Va7HO77BDH82Pl5W+kPX/Z/EdaXRNQ8ZT3cq6zp/kwiB2jP2CGPMn8Iyt9IT9MAf7QrrqKAOO0vUfGkrXf9p6d5YW2doP9AhTdKMbRxfvnvwdoP95adpuo+M5ba/Oo6d5cqQFrYfYIU3yZ6YF8+76EoP8Aarr6KAOR07UPGUmn6g+oaf5dzHGDaL9ghTe2eRgXzhuOxaP6mm2Wo+M30nUJLzTtl5GE+yp9ghXeS3zfKL5g3Hq6Y/2uldhRQByNpqHjJ9Dv5brT9t+hT7LH9ghXeCfm+UXzBuPWRMf7XSmQ6j41bQ7mWbTsX6yoIY/sEI3Ic7jt+3kHtyZFx6N27GigDjxqPjP/AIR1pjp3/Ey+0hRF9gh/1W3rs+3bevfzM/7PenNqHjL/AIRtZhp//Ez+07TF9gh/1W3rs+3bevfzc/7PeuuooA5CTUfGY8PQyx6dnUTOyyR/YITiPHB2fbgo57+YT/sjrS3GoeMl8P2ksGn7tRaRxPH9ghO1f4TsN8FH1EjfQV11FAHHXWo+NE0exkttO3XrmT7Sn2CFtmD8vym/ULkejvn/AGelOv8AUfGcenae9jp2+5kjY3S/YIW2NngYN8gXjsGf6jpXX0UAcjqeoeMorTT203T/ADJpIN10PsEL7JPTBvkC/QFx/tU3VNR8ZxJZf2Zp3mM9srXH+gQvtl5yOb5Nvbgbx/tHt2FFAHH6tqPjSGaAaXp3mo1ujSn7BC+JCPmGWv48fQBgP7zU7XNQ8YwaiE0XT/OtvLUlvsMMnzY+YZa+iP4bfxNddRQByOr6h4yh1po9K0/zbH5MP9ghfsN3zNfRnrn+D8+pXVtQ8Yw688Wl6f5unhl2yfYYXyMDd8zXsZ65/wCWY+h6nraKFoByd7qHjBPEhhs9P36Z5ygS/YYW+TjJ3m9VvXnys/7J7oNQ8Y/8JN5J0/8A4lf2nb5v2GH/AFW7rv8Atu7p38rP+z2rraKFpYHrc5KLUPGB8TeTLp+NL+0FfN+wwj93ng7/ALaW6d/Kz/s9qWx1DxhJ4kWG90/ZpnmsDL9hhX5Odp3i9ZvTnyvwHbrKKFpYHrcwJP8AkpFv/wBgmX/0dHW/WXBofleI5dYl1C7uJHhMEcEojEcKFgxC7UDHlR95mrUoXwpev5ti+03/AFskZ+nzaxJcTDVLGxtoR/qntr15mfn+JWiQLx6E1Yv1jbTblZ5VgjMLh5XOFQYOWOew61YopNXVmUnZ3OF0TVmv9Ov9Jl1rSdT0uDTSraxYRmOG3OCpRyZHVjt+Y4YYA5AyDTtI164vNN1SzTxBpNxZ2lh+716xj2QW0mCNrbpHRmUAOcOMAjIGQT3FFN63b6/8H/MS0tbp/wAD/I434e6nDdw3trC4umtzGXvLfWZtTt5SwPCyyHKsNuWQDgMpyc1s+Kn1RdAlj0O2uJ7mZliJtnjWSJCfmdfMZV3AZxk9cVs0US94FpseX6SdTTw7rWlaF4b1S0iOpiBlintRLDD5SBwhM2N4VQM543hgSQRV/wAOT6VD4T1JNe09dG0201KXy11GaFYQwkO1flkYZUgcHjIBGcZr0Gik1f7rfl/l+If53/P/AD/A8ii1SO++GXhqLSNZkUQ6fKtx/Z94VZZI7RnCMyHKkMFOMg/gSDdku5odB1CK78RpbJDq0Xzanqz2n2hWtYpGiFwp3x5Zy4CDHG3AU4HqFFU3eTl3/wA7gtvv/E41NZe98AWKaWs9rdao/wBhtjLcNOyklg8qytkyKEV5FY/eUKeM4pfGn2fS9H0u3j1ax0u2hk2/ZrvVX04XCKhUKs6fOu0lTgA5xg+tda8EMk0c0kSNLFny3ZQWTPXB7ZqSk9bgtDzzXU03U/DXhjW799S06yjnh81pdTni8iNkZQzusgydxUeYTnDdeTVfxRqUUVxpkFpqkK6E9kz295ceJJ7OOaXdj/j5VXMjBeQrNg5Jw2Pl9Lopf53/AAt/wfUP8rfjc8z1HUYRc20HirxS1uzaHFKn9n6i0C3dxlxvi2bWkPTCrw2RlT8uO90J72Xw7p0mrLsvmtYzcqRjEm0bv1zUi6bCutPqYZ/Oe3W3K5G3arMwPTOcse9W6aen9d3/AJ/ghPf+uy/yM+/m1iO6hXS7GxuIG/1z3F68LJz/AAqsThuPUj+taFFFAzj9e8RaLaePdDtbrWLCG4i89ZIZLpFdC6LsBBORnPHrWNqGpf8AE2vvM1e8i8Sx6msdhpiXboJINyhcW+dskZQszSFTj5vmXaNvpNFJKzv/AF0B6qxwN1qsNp8Sljl1OLUnmuI4orK11mRJ7TKYIazU7JEBy5duQGPBCihNUht/iUYZNSi1WWe6McUFnrMnm2Y8vBWWzB8sqpViZDyCw44zXfUU1pb+v6/MHrcyIpbM+M7iJdRumvRYxs9gWPkpHvbEgGMbicgnOcAcVqTBzBIIjhyp2n3xxT6KTV42HfW55P4Qa4vtQ8Jp9stVu9LEkd3pltHmS0UxOshuHb5tzyBCBhBkn/WYDV6Pba5pl/e6lYwXCvNprKl4jIyiLcu4ZJGD8vPGa0aKqTuLY878P+IvDPiHW7zV4dQ0uLT7XTntILMTRmR7ZSGeWSIHKJxhVIBAyTjcAK9lfaP42t/Emo2utadai90wW0UK3KF4baPefOnUNlATIflOMLgHBJA9Mopf1+f+f9dD+vy/y/rr5zaajrWpXOoaxoNtp91ImmpZxf2RcCeF5PM4YSyCNHKAsdgwB0LZbi74AVrPV9bsF0fULGON4SZLyWF2Z/KTO8xyMS7ElienJyc8V3NFH9f194rf19y/QjuGmW2ka1jjkmCkxpI5RWbsCwBIHvg/Q1X02XUpbZm1i0tbWbfhUtbpp1K4HJZo0IOc8Y/GrlFAzA8a6pHpPhp5ptwSWWOAv9rNqke9gNzzAExr6sORnjmuM0zXLubwverJqDw6ZDraW895BqEtz5Fo0SOzLcuocqWbHmHG1WJDAANXqVFC0v8A12/y/EZxOqXunw+GLA6Jrcj6HLfiO/1KLUpLhoocMT+/LsyAuEUtuG0McFeodc6xpGlQeHrvTtdDaJ9ulSe9k1Jp4jmGXAeZ3bI34ADNjOAOcV2lFAnqecWFxdeIJtJjXVtQhtbnUtT83y5XjeWJZGCJk4ZABjGMEAcEVY8TXA8PafpWjahqElx5jTMl3eazLpqFVb5EadN0jyBXChf48Mx5Arv6KTQ76t+p5na6ybrQ/DDeKtYm0/Sp7KUz3Ru5LUy3ClVRHnGxlO3e2CVLEHI4IrZ1rUZNDbT9R0e5lvrK9szY2yG4aaN5yN1u+4k53fMpck5yuTxXZ1m3WjJe6xbX1zd3Mkdqd8VnlBCsmCPMOF3FsMRgsVHXGQDT3/r1/TRCWi/r+rdzPuLe10qz8O2Wpa3qCzR3McMUolYtfSiNvllODlThmOcDIHNdFRRTuB5V4ueX+2PFWm3l3b2X9o28X2QMm+6v0EWFgtw3ygiXd0DkeZ0U4avQRrFrYXel6TqNzjUr6JjFGEY+YY1Bc5AwMZ7mtSiktED1f9eX+R5tr6yrq2saJpt1pNzd6neQ3QT7Qz3tuwEeMwBfursDCQsoUEcHHzXLvVPDmn/FvT401LTobyS2ukuVa5TzDM7W4RWyc7iBhVPYYAwK72ihaNeX+Vg7nmqJOdbh0HT7rSbx7bWzfvLb3LTXcYMpdxLGFxFhWZN5c5AChRu4zbF7m7vrPTHvbeDUrHxA87adGha6f9+zPcSs3KxGFzjaAOVG852V65RRHS3l/wAD/IUtb+f/AAf8wrPgm1htUljurGxjsBny54713lb0zGYgB/32ce9aFFAyO4hFxbSwl3jEiFN8bFWXIxkEdD71x+gajfXkiveS3UjaDZyW94kTc3Nzu25K55OyMOAe0ymu0opd7f1/VxnmPgvxKLvxWrR3sX2C40yW7uP+J3LfiN1eMjfvUJAwEjbkQ4GRkABa6DwTrmk6pfa/HpuqWV5IdReYLb3CSEoUjAfAP3cjGelddVe+tpbuzeG3vZ7GRsYnt1QunPYOrL7cg1V7fdb8bktX++/4WH3V1b2NrJc3s8VvbxKWkllcIiD1JPAFec2HiG1n+HuoHRdVil8vVpvtsllMHkt7aS9ffL8pyo8sswfsBuHSu207R76yuxNc+I9T1BNpHkXMdsqfXMcKNn8a1aRV9LHnkN7A2m+JE0TxKE0VYIRb6peai00UU7bhIguGctjHlchjtLnHPFFpq0F38P8AVRaapDpYgnWP+0ZtblurWUnYSsd25DgMDsJGCjE4BI59DooEcboOqWN74C1WSS4ubO0thOkt/b6lLfDaEy0sFw+WcAHrjhlYY456jS2ifR7Nra4kuYWgQxzzEl5V2jDMSAckcnirVFO/6C/4Jxvjq7m07VdAvvNtLa1immV7y+3G3tJGTCSOARnjeoyyjL/eBIyzwtf2fhnwLfapql8x0tLye4jumhPzxvJneqoPusxZl2jG1h16ntaKlaX/AK7D3t/Xf/M4vxnIg1zQri91gaNpapO5vmSLEc+E8v5pVZEYr5gBIPBYDBININd1KbwTZQGYvq+qzPZ2k/lhGkTew+07cYH7pfM6YyQABkCu1op6WsF2ch4ql0/RfC8eh2+u6ToaPatbxxXqh3kiCbdsa71O7kc4fn+E1zfjFtTuvC++58N6imn2ujiSGNJoCsM7RkEyB5FcmNflGFPLMcZAr1Oijrd/1v8A5h0sQ2kzz2cUstvJbO6AtDKVLIfQ7SVz9CRVW/m1iO6hXS7GxuIG/wBc9xevCyc/wqsThuPUj+taFFHUOlgrjNUlvovEF3oUd3cr/a8sM9rL5xDQxji4VDnKgLGCMdGlHrXZ0Udbh0PLvEviVk8YtHZXBgurPUrS2McmsyrI0bPHuIslUo0ZEhHmOQck4PCit+/8Q6LH8U9LtZNXsEuEsbmBoWuUDrK8lvsQrnO5sHA6nHFdlRTi7W+f4qwwry6y8StefEGwNlcGMz6lPa3Nu+syzShFSUASWm3yoBmMFSCGIHfLV2a+HtTEgY+MNaYA52GGywfb/j3zW9SW9xPZo4rwveafdaxIdW1qT/hJPtE4fTJNRkQRqGYKFttwUr5YUhthzndk5zR4PvdPvLkSajrUkniZhJ9q06TUZB5BzgqLXcFCqMANs5GGyd2T2tFLp8gPONB8S/bofDVlHqklxfRWE41GMSszJKsQG2X0cNnhvm6mr3h2yu9N8JWPiO61jVtQl/scy3cLSGU3DGNXUohOxWXBAwMtn5iTknuaKbvq+r/4P+Y+qb/rY8r8PeIdQnu9W/sGWG7dtGkuoYYdZm1RPtCn5V3SKAjfMAUUkfd6cZ3tKi0zVvDt/B4a8T3F5q0lqpklbVZJZIZsZUtEXxFlhyoVR1XAAxXbVXv7aW8spIIL2exd8YuLcIXTntvVl9uQaHtp/W/+f4CW+v8AW3+X4mF4V1CbxBNca40k0dq8aW0NqxIVHTJlbH97eSmf+mfvV3wrLZTeH430zUrvU7fzpgLm8ZmkLCVgykkA4VsqOOgHXrV/TtPt9K06Gys1KwwrtXcxYnuSSeSSckk9STVmm99BLY5X4gyTW+h2d1HHG8NtqEEtx5xYRogJ/ePtBO1G2ue3y8kDkU/B08dufEmsS6nHf2Es63DXtvFtgkdYgJGiC5ygCqvVjlGyxPTtqKlaJ26/8D/Ie7X9d/8AMyLnxNp8PhP/AISCBzcWckCzW+1SrT7sbFUNg7mJAAPc1yus258PeH9DkvriGz1B9S+1XOozMBbW87xyF2lz1T5jGoyp5QBl616DRT66B0seTw6qlvYaXetqFrYzNq1239t3DA6fKxQlmAIXKuDtUBlIKt874O+O0v5rCHw9fmay0y1cagjapqLGS2Sd5g/nJgRqwkAfYSUG1uCejeuUUbf15WA5vwBaSWPgy1t3aVo1lnMDSoFYwmZzGSAABlCpwAAB2FdJRRTbuwP/2Q==)" ], "metadata": { "id": "An2TtUTlPvwN" } }, { "cell_type": "code", "source": [ "# Calculate the test accuracy\n", "score = model2.____(____, ____, verbose=0)\n", "print('Test accuracy: {acc:0.3f}'.format(acc=score[1]))" ], "metadata": { "id": "SoI5T_WM4uWP" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Does your model's test accuracy improve and why?\n", "\n", "\n", "![Capture9.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM2OAAAkpIAAgAAAAM2OAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwNzo1NTozNgAyMDIzOjEwOjI0IDA3OjU1OjM2AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA3OjU1OjM2LjY3OTwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIACAArgMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiquo6dZarYyWmqWdve2zYLQ3ESyISORlWBHWuB0f7P4W+E9rfaDpsFtd3ZiikltIIkdi0uzcSxVSQG43nGevpQB6RRXHWsni5/D2px+TfJdI6fY5b42guZEON4/dExbhztLADJG4cEnO1mWbVfh/eL/bGr29zY3Spd/ao7USqd6Ha+yMx4AYMCntknkUAehUVV060msrQRXOoXOovknz7lYw5Hp+7RVx+FZfirUZbS3tbWyk1Bby8lKRLp0cLTNtUscGf92owOS3bgc0Ab1FcFpniLVNW0TRbc3z2c1/eXFtJflYWlAiL4AA3ReYwTkgMvDYHTGvqj6jBeaPoUOsXELXfmmXUnjhMz7ACEUbPL3HOfuH5VbjPIAOmornnv59M1+2sLnUWlt00yaeWW4Eas7I6DexVVAwGPQAe1YthqOva7/YENvrP2OO80hrq5nigjaRnzHtKblKj7xzlSMdBnBAB3dFcH4j1vV9OsI7b7ZfHU7LT/tV4+mR2oiHUB5GuSPkJU8JhuD7VeTUNS8Qapa2UWpy6Oh0yK+Z7VImkmZyQQPNRwFXHOBnLDkdwDrqK5LWNW1TT9SvNLiu83GoRRf2VI8a5jcnZJxjDbeJDnsT2FbdwZU1vTk/tiOFTHJvsnRN92QB8wPUbep2jvzQBpUUV5PqCT3moalqUVpaR6lYa0kI1Gdw1wB5iCOCJV5VGRhncR95jtbOaAPWKKgN7ai+FkbmEXbR+aLfzB5hTON23rjPGa82tY4f+EjstWFnbtFLrU0Kausai8lbLqIXGc+Xn5QwJ4UAoo+agD1CivJ9BWaa+0HWobS0tbufUJILy6Lh7u9bEglR9vCom3IBLH5VG1MVY8PQwx+ItF1N7O3jS9ublYNVijUXV8SHIScZyFwCQcvkouRHgCgD1CiiigAqAWFoLA2ItYBaFChtxGPLKnqu3pj2qeigDJj8K+HotMl06LQdMSxmcPLarZxiJ2GMMUxgngckdqt22lafZ6b/AGfZ2FrBZbSv2aKFVjweo2gYwcmrdFAFXTtMsNItBa6TY21jbhiwhtoVjTJ6nCgDNJqWk6drNsLfV9Ptb+ANuEV1CsqhvXDAjPNW6KAKUui6XPpradPptnJYudzWrwKYmOc5KkY68/WmSaBo0ukLpUuk2L6cmNtm1shhXByMJjHXnpWhRQBnSeHtFmtrS3l0iweGyIa1ia2QrbkdCgxhfwxVqGxtLcxG3tYYjDH5UZSMLsTj5RjoOBx7VPRQBRvtD0nVLmG41LS7K8ng/wBTLcW6SNH/ALpIJH4U2/0DR9VtobfVNJsb2CD/AFMVxbJIsfGPlDAgcccVoUUAZA0WWXxDHqN7cwyQWiMljbxW+zydwAYsxY7jgYGAoAJ4PWtJ7S3luormS3ieeEMIpWQFow3UA9RnAzipaKACqb6PpkmrJqkmnWjahGuxLtoFMqrzwHxkDk8Z71cooAgNlam+F6baE3ax+ULjyx5gTOdu7rjPOKrxaDo8OrPqsOlWMeoyZ33iWyCZsjBy+Mnj3q/RQBTh0fTLfU5tSt9OtIr6cbZrpIFWWQccM4GT0HU9qZa6Do9lqUuoWWlWNvez5825itkSSTJydzAZOT61fooAKKKKAP/Z)" ], "metadata": { "id": "WAaEoR6TQA_Q" } }, { "cell_type": "markdown", "source": [ "## Q10 Explore to improve the model performance by trying to reduce the variance: design and train a `model3`\n", "* For example, train a CNN called `model3`, which has the same structure as `model2`, add dropout layers one after the max pooling layer, one before the final dense layer with dropout rate of 0.2.\n", "\n", "โ“โ“โ“\n", "* Does the model performance improve?\n", "* What are other potential strategies to improve model performance by reducing the variance?" ], "metadata": { "id": "xzYnWbGO2ULH" } }, { "cell_type": "code", "source": [ "# Build a Sequential model model3 with same specification as the previous model2,\n", "# but add two dropout layers - one after the max pooling layer, one before the final dense layer.\n", "# Ensure the weights are initialised by providing the input_shape argument in the first layer.\n", "input_shape = X_train[0].shape\n", "\n", "model3 = Sequential([\n", " Conv2D(32,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_1'),\n", " Conv2D(64,(3,3),padding='SAME', activation='relu',input_shape=input_shape,name='conv_2'),\n", " MaxPooling2D((8,8),name='pool_1'),\n", " ____(____),\n", " Flatten(name='flatten'),\n", " Dense(256, activation='relu',name='dense_1'),\n", " ____(____),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "model3.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])" ], "metadata": { "id": "AFEK7b022y4e" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Train the model and store the results in a variable called history\n", "history = model3.fit(____, ____, epochs=15, validation_data=(____, ____))" ], "metadata": { "id": "-KSz3p004fvH" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Are your printed output similar to the following screenshot?\n", "\n", "![Capture10.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAM1NgAAkpIAAgAAAAM1NgAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwODoxMjo0NwAyMDIzOjEwOjI0IDA4OjEyOjQ3AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA4OjEyOjQ3LjU1OTwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAg0EBwMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APf9T8R6JokiR6zrGn6e8g3It3dJEWHqAxGa0EkSWNZImV0YBlZTkEHoQa4fxNq39k+PoX/4SDRtE8zTMeZq0e9ZP3vRf3sfP4mqnifU7EeKLuHVPEk9lGdHhmsre1v2g+0Tl5gGjVDuduFAUEhsjIbC4Sfu83r+F/8AIq2rXp+Nv8z0WivMdU1N8Xf/AAlGr3ul6rFp8D6bbW928HnzGPLbEUgTv5vylCGAwo2/NzpvfW0nidovGmsPpUscdv8AYLYai9nHMWUGRhtZRK3mZUqSwAC8DdzVtbEX0v8A10/zOzt7+2urm6t7eTfLZyCKddpGxiiuBz1+VlPHrVivONTtZItS8V6tBf30E9nqVoYY4bho48+Vb7tyLgPuBwQ+4ADgAkk+j0inoyE3tqt8tk1zCLp4zKsBkHmMgOCwXrgEgZ96bdX1tZyW8dzJse6l8mFdpJd8FsDHspOegArirvVPDmn/ABb0+NNS06G8ktrpLlWuU8wzO1uEVsnO4gYVT2GAMCt+1J1XxjdXOSbbSU+yxjPDTuA8h/Bdig/7Tj1oWqT/AK/r/MT0ubCXtrJeyWaXMLXUSB5IBIC6Kc4JXqAcHB9qp2/iTQ7vVG0201nT579CytaxXSNKpX7wKA5478cVyej6p4dg+LN/Z6dqWneZLp8UZjjuUZ5JxNMZFPOWcZyR1Hep9D1eS18SJpGm6xpWuWkt1ctPFZRkTWG5nk3SuJHUjcdmCqEkgjoRRHVJ+oS0bXa35XO3ooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqmmmQx65PqgaTz5reO3ZSRtCozsCBjOcyHv6Vz3jiwikk0e+leV3i1WzSKMufLQmYZYL0LEcZOSBkDGWzB470/TNUeOwjs47vxFeQlLCQ5LWIB5uAf8AlkFJBLDBYhV5OMC2v52/Bf5j628r/j/wDtKjnnhtoWluZUhjXGXkYKoycDk+9cP4v0mOz1SfxJquhaPrdhbWESSG+cCeHy3kZjErRsrMwcYG5ckAZ71uak/9r+ItO0tR+4tgNQu1IHY4hQ+mXBb/ALZUxPT+v666HQUVyOsWMcXxI8OXheWSaVrlRvfIjUQfdUdACeT3J6k4GINW0/TdQ8c2sejWkZ1m2uI7rUNSUZa2hAwIS/X94OBGDjBLEdNyWrSF0Z2tRw28NsjLbwxxKzs7CNQoLMcs3Hckkk9ya4i/06HRPGD6xqXh3R71L/UoUt7/AHg3sLMiRqFRouQGUk4kyFyccYru6Ftcb3sUk1rS5dWk0qPUrN9RjXc9ms6mZRwclM5A5HbuKu1z3hv/AJDnin/sKL/6SwVT0zxdql74gXT59D8iBndTcbL4YABwcvaJHzj/AJ6Y54J4ydvS42rXOtorkdE8XapqesLZ3Wh/ZYmDEzbL4YwCR/rbONOf9/6Z6U3SfGOq6hftBc6D9nQRu4k8u/GSoJA/eWaLz/vZ9ATxQI7CiuP0nxjquoPdC40H7OIbZ5kPl343svRf3lmnX/Z3N6KadpPi/VNQS9Nzof2c29s00Y2Xw8xh0X95Zp1/2dzeimgDrqK5DTfGGq3ttfyT6F5DW0BljXy78ea2fu/PZof++A7f7NLp3i/VL3T9QuJ9D8iS1jDxx7L4eaSenz2at/3wrn2FGwHXUVx1p4y1a40m/upNB8uW1EflxeXf/vdzYP3rNW46/Ir++0c0638YarNoN3fPoWyaCRFSDy7/APeBupwbMPx/sow9SKAOvorkYvF+qSeHZ9RbQ9txFOsa2+y++ZSPvYNmJPyjI/2hTR4x1U+HW1D+wf34uRCLfy7/AJXbndj7H5nXj/V7f9rPFAHYUVyLeL9UHhtdRGh5uDc+SbbZfcLtzux9j8z2/wBXt/2s8UyXxlqyaDBfLoO6aSZo2g8u/wDlAAIbAsy/Oe6AehNAHY0Vx914x1WDRbG9j0HzJrkyCSHy7/8AdbTgfdsy/P8Atontu606+8X6pa6Pp93Fofmy3QcyQ7L791g4H3bNn5/20T2z1oA66iuQv/GGq2mnafcQ6F50l1GzSR+XfnyiDjHyWbN/32qH0B60up+L9UsbTT5YND89rqDzJE2Xx8pv7vyWbn/vsIf9mgDrqK47U/GWrWK2Zg0Hz/tFskz/ALu/Plsc5X5LN+mP4treqinax4w1XTbmGO20L7SskCSs3l352sw5X93ZuOPchvVRQB19Fcjrni7VNL1EW9pof2qMxq/mbL48kcj91ZyLx/vZ9QKNX8X6rp2tNZ22hfaYRsxNsvjnIBP+rs3TjP8Af+uDkA3A66iuSvfF2qW3iQ6dFofm24mWP7Rsvuhxk5W0aPjP/PTHqRzgufFuqQ+JTpqaHvt/PWL7Tsvvukgbsi0Mff8A56bfVhQtbW6hsdbRXJDxdqh8Tf2adDxb/afJ+07L77u7G7P2Ty/f/Wbf9rHNEXi7VJPE39mtoe23+0GL7Tsvvu5xuybQR/8AkTb/ALXeha2t1B6Xv0OtorkrHxdql14jGnS6H5VuZWT7Rsvugzg5a0WPnH/PTHPBPGU0Txdqmp6wtndaH9liYMTNsvhjAJH+ts405/3/AKZ6Ubq4bHXUVyGjeMNV1LUjbXWhfZo9jt5nl3w5AyB+8s0Xn/ez6A9Kl8OeK9T1nVDa3ui/Yo/LL+bsvRyMcfvrSJe/97PsaA2N7T9Y0zVjMNK1G0vTbtsmFtOsnlt6NtJweDwauVgaX/yPWv8A/XC0/lJW7IxSNmVGkKgkIuMt7DJA/M0bAtR1FUdMv7m/id7rSbzTGVsBLt4WL+48qRxj6kVD4l02XWPDV9p8CQySXERRUuCRG3sxAPB6dD9KHoBqUV58tiLjQ9V0TS/Den6dPZ3Vu99Y6VKnk3kZKs0e/ZH8xQYKsFGCATtbNLpKanFp3iSLwrpiaUiSxC1sUeLML4HnKoG6JHxyFyy7iC3VgD+vyDsegUVh+FdQ+3adPFNcahLd2lw0FyuopCs0T4DBT5IEZG1lIK54PJzkCv401Ca306CyhW/Rb6Typ7qys5rhoIsZcgRKxDEfKpxwWz2oegI6SivKdLf+0/CPh7Q9LjjtrGa+uoJE1C0mSJgnmukZjOwyKe67gDtIJ4K1bkFzqdho/h6C30eztft13bSqluws52hyQBArDcG+YmMvjKtkttwR7tIS2Tf9f1Y9Loryx9d1eC0trTR7iz0mKyEkbR2Fon2eZkvEgyqsDtQhmJUHIPG7gk6n2/xNceHrWe3udQuYre7vYbyewW0W7cRTOkbbZlERGFO7aAc7cDGRRpbm6DV72/q9rnfFgqlmIAAySe1NhmiuII5reRJYpFDpIjBlZSMggjqK5vVdRj1rQNKs9LuGnTXggExXaxtiu+SQjAxlPl6DDOvAqPxbNq2ntbz2Ml/b6PbwSNdSaWtsZoiuCCVnUgxhQ3CfNnGAaHo9QWux1dFcVrVnNqXjTQLmz8Q39nFdWs5h8iO3wPljPy+ZExyw5IOenGOara5rHiV/EV/YaAmpTyabBC0cduLIR3DsC2ZzKyvsbG392FxhuSeFOtmC11R31FcHr2r63bt4gv4dXa1i0gwtBZJDERO7RoxidmBJDMdoClWyx5PAHeA5A4xR0uAUVny6jdR6slomjX0sDYzfI8Hkp9QZBJx7Ia0KAKdtq+m3l/cWNpqFrPd23+vt4plaSL/eUHK/jVysEf8AJRW/7BQ/9GmsLTNa1WYaLq8msNMuq3z2z6X5MflxKPMyEIUSb08v5izEcNwOMKLul5/52B6N+X+Vzu6K5LTb/VbXxe1r4hn1CMXcsy2KKtu1nKo+ZQpVfOVwgyd5C5DYzxRol/qsHih7PxJPqCT3JnNrDtt2s5EVwQY2RfNBCFciQjktjOMhrWwdzraKztPeRtW1QPq8V6qypstERA1l8g+ViDklvvfNjg+lXp4zNbyRrI8RdSokjxuTI6jIIyPcUAPorlfA9pDYSeIba2VhHHq7gbnLsf3URJLEksSeSSSSSSa3d+l69Y3EG6z1K03tBPHlZo9yn5kYcjIPUHpR0TXZP7w6697F2iuC0DR/DMena5rrafYabo16PKCxRrBE9rET87BcAh2Lnn7yFQaqfZrrS/Bep3GlWw0ix1TUoBaWZ3QC0t3eKJ2wuDFv+Z8DBXfk4bOD+vvD+v6/r8z0iiuJ0bSoY7XXPDU2h+H7oW4im8u3s/s1rcM6khZUPmYYFAS3zHBU4q94FjFrY6nYfZ47V7S/dWtrZt1vBuVXCQnA+UBhn5V+YtwKfUXQ6iiq99cy2lm81vZT30i4xBbsgd+exdlX35IosbmW7s0muLKexkbObe4ZC6c45KMy89eCetIZYorA8V6lLaRWdnZSagt5eylYk06OBpmCqWbBn/dqABzu57Dmue0nxHquu6ToNr/aD2MmoT3cUt+qwNKwgdlVVHzReY4XcSAy4V9o6EAHoFFcxqsuoxanougQavPb/a45nl1Jo4TPIYwuEUFPLDNuJPyfdRsDuJ3v59N8S2Wn3WotJbLpc880twI1Z2jeIeYxVVAwGbOABz0o/wCD+Cb/AEDp/Xex0FFef6RqPiLxHHo0UOuGyS50NLyeeK3iaRpiwAK7lKgHuNp46YPIXxVr2r6fYeTHd3qanYaYLu9Omx2v2dGII3SNckEoWRsBMNgNnqtD0V35/hf/ACHbW39dP8zv6K5GK+1LxDrgsotVl0eKHTre8xaJE0k7Sls/61HARdmOBkluvHKa7rGq6dqt9pdvdD7RqUMf9kM0SnypCwjl4x8wTKynOeC3YU2mnbqSmmrnX0VmTmVNd06P+2Y4l8mXfYuib7sjb84PUbe+0Y+bntWnSGFFeR3aXN3qF7qsdnaRanY+IVh/tCd91yR5ypHbxKvKRtEy53EdXOw7t1eqi+tDqBsRdQ/bBH5pt/MHmBM43beuM8Z6ULVJ/wBbXB6Nrt/nYnoritR02LTfH2l6hHpOn2SXF20ZvbJgLq8d4X+WVdi/ICCxO5zlFOByQv8AZ0OkfEaxni0jTtOjvjPGs2nkedeOVEhadQi4UbW5y/zMvTPItQeh2lFcXZ6bDo3xFgMOk6fpcd7BcJGNNYbrsgoxknUImNvIB+fmQ8jIynhrTdNfxfNqHhe1jttMt4JLW5uYwQNRn3qdxPWUptYGRiSWdhk4aha2/r+v+CD6na0UVQ07Ubq9mmS50a+05Y/uyXLwMsv+75cjn8wOtAF+iqGuC/OhXn9jyCO/WItASoYFxyFIPY4x+NYC+KfPsNT11bqSLSILKHygsAdjK67yw7txJGoGcZ3Zo7gdTdXVvY2slzezxW9vEpaSWVwiIPUk8AUlne2uo2cd3p9zDdW0ozHNBIHRx6hhwa5XwdrGpXOvavpOqNfubOK3mX+0vsvnqZN4Kn7Mdm35ARkBuTnjFaPgj/kU4P8Arvcf+j5KdrCvrY177ULPS7N7vUruCzto8b5riQRouTgZY8Dk4qS3uIbu2juLWWOeCVQ8csbBldSMggjggjvSzf6iT/dP8q4bTr66g8B+CbCzu2sDqcVvbvdoqs8QFuZMKHVl3MU2/MD1PGcUlrf5fjcrpc7yiuKS88RXGiapaaddzX1zp+pi2F5GkKXE0ICM+zevkmRSxTkBTtPQ1K9/q2o+ELeTw/calcXEV2Yb1nW2S9UIzLIq7lEG9WAH90qGwc4NH/A/G3+YjsKK5lNTGoeBVu7TxBJprhhG+o6jDFvjdJdjo6/LHu3Bk+XjJyM8Z6anawBRXI/Eayjm8PR3UjyEwXlpsj3kICbqL5iB1OOBnOO3Wunur60sUja+uobZZZFijM0gQO7cKoz1J7DqaSAnorzf4o6gLizvtOu4NQWytbJrjdFp88sdxOQdgMiIVCpjcckfMU/umrviq30rX5bODT7IzeIb2JHtbiWF0l06JWyZzuAaHByMYUu2F7EgWv8AX9f8MD0O7ory7x1BFd6nr9w1nb3sen2cJnu5kXz9M4Zi9tkjLbfn6x4IBDOfkG14isNN1fxBYw6TapJr5kguX1DaTJY26MCSXPKBwrIIxjcWYkY3Gha2B6Hb0UVny6jdR6slomjX0sDYzfI8Hkp9QZBJx7IaANCiiuSttV1WXVE0VrljeQ6nJ58/lKN1oFEq8YxyJI4yRznJ60dbB0udbVOz1fTdRubm30/ULW6mtG2XEUE6u0LZIw4Byp4PB9DXFweKb6Xxjpptp9Rk03Ub6e0AuYrVLZhGkmTEAfP3BowCXyp+bpla37L/AJKNrH/YMsv/AEZcU1qrjatf+utjoaKZLKkELyyHakalmOM4A5NcBoXirU5fEMSudTurS+0ua/hjvo7VN+0oUMKwkuqsHIxLlvu85DVN/wCvx/QLM9Cork9Hu9STwi3iW41WfVpJtPN2tjHHCsCsV3hIyqb+Pu/M7e/NRtPqlj4A1HXj4hmv7h9Le6hIigEET+WXBjCpkrnGN7PwBknrVPRtPp/wf8gj7zVuv/A/zOworiPEfiW/tV1VNMvohPa6CbxF2q2yUk7XIxnBx06VduZtX8O6bf32s6y95bvDEIvKtkEkVwzlSkSgAbSWQL5jMQfvMRml0v8A1u1+hKd/w/G3+Z1VFedW/ivWbPS/EEM73BudPltUjl1UWxktxOQpaQW52FUB39jjrxzXQ6nHqmgeH3vE1m81JrWZLic3UUG5oAR5iARxqPu7mHGcjrige50lFYWmXt3qNhqmoNfpDaSyOLCTYu2GJF2+YT/ECwZ+TjbitHSGZ9Fsmk1CPU3MCFr2NVVbk7R+8AXgBuvHHNAFyiuN8dEz6roGnzWEWpW15NMv2S5kVLeaZUyglJByoG9sBWOVBwccP8E3KaP4Quv7VvrSKysb24ijn3+XBHGJCNilicIrbkGT0UdOgSd7/wBdv8welv67/wCR19Fcf451APFb6XNDfnT7qN5bua0sJrhXjXpDmNW27yec/wAIYdxWFqMdvqvwOsLom6C22nwBYZEeJWceWNxVgC2MHaeV5yM8ENapvt/wf8hSdrHptFcl47tNJvrOO0u9Oi1PVrqN4dOt3GSjkcyjr5YXgmQDI4A5IB57xBp8uoa/No2qQWmoPa6JC6XupOBFbcus1wij5mlyEPBXAH31yMq+l/66lW1/ryPTqKyvC013c+D9Im1Es13JZQtMW6lygyT75oqpLlbRKd1cfqfhvQ9amSXWdG0/UJI12o93apKyjrgFgcCorzwl4c1FojqHh/S7owxiKIz2Ub+Wg6KMjgD0HFYfibVbiDxZDY/2trNhbGx87Gk6aLtmffj5v3EpUY+lXdS8SajZ6lNp2l6SNQa1sI72We5uhbgqS4K4CE7z5eQMBeTkrgZlNct/60uVZ3t/XT/NGo/hzRJL63vZNH09ru1VUt52tUMkKr90K2MqB2A6Vagsbe3vLm6ijxPdFTM5YkttGFHPQAdhgZJPUmubn8ZXU8U1zoOkpf2dpax3VzJNdeS+108wLGuxg7BME7mQcgZ64tp4jvNS1RrXw9p9vdw26xNdXF1dtAE8xQ6qgEblm2EMc7R8y8nnFa3sTpa5bvPCnh7Ub832oaDpl1dsQTcT2cbyEjgfMRnjA/Kifwp4dudSOo3OgaXNelxIbmSzjaTcOjbiM5GBz7Vzr+I9U0vxB4hf7CbzTbW/t0klkvNphR4YQREm07sFixBKDngsSQO4pdimUItC0iHVn1WHSrKPUZAQ94lugmbty+MnoO9X65bWLjVNP8T6X9m1eS4N9d7DpfkR+WLcKd8mdu8FTg7i23JC4yRV68uJb3xXZ6dbSyRxWcZvLsxvt3ZykUZx1BO9iP8ApmOoNC1SE9Gx2naPfaf4h1O8W+t3sdQmE5tjasJUcRpH/rPMwVxHnGzPPWtmua02+1Y+PtQ0/UbmN7ddPhuIoIowFiLSyr94/Mxwi5J4z0AqnoOqSv4ieDVtb1eO6e4uFh0+609YLaRVdtojkMCmQhAGwJCSATyAaFql/W2g3o3/AF0udjRRRQIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAMfSNIvbLV9S1DUb63upL3y1VYLZoRGqbsA5d9x+brx06VsUUUAFQ3lla6jZyWmoW0N1bSjEkM8YdHHoVPBqaigDPGgaOujnSV0mxGmnrZC2TyTzu+5jb156dadJoekzaQulTaXZSacoAWza3QwgA5A2YxweelXqKAK9hp9lpdmlpplnBZ2yZ2Q28SxouTk4UAAc81YoooAp3Gj6Zd6a2n3enWk9kx3NbSwK0ZO7dnaRjrz9eabPomlXWlJplzplnNp6BVW0kt1aJQv3QEIwMduOKvUUAUxpGmiKKIafaiOGNYo08hcIgIIUDHABVSB0yB6VXvfC+gaksa6joem3YjZ2QT2kb7C53ORkcFjyfU8mtSigCv9gtf7QS+8ofaI4TAj5PyoSCQB0GSoz9B6VW1Dw9our3MVxqukWF9PCMRy3NskjIM54LAkc81o0UAVNS0nTtZthbaxp9rfwKwcRXUKyqGHGcMCM8nn3qC+8OaJqhgOp6Np94bZdsBuLVJPKHouQcDgdPStKigDDh8J6Yvia71y6s7S5vZnRoZpLZTJbhUC4Vzk9ieMda3KKKNtACiiigDKTwt4fj1T+049C01b/zDL9rWzjEu89W34znnrmp4dE0q31WXU7fTLOLUJhtlu0t1WWQccFwMnoOp7Cr1FAGdZeHdF02/lvtO0ewtLuYESXEFqiSPk5OWAyckZ+tGn+HtF0i5luNK0iwsZ5hiSW2tkjZxnPJUAnnmtGigCGK0toJ554LeKOW4YNNIiANKQMAsR1IAA57VJLFHPC8U8ayRyKVdHGVYHggg9RTqKAMzTPDWhaLO82jaLp2nyuuxpLW0SJmXOcEqBkcVag02xtbeaC2sreGG4dnmjjiVVkZvvFgBgk9yetWaKAKk+lafdaZ/Zt1YW01jtVPsskKtFtXGBsIxgYGBjtUFl4b0PTbW4ttO0bT7SC6XbcRQWqIswwRhgBhhgkc+taVFAGaPDehrpB0oaNp405m3GzFqnkk5znZjbnIz0q3ZWNpptnHaadaw2ltGMJDBGEROc8KOBzU9FABRRRQBT1LSNN1m3W31jT7W/hVt6x3UCyqG6ZwwIzyefemTaHpNzpp0640uylsSxc2slujRFi27OwjGcknPrzV+igDPm0HR7jSU0u40qxl0+PGy0e2Rolx0whGBj6US+H9Gmt7S3m0mxkhsiGtY3tkK25HQoMYXHtitCigCvb2FnaeX9ltIIfLiEKeXGF2oOiDHRfbpUF9oWkapdRXOp6VZXk8IxFLcW6SNGP9kkEj8Kv0UAZ2oeHtF1aOCPVdIsL1LcYhW5tkkEQ4+6GBx0HT0FQnRZrjxLFqd/dRSw2astjbx2+wxFwAzO5Y7zgEDAUAMcgnBGvRQBC9pbSXcV1JbxPcQqyxTMgLoGxuAPUA4GcdcCpqKKAKbaPpj6suqPp1o2oouxbwwKZlXngPjOOTxnvUosbQagb4WsP2wx+Ubjyx5hTOdu7rjPOOlT0UAZ9roGj2WpzajZ6TY299PnzbqK2RJZMnJ3OBk5PJyaLHQNH0y8mu9N0mxs7m4z501vbJG8mTk7mAyeeea0KKAM/T9A0fSZZpdK0mxsZLj/XPbWyRmT/eKgZ6nr61DYeFPDulXgu9L0HTLK5UECa3s443APX5lAPNa1FABRRRQAVVXTLBLCWxSytltJt/mW4iURvvJLZXGDkk59cmrVFAGXF4Y0GCxlsoNE06K0mUJLAlpGI5FBLAFQMEAknB7k1CPD0ek2bR+DbbSNEkkcNKRpu5JAAeqxvHzz1JPfitqigDEj0a91C3ltfFz6PrFm+CsC6W0ahgc5YSSyA/kMVYi8M6DBpUumQaJp0enztvltEtIxFI3HLJjBPA5I7CtOigDNm8OaJcaVFplxo2ny6fCd0Vo9qjRRnnlUIwOp6DuaLjw3od3psGnXejafPZW5zDbS2qNHEcY+VSMDqenrWlRQBVbStPfTV057C2axRVVbUwqYlCkFQExjAIGPTAq1RRQBn6p4f0bW2jbWtIsdRMQIjN3bJLsz1xuBxnA/KpDo+mGyt7M6daG1tWV7eDyF2Qsv3Sq4wpHbHSrlFAEc8EN1bvBcxJNDIpV45FDKwPYg8EVnaj4W8P6vdfadW0LTL642hfNubOORsDoMsCcVq0UAZ114e0W+vYLy90iwuLq2CiCeW1R3iCnKhWIyuDyMdKivfCfh3Ur5r3UdA0u7u2xunns43kOBgZYjPAArWooAKKKKACoRaWy3rXgt4hdNGI2nCDeUBJCluuASTj3qaigDOh8O6Lbag9/b6PYRXkknmvcJaosjPz8xYDJPzNz7n1quvhTRLW6kv9K0XSbTVDvaO8Fgm9XYEFiV2sc5OfmBOTzzWzRQBi2tr4oW6ja91jSJrcN+8ji0mWNmHoGNywB98H6VZ0/wAPaLpEpk0rR7CxkOctbWqRnnGeVA67Rn6D0rRooAoWmhaRp+oT31hpVla3lxnzriG3RJJcnJ3MBk5PPNJZaBo+m3FxcadpNjaTXOfPkgtkRpcnJ3EDLcnvWhRQBm2vhzQ7G2ktrLRtPt4JFKPFDaoisp6ggDBB9Ku3Vrb3trJa3sEVxbyrtkhlQOjj0IPBFS0UAUbLRNK021e207TLO0gkXY8UFuiKy88EAYI+ZuPc+tUJvDMNrpEun+FotP0KO4b/AEg29gvzKRglQpUB8YwzBgMcqa3aKHruC02K1rp1rZ6VDpsEKi0hhECREZXYF2hTnqMcVLb28NpbR29rFHBBEoSOKNQqooGAABwAB2qSim227gtFYrX+nWWq2b2mqWdve2zkFobiJZEbByMqwIPPNJJpenzaWNNlsbZ7AIIxatCpi2DouzGMDA4x2q1RSATYuzZtG3GNuOMelZ194b0PU7e3g1LRtPvIbVdsEdxapIsIwBhQRhRgDp6CtKigDHn8IeGrqCCG68PaVNFbKUgjksY2WJSckKCvyjPOBU8/h7Rbm3tILnSLCaGyx9ljktkZYMYxsBHy9B0x0rRooAKKKKAMbU/Dz3+rJqNprOoaZcLB5DG0WBg67t3Iljfv6YrMvvC97qXiy5nk1K/tLCTTYLaR7ZoVN0Q8pdWJQsvDDlNn3jg8cXPEms6npV1p32K2tzazXkEE80zEkiSQJtRQRyAclicDgANklWeLtT1nRdOudV0+TTls7KDzZIbmN2kuWz/q1YMojJ4AOHyW+6MfMJK3lr/X4j1vbrp+f/AFvfBdlcyS/Zb29063uIEt7q2tHQR3MajaqtuUsvykrlCpx34GLEvhpRqf23TNSvdLLqizQ2oiMcwThcrIjbcDjK7SRjPQYytW8S3UHi6PSI9b0XRw9rBLFHqUBeW4eR5FKJ++j6bF4AJy1bGuX1xFLYafp8hju76cASBA3lxJ80jYPH3RtHXl14p67i8vIS48NWdzHqiSSTgapNHNNtYfKyKijbxwMRr1z1NbFc/e61qdt4y0vTvs0Een3hlQyOxaWQpHvyoBwoB45yTzwuBmPWNV1nSdYsnZ9Pk0+7vY7RLVY3+0MGHMgk3Y+Xkldh+VSd3ouqX9eQX0b7Dl8JNH4mudbg17VI5rlk8yHbbumxekQLRF1TrwGHJJ6nNaWmaX9guL+4lm8+e+uDM77du1QAqIBk8BQPqSxwM4rDg8RXNz42u9JGvaJbfZ7hY002SEtdzJ5SuWB84f3m58s4C966yhbIHuYFv4WeDxRJrh17U5ZZEETwOtv5RjDMypxEGwC553Z9Sanh8PY1aO/v8AVL7UWgdntorjyljt2YFSVEaKSdpKguWwCfUmq2iy3174o12S41O4a2s7tbaGyEcQiAMET7s7N5bLt/Fj2q3beLPDt7qAsLPX9LuLwsVFtFeRtISOo2g5yMH8qFol/W43u7mtRWRZeLPDmpXgtNO1/S7u5YEiGC9jdzgZPyg54FJaeL/DV/cGCw8Q6VczBWcxw3sbsFUZJwGzgDkmgRsUVj2ni7w3ftKLHxDpVyYYmmlEN7G/lxr1c4bhR3J4pbTxb4cv1nNhr+l3It4zLMYb2N/KQdWbB4A9TxQBr0Vj23i7w3exzyWfiDSrhLaPzZ2ivY2ESf3mIbge5pbbxb4cvLe4uLTX9LnhtVD3EkV7GywqehYg4Ue5oA16Kx4fF/hq4tLi6g8Q6VLb223z5kvYykW44XcQ2FyeBnrRH4u8Ny2E19F4g0p7SBlWW4W9jMcZboGbdgE9s0AbFFZCeLfDkmnSagmv6W1lG4je5F7GY0c9FLZwD7Ug8XeGzpx1AeIdKNkJfJNz9tj8sSYzs3bsbsc460AbFFZB8W+HBpo1E6/pYsTJ5QuvtsflF8Z27s4zjnHWkbxf4aSwS+fxDpS2kjmNLg3sYjZhyVDbsEj0oA2KKx5fF3huCygvJ/EOlR2tyWEE73sYSUqcNtYtg4PXHSln8W+HLWzt7u51/S4ba6BME0l7GqTYODtYnDYPXFAGvRWPceLvDdpb29xdeINKhhulLQSSXsarKAcEqS2GAPpS3Xi3w5ZQ28t7r+l28d0nmQPLexoJU/vKSfmHuKANeise68X+GrEQm98Q6VbieITQ+bexp5iHo65blT6jii88XeG9OkSPUPEGlWryRrKiz3saFkPRgC3IPY0AbFFZF94s8OaZcC31LX9Ls5iocR3F7HG209DgnODReeLfDmn3ps7/AMQaXa3QxmCa9jRxkZHyk55BB/GgDXorJm8WeHbbUjp9xr+lxXocRm2kvI1k3Hou0nOTkce9Enivw7DqX9nTa/pcd95gi+yteRiXeei7M5zz0o3A1qKyR4s8OnU/7OGv6Wb7zPJ+y/bI/N35xt2ZzuzxjGaF8WeHX1P+zk1/S2vvM8r7KLyMy78427M5zntjNG4bGtRWTB4s8O3WpDT7bX9LmvS5QW0d5G0m4dRtBzkYPHtSWXizw5qV4LTTtf0u7uWBIhgvY3c4GT8oOeBQBr0VkWXi3w3qNz9n0/xBpd3PtLeVBexu2AMk4BzgCnad4p8P6xdfZtI13Tb+42lvKtbyOV8DqcKScc0AatFc/oct9H4l1qwvNSuL+GBYJITOkSmPfvyo8tFyPlHXJ966CgAoorL8S6lLo/hq+1CB4Y5LeIur3AJjX3YAjgdeo+tD0A1KK5/SrzUdX0KWbTvEWh6jMZNsV5Z2bPAgGMqyi4JY/RxjI49aVh4lv7LTNXv/ABBLa3lrZ3S21tLYWxgM75CMMPKw/wBY2zJYDKnOBzQB1tFVdPu5r20E1zp9xp7kkeRctGXHvmN2X9ag13Vf7I0xp4oTc3MjCG1t1ODNK3CrnsO5PYAntQG5o0Vw0/i/UYPCWjX17f6PplxeX0lrc3l1E32aIIJuQplUjJiUDL/xVr3up3Nv4XttQPiXQrYNhn1Ke2JtZVb7uweeMZyMHe2fx4HoHbzOiorjx4/itNJ0ufU9OvHnvbZLhxaRBljQuqbyGIOCXU7Rlvm4BwatjxrBLb2RtNK1C5vLx50SxQwrKhhfZLkvIE+VsDhjnORkZIYHS0Vl65qkmnaE9xDGRdy7IbaJwD++kIVFODjG4jOD0Bqvea62kXFnpS2l7rOoyW5lZbfyEZlQqrSHe6LyzDhfXpil1sBuUVzWs+JtR03xPY6da+H72+huIZXaSF4AWK7eF3zLjG7nI7jGeam1LxbDpk0iyabfzR20SzX08KxlLJW5y+XBYgAkiMOQBnHIyLUDfornNQ8aWmn3l3D/AGfqFxFYlPtl1DGnlW6OoYOSzAsMNkhAzDBJGCM9HQAUUUUAFFYFtLew+Orm0l1Ge4tJbIXCQSpGFhbzNuFKoGIx/eLUlr4wtbu+gjWwvks7qZoLbUXRPInkXPAw5cA7WwzKFOOCcjKWqT7/AOdgejfl/lc6CisfS/EI1e/nitNOvPssMkkJv2aIRM6NtZQvmeZncCOUA49MEmj+IRrc8v2TTrxbNGkRL52h8qVkfYwUCQuDkH7yjofbLA2KKqWmofar69tvsl1D9kdU82aLbHNlQ2Yzn5gM4J9QRVid3jt5HiiaZ1UlY1IBc46Anjn3oAfRWF4X1bUNUXU01aO2jns75rcLbFioXYjYy3LEbyN2FzjO0dK2Lnzfssv2eWOGXYdkkqF0Q44JUEZHtkfUUPRXBauxLRXE2vjK8fSNQmhudM1lormC1tL6xBS3lklKrgje/wBwsCxDHIOOCKgtPiH5Vlq/2u5sNSexaAW15Zo8Nvdec3lrgkycLIGVmUuOPUFaP6/r7wO9ormdG1fU9X0m7S11Cxm1OKVVbztLuLQW6kA5eGR97cZIOVDeowTVzwxq13qlneLqH2d5rO8ktWntlKxT7cfMqksV67SNxwVPNHW39f1qK/8AX9ehtUUUUDCiqmpXsthbCSDT7rUJC21YLXYGPvl2VQPqw9smss+L7R9Ms7m1sr25ubyR4orCJUE++MkSKdzBF2FSCS2OMAnIyAb9FY174jFjBZK+mX0moXu7ytNj8ozfKMsSd/lgKCMkvjkAEkgVYh1hJNQtbGe0uLa6uLV7ny5dh8sKyqVYqxG7LjoSOvNAGjRXL/8ACeWckdl9i0zU72e+sRfw28ESbvKzg5LOFUjPQtz0GTxVq88VRW+jwapZ6XqGo2ctsLtpbVY/3URXcGId1JOM/Ku48dORk/r+vuY7O9jeorEu/E8Ud5HaaZp95q9w0C3Dx2XlDyo2JCMzSugG7BwASeDxxTrzxRZ2C6v9phuQ2lQpNIgQFpldSV8sZ+bJDIM4+YEe9GwlrsbNFUpNSMepWdmbK7Juo3k85YsxQ7cfK7Z4J3cDnODV2gAorg7/AMeXNpqokE1h9iGofY/sHlO93JGsnlSXG5WwiK+fvJjC/eBYAd5Rurg9HYKK5dvE95N43tdNsoIjpZkktprh1bfJMsZciM5xtXABODkkjjaao6d4u1O58RR20rWboZZlutOS1kS509EViskjlyCG2qB8iht4Kkgcq/8AmB21FcDpnj+eTV9OS/msJLfUoWl+y2sTmaw/dmWITPuZSXjVuMIcjjcASJdC8bXd74g02zvptPlTVIjILe0jfzNPYp5sccz7mVmZM9kPykgEcirPb+v60FdHc0UUUhhRVPVtTi0bSbjUbmOWSG2TzJBEoLBR1OCRwByfYGozrEP9o3FnHDPK9vbJcu0aBlIYsFUc5LHYTjHTFAGhRWLZau2uC+08wahol/CilllEDSor52yKVMkZ5VhznlTkdKPCN3dXvhi3mv7hrm48yVGmdVVn2ysoJCgDOAOgFAr62NqiqupQTXOnyx217PYyEZWeBULrjngOrLz05BrC0zxM8PgfQL7UFm1DUdStoAkNuqCS5laPe2ASqDgMxyQAAfpR3+X4lWOnornm8Y2q6S101jercpdrYtp7CNZxO2MJkv5fIYMDvwQRg54qxfeIhp2mWlzdaZepdXkwghsN0PnNIQx27vM8sfKpP3+2OvFAjZorNu9XkstC/tGbStQZ/l3WUMayzruYL0RipxnJwx4BrSoAKK5/xbrWpaJYRXOnW0Dx+fAk0s7EgB5kjwqggk4YnJIAwOvSugoAKK57xbqWsaPpVzqmnS6elrY27Tyx3Ubu9wRz5akMojJxgMQ+S33eOa3iTxDe6Q1lNb3+lxtchBFpF1EftV25YArG/mDB+YD/AFbY6njoLUHodVRXGeKPFWp6Tqs1tZPZwvHCslraXNrJJJqjnOY4WV1AI4B+VyN24gDquq+NDb+JJLCG7t7G3sXjS8mmsJ7obnCtgtGVSBdrD53JBJPHynItQOyooooAKKKxo/E1pLbwSLBc75r9rAQFVEiyKzBiRn7oCF85+7zR1sHS5s0VjN4jWLXIdPudMv7eO5laG3vZFj8maRVLFQA5ccK2CygHbweRmDSpr6PxrrFhc6jPeWyW1vcwpMkY8kyPMGVSiKSuEX72Tx1oDodBRRWLaeJY59VNheadfaa7QvPBJdiMJPGhAZhtdiuNynDhTz04OADaorF0vxKmp28l5/Zt7aaaIjNHf3XlJHNGP4gocyAEfN8yrxUUXitX0a91afR9StbC2tmukmmEQ+0RgFsogkLgkDOHCnnnBoDd2Rv0Vi6r4qsdHhupLuOcra2B1CQooP7sHBA5+9x0/Wm2HimK/kuol0zUYJYIUuI45olVriNywVkAYkZKkYfaRxuAo/r+vuD+v6+83KKwU8XWiWF/canaXmmyaeUE1tcKjyfP9zb5TOG3E4ABJzxipP8AhI2hs47nU9H1DTVkuo7YC4MLEFyFVz5cjALuIXrnJ6Y5oDzNqis6HWYbh9TWCC4k/s1/LkKID5r7A5VOeSAwHbnirOn3f2/Tba8+zz232iJZPIuU2SR5Gdrr2YdCPWgCxRWB4n12bSmtLe1uLKye43vJe34zBbRRgFmYb0zklVA3D72e2C/whr0niHQvtNwipcQzyW8uxGRXKnh1VvmUMu1gDyA3U9SLUHoblFc34u16XRG09U1XS9JjupXR7rVIy0a4QkAfvI+Sff8ACqus+JbvT0sbaPVdJt3ktGu7jVLmEm22gqqhIxKDl2cY+c8DuSKVwOuorz3/AIWDeX+l28trLp+kTraGa6bUYZJAZvMeJYEjDI5Zmik9WGANpJ4ddfEC7utOhutNew01vsEVy0WoRPK888m/ZaxqjK2/MbjIDHphDzTen9f1/Xqg/r+vvPQKKpaNqces6HY6nCpSO8t0nVG6qGUHB+maKbTTsxJ3VzM8T6HquufZE0/U7Oyht54rnbPYvOzSRvuXkSoAvAyMZ96r614b1vVdW068j1qxSOxQN9ln055InuP+e2FnU5H8KksF68nBFvU9Z1WLX00vRtNs7t/s32h3u757cKN23A2xPn9KfqPi3SdHufsmqXDJeLAtxJBBBLOUjJIL/IhOwFSCxAA4zjIzK2uu/wCO36Fa3fp+H9P8SLW9E1XXLN9Om1Ozi065g8m8jWwYyyZGH2OZSqZHTKNj1NWrXSpU8R3Oo3DIY1t0tbNFJJjT7zk5HBZsDHPEanPJAi1HxdoulTCO8u3/ANUszvDbyTJFG2cPI6KVjU4PzMQOCexqa88R6bY6hHYyPcTXMiq/l2lpLcFFY4Vn8tW2AkHBbAOD6Gq6k6W/r+uxn6voOtX/AIksdTtNXsLeGwZzDBLpzyMd6bW3OJlB74wox71HJ4b1pvGb64us2MkW0RW9vc6c7m1i43rGwmUBmIyWKk9B0GKE8bWVv4j1TS9UlERtruGCExwSOFEkcZUysoKpl3KgttBxgZINdRSWlmNroYWo6Ff6vqEQ1DULU6XDcx3MdtDZlZt8bBlDSmRgRuGThFJ6Z653axL3WdR0/XLWC6061On3lwLeGeK8ZpixQtkxGMAD5WzhyQBnHXFi+1KWLWtP02zEbS3BeWcuCfLgQYJGO5ZkUZ9SecULay/r+kD3MzQZ/s/ivxFaT295G9xercRSNaSiF0+zwrkS7dmdykY3Z4PFaFt4asbTUBexT6o0oYttl1a6kjyf+mbSFMc9MYHaotP8RSX3ii80l9Pktkt7ZLiOaVwGlDO6fcx8o+TIyckHkCk0fVtX1S6kkk0yyh05ZpolmW/d5j5bsmTH5QUZK/3zj3oWqXp+Wg3u7ktl4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxSWnhewsrgzQ3GqsxVlxNq91KuCMH5XkIz6HGR2rYooEY9p4YsLJpTDcaq3mxNE3navdS4B6kb5Dtb0YYI7GltPDNjZLOIZ9UYTxmJ/O1a6lwD3XfIdp/2lwR61r0UAY9t4YsLSOdIrjVWFxH5bmXV7qQgf7JaQlD/tLg+9LbeGbG1t7iGKfVGS4UK5l1a6kYAf3WaQlD7qQa16KAMeHwvYQWlxbpcaqUuNu8vrF27jByNrmQsnvtIz3zRH4YsIrCa0W41UxTMrMzavdNICOm2QyblHqAQD3rYooAyE8M2KadJZCfVDFI4kLHVroyAj0kMm8D2Bx7Ug8MWA042X2jVfKMvm7v7XuvMzjGPM8zft/2c474zWxRQBkHwzYnTRY+fqnkiTzd39rXXm5xjHmeZvx/s5x7UjeF7B7BLM3Gq+VG5cMNYuxISfWQSbiPYnA9K2KKAMeXwxYTWUFq9xqojtyxRk1e6VzuOTucSBn9txOO2KWfwzY3Fnb20k+qCO3BCGPVrpHOTk7nWQM/tuJx2rXooAx7jwxYXNvbwSXGqqlupVDHq91GxBOfmZZAXPuxJFLdeGbG7ht45Z9UVbdPLQxatdRkj/aKyAufdsn3rXooAx7rwvYXYhEtxqq+TEIl8rWLuPIHdtsg3N/tHJPc0XnhiwvpEee41VSkaxgQavdQggdMhJACfVjye5rYooAyL7wzY6hcCeefVEcKFxb6tdQrgf7KSAZ98ZPei88M2N9em6mn1RZDj5YdWuok4GB8iSBe3pz3rXooAyZvDVjcakb559UEu8Ptj1a6SPI/6ZrIExx0xg96JPDVjLqX25p9UE3mCTaurXSxZH/TMSbMe2Me1a1FGwGSPDViNT+3+fqnneZ5u3+1rrys5zjyvM2bf9nGPahfDVimp/bxPqnneZ5m06tdGLOc48oybMf7OMe1a1FGwbmTB4asbfUhfRz6oZQ5fbJq108eT/0zaQpjnpjA7Ull4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxWvRQBkWXhiwsLnz4J9UZ9pXE+r3Uy4IwfleQjPvjI7U7TvDllpd19otp9Sd9pXF1qlzcJg/7MkjLn3xmtWigDm9An+2eLNdu47e7igZLaJHubSSDeyiTdt3qNwGRyMjmuikjSWNo5UV0cFWVhkMD1BFOoo3BaFHTNE0rRIni0bTLPT45G3OlpbrEGPqQoGTVi8S6ezkXT5oYLkj93JPEZUU+6hlJ/wC+hU1FG4GDZaDfWsOqXL6lC2sakoDXUdpsijKqVTbFvJOM5OXJJ7gYAl/sH7L4TTRNLa1VUhEOb+2NxHIv8e9A67i3OeepzzWzRQGxi+FvD3/CN6bNbedC/mztMIraDyLeDIA2RRbm2LxuIycszHvirGr6BYa41s9+LkPaszQvbXk1uyEjB5jZT04rSooeu4HNaX4YvvDvh9NP0DVI1l895ZJtRimuwQzE7VUzKV6jo2DgnGSTU9roWo6RokVloeo2sU5mknuJ7yyMqyPIxdyqJJHt+Zjjk4HHPWt6igDkT4CUQQxpqDApEVdjCPndrlbhmABG0FlIC9gRyccpf+Cp7rRRpYn0i4tzdXFy41PSjc4aWV3BQeau0qHIzznrx0rr6KOlv67gtP6+RhRaDMl5oqzXTXVppMB2vcOXmmn2iMSOcYOEL89y/bFQ+K/DNx4mjjgEulpAqnDXemm4mic8b4pBKvlsB0OCQRn2ro6KHruC02MTU9DvJ5NNudK1FLe809WjWW8gNwsqMoDBlDod2VU5DDoeDmsnWPAMWp64+qGPRLia4SNbgapowuxlBjMZ8xWQEdQSw4GMc57GijrcOljirjw7qWr634gs3uY7PRrx4UmjNkWknQQoGEchcKoONp+RiOcEHp2oGBgdKKKForAZ8ug6PPqyapPpVjJqMeNl49shmXHTDkZH51oUUUAc8mi60PFx1eTVbBrYxmD7MunOH8rcWA8zziN3+1tx7CoLHwjdWs1jbzaqs2k6dOZ7W2FsVm3fNtV5d5DKu44ARTwuScHPUUULS3l/w4PW/n/wxzFp4UuI/F/9u3VxpyyDfn7Bpxt5ZwRtCzSGVvMAAHGByAeMYpdM8KT2vip9burjTllZHVxp2nm1a4LY5mYyv5uMccDBJ+ldNRQtLAVLS2vIb69lur/7RbzOrW0HkhPs6hQCu4ctk5OT0zirMokMLiBlSQqdjOu5QexIBGR7ZH1p1FAHP+HND1bR73UJdR1SyvY76c3LJBYPAUkKqvBMr/LhOmM5PXtV2ystXttPvI7jV47y7lmke2mltAqwIT8iFFYbwvrkE+1adFH/AAwHI33gc63Y6kPEF7Bc3l+kMfm29mI4kELl4/3Ts+75mOdzEEccVYfwncXdteS6lqUcmqXBgKXNvbGOOEwOXixGXYkBiSQW5yRxxjpqKAOWuvDGs3Om6kU1+O21fUVjie+t7IqkUSE4VI/MLAkM3zb8/NkYwManh3TLrRtJjsLqaxkjgASBbK0e3VEA6ENJISffP+NatFAFe+sLPVLN7TUrSC8tpMb4biMSI2DkZU8HkZosbCz0uzS00y0gs7aPOyG3jEaLk5OFGAOSTViigDn/ABX4YbxLHZKJrTFrKZDb39n9qt5sqV+eLemSM5Bzwe1UNP8AA8ujaVp0Wk6lBDe6dLcNDM9iDCY5nLtGYlZcAfLjay8qO2Vrr6KB3MK+0TUrqTT7+HUrWHWLON4zObJmglR9u8GLzAw5RSMPkEdwSKZe6Fqtze2N/Bq9vb30NtJbXDiyLJIrlCzIpkyjAoMElwM8g10FFAjn/D/hf+wzYZvPtH2PTEsOYtu/ac7+pxn0/Ws/xZ4DHijUmuZLiyMb2n2bZe6eLowcsTJCWcLG5yMkq2dq+ldhRSavv5/jf/Md3e/9f1oc3/wjeo2N5HdaDqltbStaRWtyt3ZGdJRFnYyhZEKt8zA8kEY44ya2pWP9teO7HyYbpYbFCb+R7do4ZtrLJCqswAchxuymQMMCeQD1tFVd3uTZJWRUmtrx9WtbiG/8q0iSRZ7TyQ3nMcbW39V24PA659qt0UUhnKDwSY9RvBb30UWl318uoXNsLQCZ5gytjzgw+QsoJBUnqAwBGN0Wl/8A2+12dSzpxthGLDyF4l3Z8zzOvTjb071eooWmgHK/8K+0uHVtOvLK41GBbKd5vI/tK5ZGLA9AZcL8xyQBg8g8GoNO8Cy2t7YG71G3ntNNnnnthHZeXcMZd24SzbyHB3kthV3EKT0wexooA5LRfAw0qOyspbyGfStMMhsbWO0ETKXDKTI4YhyFdhkKucknJ5p/h7wZJon9nW8uoR3FhpAddPgjtBCy7gV3SsGIkYKSMhUzliQSeOqop3YBVDTtB0fR5ppdJ0qxsZJ/9a9tbJG0nf5ioGep61fopAMmiSeF4ZlDxyKVdT0IIwRXNReDXj8IX+jNqkjXF5H5ZvdhDBVRUQEbuflUBsEbiWPy7uOoopW38x3OQ0DwVceHJtTutNuNJtrq+hhjVLTSfItojGXO7y1ky2Q/OXzkdcYAs6THc+DdD8nW7w6jH5zGI6dpE7Opdmc7lRpSRknBwAOByTXTUU7sWhhjWG161ng0F7iyuVAPm6no1ykeCecB/K3H6Nx6Vn2nhHUrbw7pFkdZtzfaK6myuksWWMqIjFtljMpL5Vm5DLzgjGOesoo2A5lvC92dFvbZrrTrq71K5+0Xz32nNNby/KFCiHzRtACIBlm+7zknNMTwjcQeEU0OK40y4Qys8qahppnttpYsI44fNXYinG0FmwBj3rqaKAMCz8PX2meD49H0vWDbXUZBS7+zh1jHmbiiRsSAgXKKuTtXHJxW/RRTbuBgeLNC1LxDp8dlYala2MPmxyyGeyadmaORZFwRKmBleeDkHtVy7stXuNPs44NXjtLqKaN7maKzBSdAfnQIzHYG6ZySK06KQHN+IvDuq6zrFjdWmrWcNrZ/vFsruxedHmBysp2ypkr/AAg5APPXBEutaJq2t2T6dPqdjHp9zb+TeIunsZZMjDlHMu1MjplWx6mt+ijYOtzkdc8ET6teal5Wo28dnqsEUF1HcWXnyoseceVJvAQ87huV8N83tU2oeEbi6k1CC11RYNO1VVW/gktzJK+EEbGOTeAhZFUHKt0yMV1FFGwABgADoKz5dB0efVk1SfSrGTUY8bLx7ZDMuOmHIyPzrQooDpYKxYfDiQ+KJtWE+YpCZRbFPuzFFjaTdn+4gGMd2OTnjaooA4ew+HItPE1tq0l3ZSPbXst0Jl04C6mEgkGyWcuSwG8YwFGFAx0xpwaTrGn+Jb3Xb3VbOe1lgWOW2t9Ll8zy4zIybSJmJbMhzhDuwAAK6WijZWQ73ev9dTCi8UafqMgs4YdZief92sj6NeRBSeM72iCr9SQKw/Dvw2j0XUIrq4n0+XZYyWUv2TTRbvch9mXlfezO/wAhySed3Qc57miiyFdnP6f4evodIl0XVdRtr7STam0jjWzMU3l42jfJ5hVjt44RcnnjpRFoGpz6FeaNrOrQXdnPaNaRvBZGGZVKldzN5jKzYPZFGe2OK6Cih67gtLW6HISeDdRvob/+1tbinlu9OOnqYLHykiGc7wpkYk885bHpitvxFo517w9c6YtybYzqo8zbuBwwO1lBG5WxtZcjIJGea1KKHqrCSs7o4rTvh3FZ2OqQG4s4Gv2glUabpyWsVvJC25GWPc2eQpO4nODzggC9rK30XhS9tdff+1JroGKBdJ02VGDFflyN8m07hnexVRxnFdPRQ9RrQydH0y6sPDMVpLcqNQaJmnuVXcPPfLO4B6jeSQPTir2nw3NvpttDfXX2y5jiVZrnyxH5zgcvtHC5POB0qxRTbu2xLRWMTxF4dOs3GnXtrPDbahpkxmtpZ7cTxjcu1gyZUng8EMpBAOeoLU0G/tfDNzZadrBttTuXeZ9R+zK4WV23MRETjb/CAScDGSSMndopDM/UoNXlgiXSL+ztZB/rXurJp9/HYLKmP1rCbwKLNtHuNDvYre+0mOWKOa8tBOkiynL5RWTa24ZBUgAEjBBxXW0UAciPAz2F5Z3+h6jFBqEFs9tLc3lmJzKruZGYAMhVt7MeDt5IKnjB/wAIKbC8trrw/fx2c8enrpsstzaC4d4VOQVYMpV8kknlTxlTgV11FH9f194FfTrGHS9MtbC0BEFrCsMYJydqgAfoKKsUU223dhsch4m8Lzar4jh1D+wdD1uFLTyPK1aUp5bb925f3Mg6cdqrX8esS+NtQtNHtdPBm0S2ile4uHVbfMk4yqrGfMxk8Ep0HIzx1Go67puk3Npb6hdrFPeSCKCLBZnJIAOACQMkDceAWAJ5FQ6r4n0nRLhYdSuJI2Kh3ZLeSRIUJwHkdVKxqSD8zkDg88HEpK1umv8AX4ju7t9dP0/yMF/CusabBeWOhSWU1rqFnFayTXkjpJbFIvK3hVVhLlQDtJTkHnni7a6Nqug6vPJosNle2l4sAl+13TwyQmNBHldsbhwVAOPlwc8nPGjf+JtN07UhYTi9luTGspS10+e4CoxIUsY0YLkq3Ujoat6lqMWmWqzTJJJvlSJI4lyzs7BQADj1yfQAntVdb9/6/Um1lbt/X6GHfeGry5g8QpHJADql3DNDuY/KqRxKd3HBzG3TPUV09Z8uu6bDrcGjyXS/b7hWZIFBY4AzyQMLwDjOM4OM4NRSeJtKh1hdMlnkW4aQRBjbyeV5hXcI/N27N5H8O7PI4pDbMvUdBvdS8TwXi6bpVn5E0bDVopma8eNDkxbfKGFblSPMIwTwa0tKsbn+2NT1PUI/LknkEFuhYErBH908E/eYu30Kg4Ipf+El0/8Atl9LQXslzHIInMenzvEjFQwBlCFBwwPLcZ5rWoWwPc5a10/xCvj641a4stMSxmtUtMpfyNKqo8jB9phAyd4G3dxjqajs/C0w8XR6v/ZGkaN5MsryTadIWmvw4I2yny0wMkOQS+WA6Yydiz137drt9psGnXmyxcRy3jGIQ7yivtA37ydrjnbjrzWrQtEv63B6thRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZela5/aeoX1lJp93Yz2RTetyYzvV87WUo7cHaeuD7VqUAFFFV9Qv7fTNPmvb1mSCFdzsqM5A9lUEk+wGaALFFUtM1a31aF5bWO7jVG2kXdlNbNnGeFlVSR7jim6Prmna/ayXOkXIuYY5WhZwjKNwxnGQMjBBBHBByCaAL9FFR3FxDaWstxcyLFDCheSRzhUUDJJPoBQG5JRWQvijTJdDt9XtzeXNncMVja3sJ5XyCQcxqhdeVI5Ap8viPTo9Jt9SjN1c2twcRtZ2U1w3fqsaMy4wQcgYPB54oem4b7GpRUFle2+o2MN5ZSrNBMoeN17j+n07VPQAUVDeXcNhYz3l022GCNpJGxnCgZNOtpjcWsUzRSQmRAxilA3JkZwcEjI9iaAJKKglvreG+gs5JMT3Cu0SbT8wXG7noMbh1qegAooooAKKKKACisy21sT+ILjSJLC6t5YYhMk0pjMcybtuV2uWHP94Ka06N1cOtgooooAKKKQsFUsxAAGST2oAWiqGka5p2u28s+kXS3MUMpiaRVIUsADwSPmBDAhhkEEEE1dlljgheWd1jjjUs7ucKoHJJJ6Ch6bgOorMtfEOm32kTanYyy3NrC7xsYbaR2LI21gEC7m5HYHPamReKNJl0m41H7Q8cFs+yZZreSOWNzjCmJlD7juXC7ctuGM5FAGtRWRH4o0qXS5r9ZphFBIIpI3tZVmVzjCeSV8zcdwwNuSCCM5q3perWes2ZudPlZ4w7RuHjaN43BwVZGAZSPQgGgC5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWRL4p0iHWRpcly4uTKISwgkMSyFdwjaULsVyMEKWBORxyK16PMAorKg8S6fc6s+nQC9edJGiZxp8/khl6jztnl/8Aj3XjrT4df0+51aTTrZ5pp4yVkeO2laFGAyVMoXyww/uls+1G4bGlRWTp/ijSdUvzZ2VxI0uGZC9vJGkwU4YxuyhZACRkoSOR60mn+KdJ1S/Wzs55mkdWeJpLWWOOdVxkxyMoWQcg5Ung56UAa9FFFABRRRQAUVFdTPb2sksVvLdOikrDEVDyH0G4hc/UgVW0XVY9b0mG/hhmgWUsPKn270KsVIO0kdVPQmgC9RVbULqSysZLiGznvXQZEFuUDtz23sq8deSKbpOpRaxo1nqVskiQ3kCTxrIAGCsoIBwSM89iaALdFFFABRRRQAUVQ1XXNN0SOFtUulg8+RY41wWZ2ZgowoBOMsoJ6DIzir9ABRWVrHiXStBZV1KeRGMbSkRW8kxSMdXfYp2IP7zYHvTb7xVo+m3EcN3dMPMVG82OCSSKNXOFLyKpRAT0LEA0bhsa9FUNV1vTtEW2Op3Ig+1TrbwjYzF3Y4AwAe/foO9Q3XiTT7TVv7NkW9kufk3C30+eZE3fd3OiFV6dyMd6ANWiiigAooooAKKKy9P1wX2tX+lyWF1aT2SpIWnMZWZHZwrIUdjg+W3DBT04oDzNSiiigAooooAKKKKACiiigAooooAKKpapq9no1uk1+8gEjiONIYXmkkY5OFRAWY4BPAOACegNP03UrTV9PjvdPmE1vLna2CpBBwQQcFSCCCCAQQQeaALVFUtU1ay0e2We/lZQ7iONI42lklY/woiAsxwCcAHgE9Aagu/EVlZWFveTxagYrgblEWmXEjqMZ+dFjLJ/wICgDUorIvPFOk2VvbTNPLcJdRedD9itpbotHx8+IlYheR8x45pl94v0PT7a3uJ7xnhuIPtKPbwSTgQ4B81vLU7U5HzNge9AG1RTUkSWNZImV0YBlZTkEHoQaKAOR8dXMMB09Usb6e4+3Ws8j2mmzT/uo5dxy0aEcfMdpOeTgc1F4y1k3iQaEtjqi2GpW5e9vYtLuJvLhPBiVUjYiRhx8wG0ZPXAPR6n4j0TRJEj1nWNP095BuRbu6SIsPUBiM1oJIksayRMrowDKynIIPQg0Lb53/T9A638v6/M4rxE0sGo/bfDlxrcWrTWUUcFrFphe1n2s7RrNI8WI+XYN+8QgehxWtzq/jKKN8NDosQkfH3TcyKQB9VjLH/tqtdDRTuBxev39vbePNEaOw1FhbSzPdTW+lXEiZeEKpLpGVbsMgnGOcYpusasdT8ZW+lXljqcGm6fPHN5yaZcSLeTjBQK6RlVjQ4LMSMkY4UEnrre/trq5ure3k3y2cginXaRsYorgc9flZTx61YpLRp/15B3OLujd23i1/8AhH7rV3nuL2J7yzn0/Fl5e1UkcTNEpyEUEBZD8wHBGRXaVBNfWltcwW9xdQxT3JKwRPIFaUgZIUHlsDnikur62s5LeO5k2PdS+TCu0ku+C2Bj2UnPQAUdEg63Mbw3/wAhzxT/ANhRf/SWCqemaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/loPqe+ra6do8Hie9ubSdhqcqrJdW630hGCAqu0G/aCQgAbbn5etTW/iTQ7vVG0201nT579CytaxXSNKpX7wKA5478cUdvQbe5h6Jp/jGDWFk1nUPOssNuT7dDJzg4+VbGM9cfxj8elN0nTvGkN+z6rqPm2/luAv2+F/mIO04WxjPXHO7j0bpXYUUCOP0nTvGcL3X9qaj5qtbOsH+nwvtlP3T8tjHj6ncB/danaTp/jKFL3+1dQ81ntmW2/wBPhfbL2Py2Me36neP9k111FAHIabp3jOK2vxqOo+ZK8BW2P2+F9kmeuRYpt+pDj/ZpdO0/xlHp+oJqGoeZcyRgWjfb4X2Nnk5FigXjuVk+grrqKAOOtNO8aJpN/Hd6juvHEf2V/t8LbMN83zCwULx6o+f9nrTrfTvGa6DdxT6ju1BpEMEn2+E7VH3huFiAPoY2z6rXX0UAcjFp/jIeHZ4ZdQzqTTq0Uv2+E4jxyN/2EKPoY2P+0KaNO8Z/8I60J1H/AImX2kMJft8P+q29N/2Hb17eXn/a7V2FFAHItp/jL/hG1hGof8TP7TuMv2+H/Vbem/7Dt69vKz/tdqZLp3jU6DBFHqONQWZjLJ9vhGUwMDd9gIPOeBGp/wBo9K7GigDj7rTvGb6LYx22o7b5DJ9pf7fCu8E/L8xsWDYHoiY/2utOvtP8ZSaPp8dlqGy8jD/a3+3wrvJPy/MbFg3HokeP9rrXXUUAchf6d4zk07T0sdR2XMcbC6b7fCu9s8HJsXDcdwqfQ9aXU9P8ZS2mnrpuoeXNHBtuj9vhTfJ65Ni4b6gIP9muuooA47U9O8aSrZ/2bqPllLZFuP8AT4U3S87jzYPntyNg/wBkU7WNO8ZzXMJ0nUfKiECLIPt8MeZAPmOGsZM/XIB/urXX0UAcjrmn+MZ9RD6LqHk23lqCv26GP5sfMcNYyn8d34CjV9P8ZTa00mlah5Vj8mE+3wp2G75WsZD1z/H+XQddRQByV7p/jB/Ehms9Q2aZ5ykRfboV+TjI2GyZvXjzf+BDsXOn+MG8Sma31Dbpfnq3lfboR+7yMjYbIt0zx5uf9odR1tFC0sByQ0/xj/wk3nHUP+JX9p3eV9uh/wBVu6bPsW7p283P+13oi0/xgPE3nS6hnS/tBbyvt0J/d54Gz7EG6dvNz/td662ihaWB63OSsdP8YR+IxNe6hv03zWJi+3Qt8nO0bBZK3px5n4numiaf4xg1hZNZ1DzrLDbk+3Qyc4OPlWxjPXH8Y/HpXXUUdAOQ0bTvGUOpF9X1DzbXY42/b4ZPmx8vC2MZ6/7X4HpUvhyw8W22qF/EF/59p5ZGz7bFL83GDtWyhPrzv/A9uqooAwNL/wCR61//AK4Wn8pK3ZA5jYRMquQdrMu4A9iRkZ+mRVHTdDsdJuLq4sxcGa7IM0k91LOWxnABkZsAZPAwOa0KNwWhR0yLVYonGs3lndyFvka0tGtwo9CGkfJ98io/EMMFx4fvIrx7qOF0wz2cJllXnqqBWJOf9k/StKih6gjhRF4l1nw/qVpaTTXdrNLGkM+rqbC4lhI/fL+7iBT+6pManljz8pNS306/bwv4lstc08aVbS3oMI0+Ka93ALGNvkiFS8XyhTgfMpcHaBmvRaKOr/rt/kHby/4JzfgYOmhSRHSrbTYYrh1g+zWDWKXCYB8z7O/zR8krhsk7d3QipfFmnapqlvZ2+m29ldWyziW7t7u6eATKvKruWN8jdgkEcgY6E1v0U3qBw2iz6hp/gNItbS/0ed7qURvpNtJezKDKzZKG3baDyMlSCMHIJwJ7KSXS/Atrb3kmq6a7SusUun6e1xceXvYo0ieXLtZlwWyo+Zj908DsqKQLQ8ovPDd3eafpcd1pNwfstmBBhH3Ji8j2O2CdspiyxOcjL9OakvdFhh8OWMFzZMDZ3l/9m0+48Pz6hatGZ32ZijHyELt2NkYVmwCDXqdFHS39bt/qC7/1tY5W7ebV10HR57MWLzIl7f2isGEEce0iLI4OZCi+hVXrP+IFnBPfWlw1n/aU8EEgjsLrQ5r+3mJII+ZBthkyu3eScBjlTXdUUPV3BaI4bxRomkTa5o2s674YivIzFJFdhNN+2ujFVKBlRGZgNrAHBAz2zWR4q0ie98R3DTRrb2728K6Xdf8ACP3N9JaYHJiaJx9ndW55UZ+Xk7cL6hRRs7h0PL9esrW/13xFarp9zfa6Xtxp1wtpI6WsvlJiQSY8uEggMTuViFA5+UV6gM4GetQQWNvbXVzcwx7ZbplaZtxO4qoUcduABxU9C2sBnyw6wdWSSC+sU04Y3272TtM3riUSgD/vg1oUUUAcmmqxP8SGC2mpBPsX2Xzm0y4EXmCQnHmFNuMfxZ2n1rC0fTNuqaVt0a6g8Rw3ryapqT2roJIvn3ZuMbZVbKbUDNj5eF2fL6TRSStby/zuD1v5/wCVjgdAtUs/H072WnfbBcyTvPf3OizW1zbgndg3LgLOm75VVQCF28kLmjwpapZeMbj7FpwukuPPebU7nRZbO6jy4YI88igTgk4G0DARc56131FNaW8get/MyNKis01zWntdOurW4kmjNzcTKRHdN5agNGSSCAMKcAcg1pXQhNnMLmPzYfLbzI/LMm9ccjaAS2R2wc1LRR0A5HwXfrcalry/ZNQg+0ag1zEbrTp7dXjMca5BkRRnIPHXjpiti31eDUdLvbi70y/ghtZpInhurNi8oQ/fRF3F1PVcDJ9K1qKOiXlYXX5nE+EdTSLQta8631e0YX93cBjpVwsmyWZijIrR/OcEHABI7iqkFjJPomrXMsupeWL2C8ttQu9Lka6mmTYMvbIisUBVVwEQ4BP+2fQaKNvw/D/hh7vXq3+Jw1nfanouma14lvLO+1Se6MK29rb2DwvLtG0MIfmkjXLc78sApOOi1reCgh0q4mdrl725uGnvHnsZrVTKwGQiSqp2ABVB56cnOa6OigXSxXvkvJLN102eC3uTjZJcQGZBzzlQ6E8f7QosUvI7NF1OeC4uRnfJbwGFG54whdyOMfxH+lWKKBnKePTI9jY2zabDe2k058959Nl1COHCkqWt4iGfJ4BPCnnriucsNPuR4X0KPxLpV1c6Tb3N4t1YLYO4A81hbk24LsY1Xoo3gZQ9F3D06igZxOt2enSpoTSaPNN4Xijl8zTotMkISQhfKL2wTcVH7zjYcMVJHAIlnmg0vXdHvrDSb0aadMmtoIrTT5AY2Z4iiGMKDFkKeXCqMckV2NFH9femv1Furf1vc830DwnFqiaHF4i0yZ7eHw9HDJb3MZEYk3Dh1PBdeoB6dRzzUPjjTJ/Ki0iPS/7QS10vZaXl1pMuoSyy4K4R0ZFt5PlUmQkZLL/dr06ik9Vb1/G/5XHfVv8Arp/kcBeWtrJrFvP410i61W0bTYBaq2mSXqQzDd526NEYq5ynzMBkDAPBFT+I9Pk/4SKTTLaNhbeKIVhuSpwI/Kx5pPcF4SUB9VWu4qjFo1lDrEuqLHI95KnlmSWZ5Ai8ZVFYkRg4BIUDJAJziqbu7krRaFS6t7FfFGkl9MuZLmKCdbe7iQ+Tbr8m5XIOAWwMZB+6elbNFFIZ5dcaNqc97eaRdf2mZG1n7ZaRwWzJatG04l86ScAhmQbgEZl5VRsJ2tXoY1TPiBtL+w3g22wuPthh/wBHPzbdm/P3++MdKvUULRJf1tb+v8gerb/rucXA11b+LRDoN1rEsUt68l9bXmneXaRIc72jmaJCx3bdu13zk8Y5GZ4f067tb7TrJBro1CO5mGqG4Mws3gPmfMuf3JyxjI8v5+fm/jr0eilZWS/r/hhvdv8Ar/hzz7QNNv31LSreG4nuNN0FJEhE2kyWJK+W0aIzSnMrYI+ZFVODnkqBX8GwXyazo4e11Dbb2ssdxa3dpNFDpZIHywSPgSjICdZDgZVkX5T6TRVXd7sm2lkFUNOh1iKaY6tfWN1Gf9UttZPAyf7xaV93boBV+ikMoa5paa1oV5p0jFPtERVXHVG6qw9wcH8K5aOTVJ9B1fxDcaPK+pPZJax2Tq6sQi5k4ADHMjyfd+8qLg8iu4opW3Ged+Cd+i6hrtw9g1tpfkW0kS2GgT2SSPmQOUtyXctgICQASAvGME73gK6E3hsQNbXtvLDNMXS7s5bc4aV2UjzFXdwR0zjvXTVT1LS4NWt1gupLqNFbcDa3ktu2f96NlJHPTOKpu5Nle4uqX0Wn6dLPOlxIgG3bbW0k7knj7kasx/KuCt1N38P/AAtDfaVqE+n2LQw6vYy6fKHYLAQMwsm6VBKUJ2gjjPO012+maFaaRJI9pNqEhkABF3qNxcgfQSuwH1FaNL/gfgVc84fSoG8H38LWtzY6VNqgm06yOkTXSiIKpKSWiruEbOsjbTtxlTwcCpLu0jvfh9YQX+mjTUhuyYrS30Ka4t51UtgyWaDcqMDv2MQVbbk5HPodFH/A/C3+Qv6+/wDr/gnHBILj4ZRR654amNuCinTNNt2jZgsw2OkQKsgOFkKE5UZByQa7Giim3cRyHxEmjTQ0hjsby5u5bi2ZTaafNcEJHcRu2WjQ7cAE4JGccZrcu9cS20+zu4rDUbtLuaOJUhtGEkYc43yI2GRR3JGR6Vp0UloM4HxNaXsXjC7mm/tIaZqGnxQ/8Su0aWSaRGkzC0igmJGEn3sL6+YuOat9Lc2WhaL4N1Gy1IWqWEI1O9t9OnuVZVABgjMaN8xK8scYXpknj0iihaf16/5/1rcev9f1/Xyt554v0vxHdX02oWul2N/D51mllm7lSWGMTxO+YxC2CzLlm3cKq8fKc3dZa/t9caXRbjVU1idYQ9lHY+ZYSEdd07QjAClskSKeOBn5T21FNaJIN0FZ8sOsHVkkgvrFNOGN9u9k7TN64lEoA/74NaFFIArjLTSLhfEA0d7aQaXa376pFIUOxgw3LHuxjImd2wDkBF7EV2dFHW4dLHl1lDf3HxBsL8aMtlONSnS8eLR50kEWyVV8y8ZtsyNhCAqlR8gyMDPR6Zqkc3xH1Iraamkc9nbwRzS6ZcRxM8bzlx5jIFAwy4JODngmuupk8K3FvJDIXCyKUYxuyMARjhlIIPuCCKForDet/P8AzuEzOkLtEnmOqkqmcbjjgZ7V5f4SttTbxNHeWulx6a9zpdx9pMWiz2arcExlVmklY/aGBLYfaM/MQTkgdza+FNOs7qO4iuNXZ423KJtau5UJ90aUqw9iCK2qVgucJ4bsrSHQbmDSNIm0/wAU/YGS4vbrTXR5LjHJa4ZdsuZOch2B69KjtdM0ufwTrNjoWgXFnrE+lyQ3DXGnPDLPKUIw07qFlYsTlg7Ak5yQc139FN63ff8A4O33hF8rT7f8Df7jzbWWufEFnrJsdM1VI28PNbI8tlJCzyljlVVgG3D6c9s1s6n4etfDeh6ne+H9Na4uLm3jintsNIs+GOZpFX55Xw7FuSzgY6muwoo6W/rVt/qSlZ/d+Fv8jyzS9N1RdB8SW+m2UltayvavFFY6XJpizR7sXAiidyyuUUrnKknBAGQx35dO0abwlcyeE9I/st7GdbyKM6Y9hvljw33XRSdygoWweCa7SqWqaRZ61ai21FZZIN25o0neNZO21wpG9TnlWyp7ih36DVlo/wCrmNocMV14dv8AWbq2ml/tpWunhAPmGEptjjA7HywvH95jWtoCW0XhvTksbOextltYxDa3KkSQJtGEcEkhgODknkVfACqAoAAGAB2pael3b+rC1tqcj41gv01LRtRs2uY7e3eWK5ms7T7TPAsigB0jw2Tldudr4DH5cZIb4f3+F/Bl9fNp+qXKPdTXUVosZlu3R34O1jnc33ypwRuIIGMDsKKlK13/AF/Wg97f1/W5yHi2087WdIv71dW/syOGeOddM87zVd/LKEiD95j5GBK9CQDwTUKz3dt4Ls7bV77xBZzyPL5ctlYNd3BhDMI1lIik2tsKZJAbIPOc12tFPpYaZ5lfW2o2lto0dzb3+jNHo7QefpNlNdHfkAQOke/aoGDk/NnOyRcEmM6fqlnPbf2jZX+n2d5ottbva6PbNM/mxbwbYyruMSESfe4/66Lg59RooeqafX/g/wCf9a3X9fl/l/Whl+GbCfSvCmlafdnM9rZxQyc5+ZUAPPfkUVqUU5Pmd2JKyscL4m1b+yfH0L/8JBo2ieZpmPM1aPesn73ov72Pn8TVTxPqdiPFF3DqniSeyjOjwzWVva37QfaJy8wDRqh3O3CgKCQ2RkNhcei1TTTIY9cn1QNJ581vHbspI2hUZ2BAxnOZD39KlK0eX1/G/wDmXfVv0/C3+R57qmpvi7/4SjV73S9Vi0+B9Ntre7eDz5jHltiKQJ3835ShDAYUbfm503vraTxO0XjTWH0qWOO3+wWw1F7OOYsoMjDayiVvMypUlgAF4G7nu6jnnhtoWluZUhjXGXkYKoycDk+9VfW5FtLf10PPNTtZItS8V6tBf30E9nqVoYY4bho48+Vb7tyLgPuBwQ+4ADgAkk+j0UUim7nmWqy6qvjfTNQ1Hw7qTTHVzDass1sYxAsMwAT99kFsmRtwHQLztXPX2pOq+Mbq5yTbaSn2WMZ4adwHkP4LsUH/AGnHrW9UcNvDbIy28McSs7OwjUKCzHLNx3JJJPcmmtEl2/r+vMT1d/66/wBehwuj6p4dg+LN/Z6dqWneZLp8UZjjuUZ5JxNMZFPOWcZyR1Hep9D1eS18SJpGm6xpWuWkt1ctPFZRkTWG5nk3SuJHUjcdmCqEkgjoRXVJrWly6tJpUepWb6jGu57NZ1Myjg5KZyByO3cVdpR0SQPVt+n5WCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKp6frGmasZhpWo2l6bdtkwtp1k8tvRtpODweDVygAooooAKKKKACiiigAooooAKKKKACikLBVLMQABkk9qbDNFcQRzW8iSxSKHSRGDKykZBBHUUAPooooAKKKKACiiigAoqnbavpt5f3Fjaahaz3dt/r7eKZWki/wB5Qcr+NXKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoqK6urextZLm9nit7eJS0ksrhEQepJ4ApLO9tdRs47vT7mG6tpRmOaCQOjj1DDg0ATUVXvtQs9Ls3u9Su4LO2jxvmuJBGi5OBljwOTipLe4hu7aO4tZY54JVDxyxsGV1IyCCOCCO9AElFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRVOz1fTdRubm30/ULW6mtG2XEUE6u0LZIw4Byp4PB9DQBcooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDkvHFhFJJo99K8rvFqtmkUZc+WhMwywXoWI4yckDIGMtmDx3p+mao8dhHZx3fiK8hKWEhyWsQDzcA/8sgpIJYYLEKvJxjotT8N6HrUyS6zo2n6hJGu1Hu7VJWUdcAsDgVFeeEvDmotEdQ8P6XdGGMRRGeyjfy0HRRkcAeg4oWit53/L/IfW/kc14v0mOz1SfxJquhaPrdhbWESSG+cCeHy3kZjErRsrMwcYG5ckAZ71uak/9r+ItO0tR+4tgNQu1IHY4hQ+mXBb/tlV5/DmiSX1veyaPp7XdqqpbztaoZIVX7oVsZUDsB0q1BY29veXN1FHie6KmZyxJbaMKOegA7DAySepNO4tzmdYsY4viR4cvC8sk0rXKje+RGog+6o6AE8nuT1JwMQatp+m6h45tY9GtIzrNtcR3Woakoy1tCBgQl+v7wcCMHGCWI6bt+88KeHtRvzfahoOmXV2xBNxPZxvISOB8xGeMD8qJ/Cnh251I6jc6Bpc16XEhuZLONpNw6NuIzkYHPtSWjTE1o13Oav9Oh0Txg+sal4d0e9S/wBShS3v94N7CzIkahUaLkBlJOJMhcnHGK7uqEWhaRDqz6rDpVlHqMgIe8S3QTN25fGT0Her9C+FIb3uc94b/wCQ54p/7Ci/+ksFU9M8Xape+IF0+fQ/IgZ3U3Gy+GAAcHL2iR84/wCemOeCeM6mnaPfaf4h1O8W+t3sdQmE5tjasJUcRpH/AKzzMFcR5xszz1rZo7ei/Ib6nI6J4u1TU9YWzutD+yxMGJm2XwxgEj/W2cac/wC/9M9KbpPjHVdQv2gudB+zoI3cSeXfjJUEgfvLNF5/3s+gJ4rsKKBHH6T4x1XUHuhcaD9nENs8yHy78b2Xov7yzTr/ALO5vRTTtJ8X6pqCXpudD+zm3tmmjGy+HmMOi/vLNOv+zub0U111FAHIab4w1W9tr+SfQvIa2gMsa+XfjzWz9357ND/3wHb/AGaXTvF+qXun6hcT6H5ElrGHjj2Xw80k9Pns1b/vhXPsK66igDjrTxlq1xpN/dSaD5ctqI/Li8u//e7mwfvWatx1+RX99o5p1v4w1WbQbu+fQtk0EiKkHl3/AO8DdTg2Yfj/AGUYepFdfRQByMXi/VJPDs+otoe24inWNbfZffMpH3sGzEn5Rkf7Qpo8Y6qfDrah/YP78XIhFv5d/wArtzux9j8zrx/q9v8AtZ4rsKKAORbxfqg8NrqI0PNwbnyTbbL7hdud2Psfme3+r2/7WeKZL4y1ZNBgvl0HdNJM0bQeXf8AygAENgWZfnPdAPQmuxooA4+68Y6rBotjex6D5k1yZBJD5d/+62nA+7Zl+f8AbRPbd1p194v1S10fT7uLQ/Nlug5kh2X37rBwPu2bPz/tontnrXXUUAchf+MNVtNO0+4h0LzpLqNmkj8u/PlEHGPks2b/AL7VD6A9aXU/F+qWNpp8sGh+e11B5kibL4+U3935LNz/AN9hD/s111FAHHan4y1axWzMGg+f9otkmf8Ad358tjnK/JZv0x/Ftb1UU7WPGGq6bcwx22hfaVkgSVm8u/O1mHK/u7Nxx7kN6qK6+igDkdc8Xappeoi3tND+1RmNX8zZfHkjkfurOReP97PqBRq/i/VdO1prO20L7TCNmJtl8c5AJ/1dm6cZ/v8A1wcgddRQByV74u1S28SHTotD823Eyx/aNl90OMnK2jR8Z/56Y9SOcFz4t1SHxKdNTQ99v56xfadl990kDdkWhj7/APPTb6sK62ihdLgckPF2qHxN/Zp0PFv9p8n7Tsvvu7sbs/ZPL9/9Zt/2sc0ReLtUk8Tf2a2h7bf7QYvtOy++7nG7JtBH/wCRNv8Atd662ihdLg+tjkrHxdql14jGnS6H5VuZWT7Rsvugzg5a0WPnH/PTHPBPGU0Txdqmp6wtndaH9liYMTNsvhjAJH+ts405/wB/6Z6V11FHQDkNG8YarqWpG2utC+zR7HbzPLvhyBkD95ZovP8AvZ9AelS+HPFep6zqhtb3RfsUfll/N2Xo5GOP31pEvf8AvZ9jXVUUAYGl/wDI9a//ANcLT+UlbsjFI2ZUaQqCQi4y3sMkD8zWTpGkXtlq+pahqN9b3Ul75aqsFs0IjVN2Acu+4/N146dK2KBLQo6Zf3N/E73Wk3mmMrYCXbwsX9x5UjjH1IqHxLpsuseGr7T4EhkkuIiipcEiNvZiAeD06H6VqVDeWVrqNnJaahbQ3VtKMSQzxh0cehU8Gk9UNHFW2mw6hoGu+HdP8OaNpd1DJF59vauDaTk7XAZliU52jBBj4BHUGpLBrmHw/rem+F9C07RtUspkWSLTGjMTsyqxKMUUeZ5ZwPMQANtzlea6caBo66OdJXSbEaaetkLZPJPO77mNvXnp1pD4f0Y6ONIOkWB00HIsvsyeSOd33MbevPTrzT6tgtCp4V1D7dp08U1xqEt3aXDQXK6ikKzRPgMFPkgRkbWUgrng8nOQK/jTUJrfToLKFb9FvpPKnurKzmuGgixlyBErEMR8qnHBbPatyw0+y0uzS00yzgs7ZM7IbeJY0XJycKAAOeasUPUFoef+F7Kw1r4aQWlroNnqSWlzKsNnq9u8EK4lfBG+JjwrYyFPORkc4gttPkv/AAzoXm6TJr2nWMlzBd6buhKtIrlFdRKwR40Ksqgn7rKcZXA7e88P6NqNklnqGkWN1axuZEgntkdFY5ywUjAPJ59zRe6Bo2pWUFnqOk2N3bW+PJgntkdIsDA2qRgcccUPW/8AX9f1qJK1jzeDV9etNIsodO1AWNuiyzQIqJcK8X25Yol3MOY/LcY24JAXBHfZ+3+Jrjw9az29zqFzFb3d7DeT2C2i3biKZ0jbbMoiIwp3bQDnbgYyK7eews7lw9zaQSsFChpIwxADBsc9sgH6gGqd74X0DUljXUdD027EbOyCe0jfYXO5yMjgseT6nk0dP67srS7f9bGZquox61oGlWel3DTprwQCYrtY2xXfJIRgYyny9BhnXgVH4tm1bT2t57GS/t9Ht4JGupNLW2M0RXBBKzqQYwobhPmzjANdH9gtf7QS+8ofaI4TAj5PyoSCQB0GSoz9B6VW1Dw9our3MVxqukWF9PCMRy3NskjIM54LAkc80Pe6EttTm9as5tS8aaBc2fiG/s4rq1nMPkR2+B8sZ+XzImOWHJBz04xzVbXNY8Sv4iv7DQE1KeTTYIWjjtxZCO4dgWzOZWV9jY2/uwuMNyTwvZ6lpOnazbC21jT7W/gVg4iuoVlUMOM4YEZ5PPvUF94c0TVDAdT0bT7w2y7YDcWqSeUPRcg4HA6elC0YdDlde1fW7dvEF/Dq7WsWkGFoLJIYiJ3aNGMTswJIZjtAUq2WPJ4A7wHIHGKw4fCemL4mu9curO0ub2Z0aGaS2UyW4VAuFc5PYnjHWtyhbAZ8uo3UerJaJo19LA2M3yPB5KfUGQSceyGtCiigDBH/ACUVv+wUP/RprC0zWtVmGi6vJrDTLqt89s+l+TH5cSjzMhCFEm9PL+YsxHDcDjHTJ4W8Px6p/acehaat/wCYZfta2cYl3nq2/Gc89c1PDomlW+qy6nb6ZZxahMNst2luqyyDjguBk9B1PYUoqyS/re//AAAerfn/AJW/4Jgabf6ra+L2tfEM+oRi7lmWxRVt2s5VHzKFKr5yuEGTvIXIbGeKNEv9Vg8UPZ+JJ9QSe5M5tYdtu1nIiuCDGyL5oIQrkSEclsZxkbll4d0XTb+W+07R7C0u5gRJcQWqJI+Tk5YDJyRn60af4e0XSLmW40rSLCxnmGJJba2SNnGc8lQCeeaa0sD6hp7yNq2qB9XivVWVNloiIGsvkHysQckt975scH0qv4vubmz8F6zc2BkW5hspXjaL7wIQnI9/StOK0toJ554LeKOW4YNNIiANKQMAsR1IAA57VNSaurDTs7nnnhGzNj40t306xsdN0++0lpmtbSTzGcK6eVNMy/KZGDyDjd90/O/GOn1xjr3hbUoPD95FcTfNCfs9wAdykb4t4PyMRlc9VJzWhp2j6ZpCyrpOnWliJn3yi2gWPe3qdoGT7mhdI01LK4s10+1W1umdriAQLsmLfeLLjDE989aqWqt/W/8AX9aCWj/r+v6+Z56mmT3Emuaf4f0H+ybMRWjXGkRyQp5rCRjLGRGxjRpIQAfm5BTdtBzUtnf3OiW3iD+w9Em0u3aS3htrO2t/tP2OZgRI7RW+5VwNjlEJzwTgsQO6TQtIj0c6THpVkumsCDZrboITk5PyY29eenWrNnZWunWcdpp9tDa20QxHDBGERB6BRwKXSwdThvAlvp13pWt6VaHU47eLUS7tPBNbvMCiE7mdVJZiCWAweeeG52vhyAPhtoIAwBZR4A+lbN1o+mX1pNa3unWlxb3D+ZNDNArpI/HzMCME8Dk+gpNM0bS9FheHRtNtNPikbc6WkCxKxxjJCgZNP/JfghJW+9/iS31zLaWbzW9lPfSLjEFuyB357F2VffkiixuZbuzSa4sp7GRs5t7hkLpzjkozLz14J61YopDMDxXqUtpFZ2dlJqC3l7KViTTo4GmYKpZsGf8AdqABzu57Dmue0nxHquu6ToNr/aD2MmoT3cUt+qwNKwgdlVVHzReY4XcSAy4V9o6EdpqWkabrNutvrGn2t/Crb1juoFlUN0zhgRnk8+9Mm0PSbnTTp1xpdlLYli5tZLdGiLFt2dhGM5JOfXmgZj6rLqMWp6LoEGrz2/2uOZ5dSaOEzyGMLhFBTywzbiT8n3UbA7id7+fTfEtlp91qLSWy6XPPNLcCNWdo3iHmMVVQMBmzgAc9K0JtB0e40lNLuNKsZdPjxstHtkaJcdMIRgY+lEvh/Rpre0t5tJsZIbIhrWN7ZCtuR0KDGFx7Yo/r8H+X6C6f13OP0jUfEXiOPRoodcNklzoaXk88VvE0jTFgAV3KVAPcbTx0weQvirXtX0+w8mO7vU1Ow0wXd6dNjtfs6MQRuka5IJQsjYCYbAbPVa7e3sLO08v7LaQQ+XEIU8uMLtQdEGOi+3SoL7QtI1S6iudT0qyvJ4RiKW4t0kaMf7JIJH4Une2nn+tvzX3Durt/10uYEV9qXiHXBZRarLo8UOnW95i0SJpJ2lLZ/wBajgIuzHAyS3XjlNd1jVdO1W+0u3uh9o1KGP8AshmiU+VIWEcvGPmCZWU5zwW7Ct7UPD2i6tHBHqukWF6luMQrc2ySCIcfdDA46Dp6CoTos1x4li1O/uopYbNWWxt47fYYi4AZncsd5wCBgKAGOQTginZvyJV0vMknMqa7p0f9sxxL5Mu+xdE33ZG35weo299ox83PatOoXtLaS7iupLeJ7iFWWKZkBdA2NwB6gHAzjrgVNSGeR3aXN3qF7qsdnaRanY+IVh/tCd91yR5ypHbxKvKRtEy53EdXOw7t1eqi+tDqBsRdQ/bBH5pt/MHmBM43beuM8Z6VE2j6Y+rLqj6daNqKLsW8MCmZV54D4zjk8Z71KLG0GoG+FrD9sMflG48seYUznbu64zzjpQtEl/W39f1qx6tv+tzzywNyusx+Ir+20m7nk1mTTwJbdnu4F814l8uUthAq4YxqgBG5s5Ymtb+zodI+I1jPFpGnadHfGeNZtPI868cqJC06hFwo2tzl/mZemeenXRdLTV21VNNs11F12teCBRMwxjBfG7GAB17Uyx0DR9MvJrvTdJsbO5uM+dNb2yRvJk5O5gMnnnmhaJf1/X/BB6tv+v6/rQ5nQ9M06fxrLfeG7OK30+2hltr26jXjUZ2ZeCespj2tl2J5cgHO7DtE8O6F/wAJ1c3ui6NYWEOkRm1EtpapF5s7gF8lQMhF2j6u3cVvWPhPw7pd6t5pugaXZ3S52z29nHG4zwfmAzzWjbWtvZxGO0gigjLs5WJAoLMSWOB3JJJPcmhaW/r+uoPW5LVDTtRur2aZLnRr7Tlj+7JcvAyy/wC75cjn8wOtX6KAKGuC/OhXn9jyCO/WItASoYFxyFIPY4x+NYC+KfPsNT11bqSLSILKHygsAdjK67yw7txJGoGcZ3ZrrqqrplglhLYpZWy2k2/zLcRKI33klsrjBySc+uTS7jOZ8HaxqVzr2r6TqjX7mzit5l/tL7L56mTeCp+zHZt+QEZAbk54xWj4I/5FOD/rvcf+j5KtxeGNBgsZbKDRNOitJlCSwJaRiORQSwBUDBAJJwe5NQjw9HpNm0fg220jRJJHDSkabuSQAHqsbx889ST34qmyba3Neb/USf7p/lXDadfXUHgPwTYWd21gdTit7d7tFVniAtzJhQ6su5im35gep4ziuhj0a91C3ltfFz6PrFm+CsC6W0ahgc5YSSyA/kMVYi8M6DBpUumQaJp0enztvltEtIxFI3HLJjBPA5I7Ckuvy/C/+ZVznUvPEVxomqWmnXc19c6fqYtheRpClxNCAjPs3r5JkUsU5AU7T0NSvf6tqPhC3k8P3GpXFxFdmG9Z1tkvVCMyyKu5RBvVgB/dKhsHODW9N4c0S40qLTLjRtPl0+E7orR7VGijPPKoRgdT0Hc0XHhvQ7vTYNOu9G0+eytzmG2ltUaOI4x8qkYHU9PWj/gfp/VvxF/X9f5/gZaamNQ8Crd2niCTTXDCN9R1GGLfG6S7HR1+WPduDJ8vGTkZ4z01VW0rT301dOewtmsUVVW1MKmJQpBUBMYwCBj0wKtU2I5H4jWUc3h6O6keQmC8tNke8hATdRfMQOpxwM5x261091fWlikbX11DbLLIsUZmkCB3bhVGepPYdTVbVPD+ja20ba1pFjqJiBEZu7ZJdmeuNwOM4H5VIdH0w2VvZnTrQ2tqyvbweQuyFl+6VXGFI7Y6UlovmM57xxYRSSaPfSvK7xarZpFGXPloTMMsF6FiOMnJAyBjLZh+IOmRHT21b+yNPke0i8yXUmYLeWyIwb9x8nLfewC6DJHXNdDqfhvQ9amSXWdG0/UJI12o93apKyjrgFgcCkfw1oUl5bXb6LpzXNqqpbzm1QvCq/dCNjKgdgOlC0VvO/5f5A9X8rHCePtWW51FVvbbVI7XTLuya3VdMuHjnlaaMtJvVCp2oSijOSxYYztpvi7WorzXLW4vbbVo7fTtQs/scf8AZN0VkYyoXl3CPBO07FX733+MsK9Mnt4bqPy7mGOZNyttkUMMqQVOD3BAI9CKJreG4VVuIklVXV1DqGAZTkHnuCAQe1C0t5O/5f5A9Ytdx6sHQMM4IyMgg/kaoS6jdR6slomjX0sDYzfI8Hkp9QZBJx7Ia0KKACuSttV1WXVE0VrljeQ6nJ58/lKN1oFEq8YxyJI4yRznJ611tQi0tlvWvBbxC6aMRtOEG8oCSFLdcAknHvR1DocLB4pvpfGOmm2n1GTTdRvp7QC5itUtmEaSZMQB8/cGjAJfKn5umVrfsv8Ako2sf9gyy/8ARlxWhD4d0W21B7+30ewivJJPNe4S1RZGfn5iwGSfmbn3PrVdfCmiWt1Jf6Vouk2mqHe0d4LBN6uwILErtY5yc/MCcnnmhaIb626/53NaWVIIXlkO1I1LMcZwBya4DQvFWpy+IYlc6ndWl9pc1/DHfR2qb9pQoYVhJdVYORiXLfd5yGrqLW18ULdRte6xpE1uG/eRxaTLGzD0DG5YA++D9Ks6f4e0XSJTJpWj2FjIc5a2tUjPOM8qB12jP0HpSsGhiaPd6knhFvEtxqs+rSTaebtbGOOFYFYrvCRlU38fd+Z29+ajafVLHwBqOvHxDNf3D6W91CRFAIIn8suDGFTJXOMb2fgDJPWuhtNC0jT9QnvrDSrK1vLjPnXENuiSS5OTuYDJyeeaSy0DR9NuLi407SbG0muc+fJBbIjS5OTuIGW5Pem+tv8Ahtwjo1fX9djmPEfiW/tV1VNMvohPa6CbxF2q2yUk7XIxnBx06VduZtX8O6bf32s6y95bvDEIvKtkEkVwzlSkSgAbSWQL5jMQfvMRmti18OaHY20ltZaNp9vBIpR4obVEVlPUEAYIPpV26tbe9tZLW9giuLeVdskMqB0cehB4Io6W/rdkq6evl+n9fM8/t/Fes2el+IIZ3uDc6fLapHLqotjJbichS0gtzsKoDv7HHXjmuh1OPVNA8PveJrN5qTWsyXE5uooNzQAjzEAjjUfd3MOM5HXFa1lomlabavbadplnaQSLseKC3RFZeeCAMEfM3HufWqE3hmG10iXT/C0Wn6FHcN/pBt7BfmUjBKhSoD4xhmDAY5U0PyGuzDTL271Gw1TUGv0htJZHFhJsXbDEi7fMJ/iBYM/JxtxWjpDM+i2TSahHqbmBC17Gqqtydo/eALwA3Xjjmn2unWtnpUOmwQqLSGEQJERldgXaFOeoxxUtvbw2ltHb2sUcEEShI4o1CqigYAAHAAHanom7C1tqcj46Jn1XQNPmsItStryaZfslzIqW80yplBKSDlQN7YCscqDg44f4JuU0fwhdf2rfWkVlY3txFHPv8uCOMSEbFLE4RW3IMnoo6dB01/p1lqtm9pqlnb3ts5BaG4iWRGwcjKsCDzzSSaXp82ljTZbG2ewCCMWrQqYtg6LsxjAwOMdqlaX/AK7Detv67/5nMeMbe51jXNG0aJrE2d1FPM4vommhlePy9qtGrL5nDMdpYDjdztArnGn/ALcuPD+lzaFpd1C1peJBYyFY9PM0MqxmUKQxICBiigMQHPOMsPSdQ0nTtWsxaarYWt7bAhhDcwrIgI6HawIpl7omlalYR2Oo6ZZ3dpEQY7ee3R40wMDCkYGBxT0/r+v6sF3Y8utrefVdL0qzltLHxJNbabcssOooPJMKzFIp0Ls3zlVAAPUdZE6spSHxAltYtDDqVsnhy2mtb3WHCrbId6y3AUEs03CHggDH+sXILenaj4f0bWEhTV9Isb9YMiFbq2SUR5xnbuBx0HT0p99o2l6n5H9pabaXn2Zt8H2iBZPKb1XI4PA6elHRr+uv+f8AXQ/r8v8AL/h+tfwtNd3Pg/SJtRLNdyWULTFupcoMk++aK1aKcndtiSsrHGeJtVuIPFkNj/a2s2FsbHzsaTpou2Z9+Pm/cSlRj6Vd1LxJqNnqU2naXpI1BrWwjvZZ7m6FuCpLgrgITvPl5AwF5OSuBm7qfh57/Vk1G01nUNMuFg8hjaLAwdd27kSxv39MVmX3he91LxZczyalf2lhJpsFtI9s0Km6IeUurEoWXhhymz7xweOJV+W3XX9bfoXpdv0/S/6hP4yup4prnQdJS/s7S1jurmSa68l9rp5gWNdjB2CYJ3Mg5Az1xbTxHealqjWvh7T7e7ht1ia6uLq7aAJ5ih1VAI3LNsIY52j5l5POEvfBdlcyS/Zb29063uIEt7q2tHQR3MajaqtuUsvykrlCpx34GLEvhpRqf23TNSvdLLqizQ2oiMcwThcrIjbcDjK7SRjPQYrS/kRrbz/4b/gmC/iPVNL8QeIX+wm8021v7dJJZLzaYUeGEERJtO7BYsQSg54LEkDuKx7jw1Z3MeqJJJOBqk0c021h8rIqKNvHAxGvXPU1sUinuccdUli8Z3EOqa3q9jD9sSK0t/7PUWcymNCFM7QHlnLDHmAk4A5xWteXEt74rs9OtpZI4rOM3l2Y327s5SKM46gnexH/AEzHUGn3Ph77dqa3F/ql9c20cyzx6e3lLCjqQVOVQO2CM4ZyM9uBixpml/YLi/uJZvPnvrgzO+3btUAKiAZPAUD6kscDOKFsr/1/weon1MrTb7Vj4+1DT9RuY3t10+G4igijAWItLKv3j8zHCLknjPQCqeg6pK/iJ4NW1vV47p7i4WHT7rT1gtpFV22iOQwKZCEAbAkJIBPIBrSt/CzweKJNcOvanLLIgieB1t/KMYZmVOIg2AXPO7PqTU8Ph7GrR39/ql9qLQOz20Vx5Sx27MCpKiNFJO0lQXLYBPqTRHRK/mEt3by/L/M2KKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA5/xJrOp6Vdad9itrc2s15BBPNMxJIkkCbUUEcgHJYnA4ADZJVni7U9Z0XTrnVdPk05bOyg82SG5jdpLls/6tWDKIyeADh8lvujHzP8T6HquufZE0/U7Oyht54rnbPYvOzSRvuXkSoAvAyMZ96r614b1vVdW068j1qxSOxQN9ln055InuP+e2FnU5H8KksF68nBAtvn+Gn/BH1+X4kGreJbqDxdHpEet6Lo4e1glij1KAvLcPI8ilE/fR9Ni8AE5atjXL64ilsNP0+Qx3d9OAJAgby4k+aRsHj7o2jry68VX1vRNV1yzfTptTs4tOuYPJvI1sGMsmRh9jmUqmR0yjY9TVq10qVPEdzqNwyGNbdLWzRSSY0+85ORwWbAxzxGpzyQGL+v6/MqXutanbeMtL077NBHp94ZUMjsWlkKR78qAcKAeOck88LgZj1jVdZ0nWLJ2fT5NPu72O0S1WN/tDBhzIJN2Pl5JXYflUnd6Gr6DrV/4ksdTtNXsLeGwZzDBLpzyMd6bW3OJlB74wox71HJ4b1pvGb64us2MkW0RW9vc6c7m1i43rGwmUBmIyWKk9B0GKS3V/6/4f8PuE9mRweIrm58bXekjXtEtvs9wsaabJCWu5k8pXLA+cP7zc+WcBe9dZWFqOhX+r6hENQ1C1Olw3MdzHbQ2ZWbfGwZQ0pkYEbhk4RSemeud2hfChvc57RZb698Ua7JcancNbWd2ttDZCOIRAGCJ92dm8tl2/ix7VbtvFnh291AWFnr+l3F4WKi2ivI2kJHUbQc5GD+VZ+gz/AGfxX4itJ7e8je4vVuIpGtJRC6fZ4VyJduzO5SMbs8HitC28NWNpqAvYp9UaUMW2y6tdSR5P/TNpCmOemMDtR0XovyG92JZeLPDmpXgtNO1/S7u5YEiGC9jdzgZPyg54FJaeL/DV/cGCw8Q6VczBWcxw3sbsFUZJwGzgDkmlsvDNjp94LmCfVHkAIAn1a6mTkY+48hX9OKS08L2FlcGaG41VmKsuJtXupVwRg/K8hGfQ4yO1AgtPF3hu/aUWPiHSrkwxNNKIb2N/LjXq5w3CjuTxS2ni3w5frObDX9LuRbxmWYw3sb+Ug6s2DwB6niktPDFhZNKYbjVW82Jom87V7qXAPUjfIdrejDBHY0tp4ZsbJZxDPqjCeMxP52rXUuAe675DtP8AtLgj1oAS28XeG72OeSz8QaVcJbR+bO0V7GwiT+8xDcD3NLbeLfDl5b3Fxaa/pc8Nqoe4kivY2WFT0LEHCj3NJbeGLC0jnSK41VhcR+W5l1e6kIH+yWkJQ/7S4PvS23hmxtbe4hin1RkuFCuZdWupGAH91mkJQ+6kGj0ASHxf4auLS4uoPEOlS29tt8+ZL2MpFuOF3ENhcngZ60R+LvDcthNfReINKe0gZVluFvYzHGW6Bm3YBPbNEPhewgtLi3S41Upcbd5fWLt3GDkbXMhZPfaRnvmiPwxYRWE1otxqpimZWZm1e6aQEdNshk3KPUAgHvQAqeLfDkmnSagmv6W1lG4je5F7GY0c9FLZwD7Ug8XeGzpx1AeIdKNkJfJNz9tj8sSYzs3bsbsc460qeGbFNOkshPqhikcSFjq10ZAR6SGTeB7A49qQeGLAacbL7RqvlGXzd39r3XmZxjHmeZv2/wCznHfGaAFPi3w4NNGonX9LFiZPKF19tj8ovjO3dnGcc460jeL/AA0lgl8/iHSltJHMaXBvYxGzDkqG3YJHpSnwzYnTRY+fqnkiTzd39rXXm5xjHmeZvx/s5x7UjeF7B7BLM3Gq+VG5cMNYuxISfWQSbiPYnA9KACXxd4bgsoLyfxDpUdrclhBO97GElKnDbWLYOD1x0pZ/Fvhy1s7e7udf0uG2ugTBNJexqk2Dg7WJw2D1xSS+GLCaygtXuNVEduWKMmr3SudxydziQM/tuJx2xSz+GbG4s7e2kn1QR24IQx6tdI5ycnc6yBn9txOO1ACXHi7w3aW9vcXXiDSoYbpS0Ekl7GqygHBKkthgD6Ut14t8OWUNvLe6/pdvHdJ5kDy3saCVP7ykn5h7ikuPDFhc29vBJcaqqW6lUMer3UbEE5+ZlkBc+7EkUt14ZsbuG3jln1RVt08tDFq11GSP9orIC592yfegBLrxf4asRCb3xDpVuJ4hND5t7GnmIejrluVPqOKLzxd4b06RI9Q8QaVavJGsqLPexoWQ9GALcg9jRdeF7C7EIluNVXyYhEvlaxdx5A7ttkG5v9o5J7mi88MWF9Ijz3GqqUjWMCDV7qEEDpkJIAT6seT3NAC33izw5plwLfUtf0uzmKhxHcXscbbT0OCc4NF54t8Oafemzv8AxBpdrdDGYJr2NHGRkfKTnkEH8aL7wzY6hcCeefVEcKFxb6tdQrgf7KSAZ98ZPei88M2N9em6mn1RZDj5YdWuok4GB8iSBe3pz3oAWbxZ4dttSOn3Gv6XFehxGbaS8jWTcei7Sc5ORx70SeK/DsOpf2dNr+lx33mCL7K15GJd56LsznPPSibw1Y3GpG+efVBLvD7Y9WukjyP+mayBMcdMYPeiTw1Yy6l9uafVBN5gk2rq10sWR/0zEmzHtjHtQulwAeLPDp1P+zhr+lm+8zyfsv2yPzd+cbdmc7s8YxmhfFnh19T/ALOTX9La+8zyvsovIzLvzjbsznOe2M0Dw1YjU/t/n6p53mebt/ta68rOc48rzNm3/Zxj2oXw1Ypqf28T6p53meZtOrXRiznOPKMmzH+zjHtQulwfWwQeLPDt1qQ0+21/S5r0uUFtHeRtJuHUbQc5GDx7Ull4s8OaleC007X9Lu7lgSIYL2N3OBk/KDngUsHhqxt9SF9HPqhlDl9smrXTx5P/AEzaQpjnpjA7Ull4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxR01ALLxb4b1G5+z6f4g0u7n2lvKgvY3bAGScA5wBTtO8U+H9Yuvs2ka7pt/cbS3lWt5HK+B1OFJOOabZeGLCwufPgn1Rn2lcT6vdTLgjB+V5CM++MjtTtO8OWWl3X2i2n1J32lcXWqXNwmD/sySMuffGaAKmhy30fiXWrC81K4v4YFgkhM6RKY9+/Kjy0XI+Udcn3roK5vQJ/tnizXbuO3u4oGS2iR7m0kg3sok3bd6jcBkcjI5ropI0ljaOVFdHBVlYZDA9QRR6CXmOrL8S6lLo/hq+1CB4Y5LeIur3AJjX3YAjgdeo+tTaZomlaJE8WjaZZ6fHI250tLdYgx9SFAyasXiXT2ci6fNDBckfu5J4jKin3UMpP/fQpPYaMXSrzUdX0KWbTvEWh6jMZNsV5Z2bPAgGMqyi4JY/RxjI49aVh4lv7LTNXv/EEtreWtndLbW0thbGAzvkIww8rD/WNsyWAypzgc1fstBvrWHVLl9ShbWNSUBrqO02RRlVKpti3knGcnLkk9wMAS/2D9l8JpomltaqqQiHN/bG4jkX+PegddxbnPPU55pgvMv6fdzXtoJrnT7jT3JI8i5aMuPfMbsv61Bruq/2RpjTxQm5uZGENrbqcGaVuFXPYdyewBPaq3hbw9/wjemzW3nQv5s7TCK2g8i3gyANkUW5ti8biMnLMx74qxq+gWGuNbPfi5D2rM0L215NbshIweY2U9OKH5Ajmz4zvYfCulzXX2YatqE8tuDFbyyRqYy+51hQtI/CfcBySeoGSH3HjCQaXpwttW0tJrgTPcald2rwQW6REK+6F5AytudE2s4IJJPTaZrLwO2kaVZxaRqkiX1ncyzxXF55lyhEm4MjI0mduCPusvzKG7kEm8EufsF7Bfwf2zZ3M10LqezEkTPKMSDytwKrjG3D5G0ZLc5Or/r+kC0SKVh8TLf8Asm1k1HT7yS6Yus/2S2IVAsoiMm1yGAJZCFwWw44OCa1R41glt7I2mlahc3l486JYoYVlQwvslyXkCfK2BwxznIyMkVm8CB1UnUiZWVjM5h/1kjXKTswG7gZXaF5wCOTjlL/wVPdaKNLE+kXFubq4uXGp6UbnDSyu4KDzV2lQ5Gec9eOlHTzGrXf9aW/zNvXNUk07QnuIYyLuXZDbROAf30hCopwcY3EZwegNV7zXW0i4s9KW0vdZ1GS3MrLb+QjMqFVaQ73ReWYcL69MUkWgzJeaKs1011aaTAdr3Dl5pp9ojEjnGDhC/Pcv2xUPivwzceJo44BLpaQKpw13ppuJonPG+KQSr5bAdDgkEZ9qHo9P6/r8fxEvMbrPibUdN8T2OnWvh+9vobiGV2kheAFiu3hd8y4xu5yO4xnmptS8Ww6ZNIsmm380dtEs19PCsZSyVucvlwWIAJIjDkAZxyMyanod5PJptzpWopb3mnq0ay3kBuFlRlAYModDuyqnIYdDwc1k6x4Bi1PXH1Qx6JcTXCRrcDVNGF2MoMZjPmKyAjqCWHAxjnItw6F7UPGlpp95dw/2fqFxFYlPtl1DGnlW6OoYOSzAsMNkhAzDBJGCM9HXFXHh3UtX1vxBZvcx2ejXjwpNGbItJOghQMI5C4VQcbT8jEc4IPTtQMDA6ULYAorPl0HR59WTVJ9KsZNRjxsvHtkMy46YcjI/OtCgDAtpb2Hx1c2kuoz3FpLZC4SCVIwsLeZtwpVAxGP7xaktfGFrd30Ea2F8lndTNBbai6J5E8i54GHLgHa2GZQpxwTkZRNF1oeLjq8mq2DWxjMH2ZdOcP5W4sB5nnEbv9rbj2FQWPhG6tZrG3m1VZtJ06cz2tsLYrNu+bary7yGVdxwAinhck4OVG9lf+tf8glu7f1p/maGl+IRq9/PFaadefZYZJITfs0QiZ0bayhfM8zO4EcoBx6YJNH8QjW55fsmnXi2aNIiXztD5UrI+xgoEhcHIP3lHQ+2aFp4UuI/F/8Abt1cacsg35+wacbeWcEbQs0hlbzAABxgcgHjGKXTPCk9r4qfW7q405ZWR1cadp5tWuC2OZmMr+bjHHAwSfpTXS4PrY27TUPtV9e232S6h+yOqebNFtjmyobMZz8wGcE+oIputammjaHe6lJG0q2kDzGNTgvtGcZ96daW15DfXst1f/aLeZ1a2g8kJ9nUKAV3DlsnJyemcUatptvrOj3mmXoY295C8Mm04O1hg49+aTvbQatfU5vw94qu7vxTLomo3WnXsn2ZpvN06J1SCRGCyQMxZgzrvQ8EHnlRkZ6LWby40/Rby7s7VrueCFnjgQEmQgcAAZJ+g59KzNB8N3GmXFvPqN9BdPZ2n2O0W2sxbJHFlScruYFjsXkbV44UUtz4evtS8NappOr6y90b55fLnS3WPyYmPyx7Rw4A4JPLDOacttP61/y/4cS31/r+v6VjCg8Z6kLG/kjudN1ZEa2ht9Qtbd4LdZppPLKOGkbOzKs2GB+bbgGtjTta1V7nVdLnWx1DU9PMJDW2YI2WUZG9WZyhXBJGWJGCBzioYPCV3u1O6vbvS7i8v7ZLVlXSytqY0zjzITKTIcMRy4GMAAc5s6T4Zl0LSZ49Kl0+3v5tvzx6fstowCSFWBHBC/Mx++TuYkk9Ken9f1/VxalC38WahJ4H0/UJFs11G+uDbK5UrBEQ7gyMC2dqqhbG7nGMjORc8H+JZNeXUILia2uZLKYKt3aRNHDdRsoZZEVi3Gdy5DMCVJB5wM+HwJdP4RTRdS1S0uWtblbqynTTyojkDl/nRpGDjJxgFeO+eR0Gi6TPp7XdzqF2l5fXsgeaWKHyowFUKqohZiAAO7E5JOcEAJX1v/W3/BDt/Xf/AIBqUVXvrCz1Sze01K0gvLaTG+G4jEiNg5GVPB5GaLGws9Ls0tNMtILO2jzsht4xGi5OThRgDkk0DGaley2FsJINPutQkLbVgtdgY++XZVA+rD2yayz4vtH0yzubWyvbm5vJHiisIlQT74yRIp3MEXYVIJLY4wCcjKeK/DDeJY7JRNaYtZTIbe/s/tVvNlSvzxb0yRnIOeD2qhp/geXRtK06LSdSghvdOluGhmexBhMczl2jMSsuAPlxtZeVHbK0DNa98RixgslfTL6TUL3d5Wmx+UZvlGWJO/ywFBGSXxyACSQKsQ6wkmoWtjPaXFtdXFq9z5cuw+WFZVKsVYjdlx0JHXmqd9ompXUmn38OpWsOsWcbxmc2TNBKj7d4MXmBhyikYfII7gkUy90LVbm9sb+DV7e3vobaS2uHFkWSRXKFmRTJlGBQYJLgZ5Bpf1+Dt+gun9d/8iv/AMJ5ZyR2X2LTNTvZ76xF/DbwRJu8rODks4VSM9C3PQZPFWrzxVFb6PBqlnpeoajZy2wu2ltVj/dRFdwYh3Uk4z8q7jx05GW+H/C/9hmwzefaPsemJYcxbd+0539TjPp+tZ/izwGPFGpNcyXFkY3tPs2y908XRg5YmSEs4WNzkZJVs7V9KHdLTz/W36D0u+3/AA3/AATVu/E8Ud5HaaZp95q9w0C3Dx2XlDyo2JCMzSugG7BwASeDxxTrzxRZ2C6v9phuQ2lQpNIgQFpldSV8sZ+bJDIM4+YEe9VP+Eb1GxvI7rQdUtraVrSK1uVu7IzpKIs7GULIhVvmYHkgjHHGTW1Kx/trx3Y+TDdLDYoTfyPbtHDNtZZIVVmADkON2UyBhgTyAadr2RKva7/r+v67nQSakY9Ss7M2V2TdRvJ5yxZih24+V2zwTu4HOcGrtVJra8fVrW4hv/KtIkkWe08kN5zHG1t/VduDwOufardIZwd/48ubTVRIJrD7ENQ+x/YPKd7uSNZPKkuNythEV8/eTGF+8CwA7yuUHgkx6jeC3vootLvr5dQubYWgEzzBlbHnBh8hZQSCpPUBgCMbotL8eIGuzqWdONsIxYeQvEu7PmeZ16cbenehbK/9af5/0lsPd2/rU5yy8ZnUPEwgS8t7aw+1SWaI9hO5nkQspH2jKxRsWU4T5iQAf4sBmleK9UvvE0Fk7WbiSaWO505LaRLnT0UMUkkcuQQxVQPkUNvBUkDm9H4UuVuhA2pRnR0vft0doLYiYSeZ5m0y78FPMJbGwHoM461tM8Dz2Woae9xqVvNa6ZcTXFr5dl5dwzS7twlm3kODvJbCruIUnpgi6X/r+tQe7t/W/wDwP+CWI9b1fT/EyafrTWM8NxZzXYFnE6vaiNlGHLMd4O/AbCcqeOeM3QvG13e+INNs76bT5U1SIyC3tI38zT2KebHHM+5lZmTPZD8pIBHI0NC8MaxpuoXlxqmr2OpLfsxun/s545nXBCIH85lVFBwFC+p6kkp4e8GSaJ/Z1vLqEdxYaQHXT4I7QQsu4Fd0rBiJGCkjIVM5YkEngj5/1v8A8AJeX9f1qdVRRVDTtB0fR5ppdJ0qxsZJ/wDWvbWyRtJ3+YqBnqetAD9W1OLRtJuNRuY5ZIbZPMkESgsFHU4JHAHJ9gajOsQ/2jcWccM8r29sly7RoGUhiwVRzksdhOMdMVdmiSeF4ZlDxyKVdT0IIwRXNReDXj8IX+jNqkjXF5H5ZvdhDBVRUQEbuflUBsEbiWPy7uF3GXrLV21wX2nmDUNEv4UUssogaVFfO2RSpkjPKsOc8qcjpR4Ru7q98MW81/cNc3HmSo0zqqs+2VlBIUAZwB0ArK0DwVceHJtTutNuNJtrq+hhjVLTSfItojGXO7y1ky2Q/OXzkdcYAs6THc+DdD8nW7w6jH5zGI6dpE7Opdmc7lRpSRknBwAOByTVOxOtzc1KCa50+WO2vZ7GQjKzwKhdcc8B1ZeenINYWmeJnh8D6Bfags2oajqVtAEht1QSXMrR72wCVQcBmOSAAD9KtjWG161ng0F7iyuVAPm6no1ykeCecB/K3H6Nx6Vn2nhHUrbw7pFkdZtzfaK6myuksWWMqIjFtljMpL5Vm5DLzgjGOUtnfy/W5WhbbxjarpLXTWN6tyl2ti2nsI1nE7YwmS/l8hgwO/BBGDnirF94iGnaZaXN1pl6l1eTCCGw3Q+c0hDHbu8zyx8qk/f7Y68VSbwvdnRb22a6066u9SuftF899pzTW8vyhQoh80bQAiAZZvu85JzTE8I3EHhFNDiuNMuEMrPKmoaaZ7baWLCOOHzV2IpxtBZsAY96P+B+l/1F/X9f1/wNe71eSy0L+0ZtK1Bn+XdZQxrLOu5gvRGKnGcnDHgGtKsCz8PX2meD49H0vWDbXUZBS7+zh1jHmbiiRsSAgXKKuTtXHJxW/TdhHP8Ai3WtS0SwiudOtoHj8+BJpZ2JADzJHhVBBJwxOSQBgdeldBWB4s0LUvEOnx2VhqVrYw+bHLIZ7Jp2Zo5FkXBEqYGV54OQe1XLuy1e40+zjg1eO0uopo3uZorMFJ0B+dAjMdgbpnJIpLb5jMLxT4qvNM1C4tdPudPtDa26Sk30Tym7lkL+XBEqMrbj5bcgMeRhTWZqHxEupNPOpaS1jBDFawzraXcbyT38jxiXyIgjAqQhHzbX5bOAFOeg1XwvPc+IzrekX0FjeTWn2K4eazE5MW4sNh3KUYEnk7lPGVOBVGTwALaeX+wr+OwgurCLT7sSWgllaKNdqmOTcuxtpIywdchTt4OVrbTf/h/+B/lvd6X12/4b/g/1a1u88R366voIs7e3GmapMsZmkYtI+6CSUFQDhQNijJznJ4GASmv69eaRrtlBBqWlyfapYo00l4iLuVWcKzq/m9FBLH92RhSM9wuteHNWvr7S5NK1SwsrbS5BLBDNp7zMWEbR8sJk+Xa54wDkdas6zoup60xtJ9StI9KkKGWFLJvPbaQ3Epk2rkj+5kDoc4IrS+nf8CdbfL8TdoorPl0HR59WTVJ9KsZNRjxsvHtkMy46YcjI/OkM0Kxo/E1pLbwSLBc75r9rAQFVEiyKzBiRn7oCF85+7zWzWLD4cSHxRNqwnzFITKLYp92YosbSbs/3EAxjuxyc8HUOgreI1i1yHT7nTL+3juZWht72RY/JmkVSxUAOXHCtgsoB28HkZg0qa+j8a6xYXOoz3lsltb3MKTJGPJMjzBlUoikrhF+9k8dax7D4ci08TW2rSXdlI9tey3QmXTgLqYSCQbJZy5LAbxjAUYUDHTGnBpOsaf4lvddvdVs57WWBY5ba30uXzPLjMjJtImYlsyHOEO7AAApq1tRvql/Wv+R0tYtp4ljn1U2F5p19prtC88El2Iwk8aEBmG12K43KcOFPPTg4ZF4o0/UZBZww6zE8/wC7WR9GvIgpPGd7RBV+pIFYfh34bR6LqEV1cT6fLssZLKX7Jpot3uQ+zLyvvZnf5Dkk87ug5zOv9f16Bob+l+JU1O3kvP7NvbTTREZo7+68pI5ox/EFDmQAj5vmVeKii8Vq+jXurT6PqVrYW1s10k0wiH2iMAtlEEhcEgZw4U884NJp/h6+h0iXRdV1G2vtJNqbSONbMxTeXjaN8nmFWO3jhFyeeOlEWganPoV5o2s6tBd2c9o1pG8FkYZlUqV3M3mMrNg9kUZ7Y4pu2tv63/4AR3V/n+G34k2q+KrHR4bqS7jnK2tgdQkKKD+7BwQOfvcdP1pth4piv5LqJdM1GCWCFLiOOaJVa4jcsFZAGJGSpGH2kcbgKzJPBuo30N//AGtrcU8t3px09TBY+UkQzneFMjEnnnLY9MVt+ItHOveHrnTFuTbGdVHmbdwOGB2soI3K2NrLkZBIzzR0/ru/0sSr318v0v8AqVU8XWiWF/canaXmmyaeUE1tcKjyfP8Ac2+UzhtxOAASc8YqT/hI2hs47nU9H1DTVkuo7YC4MLEFyFVz5cjALuIXrnJ6Y5rE074dxWdjqkBuLOBr9oJVGm6clrFbyQtuRlj3NnkKTuJzg84IAvayt9F4UvbXX3/tSa6BigXSdNlRgxX5cjfJtO4Z3sVUcZxQ3bX+v+HGlfQ1odZhuH1NYILiT+zX8uQogPmvsDlU55IDAdueKs6fd/b9Ntrz7PPbfaIlk8i5TZJHkZ2uvZh0I9ao6Ppl1YeGYrSW5Uag0TNPcqu4ee+WdwD1G8kgenFXtPhubfTbaG+uvtlzHEqzXPliPznA5faOFyecDpTtZtf15ivdXMjxPrs2lNaW9rcWVk9xveS9vxmC2ijALMw3pnJKqBuH3s9sF/hDXpPEOhfabhFS4hnkt5diMiuVPDqrfMoZdrAHkBup6lfEXh06zcade2s8NtqGmTGa2lntxPGNy7WDJlSeDwQykEA56gtTQb+18M3Nlp2sG21O5d5n1H7MrhZXbcxERONv8IBJwMZJIyZV9b/1t/wRvp/Xf/gEPivxK+jS2VjZsi3t7vZGa1lutiJt3EQxfPIfmUYBGBlicLgwah4iePwnZavD4l0SzikX57q+s3WKZ8H5VQzKyNkN8pLMMEYyDWlq2jXl3d2WoaZfRWuoWiPEJJ7YzRyRvt3KyB0PVFIIYYx3zUEOiarpmkwWeiapaROHlluZryxabzZJHLsVCypsG5m4+bggduTp5jTV0ZOp+NLuG30qBIksNQvLIXtyj2U98bZcDK+TDh2+YkFiVC455IBZrPjS5hUf2TqOkhY7KK4E9xC8i38ku7y4YERw2W8tjxvPIAVua0Y/CVzpcVj/AMI3qcdpNa2n2N2u7Xz0ljzuB2q6bWBzjB24Yjb0xXHgVrC7trrQNRjtbiPT106aa6tFneSIHcGUgpsfJJ7qeMrwKb8vP9bfp/kxL+vw/wCD/mjotG1OPWdDsdThUpHeW6TqjdVDKDg/TNFS6dYw6XplrYWgIgtYVhjBOTtUAD9BRTla7tsJXtqZWp6zqsWvppejabZ3b/ZvtDvd3z24UbtuBtifP6U/UfFuk6Pc/ZNUuGS8WBbiSCCCWcpGSQX+RCdgKkFiABxnGRnK8TeF5tV8Rw6h/YOh63Clp5HlatKU8tt+7cv7mQdOO1Vr+PWJfG2oWmj2ungzaJbRSvcXDqtvmScZVVjPmYyeCU6DkZ4lX5fPX9bfoXZXfbT9P+Cb2o+LtF0qYR3l2/8Aqlmd4beSZIo2zh5HRSsanB+ZiBwT2NTXniPTbHUI7GR7ia5kVX8u0tJbgorHCs/lq2wEg4LYBwfQ1z7+FdY02C8sdCksprXULOK1kmvJHSS2KReVvCqrCXKgHaSnIPPPF210bVdB1eeTRYbK9tLxYBL9runhkhMaCPK7Y3DgqAcfLg55OeK0v5Ea2/ry/wCCInjayt/EeqaXqkoiNtdwwQmOCRwokjjKmVlBVMu5UFtoOMDJBrqK5i+8NXlzB4hSOSAHVLuGaHcx+VUjiU7uODmNumeorp6RT30OabxhFJ4sGi2jablZBHJ9q1FYppDjLeTCFYybehJKjIIGcHGlfalLFrWn6bZiNpbgvLOXBPlwIMEjHcsyKM+pPOKwJ/CmotcXlhBFpw0y91JNRku2ZhcRsHRyvl7MMdyYDlxgEfKdvO3pVjc/2xqep6hH5ck8ggt0LAlYI/ungn7zF2+hUHBFEdlf+v6f4Ce7/r+tPxI9P8RSX3ii80l9Pktkt7ZLiOaVwGlDO6fcx8o+TIyckHkCk0fVtX1S6kkk0yyh05ZpolmW/d5j5bsmTH5QUZK/3zj3qla6f4hXx9catcWWmJYzWqWmUv5GlVUeRg+0wgZO8Dbu4x1NR2fhaYeLo9X/ALI0jRvJlleSbTpC01+HBG2U+WmBkhyCXywHTGSR2V/MJbu3l+X+Z1tFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZ+o67puk3Npb6hdrFPeSCKCLBZnJIAOACQMkDceAWAJ5FQ6r4n0nRLhYdSuJI2Kh3ZLeSRIUJwHkdVKxqSD8zkDg88HGL46uYYDp6pY309x9utZ5HtNNmn/dRy7jlo0I4+Y7Sc8nA5qLxlrJvEg0JbHVFsNSty97exaXcTeXCeDEqpGxEjDj5gNoyeuARar52/L/g/cPrby/r+vM37/wATabp2pCwnF7LcmNZSlrp89wFRiQpYxowXJVupHQ1b1LUYtMtVmmSSTfKkSRxLlnZ2CgAHHrk+gBPauT8RNLBqP23w5ca3Fq01lFHBaxaYXtZ9rO0azSPFiPl2DfvEIHocVrc6v4yijfDQ6LEJHx903MikAfVYyx/7arTF/X9f1saMuu6bDrcGjyXS/b7hWZIFBY4AzyQMLwDjOM4OM4NRSeJtKh1hdMlnkW4aQRBjbyeV5hXcI/N27N5H8O7PI4rA1+/t7bx5ojR2GosLaWZ7qa30q4kTLwhVJdIyrdhkE4xzjFN1jVjqfjK30q8sdTg03T545vOTTLiRbycYKBXSMqsaHBZiRkjHCgkpatCezOg/4SXT/wC2X0tBeyXMcgicx6fO8SMVDAGUIUHDA8txnmtauLujd23i1/8AhH7rV3nuL2J7yzn0/Fl5e1UkcTNEpyEUEBZD8wHBGRXaUL4UxvexlWeu/btdvtNg0682WLiOW8YxCHeUV9oG/eTtcc7cdea1a57w3/yHPFP/AGFF/wDSWCqemaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/AJaD6nudvRfkN6XOtorkdE0/xjBrCyazqHnWWG3J9uhk5wcfKtjGeuP4x+PSm6Tp3jSG/Z9V1Hzbfy3AX7fC/wAxB2nC2MZ6453cejdKBHYUVx+k6d4zhe6/tTUfNVrZ1g/0+F9sp+6flsY8fU7gP7rU7SdP8ZQpe/2rqHms9sy23+nwvtl7H5bGPb9TvH+yaAOuorkNN07xnFbX41HUfMleArbH7fC+yTPXIsU2/Uhx/s0unaf4yj0/UE1DUPMuZIwLRvt8L7GzycixQLx3KyfQUAddRXHWmneNE0m/ju9R3XjiP7K/2+FtmG+b5hYKF49UfP8As9adb6d4zXQbuKfUd2oNIhgk+3wnao+8NwsQB9DG2fVaAOvorkYtP8ZDw7PDLqGdSadWil+3wnEeORv+whR9DGx/2hTRp3jP/hHWhOo/8TL7SGEv2+H/AFW3pv8AsO3r28vP+12oA7CiuRbT/GX/AAjawjUP+Jn9p3GX7fD/AKrb03/YdvXt5Wf9rtTJdO8anQYIo9RxqCzMZZPt8IymBgbvsBB5zwI1P+0elAHY0Vx91p3jN9FsY7bUdt8hk+0v9vhXeCfl+Y2LBsD0RMf7XWnX2n+MpNH0+Oy1DZeRh/tb/b4V3kn5fmNiwbj0SPH+11oA66iuQv8ATvGcmnaeljqOy5jjYXTfb4V3tng5Ni4bjuFT6HrS6np/jKW009dN1Dy5o4Nt0ft8Kb5PXJsXDfUBB/s0AddRXHanp3jSVbP+zdR8spbItx/p8Kbpedx5sHz25Gwf7Ip2sad4zmuYTpOo+VEIEWQfb4Y8yAfMcNYyZ+uQD/dWgDr6K5HXNP8AGM+oh9F1Dybby1BX7dDH82PmOGsZT+O78BRq+n+MptaaTStQ8qx+TCfb4U7Dd8rWMh65/j/LoADrqK5K90/xg/iQzWeobNM85SIvt0K/JxkbDZM3rx5v/Ah2LnT/ABg3iUzW+obdL89W8r7dCP3eRkbDZFumePNz/tDqBa2A62iuSGn+Mf8AhJvOOof8Sv7Tu8r7dD/qt3TZ9i3dO3m5/wBrvRFp/jAeJvOl1DOl/aC3lfboT+7zwNn2IN07ebn/AGu9C1sD0udbRXJWOn+MI/EYmvdQ36b5rExfboW+TnaNgslb048z8T3TRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0o6AddRXIaNp3jKHUi+r6h5trscbft8MnzY+XhbGM9f9r8D0qXw5YeLbbVC/iC/wDPtPLI2fbYpfm4wdq2UJ9ed/4HsAa2la5/aeoX1lJp93Yz2RTetyYzvV87WUo7cHaeuD7VqVgaX/yPWv8A/XC0/lJW7IHMbCJlVyDtZl3AHsSMjP0yKBLUdVfUL+30zT5r29ZkghXc7KjOQPZVBJPsBmodMi1WKJxrN5Z3chb5GtLRrcKPQhpHyffIqPxDDBceH7yK8e6jhdMM9nCZZV56qgViTn/ZP0pPRDWpGvibTm0m41J1voba3ID/AGjTriJyTjG2N0DN1A+UGrWmapb6tbtNax3caq20i6s5bZs4zwsqqSOeoGK5a3a7v/DurJrF3rMumb4/sl2+nbb4kEFj5KRZIDgYzED94kEYJhkF5qng/WINXutUksHlRbO5uNKZrmVflLCS2jRS0ZcFSpRCU3Z4IYvqwWp3dR3FxDaWstxcyLFDCheSRzhUUDJJPoBXP+Bg6aFJEdKttNhiuHWD7NYNYpcJgHzPs7/NHySuGyTt3dCKl8WadqmqW9nb6bb2V1bLOJbu3u7p4BMq8qu5Y3yN2CQRyBjoTQ9ARettf0y78P8A9tw3P/Eu8tpDNJGyYVSQxKsAwxg8EZqJvEunDRrXVYvtlxaXYBia2sJ5mIIzkoiFl6dwK5DTdK8U3fhvTIJ9I00RW99PcTWdxqEsfmkSs0WT5B+UMS2Mc7UOeSKu6PPfad8OdOg1kajo9zgIraTaSXsygc/Mpt22Z5BypHocmk92JbK52Nle2+o2MN5ZSrNBMoeN17j+n07VPXlF54bu7zT9LjutJuD9lswIMI+5MXkex2wTtlMWWJzkZfpzUl7osMPhyxgubJgbO8v/ALNp9x4fn1C1aMzvszFGPkIXbsbIwrNgEGn0/ruxrX+vK56beXcNhYz3l022GCNpJGxnCgZNOtpjcWsUzRSQmRAxilA3JkZwcEjI9ia5m7ebV10HR57MWLzIl7f2isGEEce0iLI4OZCi+hVXrP8AiBZwT31pcNZ/2lPBBII7C60Oa/t5iSCPmQbYZMrt3knAY5U0PR/1/T/4ALVHZy31vDfQWckmJ7hXaJNp+YLjdz0GNw61PXDeKNE0ibXNG1nXfDEV5GYpIrsJpv210YqpQMqIzMBtYA4IGe2ayPFWkT3viO4aaNbe3e3hXS7r/hH7m+ktMDkxNE4+zurc8qM/LyduFFvZh0ueoUV5fr1la3+u+IrVdPub7XS9uNOuFtJHS1l8pMSCTHlwkEBidysQoHPyivUBnAz1oWquAUVnyw6wdWSSC+sU04Y3272TtM3riUSgD/vg1oUAZltrYn8QXGkSWF1bywxCZJpTGY5k3bcrtcsOf7wU1p1yaarE/wASGC2mpBPsX2Xzm0y4EXmCQnHmFNuMfxZ2n1rC0fTNuqaVt0a6g8Rw3ryapqT2roJIvn3ZuMbZVbKbUDNj5eF2fKo6pf11t+WoS0b8v8v89D0miuB0C1Sz8fTvZad9sFzJO89/c6LNbXNuCd2DcuAs6bvlVVAIXbyQuaPClqll4xuPsWnC6S4895tTudFls7qPLhgjzyKBOCTgbQMBFznrTWtgelzvqbJIkMTSSuqIgLMzHAUDqSaytKis01zWntdOurW4kmjNzcTKRHdN5agNGSSCAMKcAcg0eK7C51Xwfq1hYhWubmzljiVjgMxUgA+xPFJ7XGtXYdpHiXS9cmkh06eRpY41lKTW8kLNG2QrqJFG5Dg/MuR71fu7qOytJLmZZWSMZYQwvK5+iICx+gBrivC9pd33iyDWZ31R3i0+SC5N9ataokjtGwiiiIA2rsc7hvJ3AGRsDHVabrA1G0urhrC/sxbTyQlLq3KvJsP30UZLKf4SOvpVOyX9dyVuU4PGWkXP2pYl1LzLREklhbSbpZQrkqpEZjDMCQfug9D6UQ+MtGntb6dZLyNdPCG4SbT7iKRN/wB3EbIGbPbANRaB59tpF7r2q2063l8Wunt1iZpY4lGIodgydwQDKj+Jm9aqR6YV8E3c2vfa7e81GQXd21jAZ5onLLsVVCOW2KqL90jC5I60non/AFqPdmsfFGmro8upyi+htopFiYTadcRyFmYKoWNkDtksB8oPNXNN1KDVbU3Fql0iBiuLq0lt2z/uyKrY564xXJobrUPDWojWrzWmsEuoXsbz+zcXzbGR9xgWLoJFwMxDgEkEYY7XhSfU57G5bUpLqeAXBFlPe24guJYtq/NIgVdp3bgPlU7QMjuX3/rsHQ3aKr3yXklm66bPBb3JxskuIDMg55yodCeP9oUWKXkdmi6nPBcXIzvkt4DCjc8YQu5HGP4j/SkBYorlPHpkexsbZtNhvbSac+e8+my6hHDhSVLW8RDPk8AnhTz1xXOWGn3I8L6FH4l0q6udJt7m8W6sFsHcAeawtybcF2Mar0UbwMoei7gDsenUVxOt2enSpoTSaPNN4Xijl8zTotMkISQhfKL2wTcVH7zjYcMVJHAIlnmg0vXdHvrDSb0aadMmtoIrTT5AY2Z4iiGMKDFkKeXCqMckUf1+D/P9RdP67nY0V5voHhOLVE0OLxFpkz28Ph6OGS3uYyIxJuHDqeC69QD06jnmofHGmT+VFpEel/2glrpey0vLrSZdQlllwVwjoyLbyfKpMhIyWX+7Sbsvv/C/+X4jtq1/XT/M9OorgLy1tZNYt5/GukXWq2jabALVW0yS9SGYbvO3RojFXOU+ZgMgYB4IqfxHp8n/AAkUmmW0bC28UQrDclTgR+VjzSe4LwkoD6qtU1Z2JTurs7iisa6t7FfFGkl9MuZLmKCdbe7iQ+Tbr8m5XIOAWwMZB+6elbNIZkS+KdIh1kaXJcuLkyiEsIJDEshXcI2lC7FcjBClgTkccitevLrjRtTnvbzSLr+0zI2s/bLSOC2ZLVo2nEvnSTgEMyDcAjMvKqNhO1q9DGqZ8QNpf2G8G22Fx9sMP+jn5tuzfn7/AHxjpQtUv66f1/w4PRv+upSbxfpUepRWEw1CGaaf7PG0ul3KRvJzwJDGEPQ85wRzU1p4m0q+1U6dbzyfacOUElvJGkoQgMY3ZQsmCRnaTiqqxT6p40M08EkdjpEe2AyRlRNcSD5nXPUKh2gjjMjjtWRY6t/bvjhZ72w1S0TTzLDp8MumXCLKxGHmeUx7ACBhRu6Ek8kBUv8AP+v67+oM3rPxXpF/qAsraacysHMTPaTJHOF+95cjKEk9fkJyORxTLLxbpV9qcOnxDUIbmdWaJLrTLm3DhRlsNJGo4+tcf4St75Nb0ZTaagFtkmW4s7u0mig0vIPEEr8S84TrJwSUKL8p6zSIp9Q8RahrF5BJDHFmysUmjKMI1OZJMHkB3AA9VjU96a/r+vuB9Tfooqhp0OsRTTHVr6xuoz/qltrJ4GT/AHi0r7u3QCgC/RVDXNLTWtCvNOkYp9oiKq46o3VWHuDg/hXLRyapPoOr+IbjR5X1J7JLWOydXViEXMnAAY5keT7v3lRcHkUu4zs7qZ7e1klit5bp0UlYYioeQ+g3ELn6kCq2i6rHrekw38MM0Cylh5U+3ehVipB2kjqp6E1xPgnfouoa7cPYNbaX5FtJEthoE9kkj5kDlLcl3LYCAkAEgLxjBO94CuhN4bEDW17bywzTF0u7OW3OGldlI8xV3cEdM471Vidbm7qF1JZWMlxDZz3roMiC3KB257b2VeOvJFN0nUotY0az1K2SRIbyBJ41kADBWUEA4JGeexNGqX0Wn6dLPOlxIgG3bbW0k7knj7kasx/KuCt1N38P/C0N9pWoT6fYtDDq9jLp8odgsBAzCybpUEpQnaCOM87TSWz+X9fkUekUV5w+lQN4Pv4Wtbmx0qbVBNp1kdImulEQVSUktFXcI2dZG2nbjKng4FSXdpHe/D6wgv8ATRpqQ3ZMVpb6FNcW86qWwZLNBuVGB37GIKttycjk/wCB+n9WF/X9f5nodFccEguPhlFHrnhqY24KKdM023aNmCzDY6RAqyA4WQoTlRkHJBrsabVhGbq/iDTtD8v+0JJt8oZkjt7aSdyq/ebZGrMFGRlsYGRzyKu21zDeWsVzaSpNBMgkjkjbKupGQQe4IrjfFUN5beLoL4vqMOm3FgbaWfS7JridXV9wT5VZkVwTlgv8I+ZTg1f0RpvCfgrRbS502+mkLR25t7VPOa23scbzn7iA4LZPTvSjqtf61/4b+rDe9jT1fxJpuhyBL97guYzKVtrOa4KIP4mEattXry2AcH0NRah4u0TTHiF3eHbJEs3mRQySxxxscLJI6KVjQ84ZyAcHng1zXjSK5PiCZo11OzWXTPKjudOsprn7W25swyiPIRRkEN8jfOdsi4bOTqGm6qn2+01Cwv7eHVNNgWKy0q3MiSzCHy2tpJ1z5canHJKAhid5G4Uru17f1r/l/Wg9Oa39dP8AN/1c77U/FWj6ReLa3906SFVZykEkiQqx2q0jqpWNSQcFyBwfQ1Y1LXNO0iazi1C5EUl7MILdQjMXcnA6A4GSBk4AyOeRXnWraHqkD6zpN2dSnh1G0hFstjbMVu5RAsRSadQfLQMgbBMYIY8sCVF3XNF8URXiXSabYaiVurKK3l+3Sh44o5EYgoIGC5YFnYMeMcHaKrTmS6X/AFJbfLfrb9D0eikXcUG8ANjkA5AP1qhLDrB1ZJIL6xTThjfbvZO0zeuJRKAP++DSGaFFFcZaaRcL4gGjvbSDS7W/fVIpCh2MGG5Y92MZEzu2AcgIvYijrYOh2dZen64L7Wr/AEuSwurSeyVJC05jKzI7OFZCjscHy24YKenFcFZQ39x8QbC/GjLZTjUp0vHi0edJBFslVfMvGbbMjYQgKpUfIMjAz0emapHN8R9SK2mppHPZ28Ec0umXEcTPG85ceYyBQMMuCTg54JprVXG9L/11sddRTJmdIXaJPMdVJVM43HHAz2ry/wAJW2pt4mjvLXS49Ne50u4+0mLRZ7NVuCYyqzSSsftDAlsPtGfmIJyQJv8A194WPU6K4Tw3ZWkOg3MGkaRNp/in7AyXF7daa6PJcY5LXDLtlzJzkOwPXpUdrpmlz+CdZsdC0C4s9Yn0uSG4a4054ZZ5ShGGndQsrFicsHYEnOSDmm9L/wBd9gjq15/htud/RXm2stc+ILPWTY6ZqqRt4ea2R5bKSFnlLHKqrANuH057ZrZ1Pw9a+G9D1O98P6a1xcXNvHFPbYaRZ8MczSKvzyvh2LclnAx1NGyv/W7JTu7en6f5/gdhRXlml6bqi6D4kt9NspLa1le1eKKx0uTTFmj3YuBFE7llcopXOVJOCAMhjvy6do03hK5k8J6R/Zb2M63kUZ0x7DfLHhvuuik7lBQtg8E0Oy3GtdjtKK5nQ4Yrrw7f6zdW00v9tK108IB8wwlNscYHY+WF4/vMa1tAS2i8N6cljZz2NstrGIbW5UiSBNowjgkkMBwck8inZq6YXTV0P1TV7PRrdJr95AJHEcaQwvNJIxycKiAsxwCeAcAE9AafpupWmr6fHe6fMJreXO1sFSCDggg4KkEEEEAggg81zfjWC/TUtG1Gza5jt7d5YrmaztPtM8CyKAHSPDZOV252vgMflxkhvh/f4X8GX182n6pco91NdRWixmW7dHfg7WOdzffKnBG4ggYwJWt7/wBbA+lv63Og1TWrXSPL+1xX0nm52/ZNPnucY9fKRtvXvjNUz4x0X+ybTUUnuJYLwsIFisppJX25DfulQuAMHJK4HHqKf4kub4aIINIimF7fMtvFIsZP2ff96VuwCrk88EgDvXOeIdMm0bWtFfT/ALdaaTDYS2Ek+m2Rup4OY2QKoVyoYIQW2N0HQkMH/X4f8N94ef8AX9b/AHHRXfi/RLKxt72W7eS2uIfPSW2t5J1EXeRtinYvP3mwKfqvinSNGWM31y+JIjODBBJPtiHWRvLVtqc/ebA96415b3QfBmn+HFsNTg/tDzzNcR2U159hgeRm2kxq5aXawUZyMgkk4wy6lYy22shrdNXi0O90m3t4lsbGQzyGMuBBIxUvCpWQZJCHP8aEHI+tv63/AK8wX9fgejJIksayRMrowDKynIIPQg0Vm+GbCfSvCmlafdnM9rZxQyc5+ZUAPPfkUU5JJtIS1Q7U/EeiaJIkes6xp+nvINyLd3SRFh6gMRmtBJEljWSJldGAZWU5BB6EGuH8Tat/ZPj6F/8AhING0TzNMx5mrR71k/e9F/ex8/iaqeJ9TsR4ou4dU8ST2UZ0eGayt7W/aD7ROXmAaNUO524UBQSGyMhsLiU/d5vX8L/5F21a9Pxt/mei0V5jqmpvi7/4SjV73S9Vi0+B9Ntre7eDz5jHltiKQJ3835ShDAYUbfm503vraTxO0XjTWH0qWOO3+wWw1F7OOYsoMjDayiVvMypUlgAF4G7mra2Ivpf+un+Z2dvf211c3Vvbyb5bOQRTrtI2MUVwOevysp49asV5xqdrJFqXivVoL++gns9StDDHDcNHHnyrfduRcB9wOCH3AAcAEkn0ekU9GZD+LfDkWpf2dJr+lpe+YIvszXsYk35xt25znPbrV+6vrazkt47mTY91L5MK7SS74LYGPZSc9ABWJqLrrfi210lQJLXTNt9edx5mf3CH3yDJ7bE9altSdV8Y3Vzkm20lPssYzw07gPIfwXYoP+049aFrb+tP+H0+4T0/r+vUmtdO0eDxPe3NpOw1OVVkurdb6QjBAVXaDftBIQANtz8vWprfxJod3qjabaazp89+hZWtYrpGlUr94FAc8d+OK5PR9U8OwfFm/s9O1LTvMl0+KMxx3KM8k4mmMinnLOM5I6jvU+h6vJa+JE0jTdY0rXLSW6uWnisoyJrDczybpXEjqRuOzBVCSQR0Iojql8/wCWjfy/I7eiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAz9N0Ox0m4urizFwZrsgzST3Us5bGcAGRmwBk8DA5rQoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAIILG3trq5uYY9st0ytM24ncVUKOO3AA4qeiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACqMWjWUOsS6oscj3kqeWZJZnkCLxlUViRGDgEhQMkAnOKvUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFU9S0uDVrdYLqS6jRW3A2t5Lbtn/ejZSRz0zirlFAGdpmhWmkSSPaTahIZAARd6jcXIH0ErsB9RWjRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFMnhW4t5IZC4WRSjGN2RgCMcMpBB9wQRT6KAMW18KadZ3UdxFcauzxtuUTa1dyoT7o0pVh7EEVtUUUAFFFFABRRRQAVS1TSLPWrUW2orLJBu3NGk7xrJ22uFI3qc8q2VPcVdooAQAKoCgAAYAHaloooAKKKKACiiigAooooAKKKKACqaaZDHrk+qBpPPmt47dlJG0KjOwIGM5zIe/pXPeOLCKSTR76V5XeLVbNIoy58tCZhlgvQsRxk5IGQMZbMHjvT9M1R47COzju/EV5CUsJDktYgHm4B/wCWQUkEsMFiFXk4wLa/nb8F/mPrbyv+P/AO0qOeeG2haW5lSGNcZeRgqjJwOT71w/i/SY7PVJ/Emq6Fo+t2FtYRJIb5wJ4fLeRmMStGyszBxgblyQBnvW5qT/2v4i07S1H7i2A1C7UgdjiFD6ZcFv8AtlTE9P6/rrodBRXI6xYxxfEjw5eF5ZJpWuVG98iNRB91R0AJ5PcnqTgYg1bT9N1Dxzax6NaRnWba4jutQ1JRlraEDAhL9f3g4EYOMEsR03JatIXRna1HDbw2yMtvDHErOzsI1CgsxyzcdySST3JriL/TodE8YPrGpeHdHvUv9ShS3v8AeDewsyJGoVGi5AZSTiTIXJxxiu7oW1xvexSTWtLl1aTSo9Ss31GNdz2azqZlHByUzkDkdu4q7XPeG/8AkOeKf+wov/pLBVPTPF2qXviBdPn0PyIGd1NxsvhgAHBy9okfOP8AnpjngnjJ29Ljatc62iuR0Txdqmp6wtndaH9liYMTNsvhjAJH+ts405/3/pnpTdJ8Y6rqF+0FzoP2dBG7iTy78ZKgkD95ZovP+9n0BPFAjsKK4/SfGOq6g90LjQfs4htnmQ+Xfjey9F/eWadf9nc3opp2k+L9U1BL03Oh/Zzb2zTRjZfDzGHRf3lmnX/Z3N6KaAOuorkNN8Yare21/JPoXkNbQGWNfLvx5rZ+789mh/74Dt/s0uneL9UvdP1C4n0PyJLWMPHHsvh5pJ6fPZq3/fCufYUbAddRXHWnjLVrjSb+6k0Hy5bUR+XF5d/+93Ng/es1bjr8iv77RzTrfxhqs2g3d8+hbJoJEVIPLv8A94G6nBsw/H+yjD1IoA6+iuRi8X6pJ4dn1FtD23EU6xrb7L75lI+9g2Yk/KMj/aFNHjHVT4dbUP7B/fi5EIt/Lv8Aldud2PsfmdeP9Xt/2s8UAdhRXIt4v1QeG11EaHm4Nz5Jttl9wu3O7H2PzPb/AFe3/azxTJfGWrJoMF8ug7ppJmjaDy7/AOUAAhsCzL857oB6E0AdjRXH3XjHVYNFsb2PQfMmuTIJIfLv/wB1tOB92zL8/wC2ie27rTr7xfqlro+n3cWh+bLdBzJDsvv3WDgfds2fn/bRPbPWgDrqK5C/8Yaraadp9xDoXnSXUbNJH5d+fKIOMfJZs3/faofQHrS6n4v1SxtNPlg0Pz2uoPMkTZfHym/u/JZuf++wh/2aAOuorjtT8ZatYrZmDQfP+0WyTP8Au78+Wxzlfks36Y/i2t6qKdrHjDVdNuYY7bQvtKyQJKzeXfnazDlf3dm449yG9VFAHX0VyOueLtU0vURb2mh/aozGr+ZsvjyRyP3VnIvH+9n1Ao1fxfquna01nbaF9phGzE2y+OcgE/6uzdOM/wB/64OQDcDrqK5K98XapbeJDp0Wh+bbiZY/tGy+6HGTlbRo+M/89MepHOC58W6pD4lOmpoe+389YvtOy++6SBuyLQx9/wDnpt9WFC1tbqGx1tFckPF2qHxN/Zp0PFv9p8n7Tsvvu7sbs/ZPL9/9Zt/2sc0ReLtUk8Tf2a2h7bf7QYvtOy++7nG7JtBH/wCRNv8Atd6Fra3UHpe/Q62iuSsfF2qXXiMadLoflW5lZPtGy+6DODlrRY+cf89Mc8E8ZTRPF2qanrC2d1of2WJgxM2y+GMAkf62zjTn/f8ApnpRurhsddRXIaN4w1XUtSNtdaF9mj2O3meXfDkDIH7yzRef97PoD0qXw54r1PWdUNre6L9ij8sv5uy9HIxx++tIl7/3s+xoDY3tP1jTNWMw0rUbS9Nu2yYW06yeW3o20nB4PBq5WBpf/I9a/wD9cLT+UlbsjFI2ZUaQqCQi4y3sMkD8zRsC1HUVR0y/ub+J3utJvNMZWwEu3hYv7jypHGPqRUPiXTZdY8NX2nwJDJJcRFFS4JEbezEA8Hp0P0oegGpRXCW2mw6hoGu+HdP8OaNpd1DJF59vauDaTk7XAZliU52jBBj4BHUGpLBrmHw/rem+F9C07RtUspkWSLTGjMTsyqxKMUUeZ5ZwPMQANtzleaOoLU7eisPwrqH27Tp4prjUJbu0uGguV1FIVmifAYKfJAjI2spBXPB5OcgV/GmoTW+nQWUK36LfSeVPdWVnNcNBFjLkCJWIYj5VOOC2e1D0BHSUV5bpWrQf8IDpuj2NpqtvYTXNxDcy2+k3TGKBZWJRQsZILAqmcYA387lxVayuYtR8P+DNMj0kX9lLFPGLK/Q21vJOiqU3iRfmQKZCNqvyAQPlyDrZAtUrnrdFeRWWp+INM0uCwsNXjhhs2mEZitlaORVvUhVAH3ERgOygA5wq4YVvfb/E1x4etZ7e51C5it7u9hvJ7BbRbtxFM6RttmUREYU7toBztwMZFGluYdtWu2h3xYKpZiAAMkntTYZoriCOa3kSWKRQ6SIwZWUjIII6iub1XUY9a0DSrPS7hp014IBMV2sbYrvkkIwMZT5egwzrwKj8Wzatp7W89jJf2+j28EjXUmlrbGaIrgglZ1IMYUNwnzZxgGh6PUS12Ororitas5tS8aaBc2fiG/s4rq1nMPkR2+B8sZ+XzImOWHJBz04xzVbXNY8Sv4iv7DQE1KeTTYIWjjtxZCO4dgWzOZWV9jY2/uwuMNyTwp1swWuqO+org9e1fW7dvEF/Dq7WsWkGFoLJIYiJ3aNGMTswJIZjtAUq2WPJ4A7wHIHGKOlwCis+XUbqPVktE0a+lgbGb5Hg8lPqDIJOPZDWhQBTttX028v7ixtNQtZ7u2/19vFMrSRf7yg5X8auVgj/AJKK3/YKH/o01haZrWqzDRdXk1hpl1W+e2fS/Jj8uJR5mQhCiTenl/MWYjhuBxhRd0vP/OwPRvy/yud3RXJabf6ra+L2tfEM+oRi7lmWxRVt2s5VHzKFKr5yuEGTvIXIbGeKNEv9Vg8UPZ+JJ9QSe5M5tYdtu1nIiuCDGyL5oIQrkSEclsZxkNa2DudbRWdp7yNq2qB9XivVWVNloiIGsvkHysQckt975scH0qv4vubmz8F6zc2BkW5hspXjaL7wIQnI9/Sk3ZXGld2NmivPPCNmbHxpbvp1jY6bp99pLTNa2knmM4V08qaZl+UyMHkHG77p+d+Mdtv0vXrG4g3WepWm9oJ48rNHuU/MjDkZB6g9Kpqy/rvYlO5dorzzS/C2n6nofiC98P6Vp1nFqyi2tIViWGGaGMkB22KeHYuc4PylOKqapd2umeF9T06Hw9Y6StvqFpFqMGkSR+TNHK6ZUuVjwSpCtuAwrDnBzS629PxH/X3Hp1Fef+HtGcXHibR7jSNGltNsEqaRHk2cMxViY8lCOQsbkiMctnbnk7HgWMWtjqdh9njtXtL91a2tm3W8G5VcJCcD5QGGflX5i3Ap9beX+QjqKKr31zLaWbzW9lPfSLjEFuyB357F2VffkiixuZbuzSa4sp7GRs5t7hkLpzjkozLz14J60hliisDxXqUtpFZ2dlJqC3l7KViTTo4GmYKpZsGf92oAHO7nsOa57SfEeq67pOg2v9oPYyahPdxS36rA0rCB2VVUfNF5jhdxIDLhX2joQAegUVzGqy6jFqei6BBq89v9rjmeXUmjhM8hjC4RQU8sM24k/J91GwO4ne/n03xLZafdai0lsulzzzS3AjVnaN4h5jFVUDAZs4AHPSj/AIP4Jv8AQOn9d7HQUV5/pGo+IvEcejRQ64bJLnQ0vJ54reJpGmLAAruUqAe42njpg8hfFWvavp9h5Md3epqdhpgu706bHa/Z0YgjdI1yQShZGwEw2A2eq0PRXfn+F/8AIdtbf10/zO/orkYr7UvEOuCyi1WXR4odOt7zFokTSTtKWz/rUcBF2Y4GSW68cprusarp2q32l290PtGpQx/2QzRKfKkLCOXjHzBMrKc54LdhTaadupKaaudfRWZOZU13To/7ZjiXyZd9i6JvuyNvzg9Rt77Rj5ue1adIYUV5Hdpc3eoXuqx2dpFqdj4hWH+0J33XJHnKkdvEq8pG0TLncR1c7Du3V6qL60OoGxF1D9sEfmm38weYEzjdt64zxnpQtUn/AFtcHo2u3+dieiuKm8OaDd/EK2Ww0TT4JtOP9oXl3DaokjSvkRoXAySfnc8/wrnrRp2m6dcePvtnhy0jhhshNHqd8g/4/JXx+6LdZChGSxJ2nCjncALX+v6/q3cHp/X9f16Ha0VxWk+HNBPj6W70bRbCxj0aMwma0tUiMtxKoLAlQMhEx7ZkPdaPDWm6a/i+bUPC9rHbaZbwSWtzcxggajPvU7iespTawMjEks7DJw1C6f1/X/BDudrRRVDTtRur2aZLnRr7Tlj+7JcvAyy/7vlyOfzA60AX6Koa4L86Fef2PII79Yi0BKhgXHIUg9jjH41gL4p8+w1PXVupItIgsofKCwB2MrrvLDu3EkagZxndmjuB1N1dW9jayXN7PFb28SlpJZXCIg9STwBSWd7a6jZx3en3MN1bSjMc0EgdHHqGHBrlfB2salc69q+k6o1+5s4reZf7S+y+epk3gqfsx2bfkBGQG5OeMVo+CP8AkU4P+u9x/wCj5KdrCvrY177ULPS7N7vUruCzto8b5riQRouTgZY8Dk4qS3uIbu2juLWWOeCVQ8csbBldSMggjggjvSzf6iT/AHT/ACrhtOvrqDwH4JsLO7awOpxW9u92iqzxAW5kwodWXcxTb8wPU8ZxSWt/l+NyulzvKK4pLzxFcaJqlpp13NfXOn6mLYXkaQpcTQgIz7N6+SZFLFOQFO09DUr3+raj4Qt5PD9xqVxcRXZhvWdbZL1QjMsiruUQb1YAf3SobBzg0f8AA/G3+YjsKK5lNTGoeBVu7TxBJprhhG+o6jDFvjdJdjo6/LHu3Bk+XjJyM8Z6anawBRXBeLoP7W8aW+k3Wm2eoxPprzW8WouBbRuHxJKVwSzqpTGBwGb5lzmtfwjqSW3gPRJdZ1GItLEkMdzcSBftBJxGcseWYYOMknPektVf+t2v0B6O39dGdNRXIeO9H0fUraGG50fT7zVtRcWNrPPaJLJEDks4LAkBF3v6ZAHeofEOj2un6t4QNuZdsGpR20MbSEpEi28wwB0ycDJPPHXFC/W39fgD/Rv7v6Z2tFcL4w02Gy1e58S6n4e0fWbCC1hVmu3H2iHY7k+UrRMrMd4wN65IAqTxZ4d0HWtbsLB9EsJNR1CQT3N4bVDNHbxbSx34yCTsjHOcMSOlC1sD0O2oorPl1G6j1ZLRNGvpYGxm+R4PJT6gyCTj2Q0AaFFFclbarqsuqJorXLG8h1OTz5/KUbrQKJV4xjkSRxkjnOT1o62Dpc62qdnq+m6jc3Nvp+oWt1NaNsuIoJ1doWyRhwDlTweD6GuLg8U30vjHTTbT6jJpuo309oBcxWqWzCNJMmIA+fuDRgEvlT83TK1v2X/JRtY/7Bll/wCjLimtVcbVr/11sdDRTJZUgheWQ7UjUsxxnAHJrgNC8VanL4hiVzqd1aX2lzX8Md9Hapv2lChhWEl1Vg5GJct93nIapv8A1+P6BZnoVFcno93qSeEW8S3Gqz6tJNp5u1sY44VgViu8JGVTfx935nb35qNp9UsfAGo68fEM1/cPpb3UJEUAgifyy4MYVMlc4xvZ+AMk9ap6Np9P+D/kEfeat1/4H+Z2FFcR4j8S39quqppl9EJ7XQTeIu1W2Skna5GM4OOnSrtzNq/h3Tb++1nWXvLd4YhF5VsgkiuGcqUiUADaSyBfMZiD95iM0ul/63a/QlO/4fjb/M6qivOrfxXrNnpfiCGd7g3Ony2qRy6qLYyW4nIUtILc7CqA7+xx145rodTj1TQPD73iazeak1rMlxObqKDc0AI8xAI41H3dzDjOR1xQPc6SisLTL271Gw1TUGv0htJZHFhJsXbDEi7fMJ/iBYM/JxtxWjpDM+i2TSahHqbmBC17Gqqtydo/eALwA3XjjmgC5RXG+OiZ9V0DT5rCLUra8mmX7JcyKlvNMqZQSkg5UDe2ArHKg4OOH+CblNH8IXX9q31pFZWN7cRRz7/LgjjEhGxSxOEVtyDJ6KOnQJO9/wCu3+YPS39d/wDI6+iuc8Z2+jPoZvdV0ax1iaPEdlFdW6S75ZCFRV3A43NtyR257VzWvWUOg+FdP8JiC+/s1LR5Lya006aZJsZPlfulYIHclmBwNoK9G4G7JsaV2j0iivN7oaLrPw+0OGXTP7R1W609bbTre5hdHR9gDSgOMxqvBMoHTGCcqDD4g0+XUNfm0bVILTUHtdEhdL3UnAituXWa4RR8zS5CHgrgD765Gal7ra7f8EmL5kn3/wCAenUVleFpru58H6RNqJZruSyhaYt1LlBkn3zRRJcraBO6uP1Pw3oetTJLrOjafqEka7Ue7tUlZR1wCwOBUV54S8Oai0R1Dw/pd0YYxFEZ7KN/LQdFGRwB6DisPxNqtxB4shsf7W1mwtjY+djSdNF2zPvx837iUqMfSrupeJNRs9Sm07S9JGoNa2Ed7LPc3QtwVJcFcBCd58vIGAvJyVwMymuW/wDWlyrO9v66f5o1H8OaJJfW97Jo+ntd2qqlvO1qhkhVfuhWxlQOwHSrUFjb295c3UUeJ7oqZnLEltowo56ADsMDJJ6k1zc/jK6nimudB0lL+ztLWO6uZJrryX2unmBY12MHYJgncyDkDPXFtPEd5qWqNa+HtPt7uG3WJrq4urtoAnmKHVUAjcs2whjnaPmXk84rW9idLXLd54U8Pajfm+1DQdMurtiCbiezjeQkcD5iM8YH5UT+FPDtzqR1G50DS5r0uJDcyWcbSbh0bcRnIwOfaudfxHqml+IPEL/YTeaba39ukksl5tMKPDCCIk2ndgsWIJQc8FiSB3FLsUyhFoWkQ6s+qw6VZR6jICHvEt0EzduXxk9B3q/Xn994i1KPxcbVdVmhlGqQ20dp5cBs3hYKW3Sldwm2liI96sTtIQryelvLiW98V2enW0skcVnGby7Mb7d2cpFGcdQTvYj/AKZjqDQtUn/W1xPRv+vIdp2j32n+IdTvFvrd7HUJhObY2rCVHEaR/wCs8zBXEecbM89a2a5rTb7Vj4+1DT9RuY3t10+G4igijAWItLKv3j8zHCLknjPQCqeg6pK/iJ4NW1vV47p7i4WHT7rT1gtpFV22iOQwKZCEAbAkJIBPIBoWqX9baDejf9dLnY0UUUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDH0jSL2y1fUtQ1G+t7qS98tVWC2aERqm7AOXfcfm68dOlbFFFABUN5ZWuo2clpqFtDdW0oxJDPGHRx6FTwamooAzxoGjro50ldJsRpp62Qtk8k87vuY29eenWkPh/Rjo40g6RYHTQciy+zJ5I53fcxt689OvNaNFAFew0+y0uzS00yzgs7ZM7IbeJY0XJycKAAOeasUUUARwW8NtCIraKOGMEkJGoUAk5PA9SSfxqtc6Npd5po067020nsRjFrLArRDHI+QjHH0q7RQBUOlaeUjQ2FqVijEUamFcIgIIUccAFVIHqB6VWvfC+gaksa6joem3YjZ2QT2kb7C53ORkcFjyfU8mtSigCv8AYLX+0EvvKH2iOEwI+T8qEgkAdBkqM/QelVtQ8PaLq9zFcarpFhfTwjEctzbJIyDOeCwJHPNaNFAFTUtJ07WbYW2safa38CsHEV1CsqhhxnDAjPJ596gvvDmiaoYDqejafeG2XbAbi1STyh6LkHA4HT0rSooAw4fCemL4mu9curO0ub2Z0aGaS2UyW4VAuFc5PYnjHWtyiijbQAooooAyk8LeH49U/tOPQtNW/wDMMv2tbOMS7z1bfjOeeuanh0TSrfVZdTt9Ms4tQmG2W7S3VZZBxwXAyeg6nsKvUUAZ1l4d0XTb+W+07R7C0u5gRJcQWqJI+Tk5YDJyRn60af4e0XSLmW40rSLCxnmGJJba2SNnGc8lQCeea0aKAIYrS2gnnngt4o5bhg00iIA0pAwCxHUgADntU1FFAFPTtH0zSFlXSdOtLETPvlFtAse9vU7QMn3NPg02xtbeaC2sreGG4dnmjjiVVkZvvFgBgk9yetWaKAKs2mWFxpv9nXFlby2OwR/ZXiVoto6LsIxgYHFNt9I0200s6ba6fawWDKym1jgVYirZ3DYBjByc8c5q5RQBm/8ACOaINHOkjR9P/s0ncbP7Knk5znOzG3rz061bsrG002zjtNOtYbS2jGEhgjCInOeFHA5qeigAooooAp6lpGm6zbrb6xp9rfwq29Y7qBZVDdM4YEZ5PPvTJtD0m5006dcaXZS2JYubWS3RoixbdnYRjOSTn15q/RQBnzaDo9xpKaXcaVYy6fHjZaPbI0S46YQjAx9KJfD+jTW9pbzaTYyQ2RDWsb2yFbcjoUGMLj2xWhRQBXt7CztPL+y2kEPlxCFPLjC7UHRBjovt0qC+0LSNUuornU9KsryeEYiluLdJGjH+ySCR+FX6KAM7UPD2i6tHBHqukWF6luMQrc2ySCIcfdDA46Dp6CoTos1x4li1O/uopYbNWWxt47fYYi4AZncsd5wCBgKAGOQTgjXooAhe0tpLuK6kt4nuIVZYpmQF0DY3AHqAcDOOuBU1FFAFNtH0x9WXVH060bUUXYt4YFMyrzwHxnHJ4z3qUWNoNQN8LWH7YY/KNx5Y8wpnO3d1xnnHSp6KAIobW3t5JpLeCKJ533zMiBTI2ANzEdTgAZPYCs628KeHbLUBf2egaXb3isWFzFZxrICep3AZycn861qKAIoLS3tY3jtreKFHdpGWNAoZmOWYgdSSSSe9Z1h4U8O6VeC70vQdMsrlQQJrezjjcA9fmUA81rUUAFFFFABVVdMsEsJbFLK2W0m3+ZbiJRG+8ktlcYOSTn1yatUUAZcXhjQYLGWyg0TTorSZQksCWkYjkUEsAVAwQCScHuTUI8PR6TZtH4NttI0SSRw0pGm7kkAB6rG8fPPUk9+K2qKAMSPRr3ULeW18XPo+sWb4KwLpbRqGBzlhJLID+QxViLwzoMGlS6ZBomnR6fO2+W0S0jEUjccsmME8DkjsK06KAM2bw5olxpUWmXGjafLp8J3RWj2qNFGeeVQjA6noO5ouPDeh3emwadd6Np89lbnMNtLao0cRxj5VIwOp6etaVFAFVtK099NXTnsLZrFFVVtTCpiUKQVATGMAgY9MCrVFFAFPU9H0zWoEh1jTrTUIkbekd1Asqq2MZAYHBwTzUt1Y2l8kaXtrDcLFIssazRhwjr91hnoR2Pap6KAIntbeS6juXgja4iVkjlKAuitjcAeoBwM+uBVDUvC+gazdC51fQ9Nv5woQS3VpHKwUdBlgTjk8e9alFAGfJoGjS6nDqMuk2L30ACxXTWyGWMDoFfGRjJ6GrYtbdbtrpYIxcOgjaYIN7KCSFLdSASTj3NS0UAFFFFABUItLZb1rwW8QumjEbThBvKAkhS3XAJJx71NRQBnQ+HdFttQe/t9HsIrySTzXuEtUWRn5+YsBkn5m59z61XXwpolrdSX+laLpNpqh3tHeCwTersCCxK7WOcnPzAnJ55rZooAxbW18ULdRte6xpE1uG/eRxaTLGzD0DG5YA++D9Ks6f4e0XSJTJpWj2FjIc5a2tUjPOM8qB12jP0HpWjRQBQtNC0jT9QnvrDSrK1vLjPnXENuiSS5OTuYDJyeeaSy0DR9NuLi407SbG0muc+fJBbIjS5OTuIGW5PetCigDNtfDmh2NtJbWWjafbwSKUeKG1RFZT1BAGCD6VdurW3vbWS1vYIri3lXbJDKgdHHoQeCKlooAo2WiaVptq9tp2mWdpBIux4oLdEVl54IAwR8zce59aoTeGYbXSJdP8LRafoUdw3+kG3sF+ZSMEqFKgPjGGYMBjlTW7RQ9dwWmxWtdOtbPSodNghUWkMIgSIjK7Au0Kc9Rjipbe3htLaO3tYo4IIlCRxRqFVFAwAAOAAO1SUU223cForFa/wBOstVs3tNUs7e9tnILQ3ESyI2DkZVgQeeaSTS9Pm0sabLY2z2AQRi1aFTFsHRdmMYGBxjtVqikBDLaW07Qma3ikNu++EugPltgjK+hwSMjsTUrosiMjqGVhgqRkEelLRQBl33hfQNUEA1PQ9NvBbp5cIuLSOTyl/urkHA9hT5/D2i3NvaQXOkWE0Nlj7LHJbIywYxjYCPl6DpjpWjRQAUUUUAY2p+Hnv8AVk1G01nUNMuFg8hjaLAwdd27kSxv39MVmX3he91LxZczyalf2lhJpsFtI9s0Km6IeUurEoWXhhymz7xweOLniTWdT0q6077FbW5tZryCCeaZiSRJIE2ooI5AOSxOBwAGySrPF2p6zounXOq6fJpy2dlB5skNzG7SXLZ/1asGURk8AHD5LfdGPmElby1/r8R63t10/P8A4At74LsrmSX7Le3unW9xAlvdW1o6CO5jUbVVtyll+UlcoVOO/AxYl8NKNT+26ZqV7pZdUWaG1ERjmCcLlZEbbgcZXaSMZ6DGVq3iW6g8XR6RHrei6OHtYJYo9SgLy3DyPIpRP30fTYvABOWrY1y+uIpbDT9PkMd3fTgCQIG8uJPmkbB4+6No68uvFPXcXl5CXHhqzuY9USSScDVJo5ptrD5WRUUbeOBiNeueprYrn73WtTtvGWl6d9mgj0+8MqGR2LSyFI9+VAOFAPHOSeeFwMx6xqus6TrFk7Pp8mn3d7HaJarG/wBoYMOZBJux8vJK7D8qk7vRdUv68gvo32Fk8FWst7M7ajf/AGGe7F7Lpu6PyGmBDbs7PMxvUNtD4yOmOK09M0v7BcX9xLN5899cGZ327dqgBUQDJ4CgfUljgZxWHB4iubnxtd6SNe0S2+z3CxppskJa7mTylcsD5w/vNz5ZwF711lC2X9dge5gW/hZ4PFEmuHXtTllkQRPA62/lGMMzKnEQbALnndn1JqeHw9jVo7+/1S+1FoHZ7aK48pY7dmBUlRGiknaSoLlsAn1Jqtost9e+KNdkuNTuGtrO7W2hshHEIgDBE+7OzeWy7fxY9qt23izw7e6gLCz1/S7i8LFRbRXkbSEjqNoOcjB/KhaJf1uN7u5rUVkWXizw5qV4LTTtf0u7uWBIhgvY3c4GT8oOeBSWni/w1f3BgsPEOlXMwVnMcN7G7BVGScBs4A5JoEbFFY9p4u8N37Six8Q6VcmGJppRDexv5ca9XOG4UdyeKW08W+HL9ZzYa/pdyLeMyzGG9jfykHVmweAPU8UAa9FY9t4u8N3sc8ln4g0q4S2j82dor2NhEn95iG4HuaW28W+HLy3uLi01/S54bVQ9xJFexssKnoWIOFHuaANeiseHxf4auLS4uoPEOlS29tt8+ZL2MpFuOF3ENhcngZ60R+LvDcthNfReINKe0gZVluFvYzHGW6Bm3YBPbNAGxRWQni3w5Jp0moJr+ltZRuI3uRexmNHPRS2cA+1IPF3hs6cdQHiHSjZCXyTc/bY/LEmM7N27G7HOOtAGxRWQfFvhwaaNROv6WLEyeULr7bH5RfGdu7OM45x1pG8X+GksEvn8Q6UtpI5jS4N7GI2YclQ27BI9KANiiseXxd4bgsoLyfxDpUdrclhBO97GElKnDbWLYOD1x0pZ/Fvhy1s7e7udf0uG2ugTBNJexqk2Dg7WJw2D1xQBr0Vj3Hi7w3aW9vcXXiDSoYbpS0Ekl7GqygHBKkthgD6Ut14t8OWUNvLe6/pdvHdJ5kDy3saCVP7ykn5h7igDXorHuvF/hqxEJvfEOlW4niE0Pm3saeYh6OuW5U+o4ovPF3hvTpEj1DxBpVq8kayos97GhZD0YAtyD2NAGxRWRfeLPDmmXAt9S1/S7OYqHEdxexxttPQ4Jzg0Xni3w5p96bO/8QaXa3QxmCa9jRxkZHyk55BB/GgDXorJm8WeHbbUjp9xr+lxXocRm2kvI1k3Hou0nOTkce9Enivw7DqX9nTa/pcd95gi+yteRiXeei7M5zz0o3A1qKyR4s8OnU/7OGv6Wb7zPJ+y/bI/N35xt2ZzuzxjGaF8WeHX1P8As5Nf0tr7zPK+yi8jMu/ONuzOc57YzRuGxrUVkweLPDt1qQ0+21/S5r0uUFtHeRtJuHUbQc5GDx7Ull4s8OaleC007X9Lu7lgSIYL2N3OBk/KDngUAa9FZFl4t8N6jc/Z9P8AEGl3c+0t5UF7G7YAyTgHOAKdp3inw/rF19m0jXdNv7jaW8q1vI5XwOpwpJxzQBq0Vz+hy30fiXWrC81K4v4YFgkhM6RKY9+/Kjy0XI+Udcn3roKACiisvxLqUuj+Gr7UIHhjkt4i6vcAmNfdgCOB16j60PQDUorkx4q+w+ErjWJtZ0jXAJkhgl05DFCXdlRUYiSX+JhkjoOx7rp/i5IfD97fateJeTWkqI8MGnS2MilyojQxzvnLMww5Krz2wTQB1dFVdPu5r20E1zp9xp7kkeRctGXHvmN2X9ag13Vf7I0xp4oTc3MjCG1t1ODNK3CrnsO5PYAntQG5o0Vytp4nvj4MtLy4hgn1i7me1gggVljkmDuucEkhQELtycKpqpL40uofCuhzyeQuqasvGy2lmRNq5dlhTMkmOyA55ySACaHoC1sdrRXIHx/ZWVhZNcfaNVkmQvLPp9mY1jAlETFo3cuhVmVSnLZzxwQLQ8awS29kbTStQuby8edEsUMKyoYX2S5LyBPlbA4Y5zkZGSADpaKy9c1STTtCe4hjIu5dkNtE4B/fSEKinBxjcRnB6A1XvNdbSLiz0pbS91nUZLcystv5CMyoVVpDvdF5Zhwvr0xR1sBuUVzWs+JtR03xPY6da+H72+huIZXaSF4AWK7eF3zLjG7nI7jGeam1LxbDpk0iyabfzR20SzX08KxlLJW5y+XBYgAkiMOQBnHIyLUDfornNQ8aWmn3l3D/AGfqFxFYlPtl1DGnlW6OoYOSzAsMNkhAzDBJGCM9HQAUUUUAFFYFtLew+Orm0l1Ge4tJbIXCQSpGFhbzNuFKoGIx/eLUlr4wtbu+gjWwvks7qZoLbUXRPInkXPAw5cA7WwzKFOOCcjKWqT7/AOdgejfl/lc6CisfS/EI1e/nitNOvPssMkkJv2aIRM6NtZQvmeZncCOUA49MEmj+IRrc8v2TTrxbNGkRL52h8qVkfYwUCQuDkH7yjofbLA2KKqWmofar69tvsl1D9kdU82aLbHNlQ2Yzn5gM4J9QRTda1NNG0O91KSNpVtIHmManBfaM4z70dLgXaK5Dw94qu7vxTLomo3WnXsn2ZpvN06J1SCRGCyQMxZgzrvQ8EHnlRkZ6DXNWh0LQrzVLrHlWsRkILbc46DPbJwM0PRXBauxforldH1+81Gz1FZ9VsIL2CMShJdLuIFtkOfmYSuplTggOuwHafoKtt4wvZPDt3cxS6fqMov47Gzv7UFbW4L7B5mN7fKhchsOc7DggnAOtv67B5naUVwNn47vLqO5srefTr27F3b29vqUMLpaSJNnEm0uSwUo64VyGYABgScdH4d1a5vpNSsdRktZrzTbkQSzWilI5Morg7CzFCA2CCx5Ge+KP6/L/ADQf1/X3G3RRRQAUVU1K9lsLYSQafdahIW2rBa7Ax98uyqB9WHtk1lnxfaPplnc2tle3NzeSPFFYRKgn3xkiRTuYIuwqQSWxxgE5GQDforGvfEYsYLJX0y+k1C93eVpsflGb5RliTv8ALAUEZJfHIAJJAqxDrCSaha2M9pcW11cWr3Ply7D5YVlUqxViN2XHQkdeaANGiuX/AOE8s5I7L7Fpmp3s99Yi/ht4Ik3eVnByWcKpGehbnoMnirV54qit9Hg1Sz0vUNRs5bYXbS2qx/uoiu4MQ7qScZ+Vdx46cjJ/X9fcx2d7G9RWJd+J4o7yO00zT7zV7hoFuHjsvKHlRsSEZmldAN2DgAk8HjinXniizsF1f7TDchtKhSaRAgLTK6kr5Yz82SGQZx8wI96NhLXY2aKpSakY9Ss7M2V2TdRvJ5yxZih24+V2zwTu4HOcGrtABRXB3/jy5tNVEgmsPsQ1D7H9g8p3u5I1k8qS43K2ERXz95MYX7wLADvKN1cHo7BRXMXd34ktPE2nWa3+lXMN5O7NAunyJJFbqMs5k88gkEoudnJccCkF34lt/Fljp01/pV3BMsk06RafLE8MSjCtvM7AkuVGNoyNx7UAdRRXMW154jh8XW2mXl9pd7btA9xdfZ9PkgeFfux/MZnGWbPGOiN6VF4Q8Q3Ovyu82u6Jd7UJk0+yhIntjuwN7ec3oR9wZPp0o6gdZRRRQAUVT1bU4tG0m41G5jlkhtk8yQRKCwUdTgkcAcn2BqM6xD/aNxZxwzyvb2yXLtGgZSGLBVHOSx2E4x0xQBoUVi2WrtrgvtPMGoaJfwopZZRA0qK+dsilTJGeVYc55U5HSjwjd3V74Yt5r+4a5uPMlRpnVVZ9srKCQoAzgDoBQK+tjaoqrqUE1zp8sdtez2MhGVngVC6454Dqy89OQawtM8TPD4H0C+1BZtQ1HUraAJDbqgkuZWj3tgEqg4DMckAAH6Ud/l+JVjp6K55vGNquktdNY3q3KXa2LaewjWcTtjCZL+XyGDA78EEYOeKsX3iIadplpc3WmXqXV5MIIbDdD5zSEMdu7zPLHyqT9/tjrxQI2aKzbvV5LLQv7Rm0rUGf5d1lDGss67mC9EYqcZycMeAa0qACiuW8UeJLnTb8Wdleafp/l2/2iW61GNpUJLbY4kRXQlmIboT93AUk8a3hzV/7f8N2OptA1s9zEGkgbOYn6MpyAeGBHIHShaq6B6Oxp0VyXinxbJpeqrpllPFbyx24uriaTT573ZGSwH7qHBxlWy5YBcAc7hh/iPUtetNKGpaFqekyxSpGtrBJYSSm4lcgIBIs6gKxI52nA55xQtQ2djqqK5fxPd+JtMtDc6XfaTucxwwWk+nyu0szEKBvEy4GTnO35QCTnFUtd8Vatp+uS2ds9lHJG0Qt7Ce0kabU92C5hcOAAuSD8r7Nu5sAigOlztaKKKACiisaPxNaS28EiwXO+a/awEBVRIsiswYkZ+6AhfOfu80dbB0ubNFYzeI1i1yHT7nTL+3juZWht72RY/JmkVSxUAOXHCtgsoB28HkZg0qa+j8a6xYXOoz3lsltb3MKTJGPJMjzBlUoikrhF+9k8daA6HQUUVi2niWOfVTYXmnX2mu0LzwSXYjCTxoQGYbXYrjcpw4U89ODgA2qKxdL8SpqdvJef2be2mmiIzR3915SRzRj+IKHMgBHzfMq8VFF4rV9GvdWn0fUrWwtrZrpJphEPtEYBbKIJC4JAzhwp55waA3dkb9FYuq+KrHR4bqS7jnK2tgdQkKKD+7BwQOfvcdP1pth4piv5LqJdM1GCWCFLiOOaJVa4jcsFZAGJGSpGH2kcbgKP6/r7g/r+vvNyisFPF1olhf3Gp2l5psmnlBNbXCo8nz/AHNvlM4bcTgAEnPGKk/4SNobOO51PR9Q01ZLqO2AuDCxBchVc+XIwC7iF65yemOaA8zaorOh1mG4fU1gguJP7Nfy5CiA+a+wOVTnkgMB254qzp939v022vPs89t9oiWTyLlNkkeRna69mHQj1oAsUVgeJ9dm0prS3tbiysnuN7yXt+MwW0UYBZmG9M5JVQNw+9ntgv8ACGvSeIdC+03CKlxDPJby7EZFcqeHVW+ZQy7WAPIDdT1ItQehuUVla6+pQWhutP1PT9Pgt0eS4e9snnG0DORtlj24AOc5/CsabxJrVp4NsJri2t28QX8ZaOARMsUYALF3XcSAqYyN3LYUHkUm7K47XdjrqK4bUPGd8LGz+z3WmadM2mRX0817C8qO8oIjhjjV1YsxV+hY8ABWJ4guviBd3WnQ3WmvYaa32CK5aLUInleeeTfstY1RlbfmNxkBj0wh5qn7raf9f1b+rolapW6/1+p6BRVLRtTj1nQ7HU4VKR3luk6o3VQyg4P0zRQ007ME7q5meJ9D1XXPsiafqdnZQ288VztnsXnZpI33LyJUAXgZGM+9V9a8N63quradeR61YpHYoG+yz6c8kT3H/PbCzqcj+FSWC9eTgi/qfiF7DVk0600bUNTuGg89haNAoRd23kyyJ39M1ZvNe0rTVX+1tRtNPdgmUurhIyC2do5OMna2MddpxnFJbad/x2G9/l+BQ1vRNV1yzfTptTs4tOuYPJvI1sGMsmRh9jmUqmR0yjY9TVq10qVPEdzqNwyGNbdLWzRSSY0+85ORwWbAxzxGpzyQJ77XNJ0y5gt9S1Sys57k4giuLhI2lOcYUE5bkgcetGoa5pOkzwQ6pqllZS3BxDHc3CRtKcgYUMRnkjp6igDJ1fQdav8AxJY6naavYW8NgzmGCXTnkY702tucTKD3xhRj3qOTw3rTeM31xdZsZItoit7e5053NrFxvWNhMoDMRksVJ6DoMVdh8V6d/bl5pd9c2tlPDdLbW6TXKq10xijk+RTgkjzAMDP61t0LTUH2MLUdCv8AV9QiGoahanS4bmO5jtobMrNvjYMoaUyMCNwycIpPTPXO7WA3i60GpGAWd41ot0LNtRUJ9nWcnb5f3t/3iFyF27jjPWtC+1P7LqNhYxRCaa8dsjft8uNVy0h9QCVXHq46ULbT+v60+QdTI0Gf7P4r8RWk9veRvcXq3EUjWkohdPs8K5Eu3ZncpGN2eDxWhbeGrG01AXsU+qNKGLbZdWupI8n/AKZtIUxz0xgdqSw8SWWpa9daVapOZLaFZjM0e2ORWdk+Uk5PKHnGD2JpumeIJdUvXii0TUIrVJZYvt0rQeUxjYqcASl+SpAyn5ULVL0/LQb3dx1l4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxSWnhewsrgzQ3GqsxVlxNq91KuCMH5XkIz6HGR2rYooEY9p4YsLJpTDcaq3mxNE3navdS4B6kb5Dtb0YYI7GltPDNjZLOIZ9UYTxmJ/O1a6lwD3XfIdp/2lwR61r0UAY9t4YsLSOdIrjVWFxH5bmXV7qQgf7JaQlD/tLg+9LbeGbG1t7iGKfVGS4UK5l1a6kYAf3WaQlD7qQa16KAMeHwvYQWlxbpcaqUuNu8vrF27jByNrmQsnvtIz3zRH4YsIrCa0W41UxTMrMzavdNICOm2QyblHqAQD3rYooAyE8M2KadJZCfVDFI4kLHVroyAj0kMm8D2Bx7Ug8MWA042X2jVfKMvm7v7XuvMzjGPM8zft/2c474zWxRQBkHwzYnTRY+fqnkiTzd39rXXm5xjHmeZvx/s5x7UjeF7B7BLM3Gq+VG5cMNYuxISfWQSbiPYnA9K2KKAMeXwxYTWUFq9xqojtyxRk1e6VzuOTucSBn9txOO2KWfwzY3Fnb20k+qCO3BCGPVrpHOTk7nWQM/tuJx2rXooAx7jwxYXNvbwSXGqqlupVDHq91GxBOfmZZAXPuxJFLdeGbG7ht45Z9UVbdPLQxatdRkj/aKyAufdsn3rXooAx7rwvYXYhEtxqq+TEIl8rWLuPIHdtsg3N/tHJPc0XnhiwvpEee41VSkaxgQavdQggdMhJACfVjye5rYooAyL7wzY6hcCeefVEcKFxb6tdQrgf7KSAZ98ZPei88M2N9em6mn1RZDj5YdWuok4GB8iSBe3pz3rXooAyZvDVjcakb559UEu8Ptj1a6SPI/6ZrIExx0xg96JPDVjLqX25p9UE3mCTaurXSxZH/TMSbMe2Me1a1FGwGSPDViNT+3+fqnneZ5u3+1rrys5zjyvM2bf9nGPahfDVimp/bxPqnneZ5m06tdGLOc48oybMf7OMe1a1FGwbmTB4asbfUhfRz6oZQ5fbJq108eT/0zaQpjnpjA7Ull4ZsdPvBcwT6o8gBAE+rXUycjH3HkK/pxWvRQBkWXhiwsLnz4J9UZ9pXE+r3Uy4IwfleQjPvjI7U7TvDllpd19otp9Sd9pXF1qlzcJg/7MkjLn3xmtWigDm9An+2eLNdu47e7igZLaJHubSSDeyiTdt3qNwGRyMjmuikjSWNo5UV0cFWVhkMD1BFOoo3BaFHTNE0rRIni0bTLPT45G3OlpbrEGPqQoGTVi8S6ezkXT5oYLkj93JPEZUU+6hlJ/wC+hU1FG4HMHwjLcWl/Jfaij6reywzG6gtvLjjeEgxYjLEkAjkFyTkjIGAJR4d1BrXUZbq+0+51HUESGV5tOZrXylzhPJ83JyHbOXPJ9BiuiooAxfC3h7/hG9NmtvOhfzZ2mEVtB5FvBkAbIotzbF43EZOWZj3xVjV9AsNca2e/FyHtWZoXtrya3ZCRg8xsp6cVpUUPXcDk9O+HelWenW9vPcalPLbyTPHOmp3UTL5jZIBWXOMBeM4JBPUmiy8EyaRo+mQaPqjR3unFtlxeLJcpIHXDKUaQELwCArjBUH1B6yigDkD4DLgPJqZad1Yzv5GA8jXCTswG75Vym0LyQCMkkHJf+Cp7rRRpYn0i4tzdXFy41PSjc4aWV3BQeau0qHIzznrx0rr6KOlh3s2zCi0GZLzRVmumurTSYDte4cvNNPtEYkc4wcIX57l+2Kh8V+GbjxNHHAJdLSBVOGu9NNxNE543xSCVfLYDocEgjPtXR0UPXcS02MTU9DvJ5NNudK1FLe809WjWW8gNwsqMoDBlDod2VU5DDoeDmsnWPAMWp64+qGPRLia4SNbgapowuxlBjMZ8xWQEdQSw4GMc57GijrcOljirjw7qWr634gs3uY7PRrx4UmjNkWknQQoGEchcKoONp+RiOcEHp2oGBgdKKKForAZ8ug6PPqyapPpVjJqMeNl49shmXHTDkZH51oUUUAc8mi60PFx1eTVbBrYxmD7MunOH8rcWA8zziN3+1tx7CoLHwjdWs1jbzaqs2k6dOZ7W2FsVm3fNtV5d5DKu44ARTwuScHPUUULS3l/w4PW/n/wxzFp4UuI/F/8Abt1cacsg35+wacbeWcEbQs0hlbzAABxgcgHjGKXTPCk9r4qfW7q405ZWR1cadp5tWuC2OZmMr+bjHHAwSfpXTUULSwFS0tryG+vZbq/+0W8zq1tB5IT7OoUAruHLZOTk9M4o1bTbfWdHvNMvQxt7yF4ZNpwdrDBx781bopNXVhp2dzn9B8N3GmXFvPqN9BdPZ2n2O0W2sxbJHFlScruYFjsXkbV44UVKdCu73QdR03W9We9+1yyGKaOBYWt0JyigDIJTj5j1xzW3RTeotjn7XRNYjnudQutWs59VeBbeGVbBkgjQNu5j80szEk5O8DgYA5zSvfA51fSdRi1i+imv7+WGYzxWgWGN4SDHiJmbcOPmDMSwJGQMAdbRR/X6gc03hi7nsdRN9d6de3+oiNJWudNL2ojT7qCAyZI5Y8ufmbPTAq/4e0GHQLB4IjGZJX8yUwwiGMHaFCpGOEQBQAMk8ckkknWooAr31hZ6pZvaalaQXltJjfDcRiRGwcjKng8jNFjYWel2aWmmWkFnbR52Q28YjRcnJwowBySasUUAc/4r8MN4ljslE1pi1lMht7+z+1W82VK/PFvTJGcg54PaqGn+B5dG0rTotJ1KCG906W4aGZ7EGExzOXaMxKy4A+XG1l5UdsrXX0UDuYV9ompXUmn38OpWsOsWcbxmc2TNBKj7d4MXmBhyikYfII7gkUy90LVbm9sb+DV7e3vobaS2uHFkWSRXKFmRTJlGBQYJLgZ5BroKKBHP+H/C/wDYZsM3n2j7HpiWHMW3ftOd/U4z6frWf4s8BjxRqTXMlxZGN7T7NsvdPF0YOWJkhLOFjc5GSVbO1fSuwopNX38/xv8A5ju73/r+tDm/+Eb1GxvI7rQdUtraVrSK1uVu7IzpKIs7GULIhVvmYHkgjHHGTW1Kx/trx3Y+TDdLDYoTfyPbtHDNtZZIVVmADkON2UyBhgTyAetoqru9ybJKyKk1tePq1rcQ3/lWkSSLPaeSG85jja2/qu3B4HXPtVuiikM5QeCTHqN4Le+ii0u+vl1C5thaATPMGVsecGHyFlBIKk9QGAIxui0vx4ga7OpZ042wjFh5C8S7s+Z5nXpxt6d6vUULQDMtdHMPiG91a5nE8s8aQwLs2iCJeSo5OSWJJPGflGPlo07SDZ6tqOpXE/2i4vXUKdm0RQoMJGOTnBLMT3LHgVp0UAZml6QbC91G9nn+03V/NvaTZtCRqMRxgZPCj8yzHjOKqWmh6hJrsGqa7qFrdy2kckdqlpZG3VN+NxYtI5Y4UAYKjrkHjG9RQAVQ07QdH0eaaXSdKsbGSf8A1r21skbSd/mKgZ6nrV+igBk0STwvDMoeORSrqehBGCK5qLwa8fhC/wBGbVJGuLyPyze7CGCqiogI3c/KoDYI3Esfl3cdRRStv5juchoHgq48OTandabcaTbXV9DDGqWmk+RbRGMud3lrJlsh+cvnI64wBZ0mO58G6H5Ot3h1GPzmMR07SJ2dS7M53KjSkjJODgAcDkmumop3YtDDGsNr1rPBoL3FlcqAfN1PRrlI8E84D+VuP0bj0rPtPCOpW3h3SLI6zbm+0V1NldJYssZURGLbLGZSXyrNyGXnBGMc9ZRRsBzLeF7s6Le2zXWnXV3qVz9ovnvtOaa3l+UKFEPmjaAEQDLN93nJOaYnhG4g8IpocVxplwhlZ5U1DTTPbbSxYRxw+auxFONoLNgDHvXU0UAYFn4evtM8Hx6PpesG2uoyCl39nDrGPM3FEjYkBAuUVcnauOTit+iim3cDn9Z8Nz3mvWuuaReW9nqVvA9t5lzZ/aEaNiDwAyMrAjghsYJBB4xMNCurLQ9O03RNVeyFnJGZJpIEma4jU5dTnABfuwHHYVtUUloBhapod9Nqz6joupQ2M89uLa5E9qZ1dFLFSoDrtYb35O4c8g4oh8LxQT6IiXDNYaLBst7Z1yWkChFkZs8kJuAGOrE+lbtFC0B6mZd6Qb3xBY6hcT7oLFHMNts/5bMNvmFs84UsoGP4ic9MYeseCJ9VvtT26lAljqrxPdJLZeZOhjAA8qXeAmNuRlGKsWI68dfRQAAYGKz5dB0efVk1SfSrGTUY8bLx7ZDMuOmHIyPzrQooDyCsWHw4kPiibVhPmKQmUWxT7sxRY2k3Z/uIBjHdjk542qKAOHsPhyLTxNbatJd2Uj217LdCZdOAuphIJBslnLksBvGMBRhQMdMacGk6xp/iW91291WzntZYFjltrfS5fM8uMyMm0iZiWzIc4Q7sAACuloo2VkO93r/XUwovFGn6jILOGHWYnn/drI+jXkQUnjO9ogq/UkCsPw78No9F1CK6uJ9Pl2WMllL9k00W73IfZl5X3szv8hySed3Qc57miiyFdnP6f4evodIl0XVdRtr7STam0jjWzMU3l42jfJ5hVjt44RcnnjpRFoGpz6FeaNrOrQXdnPaNaRvBZGGZVKldzN5jKzYPZFGe2OK6Cih67gtLW6HISeDdRvob/wDtbW4p5bvTjp6mCx8pIhnO8KZGJPPOWx6Yrb8RaOde8PXOmLcm2M6qPM27gcMDtZQRuVsbWXIyCRnmtSih6qwkrO6OK074dxWdjqkBuLOBr9oJVGm6clrFbyQtuRlj3NnkKTuJzg84IAvayt9F4UvbXX3/ALUmugYoF0nTZUYMV+XI3ybTuGd7FVHGcV09FD1GtDJ0fTLqw8MxWktyo1Bomae5Vdw898s7gHqN5JA9OKvafDc2+m20N9dfbLmOJVmufLEfnOBy+0cLk84HSrFFNu7bEtFYxPEXh06zcade2s8NtqGmTGa2lntxPGNy7WDJlSeDwQykEA56gtTQb+18M3Nlp2sG21O5d5n1H7MrhZXbcxERONv8IBJwMZJIyd2ikMy9a0dta0+Gxmudlv5yPdL5eTcIpyY+o2hiBnrkZHfNQ634U07XZjcXLXkVyIGt0ltr6eDCnnBEbqGGcHB9K2qKTSYLQ46DwG+lyabc6HqSQ39lY/YHuL63a78yPO7K7pAyHdnA3FQDjaQBh/8AwgpsLy2uvD9/HZzx6eumyy3NoLh3hU5BVgylXySSeVPGVOBXXUU3rv8A1/VwWmxX06xh0vTLWwtARBawrDGCcnaoAH6CirFFNtt3YbHGeJtKuJ/FkN9/ZOs39sLHyc6TqQtGV9+fm/fxFhj61U1UTnxxqEdnoE2o3NxoMFurNJCBbh5JgRI7vnaSBnYHzt6HjPXajrum6Tc2lvqF2sU95IIoIsFmckgA4AJAyQNx4BYAnkVV1TX9D0LUS+oN5Vy8S+bOlq8nlxbjtMsiqRGmS2C5A+96GpUfd5emv43/AMyru7fXT9P8jmptA1fTbXUtPXSv7a/tPToLNLvzYwkRSIxkSh2DbMkuNgc/M3GeulZWepeH/EFzMdLudYS9it4xeW8kIaERptKuJHU7c5cbS3LtwOM69/4m03TtSFhOL2W5MaylLXT57gKjEhSxjRguSrdSOhq3qWoxaZarNMkkm+VIkjiXLOzsFAAOPXJ9ACe1Ve7v3/r9SLWVu3/A/wAjltQ8NXU48UyxWMbT6heWslvJlA0iRJDjnPG1lcgHHOSOtdpWfLrumw63Bo8l0v2+4VmSBQWOAM8kDC8A4zjODjODUUnibSodYXTJZ5FuGkEQY28nleYV3CPzduzeR/DuzyOKQ2+pzl34au73XpLS2j1a10xr+O+l86e3FozrIsjGNUzMSzLyrlU+Zm6gA7ulQTXXiLUtVuoXiCkWVosilT5acu4B/vOT9QikcGpf+El0/wDtl9LQXslzHIInMenzvEjFQwBlCFBwwPLcZ5rWoWiX9f1pp6A9X/X9bnJWjaqfiRdX0vh+/hsZrKOzW5eW2KgpJK28qJS20hxj5c+oFR6dpV5F4rjuNM0/VdJtFmme8+26iJoboPuOIoRLIEJch84QgAjnJFblnrv27Xb7TYNOvNli4jlvGMQh3lFfaBv3k7XHO3HXmtWhaJf1uD1b/rpYKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAorL0rXP7T1C+spNPu7GeyKb1uTGd6vnaylHbg7T1wfatSgAooqvqF/b6Zp817esyQQrudlRnIHsqgkn2AzQBYorJXxNpzaTcak630NtbkB/tGnXETknGNsboGbqB8oNWtM1S31a3aa1ju41VtpF1Zy2zZxnhZVUkc9QMUAXKKKjuLiG0tZbi5kWKGFC8kjnCooGSSfQCgNySis621/TLvw/8A23Dc/wDEu8tpDNJGyYVSQxKsAwxg8EZqGTxTpMej2mp+fK9tfY+zCK2leWYkE4WJVLk4BJG3gAk9KNnZgtdjXoqtp2o2urafDfafMJreZdyOAR7EEHkEHgg4IIIPNWaACioby7hsLGe8um2wwRtJI2M4UDJp1tMbi1imaKSEyIGMUoG5MjODgkZHsTQBJRUEt9bw30FnJJie4V2iTafmC43c9BjcOtT0AFFFFABRRRQAUVmW2tifxBcaRJYXVvLDEJkmlMZjmTdtyu1yw5/vBTWnRurh1sFFFFABRRTZJEhiaSV1REBZmY4CgdSTQA6isrSPEul65NJDp08jSxxrKUmt5IWaNshXUSKNyHB+Zcj3rTkkSKNpJXVEQFmZjgKB1JND03DcdRWRB4o0q40+5v1mmjs7Zdz3E9rLEjKehRnUCQHsUyDkY6in2XiXSb6zurqO6MMdm225F3E9u8JwCN6SBWUEEEEjntQBqUVmQ+IdPudBXWbVri4sn+6YbSWSQ/NtP7tVL9R/dqfTNVtNYtPtNhIzoHKMskbRujDqrIwDKfYgHkUAXKKKKACiiigAooooAKKKKACiiigAooooAKKyJfFOkQ6yNLkuXFyZRCWEEhiWQruEbShdiuRghSwJyOORWvR5gFFYjeL9Kj1KKwmGoQzTT/Z42l0u5SN5OeBIYwh6HnOCOafb+KtIutVXT4Z5vOkd0idrWVYpWXJZUlKhHIw3CsT8p9DRuBsUVm2mv6ffanLY2bzTSQlg8iW0phDLwy+dt8ssDwVDZBBGMg1Fp/ijSNU1A2Vlcu02GZN9vJGkyqcM0bsoWQAkZKEjketAGvRRRQAUUUUAFFRXUz29rJLFby3TopKwxFQ8h9BuIXP1IFVtF1WPW9Jhv4YZoFlLDyp9u9CrFSDtJHVT0JoAvUVW1C6ksrGS4hs5710GRBblA7c9t7KvHXkim6TqUWsaNZ6lbJIkN5Ak8ayABgrKCAcEjPPYmgC3RRRQAUUUUAFFZur+INO0Py/7Qkm3yhmSO3tpJ3Kr95tkaswUZGWxgZHPIq7bXMN5axXNpKk0EyCSOSNsq6kZBB7gigCWis7VddsNGMS3rzGWbPlwW1vJcSuB1IjjVmwMjJxgZGTyKhvfE+m2GoLZTC+kuGiWYpbadcT7EYkKWMaMFyVbrjoaNwNeis3UNf0/TLqK1uXme4lG5Yba2luHC5xuZY1YqueNxwM96h1DxVpOl3xtb2aZXUoJHS1lkih3HC+ZIqlI+oPzEcEHoc0AbFFFFABRRRQAUUVl6frgvtav9LksLq0nslSQtOYysyOzhWQo7HB8tuGCnpxQHmalFFFABRRRQAUUUUAFFFFABRRRQAUVS1TV7PRrdJr95AJHEcaQwvNJIxycKiAsxwCeAcAE9AafpupWmr6fHe6fMJreXO1sFSCDggg4KkEEEEAggg80AWqKz9U1q10jy/tcV9J5udv2TT57nGPXykbb174zVMeMNJfTrW+gGo3FvdBjE1vpV1KflO07gkZKHPZgM0AblFYR8Z6J/Z9rexzXU0V2jSRLBYTyyFFOCxjVC6jPGWAFPvvF+h6fbW9xPeM8NxB9pR7eCScCHAPmt5ananI+ZsD3oA2qKakiSxrJEyujAMrKcgg9CDRQByPjq5hgOnqljfT3H261nke002af91HLuOWjQjj5jtJzycDmovGWsm8SDQlsdUWw1K3L3t7FpdxN5cJ4MSqkbESMOPmA2jJ64B6PU/EeiaJIkes6xp+nvINyLd3SRFh6gMRmtBJEljWSJldGAZWU5BB6EGhbfO/6foHW/l/X5nFeImlg1H7b4cuNbi1aayijgtYtML2s+1naNZpHixHy7Bv3iED0OK1udX8ZRRvhodFiEj4+6bmRSAPqsZY/9tVroaKdwOL1+/t7bx5ojR2GosLaWZ7qa30q4kTLwhVJdIyrdhkE4xzjFN1jVjqfjK30q8sdTg03T545vOTTLiRbycYKBXSMqsaHBZiRkjHCgk9db39tdXN1b28m+WzkEU67SNjFFcDnr8rKePWrFJaNP+vIO5xd0bu28Wv/AMI/dau89xexPeWc+n4svL2qkjiZolOQiggLIfmA4IyK7SoTe2q3y2TXMIunjMqwGQeYyA4LBeuASBn3qD+2tL/tf+yv7Ss/7R27vsfnr52MZzszuxjnpQtkge9zL8N/8hzxT/2FF/8ASWCqemaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/loPqe+oLDSNM8SC8VriK/1RyPLW5maOVlQZYxbjGCFQDcVHYZyRnTS9tZbyW0iuYXuYVVpYVkBeMNnaWXqAcHGeuKO3pb8BvW5y+iaf4xg1hZNZ1DzrLDbk+3Qyc4OPlWxjPXH8Y/HpTdJ07xpDfs+q6j5tv5bgL9vhf5iDtOFsYz1xzu49G6VvWfiTQ9R1B7DT9Z0+6vI92+3gukeRcHByoORg8GtKjoLqcfpOneM4Xuv7U1HzVa2dYP8AT4X2yn7p+Wxjx9TuA/utTtJ0/wAZQpe/2rqHms9sy23+nwvtl7H5bGPb9TvH+ya66igDkNN07xnFbX41HUfMleArbH7fC+yTPXIsU2/Uhx/s0unaf4yj0/UE1DUPMuZIwLRvt8L7GzycixQLx3KyfQV11FAHHWmneNE0m/ju9R3XjiP7K/2+FtmG+b5hYKF49UfP+z1p1vp3jNdBu4p9R3ag0iGCT7fCdqj7w3CxAH0MbZ9Vrr6KAORi0/xkPDs8MuoZ1Jp1aKX7fCcR45G/7CFH0MbH/aFNGneM/wDhHWhOo/8AEy+0hhL9vh/1W3pv+w7evby8/wC12rsKKAORbT/GX/CNrCNQ/wCJn9p3GX7fD/qtvTf9h29e3lZ/2u1Ml07xqdBgij1HGoLMxlk+3wjKYGBu+wEHnPAjU/7R6V2NFAHH3WneM30WxjttR23yGT7S/wBvhXeCfl+Y2LBsD0RMf7XWnX2n+MpNH0+Oy1DZeRh/tb/b4V3kn5fmNiwbj0SPH+11rrqKAOQv9O8Zyadp6WOo7LmONhdN9vhXe2eDk2LhuO4VPoetLqen+MpbTT103UPLmjg23R+3wpvk9cmxcN9QEH+zXXUUAcdqeneNJVs/7N1Hyylsi3H+nwpul53HmwfPbkbB/sinaxp3jOa5hOk6j5UQgRZB9vhjzIB8xw1jJn65AP8AdWuvooA5HXNP8Yz6iH0XUPJtvLUFft0MfzY+Y4axlP47vwFGr6f4ym1ppNK1DyrH5MJ9vhTsN3ytYyHrn+P8ug66igDkr3T/ABg/iQzWeobNM85SIvt0K/JxkbDZM3rx5v8AwIdi50/xg3iUzW+obdL89W8r7dCP3eRkbDZFumePNz/tDqOtooWlgOSGn+Mf+Em846h/xK/tO7yvt0P+q3dNn2Ld07ebn/a70Raf4wHibzpdQzpf2gt5X26E/u88DZ9iDdO3m5/2u9dbRQtLA9bnJWOn+MI/EYmvdQ36b5rExfboW+TnaNgslb048z8T3TRNP8Ywawsms6h51lhtyfboZOcHHyrYxnrj+Mfj0rrqKOgHIaNp3jKHUi+r6h5trscbft8MnzY+XhbGM9f9r8D0qXw5YeLbbVC/iC/8+08sjZ9til+bjB2rZQn153/ge3VUUAYGl/8AI9a//wBcLT+UlbsgcxsImVXIO1mXcAexIyM/TIqjpuh2Ok3F1cWYuDNdkGaSe6lnLYzgAyM2AMngYHNaFG4LQo6ZFqsUTjWbyzu5C3yNaWjW4UehDSPk++RUfiGGC48P3kV491HC6YZ7OEyyrz1VArEnP+yfpWlRQ9QRxVu13f8Ah3Vk1i71mXTN8f2S7fTtt8SCCx8lIskBwMZiB+8SCMEwyC81TwfrEGr3WqSWDyotnc3GlM1zKvylhJbRopaMuCpUohKbs8EMe7ooBaHN+Bg6aFJEdKttNhiuHWD7NYNYpcJgHzPs7/NHySuGyTt3dCKl8WadqmqW9nb6bb2V1bLOJbu3u7p4BMq8qu5Y3yN2CQRyBjoTW/RTeoHnWm6V4pu/DemQT6Rpoit76e4ms7jUJY/NIlZosnyD8oYlsY52oc8kVTt7PxBaaL4WvLy3uNOS0hntrk6fbteXEKSBCriMx5DZQqfkfAb3JHqNFTYFoeQSeEJ3gi36bfSRfvLi2EvmPJFvvo2Vi3USGMsxydy7m6c1cvdFhh8OWMFzZMDZ3l/9m0+48Pz6hatGZ32ZijHyELt2NkYVmwCDXqdFPokh31bfX/I5W7ebV10HR57MWLzIl7f2isGEEce0iLI4OZCi+hVXrP8AiBZwT31pcNZ/2lPBBII7C60Oa/t5iSCPmQbYZMrt3knAY5U13VFD1dxLRHDeKNE0ibXNG1nXfDEV5GYpIrsJpv210YqpQMqIzMBtYA4IGe2ayPFWkT3viO4aaNbe3e3hXS7r/hH7m+ktMDkxNE4+zurc8qM/LyduF9Qoo2dw6Hl+vWVrf674itV0+5vtdL24064W0kdLWXykxIJMeXCQQGJ3KxCgc/KK9QGcDPWoILG3trq5uYY9st0ytM24ncVUKOO3AA4qehbWAz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/3wa0KKKAOTTVYn+JDBbTUgn2L7L5zaZcCLzBITjzCm3GP4s7T61haPpm3VNK26NdQeI4b15NU1J7V0EkXz7s3GNsqtlNqBmx8vC7Pl9JopJWt5f53B638/8AKxwOgWqWfj6d7LTvtguZJ3nv7nRZra5twTuwblwFnTd8qqoBC7eSFzR4UtUsvGNx9i04XSXHnvNqdzostndR5cMEeeRQJwScDaBgIuc9a76imtLeQPW/mZGlRWaa5rT2unXVrcSTRm5uJlIjum8tQGjJJBAGFOAOQaPFdhc6r4P1awsQrXNzZyxxKxwGYqQAfYniteik9rDTs7nCeF7S7vvFkGszvqjvFp8kFyb61a1RJHaNhFFEQBtXY53DeTuAMjYGNPWZ7rxP4J1qDT7HULO4BltkjuIhFJNtPJTOQVYZCseDmuoopvVW/re4loeZajZ6le6ffzeGE1iWzhNrciHV4p3Zp45w7+XHOVc/IB8oIQkALzmtTQLeO01DWNevP7YvbOaO2XzL6xkNxNLG7netusYZQu9ANsa/dLc8se5ooWisg33OI8Jagtt8OzFcRaxYTQNIrldJn85C8rFWRGiO/gg8KwHetTwZFcRWN80wuGhlvGlguLyAw3FwpVcvImF2nduUDavyqvy9z0dFC0F0sV75LySzddNngt7k42SXEBmQc85UOhPH+0KLFLyOzRdTnguLkZ3yW8BhRueMIXcjjH8R/pViigZynj0yPY2Ns2mw3tpNOfPefTZdQjhwpKlreIhnyeATwp564rnLDT7keF9Cj8S6VdXOk29zeLdWC2DuAPNYW5NuC7GNV6KN4GUPRdw9OooGcTrdnp0qaE0mjzTeF4o5fM06LTJCEkIXyi9sE3FR+842HDFSRwCJZ5oNL13R76w0m9GmnTJraCK00+QGNmeIohjCgxZCnlwqjHJFdjRR/X3pr9Rbq39b3PN9A8JxaomhxeItMme3h8PRwyW9zGRGJNw4dTwXXqAenUc81D440yfyotIj0v8AtBLXS9lpeXWky6hLLLgrhHRkW3k+VSZCRksv92vTqKT1VvX8b/lcd9W/66f5HAXlrayaxbz+NdIutVtG02AWqtpkl6kMw3edujRGKucp8zAZAwDwRU/iPT5P+Eik0y2jYW3iiFYbkqcCPyseaT3BeElAfVVruKoxaNZQ6xLqixyPeSp5ZklmeQIvGVRWJEYOASFAyQCc4qm7u5K0WhUurexXxRpJfTLmS5ignW3u4kPk26/JuVyDgFsDGQfunpWzRRSGeXXGjanPe3mkXX9pmRtZ+2WkcFsyWrRtOJfOknAIZkG4BGZeVUbCdrV6GNUz4gbS/sN4NtsLj7YYf9HPzbdm/P3++MdKvUULRJf1tb+v8gerb/ruYCxT6p40M08EkdjpEe2AyRlRNcSD5nXPUKh2gjjMjjtXI6Db6gfEGlqLTUFaC7uWnsLi0mS204MHAkhmb5ZDyBjc4IkJQRgEV6bRQB5p4c0u/gXSrC2bXI76GCS31c3jT/ZSvlMoMe790T5gQgxc43bjyaTwlpmozah4b+3Jqcd3o0TR3UU1qbe1tVERi8uLjbLuO1t4Z+FzlAwU+mUU0/6+/wDzB6hVDTodYimmOrX1jdRn/VLbWTwMn+8Wlfd26AVfopAUNc0tNa0K806Rin2iIqrjqjdVYe4OD+FctHJqk+g6v4huNHlfUnsktY7J1dWIRcycABjmR5Pu/eVFweRXcUUrbjPO/BO/RdQ124ewa20vyLaSJbDQJ7JJHzIHKW5LuWwEBIAJAXjGCd7wFdCbw2IGtr23lhmmLpd2ctucNK7KR5iru4I6Zx3rpqp6lpcGrW6wXUl1GituBtbyW3bP+9GykjnpnFU3cmyvcXVL6LT9OlnnS4kQDbttraSdyTx9yNWY/lXBW6m7+H/haG+0rUJ9PsWhh1exl0+UOwWAgZhZN0qCUoTtBHGedprt9M0K00iSR7SbUJDIACLvUbi5A+gldgPqK0aX/A/Aq55w+lQN4Pv4Wtbmx0qbVBNp1kdImulEQVSUktFXcI2dZG2nbjKng4FSXdpHe/D6wgv9NGmpDdkxWlvoU1xbzqpbBks0G5UYHfsYgq23JyOfQ6KP+B+Fv8hf19/9f8E44JBcfDKKPXPDUxtwUU6Zptu0bMFmGx0iBVkBwshQnKjIOSDXY0UU27iOI8VQ3lt4ugvi+ow6bcWBtpZ9LsmuJ1dX3BPlVmRXBOWC/wAI+ZTg1f0RpvCfgrRbS502+mkLR25t7VPOa23scbzn7iA4LZPTvXUUVK0Vv63v+o3q7/1tY4bxRY48VTXeof26bSfTkhtTo5nBWZXkJDeTyMh1wWOw4OegqvqA1e0jtbmK71hfFMmmQRS29tp4ls7iVdxAklMRRBvd92JE4P0r0GimtFb+uv8An+Q27u/9dP8AI878RWN3FrmrzuNd+3XVvD/ZT6YZhCJVUja5T5Bh8H98dmG4/jqr4ht9TbVtUjW0vvtM7Wxjs4LSaS01Qqq5M0q/LFyCv3k4UFxIuFr06ihaMXSwDpz1rPlh1g6skkF9Yppwxvt3snaZvXEolAH/AHwa0KKACuMtNIuF8QDR3tpBpdrfvqkUhQ7GDDcse7GMiZ3bAOQEXsRXZ0Udbh0seXWUN/cfEGwvxoy2U41KdLx4tHnSQRbJVXzLxm2zI2EICqVHyDIwM9HpmqRzfEfUitpqaRz2dvBHNLplxHEzxvOXHmMgUDDLgk4OeCa66mTwrcW8kMhcLIpRjG7IwBGOGUgg+4IIoWisN638/wDO4TM6Qu0SeY6qSqZxuOOBntXl/hK21NvE0d5a6XHpr3Ol3H2kxaLPZqtwTGVWaSVj9oYEth9oz8xBOSB3Nr4U06zuo7iK41dnjbcom1q7lQn3RpSrD2IIrapWC5wnhuytIdBuYNI0ibT/ABT9gZLi9utNdHkuMclrhl2y5k5yHYHr0qO10zS5/BOs2OhaBcWesT6XJDcNcac8Ms8pQjDTuoWVixOWDsCTnJBzXf0U3rd9/wDg7feEXytPt/wN/uPNtZa58QWesmx0zVUjbw81sjy2UkLPKWOVVWAbcPpz2zWzqfh618N6Hqd74f01ri4ubeOKe2w0iz4Y5mkVfnlfDsW5LOBjqa7Cijpb+tW3+pKVn934W/yPLNL03VF0HxJb6bZSW1rK9q8UVjpcmmLNHuxcCKJ3LK5RSucqScEAZDHfl07RpvCVzJ4T0j+y3sZ1vIozpj2G+WPDfddFJ3KChbB4JrtKpappFnrVqLbUVlkg3bmjSd41k7bXCkb1OeVbKnuKHfoNWWj/AKuY2hwxXXh2/wBZuraaX+2la6eEA+YYSm2OMDsfLC8f3mNa2gJbReG9OSxs57G2W1jENrcqRJAm0YRwSSGA4OSeRV8AKoCgAAYAHalp6Xdv6sLW2pyPjWC/TUtG1Gza5jt7d5YrmaztPtM8CyKAHSPDZOV252vgMflxkhvh/f4X8GX182n6pco91NdRWixmW7dHfg7WOdzffKnBG4ggYwOwoqUrXf8AX9aD3t/X9bmN4kub4aIINIimF7fMtvFIsZP2ff8AelbsAq5PPBIA71BrUE+neGbbRfDsMsck+yxgkiQsLVMYaRj22oCRnq20d66Cin5f16f13DU4HxTZNYanZQWCalplpDpj28N3pdjLdMxyAIHSMNtQDnJAb+66YOcw6fqlnPbf2jZX+n2d5ottbva6PbNM/mxbwbYyruMSESfe4/66Lg59Roo6Wf8AW/8An/Wt31v/AF0/y/rQy/DNhPpXhTStPuzme1s4oZOc/MqAHnvyKK1KKcnzO7JSsrHC+JtW/snx9C//AAkGjaJ5mmY8zVo96yfvei/vY+fxNVPE+p2I8UXcOqeJJ7KM6PDNZW9rftB9onLzANGqHc7cKAoJDZGQ2Fx6LVNNMhj1yfVA0nnzW8duykjaFRnYEDGc5kPf0qUrR5fX8b/5l31b9Pwt/kee6pqb4u/+Eo1e90vVYtPgfTba3u3g8+Yx5bYikCd/N+UoQwGFG35udN762k8TtF401h9Kljjt/sFsNRezjmLKDIw2solbzMqVJYABeBu57uiq63Itpb+uh5xqdrJFqXivVoL++gns9StDDHDcNHHnyrfduRcB9wOCH3AAcAEkn0eiikU3c4K71Tw5p/xb0+NNS06G8ktrpLlWuU8wzO1uEVsnO4gYVT2GAMCsGI3d1fppcl7a2+o2viI3K6fGm+6mH2jcbh2blYvIYj5V6BRv5KV63RTjpby/zuJ63/rpYwNKP9q+KNQ1UnMFnnT7X0yCDMw+rhU/7Ze9YOgap4cg+KGqWWlalp2+WxgQRRXKM8kwlnaQdcs4zlup5ya7mC3htoRFbRJDGCSEjUKAScngepJP41JSWlgeqa7nE+GdXki1qLRtO1jStesczNI1hGQ9j8xZfNcSOpySVAwhOCQDg47aiijpYOoUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHLeMRewzaTdQajcQQrqVrF9nhOwSbpQGLkcsNpwF4HJJBO3bF46ixaLJaajqEWsTL5GlWtrdNGrT8tuKKQHA4LeZuUKp4GTnX1rwxpviCSF9T+2N5JDRrBqE8ChgchtsbqCwPQ4yKhvfBuj6hfwX1wL9bu3t/s0c8Op3MT+XnO0lJAWyQCSck4Gc4oW1vP/AC/r5j638jF8SpNa67JqWsWutz6RBYRM0+mak0EVuytIZXeNJkZ/lKHhWOBgDtWvrTrquqaZo0fzwyn7bddf9TGQVX/gUhTg9QrCrN54Y0zUJonvhdzrEip5Ml/OYXC9N8W/ZIfUsCT3zVu30yG21S81BWd57sRoxcjCIgO1FwOmWY85OWPbADEYWqfbYPiBoLHUbg29y1wv2VDsiCrDn5gPvndzk9OMAckw61EY/GGnJpeoX8mrTXCTy2/2pzBFZr8shaLOwA8hSVLFzwcA41dQ8JaVqerR6ldm/N1EcxtFqdzEsZxg7USQKuQOcDnvmmt4O0g63casgvory5kSSd4dSuY1lKgBdyLIFIAGMEYxSW6f9f13/wCCJ7Nf1/XYxrj/AIl3jCe81u01wW019ElpeRak32RNyIiI0CzZ5kyOYyMsCTjmu1rLfw5p0mrDUZ1uZ51cSIk15NJDG46MsTMY1I7EKCOfWtShfCkN73OV8OabYt4v8T6i1nbm+XUFhF0Yl80J9mgO3fjO3POM4pmmfETS9U8QLpEEWJ2d0Df2jYvyoJPyJcNJ26bcjuBzWhpWn6pYeJNYkkhs206/uBcpMtw3nKRDHHtMfl4x8hOd/ccVu0dF6L8hvdnI6J8RdL13WF061h2ysGIP9o2Mv3QSfliuGft/d+uKbpPxJ0rWL9rS2h2usbyE/wBpWEnCgk8R3DN264wO5A5rsKKBHH6T8SdK1h7pbeHabW2e5f8A4mVhJlV6/wCruGx16thR3Ip2k/EbS9YS9a2h2iytmuZP+JjYyZVev+ruG2/Vtq+pFddRQByGm/EjStUtr+aCHC2MBnk/4mVg+VBx1S4YL9XKr70unfEbS9T0/ULyCHEenxiSQf2jYvkE4+8lwyr9XKj3rrqKAOOtPiVpN5pN/qEcOIrERmQf2lYNne2B8y3BVf8AgbLntk8U63+JGlXGg3eqpDiG0kSNx/aVgclunzi4KL9GYE9ga6+igDkYviNpc3h2fWVh/wBHgnWBl/tGxPzEZ++Ljyx9CwPtTR8SdKPh1tZ8n9wtyLYr/aVh97bu+/8AaPL6dt272xzXYUUAci3xG0tfDa60Yf8AR2ufswX+0bH723P3/tHl/hv3e2OaZL8StJi0GDVWh/czzNCo/tKwHKgE/ObjYevQMT6gV2NFAHH3XxJ0q00Wx1OSHMN8ZBGP7SsFxsOD8zXARuv8DNjvinX3xG0uw0fT9RlhzFqAcxj+0bFcbTg/M1wEb/gDNjviuuooA5C/+JGladp2n3k0OY7+NpIx/aVgmADj7z3AVvqhYepFLqfxG0vSrTT7ieHK38Hnxj+0bFML9XuFDfVCw9666igDjtT+JWk6UtmZ4c/a7ZLlP+JlYJhWzj79wu7p1XKnsTTtY+JGlaLcww3MO5poEnX/AImVhH8rDI4kuFJ+oBU9ia6+igDkdc+I2l6DqIs7uHdIY1kz/aNjFwwyPlluEb8cY9CaNX+I2laNrTaZcw7pl2ZP9o2Mf3gCPlkuFfv/AHee2RiuuooA5K9+Iml2PiQ6LLFm4Eyw7v7RsV5bGPka4Enfpsz6A8UXPxE0u28SnRHizceesG7+0bFfmJA+4bgSd+mzd6CutooXS4HJD4i6WfE39iCL/SPtP2bd/aNj97dj/V/aPM/DZu9s8URfETS5fE39iLF/pH2g2+7+0bE/MDj7guPM/DZu9q62ihdLg+tjkrH4iaXf+Ixo0UWLgytFu/tGxblc5+RbgydumzI7gc0mifEXS9d1hdOtYdsrBiD/AGjYy/dBJ+WK4Z+39364rrqKOgHIaN8R9K1vUjZWsO2TY75/tGxk4UZPyx3DN264wO5FS+HPiBpnibVDYWUWyQRmTP8AaFlNwMfwwzu3frjHvXVUUAcv4e06y0zxp4hi06zt7SN47WRkgiVAzESZYgDqfWumkcRRtIwYhQWIVSx49AOT9BWLothqcWvatqOqw2kAuxDHDHbXDS/LHv5YsiYJ3DgZ+tblHoJFHTNXttXieS1jvI1RtpF3ZTWxP0EqqSPcVD4lhu7jw1fRaaszXTxERrbzeVIT6K+5dpx3yPrWpUN5aR31nJbTNMscgwxgmeFx9HQhh+BFJ6oaOIl1f+zPDl/baPa6xZ6kLq2geHUr03EsXnuqK6yPJKmME4GSMjkdjNZ6hqejaPrFlbaZM2rWQim2NqM+pq6SceYpk2u20I5MQC5K4HLZroovDOkw6Vc6eLZpILo5naaaSSWU9maVmLlhgYO7K4GMYFNi8MabDp01nF9sRbhg8swv5/Pcjpmbf5hxjGN3TjpT7/12DsHhrVG1XSzLLfQ3k8crRymKyktDGw/haGRmdGwQfm6gg4wRVLxp4ih0PToLc6la6bc6jJ5EN1dyrGkAxl5MtwSq5wO7FR3rX0vSLLRrd4bCN1EjmSR5ZnlkkYgDczuSzHAAySeAB0Aq7Q9QWh5hY+NdPi8DadYReKLRbi8uJ7ZtRutQVmgiSRizmRm5fYUCgnOXU9Aatafcza/4B8PTafNqGtxwy7b7+zNV8udsRuMNL5qEkMUJBfPsa72xsbfTrRbazj8uFWZgu4nlmLHk89STVKXw5p8ul2+nL9st7a2/1S2l9PAw9i0bhiPYk0nq7gtEjkrrxdeWdpYx+GYkNssJaVNWaWWcOtysDxFy5OQzn5yXA28bgRVibxXry6HZ3GyCP/SbuC8vodLnu44zDKyL+4jk3qG2k7txC4weoNdIfC2jGKKMWCIkMQiRUZlAUSLJjAP99Qc9T+Jplx4U0u4t1g/06CJZJZNlrqNxAGaRy7lvLcbssSec4zxgU+n9d2Ct/Xp/mQa5qJuNAs7fTrmOafWWS3guID8pV13PKpBPAjDsOeoAzzVTxFql74dNha6asOnaXHA2+8k02W8ih2bQqMsTqY125O9vlAXnFbcWiWcF9aXMCGJbK2NtbQJhY4kJXOFA64RR7AcdTUeq+HrDWnVr9r0qEKGOG/nhjdT1DIjhW/EHjih73X9dv8/6sC8zF1qTX5fGOkLo2sWMFpcW07qklnJMrYEfLbZlDdfl4GOeuaqa/wCMdV0/V7q006A3B0+KNpYotIu7k3bsu4orxZSHjABbfy3IAGT0+paBp2qw20d1FIgtWzA9rcSW7xfLtwrxsrAYOMZwfwqK88L6Ze3iXUgu4rhUWNpbW/ngaRV+6HMbqZMZON2cZPqaFow6GHrHibXLWTWrqzSwSx0URyyRzRSPNcKY1dkBDAIQCcNhskgbRjJ7MHIBrmv+EOtbvxJqGpaqHnjnmhkhgF1KIjsRRmSIERsQy5BIboPSuloWwGfLrVrDqyac8V8Z3xh0sJ2hGfWUIYx+LVoUUUAczbWFnZ/Ey5mtLSCCW50wSTvFGFaVvNI3MR94+5qpY+JdYm/svU7j7B/ZWq3Rt4rVInE8IO7Yxk3lXPy8rsXG48nbzsJ4V0yPXTrCtfm9JPzNqdyUwTnb5Zk2bcn7uMD0pbXwro9lqgv7a2dZld5I0NxI0MTvnc6RFtiMctllUE7m9TlRVkl2/wA7/wDA8glq2+/+VjO0nX9QuPFNxYatJDYjzJVt7N9PlRpVU/K6XJfy5Mr8xVVyM4P3SaNB1/ULzxBcWWsSw2cmZfJ099PlikZVfAdbhnMcw24J2LxuGcY507bw1ptrqv8AaK/a5rkFihur6edYy3UokjlUOOMqBwSOhxS2XhrTrDUft0X2ua5AZVe7vp7jyw3XYJHYJnA+7jjimugPqWrT+0vt179u+y/ZN6/Y/J3eZt2jd5meM7s4x2xVTxVqM2keEdW1G1IE1raSSxsV3BSFJBx3x1xVu00qzsb69vLWHZcX7rJcvuJ3sqhQcE4HAA4xVmWKOeF4p41kjkUq6OMhgeCCO4pPYa3OF8Lz31t4witUXVBpl7pzzKdUu2llkkjdB5wRixiVhL93KnI5RMc9X4hhvLjwzqcOllxfSWkq25jk2MJChC4bIwc45yMUzSPDmmaGWOnQyKzIIw01xJMUQdEUux2oOyrge1LZeHdM07T7yysIZLaG9mknn8q4kVjJIcuwcNuUn/ZIx2xVPVW/rf8Ay/4YUbxdzE0K3sLuO/0ea38QadchIpZob7VppJdhJ2ukqTvtBKsCFcHjkYxnHj323hDV9V07VL5bS+u4orFLq/uJmeJZFjIjdi7q0x37WXoGQjBGa7G18NaZZ2V3bQxzkXi7LiaW7lkmkGMYMrMX4BOPm4ycYqa60TTrzR10qe2X7EioqRoxTy9mNhVlIKlSAQQQQQMUgWhy/hy3j1CHWrDUZdWsoILhHWzudTn+02y7B8zTh8lWIYgLI68dc5UaXga3ZdGmvluL2S21Ccz2kd5dSztFBgKnzSMWG4DfjPBfHarsXhTSItMvbDyJpIb8bbp5rqWSWYYxhpWYuRjjG7GCR3Na6qqIqIoVVGAAMACmIgvr2LTrN7m4Sd40xkW9u87nJxwiAsfwFFjexajZpdW6TpG+cLcW7wOMHHKOAw6dx71YopDMTxPrL6TZwC3uore5uJNkW+ymvGbAJO2GIh24HJBAHU+lY1h4s1TWdM0mHT47eDUb+S5SSe5tpfKjW3co7eSWV8sduEZgV3HJO3B6TVtCsNbWD7eswe3cvFLb3MlvIhIIOHjZWwQeRnBqr/wiGiDSoNOis2gt7aV5oDBcSRSQu5YsUkVg653NnBHBI6cUDK+o6jrMF3pejWktkdSvIpZZbyS2fyESPbuIiEm4kl1AG/jk5OMGzHqN9B4gstKu2t5jJYS3E0sUTR7pEeNflUs2F+c8Ek9OakuvDem3tjbWtytywtDmCcXkyzocYOJg/mcg4PzcjrTLvwtpN9HaLdxXEptIzFHIbybeyHG5HffukU7RlXJBxzmlr/XoxdP67nP2HiXxJraaXFpkemQSXmkLfyzzxu6xyEgbQgcEg/7wx156U/xF4t1PS7CAxm3tdSWx+1XNgdPuL9g2PuloDiJcggO24HnA+U56XT9C07Svs/2C28n7NbLaRYdjtiU5C8n9etV9W8KaPrd00+pW8ru8PkSiO6liWaPk7JFRgHHzNwwPU+tDvbTz/W36fcPS7b/ra/6lD+2tX1nVPsehNZ2Kw2cN1NNe273G4y7tqKqyJjAQksSeoAHWk1fxHqGmXeq2aw273PkwvpQIYCZ5G8ra/PO2TaSRjCuPTNaF54V0m9kt5HjuYJbeEQJLaXs1s5jHRGaN1LAdgxOMn1NQz6Ndah4vtNRv4bWO10tZPsZjkZ5ZWkUAlwVAQAA8AtkkHIxg07N6bfoSrpa7/wBf1/VjRk/tT+0rPyjaGx8t/tZYMJS/GzZ2x97OeemKu1Um0qzuNWtdTmh3XdokkcEm4jYr43DGcHO0dR2q3SGeXXer6pNfXWrWY1I3FlrX2aR3umhs44RMIvJEROJXdSG3beC/3xtC16jWQ3hfSG1g6mbVvtDSCVlE0gieQDAkaLdsZxgYYruGBzwKsjRbAeIG1sQf8TFrYWpm3t/qg27btzjrznGaFsl/W39fnuD1bf8AW5zl1pMB8dWNvpt7qqTRFtQvc6pcvFsyVSPy2kKAM5JxjGI2AxWXo17fwa5ov2k61/al1dSwasl0swtf9XK/7oP+7wGjXaYv4fvHJ57u2021tLy7u4Iis94ytPIXLFiq7QOTwAB0GByT1JqvZaBYWGoSX0S3EtzICPMubqWcxgnJCeYzeWCcZC4BwPQYFoD1uc74czp2uR2+s2muW+o3TTCKa71Fp7a4wxbCIJnVPlwRuReAQPSk8LZ07VYbXWbTXLbVLiOTbLe6i9xb3G0gsUQTOqYBBGVQ4zjuK6Gx8Oadp9817CtzLclSqy3d5NcNGCckJ5jNsBwMhcZwM9BSad4b03S7xru3W5luSpQTXl5Ncsik5KqZWYoCQMhcZwM9BQugdzVqhp2tWuqTTRW0V8jQ/eNzYT26n/dMiKG6ds1fooAoa5c3tnoV5c6XFHNdwRGSOKQEiTbyV4I5IBA9yKy/+EoWUajewz2iaVZ2cUouJd3MrqXwSOwQxnAGTv4ro6y4/DWkxaFNoyWgFhMGDw+Y3Q+jZyMcYwRtAAGMCl3GYvhzWpPEtxquja5DDexQwxOTLpM1msqSbxsaGcsTgxn5skHOOxq54Dijg8G2sMEaxxRy3CoiLhVAncAADoKsWvhHSLNbz7Ol4kl6iR3FwdQnM0ioSV/el94xuIyDnHHQAVHb6I/hnTjD4TsxcGSTc0Wo6tcbFHJJVmEpBJPIAGckk1TaJtqaep2FpqWmzWuo2sF3buvzQzxh0bHIyp4PIBrk9G1O7sfAPg6x0vyEvNStoIIpbhC8cQW3MjMUDKW+VCAARyRzgVuJbaprNvNaeI7G3soGAKtpmrzmRjnoWWOJlH0Jz6UkXg3RYdEj0lIbk2kMiyQB76dpIGUYHlyF98eAMYUjgkdzlLRPzt+FyrmXJ4j1xNF1FEgt59R07UFtJ57W0kmjCFUfzRAr72wsgBQMTnJBI4qW68Q6j/wiVrfaVLDqEzziK5uYNMmcW4ywYm1D+aSCApTduBJJHBFav/CM6aukrp0X2yGBZDKWgv545Xc5yzSq4dyc87mOePQUh8MaZ/ZcenxC8t4I5DLm2v54ZHc5JZ5EcO5JJJ3E5PJo/wCB+gv6/r+v+DHDf6jqfhOK70G7068vpAu2aWGSKAkOA4KZLoQAw2k5DDB71t1lS+GNIn8Pf2HLZ7tPyGMXmPlmD79xfO4sWG4knJOc5ya1absI4nxVc3F54qi0ZE1SZfsBuIrfTbl7UvIX275JlZdqoB0yc7/usQBW54OvbzUPB2m3OqOst40IE0q9JGUlS44HDYz0HXoOlT6v4e03W3hkv4pfNgDCOa3uJLeRVb7y742VtpwMrnBwOOBS3vh3Sb+ws7K5sk+y2Msc1tDGTGsTR/cwFI4Hp09qUdFZ/wBa/wCQ3q7/ANbHN+KJtW1HxLJpenW0s9vZWSXckaarJp/ms7SKB5kSlyR5fC5CnJLHhai166i1LR9K1LRb/U49V1OGI6RaJduoB4cvJGDtdQp+cvuAAAHJGen1Xw7putTRy38U3mIhj3wXMsDMh5KMY2XcvH3WyPaqt54L0S91Jb9oru3uUt1tley1C4tgsSnIQCJ1GAT0xQtP69Qlq/68v+HM3xnpUN09vDbXuqW2qanKtvA1rqlzEsQAy8gjRwnyoGPK4J2g9aPFkclhe2uoWy6tD5ckJmv1vmNrDEHAcPB5nzErkZEZ5YEkYyOl/sy0/tOLUDGzXUMBt45GkZtqEgkAE4ySoyepwOarXfhzTr/UVvbwXUzqysIXvZjASvKkw7/LJBAPK9QD1GaFo16hujUrPl1q1h1ZNOeK+M74w6WE7QjPrKEMY/Fq0KKACuYt/EV/Ncx6cY7b+0V1R7WcBW2LAq+bvxnIJjMYzyNzjtXT1TTSrKPWJNUSHF5JEImk3Hlc5+7nGeBzjJAAzwKOodDlovGdw/i+0s4p4Luwu7uS0HlabcIImRHORdMfKkOYyCqgEEnk7Tm7o9hZ2HxG177DaQW3n2NpNL5MYTzHMlxl2x1Y+p5q5b+DdDtdSivorabzoZ3uIQ93M0cMj7txSMsVTO9shQBz7Ckj8LWNhqc+saet5JqTIcfaNVuTHIfm2qylmUKCzYG0hckgU07Ib6pf1qbjusaM7sFVRkljgAVxGjeN7i61vybiSO7sprGa9ilg0y5tgqxlOFeU7ZwQ/Dpt6A4wwxuQT+Jp50i1DRdHS1c7ZWj1WWRgp64U2yhvoSKXS/B+i6NdxXNjbzedDC1vE893NP5cR25RfMdsL8o4HA7dTU6/1/XoGhU03V9XXw7L4i1qSzNk1kbxLK0tn82Jdu8KZTIQ528cIuTTX1LxDYeEdS1zUZdNd47B7qC1htpB5TBC4V5DIfMHQZCpnrx0rT03w1pmkvIbBLhI5FKfZ3u5ZIEUnO1ImYog9lUYHHSm2PhbStPt57a3ina1uIjC9rPdzTQiPpsWN2KouOMKAMcdKb62/rf/AIAR0av8/wAP+CZfiDxRfaVDqDWkEEr22jNfxq4PzSAkBTz939fepTquuaXZ3914iOmwWy26SwTxK5WKRiQYmG4tKR8mCoXeTgAGrEHgrQbeK5jW0lk+1W/2WZ57uaV3i7IXdy2B2547Vqalptpq2nSWOoRebbyY3KHKkEEEEMpBBBAIIIIIyKOn9d3/AMD7iVe+vl+n/B+85C08b366XqxuIVu7uzlt4oGNhPYLK07BE3RzbnUBjywyCOnPFa99e65oWim+1O50+98q4jNw1vaPAEtyQHIBlflc7s5xgEY71YtvCOiWtrewLaNMmoKq3ZuZ5J2nxnG5nYsSM4BzkYHoMRXehz2ehXGn6Av2g3eUlbVtRuJxGrKVLDfvLY/uZUHnkUPyGl0ZY0/UL/Ul1WSFLdYop3gsGbP7woNrM+D08wMOOy+9X9P+2f2bbf2p5H23yl+0fZs+X5mPm2buduc4zzioLHRrWx8PQ6MoZ7WK2FsQzHLrt2nJHc9z71Pp9jbaXpttYWMflW1rEsMMe4ttRRgDJyTwO9PRNi3RzfjO+kTUdH03GoPDevKzw6a7RzTsigrGJAy+WMksSWUfJgnBINjwLcahLoM0GrFmntLya3Vnm81tit8oLkAuVB2ljySpPPU62raLY63bxxajEz+VIJIpIpXikiccbkkQhlOCRkEZBI6Gq9x4Y0e68NyaBPZhtNkXbJD5jgvltxJcHcWLclickkkk5NSrq/8AXYb1t/Xcr+LYdPTRpdQ1J78LaISkdlqE9s0rNgKn7p13FmwBnPJ96565tdctbfQfDEUtxezvZy3N3LJqkluZGRo/kM4DShQZTjb8x2qCcE57S60u0vVtVuojItpKs0K72ADqPlJAPzYzkA55weoBqLVdEsdZWH7csweBi0UtvcyW8iZGCA8bK2D3GcHA9BTA4W/1WTUbbT0t7bV5447GfzNOstSnS4gkjfyzI8qsDKuVZeWLN1VHOdsEmo3+teRp8N7qWo3EWiW08Fzp1y9pEZZN4a5lkG35QUX5CGPLfu2wcdtdeD9Fultx9mmtvs0Jgjayu5rZvLJyUJiZSwyM4bPOT3NLd+EdDvFtley8pbWH7PGLWZ4B5XH7pvLZdycfcbK+1HR/13/zX+ewf1+X/B/q5N4Zv59U8KaVf3gAuLqzillwMDcyAn9TRWkiJFGscSqiKAqqowAB0AFFOTTbaEtEcd4m1W4g8WQ2P9razYWxsfOxpOmi7Zn34+b9xKVGPpV3UvEmo2epTadpekjUGtbCO9lnuboW4KkuCuAhO8+XkDAXk5K4Gbup+Hnv9WTUbTWdQ0y4WDyGNosDB13buRLG/f0xWZfeF73UvFlzPJqV/aWEmmwW0j2zQqboh5S6sShZeGHKbPvHB44lX5bddf1t+hel2/T9L/qE/jK6nimudB0lL+ztLWO6uZJrryX2unmBY12MHYJgncyDkDPXFtPEd5qWqNa+HtPt7uG3WJrq4urtoAnmKHVUAjcs2whjnaPmXk84S98F2VzJL9lvb3Tre4gS3ura0dBHcxqNqq25Sy/KSuUKnHfgYsS+GlGp/bdM1K90suqLNDaiIxzBOFysiNtwOMrtJGM9BitL+RGtvP8A4b/gmC/iPVNL8QeIX+wm8021v7dJJZLzaYUeGEERJtO7BYsQSg54LEkDuKx7jw1Z3MeqJJJOBqk0c021h8rIqKNvHAxGvXPU1sUinuc097q0XxDs7O4uovsFzZ3MiW0cY48toQrM55LfO3AwACBg4yVhvdXT4hCyvLqI2U1hLNFbRRjCbZUVWLn5ixDHPRRkDBxuaW58LyXPiaDWjr2pxyW4ZI7dFt/KVGKl05iLEEovJbI7EUreF5H8UJrh17U/MRTGtuFt/KEZYMY/9VuwSo53bveiP2b+f62/T7hS1Tt5D3nmv/GKW0EkiWumQ+bcbHIEk0gIRDjqFUMxB7tGe1VdIvdWbxtqlhql1FJCllBcRQwxgLCXkmBAY/Mxwi5J6kEgLnFaukaX/ZkVyZJvPnurl7iaXZt3Fj8oxk8KoVRz0UVQtPC8lr4ml1pte1OeWZBFJBItv5bRqWKp8sQbCl2IIbPqTQug3s/6/r/gmb4Y1OWbVjDqut6ub2QzbdPvrBbeEhXP+qcwIZMLg8O3ByfWuxrHtPD3k6ol/f6pfanNCGFuLrylWDdw21Y0QEkcZbcQOhGTnYo6IXVhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAc/4k1nU9KutO+xW1ubWa8ggnmmYkkSSBNqKCOQDksTgcABskqzxdqes6Lp1zqunyactnZQebJDcxu0ly2f9WrBlEZPABw+S33Rj5n+J9D1XXPsiafqdnZQ288VztnsXnZpI33LyJUAXgZGM+9V9a8N63quradeR61YpHYoG+yz6c8kT3H/AD2ws6nI/hUlgvXk4IFt8/w0/wCCPr8vxINW8S3UHi6PSI9b0XRw9rBLFHqUBeW4eR5FKJ++j6bF4AJy1bGuX1xFLYafp8hju76cASBA3lxJ80jYPH3RtHXl14qvreiarrlm+nTanZxadcweTeRrYMZZMjD7HMpVMjplGx6mrVrpUqeI7nUbhkMa26Wtmikkxp95ycjgs2BjniNTnkgMX9f1+ZUvda1O28ZaXp32aCPT7wyoZHYtLIUj35UA4UA8c5J54XAzHrGq6zpOsWTs+nyafd3sdolqsb/aGDDmQSbsfLySuw/KpO70NX0HWr/xJY6naavYW8NgzmGCXTnkY702tucTKD3xhRj3qOTw3rTeM31xdZsZItoit7e5053NrFxvWNhMoDMRksVJ6DoMUlur/wBf8P8Ah9wnsyODxFc3Pja70ka9olt9nuFjTTZIS13MnlK5YHzh/ebnyzgL3rrKwtR0K/1fUIhqGoWp0uG5juY7aGzKzb42DKGlMjAjcMnCKT0z1zu0L4UN7nPaLLfXvijXZLjU7hrazu1tobIRxCIAwRPuzs3lsu38WPardt4s8O3uoCws9f0u4vCxUW0V5G0hI6jaDnIwfyrP0Gf7P4r8RWk9veRvcXq3EUjWkohdPs8K5Eu3ZncpGN2eDxWhbeGrG01AXsU+qNKGLbZdWupI8n/pm0hTHPTGB2o6L0X5De7EsvFnhzUrwWmna/pd3csCRDBexu5wMn5Qc8CktPF/hq/uDBYeIdKuZgrOY4b2N2CqMk4DZwByTS2Xhmx0+8FzBPqjyAEAT6tdTJyMfceQr+nFJaeF7CyuDNDcaqzFWXE2r3Uq4IwfleQjPocZHagQWni7w3ftKLHxDpVyYYmmlEN7G/lxr1c4bhR3J4pbTxb4cv1nNhr+l3It4zLMYb2N/KQdWbB4A9TxSWnhiwsmlMNxqrebE0Tedq91LgHqRvkO1vRhgjsaW08M2Nks4hn1RhPGYn87VrqXAPdd8h2n/aXBHrQAlt4u8N3sc8ln4g0q4S2j82dor2NhEn95iG4HuaW28W+HLy3uLi01/S54bVQ9xJFexssKnoWIOFHuaS28MWFpHOkVxqrC4j8tzLq91IQP9ktISh/2lwfeltvDNja29xDFPqjJcKFcy6tdSMAP7rNISh91INHoAkPi/wANXFpcXUHiHSpbe22+fMl7GUi3HC7iGwuTwM9aI/F3huWwmvovEGlPaQMqy3C3sZjjLdAzbsAntmiHwvYQWlxbpcaqUuNu8vrF27jByNrmQsnvtIz3zRH4YsIrCa0W41UxTMrMzavdNICOm2QyblHqAQD3oAVPFvhyTTpNQTX9LayjcRvci9jMaOeils4B9qQeLvDZ046gPEOlGyEvkm5+2x+WJMZ2bt2N2OcdaVPDNimnSWQn1QxSOJCx1a6MgI9JDJvA9gce1IPDFgNONl9o1XyjL5u7+17rzM4xjzPM37f9nOO+M0AKfFvhwaaNROv6WLEyeULr7bH5RfGdu7OM45x1pG8X+GksEvn8Q6UtpI5jS4N7GI2YclQ27BI9KU+GbE6aLHz9U8kSebu/ta683OMY8zzN+P8AZzj2pG8L2D2CWZuNV8qNy4YaxdiQk+sgk3EexOB6UAEvi7w3BZQXk/iHSo7W5LCCd72MJKVOG2sWwcHrjpSz+LfDlrZ293c6/pcNtdAmCaS9jVJsHB2sThsHrikl8MWE1lBavcaqI7csUZNXulc7jk7nEgZ/bcTjtiln8M2NxZ29tJPqgjtwQhj1a6Rzk5O51kDP7bicdqAEuPF3hu0t7e4uvEGlQw3SloJJL2NVlAOCVJbDAH0pbrxb4csobeW91/S7eO6TzIHlvY0Eqf3lJPzD3FJceGLC5t7eCS41VUt1KoY9Xuo2IJz8zLIC592JIpbrwzY3cNvHLPqirbp5aGLVrqMkf7RWQFz7tk+9ACXXi/w1YiE3viHSrcTxCaHzb2NPMQ9HXLcqfUcUXni7w3p0iR6h4g0q1eSNZUWe9jQsh6MAW5B7Gi68L2F2IRLcaqvkxCJfK1i7jyB3bbINzf7RyT3NF54YsL6RHnuNVUpGsYEGr3UIIHTISQAn1Y8nuaAFvvFnhzTLgW+pa/pdnMVDiO4vY422nocE5waLzxb4c0+9Nnf+INLtboYzBNexo4yMj5Sc8gg/jRfeGbHULgTzz6ojhQuLfVrqFcD/AGUkAz74ye9F54Zsb69N1NPqiyHHyw6tdRJwMD5EkC9vTnvQAs3izw7bakdPuNf0uK9DiM20l5Gsm49F2k5ycjj3ok8V+HYdS/s6bX9LjvvMEX2VryMS7z0XZnOeelE3hqxuNSN88+qCXeH2x6tdJHkf9M1kCY46Ywe9Enhqxl1L7c0+qCbzBJtXVrpYsj/pmJNmPbGPahdLgA8WeHTqf9nDX9LN95nk/Zftkfm78427M53Z4xjNC+LPDr6n/Zya/pbX3meV9lF5GZd+cbdmc5z2xmgeGrEan9v8/VPO8zzdv9rXXlZznHleZs2/7OMe1C+GrFNT+3ifVPO8zzNp1a6MWc5x5Rk2Y/2cY9qF0uD62CDxZ4dutSGn22v6XNelygto7yNpNw6jaDnIwePaksvFnhzUrwWmna/pd3csCRDBexu5wMn5Qc8Clg8NWNvqQvo59UMocvtk1a6ePJ/6ZtIUxz0xgdqSy8M2On3guYJ9UeQAgCfVrqZORj7jyFf04o6agFl4t8N6jc/Z9P8AEGl3c+0t5UF7G7YAyTgHOAKdp3inw/rF19m0jXdNv7jaW8q1vI5XwOpwpJxzTbLwxYWFz58E+qM+0rifV7qZcEYPyvIRn3xkdqdp3hyy0u6+0W0+pO+0ri61S5uEwf8AZkkZc++M0AVNDlvo/EutWF5qVxfwwLBJCZ0iUx79+VHlouR8o65PvXQVzegT/bPFmu3cdvdxQMltEj3NpJBvZRJu271G4DI5GRzXRSRpLG0cqK6OCrKwyGB6gij0EvMdWX4l1KXR/DV9qEDwxyW8RdXuATGvuwBHA69R9am0zRNK0SJ4tG0yz0+ORtzpaW6xBj6kKBk1YvEuns5F0+aGC5I/dyTxGVFPuoZSf++hSew0cyPFX2HwlcaxNrOka4BMkMEunIYoS7sqKjESS/xMMkdB2PddP8XJD4fvb7VrxLya0lRHhg06WxkUuVEaGOd85ZmGHJVee2CakPhGW4tL+S+1FH1W9lhmN1BbeXHG8JBixGWJIBHILknJGQMASjw7qDWuoy3V9p9zqOoIkMrzaczWvlLnCeT5uTkO2cueT6DFPv8A12/4IdjY0+7mvbQTXOn3GnuSR5Fy0Zce+Y3Zf1qDXdV/sjTGnihNzcyMIbW3U4M0rcKuew7k9gCe1VvC3h7/AIRvTZrbzoX82dphFbQeRbwZAGyKLc2xeNxGTlmY98VY1fQLDXGtnvxch7VmaF7a8mt2QkYPMbKenFD8gRj2nie+Pgy0vLiGCfWLuZ7WCCBWWOSYO65wSSFAQu3Jwqmqdz4uvYvCOgahc6jpGlS6jIEuLq9iY28f7t24UypjJQAZfv3q1p3w70qz063t57jUp5beSZ4501O6iZfMbJAKy5xgLxnBIJ6k1Z0zw3f+H/DVrpegapEskJ/eTahDNdB+P4VMylO3AYjrxzSe4LZEN340t9FtrFb/AMzVpLiBZzdaXbjyTGXVBIAZGOMunALE5yAe0g8awS29kbTStQuby8edEsUMKyoYX2S5LyBPlbA4Y5zkZGSKv/CARJBFFDfsu2Ng7NCDvdrlbh2wCAAWUjAHGfbkv/BU91oo0sT6RcW5uri5canpRucNLK7goPNXaVDkZ5z146U+n9d3+lgVv69P8zb1zVJNO0J7iGMi7l2Q20TgH99IQqKcHGNxGcHoDVe811tIuLPSltL3WdRktzKy2/kIzKhVWkO90XlmHC+vTFJFoMyXmirNdNdWmkwHa9w5eaafaIxI5xg4Qvz3L9sVD4r8M3HiaOOAS6WkCqcNd6abiaJzxvikEq+WwHQ4JBGfah6PT+v6/H8QXmN1nxNqOm+J7HTrXw/e30NxDK7SQvACxXbwu+ZcY3c5HcYzzU2peLYdMmkWTTb+aO2iWa+nhWMpZK3OXy4LEAEkRhyAM45GZNT0O8nk0250rUUt7zT1aNZbyA3CyoygMGUOh3ZVTkMOh4OaydY8Axanrj6oY9EuJrhI1uBqmjC7GUGMxnzFZAR1BLDgYxzkW4dC9qHjS00+8u4f7P1C4isSn2y6hjTyrdHUMHJZgWGGyQgZhgkjBGejrirjw7qWr634gs3uY7PRrx4UmjNkWknQQoGEchcKoONp+RiOcEHp2oGBgdKFsAUVny6Do8+rJqk+lWMmox42Xj2yGZcdMORkfnWhQBgW0t7D46ubSXUZ7i0lshcJBKkYWFvM24UqgYjH94tSWvjC1u76CNbC+SzupmgttRdE8ieRc8DDlwDtbDMoU44JyMomi60PFx1eTVbBrYxmD7MunOH8rcWA8zziN3+1tx7CoLHwjdWs1jbzaqs2k6dOZ7W2FsVm3fNtV5d5DKu44ARTwuScHKjeyv8A1r/kEt3b+tP8zQ0vxCNXv54rTTrz7LDJJCb9miETOjbWUL5nmZ3AjlAOPTBJo/iEa3PL9k068WzRpES+dofKlZH2MFAkLg5B+8o6H2zQtPClxH4v/t26uNOWQb8/YNONvLOCNoWaQyt5gAA4wOQDxjFLpnhSe18VPrd1cacsrI6uNO082rXBbHMzGV/NxjjgYJP0prpcH1sbdpqH2q+vbb7JdQ/ZHVPNmi2xzZUNmM5+YDOCfUEU3WtTTRtDvdSkjaVbSB5jGpwX2jOM+9OtLa8hvr2W6v8A7RbzOrW0HkhPs6hQCu4ctk5OT0zijVtNt9Z0e80y9DG3vIXhk2nB2sMHHvzSd7aDVr6nN+HvFV3d+KZdE1G6069k+zNN5unROqQSIwWSBmLMGdd6Hgg88qMjO94h1CXSfDOp6jbhGmtLSWeMSAlSyoWGcEcZHrVDQfDdxplxbz6jfQXT2dp9jtFtrMWyRxZUnK7mBY7F5G1eOFFXbKy1e20+8juNXjvLuWaR7aaW0CrAhPyIUVhvC+uQT7VTtbT+tf8AL/hxRdnd/wBf1/Whn6Jqd/q2j3U9hr+g6zLkJFNYwssULd9+JpNxAIO0Fc9MjORQbxTqdroOvveTaf8AatIuUt/twhZbZgwjYsUMhI2byGG/+HqM4FtvDWrPDql0Ncgh1vUII7Zb2Cw2xwRoWI2xGQkt878lzyRxxgzaNomsaNoD6db6hpYdAPs0iadKFUk5dpFNwWkZiSc7gckk5pPW/oC0sLpt1qeraC0+m+ItDv5mlxHeWtkzwBR1UqLg5bPfePpT/Ct/quo217LqstncRx3bw209pbvCJUTCsxVnf+MOAc8hc96ZbeHb6Cw1Z/7UjXV9U5kvYbTYkRCBFKR7ieFH8TMc+2FGvp1hb6VpltYWSeXb20SxRr6KBgU+rAs0VXvrCz1Sze01K0gvLaTG+G4jEiNg5GVPB5GaLGws9Ls0tNMtILO2jzsht4xGi5OThRgDkk0gGaley2FsJINPutQkLbVgtdgY++XZVA+rD2yayz4vtH0yzubWyvbm5vJHiisIlQT74yRIp3MEXYVIJLY4wCcjKeK/DDeJY7JRNaYtZTIbe/s/tVvNlSvzxb0yRnIOeD2qhp/geXRtK06LSdSghvdOluGhmexBhMczl2jMSsuAPlxtZeVHbK0DNa98RixgslfTL6TUL3d5Wmx+UZvlGWJO/wAsBQRkl8cgAkkCrEOsJJqFrYz2lxbXVxavc+XLsPlhWVSrFWI3ZcdCR15qnfaJqV1Jp9/DqVrDrFnG8ZnNkzQSo+3eDF5gYcopGHyCO4JFMvdC1W5vbG/g1e3t76G2ktrhxZFkkVyhZkUyZRgUGCS4GeQaX9fg7foLp/Xf/Ir/APCeWckdl9i0zU72e+sRfw28ESbvKzg5LOFUjPQtz0GTxVq88VRW+jwapZ6XqGo2ctsLtpbVY/3URXcGId1JOM/Ku48dORlvh/wv/YZsM3n2j7HpiWHMW3ftOd/U4z6frWf4s8BjxRqTXMlxZGN7T7NsvdPF0YOWJkhLOFjc5GSVbO1fSh3S08/1t+g9Lvt/w3/BNW78TxR3kdppmn3mr3DQLcPHZeUPKjYkIzNK6AbsHABJ4PHFOvPFFnYLq/2mG5DaVCk0iBAWmV1JXyxn5skMgzj5gR71U/4RvUbG8jutB1S2tpWtIrW5W7sjOkoizsZQsiFW+ZgeSCMccZNbUrH+2vHdj5MN0sNihN/I9u0cM21lkhVWYAOQ43ZTIGGBPIBp2vZEq9rv+v6/rudBJqRj1KzszZXZN1G8nnLFmKHbj5XbPBO7gc5wau1Umtrx9WtbiG/8q0iSRZ7TyQ3nMcbW39V24PA659qt0hnB3/jy5tNVEgmsPsQ1D7H9g8p3u5I1k8qS43K2ERXz95MYX7wLADvK5QeCTHqN4Le+ii0u+vl1C5thaATPMGVsecGHyFlBIKk9QGAIxui0vx4ga7OpZ042wjFh5C8S7s+Z5nXpxt6d6Fsr/wBaf5/0lsPd2/rU5mDxVqkvitLDdZgtePA+lfZZBdRQLuAuTJv2+WcKQdgX5gu4tWppOs6ndeLNR0zUba3t4YLWG4gRGLSAO8q/O3TOIwcAcZIy3WqEHgeePUYTJqUD2MGpPqUYFni681mLEGfeQV+bbwgJQBc+tyy0HWoPGFxrNzq1hLDcQpA9vHpzowjRnZMOZiN2ZDk7cHHAFC2V/wCtP8/67D62/rX/ACK/hXxDc65fTCXXdEuTEZA+nWkJFxBhyo3t5zenPyDk9qnsNV1qHxZFpGstp84ubOS6UWUbqbXa6rscsx3g7+HwmSh+XniaDQ9Qn1y31LW9RtblrISfZI7WyMAQuMEuWkctxwMFR1yDxit4b8Oa1ouoXNxqOs2Wom7kMlzL/Z7xzyH+Bd/nMqqo4ChMYz3JJF0uD2Z09FFUNO0HR9Hmml0nSrGxkn/1r21skbSd/mKgZ6nrQA/VtTi0bSbjUbmOWSG2TzJBEoLBR1OCRwByfYGozrEP9o3FnHDPK9vbJcu0aBlIYsFUc5LHYTjHTFXZoknheGZQ8cilXU9CCMEVzUXg14/CF/ozapI1xeR+Wb3YQwVUVEBG7n5VAbBG4lj8u7hdxl6y1dtcF9p5g1DRL+FFLLKIGlRXztkUqZIzyrDnPKnI6UeEbu6vfDFvNf3DXNx5kqNM6qrPtlZQSFAGcAdAKytA8FXHhybU7rTbjSba6voYY1S00nyLaIxlzu8tZMtkPzl85HXGALOkx3Pg3Q/J1u8Oox+cxiOnaROzqXZnO5UaUkZJwcADgck1TsTrc3NSgmudPljtr2exkIys8CoXXHPAdWXnpyDWFpniZ4fA+gX2oLNqGo6lbQBIbdUElzK0e9sAlUHAZjkgAA/SrY1htetZ4NBe4srlQD5up6NcpHgnnAfytx+jcelZ9p4R1K28O6RZHWbc32iupsrpLFljKiIxbZYzKS+VZuQy84IxjlLZ38v1uVoW28Y2q6S101jercpdrYtp7CNZxO2MJkv5fIYMDvwQRg54qxfeIhp2mWlzdaZepdXkwghsN0PnNIQx27vM8sfKpP3+2OvFUm8L3Z0W9tmutOurvUrn7RfPfac01vL8oUKIfNG0AIgGWb7vOSc0xPCNxB4RTQ4rjTLhDKzypqGmme22liwjjh81diKcbQWbAGPej/gfpf8AUX9f1/X/AANe71eSy0L+0ZtK1Bn+XdZQxrLOu5gvRGKnGcnDHgGtKsCz8PX2meD49H0vWDbXUZBS7+zh1jHmbiiRsSAgXKKuTtXHJxW/TdhHLeKPElzpt+LOyvNP0/y7f7RLdajG0qEltscSIroSzEN0J+7gKSeNbw5q/wDb/hux1NoGtnuYg0kDZzE/RlOQDwwI5A6VS1nw3Pea9a65pF5b2epW8D23mXNn9oRo2IPADIysCOCGxgkEHjEw0K6stD07TdE1V7IWckZkmkgSZriNTl1OcAF+7AcdhSjtr/Wv+VhvfT+tP8zP8S+Ip9N1600+PXNF0ZJ4GkD6pEX81twUKn76P196reKPFGqaPqElvay2UDx2yyW8NzaSSNqkpJzDCVdQrDAGMORvBIwOdzXNO1XVI2tbPUbS0spojFcLJZGaVgeDsbzAqnB43Iwz1B6Vial4Ce5+1QWN/bxWN7ZQ2M8V3ZfaHWKMEL5T71CnnPzK43c47Ule39ef/AH1/ry/4P8AmaOqa1qll4h0a1S0t47K+ufs8skjFpGPkySfKBwoBQDJznJ4GATma/4r1TT9ems7R7OJo2iFtYXFrI82phsFzC4cAbckH5X27dzYBFXta8O6xf32ly6drFnbQ6ZIJYkubB53d/LaMlnEyZGHPYHPeq2r+CLjVLzUv+JlbpZ6q0T3SSWW+dDGAB5Mu8CPG3K5VirEkHniuvzF0+X4nX0UAYGKz5dB0efVk1SfSrGTUY8bLx7ZDMuOmHIyPzpAaFY0fia0lt4JFgud81+1gICqiRZFZgxIz90BC+c/d5rZrFh8OJD4om1YT5ikJlFsU+7MUWNpN2f7iAYx3Y5OeDqHQVvEaxa5Dp9zpl/bx3MrQ297IsfkzSKpYqAHLjhWwWUA7eDyMwaVNfR+NdYsLnUZ7y2S2t7mFJkjHkmR5gyqURSVwi/eyeOtY9h8ORaeJrbVpLuyke2vZboTLpwF1MJBINks5clgN4xgKMKBjpjTg0nWNP8AEt7rt7qtnPaywLHLbW+ly+Z5cZkZNpEzEtmQ5wh3YAAFNWtqN9Uv61/yOlrFtPEsc+qmwvNOvtNdoXngkuxGEnjQgMw2uxXG5Thwp56cHDIvFGn6jILOGHWYnn/drI+jXkQUnjO9ogq/UkCsPw78No9F1CK6uJ9Pl2WMllL9k00W73IfZl5X3szv8hySed3Qc5nX+v69A0N/S/EqanbyXn9m3tppoiM0d/deUkc0Y/iChzIAR83zKvFRReK1fRr3Vp9H1K1sLa2a6SaYRD7RGAWyiCQuCQM4cKeecGk0/wAPX0OkS6Lquo219pJtTaRxrZmKby8bRvk8wqx28cIuTzx0oi0DU59CvNG1nVoLuzntGtI3gsjDMqlSu5m8xlZsHsijPbHFN21t/W//AAAjur/P8NvxJtV8VWOjw3Ul3HOVtbA6hIUUH92Dggc/e46frTbDxTFfyXUS6ZqMEsEKXEcc0Sq1xG5YKyAMSMlSMPtI43AVmSeDdRvob/8AtbW4p5bvTjp6mCx8pIhnO8KZGJPPOWx6Yrb8RaOde8PXOmLcm2M6qPM27gcMDtZQRuVsbWXIyCRnmjp/Xd/pYlXvr5fpf9Sqni60Swv7jU7S802TTygmtrhUeT5/ubfKZw24nAAJOeMVJ/wkbQ2cdzqej6hpqyXUdsBcGFiC5Cq58uRgF3EL1zk9Mc1iad8O4rOx1SA3FnA1+0EqjTdOS1it5IW3Iyx7mzyFJ3E5wecEAXtZW+i8KXtrr7/2pNdAxQLpOmyowYr8uRvk2ncM72KqOM4obtr/AF/w40r6GtDrMNw+prBBcSf2a/lyFEB819gcqnPJAYDtzxVnT7v7fpttefZ57b7REsnkXKbJI8jO117MOhHrVHR9MurDwzFaS3KjUGiZp7lV3Dz3yzuAeo3kkD04q9p8Nzb6bbQ3119suY4lWa58sR+c4HL7RwuTzgdKdrNr+vMV7q5keJ9dm0prS3tbiysnuN7yXt+MwW0UYBZmG9M5JVQNw+9ntgv8Ia9J4h0L7TcIqXEM8lvLsRkVyp4dVb5lDLtYA8gN1PUr4i8OnWbjTr21nhttQ0yYzW0s9uJ4xuXawZMqTweCGUggHPUFqaDf2vhm5stO1g22p3LvM+o/ZlcLK7bmIiJxt/hAJOBjJJGTKvrf+tv+CN9P67/8Asa6+pQWhutP1PT9Pgt0eS4e9snnG0DORtlj24AOc5/CsO21vxJeQaPYt/Z1hql5ZyXs8s9s7RqqsoCLF5gbdh1LfOduD1zxu61o7a1p8NjNc7Lfzke6Xy8m4RTkx9RtDEDPXIyO+ar+JdAfX4raLbpTRROXYahpouyp6Bo8uoRhzyQ3bj1f9f1/XQP6/r+uph6l48uR4Gg1PR7e3m1Ke1muQjMZIY0hB81yQQWXI2rgjJZe2al8R+Lb2wuJIbC4060a3tY5m+2xPIbuWTf5cESowbcfLbkBzyMKean1T4d6TqOlT2yTX1vcyWJsxcx3syZX5sF40dUf5nZiCMHJHSiXwS9tqcV/oWora3P2EWE0t5C13I0QYsCrs4ZWyTySy9Mqdooe39ef/A/4bQfb+u3/AAf+A9Tf0bU49Z0Ox1OFSkd5bpOqN1UMoOD9M0VLp1jDpemWthaAiC1hWGME5O1QAP0FFOVru2xKvbUztT8QvYasmnWmjahqdw0HnsLRoFCLu28mWRO/pmrN5r2laaq/2tqNpp7sEyl1cJGQWztHJxk7WxjrtOM4rnPE2lXE/iyG+/snWb+2Fj5OdJ1IWjK+/Pzfv4iwx9aqaqJz441COz0CbUbm40GC3VmkhAtw8kwIkd3ztJAzsD529DxmU3y366/qXZXfbT9P8zsL7XNJ0y5gt9S1Sys57k4giuLhI2lOcYUE5bkgcetGoa5pOkzwQ6pqllZS3BxDHc3CRtKcgYUMRnkjp6iuOm0DV9NtdS09dK/tr+09Ogs0u/NjCRFIjGRKHYNsyS42Bz8zcZ66VlZ6l4f8QXMx0u51hL2K3jF5byQhoRGm0q4kdTtzlxtLcu3A4zXWxGtr/wBdP6+RpQ+K9O/ty80u+ubWynhultrdJrlVa6YxRyfIpwSR5gGBn9a264vUPDV1OPFMsVjG0+oXlrJbyZQNIkSQ45zxtZXIBxzkjrXaUinvoZCeJLKXxMuiRR3DzmKSTzvLxFmMoGUMTyR5i9AQOQSCCKY/iWOHXIdPutOv7eO5mNvb3sqIIZpQpbaBu3jhWwSoU7eCcjObftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDUROs6h44SbVvD1/wD2dYzFdPaKa2MW4jabmTMofOCwVQvAJPJOFFrb+uv9f1cHs/6/r+vI6K51PydbstNhh82S4SSWRt+PKiQAbunJLMoA46k54xVfTPEllq2s3enWkdxutYklMzx7Y5VZnUFCTkjMbc4weCCQc1FoNvNPqOp6xeQvFJdS+RAkilWWCIlV4P8AeYyP9HHpWfp76qfiJe3s3h+/gsri0htVuZJbYqDG8rFiFlLbTvXHGfUChdAez/r1NTSNfl1ic+XouoW9rlwl5O0HlvtbbwFlL84OMqPfFbFcfomlXkHiRJrDT9V0jT0803MV/qInS4Lcr5UYlkCYbLEjZ2GDk47CjohdWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBn6jrum6Tc2lvqF2sU95IIoIsFmckgA4AJAyQNx4BYAnkVV1TX9D0LUS+oN5Vy8S+bOlq8nlxbjtMsiqRGmS2C5A+96Gsnx1cwwHT1Sxvp7j7dazyPaabNP8Auo5dxy0aEcfMdpOeTgc1F4y1k3iQaEtjqi2GpW5e9vYtLuJvLhPBiVUjYiRhx8wG0ZPXAItr+dvw/wCH+4fW3l+pv3/ibTdO1IWE4vZbkxrKUtdPnuAqMSFLGNGC5Kt1I6GrepajFplqs0ySSb5UiSOJcs7OwUAA49cn0AJ7VyfiJpYNR+2+HLjW4tWmsoo4LWLTC9rPtZ2jWaR4sR8uwb94hA9DitbnV/GUUb4aHRYhI+Pum5kUgD6rGWP/AG1WmL+v6/rY0Zdd02HW4NHkul+33CsyQKCxwBnkgYXgHGcZwcZwaik8TaVDrC6ZLPItw0giDG3k8rzCu4R+bt2byP4d2eRxWBr9/b23jzRGjsNRYW0sz3U1vpVxImXhCqS6RlW7DIJxjnGKbrGrHU/GVvpV5Y6nBpunzxzecmmXEi3k4wUCukZVY0OCzEjJGOFBJS1aE9mdB/wkun/2y+loL2S5jkETmPT53iRioYAyhCg4YHluM81rVxd0bu28Wv8A8I/dau89xexPeWc+n4svL2qkjiZolOQiggLIfmA4IyK7ShfCmN72Mqz137drt9psGnXmyxcRy3jGIQ7yivtA37ydrjnbjrzWrXPeG/8AkOeKf+wov/pLBVPTNP8AGEXiBZdR1DzNO3uWj+3Qv8uDt+QWSN6f8tB9T3O3ovyG9LnW0VyOiaf4xg1hZNZ1DzrLDbk+3Qyc4OPlWxjPXH8Y/HpTdJ07xpDfs+q6j5tv5bgL9vhf5iDtOFsYz1xzu49G6UCOworj9J07xnC91/amo+arWzrB/p8L7ZT90/LYx4+p3Af3Wp2k6f4yhS9/tXUPNZ7Zltv9PhfbL2Py2Me36neP9k0AddRXIabp3jOK2vxqOo+ZK8BW2P2+F9kmeuRYpt+pDj/ZpdO0/wAZR6fqCahqHmXMkYFo32+F9jZ5ORYoF47lZPoKAOuorjrTTvGiaTfx3eo7rxxH9lf7fC2zDfN8wsFC8eqPn/Z606307xmug3cU+o7tQaRDBJ9vhO1R94bhYgD6GNs+q0AdfRXIxaf4yHh2eGXUM6k06tFL9vhOI8cjf9hCj6GNj/tCmjTvGf8AwjrQnUf+Jl9pDCX7fD/qtvTf9h29e3l5/wBrtQB2FFci2n+Mv+EbWEah/wATP7TuMv2+H/Vbem/7Dt69vKz/ALXamS6d41OgwRR6jjUFmYyyfb4RlMDA3fYCDzngRqf9o9KAOxorj7rTvGb6LYx22o7b5DJ9pf7fCu8E/L8xsWDYHoiY/wBrrTr7T/GUmj6fHZahsvIw/wBrf7fCu8k/L8xsWDceiR4/2utAHXUVyF/p3jOTTtPSx1HZcxxsLpvt8K72zwcmxcNx3Cp9D1pdT0/xlLaaeum6h5c0cG26P2+FN8nrk2LhvqAg/wBmgDrqK47U9O8aSrZ/2bqPllLZFuP9PhTdLzuPNg+e3I2D/ZFO1jTvGc1zCdJ1HyohAiyD7fDHmQD5jhrGTP1yAf7q0AdfRXI65p/jGfUQ+i6h5Nt5agr9uhj+bHzHDWMp/Hd+Ao1fT/GU2tNJpWoeVY/JhPt8Kdhu+VrGQ9c/x/l0AB11Fcle6f4wfxIZrPUNmmecpEX26Ffk4yNhsmb1483/AIEOxc6f4wbxKZrfUNul+ereV9uhH7vIyNhsi3TPHm5/2h1AtbAdbRXJDT/GP/CTecdQ/wCJX9p3eV9uh/1W7ps+xbunbzc/7XeiLT/GA8TedLqGdL+0FvK+3Qn93ngbPsQbp283P+13oWtgelzraK5Kx0/xhH4jE17qG/TfNYmL7dC3yc7RsFkrenHmfie6aJp/jGDWFk1nUPOssNuT7dDJzg4+VbGM9cfxj8elHQDrqK5DRtO8ZQ6kX1fUPNtdjjb9vhk+bHy8LYxnr/tfgelS+HLDxbbaoX8QX/n2nlkbPtsUvzcYO1bKE+vO/wDA9gDW0rXP7T1C+spNPu7GeyKb1uTGd6vnaylHbg7T1wfatSsDS/8Aketf/wCuFp/KSt2QOY2ETKrkHazLuAPYkZGfpkUCWo6q+oX9vpmnzXt6zJBCu52VGcgeyqCSfYDNQ6ZFqsUTjWbyzu5C3yNaWjW4UehDSPk++RUfiGGC48P3kV491HC6YZ7OEyyrz1VArEnP+yfpSeiGtSNfE2nNpNxqTrfQ21uQH+0adcROScY2xugZuoHyg1a0zVLfVrdprWO7jVW2kXVnLbNnGeFlVSRz1AxXLW7Xd/4d1ZNYu9Zl0zfH9ku307bfEggsfJSLJAcDGYgfvEgjBMMgvNU8H6xBq91qklg8qLZ3NxpTNcyr8pYSW0aKWjLgqVKISm7PBDF9WC1O7qO4uIbS1luLmRYoYULySOcKigZJJ9AK5/wMHTQpIjpVtpsMVw6wfZrBrFLhMA+Z9nf5o+SVw2Sdu7oRUvizTtU1S3s7fTbeyurZZxLd293dPAJlXlV3LG+RuwSCOQMdCaHoCL1tr+mXfh/+24bn/iXeW0hmkjZMKpIYlWAYYweCM1DJ4p0mPR7TU/Ple2vsfZhFbSvLMSCcLEqlycAkjbwASelcjpuleKbvw3pkE+kaaIre+nuJrO41CWPzSJWaLJ8g/KGJbGOdqHPJFU7ez8QWmi+Fry8t7jTktIZ7a5On27XlxCkgQq4jMeQ2UKn5HwG9yQnuC2Vz0jTtRtdW0+G+0+YTW8y7kcAj2IIPIIPBBwQQQeas15BJ4QneCLfpt9JF+8uLYS+Y8kW++jZWLdRIYyzHJ3LubpzVy90WGHw5YwXNkwNneX/2bT7jw/PqFq0ZnfZmKMfIQu3Y2RhWbAINPpcFq2v62uem3l3DYWM95dNthgjaSRsZwoGTTraY3FrFM0UkJkQMYpQNyZGcHBIyPYmuZu3m1ddB0eezFi8yJe39orBhBHHtIiyODmQovoVV6z/iBZwT31pcNZ/2lPBBII7C60Oa/t5iSCPmQbYZMrt3knAY5U0PR/1/T/4ALVHZy31vDfQWckmJ7hXaJNp+YLjdz0GNw61PXDeKNE0ibXNG1nXfDEV5GYpIrsJpv210YqpQMqIzMBtYA4IGe2ayPFWkT3viO4aaNbe3e3hXS7r/AIR+5vpLTA5MTROPs7q3PKjPy8nbhRb2YdLnqFFeX69ZWt/rviK1XT7m+10vbjTrhbSR0tZfKTEgkx5cJBAYncrEKBz8or1AZwM9aFqrgFFZ8sOsHVkkgvrFNOGN9u9k7TN64lEoA/74NaFAGZba2J/EFxpElhdW8sMQmSaUxmOZN23K7XLDn+8FNadcmmqxP8SGC2mpBPsX2Xzm0y4EXmCQnHmFNuMfxZ2n1rC0fTNuqaVt0a6g8Rw3ryapqT2roJIvn3ZuMbZVbKbUDNj5eF2fKo6pf11t+WoS0b8v8v8APQ9JorgdAtUs/H072WnfbBcyTvPf3OizW1zbgndg3LgLOm75VVQCF28kLmjwpapZeMbj7FpwukuPPebU7nRZbO6jy4YI88igTgk4G0DARc5601rYHpc76mySJDE0krqiICzMxwFA6kmsrSorNNc1p7XTrq1uJJozc3EykR3TeWoDRkkggDCnAHINHiuwudV8H6tYWIVrm5s5Y4lY4DMVIAPsTxSe1xrV2HaR4l0vXJpIdOnkaWONZSk1vJCzRtkK6iRRuQ4PzLke9Xr28g07T7i9vH8u3tomllfaTtVRknA5PA7Vxfhe0u77xZBrM76o7xafJBcm+tWtUSR2jYRRREAbV2Odw3k7gDI2BjenvLfxD4Y1iK9stUsbbE9nKr2pEzqAVMkSAMWBBypAOfSqdrf13FG19SeDxNps2n3N8xu7a2tV3SveWM9tx7CRFLf8Bz29RTIvFmkTaZd3yzTrFZMEuI5LSZJo2OMAwsok53DHy854rkL5PEOo+H9QGny3+o21rNaXNpJqunCGeR45Q8qiELEWUKqkAqpLZAY8YlstKSZNf1K7utfazvIbaP7VNZv9rkkjd23pb+VlQNyKAIgDtJIPLFPZguh1h8Uaaujy6nKL6G2ikWJhNp1xHIWZgqhY2QO2SwHyg81c03UoNVtTcWqXSIGK4urSW3bP+7IqtjnrjFcmhutQ8NaiNavNaawS6hexvP7NxfNsZH3GBYugkXAzEOASQRhjteFJ9TnsbltSkup4BcEWU97biC4li2r80iBV2nduA+VTtAyO5ff+uwdDdoqvfJeSWbrps8FvcnGyS4gMyDnnKh0J4/2hRYpeR2aLqc8FxcjO+S3gMKNzxhC7kcY/iP8ASkBYorlPHpkexsbZtNhvbSac+e8+my6hHDhSVLW8RDPk8AnhTz1xXOWGn3I8L6FH4l0q6udJt7m8W6sFsHcAeawtybcF2Mar0UbwMoei7gDsenUVxOt2enSpoTSaPNN4Xijl8zTotMkISQhfKL2wTcVH7zjYcMVJHAIlnmg0vXdHvrDSb0aadMmtoIrTT5AY2Z4iiGMKDFkKeXCqMckUf1+D/P8AUXT+u52NFeb6B4Ti1RNDi8RaZM9vD4ejhkt7mMiMSbhw6nguvUA9Oo55qHxxpk/lRaRHpf8AaCWul7LS8utJl1CWWXBXCOjItvJ8qkyEjJZf7tJuy+/8L/5fiO2rX9dP8z06iuAvLW1k1i3n8a6RdaraNpsAtVbTJL1IZhu87dGiMVc5T5mAyBgHgip/Eenyf8JFJpltGwtvFEKw3JU4EflY80nuC8JKA+qrVNWdiU7q7O4orGurexXxRpJfTLmS5ignW3u4kPk26/JuVyDgFsDGQfunpWzSGZEvinSIdZGlyXLi5MohLCCQxLIV3CNpQuxXIwQpYE5HHIrXry640bU57280i6/tMyNrP2y0jgtmS1aNpxL50k4BDMg3AIzLyqjYTtavQxqmfEDaX9hvBtthcfbDD/o5+bbs35+/3xjpQtUv66f1/wAOD0b/AK6lZfFOktqw04Tzec0pgWT7LL5LSDOUE23yywwRt3ZyCOoxTrTxNpV9qp063nk+04coJLeSNJQhAYxuyhZMEjO0nFcTZwX/APwk1uq2eoK6azLM+mPaSizijLN/pCzn5S5U79u4rliBGG+Yaun6r/b3jpJ76y1Szj09pYbCKXTLhVkYjDzPKY9gBAwi7uhJPJAUWtv66L+v6diWjdv61f6f1sdBYeJ9K1K+eztJ5TOqNIoktpYxMgOC0bMoEqgkcoWHI9RUVl4t0q+1OHT4hqENzOrNEl1plzbhwoy2GkjUcfWsTRNV/wCEg8af2hfWOqWRto5bbT7e40y4iAUkGSWSRowgLbF2ru4A9WwuvpEU+oeItQ1i8gkhjizZWKTRlGEanMkmDyA7gAeqxqe9C6X/AK/rT8QfX+v66m/RRVDTodYimmOrX1jdRn/VLbWTwMn+8Wlfd26AUAX6Koa5paa1oV5p0jFPtERVXHVG6qw9wcH8K5aOTVJ9B1fxDcaPK+pPZJax2Tq6sQi5k4ADHMjyfd+8qLg8il3GdndTPb2sksVvLdOikrDEVDyH0G4hc/UgVW0XVY9b0mG/hhmgWUsPKn270KsVIO0kdVPQmuJ8E79F1DXbh7BrbS/ItpIlsNAnskkfMgcpbku5bAQEgAkBeMYJ3vAV0JvDYga2vbeWGaYul3Zy25w0rspHmKu7gjpnHeqsTrc3dQupLKxkuIbOe9dBkQW5QO3Pbeyrx15Ipuk6lFrGjWepWySJDeQJPGsgAYKyggHBIzz2Jo1S+i0/TpZ50uJEA27ba2knck8fcjVmP5VwVupu/h/4WhvtK1CfT7FoYdXsZdPlDsFgIGYWTdKglKE7QRxnnaaS2fy/r8ij0iivOH0qBvB9/C1rc2OlTaoJtOsjpE10oiCqSkloq7hGzrI207cZU8HAqS7tI734fWEF/po01IbsmK0t9CmuLedVLYMlmg3KjA79jEFW25ORyf8AA/T+rC/r+v8AM9DorjgkFx8Moo9c8NTG3BRTpmm27RswWYbHSIFWQHCyFCcqMg5INdjTasIzdX8Qadofl/2hJNvlDMkdvbSTuVX7zbI1ZgoyMtjAyOeRV22uYby1iubSVJoJkEkckbZV1IyCD3BFcb4qhvLbxdBfF9Rh024sDbSz6XZNcTq6vuCfKrMiuCcsF/hHzKcGr+iNN4T8FaLaXOm300haO3Nvap5zW29jjec/cQHBbJ6d6UdVr/Wv/Df1Yb3sa+q67YaMYlvXmMs2fLgtreS4lcDqRHGrNgZGTjAyMnkVDqHirSNLu0tr24lSQosj7baV1hVjhWlZVIiBIPLlRwfQ1zviixx4qmu9Q/t02k+nJDanRzOCsyvISG8nkZDrgsdhwc9BWfqVhrZsZbFZ5m1XWtMii1CEaU8qNN5RjZhcjEMY/vBt3C/KuSAUr2/rz/y/FDsr2/rp/XyOy1TxTpOjXBhv55lZEDyvHayypAp6NI6KVjHBOWIGAT0FRap4v0nRppE1EahGsWN8y6XcyQjOMfvVjKdx3rjvFVnfDUdTtYINRDy2UEUENvZzTQaqQDlZ5F+WIZ+TO6MgHLFlwo6zU4rnVtc0zTXtnSytwL68cqfLZlP7qINjDHf85x08tc/eql+v9fgTrY6Giis+WHWDqySQX1imnDG+3eydpm9cSiUAf98GkM0KKK4y00i4XxANHe2kGl2t++qRSFDsYMNyx7sYyJndsA5ARexFHWwdDs6y9P1wX2tX+lyWF1aT2SpIWnMZWZHZwrIUdjg+W3DBT04rgrKG/uPiDYX40ZbKcalOl48WjzpIItkqr5l4zbZkbCEBVKj5BkYGej0zVI5viPqRW01NI57O3gjml0y4jiZ43nLjzGQKBhlwScHPBNNaq43pf+utjrqKZMzpC7RJ5jqpKpnG444Ge1eX+ErbU28TR3lrpcemvc6XcfaTFos9mq3BMZVZpJWP2hgS2H2jPzEE5IE3/r7wsep0VwnhuytIdBuYNI0ibT/FP2BkuL26010eS4xyWuGXbLmTnIdgevSo7XTNLn8E6zY6FoFxZ6xPpckNw1xpzwyzylCMNO6hZWLE5YOwJOckHNN6X/rvsEdWvP8ADbc7+ivNtZa58QWesmx0zVUjbw81sjy2UkLPKWOVVWAbcPpz2zWzqfh618N6Hqd74f01ri4ubeOKe2w0iz4Y5mkVfnlfDsW5LOBjqaNlf+t2Snd29P0/z/A7CivLNL03VF0HxJb6bZSW1rK9q8UVjpcmmLNHuxcCKJ3LK5RSucqScEAZDHfl07RpvCVzJ4T0j+y3sZ1vIozpj2G+WPDfddFJ3KChbB4JodluNa7HaUVzOhwxXXh2/wBZuraaX+2la6eEA+YYSm2OMDsfLC8f3mNa2gJbReG9OSxs57G2W1jENrcqRJAm0YRwSSGA4OSeRTs1dMLpq6H6pq9no1uk1+8gEjiONIYXmkkY5OFRAWY4BPAOACegNP03UrTV9PjvdPmE1vLna2CpBBwQQcFSCCCCAQQQea5vxrBfpqWjajZtcx29u8sVzNZ2n2meBZFADpHhsnK7c7XwGPy4yQ3w/v8AC/gy+vm0/VLlHuprqK0WMy3bo78Haxzub75U4I3EEDGBK1vf+tgfS39bnQaprVrpHl/a4r6Tzc7fsmnz3OMevlI23r3xmqw8WaO2i2+qpcytbXTlIFW2lMsrAkFViC+YSNrEgLkAE9BmjxJc3w0QQaRFML2+ZbeKRYyfs+/70rdgFXJ54JAHesLxBo9vp+oaIXj1VdFs7OW02aT55kRiYimfI/eYxGwyO+AeDT/r+vwA373xPplhBbyXH2zNxH5qRRWE8koTjLNGqF0AyB8wHPHWmX3i/Q9Ptre4nvGeG4g+0o9vBJOBDgHzW8tTtTkfM2B71xV5Fq8UenHUX1myk/s+eNb+0s5bueQGT93DMsYbGE2ksQGJztdTuy06fqlnPbf2jZX+n2d5ottbva6PbNM/mxbwbYyruMSESfe4/wCui4OTo3/XX/Jf1YP6/L/g/wBXPT0kSWNZImV0YBlZTkEHoQaKzfDNhPpXhTStPuzme1s4oZOc/MqAHnvyKKckk2kJaodqfiPRNEkSPWdY0/T3kG5Fu7pIiw9QGIzWgkiSxrJEyujAMrKcgg9CDXD+JtW/snx9C/8AwkGjaJ5mmY8zVo96yfvei/vY+fxNVPE+p2I8UXcOqeJJ7KM6PDNZW9rftB9onLzANGqHc7cKAoJDZGQ2FxKfu83r+F/8i7aten42/wAz0WivMdU1N8Xf/CUave6XqsWnwPpttb3bwefMY8tsRSBO/m/KUIYDCjb83Om99bSeJ2i8aaw+lSxx2/2C2GovZxzFlBkYbWUSt5mVKksAAvA3c1bWxF9L/wBdP8zs7e/trq5ure3k3y2cginXaRsYorgc9flZTx61YrzjU7WSLUvFerQX99BPZ6laGGOG4aOPPlW+7ci4D7gcEPuAA4AJJPo9Ip6MhN7arfLZNcwi6eMyrAZB5jIDgsF64BIGfeq0Ou6Rc6rJplvqtlLqEQJktI7hGlTHXKA5HUdu9cjd6p4c0/4t6fGmpadDeSW10lyrXKeYZna3CK2TncQMKp7DAGBVjVtUgvfG+l29vq2nai1ne5/su1Gbq3YxujSyMHb5FDHgovJA3ZwCLW3n/n/X/AE9L+X9f1+puCw0jTPEgvFa4iv9Ucjy1uZmjlZUGWMW4xghUA3FR2GckZ00vbWW8ltIrmF7mFVaWFZAXjDZ2ll6gHBxnrisbSj/AGr4o1DVScwWedPtfTIIMzD6uFT/ALZe9YOgap4cg+KGqWWlalp2+WxgQRRXKM8kwlnaQdcs4zlup5yaF0Q3s32/4Y6uz8SaHqOoPYafrOn3V5Hu328F0jyLg4OVByMHg1pVxPhnV5Itai0bTtY0rXrHMzSNYRkPY/MWXzXEjqcklQMITgkA4OO2o6Ji6sKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAM/TdDsdJuLq4sxcGa7IM0k91LOWxnABkZsAZPAwOa0KKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCCCxt7a6ubmGPbLdMrTNuJ3FVCjjtwAOKnoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqjFo1lDrEuqLHI95KnlmSWZ5Ai8ZVFYkRg4BIUDJAJzir1FABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABVPUtLg1a3WC6kuo0VtwNreS27Z/3o2Ukc9M4q5RQBnaZoVppEkj2k2oSGQAEXeo3FyB9BK7AfUVo0UUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABTJ4VuLeSGQuFkUoxjdkYAjHDKQQfcEEU+igDFtfCmnWd1HcRXGrs8bblE2tXcqE+6NKVYexBFbVFFABRRRQAUUUUAFUtU0iz1q1FtqKyyQbtzRpO8aydtrhSN6nPKtlT3FXaKAEACqAoAAGAB2paKKACiiigAooooAKKKKACiiigAqmmmQx65PqgaTz5reO3ZSRtCozsCBjOcyHv6VheMRewzaTdQajcQQrqVrF9nhOwSbpQGLkcsNpwF4HJJBO3bF46ixaLJaajqEWsTL5GlWtrdNGrT8tuKKQHA4LeZuUKp4GTkW1/O35f5j628v1/4B11FcR4lSa112TUtYtdbn0iCwiZp9M1JoIrdlaQyu8aTIz/KUPCscDAHatfWnXVdU0zRo/nhlP2266/6mMgqv/ApCnB6hWFAnp/X9eh0FFctqn22D4gaCx1G4NvctcL9lQ7Igqw5+YD753c5PTjAHJMOtRGPxhpyaXqF/Jq01wk8tv9qcwRWa/LIWizsAPIUlSxc8HAOBatL+v67/ADF0b7HX0VxVx/xLvGE95rdprgtpr6JLS8i1JvsibkRERoFmzzJkcxkZYEnHNdrR0uPqRwW8NtCIraJIYwSQkahQCTk8D1JJ/GpK5Xw5pti3i/xPqLWdub5dQWEXRiXzQn2aA7d+M7c84zimaZ8RNL1TxAukQRYnZ3QN/aNi/Kgk/Ilw0nbptyO4HNHbzVxtWOtorkdE+Iul67rC6daw7ZWDEH+0bGX7oJPyxXDP2/u/XFN0n4k6VrF+1pbQ7XWN5Cf7SsJOFBJ4juGbt1xgdyBzQI7CiuP0n4k6VrD3S28O02ts9y//ABMrCTKr1/1dw2OvVsKO5FO0n4jaXrCXrW0O0WVs1zJ/xMbGTKr1/wBXcNt+rbV9SKAOuorkNN+JGlapbX80EOFsYDPJ/wATKwfKg46pcMF+rlV96XTviNpep6fqF5BDiPT4xJIP7RsXyCcfeS4ZV+rlR70bAddRXHWnxK0m80m/1COHEViIzIP7SsGzvbA+Zbgqv/A2XPbJ4p1v8SNKuNBu9VSHENpIkbj+0rA5LdPnFwUX6MwJ7A0AdfRXIxfEbS5vDs+srD/o8E6wMv8AaNifmIz98XHlj6Fgfamj4k6UfDraz5P7hbkWxX+0rD723d9/7R5fTtu3e2OaAOworkW+I2lr4bXWjD/o7XP2YL/aNj97bn7/ANo8v8N+72xzTJfiVpMWgwaq0P7meZoVH9pWA5UAn5zcbD16BifUCgDsaK4+6+JOlWmi2OpyQ5hvjIIx/aVguNhwfma4CN1/gZsd8U6++I2l2Gj6fqMsOYtQDmMf2jYrjacH5muAjf8AAGbHfFAHXUVyF/8AEjStO07T7yaHMd/G0kY/tKwTABx957gK31QsPUil1P4jaXpVpp9xPDlb+Dz4x/aNimF+r3ChvqhYe9AHXUVx2p/ErSdKWzM8Oftdslyn/EysEwrZx9+4Xd06rlT2Jp2sfEjStFuYYbmHc00CTr/xMrCP5WGRxJcKT9QCp7E0AdfRXI658RtL0HURZ3cO6QxrJn+0bGLhhkfLLcI344x6E0av8RtK0bWm0y5h3TLsyf7RsY/vAEfLJcK/f+7z2yMUbgddRXJXvxE0ux8SHRZYs3AmWHd/aNivLYx8jXAk79NmfQHii5+Iml23iU6I8Wbjz1g3f2jYr8xIH3DcCTv02bvQULW1uobHW0VyQ+IulnxN/Ygi/wBI+0/Zt39o2P3t2P8AV/aPM/DZu9s8URfETS5fE39iLF/pH2g2+7+0bE/MDj7guPM/DZu9qFra3UHpe/Q62iuSsfiJpd/4jGjRRYuDK0W7+0bFuVzn5FuDJ26bMjuBzSaJ8RdL13WF061h2ysGIP8AaNjL90En5Yrhn7f3frijdXDY66iuQ0b4j6VrepGytYdsmx3z/aNjJwoyfljuGbt1xgdyKl8OfEDTPE2qGwsotkgjMmf7QspuBj+GGd279cY96A2Oqorl/D2nWWmeNPEMWnWdvaRvHayMkESoGYiTLEAdT6100jiKNpGDEKCxCqWPHoByfoKNgWo6iqOmavbavE8lrHeRqjbSLuymtifoJVUke4qHxLDd3Hhq+i01ZmuniIjW3m8qQn0V9y7TjvkfWh6AalFcTGDceGtX03R7PXrbUYWjaW0vNSaS42sQfkmMzKu5VYDbIMEHODUtrqb2HhvVV0LTtVGpWciebZ6pcSXkse7b84Pmv5gCZbYj8kFeGNHUFqdjRWR4a1RtV0syy30N5PHK0cpispLQxsP4WhkZnRsEH5uoIOMEVS8aeIodD06C3OpWum3OoyeRDdXcqxpAMZeTLcEqucDuxUd6HoC1OkorzCx8a6fF4G06wi8UWi3F5cT2zajdagrNBEkjFnMjNy+woFBOcup6A02z8QjU9B8K2MF7qGqRXEExuP7Mu2NxPLEExE04dSnDliWdc7QCecE66AtbHqNFeXWXi3xNp+mw2W2ylmtXlSV7qR5mdUulhVPMG3JAcAyEE5QnDZrXm8V68uh2dxsgj/0m7gvL6HS57uOMwysi/uI5N6htpO7cQuMHqDR0uFndrsd1RXP65qJuNAs7fTrmOafWWS3guID8pV13PKpBPAjDsOeoAzzVTxFql74dNha6asOnaXHA2+8k02W8ih2bQqMsTqY125O9vlAXnFHXX+v6/wCBuG51dFcjrUmvy+MdIXRtYsYLS4tp3VJLOSZWwI+W2zKG6/LwMc9c1U1/xjqun6vdWmnQG4OnxRtLFFpF3cm7dl3FFeLKQ8YALb+W5AAyV1sG+x3NFcZrHibXLWTWrqzSwSx0URyyRzRSPNcKY1dkBDAIQCcNhskgbRjJ7MHIBpgFFZ8utWsOrJpzxXxnfGHSwnaEZ9ZQhjH4tWhQAUVzNtYWdn8TLma0tIIJbnTBJO8UYVpW80jcxH3j7mqlj4l1ib+y9TuPsH9lardG3itUicTwg7tjGTeVc/LyuxcbjydvKTuk+/8AnYHo35f5XOxorltJ1/ULjxTcWGrSQ2I8yVbezfT5UaVVPyulyX8uTK/MVVcjOD90mjQdf1C88QXFlrEsNnJmXydPfT5YpGVXwHW4ZzHMNuCdi8bhnGOWtbBtc6miqlp/aX269+3fZfsm9fsfk7vM27Ru8zPGd2cY7Yqp4q1GbSPCOrajakCa1tJJY2K7gpCkg47464pPRXGld2NaiuD8Lz31t4witUXVBpl7pzzKdUu2llkkjdB5wRixiVhL93KnI5RMc9V4g1u28O6Ddapesojt0yAzhAzE4Vdx4GWIGTwM5NN6K7/roJauxpUV594NvbTX5dc0y78TJq0zyxTubDU2GzKIWERjcMkYc7eCPfkmqrXDad4WvtUstQ1QadqmpQWtsWup7uRLfzBGzxlmZg0hLFSp6MhHIo8v67BdWv8A13PS6K8ziuNahGqac0Wr2+nx3FpM8Qunu76C3kLiRQ6sz5JjBwrOyq52nOAvS+C7t5jq1tG181la3aranUC5mCNEjlWMhMnViRv+YAgdAKP6/L/P8GH9f1/XY6eiq99exadZvc3CTvGmMi3t3nc5OOEQFj+Aosb2LUbNLq3SdI3zhbi3eBxg45RwGHTuPegCxRWJ4n1l9Js4Bb3UVvc3EmyLfZTXjNgEnbDEQ7cDkggDqfSsaw8WaprOmaTDp8dvBqN/JcpJPc20vlRrbuUdvJLK+WO3CMwK7jknbggHaUVzuo6jrMF3pejWktkdSvIpZZbyS2fyESPbuIiEm4kl1AG/jk5OMGzHqN9B4gstKu2t5jJYS3E0sUTR7pEeNflUs2F+c8Ek9OaP6+7/AIYHor/12NmiuHsPEviTW00uLTI9MgkvNIW/lnnjd1jkJA2hA4JB/wB4Y689Kf4i8W6npdhAYzb2upLY/armwOn3F+wbH3S0BxEuQQHbcDzgfKcj01f9b/5Mdne39dP8ztaK5j+2tX1nVPsehNZ2Kw2cN1NNe273G4y7tqKqyJjAQksSeoAHWk1fxHqGmXeq2aw273PkwvpQIYCZ5G8ra/PO2TaSRjCuPTNNpp26iTTVzqKKpSf2p/aVn5RtDY+W/wBrLBhKX42bO2PvZzz0xV2kAUV5dd6vqk19datZjUjcWWtfZpHe6aGzjhEwi8kRE4ld1Ibdt4L/AHxtC16jQtVcHo2gorza3vrlvFVvcPdX2x9YlgOpC7mNlKgLKtuIfuK4OE3bQpKkiQudp2Y1k03x/bIiaraWt35yNJeXzXEN3JtDqsSGR/LwFkP3Y+FwM54Fr/XzB6Nr+v60OworkNLiaLx5JBpOoX95bQW7jVWubp5oxOxUxKoYlUcDeSqBQAy5HK0aLC0PjeeHStRv76zt7Zk1OS6ummT7UWUoFDHCOFLllQKoDLx0AFrb+v6/4KB6XOvooqhp2tWuqTTRW0V8jQ/eNzYT26n/AHTIihunbNAF+iqGuXN7Z6FeXOlxRzXcERkjikBIk28leCOSAQPcisv/AIShZRqN7DPaJpVnZxSi4l3cyupfBI7BDGcAZO/ikB0dFcj4c1qTxLcaro2uQw3sUMMTky6TNZrKkm8bGhnLE4MZ+bJBzjsaueA4o4PBtrDBGscUctwqIi4VQJ3AAA6CqtYV9bHRUVU1OwtNS02a11G1gu7d1+aGeMOjY5GVPB5ANcno2p3dj4B8HWOl+Ql5qVtBBFLcIXjiC25kZigZS3yoQACOSOcCktb/AC/G/wDkV0udvRXHyeI9cTRdRRILefUdO1BbSee1tJJowhVH80QK+9sLIAUDE5yQSOKluvEOo/8ACJWt9pUsOoTPOIrm5g0yZxbjLBibUP5pIIClN24EkkcEUf194jq6KxIb/UdT8JxXeg3enXl9IF2zSwyRQEhwHBTJdCAGG0nIYYPetunawBRXE+Krm4vPFUWjImqTL9gNxFb6bcval5C+3fJMrLtVAOmTnf8AdYgCtzwde3moeDtNudUdZbxoQJpV6SMpKlxwOGxnoOvQdKS1V/67foD0djaorkfFsE/9rQ3U9jrd5psNq/mf2TqJtvLbcDuZVmjL/KD03H2rM1jU73VNQupdPguLvSNMsoboLHqsti0odWfeCg3u20ABXZVznJz0V1a7/rf/ACDrZf1/Vz0GiuL8WylbS21uxTVo8RxzNfRXzLbWsQYMzSweZh/kLcCN89CRwRb1cXkPjrw/KNRuDb3M8sYtUbZEFFu7fMB98lgDk8DAwB8xardxX0udTRRWfLrVrDqyac8V8Z3xh0sJ2hGfWUIYx+LUhmhRRXMW/iK/muY9OMdt/aK6o9rOArbFgVfN34zkExmMZ5G5x2o62Dpc6eiuKi8Z3D+L7Szingu7C7u5LQeVptwgiZEc5F0x8qQ5jIKqAQSeTtObuj2FnYfEbXvsNpBbefY2k0vkxhPMcyXGXbHVj6nmmtVcdrX8v87HUUUjusaM7sFVRkljgAVxGjeN7i61vybiSO7sprGa9ilg0y5tgqxlOFeU7ZwQ/Dpt6A4wwxNws2dxRXM6bq+rr4dl8Ra1JZmyayN4llaWz+bEu3eFMpkIc7eOEXJpr6l4hsPCOpa5qMumu8dg91Baw20g8pghcK8hkPmDoMhUz146VTVm0+n9foKPvWt12/r5nUUVyniDxRfaVDqDWkEEr22jNfxq4PzSAkBTz939fepTquuaXZ3914iOmwWy26SwTxK5WKRiQYmG4tKR8mCoXeTgAGl0v/XVfoC1/r0/zOmorhrTxvfrperG4hW7u7OW3igY2E9gsrTsETdHNudQGPLDII6c8Vr317rmhaKb7U7nT73yriM3DW9o8AS3JAcgGV+VzuznGARjvQHS50VFZGn6hf6kuqyQpbrFFO8FgzZ/eFBtZnwenmBhx2X3q/p/2z+zbb+1PI+2+Uv2j7Nny/Mx82zdztznGecUAWKK5PxnfSJqOj6bjUHhvXlZ4dNdo5p2RQVjEgZfLGSWJLKPkwTgkGx4FuNQl0GaDVizT2l5Nbqzzea2xW+UFyAXKg7Sx5JUnnqRatr+v61B6f1/XY6SiuS8ZzTHUNKtY1vbuOQTPJYaddvbXEu0Lh1kVlG1c4Ks6g7h1ICnnIdUub+10DS5LjVNTEljcTGLTriWCaWWOVY9skxMbKIwzBt5UswGQWwCLX+vX/IHoeoUV5PZ6prGuJa6TqH9qXN3Bp77Bpt49sssonkh86SddnyqI1OMfNvJ8tiAA6PWNX8SQW9rM2pS3y6NBPE2nXTWsSyyF1a5llBAKAopCYY4LERtzgemv9df8v61sW6f10/z/rQ9WorL8M38+qeFNKv7wAXF1ZxSy4GBuZAT+popyXK7CTurjNa8Mab4gkhfU/tjeSQ0awahPAoYHIbbG6gsD0OMiob3wbo+oX8F9cC/W7t7f7NHPDqdzE/l5ztJSQFskAknJOBnOKyfE2q3EHiyGx/tbWbC2Nj52NJ00XbM+/HzfuJSox9Ku6l4k1Gz1KbTtL0kag1rYR3ss9zdC3BUlwVwEJ3ny8gYC8nJXAzKa5b+v6oqzvb+un+aL954Y0zUJonvhdzrEip5Ml/OYXC9N8W/ZIfUsCT3zVu30yG21S81BWd57sRoxcjCIgO1FwOmWY85OWPbAHPz+MrqeKa50HSUv7O0tY7q5kmuvJfa6eYFjXYwdgmCdzIOQM9cW08R3mpao1r4e0+3u4bdYmuri6u2gCeYodVQCNyzbCGOdo+ZeTzitb2J0tcn1DwlpWp6tHqV2b83URzG0Wp3MSxnGDtRJAq5A5wOe+aa3g7SDrdxqyC+ivLmRJJ3h1K5jWUqAF3IsgUgAYwRjFYb+I9U0vxB4hf7CbzTbW/t0klkvNphR4YQREm07sFixBKDngsSQO4pbWKaMt/DmnSasNRnW5nnVxIiTXk0kMbjoyxMxjUjsQoI59a1K5p73VoviHZ2dxdRfYLmzuZEto4xx5bQhWZzyW+duBgAEDBxk1ZNd1K78aactnMItGa6ls2XYp+1OsMjO2SMhVZAowRkh88YoWy/ryE9NTS0rT9UsPEmsSSQ2badf3AuUmW4bzlIhjj2mPy8Y+QnO/uOK3axHnmv/GKW0EkiWumQ+bcbHIEk0gIRDjqFUMxB7tGe1VdIvdWbxtqlhql1FJCllBcRQwxgLCXkmBAY/Mxwi5J6kEgLnFHZf1oN9WdLRXHeGNTlm1Yw6rrerm9kM23T76wW3hIVz/qnMCGTC4PDtwcn1rsaOlxBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBh6LYanFr2rajqsNpALsQxwx21w0vyx7+WLImCdw4GfrW5RRQAVDeWkd9ZyW0zTLHIMMYJnhcfR0IYfgRU1FAGVD4b02202exgW6jS4YPNMt7MLiRhjBM+/zCcAD73QY6cUkXhnTYNLlsIFuoo538yWWO9mWeRuOWnD+YxwAOW6ADoMVrUUAUtL0iy0a3eGwjdRI5kkeWZ5ZJGIA3M7ksxwAMkngAdAKu0UUAV7Gxt9OtFtrOPy4VZmC7ieWYseTz1JNUbjwvpFzpdrYPbOkNmd1s0U8kckJwRlZFYOvBIODyCQeK1qKAMj/AIRbRvKij+xALFGIlAkcfL5iycnPJLqGJPJOck5NNuPCml3FusH+nQRLJLJstdRuIAzSOXct5bjdliTznGeMCtmigNjPi0SzgvrS5gQxLZWxtraBMLHEhK5woHXCKPYDjqaj1Xw9Ya06tftelQhQxw388MbqeoZEcK34g8cVqUUAZupaBp2qw20d1FIgtWzA9rcSW7xfLtwrxsrAYOMZwfwqK88L6Ze3iXUgu4rhUWNpbW/ngaRV+6HMbqZMZON2cZPqa16KAOa/4Q61u/EmoalqoeeOeaGSGAXUoiOxFGZIgRGxDLkEhug9K6WiihaKwBRRRQBjJ4V0yPXTrCtfm9JPzNqdyUwTnb5Zk2bcn7uMD0pbXwro9lqgv7a2dZld5I0NxI0MTvnc6RFtiMctllUE7m9TnYooWmwbmTbeGtNtdV/tFftc1yCxQ3V9POsZbqUSRyqHHGVA4JHQ4pbLw1p1hqP26L7XNcgMqvd309x5YbrsEjsEzgfdxxxWrRQBUtNKs7G+vby1h2XF+6yXL7id7KoUHBOBwAOMVZlijnheKeNZI5FKujjIYHggjuKdRR5AZekeHNM0MsdOhkVmQRhpriSYog6IpdjtQdlXA9qm0nRdP0OG4i0u38hLi4e5lG9m3SOcs3zE4yew4q9RQBSk0iykW/BjZf7QGLlklZS/ybOCDlflGMrikudF0680Q6Rc2kb2BiEQgxgKoxtxjkEYBBHIIBHIq9RQBkxeGdNg02ayhF5Glw4kmmW/nE8jDGCZ9/mHgAfe6DHTirun6da6XZra2MXlxKSxyxZmYnJZmJJZieSxJJPJNWaKACiiigDP1bQrDW1g+3rMHt3LxS29zJbyISCDh42VsEHkZwaq/wDCIaINKg06KzaC3tpXmgMFxJFJC7lixSRWDrnc2cEcEjpxW1RQBlXXhvTb2xtrW5W5YWhzBOLyZZ0OMHEwfzOQcH5uR1pl34W0m+jtFu4riU2kZijkN5NvZDjcjvv3SKdoyrkg45zWxRQBn6foWnaV9n+wW3k/ZrZbSLDsdsSnIXk/r1qvq3hTR9bumn1K3ld3h8iUR3UsSzR8nZIqMA4+ZuGB6n1rYooeu4GPeeFdJvZLeR47mCW3hECS2l7NbOYx0RmjdSwHYMTjJ9TUM+jXWoeL7TUb+G1jtdLWT7GY5GeWVpFAJcFQEAAPALZJByMYO9RRcOlipNpVncata6nNDuu7RJI4JNxGxXxuGM4Odo6jtVuiigDIbwvpDawdTNq32hpBKyiaQRPIBgSNFu2M4wMMV3DA54FWRotgPEDa2IP+Ji1sLUzb2/1Qbdt25x15zjNXqKAMWLwjosOpC+jtpfMWY3CxG6lMCSnJLrCW8sNkk5C5ySepqa18OadaamdQQXU1z821rq9mnEW7rsWR2CZ6fKBxx0rUooAwtI8HaRoUwk0sX8QDO3lNqdzJEWcksfLaQqSSSc4689aXRvB+keH5FbSRfQqpYiF9SuZIssSWPlvIVySSc46nNblFAbhRRRQAVlx+GtJi0KbRktALCYMHh8xuh9GzkY4xgjaAAMYFalFAGLa+EdIs1vPs6XiSXqJHcXB1CczSKhJX96X3jG4jIOccdABUdvoj+GdOMPhOzFwZJNzRajq1xsUcklWYSkEk8gAZySTW9RQBiJbaprNvNaeI7G3soGAKtpmrzmRjnoWWOJlH0Jz6UkXg3RYdEj0lIbk2kMiyQB76dpIGUYHlyF98eAMYUjgkdzncooAyf+EZ01dJXTovtkMCyGUtBfzxyu5zlmlVw7k553Mc8egpD4Y0z+y49PiF5bwRyGXNtfzwyO5ySzyI4dySSTuJyeTWvRQBlS+GNIn8Pf2HLZ7tPyGMXmPlmD79xfO4sWG4knJOc5ya1aKKAMzV/D2m628Ml/FL5sAYRzW9xJbyKrfeXfGyttOBlc4OBxwKW98O6Tf2FnZXNkn2WxljmtoYyY1iaP7mApHA9OntWlRQBmap4e0/WZUfURdSKq7TCl5NHDIueQ8asEcHoQwORweKj1HwvpGq3CTXls+5YxEyxXEkSSxg5CSKjBZE5PyuCOTxyc69FAGVfeG9N1K7Se9W5lChR5H2yYW7AHI3Qh/Lb8VNRal4T0vVtUi1C9N+bmE5iMWpXMSxnGMqqSBQSMg4HOea2qKACiiigAqmmlWUesSaokOLySIRNJuPK5z93OM8DnGSABngVcooAw7fwbodrqUV9FbTedDO9xCHu5mjhkfduKRliqZ3tkKAOfYUkfhaxsNTn1jT1vJNSZDj7RqtyY5D821WUsyhQWbA2kLkkCt2igPUw4J/E086RahoujpaudsrR6rLIwU9cKbZQ30JFLpfg/RdGu4rmxt5vOhha3iee7mn8uI7covmO2F+UcDgduprbooAytN8NaZpLyGwS4SORSn2d7uWSBFJztSJmKIPZVGBx0ptj4W0rT7ee2t4p2tbiIwvaz3c00Ij6bFjdiqLjjCgDHHSteigDBg8FaDbxXMa2ksn2q3+yzPPdzSu8XZC7uWwO3PHatTUtNtNW06Sx1CLzbeTG5Q5UgggghlIIIIBBBBBGRVqijcFpsYtt4R0S1tb2BbRpk1BVW7NzPJO0+M43M7FiRnAOcjA9BiK70Oez0K40/QF+0G7ykratqNxOI1ZSpYb95bH9zKg88it+ik1fca02KFjo1rY+HodGUM9rFbC2IZjl127Tkjue596n0+xttL022sLGPyra1iWGGPcW2oowBk5J4HerFFU222+5KVlYo6totjrdvHFqMTP5UgkikileKSJxxuSRCGU4JGQRkEjoar3HhjR7rw3JoE9mG02RdskPmOC+W3ElwdxYtyWJySSSTk1rUUh9bmZqfh7TtW+zm7jmWS2BEM1tdS28iAjBXfGytg4GRnBwPQVBP4R0S4sbO1+yPClju+zSW1xJBLHuHzYkRg/zfxc/MeTk1tUUBsY134S0W8htIms2gWzjMUBtJ5LdkjOMpujZSUOBlScHA4pb7wpo2otbmezMZt4vIT7NM8H7rj903lsu5OPuNlfatiigBqIkUaxxKqIoCqqjAAHQAUU6igDG1Pw89/qyajaazqGmXCweQxtFgYOu7dyJY37+mKzL7wve6l4suZ5NSv7Swk02C2ke2aFTdEPKXViULLww5TZ944PHGhrviGXRryxhi06W5S5uYYZZy4SOISPsGDglmzztAxgHJGVDN8Sa7qOhW017b6THd2FnAbi6me78twoyWEabW3sACcMUHIAJ5wJaeWv9fiPW9uun56fkR3vguyuZJfst7e6db3ECW91bWjoI7mNRtVW3KWX5SVyhU478DFiXw0o1P7bpmpXull1RZobURGOYJwuVkRtuBxldpIxnoMRXWt6q+vtp2i6ZZXKR2sVzJNdXzwECRpFAVVifOPLJ5I6irmtalNYrZwWQja8vbhYYlkBKgfediB/dRWPbnAzzT1uLyIrjw1Z3MeqJJJOBqk0c021h8rIqKNvHAxGvXPU1sViXPiKS38V2OjjTpfJujIpu3faAyx78KuMsMcE8AHpnnDNS17UNL1WBbnSoxpc11HaLdC7zLvfAVvK242biBnfu6nbS6oL7sS58LyXPiaDWjr2pxyW4ZI7dFt/KVGKl05iLEEovJbI7EVHN4A8LS6paaguhadDcWs5nDRWcS+Y5BGXO3JwTuH+0Ae1Twatq93r13bWumWRsLS4WCW4kv3WU5jRyRGIiD98DlxnHatyhbIH2Zn6Rpf9mRXJkm8+e6uXuJpdm3cWPyjGTwqhVHPRRVC08LyWviaXWm17U55ZkEUkEi2/ltGpYqnyxBsKXYghs+pNO0rUNUv/ABJrEck1munWFwLZIVt285iYY5Nxk8zGPnIxs7Dmt2jswfVGPaeHvJ1RL+/1S+1OaEMLcXXlKsG7htqxogJI4y24gdCMnOxRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFYei3+py69q2narNaTi0EMkMltbtF8sm/hgzvkjaORj6VuUAFFFUdb1F9J0W6voYFnkhTKxNJsDnOAC2Dgc9cGgC9RWTHceITpsry6Xpi3wcCKFdSkaJl4yWk8gFT14CH6iqWneKJzb6rN4gs7ewi02ZYDLa3L3SzOQCVUeUjFgWVcBSSxwOeKAOjoqrp+oQ6naC5tkuEQkjFzbSQPx/sSKrfjimaxqsGi6VLfXIZwmFSJBl5XY4RFHdmYgAepoBal2iuWj8V6jc6DpF1aaTbm+1K7e1+zTXpSOJkEpY+YI2J/1R/h71pXus3GlaCt1qVpF9vkYRR2dtOZBLKxwqK5RSc9SSowMnoM0PTcN7eZr0VzEHj7R00XSr3V5vsEuo2yXCwhXlEatgZLKvCgsAWOAMjOM1cbxhowsba7SW6mS6Z1iigsZ5JiUO18xKhddp4OVGCQD1FNqwG3RWfq2qppmhy34QuwQCGJgVMkjEBEweQSxA/GobvXrfR47WDVmllvZYtzR2FlNPnGAzbI1dlXJ6n1xml1sBrUVz2r+MbTR/EFrpc9pqEpnieRpLfT7iYLt24A2RsGzu5wflxz1qzf+K9I025SC8uJUkZFkfbaysIEY4VpWVSIgSDy5UcH0NC12A2KKxb3xfomnahJZXV2yzxMizBLeR1g342tIyqVRTkYZiB154ONqgAooooAKKxLa/wBSXxlcabdy2stobQXMHlQMkifPt2sxdg31AWn2/ivR7nVhp0NzIZ2keKN2t5FhldM7kSUrsdhhsqrE/K3ocC1Sf9dgejf9eZsUVm2fiCwv9SlsrM3MskRZWlFnMIcqcMBMV8skHjAYnII7Giw8QWGp30trYm5kaLdulNnMsLbW2kLKVCMc8fKx6H0NAGlRVS01Wzvr69s7WbfcWDrHcpsI2MyhgMkYPBB4zS6nqEGk6VdahdlhBaxNLJtGThRk4Hc0dLh5Fqiuc0fxPcXfiFtE1ixt7C+NmL2KKG888+UW2kONqlGBI4wQc8McGuhkkSGJpJXVI0UszMcBQOpJoeiuwWuw6iub0PxRdeIbXUpdP0xI3t3UWq3NwYxcIyB0dsITHkHOMMcY+gWLxYYNK1K41iyW3uNNuFtpIra4EqSyMEKKkjhM58xR8wXBzngZoDc6OiuXtvGcR8LzazdNpkyJMIYxpeprcxuxwApkZUVTk854A5zWn4d1dtb0r7Yz6bIC5VW0y/8AtcRA/wCmmxOc9Rjj1oFc1aKKKBhRVTUtTttKthPd+cVLbVS3t5J5GPskasx9eBwKpyeKdIi0m21I3LvBdNsgWK3kklkbnKiJVLlhhsrtyNpyBg0Aa9FZd14j02y0+2vLlrhFujtgh+xzGeQ4JwIQvmZABJG3gAk8VPBq9ncT28CNIk1xA1xHFLA8b+WpUElWAKkFl4ODz0oAu0VgT+N/D9vDbSPeu/2u2F1BHFbSySSxf3lRVLEDqeOBycCp7/xVpGm2kN1cTzPbzReeJbe1lnVY8Z3uY1IRcc7mwOD6GgOtjYorK1HxJpmmTQwzyTzTTJ5iRWdrLcvs6bysSsQuTjJ4p8/iDTLWPUnuLry10pBJebkYeUpTeD0+YY9M8gjqMUBuaVFUpNXsYtSs9PkmK3V7G8sEZRvnVMbjnGBjcODg81doAKK5K88cGzvlkksYRo/9orphvHu9srzE7Tsi24ZQ/wApO8H5WO0gc9bR0uGzsFFcrF4ynl1iKJbC3+wy6jJpyyC9/wBJEqBskw7MBfkJ+/naQ2OcVah8Vpc+NP7Dt7UvAsMpa98zC+bGU3Rhcc4Ei5bPByOoOBa7f11DZ2OgormdB8YxeINaltbJtNNuqGRANSV7tl4w5t1U7UOQQS+cFcgZwLXh/VtX1hEurvTLK1sJULRSRXzyynnA3IYlA4z0Y496A2NyiiigAoqtqGoW2l2Et7fyeVbxAF32k7RnGTgdOevamS6rZQ3k1rJPtmgtxcyLtPyxkkBs4xyVbjrxQBcorJtNbh1y1u49FnaC8hABW+sZozGSMqzRP5bFTzyCAcHng0eGNRutV8OwXeoeSblnkSQwIUQlJGTIUkkZ25xk0Cua1FVtRF4dPl/s2eCC5AyklxCZUHrlQ6k8f7QrJ07xNF/whWla3rLCN722hdktoXkLSOoO1I13O3JPAycD2Jo/r7yrG/RWQPFWkNo51NbiVoBL5BQW0pmEuceX5O3zN3+ztzjnGOafP4i0+20qHUJ/tUcU77IozZTee7c/KIdnmE4BONvQE9OaBGpRWbd+INOsNC/ti+lltrL5ctNbyI67mCrmMrvByQMEVpUAFFYWua/dWF4LLSrGC7uEtmu5zdXRtooYgcZL7H+YnOBgDCsSRjm9oesW+v6DZatZBhBeQrKgbGVBHQ44yOnFC1V/6/rQNi/RWLqmq6rDrEWn6Np1ndu0Bnd7u9e3CgMFwNsT56+1U9b8YJpWqw6ZGdMW6ZUaQ6hqQtYxuJARDtZnc4JwFAx1IyARahsdNRXP+JPFS6DcWdtDaG8nuJYhKgk2CCJ5Vj8wnB/icADvz6GpdY1nUdIu4ZG062m0ySaKAzLeMJw0jhBiLy9pAZh/GOMnHGKFr+QG3RRRQAUUVnJr+myWkVylzuimujaIRG2TKHKFcYyMMp5PHGenNAGjRWUniTTH1kaWJZluWZkQvayrFIygllSUrsdgAchWJ+VvQ4g0zUNSfxZqul6hLayw28EFxbtBbtGyrI0o2vl2DEeWOQF6nigDcoorK0/xJpmp6g9layzCdUMirNaywiVAQC8bOoEi5I+ZSR8w55FAGrRWXpniTTdYlkXT3uJUjBb7QbSVIHAOCUlZQjj3Vjnr0qG28W6RdWN3ewy3P2O0haeS5eymSJowCSyOUCyDAzlC2RyKA62Nqis691/TNOSd726ES29qbyUlGO2EHBbgfp1qCy8VaPqK3TWd00i2qLI5MEi70bO148qPMVtpwybgexNAGxRWTbeJ9JudPu737S1vDZf8fP2yCS3aEY3ZZJFVgMHIOOe1EHibTZ7eOcm7t45bhbZDd2M9uWkb7oxIinB6Z6Z4zmgPM1qKpf2vYlr8CfP9nf8AH1hG/d/IHx05O0g4GeoqXT7+21TTba/sZPNtrqJZoZNpXcjDIODgjg96ALFFZOtavPp81nZ6dZpeX967CGKWYxRqqjLO7hWKgDA4U5LAepCeGfEEXiXRRfRIsbLLJBKiSiRVkRirbXHDLkZBwMgjgdKNwNeisXXNcn029sLDT7a2uL2+MhiW7ujbx4QAsN4RyWwchQvIDHIxWbF4yub/AE7TX0nTYZb29t5Ll47i8MUEUUZCs3mhG3AsRt+Ubgc8YpXHY6yiuNTx+dS0m3vNAsLe5LWLX1z9rvRBFbxhiuDIFcElkfHRcISWHGXXHj3ztMW/0Kwiu7dNOXUrl7u7FssUTAlVDbWBc7W4JVRjlhmm9P6/rsL+v6+9HYUVW06/g1XS7XULNi1vdQpNESOSrAEfoaKbTTsxJ3V0Yni6w1zU1sodGtdPljguobp3u714WJjcNtAWJ+Djrnj0NVvEemeJdXvrBY7TS59LiQS3VlLfyRedODkKzCBt0a9cYXccZ4GDqan4hew1ZNOtNG1DU7hoPPYWjQKEXdt5Msid/TNWbzXtK01V/tbUbTT3YJlLq4SMgtnaOTjJ2tjHXacZxSW2nf8A4H6fgN7/AC/r8/xMDxP4auvEUiA6JoiztbrGNWlmZrqybJJMI8oE7Scqd6c84HfWt7C5l8VS312hFvaWy21mWYEuWw0snB9kUZwflbsRVu+1zSdMuYLfUtUsrOe5OIIri4SNpTnGFBOW5IHHrRqGuaTpM8EOqapZWUtwcQx3NwkbSnIGFDEZ5I6eooB+Zi61YeIbrxZpl9p9lpj2mnNIQZ7+SOSQSR7T8ohYLjn+I59qiu9M8SXPjZdQuLXTLvTLUgWMT30kTQEjDysnksHkwSF+YADgYJJrSh8V6d/bl5pd9c2tlPDdLbW6TXKq10xijk+RTgkjzAMDP61t0LSzB9jktR8LTal4oivk0jSLBobmOf8AteCQm9lVMZjIEa7QwGw/vGG3Iwc8dbWQniSyl8TLokUdw85ikk87y8RZjKBlDE8keYvQEDkEggikttflu9YmsrfRdQaCGYwyX26AQqwAJ4MvmY5A+5Qtkl/XQHvdmb4c1KxXxf4n05ry3F82oLMLUyr5pT7NAN2zOdueM4xTNM+Hel6X4gXV4Jczq7uF/s6xTlgQfnS3WTv13ZPcnmt651PydbstNhh82S4SSWRt+PKiQAbunJLMoA46k54xVfTPEllq2s3enWkdxutYklMzx7Y5VZnUFCTkjMbc4weCCQc0dvS33aDfUyNE+HWl6FrC6jazbpVDAD+zrGL7wIPzRW6v3/vfXNN0n4baVo9+13bTbnaN4yP7NsI+GBB5jt1bv0zg9wRxWxpGvy6xOfL0XULe1y4S8naDy32tt4Cyl+cHGVHvitijdC6nH6T8NtK0d7prebcbq2e2f/iW2EeFbr/q7dc9OjZU9wadpPw50vR0vVtptwvbZraT/iXWMeFbr/q7dd30bcvqDXXUUAchpvw30rS7a/hgmyt9AYJP+JbYJhSc9Et1DfRwy+1Lp3w50vTNP1CzgmzHqEYjkP8AZ1imADn7qW6q30cMPauuoo3A460+Guk2ek3+nxzZivhGJD/ZtguNjZHyrbhW/wCBq2O2DzTrf4b6Vb6Dd6Uk2YbuRJHP9m2AwV6fILcI31ZSR2Irr6KAORi+HOlw+HZ9GWb/AEeedZ2b+zrEfMBj7gt/LP1Kk+9NHw20oeHW0bzv3DXIuS39m2H3tu37n2fy+nfbu98cV2FFAHIt8OdLbw2uimb/AEdbn7SG/s6x+9tx9z7P5f47N3vjimS/DXSZdBg0ppv3MEzTKf7NsDywAPyG32Dp1Cg+pNdjRQBx918NtKu9FsdMkmxDYmQxn+zbBs7zk/K1uUXp/Aq575p198OdLv8AR9P06WbEWnhxGf7OsWzuOT8rW5Rf+AKue+a66igDkL/4b6VqOnafZzTYjsI2jjP9m2D5BOfuvblV+iBR6g0up/DnS9VtNPt55sLYQeRGf7OsXyv0e3YL9ECj2rrqKAOO1P4a6Tqq2Ynmx9ktktk/4ltg+VXOPv27bevRcKOwFO1j4b6VrVzDNczbWhgSBf8AiW2EnyqMDmS3Yj6AhR2Arr6KAOR1z4c6Xr2oi8u5tsgjWPH9nWMvCjA+aW3dvwzj0Ao1f4c6VrOtNqdzNtmbZkf2dYyfdAA+aS3Z+397jtgYrrqKNgOSvfh3pd94kOtSy4uDMs23+zrFuVxj52tzJ2678+hHFFz8O9LufEp1t5cXHnrPt/s6xb5gQfvm3Mnbrv3ehrraKFpa3QNzkh8OtLHib+2xL/pH2n7Tt/s6x+9uz/rPs/mfjv3e+eaIvh3pcXib+21l/wBI+0G42/2dYj5ic/fFv5n4793vXW0ULS1ugPW9+pyVj8O9LsPEY1mKXNwJWl2/2dYry2c/OtuJO/Xfk9yeaTRPh1pehawuo2s26VQwA/s6xi+8CD80Vur9/wC99c111FGysG5yGjfDjStE1I3trNuk2OmP7OsY+GGD80durd+mcHuDUvhz4f6Z4Z1Q39lLvk8sx4/s+yh4OP4oYEbt0zj2rqqKA3OX8PajZan408Qy6deW93GkdrGzwSq4VgJMqSD1HpXTSIJY2jYsAwKkqxU8+hHI+op1FG4LQo6ZpNtpETx2sl5IrtuJu72a5I+hlZiB7CnatbtdaTcQJZWt+ZE2/Zrx9sUoPUMdrcY/2TVyih6gtDl9B0C+0PT9UksbTTLC4ugGttNtXYWlu6rgHdsHLHBYhB2GDjJmfw6bfwQNFjtbfVZCoMou7hoFmkZt7yF1VmVtxLggZBxgjrXRUUPUFoYvhbTdS0zTZotWuPMZ52eGH7VJdfZ4yB8nnSAPJyGbLDI3beiipNc0E61JZyLqd7p8lnIZY2tREcsVK5IkRwcAnHHGa1qKHqBxdt4SvbPwjFpV9aad4ocXUkxi1d0SKMMzEFdtu2T83derNg4wKltPA80en6ah1u8sbiwMzRrYrEYo/NbOxVmjfCovyKRghcjgHFdfRQB59Z+AdWttH060m1GO6ktrGO3ZpSAFZZ4pCq7YxlAI2AJG7JGfUWbvwnqX9lxW8NlZ3Nwl3eTpdLq09jJAJpmcBXijLHIYblJAyo68Gu4ooev9fMd7Nv8Araxz50rUri70O31OX7XDp8Xn3V1hU+03KqFX5B0GS7+gITHSq/i3Q9R1a4hk0m0t1uY4nSLUP7UmtZoCxHRY42Ei5CttY7SRyO9dRRQ9RLQwNW03V/tek6hpn2S9u7FJIpUu5Wt1mV1GWDKj7TuUHG0jBPSsbXPB19qGs3d35CXttqMSLcWza5d2SxkLtYYiBWVSP7yqevUHA7iijrcNlocDdaZqmr6v4n0axis4rC7aCG4upbhxLEpgQMEjCYY7ehLrgnODjB74DAA9KKKFsBny6LazasmovLfCdMYRL+dYTj1iDiM/itaFFFAHNpaeID43OoyWOmrYGD7LuW/kMuzeWD7PJAz/ALO78TVPTvDeswDTNLumsRpel3JuI7mKRjNOBu2I0ZQKmNwywds7eg3cdhRSSSt5f53/ADB638/8rfkcnpmg6ra+LGvo4LbTLF3leeK21Ka4W6LdD5DxqkTZ+cshyTkHO4mjQ9A1Sw8RvdiG30vT2ErS2lrqU1zHO7sCGEbxqsJB3MdnUsc5611lFNaWDcqWn9pfbr37d9l+yb1+x+Tu8zbtG7zM8Z3Zxjtio9d0tdc8P3+lvK0K3lu8PmL1TcpGR9OtX6KT1Vhp2dzkvDHhe503UIry/tNOs3t7d4QtjI8n2l5ChknkZ1Vt7eUvXceuWNX5tJ1PXfD9/pviK5htjcTuscmmdfs+4FQ3mqwLEDDDBUgkVvUVTd9/66i2OU0/w1qul3Wt3D6i2ti+CCK11Booo5AEVT5hjg44BHAII6jPNVE8GXL6Be232bTbAyXEFza6ZbEvZwtCwcDOxfvsvzEIMZ6Egk9tRS2A4268K6lqRu9TvIdOh1KS4tZ4rVZGlgJtySu+QopJYMRu2fLhcBtvOxoOmXlrdajqGppbQ3WoSo7wWrmRI9iBB85VS5IGSdo7Dtk7VFG39f12Ar31lFqNm9tcNOkb4ybe4eBxg54dCGH4GixsotOs0tbdp3jTOGuLh53OTnl3JY9e59qsUUAc/wCK9L1bU47IaTKDHFKWubb7fLZecu0hf30Ss4w2DgcHv0rH0vwlrOi6bpUts9ld6jp894xinuJRHLHPIX/1pDuHHy8sGz8wzzuruKKB3Od1HTtYnvdL1q1t7A6lZxSwy2ct04hZZNpO2UR5BBjXny+QSOOtNv7DXpdW0/VbKHTluVs5bW4hluJCkRdo23owjzJjZ90hM56rXSUUv6/r7xHLeGfC91o76Y961tI1po6WDmPJy4YFiMj7px/9aqXinwnq+pzG30iSGLTfsP2aC3XUZ7NLV/mG/wAuAYlGNo2swA28dTXbUUSXMrPz/G/+Y7u9/wCtLf5HKRaNrWjakl7pEGn3rTWFva3Md1dPBsaHdhkdY33A724IGMZzyQKurw2+sePraysLqKX90v8AbMMZ3GNInWWEOR90lmI2tyys2OhrtaKptuV2SlZWRUm/tL+1rX7P9l/s/ZJ9p8zd5u7jZsxxj72c+2Kt0UUhnCHwJcLrF6FhsHs7y9+1G+kkdrqFDIsr26IVKhGdTyHUfMSVJGT1o/tb/hIGz9j/ALI+zDbjf9o8/dz/ALOzb+OavUULRJA9W33OGh8I6yPESXkrWaypevM2sR3MhupbcsWFsYtm0IAQuC5UbdwXd0msfAl3pmvaVcW/iLUJ7GygnjeK4W33sZGRiMrCCwYqxZid2cEHk12dFC0Vg63ON0XwrqNjJolncx6fFY6CXNtPbuxluQUZAHQoBHw+5sM25gOlS6J4YntfEo1VtI0fQ1SORXj0qRnN4zkcyny4x8uMgEMcseRg7utop9bgFUNO0W10uaaW2lvnab7wub+e4Uf7okdgvXtir9FICG8tIb+xns7pA8NxG0Uin+JWGCPyNczb+Hdch8K6jD/aMa65dQrEl2jHaBGgROduV3YZjwdrSNjOBnrKKO/mHY4zw94d1vRL/VtRMNtJNd28EcFrNq9zchWjaQndPKhYAhwRhcDkY7mzoVzJ4S8OiLxlc6Rpcazv5Uw1DKSF3Z8EyJHgjPQZzgniuqoouHW5hjxJZazaTx+EdQ0fWLxAN0K6ioVVPGWaNXI/755rGsvDuvweGvD8bxaaupaA6CKMXTvDcoITEcuYg0ZIckYVsYA5ycdrRRsByEvhzUJdHvjd2Nje32o34vJYP7Qlt47YqiohjmSMvuAjX5tqnJbp0ok8P6tJ4TtrC+gttVu47kyr52qTwNbLklAlysZkZlBC7yFLAnJ5IPX0Uf1939eof1/X9WMCzsvEWn+D47aG6tLrWEI2veO7xhTJnYXADuVj+UOQCxAJ6mt+iim3cDk/Evhi5v8AxDaaxZWmn6iYoDBJZajM8cRIbcko2q4LKc4BX+LIKkc3rfTNW0bw7ptho0tlPPDKn2uW7V1WRCxMrIFJw5JJAJI55Nb1FJaKwbu5zHi3w/JrzRxJoWiXv7pkW+1Bz5toW/ijURknHB4dMkdR1qpe+FdTjkvY9OFjex6rYRWV3cahIwlTYrJ5mAjebkNnYWTkdfmOOyopWVrMd9bnE6x4AurqGU6b4i1CGWaW0LxuIDHtgZCMEws4wFLAZ27icjBNW9c8PX+rX9uEsdMDQKix65LMft0IBBYoixAAnkcOB8xJBHynq6Kq7JtpYKz5dFtZtWTUXlvhOmMIl/OsJx6xBxGfxWtCikMK5238OzReK5L1pI207zmvIYtx3JcNGI2OMY27QxznkyHgY56KijrcDg7Xwjr7eKLHUNSuo5ktNQluGmbU7iTzo2WVUAtyoiiKh1HGc4PPXOnbQ63ZeLtQ1nVbfSbbS5bWOKSYai5eJIjKwchoVXnzBkbgFwTk11NFGysNu/8AXncwovGPhrUJBZ6b4n0iS7n+SFIr2KRix6YUNyfaue0LwXrUWrQXeu3Ctt06e0ncarc3TzPJ5eZFEiqsWdrfKgAHHJ4A76iiy/r+v6+QJtHM6do+rt4bl8O6vDYx2S2Jso7y0uXMkg27AxiMYCHbzw7YPHPWhdL1zUPC19oWrQ6dbLJYtaRXVpO8m8lCm4xMi7B3wHb0z3rpqKHrdvr/AF+oo+7a3Tb+vkcPd+GfEGs2+pf2mul27XWkHT4oYZpJVDZJ3M5Rcg56BePeug8QaVdXui3SaK8dpqMkSRLcZ8tigYEp5igsgI3AMASu7IGRWxRR0t/X9aiSs7/1/WhwVp4H1NrLWBdSwwy3j2s1sjX1xfCN4H3hXklwzKSB0xgEgDjJ0vEF5J/wiF4viz7BpUsh22n2a8acvMPnj27o0LPvUEIAScV1dFD1GtDF0KzvrTw0GmSFNWula5nDZ2C4cZKkjkqpwvrhRWlp/wBs/s22/tTyPtvlL9o+zZ8vzMfNs3c7c5xnnFWKKbeolojmvF/hqXXZNOubeG1u3spH32V7I6QXUbrhkcqG7hWwVYHbgjnIdZ6TrGk+FrtNK/s7+2biV7gLMH+zI7EYT5cMVVAFBwM7QcDoOjoqUrXH2OZ8U6Ff6w9iyW1hqdrErrc6ZfTPFBMzBdrkhH3FSDhSuPmzkFRWPP4G1LydGnn+xa5cWUUsNxZ6lcSCGRHcOnz7XLmMqAC6tn73DAGu+op7bBvucC3gK7s72yv7eHTdWuFhZbmG/eSKHzTM0wmQBXBKvI+ARnB4Yc5G8A3VhfWNzYJYao8NlFbN/aLuixTRszLcogDKXy7cEAjs4yc99RR/X9f1+SDz/r+v67lPR9Nj0bQ7LTYWLpZwJCrEYLBVAz+OKKuUU223dgcZ4m0q4n8WQ339k6zf2wsfJzpOpC0ZX35+b9/EWGPrVTVROfHGoR2egTajc3GgwW6s0kIFuHkmBEju+dpIGdgfO3oeM9dqOu6bpNzaW+oXaxT3kgigiwWZySADgAkDJA3HgFgCeRVXVNf0PQtRL6g3lXLxL5s6WryeXFuO0yyKpEaZLYLkD73oalR93l6a/jf/ADKu7t9dP0/yOam0DV9NtdS09dK/tr+09Ogs0u/NjCRFIjGRKHYNsyS42Bz8zcZ66VlZ6l4f8QXMx0u51hL2K3jF5byQhoRGm0q4kdTtzlxtLcu3A4zr3/ibTdO1IWE4vZbkxrKUtdPnuAqMSFLGNGC5Kt1I6GrepajFplqs0ySSb5UiSOJcs7OwUAA49cn0AJ7VV7u/f+v1ItZW7f8AA/yOW1Dw1dTjxTLFYxtPqF5ayW8mUDSJEkOOc8bWVyAcc5I612lZ8uu6bDrcGjyXS/b7hWZIFBY4AzyQMLwDjOM4OM4NRSeJtKh1hdMlnkW4aQRBjbyeV5hXcI/N27N5H8O7PI4pDb6mRftqrfEPTruLw/fy2Vrbz2z3Sy2wUmRoiHAMobaNjZ+XPoDUb6VeN4tWfSdP1XTv9L867u59RDWtxHjDBIBK43NxyUQjBOcjB2v+El0/+2X0tBeyXMcgicx6fO8SMVDAGUIUHDA8txnmtahaWf8AXcHrdMw9Bt5p9R1PWLyF4pLqXyIEkUqywREqvB/vMZH+jj0rP099VPxEvb2bw/fwWVxaQ2q3MktsVBjeVixCyltp3rjjPqBWvZ679u12+02DTrzZYuI5bxjEId5RX2gb95O1xztx15rVoXRg+qOP0TSryDxIk1hp+q6Rp6eabmK/1ETpcFuV8qMSyBMNliRs7DBycdhRRR0sHW4UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZela5/aeoX1lJp93Yz2RTetyYzvV87WUo7cHaeuD7VqUAFFFV9Qv7fTNPmvb1mSCFdzsqM5A9lUEk+wGaALFFUtM1a31aF5bWO7jVG2kXdlNbNnGeFlVSR7jim6Prmna/ayXOkXIuYY5WhZwjKNwxnGQMjBBBHBByCaAL9FFR3FxDaWstxcyLFDCheSRzhUUDJJPoBQG5JRWQvijTJdDt9XtzeXNncMVja3sJ5XyCQcxqhdeVI5Ap8viPTo9Jt9SjN1c2twcRtZ2U1w3fqsaMy4wQcgYPB54oem4b7GpRUFle2+o2MN5ZSrNBMoeN17j+n07VPQAUVDeXcNhYz3l022GCNpJGxnCgZNOtpjcWsUzRSQmRAxilA3JkZwcEjI9iaAJKKglvreG+gs5JMT3Cu0SbT8wXG7noMbh1qegAooooAKKKKACisy21sT+ILjSJLC6t5YYhMk0pjMcybtuV2uWHP94Ka06N1cOtgooooAKKKbJIkMTSSuqIgLMzHAUDqSaAHUVlaR4l0vXJpIdOnkaWONZSk1vJCzRtkK6iRRuQ4PzLke9atABRWXa+JNIvI9Qlhv4/K02Ro7uWTKJEyjJyzAAgeoJHXmiPxJpUvh/8AttLoiw5HmNE6sSG2bdhG4tuG0LjJOAAc0dLgalFZEfijSpdLmv1mmEUEgikje1lWZXOMJ5JXzNx3DA25IIIzmrel6tZ6zZm50+VnjDtG4eNo3jcHBVkYBlI9CAaALlFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZEvinSIdZGlyXLi5MohLCCQxLIV3CNpQuxXIwQpYE5HHIrXo8wCishfFOktqw04Tzec0pgWT7LL5LSDOUE23yywwRt3ZyCOoxS2PiXT9R1F7O0F68iO8ZkbT51h3ISGAlKBDggjhue1AbbmtRWRY+KdH1HUzYWly7TkOULQSIkwQ4cxyMoWTBPO0nFGn+KdJ1S/Wzs55mkdWeJpLWWOOdVxkxyMoWQcg5Ung56Ubga9FFFABRRRQAUVFdTPb2sksVvLdOikrDEVDyH0G4hc/UgVW0XVY9b0mG/hhmgWUsPKn270KsVIO0kdVPQmgC9RVbULqSysZLiGznvXQZEFuUDtz23sq8deSKbpOpRaxo1nqVskiQ3kCTxrIAGCsoIBwSM89iaALdFFFABRRRQAUVm6v4g07Q/L/tCSbfKGZI7e2kncqv3m2RqzBRkZbGBkc8irttcw3lrFc2kqTQTIJI5I2yrqRkEHuCKAJaKy9U8RWGkXUdtdi8kmkQyKlpYT3J2g4yfKRscnvimXvifTbDUFsphfSXDRLMUttOuJ9iMSFLGNGC5Kt1x0NG+wGvRWRqfinSNHvFtdQuXjk2qzlLeSRIVZtqtI6qVjUkHBcgcH0NPu/EWnWGpR2V4bmKSRlVZWs5vI3McKDNt8sEnAwW6kDqaANSiiigAooooAKKKy9P1wX2tX+lyWF1aT2SpIWnMZWZHZwrIUdjg+W3DBT04oDzNSiiigAooooAKKKKACiiigAooooAKKpapq9no1uk1+8gEjiONIYXmkkY5OFRAWY4BPAOACegNP03UrTV9PjvdPmE1vLna2CpBBwQQcFSCCCCAQQQeaALVFUNU1qy0dYjemdmmJEcVtbSXEjYGSQkas2B3OMDI9RVa48WaHa6JBq1xfolncY8p9jFnOcY2Y3ZHcYyuDnGDQGxsUVR1jWbDQNLl1HV7gW9rDje+0sefQKCT+AqvqvijSdF8v8AtC4kXfEZsRW0kxSMdZH2KdiDP3mwPegDWopqSJLGskTK6MAyspyCD0INFAHI+OrmGA6eqWN9PcfbrWeR7TTZp/3Ucu45aNCOPmO0nPJwOai8ZaybxINCWx1RbDUrcve3sWl3E3lwngxKqRsRIw4+YDaMnrgHtaKFtbzv/X3B1v5HEeImlg1H7b4cuNbi1aayijgtYtML2s+1naNZpHixHy7Bv3iED0OK1udX8ZRRvhodFiEj4+6bmRSAPqsZY/8AbVa6GincDi9fv7e28eaI0dhqLC2lme6mt9KuJEy8IVSXSMq3YZBOMc4xTdY1Y6n4yt9KvLHU4NN0+eObzk0y4kW8nGCgV0jKrGhwWYkZIxwoJPbUUlo0w7nF3Ru7bxa//CP3WrvPcXsT3lnPp+LLy9qpI4maJTkIoICyH5gOCMiu0ooo6WDrc57w3/yHPFP/AGFF/wDSWCqemaf4wi8QLLqOoeZp29y0f26F/lwdvyCyRvT/AJaD6nvuW+g2NrrVzqtuLhLq6OZgLuXynO1V3eVu2bsKoztzxWjR29LfgN63OR0TT/GMGsLJrOoedZYbcn26GTnBx8q2MZ64/jH49KbpOneNIb9n1XUfNt/LcBft8L/MQdpwtjGeuOd3Ho3SuwooEcfpOneM4Xuv7U1HzVa2dYP9PhfbKfun5bGPH1O4D+61O0nT/GUKXv8Aauoeaz2zLbf6fC+2XsflsY9v1O8f7JrrqKAOQ03TvGcVtfjUdR8yV4Ctsft8L7JM9cixTb9SHH+zS6dp/jKPT9QTUNQ8y5kjAtG+3wvsbPJyLFAvHcrJ9BXXUUAcdaad40TSb+O71HdeOI/sr/b4W2Yb5vmFgoXj1R8/7PWnW+neM10G7in1HdqDSIYJPt8J2qPvDcLEAfQxtn1WuvooA5GLT/GQ8Ozwy6hnUmnVopft8JxHjkb/ALCFH0MbH/aFNGneM/8AhHWhOo/8TL7SGEv2+H/Vbem/7Dt69vLz/tdq7CigDkW0/wAZf8I2sI1D/iZ/adxl+3w/6rb03/YdvXt5Wf8Aa7UyXTvGp0GCKPUcagszGWT7fCMpgYG77AQec8CNT/tHpXY0UAcfdad4zfRbGO21HbfIZPtL/b4V3gn5fmNiwbA9ETH+11p19p/jKTR9PjstQ2XkYf7W/wBvhXeSfl+Y2LBuPRI8f7XWuuooA5C/07xnJp2npY6jsuY42F032+Fd7Z4OTYuG47hU+h60up6f4yltNPXTdQ8uaODbdH7fCm+T1ybFw31AQf7NddRQBx2p6d40lWz/ALN1Hyylsi3H+nwpul53HmwfPbkbB/sinaxp3jOa5hOk6j5UQgRZB9vhjzIB8xw1jJn65AP91a6+igDkdc0/xjPqIfRdQ8m28tQV+3Qx/Nj5jhrGU/ju/AUavp/jKbWmk0rUPKsfkwn2+FOw3fK1jIeuf4/y6DrqKAOSvdP8YP4kM1nqGzTPOUiL7dCvycZGw2TN68eb/wACHYudP8YN4lM1vqG3S/PVvK+3Qj93kZGw2Rbpnjzc/wC0Oo62ihaWA5Iaf4x/4SbzjqH/ABK/tO7yvt0P+q3dNn2Ld07ebn/a70Raf4wHibzpdQzpf2gt5X26E/u88DZ9iDdO3m5/2u9dbRQtLA9bnJWOn+MI/EYmvdQ36b5rExfboW+TnaNgslb048z8T3TRNP8AGMGsLJrOoedZYbcn26GTnBx8q2MZ64/jH49K66ijoByGjad4yh1Ivq+oeba7HG37fDJ82Pl4WxjPX/a/A9Kl8OWHi221Qv4gv/PtPLI2fbYpfm4wdq2UJ9ed/wCB7dVRQBgaX/yPWv8A/XC0/lJW7IHMbCJlVyDtZl3AHsSMjP0yKo6bodjpNxdXFmLgzXZBmknupZy2M4AMjNgDJ4GBzWhRuC0KOmRarFE41m8s7uQt8jWlo1uFHoQ0j5PvkVH4hhguPD95FePdRwumGezhMsq89VQKxJz/ALJ+laVFD1BHCiLxLrPh/UrS0mmu7WaWNIZ9XU2FxLCR++X93ECn91SY1PLHn5Salvp1+3hfxLZa5p40q2lvQYRp8U17uAWMbfJEKl4vlCnA+ZS4O0DNei0UdX/Xb/IO3l/wTm/AwdNCkiOlW2mwxXDrB9msGsUuEwD5n2d/mj5JXDZJ27uhFS+LNO1TVLezt9Nt7K6tlnEt3b3d08AmVeVXcsb5G7BII5Ax0JrfopvUDhtFn1DT/AaRa2l/o873UojfSbaS9mUGVmyUNu20HkZKkEYOQTgT2Ukul+BbW3vJNV012ldYpdP09ri48vexRpE8uXazLgtlR8zH7p4HZUUgWh5ReeG7u80/S47rSbg/ZbMCDCPuTF5HsdsE7ZTFlic5GX6c1Je6LDD4csYLmyYGzvL/AOzafceH59QtWjM77MxRj5CF27GyMKzYBBr1Oijpb+t2/wBQXf8Araxyt282rroOjz2YsXmRL2/tFYMII49pEWRwcyFF9CqvWf8AECzgnvrS4az/ALSnggkEdhdaHNf28xJBHzINsMmV27yTgMcqa7qih6u4LRHDeKNE0ibXNG1nXfDEV5GYpIrsJpv210YqpQMqIzMBtYA4IGe2ayPFWkT3viO4aaNbe3e3hXS7r/hH7m+ktMDkxNE4+zurc8qM/LyduF9Qoo2dw6Hl+vWVrf674itV0+5vtdL24064W0kdLWXykxIJMeXCQQGJ3KxCgc/KK9QGcDPWoILG3trq5uYY9st0ytM24ncVUKOO3AA4qehbWAz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/wB8GtCiigDk01WJ/iQwW01IJ9i+y+c2mXAi8wSE48wptxj+LO0+tYWj6Zt1TStujXUHiOG9eTVNSe1dBJF8+7NxjbKrZTagZsfLwuz5fSaKSVreX+dwet/P/KxwOgWqWfj6d7LTvtguZJ3nv7nRZra5twTuwblwFnTd8qqoBC7eSFzR4UtUsvGNx9i04XSXHnvNqdzostndR5cMEeeRQJwScDaBgIuc9a76imtLeQPW/mZGlRWaa5rT2unXVrcSTRm5uJlIjum8tQGjJJBAGFOAOQaPFdhc6r4P1awsQrXNzZyxxKxwGYqQAfYniteik9rDTs7nCeF7S7vvFkGszvqjvFp8kFyb61a1RJHaNhFFEQBtXY53DeTuAMjYGNu6vtT17w3qSaFaXGnXyzPaxnUQbfIDANIjAOcEZKtg844roKKb1Vn/AFrcS0d0cL4atbzRLjWl1fQbe00yA25hSyea8JKRoF2J5IL4xncOQw6cZqtpAS8+HjwzRanYXNjfNdIZdHuWZX+0tJGREUDSgjGQvIB6qeR6HRQBw1nfanouma14lvLO+1Se6MK29rb2DwvLtG0MIfmkjXLc78sApOOi1reCgh0q4mdrl725uGnvHnsZrVTKwGQiSqp2ABVB56cnOa6OigXSxXvkvJLN102eC3uTjZJcQGZBzzlQ6E8f7QosUvI7NF1OeC4uRnfJbwGFG54whdyOMfxH+lWKKBnKePTI9jY2zabDe2k058959Nl1COHCkqWt4iGfJ4BPCnnriucsNPuR4X0KPxLpV1c6Tb3N4t1YLYO4A81hbk24LsY1Xoo3gZQ9F3D06igZxOt2enSpoTSaPNN4Xijl8zTotMkISQhfKL2wTcVH7zjYcMVJHAIlnmg0vXdHvrDSb0aadMmtoIrTT5AY2Z4iiGMKDFkKeXCqMckV2NFH9femv1Furf1vc830DwnFqiaHF4i0yZ7eHw9HDJb3MZEYk3Dh1PBdeoB6dRzzUPjjTJ/Ki0iPS/7QS10vZaXl1pMuoSyy4K4R0ZFt5PlUmQkZLL/dr06ik9Vb1/G/5XHfVv8Arp/kcBeWtrJrFvP410i61W0bTYBaq2mSXqQzDd526NEYq5ynzMBkDAPBFT+I9Pk/4SKTTLaNhbeKIVhuSpwI/Kx5pPcF4SUB9VWu4qjFo1lDrEuqLHI95KnlmSWZ5Ai8ZVFYkRg4BIUDJAJziqbu7krRaFS6t7FfFGkl9MuZLmKCdbe7iQ+Tbr8m5XIOAWwMZB+6elbNFFIZ5dcaNqc97eaRdf2mZG1n7ZaRwWzJatG04l86ScAhmQbgEZl5VRsJ2tXoY1TPiBtL+w3g22wuPthh/wBHPzbdm/P3++MdKvUULRJf1tb+v8gerb/rueaWcF//AMJNbqtnqCumsyzPpj2kos4oyzf6Qs5+UuVO/buK5YgRhvmGpp63sfiD7Hod5q81hJNcNexajp/kQ24fewMUhiRnPmEAYZxtJzjg129FK2nL/XYLu9/66/5nl/hnSNTe48OR3y6kb3RFZLiCS2NvaQIsLxBYzjbKXJQ7tz9CRsztqfwbBfJrOjh7XUNtvayx3Frd2k0UOlkgfLBI+BKMgJ1kOBlWRflPpNFVdt3YraWCqGnQ6xFNMdWvrG6jP+qW2sngZP8AeLSvu7dAKv0UhlDXNLTWtCvNOkYp9oiKq46o3VWHuDg/hXLRyapPoOr+IbjR5X1J7JLWOydXViEXMnAAY5keT7v3lRcHkV3FFK24zzvwTv0XUNduHsGttL8i2kiWw0CeySR8yByluS7lsBASACQF4xgne8BXQm8NiBra9t5YZpi6XdnLbnDSuykeYq7uCOmcd66aqepaXBq1usF1JdRorbgbW8lt2z/vRspI56ZxVN3Jsr3F1S+i0/TpZ50uJEA27ba2knck8fcjVmP5VwVupu/h/wCFob7StQn0+xaGHV7GXT5Q7BYCBmFk3SoJShO0EcZ52mu30zQrTSJJHtJtQkMgAIu9RuLkD6CV2A+orRpf8D8CrnnD6VA3g+/ha1ubHSptUE2nWR0ia6URBVJSS0VdwjZ1kbaduMqeDgVJd2kd78PrCC/00aakN2TFaW+hTXFvOqlsGSzQblRgd+xiCrbcnI59Doo/4H4W/wAhf19/9f8ABOOCQXHwyij1zw1MbcFFOmabbtGzBZhsdIgVZAcLIUJyoyDkg12NFFNu4jiPFUN5beLoL4vqMOm3FgbaWfS7JridXV9wT5VZkVwTlgv8I+ZTg1f0RpvCfgrRbS502+mkLR25t7VPOa23scbzn7iA4LZPTvXUUVK0Vv63v+o3q7/1tY5Lxbuh1CO50+81u31P7M0cEen6cLiKYk5VZHaJkT5gOrpweSBzVLXjqNveLeWFxqsPiOawhjNrZ6f5tlPIpcqrytEQi7nYH96h2984ruqKa0Vg/r8v8jzLxLpepy6p4isrlNReDV4Ua1i0+2YpcyeSIzHLOoJjQMoOCYwQxyzAlRr+I1nkay061l1W5vLY25FmLBjZ3DqysHkn8vAxjdxIPugbWPyntqKFp/XbYHr/AF/XYKz5YdYOrJJBfWKacMb7d7J2mb1xKJQB/wB8GtCigArjLTSLhfEA0d7aQaXa376pFIUOxgw3LHuxjImd2wDkBF7EV2dFHW4dLHl1lDf3HxBsL8aMtlONSnS8eLR50kEWyVV8y8ZtsyNhCAqlR8gyMDPR6Zqkc3xH1Iraamkc9nbwRzS6ZcRxM8bzlx5jIFAwy4JODngmuupk8K3FvJDIXCyKUYxuyMARjhlIIPuCCKForDet/P8AzuEzOkLtEnmOqkqmcbjjgZ7V5f4SttTbxNHeWulx6a9zpdx9pMWiz2arcExlVmklY/aGBLYfaM/MQTkgdza+FNOs7qO4iuNXZ423KJtau5UJ90aUqw9iCK2qVgucJ4bsrSHQbmDSNIm0/wAU/YGS4vbrTXR5LjHJa4ZdsuZOch2B69KjtdM0ufwTrNjoWgXFnrE+lyQ3DXGnPDLPKUIw07qFlYsTlg7Ak5yQc139FN63ff8A4O33hF8rT7f8Df7jzbWWufEFnrJsdM1VI28PNbI8tlJCzyljlVVgG3D6c9s1s6n4etfDeh6ne+H9Na4uLm3jintsNIs+GOZpFX55Xw7FuSzgY6muwoo6W/rVt/qSlZ/d+Fv8jyzS9N1RdB8SW+m2UltayvavFFY6XJpizR7sXAiidyyuUUrnKknBAGQx35dO0abwlcyeE9I/st7GdbyKM6Y9hvljw33XRSdygoWweCa7SqWqaRZ61ai21FZZIN25o0neNZO21wpG9TnlWyp7ih36DVlo/wCrmNocMV14dv8AWbq2ml/tpWunhAPmGEptjjA7HywvH95jWtoCW0XhvTksbOextltYxDa3KkSQJtGEcEkhgODknkVfACqAoAAGAB2pael3b+rC1tqcj41gv01LRtRs2uY7e3eWK5ms7T7TPAsigB0jw2Tldudr4DH5cZIb4f3+F/Bl9fNp+qXKPdTXUVosZlu3R34O1jnc33ypwRuIIGMDsKKlK13/AF/Wg97f1/W5x3jHzjqej3KLqNnEiTbtR060e5ngZguI/LVXG1sEksjAbB0bawxtUWW3+E8Vnc6NdjUpoWjhjtLCedyvmhtzYDtGXAVyrtnOQSSK9KophvuefeNbTWtf0y5vtL06C9sF0udbaC5kntrhJnR1Z/JMJLNt+VQSp+Zv7wIg1K11ePW2m1WG+t7XUNLhhkj0aF7hpJY2k/cNMEDRIyyD5tqc9HXbz6RRQ9Vb+uv+Y7vT+u3+X9My/DNhPpXhTStPuzme1s4oZOc/MqAHnvyKK1KKcnzO7JSsrH//2Q==)" ], "metadata": { "id": "LoheKf7LUDlu" } }, { "cell_type": "code", "source": [ "# Calculate the test accuracy\n", "score = model3.____(____, ____, verbose=0)\n", "print('Test accuracy: {acc:0.3f}'.format(acc=score[1]))" ], "metadata": { "id": "5-ZPAh8nQffr" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Does your model's test accuracy improve and why?\n", "\n", "\n", "![Capture11.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAMxNAAAkpIAAgAAAAMxNAAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwODoxMzo0NQAyMDIzOjEwOjI0IDA4OjEzOjQ1AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA4OjEzOjQ1LjEzOTwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIABoAqAMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiuM17R4Z/HWkIbzVY475Lhp4oNWuYkYoqbcKkgC4yfugZ71DqvjTUrfxBeW2m2slxBYTRwPbJpN1O9wSqsxE6Dy48K4wGDZI5Kg5AtdAemp3NFctdeINQtfGYsbySHTtOZ444Hm0+WQXZZe1wriOJt3yhGBJIGM7gKi0n/hJH8aaxHNq9jJZwywkwGxkzsKZwh8/CnHU7Tk84HSjsD0OuooriovGdw/i+0s4p4Luwu7uS0HlabcIImRHORdMfKkOYyCqgEEnk7Tk3dg6XO1orntA1HWNbkOptLZW+lNLKkVp9mdrgqjFAxl8wKCSpO3YcDjJ60zQ9U1nVrH+2pZLKHTZ43kt7MWzmZV52F5TJjJxkqE4zjJxkptJXY0ruyOkorl7LxNeXK6CXjgH9paRLfTYU/K6rCQF54X943XJ4HNQ+H9c8R3Wl2Wsa7FpcGnXWnG6l8pmT7IwVWG+RmO5WBYnCjZjGW6mmrXv0/4P+TJWqTXX+v1OuorhdP8AHc6Pqb6h/plva6a+oxvFpVxYkqh5QCYnzMgrhlwOuR0rUku/FFn4au9TuX0y5uEgW4is4LWRdoHzPHvMh3nbkBtq84JGOKWyu/6/qw93Zf1t/mjpqKx9K1iXV9WvvsvktpdvHCsUoB3SSsu9uc42hHjxx1LelXNJ/tL+yoP7d+y/b8Hzvse7ys5ONu7npjrTs1uK99i5RXN+ONQksdJtI0kuY0vL6K2la0DGbY2SVQryrNgLuGMbs5GMiv4Jm1BLrWbC/juY4ba4R7WK7uvtM0KOgPlvIScsCC33mwHADHHCWt/67f5jen9f12OsormvGs8sdpp0MMk7faL1Y3tLWd4Z7tdjkpHIpBUggNksowhBYAmuUi1a4ksdM0uWTWJY7i+u1eyt55fti+X80ds87MrKQG3Fy+CFADspBZX/AK+7/MHpb+u/+X9anqFFeZQ32qy6LYafqBvbqSPU7m3azs790uriJASoE4KZMeQGLMgYryxJAbrfA9zJdeE7d5rqS5kWSZD5rOZIsSMBE5cBiyDCksMkrnnOaa1VwOgooooArTafbXF/bXssW64tQ4hfcRtDgBuM4OcDrVK58M6Zc6sdSK3UF0xUyNa3s0Cylful1jdVc44+YHgAdOK1qKAMmfwzpt1qq6hdC7mlWRZVikvp2gDrjawhL+XkEAj5eCM9ealn0Gwn1lNUZbiO7UKpaC6liWQKSVDorBXxk/eB61o0UAFYdv4N0O11KK+itpvOhne4hD3czRwyPu3FIyxVM72yFAHPsK3KKAMu28OadZ6q+oWi3MEsjs7RR3kywFm+83khvLyepO3JPPXmks/DWmaffSXVnHcRGQsWgW7l+z5Y5YiHd5YJJJJC9ST1JrVooAw9O8HaHpV0lxZWkiyxwtbxtJcyyeXE2MxqGY7U+UYUYA7AZNaKaXZJoy6SLdTYrB9m8hiWBj27dpzyeOOat0UdLB1uYuneEtG0u4ee2t5ZJpIDbvJdXUtyxiJB2ZkZvl46dBk+py2LQ/7AsZj4ZgaadlVY7e/1O4MCKD0UN5gQAdAqjoBwOm5RQ9QMrw3ocfh3w7a6XEVbyVO9kXarOSSxAycDJOBk4GBVnSdJstD0qDTdLh8i0twRHHvZtoJJ6sSTyT3q5RTAq6nplnrGnyWWowCaCTBK5KkEHIZWGCrAgEMCCCAQar2vh/TbTSrjToYHNvdBvtBlmeSSbcNpLyMS7HGBknIAAHAFaVFLpYDIk8K6RJotlpX2aSO1sAotPJuJI5INq7RtkVg4O0kZ3cgkHrTH8IaK+mR2JtZBHHMbhJVuZVnEp6yecG8zcQSC27JBweOK2qKNwMabwlo01haWn2aWFLNmeCS3upYZUZs7z5qMHJbJLEsdxOTk1f07TbTSbFLPT4RFCmSBuLEknJZmOSzEkksSSSSSatUUAFFFFAH/2Q==)" ], "metadata": { "id": "KB3tA613US2u" } }, { "cell_type": "markdown", "source": [ "## Q11 Explore to improve the model performance using transfer learning from pretrained model\n", "\n", "* Use pretrained models from Keras Applications [vgg16 ](https://keras.io/api/applications/vgg/#vgg16-function)\n", "\n", " * Does the model performance improve after the above explorations?\n", " * How would you further improve the model performance?" ], "metadata": { "id": "MIe25d5jQfcl" } }, { "cell_type": "code", "source": [ "from keras.applications import ____\n", "\n", "conv_base = ____.____(include_top=False, input_shape = input_shape)\n", "# freeze the weights\n", "for layer in conv_base.layers:\n", " layer.trainable = False\n", "\n", "model4 = Sequential([\n", " conv_base,\n", " Flatten(name='flatten'),\n", " Dropout(0.2),\n", " Dense(256, activation='relu',name='dense_1'),\n", " Dropout(0.2),\n", " Dense(10,activation='softmax',name='dense_2')\n", " ])\n", "model4.compile(optimizer='adam',\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = ['accuracy'])" ], "metadata": { "id": "InixQaeS4uAH" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "history = model4.fit(X_train, y_train, epochs=15, validation_data=(X_val, y_val))" ], "metadata": { "id": "2hwwuOMg4tlH" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โ“โ“โ“ Are your printed output similar to the following screenshot? It takes a really long time to train ...\n", "\n", "\n", "![Capture12.JPG](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/4RDsRXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQzuocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEppbmd5YW4gWVUAAAAFkAMAAgAAABQAABCkkAQAAgAAABQAABC4kpEAAgAAAAMzNwAAkpIAAgAAAAMzNwAA6hwABwAACAwAAAiYAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAyMzoxMDoyNCAwOToxMTowNAAyMDIzOjEwOjI0IDA5OjExOjA0AAAASgBpAG4AZwB5AGEAbgAgAFkAVQAAAP/hCx1odHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvADw/eHBhY2tldCBiZWdpbj0n77u/JyBpZD0nVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkJz8+DQo8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIj48cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPjxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSJ1dWlkOmZhZjViZGQ1LWJhM2QtMTFkYS1hZDMxLWQzM2Q3NTE4MmYxYiIgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIi8+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczp4bXA9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC8iPjx4bXA6Q3JlYXRlRGF0ZT4yMDIzLTEwLTI0VDA5OjExOjA0LjM3MDwveG1wOkNyZWF0ZURhdGU+PC9yZGY6RGVzY3JpcHRpb24+PHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9InV1aWQ6ZmFmNWJkZDUtYmEzZC0xMWRhLWFkMzEtZDMzZDc1MTgyZjFiIiB4bWxuczpkYz0iaHR0cDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iPjxkYzpjcmVhdG9yPjxyZGY6U2VxIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+PHJkZjpsaT5KaW5neWFuIFlVPC9yZGY6bGk+PC9yZGY6U2VxPg0KCQkJPC9kYzpjcmVhdG9yPjwvcmRmOkRlc2NyaXB0aW9uPjwvcmRmOlJERj48L3g6eG1wbWV0YT4NCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAogICAgICAgICAgICAgICAgICAgICAgICAgICAgPD94cGFja2V0IGVuZD0ndyc/Pv/bAEMABwUFBgUEBwYFBggHBwgKEQsKCQkKFQ8QDBEYFRoZGBUYFxseJyEbHSUdFxgiLiIlKCkrLCsaIC8zLyoyJyorKv/bAEMBBwgICgkKFAsLFCocGBwqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKv/AABEIAacEJAMBIgACEQEDEQH/xAAfAAABBQEBAQEBAQAAAAAAAAAAAQIDBAUGBwgJCgv/xAC1EAACAQMDAgQDBQUEBAAAAX0BAgMABBEFEiExQQYTUWEHInEUMoGRoQgjQrHBFVLR8CQzYnKCCQoWFxgZGiUmJygpKjQ1Njc4OTpDREVGR0hJSlNUVVZXWFlaY2RlZmdoaWpzdHV2d3h5eoOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4eLj5OXm5+jp6vHy8/T19vf4+fr/xAAfAQADAQEBAQEBAQEBAAAAAAAAAQIDBAUGBwgJCgv/xAC1EQACAQIEBAMEBwUEBAABAncAAQIDEQQFITEGEkFRB2FxEyIygQgUQpGhscEJIzNS8BVictEKFiQ04SXxFxgZGiYnKCkqNTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqCg4SFhoeIiYqSk5SVlpeYmZqio6Slpqeoqaqys7S1tre4ubrCw8TFxsfIycrS09TV1tfY2dri4+Tl5ufo6ery8/T19vf4+fr/2gAMAwEAAhEDEQA/APpGiqf2a6/tXz/tH+j7ceV7/T+tQx2V+trco95ukkOY2yfl/wAPw6UAaVFQ2kcsNpGlxJ5kij5m9amoAzdW16x0Rrdb43Je4LCKO2tJbh22jJ+WNWOAO+KuWlzHeWkdxCsqpIu5RNC8Tj6o4DA+xArlvGizJq2iXMdxqtpFE04kudLsTdSJlAACvlSYB9dv41meIH0qfW/DR12DUNWtGsLvMc2myySTNugwZbdIx9cMgUHacAgUlq3/AF0uO2p6FRXmcekpb2+lp4z0O51HTI7GRLe1+xNei2kMpKq0aByGEWxQ/IXawyM8yLpnkx6MPHOk3Op2EWmhI7drN9QEFxuOfMRA5L+XtUOQQNr/ADfNy/6/P/L8Rf1+X+f4HeJqcMmuT6WFk8+G3juGYgbSrs6gA5znMZ7elXK4PXvDNprWt6tLc6S1zbroMSWavCwRZN05GxegkUFccbl3cYyc9lpZmOkWZud3nGBPM3jDbtozn3zT/r8/8gej0/rRf5kN1rum2WrWmmXN2q3t4cQwAFmPDHJwPlBCNgnAO0gdKl1LUYtMtVmmSSTfKkKRxLlnZ2CgDp65J7AE9q5fxbewWviTQilhqErW9/8AabqS00u4mUJ9nlQEvGhBOSoxkkccYrTYjWPGkaAbrbRo/MbI4NzKpCj6rGScf9NVpLUb0+40TrmmjXU0b7Up1B42kECgkhV25yQMA/MpwSCQcioP+El0/wDtl9LQXslzHIInMenzvEjFQwBlCFBwwPLcZ5rA1S+gg+JWkGKw1Hy7eG6juJodKuGiEkphKnese052nLAkDHJFLdG7tvFr/wDCP3WrvPcXsT3lnPp+LLy9qpI4maJTkIoICyH5gOCMiiOtr9f8xPRM7SiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAhvL210+1a5v7mG1t0xulmkCKuTgZJ4GSQPxqhq11oelXVrquuXtpYyRq8EE91ciJfn2llG4gEnywfXj61gfFKbRrfwddy6tcWkNyIJFshczKpLkAHYCeWxxkcgEjoTl/ijxnoGnaXY3MN3pdzc6kslvYXEtxGIdpx5jNKTgRjALAHJIAAJxSbsroa3sdDqev6PoqxNrGrWOnrNnyjdXKRCTGM7dxGeo6etTy6jZw6W+pSXMf2JITOZw2U8vGdwI6jHPFcNM+naFpPhyfS/GOiWwstOktLaS9UTLep+6yYwkqEkGID5d33sYrXuL251+DQdOurV7Ke+Rb6/tiTmKKPaxjJwOshRSDjI3cdaprou/+f6aiurJnRSahaQJbtcXMcH2p1jgEzeWZHIyFAbBLYB468VHdazpdjfW9le6lZ213cnEEE06pJLzj5VJy3PpXI/EDUNA07VNFm1C/sLbUBqFsx+0XCq6wBySwDHhcjkjg4GegxF438ReHp518OvqOmWk2qQRy3V9cTxxrFbBsqwZiN7k52AZxksePvJa6+dvwT/r0E7p28r/n/XzOu1DxJoek3iWmqazp9lcyAMkNzdJG7AnAIViCeRitKuH8Say2i69Ne6RrWkzXs9rCF0SWMvc3YVnKiIrICu7eRny2AxnoDXcDJAyMH0o6D6mdJr1jFrqaOTcPetGshWO0ldEVtwBaRVKJnY2NxHStGuesv+Sjax/2DLL/ANGXFU7nUPGC+JTDb6fu0vz1XzfsMJ/d5GTvN6G6Z58rP+yehOqQ5aN/L8jraK5Iah4x/wCEm8k6f/xK/tO3zfsMP+q3dd/23d07+Vn/AGe1EWoeMD4m8mXT8aX9oK+b9hhH7vPB3/bS3Tv5Wf8AZ7ULWwnpc62iuS0zUPGEviBYtR0/y9O3uGk+wwp8uDt+cXrt6f8ALM/Qdk0TUPGM+sLHrOn+TZYbc/2GGPnBx8y30h64/gP4daOgHXUVyGjaj4ym1Ipq+n+Va7HO77BDH82Pl5W+kPX/AGfxHWl0TUPGU93Kus6f5MIgdoz9ghjzJ/CMrfSE/TAH+0KAOuorjtL1HxpK13/aeneWFtnaD/QIU3SjG0cX7578HaD/AHlp2m6j4zltr86jp3lypAWth9ghTfJnpgXz7voSg/2qAOvorkdO1DxlJp+oPqGn+Xcxxg2i/YIU3tnkYF84bjsWj+pptlqPjN9J1CS807ZeRhPsqfYIV3kt83yi+YNx6umP9rpQB2FFcjaah4yfQ7+W60/bfoU+yx/YIV3gn5vlF8wbj1kTH+10pkOo+NW0O5lm07F+sqCGP7BCNyHO47ft5B7cmRcejdgDsaK48aj4z/4R1pjp3/Ey+0hRF9gh/wBVt67Pt23r38zP+z3pzah4y/4RtZhp/wDxM/tO0xfYIf8AVbeuz7dt69/Nz/s96AOuorkJNR8Zjw9DLHp2dRM7LJH9ghOI8cHZ9uCjnv5hP+yOtLcah4yXw/aSwafu1FpHE8f2CE7V/hOw3wUfUSN9BQB11Fcddaj40TR7GS207deuZPtKfYIW2YPy/Kb9QuR6O+f9npTr/UfGcenae9jp2+5kjY3S/YIW2NngYN8gXjsGf6jpQB19FcjqeoeMorTT203T/Mmkg3XQ+wQvsk9MG+QL9AXH+1TdU1HxnEll/ZmneYz2ytcf6BC+2XnI5vk29uBvH+0ewB2FFcfq2o+NIZoBpeneajW6NKfsEL4kI+YZa/jx9AGA/vNTtc1DxjBqITRdP8628tSW+wwyfNj5hlr6I/ht/E0AddRXI6vqHjKHWmj0rT/Nsfkw/wBghfsN3zNfRnrn+D8+pXVtQ8Yw688Wl6f5unhl2yfYYXyMDd8zXsZ65/5Zj6HqRagdbRXJ3uoeME8SGGz0/fpnnKBL9hhb5OMneb1W9efKz/snug1Dxj/wk3knT/8AiV/advm/YYf9Vu67/tu7p38rP+z2oWtgelzraK5KLUPGB8TeTLp+NL+0FfN+wwj93ng7/tpbp38rP+z2pbHUPGEniRYb3T9mmeawMv2GFfk52neL1m9OfK/Adha2B6XNy31yxudam0qM3C3kKGRkltZY1ZQQCVdlCuMkfdJrQrAk/wCSkW//AGCZf/R0db9C+FP1/Nr9Bfaa/rZMKKz9Pm1iS4mGqWNjbQj/AFT2168zPz/ErRIF49CatXggNjOLtxHb+W3muZCm1ccncCMcd88UdLj62Et760vBMbS6hnEEjRSmKQN5br95Wx0I7g8iq+ma7pOtCU6NqllqAhIEhtLhJdhPTO0nHQ1wOk6p4fn8MeN7HSpra/gV52Sx0uZC7wfZ41Hlhc4HG0EAjP5U3S9X1K6vNRn0a5tPEmorpcUVvdaXJEYoPnxsfJCmQbi/31DBOEj7n+Sf4X/r+kH+bX42/X+unpFvfWl3JPHaXUM727+XMsUgYxPjO1gOhwRwanrzLRTJYaf4rsYorrw4scceNR1OeDEchhQbpHSUncxO4sPXqDxXR+A9St77TryO1zIsE4VriPVpdSglJUH93PJ8xx0K4GDn1yRaiOpd1jRndgqqMlicAD1qO1ure9tY7mynjuLeVQ0csTh0cHoQRwRVTXJNKh0t5dfmtoLGNlZ3u5QkWc/LuJIB5xwe+K4XQdVs7n4I2IsfEOn2T29vDFNPJfCJEYEExPIp3RFh8uR8w3ZAzSvuVY9KqvZ31vqELS2cnmRrI8RYKQNyMVYDPXBBGRxxXIaZ4gz4DmfSFb7S1w1laSG/e/jmmZsK8c7/ADSRgtkk4xsYYGKn8VW8Gi+EdPsotZtdMgt5Y4z9t1J7IXSqpyn2hTvRj97K5J24PBNN6CWp1k1xDbqrXEqRKzqil2CgsxwBz3JIAHepK851cWOt/DzSdUn/ALQtLa1u4DI39qTkLELhQ8plDgyJhSyytztww20eJNSt7ey0RNI1OKbw/KJy99P4hngjeQEbFa8XzH7yYUsASuM8bSbX9bBu/wCvM9GorzSfUool8MR+KPFUVtYz2d2Zbm01YxxXW14vKHnjYzEKfvLtJIbsWB7HwhLdzeE7F9QMzSlW2tOCJGj3ERs2QDuKbSc85PPNOwdvM2qKz9Tm1iLyv7GsbG7znzPtd69vt9MbYnz39PxrQHvSAz7rXLGy1e0025adLi8OID9mlMbHDHb5gXYGwrHBIOBWhXHeM/EGjabr3hyDUdWsbSWLUfOkjnuURkjNvOocgnhckDPTPFZXifU4l1TWxqGsXlhfwRxnQbe3vHh+0kxggpGG2zsZSVKsGGABgZ5Olyra28v1PRqK891fVksvGtq99qMN5Mfs0f8AZVrrMkFzbuTz/oqHbOp3BiWxhQeoAp+o6rDZfEhFl1KLUmknhhjsLXWZI7i0yoB3WanZKmT5jO2CFJ4IUU1q7E9L+Vzv6Kx5JbIeNoIm1K7W+NhIy2AZvIePzFzKRjG8HABznBPFbFLpcOpSXWtLfV20pNSs21FF3NZidTMoxnJTO7GCD071dJwMngV5HYvc3d9Z6Y97bwalY+IHnbTo0LXT/v2Z7iVm5WIwucbQByo3nOyvTrfWrC71q80m3n33tikb3EWxhsDglTkjBzg9CaFrG/8AWyf6g9Hb+u39f03XsfFnh3VLxbPTNf0u8uWztgt7yORzjk4UEmrNprWl6hdXNtYalZ3VxanFxFDOrvCckYcA5XkHr6Vi2wHiPxPe3gYi00tHsbWVD1nYfvnB/wBn5UB7ESCuf8KySXOraJBZ3GjXFpodrLBLdaXcGdXTYqgO20LGSVVjHlzxnIA5P6/r8PvB6f1/X9I7jTNd0nWhKdG1Sy1AQkCQ2lwkuwnpnaTjoasQ31pcXU9tb3UMtxbFRPEkgZ4twyNwHK5HIzXCw61cXniW/v8AQLnTvFFwumypbnTGVEtiJFKRSMZGVmfOc7l4jOF5NO8DrPZ+LtUs5dI1G2drK2ee4vHty0kheYs7eXK3LliRjgYI4GMta/1/Xb/hxN2O/opshcRsYlVnAO1WbaCewJwcfXBqnpkuqyxOdZs7O0kDfItpdtcBh6ktGmD7YNIZeorH8V6muj+Fr29dJWWNAD5UvlEbmC5L/wACjOWfqoBI6VwOna7enRteSyv8WMFxaFrq11KbURBA7bZ3jnkUMQFUnIyEIY54IAtQ7Hq1FcRfXumw+DZJPC2tyXNg17Gl9fxanJevbxFlEpEjM5TCdSCNoJbjrTrnVNG07R9MvdF13z9Jj1RRd3raq91GilGBDyu7YXcU4Jxkj1o/zS/L8NQ/r8/x0O1orzs6lca3D/xL9XvIYLjxL5KTxOQTB5OSq7v4Tg4I45DDsas+I2XwrokFjdajPNbXt+whmvdXls1t02F9kl3lpMZU7ccnIU8A5XS/p+Sf6h1sv61a/Q7uivL9O1qW58N6P/b+qzWOjteXsV1eLfSoR5cjCCNrkhHCkA/OSrMVUH7xB6DVdSh0K00nW9KvJ7/SVR7Vgl21wsvmD90+4sxdvMVUDZJ/eHnFN6B5HYUVzNzBHpXhTTYNf1q+hmFzbiS6gkbfNO0gPlkgE7GY7cdNvGQK6amBS1DWtL0mSCPVNSs7J7ltsC3M6xmU8cKGIyeR09RV2vNfF1x9n8Xataale22nWmo6VHHFPcRmSS5QGQSW9up+UyEup/iPK/I2cjqtL1SLRdG8OabrtwY9SvYI4ERkZjJKsQLgkAgdDyTSWqv/AF1/y/rqPR2/rp/X9aWr/wAV+HdKvDaapr2l2VyoBMNzeRxuAenysQavyX1pFdW9tLdQpPchjBE0gDShRlto6tgHJx0rD8TOuqX1l4ZQBxe5mvh/dtUI3A/77bU9wW9KxvEmp+HNK+IWhPcajp1rfG4c3RmuUWRU+zusYbJyq5bgcDLHHLHIgeh182taXb6pDplxqVnFfzjdFaPOqyyDnlUJyeh6Dsaik8SaHDqw0qXWdPTUSwUWbXSCYkjIGzOckH0riNfEq6rrGiabdaTc3ep3cN0F+0s97bsBHjMIX7q7AwkLKFBHBx82lNq8mk+MJ7fStY0rUnvb+I3Gjxxk3cIZEjZy6yHaqhQ53RgY4yMg0R1a8/8AgA+p29FFZ6zawdYMb2NiNN7XAvXMx4/55eVt68ff6c+1AGhRRXF6NLey6tDok93dSPoc8stxIZiXniIItw/OWBWQnnq0Jo6h0udpWfpOuWOtLcGwafNtL5UyXFtJA6NtDYKyKp6MDnGOa8/8K+JTqHjSyktrnEF5DcPcwtrMt26EbWXzYSojtnHPyIe7DBA43/CHiDRtT8U+JY9N1axvJJbuOWNLe5SQugtoVLAA8gMMZ6Z4prX7g7nYOwRGY5IUZOASfyHWqWk6zZ63bST6e0xWKUxSLPbyQOjgAkFJFVhwR271clljgheWd1jjjUs7ucKoHJJJ6CvPrDxJb3Wh+MW8Lala3uoLczTwJZypPJt8uMB1QE7uQccEEjHPSkt36X/FA+nrb8Geh0V55ZXtkZtSTwx4pkfTP7KdrjUbnUGu4rO4ziNt8jHa2C5ZMgDapwM8mi6rFc+DddhtNVgsXgQA6v8A23LqForsvG2eUgqRxlRjbuUgkmh6K/8AXYOtj0OiuT8DalbX2l30duWZLebDXMWrS6lDKSgP7ueT5jjoVwMHPXOTr+F5bObwvYSabqF1qVo0QMV3dsWlmH95iQDn6gUxF+8vbXTrOS71C5htbaIZkmnkCIg9Sx4FFne2uo2cd3p9zDdW0ozHNBIHRx6hhwa5fx/PPZx6Jep9nS3t9RDTz3ZbybcGN1WWQDqquVPJUZxll+8K/hG7h0XQPEGsahqK3GmfbZLwXqQ4jkTy0MkkaoD8m8SYxuJ65YnJStrfp/wP8/66N9P6/r+vn2N1dW9jayXN7PFb28SlpJZXCIg9STwBVCbxNoNvpkOpXGt6dFY3DbYbp7uNYpDzwrk4J4PQ9jWB4wuoLuLw9fPqi6do7zmeS/aNMRkxEwsTKCqcngsDhtoxkjC2viOSHwl9pv8AxJplmz3UkVnqeqRqsd3EGO19oeMMSvdSAcbgMGlrquwaaM6S91vStNsI77UdTs7S0lIEdxPcIkb5GRhicHI5qa4v7O1sGvrq7ghtFTe1xJIFjC+pY8Y9688trhdF0bw5qwuNLga3guLSKDVr42q3IZxieIhGO5ggIUJ92TAI70tTsdZg8EQWV7ot5dada2Nzc/6N5MSCRjIYg8ckquqxoQwTDHO3unJJ8qb/AK/r/hhxV2l/X9f8OerqyugZGDKwyCDkEUtUNCnkuNAspZrWW1doVzDMULLxjnYzDnrwe9Jqc2sReV/Y1jY3ec+Z9rvXt9vpjbE+e/p+NXJWlYiL5opmhRQPeuO8RXN9Ya1cWVtczj+3bZYbMiQ/6POG2OyZPB8txJgf88mNT1sV5nY1QbW7JNcj0hzOt3KheMNbSCNwBk4k27CR6bs153428RnT9XuLayuHhvNMWDyvP1qaGSXOGLJaorC4THDM/wDtcgLmuj17xFotp490O1utYsIbiLz1khkukV0LouwEE5Gc8etHS6DyOwoory7XvEzDxsqWU5hubfVba0eGTWJRI0bPGrH7EqmMxkSHEjEHJBznaKFrJR7h0ueo0VxWmXunz+Lbtdf1qS31lL147PTW1GSBTCP9WVgDKsoYfMWKtySM/LgJ4cvdPutfl/tnW5F8RrdzoNMfUZIgkYZggW23BXXywG3FTnO7PTAtUgelztqK880vxIJ73w5pf9qSS6guq3aXsAkZnRAlwVWX+70UqrYztyM7eL/hDSr2fT9N1ufXNQuJ90xnimmZ45YiXCxhMhQVO078FjggnB4AO0oryvw74luL/wAVW8ulS7/tlrcvJbPrMt2wcAMgmhKiO2fP8CHuwwQONrwyuma1ok9vD4lu5tfurErfL/aknnWsrD5yIN2ISrnAwi4xijp/Xn/kHWx3VFcp4Uv73Xr5tRu5JYlsrYWEtuGIQ3QOZ2x0baQqqf8Af9a1PDktnLa3h0/UbrUEW+nWR7piTFIHO6NcgfKp4A6Y7mmLoazusaM7sFVRksTgAetVNN1fTdatmuNH1C11CFX2NLazrKobAOCVJGcEce9ZHxAS4k8DagLS3+1MvlvJb/N+9iEimRDtBOCgYHAJwehrJ8Iz/bPFWraxHq1tqlrNZQLLcWMYFsrqz4RCCxZlUjcSxPzD7owom5T2udfqGp2GkWhutVvraxtwQpmuZljQE9BliBVa38S6Fd6dPqFrrWnT2VucTXMd2jRxf7zA4HUdaji8U6RceFD4kt7rzNL8lplm2Mu5RkcKwBzkYAxkmuV1aGTS/BcGoaoVstRvtThvLi5dgIrORmG0ykggoihU7ZwPmUncHqnZ+X4v/hxbq6/r+tDuLDUrHVLMXmmXtveWzEgT28qyIcdfmBI4qI65pK6R/aranZjTsZ+2G4Tyeu37+dvXjr1rz+yn1DU9H1OOwspdZiv9WP2+/wBJmhWO6hESAmHzHQAEKsRAZiuH+ZiM1Si1C6tvDWh3hsRpdpaa3dq82ospt7fc04SVxE5+VWbbglRux8wGGo/4H4/8OLr956raXdtf2kd1Y3EVzbyrujmhcOjj1BHBFTVynw/hePTNSlF19strnUZZ7e4EYRJlZV3OgHGwybypGcjBy2dx6umCCiiikMKKKKACiiigAorkPGjTPq2iW0dvqt3FK05kttLvjayPhAQS3mx5A9N34VLPfavbXmi6NosUdmbu0nlkbVme6lt/LMeAdsh8w/OQf3nvuOMMlrp/XcdjqqjFvCty1wIYxO6BGlCjcygkhSeuAWJx7n1rkLDxJrevfZLTSzp9leC1ee6muYHmjLLK0W1EDocFkY5LHAwMHOQ+x8S6v4hNjb6OLKwneyF3dTXML3Ea5coERVePdllY7iRgAcHdw/T+t/8AJi/r8v8ANHYUVwmsT63Z+MdVuNIk08SW+hQTTNdROyyFZLghFVWG3dz8xY7cD5Wzx2tlci8sLe5C7RNEsgUnpkZx+tH9fn/kD0dv62T/AFJqK5DxnEy3FqdN1C/XXLiSNLC2hunWMBWBkZ4gQrIFzuLhuoA5IB0dd/4mWr6doYAaJ2+2XY5/1UZBVf8AgUm3juFYULUNiy+hf8VMdah1G8gd4UhmtkERimVC5XduQsMGRvusO1atcrdm9t/iXpKvqE7291aXbfZgdsShfJ2/KPvH5mO45PJxgcVUuP8AiXeMJ7zW7TXBbTX0SWl5FqTfZE3IiIjQLNnmTI5jIywJOOaI62X9bjfVna0UUUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDLg0PyvEcusS6hd3EjwmCOCURiOFCwYhdqBjyo+8zVqUUUdLB1uFFFFABRRRQAUUUUAFFFFAEclvDNJFJNDHI8Lb4mZQTG2CuQexwSMjsTUlFFABRRRQBTm0yGfWrXU3aQTWsMsKKCNpEhQnPGc/uxjn1q5RRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABWdqGjJqd/azXV3cG3tnWQWQ2CKSRTlXb5dxKnBA3YyAccVo0UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFQ3cElzaSQw3Uto7jCzwhC6e4Dqy/mDU1FAGPY6Lf2l4k1x4n1W+jXObe4itQj8Y5KQK3HXgjpWxRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGFL4f1KSZ3TxfrMSsxIjSGy2qPQZtycD3JNbgGFAJJ46nvS0UAFFFFABRRRQAVDdwSXNpJDDdS2juMLPCELp7gOrL+YNTUUAU9K0yDSNOSztS7KpZmkkbc8jsSzOx7sWJJ+tXKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDN1bQbHW2t2vhcq9uWMUltdy27ruGD80bKcEds1l6l4Pi1DVdJZp7sWVhbTxNs1G4SdmcxlcyKwdhhGzub069neOrzVtO8L3d7o11FaG2iaV5TGHc4xhVB+UZ7k54GAMnctrxKJ00trtdek0W2to2kmmhhjdmOBt5kVhjrwFySRgjoU7JXGr3FuvCWi3dvawm1e2W0iMMBsriS2ZIzjKbomUlTgHaTjIBxxTrvwtpF5HaobeS2+xx+TbvY3Elq8cfHyBomU7eB8uccDjiucv9W1o2Xh6bU7nVtIFxYPLfnStN+0sk+ItqsDDKUHMnYdOvFbOraiX8N2cOk37XM+q7La1vI3XcwYZaYFRtyEDPwMZA6VTT/H8RdjTbRrF5Z5XhZpLi1W0lZpGJeJd2FJz/ttz1561bghjtreOCFdscSBEXOcADAFc34kutV0y60b7DdpDZPf29tIpXzJJgxIYMzZwMAcj5ie4xgt8Y3Gp6bbjUNO1iSGXfHFaaakEbLeSlvuMSpc5H9wrtAJJIHCWuvnb+vvF/lf+vuL1/wCENJ1HWH1WcX0d68SwtLa6lcW+UUkhcRyKMZJPTvV620uG11O7v1aR57pY0YuQdiIDtVeOmWZucnLHnoBzev6pNZ+J2W/1rV9I01LeFkktdPWS3LF3DmWZoHCAAJkllABz712IOelC2G9zFuvCWlXmuR6vP9vN7Ecxump3KKnTICLIFAO1cgDBxyDUz+HNOk1YajOtzPOriREmvJpIY3HRliZjGpHYhQRz61mxwfa/iTema4vNlnYWskMKXcqRBnecMWjVgrZCr94HoK0JPEtjFqX2FoNUM3mCPcuk3TRZP/TQR7Me+ce9C0sD3dzWorJHiWxOp/YPI1TzvM8rd/ZN15Wc4z5vl7Nv+1nHvQviWxfU/sAg1TzvM8vcdJuhFnOM+aY9mP8Aazj3o3DY1qKybbxLY3eoCyig1RZSxXdLpN1HHkf9NGjCY465we1JZeJrHULwW0EGqJIQSDPpN1CnAz994wv680Aa9FZFl4nsL+58iCDVFfaWzPpF1CuAMn5njAz7Zye1Fl4msdQmeOCDVEZEMhM+k3UIwPQvGAT7Dk9hQBr0Vj2viiwvDKIbfVV8qIyt52j3cWQOoXdGNzeijJPYUW3iewu453it9VUW8fmOJdIuoyR/showXP8Asrk+1AGxRWRbeJrG6t7iaKDVFS3UM4l0m6jYg/3VaMFz7KCaSHxPYT2lxcpb6qEtwpcSaRdI5ycDajRhn99oOOpxQBsUVkQ+JrGexnu0g1QR25UOr6TdJIcnA2oYwz++0HHfFIniiwksZbtbfVRHEwRlbR7sSEnphDHuYepAIHegDYorHHiewOnG9+z6r5Ql8rb/AGRdeZnGc+X5e/b/ALWMds5pT4msRpovvI1TyTJ5W3+ybrzc4zny/L34/wBrGPegDXorHbxPYLp6Xpt9V8p5DGFGkXRkBAzzH5e8D/aIx70sniaxi0+K9aDVDFMxVVXSbppAR/ejEe9R7kAHtQBr0Vjy+KLCGzguXt9VMc+7YE0e7ZxtODuQRlk9twGe2aLjxPYW1vbzyW+qlLhSyCPSLqRgAcfMqxkofZgCaANiisi68TWNpDbySwaoy3CeYgi0m6kIH+0FjJQ+zYPtSXXiews1gMtvqrefEJU8nSLqXAPZtsZ2t/stgjuKANiise78UWFk8azW+qsZI1kHk6PdygA9ASkZAPqp5HcUt94msdPuBBPBqjuVDZt9Juplwf8AaSMjPtnI70Aa9FZF54msbG9NrNBqjSDHzQ6TdSpyMj50jK9/XjvS3fiWxsr82c0GqNKpALQ6TdSx8/8ATRIyp6+vHegDWorJn8S2NvqRsZINUMwcJuj0m6ePJ/6aLGUxz1zgUDxLYnU/sHkap53meVu/sm68rOcZ83y9m3/azj3o3A1qKyV8S2L6n9gEGqed5nl7jpN0Is5xnzTHsx/tZx70QeJbG41IWMcGqCUuU3SaTdJHkf8ATRowmOOucHtQBrUVzcUH2T4jFYri7Md1p0k0kMt3JJGHEqAFUZiqcE/dArpKOif9b2/QXVrt/lcKKz9P1/R9WuJrfS9Vsb2aD/Wx21ykjR84+YKSRzxzV2YSNC4gdUkKkI7LuCnsSMjP0yKOlx9R9FcJLr+p6CniYnUm1m30qzSRbm8SOPyrkhi0TGNVBUL5bHjIDcnkYXQtV1G91ybR/wC2dSurW5sTPb6rLZwwsJEdVfyh5YVoyHQhmQg84Zuxvt/X9WB6b/1/VzuqK4ux1PUdLj8RalNqd9rmn6avlQxyxQh3mQEy7TDGvyglV6Ego9b3hzWH1zS/tjtpjqZCqPpl+buJgMfx7E5znjH40Aa1FVtQt7m6smhs71rGRiP36Rq7IM87QwK5xwCQQPQ1yth4ou7HwbqGq3Uh1WC2u2itbyQCIXEO5VE0jIuAiktl1TG1NwB7gHZ0Vi2viFD4Tk1y9ayaGOJ5S2nXf2qJ1XP3JNq7icYxjrxWdd6zeeFPCVpd6kI5ry6nHnveXRit7Z5Msd8u1tka/cB29do4zmjZhvsdXRXJeINd12Hw/pN9o0GmSNd3NusrpfloyryIAEfyTvVgcbsKQDkA07XPGMvh630+HVY9ItNRvfMbZdar5NsipjJ85owSTuXChM8nsCaOnzsG7sdXRXJQeNp9Th0f+wtLivJdUgnlBkvAkURhZFbLqrblJYgMoOfl4wSV3dC1Vdb0WC/WIwtJuV4i27Y6sVZc98MCM96dmBoUVn6nr+j6J5X9s6rY6f52fL+13KRb8dcbiM4yPzrQBz0pAFFc34iiMPiXw5dw3F1G8t8beSNLqRYpI/ImbDRBthOQDkjPA5puq+Kb20utS/szSY7210hVa+ke68lxlBIViXYQ5CEHlkHIGeuDpcdneyOmormZfFx/4SyDRreOwRZY45Fa9vjBLMrAkmGPy283AHPzDB4OOtObxU58bHQEisIim3/j7vjFcTApuLQw+WfMUcgncOVYduQR0lFU2ub0a2lsthusWt2ka985flkDACPZ1OQSd3QYx3q5QAUV5tb+MdQn1S1vre9ubqGXVDZ3NjHbIbW1iMphXM20N52djFQ7H5j8oXDD0hmCqWPQDJo+zzB1sLRXC+GfEt7quo2d3qb6ta2+rxsbGN7e3W0Py7wqkbpt4QMcvhWwxAxtFXbGPVofGRs4fEV9qVvaWplu4ryO2Vd78RKGjhUg/K7Hk4AXjmj1A62iuR0vVNbB8Vx3d1b3V1pzr9mDIIoUJtkk2k9du5jyxJx3qv4M1u71HWpYW1W8vrf7DHNImowwRSxyMx/1YjVd8ZGfn+ZCQNrt81C1dgeiv/X9anbUU2SRIo2kldURAWZmOAoHUk1T0zW9K1uJ5dG1Oz1CONtrvaXCyhT6EqTg0AXqKr6hdiw064um8vEMZcmWURoAB1ZzwqjqT2HrXKWHxDgu9Mv5RFZ3V1azw28cel34uoZ3mIEYEu1cHdkNlflAzzQGx2dFYN3rmo6VopudW022F9LcJb2trZ3jSrM7kBAXaNNvJOflOAM8nipG1jUbOOwXV9PtYZ7y9FsEtbtplRSjMG3NGhJ+UjGPxo/r+vvA2qK5i98Xy2yuLfSpLqUasNMSOOYAsSgYPkjAHPI7AE89KW48UXtjoM13qtjY6bdQ3X2dhfaj5NqeMhxO0eSpBwMJndkY4JCvdX/rp/mg62/rr/kzpqK5Ky8cNqul6c+j2MF1qGoSTxxw/bB5AELFZJPOCnKZxtIQk7l4HONVtauLPUNPtdWtIbf7XBKzSxXBkjjlQBvLBKqTldzZwPuHim9NwNiisW31nUbzw9ZalaaMzy3UkZNs1wEMcLN/rCWA5CHcVxntW1QAUVwnijxDqA8QXum6XqNza3NnaRy29rZ2yTvdSvu/1odSEiXYoLbkGXOWHFdbomoHVtAsNRKeWbu2jnKf3dyg4/Whaq/9f1oHWxeorlPGEWqQokmkeI7+yvLyVLaztY4rZ4vMPVjviLkBQzkbuinGKoav4mvY9evfn1aDStGkjS7nsLe3ZclEdnlMuWKBWHES7hhiTytC1HY7qiuT8SxapFqFmNK8S6hb3OoXSRwWgitmhRAN0jfNCXwEVj977xAyMiojqksXjO4h1TW9XsYftiRWlv8A2eos5lMaEKZ2gPLOWGPMBJwBziha6f10/wAxeZ2NFFZ66/o76wdJTVrFtSXrZC5QzDjP3M7unPTpQBoUUVz9h4mlvo9MVbDZdXVxNBcwGbP2XytwkbOPmG4KBwM7waAOgorlNL8bxah4s/sR/wCzGd1lKfYtTW4miMZGVmjCjyzgnozDIIz0zP4ViNrqviKyW4upoLa+RYRdXUk7IDbxMQGkZjjcxOM96FqM6SikdQ6MpyAwwcEg/mOlclo+oR+H9D8RT3Mt5c22m30uxZrh7iXYI0IQNIxJ5Jxk96Or9L/l/mJ6W9bfn/kddRXMjxRqVm93DreiLFcxWL30EVhdG589U4ZOUQhwSvGCDu4JwaSx8XPc+EL7XTFp94lqjOqaRfm8V8LnBby1KtzyMEgc+1HS4dbHT0VkeHdZk1vSTek6ZIC5VG0y/wDtcTAAfx7Ewc5GMcetXNLuLy70u3n1Kx+wXciZltfOEvlH03jg/UUAW6K5vxlrbaTBp0CX39n/ANoXfkNdKgkkQBGfEaFWDSMVCqNrctwCcCk8E6ve6pY6hDqX2hpbG8aFJbqFYpZYyiyIzouArbZBkYU8cqpyALW/9f1uD0OlornfGF1e2trpxsrnUbWGS82XU2m2X2qVI/KkIwnlycbwgztPXtWfqOqSt4e0ibTNc1ie2kuWS6v7TT1nuQoSTholgYIQ4VSPLBBGDg5o6DsdlRXF6jqsr6No02na7rMtnK8guL+x05bi4bAOA8awMEIYbSPLUgjBwc1Y1W7dvCEerWHiyeC1gti4u0t4Xe6k4CBgYyOW+XYiqxY4GDxQ9L+Qlq0jrKKq6XNdXGkWc2owiC7kgRp4h0RyoLL+BzUOp6/o+ieV/bOq2On+dny/tdykW/HXG4jOMj86bVnYSd1c0KKAc9KwtQ8S/wBnXGrQzWZL2Nol1bgSf8fQbcAo44O9dvf7ynvSGbtFcl4i8cJ4bu4Ir0aWm5EaaGbVVjuSGOCYoth8wDnqVzg4q3qEJg8eaPNFcXS/ao50li+1SGJgqAr+63bAfcDNHmB0VFFcpq/jeHR/E1vpc50wpNPFAYzqai83SEBWFvt5XLDncDjJxxybtIOlzq6KwrLXL/VNWnTTdOt30y2uGtprua7KSM68PsjEbBgD8uSy8g8YAJNK1zUNZvWlstOtxo6zSQ/a5btlmcoSpZYhGQV3qQCXBwM46ZFqGxu0Vz9r4p+0w6PJ9j2/2nezWmPNz5flrKd3TnPldOPve3NfQ/FWpaxJZTP4fkt9Pu3kiW48/e6Mm75mQLgRttIDFgckDbyCTrYOlzqKK5Gy8e28/iSTS7ltLCrHNJus9TW4lh8rG4TRhR5ZwT0LDKkZ6Zt2eva3e6HPqyaFbi3a1a5sYft58+fjKK6+XtjLD0ZsE4pXVrjtrY6OisfT/EKarqkEFhD5trJYJetc78BfMP7tMY5JAc9eNo9au6dc3lzFM2oWH2J0ndI084SeZGDhZMjpuHO3qKqzWjJuW6KxfF2sPoPhe6v4pYYZFMcazTn93EZHVA7cj5V3bjyOBWV4S1m9uNf1DTbm5v760SCO4tLzULVIJHBLK42qqfICo2kopOWxuGDSWrsN6K519FYni2/udN8PPcWcpgbzYkeVdnmIjOFYxh/lZ8H5VIOTgAMcA8mvi27h0SQPrcnlT6wLCHULuGNbmFPK3vviVABKSrqisgPzJlTnBFr/AF6f5jsej0V5zH4n1gaPdwT3N/GLfU44PtsttCl69tIm9WWErtMmSBs8veV/g38UL4su10Oyjm1uREvdTmt01EwxNdiKNWYL5KoV84suzZ5e4A8qH4o3/r0/z/MT0/r1/wAj0aiuc8Fate6ppt5HqYnM9lePbiS4iWOSVNqujOq8KxV1yABz1CnIHR0AFFFFABRRRQAUUUUAZHiTw/8A8JJpbafJqd7Y28gKzC0EWZVPYmRGx+GDVPVfCB1iHTFutf1QSadKZklVbc+bJ/CzoYShK/w4UYPPXmo/F/iKbQ7rTIY9V0rSYrtpBJd6pGWjXaoIA/eR8nPr+FSv4pSzi0uAJJrt5qEDzQvpMSiKYJt3EF5NqDDggs+DjGckApaj6lq50S8ubO3g/wCEk1WHy1KyyxLbB7jP94+T8pHQFNv580tr4et7PUrKa3YJa6fZ/ZbS1AOIskbm3EnJ2qoHcfNyd3FQ+MraaC0bTNN1DUri5hac2tusayQorbWL+Y6qCGyuAxJIOAQCQ5/F9rLHZf2TY32qzXkH2hLe1VEeOPONz+a6KvPy4J3ZzgcHD/r8/wDg+mov6/r8PUk8QeGW1+e2dta1GxS2kSaOK1WDb5iklXPmRMc89M446VX1Dwe1/rttq48Qarb3dtbfZ4zGtsyqD95wrwsFZu5XGQAOnFVdS8WXOkeKLyGXT9QvLWHSobxre1ijLQfPL5jMxYA8Ko2hiTg7QeTXVwzJcQRzQtujkUOrDuCMg0Wtt/XT+v8AgA99f66/qZOqeHTrDGO91e/Ni8YjnsE8pYpx33MI/M57hXA7dM1sjjpXMeJ9evNE1C0Fvqelf6Q8ccWlTQt9puiXCt5biUYwGB/1bYwcnHTQ1y+uIprDT9PkMd3fTgBwgby4k+aRsHj7o2g88uvFHQCqsV9a/EC6uRplxPZXtlbwi7jki2RNG0xO4M4f+NcbVPWrcnhTw7NqX9ozaBpcl95gl+1NZxmXeOjb8Zzx1zVWbWtSi8cWOlSW0EdhdQXDq5YtKxj8vng4UfvDxyTgHjpVODxFc3Pja70ka9olt9nuFjTTZIS13MnlK5YHzh/ebnyzgL3oWrQ5dWaw8J+HRqf9ojQNLF95nnfavscfm7853b8Z3Z5znNC+E/Dqan/aKaBpa33meb9qFnGJd+c7t+M5z3zmtaijYW5k23hPw7ZagL+z0DS7e8DFhcxWcayAnqdwGcnJ/OksvCfhzTbwXenaBpdpcqCBNBZRo4yMH5gM8iteigDIsvCXhvTrn7Rp/h/S7SfaV82CyjRsEYIyBnBFFl4S8OaZM8uneH9LtJHQxs8FlHGWQ9VJA5B9K16KAMe18IeGrEymy8PaVbGaIwy+TZRp5iHqjYXlT3B4otvCPhuyjnjs/D+lW6XMflTrFZRqJU/usAvI9jWxRQBkW3hLw5Z29xb2nh/S4IbpQlxHFZRqsyjoGAGGHsaSHwj4btrS4tbfw9pUVvdBRPDHZRqkwU5XcoXDYPIz0rYooAyIfCXhy3sZ7KDw/pcVrclTPAllGI5dpyNygYOD0z0pE8IeGo7GWyj8PaUlrMweSBbGMRuw6ErtwSM8GtiigDHHhHw2NOOnjw9pQsjL5xtvsUflmTGN+3bjdjjPWlPhLw4dNGnHw/pZsRJ5otfsUflB8Y3bcYzjjPWteigDHbwj4bfT0sH8P6U1nHIZUtjZRmNXIwWC7cA470snhLw5Lp8VhL4f0t7OBi8Vu1lGY42PUquMAn1Fa9FAGPL4Q8NT2cFpP4e0qS2tt3kQvZRlItxy21SuBk8nHWi48I+G7u3t7e68P6VNDaqVgjkso2WIE5IUFcKCfStiigDIuvCXhy9ht4r3w/pdxHap5cCS2UbiJP7qgj5R7CkuvCPhu+WAXvh7SrkW8QhhE1lG/lRjoi5XhRnoOK2KKAMe78IeGr943vvD2lXLRxrEjTWUblEXooyvAHYUt94T8OancC41LQNLvJgoQSXFlHI20dBkjOBWvRQBkXnhLw5qF6by/wDD+l3V0cZnmso3c4GB8xGeAAPwpbvwn4dv78319oGl3N2xBNxNZxvISOAdxGeMD8q1qKAMmfwp4dudSOo3OgaXNelxIbmSzjaTcOjbiM5GBz7UDwn4dGp/2iNA0sX3med9q+xx+bvzndvxndnnOc1rUUbAZK+E/Dqan/aKaBpa33meb9qFnGJd+c7t+M5z3zmiDwp4dtdSGoW2gaXDehy4uY7ONZAx6ncBnJyefetaigDn4Yr648fNdyabcW9nb2L263ErxFZmMiMNoVy2MKfvBa6Ciijol2/zuHVvv/wwVFcwm4tJoVmkgaRCgliIDx5GNy5BGR1GQaloo3DY5rSvBNtpuiz6Pcanf6lpk8Dwva3awAEP95i0caOWOTlixJJJ681b0vw2umvJNJqmoX92YBbx3V20ZeGMchV2oqnnklgSSBknAraoo3AzLXRI9P8AD0ek6bd3NoI02rcpseXOclzvUqWJySSpySaTRtCj0d7uY3dxfXd7Ir3FzciMO5VQqjEaqowBjhc+ua1KKOtwMzxDoieI9CuNLmvLqziuAFkktGVXK5yVyysMHoRjkEjvUNvoN1a6O1hF4g1EHK+VcCG1V4VAA2KohCbeO6k+hrZooA56PwjFDZJai9mmWS/F9eyTqpe7ccgHYFVRlY+i4IXGMkmtTU7G4v4EjtdUu9MZW3GW1SFmYY6HzUcY78AHjrV2igPMw18J2MfhldFimuY0SX7QtyrL5om8zzfN+7tzv+bG3b2244ouPDTXMVm7a1qK6haB1TUkEAmZXPzIy+X5ZBwv8H8IPXmtyigDldU8O6nea9ozwavfwpaWlzHPqEYt/NZnaLaCrRledrHKoMbe3foNN0630nTYbGyVlhhXC7mLMeckknkkkkknqTVqijoAUUUUAYet+GpNa1C0uhrupWP2NxLDFarblVk2su/95ExJ2uRjOPbPNR6l4PttRurqX7ffW0V8qpf28DRiO8Cjb8+5Cy5X5SUKkj6CugooAw9S8MLqtyn2vVb42CyRSDTUWBYcxkMvPl+Z95Qfv+3Tilv/AA1/ampRz3+rX01pFPHcJp5WEQq6EMh3CMScMA33+vB44rboo8wKbadu1tNS+2XY2W7QfZRL+4bLBt5THLjGAc9CauUUUAc/b+DrO21Lz0vL02gumvU05nU28c7EkuPl3/eLNtLFQxyBwMaVvpf2fWbzUPt15L9rSNfsss26GHaCMouPlJzz64FXqKAMHTvCVrp15byLe3k9vZFjZWczJ5VoWBX5MKGOFYqN7NgHjFX9N0iHTFvDDLLJNeXDXE00pBdmOABwAMKoVQMdFHXk1fooA5i18ERRvqv27WtT1KLV4yl5DciBVkygjzmOJGBCqBwQPbNXNK8Mpp2oLfXWp32qXUcBtoZbzyh5UZILKojRByVXJIJ+Uc1t0UbBuFFFFAFDW9Ht9e0ebTrt5I45CrB4iNyMrBlYZBHDKDggj1BrLTwXamG/F5qWo3lxfGJnupZEWSN4iTG6bEVVKnBwFwccg5bPR0UAY0nh03WjvYalq1/fOZVmiu5PKjlgdSCpXy41XgjPKnPIORxTZ/Db3elx213reozXENwLiC+KwLNEwGBgLEEIwSPmQ/ePtjbooAwbLwlZ2UcY+13k7rfnUDJPIGZ5Smw5OPu4OcDGOgwABVnW9Bj1p7KUXtzY3NjMZYLi2EZZSUZCMSIykEMe2a1aKP6/r7g/r+vvOcj8F2tvp8EFnqOo29zb3E1xFfLIjTBpWLSA7lKsDu6Mp6A9QDUHiPRbvVrPT9EaO6u0WaOWbVpXiTYqk71wm0l3QsnyoFw5yex6qijqBT1HThqFtFCt1dWYimjlDWknls2xgdhOPunGCO4yKuUUUAYeq+FYNT1Jr6O/vrCWa3FtdfZJFUXMQJIVtytjG5sMm1huPPTFqfRIpJtMa3u7uzi01spb20uyOVdu0JIuPmUDkD1FaVFAblGbSYJ9ct9UmeR5bWJ44YiR5aFyNzgYzuwMZz0z6ms/UfCVtqV5cyte3sFvfBRfWcLIIrvA2/PlSwyoCnYy5AANb1FAFD+yIDrw1Z3kedbf7PEjEbIlLbmKjGcthckk/dGMc5rXPh77dqa3F/ql9c20cyzx6e3lLCjqQVOVQO2CM4ZyM9uBjYooAKKKKACsu10C0tNavdSjMhkvBho2I2RkgBivGQW2pnJP3R05zqUUAc1pHgm20i4sZI9U1GdNOieGzgmaIRwIwAIAVF3YwMFsnjrycvsNBuPD1xqGpR6nq+tS3WJJbSQWq+a4VUBUhIwCFQDlgPxroqKAMW21fUb+b7NL4d1fTFkVh9rlks2WI4ODhZnOfT5SM9eKrWXg2GC11O1v9W1DVLbU9xuIboQqCzAAsDFGjA4UDrgdcZ5ro6KAMK08MG1ee4k1rUrq+kg+zx3s/kmS3jznCARhOvJLKScDOcCls/DJslv5F1jUJNQvggk1B1g81QgwoCiIR8ZPVCeevAxuUUAZWj6DHpDXkpvLm9u75w9xdXHlh3KqFXiNVUYAxwufXNWtLsP7L0u3svtV1eeSm3z7uTzJZPdm7mrdFAGdrOiw61bwpLNPbTW8wnt7m3YCSGQAjcMgg8EgggggnIqGPw7FFoV5p0d9fJLfbzPfpKEuGdhgyBlACsABjCgDAwK16KAM250q4l0y2tLXWdQsmgCqbmLyZJZQFx8xljcHPUkAHNQDw79n0mGw0rVr/TRHI0jzw+VJJMzEsxcyxuMliScAc+3FbNFD1DYxT4c8jS4LHSdWv9LjiZ2Z7fypHmZiWYuZY35LEnIxyapX/ga0ul0pbTU9Q09NJLPbpA0UimQ/8tGE0b7nGThjyCxPU109FHW4EVrC9vaxxS3El06KA00oUPIfU7QFz9ABUtFFABWZqWgWeq6lY3tyZBJZklVUjbINysFYEHIDojDGDlRzjIOnRR1uBzOqeB7XVLy/mOp6jaw6lsN3bW7xqkzIoVWLFC44VeAwU45Byc2dQ8NS3+vW+qDXtStjbEmK3hS38tQQAw+aIsc45y3fjFbtFAGFL4g1KOZ0TwhrMqqxAkSay2sPUZuAcH3ANVpfBFrcX0twdS1KKCa+j1B7FHiEXnoyMGJ2byCUGVLEegHBHTUULR3Ax4fD32TV5Lyx1W+toJpTNNYp5TQyOR8x+ZC656kKyjPOMk5Sx8Pf2bqTz2Wq38Vm8rzNp37poNz5LEExmQAsS2A4GegxxWzRQtAOctfBdra6paXY1HUZI7G5luLW0eRPJhaQOHGAoLD94SNxYjsQCQdfTNMg0rSotPt2d4YwQDIQWOSTzgD1q5RR0sBzOleB7TS5rI/2jqF3DYRPBa207R+VFG4AK4RFLcAcsSffk5tWOkTeHLSQ2l7qmqW0MWy301mtzsUHhUdlRjgcDfIeOpzW5RQBgeD9Ek0XSJftMflXF3cSXDQ79/kKzfJECOMIu1eOODjitTTtP/s6KZPtd1debO8266l3lNxzsU44UdAOwq3RQBU1TTbbWNLnsL5WaCddrbWKsO4II5BBAII7iqml6AunPcTTX95f3lxGsT3d0UEgRc7VARVUAFmPTJJ5JrWooAwm8KQyeG7TSZtT1KZ7ORJYb+aYSXIkVtyuWZSrEdOVIx2qI+DLR7KdLi/vp72e4S5Oos6LOsqDCMoVQg2gYxswRnIOTnoqKOtwOdk8G20loo/tG/F+t2Lz+0g0fnmXZ5e4gp5f3PkxsxjtnmkPgqzNkE+3XwvhefbhqYdBceft2b8bPLxs+Tbs27e2ea6Oij+v6+5B/X9feUdJ0qHSLRoYpJZ3kkaWaecgvNI3VmwAM9OAAAAAAAMVeoooAKKKKACiiigAooooAxtc0i/v77T73Sb+2s7iyMmPtNo06OHUA8LIhB465rK1aw8QS+JtCks7u0S5isrtbi8fT5HgyWhwAglBUnBxlz909e2v4i8SWfhrTzdXsdxMdpYQ20e9yq43NyQAoyMkkDkAZJAMur6vJpccZg0q/wBTdwzFLNU+RVxklpHVe4wM7j2BwcLRa/1sNXuY8XhC70v7NL4e1ZLa6jt2t53vLXz0nDOZC+1XTa+9mOQcYYjHTDovCNzpRs5fDmpx29xBaC0me+tftCzoGLBiFeMhtzMcg4+Y/L0xZm8WwtHpj6Tpt9q/9p2zXUAtfKQiJdmWbzXTH+sXjr1q/qWqjTdBk1Ga3kDrGCtszKHaRsBY8gldxYheCRk96bVv69f+CLf5/wBfoVbjw+9zfahdS3ah77TUsWCxYCFTIS4+bv5vT26nNadjbfYtPt7Xfv8AIiWPdjG7AAzj8KzdR8S2ulXlhZ3cMz3N5LHEVt13rCXJALMcADIIHc4JAwDhNa8Sx6HITc6bfy2kaq1xexInlW6scZbcwZsdTsVsDrR/w33f8OJu+/8AXT9Buv6LqWuRy2J1G1g0m5j8u4h+xM07A/e2y+ZtXI6HYcVYt9Mm/wCElutTumRkECW1oikkon3nJ44LNgY54ReeSBFe+IJbfWW0600XUNRdIkllltmgVIw5YDPmSqT9w9Aa2aBnN3+ga1d+LrPWIdXsIoLNJI47d9Od2KSbN4L+cAT8nB2gDPINT6joV/q+oRDUNQtTpcNzHcx20NmVm3xsGUNKZGBG4ZOEUnpnrmQ6xfSeL5NItbG3e2t7eKe4uZLpkdRIZAAsYjIb/V85ZetbNC0sD7MKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAorHg1e9PiyTSLuxt44TbNcQXEVyzs6hlUhkKKFPzdmatijpcOtgoopk0ohheVgzBFLEIpZjj0A5J9hQA+isG28XWjC/Gq2l3o8mn24up470R5EJ3YkBjdwRlGGM546cjKWfir7Y1xAdF1O3vooFuY7KfyRJPGTjchEhTrwQzKRxkDIoA36Kw9M8TrfX19a3ul3ukvYwpPM160GwI27B3RyOB9wk5xgc1oabq+m61bNcaPqFrqEKvsaW1nWVQ2AcEqSM4I496ALlFVtQvGsLJp0tLi8cEKsFsoLuScADJAHXqSAO5qlp/iOxvNLur653aallI0V2l6yIbdlwSGYMVxgg5DEYI5oA1qKrWGpWOqWYvNMvbe8tmJAnt5VkQ46/MCRxVG18R2T+HxrWpTW+m2LsTHPcXCqjRlsI5Y4A3DBA9xQBr0Vhar418PaNp9ne3mrWYt76RUt5FuY8SAsFLglgCq7gSRnAq2/iTQ49ITVZNZ09dOkbal410ghY5IwHzgnII69jR5gaVFUbvXNJsLVLm+1Oztrd4/NSWa4RFZMqNwJOCMuoz/tD1FW4ZoriCOa3kSWKRQ6SIwZWUjIII6igB9FFFABRWPqmsXmna5pdqLKCWy1Cb7Obj7SVkjk8t3/ANXsIK4j67wcnpVq91zSdNvILTUdUsrS5uSBBDPcIjyknA2qTk88cUBsXqKo3WuaTZalDp97qllb3txjybaW4RJJMnA2qTk5II4om1zSbbVYtMuNUsotQmAMVpJcIsrg5wQhOT0PQdqAL1FQm8thfLZm4iF00ZlWAuN5QEAtt64yQM+9TUAFFc/H4xs5NUS2FneC0lums4tR2p9nknXIKDDb/vKy5KhdwxnpnoKOlw62CisbSfEEurSt5eh6jBbDfsu5mt/LkKttwAspfkg4yo98VDaeKZJtbt9MvdA1TTpbiOSVJLh7ZkCpjcT5czkcso6dSKAN+isex8QPqMc01no+oSWqxmSC4bykW7x0EYaQMM9i6qD1zggmPS/Ej6hrcml3OiajptxHbi4JujAy7S20cxSvgkg4BxnafSgDcooooAKKbLLHBC8s7rHHGpZ3c4VQOSST0FU7LW9K1HT5L7T9Ts7uzjzvuILhXjTAycsDgYHJoAvUVQs9e0fUNPmv7DVbG6s4M+bcw3KPHHgZO5gcDA5Oe1FlrukalbpcadqlldwyS+SkkFwjq0mM7AQcFsc460AX6KqyanYRKzS3tuipIYmLSqNrhdxU89cc49Oag/4SHRf7H/tb+17D+zc4+2/aU8nOduN+dvXjr1oA0aKoy63pVvpK6rPqdnFpzBWW8e4UQkHgEOTjnPHNSWuqWF8ITZX1tcCeIzReVMr+YgIBdcHlckDI45oAtUVVOqaetqly19bCB5BCkpmXazltu0HOC27jHXPFWqACisPWfFUGkXcluthe3728H2m6+xqjfZoskB2DOpOdrYChmO08dM7EE8V1bxz27iSKVA6OvRlIyD+VAbElFYOv+J5fD8c88vh/VLu0gQO1zatblT7BWmVyc8YC8npmm3njC1s76aE2N7Lb2rpHeXsSxmK0dwCFfLhyQGUnarABgSRzg3DY6Ciuf1nxTNosref4e1Sa2EscQuoXtijs7BVwpmDn5mA+7ml1DxTNpl/FBc+HtV8ma6S2ju0a2aNmdtoYKJt+O5+XIAJxxRuBv0UUUAFFFVk1Kxkhtpo723aK7YLbusqlZiQSAhz8xwCeOwNAFmiqNprelX9/cWNjqdnc3lsSJ7eG4R5IsHB3KDleeOaq6DrF5qc+pW2pWUFpcafcLAwt7kzI+Y0kBDFEPRwMY7UbgbFFI5YI2wAtjgE4BP1rK0DV7nVLe8/tG0hs7izumt5EhuDMhwqtkMUQ/wAXpQGxrUVQ0/XtI1eGaXStVsb6OD/WvbXKSCP/AHipOOh60ljr2j6nZzXem6rY3ltBnzZre5SRI8DJ3MDgcc80AaFFU9N1jTNZtWudI1G0v4EYo0trOsqqwAOCVJGcEce9T2t3b31rHc2U8VxBKNySwuHVx6gjg0AS0Vn6xrEOj28TyQzXM08oht7aAKZJnIJ2ruIHQEkkgAAkmjRtZh1qzkmihmtpIZmgnt7hQJIZF6q20kHggggkEEEGjcNjQorM1rWv7GS022F1fzXc/kQwWpjDFtjOTmR1UDajd6WfWkstBbU9StLiy2jm2kKNLuJ2qg2MylmJAADHqKOlwNKiufHi+2l0vS7qxsL28n1WHz7eyhEYm8vALM25wgA3KD83UgDOaj/4TW0ntbSTStP1DU5rmBrg21siLJCina2/zHUAhsrtySSDgHBINgOkoqCxvbfUtPt72yk823uI1licAjcpGQcGp6NgCiioDfWi/aN1zCPso3T5kH7kYzlv7vHPPagCeiqE+vaRbXltaXOq2MNzdgG2hkuUV5gehRSctn2qvcateW3imz02SygNneJIY7lbk+YGQAkGPZjHPXefpQBr0UVRk1vSotWj0qXU7NNRkXclm1womcYJyEzkjAPbsaAL1FUZtc0m21WLTLjVLKLUJgDFaSXCLK4OcEITk9D0Hahtc0ldYXSW1SyGpMMrZm4TziMZzszu6DPTpQBeoquuoWbrCUu4GE7mOEiQHzGGcqvqRtbIH90+lQwa5pN1fLZW2p2c120fmrBHcI0hTON20HOM8ZoAvUVRtNb0q/v57Gx1Ozubu2JE9vDcI8kWDg7lByvPHNRL4l0J57uFda05pbFWa6jF2m63CnDFxn5QD1zjFAGnRURurcXSWxnjE8iGRIi43MoIBYDqQCwyfcetJbXdteI7WlxFOscjRuYnDBXU4ZTjoQeCO1AE1FVdT1G20jTJ7+9YrBAu5tqlmPoABySTgADqTVPR9fTVbq5tJrC7029tQjyW14I92x87XBjdlIJVh1yCpyBQBrUVS1bVItIsftEscszNIsUUMIG+WRjtVRkgZJPUkAdyKoW3iYXNjdyJpGoi8s5xBLp+2MzByqsOQ5jwVYHO/A7kHigDcorEt/E6XmkPeWml6hPcR3DWslgqJ50cqn5lYlxGABzu37SCMEkgGIeMLJ9HgvILW7luLi5a0j09VQTmdCwePlgmV2OSd23CkgnjIB0FFUNG1iDWrFriCKaB45WhmgnAEkMinDK2CRn3BIIIIJBq/QAUUUUAFFFFABRRRQBzfjyPULzwneadpWlXOoz3kTRjyZIUEZ9WMjrx9M1X8R33iK50iyh0jQtQj+2MVvWjmthcWkY7KDKELt0DBiF68kAVtatr1jojW63xuS9wWEUdtaS3DttGT8sascAd8VctLmO8tI7iFZVSRdyiaF4nH1RwGB9iBS3QbM5PU9Khk0rSltvC+trJbW7w28dlqaWrWinaNkjpcLkHYp43/d9eDahstTubzQtP1dmuTp9ut3fXQTEc9wBtQA4APO9+Om1MgZFdRRVX1F0scr4z/tOeXS4tM0K91Bba+gu5JYJbdVCoxyv7yVTu/DHPWq3id9b1LUbSx/4R2/uND8tZ7sW01sJJ3zkQMHmXagwCxGd33emc9Ompwya5PpYWTz4beO4ZiBtKuzqADnOcxnt6VcpLRfO/6foN7/K36/qcd4n0u8v9QMujaZq1vqkkCJFqcWoiG2hIJK+bEJf3m0k8GJgc46HjsRkAZOT61Q1XW9O0RbY6nciD7VOtvCNjMXdjgDAB79+g71JqWoxaZarNMkkm+VIUjiXLOzsFAHT1yT2AJ7UdLAZNl/yUbWP+wZZf+jLiqdz4S1SbxKdSTXNlv56y/Zt9990EHbgXYj7f889vqprQnfwzP4xtobiCxm1+OJnhkNsHmiRcZHmY+T/WA4yCQ3FT/wDCS6f/AGy+loL2S5jkETmPT53iRioYAyhCg4YHluM80LVprcctb9tPyMgeEdUHib+0jrmbf7T532bfffd3Z24+1+X7f6vb/s44oi8I6pH4m/tJtc3W/wBoMv2bfffdznbg3Zj/APIe3/Z7V1tFC0tboJ63v1OS0zwjqll4gXUJ9c8+BXdjb7745BBwMPdvHxn/AJ5444A4wmieEdU0zWFvLrXPtUShgYd98c5BA/1t5InH+59Mda66ijZWDc5DRvB+q6bqRubrXftMex18vzL48kYB/eXjrx/u59COtLonhDVNMu5ZbrXPtSvA8YTffHax6N+9vJBx7AH0YV11FAHHaX4N1awa7Nxr32jz7Z4U/eX52M2MN894/T/Z2t6MKdpvg/VbK2v459d89rmAxRt5l+fKbP3vnvHP/fBRv9quvooA5HTvCGqWWn6hbz6558l1GEjk33x8og9fnvGb/vhkPuabZeDtVttJ1C0l17zZboII5fMv/wB1tbJ+9eM3PT5GT3yOK7CigDkbTwhqlvod/ZSa55k1yUMc+++/dbTk8teM/P8AsOnvnpTIfBurRaHc2La9ummlR0n8y/8AkAzkZN4X5z/C6j1BrsaKAOPHg7VR4dbT/wC3v35uRMLjzL/hduNuftnmdef9Zt/2c805vCGqHw2umjXMXAufONzvvuV2425+2eZ7/wCs2/7Oea66igDkJPB+qv4eh09dd2zxztK1x5l/8ykY25F4JPzkK/7I60tx4Q1Sbw/aaemubJ4JHd7jfffOD0GReCTj/adh6AV11FG4bHHXXg3Vp9HsbSPXvLltjJ5k3mX/AO83HI+7eB+P9t39to4p1/4P1W707T7eHXfJktY2WSTzL8eaSc5+S8Vv++2c+hHSuvooA5HU/CGqX1pp8UGueQ1rB5cj774ea3975LxD/wB9lz/tU3VPB2q36WQt9e+zm3tlhkPmX48xhnLfJeJ1z/Fub1Y12FFAHH6t4O1bUJoHt9e+ziK3SJl8y/G5lHLfu7xBz7gt6sadrnhDVNU1EXFprn2WMRqnl774cgcn91eRrz/u59Sa66igDkdX8IarqOtNeW2u/ZoTsxDvvhjAAP8Aq7xE5x/c+uTkldW8I6pqGvPfW+ufZ4GZSIN98MYAB4ju0TnHZB755z1tFC0Dc5O98JapdeJDqMWueVbmZZPs+++6DGRhbtY+cf8APPHqDzlB4R1QeJv7SOuZt/tPnfZt9993dnbj7X5ft/q9v+zjiutooWlrA9bnJReEdUj8Tf2k2ubrf7QZfs2+++7nO3BuzH/5D2/7PalsfCWqWviRdRl1zzbcStJ9n33xyDnAw120fGf+eeOOAOMdZRQtLA9b3MCT/kpFv/2CZf8A0dHW/VO30fTLTUZ7+0060gvbnie5igVZJf8AeYDJ/GrlC+FL+t2/1F9pv+tkjP0/TrqzuJpLjWb7UEk+7FcpAFi5/h8uNT7ck1buZJIbSaWCBriVELJCrBTIQOFBJAGemScVLRR0sPrc89t9I1zX9D11dW0u603XNUtCi3VxJA1vDtz5cKeXI7bVJJLFRuJY8cKLvhrRLuLXW1y60i8s7hLFoZftl3HPcXcrMrNhlcqEGzCjKgFmwiDr2tFHoG+5ysOiTP4L1FNasp7q+1YvPeW1pKiyBnwBGjsyr8ihVBLAHZnvVzwr/bf2e6GufafLEo+y/bvI+07do3eZ5B8v72cY5x15reooAzPEV3qtloVxN4f07+0tQAAhgMioMk43EsyggDnGRnGMjORzkGlSv4JuLW60XXDePcLPK/nWi3U04ZX89SJjGNrKMKxwAoG0jg9tRR/X9f1+gHGlfEN34TbTtTjuvtGo3RtUkkWPzobZvvPMYcxq+0Pgrgcp/ESK0vFGn+bpdkllY6lLLaTrJbNpUkCSW5Cld379ghG0lcEN97p3HQUUAcncWev3ngmz/tCAXGq211DctCrIrypHOHCkg7BIUUZwQm7OCBg1X8Q2etapdaPrNja6rZNbJPHLZ27WRukL7QHHml4SMIQcMGw/XqtdpRR/w/6B5nnX2Q6FrXhRINF1HUpoLO/dIJWtftELM8RJJ3rEMbivyHgHAGM11/hbTbjSPDdrZ3mwTJvZ0jbKx7nLbAcDIXdtzgdK0mt4XuEuHhjaaNWVJCoLKGxkA9QDtGfXA9Kkp30DsZ+p6ddX/lfZNZvtM2Z3fZEgbzM+vmxv09sda0B+dFFIDlvFL6m2saMdP0C+1CKxu/tUs0EtuqkeVKm0CSVTuy4PTGO/aqGtaVqrXHiO2h0Y6gmvxJHDcGSLZajyhHtlDsG2q2XGwNnc3GevcUUdLDu73OLvbHWrTxIkug22pLK/2eO6uJZLY2Vyq4DMylzMrBSwGwDLAZyOafd2msQeMmuNAs9SgjubiJr155LZrGdAoVnxuM6vsAUbQAWVcjGSexopp63F0sjNdJP+EoicaPE0f2NwdULpvQ71/c7cbsH72c4+WtKiil0sB5tZ+DtR/tKGzv7G4m+yaqbuDUpbtDbxwCYzKsUQO5ZTnYSUzgt85GFru7e7v5NZvLa403ybKFIzb3nnq32gkHcNg5XbxyeuavUUdLB1ucfomlXkHiRJrDT9V0jT0803MV/qInS4Lcr5UYlkCYbLEjZ2GDk4vWmk3l9da3e6mrW0t4ps7VNwYwwKCA2QSMszM/XptB5FdFRSaTVn6DTs7o4Twr4cm07VNPlj8PjRnsrNre9uFljb+0WwoUgqxZwCpbdLtYZAxy2Oh8N2N3FHeajq0flX+ozmWSIsG8iMfLHFkEjhRk4ONzMR1raoqr3dyUklZDZFLxsqu0ZYEB1xlfcZBH5iqemWFzYROl1q15qbM2Q92kKlPYeVGgx9QavUUhmV4mTUn8OXS6HGsl8QvlqwQnG4biof5d4XJXd8u4DPFcZF4c8QXlrrU17bXk5nnsriODUZrYS3Swvl438gCMEgADOQfly2MhfSKKFpqG5zGtRah4h8OqRo1zbS295DO1heSw5ukjdXK5R3TnHG4jlRnA5pdVfU9S0/T7+HQr2Kax1BZmsZZbcTSIFZSVIkMf8AHnBcdD7Z6aij/O/5f5B/w39fecInh3UNUjRtX0lESTxCNQe3eZJAsQiwrHBwSGAyBnn1HJ0fEem6hZpDJ4ZtbgeffNcXzWPkG4BMRXfH9oPlrkhQ3fBOBkk11VFGysv60S/RB1v/AF1f6s890nQdb0qx0i9vNNmv5rG+vpZLMTQeafOkYpMp+SMsATkZTiRseh0/Fc14llpOs2Nq1rqgnFrHbXBQuRP8hQlCwO1tkhwTxGfqOvqs+m2MupRahJZW73sKFI7lolMiKeqhsZAPpRvv/X/Dh5mZPpiaZ4e0/TtP0eLVYraWBFhmdV2AMMzZYHLL9/1JHHNblFFO4HCeJfD2oT+KLu5XTrjV9Pv7OOMW0V0kMSToWAM6sVMkRDjgbxw2UJ21v2cOoaDp+g6TZ2H2+COJLa6uvPCfZ1SPAfaeXyRjA5Ga3KKWysD3uYmrWN3qmu6bbmLbpds32u4kLLiWRT+6jxnPDfOTjGUX3rC8QeG7vVNWvrKxTVraz1LabyQT262bnaFL45n3bVUbRtVio3cFs9xRQtP6/r+kgepiXtjeaj4qsTLEU0zT0NwGLKfPuDlVGM5wiljyByy46GiSxu77xhFc3UXl6fp0JNtllPnTuCGfAORsTKjOM+Y3atuigArPXTrpdYN4dZvmgPSwKQeSOMdRH5nv9/r7cVoUUAFcrpOg3dprjxSwKum6fNNcaexKkM83OAAcjZulXoBiQY6GuqooDoee+H9M8Tt4l0q+1q2vFSzgnSZZGs1hjZguFgWIb/L+XH7xs8LkdSNnwy+p/wDCQa3Lf6BfafDfXCTxS3EtuwAWGOPaRHKxByhPTGO+eK6mobuztr+0ktb63iubeUbZIZkDo49Cp4NG2wEkrtHC7pG0rKpIjQjcx9BkgZPuQK4eHT9Z1bQvFOnS6NdaXJqckstvJdzQlGDIi7G8qRyM7TnjGD36V0Vj4R8N6ZeJd6b4e0qzuY87JreyjjdcjBwwXI4JFbFH+Vg7fecXJp11rV3eXuo+HLm0tf7Jewey86Dz7vcwOFZJNoVQCFLMDl24Hcs7LWLzw1q9jr9nqt5ZyRrFbQ3Elql84Iw3zROIsA4KkkNw2e2e0oo6W/re/wCodf68l+hgeF/7c+yXY1xbloxIBai/8j7SV2jPmeQfL+9nGOcdav6CrpoNosulRaO4j5sIXVlg/wBkFQFP4VoUUAc1400i+1KDTbjTPtDvY3fmyw2sywyzRMjI6o7YCth+uVPBwynBEHh/Srvw5oGsXWnaORc3UzXVvpbXKhyRGiBXlyy72KbmbLcsSSetdZRRqr+YHPa/bnUdFsHvtD1K7uFdZvI02+WCW2kKEE+b5sWQAzLw3OelZsXhvxHcafpLy6tbRTWMk0ogv7drzG4kRbnEkZZ40JXcS2SSeSAa7Oih6h01PM7fwp4gtNG8NvqMVxefY7F7O9sdKmW1mKMEKjeZedrR/MVkTOR1GVNuDwvfaJp1gulWOoW943nh10qa2jt4kkmMiwyeaCQi7sbokLAbsdcH0Gim3f8Ar+u4GdoGl/2J4dsNMMnmG1gWJn5+Ygcnkk9fU0up6ddX/lfZNZvtM2Z3fZEgbzM+vmxv09sda0KKN3cAH51yviHQry81rNjEGtNUt1s9SbcBtRX3A4JGco0qcZOWXjAOOqopdbh0seeeMNK8U6lealZ6fb3f2OURfZRam0SBwoBbzjIDLvBBC7MDAXkckbesS6mfGOly23h+/ubWz8wSXMctsEPmKBkBpQ3Bzn5R04zXUUUdLB1CvPNa0vxTqHiBkEF39kj1a2uI/Ja0S1aBHjJYkgzmUANnlRxx2B6aXwP4Tnmeabwvo0ksjFnd9PiLMTySTt5NbgAVQFAAAwAO1C0al2/4cPI5rRodQ0bWNQtZtHuLmO+vpLn+04ZYSm1sbRIGdXyoATAVhhV56gJ4ai1DRp59LudGuXSW8nuDqkcsLRSB3Z1LAuJN2CExsIGBg45rp6KForfIHqcJp2ma5Hf6FZS6O8dtpmpXNxPeNcRlXV0nCFFDFiP3gB3BSDjAIyRq+F/C1vpugaelzYRwXtrNLcja3SV94LEqcNlWxznt6DHTUUB/X9feec6Ro3iq61vT59WS9tvItbmGRnNmsMDuoA+zrEPM2ZAxvbPC5GeRv+G7WYeHY/Dmq+H5rSC3sxbSymSF7e442tt2uXw3J+ZF688109Q3dnbX9pJa31vFc28o2yQzIHRx6FTwaVtGv66/5j63OW8CW01xDLqd8wmlhX+zLefOfNhgdl80H/bbJP0X0re0VJEt7nzdIi0om7lIjidGEw3cTHaBgv8AeIPPPNXoYYreCOG3jSKKNQiRooVVUDAAA6Cn1TepPQxfF+lXeteFrqz0yURXmY5oHJAw8ciyLyQwGSuMkEexrK8L6HLaaxf6wdKuNPae2jh8u9uVmuZ3UszPJIruCOVVfm4APCjArr6KkrpY5TWo9a13wRb/AGjRRBeSzRPeaaJ4pZFjWTLLHI2E34AIbIx2IIBqjp0HiLQfDerSaRok809xd77GzvLiF7hAwUO80m/EmCCRmRmIwCw/h7min38/+B/kLt5HFQHXNH8FyJoXh/UJNVluP3rX0tsZJHfl7khZthx2TcvQLwoyKdz4fv20DSH03TdWt5NPvXku7eS6gjvLxJFYSusqOUDsz7vvocBgCvy16DRR/X9f1+gHPeDdEOjafeFrMWAvbtrlbXeHaFdqqAzAkFzs3MQTlmPLdT0NFFMAooopAFFFFABRRRQByHjRZk1bRLmO41W0iiacSXOl2JupEygABXypMA+u38azPED6VPrfho67BqGrWjWF3mObTZZJJm3QYMtukY+uGQKDtOAQK7y8vbXT7Vrm/uYbW3TG6WaQIq5OBkngZJA/GqGrXWh6VdWuq65e2ljJGrwQT3VyIl+faWUbiASfLB9ePrSSs7/1tYaepxEekpb2+lp4z0O51HTI7GRLe1+xNei2kMpKq0aByGEWxQ/IXawyM8yLpnkx6MPHOk3Op2EWmhI7drN9QEFxuOfMRA5L+XtUOQQNr/N83Pcanr+j6KsTaxq1jp6zZ8o3VykQkxjO3cRnqOnrU8uo2cOlvqUlzH9iSEzmcNlPLxncCOoxzxT21/rr/mLfT+um33HGa94ZtNa1vVpbnSWubddBiSzV4WCLJunI2L0Eigrjjcu7jGTnstLMx0izNzu84wJ5m8YbdtGc++aWTULSBLdri5jg+1OscAmbyzI5GQoDYJbAPHXio7rWdLsb63sr3UrO2u7k4ggmnVJJecfKpOW59KfW39df8wbvr/XRfocV4y0nxJPqNxfW+mWF/EJ7OOzP2yVZIY1nid8xiFh8zLlmDcKqnHynPQKX1jxhCkyKI9GhEkqo25RdSqQADgZ2RljyB/rVNaGoeJND0m8S01TWdPsrmQBkhubpI3YE4BCsQTyMVpULRf1/X/BB9jitUvoIPiVpBisNR8u3huo7iaHSrhohJKYSp3rHtOdpywJAxyRS3Ru7bxa//CP3WrvPcXsT3lnPp+LLy9qpI4maJTkIoICyH5gOCMiujk16xi11NHJuHvWjWQrHaSuiK24AtIqlEzsbG4jpWjSjpYH2CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKz7fXLG51qbSozcLeQoZGSW1ljVlBAJV2UK4yR90mtCjpcPIKKKCcDJ4FABRVLTdZ0zWYXl0fUrS/jjbY72s6yhW64JUnB9qNN1rS9ZjkfR9Ss79Im2yNazrKEPoSpODQBdoqnYaxpmqSTx6ZqNpePbNsnW3nWQxNzwwBODweD6VcoAKKhu7y2sLSS6vriK2t4hukmmcIiD1LHgUllfWmpWcd3p11Dd20gyk0EgdH5xww4PNAE9FFV7O+t9QhaWzk8yNZHiLBSBuRirAZ64IIyOOKALFFRzXENuqtcSpErOqKXYKCzHAHPckgAd6koAKKKKACiiigAorPutcsbLV7TTblp0uLw4gP2aUxscMdvmBdgbCscEg4FaFABRRRQAUUUUAFFUl1rS31dtKTUrNtRRdzWYnUzKMZyUzuxgg9O9XaACis2z8SaHqOoPYafrOn3V5Hu328F0jyLg4OVByMHg1LY61pep3Fxb6bqVndzWrbbiO3nWRoTkjDAHKnII59DQBdoqnBrGmXOpTadbajaTX1uMzWsc6tLGOOWQHI6jqO9JaazpmoXlzaWGo2l1c2rbbiGGdXeE5xhlBypyCOfSgC7RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVLUNa0vSZII9U1KzsnuW2wLczrGZTxwoYjJ5HT1FXaACiqF9rukaZdwWuparZWdxcHEMNxcJG8vOPlUnJ544qxLe2sF3BazXMMdxcbvJheQB5doy20dTgdcdKAJ6KhkvbWG8htJbmFLm4DGGFpAHkC/eKr1OMjOOlZz+LfDkWpf2dJr+lpe+YIvszXsYk35xt25znPbrQBr0UUUAFFFFABRRWfpOuWOtLcGwafNtL5UyXFtJA6NtDYKyKp6MDnGOaANCikdgiMxyQoycAk/kOtUtJ1mz1u2kn09pisUpikWe3kgdHABIKSKrDgjt3oAvUUUUAFFFFABRUN5e2unWcl3qFzDa20QzJNPIERB6ljwKLO9tdRs47vT7mG6tpRmOaCQOjj1DDg0ATUU2SRIo2kldURAWZmOAoHUk1Sn13SLbSo9TudVsodPkAKXclwixNnphycHP1oAv0VmX3iXQtMgt5tS1rTrOK6XfBJcXaRrMvBypJ+Ycjp6ioZ/GPhm2ggnufEWkxRXKl4JJL6JVlUHBKktyM8cUAbNFRWt1b3trHc2U8dxbyqGjlicOjg9CCOCKloAKKKKACiiqDa3ZJrkekOZ1u5ULxhraQRuAMnEm3YSPTdmgC/RRRQAUUUUAFFFFABRRRQAUUUUAFFI7rGjO7BVUZLE4AHrVTTdX03WrZrjR9QtdQhV9jS2s6yqGwDglSRnBHHvQBcoqK6urextZLm9nit7eJS0ksrhEQepJ4AqpH4g0abSX1WHVrGTTkzvvFuUMK4ODl84HPvQBoUVVi1Swn0v8AtKC+tpLDYZPtSTKYtg6tvBxgYPOe1Qr4g0Z9HbVk1exbTVOGvRcoYRzj7+dvXjr1oA0KKhtLu2v7SO6sbiK5t5V3RzQuHRx6gjgipqACiiigAooooAKKKKAOL+KU2jW/g67l1a4tIbkQSLZC5mVSXIAOwE8tjjI5AJHQnL/FHjPQNO0uxuYbvS7m51JZLewuJbiMQ7TjzGaUnAjGAWAOSQAATiuxopNXVmNOzueezPp2haT4cn0vxjolsLLTpLS2kvVEy3qfusmMJKhJBiA+Xd97GK17i9udfg0HTrq1eynvkW+v7Yk5iij2sYycDrIUUg4yN3HWurqMW8K3LXAhjE7oEaUKNzKCSFJ64BYnHufWrvd3f9dfzF0scR8QNQ0DTtU0WbUL+wttQGoWzH7RcKrrAHJLAMeFyOSODgZ6DEXjfxF4ennXw6+o6ZaTapBHLdX1xPHGsVsGyrBmI3uTnYBnGSx4+96BRUrRW87/AIL/ACB6u/lb+vvOH8Say2i69Ne6RrWkzXs9rCF0SWMvc3YVnKiIrICu7eRny2AxnoDXcDJAyMH0ooo6Ac9Zf8lG1j/sGWX/AKMuKp3OoeMF8SmG30/dpfnqvm/YYT+7yMneb0N0zz5Wf9k9DsPoX/FTHWodRvIHeFIZrZBEYplQuV3bkLDBkb7rDtWrR1THLVv5fkckNQ8Y/wDCTeSdP/4lf2nb5v2GH/Vbuu/7bu6d/Kz/ALPaiLUPGB8TeTLp+NL+0FfN+wwj93ng7/tpbp38rP8As9q62ihaWE9bnJaZqHjCXxAsWo6f5enb3DSfYYU+XB2/OL129P8AlmfoOyaJqHjGfWFj1nT/ACbLDbn+wwx84OPmW+kPXH8B/DrXXUUdAOQ0bUfGU2pFNX0/yrXY53fYIY/mx8vK30h6/wCz+I60uiah4ynu5V1nT/JhEDtGfsEMeZP4Rlb6Qn6YA/2hXXUUAcdpeo+NJWu/7T07ywts7Qf6BCm6UY2ji/fPfg7Qf7y07TdR8Zy21+dR07y5UgLWw+wQpvkz0wL5930JQf7VdfRQByOnah4yk0/UH1DT/LuY4wbRfsEKb2zyMC+cNx2LR/U02y1Hxm+k6hJeadsvIwn2VPsEK7yW+b5RfMG49XTH+10rsKKAORtNQ8ZPod/Ldaftv0KfZY/sEK7wT83yi+YNx6yJj/a6UyHUfGraHcyzadi/WVBDH9ghG5Dncdv28g9uTIuPRu3Y0UAceNR8Z/8ACOtMdO/4mX2kKIvsEP8AqtvXZ9u29e/mZ/2e9ObUPGX/AAjazDT/APiZ/adpi+wQ/wCq29dn27b17+bn/Z7111FAHISaj4zHh6GWPTs6iZ2WSP7BCcR44Oz7cFHPfzCf9kdaW41Dxkvh+0lg0/dqLSOJ4/sEJ2r/AAnYb4KPqJG+grrqKAOOutR8aJo9jJbaduvXMn2lPsELbMH5flN+oXI9HfP+z0p1/qPjOPTtPex07fcyRsbpfsELbGzwMG+QLx2DP9R0rr6KAOR1PUPGUVpp7abp/mTSQbrofYIX2SemDfIF+gLj/apuqaj4ziSy/szTvMZ7ZWuP9AhfbLzkc3ybe3A3j/aPbsKKAOP1bUfGkM0A0vTvNRrdGlP2CF8SEfMMtfx4+gDAf3mp2uah4xg1EJoun+dbeWpLfYYZPmx8wy19Efw2/ia66igDkdX1DxlDrTR6Vp/m2PyYf7BC/Ybvma+jPXP8H59Surah4xh154tL0/zdPDLtk+wwvkYG75mvYz1z/wAsx9D1PW0ULQDk73UPGCeJDDZ6fv0zzlAl+wwt8nGTvN6revPlZ/2T3Qah4x/4SbyTp/8AxK/tO3zfsMP+q3dd/wBt3dO/lZ/2e1dbRQtLA9bnJRah4wPibyZdPxpf2gr5v2GEfu88Hf8AbS3Tv5Wf9ntS2OoeMJPEiw3un7NM81gZfsMK/JztO8XrN6c+V+A7dZRQtLA9bmBJ/wAlIt/+wTL/AOjo636y4ND8rxHLrEuoXdxI8JgjglEYjhQsGIXagY8qPvM1alC+FL1/NsX2m/62SM/T5tYkuJhqljY20I/1T2168zPz/ErRIF49Cas30lrDp1xJqJjFokTNOZQCgQD5t2e2M5qeil0KW55WdVtPFukeKdX0C7tbi7utK+z2umWdyrXDQR7yHdUJZWYyEBcZA2g/MSBBLNdayuq6noWpWt8G0JoJBpkBaG2G9SkIwdzyKhlyCVPK4RM8+t0U9P6+f+Yv6/L/ACPPLXU9+l6xa6P4utZ9Ji09fJ1R/JSGxlJKiPfEEUDbt4+8vHPIrZ8B6lb32nXkdrmRYJwrXEerS6lBKSoP7ueT5jjoVwMHPrk9VRTEZPifWtK8PaDNqmu7PstsyuAyhiZNw2Bc8bt2MHjHUkAZrkLW6tZfAOq31t4l0e0nvr37TcyQ6iq29u7FM25nQ5UsqhS45yxZR0Fei0VPf+u3+X9dX2OI0zxBnwHM+kK32lrhrK0kN+9/HNMzYV453+aSMFsknGNjDAxU/iq3g0Xwjp9lFrNrpkFvLHGftupPZC6VVOU+0Kd6MfvZXJO3B4JrrJLeGaSKSaGOR4W3xMygmNsFcg9jgkZHYmpKb/r5AtP67nnOrix1v4eaTqk/9oWlta3cBkb+1JyFiFwoeUyhwZEwpZZW524YbaPEmpW9vZaImkanFN4flE5e+n8QzwRvICNiteL5j95MKWAJXGeNp9Goo/zuC3ueaT6lFEvhiPxR4qitrGezuzLc2mrGOK62vF5Q88bGYhT95dpJDdiwPY+EJbubwnYvqBmaUq21pwRI0e4iNmyAdxTaTnnJ55q9NpkM+tWupu0gmtYZYUUEbSJChOeM5/djHPrVynfT+u7DsZ+pzaxF5X9jWNjd5z5n2u9e32+mNsT57+n41oD3oopAcd4z8QaNpuveHINR1axtJYtR86SOe5RGSM286hyCeFyQM9M8VleJ9TiXVNbGoaxeWF/BHGdBt7e8eH7STGCCkYbbOxlJUqwYYAGBnn0aijoO+t/63uee6vqyWXjW1e+1GG8mP2aP+yrXWZILm3cnn/RUO2dTuDEtjCg9QBT9R1WGy+JCLLqUWpNJPDDHYWusyR3FplQDus1OyVMnzGdsEKTwQorv6Ka0YulvIx5JbIeNoIm1K7W+NhIy2AZvIePzFzKRjG8HABznBPFbFFFLpYOp5HYvc3d9Z6Y97bwalY+IHnbTo0LXT/v2Z7iVm5WIwucbQByo3nOyvTrfWrC61m80m3n33tikb3EWxhsDglTkjBzg9CavUULRW/rZL9Ae9/63/wCCcR4a1h4dZi0ew1jStesB5zStYRkPY8ll81xI6nJJXGEJwSAcHFDR9e0fxJ4iluvDd/psLafYT2GmWcU0Ymn5Us/lg5WNTGoUYGeTwMZ9GopW0t5DTseU6VfX6eHP7O8Ma02p3B0ec3NnHBErafchBt4RQyO0hYFZCzE5OeDW74Lv1/tSHT9G1tNZ0pbDdKscMSJYShlCxDy1G3cGf5H3MPL69c9zRVX1v/XX/Mnol/XT/IbIXEbGJVZwDtVm2gnsCcHH1wap6ZLqssTnWbOztJA3yLaXbXAYepLRpg+2DV6ikMx/Fepro/ha9vXSVljQA+VL5RG5guS/8CjOWfqoBI6VwOna7enRteSyv8WMFxaFrq11KbURBA7bZ3jnkUMQFUnIyEIY54IHq1FCDscRfXumw+DZJPC2tyXNg17Gl9fxanJevbxFlEpEjM5TCdSCNoJbjrTrnVNG07R9MvdF13z9Jj1RRd3raq91GilGBDyu7YXcU4Jxkj1rtaKP81+mnpoH9fn+J52dSuNbh/4l+r3kMFx4l8lJ4nIJg8nJVd38JwcEcchh2NWfEbL4V0SCxutRnmtr2/YQzXury2a26bC+yS7y0mMqduOTkKeAc93RS2VvT8l/l+Idbv8ArV/5/geX6drUtz4b0f8At/VZrHR2vL2K6vFvpUI8uRhBG1yQjhSAfnJVmKqD94g9BqupQ6FaaTrelXk9/pKo9qwS7a4WXzB+6fcWYu3mKqBsk/vDziuwrO1DRk1O/tZrq7uDb2zrILIbBFJIpyrt8u4lTggbsZAOOKe7AyrmCPSvCmmwa/rV9DMLm3El1BI2+adpAfLJAJ2Mx246beMgV01FFMDzXxdcfZ/F2rWmpXttp1pqOlRxxT3EZkkuUBkElvbqflMhLqf4jyvyNnI6rS9Ui0XRvDmm67cGPUr2COBEZGYySrEC4JAIHQ8k10FFJaK39df8werv/XT/ACPLfHGoRw6x4gsheW9v9psoEm0+5kAm1RTuG21+UkNglOkgLHAVD8x0/EGq+HNN8e+H5ri/sLO+aZ2uhcXKLLGv2ZxGGycquW4HTLHHLHPf0ULRWB6nBa/qvhzTfiXobTanp1vemSb7X5t0gkXMGIw2TlQc/KOBljjqa2tRddb8W2ukqBJa6ZtvrzuPMz+4Q++QZPbYnrXR0UB3Cs9ZtYOsGN7GxGm9rgXrmY8f88vK29ePv9OfatCigAri9GlvZdWh0Se7upH0OeWW4kMxLzxEEW4fnLArITz1aE12lFHUOh5f4V8SnUPGllJbXOILyG4e5hbWZbt0I2svmwlRHbOOfkQ92GCBxv8AhDxBo2p+KfEsem6tY3kkt3HLGlvcpIXQW0KlgAeQGGM9M8V2NQ3cElzaSQw3Uto7jCzwhC6e4Dqy/mDQtPuH1ZJLLHBC8s7rHHGpZ3c4VQOSST0FefWHiS3utD8Yt4W1K1vdQW5mngSzlSeTb5cYDqgJ3cg44IJGOeldXY6Lf2l4k1x4n1W+jXObe4itQj8Y5KQK3HXgjpWxR39Lfl/kLt63/P8AzPPLK9sjNqSeGPFMj6Z/ZTtcajc6g13FZ3GcRtvkY7WwXLJkAbVOBnk0XVYrnwbrsNpqsFi8CAHV/wC25dQtFdl42zykFSOMqMbdykEk16HRQ9VYOpyfgbUra+0u+jtyzJbzYa5i1aXUoZSUB/dzyfMcdCuBg565ydfwvLZzeF7CTTdQutStGiBiu7ti0sw/vMSAc/UCtWimI5Hx/PPZx6Jep9nS3t9RDTz3ZbybcGN1WWQDqquVPJUZxll+8K/hG7h0XQPEGsahqK3GmfbZLwXqQ4jkTy0MkkaoD8m8SYxuJ65YnJ7aikrq9v62/wAhvW39d/8AM5XxPNdavp+mJpumXmqaTeET3RtHiRpIgAyRkSunyuSN3+ypUj5uOZ06/Nl4T8La3ObDTmsklgjt9bv0to5w6j94jp5nzDGACM4Z+ma9Qoo66B6nEafd33h/wAiiNF1O/vJk06AxlAGmmdo/kb5gqqd5U8hVPTFX9UUeHvC9joGiuVvbzFlaMTlgSMyTH1KrucnucDvXUUUaP+uga3uQWNlBpun29lZxiO3t41iiQfwqowBVbU5tYi8r+xrGxu858z7Xevb7fTG2J89/T8a0KKd7u7BaAPeuO8RXN9Ya1cWVtczj+3bZYbMiQ/6POG2OyZPB8txJgf8APJjXY0UuoHlnjbxGdP1e4trK4eG80xYPK8/WpoZJc4YslqisLhMcMz/7XIC5ro9e8RaLaePdDtbrWLCG4i89ZIZLpFdC6LsBBORnPHrXYUUdLMOoV5dr3iZh42VLKcw3NvqttaPDJrEokaNnjVj9iVTGYyJDiRiDkg5ztFdpL4f1KSZ3TxfrMSsxIjSGy2qPQZtycD3JNbgGFAJJ46nvQtJKQdLHF6Ze6fP4tu11/WpLfWUvXjs9NbUZIFMI/wBWVgDKsoYfMWKtySM/LgJ4cvdPutfl/tnW5F8RrdzoNMfUZIgkYZggW23BXXywG3FTnO7PTHbUULRIHrc880vxIJ73w5pf9qSS6guq3aXsAkZnRAlwVWX+70UqrYztyM7eL/hDSr2fT9N1ufXNQuJ90xnimmZ45YiXCxhMhQVO078FjggnB47SigDyvw74luL/AMVW8ulS7/tlrcvJbPrMt2wcAMgmhKiO2fP8CHuwwQONrwyuma1ok9vD4lu5tfurErfL/aknnWsrD5yIN2ISrnAwi4xiu6qG7gkubSSGG6ltHcYWeEIXT3AdWX8waXT+vMfW5zXhS/vdevm1G7kliWythYS24YhDdA5nbHRtpCqp/wB/1rU8OS2ctreHT9RutQRb6dZHumJMUgc7o1yB8qngDpjuat6VpkGkaclnal2VSzNJI255HYlmdj3YsST9auVXX+vUnoc58QEuJPA2oC0t/tTL5byW/wA372ISKZEO0E4KBgcAnB6GsnwjP9s8VatrEerW2qWs1lAstxYxgWyurPhEILFmVSNxLE/MPujCjuaKkrpY4zxLr2nat4Es9Z026LWc13byQXpBjjgIlGJZN68IpHIIGemVzuGbpXiXStJ0TXtd1y4tb6JdRVxf2pU295J5aLH5OeFIwFPzMFIJL9cei0U9r2/rb/IXa/8AW55a7W0/hW0uo9c08Wlzrhu9WuLKSK4gsi6swXJynyv5R3MMbvmIxxS3+s35tdNv5NRgvtMs9aeOHWrxQIDG0BCTyeUFRlWR2QEbFJC8r96vUaKNv69P8g33/rf/ADOU+H8Lx6ZqUouvtltc6jLPb3AjCJMrKu50A42GTeVIzkYOWzuPV0UUdgCiiigAooooAKKKKAOQ8aNM+raJbR2+q3cUrTmS20u+NrI+EBBLebHkD03fhUs99q9teaLo2ixR2Zu7SeWRtWZ7qW38sx4B2yHzD85B/ee+44w2xq2g2OttbtfC5V7csYpLa7lt3XcMH5o2U4I7ZrL1LwfFqGq6SzT3YsrC2nibZqNwk7M5jK5kVg7DCNnc3p17Jb/12HpcpWHiTW9e+yWmlnT7K8Fq891NcwPNGWWVotqIHQ4LIxyWOBgYOch9j4l1fxCbG30cWVhO9kLu6muYXuI1y5QIiq8e7LKx3EjAA4O7jXuvCWi3dvawm1e2W0iMMBsriS2ZIzjKbomUlTgHaTjIBxxTrvwtpF5HaobeS2+xx+TbvY3Elq8cfHyBomU7eB8uccDjin/X5/8AA+4X9fl/wTm9Yn1uz8Y6rcaRJp4kt9Cgmma6idlkKyXBCKqsNu7n5ix24HytnjtbK5F5YW9yF2iaJZApPTIzj9arto1i8s8rws0lxaraSs0jEvEu7Ck5/wBtuevPWrcEMdtbxwQrtjiQIi5zgAYAp/1+f/AB6u6/rRf8E43xODZa/PqerWmuS6RDaxN9o07Umhit9rOZGeJJkZuChOEc4H4Vra4RqmradoigNFI32y76/wCqjIKr/wACk2cdwrCrd/4c07VL1bm/W5n2gAwNeTeQ2Dkbod3ltz6qeg9KsW+mQ2+qXmoBnee7EasXIwiIDtVcDplmPOTlj2wAkDMG7N7b/EvSVfUJ3t7q0u2+zA7YlC+Tt+UfePzMdxyeTjA4qpcf8S7xhPea3aa4Laa+iS0vItSb7Im5EREaBZs8yZHMZGWBJxzW3deEtKvNcj1ef7eb2I5jdNTuUVOmQEWQKAdq5AGDjkGpn8OadJqw1GdbmedXEiJNeTSQxuOjLEzGNSOxCgjn1ojpb+uoPZmpRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAc346vNW07wvd3ujXUVobaJpXlMYdzjGFUH5RnuTngYAydy2vEonTS2u116TRba2jaSaaGGN2Y4G3mRWGOvAXJJGCOhf4k8P/8ACSaW2nyane2NvICswtBFmVT2JkRsfhg1T1XwgdYh0xbrX9UEmnSmZJVW3Pmyfws6GEoSv8OFGDz15pPVWGtzIv8AVtaNl4em1O51bSBcWDy350rTftLJPiLarAwylBzJ2HTrxWzq2ol/DdnDpN+1zPquy2tbyN13MGGWmBUbchAz8DGQOlWbnRLy5s7eD/hJNVh8tSsssS2we4z/AHj5PykdAU2/nzS2vh63s9Ssprdglrp9n9ltLUA4iyRubcScnaqgdx83J3cU7P7/APP/AIYXRGf4kutV0y60b7DdpDZPf29tIpXzJJgxIYMzZwMAcj5ie4xgt8Y3Gp6bbjUNO1iSGXfHFaaakEbLeSlvuMSpc5H9wrtAJJIHF3xB4ZbX57Z21rUbFLaRJo4rVYNvmKSVc+ZExzz0zjjpVfUPB7X+u22rjxBqtvd21t9njMa2zKoP3nCvCwVm7lcZAA6cUl59/wALL9b/AHia107f5/18ilr+qTWfidlv9a1fSNNS3hZJLXT1ktyxdw5lmaBwgACZJZQAc+9diDnpWNqnh06wxjvdXvzYvGI57BPKWKcd9zCPzOe4VwO3TNbI46UdB9TmY4PtfxJvTNcXmyzsLWSGFLuVIgzvOGLRqwVshV+8D0FaEniWxi1L7C0GqGbzBHuXSbposn/poI9mPfOPeqixX1r8QLq5GmXE9le2VvCLuOSLZE0bTE7gzh/41xtU9atyeFPDs2pf2jNoGlyX3mCX7U1nGZd46NvxnPHXNHbsOW7t5fkA8S2J1P7B5Gqed5nlbv7JuvKznGfN8vZt/wBrOPehfEti+p/YBBqnneZ5e46TdCLOcZ80x7Mf7Wce9A8J+HRqf9ojQNLF95nnfavscfm7853b8Z3Z5znNC+E/Dqan/aKaBpa33meb9qFnGJd+c7t+M5z3zmhdLifWwW3iWxu9QFlFBqiyliu6XSbqOPI/6aNGExx1zg9qSy8TWOoXgtoINUSQgkGfSbqFOBn77xhf15pbbwn4dstQF/Z6BpdveBiwuYrONZAT1O4DOTk/nSWXhPw5pt4LvTtA0u0uVBAmgso0cZGD8wGeRR0D0Cy8T2F/c+RBBqivtLZn0i6hXAGT8zxgZ9s5Paiy8TWOoTPHBBqiMiGQmfSbqEYHoXjAJ9hyewosvCXhvTrn7Rp/h/S7SfaV82CyjRsEYIyBnBFFl4S8OaZM8uneH9LtJHQxs8FlHGWQ9VJA5B9KAEtfFFheGUQ2+qr5URlbztHu4sgdQu6Mbm9FGSewotvE9hdxzvFb6qot4/McS6RdRkj/AGQ0YLn/AGVyfai18IeGrEymy8PaVbGaIwy+TZRp5iHqjYXlT3B4otvCPhuyjnjs/D+lW6XMflTrFZRqJU/usAvI9jQAtt4msbq3uJooNUVLdQziXSbqNiD/AHVaMFz7KCaSHxPYT2lxcpb6qEtwpcSaRdI5ycDajRhn99oOOpxS23hLw5Z29xb2nh/S4IbpQlxHFZRqsyjoGAGGHsaSHwj4btrS4tbfw9pUVvdBRPDHZRqkwU5XcoXDYPIz0oAWHxNYz2M92kGqCO3Kh1fSbpJDk4G1DGGf32g474pE8UWEljLdrb6qI4mCMraPdiQk9MIY9zD1IBA70sPhLw5b2M9lB4f0uK1uSpngSyjEcu05G5QMHB6Z6UieEPDUdjLZR+HtKS1mYPJAtjGI3YdCV24JGeDQADxPYHTje/Z9V8oS+Vt/si68zOM58vy9+3/axjtnNKfE1iNNF95GqeSZPK2/2TdebnGc+X5e/H+1jHvSDwj4bGnHTx4e0oWRl84232KPyzJjG/btxuxxnrSnwl4cOmjTj4f0s2Ik80Wv2KPyg+MbtuMZxxnrQAjeJ7BdPS9NvqvlPIYwo0i6MgIGeY/L3gf7RGPelk8TWMWnxXrQaoYpmKqq6TdNICP70Yj3qPcgA9qRvCPht9PSwfw/pTWcchlS2NlGY1cjBYLtwDjvSyeEvDkunxWEvh/S3s4GLxW7WUZjjY9Sq4wCfUUegCS+KLCGzguXt9VMc+7YE0e7ZxtODuQRlk9twGe2aLjxPYW1vbzyW+qlLhSyCPSLqRgAcfMqxkofZgCaJfCHhqezgtJ/D2lSW1tu8iF7KMpFuOW2qVwMnk460XHhHw3d29vb3Xh/SpobVSsEcllGyxAnJCgrhQT6UALdeJrG0ht5JYNUZbhPMQRaTdSED/aCxkofZsH2pLrxPYWawGW31VvPiEqeTpF1LgHs22M7W/2WwR3FLdeEvDl7DbxXvh/S7iO1Ty4Elso3ESf3VBHyj2FJdeEfDd8sAvfD2lXIt4hDCJrKN/KjHRFyvCjPQcUAF34osLJ41mt9VYyRrIPJ0e7lAB6AlIyAfVTyO4pb7xNY6fcCCeDVHcqGzb6TdTLg/wC0kZGfbOR3pLvwh4av3je+8PaVctHGsSNNZRuUReijK8AdhS33hPw5qdwLjUtA0u8mChBJcWUcjbR0GSM4FABeeJrGxvTazQao0gx80Ok3UqcjI+dIyvf1470t34lsbK/NnNBqjSqQC0Ok3UsfP/TRIyp6+vHekvPCXhzUL03l/wCH9Luro4zPNZRu5wMD5iM8AAfhS3fhPw7f35vr7QNLubtiCbiazjeQkcA7iM8YH5ULzAJ/Etjb6kbGSDVDMHCbo9Junjyf+mixlMc9c4FA8S2J1P7B5Gqed5nlbv7JuvKznGfN8vZt/wBrOPeifwp4dudSOo3OgaXNelxIbmSzjaTcOjbiM5GBz7UDwn4dGp/2iNA0sX3med9q+xx+bvzndvxndnnOc0LpcH1sC+JbF9T+wCDVPO8zy9x0m6EWc4z5pj2Y/wBrOPeiDxLY3GpCxjg1QSlym6TSbpI8j/po0YTHHXOD2oXwn4dTU/7RTQNLW+8zzftQs4xLvzndvxnOe+c0QeFPDtrqQ1C20DS4b0OXFzHZxrIGPU7gM5OTz70LpcH1sUYoPsnxGKxXF2Y7rTpJpIZbuSSMOJUAKozFU4J+6BXSVz8MV9cePmu5NNuLezt7F7dbiV4iszGRGG0K5bGFP3gtdBQvgXz/ADf6C+1L5fkjP0/X9H1a4mt9L1WxvZoP9bHbXKSNHzj5gpJHPHNXZhI0LiB1SQqQjsu4KexIyM/TIp9RXMJuLSaFZpIGkQoJYiA8eRjcuQRkdRkGk9ilucTLr+p6CniYnUm1m30qzSRbm8SOPyrkhi0TGNVBUL5bHjIDcnkYqweIdaT+1rOwv9Q1bdo811YXs9jGjPcR4BESqi+Yh3oVJUg9mcdOg0rwTbabos+j3Gp3+paZPA8L2t2sABD/AHmLRxo5Y5OWLEkknrzViw8MfYVlkbWdSurx7f7NFe3DRNLBGOQFAjCE55JZWJIGScCn1/rz/wCB/mJPW/8AXT/g/wBbZun+IIrHQ9VvBqer61cWUIme01CyFtOgwcERiCNtpwfm2sPlOOhFbPhzWH1zS/tjtpjqZCqPpl+buJgMfx7E5znjH41Ha+HDax3cg1jUJdQu0WN9RkEJmRFJKqqiPywBub+Dncc5qbRtCj0d7uY3dxfXd7Ir3FzciMO5VQqjEaqowBjhc+uafUXQt6hb3N1ZNDZ3rWMjEfv0jV2QZ52hgVzjgEggehrlbDxRd2Pg3UNVupDqsFtdtFa3kgEQuIdyqJpGRcBFJbLqmNqbgD36DxDoieI9CuNLmvLqziuAFkktGVXK5yVyysMHoRjkEjvUNvoN1a6O1hF4g1EHK+VcCG1V4VAA2KohCbeO6k+hqe4+wlr4hQ+E5NcvWsmhjieUtp139qidVz9yTau4nGMY68VnXes3nhTwlaXepCOa8upx573l0Yre2eTLHfLtbZGv3AdvXaOM5q1H4RihsktRezTLJfi+vZJ1UvduOQDsCqoysfRcELjGSTWpqdjcX8CR2uqXemMrbjLapCzMMdD5qOMd+ADx1pv+v1/ryBef9f1+pz/iDXddh8P6TfaNBpkjXdzbrK6X5aMq8iABH8k71YHG7CkA5ANO1zxjL4et9Ph1WPSLTUb3zG2XWq+TbIqYyfOaMEk7lwoTPJ7Amr6+E7GPwyuixTXMaJL9oW5Vl80TeZ5vm/d253/Njbt7bccUXHhprmKzdta1FdQtA6pqSCATMrn5kZfL8sg4X+D+EHrzR3Xn/X9fqC3/AK8zOg8bT6nDo/8AYWlxXkuqQTygyXgSKIwsitl1VtyksQGUHPy8YJK7uhaqut6LBfrEYWk3K8RbdsdWKsue+GBGe9YuqeHdTvNe0Z4NXv4UtLS5jn1CMW/msztFtBVoyvO1jlUGNvbv0Gm6db6TpsNjZKywwrhdzFmPOSSTySSSST1Jp6W/ruw7EOp6/o+ieV/bOq2On+dny/tdykW/HXG4jOMj860Ac9KKKQHN+IojD4l8OXcNxdRvLfG3kjS6kWKSPyJmw0QbYTkA5IzwOabqvim9tLrUv7M0mO9tdIVWvpHuvJcZQSFYl2EOQhB5ZByBnri1rfhqTWtQtLoa7qVj9jcSwxWq25VZNrLv/eRMSdrkYzj2zzUepeD7bUbq6l+331tFfKqX9vA0YjvAo2/PuQsuV+UlCpI+go1sVpfXt+v+RDL4uP8AwlkGjW8dgiyxxyK17fGCWZWBJMMflt5uAOfmGDwcdac3ipz42OgJFYRFNv8Ax93xiuJgU3FoYfLPmKOQTuHKsO3NjUvDC6rcp9r1W+NgskUg01FgWHMZDLz5fmfeUH7/ALdOKW/8Nf2pqUc9/q19NaRTx3CaeVhEKuhDIdwjEnDAN9/rweOKatf+tieny/Evtc3o1tLZbDdYtbtI175y/LIGAEezqcgk7ugxjvVyqbadu1tNS+2XY2W7QfZRL+4bLBt5THLjGAc9CauUugdTza38Y6hPqlrfW97c3UMuqGzubGO2Q2trEZTCuZtobzs7GKh2PzH5QuGHpBYKpZiAAMkntWBb+DrO21Lz0vL02gumvU05nU28c7EkuPl3/eLNtLFQxyBwMaEekImq395Ld3dwl7GkbWc8m+3jCgg7Exxuz83XNH2bdf8AgIPtf13/AMv66nO6Zr+rX/ivzVP/ABK7qwnmsbTaoMgjeMLKWxkb97EDONu04zmqfhjxRPearpcba8NWl1GGQ3tmkUYGnTKofZ8ihkx8y7ZSzHA9GrdtfAnhmw1231bT9FsLO5t43jj+z2kUYBYj5+FzuGMA56M3rVux0I2t2bu81S91K5CFIpbryh5KnGQqxoq84HJBPbOOKOn9ef8AX5C1u/67f1+d9znPCurXdxp5F/rWsTa01h5r6fqGnLbBZABuMQ8hDIFYgcMwGRnqDV/wbqP2oNFd63q15feQkktpqlito0fqyL5MbMueM/MOBWhZ+HDb3b3l3rGoahe+S0ENzciEG3VsFtipGqZJVTllJ+UDpxUul6CNPvZL261C81O9ePyhcXZjBSPOdirGiKBnknbk8ZJAGH1/rz/4Fxy12/rb+kackiRRtJK6oiAszMcBQOpJqnpmt6VrcTy6NqdnqEcbbXe0uFlCn0JUnBq9RSAr6hdiw064um8vEMZcmWURoAB1ZzwqjqT2HrXKWHxDgu9Mv5RFZ3V1azw28cel34uoZ3mIEYEu1cHdkNlflAzzXSa3o9vr2jzaddvJHHIVYPERuRlYMrDII4ZQcEEeoNZaeC7Uw34vNS1G8uL4xM91LIiyRvESY3TYiqpU4OAuDjkHLZPUO1iW71zUdK0U3OrabbC+luEt7W1s7xpVmdyAgLtGm3knPynAGeTxUjaxqNnHYLq+n2sM95ei2CWt20yopRmDbmjQk/KRjH40snh03WjvYalq1/fOZVmiu5PKjlgdSCpXy41XgjPKnPIORxTZ/Db3elx213reozXENwLiC+KwLNEwGBgLEEIwSPmQ/ePtg/zX3afjuH9fP/LYp3vi+W2Vxb6VJdSjVhpiRxzAFiUDB8kYA55HYAnnpS3Hii9sdBmu9VsbHTbqG6+zsL7UfJtTxkOJ2jyVIOBhM7sjHBIsWXhKzso4x9rvJ3W/OoGSeQMzylNhycfdwc4GMdBgACrOt6DHrT2UovbmxubGYywXFsIyykoyEYkRlIIY9s0un3fkv1uHX+u7/Sxj2XjhtV0vTn0exgutQ1CSeOOH7YPIAhYrJJ5wU5TONpCEncvA5xqtrVxZ6hp9rq1pDb/a4JWaWK4MkccqAN5YJVScrubOB9w8VUj8F2tvp8EFnqOo29zb3E1xFfLIjTBpWLSA7lKsDu6Mp6A9QDUHiPRbvVrPT9EaO6u0WaOWbVpXiTYqk71wm0l3QsnyoFw5yexfXT+v+GA0LfWdRvPD1lqVpozPLdSRk2zXAQxws3+sJYDkIdxXGe1bVU9R04ahbRQrdXVmIpo5Q1pJ5bNsYHYTj7pxgjuMirlPQDhPFHiHUB4gvdN0vUbm1ubO0jlt7Wztkne6lfd/rQ6kJEuxQW3IMucsOK63RNQOraBYaiU8s3dtHOU/u7lBx+tUdV8KwanqTX0d/fWEs1uLa6+ySKouYgSQrblbGNzYZNrDceemLU+iRSTaY1vd3dnFprZS3tpdkcq7doSRcfMoHIHqKS2/rzB7/wBeX9f1pyXjLxFqOm6teRW+qT2LQW8T2aRRwPBI7MRi5d1JiUsAAS0YIztZm4Gr4nuNU028srqx1dzLcXcNvBpSwRmO4UsPNJJUvkJvfcGUAKMg85sap4Ot9Uvb2b+0tQtYdRjWK+tbdo/LulAK4JZC65U7TsZePfmm3Hg4S+IjrFrrup2c3krbpFEtu8cUYxlU8yJioJGTg84HoMC6X7/1/X9Mf9f1/Xr2r+JodUh1C0XS/EuoW9zqF0kcNoIrZoURRulb5oS+AisfvfeIGRkUarqF1p3jCxjh1XUGjurhEltrizRbOONlI+Wfygd5YABfMJJbG3HTe/smE6//AGvJJLJOtv8AZ4kYjZEpbcxUYzliFyST90Yxzmrc+HjfamtxfarfXFrHMs6aewhWFXUgqcrGJDhgGwXIzQugPqbFZ66/o76wdJTVrFtSXrZC5QzDjP3M7unPTpWhRQAVz9h4mlvo9MVbDZdXVxNBcwGbP2XytwkbOPmG4KBwM7wa6Csu10C0tNavdSjMhkvBho2I2RkgBivGQW2pnJP3R05ydQ6GRpfjeLUPFn9iP/ZjO6ylPsWprcTRGMjKzRhR5ZwT0ZhkEZ6Zn8KxG11XxFZLcXU0FtfIsIurqSdkBt4mIDSMxxuYnGe9JpHgm20i4sZI9U1GdNOieGzgmaIRwIwAIAVF3YwMFsnjrycvsNBuPD1xqGpR6nq+tS3WJJbSQWq+a4VUBUhIwCFQDlgPxoWn3D7nQuodGU5AYYOCQfzHSuS0fUI/D+h+Ip7mW8ubbTb6XYs1w9xLsEaEIGkYk8k4ye9altq+o3832aXw7q+mLIrD7XLJZssRwcHCzOc+nykZ68VWsvBsMFrqdrf6tqGqW2p7jcQ3QhUFmABYGKNGBwoHXA64zzRs36fqhPp6/oxg8UalZvdw63oixXMVi99BFYXRufPVOGTlEIcErxgg7uCcGksfFz3PhC+10xafeJaozqmkX5vFfC5wW8tSrc8jBIHPtVq08MG1ee4k1rUrq+kg+zx3s/kmS3jznCARhOvJLKScDOcCls/DJslv5F1jUJNQvggk1B1g81QgwoCiIR8ZPVCeevAwPb+v62sHX+v67kvh3WZNb0k3pOmSAuVRtMv/ALXEwAH8exMHORjHHrVzS7i8u9Lt59SsfsF3ImZbXzhL5R9N44P1FVdH0GPSGvJTeXN7d3zh7i6uPLDuVUKvEaqowBjhc+uataXYf2XpdvZfarq88lNvn3cnmSye7N3NMRjeMtbbSYNOgS+/s/8AtC78hrpUEkiAIz4jQqwaRioVRtbluATgUngnV73VLHUIdS+0NLY3jQpLdQrFLLGUWRGdFwFbbIMjCnjlVOQNTWdFh1q3hSWae2mt5hPb3NuwEkMgBG4ZBB4JBBBBBORUMfh2KLQrzTo76+SW+3me/SUJcM7DBkDKAFYADGFAGBgUlpf+u3/B/rZvp/Xf+v61PEOo3Npbw2elhW1K+fyrfcMiIdXlYf3UHPudq/xCuak17Uh4P8OT3OpXUTXvy3V3ZwRSXLHYxGyIowbJHzBEYgc4ABI6e68M6PqVna2+tadbav8AZIwkcuowJO/QAnLDqcAk96zIPAOl2GnafbaJNcaRJp7O0VzZJCHbeu19waMo2QByVz8owRSaDsYUfie7l0nQzqviWPSLO8W5c6wrW+ZSkmIYyzK0KuyEswA6oQAMEC3Lrd9e+BrTVjqWrWl0omi26bpgl+0SIzKC8bRO0anZnkoBuwT0rdi8MfZdListO1jUbICV5p5YvJaS5d23Ozl42wSST8gXGeMADE1zoDPaW9rpmrX+k28CFDHaCJvMB/vNLG7Z68ggnJJJPNOWqsv6/r+kC3v/AF/X9XLulXLXuj2d1JJBI80CSM9u26NiVBJQ5OV9DnpUOp6/o+ieV/bOq2On+dny/tdykW/HXG4jOMj86s2Nlb6bp8FlZRiK3t41iiQEnaoGAMnk1PTlZyuhR0VmAOelYWoeJf7OuNWhmsyXsbRLq3Ak/wCPoNuAUccHeu3v95T3rdrM1LQLPVdSsb25MgksySqqRtkG5WCsCDkB0RhjByo5xkFdRmL4i8cJ4bu4Ir0aWm5EaaGbVVjuSGOCYoth8wDnqVzg4q3qEJg8eaPNFcXS/ao50li+1SGJgqAr+63bAfcDNR6p4HtdUvL+Y6nqNrDqWw3dtbvGqTMihVYsULjhV4DBTjkHJzZ1Dw1Lf69b6oNe1K2NsSYreFLfy1BADD5oixzjnLd+MUdAN2uU1fxvDo/ia30uc6YUmnigMZ1NRebpCArC328rlhzuBxk445vS+INSjmdE8IazKqsQJEmstrD1GbgHB9wDVaXwRa3F9LcHUtSigmvo9QexR4hF56MjBidm8glBlSxHoBwQL4lfYOhZstcv9U1adNN063fTLa4a2mu5rspIzrw+yMRsGAPy5LLyDxgAk0rXNQ1m9aWy063GjrNJD9rlu2WZyhKlliEZBXepAJcHAzjpmWHw99k1eS8sdVvraCaUzTWKeU0MjkfMfmQuuepCsozzjJOUsfD39m6k89lqt/FZvK8zad+6aDc+SxBMZkALEtgOBnoMcULZX/r+ugPrYgtfFP2mHR5Pse3+072a0x5ufL8tZTu6c58rpx9725r6H4q1LWJLKZ/D8lvp928kS3Hn73Rk3fMyBcCNtpAYsDkgbeQTLa+C7W11S0uxqOoyR2NzLcWto8ieTC0gcOMBQWH7wkbixHYgEg6+maZBpWlRafbs7wxggGQgscknnAHrQBztl49t5/Ekml3LaWFWOaTdZ6mtxLD5WNwmjCjyzgnoWGVIz0zbs9e1u90OfVk0K3Fu1q1zYw/bz58/GUV18vbGWHozYJxTNK8D2mlzWR/tHULuGwieC1tp2j8qKNwAVwiKW4A5Yk+/JzasdIm8OWkhtL3VNUtoYtlvprNbnYoPCo7KjHA4G+Q8dTml0/rz/wCAPr/X9dyTT/EKarqkEFhD5trJYJetc78BfMP7tMY5JAc9eNo9au6dc3lzFM2oWH2J0ndI084SeZGDhZMjpuHO3qKy/B+iSaLpEv2mPyri7uJLhod+/wAhWb5IgRxhF2rxxwccVqadp/8AZ0Uyfa7q682d5t11LvKbjnYpxwo6AdhVdf6/ryJ6FDxdrD6D4Xur+KWGGRTHGs05/dxGR1QO3I+Vd248jgVleEtZvbjX9Q025ub++tEgjuLS81C1SCRwSyuNqqnyAqNpKKTlsbhg10mqabbaxpc9hfKzQTrtbaxVh3BBHIIIBBHcVU0vQF057iaa/vL+8uI1ie7uigkCLnaoCKqgAsx6ZJPJNJFPaxF4tv7nTfDz3FnKYG82JHlXZ5iIzhWMYf5WfB+VSDk4ADHAOJo/ie6TQ9RlF1Jq0wv/ALHpq3SJFcSuUX5ZURV2YbeSCisEXcR67LeFIZPDdppM2p6lM9nIksN/NMJLkSK25XLMpViOnKkY7U2LwXpDwTrrUC67LcTCaWbVIYpSzhdqnaECLheBtUd+5Jo7/wBdv+D/AFsu39dynoL6vqfhOVb7XHhu4L65hmv4oIgxSOZ1+UMpReFHJVuM9+RjnxVfjwzpH2vU3thqN9NDHqaQKZprdN7RvHFsIaSRVQABDncSq8gVrSfDfRV8P3Gj6aZdLt7q6NzObKOFDL8xYRMDGVaMZwFIPygA5Gc37jwt9r063gu9Y1Ga6tLgXFrf4hSaBsFcKEjCEbSwIZDkMfbD0/L9Afl5/rYi8Fate6ppt5HqYnM9lePbiS4iWOSVNqujOq8KxV1yABz1CnIHR1R0nSodItGhiklneSRpZp5yC80jdWbAAz04AAAAAAAxV6gSCiiikMKKKKACiiigDG1zV7+wvtPstJsLa8uL0yY+03bQIgRQTysbknnpii78SWujx2cWvFbe/ukZktbRZboyFcbhHtQM+NwP3QcZOMAkUfF/h2bXLrTJo9K0rVorRpDJaapIVjbcoAI/dycjHp+NZ98mp2HiTw1DpGk6XHcR6deJ9jF20VvCu6DhHWEkgccbF/Ckr3/rsPqbtx4u0a3s7S5NxNOl5GZYFtbWWeRkGMsUjUsAMgEkDBIB5p914q0e1t7Ob7TJcrex+bbLZW8ly8qYB3hIlZtvI+bGBkDPIrEs/DOteH5LW60hrC/ufsrwXMd1K9um5pWl3owWQgBnYbSORj5hjl1n4a1fw9JZXOj/AGLUp0sRZ3KXcz2ysQ5fejKkmPmZhtK9NvzfLy/6/P8A4H3/AHL+vy/4JY1DxtZaR4kns9TdorVNPivEKWsskoDPIHZlUEqihFySAFJ5PIrp1ZXRXQhlYZBByCKwLrQ7y61PVbstAn27SY7NV3k7ZAZScnb9394OevB4rX063ez0u1tpSpeGFI2K9CQoBx+VP+vz/wCAD30/rRf8Ew9a8YRabrsOk27aaLhtu9tR1FbVSWOAifKzO/faABgjnkCtLWtSlsVtILIRteXtwsMKyAlQPvOxA/uorHtzgZ5rD1vwzqNxfayNMg02W3163SC6lu2ZZIMKU3BQhEo2nIQsmCDz83GpaabcHxM93dIRbWVqtrZFmBLlsNLJweM4RRnB+VuxFJef9f1+oPy/r+v08wfxFIvi+20X+z5FiuIZpFu5HCgmPZkKmMkfvPvHHI4yOaSDVtXu9eu7a10yyNhaXCwS3El+6ynMaOSIxEQfvgcuM47VS1LT/EM/jjTtTtbLTGsbGOaEGS/kWV1l8vLbRCQCuw4G45z1FR6j4Wm1LxRFfJpGkWDQ3Mc/9rwSE3sqpjMZAjXaGA2H94w25GDngj0v/Wv+QPZnW0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGR4i8SWfhrTzdXsdxMdpYQ20e9yq43NyQAoyMkkDkAZJAMur6vJpccZg0q/1N3DMUs1T5FXGSWkdV7jAzuPYHBxm+PI9QvPCd5p2laVc6jPeRNGPJkhQRn1YyOvH0zVfxHfeIrnSLKHSNC1CP7YxW9aOa2FxaRjsoMoQu3QMGIXryQBSe2g1vqXZvFsLR6Y+k6bfav/ads11ALXykIiXZlm810x/rF469av6lqo03QZNRmt5A6xgrbMyh2kbAWPIJXcWIXgkZPeud1PSoZNK0pbbwvrayW1u8NvHZamlq1op2jZI6XC5B2KeN/wB314NqGy1O5vNC0/V2a5On263d9dBMRz3AG1ADgA87346bUyBkVTs9F3/z/T8RdEy/qPiW10q8sLO7hme5vJY4ituu9YS5IBZjgAZBA7nBIGAcJrXiWPQ5CbnTb+W0jVWuL2JE8q3VjjLbmDNjqditgdaz/Gf9pzy6XFpmhXuoLbX0F3JLBLbqoVGOV/eSqd34Y561W8TvrepajaWP/CO39xoflrPdi2mthJO+ciBg8y7UGAWIzu+70zlLX7/wsv8Agid07eX+f/ANq98QS2+stp1pouoai6RJLLLbNAqRhywGfMlUn7h6A1s1x3ifS7y/1Ay6NpmrW+qSQIkWpxaiIbaEgkr5sQl/ebSTwYmBzjoeOxGQBk5PrR0H1MY6xfSeL5NItbG3e2t7eKe4uZLpkdRIZAAsYjIb/V85ZetbNc9Zf8lG1j/sGWX/AKMuKp3PhLVJvEp1JNc2W/nrL9m3333QQduBdiPt/wA89vqpo6pDlo3by/I62iuSHhHVB4m/tI65m3+0+d9m3333d2duPtfl+3+r2/7OOKIvCOqR+Jv7SbXN1v8AaDL9m3333c524N2Y/wDyHt/2e1C6XE+tjraK5LTPCOqWXiBdQn1zz4Fd2NvvvjkEHAw928fGf+eeOOAOMJonhHVNM1hby61z7VEoYGHffHOQQP8AW3kicf7n0x1o6AddRXIaN4P1XTdSNzda79pj2Ovl+ZfHkjAP7y8deP8Adz6EdaXRPCGqaZdyy3WufaleB4wm++O1j0b97eSDj2APowoA66iuO0vwbq1g12bjXvtHn2zwp+8vzsZsYb57x+n+ztb0YU7TfB+q2Vtfxz6757XMBijbzL8+U2fvfPeOf++Cjf7VAHX0VyOneENUstP1C3n1zz5LqMJHJvvj5RB6/PeM3/fDIfc02y8HarbaTqFpLr3my3QQRy+Zf/utrZP3rxm56fIye+RxQB2FFcjaeENUt9Dv7KTXPMmuShjn3337racnlrxn5/2HT3z0pkPg3VotDubFte3TTSo6T+Zf/IBnIybwvzn+F1HqDQB2NFcePB2qjw62n/29+/NyJhceZf8AC7cbc/bPM68/6zb/ALOeac3hDVD4bXTRrmLgXPnG5333K7cbc/bPM9/9Zt/2c80AddRXISeD9Vfw9Dp667tnjnaVrjzL/wCZSMbci8En5yFf9kdaW48IapN4ftNPTXNk8Eju9xvvvnB6DIvBJx/tOw9AKAOuorjrrwbq0+j2NpHr3ly2xk8ybzL/APebjkfdvA/H+27+20cU6/8AB+q3enafbw675MlrGyySeZfjzSTnPyXit/32zn0I6UAdfRXI6n4Q1S+tNPig1zyGtYPLkfffDzW/vfJeIf8Avsuf9qm6p4O1W/SyFvr32c29ssMh8y/HmMM5b5LxOuf4tzerGgDsKK4/VvB2rahNA9vr32cRW6RMvmX43Mo5b93eIOfcFvVjTtc8Iapqmoi4tNc+yxiNU8vffDkDk/uryNef93PqTQB11Fcjq/hDVdR1pry2137NCdmId98MYAB/1d4ic4/ufXJySureEdU1DXnvrfXPs8DMpEG++GMAA8R3aJzjsg9885EB1tFcne+EtUuvEh1GLXPKtzMsn2fffdBjIwt2sfOP+eePUHnKDwjqg8Tf2kdczb/afO+zb777u7O3H2vy/b/V7f8AZxxQulwfU62iuSi8I6pH4m/tJtc3W/2gy/Zt9993OduDdmP/AMh7f9ntS2PhLVLXxIuoy655tuJWk+z7745BzgYa7aPjP/PPHHAHGBdAfWxqQavenxZJpF3Y28cJtmuILiK5Z2dQyqQyFFCn5uzNWxWBJ/yUi3/7BMv/AKOjrfoXwp+v5tC+016fkgpk80dtbyTzuscUal3djgKAMkmqWn6ddWdxNJcazfagkn3YrlIAsXP8Plxqfbkmr0rtHC7pG0rKpIjQjcx9BkgZPuQKOg+pjWPizT73SNS1J47m0ttNd1nNzCUYBUDltnLAbWBwQG7EA8VAPGEUdvqD6jpOo6fJY2ZvmhnELNLEM5KGORlz8uMMQeRWRp0Ovy6d4qhTQZrC51CSa4s31B7eSJi0SIquEkfnKkkEbcd+1Q6J4fuIP7UE2hahHplxpotprK8uYHuLhxkbYnSQhI9pYbS6qpb5VTkk/wAl+X+f9dQVuvf8Lr9P679bp+ry3VtPPqGl3ekRwruLX0kGGXBJOY5HAAxznFTabq+m61bNcaPqFrqEKvsaW1nWVQ2AcEqSM4I4965S10W8l0nWobvTtZGl3UCRQ6Zcaktxd7+d7rK8rBAQUwvmY+QnAzg7PhX+2/s90Nc+0+WJR9l+3eR9p27Ru8zyD5f3s4xzjrzT6i6GtfX0On2pnuN5GQqpGhdnY8AADkn/APX0qnp3iGw1DwzBrzSfY7GaATl7tlTykIz8xyQPzxVvULma0snmt7G4v5BgCC3aMO2TjgyMq8deTXG6Tpl//wAKttNI1bQdViu7JIUEdtPbeb5iEMssbGXZhWAOHPOPukcGe5R2VhqVjqlmLzTL23vLZiQJ7eVZEOOvzAkcVRtfEdk/h8a1qU1vpti7Exz3Fwqo0ZbCOWOANwwQPcViFfEN34TbTtTjuvtGo3RtUkkWPzobZvvPMYcxq+0Pgrgcp/ESK0vFGn+bpdkllY6lLLaTrJbNpUkCSW5Cld379ghG0lcEN97p3DYkP1Xxr4e0bT7O9vNWsxb30ipbyLcx4kBYKXBLAFV3AkjOBVt/Emhx6Qmqyazp66dI21LxrpBCxyRgPnBOQR17GsW4s9fvPBNn/aEAuNVtrqG5aFWRXlSOcOFJB2CQoozghN2cEDBqv4hs9a1S60fWbG11Wya2SeOWzt2sjdIX2gOPNLwkYQg4YNh+vVaNr+v4B1/rzOmu9c0mwtUub7U7O2t3j81JZrhEVkyo3Ak4Iy6jP+0PUVbhmiuII5reRJYpFDpIjBlZSMggjqK89+yHQta8KJBouo6lNBZ37pBK1r9ohZniJJO9YhjcV+Q8A4Axmuv8LabcaR4btbO82CZN7OkbZWPc5bYDgZC7tucDpT6f15h2Nais/U9Our/yvsms32mbM7vsiQN5mfXzY36e2OtaA/OkBj6prF5p2uaXaiyglstQm+zm4+0lZI5PLd/9XsIK4j67wcnpVq91zSdNvILTUdUsrS5uSBBDPcIjyknA2qTk88cVieKX1NtY0Y6foF9qEVjd/apZoJbdVI8qVNoEkqndlwemMd+1UNa0rVWuPEdtDox1BNfiSOG4MkWy1HlCPbKHYNtVsuNgbO5uM9ToVZX+X6nVXWuaTZalDp97qllb3txjybaW4RJJMnA2qTk5II4om1zSbbVYtMuNUsotQmAMVpJcIsrg5wQhOT0PQdq5m9sdatPEiS6Dbaksr/Z47q4lktjZXKrgMzKXMysFLAbAMsBnI5p93aaxB4ya40Cz1KCO5uImvXnktmsZ0ChWfG4zq+wBRtABZVyMZJa1ZPS/kdWby2F8tmbiIXTRmVYC43lAQC23rjJAz71NWa6Sf8JRE40eJo/sbg6oXTeh3r+5243YP3s5x8taVLoHU5+PxjZyaolsLO8FpLdNZxajtT7PJOuQUGG3/eVlyVC7hjPTPQV5tZ+DtR/tKGzv7G4m+yaqbuDUpbtDbxwCYzKsUQO5ZTnYSUzgt85GFruEudTn1O/tGsBa20cSG1vzKsgmdgd37sYI2nHU85o+zfr/AMBf1/Vw+1/Xf+v60UNv4lsrrxTNoUCTPcQQmV5go8oEFdyZzncBIhPGPm654puj+IZNYPmLomo2toULx3c7QFJADjhUlZ+eoyorA0Twt4h0fxNp0k1/p91Y29nOk00dg0TyO8iOc5nb52YFi2McEY5GJtB0y9tNcWaw0zVtJ06KKTzrW/1FbgXDEgoIk82RYwMNkgp1Awf4Tovn+YdX8jVsvFUVzdT291puoadNHbG7jju0QGaIHBZdrtjBxlW2sMjirOiazPrEPmyaLf6dEyK8b3bwESA88CORyOPUDrXPeH11i91C/wBQ8UeHL+G9uIHjRfPtmhghHSCMrMWLN1LkLk4+6ABVrwppl7ZajM8dpqemaWLdYkstT1D7XIZAfvqfMk2KF4wH5/ujAJa8/wCt/wDgfPyE/L+tv+D8vM6uimyKXjZVdoywIDrjK+4yCPzFU9MsLmwidLrVrzU2Zsh7tIVKew8qNBj6g0hlyWWOCF5Z3WOONSzu5wqgckknoKp2Wt6VqOnyX2n6nZ3dnHnfcQXCvGmBk5YHAwOTUHiZNSfw5dLocayXxC+WrBCcbhuKh/l3hcld3y7gM8VxkXhzxBeWutTXtteTmeeyuI4NRmthLdLC+XjfyAIwSAAM5B+XLYyFEHY7mz17R9Q0+a/sNVsbqzgz5tzDco8ceBk7mBwMDk57UWWu6RqVulxp2qWV3DJL5KSQXCOrSYzsBBwWxzjrWPrUWoeIfDqkaNc20tveQztYXksObpI3VyuUd05xxuI5UZwOaXVX1PUtP0+/h0K9imsdQWZrGWW3E0iBWUlSJDH/AB5wXHQ+2T/Nfpr/AF2D+vz0NyTU7CJWaW9t0VJDExaVRtcLuKnnrjnHpzUH/CQ6L/Y/9rf2vYf2bnH237Snk5ztxvzt68detcqnh3UNUjRtX0lESTxCNQe3eZJAsQiwrHBwSGAyBnn1HJ0fEem6hZpDJ4ZtbgeffNcXzWPkG4BMRXfH9oPlrkhQ3fBOBkk0umvl+S/zf3B1/ru/8l95uS63pVvpK6rPqdnFpzBWW8e4UQkHgEOTjnPHNSWuqWF8ITZX1tcCeIzReVMr+YgIBdcHlckDI45rh9J0HW9KsdIvbzTZr+axvr6WSzE0HmnzpGKTKfkjLAE5GU4kbHodPxXNeJZaTrNjata6oJxax21wULkT/IUJQsDtbZIcE8Rn6h/1/XzA6U6pp62qXLX1sIHkEKSmZdrOW27Qc4LbuMdc8VarDn0xNM8Pafp2n6PFqsVtLAiwzOq7AGGZssDll+/6kjjmtymBh6z4qg0i7kt1sL2/e3g+03X2NUb7NFkgOwZ1JztbAUMx2njpnYgniureOe3cSRSoHR16MpGQfyriPEvh7UJ/FF3crp1xq+n39nHGLaK6SGJJ0LAGdWKmSIhxwN44bKE7a37OHUNB0/QdJs7D7fBHEltdXXnhPs6pHgPtPL5IxgcjNJba/wBb/wDA/P0Hv/Xl/X9as1jxbBo81yradfXcNjGJb24thHstUIJywZ1ZuAThAxx25AqfUfEP9l3kSXWl332OR44/7QQxGFWdgqgr5nmfeIGQmOfTJrlfF3h/VtS1zUJLfSp7h5reGPT7q3lgSGNlJJF0jsDKobBwVkAX7oVsk6niSxv9TvraO10u/N3C0TRah9sVbKNgwYs0Hm5cjnGYic4wR94C6X7g/wCv6/r0NbV/E1jo2qafp86TS3F/KERYVB8oFgod8kYXcwHckngHBwieIJZtbn0+20TUJo7eYQzXqtAIUYor9DKHIAYdEP41z2ueFPEcuqyX2m6jp0puNRt5iJtOYyQxRt8ql/PUMq/MdoUElm7mrN5pN7J4qWfSLDVLCc3cUtzqD6gPsc0ahQ4FuJWyzINozGuDzuBAJI62v/W3/B/QT3du3+Z2NFFZ66ddLrBvDrN80B6WBSDyRxjqI/M9/v8AX24oGaFVk1Kxkhtpo723aK7YLbusqlZiQSAhz8xwCeOwNWa5XSdBu7TXHilgVdN0+aa409iVIZ5ucAA5GzdKvQDEgx0NHUOhuWmt6Vf39xY2Op2dzeWxInt4bhHkiwcHcoOV545qroOsXmpz6lbalZQWlxp9wsDC3uTMj5jSQEMUQ9HAxjtXK+H9M8Tt4l0q+1q2vFSzgnSZZGs1hjZguFgWIb/L+XH7xs8LkdSNnwy+p/8ACQa3Lf6BfafDfXCTxS3EtuwAWGOPaRHKxByhPTGO+eKa8+wdzqHLBG2AFscAnAJ+tZWgavc6pb3n9o2kNncWd01vIkNwZkOFVshiiH+L0rUldo4XdI2lZVJEaEbmPoMkDJ9yBXDw6frOraF4p06XRrrS5NTkllt5LuaEowZEXY3lSORnac8Ywe/Skt36fjdf8EH09f0f/AOr0/XtI1eGaXStVsb6OD/WvbXKSCP/AHipOOh60ljr2j6nZzXem6rY3ltBnzZre5SRI8DJ3MDgcc81zcmnXWtXd5e6j4cubS1/sl7B7LzoPPu9zA4Vkk2hVAIUswOXbgdyzstYvPDWr2Ov2eq3lnJGsVtDcSWqXzgjDfNE4iwDgqSQ3DZ7ZHsHU6jTdY0zWbVrnSNRtL+BGKNLazrKqsADglSRnBHHvU9rd299ax3NlPFcQSjcksLh1ceoI4NYvhf+3Psl2NcW5aMSAWov/I+0ldoz5nkHy/vZxjnHWr+gq6aDaLLpUWjuI+bCF1ZYP9kFQFP4UxBrGsQ6PbxPJDNczTyiG3toApkmcgnau4gdASSSAACSaNG1mHWrOSaKGa2khmaCe3uFAkhkXqrbSQeCCCCQQQQayvGmkX2pQabcaZ9od7G782WG1mWGWaJkZHVHbAVsP1yp4OGU4Ig8P6Vd+HNA1i607RyLm6ma6t9La5UOSI0QK8uWXexTczZbliST1pK2t/62/wCD/W7fS39f1/Xl0Op6lb6Rps19esVihGSFGWYk4CqO7EkADuSBWYPFkEuj6be2mnX1zLqS7reyjEYmIAy2SzhBgdfm+maj1fSdX1tdIuoLm006W1P2iS0u7U3SecVwOUkjyUy2DyMkHGQK5seHtfi8LeHrTVbI6itnIzXEOmFLa5i+QhNkjy8YJO5kkQkEDpuBTumG9jqv+EssR4YOtvFcJGHaH7MyDzjMrmMxAZwW3grwcd845qKTxhAbaxk0/TNQ1Ga9tBerbWyx+ZHCQPmfe6qOSAACSTnAODjCsvCfiI6NpmLyxtHsFuPJtLqxExXex2MxikjTzQhKkgEZZjznNNg0PXLDQ9CXydQbVobFbWaTTHt4IVQBdsc3ms5wDn54gW+8QBkCn3/rv+tvl5h1X9dv0/HyO5sb231LT7e9spPNt7iNZYnAI3KRkHBqes7QNL/sTw7YaYZPMNrAsTPz8xA5PJJ6+ppdT066v/K+yazfaZszu+yJA3mZ9fNjfp7Y603a+gLY0KgN9aL9o3XMI+yjdPmQfuRjOW/u8c89qnH51yviHQry81rNjEGtNUt1s9SbcBtRX3A4JGco0qcZOWXjAOF1sBtz69pFteW1pc6rYw3N2AbaGS5RXmB6FFJy2faq9xq15beKbPTZLKA2d4khjuVuT5gZACQY9mMc9d5+lcn4w0rxTqV5qVnp9vd/Y5RF9lFqbRIHCgFvOMgMu8EELswMBeRyRt6xLqZ8Y6XLbeH7+5tbPzBJcxy2wQ+YoGQGlDcHOflHTjNHS6A6iqMmt6VFq0elS6nZpqMi7ks2uFEzjBOQmckYB7djV6vPNa0vxTqHiBkEF39kj1a2uI/Ja0S1aBHjJYkgzmUANnlRxx2BFrJIOlztZtc0m21WLTLjVLKLUJgDFaSXCLK4OcEITk9D0Hahtc0ldYXSW1SyGpMMrZm4TziMZzszu6DPTpWPo0OoaNrGoWs2j3FzHfX0lz/acMsJTa2NokDOr5UAJgKwwq89QE8NRaho08+l3OjXLpLeT3B1SOWFopA7s6lgXEm7BCY2EDAwcc0LVIH1N9dQs3WEpdwMJ3McJEgPmMM5VfUja2QP7p9Khg1zSbq+WyttTs5rto/NWCO4RpCmcbtoOcZ4zXJadpmuR3+hWUujvHbaZqVzcT3jXEZV1dJwhRQxYj94AdwUg4wCMkavhfwtb6boGnpc2EcF7azS3I2t0lfeCxKnDZVsc57egwAbFprelX9/PY2Op2dzd2xInt4bhHkiwcHcoOV545qJfEuhPPdwrrWnNLYqzXUYu03W4U4YuM/KAeucYrjNI0bxVda3p8+rJe23kWtzDIzmzWGB3UAfZ1iHmbMgY3tnhcjPI3/DdrMPDsfhzVfD81pBb2YtpZTJC9vccbW27XL4bk/Mi9eeaOn9eYaXOiN1bi6S2M8YnkQyJEXG5lBALAdSAWGT7j1pLa7trxHa0uIp1jkaNzE4YK6nDKcdCDwR2rlvAltNcQy6nfMJpYV/sy3nznzYYHZfNB/22yT9F9K3tFSRLe583SItKJu5SI4nRhMN3Ex2gYL/AHiDzzzT0/r+uwtf6/ruT6nqNtpGmT396xWCBdzbVLMfQADkknAAHUmqej6+mq3VzaTWF3pt7ahHktrwR7tj52uDG7KQSrDrkFTkCo/F+lXeteFrqz0yURXmY5oHJAw8ciyLyQwGSuMkEexrK8L6HLaaxf6wdKuNPae2jh8u9uVmuZ3UszPJIruCOVVfm4APCjAqfUp7HRatqkWkWP2iWOWZmkWKKGEDfLIx2qoyQMknqSAO5FUbXxI15Y3kkGi6gbyymEM2nkwCZWKqw+bzPLI2uG+/+vFZ+tR61rvgi3+0aKILyWaJ7zTRPFLIsayZZY5Gwm/ABDZGOxBANV9F0+/03QdWSbSNTe3urkvb2aXkQvgrKAxecSqCcgkMZWfbjLdAH3v/AFt/wf63XY3bXxHZzaHc6ncrLYxWbSLcx3AG+Fk+8DtJBP8Aukg54qpH4xtZtBtNRisb1pb2dre3sNsYuHkVmDLguEGAjEksBgde1ZFp4W1ifR4oYZ4tLgj1FryGy1GE3rbcAqJWWUFm83dJne3JXJOKz/8AhF/E0Wg6c9032iez1S4mlttNItZpbeVpAwR2kYBjvDD5kIXI3Bhmj/gf1/W1uov+D/X9b+R3OjaxBrVi1xBFNA8crQzQTgCSGRThlbBIz7gkEEEEg1frnvBuiHRtPvC1mLAXt21ytrvDtCu1VAZgSC52bmIJyzHlup6GmCCiiikMKKKKACiiigDN1bXrHRGt1vjcl7gsIo7a0luHbaMn5Y1Y4A74q5aXMd5aR3EKyqki7lE0LxOPqjgMD7ECuW8aLMmraJcx3Gq2kUTTiS50uxN1ImUAAK+VJgH12/jWZ4gfSp9b8NHXYNQ1a0awu8xzabLJJM26DBlt0jH1wyBQdpwCBSWrf9dLjtqehUV5nHpKW9vpaeM9DudR0yOxkS3tfsTXotpDKSqtGgchhFsUPyF2sMjPMi6Z5MejDxzpNzqdhFpoSO3azfUBBcbjnzEQOS/l7VDkEDa/zfNy/wCvz/y/EX9fl/n+B3ianDJrk+lhZPPht47hmIG0q7OoAOc5zGe3pVyuD17wzaa1rerS3Oktc266DElmrwsEWTdORsXoJFBXHG5d3GMnPZaWZjpFmbnd5xgTzN4w27aM5980/wCvz/yB6PT+tF/mZ2seLtK0Fpv7UGoRpAnmSTR6ZcyxIuM5MiRleO/PHer+oanDp1mlxIkkvmSRxRxxLlnZ2CgAHHrk56AE9qzddiuNU1fTtISCT7EX+13sxQ7CkZBSLd0JZ9pI/uq2etI+NX8apH9620WPzG9DcyKQo+qxkn/tqtJf1/X4A/6/r+tB07+GZ/GNtDcQWM2vxxM8Mhtg80SLjI8zHyf6wHGQSG4qf/hJdP8A7ZfS0F7JcxyCJzHp87xIxUMAZQhQcMDy3GeawNUvoIPiVpBisNR8u3huo7iaHSrhohJKYSp3rHtOdpywJAxyRS3Ru7bxa/8Awj91q7z3F7E95Zz6fiy8vaqSOJmiU5CKCAsh+YDgjIojrb+uoPqztKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCnb6PplpqM9/aadaQXtzxPcxQKskv+8wGT+NXKKKACiiigAooooAKKKKACiiigAooooAKKKKAI2t4XuEuHhjaaNWVJCoLKGxkA9QDtGfXA9KkoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqs+m2MupRahJZW73sKFI7lolMiKeqhsZAPpVmigAooooAKKKKACiiigAooooAKKKKACiiigAqG7s7a/tJLW+t4rm3lG2SGZA6OPQqeDU1FAGPY+EfDemXiXem+HtKs7mPOya3so43XIwcMFyOCRWxRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGFL4H8JzzPNN4X0aSWRizu+nxFmJ5JJ28mtwAKoCgAAYAHaloo8gCiiigAooooAKhu7O2v7SS1vreK5t5RtkhmQOjj0Kng1NRQAyGGK3gjht40iijUIkaKFVVAwAAOgp9FFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVXksLaXUYL6SPNzbxvFE+4/KrlSwx0Odi/lXNfEqwivPA+oyzvKVt7dnWIOQjPxhmA+9jqAeAecZCkTeM4tElsLdNZ0yPV7qUtDYWEi7/OlYdQp4BAGTIR8i7jkAnI3ZXGtzp6bJIkUbSSuqIgLMzHAUDqSa4XVPCl4dN0B9SsNH8QnSdOkgul1ecqjORF+9DNFJkjy25IH3uvWr1ze2+vaBoWmadbG1t9YiSR7dkUeVZqoZ1KjIAIKR8cfPxTa6J/1/WouzZ1iSJLGskTK6MAyspyCD0INOrkfGthE17oN47yM8erWqRxl/3cfzHLBem49MnJA4GMnMHjXT9N1TUYLC0tI5/ElwqG2ucZfT4lfJn3f8swDkDGC7YHOCQlr99vwT/UTutPK/5r9DtaK4XxhpsNjq1z4l1Tw9o+s2EFrCrNduPtEOx3J8pWiZWY7xgb1yQBXdA5APT60dB9SlNrWl2+qQ6ZcalZxX843RWjzqssg55VCcnoeg7Grtc9Zf8lG1j/sGWX/oy4qnc+LdUh8SnTU0Pfb+esX2nZffdJA3ZFoY+/8Az02+rCjrYb0b/rpc62iuSHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/+s2/7WOaIvF2qSeJv7NbQ9tv9oMX2nZffdzjdk2gj/wDIm3/a70LW1uonpe/Q62iuS0zxdql74gXT59D8iBndTcbL4YABwcvaJHzj/npjngnjKaJ4u1TU9YWzutD+yxMGJm2XwxgEj/W2cac/7/0z0o3Vw2OuorkNG8YarqWpG2utC+zR7HbzPLvhyBkD95ZovP8AvZ9AelLoni/VNTu5YrrQ/sqpA8gfZfDcw6L+9s4xz7En0U0AddRXHaX4y1a/a7FxoP2fyLZ5k/d343suML89mnX/AGdzeimnab4w1W9tr+SfQvIa2gMsa+XfjzWz9357ND/3wHb/AGaAOvorkdO8X6pe6fqFxPofkSWsYeOPZfDzST0+ezVv++Fc+wptl4x1W50nULuXQfKltQhji8u//e7mwfvWatx1+RX98DmgDsKK5G08X6pcaHf3smh+XNbFBHBsvv3u44PDWavx/sI/vjrTIfGWrS6Hc3raDtmhlREg8u/+cHOTg2YfjH8KMPUigDsaK48eMdVPh1tQ/sH9+LkQi38u/wCV253Y+x+Z14/1e3/azxTm8X6oPDa6iNDzcG58k22y+4Xbndj7H5nt/q9v+1nigDrqK5CTxhqqeHodQXQt08k7RNb+Xf8AyqBndgWZk/OML/tHpS3Hi/VIfD9pqCaHvnnkdHt9l98gHQ4FmZOf9pFHoTRsG511FcddeMtWg0exu49B8yW5MnmQ+Xf/ALvacD7tmX5/20T23DmnX/jDVbTTtPuIdC86S6jZpI/Lvz5RBxj5LNm/77VD6A9aAOvorkdT8X6pY2mnywaH57XUHmSJsvj5Tf3fks3P/fYQ/wCzTdU8Y6rYJZG30H7Qbi2WaQeXfny2Ocr8lm/TH8W1vVRQB2FFcfq3jHVtPmgS30H7QJbdJWby787WYcr+7s3HHuQ3qop2ueLtU0vURb2mh/aozGr+ZsvjyRyP3VnIvH+9n1Ao8gOuorkdX8X6rp2tNZ22hfaYRsxNsvjnIBP+rs3TjP8Af+uDkBdW8Xapp+vPY2+h/aIFZQJ9l8c5AJ5jtHTjPZz745wLUNjraK5O98W6pa+JDp0Wh+bbiZY/tGy+6HGTlbRo+M/89MepHOEHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/wDrNv8AtY5oWtrA9LnW0VyUXi7VJPE39mtoe23+0GL7Tsvvu5xuybQR/wDkTb/td6Wx8W6pdeJF06XQ/KtzK0f2jZfcAZwctaLHzj/npjngnjItbA9L3Ogt9Y0y71GewtNRtJ7225ntop1aSL/eUHI/GrlYEn/JSLf/ALBMv/o6Ot+hfCn/AFu1+gvtNf1smFFZ+n6jdXlxNHcaNfWCR/dluXgKy8/w+XIx9+QKuXCxvayrOxWJkIdg5TAxydwwR9R0pdLj62JKK8yaKPT/AA34q17wla/2XpDadttFs4xH57IHL3SLwBkMArdW2Bum0mfw5o9svimSzXSdKtdH1DSfNl0y3xMjKJF8qWXjYzuC4OAR8n334IfW39dX+gPT+vT/ADPRqK4LQNHjj0zXtc8F6bY6fPfIYdNSGFIY3ji3BZCFGMuxdgSPu7M1u+FL+S5gvLW8uNUkvrWUCePVEtxLFuUMoBtwI2UjnIJPJB9AAdBRWZ4iOkLoNw/iPyzpqANMsuSr4IwpUffycDbg7s4wc4rndL07WdP8D3p0O0NhNc3RuLPTxsV7SBmXMaBv3aybQzBSNis2DwCaO4djtajhnhuFYwSpKEcoxRgdrA4IOO4PauYtvEL2/g+8nWW+utRtZmtfK1JIVm+0sQEjbyQIyMunK54PXOak1DTdX0nwnZWXh555JopF+1yW3ki4lU5Mjx+aPL3lyGO7jBbGDij+vvA6eivP9ckbXPBuj3lprmpwLHqVvDM8kVuJDILlUbzB5ZUMjgj5MKSP4hirniG+1jS7rR9EsrvVr2W6SeWS7t0shcybNuFHmhIv4yThS2E6dWB0+dvwuHW39dTtKK4lbvxLd3Wg6de3smjT3FpdyXhSKF5T5bxBGB+dFYhsn7y/MwxnBG94T1G41XwtZ3l3IJZXDKZlAAmCsVEgA4wwAbjjninYOxsUVn6nqN1YeV9k0a+1Pfnd9keBfLx6+bInX2z0rQH5UgKcur6bBqkOmz6haxX867orV51Esi88qhOSOD0HY1crnvE3/IW8Mf8AYW/9tp6yNc1fU2uPElxa6y+mLoESPFbLDG63OYhJuk3KWKsTsARlPytznobK5VtUl/WtjuKK47U9T1ax162vdSl1Cz0Vxbqps1t2iWR22lZxIpl5ZlUGPjB5xgmn6lqGqab4wSXVLi/g0aWaGG2a0W3a3LPhQswZTMGMhwCny4K5x8xp21t8iel/mddRWa7yf8JREg1iJY/sbk6WUTe53r++3Z3YH3cYx81aVLpcAoryOyW4ub+z1mG0tINQXxC9rcXsjhry6PnMjQYX7sSxcgMTxGPkHD16kdSs/OuYI7iOa5tUEk1vEweVAQSMoOecHHr2o+zzP+tE/wBQ+1b+t7FqivMND1qNvH0WqX9rq39oXmm3LSQvpVyhhUPEY4V3RgEKoOTnBdjz8wFVtO1aU+KLzUfJ1Ia3faNcvtm0u4jWFgymKIF0A2qBjd0LEnqwFK9lfyf4X/yDrZd1+Nv8/wCunrFFeVeG7EvqmkT6TbWdjDq+kz+YscvmTXi7UIuLhl+UuHYD+M/vG+bnbXReDLS30PVH0R/DukaXfrZRzST6U6uJkB2/vD5cbBickAgg/Nzwaq2tv66/5E811df1t/mdnRTZGKRsyo0hUEhFxlvYZIH5mqemX9zfxO91pN5pjK2Al28LF/ceVI4x9SKRReorN8Q6mmkaDc3kkkse0KiGGMO5d2CqFB43FmAG7gE88ZrioPFWs21nrNnNNcpcW13Z263GqC1MtqLhgpZxbnyzt+8AcH5hnihauwPQ9HormNZk1Hw/4eVI9YuLqe6vIbcX97HDm1WR1QthERTjPGQfmIzkcVLePfaIukQNq9zfG61JYpZrpIQzIY3Oz5EUAZUc4z70f52/L/MP+H/r7joqK4afX9WvQ8ekanCrN4iNgs3lrIqQiLLLx1YEN+IweMirWo3Gr6PpsWnXWp397e3l6yWU1hBb/apYghfDeYqwKRhskjBUDHzHhLVX/rZP9Q62/rqv0Ovorz7SPEera3pui2R1CSxlvbq8hkv9kDTMIHYKgA3ReYwGSVDLhHwBwRuavqVz4Xm024vtQmudO8uSC5eaNAzS7d8bkoqgE7GTAABLrxmnsB0tFc/nU4vDGnnVNbh06/eaFriaSOMqxZwTAAcDkHywevQ8mugpgFFeaeL4Bq3i3V7G8tLOUWulRzwXWoOAlhGTJ5k8Sj5jJlV5BUDYPnXjPZaJqYXw/og1q5ih1C9to/3c0gV5ZfLDMFB5J6kgUlqr/wBdf8gejt/XT/M2aK8u8dQRXmp6/cGzt72PT7OEz3UyL5+mcMxe2yRltvz9Y8EAhnPyBfF2sxXWuWs17b6qttpuoWYs0Gl3LJKxlQvNvWMqx2nYoBz9/g7hQtWl3YPRNnqFFeX+K9YjuvE9pc6hbaqkOm6lbJZxDSrkoxLgyTbhGVYkfIoBzgN/exWrfafDo3i5tZ1Lw7pF7HqGowJb35YG9hZkSNQEaLoGUk4kyFyccYpx1t/Xb/MT0bXlf8/8ju6KKz11G6bWDZnRr5YB0vy8HknjPQSeZ7fc6+3NIZoUUVyOlarqlzd2emXN2xurC5n/ALRmEK/vokGI8jGFLiSJ/lx91gKOtg6XOuqnpur6brMLzaRqFrfxRvsd7WdZVVuuCVJweRxXG6B4nv7zxbpyfaNRl07VbeeaH7bHapG6rtKvCsZ80Lg9JcnDDJz13fD3/IyeKf8AsIRf+ksNNf194+50DusaM7sFVRksTgAetVtO1TT9YtftWk31tfW+4r5ttMsiZHUZUkZq1XFrqc2i+H/GOpWyo01rfTSJ5gJUERR8nHOB1PsKXV+l/wAV/mJ9PW34P/I7SiuOjm12z1S60qy1r+2LibSmureS9iiUQTBtqZMSKNj5OAQT+7PJ7Gl3+sT6Dq9lbz6i3iG3iDLDrAtgYy6nZhrdfLKkq2M5II5AHFHS/wDXb9A62/rv+p2NFc94Wv5Lm2vbW8udTa+tZQJ01RLcSQ7kDKAYAI2XHPBJ5IPoNHQWd9BtGl1WLWHMfN/Ciqs/+0ApKj8KANCiuR8fyt5eiWslmt9a3moiGa1kkVIpiY3MayFuNm8KSMEnGArH5TH4HY6NpOuR6lLZWtjY6hIU8lilvaoY0d0UsfuI7OM/KOD8q/dAtb+X/A/zB6W/rv8A5HZUVyvjDVA9jZWUAvXstSObi7sLOa52wAAlQYlbBfIUH0LEHIFcrp7vrXhDwjo1gsMFnOJI5V1G0lWKQxx7ljMR2eapGTt3BTtJydpUrUD1SivM7nVVm8M22iS6c9tp6yXMN4+jaZNJbyJDIU8tBEreWJGGSDnADrk5zUFik3ifS/DGlxCzFmuiCbytXspXimkTy0OYCU3hQchicDcGAPBDWu39aN/oG2/9bL9T1OisrwvfDUfCunXa20NqskC4hg/1agcDZwPl449sVLqeo3Vh5X2TRr7U9+d32R4F8vHr5sidfbPSm97AjQooH5VymuaxqWmapf2UU2576zRtL/dg+XNvETA8cgNJE3OeC3YUutgOrqn/AGvpv9rf2X/aFr/aGzzPsnnL5u3+9sznHviuK8WeJ7/S7i5fTrrUpf7J8hLopFaLal22nbKZCJCWDD/VdNwAyciuj1b/AJHLw/8AS5/9AFHS4eRvUUVwGteKb228RxyafPqL2ceqQadKpjtVtCzsquvzHz2cB85X5cgcYBNC1ko9w6XO/ormdGm1DWtYv7uXV57WCxvpLUabAkJQqnQyFkZ9zZ3fKy/KV46knhubUdamm1a51eeOOO8uLf8AsuFIfKQRu0YDsUMm/jccMBkgYx1Fqk/mD0Omori7HxLdyr4ZjlvozPqGpXcUqYQNLFGs/QY6KVjyR7Z68v8AC7eJL610/WL7WY54JHlFxaeQiIIgXCMpC7jJkLn5guCeMjJNgOxorzzSvFmoy+IrR0fU7qx1G0uLmCO8jtI0lCBWVoFjPmqpzjEoJwy5OeuxosOs6p4U/tNPEk0l5qVj5kCrBAbe1kdcqUATcQpOMOzZxzzR0v8A11/yDrb+v61OrormfDet3niK/W6R/JsoLNI7i32gn7Wxy6k4yDGABgHq5z0FauivI9vc+bq8WqkXcoEkSIohG7iE7SclPuknnjmmLoaNFc58QLuSy8DahPF5u1fLE3kuEfyTIok2sSAp2FucjHXIrJ8H2cmk+LdXt47TTtMspLOC4Nhp/wDqrdiXUMTgKXZVycKuAq/e+8Uhva53NFcp4vvrLU/CNu9jcwXkN9dwRQCMrNBdkyD92xDAFGwQ3PTPDfdPPWV7Loej6zp1jYTaddSaosEkGk2b3MOmo0SnzIxEpJBUbslF+dxlQOSd/wCu3+Yf1+f+R6ZRXkunSWFx4MtdI0+2kkT/AISCeKGx1CzkSG7HmzMI5DIBwFXcThirKMqx+UoDHFptjo7aXC8EniCe2uNI3JHZrL5TPHDu5Bhztfhclv4A3yU7a2/rp/mD0/r1/wAj1uiuT+H0U9rpepWcxt/JtdSljgS2z5US4UtGmf4Ucug6fd6L90dZS7AFFFFABRRRQAUUUUAUdU0PSdbSNNa0uy1BYiTGt3bpKEJ6kbgcVWn8JeHLqzt7S58P6XNbWoIghkso2SHJydqkYXJ64rH8aNM+raJbR2+q3cUrTmS20u+NrI+EBBLebHkD03fhUs99q9teaLo2ixR2Zu7SeWRtWZ7qW38sx4B2yHzD85B/ee+44wyWun9bD6mpL4V8PTw2sM+g6ZJFZgi2R7OMrBk5OwEfLyM8VeFjbjUjf+Xm6MQh8wsThM5wB0HJ5x1wM9BjlLDxJrevfZLTSzp9leC1ee6muYHmjLLK0W1EDocFkY5LHAwMHOQ+x8S6v4hNjb6OLKwneyF3dTXML3Ea5coERVePdllY7iRgAcHdw79vP9b/AJMn/gfpb80bup+GdC1q4WfWNE07UJkXYsl1aJKyrnOAWBOMk8e9RXnhHw3qMiSah4f0q6eONYkaeyjcqg6KCV4A7Cuc1ifW7PxjqtxpEmniS30KCaZrqJ2WQrJcEIqqw27ufmLHbgfK2eO1srkXlhb3IXaJolkCk9MjOP1o/r8/8mU9H/XZP9UVZNA0aXU4dRl0mxe+gAWK6a2QyxgdAr4yMZPQ1oV5x41vLtdU1VoZ9QxZ2sTR3NldzRxaYxzl5404lHRsYk4HzKqncen1phqup6Zo0ZWSGUi9uiOhhjIKjj+9IU+oVhQtUJ6E50e+j8Xyava31ultcW8UFxbSWrO7CMyEFZBIAv8ArOcq3StmuVuze2/xL0lX1Cd7e6tLtvswO2JQvk7flH3j8zHccnk4wOKqXH/Eu8YT3mt2muC2mvoktLyLUm+yJuRERGgWbPMmRzGRlgScc0R1sv63G+rO1ooooEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGPBpF6PFkmr3d9byQi2a3gt4rZkZFLKxLOXYMfl7KtbFFFHSwdbhTJ4Irq3kguYkmhlUpJHIoZXUjBBB4II7U+igDM0zw1oWizvNo+i6dp8rrsaS1tEiZl64JUDI46VLY6HpOl2s1tpul2VnBOSZYre3SNZCRglgBg8cc1eooAqzaZYXGm/2dcWVvLY7BH9leJWi2jouwjGBgcUadpen6Pa/ZdJsbaxt9xbyraFY0yepwoAzVqigCtqGm2OrWbWmqWVve2zEFobmJZEJHIO1gRVJPCnh2LTZdOj0DS0spnEklstnGI3YdGK4wTwOa1qKAM+LQdLgt7O3trCC3t7KXzreCBPLjjfDc7FwD94nkdTnrzT9T0bTNagSDWdOtNQiRt6x3UCyqrYxkBgcHBPNXaKAKp0ywbS/7NaytzYeX5X2UxL5WzGNuzGMY7YxVd/DehyaQmlSaNp7adG25LNrVDCpyTkJjAOST07mtKijcDnr/AME6LqN9pjXOnWElhp0E0MVhJZo0QLlCGVTwuNhHA/i7d+gVVRAqKFVRgADAApaKACiiigDL1HwvoGsXQudX0PTb+4ChBLdWkcrBR0GWBOOTx71Nd6HpN/eW13faXZXNzakG3mmt0d4cHI2sRleeeKvUUAZz+HtFl1catJo9g+oggi8a1QzAgYB343dOOtH/AAj2i/2x/a39kWH9pZz9t+yp52cbc78bunHXpWjRQBCbO2N8t4beI3SxmJZyg3hCQSu7rjIBx7VNRRQBSTRtMj1Z9VTTrRdRkXY94IFEzLgDBfGSMAcZ7Cpo7G0hvZryK1hS5nCrNOsYDyBfuhm6nGTjPSp6KAIzbwm5W4MSGdUKLKVG4KSCQD1wSBx7Cj7PCbkXBiTzwhQS7RuCk5K564yAce1SUUAULbQdIs2uzaaVZQG+ybsxWyL9oznO/A+b7x656n1p+maPpmi27QaPp1pp8LtvaO1gWJWbGMkKAM4A5q5RQAUUUUARXVrb31rJbXsEVxbyqVkilQOjj0IPBFVbXQdHsbKWzstKsbe1mTy5IIrZER15+UqBgj5m49z61fooAz7TQNHsNOm0+x0mxtrKfPnW0NsiRyZGDuUDByBjntTI/DWhRaTJpcWi6cmnytvktFtEETtxyUxgngduwrTooAqQ6Vp9tGkdvYWsSRuJEWOFVCuF2hgAODt4z6cUalpOnazbC21jT7W/gVg4iuoVlUMOM4YEZ5PPvVuigNihNoWkXGmnTrjSrKWxZt5tXt0aItnOdhGM55z61SvvDa3a2NjC1raaJaukpsIbTaXaNt6AMG2qgYKSoXJx1wSK3KKOtwIbm0tr2NY7y3iuER1kVZUDAMpyrAHuCMg9qmoooApX2jaZqk1vLqenWl5Jatvge4gWQxNxypIO08DkegqaextLqeCe5tYZpbZi8EkkYZomIwSpP3TjjIqeigDPvNA0fUdQhvtQ0mxuryDHk3E9sjyR4ORtYjIweeO9XJreG4VVuIklVXV1DqGAZTkHnuCAQe1SUUARzW8NwEE8SShHDqHUHawOQwz0IPeqkWhaRDqz6rDpVlHqMgIe8S3QTN25fGT0Her9FABRRRQAVDHZ20V3NdRW8SXE4VZZlQB5AudoZupxk4z0yamooAzbPw7omnzvPYaPp9rLISXkhtURmJ6kkDnOarweFdJ0lZZ/DOk6RpV+0ZRLmPT04BIOGCFCRx03CtqigDFtrHxA82zWdS0i8sXVlmgi0qSNpAQRjc1w4x65U5HFT6b4a0LRpXl0fRdPsJJF2O9rapEWX0JUDIrTooAzbbw3odnY3FlaaNp8Fpdf6+3itUWObt8ygYb8aIPDeh22lzaZb6Np8VhO26W0jtUWKQ8csgGCeB1HYVpUUAVNP0rTtItPsulWFrY25Yt5NtCsaZPU7VAGamtbW3sbWO2soIreCIbUihQIqD0AHAqWigCG8srXUbOS01C2huraUYkhnjDo49Cp4NRrpenrpf8AZi2NsLDyzF9kEK+VsPVdmMY9sVaooAbFFHBCkUMaxxxqFREXCqBwAB2FVLnRtLvNNGnXem2k9iMYtZYFaIY5HyEY4+lXaKNw2IobaC2tUtbeCOK3jQRpCiBUVQMBQBwBjjFVL3QdH1GxhstQ0qxu7S3x5ME9sjxx4GBtUjAwOOO1aFFACABVAUAADAA7UtFFABUM1pbXE0EtxbxSy27F4XdAzRMQQSpPQ4JGR2NTUUAZ114e0W+1AX19o9hc3gTYLia1R5AuCMbiM4wTx71HdeFvD99qP9oX2habc3uVb7TNZxvJlcYO4jPGBj6Vq0UAYUtp4sMzmHWtGSIsdivo8rMB2BP2kZPvgfSrbeHdGk1I6jNpGnyX7bS90bVPMYqQVO7GeCqkc8YHpWlRRsBQm0LSLjVo9UuNKspdQiAEd29ujSpjphyMjqe/eg6Do51j+1zpVidSH/L79mTzvu7fv43dOOvTir9FAFCLQdIt9Qe+g0qyivJJPNe4S3QSM+CNxYDJOGYZ9GPrVuCCG1hWG2iSGJfupGoVR9AKkooAzrLw9oum3LXGnaRYWk7sWaWC2RGYnqSQM5NR/wDCP2NlJd3mhWGm6fqlyDuvPsSkuSckvtKs+Tz94c1q0UAZ2haQmiaZ9mEnnSySvPcTbAvmyuxZ2wOgJJwOwwOat21pbWaOtpbxQLJI0jiJAoZ2OWY46knknvU1FACOiyIyOoZWGCpGQR6VU0/SNN0mza00rT7WxtmYs0NtAsaEngnaoAzxVyigCl/Y2l/2R/ZX9m2f9nbdv2PyF8nGc42Y24zz0qTT9NsdJs1tNLs7eytlJKw20SxoCeThVAFWaKAKVzo2mXlhJY3enWk9pK5kkt5YFaN2LbixUjBO7nPrzSHQ9JOj/wBknS7I6bjH2L7Onk4zu+5jb156davUUB1uRWtrb2VrHbWUEdvbxKFjiiQIiAdAAOAKloooAKKKKACiiigAooooAzdW0Gx1trdr4XKvbljFJbXctu67hg/NGynBHbNZepeD4tQ1XSWae7FlYW08TbNRuEnZnMZXMisHYYRs7m9OvZ3jq81bTvC93e6NdRWhtomleUxh3OMYVQflGe5OeBgDJ3La8SidNLa7XXpNFtraNpJpoYY3ZjgbeZFYY68BckkYI6FOyVxq9xbrwlot3b2sJtXtltIjDAbK4ktmSM4ym6JlJU4B2k4yAccU678LaReR2qG3ktvscfk272NxJavHHx8gaJlO3gfLnHA44rnL/VtaNl4em1O51bSBcWDy350rTftLJPiLarAwylBzJ2HTrxWzq2ol/DdnDpN+1zPquy2tbyN13MGGWmBUbchAz8DGQOlU0/x/EXY020axeWeV4WaS4tVtJWaRiXiXdhSc/wC23PXnrVuCGO2t44IV2xxIERc5wAMAVzfiS61XTLrRvsN2kNk9/b20ilfMkmDEhgzNnAwByPmJ7jGC3xjcanptuNQ07WJIZd8cVppqQRst5KW+4xKlzkf3Cu0AkkgcJa6+dv6+8X+V/wCvuL+o+EtG1W+ku723laSZVSdI7qWOO4Vc4EsasEkGCR84PHHTirttpcFrqd3foXaa6WNG3YwiICFRQBwMsx5ycse2AOb1/VJrPxOy3+tavpGmpbwsklrp6yW5Yu4cyzNA4QABMksoAOfeuxBz0o6D6mLdeEtKvNcj1ef7eb2I5jdNTuUVOmQEWQKAdq5AGDjkGpn8OadJqw1GdbmedXEiJNeTSQxuOjLEzGNSOxCgjn1rNjg+1/Em9M1xebLOwtZIYUu5UiDO84YtGrBWyFX7wPQVoSeJbGLUvsLQaoZvMEe5dJumiyf+mgj2Y98496FpYHu7mtRWSPEtidT+weRqnneZ5W7+ybrys5xnzfL2bf8Aazj3oXxLYvqf2AQap53meXuOk3QiznGfNMezH+1nHvRuGxrUVk23iWxu9QFlFBqiyliu6XSbqOPI/wCmjRhMcdc4PaksvE1jqF4LaCDVEkIJBn0m6hTgZ++8YX9eaANeisiy8T2F/c+RBBqivtLZn0i6hXAGT8zxgZ9s5Paiy8TWOoTPHBBqiMiGQmfSbqEYHoXjAJ9hyewoA16Kx7XxRYXhlENvqq+VEZW87R7uLIHULujG5vRRknsKLbxPYXcc7xW+qqLePzHEukXUZI/2Q0YLn/ZXJ9qANiisi28TWN1b3E0UGqKluoZxLpN1GxB/uq0YLn2UE0kPiewntLi5S31UJbhS4k0i6Rzk4G1GjDP77QcdTigDYorIh8TWM9jPdpBqgjtyodX0m6SQ5OBtQxhn99oOO+KRPFFhJYy3a2+qiOJgjK2j3YkJPTCGPcw9SAQO9AGxRWOPE9gdON79n1XyhL5W3+yLrzM4zny/L37f9rGO2c0p8TWI00X3kap5Jk8rb/ZN15ucZz5fl78f7WMe9AGvRWO3iewXT0vTb6r5TyGMKNIujICBnmPy94H+0Rj3pZPE1jFp8V60GqGKZiqquk3TSAj+9GI96j3IAPagDXorHl8UWENnBcvb6qY592wJo92zjacHcgjLJ7bgM9s0XHiewtre3nkt9VKXClkEekXUjAA4+ZVjJQ+zAE0AbFFZF14msbSG3klg1RluE8xBFpN1IQP9oLGSh9mwfakuvE9hZrAZbfVW8+ISp5OkXUuAezbYztb/AGWwR3FAGxRWPd+KLCyeNZrfVWMkayDydHu5QAegJSMgH1U8juKW+8TWOn3Agng1R3Khs2+k3Uy4P+0kZGfbOR3oA16KyLzxNY2N6bWaDVGkGPmh0m6lTkZHzpGV7+vHelu/EtjZX5s5oNUaVSAWh0m6lj5/6aJGVPX1470Aa1FZM/iWxt9SNjJBqhmDhN0ek3Tx5P8A00WMpjnrnAoHiWxOp/YPI1TzvM8rd/ZN15Wc4z5vl7Nv+1nHvRuBrUVkr4lsX1P7AINU87zPL3HSboRZzjPmmPZj/azj3og8S2NxqQsY4NUEpcpuk0m6SPI/6aNGExx1zg9qANaiubig+yfEYrFcXZjutOkmkhlu5JIw4lQAqjMVTgn7oFdJR0T/AK3t+gurXb/K4UVn6fr+j6tcTW+l6rY3s0H+tjtrlJGj5x8wUkjnjmrs5lFvIbZUabafLEjEKWxxkgHAz7UdB9R9Fcjpeqa0NC8TNcXlveX+nXMyW7yosMIIhRwCM8IGY/eYkDqx61k6b4k1J7TWpLHVZ74WumrcJ/bCW9u8Up3HjasYMeAPnOUJ+65G7B/lf8Lh/nb8bHolFcHo/ii5t4NeuTeX+sW2nWkU6xXsEcN0JCHLL5caKdmAuGKHPzFSwFdN4c1h9c0v7Y7aY6mQqj6Zfm7iYDH8exOc54x+NOwGtRVbULe5urJobO9axkYj9+kauyDPO0MCuccAkED0NcrYeKLux8G6hqt1IdVgtrtorW8kAiFxDuVRNIyLgIpLZdUxtTcAe6A7OisW18QofCcmuXrWTQxxPKW067+1ROq5+5JtXcTjGMdeKzrvWbzwp4StLvUhHNeXU4897y6MVvbPJljvl2tsjX7gO3rtHGc0bMN9jq6K5LxBruuw+H9JvtGg0yRru5t1ldL8tGVeRAAj+Sd6sDjdhSAcgGna54xl8PW+nw6rHpFpqN75jbLrVfJtkVMZPnNGCSdy4UJnk9gTR0+dg3djq6K5KDxtPqcOj/2FpcV5LqkE8oMl4EiiMLIrZdVbcpLEBlBz8vGCSu7oWqrreiwX6xGFpNyvEW3bHVirLnvhgRnvTswNCis/U9f0fRPK/tnVbHT/ADs+X9ruUi34643EZxkfnWgDnpSAKK5vxFEYfEvhy7huLqN5b428kaXUixSR+RM2GiDbCcgHJGeBzTdV8U3tpdal/Zmkx3trpCq19I915LjKCQrEuwhyEIPLIOQM9cHS47O9kdNRXMy+Lj/wlkGjW8dgiyxxyK17fGCWZWBJMMflt5uAOfmGDwcdac3ipz42OgJFYRFNv/H3fGK4mBTcWhh8s+Yo5BO4cqw7cgjpKKptc3o1tLZbDdYtbtI175y/LIGAEezqcgk7ugxjvVygAorza38Y6hPqlrfW97c3UMuqGzubGO2Q2trEZTCuZtobzs7GKh2PzH5QuGHpBYKpZiAAMkntR0uHWwtFcho2uanqfjJHeXy9IvLKaWzt9i5ZUkjVZi2M/PvYgZxt28ZzUR1TVNE168in1STWobfS5b28RoI41tZFIMaoUUEK48zCuXbCA56kpuyu/P8AC/8AkNauy/q//DnaUV5/4d8Q6nd67YW76pdajaanaSM919ljjhguAAwFu2wGRMFhlt44X5s5B1vC+pXU2uahYzajfX1vDFG8T6naLbXG8s4fCCOPdGMJhtuMkjccYFW1sTdNXR1VFNkkSKNpJXVEQFmZjgKB1JNU9M1vStbieXRtTs9Qjjba72lwsoU+hKk4NIZeoqvqF2LDTri6by8QxlyZZRGgAHVnPCqOpPYetcpYfEOC70y/lEVndXVrPDbxx6Xfi6hneYgRgS7Vwd2Q2V+UDPNAbHZ0Vg3euajpWim51bTbYX0twlva2tneNKszuQEBdo028k5+U4AzyeKkbWNRs47BdX0+1hnvL0WwS1u2mVFKMwbc0aEn5SMY/Gj+v6+8DaormL3xfLbK4t9KkupRqw0xI45gCxKBg+SMAc8jsATz0pbjxRe2OgzXeq2Njpt1DdfZ2F9qPk2p4yHE7R5KkHAwmd2RjgkK91f+un+aDrb+uv8AkzpqK5Ky8cNqul6c+j2MF1qGoSTxxw/bB5AELFZJPOCnKZxtIQk7l4HONVtauLPUNPtdWtIbf7XBKzSxXBkjjlQBvLBKqTldzZwPuHim9NwNiisW31nUbzw9ZalaaMzy3UkZNs1wEMcLN/rCWA5CHcVxntW1QAUVwnijxDqA8QXum6XqNza3NnaRy29rZ2yTvdSvu/1odSEiXYoLbkGXOWHFdbomoHVtAsNRKeWbu2jnKf3dyg4/Whaq/wDX9aB1sXqK4Dxl4i1HTdWvIrfVJ7FoLeJ7NIo4HgkdmIxcu6kxKWAAJaMEZ2szcC9quqTWvix11LW9W0uxQQeV5FgrWrkk7vMnaBguTgcuuM9utC1B6HY0Vw2qeJrweIL1y2rW2kaRcJFcS2NvAyElUdmlMuXKYcDES5GGJPIxoaxcapp/ifS/s2ryXBvrvYdL8iPyxbhTvkzt3gqcHcW25IXGSKFrbzB6X8jqaKKz11/R31g6SmrWLakvWyFyhmHGfuZ3dOenSgDQoorn7DxNLfR6Yq2Gy6uriaC5gM2fsvlbhI2cfMNwUDgZ3g0AdBRXKaX43i1DxZ/Yj/2YzuspT7Fqa3E0RjIys0YUeWcE9GYZBGemZ/CsRtdV8RWS3F1NBbXyLCLq6knZAbeJiA0jMcbmJxnvQtRnSUUjqHRlOQGGDgkH8x0rktH1CPw/ofiKe5lvLm202+l2LNcPcS7BGhCBpGJPJOMnvR1fpf8AL/MT0t62/P8AyOuormR4o1Kze7h1vRFiuYrF76CKwujc+eqcMnKIQ4JXjBB3cE4NJY+LnufCF9rpi0+8S1RnVNIvzeK+Fzgt5alW55GCQOfajpcOtjp6KyPDusya3pJvSdMkBcqjaZf/AGuJgAP49iYOcjGOPWrml3F5d6Xbz6lY/YLuRMy2vnCXyj6bxwfqKALdFc34y1ttJg06BL7+z/7Qu/Ia6VBJIgCM+I0KsGkYqFUbW5bgE4FJ4J1e91Sx1CHUvtDS2N40KS3UKxSyxlFkRnRcBW2yDIwp45VTkAWt/wCv63B6HS0VkeIdRubS3hs9LCtqV8/lW+4ZEQ6vKw/uoOfc7V/iFc0fEerv4V8OwQNd3Wp6pGzSz2sERlKouWZQ+2JWORy3yjngnAKuB3lFcc3iG5ufDttZ6PcXb6rcGWN5r6KITWoiYiWSRUAQlThRgFSxXqMmquo+JNWk8C6f/Zk+NXuNJF/c3flqRbosW5n2kbdzN8qjGOWPRSKG0k32/wCD/kC1aXf+v1O7oqCxkabT7eWQ5d4lZjjqSBVbU9f0fRPK/tnVbHT/ADs+X9ruUi34643EZxkfnVNWdhRfMro0KKAc9KwtQ8S/2dcatDNZkvY2iXVuBJ/x9BtwCjjg7129/vKe9IZu0VyXiLxwnhu7givRpabkRpoZtVWO5IY4Jii2HzAOepXODireoQmDx5o80VxdL9qjnSWL7VIYmCoCv7rdsB9wM0eYHRUUVymr+N4dH8TW+lznTCk08UBjOpqLzdIQFYW+3lcsOdwOMnHHJu0g6XOrorCstcv9U1adNN063fTLa4a2mu5rspIzrw+yMRsGAPy5LLyDxgAk0rXNQ1m9aWy063GjrNJD9rlu2WZyhKlliEZBXepAJcHAzjpkWobG7RXP2vin7TDo8n2Pb/ad7NaY83Pl+Wsp3dOc+V04+97c19D8ValrEllM/h+S30+7eSJbjz97oybvmZAuBG20gMWByQNvIJOtg6XOoorkbLx7bz+JJNLuW0sKsc0m6z1NbiWHysbhNGFHlnBPQsMqRnpm3Z69rd7oc+rJoVuLdrVrmxh+3nz5+Morr5e2MsPRmwTildWuO2tjo6Kx9P8AEKarqkEFhD5trJYJetc78BfMP7tMY5JAc9eNo9au6dc3lzFM2oWH2J0ndI084SeZGDhZMjpuHO3qKqzWjJuW6KxfF2sPoPhe6v4pYYZFMcazTn93EZHVA7cj5V3bjyOBWV4S1m9uNf1DTbm5v760SCO4tLzULVIJHBLK42qqfICo2kopOWxuGDSWrsN6K519FYni2/udN8PPcWcpgbzYkeVdnmIjOFYxh/lZ8H5VIOTgAMcA4mj+J7pND1GUXUmrTC/+x6at0iRXErlF+WVEVdmG3kgorBF3Eeotb/12/wAwO2orlNBfV9T8Jyrfa48N3BfXMM1/FBEGKRzOvyhlKLwo5KtxnvyMc+Kr8eGdI+16m9sNRvpoY9TSBTNNbpvaN44thDSSKqAAIc7iVXkCgNj0Oiuc8Fate6ppt5HqYnM9lePbiS4iWOSVNqujOq8KxV1yABz1CnIHR0AFFFFABRRRQAUUUUAZHiTw/wD8JJpbafJqd7Y28gKzC0EWZVPYmRGx+GDVPVfCB1iHTFutf1QSadKZklVbc+bJ/CzoYShK/wAOFGDz15q1rmr39hfafZaTYW15cXpkx9pu2gRAignlY3JPPTFF34ktdHjs4teK29/dIzJa2iy3RkK43CPagZ8bgfug4ycYBIQ9RbnRLy5s7eD/AISTVYfLUrLLEtsHuM/3j5PykdAU2/nzS2vh63s9Ssprdglrp9n9ltLUA4iyRubcScnaqgdx83J3cMuPF2jW9naXJuJp0vIzLAtrayzyMgxlikalgBkAkgYJAPNPuvFWj2tvZzfaZLlb2PzbZbK3kuXlTAO8JErNt5HzYwMgZ5FP+vz/AOCIi8QeGW1+e2dta1GxS2kSaOK1WDb5iklXPmRMc89M446VX1Dwe1/rttq48Qarb3dtbfZ4zGtsyqD95wrwsFZu5XGQAOnFR6h42stI8ST2epu0VqmnxXiFLWWSUBnkDsyqCVRQi5JACk8nkV06sroroQysMgg5BFFrL+vQHvr/AF1MfVPDp1hjHe6vfmxeMRz2CeUsU477mEfmc9wrgduma2Rx0rmdW8WXNjdak1npiXVjo6q2oztcGN0yociNNhEhVCGOWXqACTnGlrGqSWkdlFYeW93fXCRQiQErt+87EDsEVj25wM80BsUlivrX4gXVyNMuJ7K9sreEXcckWyJo2mJ3BnD/AMa42qetW5PCnh2bUv7Rm0DS5L7zBL9qazjMu8dG34znjrmon8RSL4vttF/s+RYriGaRbuRwoJj2ZCpjJH7z7xxyOMjmkg1bV7vXru2tdMsjYWlwsEtxJfuspzGjkiMREH74HLjOO1C1tYb6tkw8J+HRqf8AaI0DSxfeZ532r7HH5u/Od2/Gd2ec5zQvhPw6mp/2imgaWt95nm/ahZxiXfnO7fjOc985rWoo2FuZNt4T8O2WoC/s9A0u3vAxYXMVnGsgJ6ncBnJyfzpLLwn4c028F3p2gaXaXKggTQWUaOMjB+YDPIrXooAyLLwl4b065+0af4f0u0n2lfNgso0bBGCMgZwRRZeEvDmmTPLp3h/S7SR0MbPBZRxlkPVSQOQfSteigDHtfCHhqxMpsvD2lWxmiMMvk2UaeYh6o2F5U9weKLbwj4bso547Pw/pVulzH5U6xWUaiVP7rALyPY1sUUAZFt4S8OWdvcW9p4f0uCG6UJcRxWUarMo6BgBhh7Gkh8I+G7a0uLW38PaVFb3QUTwx2UapMFOV3KFw2DyM9K2KKAMiHwl4ct7Geyg8P6XFa3JUzwJZRiOXacjcoGDg9M9KRPCHhqOxlso/D2lJazMHkgWxjEbsOhK7cEjPBrYooAxx4R8NjTjp48PaULIy+cbb7FH5Zkxjft243Y4z1pT4S8OHTRpx8P6WbESeaLX7FH5QfGN23GM44z1rXooAx28I+G309LB/D+lNZxyGVLY2UZjVyMFgu3AOO9LJ4S8OS6fFYS+H9LezgYvFbtZRmONj1KrjAJ9RWvRQBjy+EPDU9nBaT+HtKktrbd5EL2UZSLccttUrgZPJx1ouPCPhu7t7e3uvD+lTQ2qlYI5LKNliBOSFBXCgn0rYooAyLrwl4cvYbeK98P6XcR2qeXAktlG4iT+6oI+UewpLrwj4bvlgF74e0q5FvEIYRNZRv5UY6IuV4UZ6DitiigDHu/CHhq/eN77w9pVy0caxI01lG5RF6KMrwB2FLfeE/Dmp3AuNS0DS7yYKEElxZRyNtHQZIzgVr0UAZF54S8Oahem8v/D+l3V0cZnmso3c4GB8xGeAAPwpbvwn4dv78319oGl3N2xBNxNZxvISOAdxGeMD8q1qKAMmfwp4dudSOo3OgaXNelxIbmSzjaTcOjbiM5GBz7UDwn4dGp/2iNA0sX3med9q+xx+bvzndvxndnnOc1rUUbAZK+E/Dqan/aKaBpa33meb9qFnGJd+c7t+M5z3zmiDwp4dtdSGoW2gaXDehy4uY7ONZAx6ncBnJyefetaigDn4Yr648fNdyabcW9nb2L263ErxFZmMiMNoVy2MKfvBa6Ciijol2/zuHVvv/wAMFNlRpIXRJGiZlIEiAblPqMgjI9wRTqKAOZtfBEEVpq1pfavqWpW2rh/tUVz5CgsyhSwMcaEHaoHXHtSt4ItbqG6XV9S1DVJLi2+yia4aNGhj3BsKIkRc7gpyQT8o7cV0tFAGFbeGGt3url9b1KfULiJYRfyiDzIo1JIVVEQj6knJQk568DFnRtCj0d7uY3dxfXd7Ir3FzciMO5VQqjEaqowBjhc+ua1KKAMzxDoieI9CuNLmvLqziuAFkktGVXK5yVyysMHoRjkEjvUNvoN1a6O1hF4g1EHK+VcCG1V4VAA2KohCbeO6k+hrZooA56PwjFDZJai9mmWS/F9eyTqpe7ccgHYFVRlY+i4IXGMkmtTU7G4v4EjtdUu9MZW3GW1SFmYY6HzUcY78AHjrV2igPMw18J2MfhldFimuY0SX7QtyrL5om8zzfN+7tzv+bG3b2244ouPDTXMVm7a1qK6haB1TUkEAmZXPzIy+X5ZBwv8AB/CD15rcooA5XVPDup3mvaM8Gr38KWlpcxz6hGLfzWZ2i2gq0ZXnaxyqDG3t36DTdOt9J02GxslZYYVwu5izHnJJJ5JJJJJ6k1aoo6AFFFFAGHrfhqTWtQtLoa7qVj9jcSwxWq25VZNrLv8A3kTEna5GM49s81HqXg+21G6upft99bRXyql/bwNGI7wKNvz7kLLlflJQqSPoK6CigDD1Lwwuq3Kfa9VvjYLJFINNRYFhzGQy8+X5n3lB+/7dOKW/8Nf2pqUc9/q19NaRTx3CaeVhEKuhDIdwjEnDAN9/rweOK26KPMCm2nbtbTUvtl2Nlu0H2US/uGywbeUxy4xgHPQmrlFFAHP2/g6zttS89Ly9NoLpr1NOZ1NvHOxJLj5d/wB4s20sVDHIHAxoR6Qiarf3kt3d3CXsaRtZzyb7eMKCDsTHG7Pzdc1oUUdLB1uc9a+A/DNjrkGrafothZ3NvE8cf2e0ijALEfPwudwxgHPRmHeo9D8GJonnoNb1K+trl5JLi3u1t2E7P1Z3WJXY9hlugA6ACuloo8gOf0vwjDpbqyanqFwbeBray+0OjfYo2xkJ8g3H5VGZN5wo55ObWl6CLC9kvbrUbzU7x4xEJ7vywUjznaqxoigZ5Jxk8ZOAMa1FHW4dLBRRRQBQ1vR7fXtHm067eSOOQqweIjcjKwZWGQRwyg4II9Qay08F2phvxealqN5cXxiZ7qWRFkjeIkxumxFVSpwcBcHHIOWz0dFAGNJ4dN1o72Gpatf3zmVZoruTyo5YHUgqV8uNV4IzypzyDkcU2fw293pcdtd63qM1xDcC4gvisCzRMBgYCxBCMEj5kP3j7Y26KAMGy8JWdlHGPtd5O6351AyTyBmeUpsOTj7uDnAxjoMAAVZ1vQY9aeylF7c2NzYzGWC4thGWUlGQjEiMpBDHtmtWij+v6+4P6/r7znI/Bdrb6fBBZ6jqNvc29xNcRXyyI0waVi0gO5SrA7ujKegPUA1B4j0W71az0/RGjurtFmjlm1aV4k2KpO9cJtJd0LJ8qBcOcnseqoo6gU9R04ahbRQrdXVmIpo5Q1pJ5bNsYHYTj7pxgjuMirlFFAGHqvhWDU9Sa+jv76wlmtxbXX2SRVFzECSFbcrYxubDJtYbjz0xan0SKSbTGt7u7s4tNbKW9tLsjlXbtCSLj5lA5A9RWlRQG5zuqeDrfVL29m/tLULWHUY1ivrW3aPy7pQCuCWQuuVO07GXj35qxf8AhtdRmVbnU77+zgFDaYnlLA4XoCwTzMZAJG/B6HgkVtUUBuYN94Ttr6/uZmvbyG2vCrXtjEyCG6KgLlsoXGVCg7WUEKM55zGvhExeJrnW4Ne1SOa5ZPMh227JsXpEC0RdU68BhySepzXRUUbBuFFFFABWXa6BaWmtXupRmQyXgw0bEbIyQAxXjILbUzkn7o6c51KKAOa0jwTbaRcWMkeqajOmnRPDZwTNEI4EYAEAKi7sYGC2Tx15OX2Gg3Hh641DUo9T1fWpbrEktpILVfNcKqAqQkYBCoBywH410VFAGLbavqN/N9ml8O6vpiyKw+1yyWbLEcHBwsznPp8pGevFVrLwbDBa6na3+rahqltqe43EN0IVBZgAWBijRgcKB1wOuM810dFAGFaeGDavPcSa1qV1fSQfZ472fyTJbx5zhAIwnXkllJOBnOBS2fhk2S38i6xqEmoXwQSag6weaoQYUBREI+MnqhPPXgY3KKAMrR9Bj0hryU3lze3d84e4urjyw7lVCrxGqqMAY4XPrmrWl2H9l6Xb2X2q6vPJTb593J5ksnuzdzVuigDO1nRYdat4UlmntpreYT29zbsBJDIARuGQQeCQQQQQTkVDH4dii0K806O+vklvt5nv0lCXDOwwZAygBWAAxhQBgYFa9FAGVdeGdH1KztbfWtOttX+yRhI5dRgSd+gBOWHU4BJ71Qt/A2l6fo9lY6M82lPYuZIbqzWJZNzLtYsChRtw4O5T0B6gEdJRQHkc+fA3h6axS31LS7XU5F3k3N/BHNKzOxZ23FeCWJOAAB0AAAFVz8N/CbaFFpcmh2EixW32ZLh7OIzKMH5g23hsktnHUk11FFFlawdblbTtOtNJ06Gx06CO3toF2pHEgRR+AAHJ5qzRRTbu7sSVlZBWZqWgWeq6lY3tyZBJZklVUjbINysFYEHIDojDGDlRzjIOnRS63Gczqnge11S8v5jqeo2sOpbDd21u8apMyKFVixQuOFXgMFOOQcnNnUPDUt/r1vqg17UrY2xJit4Ut/LUEAMPmiLHOOct34xW7RQBhS+INSjmdE8IazKqsQJEmstrD1GbgHB9wDVaXwRa3F9LcHUtSigmvo9QexR4hF56MjBidm8glBlSxHoBwR01FC0dwMeHw99k1eS8sdVvraCaUzTWKeU0MjkfMfmQuuepCsozzjJOUsfD39m6k89lqt/FZvK8zad+6aDc+SxBMZkALEtgOBnoMcVs0ULQDnLXwXa2uqWl2NR1GSOxuZbi1tHkTyYWkDhxgKCw/eEjcWI7EAkHX0zTINK0qLT7dneGMEAyEFjkk84A9auUUdLAczpXge00uayP9o6hdw2ETwWttO0flRRuACuERS3AHLEn35ObVjpE3hy0kNpe6pqltDFst9NZrc7FB4VHZUY4HA3yHjqc1uUUAYHg/RJNF0iX7TH5Vxd3Elw0O/f5Cs3yRAjjCLtXjjg44rU07T/7OimT7XdXXmzvNuupd5Tcc7FOOFHQDsKt0UAVNU0221jS57C+VmgnXa21irDuCCOQQQCCO4qppegLpz3E01/eX95cRrE93dFBIEXO1QEVVABZj0ySeSa1qKAMJvCkMnhu00mbU9SmezkSWG/mmElyJFbcrlmUqxHTlSMdqbF4L0h4J11qBddluJhNLNqkMUpZwu1TtCBFwvA2qO/ck1v0UAclJ8N9FXw/caPppl0u3uro3M5so4UMvzFhEwMZVoxnAUg/KADkZzfuPC32vTreC71jUZrq0uBcWt/iFJoGwVwoSMIRtLAhkOQx9sb1FAFHSdKh0i0aGKSWd5JGlmnnILzSN1ZsADPTgAAAAAADFXqKKACiiigAooooAKKKKAOY8X+HZtcutMmj0rStWitGkMlpqkhWNtygAj93JyMen41n3yanYeJPDUOkaTpcdxHp14n2MXbRW8K7oOEdYSSBxxsX8K6DxF4ks/DWnm6vY7iY7Swhto97lVxubkgBRkZJIHIAySAZdX1eTS44zBpV/qbuGYpZqnyKuMktI6r3GBncewODhLTX+trDW5z9n4Z1rw/Ja3WkNYX9z9leC5jupXt03NK0u9GCyEAM7DaRyMfMMcus/DWr+HpLK50f7FqU6WIs7lLuZ7ZWIcvvRlSTHzMw2lem35vl50ZvFsLR6Y+k6bfav/ads11ALXykIiXZlm810x/rF469av6lqo03QZNRmt5A6xgrbMyh2kbAWPIJXcWIXgkZPena3y/4N/zf9WFv8/8Agf5GfdaHeXWp6rdloE+3aTHZqu8nbIDKTk7fu/vBz14PFa+nW72el2ttKVLwwpGxXoSFAOPyrP1HxLa6VeWFndwzPc3kscRW3XesJckAsxwAMggdzgkDAOE1rxLHochNzpt/LaRqrXF7EieVbqxxltzBmx1OxWwOtHp6fd/w4N3ev9bL9DK8S+EH1/VZR9jt47W7gEN1d/2hOrOozwbZQI5CASFZ2O0kHB2gHXgsLiXxXLfXMWy2tLdbayG4HcWw0j4B46Iozg/K3YikvfEEtvrLadaaLqGoukSSyy2zQKkYcsBnzJVJ+4egNbNC0QPXQ5bUtP8AEM/jjTtTtbLTGsbGOaEGS/kWV1l8vLbRCQCuw4G45z1FR6j4Wm1LxRFfJpGkWDQ3Mc/9rwSE3sqpjMZAjXaGA2H94w25GDnjUOsX0ni+TSLWxt3tre3inuLmS6ZHUSGQALGIyG/1fOWXrWzQtLMH1QUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWPBq96fFkmkXdjbxwm2a4guIrlnZ1DKpDIUUKfm7M1bFHS4dbBRRTJpRDC8rBmCKWIRSzHHoByT7CgB9FYNt4utGF+NVtLvR5NPtxdTx3ojyITuxIDG7gjKMMZzx05GUs/FX2xriA6LqdvfRQLcx2U/kiSeMnG5CJCnXghmUjjIGRQBv0Vh6Z4nW+vr61vdLvdJexhSeZr1oNgRt2DujkcD7hJzjA5rQ03V9N1q2a40fULXUIVfY0trOsqhsA4JUkZwRx70AXKKraheNYWTTpaXF44IVYLZQXck4AGSAOvUkAdzVLT/EdjeaXdX1zu01LKRortL1kQ27LgkMwYrjBByGIwRzQBrUVWsNSsdUsxeaZe295bMSBPbyrIhx1+YEjiqNr4jsn8PjWtSmt9NsXYmOe4uFVGjLYRyxwBuGCB7igDXorC1Xxr4e0bT7O9vNWsxb30ipbyLcx4kBYKXBLAFV3AkjOBVt/Emhx6Qmqyazp66dI21LxrpBCxyRgPnBOQR17GjzA0qKo3euaTYWqXN9qdnbW7x+aks1wiKyZUbgScEZdRn/aHqKtwzRXEEc1vIksUih0kRgyspGQQR1FAD6KKKACisfVNYvNO1zS7UWUEtlqE32c3H2krJHJ5bv8A6vYQVxH13g5PSrV7rmk6beQWmo6pZWlzckCCGe4RHlJOBtUnJ544oDYvUVRutc0my1KHT73VLK3vbjHk20twiSSZOBtUnJyQRxRNrmk22qxaZcapZRahMAYrSS4RZXBzghCcnoeg7UAXqKhN5bC+WzNxELpozKsBcbygIBbb1xkgZ96moAKK5+PxjZyaolsLO8FpLdNZxajtT7PJOuQUGG3/AHlZclQu4Yz0z0FHS4dbBRWPaeIfO1j+zb3S73TZmjeWFrkxMs6IQGKmOR8Y3L97afm+uK2n+MbW/uIFawvrW2u4XntLycR+XcxqASyhXLr8pDDeqnHvxR0uOzOhornrHxhb3kypLpt/ZpNaveWss4i23MSbcsux2K8Opw4U/N064u6JrM+sQ+bJot/p0TIrxvdvARIDzwI5HI49QOtH9f19wrmpRRRQAUU2WWOCF5Z3WOONSzu5wqgckknoKp2Wt6VqOnyX2n6nZ3dnHnfcQXCvGmBk5YHAwOTQBeoqhZ69o+oafNf2Gq2N1ZwZ825huUeOPAydzA4GByc9qLLXdI1K3S407VLK7hkl8lJILhHVpMZ2Ag4LY5x1oAv0VVk1OwiVmlvbdFSQxMWlUbXC7ip5645x6c1B/wAJDov9j/2t/a9h/ZucfbftKeTnO3G/O3rx160AaNFUZdb0q30ldVn1Ozi05grLePcKISDwCHJxznjmpLXVLC+EJsr62uBPEZovKmV/MQEAuuDyuSBkcc0AWqKqnVNPW1S5a+thA8ghSUzLtZy23aDnBbdxjrnirVABRWHrPiqDSLuS3Wwvb97eD7TdfY1Rvs0WSA7BnUnO1sBQzHaeOmdiCeK6t457dxJFKgdHXoykZB/KgNiSisDWPFsGjzXKtp19dw2MYlvbi2Eey1QgnLBnVm4BOEDHHbkCrVzrwi1RbCy0691GUBTO9sIwluG6F2kdQeMnau5sDOORkA1aKwL/AMXW9hfTw/2ffXFvaSxw3d5CI/Kt3faQGDOHPDoTtVvveoIFi4182esxWV3pV9DBPKIYr8mJoXcrkDCyGQZwRkoBkfjQD0NeiiigAooqsmpWMkNtNHe27RXbBbd1lUrMSCQEOfmOATx2BoAs0VRtNb0q/v7ixsdTs7m8tiRPbw3CPJFg4O5QcrzxzVXQdYvNTn1K21KygtLjT7hYGFvcmZHzGkgIYoh6OBjHajcDYopHLBG2AFscAnAJ+tZWgavc6pb3n9o2kNncWd01vIkNwZkOFVshiiH+L0oDY1qKoafr2kavDNLpWq2N9HB/rXtrlJBH/vFScdD1pLHXtH1Ozmu9N1WxvLaDPmzW9ykiR4GTuYHA455oA0KKp6brGmazatc6RqNpfwIxRpbWdZVVgAcEqSM4I496ntbu3vrWO5sp4riCUbklhcOrj1BHBoAlorP1jWIdHt4nkhmuZp5RDb20AUyTOQTtXcQOgJJJAABJNGjazDrVnJNFDNbSQzNBPb3CgSQyL1VtpIPBBBBIIIING4bGhRVTU9St9I02a+vWKxQjJCjLMScBVHdiSAB3JAqjF4he78P2eq6bo2oXy3ahhbxNAskYI6tvkVfbhjSuBs0Vzt9420yx8OQaw0d1NFPGZFgiizKFX75IJAUL3JIGcAEkqDc1XXhp11Da22nXmp3csbTeRaGIMsakAsTI6LjLAYznnpwaewGtRVXTNRg1bSrXULMsbe6iWWMsuDtYZGR2q1Tas7AFFFQG+tF+0brmEfZRunzIP3IxnLf3eOee1ICeiqE+vaRbXltaXOq2MNzdgG2hkuUV5gehRSctn2qvcateW3imz02SygNneJIY7lbk+YGQAkGPZjHPXefpQBr0UVRk1vSotWj0qXU7NNRkXclm1womcYJyEzkjAPbsaAL1FUZtc0m21WLTLjVLKLUJgDFaSXCLK4OcEITk9D0Hahtc0ldYXSW1SyGpMMrZm4TziMZzszu6DPTpQBeoquuoWbrCUu4GE7mOEiQHzGGcqvqRtbIH90+lQwa5pN1fLZW2p2c120fmrBHcI0hTON20HOM8ZoAvUVRtNb0q/v57Gx1Ozubu2JE9vDcI8kWDg7lByvPHNRL4l0J57uFda05pbFWa6jF2m63CnDFxn5QD1zjFAGnRURurcXSWxnjE8iGRIi43MoIBYDqQCwyfcetJbXdteI7WlxFOscjRuYnDBXU4ZTjoQeCO1AE1FVdT1G20jTJ7+9YrBAu5tqlmPoABySTgADqTVPR9fTVbq5tJrC7029tQjyW14I92x87XBjdlIJVh1yCpyBQBrUVS1bVItIsftEscszNIsUUMIG+WRjtVRkgZJPUkAdyKz4PFdq+nXlzdWd5ZzWUy281nKivN5jBSiqI2ZWLB1xgnrzjmgDdorKOtXS6V9qk0DU1naTy0scwNK3+1uWQxqMZ5Zx0x1IBqDxhZPo8F5Ba3ctxcXLWkenqqCczoWDx8sEyuxyTu24UkE8ZAOgoqho2sQa1YtcQRTQPHK0M0E4AkhkU4ZWwSM+4JBBBBINX6ACiiigAooooAKKKKAOb8eR6heeE7zTtK0q51Ge8iaMeTJCgjPqxkdePpmq/iO+8RXOkWUOkaFqEf2xit60c1sLi0jHZQZQhdugYMQvXkgCtrVtesdEa3W+NyXuCwijtrSW4dtoyfljVjgDvirlpcx3lpHcQrKqSLuUTQvE4+qOAwPsQKW6DZnJ6npUMmlaUtt4X1tZLa3eG3jstTS1a0U7RskdLhcg7FPG/7vrwbUNlqdzeaFp+rs1ydPt1u766CYjnuANqAHAB53vx02pkDIrqKKq+ouljlfGf9pzy6XFpmhXuoLbX0F3JLBLbqoVGOV/eSqd34Y561W8TvrepajaWP/CO39xoflrPdi2mthJO+ciBg8y7UGAWIzu+70znp01OGTXJ9LCyefDbx3DMQNpV2dQAc5zmM9vSrlJaL53/T9Bvf5W/X9TjvE+l3l/qBl0bTNWt9UkgRItTi1EQ20JBJXzYhL+82kngxMDnHQ8diMgDJyfWs+613TbLVrTTLm7Vb28OIYACzHhjk4HyghGwTgHaQOlQX/inSNM1EWV7cukuUDssEjxxFzhPMkVSkeT03EZo8gfmVbL/ko2sf9gyy/wDRlxVO58JapN4lOpJrmy389Zfs2+++6CDtwLsR9v8Annt9VNaurW+jW2qWGpXmlW9zqbzLbWs4t0adSck7XPIAXexwegbr0Nga7pra9/YyXatqAjaUwqCdqjbnJAwD86nBOcMDjFC3T6jlrf5f5GEPCOqDxN/aR1zNv9p877Nvvvu7s7cfa/L9v9Xt/wBnHFEXhHVI/E39pNrm63+0GX7Nvvvu5ztwbsx/+Q9v+z2rYj8SafNrD6ZCt69xHIYnddPnMKsBkgzbPLHH+17Vq0LSzQnrdM5LTPCOqWXiBdQn1zz4Fd2NvvvjkEHAw928fGf+eeOOAOMJonhHVNM1hby61z7VEoYGHffHOQQP9beSJx/ufTHWuuoo2Vg3OQ0bwfqum6kbm6137THsdfL8y+PJGAf3l468f7ufQjrS6J4Q1TTLuWW61z7UrwPGE33x2sejfvbyQcewB9GFddRQBx2l+DdWsGuzca99o8+2eFP3l+djNjDfPeP0/wBna3owp2m+D9Vsra/jn13z2uYDFG3mX58ps/e+e8c/98FG/wBquvooA5HTvCGqWWn6hbz6558l1GEjk33x8og9fnvGb/vhkPuabZeDtVttJ1C0l17zZboII5fMv/3W1sn714zc9PkZPfI4rsKKAORtPCGqW+h39lJrnmTXJQxz77791tOTy14z8/7Dp756UyHwbq0Wh3Ni2vbpppUdJ/Mv/kAzkZN4X5z/AAuo9Qa7GigDjx4O1UeHW0/+3v35uRMLjzL/AIXbjbn7Z5nXn/Wbf9nPNObwhqh8Nrpo1zFwLnzjc777lduNuftnme/+s2/7Oea66igDkJPB+qv4eh09dd2zxztK1x5l/wDMpGNuReCT85Cv+yOtLceENUm8P2mnprmyeCR3e4333zg9BkXgk4/2nYegFddRRuGxx114N1afR7G0j17y5bYyeZN5l/8AvNxyPu3gfj/bd/baOKdf+D9Vu9O0+3h13yZLWNlkk8y/HmknOfkvFb/vtnPoR0rr6KAOR1Pwhql9aafFBrnkNaweXI+++Hmt/e+S8Q/99lz/ALVN1Twdqt+lkLfXvs5t7ZYZD5l+PMYZy3yXidc/xbm9WNdhRQBx+reDtW1CaB7fXvs4it0iZfMvxuZRy37u8Qc+4LerGna54Q1TVNRFxaa59ljEap5e++HIHJ/dXka8/wC7n1JrrqKAOR1fwhquo6015ba79mhOzEO++GMAA/6u8ROcf3Prk5JXVvCOqahrz31vrn2eBmUiDffDGAAeI7tE5x2Qe+ec9bRQtA3OTvfCWqXXiQ6jFrnlW5mWT7PvvugxkYW7WPnH/PPHqDzlB4R1QeJv7SOuZt/tPnfZt9993dnbj7X5ft/q9v8As44rraKFpawPW5yUXhHVI/E39pNrm63+0GX7Nvvvu5ztwbsx/wDkPb/s9qWx8Japa+JF1GXXPNtxK0n2fffHIOcDDXbR8Z/55444A4x1lFC0sD1vcwJP+SkW/wD2CZf/AEdHW/VO30fTLTUZ7+0060gvbnie5igVZJf95gMn8auUL4Uv63b/AFF9pv8ArZIz9P066s7iaS41m+1BJPuxXKQBYuf4fLjU+3JNW7mSSG0mlgga4lRCyQqwUyEDhQSQBnpknFS0UdLD63PPbfSNc1/Q9dXVtLutN1zVLQot1cSQNbw7c+XCnlyO21SSSxUbiWPHCi74a0S7i11tcutIvLO4SxaGX7Zdxz3F3KzKzYZXKhBswoyoBZsIg69rRR6BvucrDokz+C9RTWrKe6vtWLz3ltaSosgZ8ARo7Mq/IoVQSwB2Z71c8K/239nuhrn2nyxKPsv27yPtO3aN3meQfL+9nGOcdea3qKAMzxFd6rZaFcTeH9O/tLUAAIYDIqDJONxLMoIA5xkZxjIzkc5BpUr+Cbi1utF1w3j3Czyv51ot1NOGV/PUiYxjayjCscAKBtI4PbUUf1/X9foBxpXxDd+E207U47r7RqN0bVJJFj86G2b7zzGHMavtD4K4HKfxEitLxRp/m6XZJZWOpSy2k6yWzaVJAkluQpXd+/YIRtJXBDfe6dx0FFAHJ3Fnr954Js/7QgFxqttdQ3LQqyK8qRzhwpIOwSFFGcEJuzggYNV/ENnrWqXWj6zY2uq2TWyTxy2du1kbpC+0Bx5peEjCEHDBsP16rXaUUf8AD/oHmedfZDoWteFEg0XUdSmgs790gla1+0QszxEknesQxuK/IeAcAYzXX+FtNuNI8N2tnebBMm9nSNsrHuctsBwMhd23OB0rSa3he4S4eGNpo1ZUkKgsobGQD1AO0Z9cD0qSnfQOxn6np11f+V9k1m+0zZnd9kSBvMz6+bG/T2x1rQH50UUgOW8Uvqbaxox0/QL7UIrG7+1SzQS26qR5UqbQJJVO7Lg9MY79qoa1pWqtceI7aHRjqCa/EkcNwZItlqPKEe2UOwbarZcbA2dzcZ69xRR0sO7vc4u9sdatPEiS6Dbaksr/AGeO6uJZLY2Vyq4DMylzMrBSwGwDLAZyOafd2msQeMmuNAs9SgjubiJr155LZrGdAoVnxuM6vsAUbQAWVcjGSexopp63F0sjNdJP+EoicaPE0f2NwdULpvQ71/c7cbsH72c4+WtKiil0sB5tZ+DtR/tKGzv7G4m+yaqbuDUpbtDbxwCYzKsUQO5ZTnYSUzgt85GFru7e7v5NZvLa403ybKFIzb3nnq32gkHcNg5XbxyeuavUUdLB1ucjY2N/N4uOpW+l6hpyiOVZ31O8SdZt2NqxIssnlruG442DgDDfw43hvw9rllqFrMulvZXUVpNHeS3csL2ssjDI+zpGzNEpfBICxgqPmDNgj0eilbSwdTzzwv4f1GwvYpJdGu7aJNNe3vY7ia3YXEhwQLYI58pSQ2V/dpyvy55Gx4U0y9stRmeO01PTNLFusSWWp6h9rkMgP31PmSbFC8YD8/3RgE9XRVX1v/XX/MVtBsil42VXaMsCA64yvuMgj8xVPTLC5sInS61a81NmbIe7SFSnsPKjQY+oNXqKQzK8TJqT+HLpdDjWS+IXy1YITjcNxUP8u8Lkru+XcBniuMi8OeILy11qa9tryczz2VxHBqM1sJbpYXy8b+QBGCQABnIPy5bGQvpFFC01Dc5jWotQ8Q+HVI0a5tpbe8hnawvJYc3SRurlco7pzjjcRyozgc0uqvqepafp9/DoV7FNY6gszWMstuJpECspKkSGP+POC46H2z01FH+d/wAv8g/4b+vvOETw7qGqRo2r6SiJJ4hGoPbvMkgWIRYVjg4JDAZAzz6jk6PiPTdQs0hk8M2twPPvmuL5rHyDcAmIrvj+0Hy1yQobvgnAySa6qijZWX9aJfog63/rq/1Z57pOg63pVjpF7eabNfzWN9fSyWYmg80+dIxSZT8kZYAnIynEjY9Dp+K5rxLLSdZsbVrXVBOLWO2uChcif5ChKFgdrbJDgniM/UdfVZ9NsZdSi1CSyt3vYUKR3LRKZEU9VDYyAfSjff8Ar/hw8zMn0xNM8Pafp2n6PFqsVtLAiwzOq7AGGZssDll+/wCpI45rcoop3A4TxL4e1CfxRd3K6dcavp9/Zxxi2iukhiSdCwBnVipkiIccDeOGyhO2t+zh1DQdP0HSbOw+3wRxJbXV154T7OqR4D7Ty+SMYHIzW5RS2Vge9zz3xd4f1bUtc1CS30qe4ea3hj0+6t5YEhjZSSRdI7AyqGwcFZAF+6FbJLNc8I3N1qert/YaX19qTRy2WriSMDTZRGiFvmYOmGjDgxgluAelei0ULTYDzvXPD+s3fiK9nh0yaW4e5t5LG9ilhW0VEC/8fMbNukYMHIOxyo27CpyRr6tYXmoeKrOa00vUYZbW5jYX894jWnlj7+2DzW+dkZkDeWCN33gK62ihaW8hWCs9dOul1g3h1m+aA9LApB5I4x1Efme/3+vtxWhRQMK5XSdBu7TXHilgVdN0+aa409iVIZ5ucAA5GzdKvQDEgx0NdVRQHQ898P6Z4nbxLpV9rVteKlnBOkyyNZrDGzBcLAsQ3+X8uP3jZ4XI6kbPhl9T/wCEg1uW/wBAvtPhvrhJ4pbiW3YALDHHtIjlYg5QnpjHfPFdTUN3Z21/aSWt9bxXNvKNskMyB0cehU8GjbYCSV2jhd0jaVlUkRoRuY+gyQMn3IFcPDp+s6toXinTpdGutLk1OSWW3ku5oSjBkRdjeVI5GdpzxjB79K6Kx8I+G9MvEu9N8PaVZ3Medk1vZRxuuRg4YLkcEitij/KwdvvOLk0661q7vL3UfDlzaWv9kvYPZedB593uYHCskm0KoBClmBy7cDuWdlrF54a1ex1+z1W8s5I1itobiS1S+cEYb5onEWAcFSSG4bPbPaUUdLf1vf8AUOv9eS/QwPC/9ufZLsa4ty0YkAtRf+R9pK7RnzPIPl/ezjHOOtX9BV00G0WXSotHcR82ELqywf7IKgKfwrQooA5rxppF9qUGm3GmfaHexu/NlhtZlhlmiZGR1R2wFbD9cqeDhlOCIPD+lXfhzQNYutO0ci5upmurfS2uVDkiNECvLll3sU3M2W5Ykk9a6yijVX8wOd1fSdX1tdIuoLm006W1P2iS0u7U3SecVwOUkjyUy2DyMkHGQKzdO07VtO8A2Om6zp97qVwMK0ejTizkhUcjLm4XPPUq3OeldpRQ0gOF1TTdah+Fx0ODSJr27ngeGOK2kgVbZNxMaOzugO1NqkrnJBPuV8SWGoa3cWF1caBqT2otJozb2lxbxXcErEDLOZQpQqPuq5B/iU8Y7mih67gtDO8PW15Z+G9PttU8n7XDbokogUKgIGMAAAD8AB6ADil1PTrq/wDK+yazfaZszu+yJA3mZ9fNjfp7Y61oUU27u4LRWAfnXK+IdCvLzWs2MQa01S3Wz1JtwG1FfcDgkZyjSpxk5ZeMA46qil1uHSx554w0rxTqV5qVnp9vd/Y5RF9lFqbRIHCgFvOMgMu8EELswMBeRyRt6xLqZ8Y6XLbeH7+5tbPzBJcxy2wQ+YoGQGlDcHOflHTjNdRRR0sHUK881rS/FOoeIGQQXf2SPVra4j8lrRLVoEeMliSDOZQA2eVHHHYHppfA/hOeZ5pvC+jSSyMWd30+IsxPJJO3k1uABVAUAADAA7ULRqXb/hw8jmtGh1DRtY1C1m0e4uY76+kuf7ThlhKbWxtEgZ1fKgBMBWGFXnqAnhqLUNGnn0u50a5dJbye4OqRywtFIHdnUsC4k3YITGwgYGDjmunooWit8gepwmnaZrkd/oVlLo7x22malc3E941xGVdXScIUUMWI/eAHcFIOMAjJGr4X8LW+m6Bp6XNhHBe2s0tyNrdJX3gsSpw2VbHOe3oMdNRQH9f1955zpGjeKrrW9Pn1ZL228i1uYZGc2awwO6gD7OsQ8zZkDG9s8LkZ5G/4btZh4dj8Oar4fmtILezFtLKZIXt7jja23a5fDcn5kXrzzXT1Dd2dtf2klrfW8VzbyjbJDMgdHHoVPBpW0a/rr/mPrc5bwJbTXEMup3zCaWFf7Mt58582GB2XzQf9tsk/RfSt7RUkS3ufN0iLSibuUiOJ0YTDdxMdoGC/3iDzzzV6GGK3gjht40iijUIkaKFVVAwAAOgp9U3qT0MXxfpV3rXha6s9MlEV5mOaByQMPHIsi8kMBkrjJBHsayvC+hy2msX+sHSrjT2nto4fLvblZrmd1LMzySK7gjlVX5uADwowK6+ipK6WOU1qPWtd8EW/2jRRBeSzRPeaaJ4pZFjWTLLHI2E34AIbIx2IIBrFXwtqE2g3Cy6VNJarqqXsWmXlxG1zPGFCyJJIrFXJySN7tkAK7YOB6LRT63/rp/kLocLb2uuaB4f1KTwz4cNs95dqbTS1kgH2JNiq8hXzBH95Wby0fBJGSCWxBc+H79tA0h9N03VreTT715Lu3kuoI7y8SRWErrKjlA7M+776HAYAr8teg0Uf1/X9foBz3g3RDo2n3hazFgL27a5W13h2hXaqgMwJBc7NzEE5Zjy3U9DRRTAKKKKQBRRRQAUUUUAch40WZNW0S5juNVtIomnElzpdibqRMoAAV8qTAPrt/GszxA+lT634aOuwahq1o1hd5jm02WSSZt0GDLbpGPrhkCg7TgECvQqryWFtLqMF9JHm5t43iifcflVypYY6HOxfypJWf9drDTszzuPSUt7fS08Z6Hc6jpkdjIlva/YmvRbSGUlVaNA5DCLYofkLtYZGeZF0zyY9GHjnSbnU7CLTQkdu1m+oCC43HPmIgcl/L2qHIIG1/m+bn0imySJFG0krqiICzMxwFA6kmntr/XX/ADF/X5f5HC694ZtNa1vVpbnSWubddBiSzV4WCLJunI2L0Eigrjjcu7jGTnstLMx0izNzu84wJ5m8YbdtGc++asJIksayRMrowDKynIIPQg06n3/rv/mD1s/62X+Rxni29gtfEmhFLDUJWt7/AO03UlppdxMoT7PKgJeNCCclRjJI44xWD4i0fUru+8S6Y/8AaQi1Z1lsI7O1YRTs0KJmecA7AjIDtJjyBzvDbR6jRSWn9en+Q2/6+/8AzOetB/anjGadiXt9Gi+zRk9GuHAaRvTKpsUH/bcVm3t9bwfEvTPJsNREUNtcwzTRaVcGISyvCV+cR7TnaxLZwMHJFdNNrWl2+qQ6ZcalZxX843RWjzqssg55VCcnoeg7GrtC3T/rz/MW2hxgN3beLjHoN1rEomvfMvbW60/ZZpGRh3SZolLHgYCyNknpjJHZ0UULRWDrcKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiqdvrGmXeoz2FpqNpPe23M9tFOrSRf7yg5H41coAKKKKACiiigAooooAKKKKACiio4Z4bhWMEqShHKMUYHawOCDjuD2oAkooooAKKKKACiiigAoqnLq+mwapDps+oWsV/Ou6K1edRLIvPKoTkjg9B2NXKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooqnpur6brMLzaRqFrfxRvsd7WdZVVuuCVJweRxQBcopHdY0Z3YKqjJYnAA9aradqmn6xa/atJvra+t9xXzbaZZEyOoypIzQBaooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKp/2vpv9rf2X/aFr/aGzzPsnnL5u3+9sznHvigC5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHJfEqwivPA+oyzvKVt7dnWIOQjPxhmA+9jqAeAecZCkTeM4tElsLdNZ0yPV7qUtDYWEi7/OlYdQp4BAGTIR8i7jkAnOzqmh6TraRprWl2WoLESY1u7dJQhPUjcDiq0/hLw5dWdvaXPh/S5ra1BEEMllGyQ5OTtUjC5PXFJ6qw07O5zWqeFLw6boD6lYaP4hOk6dJBdLq85VGciL96GaKTJHltyQPvdetXrm9t9e0DQtM062Nrb6xEkj27Io8qzVQzqVGQAQUj44+fitiXwr4enhtYZ9B0ySKzBFsj2cZWDJydgI+XkZ4q8LG3GpG/8vN0YhD5hYnCZzgDoOTzjrgZ6DF3u9e/+Yui8jmfGthE17oN47yM8erWqRxl/wB3H8xywXpuPTJyQOBjJzB410/TdU1GCwtLSOfxJcKhtrnGX0+JXyZ93/LMA5Axgu2BzgkdFqfhnQtauFn1jRNO1CZF2LJdWiSsq5zgFgTjJPHvUV54R8N6jIkmoeH9KunjjWJGnso3KoOigleAOwqY6L53/Bf5A0m/lb8/8znfGGmw2OrXPiXVPD2j6zYQWsKs124+0Q7HcnylaJlZjvGBvXJAFd0DkA9PrWfJoGjS6nDqMuk2L30ACxXTWyGWMDoFfGRjJ6GtCjpYOtznrL/ko2sf9gyy/wDRlxVO58W6pD4lOmpoe+389YvtOy++6SBuyLQx9/8Anpt9WFah0e+j8Xyava31ultcW8UFxbSWrO7CMyEFZBIAv+s5yrdK2aOqY5at28vyOSHi7VD4m/s06Hi3+0+T9p2X33d2N2fsnl+/+s2/7WOaIvF2qSeJv7NbQ9tv9oMX2nZffdzjdk2gj/8AIm3/AGu9dbRQulxPrY5LTPF2qXviBdPn0PyIGd1NxsvhgAHBy9okfOP+emOeCeMponi7VNT1hbO60P7LEwYmbZfDGASP9bZxpz/v/TPSuuoo6Acho3jDVdS1I211oX2aPY7eZ5d8OQMgfvLNF5/3s+gPSl0Txfqmp3csV1of2VUgeQPsvhuYdF/e2cY59iT6Ka66igDjtL8Zatftdi40H7P5Fs8yfu78b2XGF+ezTr/s7m9FNO03xhqt7bX8k+heQ1tAZY18u/Hmtn7vz2aH/vgO3+zXX0UAcjp3i/VL3T9QuJ9D8iS1jDxx7L4eaSenz2at/wB8K59hTbLxjqtzpOoXcug+VLahDHF5d/8AvdzYP3rNW46/Ir++BzXYUUAcjaeL9UuNDv72TQ/Lmtigjg2X373ccHhrNX4/2Ef3x1pkPjLVpdDub1tB2zQyoiQeXf8Azg5ycGzD8Y/hRh6kV2NFAHHjxjqp8OtqH9g/vxciEW/l3/K7c7sfY/M68f6vb/tZ4pzeL9UHhtdRGh5uDc+SbbZfcLtzux9j8z2/1e3/AGs8V11FAHISeMNVTw9DqC6FunknaJrfy7/5VAzuwLMyfnGF/wBo9KW48X6pD4ftNQTQ9888jo9vsvvkA6HAszJz/tIo9Ca66igDjrrxlq0Gj2N3HoPmS3Jk8yHy7/8Ad7Tgfdsy/P8AtontuHNOv/GGq2mnafcQ6F50l1GzSR+XfnyiDjHyWbN/32qH0B6119FAHI6n4v1SxtNPlg0Pz2uoPMkTZfHym/u/JZuf++wh/wBmm6p4x1WwSyNvoP2g3Fss0g8u/Plsc5X5LN+mP4treqiuwooA4/VvGOrafNAlvoP2gS26Ss3l352sw5X93ZuOPchvVRTtc8Xappeoi3tND+1RmNX8zZfHkjkfurOReP8Aez6gV11FAHI6v4v1XTtaazttC+0wjZibZfHOQCf9XZunGf7/ANcHIC6t4u1TT9eext9D+0QKygT7L45yATzHaOnGezn3xzjraKEByd74t1S18SHTotD823Eyx/aNl90OMnK2jR8Z/wCemPUjnCDxdqh8Tf2adDxb/afJ+07L77u7G7P2Ty/f/Wbf9rHNdbRQulwfU5KLxdqknib+zW0Pbb/aDF9p2X33c43ZNoI//Im3/a70tj4t1S68SLp0uh+VbmVo/tGy+4Azg5a0WPnH/PTHPBPGesooXQH1sYEn/JSLf/sEy/8Ao6Ot+seDSL0eLJNXu763khFs1vBbxWzIyKWViWcuwY/L2Va2KF8KXr+bYvtN+n5JGfp+o3V5cTR3GjX1gkf3Zbl4CsvP8PlyMffkCrlwsb2sqzsViZCHYOUwMcncMEfUdKkpk8EV1byQXMSTQyqUkjkUMrqRggg8EEdqT2sUtzzVoo9P8N+Kte8JWv8AZekNp220WzjEfnsgcvdIvAGQwCt1bYG6bSaT/avD7apcaBZ6fpVtPoRuFtbKXIjAdRHcSOo27yrSZKg/6v7z4GPR9M8NaFos7zaPounafK67GktbRImZeuCVAyOOlTadoul6RBJDpOm2djFK26SO2gWNXOMZIUDJxT/r8/8AMX9fl/l/XXkNOtL/AER9Z0jRLXRRqL2C3cFzZ25gLuSyqJizOXbgkSMeTuyODnc8KX8lzBeWt5capJfWsoE8eqJbiWLcoZQDbgRspHOQSeSD6C7B4a0K20ybTbbRdOhsbg7prWO0RYpDxyyAYPQdR2FWdO0vT9Htfsuk2NtY2+4t5VtCsaZPU4UAZo/r+vyEVvER0hdBuH8R+WdNQBpllyVfBGFKj7+TgbcHdnGDnFc7penazp/ge9Oh2hsJrm6NxZ6eNivaQMy5jQN+7WTaGYKRsVmweATXWahptjq1m1pqllb3tsxBaG5iWRCRyDtYEVSTwp4di02XTo9A0tLKZxJJbLZxiN2HRiuME8Dml3H2Mq28Qvb+D7ydZb661G1ma18rUkhWb7SxASNvJAjIy6crng9c5qTUNN1fSfCdlZeHnnkmikX7XJbeSLiVTkyPH5o8veXIY7uMFsYOK14tB0uC3s7e2sILe3spfOt4IE8uON8NzsXAP3ieR1OevNP1PRtM1qBINZ0601CJG3rHdQLKqtjGQGBwcE802COM1yRtc8G6PeWmuanAsepW8MzyRW4kMguVRvMHllQyOCPkwpI/iGKueIb7WNLutH0Syu9WvZbpJ5ZLu3SyFzJs24UeaEi/jJOFLYTp1YdUdMsG0v8As1rK3Nh5flfZTEvlbMY27MYxjtjFV38N6HJpCaVJo2ntp0bbks2tUMKnJOQmMA5JPTuaO687/wBf15At7/11ObW78S3d1oOnXt7Jo09xaXcl4UiheU+W8QRgfnRWIbJ+8vzMMZwRveE9RuNV8LWd5dyCWVwymZQAJgrFRIAOMMAG4454qtf+CdF1G+0xrnTrCSw06CaGKwks0aIFyhDKp4XGwjgfxdu/QKqogVFCqowABgAU+n9d2HYoanqN1YeV9k0a+1Pfnd9keBfLx6+bInX2z0rQH5UUUgOe8Tf8hbwx/wBhb/22nrI1zV9Ta48SXFrrL6YugRI8VssMbrc5iEm6TcpYqxOwBGU/K3OenSaj4X0DWLoXOr6Hpt/cBQglurSOVgo6DLAnHJ496mu9D0m/vLa7vtLsrm5tSDbzTW6O8ODkbWIyvPPFHQd9f673Oc1PU9Wsdetr3UpdQs9FcW6qbNbdolkdtpWcSKZeWZVBj4wecYJp+pahqmm+MEl1S4v4NGlmhhtmtFt2tyz4ULMGUzBjIcAp8uCucfMa3X8PaLLq41aTR7B9RBBF41qhmBAwDvxu6cdaP+Ee0X+2P7W/siw/tLOftv2VPOzjbnfjd0469Ka3F0+QjvJ/wlESDWIlj+xuTpZRN7nev77dndgfdxjHzVpVCbO2N8t4beI3SxmJZyg3hCQSu7rjIBx7VNS6B1PI7Jbi5v7PWYbS0g1BfEL2txeyOGvLo+cyNBhfuxLFyAxPEY+QcPXqsd9aTXs1nFdQvcwBWmgWQF4w33Sy9RnBxnrUKaNpkerPqqadaLqMi7HvBAomZcAYL4yRgDjPYVNHY2kN5NeRWsKXM4VZp1jAeQL90M3U4ycZ6ULRW/rZf5A97nIW+n2+h/ECJ00vT9Jhu7e5CHTSN11go5knUIuCoBx9/mQ8jIzzvhl4dKvdH1ZtNULdadcSwXdjAGu9W+UPmdQd28qu4DMm5mySh+U+k6doOj6PNNLpOlWNjJP/AK17a2SNpO/zFQM9T1pLHQNH0y8mu9N0mxs7mfPnTW9skbyZOTuYDJ555pLRW/rr/mDOE8KXlvP4yv21IagL7UtNWS8klsLm2WM75PkDui7URcKrZGSCfvE1teC7CzGrajqnh6yi0/QriKKK2ihjEaXLoWLXAQYADBlUN1YJnptJ6qaxtLky/aLWGXzovJl3xhvMj5+Q56ryeDxyap6Z4a0LRZ3m0bRdO0+V12NJa2iRMy5zglQMjinGy/rzYPW/9dv8jRkYpGzKjSFQSEXGW9hkgfmap6Zf3N/E73Wk3mmMrYCXbwsX9x5UjjH1Iq9RQBm+IdTTSNBubySSWPaFRDDGHcu7BVCg8bizADdwCeeM1xUHirWbaz1mzmmuUuLa7s7dbjVBamW1FwwUs4tz5Z2/eAOD8wzxXoV1a299ayW17BFcW8qlZIpUDo49CDwRVW10HR7Gyls7LSrG3tZk8uSCK2REdeflKgYI+ZuPc+tAdjH1mTUfD/h5Uj1i4up7q8htxf3scObVZHVC2ERFOM8ZB+YjORxUt499oi6RA2r3N8brUlilmukhDMhjc7PkRQBlRzjPvWlaaBo9hp02n2Ok2NtZT5862htkSOTIwdygYOQMc9qZH4a0KLSZNLi0XTk0+Vt8lotogiduOSmME8Dt2FH+a/TT+u4f1/wTmZ9f1a9Dx6RqcKs3iI2CzeWsipCIssvHVgQ34jB4yKtajcavo+mxaddanf3t7eXrJZTWEFv9qliCF8N5irApGGySMFQMfMeOkh0rT7aNI7ewtYkjcSIscKqFcLtDAAcHbxn04o1LSdO1m2FtrGn2t/ArBxFdQrKoYcZwwIzyefelsren5L/J/eHW/wDW7/zX3HE6R4j1bW9N0WyOoSWMt7dXkMl/sgaZhA7BUAG6LzGAySoZcI+AOCNzV9SufC82m3F9qE1zp3lyQXLzRoGaXbvjclFUAnYyYAAJdeM1rTaFpFxpp0640qylsWbebV7dGiLZznYRjOec+tUr7w2t2tjYwta2miWrpKbCG02l2jbegDBtqoGCkqFycdcEin1AjzqcXhjTzqmtw6dfvNC1xNJHGVYs4JgAOByD5YPXoeTXQVDc2ltexrHeW8VwiOsirKgYBlOVYA9wRkHtU1MDzTxfANW8W6vY3lpZyi10qOeC61BwEsIyZPMniUfMZMqvIKgbB868Z7LRNTC+H9EGtXMUOoXttH+7mkCvLL5YZgoPJPUkCrl9o2mapNby6np1peSWrb4HuIFkMTccqSDtPA5HoKmnsbS6ngnubWGaW2YvBJJGGaJiMEqT9044yKS0Vv66/wCYPV3/AK6f5f11818dQRXmp6/cGzt72PT7OEz3UyL5+mcMxe2yRltvz9Y8EAhnPyCTXJJ7jV9c1u4g0m9g0Ewvb22pWzSyNGYkkzFlgsTsxYB9rFiADjZXe3mgaPqOoQ32oaTY3V5Bjybie2R5I8HI2sRkYPPHen3OjaXe6hBf3mm2dxeW3+ouZYFaSLnPysRkc+lEdBnO6vYxx/Ebw3elpXmma5X94+RGog+6o6AZ5PcnqTgYh1HTdOv/AB3af2JaRjVbO5W51LUlHzQx7CBAX6kuCP3ecBfmIHy537zwp4e1G/N9qGg6ZdXbEE3E9nG8hI4HzEZ4wPyok8KeHZtS/tGbQNLkvvMEv2prOMy7x0bfjOeOuaFumTbRrua1Z66jdNrBszo18sA6X5eDyTxnoJPM9vudfbmtCigYVyOlarqlzd2emXN2xurC5n/tGYQr++iQYjyMYUuJIn+XH3WArrqhjs7aK7muoreJLicKssyoA8gXO0M3U4ycZ6ZNHUOhw+geJ7+88W6cn2jUZdO1W3nmh+2x2qRuq7SrwrGfNC4PSXJwwyc9d3w9/wAjJ4p/7CEX/pLDV+z8O6Jp87z2Gj6fayyEl5IbVEZiepJA5zmq8HhXSdJWWfwzpOkaVftGUS5j09OASDhghQkcdNwoTt9w+rNquLXU5tF8P+MdStlRprW+mkTzASoIij5OOcDqfYVtW1j4gebZrOpaReWLqyzQRaVJG0gIIxua4cY9cqcjip9N8NaFo0ry6Poun2Eki7He1tUiLL6EqBkUdX6W/Ff5CfT1v+f+Zgxza7Z6pdaVZa1/bFxNpTXVvJexRKIJg21MmJFGx8nAIJ/dnk9jS7/WJ9B1eyt59RbxDbxBlh1gWwMZdTsw1uvllSVbGckEcgDit+28N6HZ2NxZWmjafBaXX+vt4rVFjm7fMoGG/GiDw3odtpc2mW+jafFYTtultI7VFikPHLIBgngdR2FD2DqUPC1/Jc217a3lzqbX1rKBOmqJbiSHcgZQDABGy454JPJB9Bo6CzvoNo0uqxaw5j5v4UVVn/2gFJUfhUun6Vp2kWn2XSrC1sbcsW8m2hWNMnqdqgDNTWtrb2NrHbWUEVvBENqRQoEVB6ADgUxHLeP5W8vRLWSzW+tbzURDNaySKkUxMbmNZC3GzeFJGCTjAVj8pj8DsdG0nXI9SlsrWxsdQkKeSxS3tUMaO6KWP3EdnGflHB+VfujrLyytdRs5LTULaG6tpRiSGeMOjj0Kng1Gul6eul/2YtjbCw8sxfZBCvlbD1XZjGPbFJaX/rt/l/XVvW39d/6/rTF8V6O3iSw0t7Oz0zVoILoXTW9/JiCdDFIo5CSA8urD5SOKwNZjsNY+DupSW1ium21paXarZWjhbfzE3qSNgAdNwYrwAcglcgY7S+0HSNTsobPUtKsry1gwYoLi3SRI8DA2qRgYHHHakvtA0fVLOG01LSbG8toMeTDcWySJHgYG1SMDjjih7NFRk0030OT8VK97r3h/S5dLttVguLOd4rW+kVLZplEeGkyGLYQvgBWOTnAALDnrO1n1HTdJ02W0sfEU1paXpjtdQj/0doUn2RTKXLYbAAUHdlScunU+lN4a0J9JTSn0XTm05G3pZm0Qwq2SchMYByTzjvT9Q8P6Nq0EMGq6TY30UH+pjubZJFj4x8oYHHAHSh6/16/lf+ukLRJf1/X6lXwbLFN4J0d7aea4i+xxhZZxh3woGTgkZ47Ej0J61a1PUbqw8r7Jo19qe/O77I8C+Xj182ROvtnpV9VVECooVVGAAMAClpyd3cFogH5VymuaxqWmapf2UU2576zRtL/dg+XNvETA8cgNJE3OeC3YV1dQzWltcTQS3FvFLLbsXhd0DNExBBKk9DgkZHY0uozhPFnie/0u4uX0661KX+yfIS6KRWi2pdtp2ymQiQlgw/1XTcAMnIro9W/5HLw/9Ln/ANAFXbrw9ot9qAvr7R7C5vAmwXE1qjyBcEY3EZxgnj3qO68LeH77Uf7QvtC025vcq32mazjeTK4wdxGeMDH0o3Vg6mrXAa14pvbbxHHJp8+ovZx6pBp0qmO1W0LOyq6/MfPZwHzlflyBxgE10Utp4sMzmHWtGSIsdivo8rMB2BP2kZPvgfSrbeHdGk1I6jNpGnyX7bS90bVPMYqQVO7GeCqkc8YHpQviTYdLGXo02oa1rF/dy6vPawWN9JajTYEhKFU6GQsjPubO75WX5SvHUk8NzajrU02rXOrzxxx3lxb/ANlwpD5SCN2jAdihk38bjhgMkDGOuvNoWkXGrR6pcaVZS6hEAI7t7dGlTHTDkZHU9+9B0HRzrH9rnSrE6kP+X37Mnnfd2/fxu6cdenFC0S/r+v0B9TmrHxLdyr4ZjlvozPqGpXcUqYQNLFGs/QY6KVjyR7Z68v8AC7eJL610/WL7WY54JHlFxaeQiIIgXCMpC7jJkLn5guCeMjJ6KLQdIt9Qe+g0qyivJJPNe4S3QSM+CNxYDJOGYZ9GPrVuCCG1hWG2iSGJfupGoVR9AKA8jgNK8WajL4itHR9TurHUbS4uYI7yO0jSUIFZWgWM+aqnOMSgnDLk567Giw6zqnhT+008STSXmpWPmQKsEBt7WR1ypQBNxCk4w7NnHPNbVl4e0XTblrjTtIsLSd2LNLBbIjMT1JIGcmo/+EfsbKS7vNCsNN0/VLkHdefYlJck5JfaVZ8nn7w5pdLf11/r5D63M7w3rd54iv1ukfybKCzSO4t9oJ+1scupOMgxgAYB6uc9BWroryPb3Pm6vFqpF3KBJEiKIRu4hO0nJT7pJ545o0LSE0TTPswk86WSV57ibYF82V2LO2B0BJOB2GBzVu2tLazR1tLeKBZJGkcRIFDOxyzHHUk8k96rqT0ML4gXcll4G1CeLzdq+WJvJcI/kmRRJtYkBTsLc5GOuRWT4Ps5NJ8W6vbx2mnaZZSWcFwbDT/9VbsS6hicBS7KuThVwFX733j3DosiMjqGVhgqRkEelVNP0jTdJs2tNK0+1sbZmLNDbQLGhJ4J2qAM8UloU9VYwPF99Zan4Rt3sbmC8hvruCKARlZoLsmQfu2IYAo2CG56Z4b7p56yvZdD0fWdOsbCbTrqTVFgkg0mze5h01GiU+ZGIlJIKjdkovzuMqBye/8A7G0v+yP7K/s2z/s7bt+x+Qvk4znGzG3GeelSafptjpNmtppdnb2VspJWG2iWNATycKoAo2v5/wDA/wAv66rXT+u55romrxWngiTS9Gt9Xghk1W6t2uItKune2hM0hLACPdv2jaDg7Wb5uhFVbS7tZfCfh/S7XTZLjT5NZurY2N5C1tDKd0zQo5lXlAQpIAY5UDBYba9Zht4bZGW3hjiVnZ2EahQWY5ZuO5JJJ7k1BPpOnXWnSWFzp9rNZSEs9tJCrRuS24kqRg/Nz9eaf/A/AOt/X8Tnvh9FPa6XqVnMbfybXUpY4Ets+VEuFLRpn+FHLoOn3ei/dHWVFa2tvZWsdtZQR29vEoWOKJAiIB0AA4AqWgSCiiikMKKKKACiiigDkPGjTPq2iW0dvqt3FK05kttLvjayPhAQS3mx5A9N34VLPfavbXmi6NosUdmbu0nlkbVme6lt/LMeAdsh8w/OQf3nvuOMNsatoNjrbW7XwuVe3LGKS2u5bd13DB+aNlOCO2ay9S8Hxahquks092LKwtp4m2ajcJOzOYyuZFYOwwjZ3N6deyW/9dh6XKVh4k1vXvslppZ0+yvBavPdTXMDzRlllaLaiB0OCyMcljgYGDnIfY+JdX8Qmxt9HFlYTvZC7uprmF7iNcuUCIqvHuyysdxIwAODu417rwlot3b2sJtXtltIjDAbK4ktmSM4ym6JlJU4B2k4yAccU678LaReR2qG3ktvscfk272NxJavHHx8gaJlO3gfLnHA44p/1+f/AAPuF/X5f8E5vWJ9bs/GOq3GkSaeJLfQoJpmuonZZCslwQiqrDbu5+YsduB8rZ47WyuReWFvchdomiWQKT0yM4/Wq7aNYvLPK8LNJcWq2krNIxLxLuwpOf8Abbnrz1q3BDHbW8cEK7Y4kCIuc4AGAKf9fn/wAeruv60X/BOZ8Qi9g8WeHZk1G4WCe/MJtYzsjK/Z5mO7HLksB14G0YGckmsC9g8daBJ/aNx9nuJ5YhaIdkQUQO3zAffYsAcngYGAPmLaGreFNL1u+hvNQ+3GaAgxGDUriFYzgjcFjkUBsMRnGcHFJqPhLStU1KG/vDqBuIDmJotTuYljONuQqSBQSOCcc5Oc0loEtduxFqn/ABNfFFhpQAaCzA1C7HqQSIFI93DP9Yh61VlF7b/EywWXUbiWC6sbp/s2dsSBXgC4UdSNzfMcn5jjAwBu2emQ2V5e3KNI8t7KJJGkIOMKFCjjhQB09ST3qjP4S0q511NYlN+b2M5R11O5VVBIJUIJNoU7VyuMHHINC0a+f4/1+AdzFjzp3i6SfWrTXEW4v/LtLwaizWZ3KAiGBZuMnI5jxnqe9dpWWvhzThq/9pSLcz3AcuguLyaWOJjxuSN2KIcEjKgEAkdzWpQtIpA92wooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAwPGWsanofh+e+0m2t5WgjaWSS5Y7EVccbQQWY5wOQBySeArWtck1eO0EukXWnWaRxvJPPfRPKoAGQAqumB1JYtxjoc5EPizRb/wAQaHNplhqFtYx3CFJ3mtGnJU/3cSJg/XNUte8N63run6fby61YoIJDJdxHTnaG8I+4rIJwwUdSu4hiOeOKTvbQa3M6+8a3ItPDs76jpHh1dWsHupH1ZDIquPKxGv72Ln94xz6L0rodb1C6sNAQQSxyaldFLa3dI/kMz8bwpJ+UcuRk8KeTSXdn4hnsYIYNW02GXYy3Mh0x3D56FFM3yYH97fz+VQ2HhoWF7pMUTA6bo9l5NqjNl2lIC724AGEBAx18xuBgZp2f3/5/8MLVJDNe1fVNIu9JitoYZLae7gtp7m4OWfeSCFVcAHjJY8dAAckhPFeqazolrJqdm+nmxtwm62mjdprlmfBRGDAIeQF+V8k9B3d4m0LV9bmsv7P1SysobSeO5CT2Dzs0iEkfMJkG3pxjPvVfV/Deuajr9jqUetWASyiHlWtxpryxLPyGmAWdfmwcANnaM45JNJeff8LL/gia107fjr/wBmreIrmDxiujx67omlBoYXih1CEvNcs7upVP3yf3QOA3JrrKwde0PUtet5dPn1G0i0q5i8q5hWyJmcH722QybVz7oSPXOCN4DAAHQUdB9Tnllvrr4gXVsNTuILKysreYWkccWyVpGmB3FkL/AMC42sOlW5PFfh2HUv7Om1/S477zBF9la8jEu89F2ZznnpWfHP8AZPiTeia3vNl5YWscMyWkrxFkecsGkVSq4DL94jqK0JPDVjLqX25p9UE3mCTaurXSxZH/AEzEmzHtjHtR27Dlu7eX5APFnh06n/Zw1/SzfeZ5P2X7ZH5u/ONuzOd2eMYzQvizw6+p/wBnJr+ltfeZ5X2UXkZl35xt2ZznPbGaB4asRqf2/wA/VPO8zzdv9rXXlZznHleZs2/7OMe1C+GrFNT+3ifVPO8zzNp1a6MWc5x5Rk2Y/wBnGPahdLifWwW3izw7e6gLCz1/S7i8LFRbRXkbSEjqNoOcjB/KksvFnhzUrwWmna/pd3csCRDBexu5wMn5Qc8CltvDVjaagL2KfVGlDFtsurXUkeT/ANM2kKY56YwO1JZeGbHT7wXME+qPIAQBPq11MnIx9x5Cv6cUdA9AsvFvhvUbn7Pp/iDS7ufaW8qC9jdsAZJwDnAFFl4t8OanM8Wna/pd3IiGRkgvY5CqDqxAPAHrRZeGLCwufPgn1Rn2lcT6vdTLgjB+V5CM++MjtRZeGbHT5nkgn1R2dDGRPq11MMH0DyEA+45HY0AJa+L/AA1fGUWXiHSrkwxGaXyb2N/LQdXbDcKO5PFFt4u8N3sc8ln4g0q4S2j82dor2NhEn95iG4HuaLXwvYWZlMNxqrebEYm87WLuXAPUrukO1vRhgjsaLbwxYWkc6RXGqsLiPy3Mur3UhA/2S0hKH/aXB96AFtvFvhy8t7i4tNf0ueG1UPcSRXsbLCp6FiDhR7mkh8XeG7m0uLq38Q6VLb2oUzzR3sbJCGOF3MGwuTwM9aW28M2Nrb3EMU+qMlwoVzLq11IwA/us0hKH3Ug0kPhiwgtLi2S41UpcBQ5k1e6dxg5G12kLJ77SM9DmgBYfFvhy4sZ72DX9LltbYqJ50vYzHFuOBuYHAyemetIni/w1JYy3sfiHSntYWCSTrexmNGPQFt2ATjgUsPhmxgsZ7RJ9UMdwVLs+rXTyDByNrmQsnvtIz3zSJ4XsI7GW0W41UxysHZm1i7MgI6YcyblHqAQD3oAB4u8NnTjqA8Q6UbIS+Sbn7bH5YkxnZu3Y3Y5x1pT4t8ODTRqJ1/SxYmTyhdfbY/KL4zt3ZxnHOOtIPDFgNONl9o1XyjL5u7+17rzM4xjzPM37f9nOO+M0p8M2J00WPn6p5Ik83d/a115ucYx5nmb8f7Oce1ACN4u8Npp6X7+INKWzkkMSXJvYxGzgZKht2CcdqWTxb4ci0+K/l1/S0s52KRXDXsYjkYdQrZwSPQUjeGLBtPSyNxqvlJIZAw1e6EhJGOZPM3kf7JOPalk8M2MunxWTT6oIoWLKy6tdLISf70gk3sPYkgdqPQBJfF/hqCzgu5/EOlR21zu8iZ72MJLtOG2sWwcHg46UXHi7w3aW9vcXXiDSoYbpS0Ekl7GqygHBKkthgD6US+F7CazgtnuNVEcG7YU1i7VzuOTucSBn9txOO2KLjwxYXNvbwSXGqqlupVDHq91GxBOfmZZAXPuxJFAC3Xi3w5ZQ28t7r+l28d0nmQPLexoJU/vKSfmHuKS68XeG7FYDe+IdKthcRCaEzXsaebGejrluVOOo4pbrwzY3cNvHLPqirbp5aGLVrqMkf7RWQFz7tk+9JdeGLC8WAS3Gqr5EQiTydXuosgd22yDc3+02Se5oALvxf4asHjS+8Q6VbNJGsqLNexoXRujDLcg9jS33izw5plwLfUtf0uzmKhxHcXscbbT0OCc4NJd+F7C9eNprjVVMcaxjydYu4gQOhISQAn1Y8nuaW+8M2OoXAnnn1RHChcW+rXUK4H+ykgGffGT3oALzxb4c0+9Nnf8AiDS7W6GMwTXsaOMjI+UnPIIP40t34s8O2F+bG+1/S7a7UgG3mvI0kBPIG0nPOR+dJeeGbG+vTdTT6oshx8sOrXUScDA+RJAvb0570t34asb2/N5NPqiysQSsOrXUUfH/AEzSQKOnpz3oXmAT+K/DttqR0651/S4b0OIzbSXkaybj0XaTnJyOPegeLPDp1P8As4a/pZvvM8n7L9sj83fnG3ZnO7PGMZon8NWNxqRvpJ9UExcPtj1a6SPI/wCmayBMcdMYNA8NWI1P7f5+qed5nm7f7WuvKznOPK8zZt/2cY9qF0uD62BfFnh19T/s5Nf0tr7zPK+yi8jMu/ONuzOc57YzRB4r8O3WpDT7bX9LmvS5QW0d5G0hYdRtBzkYPHtQvhqxTU/t4n1TzvM8zadWujFnOceUZNmP9nGPaiDw1Y2+pC+jn1Qyhy+2TVrp48n/AKZtIUxz0xgdqF0uD62KsMt9b+PmtJNSuLizuLF7hbeVIgsLCRFG0qgbGGP3i1dBXNxT/a/iMWit7sR2unSQyTS2kkcZcyoQFdlCvwD90mukoXwL5/m/0F9qXy/JBTJjIIXMCq0oU7FdiqluwJAOB74NUtP0HR9JuJrjS9KsbKaf/WyW1skbSc5+YqATzzzVu5SaS0mS1lWGdkIjlZN4RscErkZwe2Rmk9ilucofFGp6PJrkGtC01GTTLGO8WSwiaAMXLgQsGd8NlAd2ejdBjmnB4+k0641SDWrvTtQ+w2TXX2jT43iiV0YLJASzOCylkyQeN3KjjNzTfBN2nh7UdE13U7W/tdSikW5mgsnhuJZHGDKztK4Jx0G0AYUDAAFSw+C5p7GWHW9SjuH+w/YbdrK0FssEeQdwXcw37lU54X5QAo5y/wCvz/4H9XQv6/L/AIP9Ws3TfF4i03VLzXL6BjYxCeS2i06e1eJDn/nscyqSMCQKqnB6duh0y+nv7ZpbnTLrTWDbRFdPEzMMD5h5TuMc+ueOlZMOgaqWu7u/1OxutRmthaxv/Z7LbpHkk7ovNJYkk5+cDpgDnMnhbw0fDlvdIZbb/SJRIILG1NtbQ4UDEcW9tucZPPJ5xT/r+vkI1dQF81ky6U1ulySAr3KsyIM8kqpBbAzxkZ9RXP2PiySDQL+81lY55LG/NiHsV2pdPuVV2B2wpLOEOXwCDlvTW8RafqGq6FcWWk6n/ZVzMAouhEZCi5+YABlIJGRkEEZyOcVn23h/Ubfwo2im40VkCiGJDpTm3EWMFGiM5L5553DryDU9/wCv6/rsh9v6/r+vM1I9U26NLqOp2k+mJCjySx3TRlo1XJJJjZl6DPBrLTX7jS/D1jd6vBcXV9qU+2CzhEauGfc6xAsyplUBBLNyVPUkCq1r4PntPD8ejrcW7W018J7uOGIwQpEDu8qGLLbVJVQV3fxOe4FbHiHS59Z0s2cJ00xuwMsepWBu4nUcgbPMTnODkk9OlN/1+oLz/rsZ3iHxNqOkaXp91a6BeSyXVzDFJCzwZhDSKpU/vQNxDHBUsuepAq1ceI3tre0DaLqLX93vKachgMyqn3mZvM8sKMrzv/iUdTiq0fhJ4fB1vosWoET2sqTw3DRZSN0l8xVEe7iMEBQm7IUAbuM1X1zwbL4hi0+fVZdJu9RshIu660rzrV1cjP7lpCQRtXDB88HscUd/X8A6/wBeZak8Z2m3ThZafqF9PqMcrw28ESh1MTKsiuXZVQgtj5iBlSM5Kg6+lalBrGlwX9qHWOZc7ZFwyEHBVh6ggg+4rlbnQtWs9a8PQaEdOsfstjdpJNFpbfZULNCcLEsq7CSCRlz0PXt0+i6VHoukQWEMjyiLJaRwA0jMxZmOMAZYk4HHNPS39d2HYvUVn6noOj635X9s6VY6h5OfL+12yS7M9cbgcZwPyrQHHSkBz+uzX1n4i0GS21GeO3urw2s9nsjMbjyZX3ZKbw2UXowGB0pdU8XW+mXd1Eun397HYqr309oiMloCM/MC4Zjt+YhFYgY45GW+INE1nVdS0+407VbG0isZhcRxz6e8zNJsdDlhMny4c8Yzkde1Q6n4Uvbu51L7DqyWtprCquoRNamRzhBGxifePLJQAch8EA465OhWl/l+v+RePiNJNeOmWOn3d8Y1jae4gaERwCTJUtvkVjwM/KrfnxSr4hWbxDNpVnp15dfZWVLq6jaIRQMyhgGDSBz8pByqkc+oOM7VvB82q6xaXBuNPggs2j8iSPTz9tiVCCUW583gMQQfk5ViO+adqnhOfVfE9tqk1zp0S2sqPFLBpxW9VVOfL+0eYfkY5DDZgqxHfNNWuT0+X4m22o7dbTTfsd2d9u0/2oRfuFwwXYXzw5zkDHQGrlU2tr062lyt/tsVt2jay8lfmkLAiTf1GACNvQ5z2q5S6B1ODXx5cjWrMyTWBs7y+NqtgkTm6hj8xoluHcOVCtIuMFF+8BuLDB7yuTsfBDWF40MV/ENHOotqS2i2gWUzFt+GlDYZA/IGwNwo3EDB3re0v49ZvLm41LzrKZIxb2fkKv2cgHcd45bdxwemKF8P9dl+twe/9f1/XffG0rXrybxfNo8upaXqiRxSSTfYIjG9kysoVJQZXyWDHH3T8h4PaPS/FN9qnii4ghtYzpX2SSWzbBEtwY3VC+ScBGJIXjkKGzhhVv8A4R6+v9TS68Q6hbXUcEcscEVnaPbYEg2tvYyuT8vA27eeeTjFS3+H2nWWrx3lleanDHFZPaJCdRuJNgbGCC8hGABwuMZweoFLWy9H+v8AwO4P9V+n/B7GfpPji8Zri51KazuLS30+W8vI7W1kil010wfIlLO2XILcYQ/ITjB40/CviSfWbueO+u7bzTEJorSOwngKISRlZZSBOvQb0UDoe4qnZfD8+XHBq97bT29vpsmmQrZWX2ZzC4APmMXfceARgKASTjpjX0rQr+DVI9Q1rU4r+e3tmtbcw2pgARipYvl23OSi8jaODgc1Wl/68/8AgC6f15f8H/I3aKbJGksbRyoro4KsrDIYHqCKp6ZomlaJE8WjaZZ6fHI250tLdYgx9SFAyaQy1cTfZ7d5RFJMVGRHEMs59B2/PA9SKw18YWkdjezajZXunz2Txo9nOqNK7SYEYTy3ZW3E7Rhuuc4q74j0c6/4futMW5NsZwB5m3cDhgdrKCNytjay5GQSM81zmn/DpLGz1BY7qytZ7uW3uIv7O01baG3lhYsjCPcdwJxkE5PPIyNovMO1jdk8R/ZNFk1DVNKvrBlkEUdrL5Uk07sQECCORlyzHAyR3JwOaemvFYbRtQ0u90+S7uhbRwzmFmBKlgxMcjDb8p759qr3WialqmjfZ9V1K1a+huEuLW5tbIxpE6EFd0bSPu5Bz8wyDgYPNJeaLrGoabbi61WyGpWl0tzBcRWDLCMAja0RlJPDNyHHb05P8192n47h/Xz1/DYL7xjYWETvLBdvs1AacFiiDs0xUMMAHocgZ9euBzT7fxMbvTJri30fUnuoLg20ungRCZHAB5Jk8vG0hs78EEAcnFVrLwnPAI3u9U+0zjVTqTyfZwgYmPZsAB4A7Hk4AByeTN4s8NN4lt7ONZrUC1nMrQX1obm3mGxlw8W9N2N2RzwR0pdNfL8l+tw6/wBd3+lhP+EwtX021ntrG+uLq6mkgj0+NUE4kjJEgO5gg2lTli23pgnIzdj1tDfWVnd2dzZz3kDzKs2whNhXcjMjMN2GzwSMA88Vhaf4Gl0bTbFNJ1G3gvbCa4eGVrEeTsncs0ZiVlwB8uNrLyo7ZBXxTaXmpWul6Vumk1Yzo5vbWzkjgijOUmYsSyrmNnAUuWyVI9Q+ugGvF4jin0K01W2sL+4gu5USNIoQz7XfaJCAeEx82ey847VsVRvbK5exgt9JvBpxiljJYQrIDErDdHg9NyjbnqM5q9T0A43xR4svdM1C6t9Pn0+3+xwI5S8ieR76V9xSCFUcMGxGeQHPzDCnBrqNL1CPVtHs9RgBEd3AkyA9QGUED9aw9V8KT3PiKbWNJ1GKwuLuzFldNJaCZjGGJBjbcpR/mPJ3Kflyp21onSbq2GkQaTqH2KxsMJNbmBZPtMYTaqbjymDg5HXFJba/1v8A8D+tx7/15f8AB/rbB8UeKtT0nVZrayezheOFZLW0ubWSSTVHOcxwsrqARwD8rkbtxAHW34lvPEmnNHLpd9pRFzPHBbWU+nyNI7NjdmQTgYADMTs4VTwcVFr3gqfWL7U2j1G2jtNWhihu47ix86VFTOPKk3gIedwyrYb5h6VsNovm+ILTUZ7kyRWVu0dtAV+7I3DSFs/MdoCjgYy3J3cC6XBmZrevXmleI7K0h1LSpjdTRIuktERdujNteRX837qjc3+rxhSMjrS32vXlj4xs9NXU9Kuhdyhf7MSFlu4o9jEylvNIKgqf+WYBzjOetrWNE1LWbj7PcajaJpBkjka3SybzyUYMB5pk2j5lHPl5x0IPzUahomparqMX27UbX+y4bmO5jt4bNlm3RkMoMpkIxuGThASOMjmhdL9/w/r+kD6/1/X9bm7RRWeugaOmsHVk0mxXUm63otkEx4x9/G7px16UAaFY1p4ntb2202WG3ut2oTvAsRRd8DIH3+YM8BShU4zyR61s1i2PhxbLX7zUBcFoptzQwBMeQ0m3zSDnncUU9Bg7uuaOodBbbxEJtaTTbnTL+yaZHe2nuFj2XATGdu1yynDA4dVOM8cEVB4Zmvv7Q12yv9Rn1AWV4kcMtwkauFaCN8Hy0UHlz2zWR4e+HX9ha1a6kbuwkmtY5Y/Nh00RTXO8ffnl3s0j5Gc8A5PHTGjpmnar4fvNV1TWNTtr6C7YTyw2OkzCQOESMbQJZCRtQfKFJyc57UKy37D7nSuCyMoYoSMBhjI9+a5rRdWk0/Sdbm17U5bqHS7yRDczxoH8tURuRGign5j0XJq5beJrTUpvsljFqcNxIrCOS70a7jiU4JyzPGq446FhnpnJrOtfCWoyafrNjrerW1zb6szyObOya3eJ2VVyGaVxgBRgEde56Uapv0/G6/4In09fwsyzH4yto47xtW07UNJa0tGvSl2kZMkK/eZTG7g44ypIIyOOasf8JIsHh671jVdNvNMt7VDIVuGhZnXGcr5cjrjtyR+XNV7bQdWF1NqGo6taXWoi1NrbOtgyQxKSGYtH5pLkkLn5lGFGAOcwaL4RuNE07UorW40yKW92hYLfTTFZRADBP2cSnJYE7iHGcLxxyPb+v62sHX+v63ubmnX899aNNc6Xd6cysQIblomZhjO4eU7jHbrnjpTtLv8A+1NLt737LdWfnJu8i7j8uWP2ZexrL8L+Gj4ctbuMTWwNzIHENja/ZraHCgfu4t7bc4yeeTzitTS7e8tNLt4NSvvt93GmJbryRF5p9dg4H0FMRn+J9al0i3tY7WS2gmu5jGLm8/1Nuio0jyONy5AVDxuHJHIFQ+DvEb+ItOumnaGSazumt2nt43jinXCukqKxJCsjqRyQeoJGDVjxJ4eTX4LJlljhu9Puku7WWaATIsigj5kJGRgnoQQcEEEU230O9tdG1GO31QRatqDNM9+tsCscpQIrLESflUKoCknpyTSWl7/1t/wf62b6f1/XT+r3sa9qz6VYKbWL7RfXMggs4D/y0lOcZ9FABZj2VTWQmvXs3gXT9ZudX0fRpZUVri4voGaDJ4woMybcnGMsfStG88M2uqxWLavNdzXlnEUFza3c1ozFgN5xE69SoOOcVV0zw3f+H/DVrpegapEskJ/eTajDNdB+P4VMylO3AYjrxzSa3DsZtx4yvDo+kSNPp2kS3lm15cXl+rNBDGpRRhd6HLtIuAWGB6mqqfEOe80nTVt0S01G5jme5DWFxdGHypPLbFugEhy3qV2jrzwdJvA5txpN1pl7DHqmmNOyXF1ZiaNvPJaX5AylfmPy7WGBxyCamTwnd6cLWbQtUjt72JJY55bu1M6T+ZJ5jMUV0IbeSRg4AYjB4If9fnb9A6G7pl3Hf6Xa3cNzFdJNErieFdqSZH3lBJwD6ZOKtVT0jTY9H0i3sIHeRIE275MbnPUk4wMkknjio9T0HR9b8r+2dKsdQ8nPl/a7ZJdmeuNwOM4H5U3uC2NCsm78R2dlJqqXEcytpdst1KNo/eRsGIKc88oy845Faw46Vi6x4cTVtWsr03BiWEbLiIJn7QgdZFXORjDoPUYLDHOQuoBqfiQaUI5bjSdQNphDPdKsey23ED5wXDHGeSisBUV7Le23jXS0TUZzaXkcyyWbJH5YKKCGB2b88/3iPasbxJ8Of+Eh1i8vJLyy23Qj2vc6aLi4ttgGFhlZwI1JGSAucsxBBII2NT0XWrzxJZ6ja6rYQW9mW8uCTTnkchlAfLiZR24+UY96OgHQVj3/AIiXTtSit7nTL4WskqQf2gBH5KyOQFUgvv5JUZCEZPXriKXxhpsMzxPbayWRipKaHespI9GEWCPccVh33w6GoeIm1WS7sjuv4b5JZdND3abGRvKE7P8ALH8hAAUEZ6nkEWslfYOh0MPiEXWsSWNhpl7dwwS+TPfR+UsEUgGSp3OHbGRkqrDJxnIIBZeIhqWpvb2GmXs9pHK8L6iPKEAdMhgMuHbDArkIRnvwaistE1HS9UmbTtRtl0y4uXuZbWazLSK78uElWRQAW+b5kY5J5xgA0nRNS0e8aK11K2bR2mkmFrJZEzIXJYqJRIFwHYkZQnHGT1oWyuD62JYPE1ncRaa6RzgaldSWsOVHysgkJLc8D902MZ6j8KeleN7LV7q0jgsdQigvJJIYLuaJVjeWPcWjHzbs4RjnbtODhs8VBZ+D7621LTnk1lHsNNvJrq3tVs9rN5iyAh5N5yR5pwVCjGcg5BG3oul/2RokGn+cZfKDDzAu3OWJ6ZOOtAf1/X4FWDxKjauLC802+sBIkkkFxdCMRzqmNxG1yy8EHDqpxnjg1Db+LPtWl3WpxaHqhsIbdrmGcrF/pSAZHlp5m/LDkBlWsXRPhpHpeqQXdzc2M/lQzQSPBpohmuxIMFp5S7NI/fPAJJ46Y29MtNQ8OaaY9R1CO/0yzgEcEcGmyG5CrgLuKO3mHbwdsa564HSl0/rz/wCAPqXoNctLrVYbG1EkzS2YvPNQAxrGSAmTnOW+YjjorVNp2of2jFM/2S6tfKneHbdRbC+043qM8qeoPcVieBtIk03R5JbiOSNriQ+RFMuHgtVJEERHbCc4PILHPNbenW15bRTLqF/9ud53eN/JEflxk5WPA67Rxu6mq6k9CDxDqr6Noc95DCJ5gUihjZtqtI7hEBPYbmGT6Vj+FfE82q6zqGl3V5Y6i1qiSxX2nwPFDKCSrINzOCyMuCVYj5gDggitjxDodt4k8P3ek3pIhuVALBQ20ghlOGBBwQDgjBqtpGiXlnc3F7qV/Dc30sCW6PbWvkRRRpuKgRl3OcsSTu54GBipKexN4l1K50nRJLqzRS4dEaR4mkSBWYBpWVSCyqCWIBHA6gcjnf8AhLtQTwne6jJfaVshvoreDVjAy2ksTtGGlCmXlVLsuRJglc57Vq3fhvUdQ8K2mnajrK3eo200c5vZLNRHO6PuXfCrAFeBwGHQHNGneHtS0u21GW01GxXU9RuRcSy/2ewtwdoU4hEobJCjLFySeemAHs3/AF2/4Iu39dwi8QNb+FRqT39jrss0nl2j6XHsjuHJ2qi/vJP4s5bdgAEnGDWYvi3Uh4Z0+S6k0211C6uriCW7lRha26QtJvkKlwSNseMbxy2c4FX4fA9lLG8mrTz3F7LdteyXFnPLZgStGIyUETggbFAwWY9ck5qivw6httJs4LK/k+22GovqFtcXoe6RXZm+Uo7k42vjKsp3APnOaP8Agf1/W4vTzNXwf4hfxDpVxJP5bTWty9u8kMbJHMAAyyKrZIVkZWHJ68EjBO/WboulNpVtP9ouPtV1dTtcXMwj2KzkAfKuTtUBVABJOBySea0qYIKKKKQwooooAKKKKAMbXNXv7C+0+y0mwtry4vTJj7TdtAiBFBPKxuSeemKLvxJa6PHZxa8Vt7+6RmS1tFlujIVxuEe1Az43A/dBxk4wCRR8X+HZtcutMmj0rStWitGkMlpqkhWNtygAj93JyMen41n3yanYeJPDUOkaTpcdxHp14n2MXbRW8K7oOEdYSSBxxsX8KSvf+uw+pu3Hi7RreztLk3E06XkZlgW1tZZ5GQYyxSNSwAyASQMEgHmn3XirR7W3s5vtMlyt7H5tstlbyXLypgHeEiVm28j5sYGQM8isSz8M614fktbrSGsL+5+yvBcx3Ur26bmlaXejBZCAGdhtI5GPmGOXWfhrV/D0llc6P9i1KdLEWdyl3M9srEOX3oypJj5mYbSvTb83y8v+vz/4H3/cv6/L/gljUPG1lpHiSez1N2itU0+K8QpayySgM8gdmVQSqKEXJIAUnk8iunVldFdCGVhkEHIIrAutDvLrU9Vuy0CfbtJjs1XeTtkBlJydv3f3g568HitfTrd7PS7W2lKl4YUjYr0JCgHH5U/6/P8A4APfT+tF/wAEzdS8QyWHiHTdNXTpZIr2fyGu2cIiN5byAKMEucJz0A3DkkECPXNfv9EuFmk0qOTShNDDLc/asShpHCArFtIZQzLnLqeuAcDNfxLYeIL7WdJn0mz02W3065+07rm/kieQmKSMrtWFwB8+c5PTGO9Q6vpniS+8VQXX2PS7zSrPbJbW0uoSQkTY5lcCBwxXPyjIA+91xtS6eo35dvx/qxtarqU1tfadY2Qja6vZ+RICQkKDdI+AR2woPZnXr0quPEMh8YRaKdOljhlgmlS7kcLvMZjBCpjJX959445U4BGDT7KxuZPE1/qd9HsVUW1s1LA/ugAzvx0LOcY9I1rPvbDxDN45stTgstMNjaQy2+Xv5FldZGjJfYISAR5Z+XdznqKFur+f/A/QO5cstW1e+1i5ii0yyXTre4aB7hr5/OOFByIvKx1OPv8A+FblclP4XmvPFsWpLpGj6aYbkTtqdrIWvLlQMeW+I12hh1y7jAxjnI62hfChfaYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGRq+vNpl/a2VvpV9qdzdRySrHaNCu1UKBiTLIg6yL0JqfUtVGm6DJqM1vIHWMFbZmUO0jYCx5BK7ixC8EjJ71leLNPW8mtZE0bVr+4jSRIp9N1EWfk7tuQ7CaMkEqp4Dfd6erIbLU7m80LT9XZrk6fbrd310ExHPcAbUAOADzvfjptTIGRQtV/X9bDempf1HxLa6VeWFndwzPc3kscRW3XesJckAsxwAMggdzgkDAOE1rxLHochNzpt/LaRqrXF7EieVbqxxltzBmx1OxWwOtZ/jP8AtOeXS4tM0K91Bba+gu5JYJbdVCoxyv7yVTu/DHPWq3id9b1LUbSx/wCEdv7jQ/LWe7FtNbCSd85EDB5l2oMAsRnd93pnItfv/Cy/4JLunby/z/4BtXviCW31ltOtNF1DUXSJJZZbZoFSMOWAz5kqk/cPQGtmuO8T6XeX+oGXRtM1a31SSBEi1OLURDbQkElfNiEv7zaSeDEwOcdDx2IyAMnJ9aOg+pjHWL6TxfJpFrY2721vbxT3FzJdMjqJDIAFjEZDf6vnLL1rQg1G0uL+5soZ1a6tdpmhOQyhhlWweqnnkcZBHUEDHsv+Sjax/wBgyy/9GXFJqOi3ms+KbO7c/wBn22luGiuISpnuiQC0ZPIWHoCp5ZgD8u0Fn2HLRv5fkjoqKoi7vz4ga0Om404WwkF/568y7seX5fXpzu6dqEu9QPiCS0fTdunLbrIl/wCep3yFiDH5fUYGDu6c4pCL1FUbe7v5NavLa403ybKFIzb3nnq32gkHcNg5XbxyeuaLO7v5tUv4LvTfs1pAUFrdeer/AGkFcsdg5TaeOevWgC9RVGyu9Qn1K/hvNN+y20DoLW589X+1KVyzbRymDxg9etGn3d/c3N8l/pv2KKGfZbSeesn2mPAO/A+5zkYPPFAF6iqOm3d/cy3q6hpv2FIbgx27+esn2iMAYkwPu5JI2nnijSbvULyG4bVNN/s547h44k89ZfNjB+WTK9Nw52nkUAXqKo6Rd395YGXVtN/s248x1EHnrNlQxCtuXjkYOO2cUmkXeoXmlifVdM/s663ODbfaFlwAxCncvHIAPtnFLpcC/RVDSrvULvRYrnVNM/s6+ZWL2f2hZdhBOBvXg5GD+NMsb7VJ/Di3l7pH2TUjCznTvtKvhxnCeYPl5wOe2ab0uHWxpUVnLe6kfDf21tJxqf2bzP7O+0r/AK3bnyvN+7143dO9LNeainh1ryLS/M1IW3mDT/tCjMu3Pl+Z93rxu6d6HpcNzQorOvL3UofDrXlppP2nUhCHGn/aVTLkDKeYfl4556cU7U7vULXQ5brTtM+336oGSy+0LFvbjK+YeBjnn2oejsC1sX6Kz9WvNRs9K8/StL/tG73IPsv2hYuCwDHe3Hygk++MU7Vru/s7aJ9L03+0ZWnRHj89YtkZOGfLddo5x1NAF6iqOq3d/aRW7aZpv9oPJcJHKnnrF5UZPzSZPXaOdo5NGp3d/atZjTtN+3Ca5WO4PnrF9niOcyc/exx8o5OaAL1FUb67v4L6wistN+1288jLdT+eqfZlC5DbTy+TxgeuaL27v4NSsIbPTftVtO7i6ufPVPsoC5U7Ty+TxgdOtAF6iqN1d38WsWNvbab59lMJDc3nnqv2YgDaNh5fccjjpii4u9Qj1qztrfTfOsZkkNxe+eq/Z2AG1dh5bdzyOmKAL1FUZLu/XXobWPTd+nvAzyX3nqPLkBACeX1ORk56DFAu78+IGtDpuNOFsJBf+evMu7Hl+X16c7unajcC9RVFLvUD4gktH03bpy26yJf+ep3yFiDH5fUYGDu6c4ogu799burWbTfKsYo0aG989W85jncuzqu3jk9c0AVYNXvT4sk0i7sbeOE2zXEFxFcs7OoZVIZCihT83ZmrYrAk/wCSkW//AGCZf/R0db9C+FP1/NoX2mvT8kFQ3lyllYz3UoYpBG0jBRyQoycflVXT9OurO4mkuNZvtQST7sVykAWLn+Hy41PtyTUmsQSXWh31vAu+WW2kRFyBlipAHNTNtQbW5cbOSTKOn+ILvULGS6HhzVIFEIlhWWS13XGeQq7ZiAcf3io96ZoHij+3/tDDRtQsIbeSSJ5rtoNvmRttdfklY5BB5xjjrVLwVYyWFqIZtI1uwkWCNXfUtTF1G5AwQi+fJt/JeMVWGiayngnXNNt4vJvNQ1C68piynZFNOf3nDDojFsZB4x1q5aN27fqRHWKv3X5G94f8Q2viPTmvLOOaFVcKUnUBgCqupwCeGR1Yd8HkA5FX7S8tr+1S5sbiK5t5BlJYXDo3OOCODXOaDpGt6T4munv5LO6sru0jG+ztjbpFJEdoBRpXJLIw5HGIwD2zr+Hkkj0C1WbR4tFcKc2ELoyQfMeAUAU568etGnQNepZ1C8awsmnS0uLxwQqwWygu5JwAMkAdepIA7mquk67barYXFyY5bJrWV4rmG62q0DqMkMVJXoQcgkYPWjxFd6rZaFcTeH9O/tLUAAIYDIqDJONxLMoIA5xkZxjIzkZ3hu0ntfDV1HcaRe/a3LyTjUXg330rL8zHy3dVB+6ATgAAYwKno3/X9f8AAt1K6r+v6/4fyNS71dIdNgvNPtZ9WW4K+QthsfzARkMHZlQLgZ3FgDwBkkA04vE6Xeiw6hp2l6hevLK8JtIkRZYnQsHVy7qi7SpGd2CehORVXU7nXbLwXZjw94fWLUHjiiNlDJCVsFK/NjcyI+zoFBAJx0FUJTrml+CoLPwv4f1CO7kmMcrXM1s88QYlpLj/AFux3JJIG4cnJGBgt7tIXb+v6/ryOo0jVbfWtKhv7MOIpgflkXayMCVZWHqCCD9Ku1l+G7ZLPQLa2i0+605YgVEF3Ijy5ySWZkdgSxJJOcnPNWNSsp763WO11O601w24y2qxMxHp+8Rxj8M8dab3Eti5WP4g1i80ZbOaCygubaa6ht52e5Mbx+ZIsalVCMH5bJBK9K1LeNobaOKSaS4dFCtLIFDSED7x2gDJ9gB7Vz3jX+0Z7G1ttM0a81FheW9w7wSQIqLFOjkHzJFOSFOMAjPUil9pepSNfUtc0nRjCNY1SysDOSIhdXCReYRjIXcRnqOnrRqWuaToxhGr6pZWBnJEX2q4SLzCMZ27iM9R09a52/h1WLXLrUo/D82pRanpkVsLczQhrV1LlkkDSbdjeYMlC33TweM0r3Rda0mw0mLRYdTm1ey0xLT7dbPbfZZSAMLMsz79u5ckou7BODnij1/rf/gff95/X9f10+7r7/XNJ0qaCHVNUsrKW5OIEubhI2lOQMKGIz1HT1FWJby2guIIJ7iKKa4JWGN3AaUgZIUHk4AJ47VyfiO01savHe+H7PUE1U2yRPcwyWxspcMWCTLI3mbQSxJjUNhjgk4A379JW1bSmXR4b1Vkk33jOgay/dn5lBGTuPy/Ljg88U+gjTrn7rxjZ2upPbtZ3j2sVylpPqCKhghmfAVG+bf1ZASFKgsMkYOOgrzi/wDB+oXWp39jc2FxeW91qAurS8a6QW1pGzB5MxZDGUEPtba/3lwyjOEvit0/4b/gg9j0esV/EscOuQ6fdadf28dzMbe3vZUQQzShS20DdvHCtglQp28E5GbjXd+NfjtF03dp7W5ka/8APUbZNwAj8vqcjJ3dOMVzhOs6h44SbVvD1/8A2dYzFdPaKa2MW4jabmTMofOCwVQvAJPJOFFq1/X9f09gez/r+v66msPE0a65Dp1zpt/bJcSvBbXk0aCKeRQWKgBt44ViCygHbwTkZkg8QF9bXTbzSr6weXzDbzTmJo59mM7fLkYjg5+YLx78VixtrV/44FxrHh++WxspimnNHNbmFcgq1xJ+93liCQFCfKCepPEkFheXPjaHUodK1GwWIyrcz394k0c0ZXASGMSv5eWVGJAThec5xQtbA93/AF/X9dDW0jxLZ63qF7a2UdwPsixt5sse1JlfdhkyckfIeSADwRkEE69cnoz6ofHOqXd14fv7S0vYYI455ZbYqpj8zJISVmwdwxgH3xXWUB1Cis/T9OurO4mkuNZvtQST7sVykAWLn+Hy41PtyTUmsLdvod8umxwy3jW7iCOcZjd9pwG9ietJuyuNK7sN0zW9K1pZW0fU7PUFhIWQ2twkuwnsdpOKNO1zSdYeZNJ1SyvmtyBMttcJIYyc43bScdD19DXC2/hzxJqh1k3rahE17o/2OKbUpLVX8zcx24tRgJ83BJY8np337uDUPEPg3UdITRbjQ5GtfJiS5lhMb5GNimJ3IXjacgcHgdqfS4lq/wCvL+vka9n4k0PUYZZdP1nT7qOBlWV4LpHEZY4UMQeCTwM9atSahZwyOk13BG6MiurSAFS5wgPPBY8D1PSue1H+0da8J3NtD4futOngMLxW9xLBiXY6uVQxyMBwuBu2jkdOcZOo6FqniJtWe/0MwW19c6bttrieJ2eKKbdLvCsVHy54BORjBJOA+tvQDr4Nf0e50ybUbbVrGaxgJEt1Hco0UeOu5wcDGe5p8OtaXcaS2qW+pWcunqrM12k6tEAv3jvBxgYOeeKyfEWmXVtp9xceGrQ/bbq5ge5MAjMpRMKWjEp8sOFAwW447kCudsvD2vDTbu4vrS5upBrkeoraXU1v5t1EsMa4bywIg4YbgOBuQfN/FSWv9en+f4DO3s9c0nUYoZdP1Ozuo7h2SF4LhHEjKMsFIPJABJA6VLJqdhDb3M8t7bpDaErcSNKoWEgAkOc4Xgg8+ornfE13NL4ROtS6fPYXmlzLdwW900ZkZkOCgMbuuZFLIMEn5+narKaXLp/gm4g/sqHV7yaN557KV1VLqZyWdSz5GMnHPAAFHf8Ar+uou39f10OhBDKCpBBGQR3rL1fXk0q4t7WGyutRvbhXeO1tPL37FxucmR1UKCyjrnLDANacf+rXKBOB8o/h9q5Hxbo19c+ILDUbe1vb+yW3ltbyzsLpLeZwxVkbczJlQVIIDqTkfeGRQ9wWx0ulanbazpdvqFizNBcJuXcu1h2IIPQg5BHqKpat4jj0y9FnBp95qd0ITcSQ2YjLRRZxvbe6jkggAZY4OAcGqGk2WpeF/CFjaafpEN3cfaSZbWC4WKO3SSVmbaSMEIGwAAM44xTfE2nXkmrQXej2+q/apITbyy2U9vFCybsqsxly4AJY7olLAM2OcCiW+gLbX+v6/rQt6v4y0rR9DtNVYy3UF6Fa3S2UF5FK7iwDEYULyScenUgGfWfEB0Rw9zpd9LZKoaa+hMRjhBOPmUyCQ46nah4NchqvgLXINAa30fUbK4MOlx6fDDcWLNIFXG/bJ5yhd7AE5B+6o7VreKdP1LU7aGzTT765v0iBi1G2uVgso5s5DyQNMS4VlDbWST0Geap2vp3FqaOseLYNHmuVbTr67hsYxLe3FsI9lqhBOWDOrNwCcIGOO3IFb4OQCOhrzzxZ4f1fUdav3h0ue5lmtoY7C7tpYEgjZSSftKOwMqhudpWQBT8oDZJ9Bj3+WvmlS+BuKjjPfFSth9R1FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBSm0bS7jVIdTuNNs5b+AbYrt4FaWMc8K5GR1PQ9zV2iigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAKdvo+mWmoz39pp1pBe3PE9zFAqyS/7zAZP41coooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCtdabY3s9vPe2VvcS2r77eSWJXaFv7ykj5T7irNFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAH/2Q==)" ], "metadata": { "id": "cFu2wbXNhgEm" } }, { "cell_type": "code", "source": [ "# Calculate the test accuracy\n", "score = model4.evaluate(X_test, y_test, verbose=0)\n", "print('Test accuracy: {acc:0.3f}'.format(acc=score[1]))" ], "metadata": { "id": "Vgw09PL1QwG0" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "โœŒโœŒโœŒ Congratulations! You have completed this exercise. Now you know how to train CNNs to classify remote sensing images.\n", "\n", "Still, the accuracy reported from the Eurosat dataset paper - Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification is 98.57%. โšกโšกโšกHave you found strategies to improve the performance to that level?" ], "metadata": { "id": "vcLCiwC2U40F" } } ], "metadata": { "coursera": { "course_slug": "tensor-flow-2-1", "graded_item_id": "JaRY0", "launcher_item_id": "mJ8fg" }, "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": "3.7.1" }, "colab": { "provenance": [], "toc_visible": true, "include_colab_link": true } }, "nbformat": 4, "nbformat_minor": 0 }