{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-Driving Car Engineer Nanodegree\n", "\n", "## Deep Learning\n", "\n", "## Project: Build a Traffic Sign Recognition Classifier\n", "\n", "In this notebook, a template is provided for you to implement your functionality in stages which is required to successfully complete this project. If additional code is required that cannot be included in the notebook, be sure that the Python code is successfully imported and included in your submission, if necessary. Sections that begin with **'Implementation'** in the header indicate where you should begin your implementation for your project. Note that some sections of implementation are optional, and will be marked with **'Optional'** in the header.\n", "\n", "In addition to implementing code, there will be questions that you must answer which relate to the project and your implementation. Each section where you will answer a question is preceded by a **'Question'** header. Carefully read each question and provide thorough answers in the following text boxes that begin with **'Answer:'**. Your project submission will be evaluated based on your answers to each of the questions and the implementation you provide.\n", "\n", ">**Note:** Code and Markdown cells can be executed using the **Shift + Enter** keyboard shortcut. In addition, Markdown cells can be edited by typically double-clicking the cell to enter edit mode." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Step 0: Load The Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Load pickled data\n", "import pickle\n", "import tensorflow as tf\n", "\n", "# TODO: Fill this in based on where you saved the training and testing data\n", "\n", "training_file = \"./data/train.p\"\n", "testing_file = \"./data/test.p\"\n", "\n", "with open(training_file, mode='rb') as f:\n", " train = pickle.load(f)\n", "with open(testing_file, mode='rb') as f:\n", " test = pickle.load(f)\n", " \n", "X, y = train['features'], train['labels']\n", "X_test, y_test = test['features'], test['labels']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Step 1: Dataset Summary & Exploration\n", "\n", "The pickled data is a dictionary with 4 key/value pairs:\n", "\n", "- `'features'` is a 4D array containing raw pixel data of the traffic sign images, (num examples, width, height, channels).\n", "- `'labels'` is a 2D array containing the label/class id of the traffic sign. The file `signnames.csv` contains id -> name mappings for each id.\n", "- `'sizes'` is a list containing tuples, (width, height) representing the the original width and height the image.\n", "- `'coords'` is a list containing tuples, (x1, y1, x2, y2) representing coordinates of a bounding box around the sign in the image. **THESE COORDINATES ASSUME THE ORIGINAL IMAGE. THE PICKLED DATA CONTAINS RESIZED VERSIONS (32 by 32) OF THESE IMAGES**\n", "\n", "Complete the basic data summary below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training examples = 39209\n", "Number of testing examples = 39209\n", "Image data shape = (32, 32, 3)\n", "Number of classes = 43\n" ] } ], "source": [ "### Replace each question mark with the appropriate value.\n", "import numpy as np\n", "\n", "# TODO: Number of training examples\n", "n_train = X.shape[0]\n", "\n", "# TODO: Number of testing examples.\n", "n_test = X.shape[0]\n", "\n", "# TODO: What's the shape of an traffic sign image?\n", "image_shape = X.shape[1:]\n", "\n", "# TODO: How many unique classes/labels there are in the dataset.\n", "n_classes = np.unique(y).shape[0]\n", "\n", "print(\"Number of training examples =\", n_train)\n", "print(\"Number of testing examples =\", n_test)\n", "print(\"Image data shape =\", image_shape)\n", "print(\"Number of classes =\", n_classes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the German Traffic Signs Dataset using the pickled file(s). This is open ended, suggestions include: plotting traffic sign images, plotting the count of each sign, etc.\n", "\n", "The [Matplotlib](http://matplotlib.org/) [examples](http://matplotlib.org/examples/index.html) and [gallery](http://matplotlib.org/gallery.html) pages are a great resource for doing visualizations in Python.\n", "\n", "**NOTE:** It's recommended you start with something simple first. If you wish to do more, come back to it after you've completed the rest of the sections." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "### Data exploration visualization goes here.\n", "### Feel free to use as many code cells as needed.\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "# Visualizations will be shown in the notebook.\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mOSXJ55I8Zsr17ymlHJDkH5OMJHlfkpPm6D6AeWh8fDy9Xvs1cDZssP4NAAAA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\nuOg0DVHx3f0uMABMBb4OXF90NObIwsx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "sns.countplot(y)\n", "plt.title(\"Distribution of Training Labels\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p970jsF4HnRO5vmL95Lqn3XjpwG3zmPWVYEY9KFPjz6w4VNOKs2IDYvsJANtP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1ZcJlFSDt4pRiSgM1iGkXW5XIDWlixQCYNQSofZ9Ci5V0Ux5vsX0dJmjDIaOC2W9eB2Ny8DXg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\nJ6qfgHB7AK9jgE6ru1I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(X[500])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "\n", "## Step 2: Design and Test a Model Architecture\n", "\n", "Design and implement a deep learning model that learns to recognize traffic signs. Train and test your model on the [German Traffic Sign Dataset](http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset).\n", "\n", "There are various aspects to consider when thinking about this problem:\n", "\n", "- Neural network architecture\n", "- Play around preprocessing techniques (normalization, rgb to grayscale, etc)\n", "- Number of examples per label (some have more than others).\n", "- Generate fake data.\n", "\n", "Here is an example of a [published baseline model on this problem](http://yann.lecun.com/exdb/publis/pdf/sermanet-ijcnn-11.pdf). It's not required to be familiar with the approach used in the paper but, it's good practice to try to read papers like these.\n", "\n", "**NOTE:** The LeNet-5 implementation shown in the [classroom](https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/601ae704-1035-4287-8b11-e2c2716217ad/concepts/d4aca031-508f-4e0b-b493-e7b706120f81) at the end of the CNN lesson is a solid starting point. You'll have to change the number of classes and possibly the preprocessing, but aside from that it's plug and play!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation\n", "\n", "Use the code cell (or multiple code cells, if necessary) to implement the first step of your project. Once you have completed your implementation and are satisfied with the results, be sure to thoroughly answer the questions that follow." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "### Preprocess the data here.\n", "### Feel free to use as many code cells as needed.\n", "import cv2\n", "\n", "def convert_to_yuv(images):\n", " images_y = np.array([cv2.cvtColor(img, cv2.COLOR_BGR2YUV) for img in images])\n", " return images_y\n", "\n", "def norm_images(images):\n", " return np.multiply(images, 1.0 / 255.0)\n", "\n", "def preprocess_images(images):\n", " return norm_images(convert_to_yuv(images))\n", "\n", "X_pre = preprocess_images(X)\n", "X_test_pre = preprocess_images(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 1 \n", "\n", "_Describe how you preprocessed the data. Why did you choose that technique?_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "I preprocessed the data by converting the images to YUV. I chose to do this after reading the cited paper below and seeing that they chose to convert to YUV. I did some additional research and it turns on that this conversion might not be completely necessary, but found no evidence that it would make the process worse. Also, there is some research that suggests YUV is less prone to [adversarial perturbations](https://arxiv.org/pdf/1608.00530.pdf).\n", "\n", "Also, I then normalized the pixel data to be between 1 and 0 by dividing all the values by 255. I choose these techniques based on the \"Traffic Sign Recognition with Multi-Scale Convolutional Networks\" as these seemed to work well as preprocessing steps. Also, I new it would be important to normalize the data to help gradient descent perform better." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "### Generate data additional data (OPTIONAL!)\n", "### and split the data into training/validation/testing sets here.\n", "### Feel free to use as many code cells as needed.\n", "\n", "def rescale(img):\n", " scale_factor = np.random.uniform(.9, 1.1)\n", " if scale_factor > 1:\n", " inter_type = cv2.INTER_LINEAR\n", " else:\n", " inter_type = cv2.INTER_AREA\n", " return cv2.resize(img,None,fx=scale_factor, fy=scale_factor, interpolation = inter_type)\n", "\n", "def rotate(img):\n", " rows,cols,_ = img.shape\n", " rotate_factor = np.random.uniform(-15.0, 15.0)\n", " M = cv2.getRotationMatrix2D((cols/2,rows/2),rotate_factor,1)\n", " return cv2.warpAffine(img,M,(cols,rows))\n", "\n", "def translate(img):\n", " rows,cols,_ = img.shape\n", " x_translate_factor = np.random.uniform(-2.0, 2.0)\n", " y_translate_factor = np.random.uniform(-2.0, 2.0)\n", " M = np.float32([[1,0,x_translate_factor],[0,1,y_translate_factor]])\n", " return cv2.warpAffine(img,M,(cols,rows))\n", "\n", "def jitter_data(data, labels, scale=5):\n", " assert data.shape[0] == labels.shape[0]\n", " shape = data.shape\n", " jitter_data = np.zeros((shape[0]*scale,shape[1],shape[2],shape[3]))\n", " jitter_labels = np.zeros(shape[0]*scale)\n", " for n in range(scale):\n", " start_index = n * shape[0]\n", " for i in range(shape[0]):\n", " img = rescale(data[i,:,:,:])\n", " img = rotate(img)\n", " img = translate(img)\n", " row, col, _ = img.shape\n", " if row > 32:\n", " inter_type = cv2.INTER_LINEAR\n", " else:\n", " inter_type = cv2.INTER_AREA\n", " img = cv2.resize(img,(32, 32), interpolation = inter_type)\n", " jitter_data[start_index+i,:,:,:] = img\n", " jitter_labels[start_index+i] = labels[i]\n", " return jitter_data, jitter_labels" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X_train_jitter, y_train_jitter = jitter_data(X_pre, y, scale=3)\n", "X_train_all = np.concatenate((X_train_jitter, X_pre), axis=0)\n", "y_train_all = np.append(y_train_jitter, y)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.utils import shuffle\n", "\n", "X_train, X_validation, y_train, y_validation = train_test_split(X_train_all, y_train_all, test_size=0.20, random_state=42)\n", "X_train, y_train = shuffle(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 2\n", "\n", "_Describe how you set up the training, validation and testing data for your model. **Optional**: If you generated additional data, how did you generate the data? Why did you generate the data? What are the differences in the new dataset (with generated data) from the original dataset?_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "I left the testing set as was given to us and split the training data into training and validation. To do this I used scikit learn's train test split functionality using 20% for the validation set and 80% for the training set.\n", "\n", "I generated data in the same way as, \"Traffic Sign Recognition with Multi-Scale Convolutional Networks.\" I created 3 extra versions of each image by slightly perturbing the scale, rotation, and translation of the image. I generated the data because adding some distortion to our training data will help our model be more robust." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "### Define your architecture here.\n", "### Feel free to use as many code cells as needed.\n", "from tensorflow.contrib.layers import flatten\n", "\n", "def conv_layer(x, shape, strides, padding, mean, stddev):\n", " W = tf.Variable(tf.truncated_normal(shape, mean=mean, stddev=stddev))\n", " b = tf.Variable(tf.zeros(shape[-1]))\n", " conv = tf.nn.conv2d(x, W, strides=strides, padding=padding) + b\n", " return tf.nn.relu(conv)\n", "\n", "\n", "def fully_connected(x, shape, mu, sigma, actiavation=True):\n", " W = tf.Variable(tf.truncated_normal(shape, mean=mu, stddev=sigma))\n", " b = tf.Variable(tf.zeros(shape[-1]))\n", " fc = tf.matmul(x, W) + b\n", " if actiavation:\n", " return tf.nn.relu(fc)\n", " else:\n", " return fc\n", " \n", "\n", "def LeNet(x): \n", " # Hyperparameters\n", " mu = 0\n", " sigma = 0.1\n", " padding = 'VALID'\n", " \n", " conv1 = conv_layer(x, (5,5,3,6), [1,1,1,1], padding, mu, sigma)\n", " conv1 = tf.nn.max_pool(conv1, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding=padding)\n", "\n", " conv2 = conv_layer(conv1, (5,5,6,16), [1,1,1,1], padding, mu, sigma)\n", " conv2 = tf.nn.max_pool(conv2, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='VALID')\n", "\n", " fc0 = flatten(conv2)\n", " fc1 = fully_connected(fc0, (400, 120), mu, sigma)\n", " fc2 = fully_connected(fc1, (120, 84), mu, sigma)\n", " return fully_connected(fc2, (84, 43), mu, sigma, False)\n", "\n", "\n", "def alex_net(x):\n", " # Hyperparameters\n", " mu = 0\n", " sigma = 0.1\n", " padding = 'VALID'\n", " \n", " layer_1 = conv_layer(x, (4,4,3,14), [1,1,1,1], padding, mu, sigma)\n", " layer_1 = tf.nn.max_pool(layer_1, [1,2,2,1], [1,2,2,1], padding=padding)\n", " #layer_1 = tf.nn.local_response_normalization(layer_1)\n", " \n", " layer_2 = conv_layer(layer_1, (2,2,14,38), [1,1,1,1], padding, mu, sigma)\n", " layer_2 = tf.nn.max_pool(layer_2, [1,2,2,1], [1,2,2,1], padding=padding)\n", " #layer_2 = tf.nn.local_response_normalization(layer_2)\n", " \n", " #layer_3 = conv_layer(layer_2, (2,2,38,57), [1,1,1,1], padding, mu, sigma)\n", " #layer_4 = conv_layer(layer_3, (2,2,57,57), [1,1,1,1], padding, mu, sigma)\n", " \n", " layer_5 = conv_layer(layer_2, (2,2,38,38), [1,1,1,1], padding, mu, sigma)\n", " layer_5 = tf.nn.max_pool(layer_5, [1,2,2,1], [1,2,2,1], padding=padding)\n", " #layer_5 = tf.nn.local_response_normalization(layer_5)\n", "\n", " fc0 = flatten(layer_5)\n", " network_shape = (fc0.get_shape().as_list()[-1], 4096)\n", " \n", " fc1 = fully_connected(fc0, network_shape, mu, sigma)\n", " fc1 = tf.nn.dropout(fc1, dropout_keep_prob)\n", " \n", " fc2 = fully_connected(fc1, (4096,4096), mu, sigma)\n", " fc2 = tf.nn.dropout(fc2, dropout_keep_prob)\n", " \n", " return fully_connected(fc2, (4096, 43), mu, sigma, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 3\n", "\n", "_What does your final architecture look like? (Type of model, layers, sizes, connectivity, etc.) For reference on how to build a deep neural network using TensorFlow, see [Deep Neural Network in TensorFlow\n", "](https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/b516a270-8600-4f93-a0a3-20dfeabe5da6/concepts/83a3a2a2-a9bd-4b7b-95b0-eb924ab14432) from the classroom._\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "I modeled my final architecture off of [AlexNet](http://vision.stanford.edu/teaching/cs231b_spring1415/slides/alexnet_tugce_kyunghee.pdf). It is not exactly the same, but I used most of the architecture in a scaled down manner.\n", "\n", "All weights are initialized using a truncated normal with a mean of 0 and a standard deviation of 0.1. All biases are initialized with zeros. The input dimension is 32X32X3. \n", "\n", "I start with a 14 layer deep convolutional layer with relu activation and then max pooling. I use a filter size of 4x4 with a stride of 1 and valid padding for the convolutional layer. For max pooling, I use a 2x2 filter with a stride of 2 in both directions.\n", "\n", "I then repeat this process again, but with a depth of 38 on the convolutional layer and a filter size of 2x2.\n", "\n", "I then repeat exactly the layer above with the depth of 38.\n", "\n", "I then flatten to a fully connected layer of size 4096 and relu activation followed by drop out with a 50% probability. I repeat this layer again and then output the logits." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x_tf = tf.placeholder(tf.float32, (None, 32, 32, 3))\n", "y_tf = tf.placeholder(tf.int32, (None))\n", "dropout_keep_prob = tf.placeholder(tf.float32)\n", "one_hot_y = tf.one_hot(y_tf, 43)\n", "\n", "rate = 0.001\n", "\n", "logits = alex_net(x_tf)\n", "cross_entropy = tf.nn.softmax_cross_entropy_with_logits(logits, one_hot_y)\n", "loss_operation = tf.reduce_mean(cross_entropy)\n", "optimizer = tf.train.AdamOptimizer(learning_rate = rate)\n", "training_operation = optimizer.minimize(loss_operation)\n", "\n", "correct_prediction = tf.equal(tf.argmax(logits, 1), tf.argmax(one_hot_y, 1))\n", "accuracy_operation = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n", "saver = tf.train.Saver()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def evaluate(X_data, y_data, BATCH_SIZE):\n", " num_examples = len(X_data)\n", " total_accuracy = 0\n", " sess = tf.get_default_session()\n", " for offset in range(0, num_examples, BATCH_SIZE):\n", " batch_x, batch_y = X_data[offset:offset+BATCH_SIZE], y_data[offset:offset+BATCH_SIZE]\n", " accuracy = sess.run(accuracy_operation, feed_dict={x_tf: batch_x, y_tf: batch_y, dropout_keep_prob:1.0})\n", " total_accuracy += (accuracy * len(batch_x))\n", " return total_accuracy / num_examples" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "EPOCHS = 50\n", "BATCH_SIZE = 128\n", "DROP_PROB = 0.5\n", "SAVE_FILE = 'alex_net'\n", "train = False\n", "\n", "if train:\n", " with tf.Session() as sess:\n", " sess.run(tf.global_variables_initializer())\n", " num_examples = len(X_train)\n", "\n", " print(\"Training...\")\n", " print()\n", " for i in range(EPOCHS):\n", " X_train, y_train = shuffle(X_train, y_train)\n", " for offset in range(0, num_examples, BATCH_SIZE):\n", " end = offset + BATCH_SIZE\n", " batch_x, batch_y = X_train[offset:end], y_train[offset:end]\n", " sess.run(training_operation, feed_dict={x_tf: batch_x, y_tf: batch_y, dropout_keep_prob: DROP_PROB})\n", "\n", " validation_accuracy = evaluate(X_validation, y_validation, BATCH_SIZE)\n", " print(\"EPOCH {} ...\".format(i+1))\n", " print(\"Validation Accuracy = {:.3f}\".format(validation_accuracy))\n", " print()\n", "\n", " saver.save(sess, SAVE_FILE)\n", " print(\"Model saved\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 4\n", "\n", "_How did you train your model? (Type of optimizer, batch size, epochs, hyperparameters, etc.)_\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "I used the Adam optimizer with a learning rate of 0.001. I used a batch size of 128 and 50 epochs. I also initialized my weights using a truncated normal with mu = 0 and sigma = 0.1. Lastly, I used padding = 'VALID.'\n", "\n", "I decided on the number of ephochs via trial and error. I first started with 100 epochs and then realized I was overfitting to the data. So I then scaled down the number and watched it by priniting the validation accuracy after each epoch to see when the validation accuracy started to level off. At that point (about 50), I stop the training and saved the weights. For future projects, I may write code to automatically stop the training for me, so I don't have to watch long training networks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 5\n", "\n", "\n", "_What approach did you take in coming up with a solution to this problem? It may have been a process of trial and error, in which case, outline the steps you took to get to the final solution and why you chose those steps. Perhaps your solution involved an already well known implementation or architecture. In this case, discuss why you think this is suitable for the current problem._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "My approach was fairly straight forward. I stared with the implementation of LeNet from a previous lab to make sure I could get the model working as expected. Once I had LeNet working on the traffic sign data, I took a look at some of the [other popular convolutional architectures](http://cs231n.github.io/convolutional-networks/#architectures). After AlexNet and ZFNet, the architectures seemed to become too deep and complicated to implement easily in TensorFlow, so I settled on AlexNet. In order to train the network faster, I scaled down the depth of the convolutional layers of AlexNet. My first attempt, though, seemed to drastically overfit to the training/validation data as it performed very well on validation data but not testing. To account for this I removed some of the convolutional layers and the local response normalization layers.\n", "\n", "I think an AlexNet like architecture was suitable for the current problem because AlexNet performed very well on ImageNet and was still manageable for me to implement. AlexNet is also a very popular architecture that has been used many times with good results, so it was a great starting place for me and allowed me to leverage the research that went into its creation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Step 3: Test a Model on New Images\n", "\n", "Take several pictures of traffic signs that you find on the web or around you (at least five), and run them through your classifier on your computer to produce example results. The classifier might not recognize some local signs but it could prove interesting nonetheless.\n", "\n", "You may find `signnames.csv` useful as it contains mappings from the class id (integer) to the actual sign name." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation\n", "\n", "Use the code cell (or multiple code cells, if necessary) to implement the first step of your project. Once you have completed your implementation and are satisfied with the results, be sure to thoroughly answer the questions that follow." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test accuracy: 0.9395091051538125\n" ] } ], "source": [ "with tf.Session() as sess:\n", " new_saver = tf.train.import_meta_graph('alex_net.meta')\n", " new_saver.restore(sess, tf.train.latest_checkpoint('./'))\n", " test_accuracy = evaluate(X_test_pre, y_test, 128)\n", " print(\"Test accuracy: {}\".format(test_accuracy))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "### Load the images and plot them here.\n", "### Feel free to use as many code cells as needed.\n", "\n", "def read_images(file):\n", " img = cv2.imread(file)\n", " img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", " return cv2.resize(img,(32, 32), interpolation = cv2.INTER_AREA )\n", "\n", "sign_0 = read_images(\"./signs/sign_0.jpeg\")\n", "sign_1 = read_images(\"./signs/sign_1.jpeg\")\n", "sign_2 = read_images(\"./signs/sign_2.jpeg\")\n", "sign_3 = read_images(\"./signs/sign_3.jpeg\")\n", "sign_4 = read_images(\"./signs/sign_4.jpeg\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sign_batch = preprocess_images(np.stack([sign_0, sign_1, sign_2, sign_3, sign_4], 0))\n", "sign_truth = [34, 31, 14, 25, 21]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sign accuracy: 0.4000000059604645\n" ] } ], "source": [ "with tf.Session() as sess:\n", " new_saver = tf.train.import_meta_graph('alex_net.meta')\n", " new_saver.restore(sess, tf.train.latest_checkpoint('./'))\n", " sign_accuracy = evaluate(sign_batch, sign_truth, 5)\n", " sign_predictions = sess.run(tf.argmax(logits, 1), feed_dict={x_tf: sign_batch, y_tf: sign_truth, dropout_keep_prob: 1})\n", " top_5 = sess.run(tf.nn.top_k(tf.nn.softmax(logits), 5), feed_dict={x_tf: sign_batch, y_tf: sign_truth, dropout_keep_prob: 1})\n", " print(\"Sign accuracy: {}\".format(sign_accuracy))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 6\n", "\n", "_Choose five candidate images of traffic signs and provide them in the report. Are there any particular qualities of the image(s) that might make classification difficult? It could be helpful to plot the images in the notebook._\n", "\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0s3Llm9WBs4Hxdrv95aurqzdut9vPqtf/c3V1FQH8yNXV1Xdtt9ujreYtb3w9\nnn+yKfdXX/EGOb/5eRxlrozp89ngh4Z168Ke4iTtcp40ilnmWWHYA7A92cSAp5tYQPfpJuBJ39Xr\nTcTTvnPqavWofrLggwgI3YDNxYCnlwOeezrgN71+wOevB3z+2YAvPBvw5uefAgC+/sXnEQ0AUbO7\nTNbof8MCrj5NoNNzVOM58kNeCHT1ouT/2198wYlUzgDgfJZYVrmrF1+Q81d+2bofcM1w0ntPMAiQ\nybn0FH16hk1+pvdyvUl6n6/RU0JHQ1k911HS1XdDeRbIVuDVFxAqQD/34hUA4PkX34avGDrsOWLP\nHXYcseeIgTvsufrvwwX24RL7eIFduJTrcsizIWyKfjuTceXazcjLaalhV0eTi9kwpQy0PtVnY7HF\n9J0//SufOZII/eVdDquurq6+HsDPAviK7XZ7NEUpZ44hHAv26B7do3t0D8ZtvuMHsfu+bz1Kl88p\npvj9AN4H4Ku2262ps/1jAD6zBogB4B/+j//GhBm/512/G+96z09i+8nPz/yCZy/H/Mv3N8dFEGvd\nYRmdube9+Xm851u+Ae/6oZ/ABz/5uebZRGhB1W/Mj+3+ohP2+7q+w9NNxOs2wpBfdyGM+Okm4Omm\nc6vqlA0TIcaqnxyDxPmFZ3t84TrhpesBL10LG35pl/D5ZwNe2g1403NP8b3v+F34Ez/yk/jgp6QM\nsjJcVm0KVj/LFmPDlR2PGPIJbokrLDHhsXvbi8/jPX/kG/GuH/hfsf3E5w6GvRHX9bY47shdvfgC\nfuTbfi/+8Pf/OLaf+Oz829hdsGlKGFfMZXKVWKw89HmHTXoFfb4uTNiz4k2WZzbBR7rYgyCaF2br\nOLCouJGSUaKqn07q/+avfhve+affg/d+97fgEx/5+WLn2JvaLMaFELGnC+zCBfbhAtd0KezY+e3o\nEvuw0e2aSEUaun0TmS0LuV5WT1twCws8rl58Hj/yb/5e/OEf+HGpR7MLA1Yw8QPunBN4PwXgZQA/\ncHV19ecB/FYA3wPgL66N4Bc/80UAXyz39l3bT30eP/3RXzssdpg8mxNZzMiVl29PcAeaokb6wU9+\nDj/9kV9zXvp/UqZj4zzt/ZM+4rmLDs9ddnjuosMbLjs8d9HXe302tlcRR/ddEHnbZ1/Z43OvDPjc\nK3u5fib34r/HKzuZUPnFT38eH/jYrxebxxlcQNnumStIFmw2sNL895gxn4PzeXlUCnUEmH/uk5/H\nz3zk19ZCu6cyAAAgAElEQVTLmPlYiqZh71pssf3EZ/HTv/wZtN2Gf2u7UweZkXjOaIzGc8YmP8NF\n+iIu0iu4SC+3R34ZF+kVbNIrIE6zB1CvZSJPgTi4RUMEhMDYJ6nBH/2ln8OvfOhnkVVDghHLdYbK\niBFwHZ7gGT2Rc3iCa3dt/rtwofYrTLYckcPonqIAsncLYglq/41c9dt+4nP46Y98pvqdCYiB88qM\nX7q6uvomAH8FwN8F8AUA795ut99727hF+rMkM7YcOMJrFjJ6Of9OaVrzaWvkaP7ayYDrsyMTd+6h\nsI66bDkGoCMvGxa5cLTlzYGaZc5lqTOLPeRifrPYp2jtVQAo1uESlPGoZn02aR0TyopHXXgglglt\nYg9gdhZGFjvCKpdurL0B0x2f/K3v1VZOsB0EZjchNq4jk1+plsiRWY2zuum7XKZwnaAzBmvgbJNg\nIQ9l5V2cHFXVjTkDOSFzBnKWPMsMJdjgrKZcgy3TNxCGqL4Fwm6QHNwnwj5pGonVzoSoXUWyehHA\n2IOpA6MTI0K6hVPHET3ElkUGIVEHoowcPCGTiUFSEG7KrrmpU8+HmfIBzwUgvhdW27bb7f8H4Jtu\n+vvxJ0w+yVYdLIDyZHNMzDOWdVk1F+rQ5N/hpmjzCR5gx3ct8LZAXK4ViGUlHhwgm3ZF3XS0mNQM\nGi4YEFe7E2YFLgRq4iriDA1nZjrBBsTa+TGBy+ICAumuH2K+0AOygDjbN48o8mwZETXFXcB3tJhh\nrp6sAcVVwDyjpTBb0mdQ25t5+eg8fTp9o+3unB07NhBO5SxGgdRKWzlSA8SRE3I2TYcsizIyIyc9\nZ0LOkpJoAOwOA+fdICnbJzkC6Qo7tZdNAaoeF6SuUAfGHhkdMjq1YaEGhSiio4DEBAoZKXQgZ/qY\nCxCbxoWC7lKjP5c/ap29qbtnhoLm4XjMMA8B7ZpYF8MdDXiMI800jwUGWL6MvN8cO27PBBQgDkFB\ntBFDVJOanukKc3GAbK/3zHgExMa2AQHzjmxfkPr1DAHnapxJQRhjtqwNxZl84yYn3MC7kfG7sOWn\nVZVp9kc+z2wUcqRwx6phx8B2RNJLGOLbalmc0ph1xOHfqBlVWbEHYj2yY8R5yob9vTBjRk4ZKTGG\nnJESMCTo2UZO08OW1hszHgbCMChoM8u8RchyTaQr+ghMexVZmFki3W0aEQMCOlajQmblOGjRsMqN\nVRxTs9Kx4Carl/wPFcs8K745BFd3r8B4mRkv584cGz7CYZrgt8vE2SY5Yr7+2oChPqHmyWEglt+2\ne95FZceNXDgGdA6Ai3hC7z0zLpuYlvhGgGxgrAwb2fgGFZsEDDGXCC5YLLlCAshyVpBbGP43G5xa\nEJe1hvP2YFKyK8QUpzDhxhyofzYD+ucD5JW1caaDty6ExgdnEMZAnBpGHHMF4uCAOPCAkBkpMzix\ngHFi7AcWljuI6IFZwTdWAO5iBeRrBWxjxp2WdiBGYCCC0EFFbYQREFdmvEdAzwEDIoamcyUZDbEY\nEiLyusiWXyPgXQLqCUDPgMQSEN+CFQP3DIyXnDBC65FYhyP+aQvI40HqhL+eoxsbpa+9W2roU3A9\nCYhRtgVVQMaUzYa6tNnviTe+NlxpWHE5MJUZkzQWBAYzgTPDBoNZ2XEpG2PezAWcqyF6+5jGGGpt\nLyAHLGhYMdUgcD+dyeeW5c4HOQLMTiTWvG6NOOJkkcVaEF5mD22tky7SJu7EiHwqMmIB5Qq8wbNh\nJMeMExIzkMVuRErAMDB2A/QgXA9AzoQucgHjLgJd0nME9iYzziIzJkD27iCtxyxAtCGgD0Auu4Ho\n9kwIGAoQB0QI2bAPZw7gHBAogTkhI9bcaPLrgMjiJn7N9e1B5V6B8WQoOfuBUu3GAMgHVtedmk3r\nBfAFWXAIgC3O4OIuC3Wp7PWMBpjs56MhewuuFTxNLuwn6/xmpSZr9rJiEE8Ysa3o8/aRAYjRoS4g\nZMgeabarQzYtCrFpK43DGDMVUYZklzYEt0za/vtJPdKwTe5q9vicLsV0gOWSj3PBLQJz6Q3achkb\nyp8r/XOuxFsXlXVeplFhGhSpAHFhvnkoS58jt6vrqs1i2yhUPy4zsokmFIyv98CzAcgZ6DKhywK+\nPQMpMBITEgsIA1W0kYjREYpBoACxidwB6ImReBD2iwED9hgQsEHEoGC8UeNCRABlRXSuBoVsM9WM\nDGLVptCy5KZWac41+VtFeEdKZRSLf83Nyv5egfEh11T4heEi4OFsBVCO33GrBuTBdPpOA7vKTGW/\nAi8mMPWvgl11ORtMT7dzYFu3R9LtQj2owDimLU9upjPkmiVMJLFRcdEFDDkiZdkOEkR4/WUPAHjd\nxQbPPdlgnxn7nOWc6vXOJnc03ZnrWa5F86IyZ/9tbZ4Z+/XmqJcAGZpOzbCDxeM37Fwm1VQ6iyb+\niWZH+871tezmjnBgUEBKUrRMgxvoV4ts+wLCG74WM5nY6Qaj+7rCjhK6kNFxxqBL5ImmGKMYjcTC\nbks5C5kuIqxaja3UqWUZ7gMJABGXjVAjDapFscfGWXljYkTW+ROGzFtwAPQQK2+x5Jit0CsjHnJ+\nJXf95WEsaPOCJv9v4h4GGFP7mWW42MgrWsZ8RLI384qbZOI0Xlp4RgR0ITRiBZlYCyrTlUrLXJlm\nuWYVDTA3diQ8Q/aM148bJvYi4JmqNlyNc9MFJK75G0LE6y9lEc7rLzu84ckGu5TlyBm7xNiljC5l\nxJQxsAIykwA6k1jkyipThljmahgxcZUxz5Th5Frzabac14oQgCrDXghz8PlMfK+OalvbIbQX9TYw\nF3ZoNopj2cduh6i7NMshYGxLnuUwMObGaJQH5AK6CwczFXC2VNfR0kiWa3FDR1zIYtaTEjpOuit1\n0CUnRkwYexACyyGzeNGZ2xyQcwSCtIfaLuRlzHCI6oF4AQccBs2y4TO4ewXGBz/SgW9tiK6HLaXb\nstNjjeOsw8kD4Nyon6ltiBhCuQ4Q4BI2qeeM9p5VxcyJFUIYiSDc54hM2AC5ghjDWKfIfY0ZJ5YV\nTaSdRN9lvP6JMOPXX/Z4w9MNroeE3ZBxnTKuh4Q+Ea4TIQwkM+1ZwDcRIykQE4AhVzU3z04bFTjN\nMSs1j63NWGfk32b4KAMWC6sFZUtP89wD7DEm7OK7U0A+UF2l+AXu6hTYeHPRazGPyXrAsWPai72J\nkNCxAmJRU6PGip+xXgFfGgHxiBkvpLeMgNoPkM6E5P0dBvRUbR4bmRAToMqIQY4RB7BaekvcgTOV\nVXnSyYaGzLE1msV8pZnHI4VUmvrexN0rMF5y7YfXrrZpvLP5UCeNPG+5C8taczHW6TapzEX1rGwe\nWo3DByJllaysksu96HRmJDZrbWgn6Eo1cIxY71iR10k84DspL6ZgBBkihoDYMTaJi5ji9Zc93vBk\ng2f7hOshoRsSukiIQ0YYEgKAfRbQHRJjIIByTQyTHFl7CGPq8lj0k8cii0Je2H2PpXsFCR6znEU2\nDRTgbZ6PAXn04lkmrHMAN7L5cmK1nAaXd5cFwToJ12Evm4qyWmMzVjwC4o6VGUONAYWs9Ux1g9EC\nDhcGzBWUoUDsRBY8qpfTPGPI/EXd1DSwdiYU0PG+xitdACrfdSDMEcwdssnFMYCDMXGhHkyATT07\nFF3O/Bmc/g3BjCdDBHe/zIYNctmFHBV3ydDzg3AB/IX7yoxFbtyHOkHWl8myiEiEpMxSgJeVZWbZ\njoYCQs4zMuMqcyatVH5YCHBhwYUVl9wSvxgsX0X9reuATQYGxkhm3KPvAvp9QLc3Zp7UED0jJCAm\nNTieWAeV8tLM0MamaXCy2dKpEru+1o0zXB/sAXM8gbckcpiWWHU8DrcAvicBsn3fancam54H4Zoe\n0zGeMmMD4mdVZuzlxgbEpMwYrAbkbfRVXjALxDJ6cywZKpYozbWK0KakoF4Qm9H6hG7EiMtiFmTR\n4FEgBgdZrcfCiJNpjSgTzuUtVXLN/qULmTwLvLNMmCb/T3X3C4yXHLWXpWm4ltmKJRoOhYVmeu6k\nufvpO4UZh8nuHLIlUkQMhJQIQ2akrOckQDwQI+kW5d7WxBiIx6zFKk6VF3MBQMtFgmpeRNX3ZJuH\nF5uzVWbc4/knG/RxED3maAtOUHZ6CETYUwYVIA5gZDCLrDjktqMyO8dAZcStDNnlZDsomoIj0Igc\nJuUzFnjOlF8Zvq4FZI3r9jVslC+T5z697dO5+hfAiGx72+m+dhDg3fC1mMzEDhveYVMm7wSMexrQ\nc0an2yqJdo4D5CIkEICTCTxCYEZU4DU5cb02APZArKklLgAvReRYPQgZCX35lepM6yE1T2xcMHdI\nvCtgPHCPyANyDjCFiqwvqZrytRUs4zG7ayurpbBzJbLe3SswXqb/LrMKBjs2PAJr8LhC3y0gL8Xv\ne1GTGRsztm2SLruIiy6iC7IDrgzzRf46kKgDBcoYEECc6zJnakUVVQ+7psc0MGo3xSrTrIPFoEtQ\ng1q4YgpACMUCVhVTdHjuyQYxBnRxL6unrFiYwRzKykAYEHMWppRlVDCQiCga0BxNLjbMd+x3CJA1\nLmh65sqiAjsthjkGyNMf1Y7gtoA8bvhsldmKltxDYKL2KGeVp9okGCcRP5iYgq/R87MWhG0CD5UZ\nR2R04ALEIqYgN9DwTNgzYi5G46tqo34PHJHyifZPFfADGBFJxT0GxBnBgbGIJURrwmTEifcFiENO\nCCEhZwKVeRnTPFLRHfmR2OwYp+W/NH46+ZAbw/G9AuMlZwyukQ2z82tCsmK3QtAdYvC4CFrxRO13\nATeBF0eA3Ec86SK6ELAPGUPK2AdZ3VRU1xKUadKIGbcr6ryYooIYlwpNo2tAmUgAKBAoBFCMoGBH\nwOt0Au91KjO2lXgeiIEshmT0nfKKDI66rU4AQrZl2DwF4EaG3IorJmOcGUAeu7Ha2WyZkSutOZ3h\nBUBeBN3byIpnEzhlwSNOWUEagOn9ESqYhaIv7HZ8buTFYjC+p325rjLjjBiydvyVGfuUMMYTeBWU\nq4obFXmAZ8jjdQG1o3GdCVjD2ZL7hICACELkTkxnIlbxBHoMpj+dB4QwIKhGBRjIOoFn4rL25aPM\nn+T9tLWP3W+ICTxzDfhaReQFQLZfaKHz3F55Z03bkq88MfWxPoSygOKyEyA2+8P7RNgPsnopklwH\ni4UZYBrJjOsuzjSmTfa11n8ZI2ZdM6dyjIAgLDsSYowIXUSMHWIXEbsOrytiig3e8HSQJdUBpdEz\nZ2HAKTsWDhVNACkAA+WywakHQ4wYcpUh22B4gS2TA/1DZTGTJ0vhGDXCGzHk8lgB5xRQJn9xoAMZ\n3U8YG9sEnqm1JceMnZiiMGMVSwiM1d07HDs2jZ06iWffB8eKW1Au2hROZGHO5ybbRxTmL8xYltln\nDZAh03TKbCHis6jMOHOHpKx4QI899zJ5F2SZdwoJNnvMnEFmVYi5YEObm20372Xxo+SWjL8dBFd3\nr8B4sgfeQu/TgK+x4CPDRGON53VTeZJnw/6ZsXtjlAaiJmaIRMhE4BCKbjF1QSonoYglerffXR8D\nuhiaTUSbLzQ0HjMqvajpcCvwQkBUy29RNy8FgIuOcNkHpBTBasWLuRPQ0UNkyAllI1B9WdkBWDee\nLCv0NFnSYCv8mgocY8qCG/GFaz9LpV/z/3DZS/WgAqJjQG7CunCL8Z04gTfrY6okBawEqCR9jmdq\nORNQADhiUP1cf+x18YTJiJOCry32yIjkJu6ACsLa4Vt9rP5eZ6imvTBj7ZQBWaknmkJynRngXAG7\nAnddjmHWiEltRgSu7WhP8k0DDxhojz2E/Q/oMXCPAaLalkgmxMnSwgRQgFrhbt4J+Dpjo8fRBxag\nXvK7Gc7cKzBe62b5g7V9HsmlFtjGXaVkaVmzJK0u4rCKaVoTwUQIJMyzgwGx7QIdkHJGH2XT0cs+\n4rIPuFA1ORNbmCjCpllKxSIBNpvok9V/LLI018jIH6iNP5BtaBqQuiA2ZUURWpezwnUOCTFkEX0g\nlZyoeqisxuhNt7rdPSQTqhhjxILHgGye0iEDtTnPlJYTXyzWiDlNiRnxxHk3RHVfo/EGV38NkAwc\ny6acbGVcr3ve18MB8QbCejcKwD0yepKJus7AVw9RL1MCoSBcSIMzjWl685mrPePSBg2MxRwyAJn/\nGBIwBDlSbg+vkdEyagViMLKKTZglzVE3OVVejIF3opiXIxIREBgp95A9qW1qWr5rKEuog4JzLQ1/\nXrx2He6c36nuQYLxDD9GqdCFkNVGdZdro+bAd27xRyWQ7ORrqrqWdQWeycuIQAGIFJDNMA8zMkdd\ntixAfNlFtR9RjfqQIZcbgll+VIC1hq1AXADZ9JaNNdc4zHjQJhJyJzqdooJUnwkQB0QKCJ4hI4Eh\nGhWFJXNdrZeVtYhOtQGfpdrpG9unoRVfwHKb9B9XVjNfaMqTZ0BZOoApG16SF58DlI2VtyMYKmXo\nN6QVWbC3PaHXLOYyRRSxxwYDNmxMWIF4BMgdkjBhz4at/O2dxoIDivlVmzfo9Mis9rLRlhNnKfmk\neSNW34AhMFJAOXL2B7lRU/1uizeQtAexZZF1g1QHxCRbOCWIyISQMeACAzICMQata2bLwpZOl/pE\n7XsxuaLGi6Y3N+TFDwSM/ZB3JKE4DLFzGWbRnIHRtEU0bdYTvwaQdXGHmigMblKhlQG3Yo8uEi7M\niI8Cca/G5KuYQmmFB2RjOvZn8jkKDRBbxS+yav19JKAPhBytEjMIsfhLhyBgLKsCS0p0qMrF7kXK\nogqVSXWpGWWBCNusPbg0SF/ORPXTPHNqgLkB5QNuYdLNA3LLwGdAujw6AZQnckbrzK3C+iXj7IBI\nFLlsC6Vgql7OeHyvAGzMeKNy4Q0GbBSIN0GBGKrCRrpij2o9lJFUOzlsoNzuIANENvsV1snJkXWY\nk4wZZ8iCoAAMccqKTf5ccsQNbom5iK5MG0g0PlIDyBWITctdbTqT2FApw62sGkMcEcRqir64dkLz\ncIw6Eqs3bfnd0D0IMAbmgLcCFS+GWobrJZneTUC6aTgTv9pIxbJZu7ouZcaQHSshFGAMBSyrbNm0\nMXoFYTnrqjwFUU8fKwgrEJPakUXLir2+sjCcOgQGJC1dADjK6qWyjDrI+zeRHBDLtxsQ52xgzBhS\nQCLGkIGkjZwyMEDlh1TLYI4Nl5yuxLG8azxCYUepatc2U35LQDoDyMfkxeO41smOTcvEjWLKvY0u\nWmZsurjjo4ooWjFFT5UVb2xyznSJlRmbmCIsiinMfnY9TExRxFyW91ruIBHHAQrEKqZICUhR7ZaY\nOIMtb8fLqOyfia6ko7Ul36KSt0fHAX0ZM6hhqiyMmDQtyASQ2a/owJAtpUrNKb1Jbcmzc1Tj9J3B\nPRgwtgraKkVMmeMk8+Yo9aG33GTipcgz59LjQo+Ycc5VTJEIQHAV3qmwddFdu3O5JjlMZtyglp59\nwzIG0xqbpyK6aMUZEpkBL0XRSe60IQ4pi7W3FNHFAUEZva28MjnxwIx9ytinICMBXTZtywdsaJoV\nNZuJOzI2XCHXGqgxKIOr8dYCrmAbvyVQXjuBJ+V5HJTXOOu8ioyf2rpUZcamf5uLVTYxj1ntErcy\n48qON0jYUAXlDkmBV8DYQLiKKWraTIOmiCpKHaxiCgtbwZgBJiTiqcw41utkDNkBMtz7Sx6VfIHk\nCzEii6gicRJWLFaSlfBkMBJIv02AGACZQaGqEhd0YZKAPLkKZ6f5smxG7PDpvhk8PyAwFmes6KBI\ncJYDScadZ8LFv8kzmjZxxsbKI0DZcZWblmXPpssJnbQrzLeKIvqR5oQBt9fIkHrEzZulfrSTdK2x\n+RaEDQA8PwkKxqYKJ5OKjJRDWcYdA5Vf+W8csgDxrosKyKZWlDVfdIFIUFvJLt0tG6YCvNWfRzuA\nWHNtWTI0D+ThjB0KH2bFBJ54H9eqOOaIKuha4y72xUaIZGKKCL+oY0BA3S6pmbxjFVMYM+YqpjBA\npwLC9VzqbemoUepOu8+d1NOk4iThAXauHaVpUyTtgFPiwoqTlxezLZuvBVMAfnT2xpA6DEhM6CHl\nIUcGc0Jd4UeFEbOCcOQByWwfE5VNPmZqTnNneeN9KgbfDIiBBwfGteKOdwqeBJsF5LaCn30mHI7l\n+Ol/VEbMjCqmyI4dB0KncoUQUAwKmRqbLZ2OBTSdbA/tYa3AV5ry3IskghdT+N1AfLyVGZtcuguh\nakUwK8sQMGZQUWdKrNv0JAHj6yFjNwSY7QSB/KxsRtWWXONfZMNcq7zTfJ2A8jGWPJEJW2nOyYYP\nALJEdfORl8nw7f0ycqnlG1wZhmJER21PuL3rOt6jz7sCyBu3zHnDAzakDFk5JMFrT7C7r/nViCmC\nE1M0e91R0S0uQGyjQMjEHYCyd15hxdnU3byYAqVESlZZXSwqdhIickaXExJk26ZaJxWI8yD5akBM\nUQ/RTY680d1MVIZBaiyL4RalUHOmxs+xZpp7epp7YGBcnW+MTk6wGGo2jlsCcy2m2kkUf228TZIM\nkDMjhyozNoNArGhi6my2Su9JH/GkD7jsY9mhuVRarsueAVWPc8hljKsRUZDboNRA2QDYgbA1UMDE\nFJXDjR1DmJLICp08XMF4lxKuh4DrIWgDAXjIyBzQcUZWUU1ZpQcHjIATW3BpjC1Lrr8zUKZ2C4dp\nbShxzywbmpEXr5nAA6Z16ajIwpeVs45WOl39eVBWHMFqjU13iXPG41sgHqm1IaF3YOxZOJxKm29V\nhRHb0Ygp5DCNCGgXa7rDph2TdHJ20D3wyo4fySbwdAWf6iAHEOokZgXiOqqT8jJ5d8+pjDqZE5gH\nIHegHAHK4ECoBuc7ZO6ReBBjQkW4YUCcxSQAGHVzXb/6kCpLb8rvNpxY3AME4ykT5XZUvvAbNL+b\nhLg1Yx5zLE2c8TYFE2/31SyyWYU0xid6nHWBx5M+4ulGjkg268yyfbqybLEDYfq6VpHa1BUFfWPA\nauy+OVDV2+wAagfhN0T18Zl9i8xqRjMbCIvd4+sh4lmXsOlU2Z4JOQZktV8RAyHkurjADxZtFEw2\nDLZcbewg+2fOePksEx2VFM1rVdxkAs+HWSs3tloi4EsFFGuZOWZchufe7oQaBMqtiKJXFbc5QA5U\nBAkOXEakxmtThArIMVR23AWZiE2BgFz7KlNtk9Gf+KXsJvFMkyI5dsxyLSq/uixe02X5ExSUQYyY\nRbUtE6PjDNFeTxDbxoNuuZTBWdhwpg459Ei8kc4LJms3MEYF4nJMO3TPi2ve3RaK7xkYT1bgUT23\ncDoG5ONgi9HvDoWkQr2Ouan2xHj5ZBOaq/F4kRMLqxgyozOGrOo9fpBk4Cc6vAJKgc2spqzfz7rc\nM6tCfLOjiN8fj6rFtzqZ5zoiOL1mFaMAUNDkAs4mZLA8LWwaToYdxBh+1fqQRSpK6CXOQKpnrelK\nBkYE0wN22DCynirD+5JX7tkk/60VjfHGByErp/adLQNv8X0Jl9ew4VpnxgzUJlPlKKsgI+Eyity4\nU1DuOKGjPSLt0GGHjVpjK9soqfGfSCLSCJTrxGxJ4nhk6UDa6h4J8PZRjk1X1dIAkwdDrQxK+SfN\n82Db0JEdtQ0yqvU30bqRcg+QB6SjMXaGfTwTrXY4xCC97C6t5UaMrDrViQYkShiKWVHRPqE8gGjQ\nDqAtTCar29NJ+XZSzxOEJiNPcvcKjA86VwCV9swt/CgBDkY01gHmxZtDMVUgauOfi4BrpXOTd0PO\nCAjYB1FIF4ZQV+oVaCdjzVRGA4GtktpB4ODBuIoibKJvvGs0uZ6OtXXYCkFvACgnMenJBcTZXUs6\nzCi+scmAOuFjusibTu3Lsm7PxALGQyAxsWkNFmh2lHaSF7meAd4qnmg7M18y5Vv1n3/uwdaL/Ofi\nhQvblPJS3aHm1HgSqVqidZpkqmNShhedoNlFJDyJhAgUII40CBhjj4hqBGijNooLGJvWBJv4yX3x\nGITLh9el+F2Q3Z/7BGwikLo66RaI6sq6LDatRadYOiXd07bUBStje6Np3STdrksQXM6kPWMzucYt\nsAcS1dAMJSaUoaaOkZGRdKXhUPYE1P2m84BAA4j3qvoWtZE1VKi8s/q0hXl7TizuXoHxoY9qJmQK\n3s0ttqgBjgwm4SvfOTK0suQpIJdKB783nOyIEcCyh5wtj1bAblgbPJPVLsDYAoxFGnCZXYEWeFvW\n5SbyHN0oQCwjvDL5kjkj5wrGQQG4XstOJZzZUlc0PDqS1XkidiEwk2hhMKNTILZltu1+fpp31l+M\nQbkRUUzDt/k3U1bkwozj8g0fpbrNAnIT7+qKVAO27JOK2mCnI4sLx4yfRNOoqCYyZVeLHSJfYwO1\nyMbeEpsBkNMjbr5iLJ6pzLV2qJqeCPQ64ca9hiHGPgAxQa3zQSwNEoDEiFHiC4GroakCyNKuq+jO\npSPANgHRHTrGOWj68grIYDBlcFBRQ87IlNXokY4OFJCDqgIGHpQdUwXhDKmMloAmvxwLHl3V0c7N\n3L0C4/kW429dEyuNZYmJLgG1uKkwYSUdnnnLlB1P398yANZKK+c9GDHXyTxbicSu4ZssNQRy43X3\n7YWSacWHhtffBnjFfLfazlcursuQs65WMvloUmZcmXCVJ7IylJxz0RixOIsanDHjGHR4K2pxQ+Ai\nPqnqdcq8Rx3uWEzh2dWSQaECjtb4R2BK7mIMvoUVjwHZ/f4cCjlWHjYp1pdDRhQXMQIALiPhslMw\nZhYbIHlALMx4h45VVGF2inXT+0i6Eo39FOyUGY/zxuS0XkyRnXEfsI24gH0AQuLayat+cafx193M\nUaZTrF0wSImI9rKsE+AKxsHaQylYDUMMYiqdTCQZg7LKnTNlDMUGR9XNjhiqmAIDSGXeKpDWgs9C\nr2mUJ3NleAY2d6/AeLqyRYFCC6+wQA+lrnedi7FpeqNR2DTsTMDV6Z7Cu79jwBnHMUAGTMXLJr2S\nMvW1bysAACAASURBVFMx0o2iYYECptQAgs8j3ylYpTHwtYZF7pm3P1DS6cZkogOtYgpl8jY0bBmy\nXMtEIquYoq4oNH3UjU5ISryhGNLf2/Ja11h9uhotQZpnxH6+knlS8k2RUP3EKTBTC+4FkJ1fE92B\nRrhci0a1hKBqY9R2XHo2ZnxpYorMiCEjBBFTRBoQsEPENTpjxg6MTesiqn0Gv7LSp7aOLuozG93Y\nZF0OADvUIHARP9TRlmYWAUyEqOFDrOy4mK+kKjNOWcQclkOJIEDLpmVRU1rqM3vtCi4jOkAMVWVk\n2emaHDO2LZkgzDjkQcaSgWTVkRIeJt8DzJXifOHfFJjvGRgfuS+tbc5M0Hzzu5mRoJsA8+g9o8Rb\nmXr7r0Ouv9sXZlwN6vAourKEGXCaDJg9+ySMAXqcPL+Y2GxClFlxm8BLuTBjAWDtIM2Mogdjl14B\nGL9sWkE4MvZJQDomZcbBfZ/LfT+ZB7QgTYADkVbE0H7jqITInUbAXMDdA7I+OCam8G6uTc5SBqry\n/GLzOggICxgLMy5iigyELPYWIiUE7BFpj4AdOlwrEJvx+FQ2GJVFHnnE7riMFsZADFIxBXEF4tjm\nk+gfWyfKVYGILDbZLQSALPkPcGGUGcPmUkg7/MqKra0EtCNFeb/aV4HFo/rCqsoWWPz2Zh7URBS6\napEwgHKSCTyD+qIGJ8aXqpjCv5cmlYvc9U3dvQLjJTQ2ZucbEjnxBDc/GIP0vD9mfY4lai5uf6/v\noeWGaAsizMY16QL+aPvejUQUAgJOXkxVxGDDwap/iSKaqC9tRwalwXH15NIqzARLHYOaXYGcVUwR\nvIjCruX9OWcRb3BlLrYowPSmU5cxZMJebWrsky3rboewNhJy/W8BTg/KxmItf2l8HvU+43Lh8bMR\nIyaMmPZM2Z4iqqhLVFq/Il8P1daH7I8YcKnj/ArGspw8pCS7WSgQB75Gxzux00BeTJGKHQrTPJgS\nB19PXIsis7Ut8mL/k0CeFaOIrSw+W9rjJ/C8zNjeWsV3ouJZjFhlEu0gzAGxOwjOzrMdsqouQ8UT\nlKrs2AFywF5AmQNs1o856L3IY9rypZmr87h7BcYLWAwbPzbmYNTPGr65U5jw6Znp+ddSWltZsf+F\niGGlx09AkVFxFpnxwE69DdMtowxwm8m4MLonqFwZVR/WVSizGSBZV2t4MbFdwqoanoopZMlzVg2O\nkYhCGW1yYgrAjAkJ6+0jYciExEFW5EXGPrDbDr4ejeilgKPcTOTGmskFQGfYspVDmZRzRTjpamcY\nse8YlpjtkuOFGx9Xy4xDsRu9iQGXugITEAP/TzooEGfdmVs0AgJ2CLhGwLWIJlh27oiwc1LrZeP5\njTHVZ2tWpcMPxLqDeE17ICBms6NibFd/i2pxJDOgxN4BsWPQkPBZxXODzpmFLBKDqjtfgdtnIoFV\n8YJgrV/EF6pdhNTIi8uhCz4ISbQpnGY9UaxArF/jpCqLuHFbufG9AuMlVxvSDPhWYXIJ66v6IdZ8\nuxTVnnj+eft2uZPNGonrM7NUFtW+Q5UZS/giL1WQKqpqwc5OZc1dG9AauPqzgXPhR+zYRwlrYOyZ\nMct8hjFXY7GK79l+B9+Q6wReioTMAfvI2MWsBpBCAWSzOudFLYuaFFhgxDPAPFcyFocvJs9+J8Vn\n7HmMXUdcE9UI+WuaTf2QnF62smIFZQC4CCIzlj0LM0LICJRAtEeAseOdyJHL/nepVW2D2QVBaTes\noAafn25BTQiiTmefUDQssogvYmq/1iAsQ0hHp+8TFs1TZgwVUeg8SiEWLEBrIowxOzFtikysS+mt\n7EW1UzYxyEVMY0vIQ1l5pzJjDMiIEKXmAOIEcJTWemDYQ+Xfedy9AuPpoo/RvXg2K6Dm/OqTOR3g\nNW5Nc5uC+7RnpOJZgA5qo8yWWpKBsU7gFUCe6hz793iWXG3L1sODamaAMztApgKy9rV+SXC1OdGC\ncdYl22aveMyQ5R0oHWYdegMpEjYsg8l9yuhTQK+AbGk285ul83VgegyUG0C28yEa4x8ZMHBVoCRg\nWW68HGXjxjJ/+DGTgTuq7L+saiOnl60TeYCA8UWQSTCxRibyzoABhD0C7xSQ62RVsGE5VdU2g8ya\nubU3qhvDigtUwzar8Bi6YEdAVlTPVJdema7YJyGEwoy5VWvTF2W2STwqBqcajSLXdiYtk7jq28OX\nlXQIdfm4iWnagzhJijkDup8j6cjOzlXHyMrrcA34kpjAW3ITdjOa0Cl+o959AphryfGIbR9P2bzZ\nzDm/wkCpHXrZ2vxi4Sxl7Aax5/DKLmETA/owIGXZ2qgLVJhlMbPJofm8lhVzU7GXvsZArNpJofpw\nAdzYeQsIO6YXSCWVNb7dwNhEFgYYMvpQdyqpDJmKsZbKgmm0DZO+mXxKDFSBxlCQdhzwo5Lx99Mc\nIFPpqGr1mR/5TPKzrZLll9Nf1ZWZOeeyYGJPjD0y9oNQz31K2KcBIclmm5wSQk5AFr1ZVkAB2bpk\nHg0fxkOAaaIaM6KlA3RL32EArdEGiJqdsVlSWbK7VmWQsmFBmRtwr29GayYqa/LOkYX6QSqKUIIB\nJSEww0WEOkZwOiXUqSS5A1MPoAeHHhw6IHRAEINCsghEU+3r/agNnIshPwgwBtG0+msjafxQqQx5\nP98sTwFkYBUok7238cOkgEp7UBbBqhXCVNXdzLjObhArZ8/2GZs4qAF5GebbAoo+EzoFNTadHgq1\ns1KkL/LiUXUeM8nmi0Z2Hw5gcdNoPCPOwXcQ+mvKskPJIMNv2aVERBUGyNaQC4fThLB7X5PBbF+n\n9aQA0ExqHaU2hth26pWRLwHyKLJJ7vlk1qrRLhvwoG4AlDkXk6RDYgyUsaOAvW6VMaQ99sOAmAZw\nSoi5mj6jrEDMWWIk2WxzAsoFdf2lqXFZHmibKfeu/BlFg8F+kMn0pLmsIAyhArKJRYxVF4t0k/yU\nKMuchd3bm0YErJIZNSjPcpjlwMyEAQEDqaTYQJgqEDN6AeQgB4euAvEcjfenpjeZuT7R3SswPvgd\n2kqa6j/yE/8KyD7mRq/yACBPvI+AMrX/LAWL8VoFKquKGKpPzMWQijHj6yHh2T445gikHGVypwsY\nuoCNEz8onyy6pAbGBSzZHTOf2YgFUGe1R187/TDXEUndFblmRABDrWBpXJQJu45xHXORjXpD+TZU\nD47EMlHNMziMLZhbDWnKR2v40WRVU09KHRhNDDufJYY8k3ujDGl9p5bnRlWQFYwzkCmLqUkSTZOI\njH0aACgzHgbwkMBpUCs7CVBjN2LDl6E1ChWE1xAKnyeaCyMQDu6jMkReC6gcuEwec1lNGMkYs8ao\nK+UM38a1qRFHaJ6Uetvkr9ewaIHYlthnBAVjlZw7QE7okakeTJsRM+4UiIOSm7rwo8DyXD9/S3Z8\nr8D4kLMGYaDYVPS5CTxyIFRjwNJt+/u5BPg16i4Nc0OWpYgUUZipVHw5c5nAGDJjn7Mw45jRh1RV\nv6CijC4W2TJzTY3JkWN2aGW1dpT2MTvWT/Tiw6Zbma1oilRjVm1GbiKhLE2lMnRVIO4i+n0uO1/b\nMmDb5TpYWsg1TvdZBTzQXKg9CyiLai2eedgtBNnoKyr41kyZF1kcdjVHS7nU6Oo1V39dyO5GRyqm\nYEJkYPBiimEAFIgpyxFyriIKD8QlHezeNJvUmjuuE/TBvLSqLr6Q/wK+PBJTQPXG62+tXE1cYfkB\nuLLWpJYqyy1D9umyelF0lFlGjv48IGAIbirTrLepBTcmPYwVKzNmE1GQ1ZxRvtnlLQHYuxuD8dXV\n1QWA/wvAH99ut39H/b4GwPcD+J0AfhHAd26327+5Ns7phN34HliawBsPYQyQaab2cfNjrCEO7l3L\nP2w6gtErLPRs5aMqM05ZtiYyY+xdSOhMj5PrSrjMUScCJb5qKY3Q2WhBa29NDk9GqzVX9JrqY98I\n7dm4TIpwwN6l4SKoaOOTzoynwIgZ2HQZm5idmEK0CAozpsqMSwN0CRuJfhVAuOieS/CZ3rYUjQNl\n6xQ1QAHfScfkCEEpwCVXO4A5JixiAR/SmGAWy2WQY2DGnoFBmfEwJLk2ME4OjEeAzA0oA6Nia5PK\n7Y3vqPzO1IAtcGMdg6kfqaaEMuHaoVaWbOGKgfiZJJW5lBGHGHcivnWxpjg7AE4c9FCZMVdmXMQU\noQdTpyDcA6SMmDpdKhh1ROdUP0bZNjfsKnh0A3cjMFYg/usAftvo0X8P4GcA/BMA/iUA/93V1dXb\nt9vtR26UOnXjT5ubwMMMa1kWWbShplenpKxl6rWUFsQVI0S2rYTY5MU2gTeQzIgrphl1qmDMYFM4\nIqfyFnXZsnvN2Mi95ZPncOPuhRbOS4zfZI4iT7R8J1nOCulEZAaeZXdrk3tHFcO4ff7MmJFMclKB\nlDrxSfM9W/MR4lcZHcHLRhsu3FSTMSA3IV0+uJctVJwmiWhrhcfAsgNMZiQwBkheBWZQ5jKBNwwD\ndsMADAmUBlASIM7ZTd6x8mxiNCyZzW/GNflWb3x/5sGnrnjjMuE3nsCLTmzh61CRG3tAdhklQMwl\nWysot8y+PrOdoE1EIUA8ZD1TxMARiTsVURgz7gWQw0aPvjLiYJN3Bsi1Nc2JV2rVm3u43p0MxldX\nV18P4H0z/r8XwNcC+B3b7fYZgO++urr6fQC+FcCfv3kSAQ+gtROfmcBbLbJo455O+lV3HKCdPJpa\n32OtVPEVhDpEla3MM3amXaBgTEUjoi45hjLVQKloV6QUkCJXOR3XSj+3GGWcSp8H3CA6Nb+Rz+Dy\n9Y1SvAIyEXRJKnSTH/lOYcbJAXEQZkyVGUdCnR2nGofPv2rFR/xFLUvKk9mgr2V29bkvvXHndJgh\nt84a4LSC+fA+NXO1QmyRiDZFYsZAXMxdmsx4SAnDINoUQTUpDIgzJ0UyXcKr4332MmNfUHOORjcF\nJKkuRyYHhPKGibzYA3LUa6AVUUyYscs+D8jzoFw/x7qbYo61WAQUQB5ID44FiO3MBshRWLJpT1QR\nhZvAmzDCcZbdAoXV3YQZfwOAvw3g3wfwsvP/7QD+bwVicz8JEVmscgvfW6n/igm89TrH7XDnUIOa\nhh89Hw2JDxUQuwv5lYBJNZQiO2RENQJOymo4h2L7oQAGuZVbMaNLQTYJNSIEIIxSPR1BNZJhR45s\n2N/0MFOnDbzEQuRkipKvNiQ3lruJsuOHF1OUna+pyowtemtsJkfOJqcwumaNVMu+arf4tLfmnKTq\nOOh1HfIcIIPrpN68m9ahyobbzKPRMwEaWaCQIHvcDaQaEsROtW3AflBGnBJiSkhJAVnFFIyRWlth\nxKN6sPAVk0C+N2keyaiOeW7SzhYgcVOWIqJwE3hKJiZtjCsgc/PA35BmtZu8g5MVc5DDxBRl7d1I\nZmzsuABxaM5FtW3UDshdF9p3Szw+GYy32+277frq6so/+koAHxsF/ySAr7pRykbOQM8bogEwmcCT\nYK2fB+5JnM4dW0o9rjTUeM4Dfhv/ArtSgPV6xmZ/AlwXXwxJdtuwzxE5XUAMGX3M2MeMQVfy+QpD\ncODWjADGnNgPTaffcwCLG6ZAljHKKMhdA4SLLmITI/qY0IeAPoSiL227kgQT31AF4qzISIWy6vtN\nNcUAuXQklTVb/Wk2OG3q02GGbPlpjHvZlYATNrz4SxYGa1vMyxabGaRLKKpqm+oZq3pbzAO6nHQx\njlNrA6PoGpdVK1NAXuPKPI5+QMlqGFiaBoyftDMQrowZcBN4VCcBLU2sedukUulwkSE3h181KrmV\nHBCLVcAoYoqgYgpbh2eaFAWMeyB0Sh6oAjAJnRkrRY+BuMWBm7tzalM8BXA98rsGcLE2gn/wja/D\n85ebcv91b3q9np8bhZxRMRqLLJzf6Ker3Lpgc+De+r31zW8AAHzdV7zBhZkO+QOZ/dpQjMUUu7Yx\noFeDO5d9xGXf4ckmytHZdYcnfcSmj+i6iIgKwqTxV9vGTnFfZYxl+TSg7Fuq/GbTAwAu9Nym2hhB\nZQaklIdgRmPcuTDlgBAjNn2Hp5c9nnt6gS97tscXnu3x+Wd7vPRsj5f3qZgQtRlzSRGVa9lqymbb\n1Z4HtHZomK+1OqTlUEquqS9+9eGkkF2osdfhWsIL5/pc8s0Mv3e2t50Zjtfrr37TCwCA3/ymNyIM\n/wA26YvY5FewSS/Lkeu5w041WWQbIgHJuhtGCBkRR1ypG9MP8p9teZWYcD0AuwHYJcKzAdgliF8i\nfPlXvQ0A8Fu+9m2tqILaOmoLS/rI6COj61iv0Zy7KKv0BlbA5eiu9azXe7rALj7FPj7FLjzBrnsd\ndvEJduEpdvF12HVPsA9PwRR0clYOLqgrq0vf+ubnAQBv1XbcgLLLM/I36v7eR3/9WI7Lr26zXf3V\n1VUG8I3b7fbvXF1d/RcAftN2u32He/7tAL59u93+o2viS5k5Bjoe8NE9ukf36B6Ie/G73odP/OV3\nHAW2czLjj2KqXfEigI+vjeCf/kv/84QZ/5ff/E/hO973f+JDn/5CE3aGq2jPPfUbXSwMFdelcRys\nDllmaASkJ333O38Xvv29P4UPferzmE4o6Zn8djv+QFH96oLsIXfRRVz0AZddxEUf5b7T+y7isg9q\nrBzFpjCRqhyh6gA3/V7D9CoFenp5gX/orV+Nv/+hX8Gz6z3KbsHKgs02hbFes1shzJh0DkTvdRr9\n5esBX9wN+OL1gJd3A17aDXj5esDLu4SX1O/ZXsQtGaplwLZ3IMqW7uaXs+4LrLYxxAypHF/z5a/H\nX/nm34k/+b6fwoc+JXWI3dDXj6h4vlYdIME8ezmunSby4EkIcWba0rZTCpzrNRhf9+YX8N3v+ib8\n2R/8UXz8Yx/BJr+CPr+MPr0i18muX0aHfTGX2QU1nemOTm0g+7o3cY71TbiaY8f2XSkbCwZ2A+E6\nCUu+1vsv/6q34Tv/wnvw3X/6XfjYhz/YLiahKjc2f8+Au4YZ6z58ujhu4A577jCwmNCv91Gu0WGP\nDfbxiRzhCXbl+rKcd/EJQFE/r358EVsA+K1f8Tze/a7fg2//4Z/Udlzzyi6W8nMtvTwnGP8fAP7U\n1dXVxXa7NXHF7wbwv62N4Jd/7WW0c4Lifv5XX8LPfuxzaKDWhkprwXfGf3p33P9wqHo/Fll86FNf\nwN/76GenIGwHUVlpZ8bYPSjb/UUXRFTRRRVZyPFkdN+FuiO06PCi6vLqAgsBUW7SWyuOXO91D7zP\nv/wMX3z5uhiAn5wpFCA+dr7eD3h2PeCVawHkL17v8dL10Bwv71JR9WvPuhMxj/1z2bZq4FyemfuF\nT7+Ev/+xzxaxRpkg4npdAUa+f750eVLsXCvjYg2ZA2I7lz3tRudOr63T/MVPfRYf/sincJFewiZ9\nERfDF7FJL+EifVHu00vo+RpdkB2RO5L973pK6IK7pqFZxIGmDmAejLl2JmO/lIFne+CVAbgeCM/2\nwLMBeibs1KrbRz/8c/iFD/xMFUugiiaqtT7CRsUTmw7YdGrHxF1vOkaIhD1vsOMNdtxjDznvWDac\n2tmzcIldfOqO19Xrrl4zBVf7TQ/ctQrNsJ//1Ofxsx/5tXYuopVRTGD5mGEhc+cE458A8CsAfujq\n6uo/AvAvAPgnAfwbayM4nmS3hkpnQ8bKQi0cukpWbtud6ZbEYxPSuJhibu5pdD8X5/hc36P6pkxi\ngJ5Zt5Cxp1Q3eoTJTdXSW8qqn5xwPcSGTfsjOsCPoRp/cZIySZs2mL3uEDkMonYXGNW2rVXIANhW\n6lPLeyMGVLQ/lOXngCF3KgeWSh8ooI9Jt6JSOw0KrkPK2Kv9jvY5yj2lANKMK4bNYQtJVM5MKo8G\nIxNgu8fU+mBNqLLc0vCogreVulyMAb3WEF/Pxn7zYyUBh0wZWVlbRkQmM4rZYaAekXoMtEGgPQLZ\n9IzuYqF/QWOTP90Ng2s7ql96YAJ6XNXHfl6GulDBbUTlf09NsNHD0kFKepmt/KD6xWJ7jcm6LpmY\nS7hA4g0SNkh0gRzkKPrEtuRZNSjEAmHApOypXntAHddx+7bZjz7B3RaMS/Fst9t8dXX1LwL4ryEr\n8z4E4A+etuBj+UOolI1ctGDpgLepNLWS+egJPi7zW7I7cAyYx+kpvYRLOMa1btYxBHuJue6UKysm\nYAa4WcOxDdtzUHsWQZdQB2z2qUwCdjYh6BZWmNGhzoFxy1bqJMvOZvKzgH1kAnOQSSBVIiamiSZZ\nm0VUxBu2SrCPAX3HuMhRtSQAooAQArqYcLFP2Kcshuh15+y9djhmv2OfZeumIWTsE2GfM0ICCBlE\nslbMmpjN7psGQC5qJW6xENX6Qq4OtZ9miz/IgZHTwyBM9N9p5rqFeg9kFTYtrVzM8gjoJOqQqEdS\nICbsQZCzxBgacZJsY59V6FHHQmbDuO4fOKUmM0pIzWKYyQP4zh3w9kFa/zFjdDlsKyk9EAsy6sjG\nrLWRG0N0CsQKwuFCQJkukeIFctwgh43ToJCVdlTsT1h5tGsaCCWx/hNdit2zWwAxcEsw3m63cXT/\nCwD+mZvGN/6UuU+zDLCVUxX3HPCOevHxkhElyCNfs2ngB6hTOtAoKtFSuDkascKxMkyInQoAxfh8\nZkYOBEZWZsBlkche95PbBVvVJvuo9ZGaFW52bf5dmGpYyCKSCs77QdJhoMjKsSyzbKlzXSkn1xXc\nPeArMyZZ6LHJQO61ARDJ7L+uzrvuInYKvvsh1+syAiA5B2AfSAytD77OVNvLQFWnYqKynDcrkM4t\nBNG2j+noidrNAUj+eWj1q+zM99A1oflX4pC6wKLzCiBTQKIOkQSQB3QI6EG0AdEAoqGWCVAYcVKt\nDNY8MSNQY/Zf3Vx9nvE2Pw9QI+Ql72fvWq2Qq6A8AWTISIbEWmFWZlwMACkjTrhECpeFGefomHGx\nzGaATPNAPLpuPpcavjxJ96nuQRgK8hW2aTAeXOH9UYGyGTbWRsIjX0+mfRYftlQ8x3lmY13lCuN1\nvzO/YIDMZnhbNvbch4xuCNg18mUHxLoJaLnuWpAu+qBAc23LWwfdrlfYaDFpA1LrBJlYTCiWRtJm\nQTvZV5lxFwM2hZASYlB96S7joou4NgAeRPQi9p3rdR8ydikhDiQLZKxzpcqcMgvw2zsCSd4FBWSr\nDWLh7oBYorlnrYeVFlhRl1FbuYeLYbmBe3ASnKkMXrLUwDjqCrIeAT0C9RjIgTEGEElHY0AclRNn\nJFEFNAaomMgASI2zL0KkIz1+BDAp69E1jfxLXcAYw6dAVtmxB2IrWzsHZNKvtIUc2CCRgjFdIhsz\nHrFiOaqYAtRqPtdymubLXF8y/Za1HU519wqMJx89uZuylKkxIPcMmDyvDWSOy8x3/OPfTkMcAuTD\nbtzgGU6nloGsjcTW80dmpEwYiOsS4pDccmITRQTZJaITILYVb5uh+vWxrnirS1f/f/be5uW2bc0P\n+j3PmGu9e59zT3nL+oCYTipQ7lQaimkIBsEoBLWjIgYR/A9COhJJGgEJ6UgExYAf2NOGIoIaA/aC\nYEOxCEI6pnZsVKVhVVlWya2qc+49+11zjMfG8znGnGvtd+9zG29da+493/m55pzj6zd+4/ka1QoD\neDYFnosp9GstEhury266aNfIdjV1swVGY8ZFBrCxKfYYGwsumxTRhODD3iPAvgPxhxupOIY7tj2/\nWxuIDtF95ODOIkA6IAAGyPZtAx7b7YzVrsCMSCNFMAv3WvR6NjuP1Ow4BeKlJqScTZVI6vbhmn71\nImPawHQBORBrWCGAusYhIXNHVghGN24sIaZwKnMiXjscL1+6VPd0g0/UrSDsHeSSyuMx1aMFkCcA\nVrmKWMfiKk+PN9HpikFPGAbGO79RkcWZmMLdnpk9BVOnq5Ksez6X56z40yE4l1cFxveW7EXXQC92\nbsmuA4iTMeHyuxk+Hz3t/LnHN54D8tpPnveb+WEeqyIqhv3xGBPdgJJJI6P58LsFu9X5yq5bAWCb\n1NLPPY10RXaPt4wLMe87ADtIEtylVSdRHWyecchRS007WWJ0PydM3aAxYpkFrQkupoBzl/DdwPjD\nbce3O+PDrePZZd2t63dzdlKejylLJ3QuEcMsb7y5OTMmkAVSIqwsaBU32BvyLAE5TVEF4SVYe5by\nnePZi0sMiCUyMcUUw0QUTBsIFygb3gG6KhibZHjDQCcF44F9mmwIimfqpUhzmo4AfVKjDYTz+8ov\nTgB5flptz+X8AfftreHxWIEYBsZVTJGedZ2NGXMq78YUEMiAmBvIxRQ1lZa2GDn4aOfk2++B8ucs\nrwqMPzYHHuA9sEwNf7pNps3hd37tjKWsjGZ55PK8R0sp2ChFwun45s6bJJAYJ2mS+PAhHtbQ5aKi\nM09T3h+MGwj7227rEYTdvVX3nwOMBc97j2dlJlAkT6/RYdvsZrL73ZzMKzaXnXSj9Tfpr1OmnYGE\n3HyPqGd5OCu2yHabmVOwuVrTqPxHYrheG9k90LRUxO803cWluu4HCai/PX++HwRYzXZnUW8kgti0\nDP8oO4Z0DBkxb9wA0EmMFSsz7tLRadcAOuDCkVFWgYcejaJdOMYMzH5JM3H5XHtGiT5BtU1T/bXe\nI1lXve743HjDO1l4fTfPOwv8owrNVGx2vsY6+ILBHhyo2eqRX9ZuQaIs5Cy9pfP5cYPyqwLje4s3\nFlnOAXlyGRkfs6PGJCg/tWp+OD+9f33Uyz/99Dn3tsapyrmzql8qq1QQ1GGdx5XvoiEY92FMdgyQ\nobT/dgxJAOYTQCbCB5MZ+xRQw8EOZcJI+4IhorJfEZsiSpWOoXwUm2wSGRC8ypkdFBoBYCjrZoI0\nNdByu4LGOeN0yItLIeXzVZQDIEz6umfgcFGA5AiklMcjEF3vqRYH9+TF9ffrudoRTK7l5divEbHG\n2pUNIhdo0E1X9MHiIevZLmLzHtvU9LKB0UDS0GiofFlUpEGweBLenu7KkLOlrFg9bStgRZukYntW\nXAAAIABJREFUaXv2ZAAm77dIhrAIgJ5PAkAIbEC8Y8OOi5n7XQKMx7Ru2nkVIE7357MvKImR8++l\nw9/12qcvfyDAGEAyh5JfMUzC8dq8yDGYd+zPjfEwWjp57DGz5eS+cyD9OCAvj6XlnvKBDqrOwAa0\nMQ1ybzXCLgrE6BkWXDDi+gzAGaDejz8YM37eB77dO3wuiREgmmkcItjYlIzM2EQwGqtJXlMwHs1M\nkoIFGSBblVfzM102A2K1VvAppRKMNyYw9+yQnBWGQwhjMzmFs33AMshNBslMuWuHLx8HYBDmaZQC\nhPXCIYw27j8zB08zEDvbTMww+aY0tZNFB3AxIBaMrh2YT27aZaBLxy46JScbIJM0m7dOQrYc6iuS\n3F+Xyo7L/vG2TIceRQIXYMv9lQxpffYYxdC42G5CKQQyL7vdba6xKUt22TFfjBFfUrlHaqctIZY4\n6ypP0jztnKRgwpbPheJXBsYv6mFKiTmYnv1Alr1ViXdgxOTnC7AGY5srzUu/v/7yjOmeA/LKjk8W\ngdmGprlP4IultQMqC3Ub/6FGywrEKk/to86ukZOBVmb87My4D3y7j2DhZ36yIozBgk0IoykobyIQ\nNoVLc6UMFVbiQVlckQad3sjZpsAUfQNMLRjuhRl7GwawFCzdba91Ylc13wMQNtbxrW4yaKDqYBpA\ns5RNWvFEERwAOY89PVORHZ5Zz0/SLNuZgdj2jRkDGzw0kmh/pQqtAYyh8Y376OjY0WXHjhsICsQk\njCE2gah10C3gDyGvrpYi59RiTg+tH4wUTcXfNYPLE4IZw0UUufaoHa6AVHfn3dZOl8KMXZnn0dna\nzIrB4XGXrf0xMNfy8YTkL9Z2/nnLqwLje8vah8VJHMjZcvkI1I8Z8VI08ZtscdkYH1XP++k47VnL\nuw/pFJp7knppORgF0JRNIOiiymmHBt9mYHePvBWAmSZg/nYvzPjWM65DZElGeAsxhBgr5mTDm+S+\nylMJNcJbNFzymSR0xy0xGqnFhSrmFIj74DBdc4uOOsP2bdPQnEC6hnueDevQ3KZ6SLg6njNYKscV\nnAjTdE+I4ppVwY+AudaLMyCmggQU9rEDyYoNiIl1VEQDfXQwOvrYsdMOkgtIbiBpwGjYoOMkIQVl\nmKMMYajTykNUcYXnnI5ID1U+fHQOPvRoh6drt0BQdWQXAoS9x4EIg0o8igTk2SFGrScKK+YKyG4F\nM3vkvmyp4Fsh+bstrwuMzzvMpbc9ueX0sjw4vMOI5Thcmt5Rh6V3Cu5O/Zq/9/SWCu6P2XF0QOvF\nYMzKirsA5uurjRSCZsO+Ngg7nzHiYuLGqcD7YHPy1ZdRVmmbCUKwMYdZ2WaiCWXFua8BhDicQNTW\n04EpQdn3mQiDdA69MQS9AWOo+INNBt09ZoW7THfGrRcxhXU+nkeNszOO9xUF7xkbJDjrXa7fPa6U\n4AEwe9opr8c6KcY4mXGl6sOYHjdlxt3sirFjlx1cWDGGrkI2WmIAotCnymA3GTthh0jxBOx7DwOk\nejPNQEwFoqf0L0u1E+9CcPcVgAOM4UGBKjvG5VRuLAHEPK2r5n/9lnO6dVRU+r3HjufTllcFxo8S\n8jFZ+3zpLlWODD5lxN5pS/VOKq+j+Xdn71hZQPKDw6d8dFtfftofSY74HJsjljigMlFWpU4jm4Ga\ndFJQt1oIML4DzA7Az11lxnKeuyoAMTGFiie00bhoQoSA5t55rPbJBsjMAAkHILKJKZgBFrO3dZYt\nSCWiGFAbEPeRbtPPfeC6p5gimLHYdJ3iQC8pGij5P+kYlk54BWAAMclBHq/l7cA85553QFE/HcDs\nD6HUC8+UYXbHLv4hVhGRbNbpdnS5geUGoht22gBsINFVwVt8CJJTc8lYAr/XDFlPyvH7SlqnzuSQ\nufefK3BmjGDGCsKaRgGb3XXDXkQV6hpeWfFWZMYFhNHgcT/uiykeLDXBS9u+T7RetrwqMP6kxVvJ\nYbmjBZZl5w4jdlffel5vt8a0NMI4d/y4wzmKse6RJWUlPmdQD5ND9XyecIsJJtNK+wwMgAERDuAb\nDiAWjW1S4N1GthYT6HqVVjB20YQzGwPiOCfmoixook2emF2GAuVAGgSdmOBRwZx9aWNElIuIfqvK\niYcFERp43hnPnfFs3oZAKvxUrkwYrCMHk5TEWgln5LGT4XINWFgiEpCne5Zyo+VKxaWUF1s3Tlkv\n4tfBjA0VhCHS1boCHdKBITsG39DlBhoatwLyDGADpEFGUzC2haH5zcZG3WX6nBeenCUnC/VrV5j2\n1FPJt3MBgYrAVFYMF1F4kFFhsDTAQ2WaNUXIjYvzRyjxwBhEaqcNwjrJaH7BscVpk40ETik5HB/I\n2Kctf+DA+HFiH9DlhUGqWGxmxFKZjf0mmZE3Mpoa4bEA7gkw7KrRrvzNHEgln5IviX5nSfzav9RO\nQc3P0rpisiktx8qK6ZQVc1XgmTWFo3E8zzomF1OoOCLlxnARBRKMt2bPsLzLOBZtirecFLGCEaZj\nZop5Az1uxYeLilQurWMzhwkXU7hLeRe3JqBIi5dPFVPUfF6H5eR5XkGa0tZ4LdOpzKIxywy6VMvI\n2DCV35COIMQBSoaBlEDDASkYBxDTM8iYMWQDRsMYDbARAYtgFx2pjMoWH5BFV3aKD9mK2MKLK3ez\n/Kq5myx7NX8qELvX4DAQZqi8GFIUeJQWFWpjXGaAposCMVz8Mm+DuMTfkmiraycQnektd6zw/qnL\n6wLjO0Ior5wnNOOISA+XwpodnKUUx+FcAWXJAotGd/qlZ6B6dtfKIyoHv5OW0wZSfKZKB+HZOIxG\nUt2WdBwAmOdzwYxNZlzam4GwxOogXOXD4bpqYopaaK488/gD7t3n5mvKDim3dd+2TBRR3J73FuKU\nJ/M+rDLjxmQycwEPD1wkB5LkeF9B+REgYz1XlIrxY0KtYqWcokWXzrKKKioWGxhbhYygTVYLREw3\nIDfQeEbnZxBdoYq+CyAbRBrGYBAzaNiUTCLo0LwZUgB5+db1ZMIYlXOpoA1gnhqEZWzI07Lzypqp\nyzALYxEGGSse0nR/khVrONHJ8aOattkzB80OSdEa3GD/JD1zWvV7Z1nxsc2fZtYLllcFxg5ycUy1\nohoixp3iF6DZ68O6HN5VUuEV3C0jQvZ5Zz+HxijHksfIT6iCkWMlTg4QbT4/287dY1JkSqUVsI93\nlozK31YUiNRT5FeV/3qaxGS0p2nxVzgwsgWXZ0Zjtv0MOh/3HYaE9nxBWEHEjB2kazdQdgVbgn9N\nfjKUsI9mish07vINQON0WCBmEXMoMeuSNiiAOUYZ5RWzJ5Y1Rpmlv5UsJHAvCHySryEiKWXnZUFA\nukX7twSg5PdEnSUAou7BRA3EGzpfAL7q2p4g4w1k7Br/mHcwdTTa1QQOffLSHDKy1I6yuPjYtYP2\nDjVnjNZb1bEo81R8GzXVPBu90zFPQ0Rgnw3ksYj5Wtydr1MAoHBztjoJeGgrDw9Okbe1lUT3UtoQ\nlt25KGcgJjpe+5Tl9YHxyTFNZ2rEgARnL3xvmDEzLfJcdVfNGR8SfCXANs23RtnX4VI5XhpX7VPP\nmMWhbToiS9xyUv5rmu/k2tpb1xmTPa+C1rmF8toV5BPOgbgwU/bZPRjcHJBN1syugEsgppJXkX+x\numIup0uiMSDEIcJg+/EgCkBOnuOA7IGS2CLXaWQ6ALg0xlPjSYGXQJzxm9fFsUGKaEk8LwodlloU\nU+ZNlutrUd1dJhCOd1Qg9v0a3Y1SUWVDdeILiK8APwF8g/AN0joYDcw7Gt2wk5oIdlB47g0ZGOPc\nDPNeGrxjmab2YpTZoUWtWCYgnkFZH2RAzCYf5w0gn8VZVzEwTndnv7YVIFYvuwwKlW3KO46pVO6B\nqXeWS9rPMfvTQdiX1wXGSzoy0XVo4Fk1Qx/70LoOs5d9dhZhDX8GY5nA10F3FKDQ61RmIUY0COA4\nzFpJkYOtYnAy5lIPIr1zNVkhfq04814eH5nxCsjJrtzuMhnXlBZPA6V4oLLi1jiAWBugjVCICvOr\n35id4BCVXUowYwvRaQJpJ9ba0KV8J0UeBwvzUKKNcN0Il82ZsQZJ8vCjndVVevdOvJSFA++UexRF\nlqWRwtM598u9cf9audfy9c6KjqU9ytatDNS+eGXJCBO3Ycx4kDJjaTfIeEJrO2SYAw09FyBWJW+X\nobOLCJutb6ahjhbmWjITjCREPku1XvPgTtVOfRBNo03xfI04HJ4GBWAY0x8tWfFYZ/AwZsxsttfI\n9uef7nZOp6B82D0C7Kqwu0+WXr68KjC+txi3whEakjHGdD6+5TzeOIHZQTgZrhzOJUOzyS3Hek7N\nxWYwS3YdX1fwx6GtVlo7dYdxWPrWVo5HBV+vHIF3BWR3unDF/CoHnwme3nsEY49FzGjNOr0I+JNg\nvIJRdoRFTCGi9tHma800AM7pcLwzHWQmb0sTYsoJXC8WpP7aChg3jslN96Gu295ZM7nDdWbTWfYe\nQBaENXCVZ9ejZbL5ofXa+XGCVWHGpfNUgFYQE24lXOQVwjukdcgYoCZgMBoxGIyNgJ10Lr6OEW7U\nzTspciAWT66OqwKUE5goiJEyYhaawHhjN01UqxYSpEw3GIbZAXMrsYc9HVdIe4LwE3p7Y6A8gzHx\npqzYTCfXTB1T+dKhDT4CYceaenXdfu7yqsD4btQ2Z0ZnDBHZEN1RoQZYr5N5hp2pA/Cd/ToLcRcN\nuqIgTOhDm1H3IOZAsO1sJFJYlDUVt2c9MKaakiU/Tnvk8zN0765TYJEA3gMznhgxTb/1hqnEhcHk\nsmJlxsGKSYen00zS5SnRcdV1mAfhKBagFj+CCWovbR/jQOx5HzJK63C3pmV+XcQU18bhGHJzhR5r\nVLlgTUu+rWOLer7e7A4ja16fYXrk8ly91577ONLCIp7w+kZFdEHGBmkDTEzhrHJwB7cBEp0+q5Gm\nfYfOTN3Jg9BzxIXwOlt1F0ESxEcH9tnRAVdmvIgprC44Wx0lXYABMimQ1uh0I9KgQFzntdMplVxM\n4aExtX5qLA9E+ICwqfa1Jqtm/qNy+8iVj3XE95bXBcYvuHaEHitoePQxnhU4nIHWN8pQfJXpHo4d\nhEkbLpOyNRoCYpubjrxHN1tacnY9f3D9Um+AlJ99mu57+UCfsJd2ok5lJkgpeXdkw9U6Y0pOZcXO\njKkwYxuBRIPkAsR0nq4h0BgaIqDhZmZl4O3OCUPtk5NRr0Dg5Z/z/F1WBd6WYHzpAzeiiRkfcuYE\nkD0z1jJ0ZrryhQq695c5c+p7prwCIrARUTJjTFsVU4AbBisYC19BPEA8MFhATT0xG9TAZTNGrM4i\nO7qFDhrQGVywAHG1iKjt0lctf2PILBlTmtTz0edMjGBTg0L8wgA6kQGxMXzaQhyhwPsEaW8CmIUv\nkFaZsaafjRmIuM7BdSUzEJ8FdZpKh9J5ay0ax6OXlfPj5VWDcSa4Zsbq1GHZQYhZLjaf5cLY0JMd\nX5hNOVG0986C6zHbFPAW1WofYlUT0aWLtcYEYp/SBwWU5/HP2gHHsZxfz91jKevrT3PC/qblxArI\n9fzMhufnrWIKAkJ5R0VmHKKK5uIJCUBOZpxPU1M3hJjIHUJUTAEbw9psrDzU9MEnP4WZzRUhLqEo\njcrI6NoGroYErsDb28Clq5Kv8UgwPs1nOTDkKV8mhPbfnxXmutD9w+wH42nJHh2ICyOmKroAiBlj\nNBC55cEFxB3ULOaEWP9mYLxJRndTi4oNQ27oYAyLi+Ktj+tXkaU35DNaoavMuJlIwsUUG4uaLEpN\nGEVnCxgoMyOcWzxus8WaUAuKNxj8BtKeVB5usmRplyIzViBmzrpGlnfOjgFEHI7JUOtBAVK5EkB8\nr41/4vKqwPgeGnsBrzflngRT28hMmziB+I3NdHFhhk9tP20diNncakWjWe0Ik3P4VEMadceHPabw\nCyA2maZVwFEL3UrxLObPvWHNuWaWDvUlzhQcSOO1c0Cec68CcfF6WzGDin1vsaaoCrxgRJAYqk72\naRWUUYFYMyy6BbuXAPgEezSgzE5mQPZGltYUyoz7OJq23Rrj1gQbDwXkiId8BsXZ0Ssg165rLoOK\n0OdRDu4f3jufuZGvSHHEvA8HaGj8CuEGGpt2ZqzTMWkwaFg4SmCXgX0Mg2CN7jZwU1Y83PHC89bm\nOrS6E1oIyk+PcgCiU/ZY2UACtPcuFPsOyFZvTYGnFhUqMw6bYX7Cbso78BNggExcgThFFWKxUgKQ\nJzGFeMZ9FEWP0EQvLtaXLq8KjO9g8d3jPFccF1gjdaloouHNxrG6zNABN8QRQ9Q9digr7kOsQgmI\nlKGR1yAhDSDlLINy2ndnxD7xZZWVRo9ay/DO2IjK3/tnj3eFjD0J3UrezA2WwiFhhpejxfMyEjf2\nU5nxYmccgcpN5OBsaUmsA752XgbEFkcDMOBQ8xU4zAxWJlPZtH+XyyeVGTMuTcvxYlHbXGb83BgX\nHjqConT7vmfaFnlQmOBpsVV29NhF83yZ+9PScRU3nQDcyowpzmt5GqMcG4Q7IENtjAU6aYpGSQJb\nLI/OGtlNQ23e0KWhS1O5sTEOx0y2zj1nll6ZsgPyosSztKk1hWQe2eDHAdnN0IYHRIqwlwrGOXvH\nE0Z7YyB8BdmszxR2yArExOoGTfatTqf8q4MnlO7zRUVVxWMvuP+ly+sC4wMTy+2i2zj5bcoz09a0\nDlkNjGv0L0rZ8LBtH4I9IMpqi6hsQgQQtti5Jo8YZpWgWmGtonV2Z6+IwRIBfKzkjxytHMsZVC/2\noJTDsvoqqXtUtt5LwCtpKt5cGz3JistabYsb09QgyRoulfc6AIvHnSCEDDjk7cO/VAE6RRju2WdW\nGAUOvHPwwPPdFXibvj0mZe2MD01HSS6mcFFFNjI57SjFMpfuXJ+L64XNlE4eVYs74GMWR9RONBV3\ndgM8KtkGkEBMxAOBBusH28ivY7cQm7vcwpvNAbkLwxWl7PINSzvHtzhTRqkz2TlKAWA3bQMADNI2\nZFsZKv7SHne2pEhWnGDc+QlsNtRqSz2LKIjYbOFJlcNrHvvQj5LpZ+YfRzYVi5Yimkv6ZIT10uVV\ngfGj5WMJzKGcGNuqlhHJgKvMWKKqlQEgzTLP0NJbcJkhBGFjBuLkzc7D7ZcNsEEx7c9GhAsV0yn/\nYlnTQMuJhaEayM315egUUnQsDxcPTujeUTrLdG7dGmFj4GLrRj7/HGLO4XlONTGHiGqB7QAmOrIY\nQ4eQQxusALaf1ijBgKeSdRdWoNqTOSB7rI2NGaNJxDN2J5Ct6cipNbW6qJ1JyBfhnYQ3YjmW09qx\nfupCx911tLweh6w1WLQgZ1BexRoGylCGCRrqzaYCYwy5YHjISVzQ5YqdbrjRTb3zsIOwW/kONFKL\nC8HQOkgjPsr7HlfaKgn3EdjigccUN8vQWqOBgOyYqZizuUnbvHWTveEOHtTUcsJENCh1pNZC3NnO\ngqVDK8RayAcgtj/flSW/KjC+xwdflMgYviIsJPoCxDuN9PaCm7QlHPtw+qyHH6yaZws2FkxORPmz\nTCCM2MZME+wzTTi0UDSsABeUauIf5N+2gG900VLz6Ni7+1xmGQRprogxvKcEWbXNzi3gQEwFkMUM\n+m2FxJBveockIIvlbQ5PzY44AJmiPJwCuh2yFJe07EadtdeOU8FVA9pncPmtsVlYkJk8zrJuF1cI\nSZQpFMp8/osol5kJzcXycLlTkWup1X72rP6nnNPAjsoowzoxFyKr6MICClEDWEK0M2Q3ENYIZzvd\n0OiqYIwdTDtI1K5CZwPpEAxspGM/zW/TZnvQIWftjq+GhpUZbwwD4hRJ0AhKABGewDdDYebWzxNv\nYAu2PwKQKXKp1pQoGu9tH+Txo6KLLc1XvisQA68MjD93qcyiZr8DrscgYGNbHg83C2ke+AU7NiV+\nDrncvtUVdXQAYWdTXuYxIaYpFmuPHW0KEkxMjwpsHu71xRplHTZljXNekvf6DRX5rfNx+Z46yTgL\npgBfQI+v1piCFZvdqCs5OUAr81M7gQLIIgDZnQyIxVxO8YV+mJdPgHIBZhfVZNnNJndqT06QRmge\nQrNRsOItGLKzYo7f+Qwg8HIFNKKZKwsP5XBSET9xecSG5/sKkGT/UOp96bDCk8c92SRjGIM0zKYz\nYrmh8VXnyIOz4hvIpvkU05uA1GGayNXZElXQdW5sHatXOZIUTTQGWgNkuEqcNY61xScWMESaAe8W\nwCsFgAdfMJqyYzbzPTYZ8yC2OhgCxiBoiDafOf2ouO5eowrEx475J8cd+jOvATPfS3acDHmXAR4c\nDT5lj2UYY+PABGQddnl1yavaZCJeL5KdVFCemHGwzDIUdiVakZ96e5OTNNUGOKfacogqg5bD1sl2\nMu0CxM6OA4RzBVJEcXHAtrVBQlQR4O9AaonJfYNPVndbZcTaOdIw8U8B5SgjF3lI8u7oxDz1wY4d\njHnO/0VMsTFNrLgxK9MjU8LCrRglqoZM+fvjXUrwtjyH4znnfWFSWbbDOj7970CsnZ8CshIKB2Nl\nxRcLzH4B0wVMVxDtAHaQ+uNBsMeb9anQd9KA6x4c+slGkDR0v4Kxe0eKMeJODBoahc0BeQw2R48j\nCNdgQHq+gW0WD7YYxdX2PCxuUEG45qzuVx3Lg57w5LCSoe/OjV8VGN+VU7xwceaUjFhtiKuYwpmh\nTFvAZ/RVQJMwfQxWTCXGrjXwnKq+MrfiYQYEs3S26cTOK4oeewNa1ri3gHMB7DX1Nc/Ivie7jvU+\nids9jSGmMOC9NoSdbjhSBDs+EVMAAcT+/hBTBNMVwByPBwM0DKo5h9jOiGXJX8TzTsQUAHzWkGYd\nHqDgC7iYwgGZghlvzJPMOOqH92xCAcrk31aHYt9lucewljLLTs7zIL/N76z5MU36KgsQW4jMIRcM\nUTHFLsqKiVROTFAwRgAxA3QDwTtujZzswBf5X7PFgJhF3c6BZMaDdDJcDZDJIBdRWGjMVXE3iSxa\nhsZk5gDiQRrreCDZsROeHHGuBSbRnlbjgbMymc572tdrDxH98fKqwPgeFhPhBQ0glTszICPkxjww\nP0TKvp2IIRcVjTFRyL0AANbrOxjnsJoWcEYEN3f750mMYUDsYSvzmqTW3NrcqJ/qHfIpKC+ZN6Vx\n3joQV7MwF6dcWrqRA7O8+OKsmDCxYq4A7CxYEpBd9EBDGzOBzW44G03mo2euxO9CmbcmB4C7XrfS\nWRK5wkjFFMGMgxFXZlzAWNwzUDvmYH1Y6ui9NicvuOejP5OyX7aO0t5pEJkoyAHZn+XMGIHf1qUA\nzBjS0eWCJlf0ccNOVwVi2oMZ2xzjCEZMKpJSIHbRBVWCGG2GojyPzNiNRbkAMRyI0SLi3IEZt0uA\ntLRNxRIunijz2nkn4aPJFH/VfM42ENn5oLjOsIjq1ciDz2fIrwqMHy2BLXdAOUgDbMaCYMakZmys\nYOHVNJ+ZhaIZKsVsB6mMGJRdv6EgSxb6yuAcOCYFntuEmgzSFVPDmTK8YlC6WiOHzcGOS6ZQvHPN\nD2PFBwVe+Tl5AyvsmJPFX03Zpd9fRBQnMuPwULRMCBYcQOuAigWAq0giZcXRscUwYe7kJvkfZVrU\nElGF/QRJZmyy4ouz4uaBjVxEQTHTdK1gamqbwUbv5fecsR+5/vBnjx/uo49a+CmVp/j0YMdgAyQo\nWIkrsXdlxmMP0QQVEYXQDjH5sME6GiyqHjoG2KKrzcN7sroMyrJLmbGgNZvWy1jxGSCPRURxFFds\nISse5nwkRCEzzgFEspWsO7UHz+w+K7KJ5NJyPg7uBdf89GHTqwLje8x4PSf14tTjZYMeQrOoYoy0\nma0rJQuJTm9hxgCq5bs2zmDFVelUOwW9HqZtnAq8mFQThvHiU94UsYIgzgEn7LgmfsmLbJaFQno7\nDVB2xucBwGkC4gsD1xMFnltSbA7ERUxRSiHAFgVsPSATYZi6T7sdhfKi6GMpQO0gXpB5ASAvxxQz\nwKabSpn3xIy5mrjNcZhFEEapArcQsLx60HC/+yIPjvy9Mt3hs4TMNSfphrs5REhKMSWeCIZ0jLGj\n8642uuMK0A7gGkCs839o/haoRKcGoY6YtoiyLXnlk6yEaJZxbk3RHYbJ3J4nZlzEEu4KHVYUZfYO\nvgCmsBWmiHPtUyqh5IbM2fbR5ZHIgsoJWu6YRRSfXkteFRjfW86GEpUVTb2fVUwVU7iIQsNeks2K\n7M/jUnmm3h0KMIAYK7bzrM/oJg+rIAzMrNg/aNOJfGP4PwQ2NU4qXQbMq8mCebvTCOWrCzs+Sr5q\nRjmQOwdYG7DTV1dYTGIKSkVjFVUAs4VFWFQYW2ooyjtIeMk5Kw5ANvdzj1U8s2JfLT9DRFHYMHJ/\nShMAn1WDQeYooq67jZMZTzLjIp6Y7IyLn48rqtg/h/DRoDKftxyfSGf7kS+1900zLm8MXnuUDZdz\nFsxKO0udBYTGBUQGxLYduJriritnJdW3bOhTECH3+puAqehe/CuiDTA0fglyJTSQZE0aLqYoyroE\n4oUtE1lIC5VluydiWlIs2XZnCQXeAxCuJ9I5yDrD5fhzl1cFxmtmnDHlu4Bsi0gNCO8zB2u8ViCH\n5bUAuDQ0ThyN6h0KCslaF6xZsIhOEpwhKTP2KHIuEz5sZf323JeRxwlMkgy87hsanxnuZH3UDycq\noNtmWXEo68I0D8mEkcN2OGsdZpl7AFjbH2fAO4NviihOzvszKGcCIWsYs5hIpvw/W86aznru3qgM\nqI3vpcsL4PsRWDz4prOOqXSLcRwAbZ0xLCJaDPn5AuEeYTaHDAwMJQ4MDTjPFnieOgZ2A2V1m45R\n5fSt0YLspMXDZp3TTuFnA3CxjuAK0AXSroCtYp51NXA82N2kETJcKekk1DTP2zWbg4/RfG69y68f\n0niGWZ9cP3R5VWD8cLFcuwvIyAY5DBs6aXAZzzSRZIIOyC4vDZboz/LnORMS8283GZHV765GAAAg\nAElEQVRbQkyFsZa0oASqYby5tEMlcaYr4grBCsYGwGMBZwOnBHIJIPffZ0UhLLt6bGl+0whPZb16\n6EmTcXvnpOb05v2Hhe3S0LCHmNNwlAlnqj1zq4y45qGLJoYz7aHAEI5fhZXEO2o+Wt60rrRsHwN7\nz7WPoTFJfI28W0Qj67JWuhctU299ft1B8tGznRmUp5Hkfn2P8YIHoygyl2GdEYTaBWpD3OHxoTU6\nXyrpBLCZWLq5Te/YzWHDIdfjOntdIWgccEBHKwMtZm4WvkLoCiEL+iNPgFxB7S2wvQHaE2i7Au0C\nahvUk5DjuWeL1i6rpQWZo+ot2SnLdrpK6zk9PwMu5dkzdP6E5Q8EGHtBhy1mqbO1+lUAHaJxh6ce\nm2fQPQIzBTADVdaUEdCm9rAA8ZlZyzQH29YqvZoSmEAi0ZnMwJyA69HmHER8v5dz/in1e91KRPc1\nrVcmPLGasD250o7r7Cjlt/AMTnAdY6ipko0A1umrKjDbDRMDnoAZBQTDfjs7GI3qNjLTEI+c7bs9\nv6AgDAC9SwFic40f45CHs21zPq8U1UeweI2LLNM1P3vvt3nL2T1rQ0+QPPuue08IJkgEUAO1BsIF\nhJGhABjgRtkWVPAHjXy8m53yhl0KGJOa/2mbS9f4YW6rGrS+Ybj5mlwg4kD8BpA3IDwB7S2oWUS2\ndgU1n9uOs3M4yQ1PodeDCsRnTPmYs0l/70FqBWI6XPguUPzKwPikqh2Ovce/RyQcvLrAApbntWDG\nONuq8bzLm9YCCY06+dHyjaVjLH1laPOvreHNpekQl7JQfaid334UWcwgnUCisTbGBCx6PkF4nm2j\n7AcYp6Luakq6K1lcaMKk9GRkvsMYu5B2HINcTGGAjARExe8E5yMznplLjBhCGTtAwsqOp5zXFqfg\nX4E/wXnv+l37sHCRQ7CPgd7nfJuBGPO3ntTDj52p9SZT5Xsfh/Ro8DLDez6NSg74M88XWY6ifhKb\nyGCDujgPnUCBVBmqbsoWZ0QGRIZZYdws6GZDkwZI1zolJTYJkZk8qp4EUIW0MuOGgYuyYlwheILg\nDYA3AN4C7Q3ATwrIfFFmbOIJEM+kYklZ4ALV85jqVmYIhdIxmPEhG71zoeVsuTksKr4LFH8HMH73\n7t0TgL8D4M+/f//+f7Zz/yGAv4C5s/4L79+//4+/01eWZarGBmqFdCk4GAh3EEJpITrEylmjZyBm\nuHWAB/CmYMwTy8TZeVruQRSQM+PrRniztYgkpR287ycYn8mP674DyN6HgQopwHSy80CnESDMZcsF\nhH3rdsMXJtsith4sCKhiisxzMQavfMk5lJfFAsRRTgXwEDfPrNhGIRUYxzDt60jfOBQHmxH5V6xV\nBOibvqV3wa0bCHcF5TGGWduME5FK6SQ+Kjt4dE7KOSlXCZU3323GtFwsiLEy4vUZp18dN6fslrAh\npgVjOy8NPBooMrVDRofIjjFuEW5zHwwRn8XbrJtJAdzjH6/MWEitJgY5IL8B6A1AbwF8AWKNUQx+\niqhs4A1ERmYmYjTn+ZRmy6DquXk3m5fMm8CXzq44qToD6c9bPguMDYj/KwB/crn0SwD+EoD/vJz7\nvRc/+JAjWW3PKp2c/EzljBYSbwBgMsVPmgo76K4MWfyYNC4vqE4LT5MowwEtGCjmY9jxyowjBjDV\neMDa1a/MLkUTuV9ln7eQgXbcGNi7pu3WazqQ7zscp1vzpexvJGFLHDJj73xCOIuUGYPCPaBaewT4\nelkZMOdBiiwQIOy7kt6Ho2KwhzMlC0ZDAb5n62UUZuz5VUcWYxb31M4jRTIVNksFPDDWc2CeIVeW\nq55ZJz89PurwDsWbFYiO71lfGCo3ZgU5EXNfJrAwWJq6Ko+hQNzV9nj0GwZdMCzU5j6agbHyUiY1\nK3VAFqKUGSPFFIM3CF0Blxc7GPNbgCxOsc1sDbJYxdTse9d8rgAAA2BoQ5QlJ06yxW47AGvm1fIO\nOtyZvz0po5cunwzG7969+yUA/+Wdy78E4K+/f//+tz7nY+6zA+uFloxdq1x4b0Ey0tYwUzK4CZde\nY1LrRgdej7utc+mJuo4aILsXl1Y2dwktMX9xLgpg0BTc/Glr5mhgUxWVfWY6MOEYbhfZcTcQvu0d\nz73jthNurN9zI8TQ0MG4FeD3/dxqHmyW/kY6H1ojsm2Csabfw3caSA3BYLJJRPNGOfzFsl9A2FpL\nZc7OjB28B6CzL5m5iwwzZbJGXkVTKxh3E1PMo4kKxGOSFw8H4xWED1j8ABAWZkylps4iirK/MoyT\n5VRtRXT3Jx+Lo0HkQGz1VhiMBpINhA6WDdQHqHeoR94NIs/osoGxgaSZ+MjBOO3OHZDdYgbQkaor\n8ITqzNVPAL8B+C2IvwDoAo3FfAHRBWSTq4KafXNaN6wKzZpXa907E8NrCSw5S/fKGAsQn/3u87nx\n5zDjfwbA3wbwVwD80E++e/fuKwB/FMDf/+yvebgoOCo7Ox+aOQPLBkUqmkCy4og3YfsKyL5vFYg0\nY4jcZtVZr/5zJwnmdBM9iAXs9yGmMGuKZnaujdMLbGscVgHuKj2DcYop9j7wvHfcGuGyE56543mv\nZmfmmkzFhpaqTS2H23NjTFEB1MuKdJ/svFV2lxeTcYgYxltnp5n0uPiSMSe1Dj7szLgAc+WU6hqi\n3pQENdFiSieaCsR13xV4+y6LJcWY5MUzM04xS/kT9e3YpmcgnnHVf+HNHphTtj7K7pjA/5yxeWnc\n+5op+NCC+couVfEG9hgRDWSQqUZrF9Deoc4gNwieMeSK0S/oDsZDwThm6JaMV+JBjJIZN7VTJnfo\nuKoZm00wCn4LtC9AtIGg898BBsLYVHmXmou7wCdugloyR6ZtQu1K7u4y24klL+8+Ycqfs3wyGL9/\n//4/9f13797VS78ETdtfeffu3b8I4HcA/Pvv37//L77rRwK1Kkv0XFNPF8MTreZkFUE92QxIKMUU\nDsS+jWBAgFVOqEbZEV7y9wx3oa0y2XP57FZN27aGbSshHGNfwziu8mJZ9geA2z7w3AgfzPki7H/h\nMYXVDKwC71aAeCuMvBFpo5MMEK/7mm6XjQMpyqngpECo5SGVrdRCw1nVTiBO8USavqk7rV/PJhOz\nqsAibZHnDwUAu4NP7Hf9rTJjMasK3VYLlDk2hn2ld+pniSrHdHqtCg+qu/IM0efPKY9a0dbA4gDC\n5cdeRMfnVRZjZmtwImEekbTBp85SYL4BuAHyDBnPEPqAQQbGaIBopDW2+NYeK0MsZKcGJXKZsTJj\njT/hzPhJJxbd3gBNwdgoknUO6aGHcBVJzKzZVFmuH9csvKfkpGlnKU37c+DDVPbnK5+9/DitKf4E\nFC/+DwB/A8CfAfCfvXv37nffv3//N1/ygD/6/S/w1ZtLHP/Cz3xv2uYyV8VHpGwdUlQZsYKYK/Qo\nzvvcaFsBsm06ZmytmMKxm8SleICMdf7MT70FAPz897/A26fNXHEJm4ksHJjZGLizYSBZcVV43XpX\nEcU+8LzveLb9263jed/xoXfcbkPFEoR09yUDYSrBcYhAosyRZASYQ8Q044J/+KsvAAA//VNfxFC0\nNoQcBRwzfmowzvisk2qtaafV1C22sU6T09jl6hzlVzXnyex0360mZhGFGsB1Ad4+aX368u0VP/29\nN3h66vji1vG9544f3nb86Hngm1vHj547vt37rHAsta2uc/WjZbvu1x/Up/qZwyD5sPzCz32l25//\nahph+M8esWOaPjhHlo1FXS6o6gsko/fZMd3+IbTbN6D9a7TbD237Nfj2DXj/IXj/Gtw/hEncKq5g\nEnz/H/lFAMBP/5FfxAf+Cnv7ArftS+ztS9xs3Tfb8pcavFMYGj1Zt7vYvlBcv6NimvPgRIxzfnxS\nCuWBv/CzWgZ//Oe+Cpn1S2H47/3G7969Nr3u1LD9hcu7d+8GgD9TrCm+//79+x+U638DwD/6/v37\nf+Elz+tDxOWzf7j84fKHyx8uPwnLP/7v/E383b/6L38U2H6sdsYViG35ewD+2Zf+/l/6j/4nfPUm\nP+mP/cz38O/+q38Kf/m//d/xa7/zNYBVCH+nIzk57X3ZwZKCfCCkw2yfnHIj9aOfWTImpsyl50yL\nijK8IcLP/9Rb/Ll/+k/gf/jf/k/84JsPJpogbK3pM11UYffrZrFppux5xxh4NgWeK/J8/7l37Ltu\nPQoZs2+hszhTOSYqdHzkvuT+97/3Fn/2T/9j+Nv/y9/FD37/m0wnbPBGmf5pm5lehoG6x0wxNHbL\nDt/PmafdjmV5xnJCRJ17upv+2fGAbr/3xRP+uT/1i/gff/nv49d/8DW+vQ18exv40d7xo9vAt769\nDXzofVL0JJ9MsYwsH7BypJUhyd2/LyBBdssf/7mv8O/96/8U/uJ//b/iV3/79+/lSH6Dj86Qjk2T\nSWZlv7AAPuQK3HIMMfb7Q/D+DXj/EWj/Js7R/iO0/RugP2u0CnErcLUoJtNf/Owf+WP4V/78f4D/\n7j/5t/Fb/89vYW9fYm9foF++RG9foG96vG96fBNlwrsQ9qFh7mNfCDdJ2+VDHZtECFM2xpkzZlxF\nD6j327lf+Nnv4a//uX8Sf+m/+WX86m9/Hfl8NiI6GSS+aPmxgfG7d+/+KoA//f79+z9bTv8TAH7l\npc/49R/8cDr2RPyD3/kav/Kbv4eajQnKDyr1orRwMG5uEYG0jPBtAwJs3RNtK15pG3uAdZqHKycg\nBAD7rmKA3/jBN/jt3/sRLpsFrDEQ9mOPsVutNRyovINgVjtjFVP0EFH4fj0fVhOhrCuhIl2xB0DM\n11rGAGToRKEGzDJGRGP7wdc/xP/7u18HANeOp2698/DMSCAuYgvisK9We2eGz+4c8stDRT9fVEkn\n2A2E1/2ffv4SAPCbP/ga/+C3fh8/vHX86Nbxw9s47H+7+8x3cgLIFUzPwfe8KR7hV07Aue7ea8y/\n9ttf41d+/Xfn2w9DdScc7kHpdQixjQh9VMQUPJs36v4wcYSJJW5fKyjfvp72qX+r4i4xI0cxYJYB\noKsHHYDf+b9/Hb/xG/8X+vY97Jev0C9fYff97Svsl2f0y47nQXgewM22z0K4DcT550HYp7zKxnda\nY+geCN/9weFZvv+rv/M1fuU3f3d9M6ImnD3vhWj842TGfwvAX3737t2/BeC/B/DPA/g3obLjly0P\nuhRPuldkb/BSFDyHx61d49nz6wr4XI4qm/O1yBAF3u+bssyfVXQjdf+DmVZ92JWF1UlSt5GTpV6G\nTKzb4wK4clDDD7JGSGtqhuSxlxsJNgKe2UNFFrtiZ8aEGdxNzi0dGGzedKOkeWhQS+9wVD7OJwBc\nWPwEvnPlrPI8cnpmGe2isj6cudUpQLOw6rGDZXcwLkBcj7/Ye+b/rePDbiOLsDdOT8GsKp4QmT4i\n62Cmc26wRzieWZkc9ieJ8ckPPY9j3y8fcERP+GgvlLZ39uvUWQ7GR3tzs6igK5huYH4D5q5rE9Bu\nTnH9YhWpWyXyfTvmJ/3EdgE19azjppYUbbuCtgv4omvfNmBQ1MfRLc4MTKlsiuLJ2uQE7CrTnZs/\n3c+/tQxOzvszpnKvI+QX8+Dj8l3BOLLk/fv3f+fdu3f/GoC/ZuuvAfg33r9//8svfRhNFbZUeK+F\nkvcUpTBEqlWhP6M8q2ZkrdHL2x1VZjZkGmEgwnL6Gvd4m3VTLcnfPhsYP3cdCtfZqi8RY2JgDMaw\n4OewWK9t6JQibIx+Y6jVgv8jthk6DKw7cOuEm4cptIapjBMJ0G7tATJ3Zo0voenMAeaQwv6DtToQ\nn+yf5TVmppynrVFYUbklBfkJK76qenJdVC0fZ8C3AsB1/1sD4+d94EOMJAoYFwuWY5eu365fNPPi\n00a5bOt5WfYShGdmfADmO9q5A+xH3qYpo8/1l2s9dsBdgLkw5mbmbcxXEO8GxAPUBOGd3AjUL5DR\nzUtvL/sdGLvGmAAAerLgP0/g7QkwIO7bBbRt4G1Du2wBwtJN3GR28Cwwm2iAapzONd+XAoi8oiMw\ny+lvSu4eMLp2nrSUebn5M1Rx3wmM379/35bjvwVlyN9hOavemTHaIBV8KyBPOX23WSyPNvDN/TwX\nDBkFlH3yRyACvbtN82SShrQLPjJjzkA14rEl9JwyRDXdGQSImRsxiU3bpB8e8WDJrSMUqHfWiGt7\nt6nUsdg+uzwWCEY7hmB0oJO5FNu2QwBR0Qj8fqYJfLnsT+ygZP/cQM55QzhXLKKnqaNDmdKqnO8C\n3LoDsNh+gvIHEz18e+vKjLvg2e4Pxw+pYDl/g5+tFsJ+tvbrKysOSuAdTTTQRFmdnugIqBOHIJme\nefA+Ww5D3FYA+eKB9X2feRJTnK+ERgNMG4ivYOogHsqIm4A3gHYC7wwYGI++Kxj3PY/7ruEwAUgw\n4yvYQmSSAbJsF4zLBrlsyoZJMAjYYQ5JojP18BAFYpnz+6RfKidmqhalWOvnOYLXnJ8OT8VTh/r+\nacvrChS05kfp7eMcrBwKGz7t3T7aMx1zSyow2yNSTJGefUN8JosSwKdsfeg7RPBsYPC8Kxj0MRSQ\nFyAeY0DtKrXyDQaENY0MZb4+64aLDNoAdhb0rkDcG9nQ26Nozaw1ptApPXofgk5A6zoU9PkdADbz\nNqtqRDlEDNHE8bhmb2UWtTyT4Uoy3WJ37NdjrsDY0uHcXsD4bPvhVsQU+8BzFzyPgZvbGxdnj7nq\n0J2jmQ1lHS3nyr4sF5PPkdW5fCvNiBE/TqC/Y4tcMjiZsYOvrteyvTYOG/Vppu/DMYP4Au4DxB3U\nBdyhkSw7g7cG6hvQrxh9x9jNXdpBmG8YtKeYgo0ZGyDTdoVsV/B2AS4KyHLZDIgFHcAmooAsAh4C\nZmRY3JIHZ9hX61stvwqak+1xeehdLKVaHvmSev/niipeFxg/uFC5sDdylxef/o6y0Z++qKwBwvmy\nnAMvVnOjhnrJORi7yGGU/S4ZXe252zC5Cz44M/b7BpXIYRy2zzsTxiBVrplbqYopVLzQ7b7OrHJn\ntucIR8yFCo6R1HpsSLF3MRBWvkA+i5gJj5kTjENU4ccBxBn3OBrHGTD79QK4HhzoNCg90o44tzQd\n7wNmSZIAXPc/hJii48Ot63mXL5vMuDvwr9QUQDKEGZRn0F1ZsjHihONpqWcoThDq7eQyi+Xnawe3\nopHrBlw+vLFOanDdDIi3hiebGbuCbzvbQkB8AfHQdQDUAe4E6ha7om9Av6DvO0a7ofcbaL+h7zcQ\nXUC4AVuRGXs0tu0K2TQiG7YrsF2AywZsmwWeUrKyi2ATwY0FjXNSgTpimHLj5KTX+ionjpHOiurn\nPz6ArgPxAYQ/D4cBvDIwfrgQbEi3yIsVle/9JCp0MJTTEpzXeu8BkAUmArDhfJEB7wbAu7FjBWP9\ntueuTgWXIRiDUk48BnpnyCaT3G6YS6AzYz/vGvHBBiKDgt2NAXRh9YqrebDsR4UUNc7XyAMGxCKA\n2HxpI4OyuKyZYi2sm84tS7yQjvVdtKMp3xEiHosV4c4vFYw1MhtN53bL4+duQDxG7vcRFhLf7pr/\nah5VrC7KO+o3+3fmpx9BOUcNR0ZM5ZePlqhrUgAYyGH4+nOav2Z9vEfjSxGFM+KGp03jozxtbWLG\nPt1WHCMnnKUxQCzKhgdAnUCDA4hpKDPm/Yb99gzsN4BuEHqG0A3ApsF+AITMuF0BU+LRdgFMZoxt\nA102dBrYIdhB2ETQZKANAfNQJXIJpFqy5FA+cWYC0qKApQTlNY9XdjtXaXrRuU9dXhUYr/KwU/EE\nyJQ8ZfhBqZE/f/B5JlVG7MMXlxU7+DoQh0s1lBV3IEJa7ssa5/rA80gF3od9YLCY+y4HO740fcul\nAddO6IMxZEDE4smad9NmijoHpE1Ip8RZRCU6hD+pZksWiblB7/AqWoBYdKLHSYEXpmiuQEQB5/K2\nmt/Tab0wxgARQ2RkHovEHHkRLwJLvAlQSau5h3dlxh8sROazgbAD9HMwY5Ufu7u0A3GAsSCHC/V7\nl0w7jDZQwZimcyleyTqU+yVjwoWUiqii9BD+zjJELqdrtpt1zSozNkA2IH5zaQG+OffhyT6gITTZ\nZswZBNoYGA00NlsvkP0ZaDebIunZgHjDwDNIWoCxtEsRU1xCXszbBoq1YQfjJgObENoYaAMJxDRC\nXDaX1ckezSKKmR3PVjGnlPpkOegG6PjmT5+WS5dXBcb3lgOjs0ZTp5zJDMhK/IAvT7e6XHjI/Uyc\nzL5sdVa8h7naEqgG0zSdhWFTfMo8xC33SG6rLJqAAKlgk6XBAz5QWCobAM+wWn2YCTx8y2DWSTyH\nCLhJRKzjYqc8seN6fCebj+dKTOKhQsDh8UAGwWPr1nLU+MbH+BP7ENwE2MXM2srq96Dk2cAMirUs\nUkYrpUNJqwdnUwQfoZSwpORmhDmKEFEZfO0o3XrDR1WjFJx2CBLfoW+dO9WZBc5gMnUQyJA6XFey\nOCaEstJ0nCMfKwctaCM9qj7OsFIDOpHosPCYvnYMCwykWhBALPyQgMFgnRVENBwqi3ZEFDJ88bAl\ns1iHMJVNLb6zFk80X52AmHL/kJ/1DM0gHPWC1t/QSzH9dHlVYLym4yyRQSJANu14AWn/VWSSTIVZ\n75tWaxx51bLeSk8oAwl5XGSd4dm8v2wdBZC9wddF21jtWvxbs4idlqtpGQ5rF0zR3fzbff+8A4pc\nnFirg4rO6mCAbHLiJtrwuICxR5dbwdgB+uEyAciwTqh8yaBCM3XfLVaCTVr+upw3bYzdlA1mrlbZ\nr75DQZimspHybd6xu/hFT8ukRNaikmLHy+GhGUGYjI02tslwXYQlPjGAi7FyG2l08CFPt80jR/lt\ntfz03MzMiOYtx7YEg8IC0Pae9Ep10CZUINYPmJ+QMYr7BMbdAZoahgUk8lhwpkaOOmATsRsYF2dQ\n1Mh5JY2eF7Vqrb3U2UJ3QPl44+EkLUczEFO8/jtg8SsD4zUDSoJdgeeMKSCTUhNef16B+TSzURt5\ncjW9IAHCcZ9oBRXKkJvDKo43/grEVcZZv2flpvGBSw8e4DoBsTVcWe5Byj0rINPhFRT5atkYwOpA\n3IQhTSDCEME01X1bwHiyrqCzQX1dZC6XCNtvQ46CIh4BjrznPeQDik1x7u8G1nspEy/TISZaKnkk\nSOCr+VLFDvpfynlXjhWTscZqLtZSJLA1HV3sXXCziHH7GGqC13XLY+BWy9HCTjoQ+2wnszVFlmEp\n3tj6OsElJXxmuFRnynWyBAT4hwTPyiOAmAggB+QGQGeM7gbIvbJjSrYMwKZb0khsAmfDmiYRsyN2\nUVXU/6xR2Snp6Gmq42tmLCePoHsHbD6yTJ1jnEHBmc+H41cFxveWqAuuwPOEG4MkygJbgfkADgVg\ngzV7MGx4UPpcHISZtLJ4PGSV5roZW7LkKs9cmWoAckVJzI1MljWeN3R17KjMYTb/sr6kvOMMlDVP\nRZmwze7QTFbMwuCm8YMrM3YwDpmxTx0Fiqmj1nJIEM7rWnbhbqeB/D39YkN8C+yPkk7v5Lp1TAHC\nlRnLLKYw/elBTDGWb/KMjeE5Kji7BYmeb+YO73JYt1JQiwXdXraGMSS8/Xzb+sCNSYO275oPKXLy\nci+TI5TGD9wH4dqnc3y3zMDsoEwZq1phlRZGXMwfvYN0IHZ+XQB5FlE4G27owZYLMyazkpcKyDDr\nJLUlTquaZQRTyoQf0dAHeFhNE4PQre84eWD8agHdzPvvCsWvDIwPCjyaE0iEydtOjeb1jmjyC9ie\ngXLtJaWcGKJPCjB0PBDktE2SFVYbuFoxVFFCMtbVm696/ExNqaYaEFpEEDn09gcc4+6WtESassJO\nrCdenwyXjQGF7NOYsQfsYbYwl0UsQVQcSezBVY8aMXynTsnPJY8TY8ZCsFCi/vy5kxUH2LECcZEX\n15EKcmTinoWriKLuU6loE5g5ANj5Rupyfm2cFgqXltvLhicD4w97x4fecTEPwLYXM0Ax706rPw5I\nYxjpgEpk1ypzBsJ+zPHtR1FEbqUEyCpyZMwsmQGNTwxnQwnCyq+125hFE0d2LGTMOMQULqJQqXbM\nKO3pD7n6eTilIGc1M84WWg6mujkD8RkAP3rWTHBWnPo8SH5dYPzgQk28T+PulXGSI9dnEaI4s107\nA/NneWGYfG4BYHf2qSZtUVHh4CsTEA8D4pFfuVQq9wCi/NBYZ1ZcFXjqbJKWIxWMp+PT/KQZkAvA\niIkoRBgs2kBFBE1yyqlmzLgq8BKIAWKOzMzvqhDs17K39M5DY497UHnzcqRsKp6XocgMQF7EFCYv\nTmasc/MBs/goOlvPK8pMq51VeDBCgdlBOQJJGRC/uTS8uW54e9nw5tpsu6GPgW9vjMuN8aF1CwTV\ni/7DgAeuoNXOwodgGv9kZoCVmNSas9aiUN450JbtQUzh9wUQU6QVVsYhriiAPEhBuUMK+Co77gHQ\nPZixgNFdeWcKvBBPxGoKPFQFXumQUBS8c/U+1Pise+tlmq9VbHgBjs5lMNm3/P9HgRciRO+NjB1m\n5T4y4eDRJ5kUgGw/cOj0QYkz4wBia9Apc83ZOCp4OqueWaJbSsxy4wqO/k2C+ZlVDLLCuqz7B5qH\nYHoByJTsjIl0Fl8D5SbaLTWbncHFDz5nX4S7JCCirzkzRjYcF6NEPnvj8q4vbAidGTOETUxiyq+k\n8EVMMSoznmNR9DGLJ3Zjx4B5F5bOoDJiL44AM0oxRWXFDmiNEN5sT5tOp/XFteHtdcMX1w1fPG14\ne92wD8HWdo3I9zwrORV8hzr+IAEhvMss9oJU5wbKsly1DzR9fwKxKyFnZlwZsYsvqKQ16yWsvig7\nZgjpBFjDFHfKjaWAbxFbkDPkqsDTrqCo76DiigTkaYRZevdM2x3QewiERW58VvC2nDHxGYk8v2k+\ntud8Byx+XWB8D40TSGQGXKLZ5phmVljlx2smy7Ij9T6RrNwGxHX6pprp85T0CPBxzjAAACAASURB\nVMY3Ma94VeUw67asC6BXxdWjSSbrJU9LWgFUZRtCDjqcFbNFnxV1ytbRB4cCr5mYIgMPldCXVIFG\nSiPyDsj3zX5ZoD2bv9fNm4x9ibNvfx4yHxJoMx6FyorniG1VoarllK4CtVwO2Vkau8uPVwuDYMbm\n2fbmomz4y6cNXzxd8OXTBV8+bdh7RuJzYPMRQB+M3eOIwDpaNommm1FCAnxquWY37n1uzsCS4olF\nXgx14mioTDnTFKKJslVFtWeEv4Ft5MKQAOETszbKY6Fkxi6mQDFtS2sKCQWeT1h7ZiE0DShPym/Z\nycXrguVp0Q8ff74c1fMzEP+EKvDuYPGcUEq25SDjDg4L0U1wXjJ9AmzkyalQpLzXSZpfo/lH3h3I\n4Tk07evle4Cci4NiVd51U+D1KT+OSzBs1EbsbIqC6dQ4FRWIhTnAqmGkAs8sBAJ8WcH4jBlXRhMz\ndgc7VhAGOBU1BZBXmXSC+9wpZbS2GjozmXEwZMsDt6TwvDnNO18dkLDa4Pos2u5mTCGmeGuM+HtP\nG756e8GXby7Y+9DRRHGeUZmwWlbsnVSZ57XA/OzVhNI6slLxYpfKt07lewbKR2O0Rg7OBZDX/VpP\niKDaWrFAWQK1LUZhxWNhxyY7poY+MWOzU5aUHK/iihD1rUBc0p3u93Qsz7PG4YBQK0AFizs/PHYE\nj4H486H4tYHxMvY4xFIAkFPeJhCSFcjkBFK2RjYDWH2zsuPDspx38Z1MhbdAO0Erl52fWA2ta2Wr\nlT3Nn+DrsEYV6S6fEdlTRgPRo0z3ZeOv35GgbJ0BCBBOpw+imKeuAnDs2yR+bo7l22TEzvYpwFpM\nTi1usiIMlx2xZN54+emQOM38XHactsc520cd6nriHzXa2tFWAG5l63GhL43UcmIzBd6l4c2F8XZr\neHtteHtp+OK64bYPi1EybEJUjvW6M24WMvUcOySsZ6YulXxgX8qwXI/ZPApQRE3yUaRbKkSZ5AiC\ntKIBrD/1GCu6zqMTXUlFLaLr7t6lwnFOxDtEPSaB6SigYhlRD78xNBhQuPfX7/RGYHW2yinosFPz\nUfMi9D9IklaP79MbrxcFiw7Htv/oQ16wvCowXqyjwhLVG0dYNwCJjMCEQCvo+m7AZmJmLoce8g4D\nKcfznUdA9v1mN8cMC+TuqjisB5tPX3H23rJUcJ4aX3Zczk5rAKT5+2cLCZ1RdYQ1hc8aUoHYgwel\neypNT/T8jvc603HgdS3oCpOkIgUeQ83uhgaqcRbkoByA7EowuIJuTl3kx7Kc5WfMtMJWVuwT1CKC\n64TlRJizqXXF5tN0kSrJhs2YHJHQuMwW0yjslFWum3EBBWm1M7xDsg+uQEsoZmx+PJVHAlkoNk3G\nHmIvAngAzJIdbHlG7x2ja2cyetfjMdD7sPOC0QW9D1ut87Hf9K6iJCCdXqgLBg9QF417MW0Hbh0R\nVkA7VoE7zidbXuntcZHDHs0k7WMLZUfp2KQzqVAhQDM7/i7c+HWB8XJMZetyPG+7RCkWOAw/ULBa\njo1wws+zF6JUcJr3AYpzelSLdoJ9QLQRA26b6pp4RIBv9d6qw0Oa9l/Qace759EBZfhPKQoP79Fq\nssk01GKKPR/jonrgraZt/rsiM6YgtgHA3ieIIbO4YirG317qPpSnAOM2yALVeAHoMHmyN4acKnzu\nFfujxTu/eTZwzFNwMeHNReXECsgWnpLZpuNCBOEZpaP16bou9ixd9bc0+X9abBAeoTj28nKF1wTA\nlJYT3pFWoYVgVgDfBsBd0NnEAqQgTAMIK4oixupDwXjEVkF5DAdoA+U+EpR3P2fHBsbDHF5IqbG+\nm8eyNR1Ar1H1ShkfGm5lVve7XrKzh5lVZL6Jll/EeSsDb5sO1AnEVSj4ecvrAuMFJFLjb2QKMCCG\nDaNRMrQUygTKxTKiXqyvOmu4pcJX7XICtL6YphJ12w27ZowISFZcA7LkMNjnK6vyurkzOCthg7X5\nnOUFxWfZA8RkkYUhT0mnkj4msA1VOSrhzIxrKM2qwJNS4f3ZR5bMgcFSx8SU36LMGBo/l0WtOlxu\nafBVHWwmr62TYq2Pv7d4WQczrgw2ArOTAvGl4emSoSn9mgNxI2fGKBHScm7Fyowz30axnkmlWimi\nFG0BIZLIbSkfT62QjSLcUcaUdwbEIfaoAFPAZ4w+AbA4AI+y9oGxS4JyYcsu5gDMCsbYL3UBgh3P\nx+HWbpYzbtI4jehOC3PmzNON0ewXXkwnjysiCD+OUTp09FGB9yhO/Tw4fmVgPB+X0ZlWsBhml3F5\nHZ+vI5dKjyo46cX5Wj1VKngADrKS+n4F32rhXM9VMcVmLLiVLfOZiIKW958Vr0ybw4EzVB/aWf5F\n3ZT5mYQcTTDUzAwixenDZMbRMdGyn52TN4nJjMzyf/Y+9Cpe806RYpCBcYM2VAOOAGJYIHwTVczB\nf84HPvXNZyccjH3C1s3AUs3YPC4w4Y0p7Z7M++6yqTIv2HSAcQlRWVjz1pIV722Y3Fy3wzzyuihb\nZWOukT+lTtbOo87qUsVGlRnv9jy2kVDkvad/Qn67OgoID2XIYmAsQydFkC7BkMfJfrfIhd1cwh2A\nUbfGikFjcd5RUHZbfsEZO360TJXubl2o1XLedzKSeZQjE4r7o7Mvoo1PXV4VGC/EOMGYCjMGEjWO\nUoGYJFTBxQDcYKHGIZh+WE9hBsCYsghzQXABnwRfxDnfboY360wKk/zYAZnPZcaWumOGRZ+0gDAk\nRANeYaq4oGZfrX1eoeK3guL0wWailYw4wWGWGVcWHNvIf0LQ7qArBjg0lAEPdQduLCrLZG+obmkw\nK5LOvB9XRI7GUot7OlFkpuSzgnOYr7k4Qu2KOUQUAcguNyagsc3WgqPM+HLCjDWUqAOxeuT5bOA0\n6rCaCgi73fNsnuZl5OUq0PzoQ+/bh9UXB9uS/pV1al72AGKpqxgwj6HgbKvEVgKQbX4FDRa/ALCK\nK0awYtAc6GmMKqLAufzp3iJ1p4LkzI4P4OtNooqH6gixiCiSMM7iy89ZXhUYHxR4lFt1zUwwEVGZ\nnINMxoEtNQlIdNGTS27RaeEegPjAPJAghISg2uB9v5GD2SwjbjyLK87W2uMegLlUNMNf/6Pf4EhY\nATjY8rFPCtCupylN1phVbuxAnICcx/4F7h8Z57yc/MGDDZABEANDcsgsAzC5MLcGasmYnBnPYooy\n/yBmhozIh3MwzrTO9/ioxQH5GoDc8MbsioMZuwIv5MuYmHF0wIv8OWXGDjYaRrQLg3mgDVpYsRcn\nRV3wEZTrF9SRo4qNqolkhmAttQg1vonXpSnmiahNpQOwgnGHx58OcO4qmhADYjEglj6wF2bcrRd1\nAK6grJ1xgnF2to8mjZ0XOezUMj4BYN+ndUvTdhWZZrs8A+bPW14ZGM/JSJMRmiul3y/JkrLlOwiT\nAYDKw4IlHkrpeK6CXyjVMANx9o7OjrPAyVjWQUxBizXFJLageFc0NMICwusiZeP7kl9BMlVBB6mj\ni617ehkrKD9qU2wKmphDlg/iBz5ZZABvBWHfZ0CGaZDEGqMFZyDRIfQAabAibqbcUe8vlSdjsqYI\nAH5hgy2fm/lGWn4BbFwis20ZmP3JlXcHmTGHks87WZcZN85JPi+stsWbMePd50BsbGxwhOVKxnam\n6bu9btR6mZ363FYEGpcj4pqMCrbm2Sh5PFysBUnAlQEYEPtWzxVANlYMB+QA6iIzFlXgwUUS3TpZ\nVupOtu1Fzj0kJ3KYOtpaqafUrufmm4MiUO4HgToAcp6rCjwnWHEt9j9F4X5cXhcY3zn2nqmy4Ui1\nOJ6eg/Bqlxyo8GDxDJ4CrVRgjkqfYgoHpwRn3bo1BROCESd7SmBOZd4dZhxfJ/N2AWLfKhOmyKsw\nohAYSC8N3PIlGbJdd2sKSm88/+XMBKaCmZh3DD7sc0JnJ2TTPDkQQ21OWSOKtd3EFGZmB6JwhvBG\n2gNIcjqmU6+tmoe0fKWnw4GYZpmxiidaMOI3Zlf8tDGeYn45Z7uVGVcRRa6XRrh0xt7cfpfRZaAb\nmO8823DPQ+E8l6IKCpCoo7hqTUGW72IRCgVpy+vxMUTmcz4fIRyMxQyNJcEYokwY+4CYT7qY4bcz\n5ADjrgq8ZMQJxAh2rB1CjT29xhSZmYTMTeF0cXqS5VyfQvWctwVK1jsp8GrbLAB8APLPWF4XGNP5\nMaPIbA6A7EzOmpccQdhZcUrFqsINWAHaGXFlqFHxOSu9g66Hy66M2K9t9l05hF1Y8QTEdCzsGYlP\nliMQx2lKo3mitKLwvosSq6PSTRUUVWZctcj1Lw5nJrGRF0U5Ju9Zi/1bALHofgOB2wA1BjErIDsQ\ng2YLCiTLcweDs5Z5lo2LFCDKuMqMLyaOeCpgrPJiOrEz9imLXEwhk3lbtTPeh06xFcqqYfJm8pGS\nR8NL9Jgdhbx+Zh1tKCCC7Jg6YAAMi8WdoNvX/SEmv/YyGmU7jufGDMK+OlOupm3dAoDLGRDbvpZx\nWs14mScYe6392BjoWO5Vv7PW9RS7LYyYqgKvjIonUJ73P2d5VWDscSZiCXnfmK7RslclDS6SwMm5\nebh/XpgJglU2NxcQzgq0gLOfT6uL9bsTi3RYWOV6tlLu713n/WLbzk7WCb4rOJb+yjopSgUXBDLm\nmhO/eVib7l+cSLrJJKRc9M5Q5X9z3muepbLUgSiAyToDdpGOgxUn4Awsi2QnPluAZBkDWa7MCNlw\neNdtrHJiU9iFiKKlEk5FE9rJ6rPmjlE7bGTUNKpiK5rMHXMqp6qbqHlUVzqc85u9LIb1vFkfLJpg\nAd4DGIuHhRUvOBvB4FDP5q/DpDwVG6b4BLk+60kWWKG79Xc0g+8h8qF3NkG4bOP1jaLCJcst+eW/\nr2KFlMXbFceA+j7kKGQG41lu/BMBxpC1ORWgsWsiRSvqYOt/KvuCBENzgFm58LzkAw4VvLyr9spe\n8IQSwMj+kMlPJh2uA3AArxekDtm4+75yggBFyQdwBRScVYSsQH5XWjU4Q1HgqSEaJ4bs9/tvy7fX\nXEywL+Zs3iCkxuqQ8py0F832nde92a3KzBbARWmva5YIrm1nFKsKlMBOlh0thvea/hz12HUmvL2o\nku7t1vC2iCaeLgnITxvjyoRLc3PF2REDoiwwh/nJ6UgKOE/pWxS4mLfAUXRVS2DGM5kCXHk7qL8N\nMIatRTSRHm9ZJuIAFSWu1jBEKnOK2UBoZrCCrHdunuaVKepabD0tM8Dnkkg3KZzlcDl+m23FQbmy\n2gWcp8653E+pz4pRM9Z2OJ/7nOV1gfEY58c+PILJGJfkMqqrheTw2ysicLCr1cWr2XJcAS6u6Ru8\ncokXlivMqDaNfFb9ucdlmKKwjRpnQAGY+rET8DrcOJU2ASxWEYKJF9mGdy8pWiuATFDFnXvoRQIo\nUruC8Zr7mSvIvDEU1t9UzbxMbU+mL8pcg4MQqMjV0yV5M0uEjQnDJk/1PPWUe02qFh9uOthMycbL\ntjEpCBe5cDDirQBy4wDijVPuT5ZRnt5hLNAZotuCVKA9WNSgHCMBOPKHpuK1/IvSwpi8LWGdcAVi\niW9cZcarNcooVCJHS2VESACJOuKAfSaQ/MC5PmT9iDo9AXGtATMrDqz1l2KphxWgl7yKJ1Y2TMvW\n0xIAbE/z31Puq9K0jrBWkcX6FS9fXjkYG5SMoVOGr4Fv9CpmigwbnuDAjM+XGTQ9K50t1cf6GEpN\n6xJIJjFI+UTKooZXsAEFYGdtHblQ96rnd8ZbQ7PtQ3QfzjZGzMvncWddkBHvnoCY4sSoDTsarism\n7ZsnMJ6fkt/n6j+xzkaQwWiKxr40zBlhyokCQuGdSBkjYpK7MkOaad/NbZZK9okxbC9PtR9Os7Vw\n7rBzl6bMONYtt1VU8bRxKmF5dmeHldUYDkTJE71eEmYgVhlzAWbM4Jw1aFknQC5l7GUJTBOtQuaO\nswbjWUG5fLWBru+bfTgJWMwSBgIh0olHyQV1M1NHeV8ZZi2TPlQSsfiWlsTOmou1szpeOwXgFTwX\nEF0tWFJ/lW3tDITr6OFTl9cNxiG2kGDGcVx6rlocDsITINsvaunO4LwC8lo16mvFMJnSI1Dm590r\nigQnMzUa+lBvrwnXgNl/5W+EMVhy5mEDEgGrqY0RlGTGC+GIE6Wx2v2xrjkZyLY0TsQj4qiy3xzu\nJiANEdX1WFOtQ8LIcy83q9hVROGy43BTNvAcwiAR7dQEoGHfWSxGfFFrFjblnNkGt+L2zAWM3Z64\n2BW/MSXeU6OJ0TaSSYSgWZxiChdVpJW0T30kD+3MKyADM0HIYsoOtqbXRyeVJSfMoVhPpGlbWC1I\nArKWDU1xubIz8G5fAIttLXWc7s+KDl1MNJYV6tg317pbTCTjS7Lu3QNeoNarMxbro8hZPFF/l88l\nIwj5Ll6Ad3o+1bR82vKqwJgWmXEcj2H7Vg3WGumAWwjyatHmPdzdd3sxV3BY1gB0e9nhuZLftoJ5\nyEetoqt5l9JTCfriVVMRRZor3DQc5WDGaIJNGMPmqAMkzMRMipcZYpdXawbtU+aGmrVrhvAcYjrL\nW54TqU0gdnnpqI195JA4zALL0NH5tVfmdcjugJzsmLExa/QvMVm7EHYImpnOeQhKoCgEOW181eki\nPeGuzWXGDr7VcqKF08e1cYBp/daIKSfa6Yyh6Z6YIBJU6wjA2fEkM8YMwGTvSBBM4EpInmF5lfOf\ngbFM+27mFpQH4cIzATLBLYlAgsGuILWvDNlxvjtCYhoKk6OxZQ9JPj2/+tD7LCPWmaGuxwc2XACY\nKM0A5zccl0lMcQbC8c7j8166vCowviemqAJLKuV1YKREMyDbzsvz5qSnPZtaw+sQUYIsEBHJzp7p\nyZiEDwbEbumlIMwG+kNBuAmGMMYgjCYYgzEacGmA02ECmbmSzdIR8pJK5td0mNLRgdErMbKhESg0\n4c5w1tT5WwiLDFLcRKpsbT8sIQyQVZnmueWNvALyLC/eCqAOi+FAnn0EDYu8xHVwE7Bw5uA0S0tb\nYQ55sTPkNy5DDjdoj7RmLFe8+ysemDKzYhfVULDjo5giRgHAxIprh44A/bWaiX2NlDPInvQwpkF0\nGF5/HYjjuNxNUZ8ckF3R7DxUnXJC5lVGZi4C0Xe6mELzK9tqTeWU4rLQcuTl6t/zaD/1Kyso13Cj\np4t9YyvvC5nxBMr0Ew7GzoxFABkGtpzFcthJ5V0UVzC7ZfkISNPZ/vIsgRgDX56kNXg5RQHiwyq2\n20R7vIVMs57w2S+EjRULYbQ5LWSgxpJWCv7V9paZNQ03c5Js1HXl/H2F8AoqmeLS0cAanplEOQD3\nUUF5GDsiiFE+N02DMSwgNdfBiLlsA0wHLswY7GnUv57GQdlgYMXhsvaYMqml44bLgkN5t5kC75Lz\n3Ckzbrg0ijpZKkMQhmCaw0UUdi2AOK1F5uD1BZAxg3IUFdXimjv/KPsi289KO6tLk0RUdlyIBWa2\nXRvMDGZQAkFpC15rfq2TDszkugPJ55PlziK5zXfCWnS5HOIGLIw38okW8KQDILv8t+bbtNBMAqv1\nzQzsCcb1mz9led1gHMx4gMbQAufhgyNbsrrMEJEWD3nuwbKC85FIlo03Ojq9dX4nofwkbu4GxCSw\nCUGzqVRGMYbLh3W/aqOJCDxM9hj2tgWBiiglhquSb/Frk+fjsI9i+/Zsy1NddaCffury4QWIu4Gw\nH7cQguqDSAcEgM/u4d8VYJRWFVWJd2HCaA5L2RkNma1MPK/Cs66CcSuAuxUm7IAcq9obP22MrZGJ\nHwCN14B8vygQo5i2SQHiZMaS7Bgz8FZW7OIKz66zvh9emiU6WUBvALPX2RWMVxAuHYp9tQDT9E9e\nxRz0YDPAhJgiRBQo6U8nHZcZU1bFZaHD3/lqXlkZKS+gXJVtaYF0BGerJEBJf3YTVYFH0zMnIPaO\n6DOp8asCY5Ixl4sxY3eZJXirdX9aYAZi72rJiNbCHELWNr0VKweYTvtvY6eeFDPnSSmdswivLoGL\nyEofdTofGqIKtZpQ5jgYGKxD8TYIfWKRxohZ1GZYsu9aK3DIeu0jtMElM3arCmIHAArD3SonvtM/\nxRtTRJGzOmgQcp96yBR5hdtpuM75OYQ5ItnqvRambU1jU6y2y4Ozs8uO0aOxcUZjKwGAXGHnoomn\nSzVxm4G5MTT4+yBd4dYTPvSf7XYT3YpDkKXLLWHuucTzlIYJD6P+V2uWKBfJDsLLPOS1pS5GtUBW\n7cRHWqJPluE5pY02IBimwKtyxArIQLWosXGMZJqOgrK5rThbiqffkf163alKugDPAsQ18NeEnd6n\nSaUbVdy1AP6BkX8eEAOvDIzHh69Rm7jcrrp9/hHk+RsLSs5m02j7xBCbgSKKluYt2T556WdfCIQZ\nl51fCmZaHAjtAoPCPTrNsKrtqrrUAoi4uOcPxlQx3AXT0yOShNW9mPYhOh3Rnk1U4AF0ANfeZwtz\nUJjZcQ0W744Q9bht2iF+2Du+vXXU7KGyQ0gA7gsA1+0w87ytsbFUtRDZh8qBdzM1EwDPXXCzeAY+\nDU8qgbIhz0P3wqqR2KAyzmSmVcZ7Ah84lfuKugmzkLJ/U9D5OpZVA+q4Em8kS1xW0mp4/H5KL0St\nIxSgUkvh2P6L9DhAd2EXJ0veMQsL5icnwA6/U7IDmq1ochu/dxIQdTDf7TtUt/6OCYjn7ZSGk3Mz\nqCMAdwX8VUH9ePl80L23vC4w/vb3p2P58IWev/0Q48M3BsQNYts4JjZaR0CVXYVSwaYHJ5pnfY5h\nRa0ABZqX/KZlbzK7CgBOl9ZGwNXGNx4gBkCwaK+QYu+KmBdluBNDRcnoW/sQdRYx+zhvIJWRTsqb\nAyAjtjpzcWEMNtz077hc1BL6ee/4cNsROTQ1Fv3WyoL3FZi7nxvYGmMbUszMbD8AGfbOgVv//9h7\n11jdtvO+6/+M+b5rn2MfJ7YTajv2ieOmYpEKpEbQQCkSiSpK6IeoCEgE4UNbpCaCRCL5klg1LjhJ\nVTcVVdMUcako8AW1UpRUkSrUgsRNVVUhqFApfRs7+HJ8SThJfDtn77XeOcbDh+c+5nzXXmsbwYrl\nubX2vL5zjjnmGL/xH894xhgyZ9vaY0JMDsJsgUz1WMPedZOByQuuFF08A1nGGuah4yVkAPP2L3uW\nuEJ2W09ao7q8kdaSss14tld6zF8Aj7/WfFx/xF6DRDqKmIAg/aZMSOBVeHKXTqtl5XeuBVgqGjiU\nuueCKQxb8FJ5VdqIqaRbLMwWWq8Jh0eIDQvgNQqvqW0jK+JyH7yX0P2imH5cML6pMB7nt8r69k2M\n268ogOOP2wIsuk+LgLgZmAXWpFP1SCaUrJkzLUyN6gk7Z9fBlHU6bucCxvAuse4Pq9sG4KyMa080\n8q8amS+lxqTXzA+0MwqI/bgq5vNIDUsTfJNUginjRvCJRWNbAP3kLDC+WYcq48gsEVcShzYFvY2n\n0fO+g5qxDFZzAQuMR8PSWCGtA/ITcNMZt12AHHCP7s7zR7HOKrNShh9LHg+TQva40r8ClDHEdKQD\n6LRBOpCO/qUpiGx8X5sJw0Ae25MqdiiHTTgXJD5YEOIb7UM2lbnzp79zqRKDp3W5QhVlNguJm+YW\nxGausX/y8ywStm+QrRyWN2M75cd0TQax053qF6Vp21pLKJkZ7acP0cb1AfnuL4bjRwbjr5R9vn0q\nG+en4Js3wMsCtIPAd9H1ODicqS3AMFgPAAJpUj9cSeRmmTKTQPJv1dRQYJ1+A1RYzyYJH42NovX/\nqFN9HHQ2CABgzt2qI33aM2c7lqheCUM3CQzLEDpNT2NRm31gUderKOFTKpuqh1EdhncXNhNFI8JL\nq5gpbg3GU/zk/TywkangdWffQTxMGYtNeB3QThhyv9t14DabKTiZKdiKSZ6+VSpsS+E5myk0HryA\nSrUHtYMYOKPTikB5NEzmiB1TBU/nEoiZpUuF13s4bVNtuGyUehEibJRcvm/5pP4a87I5RCIEKJ0L\nEBv60kMSpb1npT4svsu+OrZbmE71HdRC0/ZBO+oXM6y371hvomFVVWxtPA5egrcr1bh5PpUz5PMB\nZmHKiywPgvH19fW3APg5AN8D4E0AfxXAB0+n0+319fW3AfjPAPw+AJ8A8GOn0+lvPuT+s5li3L4h\n6/NT2W4HgfByALquxyHA3A7yx0O6aoJtDksdf0FbVZGVUzRKuMvKZL7Yc5cxaLrb1QbE5A1PAHBs\nwNXS3NleEi75vi2h6ghJNMvCymHtuWeKeGkDrRFWEh/epSeXwOn3vlLbXUsquLUtnG/XbKaYYGzx\nqdumgFed62wDYj0eIGY3WRwW6WLcWRoq5ZkD5z5wdlUdPcQ8vuZvmeAs4WSP12YgJk6/STfzwlFJ\nsbEXq580GDyp4D0fa7MxVxBvlbGFwzwnLGz2LfLA5s3ShHbLJyUxxyvMn3uqbgdGZgjLbaupolzF\nkLGw2VSxhBm8NdGEvTgVGqo8pCBNNPYnhXluH76UtqeAF/imwnZnizXiSOPQ8sL9l+3VpTCbI/We\ny0OV8S8A+A0Avx/ANwH4ywBWAD8B4K8B+LsA/kkA/zKAX7y+vv7HTqfTa/e9+cZMcfumr8fNV4Dl\nqDCWNY2jwHgcFdQdtAyAD5Ai31QvgTDQ1CUu+yYGgOFV9HIuwXreDhBPvrAJzlfFTGEDoJM3cogX\nhNm06uIZRNMzEURlkXXgY3TSiTsnc4P8cBvHM599HOU0vkLMOiLmCQC4OZsyrq3J2cY9WBvcCogF\nwucE6sNgHGcQDwSkF3n32864Xa0RD8VnORVfAeAC4QCcxWWBc4JBNhVkVWyNb8VUwUN8qWd78ZjN\nFTyZKvYb70wilkIlCQPzsIAfj55tQ9VdndfquaKuLs7aBLrptKs+sPdoHRDFPub42tnOccuI7imU\nnke6Q+ldSxh2lHIVSeHx4F3hM8hTDiOVxazjGdAsevJz73F0D/m++4DlZZJO+wAAIABJREFU3jC+\nvr6+BvBdAN51Op1e12MfBvCz19fX/w2ADwD4p0+n0zMAf/r6+voPAPhjAD5y32dszRRv6vopxs0b\noMNRQSx/fFiBcQSNDixH6TLNDBxYPywB1KSrMDfPnKI6CNad0xN+acyaXGYyePT4BsA7KtnsxObb\nKvANCNtg6j4oelI5tbYU1b0BlpHdCGjZTpoSabpFukk6zpG5BcBhAxdVLBC4cWW84tm5hxnD48ni\nknzCyXNSwQ5nOz4EuOsCHC+A+KAjyp13vSmCYfbe9maRMUNZRubmdC2n3xiQkUqqgGUBsoKYKNmM\nDbizuYJHqMRLQEZWx/pHnGzFcA8XpGNDS2ar7mcFXNSwv1L0zpv5kBFckon+zm3qBfQS+Qba7MqX\nu8B7Dz9Oz9ZX3wOdhWVriqC0/VDBuQdhOU6qkC3v5WdYeGP3Hk/VmsPDwhfLQ5Tx5wF8r4E4Ld8I\n4J8B8L8qiG35nyEmi3sv2wa8N33Nt2+AxxFYrgS8hyuAV2B0gDvANjJrGnPBoNpkMJnG0m1TqoMx\nRkKeYcNAHNAhUEvK045RBa+P4OVrtRmrrInuuwJhGdhbtuuMFRp2Vz1mG6Y4qamawFMCDchk5Rg/\nyZBWE0NLPq4tTQGlcA4zxVAzRTQqzUDuzDirWSKvzxOYBbyMdWk4GohZzBRHBrrGt0M9N+CluLK3\ns9bxrLIMyjkWqjvb3HBnmwnCCmBmcnswDwa32U68Y6pwKFcgm4tbBvFWGacxLzRu473M5qneATNe\n56rPZqmpw2Um3xc84RFhgz5tFDFmm/FWGedwlu+Uv9uOGs7bBZ6X1gDMJcSKBLsrWyYj65VKNR62\nGzuxEWdt+4GC2Jd7w/h0On0RgNuAr6+vCcCPAPjvALwHwGenn/wagPc9JDBb1zaxGbOZKfoV6HAG\nDlfgsYLGFXDoYO5onMaZsi81xBeZuIN07gCDcCvbVYkUKGebqh9LPsWqhg87KvlAVGB8pZNOdma0\nQegEnWlBFLKZMBjsDSMgKjZmS+gaQ0md5H07a5FRUOX7luEj3AFi6577zMwU2oAXDX01XhoBKws4\nxc4bID4nZXzOZorBWBfGcZg6lpl3DovCfYRPtYAY3rkiqtb7HhRhusgquALZYtuLq8mumxvchsb/\nYAYNJJPEnqkimVOya5v6Hc9mivyF8gBBubADIq4B1rGG2f2Tcw1oo453c9slwCQV6mCSHXtG9HeE\nv0+Oh2JnLzU9ngLD/pe/IVBrd8VkMZWwBchlyYrYnkURZv2xq2XoNqVO5oxo8LtrMabDs+wLLV+N\nN8XPAvhOAL8XwI8DuJnO3wB48pAbvvub34lXXnmb77/vW94DAHj1W94N5rExU9ByBA6ybssRtFyh\nLUe0wxHtcAVajljs+OEKbTmofbSpbVVc4SSRz8eySqYwYQDJDWx2a9Nqfovq/jtfeRkA8M2vvAwC\nwWb4KOaKoXOUqbowezIjdTHmSMuhPHSITSQ152DOMM4gTklTE9CshhuiUPrGt8gnfNtbn2AdOv0T\nrLagNQWEMl6H/Y20bX7G4iNtI6e5n3GTyU4X3ya/H7PYilkLscj0Gm88AtisdmqOKave9Q7xVX/f\nO9+aZuiQbs3HpeGqNVwdpKC80t55V4cYyc1s/Taq22FpWCh3/R7RWGedPDiOdb9Oe+dleDPAg3Ez\nGLcduB2M2yEufecB3HTgdgDvfJu8w3vf/lb/3j4GCMPTyxjI6AuTQvo/WcN82cONH2Pz9EAqBU3R\n641GxzjfoN++FbzeoJ9vMM636Lc34PMtXn3X2wEA73/fu4GrJ2jHl9GOT9CunqAdn4CuXkI7vOT7\npaHOwjOr1ARiStdUVssB70YO8hxA6a1nb6n0CH/wezQdvecdb43Y2VPo8zaAT71eza+XFnpYrxNZ\nrq+vPwrgxwB8/+l0+qXr6+ufB/DO0+n0b6RrfhjAD59Op99z3/v23nlZlgeH5+vL15evL19fHuvy\nx/7j/x7/+Q9/93P18oOV8fX19V8A8EMAfvB0Ov2SHv4MgN89XfpuAJ97yL2//1/7Xrzytm/w/fe/\n/wP4yEf+LP79j3wQn3rtNfGgWA4gdXGL7SPachCF3Ewp63lVzW05gtpBVe0CEKG1BU07iTTtIELU\ntBquSrkRCHrMrmlAa00b8XSmB5DPoLwgJtH8pldexh/8ru/AX/87/wC/+eWn4jnB4i+so2246nWF\n48o3FDRSw4goYaDY55DtdhaDFLX5PYVMUNs33GRBFFVkAvDut78FP/jP/+P4r//Hv4fXv/S0eE80\nlSJWi+hJkZp9100NHAMFNVW/i9ZSDg1o+g0OpHFLlKq9piotnqLW4IMRAd5d2p/LwHve/jJ+/A99\nJ/7cX/+7+LUvvekNqUeyyUSbj218aKSquLkSvloajge55kpV8tIo7MCIajr7t1FvCq/pmDkjj2in\nc/cNdkV87oybtL4d4lHyTd/wFvzQH/gn8PN/43/Ha7/1Zq098ZR+PPfsbF0YDjbSxN4l4QNt12+6\njY+Ocb7FuH0mivh8i3F+hn6+Bd/e4NV3vQM//WP/Fv7En/1P8Mlf/wKWq5dApoSvXkoq+SW040tF\nWW6Vat6mHUFKk7lDj5WUPynhvXu7GUOW97zjrfh3/uDvxl/8G38fn/utNzeNjLsKeY7i5ywP9TP+\nkwD+OIAfOJ1Ov5hO/W0AP3F9ff3kdDqZueKfA/A/PeT+n/nsp6YjYq/8xCd/Fb/y8Y+BlqMDdrM+\nGHSvwmxxuAoQqwmDWkPTDiICXt1WMNtajjfdzn+Lb0dDXZrGh2JGiqURhvr8vv6FN/D5L7whDXZQ\n+yO0AQ8xO3RUf+v4wOEGNzWOYMfJHjsmCpLtYjs2uy8qhPOxoSnps194E5/9za/EDAmUzBSaGAfD\nzQVzr7tsOlg87prHU2tN4y7MFAEzDghP66FmjF4gnBv75AU+81tv4tO/+WUcE3z31jaUZvmzcYx9\nyiUbPc9MRclMpFTMfsl11LoR5hbdvlkZz7qYJ2ydt297vMMnfv1LyTQRccCIwtw//bRsGvvyZVz2\n5JwbogO8YeRiN1twX9Fvn6HfPMXQdb95hn77VI6vgoRPvPZr+JXP/N9oT96C5cnLsb56GcuTt6A9\neRntyXkyP1QoelK20BIVEO4CGYHjyBGUc8fGDFLBGld+7rfexCdf/8rGPOJXPVf/Xl4e4tr2HQA+\nBOBPAfhb19fX70qn/wcAnwbwX1xfX/8UgO+D2JL/yEMCYxln3pfupD2MQgTY3FvaGVg0Jg+xLY8V\nPFZgrODliLEc0ZYzRjuAtBu1AXi0BUQLmm0nMLe2oC0GYD22xDa3Bm4ywhqTDHVpf3Z87eKN0EdH\n713BS6qKyae3sQwmdsQK4jpzRgIuTyAGX8iQCo8pwcEUtkYrswxSb3AlArT9DucuKo208TM8Ftjh\n7PBhsYt3htvHfV8CLj67xF4gNWYMEhtwGw3NOheYKk5KMGoBcCXs8QfVcoQKGIqaSGdCY4Bs2iuL\nSwDaQwggBrUYA0Rc42SUPGGUATg9x/hkuxZ2/87S8OYQBfnaGm2r2o1tC2nSqP4g0rgyOO0uE9DK\nwtN5e586MIXeWhNMTkYkWtMH6yIDaAWehxf55+ZGGu0ziNvGdZMd+b5AtmsygPN99vaAyBP2f45z\ni5W99VezPEQZfx9EMH1I/yykfDqdluvr6z8M4C8B+F8AfAzAH35Ihw9AoFv3FcZjgLkDOquDOHV7\n1gLB3NsMwAdgrMA4g7t0CBluptBu022JfQoQox0UwktAeEnrvoAWg3eb4NsczDIEZkM3GPeBdR0Y\n5MPBxMSPFMp447M5qSwzU9SGvrjGoZVTh6VSBmo9NFqOZVxljineIeuzkmAdwG0HNuM/aAYlg4/B\ncWRQWvijByETg5sA0Z7bCNqBRRoKa3dxAzEchlKIpeo/S4Hiv7MSw99VC0EGVhN3A36frvFj4KVW\nt9tgtB6eKzAAWpR61JJnzg2IFbpmniqujYxitopagNM4wT8vO01wtLdJ9fvz9toKZv2omdS8d711\nrDJFqhh2ebkH2PDlj20DaG0gi9/eE8h715aooc2xHEUzgOfXzdFQ1/Nw/w9bHuLa9lEAH73j/McB\nfM8LhgPAthqV3WeYO2zG37BZdYAXAXHrsR4HoK1AP2C0s0BX7ctEAtwZyPBzi3hdtAW0GJgPCmJd\njwNaG+ClKXibwpcKoEdroYz7wNo7mJorN0bzgVdMJZXW9uQWtec6NBxWVTGLjTllvJJCatKKxEox\noh1HmjRlvA5WZazXU80UhFCwAZfcCQBegOho1KAh60ExJoOvU2rYuOsZnBEAc5DBjFtTNqQAsQNU\nC4LB4knSGQHgJoq4GYi7jh09WKNTwuRxZU9i8/5NI+4B3lYgtSGTEpygnCAM+44BZY0IzAtd2Nk/\nnnGV/PE9TjEnjxRZNKWjfD7BFPseCyU4yV0vAB4Q33NrqwDe6y5Nm+vLfeYw+DvT/gXTa96tjLXw\npa9OIT+ugYKmxBY9dzp4DH1R0xgCYuIOmfRsBfgA0EFGc2tpvAoFMCfwIoHZoJy3BcD617tudwHx\nGGjLATyyqWJvLWoYgPZCG9IFk5pPtcTcVOmbEoI37FQQj3RMlRYH/Ga1XFLHxeShKZAVLpNwIojv\nMCAKOcMYmJVJUq4WLlOzvg+vTg+OMSTCLJK7r98nWbMxtajm5Iw1KWOBIex6Fj/zQYyVtSGzVVXc\nMog7Y2kRJoLp7QwTdggNgqthh69OpSWFFLl5ZIZy/qYWDx6XBsbyKSm+He2zpQ58bt+eyy6Ach+N\n5sItOVBL4wCvlqg7IMxX5b2simNS0wsK2PfvB+R6ZlpeQMJWZRxKeF6/yPKoYLw1UwxdizIWe7B6\nDXITJcwkx9oC0Cr2YNLhNUngyrS46vXBhNoBRIcKbTvuMD4GkA/HAPEQW6Ko4JYUccNYqByflbEM\nhi/UY7NPIqrKm3FxR1XJY4TnhGXY0tAFU8ZIqYM2qWUep8qVz7RoBzyxGQ8Lqf8Cc/O7qXMkhTeb\nGWRmaopCAAbjdN9JuZlSLzihpFoKjPWPUja0BkxVp8zQAfutADAVTGGWMBjrelEge3iRChIgGjd1\n2wqGgaySDb4G56SKEUp4/kN6T6sfWkBsVmV731kVb6CUy7k71XFA17FjYZk+BFGsKf2L2MlBMghb\nfCV/frc3p/Da50t3Intu2U9A3rx7er8dXF4u9nlz3pUwdrPW14gynl7D0awNeFK9106YZNJStmnI\neMZwEOuYxjrOMdt2gq6o5aNCe4Lx4Yi2dDFVHI6qhgfaQW2Hg8VM0fIfyezNDuaG3lcAQO9dYNwg\nYXYXBsmmVi2dOwR4z67ZbJHAuwfm5xfT9QS7/Km4PevOma1VvybL+f+6BJh3TiEnX8onODKkm0OI\npn1M5k9KrJgpPilmjZ4IV9jBW9OOLW1SxSO2iQK8jcP7hAloLN4lUSBYY22CcLITz66NG7MFEox5\nLypnbIVyLDGxA6r6LfKxJIUpgX9OTwVuFcE5LDUM9l2zMk7HTBU7fPfhGpCO83vHSlD38sJzyVmf\nmP1JZgA/N8s9Z3lUMJ4bgmNfq45WBeQUQUMuZBqifkm8KgTAA6AOymAeHdyG2JZbB7fuMOYEY2ij\nIPFR7jc6fByMcRTvjr4AbpKQv+b2YwHyensGAKznW6y3N7DZSeBK3cJGqQtt6mZrMyon39Ti7jWp\nZNuWFK61CEvkpJrNt7cJzDSQxS/rJLGsLlpIVyar7nNTYShU/3mCOAVx7ALWzGmvwnmgn5T5cqLZ\nU231rvXSKSMSw3sJngdjUbOErRsNmc0aOr5JHtQHyeat25x9rod6lJhftO+LrXrl6n2y7ztsYU/g\nTe9Lm/+xhfAmMoxwfOFYqoyTFa56TOOekzeEpa2UvEpYtx+GyjoXvLG/B2HZ2163BXHe37D3Rci5\n95u5xHmB5VHBeGk07cs6D3pO87tyVNpq4561Y1PZlr7mPaSLjEUJn4FavTOod4inxgpA7NHMZzAf\nwTps57A+wTK0lsCYxDzRWsMgwvlGukOfn72B26df1plIrPHQwCwdT6rnxHB7cfam4FkRI+yyZZSs\nNA3V3rZNSeW1DESmMMun1D5sbOSh9nnAMOxxnb5BzVx5O9HaVjlnJPEVu4xCYOCOdG7AkHDtjZ11\nWRjFU80Wby56MsCRfWIZ+a+PEfCFKWMqICbIcJt5UtZYs/sad/VSOXfgPATKa1HGk2/4BkvYHLuT\nC/nSVDMo53g6Npdcc8m2c3vZ3iHyhd/UKzdSvZyJ1MQoJgPAj+xpg7tE8H2vre0kOTqpnH+R5XHB\n2CfslKU12fexISAv7UBODVUG4hnIIGuyIQEyk6hbqPQAq/Id4lc1msCa1GUOB4BXGUeZD+BxFhj3\nA7g1ATKZn3FDDCjU0IlwvnkFALDePMX56Ze1AbGpDbv5PtCqp0SCsI87YNuwbcBNEwXKUNjKH9kE\nrpt9BbSBNylncjNQgvGwYV/q2AQMDpdUNognlcRIqTRlOUr7bN8olmySwMX1viS/gxfpIq4Nljq+\nrRV2MmuJKGBapeRmBo4cmHEgQ8RCS8fdtJTMTH1wOi7X3OpYFOchyryzzHU4YI3aGVNbCG/edRMd\nUVBtIqko4oiXAuo9WZkeuq9C9xXqfN0WwPeDMtI18na5MS2NwvaCy/47pW2KN9y1Z7/A8rhgPCnj\npvs2SlguQT19aKntACaTu/o5OKvkJNJmGKMLiJuYMohWSPQohDnszTxk26YnZzLFTX7MBhk638gw\noOebN3B++hVVw817ALpCprb1FR7Jlzh5SjCmteadcHUDbOZsN4M0A7FO4GrPVyDPk7q6gnZHsQFw\nB6V4K3FvphFQ3McwlaVaWgp6d5Ux4LN330tyZHBxvT9MSU3LRDKL08E6cwkBrVv6aap2w9aZZ+aY\n981klD1htn7jAWFbr95BJjdvYvKbnl9jv0CKjTu04nNV8n5c3QXkS8tWBd997TYQSEdpumbe26l6\n3TeQF47dCeJ0/EWWxwXjpb7EkmHcCOA0/KEX2FFNFqVT4QuYwiKoo7IeHAA3OTbU3IAm29RAOIB4\nBUZyk9MGQOu1RwpegXBqwNAvQ0RYnwqM15s3cX76pVDGCkMydUx5qMwwQ2TF663r2NlGBjTAft+Y\nRZvUs8Sez8lE4vCmKBxkYH6Nx2FmCgNxgrDaqwPCDNiM3OFVvAvljSjL20lq5J9eTOob6Gwz8e5v\n80EFsY2uJ2lHJhgaOkP02rbCIAM5YJzAyyjDaWafcbNThyqWYVXNH3lPM947w5fL7oibiyp5utT3\ndYPy298duv0QR3FzX0jHW8xboZL9WBZfu8skay+EeZv+9kB8wYXunsvjgvFGGeualJVERqAKYoZW\nMZN5AtLoFwp4CBxI+70xgXVUWIAUwqo8WgONFWB1iWOZ6JSt0U0bA00NWzKKUjE+iyvjZ2/iVpWx\njYEhIG5JGVelu4Vw1ATKNWkfCuR5Ju1w31tKl3CHNdvkrQMykavasxXGxN1hnEFs4zJIg85QIAM+\n3xHEjzok1PMzbUZGbsT1VL/54Z7qy+fut1i+ZQNxeg5DQNxZxh/J4IgUwOU4gGR6Auaaj9VkbFCj\nuTHPxzHZPOke73LxMo5b8HRcH+EWqB3lTNM+ADE37RSS91W/9wd3Da0EI0YtrscCyHfzdlv6bK5L\ngbwLxPcO/IXlUcH4MNmMD2YzTso4yj/UEs/7/3JkfoWEeGKo7Th7YmzWuu3q2DwwwhuDs2eGJgDO\n9yzboogBU8ZfTgMVBYht5Dh7nQrjeM0M37oPh7BHiQE4T9a6SIcWbmm9LAAfxFNkOQiUmeXaAdAw\nGLPY1TFk26CcTT0ZxC6I6U5Whi6KJRL43r6psWl5DpzvjzF4zaQzxKmGpTFtGVC/49yKH3bnGdCl\nVgNM2xnKBl/odu4en3BhgmQb4v1omJc9WlrhvrkuP5g3AN7sQ8L2EA5dguND9aVRId8xQzpfd/m5\ndi7dJ63yby6BOD7Pi9H4UcH4os2YpBFPIjPoZLAKRSzHY4JJUWvSZbWBKMwU5dPZjv8RXB1CfZeh\nVXc9brPpsRa9EZbwZWUOm/F680aCcdsqZEq/Q94O2JtiyRl0Vsp2jJZFehwu6j+dZ9S2yVvbAuYD\nqHU5BpZGTKtVNEAaMWVNOr1VAXHal9F37ONpwcRaOHqE74M3L+Xb3FtuzQCOnnBxfquC5j1mGbBI\nZn1l71Xeh84K03Lm06KE57tx4Zn3JLX9ncK0DHTk23cp40pG2hy7+JrTuT1f8PRCdwFYa6rl9kSl\nvLikeh9y/NJ7yRentL1jptj55pe0QaS5fJf5ooR4BTGVUy8oi/HYYDzZjEsDXvN8L6IziBfVZmjO\nMRjTALFVk9WTQnMJlRSY1t4QJSCOCdQNxnGMFbiuYHf+AsZPvQEvw7gtTXt9SS3AwavKOnyAbV9D\nytM6/cdAAHiRgZJoOYAXmU2blgMwZJ94gJeDT4rpRQFpNGxc2xjMw0FsQ0aKbbkhup4ZjFsAOS9U\nY76c2snMNZ1bsUw7x7MeugCn3fMJpayqlLSXHljdKhnouuYpo+f96bF7HWpy8pPUSQnWBunagKch\nmXByh8/Ac7hQ9LDfbv5OvI2mnWjdKWJ39y4FaXv88rfbXkfTkclMUa7Y/+YzR2sBs3MuKWIgQPzi\nKH5sML7kZ6zeCZY5LMF4tLJ9AI5UnkBMOhGpcFjBbMneQZG2hWZgJuiAkbqvajjB2EYi481aW8qf\nhTK+ffplB3ArUA4YW4Yr2zwf34Nw3XYQL+qWN446tOgRGEdRxiyj4REPqYMHCtSBHxsYs4F3hvKw\n32rKJXMjNHtFWvYSfTrmGei5KZt3L5qzpt3r7ttFpo4u3ZQKETvP9TeMlK7s8L4a218MGlXHlUK4\nFklpPYcph3fvKTnke9dxvTCT7BKQ93p37B55iBq+L4ir+s0GDnu/qpIvPacmjpwm59+4w1AO//8L\nIAYeGYznJJurDeTDZmrLfd5mSUTm78oKVDknLeE6x7rCdoSCzvuQfQmFQUStTwpxTgZRt4YMPy0Z\nWfdlLdX8MVbxUUbDQHPV2LhhsMG4fGLM1dPSLRVTkp3T79B3Iwu32XttONIjZGwPG270qOuD/un2\nqhN+n5+Bb5+C68vF/hjJNq33KNtLmEhyit7Zpkjh2P4fl2+UzZR40m02F90PH1Ywa8qknYjnhLUC\n5Ok+/pgtFi/C2t4zJYPZp9X24g4Z1PVe8y/KNbxNQvlWHmzv7hcFEWtEz2qSaL5Rfi9rYI8r5Njl\nMO/eKj3jUvrY3JI2v5hEwY6/e0qP8rr1CXbfrwbJjwrGaTSKus/axTkpt82fqhhRNOb0LW5rg4aY\nAgyqF4DMvg9EK1TezuucwXgSKTlZxzvIYEdia/Vxdzm52MWnthsjILzVEHs1yNjq0m18aAGkypVZ\nOrPIkKQKyuUAaGcWsg4tOm0V3z6V4J+fYtx+BWGDSbZiA7I1GvZjwLcHlMm22+TP3GKbzMUwvZGD\nZsrwc+bfywrVx2V/uZiBCBvE+Y5958y0BK9LXbL3FldteTD3lKAiNdTti/cuBL9bZfpZB8lcoBjZ\nUhoHJG15YMjXIZR3S40Eyji9cWHc+c2lff+6m/vSbhC2vudzUKm8kv2i5MjcgHuXaHjg8tsDxhN4\nszoONZLJZArW7kHAaDFK2gRk3gAaDmT3V6YAMXnHEkRmnHstTe9gytR8T4mluywPvW/x16Tt/gWc\nRJbbglqiiHX4UZYw+PjPqzTwjUXsx21REFvDn/pUrwLjsT4F375RYMy+rfFBSRk3ATGlbbZzZD0P\nw62OWnaxs2aRoBwZEDJedzLRXVtbi8bzsw3Bnjtdn783WS0s9h+SIedrg3n6vqogc5+PvfvvP1ML\n451nSFzOaj95KxWe6zfg7TmywPk9Ubc38MQGvLm3pWcpKsHylZ3bPm+G43TFLpzTVRcgn6+LdDSN\ni5F+PxVp914eF4ynITQDtAPFzmvnMoiBiYVqSoBhzBrw9D4KZt41WRDAQxND8sIggbPcs2mkZ3Vk\nCZUjaF6gqH2WFMIspgq2cM3QdedNWdduBtNC2xLfC6rkkiaga2D1m0Y7CxDNjNCT/7F6Y7gyvn0K\nvnnDaygVxLpuLSBsvRUNxjYI0xLHydQzHzSeDvBu2JShmyEcUTBDt2b8/ZERvjrtMmUxg4V5FCRA\n7Spqv8dd+GUHip0rIJiO5cBYw+s2tPV+9YgmXsphpv2XqBSMYGdFnIl6qeCYwJuEdTkOYFuA5nO6\ns4G/XzenkLRNm1+k3271c1XvVMKWa19fTQp7XDC+UxkPV3ozhAPQuvK0pJ06mHxkKVHBw+HLk8mC\nrRefgle8dwTIctsG7+AAaFpO4ZjBnE0t6NIoqEDG0EGFRkA3p2oLOyhMFXMpHy88HfOagxZKfQAk\n4ymbH7V17GDvCBKKlbseu5UGSJzfDDNFBj3S2mZRWWIEPDNTOIS7TCAr5hEZEY8OA6Cjg5jcDGSq\nkNJ+TSFEc7bZRISf2a2iPmTJUPIQ1eMqIu9/74nNtHMwfCrCzrp//6rJ5sJr9yWgaJ9d1ECSN/Kl\n80839410mME2PzoXLvJfei+q126fU36YoD1/+arK6+32ALxzrnzcODhDOF/7IhC25ZHDOKvgsT2O\nGK3NPNLM5Ms7VxNzsguPME/s2IwlaQWQzU4c3azbdHd7cC4gQsmLApZuXexKeKg6TvND6DnxO5ZG\nvayK2YBUMgRZmk5pR9+JrYuyTugKHYcCVICcx7BgHciIWwOf1UxhyjjDdwfGtAhw89jQSMeoHcCH\nKxBfqf3aGk8hCb2J2Yaw+AvVDJOO7ZVB0zm/xsq5C8uDMpFDqSrlbEatJ/YOzIGfqbyvrfdYVS/Y\nwvbChW6OoOl3kV+mMF6Acq3ERYTvFok0rfOfxd8lEO98dENwTiMLrWm+AAAgAElEQVRVqaJeQZdu\nTyVcm3tODXiY4L8B8/Oif2d5XDDemCmiip/Bli7Y3TZfZOEEu+JioNiN+ZJCRkR6c5WmPdGa+i27\n6QIJ6DkcZtdOZgr0ULH2hAEZ18KVsYJSTSoEUmWek226Be+oRWgNAATCqL7LCeqAgXdnreNmDIUx\nr0/Bt19JEZxBrO9NS22wszGiM4iXQ+o8MjwXyjcSezaxdEChnKpphvKkQ6ju72YS3H+5fC37/3s1\ndmDD6N2bebmyOTBfvGOmuAT93Ydyubg+MsXvjlUi34LLiRrUqJ1YQTiB70JgC5j9WsbmBStp4xCl\nZ/plNMXRHpjrzjaN0BSEpIY9r6Y3nsqse36gzfK4YKy9vWKZzBRl2ab4MkW9E1l7ydlHNgXsDXfq\nFZBsyEQk0+5giOWZAKh5gn0WtZaeM6vhvG2JfUCG7sxgtMDatvRsMVVMMMU8fB9EXgsAa0Yo6Tf+\nz920mfM6qXOiNEjQjpfDOdmMb00ZT++qcSCmDgWvNdi1Y7EfUz+ou9+QqqnCWMYDWUB8AKV7V301\n2VNLJthmupqJ5uvvsaQkdpencAGxPes599OPl+6/dzfoJ7IqvHXtv+MNNqdSz9W905qqa/qZeuVl\ntmQ1XK4hT8oz7ObN8gknuBZ4F4Je+u75HtuUsMPxcu32mnR850PeBfpdE+IDlkcG4ztc22A223ss\nnK+TxM1mSE6NdjwpZAMygcUk3JoAmeHT6kgnEI5GvUvw9e2ue+brq8HI2Vvrt0wKXJvDXv2PK5CB\nkhptiiLPw5ODkgeLt+ZeIAAMkueT2dd15mu1GfPtmxhqpqDyjoib+mBEx2i0Sw14BmgfCc5AvGiD\nIh/iW2cf1JxbNsfine2S/Yyyn0fuzDcTgbIJ1VmUMnmqkNXlItS2Sji8RrbvYH1BZ5BfWkzN1rvU\nnCFnNNSeb3YaAyeThceFfsOAKKXIvgzE4hmSIL6xGVeCTseyKqa418Wfx8m92yIV3iXsSQ2TAvt5\n6e1FlscF4039bsrsmXfz3/YX9Zh2b3XobhSyuX5JImzehtTQ9DfsnhSAK2MzUXgHC3viHDhRxl7d\n49mrk6RDBpnN1Hr+mRKyqynl+ClV5cSZARxzwINHDFBj97DGzdyI6OMza6cPXp+pMhbdRHuxrTCm\ndt4oZDdZLEc1XRN8lpSuXhVjBaxHIKcOAEX5WwTmLQ4gbK6I/edllP3zRR5fvEcGsXOoMrXe7g4R\nFccmNZsAtgdy2917bLmI5PtPxYA0XufrkqjJ38LTMHJSVETl97rwcpf4OtuTC7k3P6gIrD/Z+gHP\nwSnbm0bg/B5zgUJh2y5PvHy/+y6PC8Zzt1nfb8hjQHi34yFwGSE4EVsxbEjGB+CVsK2+y5len8EA\nuOkwiINi36A2bFv//P66lUuF3ChTp5hASFv2AMg3HYB2lSYSn2kvrZOOgb6x7fP27SIMWdGXDL63\nzAVMjcEMZekePbQjS1dfatI+7P44acxbb7fmEV0GD6CvsMHvbdYSKSC0c4iaUzjFB6e4YIPzUNMX\n6/yFczbaocZ9oV0APP0ogBWE3AWUfYZM3HlrE6A9ku9D52L3aKrmi6itbQufmoZz2MnvRel6K9gd\nsDslox8m/X357XQhpvgpbE4wpMtQLkHfeF4kpO6Blupv/N6bMmJ734csjxzGlpAJ4AbvajwQ09YM\ny29G0qpROO8zEN2dg0mmmFUMyDllYECYHcIDAFoaHrH8yb3sXwXY3ChliS9AGd9dwUoAFSDbTzOI\nc9Ugg34GsByze+yOT7BJSZZl67uUO3B+jnwgGgSGwE/M2vp7ZmBVr42VvEGEAB2sSAck6quP82wD\n+ecB8L3Hng49ag2cNl19kMRgbAnFMlHOcikL73Fu78gOCDdwLhCbgH9Bvu5y14FUG482v9ilwM5B\nTe8SRLt5Sk/Mm6Cn5IMcSf6uDtMU7CkurfJFaSdMzQHwGbgOwr1j/kp37KfvfT84XzBX+LkteiuY\nXwzHjxzGZiFT9y/rQjx0NobBPmkzDGCeCxRKDqeIoIqU0LKAcqXZOMUMDFJlLM9DY7ShaOU0FdII\nGNu5WU1mCHtqtaphhjKgDTXw68kGx/fsQ+m+OWHMgE3g19JnlxFz+slk0X3OilrfJzAEL4SIB2yA\nIzF967UsBRr6Al6bK18pWvQr61x7OKwCYZ2lhCkPhm8D4S/xe68mGxn0hUwZjw4MdVM0O3vOupZu\nDDYOkhzPcdxUuEeTsT8Xj3ucnO6/F/Xz8b3Mfe+q8MWbW4qx2lv62Fbr4jk10fZ+SdlbIVcaS2el\nC/LbBITj1uX6jfSc3BbjSPrJPpSn2/gVFc7zd6H5Rx7ubWGA8m4vsvy2gLF4GTSHnY+Kpsq4j8go\nHm8JxJTUYjEhpKSWE50NF2EDjpk5Ao0Euk2UOWCDAoUyBhAg5vyMeZ0T/x4UszK2cyMlmFC4GRh3\nZWy2AmvvJJ6XiPYKl6x4LUzhSmcDt8kEK9nH+xY+rz0MbGLeoKHjJvezjvV88HXYpLVjCmvX6gJg\ngpk9pEAwGKs3i0o5U885i5XMWOTtFgJ3ghlJWc3R/ZzMunvOwbYP4QyCey2EqM2AQJ43qBzP8r38\nZLpX1EYivRKQ0mesQxnHH9m/BPRKybgRTcdm6G7giPS8cmW6bmNXjgfR9BszWdTyYr7ni+H4UcGY\neIKxteCyqWIkM4UAsbsyDjUcpatsm6nC8aeXZn/kvG8Jz6rgAmeSwcZ1ALjWRjJTZCDLA9hBfJcy\ntj8NN3LCsQGJ9CeePqoyDpztxJv9FrMetnumAiFuNi1z+DlFItKdWYEqN4o7a+lpU161AfQMYv3d\n6KDRdb0Cyy1oOaCZd0buVr2Y37KMFCfwS94gMDszJZuxgB5EWjiHucJ7/pGTJV7Z4ihlQLNHJ0xb\nhBYgW5w+CL68Pb61hOYLZpA87wER1qjRpBBTchEt33F7L3t/T8LZdrwDqfxs2vzWfp9ovaXm9O6X\nIXzJnptutX+G9vdn88supDf3e9jyqGAMLPv7ZjMe4mbm9uJODmRJAJppfG2ZPaMhA3IrXDwTpcHU\nTAk3BzGi0ZBndZyU8byYX21O4maemBKPfPQ0R58l3yS5ZuSGNYbLvbheBn9YabHciZEMXcbdSp9n\nKDPMw4TMU0UnOI0qvNYe1DQhI8l1UD8DyxFtOWIsR9ByBnXZly7UHWgDtDBkvI+WAJx9pSk+lNmz\nvHEp46CFlSgVzlOkYYYyQBvzBEDB8J1seam8q2zdGAd8nW2Zm3tdBP+GTFWJWFg5amMWrhwll+7r\nNv8pDNlc4eH39yAHcHmbdCwesVOwXTATbPg93Rs719Vvquen75+/T64F5LM0nX/o8shgfKEBT70p\nxFQh1eDZTGEfN5Qx+8dmMoWc783p/7p4AjQzxYA02JV9qOjbKuPafMfTndOrzRmedq5Ll1LKqFt3\nnFkdS6LYgDipoBwftNmaGucwgzgUssckA66OVXmR+XFDAZmeJKPXqcvf6MBYQcsqgwstR2C5Ai0G\n4RVjdDQdi5kWs0+nGa5dHScoc/WmCGy0ALGNYUK2v6GxRk0KO03w3Tm2jds4Uj/9/L2tsJzvQJjB\nMqeCcuwuJriNPKGWDMgZ0vXuu0MUaZSGCYISqKYbbNI9vCabGyj3OvdsIbmFcIUxTfGUUjlN+3Fw\n9/d7YbgI5Rdj8WOHse6zdAmWIScJPAhjzA14CuQGUIIvtaqMMcGRkQ5TrMViwkkhE0aTWvYgjtmF\nshqO7m1Idg59BY6bzy5uOwn0UkZKOLjzUgFxfg6qCNJ4ld29IimgLP9fAHBSxrC8rMOWko1Kp7mV\nIA1tAfNQwxgrqJ9jlLflCCxntMMVxnKFdpDr5PoBn4OvHbwLN9KfQ7lP3hSkCrqJ6USMGg2Uh1x1\ns8WFL7D7rSjF5P5vL+XRjZKydGOZPK83j9+zZ196FsXvOafFqfcqUAvt5991C2SLA0IBM6Xr619W\n1wmd+eXSvefCKBdXe6G91BiH+XkX7u+/yQVOvjfth+EhyyOHcYpqtxuTelKYKpb85hDmBORGanqd\nlU6uivNmIHACvMEOCGXsYMZkpkC2Fadj5Vnm2mYPCRDb/GqRWAnzkPLWMdoCOCef8mqUnxslDCEJ\nIVOu+T67LTTpvg7iBOBJGXuFnfXu+tB4GkVh1QTCMrqbdqVebJzjI3A4A2NFO3QMFlXsg/Pb/Xi4\nOnYAt6SWOXtTdO/NQ6Opt6CNJ40AMsMLzAyHdEALtEkJU2TE2ecl71zMqtYRIwNo+iQbWNVblyN3\nFgiTMqY9VczxHpcCnd87Q/iyMk4nQemf5QP7YTUNXHonf+bOO+7DNueh+WZ7pp+wa/uTMoin7c07\nP2B5ZDCeX0MTto1sxtj+mb12yKSlnsAIqtYoBGm5b1TN9qqlAUVdwjjoC08b5mMcxzgu8mtSwldQ\nZV/o537IcsEFePLmwuffKh/YvS2nP93fGRwp1p6bgRLDFL3cbZxq1rGWues4ywvQupqkGIMZjW1g\n/pg6gCHKGDrCHJkPcvJH5n6WZ/UzuN/K8KF2ng3eJKVssTkTakcT0nNmciFEhFGkMytwMlA3UVzh\nXq0UXFbbeOWA9h3L1gq63arpbeejU/3V9goKEJPB1GMgyq2pLAvwolycVWe6fd6IN9i1GeftLViL\n2SF/idk8MX27AmOK8NdzqfHyBXH8yGA8f24DpiZCim22bWId8lfBa6NDEnTWZciEnw1um5J7po8z\ndbrw31NOZLQ5Foo4kmpxD7IZksvrUNicR362/DdUPTcPaLIt2OW0jan583P9L8WmFVBpXbNPSpsM\nH62ObMzZrVQjzIe3WUO2ZNtc7GSl35BHxJU9ZjRwNzc1DQmze11wX8X1TTuEkHUQSWaLcX4bABkC\ndNy8IdfYtToRrO9PDYDey09tyQHkqLcw2TvVY6EoA85iptGYSLk7CireI15V932F10aswS2O1DhP\nkOAEj61knkkXGykV+vfzciceMU0alptHCeX+5bo55WEH3hXEs3qlfN3mWPkvPWObJmO1jYt4jwBx\nAbR/3xcHMfDIYLzbI0yPy9gQ7Nt2tQ+J6dV+8nYiB3KTdfOGAugFucMFYIOjUAK1gdcyU9lnnffD\nFWJAOUSkAUZs3fNsUJFyQqmLuK/7Fr5p9AB/1rYxLlXl7aIUvDhG5XQEXpPWNGJYnJ+WnJt4czAd\nzzZOTqGUag5b3ABg6gCtoE4OnzHUF3l08BIwdpgmsBI1DJ/D79kOjPfWGbjTKHZqb2ZNGHetrRMK\nq8r2kfh038cDCQzj4shwueNKP0f8m5nIa2H2rSws8DAUCKcCIjJExprmJaSCYgfglpyyscEmKvO8\nUu68SRHxR9VkEeHcPj8r1wLenfsnom5BWcBO+ZGbYyV2Mnh3zr3o8qhhvPFEcBcw204ESe5sGcLN\nQNyyutWfpKoSIX5v5yK90u6aScZRG5vedgbBoKR4g8Ah7OPLmy3aOK3HuYxUbt4PalKxUd5S7OQ0\nMMfiXkzHrzQ7TXXGyBCpdpLtqL7eBzMXQ7wVKJEx7JcFwilEElerXieeKtQCxNJdWjuG0ARVn9w0\nYNxv30S/eQNtB8AtdbXmeRhRBTBUHdt51viygfpjn9K1cp/iA90S1O3e/lUm84NFisN4BcaqtQi9\nwBuOA8YGWR+BDwF/+QwRxsgw9t1bgvQOwKZ9U77WBDqQbom7AWwbUfVPQcmYrFIZW4TmpLU952do\ne2ZW3g7wmlTjvh7WZCvWAJT3eoHlQTC+vr7+FgA/B+B7ALwJ4K8C+ODpdLq9vr7+8wB+FCGrGMCP\nnk6n/+i+978EY57/UVbEWRmjfmBNgE3/qAA59WDzayMhlA9H6SP5IWmBNvulj7wscl0amaayBBwe\nDmTvN4JTYXqZlC7NmqlC0Z+blASn6y7oLdTKZ3rezrYkQN69BjmuTP16IGgntAYeTtvDFR6BtaOI\nxhezuLG0Dm4GYumRZ+NWFLNDVsZpPOZx8xWwwtch3gLcWz/lAOlmrGcHb90WRTpdmwdEsue0dM87\nFgIKjLmf4bNxW69Pmzm99J6rfxnIc2Hj7+qzrEwuiL5XAelPm/JbVriX0xLKVRXcufaUt1PamsJU\nwGhRkJ5cEL0DbnuRTV6YBITxJAXP70OEze8fsjxUGf8CgN8A8PsBfBOAvwxgBfATAL5D1/9luv5L\nD7r7PMKUddO0sYddnQVkOCvmDNU2/5HOED/bfqe/AmKgRO+m2CM0BTLl6rYhVwFsgRXzqDbYldQn\n+4PEvm0/tSUSfXRhuWSayNffrZCzFo0/sozsGUVtxvZuOSGmjWIP3jVT2GPV5VBfggH3joiu1PqN\nBwQ4NICxCIhpRQwUpDDegbC4OSZlfFabcRN121qyLSeVnAcggoEYs0puE4gDasW+rMC3uQWZbI7B\nBh7yfG5tL5bqMpsp2GzsI7bHSMo4gGvqOGzgBuXU0Nk4JcNmGxOsjDQVcbOZYk5N9XpPWrGPuG0S\n6BWxOSzpHNVLyrqEfr7f5vc1jKUQsOMp3d8F4VnVP2S5N4yvr6+vAXwXgHedTqfX9diHAfwsAsZ/\n5nQ6/foLhQR3mSkMcJzgGxC2zC0fkoE2mysExNlU0fw3+/sO0yliXeWxhGgQqvUE8Vs5lpLJIB8z\nNtrNOC62DiUEd6EjuFUCzClscdcIV7AyxdwemsN/dJtg631d/5jNOCf+SSHIa2wLE+JouMpLaF+b\nXkoVHMhKLljPPVAHeguVigpOBzCZ8qWqjBOMSef7CxjHdoEw5WcYbAPMAertuVDCi//5mBptATXz\nIGnbOJnzcnHPW23sWDHvjLqGfRd/Pk3vpPttANCBlwDvxGQJIb57xtIl5JF3oZntvhXHKNd4UGnv\nzjUeck11EqspHNNv5rN74N2BfH1mPbpXe6Z07YthWJaHKOPPA/heA7GFDcA3Xl9fvw3AewH8w68i\nLDswTmcoQLxRyq40yfMGDMRk3hRhN24K3eYms3TMUo9VsTmFJW9DPR9YIEXMsNlILDhmsvAf2e+T\nIcdBS+pgQSJYvLcf4rr6dLjK9P0cZznAHrPJJziXCKS2QqR7WeIsNmPAZmu2c6URg9ItLWy5MEqk\nSUYIDQrDlJZlWdaSySZmtdH74APvk4NSIGy22ATj25hQNduMMSvjtqDtADWU8A5o099dIJbZsm0W\nlAW0yKwmrD7SFycytUVt5+AV6OcE4F63WacEy+aVZA7Jyl8KAlYf/PhmoOaxXOFlUDKf6jhuaA0g\nw4/Zdr1DBphthwmlgK1ALqW1BMNtKFGum/+v94wfVFZXZd3msNopSlc/7zs+Z7k3jE+n0xcB/E3b\nv76+JgA/AuC/hahiBvCh6+vrfwliyvgPT6fTf/WQwGy9KcxMobuUr5hVMhlXLI8GiDOQKcwVMtkE\nOZibmS6g2lFNCwWIdoxSXxI21jalkY1KD9jn4UHRiEeA2/koOoMw4OqY2/aZuSHDoBoQJosiI3Uy\nWtQaRr5DpB5tAy8mioZIv1ro6G+yOaeolhKqbdJkC6ObKMJHxO3pHPdgm0iWzaNi2keAmFuA2dYO\n47PZjBe01sAkaxuis1HDaBWwVCBbzRRbCIvaLjZiA/DoAuDWpYchH4BFu4LPaZ52dqyHUVfXNu2J\nyDqYt0GZzZyR7ODFrzptC7g1BolEBRBpmNr+18vgqQccUNVcsWODnbZp2i7wTnSsKrmgtZyv4N8L\nc7rndOOC7b3vAMfMRQhXoD9s+Wq8KX4WwO8B8HsB/FOQ3Pz3IQ183w3gP72+vv7i6XT6a/e94bvf\n/T688so3+P773vc7AQCvvvrt6H1gXYcODDTQV133gd4ZTZXv0hraQlhI1o0Iy9LQWkvAzUo41LBv\nOwgCxnnsHzs+tAFl6GwfnTnGzOCBwYxvff+3AwC+7dt+FyoMR+oiDVgXbskrLRocLcxuYtkmxLlE\nJkK4O4EvbNs6ZZ0MYo2H9736AfkW3/rtwpusb0zJ6DORgZkKojieCjcLRaptbIoM6+TB8T4e99rZ\nB0RiljAgqB3XvvN73/0uAMB73/U7gPMN4A14LZk0qonCgZtKdXd5A9UGuez+1ib7ctPppPJQoMvi\nx+1Y+owpbuN7vucdr8j6na9ox5VQxdE9XEe+A/SeBMqFkw/Ur8cWG5Y0hiSlJQ9XqkOWblTkXNAS\nuHest0esN1foty9hvX0L+rO3Yr19hn7zDO/5ZsnTr7733Tg8eRmHJy9hefISDleyXp68LNsvybGi\numeYZlUaUbQD33qA5gumt8rPKose+x1ve8nXXshM+W6zr8vnvvB05+jOo2K4vPsv19fXHwXwYwC+\n/3Q6/ZIee/vpdPpCuubnAPyjp9Ppe+973947L8s8ctvXl68vX1++vvz2XT78C/8bPvKvfOdz9fKD\nlfH19fVfAPBDAH7QQAwAGcS6/J8QF7h7L3/0j353Ucavvvrt+OAHfw4//dM/ik984mPofejQmaaQ\nRZX2MdT80HSOS902tUwEWmQdCli3kbb1nCzkNl9XdSA3SQBZISOpOI4u2gDe960fwId/6s/hI//e\nv4tPffJjCAODVVHN3JKqP/pHesBL4U2pf9fCz1n7a/oDQ3PbMwmvvvq78ME/8fP40z/zo3jttV9N\nCjRZBcmqjhSmGTcj4OLxHaNJsdEPldFWA4lu8OwTDEgwTZ2HmcnU7Pu/9QP40If/DH7mp34Sr732\nSVXRVJQxSNIKIRrqROUScuOd2FNje2tDTuqZFtDSQHQAFm0wXNT7Q9dYdMaS53zJ93zzO/Fv/8Af\nwl/8K7+Mz/3a62Ij1kY7zg15as6InoXaFmDvlzwqKA3U726C2a5t+6m2kTvERFyIbX+9eeZKeL19\nhn77LCnjb8RP/sgfwc/8+b+Ez73+RRyevOR/y5OXcHjyMpar2I8aWqTPVB9L6TZv7pgL/PAcw9v9\nPftz3v9H3vYSfuD3/U78lb/9f+H1Lz9L906/oRSWO552aXmon/GfBPDHAfzA6XT6xXT8PwDwz55O\np38hXf6dAP7BQ+7/uc9+uuxb4/CnPvlx/Mo//HsKY4VwZ/TBGH2gD1YYE5alglhMF7q9Z6JAZGKH\nNIAAR1S1gdTAZIPdI5kzEixse2kSxZ997VP4xMd/BYD1IBQYC7KHI1oeZ/bcae0Nb5diMJHMwT3D\nd3cQRP2fUJMXxTf41Mfx8Y/9Hw5ii8v856VIarRj693C6Z4e2ru3h05lNcz8YyBOx8HKBgSIHczp\naZ/+5K/iYx8/uVmirKlFw95Upb+4nuzLxWacGvCyaYKKSSCO2Vv7l5o+2VhvAACf+ezn8InXPrtp\ntDMzBYYOeKTQzV4l2Q+7Wdh8kP6Dbmt41IQSUE6NnqTueWbeaQtG71hvnuL87E2sz97E+eaprJ89\nxXrzJla123/6s5/HJz//Gzi+9BYcXn4Lji+9FceX36L7b8XxpTOOL/vg5JEqg8qTma4C2I9PAL5s\nsih38t3Nbyme+/qXn+FzX3x6AcIhBMoT7knjh7i2fQeADwH4UwD+1vX19bvS6V8G8JPX19c/DuCX\nAPyLAP5NiO343stsMimJkzXDQVs2tfFf1IzZW9OfK114Jg0QKdE4uGENSWNqKMsQiRBoYiF4Zwuz\nkbqy0xsfD0dfXx2v4ENRgl0ds++Lz2jdV8d+y6xzZxI9tok4h/G8PUuA2Geemz/YYWxurdC4n+Yh\n0cxD6aMJlLN6jm6HFqBZx1AcY4CalGg0GD51ExikE8NSqlXMizdfctREOHW35iZVmkGM1rSbtYGW\nDbYLSD13ylp/i41HDxcYUxoIibXTiivQIYMboS2lthV2/dS6cCtKbJxv0G+fyowzpoi9A4ioY6tN\ngRpGasxs4TqEoUDlLoUDt4M2MFphsW/ntoLE34EXfz+MFTJm9EiJZaeBMn3xyJf7+3Mafi4wd47J\n6pJSpc2129/WHxFFut/UVKeC4aHLQ5Tx90HC8SH9s3Dw6XRarq+v/1UAP6V/nwDwr59Op7/zkMBY\nxvdl3gdCxTZ/vKUxhzCltZ0LN6yc7AXCRZX4CXvB+pVCPSqcsyL0KNE/vgxj6VlWwTs0cw02KA/R\nzDz0XDRsWTDnej4j1KLFl6z1tTyY5FGR391MMf4JRkDNZjnxLt3+DRDDc1iBxTWePCze4yMKtYjc\nfBzSoWYk+DYdPnOMOEaAdbTRgOp39V0Pf3S7ZvBocpGCWMwVAlRuWgA4XBdJP02fswti84fO7mPi\ntQDSGa+5BYRNYbam35U34XUYn290fStg9k4fHNuI9wtlbEpEAZxqNaxAZQNvN9AexITiEBbVbI17\nbdFpr3gBcJB39/kF48/NcLnlG/qtMrEyiCnyt59OZKSUViqgt1C9BOb53HSqCDFK/6Vss4Hww8yH\nl5eHuLZ9FMBH7zj/yxCF/MLLRhk7dDSbk4CzkZoPmg4ir/ARACOZIhAmPAWyAdzWBWhlIRdz5PsZ\nwC3ZtpJNzfZVKQaMDzgerxQWoYytuy9jYAyBbh8DgzvGIJCZMIrdVN/B4TzFn75eTuQ+aaQdTAVO\nVWb1mM9aNAzINlRpqH+pIUT8cIqriDeUuNufzTkDGYABWNeikgdIJ4ZFS5ndag8E9fmGxzMs/rQa\nj0bajb0pWEkUMg3xUcZSQEvE0lljpP1dCNd9pgbiBpuZVQqAMIOYH7CDV6Ec5i853h3GYov197V3\nTnFA9kGIVBkrgNO3H2ozZgqVy2nm7ayA23KUuQiXA3A4+rjSWI4RD8wArwrhqo7LN/CxTawQnUBs\n207Zfa+F4GW2K09gvi98p428n68rfsbT+RnKL7o8roGCxj6M/Vva/y5izOc0l6x7fxxfOoE4gGxw\no3iYnvfErc8WW2R1g7KGH7fNIbYPDuMrXB2uYCo4Q9jMEX109NFB1NE7AdQ1v7H41Q5yO6ln3pBS\nRVWV7t7QgiyleOEx+Y0K1BOd/Z5qkmz2E/WHNtfqWnDFsh2BbUMAACAASURBVCnICnhb2Sbk8R4k\nJKT+sKR2YzRyONOIRtAY6s1ArFC2favSA+5Ty5QTzlD1qPdLith6SZLu810QtolXk6scEwEj9+Ij\nTzsy3CaioLXtfMxgvN6oycLga18rtu1biziJAm4o5Kyx2kAcCt18pLVRsTXYjCt0OAKHo095JT0m\nzWxjaa+HqQJdv8eOqaKQcAvlVNmagBr/5TxJ6YoNgGfATtvbc9NvEukzcP9/V8b/Xywb02fionUE\nyHalMjIYwUtcKICdv86hGfb+0ziTVCWmj+v/XHEs3gBUGoPS+niQKD4syUzBAWSBqSji1gVIHRSe\nGhZuVXYy28kMZBQQg/X9HcgB5lx1NYGclbGEh2DVfZ9CjlXsNFXHgIzHrkpdFKlnq4h41yURd8U3\nd2eftIfdaENn5BgJwBQNoESwDE+5Lzmxhz9gbHHdPVyDo9puQBagZmW8iAJ3Vaz7TNiqYy2dbFtr\ncHlMCOi+AxmU4IvwFEF45/Sz2YxvddsU5pxpWHtySgIeiO8vkNPhLbUgMLs4O4S1AMpmlMMVaFy5\n8m0mHsASVUMzyZ7N2E0UNYwa8A3gSn7NOS9D8S5A6wX3h2/dob3tFCb7Dc3nN+F5seVRwRiTMq77\nW5XaKO0btFIvMf/gDld2G3EgWDKDA1mh31Ii8ucmRWMt8I100Bldt2ltZoqD2Yw5Qzga7QYPEFY4\nKEYGsYDGJmI1U0WGcijoUMZhtgkIDyIdjIj83WG/B7sJxFSafQKbkRvQ7tpeCKjtOQ3rKVFf7ekB\nYoNTcgdL40xktRwgJlfC4pZmx4Z3ZHRDNpErdVeNsLjxgZLjewIOZYkzU8YB5Gy2YG1IlJJsD8TD\n38FBDKBMVkpwFWbjcDiIYUAOGLsyPt94Y16k+boQxTCWLV0QytiiIHt97HiCGKDHKtNdQezANhQB\nE4MbgS0tFZtxbcCLXMwlnBlqM+QuqdTMAEoXUFw5XTPFz2bb8jiVC+Z7lHDO96k/feHlUcH4LmUM\nwBN29GHPH0enMyo2qvRjBzPnNJGeERAi5hioRzNMfP5qkmhtQWsLFu1mu7SDQlqOZZvx1fEJzFti\nhnIfHbAxGFh6ro4hQ0tCZ8c2V9JkLvRMHMfYzTYmEhsBwwbXb2LuyDBiG9rT7gWrdWy9KbLWYcpQ\nhseQp06DHGIdCvg5fxB7ObHG+RiwIR5lAA+pNvg8h1YMBHs9LuSseR6ghM8poMcHLSCwQFlVsNiK\nZVtAbGFMIJ73Uzzkoh/pcZZEQxEHgAeHK19PMO63T0MpJqhbvmBEVd+dXxIlhr/yNHbzpkBUSGfF\n6+YJKVywNEmoRK6c/Q/SAB3qOF64eKCbqUILj2wGsLhyyJbjFX0V3pSOY3c73XXn3tvjDmPnDm/v\nAdR3feDyqGDcpglJbb9RQ7NhSCiDMfat+g+k6BjTvtfHSRt5jCYauXZOIUkk60YD3EjmYWviO9va\nUBpRgHEA3DqWxiZm0XV24tE71lUHS+dsM1aFPBjcB4Z2ZLEu1gJBBUKp/XEB4QzoMsgQogwKc48p\nGrnI7O/2/oEQi21tCc1rJrdlS9QlQBiM2DK7/IZsndXXzpqJMIY2Zg72baKBTkPgDPNjRi0lzO+O\noxOPF6JAKsRTunBcDljtiHw70pOVY+Zp4TUX87wwHBJpLSwtlMKKeTPG5zDv9vgiISjahHbXG3rI\n36vQPm8bMjIk58iz94WMfdE7sKwyal5r4LWBKcDORODzDcZ6C15vMfoZ3Ff5G2sMAZqH+kymDLI/\nfz97D/t2HNuXoFmu1/8pfWLkbb5wvNw4jlPUcHKOSGViutfmbvdeHheMbTg/3xcYE0Rpemk4AxmA\n0dABpLDNjSFygnwdANbb6jmz4xmMWUdlY9KJMbUq7Gsd2Kc1oA2WwWjUf3VdJSH23mU7mSeAKEQG\nyzgbQ/8ymAPKiHHEcRnEbEyxhvwWVXevwvt7U40D35Dj5N9AFSpIbqwgltp5QFFGa3NiFVMF9B7S\nuCW2Se8EMa1BhN4H2hgYowuIh8SRALnr943Pn0HMvq3h984PWeWkTEnbG1la8sP+GgoHd30TANcs\n3OJHKYnGJbOyMxDDxXvTUJiyNQ8h/TCTErO0W2O7PMXeYT7m7687HnlQgMp8g9y0wZGoxBKDMG5v\nwedbjPMZvNqfATm75Mgf8QgIWyNtCr+8kYZnKjyTpTK9TtiW49rZfhxyo36BFIclfmi7RfH8cu+d\nYw9dHheMWw2ODaLSSGEMpLeeotSqpFoVNZuqN4R5WkuKGPphTCUr5YgYjaWqyqwdA3hotZwgg6An\nGBMEmI0xaNGOBA2Nhqvhde1YzytQcrcpFB1YyGHMAeICZPb33JonKpipRSFh7V2yvVVntaxPOZZS\ngaheI24L1loBEL30pGEK6V7pL3kXeI837WxAeZAaG8CGCL0N8TDpaqboXUDcrRGuiyqnXhrtxdRk\naSqFv6XhIRF+5xVqWlgWIFmUaPwT67uwA5msJlIAoMCexjmVNLSVriZcc2EZAI5OTPUD1h9IWUEB\n7bvG5yzvle8pJRpBlayNo6xzERqMzQeeQRjns4D4fAs+nzHWrI4D7KyjzJmKyd4ybVbGDlgkCOZj\niQGUIJt+VMBO0/7mKpSnl/0ckBSGfDQF5YWWRwXjZVLGtt9oCRgDKWIiIgd0lgiDsNaGhrqD8RBb\nXAAHrpL9GOsdiQOuQxSuKWTm4W03BuHRBNxtyHqQNew1rF1hnMwUlYQiVdm7diuQh6hjMV/A3yf5\n+lcQYzJbmBnT9qEgtnB7A9ss3OqxGOdYXfhAHk/RXZwgA+dDXM+QG6/U/quNZlLLEWUs3dYX92OV\ntXYsoIa1dfEwIYUxNVAGsYV5YknUDDiUvc11p78qQC7VVjNRSenFMaEWmLW3J0vayGNA20zf1NIx\nK7Ssmr1RplO2pShEcuekLZDyUkrVkpbdtpmBnHRH9IzR8yZQCAi/xQ6ZpTsZT0jyUmNJpwCBV4Hx\nWM8Yq0wPJX/dzRQ+RZSaK2wIUTFRDDdVmLJNzI3YsvYiv2YrzjY2df/OAeF5H9NevspqKunx5ct9\nTTbgzWYKS+yEpvZjmhJjgrKKFGYWY9YgAfHQxhD1BojoTiqQa9S78NNMKSo7lHFzZazpeABMqqBJ\nfmPubV0B3NcV67pu8qJBgZnRe6/qeFRVHGa2pIixA2d9M9YagjX0u2r2zFcDY2k4x201CLVyzm3m\nymNuJK5nCmQ/oQ1E5p/tnihtQWsHLArjdjigLUe0w0Gv6VjbKop27R4KUyfM0XbnDZBIjGEkM4t1\n0plTDk9rwKoRTCNs6ebKxk2Uce6F1wzwbROnXigVCMLjrY7IoeEo1yEVh3DlOIe+PrVgRJ+R3pgT\n1C3C9BIqN1RlTF1VcWqfGYwxOtqhg5kEwP6XTBTFTNGLqQJqogAHiFsCZ/5O3iDtUDTY6lUGXgdw\nPa8pxreR95MW43QmCngqv6Jy75plvhogPyoYP08Zx7Itijwhj6bgIjN3YQygj+jaWxPoFs4EoDVG\nY1JTxQBrJhQoNzdbGIDFp1Ma+6RKLyPJFZvxed2U8gZAZg4Qq0rmLmaK2WZ8EcQaBd6AZ0KkGYQR\nKc7yH9UkVTMCBczcw4E0w3qMS2xaYk5eXpuuz4YJNTu1tmBZFizLActBILwcjlgORwXwqvBeE0yj\now8vamPNcWGmBFNcLZQxmU9eUruUJXVCG8NAbOlC7eRgB4EkFC2MjZjm4ZbTaAHxXApqvJsmMCDS\n9BMIiIsYSdyO4IdXEXHczDuf6jO90PKHcNo3JU/Sjdta6mANzwNYOjAWjCE1lLF2jHVVKHeFstqa\nOZSxjy6XgYy9P42DAl2k4xExNS8FLB3CGvZAqhV85M/SSqO3fUQ2ie9j620j4lRovODyqGC8UcYU\n3hQLLbsqwBZmlq6nqox5QKpWBmNVmhW6OyrZlDGbaSJvqyJu0Cqr+L1aBiWwdDWF+sMSJWXcVRlT\nlPK2DUnmIzfgjT1lzO5eZtDNHQb8GBSIQLQjeWqjSGmm2BAmi6wCrLdhHE2NVJxiTO8lYSP3ODFl\n3tzFrSrjpS1YVBkflgDxcjzCZ2+mFbkRMGb+iHaACmO4fZxHsnn7XHDqBQONizKIBVdl7f/rNzYb\nuTYENusMkgsgu687lpGDzXsWXrDjUk6G8ehipmhJxVnkX8A7Asj1fmXbW3bnu+ilY4DRI6KZgdZ1\njI0F1FcwCMPAu3aMLh4Y3HUWkm4wzhC2RjxRxS39mT29mBhSuV5VcrLfeqOxHU+w9q8Rgiu2zYcl\nsoalcad/wne1PccDaIq/hy6PGsaWkcRIsaTMEUvg1BJLuFsNNVeZ2apnf1STFfmD22fYhbEo4tg2\nWGlff0DgbP/0nCvjtSuYSUtXuwYO9OxNYaYKacAraVje20wVSCBG5BdOZon9v6RwE+z8fw1/9mjx\nanjK0FmVmddGbtyLP228cyCHMj4sBxxUFR+ORxyOV9rYliCcso+932iKyZHe3b6wFRbFTJFdJ3uk\noVKqJAj7O2i60gxqYzIMcAyc1FKScgCG2cJNEpNCrak4ysesjnMDXigxTuGu9wAHqOL/8uB6xICc\nDobrJ9wW5Dbf0cCtw3rxDQZYTWzcR9rusu/d0HdUMe95U2Rbvgkk2sIYtp8hnPft/ev9qlJW7ymN\nhmGN8rA/ks6X6Yv5NsWxeO6LL48KxrOZwuBs3Y5LxtcNFxP6Ya3rGvdkpuiQaZpyj74E4hnOREBj\nxjLUX9jAZ8rY7H0U8JKfkm/b/+FNseJ8XqdxgAPKzPCGO/OmYPWxzaYKJHvxRRDn7fQXKYwStTR5\n5Q4aSInZAGbeFPZMp4ytzC+E3LYeUDYTh6xbNlO0RZXxEYfDEYfDFY4OYwNoZIFhn5itphMes5GJ\nojNNcW1zM0VqeDRwcbxBgNgKd/i1YutlVcX6+gbi7LHiKkHfX+MshGqkvZABrskKN7Nrm3To4BC0\nRZwk4DrMvVTyb1fsxR6UePfQfezdwKXhmnSwIyGi1BA07Q5zx7RGZx38vg9RQ4Ca+6SqSj6bdQZx\nthkbOFnzlcaVwzhMfLsQLmaLCaITiCMNyZ42K7oxK/dkjOfU7+QNg18Fjx8VjEvrNCyZGvTaJtFK\nBknSw0DpngcUnjlqroD9vtQJawqVUyS9rwBYt2MJnj5PTRT2WfLaFCchOn2Ii1aX7sgFyDqkISRB\ni1lipI4e7LZf6Dul0kjfOYmjdHw2TbCDJWK4ZMiUbPO/9GayzeYRq3GDBEIHsa79GTlLTL0YvUHP\nTBfi4mazuCxtQW9D2w6GDwTvYyzY+BBmo6YwkldvEIrxIcw2SBEHkS11y0s7ijSQ3fnMv5qH3s86\nApkpJH0MSmkHVjE2E1dk5vh4O4uBJzE3gps/fDqvIInd9B3rrWOtpI8g94hbDI3DuNcABMSWdl08\nDHXH9Oqcq2POSmn+g9n6GRhN9UDOW9Ims2uGIH/lOG/701/+jTUGWywOltEhh2aswlhOtnsO+3aO\n/hdZHhWMR9BS9zWjd+mBFYKMfdv9dDPIWBODUwo15dWkt3MuzoeNNwEUCpJ0Vb5NQny1Z3Iczxmk\nFjBw5VHHnxUTiTWMMZlaN6WsqkuVc8C+gaawu8LjFA6P3AiY3Ve25QU8y6cXY1vb3xhiutG1v5Mu\nvXfQuiJ8j6XWYxOPDh6gtuC8rjifzzivK27PK87rWY+JZ8q6ntG7+a3GBJ1lX9OU2eAtqiUeLD5S\nB40pJRisrXyONNFQaxLzMpeMgHfqcDuvNPZuVPEUhoi6SIv+vVJhkgtUMzUZwb0wtcJo5zlRaMxZ\nIqXvKeuA4Db26sMtH5M4xYNOpDr6qi5wt+i3N1gPB5yXJSaF0HGeZRySGIjLZ2BJx5qlcRs8Pw3Y\n5ZP4Mnu/USv45m2GuMdmJ5mY9gugoajst8B6U2pRlv7n7/3Q5ZHBuL6EDak5ePhUO4C+vrMgw3gE\nEErdHMjI5JKq8jalI1kTZuNDzog5sPVdSg8734q9nb4AJTRuwmii4gzIJkGLPRsJypqhbAqp2fRg\nmdHRkzJyJCo9NIk7h+6FtQ38zkQCZBCsJZFSHFPrmnlWgKyCGvDvw2B8dvPOed3+resqNQ8OpSWN\nRDqNPXeMrt/BzTypQMzxwguiYpoiYEeFShoI4Hn85joq50I5IMUAiGQ0ZQMyto9I9wpx4CC2+yYQ\nurzTsM0Q3h7LS8TGpaXYQzeXVT9tB7v9ecGtnT4Uxv18i344YL1ZZFb3poasZSkADvgu5VhrTXq7\nNutEtMC6wlJb0FhqQw0GXmgDoW5b7Go+6l6IQNL1UJv2ANBljBmMM3i9kW/J8X5l+2Is3r08MhhP\nylirNzY2QVFpqHAYqoLc+yClAaAm8JLozJaGKbG5Grb11rTg2TpLYWQAb8vKcukkbKAAtufZujWx\npjWJFIgNTzu3kK5dLcv+HF63oeVFA2Px5GUUpzBlBZwidfMtijLWgodkVLUBglRv9ZHd1DAFjNUG\n3HngMKTHytpXnNULxeB71s4zdixPyunVXw5Aj25pCOCeCxr7fg3bFEDxkdI6NtVsRjZeyhStbMkq\npwOze9o9wiCCdN+4l98kaQVyKJqZw88L5XU3QffSel42BJlEzCxgarkDH7LWEjaHOs5XZmXcz7dY\nFxtgS1UxeILu4qCdj3HTSV2XNDPJsmjByiAsAXiEzT2D2NaDkpKXHmJeu6bBoHGWV+hnUcbMsNlW\nvFHfa49fE8q4wtiUMSfVC+yDYDZTWKSE3c/1RYJfUmv2zKSWsjIOVRzVf/1BmAdVnXr4LWHCVB9C\ngaLm97z409Kzmo6PS80gbABUzT2pZC80XMXVd4necykakrKu7l163BXA9htkM8Uw94Zhz0zflSHj\nSlC4Eg39fov+9XUATTxRHMgG4WkdMNZMVJyxw0wBtWlSksYBP+1Zp7GzyUrTh8rK+JKpwgrE+NkM\nXx3oKKW1YD8FzE3GwQrqtJ0Kiyrit8odKbwbkiIfspI4v8/9VHF2DnOFmYE8zMPCzBQL+rlhJRva\nU74ZWc9MBXBblgThOLbYFFAH6cXJvAB8AB0GxOcf2leA0Fg7zSRV3BBzZXb16OhaiBtcrSES40re\noYsyltm5Oa4dI47tzRd3j+VRw9j2B2snCP3ADtm0dk+EPXuxLxT/k7d/lvM0XRlQRM2ArlCgJodC\nZVj7rLMKqmb0Ms90ad8fTEJDM0/IsaYdOZIqRlbDKPbjTZiBbUa0xfMfp4YtoJh5kjLONZK8tqqd\nfiEdameUJzIAdKkQ2qxJ5hnRx8DSB9oisF67NHqu3eCrUE5/NlNywFjDrP6rNmDY0G7lyiW41NV4\nIQ7/1pxcPBrsWlPJNvzkJrXkl81KGLsFcd6OcCUp7t9ND7Wdm6TCNH/nnF4zjC2U/t3sBhwGlS2l\np8ImxxHXqyIaTWlGwe3KuJ/Rz81naF+hvfHGKj0zdcySpoo31grl5QAc5I/4AOKOhqNGgpoiGqFx\ncwibP5CBeAH7vhQeOvRnAuzQln/qkzJW+FqNnEdXwRii8aHLI4NxfYlhH3HkBryqeO3YSB4IY2M3\nNrWJYi8uiXIHUunS3URtiwM5VUNtPZss8rmoquaCwRoXyDOnJCygjQarBJWGO1g1K3Kng5iyopoy\nVhJBeZgCqWLKiT2T0EWFPBijDZ8Yo43o+mD3aPpARncQNxYfaxmXoqM1adzrClxbr6OnYyNgXDJ9\n3TZlbOYrEMIxwPFpnXbyl5oTQvrQkxnJtlF+v1XFBkuPZ//iYXKQgpmCxSVZzs/xG3gZPkM4VDE8\nrP6mHOGwbdJ3LLPoTA/M/Jcwh2uap3Kr8udUn0aAG2tDV0VMPjasjGnRfPLTCuO25O0DaBxBw+bl\ni/n2pG+PdDZqvKABWBzEhAXwQsD2y0ze2gjMY4BGl/FQ3Ewhw4TagEc8BkZXEI8uPRK/NmC8b6aI\nxjlN1lYd51DKZqYYVr3IKg4AcgKHIc/OzFDWv40SFpNBTOkeaK1AD5u1X2GFCKDDTIao8cxopQXl\nzNW8pxe3KGTM19lafNtkunAx5VCP95QAUWR8VdXiXZCKCZeFiOfKzgVzhY7pkMBMIxUBDBl8CdqQ\n0gbaWEAKYurdq6EgQjfoKoT7GApjG80tBowngzDgECBOacpsxg1iZ9cCzuMlpY3YSB/QXsCBOBuz\n0sL+X8TxVFA79BBwzApaP14kR9u1hFHCpZeovC4mrhnODmOO19Pvb7312D79Bruoz52jC3AoO5hL\n7Sp7U8iksCtyZ4Ajxnp2CDcfOEoHkzJAL9Jrk8bqiphVEZtbOzVCGwL7RcErQFYYg+Q4MRYiQAfD\nZ3SFu957dJCNWgeoMn4mHVtGVxDP60vy7u7lUcPYG/B4B8bTttkds1tbyhMAkLJEYGmGsiW/nN18\nb24Ug31E+N1sZao4l5Ks6iPMFVuV4fnMgSpnmw2JiXBrGyxt8sVUYQVDUlZxG0qZNgXXFZHmHc2Y\nYQ7Sd9oD8I65YgwBLQ3tMq7vTk26rJvbEOl1TUdjyy5LDAh8FcDDtxXEui1uYuzv5VZY3e6rFuja\nk7FZXDTImAva1C6CN0WKf5Dc3TgnJlPEUzrZyEb7HlH/ASztUrm2YN31AE3H9BtOQPZjQPWimbab\nbjuEy3eHxic5nP0RmqhKkPVH8fY57nj6g5spuMsEqd0UscKO1zPGGiP3bdexzQcxTSzikIbhICZg\nIU1naqJgEhCTgHgxEEOOL2CAFMbcMXgVII9VgN+7N+BxP4PXW6CvYf/uAuFu2+NrwGbMF5Sxj+nr\niixX0YV8NlWN+xmnqqqLPGxVcAZ0/J/2NbPtKQ3Je+Rdb+f/kyZw7RxAtsRL5byHaipWCdDuxgJe\nGWOZiqlCGvJyxw4u+Tjf03kcl0ghQaGUc2a8aC9OYCb7Zm1oX+UBtCbVPY9H+Z0NiRlQE79Q2Ve/\nYwOw1ozyuo9o1A34Tn8caSq8PKxWQpJxmWDj/4bKnY1LFneVfv9Pe98fs1tS1/eZmfO8F0gqLOxv\noAFJHdd/CqIFAsS2JkVNXLagVMC0SpuWUmwKpq2NW23BNrqgYl0sEUVDRYlmkbVoTCxNpYT+cIva\nGtrTVEPq7rJ3915WNsDuve9zZvrHfH/OOc973/fi7vu89Hxv3nvmzDnPnPn5mc985zsz0qUHW3cc\nEnMug7HXlqe+E00B1dkbfpRj/We1lfC6A1+6t24qPm0iFohNvFtxhXmy6KNCHKQVUedYAd08vmPG\n/F6dFIinhBITphTbLn7DMAPgZPzqNCDWgilUJALiGgMwBYQpIJTYVBQ1yERdqg2EE8xfCMSMeZaj\nYCIg5r9QtsBkmfEl2odjS/pv2iRp2mLabr88wHgXsZ+v+ba0rvNl/Zj4BcRYRTfZfmJA2PxeQdlW\nPu+Whh6CYREKrKwi4G/oKiAGmgWGbfWVFLFQddWXVw8Qq2R/uhbznrLxPt/qzEt0yuwG65nb73Up\nbmjMtTbAD/QtyQdFDITFcmQ9pAEmsqponU9bxk50EEBjxjziYfAttRp3MeVnv6rQpKu0Gsi3dDRz\nQb5GtnHlXXhc1lGdsWBswFEyTvxVLSQZSYxNVAzM4OjeL85ZuMqS7raXx9EphmPAQfSyWt9i2FW3\n/FyMXV3JWSFtpGrWM2CnQvu0BLg/jSOjfyu3WqqMFCudkB5qlIlf3VAogQ/tBZkuRhSUCNmjpMRA\n1+6vTq2cQ2hkpr+ye5poT2bdBrRst3RyyRZ1+yQAQNlewnT4WGPBDMbbLSYC4mn6MgFjW9EAINFJ\nHyEGpBSVBYr+UitUIGbME2mB3olVJ4m4glF906EaFipe+3K7dIDtAc8wotDUCaUCkXSnsr9GjGLY\nzg2irTiilULmAy4ulB7+sAVenqgsxELsMxtxl6QuecKkuNEKODR3SoOUzTAMRzNkq75RBacM5/ts\n9f2pAWnDtq2pImeKYJrRr8fAZnwQc74IIBGQxSFhGHRxQSIQTjEgJr5fpK62Z4ewXU5SB8TqpWDb\n9kgywMwdMKtIJN/sakl1D0MrgyENcsCt+Rrs57gDVfDV/LCjvH4uQN19uUq2+6sWme4RQnW11oqa\nKkplva0SkhAg9YxX3GmnCMSkJ5q0v2bl0hh3QahTK3fSM9eyRd0SEIeKKVRsa0GsE0KdUFNqQB1a\nGafZtdWHadLFRJe3frXn4XaL7WED4+nwMUyXH23gK6oJdU/b7WyEf1zZKzDmI3JYAjWORCYuPQB7\nYPaAFLhS1DZZ1PbY8RYI/K5TnHF7WeJ3ribaiHqOElFpQgyIKUjaYoq6Mi7yhjkKhI6pV3uv4Czp\nqe1kkVJ55Zt2RoVRXPm6xM0CdICxR2YQiP4+pVYmaUgYUjpSTWEQqvkpRTSgFWwSJc+1/1AVgaie\nunI2We2AOJq0iB918AN1JpE69gbI/hqZvUoSQp8kd1U1hXnQs2NRvcAx5eDcfsm6ADSB85AaAA+D\ngnHo4uDIuIxugiHh3k/LDMqSTdvy/pYYYOY3Ra1TFXyydVnMUyEjPMnGIMzgzPexAXEMdBxTKLS7\nSBBADmXbNgSLbX5tQkUUwN4C5RAlpQ6Ao7uPdJ2mCYcCyId+pee0xXT4FADAdHgJ28uPYqKJyIms\nfcq0lf1nKttTnlD2Cox3MeOYIlJKCwBs77lXhrBjC7zRDPEtq2yAEnQfDGJ4ADw7YjGs1b5WTSVv\nxv7Vp4E2wVFG4Bmy+1TtPm4QiO2oS23HPQVastl0vM2iRH/PzIbc5hOyC1acdxA8rGvAlaRshmEw\nYLzQcAHYxbB6VaOnWXZKeHqVnRtsWXW/5s6SAYY7thZvdQ8DxX9IGDaDsuEYkVJw9zEGBTjpPzpA\nth2vH4NLmSn4zIFYRgkd8CoA96DcGDFgmHGAq2u2n3DkWwCY/TTPGFWrvUo5WGDu3IYh8+gyTs2+\nm0G41IBSIkqsmGIRUiXMOHKZEegSAKdoAHkHM46sc63A5AAAIABJREFU4+dN7ye0CWxSc2wrWT6U\nQ9RpwBATpo4JJ6rfliHzIiIGZHbL6s/LjwHowbhZUEx8LaQ/rl8GzLgH45h0c/mYogDvMjOuUjm8\nKqIDalni2PSPKE1tH2hf2jBr9HPhSUTd71YbLjdE4aLRp8GC8ByMLb9ejkGsZK3A6+ZDQSjtyKd2\nIkNbytkaWAAvZKgmpGqSaNUlkbaZFDCLcQGMd4CwyXP+Xu/Xf1s6NmjD5t8BzU7FMmLJd8oWBhg3\n0pChJ6sgoot/JD/HipMCsgdjBZHZ/ax4giuqoBHsWHBY9FPTyaAAS+4NM+M0YLNRZuw4A38OloCz\naqIHac5+RVYZpciFyQw9N2yYSQ4z5InIRwPj2BbwpNJUFFHnHVznSSAcZHMgBeTAzDi2bjmyigKm\nE64Qc8USKgoKJrJVDiUB04A6JBSqByU0u2bPiBWYp8IrO5UNCxhPE6ZDAuPtJWwPHxWriYlsixsY\nk51xt17iuLLXYOyYcVxgxt3wVYACHgx0WNUKbqptaTFowQDvrTmJrS3mKFzdhbCY2KVlQuIMlIYo\naYgxUW8/B2QBc/m2ZTwabq1ACQUl0sRWCALIIdCmJpwbpDpoOnTTQQSIZiYIADOjtNtZLoCxA2Gr\nU9ROTyYTzb20ZooIb1foO0wqIxhAkG+ZgmT+zaBjmLyLexf/NAyGDVPnKGqKiJiUmTIrtROs1p9L\nxl5ULJteZsAWqBWIqbSDdyfWGQ8DNsNBS79h6xaEuXzbvdGvd1fLgi1D1ixWYFb13vJ9CAWlRqRS\nMZSIkgpSibTtqSr8uO7r3ESvnmD1hW6kz8y4AXIlFQR9mPdp2RaUmogRJyBFlJhQtg2MGYSVDXOn\nHTow5tWeDMR6Pwkzfgzby4/SuoZJr1WB2c4nnUT2GoyFGce5msIu7rATXqbZdg2asKCUZv4ia8OK\n+LcKsjsjLTGrsOb6ZigK32iFGRMAWPBVRmcaOwwzc+EHikNFKbHtbEbxZUCG9Mjt+HQBTABwdsNV\n4uqG9qRKafkd5cplMwzJD2u7K6sUgnFXGX2YPIQpqO63FaxKMs9NmVph4HTxT7wnMrmtznuTDAhH\nw4q5A1rQ23Z/liHbmPSAzEDsQBhdGD0QW0Zsrv0EXvu8ArIHYeOPqmDdPbMdqS0PCyQedHe4S0Wk\nE9jbhl4RqUTEaHTGPBUUmjtEZcbzq+qZBYxZRUFlHivagbCtq0etAaUSik8RlTplBuJIemIF4CjA\nHAPpjEsR4N1O09zNzPjyJUwExhOZ6k2VrXsmMbe8GtkrMO4n8OTYpURqCmNrzKZfDMwA1ydj0E7h\nyLU24GJKRRwMbTWbDIAolBndkdDaEI2e8xYFs0ZLrMaAcUxJZ5ItIPNw0riFIQGuwdZaMU1t4k1A\nOEAaqImlYa1sxA+yJ22prKjOvMuCU0oMaAwEjVmimhFIp6qQhRyiu+YFIM2/QheAcME4IK481DVA\nYYuhI6LVjDICqR+iAeEUk2GVpKaw4JviDJznABzJLM2qEObguyQ9qEun2gN+e1l/I7cExjKBt8Fm\ns6H3e9ar9wrUVe/dO4YBu44RypjZzSS01BkQt/kLIEwFU4koQ8REYJwmtVCxaXKMOCwAcgq65SXt\nMRF5rwk6JDYQEWq79IV2iERobbiE4DpVAVueqDPAHA0wlzIJ8Mp+KIXvt5guXwIAbJkZk6kdm1gW\n3iWQSeKVq8dM9gqMd+uM2+kPbaXZnBWH7gQLbevB+bWhOe0WQ548hG/610AgtUuq/FZdAHNY12C5\nYS8wYwHhJTAONiz4cME2vQVTCY3hM4Ugli9Jq1XyK8hG9CbitVVoyyodEPNfNMw4DZizYgPGpZAa\nqDH2YNVAEagliHqkNXrW9RsgLupGgJivtd8YFYGMHKjRcadCHXeLb/I6Y5nAUwCOybNlbcRmc/J+\ng/4ZM7aVIXgv83vPjufAbgHY+vUTeALGFog7UG6AXA1DNkDsdG59w9Fnoj4qOlqpBMByTxq/qRIQ\np2ZvnFJEnNSypaWFJ+YMQw6eEafIBMQyejpbslKesSqR6lLhFkh5Jvuh0LcmYcWqnojWHaOA8UQg\nPBErngqx40M7gfeYgi+KTFwKGF8VFO87GEfW97XGxSAcaiCLArPaDoCwYhG6F4CCnEPJVTISaBXL\nVhZpmQmDkd00ylkjlqGQWlPEmBwQc+VUE6T5sLhf2tomH0NbZYSAqYtii1o34QKQ6kCZsWxU4/R1\nHogbG/Y64yuB8VR48Ual/DdqoKWuTthWlS0JJ55kDcToebTCrN6AWAhwum5VT3A6jJqCmDGn06o2\n2r4H0ZdhmN9H6fyuLEsTc80du3v7m7l7BsahUztYlkxgqwDM+vVuzwipLb3T+zW1GI9eIHuFF3NF\noKXrKba/ycxBGNM2qetiygaj72drCu5kTbrkr+qydarcOk9U50MuYtDRsGLuHJgRM0hPNAE3GQCe\nCJSnMmFLzJitKRoQt4lDdrf5ji8TNcVsAq/TGfNCiloraiyoNapekqRnw02YK1QzRJy0MURmshPt\nF8wVw8zK2xl6ZrliCmbdQRlWjKLvS2nAZjN4ZowOkI9kyQrGmApCKLL/Q4wFsRTERPsBT0kZJ1VM\nb1WiDVIZcHIANqShXe3k0cHGqynkiqaSqBVxanFJqYFq5D2KS0GcyC36xcYqer/EZRrssJ3ZJIhh\ntmuMsakgkv4l6kRaugaqQ7wLWNQrMWJ7moQtOz3Sh8qWvgfuCK5Qn7XT8GU5Y8immrow6Z7Vd1Hq\nFgMxjUCkzujaUjYHkxZh7+1sLreUWT9JHSyaVYNsTRBbOcWoO/qlqsDbT8ZZNQUC2w8HuSaynGiW\nLzDMmK4CzMYNk2dSD4Mye2LMtRoTuQjn5g5NJgr5EJ3YciyJpVQEQjVzJxGblOgY1WY9UokdNyiO\nXx5gzDahLPPJIzus9SvygK6/tyMxGDUFJsM62yRYLBExTogxCpDZSZ0UlXWxGZiAcd94u3sGs82m\nmSXNwDdAVo5Z4JEGJo25uRtjjG0z7FLawo/UrsksH1a9lQFlwLipIRFIqZ44ib41poSBFhkMmw0O\nDg52suKmQyxIRZcrT85dZM9i3l2vsL106dwE7Dxsh+QDOndr9EO0nYiqVxKf/ADIhuXMouXkCLML\nH+8W51UTRkURLaO14tktxbpTRfiOFV2Zy2+Mg+/ZNEwXthgAhgIL2K2xMiAMBeoZ+Fb9oMVpmmcA\nqmyTCQTEwOMdXnFKjNbWaRnVtXf4XQVgf00EyInDoXYQoW4BYunADBt2V2EI0pnxKFPMOMVN8axE\nykpoBCdFxJKQaLfAA2oHB5sDHJw759gw8WHndzWyV2C8S03Bq6eE1VV0wGzAmIfnFIaUEQFICKHt\nURpCY5YxNlYZaS9dOqZHAdibSzlTKDOUnYNxe7ZxzPKgY8FeZQF43ZcMxfmOh+mF1vDT0L7UiiT6\nVjrxRFJN1zrzoXRa64lk0t38NwfthINhs2nunhHDqimqgHAhdUPpQHiqO8CYmXGtbY9YUgMxHnOO\nKNJQ44zBdCD95GPUCdSQEOMgoxh3vpphxnMA7u4NmProdKBq2LsFkJ4Z+/SZ3xuA5LBl+bCEVV0d\nMQSUvtGDMACrM3Zivmcfh9bO3JaYASCzfEl7CMqE2YJC9gCxnQkDcDBATMvR2R05TMqjaL9hSYoB\nXc/AlIJJGAaI/X0r31gLCgNxLWQVUlBSwlSLtIODzQbnDs4RnigIk12HuK9G9gqMe2Y8iL6vDUUb\nu+Vht2VlVYbKyoAVgOlRq1Sh9X4xtmEzD/FTqpimhClZMDZWBp2KwoFxN9FjQXrYEDMeBhwQM2bw\n1YYVfEMyrXNGwiqxPNbnmQ5J7Xt7yLVu/Z9Zw5J9Mbsl/pthBsYSGud7qZhI7VDILazXAbECcJ0B\ns84FzMbtC2P4EPqRS6dKYmac9KSIxoY6VhwCMLsaAI4ekCVqwtL8yIaj6/TbwozNiKdPXrCl0yQx\nGAfTeUM7q/6+q0HyjMGpZ8LzCgbT2Vo9c4WstkAD5ApjHmnqtFhLUJwB0GIOnbSzbNj+8aS233FO\nw+V8dLP2qKYT0fqpbc2alSoYs7vto8FAXGTxSqEzGQ+kHRzg3Llzyojpqm2xzLP0mHJiMM45Pw/A\nuwG8FMBFAHeO4/hOevYcAO8F8BIAnwbwlnEcf+u4Yc+tKXjyq1v9tXDliSoLyArGOhMcQmyr70pB\njFanWUnP6ZnxrJFb0ygGYGf6ZJmx2eRls8HmYGN6asACc4+5Tqq/icz+F9JqOykA0rh9BdHGyCDM\n+lJnXREUjIfNBgebA8O0TWiUx03/Wx2wTjOg9UyYrWOUFTMYd8kOC1kBSOfHs+MuDSGIzrilL3m1\nUrRMeIEVL/1FBQhlpB0IO1bsh9gKyn4U5MvGQmmVd7TetCdB+qrq65AZTXkANsN7m699XhMg8wb4\n7ald4kswHIrgcxttBGND7FkycIQ5W9QJPAbj2cIodPcheDZsnDaN2gEacI8L4demZosEwnx8EruH\nTWPGm81BY8YOjC07LvNKekw5ERjnnAOAXwfwXwA8H8CfA/DBnPO94zh+EMDdAH4PwAsB/FUAv5pz\n/upxHO89VmR26IwH1hkDhpExK6Y7C0iGOVv2XGiIH0uUYXQk5pYIOFLh4fvSwgDPwnYNYW2jtmqK\ng82Bgq8D4sDERVNmElt9wqWsr3QFsJtZ8tDRTExFE28Gt83GqCnOHZjvVxcXVN3YZwa+Mz/Lir1q\nwp5h6NNj/1f/GduRxsagq6s45TBLy3Sj1RX7jtR3sqYxz0Y06gdYNUIPygQO7tly8ZgUGp2xMmN5\nv1NVzMMhZtwBvMvLXjXBXycTHLFRssAcADbJURYcOiBVlkvZMANeq54YEjCwRUXYAcq8udZsDNnl\nY8eMl8tRy7xNQBsDAflr2HFA7eDgwKspKuoMkJ8oNcUNAH4XwJvGcfwCgD/MOX8UwMtyzucBPBfA\ni8ZxfAzAD+ecvxHAGwC87TiBz5dD6wymbFIDyPDENUybeVB3Mf6xVpQYZRgSO9DgCTDAgK5dPtuB\n84wNd38IwQ/zOzUFu3kYx+lQ1u/VL0pHgzvLz1AnzZAQvNfCeNjFAy0dvXkdT+Btho0As8ST3fSf\nXbRRigHnDpiVcfRs2NsaaxkbdRN8R+yBsVf9BBldhTA0NYXpfHzZedUETPn04ByJklpAduAseWpV\nFaaYDKv1YGJBU93RFK/uY8I6YANKHSNWpthDVtXf2DrRMeT2vNCyfzSTz6CnGgbw0V/MimHYsfrp\nBJ43YZurKgJS6ib/gp90syqHZZ7R+y8Rpf6v1aUItLZmCB3fb4ZlNQXPXVl1xdVS4xOB8TiODwB4\nLd/nnF8K4OUA3gTgxQA+SUDM8nE0lcXxItMzY7qPg9q77hIPvDv0qNLY1SSuBw4+tFLBuFNVHLFa\nSxuhBTNmxqSmsA3VVDrAqFlMBwL49IBZATOxQANgdkt4hi0F64YwNR0yc5g+7gEBm41VsygYSwch\n9201tl9J57fBLBUehM0w0O3QZpixnSy0AG07A8c+ofnJoAsYZmw7nLgMxLORy5F+fYem9ybrZwBs\nwXmhNgvrZBUEoKZZgEKO639dGEqVTVdPlWzeBchPulF/CEBb2cFTdrxKlt1lpjO2uuJo8kL95lYV\nFpBFlcFhWqsHnt+wndDO/01ZdHXblzXA2wVIFnHnT1cmIgeDV1M4QwJzfzVy1RN4OedPA3g2gI8A\n+BCAdwG4v3vtPIBnHTdMXnrLIos+YhJQA7rsZiAzDbw/Idq74cBBAUD9EUKnnvAgzG7fCHeA8YaZ\n5RFqCqpY8yHS/A8AlvTU6O8FrGHAGw6s5QrzHmxDD6IrY9M2wKsmrLPPU3Xriq1+C1PLkll/bIeH\nOtKxwOzvfb3w7kh1qqldBnggZZXFbsa06I5LIKwdq/sN5uDbM2argvIJ6NQUBEqztO4C9boDoKv9\navXvBAWjAAvIHJisd6MVncHpi/0pKmrfC0rvklnbFQHZzQOYiXOKsFyDv+dv9uQlGAKjhIYzxOSG\nOSdLrCmcmmIHIO8ojivJl2JN8SoANwL41wB+HMBTAFzq3rkE4NxxA7zuhhvxpCc/We6vveEmAMCN\nNz9zxpptDQwhyOqtYob4xTIsAwCovD0jZKKIGz9XtUTmT3ptAJhCbOvn3RJXGCAGFOACrr3+egDA\n9TfdTNsf2gYLqUBNCLCKDnf6e6lE1uY1Rhqes/5TGe8SKIsftOpSTs7+f9o1z2hlcf0N0iHWhdpW\nDS7apbNFnlkwBjFrXya284SUm/4W0HDVT7IOEoOqkbr+hpb/N9x0M2LaaN5DG2bgvOOyERMyXrQA\nBVteIUbsznbA0eStVVNwbjIgW38T2eW0oOKpVAZPu+banaXl/XqZ+8oRWPOvd/FgU6223gwEOBDd\naNu17PLhhMPDLS4f0kkZ7D7c4trrbgQAPOtZz8bBJpLaMWJIsVlKJfobIoYUHODq/trWNjjO6q+U\np9zZnk8BmdsPoO1C/HjpvYCytu2veNp1AICnX38zqe4qPAjzOG6ekxcfvG+xVHoJV2ugzJJzfjWA\nDwD4WQDXjOP4OvPsjQDeOI7j848TViml9psFrbLKKqucZfm5d/0jfPc/uGPX+EXkpNYU1wN4yTiO\ndxvvTwE4APAZALd0P7mR/I8l77njn+Hck58i98+47gbc9rrvxt2/+HO4+NB586bhBPSfZUtLOld3\nNlzPutiv6rSJzroHcbuZ+hjNsFP5j+uxA/D0a6/Dt3776/CRu34JD1+4IM9CgOmVOVqkLwWzQ05L\nkfsWQD/UAp2mYIdhgJIBm1/MCjQfbZ72cs0zrsW33Ppq/Mbdd+Hhixf0QU/kYEYYdFNMPgOGJTPL\nr/pMGIb+wDzj8LVM+zj0wqm57vrr8drXfyc++IEP4MJDDzkVzUyHCGbALYOc+SFNnPEzy7CdftiN\nkDQurBjwbHkpAT1Tbsz4G77l1fjt37gLn3v4YpfOIAGaseJykO6Z5XAmX22e8yjTMWFixoY1l1pw\n+ZDOi+uY8eG2MeO/8+bvw7t/4l/gwfP3Y0iBLKQCHecVaB+UxpC9DXCkEUpERACM/tjmpB2ByChQ\n8ofbm/5G1YOmvUhI/ZgG+IprrsPLXvEafPw3fxmPPPyQyVZVH5pZDl9GO/VIXk6qpngugA/lnJ81\njiOD7NcBeBBtsu4f5pzPjePI6oqXAfiPxw388488gs8/8ohGjvR9f/LZi7jw4AOYVTeTSKdnNA17\nbmUx1z3K8LcFRA3RAq8ZOhk/r2vlFmF0VgFiWvXwxc/iofMPOHVBcO93E5CloJ+Q5KOh5rov6L0b\nkvk8Cgt+mp+9X7uf6JsXHnoIDz7wGa1oC6Nqaa6i/tF87W2iuaOBKwMtFwUCLV//ads52cZnYh/U\nIuezFy7gwQfun+l5+07NbeIkS3wZpElNYYBbgJffM2H5+FQfN3Ov+pb5VTsv4HMPX8DFB88bEtLV\npR0dqj7x7YWvLr/lyrnPaooKVHVbkJ6mCZcOD3Hp8iEuX97i0mVyk9/hYTvm/jP33Yv77v0jDEPC\nZkjYbCI2Q8IwRGw2CRu6itXEAgmyR5YJ3M5IkQKgquuMTrlTL0mbkTziewpD9r0AHnn4IXz2IZ4a\nq1oXu/+tWGupo+SkYPw7AO4B8L6c81vRwPkOAD8E4GMA/hjAz+ec3w7gVgBfD+C7jht4MiffAmby\nZRjkmQU6K67xO52jB2LMrn0lbMH3CzrsRA+DMSguvmMw1wCzQX5ASFEL3SYhBKDyyW+c+CgHjYIb\ngxz82CpWpUB4m3vFK05HkIZuG/C8woQdfsBEy8Pb5tvd5IQjqBZ4u/uufNrrCgISghm59LGy9Znr\nQDX+Ao7yfnMnOhA2pbai0+uLDXgaELVsmHXHs2eGUSn48rOeV9n8cnzUwqP4+fdsh6S/WupOMcuj\nLgam8FrVqCaTLchyWdXOv3fbIG2qu3iZOq9gqHH2E2mS4RptSRrVqT5T5QWuN7yHC3d59Ffbt+RY\nCLOPOb8nR/hWBWSf0oo+1e0ds5fKVcpJTdtKzvmVAO4E8AkAXwDwrnEc7wSAnPOtaLrjewD8HwC3\nHXfBBwCxyWXR7RsHsXf1abVVmQFVAVgBgYe/8iYg71tEqYzFynoW/sAMadbkwryYYpIrW4fM0wEF\n5OIrPq17BkqFHnOqQCzfnXfIsJ67eu3lyKgfM+Op1AUw9kMyq6KwLJm/7OcnWpk0LOgBqP0whCOq\nNrdZdEwVgFU58FLitqMbT/z0QAxlSqELzwGxB2NIGJAwbW7a2hn69PUd0MIzfadPvAWgPluOAAMT\nP+23CWB5j1WYiSlbDw1Qu1hWqouuY4YCax8Bx1g7v2CfY4bv3HnNa7EhHzYW4hfoYAUGXAu+BpzZ\n7To9jkQxYXe9Gky+Xz0Wn9yagmyNv23Hsz8C8JeuNjI9M2ZTt5QS0mbAlVLqVRDe7YF3oeK7RuGH\n/tLwBIznQFyNm/0rGiMGILpnJ7aicSQN+LZqTo2A/S1e9enXTJg9nzckfm+5egsYMzOeemZs8tal\nwTRb85zjZt8XIKYXZjpU7hlhGqdzL4AmrK436M5/MbS9ThhomaHx7004CAvhCk70YEyRMe4elOcF\n1QOwuZo8XPoxadF8JsrHu/YRFp0LwSrYyr9aTHlZAPLMeB5cD8LBRdjmF0wZCGhS/vtEKjRWQPYb\nd8YPAKR37zOh2vxhcA4zcBa2LCBs25TFCV31KJXU5P8xtRIz2auNgtKmU1MMczXFsphmbQFAejjY\nEjO/Ywi16FUVbB3jCTP/PhQbBN/HqPtrxBS7uAj3macmBq0EVlVh/rd9Sp/W+TtVKpZv5rX/vIkF\nsKW9OralYFuKm0DrGVs/4WZTZoG6Z46u7obO7pWbhcl2C4Re18tgrCCaqDNMqQEzMzLHbIEZAMO6\n5RkUPNC5TRjLstDp27xcBN+upOT9foGzjcOCXy/O04NM++MJOz7ObClOC3ezehS6jsMArgFpqzpy\nAC3p5P87ZmzAV/z7jKkmXA6H/BwbZn8DznCqClsW7Lbg2+PDyWWvwHjYyYyH2TODd8ZjmalZf69I\n0Aw2UGqC7TPW3wts9AwQoIIFQpJdUtoeulBWKlWMjhOqM/ClKiasmH5UK1UoP8FjJ87QXR0Q176D\nmucdJ9SqKQ6n4jJ1DvS7wvL30tQMs5H6XLt7uhMw5ErPQGqAWCd69F6ZcZupZ8AF9Pc2fAsWPRuG\n+a1Whb7r6GWeKTO1zA6mvNShymWJAVp2NotQX7clJlCAaQDMFjxuaW/wv5inMJjQrRveX/JTO0Eu\nUNfZiQ7K4Kn7/nJeBM6vvt2aPwvCAr61A+fqgRp1WU1hLWkE4K+SGu8VGKdhh854YDXFXCy0Wo9F\nsufetCcgdH6zsHeDi9UceP1oC0lPaUiqpjA9ukw0yAReAGJtk3e1AiVAVBVd7+wnyKqCcQ/E1br5\n2VKz0hxigLdqimma5h0cdwQ7w5rnnwBr1TanT2xdZmAx2jsGYsNk7Qy726M26oGwbSMas2rLgKkD\nYvnsLgBeZj4d5u1Iu62cHSA7YOwD8oEuYrGJxRIW+HjbQtR6xfWCF3i4GjJLl9bh3W3OgzJDn8lY\nsLrIseUeywEs1VbuyJfUE6FWo1Zn4I0u8/rskEfV53Htykm7H81v7bQtsz+Z7DUYR7MXbUxHR3W5\nqJbF9ovLYLzQLOq8mXjrAXUH88zZoEY62yUo2AXYuPs7EPvFjucyOQnM/yoDNE+kKQBb/2XRJ4Xi\nWWqls+n0ncVJwyvJYrEEybTASVSHNE7Pb0CsWMFZl8/afQ3aF9rpLAq/iq/sB9+IOuCduY+RvuUy\nnoPsXEVxBBBXbvgKFy7aS0A88zMxUkSTP1+jjhB5bD8QZs7++0E8bQexAGJ9vN295hqz4RC6ltsD\nL5+e6hCAuwj18ww5uqTKqIbKQLXLdn7h6sB4Xe62yiqrnHG5OvDbN1nBeJVVVlllD2QF41VWWWWV\nPZAVjFe5arlae8pVVvnTFa/bPm613Lfq+yXv2rbKKqusssqXLiszXmWVVVbZA1nBeJVVVlllD2QF\n41VWWWWVPZAVjFdZZZVV9kBWMF5llVVW2QNZwXiVVVZZZQ9kBeNVVllllT2QFYxXWWWVVfZAVjBe\nZZVVVtkDWcF4lVVWWWUPZK/2M7aScz4H4KcAvArAFwH86DiOP3a6sTq+5JxvA/Ah6O6nFcBd4zi+\n5lQjdgyhvL8HwN8bx/Fj5PccAO8F8BIAnwbwlnEcf+u04niU7Ij/TwD4Hvjy+J5xHH/q1CK6IDnn\nmwH8K7SzJL8I4JcB/JNxHC+fhTK4QvzPShk8D8C7AbwUwEUAd47j+E569hw8TmWwz8z4nQC+FsBf\nBPAmAD+Yc37VqcboZPI1AH4NwI30dxOAv3WqMTqGEJD9Elr8rXwYwP0AXgjgFwD8as75WU9w9K4o\nR8T/FgD/GK0cuDze98TG7lhyF4AnoQHBdwD4VgBvp2d3Y//L4Kj4730Z5JwDgF8HcB7A8wG8EcDt\nOefvoFcetzLYS2acc34KgL8J4BXjOP4+gN/POd8B4M1obPMsyC0A/mAcx4dOOyLHlZzzLQB+ccH/\nLwP4SgAvHsfxMQA/nHP+RgBvAPC2JzaWu2VX/EluAXDHOI4PPoFROpHknDOAvwDghnEcL5DfDwB4\nR875NwE8F8CL9rUMjoo/GgjvfRkAuAHA7wJ40ziOXwDwhznnjwJ4Wc75PB7HMthXZvzn0TqK/2T8\nPg7gRacTnauSrwHwv087EieUbwDwUbQhmN1h8EUAPkkVkOXj9N4+yWL8c85/BsAzsf/l8QCAb2Ig\nM/JUAC/G/pfBUvwDgKeelTIYx/GBcRxfS0CMnPNLAbwcwH/A41wGe8mM0YYvF8Zx3Bq/8wCelHN+\nxjiOF08pXieRDOCbcs7fDyAB+BUAPzCO4+EVuKrpAAADhklEQVTpRmu3jOP4HnY3kiNyE9rQzMp5\nAHs1RD4i/reg6Sdvzzl/M5oe8MfGcXz/ExvDo2Ucx88BEP0jDZnfjNbB7H0ZHBH/f4czUgZWcs6f\nBvBsAB9BG5G/C49jGewrM34KgEudH9+fe4LjcmLJOf9ZAE8G8CiAbwfwvQBeD+CO04zXlyC7ymPv\ny4LkqwEUAJ8C8M0AfgbAT+ecX3mqsbqyvAPACwB8P85mGbwDTe96O85mGbwKTef9fAA/jse5DPaV\nGT+GeQL5/otPcFxOLOM4/l9i8H9CXv8955wA/Juc81vHcTxrO/o/BuDpnd85nIGyAIBxHN+fc/41\nUx5/kHP+KgB/F21CZu8k5/wjAP4+gNeM4/ipnPOZKoM+/gA+ddbKYBzHTwJAzvmtAD4A4GcBXNO9\n9qdWBvvKjO8DcG3O2cbvRgCPmsLca1mI5/9Em2XuG9RZkPvQ8t/KjQA+cwpxuSrZUR7PPI24XEly\nzj8J4C0AXj+O44fJ+8yUwY74n4kyyDlfv8DWPwXgAC2vH7cy2Fcw/j0Ah2gKc5aXA/id04nOySTn\n/Fdyzhdyzk8y3i8AcPGM6Lt7+c8AvpbMxlheRv57Lznnf55z7m1BXwDgf51GfI6SnPMPAvjbAP7a\nOI6/Yh6diTLYFf8zVAbPBfChnPNNxu/rADyINln3wserDPZSTTGO46M55/cDeE/O+Q1oCvLvBfA3\nTjdmx5ZPoA1dfibn/DYAz0PTF//Iqcbq6uW3AfwxgJ/POb8dwK0Avh7Ad51mpE4g/xbA99Fw88MA\nXgHgO9Fs2PdGyDTvdgD/EsAncs43mMd7XwZXiP+ZKAM0wncPgPdRXJ+L1nZ/CMDH8DiWwb4yYwB4\nK4D/BuDfA/hJAP90HMe91C31Mo7j59Eq23VohfteAO8Zx/FHTzViJxPRa4/jWAC8Em1Idg+A1wG4\nbRzHe08pbscRG/97AHwbgL8O4H+gzfC/dhzH/3pKcdslt6K1ydvRZu3vRxsC309lcBv2uwyOiv+Z\nKANT17+ARqp+GsC7xnG8k57disepDNbToVdZZZVV9kD2mRmvssoqq/x/IysYr7LKKqvsgaxgvMoq\nq6yyB7KC8SqrrLLKHsgKxqusssoqeyArGK+yyiqr7IGsYLzKKqussgeygvEqq6yyyh7ICsarrLLK\nKnsgKxivssoqq+yBrGC8yiqrrLIH8v8AieDTzG8kHkQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sign_0)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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33/SRoDPZRsMkMAuLITZ5aAB0UvJAPUh3kO/gOFIIeY5CRLJsAojLhKjnxrt5\nX69WDbSVYGibHDKKgfTFlgcOxjMznrwqpDDE+F5lxJglCvKXVr5/Ua5wmcJ1YgE1782b9YTqyuRR\ndGn9tlSXnrqQkxlH2HNk+LIZBqJi2HOW8OFsGOmqVPU9Z52wxlb/JsZupiATuCeHsQsMAAeI6Ewg\nhIOxDgtHljGBMTxsmVKmaI1AraH1JcsWmsTFPZHS17kw4xr4gZowycvpiBrMgUHGjJ0VkwJyMGIF\n5H4EFgfjY8oU63HD6enJbogmUA7dmKARmhiqbtMA08BorOlYx0BbGFyAGM6I/TVYPdT8Cf46vCOS\nMiorbpQBxMdZP+c0RgGA58+eWkbIQL40hLsiujYFIUSSHaqjsNSep7bmnXxIW+q+Zz0XApQnbdQ7\n+0KSzmSKmRlLdEz+BPYX2hBpVm1YxLRpNGtZI7Jxt3pHofduv0x5LiP8fKvS3DMlikgBAGuzwfD0\neQUQcieC6jb4YsuDAuNnJgpyK3JoZrv9SHyC2E7xGHFB4MyTwo2DXnG8MprGR1ZhyMBYuIGaGl+U\nqdR8wrmfLkr39gimh3ojKekHp1dHfg+uWacbmMoE/lAe5Rf/oeqUBEtQKVK+e0KEpHrIsYwJfCkM\nJMbKizdFBWQFV+0QGhEaEdg7GCpA7I26SBSCIudYvoL9SnyC55twVkxMAcIBxBuh7dhxP8FAmdA3\nBYx22rAcTzkCeQYgMxkQQ9lwDyBmNB5ozGisDZqoAWxpTK3+hPE18Gc/AsuRGYc/rLtlKSvOdKq2\nRl7sIllYB1ChzOuFdhBmOxA3Jla25gx3L0/UtuKjLmV8AcQ7H10dTmCmqGd2jvmyfsfTqCGeIj2n\nAZO8zHorTX2plQipX3tMwxTTMbVyvo4eEogjCjVCrj3PzaXVJywwMIaPtvX+ScgAeRapPsnyoMCY\neZ4rSvgYW+GjuWiKEV81uBC7E/fQgvWtifzaW/sxQQ1RBig0dCDngNIInZtmayqg0oLZmTeDV0Zj\nxgTPGeBx/8nYJyaLoZZ3WAUXZyZuLS+eFpMhMPXoGDoC09aboJ+ZGvPEVqbxXAF/vSe1+tvnyb8P\neJIasUx3oHtgrBD0WFkYYomXdB6/U0mG78a5E4ifAvJUGWGJuItOxxmnAM2KyiPsUp6o7myqGTc3\n8IWziRlc4UUgZYQpBsR1C3OhEwXdTdC6rr0LetNVAKDbiKrZEL67auyw4sPxTN4/BxblcY7OZHo1\n7m/nKVvClu+FAAAgAElEQVTVaGXua5VJ6g/lvmuX8U6NxZN5F1EOqy+DpoN1DueVZS+5Dd9bC2qK\nYIg0kLmHTxq/VM7KOuiSm96r/2uefyaSgjWbx67H39SfN/ONCzToSd3X6vnM8oi2BPjqM5i9hHxO\nwo7eGlrTDqBFsBQhR4iaZTHJkEk/UbEcrF98eVBg7OAbx2bJ1+iWow79SCOYiJQtCVnbNXertPw2\nTJbgcP/x4IVh3pMyAbI6mEto/TnMNhDMGo8aRUYlAkk8lj6+BwNzlxnYAgVUf4sGFqA7e2fkpKPu\nDpfgCzuS2FolicCKIseEFjiV8twwhW3INUrZIUcBdARoBQ81+rkBRJmIKAjvAZgtrNW3cg+wgTEM\njOEh4llu6rFg3hOM8J6oTFi9KPRc2xyI5+AQq1zZGTkb9n6N8hwxgwbrNYaARoJyb0DvYsl+rKz6\n8Lu10jSQJNa9AGDZ7Zsl3q8zpU/14baDsV3bgMZfoCoU1Ug1M10JUGakdBe11wD6AhBnwcCTbXlu\nlDMXMCx27Q3CCr7pZun10fRWB8F4x54g38mJa8StAHE3IC6A3Dw61DuMLKvsbWcWnCl3lwDmTAS2\nWtKxjtYoZqBpGGg4WT9t2MT3gDxF1Y5rJ0TVaeAFlwcFxjyOu2PLVsWnAONoR4QJmBXgzlmx+oOa\nKwwIOcy2oXZM+QN0c6XhlhKAsljbio/uvIFX3dOYnRTvh5hCyMBYTG91RlyHfJBkssXbIH0oi7+p\nXXFmxDMgZwL7CsLJgqgyqaBjhmAyIJGjwi35rokftRJjAaCVkmKYqMzYPUe4AHIkRZrWmRlTZcWw\npizQ7Gs7QO5bBnb0TRSkh/khu61n1HclyYwNkNXDw3tc+5uxaRqCNgRtM0YczFgB120LLMOKNtme\nJ6Z30M5Vy3o+Z2AcnYW/qqwb4sEc8Kx+zoqTXc79q9U9e+fiMoPXmADl7ELOAdkBxV3AUqtNQDYf\ndQekZvqyJUQKthhzwvl3Od6z11iBugmKSEgGrcgFzcA0zqEmWkqrRAVi/W31g6cC7pnd0dLCUk6a\noLOUA9QsWRi87aeLJ/gekVhLfPRQAPkTUuOHBcZ7mcKGBjG/m+t6wCQj6CwKBYilm/bZ4cY2Z3gk\nW8oUYDSwOuIbuDszroyBSqUPQJMKnjMzrt4eKVPYsSDvJV6agfGUrIjPQTmAKhlwAvEMyK4vhvdE\n3L83AuRzVG2wALJ7Zeg7GDZy8QbYMQyIqevwV5mfJ0RyF63CjmtAR4CwemmEv7Eb+sSYsYEw7YB4\n0og3Uvbq7Jhh+SyQMoUIzP/oAiDD9lEYsahOvAdlMu4rEkDMxWVQQbiDaTOwkKwuSCt/GK4ESInC\nwDNwUTvEHDnZcdRHg1MHeSA6f0G+UwVgngZ2KWdJyOixpMM0PPCignAd5pOBcQQReV7rAsweEDQx\n4wBkI1Jel4mTGTsbDnBeAphVkoybBOCe+kZGyI13nnLXrtM046PmQ6+A7JOPmveJ+TTDRhYUtpN7\nIxEZNEIBwvX4xZcHBsY7ZswmU4wdMyZlDsIKoEw6nFIDlBlUTCfTSKeOiCKSmcHqcMSBWIc63Pbg\n6wDm2quHPStY5owQ1bvjskzhixGTWJQlJZudZrOo+/FtmvbJKqADc+S/iHvdM+T45QLEFwDZPVU8\n3BQnCI464pCOmFWjkd23pwP1fAEeAp6acWjEpt9LMQyqzOMyhaAJobGo0Y7dpQ07zVjQQ6JwQE1A\n1kqEZJ5RdAbIti8mU6BIFW1Tn+neBEwGxqT8F3E577wZoV1SzcyWP+2GnupkMBmQy+dCppCZGWc+\nCrZf94fyjiUCgO0cxzN7lKD2RcmLnTdn4XinXg3OlvcE6X2g7pANOknATAziqh4EYYAeYdSmYfs4\nSKNaUTTjS0Bs+cotdSijtgPA5ZiUChpaU/dLd8Gss3ZHPnTz0c+Ht/Ijr//GjPkIyFMrC3OTk0xl\nW+eHfNHlQYHxmWZsYFyZsUYoU64WCZWGO0/e3gsQmxHDGOPMjLVxaaLxBhgzFh/LkbMYB0NnmnVr\n4G6ASQWYs6pIgnEMaYFsfant5pxlFZDd/9mbTgFh0FSxVYurLmTFgLf/Xe8VJiA2oxSsXAG7F2e3\nmQTfo+S0R8vPCNxDIAE55QkfTeQkrLnPZuQ0rDSG7BLFFOjhevGJjBVLfIbCeLeXKfK9woBLh7NW\nFi5RNGPEzQFZ68hCQETSOdsFJ3BZp841ebwxuMira+e003RrfCL2BMY1YGMCZmeVKXPVfsYnloVY\nwIS/5ghMKPaFHQjP9cv9cve+uKsx47XcYx2h1a0zYzcCjmiLcAIh5ZcvasYOxD7tl4ajN6EsOlu5\nPItfqwJy75YPvTswH6Id5BROLv/4hV2msJSdlkjLJ2yI3ODiI/EXXx4UGPPYe1OcYluZcaQ+LNtJ\nKy46cfq2dus19bhqxm2XtJqbDRetp05f3XTNQoSpKmim/7GCZhjwqmaMAqhFv82MZjPwSgHnDEbR\nqwUIw3xapepVeq9VopA9IAcmO6uTHRAPG+oVzZhPEPfPFDOcMBBuD8JQg5z5zNYcxVO+4n0nNo8s\nJDxXChC7TLFVzVgNeC5RuG4cenEh9gnG0GdVOoxAfcfkwZoEqBVQboK+KTOWmCsP0PnyyIa11nET\n2UwiPlROkBID1zjnrLC8mwiGCHZHEJtkIGcn949Yx1LbjEkwFEOv6k1h0WEiEDJtl1zucjiu9SiB\nGJgNeDBAJjrE800eBfUcJRir0c/rqAGyl6EDcmsJyMVo5zKHsuQWttn94iZO7fcUiDs5ECsI97ag\n9RW9KzPW9udJvxAjVZ/GKgx4clJA9gyHNmrIkQPjUxH08UyZYm/Aq8yYyBKpu7FOAUULx6PXHJQJ\nIU+48U6serv+EczYhpxSDSV2vRhmV4AzZgxzfzuTKURBO6QDZ1cJxMmMCyvGHpiBOiuHWKPx51OW\n7FqvG/3OO4BpDW8KbbRSk8F4B+ByAmsD9ag1o6/qDYAByBHkwIsCxHW/ene4DCS1/IzRiRTXth0g\nuzdFZcQbUqZwZhyubSkDTKxY7N37hkU9KtgYMbmnjTrwzf+ULVs+KeuU1C1Yp+XLTlJc/0UFZJ+6\nKzvJUJACuKs3RTLjfBAHPl3UnQ12Xd0PbwpnoORGMzM8eccaiz+QMeKIUKvBERaxSetUF2eZwq4W\nMoUFUIiDcF2cFGBnvGup8fq5pjO/u3puJRf9bpaPM2MD4lgNkPuCboCsOSYQs6Iza9tjOVk7cDC+\nV9fMmKA4txnY9GnITcHHqFQAtCAAzAY8HQZOUTdszDhyLqb/rqaBNMZnUWoexKFNhHWSSsAqqTLj\nmFIdsIlRjW1OSdHN1axY0qkCHlUDXvogi3lWyARKw5hRBeS6LdE+wVq88qebDxn7n3XiS14VU8kH\nIMcQGcMah3m0uGbsM3qENGdNgbwiHg2QFXh1a8c2xRKQ3hzuX3q2BYVM0QQ2o4ez36IXn/RYDW4o\nWyDm1oG/HgOlCshAgAAI5tomZk1XhtwLIxbKht/CW8Y6JBKbxkk7J7agCM+LLbBc0cFwxcC1dsoF\nZN1nNqSJ6trmdaCCcn0kiWeUEIrJ7teMawS7l+K6GavVJWSARE4skImlXKa4bEjWe04/Y9eZy436\n/db9i8a7jIZrdab28tStdJLs5yx3issUvXcD4QVLX9AXA2MZYPI5MgEiAdsIeMCnv0K4ZurIegHJ\n0PsCQ+HUydiLLw8LjGX3EMHKiqN8YYo5dGfU4ZrsXpJuTTuWPO8WcG+LGkVmkG37EH0xCJBwgPSc\nAYVdYn/s5+xZindD9ZiYn0smAJ70K7M+q+N+aZDmGQAz7IgNAyO3crB6lxL8HoH0GrG/+fDdyj3v\nX0cEDvwukcBHygLkcM5B1xnxKfYJJ/gr0BG18b44tgGykBnvikzBHnmHaY0cMi5TGIifudD6M01A\nXH4b+rgkYmxcgV2MHXfjkwICk3XipAEC1ATURQGfFYw1HL9nfZRaI/Mmkg3j7HO6Q/GdvXHs4uLY\nG/VcWXKNSlUvEmePXjQmFwTbduasTFk8ms8j8c7uZwbzed8X06FrvYvOwPYvubVd2FePFivAcAvU\nbTPJJ1mxMeHmQLxiWQ7ofcXSDxrLQIIRejYgwx3mfMZywI3R0YFGfIMFS0Uw14svDwqMz2+n+Cci\nhftc0xnd3UymIZJYhbQ8DW5MSU0ISSyyHwegWnTMPOC4Ff1uXXOoncmz82/CxTXMANz155QfXKty\n0OfyO3ZnhHiuuSnuWY3v8/lagfjSc5Qr5HkfTjJ8BgYduursBmpI0eTrkyeJpEQDu7LrkBUkI/Fc\nBU6xiDsmNG4W/txUiuB0XYvgjqGygociqwkgJa0stLKPs104RJJ5cLB1BMINnVkHGNQgjcGtgRtj\ndL3XSHjPlMBQnjw9BqobmEWI2cOHUS5ewq5Dx7Pe3/ki9hwIF68qa6EAahSO2h6sg83Pw3tJTLYT\nHpA2QOwdtKf7rGlRi3tlubNocg7MpZ6r3aaEI5thLOehc8au91t5fYxcrH1DAHIQLrLEYtJE7wcs\n/Qp9OaBxw/BRJDYlNSZB5bvRdxCRsCXUX0eGlvrz0yBT0O528qFcLPfhSXFCLxV7Gq4Z6yMf3hui\nVZei+kv6P8XniGYgnj8tE/DW5EPJPjMXgd7P0FwESDaMYMQmUTjYn2m7M2FNngQ4+NZ9+L7sgXgv\nVdSGvl9mMNZK5taxDTpsTXDOHMvOGGqn5JdMNh1J/31f8jNkYOyA3IMd0yRFtMHhwmYzuSe4z68W\nJvxO5bdfgtfZPblNUgZUHoN5U5ABcbOkRV3Bm5iCVc+dvC/u/uRygwcv6A9piO+zOkVf+MK5udPz\nMjZCDHd7rGUMmjuJ2gZqruX0dEjgcdsJ8YawtUiR8CLJlI8C7UmKNp5l40zZazEb8Vp2gFxAGVXj\ntvsufWC1UTcqxrpWQfigoLwoIDMRYhZw6ZoMir2Esrxz6iuDf2HE9Fl+n58Gb4pngbG+ABXtYy0s\nuTpeaw2kqIiOptGzeUKPktgDxoiTDZvLnL0KrW8OwGWNYXyRA6rOC9YZAABwZcYXPhceFfZ/NgAJ\nslTHmZcAOZbaeKLx1kZ8Sarg8mVB6pGFldGG5nk+yEDY9t2/ez+VeXZ8zrpMZgEF6DkAOyi7B4XP\n9Nx8a3px9SdWWUJSXpACI4UZz1OoO1JFYU1l56DemDJAciiDHcaSuDUNjx6MMQitU/o1RxVJwKgu\niJiYsYsfqh0HGy31LGW3S+9yD8SS+86M4c1g9sKpIFyPY3Q4VShb2TUhu3az3wn/fZ9ANfOshH98\nGGi9TOw9WASb6tmmFV8A4JxkV72e4uve6fgooLza1txItwQQdwPh3q8UlJcr6ATcw2SIjsZNI3Fd\nq/RIVGRwUsQ1iL/HBqFPiZ/x+e0UZrwPydwBsy6lEokDqB2USpe5X5Hfq0DswFxedH5yliqqoS31\n4L1vMABLVp6f3QNybXR+z/U3nQxQnPOPTExvEiCdzdQGXBlrbeQZRBDPaGxBf8PcASmZMFWGTFtc\nv3Yuld9VY2PMlGHgu1/dYFe3bUjxN5b0nPBykBmQ4wUCwDRDg99QoY9R1gZFdq3GmL8HQKihD7ZA\nFGNQxuTT7z3fj+ur5HUv5lErOYcDJPONzu/R958FxJe/qWVzCYArJJZztP+bQXwlHqarChysrJ5M\nbp8D6b7odcAITPFiie6B7OlJkhVPeYZnQKYzZkwByP7sAJkf8WKs2LRiX5fVGPIBgwQiG1gWNLEQ\navYRJ+czCENtJwa64onINuQI/dPAjGm5eBysmJIdh5WXysPvMDaAmFAanAF2ONTXH0SytqlxZPWd\nWYuz2QrEGbosMgAuzDgShVfviJkV1+eYOM/UyhJ9qLK7PRBPoLtvxHt5gstT+pMmGDv4auMoc+HZ\nOaIBT9fpmrd6RyRLkQlwWwHePRg3dAY6C3oY0mYg9tXliXhH5TWHjdP/2MpQPdixmFEqy1/dpimL\nqJR9syCN3jOLnEcHkuA8EVrIA8boiueLuOuY8Oz3K5fqGXYXfhYQz4BbiQedfStBV9lkuddgyX7K\n65P7gQ99p+SfcgZcQDgiKp1V+igSCfqFYIBMbHymZkwJyFGeOcKdAVr3W5v14mTHJlUsutIQCB/B\nbQFHdjh4r5zvIGQKRtqo1DdfMEulL7o8KDD228kiNZkCVaZwYJ7ZMUhKBZ6gbWpoWnWqr2b+IpXK\nUUOvLw0dA+wm/+B9xrURMkXsu2eI681Va/bfj8Zbt7DKV58LpZHMFukzSeUMnCtwnw9ZszNyIPBA\nmc3KXFOQUgFpiY7J2b+YHoq4vnj4tIGxAnFDEwKxbcW1YkFntq0YG3WjnWTY8/wGrahstOMyRfPG\nWhG6MGMq7U5M+zWGDvjfzO+cGsamGdwCiJ0hR/FK/gR8iOVbTy5TjXiVodpXpI7CgG9lwDtr/hPq\nkoHFJXZM8XeXJ5Idu7RUOwVjgwSkl5F32iZRTTlaqq+61Uuicr/W1vzXibJ9PxOQTabwDiMA/Xxt\n4cpWDXfKiN2At/QrAALmFcwLRmRvMwxAMeBFDhV7n/HeGlLT+mTLgwLjvWY8yRRUjHclIij9ILNi\nXprSJSu1s2hPK5J8IoB4/1IvlW8Zts3udvtMa/oS2c8Vo58b+/Le9p0CLhxTADAVtjKDbjKpuPaZ\nfLFnVnsa6dv0pgCcBdsWm7kaKSgHGIsmX+KdpdQjzxSIW7DgJk2Nc9ICkBWMTQoYbMndVZeNsGhj\nx86QQDKVFe2fxQNV9sJioYz+Z/eoENMNY3TN2jQdiDtTGBspQHlXxFTrUx3KetTWCFZ1zl73HSfv\njnH2jUtlXsEjOoVWwFeete/lkh68/psiqnfrTbt8UaUM3UqpjzMB8rZWJyVw5jtrxm7srKCcHYdn\nTZs7Eg8YCbe2AOICyItqxsAA84rBHW30Avwoz4RiwPOyKaOPYiP4JMsDA+O+O1bgTBa8d2+zcMni\n4CITEDkwz65iLgRrRbLzlC80jXYFknd+kRMDLYEbe1bMPksDF2YcrNg1Z78H16uzQ0hvrALIjpsO\nxOT3kB1EftA/58cXGrD73u4qkQ8/dd9YsG2bAXLdRkkTg0V9cB2Qw3hkQQ/OhhWI29lWwXjYtmjG\nBs6ea9iDBbVNFkC29xxDV/emiMfejTDK4xMQBi9hRMi9prVQ96k+CH20uCcHYi9iv8ZeppgA2d0x\nLbx8Zsd+oRkAL62VZZYnKCBxoRoUMMmRCy6AcjSXch9+MbF7Bwh7ME5QnmfskZ2ckDNpzGDrgJzJ\n5FM39vfaENJPuLu1aVvDn3tbJm8K9aTQVWRD5wV9LBogEsZCLzAD43Bt8768lHGcwydaHhQYfys/\nY03dWBlxurZFQEfongnE4b+LnSXXwKfyQQCoPoznDBU4A+LQfYtWbDND6xxmJlNgx4zhQ7x0/UlG\n7q4+9qvaG5RhNkpjKJ1BdWHbgU79/9m15ZwtU9WMnRmjBQA3B2SbHZpYczjAgDianShLU5AiBR9u\nhRk3NOnonGCsHhWqGXeWeVZo14wH0mzASPe16E0TmGfhff/YWhMmv+dKDgOb9B1si6B75zAxY2Dq\nt/23oc9c2VzWXQukIR/qTrV4d6PPGtnMH8vXn14s0779bWLMBsBazbLupxEc8BwX+keOa02zlteV\ncoi/H6W5BOgdU61bE/iiTJUUuruDsks+hEj3iWTY6U0xs+IKxMtyBZENY6zGpLvOeE5OzbK8fcow\neJyCl48ZbD81YLw34KVMsR+67K2rDRlGigJyBpIeYAG2a7BdwwIFQuaw3wtwdcf1nPYoZn2WU5zn\nmsgnouj85ZDfkl07t8/ynvBIOj3rGcEEzvnmMGpfi048Wa/zd8rZ3d6zFw8rFZboaNDMGNk6hDdw\nUwDV0HSZnn+6rxhJkEYrCcxPmGKqo8hDcfIcxbqGRmz5JsgcxhUfDUhaA7pawnWfgNXq1LqADgdY\nAoKyFXXXkhadpHd5eu1zBq2+xGZ8FLLOQ9BF0AVmfNQRnYOuh5DXLl0LgKN8otEHE01g1q0DkY/q\nUL5X65ABrAVxuFE6jYOESHAzRbb5bBeeAyJHqtVFsS7+HNPZMrIDlPvG/VfmO4Hurl2b9BDXqZ0D\nPBI2y0Kfzd6f9aDn9XsmWvO9tKkcGi1opEmEWjug0QoA6KTpN0UshsFG2LPB+pOh8cMC47aTKVqR\nKahnxv5pKOO9YYY6p5eCgmf18Z2m4UZJVB3z9IgCsM3yzGWCUS7bETNCVzacUXQViO1pygodTgtZ\n5dmXhDF5cRjO705RfiFx5HEGjSAY9xkY1wpD+ZPqxlzOCywBkHYAzOrgS2L0VDSBehMPKiBNtMKw\nrRjeOUD7DwnAHTQUWDEENBpoNLTR1XviRGjHAToN0Ma61kg7ZyU+YtA5kUC9xz6WDhwO+sGrK+D6\nCh6urDe5W/3dTY0q92uEX4N6VnRpCsAiWBhYmTBEU2gOMr9TappPJYBYpRyJof0wUGarF07LAYjX\nbwRrrDUrswLOtcclD6qfLlF37j7WPBNaW0qu32773ZheHcl5HaplY2NMys4CwXol2rXP1NGoyg9l\nXruQHWtbmSuoGgDZabXVTR98UP0oCA3CrGvUwXnNAqMCyAq4vR3Q2zV6P6L3KwBA7zdY2k20dbGE\nQtVech559HzLgwJjnw57f5wzDVRRv/aqc0VXNqbsjWO6oA2CgfRhZDTqYAdmYkulaQwwgHjT77IB\nsWWQ878pEKeLWngRiA8NvSHZEBCUjaUAsj5nZWFaw1zOTbejBIwZkMuxw8gZGCcgBpfagW/dn64h\nDDaHfyID4tZ03kBRy7NqrBKY5sA8TzkE/2MAMhXmqxnYmoLxidE2Bm0jgZjL8/q9NmfFBsDLktsr\nA+PDIcF4VBAe83F0pqIuZ2a5Sxe9EjJtaxdC545FCIMJKxOYrWxah6CBffJM8vfAYBp6TfJJYCXe\nTUgFPoy39pCBUPn4jtuV0SsjRpFW/H27PcSynzVnf57fN481w5obqN0ek26Z0XnkOCLkP5fU1IdY\n77nBwd9yC58xZJNsdsw6Ol74qMV+z382QLmBiINEaxMq4OudyPlgJ0YdXi7Kig/o7UoBuSkYN7pC\n79cQtolmLfjDQZlpRKf9osuDAuMM3vBjq4TNhp6hG/Wyn5oRWUOfJAoDVWW0m874SgsacQBx03Cr\nYEIKsFsCcmHFyZKPBYT9JVcGGE+hm2LVNj6cgDw9dbLYSIfoABaAmYBxDs7+DPo5b97JcGZwnn62\n4L2zm/AGYTEwthwV1EDOjCkjsSSYMHZr1dgCrY0Rd5DLEba2jUAnBjkgD12rRAFjY5rFRyUKLItK\nE+sKsi0ABeXra2A4+A7b7xpVMgbADDIWpcBMeQyfMksRTlOvmgHSmHEXMkBuNsW8TezV1FjJsA6K\nVP4hsL1TtSUQcb4HsQ68uIElc9SjvXE3a9e3WQTGANcyFF+DDbaegDx5CFXZz37Hk1cBSAAmZ8la\nh5ob4n3ao0qkgo3mfjab2okg5AAfIbqe752OHjfz27bjIEnJ5idQjsI6Z8atWZQen9AMjJd+hd5u\nlNhZWTAPCA0whpGSYuh8geWlgvHt7e0/BuBnUTto4Gfu7u5+x/N8/0ym8NR7yCHNszSndG4XVM03\nGe29ejM4s6ug3BiNFzBpWkTNBnUyqeICENsq7LIG4uUmKANuNLGnKQzeAdmHcsmOg5JCZtmgnC+o\nlufr/gTG5yx5PkYOq2orNkDgcBF1mUINJw7CbnTXfPwUt1XUmrO+I4A4JAoBbQ20NbSTr4R2FAXk\njUGbAMaOp9SYWnGUGS9dgfiwKggfDsmMr4wZDwPebeT+sO9XQCaKhydhS9Mq3kdF569A3EymELAB\nsbCgNQK7ZIGmvs6igOzT+agm7zLFzlhE5gaIHCGqF5GDrzNQ94ctEXP2rr2/Km8bAEKeINdE28Gi\n1A5o/WDnVlR7CbthWgjCw+7dXjLlPWgUXWHt1q6bA11pw6224/AyKTDsaItCcpyYxN93+0W2bObZ\ncw7KWR5iFZ4sFNv14t6uwO0EbgNLuwYA9HaNpd+AaQPxAEMnIxZsADdLm/oAwBjA3wXg5wH8HmQR\nPX3eLz+LGc8gvAfkEpFjS6amHGDeYvp45pMyu+YMT1tTYzEghuaiNWbMbqzbA7HtK+ij9LA0H09O\n4HsdzMFZ4q9ZObyS58X2luhEuXjos/NhVpC8AuBDtsKM/RqUuwHqnMxY2IZhBgIKyNbYLa/A1E94\nedRjPwhmnGyYTrq2k6AdSbcGxGq8S6NblNfEjE2mqEBsmjEdrkBX18DYIGNo7s1tAGMDNgPjRsGa\naVD2o+x3bgxQEFF6CsaELsAiRSM3Q+QAYTSARENmipiGmJexyBSR0tVkCjX8uXznRjdnzNXrx81d\nlHXFStw7Zv1xl0FmQ1VvDsBXOjTvypBDopMOwgks6u7HBDTY7NiuQwMmgaRkQURql4GDcd8BsRvr\nqk9x3r9W5PmZsgPIOhvs2KqXSpsStot5Nm5EG6hQHB4dzoxJZQrujG5g3IwZE04gC4EmaWBqEDpZ\nB1Sz1D3/8rLB+NcD+It3d3df/UTfbr2gAYAYshBAF/Ti4p+Y4r33oi41mMwwjsp2idGspTQy2d3y\n1WpScMA1Yynyxh6ImY/2W5QMWErtKAEOel8JwKgMuWgUAVTu2G+SS0Bp+Gti3sb3Csm9CMa5X6A4\nK2W9nt1yVFlWZhwAYKs2bBuaIp81L0V26dIpuWZcDHhtMxA+CdpRDXgOzrTzpkiZQi8XmrHrxOsC\nOqwGxlWmuAK2Dto2oDVIHwbEG7D5OH8Ag6Aw6q9BSv0y/DcgDkA2yXlJ5xaNzDNCPcqwOPRLOLxX\nmaKOmBAgq4/qdZ8Qrl01YAIt3mVa+P0Nz537fjge+mi/Ru9X6P1KGTIdVc7jo/r1MMx1kcGezlIM\ngHD6nGkAACAASURBVA18FZRdmwaadyaUmvEc4DETK0ghH7WmRt3leKrouErzn+SLZox4D8j79mPM\nmFCZ8QC3gd4EzQ14phnrCOUEiHbkajfRH/1kvPhvDTP+xU/6Zc11UE4014w9YUjRiJ/JjAXV71eZ\nscoUg4/qotKsxTR94Y1EPZvCw0nCm8LB3IE9DHhyMsRTh/0EXgKkglIFIaudfrfkIJXMIhlwjdDj\ncixx7VjErrgjymdgXEAgp5Oal3pZ/Xmr+GbA06APb3AGxHAwrswfsS+745QpWDXjrazHhnZsoCPl\nJKObaJK4cG1DAgtBh/PBjJfCjK9AB21E4U2xdV1PHbSdgGaeINM6SgEY+PssIXb/2u6UEXNo5WTu\ntbptXj5UOhArd0a6p3lS8pApLMGVAl3mXkmZotT5PaDB33saBOdVz/usGVTdt/pVAeRr9H4wu0oP\n1h3SBEzigXttFEe00lnrq3dm3Gxm58KKo0PJ5xBiROrbqNQOoiWAK3uzAOE9U27hSVE8neJaRfoo\n3hTKjA9ojdGb4oQz46XfYOk3GB7rYOH96mUndu+1ET3/8rLB+BbAP3R7e/uvQt/AnwLwb9zd3Z2e\n58tnMoVXwnhZyY4jobz3pmHo8IKvmrHJFOMYADx55jsJcUBGZcabsmHXjSeZAkBoes2krGaN1Rz4\nZQdEu9VBGSDMmc68U5mzwdkjImthcV8q578VAM8MuRKEmR0LUjPmiRmPuO/MuJVgFZZwqs9Zjr3X\n41Y045QoyJhxcwD2ue0MiKfkSHtmvBbd+HAArpwZr2rAO51U0nBZIjTwXWUUAaRrfQkgLm9SbExm\nodsiUF1ZSLdMoPiuGNhqmTdbGTotl9AwmYJRZ54JkAsZYDcq3I8SqZU3ys/YWm3ZDccnZtxusBhD\nHgHE5boyIDFK9RHeM1ab9giAMc5lBmBUhkzw1JgOamqHKDYQA9boiJHseNq3foBF1OshOsLCZ0pd\nr94UrS0QZgNjATosfwVMxrlJEhZ9rElMxNNo90WWlwbGt7e3fzuAGwAfA/gJAD8I4A8BuAbw+57r\nIt/CtU3nwqpsOF8iSnWJYf4UCWcyBd8jmUEOhDxxOINMOGYD3SJzFJnCj7U+dAg6PFWhMmSv9nuW\n6HoYsnGfvTmrNBFVN2eDQ/mdeb/+1gUwLjqxiHlGOqhR3lbUzzhnzbsyYwAojNijrrJhZqTZBMJW\n4ZVBSmrGQ8Kbop1YDXjHFtF2dVqlKbrNLztpxstFzRgHY8a9AacKxmSdyv41WCtj+6yzZhi2ApNr\nm7A/FwHcIo8GedJ9gb1DfXSSnBgXFj2aiXfsp8TLcJ8WYGdDmUAaxou9/lQwds+HIlNMUsUVWnNW\nfIPer0DwGExBBBjRBqENMR9iebveLlu0z9SM9XyVWQoYT/UGxoxrPUeRGQpjrtVeEoQh6qnUGpu/\n+yxTZCBSqfSFGRMxujuUC6GRyRTtGku/TqIlUAmEWNMAYNh73Feob7+8NDC+u7v7q7e3t2/f3d29\nZ6f+j9vb2w7gP7u9vf3Ju7u7b3t7r7zyFg6H6zh+/fXv0vOvvqXak0UH6dTbC6g3dNKQR+YFg6/A\n4xUMvsfgp+BxjyFH8Hiq3hR80p656WSKOeHhggb3L7S5tfgeGz81Rn2Pje9N6rjX6/K9sVIbRoqx\n9cKUCR1vvPXrAABvvPnrtBLRgALgblunYYIo+4BYAxZ4fuRckhlf3nfMSiAOYC1MOc9eXj7zmVsA\nwNtv/xC0ulSdvu5rftfwMy1gPHFKIizHhvWesJwaltg2LCfS7ZGwbE3ntFNSWaZbQsyLRwLQsoJu\nroGbG9D1tbLfG13p+gaH7/1uAMDV9/xtoEbAtkG2DYh1AKd6XNdT/q18RoQxVrK1gReAF8K2Enih\n/FsXbI2xLYytCbY+sHXbNrHzrhP7NuUEfT2Mz3zmB/VdvPUDBkBexxLw/H3oC002GFJXGaoLxPIz\nGPAuul2WKyyLA/E1el+DxIyhbWGMewg/xeA8DzPi7Vmxv//XX/+stoE3Pqv12EHbCIrDecYMGPDH\n2K1KE7WM3FbUor7FOdvv7YBluca63mBdbrAsul2XGyzrDZZlRV8IkA5qgtaBhTvGop4kY2wQHri+\neQ0A8OTVtzDGva5B8o7YRu6zpc315Z2vfeVbtLBcKN08Xv5ye3v76wH8RQDffXd39863+zwziw9p\nHpfH5XF5XD4Nyx/9w5/H7/7nf+HbihcvU6b4HIA/DuD77+7u3J3tNwJ453mAGAB+/uf/bRwON3H8\n+uvfjR/+4d+JL3/5j+PDD97RYU4jUGvKx5r6bjaiCHnGFP7sqx1jBJPLSJ8eQ8EwIAiD+Sk26/2V\nYd+Dx1HZ8jiC5d5sAXYt0d5VmanPAtDx1md+EJ/7sT+AL/7pfxnvvvsVnGW1orLvxjpIYcmud2lG\nrCqXTnq04Fw39o+VMo5zMUKbOXP9pAB4++1b/Pbf/tP4uZ/7Xfj61/9KPhtcSzRGjG4jzOA5OoKk\neka/uRwb1mPDYut67/sU5/tGkY6yicuudLaPdQU9uQE9eaKM+MkN8OQJ6OYGeHKDq89+L77vcz+C\nv/HffxnHd967wH7HfHw6Qo4bcDwCpyNwPKnOfMx94QFejAV3sn1lx8POcydsC+PUGVsXnPrAaZE4\n5+u2uKwmMyN0AxMYb7/9d+DHf/zfx8/8zO/D19/5JbgnxV4SylGRmdlqrpRg23rt3g9YlhsN712u\nsSy6XZcbdNvv7aAjxHFvo8unxgqfxgiRx1OwbEgfY4p64B4Vn/nMD+Bzn/8D+OIX/zW8++5fRa0l\npabE/VMZYaXUhfyNMvISYPf8VvftuLcFfdGcxb1fW/7iA/pybed0hBBtzmwjgKhfNWs7vHnyJv7u\n3/hj+Av/68/hG9/4GxjGgnV7sv0TxrhXd7+zlvTtl5dpwPsygI8A/NHb29vfD+DvBPAHAfw7z3uB\nDz/42nzChuXvv/creP/9/zcNAq5FWcLw1gg599qIfYmpYDjArOY+jaHe7liHJ0+x8cda8cbHGPxU\nz8X+xwHGKlP0st/Ms6IHYL779V/CV/+//1vvgUqqQar3Wjwn/Bkkj6VmY7sEvr4fktUMyvps2J2r\n4kXd+p5e4513/jJ++Zf/TwPdhpx70LbF0DM3seJ5YSW8Pm04PO26vbft04b1vuv2acdyJEs0D0tA\nj0j2HvsC9R1+9RXQa68Br70KevUV3b72Kuj+VdAbrwMATh8/xfHDbyqwnjaISxAnlyJOCrZP74H7\np8DTe8jTp8BT3cfTp8C9bnlsCcYuTSx1C4yVcFoEx5VxXAbuF9b9deC4MO5XxnHR45ApJjDOYx+9\nfu1rX8Gv/PJfylJ1e0kAUYOLUFPiqnLsoczrcoN1feVbrstyjbF9jG18hLF9hG37GGN8hG37CGN8\nHFvmYxoZw6XNj6EkCcDX3/kr+OpX72Y57azGYGcbqp4XFjhTbEVaT/MaGf6tXh6tLdrZ9CuVYVyO\n6dfTebgRzsuJi6zDjDHUB+HDD76K99/96xhDOynFh/tpZX4uf4Wz5WVqxh/e3t5+HsB/AODPAfgA\nwB+5u7v7qee9xl4ySeAwSz6hhD6SGkIIMYsrPLSY3HzWgWbBmDXsuFqpJvpYtdfK5eZeO74b1ygj\nkAJ2GslnqpfvZ5ID26+GBGdH6XJT/4x6zo4lvuf3LQnKBUxld99WYuXCNG2TQdfRlfkVS82vcaEM\nSilFtyClxNj9hWHZ2jDpwj4ZqYPutDXWFL9ApP7pvWmSoGUBrR6Bt6afsbm6RUKhkxn8egf6Sd3d\nWk92Ohg0Nsi2aIBId32Spnqk+aU04X2tTv7Om3lMNBL1rvDVovQ0EVO+91D6fb/6VIfxKmfg0Lnf\nrH5SMuxqf6g5U9wrh2PEaJ18MfapYdYft0QFRtZ8ju+EYbnULbtVA2LKSXl5A49jAU/MozsrwFbC\npiNZkbtTRvrWNB5OdXOq1yjPb26udMIYxTskRtSl7YSRr+w7VamAXSL6PCukJw36JMtLdW27u7v7\nSwA+/0m/n4nh52NhLUiyFk0Wbgn2SiNpuW1umSUzzqV112pHVO7MsFYG67FfKgyVChOGBwr4ivut\nO8WNzH/LgdMb3IyyUsDVnx/lnPX2ce/6wRqC/CwgvsRCAK+4EtvpeyLTZ+uMEZFXw0A4G0AOPi/9\nOmAALOp32xyUDZATiM1YhwLEcO5Uhrhq1dW8JQ6sy5KAfDjoFgDWA3B9UE8K/+zplPvbpv7swpDB\nFjK9gZYNsvTifWHP5M/BRgZI1ODopSTAgAYWNfc1bhyALL1Y9ndAPBmp9mDMEmRD60Mpi6gvO/AN\nqasm/SlALAWId20sVwflYmAua10SiG3LPvWYZjtE1OdatxHP02VBk8XcUAE0zY5nTAststdh+t6+\nPfq9eCg/0Wa+QFYWbJG24zTXVqlb657YfUqKR4fLiJ61Ld7nJwv7eFCJgp4JxsJqoSQOBuw9tR+r\nl4VOzdSaRvnAvCW6pQNUTwkfhvjwPysq2Hv80ujOgMzOkgOjA5Tdc/xP8XL0THWn2YFwfmI6JfNF\nz9iyg7vE38zf1eByXoqIMLmaecOvAJxPUZ85pk1yIN6VCcq3J2YscwnSM0C4+ZRKAcZW/lKB2H6n\nus2VUGgK1zZzbzMwpqtVJY2+TSAs22ah0Zue4wEaQ0OmTycNDukdEu5tpUStKtLQpEEQsdwTABjo\nkATjJsAmnsxCow87g3nXOVd27B10IQ/ibnJZQVEBJAIjzoKGJEBaO213lXSZbAZkQgatzP6Es81D\nfMLR4plDdq8g/ap7F4yxWeRqgrCTjwrKIozutY8IIi3qaA3MiGQCXn29VKLKWTk6Mx7eYQmkDXDb\nbM67BSlZenfqcmYrbR0TZmR4tZd36fg+wfKgwDgrYpyw0z5l0WXDl87Wu6KDQXTQAo18rZ59ybJQ\n+dx0VOaqY/UPzMQ8dHml/TnkNtqRsVXfFiSdEpRUuaKCXx2eemPMoijsZwZnPZbpOPhv3KIBWPiv\nOqhKee65IuXPzsx4ZteVQWfXJMgAhviUzGCsgOzrzI4x/QqVLeJdeCJ5aj0B2bO2HdaSXH7HjDcF\nZNqcGavUIWbUo9MGWVdl2h4kUnRKsvdLLDnJiBcj60cHLrDioat0iRDdS0A8Vap4zz4c9oVqXxdl\nXnXiMABjBmU2g3aAqf1uRlQWVgxnzB5x48BjNhlzwySrAGLfgXiX4sxYwbiSidzPvC69Ow1w8F3K\nQ/pItzsUl/IzeK7tWBDMOJF6gKWj8QYmTeeZuaJ3vtu2daPcJFOgkLl4f45LL748KDA+Z8YS58Xy\nEU+98TQ9+BWIoNNstwXx0tqK1tXXsLVVhyWsTuvMGxgDwKbYTgIhv4fKLPfgS9PfpXzeOQ2s3/ar\nMSxb11RZdpWptqzYynQcbfMCEM9/KyzOjsNCDVIDo48lDYRr7rhzjlu0SfiI4RyYJ4YUF5PyHKKy\ng+vE3sZ3mnHj7PyoPguQBisiRMa23pQV+2rsmEIzXk0z7uZb3AsjTmZMJ/NDPh1BxwWyLMaiZ5kC\ngIU4k4Y+Q0JRIAakGStuGnhAPQNcxAJeqmb8zLXqlfBhsB3NVQMubezBdw/ENYioDrd9nseU/hKQ\nMckUDvLWFmVD3okEIEdrYNeMTwHGda3A7M9ERGBq6vvvLN/OeyRu1CvK7USAUGwwGBb4MRSA2a5f\nwD2TJ3ngR0mxG5MsyPmKCs75vl50eWBgvMt2FL3RAIt7SnACcdmmkzuQYdKaIjDDPFdNfYcTOII1\nTmDyiDyTKCoA1dZXjFQBgnAAlF0lY4h4iHO+RHdhU1DeNzzs9pHnSsM7q8AOBNNHFSgI0NwNdv9C\nZSgmmSGLyv+56jDNy6KukxHGr13KxQ12uVUO3QQgm96+mTNJK6DcJI9jmcCXMHkR+OweNaF8zWW8\nODNeddql1jSszwA8NWOTIo4n0OlorHjVa3aVu2TSjb1M7R5d3TIgEgY6CVo3LXkgEx1NOTawW85H\nJ1PHX2UvPVGhOsAHcBDO4wCJyjMm0M+Rpn8/RqNSga1cs4z2Qucuf9escVVuHLt24iDnbUQJFXMH\ntwWNRyb7qYRjt0Q7rM9fnpuF4HlVAIBLQJICvEcjLmBa0YgtQEzLSwKLdqy4ALBMZfDiy4MC45hJ\nOY79JfoZc20BWc+Ywyb1lby2CKIrLO3Kpk2xWQs88k48ftxX9zuumiQZkOqP+3CSLSR4mC8iswKe\n7FZYmkERAg97iWaEjEpuUgtFxffKv2tQ9b2eAa6DX0ol+RcHMMzHKMcFVBKIqz1aME/5o1kVIhFS\n+U2tlMqMQ0sVKtMTafL1JkDfms7mMTxsmGJOOV/jHluRCJr515ZjD3kmA09alwTYkBagfUpr5nkh\nUFfEWtvUWCjroiC8Wva3xdjx0st1uw4qHI13g5A6PVPtYLrlsVikoTOwiGZ5c4NcgCD5GKUBJJmc\nHXV4Xht91pkY/ICgvuB+I9MLQ29XMbcbkfvFKyAyD4xxAlE339mt+NxqvVZxpoOwgqb7mVdl2Aoz\nyjTX6b6BBOSZBLjNRdN0pidEswGdR6giyiOJSZyJ9wAYERGr4WRjLjN8Ng99ZqirbHxeZ+8+k0Qu\nLI4fs5fH8y8PC4xjuOPHacEEYPoRoOk0y1CqQQE4nLo9DeDB8rTatDI21504EGOYoc9YctEE9XeT\nfepMFxIJcwYPA2kDYfbKPIOyP8PgocBsnQdZRyJIQJ5BOPlOReAdNsdOnqfyv+6lzur/VclFpuM8\n42WeeQXcqCGJRAhJJqiOloPLi+4P3Jgi728fDX1rNtW9zQxtgDw9YJUhWk+vCQfV1lSGOCR4ogAn\ntQ6fLRpwOcOAuMcjI1g3oGx6XUDLaiC8A2Jfg2V6N2bDeClwMjF9yjJgYBHCwoSVG4TE8kFrPoWA\nkjBUZz5gar2wVehn/FYozFz6f5Wlih8wQOj9Gq0ddGol00q1nquxfPAJNJqG/PKw85qvWd+x+dbT\nYvdYXOD2gAwH48WAeQ9su86FPAue6bM8wLRhkHlUDEGrGm5czcE992F3oG6xFPs+akzJy8qqUeYj\nkQZCnRIL01V3ldUO96Tn+ZeHBca7mO46NAAAePIRywTVmuvCZJE0VxZto9Ol9HaF1ldlx6EBMRqx\nZsqiroCM6kReANnxxbUhr5DM4KEsOZhwAWJw7vMw4wWPiOwJLxDT6cT2/QfnoSUSmC91yBfeO00N\nsAJv7WiKi1j5lidaSX5izNIc7UWy908ZuNyfQDOWsQExKxvUWZONGRYg7g7El1gxaeOYXNdsJd+/\nulL5IdixstnQeYMZG6MWKUBcpA/zlqB1VYliLfqzu8stHdI7qLfoJN0bhez53dtVLO8yiY0M2EYG\nTDZ7NGHhhsGiebQNfMXLk/wcItEOImOhLy6rJcPMYbfW5SnFbElTqdMHGTP22UMEISUMc/eqzNhn\nMNG63QAsyoxDrzFA3stvVMHYmXEZEcru82WcwcIgGZqAiazbE0FriRUXCYrvm0Tnk/vC2HGQFGPI\n6vtt7aaZB0ew4p4YhOwszxfabV9sedBgzOGfaCwNLaYS762jdUsa1Lqy4EvrjhmLzeGmwDyigiaD\nLDKF/TbXlRljsDJdmydNTJaYQRkTM+YSZknBiLUBVkaRYbAFkHegFx25H5TdVCV2ksS0v680FYid\nRTtU5xDZ5xqsnULw92LMUoNcs4Q+BZBZ2aCy4q5AHMy4WcRdAWQHSQvqcE2YejJWBeLVAj3s/CWZ\nwq/l907QJPLBvln3C8N2iYL6AtkzYxHzqOACxAYlNkqgYMXOjCVnBeGGIYIhDGEyQDaVl2BsWbct\nwGzvX5s03AHcO+F5Zpxcm3kIdJ9ayUiKdyMeDjyGZiUcfMLgDYNdt9X6DZMpgNVALcE1g0Ts2O4f\nzozddhKfm6U6r3Nue5nkywhaKaQpRgCljgeeu188QqaITHM2wotvtgYSAksDyTBANnfYHZv/9oD8\n4svDAuNnyBS+uNWztUVd1fqC3nVf5+9ay77rxaulCjQ/Y1ubOh4hMqyFVFHAKpgxNA0fc6xjuL+y\nVc74bGXGUH9VqB7uMoW7ColtjWIhfUR3wFxBmZBRiBWSAwmo1MXyLBNL1r9J/YxdTwKEyUYiXkW0\nEZ9VvzPDJQXx8YAI14b7aArKW0PbGtqgnWa8u7YzvDC0Getd1tBzI02mab3kIB2AvAP2eGQDYlYg\nJstZLOuqEkWVPHytIF8AVxmpupyRzY5NdXV3PZco2DzcGDpnXgPYPDAydsMUZEJ0KG7xj8oJD7zx\n9186a/M68CyF7iHgx71pO6HmmrE+E4tGHrpnzOBNw7+DGfs77lYnFjMK+0s/B+SQKaDZEl2qS0B2\nxjsb0NONzOwzYAg6mmzQuQGz7vpI6sz10fa1k0w9l6gEzJR24PYott9wI126q/kINolItJdyjU+y\nPCww3hnwcmjAOeSgbiB7wNIPWJYVS/cZbZcw2Cko///svU2sJdmWHvStvSPOzap8/Wy/frRoCQyC\nNglMsIQQIFmygRlCphkhMUIIyZaMBzABBEzwxAyQQDIICZBgAjMD8pA/uWHAwGoJJBAptQytbvrH\n7W5Dt19V3nti78VgrW+tteOcm5WZVfX6dqmjKjLixD0nTpyIvb/97W/9bcmK224NVDva7J4cmytr\nkZ3YMdjn3Hin6sa7GTpaSLwz/SQrKI+ZBrwxmVBFY8vq0FFSPKQKxANPZoxoe0yITlxhCfZcSmO8\nYcOn/eKtIOfXkVPa7v05cOWGJ5g5vACxrd0liS30YkEfCdTm7rbKFGGsc5lCWHB03zPk+eFSZAoy\n460wY3bOVsC4nHuqI6Hae4Jh35MqikwSVaRhQOzeIoxnJOHLCGhxQEZINhvtELAxYWrOlicAyCpT\nkIxMKKBeEaMAl7FQ10elmZTn5KWJAW9Wg85AKCZ7CtLhGYzDcDaHy3Ks8UcDHkG2BckgIC9gfCNT\nnAJH3B3NpJUZ12KuatNz+0+7tzrME2KmDJfpOtvShq0smA9WlXwIVjkM5TPaIQsQMzCmMoXnWPG5\nf33c8rLA+KsMeCUTf3ddeOsP2PZXBrxseGxobXNAJjNoFuxxrjQNe5CrTOGgCh+hXS8zb4oRHhV0\n5aQsoXTtDEZNAx4rZZCUaexbowOoF4cBorwGChjL+ZFXIL7VgvOPOcgI1mO2lvwLRXO0d9EhPjPH\nLaYTNYCAMkQY5sJGwB2mE/fRCxBLGO9SN0aJ9pUA0XRfc48Jj7BbZQoyZvoF9wRgasYQkxHoY93y\nutEkZYr9GRDuphtDxAAZPviIBCDXWXrkX3ZvktCL1dytTP5CrkhuFdB00oxjNuejceGWDoR2Pdkf\nPHm8ULa7QNqahCfbvIGuYkKmmMuo2zuqNwUNeNa0zEUy9eL0WTaQ7dGGDJhpgDTWKZE4CwXj7PlM\nP29MIJ31wwecWgeQ5MF+f3PG7m2e7Bko0kQZ+OMzHTp7BoUFMy5tHfnb1oUG8O8AGI+v0Iwh4glE\nrJqtZVyyRNGtJBah1fl8jNNu04wzwiZq61Xjnbfy8H10vZjubXOM8Jk0ZnwCYScJY5boozFidkxA\nbYGq1U0HwZLJzOMvjhnh/lsheQFdbxpy+75blmygJwsgs4ETCLyxKpBTNl2um0yRrLACMnXi7eiW\nd+dI1hxShRtDl+trkpJDDXem37CDcXVFIzOWXpmxGWYChOljzREXaqC/71CXO5S6cd8ShHsBeCD8\nioESgu6n5cBCb5KqGVOu0CkYYkA8UKUaB1oBVtewDgnIpkEVoDcHZ11NzPBppGSP2WRvr9Dbgz/P\n+Jq453N62aDqrRB6sREShAEP1k7O8oRrwEI5YmHGDsbqRnS2Px31YhADvLcvVkHhDSIor0VNq1bu\nYcwE5IUJV8As7WMWjV0pZVZAZi+svhq1P3H/OwDGNwa80iAAY8ZtYcavHIxfW4IgRtI0jvjdiyA2\nr1ArUBmlyCKDQ2qlgLyZ9BhgyRYD5GTHxhYQnW8FZV2YsU3zhncU/4EiYSRmh1rYePntgRmA4eVc\nMCE0sNWFCVgbx/rbbnQuBsvEAOVTP5CdmWuhUE6J6yIz9nXqIlEEKz64irNjBBBbnmJJBhRTgCJT\n9C1lCi+rJNSMLxcP0ihMlhIHjEVZ9fHSjXTtUmhFpjgz4wB516/tJgJNk2mDUYqIJEI1UVtXAStI\nzylZxUiA4calUQdSACoS1ZVbEIgBuhnWJ2vM2EGKEoXY7LA3ehi9Quuv/P0Z3BHPMIIY3N2SZKAQ\nE4QBz8s8iQYg30gVRTNGyBRWS8uufgCF4YODfbQxY9FTc5/Gb1n6+p2Um81S2WrcoftbBQBphgva\n0XQznVqHR/9VzVhPK8r5Vvz42OVFgTGb1P3jBSBRLPr0d6XLlSDTPsB9NePB0iBwWqc9bCXzVbqt\nJRtYQyCxrGtDLfuTIdCIz+bDXzvdvd8u3rmon8X0HSlLkGXXY3wPmX4F3ZAhghEQuGX9aGV65XqW\nJChatmWVqhlX3ZhgPODHfDvLZ+q3njTjiK67mFaMhwdbPSGQFG8KCYni1DGqsC6nv6kuxsIa0RfJ\nh/YLZD88Gm8AR7Jh++1phLLptaRXRVn7BCblSN5ztwMo7QEcnO50bj39S8C8AYllHJZsAn4oHyf7\nR4KzATNA33G2VsW5zSjIECiCLXJF9WhhHUgpsxNapPk39pG4PhsclFG4PlC0pmizY4oW26yEHYaX\nwt+nWg/mPVLA0iQ4SZtyDWAfLg1xhmveJU/hi53V5w/X2G+z2H3o8qLAOPwpT6/txtLAkEEXYxw4\n5Ml1ZLtpJkm0YAaq7h/bLBppeG6KMQ5z2YntNV+79XiEkW6GjYeubLQ+ByNx1Kxwur46j5y3IEkg\nZNsM/1U7mXeC86oksX6qsBfbd5z8p2X5vjqNDwcgpP8qkFpedoIYdfy6oluGaxqBuIDuwe0KO52C\nvQAAIABJREFUxFKAODp9tUw2WVJjmmHtkvmJCcaXPcOfyWCrAe9DFt7UkutCPR2nXoyN66sHYE4I\n6+HJUW6+IlwjeErHmgj+mEAfDsQN0KOOaeneZhKRWjPz85m+nLUSo8jmTCnNmoAao2MOClD/vMJ8\nZj2CcDHGrmzPfg1nTLUN+89VePAPls95kpfy/tvB2waPcliBKhto2aq3K11P4Z8rMgQ4i7OCB4Lu\nM4qG0kNjn1+coO/3ykF5DQCbVusPsKTyx7sAYMOKddX5HQDjdKPy1zG9afEAw8VsHDjkCnjlidCG\nqZNNA+CpBGXTwsyJ3fKqrtsCzPMIIJ5zZKMnDjm4SXSf2uhcvaPMUH6N1sKJRNDQuSQbjJBXrXfD\nwFj97ww15bF8bQiZABz67zlNoJTOBWD1LXPNGiNeMxtYADIHI9d6CcLntQJyGO686nMrASKy3LBy\nn5iRrRju8ODVnl85IO+XBOPNQpbBiK2PWXyKr5EFjkmH/DufribwXq9geHaERc+Z/srlCdaw6D4M\nr7vnMw8pM4DYPz58VjQBLTla1GdurEZB//eYjYGS2kSrOYdxwHxmr1CWCcMCTT6wprlc1saRr8k9\n6s1l/ok4ME7tt/7K+LoC/Xa+BYjjGv39iuWcHBTsmqrkSDmnI2wEZP7gjEDzpFAwg+PEkUw+7DYT\nx3gEABzjHa7HF+5NRQAekYDM9r8DYNzayowlRNHmjNRdzMbAkAMiV1C76hWIuepE02aJRmDO+dPB\nltuVGV8j4mjQpccbfU4DvaNFjlWCU7lwLeNwYQMGMMVQSEu2g87dxh/MpDJYXbeLwcR7fgB/McyB\nXhLpypM3268y5nc8SJbnFu8ckbxR+8dKwAZXkyhQtGMCMoI1kxnTBpQuR0DVi1G8KRKQX52YcQn6\niKQ+laV9wFK/c0uNGruBsVyvxlQlWbc4SUCf5jzcRjyzjMJbJQp1ZgyfAU1/Qq0OsBMG/HTxVF1l\ntVNe3cSXCsgTVgeyQ+FRZdrW+xLtem15aSU+t0GJdwnhW0lDGDAli1/veakkxV6vzPh9QLzg6GLn\nqcw4S4FpqYAi4cePaMsKdc+YYSjhKK+gPDIwHIyt3NKXDsYjcs4sr/15fSwPeFlgfCNT0K0qgU2n\nYsrEGAOQAwSZWSPzuN87GEFDS8mZDd+VLJabSyZSGrzWhz+XayYuV5c0+K8II88SZJKGh+jARY+D\nnIGTQOxGheJAH9Zr/xwWBszpXLLkOgVd+UrdOuPRcu74kRr4bf6cEv7CjZ4UBZD7IegHPQvgieTJ\njP2+cnyrkkFrJTXmtkoUDw8Z+FGyrKVMcf5d71vKd0bC+vTc0OvVBoCo9+X3YHpnHkzP5s9PfaKv\nZMcav7sXVjwFmKJuzFXLe+xAHAnlYQbt9GxYAdn8f8ny/DimG6FYoNcSPdmz4qyptg22GeRxQXkf\nSlvM1xWM14ILZ6uDRrOJIwvI1kAkP85IWB80kt/a+zgryzbOPmXMmFF2afyT0n55ARParDxUm97K\ni8wz9QgwPsY7lylSH05QTlnzU5YXBcY3MkW8zsY9dUKmA/Hh3g5TE3zbhtY7uhoQ974FGIvISZY4\nSRVkxeMovsQldV8wiNSicuuj6PILzq/aCYg5le7BkBdHdm/46zGCYi1qyrSiRauMzlS04vCprh3K\nm79LFNV32JbCjHWWRpxPRsM/uGrAcvI1doZ8MH2m5PS9GvDO89CFGTtDpWZMiYJ6cWjGlCnKoIa6\n/9yiZQAoOjVliuMAxnAWxdujJk+M4e5vnOn4Nzornv6bdQLdJQi+Z4o9TeY/lkFAtpWacQ0+utGN\nHZAFilb+bmxvoBGMafOIxE/uZRT7bA8FqKux+UQOKlGyYBSuebzc3bJfZbjTvpIpV914Gf9jHDSM\nJrlYNWMy4+W589oWeWdGM5/NBk3FsAATPSCz4wjN+B2u44uwXWlgxMhjKwv74OVFgfGZGS95EcKA\nxwghe91UMdtEb5ux4DbR1HxCu25QTHQ130ZaRWeVJc5aMRnzSJnieUD2phIjYbJXNqiEtnUqZUBc\nKgw0r6580pGjA0gLMFZ3bULJ7WznHtFo7VKqNFHd9xoq+14BOFcjWtWlJ39ndAYHYq3yRLDjsg5B\nc/9iehcsAK4JxKIJBKkZv4cZ3wNjMuOvBOClwSF0agZ5bJslDrpcrC7emMaE4UyU9fI2r5nXLLlM\nnXIQkJXyBCR/rBpL7gKMxmT0ft5G4xzBOI13uoBwbZtmyFsAWQfSC5ngZoClYuBVb8JZyqrbjHar\nRMFcPs0NTFwQZPTb7SCop32y4eIp7b/3xI7jNYKNV3a/SBRgaab8pmTt5ZuVEoYBssJkPyu+MHzb\nFs34OL7MGfOcMVuZsf8dAONbZrzkObSGNz0mRwdEzUm9yYD2gakbZh8GwrpBu6KXhCTSBHNcF8Al\nKM9xFK2YBrwRQDxpeaWxKgx4pvZZBQVeJ0GT+/wN3tErK5HNmXEWT33f1hqVGWTATqYOxPmtqGx4\n6WChIYsbDavHhiKNkpWBw75L/TcGXkt0CKn3ZjHeOTsO452DU1R/LkAcrlzRAFIyqG5m1IzDeFeA\nmmw2DHgfAcYcrFoZAPbdGPGFtfGm0VxKE4eBcHwnjXr5BNLnuGLTMHYmarsEYWmaJZqmfddaoKAa\n8YphmXaNxvcVIFbB9EEyklh52TLRHs4ry0wJiF8QWeACkGvEGz+jUG3m0eHufeGxdiKmX7WPOKPc\nB+JgxJUc3SM6vdIj0AdaUdpwIVMGyBa5FzKZzyLGJBg/4nq8A7X7JSjGZzGrF9WHLy8KjNsJjFsB\n4wQ1tbp18IcuDSLm49d1OAhXR23mT1U0lRMDTmZ8TMoV6dpW87iuVQYqMwbSFaxag8VHXF414/n9\ns95gbCUgs6FnoEo91pqBfuh/etj5mKgIamyHrXWZUhYgrixHCyAboiKKWMZgQ5DP38mOyvacbm0S\nYNuGuEyBNN4dcmLBSHe4OBcfezXgbbeeDQ+vDJBrpY8aJXcqk/RByzIA8DsvzOqTCDAVmANysEzT\n9dZwqPn7ms3j7bH475Rux4+mpqU7KEtTSC9AXJjxLCBQAZns2MBKnR2PkCUicRWfqW7xEKRorlUz\nrsC7rimpVTCe2iDTZqAKs9Gkz/+6PbPhG2ZcDHhnIK5tzto/yQ1JkjHjwA9VIz4ViMET+8wjBg7T\n/BPjbZ8yxTHe4RhfZOzBTN0eJR7hU5YXBcZykikyFNd1rTBmCNKf0dZZpgu1rlehcdDWkgmHT/Hq\nX5wpA48If84K0ihDvYFxcgnk95RX5ceUzzk75gjuGbXAqCFGETkgM7pQmksTDsSzNM4Z382G5995\nji6sQBxbYPE5FS33j2461Iy98SuZncR9iWQ/d4I+enhTOI/WvCPn/bx2Z/atL8Y082woUgWNbUy1\n+akyBRBgHOHP2wbZrW2RyepUlywMhGW7eq289G1muzBmzAHHql/zNjd1N7cG9Fb0YnplVED2Z6Sn\nNlnd2qYCjfmRdTobdkBm6yBYnIKI2DYTGhGDd7LjAsw+A2hCZzg18dsJAxP5MAsge8TZte3ePl9X\n4x40bhtUC4cnSaPvv1CiyARI9ltnkCGBQOvJlF4T8IT+yNzS/joNeI8mUyifh39+ahy7ofkfuLwo\nML6xQvJ15ALmcuuDG54FQ2MWKEMszJSjOdI1KA0cBJ5C1+K0laYBK20r++JvlWasUEw3ayIl49aJ\nURSQ4ENc4++rwuedx7ds/FVSyOg4noNn92xXZB9kQb6N0u0R4TSx1PU6/VzmjxDmJ6Cr1GzYtFtJ\noVhtatxOrJn9n/cgtfE8FjmFS27hkCpYyaN4TkgrANwkBvBPYsbVcLhtDrwbGPlj8sTV2HBJTqQ1\nBLsZSyRWVN+C5sgyOYNwI2aETk/xUlV5/wD4fgMchMXXGopuYyRnS4URT8NKaaYnQ9VqP3q7i61f\na4uHTrCrtyjZ5Qq2zfvSSjyyrRtIvs/bIACNDU4n6CqXecKJoz4DmAqV6Xk1zFdYpIGZL6ZaIIZW\nb5SFOJV+vP7UAvp3L9SZdV53Fpj9+OVFgfE5fzH99Yan8ltgkY2Br51e2YguFv4uNk2e4QzeizGu\naKMRUw9rkCWAQpzaSHlgKyijME8E6DcIlCXkAc8TkNbruHhVY/nsNMJcB2S5pWE6B5YICZ0LIEer\nYGsVP72wgScQh1+nEnwJxAnqCvU8snlaMl+LNGvA7BDf32fHNhu2aYnjV0AuY53kPROy37PXyL5D\nLiWDWoDyKbdw9xkDo+1aDnofDcS8OGZ46wnIQk0WMM+J6w592lPKKJVAopI0U0tyUsKHribwtGmT\nDJZkYhL+pg3dgblPoKkP6Nptv4zZsfLyFYB2RKWKCsgKdw2tAGxGcEOdfEh0AmvRkPIOJfEroMzv\nWWQDm6XV0l10N7OUr1V+xEKDo6Av3UfLDCxsMtP6i3lYeRk1/5eN31jwYUCsh0cwnrKxicSzUUia\nGWLWgJhB0mPDrX3rDSnd8FOWFwbG8+5rJu1gVJthTYJEsEPObB2I52iY0jBmR5OJKSl1KDP68M4J\ncFOeHDlli/nmCRyzKdk7m+SYq1A0pNQSmaUqL+b1QMKIpQTRQkzKXUHKB5qv1Wrp1XR/xrZLgw8g\ndjBUxPvrLEGZm6C2KrqfuUxhoNx87ZAA4oZNmxfdNGAJZuy3MIw/nNITSCVBVSK8mQnjmRqTGdn6\nmoPCAXQB4gD4j1gEWLXqaWCrPvsQGFN+eoJcvETTolcXdl46tt1zPlCzX6gDStTIUwLxRJtWtJSD\nGcD95m1GY8yNLwhwOAOxQGdJSiXql0eGTObuinHMrCxUqvkAEr9CS8NUIGZcACjjRVAUE9fDgUx6\ntIUVs+psVxE2GYLySfu2y3R5AIqJBOMYJGKQoReKV5Nn/y992H5GkZeW50YQJgxwmFoBOdjxdwKM\nn0kub1nSDv+R1Zjm0wQkI451OBueHTIHZuvAlPvMOBgyFjAmK66yQWWqAix5Us//qiCiCiOT1DJt\ny6E0NCt6FNxgSF5H6rl1Xdlz8DBnB0YUcsivDV9LlqyQLeJ1pUTJjJsmELdpjG2fBOEWwBEyBQoz\nxgmQWytbB1emxAxWnBKFeBIfIXsVA78E9Xh4zzW155ciU0hr0I2Z3jSve0zo5QI8PUL2zaqCMMUn\nfY1d3+cl5JjgwFYsW5HVLSQLcWbcPA9y5gNu2qH+fgVCqqjEgvIRtEFng4pLFP4Wc3bISD/KJhA9\nMWJbJ9wA6T9mapr5oqkp21dx+WSfYXix+/86foN5hbOJEdCm/wYy4rryUUi816rIj9KvECTHJBX7\nu6LakooLmuSGQJyiEqc0OaBQc04DdjWeYu0zH7G8KDA+Zzvi68yGtILECqoIJkR9ts2GObuv1mqq\nnyYKIBcydX/Nqzqt9aFVIHavAoIxPI1nBYpg9dOJiHonQrAeMuw0yj0HxPdA2a5Gg0LdglMOaFr2\nE5wpU9jpi6fEbGjaPTl8R58b9tmws86dA3KfsgIyr0LE8gszcXzovp6HuNa126t2fJIpvAK0uESx\n5vy4/5vfv/h5mKBIC/2kljwn5CkLlzKh0A0zVnnm2zWwWON+Fs04QNjWZMbNg5mS9K2ugSSwcsuM\nVVI3JuiqMWTKFsmK7e+pG2sZyBWYgkhn7BCWhXkdNGsAyQJkXtl9Ycfnu5SeD/RCMrKSvwVQjzlQ\nm1pMEyh4c7RNMB/NuX/InX5CYKUcvgJxXmEGlkz/rXyQErOVwnQ+anlRYPycZqws/xIAfIrJh+VG\nNetu5jUebaB57bnZ7D2s2BFT8Zxn3MgU1I6DlZ4S6YBsQwjJbqkVCXehRaaIaDgU9qv+PzWyAvME\n5/qdUJgzerrvVXkiDXn5mdu2IctfljDaAs4xHebPVTggU980cDAwpkwh2Nz4dNaLbfUBrMoSvZUE\n8g5qFYhv8gqXGnc9fV7rGsc+duGI3BrQFeKs1PCFYDxisDCZwoyJuuVgosylq2SIS7OJex95KxRu\ntGNpJkkwBjXjFkCt8Kjs89ir6qzSpAmVExAHINvPCSas1JLJiuGAXNlwwlRtYhKgyaGW4Ms3sQ+4\nK+ddYqBlm8welSHzzwXzws9XHGolZ3hWAd46KXtW1J70Bh1XIXwuEmShgnKSofy9WFYtzPjcqD5s\neVlg/JUyhd3kJSY/Il4cjFvzysQdbXQMGWhi/sKCFuGkqGuAHOwBNUCmLlPMW0MakMzYW7fSrYkN\nUooBjzJFLhJArP6qTsO8UeL8+g4z1jrSp2Zsn6r79d6Wv3vnTlD2v5RWpQsQGyj06XXtyIzVgHib\nMHasCDBu8AEKnBhISgslQ1oUFL3sN1WfhUB89qJYpjQoQPwpYMxBwnv8BlQ5Bb2bm9u+Vhi5ifzr\n4qjnA7az4byhErMhShNtaolaVB/wTL4AjBk37XFpjJiW2hydHqfRroDyFExPQNQkDXnN82JQmphI\nQA7CMhXa8n6qvWltWAsrjhsKZkGLMOV7T4YauA8mzKFxw+6R+rQCYZCElwNr4qRGzF4UuaJItNRI\nFp/Lav3M2dRZpsjyY5Qa3UdJJV1MY/00NH5ZYPyMAc8AtOQW9mgX+luaS4sBcRvm7D1Y/6ukwhRp\ni5N21YztQVUPiuzjwYKBoCJnvpkeFYyss+lMWyzJBOMyvFdgZwcCEFWW4/1Vi5tGcQKEKzDnb4q+\n6efIb/IjAbq5Vf8Dj0VqXo5XdLsqQMzVJAqyOrgBKsa4nBEA2cBbM1liy4KjEtnSthWIWXap1KND\n945PIM4HVR/ghy+kjKjnNX9fdJco5oS6gTEkiqoXF6kigTi6NlQ1ZQWt7Fi8IkjeQzvuA7rLFFEr\nT73NIs8XjUaBCAZyZqxiTWbCfl7xVaA5KgCZbWYWTngyHyyje4JkdW9r/lgcyDyBD9E4JYRyzmjr\nTm745qIbLxozALj5TqYZWJv47FQEUyQAWXygToXFnkkr+2S8ITAJX/vL+BsHnnJt+C4x4xvNmGDM\nXKEZDx616Px1Rq151rbZ/TNbRNI1WcNIcQLk7L8nt7YA5PLeEP/dfYeNryQrWcGYya61NGT6+JIV\nVGYsp8ZJ3dg13XvyBAeWwmqzWxXQ5b9lPMhr4L3nZ0rnnkBmZXPXNQdkc2sT7BMOyHAw0ZiGLwY8\n741SZQpqwp63mKxYKvvcChDT2CdFm5X455OIsT+sdJUzx3FE0VI1lhieFIuBsUUUnjQxJjlLV44H\nL8EEU4PHSTdeJQvA7Q7OjBsIxshzl5lNrNO8cybHbDgrnqkXBzNetp4joxCParjjT+HUPmZ3aldq\nt19RfDS8T6zMeDFsRt9KIA7tGwi2H8nmNfVuAq3Yn/O1ACqC1jhzlhhgajIuNpgkVXnMjrd4B2De\nIoXpZN8pxryPXV4UGJ/pfQCKwpNoE4hHKQ7qQDs75tww5kCPUOYa0jwxhQ7fNVIvG0FKEQ6Fsh5b\nt9b4cgx1w2EBZUH6GZumbeW/pTTwLHODaGQaWrHrfw7IOXBYNJwWRqxFrlid5mt3oi58D4zzVsSx\nOsovQJzseHOteB8GxtsENlX0qQVYyOAQ9yoMeIte3CP3hNTkP+4+tsoUBcS/yYUdUxwwxQfDOkrN\nGWWedGHHHCwMlGWMvKGTnhUSujkBeQFgelM4ONM9EIB7rZhm3GD3V4DYij9XiYdZn2uC9JwVcJMZ\nL8O3lJ8MgBF7S08or5M88A05kwsu6ob1BXhPIfZA6s96Zp5kxgBukuMroDJjMsQshC1mOj7wTwNk\nFSrg7xu4kyWXXr7sJ0NGAeR75/rq5UWB8b5/trzetofY7ttnCcJzhDzBzGpbv3iR0h3ClJRsnlFO\nBVC9YuoVyhW5b8etptUYVs0502jOAla18fgipWFJzu2F4cQyAByAVPexGgEITOVUyxKuWAl4xaTl\nhcyYyWJOUUWs41fj42u74DDDf8PDSrDIByj72fBaGO4yRzHQhuVV6L61kGdNpjeRslycl4y4GO0u\npchoSRwvS327knfipL8/t1Rs/aQlQLlsyZxvEt+X3BmXi93AOcAUm7blhRTdABKgbPfYQLhTe/fP\n2Ov0UoiJlLM/haQO3GA5Lsga6+CvGhGi9MpYbpQzzHOCoPLnmEUaCSFw+zAfBIPDvveH6usLKwCY\nwUZ8zSIG1Q4CBIPVkmVOCN0AjXG12k0Q3CI1LExcAdOaac/gD6uad3l/bRZlS5057td3Aoy3Exj3\nh9ju+6tkuJpsV32/9w1b39HbFvXwyBQsyfYBi/M/TuDrAKxH/I1Z26L00ilD1o2Roj5gFmUMLwxW\nvPYGWBpoyADhNWLZtaAKmW6EYCLzKWBFjxgcWIkkNHTN7F2ILluuj91HV3TS8htIi4QfzWYXxjga\nnAYWIO5XoB+6ALXZVnS9jIbwTJCN+R8IYg/AK8vIFpWf94x0k7tVPO4v3ygA3wNkXksF4prISMRD\nqYd18MG24BSK+Of3WfzedvXUFEMwRxrw6K0CaQWIxaVL00mnVXU1ZhhgnO0xMBO0T9T7WBRRn+Kf\n1/q+gshlEOf3OCArSQp89uaAq+wPvrovcObpTiBO+tB87dFkGcJt4Jvh3BWoZblILnWGWEYYNEjk\nvzl7Mvn3lPOTsEhsJYjyxy4vCoy3EzPuCzP+fAHh835v3YC4m+EuKmeoOmD7Y3KwvQVjB+h5hTJR\n0DC3OGXmtlnNdmfKxc41/ZgBszFixH74SSPd9GJKWazGk0KfwKzy/qATjDVmBzXfBgG5XuL5knnN\nUo+xBS2gjGJFxg0z7lwPoF/Vio0eBsKscSdTi7bpnStcx5xVsrTRZTcAfvUK8sozsl0uJRovmfH7\nIuue+5NFI34kbfkYZlxZ8eVinz+Ooj+Xe0u9gF/j94i5KbpLPuplqgBgG4J9NlNNxNdmIIw2oW1i\nZNkUeJXXAsQzCKH5FNtvoZiwtGkhIBc3wXjNBlFvlJ7WBOKUGymtJTNONlyB2QBZAi4razXXOJME\nVxc1QbqiVpa8MmK7VgvHVn+k/hoNwZRpiAxAvsOMpW7rPfuAdnVneVFgfMOMt1e27Q/Y9s+Wsiah\nBSuNc5bdrDfPctZoVKM73AFMGNiewZev59WNhSzBfSwpNDNLGhtHeUCc59OBOJCORskDKMy4atWs\n6lud86t/qMJZj/fdrMtHDZ37fp3z3Pg4PshCZvInnIAiOmWyiiXhDzVNVns+jBEbS7bVSippSSJf\nbomDWXpRuD9xTRr/6hVwcXZMzfhc9bn8yA/tAB8MyDn3XoGYr+uA8hwzBuw916vfW801YpM50Plg\n5zJFG0Bv5g0QMoUKNo+oCzcvmQbIXTB7gwjlAXoQE4Q9qo1JoFoJLSay+wOqxrDzutwilGfqt8o2\n6eWjwXgBIPNCsDBCZcdkzGmc1uXbUnv2a66RsZKezpD6usxAyhWSGZuxG/ls1W07YearPnz++QL4\n8fzinv0ugPGbN28eAPwVAH/m7du3P+fH/k4A/zGAfxTA/w3gX3779u1/+6HnfF4zfmWacam8kbqx\n+xCLifVmMXX2JYCBsbNbUQNaPRx4132dBsq1yms1AK4RNuWOL0AMrDO/ZMaKw0kRufG6v4iAkyc6\nvUaVI7xjhUSxyinircQ+xamUnUeWnoRsowswZxdcNWNEKSVjxmoSxTDJorHg6Ey2R59q+0qJ6Ls1\nT/FumrFXfhYWGw3N2A14kfvhw0H4k5YzIAMJyh+kGZ8ucLWgrU0Ifp9mMmMdDsb0Mx4W3aiteZtx\n/+Gm0N6gXTGEBmoawZwNCxwAq99uQFleBQGZjbiw4/P6HDuOWV8YlsmMFWTFlRkvWvGSc6XKW7zO\nlu0ZK+hGlfQK0BWkF3C3Z2Fd2VwPbTxyIzsBWVuAb31WFeCzn9GI/2nLJ4GxA/F/CeDvP/3pvwbw\nvwL4BwH8MwD+qzdv3vy9b9++/eUPOe+zmvH2gL0w4+pFQUDGnQcTXgvqYZNznkC3gjEZ8RVRZDDq\nWtV8FoUZx11ni9GkOeCWFThcsvDpegCxspEiOwj7bIAwUKkrvUtqguuITvRjWW3CP13osJR/lyUA\nh429fG9E0yUg90FW7IAcjBguUzgzrkY8ntKBLHyLHcTEWfEqU1xCpgjfYmnfLhDf3JMCymeZ5cyK\nKzOORW3aOwcw3A+9yEWrTGHGOjWJFZuP5yZdtBzARROMG6CbQsJ9c2B6e5qBh3oDxOdBOACFTO+9\n9PgeX06ZgnkgskBBYb86HKxP2nGAMe85L5DMWJ1Y3IJusuS5/p3XFJeamjTxASIlmrZKFGVgKL8v\nQZjXpjlQ3W1IX718NBi/efPm7wPwX9w5/o8D+LsA/CNv3759B+DPv3nz5p8A8C8A+Lc/6GKe0Yz7\n9oDNmfHZi4L7HFUlEoHQKusP3Vt2Mt/0nJgneUL1OCXxpgTARi3+oKjPOfMrhhJOlZIZm0zBJoBC\nsqsLn3pED7xjGvCivBkpmdQKJDMrBOt0rYwRU5zRFeZDxkPANotyBWF73zlbFQuI0khnxjtNMA4g\nxgLECykJA1i7r7e+evCSSrcGvPSmuAcEH7Z8snZ8vv73AfJxJJjQSDtm0XAqY05AbtPkCXUvCkXK\nFBvBeBZiIA7EXaFdbZDSYZKWSkhWNh03Rm1Re2tkm/+wvKcLIKfbppSff3P3RfM3B0OmVAEQmBcA\n5oizrIj2UlmwxhXwElNXxgLCAsEMpgypOSriloPgHSXT2E8E8CS45TOlny+vfWAQ8e+TNdLyI5ZP\nYcZ/HMB/D+DfBPBFOf4PA/h5B2Iu/zNMsvig5ZYZp2Z8ZsY6VwOeqteE0wPQDJ0GaCQ7QhsmGC/b\nCtJe1ilzYBi1SCYLrA23omVFoGLAiwGigjDXBOM56cCWpLiVfUBBm5+x4+zrUfFhwhz2Xe4S980U\njuLRsWon9O1CX60zAqkZL7l3FwOesbkAYV3BuGrGNOBJq5qxB3lQpnh4lW5uEe2W4cboGc/PAAAg\nAElEQVTyKSWVPmSp0sT73lNlipLTGJeLacTHgfKgnBEPYJDZywLwZMW0E/RCvdK1zWUK+qMTiBug\n3ZgxZGLQZjCdR3pDo+fAMgOLCXzO9kIvLga7Oh3Pdl8mDmQXlXFWH3gAkcayAvANKx55/mVbyQMZ\nvQTpEeancRDmAAQ/Dn7uxLrV9WmI6+f+FuFbBUifaV7N6ty6kpflwEctHw3Gb9++/Y+4/+bNm/qn\nnwbwK6e3/zqAv+1Dz/2VmnE13BW3NtN3qfsa62GWtqn0y73eAvAdUB7zWkA8mU1ls2sjKUO4OPow\nGKN6U8CLiPqbl0mPvzAQJRPWKPGeXcY/U/p4gPFpf07TzsssDLX5ZP2y0+/R9fV9P2MyY3EDXjLj\nAF5NgFn9jL1nMysavSlcL4brxXj1agn8sICPohl/DWb87FINdF/1vue8KY4jK0kHEE97ffjIVevz\nSd6bmHlIeeIeCAI4M9aGarpgsJp2YG6wNjcIsH4J1bVNJ2qB0jjJAlhVqvBj1dh4BuVYyDfZGGtg\nFZAz1VWiuJUqBKs2DPMYcY8H5aDh2dNSIiiADHcFjXFjnK6Tqjt1bZdkimGwrlI/e0bieq++RpP8\nJr0pPgfweDr2COAsnj27fO97P8C+X+L169ffBwB8/yd+CJEOptHMoozmSUAwNtnhyYH3ySSHeS3H\nDpchPFn9HC5PjNSJJxsGl0DgckR99DTAFepcMrxB+HGZ+OFP/gwA4Ic//HsCMKeKEQPvp5zFxQNt\nFiEFMYZrx9W9bBQ6JUB2AuEfHwaZiQj/tHOZwcxq6cH2CcYlpr6W6gEATMEP/Pp/8Lf8DB6eNlwe\nGy7XjstTx+WpLduo+AwCjHftAGTv/N/7HPL6NfD5a8j3Pgdev4Z8/jnwvdeQ158Dn78GPnsVxj0p\nuYxNZ97S8PcVjX/ft2Ubz/ATp5IAjLZ6mLTu3fyi330GfO818PgO+vgIPD4Bj++Ap0fg3ZNtH98B\nj49Q/u3xEXh6sqIHDZjNKhPPJhjusjZ7w6ufNj7zvZ/+2zE3wbELjovguCBXPzZkuo/8xBiW7fCI\n4KUDYwwMNe+j7m6gW9t8v7u/vud1aV4kF0xy5Y3zfAz05c9ADtWB6Ua6P/gHf9ra0A/+DmtWw6tu\nTPZDTwTmBvPgnjeRd+U1xPtYasJNUppYJAxxloDhfz8RJnjeY9b8k+6gnr/1D7Ef/OTPGN+enl5W\nbUuJcLqcWZdf/ZX/7YOalXxqhiEAePPmzQTwJ96+fftzb968+QsAfvD27dt/rvz9TwP402/fvv2j\nH3I+1alyN/rl95ffX35/+f3l9+byb/1rP8Sf+/N//Ss58zfJjP8f3HpX/K0AfvVDT/CXf+4vYd/3\neP369ffxR/+BP4af//mfw9/8m//valBjCk2dwJwY+oQ5npwRP2GMJ8z5iDGu0PmIMYwdx2eUEXCZ\nrwJKB/WqD93u5W51xxl3X//kD/5u/OzP/if4i3/xX8Rv/MYvGIOdTLsnwEyDXYzypzBWqfN+IGZP\nlOjsd4QMZmtzdgxjwtI8nVHz19QGp4eNT5vv1rJKUMFP/vCP4J/8Z/89/Hf/+b+CL375F7E/Cfan\njsvVt0+C/dqxP9EFi/JHem1wmhuO8Z+/Thb8+rWx5O8lO8br1+ZnzETz9C/25ECy9XSL+wBm/FM/\n9Yfw1/7a38D1esTxr8WM5wCersDTE/Tp0favT37MXuvTkzHfd18C794tq757V44/YgbhM1Ycoc3N\njl3+8B/Gz/wb/zr+z3/338Hv/MavYjy0WI+HhuPC1x1DJg5nmsaQM5rUWPHAGMdSeby7ft/LsahK\n3jpYx06YBpb1HKUbmwyB1XOsLBF0ij/wB34Kf/xP/Cn8j//Df4Df+hu/hDkOZ+wuHXqV9umV2RFG\n6SLjKSKYiXaWFl4UNpO08G/mp7C/u/6DNLbzOvk3u1b7DSXLXFTGNnb8kz/8I/in/uRfwF/6b/4l\n/NZf/wWfkdvFTC0s2fvjsnwgv/wmwfh/AfCvvnnz5uHt27eUK/4YgP/pQ0/w5Zc/wpdf1iPW0370\no9/G//fbv7UAMT0ruB7jHcbxDmNw/RLH8vqdl9tOLTiTqTNHRHj8pmrqWisl1zB6CWDW4MO0YD1c\n3jBDYW7t/b/5m/8Xfv3X/w/Xdc1aHpKFyw7i1q4MYZ0LGAtzXtA/UnNKlDXR7FhziYKZqrhvEgUB\nWbKGXZRRahDNIqN9WBP5nV/7RfzOL77Fw2MzqeKx4eGx4erb+dg8oQ31xpYgHNNanwp+/yeA73/f\ntz8B+f73gccnyPXw++Bhr8zOtk1EPbo+IYOvQwz/yuV6PfD0dOS9+jrLGCExBOg+PZk8UV9/8QXw\nox8BX/wI+FHu649+ZPs/+hHwxRcOxuZTvGwbMIU6PvD4S7+ML3/lF3F8tuH4rPt2w4j9jqMBx7zi\nGAeOeZy2eVxEPEBKEoCbFED2lLSyQVr37YYm/Xbr0a4ZYFHzQyj23QzxX37x2/id3/4NHMcTxvGI\nYzzh8G19nV5CxZ/+5L7JcxOQW91vBYwJxK4RR1SiSysZwCExsIQEs+wbov7Wb/5V/Nqv/e9Fkki/\n/yx+sbavD63D+E2C8V8G8EsA/rM3b978OQB/EsA/BOCf//BTnC86DSqR7s7XJm3xMGjCgosJtIwA\nMi3KRuN736hMOiNYQDiYHKR4IuRxM0Z0aFTjPYztkigA4LBozKKn4UPE2OsUS7WoCPClFmbfVxsU\nT8zV/q4nTBJoVh9qAMq5hD+uDDrUdS3CrsXatKOrNZGu3ap6qHj5n7ZG5anEuTN8NgE4LkbogbB6\nIVi+4j222Lc1mVCtAP2JVpKvDcJ1ueNRIREYZA9ExoBer+ZdsT+VcO7qngew1YkPpnHUPeDEGaFM\n86iwVKsdwAbBBpHd1rZZMQ10CA6IHBBco+3JaIB0YFoay+YzpOYDdou2GTcMGm0Gy/O1ajotUg+s\nuSy83/gxeklt++e47K/RZMPhrJotUFUtG10bmPRRngoVb/dktWo6r9V2LLPYICwAgZpJ5AH2Fvsh\n2QqaPyu6zXmcuV+XahqKlyrW0Qbyq2u3/1RP468LxvG73r59O9+8efNPA/hPYZF5vwDgZz804MOW\n+2Ac04W4pQI0AwJz02mYs3oHEJDp/F7BuE6ZfRLNaXVskX+XfC2n1+GlEfXG7DrCkAZY4we8wW7w\nJLKwxOOMkpJoFDQsSEyt/DUE5+kfWwGnarVVyJ01UHe51ZlMxXkAWik0ujF9Y6nsUSsZNxVEl4pw\n67x3UbGZmdY8sc6SLL6upa7cAnbc/0hAzpnDB739w04G5DUwUZCDsA3ufnwMCNnztq/VQPzzWpgv\n/D5aW0iXRhn2hkivqQ1AB5RAfEFrF0jb7fZgg8jVwbgDcgBydSC+AqMt7SIcO5bbGjF+SMArs57W\nA+Rb624c5syrIaruiOCyfw4AuOyf43L5HkQ2IyYBxIiYgdZM3pvTnNXFXTQtglAdiIubaAAwQOtx\n5jdOps7fQLC0W+xhYZoyhYG1z/CQx7LD+HMD8rktQHxHpvjA5WuB8du3b/vp9V8F8I99+hnvg3Gg\nS1TKWN+hoGsLP1HBmO5wfMDUgciGbUqcepiU7e3aAsDhQG/6asgNQCTytkfGW9QNjH0gkWlALI1g\nDCxW3ps8rzNF4tpJTh7mYvTKb1dlK4waktvPAKXSRCtrjyoTfXZnx2uR0WTGPBeBuBUgZgiz7WdB\n0TMQc9+TthPEWWj0pvrz/eUbZcB50vU1ATeKlmq8h4OQupub1cpL17xlUInz2z/BqvxcDUBbmDEA\nSknoEDgYywWtPeDoCBAWXB2Mr/YcyEYZWcYoNdoq7oYO5++OQZt1JhuBeHOZo5+2ts9grgRj6190\n0aNH1OymcRMCJ9SzF3qbFWfGdIcLtq4BiNHWg4Bo/IwAYv4YAJliTQC17zKvn+agW4E4ex+wHL73\n8qOXF5Uo6NmfwxuEcrN85DJm0dJVK9ryDGbMgqZjHlZto/G71pGeRgnxEb0VYG5SQdm+b+phpevF\nwHXyy6f5doqWojWyBRgLTJpgFJQ4GOsCxKM0BG8o9ssKW6l+lOttrGrIovCUabA1YAdvSCaq8fI+\n3QuNAiZTbLN7kVHElp/z4KN8NpQlmBCo1erPd0oplXJLlodiP1E3P997gPhbAWE78e2xs0zB95Rj\nchymI1/2lRk3A0UtvyOwgcDLf1WDGTPPsRlaOyhRNLlgtAe09spuEQ7Y4N+dEfs1zQ64LaBWi+GM\nq+5HmLAW+FlISQXkLdzkeutoPTMo9taxb8aMt/0zXPbXMDYsxR1sYnb2zysg3n/EEh9VYFWxQqNg\nVSC2/9rGCyD7VCVxwf+RMuzwRBnhlyAs0fcKaNfP3TRFsuyPX144GLNJlg5egRjGck3mkdJHE6yy\nfp7LFM38YdGY2yBHemlbaGBN2t0pV74WzNkxp2AMyQdfp3c6ETIFmgHyaSARr+QLGNM2nZuO7+PU\nEICQKjzZvBRQJqPxn7UAMmrjvNOexM/WXA+mRryRGQdAYy006qt9BeWfFh2X4BRlkmqV5xtGXF7v\nPosg3QEZd/1x/rS/LRB+bqnsnJVGzuA8RgaA7CWk+5x5ztBikT6TlDpTnQWM6e1CMMaOKRc0ecDs\nr1wHNklCxO/59FWu0OZgzOg3TxcQ4EZbSxi5UtZKQL7HjDf0vqP3LXOLdzt+CWb8GpfL9+xkBYj7\nHGj9ijauaG0DgzFEJ0d4a7+VqMhIzl5wkrPWui7c3oF5DQG318SXZf/UYRamLPmsQiq8RecPXn5P\ngPECxCGw+5/V9FSTD9hHKVMoGMwx3YgHAGgtqt/CwcPcdTa0toezO1186n6AcmvmijNkvVRaVEUh\nMhC3mJ2DGhSBWKSAsZgeJmKdQ8VZwPk+EYhnNMBgueITseg8WICYTSrvsAaQVi3Y9GEDZABmzJv9\npq5dAnH2G97TCHluDgq9yhO9aMaFHe+FRca58pevuTN+DED83PkJvvU1wXmauyWuV8jlspZmCmZ8\nGhEBT+2gNb2JGbaCGVvFaMyGhoaJDYodU3bM9gBtr3B0ceB1Lwd1WSLYsViwiqcOUG2wVAG8lx4W\nrO5tcKMZVynPpDcCsQHwBdvm276jbzv20Iw/w+XyGnQvDde7caD3J7T+ZLq3S4zShg3wBZDN2OaV\nQeL2SSEdSYyiBh7fE6LumZUkztT8F5avha6GbXlPALHLf5ot/3dHM/6ml7MVkq+tnXvNKoKtEoSc\nafoonW4o5xGN/crBF2ZQMza8o7cdzcs2NUoWrbmlOVmxMQ+C8smB0Bs0G/aUiSZ2i5tsaLIjWo2u\n2/BvFkDCxU7jN6wGAyl/8y1vzrLF+neoEwNJkHGJxDzpSrizp3FsJS9CX8rJ23VW92d2hqjiUfM2\n9C2Nda6jrmxxSy8DasTPLB/T1DPvxyd0kDufWY6EjNLy9aT1X4Btg/rgQyBeXhOgp4LJssXzSaQ8\nUPrEBGQYU9ZDIceEHhNytVWfhnvCWAXrRcv25qQRZYkEYF3zsNQcEiIDTSxxPfMQl2a5qkZFJrx7\nO6MdrgCY29sPx6wO/D5zWQuvk/r99RmpWO4OpZGu3IbTvhXTuSWCMXtdrksAOhOIOlh7/o9lWvPx\ny4sC4+cXu+MtLJtqHRYKeln0seHwEE6ulmA+KzbDS7aI+0hK29HbxdZ+Qd8e0PslwVhO1mGRAOic\n0pzavIPxdPYoDsZCzfgGMK1zmIuad4b600Pk4oM+PfAAXZ9q+ba2HymfiP0AZQNhW2G5EZir2Esq\nAYgySkyRWUGY5w1gqq5rTAxfi4u+8vJKCyCfp+6fvjwHvDz+QZpeOYc+c9xPBrqyxesG02bDNS/d\n38I4ue8uX1ycSSswJlQ0LMDK5CPlu3VO6GESiF4P6NMV+rhBt0fLaXwIVA9MWCmxiWvsD5hn0cDE\nGjzFpO/uGx8lyAZEOqZ0yNzM7UwnGrJ2XW2TYTDXAZkHhggwBMPLTY3jasEd4+qBH55+IL6/xPWX\ndm5jPP2Gkdzjjg3UgFc8Za6/V43s3APi6LOSHib1pKEhh6xhJMy8Meqg4CeToE4fvbwsML4zOvG4\nBREkKLFD8Vhzfco033S7weLPSC+KzZmqyxL9gt4f0PsDtv6A1jfcGu0SlPk3oC0AHLmFxSKCTKpI\nMG5tvyG0UJ81LYxhvQ+6/EPGlI3V20C+15tQ/Spg/VqATIWA7My4AHEbiDxHUddu4tlsbMGKe2HF\n+5aaKRPFPzxkBeiScyJdvj6izfC3fATzfa9TPpn0/Q/WD+Xr+nmmVm2+X32lw3vEpZjdU4QeA5jT\nfGoHQQ6IYqX8+qnQMYFjQK8jwXjrnly+YR6CiQEVC0ZSDANjHJhiPrwTNT0sK2+sgGwBS274lg3C\nKuztDhAvSYgGdDZMGTbAQ0IenC5JjMEkXVm8QWdGwGq0cbgokN4RwkmT87Gw7ZaHVnPGEdtvgdhZ\nc9hk5kr2FspNNgyQ0EVPM/ZzM2v/lOVlgfGzSwIi+GA4pfcpTCQ2CbmCqzNioe8gj1MfvqC3B7T+\ngN5foW+v0NtWQBgLANdjNmKWKdBUaFNPhWjAbNIEAvyjq8cz13D2v3Vnq+DJBn93MvestJnvuB0H\n4GAsHpYdzHiiMGP7fJuFFU/Tjc/s2B7EmR076HquYrl4WSWWUyoVPMIAtgwh95dvUir+ICB/zqPi\nvJAVQ81Y1jq0uTRRwZgD1H4BZEDHGk6vfEhSEs+os+cxoMeAPh3AdoV2B+Mm0F2gbuCavsY+BqZM\nDNEFiJOZFkCGpaQVseCRyl5T0ihAzHSZwYwlgrKCGU8Lex6svj4zSRfPuVaFJvHKQb9VZiwIwOaz\n4K2amv3mRq0JIE4mLdLMg6NpOtA6QUrHAYDALKWJxkS0sp5PWF4WGD9LjM/ACJ8O5GjZ2mbs2HVg\nKfpxGs7M19Jkit2d5C/BjLf+Ctv2Cr3tCwgLcAJhbht6nep4QE8rwCwOxtLooF+mYe4TrO4Gl4VI\n7Xdbfzwx4Pg88k2xL8vhgvenCCFGHDkznu6e5oVGzysAq+hR2HGkbK6PLWSKEpUWxUaZp9hWYSL5\nbffadgbGyud7Z/lxO0183JcWRs/4pJs0mz114n2HkhnLAfq7Wxi9784aj+evp+nEehzAtUOfmpVh\nag40h0BlYrYR21m2g69xlihqLnAr2GvMeAvjdwXOzFWcoJnM2IGYkt2kTOE5KAjEg5kSi2SCFZBt\nAsKQ55xAVjD2B3X3cd2XJXiMoOyA38wmMun9qkbftKQYTbkzO1QQm08EYS4vCozPBrw4LnBQLaDY\ncr+JhBvNyopdpqBuXA13wYxdN+4P6NsrbP0z9L4XCbB4aYhdYzYCgTZFdxZsYKxoDsRWccPBGHZ9\ncDahtcHFxIquYbLeDW841JVdGEb5M0LrICAHs0K2mwWQASYqokzRQqpIZtzogDLrqpmnWM/fJZE0\nPmQKMmOWVKoVPPYiU7xHM/5YIE62m9vKgD9GN37vV989j9/lRaKgTEGdfE9mXB6UqrqzjLofcnFt\ndGaMMYDrgPYrtLu1XxKMp1eKnn1iNsVsc1lHY528e4BcgBkDra0Mdmp+Ntkr7Dzi/sMYETXXVItM\nYZrxGEcAsjKN5pL7uBAWB+Sqr7VmbXflwutjMxLiTqZ19rocy7+JWKZk9fI69nkJg/fqZ0x3VQJB\n/dtzKPbVy4sC4+eYcfittioXYMnL+6xMERJFMmPQjU02tH5xiaIw4+4ASkCGFHCu99/AWFW9gRgj\nbg7EsxWZorlM4VFE4pqjyvTXFkrdYAlizGvNm5s4m1UCty8Vb5wyBOmWbL9kE6LrsbsGvAHIKIAc\nMkUyZSnMeJUpJDTjYIJMDu+J4+WVs+Mop7SvMoUnnYmf+B4k/Dpubd+IS9xivOP0g3TJZgkhVVCi\nqAVY3YCX2r2EZ4V6nbzq2kjNWI8B7Qf0Kl6cVHL6vVubnH1ieimm2Wx/dD8OvdGMz0a8CsZmuFtB\nU5fMZ8mMo6ays1mVhnE4GA9qxpadLfMZs56lguHJCPjjdyCO5RDAh1k3urwOIF5AeQViVUFrE9On\nF20iZrkMzDozYxr2spdy/9Pp8csC42fQ2MAwgy1y2/L1yYDXGtP7OSDHTUz/SFmY8Sv0/grb9lmC\ncbkMWkglXgNQQfeH1p0Va0tm3KZCGoHdZQow0Ykhn+fwMaD1vBXpNwzv1xpbhQaoAitYJalY72Ml\n0ivJqCDgIEy9eIgxYw84oH7c7hQZvZEpGIHmwRuy1LZ7lZrxhVWfawKdPOPzeKnv+duPeamjXtxc\nB+mzTBEubayV5zOGSgbnNCNdm7ezhKoZX1uk2gwvnDkxD7F6eJta9Y+umFsmQB9qdTXuAjGoDa8G\nPDJYncXgB0VNS5nyggMxGGYtlhYTwDGKTBGa8bGkxr3VjEmKtLRdWdp/GsA1sfjsPVF14pvXdtaG\nCUVzgkWGTYBNMJYzIEu+Z33vxy0vC4yfZcZkxSUa7pT6j0DcFn/jEotPj4oA4jTghTfF9oC+fYat\nM6cyAVjvvlYFtFu2qQWEnRm3pmio3hQbLF3ncGZcG9I0ViwS2wr8yvwBBYhj0WTEbES8fXwvp2z1\nuPpn6UkhFZCPlRmby5umVJGEKL9MgCintBVmfGFtu0sUGo2Kz/t+Jyrt+eXHHm337FLu7jJV5Z8F\n6nk5lpmCg7GGEe8aPsYYymxAQBv2+QV4TDPGMQE5Uppg5Zs5TabY4KvaVn2Fr6LPaMZnZnyg9z09\nH4perDegacZndVBUTMuhgbM3xdVzLKc3hU56dJzzietqIymkiLm1/G2p0vE+ad1iZcJIQGafmbMB\n7i9cgVhvmDFlCgFzHldgzhiHj19eFBhb8pDbzhaasUd0ZQBGXSlTuAGveFNkXjEf0ehNIYUZN5cp\n+iv0fuHEz6/gzr4PyUaAbkF4khmXoA+R3dmwAEx0EhqyZ56jRBEgjIhuC+u1ntgBeEkFlHnvyt+l\nvD90OGfGGfSBu5pxP3lTPMuMw52rFde2ohk/PLhrmxcavVP1+ZzJjMvLAWLkw7l3nEujVHFybQs/\nY78v09oNhpoPcWsGxLwXXChTtJGmgcqKxzCZYoNtJzC9eIGtHlAsUsD4PiBPPQCxxPQ9gLh4PoRM\nAfBh2eMZCV7umjeHjehzHMXXmIyb9SwLEIdMofEdyxhdJDd6bNTgHgItx7hbYM6v4dradJc8DZfh\nHBcE0OraVmMXBMx5zP3vBBgrf3gsOV21AqMeGNEsbHiqRYyJCI7jCcdx9Yd9eM2vadMz8NGavmZZ\nojwcc1jFATkeTVKQDX0OAxnhVaRskMewTK/mKV0nK1EbwwBmsVCzKKPlAzhin1FPaaF20JUGc8nb\nAUxIwxILkLcqO0UqWimp2L5PvNwVltF2ZMShG5ctUI4pfDBB6sXxRcWTglF1YagqgMxCo+Fj7ABO\np9F7beMOOt879tx7Uov8ppb3dLgyo1td/YpWfPEK0ixcqo6YY2Tx0juZ3cRB2x5GUS6V7oaSiadi\nYHYQVnj5A3FJ4ijShGdCK2ALqFUHaQeO44rWnhDpL0vExdieAHV2WEKNxfevhxWMP8Y7HMc7HOPR\n1oMVeZ6s4ofXxVtyZqR+A7hEByTTRdni2ed7r+2cV0ot6gNN9mthRCJQ7hWV+pxnWp6cc8D+hy8v\nCoyf0yno0zgnPQrMCcAyplmbuB6POI6r61I2os85y+joUKTAnIrhsfHHOCDHFZAniLwDpKHPwwBr\n8S2mm1vuR8apWYDYp3hzXq0YKlhdwsBYHYAXUC77BszTf30CMWBeI8rSNktEHrBY0koKwTMoSwHl\nxsGMssMsBjoPu2WSGvjfa/g0arNzvVhOrm23TNBdupil7V5ayVMz0DvazEfD6jdOqutI9J7vKgOU\n1qjEyyXBmNR1TDvmFaT1POV10JZpmdyYJ1BgSZsw1VOa5jVkK5GQKgYAlau1xwBlgkxxMcNEGwNH\nG5BxhRwbII/I6tx25j4tzF800xDU/WM4GB9PuB5WcWcMA+IxnzBmLRbMvpHuc4uOrOVWnG416QsW\nkPyq51dfK269TMRmF1amHUzJK0znKQ0ZfTch6tWrP2H5PQHGE8aM06NBb7bX6xOu4wnHuFo1XFbE\n5XQFjOVBMuNxQNoV0p5itFcIej9KbopWwqCZraqZrlsZcQnrDEB2v00AYOVqnMAXwZC9AS7RTYQ7\nnyI1QRTMazP3AykRtPgWhHM/JlRMDDRzJSBH9B0LZftl8Vx2BgKne5uUpECyrRrpYrDyCDRlkqBT\nwvXaDu51J332L78bCzv+aeE0qjLjXlz9jkuy4uGRd8cArgd0O06ufv5NZM+s8+Zrc4Ihk8w4aEz8\ny1Y1hLoxI/SOZMWegCdc10TRxkRrB+Q4IPKURATJIM3gnVN0AjGn8geZ8fFopdC8RuUYjxjzycKj\n5xXqldujP5yB2G5C/KbUgcmObx9B3oXzM+MbNI4pDXgByJKg7IIIjZhM1rXya9NPvhPM+NnupVZf\nqk5Xln0orscTjusVx1GYsc4onU0wNhKiGHNA5oCMAyJXwCUMVaCPA5kk29dpr3vzUMjWvebVCsgp\nUZhMQeOFTjKREwAvsgWvtbCuxUhA/2WfRsmMTmF57dO6HZ1VEs4js5oik8kXnVgGApCfkynsqk5W\nYwLo4j2wrRppicJb0mUyeQ4T0FfwebYbvRQg5nKHJXvfjKofvfpe78DD8KRCaiA8DIixX4Gn9LvW\nOjg5+82cCNMe91S0rs6M16GsMsipBimHGhgDBZBdLrM2xYAOC3+WNmAJ6m3wtfMZcE8d6H1D9TCQ\nRVdNmeJ6vMP1+NL9jcmIuSU7tj4h0UcKOVlkCEl6fD52WoR/Wp5V/Szvp7Fd1Wb3QZndDtCZcuPU\nw+o9LrPTCs7fATC+MYjUKclUcAqfTufpDnO9PhogD5cq5gxmnPDUfERNzVjGAc4EkUAAACAASURB\nVMUT2znmVGPGrXsgiSXK7q2fwKEVIM68ycaAi0xBzRgGzrdAzEKm5iWv5XfbQGuAvNwU8fdzC84S\nVs11ZcLJoqK7lAxtNN7JqKtGborI0FZP7jsRLhreA/0kU5x0Y/4tti2BJ2SKcq912dw0kXsT0pxE\n/ziXO98WYFyAeExgEowBXD3xz9MRvsgaPtcl7QyZsQMxPWE4Y2pNXdfXghPqnovqzNhbWwVjKRJZ\nALICohhjwkKiKxCrA7EBkxWtpdvompxL0HAcVp/YdOJ3AbwBwup+x8Wljv1bag6ME9Cmx8M66Cwt\notDj9NEvgBxbjf8EDsQMYmFqW5hMoXOYoc95tPVF83EV6Gp0/YjlZYHxMzIF85/eWn4ZfjkSiI8D\nYwwPtXSt2afVZL5TLfwYYwC45vGpGHOizwNb2zCn5WnVPqG6RwElA6BZmPFIIF5kiivgmjEWzXjV\njV3Fw5pn1ViGeRYQ8IqrReRztXvEQqxBVossQWkhOTaWkknGkJHeFCePCaC8pm4Oaud0GSzMmIC8\ndY+wK0B8uaSmzPe1qhnfbxn6nr3npYz19R3++u0uNwa8DowNuPj0W/09LFp6uQKP9yISTz9iarJk\nbxI2iE20jX42hB11mV8TkKGYYmzXwNgJgYwy47IHLjJCPsozpsfF1Cta7w7A3KZ/vxSZYhwEY/9s\nGO1yFkkjdubpqLNhYHn+nh4T3r8DrD9oBC7yhCDumToQg5gAKoIFjHXEw9DCiDMO4DsAxmfhO2Jw\n3HinM6t2qBZJYB5mwLsaIK8GvLPfoIEx5vSpmR9rxpTbGOj9itkv6HPHxkGABR1gADS1+/U8Y8DT\n6yJT2H7RjM8MGQq6zQAdtNSuEYTdRu1mbnDGiA67U2JMiaSAcsQCxFqccvSkE1cQpmTh7NgfximP\nUYH6JdhjDXKoBjzdd/Mv5vsqeC/eFCsA3ZMmvg7jPU12v91lkSk2Y8MhufkzfLraunvhUs/tHOw4\nZAo3qNZZ0Byu4XroLplx/FIXsjSBOMHYgdiZMcRZsa8Q9bSew1mxSxM4MLWj6xPG3NB7AWI5AbN0\nXAszvl7fBZCnfaXKewbCrOqh8Irpi/8x4texfSRprjGq9+ZM5XW6ZlhkLKxQhS4+0z73pDeFS5HN\nXTgt11ve5+h8n7C8KDB+brG267KD+zxS9KckcBxPuI4rxnGsBryZBjygmf2Z+WJdD2JqQBEL/+xj\nw9yGA3GOvFHhYHYLMaWzvRbn9WIVVp+CAYjRX+4CMcHYSumk3CD+vd3/RqlEDIeB0K2s4KQ3Ik96\nLYKsxAEHYjUgpmSRgCyLThwGvEUzFo9WlqzAQHmCLDmCHM7pIvf0LSbIRKFRyWMnb4pvGohv2ha+\nJUAWn+g4EOvsFtCx7YWi++9+eAIeLz5gFWZ89jMmKwZnQuVvtA1MZ3klMo7/TdEE40bwtXSbCcQj\ngVjcYjuyv0w0TG2Ys2N4RZg2Ghoy/YBtux+7NeBRa2bO5LNr3cKG7xnx/AaTFTM270ScT8sZhPlZ\nntfvV/VkKp8mM55+jRMWR4CWIKxgkMp3AoyfkylMQmDEjjFfS1Jt2ycc4UnBCJ+ZzBjOij2YYMJY\ntohLFjLNmCcHBA29by6L+IjsTJBRfW1O07BdPll8jEM3diB2zdiycbkB7waIj/zlEVrpyUgYtCIb\nrAClZjEJeIfRtmh64n+jG1uCMMIPNYEYd9dwn3JmXPtm2Cl8gMpgjzIlr7rxOcghPvPM6ove6V3f\nJBCfz/mNgjKnzjFr6MDmQwtnFrxX7x6Ay1P4XmvfctZQQYHSBDiIxLQhj83qN1SYsYMxue2MKL/h\nzHd4MIlNj9T9HXVMcDo+Ieju6jW88svorITTCyB3NN+K9ATj8Yjr8aUxT49EVZck1F8b+KZ2GyAX\nd+HcHvyXa70Lfk/qn/jZ8pYzEINBVdBFioAqdLrxxGfnjUxY8/o0Enl9B8D4bAgNCSj8eUcmGhlm\nkT3oIjOuvn+9lSqYhETZOKdHvnlaEwKgb6cyn4Sz4dbQhF4Vm4NuTdCdgKwByDNGe/sNHPVzlaIX\nx6hq3wwyYmvclmVOZIeqpRKcDWhzYrrGINOYJWVkgay6cdGHuxKE2+LW1oYzZBrwaMgGircd71XL\ndfGgYA6GrG+nrAS9e26GYNTIbfot3m8MOHfD5499zN/f994EvU+UNgJ0xZOX9PK3Il88lNDwmmyf\n8s1Nea/MTyKL5coNeD5ySmT/95XO5KJA80g+16aYjwENFlTl1J5ECIWJRxg2/JR0+4QX83UQ5vYY\nTwCAcTz5fjG+O/tdK6Ofou+W+8/2ce+56fq+u0EgZ4ZdP0kmDtAgB/fr55mZ2EibBjuOfeU1fwfA\n+Dl9J0I0PaY9gPdgJM+jJ6wmQF9LEmt3oxmu3zLHMYzpqjtqGxDTvW2e1vspBmuy7cqvAthdXgAQ\nYGqvqYsVf0oAlu94h8gFLfbXlakKMZFekXOaZizDfgONfi4ntJlMuDvw9inoo6EfDe1oBsSjADKD\nOxA/KxiwdvoGWyBD7BdAkb6Fy1pGa9VGqsjJoHccKdv3tIqvOv5133v+zNdi4+W+WTowArMCXQHQ\nq6T6ZRetnV4nQM421MOni8EqDFnucUE5itW8NwW2CezacFELjVbXR1W6SRRtQj03hjaFthmPL+yr\nDZZzpbiFi/ed9KLogHrQCpEbDrNn97QAXM6KfNqlPF7Bs26TWK37/o4gXgmlnGilDamOY2xz94E0\nw61pc7IyULPNtKkrPIf5dwKM593XCkoUh0kTBGLXoK4VjM9byhbjCVMHwv2mrDbq0yLawMCLG68N\ngvDsUO2IEOaYWnHJRinhg0EwnjBAdgBF0s97AHw+ZtM5NmJOHq0u2USDTC8N5f+Fx8QU9JHbPptn\nZmvoh5juFz7Gkp4U8aMciFuDNALx5lWPexQaxX45VUK24JlV+zTAFdXMQ3GioSLlq+8snwqu34o+\n/OzCGYCzY+ZlVCBdc8SZMP2ySwL6AGSCsUfy0T+ZhmjSZD83Q9abKrqKg7BgV8VlKo4JTBGo+mRb\n3H/d022qp95E1xhHW9MyESrHGeQQgy0j0CiaC2Vu0AWNo7zw9wv3ajSbvw++jXGnKsS0KFcgPicb\nCkq3gG8CcxrqstHdtpI6S2d6XMBmpCrTHq+o+x9/B8A4Rs3zTKTkfCDIHuMJx/HoXhRfuk6c4Dvn\nNbRlvrYwRiYKcjBuNq3ySZd/b03nN4F7zHh6Am7XlqkfpTBAoPcppvQCxpyK5TTNmLpXH1kA2BIa\nSbPX0OEBHmyMw4/xNxW3swLIlCT64Jpg3EZDO7z+nQNxnD6eSdE/u+XnlW2D7htkM8OTeCkhXXIU\n9+IlgUDEsHMo4kUapSyqKvrEiUxlu8C9fvP+NvbxH1mWj/msTVAoOTGL25oCFSIFhIvUsyUwJzP2\n2YYIbGo0yyDnQOcSRitrAPIUHKrOjPmI3fVNFNqA2RHpNzXAuGwFkKY3x5zbljskBfD8Cj14S8rz\n52dCsZJ6DsSHM7shYRUw3xC/F3EPcgam0LD78N7Y9pxc/jRri+8q7XHm5TAScgrM3uTGc3vG3zVm\nHAOiWzB1Qpl2L5ixgfFxfYfr9V0C8CxyRjiXZ7UCS685TdNq1vqmj/xclgTakcDnLFH01ISjQgEX\nTreSGdt2Q/gDYzWymD69e9moFZBbS1CmYUHVZA5Ri5ASHBDlAJAShRQgbsPkiHZQohC0w6UKShSU\nKeaZmgq0mX6urUFCC96hlx2y2zaqH/uUWnpmIMu5XO2N1uBr+y/4ks/kZufTl68DyB/92ZApnB0z\ntD3+Lqf0mlsAsZZ9AKnN+4WkgTPBhk3KTAkmU2xq667A4ca32Qogixhpb8DsYnmQN0BdorBcJ7ka\naHKfYKzLQ+K18bIAhN9/Zca6ALHLVpJtIWZKWAE5OfKIV5ZZjTy4vg/LsbqlOp1/eEam4Hk9bkE4\nqDggq9uX2o0c9+HLiwLjNcKt3oAZMgWlh+MgM36HqzNjcx8bJwD2MuXzCJA1QFYAPcjenKaD2RdW\nmSJ1Y8wKxEUzTuuWLfS8gFUVsUOsgQdkM0B8zvI0r0x4AeZWwTjd9y2U+oAoy0ydZYq2AHJlxP1w\nZnwUoGYknk91l0UsHaQszHiH7BcD4kiLuXsSIPeVrcELZMKlwRouJzuu/gLvXb4Gxf26DPnDlipT\ntNu/sTcvjLh4oFS5Akj2DCT4znR/U/9DyhTGivsEtinYp3mpqQqGWpohFdsaIAtmt1U3wdw4W0ng\nBfNqx/4MaSGEAE0ZRZdeTTAud6Gwahu31hlUzJByKsEzIYGY/7LtFGZc3s37VldKFfms6neVRcvn\ni0FTlS6vnP3kNX7s8qLA+FYzLmBcQNaMdK4ZX82RvALx89uJ1qyhNHfzabQiA3Fjq0xxlidwZsbO\nisMfWemaRu8G64TiMkV9VuGuI6aXsS5fbnfP05zHLEaejPyA6oamG1QstwP9f+M/NUA2kDXA7c6G\n+9X3q+EumDGCZcWTqG5avTBjBnPsTAJE9ywa8O6wBQdlqzNGID5jNXvFM437ayLqjwOQpfoKBygL\nmAITra2SxHl/d2kCsK0b8JjpTaX0mUCX9CdvCmwOvkMNkHUKhrawNqg0zNYwm9i2N8xNoBt918lm\nFeFWEzM8dz8TO9uafL7mKY5Lth4hJ2HDtQtrA5wp+TYAWRKgFwZsrJjBGnGc7DxAt7LirPJx1+ki\nb6rf2sqMNfO8iBZAtl/ziSrFCwPjm7vC1xlMMWmUW5jxOzAXKpNg2/4RriiTmZc4JDZ1X0FTbFnk\nMDM1PQ/IacgjOJ+d0hmX72wVyYxtH6g6GajxFgAmMw4wJjOWZvfDr6H5wCDaVplCBA2tpMls6M5+\n+2guT4hLFa4Xj1YkClkNeEUz1t7MgyK04h3KUOcb96zKjL2LqRS92E8P5zX+t8XL71uEzW8VkOM3\n+jewUKIYow1j1VI9+lauSM2YBjxrv1pKMyX4BGlNZqyCLXIs2LMd2i14Aw1TOqY0zNYdiBtm75i7\nxVprAd14rWTEPkvz/iWR4yKBjga86aRFHVhDM659IA7YyKzU27Ucz5/qew0a0atu4OYNIYiizEXz\nMCIrsWbqgXtLQBM9WcR+n7j0tlaN/7TlRYHxWaaIUWnqYsA7GOQRmvGXCcIBxnN9TSfuVhEGgBh7\nUE0wNg34zIaLJ4VH2i11u8KbwhpMhDFL9aaw6DpGrlXfZjO+eZWSRkbMaiQsEbXBiiaSne9QvUJ0\ng8xiwCvnF1CmkJAp2tGwHQ3btXltOwflmmD+pLwAsNzKHmVHmQIBxA9eRqiWUvIkQDWyjujnDfkM\nwMwTEKHxAcoJm980eH57gCzriem6R0AmYNwA8FbyelRvCgfmOc3RfNh9JX5EIU8fSM21zdZtNugU\n6BRgWjj/QMdEx5SOId3BuGP2DWPrmJuDm9JbId04g/mKgkUSLOlVZnlgFZKqEdBglsbaBLGQKRwY\nKV5ETccAS97U6tpGLyOJ79Oy5vcXS03p9/EBPjduijwBlAHFL1/o+aGVXH3a8qLA+DnXtkmmO26Z\n8XEw3r0EW3hEzxJ8oUw3WR6PzxZNXWjZwO6tcZ4Dqs1XBnbQm4LXLS5RsBgqgKjUYcCboEwAbQG4\nFXzPr2UK0Jl0aINOkyhm6+7W5udGMeBps3XYmsy4Wa27QzyHsWTYc5B93isbOLSRFfeluKZQL2YU\n2XPeFPBz3nhXqHfA9c/5GURD/wrx4pOWbw2Qi0SRrnynHk5WvDDkNc0o36e9W76INoFGCSTLbfG8\nTP5EVmwkw/x+hWCsHVM2DNnQ24bRNsy2YfSOthkgp9RQjdpl5hi2i1aYpTo5saQ7lRnT+BUuZYUJ\nVyIB94POGZW4FOHHkQMEPe6BU8Ri6esJwj7iK5t3Zd3PLUXKnB6166fPjyYV+9SG9KLAmHHh+Tob\n7RJgcROUUQMv8lEsjuTuD8kE8TEl8u05hDSmOKeE75yiZUMs30bDnZiB0FyA7BZLuwVjY8VMBNMA\nd2VLY9+JJbfd2pFeoW3HVJMvZG5oskFlA0NRm7PidGuztbsbG+WJflQQdiC20elWpmCehd4hteQ8\nJYrLxVjyVqSKmgioTDHP6kMhzKkdf1V7iX++meW9ZZl07eLn9z+3DyAAOX+PM2Ya3txDRfsJhPct\npR8gj1muV2Qi6sLAVWMwtUAfW7tN9qBNgGYeFU0bxmwQNYYsYmAsbcfomxlql+hSIzjMqsYoPeuf\nzcHS3TKQaxKSlNEopZ337ZaUPlG2DGgyIuSQHKOQX5Na/1orpEvZnvYFYaiW5W8AU9oKTufSc7NL\nINby+mOXFwXGk/Hfp9eh9UIdwwRWEdpClLe+2QMKFlunVRyhJyCwmPmSNF4Y5uwVp8s4fF+IDzkC\nMWWSaCjd25a7uDTzkADguu8e7ycYZ6NI74usXr25buyA3HcbG9oV2q7o8wmQC1SusJzMtj/1Celf\nXAx4I7Xhdgia5YfJQqPDGfGsQFymiGG8W4FYLqz6/HCfIddwLZTGvdzf22PfBFt9v3HmfZ8rRKCc\nKIxRJcT+uRXeDpayXeLtrFrggbi/2pvds6gZ6AMdkAn6FQbGYwJHM4BFSSfp82+WzTIgtuAOhkRL\nVwzOgtQMeqINg22wbRh9sz44LTGOqktKwVM8GCsIEu8e+0U3EuRSXczwRHyydLo30QaYj8WuSQNc\nbUZqW4DasF0P+zhzv8gKyIy6VZKg9Daay2AplegWIHYjKgebMxtG+dAnLi8ajIMplzmYFAbaWkNv\nHb13MJooDQ4uHmhhtFAD4hLwwQCQ1lppGHEFKxgs7CfeAhvxNWTN1sxdqGmDNGfGboyro3N1wzFm\nTPc0z0nhgCzeiHvb7Ve03VcDXzPsEZR3NOzFmm4GueZVPAKUHYybAzCBmMafBYh5re7nKtQz9x1y\n2aPq802xUWdXkS6Tg49kI19Zx+2yAPK3piWcvjO8Y+gn6/snIGbek5r/pL420uAVY/q5mjkryXhb\ncAmIMoXup1kHkPteuFSPcaoIAkcmf5bTcifMIWii6PFwAdmscMCI2VDDYCizEwK0zTFHnfU6sQGB\nmMm4aDOp83arTAMnPwCMWMjuJoTsa1LaBWeLSonPgdlAsINs264hn1XKiB0TOQurhEldElSGbitJ\nkA8EqV5WmusL2T2Z+hl4/b7K+fiHLy8KjPUMxlEEMJ3FeWutNp2DcdsWAI7JQgmwCPOaMMOZsxTI\n6Rjse0TzodjZyoX5P9HwBKYJc3+iNdOUyYyrN4WxGPYLMiMauihTbIUh72jdVhWgTwdjsa2B8Q7F\njokdDRdrvgTkOqMd1IddK/bggHsyxdLexBruUmw0Kh1fIA8PweJ0L14VS8Kb55C0WtGXmx63+8eA\nwfZd9xju6TVBaIwR27rPbWsNvfc762aYJ2Rvrv02gcbMww2jD1fgwduN32urHr0B24C2KyhTsLVb\npQ93v3JAxkAZabE87+EeFuGOKR2jdaBt1swlXddCb3WvAt4LlH6X0iDxNcHYvILE01efADnaQHc5\ng+DL4CkfLBgpKxppbE0+2YBpmRepL3Pg13A5pR3H8MPyEbe1kan3ygrI2so2vWIicx4v/2uw408G\n4zdv3jwA+CsA/szbt29/zo/9+wD+LPKnKYA/+/bt2//wQ845ddx9TXbLZ7XIFN64QzyoI1PZVzZC\n5EOvABAuKTmb5idh6SjjZdn60CB1pKRmZaN1E8oUrvmWc6yPLZmxtGTFachbmXFvCcjdgVjFWLFi\nR1Ovh6a6pscc6kY7X50Ns9IH02W8V6Y4Fxl9uCQzJluueXlrFF55BvksvnqJvvJjQGay4ViZirWw\n3zFGVJV5br+1hm3byrpj2zRuq0xjzhyMyYxTptiB4wHYH+zC/F7rMaxUUz8ysIZCO5mxa8dN1PMR\nI8BDFBiHAXQMwJHop2PIBjgzZjue8/9n711jbWnS86Dnrerutfa5fOPLeGxjx2MHhR1HAmFQMDFI\nOIqAAFKUBBTERYLwg0QiipQgMEhDEDGK4kTwwwHJgogEkEAgothYgoCVHyiRFUUBgYQgOziyx/HY\nHnvG/s75ztl7r+6qevnxXuqtXmuf2zczPh5NH/Xpy1p7rV7dVU899bw3S2wFlwZaY7SqzBgtSNfm\nTaR9FWY3Me8gBWDbAsqIbWvBUvnBfQBS+oibJMpv4ulkhmwmCmHn1keTsuIO7AkJLdTwgXtH7Dt8\n173ZWL9Kn3EG/XGa5juBsQLxfwvgt+xe+m4APwDgvwznnr/p51o5bFt63Sn2m0OwkbTLFC2Hm+kz\n/9DRw6CrnDl+i35H37ePcHa8W8y1ZfCJRIxJ11GTAcqBGac5PGx5H9uX7zXjPTNWdswAkssTqzBi\nTShkEoWw46YgK6n9HIh9lWPSjG7GiEWqoBGI5Qf0cFxlxqQGJteMl+DatstPQeZRQftm++bN9yvB\nkO15RBYcwdiYYCllWDcthhvXnDPmecY8z6EeIwdCkVz6sMKlHMtVzQuw1M6MTTPeipRpcgNpCCwx\nQG7iPiaEWxor1Q7GVt+wqk85zNtCZTKkCUiz5O2mhkRVZQxyvdhAWiQZZd0OqgBpxZpzzTgAsd6L\nrlSQkxJxB1XJxHIl6z4AEDWVNqWeX8PmHkUeDRej69C1aGh6AmgS/N4P2fumrwywA7bdpwbza+6S\n2x7A3255azC+vr7+bgD/zQMvfzeAP3Vzc/NL73IxD8kUUQcWkBSZIqujek6ToaePrtbgBxZMGtCh\nQ3vcRuAnxNzC8YLG4M4IWJFZ2wwHBOQUmDHNOrXqv4WtARgzdgOKsmML/MjGrAm5beCq7Fj14kSr\ngrCsxE3ZMSO1JqDcAhiXhlRoSHcr7mxkY8kwyRjBOBjw3NB06JWf3T+2Z24bZYoz+7T//7rlyw7I\neyBmLVlkunAA4m3bfN0fb9uGnDOW5YBaG5bWtF0ISxMSEaK/XDOWiDyeZwHiVgWUAQXnGViD66D5\ncSMQjTAjAlHvOwxpFzkNOatNMxaAimA8oaWK1KyUEvlA7TJFFYmAVHqw3+KzH4JrxgSLJsUZEPs4\nTRjIiJMTRPnOwFhKRwEbgA3MBthW7THggYKxpPfsQAwDesDxwDpA99TQ/gmg69YAecRf1zO+0sz4\nHwPwlwF8BsCtnby+vn4K4NsA/K13vZhzb4pzZgx/gCJTZA1A6OAb/BUvbM/zFJvrTpBDAq72mxu0\nBRswDejDVH58+EB3bRM3NLDmIFYd2+t7ETkrMQbQA0AEeHNe5C9MpqAFKW3CkjEj0QLGhsQrEre+\ntqSA3BSMmxrwtIMiuLMBXTP2uyBb1nSYQ8l5BWJyMM4BsIPvbMxp7De1c4q+PNScw5PwWcmXdold\nb68Pt1oHrdjAd13XB7d5mtzAZd4VxojrlDE1Ow8f7Lp7WxXgbSwyENCZ8bwB0zqkKZUbIm2JmDTs\nTWQK2eNO/JhBhdUQGFixSRUGhArGjTTb4cCMVabQKuxJPTpS2nksECFFZkx7ML7wyGnC4OaZZJvC\nORBA1VjxCmAC86SAHAZ+Z8f6+ygMOpgAls/zewSGeWHFY9eMDdStEYbf+nFpwluD8c3NzY/Y/vX1\ndXzpuyHt+DPX19f/FIAvAviPb25u/qs3/ey9ZsyuUfVuYuNdUt9MA2TSemrRfagfk4AI0EsktQrm\nJGk1uUqdSPSsqBGEx2pYdpadLcSRt1uG1XVGZYoUZArmJoUlA+OXXxWAmDorNkA2zTlXNdwF412i\nBQnBmwJVgVgA2Sp4OBBXBWODQ+6/mQIQ+y/3gqMKtNGbwpnx3A12sTDpGTOWz/44gPrlAmT7cAfk\nncdE1IUjIK/ritPpNGynafLyXAS4F0WeMqY6d5AGxpnHlGWgs7Rqy06mmE+eGU98lEWm6LPrzo57\nHh8B46T7tfKgGXcDXmfGnCZUKiIJmpHbiMju3ohrJ7rkAdWhtQIIYDLFNIzJobuE8wa6PQ1A387q\nlQQABe7SySuIMxKLZ5VLFdGHmMQ1rmvPwrgZen/d86opENvWwByyVS8M/SM48dIz79osv5TeFL8Z\n4nn9/wD4YQDfD+A/u76+fnZzc/Njb/IBj6+eYFkOfvz0ydcBAD744OtR6slr3rFX7tg8pab7b0Ia\ndQ/A6MAMIACx5UjuuSwshwWpvOCMNM1IecLkoDhhyjPMKGCgD52CgswgQvjgE58EAHzd130zQEnY\nhPk/N/bSTQBhmg6Y8oQpL5imBTnPul0wZWHG4IK6PUbd7lDXO9Ryh7rdy7GeK+UW032T9U639xXT\nPctWz+W1uZyyb0r2//G7Pg0AOHz624EPnoCePgU9fQI8fQI8fQr64IkcP3kqABGLjRoARzC2WcrZ\n9w5ffwFoLzTxN2j1yzwN21ctzoRrlrJa1Up9NbBtWWSKacqYZ1nXdca2zTgcZqzrhnVdsK4bpmnC\n8XjAcjjgsBxxPB5wOOjx4YDj4YjlsKir4AwU04MLUPq6PLoCABy/5VPgdQNevAS/uAW/1O1HL4GX\nt+AXL8BbGf26ZRQQTZlI4ycS2vGA+uSA+uiI9viA+viI9uiA+uQo5x4dUK9mbGXFumne8HKS/c1y\nwqzYthMqV2Q1qOc8blMifNM3/QYAwCc/+R3CkgfgBVzX0+dp/vUm01HcT91FtNWXqPUWtd2i1VvU\n+hKt3cq5eovWXsrsmiewsmCg7zNm2fKkA3BP+sWtu+sxN3zqU98JAPjUN//dkNmzeJdIgYiqsmbV\n45G8fe7n/q/XN1QA9Mqoo9cs19fXDcD3B2+Kr7u5ufkwvP7DAP6em5ub3/kmn9e4cdrX+/ra8rXl\na8vXll/Hy7/5hz/Af/TDz19LHb6kfsYRiHX5fwH89jf9+//lJ/47zGasgDDj7/2tvwM/+df+Z3z4\n7JfAVfMSa0UP1vzG3Iq7rgUzRljYzzIaWkjy07ioy1LfBxGyGc/yhGxGwgVyfgAAIABJREFUNJIo\nOD/WoBFgDCDpeYUzPvHBJ/F9v+2fxl/9yR/Hhx9+AQ1NqgSwWtfVTxJEmLKx4ciIlSnnBXmagFqV\nAd+jrrdo6x3Keoe2KlPe7lFPd8iniulUhQHfV2RlytnOnSqmlQODSs6iPFw7EY6/8dP4rh/6DH7m\nT/ww1g+fA0+NCT/R/ccg27dio5ZEXVkYVE9EmKFcZMUXTr1eiqBhs1+WecK3fesn8blf+ALWrVx+\nkzQNAOwyRC0VpUo+lHhca0HZCrbNpIlV9zes6wnrumHb5Pw0TTgclBErKz4cjjgeRpacGov+2Rqo\n6tqqejxUHB9f4bu+73vw03/pr+Du7/w88NFL8AtddV/YsjLj3c3jCzORdpxRHx1QHh3Qrg6ojxZd\nj6iPFrSrA8pxwqYFfktbsZUNW1uxaZ3Jra7Y6iYunDlhytInUs6YcvZgl09907fj9/zefwP/44/9\nCL74xc8Faa4N+76lSaJjEfXiHGQLga3alP3WO2XHulWm3NrtwIwl7a1kzWdjyZyVKcNsn26fiuWb\nPvXN34nf//v/JP78n/u38PnP/20QKshqWVIVYx5poeEzWfPNhIsvGRhfX1//BwC+7+bm5h8Pp78H\nwN98088w7c0vLgsw3929xMsXz6WOnUsTspXySiti2LNNLXza4efbIFGMkkXrMgWiTNF9fFOadudt\n+pR7o0m2n/X9cos/+uhDfPjsC92go9vmYAzM0wHTtGCaDpinA2bbn+3cAi4b6v1L1NMtyt0L1NNL\n1PuXKPeytf3prmC6q+N6uzt3ai4hUMphX6z6lJK4rQE4/eIv4f4Lvwp83SdAt/eg+xUoVUvDJ0ko\nP1eE4mh9/+wYuAyidBmfX9mW6Q3eA6xbwem0XX6R+862bQK2ZUPZNmxbQSmbny9lc134/v6E0+n+\nwr5s53nG1dWVro9w9ehqPNZ98XRpw5bM4NpYZDYAp49e4v6LH6J9+Bz87Dn4w4/AHz6T/We6f1ov\n/7TdXr1aUJ4cUR8fUZ4cUB4fUR7Ltj7R/asFq4Lv1lbdF0Be9dxWVzQ05GnClCfkLD7VOc9yPE2Y\npyMA4Fc//AJ++Qs/D4RkXmzpYLWYg0z1x5zeQ55vPQYRWn2BWl+gthciUdSPUOtLPX6BVl9o/57V\nuDed7zeVKXYNj3c7rJrx5z//s/i5z92AUBSMdUtFAbrgPOHZVxiMAfw4gH/n+vr6jwL4UQD/JIB/\nGaIdv9GyzIfheJ4W3y7LEbVmtDqh5dn141Y3tLoIq1V2KzmM+36veTUaAhlwrTcBaEnDh0HuB+n6\n1jCCd48MYqmu240R3YJsARwAxAiSsnwgW7i0fFxLgLk8JZJw7aQljlKyz+teIk0d2hPI0yLmSkAl\ncMxR7CHP6NnYztzWqLPX3IuNuuHNq0yowW6fTeySkY52QDxYbN64PfnysLGOhvcArwfl8w8fv4cZ\nrhfX2oQJl86Gt23D6STMd11Pun/SfVvlXGvNA5MkOMkiRmM0XkJWw1oGpIgoNDotqVEsj8/AXQfn\nkGYzPguleN7eDVDYqZ/mtajgUsBrBs8reNIKHxloiVFRwW2DZAjcAJY0mWgVxGJvoCR5s7MZ07OQ\nlJx1FpkFmAEgpwk5LWAuaEwQTwjTauW65Jqlj1nNykSExmqQs7wegMxYWkWrSm4aDykuu2dM8I5R\nW417VDUbBGzG1hupJzIC4H57ySIDzRvKAr7E51hM4u9mwvu4YOxN+ebm5m9cX1//cwB+UNefAfAv\n3Nzc/PU3/bAoUQDANM26XTDPR/XNnDTJ/ITWZtRqxUat9p3uU9FnyhohBPSpkALyjpVJXE2PHOop\n/Qy9Qhw8xBvDXGDsVpBZkVMKMgbQkxKRXEbSxFt2rC5PlHSrjXAPxCC7TkuEb4AMsBYbxQbNxgbP\nyDbkKY63wUYRit4SuXfwCMYWdadgTNHXNe/AOJrIz3yYXi0tXFre1HvirbwsLphLYphv9JzYlB2L\nHLGqJBG3cZVzrXEH3LQLiZ6yApX4y0v3JuQwcLlHgOUznsWLxQrA9qogms9iykBJboSKaMQdleS4\nVXCt4K2gbQltlTJLbRIgbknJDKSsl62wqTnERTOReHL4oKOAnBWQc56Dr/3sya7A0JL3EjTBoW8Z\nGFsmNgFi8WUmtmg6aCm24O3CrQMxMyw9pny2OqeYJNk0BW6rOjAYMbOJm+W3sH6nz8DDtC3oI4vX\nhab8JFiKz7dfPhYY39zc5N3xj0MY8jst844ZRzBe5mMA4iLs2Kt/WGXoFalKWsBaAZ2QwZNZtwCa\nhN4ZozuauuUIAAYciToXS/pAyxI39GoHzgQvegooOGc09eVN2gC8DA2665MAsrJzZciGlazg3MvG\naMLwSoAHI1Gv4nEJkK1jGhq7x0OIrvM0jhpBuAPikRUHZuwgPN7XzorfHoht+ZIC8gN2632QRylV\n1q1gDW5s+3Xv1mbMWEA3ArCy5Kkz4yllTxTE+qAtwpQpzk7yyIw1GdPwLHJ2TwCYRwDpTWFIlQqW\njG9cCrgk8EbgVQuRJgkzbqSlzkhWJk9uIp4EHt0HsBKI7IBsrHhGTguSMnsD5qYPiVuT3+eulF1e\nJG76ParJcogZMN271bA2Yby2ZZstxfJKIzOWvyF3qbV+y6n7vxNZKL8x4wndV9m+RN5Dmg/j14oZ\nf0mXczAWpjzNC+blKKWXakXLxQuUNq26IZU/tA5cEaRlNJ/eRInBnLlHbFCAo6Q4ooAMex3wqYkz\n49xZCOBADHepC2WXIKzBBlRupDMbUn9yEvB2n84U9iM7tkmRsWL7WSJRQNeYMN4ytnUgDqtetwNy\nZMYmSwDuV3wZkBOGnMV2Y+OW3h2E4zICbffxfPX79i++6gtwmRlvG7Z12wHwGmSKcXs6rQLGOcsU\n3gBZGbLoq5pxMGdwmqQac6be/vTvvNKHRTfOEooumd1yZ8gekQdNx2alhIJBSkGaawXXJIC8QYGY\nwYkFgCH9i3MDW4mnrEmSc9Nc3XCy4D7UxoyNFSsgA8KMRbIQ0EzUwFRhmuE5MzYiZRF9KiEaGHMd\n2bEaxVuUKVx6gvt8i52G9G+VzBCkvyLkoRncVYOfccp6T40dJ1hyffLskW+/vFdgfK4Zz7pdsMwH\ntDaBcx1GRNZtKtnByoCYuUiBRVMpQgJ6AsCee0IfRkgm3XOsRmYsWau6c3tkxj0gxVN8WpkiQBlv\nFhaspdJTkCsEC9PQsI0ZO0seZAph18wkQKyaMdUOxs6MQ1a2MQkQ7Iq74c4TAU09vwTQc1FE1jxd\nYsb9fp7tv5Ku0kO4era8DUM+P/mav4F6ujRWzdhkih7ubEC8B+YIxOt6ArMYts6ytk3ibWDsmKcZ\nZkMSX/mkjDP16h7AuWY8BSCO0Y76OyW8V2mESxSdQYpmTOANaBkCxKkJEHNFaxltAjgzeFJWPRmJ\n0VAIHcR7StDJt1nB14I0UtbApSDzOdC6Zqw2GSgbRtOMcZKjmMIgL8a5IFG0kNzJdfOuGcuMx2Qo\nm/1U739mK0piTMIAxM6MLWCkoUsUKs9ZprivDma804znnUyhqfLYpyXVH4jorIA0QSmP1Fp2ZnlW\nxSMqOwEsfHoC8tn1+Hc9ibZVhj6XKTozTmbAS1KBo6nHF1jH1fCnkRVb/o2oF6eQbMfLi7e+GhBj\no15OyQEZrhlTTzbl1yw6iHRmiomAdga8kRVf0Iz3y9sIuF6h8g3e/abaMD+w/8BnDppxU4nCDXh7\nmeIUgPgUANo047YDYQPmaTi26/IQf4gxueUkOrAyY4oGu51mLGHUkpy+I1BvvXYD2KqEaA523uDM\nV/5Z35kEjGegTSSNde6zG7LQeSK3c3RDZTTgBZnCwvhZipY2S3dpvdOYMSs6Kih7fbnh/86Me0oD\nBVv7+bA16sjmVkpoDWiNFIyVQCloW/YJtsRCng8jaMbcANIsbtw15q8SMH5AppgWzPNBE7eoe5oD\nc8+nyqjqVTGj1RU1ZWe3sAftqTR5kCj6lNq5cdjG2xtA+UG9WKdul7wptJFAZQq2mQ4Q2MWY7D5R\n17DtUlO4FK2C45oxFYBcpkBICIOuF59JFHQhV/EcSv7M47nBeJc9yktCUEfUi+c+TvXc/fK2xroH\nsTi8wGpYsnwU7mN8ZsBbfb/7GY9subUmbl7TpExYtmuehB0bGMMG24Q0NfeoaERoJh0BkoNFgZjP\nCpiGQZIDE07NPa1GmULBuCgYk9V71KrRrYBbAtcEzFLqSKk7KKfuzUMEygrEphun7taZPGIO3RWU\nJzTefKZnD1Hj3aRBM2n/Iojvrmzljcb2u4tqBORuxBuZ8X6wFUBuAsZJXAkbyeyVWXq/1GUMofzO\nkrs8AZjRTtcHKky/bnmvwJhoZFbk4xPQWamO3FotWhK4FNR6j1ZPaO2EWk9obUVrK5g3NN7A5pbj\nH0jhe/0/vecGxClsLRNU8ocjYBunaBdWlymEMVBTXZqqlHxJGamJbiZTujxoxaSCmodotgquYoCx\nlWoDlbBuTbOyNQ0c0NW8KWLi+EErVjZsBUYPB5AmqbEcFOTsOAc2HIaqC9rAx4nyfN1y6bMvAX53\nbUSfwuu+LZ4c3lymdlrkkHD+wndb2xk9cQCzK7Am1aktatFF208w1g5GYEIp0m5LLSitymeJRiB6\n8zxJms3jAdQYXDbQlnoAiA3ALQFU9SdbFjfWDG+SzS/XhlYILTXJFJmAmpPKWwY0Sgcsy5yRngiq\n6mZaW0Zrch21aDHhuqkXlM1wNUeH2cPsfvqskwMwKyizzUw7ABvyxv39M7YH5dniErlx0M/1VjMi\nemxHw4pxfcflvQLjfSi0u5r43REdmFmi8Jq6tdVaUOvdAMitrWADZPeVLM54O/jurLRkg8LDYGzn\nzkG4nzOGYMw4k9Xck8xxkoBekvi0JEZDcwnqgGysHrAiqGSA3KpUfKgVCECcSuvHmqFNaqHBG06X\nZ8jB2Co+Y5o8IQ0dx/prAsiiWZJJFK+s4PFrs0SQ7MCJ3uGx2+p7nA3vkgOZpd4jJiOw6xTYFrml\ntAMnBM2yM25JNrQhZ5OmYrFca5fAtkmwSqkVm3lKqM7vHhaWU5oZtKoHgH27eVak5s/KZoue89oC\nTiohpya8hYCaSZLTWxvSvzZDtdkLbCbnLqDuJ1xQq4KxejzVtqG2ogNeHVzSIqv02xpA2dJWylFF\nNPjZsxkB0llHv3aMz6jbY3YCQ/jeh8CY9qA8XPjbLe8VGNNOc/RjAohs+iLeE+JbvOoou6LWe9R2\nj9qMFZ92QKzs2ER5r2xgYoSwElAA4R0oj+yYXBOmh1hx7syYrCKJNpiUjBE0NJagkaSW95x6Tlbv\nzmys2IBYmXFpEkpbK6hUYOvMmCIz1s5kxjuXX0IpJTIPinnx6h0U0zcelhD4EZhxep/BWLeql5o/\nq4FwBGRLB9mqBBJ0UOZzA1GYDgMjK+7bfhExy1k3DAogj/UXo/FYPmtzZiwh2WD1ZMgCxjRPoMMC\nOh4Vp5MDi0hiTQdukwXkBSvL5IVLq2jHnmueABQCTQRqWjDEmLFVJkmiV5PbbACLpmucAPX7B4Da\nJIy6mnuqzz5ioEac5u8qtnNTnKNwHEB4oKY694kDpT4n8TDBxXsOv0XWcHYsW4RmGEAP/tzg8RLe\ncnmvwHjPjFMcxXW0deMcby5F1HpCq/e6dmZsMgU3zV/Bkg5wmKIP08rOTs5AmEZWDFAHXcoXWLKx\nY/lNmbRWn7ErqMuQsmN5TyhWGZiVjb5sDUHZMWoF1QYObBilIZUK2kYwhnY4Y0PhJo/+xfPkLNhz\nFAOa2HxzZixVJnLX/d6D5aJEYpNyNdw4CF9Y3Z0tMmKL0mrnALxfXFYM7NhZHHcLfm2iQ9epoJTs\nQT4DK/YZXGTGDVtrSDC3MnV9syrdxwIyCSMy4lqBUl3XDzdMyzOJRMEkJCEHNYKK+uxbOs8AxsaK\n2dq5A73dawm8qk2vv0guGQnMMlZcB9/gAchs9qISpZ3rl69GtJ1cMbDX3d8ABsoapGFSBfXnNl6A\nzYbcJUs/2wAZXxJWDLxnYHyu9UWZQh+IasbszPi+s+J6QmsGyEGmCOGcknzaPj15+3Ff3mRVaS8z\nYpczYO5nO7mCzhkyIB1HmLGBsVmObcrLQ8Rdou7RAfS/MXbcNWMBZBRblR2XJvmKS3PmY2wo3HCA\nokubAbLVtVuGXLp0WHYBBxZ192VoDG+5XJImdm84B+B2DsZig9hJFRzyiFxgxX2hAYQpgJNb8ZuE\nWpdakUtR6eqcGXcpDTvNWCu4QL1rpglJmTGUNQPCeLmpTaEU8bIYJCVJQk8sIdjm7pZrwgB+s1Li\n1k/BPQwkGT7nrG1VGKsZ4ZrY4VBblymK5ZdpZveJmjzAl4xfA+ttzkLNcPdaHRfGpaVPMflQ5/35\nMqkIEoU969a/o4eb27Z/37ss7xUYp51MEY+tAKA8AGPFJ7R6ckBu1QD5BA4yRWsiUTCXXsWCEiQA\nRMA5KTNOlnXNGPDAiCMgJ3dXu8yIRwNedqtyf4jj9KpPowhCWE1C6Y1PwNic9mGgXFSiUOMdOyve\nG/AYowPIXjOevBCm17U7iIcLLTtmHHNS/Boz44eAeG9sc0u6deDWQTjKFLV2qcJlinYO3v1ZAoMm\nGY13MPLEXqaoWva3kpHSBss/EgE4CphRMy61ircFQWSCKYOWWWdN7DYGDrMnbPas5PO5X5QyY5EB\nU1WJIfweKn1mFZkxQ2SKnKQIaJRmBIwrGFow1MDYEnzpLNX14rZjsqHNe2NlGyAoPM92tnZJ4QIq\nUt8wxHDHbiuK7NjwJlyDMmPPshhA2C/7qwmMz7wpdjKFe1O0wIzbvRrvTqjtXiUKlSl4Q+POjAWQ\nbYQ0zZhdokgU3dEiMzbwDueIBgB+UDdOPTdFzpbEOnZk9ukY+Sq/N+5LKDcEiBWQB2asoBzlCk/H\nGDwpeqKgMKdWbwoKFTywLKJDOjOeesFR1YwpJ+/g78Ny0cvBz8HZKbcLW9dzd/kOLMTW/FgDK94z\n406urGObAVaNd8qMozeFAHFvZ/43hhwMlDIa8CZmHbFlEE3z1MESUZrQRPUPzGIIqhkTkLzAJgDN\ntUCAtjHukZ6agyGLaA2OkZd+uyVhjoAWoVa5/lqFGbPGCphXlNxbw7aQgNLBUD6ze3IEqaBfGIyV\nM4IbW2DI5J8WAbhrMv3exwuILBgPMOJue+jX/fbLewXG594U8XiUKRpvaHUVScK0Yl/Ni0INeEEz\nFstEBtkDHGSKBEvoIw8nOnIbAwya8QVW/LBrW9J0mgbG6COr7zd157ERXq7RNWMY29HO1kwzHkEY\nW1OAVuOMelT4FKvf4B45Z8agyfRiLaXkrm0L6FBDBFiIvDNW92uw7AH4wS0CE+bgIRGit8ytre0B\n2Rl1/4zLNMg6Nc6mvYN/a22opSKlgm3rLmw9gnRcti0Y8FrV7xUvgDRlNJ7FFG1/XBtQCqjMwLZJ\nQEjK6HUI4VNv8abQSzfmyeQSBrxWXv+5rPKWMWPk7ODnvzUMWpWjN8WGXn+yAtwHOiNKw21lHu8y\nMxyQEQ14e0+Ky7KBeUwNoByemz1F2XaihNie9rMi784fgxbjfQPjvUxhngh97gUP7FCZorZTZ8Z1\nPfOmONOMkSDe7pYnC4MBrzPj8/p22B2bZnyJFVuqRNoz4zB89oG/T4UkyYtkxvJGwIAbK1p1qYJM\nogisGJsY76A5cc1wN2jGegmulZmf8bRnxsGbwqoV2+s5sq33kxnvJYsIwpEND/Xtgi/wuXtbl5Wi\nPBmXaLxzddZYuX52qjXkUNl5XqBjiA3VJYCxubaZN0XirECssxt5o4Dwuu18wscBgvT6iVkSSfms\niZGYZDJWTDNmsLpYsCbGyaYZpww2jVgJBLN5STS02mWKUldll8poubfzfi9J9xV4w4AqO4Qec2AG\nPO0/rh+j963wubbt93yUhsj5M+v3BHKkDzNG3kagtmf9rst7BcamLfmxVmRtgzvbpvtFQbkbA7qg\nHx7Sbng0Xdb39fVu2LIxkzsTHvS8HvRBgf2eu8jsRtvBMHOJR7LID4BnlZJ2ELwouIJdHy6y7+5t\nzTsOVXn/4D3BrgLqz1AjTPCk6FWfNQnNopFeANhSNHru4tCIFWzoQkM8A5o+Ar1y2bOMt9KFw7kp\nSxuyUOY9wPbqz7K16Llt3TwXRSmb+ARbRJ6u7m0Rp7F+j8dVjMO77d6n2Fma3VNZTcV1gE4kBjmQ\nZnlrAsTmg7wVYF2AZT2PlrTnZgOyfmiCDRgaWadgkxuDK8PyBDELaGcF5SSJNJVTazrMwE5NCpLn\n06NlIwjbjx3IibFkB1N7xtB7NLJhkzrspvXuHEDXNtYX9iSCh3f20QrkA0F0i7Q/4uH63h2N3ysw\nvr9/NhwzSyHGst1h3W6xlXvUYsVImwyIWtFWDHETEjW0JBZnToxszzoDktJyhpVHMmOGsKYKqAtO\n0phzIpMsuhdFt7zmLmOoTmhTmsYNqVUpc24Aqw2mdzr4Pnmba12yaCxpDmsFagFaAdcCrCt43UCr\n6oFbD/yAMuE+/hj4e2/rW4a4Jc2S+Ic1Ao+zeVeIq1XTBmupWmDX50hhbD1qb/At25jm5x8G1f1+\n9HJ4yB3N7mv3VWUNlde/rVJl4uXLF3j+/IUz3DZIFHZcx/wSMRnQacxb7ACtIN1d4eDP1ksQTRnT\nPGOZF8zLjHlesCyLbmdM06SltiZM86TH/dysIel5njAtC6bWkKtWBqkSxisDsLabdQNO8ygpDUmd\nyEmnW4zdPtNfI8DlCvFJBqhKZfGmYfapwCaZ4GbyBoE4OeARdrmAuSkoagDHAHDRIHaBcWq7jgx8\nmAkxwKY7s1Mt9IXCWLTzY/Y1SCWO4TtQH67LtOluD3qX5T0D47GEHpEw5W17iW17ibLdo5STgnHV\nm08OxJL7dEIiBhODU8eMzASiohVmtQqHAShrhremEw9u+h4WK3OaVLJQAwhZxFGoFwf7WwUHbiBl\n7ABgpWWA3kjhrCiBmNGafpYxYpcfClALuGzAaQOtG3groK2ASxGmHDRiNHYD3QiEu0V9VC1RuTFf\nCuy36h9auuTIZNCafEEjGRAiG4Raqi3XBwGeCIjtXulds060O3dJJnBXqCAzXDpvZa2g9//FRy/w\n7NmzDtSXtq1JDbuQb8Jq3W3rhnVb9bWiPrO6LRJNNjBkfa45ZS09NGNeFhwOC5ZF698tC5bDQYDX\nEwdNmDTxvOWumHV2Mk0Cxrk15MbIrYUIS5s9NWHFh0UBeZe3Immwhj673i72LDGAMGuKi9a3BsRN\nKg6JJYUB5tTDrKUVdNsPSTkyy8XtfcaOI+McCbFv5WV1CfVtZ8P+OTBJRX4bD3KEfCCBNXOjtmcK\nbZsMlPts1m6Tf2a4pt6G/SLfenmvwPh0GpmxZQPc1jus623QhUsHYxhLbQrIjJS68UAWZWwtYx/Y\noUO6tk3NVZwaEia3b7EG6eunKOAooO/dmByMK6hFZqzhzIAyeZu+qu6sFNLy37Ma3lh9h3nbRAc8\nbYAyY94qaBNWzLWzI9eFnfF09hMHAgFjSzoTkpNrFjZOgRnTK5hx1TuTAhiby1Ds5ATtntZpzPI9\nGnzsHtYqIbU9X0Q732/dBU18g8djM0O8ePkSz58/C0Y8dg04Hkd5wmWKbfOSSyJblEGuqMENzsCE\nYMxYCnVO84xlmbEsBxyPRxwOfZtDbuMhAb2e79kL586Md/XyKGzZ5Ik5sOP4bCm5PTpOoIwlRw5o\nnjfE1D1yNC1rc2asqWdt4mVJXlk9gs6qZMRnb9U49Fzst4bGEZjjAB7sKjy8z/yQEsyzYxxs2H+7\nyJHKyPeMlnd/1u9KHyNCV/Dr/+pgxjsw1tSB63aLbbuF5aEQ7Vg7EnQa5CxWHmZKNkDF6bNmfzJZ\nwRgtM2Bx7lRBnMHMSBqKRJx70hLX+jo7jszYtaymeWEVjN231UZiMkwUQAaxRhwSGgvDFYCV0jhY\nC3hbZQq6FvC2gbaizFmZsU1Tm7FR/Y2eerNrhkSkpXqMFU89d27KGupKqBrqbEnhvMU7M4YwY8BL\n4iQH5aSFom0KbP9x6HjRXSyca1Z/TnxypTpzCftVGKkm9TFA3B/Pk6Dxy49e4Pmz56+UO1pjkR+s\nCGkpKAq+ZevHphefucGZDgp5rpTIU2XO04R5XrRC9AFXV1c4Hq9wPB4VfK2GnGY/C+ecGc8z5mVG\naozMBsgCyu4t0xrosICXXSGAffh6G1F3hKoIxKIRtwYx6hk71sIFrRKoQKvPGFnpbplE3AGYctg3\nBDOpQkGtjW2ss2NDWmOhBqAmV/RrdynDAJmsf7rmAHuHA7HlNmd2juYsmMMf7e6TdYWuXe/tB2++\nvGdgPMoUppVt5Rbb+hKxgrNNL2Xq2yUFAWTIXUqRnSUkFNgjhG91hG79lTiSExKYKlhvlTQwc4Gz\nEFB9UM7qVINmCjKFhVTak+4dNunI0Yx9N7hLGpcKbAW8qnX8tKpUoZqxgXFpLlXomAFDfCLVgK0j\nmjvb1GUKY8c8CXuyEkCKs7DKTv5Dmzbk1iOiiBNSYoAtMrGhQXLEikpBfSYIjEDsOq8MWrW2rslG\nMNTkOpZjuCg412pgXf241oJlkef24sULPHv+bNAnR88IOTbZwb7XBoR4vtaK6LO817WtoZirpGjB\ns8gSyoyPV1d4pBWiBXT3EZ19dWasmnFiBWHuQGxhzeAG3J8CIO+qsgxFAPS5nUukAMM9Ktw/fQBi\njMxYyQRbu7bxHwxLzG6zSblHCWz+yBzA2EHNOlTfRl9flylCH/ae7YEpJotRnwbEH+iVeRsGL4rA\nbUWtiEAcWHZg6qZuNKf5b7+8V2C8lykOx9GA13Uh7vvKjEkblbPN5HMvmAcEU1b2YtE6CgDBV7Gp\nXmwgxpTRPTPgrNKMgOSh0vAptxvwQN1Dwr83uuspyzaZQhuQNPzRbIkKAAAgAElEQVQeyMGbADJO\nohlj3cCrGu9UpjC/YmfGzkZtWpp6eSRLBh+SlAsIiwHPwTglNA0EaDDNGJ3RNPkGY7syK0ngZOED\nqUtGBsTONgIIKhD3fNViTKsKgi4dlODlUKQMkhjQSgBLBWXdvzoGA96z5+gs6tKWA7B3Rm7AbkDf\nmk2P0aelcR820CaXH+a5a8aHwxFXxytcPbrCo0ePgv3BitGSp9KMYJxnkSkogDGxSBVdNqoSnGNA\nPM/dSyYHduzsTUGoy/kw3wFhx+RAbAY8spqKtWvGKZEGtvZ6yW4bxI4Z2wcOieXJZyeObBcAGKH/\ne7a2gH4OwAbGjMFobks/1dkxmN2bzYzP/aaMf29GwjiISFvmcG/fbnmvwHgvUxyPTwAAm8oU9mjd\nmGZgS8mB2Ab9rhMZYArDpSZ+yg39QZvGy/oacVZPggxKFcmnn/J09ukO42gpHbPJWNsq6o4ZR2ur\nXK92QBbmaC5GUGYMZcZYN7CyYqwqURgz1rBo1w59gO/yRMw/QcaS5klL/kRAlvBWTkmqTTwkU8iP\n0lmmREeZPARYGxbG5IwxoLH0tS5TRKOblTwqVfL9bpsYz7rb2erHJiOYUc1Ys7Hox49lQP/oxQs8\nf/7ML9taSTwWMOhyh+jVllbTMrlVnUWFhc52VDMm5JTcO2KZZyyHAw7HA45XR1xdPcKjR4+dOOxd\nI21/ds14cjD2tfFwzLVJbuNZgnc4MGO2wbgbQ+KMPNwT8udscoVJFZEdR28KZlL7ttkO4CTFwNir\nZAxA/BAz3oHwwJZ1BkCxP3F4okF/gWGBgXI/K7MCQugwvjLrjEH7kHtTUPz8/SV2gvEuy3sFxqfT\nKFOs2weyXV9iXV9CCnaKRdY9IiyXhOFzEx/OlsQHklA0mXtWlroB9ixJrbEqf1T1Y7bpVKMJSYsy\nRgDtMoVJFdD2a1Mn6k1afaebsXHLtkI2nbPiowBTCsyYe4jzVoQJrxt4XdWAt6lrW1GJogZmjE5Y\nTTNO3UDnGqKyJ5MpOGe0nNFykjUa8IDRgAd0bwq9MbERyoDZNJl+n8YBCsIIeq0HYbAn6OkpJhWI\nTytO6wnr6aRbOd7W1bVcMbAVbGXz46dPHwMAXrz4CM+ejYP9peVBD47azxl1MiPlJRC1mVUyzVhl\nioPKFFdXwoofP37cDcARLMI5q5IuzHhWMsduxyCbGjNLO7AkT2a8m4OBNgVm3Emxz1Z8uq6eL27A\nazR6UlSSpGwVoEKgTFKTETpbJTX6JeuYAGiClSxiVDCSzKSM1GuUI3ar+y0jnmsjiNLecGZEzQaF\nAND2ksqaxpBZ76U7/ewZsv595CKj4RmdHb/D8l6B8Z4Zr6cXAICt3GHbbpHS3FdohF4iBWNjzAI+\nqelUGwnMFUTVK9FyZQFi134YrJVDatvE0NcmJJ5D7Hyf1kUQBUWZQv/XgA0mdgMeQoCA83btuCkl\nYR4U3Ik0eIM0qk6YsckURYx6mwWABM14SJPZQQHKjCmU7okllHjKaJOCccoOxKYTV/OmiC3U9i8s\nRORAPAZmwPuPA3HIijZEw9VQe24TX9/70wmn0z1O97KVskebb/fryxfShl6+fInnz5+HZ3h+vfKY\nLIlQTx40HOvvSCYpJE0uZXXgzCddX5dK0OIRMc8LlsOC4+GI4/EKj1SmICIHw96O4PvzbK5tIlME\nKn+2T6WCTaZY5l5UNlaPNgNeh2GftAihUJ+XyIgZIyCbz3EhYcYIIEzmZ2yDVc9cKH21jjNbhCn/\nPiua/8b9Ob0IrbA7Aqa2fRNMzNUyPHeHZ2I919m1yRUdkHdgHgHZtoFUfFUw47MIPI9IM6+ENK4p\ngZruD9mb+sPrC13Ys6UbAMB9vxt4VJtyR3M5J8xaGG3gBP4lPQcyhmlnsG4EBmssRFt/0IxJvSkM\niLFGIG4qUUQ2Af8OlydiuLNZ2r1yR0waHyzvOTurYaAb2xCmY+FYJBcrSa+sMGXknaeAJcvpLmjq\nlRByCZdSBHRPp7AaCPfjPQiXbcNq7mjKmAH463GJLomecSwY5WJQSTwHQPx1IWCFhPG5e/vtqSF7\nW6QwKyJPAUCA5xruEKmQYu/Rskx6oX0b9nmSIgEmPZFFU84zaJ7FqLcsoFRhYcRshj8DdDNmy0NX\nY3InB6k08FbBUwWvFUyElgk0MagR3MFfMi87U+zM1ztIb6faVhObjcbpspPiOEz1vSgTmlqdw0vs\nr495okcpSKAwC3vnCQTZMiaAMyjP+thnpDwDEPNjYkajBkpS7RrRGvqWy3sFxsm8GHbH3tAVAGSq\nWMFM3RahBjIDZTij7efcUOdAHdguztnuJf9hq8EnlQzIGS7YRtioKQsQyW/ZJRC338XQ6RFgSbZR\nuecn3qx6RwWtFVjFt5i2NgKxZ+1Ssmq6oCcB6vXtrMYdHxZgOXRwVkAm1ZXJovH05p/lchiOK8zd\nL7t3gIKy5XvW833aX3ef0wG61KIRcCechgi4k1djNv14i14XwQ85RsRZ27GFgqziU1HYWLaTUbjz\nJjNt2UDUNL8uqduJMCo1BtZu/Cu1u+aZu555aXje40gTYtuLncIuNm7tTcNz16i7WfNT6/Om4wG4\nOor0pdGTFj5v+Y+hJKODc8gAWKQtplzBWfIkMxhpSmiNgCkBLYEnKWLKTGjVSJXl94j+2OiyHxqa\neujYAAii7g/e7N6aPGYSiE4n4y20vqjM2GwnEYBp+IwMohmAArGCMSDnpiypZFNekPNB8cFER8WY\nVCXY6oHZ4uuW9wqM3erqx8n3wKY9CkuVzm/tMTDYkFaPmcN+Z7Y9Z0X/+D56qvfBWcY4+Ttj6a0V\niaVL6A/AGE/SYqUeTh0aXBydw8dzYAK9pFL1xk+rrLxaFY/qlTzEnU07TvxNseLzkK9YNEWyVQuN\nkoJx8vp22aut2DVGT4O9D3AMYrEim71ySXfVehWgR5niPPLtQjRcdEOzNWReiwB8CXyFhXYuOuh/\nuxmTo7Kpk2yMT2saooGIkTiBiXuqzF2AiOnhtj9ozXqBjikXO7Ze7wDIisYKxpRTqCY99+IAhwNw\nPILzJuW6SgUnqxojyenZmKuxZMv8p3lR0iZAnMzrhiEeFk1nqpOwY8lZQRLGD2ippZBdzX5rIoiB\nXQKt2EqSUQObnGL5LSxy0EEvAnK4PUQwCaMToA7InRmbEV6Al8gAOO5PSArG03RAno7y59XahuTF\nSZwlV8gu++SbLu8XGO+YcU+h6S4SymqrOgqoNECa30/mVbDoHJxt9x4NNjrH0bLnofCna6wYomsm\nZ8c6SKD5tYpkbUEhk6bNhBocU2DIsZNFIO6A7HqxrsKMC7AKW+7MuPuaDhIFdYZEQSempde4w6Jg\nvMygeUKaJrRJCo5Slk5tSzesXYhQ05y7PRiGHty6UWyfOW2nGZf4HSV+nxjpPBpOAXgMBDFmrJ1Y\nWe4efAdNILwv0uGRGaP/QdB4iZtXGWYSK30twSVuAGG73qKD2AOJpry2YJzy2DVfAGR79pafWpmx\nFZjlw0EKBlwd5LmWAs4FtAmRYDDQkgQcWTpXC7U2icKAOCWAClhnGKkmmR00ZcasEgUnZ8byfLs8\nIj9JgThnIbdJGTRVNJKQeiYxFJrswK7hpgsAbCBtwra+6Ky4A3OPE0ggTMKMaQZBt2E/T8aMD5im\nA6pLmQ3IWiSZdTD6qmDG+xFlOO5TQ9ZpFNkNd63IHrKC9CBHsIPx3jfRPn8Ikw7sxLpczMPaWgEo\nIVs9c1wwysUUmsYaTQIZgF5/V9sBsSWJD0BMJlNoxrbBv5j71XpnNmY8ZTHmuFbcC47yMjszxiwy\nRVI2bcyYIZ2pNvP9XUU+WHtiHTN2xCxlEWisrJQV+BzzSvBwXFU3rjEhjwV6hOCPgXGa7hxzEjtg\nWtsJt6jv+i2z9vLQP2kH1i4iABtbMzZLXpnDBgqfUcQAlVpBiXvmP2WJgjvaSvYXydxBZgBi7hF2\n7jWjzPigzPh4ANajaN6bDo7aFt01jqq3TWL2TIDGjtOWxKfNwJIZqSUx2nHSgcKYcZJkVwBaVSlE\n+LL/HvJUA/KbWm2aM7lar1YVggXw3GAXmHGfSoRzTXmJtcEUXlMQ9tcUfGkZ9qHbrMw45wV5Oga8\nkcpDlLK4xCZx1XuX5b0C40R51+7MuEGhQTb9sQzJ9FDh1l9vVgGMAX9tYM7RuGeMhG2UDJ4Z+nnR\nmNNakWslmZYw620k9hHXoq9yMs045sWwZtclAGcL5tLmxrvOiveaMZUIxBGQ0RnSUFJpksodS0gc\nr8yYgwHPqj+TRe3ZXdAE7GYkMyPavXo2yIyEtAMEpmeDG6nOpmlBhyobzDtgHiPpjGUWj7DrYDZI\nHrsQZa+Q4sa3wI0DwzSMG7Xi4FYVm1AAZD0CDDiD1GAyRQwaKTuWXEpFyixs2twxUxOvDBYWuKcN\nDr7OjDGCkdkJBqPtEsB40yRO6mEACEmpTSI5og7dgmZcNA9zqv5czS+eGikQq0+/rZTQioKx5pSx\nMGRvJ06ECIQGogp3QtJxJ7EY/4jE26Pf5wRoAi6YXEOks+YU3hOZsfZBlxRSB+C0gGhBogWUBIhT\nWpCzBA/lfBBg9tlxQWozOG3gliSK9quCGSNHJRUppt4DYJ2Az7ZwEBbp1kBY9tnPmWdEZM/2PgVi\n5j5VjNzYPTWUGWtwCLP4TXZmrA0slGOSn9BDqPfJhQzsByOKpcXUunbYKugkYGxFR4fSSgMQKzuz\n0OczzdikioMa8QSQzc3NgkKSlmC3pbHIB1spWNcVp9M97u7ufLVw7whKtN+CHi59tNvGREDd+yIA\ncGC/PYVlkD64+57GSLk4y7d2YrcuGu0cgC8xY/OdBuJ/4QFABg3Po9EllFKC3l4LGBmcBL6k3Se0\nJJb6wU0qthn/EYAbr0xHTX02RMFrRmSKFdiKYngHYmqSlIo0DJ70XnRvCjXepSqzJe0fkmJCdHJn\nxurtJOH0yZPLcxXDbUocfo56URB0hpBBtffK3vaUbJAa78z3TDoXbAohfsPdqNfdUAP4upE+MGZa\nQEmA1wA4pQWUDki0IKlMkVUzZlRkB+MJ3MQl9FyCfPPl/QLjBzRj02973ofuYmUJeBwI5Q+GY/du\nkb8IurF/k4yaiLpx6k3BO/UoU6Q0wRPZh2mXSRIpZWSSW5yoJ6G36CP5bGUW3AEZjUMZpciMixjw\n3JiiUoanzdx1XBoZEs2dJZlmTO7e1jN8JQ0A4RwbljBXMdxJFrPT6YT7ewHkly9fqpfLcFcv7sR8\nwz2Fpc464r7qyp1Fm7Qxyhxn7SKsdk02GaLhyZMP1nbSgThCcNCQTcToHzKyZPSPuuBNUS+ey/CP\n98abeAyiGZ6rD7ph9LU2rmBssyEORls6bMB6kEAh/Q0DEOciCaL8kfeoPkoKxEVSyKfQdhO3EYg1\n0o5JANlkitrEAM4AKJP/HEkJAKRMyKFr2DUI85YZg2iyY7CR3YcYwCFdWmcOiOAbthGYSUBYAPmg\n6+Lb7k1xQJ4OsAr1qW1IaRqA+KsSjBG9KxhwQxpz75yWTwL2YAFzOzEwTuHmDMDpNEn/BqJHma47\ntAr/bm1QlBSQZxgzBuy705lm3LOYBQOCA7IB8U6mqCZJqBFPpQovQBqqP3tJv9A/YX6pWt/OmDEF\njwovMqoGvCFAIGX3cZUZq8kUxoxPuL+/w+3tLV6+fIlaLUaPfcMXjr06RtuBaADWh1YMPsDmg6qc\n1bR320dXo+L7+jMf+Wx//+47rfkhHA+fz06O4/dc8qQoO4NeLR5k7u1HptOWROcSINvF0vk5D/BJ\nHvJu7JgPC2g7AJroiNRGwaWCpqIZ+0xH9ofeMwgSAaiemDIxwJbKk7ODHCiJJwQlCSBy17ainieW\nC1jJTyKknJCz5ZSBS0Kcm3inWExBaj1gxYGYjKjrPTA3U1xgxHk4dtkiqURhQJxlm3M/BoA8iWYs\ndTUXcFvRqlR+l/6e3M3xbZf3C4zdlc2Oyc/L9FaZi2Zuc3corgrGZiSyfQAURnLA5QbvQPp37PDY\n9aVOXgOjVv9iNArMWCUPax8KvDloxi5bBC3VPl2YDY9ubVZGyeraBc0YTT0ozPOiqeXb5tZ2IUGi\nIGNIc9SMIzOeBt0Y5mccjKjm5bCVzcH47u5ewfgFStHpaACsc/C6ALJnQRZhen4JjC6cu/Cu4XsR\nPxPOiS8iMu/ee/lYWwbvJDPuUka5oBObbFFMrqjF25m1YUokPuzOxPtVD4tNA+MPIBmAOcyGeJmB\nbQEVLUbQLNjDBnyN6FRZio19O0FoIh0EUpMawFVAOrWsWm8AvGTJptpgwGutanBHMJQbecnJ/fKH\nATexMnMBOgJ5gMw5EBPCS8AZG+62mwjOwooPgRUfkPNRwDgf1GgnmvE0HQWE24rUZqQ8IVUFYjMO\nvsPyXoFxrffDcWurnl9R26rA26esVj1DnMCtgwFGf0zBFP1LZ3gcpsNo/YEPHU4ZVmOwGggbVKey\nEZsBUkfxlKTTpdR9W31ma+ylwSORpK03l0aYGNgkOxuXqAmHUGfVh7k2EPewZ5/fen9UtpB2DMk1\nxMk1RDrMYPOgmC2FpmnGavxTppITSfmgmGfhsGDbDpqcR7weXFoIbmqDjtuaT29fy4KHhXEZcR+C\n4Ve/bkMxRe0Rel0X9i99El84J38X517sA0ELALO/L5a5T4qB+hTiwqdf6uih3RO0Lp5JVGqUXWZw\nOUi4tA366jcsofWbVvy2dhPIgl4LqY8v6k6OIkbKGWmSnBXJa+YRMhKS9oGEhIyEzEavZMChcI96\nQi1bGX3maWTDtv05jOHctm/XbwOk6t/KsrtvuAH1JsnBaAKhat837yv9zeG7nVilhFiUGBqt97bL\new3GtZ4ACCjXeuogyh1E5UabLhgoRmjHAsQk+lecgsI6SRuO5W8sWISks3AFkmYmayyjNSakVKTW\nHVW0JKP4UI/Nr4ElJwbY/STlMnV/6ykxHZSDL7GvLQBxzNBmP1zSvykzpp1rm/kaB6+KaQLNCsJD\n3ts+ZQWE2UspoF7D7XA4DlUvtm1DHTKe9fWMIb/i3/nyEBA/vFziztZf+46BJUY2E0H4of3dd10C\nZh5e74Ds9fnM+Kgg0SvUhLZzEZBf9VsvPPd5lkH9IBF3YMsIKEUKsE5uuOVY8du7UwdLSUyB4TUi\nBk0EqklTewKZpdRZZgFkAJgUjD2PYsDVTpIAPouetX453tF4AywZ1QDCdj8ag11vFi8PA1G0KFVk\nEJvPsM16q2NBvMXuhqj5NihlUNKAqZ5S662W9wqMS7kbjg2Ma13R2snj/PeACkAfSEM49DZDfnz5\n7+0cwgNnBfnWCEQ92s/q61FTMKaClIqy4tqNSo1x1n5a72CEXkOLAInxDwEeIyuuXoKJNNrOZQkH\nOTi4i7FZG1tKEqJqAQCBGWOZQcaGw9bzHacuU1gqyFnLB5VycCA2Nrxt6+gTrKG+0ocZEsLe7+/A\nggOiDTOUt1xe/RcM7ig8ziZ9kOjHD7HihxjxpdfiY/J21zoo271LqaFxUhcuqGfFZfDff9+w40a8\nHAy3M7hWMdTpAM61eWpWzOuYhD5W/vZ7w7AEWNT0C/XZEbEWKk1INWl9PgHjiZODcaaESTlx4oDp\nbJ+lbWXIM2OsNETQnv16A2IbtLkDNDQoS/VmRtIEVmoXiv7dTUGVJxAXEFckZ8fhuxxY5O893D9J\nwWPPff6Wy/sFxntmrDJF4w21rgE4d4Mf7Flwt4yHtI3kD0ne2cHXGBq8841A0GAuNJ5zgCTjm2hk\nwoxzVXacW5Ap+rXqj9CELHB3IAFVfU9gxaYTW/07146NHds1+heEG2GdaC9RBJZkUgUtsySWydm3\nVnrJgdwYkCb6mbR80LIUlyXst67r5LXixPBnCcNlUEO4v3sg3rNi3j9cXJ6g797yBkv4jjiT6icH\nQLW2cek7wvhx8VsMTv2fDv6NuzeIzfQMiLusER7z637vcKt29oJpAuYKtGVsb6VK1RgNhe8FaffM\nWGkNswS1eQVzUkLQQJQFiJtWrG7iDSKsmDDpDc7IyBbQAnhirF6BidFSkCo834y1jb4SxXNynWPf\n1bvPOlOAhFYTJbDlj24KxonUW2OSbI2pIOag6XIF+neeyRRJtOP2FWLG19fXfxeAHwbw2wHcAvjv\nAfy7Nzc36/X19XcC+M8B/DYAPwPgj9zc3PzE23x+rZeZcasn1HaCa2PDtvckn3IGVmFsuPti9o4+\nNPYInPZgmcHUeg4Sq1+HJIBMM3KSKLCcJeqLcwsyBfxDpd2y5GBRACJjz401LeYOkIdySkEz7peJ\neNVG382h34woFGWK6FFxmEFJwVentZxTTz4fgj5yIuQszFgY8QG1jrkfrKpFBGJW32Tz275o3PP7\nHUD5AgK9OeC+6XKOdgP4XgDhh67hlcDM/fd2z5HAjFkqd7ghc/fvrRdKIxirH7r8HmGBKEVLeK1i\nNzgrzTSMUE4IuUFsFkkGM2pqMC8ZqRoYGzMGJk4eL5DRJQsa7hb7d8g96NKA3I99bIDcF/L7MwKz\nz3Jtutg0QjIJS0brUZNmayJKCsQzGhckLmBUSOGw2M71M834mCz1gfgZp/SVkyn+AoAvAvhHAHwj\ngD8HoAD4AQA/BuD/BPAPAvg9AP7i9fX1b765ufm5N/3wUi5rxrVtaPUE9igbgnk8sO3vR0wFKn9I\nATR8z0t56yEDfQ7S/KR8hvlk2PdJCGWtwoxrLci5DTKFTb0AeDY2c8+ixprDSI83MaSwShRngKxF\nR6mKWfIBO05gxlE7TBpZZ7kKJqkGsSyeVEaAO/u+R+8FzVgMeDOWpWt67rlixTdzcknHgDhn8yIZ\nmbGDL8dO9GZt5U2WC939Df7osjyxP/eqzxo4nP/GDsqjRKFr6vpxY0bef8iFa9ofSPOlMdhnakCz\nCFHqQL0V4P4U0qjGoqU06MIIQESs5ZXc8KlgXCuoZqSqQNyiZjwyY2c+Tlisr9gsoblU4SkOYrAW\n7Z+q9e8O3KPGLNfJWoS1AzEJjDQS3bfNaLxpHvOiOWhkRTTg6Z9eMuBxnjDoy2+xvDEYX19fXwP4\nhwB8883NzRf03B8D8Kevr6//EoDvAvC9Nzc39wD+5PX19e8A8K8B+ONv+h1lz4xbMOC1Fe5Qbv6M\n7oYG9GnJfqS0Nd4g2gEvMKCbEyaVKXQchkaYWex9og01i26a1WjVk5B7+9APU5ki+G1CAZoaD3ox\n7zRjKsKIveCoOrOTX3YEZ+tI0aK+y2fsaTRnrQItHbAnoU/eoQ2Mc0rKjCtam535x1wcYghRwGkS\n0iwlkUy22IHxpa0xJL1xr5ImHnr14+B5f1zWCDo47z9338IufVi0ScSgFDMaR4Oep5a04wu8+CLz\n3p+IMkVjSTyGMFvKWbRiTRQ1VJF2eYrCp6vxmwFQlzrMH1nAuKkXRQtGPHKjHQDxpIBV+mjap2yg\nEsDtEkUf8M2rYujTrm3YVj0vNKDLbD7MChnDDDr0+QZluBnEG1rrQNyCZtxlCv3f+KDOHklZMacJ\n9OUGYwC/COB3GhCH5RMA/mEA/4cCsS1/FSJZvPFy5toWDHi1nkBa0FBcUmTS03Go6209EVCY4jgy\n0m7FhWP7E30/Q1l02GcSl7ZS0HIZ0j9GHdU/joUdUzUgbp6AhSu7TMGlFxntWnHtfsfmXuTRRbqP\nUMlA2RFrI+l6cYzCUwOe64PGmsZ9C5ghNeCZwckWS5Mp8oS8V/yRJdFPzpszY7kPI/hG4B0AuT+G\nYRnh9xWMcb+cIebDf3tRnnhAN770FX3tML7Xiy0nh+X4HUG5D0pv/Pts2fuY8/k5yhOwrh70Y+6N\nXaawNmA/pA+MHPfRm2GqNcgUAsRNV9eM1YDXlNxIM7LBp8FrUUYgPsuyaN/vrSb0cQVu/Tyovm0c\najS8jeday0htQ+NNcmhEZjwkFmP/jM6MVZrLGcyTGg7ffnljML65uXkGwDXg6+trAvCHAPxlAN8K\n4Od3f/J5AN/+Nhez96YowbWttRNg9e9oAqXeKECEHsjRU2j2KYu9ZtH4QWrwIQ798xSI+8BL4yCs\n21QWtCwSRYs5dAf9TxeVJMzH06Lo2NJgaoSde1IMXhWWFEgZsupf/af0i7fSN+5NMbi2ZXdro2WW\nzthDlRzcx2ok3ZvCDHgAOxsWaUK0ZMvIZklwtm3DNGVPnQkEEA77l849tNirdOHc65fXK7AD6PLl\n9z/IhB96L9samfGoGUfDb/caggPhQx9+8VVKItjKQQBiHdjnpmB8cAMexwovAzOOX2SulNqX7Jwy\nY2pNZQpWD0xSw6RpxsKSidnMgJrbKgBy6xJFLwQRJIsLQ5718Vj13RlyBFHbaL/hAYwnkSiaubZV\nMIp+5mWZwu6rGP/ECyOl6Q1a2eXl43hT/GkA3wPgtwL4owBOu9dPAA5v84FPP/EtOB4/4cdf/43f\nKduv/7QI6Q7G4gdLEN8+CaPmcXoSkHO0yFIHZM8/0cEZdrwDXidyDbDgj2m6wrQ8xrI8wbw8wbI8\nxjw/xqznpvkJDge5BcfjEbwVJEvsU1nTYGpWrHmTOH5N6MKPHgGfeAp+cQe8vAXf3sl+q0GGoM5i\nwpYSAU8fg54+AX3wFPjgCejpY9AHT0EfPNHzT4DHj/rNH8OWHJgPizSRq6uDAq3lCx6zp5VaPE/F\n3e0tbm17e4e7u1vc3t3i7lYTCu2ZsPcXfi0Yv+3y6U9/BwDgOz79G17bSTrX8hN9E+UK2w9M3sG2\n/wGWwwGPrh7hSmvdPbp6jKtHR91/hKtHj3B1deXVo20Vf24Z+KY84eq4AACOhwkdTezr428iRbfW\n07Gyhj1roBDrORxm8DKBHx/BHzwCf8NT8LOvBz/7RvDzj8DPnwMfvRjkGl/beK7lhHJ1RL06oFwt\nqLZ/XFCuDnjyLd8KAPimb/oWsemkgpqa+uarj37ux2w5LFaWQE0AACAASURBVBrvtgrWNYCtA3fv\n92fl1yxnBYWnHCbCTCzZ2KYrTNMV8nSFPB2RsxxP0xW+4eu+AQDwDZ/4BrR6QqsruK3gtum+bFtb\n4SnndPncL/zUK9udP713afzX19c/BOCPAPh9Nzc3P3p9ff2fAPiGm5ubfzG85w8C+IM3Nzd//5t+\nbmuVU9rnp/ja8rXla8vXll+/y7/9mX8Cf+o//F9fbf7AOzDj6+vrPwPgDwD4l25ubn5UT38OwG/Z\nvfVbAPzC23z2f/pnvndgxt/4yd+E3/vP/gh+9C/8IXzxV39a5AmaZEoQyhpRsvDDva43qH5dY/I5\nIAIbi2yHIDWxSHRpNRSKN4UmREFCmg46ch51RD3q/lFG2fmID55+En/f3/sP4P/+3/867j98jlR6\nUUfbptKAUwHu7mW9vQffyj7b8Z2eawyazCgnMoSHL+cMZJKw58ePQE8eA0+fgJ48Emb8RBgynjyW\n1x4d0UX30FbMOKjM+Dd8+zfhp3/2F3F3e98TuMeUlnpOchvf4+5OGLIx5fv7Ozl3L/tcGZXr+VaN\nftUY3GsW0y0fXJjx6U9/B37wj/97+Mwf+0F89rM/+/Bb9//v9dpXasbRONQPD8sRjx5f7dix7T+W\n/aujs+GkroGTbvM0IeeMJ4+O+E3f9W34qc/+Au5Pm/20iz+CTSRl1ll9Gxmt7b94KQz4o498i+cv\nwB99hGbHL1567hPLm+J5j/08oyVCOx5QjwuqbtvVAeV4QDsuePIbvxPf/4f/AH7iz/4X+JVf/nmU\n1FBzQ0sVNTfUVFFT07XCypuJC2BnxHJOcl3EVLhj9Gzr9yAIFfJ/iygg/6v3leeg0DwUOR+RpiMm\nzU/xqU99B37fP/Ov4H/4n/5r/PIXfh7ciqxc+r6ue2+KN002/7Z+xv8+gH8dwD9/c3PzF8NLfw3A\nD1xfXx9ubm5MrvhHAfyVt/n8D3/1sxfPf/FXfgqf//zf1GTPk0oTM1Ka/HicXtsSkob41K5dWHk4\nBkglEVl9HxMSza5bZwfhqw7ADspy3h7E81/9Im5/6YtIW0VepXxNWvs+nTbgxR1wewd+eQfoyrd3\nwIvbfp65Z1ebJ2COJZW6+xp98AT44CnoE/egTzwFrUXy0TbVzbMGeYR7I7ePzs4BwHracHe/erHP\nfchzaxX3d/e4vZMMbre3t7i7vcXL21vchvXu9lYS6JSQwaz0pPF2zjJ9vW65CI4XkOqzn/1Z3Pyt\n/+/iB+wHb/bzvHtPlyooDGJkg5kZO3V7dXWFJ0+f4smTJ+frqWDdKkpjBePs8kTcmu82ANyfNtze\nnS5rxUE5MEniDISjXPHiFvzsI/CHz8C/+qFsP3wG/vDDvn32XDK8lapGZHW71K2da4lEmnh0hfro\noPu6Xh3FWwPAR5/7BfzK5z6LMlWU3FBylXUK+7kpqNXXrwa1PG6jRxW7dhy27qnSz5lMYdJE1v5s\nq/WHz//yz+Hnf+GnXw3G/GX2M76+vv5uAJ8B8CcA/OT19fU3h5f/NwB/B8Cfv76+/kEAvwuiJf+r\n73RVFxc622fd7xqw7kdDVDwPoLFkPYMmApGGXf3BSQY4qXgrNiyJPU9pkiTTaZaVFqSsq+vWFnFW\nUesGRkKpmuxoW1HWO6S1gdeKvFZgbYAmjE+nAr6/F9/P0yoGlm2TKr7mTREZvenDg6fELD7Ey+wl\nlay2XY/Ei2HOFO4m7fF3d/e7T2UCA2y+3VDDHWGaJ8ybJBHqVTrqYJwCoDXzCnLRenb2nJjRQs20\nt1reRWu+BGrAAydliWN7LEIQa9fZvmm+vrouPO804uw+2inl4Cb4rrlxw7PsErNM8FoCEl8oOhDc\nHmM1mFJAqYBLN+pZ9WuE2QsBnuTIfOnNWyjr+6baMNUOgI0YSVMLmNlGmvgYEtJ/SFgtACv+PgLA\n6s8OaJoWSQbUmMKsd/S8AjctflrBVNDaBqriuQWdGVfrx2VFLSvc/7jZNnhQfQXKLv0uuV34jK7+\n829ubvL19fXvBvBnAfwNAD8F4He/TcAHcP4bOGy7j3l0ezBQ1g5gSaRJnmzM8O9JNLmgoUALx4I1\nt5u0H5keS8jzBAstJY05T3lGTgdkSzydF0kOkmZp3ICUbm8VjA2Jga3IRKFs99hOd8gGwFa149Sk\ngsdpA25PwP09cDp1MC5FGIhNC4egjh5l5dnYDqHg6LK4Q78DsiYAilJE3Fw48FOWolSs9f1cB58Z\n81ywlAX1oFKG1aHTlUDYphV527Ctkt/Z9AbLZlYNhB7wZugN5B0A2P/29W95WAahPjgF0JSKFX1f\nwDbvDHQCxPM0YZ5HMBbvlF5Z+yIYv4IVX77U3d8nBaXo8mg+xksHYjocgOMJvNngvXUZr7Hk0FSP\nHgNiUmNhCnm5qTbkKhc41YapqNcDMaqVXmoQ76ihw8ffFV4gBkhq6Il3VMRjguc3ZmhCLokVMMLG\nrMBv7Nk9XKzifAHVAmBDlyZjNPAqXl7Ra6N1osTuovH2y9u4tv0QgB96xet/GxIm/WVb4iB4LksY\nECf1R7Y8piF/KUiYARGksgsLsDQrUa7MWEuty7eQZ2TKSarE5nzAlI6iVZt3B2WIix2jooIaoTKj\nKBgLM74XEL6vHZDvDYwLcHcCTifQaRVwXhWMNVGQZpDB6DdqSYBCOaXj4qxYHPpnIEtWLvErDpGM\nrwNhf0WAuKXkVR4MkFJKnlu6lBlzLUFTtkAG+yBCXgV4LPc06yDYWkYptQMQkVcvOQegLw8QP/SS\ndPoOz2Ph1dS3qWcEm3K+AMi6P3dgNiCO68cp3zPQ93PqqCzUgoKm3cxKXB75sADrAUSa3xhWjca0\n4hgNK4un/rQyTVo7byrCjHNl5NrQqKFSQyLJVEeaJmDwXLPnwRGIoQN6B2LsfHo9jS6RMvik4SWd\nejBbPgz2fi+suKJRAZEAsXlYMQsjBjTmoZwczLurFTsgf9nB+P1YevjywOpMpkBSUMxaAHRcrfF4\npik0AKVPi1ym0HpkBAf1lDNSXpDz4gY7uX09JLtHFDUAGxgFxR5iOaGsdwGEFYjvK9q9gDFZroDT\nClq1VtkmzJhbVWAKQHVWdFJ9h4+h2OgcKnhYonnNHXHGml556232ASBJjlrJ26HVgRWQ5zkWCR2N\npSb7ZAWvLuuw68/GCOP3Sgd8IzL7+oUv7j5w8vK3kq/iRmiBLy4xKKDmgRHvGfIoU8Qoxj0z9vvx\nVqzYgJd2p5QZ71Kr0jyDY0a/wwKsi4/XBlxoDcgVVJPndgDgqTCNFVuAk/kdA0AuAswNjEyMnBpq\nFUA20mtuo+Pv6oBsybriG0Y+QX5s/dEYuwdt+WdyZ7cRkFEQXV2Z0WWKKjJF/E7zt7aPJbxFvwrL\nrw8wpt0WvartwJA9o78GhpDmGNV9UAIzQKwJ2j2kGn260kS/YE2D1yNsZuQszHiajpjnRwLZbKHP\nHKSO4ueMGZdyQjndBSCuoLuKdF/R7gSg6bSCVk1ruG6DTEFNc0Fw+L0WURWCOXCQKSYdDpp/Yu6G\nvRDu+nrWFViUHhKJHwlrKKqXBWJR4QSM510EYmeSVhcwpQ7ELk3UgrIVZGOW+rV8fkXvzoo/Jpr7\n9xMACrUOqQNx1H3nHejO04R5mvX87ClJBYAj+Abp4x3JsVywiacXzu+qwHitvHnplaTXA/wRKiOm\nWsE1A6n0YCM2/VbWpJIaa1BTVhtAVpZciZGTsuIkrJhCoGz/znjRAYhZMieOjRPYAwVZMJglCtKx\nySuocJcpRFo0IO4gzMzg1IQNA2jlhFpO3VaALoF029W7Pa5fF2B81oesDbhBwW5GctnAXN6SeluI\nFwSpJiyO5hRvPEYDXqdzwYBnYDwfMc3iKSHl4MXDAFqCqbFUM66tBc345DIFnSroviLdF9TbinQn\n53jdQMaGbS0FpEmC0Ni12q4ZJ9X8rHpHZ8a94vNY9dkGrte3migKmYFK77fLB/3pWLpMdmkiSj19\nCm7vdSAuBUU9B8hZc7+CLwkjftdl9+Xe/ShIFcaEs5TZMhe1PO0Nd5cZ8siAOwiPFcrfkhVfAuAI\nzPvozGC8o8MMXhcp1aS6KjXLj1KAEtNskiOoM9BdLUfTjHNtsioQp8RI2WQK7gB8xl7jC5oMTLVf\nH7ajNONACTTPsKjPa//ZMOJFaK0iwar6wKUMCTQRZlyqpPP1ytKhrBObtPQVMOB92Zd92+r3LZaV\noT77Yn+5Z5MCAZycJYsIrzIFyPVdyWth58djCnJHL8ky1s+KteHkIrovZLPw6Fb9Ibayoq4npLWi\nrRV8qmgn2cpaJCS6WOY2A+FuqfXqz+pJEQuN0qJVn5cFFGUKz8g1dYnCDHhv0GYG+TEw1t4HgmZo\ngDRNmC6CsrEV04h3mcuspmGw0o9RejycO9sP/9nZPGkorodyY3z/OyxEkqHOQXe32vnj8YjD8YDD\ncsCyLJjnBfOsnhTBaDcCMXbbj0ONMY5mXe3QGVLwprDUqssMXg7AYZOaeQqy7Kx4kirSoV7ecI0K\nyLGobtKiq7lUcekkKBBDIlAzNLcxycxPc7/4vrayvYLkoiWN52XD2l5lpksD0gdx2qsFMUAWTl2l\nqAQIiQktAa1qfcdW0GoJOKDXThQKAnw1gPEDvUOmFLElyT30KqMNUgbJ7q2Vr2kMSn06IkAtD5mQ\nkCij0YyUBDSyalbCdg7KpicQsk/JWX1sU9og/u+97FCrmjAo5Krgok76pQBlG3NOhC2FTG2SjrA7\n1ffGgj7FTKHQqAKxGO8OwPEQAHn25OHu2ha0vi/lEpliTgktAnNwbfOKKNpszRBmYDZNE9bDwQE4\n5rDo5/prJl2wyiXmhcHMOCxSSPJ4OODq6vgwAA+18PagOJ6zdKEpTyMQTyMoH49XePT4ER5p2PPh\ncMC8CCDnaXotEJ/d33d6KrufGQ+S2B3Yig5oKD6KeBRwa54czTMNau08aAFTJPVHc11JO2GtwqK3\nJFIboLO9TaU/+35xzCAtwCqwq0zTpv0g34+gbHMzBw5j//6ayBSWZ8LdWSGurQ7UpDQ4MnGX4lRy\nsaxtrTNpA3Zhw5qFTpn7uyzvGRjT7rifZxPr4s0OgCxtgNVFxjomOqNsdsMBM/RJEMf/z97bxNrS\nrOdBz1vVvdY+97v+jS2jBAiX2NmYAQriRwqZwAARJkiICIjCgBE/CRmESYhiJbGQgkwsECGxIhjw\nIwYWEoqjiFEYI8GEABH2vnGUG7AIONfX3/85Z62uehm8v1Xda+99zvfd650P91Gfrq7Vu7u6uuqp\np556660mNoZuWiNAXUnBGItcb0vC9I7eN7EjVqc4AcIBxNzEPpitRW0b+HoRx0AKyLSJgyDS9e6o\ntSRJZCCGp80lhsyKF7WaOKsVxZ2t/KyrOJhmXEuYtnlBf29+ePi3xbTUWlF6FyBeFgdNsUk2z2/s\n8kc4HapY1wWXyxUOttZdHMyR4OfZNeW8n8/i1+F0PuHu7i6y8ga0DfbCLhkoQGqcDM4Z6N4G5PP5\nDq++9gqvXn0Nd3cCxqf1hGVdBlY8APGQlsjpL7QdfapBNw5mjJOuIt2SNNbZJ3zIAqZX0Zmr+sLm\nritKa3k1M8ytAbQFGG8qwRUCqjQE1AjUyVcHESt2A+JcTk1OdNTfvyf3XWy441R7YG6AA3JXmLey\nOAJyzN1T6QXQFVoYhdTMtOh1mX2/55jGywLjqdjl9cr8/TrUY7/+0CEZ0kWdsPJAnSWe2dmy3Agw\nwBXZYRVsYi2cEE21lBOITiDKYGz6UUMjAePemnttawmI7ZgLojDjDt4a+Gqg3B2Y84oesFWgefq4\nJlHkLqZ7YlND/bs7HcAzO+PEjA0ASPPvS9wGe1sFV5cq7HcANpXVdbxCqLW4vno6rbherwlUcRNs\nQ3s2zZ91FQ1xlnMyMD6dHYyPddisAwdjLeXAljg1HDXNlJunMVsDcHe+w/nuTsD4dMKyrGlFFAQQ\nZxY+pPPL0dDHbr6Vo+KrhvNpBbaTS2Om/4pevAlIGxDbcl2Dzbo2kF2ZsWnKKlPYOAjpgga0ANRk\nTTrvraKgJ7OymRnv38kA1N6QAxu8fOg0aigQZw9w1JXJmnwhO7MsrRbr7zkz1HuJIk2sa+whHb8a\nzPj4fJApDq4zmcIrbWcF5nDzFzdTIEYFgWVA2FiC2ShDwLgUYcYuU3SWgT+SQQxmRt+2JEvEkVtD\n3zZwE5kC2xV8vSZm3AOINUzq4zjP+4cNbACjTJGWYTdGA2XFdHenA3jKdPJU6UMXiV/e5mBlTswz\nEA/6olgi1CIgtqbFTi+XM7btOq6yfROAk+6c/ATb+fksAHw+nXB392pK7JwHNhgnAOxmasrcJVxQ\nargOXbI0kWfTLQtO64rT+Yzz6YTT+Sy7yhTLTi+ONNBh2r7kjaA9rBoDwGsDncVHSMgT4guCrhtY\nB5f5cgHVJXTjVJ6sF8pNpAAwBIQBsQ66XEVe2yqoqUTRRaIwZgxlx93DBLcf1i3GEIK9GqB6WGWG\nWEvPwFWYMSkzRlpPz61CbJAQ0fsCIGVOV5sGxCAAhfzv2U1m3317YWA8yxTkxwBgGvViawcdiOFA\nbNKFAXVoHKpLkSwIUwzguILQlBmHb4pZppBCdpUK7yC8oW8JkLdNpImdZtzDefxV/RRfuwCyDX4o\nG4FJLJzQ2DXjkCliJNyY8dknfJBbU6T1zeiYZbz7NvK0rBlzrajM8szpN9eIfcCvYllXXehUFjTd\nts2B1v38DuGwxpj3POHk7iQuTE/nzIwxgZ0BINwsbdynuFoTCC8uTWQfE3XRBkbBd13XCC+zTDGm\nYWTCx9rxu3Ivnv9oMm/DugB9FUbMUD2fBYg3A+KrWPws68CMbcUPJz29axr1fJYpFgALQBupTAGU\nLoNlwY5HkzHW0L73bIzWtFwe2Gz4OGYHZGfA1GVwcpYoDMh9EMr+zmQPWWC3FJ1Oove2WaPvu71o\nMIaDsb2j6UYY9GL5EBgH7xg6Y42NWqd7hh/jQrIiBriCdI66MKQ0WUQXVAxGtsnH6n0CYQkLCKtm\nbGDcruDrRVfvYAHlBMS0dW3YEwB7uoMd2+g1qaMfWqpM7FCzNteM82SPZZGBPgNjc0z/XdgMaNkq\n+oH516ARq3nXtm64nq7YrsKKt62N8sPNo6wq4k6LJq9yJlOck0wxM9HIC0rTknXp9SrsPY7jIJ0D\n8OzgZzJhGyeALD6Ad5gefNc+T3oMJYucJWzZeyjqTKQa8Qa6XMGXE2h9C9byxKmXRTp4NvissIGw\nYQBvA60iJYtEUcS0jU08NCA2a6iw5eVc/xESRfgyzuw3GHFeziosKZJMsWPXGuYOVjNXyxczXS0Q\niw/WRsCthOj9Jyi9MDCezlP8IFNYQAc1yfRPB15IVylLFwnUbMRW/lAyu5KNzFu3unghAIo/v/eu\ng7ZqxqZAzNvIiPs2yxSit/G1q17MSaqQ82GdRXAM8Nq2kynqsXOXu7vwRbHoMjvKjKlO06G/sG4c\n98i6qplDExE6kSyyWSt67yg6VXhbFqzbhu20ise2bXOPbuFgKEzgjsPhkOhod5nifMKru7vEiEcQ\nNmngyETNdwXjxdmwgq8CcgCzmK7J36vdcclhndF5xIx3eftUrr/Xp1JOogO6SxVWzAHCUFnGgfjt\nBThdZFJIcjxFtYDTStJkdY1Z9dO+s6bAFaCVgFZlll5X30VcXKYwzbiDUj2c82UEYluRw5ZKAodn\nt7yO3hET9p7AcE8FYnSXKXwVnxLaMbPN6u3Sgw6W+E7bywLjXRfkYAAP+0JoBHKvGScgNr8O1vXR\nW4tDEb0PTU/I9ZWj2+VmLjZYtyWNWEGZNcybWVNck0zByorZWTFdGfNADXYFMMsUdZQpBs34rAN2\ntgZeSaxY1zj7UoA4py0AuRSxuPQBr0lqqLWiLQsWNf9z8FQ2a+chQ4z2yDm+6cDp5l7iLLwpGE8D\neBn8siSgDUmWGZY6asD1BhB7nNkP65GS/mwDlYUKSGfbmVOh4/y8ffqu2/CV/VMFM6a+gNdU5kn1\nfio6G/QiPlPeyJRpm7EXMkWJZ1iPLj9VB/BIZQraCrDVWPHGdeOwpqABhEOu2DdZBqDGim3dOrOe\n6IoPBiKZ8bDWcavXzuQEUJ1ZF7DLFArCLKtNR09c4vYM6vnbywLjmRlbK66tD3AMIdaasfb0TTN2\nhFZwDt8OAmpkR6IhXp6d9CdrKbsBsWa+m7ApIG8Kwn6+hWmbMuMsU9DGSbIwuTCng9O5tN2Uu5du\nTbGqVKHe2u7uhAGXvNPoJMiB6HkFx0j5bNgR3yo1cAC4VjCrS0UFZyRAnnc+iHvObuC7bRu2bdPz\nAGRb9up81gE8fe8ZiOVAISnUZQjXNHuu+m91+G0A6KUmLfU5ufsuW75+7jo9EwjcRLKmj6rlrlbQ\ntgjQXi7gt29BpxPY1svTwWAuVSybCiVGDLHCyFLblgbwrlfgWkCthn9tlSmKCxUGyDZpaw/CwWdV\nn0zs2NevS2AcZCrlGSmTB+Ajlt6DDpbMBiyADxIzgh1DJ6dY+f5K2BnnVYcBJNs+6zqYVBzdCx/H\nZCQHInsNKHaAFNgcgCXWw9ohcSAeANm7MAyoP1N00dvQzQG3rN7BG8sqHoAsY+5MIObjEyejHTMF\nsopSUmOhIOqe2Nz/7BKLjdog3ZIYsN8ngbA1OAcV91FY4On3CZhZJSDWQp7ROnFnqFTqMgaR+g6g\nglKC9drilHvgZo9vraKUbbLWiG6sLeNF6jciADi9bQLjYhYTxZgsuTMgm3VVnNmOA30uQ6jenFlv\nAEE6P8jHw+z1QHq3IS5vzwRkKwcuSbCw4fQcYlbgXWMF6SXvNUwmTSu2HqhbARlYAjpLShmx7ltD\n2Trq1tGuHfUaNsCu/+rRxlJEPTbtN+dkgKx3cx8dVGO/ZGTGrM8vcC3U3gEMMZFLd0kLFsvrfgXB\nOHQa+Y2KmIPnsbtbPpCBVEwJYUt40Gr54KB/t6nbYq0nJ5C3wQDuagEhZmkyU4mBxuCNUfW7lSaL\n8xbbEZ0vr2OZxdLIamHn5zU5AFpjcM7M1kwT9uXWbbe8+IJ93nfZBsAY811Am3wqKRyIi4wJgdEJ\nQI/JF4UKelGjewXjYeCIrYfU0UtFKd0B0XpBkZ59EICPLWSJi7VhYLLp2jKS3ln2wtaVzexq3t5T\nFnqXP2F7yvis4WzAq1Q+Sgl2aytL9x4uNnXAmDMQZ3DuOgmC1L8vFMja2OiI/woB4tKaLjsm06Tr\ndUO/FIA2iDfF5ju5KZqzmGCx6vnHv7H5FCaRF8z21xwESX6opm3sd8jwBMjup8bAWBuL7F3OwJyN\nkHwFTNt2YDyMYIrTapu8wfoRWFvKURM63sntCYHMf/3I+3MvvRy/+N8nsxd3dqJAjA3AxqibXF87\nozQSQGbZB2jw6aEJhE3n9bg6Oo0/qdN4Y8TJWoKV0WVAZkqdve8hJlt2DRtBfA9QapAggMy9+IxI\nAWXRE7kwShdANvCTUWztPmo56b2j9K4e1YL10iEIJynBGv80CBUWNAVUOkonZ+jFBnP8OoRk+sT7\nGxC8U549Fr+LOwB/nn9H9MKIA5Dt997TaiA1seE5XIFOQEuNPnfHxHh+sOdgxy3A+NLQlwaQuLJk\nUjAmc+6VAVnr9OHrmXWHULYAYhIM2Hc50nnazbRNZUK5M6vHx+lPwhUcvhIDeNlBDADkKYg2gtm7\neHsa3j/33BxQRxCWzIwVAjAdba2ssduDg0IexIfQdJZc1xlL3cFY9GCgqlw2M2NfPVxZKxUEs60J\nXPWcag0wVmZMWa7IzLhkZozj/cvengMGw29BVIs6eZLcLz4oQkzoZE7NBXy5xNI+YVIEmPmS236X\nglbCoVOeXHHQLoyAbJUqD9ZwB3exDCFzgtTND24AMrwRv5Uvz8yjdwHim3dNoYNGwuQhHxTW+7sZ\nGbNow8ssT8TOOoDMvlRW5J/5+/Deq8kMWlfogBXXpYBpQy0KxkU9LJYOoiYWC7kupxcjkyeIwFxC\nidJe7gjEc2bO4WDH0ojb+9mkER5A2CyxWE1k32d7WWA8de9sprlohPIhC9j1YRPLg41YBtpmIKw6\nE436b9giSnzoU7Yl7sp2nuNiokZM1hCn2gbI7j6wCyCHGY920cGgXCGMEatRvWty5ofC17VbR73Y\ngNuAOFk0DOwYRyPSX872NNuLTjQQX0oAc2Qk1mW2CQjOVO37+2AJ7SaAtFqlC1xKGlRUbRphQnib\nF6XBm87SIFB3QC95xh8nIOZU2Q+zYS8fDMzc/pDHK/z4XgB9SzNVkYxITdPK8JPZzWaZwgeMa9KL\n1wW41jHpBsTd6otluNWVLFPUAOSlgS8buMheywYuDaU0cW1buuwTqZJZdIAteWQWGCKDqVwyZAPf\nKImJwMEwQs3z/BoDY3slI4b6t53Bs0fHZ24vC4xvyhQIBlKi8FsDHAL8HpTdnnAY3AvPTTFYILaJ\n7Cu7HlNKGs61YKizejfV2WxPzLgD1cFYBkcKKMx9FUDJQDWvTZa1ufMpfE6clj0gD6w4d0UpXuu7\nsaU694hiOfzBTr5W6YKZVYICgHQE/Dvb0cC4946ldvTWUUtFKxWlNGfGLodo2CrQLmUDK57YsTJj\nW9fPLEB8hXGw/+17Zh0OP9Bjt7vxm9+T42x4jnTLIF4KiwCOOZAiigZxSY6EdjJF2j0xDPSiizTQ\nNKbD0YtUmUKAuKAsDbVu4ELg2nwvpaHULlNByGTBTLJSow4oKw6ZgsWZjRMwbwAVM/b5GPbGxoxl\ny8eeMlfTwhXWjH9FNONZppBz0QF5mE1Hxo4Bz7qRGacPRokZsw4AqAen2S5RVoxmxBCbzgJSZ+yc\n4k2iINWMS1pqhhpQNkaxAbxN2LFLFd4ZJMVKCn04s44lpAhSz2y+NM4wwn0wgIfk4xlwQB68RX4v\nt4QE8i1GQDZmbdNK54o89jDj3P0gN5usIf4jyiY2KerYAwAAIABJREFUvXZvA2TWHol7GtP7Dc/Z\nATGLZtnFCTn3OniL8wGcJzPhMfnmHbenbjP8fvBcA2RAJni4zBIaqffSlnoDmDVsgnlnKYM9SWQ5\nPX1kx1mq4FpQC4EX8YJYuIFqFzmQuu4Gdh3kveMp2SZTeBeo+wtrE36QeTztM6DOzDhdy4ZC4vNm\nN5P4mdsLA+OJGbMdRaYgnhkLwF4Dck2Y+4oZmI39Zh+nG5g3hH0iK/imnSM8dKuTXkxdzNdKYwHi\njbGoTFFcpiAUjumfrmsVmuyHk9P4NYGvWVIYK35UL86FwhD4ewHDuWt6EKfnZDNuQtxz6whMST98\nBOQVu/qYrktDaTpTTs3NbHVfN6FjeEOwY4sWnstZ76oVq4Kog3jcJ704jeDNr3Azf+aYI4yYt+dg\nOR8/JYSkuaekDSTFOwAQ8LV9AOA48lKjR9C7AnFJ5S8aPCEuwYq5FvBWUM21JkljV5cNnQWQhRU3\nFBKZApxXh+b0RjTku4RtQooOxFk98NHFWxk87rLME7wh0NfRZ0Va7Knv09y+aDD2+eA6at2d3WKU\nKmDlJ3cvUhcCxozVaYi3bgLC4E1AGFcFZQZDV/zQI1MFvOWz1lgLF8u6X0VH2EsTK4qyCSMGRlZM\nncSagjNmkgMqZWacF4nUtcnIXWNOXcdagUoBxl5ULBTw8DhYvMd2UPqOijrNZ5m08wQQfkpD3HAO\noKVZe7U2YcVFZsCFUmOTfIyRG2hOqdw1+AmQ9ZLS6eYAnpXDpzP4GQz5CwDxs56bZSyWBJNWJr/F\nwIonIHYyoMy4N6CpFzedDGKSkKSruxMsWUChoLQGvuqUaq0MnRWI0VCoCRCXJAci6rTd2+3cvcG1\n3hXvSv1tGclwI4Wpayehp3jtPSu2MLuRnEpsXwFmPGeSnYvJEmJNqtwl5KO/0x/kLLVYgGs+5tsU\nCsR8jR0M4gpGFUkDVScx1PQQ6xuFTOGr4epeJjvjPIBn1hQAVKajMF8zZpz9ThgIqzWF+C8el1Sy\nAUAuJaSJL2kTaB8H6Ggo5kcF/AYc0/6qMTDKCp4/QFifpALfWtN19MKHRE2TMezvqJB/t6gzBpwH\nlfQGMHfzlzz10sbKbPly8J4eT5pDwVUfxdHpx6MvPL/CrQYxOiwZkOOmdg3VKpNBBnli2tdFgLZV\nYRytwZ1R0fTWDsgcMkVpOzBuCsS2U1VGnb2uaUJH++EZkHUQTrqfEDzYe38bM9lu2pVZZ8lCTess\nq7wXrdic/Su84/aiwLiUMTmks6cKLShks5oqyrAWneq5Q5dIrSO4uYwls3cKYrqkVgBdK6/Qoh/V\ntDNhwS5NKEs2tReQfA/5IQGuShTlKkdAGLIN6pGYUo7jh5Z00mnLxkJOS4Cw+yo+i62xe2ab3WPi\nGTX73QrMHmZuAfD+MbI+oXVVb6Vg5u72x7tL9o/QPAuXnOL3Yu2yWjUArOuK8+ns7CWz2DBLQ7j4\n3LnRzDPtxOXnssa06FqLMvHbJnRHMM03f8+xE1t77NtNysDNFDyJ0soW3AG9jGWQ+kFhW/j28kpM\n/chGQaAs2UC5RZk0EtJDqvBZeKk3RwmI3YKiadfSgLxMAMwGs/N7FZUQTDowsz3A3OKGKqODmebz\nnHRaNhVUBdxSFtR6Uhv2GquDKyYVCmnsXbcXBsbreE6SPCq6OjPJbq4tS14s1PQgAPAK1hWMGdRt\nAM5aVe2W6Vp4DFKTlKYfVwfq7Kg+jWXgTp5VmMVMrcNZcTF54sqoV1YHQACaTJEWH64AmpJun9Cj\nbbUP5OnAiTHjuzPo1R3wShwBZamC1CnQzmn8TUC+zZuf7F3f2rxWpGdOcW5a5j/ubzGc0xyIizyd\nypJLIZ+KvCyLWzwsBsYncfQe9qB54M0sc3gAXXP0k6c9k4HxssiKHe6buPrvQ1EctudoDI9cZ/cd\n6O+tFird69Zjj4A79xYAyfvZQ+B5BS5nkPqaYDZLDEmbzEKVRXV3ZTIN9LmtMZGyE7nOgZiENRsY\nU2PQomnjANhczGzx4rEYhkknm0F76i9zLq+wwfqQKEHFieFSFyz15OSw6jGf7xYrfub2osC4zmCs\nTLkoGAsox8ubz1MDYus2SCXTbmRnmcbKRTV8/wTaMyPI6tE2KKdZkhzbuyMQL73yQYvNzOycmPEE\nyM6M1dytsTjUTsyYO8Q3ABSwzMTNV+wV15h0d6dLKp1iJY/lmBlnsBor49NQ+76AnPnbIRAzD/LC\ncYomqLZZgzMIO6yT9yZsBY5lqWBewGCsanZ1Op1wPp9GaQGYzjn5ptiDcSy5VAZnQdVcZZqXtl1j\n9xQI7/sYQx7eyjDvTh3+sI++lRx/zsScTWZQckDLoj4qTqDzWXx1b5t25yHWT+ajZVv2vTUDUdeN\nCwp1dPP1ofa7hdSkrag8URWMzZY/aZTjoF04oY+XCFeYuf766+a2ykzifJDeVv4R6UvStqDWFbUs\nqGVRAE7hsnw1wNiYcJxrBqC6VEEmUZQSYSoY67gN5YkfXfFv0OSj2zcxSQslxrqsp2QfaV55xP+D\nd7nc14QD8ShTkIFxE5YsbJh1+ihCphiYMelAnjGRE+juJKz4lS02mlfyUD/F3tWbNq9sz4fYxwD5\nNrQcgIDZG6kEYzSEhov2fzYg8BFDTlGCFwqUS0Xnxbueyyplal1WnHYyxQjEYKhToAzIce7gXPZL\nLRUFY1+89Bm5dSRVvNO2w95n3ukIzG/JGyZT1Bi0o9MK3k7AdgfS9fKY4U6AuG3Aso2rkdujWRpA\namqhYN8P6mOIWa0mlBEvXRxsGYAnQGZI2coasE/4sDAVdcZlnh+jYVBKpmOXMYfA10FEBRxzlBgq\nM65lBOV8XvLY0jtsLwqMZ2ZcyyRTWHcggzIlB92pa+YWFwgJSxp6dcnnLSD5PUzzAyAAqd0przKs\nHEbvaz4mBJB5BOSracaaJAVpSmxagFgHG+w5RNIlcj/F4TRemPFZgNmYcR7Amwr+sNkAzTts1oeY\nw8cXT6zK6rjhL+0475i8ozNK8bmn6/EK7DYzTpd68oE4QmjGp1WY8QDGB8x4AmHz0jaGq1ts2Mog\n7ixeWZ53948z6yB09Oszt6eY760n3JIpskRB5BY+vFQpj7poKXXxOW1WRdiayhNXYL2qm80yps9k\nDGJ1HyCjMJ2lDjHXmOhRVdqrAsoGyNbSmmlk9AINiOe+CY07x3XWaJt9slxTvLdMVEFlcWZci4Jx\nXVHriqXosa7iB7us7inwXbcXBcazZmytkbU2hSqo7PViybyADdYPZWBs06xlklGR1o6rtspWyeTe\nhUwjVs0ZCsjm35gZ5kqTmHT9rhvMWNkxkGSKmFqvuxYospY8mDEWcQRE51V04leyiocA8Sm8ttlU\nVXeTOdfO1Fjx+0kQj29PMLw8uWJ6+JMAPaPxLFcQfMDN1txjfUkiSprxKTTjA1Zs4WDBt8HY5Iq8\nSGmWNDCTgxvM9TC/ZicSA6jfahIPM3W89jGAnuWQnO5hDEMmHvEpVpA27Zdbk5U8titwOVpzUW+o\nmrEBsUW7v5HOKKU7GNOmQKwrptsAnrfwiHIwM1yzkLH1QgKQx06BmKPF3YLkhdEAUYCxgO8Jy3KK\ncDrOhgjP3V4YGC+H50SLDuCl1srCiKXnR0BW8FQw7dTFGQ8vqKzdF/0nQK/PKAtgWpO6TWSSEWEm\nc2Ct05k5dOMBkBv7AF5JMkXZdLKHOQoyUGal2PKyU7cwVn7G3Z0A8ilm4fk6d9ndpueCddvSNle8\nL2E7BpX4MViLKb2PNwc3JYzp1AQPKuKDQMbNgYXgDDdbU5xmzXjaJZkT8GYANm06rdZBHo7VPJKJ\nd6R7Nr+8kXPv92me8VdHWX6LEectT0ay3lpbBYBZbX2ZBZwv6jx+vegaeQbGSUPVXmA0LF0lP3Z3\nB8WY8MbJu1vyAcPsC0Wwp92mQNu7UippMxCTM2obT3QiZMYAEyAXGpnxspz0ePbwupyw1DNK/Qow\n490Anuk0pAN4yYTEzUgMkJOzabOWYO7oyQ+qSFRiNeFDJp7hCwqtqGUFQU3gzJ8qixUGq6WFfMS0\ndleHTH9OM+/CtE1tFI0Z53JoDbzQd2cidADGmRlTtj++ZdomL3ec0V8QkA/53a170njpLSC+yZCf\nQ+PVmgI6Vb0UQi8dpResS5YpbjBjHpnxsIq16cA7EKZgYaYTm2nWrmfCQ/58uUD8BbbHGLGd5wG8\ndQH3DMTwKeW06fJMlwuwruLN7VAz1p6rL1pKMnhN6uCeOkpllKWjLEpgsmbMqQ5hmrHJmh4F3oBi\ncRZELlHEe459DkESA+KQRReXHsy0bVnOWKsA8bqe5XyRY/1qMONjawqRD5boPpQExJQqh7V8KiUQ\ndGFCiLZViMFEYI6lZkhHTAstqOWEWk4C2Do1unORvyEDYvsHZ7k26y7sjCEz8K5iVwzoAJ6BMbAT\nZK1wY7CmEI2OzuugGQ+Og/J06GEA7wkUe0dAvtVBfqdtR3S/oGDiaoAAhjBXBveCog6lfABvXXE6\nPY8ZOwtOq3pkZry3I6bD7D6yw75lm/1o3n75utL+3rdYsvrY5qUCvUIWLs29OOkl8vUKvHnr9u/D\nRCR/hkkU0HFddYHadUYkqae1hVFWFonCLZDYB+8wyRQ+HpIlCkjjzJCBQuJUL4wVI+yMQxNTG2ME\nIFcdswIEk5YkU6zrHdblDssqYLyudztS+dztRYExFZrO9QhKoHurbI6U09aqQ5r+LCaGBqUGxoCt\nNOESCEg1hCIrSrh5m/5ZY3BLzk4aD3vxyR0C0gB0ooeGMyDrwUeZD1EvaZDW5bVRSfcjmxqizkMd\ns7pF2qdLxfhmTnq46pXXTVjPdMUtcHk//Lj1V4dcPEXoLEuGdps1ZQzRkSHHZTdwh2HXDqyYKhbt\n6LLybZ1oQD18KEda2JIxxg0JZf89xexfZr6GAa7qJP16Bfs3eHo7+jIDKz+4YEgjQ+yIr5uYsLUW\nWnFqvGL2XLKx9rGLw1bKv5e4H9YSqWaMpSFAWImOzXAltaQYFuyRQaLxlVKVieqeWTGN9c9/s55O\nttaysSToKt/Sg7ZBvNCNTz649z7biwLj7CdUtp7iN7jHNHfaY11TmbJICrriao8BUh8SMENuIOtG\nznRtSR1qINqEGbdYUJS3MdwtfGnAtYOvTUeSZZCBbS0wU05s41QcUqkxfwDoLCvpXjfwmwvw+i3o\n9FpsO2tFLwX05jL6l80rMeTzg20E4Uk/sNBcQb/va3L88GPwJ59jrAXHYPwc0n18zfPAeB+TANhi\n9EV40/R/8inw8acJffUupj9yWLPEXrSnEnF5JeTds1LiMiBHfLqOb+T5/ibA9QM5fvQx8NFnTzVN\nj/7yGBjz7oSlLNrA3PUqq51frxK/6fHNG/Cnn4E//xz8+RthyG8vcl1ruzqQP7Nxi32vCeP4io3N\nNKA0EpJDkJmdpDM8/UJ1CUpiZdzNZ3m2tHEyNv1LPe1CycbcFynIg+TjxBEbj6ddJXre9ncFGPs6\nWNwBaEanGXFetX2ZFEZeoXVg1bm11o8jHuHEVIeoyfRdW/l5O96xCRjztQsgb7IQqY34Jrqlz8JB\nmAZsoy7mQbhcpTC/eStAvCwhP5xPaTmmcTUQP5Z63P2ckvD4JVptbXXrjz4Gf/jJ4V/ks6eA+Ilk\nPb1NldbAJaoYT/HaoH/yKfjDj/Si9G08rOA3gPF+51R+rAGIMG7HG9jnRsMbhPlvkeICQPijT8Hf\n+Wi4MEH6LquOvhIfXzo/MgKpvNvuTNl+e/sW+PQz4PPXwJs34LcX8OWq1hXKpAGMH29PC+yxNqkj\n46uvkNNJJUHy6s8k2jGrwxcuihOYQFi/895RkAGxjT9lGdSk0ZBE3Jw2l4X0nNnh2XO3FwbG243z\nDvCmgwU2Bz6YcczDMSbMaYdfl3UhqwM2bVoWt9SVnllBqLURfK8KxtergnEHXzt468DG4NadHfuA\nXAbb6RvR/FtTUL9uwNsr8PptAK+91mmNqc/DGnlppY/6yAygG+3Dzcut3froE/Cv/fr+AuIhl58C\n4tsOWm788WN6B83gexBneffJp8BHH7sp2wiEWvkhlVoGeVNls243cgW8BcJxvwF8lT7t4vIfzkBs\nF9s7fJi+QQbrSMHB4XbDOcfuwRhSzm1qsx5355cL+LPPgc8+B14rM74oi24tfOECXlNnhozp1IE4\nATJ1kvEZZchc9NYEWTPRuFmHWD4V9aXGPe3xjgIVeaBvZMY+VlAKyuSK1XEE0Z6LcjgSwXfZ3gmM\n7+/vfyuAPwvgnwHwOYD/FsAfe3h4uNzf3/8nAP4wIpsZwB9+eHj4uec/4bZMwdhArKzYmkSiCCM5\nQ8x6kdehmOgBu841xO6ADGzqe14BuCUgvm6jhmZgfGXwxsqMWeySnR3rK+TvkxPpcRwyxWUTZuxA\nLM7N0boM2LkZW/ZhnPdZqxur6018O6iNvGh+ffgx+Nu/Pv0xe0Y/XvzoGKjfpcweJdoaCiAaBcJ4\nPEkR508+Bf/6h/HgTBEHukhRcNxeWGd4zYOjg+ww3Vp/d5bMCEaWwnxURmZwVvM8fPQx+Nsf7h42\nSkX7RuIYlsffDn9nVp1Y7YhbUzeZLc7NpO31a/Dr12AH44uQitZ273Ozd6SF09eHPAJidbJVFOML\nAV3NQp04EIMLofcMxtYI85A5UlOSdYzvk8WWNoglGw2EQJ7GIb53zPi/A/BrAH4PgN8C4L+A0Nc/\nCuAn9fhfpes/fpeb88SM2cHZnMB39QBmurHaEjIBxWwOKc2mAQwIbKR1sLpAzkDz2kMBxi2x4qyV\nOSgzcGFg013XvmOfXRfvMg/M7TCNIWC7NXnOW529BGil6NIAuE0xxZHKECddtrj3DMB7QJ4KT2Zd\nr04S+uhj8HcmZnwoGey3pxjzfIOhss4gfHBu332Y7WodoK/dyfmnnwIffTQS4pQqX4JpBlzK/g7G\nfJ2PY1vG8V2dEc8Mmf334R5znL3DR58A3/n1QQaJBmE+HxJzM3Qck8Cz63Tnpj4n7NhtfETHON6+\nAd4IEPPbt2pzvAlBuQFO1okNa7NUMjXvYsYqkm5MMrDHAsRi/cTKswShxWaZRKhQwuVylD8uSyX5\n3zgz1wAYQJIuaEiqZX2fwP5dtmeD8f39/T2AfxLAjz08PHxb4/4EgD+DAOP/8OHh4VffKyUA9sw4\nVmRl3gRkIGyYVJ4I2cEWINSjyxhwIIbNrrORV20tO3cUNPRO8dg+gjGuSS/TgiYyBWTfGLwB3Dh8\nTmTWkyv+eOrdJJhmfN3A5SKFrLOsJHLdwJcreKlSEByE9X3MHtR+u7lNrOvot3TKX5cBsJ1McQiS\n++c+CsTTDzcZE4Z6M17sn5/iOuswEYG/Twe/PvkU/KFxg1vgkJupaLC9a63xhKm+DcAc39yBNx/B\nu/gdeCPHA9B3kG/wYYB5Qu9BehnecA4d5u6N4sAqt4kDoHAE1D0OXaW1y1vwW7UztuNVJQ3PLDo8\nHhGFLFEUVg+JHbJSThfNuJvxBrMbcvhUrwLI/IAA4kE79hcOhjvIFAjzRjOllctnmSJLFd87Zvz/\nAPi9BsT+JsAP3N/ffx+A3wbgm++VCt9mzVjAmH1VjpQBEzsuLOtesfsTFRHfuxI2dXoyyGcI2HUi\n0YwZUgCVGQcga0t/uYqMcLmCL+xgrOQdaIRh/sn4sN02kAKVKfhylQrfGaS6Nd5egdMFqGL3PK/6\nDAUfX379cDvmRg41fHDtD35djkcyxS48PvcmEE8M2KOPLr7xvGw2mlmxrS7hAP2D3yfXf/IJ8OGH\nu/SYieqYkAzEemQ6zJ4JA8fjAMRy4XgcZYwoM/mcwfoO+PAT+Qb6u5toWjgJokdM9xiMb0M0YGCs\ngGwMc4pDazKOYhLe9XpjAC89cvj4NIb4SKZAsqaQ3V45JviN5ZvBuop8LAQwv7F83wTEGP2klwk3\nsoQxADHUkqIDpRzn5lPbs8H44eHhIwB/xc7v7+8JwL8D4H+AsGIG8FP39/f/PETK+I8eHh7+63dL\nzmOasfk71QEWJiDFMVdk21FwcUOLQZDXyOjq2d617Is9ow1OOCsedgFkvjL4SsAG8EbgDQLGDeKV\n7QCQ91zA+josXUBqAiQM8YBl1hXmKtP95VojAy8oDsoW78/mffkHgF1FnOw3weAf+UEJzTJFBvyb\nRPyYKQ9PP0K4HZG68azEgGVUnRSQJY4LwJ/8kNwyM+MjUJ8fMIGr4dzAinl/3SGYHgIyq+HPLFmk\nsMbzRz8swY8+AX7tQwde/3pZD9W4XbPLY+xcMEepIP/gFSqla7ROsB4dp0G90S75IH/nLRVQB+S8\nKyumHpOrmI2K5buymBB7cpNMgfgGOT2JF+80Y5vsYyvG2IzMbN4m2fQba03xZwD8LgD/BIB/HJLl\n/wdkgO+fBvCf3d/ff/Tw8PCXnnvDH/qh34ZXr77fz3/0R74RR10+5birY7OlYiHKCFf/LVo0wJ1G\np7BsBWgMum7CgK8bcFELh8sGujaPLxdgvQD1QqgXwnIl1LeE5Spxy4Xw6hvyDq9+4hu7mu/ArABK\n8yCchqmQWEuYn4D573N2+P2AuWLRQdweEUdAPv/wD/qRf+xHpmfB0z7XsSMY3icrPehW+T1kxily\nAGHaAfSdpv/VD/8Q8Mlne4B/rBMxAa3bg89pnsDZbjmDcAAzYkCp6x/me2eOwIxX2iDe/cgPgX/r\nj6brAoR5SHDO4kcA+uj8Zn7cAnJrWNgdBzE3GT9hkTY++AmpAx/c//iNBjZ9CyJsK8t+ArYTY1uB\n6wnYVj0/A9vCaEU040ZAqyxeaat6py3yO7vDMHZwNlDOcTaJo6izn7qcUGs4AvrRH/37AQA/8lv+\nXpSy6oxg87G+gLAm3zajNdO3v/23b2TquNHe5u7p7f7+/mcA/BEA//LDw8MvaNwPPjw8fJiu+bMA\nfufDw8Pvfe59e2/8vu7nfnP7ze03t9/cXuL2cz/3p/AH/+Cfutl/tO2dmfH9/f1/CuDfBPAHDIgB\nIAOxbr8IMYF79vazP/u7cZeZ8Y/+OH7/v/oX8PM//2/j7/ydv6GxiRlmiwnzrmR+j0s+X5wZ75g1\n76kXdQZdxH0frg107aBLA12bx+HSsVwZ9QLZ3xIWC6f969/4Bv7h//Jn8Iv/+h/F629+a3jfzHGF\nYNqAXA7rrgN2oxycuPGTn5qnayZJADwxV/nh7sd/O37iz/80/vof+pN48zf+FnYseGLGR8mgo9jn\nsOPhU92QKkqyoiiqlxf4rLlX3/j78BP/wR/HX//jfxqvv/V/7Zn8EbPPcsGcLr7hX2T+W72W070y\nUw7JIj1reGacv/rx346f/As/jV/8t/4EXn/zb2GWJlzmgDHkSMyYzTOVz3kw8+Z3IWn6IuZk3rRk\nXTX7g9/5D+If+W/+HP63P/CH8NnDLw957k9J7NgZ8ApcT4yrulCOMGNblBUXRjeGXFJcFcbMFOzX\n3isYMVxHLuYc3qY0LzblWZjyj/09vwO/71/6Y/iFX/iP8Z1f/39RygrxJrmikLHiFVRkWbghe59J\nMN/VzvhPAvg3APwrDw8PfzHF/zSAf+rh4eGfTZf/owB+6V3u/53v/M0xQjPqV3/1m/i///Zfm/TW\nMFkDxMlQLQtKXSVcl+EYXQi79x4PfLWAxqBLQ7l00KXH8SpHi6tvGcsb2esbjGH9rV7l3q8f/iY+\n/au/NOHY1LA46NJoGXELjGnMkRtI6C+5/3kGwjj3+qnf4M0vfwuf/+/fnIB4L5E81iYc/vZUnd+p\nUtMzCyWNmOBLxDsgy2Wff+v/xOcPv4xHgZgoQBBI5ohWcx+Pn8MOvjrgZSPuBlImVwxg3Kdz12aB\n19/8Fj79X3/Jn8sGwEnT3Zu4jQC8B9rxA7C/4C72dpwPRgYoe1yP9H/28Mv45H/5a8M3ZD3m73A5\nM65nOV7OwOWkxxR/PQnotiog3KqF5djtmPya2xHTOYMdhBf1vLbUM+py8nCpgh3f/rVfwa/+6q/I\noqTlhFrPejz5keYVi75sML6/v/9JAD8F4E8D+B/v7+9/LP38lwH8e/f39/8ugF8A8M8B+Ncg2vGz\nt1ky4VyguOvnpwRIGZi71xKbARNQFYL8PKJqA3lylJZdbBhZBwgMBG2+ungEo8qoRRxhU2GJKx1E\n8nxbzvtxsOF4B3lYqsw65bsjvWYfXzuxi0N2nO83cSaL25PlyB+ydAFh4mS1h3KarXLFM46AN+P9\n7vejfLL0U3pJe6Yp4MyyWkpBgOGwJ8aX81jTTe7MXX/IfzOAbMQdD+DxdL1da9U933sC2gy+mM6n\nwbxbA2pDnCZiBN5kuZHjKZ9N7707uQXS7I3MkMZDCZTGP/fvwfAlXObbRA6qI1s16YeZ8+vE5+SD\nQkP+d6Nivo/LjZeAtDUoNnNPf/euTPTMw691UQ+T331/xv8CRJn+Kd0BzbqHh4d6f3//+wD8+7p/\nC8Dvf3h4+J/fJTEy4pk3AzTJEAfhWHcHiSJBVnNNNUErbcy8kxobjMJaR/nqFpYR3DwkIuxUMlwU\nBJmB3GVVgtJBNO7y7Pl9EvgOcfqMBJwCwh3DqO0BE91LBil8s1JF3CF4pgaLzSzJnB8BGNe00yuH\n5z3TM9whMHNkk1fOEYA9jURmwZjAbz5yXJ+PmuD4vpPHPIaXhUcBN73H7ho/n0BzkCIOwBfT+dAg\nRlm9CchI9xgSOB4HbN59jFvAm8IZbPfoeZBRj5SIDMga4SDM4TlTdnanPN2AdwfABs6WNzklIzBH\nKPLQADmv7CPb6P1rdCwU8uj7bO9i2vYzAH7mkd//MoQhv/c2g/HoYal7/ZvXipBwRUx7C8aX2bFP\nXIeBcGoJ3RaxKxin6Y6kToaKLQlPYnxeOkptCsi6vLit9HADjnaxc2Xw9E6Fv1ta8ovFuWGj/3g4\nPz7FWRp5/GUHypkxdG0QHYhTBR6097HIPwY7JoIeAAAgAElEQVTKfh0f5EsGfUsPZXtfyc0jImsN\ngqdFgVmyjQLg04Kp/m0yINvfzAA7vuoegDzrJkkin3sLYgm8dRwSNO5HAH8AvmNeZOCdygkfxB20\nOoP8wem4Y/g3bke3wrx7NV38TBmweUfjOE9A3Nmg2P5qb2cyJ2kE6Vn2USBmw43pjwdWLMz4uRrx\nvL0sR0FztyYVMGfG9vH8Ixpb7EmqSL8pK7a18mSTvv/o21ae0VlWBClc9PEGgsnu0JdrtyXFNwHh\nQiDahGWZceT+JfVwoyM/lxJ1EejLWo+tzCNxj4Cx4+g8aHfUWOgPKlPYitnuDGVmx7ef6neOpPHu\nOpoKejQaNhWZMfaM9A9NzuFxH4Cb2VemkCyaGj3SNdN2WJYyZwDfW/Fa5f2aBJQ7VvwECDMcCOQ9\nJwA+AuSxNdnH+W8Yt0cbcI73OrrfDMBH959vewuQ4bDoWTGwYlaJghMo8wTEBqTpPsAIMbvSx/7E\nqcec2HC6xqtenqmXHNG/6/aiwHjPjM2FZo+WKeHSuMW0N+NEMysOzTitlqdA3LmDuUm33OtBVbia\n1sMqVVcDFiCWhSjNRadp1rYI4tGLyn974AuWFhcmFncoSyR2nApHLnUesso2FUiai2VgdsyesplX\nWghZH+a+Ww+nsh2++PjevL+C8pmBsH10xr4AsGfpgE0jYE5HyFRZb7emwbtDuj3H2XWH2Kfv6rJC\numAI83if3e/zsw4AeDj3xHqiItft7Abo8nSewjzEzXl5kFc5zc/Z4rP4ewztEYwdh9/g0IphEOzA\nPIgWjyQvHooAX1OiVR6V8aqERY4v1mu22XrfI5nie7G571k/z62R/HYMxDZg1g80Y+w140GqYGSv\nbcziz7hz8VUiJMNlyW7qYiZXeVGJQtdFK2YAoavRDmZ0E76OST8+sffMYGe/35AqHKv02uHW+V43\nkkDDmdXxVPF6P+jaT6D8zG185sEPgE7mSFcyh2RhQH0wcDcAcrptLK2ElL9Qnybje5NnQLr3rTjw\n+LyhIchgGwN50RVO12UwnlkzctwNQE7PGxlsBukpk+cydfC7A/HuHry//OgWt7ajQsBxZwPZYMbK\nijlLFAmUEYzW67UCxvzmBqf+bjnf2KSk8V5ywfDhQzM2mUInmL3P9qLAeAcWzi6CGc+UKr5jjK2C\nsmYszDgA2SSKWB22Z5miN1AXf8mZGUNXpC5lQcGKghW1NFAlnSinVhRkU5qfUkrxSCE+KOSD8+N8\n3MsUnIF7+JujuPFxe3DUH92aQu/tz+YAtIPXubk98kweQokNZxS1OF8SqyQ2nLFzAjJl9bMVhdyV\npj+W/wKcpzyxOE7gN2CUVWz94UimuBWegRnQ/O8TWE+gPIDmCD18EDdm+ljG2N/1ucBu+RnhZ5WJ\noZzD38/rJyZWDPNUG+pwyBQ97Un/hXz3eFVKDVbOm9itR56tKTyvrQ7MU6e/KprxPKc7zElmnB6v\n8x6mfhB0WYw0lmvawHxFKQg5ImWwyRdixK0jo1hBCrpEK6ivAC1AWYG+AmUFNwJtDCwMXjt4ZfDS\nQUsFLx28VF+/DIUknCr0QFYfK9NDoUmmfbsjpfNZ0kiwZ6CdH5MBRM+NBEOPfaxncYcjoL/5LmNS\nDy+xhBn4uiOklPZ0LnjMKRxMKLybiC8nGh6Qkp8apqOZ0vZ3I4mb35kjbQbkhX3K8y7MEDtcDYuD\nXkwArNcCOrkBztqcwemjHXeSiWEccxk62IZMSHF+MSNbOlhPhXd/sN+4xLGXuA2nP/F0ErAtulfG\nVoFWgE0nc2yk05+JwaR2xNAjJbFyalxmqSKXgchqdgwh7ii9o5MsOmFWRZ0bWm8oOtWbe5Yzkp78\nHtvLAmM+PvcesvrIOVrHwsCYu7SKTR3SMyqYL2Am9zWauzNWIogqQAXEFcQCxoVklg11AWAqK9AX\noK/gugKNBIBPMluPHZQ76GpgLK2kAbMTssR6HlEQdBuRgoFHAPnoSDuEGSqENUo5DYYPel0nQn/E\nYc+TST8ooDNv2uFBfgcD3uGcjBQnIBbgsSrR9LndwwfPzOeWTQpqMW7K6fqJNGSdP4UdqnSlajHD\n40RmE0IY/c4rxJD8TbNv4GAM/z7OIuc4PzwOzIN10lx2MP7hgG+c8jKH484e6in9rY4NvB3tuzIS\nGDsgKxArIDeSIysQM5mSa/+O05/PPW+MLWdcUKDt1HUptoLexYlZb9J77r2hc0vELgD5icp8c3tZ\nYDyhsZ2bjGAj5p3IV6KxjbsbrUG04wbwBuaiQCx+UP16LytSs33gvgCFKwotAsZFwJj6ArCyYgPk\nRrLc0lVAmNYOXqvsSwWtFbzoxy4kwOzAZxXIWM5zcigA1QrvYSWio3AwZc5xVpGM5Rits0qu6GTM\n2JM5g2zWcg+SPESlvz0Gw4SIpn/PFiUU78ElA/EYjuUJbOkCAw52o/2cP6R54eVhl52cGGOE+TA+\nfeMOZ8OhScIBdw/I8TtXhQ6daTaALyPdc/wCe2Cev9/YQO96VHTwh/PNOd9guLlvvcbRwXj+Vun8\nugLXBdhq3gWMbRdmLJqwLUYqwByNsaUz1fpc8VMGJUB2dtx1JXDx2dydGScw7g29d+1tx2Dffn7B\n87YXBcY3Z+Bx9OD8NzP2h1Qg0+dsxQ7iAi4NxOIHmTr5qgA2o85HQoe4gsLFgbj0AGSwADL3BcwL\nuAG0dmDt4LUJIC8dvDQHZFupmWsFFrXm6FooWJgXm8+/5+WSvbScWX06BOQALiD5cMhI48+moZKb\nHhvMOBja8BxPFQ/1eLyOp/N03aw1JxZq6fT6vmtMEhBnQNYK2SmYsQlWOz4+mQxa9thPlNJj7hrH\nBofjYosmTp9TMlQGGhnOiAcAtXNppB0ElSX7mgcDMz4C5SMWnI5Wn/IHOGish/IBS1dKp32E4R09\nQzFvJlN0IvRK/o16/l5p3xZO7JiTXGHMuLtMYSAMlSmQewI8JmdorPKreOPIqXfNzoyBgsbKjCcg\nFgushmx18T7O14AXBsY7H9Qc8d7Ls9/8v2SYpfqbLS5KtjqIVarexShbzdSoVGXDdq7mKagovKLw\nIkDMK4gXkIIxeBFAbuSsGArGvDbQsgggLzUWB62mGctAXzAmY0GZhuRMOMioA+BlTIA8AS97BaMh\n3p4dAIGo3JDKD0jF6fNzj5JH6ZdDwmQNIgLYPJzj9b1mNpzfD1qpJyDuyqQZWTPm5C17qqXpvTzb\nGBM7Nr+5Cd7sk4X2FHlKlo8T8O7O7XY8/BagzKG5kvhc2AHw9M0Mch8FZnvfozKRM4KnP/TzVF4O\nADhvzcpQYsYOxGUE5U4mTxgQ71nxptpxeJ6PhI3lMdWp3HDs2LHmV9KMbSUTUoFrZMZhedWTZhxa\n/leAGfepRYlzRu9iOpZnv6KLSVnwFY6uBTU1OwGgK7ZS6ShsXtykJNgSTWInuIqdIAkQF15QIEdj\nxYCFF9GMTx18aaAExrw2YKnDAB7X4mCsdBi+tmq3+kz+vsGyPGbYbIZ0XMPJzhheuRyEbVp1rnRE\nqQDpY8NcG+5YBQZ6Ubjn9HAO5XSkuEg8p98p1X8e4gYGPL1v6I00sSxGdyBmZcNSbix8aOmi+UGq\n4UenIi/uNTPj6TgAcfw2580M0G7Zoc7mA/Qk3CcwO5IpOIX3KdsD844Fz+XEfmNJWMK7PTgfMobY\nnBknzdga0J4A2eKuK+Gagbgm7VhZcTMQ9glWPIDyYDufg5zyI63eYnxoWEm6d3Q0MChpxjKAV/sE\nxHkg74n8uLW9MDAez52dGTB0Em9cSKDM0x9QB5NkXCwayK791BooZw49xMO/udtcUcnM14QNkx4N\niBm6N4CuDXxq4KsC8iKaMa0LeNnCmqKqjtzV9rFr4elScAYHRj6zBSkuvacCTwAapwoU5+JOcqpk\nJYWjriWpJDE2hg/aBTMeTYIifQlw/Ziu83RZug2E0xRlP9j76HvYvZJ+nfPBtGwZUScFZobxGiBr\nxik9EyaPIHxrZ0/3wIpvHHOPY1xlgqMzpMDrlnt5EI85rX4s7iK9oZzuyxYGhi90CMzDS0UZoVQ2\nfCKPC7qxU2bGT2BPT2DcawCvA7KDMSkzTjKFArFJFDKIJ4CcgXhuWxhjm7irQynCGsQ8iNd71yWo\nCTQw4zZJFSMoI9Xld91eFBjzzrQt4u2n0q2lNTthXYZJrpSMIB3pow1umUhNAFnuAlBF8UESlSnM\nP2lRIJ53A2QD4w1JolBGvDaVKIIdA9ABPF9BUT5+t2YFwWisFHk/F1F5bEtskQYglorm6+ARRvAt\n41FYuRRmVgAwpm4DpnwgU6j9x6CLjsw1M18EKCcQNRYckoWej+YMArj2tymcj8aKO+woQMzESTMO\nlpw3mtB3Bt/CBsCcgHqEtwOqmI76XRK4OqNFnMdvBsrsv2Vm3Gv6VhNDHmWKPTAPRy0Kvm6vg/Ae\njIkLwr7Z0ma/eYG9ubGuTmPMuJcRkOWcPHxVIL7WrBnzaN5W1D0C5W8ztQw5aTn6AKBZvzOTLVBM\nskAxyUxaB+MeA3gDizbN+KsygPeYaRsrMBhxEIJAXpbtP6YeYZ91Z+Asa+YRVZS+oBeGLbxkzNj8\nkhZUkSggy6tIVlU56jk3CCO+rA7GtG6jNUVVNrcU8FJkFMy7WGqvhz7UlMA4Us00fhvZJ8dkiwG8\nOEB4AmAHYndcL6Y8ILhEwYD3QoIZ02hNAYyV27YMvDsQlnMyFqZxpltG5aKhwbF3m02iMACw7gmg\nRe2TraXwY5uDsB770KZpxbcC9wgrJp6Y7wEThh5okopEM46wMeOuzDh1YrTHKNdl4v3UcceM80IG\neh5MHQh2zOLTYwDlfSOXt5aYsYOx7q1QCstxrxknO2NlxhsxipYdIpOW2MeUhubhAHwtgtOJGQEA\njK7uDBgNpQsjBmQAr/WWrCqONOPH8+PW9qLAeH6H3ILl8ppnyBpAsdI690Xq3ekuTI4FBEtZvGUr\nZhdogAz1P6EsmVABqgCqgmYFUwWjoFNBWYrKEiU04nURdnzawJcFWMPOGOsCrmo42lm6QI0FGLux\nmCghnEpPZqEzA7VRZANo62ryERCXLF+QLr9e1ExIbsPa3UfnNIDH2GzOimnJbjWQhAudfEE5TZ4u\nz2pn9OTn8L+zMPuR/KNnrRiIwTpjwwMgA9j0+gbgChwwwHEPIOZQdTACNBlScspzzh8ts4gpOoFw\norAJgFOFVqA2MG7KEB14jRnTWD/y9+AhJs4GPabYd5I4iheVm6o0Iukjl1Eov8Phpo1IjfSLA3hK\nwMwDKLcijDhrxuIwHm7S1kgsHZjiW9nSkCJfsr+iV6cb2GLJ9HwBA9w1L+TYCOhN2G7rHb1v6G0T\nUO6b7jn8FZiBd2uzyjkMcVMuQNJaG4skHGe2aLM2A09MUnrf0NpVZQoBXy4MoiagjE2PVRchtHBF\n6Q0FV3EWtHTwCeCtoPQFhDOYCvD1V5KGr78C/8DXxDSkieBPvYObaNkOxgZ0nIDOC5TJEPpSiSFS\nPte4WKAzjqx55qDWoYMPRWcUscZJd3hdpRB+vjI+W2PJc7a0OiMzEFa2ohVaBk4N66Riy/eMmYQj\nU47f3X4hh6c42zsVN9ftKArQhK8tUsTfLgverCtcS88PH8C4o6B7tzeAmSUe5gfFBom04getFWDV\nowNBXOqomaWKMB0L9DBwvpyFlV3WjjfnFsDbA5CdVyCXFQPgSECA8f7dB//ZxZBaZqNFg6EPswZo\nxwT36Pxmkbi3K+P1qQ8SRWbGFn+pHdci+0YqSyC7/onHSL1Wb3vIcYappFkccDsnkxEEb2jG2Fwc\niHQBANwatm1DKVdQeSuEDVXqD0tVrstllwfP2V4UGNMj506qyCoHOUshikGlbO4JYMx0VjDuZp6y\nofUN1K7oVNFIzN6YGQUN3Ty1oTpYR1gcCRU0VGrgpQMrgLsCwopeCqgu4A8EjPmDO/D3fw3obQfI\n0D0D2+je0woTe0EbM0ffPYGzkRg7HsUxYBY8AsTNwFnAuHfG3Sq3fLN0fLoqEHRO/jxswIPd8b6s\neqJ1ugCk56UkkNZ0DhIF4twuCMAt07n6F6EC8SNiOrHBZQFTwVvV7C/LgjfLMpn4GbBH5sV4p+iG\nwZBtBZfmKUByTDUc2eIVpwx8rTw6fnEAdbqApvO3iwDB25OCsWMjxQpHnYZykkF4AGPToo70YdA+\n3gAYcRzjsj7KByHg7SqNydul4c2awDiBsmvGBFxrx1Y7tiK7DdiZ9GT4b5/RwNTrBhIge0Lil9QG\nxqadADGv53TSY2wFwozbtmErF5UvDYwJvTNaY9S64n22FwXGj21zuTF9Mbq9snmBT12UaEnVOxt3\nFB0VpbYJELcrQFr9CqMr4BZUB2U79yWcuvbgCqMuDJwIsN9rFQu4AYxfKfC2AODegGbif9g5BuuZ\n7B8Bf9kBlKc4gYqojj5dlNI5s4Mud0JvlMAZ4MZ4o0DwelFmrNf39LfmsEWWnwKoCiCXCtkLUCrr\nMb5nBuEBoPVlDIQFePt0HpDIkF5RhM3JU8XbRXSWt3XBm3WB8ycyK41IgHd7icUlqv4cQNxR1G/2\nHow1TIk9G+geMeIMznriA4MJJQiMy0nsQC7rpmBM6reJUljAOdhxAGe4fcxhe/dUsTIY++8JeA2I\n8xE+nIvjjfF2VWa8MF6vzS1geqEURtgZVxZWrMzYpQnwMIYyMlqv8lCuPMXFb0dpNHAP/qx5p/q/\n1b3eG1rbQNcrgLcQaVSBuHe01lG+CmAcqz3buQVypLXqJt6LB64o2Bi/gMZbJptM0XsD0QaiitZs\noI8AJl1GqaBQcVA2W2TbCxV0LliM/lUCVv29FtBKKOcSYPz1O/Qf+EBm9PjePczKjHvPgJzC+lvk\nQxxpDGgrn327TmGONcN6Z/SmwNqUaWlc74wPtCK9Xjs+W/X63uV31e56l26kAXBVEK7LfC6gLEmk\nCYDzN09gzGU4du4CyGzAnEDb2XRxQL6oTHFZFrxeopL4NO+UoQwbFNKjNhYir/cRjG0xAwfi7oBt\n8bM+bCzZ8ZdzAvLUcB7iLidllsqMu4OwHpUVG0v2vx+AWJtmH+1PvY+xWxIgjWggpqYv4saXOAw5\ns1+6M+N5Bp6EZZC4lZ4G7ASQu+1Q4J9A+DDMCDlul7N5y2UhS57RmIU1RcO2XQFUL4e9A611LK1h\nWzaU8lUA4xvnmQ27TIHszD3+ZgDlHMtmCqcG2tTQyQA5gbGyMCLRIQOEk6s8Ddeu1hVlARaZwder\nWFGUvqC3Cnz9TpLwdWHGPIBx7JIu1lFadilAwLk7Ax0ziFKQhvjOXd0K9jEMTuckoNo6eidtH+wo\ngPxawfjNImDcmoIvGSB31fO6tEmVURcB4LrYPsZNSQ8M0P+MGXcu0oxw0R6NAbOk3fV1Slqiack6\n8Pq2mkxR8WZdUsN8XDHJwbjDB/AyQKsXLwfgCYSJIt4eNoAxEDIrY9A6JZD5m4Qv2s2/nDrenJp8\nt14UiEvMUO3k2mjWjA2AbUAbaj2Ta9jcS7APk9nvEKYRlMeSOZ4bGF+W7szYxi8YIygzwR0BDUdj\nxspisyn+EQgrrzpgxuN2HGcobo1YcbPb3ju2toFxkTH4zmi1o6qWXJfrV2Olj1ub68MegUGiyCi+\n04z1UwlIW5dfPC5R39ApGLFd3ktL4EtTOOIYK4CT+q0nSdJaQLyi84qC0yhT/MDXEgBviRVvMGck\nBsCiaQc4W5wXvKP+vUcLGDd1YtJsCqfHNY0DeivovQjINpoIO+PNyZgx49O1yRLorctMKAi4N31G\nKcCigLwswLIK+PpxYdR1UlYofz4aQJpZeh8OxBmEuSjTJwA9dV9FpgAKmCouqhm/raIZazHwkmFM\n0lkRFQXivHoLHIgLjYBrwDwy5oZYHZwDfO15PALyAMJzLxDBjE2mMADunfRoDI0T+x7oOAyUbRWL\ncQtYzXEeogBjGzzOcfnPjmD5rQ4Cv1mFGQ/jFjkMky2EBbfEiBvCSsZ7Fo8Asr2B5/tM2PavCVsF\naPcmbj8sVhVt25wRi05sa2FeUbbr92R16O/6tpcpMsrKfmCN5AXE8jI+ggKxlUWYTCFabQfBp/T5\n74zSKwZHQiVWgLUdRGA6iVxSSJfohozq0wIuZzDdJWb8KgbweEsgbGGxWWwZiA1AW2LM/pLGH6cu\npv4m9pAdzewie0dji7PfgdaKgjChaTvRugBxa4w3q2nGyowpgHiDHBsCjNcKLFWA1wDZ9vUELEt8\no/xpB6kCBpTSUAyA3Es4Etf4MHvLeSGmiDGAV/FmWb2LK/fXv2NjQwq4pSgYW/lSVlyMMRsANwfg\nCDe1xmjjcyYAzgB9/BkDnLNM8frcUuNcFJDtnByMMxCbk3S3vE6DbmL2OdS6oXc59Ea93U8TYMy8\nEpj+BwzQskzx+tT9miwh5HOXI2zQjozTCzvODzECG87CgpBYU52gYOx3JNrsAJ9Tn34zibD1hq1d\nUTqDSkdrDVQ2FB3QK+UtZJT63beXBcaPxMuHD1kiBvEwFOSc8VYZLMpauM5NRgxAQHKsyAwZvCvV\n9WgQQN1AGCAdbicioHRQLShlAdWuA1YVXFf0egbXV8COGQsAc98Abh42MBY9NkC5aVxryoyDGvuL\n00FGtN7QdB69hbdeNAwFYigjLmiNdA8gbo3dLMkG8DYF4w1NAFlZ8VY6amGsYk6NZQFWA+CVsZ6A\n7SSgPDBjDeziAAdiYX7FpZo8gMg2qccnmCgQm0yRmfG6BHPkbJ4HZ5PFfJqkdQ1tOa1CHVQUfNEC\nhKmN52goZFNj9wCcB/B8TDb39CxPNPx21QE814zhkpKUDwNkxCxWZ8TmRSwBsvtPiAG/EZRyX2Vf\n54Z66B9t5MT5zJjxZe14o5LL9NjhGExZCVIO66tNHgOOmTHnV6EhffstGiHW/IvvYyQI4pti29CJ\nAeoicxYziy1+fJ/tRYHxzc0LKU9xUUh8ttqc4+kri7WKasZFBkKkQDKKjpwyd1AvwcIdfPU5HcqU\nofELqJxAS0dZgboW9GUBryfw+gqszJg/uANfExjzNYGyGo03A14FYT3aKK2D8UCjYqdUgwV8ZeR3\naxtaK9gUbDcF4q0xWitoGw1g3BrQNpUp8gDeIiC8KQhv3LD1jlbaCMYVOC0CygbIpxOwnYF15UPw\nnZkyMxyIe6+Dht4HPb3ApsQaMvgYAFVcqg3gVTFtYwNgDlD2OGPFRVd8SUBsy2oVAdyS2LEDcjoW\nNGQwHgAZY9wst02fdZQpTs0sI1XfJ224dSB2AA97SE9HY8daLSwNqY7kenPYEy3TOSZGOYWNGb/R\nATy/fQbTqd4+BtaeVgPkiXiR/046E3JP8wYniZkha1nIYcY4Hbq1TXobtMHHmrzM5Rb13bYXBca9\nj8lhPeeuLitpKsS7pk67HyABZwZ4OBJ6N1ti6Yr2DhQSG0cbqBGvb5GvlPI4Hzvrkk5o4NJlr+wL\nJ3YAF03ThQgXHbRAgU431kkMncRJCova2PTo5ykcYCyJoBu1uDELayXCRkXYLJGcA9hg9waaxjeS\n1TwaEVqRdFx0atOVCG8LYStFfQPIfcWlocTVQjEYU9LUXd3NnImmrxVhDOHORWUfSVdnGsMQS4Dc\nM7CwHa96sysRLtp15fTkgXGB1LYYejwIsy7LxeQ2yXn4t9g9tJvmIEKpyHJ+9vjOGYStZ3ZVpnWh\ngot+F8uHVixfClqxdQAZ4xRtOy/pPNIxgNFco54CYt2PwNhirroSxFYKLsYaE5WdpNpxG9gvDXGF\nRLoIyUSdH/j0aH21oXBZXRnfXRpJGsLekAJgnYraO6FtadKUv2vqbeD9thcFxtfraTjfNkne1lZs\n2x0qE7gCXtkIOk/eLCVil9Vkw+THBjzclzHGrsV4Xpx1zzgnRynMy0bYNmDbGNdrw7puWC8XLOtb\nLMuKda344O41AODzz9/gk48/B7OuQKIyhTHjvWY8SxU8MWN9/7H2ergpK25N2bHJFq1ja5l9s0gT\nHWiNRLLoVVh5Y/SWGkReZfo0V8RAUOimph/K9bJ3ZdplU5b5CPjO4b1MQaEhu5a8yndDjcZJqRFB\n2CKgAy+tBfNxVpxkCpWxzImT9Yw6EQoVUKm6JpraIVNBcferNbFiCQPHjDhLFsNL7z8jQMC2ialU\n21Zs15N8n16915DDcn9r8ZseRT93VmxM2cD4Bku2cp8lQbcs3YEx/A/ncG9Sr1s7obXzcP+j8CGY\nHUSypc+ySrVmiytHBUvBOPs3cVowATHSN+ss79D7Cb2fvRRnO5N8/j7bCwPj83C+bfoRtzO27Q4s\nxRxAWDUwkXhEs4xMM8i4JyBuMhJPxmPUbE2OdYqTzHQdD9CvzfHtCNhqwXIFtpWxLB3XZcOyXLEs\nFyzrayxLwdc/eAMA+OzTN/jkk9cJgJsCs4FztqbIA3ijdUWUyZERRi0WgB4043xszWUPB/nGCnQK\nds0qOYN1nj33FdxPGHVHA+EuttnGEqxBtLzfZBHJube4rys8xMiAlIExJRCOMMN8iMh3zU6GQALA\ngMg2bYuJNTB5AhEGd1CXgTo2oNHxgu5mjTWBcReQRtFwlf6GWl0gyRQZ+DIQOyu0ZGdKp++xXVet\nDyuu15PKNja4aUBsYGw37OJtDdJ4xuCdhGc5YgbmTNmzHDGDsP0+QvD4f++Sfm4LejvtJIrdp0/n\nDLp53QzEEbYcQCoL6Y+OznHEjuM7WYPCfUXrJxi1Pgbj99teFBhfLiMYG1Pe2gnb9grWIZQFAnVp\nbNaWf9D+WMHAtDQLAzjoWB4efUAof32LAwBGrSQmW5eOujTUZcNSL6hLRa2EZSF8/9eVGX+WmbGM\naEdY7IxjYKrHDDce45wOWKM01mJnh603d4Q9h1trbm3Bmi9dZ3ANGm0P6Yh5EUBOflsH21qTeCyv\n2JjxCMTWQ87bHoglNgA4hdORO4HVpePvnBEAABw3SURBVKmwY/l2RHY/GYQEgLZ1tK0FGCMz5ABl\nIgXkYVKRNtQKxNIdjoZIwJinuGRnjANAtiP7Z4vMyOSKhBEDQLsu2K6n1FOYegkOxoxhwM7DNT5M\nyvIdMKe4DMJHwCzF7/bgHUMYMQC0PjLj4Ysf0WGPu1VCbE9SBSxNKY2YfkD6YWLGdozvZOAs36D3\nFV3fIeSuDMxxv3fdXhQY35Ip2nbCtt0B6shHBlgqSi/gYjNhgOh6hhlYmP2wA45/QnfaoC0a55Zt\nBF5v5yl+K5UEkCuj1IZaN9R6Ra1FZ50xPvtMmPHnnydm7PQ9rZ2VpkPnWXdDuKcagmDBAzhr4epq\n1mZu/jIAu9WGg7/1KnRWl1dskokrgOr2qwJYGhDybnuPgs+pZ9IkeRuMEWZuv99y7ttisq73W9pS\nHKtvgOjdULoPo29mH9qwbU3KCKKsSDDVQkpAbI0bZXkLGtd1mvQ08cOP3W/pxwn8hkGrCYDzZ96M\nlKhMYWA89hYsX5SnucWEgbGFDagP0jCzZATwOhBbOKWP/E95uI3drDcFslsyxfT8o5+OIyd2vIuz\nls4O0wvoxZ7+qbEMkA1mbDJFziMHZYY/9X22FwbGxzKFMWN31lMqel+0W1YhGmYAMadZa5ztdlsy\njWFr8UxvHrsnsuWhiHlYgoWZ6ySHUhpKFXvD6r4YOj7/VJjxZ58KMzZmkleSDUBGeo9xZDzOAaRC\nlS0oMjCHE2w92sSPbELXcwOgjROXlEdlZMZ88mnbVrHJAMk1dvZ87D3KvNvazvMN4o1GdFamMQCv\n+aMYzguABSY5RbWUdDkzbsKMJT/9Ach2x8aMkQaAACgQa/X0Sq0+KAYQjvNh9lGq5H7IYJhAeMgH\nPWbN+Ho96buX3bH7IoUZjDNTNojhIQ04CDsYW7pmHBuO81QPDDEmU7S+PguMn4jyHzK5jSzjIR4A\nYsECivP0Elpa5LYHDRInZsx9DckCgI1X2TnfTPDT24sC45syhTJjKrJAqDiB1xWadQ92qUtndw4d\nNtnuBrELPa8fxCksAjDmFGDsxuWF1PRJNNNSNo2zyQMbPvvMZIrX+OTj1xjtPjmd88ja/LnpqC29\nc78DEDbm1rt6p+MMvCMYi/OdDEYE6Hx7OTJYmXFXZuwZpGl3ADLTL/12ls/mS8DOKZL95DY2lAmI\n7TcbqFIzNnKpSXILkNlRQMgUAcZI4YSWZA5/eMhbUt+fcV793aNRMsCOqcK5Ut8C4+hKp5qcANk1\n4+sJm4NxbjzTuT80A3HaM0XHGLT05G0G3ltx012G2/YerLK18yMIu0/PYz/RwdFMHCMuEZcBgMf4\n/I2Owi0z43b2eJ6u+8qA8Z4ZGyM4Y9texRp1dUFvK3r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sign_1)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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00uY99nwCMN/+rGQECjgubwVc7gpZS6ECYcCFlCn3YMWloxCc/TIMjJcAZgsr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\nGcgGxptssskmZyD/Hwh8Z/L3WcQEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sign_2)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HC8/9EeB5UGZYwbjnjn2r6dAXxq0fvmDFUbLgbMATmaLDRRA2/CRc46l/iSfhBZ6Fl2AA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\nlwqudoX5eTB2wGVOhDI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sign_3)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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asMpmBJAGCA2ERdny4uBHQFGNHAH0foj0+kH39TuuAfOeEctIKu7LqgoHXAPfPFmMqU+Y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gtg3sH4BMD6qpi6NYVP4NUqQGpLSpK7b5rFEsWlCZa8f8cO7JNmHVEG7NIFgVAFfBqDa0OaMpAr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\nswLcjM3MCnAzNjMr4BfaPE+HT46n5gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sign_4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "There are a few things with some of the images that might make them hard to classify. Sign 0 has some background in the photo as opposed to just a straight photo of the sign. Also, sign 1 is potentially not in our dataset. We do have a category for wild animal crossing, but that category is a picture of a deer and not a duck (as seen below). The other images seem fairly straight forward except for the fact that down sampling them to 32x32 distored the image a bit." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OdTS77v/G0Stg8s+z4LYO8RVwDARhMpM8Wn+y9loIcFlnzPcudeIuaBQbnN8ZqNL9PDd2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\ntlDJoc2U5OvvXs222iTrLEuPKYllWsK06i2ydJdJ0Psg5J3JW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Run the predictions here.\n", "### Feel free to use as many code cells as needed.\n", "\n", "wild_indexes = [i for i in range(len(y)) if y[i] == 31]\n", "plt.imshow(X[wild_indexes[0]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 7\n", "\n", "_Is your model able to perform equally well on captured pictures when compared to testing on the dataset? The simplest way to do this check the accuracy of the predictions. For example, if the model predicted 1 out of 5 signs correctly, it's 20% accurate._\n", "\n", "_**NOTE:** You could check the accuracy manually by using `signnames.csv` (same directory). This file has a mapping from the class id (0-42) to the corresponding sign name. So, you could take the class id the model outputs, lookup the name in `signnames.csv` and see if it matches the sign from the image._\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "From my code above, one can see that I achieved a 40% accuracy on my captured pictures as opposed to a 93.95% accuracy on the test set. I correctly classified sign 2 and 3. These seemed to be the most simple captured images to classify, so that doesn't surprise me." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question 8\n", "\n", "*Use the model's softmax probabilities to visualize the **certainty** of its predictions, [`tf.nn.top_k`](https://www.tensorflow.org/versions/r0.12/api_docs/python/nn.html#top_k) could prove helpful here. Which predictions is the model certain of? Uncertain? If the model was incorrect in its initial prediction, does the correct prediction appear in the top k? (k should be 5 at most)*\n", "\n", "`tf.nn.top_k` will return the values and indices (class ids) of the top k predictions. So if k=3, for each sign, it'll return the 3 largest probabilities (out of a possible 43) and the correspoding class ids.\n", "\n", "Take this numpy array as an example:\n", "\n", "```\n", "# (5, 6) array\n", "a = np.array([[ 0.24879643, 0.07032244, 0.12641572, 0.34763842, 0.07893497,\n", " 0.12789202],\n", " [ 0.28086119, 0.27569815, 0.08594638, 0.0178669 , 0.18063401,\n", " 0.15899337],\n", " [ 0.26076848, 0.23664738, 0.08020603, 0.07001922, 0.1134371 ,\n", " 0.23892179],\n", " [ 0.11943333, 0.29198961, 0.02605103, 0.26234032, 0.1351348 ,\n", " 0.16505091],\n", " [ 0.09561176, 0.34396535, 0.0643941 , 0.16240774, 0.24206137,\n", " 0.09155967]])\n", "```\n", "\n", "Running it through `sess.run(tf.nn.top_k(tf.constant(a), k=3))` produces:\n", "\n", "```\n", "TopKV2(values=array([[ 0.34763842, 0.24879643, 0.12789202],\n", " [ 0.28086119, 0.27569815, 0.18063401],\n", " [ 0.26076848, 0.23892179, 0.23664738],\n", " [ 0.29198961, 0.26234032, 0.16505091],\n", " [ 0.34396535, 0.24206137, 0.16240774]]), indices=array([[3, 0, 5],\n", " [0, 1, 4],\n", " [0, 5, 1],\n", " [1, 3, 5],\n", " [1, 4, 3]], dtype=int32))\n", "```\n", "\n", "Looking just at the first row we get `[ 0.34763842, 0.24879643, 0.12789202]`, you can confirm these are the 3 largest probabilities in `a`. You'll also notice `[3, 0, 5]` are the corresponding indices." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**\n", "\n", "As can be seen below, my network is very confident in all of its predictions. Which is somewhat unfortunate because it only gets 40% correct. The model was either correct in its prediction or the correct prediction did not appear in the top 5 predictions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **Note**: Once you have completed all of the code implementations and successfully answered each question above, you may finalize your work by exporting the iPython Notebook as an HTML document. You can do this by using the menu above and navigating to \\n\",\n", " \"**File -> Download as -> HTML (.html)**. Include the finished document along with this notebook as your submission." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "class_map = pd.read_csv(\"signnames.csv\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_class_names(probabilities, classes, class_map):\n", " class_names = []\n", " for i in range(len(probabilities)):\n", " key = class_map[class_map.ClassId == classes[i]].SignName.values[0]\n", " class_names.append(key)\n", " return class_names\n", "\n", "def get_plots(top_5, class_map, actuals):\n", " n = len(top_5[0])\n", " for i in range(n):\n", " truth = actuals[i]\n", " is_in_top_5 = truth in top_5[1][i]\n", " class_name = get_class_names(top_5[0][i], top_5[1][i], class_map)\n", " probabilities = top_5[0][i]\n", " plt.figure(figsize=(2,2))\n", " plt.title(\"Sign {0}. Contains Actual: {1}\".format(i, is_in_top_5))\n", " sns.barplot(probabilities, class_name)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ecB1wJj6BTgR2zh1oZkcAuwK74CHSUcATZtY6U/9Wye6JZtYRD1UNxSf0/sB5ZrZtTZ0y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\njvtmjSXh3Bxfmx2eyp0vaUA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HOy/6Qu8gEB5rEARBwYRhDYIgKJiYvAoAkPRnPl92FQRBEwiPNQiCoGDCsAZBEBRMpAKC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\nVQGH4hM7w4EpwEPAGsCukub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01NWfAuyOR72k8i2zslR+AjAgdYFnsuzUp52ofrpVSzATyOdGl+Cj6vtlO8xs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\n1T8uObwdnp9tj+fyeuLRUS8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TwmbWDugPXFSHYvsV8Fmu/tbAJcAmwFTgkrpytZlZT+B6YGPgU2C4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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_plots(top_5, class_map, sign_truth)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:CarND-Traffic-Sign-Classifier-Project]", "language": "python", "name": "conda-env-CarND-Traffic-Sign-Classifier-Project-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }