{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Face Generation\n", "In this project, you'll use generative adversarial networks to generate new images of faces.\n", "### Get the Data\n", "You'll be using two datasets in this project:\n", "- MNIST\n", "- CelebA\n", "\n", "Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.\n", "\n", "If you're using [FloydHub](https://www.floydhub.com/), set `data_dir` to \"/input\" and use the [FloydHub data ID](http://docs.floydhub.com/home/using_datasets/) \"R5KrjnANiKVhLWAkpXhNBe\"." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found mnist Data\n", "Found celeba Data\n" ] } ], "source": [ "data_dir = './data'\n", "\n", "# FloydHub - Use with data ID \"R5KrjnANiKVhLWAkpXhNBe\"\n", "#data_dir = '/input'\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", "\"\"\"\n", "import helper\n", "\n", "helper.download_extract('mnist', data_dir)\n", "helper.download_extract('celeba', data_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore the Data\n", "### MNIST\n", "As you're aware, the [MNIST](http://yann.lecun.com/exdb/mnist/) dataset contains images of handwritten digits. You can view the first number of examples by changing `show_n_images`. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_n_images = 25\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", "\"\"\"\n", "%matplotlib inline\n", "import os\n", "from glob import glob\n", "from matplotlib import pyplot\n", "\n", "mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')\n", "pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CelebA\n", "The [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing `show_n_images`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_n_images = 25\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", "\"\"\"\n", "mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')\n", "pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocess the Data\n", "Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.\n", "\n", "The MNIST images are black and white images with a single [color channel](https://en.wikipedia.org/wiki/Channel_(digital_image%29) while the CelebA images have [3 color channels (RGB color channel)](https://en.wikipedia.org/wiki/Channel_(digital_image%29#RGB_Images).\n", "## Build the Neural Network\n", "You'll build the components necessary to build a GANs by implementing the following functions below:\n", "- `model_inputs`\n", "- `discriminator`\n", "- `generator`\n", "- `model_loss`\n", "- `model_opt`\n", "- `train`\n", "\n", "### Check the Version of TensorFlow and Access to GPU\n", "This will check to make sure you have the correct version of TensorFlow and access to a GPU" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TensorFlow Version: 1.3.0\n", "Default GPU Device: /gpu:0\n" ] } ], "source": [ "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", "\"\"\"\n", "from distutils.version import LooseVersion\n", "import warnings\n", "import tensorflow as tf\n", "\n", "# Check TensorFlow Version\n", "assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)\n", "print('TensorFlow Version: {}'.format(tf.__version__))\n", "\n", "# Check for a GPU\n", "if not tf.test.gpu_device_name():\n", " warnings.warn('No GPU found. Please use a GPU to train your neural network.')\n", "else:\n", " print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Input\n", "Implement the `model_inputs` function to create TF Placeholders for the Neural Network. It should create the following placeholders:\n", "- Real input images placeholder with rank 4 using `image_width`, `image_height`, and `image_channels`.\n", "- Z input placeholder with rank 2 using `z_dim`.\n", "- Learning rate placeholder with rank 0.\n", "\n", "Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tests Passed\n" ] } ], "source": [ "import problem_unittests as tests\n", "\n", "def model_inputs(image_width, image_height, image_channels, z_dim):\n", " \"\"\"\n", " Create the model inputs\n", " :param image_width: The input image width\n", " :param image_height: The input image height\n", " :param image_channels: The number of image channels\n", " :param z_dim: The dimension of Z\n", " :return: Tuple of (tensor of real input images, tensor of z data, learning rate)\n", " \"\"\"\n", " inputs_real = tf.placeholder(tf.float32, shape=[None, image_height, image_width, image_channels], name='input_real')\n", " inputs_z = tf.placeholder(tf.float32, shape=[None, z_dim], name='input_z')\n", " learning_rate = tf.placeholder(tf.float32, name='learning_rate', shape=())\n", "\n", " return inputs_real, inputs_z, learning_rate\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "tests.test_model_inputs(model_inputs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discriminator\n", "Implement `discriminator` to create a discriminator neural network that discriminates on `images`. This function should be able to reuse the variables in the neural network. Use [`tf.variable_scope`](https://www.tensorflow.org/api_docs/python/tf/variable_scope) with a scope name of \"discriminator\" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tests Passed\n" ] } ], "source": [ "def discriminator(images, reuse=False):\n", " \"\"\"\n", " Create the discriminator network\n", " :param images: Tensor of input image(s)\n", " :param reuse: Boolean if the weights should be reused\n", " :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)\n", " \"\"\"\n", " with tf.variable_scope('discriminator', reuse=reuse):\n", " \n", " alpha = 0.2\n", " \n", " # Input layer is 28x28x3\n", " x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')\n", " relu1 = tf.maximum(alpha * x1, x1)\n", " # 14x14x64\n", " \n", " x2 = tf.layers.conv2d(relu1, 128, 5, strides=1, padding='same')\n", " bn2 = tf.layers.batch_normalization(x2, training=True)\n", " relu2 = tf.maximum(alpha * bn2, bn2)\n", " # 14x14x128\n", " \n", " x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')\n", " bn3 = tf.layers.batch_normalization(x3, training=True)\n", " relu3 = tf.maximum(alpha * bn3, bn3)\n", " # 7x7x256\n", "\n", " # Flatten it\n", " flat = tf.reshape(relu3, (-1, 7*7*256))\n", " logits = tf.layers.dense(flat, 1)\n", " out = tf.sigmoid(logits)\n", " \n", " return out, logits\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "tests.test_discriminator(discriminator, tf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generator\n", "Implement `generator` to generate an image using `z`. This function should be able to reuse the variables in the neural network. Use [`tf.variable_scope`](https://www.tensorflow.org/api_docs/python/tf/variable_scope) with a scope name of \"generator\" to allow the variables to be reused. The function should return the generated 28 x 28 x `out_channel_dim` images." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tests Passed\n" ] } ], "source": [ "def generator(z, out_channel_dim, is_train=True):\n", " \"\"\"\n", " Create the generator network\n", " :param z: Input z\n", " :param out_channel_dim: The number of channels in the output image\n", " :param is_train: Boolean if generator is being used for training\n", " :return: The tensor output of the generator\n", " \"\"\"\n", " with tf.variable_scope('generator', reuse=not is_train):\n", "\n", " alpha = 0.2\n", "\n", " # First fully connected layer\n", " x1 = tf.layers.dense(z, 7*7*256)\n", "\n", " # Reshape it to start the convolutional stack\n", " x1 = tf.reshape(x1, (-1, 7, 7, 256))\n", " x1 = tf.layers.batch_normalization(x1, training=is_train)\n", " x1 = tf.maximum(alpha * x1, x1)\n", "\n", " # 7x7x256 now\n", "\n", " x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=1, padding='same')\n", " x2 = tf.layers.batch_normalization(x2, training=is_train)\n", " x2 = tf.maximum(alpha * x2, x2)\n", " # 7x7x128 now\n", "\n", " x3 = tf.layers.conv2d_transpose(x2, 64, 5, strides=2, padding='same')\n", " x3 = tf.layers.batch_normalization(x3, training=is_train)\n", " x3 = tf.maximum(alpha * x3, x3)\n", " # 14x14x64 now\n", "\n", " # Output layer\n", " logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')\n", " # 28x28x3 now\n", "\n", " out = tf.tanh(logits)\n", "\n", " return out\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "tests.test_generator(generator, tf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loss\n", "Implement `model_loss` to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:\n", "- `discriminator(images, reuse=False)`\n", "- `generator(z, out_channel_dim, is_train=True)`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tests Passed\n" ] } ], "source": [ "def model_loss(input_real, input_z, out_channel_dim):\n", " \"\"\"\n", " Get the loss for the discriminator and generator\n", " :param input_real: Images from the real dataset\n", " :param input_z: Z input\n", " :param out_channel_dim: The number of channels in the output image\n", " :return: A tuple of (discriminator loss, generator loss)\n", " \"\"\"\n", " smooth = 0.1\n", " g_model = generator(input_z, out_channel_dim, is_train=True)\n", " d_model_real, d_logits_real = discriminator(input_real)\n", " d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)\n", "\n", " d_loss_real = tf.reduce_mean(\n", " tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * (1 - smooth)))\n", " d_loss_fake = tf.reduce_mean(\n", " tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))\n", " g_loss = tf.reduce_mean(\n", " tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))\n", "\n", " d_loss = d_loss_real + d_loss_fake\n", "\n", " return d_loss, g_loss\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "tests.test_model_loss(model_loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimization\n", "Implement `model_opt` to create the optimization operations for the GANs. Use [`tf.trainable_variables`](https://www.tensorflow.org/api_docs/python/tf/trainable_variables) to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tests Passed\n" ] } ], "source": [ "def model_opt(d_loss, g_loss, learning_rate, beta1):\n", " \"\"\"\n", " Get optimization operations\n", " :param d_loss: Discriminator loss Tensor\n", " :param g_loss: Generator loss Tensor\n", " :param learning_rate: Learning Rate Placeholder\n", " :param beta1: The exponential decay rate for the 1st moment in the optimizer\n", " :return: A tuple of (discriminator training operation, generator training operation)\n", " \"\"\"\n", " # Get weights and bias to update\n", " t_vars = tf.trainable_variables()\n", " d_vars = [var for var in t_vars if var.name.startswith('discriminator')]\n", " g_vars = [var for var in t_vars if var.name.startswith('generator')]\n", "\n", " # Optimize\n", " with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)): \n", " d_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)\n", " g_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)\n", " \n", " return d_train_opt, g_train_opt\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "tests.test_model_opt(model_opt, tf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Neural Network Training\n", "### Show Output\n", "Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", "\"\"\"\n", "import numpy as np\n", "\n", "def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):\n", " \"\"\"\n", " Show example output for the generator\n", " :param sess: TensorFlow session\n", " :param n_images: Number of Images to display\n", " :param input_z: Input Z Tensor\n", " :param out_channel_dim: The number of channels in the output image\n", " :param image_mode: The mode to use for images (\"RGB\" or \"L\")\n", " \"\"\"\n", " cmap = None if image_mode == 'RGB' else 'gray'\n", " z_dim = input_z.get_shape().as_list()[-1]\n", " example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])\n", "\n", " samples = sess.run(\n", " generator(input_z, out_channel_dim, False),\n", " feed_dict={input_z: example_z})\n", "\n", " images_grid = helper.images_square_grid(samples, image_mode)\n", " pyplot.imshow(images_grid, cmap=cmap)\n", " pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train\n", "Implement `train` to build and train the GANs. Use the following functions you implemented:\n", "- `model_inputs(image_width, image_height, image_channels, z_dim)`\n", "- `model_loss(input_real, input_z, out_channel_dim)`\n", "- `model_opt(d_loss, g_loss, learning_rate, beta1)`\n", "\n", "Use the `show_generator_output` to show `generator` output while you train. Running `show_generator_output` for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the `generator` output every 100 batches." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):\n", " \"\"\"\n", " Train the GAN\n", " :param epoch_count: Number of epochs\n", " :param batch_size: Batch Size\n", " :param z_dim: Z dimension\n", " :param learning_rate: Learning Rate\n", " :param beta1: The exponential decay rate for the 1st moment in the optimizer\n", " :param get_batches: Function to get batches\n", " :param data_shape: Shape of the data\n", " :param data_image_mode: The image mode to use for images (\"RGB\" or \"L\")\n", " \"\"\"\n", " # Need to first map the input_real dims to data_shape\n", " image_width = data_shape[1]\n", " image_height = data_shape[2]\n", " image_channels = data_shape[3]\n", " \n", " ### Build GAN\n", " # Define Model_Inputs\n", " input_real, input_z, lr = model_inputs(image_width, image_height, image_channels, z_dim)\n", " \n", " # Define Model_Loss\n", " d_loss, g_loss = model_loss(input_real, input_z, image_channels)\n", " \n", " # Define Model_Opt\n", " d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr, beta1)\n", " \n", " ### Training\n", " n_total_batches = data_shape[0] // batch_size\n", " \n", " with tf.Session() as sess:\n", " sess.run(tf.global_variables_initializer())\n", " for e in range(epoch_count):\n", " batch_counter = 0\n", " \n", " for batch_images in get_batches(batch_size):\n", " batch_counter += 1\n", " \n", " # Need to first scale real image values from [-0.5, 0.5] to [-1, 1]\n", " batch_images = batch_images*2.0\n", " \n", " # Sample random noise for generator\n", " batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))\n", " \n", " # Run optimizers\n", " _ = sess.run(d_train_opt, feed_dict={input_real: batch_images, \n", " input_z: batch_z,\n", " lr: learning_rate})\n", " \n", " _ = sess.run(g_train_opt, feed_dict={input_real: batch_images, \n", " input_z: batch_z,\n", " lr: learning_rate})\n", " \n", " # For each 10 batches, get the losses and print them out\n", " if batch_counter % 10 == 0:\n", " d_train_loss = d_loss.eval({input_real: batch_images, input_z: batch_z})\n", " \n", " g_train_loss = g_loss.eval({input_z: batch_z})\n", " \n", " print(\"Epoch {}/{} - Batch {}/{}: \".format(e+1, epoch_count, batch_counter, n_total_batches),\n", " \"Discriminator loss = {:.4f} \".format(d_train_loss),\n", " \"Generator loss = {:.4f}\".format(g_train_loss))\n", " \n", " # Show generator output samples so we can see the progress during training\n", " if batch_counter % 100 == 0:\n", " show_generator_output(sess, n_images, input_z, image_channels, data_image_mode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST\n", "Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 10/1875: Discriminator loss = 0.5598 Generator loss = 2.8149\n", "Epoch 1/2 - Batch 20/1875: Discriminator loss = 0.7065 Generator loss = 2.1642\n", "Epoch 1/2 - Batch 30/1875: Discriminator loss = 3.0336 Generator loss = 0.1266\n", "Epoch 1/2 - Batch 40/1875: Discriminator loss = 1.8498 Generator loss = 4.9224\n", "Epoch 1/2 - Batch 50/1875: Discriminator loss = 1.1872 Generator loss = 0.8707\n", "Epoch 1/2 - Batch 60/1875: Discriminator loss = 0.4892 Generator loss = 2.5430\n", "Epoch 1/2 - Batch 70/1875: Discriminator loss = 1.1097 Generator loss = 0.8056\n", "Epoch 1/2 - Batch 80/1875: Discriminator loss = 1.6674 Generator loss = 0.4534\n", "Epoch 1/2 - Batch 90/1875: Discriminator loss = 0.9359 Generator loss = 1.2284\n", "Epoch 1/2 - Batch 100/1875: Discriminator loss = 1.4979 Generator loss = 0.5121\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 110/1875: Discriminator loss = 0.6950 Generator loss = 1.5498\n", "Epoch 1/2 - Batch 120/1875: Discriminator loss = 0.7377 Generator loss = 2.1698\n", "Epoch 1/2 - Batch 130/1875: Discriminator loss = 0.8177 Generator loss = 1.2428\n", "Epoch 1/2 - Batch 140/1875: Discriminator loss = 0.8432 Generator loss = 1.0464\n", "Epoch 1/2 - Batch 150/1875: Discriminator loss = 0.8293 Generator loss = 2.7188\n", "Epoch 1/2 - Batch 160/1875: Discriminator loss = 1.3304 Generator loss = 0.5535\n", "Epoch 1/2 - Batch 170/1875: Discriminator loss = 0.6931 Generator loss = 1.5743\n", "Epoch 1/2 - Batch 180/1875: Discriminator loss = 0.7012 Generator loss = 2.3166\n", "Epoch 1/2 - Batch 190/1875: Discriminator loss = 0.7366 Generator loss = 1.3692\n", "Epoch 1/2 - Batch 200/1875: Discriminator loss = 1.4761 Generator loss = 5.1209\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 210/1875: Discriminator loss = 0.7337 Generator loss = 2.4665\n", "Epoch 1/2 - Batch 220/1875: Discriminator loss = 0.9298 Generator loss = 0.9258\n", "Epoch 1/2 - Batch 230/1875: Discriminator loss = 0.8609 Generator loss = 2.8815\n", "Epoch 1/2 - Batch 240/1875: Discriminator loss = 0.6341 Generator loss = 2.1427\n", "Epoch 1/2 - Batch 250/1875: Discriminator loss = 0.9177 Generator loss = 3.4723\n", "Epoch 1/2 - Batch 260/1875: Discriminator loss = 0.6909 Generator loss = 2.3242\n", "Epoch 1/2 - Batch 270/1875: Discriminator loss = 0.7552 Generator loss = 1.8731\n", "Epoch 1/2 - Batch 280/1875: Discriminator loss = 0.6630 Generator loss = 1.8683\n", "Epoch 1/2 - Batch 290/1875: Discriminator loss = 0.7820 Generator loss = 1.2088\n", "Epoch 1/2 - Batch 300/1875: Discriminator loss = 0.6482 Generator loss = 1.9430\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 310/1875: Discriminator loss = 0.7242 Generator loss = 2.6120\n", "Epoch 1/2 - Batch 320/1875: Discriminator loss = 1.0070 Generator loss = 3.8835\n", "Epoch 1/2 - Batch 330/1875: Discriminator loss = 0.8018 Generator loss = 3.4299\n", "Epoch 1/2 - Batch 340/1875: Discriminator loss = 0.7946 Generator loss = 1.2493\n", "Epoch 1/2 - Batch 350/1875: Discriminator loss = 1.4201 Generator loss = 0.5413\n", "Epoch 1/2 - Batch 360/1875: Discriminator loss = 1.1204 Generator loss = 0.7912\n", "Epoch 1/2 - Batch 370/1875: Discriminator loss = 0.6454 Generator loss = 1.6753\n", "Epoch 1/2 - Batch 380/1875: Discriminator loss = 0.6411 Generator loss = 2.4750\n", "Epoch 1/2 - Batch 390/1875: Discriminator loss = 0.8396 Generator loss = 1.2784\n", "Epoch 1/2 - Batch 400/1875: Discriminator loss = 0.5244 Generator loss = 2.1907\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 410/1875: Discriminator loss = 0.5293 Generator loss = 2.0722\n", "Epoch 1/2 - Batch 420/1875: Discriminator loss = 0.6926 Generator loss = 1.4831\n", "Epoch 1/2 - Batch 430/1875: Discriminator loss = 0.6437 Generator loss = 2.7329\n", "Epoch 1/2 - Batch 440/1875: Discriminator loss = 0.7513 Generator loss = 1.2534\n", "Epoch 1/2 - Batch 450/1875: Discriminator loss = 1.4885 Generator loss = 0.6165\n", "Epoch 1/2 - Batch 460/1875: Discriminator loss = 0.6398 Generator loss = 1.6665\n", "Epoch 1/2 - Batch 470/1875: Discriminator loss = 0.5432 Generator loss = 2.1603\n", "Epoch 1/2 - Batch 480/1875: Discriminator loss = 0.6700 Generator loss = 2.8496\n", "Epoch 1/2 - Batch 490/1875: Discriminator loss = 0.9197 Generator loss = 0.9912\n", "Epoch 1/2 - Batch 500/1875: Discriminator loss = 0.5621 Generator loss = 2.7879\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 510/1875: Discriminator loss = 1.1560 Generator loss = 0.7031\n", "Epoch 1/2 - Batch 520/1875: Discriminator loss = 0.8719 Generator loss = 1.2708\n", "Epoch 1/2 - Batch 530/1875: Discriminator loss = 0.7407 Generator loss = 1.3014\n", "Epoch 1/2 - Batch 540/1875: Discriminator loss = 0.8025 Generator loss = 1.1570\n", "Epoch 1/2 - Batch 550/1875: Discriminator loss = 0.5900 Generator loss = 2.0402\n", "Epoch 1/2 - Batch 560/1875: Discriminator loss = 3.0937 Generator loss = 0.1197\n", "Epoch 1/2 - Batch 570/1875: Discriminator loss = 0.7126 Generator loss = 1.5074\n", "Epoch 1/2 - Batch 580/1875: Discriminator loss = 0.6166 Generator loss = 1.7104\n", "Epoch 1/2 - Batch 590/1875: Discriminator loss = 0.8150 Generator loss = 1.2489\n", "Epoch 1/2 - Batch 600/1875: Discriminator loss = 0.8999 Generator loss = 1.0023\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 610/1875: Discriminator loss = 0.6927 Generator loss = 1.3818\n", "Epoch 1/2 - Batch 620/1875: Discriminator loss = 0.6832 Generator loss = 1.5788\n", "Epoch 1/2 - Batch 630/1875: Discriminator loss = 0.5987 Generator loss = 1.8359\n", "Epoch 1/2 - Batch 640/1875: Discriminator loss = 1.0618 Generator loss = 0.8331\n", "Epoch 1/2 - Batch 650/1875: Discriminator loss = 1.2504 Generator loss = 0.8167\n", "Epoch 1/2 - Batch 660/1875: Discriminator loss = 0.8722 Generator loss = 1.1218\n", "Epoch 1/2 - Batch 670/1875: Discriminator loss = 0.7567 Generator loss = 1.3172\n", "Epoch 1/2 - Batch 680/1875: Discriminator loss = 0.5880 Generator loss = 2.1269\n", "Epoch 1/2 - Batch 690/1875: Discriminator loss = 0.7626 Generator loss = 1.8650\n", "Epoch 1/2 - Batch 700/1875: Discriminator loss = 0.6855 Generator loss = 1.9209\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 710/1875: Discriminator loss = 0.7962 Generator loss = 1.2498\n", "Epoch 1/2 - Batch 720/1875: Discriminator loss = 1.7123 Generator loss = 0.4041\n", "Epoch 1/2 - Batch 730/1875: Discriminator loss = 0.9237 Generator loss = 1.0762\n", "Epoch 1/2 - Batch 740/1875: Discriminator loss = 0.7328 Generator loss = 1.3605\n", "Epoch 1/2 - Batch 750/1875: Discriminator loss = 0.6937 Generator loss = 1.7542\n", "Epoch 1/2 - Batch 760/1875: Discriminator loss = 0.6662 Generator loss = 1.6038\n", "Epoch 1/2 - Batch 770/1875: Discriminator loss = 0.7691 Generator loss = 1.2461\n", "Epoch 1/2 - Batch 780/1875: Discriminator loss = 0.6229 Generator loss = 1.8265\n", "Epoch 1/2 - Batch 790/1875: Discriminator loss = 1.1308 Generator loss = 0.7281\n", "Epoch 1/2 - Batch 800/1875: Discriminator loss = 0.6751 Generator loss = 1.6206\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 810/1875: Discriminator loss = 3.6211 Generator loss = 0.0712\n", "Epoch 1/2 - Batch 820/1875: Discriminator loss = 0.7947 Generator loss = 1.5960\n", "Epoch 1/2 - Batch 830/1875: Discriminator loss = 0.7583 Generator loss = 1.6519\n", "Epoch 1/2 - Batch 840/1875: Discriminator loss = 0.8214 Generator loss = 1.1665\n", "Epoch 1/2 - Batch 850/1875: Discriminator loss = 1.3749 Generator loss = 0.5155\n", "Epoch 1/2 - Batch 860/1875: Discriminator loss = 0.7820 Generator loss = 1.2664\n", "Epoch 1/2 - Batch 870/1875: Discriminator loss = 0.9635 Generator loss = 0.9373\n", "Epoch 1/2 - Batch 880/1875: Discriminator loss = 1.9410 Generator loss = 4.6680\n", "Epoch 1/2 - Batch 890/1875: Discriminator loss = 0.8095 Generator loss = 1.3465\n", "Epoch 1/2 - Batch 900/1875: Discriminator loss = 0.8693 Generator loss = 1.0423\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 910/1875: Discriminator loss = 0.6262 Generator loss = 1.7904\n", "Epoch 1/2 - Batch 920/1875: Discriminator loss = 0.8148 Generator loss = 1.2976\n", "Epoch 1/2 - Batch 930/1875: Discriminator loss = 0.8214 Generator loss = 1.2598\n", "Epoch 1/2 - Batch 940/1875: Discriminator loss = 1.2272 Generator loss = 0.6645\n", "Epoch 1/2 - Batch 950/1875: Discriminator loss = 0.7440 Generator loss = 1.8938\n", "Epoch 1/2 - Batch 960/1875: Discriminator loss = 0.7034 Generator loss = 1.9706\n", "Epoch 1/2 - Batch 970/1875: Discriminator loss = 0.8266 Generator loss = 1.1510\n", "Epoch 1/2 - Batch 980/1875: Discriminator loss = 0.6658 Generator loss = 1.5055\n", "Epoch 1/2 - Batch 990/1875: Discriminator loss = 0.6190 Generator loss = 1.5495\n", "Epoch 1/2 - Batch 1000/1875: Discriminator loss = 0.5822 Generator loss = 1.8993\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1010/1875: Discriminator loss = 0.7069 Generator loss = 1.4142\n", "Epoch 1/2 - Batch 1020/1875: Discriminator loss = 1.5939 Generator loss = 0.4351\n", "Epoch 1/2 - Batch 1030/1875: Discriminator loss = 0.8258 Generator loss = 1.1108\n", "Epoch 1/2 - Batch 1040/1875: Discriminator loss = 0.5395 Generator loss = 2.1890\n", "Epoch 1/2 - Batch 1050/1875: Discriminator loss = 0.8404 Generator loss = 1.6434\n", "Epoch 1/2 - Batch 1060/1875: Discriminator loss = 0.9250 Generator loss = 2.4889\n", "Epoch 1/2 - Batch 1070/1875: Discriminator loss = 0.7727 Generator loss = 2.1918\n", "Epoch 1/2 - Batch 1080/1875: Discriminator loss = 1.0943 Generator loss = 0.7547\n", "Epoch 1/2 - Batch 1090/1875: Discriminator loss = 0.6807 Generator loss = 1.5021\n", "Epoch 1/2 - Batch 1100/1875: Discriminator loss = 0.6159 Generator loss = 1.6413\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1110/1875: Discriminator loss = 0.5860 Generator loss = 2.0896\n", "Epoch 1/2 - Batch 1120/1875: Discriminator loss = 0.7474 Generator loss = 1.3979\n", "Epoch 1/2 - Batch 1130/1875: Discriminator loss = 0.6290 Generator loss = 1.6075\n", "Epoch 1/2 - Batch 1140/1875: Discriminator loss = 0.7309 Generator loss = 1.2905\n", "Epoch 1/2 - Batch 1150/1875: Discriminator loss = 2.5094 Generator loss = 0.1848\n", "Epoch 1/2 - Batch 1160/1875: Discriminator loss = 0.7288 Generator loss = 1.5681\n", "Epoch 1/2 - Batch 1170/1875: Discriminator loss = 0.7798 Generator loss = 2.0383\n", "Epoch 1/2 - Batch 1180/1875: Discriminator loss = 1.0007 Generator loss = 1.0314\n", "Epoch 1/2 - Batch 1190/1875: Discriminator loss = 1.6081 Generator loss = 0.4531\n", "Epoch 1/2 - Batch 1200/1875: Discriminator loss = 0.8247 Generator loss = 1.2256\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1210/1875: Discriminator loss = 0.9127 Generator loss = 1.6879\n", "Epoch 1/2 - Batch 1220/1875: Discriminator loss = 1.7391 Generator loss = 0.3545\n", "Epoch 1/2 - Batch 1230/1875: Discriminator loss = 0.6833 Generator loss = 1.6202\n", "Epoch 1/2 - Batch 1240/1875: Discriminator loss = 1.0312 Generator loss = 0.8277\n", "Epoch 1/2 - Batch 1250/1875: Discriminator loss = 0.7394 Generator loss = 1.2262\n", "Epoch 1/2 - Batch 1260/1875: Discriminator loss = 0.5959 Generator loss = 1.8553\n", "Epoch 1/2 - Batch 1270/1875: Discriminator loss = 0.6380 Generator loss = 1.5748\n", "Epoch 1/2 - Batch 1280/1875: Discriminator loss = 0.7168 Generator loss = 1.3335\n", "Epoch 1/2 - Batch 1290/1875: Discriminator loss = 0.7815 Generator loss = 1.2137\n", "Epoch 1/2 - Batch 1300/1875: Discriminator loss = 0.6377 Generator loss = 1.5158\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1310/1875: Discriminator loss = 1.3222 Generator loss = 0.5970\n", "Epoch 1/2 - Batch 1320/1875: Discriminator loss = 0.7733 Generator loss = 1.2306\n", "Epoch 1/2 - Batch 1330/1875: Discriminator loss = 0.7278 Generator loss = 1.4298\n", "Epoch 1/2 - Batch 1340/1875: Discriminator loss = 2.5882 Generator loss = 4.0969\n", "Epoch 1/2 - Batch 1350/1875: Discriminator loss = 0.8260 Generator loss = 1.2056\n", "Epoch 1/2 - Batch 1360/1875: Discriminator loss = 0.9383 Generator loss = 1.1385\n", "Epoch 1/2 - Batch 1370/1875: Discriminator loss = 0.9224 Generator loss = 1.0839\n", "Epoch 1/2 - Batch 1380/1875: Discriminator loss = 1.2004 Generator loss = 0.6958\n", "Epoch 1/2 - Batch 1390/1875: Discriminator loss = 0.8645 Generator loss = 1.1021\n", "Epoch 1/2 - Batch 1400/1875: Discriminator loss = 1.0572 Generator loss = 0.7818\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1410/1875: Discriminator loss = 0.6403 Generator loss = 1.5586\n", "Epoch 1/2 - Batch 1420/1875: Discriminator loss = 1.3464 Generator loss = 0.5853\n", "Epoch 1/2 - Batch 1430/1875: Discriminator loss = 0.7958 Generator loss = 1.1873\n", "Epoch 1/2 - Batch 1440/1875: Discriminator loss = 0.6503 Generator loss = 1.5489\n", "Epoch 1/2 - Batch 1450/1875: Discriminator loss = 2.4212 Generator loss = 0.2619\n", "Epoch 1/2 - Batch 1460/1875: Discriminator loss = 0.6293 Generator loss = 2.4687\n", "Epoch 1/2 - Batch 1470/1875: Discriminator loss = 0.8876 Generator loss = 0.9884\n", "Epoch 1/2 - Batch 1480/1875: Discriminator loss = 0.9444 Generator loss = 1.0101\n", "Epoch 1/2 - Batch 1490/1875: Discriminator loss = 0.5824 Generator loss = 1.6643\n", "Epoch 1/2 - Batch 1500/1875: Discriminator loss = 0.7214 Generator loss = 1.3887\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1510/1875: Discriminator loss = 1.0312 Generator loss = 0.7956\n", "Epoch 1/2 - Batch 1520/1875: Discriminator loss = 0.8405 Generator loss = 1.4442\n", "Epoch 1/2 - Batch 1530/1875: Discriminator loss = 0.6213 Generator loss = 1.7494\n", "Epoch 1/2 - Batch 1540/1875: Discriminator loss = 0.9099 Generator loss = 1.0760\n", "Epoch 1/2 - Batch 1550/1875: Discriminator loss = 0.8704 Generator loss = 1.1344\n", "Epoch 1/2 - Batch 1560/1875: Discriminator loss = 0.6695 Generator loss = 1.5028\n", "Epoch 1/2 - Batch 1570/1875: Discriminator loss = 0.6974 Generator loss = 1.4667\n", "Epoch 1/2 - Batch 1580/1875: Discriminator loss = 0.6379 Generator loss = 1.5632\n", "Epoch 1/2 - Batch 1590/1875: Discriminator loss = 1.4084 Generator loss = 0.5285\n", "Epoch 1/2 - Batch 1600/1875: Discriminator loss = 0.8207 Generator loss = 1.1111\n" ] }, { "data": { "image/png": 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t2ulO3EAgoKrro48+qp6RzZs3a5tlF2nnzp01NH/VqlU6TgOBQFiBG7mXDz/8MAC33HJLUva+VFlSMMa0NcZ8ZoxZZIxZaIy5svT9xsaY6caYn0v/bZS45np4eCSbKrskjTEtgZbW2u+MMfWBucBQYCSw0Vp7tzHmeqCRtbbCULFkuSQbNmyoMQnt27dXPVNm7YsuuighbiiZzW+//XZuuOGGXT6XlevXX39Vt1JkdWF3IVF5z10ARr7rriX52GOPcc899wDoyueWVtw77hLNZ599Bjh7+yU6sFOnTpVKGImmsp2W0q8NGzbUDXQdOnRQu4xkTq7OuYWcnBxefvllAI444oiw+yf3YfTo0WoovO222wBo0aJF1OO7jZXFxcUq9crmuJ9++ineJsfkkkzk/oW3gGOAJTiTBUBLYEkq9z4ANjMz02ZmZtqbbrrJ7ty50+7cudMWFRXZvLw8m5eXZwcNGmQHDRpU5eP7fL6o7zds2NDOmzfPzps3LyyevbLXzp07NYa9qKjIFhUV2cLCQt0zUVJSYouLi21xcbH95ptvdK9Bovst1mv3+Xy6r2Pr1q22ffv2tn379jXSnsra2adPH9unTx/722+/6V6MUChkx40bZ8eNG1etc8geBDmXz+ezvXv3tr1797Z5eXnl3m+5l9KWkpISve/u992vlStX2gEDBtgBAwboeavQ5tTtfTDG7A10A74BmltrV5d+tAaImh6oOqXoPTw8kke1JwVjTD3gP8BYa+1Wd5SWtdaWpxrYapSir4iMjAz+9re/AXDppZeqQSw3N5eDDjoIQFObJQp3LYdly5YBzl552RcfDWvLks3m5eXx+++/A/DSSy8BMGnSJP3c7YNOVgGQWBGRWIxkeXl5LF++vCabtAvGGI0MlQ1qP/74o7p7t2zZojkuqkNkUhNrLXPmzAHC06pFEql2lJSUqIq5detWzfLsTmc3YcIEDRdPdhRytSYFY0wGzoTwkrX29dK3c40xLa21q0vtDsmPcaWso88//3xuvfVWwLlpYkc49thjEz4ZCHKTfv/9d0477TR9XwaG/HvKKadogozHH3+c5557DnB85fLgx2sJl2Mny3YQyfDhw4GyiapXr14pz1hUHu4KUTJ5yq7Ohx9+mA8++ABwdqKKDaY6uPcagDMO5D4Eg0HdP7Jy5UqNQ4iGO54mJydH7+myZcs47rjjACcEO1X9XB3vgwGeBRZbax90ffQ2cG7p3+fi2Bo8PDxqCdXxPvQBvgDmA2L6vQHHrvAqsCewEjjNWruxkmNVawo0xqhFd9GiRWE7ziSf3d133502K1ptJTs7WyMdhQ4dOkSNHqwJZDVu2rQpV155JYDmMJwyZYrWRdhjjz00irE6tRzi2WwmHoYpU6Zw2GGHAWXqQUlJiXptli9fzjHHHAPAn3/+megxm1rvQzU9F9W2NovH4dlnn7Xz58+38+fPtyeeeGKNW8F3p9dLL72k1nDx6gQCgRpvV+TL5/PZBg0a2AYNGth69erZevXqVdVaX+GrGl4AC04WrRT3X0zeBy/M2cPDI4zdJp+CGJnq1Kmj1uBUVGX+X0A8OGvXrtXNOiLu7rXXXinJl+CREGJSH3abvQ9iAS4oKAhLXuFRfWQiyMvL08lAshUlcstubaOm6kUkG0998PDwCGO3UR8E9z6BZF1bvIlAajuiPrRo0UJVhVTFRaQztVBS8NKxeXh4xE9a2xTcWWfcOwrFvyt+6YKCAv1uQUGBRgVaa8stUybHiiZVuGs0Ru5mjPxudajJlSYy1Nb9XlZWlratsLBQDberV68O6xf5jYQPuw27fr9fI/6Ki4s1Yk9+HwqFotp+qhszEAuR56ioHRVJhfG01d1f7vwa0T53j0l3Fq3IcRgMBsMiWuXzoqKisGty1wKNhbSeFKJth7XWqrFLCsWGQqGwDq7sJlb2MLrP6/5OIh/eylSQZBaPheh9K+8VFhbqxBvZzmh9KIPNnRQkGAxqPH9xcXHUAZnI/kzEsaIdI1FtlOO4k6UI7m3y7nHszjod7R4UFhaGpRZM1CTrqQ8eHh5hpLWkUB6y6lQ1vDYdDEOVtSGZUkJluNO/ZWRkhKljglvEldWtbt26qkLk5eXpipgO/V0RqVTjKpNG3Ct+ZQlrrLWagNatVruPWZVrqpWTQrJJR+9CNPtKsgiFQjrxxuJlkMEbOUjTrQ/LQ3Yzbt++vcbaXF1bSiAQ0HTwX3/9dbWuw1MfPDw8wviflhTcBp5oVt50ITMzU0uitWrVijfffBOoXLxMFbIr1efzaYRjTao/8dCoUSNt/8KFC2skiY3P59OEPD169OCCCy4AoF+/flr/Y+vWrZr/UbJEP//882po/Oqrr/juu++AXcdvvON5twteinJswNn2K0inn3POOXz77beAU90pnfZKGGPo0aMH4LRTCqX+8ccfmoBU3qtJgsGgJqv94YcfeOedd4CazxBVGTIujjvuOJ0UJkyYkPD6ohUhD/Qrr7zCkCFD9L143Kuirg0aNCiWzExe8JKHh0f87Pbqg8y69erV4x//+AcAJ554IuAEOp155pmAUwVaEnOsWLFC1Qmfz1ftMmyV4S71JqvHAw88oOXlrbXMnz8fcFYVd7Xpmuaoo47ivPPOA2DWrFn88MMPQHpIMRXRrFkzAC6++GKeeOIJIPFVyMtDVFZJLz9w4MCoZeVCoZCu+n6/P6oEUadOHQDOPvtsZsyYkZD27Zbqg3TUkUceqYk7FyxYoPn65Obvv//+vPvuu4ATxSd98eSTT3LTTTcBji6XLP1YsvHceuutmmi0X79+QNmgBWegSNagnJwcVXnOO+88/vzzz6S0rTykQK5MUllZWdo/CxYs0OpF06dP13oQ6WZfqFevntat2GeffbQOyF//+tek7+nw+/1cccUVALpIhUIhjUxcunQpDzzwAAATJ06MGvUoxXElyS84Y0QSE8u9iYKnPnh4eMTPbqc+9OnTh/feew9wVrGFCxcCqA/XzYoVK3SGNsZoMNSdd96pIdTJwufzcemllwIwdOjQqOngpQ333nsv7dq1A2DkyJEcffTRgLNiPPjgg7v8LpFkZGTw6quvAnDCCSeoeuMWcWXVfeKJJzQn4sCBA1XyeuWVV9Iij6PslXnppZdo27Yt4MQoiBSWTClBcoi+//779O7dGyhTI4qKiliwYAEAZ555plZ+Ks+LIPfjxRdf1PtgjKFly5ZAhZJCTHiSgoeHRxi7jaTQqVMnAD799FPdSNKvXz+++OKLXb4rn0+YMEH13ffff5+hQ4cCqYlTGDp0KNdcc43+X3RHiT04/PDDdfWAspXmrLPO0tVh6dKlSWvf4MGDAZg8ebLaaKBsNV292ikCdvXVV2s9zl9++UU/z8jI4JlnngGc7MqPPPIIkJgUeXL9WVlZ6g6tV6+e2lrmzZunhlu514FAgAMOOABw7DLCjh07eP7556vVjljGy4ABAwAnDkHaJlLVkiVLtK7k4sWLKz2Wu36mXJ+1NqbfxsJuMylIKXa/369xCJETQocOHQDUQh4MBvnjjz+AsqKdyUYCT5544okwEXzcOKcG70MPPRT1dx07dgQcI6o8WHPnzk1KGzt16sRrr70GOH0kg37Dhg1MnDgRQAvb5uXlsd9++wGOKH788ccDTtzHHnvsAcD//d//adWju+66C0BTrFcFaU+dOnX0Aenfv7+ee/369bpDs0mTJoAzUXz44YeAE2wlht133nlHqzpVtR2VYYzRsRcIBHb53fPPPx+XyC8TgXv7e3Fxcbl9Gu/ejmqrD8YYvzHme2PMu6X/b2eM+cYYs8wYM8UYU379LA8Pj7QjEZLClcBioEHp/+8BHrLWTjbGPAWcD/wzAecplwMOOEDF63nz5jFhwoRdvnPxxRfz5JNPAmUzZ2FhoboAU8H+++/PV199BYQngHn//ffLlRAESWSyc+dOdamecMIJGvpaXUOez+dj3333BeDzzz8nIyNDPxOV4I033lDDprvsmoTXNm7cWK9v9uzZeh8OPvhgLTf30UcfATBjxoxquyo3btzIjTfeCMCNN94YlstBVMGPP/4YcFbSU089FXBcwXLuxx57LCUuU1FZ3PkUpK/q1q3LkUceCTh9XNmKLkZnN5EJWSI/i4fq1pJsA5wI3AlcXVpK7ijgzNKvTABuIcmTwvHHH88ZZ5wBOOKgdELbtm1ZtGgREB7mLP7dUaNGpSQcVzwLM2bM0HYUFBTwn//8BygLu64IUY/GjBmj+unYsWM1Z6LEW8QsIpaKntK2QCCgwVL5+fkaPltSUsKxxx4LwLfffltu4htw1AvRk/1+P59++ikAnTt3Vn1XVLdkPIjSDnffuvtDJiafz6f33W23iZfIYKKKkvs89dRTAFxyySUaWyI2kNzcXJ3Us7Kywracu48pC9/bb7+9y/nXrl2bMO9JddWHh4HrKCsb1wTYbK2VJ+13oHW0HxpjLjLGzDHGVE2h8/DwSApVlhSMMYOAtdbaucaYfvH+3kaUoq/K/nsxuHz00UdqqCkpKdGYhG+//TYsYcU555wDOPX8UoEY4MSPX79+fa3F+Nhjj6l4HcsML6LhhAkTVBQ98sgj6dq1K+CoIO7vVYZ4FGTT1dChQ3UlXbFiBcuWLQPgoosu0lLz8a7ucn82bdqkEkR1DIzxECkBBgIBjjrqKP2/VKCuTjyKjK1Y+kWu/+uvv9Zq4yL95eXlaV/l5+dHzQ9pjFFVt3VrZ5211mrIe79+/RK2a7Y66kNvYIgx5gQgC8em8AiQY4wJlEoLbYA/qt/McCSARnaWTZs2TTvP5/Mxbdo0wOlIeeCuuuoqtda7XTrJIhgMajtERC8qKtKCt1OnTq3ysSXoqVWrVuq1EF0/1klB1Jibb74ZQN114IipYsmvzn4At8dErjda0tJkIg9ut27dwsTtN954A6ie+zme38r1vvXWWyxZsgRwbCJQ/j2LVB0mT54MhBemvfzyywF04k4EVVYfrLXjrbVtrLV7A6cDn1przwI+A4aVfu1cvFL0Hh61imTEKYwDJhtj7gC+B55N5MEzMjK0VPcll1wCOGL5l19+CTjxBrJb7Omnn+b7778H4LrrrtONL1LybMKECUnbAdm2bVs9tkgkv/76q/rK3TsjY0FWufbt22s4q9/vV7Up3pVXVBBRP3w+n4qfN998c1QJIZ5swS1atFBxNxQKqXEtlfkKgLD4CHdGZZEUUs3++++v3pp48ib89NNP1K9fP+w9n8+n0m8iA+4SMilYa2cAM0r//hU4LBHH9fDwSD1pE9FojAkzrAQCAV1hg8GghjG3bt1a9WGJmLv55ptVCjjzzDOjbhIaMmSIboh5+umnASciUFxk8bZViJyhRWfu3bu3RtNJdN3UqVM1ss0Yo5u1yjM0ivFp3Lhxmh1o6NChqlPu3LmT4447DihfL3WHwbptKLKKS3uhzNYiG24irzcYDOrflYUrT5kyRa9/6dKl/Pjjj9qOVCARixLH0aNHD5VSHn74YbZt25aSdkSyZs0aDj30UKDMDlCRlNe3b18A2rRpE/VY69evT3gb02ZSiPTJFhcX6wAsLi7WnWMLFizQnY2yu23RokXqVy+PrVu37lLI5LjjjqvSpCDtjYY8eC1atNgl/2MoFOKiiy4C4KSTTtLJ4uijj9Zwawm6+dvf/qb7491Vg9wPf5cuXSq97mhFRqBsL78bOXbkHn6ZhHfu3FmhcdYYowlsunXrpvkFb7jhhpSmujPGqOdHJtOsrCzNHynG1UScB+Kb6OrWravqr6i2CxYs0L53J1n57LPP6NOnT9i5oOz++Hy+sF2+iZpwvV2SHh4eYaRd5iVZ2Ywx5YrE7u9AbG64pk2b6q5CMXqdeOKJKm0kmoyMDF39GzRwIsDnz5/PXnvtBTiGPrmOHTt2qJgvUWuRM7+7yMrXX38NwIgRI3Q1rqgd4EgwsspnZ2drpKeIpcYYlVz23ntvdZdB7CvhcccdpzsOMzIyNHJ03LhxKTcw3n///YDjigbnGsR9K5mNaoKlS5eqWiW7Sy+//HI1PhYVFamE+MUXX+j9cxfdcdfWuPjiiwEnyjFyp20UYsq8lDbqgxBL7EBV4gs2btyo2W5l8Ldo0SJpk0IRmum3AAAgAElEQVRRUZF6Bnr16gU4uzTlxu3cuVP3M8i/bqy1+iAVFBRoWvdFixbxz3/+M+w6KiJaOq9gMKixDuLn7tWrl6oJ7777rtocYnmYxVYzadIkPcbMmTP1wUz1hABo2Ltcc0FBQdh+jURQFfXhgw8+4NxzzwXKJuSTTjpJbUN77rmn7tFw23vck4IsIFu2bKF///4AfPnllwlLzeepDx4eHmGknaSQLDIyMujWrRtQNrMnO5XZwIEDAVRC2XfffdWw2aZNGw1XdScxkY0xb7/9thoD165dq0ayRISybtmyRaMtZXUZMWKExn00b95cw59nzpxZ4Uq43377cd111wHOyilhzKNGjdJEuTWB9KNIlXl5eeqhShRVUb3dRkW57xdddJHe10AgECYhiGdq9uzZGlshffzJJ59o7EJubm7CDI3/M5PCSSedpK68O+64Ayiz/iYLuaFSqzAYDKoqkZeXp5bj/Px8FW0lzfx7772XkMAqt9VaHhBjjIqi0gfz5s1j0qRJgKPLyk48a616ftasWcOsWbO0/eC4NsXNunTpUk1Y4rZJ1ASyv2D8+PGAoz7IpHf11VfXWBWwdu3aqRtRMmP7fD61Ja1bt053vi5btkzVvJUrV0Z1XSajOK6nPnh4eISRdt6HqtC4cWO1wkcGAol0cP/996sR7PHHHwec1TEV1y/i4M0338xll10GODO8iLNjxoxRS3SijXJVWUkOOOAADceW2hRyDJEAZOfn4sWLtV8zMzP1Op544olKYyiSSWR9ilAopN6nXr16Jb2+QyTiRTjkkENUWrz66qsBp8aHqDsPP/yw7uD8/vvv44rvEMmzgmurnd6HqnDppZdqh/zlL3/RDs7OzladuV69epr1RwZHqiZEEftuu+02bdvKlSs1EUg61bAE+PHHH9lnn330b9Fbi4uLNXGKTDYLFy7UjE0bNmzgk08+AWq++O3KlSuBMv27adOmasM5++yzefbZhG7JqRRZnLKzs9WudPfddwNOkiBZ1F544QVWrVoFxL+fJV2SrHh4eOxm7BbqA5QF/XTo0IHzzz8fcMREMZhNmDBBy5i5Q0o9qoff71cDZjr1p0gyb73l7NyX8Gtw9mWcffbZQOz5JxLVHmutxhm465VK3yW5D72ycR4eHvGzW9gUoEwvX7BggYa2QllIdDqtYrsTqVppq4pbOhQd3Z3cN1W4zxfZZ+lWgHe3mRTKI9063CM1yEMoxrzly5czc+ZMAGbNmhU2LpLh66/NeOqDh4dHGLuNoTGGc3grQS0g0fdJjHpuSkpKdsmtAf8TkkLtj1OIlnXZGKPvuxNMuD0K8n3376KpET6fb5dEKHI89wBJ1GCJPK4MSL/fr39LewKBgOrAkf5n+Y7f79fjlefTrmrb3bYY91b1SE+D3+8Pq2nozqrtzlHpLpkOTn9Ha1t57XW3x/1Au4/r/jtyDLiTl7j/do8n9/eFQCAQFnNR3bEQbRJytz3y+gSfzxcWph75O/c1VLe9nvrg4eERRlpLCuWVKJMVSDwO7hXT/bvKZkm3VFGeZBBPxt3KiGyP2zctYbCSx+Dzzz/X1T/yd+70bski1v6MN+quqka98saCe1UtL/Wc+/uRf0emAYz8PNHh0BWVloskMn4hWiyDqEeJlGbSelKoDHfewmhVdWIhmlga7RzJxFqr+yNkR2VFmadSQVX7M9bjJprIxLTx/rYmcaszEH1na3nIGIlUQapDtdQHY0yOMWaqMeYnY8xiY0xPY0xjY8x0Y8zPpf82qlYLPTw8Ukp1JYVHgA+ttcOMMUEgG7gB+MRae7cx5nrgepwCMUmjOkZBt6GmplZmay3NmzcH4OSTTwZg1apVWpW4Jleyml5F46E2tTUSGYd169YNy8soyXUqozxJt0ptqeqBjDENgXlAe+s6iDFmCdDPWrvaGNMSmGGt7VzJsRJ2N916WOmxgehi2P7778/RRx8NOFmRZCtrLLkPE4nf79eS6J07O101f/58LZSb7lGDHtUjMzOTk046CYCRI0fqff/zzz+1KO6mTZsS8dAnfe9DO2Ad8Lwx5ntjzL+NMXWB5tba1aXfWQM0j/ZjrxS9h0d6Uh1J4RBgNtDbWvuNMeYRYCtwubU2x/W9TdbaCu0KiZAUxFB3zjnnaDXquXPnaqbk7t27q7RwyCHOZNmwYcMwQ+OoUaMAmDhxorttSRdLMzMztaS4iI6FhYUqNUhuAI/dk3vvvVdTtdepU0el26KiIv178eLFOq4lR0gVDKtJlxR+B3631ko2zKlAdyC3VG2g9N+11TiHh4dHiqlWmLMx5gvgAmvtEmPMLUDd0o82uAyNja2111VynGovxbLCTp8+XWv1BYNB9TO7s+RGiz0oKiri9ddfB5x6lMlyyUXDXdJMMvQUFxczdepUwJF+4o0H8IifVIfCi5T6wQcfaF3UwsJCLRjUoEEDzRPitpU9/PDDAFx//fXxZriKSVKo7qRwEPBvIAj8CozCkT5eBfYEVgKnWWsrTO1b3UnB5/MxevRoAO655x7tyJKSEk3HVbduXc1/KCrFwoULueWWWwBYvXq1BkPNnz8/pbsrs7OzNYOv5DuEssCZjh07au5Dj/KJx08vQT9+v1+zPPfo0UP/FnUumcgitNdee2kuzPPOO49ffvkFcPJjPvroo4CTZlAWPlkg3n33XU455RQgZs9L8vc+WGvnAdFOMqA6x/Xw8Kg5dotdkn/961+1ZkF2draKVNu2beO///0vAGeddZZKAtEyJhtjNLHn5s2bK63RmEiOOOIIzY7s3tgirsjLLruMp59+OmXtgbJVt1WrVirFBINBjj32WAAGDRoEwGGHHaY1FpYtW6bJcYuLi1MqbRljtJxenz599F5L3chbb72VZcuWAfDKK68wY8YMwCnK88477wCO1CAGv1dffTVpbZUiQVLcJT8/X42I33zzTdTx2bJlS2bPng1A27Zt9XdSVTvGkvS1f5dkZUgRkosvvljDg0tKSrRT999/f9XVK4tht9ZqQdiGDRsmq8lR2WeffXQQR1MfJE15IqlI1A4EAtqH1lpuu+02AMaOHUtOTk7Yd0OhkFaIqlevnj6Et99+e5Xa5d4NGAtigzn99NO54IILAKcAq1RfkipgPp+PuXPnAvDmm29qLEpxcbEWAN6xY4eOgVioSlhx06ZNNT/k5s2bAWfi+uKLLyo81urVqznrrLOAsopjidyX48bbJenh4RFGrZQUZIa89tprATjwwANVfPrxxx8ZPnw4EH/pMpmlxaAj50qF90FyQ7iR9kudgETh8/l0dZQV1VrL4MGDAbjrrrvCViGp5XD77bfTtWtXwFnxwFm1RO2aPn16rGJsucRjJOzXr59WcB46dKiqfPfee6+qW9K2hQsXRvXguCUfYwy///57QtsayaRJkzjyyCMBtNbm/fffH9OxpMSfqMc7duyIOm6qS62cFKQjxI3jLkJy8803s23btmodf/369UkTzaJRnqgtXpJEb9/1+XxqXRfvTFZWltpliouLVe8dMWJE2PmjqTJyrAULFvDll18CyQvNNsYwZswYwFkUpFDN008/rTVCRSyHynVt9/UFAgEtbBNLwFg86oPcyz59+uj3xS4T6+RyzDHHAOEpA+T6E4mnPnh4eIRRKyUFMca1atUKgPr162tociL8y6nyyIiaEggEdsklaK1VtSHRq240MVrK2QE8//zzvPzyy0BsUkrv3r0B6NKlC6tXr67k29XD7/erJNi4cWMVpR988MEwCaEyxEB5ySWX6Hjatm0bP/74Y0y/j1etPPjgg/XvRx55BEC9IbGe77DDDgPK2p6sjXtpMylE62R3Ljr5rG3btvTs2RNA9dvs7Gx1hbVv3z7p7sRE2RkGDHDCOQKBgFrcZXIoKSnh5ptvBmpmS7DYGgoLC6PmsRTck9kNN9ygenKyCIVCmqrd7/frgyFqUCz4/X5uuOEGABo1aqR9f95558U8qUXmfKwM8ZQtX76c999/HyhzP5fncfH7/XTp0gWAK6+8klNPPRUoU59DoZDWnUwknvrg4eERRtpICpEEAgFdrTIyMth///0BJwlJ3759gbLVzBijsQUffPCBeiXeeustXcmys7M1rFRKfb/88stVWoUTtXI/9dRTgHMdkcfcsWOH+q5rArcoPmvWLMAJtf36668BOOGEEwA47bTT1Jp+6aWXpqRt48ePB5wxIvc9nrL3Rx99tEoK1lq9DzI+YiWecSC5N91Zuvv06QM4aoAYD//880+tcHbqqadq/E12draOdzfJqFjuSQoeHh5hpJ2k4K4LIDpXy5Ytee+99wBHahC9VXYR5ubm6h7zYDDIuHFO9rc6deqoUSYjI4MzzzwTQP8dPny4ZryJx5iXCJtChw4dNFzVGKOrh+jI69atS5v0YmLg8vl86rITV1jfvn3Ze++9geS4ISNrf1hr+fXXX/V8EnkZyz2RjXJvvPGGHveXX37RiMyqpvKr7HfGGI0xOPjgg7UCdvv27QE4/vjjNV7C7Qp317/My8tTo6pIDOXVLakuabP3IVqhFHmgH374YQ1htdZquOdrr72m77mR35WUlNCyZUvAEX2vvPJKoExsKygooH///oDjf09FX8hNz8/PDwuSEjFwzhwnEdVFF13ETz/9lPT2VBWx2G/cuFEHZlZWVrX3O8RTsal9+/Y6Kaxbt04flvz8fG2H9HEwGGThwoWAs8hIvEX37t2r/EBFK1ZUHs888wzg7NMR5LySnzMaYkAdP368nk/Ui4yMDPbbbz8g3HtUAV4peg8Pj/hJO/VBsNaq6HTbbbdp/EHnzp058MADgTLDUKTfXf7vdtmsWrVKDWayc7JDhw668+zYY4/VaLzKqI76IFFsbinBWst9990HOLkTwJEURA2KM5FGShDD3sqVK2nXrh3grMDxbCgqj1j7VtQIQfrJ7/eHlREEZ4WWFbmoqEijA6sjdscT9Sph5Tk5Odom96YsSQBUUlIS5p4Wieyyyy5jypQpQNmGvXr16iUnclRSQ9fkC7Cxvnr06GEXLVpkFy1aZFesWGFXrFhhly5dagsLC21hYaGdM2eO7datm+3WrZsNBAJ2r732snvttZfNysqynTp1sp06dbIzZsywM2bMsCUlJfqaNGmSLVVjKm2Dz+eLub3uV/PmzW1ubq7Nzc21JSUltqCgwBYUFNhJkyZZn89nfT6frVevnq1Xr54dNmyYDQQCNhAIVOlcqXqNGTPG5uXl2by8PNu+ffsab095r+uuu84WFRXZoqIiu3379oQcM9bxAth//etf9l//+lfYmAuFQjYUCtmtW7faH374wf7www/273//u505c6adOXOmLSoqivp9+X9RUVFcbQDmxPI8euqDh4dHGGmrPpTH7Nmz+cc//gGgqarc+Q+6d+8eVkRFRLyRI0dqJJlYfz///HONNJs6dWqY4agiEbaqm6X69Omj4mBxcbGqMRdccIGKjJI048svvwxLuJKuLFiwQMN1kx3NWB0mT57MXXfdBRDV359s5L66kXEUDAZ1DDdt2lSTr3Tr1i3M0xA57pKlVta6SQHQ3XxiQf7qq6/CbnS08tzDhg3jxRdfDPv8P//5D2eccQYAS5YsiVrAMxpVdV09+uijOink5eVpIRp3ph15wIqKitLGJVkRixcv1j0ohx9+OJ9++mkNtyg6mzdvrrQAbbzEc38mTJgAwHHHHbfLZ1u3bmXatGmAs8Vb7B3uFO/uxMMyXqZNm5YUl2T6L0UeHh4ppVZKCsK8efOAskrNgsyederUoVmzZgBhVnH5/qWXXhpWDCZWH3tV1Yc//vhD4ybciVXckoIE2BhjoubqSzeKioo0lDxGX3mN4DJqJ0xSiGdDlMShlJSU6JgTD84vv/yiku7FF1+sEkEwGOSFF14AnMJGkydPDjtWZInERFGrJ4XykIc7Ly+P5cuX7/K57J3YY4899MG79957Nd373nvvrXpdRcePFblxo0aN0sg2v9+vNo6//e1vGlAlemKqE7VWlWHDhmmw2MUXX6xu33Rjx44duuU6Uenb43kgJaPT9u3bdVKQKNysrCxNJLt9+3a1L0yfPl338UQbc26VwRijk0l1bQ3VLUV/lTFmoTFmgTHmFWNMljGmnTHmG2PMMmPMlNJq1B4eHrWE6tSSbA18CXSx1u40xrwKvA+cALxurZ1sjHkK+MFa+89KjlUjFrV27dppzoL9999f8zBcfvnlMSfbiBfZryEl58FZcWR2l92HM2bMSGmK9HgR0XnixIkautuzZ08NJU43jDG6O/bQQw/V3I3J2GUYDVGxTj75ZM3ZIF6wmTNn6l6SlStXajGY6ua7jEJKwpwDQB1jTADIBlYDR+HUlQSYAAyt5jk8PDxSSTUjEa8EtuOUpH8J2ANY5vq8LbCgnN9eBMwpfdVYpJtEhDVt2tRmZ2fb7OzslJ07IyPDZmRk2EaNGtm6devaunXr1lg/xPtq3Lixbdy4sb3ppps0grSm21TRq169enbz5s128+bNNjc313bt2tV27dq1xtuV4ldMEY3VmRAaAZ8CTYEM4E1gBDFOClUNc/Ze6fXy+/3xhtrWyOvFF1/UUPi1a9emfAFIk1fSw5yPBpZba9dZa4uA14HeQE6pOgHQBqj+DhkPD4+UUR2X5CqghzEmG9iJU1R2DvAZMAyYDJwLvFXdRnqkL8mq75AoxCD67LPPap2Q8ePHhyVnke+UlJRUqRTc7kZ1S9HfCgwHioHvgQuA1jgTQuPS90ZYayuMwqkp70NVSUXVKI/EIFb/jIwMfeALCwt1MosMANrN72tM3oe0ybxU022IB29SqD14k0IYu3/V6epSXuqvyh76qm6Ich838hzu98HZAONOFCKD2x2uG5nPryptinYtxpiw8G/334LEUBhjkhpPERlSHnmfovWtu7/cqoG73yTJjbvt7mO4N9O5+7a8+xcrleVVjGybnMP9d3m7ecsLv4+3nf/Tk0J5nZXo1SLa8SpbnSInhUTF61d0Tvdn7kSp7glASFWtzVgn58jJMrK4DpTVHl27dq1+NxQKhU2Q7gxIkceNtV2VXU9kVig3bsnF5/NFDVkub0JP1Lj1dkl6eHiE8T8tKUQiM7Df70/4ygyEJX2pbFZ35+qrCSpbHaNJDTWhj5fXTrcaBs7OyHXr1gG7iu3uY8h9j6YyJau9bkKhkN73QCCgqoTP59MdtFLBevXq1fpddxKW6m6I8iYFF3LDkjEhRJ6jss/Tfdt0uu/LkK3I7gpSsVSRcqsVNYW0oU6dOpx77rmA89C//fbbQFnNjW3btumOz/JUjargqQ8eHh5heJKCR7Xw+XyaT6GwsDCqZ8Tn86n0lQoVIzs7W9PjDx48WN/buHEj4OTrlPTw6Zg+X1Sejz/+mO7duwNOsZtFixYB8MknnwDh0lphYWHCzu9JCh4eHmF4koJHXLjjAgD2228/Tj31VABat26t1cGNMfp3Xl4eXbt2BVKT8dnn87HPPvsATvEgcIKXpOblwoULNVfB2LFjeeedd7SdNY27gvqee+6pBs8mTZqwePFiIPn2HC+iMU1wR96BUydRakmmk1FPKh0dddRRAJx33nlaKLVjx446Wfz22286AeTl5em1XH/99fpessjIyKBHjx4AvPvuu4BTX9Qd0OQuZCwlA+644460UCckj+fChQvV0/Dtt9/Su3fv6h7aqyXp4eERP7uF+uD257rj2iMRUUwMOdnZ2fq33+9Xg1lubm5KXYK9evXSCtqySgBs2LABgGbNmqVFTH737t2ZOHEiUFbcxOfzaX8///zzKgls3rxZf1e/fn3eesvZLDts2DAApkyZkrRUaDk5Obz55ptAWeGXpUuXauLW1q1ba5Zvv9+v1cjz8vK49957k9KmeJCal9nZ2Xrfr7vuupSdv1ZPCm3btgVgwIABepPbtWunuuMRRxyh3/3pp5+45557gDKL9KBBg3RS2LBhA9dccw3gFIlJFjIxvfvuuxx22GGAk6NPchs2atQIcNJ7iyhbp06dmHzsyeLGG28E4KabbtL2S4n022+/nUceeaTC32/fvp3nnnsOgIMPPhiAV199Na5S7vHw9ttvaz/KQzV16lTee+89wCksLGOhefPmmvL/nHPO4YEHHgBqNk5h9OjRgDMGZHH65ptvUnZ+T33w8PAIo1YaGsVgdM455wCOgUskhWHDhqlxxr3TrbCwUEvNi1V8jz32UP/uG2+8wVlnnQUkz5furnNpjFHxuVOnTloXQKLVjj/+eC3BJmpETdCkSRPNPgxo/UuRwmLtq8aNGwNlBsaCgoKEh0e7w3zl3ou01axZMx03EyZMUENko0aN9HebN2+mRYsWYb+rCcQo26lTJ80wLgbearL7bp2WGyf6a0lJiVbPGT58OAMGDACc4I/PP/8ccOwIN910E1BWDAbKAkFGjhyZdL39wgsv1AG4Y8cO1a9Xr16taow8bAcffHBS1ZhY+eijj/QBmzx5MiNGjIj7GD6fL6yqkZDo/pYJ1R04tWnTJsCxI9x2222Ak0bf/R1RX/Lz82s8k1QwGKRdu3aA067p06envA2e+uDh4RFGrZQUJPRTxMEdO3ZooY9vv/2Wjz76aJffFBYWMnLkyLDflZSUaBXoVIiLo0ePZuzYsXpuWZUyMjK0IvbQoU6ZjK+//rpG4xPEat+5c2eWLFkCwPnnnx/XMWQ1zs7OVvF3zZo1CWxlOGKMDYVCeo8lh8KcOXN0l6Gb4uJiVSFXrVqlElsiw4bjYcCAAWFqVdOmTVPehlo3KWRnZ2udRdFTv/nmG63RWJ5Imp2drQNECIVCXHrppRX+LtFEc3VmZmZqtSDZI3D55ZenpD3l8corrwCOOCsRi5W5af1+v05kderUUbdlnTp1dK9BMic6mWRzc3O1ApQ8YJETgiwCDz74IAcddBDgbEmWySsJ1ZliYtmyZdrm4uJivQ+pTAHoqQ8eHh5h1BpJQWbPe+65hyZNmgBl4uJ1111Xrvh/3333AXDFFVfsYu1esGCB1u2rSbZu3cpFF10ElNWYFAt0damKhb9Ro0a6d+DPP/8M8z5EHvf//u//VNQuLCxU1e3iiy/WXYlfffWVSnLJRET/aGpCSUmJSmEzZ87k7LPPBmDnzp28/PLLgBNaLka+mpIUzj33XB3LoVBIg9kyMjJSptJ4koKHh0cYlUoKxpjngEHAWmtt19L3GgNTgL2BFcBp1tpNxlk+HsGpPL0DGGmt/S4RDe3UqRPgbMARt9bHH38MwPz589Ww1KRJE40IO/bYYzWCLhAIqD4rbqpBgwal1B/t8/mi6tSZmZnMmzcPgD/+KCuoFQwGAWeVkKi7zZs3q+4ci/usKnroV199pVGhf//73zV6UdoKqGRz1lln6QpmreXiiy8GnJVZdh/OmDEj7jZUBXE15+TkaD+LlHPooYeq5AJlrtG//e1vuoOzUaNGYdeaSkTyGj58uIbsb9myRWNq3Alok00s6sMLwOPARNd71wOfWGvvNsZcX/r/ccBAoGPp63Dgn6X/VgtjjA7Cbdu26UCfNm0a4NxMGaw+n08foO+//56//OUvegzh3//+N1AzW2XlOk477TQOOOAAwAkDnjJlCoCKsm5RMTs7W0XiRo0aJW37sUxCDRo0UKPi66+/HpY4RcKHxYj48MMPax9369ZNd0zOmTOHSZMmAfGlt6uqQe2ggw7SuI7CwkJ+++03ALp06QKEGzizs7P1c3fyFb/fr3sfTjrpJCB1BuhHH30UQCdjcFLJHXfccYCjVr700kspaUul6oO1diawMeLtv+KUmYfwcvN/BSZah9k4dSVb4uHhUWuIKczZGLM38K5Lfdhsrc0p/dsAm6y1OcaYd4G7rbVfln72CTDOWjsnyjEvwilHD3BwOecFnBXMHQkn4lWfPn0AR7WQ8FsRw8FxO5155pkAPPDAA/z5558A+t6CBQsqvfZE4vP5eOihhwC47LLLohYckWjNmghtlv7+17/+pbEgo0aNYtWqVYAjzooY61Zd5L0RI0bo5qjrr7+ep556Ku42lKdilYfEmWzatEnHxapVq1RiiXasxx57jEsuuQRwjNXuDM7yfXERz549O+5riJeDDz6YqVOnAo50K5GZPXv21HiRdevW0aZNG6BaiYVTE+ZsrZUy5PH+7mngaSh/74NMWO7cf+BYjMGxIgPMnTtXxe1gMKifFxUVaUcuXrxYO16CcVJNSUmJbtO98sordVJYsWKFfqcmd0NKHz/22GOqYq1YsUK3HEN0O4b8LhgM6ufiX4+XeIrMGGN0P0sgENBQ6pEjR0adDEaNGgXAJZdcoud58skn6dixIwBHH320qmkTJjiC8AEHHFBufEZV927I7zp06ADApZdeSs+ePQEnuEs+37Bhg056oVAoZSHYVfU+5IpaUPrv2tL3/wDaur7nlaL38KhlVFVSeBunzPzdhJebfxsYY4yZjGNg3GKt3dXJHSflzcSyg0z+jcayZcsAJ5eg7DpMh5RbUCba9urVS5OCiGTz888/11i7VqxYofv3Y5FcJK/FmDFjVAqrqhU/nlW3V69eHHjggYCz+s6fPx+AL774Qr8jq+4+++yjqpvP59PCMC1atKBVq1aAE9Eo90TGVIsWLVi5cmW12yo0a9ZMU8QJRxxxRJg0Isddu3YtOTk5gCMVp8roGYtL8hWgH7CHMeZ34GacyeBVY8z5wErgtNKvv4/jjlyG45IclYQ2x4W4Mhs0aKDuHRk86ULdunV1IEvw0n333Vdjex+2bdvGVVddBcTm9rzzzjsBJ2vUGWeckdS2ubnxxhvDci0+/vjjgPMgy1b6r776CggPaHLvKTjnnHPC1ADxRMgeFNnSHgvGGA2gilx4xKvw+eefM2eOY2KTvTiR6omoDHvttZe+J562VFDppGCtLe8uD4jyXQtcVt1GeXh41By1MslKPMyaNQuAw+1xCBkAABYiSURBVA8/XH3r8cz+qaB///48//zzAJrGe/DgwUktX5cosrKyNEjpiSeeUNG4qm2PJU5BDLTbtm1T67x7p+zxxx+vcSuyckcSrWhNcXGxpoRfvnx5ldrv9ihJqPhll12mQV3GGA45xHEARPN+BQIBDfbq2bOnGtDr16+fiPGw+yZZiQcRE0tKSli7dm0l304tMoDOPvtsVR/EVVYbJgSArl278uyzzwKOiJuKdssDvXr1ahXLrbUMGjQIcLwgFXkxrLUqsq9du1YfwieffLLKk4HgLvgqrtyDDjpI3aX5+fla6Skabdu21f0X27dvp1+/fkBqx4O398HDwyOM3V5SECtyfn5+XD7wVCBBP/vvv79KNOlebVqQvqxTp44aziQ+JFV89913alAMBoOqKhhjdjGQ+v1+lTC2bt2qqdlee+013W8STW3JysqqUir6kpISvZdXXXWVSiPz58/fxYBsjNGcDl999ZX27cCBA1OyuzQST1Lw8PAIY7eXFKSeQps2bdQolS6rsbitgsGgFgCREFfZyZluiHQjto+DDjpIM2ElwmgdY9g94GSneuKJJwAnGavYaNwp1uRe16tXT3dMPvfcczz55JNhn5dHIgrWzJs3jyFDhgBO/IbbGAlO7ILEqQSDQTVASsRuqtmtvQ8ZGRk6aJo1a8aYMWOA9PM+BINBTfYiYmRNpnWvCNklKcE/O3fuVNUnWRWfKsKdbk2MccXFxbt4F9xb52s6Y3MkwWCQCy+8EHDyYIpxcevWrYk+lVdL0sPDI352a/WhYcOGunp8/PHHYUk20onCwkLdHFNTWYRjRURfMeDOmjWrRiQEQSSC8oyc8nm6hLZHo6ioiGeeeQaASZMmhW1Aqwl2a/XB5/NptagdO3ao2JgO11xbEXFcfOlbt26tsXyGuxMy2UbznCQQT33w8PCIn91aUig9NuBJB8kilfUIdmdSNE69MGeouJPTcUDL4PD5fNo2dxsj21vdRB/RfmeMCXObiSvXGKN5LaO1LZZzlHfeyq6jst+52xut7yL70O2dkN+WlJREPX5Vxkh5v3MH0Il7NxgMqu0rFArp7zIyMvQ77qK5EqTlrn3p3qHp9r5UBU998PDwCGO3Ux/cM3F5q4qbmrz+WNtaE210n19WqOzsbPU0yMpW0+PHLSlEW/Frsh5neUibo93jWMZs5G/iwDM0enh4xM9uZ1Mob/Z065yip9Xk9uSMjAzVB6OtZjW9ArvPL+2saf95RbhX1HSLWIwkMtrSbeMo77uxkChj5W43KUQik0HDhg3VECN+9Zp88NI5mKY2IfewtuSfcJOOqg146oOHh0cEu/2k0K5dO9q1a8e7777L3nvvzd577x1mlPLw2F2oSA2Jh91efTj66KMBaN26NYceeiiAJgVJF9wTVLqKlOXh9o+XlJSkvT7vUTnecunh4RFGpXEK5ZSivw8YDBQCvwCjrLWbSz8bD5wPhIArrLUfVdqIJIU5Z2VlsWbNGsDxsX/77bdAmfRQUFBQoytzgwYNAJg4caIm9rz11lsBR5pJR6kh0m+ekZHBzTffDMCQIUN47LHHAKeyd7q13x0fcMIJJwAwefJkzV1xzDHHsHTp0hppm9R6uPbaa2nZ0qnJ/OKLL+rfp59+Oq+//jqAZszevn27SmnuSMgKpLWY4hRimRSOBLbjVJOWSeFY4FNrbbEx5h4Aa+04Y0wX4BXgMKAV8DHQyVpboUyZ6ElBiou+8MIL9O7dm9L2aXbd8ePHA04xz0QMgqq4ggKBgFYm6tq1q26dlS3Jv/32mxY5relMUe4AIRmEkgr90ksv5fzzzwccV69MBM8884wmtUm1SmGM0SzPp59+OuD0txRX6dy5s1aWqlu3rrZ5y5YtDB48GIAffvgBcPo+2e33+/0cfvjhALz33nu6s7egoEDvfTAY1II24j179dVXGTDAKb/SqVMnrUl6yCGHlJegJTHBS9FK0Vtrp1lrxQc0G6dmJDil6CdbawustctxKkUdVtk5PDw80ocqlaKP+OwdYIq19kVjzOPAbGvti6WfPQt8YK2dWsnxEyYpdOzYkZdffhlwsiS7V3GZ8WX2veOOO3jwwQcTdepK8fl8WqTEGKOxCqFQSLMSS66+bt26aUhx3759+fHHH4GaMUS6w5wFyadw5JFHMnbsWAD22GMPXeV27txJly5dgNSnv2vSpInW0RCp0e/3a/DVqFGjtOjOfvvtx7BhwwBHfZB0cxLgNm3aNJXYkhXX0rZtWz788EPAqUQt9339+vXccsstgKOa9enTB3D6GZz74lbn/vnPfwJO8ZlySP4uSWPMjUAx8FIVfnsRcFF1zu9GbuLkyZNp3bo14KgHIjLWr19fxS63iJ5KDjzwQE455RTAebil4OmWLVvU9iH5+VatWqV2hpkzZ2qi0fHjx6c86MpddFUGodTjnD9/vratYcOGWpi2cePGmoQ21eTn56v4L7VEN2zYQN++fQH46aef9LtLly7lo48cs9fLL7+sJeGlQO4pp5yS8P6WsdqwYUMA3nnnHc1zGQqFtG9ffvllBg4cCDhVr+rWrVvuMT/44IOKJoO4qPKkYIwZiWOAHGDLei3mUvTW2qeBp0uPVfO7sjw8PIAqTgrGmOOB64C+1lp3rfK3gZeNMQ/iGBo7Av+tditj4MgjjwRgzz33VGPYU089pemyL7nkEl0pRIycPn16KpqmzJ8/X4uQ9OvXTyWWBx98UFdjER07duyoq26rVq0466yzAHj44YdVqqgJoq2a8l7Pnj1VtK1Tp06NxSwEg0H2228/oMzIOXDgwDAJQfD7/VxwwQWAU8fz8ssvB9ASg251LRH5N9q2batlByRPRXFxsdYS/fDDD/XcDzzwgBogowXbWWsZNcop7D5x4sRqtctNVUvRjwcygeml4uRsa+0l1tqFxphXgUU4asVllXkePDw80gwJjazJF2Cr8+rQoYPdsWOH3bFjhy0sLLTfffed/e6776zP57OBQMAGAgF70EEH2ZUrV9qVK1fa8ePH2/Hjx9v69etX67xVeTVt2tQ2bdrUnnnmmXbkyJF25MiRNhAIRP3uiBEj7IgRI+zXX39tN27caDdu3GjHjh2b8jZX9mrZsqVt2bKlXblypS0qKrJFRUV23bp19qCDDrIHHXRQytszYcIEm5+fb/Pz8+2JJ55oTzzxxF2+EwwGbTAYtIsWLbIzZsywM2bMsB07dqz2uf1+v/X7/bu8n5WVZbOysuyUKVNscXGxLS4utqFQyIZCIfv6669bn89nfT6fNcbYvn372r59+9ri4mJbUlKyy2vnzp12586d9rPPPrPGGFuqfsfymhPL81irw5xFTfjuu+/Uh/v999+ryFVSUqLi36+//qpqgxjLamJnnRRRee211yrd4ffee+8B8Mgjj6hVf8CAATz++OMV/i6V+P1+9Zg0adJE+/vCCy9k3rx5KW2L9NHpp5+uxjwR1d1kZmZqfErjxo3Vqp+IEgDuqtPuxCnyd+PGjXX8ifepuLhYVYlGjRrxj3/8A3BUnx07HO181apVqnqKwXzp0qVJMTp7Yc4eHh5h1EpJQWbae+65Bwiv8NujR4+wFVQkiC+//FJdlY0bNwacEN1UV0oWYsmnIFFpO3fuVEPTc889lxYSgtyDG264gX322Qdw2in+dpEeUok7HZv0kdz/YDDIySefDDil2WS8HHHEEQktElReWjU534MPPqhRthKzMmzYMI2VcP+2pKSEKVOmAI60KIbSPffcE3Aks2TEgNTKSUHCZ0ePHg3A5s2bueKKK4BdH7Z///vfgBMUIgNZAoX22WcfFS+LiopqPNtRJBJj0bBhQz799FMA3nrrrZpsktKjRw8AzjjjDA1q2rRpU8J85VVBJtH27dvr/oBrr70WcFSLQw5x4nZefPFFDWdOdXWrjz/+WD0c9957L1BWn1NwB9wdccQRgDN+v/vuO6AsxHz69Oka1JbIseupDx4eHmHUumzOzZs3Z9GiRUDZLsO1a9eqAW/ixIk6k/bu3Vs3xmzYsIGcnBwANd4sX76cQYMGAc4qkw5iuZv3338fgP79+6ukMHjw4BrbfZiVlaUbjHr16gXA0KFDNXLxjz/+YN999wVq3ggquTM+//xzILyy95AhQ1iyZEmNtS2SvfbaSyMv/X6/SgfXXnutGtMBbbOoFFOmTNFw7RhJzC7JVFDqVgHKF4Mk5HfJkiW0besETcrD4bbeurHWqsfhpptu4rrrrgPQcNEtW7bo4N6yZYsWOkkH9txzT/77Xyfuq27duhxzzDEAzJ49O+VtkcCw559/XsXy1atXA3DBBReojvvf//5XLfk1jYwn2RnbunVrfv75ZwD23XfftFMVo5GXlxc2rl999VUARo4cCVRJ9fFSvHt4eMRPWhka3bO3z+fT1bFbt266/71Zs2Yq/gvr16/X1Ur80+BYfJ999lkAcnNzVaTNzc0FHCOZqB3xZFdOZrk5sUh//PHHutrNmTOHuXPnJuV85SGW/BYtWmgIbmZmpvb9n3/+CTgrsLTzwgsvTGkbK0Luj2x2GjVqlK6stUFKgPAQa2utSrrJNo6m1aQAZYOxc+fOXH/99YBjO2jSpAngqBEi5os+9eqrrzJ06FDAiS0XW4M7Ucl+++2ng2HWrFmA07k1rfsK8mBdeeWVgLM1WdylEyZMSElKeGlDZmamuhkPP/xwVq5cCTiT86mnngqg98AYoypaTWUtqgix2I8aNUpd2LWFwsJCVXUXLFjAH39E3VuYcDz1wcPDI4y0kRQia/8tW7aM0047DXDCmcXympGRoVLDpk2bAEdSEDUhIyNDrbN9+vRRH3rbtm01gEQsum3atFFD1I4dO2IWKxOhPhhjVFU49thjdR+/pDZzV0OW/fXJRnYWnnjiiRoUs2bNGjp06AA4vn5ZuUTtWrVqFTfccAOQnpWZZAyFQiE1jqY7ogJnZGTo8zB//vyUeZ08ScHDwyOMtJEUIikqKtLVyBjD8OHDASeiT1ZQcU1u376dwsJCwJE4JB4hMzNTZ91AIKDHE7feiBEjCAaDgLOPPdaVrqoztt/vZ8iQIQBcc801GkNhjFF9XuwhJSUlTJ3qZLGTLELJRrIa16tXT6Wpbt26aVi4z+dT+4EYHx966CH9XTribvtXX31Vw62JDZFus7KydKy9/PLLKTOQpu2k4MZaywcffABATk6OBqGIBXzPPfdUo9x//vMfunXrpr+TTi0oKODXX38N+10wGFTROBWiWaNGjbj99tsBJ8RarMgffvihBq9IrP6cOXPUmp8qY6hMmk8//bROuMcdd5y2qaioiOeeew5Acwemi6E2EmmzLBCrV6+uNfU7JQUblKmOMv5Tgac+eHh4hFErJAU3O3bs0AIZQiAQ0F1mv//+u26Muf/++9UltXHjRpUGJAS2VatWYWGkyaZ79+60aNECcMRZydO/xx57qNtP3Hpjx45N+com/fPHH39otuZTTjlFVZv169dz5513AukrIYCjjsnKKhGBJ598cq2ITwgEAvz9738HnD4+99xzgRTHVtR01qVEZF6qzksyMyXzHJJV5/nnn9fMRPn5+TY3N9fm5uba119/3Y4ePdqOHj3aZmZm2szMzBrrD3m9+eab9s0337ShUEgz/Tz00EPxZvqJ+ZXI495yyy22oKDAFhQU2FmzZtlZs2Ylpc3JeA0ePFgzM23fvt22aNHCtmjRIlHHjynzkqc+eHh4hFHr1IdEkwox2C1+i0qwadMmjj32WMBJFZduIbiSF2HfffdVEVaySyeDRFy3GJgvv/xyzZTdv3//hB0/mcgYGT58uP79888/10jm7v/5SSGZyM0VS3hBQQHLly8H4L777tMt4Ok4YGWSGjx4sLY53REP1JQpU7jvvvuAmq/DGSsyViZMmKA5Rq+66qoaaYunPnh4eISRNvkUaroNycQdmCQW/sLCwrRexSJLzkN6SjRuJOdGVlaWSg3p7CVxI0F22dnZGohXXFyc6NDx5NeS9IiPcsqDpyXpPgFEw50yvTZhjNFJIS8vr8Yyawme+uDh4RFGukgK64G80n9rgj2See5KVt2knrsSdstzxyDlpNV1W2tVZUgye8XypbSwKQAYY+bEou945/bO7Z07uXjqg4eHRxjepODh4RFGOk0KT3vn9s7tnbvmSRubgoeHR3qQTpKCh4dHGlDjk4Ix5nhjzBJjzDJjzPVJPldbY8xnxphFxpiFxpgrS99vbIyZboz5ufTfRpUdqxpt8BtjvjfGvFv6/3bGmG9Kr3+KMSaYxHPnGGOmGmN+MsYsNsb0TNW1G2OuKu3zBcaYV4wxWcm6dmPMc8aYtcaYBa73ol6ncXi0tA0/GmO6J+Hc95X2+Y/GmDeMMTmuz8aXnnuJMea46pw7UdTopGCM8QNPAAOBLsAZxpguSTxlMfA3a20XoAdwWen5rgc+sdZ2BD4p/X+yuBJwFwC8B3jIWtsB2AScn8RzPwJ8aK3dFziwtB1Jv3ZjTGvgCuAQa21XwA+cTvKu/QXg+Ij3yrvO/2/v/kHsqKI4jn8ORBeMoIlFWF1hIwQLRYxVQizEP2hCiAgWkYARBWsrYdnKPogWJgqKhSwKatBlm+C/2n8gGtTVSMRsMCaNqVMci3sfvtGsceXNPIv7hYF5d97j934z5x3mnLlvZi921OVpHOtB+wPcnpl34AcsQI29g7itfuZo/U1MlynfXGU3Toy9XsDCgPrv4wGsYraOzWK1J705JSDvxQpCmciy6XL7Y8La1+G02kcaG+/dO27CGWxVJsyt4ME+vWMeJ6/kE6/gscu9b1Laf9n2CJbqeifecQK7+zj+G1mmXT6MgmXEWh3rnYiYx058im2ZOXoowDls60n2BTyL0eT2G/B7Zo4m6/fpfzsu4PVavrwaEZsN4D0zz+IIfsGvuIgvDeed9X0OHYNPYnQX1qnF/z8x7aQwFSLiWryLZzKz8y+lLCl74pdkImI/zmfmsA+F/JNNuAvHMnOnMq28Uyr06H0LHlYS043Y7O+n2IPRl88rERGLSgm7NLT2Rph2UjiLm8dez9Wx3oiIq5SEsJSZx+vwbxExW7fP4nwP0ntwICJ+xltKCfEiro+I0X9Q+vS/hrXMHN0+6R0lSQzh/X6czswLmXkJx5X9MZR31vc5SAxGxBPYj0M1KQ2mvVGmnRQ+x47ahb5aabos9yUW5SYBr+G7zHx+bNMyDtf1w0qvYaJk5kJmzmXmvOLz48w8hE/waJ/aVf8czkTErXXoPnxrAO9K2bArIq6px2CkPYj3yno+l/F4vQqxCxfHyoyJEBEPKWXjgcwcf2T6Mg5GxExEbFeanZ9NUvs/Me2mBvYpHdmfsNiz1t3KaePX+Kou+5Ta/iP8iA+xtefvcQ9W6votSiCcwtuY6VH3TnxR/b+HLUN5x3P4HifxBmb68o43ld7FJeUM6an1fCrN3pdq/H2jXCGZtPYppXcwirmXx96/WLVXsbfPuPu3S5vR2Gg0Oky7fGg0Gv8zWlJoNBodWlJoNBodWlJoNBodWlJoNBodWlJoNBodWlJoNBodWlJoNBod/gDz0rmoDXPBzgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1610/1875: Discriminator loss = 0.8250 Generator loss = 1.1025\n", "Epoch 1/2 - Batch 1620/1875: Discriminator loss = 0.6681 Generator loss = 1.3934\n", "Epoch 1/2 - Batch 1630/1875: Discriminator loss = 0.7150 Generator loss = 1.3547\n", "Epoch 1/2 - Batch 1640/1875: Discriminator loss = 1.9654 Generator loss = 3.7696\n", "Epoch 1/2 - Batch 1650/1875: Discriminator loss = 0.9949 Generator loss = 0.9554\n", "Epoch 1/2 - Batch 1660/1875: Discriminator loss = 0.9443 Generator loss = 0.9589\n", "Epoch 1/2 - Batch 1670/1875: Discriminator loss = 0.9139 Generator loss = 1.3275\n", "Epoch 1/2 - Batch 1680/1875: Discriminator loss = 1.1031 Generator loss = 0.7915\n", "Epoch 1/2 - Batch 1690/1875: Discriminator loss = 0.7585 Generator loss = 2.1530\n", "Epoch 1/2 - Batch 1700/1875: Discriminator loss = 0.7380 Generator loss = 1.5735\n" ] }, { "data": { "image/png": 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lTNazxGAkApVmCsaYg40xM40xS40xS4wx1xQdb2iMmWGMWVb0f4PYDdeDBw/xRjRMoQD4i7V2vjGmDvC9MWYGcAnwmbX2fmPMzcDNwE2VuYBkKgIa2nzGGWfw/fffA8X175s2bar+9sLCQt1hZ86cqXaE9PR01eElbHjQoEF6rnjswFKM9bLLLgOcCjviP580aZLaSQYNGqQFW4URFRYWqnF1zZo1VaLJSqNGjfjrX/8KoG66QCAQ1qBV5vG///2v+tgrUuOhPM9BjHabNm3SWI+UlBSNem3UqJEa7sQ1mZ6erjaHOnXqqHHUzW527dql9ohbbrkFgCeeeELtWO4q1+WBrMlmzZqp7WrIkCGsWLECQCsulzynxE20bdtW7TWJrDpeaaFgrd0AbCj6eY8x5kecFvSnA32LPvYKMItyCIWSRhy/368lyqBYLXj33XfDvlN0/bDvyaT27NlT/7Z8+XKeeOIJAF544YXy32glEQgEtMiL0FxrrRqRpk+frguzf//+OmYZ7yuvvMIVV1wBxLckXHkgc/+3v/1NY/HFC+F+qXJzc5k0aRIA48ePVw9AReNIDlTnMRAIqPW+Y8eOOo6mTZtql637779fPy9xB6FQKGI4eUFBgb6kc+bMUcOe1Djcs2dPpfNKZBPy+/1aSbxTp05aTk3m57bbbtNUb2stJ5xwAuDMrRROqUzhnMoiJjYFY0wWcCzwDdC0SGAAbASalvKd//lW9B48VEVELRSMMbWBd4Gx1trdJToP29JqJZRsRV9yVzDGqLTu2bNnRCOP+ztC+2bMmKHupN27d6vb55dfftEss0jw+/0xTX4qLCzUmgwSSu3z+bRuQr9+/TTMdfDgwboLiUFp1KhRVUJl8Pl8TJgwAXBqPIiRVuYqFArx448/AnDttdcq1d6/f3+lxh8MBvV7boYk123evLmqCevWrdNdvHbt2mrwbNSo0e9a1EfKmgT4+9//roxu9erVurtLvxB3YZmKQsa/du1a7eVw5JFH6jWExdx+++1aUKdx48Y88MADgDPHYmxPpIE5qiIrxpgg8DEw3Vr7cNGxn4G+1toNxpjmwCxrbfsyzmMjUUY5NmfOHJ599lnAqZkoepb8fffu3WE9GmUB7N27t8zJdFvO40XTJQz4wQcfDMuMFJpojNHqP0Itk9m5yo2UlBSNN5BgGyjO1Nu0aZM2a926dWvUadJNmjQJay4jz1VUyfvuu0/XwtChQznppJMAJ8dB5ta9gUQqRJOTk6OC7Mwzz9R6lJFe/orm0pSF+vXrq5Bt3rw5EB6DcPvtt4cFg0nRlxjlj8S3yIpxZvgfwI8iEIowFZDKkhcDH1b2Gh48eEg8Ks0UjDE9ga+ARYCI41tw7ApvAYcAa4BzrLUHFHNllWNzG7OqQvm4yiIYDHLllVcCjr9aWEpubi7nnXceAB9//DFQdbo2+3w+pk2bBjjlw4T6SsXhK664QscM0T+fQCAQFuYsu7vsmF26dNGddOnSpVrroE6dOvz73/8GCMuWlPHs3btXVcwPPviARx99FHBqcRxobZWWEBaLexUD7pgxY7T5TJ06dfT+p02bxqmnnhqTaxXhf6uXZHVDMBhUK7o7n6EqQl7I5557ToOopPFIZdN53e69ki9dpLkQ9aFnz55aNHbz5s0R7RbuvBG3bcEdEl2V5tvn86lrvE2bNvz8888AnHPOOWqLiBG8Go0ePHioODym4OGAMMZoDEWtWrU027GynpGyvEilQXZ5d3OWquCdiRXcvTsF0Xg+SkG5mEKVzn34X0JVa8zqptoSWblv375Kxf+76Xwke0F54HYX1yRhIIiU7+CeN3c6eyRUNoMzEjz1wYMHD2GoFkyhZGCRu/EJVB1LfTQoyRRiKfkrOxaB7GIFBQWVHlMkC39FzhULJhVLz0E8kWwm5DEFDx48hKFaMIWSupRI+fIwhKqmq5eGkrtDpLDvSMfjAWttRN3fGKPsTGIF9uzZU2Z4uLU26nHHIk6lqq6B0hhMScZWkiG7G9nE8t6qhVCIBpEmq2QhltI+V1VQ2eIe0SDSfLiNYJIKXNrYkqn+VBbGGL2fRFD4sgR9aQJCNsN4za+nPnjw4CEMNZ4pRILQL7ebJ57t4aJFsndcN5sqmTRWcmyRXGjuCs1VGbFQc8qDyqiCiRob/I8KhWQXLanOONDCdJeAh2IVI9lCraqhqs+Hpz548OAhDP9TQsHn84UZGasjJMqtKt2HGOhOO+00lixZwpIlS3j44YcJBoMEg8EqvzN6CMf/TO5DSkqKVj2K1ITD7/drNmDDhg21K1BeXl7S7Q3GGE1Z9vl8WhB2x44dWsRUCoUk43mKgPr444+1UO6OHTu0e5MUUfXgQOZLckoOPfRQFi5cCFSsHH4l4GVJevDgoeKo8YbGE088EYCrr76axYsXA5GZQv369bnnnnsAaNeundbG+/bbb7XmY6LhzpiTSsS9e/fWxjHbtm3Tz0iRjoKCAjXwJWqMnTt3Bpyq1WJZ9/l8SWMIxhit6ShZhslmxDIvTZs21XYF48aNA+Dggw/WSuPuStTRoGQCWkVQo4VCt27duO222wCn7bxUEJLeCtu3b9fFsmPHDv3sAw88wGmnnQagvQJijZJRbCVtBO5FHAwGtdHoDTfcoGrQr7/+yuTJkwGnHyUkPm6+adOmKkzT09N13FLqPVHw+Xwcd9xxAFx44YXa61J6fEydOlWF5eLFi7UfxNChQ9VjMnHiRO0zGut5FKHetWtX9X5Jr9R69erxf//3fwAcddRRjB8/HnCeqVSWqlWrlnayeueddwB4++23uffeewFngyhP5ajywFMfPHjwEIYayRT+8pe/AHDrrbcqjVyxYoWW1JYdw911OhQKafem1atX06dPH8ChdkuXLo3Z2KTSdOPGjXU3a9++vRYvEbVl//79auAMBAJcd911AJxwwgnKMl544QWlnYlmCLLzDR48mD/8odh2JSG4t956a0LGIbv8yJEjuekmp+fQQQcdpIZZmavjjz++zHDxt956ixEjRgBoX8pYQdSYJUuW6LPq3bs34BhihQkOHz5cG8dAcUyNOx9F1tBFF12kjGfUqFFs2bIFcNZONOHaHlPw4MFDGGoMUxDJePPNNzNmzBjAkbKye0yaNOmAZbzcxqlhw4bpZytbmDQSateurb0eRo8erS47v9+vRiexDbjRunVrzjrrLB2nsJtXXnklaeHD0rX53nvv1Y7K1lq1wUS6j1hjwIABql/XqlUrLJuzvLDWKiPz+/088sgjAGqriZU72v2cpLO4dEQPBoPa16Fx48ZhYdBiE2nYsCHz588HUMP3pEmT6NChA+D04XCz3miS6GqMUBCL/LXXXstbb70FwF133aW9+MqCMYZLL70UcIySYuDp1KkT69ati2psYhgcPHiwNpvNzMzUhi9PPPGEliePhDFjxqjAys/Pp0ePHgDs3LkzqnFVBtJYVl6ejIwMXYDZ2dlRqw1lGcb8fr+mbb/00kthAklePLfR1v1yCIV/6KGH+PLLLwGngc21114LOEZAadAycuRIwHnxJHbA7/dXuqCPjGPYsGG6aYkKtnDhQj799FPAeabyrHfv3q3zPWzYMFVjRbX54YcfWLBggd5bZQvYlETU6oMxxm+MWWCM+bjo99bGmG+MMcuNMW8aY1KivYYHDx4Sh1gwhWuAH4G6Rb8/ADxirZ1ijHkWuBx4JgbXKRVdunTR/nsFBQX6c3lZAjjRZffddx/gGH4kpkHa3VcG0tdB3Ebdu3fX3WHv3r3afl4ak5REJHXmhhtu0LElGqmpqUycOBEoNnYZY3T33LBhg0ZWVhZl7XB169ZVat+sWTM9XlBQoExg48aN2i9BGsCMGjWq1PVw0UUXATBixAgefthpdvb4448DTm8JaRkfi7J/7dq1U5e4+15nz54NwCeffKKux9NPP51zzjkHcIynokKKarZo0aK4xGFEJRSMMS2BU4C/AtcVtZL7I3Be0UdeAe4iTkJBejR++OGHSrNGjhxZIbovtO6TTz5Ri/Xy5cv585//DFQ+RNcYozYDUR8CgYDqfSNGjOCjjz4q9fv16tXTuIpgMKjNap988smkBeIMGDCAI444AijWtXNzc7Uv48CBA+M2NnlOdevW1TG4VY2VK1eqCvbSSy8p1S5PRqycY9q0adrOXoLCjj/+eBUK0UCu8dlnnzFs2DCgWM057rjjGDXKacBeq1YttTn06tVLBUgoFNI5lz6e+fn5cQnBj1Z9eBS4keK2cY2AndZaEanrgcxIXzTGjDLGzDPGzItyDB48eIghKs0UjDFDgM3W2u+NMX0r+v2Sregr8l2x4F9xxRWAQ9OlE7EYGcuD+vXrq8HsmGOOYc2aNYAjoaNNTPH5fBxzzDFAseV569atugtIazCB7ExCjc855xylhj/++CNXX301kJxwXTHs9enTRym7u3mJRAHGqDNyRAhTaNWqlY5h//79XH/99QC8+OKLYUVdKlMzY+fOnWGeCEB7XkQLeW4bNmxg5cqVQDHTDQaDdOnSBYAjjjhCVbOMjAxdAz6fj88//xyAxx57DIhfFfNo1IcTgNOMMYOBNBybwmNAfWNMoIgttAR+jX6YxUhJSeHFF18ECFsczz//PFA+F5IssIsvvpgzzzxTj0tL9VhkqoVCIbp16wY4qgA4AVTi1XDD5/OpS/KMM87Q46K6/OlPf0pqa/p+/foBztjkXtw2hUTkF8gze/311/Xn/v37a6iwGxWl1HIvZ5xxxu96UA4cOFDtDPn5+VG7gGfMmMHo0aMB9CWH4jVSr149dYNv3bpVx5aWlqbrId5Zu5VWH6y146y1La21WcAw4HNr7fnATOCsoo95reg9eKhmiEecwk3AFGPMfcAC4B+xPPkll1yiBjyhiJMnT2b9+vXlPoeExg4YMCCM2keiipWtSuzeQcULcdRRR6l//J577tEc+uuvv57WrVsDxbEHP/74Ix9+6MjTtWvXVvj6sUJGRgbdu3cHnLZxUr9BditjjDKreFZwFhVm3759Grwzb1705qhgMKhzf8MNN/wuPLpOnToMGDAAcKz+cs2cnJxK9Xm01mrXbKH/wgbAmVc57/79+9XQmJKSQvv27cPGFi/ERChYa2cBs4p+XgkcH4vzevDgIfGoNhGNErk2fvx4NQK9/fbbgBPaXB49S/Q2Meb1799fpXVpHX4ru/OFQiF1ZV1yySWA42s+/nhHXk6dOlV1xNzcXP7xD4dQ/fWvfwWcxBnxRyfDuCi715AhQ9QFuGfPHv7zn/8Ajj0GnHmTRLJ4jlPiOz7//HNNDquooc3dTEWiV8VQCZCVlaWfkfiGZ599Vg3QXbt2VVdnNN2g5btXXnklAJdeeinbtm0DnChFsXO1bdtWY1Vk3BDb0PtIqDZCQQpTBINBfUhXXXUVcGDDixiOOnXqxHvvvQc4mY/gqB/ifXjuuedi3fZbi7lIFuGcOXNo3Lgx4CxQ+XuTJk00xl0WfygUSlo8gs/no2HDhgD06NFD1aqvv/5ahZogLy+PGTNmxH1MMj9/+ctfKvWc0tPT1Yh7991306pVK8B50WSed+3apYK4Y8eOgCMc5O/uDMfKIiUlRTMiJQ5l0qRJet709HQyMx0vfmZmpgpnay033HADEP9q5F6WpAcPHsJQbZiC7FZbt25Vil2a69CdLXfhhRcCjm9XVBCh7cOHD2fq1KlxG7PsMFIroXPnzup6bNGiBRMmTAAcmigJMVLMM5m9KYwxukN99tlnGoXZtGlTNbqJsbagoEAj7OIJURUq644LhULq32/YsKGukcLCQmUHffr00fiRSPMfDUsQxtq+fXs1mi5atAgIV7v27t2rYfEnn3yyrtmffvqJL7744nefjweqjVAQC35qaipjx44FUJ3dTfF8Ph8HHXQQALfddptmu+Xn56veJoUp4hlsEwl79+6lVq1aAPTs2VPHM3HiRH2xpBDMkUceqZbnWbNmJbSitLVW7QQ5OTlqke/UqZOOT7Bly5aEqjnu0nUpKSllxkiIHWnGjBmqEoVCIfXo9OrVi40bN+rxWEKedUFBgcasXHDBBVoEqLQxS0yKW4V0C+po6i+WB5764MGDhzBUG6YgWWQbNmzgqKNNbtVsAAAgAElEQVSOAmD69OmAU2xEClBkZmaq9bZfv35qRT7nnHOYNWsWkPjSZQJrrY6tcePGWlvh3Xff1Z1LaOsVV1zBoEGDADjppJP46aefEjZO9/xs3bpVrd5t2rRRGi+71Zw5cxI2LoF7hxV1a+/evWGly8RqL9GvXbp00fsaNmwY7777btzHKSxmyJAhqsYefvjhZSbZCUNs1KiRznOjRo1U7XCrzaIGxbJydrURCvJAFy1apDkFUr03KytL/7569Wq17qakpGjxFQkaSibcixWKVSKpDgXo4tm6daum75bMk0g0RCjs2LHjd5T3tddeS/h4ZAz5+flKtd0FUNLS0jj11FMBR02T70gaciyyHssDEVIffPCBqqxTpkxRNSBSJbCGDRsyZcoUgLC+nNu2bdMajHL/oVBI11MsA8c89cGDBw/hkBbXyfwH2PL+8/v9dvHixXbx4sV2586ddufOnfa3336za9assWvWrLG7du2ymzZtsps2bbI9e/Ys93kT9W/+/Pl2/vz5NhQK2fz8fJufn2/nzZtn09LSbFpamk1NTbWpqanW5/Mlfawl/2VmZtqcnBybk5NjCwsLbWFhoR0/fnxSx2SMsUVZtvqvQ4cOduPGjXbjxo129+7ddvfu3XbJkiVJHac810ceecT26NHD9ujRw2ZkZNiMjAwbCARs06ZNbdOmTe2yZct0XYRCIbtnzx67Z88em5WVVe77P8C/eeV5H6uN+iAoLCzkyCOPBNCile+8844Gm+Tl5WlFo6+//jo5gzwApHjL66+/zkknnQTAqlWrKuSCFG+Au+hoIlBQUKCqhOiyEoyVLLgps1j733vvPbU1bNq0CYCzzz478YNzQZ5ZnTp1NL1fqkOlpqaqyiu5JeB4ISTIqjRPWTw8P5764MGDhzBUO6bghljku3XrxieffAI4sQnR1FWMNyR3QDLzKopgMKgGtUSHQQcCgd95H6KtyRgrGGO0lJoULwEnLgCIWUOfku3+ygsJkOrdu7fOnRRW8fv9YexPvGpnnXVWQkrll4THFDx48BCGas0UBHv37tWGsIkIuU0mCgoKkpYo1bBhQ437EJ95eTP23A1OBGKfcBmcK3xvct7u3btz3nlOvWCfz6fxE7G0K7n7SVR2nBdddJHWA5Hw8Y4dO2r8yquvvsozzzh1juNVbq0smGS36IaK12j0kBykp6dr0I8EkJ122mla9KS0tZSWlqa+eQm88fl86mPPzs6udECZxKzMnj1bM0z37dunhrvNmzdX6rxuuHNpKiu83OcqWfItEAjQokULwAnLlhL+cTAif2+t/UNZH/LUBw8ePIShRqgPHhKD/Px8de1JYtTWrVvL3DXz8vKUCrsNle6w5MogEAhoVOvcuXO15sJDDz1UoUZA5YVbzYnmHCVZkTvTdMuWLXEvt1YWapz6UHJCk3l/MhahixWpNF0aVXUfr6wlPJ5wjz9SO/RoWqQf6Hol50gQ6XhKSooKp9KK2SRybg90rUj3FwU89cGDBw8VR7VUHw60O/h8Pt2Z3X0Ok5EZGWlHjwSfz6fJUfIdd8mxwsLCUg1cFWEhiYD7OchY3clKsd513XUX3etCkonchk1Benq6Hi8ruzBRDKy0Ne1mXolaw9VSKER6UHIsJSWFO++8E4D58+drcddkIpJryV004+KLL9ZsQ1ms5VmMiQ5zLg/cwssdEh0v95q8/LVr19aMSbdAErivv2vXrjLnN9GFY9wbiHhlgsEgTZs2BZz7k5YA8R5bVOqDMaa+MeYdY8xPxpgfjTHdjTENjTEzjDHLiv5vEKvBevDgIf6Ilik8Bkyz1p5ljEkBMoBbgM+stfcbY24GbsZpEBM3uHvujRkzRoNYunfvrhWckxUI4kZqaip9+vQB4K677tIGNm+88UaFGEJ1QKKqUUtC1ubNm8PqExzIQFeV59haqyXkbr/9dg0jf+qppxI27mgazNYDegOXAFhr84A8Y8zpQN+ij72C0yQmLkJBaFZ+fr7Gjnft2pUmTZoAThUm+VlqDiYSQp+lvv/DDz+sxyA8eCVRhT9iDWOMzn3Lli3VFRgKhcJcjvHSh9etWxfxuMytZE527txZi6w8+eSTSS9cUxoyMzO1ilh6errmQcSyslJZiEZ9aA1sAV4yxiwwxvzdGFMLaGqtlSyZjUDTSF/2WtF78FA1Uek4BWPMH4C5wAnW2m+MMY8Bu4GrrbX1XZ/bYa09oF0h1mHO0oH68ssv1w5A0vQl3nBbiy+66CLACaYBtJqwQI7ffffdSe0qXRaE3dSqVUvLnPXu3RuAQYMGaa5/s2bNtEbAd999p7vc1q1b+eabbxI6ZvE2SE7BXXfdRZs2bQAnX+ODDz4AYNSoUQkdV2kQ1rt06VLNjdi5c6fW3Fi4cGEs1Ie4xymsB9Zba+VpvwN0BjYZY5oDFP0fffC5Bw8eEoaoIhqNMV8BI6y1Pxtj7gJqFf1pm8vQ2NBae2MZ54kpU5A2bd98843quOLaiTfEzRgKhTQEV9p9DRkyRPPjGzVqFFHPdhfiTKQeeSD06tULcNiWVAKS5KOMjIwwN6Q07UlNTdVCow8++CDPPfecfqYiKNnjoE6dOhEzM1NTU2nevDng9NGQgq3ist2yZYtWNWrYsKHGhXTp0kWbsiQTwlhuvPFGZWaPP/44TzzxBBAzQ3m5mEK03oergdeKPA8rgUtx2MdbxpjLgTXAOVFeo8JYsWIF4LxYYslNFNxl1ebOnQsUlwIbMmSIvjSlGd5EqGRlZWlhkGRay3v16qVG0Dp16ui45WXLz88PW7BSBg3QpjyHHXaYCruKCjopd37yyScDTt9NUQ/T09O1MdB1110X1tK9JJo2barZnC1bttQXb/bs2erBiHUv0fLCGMPnn38OOBWzpYTcsmXLkpIHEZVQsNb+AESSPCdGc14PHjwkD9UyorEs7Ny5E3B246oQ8Se768cff6zuu9Ig8QqbN2/m2GOPBeDHH39UBuIOeY4npKTZ5MmTNSPSXQtAiq3k5uaqcbFt27YaYeiul7Bq1apKq0JixDzrrLMAp36CtJFv1aqVqjHuMGbgd4xm165d2q+zXr162nk8JSVFjaeJaBBTGmRdHHLIIcoQt23blpT1WyOFgrw0ubm5Silj0Swj2ow1t0+/NKp69NFHA45nQhbEggUL+Mc//gE41YnlZduxY0dcFk3btm3VM9K8eXOl2nl5eWoTkTnYt2+fNi+56qqrtCJTWlqaCrgjjjii0mOR+7vxRscs9fHHH2ujVXfl7n379pXbg3PzzTfzxz/+EXCqaksXqXXr1jFvnuMhT2SuTJ8+ffT57t27V5/vM888o+skJycnYWPysiQ9ePAQhhrJFARpaWm6u7dv3z7qfoyxYBqyk7qr9BpjGDZsGFAcu9C4cWNWrVoFwPjx41m5cqWOQc4RazVCqP+HH36oXgYotnzPnj2bRx99FHC6OINjCJTd/OCDD9YQ81q1aoX53qPF8uXLAadVoBRTqSystco2jDEa9XjttddqbEkidmWZn6lTp+oYdu/ezSGHHAI40Y3CdFetWqVMKN4h+zVSKLhTpwXRLqRY4JhjjtFcjO+//14DqiZMmKA1D+XFzMvLU9r+5Zdfhi1S0efLg4qoPOI2bN++vR6bP38+EydOBJwmK7JIhda6S7xPnDhRg22aN2+u1z733HP13BW18Ms55EWI1XMUl6Tf79eXTYRwvCHPdcmSJYCTASnP94cffuDBBx8EnPqXct8PPfQQM2fOBByVJ57j9dQHDx48hKFGMgWRuu7dMR41+yqKUaNGaQhry5YtOf300/VvMlah4r/++isPPPAAkBgqW6tWLc4//3zA2cncVn930tGBqOvmzZsZOHAg4NB92Y1TU1Mr1BbPjXh5Wh5++GHA8US4PTsSZxGLKtCR4Pf7tSFQ27Zt9firr74KwOjRo9VTM2XKFGWTPXv21HaJEvfy2muvKYuL5RqpkUJBUFhY+LuIuGTimmuu4bLLLgN+30NAcgNksaanp4cVKSmtjqDonxI9uH///kq9SCNGjAgbk7jnJL27vNi2bRvgBG5JfkTt2rWrVLpyp06d1PZhreXxxx8H4LHHHtPgsmjh8/kirrkzzzxTO0PJnDz99NOao+N23e7cuVOjYoPBYJh9DOCBBx7g/vvvB5wozZiNPSZn8eDBQ41BjWYK7rp2VWGn2r9/P7Vr1wbg/fffp0ePHoBjMPr4448BtP7DtGnT1OhYr149jfcvWRlZdpbMzEzAMfxVxBAphsPrr78+zCgpXoaKzpuoP4cccojGZIinItmoX99J3p07d65a/jdv3syECROA2KqYwWBQA8CWLFmiQVYXXXSRzpF4OiTOA5wgJpnzDh068NhjjwFOwaBffvkFcHqnApx44on6zOrVq+cxBQ8ePMQHNZIpuCsKS1RdVYH0DzzllFO0I3Ljxo3585//DBSPvXbt2rzyyiuAk/8fKXLRWqu2BNklcnNzw3b8snZ6YS4S+yDfk4zCikaCih2kSZMmOo4zzzxTE5eSaduRaEW/36+u0aFDh8bFCJ2amqr2mFatWvHCCy8ATh0KiVp1x82IgXPRokWaBLZ7926uuuoqwKneJQ1jZI59Pl9YtXI5Hm2Ua40WCsaYcjdATTRCoZBWcO7SpYsGLQluuukmJk+eDJTvIQtVD4VCFYoFkM+OGzeOp59+GnCEgizSigoFd8MV+V40vSJjhT/84Q80a9YMcOZTDLrxKv7SqlUrDj/8cABeeukl9cRkZ2f/LojOGMPatWuB4vJx4GwWrVu31u/JfJZWHVzSr30+n2aSVsbr46kPHjx4CEONZApidAM0nLUqQhiAGI7cmDp1qrr3SoPf72fo0KGAE9cAjhpRkXBuCbeePHkyY8aMAeDwww9Xv/nAgQO1kGh5IHPv9/tVVbr55pvL/f1Ywd36HRy3nxhVx48fr71B4gl33QfZ5aVoihsPPvhgmPomrConJ4esrCwAevTooX0fxJBcUFCgBsxvv/2WDh06AA47kGjJWbNmVXjcNa6XJBSHf7Zq1UorLonuHQ+UN5TY7/erIDDGqN7+22+//a5D1Lhx4zScdffu3fqCWWu1slSrVq20QvGzzz4LwOrVq9VKXdF7ECv4GWecoV6N9evXc/zxxwPOYjzQPRpjuOeeewC45ZZbNIW9RYsWCa8i9eabbwJoNmSdOnVU0I0YMSLu1w8GgypwQ6EQ9913H+CUav/oo48AJ14Cwu05hYWFKtTr1KmjLeoDgYDOoaSqT5s2TZ9/WlqaPpsff/yRZcuWAU6dUtcz83pJevDgoeKocUyhQ4cOfPfdd4BDo8SSG8/7FFo6fPhwjTB74YUXNHlHJH+zZs00xPXyyy9X74MYwKDY8Pfdd9+poapevXo6/oULF6qhadeuXXz//feAY8wCZ2d3s4qKQNjK888/z7nnngs47Gbjxo2A4xeXfgmRzp2Zmaksze/3M23aNMApQ5fIdZaZmalrQAym8+fPV9aQCNaSlpbGP//5TwD+8Y9/aMzJTTfdpPELkZCbm8sbb7wBOKxB2ETnzp31M2I8NMaomtCnTx9N7DLGqCeihKGxXEyhxgmFBQsWqG51ww038OSTT8bq1KVC1IeffvrpgA8cii3H7uahbteSuBbr1q0bseZgfn6+utZmzJihD12o8fr166N2STVq1EhTtaXqEjgCS4KapDDJ6tWrtXT9hAkTGD58uI5TnsOaNWuiGs+B4HbPyfVeffVV/fnDDz8EnEzNRK51v9+vIegbN27kkksuAZxQd7ETSH5FSkoKI0eOBBz3swj6UCika+Cggw7Smp8i6AoKCjTF3Z2tegB46oMHDx4qjirNFNwJOgfyc6ekpHDiiU6t2ClTpig9bN++fULrKBxxxBG6iwtdPBCEHfh8Pv7yl78AaCXfRYsWcdNNTre9119/Xa36ubm5nHbaaYAT3yDGyLvuuguITUv6I488krfeegtw5tBtSBXjmQTm3HXXXVrv8OKLL6Zjx46AUy9CwrgT0cczGAyqAa9///7KoNq1aweU3l6uOkHCtIVh/Prrr3p/5YxHSEiJ97hCBEFaWlpYX0KxE0iz1qOPPppTTjkFcCZHFodYvxOFJUuWqEchFAqpji7x6yeffLLSvI8++kj7DRx++OE888wzOn5w7lPcaSVxzTXXAE6lI1FXYhkctHTpUv70pz8BTibe4MGDAYcSS86AlM4/4YQTVAA2a9ZMBfLy5csTWnTUWquuXZ/Pp/NcE4SBQCIaZaNr3ry5uouPPvromKlH0baiv9YYs8QYs9gY84YxJs0Y09oY840xZrkx5s2inhAePHioJoim63QmMAboaK3db4x5CxgGDAYesdZOMcY8C1wOPBPNIN0SsF69eowbNw5Ai07s3r1bY/ifffZZNYIlQzVy0zgJMhG/eGpqalgIsozPnc1ZHjz11FNAePdkCXOubDETN0KhkJ539OjRWujjtNNO01wSYQzDhw/Xn9PS0lRVmDdvnhoBQ6FQ3MOcGzZsqIE8hYWFym5qIkStTklJUQ/VWWedpTUwop3raA2NASDdGBMAMoANwB9x+kqC04p+aJTX8ODBQwJRaaZgrf3VGPMQsBbYD/wb+B7Yaa0Vy9J6IDPS940xo4Bytfx1+5X37t2rEX3S3GPy5Mma6bZv376kJ9+UhDACiR8o7e/lxcsvvwzA9OnTddcQ1+HOnTtjcv8ypo0bN2rzlauuukrtOBLl6PP5whrEiAFy8eLFYRWK4wW5dufOndUgun37dmU6NQnyTIQVA2HMTBBtj5No1IcGwOlAa2An8DYwqLzft9Y+DzxfdK5y30HLli3V2i3+8ezsbBUc8RQI0TaDiTXK6ZuOGiLMHn74YY37EENjIBDg6quvBpwYEYlv2LZtW6WDqMqCPIdgMKhBWwMGDFB1ZcaMGTG9prsqeDKfvYxDCvL4fD6uvfZaINygGu0Yo1Ef+gOrrLVbrLX5wHvACUD9InUCoCXwa1Qj9ODBQ0IRjUtyLdDNGJOBoz6cCMwDZgJnAVOAi4EPox2kG7/++qu68qSq7dSpU/nyyy9jeZmIqCoMIVkIhUJqyBS3WN26dTXKMSUlRVWF3NzcsHDcWM1damqq7pipqamqJpx55plq2JUw4WhQkUI1iYIwoSuvvBJwol9FfYgpM4rmZMaYu4FzgQJgATACx4YwBWhYdOwCa+0Bg80roj4YY7TwhLshSVVoJAuRVYyqQj8rCzddl3mWBRoMBnVhFhQUaGxGTk5OWNBSrObFHdBmjNE4jU6dOmm+w7p16yrthXEX6IGqUQUcnPsW74pbVa7geop/8JK19k6gZGL6SuD4aM7rwYOH5KFKhzmX43uAs8u4JbzcUzTdoeM9L+5d0o1IfSrcWW+hUCiMFcXL+Blpbksbb6SK2aWxgEQYaw/UJyPSMZnzwsLCpD330sZ7IMZSCaZV/cOcS4O7HqEgklCo7MudCEFZ2jUiqUE+n08/X3JxxGOsB1q4Jf9WWFgYdkyejfu4e4zJnFv3cREEtWvXDgstj3dLAPezFJSmopTc7NzHS/49pmOM+Rk9ePBQrVEtmUIkKS7H/H5/aQUmFFUt3qAsFBYW6g4M8R9/yfMeaL7dPxtj1NC4d+/eKmOkiwQZW61atTj00EMBpx6GVP8uLdAsWqSkpOi1y1N1u6w5jMcaqJZC4UCeBnf/yNLUh+oiDNxw33Myx1/Wtd0eBxFkiUidriwaN25M48aNAScwTipHyQsbK8EmgrxWrVrqzi3Pc4ykPpQ2plj1TfXUBw8ePIShWjKFA8Hn82nMfXp6uhakqMpUtiw0aNCArl27Ak6lXtlp4plTUBHIDnXsscdqOfd9+/ZpefGZM2dqnUepRxkIBHRXDoVCCVfppGDJF198odf86aeftDmMVF/Ozs6OiSoh19i1a5f+LHUoGjVqpJ2ozz77bA0h79Onj+a0uJmCsMYpU6Zwyy23AE5QX6yMjh5T8ODBQxhqHFNwN8h4+umntaHKmDFjqlxfybIgO/A777yjZc5WrlzJV199BTi9IZJlX5Bd6fXXX9fEtG7dumm26vr163Xu77rrLg466CCgeHfcvHkzl19+OQD/+te/El5UVZKK3I1atm7dqhmIwiwLCgpiymLy8/P1ucq8/fvf/9Ziru7+DWIwjzR+gPPOO4+TTz4ZcEoBCiuOFjVOKAC0bdsWgJNOOkkX4fTp07UIRXUwNPp8Pi1JHgwGlVJmZWUpxU30ffh8PgYMGACgfSelmjA4Fvu3334bcDImJeW6ZcuWYeHJ4DSglWIxbdu2Tci9SLGbJ554QgvD7NixQ9O9N27cqNmG7matsR6bzIVk+0rDInDUi99++w1w0s+lpOAJJ5ygQkQ+7/P59Ni0adM47rjjgOgNu5764MGDhzDUSKYgVYTd1HD9+vVh4axVATKeQCCgFZqFEcyePVuTfWrVqqUuss2bN2t7t0QjMzNTmYDspNZali9fDjg9EaW6dEpKihbBefHFF5X1iGpnrVWVolmzZnGrDSE9ElauXKlz645cXLx4sRYoSUlJUTYhquajjz4a0/WSkpKiBWbFSGitVWPmU089xb/+9S/AKZwSadcX4+OCBQto06YN4CSESWXnpUuXRjXGGikUfvjhB8DR3ySd9ocffki6MHB7Rt577z169+4NOC+Y6N9SsGTNmjXayGTkyJGaGVe7dm19sRIF0alvueUWDU6SuVy1ahU33ngj4DSGEeGVn5+vgUCnn366nkto+5AhQ/i///s/wKlyLcIkFpb+9PR0FUjdu3fX4zLmSy+9VFPts7OzVSA/+OCD6pWQY9KyPlYIBAJatUqqku/evVvX7KRJk7RQTWlqi8zrlVdeqV243EI2WnjqgwcPHsJQI5mC0Nn9+/frDpwMliAtv/r37w84fvzzzjsPcIxrsgN/+umn2lZM/PnGGA3TDgaDSoOzs7N1V0kUJEaiS5cuygTcKsNnn30GOPNdVoaqfP+9997j/fff1+ORWuRVFMLC3njjDa3jKWrCE088wXXXXfe7sR100EHKdOrXr6+fl1b1sTYyjhgxQhv7yLkLCgp0x1+3bl25r/nzzz/rfAYCAc466ywAvvzyy+TUaKzKEJtCnTp1lO5269ZNm7vGM+zWXZDk7rvvBuDPf/4z4Ng1ZDw7d+7UoiDnn3++UkKBtVaFwmGHHaY6/MyZMxMetCRqTrt27XRMX3zxBQBvv/12uWL4I8G9cCt7DoHP51N7wKBBg3QTkKpQ0m1LICHYP//8s6oMeXl5XHbZZQAaeBUriP2offv2GqjUsmVLwLEdyHxWZB7cPUgDgQC9evXSn+X+KxO056kPHjx4CEONYwqBQED7MhpjdEfIyspS2l1yV44lZPc75JBDuOqqq4DiFu8NGjTQlm8zZszQDtOlFdBwt4OXHeS2226L29gjITU1leuvvx5wdiZpd37rrbcC0e/w0UIMl5dccgl33HEH4BgrX3vtNeD3DEGwYsUKoDjcGeCOO+6ISX3HSJDgpAEDBmg3agk2+uijjzTkuzwQ1nHiiSfq2jLGhBlpoylsU+OEQkFBgRbzPPbYY3UicnNz4yoMSsIYQ0ZGRtix2267TV16ZT0gY4y6nkKhEAsWLADQwJZEoW/fvtofc//+/VriXbw6yYZEel533XW6Abz22mta3DQShg0bpno9OPYNcOwj8YL05jzkkEN0ExDv0ksvvVQhlVa8T7JpgLOennjiCcB5B6IpbOOpDx48eAhDjWMKgBbNgGJ6K7HuicKuXbvUKCdqwuTJk0uV2sIKBFlZWYwcORJw7uFAO188MXToUJ3Da6+9VlvUV5VCNZKVWatWLQ36GTt27O/GFQwGtQepfAccxiMeoXjB7/erKhkIBNQjdvvttwPlN3zLnIsqImHS4GSl/vvf/waS2wzGgwcPNRBlMgVjzIvAEGCztfbIomMNgTeBLGA1cI61dodxRNljOJ2ns4FLrLXz4zP0yPD5fNqJF4rDVbOzsxM5DHw+n7qFZCdIS0uLaJjLyMhQpiBJLcOHD1eDVE5ODsuWLUvEsH+HLl26qA6clpamY5JsSPk/GUhPT9ceINnZ2ZpgBcW7qiQPXXHFFZx55pmA82wkQvT666+Pu7E0EAjQvHlzvbYYMyXZqaK48MILAScZTZ7NRx99VOnzlUR51IeXgSeBSa5jNwOfWWvvN8bcXPT7TcDJwGFF/7ritKDvGpORlhONGzcOCwOW2IREQRbjWWedpZZxWRDbtm1T4fTOO+9o0E+DBg3UCCphub1799aAnvnz56vVP9HYt2+fWsn9fj99+/YFnGIvUByvkCyIMM3KymLGjBkAPPLIIzz++OOA03gWnLwNdxiwzKd4KeKJ5s2bh2WJVjb4TDa7Cy64ACCsbqfbcBotylQfrLVfAttLHD4dp808hLebPx2YZB3Mxekr2TxWg/XgwUP8UVlDY1NrraS1bQQkITwTWOf6nLSi/10KXEVa0VcEgwcPVjqYmpoat6q8pUGMPG+++SaPPPJI2N/8fr/ubJdeeikXXXQR4FDwv//970DxDlanTh2luOLOSgZuvPFGHnroIcBJEhLWI4lCyWQKOTk5XHzxxQB89dVXysxuuOEGzR589tlnAYdeS7h2w4YNlekkgoFt3rw5zDBbmWjJjIwM3nnnHaA4kUrOB05WbWVb5ZVE1N4Ha62tTIenyraiLw2iMkh6LDi6vMTDuzsZJQJbtmzhlFNOAYrTjK+//npNm/X5fMydOxdwrOHycIUaGmP46aefANi0aVPCxl0SCxYs4N577wUcoSAZfhKE9fLLLydraFhrNVS8R48eKqCys7MZO3YsUBwg1Lt3b7XagxOrkCjk5eXps2zdurWqYGXNXbt27TQQ7+KLL9aXXtZTdna22qtEYMQClfU+bBK1oOh/qQP1K3Cw63NeK3oPHqoZKqftmnsAABaASURBVMsUpuK0mb+f8HbzU4GrjDFTcAyMu1xqRtwQDAY5//zzAYfuCo0sT638shBNX0nxGwvEj15ybMYYLRsnUWrBYFBz+pOJwsJCVq9eDTgGM6lhKMk8fr8/6XUqwDHGloz1gOKQ4LPPPlsjTNeuXRu3oi6RYK3VCtyHHnqoqmNSym78+PHKAtLS0nSOJ02axJFHHqn3IQxBVJ5t27bpum7VqpUaMKONUyiPS/INoC/Q2BizHqfL9P3AW8aYy4E1wDlFH/8njjtyOY5L8tKoRlcG5IH369dP01/r1KkT1kBDUo4ri0R0YXL/LLH4+fn5mkadTLizNevVq/e7npYZGRkJDR+vKGQtnHPOOTpmyaJNJESwdu3aVVVcqbzUs2dPzcUYOHCgZsG2adMmLAtSvFHyDPLz87VG46OPPsqvvzqkXFSqyqJMoWCtHV7Kn06M8FkL/DmqEXnw4CGpqJZhzkK7JJDmmmuuYfv27fo3d2/Db7/9NjmDrCDEUCq+5+XLl1cJWg7FTWfatm2rY9qyZQvgsIeqzBRELatTp46OM5GqAzgq2Jw5cwDHOyZqgHjG+vTpo8ZHn8+nsSx79uxRVaFRo0YaHi2xN2+++aYmhG3evFnvLxgMRuWJqHZCITU1lUmTnDgqKeW+detWzS946qmnNCqwVq1aYXHuVRlSNcddULSqYOhQJwxly5YtqreLEOvYsaOWSC8Nqamp+nLKgne3qo+HV0hePAkG8/v9vPDCCzG/Tnng8/lU33/33Xd/lzI/duzYsEAkSYd2F+kNhUI88MADAGH9S6Rik3s+vdwHDx48xBTVjilAMf2T3WrIkCGqPmRkZCiDWL16dcJzHioLoeMi7SW4pipADJ6NGjXSXUwMZ126dOHzzz8Hft84RQxjkydP1rh8Kdiyd+9e9RLl5ubG3KAru7BUx87JyeGVV1450FdiDlmfOTk5LFy4EHBqP4rxW+ZkzZo1WrpvxYoVmlG5dOlSZQWlzU88upF7TMGDBw9hqHZMITc394DRaPv371e3XlXpylwenHDCCUCx8cntWk12zYJBgwYBzs4nYxL/+b59+5g4cSLgjFN2rmAwqHaEt956i19++QUortgUCoXiGoIubr9jjz0WcHbUREeGuu9PGGt+fr4eF6bw3HPPaRu+qoBqJxTKQkFBQcwr8cYbxhh9mUQAdOnSRYNtkpUhKWOTYJpGjRqp2iDG3jlz5qgv3W0wzM/PVwt4LENwy4tRo5y0Gikl99///jepJeTkuebl5f0uVbuqeJkEnvrgwYOHMNQ4phBrRBPmXBYkIrNFixbaQk1cafv3749rf4rywu/389xzzwEOzV20aBEQ7harajDGaEakGDuzsrK0nkJZLtTyXiPZal284AmFJEKEwujRozVNWkp9X3755UorSy5A+V48sz7Fb96gQQOWLFkClK3GVJUXxefzqf9eGtlkZ2drfEAsUBXuM17w1AcPHjyEwVQFiReLegqlnFd/rux9xnP3k+jAFi1aaPESqbEgzEEQiSlAfNiCz+fTGIJAIKAMobR5iMU8xxI+n08LkYj6kJubq5mKB5oz971A1bifGOJ7a+0fyvpQtRQKB3pwJf9W2ufAWTxlNUT1UD0RaY1EWhvu45HWQKw3hdLOV9oYYixwyyUUPPXBgwcPYaiWhsYDSfYDsQZ3nQVwLOtVwcLvITFwZ89GOn6g78QKpTGF8rQRTBSb9ZiCBw8ewlAtmUJZxrVITCIQCGjoqxj1fv31Vw01rSrutOoIMXz6/f6YVRSOFuJSlYjG7du3Vwn7UUVtGPKz27gcb1RLoVAWIk12SkqK1iyQghe7du3yBEEMIEI6kdWyDwS/368vkXgcqspzrl+/vnqWJAciFAqpoAgEAhrAZozRILFEhkJ76oMHDx7CUCOZghtCI2+++Watof/qq68CTiRhIlETVZRatWrpblZVmELnzp21EKowhWRDMncff/xxOnXqBBRHr2ZmZtKuXTvAmU+Zx/379//us4lAjRcK7du3B5xGJjLZUvAiUXB7O8Su0axZM124BQUFOjb5e48ePbQM2ujRo6vMCyeQRXzddddpIZNkj1GKl/z973/XRjxSfCcZcHs5JO+ibdu2uialvmLJcv+iPqSlpTF+/HjAaSqbKHuNpz548OAhDGVGNJbSin4CcCqQB6wALrXW7iz62zjgcqAQGGOtnV7mIOIU5gxoNeejjjqK5cuXAyglS/TO1qpVK61DcPjhh2socXp6uu4CUpjE3eauZcuWSW0d54YY8KSI6Nlnn82hhx4KkPSYjyeffBJwxiQepmSyF7eXQcKthwwZoq3o5e/bt29n9uzZgBOOLcVaa9euTYcOHQBYsmQJb731VrRDKldEY2Vb0c8AxllrC4wxDwDjgJuMMR2BYcARQAvgU2NMO2ttUqpIHHfccRxzzDGAY+mVnojJWii7du1S3bJhw4b6gllrlTLK2PLz88OyJKsCfD6fCgDpyDVr1izt17l79+6k2UyOOeYYHdN//vOfCj3jeGWduudCBOaKFSv48ssvgWKV4tNPP+Wvf/0r4KwRWQsHHXSQNshNT0/XvJi1a9fGdJwlUalW9Nbaf1trZVuYi9MzEpxW9FOstbnW2lU4naKOj+F4PXjwEGfEwtB4GfBm0c+ZOEJCIK3ok4Jzzz1XpfUHH3wQC/oVFerWras0MRgMapmzjIwMfvvtN6C4w3RWVpYaHVu0aJG0FnLGGBo3bgw4HbGlXuMHH3wAwPvvv6/Vs3fs2KHl2hIWklu0y59//vmqjj322GMV+n5JlhYPyHz89ttv2gl75syZAHz++ecaRAfFrMJd/8Faq82P4s0UohIKxphbgQLgtUp8dxQwKprrl4WOHTsqBX/mmWfieakDQmotZmZmqj55yy23aEryBRdcQIsWLYDiAp89e/ZUqu73+xNexFV04Lp162qhkhUrVnD77bcDxdWLduzYoc13/va3v3H55ZcDaF/DeKNJkyaAI0SlBmN5XhqZz9tuu03pfKJqe/78888AqnatXLky4ueys7N56qmnADjvvPNo3bo1AF9//XVcx1dpoWCMuQTHAHmiLV6p5W5Fb619Hni+6Fw1y3nvwUM1RqWEgjFmEHAj0Mda6+62MhV43RjzMI6h8TAg4c0chUb269dPg5fatGmjPfgSDanem5eXp+3gsrOzVX0YPHgwa9asAYo7Bh955JH69/r16yfUgOfz+ZTC7tixg+nTHQeSuxyb7LQ+n08bxPTq1Uupu4SUxxvyfN3l5Tt16lRmMx0pwnLttdeqVyoR2Lp1q8YeiNpSsrqzG9JoZ+zYsTz44INAcfBdvNZEZVvRjwNSgRlFi2Outfb/rLVLjDFvAUtx1Io/J8vz4MGDh8qhsq3o/3GAz/8V+Gs0g4oGxhhuuOEGwGEMIk2T2bBV9POcnBzd/Zs1a8bxxzuOmWXLlvHZZ58BxVWSe/XqpYalE044gRkzZiRsvG6Dm7U2Yr8E9y4lblYg4V2+L7vsMsCJABUjbVksIRAI6A4cDAYTGkIMxYbE8mRtnnHGGYAT3SifE3YUrwjHGhfmHAgEOOmkk/R3yUQrzZiTCAitbdWqFXfddRfgtB+Xh3zZZZfxxRdfAMUdhzdt2kRmpuO4adOmTYJHXH5Ya1VVyMnJSWhnZ5/Pp4bNtWvXcv/99wNoGfqSELrer18/ndPt27cnXJAJysp89Pv99OnTR393d+yOJ7wwZw8ePIShxjGFunXrahSjMUap4Z49e5I2Jmn0cueddyrVdmdM3nbbbfz0008ArFu3DnDCiCWabc+ePbrLVbUWY926dVOX5T//+c+EZiX6fD51P37yySfMmzcPiBxvkJGRoS7e0aNHq0q3bNmypCdylYZjjz02rDN39+7dgfhH5NY4odC/f3+NC7DWVom+ks2aNQMcv3TJjDiArl27qvpwwQUXAI5FWuhip06dVI+sakLhww8/1BdMqHyiYIzR5rYnnXSSzvOWLVtU35bgptzcXLZu3Qo4GZ4ikNu0aVNlGvkKZMwffvghDRs2BODee+9NmArsqQ8ePHgIQ41hCiLtL7zwwrDdWKLVkgnxIvzwww9qBGvVqhV9+/YFHIOSRDR+/PHHgLNryY7x9NNPJz0DsSSkdoHf71fj6YH87fGAMUa9D4MHD9aiObm5uTz++OMAmmiUk5PDYYcdBjjeElHHcnNzE9KGryIQtti4cWOtB/HCCy8kbHw1RiiI1X7AgAF6rLCwMCymvDKIRbUk0XXnzZun6b3gBCgBDB06lJtuugkoTp2GYlWhbt26StGrivpw1VVXAY7b9/nnn0/aOE488UQgvLBpamqquqWvuOIKAFavXq1CKyMjQ3NJxo4dW6UErjGGO+64A3AErtjCyurjGUt46oMHDx7CUGOYwnXXXQc4wT+SaLJjxw7NSKsIjDGqgqSnp0ctpcXo1blzZzUY5ubm8sMPPwCOWnH33XcDaEbi9ddfz3nnnQc4gTnnnnsu4IS4JpMtyLxcc801AGzYsCFpbelr166t3oesrKwwliXsTtZCx44dlR08/fTTWgovkUFh5UH9+vW1x2hubq7WFZV4m0SgRgiFevXqMWLECKBYjQBHR+zfvz/g1GUsrxpgrdXPxoK2SUDPueeeqy6mvLy8iPX9t2zZAsAdd9yhXpTLLruMrl27AvDVV18lNRBLaLq8bGVFD8YT27dv54gjjgDCn5kxRtO533//fcDxAG3YsAGAnTt3snTpUv1eVYAI28GDB6u9Jjc3l++//x5IrL3DUx88ePAQhhrBFJo0aaKGOHe2nLU2LC4/0RDpL2W3Vq5cqX5nv9/P7t27gcjGw2bNmjFkyBDAiXsXyHeSBYkFELz00ktJGomDSDuotVYzHyWQbeDAgVoLYuzYscq8Ro8eHbUxOhYQtfGqq65S9rJ7926NrUgkPKbgwYOHMNQIprBq1Sp16T3zzDPKGho1aqTVapLRYVoyIqXq0969e5UpdOjQQY1ks2fP1lJxspsNHDhQGcL+/fu58847AZKyc7ghNgXZXd95551kDqdMCAubNm2azm3z5s21L0Tbtm1Vb08mpAdE/fr1dcy//PJLwmM/oIYIhYKCAj755BPAKRl21FFHAQ5979WrF5CcwJSePXsCxSXDOnfurAKrcePGtGzp1Lvt0aOH+tVF5SgoKNBAp27dumn/wWTC5/Nx6qmnAsXp4BKKXdVhrdUsyrffflvH365du6QLBWOMrpF69eqpUJAmO4mGpz548OAhDDWCKUBxz8AJEyZowxVwWohBcpjCv/71LwCtcHzwwQdrhd4TTjiBm2++GSgOGQaUEbz77ruMGzcu7FiyYYzRoh/Jqi4dDaSQTW5urjKFdevWJT0hyhij7LZBgwa/q+yd8PFUBT9tLAu3NmzYUAOWfD4fAwcOBJyGG1UJxhiNWejevTuHH344UCzcvvjiC/WrVxXUq1ePs88+G0BzNe69994q4+svCxI4tnXrVg0Q2rlzp4abb9y4MSn3kpWVxbRp0wDHxiHPvU2bNrG2g5WrQ5SnPnjw4CEcEgmWzH+AjeW/unXr2rp169px48bF9Lz/q//S0tJsWlqanThxoj311FPtqaeeaoPBoA0Gg7aI5VWLf8YYa4yxe/bssYWFhbawsNAWFBTY999/377//vu2a9eu+plEjuuCCy6wBQUFtqCgwObk5NgxY8bYMWPGxONa88rzPtY49cENv99fZbIKqxpatWoFFLvsNm/erO7G1q1bq2ekd+/eHHyw08pj3759mpIstpHs7OxKB1S5OzOJXh9P24+4eN977z369eunYxC3X58+fZg/fz5AXNUIue+6desCjltXgqnmzp3L6aefDkQXYh+pmE8oFPLUBw8ePFQcNcb74IZIxszMTLXkVqWc+aoAsWyL58MYo9mchYWFmki2du1avvrqK8BpVNOtWzcANdRNnTo1bFeKtMO6+zW6y5K7WUEivEPCiiZPnqwt3jMyMnjtNafr4datW9UrEa+gIZ/PR1ZWFlAcvzJ16lStSbF9+/aYsFs3C6vo3NZI9UEebP369TXyLl418qs7IrnjAoGALkyfz6eLylqrn5c05fz8fP1saQVpfD5fuXocxBM+n0/HHggE9KVJT0/XvhYFBQVh9xoP+P1+VdNEncnJydHrFRYWxnOOPPXBgwcPFUdVYQpbgH1AsgL7G3vX9q79P3DtVtbag8r6UJUQCgDGmHnloTbetb1re9eOLzz1wYMHD2HwhIIHDx7CUJWEQvLqhHvX9q79v3HtcqHK2BQ8ePBQNVCVmIIHDx6qAJIuFIwxg4wxPxtjlhtjbo7ztQ42xsw0xiw1xiwxxlxTdLyhMWaGMWZZ0f8NyjpXFGPwG2MWGGM+Lvq9tTHmm6L7f9MYkxLHa9c3xrxjjPnJGPOjMaZ7ou7dGHNt0ZwvNsa8YYxJi9e9G2NeNMZsNsYsdh2LeJ/GweNFY1hojOkch2tPKJrzhcaY940x9V1/G1d07Z+NMSdFc+1YIalCwRjjB54CTgY6AsONMR3jeMkC4C/W2o5AN+DPRde7GfjMWnsY8FnR7/HCNYC7WcIDwCPW2kOBHUA8Wzc/Bkyz1nYAOhWNI+73bozJBMYAf7DWHgn4gWHE795fBgaVOFbafZ4MHFb0bxTwTByuPQM40lp7NPALMA6gaO0NA44o+s7TRe9EcpHklOnuwHTX7+OAcQm8/ofAAOBnoHnRsebAz3G6XkucBflH4GPA4ASyBCLNR4yvXQ9YRZEdyXU87vcOZALrgIY4+TYfAyfF896BLGBxWfcJPAcMj/S5WF27xN/OAF4r+jlsvQPTge7xeP4V+ff/7Z09axRRFIafA+qCsTBahEiERBBbYxXQQtBCQ4iNhRAwon/ASpBU9iJaiBaKhQQFNcgi2PhRxw8QFT8womiC0TSmTvFanDuwgyzJyt4Zi/PAwMydhbPv7uFlzrlzZ+ouH4pkKZhPY9kxs0FgGJgF+iQVjzlaBPoyhb0InAGKFSpbgd+SitVaOfUPAUvAjVS+XDOzHirQLmkBOA98A34Ay8BLqtMO7XVWnYMngYc1xV4TdZtCLZjZJuAecFpS6WEAcsvu+pSMmY0BvyTV9ejgdcAe4IqkYfy28lKpkFF7L3AEN6ZtQA9/X2JXRi6dq2FmU3gJO1117E6o2xQWgO0txwNpLBtmth43hGlJM2n4p5n1p/P9QOdvpV2dvcC4mX0FbuMlxCVgs5kVS9hz6p8H5iXNpuO7uElUof0g8EXSkqQVYAb/ParSDu11VpKDZnYCGAMmkilVFrtT6jaF58DO1IXegDddmrmCma+dvQ68l3Sh5VQTmEz7k3ivoatIOitpQNIgrvOJpAngKXA0Z+wUfxH4bma70tAB4B0VaMfLhhEz25j+gyJ2JdoT7XQ2geNpFmIEWG4pM7qCmR3Cy8ZxSa0vymgCx8ysYWZDeLPzWTdj/xN1NzWAUbwj+xmYyhxrH37Z+Bp4lbZRvLZ/DHwCHgFbMn+P/cCDtL8DT4Q54A7QyBh3N/Ai6b8P9FalHTgHfADeAjeBRi7twC28d7GCXyGdaqcTb/ZeTvn3Bp8h6XbsObx3UOTc1ZbPT6XYH4HDOfNurVvc0RgEQYm6y4cgCP4zwhSCICgRphAEQYkwhSAISoQpBEFQIkwhCIISYQpBEJQIUwiCoMQfxvPPuWrj3dsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1710/1875: Discriminator loss = 0.8196 Generator loss = 1.2119\n", "Epoch 1/2 - Batch 1720/1875: Discriminator loss = 0.7568 Generator loss = 1.4735\n", "Epoch 1/2 - Batch 1730/1875: Discriminator loss = 0.8197 Generator loss = 1.1669\n", "Epoch 1/2 - Batch 1740/1875: Discriminator loss = 0.8118 Generator loss = 1.3583\n", "Epoch 1/2 - Batch 1750/1875: Discriminator loss = 0.8164 Generator loss = 1.1502\n", "Epoch 1/2 - Batch 1760/1875: Discriminator loss = 0.8088 Generator loss = 1.0912\n", "Epoch 1/2 - Batch 1770/1875: Discriminator loss = 0.8739 Generator loss = 1.9642\n", "Epoch 1/2 - Batch 1780/1875: Discriminator loss = 0.7084 Generator loss = 1.5088\n", "Epoch 1/2 - Batch 1790/1875: Discriminator loss = 1.0242 Generator loss = 0.8774\n", "Epoch 1/2 - Batch 1800/1875: Discriminator loss = 0.5881 Generator loss = 2.3402\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2 - Batch 1810/1875: Discriminator loss = 0.8389 Generator loss = 1.0633\n", "Epoch 1/2 - Batch 1820/1875: Discriminator loss = 0.6520 Generator loss = 1.7984\n", "Epoch 1/2 - Batch 1830/1875: Discriminator loss = 0.8745 Generator loss = 1.0757\n", "Epoch 1/2 - Batch 1840/1875: Discriminator loss = 0.7074 Generator loss = 2.1702\n", "Epoch 1/2 - Batch 1850/1875: Discriminator loss = 1.0183 Generator loss = 0.9762\n", "Epoch 1/2 - Batch 1860/1875: Discriminator loss = 0.7475 Generator loss = 1.5501\n", "Epoch 1/2 - Batch 1870/1875: Discriminator loss = 0.7853 Generator loss = 1.2823\n", "Epoch 2/2 - Batch 10/1875: Discriminator loss = 0.8869 Generator loss = 1.2784\n", "Epoch 2/2 - Batch 20/1875: Discriminator loss = 1.1407 Generator loss = 2.7586\n", "Epoch 2/2 - Batch 30/1875: Discriminator loss = 0.8648 Generator loss = 1.0508\n", "Epoch 2/2 - Batch 40/1875: Discriminator loss = 0.8737 Generator loss = 1.1405\n", "Epoch 2/2 - Batch 50/1875: Discriminator loss = 0.7164 Generator loss = 1.5858\n", "Epoch 2/2 - Batch 60/1875: Discriminator loss = 0.9256 Generator loss = 0.9397\n", "Epoch 2/2 - Batch 70/1875: Discriminator loss = 0.5877 Generator loss = 1.9614\n", "Epoch 2/2 - Batch 80/1875: Discriminator loss = 1.3923 Generator loss = 0.5716\n", "Epoch 2/2 - Batch 90/1875: Discriminator loss = 0.4693 Generator loss = 2.7419\n", "Epoch 2/2 - Batch 100/1875: Discriminator loss = 0.7684 Generator loss = 1.2989\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 110/1875: Discriminator loss = 0.9793 Generator loss = 2.1655\n", "Epoch 2/2 - Batch 120/1875: Discriminator loss = 0.8679 Generator loss = 1.2218\n", "Epoch 2/2 - Batch 130/1875: Discriminator loss = 0.7054 Generator loss = 1.3974\n", "Epoch 2/2 - Batch 140/1875: Discriminator loss = 0.8850 Generator loss = 0.9817\n", "Epoch 2/2 - Batch 150/1875: Discriminator loss = 0.7734 Generator loss = 1.2638\n", "Epoch 2/2 - Batch 160/1875: Discriminator loss = 0.6147 Generator loss = 1.8279\n", "Epoch 2/2 - Batch 170/1875: Discriminator loss = 1.1008 Generator loss = 0.7941\n", "Epoch 2/2 - Batch 180/1875: Discriminator loss = 1.4100 Generator loss = 0.5314\n", "Epoch 2/2 - Batch 190/1875: Discriminator loss = 0.5908 Generator loss = 1.7218\n", "Epoch 2/2 - Batch 200/1875: Discriminator loss = 0.7085 Generator loss = 1.3095\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 210/1875: Discriminator loss = 0.7478 Generator loss = 1.5133\n", "Epoch 2/2 - Batch 220/1875: Discriminator loss = 1.1869 Generator loss = 0.8672\n", "Epoch 2/2 - Batch 230/1875: Discriminator loss = 0.6956 Generator loss = 1.8055\n", "Epoch 2/2 - Batch 240/1875: Discriminator loss = 0.6299 Generator loss = 1.7945\n", "Epoch 2/2 - Batch 250/1875: Discriminator loss = 0.9094 Generator loss = 0.9366\n", "Epoch 2/2 - Batch 260/1875: Discriminator loss = 0.9056 Generator loss = 0.9871\n", "Epoch 2/2 - Batch 270/1875: Discriminator loss = 0.7024 Generator loss = 1.4407\n", "Epoch 2/2 - Batch 280/1875: Discriminator loss = 0.9994 Generator loss = 0.9356\n", "Epoch 2/2 - Batch 290/1875: Discriminator loss = 0.7702 Generator loss = 1.1804\n", "Epoch 2/2 - Batch 300/1875: Discriminator loss = 0.6857 Generator loss = 1.4089\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 310/1875: Discriminator loss = 0.5928 Generator loss = 1.8606\n", "Epoch 2/2 - Batch 320/1875: Discriminator loss = 0.6110 Generator loss = 1.7167\n", "Epoch 2/2 - Batch 330/1875: Discriminator loss = 0.5978 Generator loss = 1.7546\n", "Epoch 2/2 - Batch 340/1875: Discriminator loss = 1.3709 Generator loss = 0.5951\n", "Epoch 2/2 - Batch 350/1875: Discriminator loss = 0.8149 Generator loss = 1.1746\n", "Epoch 2/2 - Batch 360/1875: Discriminator loss = 1.5958 Generator loss = 0.5020\n", "Epoch 2/2 - Batch 370/1875: Discriminator loss = 0.6341 Generator loss = 1.8729\n", "Epoch 2/2 - Batch 380/1875: Discriminator loss = 0.7775 Generator loss = 2.3281\n", "Epoch 2/2 - Batch 390/1875: Discriminator loss = 1.0844 Generator loss = 0.7635\n", "Epoch 2/2 - Batch 400/1875: Discriminator loss = 1.7417 Generator loss = 0.4079\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 410/1875: Discriminator loss = 0.6122 Generator loss = 1.9308\n", "Epoch 2/2 - Batch 420/1875: Discriminator loss = 0.6169 Generator loss = 2.1629\n", "Epoch 2/2 - Batch 430/1875: Discriminator loss = 0.6153 Generator loss = 1.5762\n", "Epoch 2/2 - Batch 440/1875: Discriminator loss = 1.5272 Generator loss = 0.4737\n", "Epoch 2/2 - Batch 450/1875: Discriminator loss = 0.7867 Generator loss = 1.2022\n", "Epoch 2/2 - Batch 460/1875: Discriminator loss = 0.6590 Generator loss = 1.6980\n", "Epoch 2/2 - Batch 470/1875: Discriminator loss = 1.1938 Generator loss = 0.8532\n", "Epoch 2/2 - Batch 480/1875: Discriminator loss = 0.9162 Generator loss = 1.0265\n", "Epoch 2/2 - Batch 490/1875: Discriminator loss = 0.7008 Generator loss = 1.4069\n", "Epoch 2/2 - Batch 500/1875: Discriminator loss = 0.4783 Generator loss = 2.9814\n" ] }, { "data": { "image/png": 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7wEYpRV/W6OmWAGQFDQaDOrM3b948apskNdWAAQNSUkIAx1AnFOuGDRuydOlSAE18muwCJUKfnTRpUkRSEuF2iGsylSCGvfT0dF0txQCdn5/PqFGjAIftKP2bm5urUs/zzz+vq3FV6lJWdEwoFFJXs8/n03ErAVGXXnqpJld57LHHdCwkIvFtVNQw5DkNp7L0cNe+pUAbl91haXVCp30+X4S+lpaWZtPS0myfPn1sQUHBLqGwsn3//fe2c+fOtnPnzknXbXe3tW3b1i5cuNAuXLjQbt261R5++OH28MMPT3q7ZOvUqZPt1KmTLSoq0r7Ny8uz/fv3t/379096+6Jtomvv2LHDFhcX2+LiYpufn2/z8/MjbAdum8gdd9wRETIv4010cr/fH7f2dujQwXbo0ME2b948UWH7lbIp1MT7YICXgJ+stY+5vvofMKTk8xDg/epew4MHD0lADaSEw3Fmnx+A70u2gUAzYCqwHPgMaFodSaHsJtbwW2+9NaqEIIknAoFA0les3W0i8dx777127dq1du3atfbxxx9PervcmzHGrl+/3q5fvz7CGj579uyUS0Tj3jIzM21mZqb9448/oo4RkTA3bNhgO3bsaDt27Jj0Nid4i7v34SsgeuYSOLa6560IYsUtaQPgEDsk5XiydfHdwefzKdX2wAMPVArq999/n8xm7YJBgwapdR5K+3nw4MEpQWMuD+IxWLZsmYYqS9tDoRDPPfcc4FRbKi+vpgeP5uzBg4cyqHU053r16tG4cWOgtPx2KtKWo6F79+4aqWeMUetyhw4dKltKPCEIBoN89NFHgFOcRPzmnTt3TmazKg13bU7p4/KoyH8yVIrmXOsmhdqMBg0aqLspHA6zzz77AEl0Pe0GmZmZgJOjUeIIyuZnrE1IVIalFEd8Yx88ePBQN+FJCgmE3+9XA9j27dvJzc1NcosqRlZWllKGU9mIWxEkvwAQUcXrTwZPUvDgwUPVUaszL0WDW3c0xihdNRAI6EpXGbdaLCUood9aazWAqKLzV1YHrgodt7JwU9VT0d7hhlCwfT6fSgDhcHiXfikuLk4Jm4Kbuh+tPcaYiPFZJmxgt+eO1VioM5NCtA6x1ur+aLnqyptAjDExFZVlILhLoBcUFGgOxmgPMVpbyzs2HnBfx53SLtUgE4HP59P2+f3+iOcKu297IvvWXaBI4PP5oiao8fv9EX1f0ZiMVfs99cGDBw8RqDOSgnuWjJZdt6LV2EW5jjnc8fMShVde+fnyUN6x8Whz2XOmooQgkLa6i6GEQqFdVv/d9VOi1YqyK767f91tCYVCZGVl6f9imI532rs6MykIgsGgpr0+8cQTNeV4oiorRYNMBInKyhwLJFpdqSkSNcEnGnl5eYCTXj9R3h9PffDgwUMkapJPIVYbMYwEu+uuu2xeXp7Ny8uz4XDYbtq0yW7atMn26NGjSvn3Er1J9KFE+tWrVy+pbWncuLFt3LixTUtLi8hrIdGqqdyXdWmLcT9XKkqyzpCXpBjMpEmTIsrPy/1t376dJ598EnBKeEPyU5J36tQJgOuuu04LgLz/vpN+YubMmZptSkTIRGHPPffUFO/ff/89hx9+OOBUOpLajKIK3Xfffbz11ltA7SY3pSKysrI0Nf2mTZtikQ/TIy958OCh6qjVkoIYw6ZMmcLRRx+t+0QC2LZtm0oKwWBQy3RJXca+ffsqVyDRePDBBxk+fDjgtFmoxFLP0k22GTZsWEKMlBJZeOONN2rwU/PmzTn33HMB2GeffTQDsdvqL/kHP/7447i3sbKQe5GI2g4dOmjRmu7duzNo0CDAKZYiAV/z589PCU9Lq1ZOruNLL71Uy8alp6fz888/635wOBoybiqJuhslKbX0XnvtNcApK+5mfom4vWDBAk2jLqXJ3fj11191oCRiMPj9fh555BHAURncJJaybMtAIKAv3sqVK9WjEk/Ii5STkxNR/UhcYbm5ucrOlHTqhYWFTJ48GYBzzjkn7m2sDAKBANdffz0Ad955J+CI4nJP7n631jJ9+nTASUYrk3Ky4lLOP/98LY7bq1cv3T9lyhSNm5GU+ytWrNB3oJLvsac+ePDgoeqolTyFrl27ArD33nvv8l04HGblypUAXHzxxSru/utf/+KYY44B0FRj7dq1032fffZZ3NorZcjfffdd2rdvD0Ry4IuKijR1uqg4zZo102M6deqUEN6AO3ZAru2mfy9btowRI0ZE/Ob111/nsMMOAxwJLtF1L6MhKytLS7GLZFNcXKxS2I4dO7Sf165dq+nVzz33XE0JL/yWRKkUF1xwAQAvv/yySjK///47V13llEZZsmQJF154IVAqQUyaNCku48GTFDx48BCBWikpzJkzB0ANRI8++qiuCOFwmLlz5wKwatUqnUnPOeccevToATjGJXCMj8888wzgrOax1iNlhe3duzfgrKRiBPX5fJqCbd68eVoYRnT1J598UiWi3377LaIScbwgbRswYAAffPAB4EgusqoeeOCBWnpN7m3jxo0qsYlNItk47rjjtM3CZB0+fDiff/454DBMJbNUx44dufbaawEnYa308+WXXw44K/eNN94Y1/bedNNNWona5/OpK7pv3776vNPS0lTibNOmDVBaICnWqJWTgohzYtiSCQEcI5K8bGXjIdq2bQuUJtzw+Xz64v3f//2fWnVjjSZNmuh15SG7vQubN29mwYIF2n6Ali1b6ue2bduqFT0RKdGmTZumhrqxY8dqO7KysnjvvfcAx8gFTj1P6f/nn39eS6Anw4AtvI9x48ap2jhmzBgAJk+eHKEGiNX+oYce0ja7jdWCv/71r9x6661A7JKzSLj3//73PwCOOOIIzex9zz338PDDD+/ym2nTpnHooYcC6KIXL/5KjdUHY4zfGPOdMebDkv87G2NmG2NWGGPeMsYEKzqHBw8eUgexkBRuAH4CGpb8/xAwxlr7pjHmOeBy4NkYXEchrpl+/frt8p0xRmtD+Hw+XbG6d++uTMay8ezguILEQCnH1RRy7YMPPhhwJAV3WjBZMXbu3KkVtM8//3wAmjZtqsf98ccf5OTkxKRNlcUrr7wCwFNPPRWhFshqKi7evLw8FcVPPPFEZs2aBcBf/vKXBLbWUV1mzpwJEBFZKKpNWclFpMZ+/fpFlRAE999/f0RuhmjRuJWRikQt2XvvvbnuuuuAUrVy27ZtakQU96jg0Ucf1XaKeie8kLhF9dbkxMaYPXDKzd8PDAdOBTYAra21xcaYQ4F7rLUnVnCeKjVCyDRvvvmm/F6/C4fDbN68GYALL7xQB/QLL7xAw4bOvCWiZVlIX/Tp0yemBVrk5d+xY0eEqiPXe++995gyZQpQaidxF3WdOHEiZ599dszaUxWMHj2am2++Wf+XNgvxasSIETpJQ6nN49hjj1V/ejzhJrD1798fcF5AIXsJfdytdhljdP8333wTkRlLRHJRGV544YVy7TjyosuzKioqUhXFGKP2oTZt2nDyyScDjt1CJlGZ6M8//3wl1LmRlpamRWt8Ph+33347UDpGqoGE8BQeB/4OiLLWDNhqrZWggmxgV9YQTil6Y8w8Y8y8GrbBgwcPMUS11QdjzCnAemvtfGNM/6r+3kYpRV9ZSJBINLHP5/MpD+G2225jzz33BBy6a9m0Ynl5eTrLu1fmwYMHx1RSECPSnDlz1Kfvbv9xxx2nFmW3JCHionulTjRuu+22iOtLzkZh0l144YURkoKoZtOmTePbb78FStWneEB4H4ceemjE83333XeBUt6He6yce+65PPHEE7pfxsMLL7ygon1lvDxyTnm+bu4JoKt8fn6+GimvuOIKVVPl92XzYMr+O++8UyWc2bNnM3bs2ArbFAtUW30wxjwIXAwUA/VwbAoTgROJs/rwyy+/ACiF2Y1wOKxJTdasWaMTiN/v1wctrsd58+apXSI9PV0fxsqVKyNqVsYKrVu3Zs2aNbvs//XXX3XwCoXb5/Ophfzggw9m0aJFMW9PZSH9ZoxRr8Prr78OOOqDqGOFhYU6qblfkJkzZ0a1/8QC3333HQA9e/bU5xcKhbTv3J4oGesykUib581zhNWjjz66SpGzbjc4OAV0ZIKQv+D0Rd++fQGnD2X8yTMtm6j1iy++AJxF65BDDgFgxowZGgdRAy9IfNUHa+0Ia+0e1tpOwPnANGvthcB0QEjwQ/BK0XvwUKsQk4CoEvXhFmvtKcaYPYE3gabAd8BF1tqCCn5f6Ub4fL6o4prcx2+//cZtt90GOIEjQgm97rrr2HfffYFSnsL06dNVIujatatarQ8//HBdgWKJo48+WunUbku22wApaozf79f7HD9+PEOGDIm4z0RCCECtW7eOqrJJO9u1a0fPnj0Bhxfg9vK89NJLgOP3h9gEoHXp0oXFixcDkcVeoLSf3Cu2m58i1//www+5+OKLAars4amK90EC75YsWaL9smzZMsDxjAkpLDs7W9u2bt06lRyzs7PZb7/9gBrlAamUpBAT8pK19nPg85LPPwPxUyI9ePAQV9S60OkmTZpEZfWtWrUKcFxh4o5yr0bBYJBjjz0WgAceeACA9evXk52dDcDnn3+uksf48eOrGqe+W8iK8vvvv6tBMRwOay6H+++/n/nz5wNw3nnnAXDllVdqe3bs2EHr1q2BxFfY7t27N59++imArmZuPPfcc1xzzTW77A8EAtpWN19E3MiXXnpphG5cnYCv66+/Xv34bgPt1q1befDBB4FSv/+7774bET6/du1aAPbaa6+YPuuKMH36dI466qhyv8/Ly1ObwpdffsmwYcMAR1qTDFhu6aeKSJykkEgEg0E1fIkYVlRUxJYtWwAngkysvlu2bNHBVq9ePW666SYA9Ug0adJExc/PP/9cB4rf749pVOJJJ50EOKQrmahyc3OVc//222/rPYnRa8OGDeqXrlevntKxFy5cWOP2VAbykn300UcRk4G0U/zukkuhLIwx+tK7jbgSDVhYWKj3X1267rPPPquGz0MOOURVs6+++kqfm9zHmjVrdEIuLi7moYceAkjohACOCiltkqQ0/fv31/YuWrRIeTh77rmn8kHWrl2bsBqYXpSkBw8eIlDrJIUtW7bojCmSQiAQ0ISiV111lRqUPv30U/WhjxkzRv3lQinOyMjg9NNPBxxRTYKSNm3apCJaZWs67g5CGQ6FQpp56e67745qbBN31cKFC/X7tLQ0dUctWrQoIcZGcdtJIJa0TViDou6UhTyTKVOmlMsclXNFY3dWBcXFxbrafvLJJ1HPIcZjGR/gSGbPPhtT5n2VIIZCSTbsNt66XefBYFCltK5duybMyFzrJoWioiLNaitRccYYHYDHHXec6l7r16/XrMTRBqjP51Ouw6OPPqpivqgfNYVMPvI3NzdXQ6Qrsr5fe+21+oKFQqEIEk4iBsfo0aMBZ0KSQfzII49onkAZyGlpaaradO/eneeee07bLPdorVV+hoT/ChU9VijbJ9I+iYAMBoPKWRgxYkTSM3m74W67u10ZGRl6H0LRTwQ89cGDBw8RqHWSgrWWTz75BIC//e1vu3zv9/tVZJSAlPIQDodVFRkzZoz6jWMFiXgUKWXz5s3KQyhvpTrjjDMAx3AmRrDVq1fzz3/+U9scb6SlpamaYIxRL8gNN9yghi9pf4MGDSL4ItK+P/74Q424l156qfI+EiUCS9CRJG41xrB06VJtW23AggULIlTIRKHWTQpQGgsgutfVV1+tA7Ms/1xgrdU8iEKTfuaZZ/jwww+ByHTwsYI7Gy84IqC49wYPHqzu0IyMDA444ACgNAJu7dq1+v3dd9+t1O1EIBQKqZrQtGlT7VO3fSEaiouL1RYze/ZszV6UjDT64sIVnTwcDvPOO+8AtadoTUFBgaoP9evXj1An4wlPffDgwUMEah15yQ0RxRctWqRJM/x+v86ofr9fxdzHHnuMp59+Giil7ZZnnHJHztUEQkuVxCNuw9HSpUs1VVg4HFYCkCQFmTNnjpJYXnzxRRV5E/W8xGuzZs2aiBoQ7nwBApFiVq9eranEXnnllaQa84RHMXHiRMAxUEs6sx9++CFp7aoK3JT+wsJCzTwuOUqrMUbrbjGYKL/XicAdIp2bm5u0oh5uuMOMo8U8fl7iAAAgAElEQVQOWGv1BRL+/VdffcUdd9wBOHz5RFcuknYedthh/P3vfwecClESli75BZ999ll++uknwFEfUsGq7/P5NDxZXKsbNmzQCTfRWayqC2OMEupatGih/Sy5ROfPn1/VRcIrBuPBg4eqo05ICqkOkVy6du2q8Rc333yzrmIbN27UhCRSMmzt2rURfv5UgN/vj6ghmaro2rWr9qeomM8884x6TmoTlixZAjgxGiLhSKEadxKWSsKTFDx48FB1eJKChzqHF198UZmMYlTu169fTaILkwZxo2dlZfHvf/8bKOVZPP7448rSrCTqZpSkBw/lQYyjixcv1pgI4aHUxgkBUMr+zz//vEuVsHipcJ764MGDhwh46oOHOgNZSTt27Mjvv/8O1Ch1WV1E3VUfJOpQHri7LmMgENB4BndEoZv+7M4dKNbp/Px83W+tjWlCC7lGKBSKoKiWx1lINqLlvizv//Lgvrd43pM7fF7w66+/7iJaJyq6NNbYXT/WpGLV7uCpDx48eIhArZQUJH2XrBLufAoFBQU6U7pnTPcKLb/be++9NZ9jMBjU/R07doxJnYWyM3fZ/P7RCr+kAtw1EgKBgOZyqAo7tDyqeCzT3EHpc3U/X7ekE+vrJRq7a3dK1pKMWSOqYFMwxuiDLlvxqeznqiJaCHAqIBmir/Rxenp6hIol/VJbIg0FtVV9iDHiT14yxjQ2xrxjjFlijPnJGHOoMaapMWaKMWZ5yd8mNbmGBw8eEoua2hSeAD6x1u4D9MIpSX87MNVauxcwteT/mCIcDhMOhzUAR/6v6eoeq/PEGuXliIgnRCJLT0/H5/Ph8/koLi7exVhaW+BJCZVHtUebMaYRcCTwEoC1ttBauxU4Hac8PSV/z6hpI934Mz1cCQP/y1/+ktDrBgIBnRSaNGlC06ZNadq0qXp9PNRt1GQJ6gxsAF42xnxnjHnRGFMfaGWtXVtyzB9Aq2g/9krRe/CQmqiJ9yEA9Aaut9bONsY8QRlVwVpryzMi1qQU/Z8Bl19+OU899RQAL7/8siZqiadqk5GRATipzCT12ujRo+nWrRvgGB3/7//+D4B//etfQHIMjqJO+f1+bXNhYaG2JS0tjVatnLVI7mPp0qXVLjqTapB7u/HGGzXnRiwl6JpICtlAtrV2dsn/7+BMEuuMMW0ASv6ur1kTPXjwkEhUW1Kw1v5hjPndGNPNWrsUOBZYXLINAUaRoFL0aWlpuoK6jXJ333231hLcvn07TZs2BVC24vTp01PORiFFSv7617/qPSUq85L0zz/+8Q+N0+/Xr5/2UTAY5O677wZg5MiRgJO2LdY1HCqCO8PxVVddBcABBxzAOeecAzicD5EgRHp44YUXtExdbYVkxxbJzRjDRx99BESWyqsxhKhSnQ04AJgH/AC8BzQBmuF4HZYDnwFNK3EeW5PthBNOsCeffLI9+eST7YQJE2xBQYEtKCiw4XDYhkIhGwqFbDgc3mXLycmxs2bNsrNmzbIXXHBBjdpQk80YY/v372/79+9vi4qKbFFRkQ2Hw3bChAl2woQJCWlDMBi0q1atsqtWrYrot/z8fLt48WK7ePFiW1RUtEt/zp07N2n9BtjMzEybmZlp//Of/2jfudtXWFhoCwsL7eDBg5PazqpsaWlpNi0tzR5//PF29uzZdvbs2bawsDDqGJ47d66dO3eurV+/fmXOPa8y73WNGI3W2u+BaGSIY2tyXg8ePCQPtY7R6IYYXBYtWqQqgc/nU9G3Xbt2Wv6sf//+3HfffQBK2+3atSt33XUX4CQivfLKK2twF1WHULNffvllrfsgpfCKi4s58sgjAfj+++/j3pahQ4fy4osvAo5YKrTrV155RRO3DhkyRAvsSPm7zZs306JFi7i3ryI0a9ZMa1VkZmYqZV2qke+9995VTV1WZfh8Pm655RbASe4yYcIEwDGCVqT+yVho0KCB1hsdNGhQRDCdpGN74oknACdF2+uvvw441b8r8S7XrmzOZSMGd9cu8Ze/9NJLgJNx+OuvvwYcq31lrcwNGzbU4iubN2/mH//4B0BCCq9kZGTw7rvvAs7kJanRpTJTQUGBTljxHswCSUjSqVMnzfLz73//WzP9+P1+HaTSph07dtC8efOEtG938Pv9LF++HHBiVwTvvfce4IyLKmYpqjLS09O1EtY+++yjiV1CoZC+9O6COTt37gSgUaNGmnbeWquTbJs2bbj//vsBePjhh2MxLr0cjR48eKg6UiZKUgJWpAiJtZYNGzboZxEHTz31VK1sLCvtNddcw6RJk/TYyiIvL49BgwYBjiVbZuKRI0fGL9VViXfkgw8+oE+fPoCziskqLffx/fff07lzZ8CpL5mIdGKnnXYa4FTuvuKKKwBHcnnllVcARyLbZ599gOg5KZKZ8szn82mpOHeEpojc8aj/UbZUYdu2bWnXrh3geEgkClb6Rz7L/1LzFNCx4Ia1ViXHl156SWtAxFu6Twn1wefz2WAwSMOGDdWFtH37dv3s9/tVrx05cqTub9OmDVD94h7uYhstW7bUJJkdO3aM2wAXm8FPP/2kInjPnj213qLok8OGDdOkox07dkxoPMaDDz6o9Tr9fr+qD0uXLuX99x0Ps6Sq32uvvXQyEfE9Gejbty8zZ84EnJdUiskedJAjLefm5sYtjNrtBhd71SWXXKIVycrGrsj1oyXZiXYcOCrIl19+CaCu12rUP/XUBw8ePFQdKaE+GGNIS0uja9eumvTEPQsaYxgxYgTgGHOmTZsG1Lz8l7VWpQ5rrUoN8Ux4It6QQCCgeQSbNWvGvvvuC8Bll12m7RGac6KjNnv37h2RAEa8PKeddhrz588H4MknnwQckblJk6pHx8c6lVjjxo31HOFwWFdTt9og5dyDwSA7duyo1nWiwf188vPzAadUoHizevbsycaNGwHIzs5WKUbUsuLiYjVEbty4kWXLlgEwcOBAXn31VW27eKM6dOgAwI8//hize3AjJSYFyYk4Z86cqFz6UCgU4Zo56aSTYnJdv9+vnootW7aom60isa4mkOsVFBToC5aTk8OZZ54JlFqkf/31V51AEo1TTjklIruViL9ulUpe3q1bt1YptFtUvmnTpnHKKacAsGrVqhqL9J07d44oECyp0d0ZtNzZueIFd5atvn37Ak4fyoucnZ1d6etPmDCBIUOGAHD88cdrP/fs2ROI36TgqQ8ePHiIQEpJCuWJycFgUL/75ptvdptpuSpptxo2bKgW/tzcXD1vPCP/brzxRgA+++wztVSPHz9eyUu//PILAE8//XTS4jKKioqUCLT33ntrO7777jtdbWXf6aefroSdp556iosvvhiAmTNnKs/C3Z8iHbVu3ZrbbrsNgL/97W81vlex0gvGjBkDwFlnnQXA+++/H+EtePvttwGnGrW7ZqfETMhqXt2xIBIfOFKDVMGuDETiufnmmznhhBO0zQLhtMyZM0dVjVjCkxQ8ePAQgZSQFGD3BqaBAweqoUb851DqK2/Tpo0akSZMmKCMMGstzz//POC42WRFkJn4mmuu0c8NGjRQg1o8IbTb8ePHM378eAAOPfRQbUeifNG7g9/vZ+7cuYDjchT4fL5dpDRrrbZdGKbgrLCZmZmAI4UJ/8RNiRaOyLXXXlttY6rYmo477riI/eIaPP744/Wv23A9atQowJEgJHqyuLhYV/hEGHfdyXGFQdqtWzdtezgcjshMLsdLX77++usccsghMW9vykwK4Aw69825CUuNGjXSY4SkInTW4447TsNKw+GwPtimTZuqGNiuXTuys7OB0mQil156aYTVW+oPxhNyvZEjR2oR1FAopEY8McQlgmpdFvKC3XXXXYwdOxZwxH1RaYTL74abKDR69GglX82aNYsuXboAThzAm2++qccLpk6dCjg0X+FpVJUfIue76KKLdEJdvnw5l19+OVDqzTnwwAMjri3eh7///e8JDf32+Xz06NEDQGn1p512WoT34YgjjgBg2bJl6tkZNGiQenxElejVq5cuZHLvMWljzM7kwYOHOoGUkRR259ZasWKFqgdvv/02p556KgDz5jnpHWfPnq3HTpw4scJr7bHHHoDjf3e71rZt21a9xlcB//znPwGUdwHOivnTTz8BpVTjRAVBCYwxrFixAnCkqjVr1gCOwU5W2FtvvTWqm1RW+VdffZVVq1YBMGrUKM477zzAiVqUFc+9Wnfv3h1wDL7CDakuk3TKlCkRKpekjVuwYAEAn3zyiaoz1loV14UrEm/IfXfq1ImHHnoIQCnjubm5GsE7atSoCGlZpJixY8cyePBgwKGbg/POiLRx3XXXxaytKTEpGGPw+XwRoqibWDRlyhTuueceANq3b79LVp2qQkggoruBI7YlIpW6ZGbOzc1VKvE777zDiSeeCJTq8CJ6JwqBQECjHd0698cff6wvTmFhocajuG0DkgdxwYIFOnm74daH3ZBJOCcnp9r5Eyuq+SnUdfezLioq0viZRCAjI4NmzZoBcO655/LMM88A8PnnnwPOWKjIJmCtVdq72zYiXqv09PSYqZye+uDBg4cIpISkYK2NkBDKQiz24NA9qytaC3VX/Oc+n0/F1bfeekspqvGC3+9n4cKFANx333189dVX2i4RwcUjIcE9iUJRURGnn3464EgHEsG3dOnSiHqbQhv+9ddfASe6T6SAaFICOCuaSHWiotx555188803gKMqVZdFKipBOBzW52et1f1u47GMrT/++EPVlUAgEDdauxgPzznnHA488EAA9t13Xz799FOg1Ni5O0+T9MugQYOUsyDH5+TkMHToUCC2humUmBQg0v1SFqtWrdKXZseOHdV2v4h4LN6LcDisJJ1//vOfcXdDhUIh1XV37NhBw4YNAXjooYfUdXbyyScDpS9PIiHegIULFyqVNhAIsOeeewJEEMzELhMOhyPCqN00Xzc9WrJHHXPMMYBD7okW+1BVyETfunVrVSsHDBigNht3eLKMof/9738RE0i8IKpN165dI1RduaZMouXZUYwxXHTRRYAzicq9yGRy+eWXxyUy1VMfPHjwEIGUyKdQmRyNEjwzbtw4zjjDqUQn4mcF5wYcKUESmYhxJjs7W6MTE5UgpHfv3oAjDkqq7mOOOUaNebJCJ7NeY2ZmpvbxmDFjlL8wb948PvjgAwCuvvpqwGmnSFtXXHGFpjxr0aIFe++9N+CkJhdDnxjLYi2y+3w+br/dqUV09913qwThlkAkHfo555wTQUOONzIyMlT0f/TRR9WjIOPx0UcfVbXM5/MpJ+e2227TFPZZWVk6JkTFlGCpKqBS+RRSRn2oCNKBJ598srphzj77bGDXF0gGwiGHHKLHdurUSS3AQqQZNmxYwrMFSYTn4MGDtc5Cenq66u2pULw1Ly+P//73v4DjAo5Wfl7CuiG6CL569WqdAIwxOinIyxrrSSEcDtO+fXttj7RZrhMKhbSqVSInBHAWHEl427ZtW1W9unbtCjjeG1HdcnJylDjWqVMn7S9rraqU119/fVzbW9NS9DcZYxYZYxYaY94wxtQzxnQ2xsw2xqwwxrxljAlWfCYPHjykCqqtPhhj2gFfAftZa/ONMeOBj4CBwLvW2jeNMc8BC6y1z1Zwrko3wu/3s369U4lOCDFFRUW6ipU1WImxa926dUqFFoJQMnIKik//hhtu0CpL4XBY1YYlS5YkvE11BfKsg8GgrrDS340aNYrIrZBoCH192bJl6hkRQ6S1NsJz404WI0bFl156Sbk6NUgQk5B0bAEgwxgTADKBtcAxOHUlIQ6l6D148BBf1KSW5GpjzCPAb0A+MBmYD2y11orCmA20i/Z7Y8xVwFVVvW4oFOLoo48GYMaMGYDDVpOZNhQKKa9hy5Yt6u+/5557lN2WzKzDYohbvny56uLLli2LS1z8nw1iR3DbDGRVlWC4ZEEClrp166aUZDEUtmzZUqWccDisiXKPPvropIyLmqgPTYAJwCBgK/A2joRwj7W2a8kx7YGPrbU9KjhX8l0gCcYBBxygmYZffvnllDAwekgOmjdvrh6JOHNl4q4+HAesstZusNYWAe8C/YDGJeoEwB7A6hpcw4MHDwlGTSSFvwDjgL446sMrOBWojwQmuAyNP1hrn6ngXH86ScGDhyQgvpKCtXY2jrrwLfBjybnGArcBw40xK3DK0r9U7kk8ePCQcqg1jEYPHjzUGHWL0eiGsOOErVY2mKqislxi6S37G3fdgFga/qRKtvvaeXl5GkgUCoXUeyL35M7t4G5Po0aNtAhOgwYNNA+BWNxjMcmnp6dH7Vufz6efpe3hcFijAd1tduc5KCoq2uVZxMqg5r6m+96lfe52ugv/VLafqpIdvDIom3LQfZ2ySNaCXSsnBXEpugeEfI4WjVYW7gSu7sSY8tldHSmW7S1L7XW3taJJSIhaBQUFGg2YlpamkZ+xzCDk9/u1jwKBgA7YgoIC7SP3vbhDzuU5NG/eXJOouAe8+yWNBco7j5veLG2Q51pRYpZ4ItqYjPXEU1N4UZIePHiIQK20KcSrenBtgQTXNGjQQCnf0QKMqrsCBQKBCDJNVYKX3FJBqj2fP/u4oS7bFOraQw0EAvqii71gdy+isPQqKrBb3X6qbgRjefpyqqCujZt4wVMfPHjwEIFaKSnUFYg427NnT01TL/vy8/M1hf1FF12kuQkguSueqBXC3+/Tp48aUidNmqRJWFKZtp2enq7ti1d+xtoMT1Lw4MFDBP5UkoK4pGS1KyoqSviqK9c+44wzePDBBwGHeyASgnxfv359LR/27bffajovKW6SSEiGqE8++URLnrnrKMhq27JlS81WnYzEs7tDZmYmr7/+OuCkv/vhhx8AJ8lrdWtOxAN+v19rf2RnZ2tl8sLCQo30jLdLtU5PCn6/X4uW3HTTTVqcVnIOnn322eo3nzFjhubJi/VEIS98ixYttIJSvXr1NMS7Xbt2mqJbjm3cuLGm5TrzzDM1BPyoo47Scu6JMOrt3LlT+wvQ9v/444+Ao0YIcerYY49l+vTpgJNqLBn1MMtCUrQtXbpUSVbGGJ3c+vTpo6n2U0EtO/PMM7UK1++//06HDh0AZzEQ3sewYcMAp5hOPNrsqQ8ePHiIQK2WFGRVbdu2raoG6enpauzq0KGD7vf7/WpckhX2nXfe0VVw69atWqpNJIZY4corrwScCseyIjz22GPcdtttEe2B0tVqy5YtWqp9zZo1ymg844wztIZCPCUFqSeQlpamSWWHDh2qpc6irVBffvmlpj877LDDVGpIBqQ0oCREdbtLt2zZwrHHHgvAokWLkiYhiApWv359TRw0evRo2rZtCzgp3GSMB4NBfSaSjXzWrFlxSUKbUpNCVYkvUtRl7ty5Gl/g9/v1xTPGaPGVOXPm8NZbb+kx4GS2ee+99wCnyKm7qEksIBPSUUcdBTj8AiknLhPC7iCD+JxzzmHy5Mm6X9oZL92yQ4cOOjA3bdqkafArqqC1bt06LbgydOjQpE0KDRo00Ozf7lgTyUA9b948fvnlFyAxKlhZuGNewBkXYit65plnOO6444DIQjytWrXi4IMPBkrVhwULFsRlUvDUBw8ePEQgZSQFoeS6pYVotNTmzZvTq1cvoLRq8ffff89+++0HOLUD7733XsBZuaJJHDJDt2rVSnMmFhYWqrQhq11NIde+9tprASegqDp+8d69e6vUceaZZ/LAAw/EpH3lYfXq1ey///6Ak1uwKjU2N27cCJCc3IIl42XYsGEqAUgGZzfXo1evXnTq1AlwSuQlWn2Q8efmcohq8Nhjj/HII48Azv1I5vHXX39dx4B4g+KVazRlJoWyIbnNmjVTfb9evXp88skngGNNliSYUoHotNNO0w6uV69euYNYRMlWrVoBMGLECPVO7NixQ91+r776akzvTe6jZ8+eKraKnr47SASkFLQBZ5DHm3ATCoXUy1CVF6Z9+/Za6ET6OJGQSaGoqEif9cqVKwFnYpU6nbfffruSxc4+++wK6eKJRNkoX1EZ6tWrp/cn6eLjVRDZUx88ePAQgZSRFCAymcjWrVsZM2YMAJdddpmuttZabr31ViB6+W23X90tXmVkZDBw4EDAKQMPjkFNZttJkybx2WefxfR++vbtC5TW/mvdurW2aZ999mHNmjV6T2UrEf/4449a5g7QlW348OHVrtBcFbhJVBWpU+L//+c//6n9KaX5EglR/6688sqICtTg1CJ1J1mRsZVKUkJZpKWlcfnll+v/QrKSuqrxMpKm3KQgg7Fjx47qGnTf/Pz58/UliwZrbVSrfDAY5PDDDwegc+fOgDNpCCnosssuiznZZu7cuQC88sorgFOA1c0O7NixI+Cw7XaXeWfZsmU6ETZr1kxF8wULFsTNAyFRm08//TTDhw8HHHtB2YHo8/m08lbr1q1VtZszZ05c2rU7iKi9fv16VWNkkvX5fDq27r//fj7++OOEt6+qaNOmjU50BQUFTJo0CYg/W9RTHzx48BCBlEqy4l4t09LStCpvfn6+xgH8+9//rpa1uHv37nz66aeAw9EHRwIRnnks05mVhaxQJ554Ik888QQQuQpEQygU0rqSwWCQX3/9FYAuXbrw5ZdfAo4BUqoJxVqUFBWsd+/eujKFQiGt9P3TTz8BMHDgQM4880zAeX5SETnWqlhlcO655wKO0ViqL51++umAo+JIHzVo0CBuRrpY4sorr+Txxx8HHNVB+CLi4akGElJL0oMHD3UNYuQqb8Mp+LIeWOja1xSYAiwv+dukZL8BngRWAD8AvSs6f8nvLGBLJIaYbcYY26RJE9ukSRO7ZcsWGwqFbCgUsrm5uTY3N9c+/vjjMb1eRVvTpk1tTk6OzcnJseFwOGKTtm3bts1u27bNPvXUU/aSSy6xl1xyiV2zZo0tKCiwBQUFEcfm5uba999/377//vu2S5cutkuXLjY9Pd0aY2LWl+4+nDVrlvZdcXGxLS4utuvXr7erV6+2q1evtmPHjrWNGze2jRs3Tmi/ypaZmWkzMzNtMBi0++67r913331tXl6ezcvLs+FwWD83bNgwKe2r7Obz+azP57Nff/21LSwstIWFhXb8+PGxeK7zKvM+VsbQ+ArwNPCaa9/twFRr7ShjzO0l/98GnATsVbL9BXi25G+lECtVxp2q/e9//ztQajiD0vDju+++OybXq2x7zjvvPLWKu4lahYWFyl/4+uuvAXjjjTdUvcjIyIjIXC1IS0tTD8dFF10EOOqVqBplU99XF8K1P/jgg/V8IopnZ2ermtevXz+ysrKA0kK6iYRY540x3HnnnUBkiPemTZsAh4ItalwqQsh5PXv21H6+4447EkayqlB9sNZ+CWwus/t0nDLzEFlu/nTgNetgFk5dyTaxaqwHDx7ij+q6JFtZa9eWfP4DEPpaO8BtsZNS9Gspg+qWoq8M3PUbhM5qjFEm4M033wyU0qTjDWFpXnrppRFRkLIKDBw4UCMfo6UxkwhJ+Swr85tvvqkcAXFv/v777zVeUYwx6t6bOnUqmZmZ+t1rrzkCo7gpjTFKae7atWvMg8qqgwYNGih7Ufp4xYoVKjXeeeedfPPNN0Cp2zhVYIzRvB/unBsiSSYCNeYpWGtFz6nq78bi1J6MW9m4cDisSSpCoZCKj/ICJgqiJuTm5iovYv78+YwbNw5wqLiVzWm4ZcsWJT0VFRXppCehwI0aNaqJdRpwiFzdunUDHBVFJtOTTz6ZKVOmRBxrjNEIzuOOO07bIypMMuDz+XTCl7+nnnqqehxatmxJ9+7dgdSbFDIzM5UvU1RUpOMlkbkkq+t9WCdqQcnf9SX7VwPtXcd5peg9eKhlqK6k8D9gCDCq5O/7rv3XGWPexDEwbnOpGQlH8+bN6d27N+BICpLDINE+aknekp6erqL9F198oVFvVcl8vMcee+jqIfn7oDQAqWfPnprHoKpqhLAmTzjhBI3O++ijj3b7G2utJpH58MMP1Sj5xRdfVOnascT27dvVACs1MgoLC5XR2r59ey677DKglG2aKvD5fPTr10//3x17N16okLxkjHkD6A80B9YBdwPvAeOBDsCvwHnW2s3GkZOfBgYAecBQa+28ChsRJ/Vh3LhxapV/4403dCAkOv24iNxHHHGEiv65ubmqJ7777ruaVNRNWxa1o3379pogZODAgRF6u4ia//rXvwAnc091Q2qlbX6/XxPYVGZikfZ8/vnnan848sgjY57BqrKIVpQmLS1N1ZwjjzySiRMnAg7hKRUIfIKsrCyWLl0KOLEcMsnGyKYQmwpR1toLyvnq2CjHWuDaitvmwYOHVEVKBUTFGj169NCVd9y4cQmXEGQFFfXBGBORslu8Cu3atVMf+0EHORP5EUccoYlOgsGgrnzucvChUIj+/fsDaOGY6t5jMBjU9Owff/xxlVZPEXdbtmypOSB69OihWacTXXAlGuW7UaNGmtosHA6rkTeVpARwxoxwavx+v9YKTSTq5KQgkXFZWVkqXrvDkBMFGXCitowaNYqePXsCjrtJ8usFAgEN5ZWXyufzRcSCyEBfv369ehdCoZCG/tZ0wisuLlZPjaQ/3x0kNuLJJ59Uu83kyZM101FeXp4ek8wqTGK3ufnmm9XuUlhYqC7JVIM7nf6OHTuSMml5sQ8ePHiIQJ2UFNz0YBHLRbxOJGR1l8Ip27dvV7KRtZaGDRsCjpgo9GBZ2ay1+vsdO3ZoLP2tt96qK/oRRxyh54iGqlSBDofDmgF58ODB3HPPPQC8//77GhEZDoe1huQdd9wBOH194403AvDyyy+rVOC+djAYVKknUTUc5XoiIR5++OHaniVLlsQsD2esEQ6HI9LKJaOgjicpePDgIQIplU8hVjjvvPMAR9+VFeGII45g3bp1sbxMpSHsuZkzZ2qAzvbt2zXIqaCgQI2SwgT89ttvefvttwH45ptvlFsRz+clhs9Vq1apBBIOh/Xa6ZDL1CIAABTJSURBVOnpariVgKf999+fzZvLhsaUf275XbzHnRh3//vf/wKw3377qavvrLPOqlTi3GTg6KOPVontyy+/5KSTTorl6WPjkqxtMMZobEPz5s31xRPjYzIgA3DfffdVw6A7N6A7YjKZk7Tw7Pfee28tONK/f3+dFDZv3qzp6qtKpZZzJwLGGN555x0ATf3v9/v1OcQzoU5NsXPnTh2rQstPNDz1wYMHD5GoTNKFeG/EMEFF8+bNbX5+vs3Pz7fhcNhu2rTJbtq0yTZq1CjpyTO8LXFbWlqaTUtLswMGDLADBgywS5Yssfvvv7/df//9k9623W0PPPCAJt7ZunVrTBPmUMkkK3XOplC/fn21jJ911lmcddZZQGlOQQ9/TvTp00e9QPGqrBQLtG7dmuzsbMBRO8U2EqP31MvR6MGDh6qjzkkK7toRkPjgJw+piUaNGqlxNxmVpisLn8+nDNGVK1fG2kBbKUmhVk4Ku7PUl0cPLu/4aKgK6acycLe3os9uuNsb7Z6lKG+sEa/zxgNiqQ+HwxHPzJ2bUSBqQ1pamt6fm+AWDod3IVW5Y01q0ify/Bo0aKCfxatTtqCPXMcYo67qaPk2q9EeT33w4MFD1VEreQq7myHD4bCqDy7vRszOXx24z1eZz5VtU7z4DWXPVZ3+jLW0VR6ilc0zxkRIBeAQr6SvfD6fft+6dWslVJXHvYhF38o5cnNzad++vbYDHPKaBMe5ac4+n08lhVAopMfLvrIG01iNBU9S8ODBQwRqpU0hXpCZOJUNUR5qP8rW8EjgePtz0pwrAxG/GjRooBWob7vtNuUy3HvvvXG7tntAeJPPnxOp/tw99cGDBw8R+FOpD40bNwacBKPgxPRLJd9gMKiGm6ysrJga7tq0cYpktWrVSiMfMzIyNEfC1VdfnfKrh4c6gUqpD0mPe4h17EPZLRAI2EAgYH/88UdbVFRki4qKtFjrli1btFCqu9jrlClTanxdn89nhw4daocOHWqXLl1qly5dusv1pD0jR47UdsazL+KxGWNsenq6TU9PT3pbaro1bNhQi7smuy1x2ioV++CpDx48eIhAhYZGY8w44BRgvbW2R8m+0cCpQCGwEqe+w9aS70YAlwMhYJi19tM4tb1CBAIB9UFnZmaqiC7JVoYOHaoJLSRNGpRmVK4JwuGwJkxp0aIFAD///LMmRS0uLtYUcZdeeimHHXYY4NR1AFKWUSi+8EGDBgHw17/+VbkAp5xySlKqTVcVPp9Pk778+uuvmvIsMzNT601KJu0bbrhBmYfxZHoKA7OgoCCCbyCpBT/44AOt7ymG8Mceeywuae0qUwzmSGAHTjVpmRROAKZZa4uNMQ+V3MBtxpj9gDeAg4G2wGfA3tba3QYgxNqmIHkOX3zxRS655BLdv2LFCgC1I4CT4QgiMxinpaXFVMeXQRUMBpVss2DBAn7++We9tkTDXXjhhQBarCTZCAaDOmG2bNlSazM+8MADgJPRSmwm5513nha+SbVJLS0tjbvvvhuAK6+8kqZNmwLO5C3PoX379jpBCPW5e/fu+tnv98clZ2KLFi04/fTTAWcSkoI6BQUF7L333kCk1+qYY44BnCpcVezn2NCcbZRS9NbaydZamaJm4dSMBKcU/ZvW2gJr7SpgBc4E4cGDh1qCWPAULgPeKvncDmeSEEgp+oRCSm2dfPLJuuJ/8sknnH322UBp5GSnTp10Jg6FQjzxxBNA7PzIMru7c/nLuceOHcuMGTMAJ25+8ODBAJpKbsaMGTWuHl0TiMrz448/anGS7du385e//AUordZ89tlnk5GRATiRiKkmIYgUM336dPbYw1m7cnNzNd3c22+/rZGIAwYM4JRTTgFgr732AhyJR0T0WIvqMk4feOABrXMZCAS03N5LL72k5eLatm1Lr169AJg1a5a2LR6o0aRgjPkHUAz8pxq/vQq4qibXLw9SSHbbtm2aq++aa67R70VVmDlzpr6wI0eOVJE4VpCH9vzzzwPOizR16lQAsrOzIyYfaeeJJ54IOKJ6siaFBg0aaIHYli1b6v6JEydqfsM333wTgOuuu45///vfAOpuTTaMMbRt2xZwamuCk6/zxRdfBGD48OERfS86/Keffqpu4nhCFou77roLcFzV7jT55b3sMjnLhJ2dnR2XiaHak4Ix5lIcA+SxtrRllS5Fb60dC4wtOVdqLS8ePPyZUUkeQSdgoev/AcBioEWZ47oDC4B0oDPwM+BPJE/hqKOOsjk5OTYnJ8c+/PDD1u/3W7/fb40xmqMvFArZUChkw+GwzcvLs3l5eXH1s0uevbS0tKj7e/XqZb/66iv71Vdf2Z07d9qdO3faY445Jtb5+SrchCuRnZ0dwadYsWKFXbFihfX7/Xps+/btbfv27e3kyZPtWWedZc8666yEtjXa1rJlS9uyZUt7/vnn29mzZ9vZs2fbiRMn2okTJ9oOHTpEHCt8hNatW9tgMGiDwWBC2miMsddee6299tprNX9oly5dKvXbefPm2Xnz5tl169bZdevW2czMzKpev1I8hcq4JLUUvTEmG6cU/QicF39Kieg1y1r7N2vtImPMeJwJoxi4tiLPgwcPHlIMyWYzxkpSkFV1yZIlNjc31+bm5tq2bdvqKvD222/bwsJCW1hYqMzF3NxcXfFi0YaqtNPv99uxY8fasWPHqtQSDodVilm1alVCsw8HAgH70Ucf2Y8++iiC4blx40Zbr149W69ePQvYrKwsm5WVZX/++Wf7888/27y8PGVmfvXVVzYzM7M6K1i1N1nxDzroIDtr1iw7a9Ys+80339hRo0bZUaNGRZW29txzT834/eijjyasrYC9/fbbVUJYvny5Xb58eaUkrIcffljH79SpU+3UqVOrw7yslKSQ9AkhVpOCvNxLly61M2fOtDNnzrSHHHKIXbZsmV22bJm+bKFQyG7cuNFu3LjR1q9fP6EDwr2de+65EdRqaZu8YEVFRXb79u12+/btds8994x7ew466CBVu0KhkH7u3LmzHmOMsX379rV9+/ZVtcs9gYRCIbt161a7detWe8YZZ9gDDjjAHnDAAarC+f1+fYljoWoYY+wVV1xhr7jiCrtlyxZ9ae64446ok4G0ITc31y5ZssQuWbIk4SrPsmXL7IYNG+yGDRvsxRdfbC+++OLdHi/91alTJ51EBg4caAcOHFid63s0Zw8ePFQddSafgrigfv/9d3XTjBs3TvMlGGPUxScuSfEHJwMffvhhRIVmYTqKeywQCOi+hg0b0qpVK8ApJSY8i1i6o7Zv36505by8PM444wzA6U/JP9GpUyfee+89oDTNmduPX1RUpJyFCRMmKBPw3nvvVb//RRddBMCDDz6oLuDq8kImT56svInvv/+erl27Ao4bsmzfNGnSRNmWU6ZM4eKLL9b2JwLihnzhhRd4+eWXgYrLwrmTEKenp7Njxw7A4YNA/GjXdWZSEPppjx49tNPc9SMLCgrUZ71+/frEN7AM8vPzOfPMMwH4z3/+o9x34U1Ya/n4448B+OWXXyIGRzyKzebl5ekklJGRoS9/IBDQSSgjI0PbIS/y5s2blVZev379iD4X3v5DDz20S7bqiy66iAcffLBabW3XzuHDHXnkkbrv2WefjcjXeOqppwLwxhtvAE6/LV++HIDly5dHzZ4dT0h/CUEOSp91QUGB9tuQIUM49NBDAYcDIvc6cuRInfRat24d17Z66oMHDx4iUCckhWAwqKtO8+bNI1YBkSDWrFkTMUunAoQ9l5WVtUvePmOMRms2atSItWvXAo6IHg+R0c1c9Pl8usqXhVx70aJFALz11luMHDkSiJTMCgsLVe3Iz8/XZyLRidWlDPt8PpUCpkyZwpgxYwBYuHChSjTr169XaVGwePFi+vfvDzjMUvl86KGHxiXSsDw0btyYlStXAqWqYigUUrYiwNKlSwHo0KEDzz77LAB9+/ZVSUgo5vFSferEpJCens7ixYsBOPzwwzWDUv369TWq75hjjkm5GoIVpeQWOmuXLl20vmC89MjvvvtOJ4b58+drTIgxRgdjOBxWvVxE8RNOOEHVh+LiYq3CdPPNN/PWW05IjKg7sUDbtm31OQ4aNEgn/UAgQL9+/QBHzZFjJPZh69atqqKFQiF98dxjJBE48MADdQGIVrAmNzeXsWPHAqXRvuCE+//nP040gUT2xgue+uDBg4cI1IkcjT6fTw0yw4cP1xwKPp+P6dOnA040XyrcazS89tprGiUZLdvz1KlTNaLy4YcfTrjEIxKN3+/XfA/nnXce4Ijf0q/9+/dn4cKFQPxE2/T0dO2jUCikfRQOh1V96dChg0oybkg18rS0NPV8RCsmE0/4/X5ts7tfBZmZmSq5HHTQQaoWv/baa3zwwQeA4ymCanlt/lw5GoW5OGnSJCX/7Nixw/bv39/2798/oQSVqm4+n88eddRR9qijjrLz58+38+fP19iD4uJim5uba2fMmGFnzJhhGzVqFJWQk4h2GmPsqlWr7KpVqzTP5bZt22ynTp1sp06dEt5vQlCqDAHp1FNPVcLVFVdckfRnXpntpJNO0jZ//fXXscgf6ZGXPHjwUHXUCUMjOAQfgMMOO0zFsjVr1vDdd98ls1mVQjgc1nyNQrDauXOnpkHz+/106NABcHIHfv311wBYa9XingiccMIJargT0fXCCy/URCCJRlpaWoXi/5577gk4ZCrx9owbNy7ubYsF0tLSdCw//vjjCSsD4EkKHjx4iECdkRTE71y/fn01ci1cuFCNMqkO8d9L2wOBgK4MgUCAZs2aAc59iqSQaDzyyCO6comLVFyUiYLP51Nm6rRp05g8eTKwq8FQpKzZs2frviuuuAJI/bJtgtWrV6tR+ccff0zYdevEpGCM4fLLLwccUVterAkTJqSsx6EspJ09e/YEIu8DSsk+s2fPTvg9SWWtxo0ba8n0W265BSAu2Y13B5/PR/PmzQEYNmwYM2fOBBy6tcDv9/PUU09F/G7hwoURx9QGnH/++fpZMk4nAp764MGDhwjUCUkB0GARKF11JfloqsPn83HdddcBpXRjY4yKjk8++aQWABHGYKJgjOHpp58GHIblmjVrAPjss88S2g5BcXExl156KeBkQxYa8Pjx41WiOeSQQ8jKygJKE8zeeuuttUZqFPTo0UMNz4nkU9SJSSEYDCp33BijIbsygFMdhx56qGbzdfPhhw8fDqADPxk44YQT6N27N+BMSKKmSRhvMiAv92+//cY555wDwLnnnqvf5+TkcMMNNwDw6quvRvymNkDGQIMGDTSSslGjRgmrvuWpDx48eIhAnZAUjDGa3ANKy8PVFivzsmXLNGhIeAcXXngh77//fjKbBUCzZs2YNm0a4Pj34x2MUxXs2LFD+8sdPFRYWMj48eOB2iUhCERSGDt2rNYWbdWqVcIkhToR+5CWlqYTQUZGBvvttx9AUissVRXC2xddWKoWJRtpaWlad1EK83pIDNLT0yPCz2PwrsamlqQHDx7+XKgTkgKUltQKh8NJzb3owUMKo1KSQp2wKUBp6XC3HcHn89Uau0JFCVeSBTeJqrb0pYeawVMfPHjwEIFUkRQ2Arklf6uFaNGCVVjZmtfk2jVEc2BjkiSECu87jlGYSe/zP+G1O1bmoJSwKQAYY+ZVKiuMd23v2t614wpPffDgwUMEvEnBgwcPEUilSWGsd23v2t61k4+UsSl48OAhNZBKkoIHDx5SAEmfFIwxA4wxS40xK4wxt8f5Wu2NMdONMYuNMYuMMTeU7G9qjJlijFle8rdJHNvgN8Z8Z4z5sOT/zsaY2SX3/5YxJhjHazc2xrxjjFlijPnJGHNoou7dGHNTSZ8vNMa8YYypF697N8aMM8asN8YsdO2Lep/GwZMlbfjBGNM7DtceXdLnPxhjJhpjGru+G1Fy7aXGmBNrcu1YIamTgjHGD/wfcBKwH3CBMWa/OF6yGLjZWrsfcAhwbcn1bgemWmv3AqaW/B8v3AD85Pr/IWCMtbYrsAW4PI7XfgL4xFq7D9CrpB1xv3djTDtgGHCQtbYH4AfOJ373/gowoMy+8u7zJGCvku0qoKbJK6JdewrQw1rbE1gGjAAoGXvnA91LfvNMyTuRXCS5CMyhwKeu//+/vbt3saOM4jj+ORBdMIImFmF1hY0gtsYqooX4ghpCRLBQAkb0H7ASlq3sRbQQFRQLWRTUoGFBBF9qXwKiQV2MRMyGxKQxjU2KY/E8F3ZiluzKfeZaPF8YmPvM5f7mN3M4zDnzzJ0lLI2o/wkewhrm69g81hrpLSgBeT9WEcpElh1XOh5T1r4Bp9Q+0obx5t5xC05jtzJhbhUPt/SORZy4mk+8iaeu9L1paV+27XGs1PVBvOMz3N3i/G9nmXX5MAmWCet1rDkRsYh9+Bp7MvNs3XQOexrJvoIXMJlqeRP+yszJa49b+t+LC3inli9vRcROI3jPzDN4CX/gLC7iuPG8s7nPsWPwWXw6I+0tMeukMBMi4np8hOczc/Af8FlS9tRvyUTEQZzPzOPT/u0tsgN34fXM3KdMKx+UCg2978JjSmK6GTv9+xJ7NFr5vBoRsayUsCtja2+HWSeFM7h1w+eFOtaMiLhGSQgrmXm0Dv8ZEfN1+zzON5C+B4ci4ne8r5QQr+LGiJg8g9LS/zrWM3PyIoQPlSQxhvcHcSozL2TmJRxVjsdY3tnc5ygxGBHP4CAO16Q0mvZ2mXVS+Ba31y70tUrT5VgrsSjPJ7+NnzPz5Q2bjuFIXT+i9BqmSmYuZeZCZi4qPr/MzMP4Ck+01K7653A6Iu6oQw/gJyN4V8qG/RFxXT0HE+1RvFc283kMT9e7EPtxcUOZMRUi4hGlbDyUmX9ftk9PRsRcROxVmp3fTFP7PzHrpgYOKB3Z37DcWOte5bLxB3xflwNKbf8FfsXn2N14P+7Dal2/TQmEk/gAcw1178R31f/H2DWWd7yIX3AC72KulXe8p/QuLilXSM9t5lNp9r5W4+9H5Q7JtLVPKr2DScy9seH7y1V7DY+2jLutLn1GY6fTGTDr8qHT6fzP6Emh0+kM6Emh0+kM6Emh0+kM6Emh0+kM6Emh0+kM6Emh0+kM6Emh0+kM+AftVbnUXn5wTgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 510/1875: Discriminator loss = 0.7848 Generator loss = 1.1997\n", "Epoch 2/2 - Batch 520/1875: Discriminator loss = 0.5323 Generator loss = 1.9980\n", "Epoch 2/2 - Batch 530/1875: Discriminator loss = 0.9220 Generator loss = 1.0068\n", "Epoch 2/2 - Batch 540/1875: Discriminator loss = 1.0399 Generator loss = 0.8912\n", "Epoch 2/2 - Batch 550/1875: Discriminator loss = 0.6571 Generator loss = 1.6870\n", "Epoch 2/2 - Batch 560/1875: Discriminator loss = 0.7211 Generator loss = 1.7921\n", "Epoch 2/2 - Batch 570/1875: Discriminator loss = 0.4901 Generator loss = 2.2948\n", "Epoch 2/2 - Batch 580/1875: Discriminator loss = 0.6623 Generator loss = 1.5235\n", "Epoch 2/2 - Batch 590/1875: Discriminator loss = 0.7654 Generator loss = 1.7988\n", "Epoch 2/2 - Batch 600/1875: Discriminator loss = 0.7328 Generator loss = 1.8035\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 610/1875: Discriminator loss = 1.0158 Generator loss = 1.9683\n", "Epoch 2/2 - Batch 620/1875: Discriminator loss = 0.6680 Generator loss = 1.9942\n", "Epoch 2/2 - Batch 630/1875: Discriminator loss = 0.5479 Generator loss = 2.1380\n", "Epoch 2/2 - Batch 640/1875: Discriminator loss = 0.8078 Generator loss = 1.3280\n", "Epoch 2/2 - Batch 650/1875: Discriminator loss = 0.5859 Generator loss = 1.8594\n", "Epoch 2/2 - Batch 660/1875: Discriminator loss = 1.2624 Generator loss = 0.6212\n", "Epoch 2/2 - Batch 670/1875: Discriminator loss = 0.6202 Generator loss = 1.6792\n", "Epoch 2/2 - Batch 680/1875: Discriminator loss = 0.8600 Generator loss = 1.1423\n", "Epoch 2/2 - Batch 690/1875: Discriminator loss = 0.7662 Generator loss = 2.2077\n", "Epoch 2/2 - Batch 700/1875: Discriminator loss = 0.5381 Generator loss = 2.0230\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 710/1875: Discriminator loss = 0.8889 Generator loss = 1.0442\n", "Epoch 2/2 - Batch 720/1875: Discriminator loss = 1.8225 Generator loss = 0.3716\n", "Epoch 2/2 - Batch 730/1875: Discriminator loss = 0.9607 Generator loss = 1.0784\n", "Epoch 2/2 - Batch 740/1875: Discriminator loss = 0.8990 Generator loss = 1.0541\n", "Epoch 2/2 - Batch 750/1875: Discriminator loss = 0.8972 Generator loss = 0.9494\n", "Epoch 2/2 - Batch 760/1875: Discriminator loss = 0.6083 Generator loss = 1.6781\n", "Epoch 2/2 - Batch 770/1875: Discriminator loss = 0.6333 Generator loss = 2.0065\n", "Epoch 2/2 - Batch 780/1875: Discriminator loss = 2.9037 Generator loss = 5.1651\n", "Epoch 2/2 - Batch 790/1875: Discriminator loss = 0.6923 Generator loss = 1.7764\n", "Epoch 2/2 - Batch 800/1875: Discriminator loss = 0.8669 Generator loss = 1.0501\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 810/1875: Discriminator loss = 0.7485 Generator loss = 1.5081\n", "Epoch 2/2 - Batch 820/1875: Discriminator loss = 0.6333 Generator loss = 1.8707\n", "Epoch 2/2 - Batch 830/1875: Discriminator loss = 0.7821 Generator loss = 1.2985\n", "Epoch 2/2 - Batch 840/1875: Discriminator loss = 0.5873 Generator loss = 2.2132\n", "Epoch 2/2 - Batch 850/1875: Discriminator loss = 0.5977 Generator loss = 2.4865\n", "Epoch 2/2 - Batch 860/1875: Discriminator loss = 0.9560 Generator loss = 1.0244\n", "Epoch 2/2 - Batch 870/1875: Discriminator loss = 0.5970 Generator loss = 1.8869\n", "Epoch 2/2 - Batch 880/1875: Discriminator loss = 1.3225 Generator loss = 0.7543\n", "Epoch 2/2 - Batch 890/1875: Discriminator loss = 0.5385 Generator loss = 2.0877\n", "Epoch 2/2 - Batch 900/1875: Discriminator loss = 1.2917 Generator loss = 0.6328\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 910/1875: Discriminator loss = 0.6843 Generator loss = 2.9607\n", "Epoch 2/2 - Batch 920/1875: Discriminator loss = 0.5797 Generator loss = 1.8857\n", "Epoch 2/2 - Batch 930/1875: Discriminator loss = 0.5915 Generator loss = 1.9243\n", "Epoch 2/2 - Batch 940/1875: Discriminator loss = 0.6052 Generator loss = 1.8543\n", "Epoch 2/2 - Batch 950/1875: Discriminator loss = 0.6649 Generator loss = 1.5284\n", "Epoch 2/2 - Batch 960/1875: Discriminator loss = 0.6335 Generator loss = 2.4001\n", "Epoch 2/2 - Batch 970/1875: Discriminator loss = 0.8081 Generator loss = 1.1891\n", "Epoch 2/2 - Batch 980/1875: Discriminator loss = 0.5288 Generator loss = 2.4276\n", "Epoch 2/2 - Batch 990/1875: Discriminator loss = 0.5201 Generator loss = 2.0783\n", "Epoch 2/2 - Batch 1000/1875: Discriminator loss = 0.4710 Generator loss = 2.6617\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1010/1875: Discriminator loss = 0.5971 Generator loss = 1.7668\n", "Epoch 2/2 - Batch 1020/1875: Discriminator loss = 0.6409 Generator loss = 1.5987\n", "Epoch 2/2 - Batch 1030/1875: Discriminator loss = 0.7991 Generator loss = 1.6684\n", "Epoch 2/2 - Batch 1040/1875: Discriminator loss = 0.7916 Generator loss = 1.3965\n", "Epoch 2/2 - Batch 1050/1875: Discriminator loss = 0.7707 Generator loss = 1.5670\n", "Epoch 2/2 - Batch 1060/1875: Discriminator loss = 0.7341 Generator loss = 3.5070\n", "Epoch 2/2 - Batch 1070/1875: Discriminator loss = 0.5460 Generator loss = 2.3486\n", "Epoch 2/2 - Batch 1080/1875: Discriminator loss = 0.6724 Generator loss = 1.5945\n", "Epoch 2/2 - Batch 1090/1875: Discriminator loss = 0.7344 Generator loss = 1.3504\n", "Epoch 2/2 - Batch 1100/1875: Discriminator loss = 1.9120 Generator loss = 0.4816\n" ] }, { "data": { "image/png": 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3AXrtedsrwEzCuCjA3jRhtyjbrFkzwPFMiNUfoEOHDuE8dIWQQiWyiInBERxDmHgcDjvsMDWauh96WQiGDBmiYndF4wbk+0pTO2TCX3jhhSpeG2PU592wYUMVYefMmcPChQsB1GhnrdWFbsCAAeq1SElJ0VDiH3/8sUJjrixyrqNHjw7JNAQnzFlUt2+//VYt+CeddJJ6KIYMGbJPDsKuXbv45ptvgOhkVBpj1AAJaMxCNLM5w2JTMMY0B44GfgAa7FkwADYADUr5TMRa0Xt4eFSeKreNM8bUAr4CRltr3zXGbLfW1nH9fZu1dr92hXC0jZNd4rjjjlOjjd/v15DWgw46KGZtw8RNunTpUu1nCYSoOcXvQ35+Po8++ijgJMO4RVcRbY0xZbocy9tWzufzhcR3yI5/4oknajTlmjVrVDpzR2C6zyNW19jv93PbbbcBTvFaUcPc11VUpTlz5mhiWqNGjbTwi4QMx5KMjAxVGdLS0rQ4zeLFi8Px9eVqG1fVJi6JOJ2lb3O9tgRotOf3RsCSaDaD8fv9du3atXbt2rU2GAxq85IaNWrEvOlHo0aN7IoVK+yKFSv2afgijUqys7Ntdna2vf/++2PWTOVA/DnzzDP1Xrsb5riv8ZYtW+yWLVvsLbfcYps2bWqbNm0a83EX/2natKk2Btq4caNNTEy0iYmJ4fr+yDaDMc7W/CKw2Fo7xvWnacDVe36/Gpha2WN4eHjEgCpICT1wVp+FwPw9P2cABwFfAL8DnwN1o9027qqrrrJXXXWVzcnJsXl5eTYvL88ee+yxZX7OGGP3qDIR+5GVf9asWTYQCNhAIGCLiorsunXr7Lp16+yoUaPsqFGjwrk7/CV+6tevb3NycmxOTk6IhCBt4+bMmRNXreJK++nevbvOi02bNlmfz2d9Pl+4vr9ckkJVvA+zgdL8YydX9nvDgRS2XLRoEQ8//DCANl7ZH5HI1iuOpEOfcMIJWp69devW/PrrrwAaF1/VOpJ/NTZt2qS5BKNHj9acl3/+859AbNKlK4N0CgPnnGJho/HCnD08PEKpiqExXD9EUBzz+/3W7/fHXCz0fryf8vx06tTJrlq1yq5atcoeeeSR4f7+cqkPVXZJhoNwuCQ9PKoDfr9f8y6+//77cDfmLZdL0lMfPDw8QvAkBQ+POMBdhs8dIBZmQ6MnKXh4eFScA66egseBSfHszkhLqCUdz/1aeY9f0RaBlf0+ec3avSXYyqoHEqlrWC0WheI3uzI33yMUuYZJSUkaM1EVUTYa98GdE+J+yKoyhnCPuzzfJ+eRmJgY0syn+ALhzocJ5zg99cHDwyOEaiEpFF8l4006kBU+MTFRV/eydl2/369l5fLz88Ptmio3wWAw7q5naVRWkilJRI/lOct5lNXUxefzhdTLCFcUbLVYFOIJ9wSTalCS9pqWlqYP99q1a7U9e05OjtYwlOIgbdu21VRfaVMeTeShqK7h1u6HSaotnXDCCRx77LHA3uavc+fOjXrfyfLiXgQrWuV7f3jqg4eHRwh/6TiF4r0VxMDTsGFDNmzYAFR8BZbvSE1N1cYvUtCjNIqKilQakD6DSUlJ2vRGim7EA9KGrVatWoDT0OTcc88FYObMmVrgprCwUKWiWBVeKY3MzEyeeOIJAHr06BFSJk+eB7nvhYWF9O/vFAh75513YqbGhYlyxSn8ZRYFY4zWQZRCnVlZWdpsIxK6swShTJgwAXB0RKmD2LVrV60r6S6TLk1BjDG6mESqE1B5kfO48cYb6du3L+CUHwdH3ZGFsKioSPXg/Px8hg0bBsDEiRNjbpfw+XycdtppALz88stamUnsNuDch5dffhlwmq8AfPLJJ2Hr0RgHeMFLHh4elSDWGZKRzJL0+Xz2iSeesE888YQtKCjQ4hWFhYW2sLDQvvLKKzYpKckmJSVFvLhKST+1a9e2tWvXtl9//bWOzV0+rG/fvrZv375RH5f7p3Xr1nbDhg12w4YNtrCwUMcpP3l5eXo9pWCMFDmR1wcNGhTVMRtjbFpamk1LS7O33HKLveWWW+yWLVu04Ir7GgeDQbt582a7efNm26VLl5he64r+JCQkVPQzkS2yEs+IneCVV17hwgsvBBwXn4iwIg6+8cYbal2PhXgrpcVbtWq1j1usqKgoplbviy66CHBEbVEfjDGqHojKsHHjRurVqwc4TVSl3HtSUpK+p0uXLjzzzDMRH3N6ejrglJ9//PHHgb1l9f1+v9o2gsGg2ox69+7NkiVLgOh4Wtyt5eX3QCCgY3OPMzk5WTMmR44cyX//+18AOnXqBEDz5s3p3r07EN7+kp764OHhEUK1kxSMMfTo0QOAM844Q1fdLVu2cOONNwIwbdq0kPdDbCQF6Uq9atUqbQDi7ujUp08fAD766KOojqtVq1ZaXt7v96vFfeHChdqj8fPPPwecHcqd4SfjHz58OMOHDwfg7LPP1vLxeXl5ERmzz+fjqquuAmDo0KEqNUiw2O7du/WcXn755ah2XIK93awPOeQQMjMzAbj88ssBaNasmUpgTZo0UQPzvHnzOPzwwwH4+OOP6datG+A0DwLHSybduUrrgFUZPEnBw8MjhGojKYgue+uttzJkyBDAaV0m/v8jjjhin5iDpKQkbek2b948dRFOmzYtKv5oOcazzz7LI488AhAiMUg/xIp2mq4qkyZN0t3K5/OxdOlSAK699lptDOO+lm4pS17/+OOPufvuuwGoWbMmTZs2BeD3338P61hFSmnatCnXX3+9jlna7H3//fcAPPjgg+raDWf0X3nHKPevfv36nHyyU9f49NNPB2DFihXaNT05OVmlmJkzZ2oMSDAY1HM9++yzARg/fnxIjEW4qBaLwpFHHsmUKVMAZ3KIAe/rr7/WnoclTYRJkyZpf0FwbgI4QSrRQAxxJ598sgYDuQ2OMnkOPvhgNm7cGJUxgbNYydjy8/OZNGkS4FTHLkvNks9NmTJFDZQ+n08XuHAj9/rBBx+kRYsWgFO5efz48QBMnz4dcNSHWMVKWGt1/q1YsYKvvvoKQA2Hc+bMUSNnUlKSqjzF56yM/6677gKcQLfWrVsDziIcLqqsPhhjEowx84wx0/f8v4Ux5gdjzB/GmLeMMUlVH6aHh0e0CIekcAuwGEjf8/+HgbHW2jeNMc8B1wPPhuE4+yAqw1133aX9GpcvX87AgQMBtFuwILuwSBV9+vTRnW3Hjh189913QPSMjg0aOL13Dz74YDZv3gygHbP9fr9KDy1bttQuyNEY25dffqkGruXLl/PHH38Azo5fksQlkaJXX301AwYMABwjmGCtpXfv3kB4DWIAxx9/PAAdO3ZUY2ZWVpZGLMpru3fvDutxK8vWrVvVSFsS+8uMlChS+TcQCETECF2lRcEYcwhwJjAauG1PK7mTgMv2vOUV4F+EeVGQh1tsAM2bN9fw1JdeeqnErEK/36+6sXwO0IfxiSee0EzFaCHqwebNm7UJiIjcsNcTce+992p48datWyM+roceekh18mbNmqmu/vTTT2tr9GefdW7peeedpyqa2+4hiy0490t86+GkZs2aXH311UBofkmjRo10TKKrz5o1K+SBi5UqUVl7RmJiosZeyLVduXKlnl84qar68AQwFJDZcBCw3VorJWHWAk1K+qAxpr8xZo4xZk4Vx+Dh4RFGKi0pGGPOAjZZa+caY3pV9PPW2ueB5/d8V7mXbZ/Px7hx4wB097TWahvytWvXhpTlEnH8559/VjFXWLduHeeffz4AP/30U1St0gkJCepLP/zww3UXK6mU3AknnMAnn3wCwJNPPslbb70FOKJmJHa8pKQkjSdo3bq1iujp6elaI0LqDiQkJOiY3VJOcSQRLByIh+aFF17QJKekpCS12j/77LMq9cl5WGvVUt+tWzeNwpwyZUpINKAYLsUz8PHHH5dZ7CScNG7cWL0kubm5qkJOnz6dzp07A3ul244dO4aUZAsXVVEfugPnGGPOAFJwbArjgDrGGP8eaeEQICxRIvKgH3300aq3inhdWFiogSBTpkzRSbN9+3a9yTVr1tQHaM4cRzg5/vjjY5YKm5CQoA9bo0aNdMxu3BWbjjrqKADGjh2r5/HGG29EZCGrUaOGXrdp06ZxxRVXAI56IA/Z+vXrAbR/4/4IBAK6aFcVYwz33HMPAL169dI5UFBQwOjRowEnK7W4C7d27dqa+Sj2EoAXX3xRz++XX37RcGxZQHbv3s2XX34JOKJ/ZRZhn8+nm5O1Vou63HnnnYCTvi02kKKiIvWIzZw5U8fWvXt3PSfZFCM1dyutPlhrh1trD7HWNgcuBWZYay8HvgQu3PO2q/Fa0Xt4HFBEIk7hH8Cbxpj7gXnAi+H4UhGjrr/+et0dZNXOzs5Wg5O8DxzLsxjmkpOTVey+9tprwzGkKpGamqrJLvXr19cwWDfuisSyQ8+YMYMPPvgAiFwQTnZ2tvrQjTFaZMTv9+uxZSddvnx5iMoj4qy7fuCYMWPClmyUnp6uob0+n093y08//VSNzSUFer377ru0a9dun9eNMRpkFQgENNZBCttMnjyZ3NxcwLn2IpFWBJ/Pp5LeqFGjVFJxq1tyfdauXcuWLVsAZ15IqLsxRt/z3nvvVXgMFSEsi4K1diYwc8/vy4HO4fheDw+P6HPARDTu2LEDgEceeUR3ICl8unDhQtXJRowYwcKFCwH4888/1VWVlJQUlfTd8lK7dm0dc0lSAuzddbdu3aqxFffcc49ei0ghO6MgO1MgEFAJ4fXXXwdCXY/W2pDIPNmxw2kMa9u2re60xhh1M99www16bGOMxq2I7UOuNTiSxJo1awDHaCk6fkpKisYziFHP7/frZ+vVq6fn66oFUiaBQEAjK3/99Vf69esHOAl7AF988YXGb2RkZHDBBRcAjtQg47DW6ryOdDLXAbMoCCtXrtRsRzeiJgwZMkQXjTPOOEPfO3jw4IhYaiuKjK1Vq1ZqzCuJYDCoVuZBgwbxxRdfAOHNmy+NxMREXajy8vK0wnTXrl158803gb2BV24CgYDeh/r16+tDs3bt2rCNrV+/flonsrCwUD0DNWvW1EClmTNn0rJlSyA0C1YWjczMTH34A4EADz/8sH63lGdzB7WJQfiXX36ptLdHFshly5YxYsQIAB577DHAMRiKKtGvXz9VCxs2bKjHKygo0NiQSGWaCl6WpIeHRwgHnKRQHiRJxJ2UI27IWCPj+cc//rGPwRT27ihLlixRQ+TOnTujEoEnu+oRRxyhfvyNGzfy/PPPA447eH/SjbVWQ8/dmZ0i5YSDoqIivW6JiYl07OjUIZ0/f76qDG51zH3d7r//fsAxpLpf//XXX/V1cQ2LBNKlSxetzBTOc4CSo1PHjBmjktkll1yiEk1+fj6TJ08O6zhKo9otCqmpqXz22WeA8wCKRToeYt9TUlLUqn/cccfpAhEIBDQ0Wyz9X3/9ddRDcUV07t+/v8YfpKenq+U8KSlpv924VqxYoVb7+vXrM2bMGAAtdR8ObrnlFs466yzAKUgiYn56enpIqTh54ETdmjBhArNnz9axyfktXrxY07q3bt2q33HLLbcARCSMeH8Eg0Fd3M477zxdAB944IGoNebx1AcPD48Qqp2kcOGFF4ZEo40dOzbGI9prtHr00Ue10GZCQoKWY3vuuee0OYkUFI0FshOtWLGCU045BXDqU4g4a63VnVTGnp+fr9mo7oSp/Pz8iGR2FhQUcOihhwKwZs0aNTrm5uZqzMI333zDt99+C6C77sUXX6zl4bKyslRyXLp0qcY9rF69WgvWRsOgWxI1a9ZU6bZnz57acnDq1KlRC8OvNouCPHhDhw5VvXf16tWa9hsL5GES9915552nentOTo5W1Zk1a1bUqwGVhIwhMzNTszbdrsWNGzfy0EMPAXsL0SQkJGiwTUFBgb7X3Q7e5/OV2Bq+ssjC1LhxY83ByMzMVGt+/fr1VSXo2bMn4NiZ5NiNGjXSc922bRtDhw4FnKInscieTEhIUNvIzJkzVWVYt26dqkriiYoGnvrg4eERQrWRFMRo17RpU/198eLFUe2abIzRSr0DBgzQDD4x1BljNFbiiiuu0PJv8YLs8mvWrFGfP8CCBQsAxzha3ozBkjwq4SaoGLnbAAAgAElEQVQQCGjQz48//qjXs6CgQCUyUSXr1Kmjori7VdzOnTsjNkekL2hycrKqhcYYGjduDOxNJrvtttt0riQmJrJr1y7AqcUYTQlBqDaLglSjSUtL04g8KfkdTSSC8txzz90ngCYYDGoU2/6q78SaOXPm6MS8/fbbeeGFF2I8orIJBoNqw3BTUh/O4hGbkSI7OxtwVDAptnrNNdfoAjB37lwAWrRooW7RJ598ktdeew2IfoFZwVMfPDw8Qqg2koIU/9i5c6eGg0a77Zq1VsuYvfbaa9x8883A3p3pnHPO4eeff47qmCrDjBkzVOyOtzbyBxLuEOUjjjgCcErwiQFa1Mqrr76a999/P+QzscSTFDw8PEIw8bAyVaQcW2m423KJrzyWbr6kpKSQeAnY69v3+OshLvPevXtr/QZx60rkZxSYa63tWNabqs2i4OFxoCALRAxUs3ItCp764OHhEYK3KEQBY0xIybJ4RyLqPCJDMBiMawPuX/ruFy+n7m6pHs6bVhkVzT224uOU73PX+Aun/SQeitHEmkjNhdKOFQ9qvOBJCh4eHiH8pSUFCN3Fw5m0Uxru8mDlfW9iYqLu3u5dKxgMRmys7gYvcox4SNqKFtGYC/HKX3pRiMUNL+8x3WpCafkGkRy/fHe867+RIpoeArfqur9W9NGiSuqDMaaOMWaKMeY3Y8xiY0w3Y0xdY8xnxpjf9/ybEa7Benh4RJ6q2hTGAR9baw8DOuC0pB8GfGGtbQ18sef/Hgcof0UpAaIrIRljSEpKIikpiZSUFIqKimKqqlU6eMkYUxuYD7S0ri8xxiwBellrs4wxjYCZ1tq2ZXzXX09xqyYkJCRw6qmnAk7WXyxSfQ90EhMTtT/q1KlTtSdFBIh48FILYDPwkjFmnjHmBWNMTaCBtTZrz3s2APs2CMBrRe/hEa9UxdDoB44BBltrfzDGjKOYqmCttaVJAZVtRV+dcHsXpNDHgWLtlhLwTz/9tGYAXnHFFVpDIJbib0JCghaJkZJ3I0eO1FyURYsWadn5Z599VsvJxeran3zyydoxu1atWlryLlZURVJYC6y11v6w5/9TcBaJjXvUBvb8u2/lCw8Pj7ilSglRxphZQD9r7RJjzL+Amnv+tNVa+5AxZhhQ11o7tIzvOTC2xypijKFHjx4AHH/88dxzzz2AIymI2/HLL78EnKpRUg8iXiIM69evr+XPpH5FTk6OtjFzF3E9/vjjS6x6FIkxAdx4442cfPLJgFMGTRoClRayLfN+69at2rtx1qxZkR5uiaxZs0YL5QYCAerWrQug1a/CSOSzJI0xRwEvAEnAcuBaHOnjbaAZsAq42FqbXcb3RGRR8Pl8OikOOeQQfV0afJRHxA1HJWIpMz579mxtdb5y5UoVu93hykJOTg6ffPIJ4JQnj6VaISXQf/jhh5DajeBUeJbU8CZNmuj13r59u9arDHcjHhnDjBkztAGru1X7xo0bVb2R97pDid1h40VFRfz444+As5BFU+2RcWRnZ2tnrWAwyAMPPADAfffdV+KGIDEU7s2knJRrUahS8JK1dj5Q0kFOrsr3enh4xI64jWjcX5KIrJSyG6SlpWlhzJ9//ln7AbZv3157QPTo0UPLYK1YsQJwWtmLiHv33Xdro5bdu3drQ44VK1Ywbdo0wNn9oPQIw+JIZ2bpPZGamqqt0wcMGMCiRYsAZ8UXcfyOO+4A4PTTT9eeBnXr1i2x72A0aNasmao0CQkJuuv37t0bcKQHKXAzePBgRo0aBThVlF999VXAadATTmReNG/eXHfbQCDA77//DsCdd97Jjh07AFRdmz9/vn7+oYceok2bNoBz7aUVfVpamt7jaCDXrXjy24knngjA2LFjda7fc889+rpUgbbW8sEHHwBw7bXXhq0bddwuCqUtCElJSfpgiT6ZkpKi7w8EAirCrlmzRqsmr127Vhu2yqJRWFio/QWffPJJPv74YwA++ugj7X9YlQw2afAhJcWLioqYMWMGAP/73/9C3iuL08CBAwEYP348HTp0AJwHLNqLglzDd955h1q1agEwefJkbr31ViC0OaqIuI888oi2nX/88cf57rvvIjI2WZTvuecexo0bB8C8efNUDZg1a5Z2ePr+++8BRywXNW3s2LHce++9gNPuXR6maC8KxxxzDEBI095gMKgVujp06KCeiI4dO+oC4Ua8KxMmTNC5VVW8LEkPD48Q4lZS2B+y0xc3ekFoC/QFCxbw9ttvA/DEE09o30HZDb7++mteeuklwKm4LJKCm6oY+MQXLlLAzp07ue222/b7GREpO3fuHCLiRpvLLrsMgMMOO0w7Yt9www1liqjvvvsuADfffDNnnnkmAN999532dgwnr732GpdccgngSGFvvPEGEGrYdIcqy4589dVXa1s5Y4xa/hs3bhzJaEJFmsRIjUb3PA4Gg7rjL168WBvYiCpZHDknt7RRVQ64RaGgoEAbv4i46PP5VGy9+eabddGYOXOmileNGjVSkVeaccgFjxTyAEl79qSkJPVESDPU4gwb5sR/HXrooWr7EF05Wvh8PgYNGgQ4aoS7cU1Z2YOi0rVr107P9bHHHuOEE04Awutezc/PV/WgT58+asPx+/3qiXAXS5GFrmfPnqpKFBUVqes3GtfZGKP2mLS0NH1dNp8FCxZos+FAIKD3oV27duppKYlhw4apKlxVV6anPnh4eIRwwEkKgBoBO3XqBDi7rhjz1q1bp5JCy5Yt+ec//wk4u4cY8SItIRTn9NNPB5xkF9mtnnnmmZD3iJ+6b9++gDPeiRMnAtEPGfb5fBx22GH6u4x/7ty5zJnjpKrINQwGgzr2fv36aflyMU6C0xG6Zk0nri3cDXokAGzixIl069YNcIxv4s2RcXbp0kXH5o4LCQaD2iszAsFC+5CUlKTXU9RCa61KlX379g2RpqSR0KxZs1SFKCmuZdmyZdXf+1Ae3B4Cwefzqevm73//uy4Qy5Yt49NPP43+INmrRlxyySXcddddOk4RwdPS0njxxReBvW7WzZs3M3nyZCD6MflJSUnqfUhMTFQ14Ndff9WeGvJanz599JyaNGmiD7+1Vm0pI0aMiFi3Lrk2q1ev5pxzzgEc9eD444/XcxHEJe1mw4YN9O/fH3C8URWpjFUZ+vTpoyqte2xiB1m/fn3I+2Vxvvzyy0ss/iuBeIMGDQqbauapDx4eHiEc0JKC4F7Vi4qKNP4+ISFBV8/BgwdHtS19SWzfvl0NiX6/X3fVESNGqGgo492yZUuJXZSjQX5+fkjOgKgHiYmJ9OrVC4BbbrkFCDUo+nw+jSEIBAJ8+OGHANpFOZIUFRVpzEJycrIGs5Xk24e9c2bMmDG620ZSIpNxPPLII3q9hKKiIqZOnQoQogIYY/TaHXzwwftIMTt27FAVuoLhzvsfa9i+ycPDo1pQLSSF4oirMiMjIyRmIR6Q8QQCATU4nXnmmeqrlspFEydOLNVtGY0xZmU5dXIyMzNVahg6dKj69MX1uGPHDo1jaNGihZ7f6tWrGTFiBBD9LM/jjz++RGOcm3Xr1gFOPYholF2TuIh69ertI5GsW7eOp59+GgiVVlq3bq2dqd1SmMyRfv36RSTStVouChKc5Pf79SJHI423IgSDQRUjDzroIDU6ydhLCsyKFtZaFambNWumD9ixxx6rvnUJCnvrrbc45ZRTADj66KP1vTt37tQHL9r07Nlzv38PBALcd999+ns0uP766wHnvooaIA90586dVeV1GxOfeeaZEPVHVIv33nsPIGxhzcXx1AcPD48QqqWkILtujRo1QnzB8cb7778PwKWXXqq1B8QleeKJJ2qL8miP3efz6TW01qqvvF+/fioJyC5Vu3Ztxo8fD4S62EaMGBH1cR999NFA6WHhEu/x3Xff8eabb0ZtXLBX3XLv/JdffjnAPgZlqf3RvXt3lRzc8RTivo5U/Eq1XBSkeEl6errqi/G4KIg4OHXqVA1nlQfr8MMP1wCc4r7rSGOtVb111apVmlPw2WefhTQtASesXMYZDAZVTYt2FaPjjjtOLfglxSMEg0GN+xg+fHhUApXciKporVVbkeTGuDHGMHSoU6jMfR6bNm3iwQcfBCIffOepDx4eHiFUS0mhS5cugBOhFutKvaVhjKFly5aAk4hz6aWXAmi9wAsuuID7778fcAqyRDPGIjExUQvArFq1Si3jPp+Pww8/HNgbXnzqqaeqd2L27NksXLgQQIucRIvVq1drhqNkIbqZM2eO1inIzMxU6Sta1/XOO+8EnLiOK6+8EihZ/D/11FO56qqrgFCpol+/fpqYFmlvSbVbFHw+n+rlPp9Pw3LjkQ0bNgDOgyfuJqn4dOmll2o2Xc+ePUMyFSNNIBDgo48+Apx0Ynlw6tevr9WUJK3b7/drPsRNN92kBXCina+RlZWlYe8dOnRQNUfGUatWLfWSdOnSRW0KP/zwg7pff//9d33gZKE78cQT+eyzz4CqbSwbN24EHDtBSQuR5O4MHTo0ZOwzZ84E4JNPPolaxypPffDw8Aih2kkKiYmJWmuxqKiIJUuWxHhEJWOtVT+1OxxbdpGUlBSNCRg7dqxa1qPlV5csx127dukOVatWLbWMy06an5+vhWMWL14cMzWtqKhIy7+dcsopuvOKMXfMmDFqoBsxYoSGm9esWVNF9KysLE2gkwSlQYMGhfWcSgtIk5L07du3VwNjIBDQLN9oSl7VblFISEjQQpx+v1+rLcUj7hvtLn4KjmtSLPwHH3ywPoSBQCDimXzBYJCff/4ZcIKppA/BxRdfvM/Ddv/992uhk1ji8/nUppCXl7ePOvbyyy/r9br44ou1mG7NmjV1oT3kkEP0PkinKwkUijRy3Bo1aqjbd9OmTTGJxK1qK/ohxphfjTG/GGMmGWNSjDEtjDE/GGP+MMa8ZYwJX50oDw+PiFNpScEY0wS4GTjcWptrjHkbuBQ4AxhrrX3TGPMccD3wbFhGWw5q166tK39eXp4GAMUzPp+P888/H3B2MXCkHJEkJk+eHHXDnZS3S05O5vbbbwegf//+qkpIXMXrr78e1XGVRjAY1OY511xzjcZJlNSIJicnR2MrAK298NZbb2lGqFT+jhY333wzEBqaP3bs2Jhk9lbV0OgHUo0xfqAGkAWchNNXEuAV4NwqHsPDwyOKVFpSsNauM8Y8BqwGcoFPgbnAdmutWMPWAk1K+rwxpj/Qv7LHL43zzjuPZs2a6f9j2f24vHTs2FGrSosdIRgMasHXhx56KMTAGE1jXiAQ0IYq1lrN748XCcGNxEaIxFBeRKpo06aNXlsJ7Y4GiYmJeo0TExN1DBJjE22qoj5kAH2AFsB2YDLQu7yfD3creokpP/HEE0MMcWJQimfmzJnDW2+9BaCFV5555hltGBPtkFw3wWCQU089FXC8D6JWVEdidZ19Pl9IvoaoaNGu4q3jqcJnTwFWWGs3W2sLgXeB7kCdPeoEwCFAbPJnPTw8KkVVXJKrga7GmBo46sPJwBzgS+BC4E3gamBqVQdZHsSN89FHH6nhKDc3N2Y9GCtCYWEh1113Xchr1tqoRbDtD2utuufkX4/wUlBQoBmzV199tUq3oj5Gm6q2or8XuAQIAPOAfjg2hDeBunteu8Jau98CcpVVH0RN8Pl8+nu9evXo2rUr4PSSnDdvHhD5eHEPj8pijOHII48EnBBt6VSWnZ0d7nkblVb0I4GRxV5eDpTeysbDwyOuqZKkELZBhMHQ6OERCarSdbwqxwRHdSvp9+LvA0daFhV6P5WdIy8pxBPuMGA34pWw1sZF+rT7RrrH4+55CKHqTiwmZmnIxHOPL17GJoTzekXj3Io/7HKNA4FAyPGLj8X9/2Aw6DWD8fDwiAzVRlIoaZVs2LChBtsMHjyY5cuXA6VnqkWD0nYeeb2kv8dKfC3p+PsLBktJSaFVq1aAU83ZXcsi0klc7mOU9bd4k2yKj6eyO35ZHcHLS7VZFEqiefPmmsG3cuXKmC4GBxIVfWgkzbphw4ba6eqbb77RKk2JiYm0a9cOQAOyZIEOJ/sbd7wtBOGmTp06WkTm3XffrdLC4KkPHh4eIVRLSUFExU6dOvHbb78BhK1Nt0coJ554IieffDLgSAGSE2GtVYNZs2bNtBO4BGmdf/75MQ3frg74/X4t09e5c2e93qeffjpfffUVULncH09S8PDwCKFaxin87W9/A5x+jFJB6MwzzzwgMiZLwufzafWjRo0aafOQrVu3Rr1PoyBRo5988omWOevRo0fMxlNd8Pl8WoYvMzOT9PR0wAmFlwrbbdu2BWD69OlapNhay/Tp0wFHCivluf5rxSkIxhita5eQkKBVdA+0BSEjI0NvcseOHTUOIy8vT1u833DDDfz5559RHVfjxo0BNBQ3LS2NBg0aRHUMZZGQkKC1FqUn586dO3UOSL/OeEKMta+//rouuPn5+TRs2BBw5rWowLLwupsd7dy5k8suuwyoulHVUx88PDxCqHaSQu/evdUV5vf7ueOOO/Z5j5Tcql27tu4eWVlZ+40eiyTGGN3ZpPX4lClTtLaCO0IvNzdXS3c1aNCACRMmAPDll18CjjtKpKNw4/P5tGmNtEErKCjg3//+NxD9lvPFket1xhln0L+/U79HVJulS5fyzTff6GtlGZ7D5fMvL7feeisA3bp106Y1r7/+ujY2+r//+z+9vjJXcnNztcXc7Nmzw2ZMrzY2BRGvlyxZQpMmTrGnnTt3al/JnJwcFcuk32G9evW48MILAafRiejqP/30E88991xVh1QiYiFOT09XffBvf/sbN9xwA7B3wWrQoIEW3ggEAlrlef78+fTp0wdwGofIecviNmjQIF0owk2rVq108RGx9s8//6RDhw5A9Htewt7recghh/D3v/8dcBq3yuviicrOztbuVbm5uXzwwQcALFu2TBfiNm3aaE1E6dsYjQpMGRkZ2lCnZs2a3HTTTQBMmzZNS+qfdNJJnHPOOcBeVWPcuHFaZaqgoKA8G1m5bAqe+uDh4RFCtVAfkpOTtd9hs2bNVIxavny5rvR5eXlqvZU2Ye6W6/fdd58WZ2ncuDEvvPACEF6R2BijnZGPOeYY7UmRlJS0j7j6/PPP88477wAwc+ZM3QUGDhzIkCFDAEc6kvFlZGQAjkQUbkRi6devn3pBhB07dqjkFS1EOkpMTOTtt98GHEu9RE0aY/YJq05JSdF+IAkJCVxxxRUhf5fPSeyEqB2TJk2K8Nk48TTS5fuxxx7TgisNGzbUtnG5ubnakk+kRpnP4SZuFoXKZLaJZXnu3LnqpjHG6MW69957VT+DvYuBEAwG9aLXr19fJ3/Tpk0jokv6/X4dT506dXRB8vl8+nCLjjhu3Di9Hj6fj549ewJO8xVpyBIMBnWiR2IxAOd6Xn/99QDccsst2r3IbYsJZxly9wNd0j1ITU1l9OjRgGM7kFwLd6Ed2Puwy3e4/yaqRfHXYW/7dwnHjgaFhYXaZeuPP/7Q8vOLFi1SVWHHjh3cfffd+nok8dQHDw+PEOJCUjDGkJycTH5+frmkBVnNzz3XaSnRqlUr3RE2bdqkiSFuKaE0ZMfbunWrWnVLs95X1SJdWFioLdxTUlI44YQTAFi4cCFXX301QEhmoexo5557LuPGjQNCPSZvv/22dq4ON3KNX3rpJe1+LZIN7G2yMnv2bDXsrl+/Xq9NVWpMljQHRGU49thjufzyywHH4Cb3xF1YZNeuXZr8Jtdn9uzZWpX60EMP1e8rLl1MnjwZcBLoIo27ArnQuHFjrZhtrWXu3LkAnHbaaVFT0+JiUUhISFAxqTxulQEDBgB7RW2fz6eW7xEjRpRrMRDkxhx88ME6kb799tuIpTBL2e7zzz9fH7zCwsJ9gqtSU1N59913ASd4SdxtO3bs0NboAwcOjIiak5GRoSLqwQcfHFIARsb5ww8/AI71XiJIzzjjDF3I/vOf/2i794peN/kO9zWR1w477DCdK7D34R0zZoxmxC5btkxVS1G1Vq5cqedxwQUXaJ+N1NTUEHVFXo9GsJvcu8zMTO0M5vP5NDCsVatWWng4ml5CT33w8PAIIS4kBSmVtr96B7KaH3vssQwfPhxA/fzubkoVtRaLb9vdg3LixIkRL3ZirS1RKjr00EMBx5jkLn0mXpT77ruP8ePHA+HfzUSkXrVqVchu7EYkK/n7ueeey//93/8BjoQh0k/Tpk359ddfATQ+oLy4z0uOJ5JS3759VRKcOnWqZgNOnTo1xNhaUqEYuX/du3cPUYWEQCAQk7Lqb7zxhqpExhjtdLV169aY1IHwJAUPD48QypQUjDETgbOATdbaI/e8Vhd4C2gOrAQuttZuM87yPA6n8/Ru4Bpr7U9lHSMYDJKTk7PfclpSF3/q1KkcdNBBMjbAieaqzO6Znp6uriC/36/6m/iMo4UxhjZt2gDo7urz+VTn/PPPPxk4cCDghD9HimuvvRZgHynBvVuJNCeJWAUFBdSvXx8gpPVZZmam6vMVofjOKNdAog5lHgA8+eSTGk9Q2n13f59IMYMHDy5xru3cuTPq9x5gxowZrFmzBnAiWSWqtX79+hELWd8f5VEfXgaeAl51vTYM+MJa+5AxZtie//8DOB1oveenC04L+i5lHcBaSyAQKPXGNmrUSJuA1qpVS2+oiJFr1qypUHkvmbw33HCDTpTffvtN48+jXZDl2GOP5euvvwZCq09L8NKNN94Y8e5Mxhi++OILwPEsiCqxfft2nbB+v58HHngAgE8//RRw4ibci4F4JYYPH66hu+HgzjvvBBzD4OzZs/cZZ1JSkqpYPp9PX5dFzBjDkiVL9Hc3ojaOGTMmJuJ6MBhk1KhRAJx66qlatGbVqlXqDbnyyiujNp4y1Qdr7ddA8RnZB6fNPIS2m+8DvGodvsfpK9koXIP18PCIPJU1NDaw1kp44AZAEuqbAGtc75NW9KGhhOzbit5aq7EKrvcA8OGHH2rhCWOMipRiWJozZ45GK9aoUUN3ere7LjExUcXcs846C4Bhw4ZpEtSwYcN0B4rWbiHGrjfeeEN/l13r1ltv5dlnn43aeKy1Km3VqVMnpH6Dm+L9KXr27BkSUiyJRhMnTgyLIVTO/V//+hfguGHFcFmvXj2NSdm4caO6av1+v0pccl07depE06ZNSzyGSBMSKh9trLXq4s3IyODMM88EnPOQrNRt27apJBvpzM0qex+stbYyWY4ltaIv7n2QysDt27cP8SUXt4DLZADH5y9pvYmJiaqDvvrqq/rASfy+3++nX79+AMyaNSu6vmCfT1WGzMxMHZtkvf373/+OWQXiQCBQas6HjEkKq0h4OTh6/cMPPwwQttBnue9iR1q6dCkTJ04EnE1BgroaNWrE888/D8Cbb76paqGkHo8aNapEO0IgEOCVVxyhtyLxLeHE5/OpzeSss87SjdHdov6mm27S+JwZM2YAjudHnplwzpXKeh82ilqw599Ne15fB7iXY68VvYfHAUa56ikYY5oD013eh0eBrS5DY11r7VBjzJnA33G8D12A8dbaMpvNGmOs29oOziophqGWLVuGlJ2SqMAxY8YA8M477+jfa9asqSHDhx9+uCbz+Hw+tmzZAqA79Msvv8x///vfMs8/EhxxxBEqMiYlJenYunfvDsCKFStiMq6yECntqaeeAhxxXubQO++8o/72cCZJAZpRmpaWphb55ORkNUC3a9dODY3Z2dl6fJEaGzVqpGN3s379eg1/Fk9GtGnQoAFvvfUW4FRllnFu3Lgx5LwFkSR2796t6tGuXbu0uNCff/6prxdLHQhPjUZjzCSgF1DPGLMWp8v0Q8DbxpjrgVXAxXve/hHOgvAHjkvy2rK+vzSstXz33XeAEw/+n//8B4D33nsvxPos7xVV4s0336RZs2aAMxGkHt+WLVs0NVpiyGMhnkt+xaRJk/TGbdmyhfPPPx+I38UAnAVBHiCpBxgMBvV63n777WFfDARxgbrLwo8ZM0bVQ7fHIT09fb99F2GvqnDDDTdoSnK0kQWrc+fO+vAbY3RxW7lypRZZ2b59uxbPkWtRWFioG2NycjKPPvoo4BTakblVGU9amYuCtbZvKX86uYT3WuCmCo/Cw8MjboiLMGfY16JqreWaa64BnB1IVnZ3d10Rs9LS0tS3W79+fS04sn79ek1weeqpp+KibZzssJmZmer56Nu3rybzxDNdu3bVWgZy7fPy8jTzs3i9inAiO30gENB6A5dcckmJKgHsG4tQPBtSEql++umnmFX6ltDtK664Qku5+3w+lXq7deumamW3bt1CsifBeRakyMyuXbv0uQgGg1Wa63GzKJSELBRbt24t0Q0jmXCHHnqoFtto06aNToDZs2frRYuHBeHggw/WzE6/368LlhQUjVdEzB09erTqrfIwbtq0iffeew+IXuFWsSlcdtllqosnJSWFPPgleRrkYcrLy1N7TqSDwvZHZmYm4BRllTwev98fEqkrmbJbtmwpcfGKxPi93AcPD48Q4lpSEIpLCbKSSnGPtm3baj56cnKyrp5//PEH69bF3iMq473jjjtUZFy/fj333nsvEL0y4pXBGMMFF1wAOCKsu8I0OPEU0Y7Pl+s1ffp0rSr9zDPPqLGuU6dOatB1I/Ni7ty5/OMf/wDC7yWpCD/95KQFDRgwQCVad95JYmKiqkrRLJ/vSQoeHh4hHJB9H8Rne+ONNwKOa7Jbt26As5tJVN2ECRPiYheWykTvvPOO6oXNmjWLesu3ylCnTh2+/fZbwJHIZL689tprgNNFOh7mkJsmTZpopGP79u0BxwUsRru3335bjbzxMvaRI0cCcNddd4X08ujVqxeA3oMqUq44hQNyUZDUUglMOuWUU1QMHDp0KH/88QcQ+/6RcnMlWKpz585MmzYNQOMS4p0OHTro+FNTUzVjUsKbY90Vqrz4fD5dAOJhzpeGMUYL7WRlZQEfI7gAABStSURBVIXEZYQBrxmMh4dHxTkgDI3FkdVTxMG5c+fqDrZq1aqYSwiCGImOOeYYfU0MXAcKGRkZKnlZaxk0aBBw4EgIQjyokeXBWqth/LHigFQfxJovlX1SU1M1jbq8ZeKjgVjGJegkJydHMzTjZeEqi3r16tG5s5O+snnzZi05fqA8ZB4heOqDh4dHxTkg1Qd3ZJr8G89GJGnw8txzzx0wEoJIY7t379aIy4KCAk9C+AtwQKoPHrHBnWcg5ef9fr96foLBYFwvzgc6slC763i6+40K+9l4PPXBw8Oj4hyQ6kNxSuo2XPz14n8r67ORpjJdtqOF26fvronpLoUnu1FJ2a0HEsaYfc4pXpFrW9I43VJaVfEkBQ8PjxCqjaRQkgGsPCun+z3uisqRNqjF847q1lVLa85SEvtr5hOvWGvjXkIoD+GcT9ViUQjXAxwPNRfigcpOsPT0dK1xkZ2drQ9bhw4dNABK4jRWr14d1wtjpGjXrh233347AI899hjgZMxK/8h4wFMfPDw8QvBckh5VRmpEfP311yF9IATpwQBoUdI2bdqwYcOG6AwwRojbtmfPnlo1PDExUSVbkUwTEhI0Y3bt2rWcdtppwN4w/jBSfbMkPeKH1NRUHn/8ccBRDaTWZIMGDTj66KMB56GQsuTSnUsqcldnpIFNVlaWZsxaa7WUvOTwNG7cWN+blJSk9Ujvvvtu7RIWJrw4BQ8Pj0oglubSfoCJOB2gfnG99ijwG7AQeA+o4/rbcJy+D0uAv5X1/Xs+YyP14/P5rM/ns7Vq1bItWrSwLVq0sHXr1rV169a1Pp/P+v1+6/f7bWpqasTGEM7z8Pv9+nssxzNs2DA7bNgw++eff9rdu3fb3bt323/+8582MTHRJiYmWsDWqlXL1qpVy2ZnZ9vly5fb5cuXx/w6RuvHGGPXr19v169fb/Pz8+2CBQvsggUL7OjRo23NmjVtzZo1rTFGWi7a9PR0m56ebtesWWOLiopsUVGRLSgosOPHj7fjx48P1/2eU57nsUz1wRhzArALp5u0dIg6DZhhrQ0YYx4GsNb+wxhzODAJ6Aw0Bj4H2lhr9+vzCaf6kJCQoHXuLr74Yq3y3L9/f3U5Ssv11atXa/3BpKQkbUAbrfh+Ketdp04dGjduDOzVv6+66irVQzt16qQVla+55hqmT58OwG233RbRsuolIZmpctwVK1ZoRy5p/Fqcp556SsvuX3HFFQAV9jyI3aKwsFDDqvcXqCaUFrAmAUvuex1Wt57fr56Y3bt3l3tOJScn88477wBOxS6xNbRu3Vqb7lSB8KgPJbWit9Z+aq2VhPrvcXpGgtOK/k1rbb61dgWOxFBm2zgPD4/4IRxxCtcBb+35vQnOIiFIK/qIYozRGo1t27alU6dOAPTo0UNr8W3bto358+cDqPFm8+bN2pylVq1aDBw4EHAqA0eamjVrapuv3r17ayalFNjo0KGD1jHYtGkTLVq0AJyd+qKLLgLgvPPOU1+3NGSJpJRjjOGmm5wGYFLBuWvXrmpELI0uXbqoJb48IcXudvdSj1N6JCQlJekYTj/9dK2jsWnTJpVGtmzZooY9uR5t27blgw8+0PFIXECDBg20i/X06dO1wnJVCQQClSqllp+fzznnnAPA8uXL1QDZqFGjcEgK5aJKi4Ix5m4gALxRic/2B/pX5fhSbnzdunWqGqxfv14baEydOlUn7JVXXsnWrVuB0CAlqY40adIkLfIZSUSkfOmll7Sg659//qmuup9//ln/lQn94YcfcvbZZwNOQxZRMfx+v6aPR0PlGTx4MCeeeCIA9913H8B+FwRpcNK0aVPtkVme6EF33oU8vL/++qv+/bjjjgMcVVEK2aSkpGjtzrp16+p8cDdmlQ1g8+bNet+Lior4+9//Djit3aWyVDx07EpOTg5pDBMtKr0oGGOuAc4CTrZ7lbFyt6K31j4PPL/nu8KnzHl4eFSJSi0KxpjewFCgp7V2t+tP04D/GGPG4BgaWwP/q/IoiyE7kPi669Spw7JlywCnv6CE1NapU0d9vqWJcrICd+jQIeLBND6fj0ceeQSAPn366O7u8/m0LP2iRYsApyuyiNoZGRm6y7nbo61evZoHHnggomMGNJhm8ODBqt5MmjSpzM9NnjwZcPz1Tz75ZIWP65Z+RMJISEigY0fHVlazZk1VS/Lz81VqCQaD3HHHHQAMGzYMcKSPESNGADB//ny9nn379lXjaUZGhjboESkuFoj6m56erufdpk0bndeRprKt6IcDycBneybo99bagdbaX40xbwOLcNSKm8ryPHh4eMQZ5fFbRvqHCvhaU1NT7aZNm+ymTZvU9z1u3DibkJBgExISKuVPNsbYZcuW2fz8fJufn2+7du0aEd918+bN7cqVK+3KlSttbm6uXbJkiV2yZIm9+OKLbe3atW3t2rVD3i/xCC1atNBzLioqsjt27LA7duywDRs2jLi//aCDDrKLFi2yixYtsrNnz7YpKSk2JSWlzM9ddtllNicnx+bk5Nh58+aF+OSj+ZOUlGSTkpJCjm2Msa1atbKtWrWy69evt8Fg0AaDQVtYWGhPO+00e9ppp0V9nHJ9BgwYYJ988kn75JNP2uzsbPv444/bxx9/3Pr9/nAcp1xxCgdcluSQIUN49dVXAScMFPZv7CoLEcUXLlyoFu5Ro0bRu3dvIDyFN0QNuOiii1RdWb16tWbLzZo1q8RuUe6iGmJEs9YyZcoUgKjkDrz++utq2BwyZIgaNt2ICN+iRQv693dsx9dcc42Or2vXrjHLiCzJQGet1TiL7OxsGjRooO+Vc4kmfr+fPn36AI4nSrxOgUCAV155RX+PFl6Ys4eHRwgHhKRgjOHDDz8EHDekrKpVkRDc3w1O7IJ0/nX3fAwH4uq88MILNTLv6aef1gjA3bt37/MZY4x2Tp40aZLuYHl5edx2221hG1tpiGHwtNNO0+uyZMkSlRrEOHfMMcfQt29fwDHySuSltVbjPcJxn8JJWlqaunibNGmi9/rHH39k5syZUR9PIBBQSfHYY49VQ/qaNWv47bffoj6eA2JROO644zRcuWvXriU+RJXB5/PpQ/q///1Pb0y4Rd0TTjgBcKzbYr3/9ttv9aHPz8/XICuhbt26GqTToUMHtcRPnDiR7du3h3V8xenVqxcDBgwAHK+N+O6POuooZsyYAez1DLz//vsag7Bo0SKOOuooAL755hueeuqpiI6zosgG8OKLL2qAUGJiooZNP/300xovEm2kX6cxRgOvMjIydGzRxFMfPDw8QohrSUFE5hdeeEGlg/LskiLCJiYmahis21Aj33vYYYfRpk0bYO9KHQnku9u3b8+qVasAx1cu51SSMax58+acd955+n+RMIYPHx6xcYpBdOzYsdod+/7779eowssuu0zfIyG3N954oxofn3rqKebMmQM4kZfZ2SEpMzFBpIOEhAQuv/xyAM455xyNeAwGgyxfvhxAE9BigcyBDz74QI21tWrVUjUtXNJxeYibRcEYs08BVhGjmjZtqpmNpYn2cvMPPfRQtTlkZGQwevRowAl0kQVAvBdNmjThX//6FwDTpk2LmIV86dKlgBP8U17xNBgM0qxZM8CpxiMivCxykeDII48EnMzHF154AXAa9ko254oVKzSA5thjjwUc9eKII44AHPvDyy+/DDi2j1h1k/L5fPTq1QvYO4datmzJddddB+wNjwdHdbvrrruA0gPcosndd9/N+eefDzhBel999RUA3bt3j1qos6c+eHh4hBDX5dgkQ2zTpk0qoqalpe2zA2VkZOhrO3fu1KSj3Nxc3f0zMjJC6hOAo4rIbhzJHbik3P3SkF1s7dq1aun/5JNPVKQsKZ4hHGRkZGjockJCAq+//joAHTt25P333wdQIyPsldj8fj8LFiwAnIzDa6+9FnCSuGIlKRhjaNrUScG58cYbdWyiPiQmJur4x40bp/Ei8fAsAFx66aUAjB8/Xg3h27Zto1+/fgB8/PHHlf3qctVTiHk04/4iGlNTU21qaqotKirSaMOKVqCRSLFWrVrZnTt32p07d+p3nX322VGPXCvr5/fff7e///67zcvLs4sXL7aLFy+27du3j3i1pRNOOMEOHDjQDhw4sELHueuuu2xWVpbNysqykydP1kpWsb6Oct/btWtn27VrZ7OysjRyMRgM2hUrVtgVK1bExVgBjcj1+Xz6uzHGtmzZ0rZs2dJmZ2frvJVozEocp1wRjZ764OHhEULcGBpLQoyH1tqQLLnyiqV+v58ePXoAjhVdDDViLHOLw7FGRENRGdavX6/i7s8//xwx0VaKtwwYMIAJEyYA5VNzJMbi0ksvVY/DZZddFtVw3P0h10tCmFNSUvS8du3axamnngpEN3y4OOIFq1u3rtaI+Pzzz0NUWfGMnHfeeZp1+vnnn+trkh2cl5cXtpgGT1Lw8PAIIW4khZK6MItv9qmnnuLKK68E4NZbb9USZKXtnlKA9eyzz1bDV1JSEqNGjQLQ8luRNC5WhO7du2vxU5GO7r77bjXgRdIAJjtmWlpauXoxHHKIU45Tej2sW7dODWOxiL4rDTHuSjhzUlKSSgVvvPGG7sCxQIyHI0eOBJy6H3Xq1AH2NSLKfJg7d66WwJOGOz/88INKPytXrqRDhw5A1as0xc2isL+JP3LkSC655BLAEbOlNJc81NZavflZWVl6sRMSEtT3PGjQIKZOnQrET8txuYlPPPEEzZs3B9BAoalTp0Z0nDLZpCahOwegNOrVq8cPP/wAoBWz77333rhZXN20bNkScKpiC2vWrAFgwoQJMfOM1KxZU+fh8ccfDzgPscSv3Hbbbbz55puAo0LK4nbFFVdonI28lp+fryHmnTt3Dlscg6c+eHh4hBDXcQqC3+9n/PjxAJx88slqoBFR1m2I3L17t1b1zc7OVvG4tJ4EsaJ27dp8+eWXgFPTX/oGXn/99UD0jKAiytavX19DyNPT0xk8eDDg7Koi2r777rtqYFy5ciXgREHGY7fuf//73wAaxRgMBjUDsk+fPiXWhYgGfr9fpUGJp3FjrVU1bN26dTqXpZ4G7A1579Gjh4aSl1PyqV69JGUhaNKkidbdE112w4YNelHGjRunE9ad+RgvSMz9Qw89pB6H7777TtWjSGdAloY74Ofdd9/VPpDbt29XXXzz5s1a+TgWKcblpV69ejoHJHdgx44dHHPMMQAqcscK8TCJt+ecc87RUHI3rjgegsEg11xzDQBvveV0VKiEeun1kvTw8Kg4B4ykUMbn4yZEtSykhNw///lPrTTdp08fvv3221gOKwS/36/qQ8uWLVUyi0eDohsJEf/jjz9UtRSD6oIFCzSJK1ZGxv0hqkRmZqZW9s7NzVXJ8Z577mHz5s1VPUz1Uh+qA6mpqepWSk5O1lyD6667Li4n6oFEx44dmTVrFrA3MxL2erWOPPJIzVb9C+OpDx4eHhUnbuIU/goYY0IkhTvvvBOIT3H2QEGkgttvv12D3ZYuXarqmHitpLiNR9l46kMUady4Md27dwccC/i8efOA+AmmOhARO0Lbtm3VlbdhwwYNWpMFNx7meRzgqQ8eHh4VJ14khc1ADrAlRkOo5x3bO/Zf4NiZ1tqDy3pTXCwKAMaYOeWqCuMd2zu2d+yI4qkPHh4eIXiLgoeHRwjxtCg87x3bO7Z37NgTNzYFDw+P+CCeJAUPD484IOaLgjGmtzFmiTHmD2PMsAgfq6kx5ktjzCJjzK/GmFv2vF7XGPOZMeb3Pf9mRHAMCcaYecaY6Xv+38IY88Oe83/LGJMUwWPXMcZMMcb8ZoxZbIzpFq1zN8YM2XPNfzHGTDLGpETq3I0xE40xm4wxv7heK/E8jcP4PWNYaIw5JgLHfnTPNV9ojHnPGPP/7d1PqFVVFMfxz0JLyCC1gbw00EgKk8pooNQg+oN/ECNooAgZCU2CCoLo4ahhEJUDs6AoCCmopMRBUtbYSoiS7JVhpKLpoGzQxGA12PvCveZLrXvubbC/cOCcve+7v/O7d73FWeucc8+cvrnJqj0VEav+i/awGGtSiIgZ2I41WIqNEbG0Q8k/8VRmLsUKPFb1nsG+zFyCfXW7K57Aob7t5/BiZl6PX7GlQ+1t+Cgzb8QtdT869x4RC/A4bs/MZZiBDbrz/iZWnzM2nc81WFKXR7GjA+2PsSwzb8b3mIQaextwU/2bl+v/xHgZ80NgVmJv3/YkJkeo/yHuwxQm6tgEpjrSW6gE5N3Yg1AuZJl5vs9jyNpX4YjaR+ob79w7FuAo5in32+zBqi69YxEOXsgnXsXG871uWNrnzD2AnXV9IN6xFyu7+P4vZRl3+dALlh7H6ljnRMQiLMd+zM/ME3XqJOZ3JPsSnkbvDqir8Vtm9h4+0KX/xTiNN2r58lpEzDYC75l5HM/jZ5zAGRwwOu9M73PUMfgIeo+3Hlv8/xPjTgpjISKuxPt4MjN/75/LkrKHfkomItbhVGYeGPZ7XyQzcRt2ZOZy5bLygVKhQ+9zcb+SmK7BbH8/xB4ZXfm8EBGxVSlhd45a+1IYd1I4jmv7thfWsc6IiMuUhLAzM3fV4V8iYqLOT+BUB9J3YH1E/IR3lBJiG+ZERO8W9i79H8OxzNxft99TksQovN+LI5l5OjPPYpfyeYzKO9P7HEkMRsTDWIdNNSmNTPtSGXdS+AJLahf6cqXpsrsrsSi/zfU6DmXmC31Tu7G5rm9Weg1DJTMnM3NhZi5SfH6amZvwGR7sUrvqn8TRiLihDt2Db43Au1I2rIiIK+p30NMeiffKdD5346F6FmIFzvSVGUMhIlYrZeP6zPzjnH3aEBGzImKx0uz8fJja/4pxNzWwVunI/oitHWvdqRw2fo2v6rJWqe334Qd8gnkd78dd2FPXr1MC4TDexawOdW/Fl9X/B5g7Ku94Ft/hIN7CrK68422ld3FWOULaMp1Ppdm7vcbfN8oZkmFrH1Z6B72Ye6Xv9Vur9hTWdBl3F7u0KxobjcYA4y4fGo3G/4yWFBqNxgAtKTQajQFaUmg0GgO0pNBoNAZoSaHRaAzQkkKj0RigJYVGozHAXwwU8cpUwa4ZAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1110/1875: Discriminator loss = 0.6150 Generator loss = 2.2807\n", "Epoch 2/2 - Batch 1120/1875: Discriminator loss = 0.6872 Generator loss = 1.4233\n", "Epoch 2/2 - Batch 1130/1875: Discriminator loss = 0.6850 Generator loss = 2.4971\n", "Epoch 2/2 - Batch 1140/1875: Discriminator loss = 0.9130 Generator loss = 0.9792\n", "Epoch 2/2 - Batch 1150/1875: Discriminator loss = 0.7045 Generator loss = 1.4460\n", "Epoch 2/2 - Batch 1160/1875: Discriminator loss = 0.4946 Generator loss = 2.8675\n", "Epoch 2/2 - Batch 1170/1875: Discriminator loss = 0.6363 Generator loss = 1.6348\n", "Epoch 2/2 - Batch 1180/1875: Discriminator loss = 0.7371 Generator loss = 1.8677\n", "Epoch 2/2 - Batch 1190/1875: Discriminator loss = 0.8707 Generator loss = 1.1187\n", "Epoch 2/2 - Batch 1200/1875: Discriminator loss = 0.5780 Generator loss = 2.0097\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1210/1875: Discriminator loss = 0.6518 Generator loss = 2.6090\n", "Epoch 2/2 - Batch 1220/1875: Discriminator loss = 0.6086 Generator loss = 1.7212\n", "Epoch 2/2 - Batch 1230/1875: Discriminator loss = 0.8564 Generator loss = 1.1156\n", "Epoch 2/2 - Batch 1240/1875: Discriminator loss = 0.6662 Generator loss = 1.5802\n", "Epoch 2/2 - Batch 1250/1875: Discriminator loss = 0.6584 Generator loss = 1.6089\n", "Epoch 2/2 - Batch 1260/1875: Discriminator loss = 0.8420 Generator loss = 1.2474\n", "Epoch 2/2 - Batch 1270/1875: Discriminator loss = 0.4806 Generator loss = 2.4868\n", "Epoch 2/2 - Batch 1280/1875: Discriminator loss = 0.7004 Generator loss = 1.4335\n", "Epoch 2/2 - Batch 1290/1875: Discriminator loss = 0.7828 Generator loss = 1.2655\n", "Epoch 2/2 - Batch 1300/1875: Discriminator loss = 0.5046 Generator loss = 2.0890\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1310/1875: Discriminator loss = 0.9125 Generator loss = 1.1205\n", "Epoch 2/2 - Batch 1320/1875: Discriminator loss = 0.6941 Generator loss = 1.5072\n", "Epoch 2/2 - Batch 1330/1875: Discriminator loss = 0.5096 Generator loss = 2.7313\n", "Epoch 2/2 - Batch 1340/1875: Discriminator loss = 0.6873 Generator loss = 1.4476\n", "Epoch 2/2 - Batch 1350/1875: Discriminator loss = 0.6318 Generator loss = 1.6995\n", "Epoch 2/2 - Batch 1360/1875: Discriminator loss = 0.9394 Generator loss = 1.1365\n", "Epoch 2/2 - Batch 1370/1875: Discriminator loss = 1.1147 Generator loss = 0.8428\n", "Epoch 2/2 - Batch 1380/1875: Discriminator loss = 1.1626 Generator loss = 0.7981\n", "Epoch 2/2 - Batch 1390/1875: Discriminator loss = 0.6590 Generator loss = 1.6637\n", "Epoch 2/2 - Batch 1400/1875: Discriminator loss = 1.1145 Generator loss = 0.7473\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1410/1875: Discriminator loss = 0.6055 Generator loss = 1.7565\n", "Epoch 2/2 - Batch 1420/1875: Discriminator loss = 1.0395 Generator loss = 0.8825\n", "Epoch 2/2 - Batch 1430/1875: Discriminator loss = 0.7958 Generator loss = 1.2413\n", "Epoch 2/2 - Batch 1440/1875: Discriminator loss = 0.6558 Generator loss = 1.5393\n", "Epoch 2/2 - Batch 1450/1875: Discriminator loss = 0.5651 Generator loss = 2.2287\n", "Epoch 2/2 - Batch 1460/1875: Discriminator loss = 0.6356 Generator loss = 1.6015\n", "Epoch 2/2 - Batch 1470/1875: Discriminator loss = 0.6597 Generator loss = 2.5655\n", "Epoch 2/2 - Batch 1480/1875: Discriminator loss = 0.8262 Generator loss = 2.0924\n", "Epoch 2/2 - Batch 1490/1875: Discriminator loss = 1.1031 Generator loss = 3.6223\n", "Epoch 2/2 - Batch 1500/1875: Discriminator loss = 0.6330 Generator loss = 1.8192\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1510/1875: Discriminator loss = 0.7299 Generator loss = 2.8635\n", "Epoch 2/2 - Batch 1520/1875: Discriminator loss = 0.7043 Generator loss = 1.4830\n", "Epoch 2/2 - Batch 1530/1875: Discriminator loss = 0.6816 Generator loss = 1.4994\n", "Epoch 2/2 - Batch 1540/1875: Discriminator loss = 0.9009 Generator loss = 1.2903\n", "Epoch 2/2 - Batch 1550/1875: Discriminator loss = 0.7753 Generator loss = 1.2601\n", "Epoch 2/2 - Batch 1560/1875: Discriminator loss = 0.5129 Generator loss = 2.2418\n", "Epoch 2/2 - Batch 1570/1875: Discriminator loss = 0.5371 Generator loss = 2.2457\n", "Epoch 2/2 - Batch 1580/1875: Discriminator loss = 0.5872 Generator loss = 1.8132\n", "Epoch 2/2 - Batch 1590/1875: Discriminator loss = 0.9098 Generator loss = 1.0212\n", "Epoch 2/2 - Batch 1600/1875: Discriminator loss = 0.9787 Generator loss = 1.0671\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1610/1875: Discriminator loss = 0.7157 Generator loss = 1.3857\n", "Epoch 2/2 - Batch 1620/1875: Discriminator loss = 0.6060 Generator loss = 2.4132\n", "Epoch 2/2 - Batch 1630/1875: Discriminator loss = 1.4915 Generator loss = 0.6430\n", "Epoch 2/2 - Batch 1640/1875: Discriminator loss = 0.5991 Generator loss = 1.9258\n", "Epoch 2/2 - Batch 1650/1875: Discriminator loss = 0.7367 Generator loss = 1.3673\n", "Epoch 2/2 - Batch 1660/1875: Discriminator loss = 0.6271 Generator loss = 1.5319\n", "Epoch 2/2 - Batch 1670/1875: Discriminator loss = 0.8062 Generator loss = 1.2596\n", "Epoch 2/2 - Batch 1680/1875: Discriminator loss = 0.7319 Generator loss = 1.3366\n", "Epoch 2/2 - Batch 1690/1875: Discriminator loss = 0.6135 Generator loss = 1.7338\n", "Epoch 2/2 - Batch 1700/1875: Discriminator loss = 1.2074 Generator loss = 0.8839\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1710/1875: Discriminator loss = 0.5892 Generator loss = 1.9649\n", "Epoch 2/2 - Batch 1720/1875: Discriminator loss = 0.5754 Generator loss = 2.9384\n", "Epoch 2/2 - Batch 1730/1875: Discriminator loss = 0.5946 Generator loss = 2.5145\n", "Epoch 2/2 - Batch 1740/1875: Discriminator loss = 0.6115 Generator loss = 1.7259\n", "Epoch 2/2 - Batch 1750/1875: Discriminator loss = 0.7283 Generator loss = 1.4257\n", "Epoch 2/2 - Batch 1760/1875: Discriminator loss = 0.5050 Generator loss = 2.1895\n", "Epoch 2/2 - Batch 1770/1875: Discriminator loss = 0.6293 Generator loss = 1.5926\n", "Epoch 2/2 - Batch 1780/1875: Discriminator loss = 0.7024 Generator loss = 1.4292\n", "Epoch 2/2 - Batch 1790/1875: Discriminator loss = 0.6783 Generator loss = 1.4308\n", "Epoch 2/2 - Batch 1800/1875: Discriminator loss = 0.4824 Generator loss = 2.3832\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2 - Batch 1810/1875: Discriminator loss = 0.8039 Generator loss = 1.1250\n", "Epoch 2/2 - Batch 1820/1875: Discriminator loss = 0.6574 Generator loss = 1.7625\n", "Epoch 2/2 - Batch 1830/1875: Discriminator loss = 0.7392 Generator loss = 1.3482\n", "Epoch 2/2 - Batch 1840/1875: Discriminator loss = 0.4304 Generator loss = 3.6702\n", "Epoch 2/2 - Batch 1850/1875: Discriminator loss = 0.7971 Generator loss = 1.4373\n", "Epoch 2/2 - Batch 1860/1875: Discriminator loss = 0.9353 Generator loss = 2.9833\n", "Epoch 2/2 - Batch 1870/1875: Discriminator loss = 0.6672 Generator loss = 2.2509\n" ] } ], "source": [ "batch_size = 32\n", "z_dim = 100\n", "learning_rate = 0.0002\n", "beta1 = 0.5\n", "n_images = 25\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "epochs = 2\n", "\n", "mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))\n", "with tf.Graph().as_default():\n", " train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,\n", " mnist_dataset.shape, mnist_dataset.image_mode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CelebA\n", "Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 10/6331: Discriminator loss = 0.9850 Generator loss = 0.9635\n", "Epoch 1/1 - Batch 20/6331: Discriminator loss = 0.7207 Generator loss = 1.4229\n", "Epoch 1/1 - Batch 30/6331: Discriminator loss = 0.6427 Generator loss = 3.4594\n", "Epoch 1/1 - Batch 40/6331: Discriminator loss = 0.5289 Generator loss = 2.1758\n", "Epoch 1/1 - Batch 50/6331: Discriminator loss = 0.6418 Generator loss = 1.6536\n", "Epoch 1/1 - Batch 60/6331: Discriminator loss = 0.5916 Generator loss = 5.9580\n", "Epoch 1/1 - Batch 70/6331: Discriminator loss = 0.4350 Generator loss = 4.1445\n", "Epoch 1/1 - Batch 80/6331: Discriminator loss = 0.8186 Generator loss = 5.0114\n", "Epoch 1/1 - Batch 90/6331: Discriminator loss = 0.7715 Generator loss = 1.6695\n", "Epoch 1/1 - Batch 100/6331: Discriminator loss = 0.7405 Generator loss = 1.8676\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 110/6331: Discriminator loss = 0.8873 Generator loss = 2.9724\n", "Epoch 1/1 - Batch 120/6331: Discriminator loss = 0.6917 Generator loss = 1.9341\n", "Epoch 1/1 - Batch 130/6331: Discriminator loss = 1.3498 Generator loss = 5.9224\n", "Epoch 1/1 - Batch 140/6331: Discriminator loss = 0.6008 Generator loss = 2.4444\n", "Epoch 1/1 - Batch 150/6331: Discriminator loss = 0.5106 Generator loss = 2.9506\n", "Epoch 1/1 - Batch 160/6331: Discriminator loss = 1.7579 Generator loss = 6.5018\n", "Epoch 1/1 - Batch 170/6331: Discriminator loss = 0.6762 Generator loss = 1.8534\n", "Epoch 1/1 - Batch 180/6331: Discriminator loss = 0.6658 Generator loss = 2.3894\n", "Epoch 1/1 - Batch 190/6331: Discriminator loss = 0.8044 Generator loss = 1.3695\n", "Epoch 1/1 - Batch 200/6331: Discriminator loss = 0.5967 Generator loss = 2.4042\n" ] }, { "data": { "image/png": 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Z92LhsLuhvvmowNX7Sz06NSk1VUuimo/flbmjcEw90ZiUtZjmpC0PBOIWbvc6DBeFaDSOPWLdkpdCqipmbeTQ9crIqHJ1p8TLcrroLLOsqhqzd39L13u6UD8xJMpwqhnYUr1NXLaVADYqFd1bnfmJrO1BVFBLNfDKs/hqN7OuxVOvW6FMyssgVpWW2J4ysgwyR4O9ckhPUv4iMFMfZjCDGXwAPhKSQm6hGxWYWk6hYpZjHVK1tvrW4CoFdzOPakelBjUsmbMxnbvix984H3GujEazhvZjMQZFzR6tngZ9CEPBO/GIQhHhvMSQ6XwkhsJRjuYwNUAmKjvu9QxGw86y45y2Si7fq8Ov3hKUfuxcxHjzWQDqZ4Sz/8cHXcabIm1cuv4F3EWZ+xc2ErZjEUE7k1WZI0i5EkkQ0m85hvN3HwCwyRa/OBBa/k+GOfFtGWOgIum8v0/ckDk2nQbqzMHULIUaxDzrEOmmXN2btZCMNcagDl5XxM9aewTjiwDca+yx5snYj1KRcYPDGodV5VBpQl7TcYceY0cDqyqGZFyKfaW13E5DrLFi8APoTuQcANiRxRQaLGWEe4YxxE15rD3KGagRtBnnZKo+1A4abGkg02X1Sj0xA5yuqBIn9R5Laok/qIYEmyrpVIan4dhqGDW5iy1FrKfOQmENx4pcs6DrfWJBvT0Tx1JJVNz3HGqxHrq1hGpfjZEa92KO4FFFztB6LWJfJba53QaHNdnT3NhypCqN25cbYm9CUHrlDNO5C1NMub01kE7/NxUV/1z4SBAFD8uCm7E3BF8/vMyx0/jzwEhcPcDysiGMBTlXVuXgRoOQxZ+RDS+9W9Bvy6mpHIXUL8rLH++NyDRW3Vf/TzZXUBup+Ol60zniMMImpZhbrgJ8VWyXgoTtI7UgDxwqqus1PcMz1+Tj/FZW5Ve//BCAh98SHf/smXP8cUPdlMkJg66suW8beBUNO74k8wUP7tNV5bL4gz2Or8m90WHK23poov0Ec05STCrHqiYchJhMROdzUcSuqjZHEzNVGfJpKBFTWbGwlrAuqoGfwPpZsdR3BwEXPinifHMjxnFlfxf0y7QXxpxsyXNOLWCouE1aBY4mhaSRQ2mumRLeAp52fJVYbjkRB6PT/JGiJF76fK3qkCgzWDrrsLWnwU1NH39XBqw+k/Ds+0K8DubU1uKdpX1dQp8f3olIHbm+WFTILghuLxy4PMjlk6ioShF70aknr4CSkjkG2qrfHp6oSzbPxT4CeI7Fd5zpcwtrSvSOEzpz8gITcTix+EKf+Ufy8bcqFYITWZu3nGMPNaip4tHM1ZUyL8Q2HTpkZRBaakh1PTa3U+IruSL6TfHhYKY+zGAGM/gAfCQkhRQ4sBa3UycfC1f1CztlH4UBX2MBTpIGq75wgbwoY+vXKLrCUearPgPnGQA6dgPriKGJiz7R4QoAC+rDPsj2capKRYcOydRC7mBLgxEOKjTQOSMUfhTWaZ2RcGVnY5NQA3a+Wk+5qyL4hcTjnVvPA3C99ioA+4vXOf+KxBOYX/wYy8nXZYzVM0xe2QBg92NiUFwcVEmuCjd+7v4Jb+6LpyJ7cMK7ytmcscN4/yIA9UikkjirUclknVdfWuDWt8Wq7a7UsJuC21PZh6k4bK1DImjFdQy7alrPs4L9m/L747WYh5mE9jonIkmMKyEa5c04N9OgHy9JS2ZFjod19KasjAuxT2kPhkBzI44dD29JPBzF8JBSsNAwLyaxpaLJTLu7BY2wDCbyqA9UVdxuUig3nVTkLLT2jjlUA14lMAzUyBceN5nURBI6CS2Jpt6YMpglNzxtEi0lhWoFeio5Oh1RDYped5olGlqIVXVzjcuwd3rdaixDnKi09TCjsiZ/fzA3x+Jr8oZ2mwNagayzH3r46jGZ6POOySk0uzQnn4Y/G/JTNc26BC1VaY4/nKwwkxRmMIMZfAA+EpKCawxtP+TkZIRVA19mLaWrOG9AvYxya4w5WxfqeeiL4eg5M6I1L1s5qSwTt/YA+HQesr0q6aTXHgz4lieccm5VKGZk6hQj0eUO6w51jSqLAKvZcgnFlHQOjoSVXlhYYHdTIgWDliVclvEGWcizvyQGrnPv11i5ruh98klZmw25clY4d+XuLfLzso9HB1e59rJwx05F5hgXOT+4L7aB0aOU/QVJnmqsjIhcMao62SZuSzmaI/qmra4R7tyVPb23S1tDaru74yluKSxl4GuqBlw/L3BUcfdcl4nuudWo0lDunpkmLMuTi3UxjB43hiwga7/RzQgCNYKlfdx0GlY3DR8uw52fstnJOtQQ2W75nBwIjqyx4o7mKZtCHcKxvDOnAfS1poGTcKYqUuGk0ePyUOberMh7uroQkl3QWJcbDfYi4dKmdYKrIc/VDLzSJan1G3JjnnJJmumqowTWNAJ0byCGlMKHRKMOfQxeXRZdKwx+W85I2oNIE7Csukt7oUP1WMYqsiG1Jbl3Zd4lVPF1WHEpRblMY/AXcpeotGGQTcO/RVZQmxjZVPr5sPCRIAoFUlTF6UC2W1rIXUbqd62Onalv1u4FHK7rC1NBeOTEHFix9L+4tsFKX0T7rrlJdfclAIbzb/IV9d3eiOUDuvzY8PqiGMnO7KYclZa4QUhm5OD5gUWTAKcGrjiKMS0NsZ4kzB/LOu6aAu+fivdgvlLw7SMJHMqSMvMu5/2eHIjnv5Dz/AMROzvnDfv7Iu4e/ZHs/533NnnvGXn7dw82OI+I7beOhvydeTEu/rNewaf08H8nlciUetFnMi/72E1chppdaFqGQqRkXGumIbGuBr9YY3E0xiAyEGoWZBBOGKunYSOP8dVKnsSPZLD3FzmqC64+b1y+52nuyqhF3xevi5sUZKVVUQ23hcme8j5YMhV3J5McM6+qywgq6n3oq/eh3neYaHCPfyKxJgDtfoWtluBwfdDgQSG4+8SWjHU7TfF/UOagJPiOrC0eWDz9aLb9mECDq8aFegisR1EGqhj7lLplSDRMORCthXgMDQ2Qi01GR42uJsg43i5Tsg0tDZDKQ8HbYFSjUI/LUp6yp0Sjs7POlqqFZNk0+C5UqnDgGRxViVLXQl6qEvFpXgmWtJj+50PBTH2YwQxm8AH4SEgKLpZmnnDkuBonB5mxOGWpMM+iUhnNTkHlWLjO5RXx6WyeODx3XrjnwmaPWJgqifGp/IQk59u7MYN5iSa8ties3/2MwW4LOX+y1iRRLlEE+6Bc1ebutAxWTasAzRcR+8rxX4g9dtuCxqvteS5dl/H+r8cVPtEQMf7rb8u9mZ9TOVau8z/mPLwqnK1t7rLzLS2S0hQu8O7+CQd7EqcQPcl43FV34XyF/0XjFKrzls0XBDGNt2RtfadJfiTjLjVdekbWczgppq6p3NgpN/BUPPeAiiI/zHPCORnPsx2unJM1HwAriOs0SZbl3hdyigdy72MfarEWvllOaYsHkMx4pMq6Eg19NulpbIJBDLoAdZMQ92VPFetMM1qn8YWBpVCJLWzCuK9h7LUxBwP53apPcDQi8WBOVIN8GDPUUZJuTKwVsCp5MC3Z5sYZkdZACNTnn4QFjkqK4EylmxCXxVD2MlCpai63TPxT9YiKrH2QhQRtGaQ6ykmQ9zPWaNNmfUyiUZpBpUJLwy3z+QPqWkMhiiwVDSoJ1LgaFgUjzQINbJXUlXGdySm+DAZfx8j+NsUp5EDXdQmaNfJD0bP8wlBo7b80M6CiWp5C1pTrb6RyABdSlweP5AQOKx4vL2peQjLhwkAQdd/xmc8k7NjZlXsfraS4qqz2kxRPA0zcQYXM1eIsmUuuh7cjw9LrtHj2nKgo619/xHMd8Qz8VPaY/+ltUU0W2gG/+7borfuR6MiL4wYHmpW5V9ljWf3ODy6dg7dl7KP+DdnHQcHWWPY3zBPmPTnwCycFO5dl3LNVGH1fDtsl9bvfbAQYtS984XMpb/+u1l2cr5KNhECYAjRCt3QGkONgNM089DOCgRzAUdNQFsNaOuOCJ0iwE/E+JBzSTQTHx2GTiu6PgzFpWb0oqpKkmlihH5iFacESC1Trmtnq+rjL8h7S/tE01L10+U8Sg9EPdti3aMY4x7mDURyMEgOaPbntCPGqZH3STNbs4JBq1afIhzTRTFprsZngPC7rqqTR1JLvGTNVc+pLDl0r9zYvyhzZ4WMaWlNxrkh5oB4zP7E4iuihAauFbZyxLD4sfDx9znVqdF05p416QtKTNZ+wiKOc0eq/WWgpCjkLeepgJ2psMGDKgizWEKhxbqI5Oj8MZurDDGYwgw/AR0JS8DAsWsPhbg9bWnI8S0fdqnGloKLltVLPp3citGxHDUtnqtBeF6rtPYn57p7I/ueaXaJMrOSXqh2+0RVVYkUTY2ywTL0v3NMZ+TQrIh0MCOloWbtetcCdiNU3Ul/zp87lbG5IZuDxYggNMfL140V+MpR1fvPGAceagRhHQsE3ij4VV6xk/3TT5b++olmb777LuQ3h7nuhFnTBMlZPhNePOdxXrjMH0ZYYyVoXVtivCCcJKpKJ+cxyi92heF/uPD5mwRNcHR1OTg17jp2G8xb6I8iLaYm2PHc51nJeK8ZyvCR7Wu95uCti+LKLFwUn7OFrBKmXeThn5J3kE4/Knux1VIzxAuGKmZYd8zJDWiZHAZkazFbcOjsbpzUFszK8WY1l1s0xZbERHExp/HVSfJX6esOCy1UtHpMJLmzDJVWPUj5KplmXWQ5FWR0cD3J5V64mLUlpvrJQi8UoEpNByvl1NTDfl9gTz7dE+rxvXWpaYs4muRgCEamhjDMwGrvRy3Mu10R3Mx0fo3Un84GDj8TWeLnFuvLeUzW+hiPLWA3ijluQq3fJLQype5ocNZ4md304+EgQhczCSeZAy6DFnPEyl2MVAcPInYpzYeJT0dDdcCIffDw/pKkVbwbWp70rGYe9yhv0b8sBC4Mx16tibEhyObhR/5gtDTx6puNyQz/eK1HGu6r3BWFOFGtMuZbyvjUxDDQJ70xtyPltqfL85sotfmnwIgDfDH6Al2r9RBVxbebjtWXcF6rn+dr78vI/763x9oIQp859UUWaqw+4cCKBN1vFbdbU8lzk81zS0vC9xj6/oBVrH57Ih1vjCbVFmXC00KGfbsvc1QKrh8O1LmPKuoS6N6Ao5Ln5EDZS8aJ8bi7hYV/WtBWc0DySQ3rQEuLg3T9LhNh21nKXXf3Qa0cNDgMNADNQDGV9JteCrybBlKcvtcSaRXmUWExbbTAHlootqwlptqvxpnYGU0ChZc2N52OUoAZpwFBVgsWJuK17pjctUjsJ/GlORe6k+IkwlEmREGh1kjQRBuEVLokGZJkAqVCDVJUqg5fcjhKpIqV5qBWegx71WPY6JGdO7VVHToCnqqBTk78HUYMjVa9qfgunooTzSUJ/QQjBIvMcqM7nd4XYxp4lsILXhBxbBvPZfFqgyGL4i5GEmfowgxnM4E/AR0JScI2l5acc9gsqyjESp8BVi3W9YkAz/EyQ0NKEmZUr6ueNPNyGUPb6dsoz56TXwWvbfT6xKFwuHeSYZTFiqk2S1aaPURE3KJZZrAoHvms28MelkaxSVrwiU46xVouJh/K783iFixdERL2+/hJXXRnjP/zUBe5uy+/t9+Xf3M14Ur0gv4cOlxaEq7TbVfpviwpiVmXeF/oNXrgke3542GZnXqpo/craHs51kUaG3yt4+IxkTxKJ1PH+kk/6iojzn7h3wnwgXpmdGHzKGIECT8XgsppzkBlqLeXyY4frHZFodoKAq5rME922fGxN1JU/uiXqSmM+pbcv17ywwfKRcN2jZY9zh3J9v5inreHmJ6X3IbFYrV/hAL6K6G03Z1cjp8IcrKoKnhr4/JpDQ9fe8EOMlphrLoZ01Uh4rmLwNJS9qvhs7VTYXRd1bP0YBmq5rHshI40RmIshKhvwJPJpxLUJZqBei8Q9DWNOXdatnj9d24Vxi0hrfIROg6aKQo9MhG2oobhfkGlId6yGxoWq4WxVjJV4LWr7Iv2tfyniwR0NbT5zgUDjF3ptuXYtC3mci7ScHu5wVJEzlEWWojj17DBN6vvb5n3IDd5qm/ShHrAcNE6GYZxT1xi89shnS+v+X9hWd5qxvHmiFuROTj6Uj7Cg+QDQAAAgAElEQVSer3JDLa6JE7M6L1bd1SPN3pskrK7IQXntlktDo87unRR4Wi7ci12GitTnr8oBOzhb4cXPi/fh8v9p6FTluU9f2OLBfVFdfrltuOv8HAD/7KVfB8AkZzi7qfpiUKWm1vnDbER3Xg7Fz63JR/z6WZe/50ng1TdGb/LsZy8CsOc+5nNvyBx/8NW7dP+5iokdGbfzjQUyjVKa+5Ur7P1LKaIdVKtkahtxcgj0zedKbBN8/FjVnYWYPdWHl7zx1JbSWwh561CIbKDvJutv0Ghqx6Jah9aJ5hxEhhO10aT9Pom658oPzGKf8j44eB1Z0JHN8TpCLLNBH1+9GU2NNBxHBXXN1GxQpZiT+R4nFVY0iXCuD3t1eSePNWPZTzxWtHDtvnGIjcyxZBIctQNMwpSsJ2fEGrE/JcO8rO+Dmxsyteo3Vl0ed0SHbC6JipKODriYC47nTMTvFoJPP62zpISnGKfsjGVRFzW13LiW/Ipmg7ZS/J6oaPnDMQ0lACdxl8uaK1FTteymO6K7o8+1U/IdjRo105KWgtu6RqSW1WF/CMzUhxnMYAYfgI+EpODhsGBCDrf7UnwDyJ0CR0m0XwVHM8DipmVe8/R3tZDG9XqNuC5qwFJmONbyU8vtfS5+SkNDby7S1MCbo7oakxYt1Q3JjTj7GfD7QsGftets3BVRbOxPcLVU1vaeUOhPnm2w9ltiADqc9zj/VRFHBq+t8qWX5J5h6rN0WQyQ/85dkSr++fA812obsr9Ki+GRGOg67R6uZihWtN3XLwVr3DwUTvPSv3uOFUkv4PKjz8CvSqxA8vU7RNeEq9y4LQan+mccwrfVYHjrdRYzLQffi6Ymp8K1aLkAfM0SDbHUO4LPttOkdUFw1IiW0XARsnhMmoqIYBfE4m5Nm/PHsv+9oMrgWRljcQSZhFww9D1IylwCDe4pTusdYgvykTw31+5wfChSj3XsNF+jLHDTqVhqqs9dXMo40a5I4XxIwxEkHl0LsE+Eq1atxIhkoeGxSgfryZBhvSwMY+isyRhXtjxeDzWTVF3+juNgtURgTj6NlzD9jGtVzX3YlTlMO+dEvU/VBz5fvKKZn5sx54xIEzc7I86MRcKYaJm7RlDQtnL2gsWMRqRehtVrmCOR+i4kVeIzGp+yLePO753wL1blbMaPU5wyqzg107qS2BxtM/qh4S8tKRhjzhlj/tAY854x5qYx5r/Q6/PGmK8bY+7qv3N/2TlmMIMZ/PXDjyIpZMB/Za190xjTBN4wxnwd+AfAH1hr/5Ex5teAXwP+mz93IGs5SQpsHXJ1m4W49NQNVUu8aSOXfODQ0jA2rxD9dhD0WVxQd8ydCH9RpIbe0FL5gbrCCp/ollDjjXUxel3pz7GfiqL1pftt3jijtRz2JwwdrYSDpadYSrShR3c04tZzss5P3o6p/roYD1ufO6LXEVde+CRk2Px9ABqRjPXz3ha/8Vll0d98RCcSzvUrL/4kG7Xfkbkvikiw/ErGKz8vks2nJg/xViXh627/AS8m4g7sX75F9zcFF+NHwl2Wql16HZnjrbNVRm8qki8UZNpW0i8cRmowa6hLMgh86iPZ6HGt4OIDwa290qe7qhF2Wy5PtsSecRhJQtTVajgtH+ZWU7xMcDveq9NTg2C9SKe9FcoCrjmnYRMGS6xGx4GTYyUaneJ2DprlObHqIoxPXY/HJzWqFZnviZPT1UhX/zjA9tUAqb0ktysx69rUZivzqGlI8G7d55ltee49A21PRISy9oKJDVlZ3NYwLeg7nhgO1Raxr2uoDqu8vCfv9GarT+1QamNEC4/Z0uc+3XB4EIityM59G4DOgkdwV85e4+IVtkIRsV7qptOGOr2rLSZPZJ7GstifvrYz4pMrIqV8+yjHjk8jRE1ZrdtasqfTUT8E/KWJgrV2B6TdsLV2YIx5H2lB/8vAl/W2/wP4Jj+EKLhY6ibleGQJynJsnPZ/KSioqnV6eS5jdCQv8dKzKpIewKGmyy0beG5Rfn/3XjSN4c+PMvyPy4dz+S0hGhd/ukZtTxC9s1YhH6to/KmUeXFgMAgq0yCqpisHO3ASnHuC6S88rrJyQWs/jhZpHcshjD+xxHMqHv6/vy2xAqvFE57Tj3RzfczobRENf2/UpflIDtjXfkde8vPBAfVbcsDyd9oMrYjGnScOr8/LB+l8t0b/iqQG9x+JB+TRyQJZVwhL87URNU/WPNpzqGgwVYrBVbE8UN935hhevKhlwXcKnn9WNn1jZ4ULGsl1/1GPuaXfA8A/kL0NGnsMNdcibzVZu6+hxhfHtNUIduwYfCPXE0/j87MCqx+KYw11So9DwkSKI1PFnxZqKbO+fS+ZVm2eX404eKwZhcEIZ1MNyNWII1VXioGssz3xOK7qeTnsE2uw0PJuwZM1jdl4EjFS1bKmQVFjt8BNS7WL6fmsOg7NTPayX4j68eXBEskVDSW/l3B9fQOAvazGZ+bFOLr/1oCfviCH64aqq4Hf57EGql0+OWRV4152Fg94ogF3zrzHCw+FMbj/vhjjV2+esKlNlltZk4Fmqxb90xI2BnDL/ph8OOrwV2JTMMZcBD4FfB9YUYIBsAsakvX/f2bair5MfJrBDGbwNw8/MlEwxjSA3wD+S2tt35wmcmOttcaYPzWg6ulW9MZ37IlvcBst0kiooJsVaEczvKLg2Ag1bvYMY41JqLrC5cNanSV1ZT68FnPiCBdwOm3skXZd9uHJvnDQZ9XN9erNLsVFbWvun7B6KJT0le/4qOeMlWHOQJvLFJeE6z5cdjl/SVq1HxQZNVd8xRfP7/H448J1zm6esH9DYgh2tV3ZweVVkm+r33xwjyefk/WcLAX0V8X0sroicz2sdPnyJ8XY+Wb8MtcOtJSYzXh4W/tNPvcLHPyeSCG1ssDGJAeN3Gt8ZcLhb5eFU2rEY22pnlq0hSRWZct2btm+J5zm8lWPP1SV4DN+zJ272srvBYufaBGRAy2SuuexpRau/DCk19Riphs5PY08TcdVTJkJpfMVVnozym8HLUZNv+USOILPPDvE175x5XozDxJNhHuyNSDTWgZ7WY7fFEOcn+ckyjVHWrOgEZ2hciy4Oqg6NAKRXI4nOZEWns1zS6bFdMsJizibGr/Dwkx7UDqdgseL8s6Wr39MnvnaBpfV5fylsy2+q70tz2eGdzWrdvvjHucX5CxX78m1PRuSrst7ejAOuNSRuZtuRBKKqhAsfobj65J1e+d3RMKcFAWDniZwFQ75QDOCjcEpe0liCLX+RKbG7B8GPxJRMMb4CEH4Z9baf6GX94wxa9baHWPMGmgM7J8DLg5tQnqH/WmJ38KxaJ0LihrUUxHVsjlD2JcXs/dQDsxSZcjgnCD62s0aO8vyoVf7A7pflHtXv2c5WhYCsa1VnQ+utpm7IeMmywO2tTKw/1KT5quiahw3M5yuEJ+mfhDnDmv0d6QS0o1Jxs7n5CX9Z29FeDp292tn2PjCJQCi738PAG83Y7sjBGLDPs/zN6SBy34aUdVeklsfF8Hq+cjyh9/QPW1/jVcuiC7vFTGfuPIpAH7r+9+j+qLsb+dQvCgm6xPE8vb3349Z0EN8PBxPcZu6BV6pppWZjHHC4bpQgnDXcLUlH9PC+RqXXpTw8Mn//oTJWbl+VNHuTwvQfKxhuxwR+2VzlpymBokd2gijxV5KndBYO+3baCjI1MPRiSsMh/JglBVY9cm39PE532GQynvcXfTwD+UDqi7mWLVnJDWDK2hmoinnabpJqingjUdgMtlHYiBTV4yb5pRJx1arcBn/tPhM4lqM2hEqCbykXZgmf3wbgIdOSP+Lsqkn3zzg5S/LB9294YJW4XJ/UCHekjFq58vK0asED+WDPpo7YtuT87S9GvLxx3IOu49fI++KnWexIR6qjduHFC1RJdN4Mu0r6aSWwpyqCvE09fvDwY/ifTDAPwHet9b+90/96V8Bf19//33gN/+yc8xgBjP464cfRVL4SeDvAe8aY97Sa/8t8I+AXzfG/CfAJvDv/bCBigJGkYUOFHu6MOOSaEIUE4+hFpbw+iFDlRoasXDSO62cZa1Uu5klLMVCUd+lx7O7Qs0PIsvhmxIvMLos1vtk02FTVYYvuHvc1u681fsRD4xwirOTlB3NJDzcUXQtOzwK5e+r/YwvvCqU+3FlgPvKlwBovfQKf/CaxBPUGsLZ9ovPYecEVUsbGbuOWPVXuobNjnCElZsy1q1azHwqFulXc4+FFe21ePsE+23Z0/3aDv5NwUGKcNe5ecPOkRiwmnsTBiPNxmoWaFQuLg4jNTrWh7Ln3SCn0dUenRjG7wm/eH/9IZe0CvYjN6dyIOLqbneg78MyVnE+dGJG6mnxrMdhViYxwaQo+2jIGsRCfvo7U69EP8+IF1TFeJRR0eIDpfciHRjyoFRhINf35B1WMWXUZBGQazXuthqgj/IMb7dMrjKEmq05LvJp7YE4t1S1gMOkDME2TEvJOblBt8F4DLf7Mndf+2eu9A557hWRqm5wD/+PtDjNF4dsPRFJ7tMO9LRWx3u78lztsuXQlfe4MOlyR2uALI2r3BqIKmV3XE76Ehuyp7g6GJxMe0/kRYZRT1JOMc0CtTlTifvDwo/iffgOp16lPwk/+xcZy6GgRkS3z7SgaFYUp3XmAou2MKR+rmCk5QGLZS06cZLha5/Ioyih35GPqX1zzLxajm8OUuw5+TidB3Lv2UsxZiQv5t4zi1Ru6yG+nvLwmzLh/kqIUUK1roiO4yNMKof17FZAdUHGOPnkNT7/8XcBePygwn/00+IZ+L//pXz8S7UJ431RghufPyT7tgwceZdZ0/FebMkaX3k85MlXhIg1fj2nMif2hbVOwIMvCOH4+P+2zvf+TS0Z/z/Igd8b1AlSWc/5rMmxNps9GjsESmQze1oINdfwWy91uKChxMe9DO95ITKTbbi9JHMcH0xI1mWdjracN3M+wVAIxGTVI3yo6kM9xRtqwJnj4Jap2h/oIClgLATqZmhmGdGhEizrEv8Ji3ke5rjqJWou5PSONMx3rsDXKkxm1SE/kvc3bghBmxscMKxqlmickWjFIn90qj4YYFKUHpFStzFP1TsER1cdFB7tSHC0L+ihvllwuybX3GaFyc8IcTbfzfjll+WeV+6OcZ8RtXKpJ+/U911OhqKOnrzsceab8hUs+Qk3E7FLpUGLhQMNULtYZmpmDDQV32MyLaNfFJbp8jmtavUncflnwSzMeQYzmMEH4CMR5lwYw9BzccOQLNEw06w4bZeeGcaOWJbnHifMdYSWnWh9g5Q2Rn3lwZLBjeS5IWc5mIjxKV6MCT01HmpRkOC+R7wm1PPZkzH33YsAHL3ygHRO7lnNxhymwpnPXBfKf6ed0J4Taj+IxtyYiFX/7w57TGpiXFq7skbuSiDTV/5T4R6/ezMh+5r8vfjeHraQ8RqO4TAS3/R3b0mEUW/FsHYiQVHB54+5cyjcf+FqwE/dkfH+6CvP0vufxUDptxRXWzlOIs8tnh3Tvy9GrWC+TqIZMd44wYSlHF8aH5tU1PKeLEwYtbToy1bA8hsyR1z3qKhhb+jJ37OTPqmn8R17BZkWevROJiRleql1p3UPyiImGKYFS8BltSa/9xsNPE8t6ntHhENRR9RZQJF6ZOrtKA5DvFXZk29CRqr+Nfdi0pbWbdAO41GlMZUkJuGYQoPkjONPQ7CNY6exE4UaaE2eTX3mHs40IepMy2e7ECmksyYi/uRwl5aGxHdih2JL8PZSuM72N0VabH6hR6Bqx6NIvE/RKztkVcFn87HHpu7/aHvIsK173R7Ra8nZ6d/RBkedBo7Wo8mdOWwukoc1p5i1+Dyv2a9v9v4a4xR+VHCBOWs4zsan8fmOnQasFKbAIubkJx5UT0pfpSw/87pohinzOx4rGgO/ZXpsaLZf9dAwGmnxCiNI3Vw1LKk4/8hUuTe+A8C4MiHUTMqdhgOuHLx39kRMvmgWSZINAKIkp39dCFK8W2NpXQhB+v429gVRH8b/3RUAWu1txo5UbLrhjvi7Q/l4bx51ONcQtcNKUylqb3QYjGQObwCVL8vH9uL3r7L5U2Izuft7v8P+vOyl2BQE2NUxxYG4rt59aFnWDkIH4z4mk/3nboGG6KNxNxTJCW9qtaH1I5/N+9q7sthnpIVo3KOCOCwDoATHqS2oan+HceFTaGn13LPT/IHU5KdNWhUcy7SJL2SoQZ4rRcJWMlTcJiTeaY4CgAlzMi25fhwk1Pa1OWyrwGqU4oGT0tYmrLkWws2SEan2YQhGYjcBsCRTS72bG+ndDtjpv0y7VKWmmKYfPhpl/Kyeo72JEOnHJLQr0RRX66m4rff7j7j4gn6wrzZ5W1On/UCIRvdCxsK7mudjwa1rwNJ6TEXzHEjmyCeiYjgNjQ7dbZNpqn6RdqeuU2M57fFhE258yOzIEmbqwwxmMIMPwEdCUgCX3LRw8i6FFcru2Q6ZSgcmYUq+3OIinivcdqzObdcxrPZF/B6am2zsi+iYk7B8LNbgUW2fmlZHjjVtbHHwEg1HvAFPtlLyouy6/Dw9K/HnJj6luk4iHPqENqMTkRrMZMyFtz8PwL/qfI8H//r7ALSKIS9+66sAbNbfA6DbW2fDl7X/24N/wIOJhAx/OVjgrnK5F74r+zhu7vOeiuqRHfCxP5Q4BVN9i5PfF1E02z1mcefTANznOwAEJ0wb54R2hVit8G6cUWisgJ8tEnvC3RxtTOI4lkokkktS3cI5kvfgZDleKkVdUnMDtHlMoG6EVn6ViRFvTqXIiDT4wEuXSNVC62ApizwbNBCMyVPqAwQqsvTyDsVYC85YS5iJyBw7Gu4yMTi6p4VkmUL3EY+daSn+hegyqeLZHcs+ogyqmXTWSpxN/LLcew5eIUFIuTnBlAetbEVvK4CcF+MYSveDXzR4Eku24+ChhKaH/YTOSN7Ho+brZK/JPpb9lPRVKZLTdN/lgnq8NtSLsn78S+TmNwA46Z4nTmWvC7vrYgkFgnjCVkMbxuxJnMp+8TretOEqOLatP09OcWssHoLbhA8XvTSTFGYwgxl8AIwt23n9DcLcXMt++csvs3lvzHUjVPJVx+AciK8ntD5trZpz3+2wUIh1pVoRrjOfF9wqRCKY9zepGDUMpgnvFMJpVsNtcisUc1kz7t6xS7SNhL4WRZ011RfvV9p0EtHfOqtzLJ7I3CPv7wDgXb/Lw21NXBqP+H5FC4buHeCr8LWUTbjtiE65aiXDx1bbrGrR2BuTNZqFuJsGjse6Rkved8V4VSu2iFVXb+UZm1o3rRJNKJQ7VHPLsRrwXJWwAt+hqT0GjHuNT/yccMeNW/tcVLy9bcA9kai5cqyLac57iMFsrtinqvUp5uOUu77gsB1tkzoiba0pt75nFmhlogMbQubUbrEVtKhmWsvACZjXc/agKe9gPhqytiRjVboOY+dnAFj89DGbj0QKu551eUNLRNUOBYeBqbEYCQ4f+kt0dO6i2WChL2u6m52l6os9p1DD57Vxzvu6j0ryBOPLOi7YnPdcSctsORvTvg5LmjH6TmOJmr6/RlinrWXeHP4NWp8XfG7cljN7KT/iLa1P4R4cUNXmQctRwS1f4hTW412KinD0C9ov4/1whUYucwy9JufUGHvLztG2cg4LJ+BcKvt735P3tGAOydQoeT7OuBnK2QnzbRYXtMzgUU7hfBGAb2//5hvWWhFZ/hz4SKgPkzzl3f4TGgs13tEMyPTJGrkrB9cvQh75GlQyCum2ZNmRls4qFocUhxrEsWYYDuSFBy2XXIOXkho80Yq6ZXGLeB9iLV4yngQUTTnQydEqnJEDPR4ucqSNSfNYRNWteId2XR58PeqTPdb55pocRtroNRjiH8g97XNikHp4VKW2Kvtr9FyGq3Jv73Gd8bochGJXVJTY3aGXyrgn8wn5gRzusR+R6T6kUYscikzj7Iu0RqGW+qzo8Z7GEwTzLW7ogY4fz5EHatXXg7bZCDBdtdYu1Nnuq4qy0sOoseukFTJRFSzXCsbFdoteQ/CSxiFRRYOQRkuMNeeDyGPcVN/6oRzWwWJMMhD8tBoZJ0qcd+IxixX5gN71uxTvyQcUNIRQdDODmVMPwZ5lpI1jhoMWsdbYDMY+7aqmMPdlvc5cj1zrcZqlOifa1j2Yz+jtyjrSqmGg6tTuZe0s9aBGvKDVsQcdWNJsz9FtnoxUva3JGt+mILun621ldMdaGj6YwEgrP5+b4+BQPVCrQkzyRwYW5f2O+lU2Frzp/oYNNZhOcm41Sq+LrGcw55GrQfXhlYDBncsy38Ie+YGoRO2lMeNEA20+JMzUhxnMYAYfgI+E+lCthfbSs6uMd12GY6GekySjqUkpuWcotG2c4xSEWtPf1zTKwvWoq6iWJhMG2mhh0fhkoXCouX6EDWWMba06GqWGtlYDnvguRrMrEzdjIREO256vkkZC/c8/I76dO8N57L761Yc7JOrn7lDQUCrvjQ1GG6CsjsXAk5wLCTWHfruVwSO9Hub0tEdAVFYLziKG+mriwpBrqzBjT33NBQaeckPJj9PfgQ/nnxEVZniY0xsoR08zaqoq1bR3opu75Pq7Ps6I1G3mplUmmpQUjiISdQOHrra4Tws6Ku7GnmGi/RQSMhplA1AMI+2nULr/WmmOXy9TH6ssX9YwZuYZalWb5OSIvkakXlVJaDLv09Fq3lEYUFfcHiy4NLQZh0dEXaM6t7UdXXNS41jrYVzLIna1+OuJDRmqG7U9iacxFwOtM5FklkAN2mHo4CLSXWd+TNYUiWaoGaPD/jGJhk8v2oJ6U89k5pHoXud6EalKHvWRrCEKfGojLelWd+hql+/URLS1ang/MHS1L0euxtx2lpDrenM3ZKyG5FqSUtdMS8Yhy5dk/a/eiP72qA+5hX4Eg8Ux4yeqG1s4KhPrAnA11ct3DcOyKYYaWP0ip64i817gUNVCeltexNmBIPJx4FHThioT7RjqTGCnLHVuHXLV99spHGjwymCY0+qIGrM/EtF+khWMzskYvXsp7UgOxUEGo6F+QIXLijbq2GrJC+ocNIg0y7C96XNLm4F0ipTJnMYQHGnfP+vgaKBM7iTT6tw5ZhrLYbHTWOEpaXeYtktPjGGowTv9ZsQkVm9N5NFX4hNPq3/n1PS5XmgItIqP347xVQweOR4N9Wz0tbpTbR/6Wsq8aSzHWtm6OYFjDT7zMWRK4MtuS8c4+GXVp2JMciCqUn2tyqAtxHdcZPiaaXlPVSZv4pBoM5X4JGVPq25XRyFeW9SHysjjsTKRxUBUg2HlhLPHcu+mV5l2UxrVxxgNld4zDkb7P8aa6u3klmHZdiB0KGJRY9LEI1C89Csa5p0nBF3NwLVG8nkAz80IRoKvJ4FDc6Rt6bXHY9uOOFKGNbQ1XPUynBu4PC6JtmdJNGci0Orah65PWHa6MmPKElHHgTvNOk3cCcmwTB74cDBTH2Ywgxl8AD4SkoLJcsLukP0opaXU9SSzlPzPS05bp8dIEQ2AwJflB1nBkfZMrCeGs3Py91G/yr4auM6NHdrKses9ufdhvWBOOyoneYGr6Ni3sFgTUtsOmtgjba2mWT1h1GN7V+6dHzl0dT2OU1BkMkcbQ39RxMNPaGJQ54VlvIk8d/Pnci69Ksa1teUaO9tiGLvV3tc1xqQqqgcTQ6Sir1PwVBkzS2H+hKiQP1X7MDUwkNDucWIIlftHNmNa+6bsogzEyvHbaU5rSStexwGxFjK5Fqckodw/b4UDPz4zwN8VCct6ho42cjnxCnzNyswdg6+JRqlGKIYZhJqVZVMHrZtD4/CIA/WIzB9BV6WJUHsjXvZzJtode/EsOKrGnV2qkajRbbcRsdRVNUXX3umGbJ6RPa1Oxhx4wj07Bw7DVqy/Ewa+PFfJ5N4JKa7O7VqDq/uzuYejdR3iRNZbG8FE1TvHWKx6hpqZJdOztzC2XLio4pkW/dlacnnhiRZO6YS4Q9lH91MxK2/IHEXbxenKc12tgdGKE7KqzGF7HpGu3Y9zCvXaeLHBPf6LfeYfCaKQOvAkLPDOLNC/pQ0zE8s0LsMaIv3og9iA6rie6uGjuRSnK79b9QnbWqyz0grwjmS8k5WMXl/DcRdVzzyImCxo/kTXmxYcCbsOjob/mtGEE3X7pMviCnpy8ojgvIQzj98b4Cca3OQaIv06H9c8rmqBj87HxBL8xoHlJ1aECp353gLDFVnn45MajnhUaT6QwxotpFOxz6lmOAP9gJxcigWi/2RTxWEKZX0+63vsaViyUw+ItVS5E51m/hUqGvcCl6rGttglGEay56BapTGUP/QWLf1Ecj6Wtcfh6gPo1vSwmgpWC946PUuuKedFXhBrHoTSNmLf4o81ZDrwKRbF2/Egm+CdUa9Lb0RNvSO+hmBvDph2CVo+NLSvqS3msMGGFrBJDmH+qh7tHVnP3sccrj4QCjE0Y05GenY6lrljGa/XNBSqbsbzslD3wMfoovOeQ6Z7cppt+k5X34+sd5IMcLW2o3GE0QDs4jJ3rPrt+ZSH+o47lwSH4UGbk+uC7+Od80yWJPDK/wFQ4raAvqbrO8fy/LBm8FQ9jGvgDlTdbOTTKksFDv6qHua+csAfAjP1YQYzmMEH4CPhffB91y4u1NkfR9hxWYOtDKsBG4BRkdH1DG5pSFNmMOdXpvUca0XOvmYMrqchRjv4Xh15vDanVls1Bh57GaarGZVeDir62zSjqdxoVIV6X6j8pQvy3M6kxpNYjFrmKAVVHyoWChUTw9Sho63QVq0WPLy4zL+1Ihby48xl94kGMlkXXw1RW6mIkV43ZTcTTuJZnzQ6bfmWlu/M2Gk47p8GjoFORyzZ3SiZdkzGnraiz9RaG1hDEJQVlV2KeW1FX2nRWJI9Le17vK9VkNfK8uZhRGVTa1dWEjz12kSRxdWArAkFRo2/hVrOfQu5Zjt6QEPbuzU7Tba1PDuTjMQD8qUAACAASURBVKpWCPHU6Oqftcx1hfPVFguiWLJZ+4sZF0+0NqcX4s1pyTIr6tjHrM+2K+/xpUHGN3Q94fGYsYaYJwPLcVImbmkF5GSCVyZEOXZaor4eWExNcNufaDZXXEy9QxUgUyOhb1xaVV1/7pJqO4JnayJ5essBS1r5+pXlCY0jLdufTjDaV/LANThqbE00HD+gYGDKEmxg1fvgWUOshlSvcOloHYn9Qfa3yPsAdHOLqVoKFXsc606z4fwMUPUhTB1y1WtrailOArAa6JMuDrioqdN7jYS1Q/kIf7A45HxXDs1dV0TK9V6dB5583NUCIv1SwjhgqAjuDH2sEpadI63i42c42nsgxxKqpXvsZFRVQqvVHYzmLsQrchiX7pn/j703i7UtOe/7flVr2POZhzucO3b3bXazyWaTVFOiLIkyIwV2HMtW5Ay2AccIEOTFLw6QOMlLHhLAD3mIHoIkQILAD0kcx1YmDbZlWrRskW6S3eyJ7O7bdzp3OPOw573Gqjx831r7tEBSTbWsXAengItz7j5rr6GqVtU3/L//n92X5HoL//wWB6uCYnvh0WO+vq6D+6HcY9JK2dTo9P4wI5gofj2YV5L60sOZItnf35yHgU5is+Jwqr0ZeENWxWuqNTiCMpU+nvZKllJlU+pmrJ2I+5N+JuennshC9UZPzrv84WW2e4Ie3BqX3NcZZbOYWUPL2VNDVhEyavYhN55Q05MeyJVh6QQI1uXeyoeO0jX1/uRFWDxqEGgpcOdwDXtdaxgOI5IXNEP1wQVmM3ElfkL75/1Ok6v6fN8sE56ZybHvL4e4h7IiDcJDmsoxOVXEpk0CcqPkLSE4femTKMBVaeIKyLXnasLUGdCsYj/W42dacr4WsFTqXI3F/chPtjhW8ePPpE0+VEJinjQ51LTm0jTnVFWtvC4aozijoX2YFK7WpEitr14XnCsZ5T+eQ3DuPpy383bePtKeCksh9J4Vn7M/NTR0pS2sr92HMAhqsyzqGYySq3R6ujsmAZ11Wc2LYcmSWJQMB03WNlQUZFrQvCy7zk2F7R7fTLnwgWo/BpYFDdqlHUdbTe2850FX+RcUL48fs6NZkqYzaKk/oTdE6ikMc8erl+SYwUB2zEufcUx2hVvh5f/AMvvfxaz4TnSJqwcyFDc3pLLu+4Oc/akEM7uFJ1cosUvnwUHRVvrhxBkWQ093uUG/rv/DMedHrLj8AmdorqhVMXLcuqJ9kXd5+fPy3A8eDVhYF3z95n257trLCcdvqKu11KOtPI/JYkZD6/gLY1GmN6wGiYt8rmIUektLH2O5SLmnbsdSEZDq/VeiNd0NCDSD81O/mPH+70nffumlFm8rDuXaZ1I27iie4IpYOUl/hcZPCdx37Z8lbGwJ5uTx7RM6Wxq4PW1iVAXMqEcwaY4JdKxdZuZuTGKIWlXfah9i6tGwZs4gEZSWcEXn52FKc0vJXk5lor740pSDdyTLMLzQZkXh5pPnM6aqERq2Yrrq9k4XlE9hWOCqPrSmproz3lMJdVoMTTu3Xj5OO7cUztt5O28faU+FpVBgOPIh4WqT8on4WaEDUwmWeAfqtydpQEd9/2mmcNGyiT/RdOJqQJLJ7rCeZZxq+i5ohjw6kZXZZAJPLe7s4hRplxUtMoXShr6oLZPFYZPcy8o+fkZSWoeHE5rPyzWKoyFhqUVOIWRermeTiA+OxWx4Zlk5IvYLOJBt5dd/80U+35UVvNXdwJ88AOBI7aM8zxmvKLqziDGavjPO43V79wbwP9xSCJowUiID04rxyi1gmOM+KsJsMMwGmm+3OToMRKbJww/l80+VM96+IkU3X9Cq1d+77whyqWadZY5AzaY4LZgq94DzZk77llUsya5GNJY+YkFl1R5aS1vVS8qjIzb1WbtqSvSPSj6nAcqvvb3IL8VyH9/Nm6w8kfhR61qDbE0CjE+MWDZmZ8hQU4FZa4FZ96re2yZ7iVSrxpFjX+NO3ipLdGHIq6BdYSh0UsbrDYZjZVlaFkvK7U5rYlfrwWjflyair1WXi+GUsf5uEtXuvN0gVgzMe2Gbz6pFcHg8pcxURyQ0OI2vzDQobY0hK2uq43pUA1/U8WfvQ7rKOHx6R8Egf0B7KhaFwBiW45CT41Ft1xbW0awFS6CZaJAlcrU4R95RyXnr6S+L6fiqa/HGkhhKn4osidY5LM5CXjMSxVxvSoR/N27RVmBRPytomIpqzBGmGlRszVgqqki0lLFuBDE770gwyETl3Gj0YBWF0w1gVfPbiZFJ/mitwbMaCf78wgeEO5qpuL7JopZf73eESm1luMKgEjQJxlBBu0tLoQudIa+1Fn9AnJEy9XQbGpQaJh85pPqaq/LuZUmzoSIlZchUn2lzqc+BsmO/mHRATXS7Lub50kqf0aEuZMbjtPqySMraZUjOSLjbmurdkGmQzJiM0ZH01ZXrazxSezyIHCfKUHxT8//u+RYXlZfwsy91Ge/rkwSXeWZLxrVzLaHxWOj1x2tyP88lCadNufd7Fu7flyCvWSkplW8yOs4Ie5UylPRFVpgaLJYZh63IV05zWpGM6/REriHy7xrMBbwu+kFasBRXTNIBU82oXGjL9+74hM/qZtIpPasX5PeHG022FPa+E1oKdVdMomQ5qa2DoOBxvvrd1KQ2AQWD3R8vw/iJ3QdjTGCM+a4x5tf1/zeMMa8ZY+4YY/43Y1RZ9Lydt/P2L0X7xDgFY8xfB74ILHjv/4wx5u8Av+a9/9vGmP8OeMt7/9/+qHMEYehbiz3S3oTyseZaCSk1LdiNDYVuNc08JNVVt6suRdo09Bqy2t8MZiyXuoK3U45mgpRLGye8kMrn31El5tVph/uZmJndMmBPU0wLrmSou1grDmjo54FaHcMopnhGTMf8jYJYd+7CF8QKFY5jR1ipWKg9ZuIuzzYl/fXis46jTEzVW36J3z19BMCoLybwUXDCyqJcd/tRgtMAWB7Mas2GvHDM+VBrvrMzggoQKq7AtXJcpZHgDWWlX1BBjb3k0wHi0FMohddiw3KlK2brrZUmG0pU8k9SCYi6JOPOkVK7UTLQCsZWALMKju49SRVo9BUy0xNUOXYDgVb7Ld5YpYzECplul3xKd9BHmp5+hSWWN2X8Ws1VeF529M7ty6ShEK4c3brB1VLMiZ9pi8Xw2vZ7PDgVXMDh6BGKTOZh6ikn4lbm8SFtxcnsVjvw0FCgbpeBagsOQgtaxORU067cLWuNhcI7Yn0mi8foXHWxp1XKXG2rAnfU63BRqdJMu8dQrddx9yqzY6HyizLLvqZJm1qJOiszQk31pnisq8RgSmxQBRoh1N+TtPwXj1MwxmwB/xrwXwJ/XaXk/iTwF/WQvwX858CPXhSMZyXI2OkbuqbiJXRYNecLY7CVPdQ0WC1Vbncqs97RWtEJmHrWP6fVcO8HbGhV4s5hSiLzmc2hdNLx8pQLfYW7liGrTszkadsTVYjQFsy0qm3TyrFxXLCzXf05INf7DCwEWqodE2IWlTJd4aftYMAHU30xH4KxcpH/pzvlwon6n1152YL+jO0KuFMEFOpeNHNIy4pyPKRQpuV6cTizxlugpX8YT/wZ0dF59qH6WmggUM7ALPc0AhW4ySOu68R7bWfMlU+rqpFWs/ZbJVmqUPFybl6nBTWeIscSqjvi62CGr+1U4w3qVbHFhLs6PptZgFfQz6JSwLdupezuyTj8wjMpe+/JXBhv7LJ3KBmFP59M2W3KQrYfywvYtQ121/SZGgavoDXTnxAuaWZgFHCqfRAWCm2PZlgt3/Z+7naFDiLtvWG/chksxdnFWWmgnYOWCs7kuYeGjPtQ3dJlN2NXIeidxRHeyeZ13W/z/VAW9ROXEGg8pjDVxlmSUc0FKKNqvkA1Eayx9LTiN/l9jNo/rH1S9+G/Bv4j6mJdVoG+97Vz8xi4/IO+aIz5940x3zHGfMe5T2atnLfzdt7+6Nof2lIwxvwZ4MB7/7ox5is/7vfPStEHUeCPMUQbPZJtCTLFBXUOtsg9ppIAzw1qxXMSyWftmeeG5sRNI+A7mZJpTGLuKLVXGcw4Urcid6qunMGp0ci5XaZQyfnWaQKlnKPhA4Zap75yQ9bQN0+hoTLkxeCYjlbUeePQoDyzEvyRXKelCMrTrEWg8nA7dkgxlb+nV69w+UR23kcjUTAeFI6yqAg0LD7Ptd8MTu8TElRK8ffFGRVeG4MaOdjlDu7JpP5rteOVNWtxQJ5V3I6QqMXmCsftU9VysAEnijiNFJU3OD2krKLsPgKqG/p9C72ez6jV4Q31VlICYUf68B4xlz8rvJLlP9phQ2/0OUWe3n3kWVBKuDf3HMua/9856jGeaPHboMlIhU9mizpOs1WWTmRu2f6UD524aUEQMVV8StvPmKpp7zK5hs9yfMW/4Wy9+zWXLIMKsajkJz5Ja62SGFNbdIaQRLNEYeiZKhLX6ShMhyWBws3HboNFJX25nyaMFeKb0eMM3FfO6z0E1TgBWjyGcXM3zYFd171/h4/VPqnA7J81xvxpBOq9APwqsGSMCdVa2AKe/EEniqzhYivm4f6kFvvMTFHj830AFhl870sa+pImE+m8XtewrZ1zzVri+/oSr4QsX5Dc2rV78D2NrudOfLmRWWBFCQ3vlxNiffH6oWNB02UD4wl1gu/uyMqz1e7x5LFMsNLBWH3ORWdIK5eHgso4n1WVc2WGM3I/p8dNrizreZM9lYelFrjpTmFYFXmURYVFIS7BVS9eOIcufTQJoWZ7Dm0tL5/sTWuxEKjnVSV+hMeRVxHrAopKuNWGjNUnvUZJ8bByG+TKxdTUC4v3ZzXP5+AzJw6LfKr9Y5m7LgaYpDImL4frPH5dxEJNt+RuRz7/WQWQvbJlGO3Iy7Hdidl5JAvrcWfERY1p/95Rg1c0Dfd98y0AvmhiDq5K389a65T7co7E5lhd1Ds0OCnk+YLqZYvyOs2amjmpzXRSsBDLtYcKmfbe47QvxEXTZ3V5XczqM0NR0e7rZ6fWckXjT1F6yqQnzzF1JcGscvmG9SD7Ql1loNC4mzHztK/xc0BdYAxOBWs/bvtDuw/e+//Ee7/lvb8O/NvAP/be/yXgd4Bf0cP+CudS9OftvP1L1f5F4BT+Y+BvG2P+C+C7wP/4B30h93BQgLlQUjxSMyuNSHVHDLytKAQoC8uoUZnHWk1mLb2umNRFP+XihoCM3vbQU/bgo47nYiHHf0+rltZcyF0NQy9MIk60Xr09DunrtcO0oNQluq+7VdnwuFXdER56Io0GTygIq4xI4GkqRXseVTt+B7Ok1o0JONaHWn4Y0W+J5bGqtGTb8Yi2FrKMopKm/j5rhARaoVh46iIY/wOyD94JdZw8oJdqI0TDsahBNtX3JSsBUAaGiswisA6Tikl93ElY8ZLN8TM5WSM3ZNWOaA2uqLgkLaV+bqoLQB3sLKHGLhjv5yCdTsrkqgQM2+/u87O5XK8fqUzd41ukuehtbmw3iNWVetZGXLouO/aDox7jXProU9+RMf9u9IT8Qy18KhOuK4nM7dywpEHH/XbI6kDOcaRSgbGzTNWNDQJfW0WuhJG6il4L1/xgHszN8HXfGmtqoFYeeJy+dlajq50kRhAW0DBBjZFg6EjVcmxaM6fT0+/nJquzDL6YW2M5HqsmoCtLxpXZ8DHbH8mi4L3/OvB1/f0e8OofxXnP23k7b3/87alANEZ4NoKCRycBHXU0U+MJK1LVCCLNwYZNT6y70Q3ZwDjOO1zRc4XLMddVSHRxUvLidfHPBqnFqPhI8Fg+G+WOIFRMQ9DAzjSm0EyIq9U1CsmqGnpbFUFlHGgKMfZGfWbAGGKJX9FMAha1br5QarCNxZijjlgCa+Tk6kc3nk/J31ex3JtyP9eOphxsymdbs4BM73P98IDHPc1zDzNmocYXql3rTL9aY2vW5tGYMwVRvo5B2Mqx9QYNP9AqPKUGvvIoYr2lcOvEE39ZLISFb8hAHSwZIoVEl9ZSCU2XFiLNKpU2qOMyVUzBOI9TDEJgPA0lxOhOS04TKVx6edohWpIxW1LZ6T/RecTjrnTy5Qa4Q7m3bivk15YkqPz8FYP7QIOHr16Uvv/ukJ2LWg5vDfmxsjflXYKOWBPPty00r0u/qJzzdLxLfqTP4SxGceGxswQaGxhlVUpyXhBljCFUforIQaTq0c1Rge/pSGjadGN9icWJXG+2ElDuyFgvX59y95HGPpo9mnruqQbbmhlMNMgZ25K0mgTOY84URPXUGp79iOK5s+2pWBRyYLc0hBurZBMxpEyZzyGlmLqmoB1EdELpqDtDAZ20fcbYKq37RsA/sQJI+BU75VgKDbnoYoYj0WO8uCKmod3eZaiZgX5wibwh522mhkksx5gswFbR6SsyMY+yHBaFX6+c9FHsCkUDZlqjsGYjNnO5v/KKVjhOHEblnp8cBZRKC7d43KW5pMzOA3khHlpHzzwrn3V2GevEfLJqCMeysBQ9j1fKtwruLLEw+U8zhrEuCjYIcAoAMn6+KFSlEwEhLTVx005OpItC21kaCvketcb4fyrPfbShi/TuKRqnwxUNAVIAQVLiKgBNCYWuFqaYYzrmmYiYKwrtPdrqsNW5Id8b7xOqj3FLxXl+8/EV/rTSxR9mHWKFhT9YXOOS1gT0Tx1pS8bv8SNZeFsYNpR+/W4vonUgfXizHdG9oL2RHPPWWBacqClj5nfDGrwUeVvjAjY34YFy8But1XBpUitUh9ZhFHvgTAeTKIfoRcdgLFn6rYFcY3mxT7muQfDpZ4hieQfuPjwlbypfQlYSKVlPlEkmZmK8gCCAzHrOoJwJXYURCSgu6/M95mO18yrJ83bezttH2lNhKYTGst5ss793CrqbEXi0AI489MSq/1g2PQ0lbEWZfZbxdJQzK594thAmIBNd58q6rOJfOFnizQ05YWuqu/LGC5RvqgJwcEJ8qOZgHNJLlMwzKOoinvhE7mG50+NwRwqivHdC5QY0M0OkknYLPmD5mnJAPJbd5+HyKhfbsoOdlgVG85Bm8Qn7Y/nevlKDfTHocH9RsrmlCVmJJHe/8XjG6wsVAw81zVm1A7szFG1Z7mmqwE2SZvXnHuZUd1XqipK22qdxGtaszcthQKZmZ9v0OFZ219ZUOQEannCkbpLN6ly5D6GpblcSGUxVCFXlQB0YtSScKzk4lL797BUYzgSuvB2WNNvSz2vbYgn+7MuO1USsO3fzMsVthbFn6ywvS7A2XZoSPhBXwl6V80YHnmxVxuFGesDdRSlui1ki0974fLHM+zd0LD/U8WjZujguo6RCKhwcwqJqmQ4q+jjm7NreQTeu+jbhxVXp3Gy6CE15pjDSz0ybtUMtJLu4w8mRVMK1lpcI+4otCZuULZ1zSvPWHkVM6pTyfCxx1KlxS0ly/PGQjFV7KhYFZ2ASeLjoye9pRNa0GKHY8DxAg9M0RhE2FpN5IxFgym40YlUXjSiMaTXFPHsSHfPyu+JKPOyc8oKVz39rUUtz9zzvlTI5vpLE/LqiosLjkr7mqTtRXqs2DSratTTDKQu023G1HPjMORTOzqjjONVMymxZ7rcoDKcaWV7oZwy0yi5bjsjHMuBLY4mQ320EWOUfDK+cwrflem8FGWuLqnc4SkApx11FGWbmFPAlUFbZhTZQAbw4ixHQv0dgtQJyaFOiRK49eXmGf1/NVmeIFQY8VABOPG6TBDKJz9Y4RD4gVf/bln5OAKLmdYGpCV5iHGPNrpymEfvPycITJCnNXclEvLshHXtzd5WtNRkze+i4uSiZpmEyY6RiL8vbCzTUfWhvC6nN73U+oLgrq/DizTZXtdx5sFOw0JRrfDg+5KuLcp//yyV1fd6LKUJ5YaPSUNQRfkgqijnll/QDXwv4FDiGml1qhoY9JWLJelOutV8A4MHkfQAuXgv4cF/6cLLfwl3Qeb/dnlPvRRMSzXK11EUdM6UqhHFZWSuDSR5inlXKz8JHPkY7dx/O23k7bx9pT4WlYL2jk86YDA0rpcpnkRNqtD/CESmKMWqm5DMNVm3J8rtwXPJQbd/VvT5rqhN4PM4ZNuSYb20PWbspVXJr70hw6v7VNhdGynbMIpenUoz0uDMjnsjOm4dxTZbRUFPdByWJkrpEztZIQGOEPAQgmXn8pxUe+65YB1vXxuwJWI+dDQM7sjsUK00CdR/8kpxscTRkrNHpT91Z4PBTssvdesuwva3Vo0XESK0mqxaKq/cIaHiDV+bfJDkTXDzb97q9LOeGRekeVk4Mn92Ua3zvvSaHq7KrBg8P8apD0B2rdbRW0NC+yIwldnPkojLTkQamJohV5DZBWdaowbCwrGlFYZMh8b5c79ZumwXVVDieyQm+ePERiZWMwkovxzwQC/G5ZsA7evInr/QJ35HvRZ8RTMPW71zmyYKY4o8+eMKK8iZcSlo801NMwsiy68VN+4VAXNDfWsqIdsr63ut5WBoayvUwVJ6zwNvafTBAQx+67SPWFKWYHo9ZbMk9XQ4lZ5bke6RK8tuNTyiUmu+0eUo4lrkzyaGp8O6kLZ/Zka/7MzK1ahyBq9nYsJ66cjP/mAVRT8WiUFjLcSfGLF1iNr4PgJ25GoJbFp5C2XZsBpmCgRpqLlK2efFAHvjhkmWmL+azpWX/SCZNq2d53JHBH3dlMO6/95Aikw7eZQw98U8b+2MSNcuaiWPmxD4sLqp+ZFISqslZZKdElR8dgKs0/GwT974CblZkotw+SsljHeSdjIqFxPUTGmqDpup7D3sBrQXJROz2rzO+IwvIo6BgpMzHoc/wyldZZx/OVjZ0A9KicisCvJYyc6bar4qW97GEp5o56Tn+gULIG7bJWH3cYM3itG7Eap/YwT6zCigTm5rj0Lui1qn03uN0YlrNAJQG2um8ijJV+v0HrSaLsYzD2lrBVJmqfuqK/H3n2Q6v7kl8Yb8M2P+qdPhbdy2lLurt7QXuK8x540PJWlxeuc70AzHX73RaBD2JLzSTgN9Byuc3lxbJFuRZxxMFaR3uUlFihqWlUBdycSPjKKtYvRQSnWW1exSYunwGYw2PT2TuuQXH3jMyDitvKZT+DqRaX5G2GljNqoXJgERPWJolMg2ypaOy7levlZO5tzWNlmcOY/feELS1hH/0x1Mled7O23n7/1l7KiyFyBguRjG7J7tzuG7T49UkLgJPqFtwGhp6CizKAtnNNloF2zU4JKSFBu0WIu5dk0d89m6Lg2PJ/25ekh38/ssdFv9PBfcEIWMl6ciXLVYzA6PIEWSye3QmaiaXLcZT2cF86WqYb1RCoHnlzA95onLg4YmanK2EtOJb6FqKPXVLnCdQajnbk4duH8ec7Itr0ywPOdpSzsgPmvR158qSFF8xrlQ5aolDy29pSVhBYoviI35DHai21bdKcgUpHScBvQUVfTE525dUl/C+Yaz9XASyuxbG0KqYj9OyJmrwgSfSLbYIXB1orLahwBtGOvuCMqfUIOjzseV0X879zWTCrS353vUdef5rY8tuX06y85mY7m8rGU4xYF3RV/dabbYSsRp2lJcyzu+y/pfFzr/195qkQxnTRmiIGxKwDrcHfJiKBVQeC2+jX4lo7MpzzCKHUWXyciocDQCjgVzDe6ijfVC/XVNfUGowMupbWm8p7mFZLMFizbHyuvTr4zCl4l3OYk9DsRCBG+LUrDP6Myg8eQ1IOmP+eWoSHQu45McriHoqFoUi9xweFLhOWouUtLMGY10VglJk1UEEM3X+1GKfT0LDVQUvZbMcp0pA3+ylXNAXb6dIuXQgSKbXV2QwbmQL/JoRP3O9OeJwrICcUYuRhmzbYclUswtDrXaceSjVhfEzT1SRrfqSQE1KY0tG+vZWKDimyxSZppVMi0yrNQMXkw1kIixrTOVBEbJ8IM9xNzjBaDXgETMUb0XqfZ3BrarzTAheX8a8NLiqwCACxeDI8fqzQr4ViN8KMChzVo/Ff723Bumu1l3kJW0FS9VjkMNEZ2PgDZmv2J1srasZYSn1iqGuQoVxNUrVBY6Ruh27eyWnt3R2f8sR67j+hjIT9b8ZkT+jGZxvpKxJeIHJ/YjvLcldNbq79Lelb1/V6sOv21Mu/KYiWY1nUcVu3omHXNSU6reykhcSQfh8t4JmHjmmvlKpmjOATRJPUZFQqjgNx76O6OTeU6qTX1hHtQJOvCNXvcq+uq4Lp03uNTTDMS1QYC2WgFm1yJTiRkvT83pfV2L6j64J9drkrScpz/7lD27n7sN5O2/n7SPtqbAUAuNYChJ2+rCkwZmBL+tAo4kskdY7xC1Docnw5U3Nxx87urqK7vucrCdBwI0nMy5eEkvg/TGYLdlJZvdlpb7z8wlLirnvJwtsTcWkHK2PSR8rGMpYYg32LKgIiW3mHGmAp3lGgs0AuW7dLQyRgoxQayV9bkxzWx+6mVBqtaMfGzpaIz/VnTHMRpy2Zc1uDSyzdQ2YHpfMNCvRSB2Z1i5onArnDFatqra3dcQ5yX+YwJyvfyjjG1lpyNcqwZGARa0ILYeGtKvkM5pxMKHFabAzi4JKEBwCsLpTOjvPPoSqgk3qqcD8YWq4qlR3QToFpVhbGhR8T62tpkrKx88m5G+Lr/Tcc0u89ZoEEo8u5lx5oDvwlw2BMiz/o8sSVG58OCLqaLZglDK6qIQ6705Y0L5fmXi+/5Lcx8a35ef2xglW4cFlCUb5OrvWUmj2YaBm01nuS+mcapc3rGi9wnHmKDSoahQMl6xb2vdlLiSrEd0D+XwaOrxiIVxk5rRw8yv8wL3fwNlCl1oMZnJuKZy383be/jDtqbAUShtw2ukRr7YZp8IZZacJgQbRUgxeWXXC1OHbuqtO9PvBCvme7GDdCwbbkd3jcXGZpUMJLtpNw/fV796IJLDkvraLU2JQ0405OJEcdfroPpHmzb2LKbVQKNaqx4HPCRXimroZQaLbdCCq2AC5a7KssOnJJfmzObaMvGx5q/0D9uAJQwAAIABJREFUTFf962bEqUK3l8bC9VBEIaWyBSdxh2BfrlF2S2xWpakWCNKB/q4xFwNOBUIuLxtuK6mqicNaDAY/J26tNg9nmrXCMwsFNOUc42GLhQPp6KLhMcrynCvGIChGlKpmGkQBpcYoosLXgTGcwwWaylTSXSLDglp8M9fi5jU575vNNitXK2Vux60dgXrnS3KNew8sGwsi8HJnexN+VvvlieHOVBCrK//8EduLgmR95orMp/6b1zhC0t2m5Qkf6y596QpjL304aCb0duS5d7qSkizv7mMUeml9WPMpLCwFPFTr1KpkdlmOMLlYD9Yyp5szEZrhJe6WBFaedarB8/h+Qd7QlHvfMNOKWJtNaxwCJTi1pkyd6+QMttnUNZrezFmdCkI2dJ7dH348aONTIUXfbkb+2a1l7odT8h3lIkxzKqLirGFqbL/BoPgeMqUeL0xGR5EyN6Yx9oqUFmf9CShstbcfMr0seHhfKmio7TAfSEceLvYYTmUxSdO0rmpzAbXU/GaviqY3ONJwfzHI8RUFvIdQVYtL62va8pYGH9N2A6cD2nRg0+o5DKVKoDsNai0VAcmyPFRRZnX0PhpConyVpUnx+UepvQo7t1q7TfCKaRj7HF9L0c/7vlLhAmjpghb7gKAjfTv1RX3ueGpJtQ9KlV/3oac9q8hg3NxFKaGla8wsAl/zkcnP0BtKxfAHJay15PeNGxcZdqSPDrdH9Cp3bCR/X/2ZBgvvyXNcfqFH6wMZh/e6t7BOQGmnK57l95W2fVkD0NmIq1flnsfvNjjekPuYjlOKTa13eB/2InnBR7nWUSQzjJZGFwEi5Q10I2h2ZJ6dqPCk6xf1342HiuEfb+pak64JyLsyrpVrFxSOWAF5aduSq9iLK10dCC7NnB17Lv/0g90HyzyrhAddb0gLPhbF+7n7cN7O23n7SHsq3IfcBRwmy1iTUHF/xsUmiZHUYXCmEGWhXCYLZUcvtTDEG8MNrVEfR7ukj2RpHBnD89Nbcmx5h2JPdSN1B39+/wbv2Nvy2XBCqfXvYXYJ0KKb0JKpWR1kYtZO2y1sobwPHkInHAOFHVBU6R/vibPr8nso2OYwB6M7+xI/zSD4hp7X1rXwnVK4BJJwG6dQa2sMUSLp1Mzu4rRQzBce48VMLhWVZ+f7CTbvksUVC3b/TBFUhK/IXysyDuNxmeCcXXhMNquCWo7V4rMA9MO3MFlcPzdAY7pFGoqJ3yhNTVAalBdI7a4+d0CuRLDGyTVKc0xYGS4Gokxcgmy2wKxCJk48veTzAAzD16Vf3owYJpKe7L62SbclUUA/3CdtSn9dPP4K/fQ16Wd1/b43yPjS92WO3AuP8arzmeQzFtW/22s8piwkapgnatrn6yRW+tbYeX/1XIcxYimEqUza3BusV1fCjDB6bWM8kZPgtwlOceo2hVTVtZfIjD5HGmFUmzR2a+RGyFci46iY9ay6oKUZMmdz9Rg1TTz5GbA7NJWHIeXj4RWeikWh3Yp45eUL3L3b4FnlKny9hNW+ms8+YF190e3AsFgpiqgve93E3NOc8SXnsbEc+/ks4DUFOK0bB6EM+KfVJ389HNKtpM7DiFtKv/7BGrS1dHq116A7VnMvFJa5V7+c8eiJTKSXkhnfbcs5Fvc97ZZMlJXC8SSRyPflpixiy1eucUn9un/Wv0jQFndmuWyzqSxMD434sr3miMWuxD6etRE7eu34yl26RhahdQIIfhaA49X35FxLIbOHyl15+Cp/b/TfAPDo/V0uFxKveCcsCU4EL1FheBdKx46dE5JUwjDrmeVRU17ujYah1CnzvEJ738GyqqpYpY25qj7uW7bBuk7GghZr6h6901R6/bLFoupcLo5z4lgqBxdvOR5+KMdcXzvkjVjTNQeK/5jOaOri/Tv2IQvTCvcxQmEKfN9+nQuhuIg7u3Kum77kb7dloV9JBzjVlbzoHe8pg/MqKbNS3KatWJ7pTtuxoo59rxnQVIxIHrzIK18WF+X2XTnvrfSEN9T4NqOCKkSzlTnuaxBn0RtKjWNtpfL8dxuOZV+Vn4c8q0Ky70U9usVQ+zZkVZf7h6arY5YSBHKOzdJyuyXzYskfs7Ysx6yNIAn/HAC/8eC/5+O0c/fhvJ238/aR9lRYConP+SB5QmMp4rtjNfEfRNiGRGnT0vNQV9diWJAvaMWZirsc9XL8nnIMXGhQqhTcm5sh0b4WnSzHTLUicvqMfDZ+d5NsSU3caY/hc1r//26XvCMWy35/jVQxAqOJHJsAqy2B0t129zH3ZcdI1teIKrXvDUvnttz/+rr8fXv3U7y4KhVyV3pdZl3p/ie7N2leEzdm/Z5G8hfa5DP5XudWTusd2SU2L4yYrQqt3MbCIdM9sUxeWJMo+53RX+DKS3KN/u6H3PmNB9JvgeUdLY7Kd6PahQq0AnQvjnEqTjNuZrhE+rBccGQqoZe1OoyHinTUAG42CBgrx2GRBdxdUZn14zUOW9Jf5ciytyXnK7Z1J20YJpmYwUUP0kJcxU6SkCuP5duzDLcrJn8Ri8vgcssTBWW4pMOorZmRzJJqRM2POkxWZEsfzOTe0nZI0ZfrnW5NKLTycbjWxB7ILt7vwFQxF4MLauXs9CgjmQvFtEmwqP2SDihTuedSA4dvlCXZkbgJoU/IMrG8HrQDZkOtsF3tUPRlzIJlJVY5jcm0DwdJyJ1lrUA9MExVGtGmAVPl/5yeiMto2iPyXMaj/ywkt7VI7eKYohQeiXRlxKz4mDxs2p6K7EOzFfurNy4wOkoYjsRcKoqCjkJmfWDIK/8zhFhBHG0lwOyYmEJ9ZyYTOsrhVzbjmnKbSYLyarCtZu0UT0vrXgNrOdY1sqAgVheDtqWtVO0XVlUC/PozjE5kcvijJ0y18u8qCZ11ucjLvRXiS8Kx+KXTtwB4/coilw4lZrC4UTJ6Vz7/WqNNQ0VF4ysyKb8wneGa4kosfvoyXSsLxI3jD2i98MsAnHS7lEq5vmEeALD66ue491A+I32LX/rP/isAxqcwmaiATVkSUjE1VaNgap3HyHkaFczXxgR67CI5papybUQysUftnEiBQq4R01dzdmY9wWimZ7aM1XwuFSgUliWREptmuWVjSUFBG+uMlFS1Pzgi1b5t+opr0pLVVPSedlZViVoSHWtjPS3NAgSN6rOwzgAUWYHVLNHM2znmu8zJ1Yyv1MlyV2LLOTFv5cO32p5Ll8Q9HGq6eJSckGimqomjre5tVkIWVKnaklABc4Feq2xBMFFQWCMg1UrM3DlsPhd7GesTVGnRLgUm0GyXCdBMNO2koLMiczyexlxVNql/+Nb4X3z2wRizZIz5u8aY940x7xljfsoYs2KM+W1jzIf6c/mTXOO8nbfz9sfbPqn78KvA3/fe/4oxJgbawH8KfM17/zeNMX8D+BuIQMwPbaWHgXOM2hOSqUZeC8NQF+goFIELgNCZetephBLHq55NL8GiYRxhVEBjuulpHqoZGDqmmhcvuhrVP7QcKgVbkIu4BgjHwFihoQHUHAgzjbw/G8ckqmZ90km58UCO3ZvGKE6EUXfI2p5EzHeVptx4A1c02HU04OvPy/k+Hzb57h0xRZ/XIOlkoY1VIZQbhw9wXlyfpAx4X7MyP5N8jb3hZ+TcmQQznzzXY2XztwG4ffAFhlpDP4tn5GoaByVkFTFMDYedF1elmBqEZIOCRd3RB2VIrObWrprwi7MGEw1K+qjB9KpmRt4vmSqeIsaQqT5ilbWYYSpVdwoKDlVoJ09jxsq2PZ4VKBMaYw2IWmtqXogYw0jnQtNABc1peRhWeppotiQoaU4UexJGLCgEO+tCMJL7H5iAWHfjRKnzTQI5VV9QY1KmhWWgmJPTdXFt0p2cQDMOk7JmygPriBU4kBDQ1E6faFFdK/ekauk6DDP9PE5gqMcuBJApNqaCjI+8IXSVjmmOUQKL0zhgrJiUXjBjmqrfUZex/ej2SQRmF4GfBf5dAC9Cgpkx5peAr+hhfwsRifmRi4IpS4KTAXlmaGvWZOrcXMq8gLiu+ppjudcXFcSTBozXpBOuHwRcuKJ+Qj/g8UVNIT2c0r4gJvjeY+nV+8s5i4psm1lLoDmfqfdYnXimtJBWtcpanv3oCcOmGEA3HnsO1OAKoxn/xhW5RjGIufZprZd9XWb2Ly0Z7qvfvvN5x9r/Jdde7J3Q1bLs3RWlHn895CVdeI7LnKMv64L0WsHpvqQAv7m9TvwnZZGZrsl1r/slPvj2LwCwnXyI1Uq8IisI9K0pz7qMlWUM87Jm52uWqaA0tSDqFVdydUH7fCKL1PEX2yy9IynE8EVD411ZyPYXEnoDjQMEIbEiKxNNTVrv53qo5Zw5ivEps5lM/s7MMNGX0Gj9icHT0oVgaiHUlzuPpHQdpBi0rcesNNXcz0IO1qTvL2UT6Ep8wc7g4LL00dppSVIhBPWNnoRnRHzLeX+RQTCQeEa12HYye+Z+52CjqDR4pcwPXEmzLa/deiY/D+IWa6m4dp12zKkuIKPVgt5xrs9nibWPMq2HaAKl1lSEhakrKuPM14K105mluT9PT36c9knchxvAIfA/GWO+a4z5H4wxHWDTe7+rx+wBmz/oy+dS9OftvD2d7ZO4DyHweeCvee9fM8b8KuIq1M17740xP/CNPytFbyPrj4MS1prMUg38JUJvBiJukujKHxcG01WIqvL2TdYt60eyUy49M6OfyC7mfy4m/Jq6BOsN7rdklxttymfRhy2Sppq7M09SRXoHZS1wEhSGXC2TCtb6/labTkeCTP2905pdd7XZ5v0jrah8Naf3bdlJNl6Rk/32/iqNtuzyW78bMr4meeWdnVXIHwHgvqYZktUhXs3ID1Y9139L7rP/rGPpHaEV6/3cMkfvCX7hSzcE1z/4zoyblwTuy62XGCqFl1mMKHfmdGz1ONQ/Te0+0PB1jj1pBHTUQvKXS7YHKsslmDAufy/k5AXpt3WauAviKrXulmTrcv/jkwCnkaVAs0FlWNQ6mM5Y8oaqR8cG05LoenL4hEDV1ysymcIFTDS4FmYlTndK6wLKaosrQ1paoTpGadg3Sy6MxTpY+FTC7FSDgC/AxXfEvM4uHTN9IPPIX1O/5U6A12pI42xdamBDy15D3bFVsY6mj3ex0yqw6Wo08iwMUSpNmrFlpvwNpQw/3aGjqYQ8e+FFGpEA45p7BemSBlUzU1MSBprJyJpFTZ2fNSy26quOx6rlmYYhbkHHTJW8/qD2SSyFx8Bj7/1r+v+/iywS+8aYiwD68+ATXOO8nbfz9sfc/tCWgvd+zxjzyBjzvPf+A+CrwPf1318B/iYfU4reekMvs5wORjXMuTQeW21sgauJKLEGqyw9Jy3VBixDNlbVV80bJNfk0Asfeh4pJiE6WGIy1hSZIiVnGyNiTX8NIoefVWk6X/uRmSmp0lDpWHznm8OLPHj8LQCaJmRlU3zS508cF5dkZ1p7J2LhL8mu0/z78tnFm451ZX96+GLM8+8KWu+f+Uf8vMqGjbQC9DMDw47u8p9rrvL4JdkGdsMWW5cl7tCZrTD+kjzL/egV6auv9um8fh2AlewhTe2r6SCpi3U+0vz8lyp+6zPDLFC26tLR0mpHd9QhvSj3cV3zl7svNHn5ruzsr603MGPxHP1qi5W+5OyHrRGo7kHNN1Cc0eD0UCZqVeWL7J9InMSnHq+xhCq4RlDWsR8XQqi46iQoa/2N0GZ4VRif9WTMN/MO+aIALhqna+wj2/T1Jxn9BbFuvjgM+Y1V3ZmV64DQYJU7w53RYizygoVU+n6oUn8+8Xg9JiiprZggLwjU2pzlBpR6L1TriEsRV6eym/fzE3qKED1aSumcynMc2hSvsZ1SKwUbua2ZrowPaiElP4ORXtukJeP+I36c9kmzD38N+J8183AP+KuI9fF3jDH/HrAN/Jt/0Emc94yKEtquruSzzAkrjDf4ivvPhyRdDbRoBWArd5QKUpn2Si5q7cPji1MWHskL+aSds6FlyXer6t3TmGEkZnnHlQyrDnYhrsLqR56qTCBXw+po4GmsqpE1LugeyIB+c2HEX91XGO/VmN7bSpZxUQbr+a9bvvUFMQ0P/WeJFE/xpy6WvHFXnu/T18WUfdtNePVDeY79vREvf0FqBr5xO+N0X55jIRziNOCXtuQFfGnYwSq/4K+tL5FUC0HIGR7HH9DOlOH6YP473jOtAqmXLdmpPOugJ7boxsF1vtGVxe3C7IA7+sKGT3KeRII5WcZwFFeTVDMAOM7A86nqK09LMGqWu9xj9EWoyGsiD66hbt4sIg9lF4mtrTEJUbLAdEtdxIHyS27GrN+Xvp1dh9aqwKB3X2yz9hsSEP7+cp/nnHTS24VuMoWZuyWWWkXHA5MKy6LloH7qa5eoML6u8vXWkCvNHk0IdMEqqgrXseXxqmZzkiaHVRbstMGh0tLHE8NUIfkVjV0SeGItYc3zogadlAFElRpYUJDm1Wv+oybAvH2iRcF7/ybwg8AQX/0k5z1v5+28/X/XngqYswXalAwST1AFnzijTWB8XdPfaJZo+TrPqJru6WCZazdl1d3dncAN2a0vPOyy8WmF7r5+KLLQQDiSE5TLCY2hrJ6BtzT0ipktasVrn5s6t14JnVwKZ9xTs+7GzGF6mkIjJlqRVf6NWYu/eEF2oJ1/IObw0c0hw7bATy/ad9hWd2Zvktdm4LtToZG2aUBwQy78YT/hgyPZ/ZOjJqETC+n2bc9P/1tvAvD40YsA9NoXeNiQgNpzyW3iio7th1H+m/kPjd/hvCdWfgPrYpZXtBpwr8/nvyyWyc53BGr96S+e8OgtgdGOTIOuanHEGxGLSoTbbznaQyUuVcvM5L6WtzPe18jTNZuxqwG12PnaQiz172Fo0c2cVstRKro1CCxOWb7XNwKaSnp7/bKMea+/ys1/Vfrlne895JJaLOF7z9H8s9Ln6e9mvK+76jNOrIr73QOcwrwpqS0oa2AxlBs5Vhct8HxEDKaSdLNA3FGrYuZoKRK3mYkb+NylGUcK03/pkuetA3Vvb+a4e8oOHhsahQZpg3LeP3o/IQYXVJa1r+8zcIYVtagnZ5l7f0R7KhaFEhgCttPFTRVg4ak5Gp0zePUX4zym21Mqcq1xCIqI21oDcHV9ykCZeda+v8bhvij9JB7yQnzfidmrv1eWMuKT0lBU5rN3VBrtxoBX87lzXbrrfhmweV3C6fnBiBcmMtGLwPDGtgzMnw88v66Am1+UMAJv9C7xmdfleu8tGB4ey/caC+s82hVfva1m8k82Et7pyaQZ7g5JT+X3ZHbCv9KR8x4U8I9/Xdii/nKu9Q4jy7NaA5BvlKQV0YeJPiIqWFvuNV+HoaTSzywIswru22ApkcVt/eoUdyg1H8+o0OyDg8tc7olPfrh4ETtQRaowoBnJs/ZnC/hczHWTp/PLVv2Nwary1LFtEi3KC+mOn1DZ64oxI/dgtIowdTkLFalNadCAO3niWVH9TpdKgKlXGN6cSX//iRcDvjl9CYDpw5A721o/srjCcF8qV0fKEu3eO8FacSVkHso9N5q+xhPYhnzfTwe1GIw9U2btfICfas1HXJLou5krFub4uM2CyhK8OV5hrLTurjms531Co8bOhBXBj89rxq0zusJY44lUm7P0XVoVKOABH6udV0met/N23j7SngpLwQIdQsbDOd+sMb4uYBGzVqGfYUamXAdlR5bcy3HCsu5KTbfKNJMsaOv6Md2bEvY+uR1yN5DsQazR9FkyQMFlDH2IqdB2ztVm2ZzJHwaP5XrP3dpgd2dHz+V5VwVebqQwviRP8N6x5cqX9P6/KVbFcWeB5vUHAGzOusxUZOaf7Ax5USPji5fF+lkfRPyjTKycL6zA8ZbsjpfTFq8NVEsyNxytSrT/3WdfBmDrxSW69+R64+6YpnIBzPKqfFP7V39WRVDGQ6CBrNTZuoBnKZwStpWXMAlpPy99e9CQwq725FvMVObMlm0mmUTiiRpEmjc3NqGskui1NLLhLErCz6QPL6yHPBrJNYLYYrSys3LdXMfTUCyLNRaj3J1pu6Slqtm9IGBLORrXNsTduXK9xTXlPlw8Wecnt8QUeNLqczOTvj06XCLRKsj2I7G8JjaiUH0O3b/lejn0FPcynI3rvxs7p2MrgzmZitc5Z8uATN2Ols69g8RgFuUeJpMxq8pcvU9OrMFom+U4dRuqorIAT1ETuZRzV9CZWqU9ZMJg8OOBA5+KRcEjwiZ2DconlT1ryHUCBZgaMjrORGgFwA7FbHvQGEEs5vXh0ogvDQVM8trulAv76hu6Q5y+AVOF/poiZFwNkCtqXhrrAopK2t3O7bJS3YGdfgrq74+eOBa1fPV3i4SfvCv38W68wue+panIK3Lmv3CvyT+4ri9pdImWKgT9qVnEbY1RJIfynSJN+A/VxP1654CvBDLJ/9bhPX45E3P+fWZ89WFFICt+8ZVRi3Io8YdGpz2vcYhrqUGMn6N1q/fS4Ot6B3D1AaeuJGvJgtKZFZhvir/bf07AUsF2gw9n8hJn7hg/0xd22GOsJJSd1oRBxRmr/q0n+QgNeWUGnxYlsXImZqeGRa35GAbqas0sVuMdftph0hQ3wacxTa0bSfxFylAWoZ7Ge4a2zzO3rwNw9+Z7bL8r33t8+TGne1cBmLiHLGgcZF8x4WHWILEj7aN5HzpnSKsFQNOYbgdseUbspoqPOY8vKmWtEqtxi0xT6nneJC1kg1gLG+wofQCnK4zR0v7AMsu09kEl7nPr0cyjulVV/MXTrERirCNJfjyH4Nx9OG/n7bx9pD0VloIFOqakPxCrAMS6rPat0Ppa4ISgrJV2W0q5NZsFPNbQ+aV7Bfeua067zIjWxZqYDj2F5rSDmp7Q0dCtMjFgtWzPtSDUnc15g1VHpqEm9aKbsq8BxcWZ4VhhsM2oZKoVXS7b43MDyTS8rXpsF9YNN5rCsbBkd/m/O7JrfiHro9YjlxLZoi/eWudQGZVf8YZkWUzUG3sNTjSPn+/OaK1XtGKaUbl1gQe5WB2NmaWjgcthbuqMyhyCM2+GuemLg0CrIMsceCSfPw4NSy9JQCz8rkyd3aIkU1GbcuDqsTF+hFOKvEFqaagZnDY1aDf9aJFOlXu/FBTcP1DFaAtDJYNZUEBPb8mi1jr5SkI70d1x0TFVOffWjVOKtliIp06sAP/6KWs/8wCAO2+OWBwJ9+Hg203aLbF6TqaGtvZjaybW5mDtESqbSYnwGgCE3tJTrofDgbq2Z6xbAzUDt7UWV0GlC0+kAIZMi64WF0Y0+xVUPievKjEX90GVwLOiqAFcBZWM3Znq4TPZB/wcp+Yd1H74x2xPxaJQGhgGYBcbOCWbCLxDC71IS7DKeY/PCRRtN6hAGWZOOT4MIwZeJsQXXIcP98X3z4uSVFNAxiiu3ZX1QmCbAX6qrEFpUftvISGFpr0WlLvkIIfORQELZU+OMBrV7wSOhwO56a+aDt9QfchntNrxOws9Xt2WOMGgYVieCQDog8UVmgraenlRFg2bvElv7bo8/8MZh8fit0844PahvPQnS4vcGgkyrxvKJF94bcRnXxIw0UnzFxlXXRQGuKJCv839eT9fB2p33wbMSW2MRRnHcWGLfe2jbib3c1ju0ajw90UAOjaEHrSC0be6lKqu5ZVT0ZgCr2awx9NaUV1QWnR/QiGp//AJ6+oSbOjLeDuBUItizDCk7IqbkE8CskAW0Z+4ss6zDSVTVd7Nbd/lWyNxsdpFxtcOxXHP2yVuKO7Bmg/Y3RSi2FzTf8Xb9+u0qHW2puBvtAz9plaStmS+lbMhLUVYlmE570OoQU/GmroS01t1FacBba3nef/CZcy2UsYnO5JeBAoiiRswr770gQNNT5cYTFWejqNUJ8A5S2dV6z8efzSu9MPauftw3s7beftIeyoshQBDj5jRTkJl3JZ44gooEoLVogjvLa4illAsAcGchGO14/DKCP2d1pRBrviGqEmaVhgINaO9r3ReKJKSUF2QwDgC3cWSoKyVqqYKdNpc6rH/oezMReiI1KqwCSxoTvt+1CdfVjz/A7nPNy+8xitKAGNejHnmf5Wg3a83J/xcS4558JzQwX826fJ6Q6odX8nbBBcFHr30/iqBslIHu8d889+R+/+ywp2vfSbHTr8gz7yW0FXa79E0O4NJmGd2zmKaqhi1K8+URBhfA5/yIGWiOfSiIX0cJCFpxetuS7xaXmkBYWWlTKYQyY5mq+Cciymq4hbnmfWl316+bLn/juBIkpWCQF2vXK2Rcj1k44kGIsMAM1Om7WbAFc0e3X93j41//SYAza64mJ/OZryzI5bifrFCuCb3Ew3uMp5J4HaWlXiEIi8ItNLWhkRKuZ5aV3dYmhWseTnf0eFEH8OTmapmxKAej1qjc6BWoc8SWbEgx8Ctmbi5ycGYRPkl+/1gDvCiwNfWnboMJXXGLIgMlXBU4C25WmzWewYnFfrq47VzS+G8nbfz9pH2VFgKznummcMvefxRlYa0pFQ+cIjRgrJwFhFGsiSOS1mpg8WE7lBW/qwI6A4lT99bmWA/kM+fkLCoZKQDXXF7Rcyoyh+HHirWHBcy03RaEBiKsspNyxp6mDlcUwtRhq6m1zo1JZlCdEcTh1PNgUvKVsQb6+yvKRPS7y3y7oL4uM+UGxx7qWQLBnLvz9mCZxKBEv/e5ptsLkjs4F74mIaK0jzJh3z2t2SXeqYtz9n4XEZrSXaGKFhkWpkCC9SVipxRR65QGN7Mi3kEHqdWWgRBKc9xmloujWRXnazINbYeWO5rX8RpTKbBXOvjOeTXgVe1ajuVvsj9rKaC8wjbNMAgjMhXJE4Q7JdsJfLcT2LpqwuHlr6SvKbHJUFcFRU10WHHt0Ja/4fsoM0vCPHDw+vf4tZ78hy/uTnhufeFJfp71x/SfV0ZkFoxUSKWRaJkp9GjkJnuzKbh8SrkUhhDv0qzXtCCqAc31NJHAAAgAElEQVTzqF7qCwIt5nKxJ9aAaG7AqLJ4RSfWcJY7yuwdZDG0xBIMpw2yaKaHhqSqfRKpCZKbEqtpduddTQSb+5KgnJcLuLwmmuDjtKdiUbBA1zpOJxDpQ5Z4YjXbl9csgQJPltcNYxVu3VhSsy/qsLAs5teN4oSrz0vA6dtvh1z+tAxy644jt3J8XEXWG4bLuWQLRu0FOhq4nDVGlIq1KQtb54Jb+qI0yozDmQxQA8+k0g8ESrXhMgyRBiCbAzn2L3wx5btHAqD66Ytt9P3h1fY+7x9qlP2OnOsfv9Lg1sYDALr/tM+3TsR1eXRkiRQVlEcT7g/kWWdbMtF+eWuVJ9OqVmGHjprog5mYldK3c81HZV3DGlvDyg3QUTGUmW3UAqXP5bD5ixKge/CWXKPxyzn5P5WAqb/QZagvfbnqWFcCm3C2RdoUrPekI/QbowdpXe9hMTWt2jpj9jUz8cxpl7VeRXUnL3Sn1+SB0pG1YkeuOfh41ZKkcs+dUQnLmuV49l0AFt9d5+oL8r0vvL2MUVBb/+Qmk5+U731+coAJfhKA+0rZt7/6TYI9dV3SeR1MUBpWdQB3lSK+VQZVQS2xNUQLMqaRiwm6mjHq52zqArDrpK+udWKyXAFQWwHxvgRxR89assfSh2W7SarkKpHC2KMkJ4lUBiAuOc5lgzATcLrwBGWBNT/eonDuPpy383bePtKeCkuhBAbGE3bblKmajmVIS3O706ljtSk7YrSwyNXPSl5580iRfSs5a5lYEnc7OcmOmIzx+JSNXJLMu1uebEcFSaqgjzGg5nzZX2TSkpU2G5SUuiWEuSWrCoWE0oC9zGG7YtZmsz5WA20eoc0CaPqAx2p2v92Sa3z4esZX1/Q+7+6xrSnCSblKqyHXfkXl598dPqTxbdld/eka6Z6s8nd6U8InGvhaaPLnYrnGV7R0tPM7J4TPSdqTy88x0l3VLISUWUUrNrcQ1Bij9E16ymAcLuXYQAVLRgWbmrPff+aYzmO5pyWVnVu/c0j6JUUjvrHAckvG6dJpztHL8kyzd54nUD2L4R25B29LjAaBHZ7Wspzj0UqPq9c+Lbd/9B7LHdlBr2tM+TvG8ayR3XHaMcRLYnndSy/TKmVXfWHrOvsNQQJeLcXVumUd37orfbV01dBqyhz5+b3XuafXvuu6HD4WSyHd+h25z9fKWsHZFMGcRKXtOai0HLZUS/TugFADrc0AcoWTWh/SUnlvt1EwTKXoql1KH0atFKuMadPkEv2mPHPnaJdRR12zJKJXid2o8Og4LvFa+TvuTYiUGbWw1FoVhQ/pbMp9Th59vJTkU7EoBMawFMb0+7N52DvIaWpHXlgOuaa54q+81ODO6zIx31gSU/YGQ7ZDMQdfeLDE/mV5KVb8I04+JZNi6/sl97TyrXsiZl+v1STOZIDKW5ZyWz4vrKnJQDJbUqm/npxKR691ehz0xS3Bu9o/j4BMXYnQw8DLoDtl7b23fMRCQ7kkV3pcuCsvzX7zhA197L+/IYvYlz6M+d6KwKBdr+Cbq3LzW9sRqZrGdlBw70vysr34E/L3za+m9O7/DADjxQ1aoSyEs35WR68xc+n6RjUDGhkrXZmZnamjf02eeStoMVLSjxfHn2LcOdFziK/bjq7zK3ty7NdutbixJn9fvXmByetSzv2Nn/4M5t1fA+BhJPdpxg9wFUOzdySKz/9iGHL85vcB2F12/y97bxZrWXbe9/3Wns483Lnmmd3NVjdJc5BIipIlS1E8BHDiGIbzEiQx4ABJECBP8Ztf8uCHAEGAAEkeEht+seQkjgdZju1IpERSTbLZTbLnmqtu1Z3vmcc9rZWH79v7VMkSWRbhuATcBZB1+9xz9157rbXX+ob/9/8zaMu9b2pJ9n92s8K9J2qKf2Wd0TdlDZi2wVOgehzGXH1FNrKGEr/3OmtciGQDuV5/nX0lOHnla5f5Ui7YkH8eP+SftYSW33+8pwPj4al/npu0XJ92AevK2NTflbXgrMW4AjgHKitKmC5ZvyDxr7UnHQYbsoFXFKi2zKu0ZioCe25ItKdguG6NCwMtVW/mZRl8oLiDSwcNBkoNP4wNc1VUi6ZTFuWLlDI54V+rnbkPZ+2snbXn2kthKVhgYoE1hz3S7IPnMVSzvNILqVzXwMnxjPy6nFKdsSg/v2/3aCly7WnFZ+tETok7555Q/6acHoMgp9UQM8/Tk2/TGuYa0b2wP+G+EoBkWUCm3/HNCq5qtfRsVAcUgZb3HIHurQkWo7ZmahwthbFeVIXmdPQK11uCQ/iov8bFSOy9Qdakr6dHpBS/j4JDvhxLIfz/FR/wRV+sit+dJryusu13OlP+3CfSjzdUndg/+DzRlwXT4FJHXFiM6w6Oigo+j7Qwg9WPiHKPDa2kXEQ50YFUQX5U2WNtIubswA8IJ2La9xu/C8AvHF0gvSF9f+XyZe7OBGPwxQ/H/KaV671R+4D/+9MajHwkY5z4OV7B/RhDpsU8gzRneEPGfv3A52d21bKoiwV1536DvQ3JfLjdJZeaYiHuVG7x2+fkHoveHld3r8nz3RKxnN36N3jDFwtzc3dA6+e02jOuMozfBuDDfpWfdYKA/adV+b1Nk1WmxqwQoDkwVnfMtnV9HNkSrj3EEs5lTXYahvyJ/Nxfn/EphWB/oO7xzXzO1BOLp1o9x9gXROrW5BxHnhDYtDJX3rulsOvdzTFvDMVaOcgBDY7PjcMPdGytR549U+j2Au2l2BQ856jbhNF41SFnXYGSpXJujumrQtKrOzz8lozK66++BcDs45DjmzJis4djTq7KoNp9WKipXRnF2KGa/2rOj1/JWXtfXrbJlfNsPJL7Ha1N0VAE1q0izoGmG2skxAqDjawjK9N7AjEFCJyhpRTtwVL68Je/FBP0ZRK3Nj3uJGIy/vntlMVEPneBfHbqB3yyIy969MGC31P4dDXLeFs8ED6TzBiuyWI6qMnLtvZfVJnc0Uj9I0Ndsw+TCXi6ebkVNKnE2Ye54UB1IlsnKbYt5nNnYJl05ftvHxzSqomp3N2X/N9vdHtUP5aNrlvpc/WuuGNH//lrpP/0OzLO0ypf+VA6/c8vKejpti25Dw2rvtXcglxrCT7zxMOel893RjL/r563VI28VF+6FvDPP9TN5Pwe52IZw/XWkPn+I7nPGyra81GH4E0ph/5dEryTTwHwytFNDr4q6eDOvZxD5BrtJ0KE229+p6w/eE521RqaTua1J9NEzXlkutFhDTXldQ/DKpdbMrbmNKGtG9mVqabL2wGtYxnXeXPOunqmJxdPyB/J+sw7HbpDjQlpunRr32N8SZ7v00cDHiqpbrxnsZoO9XJHqGmlFcXOj29n7sNZO2tn7bn2UlgKuQeTCPxaRB6r2W4tge5w81PDG77sqr/98YBmV3bob8/llByGVZZHEk0ZtEJCJeGw5gLnx3KK9dc9uiqTfvpQdtfG+yOOFO/bnyyIjJwSy8GgdBnENdBTTA5BetbgR1rMEk5RTwNrxEIAWJqATNWtH5xXKfvxHl+tSyHV+uN9thpyxHzPXOENzWPTENN4OlxwG3GDqvWE5FRz4r7jM7G4B/t1n0UoJrF/TYt6jr4Jyih9b/rLzAqqbxdhlSPAy9xKQ1JPv8T5xD05aUw1Z6I6bsu4QlsFblp1hUsDc3WJav4J0aYG0d5o8v5Q3IvZP/yQ12IZo98wHj5S5GQffSz/AsbJ6emcxVd37LDR5cYXxeSvnxzw6kxcrJufERflO0dtLmvA7d17GcEXVN7t6jrZb8vYWjfm5FVZG+tdyVQFa+tkt4WfIu7c5ZKSr3QaI37vX8h4no4n3H0ogDGqsm7yg2cj9qvKTs+HoeI3IhVbSe5MiDSjVAmF5h2gPoXHS5mfyQ78KJT1t6Hfvdyb8YnyzVWSClYrqfLjCbVCGrGbcDKWce4eyBxc9DI+rMoaajRr2H1Z9w6zAk45S6jS9pz8Sco+OEMrj5hMF6u6BAOBRvK7dctJKg/vrjWw35UJ9eYyCEF9Qb4tj9L5UUymKcBZMOdYgGtcfJoy1ciw0Qq6WSthSwEvJhuRaQwj3AT2tUouykq7Swv8aDabTFUn0eUOZ4rUE2Qa1q+TQl1Zg5RENDs357NKEHL6lUu0/qGSd1THTJXIZKaLtXa7gkllYe6OY3oqS+n14V01+S8FltvBIwAuHMhito+XbPcl6m8/fY+GkppMFksKRVdnKLkEC98oczGDQj8yXmUnwmjJWHkQ5wtHRd2jjqZQW5cXXFWXyHuacqsttQN51+fx92QedoJTdpFn8XUzsXFOZlaL1Gkl6mtexOhtyQDsdmos35QxvPyWvBxf+rUqu78pG9bBr+6w/Bdiit8czkiuatm6vUpjLPGF0YH089wiZv+zGnfZNRx9X9wjby1l65xsIJMf3mbPyuEymkvmx/hl8olnpbVyC9upEs7sF8xLGakOXJRBounE42VCUw8kb8+n3VXUpK7TvYZPZ0/W03wS4yl612sZGj2ljE8SfBWTPLUFia3Pthb8ns4nzLtKAX/qkejG6bIcM3sxavei/VTugzHmvzHGfGiM+cAY8/eMMVVjzHVjzHeNMfeMMb9hCr6ss3bWztqfiPbTqE5fBP5r4HXn3MIY8/eBvwr8eeB/cM79ujHmfwH+GvA//7hrWQeLxGIbDhevzPapnkpPBgH9SLbEGw8MBxXZVRdDMdsmHphTFSlpOK6oEOI4TqnuyyPumYiKCkROM9lxo3mNT6ZykpwfGfZ0j/THhkTv7VkopJMSBSYxd2X2wc2lTgMEPlzssgtrOFJYalENWHunzd95Q06Hm7MRHzZlB79FlX+kmYrgSJWLFvdp9MR9+Dg8LEFG/djS1Qj3fQ8+o4Ikw9ty8rU+2qL6VxTF8ihkkReCJU44uxA+hWeFduRfJ8QWQG7tSgU6pKQPy6zD6PUOMlWU/ijk/obs+9d/GPKD9kjn5DKTUCL5GycDTvtqpc20BqDkyBZa9IJo+ulgyt4NmZOrpzP+wuNXAfhW9X0Abrx1jg9uijWy+80m53IxoUbHF8leE2ukUm+wptWclxaSobrDfcxj6efBdIsLimn4X/t3WTsWS+eDfMrrqsp12C9w7vyhzTkYq4ZoprUYduKoKNBt7HIiLco1YYY9KfgNEhYaNE0ULNacGY4Q82Aby8miUD6LeKw8Ic00ZKoU7XWtNTkaJ0RzsTbnHZ/gRJ5vaueot421puTDeE5E9Me0nzbQGAA1Y0wA1IED4M8gupIgUvT//k95j7N21s7a/4/tp9GS3DPG/PfALrAA/gXwDjB0rvTCngIX/7C/N8b8deCvg+g71L2MZCG0UgC5e0bbMMxIVWprDcN9TRF5G7JDpyNobmg12f6C4zU5bVuTMW5THjE/nTJqyeebyhxsu06K2YH+lRadR/IfXtsy14pCh1f2o6nDZU3MSOMLIZAWVXQ8w72Po5BcmOhh/fl/Z8Sjb8qnP9OyHCtozl1wVA7kguc1bfpeHGIUu1B7mjFayr2rzhGrX76WZTw8lqGuN+Rke+9vXyX8TTmhb55cpa4aAeNnx/bZiVB+A88aGnqSLKwjaMjf5UuDX9dywNiS11VVuqd/vxVwvCenVfKlNv6P5PS7+MsDjjW1OL/SoDOU5xtvKorx0GFLK8WUfQu9GcE9edatp3UeV5W3oi54heB1x433BKfxi78w55/9lvTtwlYPHsm4HPypHtkHgpd4+upXAdh5e5v2m4osffgRP/qlawC8+rt1Nr4q8YPj2xF3jMxP5BQd6SV/qLVggGYk9+4PNF38TEGUZ6CopIsynwtrMp77A8NyR9ZZs6dFZx2PjsY+Jn5ISwvFFs0FwayANId05rrec+ljEAQsNwULWx33SLbUAj6GVCsmfZcTatBx8W8ap2CMWQP+InAdKcr9P4A/+6J//5wUfeC7WRgQ1hqkGlAMUounNnOe+eRI5PXxo5DOtpaFtuWzyWROQ94DjhoRjbEG7SprtE5kweZdnzCRF2dY1dLqvQU11YQ0sc8iVLGY4T5+IXduPFIrpt1nd2QyvpWmeMrPnWUTvIJ3y6wkGK2JCDVQWlV1oPq3PZ60RLxldGdOdEP6eb9SZ6kglMTq4ogMc1WyMo1NAiXKiMO8rL4c+l2u6QZ3YUsm/tY/+AFH70uUPfhLV5gpDDaoN0kHMrZeasvsgymwCyYkV8YZ13QkCvN2NgBlF7YVn4aa/zOjJCSnE7y6ZgB2Z4QtCdoFv2upXdDajvk1FpsyQfk9eSGM8Z5lcmFNxWDiWpdzV4UgZbJYkE0Esv7qFZmz43EODcEYDO/7hK9/U65wvcu7H2oZ+Q8SlgoL7+/dlvu2N3jy+/L70c90qQ5ls1m7dJ0f/kvZFGbrAclYdR6bSuveeza7v8o+1H2Y1WRd+BsqDHR4hD+WOQsq4BWEOrZGRcfQbMal+O1QuTSbe0vyqlwrdxkLT9zG2vGYRAOXDeOYRjK2OwVdfy1hrCzei2CH8ETwFsaDSlHu76rc0tqOd3v/5unYfhV46Jw7cc6lwD8Afh7oqjsBcAnY+6MucNbO2ll7+dpPk5LcBb5sjKkj7sOvAN8Hvg78ZeDXeUEpeh/oGo++mZZEldZzpeyW83MWRk65XePTPpVujxI52TLfstcU92F9mjPT1JrJT5hoUKY+DMnqhfkswbBR3dHoR/rdjGm8olhTsBpxYMGIhfFDjT1t+XWOspn2fpWSNM/EcZxLGOjPGzM5BT9s54w9oVj7+q0QfqRUYmt9DlWwcH8mF9k8haGmLzM3QSEUeEuYKn4jqgz4RzV51p8dFUInN6k1Nf3Xf8x6QQCTzjBaMemMK7wGUNSlTWOWOm7h3JBGOvYuxeqc1BJHUi/Un+X5d9ZgqsVKAYZ5IKfu00sW90CtissPyZ7I53mhp5E7SpkJY+nHct2vThZ4J3K63/UzHimkvfWO3GPzr17meF+CjkdvVLj+D+VUfTKJCSeCN3iHlM/dEfzGLV8p05IDsovyrOu3a+Q1sQof5o+YKRIw+r4hN0URW0Fh9mxwbvXzIocbyk9xlAn8dbFMyQsatNjgFVJ3ZsquWkLBqV9iR6zyYkxwtFMZF28SSd4ZSFuO1kQtqNiQ+dKnPT3KO7OIQK1bs9yVtQqYBGKvIM9ZcqdYqi/YfpqYwneNMf8n8C6icf0DxB34p8CvG2P+O/3sf/uJ18IjdU2CZU5aVJnZDqknE5TPPZwO5Ga6JU4TwEJxBWlKKxHQTMrH+HPNhWeOViKmZuI/oK5WflKUE2efJ3eSE09nIVazFlGyQ2wkgu87rxQqqakIy6zexEfrC2yOcfK5NVPKOlscvpXPs0Bm5Um/QqRR7/XJNXYXArvtuQ0maq6fDwVeO4neYU1d+ZPEUEGi6DPvKRVdjOnSJ4qlRsFFgpH/zW8cc1mBMJ/NXie2GifJTzGuENNtk+nG6GUFByCEmbxgkdcnUz/UN5bt/DIAQ28fo7l5u5SXdft0C6uLNZjOWSijcPv4Z3kcyNjagxGpjnlgpb+ZeVCSujgHgfIdHs9bzDVOQj/mxqnIbL1b/x4Ag68fUclk7L/07VfwmuKWHIza1FSk8Wcmf4nUSulzfk8JSypTugeiopW6uwxDgcIPgin88LP6fL9HUAj/lB5hG6c6j882z4RMc5VyGqoosHUEqleaBsfl2GbOQV9cIj+8C6qFGSghz9X0Bo+NCPhEywAvU3bw+QWMZnCccVjNflWsuKAxT7AzFeLJLWZ5Wcd2lwJt7QAf7WdJvfXj208rRf83gb/5Bz5+APzsT3Pds3bWztq/vfZSIBobzRo/+9VP8/juETe12u+9wBL1C57EkAta//4oD9nWAI6nmgDnkiaPGrrrhkHJhX/VX+ejpuyu2/MIZyT7cF1N5u8GsL0UfMPCq7OpFsYntTXqTs3WVoMd5VFY+L8GQPDmAx7cVfXlrVPeVZWOZi/DVzLJnTjjXiA7dKdgoo4cr+gp8d3QshHIiV83CT+XyzPdRk6GbmRZhNK3L1dCbmsqYysPmeu0Xc48Pq5LP99VyuV1Bhwoddu33r7CL/wZsaAefrjPuaWcaB96lorquOXKjL2TZdxT96Fh/VLNuZ1GHOo4X/Y9Zg0Zo3V9zg/yGm3lKZgt4bPKg/n96ie0lOoucSFXVMTjcSSmcY2QSk2utbmENPiKXPdSwOz+kc5Tyt8z4kqEJ2JqV3p32dQCs78d7FFLZbwa9R7nFbPx++532PYF3hwnMoYb/SXv5HdkDIN9rFbVvprBD1oS9rrmRSRKkXZBeQ0/qTepKPVep1Wjo9kA53+NypvyfLsf6N9sjvlIsc3NaYjTAHQzMxyqJddyjmYgf3dZGcMf+Akb+ibGpFzQYrtHZlme8Z6DHfVPjyLJrFQzCzrG2zkcV2QeWkBVCVlaicMLhVBmtPweL9Jeik1haRPuzJ7gt1r8aKpR0/11QoUjJ3nKsQp/Lvrr9JWNZ1EIgzYcRsVGFhfO09cKvsVaj8ae4tI/VWe+K5P33nmZ2MqjbZ42xWwLJgGLT8t3Zz/q4Noy8Ml8h84lMf+PxzKx/ekR7Y6yKs0d6Z78nAVNUo3d7lcck6mYrtWOgq3iHR5ta9ziKGLREZN5OKgR6+znJ/KynjZ9Qi3NfbAZMjtQefbWKflM3JLd9RSrakoL9Vn34gpb61oTEp/SXyhvX63B7SIGc9wkVn+2UZDR1gLysWZ1OhWmE7mf28jwezJuJ2sB/kSedayp3uzAY6Y6nnEc8CMFZM2GDbJQntUmPiONgLtT+e6iMmemz5E3DLnKMGXjlNqajNt7g5R0X75TqSvT1dxj3NbN5iijvi79OV62iLQiluMJ3qasjZOJzKmtGULlypy3q/R7sp7SSwkjmWqCas5In3upkOnkYY28ozqQeRdfpcOOvSPCnvxh3pbx/miUEiv4zFTnBAqb71UD8qmMYdKpkczk3k+0hicfOGYteY5kYjhuSHyI6TqJutCzzDFtaoZioOMdxCW35bzlY1VbdeHHxAvNZtV98lzcrRdtZ1WSZ+2snbXnmnHPFYn/22nVSuiuXFhnOIfZWAJgNs/pFqiRhkeYyG6dtA01NeGaddlR53FIo6AZXy6ZtuUUq9gGkVbibSxPSWp6gmokP3MB/qnsollQ40hN5jiJaWg1YK1ZoQj9N3bEVJ/bDvORQqmHE3INDK05J+R8gJcaNA1NTU/oqBISKqdinIBRqHBQ85goOClQYhKbZ+SKlZiaoMQQNLOMTMPase+R5gX9l5KmVAwVzYOvb2bQlgDlaS9nPhb3Ic0zokJIJyiifQarJn5laYnUtcl9n6oGWl2SsKwWKQPN0TtoaWXrOPCY+Rpyz1ICfe7Yo1T8tnrfAFfCxyN81jtaiXnlAqOBfHdyckKiOflWQcUf+Rg1u70IIpUZrLZ90kzmaWxj1tTdPO3IPbpJvawSDRcWo8838iJcQeYTz3BqPPcCpaLPkzIz4CoenvJKdjctqVY7DvvqXsZjskyDubgSs+IwZVC1ah1UdJwVi5w6Q1uV0GcVn1RdOussUabWjbdSPS+yQZ59JoODKXkyPEd53Pt4dOtamDV17zjnvshPaC+F+5A7wzD3WXQmLHVQo7HjVAfByw31gp9uFrIodPLUZbDnlvhKWDGohVyJJAI89MbUNUMxWasx1orI9KJ81vp4xh2UDp2MZSKmtksDTpUBpBHk2IWYcLEy6eTOZ9KR7y7HCRXdV0+zVWWnb/KS8WaiqyPKwfdlY6lkIUleKFJFLBU12FDK8mkeCNEjkHo5vl63h1dCaFyW4em1Z/rSVXEsFVe3XAZEuiBmrRHLpcqrzw1zXU2aeSTNHVq0xyIw+MqPuahYUq3Eyyq+vImAqWg8ZxlwWBCYNk1Z7eglMNVNzTOUmZ1CLj3F4OumuchyTmMlJV1WmXflhrNZSnMo1xjrdYOKw1eF4GAZ0Nd7VBOw6lZs9hyH+tKvJ9LfZTVjTTkRB36In8nn8+0ET7MdkyAs1ZeyXB86NfR1vQWBA92k4lmIVy2Yqgo3N0PJlEQavizuWLEmzTyPSkHQU1Dc+4axUrLnBtDUYpRHzDV3HGGZ6kLzivkwZrUWcFAiVl0phOucY2hX33qRduY+nLWzdtaeay+FpYDL8RcjlhNHVTEjS2vwtei/mlusnqpBzVFVMMZFsYyZDrr0WvLdtcmMcwr62Z5scPgz8ohr91O2b4i7MXko+dpHrxu23lMwTcUxGGqVmUkIFF6a4Qjn6lZoHKvRGdNXwE49NszV/PSMK+WaPQxl8YP+vlax1PRap4Glq8dHpZLTGcqXj3VGGkGO15TTMx85RpoxaSRWa+Xk1F0WXIsFj6TzSyVtP/bwB/KsaZxT1UrMpbUUp0ZhkoaO0n1oWmhf0uj1QZ2xmvbNxZI1JewwCwl2HWwvWT/WvmV1BmoRjJo50WRVE5IX3JWFiYvDZqvn0FID6r0jjnOZh7W5YeAKLknFpOQQqvuUdB2NvnzerPtUtSp12g75rGIA0nOaqUo3eXRNXNPOvZxwXbUkE49jrXLsTuZMdZ0VLsqCDFPoWC5NaQkws6WOY6oWWJis6mBAZeARc96p/1DH0VIQna9ZsqBlaCkMutZqM3eyTg8qM9oDFS6yDWoLGaSFZru83D5Ta7PiEjVQatEbR8lM/qLtzFI4a2ftrD3XXgpLIQf6voe3XSe+L2ksP7EYDYKl1pBr1Zc38aiuyS54MtOj2J8xP5Yg4uWrhgcqMedtzPncqcYaWlWOFQvwpKuxiA8g8GXrH+Q+8WX1wx4E5Cotx8iQarFKqy3XOgpjgk1JXS3uzcrUE2al+5AEAZH6sKFqBqaLgGVNLZO5jyJwOZz4GD2ZA6lpwVVTppozTzaheqhFXjVbMkHloUM1YFZAytSRm8IHrjEN1bxZD4kfyR+anLK2pzjNUs+nWtTLbMJsKGPon29QOxTzrX7NMJkk3OkAACAASURBVJgIPiPXCs5zE0tnW06uh7MGqWpdMPBxVRUkWfq4UE+3or/+SrvS4WEU//C4ZvDPqXblJ45KIaiizzd3Bi+Q71Z7hkwY2JhNQpZteYBLM0d8Ta93oJWxN0KuPFCo9Hm42xQYdKU6pvaOpokjyBRmHmsK1Rz6WIVme5ZybPNqhXnBHKX6D+mpltyizM/6szWmRBjSApWVxOh6emXkE1wqcPXbPFWehYvzhPQV+fLhfQ9b1XjOqQyiq1hQlKOF0qIpApwAuTF4hbhHKSz649tLkX0IAt+1unXGiyUuXgmE6LtEVjPU9OHrFQ8TyCRMdHPougrrnnx23rW5H0hU/9q1CqHq9l29n/B7r8lCDz+QSM1kOiPXKsOjisOMxS/JkhxyLR32XQlXratb0mg3OJkrHdvMYjQD4DvQqlZMbvA12OPrLCVV6Kg4S575dDSQeBzlhBrACzTQWltYTiv6WZyQFmZ0alkWRRaW8q32Cniut1qA1QoENXWZ5nHp2ji3kqIvNhPPGXw1cQPfw1uXB6nbiKs6htVxg4+7UtGxsZS+DZuO61qh+lE1Q7V/mS4T1Mpl7jKwBcvxqny3WHnGQagdWttuczpXX2KZ45THUJnNyGsGV5j4/kqDctEM6frSz3DD8JmJ9P/2BXn+12cJ03Mi8bX9JOeHKsgbLcc8ncg11oczdkP1TTVzYpdJKfBin+l04EOlIpvXLC526T/6XSqyDxXPw7R1c6oKHuNKFFFDNq/djsEuZHNZVhY0D+SZHtZmGGVLSbQK2E8dybPBwz/iXdaYK5nlhbIPZ+7DWTtrZ+259lK4DxaYZRbTsti4yLWaMqAWxKCMYPi5z0RJTttTsb/DToI3k5327uaAyFO6qz3HZkU+/5fdp6zvyk572lDTcK9DryYoxe4oo+ANMalPFmhqFEoyzthJJ5JFhimqC50rJcAT8vLksoHBz1QERou5gsSU1WtBbjhV/YZ26hFrEdPmVNyS/fUpjYEqYocWM5d7xyzLUz43YpHIz88QveiplFmPtBDPaIHrFd8x5K5InervPTBKV5dXLcFEzovtyxnzoZjaywv7nJ9dAeCkJebB648b3FkvitgsC/Vt/GmXhRaNhYEl1Xl1rux9eSQ5INNOj3MoKtdcbEsV8qkGneuZhykYqtOIuKbB6FlCtK0YiN4GpxqE/vRU3MrZrR4/8778/P61CZ196f/TGxm1710D4HD9iNZYMRda7eishyvk7bxVatE6U1psBQupIuP/1fbMpGQGooWszy0Vkbnmn+NoQwrwtvttnl6UMap/0KSnyt3rbY9TNesqqSqN+4uSYDe3q5QkuOd+/DEGzB/aXopNwcfR9XNO56YkJhG3VzeI0JT8gY1OTqp+3/krMguHvRobV2QydyYLthTiuje8SePL4i+u/7/Qqsri7Q9ku7l+a0G8q3p+NY+KUiQl4ZKQIs/r4SuYpK3/+l7KSax5fgupKTIABl8j+CZzVCu6mNSMNk2PVGfIu5SyraKxtWtN4qeyQ5x/TZFVT3vYLY2QH2UkCh/OZqvNEgdWF69vV58VOeoKHr7WgI9mtkQ42GdYrYoWOUNNX7BKZtm5pliQeI3P/5Lc+/a3K4TK7tMaXAWg+/mIS48/AWDi2owVfDVqz6npS5Jn3krI1jzj1xaL1RlC7VCbhBP9uyjxyHUTrRbMTKGH0xds66Kjd6w8h+0aoUKab3ypQveObEjeDako9E9avPYfy3M8fmvOFzZko/v6bUe8KRma6onPUAVbQz0A0nBcgpucXXFaBp6hVmRaViGl55EARezArUz4yDnWmjpZufRh+4ttRu9JMOniTR93VzaNCze7fPzkPekHVdxU+j/qyn0rE0j0Jh6m1ObErTpiAF/jIJlbuW4/rp25D2ftrJ2159pLYSnkGIbWx69XyGdK12VXu2uegtGdezQ3tDQaPEskmNTOqkwWctKupyN6N+Rn91tTfvRtpd1qWoYdqRis770LwLt7HgowJPYCUqtiKdaUeWWsR+gEzrq+IafSg0WG19SI83ReEpaEBlI9VXzn4zTbYRRe65YeTmHXPAWjlF/2KGQrke/c25UOrflwEovr49ySdCnjkpCT61g4lz1H7AJ6YqiZWb1Yoz+Ue3jtBrnyABqMwIxZxf0yPMjlhNpuzplm8sztQY2eYgF+6YuWrz8SPoT6WPrT/7mY7bvy+4PQY6S59yizpIoKnGcG4/2BU8pRwpwdhkZLfh7VfPyOFkqNR0R6Gjd0kJcxKuwGvad1NjqqdRD7DBTmPDhy3NxQE3wh6Yn6/oAPPxaRmV8b/j98syXcEd2qz6QjGZPJXsJcoceuoJe2q/idWGBy3cYa6NDiaQGTXc7LxzPFM+rzOYV/14Ocyqyw7sTm+/DpOv+BUvN9O2zy5kCu8/GnTmg9lf7cXjQIFMrolLLP+ZRERNa5P1Qq0uERKN4lG/9J0pIEWr7PcDor6Yuct2IHMoEhUDPYbwYs5jIQJ1oDsR2NieOCtxAGdx8B8OlbV7gQSzrt5LDOtCnU4HV1xEw2o6oImqln8HWzyQLw9eXOfIdBNpZEIdNtKgzHupv4YAuRFQehug82s/iaWnJq4i08R1chyJ5niBSCu9hI6Wo5+A11EybTiGUmL16t5uE0lF8ZG+aFqI1xJSy3MM8znICogGwwpelJ3GXcWy3YZ7UkvWAFXnItNf39LpmCf97cXpIjUu01Wly7Jtfxb6m5b3LGV+Qe/qhFU8FS82CBRGQAk5VZkuLOPpQ08/K88vNWu8qJ0pa7wAlBCQKLBqh2LBWFt9fXE/yFVgZuJFxLpW/nw4ztqnx+T3k1f6G9zcYFkbi3h1v0tAal6vrsKugpbNXJpwUEWeY3ZxV3kWmWsZ8NHfWqbEKzga6FZ/wHD1D8E76DqrpNWeRzopt2Q1F47fg+00CCIOcv1zj5Szelb4M7nNuSz29PpmRVTSkXfcz9Uopg1YFnRxnAks1ebDMo2pn7cNbO2ll7rr0UloIDYgx+E1Snhcj5LHVXrmaGAqkZDw1+QSsWy27fa2Us1MxcW1o+2xHT8H5/RH0kJ8XDrE/8UK4xUfn50HOMXVF8krAs5LgyQ6zmbug5ArWxh4o6SRoevtRckT52BBohj7GEWZn4Z1YU+ShwJ8orjKpymtWSdcKanBRhskGYK6PwoZxwfSbUKhrISnPCqUzVnBS/OD2tw9NofqpjZSJKwZZ54uHUWmGNUoreNx55IXZTxP18V8KEs3ZK80hM+OOfzYn2ZVI+6eyx+aYExx7vSQCv/8mMJy3N489GzDIlb4krJEpjFhlLXMJun82WaFDWUNK9D6YJwY4GfHuOqlZ8TjWAuTY2zNWiqx0HjFtySjdOQp4o14Fph5xX8pG2J2P8vcUe574j93ibMTXlc/zBwZxUeQ6T/IA1JWrpF+NifXK17owPrsj2YLDFGKqknx2wCuayAmdhYKGZKJcacqXvO9H1tmxa5o/FGm1WI1oKTqpPrvNu/215VnPKQOHfOhQsjS2R9Mm/6kdqp6Sv0l4sDfFSbAq+cax5KQdxQEV1ClKzkic3IWiGkDBMSDXyX1WlqGTu43IZqanLuH+oWn1JxhMFBU3jOU51CEyBjXEGXwdz6bsSAGQDj6q+WHkYkC60/DYUczHKF5wONcLvvCIxIr31Cy5CQ65owgL4FlVnpOr6tDpjAlUCutA9KUE/hxd04g4S5kUKKjfEeq0g5RltAYM1RQxDP8xXlYg1E+ApQKo/fn7BBmoSh1oK3cRj+5pmfg5SXrkofTsaVvkPRaSJ3z0xZBN5yfbvPwZgo5mRHMnSDL2EmlYwujBFcVjkxqzAUoXuJqvUqecMFa3K7AQpx8fat8ywKPg0NcYz83Mq+oe2mRCrFkLgG1RalOkw520117duyUmw8SjnkT7r3v0xseZwlrEjRNLSxhlmhTul/Uy9HE8H3NpnMmLWp6bR/rGuD9+UJQcYQ0ncGliD0wrHILWsqxR9rKSsm4kl1/qJi8mQp0/keq98ZsL+UB5qkRrCAiGrKVmXOVJbZB98XLHDu9XgGgM1zT7M/ii5qz/QztyHs3bWztpz7aWwFDJjOKkaws0W+UxO+Si3VDTSOMkMReV4vpQgJMBQTTLjfBrFsRR69BriVphplViDdc5akqVu3WWdQL5SocIvo/aeS0kLkorYkWrGYOucfPhRzyOoi5mfT8b4epr5zhToWBLj4StwyNP6inkaYDVzsJxbahqRHjnIVHBmZyEXeJxZlhoJ9z1HrjUAAfmzKowleKnEu1sPp+5M7bzPyUTuHbQb5JrB8J0hVPfI1+tmRJw8lufcjJb0FMK7PbB8Y6Bgm1OPH/2ycCle+0RO4P2j94j0Gk8Xn8J6km/P8iVGzZc8iyiO2wISjnHP4CZ8GmtihfUDS+WCZI+yj8Z4errV9QgeZ6vncxNHVQO789DDU8trPoq4EMnfnezKv5fG1/j9pz8EYLhcMtZKxICEVPkL7CwnrknQ1BQlsYnDqZtgMOXYR23DVEl5CmEg9zQuA74GU6qYW2NK3EOzmjJUwiCj1tHBvsXryjOPLn+O7J7wUv5+b8SwEDaKWiQabHeeQuydj6fXzY0tKfyNcWVw2zmI2nKfWf/MUjhrZ+2s/THaT7QUjDH/O/DvAcfOuTf0s3XgN4BrwCPgrzjnBkYSuf8jojw9B/4T59y7P+keIYbzWZW9/VEZvEnIqRb+UuBKVJn1TZmbLXZG/JShYhYu1mGUqgajWWJVv8Dg4zSVVxTZiHtYQO0yKJiCnCktCC9cpfAG+3LSbjbq9PpaDehcGeTzn+FQ8NMcawoKskJxOCPUgvyZNXS02m+RBqRaMXmqsYzIr+H0+fI0LfkIKsbgNKjqmQCrVkik98g8ysR6PFzSKlKSo0VpTjgskf6ssVqaaUzLL2IqEY8O9XoXfBahSqFdf4VX7n0MwPEVCZYNXLM8gcLOE+YTTX3GBk+ZqjwvKa27om+eW8VDjOfIpvJ3a90ap/eHZT9LcRU95HzPkWa5TpkpuSOSuSWM5H6HXkp3Uyy5htJJfbJ8iJsXlkmE0UBkanKWQ7lG3QNPfXtPY1uZbzEFdP2Z/0+njm5TrI3hdCUtV8DHK55YCAC+c2Wh22nmkavV1NECrtGsyUWVL7wzvc2m6kPWKkvSrtLCLTOhswJ0SVNxHouigjMwqxPe+RTxbj93uEkpO/1C7UXch78D/E/A333ms78B/LZz7m8ZY/6G/vd/C/w54FP6v59DJOh/7ifdIAP6gGmDU3nvGgEjfdmizC+hxFHulbUIxhXYUQhSwbUP0jFXRvJYj9c80FLkJLR4iu23BZ1XGjzzQoMrSk+JcEU4L3N4mu3I6jqJqcHKmiNfWEJ1L5YuK12GHAFBAWWJnDMeVrkk22mVqUY8vTQk8ZXeTVmGMy+jpvXCyw5UVMdj5gyhfp7ZHF/HIDEF9+Eq/59mhlgDXGbN4Q7VBXE+sS7ummIl8ijHRDo+lTo7akZ3z1m2H0jePL/1fa5fFwDQvdsCbf7i8BzfssLEfN5G3NGAaGXcIg7FFQzylSmNZkusW93PzyxLhZDHGZiOuh2Hlop+f6CBQz8zpYqYM2CVxszDEOrO0c03yBQAdG1T8vwHwZB2TzInvfABDV9ZqV1KqBiQZQ5FaWchkeznPqluEMZblZo7DJPizdvWzfTJClKcOCvpCsD3XYkm8CseaPYh3pYNq3oc44000Nq7RqMm9S9rH5zwQNdFs9JivKXfH8jfJ+GirETNnLjRAKnL0WEhd46FV4Z5eZH2E90H59zvgaJ3Vu0vIjLz8Lzc/F8E/q6T9h1EV/L8C/XkrJ21s/ZStD9uoHHHOXegPx8CO/rzRcqzGVhJ0R/wB9qzUvS+Z+jkS+ZLqOtulxtHtazvt/h6OlY8Q7sgVVXthT41PqdIQNPzmf6K/L7zjQbmkuyu8TBkHhRMyoouq0KzYMj1Qjw98a2fUKT3E79KU12MppKtMFtwrOmvqvHJ9JQODfjKhOrnlFDiTC2Q9ToYZYaur1dpakVe1spIT+XakWpS5CMP11VzeCiq2QCdWUKmojaRHZT0X6tsVEig1s+6DZjrKdcbrTgUchyemrabbcV85CG/eElP61HKFy8Lb8LXh9t85RdV3u5DH3NXtA782zLljxo9dlQAJeyu8eqhPNPkWhtui3nTy2pEsYztxI10YA3qBeHhs1kp5j3nSNGNFVYWYhHAiyrClA3QrHsUtUXzik+9KyeoX4fzYzHtb1wRKbXDH0w5p7oelXSLA+XDCLMdFmrOfzoec7sp1wj7qlDtj/FnhduxSutW8fEUvj7WIzPAlClJ3zN0lLXZ1KGlVpEZ57ym1Zx3IunPL9/YpDKX+716Y5eP3xeIufkL27z6bRmv+Fybo0divU1vKQLz0VOOkMK0wExYzKUjbpljNAgfOI9AzZuykO4ntJ86++Ccc8b8QeTEC/3dSoo+8t1RBSrdBslSBidIoFVkH5xPXesIPFun0lIcgjIsvel5zGZCoNFrPqaNRHKbaQpKvz3aSPGONH9f2Fb4JOtiwvu9gDRSxqJlhtEKx1q6qkSrawXjo/dioq5MaPZ0iq+jbQwU4QpMVLo3YU3uMbM1tIATR8ZAfzbeOUIj8Qo7EBCTaXtMVd2ongfkhQuz7pH21UT3PZwSbxQuVZjlLHVaW68F7O8pPHyrhr0v/YicK5joWSrm45Ug4o6amT//5pKn/a8B8BcqSx7oNv94vUZjKbUPtZpsDpu1jGEkD/3wuMulQBZucHqfU/XxTdplVpM5K16wzHfoXoK14L+mWpJP5vg7WvuwmK/wKQWMO/MI1NW45CpkKrTjLWuc1w0y6nXovSYuzVv3ZHNrdm/w+WuCrfhgOKB/JMqGVU65PpF+9s+PqO9p5uOangrvrbJdJvfKuEx1K2CgGQqjRDb5fE5AofrliAu692WF2JfvVLamLM7LvF57JLdwzZyPRGqSzvwGDY1xPHr3Iza3ZCyenF7lerQrc5bIofD4/CFmT1XULi4I7igPZgCekhUlfsTVT0s/7wjK/ye2P2724ahwC/RfVXxlD7j8zPfOpOjP2ln7E9b+uJbCP0Zk5v8Wz8vN/2PgvzLG/DoSYBw942b8kc3HsGYrjI7m5EXtuslKXYT6hmPLk66er20SazDykapAL6sTwrrsS5dGVU7uirWxXUtRsB1r45BjhQ239QRbOI8NvUe/aQm1Ms7VvBXlVyOnqloMs/cEGrsVVukd6XedIdcjr5obqmERUEupBWquaoDTtRx1NdubjYz6TGXvpqdsaHHMSUuFbOaOqCKf5UGVmpJtJMMG97bl3pWhj61p/b/2PfYtodrlp/czWlU5gSdPV8VmeWCpqRVzaVM+W7MBb3xeXIL6bYO/LYHbyuYpG5syXve/b+gHoldYqcvJPw+2uDkTc3e63aJbkwBkNdih9raewK2caCJ9mqofUMn8EprreYbkrlyvW22VWR5w5GoBVTRouxNamhqsrW94BJpdWW5WeFW1O5OaYWt2TS5hhTpnuDNiaiW89eVlh/M35LuP0gnTpczDzb0G37kl3+ndeQsAE1XwFDsi0GxFwI6WtKuafRivDHOrAdEUQ7UqY7xjA37thizEYW+Hu8p/ubYjc3pkZnxxKfd1oyGnnhSEhdtdto7EMrv6yhaHDbEUPNUPDb9xg+m6cmkOliyK7NkyJiuyYHnMye6/XkHUi6Qk/x7wS8CmMeYpojL9t4C/b4z5a8Bj4K/o138LSUfeQ1KS/+mLdMI6mMSW7JLF3lGiDwJm6gutxRWm6hs7NyRRuKo3EVNvP+iXmojB0jG1MlBHN+ZceF/uMYwCLqxLVLc/kIV9wTU4Uv97sxayb1XEdGlYaKorihxBKJPX1xSbrQfkF5XP8YElUnN2RkYYr9SL6upXbCnh5ixZI1HX57SygWvIJmNGKQ80HNveLyroMmrKCTn0p/hjeflP45gvKxHnO4GlqUKppwpoqQSuFIjJvZC5Cs+6jsMeF+lAn7lGonuq5/jGNgw+FDPz6FMDkg+lb7XKQz78kbz0F6MO0QVZbe9vifvw6rf+NHeuiR7n1dmIDzRF+ukT+EhN/uZszqneL9R5WuLwVKjGLB0TzbNlaUquTE5231LVOM9C57/uQnw9IK64Fl2VV8/7N3n7SwJOajyp0RzKXL9+WQzXj3jCL+zJxnmaL6jMpT4mXr/L9QNZL7/lnXC9K+7bXigbk7d0pAUgyfdAwVdJ7rPUOgmUQckdU4LsUgd1Bcstax7f17RlLRxRs4Ibn2Xi2twMAt5LZPP67N46i5vy87Vv/QLzc3cB2GhMWShevvGBbITzxglfOZbx+Z3FAlekUY1FkyukuVfGF140+/ATNwXn3H/0R/zqV/6Q7zrgv3yhO5+1s3bWXsr2UsCcjbPUbMxyDyIF6ahxDkCaplxXut90DXaeysl9ThWjP+pXqakYzD5LzFBDHLsR+6EGe+ZT9hSYclVzyfPzKRc1ULMI69xQ5NFuNSFSOuywCrmKxLRbBXQ0ZjqQ7zZcTuKtADY1paCuu5BuqIzIKp1+7pZlVynHq5en9O7JdzvXYVY4WRrgnM8zlmpq74wyxmtyraaLeVBRs3QRcNrSmnwVXqHiE8zkmLha83iUiAVxMqYsJMqNI9Uc+taajOWTacif+apYBMk3Z5z/vISCvn+wgb8pJ9fb399lY11y/eceavbhFwd0vtfXZ97iawP5/cM/ZWkor8WsUmF9rFRiWiUaznKsBo+dNaxpeGvpUk4Hq2KztIQY62kcpHQUH5DXuqT7cu+vfOEJT96R/h98KePeHTnxa9eUp+L+OnuvilU0OT2k74ss+yvv+ox/Ta599e+POYxknDvKQdCvpviLggXbI9BXpu55JfX7eKxFaazOYg9KCurYplQvi7tiv5VQPS8Bz/6J0gZeD/GeiPW6d3FJ7x35vPn6fSr78hxP+vDKHbFo7r8hfczeSrmtrt3OLOJ+W4FXRw6TKH9pmhBWSlw/L9Jeik3BejCuGwJTI9NUkZ9Z1Oomd45jJwO1tj/H1/TjJ1UZnGgR0UvEFLO1nCxXP9vewCWCwEsrphTmPFHBBe9wyLCh7kocM3ViUubLE6oaca6NfRJlyzA3ZdAPejWiNWH0SeeHeJMCWbkCvSQetLR6zm7JZ+/HKdfUB+69ZZidkxd6NqhTS2RBh5lU7A0qBqNS9qMoYTBR4IoX4KvexdKPSEbSp0K9vEONnrozpz/v0fuejGfkaqTL4ucV0cxDlWf/d+MNPvpHUs+w+ZmAvaZsBMliHaMZg+bVNYavSpykM5LNbe07d3m6I+M2bt/i8qGMxeS3fw/NTrLIUpaKTDTKoG6ROZb/6OCuyj16JxOiSB4mTeZlbYZy0JDlhkwj+dmTpwyuSP8fHU2ZWFkj5nuON39e9T48cS/a1S9hhr8v143qDK9ItsrMm9z7Z0K+0ssMM001zyuvyO8XH66qOQ1Y5N7dP+XY/UQzV1o9mycL/AJtayypHix1Kpy8pWLC3ZRRTdbTxqHcrPdRQmVTD5ybMcEjfb7JgPEFGe+f+5Uae30pVz/66LsAPI2WjNSl7UZdvFPVr/A9nLJoQUhto8jbannwT2hntQ9n7aydtefaS2EpeM7QTgLGs2VZkJ57lkAFYMKmxSA77eSSz3hX69C1TmBYnxPrURIODTOtfTDebdKG7NYbM8NcswSpL0GksObRVqj+qZcShmLC2YbB68tp3GvmBFrT3lWY8PnA5/CBBOJskuMXrM2JIdOcvcly7rdkZ75yrMHHdkrsyz28Sx7te/J8R94JSSHmsq7iJycOG2ogEh9Pg2+dvs/UqXZhZ0llS8FSD+X5n15OiGZyem7v5wyXGvWezyncsQRHWKhOa6Vfz+vRuCnWyicPpnwtF0touLHgw1vyeevrM9iTPo31yH/tV9c5/y2xKt5L34NQTubl5zwuf0f68Unq8FRSvaxlSA1l3Yk3oqa5+Y6tMR7LuLnMrYBhimmoVnNSrXx9/GrE+gM5Kc9v14ibMk/p+TWOHovJVlFL0E2+wfgLMhbX7zqWB/LdenZM/XX57vo3E3oKgfcTqVT0Kj6BWg/L0BFY+Y/koaOunJBTtcCcdSXEPHCQaXZl4S0IWwrv7hkWat1122LRDi/lfOqx9HMzMWxcV1DUawGv35G+ffutPnUl9qlfkuc499YSt5BMxTCfEKjiVD5cklfEavBiwzPUkS/UziyFs3bWztpz7aWQjfN831WadZLqEnuqBKV4ZJourAUBRm2aMIjINGDSVValeVTDqcDLbJDSVrGY4Syjqjz+mUlpKUZgrJJwfs0nUfLXrbDCUNl1m9ZwWkjB1Q1WXbFasYW22sR12aGzvbwMjsY2o6IcCTaCNU0FZVHBqxCV8OKoFTJU9GaUWqZq9bQLmLf1S7ahhUupqIRcHqc0VbV4bjwuqDV1dyGnSydyJIpBaDQMPY0/ZJ05dl/TrJhSobirmI1mw3DrmsLAB5bWTI6lwZdibqxLbOOjty1r1yR286Gq83x13/CkLn93a+n4gVYwjqzHuC8B31aa0Zs9z6CUZVkpw5cmHnUN0C4qDVLFbNgjixJHlfGgRsWnqexIrW7EVAl7t+wrpJtihbkLVezH6keruvSotuRXt8Q/n/TqnNuQ631zPiIcyrPcHR8S6XjO54o9WAZkyvIdVQy5ppyrVcdCtT5zTVm7kS3Zwqyz+EpHHkXQVrGf6dxSDWW8Ui1Wu7zpcSIGGBfaXcy2VOA20m3WCjnu6DJHU4Gbj30JUj3Z22VL1/r+tEaUihUzW2bUFcuxyEJqWjU1m2cvJBv3crgPxtEwKcnElaIfqVuJmriqQZMIbK159CUgi1lXcNNkSnhOo5KHC7wNGfTOwJXVYrMkYallqM2eLphKQKSZg8XmJjs9yb2PzzuiR/qdoIKngJRz6If4HgAAIABJREFUmh+f2QULrVqs5hC7IkIOuS7uMDW4QgBRNx52DAwV+twMiAb6+3NNaru6ySgGIU2WBBpZbo8tni6qdL4kVRjw1m7OtKbgnqXWWQRBqUx1IzckWvbc75dV3eSsxGCMBm1nccAN3Sy/Ncho/7y8YLMf+oy/qIIrwwXZZcHaX/1NwVuEXzBkP5Kf710/R/djwUSnr1Ywp/Kso3aLairPt9R7eIYVJ6a1bDvFW+QxQ3UlIgdF0W/RX1sFVWSnWc9xffnF4OZTQcwA69WMvkYMOzfFDbr2/pK2VrB+1D+hr6Xfrben8FkJyp3b9xhd0oD2Iz1kNmLcUVFS7mMUtHCLCve1ylUlSAmcKbkvDZQkM14MXli4lZZkTbMEYz2kJiG+AqQGN5d0PpTrxZdGPOlpLcnGAedHSnf/GRnL7kHOrKW0/IuEia69SmJJ9RSNrGVHD4kHvFg7cx/O2lk7a8+1l8JSsJ7HtF7F36qT7ol5GiwTwqg4zhxWVXlrJ4b2jlZExpLeG/gG/44c3YsoJIsLUowG1VQhqoGHWWhtvkJ/27MFrivf3Z70eapVlOHjOUbdgG7i6Kdidl7fkt3+m4SEFdWrTE/w55r/9QwFj5slwJ/I8AYq+jLPIvyK1sI/GZO0tJozjhkEkt/vxnJCD0IIVc9xFDTZ0Hp7E0F4Ktc9atVZP5Hnrm3IZ1sGDo7F3L/+Ss73Hqqr1A7JFArtZzmR2uWh5tsqdJg/lvt13xizsNJP06my+KZ8Z/KFGjdP5Vl2jeTd++/OmbRkbsJsynT7dQCyH37CUnEabrpgqfqevlLCpR7U9NTNXIWdC2IpPBzFBOty72x/hqeoQV8xG15iSKpy7+Y+xNc0CtiDua6R9M6QxTWZs8v35TkP8m3+yZ6AQWbNCusLSaM2rr1K/IkczVG3S03JZYZaMeYfp/hKhuMlIWRyj2s3HB8caFDSVxdttkQ5dPC8lZmTmjq5Bn+jhmUea6GYpo4bvZSBBh3biwWDmgR2L/cc06YSq9RDDhJxG+pvi6VQrQekeq243SV9ogS0XkSg7qi1EetX5DsPbq/IYH5ceyliClHou53NJscmIT9VwQtrSwl3v2twyvG+U/epz+Qhj1rq07kZBaXe2sxnqT5uls5Jg0La3TBTLLqn9RW1wBEuZWImASvR2IUlKBh9qgYN9tPWzEJzrcORSkulhylOJ8CzkGvlo5caYWICtvTfWatJoianj6Ouij3xdkislY+FmVmPDQPl/qsmOYVzvbE0TFpyk2WSUsBlqvqC5W1DPpXPtjswXSgNfrggHypjU+7K06C+pnyH1uPijlxjbdTAbMniP1pOMeoe3RwHpK+KOX5wX5zg6ptz/B8KpNi2mpxa8e1s7rPQPPw08EgS+dlmK+algkHIWMeGlhmHtRonWuSbj2zJalKwVQdNvyTDaVV9Olq3MNk0zJSCP6rmrJ3IxWsKGuqdzLh8Xp6/96RG5byWyWczlptyj607Hk8D2VCHqWwg6SInLOjZawanm9TVrmGgbF/9XPprZ/kzzFJgikPNrWIpdethKgV0WzdpY9jWe+SXW4RH4o94rZzWROngK3VyBX41lYsym2dMFNQ2Hy7INJ4TpR4Ljbt4ec66gu6OBi8WUzhzH87aWTtrz7WXwn1wBMR2jSA5LEkqQrtFZjQkO/UJC/7A4TlmFTmN/Lmcgon1WE8+DcDS/5hUcQPEsL24BsDY2yuLlTKjO/TyMktPTK7QBKUsnMnWWRrJvfvWlZyQTTUd566JN9VaepcS5gL5TcwRnroPDkc1k1N1Gcm1zGKBcm3QXFxn5knox85rWGXq7Wp/F/5T6onSrmWW9VRoxeb+PqHmnVNygkSyBHEgY1J1AYlaWNFyh0Stm2CZ41TbMXIdMiMR7vlYA1JRTvWh3Hu7vs97ikxcqyRsTn9Vxij7HZ48VmiyIiyb3/s0oRVI9MINWajVdDn+Mp+E35AxzA1OxzB0cnLnjMtIPVg819Epq+Ll4hJZsyS08v3UiMlsFw5PA2rV4Wtk0R35vF+ngVhh10dfYewLNeh0WlSRDth4eFH60zjF6ak6mMHFky8A8CR4i7SoiFQkZTV7Bcxd7aZfaoyaZJtU4atevgLlG9fSvk/wSmEgS0XnyfpH5KlSyOmvzye3yI1kFpK9BK1h47q9ju/tA9BJZoz0PttW+nvH/z65Wpu5dVQTKf6am91SoMgaQ6RoWTjhRdpLsSm0mhV+6Wu3ePDwAq/HirOvOyr7WiIaRWzpSB2aJpu+bBZLrYd4pbrBxxWJE5ybNPAr8pLeODfjnaqIynazlNwXU+z8TBbP2+YWzVjuMXAhF1RY5N2ogbfQmoKKT0NhvobPAbD1OZ97nzwC4GJnwvupAm/GAblORjPJOVTUS6Gt6hlLS12RI/+INaVLihcjzutmeOCpWe5SrEbqNxwc6gZZdzlOATRd6zgIZLzCgvB2lrGhO+ssrvLm58UPffxxxJWKZAneI6M+V3O1SE2mjo88yb7sLmLMUn6ujB1veb8jY8GEdCAvSAEce49d1p3EgfxFxE0FiD2ofIwwO0JEjTVNP37ckP5sZRn18zJnjcMUP/qzco3P9nj8WJ7pTa/P71vF8J/IeEepR0OJZe5XT9jRcWsGsK3pxI+rD+mouk7xHBd9yzu6aaznE3LdDLdTx/2KbCyNJEM9NnY0Nfy40qdSmP5RQLeoifEu86e/JhvW7kNJvb7mjfluUV17lJFo6utCnnMvUJmANMLzxeXp6ut311bZDsQlDp3PefU67lhDQ9XMln7Kum6sHzrpb82meDrXW9Znty7j1sgNFX03WonF887pTLzYpnDmPpy1s3bWnmsvhaWwdBl38lOq9TYfKMw0fLxO2lC+wjSm35Wdf3GUMtcTxuSSM591BkT7Wuxzq8PjQ+G2qr/+iO3vaVDnU43/r733jLFsu+47f/uEe26suhW7q6s6R/bLDDIpckjJkkzJkGV44DFoCBgHAYIBA7YHA3hM6NN8NDywxwN4PCNMhCErWKYtmrJMixQ5Eknx8eXYOVR35XBzOnHPh7XOrS7qPb0m9fq9JnwX0F23bt179jn77LP2Cv/1X2SrYkbdPisR8PCVIbEGuHYbhs5pxSzcCsZJ/TibHefy9zIJPrV6MZkW7dyyI7ItrW93uqDkLHHZw3a0cEkxBllix69tWKCvuIdh6hIWNFQ9UpeoOCDSgqqwDGlfx/BGpFqgNSha0qFG+JVnMLEOVnelyB0Q96TIySvWeF3BYOFOmchTJmk1VfcCQzyUaxoEIYnyNCQVS9iT8fanXNx8PJ23aODRVZbrUehgq/K9uLkA0wK1bSQ+vQW97rvaxm/eZa8hLsPUXIyJ7wKQJgOsL5mDV9KERKxnChVt2Diw9MpqfrcN3WOy68a7dcKjsgZqGwHBlJzTro4xqHcZNmd1Xpo0tHNzfyoh7Ci3QnFnTOAzUMhw3C5gNWAYjQrYovJYOv1xNicqiPXzctzA25TxolIVvyf3dGsqIN7XrMaxMu6uuJXRnLhEZj+lNifXt96Yx9TE8sh2PXpa9DfqeQyO6XpY0+xM0CBUF7NdtSSdnJl7SKQNZ+JSwChTUM1DysRSmMhEJnJIHouUZLkS2ItPrtBtGwaK9xxEESvaXjeZdUFTT9W6x2ltcuotKVy0co7lmubj19YJZqUslrk6W5qqPLK2RreqFFx5V+a1kNFQfM6+47KpKaZuOMTVXQDH4OjOXJ2VMaanj7Cj7lk4aBBpc1vfZmR5jwebMwCAo01dMoM0D0BgsEqOQ4wZozezPNJqbR7f1BZgWrNvD2r2rTHjRjV5rxXJfipS0LMsaFlzuxMTall6mmZjpum8LNhaM65PKlg7xgWkOAdNYdOMJGfYVpLX1IG6YkF8zyHVBichdtzKzwaGTKG9oSbvnX5GbUq5M8IaKyclThIGS/jKX3F3d5WBYk6qGg8wRRc0dpAUDYVQu237Lr6ad24W42kBVq+sEPTQI9Z04pyJaY4ZnRwyhc0XknRM0pvfpzTLcPJmD64ZN++tFS3L56WUuav8Fa3tjTFTeMXE4+ZCvvHGDX1tGuMoPsWoVThlUwoaaO7PODASq7CVRDgKtx66Dn1FZCZKt+elCUneHs4YMnuQGh83msahoMHmYciPDswZ14VKhT77dLSV+cImrKpptDh0SNXcDVsGDfCy3JAXztFtUiUw36wUKS1LlHn2zFUuXJUJvjrMuLKovRurogjSOzF7upAKMfSsKBuTWoZ6892SJR0oFXtfTbJyRlSXzw6TGFc7D40yM6Yit2TjJy5/kFx70G3KMQ6hKmTjHHQWyk231BzQmidYtFiQxIypFuVYeW1APpeGg0pTAz2lVo+CAfEwbxhjxlWZJh/Q2vFxh5gDXgA3Gy/oyDEUNGSeU8uXYkNPCVuqQFaSMaYHhoZCbd0U0oJCexVv0sOM28+H5Q6Zmr6VekK7LsfueQkFxeZ28w5RvoeXU8oPXKKqYk8yh0g3hrPNAttlOV5X59DzB3ga9e8WvLGig2TMMD0wZnytsXYTMzhjReECVh+8Ng5zmY5RUHbxpQT3jlLoZQ5Fk7Mrx+OxY8+hooAjN9AMll9gX9dWoVxif0bWVulOgf0xGgrisipUZckPjTPeDFKbYXISHWzehwabZkT57vKQregn7sNEJjKRQ/JYWAominDurTEw8yxuSVBkNwNHteQo8anlFtyUz7S2cZw6o1DcqynXLogmPucUqKt5lTz/HK8u3QWgxC4rfdGBZzYlQPmt5R1mNuRgw9RQtNpKzPQP6L/Cg/Z0VhFzbqdHmOexR4ZRXgTj2PFOk1mDso1Ryqt6XIPJ6ebcjPJYs7vjRi0DJQ7w0wMSUIsldQ6QgAedsiFzvs9UyA4sRyc2+JFsK93IUsg7YtvswLrUrzscuBKetQRjk8cQ6etSKr0mAHw1ZUdFh5K6TwtVH6spu2bV5YRaJt1qAacv7+9oQLXiOBQ0YMhuRqmisGKvQ1fduPl2gX01kYoa2DxeMYwCCUSOpsuc2xWXaO7UMqMN+cxrSz2eQu7rOa2MfHl7kfVZSZ0uNoYM9Z62YsOGsiOXR84YJ5O3t4tMcmCZZWb82hsZ3Ja4un3tGD6179HQCS16KVWFyhcyh/6suh37Fn9KXi+NxM3drWU8oRiE8lKVe3dPA3Bt/jrlhlp0tjBuqNMOxJr2o3SMCnVShyw3Jy3j9WAsD7QyfDhL4bFQCiPXcHMuwK0WaLflZs22Y8L8SSmmdHw51fmWIa3JpFxrSV42+GSVs6/JjTn6X6e8sClfPLqwSvq8YBa6Z5tcG0m+tl3XqO+VGMUdMbhfJJ7TmorVA/49EgerZqCrzWJaJQfmtPZhNRxH8B3HEOels47B05sRq1YoxT4D9e+COIA5JYNpGYYKyPHUz/SDEYNxiaCLo0rI+ClZnPuRvCNB73hd+w4NJTWhUiJOcgj5A5/NzU8M+UdT345dHltwcfvqjlQSQnW3Er0fs6OYrKoK1HqszShkuFkgnldo817C/lGt4FvTeav1UHwYcalM5YxE5O93u9R+XKitu//xNkXVrDOzcqxhycXW5KbNbgw584w89Dv3fOKfEAVx9tsxs4tyH66sy3wOlxOe3pfXN5dj2lpSPoxdyrsKG67GpD29vrIGo3ouaJWszaROB8AG7rhk3D0tP7vf7lJK8jYCDj1dC50pi7+n8ZVjBkeh9WsLkgXzOnWcC/L36yOITkvWZuX2Avt6Hu0kGJ+Ts6sbjw82B8sFFrQMJD9XAIwh0xJu4vepl+REJjKR/7Lkh21F/0+Av4SQLt8C/pa1tqV/+yLwS0jj5b9nrf3qe56EhflhxsbGXYhyyrSYiirrURpTi0WT7s4GJNon0MzIezPbGaNFea/3XTDnRNPO3qgSX1JNeytgpBV6tik/0yWfyqpGxV2L19eMg+9horzxuCVvehhGMl595NFsagPB1HIo2qeEFm7mkPsEgQbXBiYbw0+tiSnobtV2IMgZioNxE0tyne2mKdryEjd2FG0Axto/1SBMo5RqpAVfoy7jL/JAcPrBY+kWYRJxb0BMT1cLyWojn05JSXDUPMqmfY4ohmJ9LuWI8iIMj4RMKU6jtehT1SKtnsINnH6BngYlnUFIc1ManRypT7P6NYkuOlFKoAw3Za0SbdczzgzExSwvF+nfkyu5fc7jzJpkWmYuzjOv2Ye3rVgPzxhDV+GPn9os8yVP3l/ud1lVq2c68tksKH4jzCcjHsPcLXYcxE1GEQu6LrZfEZPHsZATf4SRIZqVz1a7DklJMQQ7lpZSBAZDyah55QTPCNah4ZVY2ZDjrU5DbVsLotIUfyTzFevOX4w9+vn9i1IO7uoDq8Ja0uQHa0X/nilJY8xngR7STTpXCn8B+ANrbWKM+ccytv0fjDGXgV8Hfgw4BnwNuGCtTd/56CJewbdTR+uE9R7pXfU5I5+2ZiLmAoeylrLGfhFzJFcGaurVDccWTwES9f1pX6bqe0eHPBlKzcBX2lucvS3+9XccTW9uuwwV+hu4GU2FlNqOS5bbYq4dP0x5pN6vlsbR9LSZ4eRNak2Gm2caii6uVnOainw2dn1K6tjHjSLMKdei443p3EvKTh8VhqR5aXHdYHZztyQ6yFDYB/KT76IeHO0gZZ0Iq26AeadPG+GClC9l45bqvmcwdk4vvEVFq+9y8NJ8PIUtiTvWo0Apj4l0a7TnxIefbgdsqh8cbYm5HxV7FN2c+trgaOmwYwL6FWU+3k2YGkoaOZmSe/MTRZcTWs2Z7M7if0yu5LsbMywflThCtbtARY89p42BbpS2efqNEwC8dHmVUCsRv1OOKLykJfWFDoGV82znpvYArPmTy9fBUDslMYGRL+NmWym1JG+km1AaV/l6mKZcdzozYlqzase1O9d+PEc4K2vh7GzC3a6sz+BumbUpWRDBXkhLK1qzO1pf4W+P1UCaZgeMNA8GliwPvn5/qiTfqRW9tfY/W5uTmfNdpGckSCv637DWhtbaO0inqB97rzEmMpGJPD7yfgQa/zbwm/p6GVESueSt6P9UcU1GzQnpt6AylFNK/YSCthqOPEhD0aqLhZjovmjumeOilddbJexJQROdfXFItyQ723I8zfZPCSah8q+77GnRSbEnP4PlHuzmUXSPSiq70rC8h1VDwabmIEKvm8e8m7GloBo/M2OQkYehpKzSNnGYPqIavyv6MwtmGGoAc/lSmf6anFsYlDgxkJ2kvyiuTb8xxOSQ2p5PqDslQwfFCuEZQ6KtxN7JUDBAVXe5TvyOxuUBobIFx5MLLFioKhZkNAo4uSA7d69huazw4RsKsFk87tPblp32xJLDzVuae1+ImNUi10I5pdzTpTYrVoXXSkgVjm2yCit6nqPigJFmMOqhT1ErWkua9Zip+VxTqPXHf77G4FtS5foTx+vs7Wkw88iIU9ofvjJzHoDdxkmO/zdKuPLSgFLhKQCy0YjeEzLn+xvXWA/lnhW1cVDkR2RJPm8H2QfHuCyl4mrcinL3ymC1l2jRGmbkltIZwdIl5Yi4F1KrCBR6Q0l/Ls6mnEpz2rxprC+BVPOpdZIX1KU9vgBrWvR2TEFoLY+hurS+9Ykd5ZXMOHSTc/zCn+5sHsifSSkYY34FMVp+7Yf47i8DvwxgPEPDNbizC0RbYnL6SYpCvdkMXQqKKtzs+KwUldp9T8tqRzUaL8pic0OH7iW5SUsvz/Paf9bKuMyyPSN+W6UlK74X3cVTgyekMEYLpSHjsLzBGU9lSclh9zwHf1bN2l6TQp6GKkKoVXIuLqGRxbuoqLpeFNFXT2rGDbHPaDPZ9hK7a3IeXlXcmWI1IGqI6WvjcAy2MV5KlmpPS7I/FY9iXEM3f+0XsJFmOx780Pj7hkzrNjwnpa8Rci+1jJQb0KlnxFrh5yngpxXGWCWyubvrM1TXbK6bjrkr2/2MyIgSiZSlysugoIw0URZz9Bl5EF7YbFKuSI1KuLtGTR+yjykXZd+LqA61k9VmjaQqx01bKbYvD5s9cZxLXbnv326J+3hxY8C6chuW3YD7GttY3Bqw7Yn5b6yln+eRlehlHMwhf7i0CnbKYV0Zl4ozNT3fNgWNfU250NPGxJ4tMGzIeR4pZuznNS/aZay/OEdBlXD45DmqvyXnc+fINKOiZhwcD6cqMRMTS6VqmqWkmkZ/MPZxeFEY3LyRzkOGFn5opWCM+ZtIAPKn7EFg4qFb0VtrfxX4VQA3cB9OhU1kIhN55PJDKQVjzM8C/xD4nLX2wVYTXwb+tTHmnyKBxvPA997reK4xzHg++60dkpwSzaZjqHFxJsHoblUKMlpqNdhZCcJM73WZ1aYnUcGyvSPHmD1+j9mSNpG559LYW5VjGNGuaXfEtPLvDUYOaHYisQfgcaFCF501VJdifiqgua+VZ44l1cR/ITaUlBihNPBYmFE+BUfy7h3jc1GrJItOyIqySr+60ONCTXaBprbHK2wWuKOMLGbBZU4p1Xtxk1DPzZhQ6yLgnUyGLLWUrXxvEB20Sz8Ue8qh/lgK3kHPxFAtKC/w6OU4DafEFYWb12ZlDmdLEW1trd4tZFTUauh7LjmVdjNzCGIJ7Pl+ToDjMlBzt0jAnbdl7zhWn2Z9S/wOr+5gFOPh6a5c+OQiF27JeHNnM+4E4p2uFRNO78jFTLldppbEQoiPSTDw7BMjTlwUnMp3VyB66TMAtI5/ixMNef/e3gCTR5XdvCFNitE9LzMW1NIb9VJOn5Zzut8U6y4tpERaR1GODdW63Gu/HzIlt5dWO6CxIJ85q4CtE6ZBqSr3Kdvu8ORfEovnRCnk7aFwXu535gn9FwFwBvL3wCQMFWRlTPwuRqMl/cGSDz90K/ovAgHw+1rI811r7d+x1r5ljPkt4G3Erfi775V5mMhEJvJ4yWNRJekVXDs1XyWuRoy2NCWZevQjCbLM+z5d9U/LxiXW3WYx1Tp4v8vSkviZjf6Aj2mbs9c3B8wqTPRWoUukvADDOPdrA2JNLQaJQ1fhuiY0xHlVnmOwiR2/BqgcmSJS4tZ0JyVQX9y4GVO6u58sF4iM7GLHzigz0WaNW2XdMSlRWRarYNDv4WkKzN0T5/Ju0qaivGu7XUOUN3VxunjaxXqIhSS/f++MVnO1S29WjLGtP3mvx/0fAEetCjfIQGMABS+kZGQ+3ZkBx6pCSTdqyfxM2TLrSu3mti1tV9PI5YDNUF5fSA139Nhl7U/RLkaUFBjhFDwSTXXOnplmr6AsyVdGXIrFKpivylycc04xL71f2UpSrmjjGG91etxWbelMlc9qU193+icBCNtXqa6JdbNjN/j2rBYovVHmzX1tqBJ9D9OQ9bDb12Be6GLJ2xAeTLPnGOYviRUyUPau0U7KMW2au5slLBhlWi5mOOr7x4S4OrcljY2dmp7hxLJ2Un/6OOu3FXr/nRr3ZsRqWvVqdIdiTaUa2E1LA5xIvhcNrATFAUgORZUfePmjUyXpWks9i1kbZVSGslCGHHQH6pl4HPkPjCXRhTWoaKfpkaXVl9e1QcqdpiiWcs8hmtYW55uWRIEpVqG6cSHBxjLB/UKEjxJrlMJx5aM0isqrHOVYC27ImmYfpvDxNBjmFj0+sqKQ1zRg+RkJbKUv5ibpcEy8cvbPpWzsSvZh+vgy5VflVkTaHWh+v8/mQB6IaZPCtFxTIzLE6v74oUvsaijxHewxBwj0D4PBO2cf8py0Czg5XjuGaXW7IgLKqoT9vYQi4rJVRlobMG9w1+XBLFdgoPUlrSikpNWMW1UH01AQ0oIG5wYu3ZoGyUaWJe21OOtEhKq0nzBT1JRWv7Aiyuj0py1fe02ihB9/NmXn6/LQnC97fGVXruynF9p0hhL6P7osQKjtjYTRgszhd7c7dO7ktQ9rnAzleGnmcs+IolYEM/20x9jWzQ6CjkUMR7R70z0lw1mIDQPdOAq+S1CT84mHGdV5DWjvW6oKKLifylycn2rTU3q8e2sGFLDkf65D61UFKrU3cbTYvjst4xYiGOma9Izz7tkH/fmw2/8E5jyRiUzkkDwWlkJsDJueT3lhlnBHmY/jRBpqAKPEoajBxbaFsu5Ae5o+mnMgayoqrWxJOopTyDK29nUXczM2hxLwM1Z2aDvKcCsKO04c4kTMuiweHqjX7EBvattF9pwC5SUx871OkxlFAh43I9pqYRyLizReUxNcKxU3ii6jSHNPPZ85rauf7z7HdvYCAJ1dPa7bIkvEPRrQh6LsiLND2EB2EltJoPnu+4BXMOMaGVP3sDvqHj3wmTGnizE4+hfHyWjHORNxSj2Rowy8jNVAXIkzu2Jmb+3G5JHm/UGAzdOaJiNQglVSf8yd0N1XGHgp4Zju5hupx9KsvF4t+Zy7KP7BSusaR54S5uJzvW8A8McvhVzcEwvq5u91KGo/xjvFIW5DjtGpnaShRCzTc5LqrO8PeakvgbpGz7Bj5P1kepdhV6wtJwwYZkrQU7gpP3vOmEPBAaze62DFZVsh3XNPSlUj37rBlBL4xE6fLeVQqAxdGnvKZWEzWgqFz5T67VinTFfLgHcCeHZf1s1XzDbTStL72qhO0ZVnw3aV36MAqdU1G/gwOAgmPyjGy4k5foSqJD1jmC0Y9u/sjHvxWScbl/oakxEpe5FjDPHYd1KAiecRK3vtcTz6UoZBZ8qlWRWTq7QT41ltNZ+XKtgMo6afdS04WhthwBkXAhxgAXIQy9lihfV9WUhxEawjN87F4diitjvfTZmbkc/cVSYh35RYUsbd/fQoTweiANYXrnOsKRT10cwbAPQ2a+Rc7vVel4byCwZRB1/N/CTLsDlPuF5U9oByiCNLUesWhvsHIWjLgYmYZx/cB5xPi0HT7RTKDh0dr555OE0ll1F3JklKLGr16J0wQvFIJKmlruxMvXJMRfEbViPyC/0io2l5PdUu09HmnE/MV9h583UAOnODNYEpAAAcH0lEQVR1CuXnAZjuiFl/6bNTdH5DPntivsbLWuH4VjjipK6BF7fX+SufvSTHUN7Gas3ncl8U2iCuMurIxtD0PLqeRPO9gUPgCw9nkleDFi2eurQJGWhWZrCV8NQz4tJs3hB69mE5wtM1OdczFLSyNXFSMm1Ga1JA13JNN5zvtoc8Nyv31x22aZ6VWNRFd5FNnaPi1Rg8BTJpDMMfDolzPIWbjtm7+L6amOwhlUEuE/dhIhOZyCF5LCyFLLP0uxZbMWRd0Wq11KGrQbICzngHDKxD3vTMpGI6ef4IqwQUW05IXXEBsbvDrKBgaXsQuPL5oQbnSkmRkUYw3WKKjXOYr0dI3sYNrPZ1SDRfvz1MSFcUx7CaUNKA4KobEtzWas1CH39fW5CdEG1/6q5lfUm7Gq9WuOVIUPETJ5/meb4m470uu9ZubYdjXW35tmRImnI+zUo0Dghak2E630eg4XIQdDQQ5ZtE2TKGN/IncxUpB3BY3zWkulN6TkoaSR6/FexwuiK7445VTorUYUOr904tF7iveJLTkcNGHqFrGEZ6fqcVxn63YDkxkh1/MBcRdwQh2j9aJC7KTri0ts/HXxe8wa0zsrN/5Kt/nudL/xaAPb9JSXtzXq5NsTwrVszy9nkK6zLO6S1xB66538ReU0zKkZhaWXbmZNAmqIrbcWW0R7Ulu3GjKDuwM/KJdDd2DWM3KDaGplb0KuKbdM/lbCLnc9XrUQ/l/u05Q2padWv8Ar72JnWqOkZcorGn3I7NS7xxURrZLL5Ro1eWOTpXvMhdX+aglIklsV+5i6f4kzSNx2afhXGFLunDBxhzeSyUgmtgppDSH1rKekojNz3gCUSq9QDmaoaymnNpRaPi9Tpz2t472SxyWd3Cq41phieU9rtXYKgNPXuhmJHDqs8xVyZ9z9SgqSXOwd64TDXJzJgBqaDm3pw7YFVTp/WGQ0spwBc9n4+ekNf3OgHH55Rt55oCcKabBPtyiyozKSc0RVhz1znmKnT3hIy7seMQVOTBrHeOULys6T1/kfVIFlVjP2V39lUAMi1Zk7TUAUtTWYFV3eHhKHT+Oq/8dDAotyrVGKraozCJiyxfVlakWwEnT8h5NK/LIq5NhRQUAFav+HQaCj6bClgZabanWqffE9esp9c0F2akK0/KgFs9ZpTCfyYaEmvtw+z1ozifFAVxEmnqc754k649JWPUO6wq4ekpRnynKtT+s05KYVPG2/qInsPLJ8lWRGksBB3883LOrdcucPMzsi7+8lWXW0flod64fweA9aPXsduqeDMHo/MZJC6z6krsap3ESeOyXZLrKyUlChUZez7ycatKGtu3+POiUNuqjI76Fk9Ly48+dQvnLVHCMzMpfl2UovEsx8L/CoBXL8u1XV6PWNtRYqDthBAB59mQQ1rfOQTEe2+ZuA8TmchEDsljYSnEBjZ9iz9fI+0pbURs0ZJ9MgOOwn/DOGC5LJpyQxuPzA0dfFdM9f1Sm04mGtgWljldfRuA+2VDX03UI6oxO26PocJyyzsZ+4HWq/ezcR2Mk5oxlDjPVNyrBBR0R8naMTMaf38mMKyuy07xkekK1zXA05hT+t1sDk/hvqZX5aYGEl+5vcbcnlzLnkbsU8cQF7TFe1zn7Am55mnjcf0VqUaPL71E9o28dfMBp2IuXhF6eSGV72OVeAQesBpyWj/j4CayHJJqTE0xGy0vhjuyE27MhMTa+CbOj9AsQ12wC9dvBtTUouv3AlbmZbxBx8eZV1zDqvycOzJk4aqYwz3PMP8J7THpT/GZz5wE4LxtMDOQ4PC5H5efr12b4bQSxxA8y+6cZG02Z45SvS3mkv/xS+xsSReZSiRFu9tPhUwrFP4j1hK/dgqAJ49EXLgrLt/36p+g9aYWf61cASB8+WCHNcYl0+yCt2i4q4zRc8+KaVr5o32m9sWy2SKmoZbuQs1nRl2JQb1NrI2E5tTPa3YvsLF4FYBy16NXFff35BM3cBQW7619lrmL4gvPbMh7naLD+p5YD3b2Bez9B/JK43Vg8JUCMHy4TvSPh1LwgEXrsb3ax6g5aB07BiwZYyk6ckV1LyHSSG79qGLHGwV6yhN43MyzqTfg6PQtWjWZ4EsbCfMV8cU6U9KMtVyYQS0u3jhaxK5J5DlzzDh9k5psXC4bhfLAnhz4bF2VeEDPZpSqcnPvjAwnPifuiL1W5fyyuATXN7Q2oFKndkqOVS2MsC29jloHU5LPlsp6524ss2jleyxsc6Yqadbi6tM8/3l5e+ZbXXqpKKeR1e+ZbFzhGYdQVnO2PzpQCA+KcotSNJazOofNuMCGAnOOlGt0lbRmqVtlR0lUFry81LlDSbMrg1qfgt4038044oki316KOaqOd/iUvLe579HSrlHusETakYd+pnyS02+Jsrw743DynGYwVuXcPvPkFG0tix7NpFwKBMbY7F/m0pHXANjobOGfkE3itQWZ16dfbRNEkjp0j9znD5dkPj/qRlTPy7k9ez/m2lPahPc1pWGfc/Duq0KzCY4q37QRsXJCW9G/JMC5+/0UpybzXGqmnFdi2laYkszlrmCJnUDdA1/mmNo+CzXpvDkdOizWZFG2d1c4MRJ3bfdCwEdPyCZRKIsr5X39NH/8Gfms9837xKoIMnvQDwQs0UMqg1wm7sNEJjKRQ/JYWAppZmiFHnZxQCJUfQTWpa/mVQlnjDAtxR5Gqd+Lq6Lhr5xuUlXwS+31iIJ/EYDvja7ySf1ilEJlRXedTIBAp5tzfE2PO5t1uK+7H0MzjtOYBxiTUz3WXgqZ4u/jFyxuV3brO2aA86bsQH4akqnOPaFUZFd6Q1pW3IBd4zGn4JYLpsjrnlgYz70l33/VD9ifFrfDOeMy3dQMR+MeT96V8//2dEqc5pyP475R43CzNdKgBoAK75J9GAMV6CLzWavGdAeyc40qq8TKVxhnMem0mPm3dcdc2BrR9eXvJ8Np7vmCwzjqw522blEDh+GinNTJ+1pr0oPjx+Sav7fUZhQqOU3Y4zc18/PTpQZ3/lAm2lcX7OT6NKEGmEvDIvMKrBp6u3zvpBy7Eo64sCk7/V9znwHg9cV/j3dPrMZ+5wjHTom5nrYCFj1ZL79lr/CU4hR+pyKWi113ibSy3zOGVC3IKDPs6kbfvSDnELUdlttqHRVG9BTGnJUiXPVHTxuPCz1ZDzfUJRy5GSevyLkvHfs8f/ixrwDwV9cWmD0j69qcusIdXZ/BlriP/2/nJebX7gOwX8nI9P7a7yt4+EGzDxNLYSITmcgheSwsBZeMKTNk2IJq3mTEWkHZAY5jKar+qtczRk3ZBT53UXaUb2zWqWvF2Y24y8XLElw8em2RLd2BSHfobcsu9nQoO8PdZ/aoamxgc75EQTkLokKICQ+2W61xGbM/1bI+W3fl70cSl67iBgLfJXBk99v3pziypxRbbdmBu7M9ppWCKz0ds3RPdpJjT1fwflfiHfZZsQLiW1ucrwsq78ydFS48Jek7U3qFppYDXt7o8N1jd+V49/V0H9gW3MxQ0OKbdyuI8vQLM4nPWWUcdhp9fmZG/OQ3OtMMTsv77Tc3BQIOTDWUYm7Kw+5IzGGrMhr3d+u4HivKfhQfrVNqyjbWUouhZDMaz4j1M/vGEvG2xBEGs0NCZAflO/MUfkqv5ZayUmfX2WvJ2PNmmftvyPfC8irclHNeOwVNRZy2lhWHcutpNqdl7K59gVosFtnw5RnKf03m/JPXYr66JTv9MwOJSbxS6eC25BipY/ByMlYcptTq627J/Cx3Y3qOxLOS4YBq3qdh6HG8KnMUjmIWT8uxO7vK1GwavKSFWG79P3DiG1Li+eKZAgvNazLPzZ/kbPOczN3PCwT7oxtFXgvFcitHFbqBAs5HHLrJ+c7/cF0fHhOlkBjDjmvw5qsMNfvgjVLIMdsZZJpQv9ctcVZBKr+rWO8Fr8buPXkY09mMN29rV6GFY9TjtwBoFUsMz8jN216T79374xZ9pcvOmg6xYtmzcHjQHNZaMkWCFNVs3asGVHx5iLu1dYKuugmO5Y4CoD6dVrj3tpii3SWtVPTqTKkZuXg/5eqcjvJKh6en5TN/eF9INU7NvMZ+V6Lapwsjfr/9WwD4UY2bjii16NKI7N+oDTt+4g+MP7cCwyzPPhhserBSxskKXSlNL2O1qd2WVlL+P/U1Slsu9rqY0u2ZlFJfadqMLGy3tUuvqBT4FZ+CBnlHnYS72min2m3Stlp+vaFMzZUev/iynM+rLsTPyXhrM9OccEUZnlqMufi6sjI/LQ/YC/Nw8rbcj9X4bXpn1FyfqnFPTfdna4Yb2kq+VpWNwJubZqMhiuCGOcpp9f+C0z2+8XuiFLb3tllryzixukSje9E4++BmDpnOrz9j2dQsQllBcb3SkLm2zmHRoRtocBGLUWq2zsccbivwrfW6TP6WP41Xkeu/t5dxQpVXdfo2ezMSXOT0RVpWNrA/+A+CTQk9l611OYe46MP+O7GpGJT97aHhzhP3YSITmcgheSwsBQ/DvC2wvzrAKlVx5GUEGvezBYOnNfZRecSWNtEoNxRJV96DS2KKNV5JKS5IUCrsv0HvlBzj+FXo3pNU5PpQqwXTNmYoAR7LSBu7AAedwsTkUrhuX3tJrsQe2w3JGWfDmFRPdDSEWW300d5eZfO4thVb16q4UoivfQXKp2a4sK1ksydCbhUF3nz2E2JdlJ7PYEly7eXbKyxflF0neKnISlnINl574w5eQYlL+3kx10EBVzKCgi/fC6PDKckxK7FWfvpA7ehIz71ESVOVcd0lm9P5vp/Q9fQ4Be35NgPF2zn3RMIw053WwLKiLN3ZiJW+/LL/41q4ddXn10+o+3B9m1OzMnZ9tEC1Jzv3fzqWcu+Y7FtPvCTv2U/OcfMlGePFTwVkinU4N9XnmFosb9Uv46d3Abh3W879fNji8p+Tcz726oBbrnwvuBnCKbE87QsDYiV4GTbEOjIB+EpSm5gUq8Fvd2g5ro/PlpINx86Q/Tn5e3k3Y25a7nXW8tmZkusr3qixlsq9mlHMQ8mtEHtyH+3QsloW3Ee5NscXCuIqdrurFJtibV36hHRU+OY/e4VsQdy5eL0B4+K4B8k17OFfH0IeC6WQZtAegp3KSLWctGBdhvow+iGo28Z0K2Wk0ekjHTFh357rUxiqMonAbMll7RuHqHMACuqpzTzcl8UxrJpx1yfPhSyfvfTBPO+B5NTqu5FDckzfeztjSu2zt7OYlbtKO79omdlWSnHNAAQ9w2pR3uu1hRAG4FR3FruuVXubmtv2XSodUW6vVlts7Mvi3l3b4cKOuEqNzT3SnFfD/EmPMcsOzpmAQ70G808nefNRk9HqaHl6OmQqlLlNi32SWGMiccii+r7rCtgq3C8QKR9+KXIZaFl70Xe5NZBRTkY+16fk9dQNUZT3dwfM6L3pZiGdF2VBl86kbBVFWX6ilbDYEGX5ssYZ5l88RuuizMu1W00cNffL/SnuFiV1VY02OLMqAKiZugRbvnwy5NMbcu5fblSZviLz/T2vyfyGHOP1bI8jmWwS14c5OMWQaNzFdQ+et15oWGvomptTRbibUlMo/UY6It7TxjDVjJJuKIV+h5JmqDaLSl9/2mP+jsYnilW2tUT1yRtN/t2iKIJz+9e5ryXTt2/I9b8WXWdKLoMsHR0igXkwgJT9gOmHifswkYlM5JA8FpaCQ0aVEfs98FXFJfZAYzkFCDSGMl1OcTVoU3tWdqjemiFYEhNwtBnhnJHdZfZOzIqy6G6NuiRPiUaf2REN7xXScWYhKjo4GjlPHXsoVJsr3aK+mk+73Nc+DTULnZwrAOgsymeqWwn+vBZVKe/fYKnHUe18vFcc0erLNr85GLC4JZ89q2Z7s7HHjWUxr927DU5pN+Ro1+Wqou7KN4p0Ksoq3c5P1mDUyvEwuGpBjKKD9w9tHOpHZPagZTkjS7um7kEDAiWz8cOEPW2BN6NBrVEhwyg/wCBwKKrFlmWWkq6u9rEic9qmLVGKsmyY0jwv1kbxrsdHGrKLN453SGNti3bDsveUBNdagaARf/zTHt/6poz3C2d7fPmOTNgrtT0CpYJL1rf5TlNo2ILlZwGY++1Nrn1BJqlxI2H7JyVqX/zOPrva87HYs9xR/g1P3bzExJh8jjIzXpMBDhWFrA92NbAdOTRz6mTXIa4qX8QwpF5QN25oiLS4zV+V9Vho7XNdg+blcyXKV2SUZ+qzvHhXuBpe/vxpKr8r53/8s3I+u68GbJVlDh3rkLrq2qUcusle/kz9KLWiTx2HTrFIYapMtKrMS2GCp81ZHGtIFFgTjDyiaZmIQJ/ce8Vpjr6qvQpPJPjKg2hLc2zvi7+3VQ3wWpoiLIpJlt3fI1EYsBkmZNrIhCQcPyxSISmfuSxf43pQpbCoVObxAF/NusA3lLRLUT9YYUHLYTki/mSSwE5BFNZH9ndpa//EaDhiryjXN70m37+5MoUzJ3502DrC7qYswHbJ4F7VxV+cI9vSh1ddI2PNmB2oUoF2DhV3Clg1jY09ALfk5dKhE+TcHdgpQ+JpFmHg4Go5cVqEWLMrfV+uw497JHk/Epsx0uuYCyPisj5sQcjerETRzaq2Xy87PLEr893vV/nUBVmKX/LmWDgpCmC71yO4KXGgJz8v57m/Pc3KnKTswnsR4TPKkNQYsr8tZvmx3RbbC9I38rMNJT6tHOePfkcJYYsbhFckxpHOPE187xUAeiUfo0SoaU18ebu7Oi4lNRyUTk9XXTpTEscKlJ4/HW4z1VX4u2eJ8swWdSLtkNWdaVEcyNrZmZL0zMfXNvGWZRKHvTqhI0pxa9XSPiPX2uk0+XhBMl5XvyT1Hu1qibSnSsgLINJGpIfEoaJo+fbw4ZTCxH2YyEQmckgeC4r3wPfs8kyVdXdEqmQiJBkF1cpp0eDkjWGKhkWlC3cWBQK62wvxtCt1ZTcjqsluNeh3KSmHX6Hv0c2ZnVVT2zQC5WYYOZZMKd6ttePovBViPgDK6mucPDbDupFtNdxNxtE8N7M4i3nYHqa02Ye7qz/LRYbaO2dgUp4eyO7QOlpnpis7aHpKqey36xilZ1+Lmnjaobh7NUPT7Qy3u6RJjsHW8zUHuFbfhaAgY/SzCJszrjzgmulU4mAoqGVWTg0jbc8euQkk6q7FlrSqPAthnoWwY0q7YcHiqCvlWUNNG5UMqwEmUzKQYQ5ecnHrcn02zDin9OwnVxY4r+9/eS3h7IrM89O35b3n/tYTbP72dQDufu4Uu78jQclrboLTkWxNpzrgo1oRm9TE6ohm9nGOyDnces3QdZXUJbzJSMlS0r2Enrani7SALIuzcWFeahg3him6hrOnZRffKimH5d0IJ2+iM4JQ10LQzajNynzO7pXYDpRwpSRWSRiXOKcZtbmFOvsVWQufmE+4e0MmproEV4dy/h2FYPdeSmjnXczDITbNS145JGqwkGQ/QhTvGQ5DZwo3jsmUCLGQ1YkcdZQjF1e7F7m9JWwgIdfGvixQN02Y3xWM+8B/mYESVpg0oRwKSKXgrzJQbLirTUvN8Cn6CBDE4B40krVVLFriPP4PjJGFNGAB09vUk4/wMu1GZDYwLQU6mQSvI6QfRVcIO9qjlMhVlqLkMvupLO7Bdp+BK+f0zFU51mahSbUnpugoyKjeFFBTq/Q6QVNdlAxMqq6Qaeo5mvGa8E2JzFGWH9sgVc3hEBz0MkhzjkogEhM/8lvEajI7qcNMLE1au+4NjKu+glZlFvpniDy5viBxxpHuanaGkSPvu6NMu2hAKT2h9+kelY5SlbsG9iRbsDdfZFXRotNpk0+8+DMAfLf8VQCaL65xfyAPzTO/N8vZUBTBDgV2fHmQf6H1c6x7cl+9mvJZru5TuSsKolprMJdndsKUyuAzeoxv4uT4H9V5XjZPgrgg0vdBswiU6URKDa8Po00j5iNBHW47N8fZniw1uLtSS9J0b+P1xZ6PEmXkij7LjPNtAO60uizrQu1u/hj9aUE02t2UULMV9beeA2DT/SN0ORFnYKzcP2taDxAPg6fU8EnO5/geMnEfJjKRiRySx8J9MMbsAn1QlfzBy/xk7MnY/wWMfdJau/BeH3oslAKAMebFh/F3JmNPxp6M/Whl4j5MZCITOSQTpTCRiUzkkDxOSuFXJ2NPxp6M/eHLYxNTmMhEJvJ4yONkKUxkIhN5DORDVwrGmJ81xlwzxtw0xvyjRzzWcWPMN4wxbxtj3jLG/H19f9YY8/vGmBv6c+YRnoNrjHnFGPMV/f20MeZ5vf7fNMYUHuHYdWPMbxtjrhpjrhhjPvVBXbsx5r/TOX/TGPPrxpjio7p2Y8z/ZYzZMca8+cB773idRuR/0XN43Rjz0Ucw9j/ROX/dGPPvjDH1B/72RR37mjHm83+Wsd8v+VCVgjHGBf4F8HPAZeCvG2MuP8IhE+C/t9ZeBj4J/F0d7x8BX7fWnge+rr8/Kvn7wJUHfv/HwD+z1p4DmsAvPcKx/znwn6y1l4Bn9Dwe+bUbY5aBvwd83Fr7JNLp8As8umv/f4Cf/b733u06fw44r/9+GfiXj2Ds3weetNY+DVwHvgiga+8LwBP6nf9Vn4kPV6y1H9o/4FPAVx/4/YvAFz/A8X8H+BngGrCk7y0B1x7ReCvIgvzzwFcQMOoe4L3TfLzPY08Dd9A40gPvP/JrB5aB+8AsAq3/CvD5R3ntwCngzfe6TuB/B/76O33u/Rr7+/72V4Bf09eH1jvwVeBTj+L+/yD/Pmz3IV8suazpe49cjDGngOeA54Ej1lotZmALOPKIhv2fgX/IAVvDHNCy1uaI+0d5/aeBXeD/Vvfl/zDGVPgArt1auw78T8A9YBNhf3iJD+7a4d2v84Neg38b+L0PaeyHkg9bKXwoYoypAv8W+AfWKkWuihWV/b6nZIwxPw/sWGtfer+P/ZDiAR8F/qW19jkEVn7IVXiE1z4D/GVEMR1DWtN8v4n9gcmjus73EmPMryAu7K990GP/IPJhK4V14PgDv6/oe49MjDE+ohB+zVr7JX172xizpH9fAt6JreLPKp8GfsEYcxf4DcSF+OdA3RiTV6s+yutfA9astc/r77+NKIkP4tp/Grhjrd211sbAl5D5+KCuHd79Oj+QNWiM+ZvAzwO/qErpAxv7B5UPWym8AJzXKHQBCbp8+VENZowxwP8JXLHW/tMH/vRl4G/o67+BxBreV7HWftFau2KtPYVc5x9Ya38R+AbwVx/l2Dr+FnDfGHNR3/op4G0+gGtH3IZPGmPKeg/ysT+Qa1d5t+v8MvDfahbik0D7ATfjfRFjzM8ibuMvWKuEGgdjf8EYExhjTiPBzu+9n2P/UPJhBzWAv4hEZG8Bv/KIx/oMYja+Dryq//4i4tt/HbgBfA2YfcTn8RPAV/T1GWQh3AT+DRA8wnGfBV7U6//3wMwHde3A/whcBd4E/hXCL/1Irh34dSR2ESMW0i+923Uiwd5/oevvDSRD8n6PfROJHeRr7n974PO/omNfA37uUa67h/03QTROZCITOSQftvswkYlM5DGTiVKYyEQmckgmSmEiE5nIIZkohYlMZCKHZKIUJjKRiRySiVKYyEQmckgmSmEiE5nIIZkohYlMZCKH5P8HYmocxsXXzb4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 210/6331: Discriminator loss = 1.2349 Generator loss = 0.7944\n", "Epoch 1/1 - Batch 220/6331: Discriminator loss = 0.6474 Generator loss = 2.4562\n", "Epoch 1/1 - Batch 230/6331: Discriminator loss = 0.5487 Generator loss = 2.8808\n", "Epoch 1/1 - Batch 240/6331: Discriminator loss = 0.5905 Generator loss = 1.9590\n", "Epoch 1/1 - Batch 250/6331: Discriminator loss = 0.6629 Generator loss = 1.8383\n", "Epoch 1/1 - Batch 260/6331: Discriminator loss = 0.6082 Generator loss = 3.0068\n", "Epoch 1/1 - Batch 270/6331: Discriminator loss = 0.8429 Generator loss = 1.2552\n", "Epoch 1/1 - Batch 280/6331: Discriminator loss = 0.7469 Generator loss = 2.2078\n", "Epoch 1/1 - Batch 290/6331: Discriminator loss = 0.5443 Generator loss = 2.7064\n", "Epoch 1/1 - Batch 300/6331: Discriminator loss = 1.1018 Generator loss = 2.1911\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 310/6331: Discriminator loss = 0.8620 Generator loss = 2.1542\n", "Epoch 1/1 - Batch 320/6331: Discriminator loss = 1.0786 Generator loss = 1.1050\n", "Epoch 1/1 - Batch 330/6331: Discriminator loss = 1.5478 Generator loss = 0.4590\n", "Epoch 1/1 - Batch 340/6331: Discriminator loss = 1.5170 Generator loss = 3.9501\n", "Epoch 1/1 - Batch 350/6331: Discriminator loss = 1.1657 Generator loss = 0.7761\n", "Epoch 1/1 - Batch 360/6331: Discriminator loss = 1.4992 Generator loss = 0.5285\n", "Epoch 1/1 - Batch 370/6331: Discriminator loss = 1.4364 Generator loss = 0.5779\n", "Epoch 1/1 - Batch 380/6331: Discriminator loss = 0.8774 Generator loss = 1.2316\n", "Epoch 1/1 - Batch 390/6331: Discriminator loss = 0.7047 Generator loss = 2.1830\n", "Epoch 1/1 - Batch 400/6331: Discriminator loss = 0.8061 Generator loss = 1.5954\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 410/6331: Discriminator loss = 0.8861 Generator loss = 1.6506\n", "Epoch 1/1 - Batch 420/6331: Discriminator loss = 0.8894 Generator loss = 1.5684\n", "Epoch 1/1 - Batch 430/6331: Discriminator loss = 1.1423 Generator loss = 0.8782\n", "Epoch 1/1 - Batch 440/6331: Discriminator loss = 0.9946 Generator loss = 1.4425\n", "Epoch 1/1 - Batch 450/6331: Discriminator loss = 0.8599 Generator loss = 1.4382\n", "Epoch 1/1 - Batch 460/6331: Discriminator loss = 1.7624 Generator loss = 3.6672\n", "Epoch 1/1 - Batch 470/6331: Discriminator loss = 0.9283 Generator loss = 1.5586\n", "Epoch 1/1 - Batch 480/6331: Discriminator loss = 1.0417 Generator loss = 1.1758\n", "Epoch 1/1 - Batch 490/6331: Discriminator loss = 1.2682 Generator loss = 0.8519\n", "Epoch 1/1 - Batch 500/6331: Discriminator loss = 1.0905 Generator loss = 0.8298\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 510/6331: Discriminator loss = 1.0117 Generator loss = 1.3872\n", "Epoch 1/1 - Batch 520/6331: Discriminator loss = 1.3613 Generator loss = 0.6566\n", "Epoch 1/1 - Batch 530/6331: Discriminator loss = 0.8600 Generator loss = 1.5613\n", "Epoch 1/1 - Batch 540/6331: Discriminator loss = 1.2177 Generator loss = 2.8359\n", "Epoch 1/1 - Batch 550/6331: Discriminator loss = 0.8835 Generator loss = 1.2350\n", "Epoch 1/1 - Batch 560/6331: Discriminator loss = 1.2333 Generator loss = 0.6990\n", "Epoch 1/1 - Batch 570/6331: Discriminator loss = 1.1149 Generator loss = 1.5902\n", "Epoch 1/1 - Batch 580/6331: Discriminator loss = 0.8887 Generator loss = 1.3461\n", "Epoch 1/1 - Batch 590/6331: Discriminator loss = 1.1043 Generator loss = 0.8515\n", "Epoch 1/1 - Batch 600/6331: Discriminator loss = 1.3011 Generator loss = 0.6085\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 610/6331: Discriminator loss = 1.1684 Generator loss = 1.9465\n", "Epoch 1/1 - Batch 620/6331: Discriminator loss = 1.1169 Generator loss = 1.1774\n", "Epoch 1/1 - Batch 630/6331: Discriminator loss = 1.1518 Generator loss = 0.8567\n", "Epoch 1/1 - Batch 640/6331: Discriminator loss = 1.4503 Generator loss = 0.5194\n", "Epoch 1/1 - Batch 650/6331: Discriminator loss = 0.9227 Generator loss = 1.1571\n", "Epoch 1/1 - Batch 660/6331: Discriminator loss = 1.1726 Generator loss = 0.7275\n", "Epoch 1/1 - Batch 670/6331: Discriminator loss = 1.0910 Generator loss = 1.4415\n", "Epoch 1/1 - Batch 680/6331: Discriminator loss = 0.8875 Generator loss = 1.3102\n", "Epoch 1/1 - Batch 690/6331: Discriminator loss = 0.8506 Generator loss = 1.4586\n", "Epoch 1/1 - Batch 700/6331: Discriminator loss = 0.8773 Generator loss = 1.3893\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 710/6331: Discriminator loss = 0.9245 Generator loss = 1.3682\n", "Epoch 1/1 - Batch 720/6331: Discriminator loss = 1.0476 Generator loss = 1.4937\n", "Epoch 1/1 - Batch 730/6331: Discriminator loss = 0.9440 Generator loss = 1.4997\n", "Epoch 1/1 - Batch 740/6331: Discriminator loss = 1.1820 Generator loss = 1.1314\n", "Epoch 1/1 - Batch 750/6331: Discriminator loss = 0.9236 Generator loss = 2.2639\n", "Epoch 1/1 - Batch 760/6331: Discriminator loss = 1.0456 Generator loss = 1.1814\n", "Epoch 1/1 - Batch 770/6331: Discriminator loss = 1.2127 Generator loss = 0.7772\n", "Epoch 1/1 - Batch 780/6331: Discriminator loss = 1.0118 Generator loss = 1.1012\n", "Epoch 1/1 - Batch 790/6331: Discriminator loss = 1.1128 Generator loss = 0.8004\n", "Epoch 1/1 - Batch 800/6331: Discriminator loss = 1.4297 Generator loss = 0.6067\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 810/6331: Discriminator loss = 1.2346 Generator loss = 0.6952\n", "Epoch 1/1 - Batch 820/6331: Discriminator loss = 1.1546 Generator loss = 0.7518\n", "Epoch 1/1 - Batch 830/6331: Discriminator loss = 1.2291 Generator loss = 0.6531\n", "Epoch 1/1 - Batch 840/6331: Discriminator loss = 1.4077 Generator loss = 0.5229\n", "Epoch 1/1 - Batch 850/6331: Discriminator loss = 1.1085 Generator loss = 0.8132\n", "Epoch 1/1 - Batch 860/6331: Discriminator loss = 1.1199 Generator loss = 1.3876\n", "Epoch 1/1 - Batch 870/6331: Discriminator loss = 1.2100 Generator loss = 0.7024\n", "Epoch 1/1 - Batch 880/6331: Discriminator loss = 1.0753 Generator loss = 1.1557\n", "Epoch 1/1 - Batch 890/6331: Discriminator loss = 1.2283 Generator loss = 1.6476\n", "Epoch 1/1 - Batch 900/6331: Discriminator loss = 0.9338 Generator loss = 1.1021\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 910/6331: Discriminator loss = 1.1554 Generator loss = 1.0279\n", "Epoch 1/1 - Batch 920/6331: Discriminator loss = 1.0694 Generator loss = 0.9543\n", "Epoch 1/1 - Batch 930/6331: Discriminator loss = 1.0422 Generator loss = 0.9821\n", "Epoch 1/1 - Batch 940/6331: Discriminator loss = 1.0090 Generator loss = 1.2778\n", "Epoch 1/1 - Batch 950/6331: Discriminator loss = 0.9929 Generator loss = 0.9334\n", "Epoch 1/1 - Batch 960/6331: Discriminator loss = 1.0372 Generator loss = 1.1044\n", "Epoch 1/1 - Batch 970/6331: Discriminator loss = 0.9789 Generator loss = 1.7871\n", "Epoch 1/1 - Batch 980/6331: Discriminator loss = 0.9341 Generator loss = 1.0812\n", "Epoch 1/1 - Batch 990/6331: Discriminator loss = 1.1283 Generator loss = 0.7214\n", "Epoch 1/1 - Batch 1000/6331: Discriminator loss = 1.0470 Generator loss = 0.9846\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1010/6331: Discriminator loss = 1.6730 Generator loss = 0.4038\n", "Epoch 1/1 - Batch 1020/6331: Discriminator loss = 1.1137 Generator loss = 0.7965\n", "Epoch 1/1 - Batch 1030/6331: Discriminator loss = 1.2758 Generator loss = 0.5807\n", "Epoch 1/1 - Batch 1040/6331: Discriminator loss = 1.2407 Generator loss = 0.5909\n", "Epoch 1/1 - Batch 1050/6331: Discriminator loss = 1.1710 Generator loss = 0.7218\n", "Epoch 1/1 - Batch 1060/6331: Discriminator loss = 1.0157 Generator loss = 0.9494\n", "Epoch 1/1 - Batch 1070/6331: Discriminator loss = 0.8970 Generator loss = 1.3098\n", "Epoch 1/1 - Batch 1080/6331: Discriminator loss = 1.3439 Generator loss = 0.5806\n", "Epoch 1/1 - Batch 1090/6331: Discriminator loss = 1.0679 Generator loss = 1.3855\n", "Epoch 1/1 - Batch 1100/6331: Discriminator loss = 1.1848 Generator loss = 0.7146\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1110/6331: Discriminator loss = 1.2791 Generator loss = 0.6240\n", "Epoch 1/1 - Batch 1120/6331: Discriminator loss = 1.4203 Generator loss = 0.5025\n", "Epoch 1/1 - Batch 1130/6331: Discriminator loss = 1.2168 Generator loss = 0.6520\n", "Epoch 1/1 - Batch 1140/6331: Discriminator loss = 1.1204 Generator loss = 0.7775\n", "Epoch 1/1 - Batch 1150/6331: Discriminator loss = 1.0146 Generator loss = 1.0621\n", "Epoch 1/1 - Batch 1160/6331: Discriminator loss = 1.1982 Generator loss = 1.4922\n", "Epoch 1/1 - Batch 1170/6331: Discriminator loss = 1.3857 Generator loss = 1.7108\n", "Epoch 1/1 - Batch 1180/6331: Discriminator loss = 1.0755 Generator loss = 1.2388\n", "Epoch 1/1 - Batch 1190/6331: Discriminator loss = 1.5574 Generator loss = 0.4267\n", "Epoch 1/1 - Batch 1200/6331: Discriminator loss = 0.9956 Generator loss = 0.9384\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1210/6331: Discriminator loss = 0.9694 Generator loss = 1.0650\n", "Epoch 1/1 - Batch 1220/6331: Discriminator loss = 1.0126 Generator loss = 0.9844\n", "Epoch 1/1 - Batch 1230/6331: Discriminator loss = 0.9516 Generator loss = 1.2291\n", "Epoch 1/1 - Batch 1240/6331: Discriminator loss = 1.0207 Generator loss = 1.0665\n", "Epoch 1/1 - Batch 1250/6331: Discriminator loss = 1.0354 Generator loss = 1.8686\n", "Epoch 1/1 - Batch 1260/6331: Discriminator loss = 1.0170 Generator loss = 0.8887\n", "Epoch 1/1 - Batch 1270/6331: Discriminator loss = 0.9792 Generator loss = 1.5465\n", "Epoch 1/1 - Batch 1280/6331: Discriminator loss = 0.8617 Generator loss = 1.1589\n", "Epoch 1/1 - Batch 1290/6331: Discriminator loss = 1.5559 Generator loss = 2.0137\n", "Epoch 1/1 - Batch 1300/6331: Discriminator loss = 1.3092 Generator loss = 0.6205\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1310/6331: Discriminator loss = 0.9900 Generator loss = 1.1357\n", "Epoch 1/1 - Batch 1320/6331: Discriminator loss = 1.0837 Generator loss = 0.9122\n", "Epoch 1/1 - Batch 1330/6331: Discriminator loss = 0.9246 Generator loss = 1.1433\n", "Epoch 1/1 - Batch 1340/6331: Discriminator loss = 1.0310 Generator loss = 0.9700\n", "Epoch 1/1 - Batch 1350/6331: Discriminator loss = 1.7336 Generator loss = 0.3504\n", "Epoch 1/1 - Batch 1360/6331: Discriminator loss = 0.9474 Generator loss = 1.3413\n", "Epoch 1/1 - Batch 1370/6331: Discriminator loss = 0.9825 Generator loss = 1.0575\n", "Epoch 1/1 - Batch 1380/6331: Discriminator loss = 1.5761 Generator loss = 0.4478\n", "Epoch 1/1 - Batch 1390/6331: Discriminator loss = 0.9057 Generator loss = 1.1085\n", "Epoch 1/1 - Batch 1400/6331: Discriminator loss = 0.8602 Generator loss = 1.3646\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1410/6331: Discriminator loss = 1.1145 Generator loss = 0.6966\n", "Epoch 1/1 - Batch 1420/6331: Discriminator loss = 1.1158 Generator loss = 1.2733\n", "Epoch 1/1 - Batch 1430/6331: Discriminator loss = 0.9617 Generator loss = 1.0207\n", "Epoch 1/1 - Batch 1440/6331: Discriminator loss = 1.1224 Generator loss = 2.1545\n", "Epoch 1/1 - Batch 1450/6331: Discriminator loss = 0.9559 Generator loss = 0.9427\n", "Epoch 1/1 - Batch 1460/6331: Discriminator loss = 1.1823 Generator loss = 0.7084\n", "Epoch 1/1 - Batch 1470/6331: Discriminator loss = 1.0461 Generator loss = 2.3919\n", "Epoch 1/1 - Batch 1480/6331: Discriminator loss = 1.0364 Generator loss = 1.7785\n", "Epoch 1/1 - Batch 1490/6331: Discriminator loss = 1.1005 Generator loss = 0.9952\n", "Epoch 1/1 - Batch 1500/6331: Discriminator loss = 1.1021 Generator loss = 0.9409\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1510/6331: Discriminator loss = 1.0605 Generator loss = 0.8196\n", "Epoch 1/1 - Batch 1520/6331: Discriminator loss = 0.9191 Generator loss = 1.7758\n", "Epoch 1/1 - Batch 1530/6331: Discriminator loss = 1.4534 Generator loss = 0.4725\n", "Epoch 1/1 - Batch 1540/6331: Discriminator loss = 0.9536 Generator loss = 1.2727\n", "Epoch 1/1 - Batch 1550/6331: Discriminator loss = 1.2809 Generator loss = 0.7389\n", "Epoch 1/1 - Batch 1560/6331: Discriminator loss = 0.8733 Generator loss = 1.3376\n", "Epoch 1/1 - Batch 1570/6331: Discriminator loss = 0.9034 Generator loss = 1.6218\n", "Epoch 1/1 - Batch 1580/6331: Discriminator loss = 0.7992 Generator loss = 1.4620\n", "Epoch 1/1 - Batch 1590/6331: Discriminator loss = 1.1717 Generator loss = 0.6901\n", "Epoch 1/1 - Batch 1600/6331: Discriminator loss = 0.9624 Generator loss = 1.5088\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1610/6331: Discriminator loss = 1.0375 Generator loss = 1.1027\n", "Epoch 1/1 - Batch 1620/6331: Discriminator loss = 0.9041 Generator loss = 1.4175\n", "Epoch 1/1 - Batch 1630/6331: Discriminator loss = 0.7950 Generator loss = 1.8452\n", "Epoch 1/1 - Batch 1640/6331: Discriminator loss = 0.9496 Generator loss = 0.9815\n", "Epoch 1/1 - Batch 1650/6331: Discriminator loss = 0.8798 Generator loss = 1.1079\n", "Epoch 1/1 - Batch 1660/6331: Discriminator loss = 0.9576 Generator loss = 1.3874\n", "Epoch 1/1 - Batch 1670/6331: Discriminator loss = 0.9229 Generator loss = 1.0775\n", "Epoch 1/1 - Batch 1680/6331: Discriminator loss = 0.7905 Generator loss = 1.5370\n", "Epoch 1/1 - Batch 1690/6331: Discriminator loss = 1.0189 Generator loss = 1.2736\n", "Epoch 1/1 - Batch 1700/6331: Discriminator loss = 0.9201 Generator loss = 1.5899\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1710/6331: Discriminator loss = 1.3376 Generator loss = 0.5393\n", "Epoch 1/1 - Batch 1720/6331: Discriminator loss = 1.1999 Generator loss = 0.6546\n", "Epoch 1/1 - Batch 1730/6331: Discriminator loss = 1.1393 Generator loss = 0.9896\n", "Epoch 1/1 - Batch 1740/6331: Discriminator loss = 0.8741 Generator loss = 1.1196\n", "Epoch 1/1 - Batch 1750/6331: Discriminator loss = 0.7959 Generator loss = 3.1816\n", "Epoch 1/1 - Batch 1760/6331: Discriminator loss = 1.2538 Generator loss = 0.6150\n", "Epoch 1/1 - Batch 1770/6331: Discriminator loss = 0.9193 Generator loss = 1.6238\n", "Epoch 1/1 - Batch 1780/6331: Discriminator loss = 1.2736 Generator loss = 0.6249\n", "Epoch 1/1 - Batch 1790/6331: Discriminator loss = 0.8827 Generator loss = 1.2476\n", "Epoch 1/1 - Batch 1800/6331: Discriminator loss = 0.8021 Generator loss = 1.8894\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1810/6331: Discriminator loss = 0.9743 Generator loss = 1.1430\n", "Epoch 1/1 - Batch 1820/6331: Discriminator loss = 1.0710 Generator loss = 0.7555\n", "Epoch 1/1 - Batch 1830/6331: Discriminator loss = 1.2302 Generator loss = 0.6647\n", "Epoch 1/1 - Batch 1840/6331: Discriminator loss = 0.9401 Generator loss = 1.0472\n", "Epoch 1/1 - Batch 1850/6331: Discriminator loss = 1.0105 Generator loss = 1.5726\n", "Epoch 1/1 - Batch 1860/6331: Discriminator loss = 1.0512 Generator loss = 0.8601\n", "Epoch 1/1 - Batch 1870/6331: Discriminator loss = 1.2733 Generator loss = 0.6483\n", "Epoch 1/1 - Batch 1880/6331: Discriminator loss = 1.0302 Generator loss = 0.8721\n", "Epoch 1/1 - Batch 1890/6331: Discriminator loss = 0.9791 Generator loss = 0.9621\n", "Epoch 1/1 - Batch 1900/6331: Discriminator loss = 1.0644 Generator loss = 1.8322\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 1910/6331: Discriminator loss = 0.9259 Generator loss = 2.2675\n", "Epoch 1/1 - Batch 1920/6331: Discriminator loss = 2.1620 Generator loss = 0.2296\n", "Epoch 1/1 - Batch 1930/6331: Discriminator loss = 1.1736 Generator loss = 1.2027\n", "Epoch 1/1 - Batch 1940/6331: Discriminator loss = 0.8997 Generator loss = 1.1473\n", "Epoch 1/1 - Batch 1950/6331: Discriminator loss = 1.4048 Generator loss = 0.5402\n", "Epoch 1/1 - Batch 1960/6331: Discriminator loss = 0.8160 Generator loss = 1.3607\n", "Epoch 1/1 - Batch 1970/6331: Discriminator loss = 0.8504 Generator loss = 1.1803\n", "Epoch 1/1 - Batch 1980/6331: Discriminator loss = 0.7618 Generator loss = 1.3480\n", "Epoch 1/1 - Batch 1990/6331: Discriminator loss = 1.1870 Generator loss = 0.6678\n", "Epoch 1/1 - Batch 2000/6331: Discriminator loss = 0.8827 Generator loss = 1.0959\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2010/6331: Discriminator loss = 1.1434 Generator loss = 0.7313\n", "Epoch 1/1 - Batch 2020/6331: Discriminator loss = 0.8675 Generator loss = 1.1100\n", "Epoch 1/1 - Batch 2030/6331: Discriminator loss = 0.9911 Generator loss = 1.2029\n", "Epoch 1/1 - Batch 2040/6331: Discriminator loss = 0.9376 Generator loss = 1.8629\n", "Epoch 1/1 - Batch 2050/6331: Discriminator loss = 1.0412 Generator loss = 1.1080\n", "Epoch 1/1 - Batch 2060/6331: Discriminator loss = 0.8346 Generator loss = 1.3502\n", "Epoch 1/1 - Batch 2070/6331: Discriminator loss = 1.1279 Generator loss = 0.7770\n", "Epoch 1/1 - Batch 2080/6331: Discriminator loss = 1.1678 Generator loss = 2.2662\n", "Epoch 1/1 - Batch 2090/6331: Discriminator loss = 1.1494 Generator loss = 0.7013\n", "Epoch 1/1 - Batch 2100/6331: Discriminator loss = 1.0182 Generator loss = 1.3409\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2110/6331: Discriminator loss = 1.0369 Generator loss = 0.8755\n", "Epoch 1/1 - Batch 2120/6331: Discriminator loss = 1.5478 Generator loss = 0.4174\n", "Epoch 1/1 - Batch 2130/6331: Discriminator loss = 0.7000 Generator loss = 1.4940\n", "Epoch 1/1 - Batch 2140/6331: Discriminator loss = 0.7123 Generator loss = 1.5402\n", "Epoch 1/1 - Batch 2150/6331: Discriminator loss = 0.9129 Generator loss = 1.1775\n", "Epoch 1/1 - Batch 2160/6331: Discriminator loss = 0.9896 Generator loss = 0.9673\n", "Epoch 1/1 - Batch 2170/6331: Discriminator loss = 1.1564 Generator loss = 0.6874\n", "Epoch 1/1 - Batch 2180/6331: Discriminator loss = 0.5981 Generator loss = 1.9467\n", "Epoch 1/1 - Batch 2190/6331: Discriminator loss = 1.3776 Generator loss = 0.5585\n", "Epoch 1/1 - Batch 2200/6331: Discriminator loss = 0.9411 Generator loss = 1.2549\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2210/6331: Discriminator loss = 1.0333 Generator loss = 1.7805\n", "Epoch 1/1 - Batch 2220/6331: Discriminator loss = 0.9851 Generator loss = 1.5255\n", "Epoch 1/1 - Batch 2230/6331: Discriminator loss = 0.7986 Generator loss = 1.8582\n", "Epoch 1/1 - Batch 2240/6331: Discriminator loss = 1.3839 Generator loss = 0.5220\n", "Epoch 1/1 - Batch 2250/6331: Discriminator loss = 0.8502 Generator loss = 1.7522\n", "Epoch 1/1 - Batch 2260/6331: Discriminator loss = 1.2262 Generator loss = 0.6089\n", "Epoch 1/1 - Batch 2270/6331: Discriminator loss = 1.0201 Generator loss = 0.9412\n", "Epoch 1/1 - Batch 2280/6331: Discriminator loss = 0.7748 Generator loss = 1.9111\n", "Epoch 1/1 - Batch 2290/6331: Discriminator loss = 0.9768 Generator loss = 0.8752\n", "Epoch 1/1 - Batch 2300/6331: Discriminator loss = 0.7443 Generator loss = 2.1194\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2310/6331: Discriminator loss = 1.0343 Generator loss = 0.8635\n", "Epoch 1/1 - Batch 2320/6331: Discriminator loss = 1.3595 Generator loss = 0.5462\n", "Epoch 1/1 - Batch 2330/6331: Discriminator loss = 0.8738 Generator loss = 1.6294\n", "Epoch 1/1 - Batch 2340/6331: Discriminator loss = 1.2977 Generator loss = 0.5753\n", "Epoch 1/1 - Batch 2350/6331: Discriminator loss = 1.0559 Generator loss = 0.9768\n", "Epoch 1/1 - Batch 2360/6331: Discriminator loss = 1.2590 Generator loss = 0.6360\n", "Epoch 1/1 - Batch 2370/6331: Discriminator loss = 0.6692 Generator loss = 1.5129\n", "Epoch 1/1 - Batch 2380/6331: Discriminator loss = 1.1307 Generator loss = 0.7094\n", "Epoch 1/1 - Batch 2390/6331: Discriminator loss = 0.8258 Generator loss = 1.8466\n", "Epoch 1/1 - Batch 2400/6331: Discriminator loss = 0.8414 Generator loss = 1.2001\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2410/6331: Discriminator loss = 1.3792 Generator loss = 0.5933\n", "Epoch 1/1 - Batch 2420/6331: Discriminator loss = 0.9097 Generator loss = 1.2684\n", "Epoch 1/1 - Batch 2430/6331: Discriminator loss = 0.8178 Generator loss = 1.1006\n", "Epoch 1/1 - Batch 2440/6331: Discriminator loss = 0.8865 Generator loss = 1.0594\n", "Epoch 1/1 - Batch 2450/6331: Discriminator loss = 1.4097 Generator loss = 0.4678\n", "Epoch 1/1 - Batch 2460/6331: Discriminator loss = 1.2160 Generator loss = 0.6449\n", "Epoch 1/1 - Batch 2470/6331: Discriminator loss = 1.0162 Generator loss = 0.8362\n", "Epoch 1/1 - Batch 2480/6331: Discriminator loss = 0.9263 Generator loss = 1.0197\n", "Epoch 1/1 - Batch 2490/6331: Discriminator loss = 1.0411 Generator loss = 0.8445\n", "Epoch 1/1 - Batch 2500/6331: Discriminator loss = 0.8050 Generator loss = 1.2960\n" ] }, { "data": { "image/png": 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4uhgd4Kza8K4m0FDe2eyx2uvrJK+8mq7G66/tbvGJ5+Uw2Gi1iBX3EUQDIo0qZYWagTdrbp6L2XgxLTCBtC2sHocnCQ1+JZ8byy1wsMh1o/Yr7FLN2NpjPpJ7bAQyzjvBFp2uHAQugaWGLTZbbTo92bxmkwjTknHVvZY0SPF1t/E9j1LNqqCyzBW0EKclrZliPRL1a7Q6jHSji4xHpe+xqGqM+its5aiaOOoHlLX5sJa1rOV98kRoCg6obE1oLal6ffO6plRHY2wtbXXwtH1IY9lpnxrKdx/bGlC3ZG/f6MWEgZxW6ZVt0lpO0iD1QB1KqDc5TEIGe9cBeCZu0+1IBCB6rUOpyKgk7a0QbaHuuItsyrHCi/NoyUXROMk8ThUV2M9zFBTIvUDasKg8ZnoixkbgzQDPRTEbLT0d1Jm04TuGPdGEuu2KSqMv7YOYVluOmIvZgpF6vg90f/eSLmd6SmzFGb62PYrbNEggV5cksbQ/1MhCEnr4eo+28XnmqpzAP/GFT/PMp8Vk2N7ffnwPjU+0A5+2nty2NBh91yRp8cLznwDg3zuruVgI6vM3X1XP+Wy6ggx7xscqYnW6zKkW0jFLV5Pqc6JEvtsf9LmyJWbVc1c22L8kn1Pr6LTkJO30+xg9hTt90QrT2Gf6HTHt5ssT5pnOAc8jUKBTx/PJFIfhtN8yW1FrhMP4MXkpWoELIybq5NvaUmj6XovriWgoZ4XFaXQp7rSo1fHX7qR0+vKbSPu+9gMi7ddZCYF+74UeM7WfstrgW9Uw1PnaiSBRcFPp3HtQkeUKNk5V4aoPl/T4RGwKnrO0bA52wmghHZ2PS0InnzcDn62hLIqW77HdE3X1c5+QiMP1Z6+RO/kuDjO6ffncGl4i7sgrurLGOelgL5VBMXFCvCcTadsb0PHlez8b8faDdwCI/JTuhizOdkvu9epbD/DeFHvyRuT4mk7Aoq4I1a7rRo5cF9l0rnkL1pFol19t+6B+9quthFLNBk3boN7sEihizm4Y4kjen8TSz+QeaXsT3WM411DmO/cLFJXMIN0kaPIkqHEN7Njz6agvoYHJGWvYTtW/0Grx/defAeALX/ibbD0jkRG/5WMKjagYaXtIhloiuHkBDeTZeqQaInzph3+Qnwnk8/HilwH4o9def5zQYFghJcu8oqybTTZAh4otRTxe629y9UDiCOnmBqn6nYa9Xdpborq3kw4WGeu2ev3TwBKrD6cfOh6diBlzf5IRKyAptB6xLk59TaLAp2xQjIG/CmuGvk9diBnXMnI4XXc+M91Uko7F92VuRWFIpabSRqsmVf9Cg7Cc2gpP8xPapkWmbcizilDjl8PAchqo70oh+IlniNT8u1hUVBoFKwqL043OOA/frM2HtaxlLX8JeSI0hdo5JmVBdZEz1jhvbStqdcotrCVtEngwPHdJIgrbQ0keSltdOgq7rZOQsMmia7kV2MRVFhQy2+jtJuwQNjkTicXE4qAc7F6idX4EQHZ2n8BTc0RP0uokI1Q1sQz7GO1G39Qs9OR6uCwZqurr6Ym4YQyBqgJX4oDtliZBXR9yfiHvvdGT0+7g6U3Qk8HaJYGaK14U4W/pSbJwK+dapJ7us8kh90u5793xGZWq6KaqQVV0D4/MV+2liZkHPvqRPcpVRl7lz4lbDciowDX92bxbEBDEqj77BleKBhHEAVaRaHHH54dD0XTKk9sAfPutdyQCAZT2sXqbVZZQ/x914dqm9PP+npp2vqVQb3p1Mce14tX4NbkBNi9osgc9hQn7JmBnR5x9LwY34DWJNJl0QtkkW7mKE3VurvJEPI9InZK2rolULQpCQ6Sm3v6+zMdgb0isfRhFETO1YUpbEmukITYBqUZGluq0bHkRpfc4CazUed9ODP6OaFgTU+Hp+J2M5SEn9ZJS4dp5VTQQEKyxGHXMWixulVX5wWStKaxlLWt5nzwRmoIHxLVlTk6lIbZ2HDKaK+LPGcoGeBv18WOxyRaaZJIvHU4ThpJJjKeniqs9lpl8H9iKSkODYZNyXU+ZnAskuJhk1Ap9nZ8eUh0rNqE6IdasvFb7OgAPTm6SaOj3e7OahTogO56hajgS4oBZ49DU07XbDfn8QNrudcE4OQU2rl1ie09OvOS5XX1WjdWwmjWGaibwWa+V4NSeD6ocbRr7W/KeG498bh9rKLcc4ZqsRGqMpyc6jnyhOf166sZeyrKxZb0QVbyI6JGfiQZVVBlJT+z55vDJXAF+of3dWkF4ax4nRHmhYbAvfp7P/PCLAOz+SsxIQ49Vblc8BsY52gr5vdJpk2oWazeR/vH8mFSzR32XMM7UEVkFxJncZJadU9bSkFaqCMXKEurJ3UvaXNpsYOU1dar4k6KgrbiAo6kmH+WOWaNgOkeiKYqpH7Glzu0X1bd1sLPPZCToTusMgWqCdQ7LhfThvbkl0WzcbQ1f4gzGa8Llj8fBFgWxZuvGzoelamyq2fiBIVBtMgoDHIp+LCFWDhCDWXGGfFB5IjYF6yyLssQWhu2heJOLrGDLKuA1SQh9ceb0uoZa1f+Xv/cyAJHpkajX//nLu1zb+iIAATWjIzEDAj9gaWVhheqZfXD/HspNgldEOCsT4eLOXZKBTCDP65EpcUbnQpxTdw7vEGxJ7H48H6/U3wscPcUDpMasoLJN7sB2q83GrkzGOElIL4va2XruJZw6WKMDeX+TpthHEldfju5Sic+K1AugkgUS9gzxVBxq/aFi6+lSVfKexdmUJjXSOm8FaS7rirJSNFT9OPPzYqFgsayg/LpkWna3Dnj+WdkINoYtAo0ChaqeT4oxpT5jujyjOJRnZ6Yk0E2xn3hsPPW03K8v93p2r8NrZ8oXUcxXMN84CbikKvPBlS4blTodNaNw2GkTqJ1wthiRG80CdT61ExMsyWtC7Y9pJQvXFMtVtGC8nHEuflkmixLUEddtGXVPyqEEUPiWnvJQOBwdNRniGIbbssHvbaojtuPRdgqQK2tsKfeo7ZJFpfkHeY5OM3JPDic/jbAm0+HwcRrtKJbZajM5Opsy0ozQZqPvOhiq+WQsHM81MrLIqNXpGHkeSfAejMoHkLX5sJa1rOV98kRoCh6GjufjDyJ8hQan0ZJAcQj+7HF+f8sLeOtEVP7xWBCGo5M3VvwG7uNfYPiUJqWUhuxITq48STh+KN/31HF0984FM01yMpXBqUq9uRNTHsoOfRh7bC9VzX9GNIWTqeXsT34dgOOjBytN4Kl2xA+q6ntp2GdnILv4yUSOpSRKOeqJdvDUS1vUSzVz8hFmLkMxeUMyzM/OTljMpG0JMLh2GYDSjbGKUzCLim5L+su7JKrEXnR/Rde25fcf0455Plbh35YCWzWZf/pvWa2gzSaruPNQtJR/8eu/y2dfk3F44eOf5aXPS9zfhBKSPXznAd89FXTnO2+McBNBd06nM+oNue7z3RafvP48AM//5I8A8Lc//Rl4Va772uwmtTodh2nM5pbiT1o9lhouHLSlbd3IsNGSv3fTCKN9n58/4qKB+XYSduqGGEc0ibwsKRWOXNeGKFLuhb092mj2obWkGhp8qH2VhiWZmi5FUa3wC0no86nnRfvpD1SNK2pq9TR6PnQVqLLR3mVfmapyM+bwdSHGOT2T+duJz4k0zG6DDKvZkKPpGdFc2u9sTV8zng5i0UbOzxb4mWobdbByZmbzJUa9jmkc4Tfh5w8oT8SmgGegFTDMhqCTYD73qNRempRTIqXdsoHPkaYGH09lkR+PpqSqfr7x6JBPWOmEtu9hAll4D+6/w/d+/+vye1WZUy9lcF1gznY6oc5k8Ldij0cKm67yBRvPyP3mC/l3N+twW1NTzxfzFQjpeitmTyfIXjtmqTDmvGH8aW+w1HZO3p3S25XfBt0tbCaLafFAFqNnLa09Gfyd61dIr7wAQF2MYSbvndsQo7ZzaiQ3pBNZXlT8/TMHCVayxPE9g1UzqKxrrKr/jfieT0sn/+agz+UNiexUXs5rN6W/T2rD4ECo7LZ0Y5oenRCdSJvDeswokEma9FLqWD6/cXbMUr32g9fFfHjpCz/GtJTF/Sf3DvE1N6KVpvQVhp53LH11XmxtyaIJx3blqwjbbZyO05nvUcxk0Q9rn2ogfR/rRpflU/KR6u12pvAuOFpMGJ9Jvyy8jJayYaVdua7jYrY15n+48AgUYlzbmutK0+eWmrXrZVgFSMdxhac+nDp8bOMvT2qsHhz1WOZQVUXEujH5DsJQWtcpLUYjXklZcax5Ne8cyXs+OJmA+tpK49NXH0cvDSnUb5ZTkgYfblNYmw9rWcta3idPhKZgrCNaFoRBi9PGWZLPmI7VoXQ6xiji716ZcXciv2nINgZJl9OxnFbfuHWLL74qTrKdz30/he7st2/e5Sv3hOcwRU6oT7zQo6OOundPJnzuRYH27l99islcTpUTUzEp5aTsnKqn++kNrn1T2v6KNSSqUsYVVOoBfrgs6QzlpK/GcgqcBym9WBxgh2cz4lBJOC5BlYjWMFXimH6akCtZzL03Dzn5fXGqXrmyRWtP1Nakn2IKOWEzNX0+fZDi5/Lcp65urRCLHpZiRbtsCPTkrtUzbV29ipvfz3LmqoXtd7fAKSfD8ZRMNZ3BdYkijEbnbBnBcZwV8OCexP/fujhnZ0PaH5aG3baaG5qU1LqyQbqr8XjP4LQ9O/0+3US95XlKuKGnn2a4zvOMEzWrbt+/y9ffkfsaV/GiZs1+37MbqwxMFze0ehWzUk7PUWaYK8z74cOAb99RJhZnGEbSn5td0TCf343IFBXptTKc8n2UzuP5p8TBmHQ0K3UcEaimu1zUhDoXJsdTbj26DcBr75xSKPnMp3bEqdzdSWlrRCkODIHyhRznBcrex8jBKw9lTh5PFPVbVIK/AQg8truiYQ1aLS5qQVsuc/CiD3f2PxGbAgZc5JHVc1phQ9UesVDs+CLPqHL5nHqwtyNq22VlNf7Ui1d5pKnHbhlxriE04xt2Di4B8NxzzxMqF1/YloW5s3uJtzX9db+9wZVnXwIg2enQeyChwbnJqM9k4zi7EAKRZ5/5AV49EBs/u/lNhgqsupp6fPaytC1I+6Bp2weHssCirTZbkYbT4mLFtWfcGH8m/oqOAoWSzRaeUunEUUC4LRvW8KCFUdKM0FTYjqYRq70cbVzFKPnH5etbq9ihH4b4tvEjlHhKV+81MU1nV8SteIYklo3zucubPFK1dXN/QKow3zjRaMDGBg/OZMMehhHPXhGzw9op1y5Lm7cGHZ7elwU7vHxdvtvw+QMFCnl1ueJiH/YCnJKa+J2aq31pR2Ib5u6AjoYp+xsRW6fKoBQHbF0R02T30g6hqt1Wc188wwpDvhmmpLEseq8zYJrJAiqrnK6GAwdduT5NU0xLyX6mAbVR3kzjaGtuSqrsyvEAphpSL8dTjqeyGI9O7jLXgyGJWvQ0YtDZknnY6XdwqRL4FDVeqiZh0qPlaXSljNhowtkNccwAMt1gxqOce6cyh/zAX5HR2jzDFrKJfFBZmw9rWcta3idPhKbgnKMqctpRTKAgDuM7TCKn39Of/ySbmtOe+z5hq+EhkNP8pc99HNTxVRYzlmd6kmxuEKhK9dxnP01/ICCTNFLaMT8nVljx/qWn2diXKMOdu0fcVtKSsoa8lN9fKDLn8sFVbqQCUrnRG5JpLYNpEHGwoydlOydWBur6GTntgrxDrKfExWgBkeqGywpfoa2tluIYOgFoLL290WLnipwSbqONU8COC3IqUULIB8pP2D5lOJB3GvSur3gUjOdhFHbsmYpEk7H6yu7RTgJyTdpJQo9ndsWh+PnnP8Mj5UAY9GIihYp7hZzsvc0e1ytp27nb4cq16wB84pNP09ITdG/3KqkCylqXZAwu5jn3J+J993hMspJ6EUbhvJeiA3p7Mn4tTagabJfgizZ2bem4vNuciClXtpUYJ/DQMhMsT7UTiyWdBvQ1jOioNpKSsfGZGzJO9ZSek75LNNvT2ZoTrc8QtxbMPcXLFI7AVwyEJigFQUyr4Zfc3CLyleug3qLUxK5r1/wV12KiWke359DcP2pniFRla/cCltr8lm+ohtKHU+X57HZ6tJH59Ie33uXokUyGFj6bfQV7lQFZ+WRQvH8o8f235jjsAAAgAElEQVSAfn+Ltp+QKPNQxzc8p7j+qwdX2erJ5PAiA77WKtB0Yo+YeCivUo5GLBHbK2q1CDVq0St38J/XlFXb1DwYcXBDsgGT/i6VhnfM7A5DrSFwL8tYKvnK1r48Y3beZfic2JMbr22Qaf5EGPucjGUBXW0NVzkBUUdzJs485hdirpwtJmxHGt4zMXWtanAoEy2KUuI9mfx+p8TX96iWF9i5DHJeTKhOFIVIU5kq5kvPCLAq+tjT1DTZh/WqJoNzUHsKLNpQE6w/5OpQFnewM2Qj0ZTjVspkdh+AgQ9VqREMDT2mW/tcUe/2Trum1tTiqJPiReqLKFmVu2orIG05PWagm8ag0+O0lE12khccNIgys8QqIjXqa4ZgcolIiUhtYkk61+W3tAgCWbx+Cl7ZUKNrPQ3nVoVsAmCoafIHrQA25b1Lf0l2ptWUlmq6zjICTXu21tHVw6dKPUKkLwLXpKeHBDSsWLBQdf7e2Yh+oNm4wzZeu6X9ovPYQkfrfSzmObiGycuuEKIu8HleN9ZFKe1NWpZTPRSmsyWPFJG707McJLJB7kUBk/fklnwQWZsPa1nLWt4nT4Sm4KyjnJYUPbNSo+POBn3Fjg/7LTo76hgyMXXU1N2Tk6YsppzeldPs0cOH7L8gp78Xd7F6QvkkGCvbatAVjcHzBhj19JaLiqrUaAAzCjVjOn2fYy1K4/UU4/65S/xQIZ8nb32Xb35XohPzRc3pUmnMgj5tzVb0tPqTNRlLhRJfTGZc2hSPuulG+JV8zu4KLDuOA7w91VzoUc/01K1YlWazi5B5oXyTd6QNW5/5HO3ntDhXOFhxFjjyVSQi8DwipZjbV56GF2/scf2qmD6dzR0ShZWfzBe0pnLKtaIuB1viPDUK/hnduoPR9EprA0xPYdBBQFUryCqwBHrCzmaiYbz22m2Mwnz3OylKYk2S5wwvqSawzDlV+vVQ297bBl9Zsv1WSl/thNqmOKXQm08XBKr+ewpp94M2LJROb1oQdsXz3+oMQMlLJrMcT7WCyUwh0dOMkXr7Z54FzXnxo3jlrI06+s5+SKWEO+XSMHcSaSmWc849uUdsfAZ9xdGoqej7PrlW8mq12vgaSTqeTbmrmsvWdp/QkzY7X357NlsyVbzMMs9WFP22Tqk1ryRKu1xvSCl4hw8if2FNwRhzxRjze8aY7xljXjPG/Df6/YYx5reMMW/rv8O/6DPWspa1/PXLX0ZTqIB/4Jx72RjTBb5pjPkt4D8Dfsc59w+NMb8I/CLw3/2bbuQM5LFHmBX0NGTX8gXGCggNsoakgl5CoA4jpw6ZxdmCO29IEc2XX7vF7luCR7CfnbJ1IM5Ib7BBrTS5ntOEojqgQk5am0+xmey6rfYm/d5tuffdmlyLIHS6yprUjegrjdves9fhFTm5eokhbOoanI5IFJZq1eFkTECtJ1BQevhGIcrLCNJG+5H3LEfnK6Zlkhl+KpoEwy7eSOx2k4/xpkrQqT4C/9oNshOlfHs4WlXMtmX1mEfCOlrqMBxui+9gZ3tnZdemaZdO+zE82n9OnI4H/QHphrS5gRcb38Pvym/7vV18hfZ6XkLty7uWeU6lBKRjLRj7nVvf4t1j0cweLh5XYj4pcj6RSmjRBo6pFsTpaDGc3jLDU+eo73fwNbS4OB/TsI7V04xKyW2jqmGtrvGUYq8wMD9X/4OzWM3GLesZk6lqBaqhXJSWTB2feemTqyMxrirClpzAiYb/fD+mVr9F1aroKUYirmpmiq3xeintVPENWtPB1A5VTPG9CqPXdVpt+uoono0hERcTGZqsFxWcZdL2bGFXiXkllpnCF/qhw1fn9geVv/Cm4Jx7CDzUz1NjzOtICfqfBn5Uf/ZPgC/z52wKOPAqR9xOiD1lrLVS1AKgqB0ul0716xC0YrA6fZmf3ebXvvqHAPzhzXMi3gTg97/8NT73rKj5X/pbf5tkU4lKZrJRdDYT6gY7nkQr73zai1aL8IR77LdkUezvPwtAlm6AZqFRZhidKFv9PruqPhvPkSqNm/NUxTtZMldTZLC5id1XCvggxj4SmLJViPZyvsS05Z3jsIsJddMIzePS77ZN3hUHXZnIe84qDx6qmpktSRS6vKwLmlUTBD6+OlufTTT/orNN0m7U4ZowVW9/3CM/V3V92MZm6l3XCsedXoHfFIdNN6BuWISzx1WnnbcqJvtoLObR/Ucn3D8UbMlysVgVsF9MC87OpS/MtIevzMcbChBaxBPShnAmLCjm8tv5xUPaCnBKkgK71AWruA9TZdRDzQefL0HBPdX8cTGYfOmYL1X9b7Jnq+pxJW0/IlTocicKCWJdpYp/8K0jVJh3u9Oiv3MdgBtPnXE+ksOnjH16iqFAsy/zOseWShtY1zjl02sNu7TnskEOrMXqpu7pHAqSgIup9Ot5Xq/qX0Z1RFeZzvc3d2h3Nvkw8lfiaDTGXAc+DfwxsKsbBsAjYPfPuOYXjDHfMMZ8Y5F9OHDFWtaylo9O/tKORmNMB/jnwH/rnJuY91A/OeecMeZPjYe8txT9wfaW86IA33mEWnHX1SWlqgKz0zPCBtlVW4IGoaX6VF1v88JAkIu9Z4akfXmta4Nr9BURl8U+Aw2d1QoNrSZLwi3VOsIYcyLYhNT5DPYkUepTy4qFahCurZRaYUqiySet3We4rxCz425MHetpXOY4dWxmWnV6OS5ZFg3xSMXoXc2erI5YvvuOtk1LkG0PCFpyWruuR62qoc0m1LXWLpyd4GktgKOZ1rs8HPHrWu7+k7HFKdrSMz5N+WTrwEvl8x092btnD9hOpQ9dDN2OPs/GxBpC88qY8YlkNpazxlEXY5Rkpjw5xGqYra4qak3SKirDsTrESmWftn5Cqc7OC7vA6Sk3XpS8+0D6a9bNGapmsqum2zyNiY/1hJ3OyGYK580KXE+umz86JVuKU3FjV5yudTF7XCszz5g3pkZVrhiRl8vZiuSnrhTFWINpoOLGPWZ5djVpV4lRNNwY2hoafENWEGXShnSjz6aR+2VVRZFr7QhFUp7NFjhF7BalIbQNh0QXrPIseDFWa5nWmihYZhXn6pSsrF3Vxgi6EclA5udge5OEvybzAcAYEyIbwi875/4v/frIGLPvnHtojNkHjv+8+zgHReZTbETkSjYy9wO8iQZhk5ho3vgRzkFzAto6KOl+zCe+9DEAeq/fJVF1nnnOsRJTtPbPiT4uxWaHmgk3nx4x03qOvl9QNKZEK6Cnanx8bYdbb0rJ8YsLaVtaLrhi5B6uHGK1fPmtBxcc9mRhpb0247E8e5lrsU+bUsVNhaSc0VwiJq0LR67FQtJS7uXvDrHbyrw0K6gyhbAe5RR1Q+udcDy6A8D/8lVRxb0/uscDrS/5uenfoVjIQnG2XqV4R6GHUSzAYioT9/ZFGxuLan85qOldFpPJrz1OT0TxOy9i2gqS2qml34q6JD1vUpLLFY3+aPaIQv0IXppwdCq/uXUu7ZyeFqtcC885krAhpKnwFeZbVgZfN+S5ZiLOp2MyLblejJYcT2Qj37t0Hc/IIntw/xaHU/n8yUj6dUTJTP05WZbTKrS4b+ERKNR7muWU6l9YaBShKGGqbTCJh7o2cBkr2v1Q2279hFIjIHnpqNQnlp5XzDV/5OjhA6q5XDdUuH07TTluiiWHbUqtc1lWOXManEVNUOvGqLTv51PHsWZ+lpVlR82qVhDTVzKYapmxCP+acApGVIL/DXjdOfc/v+dPvwr8nH7+OeBf/EWfsZa1rOWvX/4ymsIPAv8p8F1jzLf1u/8e+IfA/2mM+XvAHeBn/rwbWWfJygW2SlmopzcyGYXmpruqJKuUzbcwRJGc6OMTOWmXkzHnR7K73r/9kErvYVoDKkWmBe++yye+//vlfpornzuHMl8R1pam0EkYD9m8pGp+a5vTB0KKMbuvmoSrqbVi8O5nn6f7LyV2f3z8iLlmHS4qR65mzuRUSTzqmqbqeeosqZoSdgt6WiAkaQ+0jRW5liWrzk4xWhbO2YxCGZNtaHk410xSVUlv57BUbav/5qsrB5/ve/hq2tWVZanIxHt60gahh1PCmWI2ZXquMe/pObbQhKitFks9VUeqXi/yJfta/zPq7lKVckKfjk5XDrwyirl33NSlkErUy8UxflOTwoBTx23geXQU1TnsPK6dcTGS+6YYWj1558NJyYWWe3/x+Q6xovg2dw7wfXHALpR7Ikq6pKnctx+YFWnP0cmImSaYTe1SyA8Ap1EU65tVCTkv8PE1TFCHNS3Fu1RNpuJyQqkJWFW2wFP36TIvOH4oSNbTw2NcJvMlvKwQ+1aHG9cVs0DEZCxm1/m8YMtrCGCcQOOBiZpUh2fnnGj0gdDHD5vommPW8IZWBXXY58PIXyb68FXA/Bl//nc+zL2sNcxyg7OWWt2+JojI1BbqBQGxDlLtaha6sE6PFIxy8yGnmdjUz7zwCWJNi726dY2zWtSr+8dvcPPlLwNwaUtYgPz9LqYhvkwCfE/AO16rxFdVrTIJSVvShG3rLQA2NjYJ1bb81AvX+akf+wkAbn79qwxUhWsHAbWCU+qWTOjR0YJEJ/nu9i6xkmmEfoDRyV0qvNrmIXlTQWk6JVOVMY4hUli1V9bsbMn9Bi2FRM/mq0pPh7OLlckgxWyVnt1YsqUuWFWXsxZYBem8w4KXvyMMUOHS4+ltGYcHDwfcuKFjpjDo08Pb3NNirEl6RnUuZo4XBwz2xe8wOz/n9htiRd5dyL83759TqS/GVhVLLQDT66T01B6Oy4hRKQAgFsp4RIue+gBCcoymxp+MT7mhm8zOlQMGNySLtSkqm48No4UstmUZE4Rigs7yRxwtpQ86aYyvXJC5pllbE5NoOnThGUZZk60bYIyyOyk3pDGWspBxqrycpULXz8cjQqWaD3t9oqFsBjOFcE+ch68p6XXpsZxKO0dZTqR+sDNXkilha66h1UeTGaWaQRHeqoR9q5OSKrmQ8Tr0NPX7g8oa5ryWtazlffJEwJytqyiKC/I8pTNUp04U4isQpDaGWnfHtONRaZh3oiXlz49vrcrM5+02m1a85YuzBYXSjgVlyndeFQ//4Mclpr/Rv0FbNQnPr0jVIWNMwtmZeNkn9QNqBX/sbomjsmWCVTSANOSlLwl79Js3v8VrGhi5tOVwXVHbwons/G6ekygk1tsc0GvL39OkQ6kRCqOYhiqzq3LimQvw1UFZ+TDVatZhOSdTp5XV08xiKBTodTJ7BecaNmfAayjYDJlryrLLb48XF1zuiFrbtpaxOqp2Nza48azAxnevv0i6IW22c2lnFlmO7osj9t6794gUzntt62AF+rl9dsKjSuHYaq9NsiW1OoRnZUmpkYEwTZkrT2e3a0hnojU0Y364mGHPlGqtk5LqFH738JxaT/EkTSj1+6UWTnn04CFj5V8cL2erSFS+XNAbNDUoE0Lt84sGCBQ9hkrX1lCqqWComlo9FJWq8IFPrKCw2bQmVy0s6Xaoc9Hk9ndhb0fAS2fHYlIcjbJVhGM5mnB0pKmRXkmuZpVLDX3l40TNoOPRjFIjFYNWxEBBXSasoCdmThZ4bDflrT+gPBGbQlHW3DucsL/dJ5vLi58tF/Q0M7ATOQqdYK6q8VRNHKgteOw5Ap3cHJ9xqBmDXpozGOhiOrK8+HExG3rD6wCMTsfMTsX23NqKCQ+k895852V+45//MQDD/Q2eevbzAFzWfwPnYRVbcf/hiDOtQTkbRbw6F//Dc53PsK02ng3l77tbKQ1d3tBLSTXkmG736ewqqctINhC/moDWvkz6z7CYyyYVxx1yjTAtF5YzJybUudIPRrbAuAYDHzYM79J3TR6EEQIagLmGxQ5NRXxPFu6n9/YZBKJyTko4UT/BcFlyoAQn3lBCtiSGohIV/zwriPS6WW558K74fL737jtcqHp8TxGDk2VOqKuqrqrV5nVj2OWFK7I59Tstvve2pqWfSBtmkxn5TMb30iWf2Iqa3O8NUapF0niPdinvkmfK5NXZgUrGejmbMtVQXz9N2VeylAqfxVz6rokGtHwf1+SaBG5V4r0sDE6LY3heE/LLKLTGR1GDUcajYbDLrK2b/XFGpajXtpoRbS+hUoLWrEgJ9mW+LIoRE818rAOfcx2/tzQ/5nA0flwUOImJNApioohCa2D4XkXlf7hlvjYf1rKWtbxPnghNoaorjifHvPF2xLVdOfJaaUinp5jyNKXWHTqrc1rqod9+WoAphbN46i0/WxakqmpPnU+iWYQf+9LH2PmilEafqBZ9+vYrmFSci3krYHRPnGB/8tVvc7GUk2kzOeDa8xKz7yj78rycUmttxId2wfxY2jYvslVV5nejmm4un8NEsyG3x5zelZM9eVDhKS4/TitAtAZPGZd9P3lcr3L2EE9BQbZeEm7oid/tkn9T7hdrMZHtdp+pYnRC32Nh3wMma9QGT0hXAIzmRpSF5exItBz71B43nhNOhmI0wTvXfI39nLDRRHXm9H2PqivqsLkUszRyMs8vKi700WMMR+rYnGlkxHqGQNVaU9Urj3Xr0s6KMTokoFWKyfdQr1v4lne1elN8CM+8JA7FjRuXSR9pfkxYM+wLj+XGtuIYFimHt6Rv29UGVudIu9+ipbDi02zBXY20nCreYMMzdFRj9fHxnHJbmhJfVX5fI1FukZOq1uCqmoXy7U39jOVCAVfOU4KJFRM/pvYZKP7jrMiYHSqeYpljlVDBj2qm6oSfjGfaWwZf+Ue8JCFoaYbu1h6V0uCfzjJa0zM+jKw1hbWsZS3vE+Pch0M7fRTy8U9+yv0fv/qbvHV4xte+Jgi9reEFuXqX3v7Kv+Jrr94G4MpmzVOX5BRrmGj6m216ult/7807zJTdKDMeQ0/z40clS6XBOpzKaWCyKefKU/DU7mWee+mzAGz2j7nx9A8B8EM/9dN0NjW8pVvoU1f2aek2n/otAi1Z144TQmUT6sYdtpTN+CmlaOt1W0QKjw6jgHYqfy8qj4XamZ46loyFWE+inHzl7FpkGU6zJ5f9HVJlnT48Fo3h3vkRQawZhb1NvvX1L0tfzDPmqm34xjFXVmJjmn8TugrRXfoRnubjF4XDqT+nNh5d5TLI1MHlyhLUju6EAQtN8pksFxRVAwsPViX0rDoUF0X1mIKt3aWfyvh936c+x4kyFo3OxjjNYj3XrMbQdwz0/awzZPpOo8WMmbItGVcRKoTaNCyn1gOabFV/pSKHviHTGgnW8pjo1jTJShVN5L2VhGwNxfez1/X5D37+5wG4/0gIfW++fpdHqm3FaShcfkAQGAL1f5nQ45KWmRv2VYMsR8yczItsdsFSsyA7eNw9l3HNRssVTL2BM+eTBZ5CLPNWzL//Ez8IwI/+5H/OzlV5xv15i+/8sYCNf+7v/RffdM59jj9HngjzoQQe1TV3Hz3irRPxZM8v7nJ8JBPh1Te/g5nI5O9vP8NVLU9+6boM0G7UWfnTvu/jPtVSYujBxDI7E9VptrkAdXZduiX3ffNhSR6Lupv7S16++4rcbzbjrdduA3DwyU/wsZ48J1SVM40T2ho5CIOanpJtdJKQoabRHvQH9HXQd7SYabfdI1G1zjmLp0VGqiQgUXKWStV9axbYTKMvsyW1wmvH0zGjuULBo0Ou78mGk2quQjwzjJWevTbxKtV3WZQs9QAIbEmpE89qn3guw9M8icor6Wk7B4lPrCnqWewodaEvVIUP8HANI3QrIlBoc1wYCt3UirrC6rO7SrFnfLOKROTFgqX2xcPlGGLZnEbLI/KFOOgWTU3Jyl+Vjo89S6Z4ET8w+E1RWeNRKa4l0LEpa4dyulAbS1c5DIPKrCjsF87hFC+heyUtz6CQFTqRwWoW5OWdgJvH4vC7fVscmG+8/TZWIyCbBxtsKox520/YvyrOzIODIYPtS9pOGdT7d+6yaIoRb23QAHGK2rC7Kc7IeT6jnkg761zm72Qj5VgjFXcfnfM7/+oPAIiCy/y7/9UvAHClF+N9+tN8GFmbD2tZy1reJ0+EppDnFW/fPOPoYkk6FxjsWyff5u2vipNpMnnElU05/Z+51OGyliLfrbQadOqTa5GVq2l3hRiLL/lMnHAgeBQYTSSa7kt4r/Udj1/7zm0Abh2NyG5JaO21usKpun72j/4R/+P/JDC+nX1xgCVxwm5PNIVW9ZhP4Pmopr8tJ/de2mJrR80OZe0NvJhECTScHwlFGlC6gJ6expWSndrKMVKW6NDPqTUW/ihb4LTGw83XDykPxTm6q0Qo/W66onpwXsFCNazSWcql/iEOqcqmbLncN/INLtAaC5VFfbxc2egyGMj7nZc182VTMlmhwcasIMrFYolRbWN72KatcfpxVuIpXiRUG8wzUJSa7WctVkvBzcdTekq8a+dLrCYj+U2CIyWFOp2jdtzkX2GcJVTTJE0CmlfdVCThuDJ46iVdGksr0GrNQYXXMJwsKxaKZHSqYQ0jHwVFUuclmfIiuM02b78lZsPhOzJPR+cLulqyb2BiWqq5XL+0yY2nxCm+t79LoZrA7ERMg0Vl2FZavFZ7GzalzbNFgdXiNFG0i6/cCTc10S66f847igtx5YhvHIrm8u1//I850yS9L/7oj7CrmskHlSdiUzC2JsgnHESG+2qr3/+TNzg7E7Us8X2uaLHSnaAgyaUzbSGAkGxeEegEDNKIVAuZhBsxVzpCUuEbD6u5Bot9sbdae1dJ28LY9Kvf+i53dDL62QyUK/Lmy+/yf//T/xWAn/35vw9A2mrRUh9Gt+2zp2m9W60hm2rvp+0BSycDmpSNfZuvYNxBYBtqQExdUummYJR/MqhgqAVXimRApiCcGwPDzbsyEZbLGW9r5OPqrqinedKlASe0fY9IVfg4apF2tVDqYs5CeRWbxPaWH7GtxCm7nYTntajLU1f38HSanF6MuTiX3zSR+eP5hEp9NHXt0Vbm6jQOaCvI5izPOJs3+R9aKNj4VIp5yEuLp+rz9PxwxWacu5y5jlmgtr6tQS0CSutwmmsQYggboi4cPY2SpDoeft8w08jQgXGESpc+OplgFezVSkLUGkH3IiLPw6kvIqsNE8UvfPfeEYqFYnSs8OmqYKCbvqkKLm3L3Ot1usRNuv54xEzzOMZqgm132tzYl992e/u4gbxItcxZXDzUzwXTWMa9ozvhedTBqLlTpSkLzZkI5yW//M/Ej/DVl9/gv/y7/wkfRtbmw1rWspb3yROhKYS+x6V+ygN7Tv721wAYTaerxj2zscWLVwXllpqcQh1DaMzYJyZWLrskSvE0IaodDWk8x74XYlVdbxJc9q7s8vkf+T4ADvOC7DtSg/Isj9GC0Vy4Ob/1278LwA9/6W9KG2qLWYgW4HkeTrUGzytJWrLLt4OCEFG7a/XYWzys6qKldUSRnFZF4ghVbQ3V01+12mA1X38xw0s1ISjeYN9pEZHbASdaaflrt24D0NnexvOV+zEvsHrCpi2fjibwPHAzUPMhVTX5xmaXLzyt5k4c8NJ1ifBsX+5iFFa9NQw4bEub06Zc/HzO9+4IR0KY16SbyhUQhIw1IahXxoTKZXA2lnuNlxUdHTMvTLR2MoymMyp1fpricQSmgfMmzqygyJ3acqyOz+3YJ1GMgPFLskL6S/ObeGlzk1PFchyOPM7ONOloWRE3tTItHChVWqHXhQYydf5uho5cM2nHi5JSCwZN1aRqB/4KVYhzFE0JuWJBvlD4flhgFJ9yWUvp9Td26W9J8pifbpI2Je/KJReJRnNOJkRT0Zyb7NrhoCZV1GQQmFU5vfHCcXoqJnJtLd/5o1f4MPJEbArGObyqZDld8PBEBsura/aUNWln2EXNcsrMI7Ky6GtlnUl6CXFjMrRTQpQb0Xn46qmmzQp4QpMP4Xy2t2UhvPBczjtKrnnyje+sQme7l/cICxmk3/71XwUgDiLaiTxv2I/ZTtUbjqFoVF8/pKoaMI1cH0YpTm096+fMVPULCoPRjcyon6R2Bk85KqM0xmhmoDEeV2qZTB+7ssHX74ofZD4RlbQ/3CbREvA1EXHQpAsPOFOiltPpmEzfr6/pvz/w/DU+rhTvw40uLeX1C5zDtGQz2e0aTKjl3idy38npOck1ZSZyhq5i7juRz0RDwCfnS5yTZxcaCj2bjUGBU0VVInw9sJiX1E0BFGoqNYWajcLi0TW6sRLQ8poCugZ0Qw1LKJQAVzFPzIsJ232ZF6etOUWTP2HK5jIWteWegqwSnSqBlbRygCiOMZoOf1GUGM1o9bWNcSekM5T3aIWGC8152dlICDXnJSGlvysHXFfp8ttJn1AL2vpBuioiRBLS1027nteUTunetySqNVnmJFrUpjMvqNQES3sBZ0oYdP/4Lr/y27/Ch5G1+bCWtazlffJEaAqudpQXOe7WLfpL8ay2g5DLyoZ8sNFiuCvqVa/dWtUaTJR4JGmlq5MmcA7bePB9H1/LhvmeD1qhGfV6V9VyVUptf7PDFy8JNPa1b75MqVRhz/W36GyE+v3rAOz0hgzVZOjk9Sqbsd2N8KOGz8+HRJ4XaW574Scrx9fc1gQNxDgJCLScmgvkuWHpyH0lSDERRk+P2ljaO2Ie3Di4xhsPRYW9q2QiVxJHoIzD2WxOXTd1Dkums4a1uCRWMNHnr0hi0xe/+CJ7XeW8rMzK4Ra3Awqlxk/8iJY6bs2O3Pe+fZOnNZbuhTmLquFWcHQqGTMbnKEYI+ZKpXbvYvY4IoEhV14Ai7fKGHREq980x5fxHEaZqNPAZ0PrKg4c1IqFMHXNhYKoUgWvvX3kEZ2oJlg6cjWf8sqtrstKSx7q3FGH4SD0CZrSe9QrJ6jBw6oDMlQtbxCldBCtyjM+RvlGN1ptQsVnJEmXpCtaQ0cp+MJOn0A1T3wPo852i7cCfcXdHq1S8SmqrcV+l1i5Ei5fLQnuavKfi0H5MW8fnXHr7Q9HjPxEbApZXfLO9Ig3332dk4Y0wqcR6XMAACAASURBVEnRU4C4VRNrPYg47RE3i61hmqlqYp0cXgDGawg1H2PD/dCjiVMZJT4tXLmqBTCIA57XsNHO/mXGUwk3WT/h4y/+KABnt78KwM2jGVEkareJstUmFEYhSaL8kVFElCrRhXr4fVuv/CGeF69MjTirqYws7lrtXs8G+HUD7snxTIO6qwjU+3z1/2PvzWJ129LroDHn6tf6+//f/d7n7NPeU7epqutbrqpYcVF2ANEkhoeAEJEgkOcoEg+Q8ICQCFJ4QOAnQAJBHlCcKAhCIiWysZ2UcVxlp9rb33v6s/vu7//Vr8nDN9a6dSUndcvX2MfSntLV3nefv1nNXHN+3/jGN8aNXewfCnvz5F2SfKYxonV5uN1IA1TgOVsVSJnOlGXZXJc3b0slZrO1B2VJiB/ZDnIy5RwTwqe8OuwCjkeHqEYgZQGXwiLGs5HRNHZZJuh0iKWYdXQoGa8pQvPx0TkmDNuztERVlyotA8WQ2CkKLFYxj6MuZSpYDKkjVeIevReUqeDXn+cASZ3Ps7ScmQJUb0eWl3DZU7BMC2Q1OxNASZNdRbrlvECDOXRaIXwyoCoYFDzmdlseTKvdxgXPH4jwelcWxbVWGx7TB9dVDSOxTjssjU8WP9jQ9IMwpYLmsXkoUbAkEpLRORj42J5Lmje50pi26vlSwiWeZSm7cYv6rOM6fbge1+N6fGq8FJGCyQukh1c4fPIcFkks3Y6Pvis7Xrs1QsAQzXaDhiDicMX0vBYc6vr53QhVWXeWBVDc8ZStGw0Bi7uINhUsrvyBFWB7U1bzb95/E6cXAuAdjS9QZQLwbO8KEer46odwGNonqQIPGXHLRo87l1UpaK65Dnn9Oi1RMLwuyxiKhJVCZ1DcET0KvbiWRkyCjVcukdc7mGcjocDJIp3hdk92qW9T3CNPCiwpL2b7ASzi+uPpAlWt56ct9HwJ+Xc2BGh1OxV0SX1INYNbezBGPjxeWx36sIo6NZNr2Wu3UdnyWbbRKHtyz6JsjoKuzA98hTHJVx2yot756DFWDOdX2jSkprxQ8AjgwRiUDPNrwx0rL2BoI7/dDrHGqDCqYqCqeR0KIO17wr+teS4qRlsflBZOMzmeK9XYbcLgkwzTq6nrtrhgAUCQlwjpy9i2M6T0Ao3471UywQVTtMhP0elQHq0/QIvXWwNNSquZGiitoOnNqSwb2qqtCGZQuu5sVfBZSvEyuYaDbon7I+pU2BWejQVsNn4CnyrP3dDDgtoKlCv9ieM6Urge1+N6fGq8FJFCWeSYjo8wW85QMI/ueD4cMgVd10fAHa/l6CanJrQAFVVwWKO1tQ1lsbznqabcVGa5WDYDqLgD21aFRszUWqI6Z66+u4XQk7JfleZ4dCGgzRtrsrsUjsKK3ofaNegzR3Q8q7F9yxwXDvkJhrRcZSso5sbG5MhZLzOVhk0744A7MPwKAXfE0rNR8rVFDmiWyIYLgykBqoj2cMNeD26H+Ao01kf00rya4oT17bC08DO3BEvo3pKd3cRJw9xzLR8lc+6q+MSuTKUJDMFRsyQFO3CbfBlV1UjBuVULaUorvABozwUz8QgI3xx0mw7VBT5xGy9NjoQ4T6FKlMyp+QN5WWFFnsZ54aJFnsbUBnap5DSqDFQo92SHO3ArdLHbl+McHSb4rXPyDeZlEwlUMKhQN4VxrhjdiAafrUqsSOMOtEaLmhoOwerJIm2UmVp2H4UnkcJ8nMIj7tR2Pbh+PT9rEwkFxRMUkJHdkNptaN5alchILXeoBAWDBmsCcmz25XjOr4CADWanfgG7DoUo/vuTxkuxKGhUiLBCVQHLrLYnb8Fja7FtWUiZPiQ6RkWD2C5RdqsMoC2i/p4NTR89pTwUhYTalqVQKpJzGRqWbgGQfpsqB/6IwObZGD7BJd9v4/kPfwsA0HljHwDgFA6sFhVyFyn0BisHxsZkKmBde6OPgpPb4U0p8gphQP9I48BmPJdYJToMLy1bjkdnS1wRGLVLcRYCgEURo2QaECjTELLCppZuQ3PhcXWFWzSUGbkeLj7itdAZWlR/TvhgrgYRnJojkQFgi3dUOcgp2WYqhcoIeObYBA59Dc01IZumyEkDTrJp01/htly0KEmX9+V4h34LlpYOVltZ4ByGbekGXINxYPG+GtKES12B7QxI4gznTCXDUuHOgOlkDOicXpnkO+e2gyndqVzboMNN5FZe4imNX+LSwOV1bDMdGzgW+uSIuG6Jh1P59zjL0CUvYI1A43KxRFGLycQJjp/Jud5cD1AWbCZxXXjhiPdH7rmxywbYVJWGdnlBvQXslGlFEcLiaxyLC2+Rw+IGF0GhRRMdFTko2El8M6nwmGa75Gv9xPG50wellKWU+r5S6h/w/28ppb6jlHqolPrbSrE/9Hpcj+vxJ2L8YUQKfwXA+wAleIH/BsB/Z4z5FaXU/wjgLwH4H/5FH5BkKT58/gSreIGS1NfeIIJLIC5XBglLlc/PFNJcavIX5wKm3N5fYm+PFF03hEX6o5XHqNiAlOoEE3YU1mH7VbKARSpxoitU7LR0dB/bXRrR9NuYHlPo44XQTNMgxG4ou8NodxOeSz7BIgUs0oBRQnG3SecEtQ4WuKD3rt9uw3bl2AZKwWJ4Ce4C1SpBzoabPE8BcjLcwmDBFKsIAnTasuu8sSHHtr49wMKTtf7qokKLEc1kssKChjG2Uuh5NUOSKcpK42hC5dM4xmiHx2NXCJqyno2A6YOi9JcKfCRjKcNNTs8wYbOP8UroGhzMVghDltN4PK997R7+GX07RsUE06JOxzSMqdORHGXCtKJuhzQGHj83Q4VVUfteKNymfkUeLGGmci4Lciwmxys8rI1aMgWXoF3U83CfkcJRWuHVm5I2bupP6MyK7MgCNkKK2szSAnFVg81yThU8FDTGmaclFqnM04EbIqI4rB11kK7kGmnF8rvqwFCoRpdl4x+pqwiFltcq14bdk0fMJzO3lSfYIlP09NgCGKW1XBttdhVfTRXaVD3/rOPzeknuAvg3AfzXAP4TWsn9IoB/ny/5mwD+S/yERQGmQJVdYuhZ2IRMCNsJ0evJA7YWteEzVci6FrKncpJPzqXNejWbYUKy0d08QeRIWBrqAGMam6Z5jquZvK9PzKFKJpgxJLtIc7j8u2V87N94DQCwsbWBxwxhQ2Ic1qrEzqa8ditagxWSCONMYIq6zq2bMF6xGhA5BVLm3MqM4SiZKNp30CbZpiauLOEhyyTeS+dT2DHbftshNPGVdhTBWZPXHyYP5Frt3EBITcWFPoLHPojp4ghlUfMpXIwoM+4Rwnj04gXOj4TzcDw7h/Ou/MPu+hpuPdgHAOxt30SH/p0OMYz55AIfvvtdAMD33nmEddrZD/vrMFz0tnsdaHpvRnelxft+XuHe8D05zosZ5qxOFKmGRTqvKYw4vAKw6l4EozCk4e2Xbq7hnFb0j+cGv7uQ6/2V7TYmxBf2qMD0aGrw4UQe0rlx0K5leRSQcA7YqODRg3JwQx6q9bbB5UK+o7MESlKli3yJYUeOY7YgXmJSOIH8rR0GuL8tG1WnF0KR1PTR02O4hczPLlf9m29+Bf37Yh9gtA/N9tlsdooklUVmspoh4HzKxjQuvipwWVK0R1XQJFyNLQfxUhbcbq+Cd/DP82z6/cfnTR/+ewD/KdAwL4YAJsbUHUs4APD7NnP/uBV9LYd1Pa7H9fjjH3/gSEEp9WcBnBljvquU+uZP+/4ft6LvRaGZnEwx6gQwBKdm5RKnFLTo2Q5coqyhG6J1S3abOJb1xrETxImEi0ePjnD3Vdk17X4LDqWrdGA38li1jkGvP0LbkZW/v1h90sF3keBmX1b5nc11LJ4/BgC0CxGxWPaG2GpLmLm7O8RkKZyGYqExo5bgQXIIQw+B5aXswLnjwyZjsR2EWBvJZzitXSgKx5iJvPbg8WMczCkVl2fwmdpMV2OYOTspHWBNCWDos5uu61uIRhJVnC8dHJ5LWlHmOWoz7sK2ccpqxzarCCYzCNaE8ry57oJsczzKZ9CPn8tr1+9CscEqodDH5fOnmJ7Lzme5NnJGOpNlDFXrTRYpNkYSsfTph7i2cx9fvCWmPB8fX0IxLK9Kg5LNWgYFTM02rGXjtELECOQqX+FDRkWzzEA9k8jxlcE9fP0NMv0mRPVPPgaYKvU8YEmOQNfKsdmX12arGF0CrBMC1NuJBZeR4vNVgVEo75uEFnxWH1JWoqy2hwWB2zW7jY2dfblWWY6TS0ldD8+O0evLfdcMfy6PLxBtSuTmDwMYNl1ppeG26DEaK7x4/20AwDn9NM5VApupXeoALhHfcjZGZktkks4zFE0P6mcbn9dg9peUUv8GAB+CKfwygJ5Syma0sAvg8Cd9UFGVuJqP0QuHiHOmD0EXNktkpc5wToGM+YsxDi/kAm+N5ELubO+hZJdgXs6xzpvhtro4P5McXuUFnp3KA/KjHwqFOVc2fuaBPPxZ0MdNkk0SXcKOZJK6I43LRB76gNTgjrHgR1QuWsTwCnltrBSmc5lML+IpJmfysBxTLrzvxRjRyWparGB86hwucux41N0jv/3xNEZatw0rHwtOoCLOsJjK+/qrLro9WQxnV3JNVgPg8oIU3csJDg+P+R0TcO7CrzJcHcsCN2F579E4xXQpi7BSLsA04cHaCIYh+GIxR5rK+VUM6xepwmhLrre16+PoI+kPeefhMfYouKLWN3DnFTnvpjMyLXB3T9LDvtKNYpNluTDETLJS1zqqjZak49oYsSMWyQou70meFDBd+bxkWcKr29IPPgQAjNMcXaYMSalwn12Jx1WFFTeJnV4bO/eE6j5/IQ/ek3yJTZYA11BiSAOf1bLCKQ1cfJae89TC1YLXZ+ijw0rTu49f4HuPZe59+OwJvnhfUtN/58/+6wCAy6sP4L8rPqVbX2nBZhVocbmE6ki152JyiR+8J/ql7zyWcwqjQVOtWu900GHH68fHBxjQBCmP50hXXOE/4/gDpw/GmL9mjNk1xuwD+PcA/IYx5i8A+E0Af54vu7aivx7X40/Y+P+Dp/CfAfgVpdRfB/B9AP/LT3pDWRnM4hxauZgytt8sMkxWEp5Nxxnyou6hB+AK4j7oSqTQ0QpLqqKc6RVyduJl55eIY+4OSQqHYN3+DYkOEsvCqqQv33vvwt0Vz8TB/j7urQvp52puwWIasHlfwr6zFaCSulqwhCHxptsKMdqUlb2V9KFJIT4Zyw7sWQGSUkCprtvHJiXg/dCCYh3eUOp70G4j585WWgFsEq9Ky0bJzrjbWxvorMm1eMDd9WIS4/13Jd0ZKxsPjyVS0FUFh5TZtm3jJqXZNu9K6LxRbOCCmpDT+Qwe69+310coazELL0NJ0K0k6t8KAqQMYQfpDNWOpHTdQRd37+3Ld2xsoUOZezA1KBYX6K3LrjzUbmMyU8YrlKYmfZV0y0ZjK1cUFVap7KTpKsctAp5BCPwrJFHt70fYcuW8zjnD7zkOnC4JSXDg9SkVt4hhmEotZhne+1gEY7r1d5QlqNeC2HabCo7WBkUdxfBaXV6tcEmJtRerS+y/KemReVvhRt09abXwCz/3DTmmB6L9OX48Q1bIvCguZ6hK2dmzLIVFQ6GNzR187Re+CQC4uSfp88VqjsmJHK8X+Y3uwyAAEoranEyn8H+67OEPZ1EwxvxjAP+Yvz8G8NU/jM+9HtfjevzRj5eC0aiUhusHiDZDtN9nnRs2wkBy2VHXQ8eTnLQMI7xJ6qdDX4QiXuKYtVgvXIPrsfQWdRrgaLhm45gU1rVQdnPfi5CSF7C13sGQqret9Q2oDQHdTn/wI7x1T3QWvnBfdrb4nUeNGUovN6j5WV7Lxeu9LwAAtKpQsBR5cCLg4fLZEbSSvK+7M0TrlkQS9jKFJgV5fUCV5PkGcvIxLG2hYt3c8QcIfTn+0U4fQV8+zyiJbN5+/A7eIXbS73SwIC6x7lm47UtUoUc93Puy7DZ3dyW/hadxX9GtOz9HFst167d8TAmeosphVizbavb0uy7CjuTnRT7EbXpc2L4Nm/fP9fqNzkQ6kx0st7LGe6KIbHR91vrHU5jqk4aourClWcfPyxITqjf927fW8Uq7NlEB2uydXp6eYtJhtDgj3wA59kkrPnYN8oVco5/tRvhgLK89yDKETwUCq70sum0PxpPPeNUHyqEc552OwT9t0SCW4OPFKsbBhbzvq7deQ8+Xa/Ha/R3c/ILMIbMqELapakUJvsBxURneRxPAZGy/TgqoNZa1qwptmg6ZHdG0sE9TrAUim2erBCsqcwetAKfHgmc5to279Ab50dFns497KRaFoqxwMVmhXLrSlgZgkSzgkl5amhADSoJF/T5chsE5OQGXl+Omq28rCuCzH0BpjbV9eZDddhf9oUzuukutzApUlFKrdgOAQiataANgN1w2HGDvF78JAOjckPe1H79AyXSlbJWf6CXkxSc98g7gUofgxobcxJXjQ7NLsN1uwVCubF5mjdCHTVesVlABgUyeoKMQUKq4NJ+YnjhVDptof5cT3kGMiGHkWuAiJpU68HrYvCHpjzd04IZyTLmRh7Sj21B8cFvRAAUFQipjUMRUpQ5d6KCWXqP4R5bDI/imfBch5e61hYYEYRUpTO0KTrBTxwVy/s3yQoy4GJaHE9SmZYJVk7rLe15WBqesmHx8rPFWR0L0rJXh5FRC9y92O7BJc17U2hsrwOM53bYdzJmOjuNU+mIAzFdxo3ExCLmBWCV6bJ1cLR10+cQYBaQU60nYR3G8KmHZ9XEmsBm3d9DDGnUXnaiDvKp1QGpK9AoBLQO0s0DOz0WxRHbF6kPgYX0k82HQkg1yd3uEBcHsy8tTnB3Twr5M4TMF2741QHtbrhG+9y4+y7jukrwe1+N6fGq8FJFCZQxWRQmv04aZyq5UaRuMLpEnMZQnIbNnu590fTE68LVByTTBtl2EXTaceAoZy3eu14IzqNV+uevmKTRBpqrVQ0Xaam4pzMay6upWD91tlgPJMCxyjWlC2biFB9uhBBkiqNrvL/Bg23XEIofrOANo/nuajDG/YHoQZ3BYqlRUmvYLC0vW7n0rgjXijrmsYLM8qRJgyfr3w0dSQluOM4yGsuus90ewXPHmXNvvYZOlw1JnGF8KANlFLWOn4NObThsHdlCbK5TIyY6zTQe6lr0jwzQuUzhUba5yB4ZCucYpoIjE5VkFQ1m0hN4E05VGxsautm1jNJBQWyvrE+/KSqGxo+ZxGmRIKHh7tFzh7z2U81izDfZIBS+UgyXLcGcM465KwCfFbjvwULJB6/z5As/HcvznSY4W1ZEXKwqmRg6wopQaSqR5ff80rmjE4oB6E9pDl/yAnb0eLHp16I4PRUk+S1GqDxB5MQCFSmHTGVpt7kATaBxfXKLDua69DWha+VmQ7y2XBUAOQlkaLK7k2p4czNCm6PF2d4QhPS4+63gpFgVATD3GRYIykjytmpzCTuXGubZCm11tkeOhYJ5cy1unswgtJalB5AGGgiUKHnRt1Q0DmylBRaTf7Q5hqAZs0hIFkX/L9uBDFoWyPUJ6IDyF8anU4FOnRIthe4oSmpM7UU7jA+jYBqCyMSM5ZKsV4rmgxXGWImaB3FMRAkfe5zmfyMdliRzDxVWGXs5cPQLyGslOSlB9Hdk5uRSOxhduihhMrxs2WovJRMN+IIuFiceYnMk1Slzm+LaGVwsp9iw4dv1Ax7BZh/c8Fy7bqAtiKmWZoaDZjWUXMKQrK+0D7OCEqVClNXWXP5NzLEg8il0b7dqAtkqgVe3RrmHIh6gXCijVLLLnObDFKoHf6aLTkvPr39zDJtuk38iEeKXmSeM3WixLbO3KxjHvZOhdyTWPc437NMS5w/QhqoDKlfQiTgGbit++7WHMRdsw4FbKhk8cxZtacNj6qYsUmhuR1j50VPebkPSk2rC4sGplALZ7W5YLw54PDR8WBWPYXgFTFshIy87jAhe0qI/LFDcCmstEDnruT1d+uE4frsf1uB6fGi9FpKCUgrYtLKHxoMfurmqKDqXNhp02NHvWbd9DyL7xggYblXeFHlf4aG0TGcNLvZojZV3Z7/UbwU+bKrryP6yJm7xpRsptG5lhChJYKCKhEl+9kBDv4nIGz5LjHCYpKu5BGVZwdW3kUaJKiZjHFNRcHGF1Kav5PJ1hWbBLLl1hYSSCaBPJmrkKlynNRs5PsN2RCGpjcxM65A7kAImuBUfI4whCdNmoM1kKiAcAL2ZX2H1fDEKGbR8Tbh4tjzt76cOhNoEfOJ+EN4WBphRc7jlYUePBJHJsVpxAbVLMVVWwah8GqwK4+xtVomRUlHNHTLWDGbduz45gKEOHqmpk07RSDWehUVE2FSzqYfieBqizsd5bw+6epJgDewdHnNkLUtMPVxUoDo65ZWOT6czGcIiv0yPhvfEUX2V1IeN5BJ5B42meKZRdidI62oVO5HpVSs5pt93GiWGX7FoLyqaorG2gWOXSrl+7+qGo0zJdIrwt1HwVtWFoNKRsDeOzKuFp1Dx1w3M2SCTNhnhnLCqZW6vMYJLJ77tL0wD2n3W8FIuCMUCeAxcnU9x4lUj92GCNSeCsXCK9kAey2PUb56WKIhfpQuNiLKHcqjpGWYtR2AYhKw3RxrhR0YUtr1WFRulQ4Tg3MESFy6WLliOhqOuFuNLy+ow25KFjQ9fCjF0PVa2gpIEiYetsOYN1IQ/QbFGX9BzYbZlUva6FcirpwWw6wZQS7eGcLbTaQc44OfD9xjPxYnyJLrq8cjliPjMhO+SqHHC5uM3sDB2Wv8xyjFOaxIyrGK0zmu2+JiWtgaNg6ISEskLFnrZ8WiKkknbQGcCpHZRSTjStkTGHiWwDU/DYbO+T2WUqVPxsm5qKVhIDXBRLWyNlemGgoVh+MKigiRvVJZ6qbJ4pONrF67dlQdre28e7Z1JmzK3HOHsix//oUBaFF1cxQgqW9O4qLFjlWd/pYmtDfh8cejBJvaHIObUsBy3Kvh+tKnhMCcZlCdujkhWrYDM3h0sF68ILsczYPdkOoRzZiIplDljscjwi/XixaPQlleXA1NWlVh8VF5NiPIbVp8kRiWzKKlFSccZUJTSLD3ZZYYOmQ7f3t9De2cJPM67Th+txPa7Hp8ZLESlUVYUkXeH42TMsA2oMpICpFXenOcYh7crSDDHXsumSkYKdQzPcm2dz5JV8RlB1MKfmfXc8g9OS8NKksltn2RxYkQBVWSjYzBKbAqdT2XXu3t/A1Y+kEeXxKcOz2EGfys/LRQ6PIJjOcoDVDDvLkGf8vCnt47wuPHa9qSpDLUnV93Nk3EFPqMJbVhPY5CYoP2w0A914joreCa7jY2IkdF0SkMqjCBOCjs9nKYYkBaVIcHkix9PpuE2VJKs5Fl7UGOMkWYqKaH/1Yx6NdrcDt0euA2nEiXsAs5Lvw9oIKOWelYUNRSTewGt0M40t13AxK5Gx26kVuJjVnAXLbjQUyrJqhFrqKEYpQDFkdtwADsHF0/i4cV1+Z1Lge5dyrkUt/BW0QKkOLCoXKeeFOdborVEApm2jCGnrRxGWnqdRkNIeeSVcXs/F1IKbyjHnDs/5PMU5weEP3/8+3iTpLfIBNlRC2QbaSDrqtGv9yG1o+8eASFuIaPnqg6YjNrw9RJHI71nFBrxlBZPzgx2vmQNn8wJZzgjCNnAi+bzPOl6KRQEwqKoK4+UCj+m/F8UTnGrJz0ZOjKySmz+dXcFQg/FsLK91U2BtJKytTuihQwWeMIjQUfI+L3SRTmiKwfShKA0KhqXKOKiosDNexFjMZKL/8IME/9s//DsAgK1Kwr0y8LFBmYjcUkDM8mVVoaq7/YocBSdvj2aspWmhqphTj6eYjSW8RJJjOZO/930Gb+0eAkfeF88zmKAmXJUoWJKCKZpwfFR3/cUaKf+WVjkM+xZ2t+4gIw5wPr6EpmRgyaVJd9sAy6yLtMByRtmntEJBxN2unsDqkMnYiMMWcJisW60Qhn0nprSAgm3ZlVdHx7Bb8kCErRTJgeAoi1whroVgXQt1+bFKk6b3QVMC3nEChETTS2Xw5FDy8ieLOTqUot9ygJAbx2hHHojefI4XxJeqiymKBQVozRw3p/K+jlfB54Ma1KQ2mEZ5aRH4yKey6BulsCJ21WJ/wspTmIzlwXznyTGW7HitnK2GqFXmU4CpEivucKJtOCxrm3wBh23wvc42ClvSZpOkSCALasEKV25SlEZ+nyUZJnTFDbWGTbLfpLBh16Smzziu04frcT2ux6fGSxEpGCMpxGoxx9Fz4Z637KTeaPD6zkZDLEq0g4wh6JQAV1gBgS87EDwNXbevpQ7AMCrt+qhSEkS4m5WODU2LMo0SFZWdQ7XAOyfy+7Px7+H8yVMAwBWt3fz+Pm6P5bs7pQOPeo2Vq1GtZFV2PKeRol9xJ6nyJUrqAZ6eH2M2k3OKtIOKfRIrAnhRkSFrk0ZbKZQ1EcZ3UDA9yvMcuS9/tx2pTjilQS+UczqYlDi4EG5F23fRJoFmWRwjMrXxCyXLu33Y1CNYnD7H5EwAuhABjqlJcXh2ge2IXZ7UXLQWMxQjcki25uh2uM/4a3ACfodrQ7HVMKP+4Gx6jndO5TuuTisYRlWuUgD7PIzlIK1t6eVTYVdFA1pO8xwzXq+tjRBbBb1FowAnWkhdEY18LtMVFuQVJImFG0TwO66NjPfp1JQYMvzP6P1YVmVjhrNt23hO8tZykcIYmQOLXOZjmYTIKZDy4fEZ4lT6cWz/SyhZDUhSH1Uq0U3LknQ2Pb2E6fMMkyWqpVyX6myGhBGd1V41NG1F0ReUBhlTGKcELEuizcJy4HUEgJ0cGJwdf4yfZlxHCtfjelyPT42XIlKoR1FWuIplda1sC2kpK+p5arCWkHbq2Ajp+JzGsqLmpxO07wp20O5sox0JCKaVhTnLQsuHzzBh3trbklw9GI6avLeoLKhEwEVHD9CiBgIWEoroXgAAIABJREFUcywdNmOx5lOUMyQspyW+jxbz5SyZwaYlHXwPFhV7FnPJ1aenSywJGAZuC9WAPgRlD136PhiL5c9WiMWVfN98vIAmF2BtMKjFi5AmOXxLgMtlUDtNF3hWl0stFxUZhnlc4NSSz0uSBKtQvvvjY6FHP7izi7UtKQf3RgOcPJR8//jRR01Zc/POPfR2pbPToansbDxBspJIIrs4hevyPgxdKJc8haxERTXugnn96ckpnjx+AQC4rCIMejIVle8hW9blyQwOKd2m5oKYqvmMLNd41pH7+68N7iA9kmPOZwl0LdNGLCbOcmhSsBMXqMgnGSsbI6/2lACWjELa5H1kZVmblKMyBh8R84qzHAFBUDY74iqfNhjVJJ7j2+/J+X3pzSU8Mh0Dp4OY+NHkqVDQw2gTxpeoyrJ8qILGxF6F1aWck2v5iNYEH7F6BMpnc6yURL+rdAKfoGOnVcInyPve6QnmIBD8GcfLsygYaQ9N5nLBxo6DgAjwweEJ/EDSg/OTGNvMFDYo6LGEjfmZXLzAc2D32aloRxiP5YK0Wj7WeVG7d0TcIp4+RU7zjjS14LOt+fDqCf7ROxJ2b2z18KAriPtwT9qMv/PB9zFnvXpylaNos/chLVFw8vquBceSxWfI1tqWCpEyOOvd2IdPrr5x2tAr9mP0ZDI/++EjfJCJbBy0D1Dv0KQL5BWBS9cgzuR6XZ6TxJQqzKhanaYG7bolOUxxwS7CVVZispAH4eFjmeQHr0zhR+zUK12s96gSbAqsjp8CAGazBP6lfPaSYfvp5RG0J8fcu7MFy5abk2ULWORc5HmBhGWO5y/knL71g8d4RKm4DD663m1+N+BSiTnJLShVS7szvLYUUNr89xTvH8nGEfg27hDiX07mOCVZyl9yAVEWqlomvgQ6bKk+TOe4tSEPoeeXABdXmwuaVxYNV+L8KkOW1AClwV5bFvKPCcReLhNockQKY/Cd90Ri7ZemKfoUpXFMAmedxj8EDFcvDlCdyjytygpayQM9jR81fBB3fQCQ1j9bykJw/myK0zNS4RMXEy5IufLw0YFc27efrNBZkzb5zzqu04frcT2ux6fGyxEpKJDCqRA3NWqDgL4IC8vCGSOBZTlHD1J+3KUU2drNPeQzCmaWKaZ1qbJToL8toW/vxi4Cqjnn1NvPkwzGk+9ohzZSlp70UYWv3pcd796Xfg6Ln6vFXmSF/vX/6ls4OJDfy40Ya5Tj2nJ86ECQoTKtoDwKs9ILwO45OKficPb9U5yxqeh8kmJI9qJPqbWLiylSrvx64CGoWcDaburi07RCRWbewYImJZnG+SVLpwZQjGhmswKXdKtOshQ2gduZLT8fn08x6NFQJuqgsy1MR3MrRTZmOB+vYGQTg81dcnfkwlkntXfYgaJYa4UMVIjDar7EOf04Hz6V7/h4PANUvasCK5ZLXddtaLzFYoKKgr21faJSCqy4QhV2I+w6zUos+/IPt7sd/EJHjn9Wh/ZWAhWTYr4yTRdodTbBkh8+yIA5d+MROxmN4yEjX+ZoXuD0imI+roKhhtyKKUdqKji8p45WOLiQ3fr3PvgevvGGiO/Ybgt1f5JzS+axN2ijuGDnY15CkVkbpDsIR9Sn6FSYT+Qaza7k54vZFQ5UrWwNrHclEl4fdGG55DQcLbFIf7r0QdXad3+cY2//rvkr/8V/C6fXg8sw6+Cd38D//fd/FQBwfvAhUkZ+PddubLvXOQGdwIHPNtTD41VjUrssFTRz6mVcNkIdmrMqcDXSolb0SVBwjXz9tVv4j//iXwcA/MI3XkEVkPQUS6j6S7/0r9YtE9ClA48dmoWxQFMoBI7dSIC3WPtec10UJDpFnoJLVDuwbNichBbvx3wxg0ecwfdLbFHWPljbQkT3H71xH5t0sloxD/0nv/Xr+Nu/8T0AwOL4IfyVHHNmDIqS7c7JrBFqcX05YNsClkyOfduFTx9P5XgwFGKxlA+P9usba7JoLq4uMVs0bXvoDQSX2OyFuL0rx3nn9m0MNyQ1WevJ+3v9ESKXVZQyRUlRlHffH+PZ+z8AAHzr20+RzUTW/PGxXOOu72KDyLqbXOEJH5SW60gvBICO5zRCJSuqOE00sE1j10EnwM12Tb7ycDWn2Yu/gde/+vMAgPtfekP+1u3CuHL/Ld/BjPR3O1/hw4//XwDAKTktFwdjnJ/JsT96doiWK9fQsw1OKZP/5CyGppqUIRVZFQuwmAVbGbjs+dkdeFgbikhQb8tFUktlsvt0MldY0dpgkaywohX9ZJFAkdehYDXenM/PTr5rjPkKfsK4Th+ux/W4Hp8aL0X6kGmFI9dCdX6FR+/JzvDo2/8Pjp+Lvn2VZwgt2eUiL0RrREkzNgEVcfKJPkCZNrbl1o8FQcpGIwW2ohVXngGGwJBlKWSphOAP3/kQf////J8AALe//NfwBbIFC+7K8zxDQN2HdHEOi2w1L7DhOkSOYSFkVOBSOEW7CkOWDvp+CB3IThFaGi2mGNzskOUBTC0mUyrYZBgu9RFSUpuzuIBak53ZrIvk1v6XH+D+M0G935+dYr5g6Gg0FjTGMVkOh3X4kF9osgo9hsPhZgejoYSi43mMDsP8ldtCi12EiwUbdeIUGd21W20PHgHRXttFReGby9Ul3BdyzB1GbqUfoaKfpeO1YSD//nAxQUx7tyR9hBnr/n0i7u1egBGvi7EtvMLrtrc2QEQuRFHlGBOgJLMbxTJDSQ/HLHCw+bqE7uVRDIu8lg/zc0x+5/8CAMxOJT288/o2hrfE0q3fuYUumY6J9vDhjAxQgnqPjx7i8tlTAEC6MIjZgTo7WyGhaE+cl3B437sEVLPCgbbqLlKDfCnHeWoylJYcR7CxhfMrifo0FaPHmYK7KfMwniqklJUrjWl8MixLwXJ+Otu4l2JRMBmQHhnMknN88JuSMpw8exsViRm2NnC5KAxCD30SSDRD4MwC5gyXItuCYn5eFCVKvk8DyDlRal54XJSNPp/n2CgZPk/KCv/0u98GAOz/rf8D/l/4DwAAI4bteWIQKZkQVZJDU3jELg1stgbnhYbL0qle0L1JKWxR6CVqOXDpdNTyQ3QjmfR5rWxUuViRc6/zBEecCE+PT9AdSDj7YvIeDl+TDrj+1psAgL2whwFNQaLhOk4efwAAcGygYgeg67no+/J9Iz6Ycy09EQDQDtewmMgkTaczmBZl1EsLPTognZ3X5c0VbD6M/ZaFEdWBQtuFz5xv9mKG1kiO+ZKaiV5rDJ94jt8qYJN3/bu/+uvoVoI7TK+WmDFf36DeYTqbY0W672a3g7UWhXk7XbRqmXsTIWEF5v5mbbQ6x0MuNvF0jOljEdOtOi2ENo8jmeCSre0fJr8FAFBqv6ES21aJfCAtzqPRCN/9J+KhiZzuTx+9gG1zc8osLEjBns0XqOh85loOLE2gg/PUgoZHXCNF0bSBxlmF01M5j8TkyK54T2r6uNYIuAgjLVGxz8O3KhS1k2Op4NDV67OOz5U+KKV6Sqm/q5T6QCn1vlLqTymlBkqpX1NKfcyf/c/zHdfjelyPP9rxeSOFXwbwj4wxf16JznkI4D8H8OvGmL+hlPqrAP4qxCDmnzsUCjjmEsnTj3F1LClDniRwSQ4ZBRHWGLbeHgbYXCPRh+IRuujhjPV6OzcNyBKnBRR38dVshQs2IB2zdn0yWyHJat9CA8uu1aMrpFQw/u3f/E0E3N2/+Y0/DQBIlhNcUCKhLDNEDLs914Nfa+rZBRyiyD3ujlsdBxE1IlpWjjZ5GK2WC4/hfMzd1a4q8NCxcm1ohoBDz8HpCV23L65wRBn4nyV9+vLe12Fc0n2zpBGWcWwHVkde040CbNM9OeMOFdoGFa/Fw6dPcUWpMJgK85nsNI41QzKTa7+w6ZM5L2C4k55NHExj2YEvJ+e4d1v4HWEUoaQQSVnItUzSGdKlRARKedAE8A4ev4+YIGFRZk06krH70i8ypCQbdXQbe215X9RyEUaSuvl5iRvb5GcY2T1ngUaLOpaz52f41lM5TreoGtXpzfYQbleu3cGVEOPiHy2hGWG23A0YxWNe7+L0xTsAgDZ34s4oArMgzBcTTCcySZZJAqe5Dxa6BCAtciIC20OvTiV9DxaB9Mq3cUVrunJVoqJ2wopzJDA2FmzyK4ukeZoj20PJqMlxLWjSxj/r+DwGs10A3wDwFwHAyMzIlFL/FoBv8mV/E2IS8y9eFMoC1mSCq+dvN/mUNhUiV0LRe2sDfOGWEJXurbfRXq81AWWCwbhNeGZUhpiOTaELcWEFMEmvMD+WB+g4ke94cjTDjw6l1Dlf5cgYzuncICED7/LyGU7ekZt/RLS8LHJU7JCzFaD5e5qWsCmK4dku1nhze8Q+XEcj4gPbjQI4rD7YvgePE0STpFPaZVMNcYscHQq85L6D9ETyzPl8jivm3N+l2sq/FG1jAEHTh+6qYT8aG1hnu/Nw3YZ7RuJMSqGTlsZ4Ib+/OJmhZGnYdXzYxDCKzMKc/houOzg7ocEFTVzLfIySC/KVb6Gq5Py+/qfWEJAYZQfyczFLMRgw/atshHVZbzXDUa3BmViNxmRKQCjQJTa7ROfXAlQRezfCEK2h/D3IUiwYPlupvM+2ffzLXxTy2dv9dVy+8wgA8PFk2bAtp8EKG+tS2Tjlg3d2fIaSXbnhziN0Q8EiVlsrxGQ9dgZyn25aWxg7sti8eHrQCMdoBWywBGqHEdZ6srCONiT12x+20YrkeHc7m+hvy98dK8Kjkx8BAH7wwRkOKcqzJIHsYLZCRifgZVEhYIVuoUr4tegOPunG/Kzj86QPtwCcA/hflVLfV0r9z0qpCMCGMeaYrzkB8Ps2c/+4Ff1qtfwch3E9rsf1+MMcnyd9sAH8DIC/bIz5jlLqlyGpQjOMMUYp9fsSIX7cin4wWDOHD9/FxfFRU//3XAv3dmRnu7uxiVdY897st9Gh4YjFnoTKsWCh7rf3kHIF18qgZtBspl0kLdkRXqce4PR2gdvv/RAA8A/ff4qVqVV7nQbk7Loeog7t5XMJKcuigsXTsrSCxfDT2AXiUrbmrg+47JFfZ2pg20DYZaoROHBZpw6cAB4BM4/6i3nswKpFT/IM7VR2lyKZNuq8VmVgasSdO8ZiOW6ITtH6GlxXrtVat4uMqcvpPMM8rUE3ot7zCgWByLz8xIRFTGq469im4TKUlKiLygiOK9c1K0uU7AlxLA8zI6+5Wi4RLajSrSUtGw1CzFOJaNqOhsMoLYsr1Ehbv6WaKkmtu3kv7OFL+xJtDKMBwoiSdbaPghEidAD62mDOfodYAWt39gEAbw07KBnFqKePcHooO++8zBBw7jicT8vSoEjkOD989LwJ/Z31AQY94RBssW+h6JfAM7lus+Wq0e4MbQsjpjlvvnIPr94Xz9J1gqDb7Q7a5HF4Vh8I5Ls9lLh9S1Kw292PscjkOJ9Skv6HP/ohfvsDiXRnSYKkfgZcIKeupq5iQP3RAY0HAA6MMd/h//9dyCJxqpTaAgD+PPsc33E9rsf1+CMef+BIwRhzopR6oZR6xRjzIYA/A+A9/vcfAvgb+IxW9GVZYj6fIChTrFEOa60V4HVq8++2WxjS4GTUH8BholyRmajdT3aaylawCPyZEnCYf8azDAFFWn1q+u/eboGapDgtUzx6IaWepbXAkr3yQ89GQNnhhw+l5m9goEkv9W0XIeXKHGVgM9SxC6DDhNitxVrbHXQpx+Z6LfjEHPxWC2Eku03dtKPtAJo7sBv7KF3JJz1UGJL/8CaAbx/Jznu1kL9dHh9hmki+X80N+m35/e6NHt5+WyKd88UVDAG8JXUcjFLI6YeBCmiR/dcOg4Y7sTQGGZ2pDYHNFAarGgxTBVxSvnOd4uJQQLkf6godyuzVvBDfBzo5OdOlhSInvpAXiAjsFbmLzXWWC3m9X90c4PbOvtybjkbGqMm2LLgE6+azBRTLzrzc8OwW8guSFgLgjX2qY0dfxj9Y/jYA4HCSI6eSdEALwVmywrNaherkKZau5Pvt3ik2tiVSeO0twSri772N96dyfSxjNZZ+u/02vn5baNcP9rewf1M4JX0yXTvb2/Aox4Yib1itsAGHj+junSGqQubIGhup7GqOg7FEfFePl0iJq6VFiTrasgsXZa3U9RnH560+/GUA/zsrD48B/EeQ6OPvKKX+EoBnAP7dn/QhZVngcj5B4lhY35JwadMHIhpoBJFuuv2UNoK0Ag1l2M40FG+iBQ85+fKWLlBRUMW1M1Qgb4APrltauHlLII+3Tu5guZDKx9OZjZGW0K7f6UP3paramc/4uRoBH5qg5SMnlbZnKThckPq+1Ri7cF7ChQZxSESRA4sajFZVQpHUY3PB054Ni4BblmcIQyLSnXZtCoTA6+E0E9n2aUwU2lLwCHzFeQZFxWFrcw8JQ83lKkXFzwZ/FkY1du+2rXGDCsDrocaMHYfJ+WVDCLOq2jOxQF6nUlCNWUzgOo0/5mS8wIzdqg4rMVPfoDs/43kYKIbtpQ1oArC6ZeEG+RQe6diDQQ/RsE5FVvCD2vXLgs2Fpd/uNO5LaS137SQ4ey4gYKFytHpyTzc2Hbx+h7DXx5c4INDb4vnNqhLxlOZCz46R+5Ju3r+8ixuvSmfnG29+CQDwpMrxuz8S7oJxNDZoMPv1O3fwxn0BKB882EdnJHM5oq+okNtIqKsslAR2dVnCUCTGKhwYXWtFygR4484+psfy2qvJCk9rXcqiRFbUUvumUcL+rONzLQrGmB8A+P241H/m83zu9bge1+OPb7wUjEZAwSptJIsEu0PZGfq9Hhzuxr7bbcQuM+WhZP++WUoYFXbaQK2G6yroqpYos+CwQ6kq3caCrA79E2Tw6Na8s91D8Fj2dEel6PQ+8TVou7Lit/oEoWwHbfbbD70QS9KjSx/oMQrpKg+9LmvopGUHULAZ1hkjEnCAdP41V6KWDfADKIqlaNdGwZSgCFYAfw+CDPeZYi0YOq5td7DZERXh816MJ88fAwBWiwv0eLsvdYVapqBiI5anNUqmO2u9Fn6e9OmLaoGq7tpzZw0AF9ICvt9pw2MZOV2mTdPZRttHRZDQsVxYLA13qeqcL6eYzGjNFpTw6IKdlRrKl93/jcEGdrZv8DVyvGujARzW621rAOXId7upQsCoobIqKFPLzBFQ1ANUG3LSntdGtCnXaJXHiPjhmf09HH9fhE8umH7YpcGMXh7OWKH4UKKtw/YPceuX/hzvGin44wrhQObQ5uUWDAWDlgWw3ZdIIfArtAOJdFzSwLVtoapkfltVhZKTIE8VSkbLTlHC0jKfqkJK0q2WatKgf/ZkhDnB8bPpAhaB4ki7sEin/qzg3suxKCjAuIC2bWg+pLa2ENI/0vIUMsoBd0wGj3p+eURr+EEHYUvSjjifwVe1rp9pHqykShuSislrYo6LguSfke6gC8qMI8c5yTs/+9YeDNuLJ9RU1LYNm4vQskphk2ceVBpThm1ZoDBo84Hjg257gGXXlQgXlsXFy1ZAzhY4JTcZWkHTBNVoAyskDyNz4DGMtFSKrb68ZkUF4KHlIaFuY9o2oHUj2i9irMissZRCwTzAo7LRwIuw15cFZhB5CAgkjI8TLEkMa3kerBZbvPng7nQj3N2WUPzgfILpQhbslmVja0vCct8G1vlwDije4gYBSLHA1dkMukfr9yjCXaaQr751HzZR9DYXo7QqMV/wgW+PEaRyPXOTwVA4xgtcgGlKTTyD8rG5Lah/uLsPuy3fkc4mWN9/Ra5LEGJ6IAvA99jDsCjzRs15mSXwEkmDDs8eY5/uWwlTtwMscXNLNpBk1cPRobxvFIXoEdyI3AA2Ma2apu84Pgo6VpXImwVbFQYO50sZuE0RIbJqWraF9r7ch5/ffYGcvS2T+bJJCxO7Qsv76ZgK112S1+N6XI9PjZciUrCg0bN8zC0POZltq6xEToS7SHIkIfvjvQIuvR1DT3bVTjQE6IMYpgYV1W4tDZTsPXfSCjb74nPq8S8nM6wI8FktFzF5A8lqiqs5L00MWKTgrmbU1LNttBkaF6ZEwFSi0jYKipfExsbJOT0SZnI8ezsBPDIBlWOjYvRju324dXzMFd54gKlk13G9FkqCcsr2oSNKs008tAI2Js0pn+Y7WD0/43lmmNLU5saGj+5Svu+qrODWNW1KjT1oO1jvynXd7rew4jndu1XiOev4jvFwmyCfYdPVeDJGjyEz2j7uUh5s7hbYZyq1PRrA6ck1tBL6JrgtKMiWuCgKaNr+vXXnNr72FelKvLV3A6fPhZqc5jWTsoclgcj5fAHPknvpRRE2qbtYVIBm1FA45DFELXg7EsJbdhuGO7PvhSi7TCHv3saXXhPm7DvH7C5dzFHWuo1egFYo53G2HENRK7IuFmwbB2AUWy0rzKg2/urWBsI1+W7YBQrOa5/33FQpDIFWy4kaan5px7AZHigDeHVGO6rd0wtUA4lGfvFPX2DJ9Pj3np+gIqNT5zlg/XQ8hZdiUaiUQWyVsFwHCVFfu0qxSOTwJnMLAVtI350p9AKZID67wtLdDfSpFOTaOTyW4VRewgbztyhCwrx7fixklOPJKaZUxzEIcHNHHorHp12M5/Idx3MH6wOZbDeo9OT6LtyAD2wVY0WD0moVA/yOzukYyZx3kUB//zjDz96Tybht7aDNUDp0SsCtNRi5MJUJFjN5oCenlzifSTkxxRJlzADPtmGm7Dpkbt3tbeKK4e706ArpimpSfhf2Bqs241OkvM67zDdjo3FJIdw4svA6sQZHh4gdeWC7gzbWNqQM51JhqhWUcCkms9EPYVP9Z2ZN0NUsjbYcjDrsRWAou7JzWOz9qOK0MU7Zf7CL1976OflsTyGmgEkxYSnX8eGwozKLDHKSk8pFgnnIzaBw4TDl8Vu8+H4OzLlgV08wfypVm7Lvwu3KQlBWU3z5y6/LdaYM+6/82rTp9hwOO2gzvS2SvDEnLn05z9OBh61yX97/3Ydwifq/9/QElv6WHAdc3Lwl13BvXXCU7noXhjR2uBHKrJaiL+G1ZNMqUo1ZLudU5XJsSGL4oVTJ2rv3cesuBWd+530kTE0sW0ExLf6s4zp9uB7X43p8arwUkYKtNfqtAKsLgzZR0zCw4TNM9LSBZk1/s+vCZjdc455Wprg8eA8A4LY76BcCIgWWQTmTF63KBU5PJbSdUtb88bKCz447b+DhDtXZJzfXcXlFmat4ipyddoo7X8dz4RIB7xgX84pElzKHT9T7Zhhie09WcUWk3qk0KmosFFgiLiR8XI0XsEo5zvml1NJPLme4KOR73VI1FnRRu4fEZah5NYXVkb+fHMp53LwJ3BnI91ZLhYBA1eLsCsMl5cp8Dx6v805LCDGtTgshUfHzy1P86kyUiF23g7t7cr2Hmxu4yca0dkde+4P3LzGnTtjlB++jpB5E37ZwXsm5bIVteKWcq83qUuYZBAyffa+LaimA763N2/AogpOkK3R5rzMCdaFJoSkr5/TWUUHe9/yHH+H4VKK+7c0hrI5cA0olwNYOCuo0rC7O8OIjMUipIqCzJVGonheIbskbvvQFkWN79+OH+N5HjMKURkgSncpt7N4REpIhAP21zh6iuyKb9+A3fxcnR5Ju/ujwfTw9ZFTbcjCkyvOrm5JS/MJbNzB6RSKUyEqQTuR43vvuj3A0k1Tw8Xnc8Bc223LPhoMhbt+T37vOCNubEul2AhdI6+hAweg/gSIrZVliPp7CsoDKIcLvBeiTxN8NQ3TpsRhGO/BGRM7pioT4AnZtDntxhdBQjPWVTRhDff/jCyTk+5/Sz3GtHTWqSNli3AiUtjwNx69R+Rw2U5eYop5GaRCKwBRzTKhRmBUZPJKPEgCncxrSUnVnNNxCmyHu1eUMQ0seitgL4MXy9xUVjSpHoUd1p0VZQDEXf3Z6gRZLmd3QhkckutWis1ZniNaGLIqq34f5W7IgLVc5NobygG2UAZxQ8BWb6cWHp5cIXC5M2RzxSn4fBBm2FvIg/PzGNvbYP3D0QkLYw2cXOBvL75VtoU9Go9N20ar1GIMWbN4ql/cjq2IsyP4bDh1YLNVub43gqrpUV0ENxWfCY+isFlfQ7CNQhZL2TwD9m/uwLiXVCL0cQVuui9eWB8UKgYqqs263AxXKAS2nL8BLj5ZnY8+T19ey9V/Zv4V3jmTDsbwAEf1co/46djpyDQsjYftHHQezA0lLno1PkJZyz1qFix4xr7nx8OJCznuePpXrU6zwtUgWW+dOGyf0+/j440c4pUnxVaUx6BNDG8l1HWwPYVd1uhnDIdNxv9/Giwv2nZgSMXUcP+u4Th+ux/W4Hp8aL0WkUFUlFskcVlI0CGsYdRpuuCkyPD2SMGr65BhxyjC4Ly++sbEJn7X7UFsIerWT9ADL5CkA4Om7jzAtZfV89hGdfEcD9EtZiaOhC7Bmf3gwbTwWq94NHFxQ6yBgRJClKBkqzA3gEpSLvAAj9rE/yVIExIOOWcfeS21UodCHWxdjLGNZ2Xt2t9EzXBDU0mEbFbUX3v3dJ3jvXEJfX8Xok/L79S/tYcpOwydP5Tu++GYKi7tH3zKg3wz2UKJPabrhnS3krO+/vZDPXeYFKl13iVawiNqP2iMo3pQq9BH1ZSetuCs/Gc/RYzjvb2wjprryr/3gfQSsBnztwW20SPmFYGswZQAQAEtNgpS6Drv3dqB5DVaXDto9Okst5X4Ujka5kJ3v/PIcH30oKcPoxjYe3BQZdV1N4NXEMGpgaKdsANos0ThjdeF33nuB+19g6rV/E7pHaftEQv8srQBGY3a7gyyTtMTv2xhQpg6+RAwX37FxNpPzvzsYwKlkvqyVFk7oYzk3K0wJju6wEnVUlI1ORc/ZxRZ7I9Y3NgC2a+x1R3jyQu7Vb1+JMvTPJBppV85pfRBhziLD1qiDCQHvk7MFflrB9utI4Xpcj+vxqfFSRAoKCj4chB095lwSAAAgAElEQVQfXksO6Yt7PXTot5BnOQak2n6h1wNYiixrHXxnioqyYr4qEC9liy7zMVZT2eWePD/G5pbkbV/8Cm20PBflmdiY+aGD7z6XfPC7h8fw2Dy1HrXw8ZEAZvqQvpOmQsJcVumy6S50lW68D3UJdCMCYuzB/+rrX8BdOjuPzyt4jA5KG40UmpVT02A2aVygd7bWYFi+K7IE+Vjwg+XpJS6msgP1ArLkNkfI2HCXxwVub0j+GVg+RrS369s+cgKFdWR2OFuDYSlznnTQoSDB6w/uoNOW+zDottFir3+LUce93S4sWu8FvoXJQI55bTWCMvLathfCJx4zYD48XU5xSdaoO0tQ5LXHZgeWXwvhXqCi/0SeSUSEoAt+HUbra2IACaA93MXaNnkImQtrQk/SqeyqZWED7MpUVoytXQlZwpMnKEglbgcKcSHfs6SU2tTRqCmGiQYKWyKyaOWhIJ2+XZdnH+wg+ZZ87qA9AKYSNaS+wTd4H7zBBq7qDk5Lfm5sb6NNiUFH+whJsf/i19/C00cCiK6NNrAxknl9TEOaW7vriLRETY7tIXRkTr62t4ZLMkufXy0RZ39Ecmx/mKMV+vjaG6/g+cFTjFyZ5JXVQrdV8+u3m85Gx3GRkTQSz1mLdYawOElXeQyfE8yOE4QMg/eGI1S2nG7Idtspptgc0RB11MX7H0lImRYFVjbBrHANPolKB1NZNIo8RUyuumdbcDg5PCvAOqnZW2sjbK9J2GmR8LO7vg+f4iRW1oa267q6BY/1+5Ct48pUSHnDv7g9xD4rAOPDQ5ylcl2uTsZISJUeDIXC6xsbdpvSZoc5+nwIh66H1zqSutjtS3ihcC6G63Ke9+wIviupwZV5jPVEfl/bWIPHh2LvlR3YYYv3RH7+7KuvIiZf+eziEmEs53Hr1X2s7Uh4fGPvi3BJvfZJeip9A8X29GWaIqPDlWq3Gm1OaKAg30Cz/dy2W+i25RplucKgT2NWBAgCuSeq8lHQv9NUTEGzBKhJbQWwe0uu159rt5BUkpoO9tYwGu7L91nyuXeePMTmY3qJRh7mBH/tYA0nxO9aXED3eiNUD2TDCb/XwowL9U4Q4ctvSA+HDjzMzrkBdGUeht1taKYSyFzYBNVbgx52E7lPea7x4I7cvzv/H3tvFmtZdp6HfWvteZ/5nDsPVbequruqu9lsNtUiJctyZFOQE8OO4sQQEsBGEhvwS4QAeYoDBNBLHvQQwAngDHCQIDCSmFICSRYUS1ZsmaREihTV7G6yx+oabt2qO9975rPnvVce/m+fJgU7rHY7cim5C2jW4bnnnL33Gv/h+7/vJsfRsaB4AiTlGQxrMMoqwDqx9X3Pw1lxFWi8alftqn2K9kxYCo7jY3vrNvIkQq+StKFTzqGJXHOaHnxKeftuGyhlp83JvGtsg4hpQT2NUJH5ODM5HObCS8dClyf+7qacgpu6iZAEB6H2l1JqUQ6ERJjdeHkVFs29D8YkTy1KJLUJWBrU1GXwcpTEE2z1Q9wYyC7f2aQeYGhQMkiK0EaTbpDycmQkamlvi/lZXI4R1BBeT9VSAGjf3oNNgpQ/+PY7mPEPNQlqoTUefkdISd+6/z5UKX348vp16LacpAfnMXZWyFVRyAnluApr1+R+bzptVKxgNCb5WL/CeHUsdomSG3Q7KCyxNjbWNtFlX/gdD26XEF2IlBkAZAxsBk6FjIFUs5iiqjVEFzFARKqlPJS0hECeClQpFCNnoevBY5pOWS5sWmyVVcElZV9Vq04XJTT7TZcOfLll7PWvo6iY9lxrwe/JiZ5+KGnIo7mLxgZVvlUHijLyaAMTamBo6mU0NproT4joDAFDV6u71UOnJ9ew/AorIQO3KzIPo7RCwErccL0BRcur223DdsWiKUvA4XOrijJ+DRsZg6f2rIKZyfurnoPLpvTLIFxgUnyygqhnY1NwXazv7aKIL1HQRJ8VCrOIOIVZhgZBNpbvw2GJr8UFliymiKfiA6qsQovS267TQ2FELckpC8Ssnmz2xBzM7DmqJ/vyG1aCsxlBM2WFhNFi+zDG7EI2lgYjy5allxyOixTw6Aa4uUGDxCpew4PFSa89ckpaLgrFWoXSwCXtOYIdOCC4paz9VAeGE8VRFnJG3G2U2KA7ElUKERfspMZQ5C4enMpzvPvmIXZXZJLe2ovxUOY5RpMFXEtcJVWyNNftonODC7CwEbnksI9KOKwZQTGHsgSiW5dCYzFFBVk0/fUW2l2Z/FV+igVhxUk8xSSv4bpyDeVoFDX8tgJsunZF9fHGWqFExoVQ5uSuzCsougHl5AKa1Fnas6FC+Z5JS7DkBbC4IWcKGUuZs1EEZ5cbQRXA78lvWG64xLUcfCT98+HRIVxP5pPleTCGupJ5gd2VmgCGcSRbo92WuMbv353ALmVsfmr987D6jGdUCxS1CA4rYvNgDIsZLG01hcwTQBZNYVcUJ/b0koe0Im2PLipogt4sr0JKnE1sW1ih1mf/bIE5422PzxiX+SHtyn24alftqv1AeyYsBdu1sbq7govTAEMSAPQLFyXz+2maweRy6qiiQEXUnGXL6eGYEj5pxwpVwaN0mQ4t+Fryzhvrb2KRyO/lIDmLG0IN5BRIVIk5IcoVAM2qtY+GpzhjRLokW33Hv4tLIgzTPIdNLUKlDXYoJb/uO/DIGu3W1oPrwE3k70E+hEeKNZ1VKKnsnNfkHq6z5G30mj1URvLmRZbD0M3xbAdjahbMqAXw8OQIb31XTIL3Ds7Qa8i1LybPYdaS0296P8cFxU5cBqS2VyPcf1esmEF/gNBdQhCXcGQ7bELnYkHFzKs/3H8MR1Pn0XoOUcJgbJogdyjTZ4BqJpbOZSx96eoYiUcocqXQpy5EGs9h05XSGjAprYK5zAu3iFHQhbHTAjZdSCe0Ycj4jKIEWAVpUxukssMlXVvVBMpzuY/CiwAl/aw7LeRzwT28f19csMtxipWOWIi5bbA+4JhVbYRWTZjDbImr4W8R2p6nqGjOd3wX1oRzyAYqRTNGUxE8T9GkJqTr+8j5dzdsIKJqOHIfNt0RFfO6bgHSTSC5tJco1CieY0TLshFoeDnTUU/Zno1NwbYxWF3FYH0H8weSgsnTCZJQzOcSVl1oCDgKVk0awcXmqA7aJC7M0IRVczCudOGS428v+jO4vCcS7XokE1prBxahuOV8Bl0TrQIwnJgfvfk2zkjqwRAHdgddGC7Gi2kOZt4wUC5aqmb86SDs11BbVm0aDdOge9BQcMk7mWUZFgTbpHQjWp1VeCusyrQCtFck1jAdHuOCkG6jFDyazAUJR7/+tW9g/4m4TEmW4ANWhKbZV6GG8tuX6QwNpsMaXp3ePUWvwQdcmYG8MQgam+i2P56w0xNJh977umht/sHZIW4ya+HpJlp9pue6GlnK2E6SI2U9Q8YNOc0MFOHBTaeNHlOP87iE7UhcKbBtaAKAFHU3tdWARzfQCjM4dCtha5gRORjnY1jcyOpS9ioHnA2ZT1XWQvRIUpV2kcBpUQTI8RERfBWy8nPv2joypjJXVjageCC1m224dcl8zaZVAW3ioD/7+Vfw3a/+X3IP0RgWx2mRRsiZqi4IuFu/topgW9yZPCsQn0jcJS0qFBkPPuf7XCyHB4hRSBMKD5dDPD7aBwCcz+YYkq/xfJigSffmaduV+3DVrtpV+4H2TFgKUArKsrF7YwtqJBDPy4dvI6/FWbIIZUIzMPWXNNzI6uovDyzOQ5lrVKQhz5IIICgowhBTKlGZSE6iqOqhT03FcGsPQVNOY+UcoCSNmymAwFACXDPgFnpYJ2nIJIqRM6oduSXOaLbeSOdoEW5ckcOwcktEQ74uNTIK1TTCBmxKrbsMxFWVQcXgWmHNUCmCmlSBOJLX4yKHzRN2wiDpe8dnuHdJczfO0CY9fZQX8JmhSBSgWWm5ymAolEHIAh4z82AxQu5aBjZNoejkHEf3xKz+jfcE9HVyMcTm5+QEbvQdeKRpc6AwrYYcvwJ5JPcUkNTlrMrg0FXMtrtw18Uq0sqA3CsobQuVrl0zYi9mI9jEBSjVRDGXsTRZhuhQrJj55RGctlgQtqYloQsUBTkdHIWUnASqNAgqCQ6aokTtgaztSNTfzircH4mr1emso0dLyNYN2Lwnt4ZVaIWK9vy//e/8ZRw8FKv3IWYIRlT3LhMUhczDdCKuxuLsAHnOKtDVPqbDM47DAkwOAZmFsurxeuwTs0DMuXx0+BhDFt7NyxJhyGCkV6LguD5teyY2hbwscDq6RLfZhccqteF4gpCowrSnkddqSWUBayaLyaQ1HbpBnMuiOD+OkTDtZb7xFi4hfvQHd8/w/IZEzltU5hkv5ji6kIl0w23hhCpLeZ7CGLn2fDwCPEFCXr8mWYu7H+1jpUUiUtvGvKqp2A0i+pdHcQJ3wYVs1SKhCilJQIfzOS6OxI25lhRoT+W5pyQVWWQaL78megJhexXzqdRr7B/PMHfIFuX7KEho+70jmWgPz0aIyo+p2rueTIhXXxzAzsRE7Q+GOBoxqs+q1GRS4O6Z9NtGlqO/Jgt9qzPGmSXXuPfWXRyeM+0Vsux5p4eXbwhT0sbuJhZDWfyT+RQLmraFdjBj6XReyt+rDDhLOKYnZ7h183l533Hh0OUrTLYERpUJx2Yew2ccoTQLJCcSA8hnuezgAOxOFznrMXK6SVWUIx7LRpYmKbr9teXzz8dCxqqyBXItfbSxwRJxpfCYEMquU6H0ZbH13CZCMiTVWh/i48qYb6w8jz51M99/8wF6uzIHomkLxRazSnSDR5dn+Or3vgcAuHXzVeysy9+NnULnsgmtrDiISfxTc20WcDCjLP1oFOGc6dIkNmjRtfZdZ8n1CTzE07RPK0X/nyil3lVKvaOU+vtKKV8pdUMp9S2l1D2l1C9RE+KqXbWr9iekfRrV6W0A/zGAl4wxsVLqlwH8uwD+AoC/bYz5slLqvwfwNwD8d/9PvxUnOd7+8Ak+8/ItBD1WoYUrS4DQ/PIU4zbFXmwHmtV8GXn4QlNgsWBkrIxwOZVT5fLkFIbahuuNBlbI0adXxaRUZy4iWiBvLhb45iM5jaOsWKo3lU2NzGFV3hM5MSZljoK162HoIWGgyVIlYtKKlZlCSglwn1Hv6fwMFbkIh+MUmnn6WQTElZygF5ey87ccjQmxEqXjIk3lfuJ5jilfDzY3cZdBxSM+87wokdMGLku1jJC/8me/BDTFGpn//vuwzoToY31V+vs8u8S7rMI7PZ/gRcK8rRbQntZ8ERVaVEd+/QtURZqXWO3KbwwnY0TkZxhFcyQcJzcpUBKn4JNDwnciTJTYxhenl/joA1H2/smbryHjyVstFoh5SlezWsHZYEHNS6UVsoKuZOjBrXEdYQslSVtSZq2KrIIuqFG50kSwS0WuaIqU5DN5EsFs8Z43xFSfLKZoEUPQ7PaQ1+rgbiCuDgClag1Lg4qZIXvNwyuv/QQA4B9++b/BNuTEjxsVVmk19epAshNirSnzJuw1EfSYiakSWAldsASoWG8T0w12XIOMryez6ZLWfbXjY54RaAcH6fyTKUR92kCjDSBQStkAQgDHAP4cRFcSECn6f+tTXuOqXbWr9sfYPo2W5KFS6r8EcAAgBvDbAN4AMDaGzp2I0G7/s76vlPqbAP4mADS7fdy7mKB4521sTmRXG8UGYZPBrmYbEVOAYRahMPI6n8kumacRClakKauPO7si9KGaaziby05rGQ/MLGJ8JBZBuNqF35fT8+H9N5Y+m1KAy8hlkWqcn8ppvPDlGqblIGGwSMPBRqM+MRTmdT5+NsG2kcBlzl6eTifIGGjshE2srons2GD7GkISwY4TOa2LRGICALA4PsZoIaf1w8enAC2XZtqAIvtzVaslG4O6Js4YgzNWIhYoccuXfjm4PoGaUYPwkumvOTBiqtNSbbiE0hbzGCPmzRdRhRYxICYSP/VkfB/vZtRPbPkomJufmAquJ/e00WmhIJYjJ3x8Z30XB3UKLTV464EE8z47nKFLLIRtKYBBMpsBt7D04fIJK6tCRjSpNikcWnfx9AwVcSQ2U3rWeIJsRgujWaIkIjV0Ghj7Mu4XkYcVUu71BmL9RM4p2uvSR27QxYAkrc3mKiZkZR7UgT8FLJnPlI+8FGtkNi5w0KDa9qCHCeUHy3uCJ7m+fg1o8pTvN2DVVbdVDtMUayKxHSxI1WcrFgQmBhdMEZ8dXiDmxeM4xUksz3d+McVJVC/Hp2ufxn3oAfhZADcAjAH87wD+9af9/vdL0Q/Wd8z8fIx7c43uCmnQtjqYzli1iBRBKRMhgy9JZwDTBbkB33uEFvH34aoPJXMU5WgCxaj3RaIQxbJBhFusqdhx8Pi+RHp/43ffx5CU3FWllgGqg8kpIg7idCGT57MvvorxvkThb+2G8JkNGQ+HINYGR+dj7NySDSCwqFXohbgYSlDLnWQwMeG88xw+qyunNJOVpzC4JYHRsNfFjAtPR+my2rPjAA4zA1Yt5Q4gJ1OzVgpnXKRf/d33MHmJQjtegSPK0r9xJJPKHS0wr2XmrTkueb3J+yc4HRMI4zVh8zplLGCqB9EMsSO/tTVYgcUp1VlroTEgPqMAbPILunQZHh09wl1uBPcO5uizslNjjmQuv6E9DbLbLfEGJbAsNVFWEx7xzNFiguShBB2LRQmLBC8+Jeez8RQZAW75BxWaPFDc52/C7zOo2FJAixT2Skx8a+4iIJnKsEyRcYG53T6KhOzgDDQ3HI2KG4QOKqRdef+kiPD+UF5/6bZeAvFqlujYusDOqlQ+VmcjzEngM18kS9d1on30mREKWLcyvLzAyYkccDlKeJb07eE4wgnXxuNFhkXEBfGU7dO4Dz8N4KEx5txIIf6vAPgJAF26EwCwA+DwU1zjql21q/bH3D5NSvIAwI8ppUKI+/AlAH8I4J8C+CsAvoynlKJXyoJldYDoIQ7P6kIbsyQQaepT2J6cmtVFgi4RYa2enMC228TkrTcBAJdHp3DIxFlkwIjBoEVRoKQUmiaN2+986138g2+LSXZ0fLxUSTYwy8KdZDJBXtXSZJSSu/N5zAlRDqsYK2353rHn4O4pU3IXERZv7QMAvrglu3Zr0MbKmgSwFsM5cqLnEstDQZGRhJgHGzZcohsto/CQxSz70yk2mUNf2BofnMlvzJjeM5VBSUvBsjRimsmX5/fx6JG4M87mHk4OxGp6sn/K6ypY5E24WBS4RbKAm9fuYOemuDbXfAeYUYsikhNxcfIhhsRNZNAoWGBlFzZsFugscsBTtQiOnJJff+ccD07llEsrhSgVdySbZDCVWGR2I4RN1GBKU13lLvwuZQPTBRRdBjfswttg2nMWwarZjCc0xTtrmDskdVEZbMLbS93B5UL68PgoxvWOpFd1g7iIIkZO0tjs4hRjMtC22goZA+GdWv+hqpY4h3hSwCqJQLQDvEWGZnx7H6/fFrfRJnfG9mAXwYakSDubKwBFjqazM8xzGfdunMImN8hsJmP2zd9/FwcX8ruOGyJmWcCD8zFSBreLPEdZLfHAT9U+TUzhW0qp/wPAdyBwkzch7sD/CeDLSqn/gu/9jz/st5Qq4XgTOK1NnC7EsNhwLfQYbb3IgNaEIqbWApYWP2t9hQO02kHA/H9vsgAgCy8bZ2jRR39YZIiINf8Ox+eNB48wImGJ3erDYuQcZQrHpe8caNgkrwD94uef24T6jJTYjh5/hMFYYg6NSoNrE+/tn2N+XzacLdrAn2sV2N4lW/D2ABUx6VV3DSXN3IC+jxt0oVblesenYywIze41O1jflOd++/4hzkbMDHAjgFKwdA0JBpo0fdPCw/1UJv/a7CEenzJvTjxzaQzqAm3tWcjWaKIODDZJKLPQLQxZynwcsY4iyQHm273Aw4S4AmuyQM5FUSqgo2VCDxkzejycLOs84txAsWQ+Syc4H8pvu57B+qYsUk9RDKZrI6/ZifP4Yzeh6cAmdsRpOFDc1M0qYy6li2DMylBvBe6qfDa2bVTcAK3EW5ruRa3zaLsIOU5n8zlyCuM05qtwmV0yFDFOS8BmPGARp7ApH+C0ByhP5NrnukJjReZWty/zOCqnmA6Z1fAKmIbM9aKqELhyWLRbFSYzGb/olJqRixwpGcm0ayMhfsf2Q3GFAESXQJL/MYKXjDG/AOAX/sjbDwB84dP87lW7alftX11T5pNSvf6/0JqBZz57axPxLMI5STHyIkfFoFboObA8chrYJdyOWAIBUVuBE0CxuKRSBoNA4KyOCzg8/WbTCAualBEjKX7gLqucMgPELHYpxpcoWPlXpBlmDNoofv+6X2B7XTAPXWuAyYWg0X7v7iU0eQ1ur/QQETvwwYQ8ehagGCQ0ysBScr0wsGBseaZNal1UZRMbA7EqttdexKIQq+PwAmhTbmzzzk/iZ35ELJad5+VETZHitz8Q6+H93/tHUOfiVl27fgOfefFHAACvvL6KwJPIeG9dXLAg9KCIQPzK//AP8Gu/+XcBAN96nOPiUuC64ziHoTtWn9ClyVGX6vmug96ALko8RE6tzBsbbVxfk1OxRXriR2cRRozKXuSAS8j3L/y3X8b+sQQxH+2PcXEpgdlkIQHhFe3Cb8q1n1vbQI8K1RenJ7j7UE7j+cm7+N4BXRBiJTrtFXSpAn70ZI4Rg9ijrBB4JYA0yeByfDTh2rdv3cCf/6mfAwC8/tqr8K+LG1vML/F3/vZ/Js/KTE2pALAS1wsCDJq0CMJ13L4hY9nwbTQ5P22OdV6VOB3R8jpPEDepgeE0ME/kOcoih0/Ozh5dzTAMobgukipGnzoUfru1rNycjE9QJfLcP/lz//kbxpjX8UPaMwFzrgBEFZDCQsIIeFVWcFhxZgch/Lr6MHDQpvm1xnRiIzPoBvJeERg0nFpZyYZDQo75YIYR04EXkSzStuVhTEafecvH6AlhpNM5ClbnFZYDEDasSN/udhr48c9Iem+xOMM/fsLUqGPQYYrsYjzBGX28hCm0vFRLk1nBoFAyGRuli5BVdH5bnsNbD3HneUmLWdMpKvq9UyvH6Fw2iNE0wzVfNoPdzwk899r6AH+J/TY+3cD3aJa+tNZDm8lhnc/R2NmT/myRgNZoxJn4VX/4/m/h4Yy1AfECA1aPqoYFm9WoNSlrkleoGQDdtotWIL8XKBejujgvAAqWPsdMpxm3wA7rPdSoREWQ2TvHp3j4ofjMDx8fwo5lsQRUiJpUBZKx/PC5OkPQlAU2hsLwTNy4x49OkDEr4QWy+TkKUExPugMNr5D7bDsKDk3+tOlgwRqS+Vz6++jhfdzblorQm6/tojlkrQhSaFYfmpjzFDlCMh45QbBkC9vYDjEYyObr2AWaNSEOM4V6EWGToC67YyEh0c7A92GRXj4xJQoeTkksG6T21+EyK1cmFWaZbKBFOQCYDo6jFKr8ZApRV1WSV+2qXbUfaM+EpVCWJWbTOeyyrEWboS0bLZu54rJASTeg21jBLpl9b3TkVN1ZWUGzK2ZkXsVLSbdQl6hI7RVdjDEOKCv2SD5wXhlcXpATMq1QDOV1skhREZbq2/HSlfAYFVaIsLkiv/G1t0e4f8ZATl4uqa/OsxgFgUXFMgi4VJpHBYOCzxSnGQoSuVyQFOW5eAarzjgcXSIheme+mMOpgUzZJb7D+7h5XyC1Ld/BgubijZXbeEd/AwDwwloD4alcL7m2DtuW56vqE38yxBu/8ksAgF/9J19Z3tuu5eD6jrhKWVFCs8rxMhX74P48wwMCofIowbDmSHB9NHnmBCngh2TeJqd8o/AQUiKvgRJ9yrgd7B9jeEoZ+ORjV9HN5HtlNUXO4rezPMeMQKeTkyf47nc/lPvMxmgzQLfGWqDNliP+JABMUrQbMi+SyoUhSGw+q1AxkBjHcgJfzBZ49x1xD/2tDdy6IYIzK1t3QGoIlGQH91JA00prVh56lpj7N3qraNcWRD6BQ9eLlA0oGjYysmeHrkI6oyU4nsEnPRxaLjwW6dXPXI5HiKkr6ZgCMbMg2XwEnTNQno+RVLV183TtmdgUjDFI0gwqMzA0VR1tw2HMIE9zeNQCWPEd3OrLRHl+RzaC9c0VhPSRTd5a6jAkRY4ZQSpFWMG5ZC0C3YB0VsDLGcmdFsiimuQTCCkNnxUVHNkT4DAldM1KcPaOfO/3PriH89nHFNoeXY2oLOHQ5VlWrNkaBaPwi7RAnb/ytUZdXfeIlYrVdI4ZS65nGWBT23DT93FeUZh2doa3HshC+JmH78pnb+7htF6klsHAkt+zw2soWbcQm2JJDFNRN+Erv/lb+N/+7pcBANMoxuebsqhu77bx6nMCrFlrtxERsPMWa03S+ycYfiSrI/I9xCxVV5aFDdKhN+wOIl8W8uaK+DC7qylOmKrJHx4vy8jPPvoAEQlRnXYLjpI+aHVkzFpqHRFLi88np/jwzX0Zv9EEs3jBfrawElDaviu7wosv7yEkIUuxmGFKvcbpbIIn1AkZ6QUy/kbmyb1NigIp//7ou+9h/ET68/ZrORy6BwF1PVbWQgxCbrLzHH1X5kLDUgiMPIflGfBt2F1mTnQb6LEvogrnrIy00tOlkHE582E1Zfxa5MdUOofi5mz5GqokISxmADMOBhms4pPFDa/ch6t21a7aD7RnxlIoiwJxWcFmpXW30YRtarMnxhbNr1d21tGyGJTjSWwbA0OASaGtpbWhLCBIGS3vtmFRKcdi7t4Pz/C1S9ldo9EUEbkJqiJHRvCH3bBhaB7aNKnP5hG+9qGYlEeTZFmVKCQbH0Ne1wm86TIg1dAKZ3QvWsbgnNfoW8CsqsEmPKFUig1iL166vo2Y9PL74wl61Ee88DyMJ3Jy/ePvyem584UFmlRXvtnK8VVXTuaLi3OYWDIVlzrGzrqcximrNuMPDuDFYvo7loNbN+RUfaXfQL8hp26weWspLrNDleQvXFzgF3/56wCAB4dHGBIANQwE6/AAACAASURBVE0W+JD1IWXfwjoZrVHKOJ0567i5Kxbfk+ECzoiK17MKIWHjW16IsCnB1o12zb0wQ0lsxex0hgfHEpTUVQUwW9V23CXH5PMbYuXc2buDDlmw8+wCeSRz4HJ+jv6hwKMfDR6iYjUnsVkoZxGOGSQ1p/s4pcL2JHVws1fPI5mzq6FBSGxNyy1xfUueb30QwqPKlrIrKLoVdfbBsh1kZR24nSx5MJ0qRcLCGdevYDEIH5LLwhQaFun0VMOCoZU2mmTwKIzjh32oWkrtKduVpXDVrtpV+4H2jFgKQFEYWEbDbZI81bWQkglJWxZukSW3GbhoOx+n+ACBM9tM8xTaoKAeY6YBu05PKo2KjD5dpgi13sWdTk2PluL4MuZroPQYJ9BtaHIkxExfPjnJUZY1U3EJqyZ8tTSafL3esLFL8tCAgazzOIfN7/m2jV0SkBaVwTmrHC3N3LUpYShucut6G7uvCCv1r33jDUwysh0rhZzcAodPJG321sM/i2s3JR5Q2T4+eCBpqmrqorm7DwD47I9/Dv2PpKDro+8Ij8E33v4qKIKNOz0Pri+napovUE4kCJYMYliXEsch2hfrNz6Hv/ZX5e//6699E9967w/lOZSFhM+3HyW4TBhIZUrvC3+6j9ae5PxvpXOcvCexkbgCQtLitW9sIfDlpoYPhDXp0aO3ENLiu1ico0s05SBs4oWOzJHba1288PJtAMBLn/0MAKC7sY6QbMi5WlmyQweLBtot5v9PWsjOmN+n5TaPcyTEHiyiBIoxofToIW4QR+KgDoIWKMlvEAY+BmR38tv9ZXzMaXRQ1uzfPJOVG8JK5XuBAxhqR1gDG0Ul8zA2KRy7tli5bAOAjH0o4nzJp2B0gQlVgjQitO1PlpJ8JjYFGKAoK1haw2KHlUWxVALaaTWxTUzCoOlBE2TkEbihHBsx8d2q0MAyWOnCODXhiAWbGIBui4Gc+QgN5srX8gqqlDx9luUoGe1v2QaWTThyQahutIDHjIJR1hL77tg2PHIp9h0HN6mQ5HIzGSZj9Lz6sxpMO8OyDC5qEdC6/qIwsGj2XSs1Np8X7srtx/dwsi94Cle7mFIn8MN7cu97X/sKFmc/DQDo9CzMR7LpnZh7CEuhPNv0L/E778vzPXj7WwCAJ+8eYoVzx00V4rG4I+nWGs4ZGesfzWHtEW4dCRipMYjwypZE5D//3EO8/448/3k0g+L0Un4Gw6Dc0gV7lOOVPXGPnt++DZzJAfBmHGBt4xr7LUB0LO7R44/eBwCMLycYrMmYvdxr42YgG8GL1zbxky+IS5O2N7G7JxtLUBOZKAW7IYvfgkJJkRg4ChZJFrOixDpdGkPXbzqNcJxJULLjASVdzKPz92Fe/jPyPW4U+aTAAvJMO4MBGmTxtgMH2qJojWXD1JyOnMdVnqOo5QdygwYzJ1azwoLCukWqoGr3tt4cygoVXWnHNohIrGIZDyU3iGI8wdyviR6frl25D1ftql21H2jPhKVg+J+yLJSU087zdFlLf3NvE1uU8s49gwFP+oouQ1kY2Ez62iGQMrjo2hopAzhaZ8gIK7aJArP8PjZ3xVSLnBGCfcmPJ2UJi5ZHviihCJVVtEBGaQ5Hf+zm1MzPKCt0qHb8XLcBzbQQ5f6w3nBhM0jmlMApjwxHA7c78vqAZq2PjzUqhycn2F48AAC8tLGHk4TFM7rA2am8n2USJHz3ZIioKS7By7NbgJIT/yzdQGP4NgDg17/yNiqaKV1LAmeH43Nk1K7c7rZxwSDnZ6HQpHlsDzQCsj9XKev4L4Am3aQfu7OLXycPxXmZAXytvRAuc/Mz9slYX2JOVeaGmmAQymc9lUENZKxPz2Z45yv/SPr8UgrlPtf18OKKWCYbz/nYpGDO9p0duD2xJm23CUXaNEX7WrsONIu5VKnBR4KjNUISx6y3Azy/uwcA6AVyQs9VhsW3hQwlzfKlyV9mOYascmXNFUYqxy4FijrdLjyPmpilBbtBERlbo4pq3Aq1KLUFm5anUwAW5zUcDYvVoYE2S6yOplWp2i6aZc3QbUET5GOpDAF1S+LSII/+BLI5K/5njEHIh0xNhRXSdO9ursMhCYlj2cgYzXfJBV46BnWeP3TbsBRZkYyDwqXaDlx8bLdRkMVysLklZayFd4j17wrbbVrmyGrOxyyFIZBJE8sfl9WSyGTDchDXMOaqxIAbTxtqqUtYQRbbGoBrteCKKrHJUu7AuMjpc753Qcy+MrjVlsU2mi8wui+xgY0bO7g9FTM4RoXWkPBfxl9GT97DdU9MZjhrWCxkQrijj5ATShybGL4mqctCJn9oEnQowOtaCs+78rt2ZpaL3tcKmnlxe8SotzpB5Ug25Lm2h5//U68AAH7hN7+GnJP4muuisSq/tyCGQs0LBI/ENUi8VdxZuyPPN+pgUEgffPDkfRyePAEAbDPC/9nnX8AXXheI+er2BixWKjaam3CCOsOhYMKatIXgH6UAQ/CSU0BzcXudJhQ1SZXq4YVE7nm9J30Ytl2cPZF5cTnBUtsy1BrnLFvWmfTJdhAClJdvtvpwuTHZtgtFsJhyAIvYA6Vql0Et9TG1/lidzIqGyynr2C5cxmjq+pkKQKmJdSlLgK/t3EHF2JTte0uRo6dtV+7DVbtqV+0H2jNhKUAB0AoKCrnFIiHXxvqamF+BXyE2cuKX1RyNRAIxOSnFqmmMpk/I8DyBQ/3AUqUIuUMnZYqSFX458Q1hewt7qyRAUSVCsivrwixNu6y0kMcSrMtQC7VguZ3agUYV1zyBBmd0D94cx7hDyHLEQpwCFfgSXW3D49/XWl0Yov+us5IvhIJF6+FRmsL3qZitcuysy8n8ZHy4DJqWOfkIJk/wvX3BDfiwURHrYaoCKcTcLcsMi4Sq2bE8/xgGfV+mw4ZlYNlyyq0GLjq1FL2TI19ITl93xBobrH0O3g6Dc+UO/kJfrLuzSYpffV/cmPXQRkbrreZ6GPgJ3iKD8/puB3ZLCobi3MfdhyLpdnT/DXi29LnXkefc2+4ti7J8OFAMtGmloFiMhqABTStFkRgHtg2LAV/lulBaTukqVXDoeuaxA8dnkDqSfnlue4DndkmKUjzGB7QgHduGTbEim9ftrvjYIXw69HMoziGjAYv4FQUHqobfEJkoVHqspFUGFQVuoB0EfI4yS1CR0MwQdm8Qw9CqyBADDITr0MAjN2eUFjD6k8nGPRubAhRsy0LT80DLCpZ24NEsj6MZvK4sGp0rjGhGVWnth1qYTcUU9XSBwYak7zqBhYIiImWlkbAowrZYfdgAFEEuu6+8hF1e4/3jx0i4elWVfRxfqAfZGGhuLIX2AE68ygjFOgDMfQePSJ7pciFc77u4PRDT32804RN4Muh4QFfM1fiCkvT5BP6KLLbexRwxAyxFPMdqIAukE1pwC5qwxGIncYX5Y4mN/G70NmxOpH5LYzYleKc6RZLW6VCyEQFLePjBNMY260oyN0Qey4Q1swKqIxvuSl3+224t+9CyKwwsyZL89E/s4e7hvnzP9pdELJqU5a1KARTVtcareDSueQQL+LU4bFGhyxjN7RWpAs2MjZDqXEUZoGJ8CI6GIhmKsjMY+td20Oa/XRhu6koZlLUKVapR1rr1BVCyKrHpywdyb4o2XcVO2wXo3lmwUVDp1gkkLtXXLgzT3sgN0hnvIdTQdA9UZUGTPl9xo8d0jJJVm2VWAVz0ftNBybmVqimQs/p1LmMemwygW61ihZigr4bbQMlntf0KaXqlJXnVrtpV+xTtmbAUtFbwfQ9hEMLijtrxNEoGSPZnGa6fk08gmyMknVrbEVM1nk0RTWg+2wle3pbd/IXn1jCZyYl3FB3jgwMxYSPCQV07x51X9gAAX9zbw6Df4Q0dQ5HrQFlqyR5sWLSjFZaKw51mA9FcTrm0rJY0YImd4pAWQpOn/Gppw9qUk3bQ3oTNgvqg01iqGWd0H2ZHFo6P5TmCZgOTubgwpU7RWZNTc8+r8Btz0t0TAmu8LkrmtqejD+FQVdvffBGTj74NAKjmEhTlUwEAGq6DXXIGlpaDBeHW0eIMKx0x7cs8QavP/P8NMlQ7FtILqepLjg5QklPw4P4DGAa+XlhrYHdLTuwnp3SpJpfok9sycKdLlmRtX0PlUSqt00ZyOed1+HfX4OF9sYSq8hECnpQNP0SfBC/N1Ta8vvSzouujfI2MxXGL0QSjhwKPHu8/REbtUcupljwRPvErYaVxbSC/FeVraHpyP5HRKIlPGXTFuvDX1zAIZB5WqkJeiiWUji+RTogn8DS0JfdkMdBsUhs570ElMaqlxrqFgm7X8HyGWSrzYUbGb88vofj8lVvB4Rlv2TYC4mWMFS61N5+2PRObgmvbuNZfgd1pwmINw/p6F6sWfcBoiv0FI7ImR+1jFCzTddMIZ1N5PYeHlzZlYNrBTbzzrtQoPD5dYEQmpLU2JeKbTTRp1hYmR4+R7NUQWFBG3bMUDNOkqEtTtV76xt2qxIyIxRIaXb7v+w1skjhljlrb0cJ0SFadrRxWKPehtb2smKzoqlyGGWbnpBA3FewarQYgWJfrPb+5g598QaLzX79LenoYxG1ZHLPJGKEr2YDq7HCpFGS7IfqMYMfUeuhZGj26RO8lcwz3pa8eno7wb74sC+HO9gCbLUEhIhfi06O3voI3f1+Ymb597zFe3BUU3+ruAP/+z3xW+qLTg13JwloPBZn4nfdPsVlH+l++gSImH6VzHWvMurwdzQFSwyORjeLs8UQ4wgEEM4VRU/pozShMGYtYKVex23pJPsRsQTyN8fi7AtR6eLiPciILq+faMCTDGeUFGkQ3JkfSL3nTgSIH41onxDo3gKNxgudYUt5hunGlU6LTplBuEC6FXaOFht9gPMpuLDU6zEhc3kwDqLUsbMBQlqCMFohYgVmqCIO2HFqbXcbGAhdxvfHM5/BJNJRXMQxVrTyvBWX++Cjer9pVu2r/H2zPhKWgLY1mz8dmZxWVTS3FRgMWxTuGD6Y4Z+56t91ExUxDyVN+fliC1hI8u8LOupxmZaOPPtPUZ80CL1EwxpDoI8sTnJ9K/t83U4zJjNu2XTh2nWlQUDSDLYtQXa2hWQ13mWdI6lyy1nDoVgx8jZI5ct+pg2FdTC26B9MIXaoWp24PoGkImpYr/dUlWMXKMijSms8uJ/A+3AcAjPMKi1hO4CnBRL7bRkFGaMcPUFKV+HQ8RsFAqa813FqvkaegZ9l4by6n8pM0hWKC/DgFXj8Ql+CVzzyHlFWO+9/4HQDAxcUjHJzIiXc0AYJKPps31tFryWm8GaSweU9twryf2w4wesyMysUBTFOqGYtGAy55BrZ0johEO+1N+Tdb5Dg+4TUKF4qWzsHpAjEZodefPMaPs7J1r/kaACCaL2BYJ3J9MMBYEzKcxkuVKa/rIKHVcJLK/TbnGU7IlzGvKjjkXfTiHD/6qtRVND2xLhp+AlVzvKdz1DQG2q+QZAKsspRBZpHqj7SAKppAOWQVd1q1cYNkGgPEW9gqQMUM3IgZkHg+hd+mfmYjgMPsSpzFyBhgdiwDbV3xKVy1q3bVPkX7oZaCUup/AvAXAZwZYz7D9/oAfgnAHoB9AD9njBkppRSA/xqiPB0B+A+MMd/5YdfwbRu3BivobQXQczkR3BULl+cC0T2YjXFwLifCPXMKRWRhj6SjA+1jQF+wH9pwyRzc7XlYvyHEpsm9xzjNJLj07fckMHYJYOVI/OWDroKmvFbfdwGiEFHmKBY8sQP6aba1LHxaJAV8nv4d28EquRpGZYmEv5ew4s4NClxzJfB3PCyRM3A52LbRbkuaVFGnwpoodBj0+ubRFOcncso3XYVXtyXtVy5yfHgk1ZEjIhe7VgFt9dmzU7SJTEysDCWafH+8TFO9Ru0BDxqPh4JBCNTHQd5X+k10mEbd+1M/CpesVSW5EsLNFzCmCnYQzfCNkdxH+3sHuCBk+6/++eexRl4En0VePXsFVl/6J88tFGQ3WllXuDGQVOxjlcHjKb7BisO7p3cxO5drnJ5NUYV1kVsf19fkPvNoiOkjmS/RpjBDZ7lBxmBldBzh24+E5HX/wyMMExY8wcYFXw8YaPzRl1+AH7IPkzn6RNOOlUazJ9ZNfCbzaTiawdolAWseIuX4Hxye43REsaJJjJzB9M/05X4H2z04nE+tgQObr8/nY9iMsz5YjHFMoaGDqViF1wY9+IxLvXpnByCiM56OYTl12j5GXP7Lhzn/zwD+DoC/933v/S0A/8QY84tKqb/F//+fAvg3ADzP/74IkaD/4g+9CcfC2kYfN7fX4am6XqCCQ1PusNnAvJZ+txRcBl/WKNn98vVVrHVkIVxb76AZsHS4CLB7R0y8Ig+g2tJpNwhuetG2sbMu38sbwPEHMrjpJCFCCagsCxUHqWJEPrD0EhCS5zk0S5yDto8ffY41GgvgHjMRDZJ/3L5zDdc5iRtFiqCm/Hr8BI2BPFOLE9DqWjUhL3rjC8TMUe+1gZ1bEuC69+5jDElpVrMhZzAwuUzsKi1RQjbWwF/Hakgas0sNn9j+l14V87pzcQmH5c3DssAm6dh+/q98CVs3ZZH2P/vjKC9Ewr43YuBw6xZWuUn1D3P8V7/+qwAA32nhOcJ8t1/9PPTDfQDA5SmJV9IFZjTnvTSBzc0rzhLkuiba6SEZyz09vynB05trTRxfyLy4e3AGMGPS9B28tifVlYHO0N+Q+9fsHz2Zo0Ecg9fv4nYtNhwtEFzK5jwpXTiWmPS3r0kfr230YfEQsp4YjEmA0nAK9HoyZk/elQ2tLCe4/sLnAABOZWCxOnGr1UNvZYt9fwyLrk3IIKHvObBZM1HmGWwSvViOgg7l3laDFTihbCLtuWyQXteFRwrBCoBJSAOgCqSJ5vsWWqzyfdr2Q90HY8zXAAz/yNs/C5GZB35Qbv5nAfw9I+2bEF3JzU90R1ftql21f6XtXzTQuG6MOebrEwBMWmMbwOPv+1wtRX+MP9K+X4p+0G5ib2MFvqvR9WSHb5kZ9LYEX8JwD6/nEjzshd4y/91VsnOu3RqgH5LwotFDTsJTz6vQWJEdX3sWVk7E1FpdpUR4OoHXle95uYuLDlNEZb6sR9dVCcWTvrYYBg0XY55yrhI0JgDsBi28QEl5a6eBz9BtIAAR3dY6mA2FNQ8xj+QUVJMFpryGQ/ISVQF9Qp+/8MIOzpiG3dloo09KtDfi+0jTWuZMvpdFIziEK9uOi91adu3iEX5sT3RA3jv6NrJchuzskez3djfHX74tp9mbwwl++jX53u0//dMIb1KJeTZFelc+nxMpGoYFWs+LINiu9Qb+2pf+NfndEti7I67J9eZN/NY//V0AwPRI+ricxOjQ1Zp1AmxQYu766jX0qLR847M3sb4mn7l+S+6trTzs3ZCHvX1jiJRaFTAd7G3IWGZVidCXTk+Z6nSUjXaPmqCqhb2WDISrK+SxzK3EDNELRDBnsCHP3PU6OKfaeF4skBCFmYcWVgcsPCPE/HIWoyDJSrC1hqAtJ7pSFQyLsfaKTWTyEVjZjGOXIXfJhTArUNE183UbBVPHG802NqmBumDKcuGYJV9Et9tARdxLEwkWFNrRZQmvWbuNT9c+dfbBGGOUUp9YZur7pej3tteM8RXKLIMhbHWRjJDT/2wqjZVNGfCN9S2s9OjjzWRCWJWFgio9qIaYTcWXC02G1oYw8HR3Omhv7QEABqTQrqIpNKPvjx4cYnwmk3E0+hjaXBigZNReEYOQqhYq5s/jsgT1T6BDCwlfryUpWvXEI5zZZCnyCwJoSrNUW9KuXeugwpsyP55oXP+8LP71sL2E+4ahtyTZOLx3tIxXGG5YRVmizGQSN8IuWqGY3b31FNWqfO+atYGvHwh+4+BccA47JwavvCQL76//pT+D7gtCyOIGagmhhpmj7HIA93m9ywjeDbmHGy9+EWu3mKlxNJKJuCvf+cNv440PxbefX8jzGV1gi9KdzzkaZpXMWdkl5kNZ0G0o6E6b/UWmJLtCL5CNontzAwayoNNoAZf3GVQLuPXMTrmIFxPYJFbRoUGXkvOrL70Ko+S3tV3CRDVeRG6uzKZoEHbtVhprHRnTUWohI94gplupkwg2NwiUvaWqmaUL6Dqu5Gr4lB2AojrZwsCrmZitGQqK5jrBHCVBa82VDkJKG7Rn8u8Uc9gLThw7Q8l6ljwrkRXyOmj2YDf+eEhWTmu3gP+e8f1DgKMk7UqK/qpdtT9h7V/UUvh1iMz8L+IH5eZ/HcDPK6W+DAkwTr7PzfjnNm0AN7NRqQjTTHbtYZwi4i5omxzGJ9NwvoKEJCqKUu3z+RxzBllUVWGlQU7BGbA4lFp4U7VR9WpaNXFR7EaJ+FRM+MmjI1wM6T4UBSySqBRFibKopd3lfpUpUe+9l3mBkCd327jIGXHPXR++TU1L5ubTvIRmoDG5GMLMxRTXfh9tFsQcHVP67CKC3pFjeaW7BT0nx2E8x5wUZd88vERCPsqKuALL0rBAmjpT4Wdee1n6aD9GQNxHZSlcHBOdSYKY87zCAU+lvUdjGFessLA9gD5hCDytkJyKZbF4LOfAfHyGNcLHnZ/6cwjJ2hzFl7j8QIKS3/rqH2IxlX6ZsejKLWxYLtmHowDrrMp0XB8zZn66nR7SiUCaP3xPrluu9LC6Ki5hK/CRURhHKx9OjTidJstAsA5ouRQlMqo2WyMPHkl7vJYPQzxJMZ+gLOTaBfEYVV4iG9fjrxHwxO95DjISxmzsSqB1nJzg8aGMTaOzhiAkXqTXgqICtc58aPJWVAxQayxgsSirctrQZPn2zCkOKYXnN30EDQn42j5ZnRcKY+qbpo9niBxWvCYFUsUgZ3MFTldc2qdtT5OS/PsAfgrAilLqCURl+hcB/LJS6m8AeATg5/jxfwhJR96DpCT/w6e5ibTIsX95DC+N0OvLwl3MYsxIXqEqC7MTeeD5+VvYvS6L3nVkAhajIcaEiVomxeG+uAedRg/eA1lM3moDyZxptD5FXbZv4PE9MWTuHT3BJeME5ZILiv9b817SpUjSGBm7rjBAHMvgFnmEFn3Zge/Cdwh5ZiTfLSpw7iOxPSQEQwVeCKslr8tL2Ugm+QT378p+2no1hE0R1LBR4dCICX4WxSh5T3WpcIFKxEAAWEkINGTxbm3fQJeT5u6TIdKIZC5cEHm1wIipvll3iPYewUTTGXRL0omek8Jl0GPOMvPZkymsQpiJGu9toyRt+cmTOd588w0AQN82WKP7UzKjFOsSFyQ3aS6GyMeykaVlBEP3r7HRxLiuEqRaVs9o9EkqmyNDSYGe0G8sfXulPQQsL3e5cLMNhZRS7cYUsFmqbPIcps7YFQnMjDLw9PfzSsOw31SVYcHgjWUpTC9kwQZdWYCjxgCzicyx+fAcjpJnctwYDsloVasFMyHMmRmj/GyIrCR4bepDUbSnmgM+BZCPPziGR/fIZe116WuAJd55FcElS5NbJfB9Pn/HQ8Aq1qdtP3RTMMb8e/+cP33pn/FZA+A/+kR3cNWu2lV7ptozAXMGFLTRGCUTRE9k588QwWbBzGhRwGE0b+FZcMbymd2u7LSFYyElgOTBkwT3DuVU2fY76PfIPXD9BRSBnLDz+7K7Pjl7B5Mn8vqj/TNkhJ1qAIbmgVKAx4IojxBmjQqg6QdUqAj0KSofaw2xCrxuBx51EH3W5iPVYKwSgaugO3J6eI0GbFee5RapxmYmQ0b34vJxG/1dQrOLEOAJG3pWXaO1hNSWSQxDiGvma5wekRIs28dgU3778XS2xAjkiTzzruPACkmN3wixdkNy/irsoxrKCXs0vIvTDwUWvtgXUzxslZgT8t1rlKgSBsPyd3CN9ORNr8A5raZzBkStqkRPKoEQFSUSQqy118YkEpBZM1KYk5PAtCiDZnIsFuLaOI0GPIeuYBDCaslrR42geEonRT1ONvw+g46lghdSZrCqoJjtMIUF0I2Loxr8k2DGQOI8BXLUQUAbx2fSB2t0CVfbbZyfi+W5FUXobsoz59MEVkhXITcoyaepWOEKNQQW0he2C7gBA5S7FiICrp4cfISTd6Xv1rdk3pSdNha0NqqkhE1cSHqawFyTMfN0B57zJ7BKUikDbVdoVTbaxGlPcwWjaiakHGlepwADxBSCdQZi4pZ6gpZPYEfPwfZUvne5KJA9IfjlcwX6GxJRPy4k8n55MsHppCYSVTgkQCqvFFgwKBw/XHklS1rnZQWHAPWyMkhIwqEGPiakQ+8sMiifk5BKpBW8ZZn1eLZAyjjvWru3FG61SdKxtzvA3Xuy0Y2n51CRmPBBYLCyLSQyPe8jnJCpKkGtWVEBnARalVjMGAOuAlzui9bDmg5BmDxmjNuc2grvTWUC/ljfhQplMzXTBZTMQWTHIzx8XyoRy0sxkzf6NjZfpXvkdVASCdiprmOVMYr8gydYYU3AnBvr3FEYc72GeYnDqfzeKy0HvXSdfQE4bbmP6aFs3vezB0gSMYc3qw1s3pSUnO9qpBzL4fkBdMbX5HjE5RyDTflee28HmiwrlteCzbSfyktUdDHrMuukBGJmMOZJCcPKXce2MGPdxQoDTGG/j9lc3ICirJCNpO/zrgfrggEpewYT1wcO3ZKFjSxmPUfSweSx3HNq2SgIcHKiBuxV2ZympHLPLieoExlFkSOaSn+fVVPcaskcafY7KCH3+bTtqvbhql21q/YD7ZmwFCyt0A4cOLeuwSH4w40miAhCmlaAzYrCYZ5jflrTaBNeOk1xdi4m5YdHC8QzVloWLvxBHczS2NqQ01ZDTON3fvur+O5duca8MihIvmKUgktToVIaZS0lT5ciTrKlWk9eGSj+fTydY3ZJUpeNGMWMZBrpx6rUNf2ZsRTOeUqHqkJOLsl4SpKScQKH9HAXysAw49JtaLR68hxbmw3cPZOTqa6sMzBw6D4ETgNNqkR7qwYZMxS+O0FJeXKHNdtVkAAAIABJREFUVYhJmuJuIX3xzh88xI/8hLAr290NRDMx558c3MeU2YPNnpgPOz+yB5s5/zSaQM/k/qvs40i+HWg0SWDzQj2ORYkDcmTYnouS1PENKMR0+WaosKB1lhLXH1kh6PEgmswQMQDpqBAlrZ/o9D7evU9tUXJQBo7Cwpa5tWOOEK3KHPG9NixWcOYLg8WYSt+EvWQqx5i0a6VjoaDFo4yDwZ4EvDfvCHhr8vA+3n1TiGxO/BKDFcrPL4AkEZyGncWoZcyDJtmngzZyWjkFEpxMxBJ4cnIGh1mLXsdBxIzC5EzGo4hK+A0JKHb6bVwwc1cZjc6GkE5YDQ9lUWMLn65dWQpX7apdtR9oz4SloJSC4zhoNR2ErCB7YubgwQVfAxMizaaTCJq52Uc+aXEdG+89IW/AxQxxrQJdFVjnLr+1f4DV158DAGSZBIveO4nxcCIniutqFOUy97gkxNKWWr5O6aeWlUFaw6C1QsFc/0VcISPFllvZyMjJkNfycCoCfwJp6sIt5eSyYaGijzs7JquvrxESEZdZGfKFPGvRthCtSvyk2dpGpsX/rAOY2tLQTNN5jo/+FlGhzQ08eiKffTw8R8B7S/jFOF/giMIpv31+ir+4L1aYtaEQDuQ0eu2VV/DFvy5JJ4uQWsvvITkS5iWjUhR8f354geKUjD/zHLXodL6oma6AJnkTgtKFpqUwK8eYjRlUtNWSYLVNQlXLM9CMM0zyCc4oe1cZCy1FMtnoEnuMiYQvClxbVSUSSuiN4xmyI1peZrwkRwWiJaHtgn47wiZ84kyiKkNei8GUBnutPfmNvsjVWdMxdJuVk0mMnExXWbNCRUSmY5ewaxFoSiHqlo2KGJnFOEJOsZdG2IKzRsq6ysEl4zintCSmKsWLpJ2LADRp9TV2VtAaCMTawIXjfrJl/kxsClorNBo2jJ0BxO3n4xyGOW87NTiniMg4itHxpSMOT1iyOjZ4NJNgSjwHbApheMbFCYN8X3nvCOP/5VcAACkDS9koxpyD37c91Ms/LvJlvYOrDLI6tF8DhJRCVVOsKQslI+qzrEDI/LBuhMipimRotmZwEJDWvd0Msbshm1R30EV1zgh4T57DjTcAj4HPmY2hJe6R8nbRHMr1ttc9rFGv8jHLdD2t0aBuYeCEmI9ZRWcdYV2RhMMO0SZmfjoVhSljAOJyYLtNpLbcT3QwRHYoEXVzPkK7/a68Linksh8h75GVeXANjY4Ai5xGCzOrBqLFKGbsc0K7m75Gj/TscbsHL5d7Ho0ylBVz9rmHnEpWtVDw5PgCq6wYDVsK33gspnR0+gQ9/sZ0PkJSyufvrEtw1dYWyoxy9+0K19ck+9B3Q7Qo7V51bLhGxsfQzVnEBRJSm6VphTldzNJk2LomJnrQINYj7OHaurgMgW0j5EZn2SUMaybSykZVEchF+rhqMsWCma94FGON+5FyCiwO5LMnLYX4ggA2QvpvbG6jvS2ugVtmKDm+xu3Ci3iitlqA+pdcJXnVrtpV+/9XeyYsBQOFUjlIhjPYYa0YDZSMnk0zg5I7tKos+MynJbH8/aOT8yUdW7/TxIsrYjq1EGDKIN/JYowHx3Jin5B0InEdhIGYalkBxCQ9MRVQ1FJwhUFR1cSrJBgpC1R0GUpU0DTBc5VhTLTZNiooovjiKf9daMyJ0vSbNnpMgWpMEQ9lZ1+wmi5WJXTE6szxFOtMpzX7fVzkdZDTQRjIiW+7U97bx8VDKr7EtYEEJY8+eIg8F4zBujZ4TM6FhKrVhTFL6yfXNrS/BwB4+PtfQ840nV1YaJwLqUtyIOm2cTmDtSGW29brOa79iHyv9crLsM8FYn7/zVNk5CGIWL1nbAB1/t+JoNgvLyNBPKqZtGdL6bnRsViFx49PYIs2C17fXsUXNuX55w0X2bHk/7OGwa2bQtw6oEZEmc+RUtH80cEj8LDGRTZFsy197gcO8hrVSo+iKHLkS6LgAoZLxqCET34Dx6r1JtRStKacR1gw/RqYGFabgjmLElMqbBdprU3RQOeOuDmNRYboWCyzVroAaSYAB9g/Ech3h3N957lV9KlrUY1OkJCQprHShmFgVts27Frr9CnbM7Ep2JaFbqeF83SGnCZ8ZnkYxmIyD//v9t4s1rLsPu/7rT2f+d5zp7o1VzerB5JNUhRFUUOs0RYlyIOEPMgQEA8C5AAC5AQJHBN6yoMfDAVOFMRRrEROAJseItmyGNqSTFOyZYkUZ7K7yZ6qu6prvPM98zl7XHlY3z7dJUtiN8XqriDnDxSq6txz99rD2mv9h+//fZMMQQ84XhQY1W4bAg2thx65Mu4bucem3P0hM86K3eZCv8eFd7h//3vV2j+7d0QmaOgiy5ZhgudDUElevCyxNbNS2z3Yw8Uenq27EiERxmCeWV4+cefcaT7C+kJu29KtC/Hl2i/SDKM+Cd9G9Dcdft4T/Pjk5jVuDtyLcDSbsd1159O9OaQQacbYNthUO/DpiQtbppMZpc49rSxFTQFuLV/VypnlB+SK2wO58IaUSovwF+/t8Q9+8xMAfI9NeP66yy90reHSsRacUPDh0Cc51MPJW0xm7ruHd4/5jd9x8OcXjxdsaKo1xQi0yGAoWvdiVlBK4OddfoO603dip4Ti5iwXNdPVnFOBhj4/uEuk+HonqXj3eYHB+o9w9SmHSUm2RLIzOWJw6ham2K9QBEZmU0qFJqNJga95VM+3tCqXhCXT0lIoBDFhi6Tm8RRD1ng857bC2PErY7yBg0Gvfedjy+pZ1Jqw9qQ7t/zYLQ6T3Ce95a5zMB0QqUKVtbbJTtzn8/0RJwtXfdg4I+HapMl4Kv7IgxGdxy+76ws7dNUZGVUFZejm7Ru1VfiwspWt7D57KDwFjIfnN2g3+swnzi2Ns4xckLcqL0nVHx7aikzeRCRocGOrQU91/G7bp9xxl+XPS0zoVvbe7i5zURfeUNEizeegJFLllRR18rCCXCt7WYJfZ/Zfl69RuR7jgZGnUBYVL+y7lf3y+ZyNpqTujEtIdUwFQrlFXsLOeZepTna2KIVpmNxxughJnLO1rrCk2aHfdgmlpLXNYMPtAmX6COsnzqVc36upuAxj1ebLIuX8JTdG1o957NPu+l65PcAE7t6FqlR43mt4jNyWfOWuu453fM97uars+zkvIhG3xKByic2zUcD6Bxx6rvWe93Bw6JJh1778HM8oXFtgKEP3/HriDWiEhlPtiEdHR4jxDL/MyYUQLI5SMoUVM+3QrU6bO1LYntw9oCGtg7Vej6eFcdkennAsb2Kr7/QqqyAG6WrG6xtcaruHufALSv3ezGYcD9y9O1aTm43ahBKnCfIQT9wKhDHZwt0D6znvqKhGRHPNhcmA/KxLZs5yEJUFXrxGKNRntu+StdXeHla6ki3Ph4Z7ZpuLfe4KTXlUnZD03XmcOa/zKRKmnjzLwGM3dufe2+rgi6DHJC2C4s1xNBpr31y88SDsnY9dtf/4f/kFfvs3/jH/5F85cdTB5GTJyxhglmChTuyTqXS2KYn0ZrNLLjaao8IuIcpBFNKMakhpQiL+x4GEOCejISciPM3Kcsm2FPqWSuVJPwiJFTYgFZ/++jpzVUPmWcVGQ5yCvS7vOOfoJPqtJpVqqr22O0+vhFDEp0Hg02ipzFj41BqgNRAqqxb4IgVJ1hoEcS0U22CuOt1+mTGRMpbXdOd4cjLjWcGZZ4cHjPZuuOOl+TKM6SUGE7mXqaOXKs1KDgcuk58WFk8VnNAPaYavid3Ui0il1nJbFKSL13QpM3VtRqGH1ZuetJtE65cBaMduEietM/zYn38vAN/9XT/JGUm4/7c/87Nsrbtruby5xiyVMpjIWa4++V6+/ducwM3ZVpevfMXlLf7j7/02n7rpFsiD4xscqyMyUVy/vdZje0uCxUWLp97nntP7vvNHeNe2e8mOD6Z85bP/FoBPPOMW5+uvXmeyrE422Wy6Z73e6PLz//svunvUEOPT6QHPPe3Cro/+8r/h2dsuTJ0VPrs1nX+jTU9zcl3z4uxWm2bbnWfbwqkEZj18RgoP5pllNHfz71SL/mxe0NS8KHyfCxvSmpzH3BbE/LRokE5UpTsZfMFa6+i3/gRbhQ8rW9nK7rOHInyYLaZ84YVP88nfe5pX1e1oqopAcmx4/hJAVBV2uduGkusqqsJ1LgJJ6NPW55NZhSeKKtPxiZVUa9WK5XFArQg3nGZMlA1PjAeSFDdhyDx3q26gEKbEYJTsi8ICX6QZvY0uYdud83x4TOxLBVjkLtvrfZJmDS8OSOW5TLMclPCshWdCC5l+Xg5yTC0fFk/JVO2ITZOF3CKrxF93e43zlUta3q0qju/dcPcNwBdgyXr0Wm539FtKot08xpentNYOOd93u/W5fp+NjjvnNLKM5m6c4anbtaajGZOWKjVZzkhud1nkpLVq+CJlfux2zUDgrsQ7YNxwY6x1Db68pv5mn/O7l91960UEt9w4DfFqPnm5TWvD0caNZ3d57iWnIPDFvRucnorqLbOEqhgEXl2pmrMngFvBAbc/7byKL75whx97/5PuWW72OPd+R9/3/Zl75p882ePVGiodW0p5abNyQiYJ+wR33Oe+9Cl+9WOOb+jT1+8wE3eE74UMNEfaYf4aA7UEaXp02dT1R6FHT02BRVHSFW5nmmdEI3fvWgJb7fsVudBwYe7T8pwn9Mi3XKQ7ch7Gp750jSp7c+HDylNY2cpWdp89FJ7C4PSUj//Kr3Ltxt0lZDiJfBKUBCwrUPnRhCG+1jIjXEE6nS3FWc5HMYFXS2ZlhGKuybOcuWi+anqDtfWY7VRxWBhyMBUslWAZiw5NyVQNVoWOm+UFLZX6wqqB6bgVumsKTFGLeS7YUrPKprggNgJLVCcPGoaobqe3FZFQarlq3os8wxM+Os0KRridKws9AlFCmyolFqz4dFoTuJZsCR/B+Su88PlPARAHYJUnyX0ItNuEkiDDq9juutj48XNdrqot/er5DcymwzosZgNSFfAnKpUdjKFQ7mQygXtHbge+fTrkttqhi2JBNRVGRFiPwSzna7/rzu3LW+/g0Ucc+CBubNPvufsZznJKifw8uu28g/b5p5jcdXmET/+Lj/LxzzvKt/1FTlfHPrfZBeWNInmH1mTcrYVkxykTMTId7o85uetyKe9+ZJu/9MNOpmQtcNf/3qsndG67a5oVPrm8P1MUjPed92MiN8d+/Vc+yae/6qDkw9GcVInUxCvJI5W4xxNiyb811RDVDub4czXH2QaNjuZeERMJ6eibiHbDPetDT4IzU8NQnAyTRcokF+7hKCWShzw7OiGts+Jv0B6KRWG+yHn2pT3G84xYOO1+6BEpOVPgLTkT8S2FZNfnNQY8y2hr0egxrT1/Lp9p01fSajGcMNKkOFY2tteMuCKNwtLz2ROk9pVxSiSw1NdGC0Z1x6SwCaExtIU3CNYS5BmytbZGR9+h26a35h56Rx2JsyKnqNzLYab+ElbtlxULnX8tTx9Zlj0caZEzrxmlC4/JQr0BiSVVMrItSPhiUbLQQtjtxksSlnYYUyhZ61WWnshgWnKHG1s+T11w3aPvu7RFWwud30gwOqfNdpuZegPm2+58ty7E+EoIH43mnH/MAce2Xz0gedWBpW4cHDMRJiHNakr6ghc+5zoH/5/2r/MD73dJx7MbCV5NgBJOONdyodCVi+7vYF7wa7/2rwH4zT94frmQP9rt8D3vcQvLk09cYrvlFrIT8TK+sH/EC3uO3u6r1/eZ6qUZVzmDmpruKOCOQoxcPBUXd7fob7hM/o3ZhJMjtwDe2x8wuulUn15yaxR/8NzXuDtwzzcvX3sRM2PJ0xqQFXLOd3Pu8TOi7uuGtEWQEsTNJYFPTkagB1jklrko+7bEl7HdbHAnEL38xGOohfdKtocnwpk4jMjy17p034itwoeVrWxl99lD4SlYW5GmKaFn6UlJeiMCI0hsMwjwVaMdjHLu1YkT7XJzC49L5zEzPoH0/i5fPcdT227HOB4NSNTQdKTEEbOcQpyWrcywI0Tcxb0xv3/d1ZAbzPBrl1+/7xmL8dzYnbTgTMe53ZdCj7lKvI3QsK1k5FQkp1HmUQQ1E7WhVDhSYqkzqTUeo8grSq/ebSylGrf8sL2kd5sVPo3Y7Wxl7nZoL8votRUy2XCZrK2SkA1RifmNmHe1nIdhhQ7dPLPDt1657O5nYJdctc3E4CmMKy3ESngmIs21XkTeFplpNGFTLYBrXkDQdtdXAS/fdS54qrp7kZfclebE+nMb7HWcR9dde5SeQqieH9CX3sfmOefOX//cM7x8zW3NXgVb8mh+5Lu+hR/8kGOuXttdA6EMzywcvuPycJNvP3LH+nIv4LPPOijxS6mHLzf/JPY5OHKhxHlxOqwHPpVEOZ7odXh+UkvMVXzpOVf6ffbzzwNwd3BKpvCqsq/tuD7QFzR/N4546qK4KLruXrY7MXmjfh6GQKX25NRSRu54XQ+aKvFO5YVUpmSnWeuUNkjVBfrVW8ds7khhe7PNNbFW1YHt17OHYlEwxhD7IUkUsqabsBFCoFh8kUMmd75tDD3V0I2osc57Hk9JBDVpxexcuAzAtz95lZYIQM7MTklTdwMvhK9lxXNRw6eHBV5H7rWN6N1zLmV7noCoyEWoTK+1zq5iht0zDS5K2DRMZ0zH7mF0+00KLQa+hEVs1CPUCxZ4RS1hS+RHeMKt1915g3xCIKpvLzA01VOBmeHp5S6SgqoSBgLV8wvIBtJo9Fr4esTrpkFHkOhH+jFt1citZsrVs2tUXt0FWhBE4j5sNmkpg5/6FYFAYoVXs0hHBIp1vdKQCazv5QlP6UU4OfE4VohxfKTeAlssF9sqyhjqRegFTaxCDfqWWHyFE1UWnnn5aWbCcmy0Y77zccc7+T0f/CDduKaPt+Sh+06UKY/SNrQmLhfzzsvniYeiht8/ZaAFpJEW3HrJveivdt25Xdne5dyue75FtMOVGj4cWF56zkHab95y4KVFWVDz8VjcvAbYbkQ82XfX8YFz61xcFy1cT4zgcUhDG07qB4Tag9qdxO14QLGw5EakNbi5MM1SelqkwyqlUIfurcmAe/sKK2b5ElPyRm0VPqxsZSu7z75RKfqfB/48kAEvA3/NWjvQzz4C/BRQAj9rrf2tr3sSnke/2+TCWoNSrn1iC9a1ZN44zcjUUdYLEtYDt1qvJ251/f4Lm1x6xEGJN7fPE4q8IgoySu1GcdJHcgGUWpVbZ0IWonE7zY6IpQZ8Zi3j8nmX7Z4Gh9wYCQkpUpRz/XUuyUVf8wJ6tVvuAxIASfwQXyIPiTofozikKQm5oizwa4h1CJFcw1zZ8iC3eGq4SWyCqTUnihirhGHLs8xUgTG+xE3sjFLZ7cUEWkJbbq81aSpLvtPbYkuZ70IJrrBs4Kmi0vLaBJI4j/wQkTUTWMgTwaJr9KetMGKXtk2PhhCPrd0Ec+rGu/RIzlyaj88KUjyZWLoCiTSmERPpelz8zj7r2m7T3JKJkm/vZcGrD095pO+u9dyFbd79ra65qH0mwYiBOa1CqJGq4jHw5h6BIMotfLYvuN3/4nzG8FhK52GGkadzJA2MwfEt9ktHTfeDT64zlCBLJ2zyj37LUa8N1EX6mkCIszo5fqXX5rsuSMW6H9OVV9TZcvd4URm8svYU2wRKJFZFSq+tsDixlKUS1vLM7HzGVEFBz/MJ4lrGrsupErrBPCd4k6jlb1SK/hPAR6y1hTHm7wIfAf47Y8w7gZ8A3gWcBf6dMeYxa5fUNn/0SfgeG92Izc1N9vdcb4ApK6K67Ncs2E6cO7sdBLTPuJv9iAA273r3ObpnXczpJ9tMBi7LnE8yQil9hO0ARPvtV3XLckUk8E610WIhSnI7jFhvuAfca8R0BEudK/xY74T01moyjZSw7sHwoOG7BasZN0DxfCLClsDzl92VYdRYcgP6hBAISyvnzTflko3JqyBRJx+hR6gX2UuaFOJ0XIhMptGMqAQgGgclLYFfjAmXuYiYjFDEG5FYjGw7WbYpV2FIKPis51X4yo1UZYZSKfgqoVpT4glk5ZchUaU2YusTK0S50GgyUwv3rb4737IaETbdC9g/v8t2Xwt9KyLWeO30lP2BCxte/tqzOlabsZ7/mZbHzppbIEyZg142TEap3mijKW5sSrVQidfMScTM1GtGeIfO1U7HcOFcLULsFo1rd++x0ZeO53su4+2JcCbaWbIqn6rUazxvqYVqgbY0Ib//kctc2nSfb3YTcgHcwoX7vWanRSbAkp/6y7I8XkCkZFMRGozKrE3NKy8y+LXimKnoS2XqyUcCrqlz9bm9O8uq2Ru1b0iK3lr7b621NaH+H+A0I8FJ0f8za21qrb2OU4r64Js6o5WtbGVvq30zEo1/Hfjn+vc53CJRWy1F/yefhGfYbkS00jlrcqMDP2ZN1GUfND22HlXd1cQ0hGV47yPu0P3zZylU50+zIUZqvoE/I5QLX+TVEgzkxdqVC4OnHbGZWBBMtONl7GgnnJUl+/si6lCWuhsYujVHYVGhBj7COKAjtzzyPYzc/EQ7e5VZrNz9wM4JWqrHm2zJF4ASZO12i8pzbum8rMhrvQELYa1mHDVAXaCZ6u6tOCKKalm9jEqtnfcmA8pUIKqoQ6XOxys7LhPu+xF+6e5bq+HTVDUnCVsUCl2CoEQ5U3xdmyHGU3yRm5JQCdNxYGhpZ+vFLc73nSe30XFVnckkXXoga9Em58Q+3Oh3CAfOmyjmJaVk3HyFXfO0pK+qxrkL6xhVCZKwg1frXVQtjJLDRoQ0nh/TFLS7oEkl93r77CYXlHQcVrCh+//4ow7zYMyU4JY7h6udC1TrjgxlfOc6efYxdy269/YPkZlclCf0zstr7Jx1Y6fZkAY1i3WtUekTyxstbbBMOnpVRlZ7t7MxWV5T06nTNGnREpx74lsKPdMiDbgkb+rcrRHzwnlCJ8vU9p9sf6pFwRjzc0ABfPQb+N2fBn4aIAo8Xj6ccOjNiXTDntpu06lBGmdjeg13U72qwbaqBN0LDqde5bNll2GAwYvcQ84yD0/xbtyuMEbalJrERbnAE9rLj4JlHNqw0BcW/agRUnvuLU3MKo6WhKedZkBDmfiWH5AoL+FhMHrQgaoQuWfxVX0IQ49SeoXGj7GKPxtaxKogWHImVuMJvnINk3xCINe/sHMiX26+FIjKtKLy3ESJkwaeFtAwr8hUzTkpUyK1H48LxchJg0ChVIhHqMWrCj0S9ZoUVUmwbDXXcYkd0wwQWo+FRFRMZvA1eac2JVcLdEtiN14Qc0EMWclmg6kAadPRCO/ELQp+eUwRuqpKal01yLMBQ5372WSNXB2zWWDpCv2IqbD6Tq4cRpWfYOvYx5SUyuA3/IKr511oc+d4Sl+EOmnsrqkTtwlxY8/SY0JVKkx3QRC58SLjznHiGUxVl60N51RO7XTaxCr9BgsPu1zU3Vi+bwnqRdYUzLRIhUGC0eJVVj5BUi+AyjNUE0otRI28pNQi2yCkoXxNs5fQmNZMsW/MvuFFwRjzV3EJyB+wr/Vfv2EpemvtLwG/BNBOwre/f3tlK1sZ8A0uCsaYDwN/C/gea+3rMREfA/6JMebv4RKNV4HPfr3j2bJiMZ7SakVshW41DKOQthh5GwYi0VeXuSEWecliKr28VkgupeJ5nhMKJhtYw+m+S1z2bYAR/tnP3C4xLwbEkpurgpCGkm6zbEYsGvh+r8G6eCPvug2MqPTw5LZVhU8u+CleSVYvb40mpRKax5JLz9OKXdXdy6KkLETHFlcYuYxlLQOXVxQ1T0FZsVgc6lgLNrVDZUXJMFWIIRZiYz0ieS6+38CKlzBoJuRSS9kfzpdJzJ2Ry4oXaw0qXgurMoVK/dLgCbfv+R5W44R1xSU0GNXHg6hNatwOPZ2N2ZeE2nyQUQl/4ZfOFY8yS6zuS3vvFidWGfwrlwk8nUfSxdadpMa54qfzKWcCN954EjOvlaZ3Ipps6TEMCHU/CyX78rBJoEx9vrBMxS3RanVYF6flwfGcsOGu9bwqNQdFyTMvu3v/gae/QPeMA0gRLlAUw7quf5KlWN230A/4lgtuf/SikPGRuDDjiIYSz6Tu3LxmSSDv1TMhDWEPxvOM+dQlWqfTkhyFIEkNkAqI2+qYpaTUYcvhDF+J57XKEvEn5vn/E/tGpeg/AsTAJwTQ+ANr7X9prf2qMeb/Br6GCyt+5utVHla2spU9XPaNStH/8p/w/b8D/J03cxKFtZymOZfaTR6/7HbBuILhwu0eDRq88HnHhDPOC37ozzkyzp5wCn67TaBEY5XO8T2x0cQ5RrRhkzQi9txu01QSKp2WZFPJrgUhgXbEMIrwVMrspJD4NZuztACyCRs4FuH+RpNEuYN4UYKSnFVhlwm6qWjlxsMJpuOuqR3GeCoRhpMcm4gKrZC3kk7J5mrayXNGqsHHlOSFpPWCmEAFpEC7QRh5ZDUkLjRMlJzq9jo0FHPOxuOlKM1Y/8jTETMlWm3DZ8PW5ckAT9FdNpiSKPFVN3PluaElQZKsKkgXIi7NFyykPdBJ5pzq/LOxGy/NxgSStCubY+LcJXPnwxmRIM/rGx5RqsamW263zucZZ3Zd0rLbTlkMXax+72iId+g0KZrr1VK81ZPadTE+ZSqV68m44ouvOjjzuJxx9KrDUGRpzppKlRcel45GZ527wiG8cu0WOyp1xhOfljzP3FNuJB2Ry/uLwoCu2KQGd4ecLtwYXd+j2XPXtN51Xk6z1UdOMXaeUWqX932PgUqyt/fmtEXjthW7e+V7OTZ3Hk9Z5MvSYxVW+LovXljhv8mS5EMBc/aApmfY6jZ4tONc/7ujY4aa0I1Jh0BufrvrU2XupliRohSzwbKTz5iKSi71+HjAYuFufNlYp9uVOIfgty0/Z3jiqq3BJIe+ezLW8+m0RSwyL7kimvDDU3ejF4uCqG7arBK8OqtYUhxGAAAfx0lEQVTbbmCUgIuqilAuaK0E3qhyioWLQQbzU4KZ6NaSYEkf7Dfc+S6qhD0tCsVsuiweD8omscQUgyLBqLJhpGRsPY+wlmMqPfyam46KjngZTVgRSM/w6EjS8qcTepsKA4IF6/r5uzYbNLsuXBsODwlwz6ehrs0y8hnMXQhy88tf5N4NhxEZBRGhFqpivUtUqoVZC1PQbJD03Hk2ts4Tqd072dxiu6WFbO0ifUGBa1Ww+Hd+HztxLcs3bi7YE9tzp+hj1LkZ35uyc85VMwLRzt15eZ/f/ZrrUfjSXsZdgeRy6xFK3bywFdUrjuTnqavufL79Ox/jc88+5661MKxXbkEqwlNmamG+KBIde7jGC+qGfO/uJu8448KZxuKEzfgyACfDw6ViU64Qxu/Gy6RlVp4uGb/9KGNXFPaNrYKWAHMoSWqyGYUmhmeq5XEHkylJxz33Ry/tcCJqui8fvjH16RXMeWUrW9l99lB4ChbDAkMn8NkUvwHtdXbX3M713K0JX1FZpRP3iV5y3XWn2nW3ooD+jkpru12KRd3VmBHIL4urBcO7LuloVR9ubW7QfsQlg4pBRZq6GnpnPMUk2t5tQSj6LKNyVSu2dMI6EemzqOpuwMqpygDjfIYdy2UeSmLNMxTSCazSlLhRC850aChcOZ1J2iw7xiqBtbPeYSCF5rvjU3KpDwfdgsgT1kFNYtMqBoVdYWRZFw6jG4YUUoEeZAuaHbnx2u2u9Dx21agzS+0S/v3pW0O25f2kNqe16byCR3fdLsi04vmnfweA52/usyGE3bsvbNPYVkPUwud3v+j0JocDd9yGiXjHpntmVy90aQiZuN2N6TTdGH4jZFbrKIydR5DPD9nedB7GJDjkhrodXz55gUCAkT9ztseHf9x9p7vpduBXDk/5/evuGDfmGZ4YmjuBT0vJ7bFJuaXk9e8+/R8A+Mknf5gPXHWlxfU4IvWdJ/Hq3XuUQ3efeyK9afol3VjYmnO7y1J0TIPh2Hl3hwdjdtQl2VAINp2m9EQQ09zokM3cvLajio6u1Z9AIc+5UkNf2DBYwf9zz1BpDK9ISXM3PzdaHlGz9jDemD0Ui0LowW4c8ORuk3ZPlYNmk8HQXfBv/vtXeF5indvJkD+46U773XfdJP7A5iZPCvzzRKvLeCqxzoMBg5FYbW8uGIudaVpr/CWv0pMu4dZWi06tV7t9lkg4hGAjonnbxZ81VuLSWo/1M24iFGVAEonlJrUMRm7s3PeYKKZ++a57EapFRk9Z8V4cUQno0ywKRopVp2LvHVqPtnISgyrj5lCZ/Mzn4kX3Mk2KgJGy0yN1SwacYFpSjUozdqU1eKXX5PjAxeXTIEBCRpytMQi+x949t2hOTme0xbu4udFncCL1KWuJFJfPcS/8wb09nr7u7s9oNMVXVeL68T4blVsgNs9cZHfd3a/PvOTu1cXNLR7/wLe5Z9ppEnTUS9Ju4SuHUeYlvhi0J1pYH7v6ODsb7vqeu/EVujr/WZExUqv9i9MFP3He8S42pTt6eXeb0/kzAOzPci4rHDVeyKnYjUxl2Wi6l/pA5Cz/5vd+l+FNgY3OeeQSVnn62Rscq8O2Unw4zQ1ntAj3k4o7UrUqsoqhAE4v3hlyIXP3+Xu/71sBOBzsEQgj0zy3QyEWpvGiRJEN87TiUAQvKF/SboTL+9YoPAZavOeFR6oQ8/TEMp+tOBpXtrKV/SnsofAUksDn8TNtzl7epiHu+u6sZF2JqB9653k2XnGra2O9RaButA896dzMC5ubSz5+ohk90Z/FOx0iMe42kilzuYl5U+Qm4xmVGlgi39DSqttei7BK0IWTKZ4QhJsb6m5b6y61HEyWUymsSExGXNYIwpRQocuZmq8tTpYkMrvNcFlj97yAXGIguZRQ/Gq+3IGOR2NGp253WN9s0lvX2OOS0rodbz4Wai1Mlh13mW/40e//IXc/mxXXnnfZ+e0DH1TlaK1JVq+7TqD6eHTJZ1sdfB0vZXzkkrHHkxMCaVf2++7no2Gfd5+X0jQeA4VSXlYyPHa7VRjuk82EkFRk98T5Pk9cVR1/dkIopGPYDilD6TNUOaZ3GYCtTaeOzY0bWPE7rHXO8sELzoNaa/UpJDP4vR98J2c/8L3uHim5+m1RzIc/+xUA9p67x4ZwJoQ+fs3/mcGH5K4/uus8gtN5QTMRFqRzhvK2u4cv3TpmJnf9RdHfhaHhikK+NMvoNlyCumo2KDz33atJg40z7n711LZbZmNsWGNEcqzo9jqdBihZ68cBRojUXJwWYZAR1c/My6kWzrupFgUHIoO5uTfkaPJG6VWcPRSLQq8Z8SPvuczOeo92y8VvQbci6rjSzd+49OP8+CsvAHBwJ2c/dRPkQte5xluX1ujoBnudJkYvRXsxo9OVMhEpnl64QGw1SbfJTCWfRmdr2bJqwhaLUjDZu0P6ohdvbEgktNeh0ax7HFKsYsMqCOkJWOOZAl/6iOd33O8XkxGpVeVgnhPHEpnxSoZj97acXXd/n6Qxae5CpvXEY/cJdy+SnTM0xdIzn40wAiGVioWTJCSLlDOh4kPf9d0AHB/fwdtzL82rs+MlUcs7BLDpbXaI/RosNoZc3YVlTkcCrEFvlzhwi+yaFJY4b2jlbmJOy4ozAkuVF9fYURgTnj/PtHQv5PptlwMI17cpZlp4ow5RW91+ZULHF0lMv4/RAvDoe1yL9EEBa10Xk69/6INUX3DH/TO9gAvv+T4Atv+zDxIqDGUhZanHnuBv/LgLVz79C7+FFXy4HXp4iRv7wrrlMR17d9s9x+HxCc9IuLZ19Dxribumw0mK1b2oO1/f3e2zo8XyzNkmWwK1mbjijO+e9XxjRM+vFcxcSGSyEhSaVouAQgt2aBOMWqfDwtJLBfUP3RzKTUiikMFWBWM9s/Q0Zy6GK78REocrkpWVrWxlfwp7KDwFzze0+j7loKKKXd3cNhuEbblJkcfOrgOIrK2VXJmpGtAQ1bk1GLnoUWwwoi6z5YIgcZ6HX4zwpuo0VJItiBO08INn8ZS0wjNkY+0wsY+nKsjJROfTbBFop00SSyaYrLcomAlbUFVTKqk/l3PnjQQh5EMJvGQ5y+5z62PU2GIFtml5OaH4DSgXNGoJ9JNjrtUJw+OUE+0Cs0LJML+JL96ATr+N1xbvZDfA3nMe1s2bGZ2edjm580leLCnH46AFoownjClyt+smlU+s+1y73FHYoqldPgxyCuEttqo2nTPOu2mubbGpCk5fDVXrSUSjp6Rr2EboaSKTYaw7nvECKOsWVOeKN9bWGe47LATpgsuPPaELsGx9u+vSb5x/DMRgXOi+MDim9473AfDX3vsl/uMtZerDkkTdhdvtFklToK2RvLxOn07lwqf90ZihcAizAMaqiFUiPemd36CzrXnRjSmUJTzrN7FicPY31yimdajofi+rMsK8ho3nGEG7vbBJKJh2GDaoEvd5peS4KacY0bUtqgq/VuZOJww0V4+nGQv+PwheoqwwxylV75j52E3i+fwIX/x6cT/ADFxc1Frrka2771SFEHiDGVZxk4lCjLrJTBhihO7z5zOs3G6lCCjSDM/WfQsBlXIVhZ0wuO1cxtloAaI1T/V35IWktiaPNeS1DkURMle3nxcG2Jk7p5HQgR3rk6mjcJ5XtLSwWGuoIW25XuhBbmkqC5+nIYtDF9den+9xOBES0m+QCdAyFpGqP58StV+Tn69j0nZjjZ5c6sr65HI1KyuSlbABqriUtMhF+uIVOQtNwsSCTVQd0mRNZjlVoMrQuXX8M6LDj1sgEpE4arO27ujjvdi1wgRhm3Tkns2wlRLofiady0sFsLzMQK62EZW9v7UGqsRMXjkmbjuGrN7jF0mkW2HnE9KXHAIWvbDVZLpcvC/FG7zYdRUTMw2XC+TFyCdWtcKoS7JaeNwQGvNkmhIqf+SF3lJvs1DlaDRd0NOCVowXFH33XVvEeHVeaVFiy1rPRCXrrCJUGJh5Bk+dltPxhI5eUb9p8bSgWvVwFKkhk77kfFFwIPWug1mDPHLPJAoTWn5NffLGbBU+rGxlK7vPHgpPocIyNznBqaHTUE0/8yjVS19N20vFH8/ziQTBTWfiNYwGRKrT2ygkVJdgteYhGDl+EJAL3FKaGkCUE4pWzfcspfokqoXBGBFgFCUz9Tw0tTOUviVP1eHoeyDuAWtLAnEuNCKfaS4qrWOXtJwFlkzeRids4IsqbTbOKAp37LESRLN0xnyiXowkJNYu0apC7tbFDGPxpEHZqXePMkKOEp7vMRq7ZFa7dxaz5bLeG50WY/EMpFMHlMk2YoJaCSs2S3p9v7QkIlwJkpBQHIWhdu6w5xE2XTgzHkxpdtzOHXgBCB5uOj3mAty0xCXQtYZmW70t3R6lnmU6O8IzSqraCD9WaCJo+trZ80zlTZmjNuVMO/6iQ3nXgdqsmVDN3Tl5kTvW+OkXKU9c+FTlGYmKNY01S6Bu1NZ6wvaj7vtB5sYbnJ5QKll5WFYU6vLs2YS8cCHIbT2nZDhk/Lw4KNshl0MXm+bbFUmhipepsF4tyuMmZxwFlOLj9NKKVCClYmGZa5dPqhJfqmVmUbN8g9W8KCtLqjbJ0i+JFI6U1ZQwfHOv+cpTWNnKVnafPRSegmcNcRXgNXwKaTtSjsnqjsPTGZ4afky/wlp5BYHb5ZLGLrHLBWKNwRrFoWmIJ6/BVgWVVuZsLsZkFtjU1enzoMBWtdpvykLIwnlZkIuYc9ktWMFC8NKMFIHgYJ4RKC6P/ACUwPrq0Hk/LWPZEKzYlDlHx2rcGmVkQi8Wcm1O5ymB4kxTBUSCR59W0FKTTxl5oM70dKF6dQCNtNYQyKmlIvfu3KUpyoKzl7a5+apLfvqC+xZVgdGOYqqMRuRuaGktokIgTSvS5x1cOdkWjZuXEe1eAWB2+yaZZNyqYEHcc3mE0+kpNySuow2fRquB9fTQPEOgH1x/8ZRLF6XfEPZRz9CSdSgfzpasUEfFiEII0s3RLqJTwO4POX3Z6TfYsWuCeulTv894oaRcnvBOicjslxWtuJayS/EGgoKrNHzj1l1u1HRrxrAeuvnSb/W4vXDl1Yk80Ot398hatXZpl/cLQ7KDR9hSp21Uks3kyYocOCoCPHElFKagUt7JCwKEbqdYTAhzkfqKpatM7bIz0lQsyWrD0CcXBNtmFWdrDM8btIdjUQgCOpt9WllAaF7Dco/33AP350ekVmCaJCfWww2ETag4YPyKXqDZKZ4vzEJsqUTOMjg4wAvkV+tlbQQh1ncLi7EepdSZUjyKzLnSM+zSVdYzIUyaFBOXkTZBTpq+xg6dKwNc5ZZU2n6LQ0nZtz2s3NN8VJHKbZ2Qc3Cq75Z1J6NPLKWrMCsZ1bwcPuysu4TaeD5llNegLff7pWmSKSypypTbd9zL3zJHPLarysFak3joFr3F3J3b/CQTRz1EScm4Ji+xJaf77tgHg8FS7j3ouPu62WzjianZnxVkvkvwFftwRZiN40XE5552uotJR/iOCwlWL1DoJxSeOw/PllQ6N3/LENaJRi0Os3TGMHX3fjLM8NU6PEsD8iO3+J4882X+9a//HgA3j91xT6Yp2wqDHrtyhnZX2JNFTlkjqko4VUhw7xk3xsGkoqeXqhU1KSUvcHZtnc+rw7R+5abFnDtaQNoEHIme/omqwC6k5FVUlAorc5HvVMZCV1WnRguzcNeUFQGBqlILO8cXbLwUZSFehbE1EU9KWDv+JmesHpwZOcZfhQ8rW9nK/hT2UHgKYRRy9vxZvCTgdN/t3OlgyuEdl2j0TwsOFg7mvP+Za2xKMfn7/uJ3ADDZ2+Pllx3isVka2jsOpRc0X9NurAow9RqoppWkVZAcqeTTaS7Rc7O0YH9ey5s18YVM0yZC4AdU6l1fLApqcqmgSDHaBaZlTqU69Cxyn81tTHjqPitmQ8aqhZsU5nIJ95UsSoqcLSUlh40mRkrZXscjWXPnvwBCoyaZog5LYKbmMQrL7WPHPdA3ExpDJVjLgrmSn6cqi9G6TK6uPu9kjl+43XNRjBmJGOX6yYChkpF7rzov7sRb0JEQzVOXd/BVEx9NT3heLMh3To548cB5GD/6+GUAutEGyVAaH1sXCERY6zdjOlcdF0IeRBjdw3wiz2Y4WnoEgR0zlYjMzeZLhEfOQ3zplVO+IqhwLlDK+Q1DpVLf6Rhyo/Cp2SURHuTlacm62LFvDNy535jkbMojfXRrm6x03s/u41fgBddg1RBvxmQ2x+pY49mCW6ei49ud01MdPCWjEFlwoXB1Oj0lkCJ6teFjrXA2TY/C1pR9bUollXN500VaYETtViQRheZL5reZCVZdWB9bvrnX/KFYFGxVkM5P8PI2ZqZW2cmUsfD8cWi5duhu2idvjfE8NymeuOYmj00M2xJ5LSNY23KXFXc72NhBoQMGzOSWnpy43x/PLSMxH3eqYumizrP4NWYhMnzrJoXxpby0qEgFPFpkKQ3ccbO8RA2TzMoFmSoKFzbdS3PrtOCzIiGZjiaog5vNpEmnJ5yCxmouFsxy4RxGi9phxEstpiu2X6+gUqjgi0ijSMJlHTzpdjEzd87ZmT6fe+aTAJxNhxyoJTlXfqY1HVEoeRCVGbZm8clKThTS+EGw7LuwYgG6aEAiTLR6XfbVcv3snTFp5ioA9yaLZWv3Vl+My4tT5vO6rX2DSj0TFy+eIWm7CofJF0uATy51rrhhmSv/0IjXKXfd4lZ5KS/evOHul8m5Kur6ixvO5R6dnvL8LXffXkknnE3dxrKVZBzoOVWV5ViVhonc75Yp2d5wIc/7vvU97A3c/dzoby43g7bwEZU/ZqqQ4XRRMlS/x+lohNUim/kJYfBajgKgKBMiCctMJ2MiqXAF1sdXLsX3nOCLuxn1hpWRS280t1CoEhEYj1Cw6VaVkr1JQsRV+LCyla3sPntIPAVLMU1ZZFNeveZ60Eub02jVVYKQx1tuRfxsMOG2Mv+v3HR16fc++S7ic+qP7+Z0244yy/MMNpZ75XcxbfedPXX9nR6PaGgnibNyKXDiJSUJIvI4HbF3dAsAgRXZ2XwfnvgFi3nGTFWNdjMm1w6T+wFWDMWpUG5741u8fNuFRw3foy+EZV4asmPJyfXc7zeCklKcBcUspZLLeFrEdCfaKahItdtsqKlnbLylJNxmb4uk7+Dhx3sv8uqnXEb+znrJrlxe5c04mg1o1dw04yGFdjbPGCI1KJ1te2x0XO292Yg1nqWpxqZDE3JdyMvFfMbNE/fvWZVxud3T7wmVZ0u8UB2F6QhPna1F0GMhnkPP+qRTF0LaSsna+YxEFaXk6iWaaho7PCnw9hwOIW6tce6cG6ez487XlDfYuijykmxBV0jPk7FHq1NXfgwLoUWPxXE4shlXWi4c3ezscL7rrsNb30AFI9R/x9nmDrfF5rzV6JPJ2zw6Tjl30YnL+NMDDg6dxxKJSi8JLX7ovI3NZmcZ5uTTBXOFjXgpCyFkIz00G3kg7EJAiVViOwki1oSFODQR4/mb41N4KBaFLC+4cfeQ0X7J/pGDsJ4518FvqHNuvmCulztp+pTK8P7mNeeKR62I9bPORW8vIqrb7iWeHp+CWmTNRkwqefUbL7qscbIRoQ5orC0wcpk9P3HBOa6teSxZ+pFmQX5wk1Lu904TGjX9fDoHW7Pt+CwK8TxKhCQKezz5qDvPd7zrKq2+qgRpzMmxyqsbAmTNF5hXXMlrMZiSacHqNJtLbUpsSa5Y/EShxsR4IArwc+2Ez37aaTCmZp+XD10Mvz6z+Jfdy/JI1/0dzSCW2tJpOWUiQZKoqJaiJUVaMTiWhqTi18P5jK5EbHvNJrOZc+eLqmRcg8WqirZc4qlCiiT3OTx1oVI03aDXcy9Ft28YKd8RBgVoMfTr0uvslKSjTlQbko3dfZuNr/PCTffcD0cpvsp91XU33mAwoCrcNe0vMoR4phuf8phYu7yk4t6JCwX3BB9O4ohx2335yI4IIgGS5kOM8kBjaXfGaz6trjtWeWGDmyM3bzYGp5wTWMxPoVD+YHbgPmsGEZ31uvoUY0UUO4kyptpY4jjGxDWYTX0wjZBCvQ+zPKUUwG9mCiYCnx2NF4xnb0wZqrZV+LCyla3sPnsoPIWyKBkPRpSlx1CrL5MUT8QiR4MxYsxiuxFxIm7DLXHPNRvv4tE/++cAiItDAomebFclpbKH8/ER15/5GuC4EwC2egFGWIESDyOXy28nWMGYCwOj+t86tWs39paAl1aVYFRjxguIltlgqBP76+qJP3P1IqfqrOv6DRJRszVbLXa33G47VmXlxc88w5HwDQQJ+dzdgOP8kI4arLprEV7qvmM9SZhVXZJEO1/Q4uWXHNfgxS3IdAG3Bwvaurdn+25HTJs9Jjq3sNmmF7ljVLZit+129HQwo6FqTt3WeHWrQ6Vk13D/lHUpNB8eHTFV8izxPbbWndd0+yW3cw8Hc8rGZQDa8TGxdn+7SJfgnJSARGCuXK5zlbcI9HOvWjA4cud8fDgjktdzsTHnjpiLPQHgOv0+pcK4o1v7dOT9NNttxuJWuDlMGavxrtBcGNmcUFiPzbMpRaQKDnNCsS5HdXVpOiVSSFiM4VDYk6ezJmdecdWaK52EZlcU7wrdqnlGJPo0kw/wRBXnpxVdhWmNzT5FLWlXJypLn0op6OHCMBFd/8l4wZHmS5nmeNWb2/sfikUhL+HesKJRljRUrhmfFIzV+XhoLaGQgmuBzwdEe/3oRRfr3QlP2P7iFwDY3rpAIJBO5QWUM8Wko5x2yz2ws5edMG1gcipctnxeFMQ1XXZplujG2PNoqCPQCtz02bu32ZIcePtyF1u6l6ZV+sx0R6tpQal4NxRZzEaryUCAl2uf/n0m6mwMTUmZ126gG+OVaQp19cHzyNQTEbcb2K6YlTw4GahHIXQTO9lOiHSeeb7HydTlT9peh1wvXjTNSRU7T1UCbecVaS4XN1yjI8LKoCopMrfwrPViUuVSpqLRH96ecaQS6N7+bT5zrNzHeArqOu00QnzxYh6PnLsfrrWYzNy5zb0ma1pAitEI69dIrRmH4mhMVA+OgwgrrdAo9ZcU948+/jj9M+KYvH1CU8/srkqhe5MpoeLzR7stYhG6jnPDeOjmyDi1DJWjUXSEV5U0BXqrzm0xmbrQZnRwm4bawRtNt4CmVb5UHOv3zrCQ659PZzx/R2HTpS0unXffaUj1KsimhDOhFZs+nubFWhJRiPgnaAaUup/prJYhM0xVOZlmBVY5qMk440At7CfjOVXdH/8GbRU+rGxlK7vPzGvasG/jSRhzCEyBo7fpFDZXY6/G/v/B2JestVtf70sPxaIAYIz5vLX2A6uxV2Ovxn57bRU+rGxlK7vPVovCyla2svvsYVoUfmk19mrs1dhvvz00OYWVrWxlD4c9TJ7Cyla2sofA3vZFwRjzYWPMC8aYa8aYv/2Ax7pgjPkdY8zXjDFfNcb8TX3eN8Z8whjzkv5ef4Dn4BtjvmSM+bj+f8UY8xld/z83xrw57qw3N/aaMeZXjTHPG2OeM8Z8x1t17caY/1r3/FljzD81xiQP6tqNMf/QGHNgjHn2dZ/9kddpnP3POoenjTHvfwBj/7zu+dPGmF8zxqy97mcf0dgvGGN+6E8z9jfL3tZFwRjjA38f+GHgncBfNsa88wEOWQD/jbX2ncCHgJ/ReH8b+KS19irwSf3/QdnfBJ573f//LvA/WmvfAZwCP/UAx/4F4DettU8A79V5PPBrN8acA34W+IC19t2AD/wED+7a/y/gw3/osz/uOn8YuKo/Pw384gMY+xPAu6217wFeBD4CoLn3E8C79Dv/q96Jt9estW/bH+A7gN963f8/AnzkLRz/14E/C7wA7OqzXeCFBzTeedyE/H7g4zgc8BEQ/FH345s8dg+4jvJIr/v8gV87cA64BfRx0PqPAz/0IK8duAw8+/WuE/gHwF/+o773zRr7D/3sx4CP6t/3zXfgt4DveBDP/838ebvDh3qy1HZbnz1wM8ZcBr4F+AywY62VFhl7wM4DGvZ/Av4WLHW8NoCBXerHPdDrvwIcAv+nwpf/wxjT4i24dmvtHeB/AG4C94Ah8AXeumuHP/463+o5+NeB33ibxn5D9nYvCm+LGWPawL8A/itr7ej1P7Nuyf6ml2SMMT8KHFhrv/DNPvYbtAB4P/CL1tpvwcHK7wsVHuC1rwN/EbcwnQVa/Kcu9ltmD+o6v54ZY34OF8J+9K0e+83Y270o3AEuvO7/5/XZAzNjTIhbED5qrf2X+njfGLOrn+8CBw9g6O8C/oIx5gbwz3AhxC8Aa8aYulv1QV7/beC2tfYz+v+v4haJt+LafxC4bq09tNbmwL/E3Y+36trhj7/Ot2QOGmP+KvCjwE9qUXrLxn6z9nYvCp8DrioLHeGSLh97UIMZYwzwy8Bz1tq/97offQz4K/r3X8HlGr6pZq39iLX2vLX2Mu46f9ta+5PA7wD/+YMcW+PvAbeMMY/rox8AvsZbcO24sOFDxpimnkE99lty7bI/7jo/BvwXqkJ8CBi+Lsz4ppgx5sO4sPEvWGtnf+icfsIYExtjruCSnZ/9Zo79DdnbndQAfgSXkX0Z+LkHPNZ349zGp4Ev68+P4GL7TwIvAf8O6D/g8/he4OP69yO4iXAN+BUgfoDjvg/4vK7/XwHrb9W1A/898DzwLPCPgPhBXTvwT3G5ixznIf3UH3eduGTv39f8ewZXIflmj30Nlzuo59z/9rrv/5zGfgH44Qc5797onxWicWUrW9l99naHDytb2coeMlstCitb2crus9WisLKVrew+Wy0KK1vZyu6z1aKwspWt7D5bLQorW9nK7rPVorCyla3sPlstCitb2crus/8X6Z5ieCkihWkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2510/6331: Discriminator loss = 1.1310 Generator loss = 0.7853\n", "Epoch 1/1 - Batch 2520/6331: Discriminator loss = 0.8796 Generator loss = 1.2815\n", "Epoch 1/1 - Batch 2530/6331: Discriminator loss = 0.9125 Generator loss = 1.0114\n", "Epoch 1/1 - Batch 2540/6331: Discriminator loss = 0.6482 Generator loss = 1.8533\n", "Epoch 1/1 - Batch 2550/6331: Discriminator loss = 1.4760 Generator loss = 0.4808\n", "Epoch 1/1 - Batch 2560/6331: Discriminator loss = 0.7015 Generator loss = 2.3286\n", "Epoch 1/1 - Batch 2570/6331: Discriminator loss = 1.0334 Generator loss = 0.7951\n", "Epoch 1/1 - Batch 2580/6331: Discriminator loss = 0.9245 Generator loss = 1.1068\n", "Epoch 1/1 - Batch 2590/6331: Discriminator loss = 0.7875 Generator loss = 1.4015\n", "Epoch 1/1 - Batch 2600/6331: Discriminator loss = 0.9629 Generator loss = 1.0216\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2610/6331: Discriminator loss = 0.5114 Generator loss = 2.3084\n", "Epoch 1/1 - Batch 2620/6331: Discriminator loss = 0.8142 Generator loss = 1.1950\n", "Epoch 1/1 - Batch 2630/6331: Discriminator loss = 1.5896 Generator loss = 0.3746\n", "Epoch 1/1 - Batch 2640/6331: Discriminator loss = 0.9655 Generator loss = 0.9466\n", "Epoch 1/1 - Batch 2650/6331: Discriminator loss = 1.1162 Generator loss = 1.0690\n", "Epoch 1/1 - Batch 2660/6331: Discriminator loss = 1.1242 Generator loss = 0.8196\n", "Epoch 1/1 - Batch 2670/6331: Discriminator loss = 0.9317 Generator loss = 1.6513\n", "Epoch 1/1 - Batch 2680/6331: Discriminator loss = 1.5395 Generator loss = 2.4702\n", "Epoch 1/1 - Batch 2690/6331: Discriminator loss = 1.2106 Generator loss = 0.7789\n", "Epoch 1/1 - Batch 2700/6331: Discriminator loss = 1.2647 Generator loss = 0.7158\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2710/6331: Discriminator loss = 1.4437 Generator loss = 0.4801\n", "Epoch 1/1 - Batch 2720/6331: Discriminator loss = 0.9137 Generator loss = 1.4576\n", "Epoch 1/1 - Batch 2730/6331: Discriminator loss = 0.9988 Generator loss = 1.4640\n", "Epoch 1/1 - Batch 2740/6331: Discriminator loss = 1.7740 Generator loss = 0.3508\n", "Epoch 1/1 - Batch 2750/6331: Discriminator loss = 1.3645 Generator loss = 0.6619\n", "Epoch 1/1 - Batch 2760/6331: Discriminator loss = 1.0188 Generator loss = 0.8396\n", "Epoch 1/1 - Batch 2770/6331: Discriminator loss = 1.2338 Generator loss = 0.6605\n", "Epoch 1/1 - Batch 2780/6331: Discriminator loss = 0.7920 Generator loss = 1.3235\n", "Epoch 1/1 - Batch 2790/6331: Discriminator loss = 0.9460 Generator loss = 0.9523\n", "Epoch 1/1 - Batch 2800/6331: Discriminator loss = 1.0377 Generator loss = 0.9159\n" ] }, { "data": { "image/png": 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wHZV0VEWvd2V9o9MJCz0cX+4n/MLPPwvAX/3r/x59BWSdPnzE8Jt/JPPy/FMAvPT8VWws/pXV8QOCRq7df2aX04tM3/WC8IGCoU6ESU0rz3v6/itn8RoOrhYrrvR7+q6ydt3Isp3Kd8u44Wws0acs6tBTkyCKLCPF4syG8tzDnX28RmeyruHplTCC/apPfi7r93BpeOuBRLGMMkUCg9Poim8qDMqEjaU1ArxPcPUnAE6fgTbmw4Y2tKFP0ROhKTRNw2QyYUJN2ogjrgkqwrmo5XtJwJefETXwl3/hqzz/FwRJFieKXYgtQaDOrr0d/ErVq7rEqHq1e/slbCqmwnv33gJgeb7C9lQy5J4LVdWa2YRqJhKB4QFn56Jiz+eiPdhmwkrRhu7hu8wW6gRzJVEs99tKLVkqXHyUipTzpmKhKnNtIFGpm3ZCco3DW6s4DWuxqmkEljXUuKnBaIw9dpZcUZHPXxEJ9fIrf4nf/+bvy3ByS2dbtJ806RDsiCTxSbAGarXQ5tyHa4lvMmjQcVpD0JoPkcNolKcxiuLLnUh9wDf12vwzZQUa87c2BnW6WoXwmqiH1dh8SYBVINrxw4LoUL6/0e+yXMn4dnKZY5/1uXEg3/2VL13jF/+Lvw9AtvMcdS7rlO5eY+dIogedbdEUwzAnUMh0cv2IWtd6VU44jMSj3UlCuhr5CPQ93310yst7cq9z47l3X6T1WeXXgKt0INrmwSjBKbbGFyu6qoVtdQNGkZp0nUTMLGCk0ZLrWz12nhFQVFZXTGfyrmU548ar8uwPG8M/+af/RsZUK2J1WT+OOHiPRyHyxq2Bzq6e4q1qEJ+RngimYA1kSUNMThDKBluMp2ReDuFPPbvHX3ztFgBXnr5G06g9r5pq2OziWux/DVYXwNbNOoxjOyO6h7KIw1MJR52FP8Ku5HlV4fGKnlvlBdWqRdsVlJVs0slCFvOsekBZqFqeL6kUHu2NJVHIKzYiTtTjHGqYMYxQnoBvKmhDSzYAr/4D9bybIPwEqt2sPcvGGpyaDzPXwImM7e77oqr+hz/3dRY6nvf/8PsEGgrM4ohBKDZwMuxTa/SgBYW5padU4FFUxNieQpfzADrKAEyKCWWezVyjDEGDVZPABWA0h8NEFtsE7QJhJjImlyoEvbjA61yVxw+p9fNlPiW5UFU76DJV380jhXFvZRHPPi2Rk6//jS+QDOWd4o4n7t2Sd4pDCgVlRQqrdmMPRqHgZUijfot47qgTWYfA9QgO5X7jM7n23n1H1SiTGqac92SO6uNzKg0/Wo10uLxDuZT9VJuSTk/eaW8Q8fS+/K4hINVw6C01c/f3b+J3xU922DPcfUfmc+HA6POe3424fihRpbunIrDq0OOc5uu4BqOgKG8DjAKdvLVQa0j8M9LGfNjQhjb0KXoiNAW8x1SObZMQz4XThmHDULn2C6MtnvviqwAkaQ/VsHG1gkOqmjBX1T7N8E2rJmcY5aQ2g6QSFbt/JJz6cHKPyooEXuYzcnXUxCSYVKTx+HTM+EI4bb5Yra8N1IcW1yWqXZOFlo5637tZQE+da5HGz2sXkKq33FsIpnLfynkGqTjBrKp6TVOtAS8xnlzj3BFQqBQoqpJCobRfvC7S89YXfgZSeb/p2xVbQ0nsioMMr0lA5aQkVm0qVJCWCWqMggiCTgdKDU8M+xhN8rH9FOb64j013YoSOuoBv2gwnRbIU0Cm5kNeU+k4nUZqfNbFqWa2LGtqNccmE89WLe+d+ykuljnfV6ma1BG3DsSU7PS+RIiM2TUdbCb7IRxdxbbOTwWFmUGMLVr3aInRaAfpPnYu14RJTKR7wCskOnc1nUreb2tnh+5Dmc/URqx0KqJcAUZJSaQAuNtZj32NMlzZ76Bocxj0ydVszDTy1Y2HUMlclbOMkTq8CRp6CmCbnFt29SZhrM7xeYVTsJ+FdXYp3uCNOo15nK36WWmjKWxoQxv6FD0RmoI1kASOwjSYU4UP7yfsPyXSb3f3Ok7t3bqxTO8KZ88Gwg2j4RYo93SzCXGo9ndoqSuF0vouxWysDxR7MUgj7n2k2XLLOcOOOgSTmo/VZ1DEAQON++crDXndOwaVbMvar3PzbRhg1dFhrCVok9M0BDVI+hgNWQXTKWGkqbB5s0ZTZrVKXQpcId8VoeX4UlCT08WcWp2Sq6ahp9mV5lmxScM44/C6SNKXf+5Fgun35O9NQzmVdwrTPr6WOWqTbLY7hlDHFjYxUdJKIPe4tsJ8gtewrqlUohYLvErKoloSaajTmgnBWMbZRPH6/Wqti1BP55QtrHAxJW9RilTc19TvxrO2y0dHooGEK0epsmxyPqHsCW4g65XEuSIyeyle0+5RH0ZATaPr4KqaShPPyqLiMhft5c7bP+LsTPbLtFjqeGten4lKcPvBKVbXPc1iAk1Cm6ijtdf0uHV1S9/fsqv46dJmfHipIe75BUvVAHu7Mt6tbQgX8oxr149ItiW8fN1cYabhxPnZQ7bU79BR+PRFc7n2KWAMpnU6GreureBNhg1EC4ULPgs9EUyhaRoW4zmT5ZSeQkNvhFfZjuSQriY5pKoGTiasMlnw1T0BNI2Otumn4qUdXtmhVlV7fHKfyQ8U2txb4nOZKGNlMceXS6w6M9NOjyaWjTBMAvZWsgAX9ZhgKJ/bIhf1G5P15zSyWI1Td9KE7kim9KATk2ldh0DBVFGQEHfkd92si1sKAyjqEque8cIpoyhjGo1XTy5XhOqhdKuKRtPegsZj9JBdXbSHeMWykXv0d55mdiqRCO8slUYwQjPHBTo2jQaczCp6l6IalzVkl3IwO5knUrXbBRUUmpuvDM8/nDCN5VAEZUimQJnYJTRWTUFn1hDqqpADWJsO5ULerzIRjTKpqLacr3Jdk5A9ffaeIns7oaFRlMSP3n+TLBczIL+sCIYyhy9ce4HtI/Hmh8oUsI7iYwEpjR99wDe/+UMAvvnuu5RLmZfjyeV6jhplhEVRg5oSZxcVJ2ozxHGCVwEQKDjt1l7EF0YSyXg0v+CBMuHzuydMc3mBRdAwV/OofEP25u0rR7xwRfJr9vePyAM1beY5UyO/e+fDh7z/nuz3opb5Cewnyqk0jaQag2RR2jYqUWLMip+ENubDhja0oU/RE6EpABA0XMxWLVNmvsrZUxUwG8V0Y5HW860p4/dEDVo+FM55+ZHn1gsiGbYPfo5oILwuu2v55jvfBiSHPlAkY9oTrSI6shyMhEO73LFaCKc9HV9wthSpeTmvOewIZ441tJhXS7rqqKtoUIgE/czypRsiKV56/lmCSK5/cE+0nPsXOReKjoySDlt9Ebfb0TahJkdNxiLxp8sFM9V4uttwuyPvdG2rw3IlnP/9kzG1yopSUyPL1SmFSvO97QXvaEJRai1ZoRqL75OqiTXTAiEjO6JWHMN47DhZfQhA7/KU3hVxXGZpQJSIKupOZLxn04drFGNjI+pS0X3bEfZUMQ1uvDYb6LZyqKBozaO8ZDHXIjmLfF2mLqgMjeIGHp7IevzUU32++qrUNNi5mRLuvSbrsCi49873Afj4nW/RXIhZOLgpFaacjzh++3cB+NEbH3I8Fo3lp2+9gkPWZ5IfcOfuCQC/94FU8rozL0DDtj3vSFscSlPyQDUMqw7VsgrIvYYLm4Z+KnO0e3WPqpQ1OzmtePNMNIgL1cwefPyAWPENu4OEXiSm0mJ5zqUW2rn38CMWXvbOdQ0zB4dDpmMN4c9zvGtN12D92dsa1hWZPhs9EUyhcZ7JvCJfLoi0JNjB9ojekXyenzT87g/lcJ/eP2euOQHVhQBJdkcR3aEc9JuvOaKO/K4eTumonXx6/yPujXVytmUiD6Y9ugqEGZ+eMNesvmA+4XKiUYuOpcnk3pNLUT+9g45GCSpT0enJpnj2yhbPXpMDtL9/BaemgFNdu5fNWORqOxdLthWuWttiXf8xVrNkYDK6anaUZcM8Un9AlBD2xKY8OZsx18jAbtZWhwq580jmZXxvQt2mQ1uDH8k4fVzjIpkXN5cxvHFxyvZczLXecJ+ZMpC5Kek/FCZ89daQRDfbFC1OU83Wqer1PMZr+bBw6QlTGVM+eUiuXvlQ4cWm24VAzbEmJ9LqR0EQoRnx7KUJTytG4lBzCn7u1S+TDQ7lgrLL6kR8A8uzMT4Whtz1OWUhB72aaSWrMIVaPt987mWuNPL+f/TgjA/eFAY46Ht29mXv9B6K+VSNl4TqR8kXDYHiO+bW0Ci24mpffnPU66zT/fcHIf1QI0qHVwkVDLZjZ2RWxnZLmc2iXHFNgXi9umG3p3kSy4rzYzWbl56DvvgabigG46Ui4Hc/eB+ADxYFXv0LxrMu9WQDuy6C81lpYz5saEMb+hQ9EZqCd45itaRoIFSJlxz0WGqs+Ufvvce/+L5kOJ6VCWdTkdgj5YxXZgF/4avqRBsMQGHFgVsRbIlE+M4bDXcU/nxLy4v98999nfHltwBwrubGjnDin/niLQ6OtBDGoiDU6/sjlTrGEatXvM4dgzY+TsDb70sR6+9//JATLRu31MIi2/0hLxyKlNvu9kgUI5DGDbE6K9tCIUFkuavQ3tW8ZFq3jroZR23xltiQqeT6WOPx0aNjPv7ud2Re05Cx5uxP8WyZtnTXPuFYnW5aBvLB9JisI9GepluQagRg0O/wpevyfrPLBXZHpN/8niSEXdw7IbkiErpkRqwOz7fe/R6jTGVOlnFdr2lUkrr8HK/mQ4Ijb00G6wk08rFaVbAr63f95i0ADm/f4uLumwD8xrc+4Hc+fCjPDuFv/vwvAfDM9YSlwrc7iuYLJo7aigo/nRvYFnTg6f33efdMvq8ezvnyVdF0nj2StX7/MuZcHYlZXWE0/h/GMVWb8LWlkS9bM9wTc3ReVNRqVjSzOXcfynyfLlfUtczL0zfF5D2dnjBQ7S9OQvYGQ12nFcUDGduiucApnP5caz+6brqOHgXW4BWa7fwnog/O8zh97bPRk8EUvBaocBX9rmyCzCaMtq4B8Nzznu/eF5X//ME5E/U1DFU9HW7vMdiTa026g690IldLJjOxHS9XBVEsk/bmA5nUk/GSWjMKjW8w6r092B3ylJouxxdT7t6Xexj1ipsGElXPtoYZT+tB2coSThVE5ZuGQFXCTA98GIQstYR7GNaEmlq92+2s8wsahUZP8RwOZIOeuZxUGUQTd/jCSOsrmoi7l8IMbu5ItuCsyvnOG5LbkYb7bOkGquOAjtECq82CRAFH+wqqicNrLLWKU+Qbbr8kOQOd3ha7OibSGWiUINfc8v6ww+6RHDCXbRFmsn71ownWin2e+UY3J7RR2rw0hOqFN2lMV7diiMG2lZ8zy9WB3O/GU2oydEKsRl+ufOE6v/yS+gwmnqdflT3QMyGZQo9TzfacnT8iUZPn6atXGbwsYLjbz9zkl74nmZTf/8Hv09Xws9UiNG/enbA4FROlKOt1afxhN+JMwVeh+gMOD0fsdgSQtHMUs9LU6eP7J6ibi2JryH4g/rFRX9ZjuwuZ+qhiPLVCyQfDHk8rk5o3V/nwWBh1Eupzk4yn9uRe4+mcSVuL0ft1GNkaQ6S+sM8ag9iYDxva0IY+RU+EpmAtxJnHTi1FJRLx/ulH9LaF6z77tW/wtw+eAeDNN+5y56Goj0fa/+Abv/AVdlVtc+VqncBUzs7oHIik+dm/9Bp3TsRh9rE6n1Z7UyL16N7ev8lf/Qsi8V557oiFVnYOg0AaogBnj/L1eMO2MUwUMUplGg/3Yp7Run3xzh6NqolOPetnpcVW8jlxNd22N0GnQ6DOrLawils5elrSu9+pqTSi4OwBu5FKrrxkoibWwwdiXu0NRxxuy3hPP/wR9po8o9PUUGuNgIuQYV/GOdgXCby/Y1kWIgWTEQwH6rRzEUmi0GSTgs5XpF7xwibr+LjxM2Iv833r5Wcwc63naB2xhtCDfe0zMXUsVCZlpaPUhDDfNOtEsCwISLU4S5rKfEfhnL3rXwHg4FkLVu5XkRC1qnR1Rq6SslZoenX2kFrNzdHzHWyp2t/sDKPvtD2IabQAz/y+/O50kTNVTcBh2VIQXdw0FHq/lWIbsmyLuC+jH476BF2Zw9tXrlEp6Cm/LDiZt/XetZ/GYA+vjkjjPG6qCXbr/PZOAAAgAElEQVRJvO4H8UrY4yiWub27lMjKcmfAhyu9RxBgNfmvxq+xM8Y0UP5kOIUngikE1rKd9fB9j1NwyKPTFc+LRky3O+LFL8rkPP/KawROOtAFkW6wYY/mXGx540sUaEYU97h9JDd56cV9Cq0lWGmfgpCvM9Sio52Dp4k1W64+e8j8QsKd/XmH/kBUybttLX0bk6ai1r201+V5tbkPj3bpId9X1uL6WjxTQVjDfAGqwpez1VrV7roAMq216If6m4pa0YFpz2ISLSPeielqKajkiqGnxWd8Ls8Yn5RkhVz78Z33uHIkz6hyy1I3TdJpyDT7bldx+HG/i9VGLlnmQJlTMgJfasTAgvXa9Wog5pVrTgk0MzBzKZHWfOx2Qvy2ICvN+QVFLAcPRe4VdYBVYI7rDumoDZzYiC3NFdkNE0YKANvRgiSD0YvYI2myE2UDAs0ZaYoKp6ZSM64w55pXcSy+D+tSdq7JeNL4gEjTnvtpTHpdBMrB4EUWihx9uCVM4+hHH/LhpR5SC0PNrlw19brJypZGp/aH+wzUJ5bt9oidRngysE7GWWWe7FwZT4sEnedczrUOpg8IR7KHUhqWlc5nb0j/ilx/Q/M9fNTjB7qnp1PP97ShkC9LTNupy/t1v5LPShvzYUMb2tCn6InQFIy1BJ2MoJhwbyKqTtZPMBqvjZI+ica0bdrDt+XBWhz9akql+HVTJVSq2tq6YjQQCTrYGxL1ROKHW2KWBEkKioH3ZYTXkusmPidK5JqMLvRVos1V8pmapCuSdjhIOLoh2sgoywhbVbKX0mgHoUphx0mekqnTrggy0rZ2QhKSth7ijsarmzmlSkxbG6JtlfjVilFHW6UFMclYJNvdscTa7fklqEbQTx2zNks0cDQzdQ7Sw1Zy77l2Xtq1IZ0WWJRDqlmipqiwmj3p45RyIfMca3u1pGvwWrouHQzW9QtMA5WTdVj6JcWxjLMqNY+kLrGaUbnTL/EqgR3Nuvw8ZUF/R67JtmTuw+1twjaj1EegOI3AVQTqrCMdUdTvyi3CtqFQs+64VY5PiXbEkdrrb+E1czXPahor5msvV+h6r0NjRUUPrKHSKQorB+q49GriGBxojU1bJ9ikLTMf4tUBTZBj24r5qFPW2XXugw0Nif4u2x6x0DoUq1XFrka/mljm5LzJSRT3MuxaUtV687okCtvS8NGnWnZ+FvoTawrGmOvGmN80xvzIGPOGMea/0e+3jTG/YYx5V//d+pM+Y0Mb2tC/e/rTaAo18N96779rjOkD3zHG/Abw94B/6b3/h8aYXwN+Dfjv/v9u5B2UuSerY87UPp1OVkwvNQvGemz6iX54ihRstDza8vwOpdp9th9SaYmy+3c/IFMHXjboEkRia7clm6xjrXW45TlVLrBTVgXBSDWTY9ZlylK15SICvBYPvXlti+11jLnBaXUjvCdsnYOirDCIalylmXwuBk0SimNDHCq2Qqsou9QRVO37h2utIoxCOiph48hwTYuxRupcfevDKV5DtVf29im0iUo0GKxDo7lrGJ9JeKvbsmwTUy/Vh9FPMKXWPwgSvNWiuL4k0FoVRuP//rLBXNFbmC6BhvT8rG4LS2Grhlob0aDaWJWGBKp1FKZDV0OkQ2M5VFE66lnSRp21mrjmKydNUADjHKa9bxjiNNHNLKt1T4moaZvrgL3QkHJyhokFI2CNo9Kq2vXsEqd9SI/fFphz6DzDthZEFD6ulhVCR1GY/lLDvmaOa9R3UFVrZ19oWfeddISYpK2ZoZqiiwm6uv6hw2gWZFBFGA1b0uRE2vavo/iPfLKgu61o2bMuXfW/FGWzrmhOWeM+2YX6M9CfmCl47x8CD/XzzBjzJtKC/m8C39DL/gnwW/wYptB4x7RYUZcTvE5YuSo4086/zfKcUFUmT0i51Ey7mRzi2fG7jE/EoRQ0O7x79hEADz86I2g97vWMq7dFzd9ZiiraOzrCeAUk5ae4WevJXdKMNS07qek1mrbdU+ANjvO5XFumPUJtFuMDiDQ9N/ARJtaSZ20zJZ+wVKZn42ANPAmDdN3vr9Gqv5iQKGlV44hYi7fEJiVWiHXsDewryOpENvOdRx+RjSSycDAa8t27MhfpdEl2S6Ir949n7GlE5er+gc7lihZfbIIC35f7dntb5DNhTpOLC4JGGK67VIDRNMfFbdGQC+KlMg0KjGZENosZ9cVC760HYTGhQMbpFpfYXcEbHHRjOtqI5rRo+PCBHM5r2q073T0m0fcjC7DabJg4xKiQKFYXoFmeS83EXEwLzFwARMPkJjtPa6m8wFCr+u+WnlLV7hb0dW++wml0ZVUW5FpqPgsCDnSOzjSycLG0HOzI2MtVQ2Bl3sLCgjKQ2MZ4bR6TT9Sk8g7TVvEzQ7wKjiKbUWjkYDo9JVbnbql1K8dlSdIRQRdmJwQawbAR6xJsjQ2I7J8DzNkYcwt4DfgD4EAZBsAj4OCP+c2vGmP+0Bjzh3n5k3lHN7ShDX1+9Kd2NBpjesD/CfwD7/3UfMKr4b33pm1Y8G/RJ1vR7wz6vlx6BmaH0bZwuKysWJxKPLY8na1VKj95xGwuhTUa1a7LJuTg6BYAncERwwvRKk63H1CPRaLHJqPUnPbLc+FZbpGTHIpDkfmC1VQQeKwKGi2D5W2Ea8M7Tjh8GMTUK3UuLWoCVSkDYwgUm1Cbet3zsq7bng4rKuXmxeWClUoSn6frnhMtms95RxS0fQUcxULhukmIbZ2AWcBAsQw3MpFaYZgwUvzD4eiAyevSk6JqKi60GGla18zVNOn41hHpabR4S9k4AjXXlvWc5YloB6eP7sJUszjbSsyLJXtGJOXOMKMcyjuHVYDTkGO9WKzfO1RHo+2kWEVHFr0DvIZcwyiCpYbqpnPuaah2pibf/mpFVbX1FrYx2rcDQnyifSy7CU7XOv9YaxPshSxmmpRU5LiFjLnZ2SFoy/D1+3Ase+BMG7V0rSdS0y0HwrqtZt1wZU+d0WruVN63kVyCbgAa9qyjx4hV7yx+qaZpR02/Vcm0VidoccalhrV7TURbCqHxlvFK12eqvSeMoacJY51mQGLkXHSDgKVWAreN/4nbxv2pmIIxJkIYwv/mvf+/9OtjY8yR9/6hMeYIOPlx97HG0kkyqmCFFmomCgwfqX138ehttrTKcz67z1R7zW/v6uQNU9xEC1DkIUbt/e39PewVbfBitykUZ1BdyIYe2znZRDIKg9RSrdpW345GwQ42hWRbm4GsWruwZqERhdlkRt20+NKY2sj3Hkulh6xSu7j2BW2b8bQTEru2gWRAR9vOWzU53LhiVak/wESP6+x5R60Vk+PEoP1ecVo5+fbukO0Dza8Y9TFdzdHwMLtUcEvQcKG1/U7UZMqKBI/MdxT1GGo+R78/W0cUOv2MizNh1I+01+Y2Ff2+wIt94KhnbW7DklIrXbmiwKkJMlM/gtsOoSdKZHd3m0hLsY+yGKNNai/HhlCjEnTFZMhPL+jtKzMd6noBBM26gnG8d4WdV+T6TLNW3bwk3xcTszq7YPWONItJX3x+nRpdlp5czbsok7nIq4aKtmmNgXUJ/pBSc1cmujT1ZUV1RYuwFBWNRpJCChr1bdSlxakQabT6chAZslwWcmlmOAVyrVzMUs2tOspIFbo9vVQ8yRBqFYwmXq2b6fowJDNtnVL+3TWDMaIS/C/Am977//kTf/pnwN/Vz38X+Kd/0mdsaEMb+ndPfxpN4evA3wF+aIz5vn73PwD/EPg/jDH/OfAx8Cs/7kZVU3M2GbOcTIjUKzewnsiruj89J9RMtmaarvs+uKFIgTitwAri0QYhwVWRQPGV6wSaoTg/vreu059r7Ho1viTTbsbBLKZRh0xaF4QaE458l5VKv0o98imWrjr7tnZ6GM3KbNyEXB1tZb3CLbXnYeshtx6j5kVESKqqX5R18Kruee1xGCThus5gY+p1PL6yfh13jmyC1QQr50Wy9UdbxNrnMU37XBuJint3MeFEuxWbVcmhjvnRWN4/7kyINDa/sx3T0WhAnA2ItbDK4NZVjm7JPV5MtIfCqaFCEXrzKUuN86cFOC15nTtHoeJnrhVpMtclVm95uPU00UiiAXtZwKU6+Xqpodbybo12Es/7Wywblealw4SKLTEBjX5vmpRA+0Z2tIhMHX/E6k4r8T1LzXAM5pcYzRT1wQKjSXP1SutlVA1a0A0XGgrVQn0U8O59cYQ/vS97r+h7Gq2YnZeXNMjcV75Y14goAkujWlapDsVFUWH0d8NRRqnOzPLinEgRsMPDHmfHgtr1qmHgRiw187WTbtPpqgZcXmLCtjyfh/gnk/1/mujDvwH+OL3kr/wk92qc43y25GxySaBqz1bU4Lx8Pn54uS5GansV5x9pBx0n2YC7Wwcs7ynMeesW9pqCdMqAQiMUyyDD5VpsNVdQUNpZtw4PjCXUTL4yDLCKUnGDkEIbklxqb8AoejzJUT953MPP7mJSUZnt3NOojZtr4c/aB2Rq3y3rilDtXne6JNTqRbFW9nFBwtKpPWwiEn1m+glIdGAjVq2/QpnUtds3MUOxVdMqJBpqbsBysm4Ss+UbRjfarFIZ727UJ2hrX8aOS80B8LNoXe09Y0R0TUw22wg0eBV8xOJ9GefF7Ix0pvkTnQ59PQmrypNpfUw7EgZTJAPiq1+ScW4/gwnbdu4lQwVRpZ0RAz2kufo1Vv0Rrm1Es19htQej8xW5FuGtH02xWqmqPBfzsDq9YP6RRB/mVKQHChaKExIFuJmgy0SLzd69lAM2L6p12noahuvmrlXlOdXmvGFbu9OEAmACTHSE11Rt00QUyrCWF3MmU62StZQxXOQLFmr+NZUjP5c1yeKQUIvWmM6ct+9IJGZ3IKbRctdzsZDxfnQxYVU8biiUtE1ljYXmJ2MKG5jzhja0oU/REwFzxkPgG7wPaQLhtEvsujjtyXiF0Xh096DHaCrq5QcfiHaQ7D+D2X8agAeLMR98WyTX8HBGSts5Zs6d74lm0UlF0rz6pZcZ7AhkOL+4IFcwUbCq8V1R2+rVhDc/kN89fFvUxZ0kJVZTY3xaMBlod+F+D6vZlTXxOj7caN2+k0djetodOmkCVtpfMZ47ylg92ApeyoMlx6ei5WQ7HZ7SmgVpN6b1t7s4pmzbk2t9h7SbYToixU3dMNdobxxkrNR8mjUlhWopodar7B7GJJFI3R0TMp61dRhKjjp9facK1CFm2lZr6S7ZgVa2Hl/iNJsxjGrQ+7nqHLa1zHgtW+6yrLhyJNpflO3S+mpd09D3Lcw3ZUu1orFqLtn9MbksNf2qxqkzzy9zzu/I+lz8698h0nF61aTunj8iuRSf90VY0zuSddh9+RUiXetmds65mlO1mh1zB5lvQUasu4ZXTUOtjs2Vlqo/P88535F57fYcQ41Q5YMO4VI+V3XFhdZFMForopPtUCuUoDqd0b8qWlwcWpxGNn74+h2m6gR97obUf9jbvsZ0LNEl5yy5FoOJ/eNS+lGSrFsqflZ6IpiCsQabRMSdhMlc/QXGM9EFuGzADGRTpVvbbLXFSbTASBhkDF4Uj/uoe8gN7Q+5CDI4E8bx7rf+AKcq1f5N8UWkO32qtuNREBMXbVedmuVSxrE4n/GDH7wBwFRVtWt7PY614Mrbb7/LntYPPDAZtVaeTVLfRqRIB1oodlZQq6mx1UsJtC9A2m3WqdqVlnKfTS5pS/ofbt9gpI1wwyzDa+WlKvBUXsaZtLURu11cJO/kIsNdBYDlVcn5TBhOUFa8dUfRm8jYrj9zhdFQ5rjEsKu4/sZHoJl6s0cdzo6lNHrR0wKtZc6x2tbkjpE2v7U7OxjNiQgCu67HOFc06rgOiNt+lWFIpZO1cDVZVzMxnSHuy3zNZjIZw8EFVlGRfrVcl+XHr9h97ctyzW6fmZb2L5QRPNMPyV4Qtfv0dIm/olGN/Jxcy+vfuXPKvZWiYdWHkxqYqH3etWZduDUNLFb9IzMVPK9/9w2e31X/S3CdZkuZG0ucFnvppYeMJm2RXi0I3Pfc1oJC8f4RuTLvalXy9rty6Jt8yhe/8goAT2uz5TMfYLZkD02qnFwFSuU8sSIoo8zhwtYr8tloYz5saEMb+hQ9EZoC3mPKhpRg3aqwDhzVUqTA7NE5Z6fiZOkmIQSt1BTv7vzkISyFS/Zu7pCqinry7gc8+K60735UHnN9X1Twox3t4rNsWDXi1TbGUWkb9aQMcK1kOz3jUsuZr7s/VQFdLb9+fDnj3rkCpIZ7DNqmJ6UhVLWzRbR0AktX4/+mCUnUueTqho5Ko0Jbsnc6KV11gHUH2RrXb+OEaqkdovKCSutPRFvasCbKcIqRDxvD+FQh4WUB6u1ujON0IirstVKuffThCZ1DeQ/T7eC0CvRg6zpJT1Tt7s5VgqVcM1GnrfUxVkML8+kZTkFI2eIcr3kZvf0eeSnPPn9H8CS9azeItDibc4YW5+1KT6GSdO8wIFNjyVTyvAd3aka3BKSTdIdEuhcCQqyaNNHODtu/IDUXvO4LX9T4mWiNnN+lVNyE84blpWJgFjnHisWdj3Veg4gbCr23MYQKLssSS6jRsbav6J3zGR+cyn5KRkOOljL2VRZhdb4aSjKNBtQDdSrnjrHWcExdRKxrXUwuMdqp7Ep/h6Pr8k4dbUsQugD/nrxTvWpwPO7q5VSLCeuapL+p5ryhDW3oT0GmbX/250mdLPHP3T7i/umYXG31smrQ0D3GgFVHWlV7AkV5pZq9VnkoqrbCcUSjISRX1TQaZgyswajjr8058qHlYF8k20/9zJf5y198AYCLusaoJP3uux9zT8u4ea0G/ejRGUvtjl00NbFWL+r0UnoqHRssoYbydrT3RD80awhamPZxKv2iIORY7cixSrDLxbItyEucxnTVzr45HFLELWrQk2+Lvfj11yTO/8qzz3PttpSuy+ID/qf/8R8A0Dvc4+XrolkVvSEdteHf1t6J55NTvvkDkcDl5RTcY4darg4zm4RY0/pMVMrHIfvXbgFQZxGhJiWdThY4hWbPTx/hFE+B+6TTq41oP96DX7s5pFAnWWYa3jyXeyzb3pDW0MnafpW2HSa9NGWkmYEmDlCoBjsddXY6x1Q1vcOtARPFgxw/mjBWSHPTNJTtZ8W3rMoar5gG5yBUbbITxfyr770NwCN9t/OznI8fCmqybsb0VaNrqoL333xP7nf2PvmFaFuFbvBpU/Dyq18F4NVXX6OXitZ3/PARTp2R9+59wB/9tlTpfuMHUoHcehio9rvbbYhH4pf461/7i7z40s8BUEWOi/dkXf/Of/23vuO9/wo/hp4I86GuHacXS5aLgkY3hMHT9nhvDBjdQEkYECvkN1CHI95RqWrsCk/dlt72fl1F2GEwWgAFdRaFxjLXuPTv/dYfkmuexNXrTxNU8rzlwpHqARhr7byqqCna57kGq5GDgQmxumm6xtFVB09HN32eL9djCIiwqhpXviZVhrWlvQ/jICJXDEUnTehqma8ostRa53FeFfhHcmhe/0PNKM1DhgdHOocNVst1Lac1H9+TKEnuHBNleu/eUXh45Kk0tXi18OtCLc6DaRXK3FE28uyWYfc6A9AuReayhG0xzbqdq6xaR2O2lBvBY+bgPfx/pPROl349R46GqmXw6nQNgEHb3KSTECj+IYxCXrohz76yv0eojMwpA7Wx5YF6/auFxU21/JmNSNWpmlf2cUk3HS8OjBbA8b6haTMYqdeZjcVY7nW6nOI0ykAFJwrzjpuGQE2NuPTQ5mtULZgsYXZfnKfHOznP/oKAoeruPk7zHfLM8epXZZzn96SgTr5YYLW5bVN2WWo6/Le/+Toqx/jKz/4M3b22wexno435sKENbehT9ERoCg7HqlnhXUPrmwuNbREGGAN12zcgtERtsVJV8YrGrblb5ZrHTisPj6WRx7bZjqrud8OQQMEQxWLJW29I4cvm4mLdln3RNIxzmSYtp4BJDUlbbCQIyRRtmAeePU1AGvS67GWa+admgil7oLDUh/OK7W152Sjoki00caknYx+kKU6Xx0YWRUQzXoyJtaLw5WRFuRIJc6JhyP3zId95W3AVX7sJdkfGFjcVHylcuzM/5u5CtKK0L+p1VYeYsG1NF9FTc2XZOOJCG8oUNQojwWvI7loKUV+dskXIQlF+Pr/ANxImTdIeS0XboUlefDJ2/gmF4bxa0tX/n5d+nUjUqu27/Q7dW1pO72xGdkX2wrPXr/FTXxWz6TDoERt5l6n2lqinnpGGgGdFQTLWPZA3nGmpuIduhUZUKbV0Xd00hG3BFhuuG8BUdUOo4WWvm9Y3JaEmyrl6SqKl/pzpMtJu1NVqyoU28JlpMt5qMuaNuyL9T4OA+Y6sb3V2wod3RPX3doyZaaMgPSNdEzDXM0AvIdFEq7q54PW3vgfA1rVn+dr1I34SeiKYAh5sZYlCS6y+g7px68atJmC9cWxi6OlBrhLNI4gDGi1Cks9z2iLhZVlTt8ATDKmWYm89/f3YMFTVP0iSdSPO+WLBQBc8iGBX28vva9Xes4sZXqvfRGHDXFW8bjfhmQPZsC/vDLGZQozncvAKY6gVFHRncp9hJWrdzZuHvKcNTWONZ+/t9dkayqEadDpEulsvxtucLkVNTIOAdx+KuzxS6O9hbNlXv0WxKEk0X2McQa55uPMgIFKT6Oozgu+4d++E5ULm4pnbV/jGz4in+8M37/DgjnjGHx0vMab1bci/z93uck0h6IU1vP6WeMO/dXciJiBQjmLqXK4v9EDQeHwLCcav+UJQGhrbVnZmXahmpON97tkDrirYyO50+PqXbgHw/Je+ykA7eQUuotL8gFqhxOOLR/SGqrYby2uKJxnPZ/zwLbH333lwwX3FctRaAn5ZPC45bwKJ6IAIqrar146O7U4dMJ1pevriFJvKuvfqhqm2YnGkHKVigp1+rKUBzIxUI1H5x2/z6/9YUokm49U6ghUOtzGlFgGaipCp6vna/2AvL7D7WpGr8cwLYXTvfvgHXN3+WX4S2pgPG9rQhj5FT4Sm4PFUlNTusWrka0/TSpIKkkRVeAuVqq5tFOHo5hYDzSv/8LymUHRgk6QsFYJaNQ6v3ue23X1dO+rWoeYssWoNvjRMK1HbCh9y5ZZI06eORNJ89x1HrtL4snCE6lHvJpZntsVkuDpKaFXktgTZg7zgXNF456dj7qtKvFeXjBV2vKvw2mTQYacvmkQ3rvG56u1ZQ6FFFF64usWp1qO81Nbq77/+I648r1gBpjjNCA2DiGEs974/mbF/Xfsp7Mm9inBANRON4D/6uQNu35BJ+vi9Ka9kco8bh3BFS4m9+DWJlfddTZCJVLq/rLktWjL3jys+0NqHq7nDacEZ1Ino+US/Q2Mw+nnhmnWAIosCulq/YF9j+sFswvZVGfsvPHPIwVOiGneaczpowUlb02hfxZUWpNnZ3qOr7QRdFdBq3aMsoJiLBthQ0h3L+9WKcrz7oKTWYjCmMRjVZENYa6ReTYaUGqOO1HTUZ9RqrJcnFKW2fOueE2myXalOyayGNNX6kXlBgOBTdsySZV+zdesHHF9qfY2VzLeLPc1c9k1vb5++7rOVK6g0I/aj9z7gPS3A81npiWAKeANNQGgaGrUBPX5d+NMEhkzd3d0gJFafwcG2qEtfvr5LpAVNJmeXrLSxZycJQTfxyXnZYp6IbBtWAldqVCPwpL6txVfStAVXRvDoQuzTzkrUvjBKSHWjBJQcaCbif/DVF9jfkc+LyymlMqS5RgjKsqDQQ7Gi4a4Ci8pvvylVf4CBFlvZqyIS9U6XeLotB4y32NVc37mzvPq0lK1/94daeCQ03EgldXw42CVs5KVf2N9hsSNz8dpXXyZW9XpHw7rPxQvuT+VE31qMKd+R+z1DTqz5B7cTw6tfknv3jkY6b0HrRGcngasdnfs65//+tvzh41nNWEuR69TjPPi2xL0xtBW7mhpCbbKLg6GWbR/p4nXjhOt78s5X9vew2jAniGoqtHtVEFOp+Wd1fU1U0dVuUnXSkGgVJgLPDQV+VbOcbaN+gFUbtZlxNlZm4v1atXbW4LVakltpVy9fcqD9PwkcdS37JkpgW8dz0L2yLqgzbBQUlhYc3hQTrL93hTJQ+He+4sG9dwC4V674Z7/1ewDM7mv4elmuGdOkKTBakeko6bJ7Re5dljXvvP86PwltzIcNbWhDn6InQ1PA43xF0/h1fDg0Zi1WjAGrjS7SIGQ0ks8//+UvAvDCF3a5f1ccbjdPFpxrkY6dTkjZ1jw0y7XKuKcx/9mqoPVmutKvy71b7xgru7S5p9AEpNNGy6dFzbqNfCf1/OUXpJTYtSu79LVAxkW6zWwhat7CqNOqgSwTtXs/OedD7Yi9qhu+ok7FW89oVeOsS6zAJLuaUmuDkKDKifXz/nZDWYnK/E5fzJ29NGZL1f3RaJt6R+PxV7fZ0s7c1w67eK2OfTKTiEvP3eKX/tqLAJx98AEfa2bowEZ85euaQNZYUm2BF+kYyjTlciZe9LIKODiU8dyoDbvPiiR98CYEqmVVrdvOmLUjkk9oCgSOum1X72Cm189U43l22Od6X56RdAaUisOoXZcO4tirGwiq1hMvv4+jDlXr7FvVVJE8I8uG64rPthOCah4ddewOeynn6hw2jnV0zBoLgUj8IBYTrJt1qPvynV9MCRUPs39wlTAXDSTKLxiNRNu6+YokOPX7MVFfHNRJlH6iFd6K6+cy36/kGV++JXvnX/zGvwDgX37/mBOtbJ4AheJaHpQrdiayd4KdjLPjNvnts9GTwRQ8+MbgcWufAuaxGhOGllHb/Sfw/OwNmcCf/WnJoZ3PLthRk+HVp/ocn6mnuy5odOFS67igRelpmGpV0tMKQ0VcryvhXJY1sYJmZpGjUNTfQst0Z3VIFKpafqvLkS5Wv46YahZgAOwm6g0P2lp+JffOBPG2qkuuqq13dLTL87fl4PE22mcAACAASURBVA3a9OVrHcIWjTeLybVKbRSFGM2MPF14Ij1Azw9kTpo0QlsVshfFvHQojOD6S8/R3ZVn2Dii0oxPOrfku+3Lx2r7dye4M/n7F7+xw7Xb2u59WtDkbbqwFpLNDT0dZ9EPODfyfdpv+Kmn5dmd+Jjf/Lb8Lh/LATTWsC4h5TwtujH0UPoWhepxek1i5Pe9UZ9IY5az2ZREK0j5LKZUt4XNYdVaIK7tXVnT6DuvFiucnu4lS0oVIqNOBv8ve28Wa1mWngl9a8/DGe88xRyREZGZlVWVlXZVmSp3gem2MQZE07RQ90ODLMRTg8QDGJ5agpaaF2g/gQSo6Qck07IQUhvjtl2e7bJdrszKyiEiM2O8cefhzOfseS0e/m/vqESmHdVpymF0l1SVN84995w9rL3WP3wDeQePHpF6jKrpiKXGQHPuwGi4TGl9pkywfVTszrQsBy2SIuzpAh22rdvLy2j1pIbR3ZEOT+DGsOPaT8NtNirHi+F3Xgcg3IbQlde/dihpwty+h+88PuY5ZahM3X2xMOKGFBc5lP6+nu8LjIv04WJcjIvxqfFSRAoGBoUuobU4UAPg6kaIamUwYNHuNcfC+o6Ejxs0Qlm4IbrcoR1rAy2Pen4LDw6l03cHEfRYdvyzIVdiC7C5mi8ZNNj4UGlM62I5KixYxJzQ128t7iIhHPYkjTGgQrFxgXVGEIhCgLuGqwQI5eyd43gsq3ya5rhyWboab968hBUWGvsL4f/bVQu+Q6ZeO0ZsSYg6yypYxGTM5kc4o2Sdt0EXpwoouduFJsUXfkxC1O7KVTiUDp+ECzycCi6ixV05Hc+xf0/64/fefYTXbst7b91dRYvK1tNMQ1NirTqU87eCApqOyna7hEMdiljnWI0k2nrjbgsfP5BrNJ3UnH/dOCgZpWDYckjxHKhW2QoBwUIB+Q6vbAXo9iW6c60ANWzN1iX0hMAixwUR1o2RSzGaN8AjkxtkjLyqaY7KSGjVDXyEDOO3VyUlen9/2KQMBga6znKMQVbjaBhJrIchMhZujbuAU0rHwYznCJaZ/na20aIknVsD4JwSmvRgSy2gGN0aq4DmtbDsHAGv8wqjv1vTUyQU2fnuvafIWZmflxm8so5OE/Q5D190XEQKF+NiXIxPjZcjUjDCqbegmt1DDOJqdKNIiwHAcrePG0tshteeAO0CfiYtmHXLhks7L7c0cNmSvLaeYf9MIoyzjHnm8AglyTX7eyNMahEmpZtC1aIskVGzoCBTL/U1YpKyAigE9G+4kjuwjUQFRtmgcDNWQ3ntzMrxhStUkKpy/Dv/8k/K79+8A8MtyBlLpFDZCoYioTqokJOM5TsGVVaLcroIWTDzYmnTRbaPVl8Kn6UVYHtdpLuywsOEKtj2YoaU0dKEHpT22T7++NtSdNy0gOvrUiexijXMT4VslZRAQldwRQh35DgwpCQWcwO02N6b76FNjbFiNMQWFYKeHUjBbVZqGN5r/f2YBdPQr+ACiHl/dkjq6bZbcCnXBq3gt3i9MwXNYnSZpo06sk2molIGdm2lFjlos6CY2ApxSSRgv9c4aN++IxaDHz8d4nBIiTzznJgHACFzf6sWne2G2MnkeEbPuo3qk2MbOC7Jca4Ll96cteKyghGBVQBGKyjK9Jn5HGDdySwM0JPPXt6UmsS10yVMHYlGDiMPexQYNkpjTKJUpGyMauLgC46XYlEAxBHJQEHXTjpGo2Ihx7NsxPRr/LHXXsXaTaE4Q+YzfKtCFEjYZ0GhE5Kz3PIxOpQwMAtbWL0hF3iN4h6ldRmnD+RBODjNYAyl3wuFYQ10smw0ARUxBpkuGohulBfYWZZqcrDaQyeQ40xtD6e7Ap/dZ9Gn71n40huiYLz1+l1cuSkPr7d0GRYLYlUin7X4+P1GU1H5AUyNax/PUPJnr+3CymVClwR35VWCMpXi03S8gblLmu64wD6LgMV0H7/3AV2yFgK1DYYeUhqlvrocYG/ASv3RCOqENPHShWYY36bicr4U42DO6jw8uJAHZJx7+M7jEx5HitCwI8SC2iQtYUh9NMY03QfdoBeA0ihMGaPXasfTwQzTlizubieAzXqp41UwlCBTsJFToKfkymylGoZF5aBUCNbluvWssOHCpNkYupDju7Yqc+Erd3bwrWdyDXVeNqmCa1mw+HcuBXkc32mmyntP3oUzkLn1E1e/iN4yUwYANoFF1YLF2jCAJifEMgpVIXNIG8BMKE+Yz2Ex1fXasiC3Oy2sbsjPS8ct7E2pOj7PoQjwKz0bnvkhpw9KKVsp9Y5S6pf472tKqT9SSj1QSv1vSv2ACc3FuBgX4y90/HlECv8JgHsAq1jAfwPgvzPG/IJS6n8A8LMA/vs/60OUkf9r9A+Mgc3w2XVt3FyW0Gl7ZwMuQ9Sydp+ejFBQAKVSFcqWrODZrMDbH8qOuDucwOlQv4DEp9xScFiQCtoxYqpEn00T2JQXzpTdiKiUZDhmSd6IjFy/vIzrVwWNZnsafihtpjifo3tZWHs7W7Ibny4cbFCzv7+0CY/KzjZKwKVOAftqzsYlWEeidXA2HmJBWeZ5mUMTQphMMoTcPbbYu19kDsqBHPt4tcBoIC3QpwcVctI8n+yNML0v1+VgJsXX6nQKm625nXaEg4/k9zvDE1gpUZY7ATZW5D483ZVzmnw4wC7zroltI7FqwZI5ppQ0U4FBQG/OoE09iUFCFQNAGfNcUEYpmFpcBwYEuMIhhiRRHmYjibwi48HdlOiv34lhEevhns2Qncnu7hLTnvoVvELOQzkVHIoheMt9KBpbaAewyGy0Q4nYboyn6P+mYDbGAAKnRsM68JjaWIRwezAwbD9bI41YyfG0l1uoJT6srkJVnznbulo5jU9FlTgo6TRtaxcVo5CysBpthcWQwq5WgW6XLex+gNaZfPdUGSwYhVVzDcenuO0Ljs/qJbkD4F8H8PcB/Ke0kvtXAPwtvuUfA/h7eIFFQQMw+nnoaMz3MedgcEyzk++89w6++fbbAIA2OwAbm13cfVV66V63g9lEwuff/ONH+JVvfwIAGM6qRsClDr+VBfRaNI3VFkIuSPOixII4BduqGt6FZo6cFyW0lp9vXLuE/hLNaG0fVUaF6dVlRAzE3AENU90SKdlryYNvI3MlDfI6ARpklSXnlGUJDk5lUXj20QGmvBZhbCNnr3w4mECzuxLTTj0IHBjKnifHu/j1t+8BAA5GcxQdmfzPHp9h7yMJ7bnOwbdtvEIl4q3VFpJDSRmOJxUy1h3K4RI6BFR9+LHksh/tD5CTyp3Dxtqr8pCGGmjdlPf2chsjGtvsM30IIxtzqhyVJZqagrIt1JgF21JwmWv7AZ23zud4MJBr9RRjpPfk93eubuDOLUnHolaIgF2sCbkm87MRzrlAzCsLh1NZLN2+i4xW8pe3d7BD09iOJRdmpdfFCnkXB3MFnzTqCBolUyVl12I4AVZXuZh84RrsfUkfnjx5iOmuUKOrvoebfblGAZ2ldi6/glZPgGNu6AEES6WzOU5OpEt0vP8Mo2dS2zmlKVFgHBifaeeoQkGQj2MrlFwULMfGgjqVLzo+a/rwDwH8Z0AjfbAMYGRM7ZOGPQDbf9offr8V/Wc8hotxMS7Gn+P4F44UlFI/A+DEGPMdpdQ3ftC//34reqXU87DgOfK12SWU5cBQcfcoaqOcyG78NlWUqwfH+MljWQ3f+tJNDOeyJv1f3z7AET0oYQBj1Wq3rPpaBgnFNHJTIGToV5RVbS4MwIJHxJquBTvKHEu+rPa31q4hjmvfwTlsNrWnoyEqsiQXxxLune09g0dOv66O4Ybyed2VLTjU4jMLgSsvxgsUx3KeaLXQ57HbcYyA4WWSaqTsKCjKb6l2FwELrbbVh8uCaXGW4OyYBbPzOcIa3cnPXVqP8CoRdgdHYzyjNmJYKFynfsHKVgfGkajoeC674+5hhjELZ6nrYsJUa33NRZeMT286xrNTEsiIN+m6bsM+LFXV3H5fWQ3Jx1IGfZrLXPdpCjNJMKNO5NnoHM/OJYr5pd/5EK8Tt/IzX72N3iWa/BzJrvv+/gnOKLd3fF7ivVOJdI5nGcBrtL4U4a0dSe++dEswJLdf2cCXlwkJn5XoUJSmGiVQDLOY5cK1bfQJ/766cROP9iXSKxwLY0ZCnTONB0M5juSp3F+1CHGtf1Wu9/oSDDUkkukehg8lovnD3/0WZuyIbW5Lqri9vQ5FkZ2wn2NtWsvt2Q2K1nV8ZMkPL334lwD8m0qpnwYQQGoKPw+gp5RyGC3sANh/sY8zoqnIfymoxgK8LAucM//KUgf3z2USHjPMqhwbn1BrcUVr7FwW+PPy+kfYPyPu2xg8R57If+dpCdNktkBOGKnr2rB5YwLbgsOJHpAzUVZAh+pPTiuD33tFPnY6RsUqs3d8gtNTyqErObb+1WvYunZXDuf8AebMDe32CJ26RUblouHRAAOmCfPZGA8OKOVd2nj1ltQwXn39Gg4Zlk7OZUJU2Rk2XWmnOa6DhA+sCQ2yMaHb0xQVQ/e66p/Ocrz3iYSnk3mGScpuwcTCFXk+sL4UIgjkYXvtkjyMH314hgnl2x3PwYJ59pMjA7MrKUoxz7FBIFPCB74KXFic5JatYdjZqWwDp8kbbayTOpz68uLByQh7C/m57XWRcYFITIYPz+WYt+49wZuB3Fd/SdLKS7rAHiHWx+UQPbb3Vpb6+O5jCdGPpjn+5EAe1BpVHy1XUKvyj89Vbfis/J/qE+RMMevNqzAFKi3ztLQ0dggyqhYjDKjiu3s+RrQi7d7PvyHt4lliYz6nG5jZgq4I8JrP8clIUuFFEGPOz/72vScAgHefHmJrhcZI68voz2VB++hs1NxXN7Dgpj8kL0ljzH9hjNkxxlwF8O8B+A1jzN8G8JsA/gbf9ndwYUV/MS7GX6rx/wVO4T8H8AtKqf8awDsA/ucX+SOlLBhTPYe+Ag2RI/Q9/AhJR2++egWXdmQtOzuS1T5XwI2rUrR79dqPYOuWEH+6v/K7jaV6lmk4BIV0KQV+OtaNBmAFg5imH3HPR0T++9wxyGu+PN/bVxau1ArOgYYitNlZ7sJxJVIodIGIIiPDSM6p17sEh0q+loqAFk++KmH82nVZwlOv3cIyGZV6lKNHi7FBloOWgQhUiCsrlANnqvJg9xxPKgnO3ti5hgEVfufjEha9CAutUNSRF0NnXxdICIq53XHQWZYd8SxJoVYJButtoUs8xRfelF3ug3efYn4o0Uh7LcYygVpzzBsyU7fnY4cCL/coJeZGPh4RTqLODWiIjchYUCQP9V0Xl5blet2M5BrvvHYZdwkmi7trOD2UHfakWEBR9yL2AmhbrsuNa7JbJ1cvYY+qy0ejBOC9zEsXO2Q2XluN8MZr8v4r7GAlI4OrntyT9o0+cuosTFwfDktpI4LaKl0AhB13wj7UFSEzFc+eYHVZ8rvK7uDKVbl2Wzu0f3u8C4fXrczmmB9JVDgcDLFzSeby1eu3kfB7nj2V6PDw8S5W+zLfltp9dA7kvnvKhsX8t5wVjRbJi44/l0XBGPNbAH6LPz8C8KN/Hp97MS7Gxfjhj5cG0VhXE57XFICqblOpCjfeugoA+Nx6iBkluJZ9OjF3b+GMQveBXSKHbDs3NyIMzqVIdJYsMDyXXG1CIxBjDAKKv660A1xakuigbbvYJ822yHVNm8d8yjZVGCKgys/obIDVy/zu1gbsjuwqbtFBfF2S8W2iNHUQwwzlvWXfQTEhAk8ZqJkccwXZ2R24iLhbdeYK26vEaUQRNtel7WUVGs9YMEu44+8uzjFhHeX6jX0c7UqOfDrNUbE2gjyHTT+EakJBWG3Qm8tOm2+3kBAsUMwT9HgBPvjwCa5zxqz2JZJ4Zc3HMxrYlOMxvnhNvmPScxukYDkosNqTa39EBKIuSuywQDu1FPafSVRVOiKTBwCtloJf27RRlPTGWgefnMi1L05miAL53BtxCEVLvtXLa/BI3CprFGDWxsa2RDyvzbv44KFco6KYo9eV8/vctU1c3aLmREyvD51CJ7UbeYKKUUwyWyAhyjKvhXIrUwuJo6pK9PgZ8bVLCBmFRoe78NuEghMf0d3swhDFmM0TzFn7GJfA5g2pQflWhZwitEstqbNc2V5Bi47go71zlAwhjWsatGReabTsHww/+NIsCkpZ4j7NfxujYddLhHHwjU0BAr32ta+gOpOCmOXLxV24QEXzFncJWPaFB/BTb/0orvQJZ3X7+OBYHH0O2JGwFhNc2ZD33rq+gjaZeh/dO0D6SCbN1CpQVLU7lfz+ytIqNlsEwsxTJAxb7WAGh2Gw5TtorV+Vf9ThZZahXCNXYR4gm7D6fjKBoWu04nsD18ZSLA9ef93FhiM9eNX1ociMnJcTpAuBcReQibKqYqgVAnYCGxEXVjfXoKs5osDGYlbDdYnfVwoeC7FbdoQ5maG91RB+xElY+gAfdLslx/vW3SuwlACdnk2yRkb/mu/Ao8xZFQxgKC9/lXiKtmfQo6TicF7h7ICLYmWaar6jDSpqykcUd4ltD68sy8M/6wLZVHAFxqqa7lAvdNFZkvvTjyT8Nn0PX9BfBADcuXEXb+1S0izPcKktxxQv7yAiTsRlpXFHFXhCN+fHnxzghPdsd17CIt6lIqR4pnUjvlPZPvYGUmh9xXfQISN2aa2D0Cc0nfiG2cBH0JWLobMFKleuW2SlcFmAjZwQvRV2dkDtjJ1tFAOZp+dVijs7Mpf3Dw8wZBHbs+0/zXPnnzsuWJIX42JcjE+NlyNSUAqW7UBXBbSuvQAAU+MUYMGJJFKIgj4U+7Saajz7H34Lw2eyKnfLJaSh7HJL65tYJhmp40b4qdf/KgCgtyUrdddfgmsEF6BPSzz+3rsAAC8IYNMMpRoAoOqyYSja70W4doU7VNWCTRms8uwQ1TIhz5EHw91WUZYLqYFNV+lMDZATkandDAUlwRTPySrTBt3ZXl5GQCZinuXIM2lT5WenOBvJd4+oITGsEnQYYaA0KHI5hkAZsHOI0TwHiaLQbM8qx0LFPeKj/SmG1EW4uxwj2JT3HCUGmwzL8wE1JCwHPp1qNuIQO306LdtGJPUAKB3CX5btqhbHPZsmWAnkPibJCD5bwLOiRMEDnaQlntGBev9E2rvr3Q4CFi1934dpEy2apcioSOUuDHRRnxdRfq6HgAXm2Fho35Xd2I1tOG26OM+mqMZyHR2bKWZ7HbO2IBNP5nPce8YUy1RImwKjnNN5mqFD45zz6RgOcTSLjWVEdPEObB8WWYu1p0PoFyhqBud4jpImMXFgYOdEqraX4LQoRss2bDEbw5CAF7e72NkUnMkC30WnJkbadsPAfdHxUiwKCoonWjz3HFXWc7acpXA2ktB/fNJCn6awNmXPw/kcATHgvY0uWpT1Ptg9xP69RwCAainG2s7XAQAxwTit3nLTUZiefoSFxdy4qGATVuv4JeZjJsIMw7LJEHEkWAivrZGntUx8Bs+XSWN5Xdi1g5BNY5nIg659yx9NkZPBZ6oQRQ2XIPMzVTm8gI5NrTYc+k6WboJqJAcyGi+QUop8eEoxkbYPRYOQo0mBiAsrXMAl/Fm5AZIJcQN8aLJpgRPSomEvEBAs9MrlNjaomt1ectDlIuKzHpCNLKyx+9Lq+mjT3ShOFFLKy6NnkCc0pmVYvr26Bv+S3LOHpyOktZZmZhq5vKLUOKAn5BOmF3d3DALSm+eFA9erqdEamoCrwrLQXiWAizwZx3UR0KdzvjiDo+ivqDy4Ke9ZGMBKiKMgdLuczpBRUOZwd47hSN7bCQN4rOrXi9RKpTChwa4+y7A7kHrOtm0hJsW7142e61vW55lUcPnwG2MBtpyHGucwkXwfsN6o16naBLecouIiVCWLJuVZ67SwGEuXxzM2dHQhsnIxLsbF+AzjpYgUDERo43niIHJXtQhHmSUYlbKFuhghJ+oPRK3NnAybLVld22tXYBHzu9Nt440t2dE+Osvw4GORG7u6oEDIlRwFeffVcB9OwR3DLtAqWYysClQsQFr873maYXREAdbbd+FS0MOUJXRJbYGFjTqGc7iTmFDBHMv3ZWaOohzzcz0oVo5nRe0iXCLpynvd6RkI/oPOy6b/XxQaM0KeH42kC9G1uwC1Du69fQ+r9GyY2hVCj2w+D1h48hkn3MwXnkJJsxFtu7i8Irvq5nIERbu5VPfQYyU7XJICXrQ0x8m5fHc2X2DpjrxeJmMcjmmioitYkeyKjw/ks8ZFBouaDQ9OZ1jQDMexAcMdNDMGCZmbz85l153Mz4FQiESRGTYFVhQlThOZI13fwqWudBFcl4zDuI2AqU2eBpgOBQsQ6z40sy2UGqaO7mjNN9UJDvYlXRslCUpGVl1lMFrQ7Ieh+rAooRn9jZyS2tLA0fEzLOeU29u8Adh150fOebA4l2o5ANcrGkGWQo1RZsS9pBM4tQ6IU3tYuigKSg+ORkgow7ezEuP8WN4zzEvE1l/C7oMCoIwF13KBWmzEaNRpUWUs7NP8tXjtLQScpEbJTT4bnoKkPXze/wCjQ3mYRvMh7r8jD+/MCdBhbn9G5ecqeYjQY3vreILDPZlU6SKBS1hq6BSoasEVPpmHaYn7J/Idd5SHqtZJbPmwWZ3XngeLvokmZiswzQF+dxi34XsSUhbDGbI2hVNC0sKjHAFl2EvXR34sFf7Ct1EQy575DhQnYUGBFLW6AX9fjvdkdx9/hZV6nWgMeUEvWzaeMvXiWorTATAmlPhmL8b1DTmOsdEoh0wlWgoFgVi1TWw5C6CoLzlPEky1fF/kAms9+Xlhj/DgmdyzATs/48zB/pl8yu7BAiXFVDq+C8+qu06mcQN7TEXtZ6MSr3S4eM+AjHPBmueYU2XJt2KkpKDnzOsVbBRjmSQlSvhUzV4kBuVMIOLRmoGuZFFOaQAzmU7x9pF890JZqB8voxXmbEWGbE26eYEhaybL8RoGLjsDZ2eYdKX7sF46sB051+mM3zWco/Tl4c5L09QXTLCO9pp0FNygD802sknk2CpToiS7tlCAz2vo6AglF+8kAxaG6e8Ljov04WJcjIvxqfFSRAqAAVQJYwFl9XyXyGvyTFHgV+/LKv9vDw4QLgkBqZiR6TZS+Cf/9PcAAH/v/Jvw2ei+GkVYYth6a+cOLq1LSHmWSURwePIMLlf2sExwmsiKf15aSIhCseAgYtGNcAXsZyk+MgypVYqI8GA9nQGEMduh87w/TK9BKAXDjoMbx1jakGpx0jmGl1OzgZGErV3kPIagSFERF7E4H2JI6LIyc2Tcdcbk1QfzU5zmsrMdDSZYvVanDwoZz69wTONlMCFI63hRImP0sFs68A5kF5vPHFxflvc+2c2hap9D7mZubp5ftyTAHp2Ue6td1MCIRVZgmEnKNx7L8X4wK3A6lIgnz/KmqOx7qmFJZpVpUrdHAznOR0/PcG2V6UM4h7WQY86LDKElu//h3gCnU7Fiv3NDdujN5Q5cAtVsL4TqsvswGTeKyBieAmRxVl157/nZDPcHci2M0WhTSbptgNOx3MsWgUlPFzlSplLnhwdYps9jqiJ49ADJTQZFLY64J8ewrSukJOYFvgub3a5gJUZrnTbyVQXN92jqe5RDhYJiQKVjQ7GY+eR0iFNK5IU9H06tZfqC4yVZFJ7TT2vuQ2WAGh5WaYVHh9JF+NVf+zb+Fm+M7UtLq7O8hldXJMyKnRFOc5mwN17dwtfWrwEAlq+sw+rIe6qh3KzToQXblvASaQHNoNj1XPTZxjnplOhw0owYWM1GKWZEjK2uRigoAFMWA9iG8Md8BnbvYCjJbuYj8NBQphqaqYYTrzRhck0RT40HnVFhp6UAi0a5lkFWm8YWHkKalfZZt5iMM+wz/66U3bT6jozB+g7TJqOgaV1/wmO0RxoLPoDjLEfF6+lteKh8GtZuL2GpTYGtvnxWu3Th3GA1aHcfe+fS4i3KPrZCeT1FhgnbK2Ne12peICGnBPq5cGnLckCRJSyURkZA0ow1hw9PJvhxi+mDiuEGvGfhEuaOvJ4ZA8MuyWBEanEnRN+TcwqiAJphd+I4qJiC5I6DijUhY8k5n5wO0QaRmXHUmMjo0kbJMP4pUaX70zmOjolIHYxQ+hQBUhUOqbW4XEUIHKkZaALHwnaMmKmWyD/JuVqlC1NL0WugovBLyQ7HIp9jmsp8GaUJjs9kkX06WGDOOdvqdLG0KnUe4GO8yLhIHy7GxbgYnxovRaRgICxFUz1X9QWeyzkp/XwX+92P38ePjW4DAIKI0uOLFH/9p34EAPBQKyCX3SHurqBFKfa9tMLikXQfjiisYkyBlGH7ChQMC9kzXWKVO+H9xwkmzANqUI2CQklQ0KljYZ2qy06wgZKahyr7PhbkAQ1gcgeLU/m9LkoUPoVVigTmUFKayUyOPS0tTCsCaTyFgPz/rMwa/H1eVRiz+FRW8trclFAEE0VKQRGWu2RbuEFH7DEMMhbJCuoc9LZinD8a8zwCWG35vn5/B84SZcwiF1WLjt9dAfzEG22YgexQ7fUE2zVYqMhwQo7Cuw9O8fixnPf5XI53kGTQVaNk8xye4qJxHrctG6oOmXkPHp2dY85idHvVwXRObYwsafAifughz+T9i0SuxdnuEHlLjjPAFbhKji3PfNhkYOaJBZtiDnkqr/3B4zO01yhTt9bCH30ikdD0ZIgP99gFo67j3n6GnFFa6Y7hEgC2Z7dg25JWXS/WYU2kAFmeyS7vR304M0aNbtVs1XoxQ1ZL36OCorBPQXGXvKgalmtZefjN+4LleTwYN0Xs/rXr6Js2fpBxESlcjItxMT41XopIAYDY+RqNZs9QCqqW+IWB5i798bjEIVuOLeZsH3/vKR7w90PLh2IOn5ZnqAgfPk/mGLNgtLopefEX7m5jjUjI2fEASUKMgJvjmIrIBydTTKYsPhHWCigUmgy/wxTnzPHjKEPMKKToxoyy5gAAIABJREFUerC4S9UOx7NxiklNeJoXSFgz8BIHdlvy3eVQ6iTTyQTHDwW67W4ECLXs8qEHKGILUhRwme9uXZFi5/BgioAmJb0oQkDfBxQFAuoGtBwLkU92HR2xJ8shFjUcdu7igz3JjSeWA+ueXJe12IViQdPviyBubDkYc8ezTYFXvyBaAZejDp7ScGYx1PDZ4i0suR+mMo3BrFIK2tQwYAtpTbrSBpVDlWMyJ49GKd59W+pLV348BvlSmE6mGBIX0XEjdEg6clx5Q9xuwSIqdHYyQnJG45SdCN1adblvwYzknj2k6Orj8wm+eOmqXM+tTfz6t54AAA4mCSzWBKaF7MqVSpDTvjAYV1jUsn/hAKUvRWUvWILJGDmyZpY9fNJAkZUVI2FNwZtX0HJbsRiVaN0mhJ4KTCoAQORtukgavAiMQthn/WTtNgpGUC86Xp5FARrGPHcNMto8jykNGumrk6nGH57KxPxRSlGF7U1c2Zard/XGGwg5wd6bDHH49nsAgPLwEZwtqURf2pSq70pvC6aUyRFEXegahJRVeOdYACsn5wkKHlPMGzCbpTgkyOjXf/dDXPkZ+e7Y3YSOJZT04qzpIVtGvi/uenBrkZX2DPaYcvaRgc9qfsnCElwbK2vyd62dDmz6Sk4TC1ZHbvIirZAx3F1eEzp1Z5TjnGGra1do8RqpocKAQi1lYFCxUl+2WclexHjzLeGXvPO9BHuP5aE4sx1cI+Z+73COgJyAcCEP7q1Q4b2nlFNHgsvXpcODlRU8S5/IZ2gDr88ODbEJhQIs67mgDmppf8s0VvSJ0c+pyDWQrajwSw8lRP/KqyW2XpXzVmmBmEXVlV4HpZHza3FRiTshQjJRrbCNbGvO78vgmBpunGNBtZcHByLR5ugA+rakSs+e7eGI9HJtNA7Ijt3qSFGy1e1ADSl9P0mBDrs9C4WI6cw4LRHSmiCmxL+uLHgEZLlehYyUamexjwH1Rq1WBavxtGTnq9IwBCydlzNUlMJrbW5i45aIDtkdF932RfpwMS7GxfgM46WIFBQUbMsVcdXa4texnhvDoBS/PQClLrD3TAoq6x2Ru3I7LmK2m5ZXt9CKZEe4eXyM1hUp6sSBRk4RDochXjmaAKHsGLHjAfQFMEWFlC27oqqgSNapC3zKGFQzWaEX4xmOiVz0qgQed+BknANTohAd2T1sy4HTZTxYAO4SSU6jrCmk1dZ0bjdCx2ZYahwYFgadwEeZSioxWywQMyQuKMoa6BLenAVR22B9XdpRag2YUnm/sgpMiRdts6VZhAajSJifl6+7SLktLUct3N2SXewyHBjmLleIeNQqx50N+f2iyrG5LWGydoGliHoQKzlsW47Z8eRa+I6PnOSwMinqQAFOacFhezJQCiSVwilZUCxyjLlD/9Hjp/haj+rYuYFD27giL+FTgdkN5J6qMGq8PQPXwOV9KjRQUgU5y4HTY4n0Dp5QbLcd4m4s0c9vnTyAItvRUhbWiAB1AnnvdUthTEf0x/MBHDJ+r7T6sBghuljA9uV6WfR/cLWLjFods9MxUhabVVGgfUNwCq12G6B+Q01mK/NTHB1JZHP/3WOYStLmu9e20b8taVxYBWgzgnjRoUyTt//FjTe+8Kb5pW/+NsYaUIQSf2f/FA+fSAhraxc7fbmj3/7uE8wOZFGo+QCf7D7GiHLoG2tbCHvyIGzvrKO1KpPja7ev4OpVuRkrVKsptWoUcZSxMaWNz/n5BCfUEpzkBSxWyR3Kmr9xfQV2Wx7uVdfCew+kIn348CEGvLmj3Qf41u+Iac2skEm3e/AMI05AoysEhF3HTogql4VqWqcP2qDkIqWUaezZfS+AphOfZ7lI6H8ZkuMQdjZQ0bDEmuX4+uflnIejMeb0GkyzEjbf0+KD245DeLRRd5WCIQ9klqWwqbz0yvYWfFbAk1Qm7u5oiDvXBAuyut5DPpeH7f0Pv43Sk+t27dINdDYlzN//6Imcc6eFtUsycXfW2ghIo/65n/uPcPMVef0bb13G792TNG64L4v706NjnLDbkecF6hxTGY2SXYvamBd47t5UaY16rju+3+hqusptRFKMqVAW5GuY2kvUwa3bVwEAf+1f/Vm8/pYcG84W+A//47/Nb6EkvYVGZMZxLFiUWTfKQNGcJo58RDV3ga9VxqDfk3lqYGM+l7k3TVK0WnI9/ShAvyMLa+DRTMazEFPdyVIKBXOtdjtGQApA0PHQpfnwf/X3/+F3jDFv4c8YF+nDxbgYF+NT46VIH0pjMChKJKnBnDDTd987wYffkx14OXQw25aV7+EHH+D4wz8EAAxPhexk7ACGeISz8Rk6y1L4utbW6FPz69mjpzh59BAAcPOaVHGNv4wuQ7huK8bqkvzsu6uIuYt/sj/C8YQ6iPRM/NrGBtrcaWFrpBMRxXjvj9/H+zw2ZVn4ZPd9AEA2leOZlwl8ElV63T62qRI8szV6XM2PKV4yns4wymRHdOznRCtXKaS5vKfyQjh0FM6nJEkt9uBy96imGdKUBKu8gtGE+ToOPEuupyHFp6yAnIxLleUATWZg2Wjx8/JFhjwhZJtF1FBbON2Volyyf4A7N8Rn4fPXb2LvkZihjAY27rIg2L5Fx+jqBKqSFCzJMpSsuAduAJ42/uTDAR7eE+XiwbGc8+l09tw3yAB1YFwZ8zzqUy4UU6Vab8I4ChWPucwKaJ5HBtXs7haAytQdJp6+LrD/UM7vn9n/J/rb/6587lR/WlC0/qHG2WiFgngKx7Zg27VeBDAnrLWOzKLYR0kv1EU6QVGb5CQ5hmSJWhaQdslcpTUd3AAt1+OPGgEjSD0vMaEwxyKxYdZrwMyLjZdiUdDaYL7QSKsC905JBf7gMU6PqIq05uDBH8rr3tEuwNahS9in6zi4TLBN4ttYJXW4bXz0RvIZZjhDyv7VOSmoS/EQk1wexq6zheGcQpqeg5KdiF6nhYfnxL5TxWm1GzTy3gcHCxQPZNI8ye/jZEFzlqyEw+Nc8Dg7UYjVDbmh11qraMtziWKRYGVVcsdbyxSEnY2xR27AeeVA156Ieg5mKKhKjYA5/ozCI7qcISGl14FCTjNdy3PhW7U7VQWL+W5Nw04zqzFh8awSYSALVggfLVKu7XIGRZ6wRcWfFV1hRpbhMMuQt2VifuXLX8aTW1K133swwJjCtK+wHVxYN1CaWuglgkXm59Wrm2jRKPbZ8Rlmx3LNz4jlL7Vu6g++ZcNhvhw5FroMwbd7bThUJ3pEV6jhLIdmalAWRS2biaqsYPjwastuoPW6eeAtLLhYPn3wPfzvvyGp6Y9E603563lXQDV/p2006UMF1VzbSpeNb6ZhoB6XFeByoUDRmOqGrt103YzRjdXAYCip1FK3A6+S+zAfAq5HZbB+B6mp3WxClJyHLzo+U/qglOoppX5RKXVfKXVPKfVVpdSSUurXlFKf8L/9z/IdF+NiXIwf7viskcLPA/gVY8zfUEp5ACIA/yWAbxpj/oFS6ucA/BzEIOb/dRhtUC4K7J0v8N4nTwAAj558Aj2VFW53OoGmMq7jFog9WR0vL8vu+sbGFuJl2ZXaVgRFjcIqHaOYSgHSMsAme+Ub5JcneYEu5bVMdw7DgtoscFCy6BhYOVpU+C3YvYg9pwHb+JHBH++Ls/Ppu59gcHzOc8rRbklB81XCmV+/eQs3yaiMwghh3c3QDtoMcweECbd6HRRGzuNo7xj3jiT1WYyneJTK7nd6MMGcbs7bWnbJ42zU9PaNNogdaja4FhYpyUNlBqQsTDIN8pVG7fkd2zG2WdV3Kqsh7jiOhxbTmNqGfV4UsCg353c1em5tqb7ArS1J07q3O6gI4IqpsqzTFHOGyZlOYWii8/rmLWRGooOHZyeY8phrY6Bu7CGm7NhmN8CXLsvO/YXP3UBksYAcl1i5LN+NVM7pN37ru3h/KHMoSRQCamG+99EuBsR12EYhrzteLC5rGNjsalRFguFH4of8YPv1xpPUYsFQKUAxbHBtB34tg6YNbGpEuKWCy9ddvtdzFOhEj3a3jYRpTqUktQaAIFSoZjIns1qOqMhhMcrpuA6mTEuS+RhWJPc9Kh0EwQ/2mH8Wg9kugB8H8O8DgDEmB5Arpf4tAN/g2/4xxCTmn7soJJXGe4MpHr3zPt5+X8LvfP+7mFeSF6lcIy8lvNyMbVxvyUN6nfr311Yr9ClSUYQZykJC7coJMU2kem2jQjmWB3aPQqtL/gKGgrCTwwmcVBaZdjeCSw/DvDiBz1aQbYjGU2hCwPNBjt13fh0AcP/puygLuTF+3MH1WG7uxlUBTb265uH6KgVZXAsE+QFWByGrxV0y75LIg8MHNs5jtApZkO6Fc+SnbCN2KuTnNDllTm7KnHbuAHSJim0/BRse80+jNVSLzlBEP9oWGtPZNV8hJs3YNx4cu8krEPCYHKYijppjhTyRtdDFyiVJj1pRgUiRS+EukK5IuzMml8G71EZ+KA+pv3juaHSmF3hG+/VPDoZI2RkImMLc7Ae4tSYT/q/d3sRbXxYafevy51CRlm4XFpxNKhaVch83Oi0cP6OtaVCgqOTi//J3WnjnexRmHZxjxAdvWneIS42cHh/IgNNjSUdbRjfU3sYBVVlN6G3ZFWw+sGErQFjU7WDAq8VyeU5uqdGlfubV1Q7arG3lqYGhD+k4yzGLZG7NmIoVZYK9Qzmnbn8ZJRen+axCwAUrdRW8H1B56bOkD9cAnAL4R0qpd5RS/5NSKgawbow55HuOAKz/aX/8/Vb0s9HgMxzGxbgYF+PPc3yW9MEB8CaAv2uM+SOl1M9DUoVmGGOMUt/XNP707xor+qu3XzeR1shGDhwWUVx4iKaUvfY1etx1t9sOelzNr12W1bDvVvA1K/WJgiLufWQSbC2RiZgZeEw75pl0C+BVsE9l5R9PZjDr8jNuvY4+69p25cNQc8Fy6qIPGgpnKx0jI4+9TIsmlFxyDdb43be5Uvd9jbpkbYUasSPpgQcHpk2MQE92uFbuIOCaPVzJEXWuAgCW91cwbUlV/21l4/cr+W6Lgh+jwEWVPpcejwM5Br+wMGVqYisNm5qQNiMez6oQU7ex1CVcooZaLdVIkBXKRpsdjMJht6DdanQbt5Zi2LSfjyIPXe7W7ihs2IeaUYwxASJPoodhWcAk8nkngwRz2kh5eYVVunu/dk3wFl+5uYHX1yVVfOXNa+hcEdyA3VqFoQCM5QOKOodgStHZMLjxFmXMxoOmW/Xq7c/j8ZcFCv/4d/4A37z/BADwz55JlDqq8uZeK9uGYlo5GAxQxwWOqp2+FBxeY89ym4jNrzQs/hxaChYjr5SaB5bS6MUyZ+9uL8OnerZvDHbP5Tj6VY6ZL8/D1K+j1ATHdDsbWRMEFF+xfRdZJsdk0hK++uHJse0B2DPG/BH//YuQReJYKbUJAPzvyWf4jotxMS7GD3n8C0cKxpgjpdQzpdRtY8xHAH4CwIf8398B8A/wglb0eWXwdFhihgJeR1b2yWGGce06rT206dHYdR14MeGxVPJ1LA+ZV6PxQjANxWbkomQenXqAZttrqSevZUWB4ZBYh0xhwizGPV1CwR3PrlIssQ1X0XClqjQUi2TTWQq7XsErg4BotZV+F61YziUiIcUN++jHghuA1YJLVJ2B3yDQQLxCngKGuhBR2QLIaVlshejNZS2/68Q4LmQX+IO55MWS6jKiUaZpi2VliZxQ4cALml54hRofEMNnQdF3zXNZOTtodrwIurFxC9jyc3wFl0Qk7QB+E1ZkSM+eyOtWG1XKCImyZLpaQWtFdvxLhULGes/Z+R48kr82Oj7+tdcFYvz5r0ntZ8e7go0tzoWrl+H2Nvm5HcCTi6RsH8bURhr17ukAtjTCCmWhont0f1nBi8SvsRMWaJOJePxPBY36u5/soaRmgQ00SsxJVkDVIIm6JakUXEaFju80tQOvFcGrJbeUQsDCpcvW+c5yF195Q7738sp6/U1Iyhxt+nTmlYWQMm1FSmi7PW8KosOzESLiSfxWjDYxMI6pMGOd6kXHZ+0+/F0A/ys7D48A/AeQ6OOfKKV+FsBTAH/zz/qQoihwfLSPzM6hS+kWJFBw6gczBnodCQ3TZIqYxbHMSOh0MhX4LwD4gQOfzDiENjyGewudQzOTmXLViC0DQwp0e9mC5kUfHDzDVQJEcgO0Q7mogc3ySGVQEWPtdBx8WDNWjYHD9MHTBp0ax0LDDldVKKio7KsSVf68eq3o12goBOkGHiqKpbgmgTuWz91YKVHSELVo+7g7lUBsTuORDxZzLOZDHg/AaBaJ68BnMc+BhuHDbTPk9CKgfo4cBTh8EBZVirDusTs2fE6ZRh7FVI3a9WyhGvBPr+8ipERcWVqYsUg7IES51VkgcmUBVMhgkTJ+9OQYS1S/vnOjhy++ehUAcH1LCorLS12Ey9LB8frbsGp5OBMD7EoouFDcJDhFAKdqOhhuJ4JNfEeix4gdOY4bd97EpTs8s44sWN/7b38BQ0q6OY7dUNWNZcOuIdbEeriOVdNn4BjAYdXfNyVCHlvHs5GxWLsaypz+3K1r2FiVVEprWQzkPAyCkEZC2jSL+lJXFgq76sGDHNvDsxkGBLBFOaDZSXOiGPCfi9m8yPhMi4Ix5rsA/jQs9U98ls+9GBfjYvzFjZcC0ZinOR5/vAczOkA+p67AeIDMpkDnIsDjp7IdbwcJDPv/PgVTnVKYbwBgVxo+wzKnMigDhsx2CxYFQhTDt3yWIWeB0g4szAY01shdHIcSefQv34RLOG6VyQ58Ns7hzKUA9OjjCimNQ7QxUGxD+Y6LjCGj1WeaoB2A56d90xCNfN/AocJvScswd2UHtbtCnhq4tkQrZahhtOA3tvZsPIqJe+hKG+9G32qg0qaoUJBgFdoeLO5Q6bxsHKhbxBVAWfCJqguVh5C2cJ5jwWc4X1WAG7B4xt3RCX04pj4PF+lEvnvv2RxrKQVfNwMoEqV6Wq6ha91Am5FEtxUgD+mPmGeoGHa/tryOSwyJI9p5e8tb8JfIMmyFqENt5SkoW3ZeUX7lLu6zVZtVjSeoMh6sGiuQ96BdtprbK2gxNf0rhXzH5y//Br7FtDPyHMQrdDo/GSFj0bjGrNhKNczIXGn4bEOOtIslzsl+r4N+T67LFvUyrm+twXPk+hiVwKkLm6pCzAIkkGFB8deKc9NdMgCJcCfTDKORzItZOkHBiNVfDhAVde/7xcZLsShURY7J0RMURwOkqeSWSqdoFXLjonaMDidmS3loU+wkIR50dbXdeADmpkBF5d9c+7DJpfBbVqO8EyxJaDh2CgS8BNboHB3anT8+OMbSKo9j6xosev3M2KmYz0u4I/m7w0WK0sjf2UpB1+G1qeDFkhL0afAS2hG6HQkT58MRcptKw3YPOTkMtYGMVVYwtC6yIwfaobYjCiRTiYmPU2CZTk7X2vIdyy2FP/lQuispcqGkAwjhISMT0yCBS81Ln9/rKcDnYhn5Cj7D7zh0EXPyL/LyOTWVobgHIOjKIq1LA4u0da0msD3K1ScBvHqBowJ3t9eDR9ETu9UCtFyLrNANi3Cz3YZHZmCH0GfX7jVeYiYBVJvmO4mGxQdaVRZMbSiT10IuRnJBAPBDWHV43XOhCZDSjoYirwR9WYT/5k9/EfeessNuuYiY5pR2AgN2vLhAerYDjzUHF0DFVNBTJZTLued6WGFHaHOFC7oyKLnoh6UDm6mGMRqKOaid2Ki4sKzz91Y/RkxlseG0wIBQ8ElSoOBGZs01MvuHCHO+GBfjYvz/b7wUkYKBRqEznJ58Fwhk1zVFiUXKvvLMNBiBxBR4fyq7uEUUX5YZ9GtLbt9G1qXHX+iAtRlMKwfzU1rPDSVNGExnyEnm2Y6BteviJF2iwHf2ngAArtghuhtSAc/m8r2//70BgoWE6//LL7+DMpAd3Si76V1H4SqQyS7ndQWKG652EazQrdo/g0tevOVYsKLaol52kaeHE9wjpPYoiGGzWJmeHkN1qVPQ85FTiOW9GRWCC9V4Ri4sC4ZF1zxPkBHJmWcZSrKqYtqzd90IAVGMngMYRhhQYWNUoqwcNsNSl2wgx3eQZySo2U7zfZWlcHwuRdDNcBMBRU9Cpjtu8BwqrsoEnssqp6Ux5m6rPRf2iuzMGYVJ7GwCTc/L0kmBgm2ZTCG0qHXg5403J1gEhQMJhwBA2ah4LSoVYJpIZLU4PIQX1UVlOYavfvlLUP/jrwIAxrM5qjO5773Qw+ni0+mDUQZOHR1ZCi4/I4zaWKO4zvpqjE6tgVBjPpQDNWPaEVnPCVO2g4okqLRCIz6DDulEukSL3aVXb2gc0CLvNDmHy+gnKabw8JeRJZnnWOzvYjY6R9ijgAYKWKzC5skAY4a+k2oOl2lDwRu7P0/x2qqkBFdWelgnrv3ofIrjhUzY0/EC947koo15oauiwirhpVc2+/gxOukcjhZY0FT0bGwQPhETjVYpof9Wa4aP6XRUlHNMU4b8yoXHVl6mC3xcewXuysPRPRrhjVzywtV4FZc2Bf7s9SIsCpmM7/+J0K1/+dsf41ffFQjIIp8joqjLWuRjhQvgd2KDu8vUfCzYrlIaNvHTtp3CIsNvNk/h2bKIxoEnlucAYnY4wgDw6jqBrVBwEZrmOSx2KqxqgQ2Cq0rI+esiR0X3ltksRZYxtLUnWIRcILsxVskCzaq6vVkBXq2NOIJOaWFv2WhzWnb6EUKasqTkLZyfJxgy1Xj60SlOubjdO5jizpsi9vIzn/s61gi3trjoVSaDppDs3skB/tH/IY5if/zJA8wT+bzLDvDjX5SF5etviY1A5hVok5J9OgZ03YkIu3BYt6jZkq5lGnWkMtPwyBh9ZSnE2pJsEG5poaSK1pQOZ4upgsV71rM7qGq9zlIhyQhzLjKkFCeuW52pbdBhTawdRLhCQaEnpxMYr66bFXDi2vnzxcZF+nAxLsbF+NR4KSKFskhxfngfVpWiKlmoW8yRFFL0cSYaJdl5fd/BUsiiIu27k9zGw6Gsun4Uwal7/hooE3LM3Rg360hzm8YqSYrlDVldr7kdzCnPng+P8JjuyMnhFI4vEUSboeE8/xquBWQ1jiKUCbsPFmBo1LGyvoXN5VrlWb7PnmT45vsSrfTcA/z1nvzeXizwe+/cBwD89h/8PgBgf5Zji76SP/rWa7CIm1j2XJxRP/LDhx/icF9C3zMa0mRlASJ4YZkKhnLgFlKk9Om0qgx27Y9JAZhJ5cOt9Q1sX2ilAFRZNliHXmAhYeEuqO+dqjChTsFiXkBTOMQpNFxiS1SlUPBeaVuuVZEDETsO8xyYDaSI63kOPHYJ5qnCaCiQ7pQS9/ZigPVN2cW3fmIDg30WPgdv40++KZFVcf8hvvHTPwlAitAAkJ86GJyLNPzv/M47eEzxls9duYP+lSsAgFs3t7CzJNclO2cIH+ZY6cp9eHRSNazF6XyI/2f3PysMLMrjua7CSsyUdr2NkKlLujBNlJUyYqjKCg4oqT+dImbHDLmNYxbNd08nqIXabXYcfLiYM+2ydYoFc+V25GPBNG+UJsgacYgXGy/FomCMRpUk8Nw2QKQZdAmfk1h5Njr0clhqeVimTmDWl4lSzgdwnTqXt7HM/LXV66J1ILl2XmkMPanQJ/T+y1SF+VgemqEzg8W2ps4qLDN/O7bQqN9o4v3tp2NkGxJmtq1TnNsUL9EA2Kk4nY5hM1T+/FVSua/dwa2R3Nqz2T5O3n8mP6dD3D+jkhE1E7+xvoTu1msAgLX1NpSSOkgnWIO25PgvbZR4+K7UHZw9maJzTyOo2ZCWhYyTyikNfNZlup0ONEFdJavUZlE1AiGZrpAR8RgFNjp+LWhrQ6e8FjGFTxcZEnZ4TocTZPxcE7ZxvU4P2h7yJSK82Dlq9bpwArlPalHi9ETcvnzlYjuURTQsCkzowqQqdoNUHzN6OUSVhz7BS3dev43rN+WeeHoGh8pKXe8qACDf9LEYST3gta0trC0JirG9tY3WMhdta4ZlmgFbq2zjBRnu8gH7DhQqLgqLysBlGO9wFfYUYPG1KAigmO/vPhrgiHOr74bwiHQNKb4TehYKtqqr8hwRdRnnSYq9EQWCi+eeKDEZvMurHdjsahTTDG2C83aiCEe8l0lRoih+MN+Hi/ThYlyMi/Gp8VJECgoGlioA30Oa1KIaChWLYZ6xENKpdzyawO3KbrPUl+LVOAN6FP1YshwMjqX4srW8hRMtPeYn5wNYuewIEwJ38rwPRWMOWy9wd0VW8PtJjmfcaSzjISZYpK4sl7HC0dm7AIC9owmUI2lAoR9iQsGOs3INNrkUvz3hLhgdQZG19/X1FQzJ6T/45APAkYqyZ0kU9PR4hFb5BAAwUpfw+LsSEYytKd7cIiahvYTP3f6qvH8m51Gej6Ez4jscG7OZHEToh3A1b3eeImN1vjZLKXSBZyfUoiwreLz2q9ES7Jj8iKhCxqihxwg3g0Yykes9KQpUlI6fnU2R8LvTwTPcmEsH5sZXBQCr7KjBCnR7y1hbp36F0chZrDueFVjbkOJuEMg1Vt1NnD+VouOv/fZTnIJ+jH6Ir37h6wCAdt/ApuZhHe77to2zI/m7+4MZspacwOLxAs++K+dtMMctgsj+6ldEa/LSW1/Crv+LAEQRWjk19FyjYrplc4fOjGp0MI2lUFUEpAUWyozdEAWsU2t+Qk2KdDFDwKiqUnbzdyeTFDmx5532KnhK2Gf37Hw6xYSuX+u9CC26nW0ENtJzmb+V58Iqah7Ii42LSOFiXIyL8anxUkQKRmvkyRRVXsCy676yD4stGAODLGE7cbFAn0WyPn0JcztBu0fV4srD/Fxy9ezWJWy0ZNdcpD3k3MUmR1JEdMIKbiSr62tra+i1hBjj7x+ilbKMFMfo1LWIqpbGauGUkcTOUhvHpeyC2dSGw3x+qTqDZVE0dSGfdXfnOg6IjrufTvAjlkQ6N7Yv4RJKe6jTAAAgAElEQVT1C04oQTf1XTihRBW3b64inosN2KPB93B0JHiL1VUH2z05/p98XX7/2/cPcEB15annwSRyDEErQocUxtBVCJnvtlirUYlG6rN9aeVok2DW83Rj4+a4FmIWEn2vtjabw2Hhq2tF8Ije1NDY6Mh33L28gRaRnA5xGLbtN8rHlqWAUAqp59MEY+blvU6FjUtUVtqRljOMj5JQ8pvzAhWpra92N9Fbk+8L5gl81gkcIimV3Ud3m23rTMFilJnpDJ+bUjvD3UBQyDy78iUxGorWuvg3XhGG5h++fw64ta+DjykFUWv5OxsaDqXpQsfFGtvF60GEBSOFOIrRIeqzxkoE3yeOWwKIGZFO8hQlFcRDV8Ei+lSz5qDLDLr2p6iAsCVRZqU82Gw/d6oK8x9w7385FgWjURYpdFXCqf0cizkqUnmRa0xLSpM5FvqcmKcDuYFhnOMSK8SDbIrTmYTwd54eIliW1+PQQsXQ7tWrMgFtq0LYkhu0GcfIhwIl9i3AQy1XprBCLMO9XVls9ob70GdS+Ao3rmOND9siDNBlT7/lJOizQNkiMGnHBdCRibK7/wlGXZkUr11fgccC49Oh/P0H+x/hw0fSkUinjwCa6W70A1zbFJrtUmzDYtoQswOyFZYomO7MnBlsdmpsW8Fntd8qMrgyr+AFNQXaxjWmQWWWN3BtVebg+gHfseEyfPaJ6eiu9FCRU7Js3EaXMoyBNjUxVzptKMrU2VwIqjQT33kAyXgOTWbntMjwhBLvaeJAsRPh0cDHaXm4GX9JrsXaAd4YcyHLXdg0n4ljGy7fb5OJaE3msAkJvnxpE25XFgiTGiRhbe5qIaSjq6Ihy/nBfdzfl3m2HgdIW7LopcNxo/Bes2+V64P4LziuA494mqDloc3r5oQe4pq1WBv6OmHDy0CuURF70YtDaHp3nk0SeIRC9yj13gmWEFOEpuVmCAI55wUO4Tt8dmwHefGDUacv0oeLcTEuxqfGSxEpAFKgcRwHNllvlu+gSmp2XgXNkLHlOQjYYcld+eFasAzMyCI8n8JjQU35NpaJpAs6BU5PZadIGdZ7ARr/QTObI2QEcmdnGS7FMXPfg87l/TqT3a7jrmLWlXA4Qgq1ImnH9mgHoZIo5XInxA2KiHTIEIzDCLssjPUc4DK1HLrBMiyyEm9vCCqv1Qng+9JLP1ss4Obyd1+Ib2D7liAhW6srSMZsr1LG7vJyjAUdjufTGbqh7Cpd10dUQ3stjYJ4A1DOrVSqURcObKeJiZXnQ7FYFwYBHIp6uPSFCDIgcki0Mg7Io4KrK1gJkZC+gdeVaxRtSCvQC0NoFjNt30XUlnOCUXBqX45OBwEFahxVQ6mXYFMROlrbFvtqAPloirSQaEOlGTQLdA69Mq3+/83em8XIlqXXed8+8zkxZUbOeedbU1dVz90im6Qs0SQl2/JACaYF2TBgCwL0YsOAARvWm14MQw8GBAOG5RcLggCb1ABLECxaoEBJTZE0u5s9sLurqmu+8805IzOmM28/7HXidhGUu0olt4pAbqBwsyIjI86wz97/v/71r5VyXZ6YVQmBFL/bTUMh2nSY9fDFXgxC9x3J+UO+vC2vis//FOdjFxX+zv/zNizece8VJTwOPXylAa3x8RViRYsWX5FARoiRwnSosq7FsFBJMq0N4y2X+nhJwKBr6IvyFbAZdtFoGOJ3ojc2RuRUbDhgmLr7ejIpqOofo57Cv7JhW4wt8b0E6Orn3sqBp/UNRlTarbBHXxczV8fetfFwRQipphds6SZlpiFSFJVlA9ot1X+VXhjPJ6/UZbYs2Bu4z1vLRswGDqm+PVwjVg74SLX0WTSCw28DcH+RsSYlj3qwzbqCr1G0xa4e9BM5SD29P2EqpaTN8TWu74uKm0Jvxz0UufT3ds0uXwjlL5j6BHT1/Zj1XYmMDELmCo+Hlw6r2DyYs6Z+gPFkvhKcMYFlEXTpQ81cOo6mU2eOPHo69tqryKRx2AvjlXrTRtYny9yEjiU7FPR7NMJfTuuKtOpaqof4WkythWRdD3cqgZiieNZpGcasbyto9QxaK5lc5O7iAK1MdU3fJxCVHPOstyMcjvCkedgmEeWp4zdYOh3EnGRHZLHDc7xUgjMbWwzW3EPYVhU2dxiFNxbf5K0z/u8jl6LdefVV4m3Xu/Jq1efoV53svmgMNLV1jSNALwhptcFNo5QNLTJeHDIUXmOFd00nMxbCfmzskRdayFrodx2j44hG3ZG1qglR265MfZKex1yb6IJnRs3H03yFCX3YcZU+XI2rcTU+MD4ZkQKAtXg0KyCqsq2z2AIwZmXtdVbm3JHmwDU1gFivAqH2z2/06amWHg8Tgq4TrWmIxP7K1QnX5BWBwszx0MfTipqGIZ8WrThIRjw5cSH6Vux2q1sv9vi9/AUAwstDJjP3uXe2X+YLIxfGbw6nZNat8teHEtjwDDva8dbSEbX8BJoqpYrczjZ7R4h2Omf7zm0A+jfvEmgHbr05vliFi8sL5qJ3p6J2DwZLJq+7z7pYtmxrdymbmpGoy2VjV+7KpXbaGJ9coWoUBITa0eumIZQugAkMJtAuLfeScF6BNBr90qfqDFJqS6CdkNjiDd0uveIGe871G6D1fTxFgqG19BTRtH5Jh3I2/kL3rMWPXZTjWQ8rToNnoBUL1W8zwjX9rGqWl/UIp/qs9ZxISKvBA4GmhNXqutRKRy+x/NxnHbO03rvNO6Hjk3zx5/5TfvMf/X0dh0RWbLPSazS2ppWCtV8uOJPgztj2SDo90ZmLGo+PjjiWgMr+OONCWhfzakmiruE0iWh08SaFwNW6RhkvdR7RlO7z8rJlqkdnvqwI4j+E1QcAQ0vTVhiRRzzbUAnV9SwYkZOmZcFEUt63dMHG5lloPGmWxJXadPsDfFUOmoVP3OvaYlUSMjM8sVnjMGbQdhLuE0704B0ePsaoH2Mos9pvvvmQ5UQ6iBs3SRrpJPY9BluyOC8Mde7Shkkn3BHG+OLAt4t3effCha1NNWMzUZ6jEmGZDRlkAk/sbKWaZKxHI5qvmS1XJVy/cK+lcZ807Lo9n3CtUptt064qCs2yJBe+EKuqszQ+Wkuxnk9V6T5UNWWnXbksCETpFjRCCyTKWYOwYCZZ/l5gVq3B/aiHL/JZ051HGa5SF896dAaKDZZTpXcXZYFduNZ227sGQF2d4CnUboMenhB364FZyLXq5JCpPEQTuXoNBkOWUyfSu5y1cEOlPj+gqoTLTKYgpH564hbW3/neG9QbrtrxqZe+xDDqnJe8VX9IZwFvWljTplY2zYrUNd1JGHYphhdhVdrOW2ExdUnSuYU1Ib7o9ItlixXdPPSClfpWJHr00lbkwobytqZQ1aKi5Vj09jxsCOqPtihcpQ9X42pcjQ+MT0SkYADf+NC0CNwmizxs5yNjGrIOAY88bsmu+ZoanxampVR6YRvD/dqt/OsnE/qx20m8gY8p3U7S76k6YSMC7aphNacS8NXzUmKhwacXBf2Rvk/iGO+v7XJZuMqC328Zjz4PwMB7ys6rn9F3f5fsydsAXJx3CH8FApwWVcNO3/2cJiPiO7f03aL7Bj6ziYtAjDehWIhv0AMrzcDzy3OKqQPGupJ31o9WBKO2rFaEl555ZkjS+Hblg2j0h01RkiuVSMOWRiFqE0AkElnh10ynbgcdKWqK45BoTXXzqeFi7qKj+SJdpWumbrGSHG9F4Q2HMa3Sq8bzVjoE1nooi2F6PGMp2ntcueihnUOpcD+ME1CjkW2hVWpTnB/x/vdfAxy5CmBj7wZoh+7t9/BEFluUpzTqiG1iu6Jen0t383Ru+GO/4IhhL/70F3gsDkV1luN53TwS+Or7K9Ax8b2VxX2U53jSYGyqOY2Ov7sf6+MhtxXxrG9koApI/OSQM3ErZpMJoY6tVfQQe4ZKFaP5smSp6ljd+viKuMuFZdF0ktYfbnwiFgWMwQ8MvjErLf3aOPUacOI5hXwGEhNh1SU2V+7lhzG9DWn/lXWnjcqglxGJMz+dXvJYwqzr6+69WeoRaLGp24ZIof2FDXhHxKiKmtG2K1+NxTRL1rYJfBeeztb32V1zX3j/ccip3JJubKwTTFwZbtG4lt185pEK6bZhH8bqd7h7E6POz2DHlc3mb50xV2m1KfMVjhDPPQrl121d42kRmc/cw+ibmuGuO57Cr7nM3XvjYY/QqHcjtKSa0J4UXFtjaQt3PZdFQyMikA3jlRFuRuhYSbAiB2W9ACtfgSINGYmQVCyW5Ll7IJf5HNu493ipyEEmWD00vv8sYA1jn0gEtifzglyhfb1wpKGGmljnVJY1vsqaWI9a5dXs2ibPj/8YAJePXcowHPZXC7KpEnJ5k3qnCYVSr/liTha6xacs3IJceRUbzzlMoZ9lbHnu2k5MjO2MXrUSeICnCRyZEE9zobYpczEa83ZOroda6yCzYsLT1N1f8zhnd1N6lE3LdCHSl2fwQrX2t53LWIKvn5vAUuTP7Ay6hcqPfBbTH59DFMaY/9oY85ox5vvGmF82xiTGmDvGmK8ZY94xxvwteUJcjatxNf6QjI/jOn0N+K+AV6y1S2PM3wb+HPCngL9qrf0VY8z/CvwF4K/9fx6EZ9jqpVStx0C7dWMMuYCTuvVJOxMO43E6d0vs2G3EZIG3IsoEFszI7eyXi4LvvO1qybXXUIknHngCHE2PWiBaXXtYhZQnFwecLNx78ighkZ17ogjlz/2JPX7vzFUnBuuGTGH3l356j1wu1/MnPSKlLkvtrosq57G8AReXM5ZChcsnW4zlKKwiBPl8ShF1tOMLCreBMeyVtKLgzsMGX6IeidyRLuyCg4dyTq58pjIIiaOUYSYdwNajke5BILCrZ3yUJXDRVKuqzWbSZykewjwNCTRlDhbuQAfLgFSakX4/WyHrprWYfidNF1JqF+vMZ8IwxHY6Zp5Z7WxBbcm69/gNpe8ip1IkHdOE1IoeonwDjLuezXSGJ1DRsymD/Y7LIS2L4xmBTvBi2rCYdsrHJ3iSwd+5uUkbuXv8+JEjjiWjHfZuud6WIPA5yN319gtDrEigs0vNEp8k6boka2zXx1MvuRSnJjMBcwnx1HrtfJ7TYcq1aVZpcxKECIslHaSESpUqSdf5GBaSY4sMJJrLTenT6jnya8Mf7Ob6Lx4fF2gMgNQYEwAZ8BT4OZyvJDgr+j/9Mb/jalyNq/FjHB/HS/KxMeZ/BB4AS+DXgG8CE/vMyO8RcO0P+ntjzF8E/iJA5HusJR6EKftqqJmXcyaq7RZ5TSKOwGw+5XCiRqMtt8KPCkugsmHatCRSGCqWFZ3oTNxLicUwnKlUFJWWnkDHYjGjp970+5dnzAXqvHjnM+zddLtVJBbg4HafL+y59XR7O6QUGFb6KU8eux30ur1N9dDlpTZxy306GDI9cMe2PmjxMqk33bxFvOHo2J182sUi4/CBwyJsU3Jr1+EP05ldlfrL4yWz2oUQawMXzdw7C/jWYcd/aFalx6PZBNt37xl6CbajKXcNPEFIE3ZybR6xjFXiMF1pEsxKy+Wp7NbUTbjVj8mkKB2EE5pSgGKaEUad8zOcC8wbiDUa1Aaj3Z/KUgthbj3D0dLt/q8vehw9cqK51174d91Hlec0XYrcL5kfSjZvVhCprNvUUwKV5BrNocQOKFtX3ry4WPLmQ8dIfTopufGiA3mv37jL/NJFer/+josU4sEWp6KNz8KcY0U8u1W9Ov7OEzRIUzJFD5Vv8TX5zrxVcyWFCck0t1AkkdHD16PYzyJi8ZXLqqVR+bFdNHjy7xv15I9a+whqYllV5MKEpnW10m9oQx/74+qSNMasA78I3AEmwN8B/u0P+/c/bEU/7mf21s4etmoZj9xknM0bYoFIx+UcX+CMbRqOJfHeeySganeDRIh8GSZE52o/NkMSCQz20mchbG9d6HXg4akTs5dkTBSjlxXcvuse0pdfeIGd2+7n+bEDKm8PQs5UeB6FhjOlNluRz1sSzngY9OmN3IPsG3dOWdwj2nDH8Nz40+zuus/N1raIthzNuSw0cZ+ccvqeAzPHz62Rrblei9nsgvLEPTRFGnF0qFRC0M333n7M+wJJC3xC9Xb4y5pGHIKqH7MxkAGpQEJjPfqiMNsm4OxEStR+Q6tehKzXI1TN21tzuVu6OSbqu++4vP8+pXH3Zm1zh3TfnVPqjWmUErSd0EvISpCk8g1N1VGiLZHAutnhBf/sO2+66/WTP+M+F0MrwDCKM7INkY3aBl+L/nB4i0BKykjb0bRgl+4aetkZ5yduwQ7HOS8+7+5DxIDv/p5bLCaSSO/v75Mohr+sYa7W6PcncwIpMPcT9+9W1seIQ5IG0YoIVc0aahGZwtRJpAE06q8Ji4I0dgvrVuiRSnxnWS2ZnLn7cN4W7N1wx1+U8lKtW+pKKUpjVurmqR9wqcpPGNcEUSfHptz0R4yPkz78AvC+tfbYWlsB/yfwM8Ca0gmA68Djj/EdV+NqXI0f8/g4JckHwFeMMRkuffh54HeBfwr8EvArfEgres8zZFlAW1m0meGFAaazAas8SlFte2HAsQCjqeS1qjDj1b5qu4MhicQm0o1N1hS3LZczjmX8cn3T6RGkUb4Kv6zvMasE8AxSXvrprwBwc2uP84nbTXsSijWhIRRI9FYYMJBO1nfylm89cqvyaWz5+S33PXs/4T4rmJ3QXghwqiq+/f3XAVh/532C2w7Miq37rjePL9geu3O6+8KLpAq751MPqy4v3wO0a3ztoeNE/JNvvcv5uYt4BmmfcNB5NFY8Pnav36oNC3VPhuIP2MCyIR2GLNrl+MwBtJfzhp5SmqKeU4h2PFfUlYQxU2lLVB6kIwfApmFEVy28KKbMDtWteV0RQ+M0HsB5XnbAZ2vaVbp172xO9HvuvP70Y8cgHdy6QyyrOFvVeDLiGW3lzHWfjr72j2mX7nVvTdoSRyfYc7dTvvbkKc/dcjyTL/7sV8iGUsf+zvf4jV//h+5cM3c/Pn1tl8dKQVqv5UyNVvWTA2rtzKgBb1EUtOqAtIN25RU682rqmViIxmdHtchAKZ+tK5BaeVvWLGX/FtkGdI2GWUQs86BWDt7LtsUTz2RR15SKbuamwigdi0Kn7gzgitY/enwcTOFrxpi/C3wL19r4bVw68A+BXzHG/Pd67X/7UZ/l+z6D0TqJDSklVX5a+/hSLAptRKpE8sQLWFNkOBe9dl4smKlz0qPiaOLC51FjKWVrvmZhc+Rq3YOhUGPbEIt7kFcNjQKcG3v7vLLt1HbmtiTofP56Lh3oJZDrZg2mDQdzN6nujnyW16VE/I7hvEOcI2EgdUJw3WEmvWXLZ8ZyfTrNadUHEY5cKPuTd/cIQzexo2GPpXoc2nZGV+OtTUisUPrwWGHm5XxF0vG8HkHTddZZClUMnvrOnxNgXW3ffa+hVb09jWu21+SP2bSuWxF4+uCAWsIxvam7T0+9lpGu8cbmOiSiMzcXXF6Iaju5JHjB4TJNx03wDI1q7G1rKbUg2wYaLbLLsuaNJ+68f/Pr/wyA/b0hJnfXsLnMaUrRmcMxmTYDf/0mSM6/URqUbu7hb7oHPXrledLONJeY4yOHH3zjrXf5+iN3rzc/4679tc/9EVJVRo7mLakVVhFnKxVnq5SqblpaPfC+zehLhcvMK85bqWqXU+ai3t8YuPlk4rFr3gB8QtZHUqfqefQbpQxNSdc4ctZpplRmRdpri4pSG0QShlRSEu83HlHWCfJ/uPFxrej/MvCXf9/L7wE/8XE+92pcjavxr28Yaz9iEfP/hzHY2LNf+rf+PP3bL/DZl12/+jvf+g5HF07EwpzcYzl14Fq1bOhLibdXuV3r3UdPOblQvbquV0yxqrEr1lmvl9Go4akRHbRhtUBTVQ1t0/Ei7IpNaTyzMidJOymy/mjl9+eFUKsqESSGtUyeFAbm6nzrml1YlqtjCHxYz7Qmtx65jinvBDFMQ6vQsJf4ZOo4HPUCws4pO4KLSxfCBlF3zgbJNrI5WuM3Xnuq7/MYKh3ppyE/9aLbuQPp/SUDj1qA2s/9xIvsjp3hSlVMuHjkKMPjve2ub4nEur8ry4LxjZs6hs0VS9F6FxgxTuu6xhOAen7q9CPhkGzTMQXt5G3OH7j3/tJ/+5vEuie3UsO5Ota+vO8ikFf+/Z/m7jUX8f2d77zH4/cVsRQVT992QPDjx0cr3oPt/BftSp6DdGOP5PptAF7+4s/Te8lVH/78n/wJ/th1ifKoooAxZB093FrekmbBt988ZvndXwYgj1xUseYV/M733Jx96c4G2dDt+N/99jf45m879e8Yn3wui3rN2dOL2Qrc83yfOOjUUjyk9IfXmlXHZ6qd/+b+iOuK9JpmSSEQ17aFazIDaOuV+/Xf+L++8U1r7Zf5EeMTQXNuTMAk3iQI9pipF6EtAhZvO1GTYnLA9X138rvXd2jOXEg5V4npxnhM2nWIVdXKot6LvNXk6Ac+p/NO6FXhXguhutqWxlL5HY++xXQ9sNaF3gCLjp4atquW3sA+M1GJ2piq0cJhSgYqAab6jjhN6KnleBjFrOuOny9mTFUFWEh6fbloOOmaAAArBaH5eUtlZHSyFjOSNmUi3v9lW1FL3OSibOh1lNhhxEjEopaYg4lajrVwZWOP5285DCS0t4j6TgGqCt4nTFzptDi7YHroFplUFunNZUBPuXOT5sQSMgnMLipa4JVvwYZ78IaxiGVvQxO50N4f3sSvXOmxXjSEnV5hP2RXcv5B4PKBtdkCW7sF4ru/9R7vvy+Hq1lOqbSpLUu6za7b8zw/wFNO3iwqZu85vc0nve9wM3aL2nffXbK/7q7L58eertVqJuAbwwupO56L65t87w0tBkpBJ2VBOXfpzDtv5SykivXw7Tc5v+/mKtajFuGso2gH1lILJ1vUBUulplEYUxdiLwWGQdLR3t3vT48bQtz96/diEm0yQZVQGFU2CJgvr7wkr8bVuBofY3wiIgUIsezQX8946zsuOhhOHhAoXBrtjrn1gpP6fiUdcNrTjlCpC8/W1JcCZJbFioo73NplfV0WauUlB7JsO5y4FfzJkzPuSSL8bLbkTJUBa1iJZQShvwr5W4X2tYHI91fvbYX0Wt+SKrUJyh5316T5uOsihnGvz7akx51ir9vlTicDliLbWO0Yl+WciSztlr5hoZDzvCzIla7MliVDVQ86Cmw/7lEpFakWFXYkufR+RCsV4DhvVp6QVhWeXjjg5ecdEDfa3MJIOCWc9dhZV53+aU4USDJ95n6/xhyrTk1rS0wjcZpBA6aTUNvERALVNkT9nj9dSZwHdcVgXR2vQds1PnLgJ3xFAPLoK+73+bjPX/17zhjnwduHnM2UChqfquwsBy38Pgky27agbsG2XOApgpw8eMRnr7tdfFFPMHN3Hy7VGbsdsJoLPtDxpl4ZBLy946LXVvfuvXv38HSf3jp6h/Ke88G8//ScdiEehjsYHbPo3CZYcQnq9hkAWywXFJpncehTSD4/1V7u93yqrrHNGkZdF2UKmXFRTFHV+J0V44ccn4hFIQh8djbWePXWmMnM5Zyvzc4Ijbvhn737Aq9cU6tu6LOtlulrQ6HzcUWCy0+TtYQsFmkoDVfKNd6whxco3790i8Lk7R9wcOY8FH739Xf5a78q16eTC+hQ8igkEDusNGpZNRFelzPYclV6CzzDnkRStjfgebEQX9hxC8H+9i6pjGnrGmJ1cNbLnJm4+PO5qxCU5Rq1kO6iDDk+Uk6+KHi6cO+dLAt8OvKK+9ytzLAUYSkA7p+oJBmFxNIrrCIfqydvvO0m2o0XbpKk7rrGUYCp5bzUb/GXrnzn+Q9JGsH6kTo1J24xAIjSMa291Ose3pZMYf2btBLZNdIfHGy/RDFxD01dvI+vcuhzYUg6dMf/0qsbvKgOVeNuE9977zVe/5arFkzzilRPrJ/4TNuu49U6t1+cWhRA21hopSzV5GzedMSqOzt3CBdOSn/ne3u0LzpMq6e8o8WsHhKDITHPPDBezBwu87RxxT6vWvLwodvUjt5+zGx1Lwu69l/PeIRB1wqsNCLyGatL9tqa5UyM3bO8XIFeYejT94SPSap/HITclF6naRZ4HUZV1yQq64Zti9/7aNWHq/ThalyNq/GB8YmIFKyxlFFJWxS8PZPM2eV99ndc+H17q2at53aubduQyrV3MFY4FUImRDYZbeBp1/EJWDVu+xlIfjtEO+KLd1gv3WdsXt9keuJ25v/lH39z1XdB3mBWIZrAq8BSytykbVp6naJwCLF27vVexp5W65E2BrOYEOiAoiAikZZBnfVIlIIkC8mzxxVeJz9vllgpRvfiFk9En9TzyEVz7SS8mjmM5MzUK8BEHelpSSVF6F7agjoKQ+ve+9zYX2lbFo/fZN7prVUF2dLthMWDE3wZogfi5wdxSzNxv68ynxiZrIwmIMKO6Q0IdJxW4XDUlqBUy1safFnUx+uGWsBsiM/R627n/fX78uhc1ogfxG5gVz8XdUWs6GfQGjzdk1oUdOMbKnU49uKGF4zbxcd3zhkeOJDzrdfeYn7+q+4z/pv/AYCX14cgyrDF6tMcznypqOHBgas4vPHaa7zxpiNbTU+mmLazjvJJOvt5DKUk8ILOtdoG9Fwwye3eiBNpVTw6nlD7nW19zVxAebVw/w58S710c3m4luB30W1sCTsPzX606rT8sOMqUrgaV+NqfGB8IiIFD0PPBpzcuyR815V0onDM9aHMUuKa0Fc/vheSaZcaSmM/GobE0i4IBim+hFkJLEbgYGsaTMcE02eFcQ9Pu+O1ZMR/8h+5/PXo7IRf/rrrUFw2LYHyulq7nGl9Iq2nXmQYqLloGEBPfeybWUisDreqa+YqPSqxKVPTUHf6DlVDo+jGMx0nIsYuOtpqy6gn9SMb4HeNLzEcSra3E7k9vFxQqiza+gHXBT4t0gCj6/ni3i6jzO3oYSKU1O8AACAASURBVN/tOuv7d/EEGE4f3KeRV+batSHI98DkNVa8cG9dXZQ2xEopKWqe5a+eH65UninmtGmneiReeTok0I5p+5fYXP6eZcKGrPXM4ZLfuue++2zmrtW45/MplQWvxXBw5u7vkW9X3pR3eyEDETfG8pt4kjesR+5a3SRk647LxZvmgsErDqQ+e3rBt99y9O78nd8GYPnpnyMIOt2ED+6hocDK0Uz4y9kFrYBPW1sq7dYRlrqTjmgsgRymxx3+tDPkrjRAPntzl1pNdYenR7z30FHI3zu/4ESRwkJR5fn5hGYuhuxGjC/WpNcaSv3cNt7KzOfDjk/EooAx2CDl8dmEWa2W3DRlonDvbBqwK26zn/VW5BbUphqGA4KeKK5BH9O1pgYG1EZtioVz1wBMJ1nue6tCtok8Nm449P0//A9+ll99zYWt5TzH0MmIq6uvXqxkt0a+z6bCSy8CT+nBZpDSFwW5b9y/YZSQiicfZim+wktvkBDqJvp7jjwzmRxjU1FVi5o2UUrUVPTFfzCmZK6w/PFUQh9hQK3Kwizwmcbuc8s6JNKxeXGPbNuBgOtqVQ9DH7N0vSQP33vCtlK0aC8g0oOeTHOs+Ppp4s7D8/orsljbJJimM5lJMbU66L0eXiuwS2mOKZZ4gQx9R5+llfHNIv3n7Iu/cb8yHKttOdIDdHMt5K7a3dPIUAk8TKzh5U0Bm+OMYaebqB6Pnxj2MermnC0K7LlbnG6vQSmT4bfHlzx63W1K//vf/UcA/GdrL/DKC47IFQdmtfAYYFK5FMSTBbwXtdRKYUqeGc8SWZquWzWEgSoqt3Zd6npnb4tB1umHDknV7bm9/Sp+5lIT+yjBPHFpWqd2PS0L7j9yi8b61pg1Gf02hSWQsI/xA4LuBn3IcZU+XI2rcTU+MD4RkYJpW7xiTmVq2k60c2LxZMjRhusrG3lT1ys6rlF4biODNZ2hh1np6hsfqINnr3fWXJ2bdbGkDVxIZktWYN6NvR0+v+d2rt+4V1GUHX9BFN7aYsIOyEko5Lo8qGqseuvnFOQycBn3utAmoO0Iao2HH6tMVRtaRR5xBwb2Ygq/M7IJCKV8bJKQYarz8EM2LiXKIsv1g9Jj7iu9sCHbay4szQdr7N65DsDGXp/nRY99IkBxcn7E/dfdTpQtK9a2BYI2C0L5uPnrEV6j12tFbkFCGzwTF220k/plgpFAriHCdqmEvBmsV63EXNuwgsZFEhdnLW/OlUoEDQtFddcEGN/IEgadOItnuS1XcRMHbKojsp8m9JXqDXX+0XaPrJN/qzOeWlfirTzDeuKuwc9uXiP9sptH1ab7u+8fnPLSHfEKPJ9WXg8BhltjxwC10pL56vZvUauZy7SWoFN2xiMWGzFqLTtqNrs5dv9uDn1uC2n0hjFWgLjXwHM3HdvS64/RNOM1geDLouZC0fTRo3MqcVK2sxgjazr8BV78Y2yI+lc1imXJu9+7h2cPaKXo4y+PmcrvLzYLFp3ljVkjUchrFOiYeYmNRCupEnc1AZv7GK/L5yNWxpLq+mu9mnapSRWUsJCPYDHjCzdczvnO6ZSH5x2xRLVrW2NFTvCMo80CtJlHKveqtrUrA5dA9OJeEpFJQMN4LV79rL/CV1dbBxUHjPElWFLOQ9qxUpSiZqpux8ujGcf67krfm2x4FCI35WfnjJ+XM5M/YH/XLQSj/hrvScJ9u+sfOT7g6dcdcn4nitnb1DU6qlbpU2khUEdkPNODsr7A8/UdWYIRh4JejdHCQfjM2r1rBTbLCd067jWWRhTzR9MSlJcnxpDRcQ+EqVQFoa5n2ljSLsXqxex0vSm+xRNRKxVN2sshGSq0tym3bjpMpZy1FMrbw+s5e0oxv33uwvaLr/497t29DcDN3U1a4QsZhtG6C/8vLoV7HFxSqyrV2GcEaYtBawJZlrCvPpax6NzbPmxsus8yaUSplKk2DWnPncdnhwOGnTGMiE6vvX/EXOJCbz15zPWpWgS2+lyT/6nnWRLvKn24GlfjanyM8YmIFKDFoySoAuoLB6J4QcNzo9sAxNEI42sHinorJ+GgA7KyBNN0DTAtptTPqQ9dM0gYYmd6XSCZvVyuEPJ2XlAIrFteHJFJB68XBPiB/AgF6rXmmfdhndd4Won7fkLcdu9tV0Ci7aDnxmDjzjbN4I90+jOfWkBa522Zhjl27naP4MY6/XMX2peZIXzP7Q6P/IpKFYoNsdl8E3Os5rD5tORu330GfsJE+v/Lg3dZSuW5lQRbMz3jdOGuxSv7CZ4akDABtnIRlN9LqM50H/Zd6JvUGUbfbU9ymj0H1nqzS7x1UaLzxUol2eQTHY8B6VBUxmAvHJO1toZYYX4UQCy07o5i8UXrU+sQ1iNWtmljakrd117dogLFyjLNhjFWtPFoGCGdEso0IFTz0GC0xX7mdv2v/0D6mM9trIRvihpK3et83pJJ5zI/dF/26NERpVJNz0Kk7tj1OOCVffEJ/ISx0pznX3FNYi9tjBivO4A5J2OmezrNz1as1ygJSD7j7snNzouysNw7cvcmbmCgatxuluFJpbtpMvLmDyHN2XgGPzOUdcs0dzdlMw2R1CJv3z/gT37G5cObozE9I8EK0UWDOl8RlozJQSUdkxcrwhJlDp1MeGeCmmVUE3dRq3lJxxj2/TU2hm4S748znly6CxxoITj5IYGQadnQj54Jmcx1Q/NmnViy64EmaxClxOsuhI+8kEBlxias8EqZgQxEiqrjZ8IbSQCJCxlPHjymVL681fN4Sz8/lrloPwjxJODpBYYfnCt3nlzy+oF78NZaOJH2302JvtxY1EigB5Zw8tih8Gs3R864BmifTrDKTz0tMKflAa3anqsoZt+o63I9ARGdvF6Gr2pG173YLCZYIfLt5RNydWvmtl21rc8bSLRoP1Xna7+uGao6ceIFK4LUo77lhYlKo88N6O06CnJXRWz9kHDoSo9NHdDiUgavLjifuuO4//475K858tw//q5bhJ87Kfi1N/8MAC8Zy3jL5fjL+Zxtlba/98jpSD6694BW5xf6HgMd5/M3emwrPfBqyzX9vL3mrsnm85+jp4VikPdIF+7aZvMhVuXlyC8Zpu7zjj/nBIB2Hj/hTGlZbqGnqsYysjSVe+/6KFuR7z7suEofrsbVuBofGJ+ISMH3fdYGIya2onnfhWrnbc2ZfAD3NhqisXaayNJ0vADReYmDlZiKbRvofAeTHkwFxNULSvkgNmrOqQ9nVK1kzuqAphMANv5Kuu3WsMcbnlyJdbymdmQogNAPVmSUimbFJxithSwr9xcXEuYo65bygTvOwaBHGko6PoJaUU/9VCkMcxYCDBu/IFh0jU+wseVAMlOVrHsitKhDcDZfPNMQiEJmJy7yeHo8w8p8ZpmkrKtKsK9uwI01y8alws/ra5SSWwst1Aula8OUKHK7sSQmKM/mBIoeej1DMOoigjVq7VD+sqWJ3eeZmcC3qHUXElg2c84fuWucYYglC2ebhkAArNdpXcQeW/LgDOsWIyq538BZ6j47qWJa6VEmSlu8TUt+7EDsOvR59L6Tcr/37hn3p+67X767xo3n3D0ZfM9FkN8+u+TaN38TgLcXlo1PqzpxXPPnNt33vfu7X3efW9erKDTyDWvSDR1UAYns9IYDQ7Shiog0OVpjCBSNESTEUUfU22Qpxl09XbCcuHvdCFy8+fwmpZrmzk4vGOoZGFQtRlWZNggJo49m0vaJWBRq43ESpNRtiDdyaYLXTPCFFg9Nyv0HrjPuu2/dI1eO+zMyc731pZcYbNwGIEwSbJcDvvc2kyduIty/9yZf++49wFmcA9y5nvDFzzkhmmw8IBCLz1qPvnopbt8cMHzbTbxzPRzWVDSqLdrIEKgSUbY1A02KII45nbvjPD51D2ZmgpVQRhx47D/n8u9sM6WRVPuxpMens4Lphdqa13rs3pG+5M6GS4WA9bUeLzzv3nPyjtqwlxV9MfTbuuK9Q/f7y1mNp4dtbnKWwgGuPVZeHLQMheS/9+CQXc2jw4uARCnKZtajVXXEl49DSYVVS69tAqZPRMJZP6ecdapHNWEssZeRe6C9yMfo4aZOqFUOTuJAbeXuYalNVzFwb316UXE8dw/8uudclACWdUt15K7z8+sLnrvuFs79sVrH6z2Wc3eNHk5r3n3i0ofTRc6pRGh/9taIgbw+7+y763J6WfBPX/9n7thO3sce/CkAbpw/5ukf/RMAfOMb3+LZ6PQxDZGUs+JhxnhLOEBvnY2xWxSCvghbB4+IZQoc+Jf4VoKv8wnnc0n+n02pdN9bEbbGacKXn3fn+YZpmUjfNFiP6UvTdJoHrNtnYj0fZlylD1fjalyND4xPRKRAXWPPJvg2Yrjt+tzNrMDTyj8Ja5rCEWHqNIbCraR/+6tO/+Dl99/hj7z8aQBu/fRPE2t3OTm44ORdZ+7x4O1DXn/bNeXbTvk52Gdt7MLI3sH7bA6E9AYlmQobW9k6N3fcatw+cuDTwcISaefLDBhVJwIbcKgUZfbbPyAv3Mq+v+l2n+2tIfVQ7tKXl9h3nLTZ1iSmKdShqLDdeD5W9NuLsoanIqwsDmnmLtwdJDGxyDIbMinJ04Au02htyXLe6T6w6vALfEuo0P71e24nMmVDu+FC7U+NEpZZR/A65/kdFwmEvYxYBignnfvyecnlxEmbRTZlfNu9fte/Q/aqk3QzZwfUgTvmTmY9XM/wpnJRrtOVcvdmFDGTpHzZtkTaeUPdjxPbkvodldrHF3/hsIALRXqPL3Mez9zu+IVdIfZ+j8tTd20vrUfUqBpSQoELx7/2T57w0p47v14lDcrK448Hkmub38ATue6yuM7FkYs28hN3Tj7eKn3oGUOsStNkUlBPlTZdznlNCtPRZzoSVo+m1jXsxaBI4dHTe5SyUM+XFXnX+alqQthUZNLYHK6Nmcr/dIsUvwOHeylNfcVTuBpX42p8jPEjIwVjzF8H/j3gyFr7ab02Bv4WcBu4B/xZa+25McYA/xPOeXoB/OfW2m/9QZ/7w6NtG5aLCfXsaGWgMcgDTlQ//gKb+L4AsWRMLkWfx1O3up770crmbGPyHvE1hzUMNmJmB8rr9gO+tP5HAbjx4ssAfOvbX+PXvue64vzmkj/zBSf5tn17xIVKdkkCP/cpZ4f5u8rN3nlwjlGTSV4WnSUgtgfLSmYpoSHWMZ8KLCtOcgopFr1yY4v5uctxd9OM0Zbb0conYkeGPotDlxc+ymvm33dGW6+dnRKLNfjla2M2t9z5ndduR1mLU3oqw14uGqZPVXrDo1Td3Cu9VX7qqeNukEQ0Qg9fO18wktN0EBg2M7frROtD0lQqTMdO4Xk+WXKgXXyQxPTkjfH+G99i/fC7AGx++mUC7X6NlKfKi5xAzNT+sE8tYHd/M+Ctx8IrrCVQTbHDQz6/mbIUjlBUMFGktD/e5ovbrtz76O03eCJZtT3t3C+aiEJ2gWvekPfFi3hvVjJr3eu/cnzML+SKIK678zi5d8z/8VtOmWl4OycTcBn2I947dOXLo1MXbZVVvVIH9/yQNUnlbV1PWKYuCi2Xl3gTuYIv3Pyo2kuO1X160xtjJMLb2pbKc9+37EN+6e7l8akEiO2Sm9a9d/faOmcTdzxl4HNzTapeYUa9kp79cOPDpA9/A/ifgb/5Q6/9JeDXrbV/xRjzl/T//x3w7wAv6L+fxFnQ/+SP+gLbNrTLc2ZHDxlvuFry6fKAkRDyvS/ss6ag5uDkgLHqtf/mFz8PwNr6iEw6eX7Wo5WUmIl8sg0nr/XqtZf5/JrjqleyeI+9BUXhHsyMGXc/5UDOvpcSqT356cMjIoFjs1sOme49mmNVg+/RUCicGwYxd7c63ciISOFeLLJJf6PHmsLvdZtQ9V3Y2etnROLDb1Tu4ZhWHjtjB1T2203OcLyBWy9skojm/OrdEZR6gFSpmDaGNwQC1nWLvEJo/Jaoo2Z7hqazhhcP4KVrHZMKiotL1juCTC9mMHATM9v9FJnkzfo33LXy71/gS3G4SoMVAPvgyNLb6IDEkkYei4G6RK1tQQtSfnlCJTLRWtEy0nEmfsNY1YWXJU+/t5niaZIXQcT1kbuXN159hWzs5s6jrxYcnbtFdF16noMBXBs6YHeRRYQKtbcTH098grNzw5/4suMAvHPsrs9f59GKhMSN51go1Zizx4ZMh5KoozNbQoGy1/sRm+ptKGYtXl9GwNsjsl3Rm7fcIlYd1lQSzomSjFzH1g98Yjl87SR98jUHTO5saFGol2Rep+1Zs6Eq0NogWfEzoqgm+ogowY9MH6y1vwGc/b6XfxFnMw8ftJv/ReBvWjd+B+crufeRjuhqXI2r8a91/MsCjTvW2qf6+QDY0c/XgIc/9L7Oiv4pv2/8sBW9n45gNKZ9+h7zhUKxgzd5Tz7pp4+v87mf+hQACTeJRZU1Cs8G/TXS26IrT0MKIyrt2TmBdophMuT0yDX8hJ7bja/tNawNXSSRDHdIJDpKtaCUaMugt6RSNLEjIYcw9Shy8QmaloGAzRE1z2lHu3F3j1gpxpqYa+lwSKqGmtnxOZfynUySJanq/wzcjt/HsLXrLqvx98jviAk59OjFagjKSi4kFLr/hguHv1Y2VKJjD01DZzVWF9Aq+vHbcqVmnCpdS2Mfld0JvYjn77qU4cbNHXZvuFDaa09XIFdg5Ve5E7KndObp8ZzeqQNjN1/M2FLaFY23MBf33P2RqI0xlrJjcc5mhKKxl0XBQvT1vTRgV5FJJcr45cWcXTmT31n3WB+5+76ZgPfIUZNvb/mUc5WG5Z0Rn17S03mkwSbLzE3Tdlrx6Nzd98/seoQLd/zffSR5u6JkYV1YHpwe0xvfdteFOctC7ucduBgYrJiuZhgSC4x+4cZ1XrjuotRkI2M4cMBlF92+vXyTE9F390cxojRg8hnbN938jOIYaoGfYocW0RKTq5T98BCj6LW/ma0Egltb4JuP5vvwsasP1lprjPnINlM/bEUfDvdtNavAb2lEbDdBQKx67MnlklHPhas3Xl7DVzej77mL1PRjkDJPFEV4IguZjR1S6dnF45h9ORIpaiUKb+LLt88rclq529aXc6yowoEJCUcubUg63kDSx5NPZFAXDCX6sbndZ1uiHuMQRsrFw1BS3m29Iuy0x2f4av32zuYY6U1mnfp0OsRP3SRuvIA1rRnR7ia+8ANrF8S5WwxSaS4OiwXJSN+3hEAt2RUNVidetxAq+Y2Uoq1Pl4wlRX99fY39vsLyz36KYejC8nAQYaQ0nO26APCV/hq1KgTzy3MC6Qv2Mxje/aI76DqnUTNCc+IeutYvCdQnUAQ9PFm1ny2fWTk1rSUXE2tLadDQeKyrL+XaYJ3NLRdSt9U5Cy1UYZFzRwvxhTw2k2ubBKFbWINexM077sHc2Oxz/aE7ptAzBFL8fiFz93GwsUmwoXkz2iPbcLjT2XzKWDjJXcnTv/P0mFqL8G4bshGKKr+3xnhHKdhgROS7xWBuOwMjr/OXZXaUoykA7bO50wsCqvBZZQMgWt+hPHMbFts1Z6KmJ1UIajkvaIntR6sn/MtWHw67tED/Hun1x8CNH3rflRX91bgaf8jGv2yk8A9wNvN/hQ/azf8D4L80xvwKDmC8+KE04184DAbjBVgbUjYK1WpDqaP7wesHNH/K7VCDzT0a1aatqgHtYkEhYY582pJIjSLpjfHVDhf763jr4kAI9LKVh1GPepvP8dRxR2tZyr4tLw1LMSBnCrX9sKavY5vldiUsklmDWKc0FauGKE8NXK3XUJ24KKeopgSB292LxqNXSVdR+pNeW64qA14CoXZmL40xpWjc8wUIdEWRRrNsiCQsM9gMsIHgoMrS1M8CurjzQ1DEcFYZvqifN8OEQpWI+eGC8addlGYXEcu8k1gTCm8KQqV56WiXcOBSBj9wfgYAjY0IZPXWyhawXsBy4cLvwdaIVpFERU2ozsi2NYxF/+4rRM/SAF8pWOpHeHNdoypnJHOVdn8H/7FLD4zEUmLfx5MZTPN0trJqD2d2lY4dzY44e9fxVr56LAfy7T0Obju+RTbyaDugeFwz1xyITMergHWdc5LF3FCY3x+NsaX7ua5bPKVbdeXSlmytv/IUMb4lqtSBuh3S75r+jKEnfU9/w0Vx1fyEUHySbX/MxR13nMQtppQlXxiSSkP0w44PU5L8ZeBngU1jzCOcy/RfAf62MeYvAPeBP6u3/yquHPkOriT55z/MQdi2oc3PCZIaX+27VRysrNNPj5+wkIdhEVnCWmSRxIVtVVNTqxxjRx54CimNxWpyV8sJyVCLgkphlCVWFvDt5YzaulCsOJuxLLrU5YJZ5HL7Ze0WnvllAaLiehGMpK+3lkAi1lPkNRi9PxzogW88lsp1m5mhGApzIFyJu6L2bgYBLNUmGkMocRIvjrELh5nUbUEzc4hzRwMu5pa+zFH7JoC20xQ0z4wVgS7h63oKYq/h6an7vhueTySX2jSoWKp/ovUvqU/cglTWbrEx84ZY5K3k1g7+hvu7wIR4sZu8nldSNu7atmrZXuRTluczHUxB0EoUJH+WPmQeq0qDNGToeQGZQvQir1jb1QO0NlqVXJfvnIA0CuOuMzZOaOadMcycIHWpUr7hYU7c3FnMahZTd69muqCnvYy9vRcAeEKCF6oMuezx5Q2XVr4jPCgJPG6Iurwd+hhZ0adlS0/5XxoYvIH7ub6QqO75AQcX7v7vrvepdB7B3FJIFDYYjQnX3MbQCfdWy3DllUqzJFMVZekXtN3iFIT49UfL7n/komCt/Y//Bb/6+T/gvRb4Lz7SEVyNq3E1PlHjE0Fzbss58wffwHgNRh2MfmMJEyHPzZKjA0cguZE1xPJj9AXCRFXA6VwiHU1Icl3wrZet7LrqoqScudAwpGsQqbByaG7tjOKp+/10seDszO0I503IFBeZvPbUAVKT+Zxa6UUSO90CABsYWoWStlpQF24Xb6RQ3VpLKaEP0paldt3zckYqsLIR8h4269jQRRreckKwJu4Fm7RLFzW1JzOK0sE5VumT71dEgfwq8zmsBDbsCkEytqtJQKl04KJuKWN3Le7bmhdFHCvjivrgmwCcvrUkt+5aBAt3vCVLYhGo9+yCWLV0s7UHS/de25zidR2qnjuP+vhZJeP8fsnBE9fwVhiLURozbSwnsuzLJaITXM4IpXm5aQxNISdpIH/fpSNnh6ccybItHbrdeC23FJGLbsoqZWNbgiwXKU/P3LX7vQcXPBT0XyoKiAt4PHXHlh88JS4c8W19kDD8tKPW337R8R/u3j/EFzh+HPjsm26elSSiRweRIY4cAayybr4dz884fOKqbq/F7aoLcpTGvMpL+rsZyZGb45UiEJu3lOLklE1DpIg0L5f4EoPxo5qm+jFXH/6VDGtpq5oo9tC8JO6PyCQ2sZ5m+JW0FrMhCIX19W9FiW87a3ifUu25fuytPArNsI8nR6buQnqXOYRCgCeXXGjiXp7NOVXacZgXvP/EvefdA7dQ5IVdofaDNGRvIDntIKAq3M2YFQ1hIzah1+kyViwV1qXZFlHozi/2W5YCkaeHbnIMdmvXEQmUYc7ykZtAts0xhSS+Ty6YHbrvmCv9CFoPlFtf5g2269TzPVrlDAanfu/+x/2wXBQcHqgbsszxbm/o9ZqxcVWQOy9vrliPhVhR+dHRSqw29DNKPRTh9AIruMNeXFCWOsFcakxZjC+VqjcfP+X733DI+XkLN0SosjyrFA3kn9gYQykT12LW0HTpkbVUqvzktDTylJieu++4f3KAf+GO/faXXiHednh4nUTsLV0l4jP2IeWp2q8//xX3+2qLW/3bALy2GLD2nFNL2qlaosCllX/8F37JfdeTp/y2JOL79QJPG86iCmR6C2HSx4v1wKoP5guf+Syf29f3Xhsyu3TzLFrMuX7dfXfUG9CqzMhMhCWvppl3ZsMT8qlb3BoPTFftKQPmRz8S1vvAuOp9uBpX42p8YHwyIgVjCMKQup4zk0BK0S65EFq8Vo84k+tTvTyBoVuhW/Hhfd8jULdYjsE0LhKoljmJ6MNxb4xRVODJjaipLrEX8ufLLyglbTUtS44lnf1o0XK+cLv0hULtwlaE2h29MKAnTn1TRSwlAe77hlYS77ZQrTyKQPLrl4sLHt4XycqW7MhJe2Pdba/x1jX8PSHn+ZS6cUj1/OAII7XqMs85lfR7JefnMAwQp4vDw5amSxSsWZmzG8uKZFMoLH+8rMkrgaS9jM0TdXj2c9KR+9kP4pW0l5+5asfa3hrBNVedqEOnXAxQzY6wM1cBsFga9fov5XI0n+WcK+qYLucslNIVBsSEprSwo7TK173eS0Ji0c5929L0BIKGCaObbl709/Y5es9JpDWSx8tGNzDSVvDXRyuauolihn/EEeN2Bh4bv+simrVPOVAvWH6W19SBetc3bO+7tOJWlTMN3XVJ90QEG13n5p67T03Zo1HPS28YY2Vc1JqSSh2h9aXr2k1tj+CuO8+Nvev4oasihMGcwHNzwLaX0MnXdTyGy5za63pfDYWivyUNaP56zZTT03M+yriKFK7G1bgaHxifiEghCCM2924yOX+HeqlyTZXT4TQXfs5S/gQPHk3pbfX1d660uJycgRqC+jc3yIYy0NgK8GVLXC9ntOrfbxPxFBpDLffhZZGzUCRh+unKfGX59DFTdQwmPYFojYenMtTabo9jJJLpLTlSQ1Az81b2bbG4BGXbUquuPl0sabTjZSbGjt05DXbcLuENh6umpbrxyXOVqbxnZdZFFBBEHV4hpZ0qp5LQ7CXPrO5a+wzAs5aVYU4u+nDeWB6LCfqT1322rrsdqskMeSNDmfYYLuTAfVvHHm1iu8oiOZUAtXJmCQOBn55lIVu8ZtmszunwkcNPnh42XNt0uMXAmxLIBGcrNgxloZbKK8FkEeGatCfIMGMZzgx9qrYr97asDSd4tAAAIABJREFUXXN8idiTxV4Qs3wqoPHolEq+ojaK6Q0d03H/K9d5PnJU+M0v/QwArwefYiws4t4rJelQfo1Tgzl1wN/hfUWYgzkIf5m0Z+C5Lb28mONvyYuksEyX7rzvveki0MX5cjWnGy8mFY8mCkKSRI1+AXiKhr2Oj5GENBcu2lxYD097vF/UPBX+dXh2RjnrhAQ/3PhELAp+FDC4vkHhFxQnap1oK2xP9eh5BYm7aOXykHzm0F5fN2h+eo7RZEyqHcKRuzF+0MN47qHPL8+p5l19v+sQrGnOJIdeWxZn7vUH1vBI1NfzaYnfuMs07MxL4gDUvhsOByQC8OJBD9O6J6RpLa20JM/U9VZ7PUY9KQ73A9Z7Dswb7I5WHaGhvmQxq2krd2OL5QLkW5gOeitasS1rSgFwRtRfL2uwrft5sShX9Nm6ZlX/D2BFuOr4CsNewEWHnNcNc0mlferulxlc00Kw6FGtu2se0bk/FeSdJPnTR7T3RWMOFhRdS3nsU4oLUKr7slpYCvWcf/7zN7Fz9Sh89cHKl/ZzexmeyDtPJX1fYRjMlV9strSt2xhy43H8hubOvMYXhTgy7niCWcVc1Y5mM6PuuTRmvH5tRf/OG59s6y4AG7IX2J4teb/rn1mW/MRNN/duLRse/8C1jx88+L67Fu0WawN3n9pwRCXDnXZ5RiOTo0XpcXrRmR7rXjcFzaWb3/NJg+2qWUlBq1b8wG9g4a6hJx1QzxqWAs/N7GxlMny5rPnWIwd4np5c0v+ITQhX6cPVuBpX4wPjkxEphBHD3ZssZgXBhXwYeguyxoXrJQu+/ZrrgPPWYm48J+vvqZqZNveJio4yXMM9t6K2wyWBfPeqrGIucdR66HadoUkRu5i6binUDLM4XzBvlAa0hjZwpa5i6kCkIOzRH7mQc62/yXkhNqWxeNqlwyQikaV6Lpzn8OEFx1MBicYQSLrMnrUslUpERy70nzcLzImAyDZn77q6JMd9PIWGF1FIKHCwK73mueFCNOF50azcsQPf0vWtecaQilvQmE4FG0YyfjgrW77zhit1xrdyns/ddy/KOd4Dd0jNWExB44P8L+sqwCgU9xZHRAJgy6NDcpVlPfEwKgPLSuK3+9uUD9z3bQUBC6VHWd8gw2uWB7KVu6wZDrRzRxmsaOEbVKEaovIcX/Z8ViXQhe+TdunTJOLswl3D+NP7+NqZpw8n5HIvTzcdl2Br3fBlHfN7ZUBfqWBFQ3ksBqVx6dUkOqHQ9S7qS07Eg67bZuWa7bVAKwalmIthEGGV/p69PyEXS3M0qYmuK+U9LenfcODuSLKBdVvii9+QR2B1nLYqefrAPUfzolqVJz/s+EQsCrQtZjmnFydMFT7n95er+ndV1HxfSP2/sfkilWbKxaELkaJr1+nj/s6M7hJJlbhpI+zEEU+qyzmeEP5M6G1dnFNOVEtulxSqDBycHvHuY5FtjLfKh0vRjk1okVgP70xLtuT992CccUuT2A49vL5bTOT7SULKa5IyjxND5rmbm22OiVL3GYm09ZqHp3hybxrtBGyIs9BWBUXsQtGgTSkaFwYfPVSaVNScKJxf2tYtkgDGW/U+GCy9dfUiqM16GkTcVApyXFq+/a4jRc2/+gOiL7qQ+a0Lw3wm63PpNg4Cn4ePXNi+aWteuunC+bUsXKkyNzYilf/hXA0tT6Y1Q3H5Ay/iYuk+dxZYKmE4Xz8s+Knn3HGWopIfLkuie27hfO66ZUHXDwDjwj3I+eWM5aGk+y/cdcnilDDTQ4xh67OuYhIPUxaNu173CrC3Ozq5u5F7vkeuSs3OvKXRwhLYlkZKIRupO+d//lrB7tA9gIk/YkMko7AfMFu4exYFHqEqNNe31Rvx4qcYbTjehJd6eKX7u8Qes5wqhfSrlVw96rKkjfDl7TkMMo6lQfn26Smn867nJyIyH80h6ip9uBpX42p8YHxCIoWGdnmJF5ZkQuwLY2i0i9mmJZ+6lfZxbXilVIg2F7h4XmG0m7fTt6ildXB59pD2vBMDiUll2eapuaiY5uStSwm8Rc1Ubsfzy4qOCDz0I0opIndW9FmyxnroQsZR0sfXjjApa15QypAuDK1YmLl266au2VLNe9B6bAh0S5oAeymFXgFS6SKnFfcgioeQd3boNUbeC1Vt8fOu/q00AI+ZaLtF3mLVV2+MxXQCIL5HLIOQTEh32tarEDcI4UIo4fLwhEeP1BkY7VJN3HX+wZtvudd6li1pOayNQ2pVM8rLauVPEKYttnbh2VI9/+G0wUrm7ej7Rzz+f9t7sxjJsvy873fuHvuSkVtt3V1d1XvPhtGII5sWSckQKZEyDPiBggBLFg3CgGDJhgFZAz75gQ8CDdmyIcsmLK+gJdmybA9omDRJUTAliCNyNBxOTy/TXV3VtWblFpmx3/X44Xw3pkvmcKqHU90FOP5AoTIjMuLec+695/yX7/99d9zO9sVRg7HoqJ9phuyIk2J2qEaq0wXvIyzB1yPi1i13/uYyrYFo9i4MaKjRayG4r9cM8cUz0X3leWJJ1OdLn/HMudq7z7/G6KUvuvNTJ2biG160dZNexlzX8uvznB+SFP1CoeT1Z1LiscNHLNITYoUHp3MIxePY2urjC5k4lVp1tczJxZGBFxIHbo7DsiQO647fJl5c414E3bezdWPeYpVTScpvdrIgUiexj0dpaizD45mx9iOmJp+AdZLAfvaZHrO0IE/d5BxMC5pRLbjiUWM0VhWMhu5m6rfcDTM+X3LvyLmJngeVYlJjLJUeZN/aNWS2JhjJPEPk1f0VFX6tegR05GraymO21IKj7/2xH/k00i1lO1nyxg13w87SGQv1NpwtsjVAqKmYbhiFVDWxRlHSCmpHzaMmXmqr021/K2JH8OnBMCQUcMV1xUmQxebrGDbJ6lyER1bVepYhF1/5I+7clscUqsPNpjmrMwnWagFdVhXvvO9em2c5l9Seu31xxEqL8/6VER0tHInUr+ZEtBu6TmXAVFDxh9MFTeUokuaI3pbrUPU6rmoRdWKSvgtLXnvuGS5uuTLye//0P+fe2IV8d9+8wT950z1Mly9I6anpcy7A2XvvTokEde9UIWe6TqfLgu2RO/aw7eZwb6dN2HX3y1Yv5Pahc8sndyfc18PUbxlaylHU4sWrAj511YVKw50dHh65BeSb3zzl62+6n+udNQ4NS4VoifHIlKsIPUOmfM6oE7Ir4uGXVfZNe10aGsfpScbX3nSw5HsPZjTEVGUxbEuagB33uU+9fpFr11wvRqd3mXjortkXXniZRebm6J13v8KtN10+7ud+9r//qrX283wX24QPG9vYxh6xpyJ8qErLfFKwKgqWclvL0lLnR0Lj0ZPc2qIET0CehzMBj5Y5lT6XV5ayJifxDL73bTGUci2yqGRS4FNoN6+o8OWWm8Iymyi77lkiuSmZZKmnZ8WaeOVwMeXOkXMD02VOJncu8A0t7ZTtGp7qQdOrGZV9TFE3F5Xrzp+G8Bb5wmcubUR/ZmkIlttsN9f1bz8riduiA6/UAJMv19l7k2eUNWgoz7E6tyLLWCgEqwVrxsczzibCIHgeqcKORhiTaF6CWUmmv490bnGRU6n6sJxPKBUyJaXh9MCFbidnD3nxNff6K5cdN0F3f5upMu43x+ek4kF8cOt9bt5xZF233jxmIs/rlioVXuTRUdJxEMcEhRSqq5Km1L196yNlQd6567733r0Zly64RGQ4ajM0breOBxXTMzf3R/dXjNWsdGXLzWvkB5yO3c/tUcig6XZjvMlaUDOvu09h3WDmeYZawbERebSE3fZLj/GJm4uZmqBaxZBK1a6Hd+8yE8iuzOwael5UBeVCHIzienhrFnDvtnvtcz+6xYXSdVSOzw1+7LyKKxef474kBR/XNp7Cxja2sUfsqfAUSmOZBBnVouBM3kHsGQYjt9rFjRiBwGgUBSspLJfa5bOiWiPzAs+s24UxhqAuIRmoyfBVpMOWFbm8B9/zwCjRRkpq6jq8AfE2+JLfmpkFS7Uv3z2es6qbqnR8gDAJ2RPvQ5236EURgiNQpjl9JY6mac65ds2+4HzhwCerananBqF4GiKb4itJWPnflvko5RHl7YRwKWaeMiNNnTdVpCVzfV+Rl1jNghG+YW4XdCIR0O72uXrB1duGly9wVfDuuZ1gREkXy6Pxl0tWKzcXRdJfNwHZ5ZKb1uUoju9PeO9tJ7rzzEsuOXf95av0lZj5ysE5xcKVNb92710Obrhy4o1JykBeWiHk5lYCgRB9z+1H5IJNj9OMjtiUqumco1M1XkksJs8tu9IN7zd7XLjqchz5uKI4edN9x/mCmRiQJmJHen43YalK4OlsRqZ+8FYYslIyOhD70cLzaNb3WyeiK9HY88wS1AnBomSlRrl3pUC+P3pAV+TAp2XBtKa8syVVVe/bhlzeZKoW6WNzuM4f/dN//M/5t/+4a+s+3Y55se+8ot+Zd9jRWB7XnopFwZaQTyxFCdL+oBuH7Cg77zWDNbdC0YC2bpRQmf6jowXHuuEjzyeWqneeWxLJr0eeT0vafkdifp6VOXPh/T3fEKr7sAgMsW7Y1FpMsRZndOd7lHN2rk7M2YKsDleMoS9Sjz+83+eKElRNJQMHrYRIYcD5bMVIWpHtwOOGCFfmSnq1bcRKQJl24tFQfd+zOS3xBmQWrB6KOiQatRIeakxhARPJl1cepDP3+uliRkvu6gtKxJ0yZnDBYSH+1A/+Ya696Nz8OAzoaVGwcYjWSspSoJlzy3yhCo4fspIy0+TkZK1QXRUVh4ducXr7tx0k+OWXPs+w5xKNLwwi8nM3jpN3U3TP04w8ej2XVOtqfMN+uNaS9MOQhu/m8NJoCzsTXd40wcO5+b6o6bwMdsTX2Ls0ZOuSS2wenzzEz90DuZoX3D5z1yHWg9vdbbNbCDa+yog8N5/dbpOmMORNJVr9RkCie3O71SAVZig4z0C9JokfcOkZdx5zgcy++s59OqEg+MUKT/dyAHg1hD7xqSEnnpqCgqlHKLj2xeWS373/DQCu+ws+EH382cnb5POPphC1CR82trGNPWJPhadQWst5nlOU0FUSqR0bjqWv1yhT2j3RZ+UlMzXHlNr5eomHr89dTAK2lOBLsXhajaPYW+sO1qrUhwuzllVb5gWVQom8tFS1iEpRUqlrL1ZH0eFszJm2s2VeYVWbDyOf6wO383769S12FQo05PrmeHQ8SXvFli3V970wpGbMevvQ7VT3ljmLY3dy8aHHRY2vO2zgJ85L2fZ9DqmhrW73WK4KjF4rSFnKvUzPU0fPBphFSV/ydnfPRVabZ/ypa45X4As/9DJ9VAKMekRiMK6CfN1daTIXXhTJgtXcjXOxKpF0BnPfsq1uxrAcUGkH9bXL2+Nba6zAXr/LOHPJxdN0yUN5TY1Rk6BwO2EqF3IQGkZDEdPairVnHJewkmTbfpu9vnMXk1iEsF2zrt2XJmd17sp+/XLB1bZYmvYjTp1Dg1V5M70/Z++atCtPchi6a3Z1ZBG1BHld1raGXJ7S+TIjVjlx1IlYKLwLwxKrOZif6m/Hc84qN05LtWbIanoVxbqkXq1p/0ol1VMWTE8UBr4+Y3XDeWFfP32HG++5c966foVP7dYB8+PZU7EoWKAqDZGB/bqm3wrwdBFTUxGImCIJbK2ngqeLsZWENNRiuxtF7CuWt5FHodh/kpk1TuHBxE36pdaUm8KvHy8zJkXNa/fttufK87A1T0ktUrL6NulHQIkV3uDSsMnnXnJu607cpCPVI6+o69UVkei2vQBCCYl2Wm18ia/MJGt+dn/MVIzSfi/EisE3iwNmovnK2wFbyp88rM/tbIUYxPFWFb6cwdjzyXWeO/2EpcKxW3elctRo8PIrTo1oO+oTxxJabTTw1EeQZrO1G2zF4BzZkEKiJ0k+JY3c+41WxOpUFRM/Zl+YkqXq8fPJGan6UvqNFiu1qncATz0To60mF1R12u44F363aQgFuOpFEUa9JsPAx9t237Hd7dCQwGpTzN1+GGJKN+bVck4ydfeFzQy74jZ8rhfzujafN8ZuEs8fTsmHNUO1T0MhaKcfEyksjIQbydNqneNpxeE6dG3jsaNFeH5mOH9QyxGo96Ws1vdmHPkInkMDb00314h9MlU76tb/alER6YNbM8uz112e5GRxQqYuXm+5YFoDox7TNuHDxja2sUfse5Wi/zngJ3DgvxvAv2WtPdN7XwJ+Ckew+5estb/8WGfiWfzAI1ZDSTeJOBPctZn4tLXqhlVF2JYatWCyz2/3aEuQpBX4tAWNrcKUVeZW6PBozkJZ4uclFvNg2cVakbieWrKl+uqNR6UGpaAo1mSsdXixMBk13X4FxOr5v3ipxa5ReNAMGLRcBrimIMtNSEfQxTJsEBZurHF7RG/XubnjWw4GfJQuYeYuz8ArSTS+fLxkIrjusLSM5VbPVb0ooohI0N4qjChSuaWeR6xseAq8+74r5N85d7vWj33+CrsX1ZQTJPiJ9CN9sBpsFMTkQsoZ7YmVzTFCN5JZIkHIozjBj0UQkgVcGLkd+0AJ05tHU3pCB/bDhKaa0fJ+hS9MQhiXRCJXiaXsnLQbjNpKpPoRdqGQLwi40HOJ0vbONoFCTE8drlEnoapEzlNZKhH9boUzrEKsXn/KjtCyO6pwzcuU8QOJt+wlNFV9aEchhaTuCu3WObDXk1TcVod9hY/z0ON87I7x3nzMalErcEu0p9skNPWYDbG8sTIosQqRPc/jgu77ydL9fxSkpDXWJc2JBbcuGxEPHwhu/UFK1P5oAcH3KkX/K8CXrLWFMeavAV8C/kNjzCvATwKvAheAXzXGvGCt/X3btHwDLc9j0AgZaSKDwCeUkMd+M2bg1RMf0O24Sdnuuwsw6MRreHDkGRrKBldhvNZSTBs5rbpEJADOyBbEO9L48yrs2F2A9xY5sT5nmj62fBTmHJa+O2kg8goSgWb2G21WzTpv4a1Lkb7c9qUPVnkNPze0dl1MbRqA8hKxKMaTJOYVwZznswm5gCs29pDgFMe2pNKCVahFeOYbpnLRh52EOvbxE59W4qohk8MTjk5dxaCrcusPf+olWnvO5Q4jf13itSajzOqqTElVa2Gu1bkKSlVUsjJlpTAn8X1CAWgSY1noPBsqrQZRyFRU5km+pBKY6OW9nfXcFmXOrjg2t1UuNUmAp/nOckNRiUuyG9GQXqPxvPX5V7na5Q14iHW638aIEXplLEnD/c1Wb8hLzwqgNnPjePtkxVHTned2OUCpHWzUwC/rENO91vI9OiqXDrohpfonyrMpp3NxN6Z2LZZbCp3XMAGviiX6hetbvPc111dyOFmQDPTlnk+t81RIwGgnC7B6XqqyYKHQ55p3dZ3b+ODgW6R0+Sj2PUnRW2v/b2ttnb34TZxmJDgp+r9rrU2ttTdxSlFf+EhntLGNbewTte9HovEvAH9PP1/ELRK11VL0v68ZDFFgSHxIpUQcFss1BLnpRXja5S8nlo6UjfeGbgXsNRKMstteGOBpZy6Wq3WjUXd7RJmJxVmJOuuBL1hq2Qx5Vi7lg1XFJHUrbRIGNISHWJ4t158r5eL5cbBWQbaex1bdKWVKpkpc1jyKLc+nqmnHYh9b8xsUPtUDl/jyxcew2+9idL5+o8GsDglwABiA+SxfZ8BL6apN4hUtXdZWEq91GBbTJU2FGHfvnWLk+v7RVxxW4MpnrxKuVImwFf5A4KSqBYkSYisDcS2PLNxIUGEqNe1EHkYeS2kr7FpnIiDQnM/rc3/4gEbX4QOqw4im9qdP/8BLnEtvc3l4wnDL7f6+utV6cYCiNdKz87WsXKuZECm8C4MUo+SoUdhhFxl1qcIUHYK27rN5RpS4+6nXqyi1qyaBiHqs5UQ1/146oVo47y4sJlTywnJ1UbYTH0UfLOYZDYWm4xlMZzXWpaItwFili7dlLH3R9F3ebnLcUeOWKSiUdYxCj4lKVCZ04zwr7JphfHx0zI3f+H8AuPojL3HlsjvnMV28Ox9N9+EPtCgYY34GBxD8he/hsz8N/DQ4tGHs+XSiGF8PW8dUNOUyxh8S7txrJ7R7YqaRXHir28abuRu6CANqlEcVJ3i6UTqJR1GX04bqhMshUO6gBxTqjNvpeCzk5qfLirhRtx/r3Ktg3cMQRGbdGxGuCmYqo66yNlvqlfBq0pdZQSGB1W4Z0B85dz0IWti+O6cX5Rq/EDcoJq4yMM0XmBNH8pmRc3jfAV1O84LzsbvxllqLsrzC17z5ZbZWqQpyy+nSfa7VqLik0OvVZ10eoW1a5KoGNNoGq87I0s8wWtxMACjGNaEesGVKoNAtTisWgTo0z87xyjrX4FEoHGuJ79JrN/DVGl5VJcuZWxQvb1+kJfLbs8RjSL0YqrxbWGz321JXDT1AQWEptKEExQqvjqPVJ1B1YuxETMDNBIT6LFt9fCEyg16LnhatQZ0bWBUEzbr2mHNLepvjIiX23ev7QncOWxHRXBWVpGJck8NWlovqUdlutdjRnA/33H55rRPyzJ5bIJs9Q0eVoflNixHP58lyxXEmUtzKffFWXPGBWurHJ3MuPO/O/fX9F7lRCxmHGTfvf0zErcaYP49LQP4x++3+68eWorfW/jzw8wBJUHctbWxjG/uk7XtaFIwxPwr8FeCPWiutd2dfBv4nY8xfxyUarwP/7Lt9XwUsfYsXG4zqqzPPEmtrjjsxXXHndbbba669WFmf1rCDFf11leYIwUu4KjEKO6qqxGu51V8UjRx4sLynHTiv1jDnK82Yd323I6R5se66bIg0Y+Xla2GOJAjZaihGaTRJTU0SY6nUo1ATdnS2wRd1V6cRk+du6pq9HlHDZY598Q7YbEGh2vYWEYup6MIfHIBgsDsl3NOx3xdbcryKeEY4jYCCbwmcVOUehXbK1rDJlevu0ieh+948nYH6+spZRSl33cwXa+Zqm83WUG+jufAb8berM366npeo2+Dsods1J5MzcnlWUzFbH8wWVBpHPy3wPXdRnnuhSVnIvc5jzieSyJurv6Kf0DzRd6UlgZS9T8sxO3tKRm7vrOnsPbnq+A1qTcJqma01RqMkxJNu5GzxPkU9t0N3jFnV5k5aJ5ozCilwj5PGOnSzClEOpukamDQoPYai07vW7jASd8LrVy5xeeAg5Fc+/bq7Tt0m3tL1fqwqjx8Qlvx81Of+gatG9ZY99pSkvXfu5uLmaslqLO7K+YpnBPo6XCTcPRaLdeDhm+8zeOk7SNF/CYiBXzHuIfhNa+2/Y639pjHmfwbexIUVf/G7VR42trGNPV32vUrR/+3f5+9/FvjZj3ISHhBZQ4zPfk1W2ojx1uKiDfykZqAJMKoV577bdU0QYiUo6ochvjJRk2yJKlaYqMG56Nbun7h46/bhmInk0SgLGorndz24rJ3kfVOxlPJxqgaYdvJtsdZW4KHGQCKvwioGfPfdYyYd990100466HBRWhZV0CLKamhmi1zYCV9dNGl5TjFTXiMZsxLLc57mlGrgtw0YKRcxn7ljhBHkwi6UacFKfATzomKlpNR2HtHNXELND9z5nJ6ckIvma3QlprzjPKiqOsXk4h6IU3zJnxVKdk1uTckieVUryNUEtRovmU/cd6RAHMsTUrNWNJ3zUNchK3K6Ww42nZiIquOSn+N0QSYcBaKxW3nBWiOi8vvE++57gyhkqYRnNDVEEjsodYsbA4XYla1X1RVg8swjm7g5Op+zVsJWmoEWhuf7zgs9TUI+uOPemBU528ol9NXYdj5f4gnTMeqGvHjZydj98OdeonvZQch7vYhYquDN3ofyUm03jtYs57Qn/o5Zg73IFfYmS8vdWw91bq4ZrWEiLur6T88Mh7WGx2qJWP2YT6dr/AKIivu72NMDczaWaZlhpfqU+BWZHu7I80gacnMLj9u1Tt7ETc69hye0dTO2h0NCYcQXJ0tun7jk2gfLnLsHbqbGi5oPr2SgC96vIg6VJLy1LBjLJaxKixrmiGpCFmOpdFdFSUVHNfsLzRXXe25RSEdDYiXHTMu5jlUVMBGBxjBY4sVurEVxiPnAXYqz1NWzz+cTFsImFFVBp+/Oue23CEfiQTyZMNWCNRA2w4tDVnLn50WBUd9GkZXsDd0cdrdaJJHawFdufu7cj5goafnW8ZhUXaBefoYnqrcrOyOaAwfIqhbu/W986yahEqbYlMS4Y7x98wanSpiNhiNeuO7mAM1PFBdUVgtZErCcufMog6tMlq6V+eQ8ZSLVrrprldJjPhOQK804FR/lyWSMFZz3pcuLNeYiDrTYLhKOHp6v52UyFvv1dE6u5GK1zEmlRPbVQ3c+y6Ji97oDRY26be7XXbUnKed1MlbhRREFvCTty91L27x4yS28nZ2Qhu8WwOO3TsgKUQeeuPPdf2ZI53mXdAz8guqBO/b47kPu4n6+ey/nbdHl1RiKVrNiWlc+GhHHh+55+PLX/k86Cp/229tcuOCO9w95PNvAnDe2sY09Yk+Fp2AwRPh4mU9TO5spSkKV+hZpRalV9cxarE57WTf7zKHtu6TdfpDQ1ahO5innS7fyL8ZLwhqCnNQdgJAoUReVOQnu/avemGksmrJFsSZgzZWEMoWhIc+kW1bsqRvwM89tc/GicxlvHMd8cN+5e4fvuwJMO/B55VnnHTS8ACONi4YfMK0xAlNXUy5XHuMHbjee25TpkY7XtIQ1QYoXEis52ogFuU1iBiO3sx3cvEtHjUSYJQ3Bv69udZjP3Q777g2XoJyH5+Qqp50u7nD70J27zTN2VZL79AunvPay+3mqrsz5LOf4/JYb51npQByAz4pnLis53A1piF1mOxfbtWmQStcjarWYilpvlY2ZHbnd0a8ydpW4tF01XXkJ847bmeMSmkGtc+kzk4bmgxtHDFQy3RIXRNVIqSbyFCfnTJQEDZotdvdcuNJrx8yka/G1d92ufD6ZgejaFrFHW5Ii4JLuAAAdNElEQVTeeZBSU1lEM/f+ha0GL0gP49NXL7C35f621dmlN3wWAK94wNH7Tm16NnHaGg/een8dKocRzBTGpas5d99x5/zGvQkndRevyrTxytCSV1wUHpmenb2DjOiixvSZV4lv1VCh3+Jx7KlYFBBB8bzKOJU7HDc8RmqB3mo3OZFLnGeWY/EO1twnl7Z3QB2Jxqb4bXcj7BGxkGu3qAx+5B6Wb0mQ5es3bpIIUvtsJ+bFZ5zLOQw7LA6dG7/KSqq6M1Cnu/IKEtWorfXXcWtgY751x33379yaMK9c/8A99Ti0Vkteajhyj7PVHF9U3p2dKzRSVTbkJpdklAoJJkt477ZbLOarglHbDfzV/T2aasu2psbIhwy1aIQX+3zztmrwYRtPPIHJbo+OVZXDV8V4FTIVIOnO6pC5MBbdpItVJebKcxfo7rjPTaVSdXea88Ztt4B0BgNM4RaLw/Exlb7j4rbHzhW3aI9P3Xf53RhftPb+5R0Sze559oDUCJqcpWtWI18L1oKKydSNr5W0OFSIdeXqi+zpPM9uvkcqtmYUtniFxVMHbqsagF93Dobcu3sXgJPEsKMQ6zOvuIrEL/3WivcFWuv7Y9qJwFcmYlG3NorR6VIQ8+K2u+ZxL8Tz3f30T37jm9z74NcBeP90wsWuO6c/8plr7gwaQyZaCIYXd2jNxSb13k3u6giLxCfDLeq3D929cKvMCTXfXuDTXLp74cZ0xhekBfpy6zkGr2/EYDa2sY39Aeyp8BR8oG0MiedTy975xkcSA/SaPnkhpGAcsCOewIYabnq9gG3cCp8klmZNkNKOGChh6O9tkfTcLne57zLdUZATaZXv+hXPKeloqoIXhW+4YQxF3V0jSG2QW6q6yckaRlsSVun7bEtLMYu6pJHbEfYPnGvcDjM6Iv+IF2M84RfI5hjpDcStWk7c46IafNrZgJGK4hkrhsJn9Ach3Uw8kFK7Xj2AB3O3Yw4GDRoiSCmDkktNdz7bUZ++EHvXhu61k0XFW3fc7rpXjegorOpXIYlx3s/nf+iHwKurJBKveWmPfaFNr71+nUKSZ//867+J1etbow6xkIxnZ849J42xqh6N5jlJw3l35ckRnkIzr9tiNXFz11Go0TIeE1GmhSS0hTbduzIiRBDk0yVeX9dduLhyMScUB+f2fpdnVOHIy5Jbb76tn5f4ogDcbopKr/0QT15hsSp485Zz50MvYij8Rl+X8ce/eIHrV58DoHGhybmSoDeO73EyFyr0wohe3+H7yo5L2mIKol3xUPRGnJzdAuDmnXMSEfF8/vVrhLE7p9/6HddJcHI6JhKT9mqVM9M9ebnZpX3FYSCKKwl7iePJeFx7KhaFylqWRc4iL1nOBZnte+j5oNGE6213wcsoIvLFGSj+PbNckoRqvc1zKsFyw2pBrCx7UmX4lbugF4Tr/8FrO1i58E0bkixc9vabJ1My4cx9Y/HW7QwSaI08MkGpbRjRFEgpCnq0FTtfy/K1duP1ay5s6TdjIsXIdAy+wEuUAUb4el8xeaM3oqeKy6VgRH7RjTktJ4SSH7dnM0pxBrZxD1gVnXIgHcVBe0QiTH1RLNfCrJ43p6lza++7h6NTDAiaLpSYLo9JQj0UtmDvouvgi82Kk4cui+5JFn1vr0elMrJn52Qia71wsUNLAKjBTpe+RGDuHzkewSLq02q7G3owaGCW6mDsxHDkvntQwX3BkbcStyl0RiMuT92D0mkUtESm0mgEeCpVmmHJ4kDkMZ578MxyTqpyY6PVBeO+r9vc4upzzwKwyI7WzFAPBQY7r0q2lZcY9gwPBDF/OJ6w25eIrUJbbxnSyqUEZa4wfM2VE//dV18mV0elt/RJ1cGYCyw28GdkaoumYaimbo4PZmdcvP4aAM8/v8f777mQtt90eZmu6dATpcAb984YC9T0zemYTyuc/NToVfaaLs/1uLYJHza2sY09Yk+Fp+Ab6Hg+p1nFoRKNV70GpYAy0QpCEYu0cZ4DQCoePdOBSmzAcSMmqGvJjYRu0/3crCJCdTN6cqm3TROrDjkznXJfpCb9IKAperCu7xErw7tSl2HsR5RSKk7TnETAqrCXoLI6W50Bvvr3fTVumTTHKFGVnYWQSP56VhFIoTpW4ihohLTkytKqaKuRqgwj7Nh5B9mgSSkOiEJEJ960Ym7dcQ+PVlQ1p8EqZqkOnaOqpHnR7W4DHSPsxVzvO/gt5iWMavAm8tZUd0W2pBW4XexEALJRp8tg4NzhbHGXUmMudrcoRXkWb/XIpDptJeTTYslSIeH0dAGqZjRtxIOxGsmGEcN23RLp/gvmhsGO82J2kybdHecJBOGKoqMO1Hsx3sh5Jr6wC2mzQzR1YVVUQqKwwm9DTzt2wh7VmfMQmvIOtsuAkYBso26XB003/snJkv5QXZ6i0U+XK4x4Iju9Do3tV90cdvfwInEaFIbs0EGXq0QgrMMjFqp6BCtobl8F4MXoG7w4dPfe7u4Oz+i+/dTQfW+1mrI6cxWMYrLgeOmu06vb+/SfcSFDs3+BrKgToo9nT8ei4Bv6XZ/pScnJmdz2yx6BOOyWnZimUfnKhGs3PhRjDpnPrM4jTKfrnoO4XFEqD1CWBV093O2mUHlxB6sW4lW6ZEua8W8/MLyv8MGhLd1hWmHN6e9jV1JyygtmNdHJWUapWLy91wHjbkwjcJMfR2tx25hzKpU6i+WKWA+FpzAoLMFGIh9tVaAY11vMKBruYUsySMX5WByIaNRmXFOrd0ZBLBKOkzwjF+9kOV2yFymmFkNIo/TwxRlpfLNevEwQwrr9esGiXiyWzk2Ot7vYthtnYCD03IPu92NO7rsseZYteFdde4en6tHYGdKJ3JjG+ZKmHt48LpiqLGuXAU11TK5UqYjLc0Y9t5CXXkx1Lmr0ZpdqJdKWxLIUtf1cveje4oT5wi2guT9Zdz7G/S1MR2Kzk2MKLRY70hzZ3mryIBOd/4MJIoLi2ijm5sS9Xglw9s134Cd+2Gl3hp1n8IXiNEEPFPtXxRJbt/mrXF56McuJm5+o0UEVc3Z3Oxzcn+k8jhlsuTB0S3mUs+Mlc4VXUwraInhZdUNiLXS2KNbCyI9rm/BhYxvb2CP2VHgKgYWRNZyHHr527tjziEXHFhUQC93hW0PUdjuokQT8ZLWidIs2JgrwtSqXVUShncniU4naquZT8GeGTE2eWWk5l35knqeEwgtEoU9Y0+sK79xvdJkEbpXPZgsOah3LYk4pj6aoqjXIKBBG3gs9rARe0pM5uSC4YelT1mQgp/quJkTZmuIXs1JlpGPxRCeXeSuqqaDQmgtrY3LxKZzNCma1DmQW4mmXPytKjgXj7TXcjj8cRXjGucFBCJ4nz6zXhRpWbpYgsZpCHXuz0ylJVDM8B1jjQpRinGKlt1kuU05uOTf3WAzVn00GpKKuO75zyGDg8Bsdv0usEOR+sSCp3LbZ0W7XLULCc7FkN2KSC2ItbnUo287zyJYHtBoCJ8Vu98xtRSVoM/mKTP0jpS2JjZTIej2MPJNI3I/PjNocf+B2cWss+0NVvkZt/vGv3ndzpzneuWBoXnjWHSOcYQWbt+EY34h6D0sopuxSYDgmUzx5FV4jwuo+HHX2WIg7oQpCEG9FUNVjbuA1XKL1ueSc2+KveG3/ZVr7DrA0qxZ4VupIj2kbT2FjG9vYI/ZUeAqlhWleEfiGpRqNDs6nXBm41dWalFClOtoGL3W7QL2RVhmUWq1to0mgHvowb/HQkUxz/2TCFSXzGvq/yGcUqp/PVhmrldsdvpWXGJUWo2XJzp77++kHQiAOY7JxHQPDmRqJTktoKr6MzxOCXr1Ca2WPYvDcrpQGJS3hGKK+h5G3UWzpI3lFKQizPc9BJStTJVjPnU/14FQUnjCtY8sQ3r7vvJ/jkzMuvrar4/n0lO/oBgUHQvyt8yytmEoQ0bgdEtU4jPGEQp2Kq8mS9+44jF0libbIzGn2XX4iWGSkggSX1YLjY+cdnFLyhuJ5X8hFr9+lLTbu/nCfUVNdgt2M/kW3+81v5OS1xkNcS7RVbLV2NW8WGyhZayz53CXryvIMvyO+CAmy2LxH3nbXaZFXNGpi2smMNFRuKiwphfeozt139QYJbYEjV7MVXVHrXRi0mSmnFYvA49nrL9Ls6z5NG5RNN1fBarBOTHlhCyO0YXmgxqc73+L2Q1cO7vU79OTQrKoVaQ1j9kqsrvF47M5tMs6pSncdnrmyz84H7jsqjtnSfd8o+2vZwse1p2JRyK3l7rJkrxESixJtel4w3nITOSxgoe615sonC2oHR3XiZkggd3A2WzKvpd/LCSt13kZlRbKsL4zCiLJJpcReheEDuddBbthX9rm7N+J9uZ0PhJ2/1OwwEvx2tlxwKjf54WRK27qbtNlOiQWDLUpBsCfluo5fnS/gotzWaEgmgJCX1wzPBYGYlovIwztXv8MgwErWamEtM1UUTgQffuP2hG+pE7NYZFxv1XgDD6PSSCcwLNRSPb7jzqfZadJuujEXxFQa31l2Tn4m3ciJ5eCOc6VzMRH72RHB7Vo111+LrjbT0lEoA8VRzkWFUEeiYd8ddelc+xQA2bDBsHLnWQa3uXr1FcB1TyaCNDdztUXnCwoRq/irhFQLVlhYVqpcZWlEQ+CzSKQ22bBkqOsf+sWaNbv0PKqpu65+y1KpcpWKKm7gx7wkIZvTEDpi2I48j4mqUSOFhKNGyVIclY1BBzOrKe08bCV1LgvWaKHSvRf7MTwQGc4kY6xzOziaUQoks7dXMrVuwzlQt2cnqYgCN2/DoccfUofxC5ev4evnyrSZLT7Mg/TdbRM+bGxjG3vEngpPobQwtSV9z/s2xDXwyLSyL1olSE/AziaELbcK1oIsq3y5DiVSqrW8VtIKGKiGVJQNfLlwmRpcTKtBrqRVVhSYwB1jb9jimypl3j065+Ytt5sWKhtOyFha97k0zZkK33Dz/oJ2x+0O7aSBp174cCpZMROwXIiM9fYJk7FzVUf7ExDBS6tOqPqNtTSb73uuFRRgVkLpPudVi3XD19dvu3N8++CYTKXFvm8YNN3OlrZjpuIsmPuGRejOv+68ax/NKAbu54g2gRp7PFusG6nOqjmxVLUXQmC+PZmSKhHX8jNWOt48XXBDu9/p6YRTaU4MO+7/waXPsDdysPPzMGBHmBTjz0mkx9k4b+LrIqfH7rsiP8JKX7KcwKRy5ctGOqA5ENK1k3N24ry7Zc2oPezhS44uW5bEsW6YKKZQGLCaLKgEEa/l7nuXoFW4Y2cPDT3RNSdBQSGv6Fzowf/hH73HF/6VLwJQ5XtrLItZZZTSivSKChNJyk6drb0XX+CKvMrzkzuc3XfXMgsjPCVKaSYgb8sXkc/B2QlLebFVs8G1V12DVe/iJebnLnQjbtFdw/Qfz56KRcEAfmlIV5bdobgPWxG5Jm3hV4QSHJksPTzV/UNp6i2KCl+diEmnRUPw4EbLW2fnu9YyFgw2Wzk3rNkKqQSDDhuwP3Q37HlxQvOh4K5HMzIxJBlpBmbLgLnq5iUBY4mlfHAw4eVdB21dFiXmyN2wkW4wP2gSCG8QbRusCDkePJyQCG9gxMpTZWPCWr58B4KlbrBOSg1FqcIET4xNUR3O5HYtQtPY65CHEuMtfBDgaD6frMFJU+se7tuLM3qikNr1DHlPuPzukEFbOYPBlLJ4F4CjWy5evnc8oaXr1B91aGZuwfrg7hljgcvOSo9MfcYXPuV6A56/sse0xossZpxVbo5m5+c0hfePd7cJlFNI52KeykpQVcf3KwJpcFp8clVJqswn2hapi7QmD+8fUgrgtsjmDOfKr4QJTYWT1k8p60VZ3aeNWUgoiLIJY8KtWg2muRbbrWnW3z445daBu/euNk6xc4Wr9oDIc/02Qcfi5e7+qwRGMkFA97ln3fvtBp7vFuTPdVccHbqH/uHZlEBM2Udjtwj7mV2383d8j+de/kMAjF58nQe33aIw9w7pJy/zUWwTPmxsYxt7xJ4KTyHwYa/rM84su0oidjveWqgljSqMXOk0CqiUwKqE0Csmhqa0CpvGJ9OwwsmSpK9wJNri3sSt0IsHzpXrr3wqMbKUWURXCcHjueWtc/e3y9VyLWNWa1IEwzbLmXs/6feoRDt2P7Ms5K5mla0Jg5HINVEBe4IrRzvxWrQm6Via4hfMlE3OzwLOlq4O3l1NaWy78YXnjTqSoigrzpSIUh6SS9s9MiWqItugFGIx9ysyeVtlbsnkNZVK7LJcUfWdm9zqhpzdfM+NNWyx33DJwXsPztbS29ekOxnYB7QEwVuVMD9zc/je+JSGmrEmnmWlZNxzF5wHEl++RHHm5pDhFkPrXP+jW2/RVaPRsHMZJBG4lHxcvpwQp24ulnnG+U03R4EHz4ycRxNv9WiGzlPwh+54w52CdOnc8uO7Mx4eufHN33yb/p7720ajuU6gJkpcH/gBN8/cvLx/PuHaXArUx5O1EEjdHHeYJhy+5YhMnrv6IxTlDXcOy22qrq7raUkuyTo5PATJklyJVC8K6fUdfDrlNidTd4x3f/ervHekEFqoys9cGxFccV7F3oVrNPf76/O5Pf4aAIOtz9Nqa54f056ORcHzGLYbpKcrVAnEBIZSjvLRw4xQRKHdto9R1aEmJZ1UFcWxyjt4NJVgeJgk9PSgz+YFHzx0taXOZXeTD7pD+urUG49TGKgsluc0D92DHrS7+MLMV8r6X750gZ6IMk6XM9IjlyfoYDlTWFGMDG1xF0Z64M/vj3lLmeNRq0W7o9jSNNdMT1YP1aI4IVdfg5+URFMBrnZjyjOVH/0m2cyd20oucLc9ZE6tXGSoFB6YFCqFQaVNsTqnlTLTWa9JS3Dm8mzJtMZrlSVvfsPdYIdnJWOpIlVa8eLFioGEV3otQ1ALBLcjQmXZp/OCxkh8jPsOk+9bn1JhQt7pUUh4dn6eUYhDM3o9Zcu6vwkFzjo98/B66r70RrTnIrqtGjRf/6y7fnGHSvyeVhuIbXp4uStlbjcn69xVmp+SKMZPwopC5T7/ggP/tMYnnB67a3o0M2yp8/vhg9ladt5oLrys4pfeeB+Az/7R1/BW6nlp9wjVqVhV6VppLFC4aoqKMy1S9jgly9xD3PC3ePn1FwGYnZzycOUWwP1LLhfzwuXnyBrumj33gz9BOHCLScmE05Wbz2c6DTIBwB7XNuHDxja2sUfsqfAUrIHcL5mWBb99z+0CX/ANtu9WUj+ouK/dutHtEsldbUQuOVWkGXuiYMtMj0SwZL9qEmYu4bJ8eMpQWdirz7vdarDXZaLEmI2hs+tW88Xbt7gj7UPjsdYM9PX54YXLFHuSrX94H5NrF69mHAvmPAtz+sqoo4RS0J1SCT4bNz2WuTgEopx06jwd1CRj8THqvoxsVGOeWGURpVzxclEwluvqdd1c9bL5Gsg0iGKq2msoc/Cc12CDgKLhdqtprWYdWJoS3JmtcnZGCkH2rrIduuTnp5oJi0P3ueNcXZbLJWNR4Z3NDngoOPLlbpPfuOvm/ub5ku3KJdp66gy1QcCg6Ty2tPRADWjvHz1gR41n8a2IjsIUv+0+F6ZzMlU+2rsRsTw2yoDFmUvsBv0KRIVX6poFPhhBhk/PTyg0b/12k+bIfUexSgkFvY4G7t66+62HvDmRNxX5HHkCzpUZtbS1EcBonhXcf1hzOzbZlap4MorwjKDiSY+uZO9KzavfKNl+yTVSVcyZ3XAcjvmNN/nGP3oLgHfv3GEoT+DFV5517w/7PLz5BgAX/IrywHFV3D0pWKiVOAi3CLzap3k8eyoWBR9Dn5BBUKy7HVeZx8lYgKWyIlWb6ZGZs7sjRJKCsm0bUio7HQTRmucwLlNSxf5REHL5oosvQ4F4Zqf38aVFeOmFa8xFLNJOvsqe527C49CnFPFG5dVglTZbAzfp426PacvdCMn4iC2dp298ilzAGwFpWjagP1BJrt8kbrsHhTgmk5js8sBx82fHJ1S1JmQ7oFT8WpFRqQx5NJ5xfuCARYlIU1bznJbi4a1uTDF135sVFaVc6WZUkanSYMUINGuXpALp7G9v0eqo1dd4HCfq+dh/niJ1N2x04sKgh8UEryaG8QMaIoA5bSSUyvDPipRtCbcGUmMa9LaYKczzsjESXuJi1iNRn/S8hNKq/KyeBDM/5lQxeeCf0xFbFtMlaVwDj2IaQsN6dakz8PGyun/CMBOqLaWkKRLboNGkkujt6QOX4f/6V97m9LQmeQ04eNPdT3nlk0iLoqlOTN+zzLTQ3z64w/4lV4kqVyvKubtHbDShqnsi3JmTzVLOZy7/MH73iJXQjdXRA86UQBp0m9htlzMJhaoM4j1afbdgHb57zP1TxyBVNC7R33b3lhfE5J7Kmo9pm/BhYxvb2CNmvq0N+wmehDFHwBw4/oROYbQ59ubY/z849jPW2u3v9kdPxaIAYIz5bWvt5zfH3hx7c+xP1jbhw8Y2trFHbLMobGxjG3vEnqZF4ec3x94ce3PsT96empzCxja2safDniZPYWMb29hTYJ/4omCM+VFjzDvGmPeMMX/1CR/rsjHm140xbxpjvmmM+ct6fWiM+RVjzLv6f/AEz8E3xnzNGPOL+v05Y8xXNP6/Z4y0zZ7MsfvGmL9vjHnbGPOWMeaLH9fYjTH/vub8DWPM3zHGJE9q7MaY/8YYc2iMeeNDr/2e4zTO/jOdw+8aYz73BI79c5rz3zXG/G/GmP6H3vuSjv2OMeZP/EGO/f2yT3RRMK6T5G8CPwa8AvwZY8wrT/CQBfAfWGtfAX4A+Is63l8Ffs1aex34Nf3+pOwvA2996Pe/Bvwn1tprwBj4qSd47L8B/JK19iXg0zqPJz52Y8xF4C8Bn7fWvoaTD/1JntzY/zvgR/+F177TOH8MuK5/Pw38rSdw7F8BXrPWfgr4FvAlAN17Pwm8qs/8F8Z8RELFJ2HW2k/sH/BF4Jc/9PuXgC99jMf/P4B/FXgH2Ndr+8A7T+h4l3A35I8Av4jjlzkGgt9rPr7Px+4BN1Ee6UOvP/GxAxeBO8AQB63/ReBPPMmxA88Cb3y3cQL/FfBnfq+/+34d+194718HfkE/P3K/A78MfPFJXP+P8u+TDh/qm6W2u3rtiZsx5lngs8BXgF1r7QO9dQB8NEXOx7f/FPgrsCZP2gLOrLXqrH+i438OOAL+W4Uv/7UxpsXHMHZr7T3gPwZuAw+Ac+CrfHxjh+88zo/7HvwLwP/1CR37seyTXhQ+ETPGtIH/Ffj3rLWPMFBYt2R/30syxpgfBw6ttV/9fn/3Y1oAfA74W9baz+Jg5Y+ECk9w7APgX8MtTBeAFv9fF/tjsyc1zu9mxpifwYWwv/BxH/uj2Ce9KNwDLn/o90t67YmZMSbELQi/YK39B3r5oTFmX+/vA4dP4ND/EvCnjTG3gL+LCyH+BtA3xtTdqk9y/HeBu9bar+j3v49bJD6Osf9x4Ka19shamwP/ADcfH9fY4TuP82O5B40xfx74ceDPalH62I79Ue2TXhR+C7iuLHSES7p8+UkdzBhjgL8NvGWt/esfeuvLwJ/Tz38Ol2v4vpq19kvW2kvW2mdx4/yH1to/C/w68G88yWPr+AfAHWPMi3rpjwFv8jGMHRc2/IAxpqlrUB/7Yxm77DuN88vAv6kqxA8A5x8KM74vZoz5UVzY+KettR8WYfgy8JPGmNgY8xwu2fnPvp/H/p7sk05qAH8Sl5G9AfzMEz7Wv4xzG38X+B39+5O42P7XgHeBXwWGT/g8fgj4Rf18FXcjvAf8L0D8BI/7GeC3Nf7/HRh8XGMH/iPgbeAN4H/EKfk8kbEDfweXu8hxHtJPfadx4pK9f1P33zdwFZLv97Hfw+UO6nvuv/zQ3/+Mjv0O8GNP8r573H8bROPGNraxR+yTDh82trGNPWW2WRQ2trGNPWKbRWFjG9vYI7ZZFDa2sY09YptFYWMb29gjtlkUNraxjT1im0VhYxvb2CO2WRQ2trGNPWL/L8Ryz403Alr2AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2810/6331: Discriminator loss = 0.7826 Generator loss = 1.4514\n", "Epoch 1/1 - Batch 2820/6331: Discriminator loss = 0.7422 Generator loss = 1.4865\n", "Epoch 1/1 - Batch 2830/6331: Discriminator loss = 1.1059 Generator loss = 1.7750\n", "Epoch 1/1 - Batch 2840/6331: Discriminator loss = 0.9874 Generator loss = 1.1517\n", "Epoch 1/1 - Batch 2850/6331: Discriminator loss = 1.0512 Generator loss = 0.7952\n", "Epoch 1/1 - Batch 2860/6331: Discriminator loss = 0.7972 Generator loss = 1.3838\n", "Epoch 1/1 - Batch 2870/6331: Discriminator loss = 0.8052 Generator loss = 1.3474\n", "Epoch 1/1 - Batch 2880/6331: Discriminator loss = 1.2513 Generator loss = 0.6153\n", "Epoch 1/1 - Batch 2890/6331: Discriminator loss = 0.9708 Generator loss = 0.8989\n", "Epoch 1/1 - Batch 2900/6331: Discriminator loss = 1.0894 Generator loss = 0.7947\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 2910/6331: Discriminator loss = 1.4943 Generator loss = 0.5073\n", "Epoch 1/1 - Batch 2920/6331: Discriminator loss = 1.6738 Generator loss = 0.3386\n", "Epoch 1/1 - Batch 2930/6331: Discriminator loss = 0.9996 Generator loss = 1.5352\n", "Epoch 1/1 - Batch 2940/6331: Discriminator loss = 0.8619 Generator loss = 1.1498\n", "Epoch 1/1 - Batch 2950/6331: Discriminator loss = 1.1176 Generator loss = 0.7274\n", "Epoch 1/1 - Batch 2960/6331: Discriminator loss = 0.7994 Generator loss = 2.4683\n", "Epoch 1/1 - Batch 2970/6331: Discriminator loss = 0.7022 Generator loss = 1.6970\n", "Epoch 1/1 - Batch 2980/6331: Discriminator loss = 0.9662 Generator loss = 1.1032\n", "Epoch 1/1 - Batch 2990/6331: Discriminator loss = 1.1725 Generator loss = 0.6658\n", "Epoch 1/1 - Batch 3000/6331: Discriminator loss = 1.2540 Generator loss = 0.5858\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3010/6331: Discriminator loss = 1.0530 Generator loss = 0.8295\n", "Epoch 1/1 - Batch 3020/6331: Discriminator loss = 1.0988 Generator loss = 0.9190\n", "Epoch 1/1 - Batch 3030/6331: Discriminator loss = 0.9845 Generator loss = 0.9849\n", "Epoch 1/1 - Batch 3040/6331: Discriminator loss = 1.1895 Generator loss = 0.6766\n", "Epoch 1/1 - Batch 3050/6331: Discriminator loss = 1.1978 Generator loss = 0.7653\n", "Epoch 1/1 - Batch 3060/6331: Discriminator loss = 0.6715 Generator loss = 1.6637\n", "Epoch 1/1 - Batch 3070/6331: Discriminator loss = 1.4577 Generator loss = 0.4631\n", "Epoch 1/1 - Batch 3080/6331: Discriminator loss = 1.1146 Generator loss = 0.7196\n", "Epoch 1/1 - Batch 3090/6331: Discriminator loss = 1.0108 Generator loss = 0.8468\n", "Epoch 1/1 - Batch 3100/6331: Discriminator loss = 1.5872 Generator loss = 0.4041\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3110/6331: Discriminator loss = 1.4154 Generator loss = 0.5007\n", "Epoch 1/1 - Batch 3120/6331: Discriminator loss = 1.1107 Generator loss = 0.7838\n", "Epoch 1/1 - Batch 3130/6331: Discriminator loss = 1.3664 Generator loss = 0.5078\n", "Epoch 1/1 - Batch 3140/6331: Discriminator loss = 1.0879 Generator loss = 0.9050\n", "Epoch 1/1 - Batch 3150/6331: Discriminator loss = 0.9756 Generator loss = 1.0631\n", "Epoch 1/1 - Batch 3160/6331: Discriminator loss = 1.1317 Generator loss = 0.7282\n", "Epoch 1/1 - Batch 3170/6331: Discriminator loss = 0.8043 Generator loss = 1.1889\n", "Epoch 1/1 - Batch 3180/6331: Discriminator loss = 0.8666 Generator loss = 2.7612\n", "Epoch 1/1 - Batch 3190/6331: Discriminator loss = 0.9035 Generator loss = 1.2596\n", "Epoch 1/1 - Batch 3200/6331: Discriminator loss = 1.4176 Generator loss = 0.4957\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3210/6331: Discriminator loss = 1.3673 Generator loss = 0.5743\n", "Epoch 1/1 - Batch 3220/6331: Discriminator loss = 0.9980 Generator loss = 0.9807\n", "Epoch 1/1 - Batch 3230/6331: Discriminator loss = 1.6304 Generator loss = 0.3948\n", "Epoch 1/1 - Batch 3240/6331: Discriminator loss = 0.8455 Generator loss = 1.6664\n", "Epoch 1/1 - Batch 3250/6331: Discriminator loss = 1.1041 Generator loss = 0.7711\n", "Epoch 1/1 - Batch 3260/6331: Discriminator loss = 1.1978 Generator loss = 0.6557\n", "Epoch 1/1 - Batch 3270/6331: Discriminator loss = 1.0735 Generator loss = 0.8633\n", "Epoch 1/1 - Batch 3280/6331: Discriminator loss = 0.9634 Generator loss = 1.6459\n", "Epoch 1/1 - Batch 3290/6331: Discriminator loss = 0.9368 Generator loss = 1.4389\n", "Epoch 1/1 - Batch 3300/6331: Discriminator loss = 1.0908 Generator loss = 0.8282\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3310/6331: Discriminator loss = 1.0369 Generator loss = 0.8144\n", "Epoch 1/1 - Batch 3320/6331: Discriminator loss = 0.7840 Generator loss = 1.4149\n", "Epoch 1/1 - Batch 3330/6331: Discriminator loss = 0.9487 Generator loss = 1.0233\n", "Epoch 1/1 - Batch 3340/6331: Discriminator loss = 0.7650 Generator loss = 1.4163\n", "Epoch 1/1 - Batch 3350/6331: Discriminator loss = 0.8443 Generator loss = 1.2821\n", "Epoch 1/1 - Batch 3360/6331: Discriminator loss = 1.3547 Generator loss = 0.5263\n", "Epoch 1/1 - Batch 3370/6331: Discriminator loss = 0.8792 Generator loss = 1.1861\n", "Epoch 1/1 - Batch 3380/6331: Discriminator loss = 0.8370 Generator loss = 1.3916\n", "Epoch 1/1 - Batch 3390/6331: Discriminator loss = 1.1597 Generator loss = 0.8131\n", "Epoch 1/1 - Batch 3400/6331: Discriminator loss = 0.8661 Generator loss = 2.1749\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3410/6331: Discriminator loss = 0.8289 Generator loss = 1.1389\n", "Epoch 1/1 - Batch 3420/6331: Discriminator loss = 0.9101 Generator loss = 0.9520\n", "Epoch 1/1 - Batch 3430/6331: Discriminator loss = 1.0154 Generator loss = 0.9311\n", "Epoch 1/1 - Batch 3440/6331: Discriminator loss = 1.0098 Generator loss = 0.8789\n", "Epoch 1/1 - Batch 3450/6331: Discriminator loss = 1.0523 Generator loss = 0.9053\n", "Epoch 1/1 - Batch 3460/6331: Discriminator loss = 0.9049 Generator loss = 0.9846\n", "Epoch 1/1 - Batch 3470/6331: Discriminator loss = 0.9535 Generator loss = 1.0093\n", "Epoch 1/1 - Batch 3480/6331: Discriminator loss = 0.8127 Generator loss = 1.2427\n", "Epoch 1/1 - Batch 3490/6331: Discriminator loss = 1.0085 Generator loss = 0.9533\n", "Epoch 1/1 - Batch 3500/6331: Discriminator loss = 0.9902 Generator loss = 1.5048\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3510/6331: Discriminator loss = 0.9139 Generator loss = 1.4831\n", "Epoch 1/1 - Batch 3520/6331: Discriminator loss = 0.9107 Generator loss = 1.2081\n", "Epoch 1/1 - Batch 3530/6331: Discriminator loss = 1.2155 Generator loss = 0.6560\n", "Epoch 1/1 - Batch 3540/6331: Discriminator loss = 1.1747 Generator loss = 1.4093\n", "Epoch 1/1 - Batch 3550/6331: Discriminator loss = 1.5065 Generator loss = 0.4550\n", "Epoch 1/1 - Batch 3560/6331: Discriminator loss = 0.9565 Generator loss = 1.3943\n", "Epoch 1/1 - Batch 3570/6331: Discriminator loss = 0.9104 Generator loss = 1.0418\n", "Epoch 1/1 - Batch 3580/6331: Discriminator loss = 1.2208 Generator loss = 0.6318\n", "Epoch 1/1 - Batch 3590/6331: Discriminator loss = 0.7479 Generator loss = 1.3604\n", "Epoch 1/1 - Batch 3600/6331: Discriminator loss = 1.3279 Generator loss = 0.5569\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3610/6331: Discriminator loss = 0.8307 Generator loss = 1.2953\n", "Epoch 1/1 - Batch 3620/6331: Discriminator loss = 1.8273 Generator loss = 0.3307\n", "Epoch 1/1 - Batch 3630/6331: Discriminator loss = 0.8522 Generator loss = 1.4810\n", "Epoch 1/1 - Batch 3640/6331: Discriminator loss = 1.3538 Generator loss = 0.6207\n", "Epoch 1/1 - Batch 3650/6331: Discriminator loss = 1.0826 Generator loss = 0.8002\n", "Epoch 1/1 - Batch 3660/6331: Discriminator loss = 1.3953 Generator loss = 0.5953\n", "Epoch 1/1 - Batch 3670/6331: Discriminator loss = 0.6616 Generator loss = 1.7405\n", "Epoch 1/1 - Batch 3680/6331: Discriminator loss = 0.8219 Generator loss = 1.3113\n", "Epoch 1/1 - Batch 3690/6331: Discriminator loss = 0.7793 Generator loss = 1.2937\n", "Epoch 1/1 - Batch 3700/6331: Discriminator loss = 1.5319 Generator loss = 0.4553\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3710/6331: Discriminator loss = 1.2319 Generator loss = 0.6328\n", "Epoch 1/1 - Batch 3720/6331: Discriminator loss = 0.8164 Generator loss = 1.8075\n", "Epoch 1/1 - Batch 3730/6331: Discriminator loss = 0.9565 Generator loss = 1.0674\n", "Epoch 1/1 - Batch 3740/6331: Discriminator loss = 1.0587 Generator loss = 1.9816\n", "Epoch 1/1 - Batch 3750/6331: Discriminator loss = 0.7943 Generator loss = 1.3211\n", "Epoch 1/1 - Batch 3760/6331: Discriminator loss = 0.8481 Generator loss = 2.1855\n", "Epoch 1/1 - Batch 3770/6331: Discriminator loss = 1.2676 Generator loss = 0.6542\n", "Epoch 1/1 - Batch 3780/6331: Discriminator loss = 0.9134 Generator loss = 0.9805\n", "Epoch 1/1 - Batch 3790/6331: Discriminator loss = 0.6526 Generator loss = 1.8661\n", "Epoch 1/1 - Batch 3800/6331: Discriminator loss = 1.4846 Generator loss = 0.4577\n" ] }, { "data": { "image/png": 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efAuAvYMe45vCeIOwhxeIGYDr4EUNdEwZT2BA35+qwDTRo1GL+lJNVmNxPY18dOT9xlmbAbIxPjq6wccfiWCpshJ1f5E1eJR1TtmTA8205OxSmMIiWFLpPvP9YHPQh7p2tZuRZSoMbI0vWw+bB7g0IXNLVxmc/oy0MuTqR5msMz69L2HIbNdSNCA5p8ZvxXwR2poPW9rSlp6jF0JTMEBUWTqdITt9cco9XSWcL0RyTVcp5Uo4bcuxBLWqbb7CPSMPRx1crBbYtjqZVks8VWHDnSH7iLSNFQtw8fSM80QcipO65PJKzRUMUV/U63w152IhXuK3VOsIjbNR88Ouw9FQpO5uf8ThS+IE7A72CRo4siIT3SjEaiydqqRStdQNnA1212jsm6oWiKC8Nf2OmDY37xzz4RPRdDzTIVVUXBOR6XgBvmI6osDBKlDmcVaw1PceWIMbqwnWUZMoa5GvRBXNqs/AlwtLrCpUEdYb7EWdy7064w6jsAH81KyszGHXh1y1HutmeCp/BrHcK3UrYpVgg1YXW4jEu7peUSvyFKdipGv57bdl7b7x899gZyRaQ6ft4uuye2GGVQCQ63nYVDUnNcEol7iqedVliq/mSlUlhAoiq4BY19hXraLbbnOhDurxYEhbx58kKY1HMGzL+wftGK9RFNZz+Q4wXdQEKn67A49RIN+v6iZ8EWAU6xEHLnEtz6jahpk6K02RkSoSV+EWBFG4ia5Mk5z5tay1Y6cb/E1ORJx8Mdn/QjAF13HotiLqxDJvyyHt7d2hfS0Aoix16PbV8+87uIEeoLIJUxqswoTraIVZKpDHqzF1k/tQEURy0Du3xSat3YDZYwEmnf7wR/zoQqHLxqMXqLd87TJLBXZbVbJx791/wr6iFN/ee4W7CjUd9geEHbFJPUpYqw2vB8+6HRwNZZLmGG/jZsZ11I7OdAG9Etvg3q0lCGWRO50AcvVCxwFeKIfb78jfhw7kGsrdDXyuFFIbWJ+e2vBhy8cthQGUiTC0q2XCVJlwkVU0KMW45eD6ChIL2pwpg6waVGFZULfk75EPZkdzKlYpU/WZ+KUhUnX+QDfxPMlpq4k26vc4mzZIzhKrh7Tfjnn9rTsA3L4razba28PryKHxbYDbknVwoj5GzUbyCqN+J7sJvTpYRVi6LUOVN6FYj1oPjetCUjTmm/w9z2uyUrjC4SjiWAXAg+qMRtGOFHg26noUytSzxZq0yUsxBk8BbJ0wotORvbxUU9lx6s1aR0GEo++fZdBtQHuOxag/Kmj8Nq5lMBITdZHmnM5knPlqTqzh7sM7x6T5F8uE3poPW9rSlp6jF0JTcIwhDgPCuIZSpE5Vp6SKsOm2HcY9cSq2whaBL1KgAbE4uY9xNTcgj7CIxKOIsIGocMYf4/ZUNZwJ52z1DuldyXfzzDJbivplK28Du/VjWHx6qvcW0Mlkveagr97wu7cZd4QrB34Xr0mESA0mFolQVeqcC0uMOk/dKKQudWyhg6k0hyFQCUyIDZ8lzFh918gdgjr+Ht2/YnxHJNfxiUiMyUXJsC/z04lcFpqgNexH3PDFBElsja+aztNLkfyzqxWpRkAG/RZu44gzAeMDNaXSivri+QxVLLQ1C893Sgp1fNVlgaPxdI8KU8gctLsyJ/OiwlNtLM0zqrKJPtS4CnTaG3Q5Vol9c6BgpJ0+TiLXgm6M0UiSCRxMY27Fwcb+aZyZ2BaOr05O2mB0nGsHR828osoprGhZaSWalM3mWL1mTEmseQfh1KO0TTKW3NXUPtfXkqC2rLJNNm+n2+bO3WN5j70dklSjHQpMSmy5iUi4LQj1NYrQo9XYcVVBYdQZrY7NKvYo1QQ5GPeZrmT/lsZS1rKvh2WbdL8xQz8fbTWFLW1pS8/RC6EpWGupipzrhYuTSxhnsD9gnmjii+sz3BWJWPkxQV+kYqTagw0CnCaVzwmxmb6WB6VKFYecShF9hToXs9Wantrib710kwcXwsHfPX9Mos/udkNakWgIGqLGd2BPbePO0AeFnTrGx6qjyY08csUyNBDmMkkhbDSBlmQYAWZpcVQ8GE2+cQIfq8tjOiG2lHsE7Ug8gcDDs/vUntrwmvXX8zxOhhKaa1ceE43C7Ycx56o1eF6Bp3n4q7nG3esUR2HO2arEc+V+SVXQ21WbudPDjSXRplRY9dXkgsmZSOBpvuDBdKFrVtM36uSNgk3Y0q9kgmLfYan3aAcrYsV6OMZsaiGQFyRdeYFQcRGOF+DvqXbgtXAUv1KnBU7jgatCTKzhXoXHG7eGQjQlExis4hScTgWoX8YmhLPGlyLagVsVOPJVTp+eEqsvot0KCdR7aFINCyaXTGYyF7aqGKvG9tLhPiPVMPa6bR6pz6dUGLipMyor75+t3U0Ke1El2AZNmqwwGgPtjzXBLq9JNP/UtwWBQtbLGhL1P0yLK3qtl/ki9GIwhboiW8yobEiUy+Sk85rJVA5vELj4nmyEfF1ykd0DoK/e3XBwTNBVAE0cYdQRVecFlaOMYHrNciGApNWlbNyyzvC7snCvvPk6TzST7XQ25YPppQ7O4t8QkyZbyILf2Onz1bfFubi7+zK+4hvygk3tgSoLyDT3oUzkeV7JJo/fmJR2Xw6v8WrstajxcU8claYucXRjl6uCqpIDlMwrrtdykFfLAk8P21ijE4NhSKyQ2cgJOVBT6d4iY5nJfLm1C0Y2ptWNNOrGGLXAFllG2hRFqVKmp5Lz0T5ps6s1AsqejL2qa1YzGfvV1RqjzjXfDVipibFeLJlrQruiqoldQ7ZqmJRPtyP39VyXvma5DsKQX735iny+IfBh6wekqTpa8xW1Qrrb3ZBQvfpeVOMk6oRuUssrBxRDUa0zak3VzvOYrBK1O1nnGygxik2IOh1KxW9czVZkyoT77Ta9SOa+0GjJapVvcjGiIKKv5mMQhjx8Knvgo/uXuIrZyEsZQzf0yRVKvVwWWM198B2Dp0KCJCXTFNVr3ZqudchzGbupy00dhrpyNqntp7MCzhqz6fPR1nzY0pa29By9EJqCMeDHHukipRaYAv6qIM8VKdduk6qqFicpVxPhsKePpBxWb+8xhzsSuureehlXnU9VviR7Kiiv+XLORLl13dW49DrBzZsSZTG3DgXd99bNKx5rsZTADxhp8o+jhTveOj7k7ksSIgsGlkKz02bTGacKc72+nvOThw8AuJyLxlOWsNsVp93Iz7n7tqh1+8M+bdUQ+gq5TaOSZCKS9N3v/xlnDyR06ocxP/xI3qndiRjvye+min9o74ywiWg8vtemp2qrd/EpXTWxBvvdTXJYR69drFfUq1Tf2WevLQthOxmpJn+FgcXTYi8mEs3kuNvjsWIT6qsVoSuqbVlnhFq9ybEeVrUmq1WhYt+SajJP6LfoKcIS+6yS0d1Xjrjzq78q91PJ/fC9+/z5U0EVPvrxPVqK2Dwc9TkZyz2Ojo4YHsta+rHMtwlC6kITt+ZzphPdFxfXPHos4dAkWxGptjHQpCunPWJfQ4ctxzD0RUO6SEvunoj2cu9c1rei5rAn16jqjcTNa5drxaqkyyWZ1jdw1EyYtzw0t4rCuHQUC+EYZ5P8tCoqMi0q5KoZXNbgqiNylacYLRvnG4gj2bOdUYfsCxZnfiGYAgassSyrlCZd7tGjRziqfh3s7zN5KCrQdTbD0eIrC42Dr967xh7K5xtRj9ZQDkpxdUqtqjtFzXUli+dfamy742AquVe3FdDTDXvrxgknj8TUcKuaA80e7Kt9Oz7cozuQTeOZDutU1OeziysuL+QZFxczCvUGX05kM54+fsLHyMLeGPY5OxdP9Zs3D7nz2lfleVqk5JP7D/i93/1DAD68uOKdt98E4NuvvMKfH0o05N7pBUeKt26pf8VcPmU8ksNRupZuWyMjUcUvvCT+gL1Xb3D/VOYlU9V/OSs3OHrX98gmojJ3HJf2QKHSt27SVyaTzOQ9Hqyu+VCjM588uaDSDdhqt7gxko3Z8x10bzPsyTXTjuFc5rgVden1ZT4xNZH6Mw6iNm3FFmSaZZiXE/YLWSd3fx+FobBapdybfSprSY6vmIzuga51kVGovT999IAPPpb088rGDPclMnDY7pDONRozE5PJrw29jjCC0f4eD6YiiPIqJdYhty9lbHt7e7zzrTcA8JaGP/7BDwD4yYMnXGuGZuQ6WGUXeoapinKDacB7BmTLHChXcj1N8s3vOuoH67XbLDQbMrMFTVVQ4/p0NHU6zkPqdlOL7PPR1nzY0pa29By9EJqCtVDXNbGF+9cioT5KV/ydd74JwFe//gofvCec/XReQaTYAs0TP+hBfS6ceOfmFa2BaAr+0S5XPxYz4OGnn3A6FUn/48uPARgGIcdNrYP9m+wcSXLNjaDLq/fEm3O9PGdvVxOvApG6u0GfQNXnIltxfS2S8uL6KY/uiVr6ycMJ140TSGvrvX54RKpYiGWxojxVz97Q5ytaj/JKsRD/6t/+Kd//8FMAahuSpfLO8/NLfvkV+W59/pTFlWgmb73xNQAu61PqTCR+azAiW8rvWtTs7su8DA4HLFWdvZafM81SSpU06bpgoAVvb9/cZVXI/cIMdtSsmKnamtzf+O+4dXTMRM0YP/JxtBzb6XzCy/tSQLW3J47dCB/vQMaTrAt8RSO2/YBIA/8uJetasRwrjUoFAatSsQBPHnOq3vfD45u8/ZqYY37bpdQxN5pi6bQ50z10OZtQVaKx/OCDj/Eeyv2OezGBOjm7iqfIKvA0SnC4s8ePfvSBXE9zDtXp6ozlnYZ7O7x6S97zwftXzCcyuY+vZ1Sa+Zl7AS2NXDXRifOrxyy0lqQfueypSeR3YqyrDsiyZrbUor7Xok6v5gmeZkAOfI/EaYrksHHitoI5hcJ2Pi+9EEzBASJrKYKI9UQWcbVOefWW2IW33nqNVDfFid3FKuQ5VI+2m1zj5Wq3z5cUK7ERnbqHq9GHwHU5flnU56AtabVJvSLPVY2enlO3Fa7cCjFWJnV5NacfarhPQSy4JYFi8tP5FKOebq82LBS81BtFtIyEToOOVpcOu6wfi1papy3qkah4v/zVr3P8xtsAfKplwxeLOaNdGefdl1+lr8UK08WCnaEczCLw+OihMKGvviUpxPujNoUWXvE7LTgX5lbksKeMJ3ZdAo2z7R7KBr3ztE+mimMGHKt9fvPkJqnWhByP+oQKee73m8xIw0lXxnM42GWZaMaga4hj+ZxePeGwyRhVM+FyusJpsjk9FxToM4x8TtQ02+0O6DpapDeS8S7yGVFP3u/GrX3uaoWl23ffIFSAVzk5I8/UbFQfjteOudZipm4Bt16SXIpwvM/FlTDi5eKcbCmf21p01Y09rMKEd3sx+8oAZtMZOz2Zo+hI/RDjY/YHsmePfuk2412tJP6d93n/gTCei4szRhoyHur6EjpUCrffGbV5+7b4x4yTc34uJs/ZIgdHGOSm0lNd0Nb8n93+kJmRz6vFjFTTtq9Kj2Wm4LvPSVvzYUtb2tJz9EJoCjWQOAbHuvS1mMawNhzvSsZh23V47esiSfPrHCfSvHn1MvlBG9cK13UchzJTDcJb4RiRJL0bJwwdkVa3byj4o1iQKOjHZAWBqnPeos1uV/nlTpdXVDXvNFEILJkWDfGKjI5K1dejNp2WSKZZNmO5UIfRWuPElxNceQQ333ib0YFIo+Nbt3A1vt1TQNMv/OLPM3kkUuut197eAHNiMroqmUv/+3zvJ58C8NU3xST61b/186ynoi+ubIdPl5JUtkxyRq+Let0eddjRGpT76pDbC/pcalXioBXgOo1ztY3jynx3ey1CLT3mKRz7cDCkpe9c1pZ59KwidJPG77T2N70v1lpGPytW+Oppq41LrabLfrvHV2+JRnf0+nAjtozOS781pnVDbjwe1IRDebbvdvBDbeDCkKU64EqN13tVRpMvVfcCMvXgD9ohptb6ic6ItjroRhqJenq5YqU4hlbocdyRuf8geMrTU1kfp1bo8w1Dpc/b64/Z/w+kX4iz18f+zh/Id7yE4ViyPO/e3dW12WF3oLVJR0O+8qqYsXmd0n0s73eVF2RNpXCN9vjG59aJOEmjIEAVJS6SGZVmieb5ioVGLT4vvRBMwdaWcl3zdJ1xpuM+Gq0SAAAgAElEQVTf6XVxHbU/ey1ailyzYw/XlUVsAD3F5JoKTZG1Hq4Ca+xqjafZhYPOLkbBJm1fy2ZXIZpcSVZOQdFv83TG0UhU2Lt7u+weyiKFWhvS8/6YWjeK54XEeqCdYY/+sWzoerFkMhGVcVpqQdiypLWWDbT/5kto8h1hy+JoifrWSDbd3uiYtqY3R0FE74ZcH/tj8kpMgjS3TFdykB8+EdWyNDVxIBulYE3YkbEvnCsqDam2WiHdvti+rUgm4BYRh7fldxUhjvoMAlxKtWuDoI+DqPFGa1G2e11SRUVGcUhPVdgo8AnVxl3ML6jLpvCL2vo2JGlyI4xPqBwkbnvsHcrcDxli1xINcDRMGXZdWpkyxY4LWn3LDeINwM2JQ8JKC5iow6O+WuFpdmKauPgjzY0oQoYKqOoe9TCRhr8UEZiVKYUiLysMle6XW+2YK00fv70n+8JdukyeiqoelD47Wqnrqzdv0/tPZX9+ePZgU4w2MPIej84+JFGTcNh3mF3K+i7LlLH2Qfn6O6+zdyZrrDVzcTPLLJVN5Bcua2V0eV6R6JjTpCb/gvbA1nzY0pa29By9EJpCCZxXFQ4+vkqPca+DF2t8tehg1FkXBP0NfqFWFcm1DqnG1W1kca38vQgNrqpzfifGUQi1VvqmLmKCQEE16xF5obDqxOIqvPTmyZh4T9RAr4n5d33SuXBlN6ioQ5ECMdBS55Ntd3D74l3fD7W23tLBVFqPwHRpxfI8s3YpQhl/rcCrnuczTWUM7d02A1dUzrBlsUsxg272B/xIHU1WVf/l9RzfV4nhjblW6bHT7rPWdmzmpVvsq9T0NXMyM5ZA1Xkvbm1KsheTS9JMe3o6K6zWG8i1gnXc6hAqMKkTxwQNlDjPaYc631GLmUZB1lraLsTZwHm9OKStHvm406LfzGGnfFbNWKMBvtvDNHkSpY/R7kymDvG0EnuyTKk0a9bJRdKWLR/XigYZDy3dUM3NnsNqoRDryLJU86ZQR3O9yjdQ6TirGGq0Iz/YI1a8QHtHTI1H99+n0E5mVZpSad6Nv79PR+to7HaGPKlEs7o+F3DbxWTGnmqxO8GQ1arRzFpUCoY4Hg7ZPdTam4q3mD2cElVi7vRiw3QmY8+TnIW2EUyq7Fka5+ekv7KmYIy5YYz518aYd40xPzbG/Ld6fWSM+ZfGmA/13+Ff9Rlb2tKW/ubpr6MplMA/sdZ+zxjTBf7UGPMvgX8E/D/W2n9qjPkt4LeA//4vu5Gx4NdwUWaUGppyK4OfNSXKaoxmqpnIx1G7lZY2FplG1JU4farrBCoJSeI4OAqP9esAV6WKo4gxz3MptOxWna5INA587+kj0P4G46NbBKFIKU+Tp/wsI0uF29u0ot/S0l9VB6+ttfe9iGAsEr3WexW9BHstz0hWn2I1u6576008dWAFWoB2f3fCd//0TwC4dTDGDzUc6g9YFyIp+oe3Obn/kVzXalSTyzN29yWJyDMeTSHfoHfMqTYyOb68j6uZm1mpGaO5wUFFbeHgqOSqrJEuzQh+wWrItbGto8An0owwH4On0GY/CPG0D4H1HBx1UDZNZNKqota5dyN3o6V0K9jTsOXh4OazknRqv9tWgpMrnNePcLQ+henEVJpgVGVTymtNVz3WRCzHpa+hzrQs6fQ05EgLv5J5KeqEVJ15mc5FO27hFTIXk6t7Ul4KGBmPDx4KIvNgX6DN8/mSQtGr8+mKnUfyflF7h0st85bWLqOBVppuabbviceoqddmWoz1PXLHUKgmuE5nnD/WJspaEbucpbiaoOV5fXyt6FqYmqx6Vp/C44tpCn9lpmCtfQo81c8LY8xPkBb0fx/42/q1/xn4N/wUplA7DlkQE1YF9VAWw9sZ44817lzUWPV2e1W5WZhqqQuYXVE1DeY7A2xT+q7TkdRFwO31NpEIN1Jmk9XaSh680uAqbmDPv8eVOrDao1u4AzmwRnH9ha0o1WnXGYSbgiSu41BpnD7oA1qoo9JCgtUqoW7LmEf+EG9PQSr9HkZLrlv1+u+/eYfXvydqKaspvuYcFEzxFdDztdsd7niCT9i9q5j7VhdHATjV0sPV0sAvDbs4PRnH1WRJpIct0MOa1kscTc01nku20E1FRqENXyd5gafz3O43xU0sUWPm2XKTO+AUBVZTyvuljxPJfClqF1vaTWOYNiVpLu906+4Be1q2ffDWXYpzid9XmuFZ+SGe4h8c38Mfa7/RHNKFfJe8ItgTBtBEJPzdfaIrNd3yKaVmcLbGLqE2ek2SmiSV8c/Ugev7htSKWl45GWeaBzJdZ1wttBK4Qtd7ey65dkJncsnZlUZcuhkLNWOP9nubyIa3L8+dnuY8+URMCZtaxsfazMjW3DkWxpGbPS6e/hu5tcLnq6qkUIBYZdebNgAV9ab7ljEujjJqVK78NPqZOBqNMbeBbwB/DOwrwwA4Bfb/gt/8pjHmu8aY7ybFFwuZbGlLW/ry6K/taDTGdID/HfjvrLVz0/QHBKy11pimYsbz9NlW9Cf9th33IsregFNtmjHotEkTrYZs12guE3kxwWp9/0Qz3U4/fIqnBTw9p42n9QTCWYpVh1FYG6xmINaaZemELgRaDCGY4iv01x/u8LYm7uy88y0cV8OdykLrymCMqqcmwmjhkIoWLqLaZY8X1KqKLpaCYjQYyBs4q6FQR2KnzDCphAOXeu3s6ZSdG3LNlg5rRWyaK5eHZxL2ytcVv/grfxeA+YXcd1FfMXmiPQyP4fGlSM/a7mF1bpdXCw52BdG3N9CaD1c5QU+LwZiaVENd5XJJ2vQ3w2vqwlCtZV7X6YK1hicjtyavtXaEY0j0ea5jQB10xmna3bv4muy0LEpqLXzT64+YaZ2MwXVKpVBxt2rwBgucuayHO642hXPy5RXVTCRlEEfYhfZb1LB1dXXN9Uzh0bM13ZEW1c1LQu3xkK9XrFXaNn0g/dAQaHg26g9pX8nfJ3nBfdVihj+QPXSjH2MSue+srim0kMvVdAk7MuZWa4+uIhPdpUzmk7MrfvKuaAq9UY9Up8jUBV2tv7F385ivDyQz11kL9uTqcsXHl+ocz9Zcaa/JZVI8qxRtHHz/b7CaszHGRxjC/2Kt/T/08pkx5tBa+9QYcwic//T7OHhOjPENraqpjgOpERUuS2OcWusnLmuqiVap0QmJBgNqrZa7njzGnGk8en8fr9RsMcDRMvGVlkdyE4P1NBXYuuS1MosgItqVBXCjHqj6ZVW9tq7B1xBGlS3IFAsRUZA3z5gtmZyLurrSgiZRq72x1eukJlEmtPr4Y2Zamfo7HwgDCf2Y3/h1OfC4CZdL+ftqviTRwindfoB/87aMP1FM/uRy0wikXx1yrv6MoT/l4aV0y2odhQSBQn41WpCbAE+ZmF/lNL1E4nZI4AkTdoM2RmHjiVHfj3UYaiSiKgtcX6MWebZpIhP5PoVpWtSr6WYqTNDYywULzdA8On6NH/zZDwF47/3v8XPvfAWAkVZnybMQ09R1n6e4pdj1+XxNrgynTHLSUphz9VjGO83XfPjH78qYd/qcaJMYnykrZWqZX21Kw5cKYEmzmkoraHXimIFiVR6ukk0Z/DNd54POTUzTaqA0LHVNl5S0tDT+5HrBVKMrrb4WZ3ENjtYdNYXRkcE08MhUaD25mFK6MkfaH4dHeYmnZeuryuVaI1BFUdFI4lYQ0h/LmZopnPun0V8n+mCA/xH4ibX2f/jMn/4F8A/18z8E/vlf9Rlb2tKW/ubpr6Mp/DLwXwE/NMZ8X6/9NvBPgf/NGPNfA/eB/+yn3ch1Df1+QG1cDg/FsXKWFkyvRWp2nZpYHU1Zq0upKnHTijHsj+lrZuRg3MVX88JxQ6zWCXRcj1I9teVMVF+nrqgShd3WObliDybLFXdOhLu6UYzRxB2jTqZsmRKoM8gU800dvXU5xWpV4sunT1ir9OvvCZy1s7tDbZpybBW5Fo+4vljw7lNNlFLn5O4rt3A0cSabBaSqUxauR+VKdGU2ueLikaiS80tpEENpsLWYF8V5h54685ZFwUx9N8Xpmh/qfP78S/Ke8WAfRx2YVZ7SyJqyBl9rPBTJNSiy1Fdv+TjuMl3I2NN0TaYRFWxBrs+LPLA6h00GZFpDqO3Za3KaesNl5fLd9+RdLuan3HlJkoP6+4LMzLIz8rmWXQsSzKTpjQG5SubKeMQdQWxGu+owzhI6Ctd+en3GNBGpuTpP2Gl6PEQOq5Von7l2l06wZLq+L904Ynwo4xmMzvijH0tZwFJNwulywUAxDYVX0dZ+H8mqZqoFc+751wSevHdwrRroquClYxnv2ibUalYd90M6o9FmTaaqhTTt/9I8J1E8wmyVM53q+tkaT9v7He8ecKiYlAd8PvrrRB/+gKZjyL9P/+EXuVftGNKWj5dbAk3NjcySe2o794OI+Fg7GU0LHpxrJxwtJz52+rQGcq3djggaz2vkUGuUQEqoa20/jV6U8xKjYU13FRIO5fPt4IjdNwSubAxsdGk9HPN1Tr7WXIVeuMkcdJKSVFN2/bZHL5QDF2iuwjrLqNQM8oIQV82So1u3OHxVbPwm9Xjsj1jqYSvzAqtRgr1bx7Ajvzu93+fioTCIrhYU7bW7GI0MrCqPGyNhSAO/5L6ml+dexCefito91E5XX90TTzvAIrU8UZXYIaffUk9+u00/Un+NbrQ8r5loI+CL80e0tSy9DfxNu/uyKKnUrm3Cu5kFn3xzzdN+nJOLnFJxuVd5zqcXMgf7QxlDbSP8oPFPVNgmb9sGm4IrZGbTZcpRMyB0PHoj8XnXZcX7CnZL3GtcVd1tFoAWc2lqfsa1Za3myu6ghzuQ+VzZir6arIk+42o12/QKbVmXUkOBVV3QxIbT2YpPMjHdPN17ZbridiB7ZCf26GlXq8JrYdW3kxU1F2puLtSciaqSVinveZmlZGquOcbQ1yzeG7fHTFTwfV7awpy3tKUtPUcvBMzZdxx2WzGJLUgVmON4MZGWsKqjENcI4CMYLLFP1IuuCUzT73+Is9ZEm96IOFYnU+LgxCqt8haMtTCIOn1aYwdjhCunzoK1wqN3T3aJxxpJdd1nbeJVLzo7nTDaE0nr+2NC9bhnRFRNye2wg6MtvxaFjPfxo0seX4nkG+/06HRFZSydjFxj2nNVgT9++pj3HkjmY//ghF/49f8IgF4dkCqg5dHTNeVU6hXu6L0Ox4bkWmv8jQNKTySiN97FPtIehZVloZl9VxMZ2+xpxfhlkWyB67LSoi6nZ1NOxlr2vGuYqoe7q+meUTtk3ZQPK2ts05XarfG0CE5BRpWoVLUyV5NlgVWnpIuhVjPn3773XYYteZfQdDjVOgTrA3H8xq2Ceu1v3s9pi0mwnE05fU8cqe1+n72R3KNSaZ6fXlCo+p08vGKpxWnCbkChZmVtEjItaV0sZI+0O20ODgUD0t7Zo9Du0G7gkmozG28ta35+tmS10mzH4RA/ViCbGxFplqtblkwS2Z9jhWBfTZdEiukYdzymDzXp7LiNFp3mKp0w0azMifbdnNiaC022u1gsqHRfG8cw6Ml7t9YuV1r9+/PSC8EULJaCinlWbAA/w9s9nJXYXtdPLja+BmrD/p4AfZy7svDZkxlWM/UKL6JYykG3LUP1VFSnzs02joKQ3LkcaFP4LOePAUgXLey+Nl3tjyBsTAZLreCdxvx4OF+w/r4cWF5fwG1hWF6eglVEX+jiRzL+sCvX2ju3qT6S6j+rxTV1rFEQp0dayjhrxcv3bg44UqTgeDgguRA/ync+esr5hTCCycc/4v79TwH4tlaNuvnKb9AAE6vWgF4oc3V0cMRb9+S70zYUCrL5VIt4HO08YfSSzKdTLNjVHoVRBmtlBIOWJdMmpo9TOVS2tJQa9nNKcJURFtZgtWIRhU+Zy7o+Vn9OvlpTKQIvICHXeoeTqyv6WoPzsB1xpjj/+5/IvPmvvERH81UKYwg0Vbvv7rIaCsNd3H/IXN3vRSFrkGRrVk81JNnKN1GEqOWSaOn+2SLBbXIb8iZyErJzV/NORgesPpE5rIqQrtorZ+umfmjBqJLJH0VtCvWjuE5NoUwvMR7kwpDvfOWWzNt1l4FG3ZxsTRhrRKGERBGkfhgQqj+m1HDpepJzrQjZVZZj1cwNvXCTN7Qqzp/1rv+ctDUftrSlLT1HL4SmgEWK4cWWQNW3Oq1ZXosUX69a3DwXSTgYx7TUi0wmUituxawVjL84P8dRJ5hXDXAGIm3d8WDTw9to2OJqesnTC3Fm7vRPGHrCrcPxEMc00N0alOM3kOir63OeXIrUGY18or5Itn4Ub1RmW3l46qEPjGog4y5vKyz54f2HJFNx5nlRgVGgT1cxAaHTY2egJcDnNe+fSpTh/DrDz2XMPdqcaS2+T9TUemfyhNZQPOTpdEWaiCPyctnj8FA0mvzqAsV6cTlv1M8Vl/fFAdbvRIxamjOwdwAK4+16HUrFomVqul1OJ5RaMq3VbbMum9yIjFqBRbVfbbplpQofXi8LKsWI5IUhWqkKX+UUWqvipcNjjIKXHpzL2Aa7beqhmhfLKQMFloXdFrsnInk7vQGe1dL26oh06xhPoc9mMSf0RLqfT6aczuUZ8+WcjjqpQ83KbO/16fckl8QPAvwd0Rp2vdlGg8oV21DXNaWWbputEkLN0UmTHKtRCeP7eFqB+4OZOn5rl7lGOwJSsiaTtKiJHmpuQ1Ryrt23riYyl5dpxlS7flXWbt41andYqUkz8WJa7hc75ltNYUtb2tJzZOwXbBTxZdCNk0P7T/7xPyLsj+lpOO2T++/znT/8UwDW8xmx2vitIGSuOe+LhXbvzUtuasWjt79yh8ulcNJ7P3qXD7Ww6XKxJik1kUbf2Y18uirNwzCiUGmd1pZc479FzaZRh1Et4Be//c4GzebYgqxU27myzNQ+XWcVrmoYicJ2PRMQaey6WK83vQzKosZVe7DWqr8V3gb9Z2u7CYt6nsVo27HQg1i7FQeKodjbHxKGWkNgveb3vytZlFlRUDUNWWy9qS782ahysxee5UUC2A1O47NaU9N4xHVcXI2r19al1IYr9Wf2lTEuRjWvxllrrMVomLXKU6xCqT+8d4/zqWg3D9/9MbPLH8v9VlILIqKkH2j9iqCmVAwB1sVRtINnDYE6MXP18USR2ZR/C12z6dzsWgtNgxubUxq9h3ardoI2vmo0ywyKKxnbMjd87yNxQJ5re8Pf+5N/x9OVrH8cBjg6hsOTE+4eiYaxzhYsp3K/tSaBRcWCgfoAklVGV30AlWs3FbaTwsfVKt1PVNOdLOYs86a9X0mlTt6qKFlpmUFrLY7unaKs/tRa+w4/hV4I86G2llWVU8zPeHCqm+Mn73KuPQzHcclxX9W2vTaRlc+rhajfi6XF9Bs4c4vJuVREfnQ+3WDjI9/HV+9zkyHn+gbf0QWoCtbKNErqTU9Iz1Q0B6eBkBtK2rH2gcQl0rh6WVVMVvo7z1AWTaZh0/izIldwj6ks454c3uPRAM9TrIPXHNyApaql14sVl7rx8rwAPbKmNlT6jAa4U2Y1LVeuubFDpp5qW9WfOfTgNT0tabLsaqibA+HS5LBYYzYOLozd1Er0VB3udzp0NKXcVPD4TA7NIl1Rls82Zq0Q8obdWLxNhyR0lgCSvMBoh6v06jGB9vTsadZqy6sJ1GnXCQ1prgAgt8TRMQc+1OobdviMA1cZaFFbggZuXta4zdgCn8hVYJDOfeBnOL6WrvNWLFP5bMyUx1oL8/L0TMee4unYyiwj13Tv6bzmoiuq/7h0ydWZWStT2DM131Tw0t27+ziutigwKY4C8VYeeDqf12pWf/j+E94702Y+q5RCmWyJ4fsP1Om6zoAvJvi35sOWtrSl5+iF0BTKouT8dMJLNw/48DvfAeDDB/eotfjknajHkWoCkfHZ3xOu6h2IdF0nNR8+EIny6OEjrh9J+M7mGf22vOLQ9cgrje9q8ZaMGqucfb5MSVQVNcbiNFopthGgOJoT71iI3E3PL0pF8ZUzS6y1FfzY5epKMQKqwrpViq/5761uzM+/Io6xGzt92k1zGU266rQ7WK3v/2SZ8G+/J6bUp0+uyDUJJnJcCi0eEakKb+qSsTpXg2BA1SQgWbtZbOM6BKohNR3FstrgqHq91x0w0IzJjt8m1UT8ftDh6ETh5IriLKtig55bVTl//oHc488enjHbONJKrIYt7cZcqTbt0YytN9ezbL3RptL8Ak1WZdzXgaYLfC3iinXpDeVdk8UM11OkYxnQ1Wrc85Wrz6gaK4EwNtQqxR1jKZtycy0fz9FemI5oZuv5EvRdV2VBVTYhS5+Hn7wnn7XVXJ4uGWvH88frclMpfGRyHCu/ax3ucaD9Rof7go782ktj3vjq12U9BvFmDHkKvpZozpOEyhHtZX0pmtkbJyP+tkKbzy4v+YN3RYPwK7jIJOT60cNLKi1c9HnphWAKFkNe+rR7x6zmsjnWs5yhAjDCMGSeauZfv7dRV3talZmORxBLXD0tSvo9ea2XH11xvRRmMVslFFPZbK6aCa5jKG1TocZiq8Z8sBu12rVs6hXqzwiDgHDTft6j0szIlc1hs7lz/KZRqKcq/NphrFWF3n7tJt94QwA5nVaE0eo+nv7Gc1xC7WF4q/I3dnv5J99lOhHV0DrepgalUbvRFiXTuRziO7cGm9boVVls7PluHHCoxUlGWlL/YDjg9g3ZpG/cPqGrFZJCL9xUWwpcn4FWLwpVyUydbKOdllnF13fFtDv69H3+UDfpo9NzkkqrKjc+CePhKEOrHR9TNcCCkrVCmxefnHP3Jc21UDs6r2vWhZoEtUugc+u7NVYPehSV5EVjHslzi7rE1R6VaWI3ppL1KiIv1PtV+E1YRvdWmC1JtfGusSVp1RSicciWYhI0dR1bYURtm/YCdsN468qjvyOC7FdutXiiguHrb4tQ+NovvU1oZb79yMGWWnzHTbAKXfY7AdlS0+6VQbbaNzl6WcZ74zqlM/xzAN7/4JpXteL5xTRnqRGfomzwNn85bc2HLW1pS8/RC6EpYBycqI11A5aqlq/yjP1Ku4m0IzxNpNnZ6TPeEa2gp172qqjo9kVdquKSu0dSnORi/IjvvqvdhdePmTf1PfSxVW2x5lnRD6vdQuqqwqgkcRz1/qPOOKBIUjLNdrQGlpqYlc0TllnjXKsZqXMs1iYzTivmrTsCn/65b7zGrsa8qSvKxoFXaeXgToCvGYlO1OOtVGLl98/u88O5QsFdl1rVy6Zk2iLN8DWv3phnktK4NYGGUU5OdvilO4L7OGiJanx4e8jXjqT5Tu/gMzUU/BBXkXsmjqnVoWl8xSMkFUTqXMstnQNZm/23jji5K6bgv/5dhx89EHW8iRzV9bNkJlvVm+hK5HoUihAc7PtUih1pTJg8gVTXxncCAk0qW1WG2Jf7JWWwiR4UWveh8AKcJkkqcqmaXhyuwVUodOTVWNVoopbctw5C6qU28yHGKGx+vsr5+FqwKjoVVL5LsgnquFS6pm7H8CvflK7hu0eH7LfkS4c/Jx2qbW5xh02Ep4OjiWnGBphAcQieT6RVwys1DUKnQq0SvP2SN71vySiH7/H4OwL5vnc/4l6qBYH4fJrCC8EUPNdh1A1Ik4TrTyWElicpnMjw7uzvcEPby+/3OrQ0+0wRtdSBj6eFOJ0gZBUpSClLOdJGHYF95p02cw0RFjm1FkspKFhrCizmmX1tqTelyJu6d67vU2Saf5EXXM3FW56tUhKtSBREIYN92WyH2lmKuubukZSLH0QBVpvNxr0WxlFott9kdYLbhEvrjBsnon5+/a03uX4i3u75KiVTYFGh/gebFdQtLYQyn1BpNyFqi6OK4Y1Oh11tMnL3lrz/QaeHF2ilpMwnHmg9SxvgbJhvgWk3pZeUgXYdilx+F3faeFGTDenxy5WYR8uzgnkuRWA+eCBzn5Z2EwGpq2QD0a3Lgosz2dDFPMHZ0QIhWpHKtwVl0dQfLFhpTUjPNVSNiUJJVTbNYBR2XRa4GuFwbLzpWOU6Lrm+i1f5eBr9YSnXfD8g0MhQbSoWE2UsvsFo5MdtnmEMuUYIauOilhnDcAdf/Sf1k3OO7gqIbMfTWoxcQqUNZdo+FFq2vluDMjLDCnQtjeZUVEWJo5mWTmrpH8r9bkct3pnKfP7+jx7hNjztc9LWfNjSlrb0HL0YmkIYsffKm3hnV1xq9lqB5Ybm8d+9cbJRxX0HcpXS86YJSSuiKhXEE4WETQV4azdVi4+iDleBJv+0hReeJRarkYFFVWyyzCRjr5FGzzjnM4BRzlJ7Sa5XCZXWQLAp5Bp7Hzguu2NRwQcaP27HDrvatdgjx9HptxVYV5uPqPrpuw5Wy8Z5QUhHzYC3bt3i/V2RKudX9ykilY4Kd17Ykki1lfwzPQRrW4OWQ7ctj0A92S3to+ibatPoxdQuterBXhtqLZbiBGZTMt9qRew6N4SqPZg6wASNw3PJjtYpeKnv8oFmcX7c1qY3FwsKdfzZuiLQJKgsW7BeiAOv5UeUChWO1cybL0pyBSG4vQFNBdCq9Eg0/u/VzmdK0avpZwxGzZXYcym1rZwbeqRa2t/3vY35ZlW5KxIHV9X5dDIDR75rgjG5Okobp6vNMvB0PRJD3kDC3YAP1HY9ujXi4GUx04z2iPfKQxzdtLYO0X5A2DLaAKBY19S+zEutrei9jgfatMi2YzLtDxq4BbuajLfnO5yqeQSfr67CC8EUfNdjv7fD7/3R91irOjwMQ16+K97ZUT8iaFB1JdSaimy0p15R9whd3ayloSjlMK1zS0cLnGQt2FmJmt+Uix85btM+kl5RcjnTYp8WXEUvutZinedryQSls0HE4dhNiffKK+g4TQNWn24TytSMu06vTdTYmRV42l7e96smOofbVGayoBgkqiInUBDL7sEhX9WoxelsxemVbJSFotk6OPSb/hSug/kMSqvC03YAACAASURBVLFZ7X5tUa2b2lf8PvkmLThbp/iRNrrMc9y2hvpo4cYaWmxUbrei0siJIaPWngVOXdFT38/x7g4eEiaOlFEsnSW1Fhd1HJ9OS9YpX65ZpsK8/YG/Mfl8DS1HPZ/sUqtwzddYLZnv+jFFkzpclTTGdhPUSPOEUVNGH4+4KVKbZlIQFJgn0qUMoErU028NVhmIH7VZNVGQ2YqhMvumtktu/E3EoXBTKhUQ60nO8LFktn7l136VtmZoVgp6qmxGraaPY1JsJofY+B62aAqwQjlVf0wp+7i8Br+lfVPzHL+t+3DtEDX9MXdajNS8fczno635sKUtben/Ze9NY3XL0vOgZ+15+uYzT3esW9VVt6p6dts92OBYtkkchhhEQiQS5bdBBAGGX4BABP5AfoFEEDJSpGBCUFAEJJ66bXfb1e1yVXdNXffWrXvudOZzvnnPey9+vM/etws5dnXKtG+ks6TS/eqc8+1h7bXf9Q7P+zwfGc+Ep5BXGo8nGeZLF+s97ogdFz32zTtehDmz66t5BZO6g7oRd3Fd+OT7MywFl5iGTtdFd8wEXmghjglNZg/60DawpJsZpyWe2GSPzirJiAOAodA0OjRAoEVWQjEL78OEbpSnqhopE0PrkYMwYL8GAQJ7q2sIyBmo86oNGRy733Zgom6SmU/PW1dARhp5M/CxvSYJpVeuXMWSLM5nUwHQaMNCwY7RaZK1u5VWChGp1KJBFy5dyoDkC4aungrn9K1WcFO7DuoG1+HX0E01g646DBtWo5WpK5jUAlW2Cc2k3cZoE1tb0tkZnJKqHoBBdz50fWyuSsXo+OH7yBb0rDb7LQcheA7TGUFTLizPMlT0EI0ihWpET4oaBj2uZCznm1YpusSyWJEHzedXGBpGQz9f1ciYqa8VGcHLGja9o6w2MGWlaTGdoyTgrOFzLGEipNJXnNeome1f6SXYIPeHNxxC5ewULShln5RQVBnTRtSK6Oi0gOoQQ1FFUFQPU8RK2IEF3bBHwwKakMg/h80qye31Ldw/oNf3Mcelp3A5Lsfl+Mh4JjwFA0CkDezu9rEzIvVVlMCLpAzZ8Xw4TebHqWBQCs0lpDSdFxhtUhuwViib5FnQhdcjS43lo0tUWcaut2I5bjYgWON52w5p5EaLZai1bkuSTQdjjRoOu6NMK4JPAtJMadjcpYeBjRGP12G5dGt3CIdcEKmew1DNrlvCruX+Gl2FGiZMpymhVSiyxmtQiJis3NlcxXWSu+4fSc28qstWn6LIk5bmzICCSS8kjBPkC5m7wqZYTjVEQYLSPEnhkZPC0D5st6Fy0lA2RT1J56aqrC3rKiOD7VHxu9BQ5EhAJ2iRkx6elnpbxLMdYcEczdnJBbKSOhnVDlKWO+umGxAFTOpsBJbChIm20PVbdeWqiLEkRH5SsqxrDOCTEDVPO3AIeY8vFgiIs9CmBcWypSI6Ml/GUBWJVFWN87Hcv5WO4RBlGjc5Jy9EQXq/sj6BR1LcyA/whc8Kl7HjrqNcSHRvkW0pLyYwqVZteiYUaQGtrg9Nj0X5S6iMHBENytsw2s6vKi3avEStFKKOrLMo8tr8wscdz4RRcH0fV159EYNuF/d/59cBAFl5hpAuoGGEADOvs4sEOpAHfnZHElLL0wf4qvoqAGC4dxV+r+kyc3FI+qyDo8e4+0g+Pz6lOKxboEeCkDIpW5FTQLehQqV0q2RkMbNsKQ3FkMCzgJwus1nU7ULYjEIEXXkwt/bE3e8NRkgozlI7Nmq665myUVtyf61rWFlQzPQbXbtJeqNQNWzCcsOwRI946x7bbZdliZLQ2DQxWni01jXA9uTYLBCxkjLlS+PUGoquOGwXFeG6dtSFQY13w65RE/tvNMq1WQ2DIiy67EM32dWFRmbJRccKyEqZ84Tcj7p6mgSErlHx5T49O8KclZ1FtkTFbGucsCfENaHJfDwtcywJMS+LEhYPWKQlSrJbu65sBBtrPUQMlaanF0ib7tE6BZgw9K0KhtFk6tk9Wji4YOt7Ubo4ORCi9MBykbOykXBei2SJgttJXmh0IgGq/ezP/hwi0gnqdAGjEpyC4RD8VHZRs5JWzHOANH31pEBVk3V6cYKcxqTOZK2EK9swiKGAmaGkIpXyLHiGzNFWaGE9aoTf9/FxxicOH5RSplLqDaXUP+L/X1NKvaaU+kAp9b8qpX5IO3U5Lsfl+LMcfxqewr8L4D0ApN7Efw3gv9Va/z2l1P8A4G8A+O//uAMEjo3PXdnAB8sYBUuSKy5gu2Ilx8kpZpTfPjuMMWeP/eMzsZhPHj+Gx1LQVzt99EayO5iBi9G2lDXvPD7GyQW72WjNPcuFy7KgE89Qs5vMVIZ0QgGoqqoNHxqyikHnKSKuTCv43GlyT8FlabB2bZzNZTfaP5PzZpYPz+c0GRVq4i3yumzpujyPBCnIWym1dDrF0aGEQYtCY4tIya7fxQaFZhpy2MWpbhONhnoqZGObJsJIdpXQtnDBnfvRkdzzh+MElSnz3TtYYrUvXk5oPcQV0piNdtYRrMpniy6urosGaAcENZakdzt4eIizQxKSpHNMzoidqFk6NlqAKGwngNPIn6U5LK6BOMuwIDXZwZGUNPuGh5wnPD2fo6KXkmclDD6z7eEqVvqyO3Z4z3me4u3Hkuw8PL6P0pd5jvpdRAxdBiMHI8K+3QbsUmrML+Q5mB0Fy5Qd2MqWiBnm1GxKK7WFiqSs2tBY3ZZreOnq85izGc9xn8BiItFx2O1rpijY5JbMznFx520AwL03DpAtJFFqeQOkHcrXsQY6XC/gNmQwbo2QCXgrj2ATSr119Rp29384SOMn1ZLcAfDnAfyXAP4mpeT+RQB/hX/yKwD+U/wJRsEwFFzPQdcL8Qqlt69fuQqfHXmWG8Dry2Rf1UtYN9ldRtDQ2ePNlizFLJcoqbuouh6G7Ab8zGeuIiH3n+2zJqwNNMp9dqlx/4k8gEVWNjYBJYCSFO8WqcA7rtVWBrRnwFywiy5wMeRLPVxbQxqL0dq/kEX82tuv4foVWShX14eweG7DALrMExTk4Tuapzhg6/Hp2QRnR/Jgdzc3sd6/CgAIQxdbbL+9OZTjnp1PcT6m4Ixtt9UH2/SxtSkv+sb2CLMjOc/ZqfztEeYwlRhbK+wAH8j3lpMFesxzfPUL1/HFL4q244B6iLoC5uQhP/z+MX7rd6TF+61HU0TkTwzrGoohT0DVK/N8DJsVo+2rG0Ag97QWuTi/YAdmkiBl+/GMMGftWigZXownF4hphGZ1AZPG4ny+wPNk0XrhmmATKjfH/ocCof/O/kEbEgxCDze3ZM1t9LvwuTZiyr33el2sDuReSwNY3RXRHmtxDJhS+amY93DNAhUXju0E+NKtrwAAup9awcEHwiD1ze99D3uGzP3mi88DAK7tvQTNuVieHeGt7wpT+De/8U0YHbm2G1/o4/lt6VfZWZHrsQMLy7FgHcrFGcY0oMM1A2VFJvCtddza+yOF3/+p45OGD/8dgP8QaFW/RgAmWrd7x2MA23/UF39Qiv7s7PQTXsbluByX409r/DN7CkqpvwDgRGv9ulLqp37Y7/+gFP3nPvs5bSsDpg28sH0bALCyV+Ki0QzMS+QUE8nqHCAJR9MAM9raQyciAUrQgebOlp6f4uCBJIbe2X/YZomdWizt+fwYJ6diaeezOQw26DjW0yYZVdctH2PRYBcsICOyzdUGNDkTDd9BzdTwYpxhwYrBhHXpYlnhgDXjUCt0qa3QDx3kMUMXJrgcWMiokXD/3kkru2afnWPtUK5/8NwehgOZg5UrshsY39/Hgo1d8zhG1cjI6wLdnNn5kxk6TEm725Qr0xHMEV1tbaNvkvTl/AhmJq7tcpYgphcycqhT4FuYUbru0ZMjhLbc0y/87KvQ7Ih8cvgYWS3hxjV6dI8OJrAZgi3nARapuPaZfQshOxQNO2oVpheFJOXufXgXx0dyPkdViAh/d1wLDtGIRZLjwZmERy/elnP4foQqlN1z0OlAkecxy3OcT2SnXw26sBk+pPQkVGigQ9yx9jxs9+T+OiOzJe1JqcGpDA8VGsi0if4LFMw5shDRczk7mqDUDCfH8qy3N19BuCFVN//0CPsPGSp1XEQMD5MzB797KmHF3qpcz63tFzDcZbhZAwThIrM6sJigtXIT7o+QZOXLAP6iUupfgsiPdAH8bQB9pZRFb2EHHwNdqQEUGggdG1u3xLEwrAU2CSxKkglee0vkycfjJR4cyQKyXHlA/8qnX8Dtl4Q6vUQNl/Hi2aNDvPceRVv6HWAqL9CEL82bHxzigvLcaZbCYebftE2UpM7W+ikJaVNxyGsNxRhYwWjJS0Jto2KJ6Ot/+A4ejWVhumQK2ruyAs+Sa/vOkxN80ZEF3en5GFLncDYXotnxSYIJXdj9wzlizsUH1gQPZxLmrGz7WN0ROvcXV4W49jes78CImTmvTJgNvbdSyAimiZ0OXtyRbs2GR/H1949w75EYyCLT2GBX5o/f+BTmM/adqDkKwm7NSDLok5P3kdD4havbKI6FHzNfpIimMrdXXBfXX7gOAHhiS4gyujPDnMbyfHEKuyvPMiwKBCbJdYysBW3F5xI+PXxy0AKM9rbWURDclKVLrDB0i1HDpjHZXZf7zK0S5zS8aZFiEMj1n+Qz3D+Ra3JsA7fYfr25Jc/jvAQu5nKdW56HlYG8kE7loSgbgh6ZYrMu4fBZO34X7/+BvNynP34HK1Qc83WCfCJfOCZcuYYFcyAVqmB1gOvXaZA3bBxlJBRaGeC135fw5x9+67sAgJevf4hXnpc+is9dXUMwEAOvygKaGpPFMobh/YjEYLTW/7HWekdrfRXAvwngN7XW/xaA3wLwi/yzSyn6y3E5/jkb/3/gFP4jAH9PKfVfAHgDwP/0J35DAyg18hjYuv4SAOD4vX+Agrtj7WUAJcLLpGqzvbdGkpzZvbKBtefEYrrFFKCbP68SXDARdevKK+j05PNdqlZHbgdVxM66vIQzZGWg0IgTsfKVzltqtqZpyVMaLmnVylxj1GSDN3uofHHthzsVrpDC3bCbDschfNbKv/f220hZ81+kCTYd2WFGK1cBAA/u/DZKakZu3txpm242ByF2VsXy72zsoSbXQYe99JsrHSy0zJVt1G01pOu7WGFFoaNqeCSjICIca6s+DCYBk0WGqzsDHs9EYLCJabbEciq7KhSbkhZjhAnh03sbUDdl7qfTCzjMsve6Hnps3IlMmXsdOAAhw9pC20ilDQMBG3tso4MtVmt2t+WeHhw9QUTKup2ojyMlHkSgHQzY/NaBid6wx/vmtacGdtbF+7mYLJESHnzj5nVMEvm5jQTHE/Hupuzg7PoD2Nw7jTJr6f6T6TkswsYLskGjMlCzM9WyM0yrBwCALf8vwcnl88hcomJi003lPg/vvYPBtng0lneBiGIx/a1rePyOeAeFmuPVz0hispGEs3sZai3exrIu0eV1VHOFmmm9HAbc7OORqzTjT8UoaK2/DuDr/PwhgC/+aRz3clyOy/GjH88EorGoaxzPE1Qa2Hr5pvzQ/xr2v/tNAMDmqIuf/LLsXMePZvAjSdpcvfETAIBbt6/BYrPI+aO32zKcWXtIa7ICdVysdKU8NVyTLX/DqHH6QFh+jgZncJj4e+fRIxwe8tqgoAlvLpiw0aVq2YftOkfHld346uoafMJ8y+s+xheymzYiLAMvQMSGr7XeF1AnknBSlQvLkwQX0cW48vKrwL4k1DrdGC69o931Lq6yDDnc3sOcpKJRT67h+fUVLKeyY4x1AZeJT8+PEHQaKjULBoVF1lcF/dm93Wul4Cyt4JLmzTWBLmHFp4bXcgcYnWZ3TJ9SQi9nuH5ddrxq4cPI5Z66yODeEE+u877kHCKzAHryt3bfQWawBbhIgaKBhztwmUhcYc7h89efwwFFZ+syxiZxCNc3VuCSNu7++QF+8tbn5NgEaXasDJukihufH+L9hyzlVRVGrO+bnoEpcyYhEZ3DFR9rkVyn62cwXbnOB0/+sJVpc5hoznUJjyVNbZRY1bIms+4YHeJBXvnMHlxT8hkJKe96oQ+t2OptjOASEm5YBj5/Q8rvYyTYXBev6ZUd0XPxvAVsS9byiunDJOuVqjRm5NSw3C4Kn4vqY45nwijUFZAuNNyOD5MagMHKBkpDFn8ZX2A3ks9Xv3qt/ZsOF7Tj9lAQjLMYp7Dpip9NxpgvmYhaHGN9VZJyu0zq3BwOoL8qTs3p/XfwIWXPF8kE94iTT8tZ2yVYM6OU12VLxVWXGtdpTLq+jeGKLDDH8XCVFHKtgFSVwCfLbhK6mD0WYzGpplAlXeZQ3N3N9QKVFoO2kvfRp7HphasIVviiO11R6gZQ0xUdjVZgD8TYuIui5X1wjRqp/Bilk2CZyM+7dKOHZgcmk2gmHLg+MRRljQk5Cn3TgsMKhTklc/JgBSW7Gt1+BjMWN9+0M9iuzLPXKeAQnOXMZeFWrgvf52dso3QJuLIt5LyndJG1YC6f4c7W7jo2iBswEMMjMcSqGWBGAND2ah9bV+VFHvXl+8vJArurElKUV66jLIhHGC/hMyk5cCJc4dx2CZVfWx8iIGFJVgNnH4qmp1PnqAiyMnlvljZhFQWvN8RP/XnZ4PaMK3Cvsl/DU8ioQzrlHA5vvwjTEUOh8C58Q17+bhBiuCcJ5F1lwHVkU6utRh+zREWVdsRGm+ROywqGbrgcLmCUH49cpRmXXZKX43Jcjo+MZ8JTKAA8rhRejlyklAwzzHV0KOHlOyF8Mh8btQ2TYYDTtH/lCWaEsOrFKUZ7kqxc9RSGtOJYFhixMSRa6fAcuwBZfozpOuITKT3ZRYUVwp/HM6PlwG1KklmWw2I50VF16z6rSsPQjRhMACcQD6LRedS1gaoQj8aKDaS+eALGcQHNZKTpyW7mDHKs03uo6hzKICLQD2HT1VaRD/OQDEF0R6LAR6eWe55qAxE9nqqqMSGs2gsHAK/JitnhOFSwiB4MRw6MhkjWiIGEMG9dw2GjUcqkq04jWB3ZiRy7i3Agu5yOc7jcgZXlI6fnkZEVa8Pq4YDJ4/HkdagVKUXb7hWMLHIZZDnm9BoCPse9rQGcpgZc50DWdHYu8e03Jebbe24dPZvXQS+tMA2YJHO9trmFgZI5PE8WqCpZAztbI/RGss6ibo/3byNN5Zmp3MCMpLLD9avI82/w+chJdFmgYkrYUxY2R7IOrbUARizX4ziPkRfU9uA69lautIhPZQcIySjm+D5CskUZdYSSyMkslmSv3V2DzdJjHWZYXsh12Chg0bsNXRtd75/D8MHQCpE2YDgWVEODZS3RJZxTX3yAmjVtP1yHUTdszcyg1xnm7CBLEwMV+fxMb4QeQ4VzrQFm/sGXTSNGTjnxxTLG+FRieDNOWoymYRo/IKAqP7MMBxYFbx04qLhISyhounB2GcJtwFKqoQsHioygErWEwRp8UsxQUpi0yknGYXWR1uLvl+mipU8zVQDLZzt0ksM0Sc5BHP54eoBSyTVsjAJMU5KNJONWB7IqFKq5/P3EFSxBlGuYpKLXPmAPLN6Ti1rL3C+LAj1XXhbTksVqhTkWBOa4XgGLi9sIACtlP4ORI30srv0j0sedGDHiJZW8agchXWPXdWCzYnJ2ksEmhV6PPQ59x4NHA2F7XVT8/duHx7i/kOvcjtcQs+fD5fNNFhUc9jMUykC4IvfqJj56PQEODfoRojUx5HUpa2UyPkJ6LkYhd4CUkPbB7XVUpJMriZvQWqFgi/dscYYyIWy86sFkX4nqBdCObGCOJ+vb6gygM/n95O03cHQi+Y5rYQQLDXGKB5P5FQ+NNICCtgiEOp23x5jPp0hpqGACkf/DBQSX4cPluByX4yPjmfAULAtYG1rwPBMWCT3Mqo+KGo1Gz0Idk+SytmBQ+CVjw1FRjpETflvqBPML2fHTvIZNrUG31iiY4c0oO2bEBspMdmgzniFotmNVwjcavgQDOYlJG6ZmP/ThumLB+5HfdlFWykRJspQCFUJWHayI+oRpjZKJPQuyMwFAuVCIiBFwmdQyOjayseziZT6HwwqH5aNFKda+gs+km90T1/n8ZAGP3ASZ6WFzV5B0798rYHfl2OEwQlNaT4uGlDRBACZJQxcmCVZLXT7V2LRtOAY78ehVmDkQj8VLK5+kGLA70YIL7cg8qzrFMclJloWEDJ1UQYernO8YZc1kmGnDYjeq6SgsuPsFdMsd5FAMicwswQUTm9rQ2F4TL+b2Ky/DZ0jXkO4Whmo1FbthBKdBeq4FGEZN5UehoVJOeF6VZa1a9Xqng+nLxIVsb7bYkbrRAzGUCI0CKOsMakKeiaCGKkghmAaAz2c83OQ9m/IfgDxdQmtZs1WhYZoNzWAIg8/PZHioyyWKKRPCrobi+nZCG/mUTXGG30LkP+54JoxCXQPzpMTQNWE0mXqzhlmKSxk6HcTnZLlJLuA4Mmk5WYdUnrY+T3phYAl50ffvP8IRIaw3dq+2RsQgJh+6QMb25OlygmVCFmGl4TCwWy9rTBJqNxK91PE9+E0Zy7BgcyEURYWaRqaYhMgVXwpmi+PFBXKWiqqiwHzKGH69D4cxbnMO5CYclgW9LGjJNvK8Qk2OQttYBfld8L0/+EMAwMOzCTLGmaNVE+fMcbiWQpk1svU5ei5jVcixiiREFci1JXGMqjF0hYZPNqGTYoqUtOQZOzhLU6N5n7NijsWhzFUwCGGRxXqhFfbvSkehLuXZHZ0dgDYI8ULBcAiKgoRsAKAtD/mZHM/kizlLM+RTYUau4wwP2UxnViX2CFhaVgskEzl36cgcnx8dIs/EgLgr6wj4/IpljJzGolQhtCXPb34h17PMf4BZqteDeSy9NHURo7GsDeS91oaUVAGkaY37xwLNrxd/AaBGpa670KwGqIauWwGKL3pv5wV4it3BqkLZsDnnB8CMjGJhQ72kUOcyP/U8heL1lFUNTSMzPb1AoRuFqI83LsOHy3E5LsdHxjPhKZQaGBcKG3GBDx+Jy7y55WBBeKaVTWAZUsfNtAVNOipNQM9g8wZCAkG6p2NUqfx+d3sFISnRnrt+FTY9jCRhQubJE8SkB5vEM5QNM6NjIeT2d5jnqKtGtpy/DsJ2N7OURtn8XCnQ04ZnFChyds8VjeiLhtMV9/P84ASHFL7JzksoW9zWzpRgotUIBevY5iBEQfXsVJcIF3KSzFhgzkah8pQZ6TpHjyGIG9o4oYbjZD7D9x+JV/DZW7ew0WcStOEDDE1UzKSmZYxySSCMWcElfmHd2UbJJO7xE9n508pG495VoYMZk27lIoHH65gdnmP/iCCJhs9yOQbIfWibCnYTutkuTD6njl3imGvAYMgXWy5OGYpcjM/gsyozHPUwZ7fj1994D+/dEW9iizwTluljyHCtKEyUFM+p9QznR0z45i6URV4DgsIu4gQ258q2LRyxSc0/vYDJ+cqaDHRdoqDrVlbAr/7amwCAf/0v38XWluANijhDZUvYNH74LgBA1zXcBgu2yGGQabvOU2TnUu2oygKpogL1ucybF/qoE0mCwkFbJXJNC2XLVznGxQ8pG/dMGAVVaZjjAg/PU+gxxTaiCsdvvw8AqN176G41bbEWVMNLR7cvjUN4w4a+3AZScSNftD+FxUKMjNY5soTGhKU3ZVkoiL9X2kTtyOLf3t3Du8ffBwCcJVmrK2k1RKu6gk/ewrrIW23DxK/h1k3XXg2Hbqcxb2jPfRQ8t6Es9Nck3vcCDyY77koiMLO5DdtpmF5qaGahl/ECS/IypheP8dY3fxcA8JAt4Lc3QxQsx9XKRDxphFRt1Lz+nuXBprLUMub8ZCEKovjKyQw2dSWLLG95C73Qh8XFNh2zU9VyUBAo41oaC37G0ka9lPv+/t1H+M6+GK3TQp5dUmt07KZPoIeQYjCB68KhgZi6BkzViPrKs0vNEsuE8bLpYZXAMX84wo4Sw+P01tElyDIK5CXvhRFW1yVr7xomFK8zn+e4UGSherJA0OUmQY/7eJZh3RdDfbE0kExlXuYHj1sSEcdomJf0U/RrXeHhB7J+7//uHfS+RgFdy4VD4p/sXZGO/+DJFCtEyHY7NjSrWbbXwYIU9TqdYNbct9OEhCYcyggYjouclbu8rOCTK7TXXcXB+QP8MOMyfLgcl+NyfGQ8E55CXVVIZ3N4RYZjklRsh+tYiueP4v0ZSl/cqMjbQkK+gIb1NxnfwWiVIiNGAJ3JbVVIkR3LTniWLDFZym5j2RSD8SP0twgEOgUa1MjF6QneO5VdZ5okreVsEobaNsByNGzDwpKszFZSw2VW27ItBNyNUtazs+mkVYeu4gQdYtIjL4DDSovtkPXXVC2Vd6pjVDb3pSxBwn78D+/fxW++JS7oKhNZvWGE81yONSsruJF4DcskQ9AhYYllYrEgvoHVktrQbQtDWVeYk19SOR58Yvxtx0e/J7vt6pZAxus8x/JQns3p6T6WtlQihmvb0E4jQxfjdEwOgaV4NDopUDNMcCMTJdsPnTCApqCOYy0QMx6bT5iU9RQ2RoSPVxUK7prVIkfOvfv27g5C9VTABQAqFBifinfTGQ5a5urK8VGQRn1pVShJ7Z7mDUDKgPgOQBynqCnJtzQVHPYoqJbV+SmZidYaU6qK/4Mnv4e1MznHzvrVFntwSqKeK+s+Nq8L1VoeJ1gcSTIzXy5asp/5MkGm5Pidhj3bNpEyMW3nZVtpcQOjDa0Nt4+Tw7fxw4xLT+FyXI7L8ZHxTHgKtgGsBgoru+voxYRnDhx87st/FQDw7qN7SA9lR1v79AC5TcGNiSSTHp1PWh4DP0mxZJIwPlrC6YtVdvtrLYpvfi674PrzQ3iseS/iMepUPIWjuML5XI5R1TWqVgNAdlevqFHqhplJoaKFni3m6HDH79RdgDBtTSXj4ycHePBYPJcVL0KvI7t4Yp0ioG5DachOukwyDHfkR5gnMwAAIABJREFU99FwBQGbv1yvg3Em1/bGP3qAg7HsiJtrUmLM6hIFtRxMt0TMfIcJjQUJZO8/OkHnqjAhOUREInNQ9eQaattDkcs5xg/GMGqqGXsTnPmCQvTLRtTFwJIq0fPFCV780nMAgOH1T+Nsfx8A8M2DGY5mErdPSDGX6xoJYbs4T6BT4Q2wLBs1vSm4HZTcVQ8Xco7+wsT1dcnF2JbGgiXsJ8dHqJaydtZHEzguE6hUjIYOWwTixTRFkfN6Zqdw6QlFYYScuOia6MFlkcGhtsSH+TksJo2VZyJgXmaBBsei26S0zI183v+tE9zbkrXqxD3khXSKfvt74rnc+NSXgOAa7/8UvpZnPTt8gHEquZizBEjPiZ3YJobGcWDRMzWcABXLoVnlIKf2x5FWeP+8SfJ+vPFMGAWtFCrTROg5CAJy6rkW5mSy/d7+EsMuyTReug47ly4zM5DJ2zQ7CEx5KUavXkefePn5ygFSYhLSIkefxCibq5xI0wD4+zrWqPki/P67D1HTbdMaUGi0EuV6ncDGkgbGdkxYhN0WSYETLv5e10eykEXTWZOHuL67B4uEJfUigcXrxAIoeg1AQxbS+vO3MLgm7cZ210J8IgtokZWIyV25f3KKhGQaffYIG57GkMpZ56aHDXL/nSzPsJjKy31y5uC0Jwsloox8x3eQk/PSNQz02SdShRrnD9jCPXLg18RTGOSdXFht2/bK9U9h9bZ0nS7jR3jtDXkRvnXnGAnhwRkZuBWkOxYAinwOg4lGDQMx4dFmmQJ0mS/m8v1pmEDziyqIYPLnm8M92F1i/5WNjIbcgBiHoNPB2UwMS8fxofki9wMfVkNXZgEFn1muSZBT1XhIaYDtXhcvXZOXd54cox+xe5JJYhslkkZhCk+7ar/9/dfR+5ac46/FXezelLn9i3/p52Xebt5GTJi7Uw4AqqJndh8WyxJB30CXRDVWRNyEDxSE7KusbPEpuWNgPJbn8+DOAzxuLOfHHJfhw+W4HJfjI+OZ8BSUAhwP0G6NiImjWmnYTOSUoy3cOxCXa/X9R9jakjpvdyiuf3yyhJ6J2529m6ImIWacJK2YhhN00eeO5hI6qg0bCUtytQbukpX4ydFTdJ1STyUPSU0AleTwA15bXWIay/mqOEVOy30xTeHQorszNkH5JkZrskvEgQubu6cXeVCkXjPJp+CvrkD5lBLLFGZEtk2WFR4d3AcAPIoLOGRHrpiVrHWBgEQuW4aPLZ4vHYdIK/Gm5kmNBydy38OufC/p28iIBLX0AOGKuM+DzQGMRrykNGBTdKYixqC75mPJcMbphzg8kTl8/fX38A//QAhGTy5ilK0e51MtyZLhmFKAy6RxnmRY0g2elQWWbMfMS/n96XSBGdm8t1T3qZ5jfgbXIgVbvwtdNaGQnG+Z56iIPDRNC8MRSXijVdTs3JwsshYV2NDYmZ6B/FjuqdQJAkc8Bc/swVFNYk88s0WcQTX7rKpbD7PIMzx8V8Ku3zO+jWopydrnXv6yzOXFHD47ONGpUEzle06VYzGRue34MWqnSaDLNc7mqgFKIi/Q4mKm5zGW9IqenE2RUFfz4w7Vwmr/DMfezq7+D37p30epF3DYLWcFBiIyFFdVDY+y9MvH7+CCWPujI8l6O1kAkzBg1++iIIx05DmtCzdbXGDOjHI3aHQJAzhs6U20AYdvvTIdxEs53sEsRrIUl/eIGpT/49/5X1AmYmw+fO0f4/V33wMAnI+neP19MU5PTqbICGTpsLZvBH6Li9DKQJHLZ88LwMIGGsGMxTzFMm9q3nVrkeqygs+qxfbKBl7alaz1S7cE3LWxswKXsNbxeILtF34KADA5P8ed74pQy0mSIuGiOWnyLEmGOTstzdRAQjd/lmfIs+ZvYjTOpctwxXVteA1dfOjCYlfmJFu2L9uiKAXNA7RKWEZVQPEYWZaiICR6a/MGLmbyEmZpikZCpA0ZACjmcGxDQXFeeqGHIftRVvsBWk1cihGbRYmHRPEYukTBtVBWBRZFozKVtxqi7GRH5JkIaZBP0rqlpe94Nt49b+DDDQlPjfFEjG1+dgrFa1CWhZNEjvHbr/0O/s9f+zoA4O5bYjSH4RB9Qr7dyIdxIevsg4NDjElnX5omyqTJx8jfmtDwyFc5cA3kNJB+nmHCe+qgxqAvBvw796eva60/jz9hXIYPl+NyXI6PjGcifCgrjdN5io6uUPXYoJNH2GRWuAw1ilNJLj64910EdC+3uQM7oQuHShihFyKjQrFrOohzMhtXEQJXrLXfERPuWwqaHAueZ7ZEJrZZI6BLqH0XZwd03cmhUGQZZqf7AIAnD08wz+WaM20hYM9+BQWLXliD0LM0EPbYqaiAHM35HPjcNbvshkzXK0yZIJonJVIms5IsBpTct6VqlB4xEJWcdxitwiDseD5PccgE5fzsDDNeZ12nqIgLmJL/YbyYoMieCtKkTJh5foScBC6mVq20faMYXaGEb1EYpqhR8D4iI0Geytwm1RwZUXpGQ0gCC6psPptodtvz6RkyemlVXbahm9l0TpqAy+e+Ehj41LqERz/1metYHwoXxcqah6LlIRCvanGe4yGh2XlRYzKRc8RJgXfOZI2cniwwIby5oIdpaoUOEaRxlWKSNa592V5zM9JlhnIu6MEyMeB5RGyqTYwi6lfsP8HyzrcAAGHcxKNLbG8Kddvx0SFOSZXXNyusrEsyvTJLTJcMl8mvaVQKLIYg1QaioEkad1HPxStKYgUTP1yi8ZkwClVVY3aRoY4MeFyYKwMf1lBi48nhPu6+La7v5IN72NmRqsTuDQqfdkaYx4zbDQt5RjYaU+NiIotipatgOU1PAMVYjyZQfNET04VJgpBlkSOgkQm8AB5/7lC2/vz8Hu6+KR1wv/f9u/DZtVanFchKj7V+CJeVhjWSsqaoWql519GwSTQaRha6xNwbBPyMOi485hnmqcYTlpU+OJ8haQhgKmBK/UCjRxBSx4RH4EoU9nDn+wK1vRjPMSaDkK4yHDTwZxKTmFq3JTvD9WEnDB/iC8xJlFpUGiDsGITUJonGYkYGKVO3MXVdl3BZZs1RwyDRTNP2bSsHSdP2XCmYxlOgU0WBXAXAspq2ZJLamBq7dId/+sUB/tyXhN3oxnMrCCMxCmmBtjXaighOM2y8Orkq117lOHuyDwAYXyzR+0ByNOVze3jtbREPeu9Q7nmalQgIIqtqtOFF/AOs6SUNyDsHv48Rn//RwQOsnkiYO3jp52A3nJbOApsMtyqLJca4xt178pzS8QSa5EErnonntiX/4FsLONTvfHQgnZG5HeIexYwOzlKcntBYBF6bw8nrGufLH04h6hOFD0qpvlLq7yulvq+Uek8p9eNKqaFS6teUUnf57+CTnONyXI7L8aMdn9RT+NsA/h+t9S8qpRwAAYD/BMBvaK3/llLqlwH8MkQg5p86TMNELwrhdx34fSGeGKyFGDIJ+I337+LRa38AAHhpzcT1bUlG7l2TRKRt9DHkBlaUFhQbidJZgdGq7GJpUqPDRhSPDT4X3ily0nlVnsacXWZ+J0BOmvTAM5CxkShk9un04RjvfiBJzifjDIOmgaXSyElo0emF2GaoMGQoonSNiqAfwzQw6pK3z7TQtxuyE3Z+Bl7LE5jVwKdY4XjhbIG77Dh8Z/8QFX9eNJ6SVmhsfaezjrf3xcNKkhgLwnEn0xmmBSnU6GZrZUKxozSPKxxOJGG6WMyeyuapNrcOgzs7DIWMZDIo6pYPQkMja+C40FD0MLqh7Oa9wSqqJ5IQzooUFj0J27KgSRKjDAMek4cewypXAa9eEZf6Zz59FS9dkz3HCW0YTLDaQQiTO7rl8IorEx4p0sukhstn6ekjvPI8d1XttvOyIPdjVpVwmfDtqRpTerKl1q04UNxI1+37OIgleXjnzTu42GQi+fj/xoxVnixL4dE7DVh9GW7buDGSeVkbbiJgTNDvORhy7ZmRgWIq35vuyf2PKxO3pnL//9tv3EFGJunDRYGoUYrTCln6wxUTPonAbA/A1wD8NQDQWucAcqXUvwzgp/hnvwIRifljjYJWCoXjIi1t9MibP+yO8B61De+89nvYtuVh3Lq2jp2XRSnHY6eiYbmwKvkcDhyAbn44NFER2WWaKWyKnxqMvdzuAItEzjE+msBkt5xlB1AsWbknC7h88eYEOt3fv4ejU5KNWMBJzNhxWkDxBVkdhLjakZds0G3iaRsO78+1XXTYl2AoF90u9RNZhvAdp1Wmqs0aSUN13lWIOrLAxvMZHsXyIpwQofckBbrs9nTDCnefCIAoS2rEVGHKFFCyX+MiJ2jGsGGzJf3kZIqU5a2qrqFUW5QFGjfebc7htBoYutQtPXtZ523HYFVW0EQKplljCHwYLBGUixglf+9bHhTLgZZpwQnYUs5VHjkGdp+Tueh1LRS6UfiyUJGX0S4SmAwbdCMU7GjokiGMZ8JXYnCHNzt4fiEv1rSscO+hlKO3duU6J/MEyam46Koy2s7IvNKt4HDGcupvP/gu5ndEct45eA/lGcOE6BibNAp7xRQJEbc3rsvPvvYTN/DSj/8YAMCwQ8Qsk7ulDTt4WnJO2G2bsQphhiYe7Ms6PIyBf/yHEoJMzhLMWaIotUbR9Px/zPFJwodrAE4B/M9KqTeUUn9HKRUCWNdaU0oFRwDW/6gv/6AUfRwv/qg/uRyX43L8GYxPEj5YAD4L4Je01q8ppf42JFRoh9Zaq6aQ/P8ZPyhFv7V1VdumBzewYHFnmBQp7n7nNQBAfH6A7pbsKs/f3IRrN3TZciyjcmF0JPlkBNFTvoXahLaa+rYJw+bt0t23+jZskpsY8T6SR1LhmJ0toCPCkfMKDnc0hztYlvvQVE0qxjM4mlDcNEFkN2zUGo5FIAwrHEFgwSbIKIoieM2OHvnwID9vkpZKbgwAUOY5HIYlZuVgtS/Hu7IS4XBfvJhjSq+bloWIu4utNBJKqudFjYy7puuH0IQST0lHN9Maismwqqpa4I1tmOgw/Im8CFdXBDh2bUvwEdd3fMSZXNssTpGSAGZq23h3X7L9Dx48QEZMRkUK/57bgxvIXF2cX0CzqlHXJQzuVcpQ8On+96jbuBVW2CNgC2aFdCZzbNkKBpdzHSiUBC9ZfOa6KACzSbh5sLviggd6Ak1m6izJsLUlz+T4mIQ8yxgxF1qexCCjHeoaqFkRmh9LwnT/V/8PPJoKyK5TdPBdSOXnaF7hizflHD/W8zFl5ePPfVn6RG7c3oOdynozgiWcnKIvfgaT5EGGpaEb+rcOOz+dDrauy3XeXl/F6+wknlk58gbTUGnUP5yj8Ik8hccAHmutX+P//32IkThWSm0CAP89+QTnuByX43L8iMc/s6egtT5SSj1SSj2vtX4fwE8DeJf//dsA/hY+rhS9MqCtCJFlYhKLNc+LCaZnEoV0Axev3JKuPtg+HOYXbFc8BtML0RQ5rMiHbm7LsVDTtBuO1+5+umoILgu4zC/4vRG6O7J73Pn9N5Gxu7DyzHY3dVlaHG4O0T8RC+6VR0gZ16o8w9ZQLP52GMFmrO03STLXgU1sAuq67eCzagNmj/39DU+DbaJmgqvWdtsY5Js2YLDLc7QOY5+ksoTiLuZL9NioYysPM+YclGGj5m4dK40JG7cS/gxKwaJAjGs7LcLy+fU9fOYFmZfP79zA9duSz3HYRQizgFs0xKYBQkqenWUp3vqO0JH9yq/9Ot64+yHvpanz1zAGZGV+YjTOG5Tpoq6oTF1qVPTOroSyg1/rV+hw5/ZgoRHoyOMSbpfK1cqDSdSqpkaI4RlALXNsej502STwBjDJ/t03Fa4OJOF3Esku/96jU8woizdOqlZ1WpkKCz6sw4nkZd5/9CE0ZF7vHJ3gPCV+pa5bZq2434XvU/+xQwLisynScF+Ou/Bh+CR/XVRYVPJ8ingBhx5nzq5Ny8gwOWj0SGN0QzbedQI8ILS5qmqo6keUaOT4JQB/l5WHDwH8dYj38atKqb8B4AGAf+NPOohpGOhFAVKtUR3LJFy458jIdrvdA/q+XGoU+TAIMjIp7GloBybdRJWWMPi3dZrDYv0fsKCYDa+YZDOViTyTB+AHDnpDqQnvrK/jiKIls7KA2/Qw8HwqL5AyKZebFQoSkniuid0hVX8cu2EGb0VYTK2gCSQxlNXSvLm+DZMJSqPFO5dCGQ4gz2OUfLBFWsBk4i/sGK3gzAkTeMtljFUmJTuB02akfdfAkomxfLpEQuhy1VQWOB8AMOr6+PQ1CQ/++s/8PG5c2+LxPLjrMp/xhGFS4AAMmUzHQ8a27fXKhf0Tr8p1Bhr/2a/Ii3NGYFJ/u48rPZnX6ckZYmb7k9x4yp5smlgl/fomqwwje4zQa1iQdQtzNmwFVXFd1DbQluYpSJPUMBluorRg8BxVHsP1xMDXOkE3lM9Xe5KUvrkeY3pBgBdyBKxaBNASQwAYP/we5y3AA0LhT9MYMWHuWgPvHUnyMPQt/JVduZdeT+a4XsYoWCEoOxOUp8R62Aq2Sap9I0HCZ1mQX7LIMqRkgY7Hc1wjSZAx8HHMEKUoKujyR2gUtNZvAvijsNQ//UmOezkux+X4sxvPBKKxUAonlgknA2K6WVm2hN+417aPaI3iI1bQMik3+nuw6hZpZ0QhNDsVTdcihFY68XTDod9AdfMKBmnO6jiD78uutLGzDTsUl/KdD55Ak2dgzu9naYwZKeHcosKEzTzdyEXEhGfXNuHyPG0y0zBg2yw92m4rfFMrG2bTjMVN0HQMVFXTqefC5S4BpZCx2SWwXLj0Z7MLotzmGbyR7HaR121JP+K6bjki6ipHXT8lAwEA0zRx5Yq4zr/w0hX83NfErt/89OdhE/rrrUYwOOeWT/SccqEZSegSUExglnWGwUiSfa++cgW/+BUpuf1f70gdf3NQ40uf/YzMRcfBd78nScnX3z9BrRs0aYiIhCoJSXr9yIXVZedkvIDfYVLV7oAOJLRRQlOxG7WsG+W7LYzdsE002TfL856WfnUKNZf7ClgifmGli4eB/P7RuEbKNWBYChYfVhZT+ToCkMja+35V4Qd7DU12mn7l6hCf/hdEXt4asFt3kcBYoyq3UaJuGsy0BYPiOioPYVGDsvIaOUGNcibPvbe+hvJUEp7DIIZFLRLDeFpG/bjjmTAKuqiQHs1Q2SWWjN9Vp0CX/ncQmAgJW1VliYr489olPqCOWsFUXSiAFQddVEAjLAK/7TRUSfMCLlGRXVlXFSxO3/rGOvxQYuN5UuPRGxIPn1IUxjVMdDrywh4dGUj5wirTgclsuWW5UDlDjEyMhh+4MJg5t10HIEjHsAwoGkPL4rEyF3ZAwo7CAPii5E7VsiX5ld8CvO4x/MjTBFVOIxTptl0YeS59EwCK4iluv8FFfGbvCv6bv/mLAIArm59Cb1O6LlEYMKjpaXhumwF3YoKeHAVNfACcGiU7VMtSoyQ/otcN8cUvvgwA+GAiLcTzRY1wVa7hymIX795jzqHMGygEHCdEl+ClgDkeGwt0iEmprBKqomKVYbXCu5bnQzkNAIrP17YBGtM614DFdVa6ME3mIkoNKyTIihWXmxsDfDCS+3/zcIGUOYqy0KhpINZ25RqSmYU3D+WFzWvddkaYhsK/dluAdv/qL/wM1q+K+5/dYTgX2dAME+zARc+Sv1U+AEsMtV8tkI+b/A8NcidEtyNneU5XuJjKmv3WHyxR8NrKqm67Sj/uuOySvByX43J8ZDwTnkJZ1TgfL+FUFY5PpTml0y3Qo+SXSkowL4QiL+E1u38lO2LtFQAz9crxoGr6s1YJzb55wzehax6kR2nuMkJNKXqztgHKtFW5QtSXc9+4dg37DwX1+PiOeAqLMkHEUMPKSuRsSqpzo60JKxvQ1F2MAtkFYJiIyAsB04ZJ7EGdAQ1qGGXT3WegYteNHYQoTfbuZwqUOYROFxgyweqxc/L48CGUw3q23WlDhjRetLuHhobFrP6Xb0t33n/17/xV7L4obq2TdVHHUvkp4gKOLTLxZmhDU4auqGUuirmCRTKcWtvImdRaLGoUzJzblYV1EgbY7Mo8Opxjfixz75UVeqxmWE6AilDjeHGG07Hs/i/sUETnPEOxSQizGcDw6PrDBxrvwHLRKIwX9A4sz0JJSLtynrIdA4vWW5xPDlHQiwz7dNXrEl98VfAE3/ngGBdxQ1iisE++zdlEvIM3H+zjmM1hNQCDHtT25gBf+cs/CQAwggAZBXOMLXkGxbFCTeKYtAIcQyof4wcFtEVdDpXDopeSVKQCNE0oqoCv7g3wqXNZh/dHM+T36TnX+ilL0Mccz4RRMAwgCAxks2W74FV2ht4tqQaM0gBp+rTclEzELQ9tmVxnEsFhRtqrNZweMfe1Qj5l6e0kg27ia0KCq7RoF3RoBwBLlcpIociWNOiGuH5VXpaGpKOrDQwb0lXPRZo24UPdgmnm8BDQkl0wzl7pe8gouGJVNXKGQX5YtnTnGfMT5XKJwhLjlS4yxPNG5zFB3RCOlBYGHSkX6lKIT+eHj2BzriwYqH+AVLRxZx3TxKeuyYv+n//yvwcAWNt6FY8//D0AwP6b34IXyTlcP8DGuizMtfQW/FVxZ0t2e9amiZwEIuezCzyZygOcnR8j8qQSM7CBJKOxI1DIzJ/g229JF+FnnruF59fl5f+GGyDJ5Rh1WbZt8r1IQFOT/Qwf0Jhsro0QUzzIO3mMgPmO3koPbiQvi8Fu16rMUKbyPHRdoQJd8SRHQfDZ5CRBRoOUUQ3G8zxc25W5+uxzm3jwhmxadV1j/4lAcOoLEgVXZQv5NpRuDf0g8PBoX57Jw+Ov40ss8a6syL+ZacA4JMS+o8DGR7x3coHJmRx7sDJqO2jdkcyh75eoD2XDKmsT8MVwdqMV9IND3l7ZpNA+9rgMHy7H5bgcHxnPhKeQ1zUeJDHcrEBtso89TRCTa7E0Kjw8oOsXX+CglKaTjJDZV6/v4ep1Sc4MHReKfAq6inFyT8RSnjwa45xuojcQS7u9soGIuIE4z1u597pQ0DZZnksHG8Qe7DDhVHkmermED5/d2cLhkVjlyvCQ0GV8/OAQJwSWzJg573kmdskRsbuxhptXpP6/lnZQMXQZk+PwyfEC3zkSwo50FmPEHfr6cISOL7tg5WrYJBEJGo5GI0DKJNoymyHLn1YtHHZibu+u4mdeFdbl8yfiqv7GN34bD98SLgEEFXa5i4W+gycHAp99odC4xsy4YjPacrnE4wPZMb/77luYXJCkpKrgm0wkOgNExDdsrkoX7J2Hxzg7kGz55ldChOUteWb1hy33gm8r7K2IR+ZTZv3dWQX7XO4v1w5CVpr8IkfHYVXJMhCy+BDPKQCzvg1QAMa7+hzmx+KNnE1OoQhwWyRLJGRBjpgQTucpIiZEP7Uzwnsfys58sEigEj7fD8VLe2HoIK4aDowCI8LNP//VF3DjhqzPNw/v4n//danAbGzJvd3eW8PVmzfkPgIXiNiVOTvHW2OZ27vHF3jlquAaVuilbt9YgyZn5uGDYyQM7W5/McDOQ1mz58ui5cloODH/pPFMGAXUNczFAlUBkFkbab3EBSsRO6WCwRLTrI4xnzTsTLJQHp5MMSQBhROMYXPBVnkGxSDf7XRhnouLFlP/4O70UZu9H2300WPWXjkmTIcqRMs5TMalV7igPdOETRLYWtuwGyUoXbVakXbhYGtAfUR2ai4XCc5OZNH1TAMTtk77ukZ2Kvdy731xTx9M41bwdWV1G7sbAqbp9XpYsKrhJAY6vhiZ1W2pFuysDuBMGVs7KaoG0QcgYAn0Czt7uPWcIBNNzuuWv47oJZLB2AYwJxFuZuB0Sg3OO+9i5YqEUkPe2+LiAAePxGhMjs7x/gFp1H0b6yNxZ/NhhchmboDf/yfffgOHJ6KEdPj+EZwVXnOdw2NFZCMI0WfJcZbLv4PQQb8vc3EwX2JC1Gu/G2Kd7rXyI3RJEtP15DlasOH2ec3HC/zha4K2TMwhdq/L8RazGeYEBs2ZJ9jY6GClKwb51s0tDN6UKslZmmN6IXP02298AwBwvNDIms5QDfSJUv2Cu461UF7Sq8/dxhMyTm1SmWqwsQqbvR2d0QrUmayR2y9ewY2b8pzuvP8AF+eyto5ppDt2gK3nJLTpvdBH2ZfjjT/cwAs7Ykzevn8Ok8a5/JgETJfhw+W4HJfjI+OZ8BTKEjieKjhF3ibtHKMPRZXda7vrMJi1P3n7HEcsvc959d5FhbeeyI7xud4Q3RHhrqMuPGbD7fIBzLnszPfvS4Lr3r1HcCKxiz9x+wZe/twrAIDA7UEpKkSNAZdiIcEqqbE21+FnBJhU76PBz4a1gl2RLrxMMV42+HOqY1cl9ki/nsNCPhfPRXUsLJjVPmfGfrTSx2BTdtVlbeKEDNbnszEcJrN21ldR0LXaG8iubPVdpFQ/dNGFTUo0y1C4uSmezvVra9gcknsglZ39rbe+i8Ox7HyWM0LKTP5otIYNh57XeIGYylkrpMJTFxEichds793At974JzLHxRw35wI8Gtg2hs/LLjb3ROCm69vISTv2aHKKDVeOUVYVAlaXDENhSeXqNZey74aN79wRrMOTgwk0PaWvfuWGSI0BeHAywyaP12FSzx5sIEnl2k9Oj/H6u+wV6UwxparX22/fwWYlz+QaWZJzy4Ui7mWzG+D5kJR9HQd3D+Sajhqeg+ppUs9UBnxTPK8pznDnXQkx3j8aI01k7q5fl7koiggGAW5epwfTk895mkJP5H3ohiv4/e8KBeA+OSU/8yTBF9gH89JnvwiX3zsIUpw2/I91BYeYi7itnPzx49JTuByX43J8ZDwTnoLhWAi2RigPzlFpib3i7BAxNQRG2zutlsHzL2/hVl927IK4g+3+COMzMiidHWPruiRtjMxFd13q8LU2EPTkGEM2PnV6XdhETd66fQODDenEtCwD2VGjN5A9OXaAAAAgAElEQVQiTmTnpZoXOsZNlBRqUYGNEVF3m30bCUtonciC35fdKmNuoGMZWGcJsaoylOzvX1Y1NEtnO6uSG+h2IrjrYuHrysSHhM+urIcwacujfg8h9RQeTwmfNisYaK69xt6mxMvLeQqP2oc762vwqEB9Sjap02yCU2I6ru518OKueCm7K6tQbGFMFycoYzZSUbXatXxUhG6P1oDPvijzfZJU2BvK+Xp9H8pik1Yku1U06GJ8InFvPFtgVonHYsBG5Mrffnr7OrKpJApTwtGv7QWoCSsOLAt53uhQ5HAc+V52XuH+hTBOXXtBdmtlagSh5J22zDV86cty/W8eZTj4kIzfywR9cmCE3F23Vrqo6PGZnomtDXmm43mMlz/7AgDgwW9KruKtskbMZJ5hGCiIs9kMh5hOJVe0uT7A6i3JE2x4kny9d/8tbHiSRDSvDlBlPV6zjcW5JH9zV2NvR9bnaF1yap/+zA3cfF7WumUFyIjVOd+foSbCNfLdFp/yccczYRQ0gBImSt+HR21Du97EaSUu8zwtsLElE2VqwGECK6AB8TfXUZbiDqo0gVbycxVEUOx96PTXoJk862zJ71f7Q/S35aUJRyswCDGuZguUzOqmh7plTz5P2Q24mMIrZbF97vltnKcC5Fn1K+z0CUjRJuqEyUi6nx4cjEgvX8UKZcNarA2Y5GbMZ3RFlQ3FjsOhY+HFPanTu6GCSUp10zFwOhZ3t2/xIi0bGZ9qFk9xe/dFAMCdg/sg6hiuY8HKxcjc2BVgzs//dBdnrHxYnQAvPPc5AMDKVgcJ8Rln95bQXHgVKcVCz8DqBjEbRwZ++ms/Ltdmmi21fVdpdDYkdDm5K5RhkWWjsJmILGM8EpsAIxjBH8q97j5/A4+PxD2+dyrJtR/zQly7LcfaPu3AHsrL6xseAhr4k2UKTfo2g4zZhmeB6vSIBg5evCahzY2X+m1bsxm/gPpQhH0ShrG2Z8MiPL5UBnrsK6keXeBFX4xlfEPCzjfeegtzit0oaDg8N3aAHVYzoh0f13bkRU4yWY/xoxIW5QeyZIDMJs5EuejsiLH4VG7iuRflHbDZURqORnAbiSjXRXEmz6+3FuMFviMXoz7eo6DMxx2X4cPluByX4yPjmfAUqrzA7OAIxSIDuPP5PQMdogrLqkJE+rPucyvtTplT8CI/PUPBMuWqtwGXddxa2yDLGfzRLiwlu3tBaa9OvwNnIDuG6SiAbMdVVaNKufPaQJoQFUmNhPN0D33iA+zONTw/lDLVNJ1jvSvXWeYGii6pwKgfZmUpOkTdnZoLuG0zj4t8LDuvR+ERz5WuSwCoFzUCS64tiNZbXQSdVwjounvspjO9DmYnsu3abobRLhOQRwYslnDtKm/VqocshX32xZexeIkdgCZaqjhdK+TEg9R2hFiT/XpB+rcgwlpAQtznh9DTBmJtwLQaIpYM1v/L3pvEWpKl52HfiTnixp3fPORQWZlZY1eRzR7YNGVKHExRolowZMFeGLBAQBsbArQwrJ02XnBhwLBhwN54gDakZNkLAqZtSTSHZpNs9lDdNXTXlJXzm+98b8xxjhf/F7cq6W52FssgU8A7QHW+fu/eGE6cOP/0/d9Hb6kkYnC77yPmvOy1umhvEbL+xzN4oRxP5z0MSG57OhWrO0mWeI3PZvuFIapa7m+ZzDG+J5Z3lc2wP5QQ0Wmg5EkGl9B022B9vm7mwd8kLZ6/jUKcEKweUNncreA6cj2lXqATyjPr9QJYXXm+N16TZq+/+dYX8NsfCev4LC/Qote7P2tj46bca7u7D0UMTEUqPeP6cD0pLVq+Dzdp5O6B/oZcUGVSeDbDCoaHyrLhEJNi0gKMRnC4+wKevy3hytffebxG8j7teCY2Ba0NkmUGL9rDlPqQ1aJCxJjsbFyhZCdbULbgkvTErsXNLJJjpKfsHHs5WmPZs9UFAj5Ed6cNryeftxh76jxZdzWaNIexZMFWSQ7FlmTL7aLXk5esYiXj/cenKAgD7rourI6AkJzVfRTs5guCEBFj45DsTkh8lAupf7dKDxYBS6Efw45JoEHwT1aW6JMAJo48aCMvR+QYlGQNyj2gpjvfDilcG7rIWS3Qroe+JQu6H4VYJtzc3AAJ2Y2yopGWr2ARal3Xal3TrvIpTk7lmifjh9jeknbnkrTm2WyOwhEXv20PgF7TV2LBZxdrlYXQFEW1iRvZ7LXhKPn7lVeuYNhh33M0ReIJLuB72QpXyMzdCM0uRsWa6Sq2Y0Qx+S9DGwuCqFp5gOGA1RHmQ9J6AqfkpjDwEa9kXRTKQ8BNyPVrqDmJT4YyP+VqBatZF3mCPjtXn9/rYnokRmKRyPxcvTnEf3DrbwAA/s3XvocWGaKsgxhDEtVUdQoknKNOY2xqZGTWMrqCZlhi221YkVxnkNYAu2NrhpVBGMLUTZ9Pst6QK51AkfI/NBZigtZWTyk0exk+XI7LcTmeGM+EpwCI9oNtVfBdcedV9eGaqy+bXgCp7OBQc2i62Blr2BdnY7S2KEMe91GtxLKvRheo6KpZCOHTvzI0g0rZ0KuGMmuJmnwDulwiZ4hRL8ZQdL82aQW/9sZDfH8sIitfevGnMNgSa5stHGTEKcQqQEjYbciE0ypNkDXCIbZG2yNs2gZiS6zYmFJiRZnBJVGGE7jwiEws02TN0GyCAGkmmfMxZeDC1jYM6/ydsI3hQI774s3n8L27H8j9zWeIulLlmBOq6ywT2PSgWkGIeEuqJGntQ1Nh283dtU6nJtekcjUqal7C03Bo2W1HQy0YSjgFkgnhz0z8djo+tujFff7WIVo9sex+MEZGduhh8CLm03syR8ymq7RGNWuIceao0ehtahQMR4IW4DPpWJNnQy8VNJPHRjuwiGNwXbNWv7Z9F5UlGAjDOn/o+Ejmcv+Wr9CloNC12sGClZiLsdzn4cs/gy9eF2/07nKB1ZmElZteFz55LXyjMEtFW+LOA7m3RZE1EAsU8zHKhoei24JDz8puRdJCCcBrkJu5hrboPSQ1SHUBtTDItHgHe7sba9zD6buClfhx45nYFJRScC0fKDUCX+5ss3cTaikv5kdnF5iMxDXsByGYOMecwI6L9ALbWxJD2r0YRUMnroCKKec8ma35DxU9VVVa6xmo0hqG7B51XUOTcCUrckSOTHDYkcn16mPkS1nkeT3CxvNSmlqsjpGNJK41QQYs5Hu5L9c5mZ7h4UQW2NXhHuIhXV+rDZc5k4BdnRorTLjoynyJyG16DkIkbLMtqhwl5d4zKhf5tYViJItulqV48VWpLgy2NlC6suFEsUJZy41XK7YWuwV6XLi9bgCXNPmVu4DH30+KBB+9J30n9xfyPDb6PTiefDaOe2hx41S5gmZORS/rtQ7i3iHl6ZMutmzZmAbbG0gZdnVe+goMtSuDjRhVIpWiuOHj9FzMc5mj1sTBguIzZRFAMVxpWyFSdrw2LeUq7K7nzQpLKFDsxmsjZL7G8m04MXNFEc9nB3AJBa/zFdoHEvu7vQwfsa+mS9f/8LkAg9tSyt3TBm/ThV86K+wQ6l7aHpYEUf2AWpMvbW9i63PCaqiTMcBO2ijyYbdJ/V4HAAVr7arpsy9R53JPpmXBJv9lrjKEbDe+5lt44brkJX7vKTeFy/DhclyOy/HEeDY8BRi4TgFjr9a8i9bhDnpHsuuOZ9/E6EysH7oxPNKYLVkrP3p8jsVjwQroC4XuFQlBVqMc4a5YsVbXX9OI12MCZSwApG03ZYpq0SQaF6h4jqLMYZEaPGZzzkVyBodNJvcejfAcVX17qo/CEk9hOpoj9yQcSWitsskc4GcXUQ6LAi6LUGFBGbrRTO5za9ABGCYsS0DFDX9BggUz+MWkxDkZgy9IINLRu6hmTJIVKSxb3Nl2N8ReINY6akXQDfs1Q4MyD6CZ2IWyASXnCOBjZyiWxnE6sCJabrr+UAo98lKGgYKmhJoNA6MbKjRAMana6Yr7XY5S9F6QhGKxrFFbcs37Nz8Hj9b/oOOgCgWwE9YCYnLNR5gzoQZ7gdZArqNWKUzGOYoBsxJrWpf0/ublOqx0Mxt+n5b7dAp9/Xkew0axkmdSsQnM9Wo4mpUYT8PMeU+Bizf/6A8BAC9ekzmujgYoDuQ5DjavwFsI9P7isY/rO6RbMxFWY/Ew8Ihh2Y1bSFgxMnUCq2pIa/w1DB9qBbNgFcFvyCgVUItXpfISVSGedT5e4YTr6Hfev49rrYbG+unGM7EpwBiYokRRA1qRvnpVwYokziyTEHPGyQNYSDVdP7bH9qMInbYstu6tWxgcXgcAbL4cwmNLsRUCVkMq2oCUMsCK5CBGAY3YgbJjuJ4s0m4YwiP1uaEYq5fUqFjSOx5P8ehYHkDLFFiSDMWkS4AvmUe+x2E3xta2vJhH4xWO7z7gcRUM41qLlYMgjuGGBOCUKyQME0wNZCQyUZ0QNUMoTRJRXVUwFvUGZhkes9RpVRkeHQvKb//5DRxwXnL2bXiRD5tt3yVqWJSaLy0gZnkv7Nfwoi5/lnuCGyJklt31fWgGtlVVQ7sNP2SAuuFKZJmyyBxUZDYtnBxsc0G0s4doJC/Lw3qKLS2bkH9Fnql7eoSapCjJLIPTISuP66z5JgcHVxAo5gxIzhJ6JULyHbaGbdREQp7c+z5KhhXtvSGK88f8HqnVkxNYrHy5TgCHYYdeOXjnfSn7eadSMfuT2e/jq73/WK439zAhZuhkch/w/z0AQJpOYdgaHgVivCJ0UdDdD+INOASiKasFzRKwVbnQDkPLOQl9IxeNs288C5rGSwUejh7K9+6PlsiWTbjxdOOzStH/Y6XUO0qpt5VSv6GUCpRS15VS31BKfaiU+ufUhLgcl+Ny/FsyPovq9D6AfwTgJWNMqpT6FwD+QwC/AuC/Nsb8plLqfwDwawD++z/3WJaCH9lQ+QIOFYaqMofdZUZ6FmFxTO/gahuKddwlqcusymD3yjUAwPDgEFGLyaUghmrouIoCdcgdOGO9OrZQMpmpTIGaySltNMp5w7tYoqjEtVssJblW6QqbjRqw38f0VHbwyfFDVAQ6xWGJHSYPWwQhwfcwZbXDsi30hmRMhgZ5YdAiBsPyHFQsQcPxoGjZVqvkYy5CKIBQ4pAhShQHKJvkk9L4N18TVb/IUhincq+vz1IUWwRqFVTULgCPycVwkSK3yAGxSGGYlLRQo0cCEBRizU2WoWYo4QRYU8frMkHBnoHcqlAnVJimkE2GDDa9Fbu0EZDO/yduD1Av2OfxOAJycY/bp0IBv9AFevRuol6IMcFuy0WFDoVaDl+0ETPj3t2UNRREA9gRiWhgo7iQqktdLbEyci+rdz+CncvPnQ3xFALLR0VPwvV9ZCv53uij93F6Kp7XRzkFcpYF7v/puwCAR8kSVS3W//R0hoQJZC9UOKeQzojhr5XV8OlB9Ta3oNgro/UKIOV8rQroJV3jxnMdl7Ca0GCxAHOxKBYJTs7lOj1oVPmnAy991kSjAyBUSjkAIgDHAP4GRFcSECn6v/sZz3E5Lsfl+Escn0VL8rFS6r8C8ABACuBfAfg2gKkxpuF9egRg/4d9Xyn1DwH8QwBwww4sU6LltaAj2Rlb7T7gyU6b2QGWTFTlfgBTy2dSIhdPRjNsPZD4DoWBQxi0M9QomWhz2yFqJvmGQ7FKcTxYS6VVmbOOHU2tUHrUXbQMZmTxWZ5LMtM29Vrmy3gr3D+W+v97797BHrEJX35lgJ2rEn+vqLX46GiFjJa0347Xmo++p6ACsRR5w+pbuciY+FTI4THed4MAFi23sj2AUnghS5aLRYIW5fYc2FgSmt2K2zhk81cVucjJAWAVYhH90EHIHEbtAAUh0efJYg0h78KFS6vjDMlmbZVr6TbMDLRnOEcaVp95klkFzS7HbCWWeGdvAzmZTQvfwCYE/frAhTsQjETWKTBYSaKxrr8DALj/doWNPckXlLVBUZCRa1Uj5PmQpKgjYieIManMBJqxta4cpPSQgmvbiEjPp90JzIxeEcuU9UpDgwlok2FFePf7j09Q8Vme8zmdlikeppJcLM7Haw3S98ePUJZkC7McZHPxev0FPb7lDBZp46qPlij5VtqpgbUj+RzLdQAK1KiFeK4qsKAa9yAI4dNbtBaPUBEP4ykF9ZfF5qxE0fWrAK4DmAL4XwH88tN+/5NS9N3NfbO920KqbWDMbLKrUMwJGfYd2KSydkMHPuvb7z4W0onf+cE9LEnN/XIdIb7KysFpiFEh7lyZ2gDrw68fXAMA3PryFgy1Jk19jpotprVtkK3keOeTBLMJ21DZ1ed4CglpusvZCsd0Bz98dIwRQ4VX832AYCCb2eTp8ggnCwrRqAALbja5SRHSdW8EU1cqg8U23HbkYJPgnshSWNAtL5SFlJyAHl14O1ugiTpKq8Jd0pVl2RI3I0lsLS8WOM1C3hOxC3UbFdupfbiYzyVLNj8+B1hR8JwWXMKqHdLK6baPUNYt/KRASICQFbqoEjleVhZI2Key5EauHAsXj6UtOJmGaJHerbMBtPuyAb71hzU6r7FO7wuH4yyzsGBC7cUXetgprwEA7n70ACNWBj46XeCFvmwmc4aEzshBoeWFRuYiY7iynDvo90kHr7qwbfYSzLjRqQUsJddWaYV3yOD8R/fGWLBN3ueG7WuF+WNWtmwbbcLbx98f4YIdttvqYF3ZeveuVKo+39vCRS3zXQcnqEt22rYjxKQIdHbbsElK47XYMey5MCTlUTmgaCx0ZaMTyjX1VjZcVsq4t/3Y8VnCh18AcNcYc26MKQH87wB+BkCP4QQAHAB4/BnOcTkux+X4Sx6fpST5AMCXlVIRZA/6eQDfAvC7AP4egN/EU0rRK0vBDTyY3AMO5ZLaYR/TXBJjcbANj33zkzRHn4SY19kT/6VFigG7+qxZsSZgLXWF2JHwoXVVIeqICvJgl+WmogZyKSeWixVq1bD65rgYiTv34OEI+1tynt1DOVb3/gPcmzcJoCW0oSZDViJlE9PX7z7E7m2x7huh7PzPXb+GwZl4K64XIyRLtIWtNTtyxqalDjKwjwVuaFDSDc6gkJV0810bCX8fl2KhsjpFTfq4JMlRkhfgrJ6hcy6WZnfVQUbYcdFnonLHQU4FY12n1CwDvE4Xig0/nVYAt4EEc75dN1gjPeNhG4oQ3GS1xCqRUGFyUWBKqzk5uyf3bHzkJD7dKCKU9OIurmscXcg1f3f2AF+OhA/iwZC6D9peM1RXWQ/phXggJ6Mljh6L9zJ9MEHAUGHzZcEgOO4KmuSvragPx5dns3vj2lrWr85WcEwjOSjXM0+WCHsyb9MPK3zrDbn+B4sCfV9sqk26vcIojC4E2hyrbYAJw3dmM/xvfyIMzr/2K3toHwiz8+eeF69j8/bnMbglayzIFayBlE6N50DtsYnPsaBL8SY0ATcqS1ATn6IDGxOG0I8eXMBl0c/TCVz308UPnyWn8A2l1L8E8B0AFYA3IOHA/wHgN5VS/yV/9z/+uGNZMAhQIHUK9F2KmzhYQ397nQEcSyYqMQ8Q8aV3WxJGfP6lNmoyEPVLByE7H/utTbh9ccuD7hBeh9x/pMLOZmeo5gR/WBUqYmJWkynunchLpusa7Q05d5f4h3pRIScwx7cVLCpS1UajpK7k6DzDg/uM53f4gAILUUeux3UAi/F17TpQFA8FtRgH7RainjyeUissGEcuF/k63jUOoExDS5/zegxWDT2fUWgkYLKyhGlAVAsbR9R07DGGri0boBpRT2/CkItQmT5KtuoezTME3KkCgo3a3Wh9TyoKUBPOu0jnOOYLu1pUmLDqspT9BVZ+An0iG+DWzQCeJy9pXeZ4yCrJ1sYGQFKablu6DOPBFj6kEpJ9f4TAkr9bcPDCoXAeXjvYxPN7shn4EY2F2oLNiovyd2GF4ktbxkFKoBZMCLukwAvBXU67j5Ls38X8HG7TfZhr7PC+CxqTdg106STfzRdQDbt+CXz7axLq/uzmiwjIaXnjtRflXBsWFhQ4MsMYRNUDoUZI0hY7UrBWbf6Bm9gqhWp0POsWVqxU6KnGNVZPHk+WWFVPR+3ejM8qRf9PAfzTP/PrjwB88bMc93JcjsvxVzeU+aRe9l/RCH3fPL+zj8PhFfw7X5D9xNnawrQSt+eb77+F0lDBeZrg/EQaO04eSbqiLjVC8h94roUedQk3bAdzZoh9VyFjJ5RmgmiUlajZMamh4DZy9pa1TjomlYZHNOX+jngMy9LBihBkQMFoSpd5LqKwSeC56LTF09lh8rGyAwTkmnw8XWHOTswUIdJSvAqHCcN+p42bpPn6qZ/+In7uK9Iw0+ttYmtXXE3X9z+RWVZP/AMAxgD/+T+S3G+lc6RNt2PgI+K1xXQtw7iHmpUPWBZseiBuFawTtGHbRcIGKo8JvKPRYh3aHE8SLMn5aNs2kqV8JinM2oOyWS3JsgKff108r69+9e9g2Bev7+/94/8W3pZY+f7eFsaPBZ8QBpJca4UK4RaTrnDXz/T8/UfrBjmrOgOhGtCqqbI4UvcHYFQFevyoVjM0xbLAMfBasnY8roVWHCJjt2eiawS+eH2HV67g+28JdRudVMSdcP38yyJBwXt2dI0OyWxs14JNhu1GI35ZahQZK022hx61SKLAX1Pa1cbDKhFPYM6Q0IFB1tDNlSm0arQzamjVqJ+72NyQqtPXv/XtbxtjZCH9OeOZgDm7tofd/gH2965ho8NUtipx/wN5+YvTD1B7ZL9ZjJCz09CnaxwELl6hAtGt7SH2hg1vX7TuLHO9AR5ycT9+IHmE9ydjnI3lGElWfqy5ZwE+3TZtSuTNBrFiqOEP0KNWIWwNxU2m3+lgyA2pFXg4HMgC6TFbvFxOULLetHVtiKQQyLOCwb2HUu48ZxlrenaO+/mfAgCGSuO152VeOn4M9cn0cLMQftjEKsCwldsPRD0KYJkqIdSbL4EuLNjMXq+mOXoxSXPj1rrMGHsBSp8bJxej7VhIK4rc+itM5iyNJgUUu/k8V6NkyJbybU1nKe7dk3t++5tv4+UvyAZhwg42SbxbugYhuQ3NSjbQStcIQOiya9BlNWRmJejzXQuDNmK2jGsKyS5rB5OJgI2K1RILtpyXRQ7KiaKqFNRcNueaYZJSNmyGBFoXmPPvJycP0Y7kHM1G0BsO4Sn5+9FZjpAhXRxHeG6XlPNBF7QxWDKkSrMUs4z9NYGPqxtyf1cPh2ixu7SGg/NzmYN7JLz94PEFxuzRqC0LLrt84TqwWGpXSgH60xG3XnZJXo7LcTmeGM+EpxB6MV46+Apef2mAHtWjU6+LMwqdTEsbfUss22pxgYoZwee6YuV+6fYV3L5KgY29fbQs2a3DboSSuotO0MaEbLd3t8is+y5wh9v2w7PFuoZeVBVcZnhj10JJtt8Zm512+m30aV5CBRhaiue7A2yyk3Kz5cOnoIjFjH1ir0AFOrQihZgNX6ZW2KM0/PcfyTW+dz7BozN6Dxe/jYLkK7/wK7+KzUMJHyzbgs3k4Q9DqCgANoFMcSfG/ESSi64bYMTk2YBWMI4BjyrXUb+FrbZY9m4YAlosoh/FWE7Ey3LYuOUHLSiGT4s4wZwalI9Oz3BuqECdl/DqRv2aiTrHx4oSbW++/T30GjBUeIiDG+I1LO68gSUTZouH4uU5tUKrYnfpnXsY85lYKHGFfJs7wz08f1VCkMoSS/rB/THeyaUy8PB8hZyVkVorWIREh46DvGCIoRsPMoNH8hZLqXVCez5e4vptCe9u7kpYGSgby1xwIdUqw9amPPebe1uwqVM6tFpwggbgJcedL1fQPO7u9gD72+IVqyBE5DTJZgsHWwyLN5is9iy8f48iOVWNlLB/k2u4rHgp7axh0087nolNIW5F+Nkvfh7dTYUWqdPNoYNXGQM+ODlBPpfFqMoS13oy2b96S8CSf+21n4DPbrmup+E2vIxlhIovRblaYWNTNoiYC9MzQCds8PAa52NZYJMkQ1GTKFXZ8HkMzcnd6rSgCSyqrQKvX5HM+GG3jQ32LvQcDxlLZzbj03iwAbMSd75CiYoAqLoEdskUFF6RMGFv2MHX70jO5MHZCH/w+yITX9lDvPailFb3btyGFTSPkGHEJ3MKAM4nEqu2B+21FPsy1SgLuf7JiMAkN8cVkr7sbQ8RcFP0lQeXcbTT6kJxM8iY6W65el3SC3sKKmdlxHLgRBJuWadjTImE7HuUiK8dFATePB7n+OjePTne9iGSc3Hzle5gsyebSXohG6RbF6geyLysJhMcbsom9PrNz+GnX/6yXP+tHbTYmZqzu/TBByf40y3ZYP74jTfw7e+x3yGvUDfCq16IiH0VhmFLWtbISLLiApKoAVCUNX7xS1+Qe2nJpvLgjbcB5if2+i28vCv3ut3fhEuj1msF8F1ZnyH/rXQFnw8u7rfhcO5LnSIlYhMaaPPd3uvKO5Ls76zzEicXK4znsgGeFwksGjjHd9c5n6cdl+HD5bgcl+OJ8Ux4Cm7oYff1Kxg4Popm1/ZLbHVlZx922lhk4pbZLRuv7Il7+cUvCJRVDR3Ys4Zgw4XFTK9uO7AbJelYoSKFu03Q0I4FvEIl5h88OodhP34U+mvsvwIQsNMyZ8ra9kKUlViag+0Bbh6IpzAMNbo2z+fUcCay45sGV1CXsHtiHc5WCQLCT3Wh4RAAFIwJXgpqXGEH3LzdgqbFG93/LsYMg3Zv3cQ6O7p2EZ4MI5Yz+d7RwyVWaXNPDgoSdlRkJ+47HnY6Mt8bnQ78miQlsOFYDR1dGzHDsVkg95/OZoBFHsS0hE3wEiID5viwmCawSem2JF9GFTjQhGtPlynevUMSlc2XkRAevdP2YRP+rN4VlehkOcMW5el/8vYBfv4X/l0AwOu3X0U8FDfe1i4sUrOVmTxf+wUfm5vy3H/65av4k9sCIPqX/88b+OhUzp1kC/Ay4TDr77oODLP9yjKwyJ9Y6xovk9YeD5kAACAASURBVNp9NZXE34dBiXQhf9/rd9Bib4u2K2xStKW/sQXfZljJZ+YoFzZxIQ4saAKo8oWGhQZ0AtT0Uhxa/pbvok8ui6plsGQFI4RpWj5QJcXa03vacekpXI7LcTmeGM+Ep2ArhZblIuq4sLkrT0MLh/QINvd7WJ6LtXr1+jZeuiVJpC51ErtBGxa7DFutDrQj1tExPsoWoailC+WRgJOlon7XRuaI9bix08MJYbe1ATpMPlVZBdOw23DXjlsRQrIbPXdlF0Na+a5jYJGHwKxq1C6RcE18F9hrjoFWZKMgrDjs1kgWVIq2G34EH21aj2iqMCZM8eHdM5Rk43Hg4EcUIwH+ZTqSONM2ek3uuqpqrBYyz5vdRnfyACFzH3ZaAExweY4Lh3oQrgngECGoK7E+tVfBrsgkrTwUxH14tgVFZOkodHDOXEOD/1COg4iaBsu8wpSw8ehqjRDy8+xkiTlRkel4wvtI0GqJlf+7v/hFXLtGYtqd4RpbURcr6IRzwC7CGCVUV9aQ6z2HX+pQctDz8T//6z8AACzmKeYrUt2R/NdyfThMKuuqWGt+KmPQpvU/e0Cv6XwOJ5S1Z8W7AJvNAh1As1xo1YATNtKIco1OqwWYRt5OQTWSdR5QcY04FqCZg/LIUL0ROiiYiM2LAiFh11bgrXU5jAJs83R6D814JjaFujaYL3NEdYWTVBJK3s4QDtWPBuEmzomd72xv4fkDqd0Ot8RtV+UUXksSTpbnoCY9t24HqEk/7jlqDVhp+rWK0kKnEV3t+OhxsldFjYgPY6WAFt3jZRNeRDYCWx7Grh/DtuRhBW4HdUI6OWgUqqHKItS4shHwRS/rCn6DSVcWPCb+io4swGFV4+qOXMPpNMOcD/ksSXBxzBDLsn5k2LCeW7JZzxca9ZwgHNvF6oIbp8VQy7JQ81hFbeA0moi+BYstzrYNGLq2VkO1pg3igEK61QLcj2FnOWLSuQcwKAnTXjEpiRprspBu0EKuCd6pfBgm9h5/+C2UzKRVbDcOWh5u3pYE8/7NW4ha8nLbygLsBpFkwybhSlPu8SIPRQNuCgGQtOa1V27g3yd+5evfeBffWQhFXkY8hbIV3Ka9HoDHtWCUjaAt9x3SaDh5gYKJ62FRg4x+QKuGzdZ2z1dwG3ZwVqeMcmGsBguhUVkNG7nTcOggLYy0TwPQBDEFxkKbz2mj7ePhSNaZrzXSBrRnKTifLs94GT5cjstxOZ4cz4SnYOoaerzCogWYC9k9T1Bh1OAUTI7+VYHB7nY97HCHtpo+ce3BJcuwykt4De1WWsFuEH9WDM9uCFhpJVW0Jiu9vrWBrY4k8IzW8ChFrlIDm96ES+jswPfg+k1TUgmHSTlYJVQDj6sNfKLiTN6U/XxULGv6rg0vaAhPHVS0FCkxGMWyQMzdPggUKrrdhTL4xntvAgB+sfpVWD+GkzNsSEJdBzMSwCBTKOhZ9AnB3vTbcIpGjkytUXe2+dhrgMZaZs9i2azd7kKzfGuX2VoeLg7bsD2Z526vh5LdoRWhz0Wl0OK8tlohQpYsJ3EH1UieQ1V4qDNqGRCZuRf38PxA1kLH7SAiZNjoAiCZjbIcgDoShiS/qLAuwyqtUTGcidt9fOWnRCl74Q3w0YQeDZOPRZbDJwlLVFfgrcKyFAK6+b4vIVV7r4dkJqGEbnsImewMbIWYyVq3thD4TYKR69GyQK0b2L4DEP0ZeBZywuIjS6MgmW7dMBPoct0w5fkuBiRhGa00XK4j23XXyN+nHc/EplBogwdphq2LGtlQHkB/ZwNZJvFkzx/i5Z98XX7GfeTMspKACdquUWbyMP3ABig6qlrVWlMPrg2VUSGI0FHHzFFx0Xh+hJ+4Ktnrd+1zeIyj567BksCSiul0NwzRtxq3LUJr3YmnUfPhK1/B4sJzY0JulY02YcV1lqPkpqFLBY/YixarCbmdr+G11/b38e6JtBcmSYWjx6R+rxP0DTvnGvajPxNGTBtp+/xjXcVCATY3p23yRMabAejtQwUuXLZy2264fhGACoqbU4OohbZRa+rIlxqKjNelVcNm+2477GAzEJzJQ7aqL9IUMFJZ2OgGyNjtmGaAYcfo9s5zWKyISbgrOYXhxhZ2bjSU8wqaiXVbB6i5IaG0YNPv9gx1Q32DNolOCrdGwOqRY3pQLan4/PLta3hzV+bj9JwbU1miZHuy8jwYbtSW66PpfulvSjjz+Rdfx7/6rkDTTZEgIMdobGv4fD5eJ/44f0BAk9F63XKuq497I2pbwSfQqSxyBJE8a103Aj4eZrnMvWcDEcFnG3GJJGnuX8F8Suqly/DhclyOy/HEeCY8BQcKQ+Ui3AqQNW5Wv4OrqViMD7diXNmUXXIbJRyrqc3Lzt8ym3CbrDA8KEWk4MJ8vBs7PYDNPDbl3LywhKbbavdctGjR92IXLiXlnYVGNaH0Oy1Ry7URBGIxQ9uHQ/dMVwpuowycm7W3kTPM6XS7cOlq2qHBLBMLVFk5dEHpMiaynDiEYpKw3/Wx3ZFKy7y8gBfRc5nm0AEp337E3GYUVlG2gtUi1d1khabD/sYV8Zr2uzsIFLshHX+tNwJtrTUbbK2gXaI06TXZnkE6pd6h48DJ5OeqytDQC4eRj11yDW5Q02G2TLAgoUzoO2BOGYFTYO+GVBfy8x24S3k+Z48F5bix3cFOn9JtYReOLV80SgNpk4C11xodjZG0lIuAwjEmt+B3ZG79rgUQ9ZmpFkLK3jUYC23M2jvQpkZNK22hRouT5JMIZTkfo8eEuLZC9BrsQWmjIhS8TFN4rFaphtrOslCsPb1iLR1vWzVqwsNd10DzqblN8jHNAGqYeLUGuXWQViUawIXlt9Z8GE87nolNoag0Hp0luLrTwX3G6htVjYyLKp+l8Dp8sa5tILRlg2gy5yqIgUwWmOV4qBKpYKCVwyhyF8Yt1IUcL1Ok6T5dYdWEImULQ5K6jFsecrqMLT/EBrsuR3yIgQP4FunJnRqaAXiRFdB5I87iIGfmvAzpymkHhoSvMMWaxWg2r1AT1NMQyeaVxqKSzy5LC3UjNuu0YBnZvE5Xc3RqqbrYP2JXMLyGoqgxJOvHJC/W8uRtVm2ijR68VO4pjAIEnIssn6NmGLREicBIeOc0oU9mrwlMkyzFOulfaICbszYW4pYc47Avm9jp+Rwn1IzMshp7fLE2NvbRG8q5p6NvIadg7ZDX2TYduM1L5dioqSim0wI1QyJVGTjcnDUBPwoZyuLjSszZsYQjy+UFRo8lROnaXfTYKcqwHxWALC/W52sKRp7jobsnm1O6lPtwAOz0JAQ9KBKUrILZPRvNq2a7BjXJVyxKDsBuwQlIfT9L11TtZpWvtTDL2kLBHNuCVO9VXcBmuTuMXEQJu1JNiZKCxCEA70eajB8+LsOHy3E5LscT45nwFAwMClS4mKzQ64kXkBgPLdbCp+kCb78rdFaq3sDFhSSr5kdizQ9fuY1rV0V3sh/GAJtP0uMzjMfido7zNzGdi3t8ZyKeQppX2GqLpRnYBbJavI39boQZw4PcMlAWaeFmlJjTwKAr12nDxZzEIsvJHBUVg2d5gpwJpQ/Y/46lQcV7ut7r4vnrhwCAwtWYz+ReVj4bcdICD6eS7Pre41PcI836vKjxxlsyF7//9fewty2dgZ7DMMJ+MqkUNhWO2mBF2byWUdhoRERo5fKjM5xMZV7bfojBniTcorAHL2TF4GKCSow0NPkkjFbQtMDJMkXGNPpkPEJBIhZbKRiGelf2BFvy0TzDgxFJZqoUPQJzDnb20bcIWMIedihPV+3KZ3d2uzAreb73lkfQJDLJliUWZK7uBwH2rsh68AiQUpbGYirX8+Zb7+DhI+HqqO0I+6TbG16/gcN3viXXzDDOUs3/AJYx0MSqWArY4LHHudxbP/JwOCA0fTpDQKGhyOkDJLWplga9NsPRhGzlLQtI1/EaLMrPGy9EupC1NVuMMaanmjciSLYPn8JAdQrEjbiO/jjvXKD+GCr9lOOZ2BQKY3BX10hHEyxZY9vI9nDfyIRoXeHwpiDXbrz2PA7ZLvvH/9dvAQC+863fhVcJBXj8/Etw2+KKpo7GbHYfADBe1nif9NvXXxASj6t7QwwoYV+e38P4jjDp3D1KELriRFXQ6DDV7tB39No+3Baz2kiRjmVBPzoe43wmC2SWZpgg5+/JVZjla0Tf2z7w6rloEF577hAJf38vlX/PR3M8YMXh4cUcRVPKdIIGbIjp4vEanVnU5KK0rXX9wQBw0QitlnBZ3tKegw75BRHIS7fod3DxSFqrv3t+Du99oV9/9fYQB/vSY1LVFfK5LPSGB7MqSowoDf/wwQNMyQeokxweu0td10XYbFZEir66u4E3fyDnWC4LTOay4TphjD7ne+dLNdy2hCsv3ZTrvdIJAZYIW3mCFTkhIzPC+3dk852fnTcSCWhvS36i9j1kc0GsdmIbr7wk1ayN517E5qZsClZS49a+oGX34m8DAD7MynVnZKUNwPBwiRV0E9LRhe/vXMUeBU4f3HkT77wlZK3+0Qkc6lqMyhxd0q9/rumu3dtBj2xaTl6vRZbrZIGzExLRfPA+pkRZ+mzVj2wfmuHmZuALXBJAaFvwuBGU+RLGXFYfLsfluByfYTwTnoKpNappiossQURZ8wezJQaJAFcs+wx/9C2xqrNH72FFMRDbyL+7/aswBN6kqwIOXTXXCtGn2hB8C4/ZGTilkMnF9BxX7stx9w5iDNgBWA4KTOjC1UmJcyaMQGvn1RZcWgRLaWjVEHLkeEzNwPcej1AzAZcym1zmBdqsnxsNvPuhnHs6niLqindjaEkXC+B4LB7GNM2gmHAq8gnOHgpvYXHnVZSsvaPDpJUxT1C05QSxZFkNl+6l7ymMybUYURk7yj1YDEFcCwja8ve67GFOQI/leVBNUvFiyqen1vDpk/ESpItA1LVhgdBe20NmxMKGhXxguLuFzY54KZPFOZapPJN0OQI25Dm8sPsK7L5YwhG9rr3+GXqEVR+d3sdHd8QT3H/xNr7w+V8CAFT1CeyGq4KAs4vz+xgfi9VVKkLJ+37/nYc43xBoc+x0MG2uk7wYwcIBHQEYbdbVB2OVCFlJUmLk4WKF2hPPZHz0YM3N0IvbOLgmXsG8Ujg+FY/mB/ckXEuWCQ6ZgB60ItgNOc3RCc5G5KRwPOz2ZY202e+gSwtIqBaVVhiwp2LQDREzVD5d5cjrT1d9uPQULsfluBxPjB/rKSil/icAfxvAmTHmFf5uAOCfA7gG4B6Av2+MmSilFID/BqI8nQD4T4wx3/lx50iyEt959xE8ZGvE3Jc2tnB/zp097cGKBXb6g+MUdSnWOCU/wCtX9nExkp1x6wDok0+hvXMFyUyOkU9yPBxJsu7dh5KQSk2BDulsPr/fxs+9ILoBOuqgw26/2vGROXJNWzlZg6p6Ld1WFiOcHsm1fXgxwumMMb42H3cUTuTaAtdFi2XIwK2xJHfEOE/RY0Jw0Sh85Smyhl5La9TsnjSlRpmzJJWusKKlGJjh/2deDURjEQBWWYmIJsD4IQYN4o/IxTt3voNv/KnQlR1XNq6TaDQebOL0kczX9e1raBP3UTZxdlWjoG6CG3SRkFvg7GKKis1TB8M+rm2Jx1YwzzCAje0NwUg8PJ1BEdr78F4CRezIwUaAV4aSjDVj8Sq8aoEE8kynD+7i+w/E2/oAbfytr9wGADgzBzlkjTiOPI/ZagLk8tmdl/46zigF+I0338BkLF7P5168gQGFWG6QW+LRaIGC7k9pzNqKKuNCsSzbamqI3U20WUYeuAZT5m0ez6Y4f4+ei+WjJhT+5pacCzrB+bFcm7e7h4CEv3OVozuQNVc7Ib75liRHx9+Xf/c6XWwP5Pm9cLiFcSLrZSuO8JDnnleATj9dR9TThA//C4D/DsA/+8Tv/gmA3zHG/LpS6p/w//8XAP4mgJv870sQCfov/bgTVLrAKHsMa7nEYSgQ1h/ceYj45G0AQDu8g7/914UPb2fHwf178sLmS6kvGxMim8rC9F1vDTJC9fGkJukIn7spGWmlJav/6PwYA2b7t+IWQPKL2AdGxSdov0mSssuwBGUGn70WRWah3ZUX8ubVAIaQ2fzRBDXDnAkXaOh4iEifNrR9OIEs2Bd3t/HqiyIM8nvfFe3LVZaiZkHbd2zUjeZHGMPj79+98xYu7nxfrm1P5s347hNAZ5ckHCFsOKRD77seDnblJdu/Jt9rOR4KLYvxoAL6LVlU/WiIx5RtL/MEhr83vKAwaqMfiLt7dc9CwsSfsQvEPVmwL187xCCWTaHkRmhyjRuHUue/fzpCycrI7vN7SE7uybH1y/DX9XbS7e0OsRlLctj7yedRd6VKUlYOTMrEtF2jw2Rcw7SdTacoJgR9reYYtOWlv3HjCqZD+Wy2PIUiMG6Pbfu7owoJBWKqsljju43W61ZtcKMMekO0CePe2dvC5Eg+e7H8GFxmeRaubMlmuEcSoeLiFHcoV7C91UNgyVy1Ag+a0PyN0MVejxUf3tugG6JDtvI4jhES1Lacp9hmRazUFs7N/89szsaYPwAw/jO//ipEZh54Um7+qwD+mZHxJxBdyd1PdUWX43Jcjr/S8RdNNG4bY4758wkAplqwD+DhJz7XSNEf48+MT0rR226EVbqAyhIcnUpZsF0N8EEmJZ19t8b+y+JGxvkSV/ep/zgRy11aFupNsRhBB6gbKjGVQhPuuXkwgO2Ixb51+LJ8L9sHDRE22j78jljV85MRHEqV52W1dg/dFoU5XA2Le//G1hCaybO97R10QgkldFFjMqXbSbjrsNVCxMTfZsfBLepBvPriC2hvShJJJd8AIHoNN/YkaWVZDsaERM/GKZq854dHj7EkzkCzkUoBH1eljUGSNzoNCjFLYVYYwKPKdcNToPZbOKRoyH5so+WwmacVoefJ3Lu+Qa77PJ+48LFjsHdDysX2vSPEJEz13IM1DLjT7oPVO5yciNUtg3rtrbx25QrepaXsbA+wZLKv6AEVcQFvnEho88vbL8MjzDkuC7xgiX5iOgdCWs1WaxuWKyecnpCmb1XDJq+FHzrw6U+9/uohfC1hR5mscHpHkritq+LlvP/4GGcLuddJBVQsuVaoUTPx7DK0c3st+LXM1TyrYIiVHnqudD8C6Oz00KP+RtBQ7CUrrKjsXaUGeSHrdLVK4YYkcS1TfOHFFwAAXyak34sCOJS4b/UcLGfiHcSRQkjykP3IR7b4dKnDz1x9MMYYpdSnQ0fgSSl61++aYjFGWeRonJepWsKdycsfXbURrWRyot023FAWZu5L1jg9HqNifGZZMWxm8NXSg0U4stsKsLVL4IkjL6MfbcMQ1lqXM+QEEFko0FBFKsfBhFBoQwnx/a0ewg7ZiNICHt3HTm8Lm2QX3nJ8HLMF+IMRuwXdEH1WAF59aR8B8wubBwdwKJxyjd9/88FjbJOKfr+/hQHbAVeuwskFO0J9F05MApRPBA2K8b4BsKSSVWC7GFPKvF9bcBkqGPaDxEUBl3kEWztIuah8ZSMn0MnJXdTUM19SoLYTBuixZ8Rc20SLvQqxV8Fj9aGwijXBSYPfV5VCy5fvtQYeugu5nnS6xME+hW8yCxVr7DvsnFSqhKI3HPYHUGwEsNTxxyze3T502pQM2GVZreAyC19qjR4z+L1wCJtt8kW6BUNR4yUBUjtbm9hk3mZxdIaiaqDbNZqgoLkGBYOoJ8+vM7iG0nwNAND1IwRdmYuO34ZLMpiKYKRVmiEiS7YbtpGy18ZyPHistMSeB5/kLB57aYJWGzY5Ru00hwmZzxhuoBuJc3+yGKH+lMxLf9Hqw2kTFvBfQvbwGMDhJz53KUV/OS7Hv2XjL+op/BZEZv7X8aTc/G8B+M+UUr8JSTDOPhFm/MhhtEGa11DGxpK7ubdcwNBcL4oQRY98/EW6pj9zm064wyEqyrM7rQ4c7tzGM2hk+xzHgsuOQusTybKGTEVnNQzdVn0ngSKNl1IusgXJVzz5ftRpoSLHYY4KLmm1fL3CgIIk7S/cxtFD8UiemzSy9QbFVBJmZVnDWYhVOl9V6DwvqMEBEXjb4bvwCRMO8gl8u0EgutjaFutx69pV1JRUb5h+jTFP9s83HAraoGCocRy7eI4Js0aePfc9eORdtNseAnYf2qhQJWLFnbZBzmrGIpEwaSNrAeQG7JlduAzRqmUGRQiuWWloi5qOVSNtBrSNPKdNq4MjV+bi9CRDj7qRv/HN/xv/4FdEy6Gxrl5lQZs5n1kF3XApGh9e2NTvDSoj9xrQGwlzjZLelM7ncEKGPK0AlpLveW6O2pJz246gO5UNDPjcH5gzaP1xJr/g3HoN7V5dwWq6fFse9EyuueNH6LYlNGu1o7XOREntTqtW2G6TW6LdxZIhga/b6DAEa7e6sEN57iUrHGGgAD4z7WqAeJG256PL79V5tW6ye9rxNCXJ3wDwcwA2lFKPICrTvw7gXyilfg3AfQB/nx//bUg58kNISfIfPM1FKNuC3/KBurMuRxXVBVaJwFLL8RL2OVvL4ilQNK3KxMhrDUUgk12G0OxhQDaHYS9CXeQIKETSwFZ1maHOKOutVyjG8sJCG5yfSxxpdX243GQKdhnGgY3xWDaKpS5BxXiUVQFN3zZUEQ6uU9hlWxZmbhLc/9N3AAA/+MEPMKeLe3X/Gm61xe18dUdyI7MXb2Oayv25VgDTl2PYUx+bVKz66S9/BT5LeQnZnVqtFuyGjklhzTalYZppgy5qzBPZWFczuQ9vtwOHACFV1wBzH/PSwG5Rar23hdFYcj6GoQgcB0RPI4xDGJaUSxuwGIKU+RQp8y7a+hh2XXBxG7+GjXI9hxZDjOVdH+99QypQzz0nIaPtJtDkwTTFEharFr5vrZW4NGqYhRxjRYKcctiFxTLzeD7DNVZiPLeNhpgmmRXQlawBw+vZ6XZwlxqOnxRjtpTC7IiCvYfy7DzLQiPY1Q+7GBJCr4sMDjtpQ9+GRb3RC5L1WsZD3JVj+O0OrFzmyDF6rRsaRD5cvuiNmpRV2TA2+yhWJaymK3WZodaERLs2dig687Tjx24Kxpj/6Ef86ed/yGcNgP/0U13B5bgcl+OZGs8EzBnGCGjJZGtigLh/E1l1DwCwgMKiEDir8+gENeu0um46xOZrtuPhtRayCTPcabVuF3PrArVPHgZWESwDaNKT14sMNenZS8/BqhF+mWYoyK57ToXqeV7DMIPcaRVwaNks4yKdku68X6ClCNjxCRMua+y+InDXuuOum5n2n3sVXdKPz4i3eO32Vdw7kvswvTa2qdF4OknQphv58l/7AsIW6dhYj9d1vSZqUUahx7+XOseSkmbGdzBiB+bpRMKWQ71C15CExBSomPi8mD7AkBgDhIdQvGaH7m5tAGM3pDeAR/owR/somZS0Ug+6odJmN1eOCprJvH7YgqbISru20GbMd+VWAMXau81wp7A85CsB+jiVDY9drrrswNA61qslUnbCvv+NrwMA/vXvfmvNmfj5Gy/A/IT87LQ8NBwkdgx49AYDwu3b/Qg1QxQNs07oWraFjN5URdCQ0/HXuvTGK1EzDLCrEj5ZZEKvjYoQ+gUx2HYYYEiBG6UMigZiX1toyFIW8xzdDQLOItIJKoN0SW/LNqgq+V6qSxRUBe85DlrENzzteCY2BQsKgWMDYQc1qdW9OEY5kkXaDSqApaXSLqAqZou1uF+JAQhuRLUqoQlAWY7HsAkWsr0Q2pcJ1sycK8uDKejO5hVKdjhGro9uJHHkvekEH7K7csHVc+uDx9g8kJctcANYpbj5pbbXIU32yCCMSIrRgJD8AIEr37ty+wYKhkq+KsBGQ+Qpy612hcE2wSq2Xme9TZ3h6vNSUt3t70G1yeTEuBfKPEHXGLCkFdltwCLAy1JIEvl5NJI8sB7tom6z+mL5KFJxjfOlQcKF2T2bwWauAZob6GoJlTcvQoaaZVjLcaFInloXCfJcfp+kMpen5zO4RHFOSgcFC6nHb30TV7eZP5op1NclFu9Q1St0C5iUN+grmIzdmtVoTfxi3BYUe1Oef0FIWX/6YgmPeZCDq4fQFStK8+XHVEbLFFUlc1Cw4gCVI2lawGHWFJiubSNmGGARHaq0WYPMXHuwpnKfzjN0WAW6GOfQPMfoAcPfZIVT5kP8+BSmlIOsyhJD5sGUa7A6lUVCaksUtr9WKivmC2TsHxknCUpu1KnrIA4/3Wt+2ftwOS7H5XhiPBOeAmDBIISnLZR0ySx/A72NnwUApM4H+CiTHfGG68ElaKQijNhrB9jdEPBPsHkFihngYPMABXUXAz+Gxcxx1XBqpUJBAQAprDVt2nIG9NjVlvzJCB+eyo7eZZP+3cUMfb3Ja8iwpGtspXM4DGlcaCzZd1E1cuJ5iYTw05VRiLqy5Z9Np1jRqo4pmrKsgbjD7HU8RE73erycozFHOvThuLQktEqWUdC0usoAbf4+MxohQVi2qWHIZ/gRrc/p9CHaXQkl8rwAiO/YGW4jYua8Uja6hFOH7Ci1XB9ew1CdVKjZa1DlCQqCepSy1qCfoxOx1llZYkCAlJukKOjqnWdH+MP/85sAgNn9P0a09QsAgNdeFNhxiQw+4eEwERoySdcPYcfUkqwshC/Qy2Lm729thji9I3qUgRUDC7HcRTSBWcp8ZtMRaoZNPgkP88xGROSVpyw4jTq076EgsApM/GYA0HAxhjbQ8B5E5VofsqhXKAp2hJL/QLdCFA3vIgxsnjsOQnS2ZJ1ZygdakvBMqPgddbCuhtS+BTYVIzd6zc1pwcD7c1TEfti49BQux+W4HE+MZ8JTMKig9QWq2oJPYtBivkQ4kF2yFy4we8CuxcMKfo+7I8uJjg7R2SEkOIhRExLsxDsIWaZKJzOAtfJqLltqkRus5mIps2KKpBDrmCoXo0R28fsnCS4SOfeAyadHD85x/Zow9LRzDyHL7mRg7gAAIABJREFUnmU6A8v+OJsV0Ez8RC023BiF8ZKxquuhbghfax+mlmtqRXKO2WyBlLGzaxdIWNKLvBjeplhuu9JrtuJGWERZFqxPWIaK5+jaDiKKr+RlhbSUmHpFz2R2PIO5Sr4FK8GsblQNDDy/kTkL4fryfKqBzE9dZjAkHMjSCVKWOu1KYZWRbi3PcEJNyyk5IqJOjBY9jGLoYzsWj+fuIsXFg9+V400fIyx/FQDQY2OXUgk0n7txNQzLmnBt1AV12uoSumjWiJw3H5+gbDpb9Tn8WM6tFh40IcazixNk/PzxBZOLVY6a2AqlDDrswL01aGNAfIpq4M5QqJjk9bICQ+qY3j9NUKT0mqwKK5aiB/S6Bp0W4kjWumd97KXEvS48ns/oEvWKCtN8NpPRCIYdqqa01s1anu0jJHuTFxaYrpiwesrxTGwKgEatCwS6hBVRaHXnJbx4Sxa/e7rEaSBhQOq0UGSSWc5IJ+7kK+D9DwBIwrBiwtDfH8JWJBUMS9jk0qsa9y3JMV3JscbzGgmzwePlDB/el/O9eTxpPEKkpERLnBYuCF567nqEvi/YgmlWYrmioKvvwOhGyIMs0iZH1ugOqgBORW1AR6PideYkB3HrGhHFb8Oei2Is13Z9/zo292RDWigHHhGsnvtx78Mnuh/Q70qyNoDGkpDussqQMny4fy6L6l6a4zUyPyOOkR3Jy1usKujlPQDAoNtFzO5QBNykM6Bi+FTrEg7BYCYtwPcSo7MEKanQItI9h7aDgGGco0ss+eHOxhA+BVxO1By7L7EjMqJAbVYidbnp6x5sj0ItzhAl537ywYdQVJbKqEylt1pQtYQUy3yEmJUP485Qsc/FtF0UC4aQTBhPFxOonJuNkW5FgCAkCvI6FO0xoQVVUlIgcNabSSdw1+CttAwxYY9Cu8XEaFairOXaXUvDcrnxjsbISCutbUCZZlNjiKYs1NzQ7CBCzkaebLVCwk1/vkpwRPj+047L8OFyXI7L8cR4JjwF13ZwMBxi5QTQtSSLvEEX0a4kl2zvGKNHUqo782bwR4Q/s6x29/0Psd+W77U3NrGkaV999y5MKRZjEG1g44q4jB7Ljf7Qh0+3rV6d4phJtw8eXeCj+3K+ZV5D00c/Xsj5xuoC2XclabUX3kaw3zT+OI0MIIrChU+p8pQu7sWkwN0zcanbYYblttxHJ2pD0RV1SYlWQ0hgACA5TmGRuizc2IETyc92peBH7IJUDcxZQzEpCaXQIf4hzUqAvfmJsjEnrVhTmnv4/hjHL4t3dCO4gZBL49337mC3TUblboVlIAlf1ehnhgop4bqq7aE3FEyDG/lweE3nyQhnY7FWW0OZ726vg5qlvtlyCVM11vgEuy8Jt0TH+wnM0cC7xWus7QyKaMXMS+Hkcj5T13j89nvy/H7va9hh6GlYpqwfT3ExJn7Fs+AYKprbfdgxtR40oKkXkTLEXFQlxg2UWgEBG5CUraFoUxVJflVtQTeeoLsJ7bLJa1VjEIvHlpcWzqbihTxkY9thp4+OJ2u25Tmwz+kJ6BIh4f26WAIOSVR2BEofBBEM4f0VLKSUSBylOU5IhHu8MFg19fqnHM/EpgDbgm6FaKuWZNcBFBePcfRI8gRB1kHVl/r+Vlri1T35eWOL4JfeITJCQ4dmgB1WEdLOEVYzeYh+3IJPNh0QvJQYC9OlLMYH5xnun8nDuncywQl5CdOihsUwYMUsdIYF5iPZNH5jdoq/8zPCJH3rYIiq5MZjaxjKj8ctubZ2Zwd2KC9e7Sjs7cvD7Qw21h2YJSsV/dUOxhOpXpxfHCGi2pQO2jg6lznavhIjMI14DKs2lvUJZRgbXcany1zDYWuxmuQwxDzPGEr9UfkRBt+XMGjnYBM2uy+3N1uwFhTYtWx4NXUzGS/nWQK36RLd2kTQlZd4Ok9wRnjwo0czjEdynv1dqerEvRCG4iX16h5gy3FH5xdoUdw1Kc/w3beklfynbglBTs+x4PPcdeKs+1x8hDj4qa/IdcS7a1CaNacG53SBDgFCeVCgRb7D2qpQM2dUK4XzM5nb+0fynIo0QU1AklYGbZ4vHvTWqk42n52y67XO46rWSOumE9VFRgIfywCdSMKYiniE7vYOdvblevwSUK7MYV2u0N2SzxaLMdKl3ItpgsSiQkVu0sqtcPdIQrTTsznGrK74ZQnDkOdpx2X4cDkux+V4YjwTnoJj2djqdFB1thFekH243YU3kMu70jvEkJwEF7M/xMlUdvztWKyB6/lYnotbuzj+Hlq0iJvtLvyuWG5nEMNqsWOQLleSaBzThZuNpxjRtU9XOVZMxJm6Xu/Mjd6jsRNkqbjD988qfOsdaQSNvTa6RA1Wdguu1yhyECkZJ9igBU7Leg2Pzaw5FnRXxws28CQLTPn16TxFwAYkfyNBQA8JtUHK8KigsIgOcwTkFbAcd91J2u1bUIS+jmcl+CMKyqn/v+29Z6xlWXqe96yd98nn3FSxK3Sc7gnsYYMcWkOZsiRrRqApCxAMCgNYsggQBgRINgxIavCXf+iHIEO2DMiyBcs2YFDBFimLIGAPhwEWLXJST+yZ6elUuW6+98Sd91r+sb69q0rmsKubXV0F+HxAoe4959yz9tphrS+83/tOZ5pvfsVSwX32yktsbYt7vXMZMxY05SIhQZq0EOhz3yMWD6y71Wsl3tN5zh0RwZmenEDPHkdHlJiH4YTFzPLxBN0eFzftufj6OwuOdy1PxjgckIgIzvUju4M/u+lQLESjU83xhEBE9QxG8AL5KGR1aI/TSFe/HjqofgNRDjChvU6qDgmkQrW/v8eNm9ZLuSEsyl6lcQQXEihFJJJ1w6hDJc1fuW+P3dcemeAx5gc5uiuJ8t4ljOhk4JUEY2nMuiU0b7dutQjTcTckFG4Fx2hiScxGAw9P2XOnGzlCFJ6Ej8tVRSlh4/E8a5u3upsT+o32Krd5GFP3d349LjtzZtt84Qv/EZFfEwht9ijSxBKTh2ZFLC5V4FQtZNb1GnKTkNldO+Gb717n229Z1y8pa4KmD8D1yMXd+9glS/nwuT/5Cmcv2rxFf2Mbv2ezvq7rgCsCs+EYL7AXAyn7/cRn/0NW4nLqMmthq7osyKQ3oC4LXIlnERUjbXTb4hx5HrV07aVV1VKHNzXGyHeZSIt3pF32GjHa6p5cqAsgXYdGWs4r0zaB4noef/PzPwPA6fEpNw7s4nWK4XhmF5Ol3MR4Xjv28WKJEfy97/ttNKLrmlIqDaZqwDi6VSDyPJ9ai6sNFFLtMca0C+v9OJrmOD3P4+xlex1+9zd/mySVcunhXQ73LEnpF//lrwLw+ptvsZBu1oujHuelJ2R4fptNKd/lJewe2oWlLKSF2DHMBWpcYZBGS1ZJRiot0Lv7RxxMBTYsXJNKKUJ5MD92+SqTbRvSni6WJAsLEd8a2HzWH/vxp7n0rBUa+vpv/xu+cf06ANOkkC4Q8A0oqdC4AizrXNjh5c+8DMDzL36yZaf68u/9Lndfsxycy3LFWEqfWuDhqqrbfJVe5mSqaeUGWa9I5gmlwNB1rV8zxrzCe9g6fFjb2tb2gD0R4YPRFXV6TBCdY9Kxh9R1IagaQZIMTzr8cke3HXOlNPLv797l+tvWFV2c5mxJmLB/Ylol4tUyIZXt4Wt7QoseG37m3xFarjPn7ykp6wQlbrD2HLQIKDqCBVjmK1w5dRqNkmpH5AVo2Smzum4lzBvL6wpPOgBLXbXH5gC6aZyX2rfRxrYgApXr4QsvX1kpjIxRKYXwmBAKmUhWFa0KtOMYjuZ2rgenR0ylSjCvNYXQxzdEXa7yMO08fGQ44jjEEY4Izwlbl/lYKjG6LmxyE/DQOPfxNzQuRlFX96k/i2y961GLl1KWJSd3b8jfOThCdrOcL9kVzsR9oeXfNDVDEYu5vDNgOLDenWNq6+EBnlPSFUo+E9nXQq/LlQuywzoeRhTLT2cFRxIKjnsD/Nv2OA6OrceQ5RmlEO7cOTpkmQlFf39BIZ7HVNmE8Nu3hsxz68XcPpyis8abNMRyoYb9uA0xyka/J5szPxBxnecXnDlzGYBLL10nErzFyc1bLeN1LInW4XCLBfbYT2+s8ATg5qmQQrQ7s8RvZRN4SFLntaewtrWt7QF7MjwFA3Vlmzd8ic+T2rQMPL5ToQPxGqoQR8pzqTQX3bl2k8PbNkH0/MUNeoJZ2NtNcST5cvM45W1pErkusnFf+v13ePqFjwNwvta4knPQdQEC7dXZKWHTdFQKA/IqpxBBGqoUqTwSeiFaGmpU4FEUdrwGiYs2NLohta7bXbPjezgiMSabLmVds5DdPAht3A0Q+oZaEpcYRS0xfuNoBK6DKyzCylHcvWXj3nmyJMml/19pjpt4X3bXflSxkFjecxy2BG036npksqNNeiNiEca5K4nfW4dTQplUYSoqGTutyjaf4yiXVLbFxjvyXYdaYmCjNakcW1Zk7Q587dYbfPPrvwfATKjrzg4itkTxOupGuCJm4zo1ShiczcowmUgOSlrxO50ekeA74ljjG/v+UW/F9M0jOXdwftuWZR0BnNw92SMTro7j0ylT8by2d87QlT21EYv51re/i5HGJ6MV4vSiSwONdKATUjkN67Qwci0KvvKvben1tW98mYGU3y9e3GCybe+9XnieU5E4nK7sfZ/XHk5ox+51aqqyEegpWn0Nz1EgTNJp+XAErk/EoqBQODjEkWqTML1kRSH+TpXnOJFN/OmiZDCxWd3TQ1u3XR2s6EpHXieOaZ7SwdAhkNfdqI8viai7p9cBeGd3ym982YKQrrx0lXOSUDPU5FmjlViQCXS107c3jKvsiQfwcAjlxsxxqCTMqTXUDUFk47dp3bITa6Nwxb0edHuMR/a7m07MxWLJ8VTUrYxLLd/r+IpY4KyFNhh58DIJKULfb915x3WZlg28tiIROO6irPCEVbqWZO1ymVPIAjPq+mwK/dvlrW3OnInkmEO0JDQ3xnKDeR7JUtJoJkAkEVG5opLp91xFNWsYsQU0pZz2OLXWGAmVVO20Sdxbr7/LdN8mjc+M7PFcODsmEE5FNwTtNS71AFcWp6DrEASSKJaO2S4RfZlTJ4jQsjj1KsVoYB/CW/szfM8e3470lziRw96uTfwtVisqOfenpyd4XTtGIW57nlc4At2OvIBTcdsXZUUsD2bsQFck7HsSwgRRzWwp/QzXp8yv2Q2nPEjZvGpVy8aBRrv2OI0ArO4eL3GNDQkD5RIJd0haQ5M/1hqchp7vIW0dPqxtbWt7wJ4MT0GB5yk8VaOqRnYMCkF8lbXbsI1xZriN1xPdh7kVCFFlTG/D7nydSZdTQXMtnQontSt3bkoG0hl3bseWsV6/ecBXv/kOAD+3m3LmaWH+dTTFiWXzLauKUrqOdG69h7qqcOTURaGHI6Wi5XxGlt/THWw4DppdqdZ1W4aLow5nN+xudGlzh6cuWnSjEq2ErF6yf2iTaMfTFXtT6xXpuqJSjSdAS73WuKd1XaMlYdgLexxKiKVLzUqOI1cGT7oOKymXpkXO1sgm537yx57heWF9unR5TKjEE0qztgQ22ZBmrzLnnbv22BZFTl8+G3c8CmlycrWiFGDE6Uqac4xpYx6l7nFAoKAQ5e5b+2+xkGTzVSkXV7lCu9IEVAeMJOnmGI0n/ARxGDGYWM+rqYH2o5BQBHB8r0aLx9YLYp6VT9Y4fO11i9Uwgl7d6A84mdrQxU0VedWwWaf0okimIqhCVzXC5NSmQrx5otBjIB2hGz2XftSENPb/46zmwlDIY4MN5JYlpyA7tonPpBPCQLxFwcs4jm5p7Aqtmrw0JlCUUylRVxVt1vgh7YlYFBzl0A8jCr0ibDp265y64eWrSvqedPv1upye2PzBoYiZzhzNy5etm6Vch76wEtdeSNJQg7tR0wPIjiwKP7x7wt19m1/YO94j0A3v4DFa4mvlm5aEIw+EWtzRrdteArlUNZKiIG9Yi5WLd5/uIMjiIDfbeDzkY1etMtGPv3iJkahFnSR24TmeOiDAo9A5oZA+geO6bhcetEY3kFeJz+sqpyl6pNmKrrit2sBKHjzfcelLdn4pXZmB6/Lyx6zy0stXn+LStnD8hRNKybWoeEIlrbrnRKZqMTthLq3MwcLFbTLcnQ5a2nfTLCWQtvNyVwBGhaZqJNIr1YIWDIbDma005LMVE3mYgrFdFMp0RiGCM2EH/FI2g7zEk3PbG/RbIZqO9Bz4foAv+ZO6LtocTKeoubBlF2QnDHnnlsU37EtoStxjc8dCkIuspJCcgtG6FdBtqmF+rejIAzjodDFSAfC9mLAvC4Ef0IkamLI9b5tuxSc3pCN2Y8S1OxY4daoUdWF/Xu0dkzTgOTlvvu+jJVdTVjW+hAlKhfiBhDRZ2W4YD2vr8GFta1vbA/ZBpej/LvAfYMvc7wD/iTFmKu+9CvwCNrv214wxX3zvwzAoKop5wUywAE6ZECEkHGhqQWW5RpNdswm4cmpX3Bd2dtBDQSMmKaUWYZgyp+s1kl4RpewUVzft+1/3fObizt78/j7Fn2tOyia5IxDUNMOT3dZVUmYo65ZeK0vvcexXRd26l45jUIIKbBSaPT8klo7DrWee4dwVi46rvYilZ1f/Bn7c9XyKvuwMesA4s17Kcpm0rnapDY7MyW2k4Y1uXeNS65Y5uNCmZVTO3VbWAS3u+XDU48IFG5bFqqAX2/PpB+A2IjHGkMgBas96DNsbQ/KFnf/bSca82f21YSKdlJ3QawVz9k7tPEIHciHgrYqyxWks0wTVeAIedPr2OJR4NCpxbEYdcCrVVmuAlr8A42ACabaS5KPn+JQNIY0TtC6/HyjKub0HzsQRnzhr+RtuSDVrWZ4wDux5OXTd+zQ1FEEjFyfVoDAKGY1EoEg7LaOyU2WYlXibXkUh5Zy8labrsCH3WL8f4G9br+raKmH30B700VGKKwjYUkImsoqFVJEcrakkfOpG7j3vtNbvO9H4QaXovwS8aoyplFJ/B3gV+JtKqReBnwdeAs4Bv6mUes6Y99DCNoaqqFiREzQU2VnNFOuqFW7IRKoSN/fmvPuOaNhqG+vF/Wdwhf1HVxpHQE0ubksAgsnamCuVEzYcxNyVrO83bu+SzuT1cUgo2oWoJco0Lq8Qc9RFK8hRVCUNqUml7rlpldbo5oJJFWIwHPPC058E4LmL22wNbBjjOUtEg4QkaSoupgX3GF2yM7L5B0951FJa2p9NqRrRS6kiqFrhy5PSdR08WSwybahl3q7xWArbsRJdwovnJzzTt672zjCkK8FxoF20xM66gI6yOQpXSn0vbE4YNII7Wcq3r9nF1FcuWm7ese/gyjloqgizFPKlQIkdD1+CO6+uOc3toh+OBoQ0OQ/ZLGKfWm5yXytSKTMb5aGk16TSDoHblB8FsKQdXHloXEJcmuvn4ksVKMBw9YplQxq/YfNVySrFHdrwIT7aZ1A2ylkOgVS5SlmEo8AnkE3I5BVaKkaZ1pRLyXf4Jf2OPRebG1LhOb/FGdFC9Z0CLQvEZWKWA3uOJnnMai4PuiwqKaDkmpalwcybvFLZgsiUo1DvL3r4YFL0xpjfMMY0EPwvYzUjwUrR/zNjTG6MuYZVivqJ93dIa1vb2h6nfRiJxr8C/HP5+Tx2kWiskaL/Q600moM8xdQZjuxgoeuhZEdIEk2xYxNjR7dvc+fYegiffto2nwzP97l511YRejomqkUmyyxwJQWcKA+ncdtUk3xTrazanb2E16/bQ3/Ff5mF8OnrMsMVF6MW+rS65n6993tLqzEtIMkYjTG6fR2gP5zwiZ/+BACBnrIwdq5D5ZM2jM9Nk5Tv4Rs7565RuFIBeXq7y0r0IhY5rHKbiKIBMd3XwKNch6IhAtEV4hTQjTp4jZsvVYiPb/cIPQHCqE6L+6DjYqRC4Y4C6lQIaroyJ2PwJJmXFgmZJCDTOqEbN96WQy5u/PZA+B+WGY20t+t71HKuIgdKSeyeHfY4Xdjr0AukkqP8tpHM6Bzd8idqIhFcCYIAPxJotngojmtwmyavSIF4OnggkQR1nbIl4cpzmzb5eJxfJ8tsKNEJYjp9e/xVXSFKfWjhSvDHXSIB2eVa4UliMDMpPdGGOD/u0d2y5+vyyP7d5c0hnbEIFBUV2xNhlz4suGQdRPwyZiYO91w8xbSEIxGvQTkYucA6Ldqkq4NCm/fnKvyRFgWl1C9h9XV++QP87S8CvwjQ78WEqqY2Nf2eyMhrQyrgDy82HKfWWSnSU84KG83TL9gLV6w8oiM78SSGNJc21KALcl+GJuBYrmJ2Yt/vdnsY1/rtigwl8Vu2sY8vfQJptqTSDcOO9C2YAk81eYIARdMnoduHWqFQUhGQsJ8t1xAd2HnUzgw/suFD6td4iWhClg2q0kGJ4EoYu3SlM27c22IgIJw47nJj7xoAi1O7UFZlRiwLTBC5rQqT66oWNdkJA4SDhK50P5yNulwU8tRhv0unI3qGfo+yUdSqDSYWHceGFCbNGXTtPD7+4nNk0nL+g7ff5UTOt+9oOqF9ECZCyX4YZijJo5jU4Hn32idnqS0Hax2y2bNhQJHIZ6uClSxSvuPR7dk5bQ9H9OS7x1GHbiAS7j37mlcFaCE8dVyfWnQX/ULh94Uha2XoDCTOv2hLmoP5HifCcZjkK6omf+B7LIQtqi9ajT3XJ5RycNANcYXTZ7OM6Ev14dzGkF5fAFWS93A6LlET5QYaV8hZBmNDKWXkYlhgRNLAk1J9UtUkkhya1XUrJuxxDyTnBm6r7/mw9oGrD0qpv4xNQH7B3Ou/fmgpemPMPzLGvGKMeSWWG35ta1vb47cP5CkopT4H/A3g3zXG3E8V+2vAP1FK/T1sovFZ4Kvv9X0GqKgJfQ8lbk+tKqZ7ImPWrTGuTToqDK/8cZumGG3YrPC1117nuOkgq2occRMPQkM3syv7dAU3hajjeNbIddV0JClXF5qstBj4Kh2TibyZMS6+uH6u8Cd6OC1oyFUOddNrqO+BV7QBr+F7ENr2Cxe28WUHXtUGv0lWzk7JTCMYY72Y6TSlK/0XPaWJJOnodntclnl7vmEc2N3qu8K3UHiKSCDMynVayTdPmTbESIsMLSAkT1zfM5tn6Y+ELKUbE0X2mHUQEDoC0nEUWdOJJ5UhjEJhXW4vylpxkv3M4DRJwFFMJC7sTIRMotjHmzcuvsYXGvwqL1jtW6/HKZd0ByLFLtDgYplRy7mKfOh0rScRdkJ8SYi6YZeg4SxwpU+ipzCrJpTIKRYC3uooTEP97ik8Yz2MS2et9zN6M+BAVFbSPMfInHrxBEfuLS3ufDJfoGPxYoxHKJiFp4YRk7P2e7udDkr6e0IBL+VJxoGEY45paHEg9vtcOG/nvcorPKkU7UvSVa0s7wZA4tRUDZze8SkFmxC4TstlUWYPx9X4QaXoX8U65l8SF/nLxpj/1BjzPaXU/wZ8HxtW/NX3rDysbW1re6Lsg0rR/+M/5PN/G/jb7+sotMHkNV7HYzUT8Q5NGy9lyxpT2kO9MIk4N7LoxdmJRZ8ts6RFec2rWdud96zaJBxKHT/MSaRjsCljlVq15Z/R0KEn6sraSSgS0RPwfbTUyLsj0SzwQzyBMKdat7wH2tHtquw6Dp1AYMPPvQDAZz71SbZll18kHfYW1nOZTXP8hrFJYMKTjiaTXMZsNmOvFBEZ3WUWCuwapyV03RrZ3bquaxJh7+1GHpnszMbQJkfrEmqJ97V4Znfygh3ZSYxbMWsa6vKUwdjutrEX4QpScCWiuasi4OTEJnnnucETFqLnrqiWVHWWzbkpUOgGwlvVDpFQlJnhiI2JPff9ToCWvExVVvgSmDedmq7vg2g9nFaKhZSUte8xlFxKpAtyYWDudxsx4QhXuBV0YVpdh9Pjgv07FkpcrgybW/b6CIUEo84IzxP5v6JsmbOGLpzICW2a7rSBgXhVhA4roVh7+6DAndnjGXZDzm1ar8EVjoWuqyiOhb3LUTSttFEnJJBmvMDJSaShTzeUb3XRQsWLihazohynTSqXSrcMZQ9rTwTMuQZW2hD7XqsD6ZgMV1hot0xEJLXd7a2z7K9sIuo7v/N1AK6dHJNJMsj1fS7Jg9d9KSYWINNeVTMTkM1ybm+UWVURi3JwHEUsMlubPjncYibCIp6K6CrBzEdCLGI86qb/QLnEAlutDa3rblyv7bUoRM/wrR+8zfCnPwNAv79JLY5it4raEMTIuDfLDsme7RCcrmbEUsdflTN68rD1o5i7shj2JdRIck0iHZNp7aKbG7as2rZeZXIyaSbxm07OTpc9SWTl+YRyZZmBvcjlpf5ZuVIdaiEkySWDe5IdUAxtinwxzzCiIMU8YSYtx46JWv7ASlqSXbdga2AXm6cuXObis5YRO50dUSWNcrVHKgnNWOjSTZnScZvq0hJXzsXR4VGrupzPppSFgKRcu4EMVYdQS1+JOeVbr9t75/BoSbNaPn3lKoFUvHpSldmZjBjKObqhTcvWnNUlTVI/ikVJ/FzE1pb9eba/JBFQ22maU+X2vJ2sEu4IgOvcrh3j/E6fs9IdG8QukSiJd12XuWxgh0czjmSlXgkYzlQ1p4L1KKuaWO4Bz1UtwKsoFdX7pFxcw5zXtra1PWBPhKfgKugGGq1TnEoadByn4TnhaJXRz+xKGvXHzN6xO3YuXsV2POYtYe99anODZ3ekRLRyCTbsqntmFeALdddyalfwcb/POUEKfvrFZ9ha2Z0rLfcw4kp7HUOZS397YZNatadxBMLqeop+x46xMdyglFqfVgG+7NInAqUO/Jz0tt2Bn/7Jl9ie2OM58W9zKpqWiTR+DU9WvLO0O988yYiH1o2eLRNcx46nax8lcLWt87aEtjg54bboNlZ13VK3pXVF3SAvy3sCN6Eg/u7cSfj296yYyt7eDE/b6/DS1TPEAu++cv4pIlfEWY4bVmfFVBJuv/f73+XOiXS+mQlcAAAdM0lEQVSSKp9Y3PWJ79IRzML2RIRlEHVr4Kc/9grPf9aS3STzlEoa2qpa85QkPGvZ+ZJFyVI8kFWp8WU3Vm7clt6O02NWch8NRfgn8gMcZT+7OplzKuSvu4dT+kLIcuv2LvnYfiYSkt4LPY/x2F4Tdcu02JNVlrdNarHf1BO9NiGcxS7njOAQxiNKwVk4SlMI/4RpODmMJhRBGd9R+E0Y52tWeyJKdFrhSHg0GNjjVauMorJJ2RJD3DS8KdomNnNfZ+7D2hOxKGijyauCuPJwpXbr9SKqU5Ft9yIuSCvsm2/c5vodG8MaifU9p+BYsumf8gKGI+vCjS8PiWKLnTLdiK3v2LDjoC8cea5DIpnsk3lOIi5nbEJ8eShK7eCJq50s7PGUeYkTNYgXhRaKcFO7yLUgS07Qgb0hJz0Lky2dmK/ctSHK6TcLPvaUFUZZFiWDgWAIGsn2XY0RgdpFmrLM7EPoGIer2zY8Gj3VbTUYh6IeVJY5q4ZBKYjIpKZfVgVKQp5clwRy6WsBEP3uN79KLPmJ0Ikwoki1ciJ+4/+xBaS/8LN9LgoTUP+sXUBP7yw4vmFzNXmtuHtiz1HQCTiS6tEuS17ctNevGsmCXeWcG9vFbauTM5ScSHJwQiB5Fc8soFFkEnxAnpS8ce26/d7FikiO+amnzrN91V7r2VFFsWdzGLc3bcfl9pnzTFN7fd949y43BRdy6yClg71fjv0p7x7Yh/CVT1hgXHBmh4u79tzH/jst8zNGEfgNfN2eC99ohGmfDT/AyEJe5nAoQr61H9ITifrzHTtuJzQMY/vZk6JGS5/P0eGCG3fs3x0lJcsmbFjZHEeW0LZn+8YKBwOEnkMusP+6qFuxnoZR+r1sHT6sbW1re8CeCE/BcxSTwGdj3MFv5M/8XkuTpU4dets22eVvbpJIvbYQebEo7HBBduOPvXiJYSw1WjXBaTK2qW6kHBiJ2x73RpwR1zDwEqYCGY0CyFbSdFMUGHHLCmnA0nWFJ8rIhauoBc7aG3epJak4mmwx2bC746WLl+33xppYat7lMqeSlLrv1ngi9lIWgmxcHLc1aM9xcKTpKB5FXLxoO/l6/W22RV04lr763fwuXqPm7OhWZsHgtCGDzip8yXyfP2e/66effxZfQGRlDX1pLuoGXZZzu3tG3QGdgbjSU+s9bY82WJzaY/jk02fxlX3/7uyQ/Znd0WIMfelMHQovYbYweFK16fUDVrvWi4vShIkI+NxJctKl3SlbijkKtoQApnNmk/5Y0JRPnaXf6FhqhwORpX/ztvViXnrux3EFW9EhYvOMrZIcp5qmjWdjq8emVER2RtbrKDtd7ty1IVEYBAw79v0zgcdKKgoj4aY4mR5jGo5RXzU9aoz6A7Ynop7teHQkud1t9EvyhKNT+3ednk8tNG3H86O2guEGPlnWaG7Y63RappiG+9JAQxiSG9XybOCrtlIGDVnJH25PxKLgOIpex2MjDhg3NOsOENpFwc8z8oZy++g6rrjMpZTVXvzEiJ/81J8AoKsg3Rf9QFK6uf2+IIx4+ZzNRJ+d2E6+LDd40p48ChwKY2+kZOGjXOnKq0tEyIm8FIiyVi3fY5YuGgg/rlexGVq329+Z8LSUt64KcMWvFNmGvVPKWUZZNtUMByMuXgOmeu6py1w+awf+sedfoHbsw9GL+5yRqsx0leBIKTMRodi6qiwLLpBUuqUR11q3DFC5vidK89y2XUz//T//Cqu3bWluXmhMav+wF/UYP2/h5JOtDsa3c3J6Up1ZJZy/dBkA4x0xGNsbdno64uCO9DsMO1zasUDXtBZlrbJkU9iU4rNbXD+xlZbLkUfZhA/uilQ4EWMhxB2GEZ4QwBSO3y7wW/0+fixx+bkJJzObu1nM7IMwr1eMhDA1vniZF4UY5sxkm0pAaxvdmDMChupt2NBukZekQtK73Yv51Fm70Aem4s2FHWO6FFCQSdk+J1ybuSZptCZD02p6XjjfpxPaxSuf2gVrd9djIPd94d0PXgqIZcFJTM1zY7uQ7QvRzfJ6TnV/X0ND/JNV7ZPtKYe2PvmQtg4f1ra2tT1gT4SnEDguF/oDuiGEDSW351JJzTg4s8NqLqtxsMWndqR//zm7K/3kn/g83W27+u6/9j1OapuI1HshVdN95lVsb9pVdbuwq3k8HrXEG7OD6xQHklAcFHQlW2xQJAuhxFJCCqILXEn6+CogbtK7pUFt2M/sxH2eumCVks92radQlHu4U6FZ9x3ShQi/dDpMvKZObV3EbQpOT+xnh35A2LM7rQPkolepTzNqCRW0/P3CgERXFKYma9hUjGkbO40xrTjLedHrvOqP8F+Whq/SIRU17myhCUStOXY28AWybVJpdvIdOpKpv/zcBhdzYSgOA8rKdoSmq11Oju1xLCXhFo5HPPe0PT+TcMJNY0PB9KQgFSbtfFHgSLjScEF4oeG8L9Dl/oCo38CH+xjxJmY6ISvsz5nMczktiHesl+OqlIlUqMJFhJuJknQU0+nb69oRXrmcnLPifv/ElU0++7IFos1XU371TZvEXJza/wdoBuK9drojPOGeKAuPvsjdn9s8h9sN5LzY94tegS9VoO6gQ1ELnf9qASK64+BwWgvuQRTRV6ucqmHBVuA0WgKB21bulOtS6vcHKn4iFgWlFL4f4FWgpPW0cA2BEI7EkcNww96YRsVsSJdgUNm4zx/5THct4eYPfv9rXN+zJCy173P1GUv1sLF5GVfiLLW07qIXudCx7mcRxAQCFNEZeNJPm+mKpcR+adE8Vm5L5R4py1oElplJC9hmZqqWeaeUYK+oO8Qd+3DUXoy7bMg1XfJI0JICftoYbFDITV6ZAlfCGZwuSlLcS6U4kH4OJTeH9ZCbbjnV6iwoY3DVvU5EWUs4s2Fj3e7FMbFrw4S6LBlI+Jmtli2dvTErnNo+kAJsxJiIroQMQx1jNuQGrDwcWahmRyXzuXWVS3HbvSrhoLChxEYnIOoIkjDO8JV90I8Wd9iu5dzKwx0So0RAt9MZsLkpD3rts5K2+3KRYaRc6AkpCkEHzxOlr8jQ9W0pOhos0II87UQ1vpFEgBComNUJO8Km9OOf++N4Ar56d9cwlpzXXHgbiT1owsBewCSy92xpHMZj+3N34zx3JH9ykogIbtBlRzQxF9pQCeOOrn1KeUR3NiccCjr1SMrv9rLIPa1NqwwW15q6AX0ZQ1mtw4e1rW1tfwR7IjwFR0HsGJRvWky+UgGzubhOuUMuO7pbVWSSMGpW5eU33+Vb/+b/BuB3vvN9KknWuVHEUGrImyNFKN2TpXQnHi3nqIaJOHDIV/b9eZagZYxOx0flsuNL1k6ZuqVjizo9hn27WxmjqHSjOm04EGrwzUySnR2IpDqhVEgtY1TU7eqsRUcxMA6R9CVkpUNlhM06L1hqe16Odo/ZExBRo9I0S1YEDZWackgaerC6bjPSjtKohudQmlzDsovn2bGdqgYa8o4SX3xR3/htEhPxmoLYIXIEIDToohpqNlNSCbeCp1w6kjQ28n66qFhIlyTK4+yO9VL6aUK8YXf36obm+NCew55wQcT9sAWylUFGLrv0YLhBgzsukxVT6YlIG08ph3IhWI7lEtVrlJe6OEJmUC+WVJKwrSrrgc2P99gZ2V380o99gpVQAXaPKyZC6vJmZj3Pbj9gR1iZ+64islMmSV1cgU3v3TngdCmdokObONzqdAkasJGpWEnlyw2iVhzJCSJeumyTn0h/xX7yA/zqHtDLban3NH4h19dRDYH4Q9vaU1jb2tb2gD0RnkINLF3oKQ83lI7DQuNKwmWxKFq2of4gQkvfeCT13jyY4UjO4ZVPfhxfVl0/ihhs2ZV748KI0dx+3+lQ8hN7u+xJEtENDKq2iZ/5wQG+IOzQHl7Hxt2J5CKysiAR5OGVnU3Oi4zdNF2hpOkm8h0iQdDlwkzkVBFuTzwFA5Hs4h4egSMlUCGHLdwapPRaK8Ow2dknm6hdO/atWcKxMBE7ki+YLYuWgUcrje80bFEQiKdQO9aLAMiFOTmNpriZMDW7OZVQviXLu/S7NjHr7eygpf5aS07Bd7q4Im7i+DGewJn91JAju3zRJ+jZHXgkyM3DU49QdjknrPClC3Z49Spn9uw1mXSusZDr48f2mi0Dn0A0DbwspE7seHNWLTVdYiAQ1uxtx3pxmxfO40kJWC00WhKejAcg+gvKr9HSHdsU+np9n5FgGhw/5HhhEal3TpYUQuWXNB2V4zHnrtgS7/LugkA0SHUXHOn8XEz3iIWp6cJl+70TN2KxtOcidDWBaF4G0XErSTc7usvOJcGndC8DcHS8z/cFx5Cuclz/HmFvq0tSGSren6vwRCwKrlEMygDl5viyEATGMHPtxXJVRn5s69jl1hmqI+vCrcTN7PgOV85Z1+qkl3Hrlq0+eDgMJAlYFnMWma0r64U9YWmRY1b2YuSLGd6qSZIZvEJaUl2fQFxpTxyr2lSkAjtGR9QiF67SCqSTUs1DKul8y1aSJAsOSIV3sdcfE4neoVaGUOC6rhaykWLVMvJ6eWWplIFQw7Ek6O7evs1Ukk9KQoasqvHlOL3AR7tCx4ZDk5QKjGkZjF0JV+p9hzq0iyLKI18IxfnekqorLMgqxhVRFyWUYKqsMOKi686KOrEPmxv32jKI0SmhQMVbvUcH5BRzcOsmjvjam9tXcEQARru+FTMBlND0kZekwsuoy2P8oT2esEjI54LZyMpWnauWNvPl7i1qwUik8yVd8alNqTGSi6yLhKJqum3t9/bGWxTSnXj09r/ml3/F8nguVclKQrpGHzNJK/ZkQevrPqVsMsVphBZsyeF0SVLY+3AweNEe+1Axm9sFtNYFy9zOb/doyru37EZ05+gEv2uTtZMXbNWm243wZWNJVdFSBkSBTy0dsXltWuj9w9o6fFjb2tb2gD0RngJKoTwPVdaYsOHur+hIeagqSpCS3OpkTrKybnkhu9z2xoBMEkNVDkkmVFs651CadQrnNsmp3dF74mHki5ypSL4Ni4ylqB17jqaSJJLvenhCDuolsjNoQ5LbXWBv/xphx7qMvomokqZOnZIeWa8hGYh6tJtSClv+JFmw0b0KQJonBJ1G78LuVP24Y+cNZE7Bamp3IHVS8p1vfA+Au0dHlOL6NiIlCoMvoYSvHLJWDKZulZ2NpxiJZ/KOyEQfLQ+JhEjWVDVaao7j7TFIkq8yGeVc6PIEEm1KjR9Lc1VWtslTZ5FTCBFLVWQkcq2aTkbX91vC229/+7vsXHgGgI2na1y5Dq7vUjcdg00C0I1IQzt2qD0ySRRrVVLI3Xxue0K8tPObndgdePfgJiPRIL30zEWMuCk5he1YAqq6RIuHIdVLOhtneOM1e76/9fvf5S2BPCd+xaxsSs32GG7e3ePaHevxfOJcxOmxPea5qkAYyG8dLjk5trv//Mh6VVsbXbSUOiOnZk86I28uKnZP7H19NC34za/Y43h6LujezKOSELOLoivktx1TkzXkvWVNxX2ox4ewJ2NRMAbyjG7PxRGgRZ4bkoV9iFdV1WaWV8sZx4cWpvyxszZj7ZkcRzKyDh7PP3PFfm2dkZXC0rO/3wJZOsumZdXQlRMWRk7LWOR4UGcCK+5sEUufw450+CkMTqPCVFSUC+FPdBcsEum0xOEt4ZU8kD6CK8MBHYnFZ2lNPbD16tFogGcafkEBB1HjSvhUJytmEnPevvttvveuDY+WeUEobDuBPChDqpZmvhMHHAspitGmSTWgUC1349GeDRNWB3NyAdB0IoUjsNtsOmux+n4ct7X+WqovOuqim4dfV5Rze82coiSVODrLlyxlQU5W9kFZLBJ6cXM+65aFqUPMnX170w8GQ9IDgf+K66+MRkvlY+lF6KldcCPXpZYFcDLaYnLWhpOdpy4DsLU1wJU8Sqc7oO4J9f/shPlU+hWWM/zAHnMY2Pg9J+Zbb//AXsdliS/M1kGhBYtPm8NJ8pK9G/Z4dsYTqpVdyGcmBsHAnE5PWi3Q3TtC2V4VXJHqS2fQ4YwvfRLzjEh6RRb5HXbl3Oo79v6f9DdxJDaofYUnOYXSQBw0OBtFXK9xCmtb29r+CPZEeAo1hrkq0Xh0JGlT4VGHdoc2RYYR+i83Lzg7tG5gg6qba8UF6f8PPQdXsv1lVrOc2qROGi/wW21wuxb2Y1rRkGxe4AtZRqR8HKH5KksLMwYLvQYLfW5UnvEVStCIpoKBcApOC/BF9q5h0e2Ygu1NW9WYz/bxZhLOnA44u2V3tjiwO4PrZKSCmsxrQyj16jvLOVPJONe1QYnL2MCWlefiCkdEod1WibhQGqdJNEaBJRQEbhzbY3hreYtzhXSlBg6F1PmP78xYKRvyjJczun0bKulAPIUioBYOjKLKyISTInIjaiE1WWRV25+XG2E+XixYCjlNZ+dM2/hTeR61JGMvn3+G5bH1plKpCiwc6DaZdUdzMrPnIsuyVkfBpAW+hH/xSIhx4qD1MJLFlKrBuJQpuSA2/aGiI/V9b2TnmVSnnAhpjRd6LWbjRpKhBHPiCwrV9RVvzWxYGb9xm6F04CZOgkoa9XMo5X5yB8I7enGHKy/aZr0uHqUrSM/Zgs41ey5u7R9w3Gh1CPZGeTV9SWYb7TGUxqeqvleN6npQBe/vMX8iFgVTaYrjgjLoQNXo8+U4kiHWsSaX7LXyfXIR3FDC27d/axeO7IkcTSb4PXthah1RVfYhS1OPubTTKonDtrc32jJOks9aIdjOKGiFU7zYxpoA/Z6gUdS9Vt461+TycNduSFnaMRwTIOzpJFLh+GGSsj+zD3paJQxCW+pzgjk3bllXM+jJTVk5eD3JF7guvmD8V1lFLgCiyugWxtyUHmvKFpgEZcvoU2vVhhWhH1NKqSsVKvvd1/Y4Pmch4Vt6i/TE5mK++KWv8bxk/re3Nhj5tpNSN9qP/S5Gjo2BIpL2ZSfy0ML5uKynJMKEtGiYW12XvCFO2Tvm3CUprXo+hWrEUX3GIkF/VzBTWVHhSYt7Z9ylYTU/mZ1QCPisLmAsi+VebRep1eou401RZ9GQKHHFlcvmxYn8XYc8st99e9/2M3zn7dscyaKRJwuOVvZAAhd2JbflCcPWIOygJWfyxv6SZ+U6dIcjXOmp2BxvM5N8lCshr7sxoZT+i0NvgZac2OlUsX9iw5FVmtCRfEcTBh7NklbouIvfUs3vDDskcn32DjIK/XDU7o2tw4e1rW1tD9gT4SnUwCkGb5ERju1q7tSm5fVWKCZCblFVAT2hWxtOLPFKujgFcXezdM5qYb2DjgdzoUYfnNlieSpbd2FdzsIUOKIruawyHKEFd72YoMEF+CMi2Y4cv3Ht3ZaLce/kDl5kk0Rb0RZId2XH9/AE2lpIx94iWZEJd3gQhfQFkBN5VUtwsikuda4rHMe+pv2QO6d2x9g/WVJJiOUrB0/wBkZ2icqpcWWHqozHZs8e84nWpELRFXsGr7LHuSvkHr/1gx/y4su2GrL96R3GA5us/dyfqil2ZUfMNS4iEiP8DmVREUnFKNo+RywgsjLPmU1tFn260Cxkh81y+3eBA5UkIovTHESW3jWaiUi9Jft36Mg5qGRXXlU10UjCo0whPWeEvQG+hBj5IsPdsPeILuw8F3qGc1vgxdsTukJb74xjMmkYOl5MkdPI929aLMxXv/ltts7bxrvp4R6B3AuDQcytuQDKhLDm2e0thmftsb351l0OhHxmUhvOCIjOdxy6Ilrzzk3BIBwe8baEylmWsUztGMsqZXEiYVyWsSOEMru7NtE4n6ZE0n15qe9yLJWkGAVy3upqRdIorz+kPRGLgqk19WxJ2olxpWU3z1JCcec9B2S+9Po+fUGr9QSY8/ELZ6iECaWjOiBdb2mq8KSCkeeGSEA/DS4+ySsq0ZmYLTOGUqbTTkBXCEAmkw3cwLr5kYBqHKWQ55JSV8ym9ju6mzH9yF5c3w3wJQRxJF7WToAvMcWw1+Wc9HM4PZczsag+RUKEkq0oO3aQG3envHXd5kZWedaqU/U7nZbu3RM3stKGkkZcVBMLPXkUBXie/UwnDFv6cUcegr2jJd94zXaaXt66ynjDnvvzz7zIcsuOXd3YJRAwWBSK8qnSVKH4s92aRKodq5MFe4c2FzGbJq1GpiPdpx4B6akNmeqwRyBhUC90eOppu8jOHc3uXbsYNO3ZhVOxFHdYL1YtaW4v6hPJuV8lBdO5vY+Wvv3sKPLIBXm6Mdmie1bo9yuHm3M7vxsHS3w5voXccGF/iws9izw8yb7PWEhTh/0O8ZG9j2JBcb704scZDe14N68dcCDt5V4U0hNt0p3eBp1Iyojn7d/VPvipnd9hNeVQrs0qzYmkGrXd9ank59mJnDcD2xt2zuPhkPL4QM5hiFYNq5eDmzcC8Q9n6/BhbWtb2wOmzPvlf34UB6HUIbACjh7TIWyux16P/f+DsS8ZY7be60NPxKIAoJT6ujHmlfXY67HXYz9eW4cPa1vb2h6w9aKwtrWt7QF7khaFf7Qeez32euzHb09MTmFta1vbk2FPkqewtrWt7Qmwx74oKKU+p5T6oVLqbaXU33rEY11USv2OUur7SqnvKaX+urw+UUp9SSn1lvw/foTH4CqlvqmU+nX5/YpS6isy/3+ulEg8P5qxR0qpf6GUekMp9QOl1E99VHNXSv3ncs5fV0r9U6VU9KjmrpT6n5RSB0qp1+977Q+cp7L238oxfEcp9elHMPbflXP+HaXUv1RKje5771UZ+4dKqT/zRxn7w7LHuigopVzgHwCfB14E/qJS6sVHOGQF/BfGmBeBzwB/Vcb7W8BvGWOeBX5Lfn9U9teBH9z3+98B/mtjzDPAKfALj3Dsvw/8X8aYF4BPyXE88rkrpc4Dfw14xRjzccAFfp5HN/f/Bfjcv/Xaj5rn54Fn5d8vAv/wEYz9JeDjxphPAm8CrwLIvffzwEvyN/+dPBOP14wxj+0f8FPAF+/7/VXg1Y9w/H8F/Gngh8BZee0s8MNHNN4F7A357wG/jiVNPAK8P+h8fMhjD4FrSB7pvtcf+dyB88AtYIKF1v868Gce5dyBy8Dr7zVP4H8A/uIf9LkPa+x/670/D/yy/PzA/Q58EfipR3H938+/xx0+NDdLY7fltUduSqnLwMvAV4AdY8yuvLUH7DyiYf8b4G9wjyx4A5iaRvb40c7/CnAI/M8SvvyPSqkuH8HcjTF3gP8KuAnsAjPgNT66ucOPnudHfQ/+FeD/fExjP5Q97kXhsZhSqgf8CvCfGWPm979n7JL9oZdklFI/CxwYY177sL/7Ic0DPg38Q2PMy1hY+QOhwiOc+xj4c9iF6RzQ5f/rYn9k9qjm+V6mlPolbAj7yx/12O/HHveicAe4eN/vF+S1R2bK0uX8CtaF+1V5eV8pdVbePwscPIKh/xjwc0qp68A/w4YQfx8YKaWabtVHOf/bwG1jzFfk93+BXSQ+irn/KeCaMebQGFMCv4o9Hx/V3OFHz/MjuQeVUn8Z+FngC7IofWRjv1973IvC14BnJQsdYJMuv/aoBlNKKeAfAz8wxvy9+976NeAvyc9/CZtr+FDNGPOqMeaCMeYydp6/bYz5AvA7wF94lGPL+HvALaXU8/LSnwS+z0cwd2zY8BmlVEeuQTP2RzJ3sR81z18D/mOpQnwGmN0XZnwoppT6HDZs/DljRKfv3tg/r5QKlVJXsMnOr36YY38ge9xJDeDPYjOy7wC/9IjH+izWbfwO8C3592exsf1vAW8BvwlMHvFx/Azw6/LzVeyN8DbwvwPhIxz3x4Cvy/z/D2D8Uc0d+C+BN4DXgf8VCB/V3IF/is1dlFgP6Rd+1Dyxyd5/IPffd7EVkg977LexuYPmnvvv7/v8L8nYPwQ+/yjvu4f9t0Y0rm1ta3vAHnf4sLa1re0Js/WisLa1re0BWy8Ka1vb2h6w9aKwtrWt7QFbLwprW9vaHrD1orC2ta3tAVsvCmtb29oesPWisLa1re0B+38B+2TLeRRxM9UAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3810/6331: Discriminator loss = 0.9953 Generator loss = 0.8761\n", "Epoch 1/1 - Batch 3820/6331: Discriminator loss = 1.7115 Generator loss = 0.3602\n", "Epoch 1/1 - Batch 3830/6331: Discriminator loss = 0.8057 Generator loss = 1.2788\n", "Epoch 1/1 - Batch 3840/6331: Discriminator loss = 0.9375 Generator loss = 1.2371\n", "Epoch 1/1 - Batch 3850/6331: Discriminator loss = 0.8281 Generator loss = 1.7708\n", "Epoch 1/1 - Batch 3860/6331: Discriminator loss = 0.8880 Generator loss = 1.7781\n", "Epoch 1/1 - Batch 3870/6331: Discriminator loss = 0.7745 Generator loss = 1.3154\n", "Epoch 1/1 - Batch 3880/6331: Discriminator loss = 1.2067 Generator loss = 2.1994\n", "Epoch 1/1 - Batch 3890/6331: Discriminator loss = 1.1018 Generator loss = 1.0372\n", "Epoch 1/1 - Batch 3900/6331: Discriminator loss = 0.7676 Generator loss = 1.5615\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 3910/6331: Discriminator loss = 0.7155 Generator loss = 1.5237\n", "Epoch 1/1 - Batch 3920/6331: Discriminator loss = 0.8957 Generator loss = 1.1809\n", "Epoch 1/1 - Batch 3930/6331: Discriminator loss = 0.9176 Generator loss = 1.9352\n", "Epoch 1/1 - Batch 3940/6331: Discriminator loss = 1.0591 Generator loss = 0.8101\n", "Epoch 1/1 - Batch 3950/6331: Discriminator loss = 0.9188 Generator loss = 0.9904\n", "Epoch 1/1 - Batch 3960/6331: Discriminator loss = 1.1983 Generator loss = 0.6327\n", "Epoch 1/1 - Batch 3970/6331: Discriminator loss = 1.4593 Generator loss = 0.5032\n", "Epoch 1/1 - Batch 3980/6331: Discriminator loss = 0.8884 Generator loss = 1.1002\n", "Epoch 1/1 - Batch 3990/6331: Discriminator loss = 1.3475 Generator loss = 0.5359\n", "Epoch 1/1 - Batch 4000/6331: Discriminator loss = 1.1107 Generator loss = 0.8172\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4010/6331: Discriminator loss = 0.9454 Generator loss = 1.1447\n", "Epoch 1/1 - Batch 4020/6331: Discriminator loss = 0.6760 Generator loss = 1.7649\n", "Epoch 1/1 - Batch 4030/6331: Discriminator loss = 0.8086 Generator loss = 1.5128\n", "Epoch 1/1 - Batch 4040/6331: Discriminator loss = 1.2377 Generator loss = 0.6427\n", "Epoch 1/1 - Batch 4050/6331: Discriminator loss = 0.8455 Generator loss = 1.3311\n", "Epoch 1/1 - Batch 4060/6331: Discriminator loss = 1.1830 Generator loss = 0.6962\n", "Epoch 1/1 - Batch 4070/6331: Discriminator loss = 0.8617 Generator loss = 1.2245\n", "Epoch 1/1 - Batch 4080/6331: Discriminator loss = 0.7483 Generator loss = 2.0369\n", "Epoch 1/1 - Batch 4090/6331: Discriminator loss = 1.6214 Generator loss = 0.3869\n", "Epoch 1/1 - Batch 4100/6331: Discriminator loss = 0.8957 Generator loss = 0.9928\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4110/6331: Discriminator loss = 1.5721 Generator loss = 0.4454\n", "Epoch 1/1 - Batch 4120/6331: Discriminator loss = 1.0087 Generator loss = 0.8904\n", "Epoch 1/1 - Batch 4130/6331: Discriminator loss = 1.0271 Generator loss = 0.8272\n", "Epoch 1/1 - Batch 4140/6331: Discriminator loss = 1.0796 Generator loss = 0.8214\n", "Epoch 1/1 - Batch 4150/6331: Discriminator loss = 0.8543 Generator loss = 1.6803\n", "Epoch 1/1 - Batch 4160/6331: Discriminator loss = 1.0463 Generator loss = 0.8300\n", "Epoch 1/1 - Batch 4170/6331: Discriminator loss = 1.5194 Generator loss = 0.4803\n", "Epoch 1/1 - Batch 4180/6331: Discriminator loss = 1.1180 Generator loss = 0.7432\n", "Epoch 1/1 - Batch 4190/6331: Discriminator loss = 0.7767 Generator loss = 1.3298\n", "Epoch 1/1 - Batch 4200/6331: Discriminator loss = 0.9012 Generator loss = 1.2167\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4210/6331: Discriminator loss = 0.7303 Generator loss = 1.3930\n", "Epoch 1/1 - Batch 4220/6331: Discriminator loss = 1.5645 Generator loss = 0.4733\n", "Epoch 1/1 - Batch 4230/6331: Discriminator loss = 1.1313 Generator loss = 0.7705\n", "Epoch 1/1 - Batch 4240/6331: Discriminator loss = 1.0168 Generator loss = 1.0008\n", "Epoch 1/1 - Batch 4250/6331: Discriminator loss = 0.8472 Generator loss = 1.1649\n", "Epoch 1/1 - Batch 4260/6331: Discriminator loss = 1.0354 Generator loss = 1.8287\n", "Epoch 1/1 - Batch 4270/6331: Discriminator loss = 1.2268 Generator loss = 0.6305\n", "Epoch 1/1 - Batch 4280/6331: Discriminator loss = 0.5021 Generator loss = 2.2627\n", "Epoch 1/1 - Batch 4290/6331: Discriminator loss = 1.0194 Generator loss = 0.8687\n", "Epoch 1/1 - Batch 4300/6331: Discriminator loss = 0.9581 Generator loss = 1.0069\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4310/6331: Discriminator loss = 0.7757 Generator loss = 1.5198\n", "Epoch 1/1 - Batch 4320/6331: Discriminator loss = 1.7463 Generator loss = 0.4112\n", "Epoch 1/1 - Batch 4330/6331: Discriminator loss = 1.1838 Generator loss = 0.7136\n", "Epoch 1/1 - Batch 4340/6331: Discriminator loss = 1.1238 Generator loss = 0.7354\n", "Epoch 1/1 - Batch 4350/6331: Discriminator loss = 1.1359 Generator loss = 0.8509\n", "Epoch 1/1 - Batch 4360/6331: Discriminator loss = 1.0207 Generator loss = 0.8156\n", "Epoch 1/1 - Batch 4370/6331: Discriminator loss = 1.6337 Generator loss = 0.3939\n", "Epoch 1/1 - Batch 4380/6331: Discriminator loss = 0.8756 Generator loss = 1.0266\n", "Epoch 1/1 - Batch 4390/6331: Discriminator loss = 0.8816 Generator loss = 0.9753\n", "Epoch 1/1 - Batch 4400/6331: Discriminator loss = 0.8531 Generator loss = 1.6042\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4410/6331: Discriminator loss = 0.9958 Generator loss = 0.8386\n", "Epoch 1/1 - Batch 4420/6331: Discriminator loss = 0.7609 Generator loss = 1.3064\n", "Epoch 1/1 - Batch 4430/6331: Discriminator loss = 0.7879 Generator loss = 1.8728\n", "Epoch 1/1 - Batch 4440/6331: Discriminator loss = 1.1503 Generator loss = 0.7068\n", "Epoch 1/1 - Batch 4450/6331: Discriminator loss = 1.0342 Generator loss = 1.1764\n", "Epoch 1/1 - Batch 4460/6331: Discriminator loss = 1.1984 Generator loss = 0.6820\n", "Epoch 1/1 - Batch 4470/6331: Discriminator loss = 1.3802 Generator loss = 0.5399\n", "Epoch 1/1 - Batch 4480/6331: Discriminator loss = 1.4387 Generator loss = 0.4656\n", "Epoch 1/1 - Batch 4490/6331: Discriminator loss = 0.5005 Generator loss = 2.3599\n", "Epoch 1/1 - Batch 4500/6331: Discriminator loss = 0.9281 Generator loss = 1.1157\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4510/6331: Discriminator loss = 1.2635 Generator loss = 0.6296\n", "Epoch 1/1 - Batch 4520/6331: Discriminator loss = 1.0592 Generator loss = 0.8587\n", "Epoch 1/1 - Batch 4530/6331: Discriminator loss = 1.0886 Generator loss = 1.0902\n", "Epoch 1/1 - Batch 4540/6331: Discriminator loss = 1.1485 Generator loss = 0.7245\n", "Epoch 1/1 - Batch 4550/6331: Discriminator loss = 1.1271 Generator loss = 0.7926\n", "Epoch 1/1 - Batch 4560/6331: Discriminator loss = 0.9652 Generator loss = 0.9875\n", "Epoch 1/1 - Batch 4570/6331: Discriminator loss = 1.1203 Generator loss = 0.8327\n", "Epoch 1/1 - Batch 4580/6331: Discriminator loss = 1.5864 Generator loss = 0.4221\n", "Epoch 1/1 - Batch 4590/6331: Discriminator loss = 1.5274 Generator loss = 0.4807\n", "Epoch 1/1 - Batch 4600/6331: Discriminator loss = 0.7598 Generator loss = 1.6007\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4610/6331: Discriminator loss = 1.2622 Generator loss = 0.6008\n", "Epoch 1/1 - Batch 4620/6331: Discriminator loss = 1.0085 Generator loss = 0.8602\n", "Epoch 1/1 - Batch 4630/6331: Discriminator loss = 1.0514 Generator loss = 1.1982\n", "Epoch 1/1 - Batch 4640/6331: Discriminator loss = 0.9083 Generator loss = 0.9942\n", "Epoch 1/1 - Batch 4650/6331: Discriminator loss = 0.7539 Generator loss = 1.4245\n", "Epoch 1/1 - Batch 4660/6331: Discriminator loss = 0.9803 Generator loss = 0.9137\n", "Epoch 1/1 - Batch 4670/6331: Discriminator loss = 1.0156 Generator loss = 0.8690\n", "Epoch 1/1 - Batch 4680/6331: Discriminator loss = 1.5403 Generator loss = 0.4567\n", "Epoch 1/1 - Batch 4690/6331: Discriminator loss = 1.0120 Generator loss = 1.1710\n", "Epoch 1/1 - Batch 4700/6331: Discriminator loss = 1.0049 Generator loss = 0.9686\n" ] }, { "data": { "image/png": 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i00xGkfcJB9qmxyw0DtqlYBm8QJS7DUIazVq1nqPVPVBUGTjZRyN1u4aeYXdH5mr3YIf9sSiFrKkIVHEs8gzPF8XRjcHzcgFgAAMXkHV7L4LVQh7oJKpwqbppOvS8ttDqXJiAUrEJ+9MRH+hcVHnNk9MzPo1s3IeNbGQjH5MXwlJogdK1lGUGilaz1mAaBaOkEKs57xsPo5iFLj9sjaU7UkwQ4BQ04oUBXg9nHVDVcto6/Z7xHKMdORH212uuZqJdy7riid8Ba8ouLY5Tn2LgV3QWmW9dH3EfbI1JNOIcWI9AMwndOCnLfuzGeJigB/piNFDqdEmMV+OpeRl5AY1CiY1vmC81GGtmUMuJnxrNffsBH5zLCV2ez3CafUkCoNRI9c6U3T058X/g8xLA/b4/dp1Yrx0NE2pFDXlpylYsLtbg1jUStUzCbg3856jDnAXOXgLg0lWPr17ImTavPuCkkjGZIzm1bt7e7XEahz7sD8Riqd1HoOCApzjeUOd+bzRiv0MHRgFHmVhFs3trTCKfnQxTVt3RrLiJsydLrFpjTdP2LqYxHkbRsMb3n+OYNcjrx1cIUBc0TKCQ4GlkPIwV12SiltJolBBo8DEOPJyVfRgYg6dWRY2h0v3SdGteWSq1QNrKMfI7mHqDC+TaPo5tDe62vlhYkZeyVrNhPPY4SGQOE9Oy2JYNupzXPFMX8pPKC6EUXNuSr9asnGMcSByhKArKVlMvgU+k5qANHL73vA4AABP2yCJXOzrF4pxFnyXqKqdLIjStpqBoadVYiiZjLo3FfD7LFuzP5cFbLDOw3WZSX94PaDQbMB4MWRTyWT9KidQ3pGipFG3mr+WBbeMBRh9SE3mgLrPzPEyt49eHDecJWAZoGo+mVfdhljGfH+nYCqxG/iv1i7MsY6zuEQe7hGpq+64lRsaxOx1ysCVR+ztXDnWOxwyH8r0gGVGqAhlYjzgd6P0FeE2XDdBNbCyZgpC8NsJXaHZqLDuvyu99YZnzrWfyMD27K+nS775xhaCRjXsj8HGKoAyMR2O6OgDXK4NA198fREQjcdHm5Smt3tNpsybK5TPn5ZpQszhnK5m3ugJPDw7re1B3rqTXg6FsMsDoA+enoggJ1hBLHMQGa0wpe8TzagbFu/IZjVEFNmKkgathHGF0L8dRSFbIfA0j+n3oaUxsnc1punoOaxmqr5Tla8KFKo4GmlLGnJUyl771eJrLa8+NmQ5172AIFS6/s+fzdLHk08jGfdjIRjbyMXkhLIXWOdZFLYVdWrxRFDlGsw9eEPcnFM7DaSCqLrqof4VV89kmlqbDkVf0tQ2VsRR6orWqoZvIUinG3RDg6Wk0GSRsjeTECE8XfXXhc/y9wVMQErZlOZMxX96bEIU7Osz6eQRbzVNXuj4/bosGoydiWwKRWiFqMeBsH9Z2PC8CsmbJRAtjsvKEs2MJjAUaoPTzC8pKLJcbNw75Nc12lHmGp5GtVZYxtOIqTUKF0YZgFdrsWUOopmhZOzy9D2MbnAbdKgXY4IXgdxWXPkXZVTMdMNmS7XXtpZs8OpfPz7p6gDwjLGQMHhkmlOuFXkDdVWjS9NWvHSAtLBs+PHoMwMBCo6e/cz5PtfCMpiLQnZ2X8lt16/DUJWprx/MCRodV661ZLgguXZU/KPbENh6hkzn2t+/QFuosLVsirQIdBPJZv6362pfItaSKsyH0MZpVsrGPGpx0P+UFkx6DUBUFKy3Giz2PkWJx5ucrnp2I6xV0lbF2RjKUMUxHIxJPfjA5DAkzsWhKu2BbCwc//PBj5Ue/o2wshY1sZCMfkxfCUnBtS5UtyRvLhfqZnnGMJqIFwyCh1BMvtjEYOVUaLY+1fviRwnIffE3lNV5fcmuNxU7k8y4v9LoljVYiFm2Ir3GCJBoQxfL+dDTgmVoCpZbCBnVLqcGnomyp9LUbjDDq49erJaGmUQnkPZPEfS18ndf0QYWPxkG0NNmPBgQ7ekJnATgJqNl0i0RhsiYeYJDKv4Wm9GITQiPp0lVd9cVFWVXhNHBbLzOmWmlnjNxTeVFTNnLPyfY2HajDNoYm0jFnBjV68PU8KXG0WnSFH1GjMO75GYVCpYeDy+zfkPFNdA1G4x1iDbStsorI6Ry3dc+i4JyjarUISM20RbHo+RvO6oKl4g0K46iqjn+joar/LZ4JoKk/WgTV8SwY0FBpWzVUx+/LvSodiAkcVSrBaK8+olGkY+RbkpHGEtSamdc1hxpQNHHQpypz15BocLTxPKrO+umKM5OgjyX5xlCrBUUETVf5OQ3ojOWdSF7kxBwcShXo3u1DYi22c+GEscbEiuwJ55fFsvyk8kIohdZBVkkdQaGAED/2CJ1smuPlmlwr+NJ4wMmpmEaX74ipZ+uGpCfHsCikHBt7uIX8x6p03H0gZuDdR7Lw8/MLllre21KjiQN8DNOhTOThuOSuL9HbDiDkVUumGgBL/JRHq6f695a1/l69muEttALR0zoJDP5QHsbQi0gn4qJ4zuKQRXS5KIKcArdSV2p5StPl2AfP6wAG04SD8BUAdjV7PZ+sqdSsPZqdM9iSgJNbrmnUVRqOR7x0KG5OrMp2cXGGVSKUh++ePE+iBwlbU/nseDQmHSsEN1FzN4djzYl/+zt3ufdUTPuicezohrZJTjqS3xspDmXgW9pcvnd69piDXdncnqEvP26cIVD3YKDru+37XN0XqPTBOOauXvs0y7mrgLKirvA00OgbDSoXDYpiJx4OCA4l+7J1cIXTtVRUPvjVt3vXtO2yJWULCkdvlwFOAVXt8IBg0hHiaOarMoT6SLmqxekhMkkTTCJrfTZb0XTB00QPgrol0MyIw4eB1tg4n7rpQF0N+1oxeajrYcZDdi7dBODqjQOck/0WDrfIFvK8BFHCo7kEdz+pbNyHjWxkIx+TF8JScM5Rtg3LsulJLAZ+RKFW6ZPzI+ZqDs1nH1KoBh59U3kVrl7j9c9L2ujSpV2iSNOXvs8zRXN987ff4xe/IbyxC9X8O+MhnmIXjNdyodb8lb1tru+INn52viYKtFhFT7asgc7c99qIRRdcaw0YOd2N77OYybUfPngCwGq15vCSWDk7Vy/hR1K9lo52e7dicSKoyvtvvs1TrYrbnSREW+qWPGoptC4mHI8JUjk1PV9+N9me8PoNOXXdvfeZvC9msJ1MOa3EYrlz/TK3Py9W1kBJPBozJtBUbe29x2yuJDNlg9G0pk0S0ICmU1Rltpjx8N235faXC27dlBTnwXCXoSJSZ+cXnK3E/THK7pQyoNTfqJocX9O3znikain4zhCrvzLUQNxBEvPlHUmn3rq9ww/fElyEx5jvfFvQkuezY5otTXF68tnpNGD/urx3Zg54ZmXvfOfhmxzUYhUuH56xOhELoUJNcTycIk+bLMf48htFdsFIqw9HirEoW4eXqssXjiGSNWk8n9MjsSDffvyQWu/76oF8PxjGRCh1HZBG8rpuKuaFBkdbQy0bj9NEnoWrWy+Tbsk1/MkenhZd2cYwmsq63n55xKV7n85SeCGUQuugLFrqqmYQ6KYJAnz1z3Z2drixL35d1tq+8tFValq5nPP7Uio7GbzGQHPwBI52JYsRBjVv3JFS5lJN2MAZsrmYjj4lteaSoxBiZVu6NJ0SKpgkUECTpe2r4Z5cPOVCy4iv7u8RKuNP3sxZqfI6vHUTAM+0xMoWFRtoOsq3bA1jNRkV85COhxyoG7TyAwbqEkyv7mIVkzGrcs5yxc/PRPF4acReLHUJf/K7vpff+uVvyPXWDfm5jPNLt65weEke3qCQjWS2huQavB9EtwkHWnVZFiQdrZjLoJKHs1Q8xmq9ZLKjNQxbV5irC3b3wWOShfx2EicMdJP2oCgyAq3aPLs4ZXfvtq6DJTQd16Dr3Yc/rvP6Z15+nVf/5PcCsHvzgFTdoEXWcPmll2X98hVmLPNitIoyu1gy3JZxzuuct07VlUpe4cs3ZL7+3SvX+Xs//X8D8OhNidQ3ZUHbpQscfS2N8x2+4kFGatav6pqJuoTD4ZCFujZLV3GqrFbLyvRl2ScrmddLcYTTOMFinZHG6gq30GhmZ36xIlf8QkpHN+iz0oPM9wI8df+CpMYpY1DaGg4ncnB8Utm4DxvZyEY+Ji+EpSDkVg1V1eA6rlIcRVdj72re7oKEJ+c0GgS7NBUN+KfeeJVJR8qanVNvi0llqpS8M8GHKclIPv/Pf03q7h88fUQyEO17aRjylTs3u+HQqBuzMxwzURM7V2KSxWxOqoVN+eyCQazB0Z2EZ++JKf3g9ILAqEm4lhO6bRrGitfev3Kr5zRoTEirnI/qqTDZGeFrAczxB+8wOxWL5srrJcPpZb3XgpMH4h4kW/LeuImJPMUgjA547RU5Pd8/fsyZ1ubf2b9OqLwApyd3AXjn157wi98R8/uDo2PuXJXT86tvfJnosroMxRo32NXXmrVwDk+Re+/ePeL/+IV/Jb93/11uXZXP3j7c4cZVsfSGB+LaXJ8OyTUrs8oWPYlr4RpqzVoMjGGk1tmXXhN35/YrN6gCWev7H77Nd/6F7IsPZu/zg69+We7vB3+QeE/n3oqJ7oVHDLZlnMNwj8e5WFA/9Qu/yLvf/lkAIvsSe1OxLE63xcJcHeW0HQQR+sIz57IeTp8r/V9Z1TRarPfk6JhHjyQz9Gi2JFQC2byqKZXKbnomLlVgbrKvuIjRZJuoqwLLl5wpZD0IEh6fK92ak99NVzcZKInreVHiF/LZ7dEYX+ctCWF3d5dPIy+EUpDsg8MYR60LUDcl++pb7YwSspnCbi8fUKk//8pl8Sc/f+0G7VIWZlEse7bncOQxVgy7lxgUqs73fOFzAIx3JuzrgxLVSw735fdsU7PQTMPq7ILL4w68o+y9ZY6vuPb5suBAAUBDAvJIFM/NqymjsTyoVk3DyI4YbanWi3d68lATJwRq+oV7Yn4S+gxXsvnHt1/l+FigzVkx42s/938BUotxcOMlmSM1r8e+j3pHhFWBU+VVNjDUVF6yO8BXvH40kHsaXiv4Hl/YkbaeHPHyy2LOj/a3u8Qpvk1pS2WB1k3XZDlW59CLWj73RRlPxZr9SQeM8tmbiKIeavbCGIPRNGuUDmm1FiEwpocBb/s+b+yKm/On/sy/B8DBnTvMTyXb8+ioIvNkUV++eo2DL2ucZH+HWO+v7Ws4Ipanymh03SNURR/ahDe/La6X3XqLeijZmrHuhXKxotEqWLyALi9obYJ6VRh1B3a3phzsyfdPL+astOw5jHwSXd/xaETgTfWL8k9roNESeEsLGndZVyFGD5HUDXj1FXWVNPuUjHdpUSLc9YKdLgVu6HlFwyhkb+vTKYWN+7CRjWzkY/JCWAo4aJsW3/f7PgypH7C/qxHn7QH7W3K6N15I4MlnpqlowJSQmdJoFeUC48np4uUZ8UiJThoPG4hGf1kj6Nd3b+FrbjeKIgZq4pXLGquUbbNhxlUtLgkVUlrallQJL2IvZv+ajCPxPabX5dp4ltZ2FYUayZ9eIj6Uv68fH1Ov5drppX1ahSZ3ACmXHVEXGpQcjLj8suARqrogHqkpWjSMNUDnqWUTuJj9HY3Ib43I1cxftx7BSH5vuSpwirHd1nz99OoBzetymn3feonTsZu8wtOgYtnOhVASINMKwKAh1iKozx3usTOVNfuBWzvEkVhvw2SfUK2GdavAM7OiVPP7MBoSma4JUECrr5s4AqW329JqzvHN64x9sUa2F+d8wfyQ3FOZ45XiNpnGsTyV+y4UTLUu8r5vx/LeMYdjOXX//L//F3nynuBW3n3wiNOO0/NcIvbnwwSjXBYY2/t3zoOZZrFGOhdbewO2FUNwsL3FwZ68PlvOUZpPvMCj1kK/RPEISZwQ6IkfBimBZifMcNRzeMyXFc6Xebmm9HhREOHrnkwHo76ys8ry/rWxkA5k/35SeSGUgtP/pWGAp6izwPfwFzIhfmnYUV7GIB7hd+W0Xdch0/ZdmuIgJDJdxVlJqYi4eBSwO+rIUTtmpqoH9ITGw2hGwU981pli2MOELQUcjZSqfRT7NAqyWrVLvEJchjYvCYfKhBP72FQWw9MHxQtGNFrVNr/7Hp6ahrYCp1mXjvQlmN7Bai+HqiwJFcWY+gHTl//kdNWAAAAgAElEQVQYAEVge0af1VpBWFnN6TMxr69fusSTZ6JsTk/PmXaucVHQZqJEw0jJa8K6rzMYToe0XceinQH5rKtHCak124FyOGaexSpwajROmU5U8aQekc5zkPjUWgegiRzWTUCqD/FZM2N2Ie7RVjJips13ZmXJ6VyuPbsvsZOtyRCn/pEtLTTyG0mdsS4k7pI9y6i1ZmCpVcOzakW91slN72FnMp/TszmJKojRqxFvXchh8Oa3hbvTjwJ87evRQE+vb4zHgbYYCJT4NQksnlLmD5OUVGts9scTzhdar+MaSk0/d65I4PkEyuc5jBIqrY9JogHDbVHa8ek5K822Nfq7xm8YDGVPx8m4T522vulrU+q2fV66/wll4z5sZCMb+Zi8EJaCwWFcg+9a2o5Mpaq5cHL6L/KaPa1LSKOQcKhNUjTgki1nfRMPL9rv6/Gb2km/QaTKIFYLwk9F09atT5urVeEcXTeYlrYnVpmOQ8YTOXVaxUo0Tx8QqBk5jVJqtTZW2YqBwms95xEk2hVJTcM6W3H2rW8D8N6v/yK3Xpb2mgt7F19bkHmjjtV3RKSVn9Xxh6yPtJFLOiQcKsYg2YGOyMWX03VpCjgRS8ELI7bUVSqygkUgp9Xx0TOuXpXr2UabsES7vXvVZhVGqdGbrGKtoK3KlASe0s7H8vft7R1WCkxyYUoYyXxvx1dotT3fuipoXdeJSsebOEJPTd9FhbejdRJ2xKNGout1U/PWqQQBT0/vArB1tyI5FJfJWUelVZuNVxDlMnfldtTn6Ut1RUybUvmyR54+WhGFir0oMqpUxvzs4oxVKfcXTNWCKnYpG4Ugzxc4dV2t3/DaVQlszjo4Og2NVWq61uCpBTFgwGAk939RtlRttz+10tQ4PKVyd9bSKjQ7jj2CQMZx+eqUjK6NgboGk10SdVdCP8JpDYdXN9TqahQXq56e8JPK79lSMMZcM8b8C2PMbxtj3jTG/Mf6/rYx5ueNMe/qv5/OodnIRjbyRyq/H0uhBv6Oc+7fGGNGwG8YY34e+A+Bf+6c+7vGmJ8EfhL4z/+/fsghxS8X64yBwkgz1/DgnsCEv3Sl6emzoiQmGkjwqc3F/ys9w/m5aOvpIMdp1Z51JdW8Y0EOCMOuFVjHlONTdlT6WUmj1ZXFfEGrKccsX9F7ZJrbr5uW0JPf3Z6O8PQkKU5nlB3abH8Eemp0fPzF6QX33xS2nuOjNdeVmWh1dspIWY/8WE4GVxZ9B+fR6AZJqJWdad03E6marO9Z4hQC69uSmaYkrQ0400Dq0eKCqaYR86aiyCQGkWjFqatrMNqjMKCnRLOBR9tVrlpD757qaedXAV6oCNEgQBnWaJuKPO7SbCGV0oolWki1ahoine943FIoQxJBSa2Yk6ptGempWZ5pUdKNFE/ZvK2XYHo+DMNSqzznj0/xlGbv4WMp0Frb5wzNRxdPGWlKMh74xBrcHoQBwVqCEFsalF2XMWUm32vKHKdVmdYLibfkNz44kXiIf1FxTVOZhSlJ6ArCIlp91GK/oNK16gharfUYDzrYPD0LeGRDWm3uu5qXhF3wcDrWsaekYddbxFPWMcA4bFdpmgTY9UdwFp9Afs9KwTn3BHiirxfGmLeQFvQ/CnxVP/Y/A1/jd1EKgedxOB5xMp+TKaDneJ7RGlEK35+1HdmtlBdoTrfRqFyetURKpTbemZJqvrZlgDmWRa7WDYUGgTrYsg0trGXSi+o5cci6hUrhvxd5wYl+Znmu5CVJ1LdUj4KYUoNPy8pnp6MnXzYEYy0Hfibvnb/57Z6V+Y//yJ9nsivjmD9asngqNQ+hmurhWUQylg3mj/eINHAGUGvU266yPmjq6cPvuYire2LWmjAg1rm4fO0WW06DcoEhU8jzSAOcriww+qCYKOqzIOVszVoZhQdjn7CDeq+UwdprCLUfp8kLjNexajuCqqO9WxIV2rY9lfGO0wELxfW7Jxf4+/KgnC/Oel7G2jiMwrsDpWBrywWeUs95sd/Djos6wmRyT0kS94fE/SfiipSLOdNDcZn8AmoN9qWDAWkg8xI0PidPBAzVaHPgZrHoy8Q9L8AM9Z7Wa5YKY06UkKZuGxY6Bt8NeqIXr/GwqmQr55Mpw3ahQdswDVgtNHBrW0Za1p5bS1PI9darErryawXDRcUerW6LyqswXXeqpqbuWtE3YJQ86JPKH0hMwRhzE3gD+FXgQBUGwFPg4Hf4Tt+KPviU0dGNbGQjn538vpWCMWYI/J/Af+Kcm5sOogk455wxPcP+x+SjrehHg8Rt70ypmpoy05ZaZY1RTfw0b1gutd13mAOiacsLOa3m8wVth7AjYqkUXI0p6TJo1DVZo12VtfIuxFBoRDGra/KOdm2dket9zNc5FwqxWytScrQ7JOkITJ1jqRdZrxcsT7tegxXmTAlbNcBlvZBrX5bOyFe/709gtegqHD5mda7BQaNUXPFzy8CELUYhz8a1WB1P6YPrWqYrL4IfQqm1+8Zavv6mVIbeuHIL/9FdAIplid3TadFUGbtN7xI0VUF1oV2lsxWBmmlBPCUMtYJPafPG0YjMdv04a7JSvmfamlYDY63zKbpmLhoQDsMJfofjmI5wmmZbljkTPcUv2oZber1UMQZBFYCSkDgbd5y6BF5AcFsg3ZPBHpf0dNy9Ke8dP36L42MJ1kZmxkpT1c8uznFqTZa0PcHL6kS7is8LfD3yTejTaD9O6pa39feG2tTGemA02Fe0Oc1MqetaevTjwq05OdM+DJrqHNcBke6FIi+plWi1PJ/jqWXiKp9IP7/W9Y9dg6f+o19Zgo5TJPCxupdJA+yn8x5+f0rBGBMgCuF/cc79lL79zBhzyTn3xBhzCTj6XQdhDVvDkNU85qH6lnlZ9Sy5x8+OuTgU83GS+jTaLWm9kIW7yDKeLuX10fslqS8PmGtKOnLklAmNmtKBmvizxQLTNVI1hmz9vDHt+lwW5iRvmasP/2Qumz88uITfcS1WTc8YHcQBSwUhRecWa+XWTaSZhWFCoXn1499+i/EVgUG3vkc4VrNbI9Z1EOBpDMR5Ia3GLYI07WMi/nJGZLoek6LwTJDgj0UpOGN5819L1V95/QbpSkzjx2c+r752C5CsBMD62SnNRBud1GXPDlRmjmCogZfKUjQyL23XG7FoMa4r7y0otPKPdt43qimsR965W05z7KFP0DFS5TmJZnjqtvpI9LvltJXrNaOO5TqnXSrAqzmnUDYps5WQbksDGxfFfTVmOhW3Ms3HfbzAWxicuorP5ivylZSUtw6KlZr5GuKoq5pW138wGrJU0JcLKh6r4rh5XfbVNAxouwPJVix0f+ZPHPO1vD5driEWRTc5EAzC0nk070vNTFE6xlr6P0p8xmjj2WTCxVx+o1W2mNpZGp5jHXp6emdoNc5jixxn//CyDwb4B8Bbzrn/9iN/+ifAj+vrHwd++vd6jY1sZCN/+PL7sRT+JPDXgW8ZY35L3/svgL8L/G/GmL8F3AP+8u/2Q1XjOJoX1HVF8REkVhfsenrxlPlSUIPFFqy1Tn+laV7np1y+IlwJ/jBEi8UwVdYXGvlhShBqYFLvejVbYzr709DXtC8rx3szOT3urzIWmk9v1YoJrIWutZdp+kbRxg+pK7EE6sTQ+nIS5sqD+PD9h8SK7FufhX1vx+nWdUxXzKJFNPXK9jlxV2ZYzfPb1scq7Ng0Hm13cmtwrmgrEmWidhhmSjLzYd2yr+3e19cqLs7E9O0g01VQ4+nYG1tSaTFWbgOsBglNaqXxDpBrz8j5o6cUofa38EPaqKNPo2d5bhqDU6i3U05Mh8FLZE13bt4i0rkq24ZIT7bQWK53maSVBvsub9MOup4NFhK1TOz6ubuSV7RqIoZ6Ko8GB1zSWrPHD46Zd5DnpMY1mvGyJbW6r13BW2Q9qrjjeUxIL0mIzC/geCGW407W9XQYEGimyUKPGzhazzg+lc/ix+zvitU7GitVng2oNXjqJxZPqdm2t/bZ074cy7xmqVwbz9Rl3GrazpjG9w3dxm9Mi2uVn8N4lB0fxCeU30/24Zd4brD82/JDn+q32pYyW7MqekpLWtfSqC/79OicootI24BK2Y1Olbra9yy1duZp6qIHfLjSo1HFUqxWfT9CqxF32gJPH9K6dmQayT5fFnzwWB6mdRv10fCu6cu6bmlLxf47yLvFP51z7UA2tx0N+tTR2Tvi1//sL/0KRlmabtx+iS+tpIx4fbNkorDhrulJni8pHohiMuMQX0uPd7jSd5lqq5rKyUPttE9mGA4IAgUeGSPhZ2BVZDAWM/jB/IL7R+La7A00U1FDG3X1kCF5o67ZgwWzxT152/uARn3fqT6sRTGj1Z6QRVww1phIsDPo4bWrvCCxCqKK1S73QpzVNGW4zXRXTH/PWjqfb9JYTrTT09lKNvy10IGa803QgBHwTlFVtMeSaSi8YW+ir9T/9ohpprrudsrDM8n2xEmI1/FOuoSqc380LtPUSzyjYw9qrr78Ffl7XnLxr6TkerYSZXp9Z4pVJWvzrK/U3N0a0Hbps9BQqBKpNM2cJA11rnyetelhzFlS47Tv5GDqUzvlZlRXuahKlmVXl9H2HcWsgcrrFGtErWnLTyobmPNGNrKRj8kLAXN2zpFXLRgBwICQd9Sa233n+Jy33paqtddfe5mxwphPVUvee/htnJrX8WCEp6YoFlo1qTJyPNXc+9fFBNwdT/pT3lVFD9198OiMcwWYkAQsNE+f+l2X4Yii70tpmC01KzFNsdqoxaQTNNaFp5wFrx8csH1N27W99jnGd+R0DJLdj9C5K5zbGObHaqKfPGSi8GJnSmi0Gs41oDDeQK/RRGPWHbV6k+ApHNv3PXKNVM8uMqrOTelajYU+KHu2F3hEgZj26f6KXAttThZHmFJP0FTeGwynxNN9nW9DqC5YOvYxiXb89i2lkfmKa83zt1nfSs2kkEbyu6u6wevy7cZwpFR3D7TI64v2j/dz7BofX62fuhhzlonlmBUrcqNZmVBM9LI6p5yr1TDd5uKB7KekadjXTM/edsq5dgh//FTcq/JpSzsTC6TxY46dkLN4JiJSV/fkTK6bX92nUdzIcDgg1gxWOkwZjzSomGecaifsx/fke7EfULVdS8KYsOdTWLBSNFg0GDDXGoDhJZnvZBDhd7Bx09Al+pyBrqH5zFZEwfNM1ieRF0IpSO10SWB8Im2nvSq72klYLjN+5QOpWvvq6QlXdmQDjdQ3212XLJe6GMmQwJONt8wdVrvmDD2fRNunj2LtsORbMuV7zMOYUiPH5+dzLjQduhWPMUqzXXV5JSxtB6CJkh51Vlu4cOrXHR8xVBSf0TLsP/aVK0T6AEXjGKNlsTZqQN2RpnvPG2CVq2/71h2MsjuVWU6FKKl1VWDUtUnVL27tgE6fhbSkSVeSG1Ko2/WsdZz7Mrb7T8WNiIMBO7sSqQ+MR6FjHzJk//teld8YD2gV+LVWJqgyCCnUhTl6cB9fwUYmmfNMU33ruCZNlHhW92e9yPiNc2Fp8k/usHcgpdGVa1lrpmXeOs7O5Td+9tu/AcDeQchXfuAvyRzuBphM6dVDaGeangtb9rbEF58pJfvs0YwnCrj64PEF798VlqnB8AD2RFG7WcaTWlzE1Yn8bt00VBq8qosFq3vidmAdV5Utaa2dqU5PL3iqvSB2XrqF1cPLOg8/VWKUasxICWfsfS33dzmpzlsUetSaHQsGk/6hv1it2b0mczTUTE3jB8yVACavGmKNn1VVQxMruYw/pNED7JPKxn3YyEY28jF5QSwFAybAhi0hncYsKTVI1LQNxwpUeufJCUZdjFSDcsH2Nr6e1hU5dH37RgFWTeJ0a0iiteco8cp6XbGqnwd4nmor+rNVRtDh622L0wxFFHTal55PYFFXFApzPsnnxEr5VQ5j1ppd8JXo43qyh1H8+mK9YPXWXQDG8ZRwLK5ErJkDGy6IlLnQH6YU2pkorzMKrefIw4DC00CcAlT2wgmJ9nCMrUekpmhM2c9FEiecncm9PtQA1/7OFcYd4CUJSIaaqXhyzLNvKyfgnaukgboPWqmXPTzi6YUERM/uHTP6ooCFaj9iabrKx0GPSfDVhTmr15y+JRwJ7RXHowuxPHCOVsPNzpi+5+O3nkrg9+d/9V2uvSJ4i+vbMVYbqgR1y2CglYhHFxQaYE1LfW/lcfFbMt93798lWMp9795KmfpicT6sZmSPO86CjvOg6Tk3aGuavrtYg92TOWiVlXudrWgLsUKLYk2k7pGNA0E2AY2fk6j1dv2mwNhPLxZ0oL/IPKeKK9MUq0HC3XDK9kD7hXaZivmq3+teZKl0bItqRaz8oI3XEhRdAPmTycZS2MhGNvIxMV013B+lXD7ccf/RX/9zLFYFyws5EZrA0FyoVraOQFNaC2M5VxLTa9eFcfhgd5cnSzlJbQ13XpH39/b3eKwNWT74Nx/yS1//ZQAyPSXCq7v8rZ/4zwD4sR/+U8SKR3h0fsQvff1fAHB6dMyD3/o6AM8eiz/5K7/yrb7lVxT7lBq0m4yivl9E7CcY7fFwWzEUF8fH3HtHqvbm6zVOj8E0DBh0RTUKeiiXJStlCW4bR1eeOIoiTNB1Yq7xFbOQKvoxjL2eafrwyi5vf0fSiU0DsVYoWusw2tE60kDWcl32gUjPWRaKdMzLmkYtpUk6wNP+iJrGp2yLno1oe2/IS3e+JNd+6Rq+BnGbaMDFkQRN339fAnWRaRhrJWIcpQR6Cp5945ucaDzn+HxJqyf2ntKOxYFhqPRvc+solbDXD6O+C/k8KzCaAiw1LuV7DqOpvqipmSsBrXUOq70yE2O5/YZQvf3lH/sJAPZvXsegLFVxwjtv/hoA//Sf/jQ/9Mq/I3NXSuDw9GjOLz+SfhFuaZhqA5+88Lj/TKyiqqhZHCuCUi0MrCPsWsnFEZHO8bJtqS4U99K2PQw93ZK52hrvUli555vDXQ6+S4LDX/3+H+eHfugHALi6vYtVK8T3zG84576b30VeCPehblvO1yuKbE3rd0CLkFo5E9t1BRp0W52sMY0s7o5OXrK1w2UlThkEISM1mWfLjPk9iVrni1Ou7ciD91TJW1hk/Pq/lFzza5cu8/prwoO4lwy5qsHI9fHbxKGMYxrKpFsDRrHz2bphrGzGaeyTaNPUMIlBg2DPPpAHczmb02pL9dRYQt2MXuhRKdlJoziGpqqxWtVZN64PJxeW/qG3gSXU14lCkVMPMq3EPD9b4OsDPYhi4rTrcwhNx02pNQkuMCQaRBykCQfKtX98npOpW2FdRdJ18FIFgxlQaR1E0NbsxPKwff7KLh88lAj/+7/5HgulsHdqynqph6dw9boFT8lunp3OmM3kQViVDUOlwlNMEbZueVQvdO7zvt371WnCUDtHWa9hqPfSwbG92hJol6lB4lOrViuXa57OZD/cP5+TPZYH9htv/ioAP3L9CqbDKawbQiU1ubV3g4WTA+fROwJR/sb9s67tJIO9S9Salbr/8DEX56IUw9Ay1f1itAlukgQ9YZCNDZlmNfx1QamB0shraTvsAR0F3xm7GridBgGvJ0I+ExTvc/y+BFoPRxOiqCPQ/2SycR82spGNfExeCEuBtoX1mqitmKn2XM3OmKvpFCdjTCna88mTB2xrG6xIEXFXUp/xjZsABJMdIlXX1brkyh05PT63NyBfi1vxUNNc949nPPnwLgD//X/1n/K5L4ml8Nf+g79BoqQXh5dukmkQrNlR6GxkCNSEr5xD21NQNwXZhSIoKw+jPAyeBvjyrGCgJ5vzW1qtbIyNw9MKuE5Ltw0EfVCuZrFUCLKradWaGAxTYiV/7WpRB2GAUbM0z9c9LNmzBqcw57JcMNBCqm1FgsbjmFjhtSYZcKiYjuLzUc8ufHcxJ1orak55EXwvpKg7GrCSiSIQb+5vMVCL7cN377N+KC7f5FAJVbN111eFoZ1gjKzJcpFTaWrYsz6hWkil3r9pGyK1UsIQLh1I8Pgrh9vcUcbn3XGCr71Ah8qLUdoK9D4Y+kQKA87aJasTsRTuzu/z4K7iIr4hlsLpV17nxu3vkXU4u0e8lEHffO0aH/6ipEm/+ba4Bh8+WTLsAp9eyolyVizXS7Z1Pie7Q17SBi472rAm9S2P1VWMipYLXb8qqznRbuM2qzlREltP+1wuWx+0aHOVVGRG9umTt9/i61oI96N/82/x/W/8KJ9GXgil4HBUlHhlRq0sMfW8xGqvvrJsOH4ipprB47teFzPpe79PFuvS7gHjbYnkxumQRn11z6+pFmqKzh+icAMaBfxczJd8/RuysP/PL/4W/+bnZCLzD0/5yg9/FYAvvPw5RqH8xs1nAjX+Z+HXKPThCAKPgYKaylrGB8A8p6sinwzk75dH22jqmnVe0mr8YRSFbKXi2oTqEvmexe8aejjH0zN5aO7NluTq79d50TMZLXTz5F5Aq/5pnTc49cnLqmTRVYFax9ZYrrMzkjG8dHOPsfIyjgYpO1PJMmxv7aKeEvMm40QBVZXyEi6KjJkyaYdlSaVVovmD+2xduwnA7euXuXdXcCarc5lLG5q+TXyVrwkaeUCOVyVFLuOMI0OqcZlEldfEhy9dkXV4+fYVPve6UP8PI8t0e0/nLsDTWhKrsRObhjg9cFpT0qiLVbVLyi3ZL9eCW5y/IvGBf/a1X5F7fnjG8LYqwNEh3q6Mfy95jX/8wc8A8OhY3ssbx0F3QriaQpX66zcP+J7rAiff3fG4qm7MRHtQrouSc5SPdGYpK+0KZT1mikk5fbjkyTN56B+fyhwXRcFCve11fkr7C3Ifo+tPePy+uEHf+tZ/yd/770RZflLZuA8b2chGPiYvhKVgnSNuWhYu5GjVsTLHvZl4du+IUJGHP/Knf4Af/Ss/AsD2lmjfxKdnwzXW9j0arWdotTgojTwarQIs1qJRJ3ab+A0Noi3W/NzXJTL+7Xe+Ta3BrK29A7Ze+i4ABjclP27/R4uNOjq2oK9Xt84RKqw4MgETtQReuiwuTNC0VIV8r6SkUs7HncgnDuVkm2gQajQe9N2Xfc/y2lqQkA8ePeGb9wQ38PbRvK++q5XPMcsKRlMJktY0jFTvL5uSQqGOYeIx0cKd24diEewNp+wop8NgPGR7JOZ3EASYRCPjuc/oqnx+rr0Z4rMzxmtF9s1nPDoWi+7+u2+RaH7/8njI/oGc4sdzcSNCF1GoCR95IU77HtRVja8FUeNhxKVttVi0YvT2JOWNO+LmvfrFW4yuiCsZ+BN8DcSZ0GKNulUd87eBjmukrcColUJpQbMnbWrZj8Ud+a43lDgnqPE1wh9ECdM9yU6EhwWPn8rcl2rRjZKYjvXl+PiEVDNGt3cn7A/k93Z9SJWLo9WekrHvsWPlusmEHlmb5UucUtqZxDA80LnQoPt3TtecqSU8W5e8+0jm9rCYEimv5uPHjv/mf/iv+TTyQiiFpm25WGZUS0ejgKUkjHBavtsa+BNflFTXX/2xv8C+lpMa5bJr65xGYcIErs9OOGpMF7W2llbfb50sxjI7w1cikNdeeZVaqcp/6Zt3eVsbt975zrf4s6/IRpjEr8nvlg3qOuOnjlg3LL5BXXj2phE3dmXD3krlYZuVBVYb2rY2wtdNk0YRY62G87W6bzuNMeo+tVXeNxBpD6dcaD3H3YsVC2WD6gBUftsSqQKNAo/5vOs81aABbsJgwIGCpA71YR2FPpFuh0Gc9KXabduAZgZqB23zPI0GEAcRTcfzGGYMNM14enbOIJX0q93fZ2ui2Yq1zPfKlv39uaYh0ZoDg2Wq8ZWrkxE3dwRYtOdkk7+0NeXGSzKvg9GYWIl+Pd/HRF2fSh8bd6l2LbP2A4zCp20Y4hayMdokxSnTUVs5GmXUunlNKlizMsfV4rqlw118hc03uSNXJTtWGv0k8J/D5pdrrl+SeoebI49Q/UbfGpzOXa3r74ho9LU1pm/qssLDafm5SYcYjd2MlRD42lbU3R4X+YoLTc8u86eM9XBalivu/eZ3+DSycR82spGNfExeCEuBtsVbL3myypktRZsnE0u5kFPw1StX+bG/KUUwOwf7dNTOreZwDfQcf9YH12ng1uDUVMNG9IQKXYGI9WmU/my6fcBLXxJcR4nH195+D4D777zJ6ZEENCd3JGCTRo6gI2ehpdbTwXpeHzzaubTDbionaKambOpNGXVYgdr0uelJOiJQPoRIC4fiNMXo91y1wimvX+yFXEnllL+5NeSBmsznekpYa/tApOf5ZJoBMcYj0Gq57cmIS3ty2o58da/S5wCqwKWgEGvPenTIEde2mM6iUbyFnxj6CO46pfaVIyCucR3rdN6wp2zbc+U1bNclE4X71h7kCjFPI6/P/FRYVlpsdEWLgC5fu8r0mriNUTzFKCW+jcY9lZ3xIlyrUXu1JHCVEFgC1BZfqzxNU9CoVVSXM3Kdx2SicPvxkFD3WYDFdI2GjOuDvIGerQvz3NINEp9bl8QFmwy3SLt2ea2hKTV42mWObEJtO9r6EF8D4UObcaYNbvyq6ruJt9q8ZpI58oFSFq4aZho8XWcNlVrOzlgenigfxieUF0IpOOfIy5rAwRX1IaOtHfxQNsQP/cD3cPuS8Bn6xtLZ6MZ0jDgfuQ3j4bpe5tY+LydtLbWavpXTqsbW4TT949qGbSXheOVzr/JAo+sfPHzGz/9LyUr8RS0LJrBoERoFsO5KBiKPRHspjkzIIJBNM9KqzcoGPdjIiyxGTdXhIGCgdRy+ryQdNiTXuow4Coi1b+FomOKrzXirzEjV1H6rlaj5sm5YKwZ+MAxZaJ+CxMIwkXm7ubXF1V1tUhp2RLO2b1+OacF1fdYjWk1l+knKSgE5KIuVaz2sunE2Lolqdd2aENexNM3nhDr3XVPVdW1609h5fh8TKp2Q4QJ4ZcWp9vSMr8oDNr08xfM+auB2NQp53yfDuATTAXa6eg6vARainfcAACAASURBVI3qYw2ma+LqQ6iVqXUwoFZyXzOT+FF4eBkbdMqkpCm6NgHCPSlzoGnTRUWqCNPBIGGotRhZlZMquC50HqUeSq32CPHqklrTwXkDrboXBR6NgsgyU1MqcMxq3U3btvi5fDZJfKySELdFS9fqIQ0tcf2HxNG4kY1s5P+f8kJYCnXruFjn7I7HDHYliHhalty+IdiDz3/xu/G1VrxtG3ytHHOouYgh0Ii1Mw1GufqMg1bNyKosadVCsKo5g8AnzxXEkmU0ReeWWC5NxUTNeUh5IqfG139TaiBGgdd3T/ajCD08KHKJUAPg2b4hhxkpa3FZ9xx+oYlItc5hGIcMFSNglGqsbAyBmuhRNCFUczdbzhjsagDrfMZS4bNGT1fTOmqFR58v1tT/L3tvEmtZll2HrdPc9vXvtxHxo82KbKqKyXKRxTIFyWBjD2RaNmALhjvAjQzPBAGGYckeeWAB8sjmyB7YMDQwIMsaGLABi5RFFmmKIs0qZmY1WdlndD8ifv/eu+++255zPDjr3p8J0KpIJkmFgH+ARPyMeP++25x7ztp7r70Wd7FWCcwItXdnY0w7d2xmYpVOEDBRp6MEoru3QkPyPNsaEOz47GTDQwSIk04UpIK2FIARJZRiP8eqhKHno+DOF0UOFbv9ZqO4p27H0qFlnWDjJLadn6J7276CM5pNQc4aoB3EZxANOreswPUamp2zGFoDkCyGZgPX8UkqC/C65aKEopDJ0Zm/rzd37iJhx2FVXiCxNOsZ7qJh2FgQYUVKY8Tu2lRr2K45UWq0VJ1OhyMoQntFtFI4i4w7ftE2CKjEXNYVSD9BUbS9OnZHHHEiQlaTst9YxEQSGyHgiCZHOkSrrpDC1bgaV+NLjJcCKcABsAJFBbjHflfOhcHr3/AJvvnOFiQNOZwI+pKOY4kGQQTBS1FaXboE2xa28+sTFq7uvPb8H63RfVmsERoX5C8cZwZ2wCYofQOkG6AkhTmYK9g1G22kQ0IF43xjEHPHngggYJx8WbJUCFTEH6NeBRpSoqLRQNM1QVmHht2cUBJ6xsTgtQFCNj9ZYfAhGYYdTVhJwNGcxjRNj7ASrTFgvLu7Ne2TnB0DU2p5WciHg2O+wygBx71Dhq13oAEA7uyuqSAYy4YiQEq35vNlA8NGKasFDGvvJY/roBDwxhpr4ZhUDYMAFK8CbAW97VHWhP4NYThEQJajCgaQzNe42sB2pi1NA9HZRHBXFkncdxmKMIIomBNRNdCVrYcJIuO/r6FxzqaoMWfexhTPsCl9onQaJqjJluzuayiBkOcwGcZoCExUqOASP590rGB57yumcNe1Rk0lLGuBjKXOrGxRUgnKOgdLYdYu9dMqgTj192KwqSE/4+8gOMlzGOySbv6i46VYFCQcQlgIJfCYfHEdJ9ilWUpTGmwI/YUukTBBI6jaLADYrmCrZS9pZosClhWHQGlIJvOofQIpBZztXsYEBbPMD56vEJAgEkVDCGLlEa3aI2dRMcmZrVzfviysRENotxRATXl1S5LOOB1gFNHKXQZQ3apgGpR1Z0/u3whrNBTDJCtCFCU5/E3Z6xneObiDr930k/Tth564km1KdMVr09ouH4hZEGJGzn2iQxhOyC5csY2DZfa03WxgKHYTRAka3q/WCLSduw7DAa0Fgg62O9d7c9ZlA0NIbAIFdHRrvqS1BFJB+3WdfM5GfcWF/GhdYHfmE6LJtidvtTZA071tOoFmNcQJ4TXZ4O3cu40DfNlQUhIevvJjuPg6E/Q9GNoZxAz/EvJFpPWbCwCEiJAvu4SuBDpvUr5G1tVoqNGYDMdoeI/OSotWM8ndtgg7oxYKpLQCWPEmGylRZZy/qGE6ox0VoTvRynRCLxKuC6WjCCrouiHLfn0va4PKdjKCLza+dPgghFBCiLeEEP8n//+uEOL3hRAfCSH+V9FTx67G1bga/yyMPwmk8NcA/BgAJZTx3wD4b51zf0cI8T8A+CsA/vt/4kkEClu7I6jK4YRlIx0lmApazguLllmkWCc9pVeUnX257anNQkS9mUiTWGhLJp1Fz/6q2EvvqhI569Jny+c4Y1/9yWKBCXeKdCJREF+OIp8EXeQW1FGFhe1Ldk6K3tE6Lmps6NP46MLrCsznc0wPKLQ628K8o+DKFi0zSjkFRpZli/XKn9v506c94gllja25R0g3793FV171DUE/d+gRw2+++xEqQvTWur6cpiKJ/Yn/vcEkgu18Iwllw0HUlxARpqhtR7XdwBadkGjU+3LITqxWiL7xaxg4NERYaRkg75S086rXZOh3sKKGS7lb1woxw4BKScRMwAVC4rXrHiGMh0SNJsOGjUHG5ogG/h4mkyniXSZx1aBLI16a/QQ1bE5xXAkU1GzYmAKrY09XblyLgIrenTlLECZw7NC1xkCRvWiqAjXL2esNrQKlRMxQIwgSNPTAOF0tUDI8TEWM0X5n7ONPLS8tnLpEXumU6KBMEJT+sxdliaz0KDpb0xPV2T6hOEgkVCchJ0SfeLbWIs++GFL4sl6SBwB+BcDfBPCf0krulwD8O/zI3wbwX+EnLApwArLV2CjAkWAymw5RO//wpbre22lnxRIZKcgLxvVjNcT4hs/ITyZzyKSjPxvUfKHz50c4PPNx9+mph9pFZTBk8KlsgJAPcSdQGHKyPTx8jBszymwT81SVg+rq+5GG4yI1jhQkF6/BcIidCRcvSd1FpbDO/ARKnMMWiSc6TGCZ1Y8I4UdlDUX9xeHtGwgZKgVxjXLjF6/ls0fYv+s9Id94xbeFf+eDR6iFn/CrrMRXvuJpzAOlMNn1tf5yXWNNUZec9OK4anueQukAWipipC+JVYkd9uIsAxq/wmyQ0ajlyfECT8+8qE1lDQQJUM/Pl6i5EHeag21tAHZtJmmKhlWGUSAw3+VCkA7w+re+7Z8V+QMXR4dYc7F5+mSJw2d+LqyrFm9c84v2V7/1szjY99WK4S61IdGg4L0/fOddfHDiz3NVNgAXgukoQss29+5e3Hj9skcB1iBkBaN0GfZ3/HmW9KjUyiFkiOYEeoGY/b1dJNw4SuuQM6zoFKuMajFgbksI2eeBWl0ib3xeZrFawZLg1BkGudbinErhwjgE/PdIB6jJCwlkgNp8MXW1Lxs+/HcA/nNcbgBbABbOua4Y8wTAjT/qF4UQ/4kQ4rtCiO+WXd/C1bgaV+Of+vhjIwUhxL8C4Ng59z0hxC980d//rBX9znTgZBgiWrcYUDPw1rUDSEkxlWiCpvYr5vHRKT5698cA0DeA3Nq+jvspIddshKjLSEuBjNqADz99hE8f+93hZNM1jjQ9bF/kZ1ic0/RFNHDW35ogsMg6Ilwn0mGBqmYCM5QYUXAllhIzQnfRZrho/O6+Q6bkZDTFRJF+W26wOKJ12/YMIeG4ZudkvDVEeMGkpakhO3OTwmHY2c4nAUJSvr/6M97i/qsffIRnb33iT7NtcUBOQyKBKTsAAxlAaLorM8GllEROO7Nl2eDxBVFaVePmlj/G9v42BtxV9cifw8lZjXc//hAA8MHTIxyeeCiehCHmc6pnCwNLCN5RwlXloImU2rKE6xS6oxSvbXtEM9s9wO0bfscnAxuz4W0EI598vPlKjQ3DkuMnn8DQlOX8048xIqqLqU+BVGJNH4rFJkfEZHUbACvC6/c+OYIlCnvlLlFVfg5Td7u/7i3ttB0j1N0cIAdBa8zINtyfp72939lmjYvzjjkrsEOKeSI7+jTgNCs1CFDTFs5ZhSEl+9r5FCWf1fKYcm0oe37HJq9RM0ErhERE/YmyvqyIvej4sgaz/6oQ4l8GEMPnFH4VwFQIoYkWDgAc/qQDKQmMI4nKauQn3YuQY3jXTwijWnz3H3vBzLc+eAc//tAbeQwp9vn1u1+DSj0N2Ar0E35Ttnj6xH82SiNs3fICqu//ge9r+MHDRwhZfXj++AkiZsAH0zluEB7vTq+hLZ8BAOrOeCURMG0nCCqQdFqL0L3LVFUDnxz7RejhGb0Gd6/h2/e9QEwSKBjbGbqq3qI940sTjGI0pCV/97ffwnsn/hxu35vhtbmfsK++eh2CIcaYXY///Otfw+/+0HPdlwBev+nDh6ZqkXTagNEAIbP2liHTk2WGp6e+q3HTCmTMbWgTII1ogZ5r7HYvQO1ftsPTY7RcpO7dex3HlffNPDw5hlAMx6aDniz0/NS/uCpMkFLKHErAUrvxKzsjfP1NHwoFboBB4O9Hw+pLdvoUa8btDz593jt8XQ+n2L/jQemgARIuBmLckcIEDOPvMB1hwxb9P3jnY6wp+LqdOoQ0eLkgzf3Rk8eY3/GLIkQIx/PQWiJgS7VmFSmNBVpuXk2wA8XqxPsfHeGQYq2tiLG99PfzzXv+fKeovQ4nAO2ADdvPN7BwvEcCU3z/3R8CAFZrv7htDSNEncFXHPYCu2mo+1xRgQa6S1684Phjhw/Ouf/COXfgnLsD4N8C8BvOuX8XwG8C+Mv82JUV/dW4Gv+MjT8NnsJfB/B3hBD/NYC3APxPP+kXLATWkNhKUuwFhNcuxsGu39mn0wnufZXS77VDQou0+7f9Lrh75zoioobBYLtv0IEFsjOGBFtDbI88mrj/KhNq2TlyZnT3X7uHW/ukWB8fo+DKLQIH3fqdcERpcZVqICO1NRao2RgzT0Lc3vWQ2RYWZcaEEolQt/am2Br7HT0VA6w37Bi0BpLmK4pJNDVUmNOk5Nu/8Odw/7Hf/QfzACPKzQ1Hc6jGf3cyobxaOsQ9IgnT1Njf81TxzfK810CQoUHKSoRb0dY8ANraJ85MIKBukWzTGBgm6JwV0LwvkjuRhsR8y8P5OBzjF775zwEAPvjkvV6fYhxITKly/fjM35PKVGDCHQItIibJxrtz7FDebjvcwSz1UBvGk9qOVwbrjQefcd72PokHt/Yw4bYZSIOQ3aqawjrBdAvjXb8zr61FSh2zr3/1Ngrawt29dQ9NRiEd7ZHE1mwE1xE1VAtJZW8lAUN0E7Irt7XouQIDaTDmc1f3r+Ea+RbrtsZw5p/rqzd9RcWeHeFk4xFUpRrUljyExmJCwZyRDpHd8fPz5MTv5YM0Qmj8swkR4xHf5nVtULApUAqBKQ2IzuDn+k8afyKLgnPuOwC+w58/AfBzfxLHvRpX42r82Y+XgtFoWoPVRYb5vWuYXqfr8mQbIdllYRjj/mtfAwDs7l7H1499bT6k2GkUaYzGlDyLUzgm62QwQjL0JalxHCEa+5X7G5HfPffDr+P4yEubzUYDjEgZ/a2TY3z44IH/PruFgx0fUwruwLNpigtycZPRCIrV+3u397B73aOXORLcu8sYVjI/ceMmRmSxLc/OIWq/yotoBpS0DWNjVGQMQImyO22Fr3z7p/xn1Qbsk0KcpAjIkKyE/zMcjfAtNpLdvzmBIH3TSYGadOvWBhDcSXa3/P2Z2y3sbxEpyA3CxF+zyxtszvzueVYs+0awLqcS6wim9YigKjTukoI8uXsTZyvP/ltWBbIzv0t16k9CAhWTevP5Vl+qfG1niJ2xP6fZzj7GE5Zz2aj009+Yotz478sWOUBl41BpxMwNBIMIjsd2dOO2mzUcy4yxK3DAEvbBtX3UZCxqFDjtGqKe+nMfJ7uIIv/Zst5AKzpexw1ARJOVHo1Mwksdimwjscfy5K1xiFuxv46i2SAkP2VPeRRbxhJnbJOPRIyYWdVFc4pw4+9bECt846a/L5sdunkXDTI28Z2eLxERKWWV7MVvR1Hac1k+PvbP8SeNl2JRqI3Dw1WFaVbjkDTn17Y2vrMNgGsaRNRFmA0nXgsPgOi0GOOo5+cLFQOdgq+yfd+/wRpx4B9uTFOYreGrePUNX+fPHj/HJvMhihICmomq/d2bmO/7kEAz6ROPFQaV//cwlEgo0rE3SDDgWzNKI8w670YKmSQAFJNvZb687NRrWgSEu101JNmaIIgYioyDS8EVZXtDFaSi5wJ0/QKxdJgwNPjlP//zePIs41cYtKyYYKzhuDi5shOqaRCwshwFCppkG0QOYuinSVk4OGbqBV2UdZr0UvYjHYBaN9hpJUbwk/+jRyucbihPzlUhRoCASU5nNv2zvHbnBiouWEIZKIYrgWZYKcIefk+SIVzbEZICgIusEhJyRJp21xkpQ0Ssdmxdu4PJivfFSJQdGUgOEY3ZT0Nq8GgyhKDuA4qiNyUStUBJ8lzAZKerWijOt7FWaClLPxsGvTtXtLPdd/GGlIxryhaz9rKSYRL/MI+WLSSrVcMJINnRutfR40cDHB77f79oW0zZg3NUtb3mxjjV+Op9v9j/2u/ghcZVl+TVuBpX43PjpUAKbdPi9NkFftS8j3P2sW9NNGrjf64rQHGntDAIyFhsmHCTSsCSmyAjDcOVWAEYUfJqvV5jPKR6LhOGiBO07EhbG4t15X/e3b+JN8is/NZrb+Ko9iWg9x95unJ2nCNb+89enDfYnfvjrQuDsyf+s9N7Q6RkJwYMH5w1aIgEnBAwVGaSQQxjO5o2y6nrDGNHzYPhuHdfliJFK/yuq3UMSWi7aX3S8vreNtwZE1nf/nlk3/H+mUfPTtFs/M7l6gYFhUsVIacVstcmaBHAKr9bxVIiIJUzTEMEVMcOCQlGYo21YEOQMaDRNNLxGIK19ygKcLiiOGpnYzcaY8iQQcE3IwHA/iDB8tgjtnz1HCuGP5Ndf01BKiDJfkwGAzh6aNq6gYg8QjJl0yvvWYYGrrxU49NhjIb+j0niEEzGfA4tIpaXbdp1UYZ9mGC0RGQ7M5wIBdmGxnXK3hqbC4ZMSdAjJeHant2nMURImb5OA7eqDCqyRncmIzw89MglDQTaTuGq+QxPhroYpjW9+lMyGKOo/NxrrMEWE7uxavDw4cf4IuPlWBScw6JqUB2eIGHXXrkBzh76i0xuJ4hCPgwh+t5RMo0hgwBN5m+kDbTX9AKgnAFykj+yBnVCaTKGAToKkPEhwhms+cJaA2jGfWd5g9/8sZd+bwr/HZvGQfE7bN0iqLruwgrBtOvLbqEaP9nUqL9QsKsbZWmQNax8pCMkiZ/0qqFkOySKNX0nlYRmnOlCAd11NuoWLY1YWmasra1x7cBn2SUkpO6ITgo5ZcCyKkPahR0NFZwjjaBTFJYhAi6cgXS9xTksIPhChknHMcghmAFPAu3T8gAiSBgSssaBhugs3EnoycoMcc2OwkhC8jxEINGwE1EPtyC6Dj/2xLg2gmIbuQoCCPIm6pNTOOYUrDOQpBV3Qi9OCYDEMjXUwNTft0BHaEhTdjqCHpLfwHxANAxh6s6MN0JAkxklJWq2qJdcKLTWfX6iWBQIKcEm2wgj8leGkzE0w8aK4cP5Ryu0DFFUrLHL8GiZ5bAtRWniFCkp+wNuWEVY4ObAn8/ZRYULGm6WxiLld7jS4p23PZntRcdV+HA1rsbV+Nx4KZCCEhKTKEIrLELlV9TnqyU+/eQHAIDt+RjxzG+3VplLow/COrSu73l3bQHJXU6HCQL6DagLh4qJqGhwnb8ve2hYmQb5wu/SZQpcj30V4YPHP8bpA09HvrD+3/O8BYmEUEJ5vQAAwyCGYsVgvbaQwu+ULuOuFQrU3MHWBqg3TGwGd6BYRRAJ44RyhVYSBSwNQCQg6wANpb2kClCxDp9T7RmjCCG5EA9PnuCcHXx1Y+GoRGxtA0EGpWZyyghAsAYfBrIXp3FCIWN34dHZAuOAYQebwI7PF1hm3GmTKXaYdK2Ehe2eUxz0giQLZsXnUYAy8/cnDgfI2fBULY6QsPrQxCnaTn+BXY3h1gSXzfiqf+7VySFMJ0+hE0Q0X3E0slGRREurv2adoS26LsIl9Jj8E+VQMyTokseuBRQZgVIH0AyV1HgMUFClJqKz1msjAEBlapzTk2MoY7QTosnMINhhOMaQtwg0jlZ+bh1kOWpSsM9bYEo0BZn0yUMzYPI1m6BQ/vlenDc423Qq3qpHpGk0xOOLc3yR8VIsCjqQ2NodoliUvdS3qSJsFoTEAGq+0DoKYDuBjK7KoIGm+3lT99DWqRiyK9WFITarLlRg1QISJvcTuj7PkLGMZYRCzVDiycNPcb70FNWdGVV0Q4mgm/BOImU5Ka/WMDk1IQct8rJTZ2Js3UiQBwXRGljLBWRTQXSdj089NTqMgYRiHI0zUFQEcqGFJRW6NhXQcpIO/L8PRzNcnNEP8f/4bYwoyJI3NWI+7tU671WlNTUqZSz6F8LCQnHhCdJxT87Zmu3B8BgnDNeycgPFFyUYhMiZl7Ft2+tmtgixZvycU4Fp5lQvBZJXGVpWHEodYTBje7KpkS/9hJYUtdHHKVQnuCMTFGee1LV++ARy34cVYSJQFyyD0IG1KixqhhfStCi5WFabFSbClxnDYdgLmXS5Cu1qOC4QJl+hYYeitAKDzoR3Q7Ph1qKlYGcUt3BUSipgUHcqYbqGKPznVeg/mzpgmwSjZeV6CvYs0Nhh+iuSDgmVskXGBSt2kJkPHz4+O0dVd2G1RMAcVVZtYL9g78NV+HA1rsbV+Nx4KZDCIArxrXu38OHD53jnoW/8CQqJesCmHA1IZllt0/R96JZWYrEeQXNlz9crnLFbrsqWyIkE1HTY248b7uzZ4hQFySGZ3cCy0ebo8QmKtT+Pi0WBe/vUCZyzqeeBQ8JssWsEwilXcCFwTrjbmhyjtkuu0RQkjpGt/M53vskwpYrw2tRIuJOGez7JFIVxTyV21qIoiIRsg4b8YLMsIEjgamu6TtcBvv+Wb0r6u//3b+A/+jd8G4o9B6h+BrQWZU1nYyZwTeXgaIeeRCGmY58hX5cFqq6akwSQikla6/+cKG/P588zuJQKU95SDgDqaIKSSiwFhUmysu0l0+qygpFdzR4o4qq/Ps3OzopciE39FG1Gj4h6iZNHHimk4xip9UihbgHFxObJob8XQZpgw9AlTQPEnYnMukVJPkEwS70qNNBXYoyroNqu8gWILuHpGuhOso/PwynXKy23AiiZ+FsGJea830XTwDIUXC/IcwhKSOvvd95aLFgRm+5tISLvJVut0DHHYjbKiTbBe0d+rj84XkH3IUMEx6Tk8aZA3XlfvOB4KRYFHShs3xgiO1P4gFnTtrKonhDuRyEkeeTSbNDQCScilFNRhAGzsMl4ioqmm1lZIKY0uJGA4IQ0ZPZVRY51N1GqCluEu0eJwTvve/aXDkMMQ/oudoYeY42O2zMYacx5braRGHBhqYsSVvoX3LCeeLHKsGR4JBOB0XVfJRjNx9Ds5gsdSxXOwnEiNW2DtmT4pBIEnIRiHMF0Ap0kBz1493v4zvu+BKWshqDy1DKvUfAYe9ujnvTUlTqtkJAMGYwCiurSJEex/CikQ8jfk8yWD4fzPh+QrQssLGPyxvUS9+VyiYzX3YmPZtkaATs1YTUmLAs+W55iWvO+1YCtfak1YDUgaCTyii3wz85R8x4lwTZkp32YpIhHfjGJav9nXWXAiiIlsxARRWucnqKpfem7kQqKJWETUdtxcw5EXBRV2IsAtZscE7ZJr9knESiFIedkrDVCOl1ZNKjYOo7sDAvC+RXzIbJV2OMiHLkQM+YfBAzWfK7Leo0lQ75XhN9k3Fzj/NhvekXT9gpYrTC+Sgdftu9UyXrpsZ8wrsKHq3E1rsbnxkuBFCIl8Mo4wLNJ2IusXNQFfufdPwQA/LnTfx1j2qbpWHZWkrC6MympUBMC2nyJNcVSqqMjVI3fHTe1gJqwCrBhb4QqEHH1PLYSZeG/+8OHz/Dw1O8eB/MZIiKElpWF2dYIBclLgzDF5IAoZT1CzhV6PpkiiPz3bPJOfzHDhASbdBhhyr6MJB5AkoKsEqbWmw025EKsTs5RrHyyc7I1w2jCOr0oe7i6Pva79dvffwRQPiyaDBEMydUPAhhC+yQRiDotQZKJdBT2snK2VTjOPUpzpe1U01BnF31lZ85YZKWrXqdgA4dBt8+EzptEAvjhg0+wWJNwRTMcmQSoeK+2ZjNE2x4hXTw9Q7RHyfQoxWDLX6sg00ePLOrKo5R0OkIQ+n83wxlUR922CpsjX5svN/58QhECJFOJXCGDv5/KVhBhV8VqsNH+uYb0XROBRZN7tBLNbyHoBHwiYHLT04fPLvzcm28PMDnw87Q2Co5S/BoBKqpKByLFeeaPly893BwKB7Ei3TyqgAt/w59Vm57g5gIJTcu9NcNKs5D4/Q+9HF3ZNBjF/rONBSqKnykZwIlOM//FxhVSuBpX42p8brwUSMFYi0VRYZKG2GcNpnpu8OFHvm/+t37397B/w9u4jWcJwsTvMDUbUs6ef4T1ITvA1jlWC78qF89PUD7zMdeqBa7/nO8WG133xyrUGPrIJxSngwA1y2nvPn6OmqzJ4TxFQRWimzfYoz9PMaDZwbpqYZf+9yZbM0ius9ujCUYjn2s4fe47Mc8XC9hrFN3MHJbs0CwWIyjuKjGYRMvPUbF+WbYFZjNPZx5u70Cwv78JJY4P/Y5+TpfbYJji7JH/eZwGyESnCwGsaDFXNRMMiVIUGYNRoODIVizaFpalw1o6SNVRjQcIQ/97bddwU4dYGKK0wiJnC+e+irCq/N8/PD5Dy+RFwrxNGifYe9Xne5QAdokEl49PYPgsw1GKramPnwMqWIdhhIhZ2TRTKIh+yudHOCt8Ene8e9CbwSTM1ZRhDbMkT6PNsTgjc3RxhHs/+00APheRkIDSFkQSVQ3Jkqspc9RkoQbBNm7f9wpRmq7bsyDCzo6/PyZrkbOUOdEBZCeQq0psMWn+jM//+LTGhHT8ZDRFw5xDaoHMUYRXxdja8vdiOPUcmt/4gx/2YsTWASPS0VdV3StIrdsKAUVhjXkxVeeXYlFwrYE5W2HQWtze5ounAcOegf/9//rfsLXvX7Bf+sVfxJDtsGT7Yrp1gKhrl65aROTOn14sUbIjMkoSzO77lmJM/ARcP36KI0I4GSd4+Ox9AMDZcoUhu9qGsURBqy6jrgAAIABJREFULb0N6+rb4wjgS/yD75/ih4GfQHdufA1LcgQ2NwLMR/RKLP3DTOMBJmy/rqMxhmzJTmZjxOzm4zsMt8mRXXjSVLlIEaQdLA/R81m0RhH771MMB7ZxHfaT9wAAdlUje/7EH2OV4cmp/+z29hB3X3nF/31OXgGAsHM0UgMM2M+hyho5X+5Yp7Ckilfn1BGMBhgN/DXlzSk0p1RjG3z6ka8MnK7WkLJTMGZyDQ1u7fvJvWkrNNJ/R2INLFuRzzc13Nf8RI+nTD66AgH88x9OAwwYorQ7Uyw+9M/94nyJ+W0vSJLueaJaUBi0WwyVnESlvK7kcPca9JiViDhA1fh7JBQpw67EYOIXLzGJetcrIVvcoChP0voF5niR45y/X7gBFs/8+YidXUQzf1+erUpPBwcwGdD1ql1BkisRD2KUnJN2CAwoGDTaHmC266+l87n8te++20vnayFxxt6WqjHQZHKVVQvZ6d2/4LgKH67G1bganxsvBVIoqhZvf3SEsm4xJcX1m29s4YNnHhp+/+Pn+PVf+3UAwKu3b+PWHS9+2pX/MIigWtaz9RHagBzkuztITj1Em167jpArc1n7FbWuDTYUBi3Pa/zuR37Ht61Fym4rKxqMWJIbW/oDJAnYDoSPFVA+98f4cO8pUrLVzs9OoTZ+6x0m3BmmIequMag5Q8kOOFnnqHtLO7/yJ0EAzdp8NHQwZMSV5RpsKESFCC2TbmtHybTWImFZN2scnj/1Idjx4SE2LDNWjcCK2cOIIUMtNURnahMLRHRahhZwTGwFsUBIKBqxaWddWoB6AlOlkBLur/MVPqRAqTH+nvnj+c/GicAruxQe2Uxxek6Dl3WBJTUb9CTFgM9BsLxpLjbQlGp2rUXABqY4HCJ4dcDjZRBkuOLQP9NwuoNQkZNhK2zFfp7FezswxTGvO0JYd56l/lhNdYoq98eIgwAtE+FuPcDBdTphN74kWa0fIF/y+a9yLJ57aP9pqWBZOt2ZxEgoRDO+yya45zGYI4R0aa8I7ZRDQsSWxDOMiTL//g89yjlaZ32VMQp07/VgYfs54py7dN5+wSHcF6RA/mmM7fnU/aV/8c/j9PSiF80IByECkjwCJTBLCbUSBUn59VXrX244jYb1+rBqkRHulpsWjxfUdqwcluTzx+x3cDLsuQBGhRCMHVup0IVflXUwhkYl2z78+M/+JYM68zDx9PwCNSmqVd7ibOXh5cMnOU6pt5gz3tdKIWCsVxjbqx+Vtu0NQaOJX25mw+Glo1VpUfEpV8sMOfkWWoaQE39uO3RS+qVf+Qv4i9/6FQBAbTf4a//x3wQAnJ0/QU2CE6SDpvlt16oNK/vWYiEEWt4A5WSvEqx0BMlQIYw89K9Ni+rChyjOOQgKyzg06LzYHVqIbmIyFBNtC8t4WQoFzfsynw6QEwZrqSHZdxAztknSGGnIEDPRGLMLdFPVqCtSl1sDMD9UdJR4JyCZzxgECRzfwjgeQvRyUhHOV34TMSVVmVuDzpG4dQI1K0LD6RwfvPPb/vzJG7HWoiCBpVgs8fBTryT+g7fewtOnvhqyvDjDZuEXC8Nc1JOLE09ZB3Dr4A62qDb1PC9wfOjvbW0vyVAV70m1XMNQqKYqDUreb1VbLwsNXwRakSNxuiy+55z7WfyEcRU+XI2rcTU+N16K8EEA0EpC1DUKNq0IZ7ycGoBXbm7j+g2/S7fGoFxSPivvZLs0Qu5m29fnGNDifJ03+PSph60Pji6gL8j+4neEkUbZ+VJK29NBhQEcd6BYamxKv9LWZASW+QanTChW1kCQOLHaNDhf+GPkxkKwVU13FuFCwLA2P0ljaHYtamlh+dma31s1NWLKbgktkVLSTVqLlhoQm7rAsPS7yurUI6IPv/cDvHrzDQDAvZt3kbHG3tabvkFHyQCa9ysi10Na9IjAWdF3+9VN0+/ybd1C85mU5ZrXFMNUXRee8/xmAJAh0MnNCQfHCkV3ryBcvyM5W/Waj2WpAdLQrTRIRx7RbJHxeG1nipghTFuXGJM16ISCpJ1pYy0EqfAZPRLaBiiJiuu6hkHBC2wRkmJcuwKa6KVLKAZQcERVISTa2l93XeWQ6vN7qhCi98RsgwDH79Ff5Pf+MRLu7kOdICYk+9HaP5uzi1NYXv8n7ac4G/uwIkkjJJw7myLvKeKdnkgcB95tG0DbuEsOhXaIWj/Hs7JGa76Y78NLsShIAEMIHFvTW4QnMBjS4OSVvW3M9nx2trhYoKCg6yz3EDAdRpiQyz7b28OUk8Zqi59Z+Izte48e4e0f+Wz4O4fe9MTIGpKwtTUBZEhYVlk4CpJAJhCd4Ckzy6uLHA07FTeIsOBLenZeo+LfR0HQt1e3fOARgJitvAdbA8SMLa/FCc4ZAz985ifK8yyDYelxnTukY38+00GINmPpsC6hWJ51/N53v/fDnhL97/3bfwk1iUzWXNJglbAI6Gq1y47S8d4EAcOZPIhRsFJxUWR99aGqDSwXg3hMv8NmDbBPwFcWOmbZBpc9zhaiE/3oPgsHyZDIwcIRPks3gBKdOlOI3blfDLe2/Hm+MgghxhRAqQX00P/7RCgkhN2h0GBqB4ZENqcNViRQPds0aFlmPioz5IXPfUTJCHdSXxHKxmxJXq76LkMD0ZOv2pb+kri8ZPEZY9c6O8X7733XP6dqg/0d/6If7M5RnlMYha36lXQ90amuasRU1ooEkLEjNBaAZG6qZK5Jq+AyLBsmqPndUkpUp+zWbSys+2KLwpcKH4QQUyHE3xNCvCeE+LEQ4ueFEHMhxD8QQnzIP2df5juuxtW4Gn+248sihV8F8Pedc39ZCBECSAH8lwD+oXPubwkh/gaAvwFvEPP/O1prcbReY13UaJgVd+kQUzYa6TCAorPxdjrsiRn1kDTR6QxTypmNJjOozndRCGzTOnx7PMPdkYeX19/2v//eYolD1ulzDRhKt4WRRE34VZm6V87oEnGFsYhZa64aC1l1Ox4w6bQHtma9a/Sm8OczCDQOtvx57k5nAKFvqgdo+dlvEBEt2zVOF343evv9E1xQkCSaB7jGrs3q0EHwfnUJp2JT44M/9Amutw6+i5YZaSEVFAvWYRBiQIv6WySF/fwr12Bpi9dogSe0uvv08VN8cPjA/32RwfH6DBWQhQ4hmBF1QsAR6UEqL4wIQMgAjiQpIS8RQwd9YV0v/S6F6mnsiQuwP2WVgFNVw8KnOAGRjDHuqjZSI6VITKyiXnuyYdNVlERYr/z57GwyLBKavawjPD+nzJ60kLyW6cD/3sg5PFuwWqUjKErA18ZdIoTuBzgYdsl++P47+ODHXtMzTkLcesMT5yZKIN2iXCBl4Ey2RMX92QUSY9upkTtcEAFOk7DvbE1JUlq3tp+Urq2xPSPRS4Q4oybmxaaE+IJ7/5cxmJ0A+BcA/AcA4DwurIUQ/xqAX+DH/ja8Scw/cVEwrUF+sULRFKg4qTZlgbTTF5QaAcuCcaQx4EQI2AMQyhiDiX+Z0nEKZ1j+qgoYvngjrXHrlVf9ufO48pNPYR95uP5sUSJn72nTtBCMz9ACmgtL13KNao0N4/1Nc6nRN9QCNymvvjMYYMCHN33Nn8+t/TsY0OLeadkvXnE0hGQ2PGQXnokarJ/6UthPXfsBfusP/QR72laYkSmZFzOcLj0E3WyYZbcGGQU+/5/vvo/OEDzQGgGPPYg0JpSU3yKfXgdBH/c7NcNkzqoGHM7J4tuUNRpmuBu+0LYp+pIlPgtTnQFYzYGznlIJoDckFyEgLtWdHEMJrSQMJ3GUxj081oTGTVHjggtTGhqE2t+LdKAAVqVsKBCwO3RAVSXROsQMtXYhMWDOIZGXWp8X50sc5hSNZeWrrEzPdK1aAPRvsPllObBnnAkBy1DzwYfvY0JJ+ddf/1rv0jQQF2jY5zLf8/fkq9V+zwStjexzWxvn+vPXjYGkWtaC/TyRklixzCycRkH/S8QBjOoMkiM0L8hk7MaXCR/uAjgB8D8LId4SQvyPQogBgD3n3DN+5jmAvT/qlz9rRf9F+72vxtW4Gn9648uEDxrANwH8Vefc7wshfhU+VOiHc86JvhD++fFZK/r5eOTiJEG8CiEJgwOlEZLcE0QhdHKJGgYUFolTjw60iBBRoVmqoE/2IFSQXcY9Eb2hSqeWe3d0hmqfyUV9gfyMnAUnAC5UVis4agd05i1CKggqONdF1e/ut7YmuL/jIZxSwJTkqjv37wAAxnu3EXbiHirqjT5EkMKRAKR6HfIaQ+obfAsVJHUAf/T4OdyO3+XrRCD/kU8IdtJmUJe77vnxAooejWEUIeDuPktT3Eg6CXBWQEwBTf5GqBu0FJGZDRRu7HjAXpkWT489eqnJwXDGXupjQsBx+/RPnX8vRB9KdENAwImuKmN6iBuGca//OEhjJEzszaklKRqLgLtxGCUYUHBEBrrfsU2rAFLMBVFFYxpYQv9oGEJpP3damB79WJMjJ1w/YjJPWaAmQizqthfiiYczQHTIiFUW16Jc+aTlo7c/QkZOwyTSGMX+uGMZ9khAzz3SvVE1yIlcjk4XaE59WBFYh4gIohEhCoYVinwL79TN6oNWyHKP9NpVjjglus1bCCLZFx1fBik8AfDEOff7/P+/B79IHAkhrgEA/zz+Et9xNa7G1fgzHn9spOCcey6EeCyEeM059z6AXwbwLv/79wH8LbygFb0UQBI4DIcxNow5w0D3K2KkEyTU29eNANg8FAT0mkwHkIzZZBAC3Em0tLDMWpmmgmu7RKKPC6fjIWZkrt0oBzilGm7lFGru2AESWKrrGrLV0ghYkXacr4Ew7HYKjU5Gd3tviL25ZxlOrnuORTqYI2TOQYUT2M5YRGo40yXlmFOwGRLGxVPX4vVXfeLoQXHS+1U2p2s8Y1kzY7ktVgo16+dNXUJKsv9kgIj6DmEY9K7Mg5hGNSpA7SglJkVfm1daQo08Opi7LZyt/XmWhc/FONv26ABCQnScDGcuQ27Yz+QbiLqc6BWBxGcUgdqmREzLPq0CtHwm4dAjsEGiMSLrMwnCfi5IJEhTqlZJBQmaA5FhOYgShFSibtsGMc04msYhIEKKlMOE3x2e+k7No3UBwXxNsS5h2fwUDi8VtaRkU5lp8eyJ9wh5+ulHaGI6ZscGa+peJKNBb3wzpNpSVteozylSbDIcsVyaFRtkRBCl2aDh/LUgz8YplMx3GO0FeQGgMQ6y40u4Fr299wuOL1t9+KsA/hdWHj4B8B/Co4+/K4T4KwAeAvg3f9JBhBAIgxBbI42QNvNJIHvTC2sKiJpuSUGIoBMi6SC3lJBMrEB9Bv6EGijYlScFHNuBQyb1JuMRRsyip6scEdtbnSh78o5BA8P+AsEJbSEgCX2DwCBgiDIdaQzY5bm9u42UoULQGZPYGoq/J0QAGXQcg43X9wNgqesIJyBJBIqSKYYzT/PeS2dwVO0dqCFme35yH57QDAeAJC9CK92TlJwUCJW/7iSOkPLlVewuDWEhuRDESYos9iHW9YMUe6f+JTxvVr283Q//0AvgrC/WaDuzGBX1+m6u3cB2lQ9xSaHuFgfnLjPnEAKSL2ZZNxjx+YYiwIichIR/pgBSuh+F0Ej4Egupegn7IEj6Z9wpfyMIEbad2Y1Cyc1AhBohFb9HymLGsGq+56seDx8eoeD9zOscGX/P2REEr0UwsVvlCxx+39+XM9fitX3/0ieQCGkklExiWCagIypU7+9dg5Z+kV2vLvDavudKfPzsGJbUZuFaVNx7thgqV63FNqtIeVMjZ2WnqipcXPjFyzQtLL4YT+FLLQrOubcB/FFc6l/+Mse9GlfjavzTGy8Fo1ErYD5SyFXSr2nCWLiuxqwC1IRwwTCAY8IIhL4iCnqPQtHYvpaOugE6gYlqA8PdiNqikOEYSeQTQ4FcYsTE5knWwFWk9jYtDNFLpyh9+HyNkknAppKYDv153L+2h/19v8MORIiYqEB2u6QYAA1Lc6qFJWPRWAlhGT4o+gxWLRomuOq8RcCuvu2tfTxf+F1HQ2MgqRdBUc9NUfe0auMEotSfTygdpkP/cywcREDV6MAf10Yx0k6YZLCNgPyAG/MbuH7T6waIeIivsmy783Vfd//u776N9ZHf5cqsAiMQ2OI5asJZKAVrOgTx+TACAITUfdIxjgIEvM/DOEDSeYQy+ZimQS/4GmlAd2GjCiH7RLDoIbPSRGvWdELNqE0NzQaridhGU13wfkpUnQUcm+d2ZgMc0Fvh05McGZN91XrdX4IhS7NZX0ASadzZH2JOIRujwp4VWy1ySBr/aJa1g2SM6dgfI7i9C7tPs6LRGO7IJ5JlliNg4vLWdR+WVMUGHz5nh2eFHnnqSiKvOgk2gbYrpb/geCkWBScErAoAWfetuUVV9hOosgJRrzmn+86+TrHWiaBXIhbadc15MEr0Cs6QCi0zy6bPeivEpEyncYios0Bvba/q6yRgWed1hIkKCmXmjzsdDnAwo+5iJBAw15DsxAgIS2Vfx27ASAOiqEGRJbjKQjCrbdouY+9Q5X6hqF2Dkuc+3J7BnPv8grCX0ud9s6MCKsboyhjEzHcEARCT9GVFBcXJ33ay4TpFylg9TjQcBW4W9RIxlX6mB9t4QieqZ+dP+b0tBimnkTAAX/5w9zqqZ77jMMs3fdagUyBybQvX5ResvXT9cq6vxLRN20u/6+6Z6xB9y4EKvcsX/FyQXSdlEELzfjrmeKx0kCQWhaFGTe1GF7VwhnqVSYu6JccFne9ojLs7PnR7+8EpTtiZK+O2nxddW3RVnqE+ZY5qdBPDua9w2KICuFhIF8Bxg5MU+0kGCkHjv8MACBKfi/rm/gFuUwX72eECn3zoafoTVsPaoUE+8ffzSGgkDJmeuwIVPUkbYy7zPHixKsRVl+TVuBpX43PjpUAKwjkETYVWSFTsYIxV50wAhEECmZLFmIxgadHedrtSbeCC7tOXoiDChjDcEZ0TsITmNf0XG5kgijpr9QSWkLO1Dm1XExZh3/hn2bQUOYs1V/vaNHhzn3ZyjUZAL8woniJgojFkAk9GQ2gm9hqh+p53GQqozsvBdX6PtmcgmqWFZYdPqqP+WouixIpIoaMMCyfQIXQhDEKyCmMIGGa9DRrUXYhBTbu1Eogo4TVMJ8DI73KmsAD1KE04wKL0lYiSkpjb18eQo1v+nAugOvboYCsyOJv663/w7seXbLvue4UCOkdpW/dMR4FL6zXrKmgK24iw8+PUvWaIELL3dtRaY0zlYxUFPb1bd/RhCwQMD0PrIOn4bI3u2X+tCXpfh4rdkK1xGBBBTdIYEGseV6ClbJwFPTmEQkaBn2SeYOeavy/LkwdARvvCaQpJCmXIHb98foGEFOWxkbDkljgZIePDnAUKkWQowYTp9mwKzca9rahBxkqNlSEaIs7jdYauE66uXyyMeCkWBee8AeogCLAiGWMyTCHJZX9ycopg5R/48UkJye67g5u+1LctBVIKiOgo7slLYhj2kL90EhfM2j8gNfiTB49QbnxOYb28gGN7q20agBlnK0UfjihC3OnuBCO2Ko+0wjYl4NPBqBeOXBcGljF1ys7INJJoqbUoWwlZdW8vAM0qCUto0ANISpLXQ4kmZw5jpeHoUamLEobQtWYM3BrbOa4jDkOEnXCrEn1yI9KD3vXonNL4kTJ99WEQRtia+3hYCoUFY9IgVPjF13xb9s/+9Zv+363FKc/n2bLA4sTTsS+e/xhnTxliNBUeP/KrSEkjH9vmvbiJbUXv4Qgn+66+OIgR8gUyFKrZyAqD8DJXw0eKMIghWe7VTiNgcsNwBTHtBg3t7qM47RffWtTIK/+iZ0WLNe9HN4fa2mI08sfdmkyhpJ87gQRMS5IR5e7NpkZ25p+ZHI4hhzTcORRYcZGxQmNKZaWiEwZKRpjvehFYeU0hpwoVsiXSys/PUSpx9xs+p9+yohJNFPKVrz49PjnCxbk/51HhAHqhnq/Xlz0mLziuwoercTWuxufGS4EUAI8qWyg0hHLJzhY0d9jF2RlOKJCyWl3ujgOuuF/Z28VPv/kNAMDu1haGu1RtLgyW7Iz7/ts/wq+/7WvIT4/9rrW7t4uUnnu1FcgZalhloWl6UpYNhO3gHKsFtcVg4mGtixOYbZ8wenB4jIulF9Y4WRZgLhKxpAxcmOCrB/7c7n/rZzFiJj+ZbfWEnYa1+6NPP8U/euttAMA7H3/aS7hX6w0q7nKzscY+z+P4wqOSrGohuQNJrZAkVAlWAgMigSQUFEEBFI+VzHbhWD+vTIwNYfS1+QHGMTPx0Rg6YRi35RNjeWsgz/x3HxdLbEgoGyRTFFP/95ODORbs5myOiYjqALZLP2oFx3s/GQ7RVn63VaFExZAtF/45Vk2BFSH8Kt/AEMYlYYSb13zW/uatWxjThduRNGTqBo31KOA4s/jkCb1Cs6LXlpC41O80nBcjGyLW/lijwQRTNuOlk+Gl9ByrCGdPH8PQ9GUYphh1x/ja63jvPa8U/v4P3sck8cd7g5Wqr7z+GtLU3zcZp5D0SG3XQ+z3GWSBmJoLHXTdFBmqzN+LuZ5gdts/663W4pNjj2hmeYVF6d8ddMIyP2G8FIuCA9A4QDQ1UlYD9kdjDKOu022GO7d8fFZWDhm1+JYsx1TrHNkz/5B3t7YRd4y+KsPpoYezp8tn2KZoy7XrfvLszLd6H8HVxVOUT/zPsRUw5P4XxqEl6UmzU3MUx7gxpbvR9i622Ivx/PgUO5QL/+lvvIlo5LP2Xefcow/fxfKZP+fDH/wh9g48BE9HU7Q1X6wH/nx/9N4PcXzsYeTefI43X/W+k4hanDz2Weh3Hz3tlZMSQvFQSdSdaKmQfeEvHY2QMuZORyGu7foY1lAz0cZAnfhS1yqJYFuSgsoM+1wgAmWgO3ISwxXZABpd56Pqqz2DyT526f/YwuH0mC8yewN0E8Ky9Ni2ttfmnKUxNsIvINvpEJOUFQW+D21j+u7TIAx7tag8X+PRic9nSAnglofjcdf7ElhUZGM+vThDtvHnkyQh5izbCq1wsSRRKffXlzsgZev7OI0w5qK4PRnDkCxlyCb93m/9Q6wpgPPKT93H/r4nei3aAkVDglMN5Hw5N5WfK9nRMVrK3SehBEh0Co3ow6Pl4VM8bfzLPZr66kQ6kDCUg3/68Akq5UPaZPcGfu7rX/XfXX8AtfLffUHfj580rsKHq3E1rsbnxkuBFCQcYuVQFwV22S8wn8+REq4/W5/j0VO/C+QIseKu2lIK/BfevIdk26+0rSvguHsW5wUqdo7d3NvHgLTTD0/8Dvxrv/v7mE+YiNwssVz63UNJ9ImqNFD9LtbJrO/fvI3rlb91KhhiSCSwM99Gyp0rKwq88/H/CwBwrEfvDrfxtb/gNR2CbAFNLUk1iHuptGMiCcgYX3/jTQDAH3z8EG8deqn2O1Pg+cpnoWMNxJQ43xqzX2AwwtNTOjULgxYdCUui1B0XoIUhVdiQgn14ukLD6w+VQrn0u+NfvP815NLvbKcXLTSTn72MPAokzieEX7s2x2//gd+t6qO3QPV8JInGwd27/vu45Z88z9CQMmw2FQT7B+5d28Gzp373S2KFqCMlEKVJV2DFRNsqL3vOiW0EttkZWG02uDj3ztTD1EN1ndU4fOpRWNUq3Ljm58vjsxy/9SPfr3BjGvctGsOhR5VxopGTjzBQIV7Z92hKbk2wOvXotMp8ReYf/c73cPPr9wEAu3d3AFYGHn7/x3h87M/n8aJAtfG/98273pAH0Qg1w5Yw16hP/GdXR08Qjj3aGN++jQ/e+j0AwEcPfVh5+9Yc2xMfxn3jZ76Bp2vqgwYKB62/XzPt0JLL4APbnzyukMLVuBpX43PjpUAKSkrM0hBZ3WCbeYTItdjZ8vTaapljvfG73zTdxlx7CbEbr/td4P406QVBRaV62zHTFn1yDbGBzfyO/vXXvZnM2TrD7S2/uxw9fB9jsu2moxqHKx/XtcsaOeNnwc672XgGuWFyyoSIuIvdvj/H5pTU3tri/ozCYWwiun7jHgbwu4dxuu/519ZBMoFFcIThZIL5zO+u357s49HTB/58inPsTj3imU5GWJPpuEwoVzffwwnPXTkJ8Nw3egBF+reOE8wmPqewu+fv8ejmEMe1P4elthgmfge6eW/cU37zJkdN5BVRNSpvLZIdMiGFwE+/8VMAgE9Cg6byO+JIRJjMSFOekRcyX+DsE49+zNkCZuOv4861uwBlykZhiNmUvA/u3OtlhuWyQ0oD6ISCvdMxRuR92HWOBXMXA+ao1CCEYQJWTzQGTCS/djD2JWj4rtqiIBeADyKII5Rs+FpXBaapv9YGDifPvD1f89jPzWxR4ZP3/DWrzGCw5xubbt24i8nU57EOnz3D+sKXau+96vNkSagRMPFblxVy8g3QCIQzNodVKd5446cBAI8ffQwAGO4NsLXt81KjazewuySiy5c4furnwGgS4/SJR9kvOl6SRQEYJxqjcIaQ8mmyKSHYpHD/K3ewz3bh01LBBH6C7I49lBu7DSxbSGXYomZ2pl6soUn9nKVAyu67mpf9xiztW4AHSYp010/cabWBIXUqW54i7CoRnFQDNYCmaMa61QgIW7VLcO0VCk21GmtyJ5qCcuGmQMTMcri/g8r4BUQICdmpWFNbUDYLhMJnkL+yM8Mek2FnFxKbLf+ZcbXBgzP/8HcL/xLbUYAdQsqNq3FObRPdShjatm8AtNSYHPKF3psf4Nq04+RHcAN/TTMoPGW4tsoWWPB4c1ZJClti4ki73h3izXt3/L9PY5wtfSihTIGLp/5lCxuSsLIAz+EXBZXO0JKrPxunKKf+/IM4gWKfQ8hw5dr+FrZIiqoqB8V28NlggpjkLDsY4HjpX4QkIGnIWUS85nad4aT0UHt7uIWDoV8Ani5ytHzGgslMU0vU/GwsBCLel8emQcPE5Ql7J/ZnE7yb+cVo2TZw2BZVAAAgAElEQVSY8LlvT8eYMTF9I7IQ933SeL7nr8PWutd5NFbDwc9vEVYQTFyGkwnuvebn1o2bflN0dgNJ1yvV1ogYjg7aGG3on9mr1/dwuvxii8JV+HA1rsbV+Nx4OZCCVhjNRrAlEJOtplQExWTfUA0x3/f1/f1GoyQ7NpmQ1mprZLScT8UAuqSHoWh6uDtMhxjNuq41jwLezGbIL2jFpS1OWeu/KCTOWBbToeh0UxAlfgXfvnGA5th/X1QrRJpJqQEQkW0ZjyOM6STcyXbZIIIM/O7QZht0LYWybiApJjuij0HYNJdiIrMBZkMPRW/Mt7F8/gAAsDk7QkVpCXHgd9JPNzn2yJpcmAjntCjbuBpJw9Kakn2YIplErZtz6DVp1ykQkNF3ZiwePPeJtOOLDJKJSfA5bVqLi9zvRIGJkXTsTRFDMhR8tmxxRGr5GVmFYjSGjHwIY7GAjGj6Mo1Q7nmkkCYDCGpAdBT0sHWY017eOomE9f00HfSNUnVZQknKqZHu7CIFTUQXJxJdE6FTJWIWbqdpgISCOrKnzbfoZeUSiWLl50USKmxI0/7Rd7169pPluhehCesWmvMsSixA6rII93vNk7ZjoRY5jGG36rrp/UaLUiHmiYZVBZmSU0INBSctBC3IK1OjJLP04uSoT7BXxmDGkvmLjpdiUZAQGKgApbLYsD00ioC6a+rSQET/wHiYIO6Kt7arx1sEQSfe0aBhJrfa5Cj5RquyhGKWOAhJWx2PMCSvf3UMFJTFXqKGZb09VBrpiKIeNE4Z7e3jnN2CRV4g6Gv6IWLZOQ9F0DRMcaRHKyfgevqtg6QCFJIEbc2wgu3guatRMEYcThUUCTQuqLEO/Qt0tjaoSJyZBD40MEcLFOs1PwtYKgzV+RJulvLnCqdLP/nFI3+dd6MWIvILSDi6hoTy+kkOZAsKgJytYTghI3Ie1vUSF3yRBmYBgPF3s0ZLE5mlqVBk5N+TBp4tznulpFIq32EJINAOaczwIQr67smuS1IpAU2Cmw4UorE/T+ECNDS+adsGirG/ZQdkGDZIGZptao2U/IdWa1hSqUcDB0c3sJziJjKQCGyn2JWi0h0jLcbHH/rY/rff+xEAoDEFAipUb3CKau3nWTJS0DQSCge7cLwWyxZ4Iy0EVbVFay6lH10JR9sUGQS94IokV0JCoek0HOsKZ5l/fsdnF1hwg9sdSOAmN6cXHFfhw9W4Glfjc+OlQArWOWRtDWt0L1zRlG0Pr6RIEXBXCdMZEmbcW+4MxXKFqqRuY+xZdgAQ2AQ5dfztMIKkvXqHDMfjm6gKJrLKGk3hv+MoX0Cym6+ChSJKCYd+B3Oy6fqlUG42IH0Bw2EExVqx3okQczcVceeRIHra7ebZEyg2HSm91XssRgO/MzhTIlv56xtvLpAQRreiQSQ75WeLNXePYUzfgFYhJGV6J4nw6Snt7ZoNLpi1T/dDOKpD/3/svVmsbll+H/Rbe+15f/MZ7zzV5Cq72+720LFbONgmcRIjR4AizFNQpCAGgUBI+C0vPPgBCSEhwQsoCg9xAgKRBIcQOTGxE7vdbld3VXUNt+6tO98zf/O357UWD+u39qlybPUtF2pfR2dJpXvqnG/Ye+291/oPv8Eb2+ONoCBqWsgJjZDpw7JcoqFZyuz0GCXnMGZXoGkLzOhXidbDYMLQHxIr7oiREagY+sY0taFNiD0P4UExoivXptNIKNoWoUuPiKRslYTby+Kwhyggm7NWYD0Yba47BmboYA4qgM9iZalKxM5HxA8h+fO0LRBSc2DDG7HRCo0zwBECJXEoWZTgMiHrYzJ7n68VEqI08+McLTsuqlGIAjtf0DU8RosBNRrlVHUu5woKmvdbkZ8iKO18TdI+wr6LJlhI35yiXTI9bAuULv1d53h4YLEOZdDC/37Ksf3/NRqlcDRbYzLahantBZptNggZJmNbQzNMMm0NUOS0XtubfDFd4WzDdlOsEJFmW5U5Fmf2hu33Mog+H1iHyvU8eFx4yqLpHHiKQGLpzF5MgCC1uW9LWvRyOYfftzd/tajRssuQH5VI9uyDVZQbiNC5F/GG1gYNRTM2jUBAy/W0V0OSZm0EmXdehtXS2pDnBwZ6ZG/+uq2wWhD7Xis8YQvtEpl8tanx5Ruv28+9PcJvPH4AAPBajZoU8FXVYBUScMWwvV5rZCOGtYU6ly9vfERUN+qjRI9t2YQwYC8ssctQvFEKI2NvqbmaQ7a8DnUFPaMQCTkscW2waByDM0NDAZR1GsOBs4tqjZIFpIwgpTA28Jw/JgQCR2dPIwRso25maxyxLXuZUGvtGayYq8+na8RD6icKgYJ0dtQam9WKP9p7rDExAobr0BoBwVd+5GFFCH1Cn8uttYeHvBfuLZa4Slp7IgLo0JkXB4Brk/Pfs+NHSIyFrsfjW9BchNpehJZoqrJpEfACCq50utBYbZjynuU45QIyPdzgGWXioyzEwcIuEC86LtKHi3ExLsZnxksRKVSNwv3nc8SDa5AONKL0uXfjbNOF4qo0UIaWXgsbBVRlDbWhvPVwG74rIqkQ6dgW4IQUMCS2FAQ6Fe0hKkYbeVNgRQBNvtSouBPWwoPmLhb59n0H8xWCkurDkGgZwofSw4a7v+dLaPaeIxbL2mUDOB09GaAlFqJBjJac/CZkkS1YYMPIZbr0sOVSkcR0MvizUqGd2p9Xys7FbDHHYNtGFT/6E19F+b9Y5+NAxEhzmx4N9y9jj9JsPeI4Al+gdZ2BpEXLHdqTCle27Oftbv0wzpbsUDS2w3O0aDrpez8RaJxwiooATdv2xmBNleoVPUEbWSPJ7Odu9D24/SnPG0SU9m/XBjU/23TK117HjKwbgTAmaAtjJANCupWxqSiANUN7Xxls+Lu2tVV5wNrRNUzp1rpwanKAthFR2VYwTik88jtZNSEF3n3w0H4GFcP92ECwA/D8w2eo3vhRHrOBbtjVEC082tuZ0Klue5C8/rpWaHndB2GCMdmoQrVQvCamOCf8gd2HXDWYsuMwq2YwTLvO1huo5k9h+lBWLe49OsKgP8algZ0EXwgIinvk1QLy2B5qbWZQ1MlzN4+OBUAK8enqFMWpBZO0MseQgJ3G81Eotog4Sat8hpYKSrn28IzV21ljsOA8RlGGkkKxOTUTHz046rwYp/mqY+L50seM4WexLFHtkCfABSTq9yAZXi+rOWbH9u8PDhZYndgH6HRuHzZdTbvQuH/tCpZ9CqtEARZcbNZZgKVvv/vpM9sW3Ls0xu03LXpusDvoREmNioAdC34pyyWm0s5zO7Pf2x9NMIrsTbdufZiQBrsmgGKHpmgz6B5/3rDjkmkkwrZLqyACKRNQaFFoF2oDSc8eU+8yawfzGXxhF/JTIwCqEC2NhxGr/a1WWDI8lgzbBUynKhQnDbYIZGt8gdWJrR8tilVn2PrJgtL3dYtVwVC7EQDFVOabCoJtzaqsULKjVfA7mkpBcI6FkAgoulpULd7+bXYdmBIOfB/gPbnwVp2How4SaKa8lY4gWf8RpT3GrVduI2ahq10rBBkXZ+nBY2qjqwIVuxWGlOzNYoVF5cRUSuQrO/lShrgxtByiw/UpzjynO/li44ta0f/nQojvCiHeE0L8bSFELIS4JYT4hhDinhDi79AT4mJcjIvxp2R8EdfpKwD+UwBvGmMKIcTfBfDvAviLAP5bY8yvCiH+RwB/DcD/8D0+CyKIsCxbZD6dmDPf+gMCaNoac2N3wiJXnURX1LOr4SjNsHWVEUY2wvGxxZYbFJ0cuFmu4eqWJZep/Pkaa0KN83YJw5B6KRTmBEk0nkLFAo4kwGjZNKipoDI7yzFgmrM9GENQ2qtsSvhTSnNtkamXZjBMbcLRGDHXy9nxCT58wmoxC1VxLHF9bMPrdU+iJv9/1BtizPThrCgwZzX/vec2ffjyzhiT/VcAAAGizhreyBhNacPVrck2ErZMor495zpUKCsCb3o+8oqS5E2BYWbndrI1gGahsaHm4uk0xgklw7wkgqCMvl8CkXbSa4BmS2grthHWegRM7zNFCSQEQ+r1CjhcWBEc1czgeRU/jzoOvoeSO6XeJBhkhCgfH2HJSG+da2heyzMKtoRCICe+pZLnEPRCtwjI1tSegeBnr538vtEwdKDWWqChLgK0wfGc7s/UlAxig0sj4jcOTrBmsVZECQw1FJQquu6BUsQpFIAa2ojHQ4SQ91mbb1Dw2FpTIXA2BmtXaPWs2SWAUtedlmgdAJ6yxxz0U2z53z8vScAuKokQwoc17zkA8DOwvpKAtaL/y1/wOy7GxbgY38fxRbwknwkh/hsAj2F1nv4fAN8CMDdOmtea0F75w94vhPjrAP46AGRxhMvb24iioCuuif65QrGMg04RWcgAStnV8wmNMrLmBKNt+zV+Mu9QgUE07nwlC1Hj5MTuJAXzVCPKTlm3FmGnMVBpA81+vNExoojYATpiF2WLirvg8SwHhk5ItOqQclIkiLniO5uJ9XqOxEG0Ex+CVmhBdAVbPL+nC7sL1LXGmhJl6skxBjbYQBoHeMS6w9lJ2TEil6w/bG1NcOctK033tCmhWZRr2xwN81rVl1AUm+XGj0DGaLgre3mKZWPnqNpI1PQrK0uDkDt9WDsCj4EgyWmOFjExvKXO4facGi0C5rVVz05AX/dx0HfyYAM0jW3J7b32JTz+f/+hPeZyg/GE6D3iGEQcIgmZZ2uDgwNbRzidHWFrZBmf23s7kERe7rDIa1qNPHMejWsUG87bukLB+8lTBhWxE4LXWmtA6ZTnqrs2+bqocZ0M26nzcGwEIkqmHZUFnjz4BADwxitX4RHmrQuDiujV9pTHc7pCULtopdcpjG+aKUrOcyk0ErbJo8CZ/UjMHX6jRXd9wyCEpnLYJV9gnbnH8cXGF0kfxgB+EcAtAHMA/yuAn3/R93/ain5/e2S29kZIpQ/DHnRZ+p1BShxmnZfgJOhjSVmpRx+8BwD4qJxi+9Re5P1rNxBs0TmqXSN1gBUDfPjM3kCmsovJ63euIx2Tqj2boWxZGHq6gk9BEil9gNBrwYfcjwx6RMqcCYXVkmgpL+jEUpI0QMYHyNG662WD0yOr1ectDdBnxTnYwpxApfqJDZ2XusWKuP2bVwbY2rFAmapdo2Tx7PlqhoMz+yBHDNtf/fpXkLKg+IrwAaeDaFqopf3s7aiPfeIi4pRcDQHI0OkalmhZBFstTnB6Yt93Y38PemAfPNCsVdc1SqY26Wjc3bAIBoipq4gmwcYnnZv8ijZQAHkE+fEDaIb5N1+9ggcfWkbs47uP4TWUXnOamEGLhPOmaoMVz2mz3CD1uFiucwQkQviZDctNVWFB5e6TKseG6ZMMIwgeswyBhKZCFQFy8M79KCsBGELojdHYI0fj6p49num8QJ8cjrZOcJ/z9q/VXudX6cscmotsvrJFYF1qtC0Xilag2tj7UxcKGzJU58rD1jVb0A2cK1YE+Mre6zoxWKwJamoVRmSSzpdH8D+nQ9QXSR9+DsADY8yJsYD+/x3ATwEYMZ0AgKsA+bEX42JcjD8V44u0JB8D+JoQIoVNH34WwO8B+KcA/h0Av4oXtKL3PYmdNEPkAyULJDoKETEN0GmAliivtBdinNr21g993f79we99iFMWbybXX8Hotk0l2rzBcmYLcPXDh1CV3XnvsH/cu9xHubar+dQDDllcWgcSmjuJkBKSRBrFJvYgAuLQ/n1re4D5zEYgq7Zx1pUIVQLnZhO0RDbuRohdy6qZAvRxRBAg2HD1p335lVEClfD74gTLwu4qj84KfEjRjA+ezvF0aXeYy4QdF1hgoZlWZVvnk2w0cjq4vPvdb2Lv5/68nXsKkywag60eJdZyQLNI5g23MISNBIJ0iIZtxMVZye/TUOzdTzcz9GF3szDysKK3RBUoMDjrvDWm955hes+KlNTLIxi27/Z3Jrh028qUPXzwNjYr+0bDUL2pazS8jqEvETGCuBxcxSBlm3VddpZ0FQlO09MzVM46PjKInbaCDOB5zp4QCBgNOmyKH0eo+b71YgHP4SlqhZuR/XlA8tjT0xWUsBHRm7dfxfGMEmxHD/DKZVsUj3p9CEavA2MFUswlH6HP61fMMfvEvq9tl50VnAkC+IQ/G6ZojfExJ9GqbCQ8HqeGhyimT8hxhYaM3xcdX6Sm8A0hxP8G4PdhuaVvw6YD/xeAXxVC/Nf83f/0vT5LCMtHCKDQMJxFq7AueXOn2wioilTXNcKE/d0tApO+9BaiD60CXfPgAWrSmr3hLhJWxgtT4s4uuxW0i2+aBnMasqxXCs+JFVifrpBTvcmTSReBC/awTZugoYBILA0mFOTYrBcYUY9RhCEU0xEnVR9JCbFDifQqRcNOiy9TbL9hF7Le3D78S1FhTgGVadh27j/vPHyI50yDniwqKN4IDve/HWXwGfpOvEHnDmSMgmLlfHmywJQdmp0b9gFMwx6Mclj9dWcWMxkEkFXKCVghaChxzq6FVzUwXEzzVQOZEVewiZBIdlLyGhFNeJ1+5NHBExTPn/Bzvc68N/A1RmQ+puEQ66XVrHT6mZM0xIrQdGkMJGnB/czv0rsw7aHHmoIj0g72dlCQhnyyOUbOEL71NQp2XQTazpzXY/dCGO/cS7RpIANnemwwZQfGN67mAkSSGIq+Rjyz1+GT77yHvfgr9rXbY4TO0/OKTQmFEjCsfeGghHfV3kP+XHSmsV5l4HNe3FjrElPWyc5UhQfUgcwGEXxlr9MwThGRN/Oi44ta0f8NAH/jD/z6EwA//kU+92JcjIvxJzeEcXZdf4JjZ2ti/vKf/1nUVY6I8lnRIERNyPDp4SECZw0vDJYUslgSnorWQ0We/nJxitChIqM+QMOVXhCgN3KegDbCCESOhIXZyqwwn9mdOfIlMifq0e9jQFJN3djQ+Rd+8hfw8JElGv3mb/4u3p7Z3WwzWyKnJ4VW53boLclcMAaSwhvCl/A492VVdluax8q60KKzKo9EjIqFM6E1SnoC6raBwqes7mAjgs6BDQb/4X/2SwCApjHoc4fa2+9jl6E2Tw0Rwk7IxNQamkXOwATwXdFOGbRuGyEG/e7TQ7z/jiUGPZw+Rj+xUdjuaBsTFgRrL4CgsnFLibJ6rRD2CSXeSFy9YX0avvv4d5HyOLe3J1C8fjWZmtP1HIYI002r0BI2PdusO9/IWqJzBd+Q8HV59wrGE7sDz4+OcXhmU7DlYgXF6MAog5JIRk0abJBleOX1rwEA9m9exfGhjVhOFk/wb//8WwCAvCTSsKoghT2/6+MJbu5ZnMnl0S4004BmVSJnVOTu9XVbYnFoyW8rvcbsyN73J/OjjlR2li9w9arVFv3X/01bz79z+TX0aXcfhQmE6x4JH8J5dfi9rv3lh4NvGWN+FN9jvBQwZxgDGI3QCxFTLCU2AXp8QLau7CHmSZ7kJUBIb760k5ArjQWdcvKqRkNzDr3YIMtseLlOzluZNav3UeRhn7j+UMhO9Wm53qBhNf/W5X2E5DwEfKBbWeHkvnWbejJ7Bs3vq5XqBECMdw52ch6OrWo6/0RPBjCsCqehB8Oqt2tfNjDwnems9LA1sDf0dL2BLhynoOn8LUHos4ToFgoBgYItXlkCIUP4rThBwjA3oSJQFkg0pG9DagR8MOOkjyimzqH0YdjibJgXiyCDz/Rh+LDpVKpGkxF06Uxj0XV20JJ63AsRcmGpzAKrtRXAmQxSJORL9xKgLhwHhRqWQsMkdo69SkDxOg17GTy3MeQFTmtnVkODYbWBTzGcfuohovjM47ZGQd/FCgo+u+kFRXa8jcFsZu+3W69edmh65EsfU3YPBNmQk50E13etGOskjJC4TLhdQ+T2HsmyCWJuAKWx74uqHJIdjl2EKGjqMmqBFVNomRdYnZJJSbi+0aITlgkDIPQdFT+Apr6pQX3uT/qC44IleTEuxsX4zHg5IgUAntKAMTCs+m6K5xiQfPJDV/aR095s+vEpVvTGc2YwIvCw2RCYVBadlJonfbSEgUZhjHrOnXlo0wc/AlrtBDti7G7byvm6eArN7xsGHjLu+DR+xuLu+3j8xBbq4kAgZpFogwYRIwXdS9ES1NJy5w6MRutwXUp1OoDXxxNELJ6ezilhVjXQrdu1ltD0QVSN6FZyD4CgKIhLA7XRMKyMegIInQ5B1GJEtd9RGiFl6uWgs0EgIQnXFRLokYCUpCGkK7r5USda4oxx0ish9gjj/uoPvIXpmQXsPHp+iBO+phf24LM7dGrs7lotyq5g3Ogaq4VNwfavDKAI2irKBgW7DwVBWuM0RsI0cFPUaEkHvBwnSKiRcHC0wvGIYLeNncOF0Kg29jt2t0Z4bcvu6CfXx3j/vpVlfzhbIV+6qI5pma4xP/oYAFCfTDpbw0mmIQmVdhDmncEO9no2Mg10jYCRUGgAwS5PmsaIScAqyHqc1xUSdo/iyMd2yvPf3cKUzt2fHJ3go2c2mirqFT+rB4+sVKMVTHdj+BCePQ4BK2L0ecZLsSgYbVBXDXppDFO4m79CTKnvbHuIiBfglcuX4Z6r08jeMMvaICcH4Kgs0TZMHyoD18xoNrrLcQPPfsdebxctQ9wwNBgP7YsP5hFaKhM1nkHFBytmi/SjgwNUjmbceNCsIzSVguHFV4s1JA804aIxTBMMGX9GUdoBnV6/cRPXhvbBWpU2NXh4eorHTyzEY7YuMaVB66apO9FVASBgfqr0edvpvKYAbBhGZ3GMHi+33zSd9qHk35NEQDGV8EMfMXPguJcg9GyK5aURQEaos1KSm7IDLEXXB9jfZYjupfjO+xaoVZUVWqYPCRfIeVvDbGidngTYkPoeRAOAdQLd1vAZart5205jZGSoxts7SHhN+mGArGeP8/VLLcJOu9EebpNvsFyxoxR72KFArmeAOz3Ldvz733ofZ6wlSH7vrKohWK85my7w0z9lU/LwNaCO2Tq06xzGQiNmOB+FEUYJVaqyFD7rB4PtbUjhvE3sa/2khGFaGQQC2/QjzedTDHgcmTC4x1blN37t1wAAt+58FdsDe85GbFCTJ4HMh3SPtpRO/vKFx0X6cDEuxsX4zHgpIgXP85BFCVJhi3UAIH2BPRbGfB+I2Ave354g4g77AavG8WqN04ndoRa5jwVZja3SOF3azwtLH42xq+pVz+7K63KJcc+mEqn0IchNH0QhBHUOhQQUC37OOn17fA2L2/Z47n3nLo7IpSjqGpq4h1D6uL5lV/yvvWmrxl+6dhljQmOFlDiipt6t7REktRkH1KKUfeCE2Pknh0f4zW/bEPa3PniGGYtWrVZwIArdRYjnoaKGQULnoShMO9MaTwlI9r/dVtoWbeeqnSYJwtjOlS9iiJDFUQOAkYlwKsuJB1+SSwKDkN8/2d/B8JENyx+t5lg7ciGl8toQMAyDgyZEzbmPJKAZbZlWImMac23XztveoN+J12RxDwlxClk2RuTAYr1Rp1MpJeXQdYu6cKH2Cg0xGdV6htdfs/6en5yc4vcK20mRRGgn2oNm8XueH+LVH7MuTVeu7eP3/tHftJ8RszNW1PAyG43uDgdI6GqlKoNIMnKpFZxkPH1ckPZ7UAWNbAAYQpsDP8Pokn1EgzTG+Ju24/X279gi91e/8msY/YzlGwZhAEOjIVX6EJEzKAoB7/OJrFxEChfjYlyMz4yXIlLQWmFTbGCkB8WcLMkCOIK4VArjXbuTjj2FK3T+nfTtmrZYF9jbtjvGP2oUygOabOQtJHNf0zQIfSrW5PY7hmvTSTuLyGC+sNuDp2qEznU4jbqedc32XnJpG+qe3QXvHTzFwuVyxiDhTnhtmOGXftz2sX/6K3Z36U2GVtILQGMi3LlKnQYZIUicy7GNYuI+8MoN62D8lcUhbvf5e+Ph/3zH+g1UTctoAXAtSQFxnkhDIKDXYiB8SMeLEQKSSkce8R8i1AhZdAzjBD4jAkh09QNIDU87OTL7q0B60IFTB1IAC3SpENi7yojsWQ1QKqxQ1GOIWsApYQWA5javlHbWEZAe0GN0s79jSVK9IIArKiWhjwHrRNn2DiQpNzJKIV042Tg/EB8+/66FgMe6BbIUvZ49ttdv38LBqa1TrVjDiQMPrWstK8CE9lq/dvMO/uGxhY2HbElWWx6SLfvatJdCGqc8VZ+rSvs+vJZRCou9stGdOjiMgCRC1rQtBBmasS/xpVetXdx3f926Tv/GP/11vP6TPwMAmATjjklaN7OuuOglHjzx+R7zl2RR0NgUORAlyFIWtUSDiIYeg3SMXt/+vi1LRHssZrGzsCkr3HmVnor9DL/1tg27v/HwEYjGxXic4MZrVnwkpcbjYlWiJtdilvsdrj3wI2xRqhzmU6IezqY87uF3PnzXvq/Iu8q/9DxM+HB/5c3ruH3LcjQkuQHQAknfLm69KEVJmGwcDhBujfl9vLFTC6ICgDAy+JGf+bo9570+Niza/f23P4FyB8Ww3eC80CiEwRuX7edGxmDABy8MJEAAUMCCYpimiMic9GUARfCSqCV0RC1B+J38uuSiYby2wwdAlJ2BjzY1xuxa3BoPOlXiqrHXKSklNFmwdaVREyPRrDZd/BqJAFtUsY6Z5olig5jFtV7WQ9a3/I4o7sOnSa+RUTcfjjovTQvjUglVw49oPrOew1T2u2/s13jrFdvFOpzZhWLZNBgMCaXenaClIjQ8ieLMdjMSGrkMAx8ZFymBAKA4S9gbInCsW+O59bujYTdBjIiXUdWAodxgmPloia1JTIRrtK6/M7aOVMePHuLw/vsAgNGXfgLgIqPaGjqwi1sgAyD8PsqxXYyLcTH+1RsvRaRgjEHbNsiFgCCLMElC9Ch6EoTyfNfsjZFQcUSObEi5XVdYH9twvvcT1/HTf+arAIB//g/+MT56+BAA4A96+PKO3f1XRHjNkhlO1y4KUB0kOkgjeCwuBl4DOIQkQ+PvfHIPD7hLGGPgiXODkDtXLQrYvTIAACAASURBVLHp1d09ZPRd9Pm5RijrWwGgNQFCIjaN1IDnWn1EqxUtFNMd+KbbVW7cvoF/78/9JADgd+4e4GjlpLm6yexIUJ6w0QsApF4LXzpsQoKI0YvPkNP3A/hMpQwkJFMQz9fwHBZC1dBOW4JpEJoWwqUXSnXnEcgI2chepzLXuJQSNs3TfFotkXPXbYWCcdunMYjc3EcBMkaLzhpe+AH6faZa4QA+sSwCumvxGiO61rBrxxnPg3CzJAOATEv4xgFO0YsTbLO4PWZKdJpXKIk23QpTHCxt//F0s8Lp3F7Lq4y2+lmEJOrxeEWXrkm0ME5ROQY8zm2nMKAVlLRz1eRHkL7rKYcIiHvx6go79Je4ed1GR+8cL/DeN23R8dLlaxgTnWuMhmrscZath1ja5+RFx0uxKAgAoRaoihweQ7l10IN0mPs0hVV7AyD8LleL+gwp2xrh2AqL7PohJFON3WyIh+/9CwCAakIcLGjUQUBIPMwwpt9jUTdQnI7lusbOwN4IxUYhL2zOGJB5Nz1u0XCBEEJ0oXQSJxhljl8xQuASSY++huhBG+cD6ENSLEN7AQRBVE4pqVaViwaBsoIXMjdGD9evW+DNnfE2zrpOhPu76BYp6QElAVRZGEDw5m2NB2drFXCxMa3pFpDA6C7U9hF0nQZU9XkI7mDEfgRFTojxPIjWAZ1aeARDtW2NoW/noAmYrlUGretIlBoBFxYFfW6i40ddqF3N7XlGo15Xi2hb3XE+lMzgOYGhUEI7LomrtRjdwc1hzlW0TNVC8/zCOMBo9zKvlRXwmecVwglTkNTHjrT31uHirBOXmVDxaWuyjZApEerzTQYV4HHuJQwUUzfBay39sMv5fFNDMwcTYa+j65e1QE2I+O6Ove9viABnzyz0+eyTd9AL7WYYjftdrUlULbSf4/OMi/ThYlyMi/GZ8VJEChpACY2iapCTRecFPqrNuelHwW0zCYLzBm9HDGk7r8l4MulqTINX7uBVVxlXFcQ3rDHKs5SQ0zDChpXsLIrxjN2HerNBubE6DGE/Q0RjEIck/Pjh3fPqLjwIRgqh5yGm9mESSMSuN83+sW4EypXPz40h5TnGoKrOmZQA4HmqY/qZoIVk+Cn9GAk5/bf3hvj24TO+jYVG0REYoYXAjJ8b1i1i6fQGDAx3Y8XJSqOw6xyIMEJIAprnx53/JUIJ07rQlxevKTqotddqgNqAVoGORUkASpLBB1edDyFz+31nooLXOEu0CEY7DUKFirvmiDqYPoIu1fCMB+P0Gpsamp0W6YWQ3KU1ocTaD+A5pxcPMPw+AwnXwJFxgvHAhuZLHucqryGpyv1WluHRwqI0m497GNILNHSYAAi0xMjEWYwwYOfn01bwnuyiQiQM95WGDJz5Th+em8PGSv8BgEkirA7pc8nIM4gVamo7LlpgRkj4IDIwTiQnVTDV53NZeCkWBaM1mrJA3QAVq9ATD6iobFNXc3QuI2mDlGARRTmfIBt3lGPIGDq3+ZSngIgOO/X0DJe/bIUufmzbXsyl8HFExuXZqsF6bivP2lNYsmUV1m1nHd6Sxvrk+RNbg4DNHZ33YZREuMbFKUCNFbUZ04Y3T5adi262LRQXGwENQ26AdFDjRsNja0o1utPlg1cB/IwfuDJE+K6dr6LDt4sOvuTBIKVAiBICLV2a0AZomT4kToHIaCg+6X4gIfh7YbTNwQHANDCufsBQ1niA5DXTPqCZqysItHRk8oIUK5rutFxg/DBGTY5KqlLUToa8VpAEHjVt20Ha3ZoZihprLpBVpJBwkYr7fecnAxMYdAwR6eDoFYzL4esGmvUe1QbQwl0ThZoArl2mAVWrO7ZnPlthzRrVh7MprtK/M2PHSQQKnnvglem+r1kvu3qUKedoOHcqtO/XysDjotl6GoLMTqEBwwW3bj3cIxjs/Q9sd83vhUi3rXpTuWmxmlp2ZRD7MNSKjD0fjWfTnBcdF+nDxbgYF+Mz46WJFIp1jtKIriKdFwU0i2iDJMVk1xZzgrgPn+w6UTvGYQlFH0iTrKCXNvRvikUnUBBsXwVb3hjetqCgTbGGn71jf/7OhygJsFFGo0kJSCkAn5GC5upbNeYcmwDhtFQgWwWPJediIbDm7l6tbadi71Z8HtE0G3i5016oQCtBCOo5mkAC1CzI0WB1aKOYanECsbaRUD+SCLsw+VMsqS5oEK5OB68pUG5orx5IKNdujygf5lnoNQC0nkCoHPuyQktwjgx9aO5iLh0wOoBPfQO0JUCNiLrQqJyJimgA6jeoxmksKAQOOKYaCJrPhGmMit6MWRyhZOdnyfmu2yUySt71whSrOcUfZ0tEJ/bn0dYeBjuW8eoEYkQoYLjjKyM6INp0cYQjgpCKPEdTne/YgMXQ5FXO187g9+zn7ZkMoxu24BuzQ5LKpCPjFZsGihJ6ydYEISNIzxcQlGJ/+q1v2HOqCmTsjA16YySUC5T+CIbXpN8rscui+PbYnv9ipRFyDsu8hWRhu2oKxOwuef6nopcXHC/FoiAgEEgPq02FkFj9LBl3+nuV1lhQ1l3qNXRNWpqxfx9u9SCc8ScaNGRMAgKGbb1ibSCHVhPP+T4cHJ/i/ocWHXg2X6GX2umYVQ1OT1hRRwkw1Fxr+2Beuvwa1rkF4bSqgs9Q2w8EPnhodQfvCQ8VQSiS4J697Q/w5Su2Zbl7fQ/XOzHPYRf6Vjl9DJ4/x+/dfQgAeHI87RSNrm+lEAyJS+0hIw1XkNVpO5IM7SHgEW0ptIH2WaNZb5x/KiqmYPnTNdYLK6QaiRqjbXtsO5eunoOTygJV6RZO1hlECMPaR2sytNpek8V6hnxur8NqfmqNCQAEXGAzz4fH9mXRAGXjPs9DTW5A3RqEsf25YuqTDHZgKJ1fYQiZ8uGeL9CeWN7C04OH2GeFfv+qBfxk/V5n3Hr44Ak+emqv0933PsCGqdut/e2uNnVrm1L2+C4K5i6nz6f40qWb9vwzCUk9zcRphYYZTMv7xhQwsa1PaJGgomS+Ludo6PERRnaOTVIjpiJLGwYIBUFkgxQG9vquyxzThb0PH8zYidE++mSaQq+7+1SihaAvid/GEI7n8oLjIn24GBfjYnxmvBSRQhT4eHVnFwfxEgfUSbw8ytBn6P/gW+8CGVmQiwbF0u5uKQE0aT/GJYZw1778FtKBjQh00GL1zIaGD+/fx91D+9nvPbWKwokoULPLcDxdoCKufzzuQXM1X83zDms/oXDH137s5wCmBPee3UfGtOLa1i6GzFF6SQBJSW4nW59JH3OmKNnRKXIa3ERhBsWCUnFmj/fg6Ck2M3uecRghZCqS9hIYWryrNMYo+JfX9U5UwwhIHpsuy07NWWUeTllUPaZwhwgCNKz0Hz97BtNYjYEbuxO89SWrw7vz2mvwGYrWpT3/2ZNnWEztZ7z/8DmO1vYzMj/GDqHi24O40yeImD7FBgict2Mo4BmChiZD5HS8FlGKfeoetMrOW76o8Jxek7qZIhmx6xQnnUFP5msoRhZCn0dNLbtZJ/kc84X9vI1MsOJrn+YFthnJTKnf4eGc+jHIQjxe0d27CjHZsju957PLEPWQUQBGiwYmt6H/wckCdxmRjpJJh89Yrux9eHWcAjyPJNuCP7SpjxcEqBp7T3509y7+8Xs2urn/lOzSIEbTt3N/6W6MSyygD0dvdR0qL4zgfc7H/CJSuBgX42J8ZnzPJUQI8T8D+AUAx8aYH+TvJgD+DoCbAB4C+CvGmJmwyex/B+s8nQP4q8aY3/9e3xGHAV69tovhcx9nC+btgwT7r9hCzmk9x126MudtjhW9C28yz45PV5ju2V1gp6gQju3f8/UK7/7urwMA5jOFAa3XrtIq7tr2DpKMCMrjEkdnNp+vs6hTEX6OCorlutduWNTkrR94HcuHlgH58PA+ElYar12dIK7sTvnug+d4vraf17LNmAQSP/MGSVmzUwzndlfZu3Gn681Pc4tQK1WIa2/a7/i//8nv4sMDS3y5vTvATt9+30+/9Qrint0dJdF6yhhoJ65gNEYpiU9hgpZbVBj34RPltmKLcLNpcHRod+BFUSFnJHF4OMchf/4LOxnG1+zxL9+3qNB3vv02HjyxEc1JVePx1ObUIgrw+r6F196+NsYNir/G3M3DMOock9OFh4B5761bV6AK+/NsMcNkbKON6cxGivfnD3Gf9R7Ri5A/tcd/eWsff+a21UUIxiF6Y/bpnQITwq6V2Z9cwg4Nhe4++R0sjI284jTFR6f2PlsxMgkC2WFHLvdTVFQY/+TBJ/i3/tJfBADsbNv7Kkoy+K6N3K5xPLPz+Zvv3MdHj2wb8c6br6Et7f03Zp18FWQYsGCYJgKGgq6NkTAUpn2wKrAgriUe24ggkwF2SQLT1RSbuY3esuQrCEIbeVTFCtKZgrzgeJG44m8C+O8B/K1P/e6XAfy6MeZXhBC/zP//rwD8BQCv8r+fgLWg/4nveRCej93eNrw94EdYvb1x5QoGCXutd17BtS9Z+rHUGTQr3z5vflEdI+vbB7Z/6yZM5WCkOW6+8QYAYDy5hXj3JgBgxQpzdXbWaWmFr8ZocupArme4e2jDxOnBHL0RQ1sWlB4/fI4gsRXgOEgwYUH0UtLHzi4VqPe3cUz6bUJNyPEwwZev2AKWmi0w3rafK/0MfmrPNfJIFb6eIAxsePrzPxchfvttAMCruyluTez53d6/hSuZXSw8pxjdcXA5t779jky0HZahnwSQgT0mTbn8bCSh1vYYLu1MsD/4QV4bdAouyfYu4oml705u2jncvfEMHy++CQD44dFt/MIbPwQAaOoGorQPryrmCBxD0ylNexrpilJrGbBmx6EXZQgD6mP6A2zt2/ma7FJfM06xM2MnZtliSar6m2/8AC7v0UQlr0HoAEICy/w0Bqg67ckU10b2tV/++pfx8T0b2u/0QyiCflo6Nr0zSLv7pWhb5Eyxqlxj95ZdtPvsVMRRBkkMjReMEY8shuDr/S2MiWmQMoRHoNJlSrbHQYqEqVaaSWjP3kP1qsCa5I2tQYif/fEfAwAsTu1m05QFbkj7vMhq1gGnDFQHdfejBKL9fAnB93y1MeafAZj+gV//IqzNPPBZu/lfBPC3jB2/A+sreelzHdHFuBgX4090/HELjXvGmAP+fAhgjz9fAfDkU69zVvQH+APj01b0W/0eKl8gFgFu79mdaHfnCgYskoU3b8NjL7zcSOR05TXENATRBMnYFmf06RItGWehzjDuW0zCaHuI5coWaDL20n1fQDl4rVEIKQia6xY+7Gv7gzGS3rkIJgA8vH+K40MbqsVJBOWMPjwPt6/dBAD86KUBdOC0ISg1lmwjC4ns291B0dq1ViYRIhaGtndsG0vICoIh5aX9m/ihW3ZnC3sGwikpNyt86XUbBv+Dd207znTJji2uBbzE6WgAU9j5Uo1AL2MEcdnOd+BrXNuzO1vbVJ0vwqAfIt22lzfbvQKP4WxEW7Lrr72O4a6dl5OZwQRsw26NICVVi5shImIuFMVTq8MzOO7QaK5RsZq3mp91wqUQHgSLzT3YsPz2teu4dt2e4WJdQAob+kc7PQQsDqbDADWLsYLSe6greNTFkG0J0Fvilb0RBqGdw6YoIfftNVPHNoLc++4Im0NbzPvg2TEus9W5lA16ZOsmVHg21RKSmhSB1Agzu/u/0u/hylV7H+r6GCWFZlIiRb0gQkUJNm0EDKMRBcDkthh5adDDDiUHZ0f23/VsgYp+lc/u5xgsXLS4QVVT4EXGEI6B+4LjC3cfjDFGCGG+9yv/pfd1VvR39i+ZLBpBbEvUrtI/jBDxwiVJD4KQZ08L+II6hxmFKyIJzzkQ6XNI8OL0CWoy2fyrV7A9IrSVPfasFWhZIa5zhY1xkvEpMuay0WwG46TPWb3/+PHHMCu7KMhWQDBsS6sazu5vKw7hZwROMVQ3TQnJJ6GoFJqGGpQt4JOPkdFCXEiBgE5WXqSwo+1D6vsB8hPLd6iXj/EmVaAjip/kDTpmIQRwj4CeL4UZUuaZWtcIKbyxTWv5bBBBsRugNDp8ftgPOzanZwLQkwWKHOgoDXFt8iYA4FqVQYRUTK4MAqZ/+XKBDY1T8hnnGDUEr40SRZe3520LzS6QJ1sUx+yOZOxaeBH6FFnZ2bsKEThaN7r8G5XojlMSUgy/7fgQptxgQIjxJOtjf+BMdwIsD+2e9tGB7UqVeYGadPFQKRxQGGd8aRsFf+/AbSpv4Hv2XtCRgaT5a+C18Kk1icE2UgfgItvX1DUcUK1dlhAxzwkCdWmPY5AohNRwH2zb9/XuvIFPvmkX+veL+1A0lPERQyhHcZcQzefjPvxxuw9HLi3gv8f8/TMA1z71ugsr+otxMf6UjT9upPD3YG3mfwWftZv/ewD+EyHEr8IWGBefSjP+yBEEAa5c2kPm7aOo7foSZRFkYrddpQsEjQ3tkyRCSL0EwaKaKgsU1F2Uvg/B4kwQeVgvbVGq3Bhku3ZXDQTD6EIBtf1d7edQS7uLlVXZoQKHwwHyBRGUjFzmq6fwWERD0GDNinSNOYq1/exmqJD2nZMy0WoABOXItDHwUu5QkepwCr6zEK8t/BcAQjOAoaKygEFDdmjtDVC2dnrdbhUIgcYxJrXGemor4GeB7IqRk+EAoXS27ERjhnFHRPJk3EGljVl2WAfZ63e/9x18PPHgOe2FOEYQEc7rSRiSyqKwxrqyO76BQzZK5ETdHZ6uO7+FYWGQCxLatETbHnMObdQU98OO8iWaHJrFw7A/6gKkKjiPdAQZtbpVCPrEEMwqTB/a4uL+9RsdDkU2VWdL37Z2l29U20Vek2yEU6Iby7rCivdWI+y/frXsroM0XgfthiegaOYDLTstC0H0oxYRtOb9JDSEY/+WSzQ5SXqNhiYMNWAXJYsk+rtETQYN2omNfpSJOzarVwvIz7n1v0hL8m8D+LMAtoUQT2Fdpn8FwN8VQvw1AI8A/BW+/Ndg25H3YFuS//4LHYUHIPKRrxbYEDq6c/021Mq1tyI45UuBqLshW2LSm/UajTN1GUUIeMOnWYZ2OeFrj1AdUX6dLj66qlEx9C+XSyw29oHNlxVKfnbcNEhIh9Ybe0PMlsdo17Y7ERhgTIj10ZMZmjdsuIe2B5QkW1AvPBAKmrzmzeEzVKTIZuE2PObATUmkTDREkNo6gglqgDDgRlcAb6D1YopnT+2i0HZVfQF8qgPxfEGNv/oUl6mE5I+989e3Lt88F68Rnuzs14UIUZJ9J+IePNjF2dA01xQammAjXSso0nqN8mCY0ulNCc06jqsptEajJjQbqsWa18/EwILXPU0jSD70Nc1umlWBKOV5+DEk6zlCRjDktjezU7QNYb4xtTY9oF7b79Yyg2KurkSBNLALWbmYwifPIyN8OE591As7R1O1Qc7jHBZDHE7tZ8Ss1Vzb2UVbc4OIAkROActPIUonXglI1kfc0yfqpmtlNmULwc0QmxpBaX+vixK1T+9JpkHtsoCkVL2pBfaHtlvV4pwT4/kaxqlMveD4nouCMeaX/og//ewf8loD4D/+XEdwMS7GxXipxksBc4bxoEwK+AZzZcPdk+UCYDW5N9lCQDafNmtohtUlV2pVGkiSmaSM4RHQEQ4GCGsnnLJGRfvx/hY56sUS+dqGZ5sy76KNFgaarD0ZRAjJi797YCu9vpdgyd59XwZQhBo/yjeYHtlo49aegOZuZXLCi32JhiIyVZ6jidiViABDOGvlpMVFhmplQ25PKhijeM5rPD+wpiDTu8d4n5L4ghFIe+4KAyNsmA4AG8+gpVFJ0VbYrGxEkxGKnUF2pi9G5VCEZutKQRALYNoWWrGqz0gBTQ5NN+fStIhYXBNejHZhj21zOsXq1F4r54PYnqxwTKu4uvGgGN2s1gaSOgzFWmHMHS8/YzF3t9cZ7ohMw/FAjdFo1/bYqvUSmnJrThpRRhl8Fj6DQ4XV3F5LUW91UnfSGOQLOy/PT2zEGqQp4ozKzkog4C5e932sT2yUFhASbyINzTKdaDVE7KT3AojUhQVVpzPh5MG11h3cfrOpkTBiOz08w7Pv2sKniICbP3DTXisW2L24B3j2PG6MhkgJ5gv8ChKfkoX7nGYwL8WiULQN3jt5jmC5wZLY/8lohM0OJ/hgBUORCnhxJ3s9e2gvivKBgO2vVgjErLJPD+/jybtWKUepHFHftp5usB1Xr+ZYEEdfqwi54wxo3YmtxkGCdW4vmFM0ioYeog3z+nqDVcEHT3h4MLWvfTM3yIb8POoSqtkGNeXlN7M5FB/S1cEh1gzxDj62ue6rb70K0OtB6aLTHNQ6hybIaqk2UAQA1bz7tTGfYk4LLJ3d+0mOLLELy53rezBMwaa8+RGEGLGtG3gGBTkoQkpslgyT8xoS9pinj+zNWs+mCCfE2UNAZNSBLDeo1vZ9y7M5VrzpG4qdQviAsA9YJZdQFOwt4cFjVV95BgGr6NKxXZc50h5TkVoBbPGq5RKNcuxYDS1Yx9EUkVEKmnWGfDPFhnyHIleIA6IXQ4nVwi4sHzy1i1tdS4RMieqmRsnvEGWGKLKpac2Fucp9JBk3AhlAV2SoxhoevSOM8WGo+YmIdSIZAR4XFmWQc7FcHh9gOrM1le0r22g1uxV0uqrzNWakfZuwh9Bz/hQhNGnrdawg2+9P9+FiXIyL8a/oeDkihbzEd9/+EHHUwld2Rzk4m2FI1+lF+RxFbYt2DURXRFrM7E4UZn0cU9+gvPcAeWF3vyfPnuCIys1hnOBH3rQ7WhDY8NvvD7ChfHclNXI6XgsZQRMYVSayk4hr2EXIV2u0reP5l52QSztM8fCB/b7DG4/RHzMcb50ztO7MRMpqgfnKFvDm8xUkNQEnFNvoXRl3Rb1qqlDmNvWBZ9D07Y4/L2vMGTLXjsr3KcSI5wlcpy7AoyfP8YQyda8XDRoHi17Y8PPs+ATXXrsJANjZ2gNCp/ri4e53LYz5o4efdEIlgv3/rfEAN6/ZCnhvvNcVIPO8RUNGaFnmmB0yUqCmYKMEVtQxmLUSiulRWwCSBUOjFLTnujE+r1OLigVDLyzhNyweCo2WEYYJEjQbe4+cLekM7WksyMs4ObiLvYnVtYAyKFj8jJMAes9GmavUHtu0amF6xLcsCpTcpafzM1y+fAMA8OyedWzaFMcYDe18a9XCUF7awEfr8BK6BWEYEC6qlz78jD6fFVAsnvP8KuzfsdHI9t4dxJ0aNaXiigWWPOdof4jn5KjstW0H1PKaElFMzPcLjotI4WJcjIvxmfFSRAqNanAwPUQEhf2xXdWK9QZLGm/Enul2/00pUBGHEGb2temVy9im7+QmL5AfWkbaOPJg+jY60F6IY7a1psd2Jb6hK4RUvJGmcVqkqMocFVWKTo5mOCI8esl+vGhW8FgbCOBjQBaabACfdQLha+iC0UvX3A9QsbU6vnwZN8giNCZCwzyzP7G/E0aiXtpIIpcr1GwRwjdw677vKTwtKX/mhEE/PbHaYE4vh8OzGUoqG9/fO0JM5N0uCTyr+SESmu9s9/bRv24xaMYXeOunvgYAmFzdxofftupMNWXZ0vEA6cTujm1dYcUDWM+m0IEjD63ghSwU07vSkx76ROipsMa0sD+X9RoBI684DjuBWWrmojECFXv+oVrDGOfrIBAM7K4apQMMidjcYvSXz2YYhTZS2MpEJ2NWmVU3L34jAUZerfPhMBKK91vUD9HQ76KZKSQ3iNN7bOsrQTCCjClWKxsYpzobSIARohEaPusLXuLg3BHoYockHKIhrH63t4+6sBGWgoDnFMAY/Tx++gwbIiy3tncRx87DZIV+wmKkLyF437/oeCkWBaU0lpsVLo/6mLDnX8Cg4AmbLO4KbVUU4XhqH7atsX0AB61EmhJPjhwVb4jbV+6gIK01jyp8TJzC40+sF998McUeHZ2EVF0vWYsW69LebA9Pj7Cc2htF7ttwUbQtNEEql1IfEY/jrFC4d2Iv2MF0D+M+mYHExq9mC8SJTQ+8MEBLuTI/8BHTqGaxsByGpS9RwNnaN5CpPbbmTOM7d20x8jfeeY77U3vTm8+sBtRtNMDhffvaPJ93YJnf/3aJ23v2AQqG9tjK6Qqbq5zvCFifETRTr1FzwUqMwc0rliuRdCG+RFvYB2Xd1IDrrrQFvJUDAqnO/NQBgcpKoRUO7uujIi65aBqApjt1XXdANI+LxjANYLRLKVoELNZpEXScAV2uUZGC7qTk5FJDsPMRNRlOF7aAl4oNeldsQdc0Bs+5KPA0kCuNgqmIhkZMOffatAD9Nmtj53XWtLiakAbU5J0at4Q4N+H1NAxdwDQ1HJt6BTANqPMKijIBm+IIoDyhv3sZwdgWPE+P7Fx9/OwxavIotmIf6ZD2Ar6CZPoQGNnxR150XKQPF+NiXIzPjJciUtBaYb1Zwwz6KFlM2Q0j+EwlYj9GI5yNvIYTLi7ZulknJzAk/qj5BiHhtQfLOQzFO+TWHrYI41UTOlhL1cGKpR+hgN0eVosCKxazTqcrPH9u8QJvXL1lj0cCPkO1K70M13dtGHn39BBTti/nJ0u0r9ooJKBgaNy2OD2yO/ezT5ZImGoEZtARuhoiF700xmjf7uZXXttDwHCwbQ5xdGrP+7vTJVabPyw0JAzYE7hPhp+oFbKA4h7DMUqGtvOpnbfM9/Dkk4cAgC//5J9F7NnvePrRb2P1cMZj0/AqhrAkj63KCmuiFdPxAH2SdSIjoGkHnzQBDNOViq3Xtm2g2W5sjDo3b1GmM/uptQE7ld2dKo0PSXKR9EXnyaHzCqdnLCpOGzgoQBDRBk6tUHLejqZLPJ7ZiOyrP3wDw7FN2Z48e4T3HpAQdUIB3ZMzwNnp9UNoOBMggdnCzt0ZxXlMnkC84fQbJpCMWEUoIF1LXWi0lT3+nJJ+y48fIaU/pmgGKFigLR6tUMd2XvrDPSSOVekg+NtjGEnl50BiOTzKpgAAIABJREFUb0CCnW46cptIGwhSBF50vBSLQqsUpvMpmskAuiLVVSrEFC/Jq9z2cgGEKTDhCe9ds3318dYOosSGtc2y7LoTW5saOSeyiSTCUyf9bsPIxrQoGmqda9MBT/K2xOOntu7w+PAUZwT6DFmLqI3GHjUht7ZGCAiG2ot38ew7tkvwu8+P8OaxDSU1/SWbJIRu7YK0dSPElZEV6YhHEdSZPY61y5ejAP1b9rV+2sMJlZfee+8Zvvnc3oTP5jWU/kze8JmhtYFZ22PXSmFAEZJXbu8gJjX84Ik93q3RGGczy11r1mfo3bgJANh/9YfR69nzbk5LKHpTVlS/8oXCOHb07AQtGajrsxMsDrmYoMCU+IQp4eOBiaEoh9/UGiVrA2nbQHdmsh7ihLRk+i5uvBZjht/QXmdEYwIFf061pV6E/o5dqP2hfeDzozWUoeal5+EKF6/t197CYmXTyX/yW9/Gv+AxPz8lq3NTIAhdfm6gneFraBBUBI6xU/HhJ7+PHzy2ylSXr12DgGPXhnAEBFMpKOdKxs0k27uGgJiHplghPbbdnMGPvIGKBshLbLAhhsJwoXjt1ddxUjG1KVcwIRdW7UEHxEsUAlIwF3rBcZE+XIyLcTE+M16KSMHAoDEKm6qAoSzZaGsfghJe+UkDScZhCyCjqnKv67+2WM/s6ls2FTxCe71+hobkmmqhsDiigBRX1L6fouBq3tYtVoVd8Q8OF3g0s6vysig62zSfa2iUBkjpt9BLJ/ihG1by7aPnz/GbLFZ+5+kUv33fFrtuX7dpxM3dIULCZNdnKzxu3gUADOZb2LACbujgfPnNq1CMmkTW4vETu+N/49ETzKdE8X3viUXuLMjqEhGr/fv7E+CMYbzvYLkemtqe57v3voOvDm2U1vgBKqJFFzhDQX6/c4ZufB+9PepbVArGd4YrElMKrpi8xim7AOsVmZMp4BFtaPwQirgP1TYonbWeB4x4DwgWDJvWR8GUwVctFNNN3wDh0IbJxbREXdjQ3BQULBEBhLHF09Ys0WMqVfsGd59YvMtvPZ/BrJ3fJDtNIu86OqbVMDTJQQscPLTR2+yhxb2cnCxxfGzTj/FWHwlFeeQog+e6Q6KAZHSnGRWapkVF9mwzW6BxKVFVYFM6c5kWkp20S5dsVKwCD57TfYjHEJVD/c7gM3+SWQbfm+DzDGHMHx1+fr/GjStXzC//B/8RPnj/2/j4ng3lzlYL9Ni62U5DbKUMu0chPNqdT5kGzDZFF/JsygZ8G8IgQUxRVQkD4UI457oTAD22eSqVd+5HQQoYKtccmTVcNxBcsN47qDAlm3O1WqPpxC0ASUSKVp3dInoEPZnAg3BkucAg4QLR6Ap9Uo6Tvn3tyfEUa9ZGPAUItjKzWOLKtp2LWAZo+H0FHzbjmY5SvqxKHK/ssWl4yDL7oI/GGSJ6Jvp0oVkvGrTOy73QWFQrHqiHkOlBLwoQsy4TE6Jc+jUCLppRJhFre+POyhnyhf28dVWiJJOwJfx20Itx7Q0rzPvzP/dv4M5rVq/wv/yr/wVC5vBpECHtUVCEIKadrQFeZUdptDNCTUn5d06fYHZoF/Jn+Qw+sf+GqkNB4+PEMWLVBl5o/74/GMLvsw4iFBrSuadnNL0JJQTdx2o0qAgxn61zfPKhbc86QNbZ8VOsYd8/NAG29+3D2xvsomRd6cm9u3jnO9bouDy2m9TR8hQbChbLUYKJbzeDg9UGhw8eAgC81MPXXrU6pbd+0HbB9rIBqDeEqBH4kJYAj//ZCd4+sbWrDz84wN3n9jg367NvGWN+FN9jXKQPF+NiXIzPjJcifWjbBrPpIWbPHmE9t6Fcz/ewQxDHTpoiZU87n1eICUIxLLIMfQ8td6vA9+AC68gzAMPLUAq0TqKK6rx1K+ARPzLwvE6QA8KDTzKWp3q4R8MUKm/j8OQULb+7VS0ilsgHgQ/JItKmaFARWxH7hKIGwIpw3qbW2LR2Z/OExsYVTweWEy8GCTw6Wy+WFSJGhrr1sFzYXXwjQ0if1W7+20t8lCRH+aaFJtvRDyU8z9ncGxAOAmYPqAKNlorKhVYw7CgAEj6JNnGS4fZ1W7jb0OdTFAohzy+WAhUjjHaVo2anwdMKPr/bRRVKa2woUvLJg/ewu2Ujj3EYIHXzmca4tMNiqwM0GQ00dt7WJwoFwVuDIscxcRiyadDyHshc+8L3MKbIyvGy6uZrvlkhoYK410+RMPJyegQA0LKqnyoPhzwnKT3UJEcVlJpbLE8wopW9n6RgAInjk+f44B0LhX7w8X0EC1vcdXZ117ZDtBnJVaJAzVQiVTl8FljzaY5vvfPPAQC3qNeZbY2QJoSrhw2+PrFp7Cf1CNP/wxIB36lPscti7YMXNJ++iBQuxsW4GJ8ZL0WkgLaFOj3EerNBRFzBpXEK4Xb/IseK9YDQaFTMLyfMCxF6YOcGOTQEGSe9xIfmrlmrFilJR6WjQBuNhso+I9+HT8ivCgxKbqHb/QyHS7vbOsu31WrVTVyWBkiJqgs9DwlRdX7qd5jjlL4RSW2w4k5TlhU85s6J76GXklpb2cLROA67vLcI/7/23izWsuw+7/utPZ75nDvXPPXAoVtUkxIYUpYoxaYhylacCMiDHAOWYwFCAAN2DAOOG3rKgx8MB46dwEOEOAmQyEPi2AnBIFEkWYMlhaI1UM3uZk9VXV3TrbrzPfOe1srD+vauLlkUu+mu7gJ8/kCh7j3n3LP22sNa/+H7f1/R7OitEJbzGvJcMlDyKdN3JdaSq44dhmGTJIuCkJZQn5XLWSqx19IHSleQy6tYZDmmLnUGlqW8olkWYBY+96FNF1eUTZIwKgoGis87Qco79/0OPM0cKHnWiG5XJUZYkKoYky39bntlbYTRcbR7IX3lORLhSXZaLUIlisfjB/RUtj43WONjF7yX9Y23b3CgxqVsIUJYlpyInyO3BduCRJNXzPOacaukEF1czS0RhBZsLX5rCZWPimJDpMTtrObNCAPGwh4Udya8o+t04+4++7s+6fz5zzzD2e/yMnwdCRFV1pLJg7STGfOF9yTGk5wH5/2JfrA34fabPqF559VfA+Dq6IukA59UaMdt2r5Cz9WdlDL3+YWgOmJjTZ6C77L+tvZELApFUbC3dx9nS/qqAw8tHCnzelRZWlFdH26zLnq0VuAnWznXQE7LyNJW9aFtAozcwFmR4Zz/jljZvnaUENbY+cARi0ykZQ2xHrKqCLm65l3Yrx+Ifdg64lp/3oGR67+gJNbitZ0EbEofcHNHHZ6LnJObfuzZIiNXJruVhmyKyKUvOPB4lhMrZOoZQ7vGAsQhVmNPlgWRcMNxTTZiTZMhD4Oo1nHBhIZyWUNfYaas/Fzdldkyp6jqOVf0BNFNo6R5IEdxF+UZiZXdTpKUqWDO7ZZjU6Cu3uYIiWVx4/YhsZKfSbfWtiwp67keLzBizA5ahmys4yxirPAQmY69fbHHhu6Fy+fP09/wrvT6zia9kX/Qv//WOQ4FZjsRXvn4ZMH/9Yp/MMfjIyKFkL12l47Cn8PTCakqH2GuRbPToUZon44LCi02poTCqv6vUCt0MN/1D/T+3h73BXoL4oAf+vf/OACfuHyJnsKROkAppkcNV0exmWMqD7jKpnMunRFsvKp4R/Tz79y4o/9fJ5CsyuDCOeLgU/7nZ7f5/uc/AcCvv/w64eL9FRNW4cPKVrayR+yJ8BSyouD6vQcczyaM5EYfZDmFcANRHJKpvheRUeZ+B+6N5A4TkVvRi01t3U8DNsa6etdsNV1rVh5DjiUR18GMjLl0HXppRKVdcx7NCALvouV6LQoMtmnsKUGaFK0oashDxyZkoIamLXkMnY2ooQfrBDAWM/BGKyGW5mMi2q5ubtmbqwPSuQYm6zAk0ggojCXT67GYpmfzOWgnzYuCUJ5LZS259AawFaE8Mqtk1zSryFQ2w0FHqLnzax1CMT5vjXp05Am05db31nvcjus6a9gkdnujNmclhXawd8pEbnmqxqA4TSgUJhzen3D3nocouzLD6FyUxnFn6b2zRN/7QztrXPmEl6ZLkyFRS8ncuE9XGpvbO2d4VlR3y5m8kf09TPgrANz5VxP2j3y4chTP6PT8zk0QUJia3k0Uc3lJEHv8w8n8BOfqxKVl8sBjEiJ5W0kw50iiLqf790gUVn3305/m2R2/o7fbBqd7OVaHrhlsYZQQTUNDpXAt7C9w3QNdy4CzYmc6Sj2/xb5ps1AItvbrN3n6BzweZu3cp/j4F71n8smvvsPXxjd5P/ZELApFZbl7OqVtHE5PTUFJVLvoxiCWL4Zpi+2RQERKoQeAFXbB/y5oM2BFl91JIoql4kTVkovcEAlqmxWGSu3QRVHSXhMNWBlwHIihOXyYkW6Y23BUOuZZvqTQQ9iOKxJRbl/b8ovC2vY2A4GeBpFjrphz6Swd4fmvSIGoXC75vUgxeb7PTC27S1cS6WYiNET1Q19XGVohZb2AVK5p07UOSlUzOjFNr8FEXJSucKDqTBwYugINjaKIC+e8i76WxPSHPsYdCD8QByHIpV5ECalajkdBzAUt2rd7CacTnXOBtPrdTqOsZQPH8VhgsWUGevDmcc7xqZ/3ps5Pq3uR4doVP3ZS0RWEPOltENa09aEh1OKVqmW5t32GHxWXYtIK+V+++k1/bIucRBWHrLRUNXW91MJsBHFLOaFRj9NDn3+Iooh7e75/ou/8+/OjBxyoUlUcLjm/Jfq/yxfoqJIWRwGB8hKmps4vLaZd82OGBLFKYtGEtpJJwQIGgnefPfTfW3Xa9No+pHgwfYWTr/lcwzNXjoi6/jOf/cLz9O/6Bekbr3iw1bezVfiwspWt7BH7TqXo/ybwHwA5cB34T53z3SbGmBeBn8SDBf6ic+7nvt0Y1lnm+ZIkDinrXSLPWFN9NQ4DArmd3XbYuHA1XDRKEnpDoRVPA2ba8YIy9PhXoNfboGzXEudKAGULXJ2gCxxTEbB2UwvSXwhSg1FbZksunrW29pKxwLTWTnCORCv7qNfl7KZW/I7fddY6Q/oeuEcvLNk/9h7IJAvorfmd8Ny69xSWyyXLyH/v3mxMLrm1zDpydUYGScihdliBMRn0u5Q6uCBwGLm2rnTNDlBWNOclUb0+7HZxU78LxoEhzBtXiMvb/vif/9izmERaFDUrc75sqkQHWdg0TOUmpiOC3Kub6+yqQ7Fmm253IoqalNUkTDWPeVZyIvf5ZFFRyLups/7WBUQj7x20223SoZSmg5Sw1kwMU4JWXWLSuSrmbL7wAgB/cqPPUNoR/+2/+iqZvIl2ErKUR2ZVaeqNOgRKPm6O1jlSAhMbMLvjE36xrtnhOONA3ZUb62e58qxveOudOUco9W8TtTGKbwPph7pWilFZxlmLU9gRBhFJ7OdahjNiJXTjobp8FyWl4OZlOODO9ZcAeOPWbVoXPPHNyfQOOxelP/Ie7TuVov954EXnXGmM+RvAi8B/YYz5JPDjwHPAOeAXjDHPupqf/FuYwZfGrLMsddMM0phErm83TljTDZaYmKChM1flIC8xpmbGDUn0oBvzsJtvNs9oC+8e1MzIxlBovKooCBUnV1VQe9JEhaMUgKTGNpXWEgYPQ5vahU+jgPNr/gH6rmsbbK1L57G+sYuMWAIow1aXZMfPb2+Ss7bmb+5NhQ/3746JQr94rQUJtue/d3e6IKgVoEr3MINd1lWEjJbg2O12i70T3UgBTTjWayXEKk8aVRaWkwVBnS8IQ65s+xvpuQtbXN727ufm9gVaejinEkiZ53OmAlPNT4om35GEFaXIUHbWOgx105d1X0NRkqrCkeAIlM44npeUqp4UZUWq0uB3f/wKAOc+cY2+cjRJkjbXMgwtocqTEEMN2VaOh/aAUGWE0bVP8YUf1gO5LPjV6zcBuDGfU5Tq8xAbdCuOmaqdfavf43Zcs0SXzevlGz6MuH5zj0CL7cbVAaMdKZIlcUNFTxA0nJ5GeSATtDBanG1VNZUIYx2hNiKzqBqK+mHXP/CTk+tMH/hcjLWWifIvb929xcV7Pt/R2dwi0+bzXu07kqJ3zv2/ruGa4qt4zUjwUvT/xDmXOefexitFffZ9HdHKVrayj9Q+iETjnwf+qX4+j18kaqul6P9QC4OAfruLdRltAZNCk+C063RbLVrqkquCirl2oEpue2BjAtX0q2XFUhwJUdxlpnpz4ZYsologpE7OWWZiHw5dxlJApm7oGhd8mpQ4dcwlLSF2TJNkJwxCugLTnNvs8zHVkq8M+4wkC1fzAS6riEhz6nc6JKJmq6pj6gR+mnoY8dZTG1w/EoyWlDQRbDe1LFS1WJRVM5dAu89ktmw8rKAV0qll1bB0FY6lbUMQPKQ8A5gu5xglKDc2Bjx31SeqvvC57yGRK94NYmzdzakkadRK2ZBCd76YNa522I6ZL72rPV1U9JUonAhP4uKkORfOeu0PgPkyJ9bJ7aYJz1z2u+Kf/bEf9Me2uQbS6yQpCDoiJ4n7mLhGVLkmw980/C3nIC5NKkdL/Jif+ez3Manvh3duMlW4VatjD/pdImEsSlfS1jmcLCcUYzVPnfg9M58tuPxxf7ufP3O2wXQYDC6oZQ/B6H4wRtcmaeE0rgmDGudFEMNCjOXzyQx0nB1Jmw+PNrjzwDcQjt885nzbn4uzH+9zXeI7l89e4KU7nrP0vdq/1aJgjPlpfDfzz34Hf/tTwE8BpGFIGsCyMoRys8oA+mnNcRgz04PeSdNmAbCZYmdsw46TtkMWRQ3umbLIVd5yjkh+2WTm3axWYIkVGlBFpPo5IyQqpdSURBxIZaqoFwIMteRKGEBbiMZLGz2uiKJ9u99ugEwSIGIxPyU/9rFqO4kbfcUw7DBV+bIt4o7h9lkuXBF/5BvXyca+EpFGhnkdxuSWWO5lR2XIooSZADvpsEUY1SVJyOVqRwuLU6Ul10NqMAxU4vn0M+d46rIPGfLphLZuXtyiQYgutZi0UsPawLvth0cZByfKztuUdXV8TmdtL4MFoHxIJ7DEqmBk84pC4KU4ihrg2Hq3y49+n+8MPDP0x9OyASbUQh4OCeuW2KrAqaRqwuRhR6yIYk0cewEaIEjSBvTVO9/jqUueDOd4ecR1XZ/KSKd0vmwIUQtnCaXO5BaGfeVB7t/0YV4vaZOIYTYkJtZDGiRJ86AbE2Jq4ZeoXrADrwEKuMpiAh1n5UhF7prOSzIRCJfLmhA2YSKtyZcXpzyrqtvzl3do1WPEe4zLD4m41Rjz5/AJyD/mHvZfv2cpeufczwA/A9BPk4++f3tlK1sZ8B0uCsaYLwF/FfhB59z8XW99GfhHxpi/hU80PgN87dt9n3OOrCxIrSPXjtmlZFnL4eGzzuDddkudVBQZRV5RN7UVVUCqhNr9ad64XLQ6tGpatEztYuWUpObRK3IOtcrbKqcSF2EWl5T17qiEYRBAqtW8k4RsaYfdGrYZ6eckiejHNX+eX+2zqmwyy7em04YOPYlS3hbRx4567L/nhZhzFz8JwL939S1+4xuSRscyUFI1C0pP3ABN4tNhmCsMyqYZicIx52gk1ytbUjtIbSW7tnf6XBQb8CeuXEJ5Ng7v3GEutur89JhYWfSZhGWyccg4q0Fhhlv3PMx3uNVhtOY9na2NmL5eP1FVJ88KqprrwhisaNzWWzFd+d3t9XWeuSpaNaW/4iQi6fvzacIRJpXKtTUNxsUFFeb3YQEgxolPgdCBuCxaowHnP+ZTYsenhzxY+IqCyLMpyhnZXJ2dRUVH5/PUwOLYd3lOBSC6+vEL7Gz7/otBf0CSCN6+nDOXV9EfdKjELRqIJTvt9YhVoQp4KBJTGTCqqHT6neaeHN/3x3j77h43bvpei9tv7jJvKbSbHFEYP8Zv/sYxu+P3R8f2nUrRvwikwM8bjwD7qnPuP3POvWKM+V+BV/FhxV/4dpWHla1sZU+WfadS9P/wD/n8Xwf++vs5COe8WOjSWTplTSmVwNzveMuwJFbpMLDtRrorDR/Ci6OacTc2oLJSNy2anFQ1P2GsPMBCcXSbkFxbZmwdbTkVzoQYlbISG2IV3ZyqWzKMYvqK5S8NulzbFOItc5zuSQAmDHkQaifY86v2qNumkBjp0WyGU506TWO0YbP/wHsMv/BrXyPs+574fGaJtEMdTpbUBMepgY4YmWo4s2vD6XGm452T9nyJsxWUpDUTVKvV4D7We34njZY5lWr0r7x5iy11aCYuY3Tiv3uvKOjL22pwBcuCiRJnVXfAofIZi/2C+ypVDuO4gSlvqrRsbMnJVFDpbkIqUeD1zR7Pqzx7Zu0C1y5e8d+x7XfzOG1RKdE6Ob6LkUBP2uoTr/kSYFQERAOJ8ojpydo55ViluciQj33L4PjkmDsSy/363V3uH/rjH8/97t8nYSKmbaxlKah4HEakW0oKn/gxrq6fIxLKNkpTTE0bZxL6676F0QWOYua9rD2NG4Y9zj33MX8u+gPvyeD1RYLa013MQbmBUBJ65QKE7Gbhptze957LwfiIQN7B7x7NaaXvLyB4ImDOURAw6nU5nEzIVUte5o47UpfulRmDxN+Mp9kpWf7w7wBG3YSRkkGjNCWQ9PbGaECsJOH1B2MeHHlW4p6qCJMi96lvIMYSU3MxWiKpKxflkpY4CnvqFxh1Wpzt1WCjIRfPezfRFCUzCXxkQcBUSbf7GjfEIuJfzp0b8NmrzwDgOgnPfcqjmo4ErPryr/wOr0n0ZXttwHNKOo6Xc07natW1llCdnako35Zl2dS2s7LC6uYeDtpc3PYLRJi+C2chmrTpoiKS275cZvzuXR/GlOMJI2VKO2mbWOf2yrZ34Q/mSx4oSTgzx9yTOE2/G1HoJl4MB6iRlJGSj4fHBctlnRi0REr+Xhv1uaIH5Oz2ZfqXnvXXRBWQ2cED7uu8TA8WROJdnC4MG9Jj3Hr6WTbqv+vVHYk5xcx/9uTeXd687rP2y8U+D8SLub835eu3fArsWLtJGQ6I9JjsTRfkukesCbg48ItXdk2dodtDQi2mUeoarISJWiSCI5flKfQ9EcvFuObBbBGLkaXMlkQ1CKssKaUQleeWfKLk6MAvMJ/97rN0e34hPLh3m1uqpLXzkt851QZmQzqtOoR6bywrK5jzyla2skfsifAU0jDk2nDIIIJcKYi016crFNxsuWBXnPd5SYMIq7SmRcclZwZKkp1dY1vItk43ppzXuoRTdici2Jz47zq3NmKjXQuyVFSqbedViVXZy9mQ0tblN78j7Ax7fGzHr/Yf3x5x7awQdpFtYLDTIOJY+IXLF5/yx0nFjRt+l1vMMvLIf+9T5y6ycc67omdPRNr55jtMZ5JdK3K6Qkp+39MXeOmW9zx2J0tykRbUO3gcxySBmqcq23hTm+tr7Iz8MXc6BXPJo52Ku6DfCWkJYbixeYZW6F3c69NTqqImjrEUKn12R36XnMQz3B3vig97bZ66KC3QbM591fqTNCIRFDoUVqQ7jDjStR6f5HR7Qpl2h8ymquNv9knlpVFrLOQh2xc9celgo6SSm5y99TIH9zxfQnY0bshX4qH3GCyG/VdeBuDmzbeasvWpzbh6RuXO7wp4Vd2aN4THmD84YaCQqbSWuY4jbLU4f9WLA40jMUePc/p1CBO1MFaEvUnC8Z5PDk52dzk+8d7gzo6/5r2NHWjXZcgUE9U6lpZCpD2LyZJf/y0PAbrzuidb+Z7nnmdx7McetjsM1OF5WlT0dK8eFYum0e292hOxKJggoN3qMlrOeV3u91aZYcQY07OOI7URB+2AsOfdp1oFhwCWmY/FFyakkisdWsNm25+QN6qAStM9FLdez1bUfI4X220inbxsXjQVjiisiGzdlejHe/r8Oc4O/WtbGz3agraWUUJPNOPzWc6+WHjaYiPqJ2tcvOZDhuXhLuN99WBcOk8orH0oJaznPvksp5X/u3/0Wy9xqIf4qXMj1gQEshaOajYhxbrdIKKrGB8cFwSbfubKRQbCyceMGand+5w6LifLnHcUk967f5e1nrLzaYwRSKzdT2h3/GIw2PGgIo5PeLUWfZnN6Evp6ORowqJ+sOYFoy1/TDU0vbAZlVrjT5cZa/OasCTBDX2lIo6ukk2PdV4kP49hobbm2zde5lQLPLOcy2d9iDXojaiRQ6Zm0j5eMr7lQTwpAemmz1H86i/8C772278HwCcvnWMgPEUS1sIqFVOR/VhnKJXzsss5W2oNb0sI+fjBIWHsj6HT71LO/QJy4/fe5Jd/5VcBeHB6xIawFX/yj37Rz627TSTeyYg+GH+dqqKkFHR5UVX88i//qs6nf+0Hv/gDTO68CUAPg2QlqVqGclGzOtGEae/VVuHDyla2skfsifAUAhwtco5CGr4/VzoC0Uitd9usd71bZqOIoXaEXH3sSTXj0HtUZFmOE9q1MoaWkjmXzkAr8m+sz/1utrO+AZVfzS0Wp10ghQYJ2AkibJ0NFjnL1TPrpLlPADmbE0qUZrDZo5r73WPNhexIeq078Ltq0ukz0s58+sZrTKfe7Q7zkoU6Azuqrz/1widIe77mvXcyYSkOiKcu72BU555MLG/teW/jvnblytLU+TGGTXXwrXdTRqJ0S9qDpmoRSzehCB3dbSV219a4Ktd2+dQe4cTv3GE/psAnzC5c8/Jo7c6Q4Y7fda+/9RZGydjLmx3uKNF6ZWPExqafy9HSeyNfnz8gCPx4iTOEghKfOd+nK+q1nXaPtnZ6UwlhOJljlYA+d/4pLodSjJ6fEo19krCVtmn16uqDTkUrIFWyOkwcTtf3e566zMGen9/udNl4XHVTXWUMgX4OA5gJF1IVAe2eD8fGub/5ojJluOPRkUGrT+S817i+CV/4wo8AkGczegP/+pmr/j62ucVI98NEEQjpaN0EIxzNWj/kP/mPfgyA2zd9CLp2YYenjnx4dOQKDk79/G/uj1kIs1FWFrt8f6iAJ2JRqIAJhtJfIYb7AAAYH0lEQVRCEdcY+QqnVtG1Tpte8LAy0JMIzGjDX6z5MiITeikJLEl94UoIjHedzqQpduBP1JpixEU5Jlf3YVxktRo4oS2aUMMEJQS1nqH/rn4SEKoUtgwMc/UMpAtYF8zZxCk7KhNGykinrS4ddSX2pz3u3fAlqYPJASPRnXeu+RutG1guX/YP9E986fOcHPsFJF5PmR77ReHtWyeN8G4dW8+yCoXtmACePuO/r9+JWRv5BTKJKoYie2n5aMCHPtsC2Iy2GWgR7p5fJ6j8ArB392bTAt2P/ZzPPnONvjQqTVwwueNvzHQ44pK0Poe9EUY3eqDuSsMBpWDX3U5Mu+vP5/deGDaw6jNXRwQq6wWCKKeDhHju51G1KpQ+wUV94lrBa9QlFCy+kgvvyiWtrn9gJ5ObhG1/HB8/c4kHYvuytw85reHrWpwrLFaLgnWOQKXhylkG4u48StSdOTK4QrmB3NJSfqG7vc7mWS3ay1OsKhgdEbm4MISwJoxNmxyAw0P8AXJinvq0r8qsn/Hnan7/PsMtAbmmm4R3/HU4fXWXI3FwOhf8oXqjf5CtwoeVrWxlj9gT4SmEYUBv0MUax6gmBSEmdrXbDh2tpK1Wi20l+RJRkOXFmFDyZ2tRQFTzDdiSVui9gl5sSCvvUk5LgXuWKUJkclglWLHzlqZFW9utJW6ozpw+m/ZblHUd24XMtDsMqtLTmgHdzpKewoZU7mJgwYrDz04OCSX1xvge2Uhq28a77UFR0FY1ZGenQ1f6YMkg4b6aYNL2hLUNdcYJjHQ0zzkU7HheFow2vLcxaJlmJ42da7grS3WfpoHjzJr/7PkrVzECVsVVznzXZ87dOCQ69Um1qlRisChYH4l74ROf4naNrEoMg6EIY0rbgIGskmjtKGhEdAIT0ZXn8txnPsvklveK2q0dIsGqg7TWj0yxqv9nJyWh6OTs7Khpjor7bQKFCuj9qjIkPX9uk5MHWFWiolbKUNWOQRhxRX+3n+iaV2VT5TIhoBAzMCEtNTyFqpAc3z/APivsBQ7USRp0HG3haGivNTqVgRLGmIBK3q3LwCqhbS2YSvwUScBw03te7VpQyBgWR1IVbz+gkwvIFkAoD6uyFXFUk5a+N3siFgWHwQYJnW6fWCdyni1AMfC4qojwEztjC07nNbLQv5+dzBlqJr2gRV7H10FA2dJiEscMJHIQiGHJhTkHcuXSsOI0q1t5FwTqbajCh0Sv1tXkLI5CbmSxLEiQ654aOmN1CYZtOpEAQBKjDCOD0/susUTql66yiolKrvOpUJCbZwhqMs+phb7/bGaCRso8DKKHrcpydzutDmVYi7WWnFv34UNVHLN/4MdOegEbksYykTo1gzad2D+wQTslKEX+uhyzu+9j7rsP7nJy4MOcK0I/Hu7eIBC1em4DNjaU7ylznPgxizLnRCjLifQlJ9MFXd1+NnQNf+ToyjUSLb7xWtvLagFRSzoNSYUVCCmKQlzdMtpZJz7zrD4TId1gKvVUlCcTMrFFtS4/Q5wK1JSfMNA5irqv8417ftFzu76aZa1lqeseWNOQcxrjSKTNOVBY1m3lZELWlVlBqM+GDBsSlSDtYOrOzjpv4WxThnQ2aD4btxOKma5PHNFSCN0+70vc1XJKKdCXMRl3prsAzPO8oRVwzhKqXP1ebRU+rGxlK3vEngxPwTnyYkFhLbGy4qlNyLUbnWJJlH2fmQHdWhNRf59VUJUCNCWWSU2KEZQMKlUo4gT0fZF22lbQarT6ZiUEStqFJmi68iIHVlyJuVy5sKioBCktC4cTE29eLpmr9bHTKshq6u8zdSa8hdXuH5mU8dR7GCfHGSjBenjLVxMGZ68SdrVLhkOcVv5ZPmWZ1XyHtoFsh2rc6CSWWIrQUdJi7azP+u++dcyeNA83oh4nojxzAohleYZVSJD0uwRivp7s3Wb/jsdb7E3HOAHHSp3jKjdM7vld9e1vvsbRoQf/7JwZsSavocyWjGcS9lHC9HS6INZ1MAUghe32+aeIa+7GNGwo4sKaLCY2BEP1EWQON67l3KeEEoaxk1NsLeSo8KMsZthGiRpG53zSMYw2ccfeEyryHa4N3gKgL/j4LKsoRNTjnKUSJ0cUhxhhGiqB1NJ2n8oJ2j05JOr744x5SGpjXNCEIK7u8l3mGIHoDKahY7OFo5S3EUdtAhSOCKJuAXHvkB2dcrzn3z+aL8hUxcN58Z/3YytPYWUrW9kj9kR4ChaYGI/Kc9oxi6xgUTPM2IJJ6JM6Q1dyOlOPuXbotNWmUhy2KCGpkywlLFWjPSgXJNKpDJV4CYKA08NaJzGnsP50hFQsxLEfk5HgY8aWko+H81PaNbuwrciXfrdaUNLqKWY+gUTw57ZEZFzcIhj617L7Y4zi5c1zGxRzf2z37nqYdOfNm/S3hY6LDFaw3eXxgr1ZjWKsmgadUDkQ4yxG+YBWUBGq+3C8rDhWB2MYBqDEpBwCeknFgXcION0/ZCgegqQ3oNJccwxz7Zp7b2p3NQl9aWWeHN3n1dd8SfJocsTTSpSWGHJRl70lT8hlBaGuh4lgUgvRLOckm55DoXIBVtumK+f6bBdTMzUTYVVyNu02TvVJW1nKifI5iXb54pRC5clZOSHa9ffAcD3EpvIqQsOB8+col35kZl2jx1la59mAgbKqCJQb2Drr4c7LRYYRXdtynqM8JM4+1Amhsg1rF/X5WRbN9SOEQDmsqrIUE58/CYqAlqDQpTxXu5hT6LwcvbHLy3v+3skr25R7QxNQ2PeXU3giFgVjDHGYMi9zQsGOo6RNqC67KvQwT4DxwtFRq2G3uUCGQpiGKA2ZyhWtrCHXw7TZ6RCpMjCr6cnLsKnpL/OgoTuPwhYuUL+DaWHlf1lRXE2OT+moFyENA+aiVYtNycjW3YoVc7XqdgRz7sZpE4pE5Yy1de/u7u0V7Ao00xZYolosqDIxNOdLqon/u+V8zomSS8eLkkgPd0cajdPJnKnGyHL45m2PhXjrnfss9H3bg4hcbm6o83q4P2uYmovUNYtNf6tLWfoHefdgwut3fajwtTf8orD527/HC1d8lWVzfYu1jg9dzNhxfCRimMqwK0bh/XnNyWNoKSTIygKjh398cJ9uV+EBNB2KTt2uJBHOqks0i6jZYoLR+kM/2Y0bfk8j9uzFwW3mM98z4k5mVKq0VOEaRvdOFRZNK/aRFr9FUTYyAEEYNEI7xgbkWshKwdwHnZ3GxTeWBsZdLhcNzWAQxTgRBjl1Q1azJUaJzzAIqUQGYxczbF3tcSm2TgTXPJnlEqG/+f929zlWx2tggoekO85RlO8PvLQKH1a2spU9Yk+Ep+CcoaoiwiAiy6UyXM6otLPbytKOan1BSyWkYM27f2f/kFA98f1un0SubydYI9buMSsCUu2EC2lGOlc0rM29dsyyqvUDj1gKQbdsVcQifxUwkSxbUlkpXmOotKvkRcypEqKVs3Q6tVS5at75Cfsv3fTzON4lMh6bEPQ69EK/+5/f8jX/0dULjXRBOV2SF7Ws2nGTHA2MoZSHYevO0TAhKuskW8Rv/Euvn3g8OWUkte7pIgUl8Kq87gYFpMZ9srSk637+J/OMUqXfs5cuMbX+3N65772Hpak4VlJus9uiLZqzw9lhoyS9cHD7wLvzu8eSSHc0upRxklAYhRe/8utcfsEjKFu9DVy/Jpb1ZkwJzp+jajHG1GjCTtwIuNi0Q7ChBqxTdTXurDOSZoMtjhp1+fmdfWzmj+3o4IijsRTE1WxXVbYJGcIgbPg3rLMsRcO2FOTdrC1BWBiWUBaCZk+DRv07jFoPaQTrmKKbYpUYLGYz5ifeCzMup6OmqzBu46SUXZZSPy8Kbu35MuS/vvEOC3lTQRARKxzJyrIJJd6rPRmLApa8XGCjiEIumXNxo+1YVo6l6r9jQirRV6v8z9FiylChRrffYXPd3zRrvT6VusUWxRSnFuBSVYaTwpO2AKTpBkYt0mGcNCIjqQtwEke1qnAczDK2hjX0ddl01OEsTvyJtGGhzs7y1Gfk87dydtX2vGZCzp31F/za+W2C4SUAptIiHL9zg1RwbFtZCvH5ZfM5rbhmrg4aX29S60QGEWVNkx+UvHTdZ9N7nTbDgbr62i0io0x2DSBqB0i6EhPHjHVux+NjMhE2Xr7yNC88/2k/Vd3Es+MJ+xN/PQ5PZ9wRBD20lrFyGMPAYAQY62tBP1pkjNV9eKnTayo7v/TKG/yAcjsf+9wlIs0r1zmOphVhV+xWxznJWb+wVvuHTGrilHFFd1MLrhbLZGurCSXyRUmx9Od5P58xWPqF43CaMdNqUSnuN9BUA4LANKIuDkeuUOP4RLmFjUtELeUi9g8IhLOhFVJpgQziiEqbWY17IYiJeqo0xTGhrk01LwkUxhbzIxADWL0pFEHFXB2qb48PGzhzRdmEAAYeCtHw3soQq/BhZStb2SP2ZHgKxlDEKWWeC0sKhS0b2jVMxlK198rNyJx4BbWzb8YxQ2XyO0R0cnH3Hzs6qlPHQdo0D0WC1C7LMZOylvAqyRVexEGAKYRujAsSfFLRKDl3tFxyT0nEbmxYFx/grICuMuM9EuZKmlZ3xZWQTYnHcodTuPFNv4sH79xlXQ1DU7X1dboR0YZP4PW6bY7lQd0/nXMgD8REMTWNtVGolduMUOcnqSqm4oQMo4fhjzUBoTpGDf57U0rCrryqqWV87D2arAiJFRL0XEkojQujylC5OOGuiGNePRhTCI8w6oQEp/447s3mLCZSmxae4ngJe4IaDwZJIwaTOItoJBhXJ4Sl9/rCaR0adImX/nqU8yXL2/44T2/dIDzx3pTZ3iHLhUwUcrNrR8QDMXTPh7x+3atOZwd3uChv4ySLeO1EoYB5KAtYexuVs0Thw/uzo6TqxtNeOKfdbxPVCMrJAwrhMFJrIXqI7lwoIehm9f0IZOq6pUMgApj86LgJV3ZPjun1/XH0pGKe7Zd85Xd+x/+cFQS1Arlz5PKwkiBowh+q9xZGPBGLgnVeYj107zpuZ5qH3gUwmyuTP+gxUi9CqxY6mc6aTjYCQ6AuuiBaMp3XQi6WoYhDUDUg388aYs8o6JHqxrRxTKgFIHJp01dRCGa6LCyngiOHww6ofJmmISj34QpIa6pydQC6YkSv78fI98ZcvOJv+Li3RhD47xvM6oqKI1e+43SeI4IlgjQkVA6j1QmhrLvrdLPmhkzAHRvYJnNeVhWTY5XbdhyJHu5Y4KXAmqYC4CgbuvTBoNNkztMooK/uyUql13PtlO1zPpN/4dZdXvumXyAOZwvuzLybP80yspoZqu4jMIalwrl3dk85s6Pehxe+l9GWrz6EcUSpEKMGMUVBu2lld2lAoZJz3N0iHEl2fmObqOZoD8WNmM2JAwnTxjMClbVPZhVn5v5cjLM5+xO/+NRxuIOmdToITQMmAkMk7sOOWKiwGU65iLgzagBwJk0IVTlw1mG0Wcwrf08nk4pIFVmTxswXKr9mAU6SB5PDyndQAoNYrFfFdV67fROAwjli3XsUVZPDKLB+YXgftgofVraylT1iT4Sn4PBKz0WZNTt+WeWUdWOMtcyWNZdgQS4+9EC7ZKcdkdZ991FCodW1qFKMmoN6owELJYZv7XqXc+Jy2tIiXFZznLrMWmFCoO5KFy/I5AnUvfSBdewpi16FhjNDiaWEKaXcvXFe0hZ0dVlXJ6bHHB36zPF2O6boe7fTJpZEPnMuSfp2d8D4RF2b44yw5n2wGaXouBanBaEgtkacDwDHCm1smNLkQMuSpRq3FrNjqqGHP7fkKVQLR6Cdpt9qYbr+mDcuXOHsjjgiTJ9A53NL+A/bCWiJbCR5800OjnzS8fTtU2aiWJtmjr7IZerGwI0y5oHc58O8ZEPXrBcMaF0QhoCSTOc8ifx1KswCFD5UqSFSpWn4zHnyBz5rP9m7S6Bk3WzmPbDJ7TETya612zFl18/70tYzjMWZ+I2bdzhRNaao8QiGBmwUuLARrXHONfJtlRLR2XIM0s/sjwYUumerKKXU/GxREA2FSRj7Yzh+7TWCc56oxrXGzO7577Bpl6jlz3O0GbL27DPN9QP45V/6Nd4SpZ9zjq44NieVpbJ1s5VrsBXv1Z6IRSHAkVJi0jZzlXeiwLCo3eC8opLbNs8LEvHYN1n4KMHK1S7TgAMhCIfdpMkQuyTBKRafq4y3XFisyjtR0idt1dqUjkoPkCtCWmmNSNTpcjBX7Lw+6GDlRiZhSFYLm5qAqVqYayRaUUWEti5HRXSUne4Mt3BiLIoFTCqChFhotbDbItJC2IsjepXKTRHkWjgjhVLhvKTUzZjjCOQ6ujKnEqhrUVRMhMJsi+8wDLs4hTA2tMQqDZv5MSd3/E1qugOGPe+6Hqv0s9ydYCPfWr376psUKptZY5hldc8ArHX8OeoPdH5aMdUDn+84mRekirkHT3UYqbfBVlkj4poVHm5p5xXxwPctVM6SjsSpGLUIz3oC1qDdgYV/cFItmq1oybZa409nB1wbqJ140OLGK36MN6bLpqcj1GJkXdWI1DpXNaGUMzBeqAomDYyyWBDWaMTIUoohy7QCSuV84k7YkNEOr17xr8U90vrczx2hkLAmjUGcnx0iYm0y19/yz8iXX32VuRbWTqvNoCNUq7EsF/Xz8vDZea+2Ch9WtrKVPWLGvc9V5LEchDH7wAw4+IgOYXM19mrsfwfGvuyc2/p2H3oiFgUAY8xvOee+dzX2auzV2B+trcKHla1sZY/YalFY2cpW9og9SYvCz6zGXo29Gvujtycmp7Cyla3sybAnyVNY2cpW9gTYR74oGGO+ZIx53RjzljHmrz3msS4aY37JGPOqMeYVY8xf0uvrxpifN8a8qf/XHuMxhMaY3zXGfEW/XzXG/Kbm/0+NMe+PpP/9jT0yxvwzY8xrxphvGmM+/2HN3Rjzl3XOXzbG/GNjTOtxzd0Y8z8YY/aMMS+/67U/cJ7G23+jY3jJGPOZxzD239Q5f8kY8y+MkYiHf+9Fjf26MeaH/23G/qDsI10UjDEh8HeBHwE+CfxpY8wnH+OQJfBXnHOfBD4H/AWN99eAX3TOPQP8on5/XPaXgG++6/e/AfzXzrmngWPgJx/j2H8H+H+ccx8HvlvH8djnbow5D/xF4Hudc88DIfDjPL65/0/Al37fa99qnj8CPKN/PwX8/ccw9s8DzzvnPgW8AbwIoHvvx4Hn9Dd/T8/ER2vOuY/sH/B54Ofe9fuLwIsf4vj/J/DHgdeBs3rtLPD6YxrvAv6G/KPAV/AcGAdA9Aedjw947CHwNsojvev1xz534DxwG1jHQ+u/Avzw45w7cAV4+dvNE/jvgD/9B33ugxr79733Y8DP6udH7nfg54DPP47r/37+fdThQ32z1HZHrz12M8ZcAT4N/Caw45zb1Vv3gZ3HNOzfBv4qUHeobAAnzqnx/vHO/yqwD/yPCl/+e2NMlw9h7s65u8B/BdwCdoFT4Lf58OYO33qeH/Y9+OeB//sjGvs92Ue9KHwkZozpAf878J8758bvfs/5JfsDL8kYY34U2HPO/fYH/d3v0SLgM8Dfd859Gg8rfyRUeIxzXwP+Q/zCdA7o8m+62B+aPa55fjszxvw0PoT92Q977PdjH/WicBe4+K7fL+i1x2bGmBi/IPysc+6f6+UHxpizev8ssPcYhv4jwJ8yxtwE/gk+hPg7wMgYU3erPs753wHuOOd+U7//M/wi8WHM/YvA2865fedcAfxz/Pn4sOYO33qeH8o9aIz5c8CPAn9Gi9KHNvb7tY96UfjXwDPKQif4pMuXH9dgxnNs/UPgm865v/Wut74M/IR+/gl8ruEDNefci865C865K/h5/kvn3J8Bfgn4jx/n2Br/PnDbGPMxvfTHgFf5EOaODxs+Z4zp6BrUY38oc5d9q3l+GfizqkJ8Djh9V5jxgZgx5kv4sPFPOefm73rry8CPG2NSY8xVfLLzax/k2N+RfdRJDeBP4DOy14GffsxjfT/ebXwJ+Lr+/Ql8bP+LwJvALwDrj/k4fgj4in6+hr8R3gL+NyB9jOO+APyW5v9/AGsf1tyB/xJ4DXgZ+J+B9HHNHfjH+NxFgfeQfvJbzROf7P27uv++ga+QfNBjv4XPHdT33D941+d/WmO/DvzI47zv3uu/FaJxZStb2SP2UYcPK1vZyp4wWy0KK1vZyh6x1aKwspWt7BFbLQorW9nKHrHVorCyla3sEVstCitb2coesdWisLKVrewRWy0KK1vZyh6x/x9ZtI79MV2SAgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4710/6331: Discriminator loss = 0.9597 Generator loss = 0.9866\n", "Epoch 1/1 - Batch 4720/6331: Discriminator loss = 1.3427 Generator loss = 0.5566\n", "Epoch 1/1 - Batch 4730/6331: Discriminator loss = 1.2209 Generator loss = 0.6430\n", "Epoch 1/1 - Batch 4740/6331: Discriminator loss = 0.8092 Generator loss = 1.2932\n", "Epoch 1/1 - Batch 4750/6331: Discriminator loss = 0.9226 Generator loss = 1.2626\n", "Epoch 1/1 - Batch 4760/6331: Discriminator loss = 0.8680 Generator loss = 1.5794\n", "Epoch 1/1 - Batch 4770/6331: Discriminator loss = 1.2970 Generator loss = 0.6140\n", "Epoch 1/1 - Batch 4780/6331: Discriminator loss = 1.0896 Generator loss = 0.9015\n", "Epoch 1/1 - Batch 4790/6331: Discriminator loss = 0.8273 Generator loss = 1.3762\n", "Epoch 1/1 - Batch 4800/6331: Discriminator loss = 0.8950 Generator loss = 1.0476\n" ] }, { "data": { "image/png": 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ufk8wFHeuOTZvPo0O+NG0Mh9WtKIVPUPPh6ZgDFEY4mwNXvhUFgj8F2BeutbZg/H0VDX8U29tAXDj2gvEkcTBw0Efr87D2AU4VYP7vYxQJUndwJIBo6ZB1EnJ1IO5dIEgIIG8dhSugS4LJVHcmjmYhFhNFGM8C70qDAP6I+HodxR7kGCIuxp3Tyw2VtUWWnPEtKLU4dWcsUHEWLWNP/OLf5If/g9/B4CPTx4Tf/A7AFzbFjPChVD3xbnWzVJmUwXKUFOqJz+OPBuKiqRWEJONiRRk4WxA0Thr05iwgZMHnRYX4eeyxoF17A1FW7lYTKk0KtFJDKFiHWY5zEuVsCpLbQD7M8GIRCRY9aybwBJ1ouaBBLlcv70m6vX6WpcoFTPBhp5AUa2mFvNNxmRaRKNzcq/AVJfQZ1NSLxWRWZUYdZ9G/ZAoljXIFL16fjbH61sSBpZI5ahAkRt4e+ME95fwbzyFarqhgb6aK3/pp3bZub2u95M9CLpha8f5wmD85ZijoVxTFVNSdXi7vlz7wtbLjMYScSmoeHgiTuWPji64rwjX/Yv73GjAM1+QngumYA0kocG4sEXHBTbANUAY759CfFmuqdf+1RtXAOiMOriF2p5lAq5BG6atamttTKg2Z4N+jMKUpcKgKzyB2vDzeU6gkY3ldMrMihmQJM3fjKhxOVe+tZcBrCIB4yjm1hVREztbwhyqICXtyibGSUbUUfOhrlufQgN7t1HY5jt4anpqZ7764lf4+bfeA+A7jz4jb8J3jTkQd4jLJp/jEqQU5gWRmmBJp0MQqkdaIypbARh9gRIcVk2fTjqg0rF5A58fC/O9eyAv9MPT05Zhh9ZSqJngXUTSmETeU5QKO1aAVI0jUQZSejibqQ8ntsRqmyc4we4Dm4q2XOt2SBVEFgQxvm6YjGncGWIy+AZkJV+5eolR5u7qEkoxbYrFOdbJ2pnTfeKJzOu2nrHFbM6pwhtHsSPSDfJP5V00uQreXTKIMDCtWbHTjfjaSNb2lZt7MFM48g1FGoYjvJfnOT9r0Z0mybFGGHyYGqz6yuKe/HVlxM41ufbnB1mL3X5w8tt88kgYxKIo+eTTx3wZWpkPK1rRip6h50JT8EDlDYHxgoYBTBTgVO152ncaRZa9kahUqYJ0qtIQZeJtNVQsVcUNkwiL4uGDEKNwZa/ONV8vydVju8gXECuHjhOsFenw4HRCHKnTcVM5tKtoAhK1jTEqjmITUJgGI+DZ2xWtYD0WTcG4nLqJbZuKpEnaCbjMxFRklnW+dXCCwavU3dzLePOtNwGYFUuMSluvOAUfL9gZiQa1MKZ1dlVxzUA93C40FHOJPnRUde5EIbtrmuNhDFkgEmp98xqDPYnjFxhKRXt9+olI1F/+l/+CUNX9i/OQh/sioWZ5yagr+xPHEUGu6rGGjo4uLkjVgTnJCwLNUQgwrbvOW0uiEaY4k7GZ2rX5EDZw+EL2r56f4xo4ehhiK3EaN4mD9lKZwy/neJ2HrRxVLfcoJkdyBoGXVIp/fDylmIppc2qgkz5lojR5OmpK2iigN5LzlmEoZrLGSSdjcE3ObB3HLKycs5iR7tkIs5T1rGuwpYzHdvrUDSgn6eCt7o/mz9TuhFi1io0bL/ML/444FONxwn/9P/0aAA/251SNk/cL0kpTWNGKVvQMPReagoQkIQtj6qJBX3mqBgVmLVY5+DhJ+PnXxOmWaErzfD5lNBKp7CrXovHyqqQ8FvvNrI2I1dfgOqoxBDF1k4ZcwVJhzkmSksbyvckP2VcbsLu+oyNzhJqOGhkoVZepqdtUXxdAUquWolJwNi9Zqgcvy1LcU44xp74Ir3zaR+AXjc3tqBWNWNcxW5syjtJ4YqNaj/6+zEtsKNpKh5SFakL9KEDdJCxcSUcRlBupaDHjoKSrGlTWyRgPJVzW66eM1Dnq7JC1a/Lst9+S+b94/SpPZgKjLZdT/v6vi+Pzu/cf8eRUpHU/vsQytMlDZYXX45f7shXpG50QXzQ+CkOiEPFEnWwmCJhrOHSeWzpO/7+0aHIlATWVEwkapBqGLAvQ/a1JqNRRmhvL4ki0rLOTBYGuZ18dmNv9jE81KzFwgmoUsm1djr76OzpBhFFfTFEt2/N7Mlly92P5/Mv2AW9OxdF4UyX/9WsxoZH1DgeOspRnTPaPOJ71dWyfc6Za6J0t+X2nN2a0pU7XeU5PQ9w/++6foT+Tz3/zl36VTw5kfjO+mMbwXDAFDxQ1pLFvU8tq54kbDzI1rmzy1D37mnL6a/9Uqru9fn1MuSUOsNHaiPlMNnHuDQePJTX6oq6xVl50p86rNM5YhOpFT7vsbEo0g0nO2lDj7d0YjmUxK8UxOGeo1VlpfIBvaggY2+LhB9mQbijqY+iFEeTLGYtz3Rh3Dop16G+tYzUtu1aocTkvmS9knqWH+VK8yXUcsn5N1PlBP+R0X17IoUJ1D04uSObyu+1hRF/zNaIsIVDmlRU1kZpKmWaXFsCpvrGPT86o1ZF49eoet0JZt62rA5pkkayjkZWXrxB8IvP/5MTx2kt3ADivKg4OZWyz+ax1IJeNUzIMmaqzzzpH0qSVBCk+0OzKAGJNKVwo0/jo3iET/fyd+OFlmvF4yM09gfbu9hIG6/KSbb4pzt4o6bE80zobn9/jvmbHfvjpZxw/kHpAaQZrfXkJ+z1Zn71RnySSeRTet5GrQWQl1Q+omigZFbNjubaqStpqN1HAhWwvHz4848MHgsl4656YWn/8nZLbrwn83SYRle7T3e/e55f+5YcAfPv+YStQXt6QtX/71jpf/4qYkuvXtuh2hVnE/Yidl8SUeOfNl5h9V1L0j840z/5H0Mp8WNGKVvQMPR+agvdUdYVzYZtrjrHM1UFSPIVTmC9r7j4U6Y/Gtj8/POaWOrW++uY1Qs0iK+KAU00o+e7+MZ+dC+Kr1NhVbS2JPnDcs7x98yYAN3c2iCJxtN3eHPNE1csPP5UMP+c9TpF2gXF4dZiV1G04ba3TpzwX7eVbH0jWeD8b4mYirXbWtpmsibS6M+jTX1MtRkOM08WMz+5+Kt+5kFDz+JMU1lVS7F2/zv4jkUzjTKTkPHUUWqfg9CJuEvwYB4aZOmALEzA5kopLhUqwW4Meg6HctxtZ7p/Jfc/OZnweSwIOkSHSuQZBU84t54efiCRaLHK21Vn5b3/tHc7OZZ9OHh/w7c8kLPbpmWhbnSRkrhgEh8P5JqxXYhqTwTsyTQ4a6POmoaHfoDArONRQ9MXiALvQalIDwxXV6tZekuzDuL/B6Yns30cPD/i/f0MyNCti0kxNDZOznItGllrZ/0EvZFPNp+NJ3ibC+RqKphybmm7W27bMnTWGTJ2kd7YHvKiIxVdvbuBUxdgeNY7yDvlCzlOaRlRe5hz119hbVxh3/2V6QxnTmmqVN27v4jWM7lxKrQ7T2KVsb8jz3txZ4/xETL7v/fAJX4SeD6YAOCe1A0vfpKPWLFXTLirXhiAuqop/fl/Ur3UdfYbjcUdftqs7vPW6wFZzt+Q7FwL3/Ae/+4ip3iNTvPy4m7YFUA4OC8JKbjjo9tnclMU+291mV5nQDx7LgTH2qUo6NsA2TGa5YKKmxF6nw+lc1OOTj+UF7GQdCj10h6MnxCOptrTz8uuMdxrPsozn0f1HvPeeQG2XM8eNO7Kxm7vr9HpyOG7uXeeznqiXQUcOa7qMmc+1CE2wYKhe+14a4pt4PFCpp36RK+MNQo7O5GDOqdjdlQjGzmhArlWaPnt0n76q64kWrMmPjjEKn7bhAKNFW/YfP6TUyEAVxHz9xZdlLh/d1b1x5Kp2mxwCha5Pcs9Q5xJmHbY0vThSr3+xKFBLkpmr6Wh838cxTiM4Z6cLlhf3ALj2uqx9d+tGWwrv7MkDSj1c3XGXjoLIjo+OuDWWF3JbS8WdLAP0v6kNLfChCgMqNaVMm+/v25yRLIqINEX68KLgdCoC6d5kzo4+400jjHyUPCH5SNZq69ZNrL7QxXyKLgUT73h4JIz6SCNOD4+O+NobknK/t7WOUV9LVU3acoFXX7lG/8kFX4ZW5sOKVrSiZ+i50BQMEFlDXTlc2SAMzaXHmqdKmmG5UDW4rzDao8pRBsolE9h5548B8NkPvsfJuRQuPVrUJMryG5RbHUTkKs0n8wXzuai4t7a26cbidBzFKesjcVplhxrbdou2orKvHaFK3SoMiFT1XRt0ODo9knEOJOY9uPU6N1SdPf/sMYFmEZ4cz7h6W6Wm4hFsnJIOROo+mR9wpSufk2zAeCz3+6lvfIPTT0RTONWqzTs7W8w0icbnAWidSGM8kaqzUeUZbknG3WdHonWdnS84mMg9jmYz3l0Tx+Ww08MuxSFG6VvzptRs0NxU9PqyPmczz3vv3ZM5nTzBKNw8dDnXd0R7u7km1+5P5jjNylxkvk0YCvySXIQmNiqoNYpQaLTgZLbg8blmO9Yxow353e2Nlznryufd4pyjiUjmswMZ+3aQUiwaTSggUGj2Dx4ecXCma+Tm5Oq1zwYaXRkmDFQDiTDMVCsI7SVisa0UXjsShatvpXFbaKE/SsjFmiFxJaWRZ5uBmAHdaMRc17ieTHGxzC+2jqGadMsi4rffl70OO+IMHdUzolqK72ysJdx+4Y6uW49YlA1uuoiOfapC9heg54IpAFTOU1YFplFerGmx6s77tpCFMdDThV9TmyyeVry+K5t57cZVMHLYNva2uHJdVLSXPj2n1PDUaF291NtjklxUuUcPv89UwVL7R4cMNd10ai6Lwo76GiE4mLcgpCAMUHOXJO5QaUHP0+mk9Ve89vKrAHSu7vDai7JxB8ZSWXn20ckxdXVT7qce7U4/4fZ1yWeoogHdsfgcNq9uECr2f7R1hb3X5N7Hv/ltWZO1AYNIDs0kXzJ5IqdxEUfYQF5oYy2zUAY97DeZgwFDZayDa7fY3JU1MhgSrWJUBudtWrNXGHHoMtb6wrAm1nJrR9alb3PWhrIn1fSUV66LN/zhUMaTHh0zeyRmWVwHeA2XuaXBq92ehAE9ZZJpR87FTplwMVeTJzGsKSDrhVtjbm+IOeb273M8kxf9YqqgoGpOon6njfVN1tdkPOnmCeEn4vMZx+uEtYKemnLqQcatLZnf42XNQsOFcRxcpvM35fWBQCM4ndiiQyYqqzY79sXhOsOrynCUUUblAqaNf+KIpJT13hjGLBdyRtIy4pU7cv1AK4jd2rjG3kg46HjcwzT5M4mlyjWfI+uwvt6Edr4YrcyHFa1oRc/Qc6MpGKQZSazOoNpYanfZT6BxnJjKkSnwJlB2fj1N+OZV4aLpbMH0I3HQ9W7e4pvvSpz6StLl/3hfilNMC016cQn9vnjq337jGhuaYDUaDymnsjSPH93nUy0HvlD10xpwCoQJTUjdlAyrloSav390PuGaquDXrgvYaufWbQYq8bt37nCqenLc7QDNXOW565trmBdkPFdfuEFHgSnDtWFb8Tog4MVbrwDw7d+RwivzuqQzUgl2vqRUFSuZTXFqNy3rkk5XJNfNq2JG7PQz5iqttm/uknZFbU2qkGome3Jx5oj0HqFrgBqOnoK0bg9SRgp5XnYTbCDrtnH9KllXex2oWnU+OWGsmYOnlSHTgisz+1SmYVVjFFPSSOCrawNSrU68yHN2r8q6vHV9k2vXZL3OzClnc1nnnlZ1jihY35C5vvXCEQ/2xXn6bmedK6GYdOONmDXNwN3dkN/NTg64ck8+7yZTPtZK00VZt0lxTRGWzAQkqurFBq531cnbj+mq0/ErV9fZfeG2rMWGmipFRJWqqVUuiZuanuOMUU/m8eg0J9Co2npHHM0b6z22b0gV8Git0yaP1aWn1n4exfmUGwPF33xBei6YggccRsJnTaUkC75Jt7WGoEE1hQbXFLpQn8KbuwNuvSkHwp17ci1gmW16tm9K2vLwyg323hZP7cGnUpgi3h0witWuGw4Y35KaiMvlGWf7EoZb+AnBA7FPTxVMVHmPowmnQdRgVLBtwUwq2Lv9IgAbV0StfeXmFaomfFk4OgocsqGhKpqqToqjx9MbiRrZC0NiRfc4XNtPgTCkq2Cbmwq8Oq8tTisT9cZ9lhLVpHBLjKZiT8uKTHMs1tUfsrW+Tn9P1iIbj0HVZNPfgK3hAAAgAElEQVTvcHAuxVCCakGgqnLQhL8KR6aRiGF/nW0tcOM3tslnYh4kBryO+URrac6LWQvSCTzsrMvvvnP3jK5CL0sTkuu6NOjBXpTyzhui+i/dnPWxzH9zfUQUN3U6c9bUVMjUhKuXU5yWvo96HW719UXJBly/LvNzywtG2qClyf0oz6eYpqNYN6WciDA4K+rWvG3qiiZxRNYC42Kuqvl0e9xlY1v27/aNHfrqz6nmck5N4rCKXjWzOXFjuvhzjDKpvStDNq/v6Di6uiaOIGk6gzncQvwS1cWUUkPffn5B5bQK7ReklfmwohWt6Bl6LjSFwBh6kfTmm2v82Ft76cwzhoFKgVfGQ+7sCqd8Q8to9bZS8gPhuvk0J9WCI3a6JA21XLYLufqGtCzbe/td+f+qItROQlGUXXL+sqJWR+ONFyO+o12kevsKE3XnLYbflwUlmgtfLdvy5CYKub6hHvdtkfgmsSRaV6BIIrqhqOhRaqnVNPGdprxY0OZ2GGdaD6R3rjWlXF22GYNb6yL5osmCPG9KsEUE6lx0i4pCMyIXi4Jl0xNRC4FkdU1HtZis9qBO2aKq2uIlnTQl1hoPaL3DiAKr40kjB1q5OgwslZUxVfkxS5X4w1DWai3r0qslft5PA/7Nn5DOWO99cl9LnUFZVCwW8rue1sVYFDV5Kftwc32L3pasbRYF2Fy0u3K2wKgZlqjcWx7ug2pQWRyRKEzbdXp0UxlnvhwQKETcq7N6vL7B7bFGTM5y3n8kDkxoUc5Uek5dVROrs28YBGwM5PP23pDrA3ne5s46keZVzExTry0FBWmFlaXWpj1hFLc1FIIswSguIk7E8RnEGxiv4y2mVFoLIr9YYkK5H7ZDUHy5Go2/b03BGHPNGPN/GWO+b4z5njHmr+n3a8aYXzHGfKR/x7/fZ6xoRSv6109/EE2hAv4L7/3vGGP6wLeMMb8C/BXgV733f8MY89eBvw78l/+qGxkjjWPPl0VboDXwvk0oCUNDrKGpOHaMtKnH/VOx9d/ZutX2N8idYaL9Cr2JMJpZVs8XPLgrcd54TeL8I2/ZfOddHUOA04zCellitLlKbLrc2pQMzEcaz/72w3Oqp6rt+EJtw7rEt76GmotKJGHTEDSmBpX+xcmEYaJdp+MQ1+xE4y+oDc41cXCLVwemd1x2mi5qFur4Gij0+aKGQFGHi8mcNXXmncwqDjSRLCp9a6sGTfPbco41olUFscGqbVxQUtbqXIw6oI7EWpGnxpnW4RYEhqyB/yUhtUKz50WM1VZnaKhsdzTgflc0sI21Pj/xNfH9hP+7bcOBOZ6ZYhn66l/qRyWl1o4o1wdtGTs3v2j9OVWZM1gTaVqpo45OF6c2fF3klFakamgg1h6UNnDUsfbh1KYw5xdzSkU3FtajCbbUPNU/tmmCiyfW/Y9cCU3G72xB3vQl8RssFUIeKrJ29tlnTLWhbXmRs9704kgtiWJVTJFQKIzbaxHbeC0g1Hi5y6cs9XxWvgKtFoZfEMT/msqxee8fA4/188QY8wHSgv7PAj+nl/2PwD/lRzAF7yXWK17npoQ2bWNTvKHbdGQqan5D1fk1Xehvfv1VNm5IvD7oxpS6wNlwncGOHLayLvnkH/9DAN77NQF8HD54xH/4F2WDdt/6Kqhzytg5lZYH66QViTaUuaH4hqq6i2lUeApqzXYs6/yywSoBseZPNOCW2gbEDfT14AGTWP5/N9ljcaEFOYKm72TclvayGLy+mJX3lNoFerJcXkLB9RAE0ZRYx7aoPLPG73mRk19oGXVjsZoF2FR4NoQtxqIsfFujspzlLDV1vN/tESgGIu1ribkw5XwuTDjPl3TWRBU39RwtCYnxjmopY8q1hL11hhuacnxrZ8iamlrrg6zNKah93XbqOtc8F8qKQHMf+qMF3YG83KY/oFYTa3//hCdq5lw/1F6hR1My7cJrkoB0Xa4dpb0WRIU31Mp8lsrocl/w4HMBeC3nJR1dlziyHJzJ74aN0zYwbeXnRV5yrEVWdn2XjsLJy9wTK7YiGMoLf3A0o9ZcjfnUMf9AQG/dwLP2igqUpKIoZc2n5xJZ2EyH+FA7ggdRW+ynLjrYUqIrs9pTmC9nEPyh+BSMMTeBrwC/BWwrwwB4Amz/Hr9pW9E3Ne5WtKIV/dHTH5gpGGN6wN8D/jPv/UUL+QS8975pM///pqdb0QeB9ed5qZmQimLkUsI6wCvMeb+qmDXNTrSA5cHC8vhc+NDpyYSXNsWNEYz2sAcixYqqZk2RheGT3wLgk48K/sk/+Q0Avj6Zsfe6xKur0lA74fLzWcbxY2nXFWm7Muc9vml0QoBvxuk8Tp15ZVESakm3c1Xx0+WcXJuJPHp8j5HWNFhbT8l6qk2UIj3DNGk7W1dV3WomuJqlhpvmi7yt0Byp0yoK41a6EgR8776MvazmVHrNpMo5bwqXqgRbLGZ0FzK/3ExbiVcuF9RqVpURnJyp6qHmw2JyylIhuiYMKecixYIqoF6KxlbMpiwUYfjkXDsmL+f0tNr1jStXyFVSdjopZdNwxQZth/FMe1vOcMwb1OhsSnaimlkQ0tHmOgsTMZ1oEhfyvG7nmJkmhHUHA9a2tflKbbFaW8+bXOogAC5vysYFfFcTis6rgKwpnppFOC9zChWnkCZRa/os8TzSOhxra0usOpD7+/us3xLttbqvWbtURJokFWZ9hns3ARj2Ldm6rFHtY0DmVC5E+ykm520fy3Cth1ON1VUX5KWaK3mBTukL0x+IKRhjIoQh/M/e+/9Nv943xux67x8bY3aBgx95H6T5icG0NfKMsRhVtb0xTJr4v4NNheZujOUQ/71f/w6VHqTtTkLV9Cv85CE3dzWHYfcqw1cFp+BU/UzCkI/1kF5//JiyI89Iwx6BqvYmjXgy0XqGeiCkDLuq+dZi1ExwzrUNZk19wVzx+rYB4/gIU8u9/thX36WjZcuz3qAtW55oefYgSXCNf6Gq8E0XR2uxGnsPC9/iBRqmGXdiltqWPoti7p2KedQ1QVsHMg4C4lQ7Iamv5nwyIVEbN3U1Vou91KFloNWog7iD00N4pkzFUNHfExxGfX7O2ZFsdwDU6vWeXpxycK5qvuIfNtfWWe/JnONxyJnaw53IUutcEhvgGghxk1odWpY6trOzGT01QXq9irQjL+8LL17j9usiALpaQSrxC5KkOe4Jc31T/GRCV00CEyYETWEfjQYsC8dMGcQgysibzNwouqy8rWPr46XhMNDJIhTTxqSumZ3JPQ7GnsVjMQ+OTsQs6ZUZ1UKrfg2G1Lq2UXqVWpl2PoiwilUxZyroWLZgspzlZXGasINTM83hiMIv95r/QaIPBvjbwAfe+//mqf/6+8Bf1s9/Gfil3+8zVrSiFf3rpz+IpvDTwF8C3jfG/K5+918BfwP4X40x/xFwH/j3ftSNnPcUlRO1nCYj7bJHn3eOmfYuzALDXDnzB49EMgTeEmvzDu8sS43XXu322VoTrrsZRiw+lyITp9q74N75lLl637t3P+MdLX3cGXs2b4qEOT48orpQZ5xKVY9pPzsTYTSBJ7C2VeGMTTg+lDJf01zz2U8XrGWKoEwCsqZvQFlhFbraVLDGF20TEh8EOM04zBdzcvXgu9xRa7TcalfmNMwotDZB0A3RTnfUsadqIhVp1FZJrpqe68M+51MZ58zlsGh6uFtSrUfZ6Wf0Nb6/0EIu08WcStvZXyynTTsFUhuSa9u4xaJkrhJ/pjiOjnE4TTAbb2zR2dCmJ84SquSuDKQq3XsaUQmNb6HgdV0xV4/8+cUZOD0Dsxrb05Z1KjG73ZhUUYxlUVOoRrBY5OQXMv5e37UVk10m491flMwVk1J72iYzWRYTmssamgAHlSO2jWc3pC60neDMc+BEez37eMn9E6kpcVUxMiOfcqLaqFtOWGjGa898i9tXxLm9+ZVXCEdyRpYaRfLpjF5PtM2wzFoTrK5yZqphTC/OqZvIzxekP0j04ddpKyr+f+hP/D7uKI022rJ2lqIJMXlPreaBi0LOmjbxGrIbdztsDWTBrq+ljBWM8s6rb3N9RxbNZn0OD0Vtuz+VBTtelPQVVhzZmG5TfGWY4pED+/AH/4JaS27PJ01pbUeooc4I2uIeFb5Np10UNQdq2++rX6MaZ9RLue/d99/n0UNR7XtrG+y+KDkMfStjG+1cZecNAWFlwyGV5hosFnmrwnu3JNIQ2El1CaBpUDVlUbGvoKixT3BaJ/HcObQvCoWCwoJe1vocFnWAb9rZ15ZaQUZVbZgGp7r28rzpZEKjcFYETBVKXFV5G0kJ0oy+MsPaix3tewlZIC/j6NZXiTOBqeOqFuZrrSHmsnkMiNqeNR2i0gijz7iYzznTAqXn+48JfFNcRtZtfX2NuBbZlV3ZJd3U3OLhejvOGkuoe+kC+f3ZxRleX+6qXmC0oZAxET1lvg3YKi+qtv/noqzaBsO2voRCf/howj2tD/neUn1NDi7UZ1SVDYAeTFVhProHwN53vsdLrwm8+2UtPDMaZYCcyXg0JEjUh3VWUSvT3j86ZP/4i9VmbGgFc17Rilb0DD0XMGc8VE46wTfVkH1g22rHlFXr4ScNWUwaqSic8fp6xldeFqm6k8TcyERr6CeekxORxuu3IobDplCJTLubRNxYl++GvQ5OzQc7HvDxZ9Ka7Ve/e48d1UJMtynDLl2FAWyQUus4LNJ5GqBanDNVsMyp1mosDj/nU02uOnj0gHNVfbd7xwxSUZ8jjTicXBT0RqLlJJ0eTRYltQN1LrrFDK8xdqsOzuXSteZMYkNqLQYT9xJU4WG5nLJUs2mukYxF6Ui1BmCdl5wdibobRBGpRhqC2QFG6wM2Zd7yAvZ1jU/PZnhNnrxxdYfeWK7Nz+aURp7zKNTs0osnXN+SaE9v+00yxTcUtaGj0ja0CTPVWHqqlSfWtc5Hn4RYldZV7rn3iSS65edzrmxv6F5p45WgQ6WmzfnnR8zUwbx5x5BtrOvCzAk02ahcyMV394+ptfZEXnoCrTkxLWsGatoUqhHWwNw0lagDQUYBj6YL1FKiMJ5InaN7ulY3xwm9VEyJV3avsH1HsmqPPvoBnzySqFqR9BhrFe91BZBNDs+wGpWJ+gENAs5XM87ORTs4fHjCtOma8AXp+WAKSFagcQZM42329MPGsxqQqk45MBHXtNY9lXz3yp1t/tRPS4ZjdfEYeyIHOs4Mm9ekNuC111/DlrLw/znyMv5quWxTcjezgIUW2Dg7OON735NQ3v2DCSNNcT1T8A/eEzbRB+9w+uIFgSVXtGFZLZidiardeIIzC8lQ25pXW1zbkrH1uxmbe9otSH0j6WBMp6thz2JC1RSZCQOMplwXyynLmTCcctmEQufUmj2al8VlTwIfUxpZl1Ok0hLAhvpG9vcfsGslpTdNAkbKOI8ODsHJPQbpGmvrGjJVhr08q7DnWgkriqh7itIMDaVeM5nOOFJnQ30qfz+fn9LVl/vtaopHMgC7iaUxy5PEUjal/ZuIrDEs9V7dvIvRsPT6qEN0S5Cqdua5tiHmSKwp4MNBhNG8jACPG2qUIYwo55pdGGe4hbxMn9yTNPt7T05Zqi8mtr7tneHqgLcV1Pbxsezvfulan1hZ1gRBk+1ZsjzXily9kI1O09NT/v8nRmttJCPJZ1wcS9GXqztjbrwiaFrb2WWmbQe85uAUi9OmfSTLyTFWe1bUQczyQvd6mRMkwui+KK3MhxWtaEXP0HOjKUg/SUfY5AkEkKoTMLCeUJ2K3dhxTZ1EmQJ3bhjLkw/EiTTe3aSruflBGlBpMZRyXhLNRHUf6/+/+vY1vn9XIgSn1RJ3T9Tg95eP+c3P5PPjomB4oGW/VYcNA3vZij6ICdRbXHvTstnaQX2mJc6nAuiJ04qRRhl6gcev6f1Si11XDWGk6u72Gk199vliiSog1FVNrirj6WLZVm4uFWw1nReYpsR9XpJoZ+ulz3GhaBBhWKFhcyZanjyalWyUonXYrNeWlB/GEZXWbjT2jOVDlVJzufb46JRkR7tMDQcUqlLnZcHZkVzz+PCUw0NZi/vaLv2sqpmeiGPwnd/9NV74hhafSTOaFFQXhHiNqizVfBqHCbV2+prNF5z3ZX5RbFvvfJA6HjvR0rpqwi2zhA1tlmI2OnhFGS1dyUKjQ0U5o8zl+/d/0JTXp81nWVYQmqZUnCfSPI+utpE3lVcMC8yKiqHuw8Ep0oIMGPqMVM/krUgLudglflPmcRrCnaui5YTro7bs3cXdD1mcauSnkPFGwz6uFKdlsui1fUgXruRwKme2n0T0NLLzRWmlKaxoRSt6hoxvU73+6Ogrb73m/+kv/y+UZ59z9IHAjh998pBSMxUrHxOpY+/hk0d8dF+446IJwhO0mYiJDZhqKHM6mbCvrcImkzlN8YFIHUcmtG2FzvPFgkgdjdc3M77+rtj7L+2O+MGnUpnn//y1jwE4Oc7Z1fF0Mkuh94iygFTLjkVRwGymPoGmQrOr6WvzjiC0dLVicD8LyTWufHIhfx8fLTmbaI2FyLQOWBNe+g/yum4z9Vxjyy4rZhpCm+SO3Zsyj6PDU2qF+XayPlbt3Vxt6DLP8SrllkXeVkqyQdCG2QIbECmqrulPkS/mrRO4LAuy5v+DANcUNnX1pWNW/US9bsaWFt4dDXucnCos+fF+W9k5SQK21RE8UhhwOZ+1vUG2R6M2k3YQxtSKlvzh/UPOm76gaqzvDNLLkn7QwpUHg5BAQ7Gj0OCazEbVlIoy53Qia7F0FV99XXwfV3Z2+A/+5q/o/Zps1stOcc2/QeqBWP2Hx7R1QsLGqe5d40YGDwMN317b2GKq+BRTVq3GMlFsydJVOM0qHgw6DNRZ2R2u8eShaMCTRU6u70Ne1t/y3v8kP4KeC/PBuZrl9JR89oAyFdCQ2VoQLPQwmpK8yZJLB/TGWok4VFUuyii17HueF6Aq47CzwWhDIbGnM86m8gLMtBbhrL6MCXezmLHCbumlHCoM9uUrN3jnpa8CcFpLluV3/uF36SryqBeEnKqjsQgNtaqffRMSxU0nKoUXh4ahHsa0G1+WrQ8DOuoEK9XZeTqpCDVbMEsirEK7J7OCuCPzj13ITA9YoaCnoGOJVY3sBY5SD4S1NV5BX7Wr27TsyjXw6aA90MbU1DRYCI9Xj3rlXVuD0OmLWdvwMl/A1e0BDLhs1Y737bMDjfNXgcWqU3W8d4PunuzT3XsP26BTkgYUqqKfqINyPivbsufRaItzBaKFvqDSZ0xq1/YeTXpqgoYxqUYDQmtRXyzzRcVcGeNpaMl0T7bUuTzMuiQ7TZXvOZWWV+/cuNIy5Da9p+kQRDtt+QstnsI50I8tU6hkI/Ra3770d588oulyEIamNSEbBlPXNbVGmiazkmRdzKMZDq8mTeASMn1gXn4xENPKfFjRilb0DD0XmoJ3JeVyn5PDI6pY4svENaUGlmcXM1JV7dNgwDUNzcTaIMWVc6KeljkLBSoLYKuchUqMB4NTzo7E7HgSyN8od+xPRDLHJsSplLg62mJ5LtLh7GjJFa0S/At/8s8BcPDrHzDV+z4qq7YYazcKOdW4ui9gUxGSmZZ229sa4tU5Ou4noLH+OLatJpSpJA2jiIFqFbOqYqyt4j6rzlHQIEtXtCHFB4rStBa09SH9IGDW2he2xTSUZY13S137RnuocK6RZq7NgnTe0cBMbeBx2lqv0JJodVm3fRrwllw7I9uqbhPBkiRqVexMexbgSqpK5vrk5JydLUHrRRHY5naVo1Dz71SRmWVet9L/4mDGwamiGCNPqMUljI0YaC+KG1ckpDeMPR2FFZ9PF5Sa+fnp0YSlapl16ajVkbh5Iv//yp1NtrZk7f3ukAuF26fx+iUMvzUZ/KWZYJ7VFJrCONZCrCXp+qpJFrWjaLReE7fn3mFZanGdPPdU/rK/RHPfJpO4KgrQtn8mWBIZxVuYCyJ1aJ7xxTSF54IpYCyEHbAdCj3cy9mc+YmaDBGUTj3nQUiuII1KG330hz162rCk0x2ALnDlHTN96cfjDY43BW68cyGL/uTsgvSReKlPTk9pMkznixm3tyXz78HBY67oc7rb4sWN44BKm9/mGIwaIUV52Rgk3eywp5GE2y/IvUa9hFLt3oRKS7uDzRIqTcWea2GO3jxne1uLe+Rl24B1YR33nmhVoMJh1a8SaYWl80nZ7mo/si0E23QSNECBr6vLeLra3q6+rP3ofdWW1wdwujKRTTifSlSm8T/gqtbfUdd1q0H72uEb9bg2rU8oUOs5DGLOTiUqc3B8wPHhE/3etpDmojZMtLx+rQChmYeLM61FeH7OWCsrvXF9k/FABMp0dgGJmBjKGxjFSVuEZTiZ89lDaTZr44iFmmmVo6189UQ7h5X3j3mhlGcUnZiF7vsnh5+1TK8BrHkk21fItGvkPBhlNuNOxpZWydrVupqLkwPmyoRndUWiFbDKquBUq0cfTyZ43Z+n6yg1BkvpHGdTOS8b4zVO5toEx3swXy53emU+rGhFK3qGngtNwWCICLg4nTBV9XMxcRRaUTcoodvUEBh06caifkWalNSJuqQNEjDrYsNLbt1VdXUwW7KmGIGFZk5uPHjCjjr49nsZM80y63uYTUXVGmVp27Y91r6GdV4TqQeoa2LO1GN9sliyrdDkn759gyt7UnRqe0+Qdmvr69imN8FsymKuEjg2OJWki744zsbLKQu1A4plzuND0Q6WwxSzlHl8b1pf4jDUC903HhVyVGUNuhapiQnVrCiWBYU6B5viLd5ddvZ2T7vQ8a0eXNUFTs2fRm2VRj3qJDOXTjBrTRuhCKy97NvRSLu6xqh2ZDBcnGrmX+2JVN0Iq5pYB33U1HdwnmKupes6A76hHcb/+Ne/yfpYtMXZ5Jy5SvywccCmXZZ6nk4fHDK7kPV8nJxy3B4X1zoER4m25sssp2rCDHyJItN5dO+Qp0sH0v5Lb8VlwaAosKwpsvTrr+zxp//ELwLwsp6P+f5HfOt96ff42dmM3oY420+PL7j/QLEzVcGiaPp4alTLtfoaxtM2CVosl2xoMcllGTJtMmG/ID0XTAEb4tM1zs5OeXQkG961HZYaehtkAVZt3zRMGA4UsKI2dxZlGM0ZCNOMQJt3UDliVfe63VGbcjzVFOFqXrStwxcVTJ6ol/l8SU8LeJos5uNPhSmEtTKQWU2pG16lhiMtahIEEa/dkRyMmy+8ys6mMIjxhqiJSScjVj+DG1f0dJPrqsArFDrVYq5pp888kGsvTs+oa7GdXR1Sqk1ahBbNoqVWmzW2lrIptoHHKGApCGpqNcEIK6y6+L3mbXhj2ygDzrQvvfeX0Qdw7RvQMoXQtv4C6x2Rji2ML/eskwTt91YLjVZFidM9y7p9cu3atVzWben0fjdlocwuV7Or9jBbyHheuNHhJ7/yTQD29nYItbPSoJeSKyNr7PcozHAaZpysb7N2RRjrqy/c4aEWAD46OuVUM2kbU6ukwDSZpGFKrMz04PCsjdY8E9RvzCcuTaZOFPOzPyE9RP/8L/xprt+SHIYslpc/Dk7ZOBHfx2Brh4FWkLq4tWR/9i0AhrMOYa7QcvXnLObLpxiyoVDFf3ZxwazStPThGqE74cvQynxY0YpW9Aw9F5qCtQGdzogozvj0M3EAdYYddrW4R9ob0tHstWGaYhSEk+l3UdRpnT4+jNvMOROb1mmDjcgKbbKhRTqCrQK0qAZBQKFFQc7PDD0vHqqTByeMVA1ObogWMA4tT9QLXVemjY9f63f4xk9K78r1YcpYi3pkfZECcZpiNeJgfcBSc96DxQKvUjMoRdp5UkjU+Whm9FXD6MQlw1RV4+qyZV0bMy89rrxsR9emBhZArnDl2rc1GRpAl/GXHb9F8VUnoavaz8aAVaCPLgmdKKavBVCG43FrMmTpgDOtkzjoZThVYZsWbDbNBBYOdLMO0wZvEe6zUPAVZc1Uk5EaTcga2+I/fv4rP8lrL94EIB12KHV+nSAka8rS67UmSlvAVmc0ZEdV9+ULF9Sqsc0Xc04fS1biR+//AIAf3vscXKMJGaw2pcmnlyp5Yz4YY1qtwRpDolD4zeGAn/vaHwfgzu1rrF3T7tiFgumCW2w8ERh4P+hRjyUS89aL17i6K/P74NN97n8mjsRSsRu/+Zu/y+MT+V1RFER6rqu6pFY7p4gnkH85gOJzwRRAUk2LIOKju4I5f3v3Kn5b0GNuUWGaEudFTlezviJN4w1Di2+UTu8IbKMyx1jdGFd78NohqKe9Auo+Iw3z+KAmvi/IxaUxzCrNiCxq5ku5fnp6D4C8rPF632nl6KqaePvKFptjGVuadqhROziXlyN3JVlT8aiqKefyva/qVg0sNaxWVgvKJgIQVIQa9ozTCD/XLMiqZtowANsM9xJ/H8WGsvHkG9d+rr277E+h4CXnarxXEJJ34mMArUbZhNMuIy2hMrFe5HlpV5jezdvXmM9lXbqDDufNXFzBqWYSVmoPp1FKrWXYa1sw0nyUo8ctn9JekxqtacA/1jLSUPRrL1xnvCU+hXK6T6wvi7EWay9BWTL2sPVrWBu1kYE0i6k0uhJmPdKeFu+t5F4HswsenTQl3nPmGu2Z1sVlaLApCmNMm+2YhiF97bL17u0rDGWJiJKIuYZAOx2Z83QSMNyUyMnn+zNuarFWm/R4+Zt/Vsb22ue8WWgI96FkcO699CL/6Ff+MQB3P7jb7p+NQ+bawas4qQiSL2cQrMyHFa1oRc/Q86EpeI/Ll5x+dsxUYavFRkWSqhPMVkwLrZFgDIV2BUpd04k5wSgs19UBTlV7aaiiEq8osY1EUOmRdRJ66sm3/ZpxX72+00Mu1Mvscyg0IrL/SBw2Hy/L1qsfxTH9RDSWG2sdCnWCVYMQp6CRmgauDU5BSq6qcSoxiionzpqcd8VYVFBqH0VcStbRTknFnA0tLtDNUmZzmXcDwChl5cEAACAASURBVImcpxVXzhDT9KAEVNsAx0JzLRowlVSObpyLrpWk1jyFMTCmrXa802uKlxh6je0yK7iiXbC7wwEZoh0sak9XC7icK0CqLMr2vsvSkmQiNc8XVRuPL+tlW4+xgT4bA9uaB7Exuo4zTX3MhDDr6Zhz6qXWFmjMJ+sxqknUZUldqIfWXpaWs6UjbvIqdsTZ99U3XqSjXcrtcsldxU0cf7bfgpcaLcYa06oNofVECjf/mZ96iRvrAoCbT+eMxwJH9rpWvfw6XiuMR9HHbO9KvsrG1SsEmcKqu+N2f25o16ivvmR5S7WKv/MPfoPjM8l3+PDT+3jVaGpjKL+k+bDSFFa0ohU9Q8+FplDmS/Y/+ZD9J/dIsqavn2d/X2y5Ij7leiBOu7rTxWsTjkKxXSlxK8Gs4dKJtsgxTfHMvMJpXDzQMFccpvRi5ah51vZPnHtHuVB4bV4RakQn1VDf2dJhE7nHehqxrskzYTRirqXJBoM+PlUJ5BpMALBoJJfDOpGkgTcY1UZ83eTmVy1k2JW+zeSjKslVbEZJ0PqQcpWuhTctpw8wxCrFk26EW6hm5ZctNLnJ2JOH6h9vWikYBSGpStjIeLpqJ+8okrDXD8lCmX+5nDFTX4PNJu3pCoMufcVT2KaRS7Eg1zlVdU2hNSny+hIvYSpP2HhSdZhJFNDTJjpJD1jqGgcBpulvSUCgxWYb/EbgYjzaN8F7ME31rgVeQ9VFnZMrotar9B9ubNDdF+f3wTKg1PBs6as2A3PQlPeLexRNF2gsXYWgh/0hcdPbcjrn+J5k20YLTZRbH7PRfxGAdGOHrZ2bMr9+n1zn3dtYZ6boxkpb942u/D/svVmsLVl6JvSttWKOPZ99xnvOzTvlVJWZrsHUYIMpu2RMd1t2A62WBQ/upiUkhFpIPEDDEw8gNU9ghAQPINSNAINaCDUYD2W7BpddriFryKq8eTPzzsOZhz3GHGvxsL6Ik2mVq246TfkanSWl7slz9o4dO2LFWv/wDSNs+3aO/Kwa43vvfg0A8Pj4pBXprbMKUvEgTwlXeCYWBaMLVPOH2N7Yxsi1xb5HB0etIMlgZwVBY/oRhXC9BqfAol4vtKomAIxUMIQaw9PQTSVbmHPzVj78oq6gmIoo18BhETCf5wgIm66W++A9AOjeFHgSYP/fd110+IIw9uDEdlFL8wRh2oh+UAFYuu3fnTpHUdkHS+QJaqY5jduQCiN4gZ1gk/my5SJI6SGkzqFvBMpWEp5fWcn2f0wNVJQukzpERv5Ali5a0FPDZJQwbXVeKNNyFEYdHytdey02Qh+blGPzCaxaGa6iAh8k46BxqndcDxkXNVHVeDK16V+jtVbnZWteotMCGaeiEC1hEMqg/d4+uwhr3S581x53dpZgbcTFxjPQucUYeE5EtzGrtg0AMvBaeXahAtSJfe1yctAWT6tCoqL+ZUETTlEv4IFGPcUSMUFUI99Hh52UkNTynudgUdrXhqGLl29YPELX9+G4NmXov/wCHAKytNN0lGo4fVtoHFRrCHr2eivPgyC8W3kelORGtUvm73SJy+u2I/YvvVwj3CNXZuc5zF2LvXj94UPo6s8TXf/h40OnD0IIJYT4jhDi/+b/XxVCfF0IcVsI8b8JQeG4i3ExLsZfi/GXESn8+wDeAtBoPv0XAP5LY8xvCiH+OwD/AMB/+6MOoDWQ5hLPf/Yz+PJXvgcA2DuZwiOrbZnVrQhHltSIWXRbD2yRxZc+pOGOWBuYpse+qGGIBEQlULHAmDbItsNjzGnBlVca2mm4/tbyHAA6oYOQu9QGC1yxlJAUSElMZYX9AYRehCeP6K3rTNHr2NV6wAJY2O1ivGF3hMj34ZARWZcVXO5phpGCniaY0IVkUXtt+04KD3FAleS6RNUUyRjK1ufWGQiUQEZ8wAJ5C6uGrltOfyPOoiAZZQC+76HPItj2oIvNgf3ez29toCTWw6PM28ZmDNfYXfAoLyBUc08q5JW9tvN0gZoMzSKhsU5tMKfUWiUqqIqRhBFNFxFCWPamfb2dqoEjIFL7gne+/XWsEdocBRoxnbCRphCphTGXNc1dxATaMPw2TluMLtMaDiOkojhDRdfpsinUFUBEibl5nmNOfEI/Um3kMWMEmqSLVr/ihWjQen5+6/Yx7jz5AwDAzss7iIlfeemVTwEAQuHCZdqYK4WaUW+VLXBCDRAhFWaMXhYNGnXyCAc07UkmxzgldHuRz/E2namr2kCqnyBOQQixDeBvAfjPAfwHtJL7BQD/Jl/yTwD8p/gxi4LjuBiN1uHGm+gTeLRnBDJOoL29fcaSQG80hEPtv3fv7gIAhqNOG+Kubm7AZx8bukDJfHGWlnjrnnXmOeGDW3k+Iobtngqgmb9GUdhKmW92KoSNmSpvXAFggw/vRGs0ih1hD9DS9s23VlYw7NluRrDClGJZYUG596PpHjau2Iq0L1wYlxTZ1C5ih2dTPNq1wJS6MnCbMLo3xCY/b7PbwQOXGIjGvMUYVE1xQKpWbKQqq1a5WjoO6jbtoMKSkC0WInIlmtZ26Lvo9ex6P1zpAZW9tg6p6pEXY++UasaLDKlmLr+oURT2uwSui02qLk/IYTk6PIVqeBdSoKBVffmeGkcNgwaxnjcenQBKFjx+8w9fx9tUxfr8pz+BVz//OXtOTgQt2KcvKD//4BDHe3aRPklKaDJtRRyiZGdrcXKM2CPNfUSMjO/A9e33X+vEmDANKoXEomg2Az7QZQGixhH5QI+pYhz2kLKW9OWv/QAVMQRHt+1D/OpPXcMVel92x+uQPN7R4SG+9BVbJ1hMSly5ZOfL9as2ZXBXBuhyru9cfhGOsh/+O1+/iT6BKwtXnRsOP+X4sOnDfwXgP0RbBsIKgIkxplGafwzg0g97oxDi3xFCfEsI8a1TmotejItxMf7qx184UhBC/DKAQ2PM60KIz33Q97/Xiv6Vl66b2nGhnBwzrlP9bgyvMWGpDboxzVIqF07MMJ+7R5JlKJJ9npfByoZd5T1PYskF5+GjR0j585Ubtg/suGFbMMuWC5QMvCdnKeb0Uwi8EKps/Bf4r5DoUEXYVA46sT3nOO7C5FyhaxfzfbtLLe5RWbi/gnXuumG/i8Wc2gSdATw6NCdUTi6yBI6x0YqWBosGijudYchU49r6EN++QwdihrAlBJGAdkdttBY19HkhUZwTnhquUxyGGDJlEFJDszNQGI2U8nb3Hh5ih9FNSLLWPM+RnNpQdZYUWGSELkcuVvldPWjUPh2te0RY5hnOUlb90wyKxTpt0OY/BqZFNwqGzMtc4+4prenKFP/8jbcBAH908w5+7S3rl/A3/sYvoE8yWiMskx8/wONbtovwxTce4h36Ijh+iHHHXudxx8NK3+7uuiJuoBMjcOkCHUUYEr9wdLBoPT4anTQlXTjsSm1cuwJf2Pt0+3iG1Z5Nbbw4RnfMMhv1Zo52H2O4Za/rYG2jhex3PA/P79io4PvJbaSN5sbEzhvX6aHXsefTHw1x49O/aA+78U+R8hg9NcHkzM6Rsng6XYUPazD7K0KIvwkggK0p/AaAgRDCYbSwDeDJjz0J18XK1gZq7eAKqcfvVqfoVXQ3UsDtffvFzuYL1Kym7lyylOQXX3oeA4ZOlVTwGvMLz8PBzKYKh5lEwZTgT2/eBwA83n/UMjFHHRevvGJDuO2dTRw9sqmL53ooOYEmBAhtDQN4BBB1HA2fenjSOPjuI5uivP7O1wGG9A+nNky8vDrEv/aznwQAXNtZh8PuSuh3kJF9d7JoBFyBe6eWOfjdu/s4ndpq+djz8HzfLoqZJ8CGScss9DzZUmsjx0HeWKvXgMtFoTKm1YT0yFoMlWxdo5Q0WFlnOjbewOSElfpijksvrvGm2X+yaYGKxpRb423cP7Yhei0UShq+lnWBgECehkJ87IVtOzVZZO31lOJc2NRAtDRulzUTx/cxJn/ktdc+id7AnufNW1/Gdx7bdOuVx4/R37b5esxO1fKNNyEltTkBDDaes5/hVZizfnB6PMc6admrnIfbkdtK6vtBhAHv05N81jJsK7ZL/FCjT2DR5z/2Iv7wHdt6/Mrr30SvY/kMukxwadvOW3fJbsiGxqeYajpB1MbvfreH2OEmEnXw9T+wGqFfIYXzxtWPY7Rl//5Lv/yrWCco6u/+7b+P/T/5JgDgC9/5MuZskz/t+AunD8aY/9gYs22MuQLg1wD8oTHm3wLwRQB/hy/7dVxY0V+Mi/HXavx/gVP4jwD8phDiPwPwHQD/w49/i4AwLuriFOMNuxMdnywwHNjTG3UilJJ985Uh/K5luG2vW5ZJRzlwWcn2XSAgNNSJQ3TYwdhakTilW3UV27+nJrfybQBcT2OVaYdCjSnDXaUNUpdRA0EgA34OAPQcH6/17fE24wDuZcuAizprmBMjsZ7Y8PrG9gaivt3ZiixDv2vPzQ1j1JX9jJMTFhe1wvbY7iiJ6+DN77M672gcMm0Kaq/l+tfc7TTQmsgIVyAW9jMSnbSq0kqLVq+wwYIUZd2yD7udTgsiq6uqlR/W2mCZ0hWb1zhNltCsuPsG2OSOd7ZM4bNoHLoufKY8ktHa2uoqTvdtBOIEDnrsqGhzXqAyMC0EOWA6sxVIvPyK3XVfGId45VWrU/DJKw4KpofjQQdBaO+f4DmsXN2BN7T399cGVxFetWChhydT7N7+gb1GSYGtVXueL92wf4/iELMTG6UuVIE4pg2fU59LoREglhcaW7F9/42XP4qNTTtPvd4xjijdX5Q5PvmZz9jXUDvj4OGb5yxXKVuYuoCLlF01rzPENaqK7z2w53vl1SsImGIrpdqu0yuf+ji+8Ae/BQA4PD2FG/BMn9J8+i9lUTDGfAnAl/jzXQCf+ss47sW4GBfjJz+eCUSjMAZClxBFiOtrNlK4+/2bUFSkvdKNEI1svpTWNTp9+7N07d+jWMBhH1tXopUDVh4QRMydFyXWqNi0RWPPG70ApWvz79iPQZU3nOxOMGAfvsqnSHnski+Y+0DTe7o88GDY9uvEPjp9u8NsXQXmVNetCYPt9PrwScoKVAWPph9h7EIY6kU0ikd1iQ4LdVGvi9d6rwEAsvwMW2O74x0uT/CQbct94jhcreEEJBFpW9wEgHlaoKwaH4mgdaZu4LCxclt1pNDtwON2nZydtWK0kBJHrO1cImx3bbSBCVWZT2dn6AxtQW3gxMhZoxgEEVz3HEcBAFXtYER8R+158AlOeJ85kTkXiF0SKr4ocjwX0Zsh1+jObRF3fesK3I/Yc+pGHbgdu0vXmY0e1i9/AsNVG41dek5hyqixIzNseVcBAKPhED16J/RYt1lOZiiIZRHCtFB5N/BRNChaNKY3BlpROSsQuPYvWtm19dcU3nzTFkFnixleYu2qQxLYay/cQH/NRoVCqhZu7ngebuzYqGilO8X+wJ7Tz3ziij3ulevorhD30onbSOG5/gg/tWHRlF+dJe9Xen2K8UwsCnVVYXp8isAH1j9iQ6vO174Nl2GwH0dYWRvy5x6ahue5nFcPNZ2Yq3IOQ8CLKnIELF/XmGB9w978XoeGM6ZAMrdFwDzPodnbPTYJjuaU6DpcgipY2HTtDX90XEDMCdcVfQhlJ16eJRj07Dn5URddhtg1HwjlKHR6NuUxdQ7NlEEghMsw0W+ASZMnuBTbiT1av4qaD3Q6PWpdloS/gt4KuyCP6I1YGyguUihqDMjg7HRCnEyaTsS5a7ZsXJNcBZ+phNAGpsE9aAcuXa2kRAsJnnMRioWASz5Erw4RE/4tQxeGQKcsX0Axjam5sNbFaWszv746bIE+f3Y0Ez0j3uThSYK9e/Za/fwvrWO4bSe/58UQPfsZqt9HndsibWN643q9VmRG9yTGA7v5jJ9bg6RknxZ1qzat6cy0rBZwFAFgosaSx4gDB1Vz7fgQ59rghAKZB4sQO3y8rlzZwPZVi1+pkqQ17gFFgnSSWm17WIaqFA0r1aDTeIt2Q6xfppM2i8TCARwv4DkIMl0B+AL3hlcAWIMi9cFQzhcsyYtxMS7G+8czESkoJdEf+Kikh9FzJBcNAVlR2qs3aj0ElHIg2VxXkQ0XTV2h8SMpjYOaNmC5K1A28GcAgdcU2hoyUI2AEGRXAmd06kUhsJjbA757eIYxbcpCGrIMY4VdCi4cnhyjW9vVPD1LMVizhUTPAC71GRRxFY7vt8KlZaagKa7puAo1iTQRC1UmN4jYenMAKO74ZTCEIaPw4HgPFQKevw1nkqxojUcC5SBihNHpr+LktHFXrhByh1GqiQIceGQOalSIeG2VMa1mQehJhLxeDfHODT0kDKUcN2yLmb6QCGN73Wqdo6AuQj9usAshdmjq0ukG+N5jW3RUAm14UOM8nWgITkttsEdPA3+4gZjivXLcg2ax2dR1m94JRiNCSEhC1123D5ftOy0lDDUX0qNjFIlNR5KFjf4me8c4ObRRzCJLcHrCiLRWrWxFM4QxOCMs+dHNd/Cxj9uUz5cuIt53GfVatauGjFaGAVwWjKWSrZ4EYOBShs+VqoWki8aDUshzoVhj2h2+azx8hoXWLygX1QezfXg2FgUoF6K3BTO5j2JKmGlvhPsHFmNQooTbaCkawCE7UrK3XRkDTY6D0hrKIwa+EugEdpHp+gmCjg3dY75f1wXE1OaLk2WGkmFkUlTwWBlWvoeAFufdxnnJc1ESR//24QJh8xBKgZj0XBn3IdmTV5SfN6hQN44/8yMozz4gxolR5xYgJAh48X0FyfP040HLhvTcJaY0L9nbm+Hhru1BNziaCuey7VlR4oyW8eOdTeAew926Qkw5uaZmHfsKXuvhGMDhw6Yg4DCf70U+fGW/93hoUxtZ1shCGtFkpiFBwnUU1tZXeZ3RikkqSuJdvbyNyZKSd3qO09R+DyFlC7h672gWhyTLcEhzHuAUkvB2KQXADlU13YNH/bOKxj/GVSi5WRi9gKqZQsoQOSHIaTZFPrPzaDG31+1gb94K0pS1aesk8yRt5ezPH0ygZHcmP1mg5iLsjKoWfCUdCRBiXTYL3fQIUX+VBzlfFU2t31NjkRBcWBvEmXzPAmr0uRS/HziYKZsW6yqHIxsj5qcbF+nDxbgYF+N949mIFKAh6gXyaQmfrr7PXdvBd2cWunx8uIuVdbuyV9qBTz2ExpgkyyokdJIulAOXCsDCDWEYHicFsDizq2fnsj2WFDWMoHWbPGv9BctsioKsxFhKjIhJiGj1fe8kafvKUigsyazzOgr53IbB3Y2raOCGVcbKusxQkbVYLCt4rOpnZoaM0FWHOgaBjFGREOZsX4eQNqzN8x6UoW9FVUIQZdkUDH0hrFUYrDfiCb/zwI/aSEDqc1ZlySjAcVUrfOq6PnwykXxjIHBu2aeaSKgRdSkrLOcsyi0TMLJH6c6wKm2XpBPGCHmMBdO5olS4sWpD+K/ffIgjGq6834jmvNDYfKe8KpFSRKd2YoDdFV1nkB1bzNNnpygpvlIlc15jAUMfzDxNYXr0EFUKhtoSppAtFDhnm0SGDjzJblc+Qz+ycyerAM1zcngtJUTbqbl5fAe/0kQQ0oFR9Bit/VYUtyK0PfC67/PZaL+0EWjCEK0NlPPe36PxqbM/C9HiJqSU+Lkd2wX7XwddhHxODs/+GnlJFmWOh4d3MNt/hK1rPw8AcJ+7hrMvfx0A8L3qACOq3W6tb6FM7ANUMSRzghia4XCZpJa5CGDFiZCS6up7XsthyGcWTOQahZqsvlrWbQi/1EBGlp1QosWwN5pGj6ZZayMvlUQiG0UmICDjLpzvQbg2tM0L+3nG8+ESNOT4ITStwVXYRwOEHw5sGLlYO8KS8NTl0RO4bIua5AR1wtpIVaNuecb8RylIc24GM2U1/PH0CIbsSiM1NKvdnQbm7AYImDK4jrCgJQC1qaFE0+4FFB+AlN0eU9SoKTxSVgaS9RrXi+FQXdgUGUAATUX6tnDnyF1bTd8/mbadpkobmPevC+8btTa4Sf/PW48PMb5sO0qeNNCKMOZ5ijBjXYmckaIs0fi6C8+H5vlrJVqAVFnOsOT1Muw+lFpACzsvSqB1LXM9p10U6kYUxvOQ87r9zrdv4W9+38oA/OzmDhyyfCskAIFxjVCPkAHqhpega9uWhJ1vTRdIS7Tn38joQxg0xTSrs815ePoQWWi/x6vXnsMqvVW/ef/gz7+w7xkX6cPFuBgX433jmYgUhNFwswyn8wzO7jsAgAfHpyg9u9Mm1QyPD21YHocR+k0Br5Fj665hjdX0rDSoabJSyAQlATJRbwWSXPn5qS0uKl8gZYieLubYJ0zWNwYDAovqToFO116mlLsgtMGSRCrXNdid2V3u8HiBjZdtkXNxdgilGK5RqdmLfEi3KQZJ5CR8lcsMS4qCNOEuRIRA2R3qePcJetQjmE8XODuykcf901m7wzSEKF8pFI2xij5XFK5LIPQpMlMKCMaiTt8WO7UfojFsc9+jabBMc9SsHq76MZbs+x9R2q1OauSUqXOiCMnEgqlO0wRhZe+fkBUKVvM9RgRDM0RKp+k0L9Aj9FzJE/xI+r8xWNBH40uvv4mPv/Ixe9zLqyglrfdWBhC81z5TBiRTqMa6Lui0xczF7BSaEWJWZKi1vWfTpmA4naJmWjVdzJDRMMjAObedb1JJU7d6ELNFhkcn9vvND+6h03SigrgVjgHTUYkK2pAQ5bznkZTyPcxWg5JRSONA7iin3dV1XUHz3PbffYCTP7kJAPj8x55HXrBC/ttf+xEX9nw8E4tCWVTY3T1FKiv8X39kvfNO37kJQ6DI0lcwxt7Q6WSBkDdXMWevTyeQDBPd0QqC0F7gPF/CY0XamKwV6siIZnNygZJh4vHZDGekCIdeDDm3C4srjEWJAHCbMNEe0J57pdvzfP2dN/DiNYvwNk6IlOAkn+Cl4iSFJmHNrUuUWSN04iM9JdAnpUjJMsWCle7d8hHG7IYYUeB4ygr5co6S+WIT1mtx7vPoSmBIineGAksKmYRCod+hAEgj3+4p5NRaLDRQMLxWSsFVZDu6DiqGrpqtSaMc1I69brsnJzijSe9IS3S4EPjrY1SGdYekUWCt8eUf2Im7yJdYo/gt7r+n+o4fPnKmgd++eQvJ0qYS/olBMLJAJrXiAuwkFfT5FNEAstFGLA1SIh2rtEA+sYtskcxQspZQsu27rHMIbjLpbAnFh7QXNOqP57WFtKjaky6zDL/9hT8GAPzMy59ERSWkaG0bJduMAb0vTZkhX9rzMaIL3Tpy1a2eo3Bkaw7UzDfteu351LrGZNdSw7/y1d/CV7/yJwCAn3/14/j8L75kT+o3/pwL+mfGRfpwMS7GxXjfeCYihSJZ4NG3vgp3+2XoXWvJ/ejuPfhrNhQPjMCCBR4TDQB6FyZZo79o4NGcxWQLeOSgu8pF3IZ+Bhm58jMWobohkLOaXnsSITkKnuPh4YRRgzm3epsykog9CVM0GIlzVt+f3H2Azy+sl+T21nOo5rYUX5LXILIjFJTp7gcBfMKtq1JjQLjy/ts2/E4PgbsntjB0lGZwCPMejEPIJowsSyjd2JOTqSisLDtgrfiyRjLM92BqFt90DY8pQcb3d2KJgt8pyzIwuEHsddEb2fuwunYJQ4KPVlcsDkCWBg9PrCyeu1xgstcoLc8xGtjX9nPdAs0GKzZi+PbdJzjc322vZ+DYvzet/x81Gou9x6dT3N29DwC4Ea7C3bHiOcXBExQTe+0MZdSr0IdesOAbdVCLpstQUHsfKLSEbuz0GCn5jsSMHSOtBCKmqdUPIRS8t3OQ1RVu0x/SGQ7hE8CmemOgprQ/sTeuK6Eak5y0hiTuQ+em7RKh1lBNYbL5VW0gRMO/0EgWVppuAQXFubxxYx2GgjhPOy4ihYtxMS7G+8YzESlM0gL//OYD/OJqB/0Vq0ewsz7DSWCX3ZOjKd6hQGdHVudFQOIRZrNTuNzxi+qwNVTxqhTVnFr58ylS5plbL1jmWXe8gTqjmnMyxXjVFsZef3iMe1zlt8Z9aBKhymWDpAN8FvA8SIT8+XhS4YtfexcA8LdWtmFYMZOVLSTEoofBjt1hHVWjOKN2Qu7CkBCkJJWCqjMcH7O9OYiQU1F4L5ng8czm0UZJLBuqPI1mtRLo+o0Zq8ABhUYHHR8Rv0dRpFCsUXRJKtNpDjBPdlLZ7lD9Tgf9gY1SIqPhs9hqiPgrXIOIcmZXnruEJ4+txdp0kYIpM7Jq0SiP4QkLtN99dBdH1GEwfozeiKpQ+kf0IzkalN/eYoE3b9s8ekPn8GvbAlQKyCf2PCO2hVFUSPdssbpyj1Cx4OkOQwg+BpmsWp+MggXfCho5hVbP5ilMlyxJx2u37GYzF5CtapQ2Bg927dz6w9/9Bn7ub/8MAGDLEaiP7b3ef2CNYnUyh6QFYjweI6YrdZGkqIjvCAc+OiuEmLdbeQlp7LkX2RLfvWPn3pe+9SXs3bdz7sW796DKvR97Td87nolFoRu4+PkXtjAsDV66aifYevejePLAfpnbJ6d48MRWcnWeYYU99p2r7FG7EWb79oEVcw2vkUvPDCpi0Z2qwtXnLAils2X/nSZz3Lpnw8yzvX2UfJh+7yt3kbC6/tx4DYoyXscLpg9KtOFeJQ08VowDI/CN2/ahWPvWd/DadUuR7Y/sazv9EE5EHsFgG4ZOQChq1ITSqqH9ngkqrFP78AgVHh3bm/z45BCHp3bCvnU8x+mczs2NhJlQrbKzMQp12eggKuys2Nm7Wwok7LqsXLL4j9ycV+o7noTHXrmSGTaHdiHb2BjD4ZPeocHNLE+xpNxcPzfwVVMhB3L6ZipTYUFl54RiI5EK4LMIfLRcInnMZeMDqJEXRYVvfNMKjvzKq+uIOwQFHSyhpvaz04ldvJbLM1Qsgtaxi95V+71rlSBlp+H0NEdBENnx1L7WFQ7mc+o5Ct2G1lleIqLSTskF2Zj6nJ+Ac4ft//r/zxgO0wAAIABJREFU+Kc44srxr3/+Y9gYNpwY+/diUrSuZfrsDBk3AOnF6G9Sjm0QojUJq5qCcA2XHYfHu7fwW//nbwMAnjyYwnAzvPXGt3H7u01v6unGRfpwMS7GxXjfeCYihVprTBYZTu5+D0cUx7j+6VfhuPbns9NHmN63K/5+dYI7O7TYGjUKuavQxPAmzhx+TZ+FegqQwONtduCToHNCJty7jw/w4LGNRuplinsnNtq4f3AKj8fLihlmZ/azY7KOFpVB2Cy+QmBIRejS9/FkYlfutx8e44V1u8NEdAaGMpjdt5HEk8k7WFBbIIBo9RIe3LwHALh3tIfFqT3PidJtsevedIrJwu4CSVag4G7UIBpLGJQM0YWs24231DUySqGt9iQyFsqWPK4nIwQ9htTwoMgcrPISd++8Yb93cQV9Yi58/puVGgWLnPlihhELpssixJKtvP2ZgKFpyR0WF5daoyCWIJ0bOCXJUR9gGGPwTbYTv/P2LXyWehnCq5CCbUZiWmrHgxoSgRhLFKaJJAqcnNj7dH/3ESZ79n2CEU/kRSBYFq4BvAbf4blotm5DcyGbLZ7DjjXRho/3DvDF37VSpa+9OIC7tGlMltl04OQsw2jNzmk38pARKxFBooD92c0MaqYrsylVwqsF9u/a9Ok3/5f/CX/8DdvizUyOfGmv/f07R7jS/2CFRmF+FKb0JzSi0DM3ro8RSIN+l1p9eYWXLtt88MbaAM+TvixDibKg/Dh7ycWyxsHUXrx3bu9hwV766TJFVZybnbjU65NNPlnUYDMAs6JAwod+sxvg1/7evw0A+NnP/6vo7VgdwAZ//+/++i9jxPPpdgIckQ13fHSKmJ8RByEWhMzu0yzl+PSMGuYWquqwM5KmeYt7aNyB4EiMOvZBev65VawN7OelRY7JGS3e8xSoGqMa+zblBuh27GTr9Xv4f/70WwCAMi8g3oOjb0LRxkZ9JfDaukRuDCR74oFU8OhkFXmy5UQ06tPztEbWuFdBwGddQolzzcC8rJEylSjYOakMWqzEJz/+Cbz2Uas/+Kv/8jauf+Sn7TGCCN/7zf8GAPBH37EL0729Ca6u2QVpNYgAh4pVAxfHJ/Y+5EmOvT1yPmjIsrXWg0/qfAwPU0r4P3x8jIMJXZhKiYApwRE1L1Pt4IDX5SSv4MjG0zJCtWpD+4Qpatfz0eP8DX23XRQiCJwu7cKznKZYsOPThOl+2MF1StLXyofPa9uNfQRUZ1KRgReQ5s9zfOW1V/HCC6/aY7kh8qmtUc1nS1SE0LuORJ7Z7/Kpf+Pfe90Y89P4MeMifbgYF+NivG88E+lDVdU4O1lipetjuE1DEqPx/FXbJfjoc2sYUIIqOT1DwvC/bKv7AhHRitfWetglirTKaxyR+ZhrjQURhD0KWiyquq0gB56CpjnJwWSB3/09q4Y7vnodH790DcC5VFqR5igjElhKD4qWbqo2cEiOCuIAE3ZHsrzhsxs4JFI5roIgwy30ZCteWDjnWggTGsM83p+dW6fXOUruNJ7roz1y41rteygZ4hbGYLnI2uvpszjoeBIBe95dHrYfRTDcUfLJsi2SZVrDpaW667joMFUSM7IWVY2M0YqrYCGVAEph2mPUWrc7rPEar8YSi8RGD4+OTvEKrfWEdqEoU1YkOe4d2VD7Lnf+bFqiHlLSLfIh68aBOYNLAhZMjZ0x/TuDxm/Cbf05/CjEkF4Vm6GLA6YgSV6hJmksOrR/v7XQDTgSSjgNJwlppuEwTdtidPDqyy8g7jSu4jWKki7YpoM5iXJaugBTl8XUXp9pvoRH/EMYedjs0xhmpYuQkU5Wllie2mPcffDIvv94gm5gI4lLNz4C4dnvHPlAyshTKgEVfLBC4zOxKABAXdXIixoev8ygN8AlSq6vDcaoGrUdKGjVVPsZOoclYgKElF/CJI3o5hJK2wu1yDOcMZUoGqNVR2JO7kAv8FpKtq8Fjh/YFuh3//ir+Ohnfw4AEEmKs+ga2ZKpi1AA8/Iqr5CzRfTo3j6OGJbOKeIRhR56jbiJ76MkzTaIHfhcnDyCfB4fHGHvxD4ID/dO2wXQ8xxsr9rzcIxseQoZFyAVh3AJaEEFtJBhA4hGvKQSCJiarJFTkeYFJCXplRCIfKowVRWGTHPiyMU2BXRzhy3JqofHExqbljXSrLm2DgpCz6WUaCBeA6YiZVGi4nfa372Pd9+yxinxx4aoyCo9effb2HtINyTC3KOOB5/dJ6dyUFECylEu6tRuAD3fQ8DFy2eo3YvPhWlFlYHlDERrMeKefSBPzo7Bhg+US/AaBJqM3PVDzNJGhanAVmTv9SW2sl/dWW2p114YwQ+sDmQgRQuFLoWBQyP2CcVissTgiCnIuN9HnzLyQdBF1TBe8xnyjj2TYdfWH27v7eH+O7YGNdq8BCW5YMcdBIRS17WGV38w6aUPlT4IIQZCiH8mhLglhHhLCPFZIcRICPEFIcS7/Hf4YT7jYlyMi/GTHR82UvgNAL9jjPk7QggPQATgPwHwB8aYfyyE+EcA/hGsQcyfO4QQCDwP40GEHvUGXh73sDG0BBeUC6hGc891IRmiFXP2nYVCRb66rAQUJc9G/QijkOF46SJm/3dKDIKBhMu0pNam7TgIaRAxvL51+008eUTg1Au0eQt9KB7LdRU0C21Ga8xZUCorK+ICAD2eby+SuDS0kcB42IXfsSt+JXJki0Zf0J57L96E79mfJ4sKDtODjWGMIXeonuvhgPDvvCHLyBpl1Yh+JPBJmIF3DgySVYk1ysdvd6mPsBBoyHRivYuU17BYVFjnTupFHbj87JisP53nyClU48yTthhrtIHHgm8J3YqnLFlEU0qhaLxA0ww33/pT+/vkVaSPbRX9jS99Gd+/a3EbC4bq18ddeE2KkmdY27TXczaZt5byYSUwGrJLwg6PJwVEowJuHAimHXlRnhd3VYB5RVxDan93lBaYMz2aFEWbEgWOi9HIRggrI6a8QsEhfHrUH6AXES8D1UZpWV5DU2imu2IjiaIncAlNJ8OgYrS1OJugsZzJshQVz7N0GnXwGEtGAcWyQk34tHB9OI3AjxJwxDl562nGhzGY7QP4OQB/DwCMMQWAQgjxqwA+x5f9E1iTmB+5KCgp0A89rIQurhKnvRoN4bF1YxwHQjTiJAIh22EVdejcosDxoUWPzWcpJuQ4LOc5QqYEceihu2Lfd7TgBStNqyQ0yVLMeeOkUUgZ7oqTKW594/cBAGPqAXYc1Ybo9TJHzppB7Cv4PP+dfgyXMuIxTRRiN8AlehSu7qzAc+x3WqQp5gT3zNipQJXiRebFdw72gJRaih0PL2wShBVE8FxbcTYUnMm0gUtB0Lw8lwuPPIGKKYajHPz0Bp2MyGFYX1lBt2+vjykLzImEzKREktqfzxYFTnhtU6r4uAC2WSfoDiL0pJ3w87LCkrOrqA1ybT+vmdiZ1u2CJYXE5IBt1oM9THbtfX/4zh5+QGRezkXqlfEaNrbsgtSLfAimYJUzhS7tB65tDhBzjiiKyAitoB1qLS4FCr4vTQxKLhBINTyC0hoEqaOLllWrYFBU9LYULrapEib4neoyRze2c0TpCq4gB8cVqBtR2aRC1Yj2ULEr9Bw0EX4Bt9XxNNqBYDqSLQwWrEss2H06Oz7A8Z6dY+n0MTIKAWsvh2t/RCAjGPGTs6K/CuAIwP8ohPiOEOK/F0LEANaNMQ2uch/A+g9783ut6JuJcjEuxsX4qx8fJn1wAHwCwD80xnxdCPEbsKlCO4wxRjQl9j8z3mtFH4e+cd0AnlEwTVguNWoW7VBLBAShSOXDp8OT3LKr5KjWCFdsiN9/MscWK+7zeWZlsGFlxRqAUPKAYfkyg0d+RTdwUNNGPQ8dSO4Yy9kC3/6SlYW7euMTPHuBPGvYaRkyRhj94QivXLM77yvPvYSITk1+U1kOHXQpHKP8GpoV+WGVo+Rnz/sWdp1nGbY27K586X4fe3sE/QiFnHbN3a6HzsgCsuSZ/Xu6yDCjGUzoB22BSwiFkPLxXSXQGdrzuHrJXsPrN17CcKsB0PSAxnBGBkhSG8JPTjIs6Ys5uWPNxE+On7SdBe24ODm0Ec/B2Qz7U3v+p2mK/aW95o9ZoDVGtDxDAQcFcQxvfe8WBHf0N45SHBMv0IAeVCAQMcKIFFAy3PddicHQ7sy9TgdBI1bCwmalJaqc+pI+kDUy/1Ig57lJYVon7BNqRk5r06Yls6JAzhNJBdBj+qBpKJTmQJeiG8o4KPOm8+M0pmXwfa9lR7YS73mFkmmHMYAwjdyeQNL4+pQ5MhZuG+h6UpS4T37FvcczbK6S/5Nn79GRqOB4H+wx/zCRwmMAj40xX+f//zPYReJACLEJAPz38EN8xsW4GBfjJzz+wpGCMWZfCPFICPGiMeZtAJ8HcJP//TqAf4yntKKXACIl0e91MGJhyJcOFMVKISvUzOFdFcKh6k9DznFCD2Ov4eFN4Hk21yuSJUq2MufTJRa0MRPEKzyspgDl2vp+F8JrhFSH6A/tsW+9vYvlvt29H960qLoAgKBKdG4UPBaOXlgd4FWq6F7aHMKtGgs5MuCGQ7jEChhdoW6FZwNUjGJGcxZRyxq6tDnkxsoY155YROM7jw6xP7O/l36EG6PLAIAn9+3vUm+GqsmzjWgRi57jYthiEyQ22KdfXbFRTDyQCHy70/r9EZyu/TwRROjkNgPsj5ctcavYsvDafO8SyiXz3qrEdGTrAZOjKR6Slbg3m8OhAnWa2XPQTt0iKFWtAe6CntfBY+IGtoYdOIReattfxUovgN8h1sMABeG8Y1+he8nWWvzSh9dQCYnvcH0JzdJBNa+g2EZOiwVcFmZr6cBhUbExF4rhtNiRqK6hqfrkmnOzIkMUZ1ECKYunsZHnigsqhEOBCg0BxcdO8/7X9RJ1QWarqeEYKjN1DLIpUZFRF4YRRiDsPZtnBU6J4kwWGZwtW0dxsxQplcOmlUFMV/SnHR+2+/APAfzP7DzcBfD3YZ/x/10I8Q8APADwd3/cQYQQcF2FYTeCoP8ijEFNReWkBCpChp1YoeJEMLAPQp1LGOJ8PacDhzqIInRRMR70AomIgdEGqcDLNMPZvGGc6RaEM14ZoU+L7+F4CYeV893dO/wMB3AbyqrAkAIa19Z3MOg1MG0Bnw5IEZ2lPFe2BjbCDduCIBy0slsO7IIXFDUKyqe50rS+jFe8Lqa3rI7l7uExBhs0bSF2ITwsMaspEOI7YFMGrgA0K9KboYch+/duTeCRDqBotitMAZOyYS8KurkAoi6hCxuuSi7SKvbhNfqD02NUhZ3QZZpgtEYehCkgzxpcNR2ktNuG8JWp4TX263WGgCAxHBfwGk4Hz1N4PjquTXlkcgSfWBXHceGxgOd0PRjNroPP7hIcoJFgq6q24yBdA0r1QNYVdCuObT/4uCywZDifCqDg/cvqArUhR4GbVG00aupuGl1A1kSGCQOQoq7gAARIFU11UXkQMuU5CBQOMSeQrUgQHAes1aJih2ol6mLBVHn/7AyXyOKtqhwlF9O6yKGTnyB4yRjzXQA/DEv9+Q9z3ItxMS7GX914JhCNjhQYhw66UYAVOge7UQjN9KEWOULReCzWqEF5rNIWeGCcVlG3XmgkbL0F3RBgoSpZ5KgbN2YWMAMVwZANZ+C0EltmAYguZcf6KzimAOnesV3Z+10fjUy/Kw16K3anXF0fQjB8dJ0MLqMe6Z5z7FXrGGza3QwmawlKkjtDUdXwGgfn2kOX0mZpfYYtRgU/eHQMQSalxwOURQkHhDOrAA4JTJ6SAGHMpe+hzGd8n4WS+4MODHddUxhoks2ktr1z++ELgNoDjTSYH0SoiUxUboCIcm1G6+bSQ/dy3O7Zc9pgS2+WLdvUJqsMSgrjZL11xNyZh3WEXmCFSA4pbDqZZlgSkVrNsxbFF3o+FCMM4URthCQoOquUA+HRy0F6kNytS+kDklZwuWiJXpXXOD9rIkMB31RtIbLWpjX7aa6bTDN4VMdWrtPeU9QGILbAKOvbCQBKN6rMFRzFQjoKuIRmK+PAaVrxyGFOydyMeRK6j/2JTY/TLEWaN2hSjaop/uqq9bB42vFsLApKYtDrQooKy8KGQFpqVGRDZtkCubLhbOhLxBFFSyJqAI5XUXKiuMvDVtbdyQxA5yi1zLHkhKwoTBGHIYacBNMULR269oGaC8SpFkgJS21UfwcrCpL8Azf0MKYiDuqsraJ73ggusQ4NPl96HmTTo641IGxKoDUg6iZOpuuQrlA2Rh9aQzUGIXUJ2eSkqcbhGS3XuYAe5gUUc1VkBlkjsmIcyEY4xa0hmM8X9Fcsk0XLcTCFbmsmgAPDMBn5FIbXsHGNMpWA4dNfJIs2tDVGoJKN8IuLDfIZHs248FZ1a+CD95jYIq2wcZ0uTCJGyDSnmtF56cExniNDtReYVjJfJzkUqdp+3EOdN25IlKIvNVQDFTcGNRckX3ow4YCncYKUuIYddi/uGYkl50tuTFsncKTE7MR+XtCh8nNaQudMn5IAXoOPdhQUY39dK9RMFTRXGAcuIh65lA6YxUELHy6FWLJaQXc4V9kZc1TSgpTS01Nobc/H0yGOT2x3aDDsta5kTzsuWJIX42JcjPeNZyJS8F0HL2yN4Hk+aoaq2XKBSRPuVnkbau6sryByqVXXswUnZ3Ubgkg748cIqKlXZXN0ClbzqxoBF8wzhqdVkaDfFIl0hpC71SDqo0s13KjOEdEMZs5dsN8JMOEO7AUhdrav2NcOgrZj4gRBG8467KgIRzQ1JojaANRMFEUKQ0iwYASipQeHhTjtOtD0SzDaaz0hRVjCrenRyCKprmq4jddmcW4xVley3VWHYQCfhKg65E6cZ6hZhVdQrfCgUYBkaC+CLpxyxt8TMu0JlMZ+T7dTIaf8WSkkjG48PwVOyIhsIpSsqNFIwAjTBkiIx0MMHIv1WFNPsML7sM+06mwxxTfftSSgS7GHbmiP5+300OMe5zsemuCm4hRfIofwGF77AcCCYZmlSBlZFm6IJQu6CXfrjjA4ajwjjW4LkKrWUH4DXaZH5SzFknMvLDIYRorKCyDrphAeoG5+JunMSAlNMSCR69ZnRFVpa9qj0xyKk8eLyag9AnRqI+tZ4KIgoS2OXRyTUel4ASLnKSSy3zOeiUXBcxW21wfI8hQyZ7hbFFiSkdbvhRh0bH7ux12UDI9nCz6YSQnR5LWORM1KvnIGqBRDSuXhmDe/YUvemyat12CaFHB6fMDmx1inNl7lotXi2+SCdenyDipjAT2hDNEZ2DhROBJzMhv9cIqCeXDDWPO9sDValWUJxdK60bLtZhieW5ktWhZlkiQ4PWWV+WAfMwJrhkqiYr3ijLL1qdFYMpzvyhpMT5EUGUgfgakLUGsWM+o99tclJI9hItW2bZVwWjMUSN22URuTI1E5bfpQIYQIm78LaM8eu5BeK7Z6Sr1DKU177bWxICIAmJ4eow4pWx/GqLlwNj6YR3mJZM92QL6va1wiF2N/kqE0do5cEz14HVK7uZguyhxHj0jDvnOMfbZW0ypHyc1n6DswZSOJzwdTSQxJPT4pz+XlpTw33dHk18z2M9SN6E2poSiKkgkHCb836hyeS2ezPskmywSGalqlIwFD/8iyQsY0KCmAeQOsmnKzMAaDgQWcwXFRkNNTjhxw6kCjbgFcTzsu0oeLcTEuxvvGMxEpSACB0ajhIGbIPa0N4JO0oj3MCed8vHuGOLIrX6OFsH7nHtZ7dlXe3BzDJ6hJxQIOyU+zusbtJxZwc/eINmdpiVVKl9VKIWLYXVRLHHLHz2YTXBldAQCsjG26snXlMmYndlXuRSFiqh1XeYo71GD8/s03sc7fd4lX6IYR1jasgEanO0Cnz8qycgFGN2XSkI9yHFLBOplNcMCdxNeqLQ6qGogZYTiMYqKqxgl717XjtL6bx/MEDVbYUS6K0H7219618PCHZzUGhEz3+15LOuv2+gjZaeisBAA7O4bnW6cF9s9c3puHOKCK8PT0EFMSiXS6RMZ0o0/odz9xWthupjUaN8xFfwPxjF2erc0mykcj7tYLY2wO7LlhmaOphx4uCjygq3Iv9LB2zd6r5NBew6/feYK371hw7d1ZDcmI5/pGB6pL7YU4gLtobOPYAZk6WDA6WDMa07Kp6mv0ujYymR8yLy0KlE1BUbh4smuLfdVj3XqWllmGhNFIN7YR5DjuodchRHsQAfyM2WSCw9Rei3cOdnF2ZMlhE0YPHgRG1MOQTtTK/w0dD4Q6YDqZv0cS/unGM7EoVHWNyXSJIATcgUWluQrIDuzk3zvcR0kc/bKoUBNM4zOlqKcLmJGd5GG2RI9uSt31DZRkLS6SRzg4tsc45kOTFBKHFMZcCQL0vEafr8YxPRnSJMXmiv2ccIVehNAotX14lQgQcOYepxMcn9mQuaeAiiy4O3epFJU+xKr3NgBge3MDV16w2o/jG9cgHToWJTYnv/PNb+KL37A6/pmR8OnTsLbWRZ9FhbXIxZK6kh7dn0pdA1Vj9+5YDre9Si0QJtEVTrmwLIhGXIwM8ql97eu33kHKRWgcKNy4an0Irl/ewXh7014DMidPnxzij79zCwDw+zcfwqFpqu/6rQtTnSXoUtVkOLCV/mktcMxzU9BQXNy6sQ/RdHP8IXyKjq7VNkzeGMWY8n2uBA5YwxAVcLVP16ogRnJ0HwDw5k276H3r1iHunrH1WAFXL1uUZuV2sJgSFXg4QZepwpUB6e7dAGJmNxEjBVTjRFabVtjmdGn5f7kRraz96WIGxRLG5moHJV3Njo40ZjO7WMxSm87k0z6wbUVn+8MOJPF70ydT3Hn7tj1etkCfXZJA2etToGyBZSFygAjYrjTYIOMV2RFiSeHgpxwX6cPFuBgX433jmYgUpAA8t4KvOhD0a6wXS/QCu2S6I4mEBawgqXDvhPJmqjE8jHFGDn5tSuxQ6CTROfYeW2zBzScTzLmLPTxin9iV0Dm58HqGmKHYsNdHWrIKDWA0tCF4nrCAF0TosooedHpIZzY6CKHQpV7C1954F0lhmYsnDAG3RwNcW7Wr/OTBPTiR3QU3f+oT0JQVm1K++/t3D3CHCtV7ywIqsNdlfLrERmB3yhvbQ6yv2d1xkzvmHdQ4IYCq4w4xHjDMP8gR04r+tCgRUtuvR4OYP373IZLSpldH8wxrhG4vVIT8if0eiTH4F2gZnxFjcevBbdx+bKOqbq+DlIW/RalauTxdZXB4/9YpOJOlCZ6oBu9vWvm3jc0riFjkLMQS47HdHd1Gg1ICQWl3489+8lP4ynetIMu9vUd4g6nLp4VCFNmI5q23vgsA+P17EwzIFnQ7AT7zuX8FAHC8v4s/uWnh6wNP4TLPv6TEfTorsGRk0gGwYAUvr4DVPouK+3SPDs+1EKq0RJ/aCmlR4fjE3td3jg7gsWh6aWijYl2kWFIgJR5voVGDqeW91oFaVzVuH9uIUzDNdU2KiCI7vrPa+l8uD55AEL9wOC3RKX9yLMmLcTEuxv8PxzMRKUADshDornrQJL5sj0YwFLBEXSAlN71cZPjoNbvDdqmiq4ol9nNbGKxqjZL5t8yq1gewG8e4fsMyGLe2LArwbDpF2oiZZmfYHNr3DQIfGd+3VMCSBcopkW3XPv0RGFrMydrAYbut8B0MWQRb6Xcw5HnEmX3tja1NOBn1/+c5Ano5iHgAwXywYFQxGsT42VdszSGJejigNVvkBOhL+/NWr4tuSA+LDbuDP57neEjLMyk1dtiOWnYzCNYiRoXGBvP2dbbFhOogi2zUUcoa29yhg6pAPrNRWNzxEAztOde0q1ucLPHRaxYqvXX1RSwYjbz7zj20bKZljCts68LYnW2ZLqD3uPNJIIyaescUu6m93uGhgzGFbP2F3aHHvSVCZaOAj4w9XP30RwEAr9/uYGfNRj8bO2sYkpjWKDa5MPB4bh+5PMYvfNZe2x/cyvHGnxIq7QPdfgNBbvu3GBAXkmigauSchUDP57mxXhLGI0RU8nICB5qmLlVRIozta68/10VMSHM6td/f9xW6/aYoHUDyeJ1+hA2KwsbDEBuUU2rawsXZKQ6ObX1iddwB69ZYnk4Q9+zxht0EHSp4Pe14JhYFIYzVtqsKjGL7ZVQUwgtIBXVlK42uS9MuHI3mYJXNcGlkXzstS4ShLTS6IodT2q5F5Br0KTLyUWUnz55ZYMZiUbc/RMO+HusUj6husVoViNlDP8ntCzztIiSbUVQ5jLQ/y7LC1U2rQB1BtmrGZwQFhW4HY/IhLq9fx+aLL/IC1Gjwsy6r8B9/5VUs6LuY+zWyBTGzssS4Zz8DqoChqUk5t5+xNQhQE4p8eHQKNmUwdl0QgwVPawyJLejv2Af6+stDpDm5A0HU4vK1nsAr7UNYagf9bVt0DA/pNuU5GPFDOrEPQwj6xrUxZjQn6a9vI6Te5PyAmovzDFFjTiNdOAR9zWYJjh9kfF8PBbkbx5TUH3fGuN61n9GvF3DYrfncmo/xdfsADcsMi7fvAwBeooLzyz0fIYuZa2WN/W/9EQBgfTnBpy7ZuTPuupDsOnT6NDdWAjELyWeLHCU7AxmAkJTpVbJEO24PgmlOID30udCVOaC5ifRkhIrzoule9AYuXHI0TFG04LNYSHSpSt1XPnQDm5dcVLwR1vr2fdurI3Q471NTIOSE2tgctxyapx0X6cPFuBgX433jmYgUpJCIwg4caNREHXq6tepDGMWt0rJSPjRX46JohEhXkS9p6HHvHaQzYlx1jpSkopPTE1y9wlV8ja1Mp48xVZSFAxiGe3d3p/jOQxvCroQOqsqGzJeet7t1Xmk4rl3tZ/MSkWvTEeMYdJgyvHT1GmrS6zKGsLqQWN+yoiiOU7RMPp0lKBeEpTZ0z8hDd2zbZl7XR5HYlEEv5zC0gBGIMKHZjeqzP76I4LH1eLzMcYfMzssDBy7FOZTWDi7oAAAgAElEQVQuMSHzs5+yhbp2CT36CpRSQHHnivtbyI4p9ZaeQtF/IXDZY++OALZTu1GAiEYtawMf6YzaAqVEsbCh8j3K2JV11RrZeK7f3ussFCjX7Y5X6RHMGg1T9myhrgxC+Gzv9aMMwx7vyWmJtStW/VuGBab0WDzhZ6xGXit/JkUKQ3GS6x/ZxKBrj2GSORZsfS9YtDwTEgFRowgcOEQ/ekKg27VYiHlsP6UoJZxGLGbsImDqNgo6rXaCcF0YphiNv4MxxbkSc5WjuTDDeIh5bO9P1B20kULGQmvgSwwZNfSHK1CErCfzGhlb2x10EG2wPfmU45lYFBzPw/r2FnRVoi4IHpE5ZMZwNiwhmhDdkZBOQ2u175e+C53bLx6Fq0h50coyRY8p4L4KkfLG9Amd7UQhTgmDdcolEj7EMqvQZaX6pY3L2HreTraE4dnqxhqW6/aBfbI3waRhaArACewNH4234bNX3Kgq+W4IyRtXJ2ULkJHTBQreRElWn6tixB3SaQMDn81r7XWhc7sILdMpBCdhINjVON5rZYN8x8MiZzendBEoQqh1jcmhXYRWxnbSxScTRJdt6haqAB6diYyQMIRpCwAiayC29jP6sYs0o8KUK1p1ZWkUfMMaRXWKKaG5GTs/gTFo9IBcX8KV5+5bPu+1iGpcWbUp1uMntq6RzudIY/vgymgASfRwfyuEM2KOH3cwXrcP6vXn6PP5oEbJroaYVajm9vdHRwFOD+2ClSwBw7SJay2S0kHFHD6UBh5rI56WWBuzE3NiMRTT4xQLYskn8yU8Pot+HKDXZZ3Lc+HQ/9JwHhfJolVeMoVGxlVBhgqGm0ylPQxYz4nYGUvzOQp2HA7O5ljxWX/oeTjas2laKT2sxSv4IOMifbgYF+NivG88E5GCkAJu7KPI6nYHSnMN6TVc+BiGu62WHhT9EgyVc43jouDquVhMUZN05LsBchKlAlFjmdrdoVecq+kGNJ85niQwLC7eOzyES+jr4OV1rOzY4lqDypNhB/ElElEen2JJK/MoDuBHMb+TaS+uoiSYkgqCoiBZXUMyVdJSIifpaHlqo4DuagDlkAGoPBj28WvMkTdO2lUJTcZnyP7/vCzbgmnHldif2HN+nGbItf3s52MPmsXIMGu8FxQkTW2cMIZuSDl10VbJXc8DTGNzzzTH81FTBzNbpOiHdlcyuoYm1jZblq0Qy5RdpJ6rWoiuCvxWzfikLhDSXKUQXQy79tp/7Od+CQDw9hu/h925rbhfix2MmGKVlWqNU4qqxpJhZEbGYd93sU9YvGvEuXxfWUNySy+zOXzTFK/tbj3Lc/BSYWJEa0svQwdGEvVIAZyTs6zVx6zrDMvM3rNeTwBM6bQySCa2AKubSKGoELE74Xa8xtMeUdRpWa67J4cwjewkNUfKbIGsMcYpahRLGzXE/T56hKl3+t1WI/RpxzOxKABWZFTDszxaAF6AdvKnZQFwwiqj4Tf8Y4KRdCqREOizTIBA2Ynnd1egWX0+MzUimqKWfTux86xASlabVxsIgpTSukDXsZM7jmIsWWuY7bEt9pE+Ol3bAVDOfSwYa2pRoezZEK4SBhUXOKfBwzsC+ZQKQvsn6I1sWuI6ZYtVLwjeytMEDuG3XrgKw1Zerf3WkWqeFwBBTwf7NlxOk7TVlCwqAdN0BfMaQdPiGHkt9TkhM3IcxTCc8XVaQ5OSvDyZY3FqXxP6NRyClhozRtnpYblPn895gs6IzlFphqqkvHpZIidIzGNerGsHn2E4fCur8eYxhUzkClCze7TSwylDaTOw12owvoq9B3ZR2FvO4BMgJMIIurIPVpUnEAt2lSidPyuBgJyY3bMlHh3Y67Xy0gY050AQdzGjka1m6hYnFQ65Kmho1FxYA7gwBF+F0Rrv4xJFbRfQdKkQe/YckiqBkxAUNZ9gMrE1GunZ7xl4Dgp2neCeImz5OD4KplXvPHwLu7vWWHbg020rreE0i40XAT2C/aIOdGOc7Puo9AdLCC7Sh4txMS7G+8YzESkYA+hSoCo1jG645BKSrfnaGFR0bobrIGfI1BS1agPMuCNkBRBesrt4oQ2yyO4kJ/sHqCck15DgVJUuKthd7klawLDwd69y0SF+4TO9TfiDlwEASW7JTEeTA5yd2Z3GOAqSxafUADPu9L20gOLO+/+y92axll3pedi31p7PfM49d75VdWsgWRyaZLMH9uDWbEWSJXcCBUbkvCQxICewEUBPcV7iF8PQQ4IMCBK/JEj8EElu2wLk2FZL6iFyyz2oW93NLg5FVrHGO99zz3z2vFYe/m8fkrI6LIpAqxTcBRB1ee85e1h77fVP3/99uWa1IPeXMvJn0zlKIxbPre+iJG9f0GV3XzpHRhl2pxHAIZFJMj/FnJnxZJHjoVw+3joWC3eQK2QVJbGvgSXLm0VCG6DCAClDrErNOpmcQDNbbiIs58LaArMKOIYCYU0sdqV9GasQ84rGbjiG36QbXCjEiczRPC6RkBJsvxLcQYkrFwT/cO/uKWxFTed50F2xoOMyEpYXAJNC7jmr9zEciKf0IDZYCejFDAxMc8j79mDoCXmsytQHLsiWjlbgYUptyuMHQ4AhpM4NZvRkMCWnQ6lQMcXl1kWpCWPWDvZO5f4aDD+CZhN2RDZvazAie7QZzHG0EGKYk6NDZEx4PvOMzNXpOIZmA9rBcYGIPJfHR2OckaHZbzQxOjzgc5D7P0sTZHwXrmxtQpOjURclIoK+3GZrSeDzqOOx2BS056O+uQN1coCSxKDKA5SqNBLMO9TaWYmIYCKwMzArgJyIwIP5DK9/R1622byAQwz7ndMprubi+r19KosgrDcxp2ufegrHdNdPZwaNDfnMl155gJv7ksmtyqVrF7YxGEib7iQdQRNnruAjY9ViWiygcoYmlUS4nsGpACtrdZxN5EUZvPF9JCN24mUV8auDLinsj+7chs+Fm+cuCoYgR8UMB/tSih1nVf5FY8Iu0CCIsE7wS5KXKIwsmrkxCIm794gCTGdzQMkiD7qAwzjUrTvwSXpyPFtg8uarAICzmVzn9OB4WRrebSkMp6d8qgqgW54kMQZEiLareMYJ4TEGztI5fPJHlkUXi7iqQAExc0lxRRhbaLx+KIA03zG41mYOQy2Q3JbP1sMQBwynKg3L1dAD5SJwUHgoWXK9fXC2FIpthCFIaoQJqejNzIHHipJXpEuQlW8VDJGJqEsYpMMzlGyNzHIXeywz39mbwM4rjdACly5K+3zOPgvXDzFjriZSGhmJVoMwhCJl/HR8iDeP2GNS6Xf4CmdVjmY2REAO0Ys7G3C5sTZX+qjVPlhJ8sNK0f+aUupVpdQNpdRvKKVCpdRlpdQ3lVK3lFK/RU2I83E+zsdfkvFhVKe3AfyXAJ6x1sZKqX8C4D8C8AsA/ntr7W8qpf4RgL8F4H99n2PBcV1YVyFl1lvHFjVCTQurULIrsTA5yhnTwczqLxYJYmaWd3a2UBvLzjiZzzGnW9acTPGQ7lVJAZguShAHg8HY4j4z/6flAn4sO/RXf/dL6FJv8qWPCCT4U5/6HE7YGflw7wR1Xkej5y7purIsx9kJYb4tJs4adWQk27DWQUbLffLwADPyG9TownfrPkrSds0WBYpTsY5ezcGcnkCRxzimOvSA7u5wtkDODHrLUwgs9QVNgoTcCw/OJiipaqWIf0gdBVPKscxCQRtal7CFqCcZ/qY3x3xMxS3SuBkFNAm6X0BhSmIVL9OApdVcWMTM5g+Y2NQo8bt3xKPbnyZLvohRfIyS8GE4BRZTmc8pOQ1OHr6GQ3JWrHnAzaHMy4px0Sf5ziJd4O5D8VgmTMo2VrvQiRwjnszxgMnRRhxii0m+rXYJjwm6KLPL+0MVSsGFy4RvYUqcTGTODyaSAHx45xbu78n1NGs1tElrPykSDEcytzvdHvyOhE1cmggcoN5ktcALoFk5WdloY33Bc2uN23eFX2NA4JlX60FRhUz7AaYEop2djXC5gqPXGwijHy0dmwsgUkq5AGoADgD8FERXEhAp+n//Q57jfJyP8/EjHB9GS3JPKfXfArgPIAbwewC+A2Bkra3ofh4C2P6zvq+U+lUAvwoA2+t9+KurcM9O4BAyCxSw3MEdV0MRVquLBKVbyXERRqsiRAFl08IQq0x2KRS4d1fyAccHZxgsCE0ei5Xs+AlSMjOFuoBiV18zCvHwVKz8ZDKBdiRm/MEbksg6OX6AgpW5xThFasTq1Fs1aEJpTaigUzneiE07ZTyHU0j8WpYLOOQSu3DtSYRs/FlQ3CVLFSZESo6SBXxqR3SdJhrME4zHs2VJsbq3OI1RJ1Vaq1bHwUSuzbVAyLj9ZJriAa3KmpGk7G6/DZC1ea7rsOQQUFkKTxORGXbhM/vbJXXb9GiIk31Jcj442McBE8IbjSYubUrSNLQG8IluXMh5v380xgF5L+aFgsN5s0UAHVNVGSXMRO6vJF+En3ioItLcZEsS026/hsYGYeHWQYvlZ4cYi9pqEyqVuT+dJBixqzbODSY8RsMFItrJkizSJlVIqM9gbQHQ83KVsyR5rVC4g9MYD/cl19TpdlBn41233UCroghUDh4cy9ry+JzqtQBtSswdzww85iXyOMExveJ5OoFHtl0yDGI6m6MWVWVfg3hCD9JzEJAvo9vvwjgfrCHqw4QPXQCfB3AZwAjAFwD83KN+/91S9M9fv2phXITdVczolpZpDtclSCOz8OuVO+ch5YtQiWmc7O2hPJHFr0sFk1IVyXXw4Fgytmd7hxiQwXf7yi4AYGYynBIO2vKaKAuZ4KzVRMmHtLa9i+sf+XEAwLPMFo9UDd3LQp8VPhzCHAkvo68NskoWqazBI1T46J6c497dQ6SpPNH1TgN1Zoh9HWKWy/dO6Q4fDM8wpsu8ttHAc8/LNbfWaijZ25Hdn+CMuI4RQxGtNNpsKd/Z7OF4IMdb7fuwtuJrHGGficJ1JirXNzYQsJPPIMXsiNqGTYMmae/MfIoRMQsuw7zjg2O88VDc5zfvHMBnK+bF9R5URIxBbCplexzypXt7usCM3a71RhMBQ5CN7T4MVZEGWYkjJt3SE/IPbl3CAQ1EUuTIed955mDKfoba2hoithxvXpVNzy0cPNyjFmjHxfqC9Pr1BnxWF7J5AU1Kdcu1tYgtFqy0pDk3BgCpcuCtirFYacm/o2SBgyMJibI8w+mJzO3Gah+9FQG7lYsC45lsSC5boWutlWXy3G/VYMhirrSCV1Cw9+gYIcOxLinqYC0cbixpmaMkqGl6NoBDI+KqAMvJf8TxYcKHnwFwx1p7Yq3NAfxzAJ8F0GE4AQA7APY+xDnOx/k4Hz/i8WFKkvcBfEopVYOEDz8N4NsAvgLgPwTwm3hUKXrHRa3Xh7IlgkOxqpPZGItFxT4MaPLwG+QoqA3hMyGzvd3HwrK0OCthKX6RZSmCUnbjlTBAQkbgBTkIZosF9qjNUHcHuM/atQnbuLQtru9aaxM/93OfBIBlU9JTWyVsIVYwfOYAN5Ucz8xL6AraG8/g0tuo0QJfv34Zk2OyMusAHXb4RUGEeV7BuNlZmc2xy3JhY7ODJjsYp6MMp2+KZ/Ld+0OYqnGH3X11R2ODjNghHFxcl2t2Y4NUifWohTXsHTJZRVKXlbrFU9eekfNFDlpb4u6Px2dwxnSpjY8WS3kV14ie5gipQ3GpWUNjg3L2XoDBicxLOp1ij4jT2wdy3sE8wbAKecrpMmQIa6vLZG0NFh0jVrUqkXbDJr7JEORYB2iE8pwcWJwRC+GPZ4gZjjhkxH54NMLtu4IkvH96hqiy0u4CiqjBcWGQ8PlNWAodpgoJ8TBZkVdk1ohyhae2djkJDC8u9DG4KkQ+h/u34VaTlGcibgEgagIXdqRTts5y47wsl6GwU7gwOZvD8gIe7fazGxswjSsAgFdIj3c2OEOXHcOwMdLK84rKJWxcBRrlUtTy0caHySl8Uyn1TwH8CUSC87uQcOBfAvhNpdQ/4O/+t/c/lkEWzwHXwiXtNRp1LKosq++jJOtRlgI5H0KbcGdd0ygYAz44fYh0TFWgyRBnlGV315uISN99n5WD0XyBmA/LQiGl2lLYAjqXJDxY2VhBbUPi5xavrSxP4TPO9voddDdkYQa+QUTCkXwxw96x1MrrbJHd7K8inoqLd+u119Fg51zbayCmu5ewsoBajhbhro1A4YwYiuPxAG+8LSHR4CwG2dAxIZbf02aZvfcCveT4m3k5YsJ1Q9/DoFropLvvH06xvSqhRqu9iwaPofYT3HrtTQDAAgZeVonWEEC0t4+yLudYbQbLPoHT4xPMCdoq4hT3yOO4z7nP4CJZsjBlUNwM/XSKMyvzks4nON2XF+CEVZt0OoVDoprTyTH+hACpw3GMTib5g1dnb+Ihw7jpgH0ZiV12z3qOQZvqToF2EUZy/Yssh1f1PnBTQGFhyHlZWisqMAByVaBQcoz5QK5xvJhjc0fWQt1NsSAvY5xlKBgy9OsN+ASMWVY6UBQYnEguYj4todhpmacZOgyr2mEDE24ylX5kURqMGGpkcwuPqYO4yJEuMTzlsnXgUceHlaL/+wD+/p/69dsAPvlhjns+zsf5+IsbqpLz+oscV9eb9h/+yov46GaELJXd/u1vHODSi5Ik8v0C65/+CAAgWnsKuvckAEBzayzzDLO3/hgAsPfmLSiSWJwsJti/TbqyUuPtG6IBcGcmu+jROMaQ9FqdAPjrPyF8fz/x6Zdw5a/9ZwAApU6hnMoiyPcvvfi3l7up0gqG3kY9ctBnou3jlxtoEbr8ky9dAgA8dX0XPdK1qcCFy6qG02ijJErt5KGQg9y/cRs3H4hHMLMZvvW6WJLD43jZaVjkJeKs4gwE56JERi/A0RpO1Q1psLQYi8IiZ2KrzrDMrfu4tiqu/xNXP4b4obAk957YwGvfl59vLArMjsXSP7UpXsyv/eTT+Nx//Q8BAKu9HSj29JdHryAjos88vAmsiHU7+Z0vAQBePTrD/Zsyn9c+uoULTOZ+4u/8T5WMJYx6J0yp7s+WZvl3WMBh1cbRCl6lx+loeGxW8hwmnTVQ8CCLOFtqh2jPQUCatl4vxAqxDl4lQR6XmBIjM5plVRQAzxj0VqXitd2TeXv++WvokwX7ysYOHFYRQmXgsaPXSVNoUgf6oSQfg7AOy2c2TxZLGr5yMcMcMp95I0DMBHqNjU95qWGI2EVuUHHBRK0uHMK8a1FDSDABvPwzv/wda+3H8T7jsYA5p3GO+zeO0DE+Vn15of2eC4cP0WtGsCwbORcaMDNxy0xHFqbVDeiOVD5NeAzNDrf5vQSnzByfHqY4YDdj1TUWhAEiYt0bDeDubXnxhi8dw1BMNuzsQDlskfV3AQBavdNCa6HgMIdRizys1GVKN+p1XOjL91aoS9nerCOkEpAyGXRUkchoaEuewB25j2b3Aq4kcj3j0wyb6wIvfuXtEximy4/3ZrjxQNzySnXIJjkscyOlAZrcFLwAaBOEc98WS9fV40t1sbmJT/74xwAAJ6clBr680Fd7EeyGgK/w2gGu9WXz+vxHBIBz7Rc/jfxUBEvs+iU47PxT25+GQ8izXWnCFnJ/6z/Hv3/x97HhyQbTcFbQa8u8AFjycRalRWWyqo3XUVi+8I6nljyJjVCjzlK18jVC5rpdirfU4GHKLtGTocKcuou2ADL+/nSwgKXS7YpPefp6bRkqOZlFXmk0JjkubwjEemNNNvetVh3NapNVGbgU4DguQBIdixwuq1yqalX3cxiK8fpeA36dbeTDMYbkGHV0F6M5SWK4KyZpCsvciAuDhH03WVEgojKYgUIYnmtJno/zcT4+xHgsPAXfB7a3gYPbY/SvyA53cSWEdmQ3b9ZC+KwG6FoTGhU1uoBVTDFCjfRo/QsXkbJ2rYpDNNjE9HA6BtW+scbdfKfZwMyI+3XJ9fDmWOrKB994Cx/9Gdmh3bUrUAR/lJCduBHqivEMZWnQosv59G4DV+gdXLncw/Uur4nJosDx4VIOXusadP2dHdyQUMULxfqErQY6hXgN/R2DzS1JfD791BEKQo3f2LwDl57AK7eOeVxvGSbMDLDBnp1Rki3hzz1HY0gb3KHH8Pyuxq987nMAgN/+6h/gO/9GQqwvnn0b7NtC05Z4eVcsaNBil+Rrb+J7d0VwJbS3sPLirwEAHG8VtiUJWuQhzIwYgb5cUP+5y1hTAsWN0wNkB5LMdLR6Z27zEqbyFumaRaGLVZKzXOw0sLkta+H5C33USXXXqfUQMxFcJ6bB5hlOxTHB3dMB7lIk6MHpKWKCxI4XCRIqmU9d+fDWxiaO6Xl5Rq4JkBDl6rZ0jHYJZ14LNJpR5VV6CDuk08tyKLJ/l0iXYQWszLHvdlEy9MmmM3il3F9NO4gJgFNpgVpOT3cu5xsNxuj0SLVWayBeyD3ZokRZ8VF6Cn7FuvOI47HYFALPwZWtLvaTCSbsrPMSB5ZlqOwkhh9XqMBjOGtSmrGFvKQms8hZnSi7HiaSDEbquAjJf9+7UOD0oRzDD1imjEJc68uictMYk/tyvK996xZeeu0rAIDLF3ahsc4rpRupFeKSMamjsNmV63xmaxXrXtV3oAHqTWpD1NnZCDkflhe2oSs6/sJWYR/AHIFS0yVbkfIj1HsSf+5Y4HAuG0DkWqyuy/WHR7JR7J+OlxUAx1Og1AGOZ8Xy99uuxg7nwLKr86mVLu7f+jIAYO+t7+Ko0k9MHHgEKvXXQsSlzPONt2UuJsffwPqz0hPy5Tu/hb/a5Hw/8atYiiJ6NaiIpcO6LNzw6WsoT2Qz8e4ppLmEGsZYpAzdrLHQfFk6ZJZ6ajPC809ICPLkWhfPPvW8XFvPRxi0+HxcwCE5r+HmtSiwYFb/em5wcCjwmQdHp7hHEdrX7w9x54GEbAcUjS3cCB0iZIezOXJUZDEWIcPUqHp2yqDCDlpTQpM/08JCk7Zdmxzgi16vqlZRHQlDgzJOYFlC9H0fK20iXZEBbKmes/Qaz2IEdbF0K+0AqilrxGhTcRIhUxYRDeOjjvPw4Xycj/PxnvFYeAqOo9BpKXirIbI5qcSSHKt1ctV9ZAPBhZcAALa+C+uK2wZ2+mXz+zh7IFn73//mHdy9K0m5suhgNJAMfhk0YOlLb+yIZQsWY4R02zc6DexeFtf4i1++iS//s98GAPzHn/pFROxNV+zFyAuDkMCpXs1Hm0mtZHAGp0sBG9uCYq8BSEWWBAqgErUTWRjSnSsnWHYrlrTEZaKX8FRVqCXOPvTr6G5I9WXTGLxM3P0R+w+wSHA0JxGIcVAS3VTnPANAqCxCJuBe3hTbdvW5DRy8IurRs9MJXqDCdqehMSEF2dV1B0+Rsq4glbtGjqvUPlzf3MLk8HU5X/sPEKyKXiO0gvLpFjHR6kwmMMRWOP1N+KSOz4sSVUVMAwgZNlxuyLV/tFfDZzYk7NjdXcXqKq11cwUOE41OIxKmGEiyFQBqUYEWM/V5PMeqltBsd2UNL24LmOjlJ4/wtW9L0vSL3xNSlGQcY8TXxFcuFElyVFHAkDSxrEzr3FlKCniOgmUSN3dKVOWTsnAQETbuN2UdukEIN5VwxdEBkBDO3FjBOCNd9cJHSO1Rjz06Jwugxp4KN03gRfL3uSlhKghEkiEPqlakRxvnnsL5OB/n4z3jsfAUZrMcX//GAZx4hogQ3Y0aUDaomzAvkDMedLBAaSTedRxqQXSeQrkqFvFecRM/OJaddne3i5NTibWdaAWH9Bq6jNsbCdCiqMvYGlwka/OF7SP83itS9vz0d7+Ep39MtAcc4iKKEnCYoAuaNRwTdu1OHfSpCD2bJOiQWcey2J6nc/gFUZFFW6TyAFjjoMIrGyIanTCAdatuTwtDFKdfV2i5lJ6zF5BQt6LmEXWoHFiWrLQLkMUMbV8DtCqxMTigNQJj51e/8A08oKpxnBs8xdKj0/LxNCmL+g0PE1rKKqE2Gye4M5Vr9rsegkOJcY+O/0/0P0vUYOc5aFe8rZL5kPTB1zF/TfAPqF2Cty74DWNsBUlA4LvoMRl7kUjB57fb2NomwjQI4XsNzlcEhx2MunRQFe0rtmsnMTBlBTIIEFb6GzpFyUa5dXcd61tyL/aVuwCAQZygTWh3WaTIiZRUtoBP3IDHkmZsUzSYdA5qAVLyN5TIoZnsC2sNOGz4qrpkoT0oxfkuHLhE4aqgBodepk1jTAjPzziX+TyGIlFu6DVgQ3Iv5AZZxbrtOIiJBn3U8VhsCsYaTPMU9+4l6BIa27zswx7LpBb1EvG+JKVqYRNeVHUEku9vNkDOVufa/QmeII/g/tvHOCbmvjgbYpWy7KektYp1gU3F+nmYQBEa+sLTV9HZksW2OBggnd0FAARkcG4H7tI9aypgRjcytBqrfYrSKIWIi9QhEKYeRHCYcEJuUZCv0KbDCj4PwyST0j1ouvjWaCi6osoEIDsY1OYKrjO7/uQr0g/x5r0hpiRLcd1oWYlQBTBKSdnmaKSsPtw6lc/OjqYI2Zr7QqTw41uV+12iQ4cysAXCdgXQYGVIeehG8lJcyAB9LG53emiQR78rz+n6AC71H+1QEnzmrZuokw4+nd5DzB4HrRRcbmrt0EeXWI4XVwis2u2hHZJFudWB5v07brT8WSkXhglKh6GIqTlQnkycyQBNw2JtCZcYCWcW4/qKJG5bIdvyYxE1BgBbpLDsVFQKKAlzViTZ8ZSLShQ0T9Kl6pXjhvDYm+OqGhwm03XF4JxbaG48YbOBnEbE8wK4hN6ryR6G7Nx0W4RStyIENTEQYasHxTDOeCUSYnLKwv5IuyTPx/k4H/8/HI+FpxDHBjduzPBvz1KENJl15NjYEHe2/dFryGMpZQ1ufAHD/P8BAEwT+ezvf+V1fPMNqUPe2ctgSbo5mZZwuOs22nWscYddreq2izlySpY/zBUCJr62Lu0gKsVFbWx1ofKK2Zg6go5GTkt7PF9BTvsAACAASURBVMsRVTVmpZdiIH4YIKfVqCCsZeDDZQIsj2co2cwCp4aAas0uyWJU6EM5FWu1hjFkdSkWS4voljnCmlzH9gUpBU6URUKClG7Lwb2B/HyalUhpNd3SwKWXNUFFeQcoeiaNKMApOx+hgLgrv7++WsOcZLTzgczFwSSG3pf7fNMZYovK3lvWosZS7fzu6yhZqg3Ij2COi4rTBQevlag/wxDMUUtEo+s6WKNXsNkjcq8U7UkAgNbLUp/JAV11DDoKqLCQ9OK0NtB+FTIYWCvfCx0Xhm5fvR6iT0n4LhOcZyZZNj4Vplia0UgDmv8TEYWLmkJekdUWOdxKn0T5SKg87kDDo0q1rehL8xgFS+62BFKGt2lyiJCiRPV8Bc5DCX+HJA02Thv+BdK4rXThsVxajqcA3gkV0/wvYfjgOcB6S+PSTC0XwcWGh82XJUPsXfsIwq7QrHvHt5GM5YYfjgQ7v7rSxCUSlhy6E5wyZHA0luKgdV2inIrrV2zK5EXdOvyebBRbnTr6lyUb7PhzbO/I+WqdS3C7AumFlsWYlAaaUNs0K6vGOZgMKMH4sxZAU6UnI7uTZzIsS8alhsN6fND3oOviBjoEZGk/gOLLYXUATbUhE89hc3Fn3dYKQi2bZZfdmZdCi/u2WlQWFY+VCyx/NtYiqdxqvjtKASH7BGKtMGX8HbR8bLAef5wHS+WkBUMNZT3k/J5qAjWK97a0hntF5tbMEigp7MDeFBCTs7EBy8Wq1nKMTKWipeHqSrZd4WqLEHGSiTiOB8Uqg1UeDMsLnlaw5GK3JsMSMcBqjtYuqo3CWmcJf1Y5oBiLF2mBDiXvVzuyeT8cxTgj67SGRVTdt1Gos8tVcV2EUCjdCoL8TidpoxNCVyphbh0OSVl0pROZpLCmapceoGA/znx4smQZM65GRPbo+yMxluFKEwkNVqA1fKqI+UY0N+WesqU+5qOO8/DhfJyP8/Ge8Vh4Cr6jcbFdw2c/3sLVa4JWjFYXcK5K1t9MDXJXXCan/xR63M1f7IoncXl9jK3uNwEAN/+v7y5Rgw2/hqu0UIdziyH723uEoP3YS8+g3ZXkYS3QCDviOiongMfsuglCFMQCuJQBm6YlKoSy47kw9EbmWuF0SIRZt0Cb1iafs/qQ+wgC8jDU21Aewwtgqe2oKUleliUUQx/tdgW+DMkmlxRIUbaEF4qHcO2qoNnaG300Dth8owu0KVTjuYCqKMbMO5n4d/fIFkzwnSQKHjUoP9N3cOmSeDyL1ODtKV0dusOl42DADH/ZXUGwLV5VZ8Mi6BASHSaobVDrgJ5GPpnCowaj60ZoUEvRAkvVbN/TWGkzOchGJZQWZiGhlLeyAdepvIMUKmb44HlwCHOuHDNVAhQVhzYLcesgFRrNOSyTOUom/65SC+Lbd86WHZWZwVKOLXAAh96NIprWOGrJSq0du5wjU+TQDEeyYg43EU+hPJH16Doayq/UujUaEedz6GDvlggQlW6IU4Zu+4dy/6/dfICfZNb5hRdfgCKC1lVWXD8AWrkwVffeI47HYlNor9XxC//Fy6i3V+FvU71pahCzBFN4c6hSHlLkraC2Sb47xmGRvodyLC/0L39qHSUVko7TGAGFRa5GGj2SjdaahJHWGtAkTglCH3EscNeG48JvyubkujVoj0QddCNdDVi+CLosMSNDVFqzOGMpaLAo0WBptL4j520267ABy6ihD8WwQrsuYpJwKEJY565GPpYYMuquoe6y38ONoBk7On4AzYxzqy/l1F/51HP47luSXxnMS3SIc9aLElO+FaHWmHGhL3cFC8QL6i+GFrs95l1qPlRGCvvAoOfJC/CAL8Lh2MEZQVraWNw9k3AmKENsbUvsvHL9OmwmMObSFRe4u7YBj2Ack72JmASzngYChiM1x4XH2DjhRjgyHkrmkjDO4fBZh7lCjZyJrqdhKfeuSawCUwJGXGplvWWt1vo1OGxbVzqFVnL9l7bJXvWd5R4lnZoMVywcBCTP0ZXIa24ReRVzFmDIJToanSzl7JUfwYbyfGYx+096Edb6ErqqWgRFA+A1IhxzXhxrcBrJJrpgOfls7w7mJwLzNq6FBUMQpCgYHiWzHI79YJvCefhwPs7H+XjPeCw8BaU1olYNCAdY3HsbADC5O8Qb98VTaG80YWqyu9Zqr8Lvyo5Z0hXV9QizoVjVnY7GaEZYcQzM2Gm5U+8jJf/eyUL2wr1XXsP8RMKOySLDCmvUz+y28POXr8s5vDn8XKywyyairLTLGvU4K5eZ/OPJAt95XazR/YcDOK5Ar7dJqvGpZ3bx3PVdAEC/v4KQhCylLbCYi6fw6mviLn7pewc4HFFwpenhal2s7mc++xSuXRWYc3fjAlzSu5lcLEr/+pNYaf6h3FORYJ/J1UmaIy/eFSz8KW4dCyBn1vFOYfDwjhz3Z2t1NJsyn01V4NVbpLKjO39zYnFAhef01QnqdbFKFzY62LwgnZ1eu4cG3dwgIrFIJ0I6FFi1PZzA2SBQS2m4bNLq9Oow/nsp9L6/d4R7Q7HAynXRY9jRarbxwkUJXZ7cXMHaE8I3GbK71nVrMBXl3WiMs6Hc3503v4sHdyVh7fjAWl+wE1Ega8Fq593OFKgRA9caGCXrzzCFq0KNeVV9yMYImYBsNcMlRD4tNB7eEizHD+5JSByWJT790gsAgKc+/TKimqzv2Fi0wtryexdX5F679BhOkhhZKvexiDOE9CC1yaH5fDwvWGIrHnU8FpuCdhT8hgsFIKFo5/TGAIYZ8vnmCmqMi073Z9h/VV6gYyLGiv0xVtuyeFpeCK9S/GmGSOfUIpzNcHcuD3GfhKJxUuDyhjx8v17H1pa8eFeadTg+GXjUdMkfmLP9Mn9X9cGWJQzd56wssFBVL0UPHunCGyyBHoxT1G9LiKJygxXG8LZQiFk6yxKGNpEFUnn4ni0R+nSpG13ELOupswN0fCI9GSZsb3Vx7bJUMB6c7WHMtuCisMtKA/Dv7AkAyEEIYH+aweO1fedODFIUInFKjMfymSOyjRwNi6XmRFFYjIdyH0eHC/w3/+hrAID//FdS/PLn/ybvhaW51WcQ9p8DABjvWxjelRekNCWUks33cjtC2JBnUrDvfWhcZAwvOvU62iQ4yRYW37spm/Brr93Ey1TU+shnPyXPoNvHYiqhwdu37uD//vIfyRydjBEyDHju4jaCmWyulmXP9XqEA3aMugqihgwgKQzGpM+v2pRrnTrA6lmt1kPICc+Vg8mhrLnXH+5hNJRzGJLmLnSOVykTULu/gt2LVwEAgfXgBhJOv3Y8wNGBGAwPrGblFiNW2sxkCL1C1qu0BIiK1GkJa857H87H+TgfH2I8Fp5CmReYHp3CVUOYjrhvujNDxB7z175ziq/fkZ10f5ghI2z46Seku+1avYnuGokpPItWUJFK+DCQ4z3cm6A8k+NFkST+dL3EYC6u6Nl4iuaO7LRPdHvIQWpxRPAjSQIZK25mbuw78Fml4Fd4AqVAmgUcDGNcXicbM+HV6ytt1FjzH42HSAirbq924ZO7a2tVrv3jah3PkqKrsbKDdfImNOs+6gxdmr6GJueCDsR70NE6fuwlSZL+8ZtDGDHA4lhWPIc/hJazIjSxhehzAcDrwwX8bZkXdzZDRiq7fClr78DM3mWJiDGwAG6Tv+KL37qPjz8nVu7SFXlmju8BDan8eP1nUWMNvjSAQzfY66yiSVCX39/gfU7xFNWPyjwBYQHob61ghUnA+XCA8X0RqEmfEcr1ZjNCQtbl0f030aF1v/zUk2ivrnFiJggh83jtopxvfaUBfUglbd9dgtNgyiVpT8DwyrGAIZT6bDpbUsjVHBd/8Jp0j37vxh42SbqzSlGXpzpdtJT8nA1nwK4cI7qwhptfE4/mtcMxLFmskcu6uTca4LV9CZs/8cIz+ImfFpIcX5cw9OR8rTD/YI7CuadwPs7H+XjveF9PQSn1vwP4RQDH1trn+LsegN8CsAvgLoC/Ya0dKqUUgP8Rojy9APCfWGv/5H3P4Tpw+w1kD06Rkec/tRbJWOK67987xZ/sk+FWuZiMGSdraWxy11axu0FhlXYLG0wWzdIMxweC/vr+3TF+cCTW/yHj4kIrKU8ByEanuH1HjreRl/jYZ39Krs3GKAqW+B5+H4AwL1VdkhoWDeYfGlCIWep7/WSKPapbbx2Lxew319C4LMkwe3qyLHE226uIVWWliSTMDG7dFWv3+ldeRU4sxJWLG/j5j0miEVcy9EhNplgz194Euw25nqZSsO/KHrwvcfcS3aiW35qmBU5kCvHTl3fwiWtirb53S7ymf/P2EIMRJcqiOgq6Sk69hpC5gWmc4rUbX+Mc/BX5e5kvF1/pn0FTMKcVugjpbdTzGDpnbofJ4QfjGHsk2DXGwZSEqJ+5eg0ffV7mJTIGD1PJH0zJSNXe2sSAitBucw2Ni+LFfff2KU5v/UDOF+Z4ktdh2SS13YoQML9SKr2UqVNQsC47EXWVgE7x4D4TzacDzNjc98JL17FDXc32+kV89klhJv/Wl/81AGABFztrLKEihSac3mmsoL0hHstOFqJ/Tb6XU1/zE+0Wfudf/ysAwKvf/Q5e/PgLPIZFoynXPxwvEH7AeOBRPv5/APifAfzjd/3u7wH4krX215VSf4///18B+HkAT/C/lyES9C+/3wlMmmHx1h6y4yHiBzKprdUmep8Vt33jU8/ilxJZjK+PRvjeTUlG7l6Q3zVjg4yVhe3dC2h1JcONB0e4PZbkU8MorHTZldeS8GNwPEKHMFp0Nbr0m+ZnI4wfiuz3zJwie1sewp2HsjlYC5QsXoeegx5hsp0ogKnq6fMcHmm266TzWtvoLFtr3xgcYzqShbu6fXHJPlzRs/uw8JnAW2lHOEtlA+lrjeP7dwEAXjJCeFU2mcaaJOQMHDjMNl/faeHrcht/ZmLx3xncNRquQs5EamE19g9kA+hdbeCTn5M5/9hVCVEe/NNXcOuEkG+Tomof7a028cmX/yoA4IWPG8QDueZX/qUIkl+7toPWFmHVeyMEV+RZdwIfLVYwct9Fk2K6nQ057+VyDpfYjJkK0SklrLr61M6y7d5YIPIIuBrJRo90ExE3y8CUWF8RIzJxQ4zfkrbzzX4XRU7KPk6Yr8PlNUxyBU0gm6MU0lhe3pRAKZOmFSYKs8EAQ8LY77x6D2f7snnVWx2kxEtcWd3hSTI0+7JpRMU7vJQoHaxfFgDf3vwW+qxKvEkZgI+9/BLSVBKpp3mC2VCMSLwo4ZC6reY3YfUHqz68b/hgrf1DAGd/6tefh8jMA++Vm/88gH9sZXwDoiu5+YGu6Hycj/PxFzr+vInGdWvtAX8+BJbMptsAHrzrc5UU/QH+1Hi3FP1W10diS/h+hM4uYaImQueCWKONlZdwhVRTHzs5wS+9KLt5wa64dJFha41oxUYHoPvV6IdYvyBWfjOu4Qo9hSMtvyv2J8iJiLvSegq1pnyvrwKMXpXEWIFTfIshyN5D+ddYu+Q/aGkHLZYedyKFkP3tdl3BI3Hny1fFCrxwaROtVbHop4GLCdGPdnaKWnMXAOD0ZSpX1nrYpOvoNgAfYvncmg+XXXle3UXI8EGrih4NqLfFYl6/cBkKEvK8N5D4s0clJnLJA3Jm8LwohJuKpflMR2GH3GPOz0p49Q+abcT/gwi83DheoM/GrCfaLn7qWbnmi1tXsPOE2AbvSKjyuhubyEtx7QeDQ3gn4tLstHwERBh2TA6HjUQuTfAndnfw9Drp+JSGbss5ttYvwyFfxGR2hJB6CFpTC2FyBp8eRicA2mvyTC5d3cTHqZupGwaNSseyI5/95LCOr73BJrcyQ1IR73ouNGHFABWz13q4sCJr7PIzuygJux6dJThh0nlzvY0xyWy2Lop31OiGsJUATgDk7FCt7/Sx0ZN5q4f3EISCIr1GEZrF27fx8SekrOt0S3RIXDsZHiEp2SjXi6CcHzHM2VprlfqAYnV4rxT90xfq9iwrUfN99Cp5dgPkzGr7zX24NcHOdzY3UGuJ+zWbUxtwo42oLhlyVaTIC8bZboxeRzaLyytDmKY83M2q466zgjyXRQPjoEFIbYoc37snZCD3D4f48g35ud+VxWqMRcnMsh8GSMl2PC1cNMms0d1ooc/ehtV1tv26KbLFiPdv4HAl7N05QMR6tENGoNblK1iJyA1ZpjALWUjl7AQeqcPd7i4M69E51ausX0NIMVqvNVtWHJRWsBVQ4Yc8rTqJRT61UUeD2IuJW8fV52UO4/U+Sr5MQV3AXZf+Sht/+y2pDP2LHzzAc89KzuD686u48tEfW85RXUsVwFthpt+ZYfG2uPa+E8D0Cf/WrvRHA7g1TBEEMl/ttvw9Cn10W7JsVdOBCioCmwwh+TGTwwJFBZEnHbouFrBsVU/HQ6xfuCbn7nSxuSbHNtMZUEhoqlTVEVviaCEvf2r0UsdROQoBBXzaNfm30+2h01rhcXtQFc5mkGChK/3IDBPmmroUaXGyfKkK5boBFoTv1+YZLmxIKPzkzjrqTYZHgRgOvxHBNOW4frCOgOC6UikcHg449z1Yp5LZerTx560+HFVhAf9l4IY9ABfe9blzKfrzcT7+ko0/r6fwOxCZ+V/He+XmfwfA31VK/SYkwTh+V5jxQ4fjeehs7kAlC0TUYVCzHF6HAjCtLjQ57Cx8eLSgHbLUWqcJRdIM3azDjsWqqnoPUU9cVHWvicChnJon7l7DCTAnx1+vrgEmhlqFh9aqQHSHJ99GyupDQdiqVlha3cBkcAtyN+YGE8L/ujbHTl2uf/eCaEm6pYcHbwm0N81zRGyO8sIGhtS3rJN5pDaK4bc2eR9tuKQlczvrS2sFHQHkJLCleBpmOMCCUtSHd0dLTwHWvm+28SITdX/zcheK/JH3Wg6e3BJrNU0nUOEGP01OweYz+OnP/yQA4Mf+eg22LvNWGB9BhzgErWFKmcOMXACOcuCyouCt7WB+KO7uC7tdHJ4wPExiaHYaxkOqVWsXmmrcTYTviLMkGUpPrjnwHExZ92+xU9WUFg6VpI2nUczFVgUtC5eeHpotlGN6BZB5XXUdNMnNWSsVzkhgY7WDNhPMEStOZWFgmRB24hlcen3ORgPhTNZFnFvU2ZCnGeIkxQKa3lEWT2GZJLWhB4/6Fev99SUitcsQJdrYxGwm8+k1uwjppawMY5zwPs5mU3QalcDIo41HKUn+BoCfANBXSj2EqEz/OoB/opT6WwDuAfgb/Pi/gpQjb0FKkv/po1yEYMoNlA6QVjFduwPrV1lYA7jkDExHAKXKDePeshRCFUBILAzjSM8r4WmZ4LVeDbfuk7i1KzFk1m6gwZgcKJb6kCZPgEKmZlgWOKVEUpN04nLN8oRGWbF0t1p+iBYfXCNTsOyYAysOZ8kZvK644j2j0Sbgan11FQ5LYfGZlM1Obv0AZSwucG39MoIe8wvNACgqHcQCOV+yMpGXKolTnL4t7vyd+2+h2hXMIwR4Y+Ziggt1/OBPJBzZCFbwz74q/JiH8wz3b8oc/uTflZdq9eIVeI7ck+p0YWvcyNIZVCEbMtQCakSH8Vgy/bYWQhM4lo+mSLjRrbYayNnNuXecYUaSFMNOzWw2X1ZwUJYIauQ+DDRsQjHhRYyEaiijmXyvN1cocrromYWdsbS4SOB3xB23yQxGc52R8PdwkGCVgLOpYzE/Y5ekY+BRx9Iyt5Xlc7CFBdAFmqyM5G6K2Zgdmk641Cl1S7JG2RSGgDTjeHAIaXdcFw6ZrOqtJsZstUZJxTHUYQnuQlhDyg3JrdVRb8gaj5oriBU7RR9xvO+mYK39lR/yp5/+Mz5rAfydD3QF5+N8nI/HajwWMGdjgHSu0GwGSEk7FlqNynTncQHtVHyHGeKM7hqBMm5Yg0OvopyXSCsXr8gRkkADeQgzkZ00a5GmfDZBEIgFDgzgE7/Q6DfAPiJc2wgRUr5urUm3zr4jkZ7kJWa0xjEMwEz9inZxcCoey/TfvgIAuHx1Dd0LAvO1iwV6TFC11/oAWXurkOLg7m3cvikdo62HA2w/IYm61pVniVkWxeuS/5POK624EhPS4Z/MiiVg6V2shT90zNkC+O3jMxxwAjphgH/+ltTFZxpYWZPrfFE0U7DSrsP2Sd9uXYDQdB3nsN6EJ5/D+gIV1i75At0uFDs7vd4O6mPxGg5n9xAQ9FRTOYKMHZGVBB0K2IpF2XHgkQZfOw7iqVjE6TRf0sZF5GX0PBemkOPO5gvgSK4n3LgKRW1OOC2UU7HGcx6rXs/RZWK6TBaokTcz0y6qlFzMUKqWApYEKcnIoKRnkrtm+cwK7cChV5Qx9CuNhSZ8vDQLQFfeiIbmGlnEE9w5Ik6GTM1BYwXhing5yvNhY/GqimKGDr0tRxkUHxDm/FhsCtZKh10RA7riy9MRXLIDabeASeUhZqMECUs2OYkvuzsdKIcLsxwiIJlnaRykBBkVaoIxGXt8xu9xr4byTCZa+T4aBHx4QQBPy+LorNVweUUeeo+0fxZAUWWWSyxFY1Njl4Qbo+EMCfUPLbsz1649iX7G3ockxjSl1mTYhN+Q6klBOvF0nmM4Y7Z8kKHZlL979QdLog8ncpGMZfEuGD4ME4Mbt8TFn+b5OzvBu2n6fsjucJrKy/bbd3MEqSzSGzcGIAkTCgOsbUg5cOfH/gMAQPTUR5aaBTi7hfnwrpwijWETmcPcJPAhc24WDH3Gt5Eekj+xOUFJwplv3DzBhS15DqHnI2NIp1i+1XmBksQpWTJCXEi41aj1YAvKA9QiKCXrAW35NzYOSrZkZ2mMSlCrtj5EjSGIE86RZJQEyOQcZ6aFI8imOCiNqCED8DyNMXM3nbTKSTgoLJmzaiWyKXkgQ73U4jDxDCl5Hrm/IC/eEf/1Qx9V1JzEE6RD+Z/p2SFu3RSdjDKUDTIIWlghSZCvCoDGsOkEOJ4ylFCny43lUcd578P5OB/n4z3jsfAUtHYQRQ1ox6BGnT3Hj6Ac7nBuAENXzOQ5CnbUBZUoSqgBVMkUBUNOgyQ9xt4tAcUMZ3OsE6cQJ9RrnMwxpwmtNQHrUmSmUOiuSk/7bnuKi135zIYr1k6rdxJ3eWmQFGLOisQgbYjVOFNAfSZ77s6GeAxpDrxOzUvPKuxsSUjgNNtwmeH2t6Siu9nbQnMm3tHo9AQP9uR7pSrQZr3aNhvv9Cu4knme37mFHzwQt30+L6BpjqxRS43GHzYqhrbBoMA6M7ffPxqDCX6s1Fx8dkfCH0XxFpSpcKgBUM0G8kNWfsoSOiGwyhmjdOSaZvviPTg2WoJ78mC2dJ8HWYbaQOZ5t1VDxlBxxq4/FaTIZ5K0C8sCfp80fQ5AaU5MbIqDMwLYNC1mu4DDLHx99QrOHgqvxWg2gI7k9/nEhYrF0u8R/3E0TjDhgUfTcrnmnNJDVnlsdJQ8OLBMcLq6jZLVrjQrYUl6EucWXiQHCVuVAliw9ISQZcgcEqcMjlEnz0Z36zKiUHo09icyx73RKepzqWwhVFBkc8ZML6HNs/kQ7YoS/xHHuadwPs7H+XjPeCw8BWsNsiJB4EYwLIuZMkCpyTAUF8hprubTKQyJLU1NcAB5bKHr3JXHC6Rzia9Hh3tLks+mF8HQC8mpz7d/fIgad+K628dqQbgrUriEjMKf4hn2vT+5yfqyUktEY27Mku3XczU8CnlMZykKlos2fDnu1968hf07ggJ/erWHUImlCLWCIqmsZi09COsoHEkiNeDhaCqw67OjU3gNietrykFJ+G9VFnt1f38p5OJos+zpt+/OKfzwJyHHGEzwBn8OPGepVt33QvzxQJJy6/tMADZuIGoST+IBOpG5uPuHX8XaJfFewk4PinX/lCXCGnJYU6k5h8tn6ioXRwu5p1laIGJS7jrLz9o6KIgaPUtK+PzseDzAiI1Cs1MDU+cNM4c400c4fSieV5wugECe6b2TAdJK1s+PkBI7ACXP/+bBLZzNmMDMc+T0QtueQmnE4wwDyVvoSEHnck8OchjG+Nr3kFcehHKX6FWPsoK5yWArBetMwbAEjmgBQ+X1RqsFryYlzgdHXN+TBU4Hsp563jYsvSLtB8suyfnZAAsyhD/qeEw2BSDLFZy6giW81LoubKWwE4bAohLyGGJWyme6nNRo7RJ8Vgi0P1kmotr9SwgcSUSN7RoyLRN4StfxbHwGTUWmAAZOh6y+QQmnJotjs+7jZ39CIL0dsgWr/+Wtd/J29h22X3hYJsai0EeTPasJX7D5aI4xGXw930WrqoykHtyauMFOJg8wGc9wxJDhbpkhIPhlc30dUVOwAG7dg8OGheEdcSkXwzEiT867KBSUZX0cj9gpCQmJHGpXNqIIiqHbNCtw8/uCgVh9VjapjZtfxeWPC5x54/IluD0JLy5+5Dp0Ff4FGSYL+dnrUvuxvoUaeReL7g5CksX4YQBVxSs5sCAkOKpYtz0PUV/AVOPpGG++KnyHd+4d4O6hHK/nudjpy0bs12Tzmt8HpmN5mQoLjEoJYw5cD89NJeH7iU+/gJ5DoZYWBWFtjDl7KkxZLtmjyxJISHOmCVKqBQE0yXK8ZoSgZNLc85BaYjIcdwlUSgjjX4zP4FD1yyRz2Cl/XzyAfUvwImp7DYYdtCErVDuXN6GYbE/SOTwm2BcwUCRiSWdjFFVc+IjjPHw4H+fjfLxnPBaegikNkmmCIgrhUlE6zwtokli4JoAKZDc3YYTJmyI9NnsolqG9+xnYoKLoOkNJ92txfIx7TOzdmQ1QUuU5jgkNdTxEa4Sq1iNgLscr612YUjyMqL+J1nVSQlBYxeA3Kq0NAApZhW4sNVb5h1ag0eyLt5GzzDWdZvDpJqpFibNjIQupKQDUfchZChufneDslpRLx3qOp7al975da0NX7MG5QUmf5XRPgAP3ZinqbIgqPKDcY1ns/R7Cu4fFMrk4niVL9OZcA6/vyxxFvyfd8fivSgAAIABJREFUl25ziq0DaX359z79MXQuSqORrreX5TnP1OHmYpmDjngSxhQo6F6jmEB7Eip5vouQ/AX53OAOXfeESb2iiKHoYSjXxbyCLjsOPv3RZwEAl9frWF8Vz6u1vQsA6K3tIB/KMx2c7uG7fyTIysXRIba2JRyLtIHLDs3Fvjybm7MYWcWxpxRcZhrDwEEyIQqRnaNlmcJWuAhTwtHvIG/DqpmpyLFgeHdyJijPItFoMMmNuAQUw4BCA76s+9PbMTKWcy/vyPWubO5gOhHvJ44nSChTN40TJMSZ6NKgTP4Shg+O66DZbQElYFLWs/0AOaHGKAbLvt5Wq43o5U8DABZvygu/OL0Pm4tLHacuMk7UIs4QU2vvwbDElHx2PtV4nr3QRZcMO7mdoWhK5t/vbi/P59V8uF1xKQu+0L6jkDFWL2Er2AAW8xzti7IQ2pHFVcanK1fkhZ63E3z9hnD1+fUGykqEUgVIuSGBoU8vCrDxMx8HALwY+LDs5nThw/Izqa8Rk03q9Qfy0nmZXUK+q9zJn2cYorOsq7HC+Ptntnr4pQsC9uq8LC5898VfwOZ1vugHb2Fx+nUAQFS/CMNQcPTqH0MzAx6ywzGfh3DJcp1kQygrLvHuagMlSQXv2wkOyMb99oEkB7bXastO016rjyfIq/lku4GCRiQqLMrqocxkXmbJCOO3GEpOB7hCLszG6jb6VKGyGtAjOd83aHiOT2PYsuoutagzd+PBw7SsNnC5nu7WOryYOIwwguU6c8oCjuFmEdRBoibkbcktRL0mmi25j3wxX3bKtnurMOzhCG+/DcPemyb5OgM3xYK9NnFpkIx4r7MEJqto50PMkg8mMHsePpyP83E+3jMeC08hzwoc7A0QRyF81qB7mYK3Krtkw+vApxiKbvjwWVf26pJMSnOLo/uCRyidEH4oVsAPfChIxjmyJU6qxBBr3nGeo2CzS64USnImJpMBciYEw3IGnEkyK6kYd0u71Ci0VghMAGDhAJokHB3Ph0OZ+Bwk+vATbG5KRt5ruUiZHB2qfInGa9BiuE0HNY9ejCowZoNOjnxZGM/PZnjrhoQNN5hovH06g/UqyXX1jiL7+z+G94wK05DkBc6suLBfOS2wWIi17U0ltPn4yW1cPRS8RXznbTRZe3fd+7g9IonKawN86hc+BgCoRRImjOL7aFiazKALU/EgGoVJIuebZgUKdjA+IBp10+1AV7wXxQI+CW6CTojZUDzE4+P7SPcpPsOGtzIuoMi/EdZc9JkEboc+Zgwn1Rx4i9yTX/+GQMzP5gkKek3GAEO68BfqAdKUCUE6JaM8RcSZ1pmLusOQ1jGw5HYs0gU0E38Vc3Q6jDGveDamMaIVVsnmGab87MHdB/DX5R3oXpRqT+JoFAxXDu7u4XRfksCpeQfa3N7sw1Ef7DVX7wdo+VGMlz76gv3Dr3wRKBPs3foDAMAbf/QlvHVH3P1XX7+PtwbMyk9zOKRUr3NBwJO2ZQC4fKmPnTV5sS5tbCIrKTTqdTE6lqrD7TsSdhyMFsiYWZ/H+bJLUjsGxySH9R2DF56QF3mrx86zjZeQECp9cny45G6cxdmSJLPfbiBjGepsKp9teg58VgZOhlPkzD94KNGqFi/voxVp1Kiq9NErHbS4gXQbITYYn+48eQmtS08DAMKVXQCAKjLMR7KJDe/v47/7wncAAOv1DjabPAc0XAJ5qpxEM3IwJLnHWzcPEQWkw297MOQi3JsscPsNKnWR3CTNUiR6iddFvyMb52qnjkvUkgziGAlf2CpD7rbq0Nzc/MhBg0pIn/trv4g5CXLffu0Gbt+WjeXtQ7m2wTTDguS2g9i8I/jqargsW9YdBytN5gaYsTd5uSzLOtCoV12ppkTGl/tkatHh79skUm0Zg1P2c+yPY1zpydw/s7WCw54wgyUzAWZFrocWlYfXV7oICC9uOR5irkMUGuO0WsuyLk7jBcZH4vqfTucYsO15ESdICepq1j3sXpQw9NkLQjjkhS0Ylk5z7aBYsNqhPMQEXA1HJ4hJ0POFr/6L71hrJSb9/xjn4cP5OB/n4z3jsQgfjDVI8gWS6T2cDCSTPTcu7j0Q6/L6/hRjMhu72kGRVs0jFEVRPoIeOfA21rC+Ju5Xq78K68gOnWYaxN1gzgyzUwtQJ8V7vf4OCAnaYJ5KGDNJStw6kh29aqjZms/hMrOuIaQdAIAYSDKxqkVhEdM0Telyhu0QIS2b47ko2Vffa0bYWF/lZMj1hijhEnRyNk2gyPfYbkZwWmKBSqsRM4NddQ5G/auob4urjmgLviuciBsXe2i4Yo0Hw6Nlh14FH4+nFg95nXvxDP0Kx+0EuEOwzN29EabUrtwgAKfea8Jl4tMtHax2CMhqR0h4zSsdD6uNNs8t5/W1XYK7ms0GlEOW6+9/G6P7UhkYjGZYkF9wjezL7baPMev7QZwjoLfYbXlL3oNa3UctIrSXkn/pIMGIjWnKUfAjhh1W4ZRK3+pggbyodEjpYdZCFARv+b7GGZuf7o4X0DW5l4ie0nq3hRaBbiv9HprkW/DgISAVXG7MUpNU1STMbS1CpKwYTdMZ8nnlmU0wOKNXkWWoxcRcsJrg5RYePbPJIEaZyj1Pk3iZKNY6gB9UHaaPNs49hfNxPs7He8bj4SmUOZLJPh4c3MPRscQ/RZrj3oHsjJNpuWx2qXsufFrTGkt+gePg2paUJJ+7+iR6LDOu9PvokNA1Vg6abM+9d1vi4iS3cLgvdvwadEgIqx8uKbjefjDClL314xOxEle3Spwx7jPJHA322y+cFMmCytbjGSqWr4QcC6YIl+KwDeXAVmxDnS68sCrV0Qo26uiSPHU6ipFW9fPExWAk8xJ0Z3BIaWYthU7qGwhJAxe2L2Kb5atarYbhmVzz4XiB9op4G4Z5j6KcIeN9mjTDMcuZd/fHuEuqNJPl0BXLM+PzKPCg6FX0QgcE/MGWwMGZWMe1sA2XJLbr7D9X2oFqkvk68lDQ+n/3j7+HnOW0TqeGiN6gG7DtObNYX5HzPQ0PIa3xaqeNekcuqh31UNB70Xy+i/UJEqIjz8YzzPmcclXiEi2pKg0SKpZX+Ii608L6mqybNd/DoqwajQrUiSlRxC6sNCOEJB4OXH/JjaGTBDqo2vktWpF4CBkb8xq+h6Ev1r8Rh8jrpIJrr2LUk/fh6HAITfrBgiXSMLLo1iTPpWZT5ExyTodzZISCK8fA1XL9jzoei03BmhLpfArfWhSx3MydG3uYs76aWb2svUMbbHXkpX/ioiSytlb7uLgtWe0LaxuImLSr11oI6KJ1+ttokvp8RKDQF37vGzg6kTChvu2hzapFrVbD05dloZxmOaankkh6SCzB/9vem8baluZnfb93jXvteZ/pnnPnqq6hu7rd5R5C2ooH4sTgRkCEBIqRpUCw5ERCgkSRCCV/ygc+ICISIhESFBKkyAwJAeJYgNM2DgR5aLfd7Rq6q6prvFV3OvdM++y9117zmw/vs9ata9x0VVO36ibZf+nqnrPP3vtdw7ve9z88/+f5UmDRNWddWxqRk3i1oRLmeZVmeAK9jFR3XqVrPAGgpv0eu8om28jnXCQjRe4m7he/+EkuTkXGcbwkDNwYyXRG2KhnP83IaLH26sJ763kmCkv8aIdA7vzLb9zg5MQdf1A1nCsTf64KQdA0xJI475UVL95xi0xRVhg9pBe2Rzx11b3nk0p2maqiLeNn9ZqVWInrBlJVYl67dcKTF+RWz6TzmXgcS/3bTyPH4gzUpeFi2z0YBXi00F739/N1TiSxmEHY44I4PftxxHgk/orSXVOASuAmvx7hKcFnJgFxIL6E+apTzQ6CmGbgTkaXmybw2DtwD95LqxsUqjvlRcVYm9JIkOiwPyDUefh+DBrbehavFJ1cXWKEobBKOtdFQyIsSEaKJ2xNVWQMtYCwU3Zu/UkrPx9FJOo+9ULDUCJAs4HHrbmb43HQh+iDBQSb8GFjG9vYA/ZoeApVSX78LkEe4J04XMG923OOjp17VaxyBmIaTnzDpb477M9eU/PNlctMlKgJfJ9h3DLT9Oi1TDlNxWTkdrcf+sHfB8Dbr93mF+46qrQyLbuSVeF79NZuhX72YEIuVF0qss/DsyXrltnG+hjUPdlYxjrOaexjlQQLBUtepxmXJGqzf3mH2dj9bPHIxPpUaJe/2t/mqaeuA+DXcyolvozxyMUO6sd96kDXSJDb4uiY1epFAHrjfdZ3nfv56lu32ZJ7E01HjpUJqJQYZRSzXjmv4cWbR5ycu93oIA755GWHXvy3n73K3jXXvz9QeGXWS9ZKolXVkNcrd2xpviaQB5X7HnMV8x87kKue5Qzlbc12hy0XLUe+38Gf6xIG2rJ9ybVNYp9epKTjKKEvmb5RmBCKmbusMmqVUUOhJpsop5+4a5SuUxo1K5VVQK2EaNl4xGLOSnoTXXuo5+78PjHuc0uh26qyRCrn93SfHeuWdvl0TdN3x1kXBl/qQb6NKf0Weq7/4wI/k7vvVZ3XF0URsa6F7w/IcPcaeTaLwyO2xZg93tthkrk5lC7v0o9buLXp0JTv1x6JRaGqa47nC+Km4fDY3YA7aU6at7TYNX7kbuiVQZ9r+y5/sD1wE2wynpBEyi8MRsSaHGE4wFOnpcHH14Xa2r8OwI/8wOf5p19zi8Lh/JyBUYdcmDEduvf2giHjLeHvc+eq5VmNL9fRRgPIHP7B8z2mmggHsy16iodD8eUFZcPTj7uHand/Ar66PHsJky0HsfYqxZa7u/TEWhyWEZUncZMGWmRKbXq0KCpf3IDGLlgoB3B+b8kr77qfjw5PmT7p6NeJhkTC2g/FFmx6EV993gHA7p4tO7zFFz/1GH/shx0W4mD/Kr4GXGVt52SGr5zKOk8JFTKUjekottdpxjcVumyN3Tk9/tRF7B13HsfHS3b3XfhXhRGloLtVUxHJlS4i996w8fHbPENp6cl1J4hBdPCGqBu7EHlJWVmKuu0AMZyrxT1rGs606K+rhqolJIlbJ7qhjtWh68XkIoCpQo++8gdBy9WYF93HoijC6j4ZDOq4Jow8jEIi22IoTEDtt+338X0h4Lym9gTCGhgabQyxklXLLOPonsPyHJhdkssulzRcR0S5AHflivADPuab8GFjG9vYA/a9StH/JeAPAQXwOvAfWmvP9LfngJ/C7WF/xlr7C9/1IHyf7dGYxWJOmapTcZ1RtrLsQcAkdjvC3t4+j11ynsKBkovj6Yhe6LyGaDTG0y7h9/rErRCG1+tqt0rk8+nf88P80FP/DIAXv32DtQhLLk8PmMgl3J2YbsW/KVBaFAWUS7nr+ZImF9mG73Wy9BeHPUZyfYfKvF+9fo3xlhpcGgiStqY/Zir4czy4ruO1eNoRmsInkDucZRUkrnLg45OrIzQQqYYNeqSexGuKnFN1MC6zgrU659amYGugMKfnvmtZNxQdhgB+7LOu2/E/+vd/lN2p68ozVFQtk/LC3aco2GV+4ryRoPGxQ90zazkN3BiDKOSlW+44sqIN56b0arfr3rx9i52x89JmvbiToq/rhkTufKQKx3QYYyRvN+0PiCXsE/oRVhwQSeBj5TlawaN9vyQRanJdQKJrcTpPieRNZrag1m7cF/JyOJ5iCnd/p7XloujYDtfQU3UoUTJ7EPj3HYy6xpOnFzQBRvgUE3i0IoulEtGNzciVfAyDHp7iWJM0nd5FWZ8TKxSa9eRJlSvOj11CePfKEjtzietJGnFNyeh3XzukCj98Lcm/yb8sRf8V4DlrbWWM+YvAc8B/box5BvgJ4NPAReAXjTFPWdsW5353a2xDXq65fectbqiTsbQW22LEk4RLB+6Ed/o+SRufKbsb9fodBj6IfIyw3kEY4Ifviad0sT3uf++X/5CTrzj/W/8H5yoRlYWlafHndcV07CZYe2nnxnIs4Y07t07w1C13eTrD14RdWkiUDR4MFM7EBtqGtb5HFN4/HivRE09CN54JsMr6e9TUjdxaW9IICr1IU87PXAzfQwxMld+18nqhD8raj0zCfO0Wt36TU0pr/bZc2PPjM1JVez6xO+bLP+IAUAf7T+OV4mNM+ngK/utC5UQM021dF39Obt15LIuQgTQMTRUwFUb/UD0cb989pJK60evH59z+DRceXdu/gKfr0jN+F7crDCeIfSLlibzAzR03yP33mGBAIO3GsuXurOk4FT3Pw8gtNxhs+yCHQQdNr5buoZoOI8aqHjWrkn7PvTlpAqxAaz1xI/qhj9GXeZ7FtJtQHOIJhGUbMCprGoGiGtPrGLS8hi70sYFHv80/mB7Llb5P8z82PnMBmk7vvcvu0593x7a1hX/mFuHB3oTcKBfxPu17kqK31v6f1rZMk/waTjMSnBT937HW5tbaN3FKUb/nAx3Rxja2sY/VPoxE458C/q5+voRbJFprpej/lVaka956/kX++a9+nZdELFKkZcfgu500eNpJI2/A0bFL7E1mbvXdDR7Hb7eJssBIrs3zx51qizU+lO47bOcxlFy55Fibn9qd8OotZayLJedHbqeZDkZQSAlaXACHTUSkerSp647AZDBOsI3bmcpsyVINTU3L1OwZeqLriuOIUkgfv/bfQ6Lo1ul8saAROMZSUylDXlUhjXZgL/KJenpPLbfc82Ditu68LEBUYokf0Fe2y69KjoW9yCTddnx8Bmo0+74ruxyMVSWIi7bcjoeHJzhyX5iP8qwgE2/CMF2Bkr+RtdxVUi4a2E6foJa3kp2vGOq7xuMh94RBf9zUhNr9/aYh0vVolJxLopBYFRzjhfjyJgNr8KpWFbykVuhplHws8oZcfI75ugI1QZWZxei9toFMMOZUvAnbeU1s3Dmd5im5OjSToO5ASF6bDDQ+kTzFXhzRU1jieTWevNeKHKsKU0vE4TUWr4WVe3Se0tD4GIkERcYw1hypBHMeBjX5iRrz8jXDm27vfvLCtINQJ5MBo/ojBC8ZY34GqICf/R4++9PATwOM+hH/7Dee57dffpsTla7mq6JrT66toRIaLdotWa1UAmyvY2nxwnYilTS6+ZgeVhOsbgyN3HmjyePZkrjnvmTnYJ9bAhDFfsjpiXtoTtc5B8pwW3UGzm+tqDRp/NEIm7YCghWF8g+xcSw7QEfvHdQegW5s4IdUWdtT4VOo69Jo0tmm6NzPurBdCa3IUzJNiqpqaKWH2vAjqz1K03Ic+uR6qMqipFg6RONw2Cc7c9+x7PD0lh3xUs52pwwkd+9VNYGQeYQ+qO+kjYuD0Ta++iGKIKYnWnPTnzDTYtLMPcYSxrkpVOXbh0fsCIR2sDshavsEckNPi1Mv9CiE8By0rFfrkqJyx5xMfHyVWb286JCVNgihasVndM/XNZV4bIp0yfpUoVleU6sSMV+mHQo1VNiyTmtWQlseFw2Z5lYvjvDVwRhpXkVhQ6Qg0zcGq5AgIO4Ee7O8wNeGoo8TNJZIm0mNT9Qeg+njSQfSWJ9A1PCFyu/N0YpCeQYvD0nX7QdHRJHLFQ2TmkxkyO/XvufqgzHmT+ISkD9p7/dfv28pemvtX7fWftFa+8Uk/mB11I1tbGMPz74nT8EY8+PAnwN+xFrR1Dr7OeBvGWP+Mi7R+CTw1e/2fWVecPvNd1ktMzwlyc7SnEorfxiESKCXt45WzEdu5fu8iFfqKOzcMwKvSy42QYmvHd0L+ngtpbZ2Uq9Y06hD7sq1A96+5Qg2todDzm+qq21xTjFz3xfr80FsyYWRr5YrYrksTdEQCVKaBD6JEoxTVQZ6W2NiaYJFgSFUX0avP+jgz22IYwajTiW5KM6oW5IO49/vAyiXVKp81JW4H5sGq50rI8HKNZ7MBiwkMbdcrlkrqbhqOxlnY/Z0DJe2t0gUBuTlmkS7uKl8QvEU1G24k64hUWiT55ysBCWuKiqFR0HcYybymBuClS9OLVOJ8+zvj9ndcvekvzxjoO26aJrOI8kFUvJzS7+F7WZgdO29poN9OPk0eYOVPLDGGgJ5jYsVlAofzs8zTjRe2TQd7sNTErEqbVfhmMUZ5/L+eiYkkJfWiIm6KkJM2HbJBoSJko7WdhWMyDedXpyv6kxtKvJ2TjZ0c9mWK9rEXZ6VpPIGq8y9WlQNvubFeLuH1SMwmQ7waxe1v3PD0qxbT/b92fcqRf8cEANfUanl16y1/7G19iVjzP8CfBMXVvzp71Z52NjGNvZo2fcqRf83/hXv/wvAX/ggB1E2lsN1DhFUkhKrmqajBFukKceqB+aLjMMz98uv/JYT3OyPJjTiU0iGY2zTlmzG5CqnZfUJSKG4JeLMTm7QiOG353sECvJM3TCZul3slbfPSVYqF4pVZ5aMYeZ2hLdvpCRKDBlTE+k7MttQnSsvsaNmoGWfsJXFsxXKs5HnPtZv69FurGZZUIo+LlunBPrZNClGJavK9yiUaCsld+YHIbXWYc8rO69isDPl9NQlaPOsvJ900843uzJlb6SYvK5591sO3Tgbb7E9FVXchUugjrtQte/1ekUpRGBuIoeyBI4WJ5QtQXGZs9YxWeEOZrM+Rsd+frpie1s5jCX3a/oGcmEWglb5OS05F7nvICwZJu5zw6khFD+DXxs8JfF6gp03BWRCDfqeYSlPJxoNGIpsNTAed01LzOrM2IaklWOrkk41u6l9/LAVzHF/7kWGWgI3vcCnL7i9Zyxr4SXWaYqnc0H5rDJdd3mwMIkxwi+czU+pdBHzzILmQJujmsYhK5VA9/anrAT/b3oFiVi2kr4P5oOF548EzLmuG07Oc5qqQtKBWNtQ6uFtGsszIukwccRaLvhryrZe++YreI8JwnvQECjJYmzGvdcd196bhyegpNrViXNl+0kPf8u9dxAGXL/guuFu3LzZwaZ3geMz5/L6oei9t6/ymOrur5bfBCV7bFV2IJSygUg347dfc2mV09MFn//+zwKwFQyJ26QUlkL9A3eO3CJ162RJqDFsUxIow48pmCSqV/sxKxGjeFpAg7DXuZS1F+Opt2FQecQKq0LPI1UCLtGi8eQQHt91IKXPPvtM1yLt1RFF465RWTT4oqu3oiRerVYcC3C29COSHWlhjrap5fvP7x5xNHc9LfHAXavdvW1iK47C2tDYljo96BYsr4o70plSD0JlPfqCIq/8gLNCMOd35kz7WoXqkslUEu2aQ74JulDqOPOZq0v0JK84Eh9n4/dACb9UT8bQBvQTN/dsOictpEdaVAyU+EPVBx9D3PbaEPPO2w5zsz4+IQvaFveankBUfZGtLLOGWGCyarEi7oRKbUc+Y4O6AzVV2nhK3wdR5+/uXGE6czDnEaZTCg974K8/okTjxja2sf9v2iPhKTQYVtY4KS6Re9T2vhvpBQHFxO3isbGs5UblWu2X1oeWSHS+BOEJgqIk0a5yYdQnnLrvmF1w3ZW2TMnWbmceTGc89ox7/ezwiHkody/wCeWiNVqh7x4ec3VHu0PQw1cCq/ENVtgK2xhG03Y3dSv1y28d4hsnt/bUU0+yv+cSkH5TsqzdbjtXyGHLohMhMWFMrN77Sb+P12oDFhmxdtBGWLKmWhMl7e7YoxKme75ccy7cQ+MFVPI8rgpvcPnSVVbqwvsH/+hXXdIN+MHPPcsnH3fvnd++A/uONs4X+/Tq5JQzJfPmqU/juzHOThaQu/LjoBeyv+e6+e4duXDOIyMUwqPxGlZi0elnhoFKdkyjDgBqFTI1fkilpOqrt1bclq5DVhRcEwZke7bFfuW8s0hNS9NBxKJwn3vr7iHfkF7G2voYqZhHQc1QJc4gUykzAa9p9Rs8oraLkhA5OgTDtumqYiHcx+npObXQnxe3duirwyy3AQvpM4TKajZ4eAo7+kmfRFjpsi5547bD7dw+WRGLYu50ofC3OGOsufdMk3KhJf/1qk6BOiSgkEfyfu2RWBSstdiyJstrVnkbe1q8liXYeLzwluv6iqMR46kEOnWyr52u+ULs2nvDgaWRy1XWIZ5cqiKPef71twD41j/5LQCOj+5Q6BJ84RMTLsxUjx/52DP3MF2YDpkLe+C3HYDlkn7tXMrvm464JbjuVtBnLQGQ43RJjQRQWtHSpGItdzYtS9a5ZOLzkm/fdYpEdeoezDvrmkIwZwY+B2qtPrxXMVYsO4oTespPxz03VhwaaCXew4KtNqzwalYLZa+DsIMdXxCcuyDnrliLzy3cXbixPxf1qUN3rrU3J1d1ZHHqFq+bhycsCnd+d9OM599VqHRyD19U7Z+5tMvnnnbMxxfVLh42lr7yNnmZU6ojNokDPFUG/CDG1yJzqLb1F9+5ybduu0XR+hEnWhQj3+dldV0+Ncn5vmsuFHrisnvImzDmbOE2gG8cnXGiUGKNYdDCpk3e5S6atp26LBlKhCUL6EBP415C2GtDArVh14bDuw5efJKuO5j+WXXStaK/fTpnp9XpVH/Fpb1dSkHFZ9NtRpqH79w54dtavE7WKee3BazSsW9HlkRck4u7S3avKGdS1BRq8baehx9tOBo3trGN/WvYI+EpgJNfK2xD2VJVYTtqq4NpnycOrgOQxAmTy65L0nhud5lEU5ZKuG3NLuBr1/STiHIuVzoIGcycC5tKffqlu0dMdtwq+uqJ1+0S63uQK+FEGDNV1SGSW1ekDW+844Q3iqDEyA0OgoZrQu41eclM+gzXrzoo9WiaEKimPe35bAn6W/QDhoIjS/SYJK8xyoQflympMAaRjcjFUDwNI/pymRvxK3qJhyeNiLwwTLakShxacrmzsRdwaea2pqevSMHa9PBVqdnZ2SPpizsizzg5dC7spf0ZpXARmZSaVyc5me7DsD9hW+FIlYZsK3E5mUQUkm23Scsh4dG0nUh10XFPDCMfX5yHpgcTYSTysmWzjrkupWUG24zV6zOKQ1J1a9a2opbHNhIDt11nnK3dm3cHA66IPfuoMCzF3J2YHv2wRYiqCrFeEOjYp16faiBKu9CnqoT6JCZXAAAY9ElEQVQ9kKcRBRG7M+fRnWVrbggVuzo8ww80J02PRDKEVl5xXgWM9SgOxjHDLfcdUdxjojkyHE9IS/F0qvoy9isioVubIOs0I8+LiFwVlcXpkkh4kPdrj8yi4ONKhY1tWWkMsUAqX/rUE/yRH3Z9VXdPVtQKG6Yj52ZNhkP2R3JLR0OsSDrCsEcwcBe+znwmj7uM9IXLPwTAH/19/yaB2ltn8QSzcC78b/3yV/j62+7C701zfAF56tTd5C994Ud546v/NwCLeUZdtjFlwUSMPc9eHNHqSO0P76sRTXZU7cCQrVuX2bAtkFUjvPzlvUvUClsu2iXF1H3XbGjwxefXD2ps4Y4zVUkzr2sK5TXK2tDXQmC9kLgVQ2kazgWmGaoD8Npkj4vK2+xd2sL33KJhyRnJDa6DHunC9SjMW+YpU3XY/73hmO2JWxQXF2b0VCUaeB5G+Yy1HiDfL1kI6LRYphj1l1zb6XdZ9pgeYSxxHFU7PpuEDO9JQepkRaRrPPIGbF1xx381ihkKsh2qetEUIYl6Dnq+z57O+/rEZyHWKqKaqebOcamyb1ZQnLn7XucLEpW110VNuXCLULF2c2h76yKjC9LY3Nli/47LHdw6Pu56RurGgKpYF/bctbp6aY/QqFchGRLrGZj0fYaCNEdhRM8qLC5UiQtyhp67hpN4QqDwNixKTtXavmxKrDpT369twoeNbWxjD9gj4Sk01pIWDpfQNlEYAwMBU774xHWm6vqaxBF24uDN/aHDG8RRSCz2Xr+paTVd/KbA81WnH1YQuO/YTpxbG4ZDKlGs+cbgHTwNwO1v/Tq/9m0H3nn3NKLvt6Qf7ns/c/06r3/dNYO+k1UUctWuLpeYxu2w+7Ntdi+6cMVTYmk8SBiO3DGzXhLYuc51zFjEKZV2qp6XEkuVOAoSmpn4AHth567S1KRHrhZeNO48CmoSQW88v+JddSX6ZUrWUoMHNTuiV9/13LjJKGZLyczeuE9fCaxyHTAatMIqhjPRtkdKOK59V78HiP0dLmhnK8IxZe3ea/K88wAbgbPuHZ2RKuzKyoxId365DvEEqKrWllzZdU+gqK0gRhKbHEYle7blM0y4orFNlTHifjMSgK0ythXa7ZzN2VWIuTvs4yctXiQnU7NdX+PerSpOdX5hdb+bcVU3lGcCE9XOc3n8wgE9VRlGs112D1yS+9PrkjN5G8s0wygkuDR2ns1oEFHIkwpjqJYtaU/ITPiFOJow0HxfCUxns1OSDgg1Ya3GrsIz5KqSVKfnLO0HU51+JBYFY8E0NR4QvqficGnkJuz+hRk9vTzcO8C0Ck+auCQBgcpKJkrI7rkMcFXmnZ5fr7J4Kus1puVtLPE1aQLP9UoAXLl6ma34ZQAW6Zo7t9wNRQ/3pVHM7oGLxYuvvdyVSIs1tIKUw9mI2UX1hkm4dryzi5WLVxclfiM3sPYIhNzzaB/cmL5Yo5q6aruaMdbH2LbsCb5KrnWrPFU2NKpODI3HVO89WmcdfXzoRzx1yS1Yl7/vUzp/S19Y/sgrCCTrPt6ZMFRu4Pydd6iluNWo6y/26JSQhkHVqUX5XkOkxSkcxqxC586O7rlJ/OYi7fgh4yhCJEYYj67tua4r0OTuK28RTQZEoXuoLiR9KoVBjfW6SkyYJRiBr0qFAVm+YibQ0Cf6Y0J1c/rrjJ22tyMrO13MNhzrBQnhug3tGirdX1M0DFUGX0iWoAj75CLD8bKKaODm3s60z4UDV+4ubI2naoancKbOLVkuAeGFwWhh8byQvt47GCRsi1nJDiRsu4ZiKWBSHVErxDJBD3xR98+2GbTtoe/TNuHDxja2sQfs0fAUDESBT17WGO2kBsOWQOWjasmw53zGoD4nFvYArwW0RJi2yyyMaLRzN/RajhXC4VD7IPgtKAifQN5Gs1pSn7vEUbau6AsI8ka67NyyqCU3icdcueiO59KFGXdE3lg2OZVc4sHWFn6b2Jq6HaPI73d+No1hsuVW/qpJ8VXzXp+4nW/iQyx3sWlyGlVXsCXl3OEimqIgFS27aXsjfIj1XZQNqboIs8ASapfbTkKeve52rqma9yMzJJDSdJzMqNsegPEMox14bXNyHYdf6bpVS0bywLYm4w7CWxU1tTgN6rImF5S41etc5Q2FKNPGk6i9lVRV0+bhWGcZiNq9VEUiSFNM0IYUdYtZoywqrJK1led3vIu1qiVUHj0lF7eGEbWuxbgXELaApEGfWmziA4Vx49inkfe2KpuOlbkIY7alvsVK0Ocmx1+2XIsBRgnxMAhAXZ4eIasTh5eoBZDKmwrbdltEPoE82cFo2Kl72yKjLlxSMdCxR36fUvyftclYnAvTkECusDiIPILhByNZ2XgKG9vYxh6wR8JT8D3DJPYoSu89tGQGq3La2fExlx9zNJBhP+5IN9vOQi+4T3La5BUnd+7q9R472o2DKOgUqCM1uAQ02LrlISg7ibLRwHY6jgee5Q2VBikUO2bnPLbvEHo/+uQ9/uGR27lfPl8zeddxMnz6C0/TRKJmExnryeldlopPD7am2FZQJfPIVPMulbQ8PjzFH7nvTSZDQnX7UXnkLYtPUVMW93dCcJDxSmSsURzxwg1XFtvZGvHpPZejiIjpD4RuXCtJOJ3g+a12hEeUuOsWBUPq0u1QMT1mfdGDRe4aZmnAYi5MwyojaZO/XklVqJGqOiMStqAlcw2amlJJ0JVv2JI3taggbEV0fA8rTMZCZdaoV9OUQr2GIY10IWxjEREzflGSKS+RCo7tYViqU/FkUTGQlkPWQCqYdhL4lHp/qu5Er6y5c+68h2GvD7oPfhM7Zm1goCR4k6VYaY6szteYds/1Azx5cvdOzrh323WrngvSPxwkTHfUwGUMsa63rSoCoWEX6zW9pTASemwzW3XJ7+X8mFLflzZeRwF4ljeOX+ID2COxKBgMURDSC+vuQqZlzY1zN3G/9dZdnviU6uJNQN3I/VI1waNPo8x6vT4jPXVhwHS6T9PqUYpBF+g0/vCTzm1lnWIE/qhLS964z8X9hC0tEMeamG+8+ibPXHQu4xM/+GOM3nKVirPbxxwJ9HJy95ypatNp7hKfi8WcStRmZVFhJWcfDD0mmatvD/fV6usZcoUGcc8QKLlWZQvy9pxWC1Ztr0TbWGc8VprEW9tD3p67SX5anHNpz4Vds57hWNTh+2qjCGcNgRiHi1VFT229XmDIRInm1Ybe0E3eWDyYgc0oFjqG+Qp/r+W/DKkKN4mLvCDP3HtSXZ/pztBtArj23kAU/serdQcnH/gNmdSQekaJxsBjqJCnWOcYr+0fMJ3bfXS+7KjOskxhJQGpINFFlVFq80mCkKJuw62cRdu6r3u9rCAy7hjmQUnQ9h2EDW+/6S7e9z/lEsphEFCqilD7sJwr1mjW1FoUbt+5y5ng5nsXnTBQkZUcCiBmqpIL4sf0rEfLSlZVDQtBpVvauSD0WYumzy8azozUuWyf1LhFNk9zSr/daN+fbcKHjW1sYw/YI+EpeAYSAz3jdSu8LQy1ymk31mvuSfQi3Go6hmYvVv01rogCt7oGXsyFfUmxjyyhUHVe0sfUbSlHK269xmvkludn5KWrN5d52a3G270+ZypT9YVA/NznniAR5DTZz/m9P/RvAPCLv/ICn7juyndB0mchTYaydDvw7eMzqm3tcq/f4eTUYRquXHuMTDtvLDLT9bLqqMEW5yf0AqkLlxUIKp3R3JcmUyIuLgqMIL69sNclxpbripNTF44sewmnx+77yidcGJR6JYHk2XuRRy1l49o33c7dmAY/aXcu7dzDMdOqTYatWZ7pPgWNIwYB0vNT7p26a6GGUabTbdYtpL26r6jcixOa9nVTE7W8DrrnVW2ZtyS3XtBFmxGWyui+ej6KHvBFbeYHhqk4MnqhZSVauOPj406u/ryAc3mUc4UPZWEx6mAcxx5pSwhbW26euJN5ttVtDHzKtftezxgKeTeHxzXrlZtbZ/M500suybu156DW+brCdCzgKY2wNWETdUnFYdlwog7MVInvsApR3xZ54JPK7U2P15RS4676o47x+v3aI7EoNECGYZgEyNvDeAUrxUKv3LjLsVyuSXTKUHVlJWOp5gsaz7mfQb/PZMuBQryqwRNjsm2aTldwfse5816eEbaYB2NIawmVvHWLm1KACgc1Tav5p/+3t65hc9cNeOvbC4JaC0tjeenIkYk8c/mgm+iZZMHvnC2YiO/v2GTcfONVAG6/fZP+lsMNbE3dzSzWSxJJrsdhRaHsdZAEmLJlCoJamf+g1wKBrKN5B8I+hHId87rhSP0RW2XDau0mqSc2kXDWpzJu0bBej1Suf5hlnSz78MI2o0oVk6U7p+p8iRWUfFmuSfVQBDagFhNx1tQdGUzT4g62JoRibCrrdUfqkq1TenoQqqKmrFposjuIs6yh1qK4WpTdDB77EVZu/qA34Ez3PShayvWQUdAyUhWcCdx0c7UkFLlhVcMdYTlq9UWflZaLLVV7Ybt2/jqE16XZ+e6xu5a7JuiEbY23gtqFj4umYC6inkGv31XSziWmXBUFQSssAx2uJatKRHNJWtSsFd6myh34YUyqXFI4DFmpIlQFhlRan42JOt7Q92ub8GFjG9vYA/ZIeAqegUHkURaWUpnl2EAm3+hkldEoSWSCGUbcd3nqMuv5vGIp/sH+cI8ydq8Pdi/iLSRD5++wyp1reyxJsGFo6V9yLlzcT6iVfPO9lzo4bnq8YK6E2EpubZ6uqM9FA1atMbTUXiV7ufuO4dVtvLvO8+iJ5u3qZMzwsuuYnIYBvUm7O0YtWJKq1VWoCzKdX0nOUDX4wDZdBjzGh2ErZ+6+IFzlhOqSjOKERBDtvGo6ifeFtbz8piN7+ZEvOGh3ON4nFrWZ8bZIbzv+Cup36LckJMNRJxsXem63qzmjFOCzwZLL1YsiD1+cDWGS0BfhTEsAs7AlkVCKReNRCguQN5aq8w5CKsnbqfzPLDJ4CgOCImUt/r7DquoIUBbrDKPKVFtFSPyGpbyHMBohHRfMKmedtyjSkIm4JN+Qh9H3PR7fd4lEa3IKXyI5wYjFTVdpuifOg3o6IhEK1Y9i1qLC87yQodTIo2BMqsTsiTgiwiBgOHDHe56VjHWvl8e3OVq08PCKQsfWNj4N4zFGEITjKCaVrJzJGnJ5Qn4vILT/L+yStBbyEkqgFPinwJArjjxLS15/xz3QB1cvMFClwShALVYFQeCuTl7Psaftw32LSheqrE64fejChp5Kc9P9bYKBHra+j1Xm+NXDU949bYVJPfyJoNByyb56cpsn1DsQX/5+YmX7s/pXOD13D8K9edm9/9p1l7EfLWMOJdgx2z2g6CsW73mkKpfdfds9jDdvvEahuP+xxw7YvuYou3u9ilx8jjU5TdtdqdrUyck5fU2CwXDNQgtZg8VvhVsNvPCWc31vveau685sSk8PbBAUBGK1evfV3+LyRZcnKYMhlSpCochq8/WKw5uuFX1d5gyvu3xOkERkqVt8vSZjor6DVBToq8WqI5011lCrAlDjEyuUqGuLqpaUesBiGzIa6r2TEZ5IaRZnKzKFHUsMuypx7ulhrPOKKnXX7Z5teO2ee5CLxtBXO/e5B+1TVuq9RRjAwI13yR8zvKBr0R/ivfkCAHOFlS+/e5tLEzfubG8bX6HGIA5ZNy7sOjk+Z3XXhRtHbSt7b8A0c9cn6sWcqAP1NC05bis7acHlLRdaxipT5pElilwJOKjpBJKT0MOoezYi6Hgx369twoeNbWxjD9gj4Sl4BnoB+BkY7UDnmaHNjyyzkn/+jRcB+MzTn+LqRYFFRu7/1ekZO9eeBWC4u0vcJg+3R1ghWvLDJaForiQNSDQyZFqVl3df5le//g0A/q8X7nT8iNu+TykX9Fy7/G404OxQEmzeIfM7LnSxRUMqeOlv/OYLBJKhC5W029vf5+VvvAXAy1+LmYtReZqEnAtoYI/cDr5cn3N95naBkW+xYUvjVpGLZCPNCozq+Gul2/NlwWQmTENjO/kzjEdP17bGY3Hmjv/11905Xz6I2FPVJtmumOy6scvlLSLhjpNkRKVMfKNd3i7PsJW7hrNZD0/gpnSd0ghYlUR117C1lgeSnqyIk/vU4+crcQj0Ijx5TU1TU3Zyee487y7XnXL1MJkyEmZhf5Yg1DAHWwfE8kymUV/Xc04RuzAuygre9VxSdZYY2h68G2fn3FJC+1VJ4e0nHneVmN7fGtGUSsx6cZcUjtTB+dLrb1NedyC77f1dqtKdR5FWxEFLlhKxve28vpnCOT8aM5tJxds30F7PZU3/rvPkTt6+Q3/LYVmKDk8DqXg1l96QTFiIsGoIlRy1XgYfpZbkh2XWqjMu9Do0nudZWrxRY2tunLqTf/v1Vzm45Cas+DLpmZj1oTK5ZU4gVzM8GxHoJi6Wd8nvufcMh+7iZuuGe0t3w+++cZPf/obLP5wuCrZnyuQay9Gpu0mHypa/885t0tMbAJjMZy6Kc9MLOL7n8gD/4jdf5fGJc2evLEQBn686wtO6sXzigii5k4TVmejOpX5V7iZc21WIEsD80C08JrKd5HqV5Zy27vPSLUbn946Z7Qu4UlqswjHfu89kNY7u4/mff8OBZp65fsR224sRxwTjVqB0j6Jyk3C9TLFqF25U6pufHcO2uCi3tzrdwuU6pRGwyM88Ck3YIz3QZbnumKUaAoyOx/MCjIR5V6sFnqouKy3MTbomVx7hkhcwGrpz7fsRtXIG5b3TDtTVVrCOT+a8eebuY2ob1lqw9ocJSylxvTBfcKIqyVKfu2cWvKkKzTQp8W8oJDo665TIDkW2crpuiA9dWHLtcspA1yIIPFpNpCg2HeNWX6vY2fyImyfu/parnELl4LNV1W1O52lGekfhssLH5MIldifqpDV+1yZu+iHJ0OV8vMDH89Q38z5tEz5sbGMbe8DMfW3Yj/EgjLkHrICjj+kQdjZjb8b+/8HY16y1u9/tTY/EogBgjPmatfaLm7E3Y2/G/nhtEz5sbGMbe8A2i8LGNraxB+xRWhT++mbszdibsT9+e2RyChvb2MYeDXuUPIWNbWxjj4B97IuCMebHjTGvGGNeM8b8+Yc81hVjzC8bY75pjHnJGPNn9fqWMeYrxphv6//ZQzwG3xjzdWPMz+v3x4wxv67z/7vGtJpoD2XsqTHm7xljXjbGfMsY8wMf1bkbY/5TXfMXjTF/2xjTe1jnboz5H40xh8aYF9/z2u96nsbZf6NjeN4Y8/mHMPZf0jV/3hjzD4wx0/f87TmN/Yox5vf/64z9YdnHuigYY3zgrwJfBp4B/rgx5pmHOGQF/GfW2meALwF/WuP9eeCXrLVPAr+k3x+W/VngW+/5/S8C/5W19gngFPiphzj2XwH+ibX2k8CzOo6Hfu7GmEvAnwG+aK39DE4l8Cd4eOf+N4Ef/x2vfafz/DLwpP79NPDXHsLYXwE+Y639LPAq8ByA5t5PAJ/WZ/5bPRMfr1lrP7Z/wA8Av/Ce358DnvsIx//fgR8DXgEO9NoB8MpDGu8ybkL+KPDzgMEBWYLf7Xp8yGNPgDdRHuk9rz/0cwcuAe8AWzho/c8Dv/9hnjtwHXjxu50n8N8Df/x3e9+HNfbv+NsfAX5WPz8w34FfAH7gYdz/D/Lv4w4f2snS2rt67aGbMeY68Dng14EL1trb+tMd4MJDGva/Bv4cdBIU28CZtbal232Y5/8YcA/4nxS+/A/GmAEfwblba28C/yVwA7gNzIHf5KM7d/jO5/lRz8E/Bfzjj2ns92Uf96LwsZgxZgj8b8B/Yq09f+/frFuyP/SSjDHmDwKH1trf/LC/+31aAHwe+GvW2s/hYOUPhAoP8dxnwL+HW5guAgP+ZRf7I7OHdZ7fzYwxP4MLYX/2ox77g9jHvSjcBK685/fLeu2hmTEmxC0IP2ut/ft6+a4x5kB/PwAOH8LQ/xbwh40xbwF/BxdC/BVgaoxpu1Uf5vm/C7xrrf11/f73cIvER3Hu/y7wprX2nrW2BP4+7np8VOcO3/k8P5I5aIz5k8AfBH5Si9JHNvYHtY97UfgN4ElloSNc0uXnHtZgxrFu/g3gW9bav/yeP/0c8Cf085/A5Ro+VLPWPmetvWytvY47z39qrf1J4JeBP/owx9b4d4B3jDFP66V/B/gmH8G548KGLxlj+roH7dgfybnLvtN5/hzwH6gK8SVg/p4w40MxY8yP48LGP2ytTX/HMf2EMSY2xjyGS3Z+9cMc+3uyjzupAfwBXEb2deBnHvJYP4hzG58HvqF/fwAX2/8S8G3gF4Gth3wcvxf4ef38OG4ivAb8r0D8EMf9fuBrOv9/CMw+qnMH/gvgZeBF4H8G4od17sDfxuUuSpyH9FPf6Txxyd6/qvn3Aq5C8mGP/Roud9DOuf/uPe//GY39CvDlhznv3u+/DaJxYxvb2AP2cYcPG9vYxh4x2ywKG9vYxh6wzaKwsY1t7AHbLAob29jGHrDNorCxjW3sAdssChvb2MYesM2isLGNbewB2ywKG9vYxh6w/wcSMSRLq9Zj7gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4810/6331: Discriminator loss = 1.2666 Generator loss = 0.5716\n", "Epoch 1/1 - Batch 4820/6331: Discriminator loss = 0.8512 Generator loss = 1.1833\n", "Epoch 1/1 - Batch 4830/6331: Discriminator loss = 0.9684 Generator loss = 0.9214\n", "Epoch 1/1 - Batch 4840/6331: Discriminator loss = 0.6861 Generator loss = 1.8262\n", "Epoch 1/1 - Batch 4850/6331: Discriminator loss = 0.8923 Generator loss = 1.0347\n", "Epoch 1/1 - Batch 4860/6331: Discriminator loss = 0.8613 Generator loss = 1.0494\n", "Epoch 1/1 - Batch 4870/6331: Discriminator loss = 0.8058 Generator loss = 1.3702\n", "Epoch 1/1 - Batch 4880/6331: Discriminator loss = 1.2775 Generator loss = 0.5807\n", "Epoch 1/1 - Batch 4890/6331: Discriminator loss = 2.0988 Generator loss = 0.2632\n", "Epoch 1/1 - Batch 4900/6331: Discriminator loss = 1.2377 Generator loss = 0.6149\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 4910/6331: Discriminator loss = 0.8825 Generator loss = 1.0917\n", "Epoch 1/1 - Batch 4920/6331: Discriminator loss = 1.0781 Generator loss = 0.8302\n", "Epoch 1/1 - Batch 4930/6331: Discriminator loss = 0.6844 Generator loss = 1.5963\n", "Epoch 1/1 - Batch 4940/6331: Discriminator loss = 1.0200 Generator loss = 0.9775\n", "Epoch 1/1 - Batch 4950/6331: Discriminator loss = 0.6939 Generator loss = 2.0701\n", "Epoch 1/1 - Batch 4960/6331: Discriminator loss = 0.9565 Generator loss = 1.0775\n", "Epoch 1/1 - Batch 4970/6331: Discriminator loss = 1.6190 Generator loss = 0.3846\n", "Epoch 1/1 - Batch 4980/6331: Discriminator loss = 0.8707 Generator loss = 1.5072\n", "Epoch 1/1 - Batch 4990/6331: Discriminator loss = 1.0550 Generator loss = 1.6354\n", "Epoch 1/1 - Batch 5000/6331: Discriminator loss = 1.4789 Generator loss = 0.4702\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5010/6331: Discriminator loss = 1.3477 Generator loss = 0.5587\n", "Epoch 1/1 - Batch 5020/6331: Discriminator loss = 1.5060 Generator loss = 0.4158\n", "Epoch 1/1 - Batch 5030/6331: Discriminator loss = 0.8874 Generator loss = 1.3618\n", "Epoch 1/1 - Batch 5040/6331: Discriminator loss = 0.8554 Generator loss = 1.2448\n", "Epoch 1/1 - Batch 5050/6331: Discriminator loss = 1.0528 Generator loss = 0.8684\n", "Epoch 1/1 - Batch 5060/6331: Discriminator loss = 0.8986 Generator loss = 2.1808\n", "Epoch 1/1 - Batch 5070/6331: Discriminator loss = 0.9520 Generator loss = 1.1542\n", "Epoch 1/1 - Batch 5080/6331: Discriminator loss = 0.7348 Generator loss = 1.4877\n", "Epoch 1/1 - Batch 5090/6331: Discriminator loss = 1.0075 Generator loss = 1.9813\n", "Epoch 1/1 - Batch 5100/6331: Discriminator loss = 0.8563 Generator loss = 1.2912\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5110/6331: Discriminator loss = 0.7654 Generator loss = 1.9862\n", "Epoch 1/1 - Batch 5120/6331: Discriminator loss = 0.7061 Generator loss = 1.6060\n", "Epoch 1/1 - Batch 5130/6331: Discriminator loss = 0.8112 Generator loss = 1.3502\n", "Epoch 1/1 - Batch 5140/6331: Discriminator loss = 1.1326 Generator loss = 0.6968\n", "Epoch 1/1 - Batch 5150/6331: Discriminator loss = 0.8038 Generator loss = 1.3989\n", "Epoch 1/1 - Batch 5160/6331: Discriminator loss = 1.0239 Generator loss = 0.9041\n", "Epoch 1/1 - Batch 5170/6331: Discriminator loss = 0.7692 Generator loss = 1.8238\n", "Epoch 1/1 - Batch 5180/6331: Discriminator loss = 0.8384 Generator loss = 1.8616\n", "Epoch 1/1 - Batch 5190/6331: Discriminator loss = 1.0482 Generator loss = 0.8206\n", "Epoch 1/1 - Batch 5200/6331: Discriminator loss = 0.6400 Generator loss = 1.5467\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5210/6331: Discriminator loss = 1.0899 Generator loss = 2.0849\n", "Epoch 1/1 - Batch 5220/6331: Discriminator loss = 1.2925 Generator loss = 0.5794\n", "Epoch 1/1 - Batch 5230/6331: Discriminator loss = 0.6647 Generator loss = 1.6924\n", "Epoch 1/1 - Batch 5240/6331: Discriminator loss = 0.7576 Generator loss = 1.5450\n", "Epoch 1/1 - Batch 5250/6331: Discriminator loss = 1.2159 Generator loss = 0.6562\n", "Epoch 1/1 - Batch 5260/6331: Discriminator loss = 0.9974 Generator loss = 2.4821\n", "Epoch 1/1 - Batch 5270/6331: Discriminator loss = 1.3099 Generator loss = 0.7254\n", "Epoch 1/1 - Batch 5280/6331: Discriminator loss = 0.9467 Generator loss = 1.1063\n", "Epoch 1/1 - Batch 5290/6331: Discriminator loss = 0.8003 Generator loss = 1.2295\n", "Epoch 1/1 - Batch 5300/6331: Discriminator loss = 1.0249 Generator loss = 1.0151\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5310/6331: Discriminator loss = 0.8856 Generator loss = 1.3947\n", "Epoch 1/1 - Batch 5320/6331: Discriminator loss = 0.9688 Generator loss = 1.0217\n", "Epoch 1/1 - Batch 5330/6331: Discriminator loss = 1.1722 Generator loss = 0.6554\n", "Epoch 1/1 - Batch 5340/6331: Discriminator loss = 0.8595 Generator loss = 1.4535\n", "Epoch 1/1 - Batch 5350/6331: Discriminator loss = 1.6489 Generator loss = 0.3694\n", "Epoch 1/1 - Batch 5360/6331: Discriminator loss = 1.0723 Generator loss = 0.8053\n", "Epoch 1/1 - Batch 5370/6331: Discriminator loss = 1.2687 Generator loss = 0.6039\n", "Epoch 1/1 - Batch 5380/6331: Discriminator loss = 0.8521 Generator loss = 1.1108\n", "Epoch 1/1 - Batch 5390/6331: Discriminator loss = 1.1390 Generator loss = 0.7591\n", "Epoch 1/1 - Batch 5400/6331: Discriminator loss = 0.8259 Generator loss = 1.1191\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5410/6331: Discriminator loss = 1.2544 Generator loss = 0.7368\n", "Epoch 1/1 - Batch 5420/6331: Discriminator loss = 0.8863 Generator loss = 1.4983\n", "Epoch 1/1 - Batch 5430/6331: Discriminator loss = 0.6499 Generator loss = 1.8890\n", "Epoch 1/1 - Batch 5440/6331: Discriminator loss = 0.7450 Generator loss = 1.4082\n", "Epoch 1/1 - Batch 5450/6331: Discriminator loss = 0.6983 Generator loss = 1.3603\n", "Epoch 1/1 - Batch 5460/6331: Discriminator loss = 0.9488 Generator loss = 1.0868\n", "Epoch 1/1 - Batch 5470/6331: Discriminator loss = 1.3106 Generator loss = 0.6942\n", "Epoch 1/1 - Batch 5480/6331: Discriminator loss = 1.6177 Generator loss = 0.4211\n", "Epoch 1/1 - Batch 5490/6331: Discriminator loss = 1.0654 Generator loss = 1.0950\n", "Epoch 1/1 - Batch 5500/6331: Discriminator loss = 1.0442 Generator loss = 1.6379\n" ] }, { "data": { "image/png": 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WqFLJy5yeXvPBzTegmerxArxvQTqWgYKorl+TTNNhEBHow9/v9wgUF9BLhxAoVoU1TE8VAO0GUhOqK4mr8JqKdjshO5clRvGr37rN2x+Im9MCnZzz3Rw/fjph6yNxwdZsSBBc4BsAoiCg1LHHkaeveIPDgytcvXJDxpwkeC9z0boaYX/AQIMRhqTDGNTGk2uK3kaWbU0Tz3P5fV5NiPS7lYGpboCL2hFqanV3Z9jhZT6prNyHlaxkJc/I82EpOEdVFFRFzkyjwqfjp4zn8vrNSzscXBbTKQgHGKO56aI1kRK8k50tTkaYUnb5xoe4SnYmQ0iV6fsKLKgWJaGayXlTgAbleoHn8q5o5bvzCVGhu42iVYy1RJr/7ycpA7VofG67nXQYBB0qsg30NLGlURxGlpVsr8s5hrvbHVimhSKXRU6pkeUMCBSncG3/gOHOb8l4HltsG+3Sne14kTHSnLcNAsI2EVPNiXIZcxFX3FDg1x//8R8B4LXPvAJzwRJYl+JNaxFEeA1wxT7CKeqxiRVjscy7wG466pG1btfJjO2B7MzrawkTDQKu9eV3b770OruHYhXVacjy0Uzvk+0yONZaUp3nFzVSn6Q9QiMWFo3BRvK59Y4gFAvSBIakRbs6WSNBkoC6EkHYo7QK6ImG7I7khD/51be49fgXAJjN1apyDqtYibyquX0kFtZeEBApTqHS3by2FqP3I41iBiO1cra2GagJH+JpdP0GLQjJ2w6K3PiQspHP/XxK0rpBjaGnCNGhWmaDwDDTKGcQhBSafaibhlxBeybLBWn5KeT5UAreUxU5Ls+pngiKcX50jFcU2xde+yzDTXEPXJbjdaUbdQ3wDhPIDfDMCVP1qQsPlb525QWKzcvv6qTsfC+fhB2qsKhLeh2Uep3Kye/GR+Kf19YTBXLcnc0+PXVLiBZMRQeRRL5DS07U9xyElt5lAf/0TEA0kOm/cukKC03r9RJZ8KVrmGtmpBcneI2iD/oJW5q+HIYBM1WMLXrufFrhvDxgvm54PJUHvckzilKuY28w4A9+7csAvPXa5wGw5xOaXMbjwpIgkofQzwusxklM6klCedgqzbi4EAw6zo0tKh3nen/Eus7FVrLBnbFkKKJQHsZhPGU/kGuOgpzZUu67M56ww/hDqg/Qxq6Mpz9IcBobqOoYo2shjvugD6mNw4u6i56M1xqL13valAuCnihFXEDk5QG6eW2XVONVc68pR+ep25REBWfnMrcNAYk+pC3asvElRt2AJArZVbdxYz1gPpXfra/3MbHcP69ZMG/CDq2YDEaUOp82m9I0ck+auuqAeD2NI2wNYvJczuFdwDSX48VpQFHJ+K0zNBcFN59IVu7DSlaykmfkubAU8B5blfgqZ6YmnlvkXXR28/IWRnPMrso68wutZbBR1JnP3vRxVnfPoCHqrIohTk1CE8rO0JQe1+4CYYoJVLtmgGL7I+quKGc0FPM0LwoShSWv9RIyjU6bpmCtL1++vj0ANbXHWreROcd6LJrdpH3mE9k1n6ZPmGvtQj+Vc+xevczGuuTjo6bkic5Lr2j4/GsCtX3n/btMFnJNuRbZhJHlbKYR8MCSPT3RKc7xS7ndve0eB1uyU8a622ECvGuLb4agxzPGYLVYyQQRRsFLaI4dHxDpzp2VY2xfg6uTOT3NHAwHEdlDxYMMFefgPLqJEzm4vCe1Eb5xOJ3w0AasrWu1omYkAlNijVZ+4ggCsawMtituM84SqgsVtMiyIKJZKtzXxpS1zLcJLc1MrmkU2C4oN1WrI2uaixLW0HYVikQWU7SYBHnLOQE4AaShYW9DxhaVFXZTLZdgQN0GMTUo7Q2EepDQuK7yNR6NGN8TS+/k+IxBavV9xb+EAYW6aw0hZiljz+ZL4p66kN4TqXv7SWVlKaxkJSt5Rp4PSwGPMw2T2RlWiz2aYsb2ngTifAOZlv0m1lNpsM6msus0fomhjSk0tOlfHxk0+0h2PuNsIkGitkqtNAaj6DJrIhoNCDrjqTRgFPmYEbLDXNFd7tYyY9HCsd2kG5t3jn4L0TUxQ02LWYU579oEryXOO+kG/ct7APSjLQpkbItGBjx5NGZ5In72/ccT3r8leAJjA9Kh7BRxY7o8danxEG98h8bzvsEZjZmUNZpBY8NGBLqTzKeS9hykm0QaqwjxtGABXxZ4DZ5C0wV5nVppxAZqLWXur7GuO2w4CPFHMs5Hs1nHh9Ci/HY2L9HTPSnurRN31ojFaVpv0I+5tiHYCptoaXEvovZidaTpgFpTkgEhaDwgiGJM1B5Pg3ZVholalCMEXr6bnU8wGtvZHWwwasuW1Q83mG7r9NBxSzRlTdLGPnR2vLEker4wSrg0kjhI1UTcuy+pzpP1nL5ai/2e4i1oWCwULZuYrjTcBjH3TrQg6t49jMZ21jXlnKYJ1sp4rfPducf1lFxTlaM0wX26kMLzohQkehxT8fBEzKXcF+xvSlCuqHKm5wKgCcqaRHEBri8L09iAKFLAUj+lmSu0tZgzU1BP2VSgkeqi5UJYFhiNzFqTUVYye77uyuKJbUOs5c6RlsjmzlFryW6dQa0BIOu5WKR5xZkG3S5rILJ/mGJGYvru37zOzc9IkG/78gHzuYz/rsKOv/m7b/PuB1L78ORoxvmp1A5sbPaJ0HLhwHUVnHUbMDVBZ+I657i8JYp1EJf09JoGWylRIYtpWSrRSc+ShnKM3iAlVGXZOEOjYDAbFV15aN1WL/qGcKiR/thDCyAqLaU+hGE/olJFVeh4r+xfJ0rld2Hc7/AkcRB05fNbG2tcvS5rYOiVN8EFxJrt8N4SqIvm05RSMzRluSTRzI116toZh1NIcENNoxWMy3xBppvBZB4Spy2+uS1rDnCN795rWoBQXnVZgLTXAuDAqivVDw1rG6JkN3d2mJ3JHAbzmomXB71QcFq4u8+6VrC62nK6lKzbwwfHnByLMhlurNPXObI6PzuDHZwX3MQyq9jvtYQ6DY/G8mws6pIyWwUaV7KSlXwX8lxYCt41lMsZ5fkp2e13AaimFVcPBWlWjCcUPAZgeTKnVC2/M5QdeHPvOuuKKwiLvAvgNI2jyGWnyApPqjt9oLDj2tTM1fSncQSqIxe+ItM0k3eenhZSpVYsjHledPwGoXcM1KwbDmIOVFt/4fMvsrdxCQCrMOi9fkKoY+4tz7Bn4hLEOyO212VHDA6lSnJ2fo/eWAKN5q2X2ezL574qeHpfqhnXfMSZBjHP1Z1xje+IQpracfNQzO+9oObeA7E8ejPLVGvzve668+kZs4XAfadHE0p1OzaGa2yvy46+OeoRpa0tLdc0NyXjI0k3ni1Oef+2jG06mxI4sejunxY0SjrQVp8Gg0FHlRfFKUvlP4iSgEjdh601SLV6stDKwsInzDX1dlrWpAMZx8l0DJXM7cA0HO61KUwZQzrc5uxU1tC3bz/h5Ex240numGg1buxTTnVHd64NIhoxAQHjDXWbfiSgVqxGy48QekeqFuT+xhZvvCAozBdff4UAGY/Lp5wdye4/G4urbIslYaM0b8GAvrqHawNLX+Hk+3HC4VVZD7WuvbQ3IjnXVPR4Qon6yms9prkGxauc2eLjFZ3fWZ4LpWC8J3Ql1eKUR4qd31hL2b0i1ZDF6UPGj7SMuoHAyETd01LSg2nOtUy+u7Pdw6rfPplnPH4kfnlAwlJN16fn4kePCVkbiF9nohCnrELLourMcQJLrZmITD9fzIrOTeiHIUuF116Jewx35GacH08JNeZxoy+493R7wOaGQp6LJfOHQl02sDC8fAOAWFl+9vsB2b4u6L11glSUwtM7dzlpZI76w5hNPd/knrgXHk+jsFyP54ZWaIZB3mVwhpspXl2op5o/nzy+z6Nzea/I5kzU9Uko2d2QTMVnXzrk8GWpngw0+3DyYMIHD2WRf/vRA6qlHC9zHtUlxElBpuQlVh+qOLREqkBtGBKr4k0C21GT9euQ3T0F+iiE9/HxMTM91rQOWWiZ+KPJnFizTi/tb9GP1MVqZLOYzic8fiKZmNsPHvA7T2QOh5FltCbXd2U94eUrokQfaz1H2VzUylhrW+4VTOCoFG5cKQ1aGgY4fb2x0aPxorz+9t/6P3g4l+8ebu2xf0ng5JfW5J7aJqNyotxtnGAqudaBL7m6I2v56cLz9Las5VKDQ9vhnEhdl6VtCBS81O8FrK/JfC6O8869/aSych9WspKVPCPPhaXggQZPNpmz2RYUDdbYCGVnn8R9Hkw1oFTX3HooFsJHd8UcfmHrjD/4NdGM0fCAUM352996h6Ox7KBhf52Wg+LBiQRn3r97RLQmx715cMC6ovXCniVQYgS3FAwFAGo91N51KDETNhil8ypdzfhUzM/3lhOCBxLkzBshnXrxyg5/8AeFQ+Dm4RCeSvC0H0T0dy/pKTSqbxKOHsnY7739kCYVi2b89ClWSTb2r+1zfV0sqLumhUn7LhxujGH/usLDqyW3P5Ig7o2rNxkMZXeMcrFMvv205DyX8z1YLtlblx3zYP91dkYauO1t4xQJWDQyzqPzCe8/kfvx5PEpuSLwtvuesxM5drB0KGUgVvEYBB8rKGp8V9gUx5ZQXY0g9oxa160nO2YcBtRaSVsEjumW7LbbaZ+3XnkFgI1ozqayRm+uidmezc5pcrnvPghZU1KaR6fn9JVa7u69Yyol0kmU7bpxvoNde+87UlnvTIegbJmtE98Q6T7b6yc8fCguyq99+JjGynX8zv0xG+/L6z/0RSG6uX55h5AWh1PRzFpYbAjq3p2PJ9yZiYWbTzVL5jxbPbHYrmxvsLshrw0R21ogeB7NCD9la5fnQikYA1EASVRyT2MAB7FhmMqNC/cStg8Vf28Na8q0+8orwqwbBhFeJyfur6G4FM5rqL089Ff3rlG3OPF1mbCjeUamZvTR8RluS2ZvowlIotYvzykUSlwuWjz8BTd8WTkCjRkMkh5bu/LwHvY3Cds4gCqQN996nRc0ZuAmR0Tr8oAdPx2zrj5umMiCuXx4iS9/Va7p8GnFeSnm7MkLmzy4K2bkpWv79G999Htm03e+ehCGhGr6rqc9Lm3K2Ook4MWXJPNhXtVFfHCDD9/5QOaqWbCuWYvdjUusq18+2t5gZ1PuybyQhbk9rXjDiku0ufmI3kiu6enj24yPRVENtioCLSNPtXK0H6fYFh7um47ENDJ0MOd+lHRzu7EmCnuwlnCplgflrChx6ioGgWVTU4DkR6Ra2RmmMnbrBqztyf344kaPr64L6cnTaYE1suZO757w5F3J/jS0rMxhx7rtjeuIZANjWKorpHyplA3UOvZr25e4eV1iYsFwj7FuHA+ejgk0QxFuSEq68iF1O96qolDFafKcvS2JI1RBD/NYvnMrl7hNXVc4rflJ45ChVt3SszxdiAKJAujHn650euU+rGQlK3lGngtLwbuaYn5KmS8IK7EIsmVAoxWT61t9vvSaRHJjG1PMJc+bK69d4WYMlWMhTmNQc25rbY1Ii5GCsGFNIaz9DbE0tte+xOlYCURmVQeV7llPqYE2X5X0NXjk2iITc5GnL4wnUp7A9WHCDYUPX355i/WBaPkrVyXQONq9TKiWSRnuMTsSEzxvsi4Ql6q2T9KIg5eEhGTjYEqj+jvPplRvyPs2DPgn/1hIS4I2f+4ump2E1nCk17d+eMgNpXxLGRCrO9LflPO9utPnqhKBLLIp5YliE3p9NpX4JeoP6Kl1w1x+d3D1kIMD3fGWL1EHyjt5NOJIMSLz04pJy6U4V/h0knbcEsZKnwuA/c0+biZztDOyrGvlqlUrL24sw5H8bm1jE61tYxAPKBXGbMNBV6FqXQtXb9hSuG96aY/UaA+FqKRWl2H75TW++VF7PjmuDQxOC+kE0CXfdTgq5UWwyovQ7wWEtgVN9dkbiLUVXAk517V68+o2RsFeG2opRUFI3dL5Nw2Vcln4ouSy8miM+rscHIhL9LlXZV1Npxlbir3puwZv5FrP84pAuUAvD2LI5V4JueF3ludCKeAbgmpOkJ1xqBWOy9hTKuvMMBmwlsjkhCakzYqFkUxC4vtsagoqIqCaiXmd9ELO2kYtxYxkY1ePoW5EbOkpi88yKiiUjDPLZ1ArSrHOmGvvBK84c+eTgCc6AAAgAElEQVR9h183HnJ12pYF7FwRE/ULN15iuKZovEjei2xEqfUVk7MTHj+WVhhJFII+IC1Qpi7Oidd1vOEWRhVTsLXR9ZaoCs/118QMbn7ldy+ms+2gFFtufVviCFf3t9lY18rHfokZtIQkyqSEYX1HEXZujeaSmpxhiNH4QRAnHTIx1Ic1NFU3n+tXNjvylc2+ZUcbxjxZO+eDp2Ly9pXUJcB0/JEYh9GlGHpDpS5D6ENqZbOpqpZsd0Gkv4ujgFABULYu6Wv5cVU1eOV8tErnH1ESaN2Gz2ZEI5nnrbWA2VgXVGUxGieouwyOo6nb+hnfpQOD0IIqg3ZB1k1A3h6qaDADOcamGzJU1GRTGJpEj6duaVEW3ThpaoZa+9BUUCxkDtc3U7YH4vZWGicpN2tmCiwrzxYd+Uo9X1JrejLHEA9kXj6prNyHlaxkJc/Ic2EpeGOpo5Ss9B2N+ub2qAsiQdyZx8naHvFQzWPVtE2VMdgUE9YtTrBodZq3eM0YZFXT5cJbcE80CtHTEc48TzWY5/EsNIhULWqsQmxTzUgEgcWVF7nftlNcGVq2tDZg0N9iY13GZJT8w4UxTsd8vqh5MJXo/M39Q4yCV0INqOXlEsUPESYNRolFwsBjWzb0JuOFHeE2bBuT1I3rmqn40nc5/dsf3GVfMRJBf42i0CYyykNhTETQH3UXFGi03LuGQFvMBWEoBAqAq5RR2Nc0yDniqsK3QcL+gFBB93VWsaW0amu72mrNmwvKZBNSaU5/d2tAdq67n2vwSqfWUpjVladutPZh0MMrLiJM+x3vorGOsKXq01qUoq5J1uT6p0f3MJlYRVF/jVq5N00cMZ8o1Zm6nZGPuloMX1zAyqu66oKmruVUpAEFWyWDHlHddrry3f0zawG6/KiVN6GmJGxpwPOAWKt4w3hE1l5fPSDWexmr22EDT6XWyiLPqZfyeVk5yky7TFU5dfkvCOZsjLlqjPlFY8w7xphvGWP+jL6/ZYz5eWPMB/p385/3HCtZyUr+xct3YynUwH/pvf9NY8wI+A1jzM8D/wHwC977P2+M+XPAnwP+7P/vIMKEjUsvM7r0LZ5ob7z1sux4Cqps0NXF1/UYq+mtSgNLQdLHFW2T14DatY1Kgq7n4Xg65lqtyEI9ls2ajpQ0L8Y0LQ6hKknUXTzxBa7rAqyViB/rLW2AQGnayrljpj5gNZvjBxJTYE0r6yqHlu5zMhtzos1gXo8HXfFQrT6ij2LMfKrXn9Jr28IlEV4rKSs/Iwy1P6YWyXwc0GqtZ3NDdsTzoiAqdLd6+IhGW+i1FadBPALFGBBafFtIFMYXDMf4rtFt2xCWJR1NXUNOov5rs8w7i8U0M8KhHPvaDQkY177G+bafY4DT1PHGYIjRLipnecPRTLATaVtc1RhcqY1eJvNu96dymLD125uuMKnr1FMGJBrvSEYDylLZmquGKpM5rIlYanzIK6rS2wY1UvDWd+hG5y4sBI31MS8qao1lZCd5h2sJfQTVRTfrdu00bREYZZc6reqMvGjp9BripE2pVkR1Wwim/Uq9x6mVs1hkzPV5KGiw2gQnyxqmy7bK9ZPJP7dS8N4/BilI8N7PjDHvIi3ofwr4Mf3aXwF+ie+gFEwQEo522HnhDV7UTjrjWU2l0f4qzzvse4CleNSy2crCHh6+wHIhefNeMiDqi+k7Wh90LZuy2YzJiUTineJvo8ZBobUP1hAHbTCrItcGKD2CLmr9oTZZMVy0D7SWLnTeUHI2USX05D6xshmbhSyOx8tz7h7LGD58+Ih+W305iNm4+ioAhfa2nIzPOpM6oMQpiCWpYwK94elon2XrxnQdrE1nMkfAWq9lms7oK7hlfpYzPZYgZ6iZmDorQfsWBsMeRqPzNlnHalUqVU46lO+bWGZgGQUwEfhwMIg64hvvMlAT3CymXBtphF/vL7a5aMAaBsQKeQ6ilLWREpz4CtWRnCZyP4bGYa2eY2BolnLPhuth98DWWFzRBpOVsCTuM9Pzpck+tYJZwtByovd9cZZRK4VeS7aSxDF51FaiOiqtGSmrpoPCO99iFxqKhXx+bzHtGgrFxRg7EBdsMqnwSv8WKkHMrKjoqftXhAlFIBedlwFZ2SrWjIB+N3cAZVlQq4JonKdSdF4cR/SVLnAjjXhy/Ok6RH1PAo3GmBvAW8CvAvuqMACeAPv/jN/8aWPMrxtjfv34dPy9GMZKVrKS74F814FGY8wQ+JvAf+G9n5rO1AbvvTem7cP7rDzTiv6Lb/kgTBhsXub3//hPAPD2N3+dWoMsVRV31Ffn0yVTJZ6IleF3rZhxfqaNR5KUWrX58XzGpG1xPsu5fUtg0dd3JQDYSyBWQguaRog6AGsCQg0u1UHD0YniCSrNsTeui5E5B0Xb2TqvOFVr4nSegRK9YuU6chOwoSbuG4eH3LpzB4BkbUh/S1yNSHe200f3WU4u0lF1qC3Rwj6BUbLOOGSg7dRqd1EE1RKtBpElUtt2lmc8PW/bs4dMtXKuF8t4+71hR6xST+aESgASDgzTU4EHz2anrK/J3E+V1fjB777DUNmQU7tOqnR0Li/ItIV90SzoaRpxpJZGGCcdatC4hki5CYxJGCoPwZrzlDpfrUFUYqlbDgkHsb9I9RkljGiqhixv8Qmy4y8mUx6fSOFW6XIGuip3tzYwsWAvbj16zB2tOqUlhUkTKiVAMTGdaxoEXGAhFMZQed9ZP+/d+YizH5HisctRQKlW7WzeEOguvrmlQdky7lwt6wOMEsDUdc5cg4SuzHCl9gFJ2mBvgVeLKA4tA53Doi4Ig5amLegwIJ9UviulYMTG/JvAX/Xe/y19+8gYc9l7/9gYcxl4+gkOJFj43gaXX5IGnsvJKZmy3bqiIlMSkvP5lIk+xy9oHr8OImqtonvw8GF3E+eT+6RtX8l1w0Ix4x+WYjrvDxJ6baf2EpbKmUgMC6UGPxsXPFKsfUTrQxo04I73vsMWzF1DPpUPlvOGaCBKodAIsYuSrtHJ0cmcowfy+c/+zZ/jwbfeBiBUSvMkucqNmwLj7m/sEQUC5MrOxgTK91eeZdy+rxyMOpUWI+3cAeuCLhp+Pl10PQ8Pdy8x07nda8QkrbOlsCADzsTErVLob9HXRbqcLTj/6I6cWyfghZeuEmnevRekuJmMs65nNGrOLsYL+qnEm9cUipxGA0z7NDkP2vvRJUEHJQ5NTKNNY2vNKBF6lmpSxz1PpMowDgyRIpmCoGKh2JLTu6IIbt15wJOJKMCd3QFf/IIAwIxJWdOKz8nZva7MeF2ZmNeSEVUhcY35snim1XygcYdKN4v2fYDbT08YH8lc7O/vsCh0Y6g9I83EtIrC2JD8TMY7my7wWu2ZL/Pu+vobGxQa/3EtC3RV4hRCb5umKxOfTaoOnJWmYTfOTyrfTfbBAD8DvOu9/wsf++jvAH9KX/8p4G//855jJStZyb94+W4shR8F/n3gbWPMN/W9/wb488DfMMb8R8Bd4I99pwMZDNaGpOu72Fe+AsDefMzb35CmJ6fJIzKlWHvyZInVQpJW8+8REYTKG2AW+FALSpoRSahIQNPnXia7RqY7/2ns2dOob2ohbzsO1xZbtsGlhpE28lhTCO/sqaPdm72X1vQA+bLmqUayT+o5SrvIZK7fTRNKNZnrGk6Wao0sZvzu/y0GVarR+899PmBH4cO9bESiGIrqbEaju85Z4Hh8R/sl6I7hzUUQNI0Nx9qEZTqZc650ZE8Lz+amVGW++qLgHCJn8ArhjdK1jq/RREEXMN2+ch2zrTiKUw3aWkPrgfkyY6nHqMuc84lWXT55yNbL4h4tNaO0a4Ouo7QTJkQANkZrFw1x6oaqtSaC1p2zOD1hXfsOx1BWnjqQnbR2nvVtRZPq1n4leYVoeqTHcExymZeFzQl68t13T047du9Q0ZFB2rATipWTN0sKvWe1axhGmvlo76nz3djn0zkfaa+LS6M1vCIW62XKRLkTZtMWx9FQ5G0AU5r4ABR5w1hdyPPxMZViZ/rawKgXRTRaEJWXOYlWZsUBzHUuNnoxa0oByFN1Z7+DfDfZh1/mYv39XvlXP9WxEGhukPRItAJy/42v8uA90TWzoynVltyAJ2enzBTOuaEByvi1FDKZvNliSq4lu4vlKfO6bQCTo0WOHRw0axw95SXsrw07GvGyqgn00q6kCes72gFK8eR/5fZJG+yXGdDXFZ4tpYHfHDgSIzes1BjH4wfH2JaXsKnQxADWRViFWzfaPJQs4717sqjujSdc3Zf3d9J1ZieiFB5PT/n2Bx92wwCpmm5LfcvGMVOykOWy7uIgD289INZf/KR2iCJtupoRh6HWuhPShKWS0tTLKUYXb63p0swWFK6lE3fkGkeoynPGx6IUHj+dsHZDxnH64A4Ahy+/hW17bIa2Az0tTECkcYQ4rIlaE12hxnUQkrUVjATEmnHIyxlBIHNYVQW+0WyVKvRN31B7mfD5fMFMU52jaIM794Tt61vvPezg1JtKz96UJaHWFPTCmEqBRUVeEWi3q0jdqxjHooUau4rjh3L/qldfENp84Oz0lMljUQqJgsUGTchASYGTtEehvJnknvO2+YzLWejcD5SZaXuQtF4XURRDok1yCoNTZRlbj69XHI0rWclKvgt5LmDOBqG68t527d/6+y/wwltfA+Dtb/5yB8a4dn2fM2213havxMmA0ZYEsC4lcZffLyZzFsr99+5Hjyg1B20UNLOzbtlTFt1BbCmatm4+pBfI7+pB0BGuNF3G4QK85L3QqgMs85xb6tJ8pX+dnQMBSxWxciFUT9na1wq3cs7NdXVLNte4+nnpqp1siKk6O15w6+QOAI+/9QFfzbR5y86Cu7X87u/+8m/wu/dlx2tz5cYafNPSzDsm2scu945irN2MHbzzvlDBvXdf/n72pZsdIMnEEdNTsbb8dMnksbhdZ08fkis4q6dY68Y7HjyS746LMfvaP/Hy5QGR8ic2ccBUrbf+UCyJ/PwhQ60oxccd50QUJJgWnNME+NYEUsh37WtQuvd5XoGVXdfPG7InGoydZ/TUwmi7sBdZTqHgnqMnT2mUQu/GZxL+yR0pGjs9n5NqM5uRBlrL4IxqpriQJGSu/ThNUHX4lFjN/cCElEFLA+f4FW3kcvjRA958/U0A1jbAOSVGuSyBZFMUBIrJ8RVd67ksiOgrRD6znsv7YkUvtUCt9nSEOk0UURVts5uQqq+VkR894FgxPJ9UngulAOI+OO87nLkNEnZv/gAA64/v81DZlnb3rrCuftRwXfzi3c09siP5fPzRGMUKUWQz7t6XTMP9p8do9S43DuTBu5xUpG1Kq3GUCoRpIs/DE1n8k9mUufLgbfYuWnr7j6V52td503D/qfzuo3FDGisxp3I7MvcMbsjN2theY1nJA7Le6/P6Z4VjcrQlxByTeUF6W0zKnaJkU32bk2XOb9+T4/3j37pDprUU9qLZQ1clWTtPlovPNMtK5oqdHyYJU53Df/Bz/xCAF/+9FxlKMSdhbEkvCxlMU1aYtqw7q5hrP8pa6wzy+YxtjXpvXnmRyLa1Juc8eF/gKuOTmiCRBdvUQgpz6cqvsrYn5zBxr0vrlt6RtAasuUDveU2dNDZom8uTlwVWEYgbgwGRov/iwGI1VWc0MxBiMfo5eGIlszk5mvH2hxJrcAEM2y5gOodh1GNpRPE2LiTRUuYgL6k0Q4W6MGkckGgMxAaWp0fyu7c/OmNvWwJMUVlwuS/raDPVZrRrQ4JM7nVeOPa0NHx3skGtyuJkWePa6l6NW5g0JtRNrcwqcl0CZ3nBrSey9m4dTciVBuCTysp9WMlKVvKMPB+WgtGKOeOpaGGdDcGG4OS3r3+O/+d3hEykbBpevXIDgC2FM8cDi9VtbtTbYawR7ul8zOVMTPf97S3aVDca/WU6EXMUiRVOcjH9z8Y1p9rxeV7ULBTOOqlb98I8ayp8DPO80Aq2kxLGhe7YulslSc63f1Ouw9YNu1eU9vsw4lu33pHX7wslWnmeMdTg0/rldZZOgn2PCse3J2L9nMzzi+7KijHwzhFqpD62QdfpykS2o753SYxauXz9Q9nNv/rRO7ypTM1x2qAs+ARRwkhr2sL5hFKvqdT5MdGSTaVoYzjgWEldlktolCn75Vd3mOgU/c5dsRQ2H+6z/1iCpOH6PlZPmIYhoXZpaqoCo5ZjbtrekAGNuo2Nq7Baw+AHNS5sg4sWo0HeWt2cuaXrMJ7sbhDobv31D+5ymolb1Rv02bkm2JcWs5GXDShfo08EaAbQrxuaqeIF2tiwb1ovB4vpAtAfnZ3x9kOxRq4khhfTthpV3J3UbWJSOUeWzzhTcpondz7iTCHkLgnJWti/ZiGi2HYdt+aBx2qHrCIImWSyxvO8ksrZTyErS2ElK1nJM2L8x3e8f0myMVrzv+9LX+H23TtMNTBouah6c3VJpMGc3VGftU3R1j3dXaqmwbUVjkCtfnZeN+SqJStXd7XnZcuk4z1O/ULXOOKwhdp6RppuevFwjxuHYrFsKePNX/prf4NUabdKGzLT/D9pn1KDPUmcsrktO+yllySg9NZnv8DXfvSHAQhTx89+8zcBePT2BxxcvwHAT//k75frvH6dUdNSycHaSHYwEyfEQZvLtB2stm1eUiwLfu2bYm38/C98g70rsjN/4cZnOLj6ks73Nn3dxcOuGtB18GgA0+IwMBev6xwTtC3plK7NW4zV6ssgwvm2W7Xl/8sQbUO0TV3gdU+y8QDbFmDFww4VuMwKcp3Po7vC3HR8/31+9v8UPNzx3bsYjSSOj5/i2vvqHMlA1kbWMXE7trQHY9wLiZTt2HhPo+nLp6fnKL8qr3/uiwC89flXuf2eWDS/8hvfYK7Yi7Vej9+418K/8/bi2Nd0YdpPabRC17mGg6GslyQOKTXesVRWsFEU01fochLabmdPY8u5FlhlVU3dtovTdOnZokR/hokiAo3nnOeeB0+U3dt7+jpH7z6Y/4b3/kv/1E35PfJcuA9103A6HmOARDHyhSsotBOQwXX8ilf2RxzsiLm6oRkH4wKqSsylMmsoFUCTzWqOFb9wejZjqpPWUojX+I7S21k6OGjcDwg0F55lM6ZnT3SkWkdRNxRaW53VDZk+vG6xIFD8eX+wz9ZLEjxMduWB9teHnGvO+x/+0i/x67/4KwBs3jjkx16X77YVnM4XeK2s6yUpYdI20PV4HZs8xG2jEhlh1Et45TPSqt6Vll/5+tfl+kcH7F9uO2eVnTJsuR993XTwWmtt17hWTFI1P4Ooa7LZNjY17qKJq9wrNbXrsuus5F3VUR6btt4hsB3wqPEe03Zh+phnFoQWtNKw0RqA2dk5xVRM6rPFCdVTuX/Hszn9dhLSiO1axtdXfsVeHBMPZJzFsuLJRIFM84JGz52EEW094Xu37wDwwltvsnVDMka9DyOOzlsFWTBV96F9iNeGPUJtGTAylkiBKHuh5XBTuRR9xFjXi3o4RL2IWMl5igBiPV4TWjb1gb47X5Ard2Nbvt6LLC5VmvnSUShAJa9zYi1Vn8zrDpD1SWXlPqxkJSt5Rp4LS8F7T1HVFGXxscq5mpY5dxCHvHJdds23Xr7Eiy9J2m4YKzowiNrUNa7xlLq7FE3NTFNyTyZTzrUt2qNzCfCcH095pMi86WTaVSgOkwSr9fbZ2ZRSodITjSJFke3cFRcmHVGLCyBUMzjq9SlPJDh4orDkh/WU461fA+Drf/8bHUfE670d9rbE0jHnYu5/e16xEwkEeWt/i6vKe+B8QaQR07Q3wuoO3CEnvGeo/SoPbm5weEcLkXo5YSjz2U9TArV6WkIT55ya/LLbW7XYjPUY21oCnt8LHDBRckGr5jy0abogxFdK1NI0F8HYlpHERTRq2hc03WG3olGHuWiahkyRh2dP2/TmmLUtGc9hscZRT46x21RdgHKjn5IphmCgJCubawOCtsVa4nFj7RQ9MF0n7PV+D7QgKlNei/G9B9x4Ray4kB5Oqy8XVUjVBvDUdUt7lkRTqJt7CVcVQv/6pRFbbWu5IGapCNA2pZnamLakqnYRM7WQm8pxqnM7yisaRd+mOlnpzrDjrKgjR6ZoyqmHkULBq9CSZZ+ubdxzoRTAawzBd63OozRmPRW/72Cvz4984TMAvPbiATtKnd36umGQouEAYhJKpYknGIE+0GVhWFRyo+czuQUPntzlngJv3nt8n6faXDRJLL590MsSk8jrjS1RQhtrCcczjQA3dPUMrg5plADD49jXPHxfCUn6yYJIy5f/+B/5Mj/xE/8mAC/cuMzmpiiA0slDcG3meO9YMhK//n7M/T2Zi2GyybVYxnNp/42OcMNoOa41roNoUzv2tBPSztZ+R4Mv1XXqNrQM1cZ2Cyzqr3Xtzr0PcarUsBHGfcyVAEydiWKQg9Chaeq8g03jHV5dDK/gpybu47T6cLkoOV/IQ7+xfhOvD1mWV4y1m9e9x1L2ntVjrmzIfTgbj9koVQG+POLlgxcAmJcLTu4LxDhz7QNWgz56a67u+j82aci6uqaj/ohtCR9xolWLH979Vocnyf2CRoFq1jVdz8u2PGOvn/DmSxKr+dzhVVJ9iC8PeiQatxiZAQt1Hxodu6fC1qqwfNkxRJ3kE/YUT3EWzymWCrfX2Nh6E7JoeVc8jDX+EtmQMtHnqLHMshVOYSUrWcl3Ic+HpeA9NCVh3VApamtkI65dEovgKy9e4tUrAoldswF1JhHZvpqLpi6JtIlKYBpGQ9HWFotX3EAdVgwb2W23UjEBd/uHvKDHvX6nz7sPpOIwqxpy3eXOTxtiDVZFSkvW6wU05xcR5Lapr7NwsC0R/tde3+Gqjunaa7Jbr01PefXzAn1++Y03GV6WgGCa9CESMzjRHSMdLnltov0z8wd8cEuu+aOTJX94/wYA27svEGjLNq+DMBiioM0cLIk0Gh6HMaXuzEGZkqRqNWjE3oeh9BgDgrq5aOnWNLTGga8WXZagheJ6YwnavcVavK+71x1fgg/x2nOh1h2zmTzBazVP4M+YTx/qd31nvdTLE85nYkFUueAfAltwVsp1nD4+4fXrYmF99tXXuHRT5iWf1py/KJbCciy7fFYsaNp+grFlb6yI1XJJpEHceDCk1vnYXxd37cOTY97+1vsAHD+eYNU6nSxKwpZhXPkjDy4N+OGb4mps9ftEdUshWHdkMDaMWFeW8trIPXVNQqYcjr2gj/EKse9FnOta3wwibCpzO1XCIecMwUzxG4Ne18aOEAZVO/UFZ5/OUHiOlEJd0dAQ6gJLhzGH29oi/GCXQKsH60XR3YxccZ1pL8FnWiLdizpMug0DnE6UxUtdKuD1ZsXGs9u2or8OgfqAD06POFdCi6zOOqr5Un3PbFaT65OS9kZY5fBLki0+/6bYn4dDz8mRNJad/SM51tYQvvxZXYD5PaJMK/GKBk9Lyqll39aQpLL4b5z1KEtZ5H/3536WX3wkcZC/sFnwQ2/+NCDkt/LDuMtOuKYi1qh9sSjoKyS4DHIa7Uhk1L8N+wmu7f069F2WAWulK4mMlKbQOIEqSBv2WpQvrigwrUIqSqyW+LrllEbx+o366stywvRcHvhZZTlWN6FpapZKzHg2nXN+LHGZex9IrGVenHPvbUm53rgy4t/5Yz8FwPqNl4jUHG8Ch9MS52wiv1+ej1nkEktqyoJaTfj5LGeyEAjyomyYalVpGyfpuYb6TOMaeU7RVdpWxAqiapmQLvU3iDTDkXrfleJTG6y6o3HQI1Q+ynC0qdcMGhohrxtso6Q256f0Tbt+4641QWhagmHPvJ37siLVzNX09IylxjaWhedjmeZPJCv3YSUrWckz8lxYCsZI3CptQlLVuluDAVevScHTZhhjVZPaQUpdaRWdRpNd47t6/Kp2xLqzu9pDy/3XQKSWgF8qwKbXx9uWN2HAIFZAS+AJtSHJMivoDbVdl/LzzYzvaLn2dhJeP5QKOHvNcEmh0ifjB7z/vgBurg9ll/ihV15m1LbwysfUEwHF2Hi7gwIQKHw4tkRqiu9vDRntSQv7P/kThv/2v/sZAP6rP/Pf8zP/ixz71c/9UTlWQJdF8IOINSUbiUio1ZwPKodTfsFAI7S2coRqztfZAtO2RLOuYx/2+QLXbpV6Dpv28dp30rmIaF3dkjInyNucfkCtUftGIdj5rODpE4WbpwWPj2X3z7Ocie7Wk/mMU4X8jpUFe3H+mNdfuQHAf/if/sfsXX1ZjuEsrmg5NA0+lTUyVFey3NylzORYdZ0zeyrYkzQ4JoqVN3JW4BttjqNcmwdrQybrctwPH467TENVNmxq9/KddVlXO7sjhl7mO46rjh08qBrSdXHzorBP3NOKVwWhmTjuAE1R7mgqsZoG3rLQdR1PKxR71TWTsb2YY8VKUDg2tcK27k2pppoRAYrg0+39z4lSMCQ2xgw8ifqqaWrZbPHuHkL1cU1VkWj0XeecKArx6pOFUYBTpUFgMK0CSEzXIDZoTV/jO4BJVZUM94TpaDPLGCtKLYpMx+8/0FqLpNfn2oY83G984fMMtYJxPxhy51wyBsVsyuGOHPtHX5KbdfNgQNDa6LnHNEqvPjsCZTpqbfiwt9e1SPejFOayUH7ktbf4wT8scYt/8Hff4c/+z/8TAH/1fxRem0Gvz0JdkfuPH3FNb3GRZdTKSBXZgCSWxW+7VGaDV4IREwaUs5alp8LV2lvChDiN5meaRXD5smMVCuMhvpIalDrLcKoA/GwO6kpYZcjyjQdV6ouyYXYi514ullRdk+EZ52fiNp1obOAwgn/7p34SgN3D1wh8W/PhsRpjcmXWcTkF2ufR9kaE6q652mHbLFdoiCNxD3p9S9qTeT46UdRokbG1L2NO7lnm5232BXp67E0FCm2YmCRt074X6cJ4I+4Ac/3RJlEkxwu04rKpQvqa4QqTBd7IvVkGhjV9nudNjdUuYk65RuloNCAAACAASURBVMPhiKHev49OF+zEcr614TrnSsSTl57oUyqFlfuwkpWs5Bl5LiwFDLgIBsRdd+X1MCHt3ANovOLLgyGBE13WBnVsGOE1mlJWJbFWFzoLJlLgjcsveiW2ujAwOA2oRf0+feUI2Nwa0NzWgF/RUCM7V5UrOGbDcXhDXJtpfEL2ruw0T3s1I+1W/cqlmB3NMb/+qlgEqTNdM5GiivG5/M4m27i57rwaCY+WJYHi812ZEygYxQRL/sRXfhyAd759nw++IVH72+/9IznvzR/CawVgvrxPoYHB0I6wjRKSNEM0ltXl2o1vaHQuTBVR51rbYCucZg6aegGttUULmjGUitfNFuddoDSI465/Ikkf13JMWu0TWUOtLdKjNIaBWBjV9BSXKX/B4phALZNUd9If+eIbXH3tc/L5bIxRnkRj+h2sWu6vrhe1PANKfNstymWkej5rKxrNeGWnEwZqZa2ptXlSFaBByYFJWcZy3CawoEHsba1OTJOGxYl8vnMwJFmTc/iyItS1EKQ9wmSkrxVkYKBSLIEJAxLtURmGfWojQdCttQ0O1mX895UjZGwMpm0JVtacKIfC1uY6eaWZkdD+v+y9WaxlWZoe9K21533O2We68417b0wZOVZmVWVnd9nuaveEJYNFW8gCYx4AGR6QsJD8AIYnHkAy4gH6AcEDFjISYMASlmgLWt1tl2mDu7q7uqoysyIzIzIiY7pxxzOfffa8Fw//t09WSo07srO7CUt3SaU8deMMe1h7rX/4hnXE9qLjKlK4GlfjanxhvByRglGwSgW75WHYIYS3ba8luOrAQm01mv5q7fNnEVVnue66t62VXrcc4bvrfrrlf24hh4aPXxRrDrqt1dq/wbdtuNz9ZvEUVUZ+Pxf25VmKe+kjAECeATbbP68MPAxJfLnZtuBSmDQ+J9PNSTDYlbqFqRQ0fQqUKaCZ4xv2sbQPqJrYC9dGXXL3yJfYvSYHchi28WklO+//9iv/IwDg3/13thG6guzb37oJ/8EHPH8bDtmMdVWtC5vr+osHVJkcp67L9bWvtEHOFqHKk3WhsQkCqswgZctuNZ4B+xJBwdVrIxbHi1AZOf7lqeTsMwfIWBQ6H6fIloxGigQlZdNMVq/Rhm2azGy98gocm9iMZIVaNbWRdF1sRlFDcW4YKkwpS613QIPPd0NTAHwLLO1AEXPQMBgvxzNULC6GQY1yLH8P2i48zpc2a1wd5cBh7cTUNhT1K5R2JGwFgNqBZtRnk1QGq0RJMlqZAAWjuN7OBlwpOyBdzZGz4Osy0giyClHE+th0jimViR0ksFmwV1kNy/5yhKiXYlHQWiHwHaRZAUNatK98jFYyYQeDCM1trD0fBW9Y1QiLmBIW2WKwnbU1vDIVtN/IhzlrRx/FsK+qy3Ul1wkcpBQOqfXnTL3LiwWMIw/FJfUATxY5zIQS2pshXt+XO3f7zRZ2OIFy7UIt6CBEqqv+MZiw8StUOYt5VYicM9NlMbNMDRQNX2t/CzpqwFk1Qq5OP7HXxeRYeu+/83sCA37w8CFeuS0VcKtMYTOVKPMcBWXNtfaBtPFSpM6lsmB5BCSZClZAE9/KhqLbUJHPoBoTHIbcyraheW8c10ZBxRHbOMhZKC6m8RoYNSNn5NPPjte4j+PqDA8ovpIvlqgyOc6wTtYsx0FPQnHXaqEkn8W2PndWMqqiaCEfQqahhjR6Y7CmaitTr2XULddB0JFuQFKUsEq5tmtKfVGBujLYa3dx7lEaPqnQIr1+n3PW8n2EPjXtFGAIXnOUhkOZfO0EsJrXLjsSgYVKy8KaTE9R0SbAVYAzlNSzHYQ4eyS4jm4kx3txcoqMkP2e62AUy+eWfgababNd16ibVe8Fx1dOH5RSllLq+0qpX+H/v6GU+q5S6lOl1P+slHL/oO+4Glfjarw8448iUvj3AHwEgIEO/jMA/4Ux5u8opf4bAH8VwH/9T/sCSym0PQ+OruFwF9CRD4dssIcnJ5jTwGWRFugwNLxzJOjBtm+jxVW524vWBiBKWZgvpNA2XmWY0G+yIU8pR0GziBSFLTg+EWOOg4h+cpaqsFzKSruoJJLo+j6cQH7jW+9s422G87d2tzAayc797PkUpxfy24OYO0ngQPUkOtiqUkREtMGaomz6/vx8Hbioc1EDnrtdBC3ZHRzHhUV9/+7XD+Dek377jGaLP1ou4cylOJVnObbZAkzSHCvKwtUasKjcXDeFz1WFZCnH5ngKEdtlcHxYTDvg9FHTaj1j1JEtp2BtFbn2kTMCqdMahghKlWQoSNgajSgkGyuMcolu7j96jg/fF4h5+W+nayZimcRwKHp7sC0s2coUuHj0EIC4RHe6cpxB2IPHHTho+bBbjWgLoeJao6LDuIGDJJHrvIwLLCdy3vM4W0udxTQDSvIKM0aQw6Md3GTR7t79Y2x1ZL/r9uQYun4Ir8Ww3e9gScHUIitQXbKIveVgg4IrbZ9wfGUQbsix28pZk9XKZImaacCoOoHdl/nSkOq2ohJpLff/IlFQZL6GOkDZSMRps26Hvuj4ql6S1wD8CwD+UwB/nVZyPw/gr/AtfxvAf4w/YFGwLY3Nno98pbAk+KdaWjj35LVZjLBiNbUVdHFK9RufJ/vGm7cQEhJtawuK8jmmXmFyITnsJ+cjeMQbnJMunacpEj6MB8MudnYlVNvb76PFzkc3aGFVSuU8Y77/3psdvHlbOAyHrw+wVzBXL+ao6EfZ8RVyLix2JIvGapLgCfkV56c+Btvy3t2dEP2BfF/p0BRlucLkkShUJ4MtBAzhu0mAgPd4w91e+yo2Iib50wzLHVkUlqcr3O43dQm1xnUYU+IilmvYTICkzHH6TMLTqs4x6MtDuLmzjQ51CSvXRsGULp4yVE0muLyQ63lRGkwopZ0VNvo7ck+qqsYFwUB6wWtfu/AJBtvcjqCZy5dZhZwcBbOYrlO+5gGbjKawPHmAispgcSwLZx0/guI92zvaxNbudQCA35F7aqoK2UoemvHFOUYnJ7xnSywYXi/HUxQstlS6cX3KcTmTc91OFd6jGI5eJOjqL7pJwbNRQmoc5+MxQnZG3GgT7YBphetiNKI3JSHfoeMiZP3JDjuwGyZmUGHF+oqyPDgtuQ8lXb/qIEAwl9/ecm1cNptdnaMgkGvLt4TT/yXGV00f/ksA/z4+x+MNAUzNmhWDZwD2f78P/rgVfZJ/uZznalyNq/HHN/7QkYJS6i8AODfGfE8p9bNf9vM/bkU/bIdmNllA6RqKSLMkizEsJfwO+xG+SW2C1s42KobETz4TI5PnT49RzCQEPNrdQytq4MoRWoSgHukWVrR9Czekelu2fJQU1TibzlBcCnrO80poFt2CQYh01pCA5PN/7pVrCA8klOtn/prkEycrZCQPPXu6xAVJOVsdOafewRBuSKGX8Qrz5/J7fucWwi32sUlsSp0CJ4Qdz+YJ3EzeO+z6uEFPhtawj809CUFP2B9/PP0Q0UPZaeaTOd6q5b11aa8JOk9PZ1hSMeaEBip3P3uIJ43rtknWxaw37hytrfwGpkBI9GY6lt3u7rMzHN+T6Ofj5RIT/t24PkKiRf3IR9mIgXDnr9IVHFd27uuDcE2kUraBTX2GQtvwKEd261CEdcrSxjFNVpZFjU5b7qX2PFjEfYxPgVbYCPCQaKYUZs8fyedGExQNXNuq0SKeIOr3YVPYx+Y+98nDpyhruf+X5RLXjRzbe2/s4/HHct7alfMsM6BwZWcPwzZssGiZVhiXMa+FtY4sau6dfl0iyxgVlzlsnnMynmBKXMjFosCDM6Itp9SkiNM1dN9yLFTsvqisgM/UrSoA1q5feHxVg9l/USn1z0Mg1hGAXwbQU0rZjBauATh+kS/TlsZyEWOLQiYb7QB9ssnKOMdduvg8+cHHOF1QvpqTuK8VvnEgOohuWuD6W68BAHzfhePKwz1dLDAZyfufjaiqkyZImIJUSY7dDZn8N7a66PUkfN7tbuETJTejR9UgL4rWrMQsT1DM5eYuliskE7mJi1mCu2xFfngm/+31AnzjHWlJHmy0cUElqMvEwmt9OebKkslx98F9fO+HMumenMTYfe06AGBnGKI/kLafVdrYPJLzvhxL9X567xy9m3cAAKOLGRLyLlbzEpNEznU0WeK3P5J8/sOPZGFdwsL+odCQregmbEKXP3w6QfqhcDQK28EbdL2KJ3Jbnz19jvM1O7ELb1/qPEmcYTSV3yhPTtZmNVZjd19k8PgATlyDjOK3VWmt6wBaKfic0WFXFuHjxxP8zg/E+/FiEWNSyXG+dW0f33r9G/K5trtuL2vOoTybIGXn48nzR/jRPUnNHp6dIWQ+ZsIW3joSOvtmW+aCq711e7OV2Tg6Er3GVu3g/DNuIuzElIGGwwc+L0vEpD1/8P5d3J8zxSoq9MmD+Oe+9jYA4I1bPfQModSDDrL5Oe/pCFMuoh8/T/H+Q0kL54n8e7YqsallEdK1BYft99EqB/dCbPkarbDxNnix8YdOH4wx/6Ex5pox5jqAvwzgHxhj/jUA/xDAX+Lbrqzor8bV+Gds/HHgFP4DAH9HKfWfAPg+gL/1B33Asiz0oi6KqlxLc3eHAYYbEsJ+5/geLpdknIUBIppp3KAl/bVuhO0OtRE3hggIYXVaAaKulDSu77pwQyHVtHdkF3lyfIyCACLPc/DmHQH9bA8suIRNt7oOItqN7ZJxuEyWa5zCp5+eQ3E1R11inFDx2XdwuCffcfNAQvjDn76BzbZEIGaVojBc8ascmgWx0JWd+L3XSnQIVnlYdrCxK7/dcYbwB/I682zcOZJjzmKyRPMEHx8f87oWGD2nHuVsjoJ7gFu7eJuFxMNvyU76bJJjWhD3kS6wT1OUoefDCsQkJlUW3tiVe3J8v8E/1LD422PXQ6llxzt9/gQuQ+1aL2AadWgCvTqhj7DNUN2xULLDE7YslAQGpNDoEKi0uyE7eLe9iy7FaabxFI/oPP7a5hGOrl/j+SWwA5kjhkXLapkA/O1BbxdHr9Gz9PAGzi8lCr08G+E3f/d9AMCrr8p1VbZGm4C6wdDFICL4bDJFm0ClOdNL3/VhszPUcbpIqCF68+0O1FyO81oGHF2T+3e4yXla5CgIPMqKU5TsuKzGMcKh3Kc7R1vwIolS7t4XQyGUJQIWcOtihc5CrveyLNGhuM6gF66PH3iMFxl/JIuCMeY7AL7D1w8B/OQfxfdejatxNf7kx0uBaATETbjlONDcUbY6Xexvyir59Rs3cLyiWWtcos1+bUQzmKONaF1wcjo9+B1qCIQKG4T8ulEf3bms8mkhedjXXjmCJknG8Vrwg8aieIoFob2h6+LOlnz33r7snovRKTzIKh/PY1RLqk4HFgL2mKNBjZoeAbduy+df396D7dO8xQ9gEUPhW0DLZ4+dnPibzpsIjNQyttIpKjppK2cFay61hs3eBgaB/P3OJqOY53Ns+2z/2Vv47P1P5HOVgmIBdrfVx7Dv8bzlnLajUzx+ILuZjjbxU6yv7Lx1C35Pdqi4jtGiwcmRLzvbUb+DT5aSqz94dolnrBN4CxcLi331cgBQAm/AusxBt4OBLcceO3M8seT+2paPmtJ02nYAOn43kmk7G9sYDOT84nwDXyP2IoAHj229PNWfq09x1y3TFA61Nfo7A7g0kj2waqxuyLwYTaeI52wpBxLlpYs5blLp6KjdQ48F6McXJ9jqyjFdsGVpBSmGHUKffQ+9kHR+r4O9PbkWQb+DiHUOh2rW5XyC0bHgDazIhmWxQLmKoXnPrm/ugcqBeHNb7t348hSG+J3R+TGOzyUqPMMKPWIg7tzsIl7+M6nmDEAruO022o3Dc28Anxfv3a+/jrf4sCWzC8SsnEd9+fdh1F6bt1S2QgHCmUtrLS3e6rUR9NjnpalGvrxAQB2D2rY/F2qxajjUFghtg4PrNGVhRfvuP/4A5TX5jWxVY8UHwdIKS1bRUSn0KahyRKxAkVwgVPIQjhcXmBEsNKsUKi5Uysi/244Dz5dZsIMAi0RSHxdrvWRYucFBT0LmilqGHTdEwgJn1LvAPKVoi+UgZyrR2axBsiLOUgECqcpGFFFwxV2g7siD56sVrJLw2sUK9UqOwxqxc+IrXG84I4cK10ZyLc4PHdhjuV6LjguL0nnRkDqXZonVQg7i/scXuCSGwHEtlOyrt9tDlPRELIklcDwLtiXf21YGqBrX8Ao1NTdm00u0HTIUuWhApWIfD5Gc7w6bgqeHkmnAtm0h35SHacrrFkUuSGGAFWYYn0nxdLFIMezLInR8LIv7chwj3pDPbTkaHlNQ17FhEXbs1A5Aa3hFXc3F5QXmtB1oW30EXXJNFBBPJbXpt9to2zIfFDE7tt3GxKN8nG3BY0GxPC1huUzNYgumYRi/4LhiSV6Nq3E1vjBemkhBGwte4EJRJSbsbKBFJ2nLbcGhVJp94zrKWcq/U6l5NUFGCGttFLRFtdwkg9FEx2mzhgprtrdM1UejxGlMjZhIR9vxAbbFOl4LA+ozVHQfntU1zi4bRqFZuw6P8wwFd64SFXY7bIeyd+9OY4S3Jcp5/uQM9x7ILhAVLtKpFB2jretyPHkO0FHZr1awGD6v0iUWVN4JexW296XoZlOVZ/roIX5w/xEA4HFgYxBTwLPKkMWyU/YtC51mF2PUFJcZOlp+oypjmCdyHvcmF9hlmy4fXyBjYe+cEO6qH+HgmrRA9xBiucltdbWDeS73xKp8jFhIc6kOtDrP8ZAR36osUVM929IOXDr7WF4LFb+jZhSXLzO43PHtsAvTSMx5CjnNULSxYXc+l4UDgGReoabilmXHcGhwU6sMqlGFUh50RjVtRhjFfIGSKUVSK1wQlhdnOfZYKPTOJMobVxkCjzoNKOFbEnVYykHN4yynE9ih3CubaFrfayF0ZY4oS0Mt5Rg6gyFGYykap6PZWsOiIf9ZNRAQQanLGn0iKHuRD4fsV9utEHkNA+HFxkuxKGhLI2iFcFvBWncRWkNRwdmu63WYb2kLhtp4BSHRq1RjQeptb3tz3RM3WiNfyg2rVYmKLLKgKzmy32pBB3zgkxVcUlmX8WptZKQtDaeRhSNPwjU1Hs/Io9AKLVJTWy0XBcPcJCkxIljo3j0JuV+5vY1iLse5upyjWhEmOwgAVq0bVyVtO3D5XRezCWpW0S/j4nPTmrzETaYYm7dFq3A8eYazxhgnLRERDGYMkJP5dzGZwCFUuMfrvRUNsWAXJS0V5qRRO8pGfCILVm/QQ9gYwbLDsywzDMngDFsdBIFc23w1Anj/Ftkck7l835OTR/Lf6QVOyYZMKwXdcD90hTpt5PQ0aqpO1zweo1zokDqKpYbFzhCUhVUh6VitLGjStkvazGvlrTsRRaoQMFWyvQgFAWelXWGVCRbgcsEHPa3gs4tgUGPK+bS9tYWCHYWau4IqAN2orKc2NB25HL+1trMPN3rrzaxqKKezEfyI9RejoMgM1TBr6Tbb9eE4fLiLxv+0QpMfO9peU6S3PX99T9LaRr/TiAu92LhKH67G1bgaXxgvRaQAZUF7ESzfQshVNEkypKxCW7BRzKQQg7CNjCSRZmebxPO1SUlVaZQNOy1dIGW1PElWWEzkO7weRUD3biLakp1NeS7UasYDqtY8/Va7C9eWXWo5I9Ot28b5yZSf02vJt6I2KEhQKh0gobbCIm8UjCs8vZDfOJ6VMGSVt90AFi3d0sairVwBjd39coU4p8NxClhkknaiDjoRd4d9iRTM6ad4cPExAODsvIC5ZBGwbaFi1JCnGSqy71oUH7WcAg4LdVbHRdnsbHs7aDf26rDg8nVIPMbTk0vMT6X45g4GKPh3P3RQ85iDKsEopnqykp37cMPH8VjOf7vnoMy5s2c5KgrFauQw7BjUpjFO8VHX8t6qKmBy2VVrmLVsXH97AxZTPk2JNgcVxseCYpxNxvB5vd2OB5+IxTytULVkvrRbEjHY2oXNgqDJa/S2JUrZfeUW/v5//30AwJRdlmgQoKRRi+4Bym3CzRpuJMdjheHaTzMdyTXJqhqKkZvTd+FSOKaYXSJhUbE09tov1HUbJ24LBTsj+90I954JqlUnGXYs6R71+xWGvX8G0welFGzHQVErKKrzzlYx2iz7ZrMZQsJdTW1hTq5B2YiCKG9dyS6SHPq6MNmKEhiNiCnPM1RkT54SMj06vcB15uSdXnttSV5UOQrSZVd5Cp85rk2ceV4VmLFa3lIeYlKug0KhpGqLzhRchqizGaGqqzPcfkVah6Ef4AesKVxkwM+NZBI2tuar88ewVCPksgtrJf++KtLPDW6SEoPhG3JMBLF8+OB38MkPpTOwtdnCnJTqdq5hs2+hrRoFJ/qYC2xHa3hrcxKNBenEG9vb8PgAVVmGnGalxYITtHbWqkkXyQU2NxoHqGItKJPGCTRze0Oo8XiRoCT9PKx9LBtmZFXDsNNkKwsOU8H5ZMx7UMPhw1akGcDNAEpB0ZQnCELUhfzetGFDZulaWard7aMmLT/PMtiM+a1KwWIqYTXGvVaNkkYuZcsgaxS+Wh38xn1Jq5y+fO9brosVhXhWcQCfD7/ddlFTVby2CtRMIXPyQWAcVFQdyWsNJ2gUuTRs1tXKykJJcSGbnTFL1euFXDsKFTcyN3RgItlQQnRg2Y125YuNq/ThalyNq/GF8VJEClpr+H4Iz1MICCbK4gIzUFsBLlYTiQ6MpTBjpTraFeacqmucTmQnPfn+U/Q+FKiqaxkMt2T3O7z9OiLauTdOxp/c+wTjD8Xa7cbhDgIWsKyuBzAlCP0AmgAay5bV/jJN4VHGTEEhtBpV6QpWQXalp2CR5TifctdKK+wOJJRrdQMUXPFHT6b47m/9FgDgzg3BRIwmKxwMZJcYbm5B0wDg8vE5ZvRAeO0gRCsSCPXJZ/8PAODXf/VjeD0eg51jwegoLQp0qANZQuGEUnEVuxYwGnWHWg4X83Wn5eJsjPhEfi8aDtAmxDpn6qY7AWYkfFmrFRoWfRR5QEbG6yrDggYvmh4JSWmwvJTvWFUZlnMej/nc2d5TDkrutvHlKY99Cotqx1pZMIwmvWgAh0VHUwI1HZgbnURtGwx47KUD2AQIFekYZdOBWlXIS7nOFc/PdwLYTXciy/GI8/BmEWJO38mKHgvJdopGZmxl5uiyMFjVFUAHapUvYCjDpjISrQY9ZJzTRWWQsgCtlI+A2pRu2F77cmQUujFFBrCLAmOhP5RUuHRDhOxWLbMcHffL0SRfikXBGNFLzBMgc1h5Njk0sfNpMkISM1fXNjoDeXBalP12HY3r+4JK8xwfBamulnKxdyiIxt5gEzYn+vahmKlMZxe494Hk35VZot+Xh7CfDOH05MalWYYqawxA5GF7eJ6iRbafpW2UjVmMG8Dj3z0bawnwOd1/ksLghBj/yAvgc3L4HRurCz4gGzSW2b4G7cukGSsXZU4EpZNgRIUd5+ZtgAazdx+LQGviKbxJlaJrLeDDkK1TKKQMP4uygsNTGjdqTHUC+0Su8TIrsLUroCh7cx8Dioks0wKGYXwym/O6drG1Iw/b5TkwpoV7upyuEYTLJMWItZ2QsleO0lBUfXErC22+Ny8S1Myj4yxBTlCX05Yuy+j4GM5zQXQGnQ58KkS5dQmLbT9bWQDRrsN94b6U2RLpTBa3zBjhOQPICxsVlaqKLIFhWpHS5DWtMzg10ydlwyHCEK02fFKclw3TtgYsPqS68NaUe6sXoFyxq+QoWKwl6bZ8Piw6CDlvbDjI+d5OreA2yMw4xoJdmcYaAFWOknL402wJlwvB5GyEiAAp2w2g7CszmKtxNa7GVxgvR6RQG2RJjVW+QotQZO276/6xbytoRkBO5SMhwGlCjrrb8oHG+blt4BbsY7saFyndjidP4Hmy29QsTlm9IYaHspNolEgYwmE1R5dFsMALUNeyGjsMv5/MU+wTwtxp+QhZve7bNjQLUYkq16rTG11Wt2sLOdOHZdTH4LacVGAHGLwtBUPjUUfQC7CMpdh3ef54DVjxVYSwaKDghygLWq2fym73mhvh1iFBWqdjWE2xywZSyoznKyBj+uPw32vHRUyptR9dLpH4stMcmhADwrQHtoN0KcfXBn0QtYFhetXye3i+olHJaI6InYq0KJARNlwR7+87Fg4IY5/bK5SN8EiuUBGkU6cxMt6/Fotv7V4baPgjRmG1aiDDNmxFcZZsAqcpGDICKbIE8aVco1mRAEz5CpQoqVPp1gVcdgHaJUFoyzks3r8k1bhJV3E3iGARAFYwErxI5ygKKka3DYzPx8vB54YzmYGqmEo1LNK6hM7j9Xm6nIfZKsNyLJFZYWpowukdFtiVZaEkfNz1XKQU4plNJ8hZNG7f6MKmt+qLjqtI4WpcjavxhfFyRArGoMhSlFmM6VR2kujm/rovW2UldvZkhS5qFyeExz44l5bQtVdvoLUlakSDg+vrQmLgOqj4Hc/TGtlY2lMP74vD8Z3dPezxe5NsjoS7khsFKKkEFA7aWJAFN5rLrqxrhdNGai0HOiTXWAAM+/95WUFR9SkkrLXMLXxKn4ZNq4XdQ2mH7t8+wquvflPOtZboZ3L8AL/yne8AAFSS4+2vS21kMX2MFWsfXrCHgruH2rkOAPjE3MXJPxTcQJDP0W9LbQBaQTdAwdBGRYFVBgdoGQOLKsPOVOGTU2I5xhfwHAqwLlOMphI1dVpUxcpnmNBs9iytURKW7CkgYIvMdl0ookFTXlfYAEsqsGfAIGp2swpgAc9UCi5VoDXz9/bOLnyiWx3bwfxcjuej97+LLV8KbcNOBxuUWGtcsOE5a5jz/e89xKNL6elXvoW3b0mxdv9aHx7bzpNnMrcWRYpui6jJFtAKiTx0LcSsGS15vBdnC6SK3hrOHqxAzsnb6APEHtSLCtMTKkknEgkm4/m6fdnzHdisJU0nS3x2wmJ7dgmHPhO3j6SGE0QOYquBigAAIABJREFUnNaA13WCs7vy3mWVICPS1e/2YEVfzmXh5VgUYGBMhWSVoWBRrxMncAN53Q7aaHkNLLWNdiivh5RMKywPdfq5I85OXxaIrYMdZAQcrUYjnNC1+xt3RDRkd7sPRTkvL+xAU6QiSZd4PpMweGgf4uRUFpPTp2Qith1c8HsvauDIlRBuleeodONpaaFmyAhiD1Jj4/lzeWhOzu9BVSJzthG6KL4tC1W3J9+behkcFpmG17dx965QoB+dzvCzv/jzAAAdRMhSOaYhHbMfPJ5iOpXwdKhK/Pk3qUpsNAqmNkoDK6r9NuzDvueh1PLbXWiErFibRK1leT0/RIdu2+2BdHLy+NHaZt2e5wg7BIPFI8RU3Z6vShSs6mdM80LPQsQOz9Ik2G4k2bWD8secntIVBWz8xhRmH3bjY5kpgP6Yke3j4OvvyLlEPSjiTMBQ2+q3ELVJSz+fo6Y7dKfrYv9QUjrfcTAey7X7+J7c/0C5ODgi43LZQ4/MSFOatVpxI2GSFTmefSpF0J13+uhRcKYuAfiNyxSgN+ShHoSyYGd5jprQ9dZWB8FAPtdfZgh+KHJ55+caLaZEAR9yVdeYM52bxwXuPpIOzSTP8OCJLGr9/Q6S4Ms5RF2lD1fjalyNL4yXIlJQALQF1O0WzqYSttpPbHRuyY5fuw6IXEboZ/BYdOqxwJWmOTRRYtFgG52W7Ai+CjBZSaEmKGvsDxqFX/oYqCVyhouOMWvRzcVFjorc9eVijmdkOT5hKHe4GSEu5XVp1Ui5iznGRUoUn+tbMDQFdFns2mkHOCNmIUlLhET3FasS/+g74hpdU4Kte9jB1quCzLxEjR9QdfnmnT38zJ/7Jf62wpQeAWVP2qzBawOc/FB2z2lhoea6H0YRvIpF10zjjMcPogNnJoNDiPa16310KA6bzR/j0Y/knHb2D0BgIh4vZEecPD/B7gaxF2EbPiMB5SgkzewKLFiE5nZNY9jiIGfbLEw9eN3GKbyCIbI0c20UMVMa7rp+GCGjZ0VeLqAIee51+zC5pDHJRMGlo7MmazUfjTG5L9FWOj/DVk/+vbfbB28PCtvC6ZjFSGpEHB7tYWsggrZ1u4QC55bvA7zXShN5W1S491RQqq8dXUexKdFbtpjBb3wIqwo228D5mPdgVcJhmqRWBTIj0d/06QkuLp7yc4C/Q7gyI9DKcZDy4N8/u8TDpVzP3iAEhnJ+9+MFlidfDqegjPlyEMg/jmFpbQLPhqnNWugkdC24lAgv8gKaHYftbntNVc4ZWiZFuaahVmWJjCyyvK7XcFYAqBufR4bztfkxpAyAkBXbN978Bt7+xX9Fvu/yASasnP/8n/0FAMBf/7d+CTZhsFGvh1dZG6i0hRlvos5TDNlJ6dFUFpWNvU15781XruH6m28BAOJRjN/5RMROQkse3LN4joNdEVzxWhFaTHPu/egDPP9MJp6VxYg67LQQQxG0W+hFMnlsP8B3/9f/HQAwMMAjQp7vJjlqTuSA19W2LXS4KJaWszaedV0bd7YlVdgddLA9lN/rRR3+t4uaEPPpYob7l7Koz+cLLBtqe2Hwjbeku3JtR37j0m9hnyY57c1dZInck//qf/pHeHxXAGXKGLx2KCH2ghX5s7NTlGR7vnVwDa/elOu5G4ZwKTKyvbmJPjeOkLl6MBzAZrcjCDzMibO4TGN8+lxShU+ej7C3J+f69Z/7ywCAjY0O/gnVrH/z1/4eHh7L+d169R2En/2aXM8PHgEARosEm1vy+Y39/UYSEsskh2atpchzBFQCd2huPBhuoaVloTCWg4SbxSJOUJA/skwLJKxdxEtZ/FarDFkjmW80qkbsx/VhNfe3t413/7TM27/3t/7z7xljfgJ/wLhKH67G1bgaXxgvRfoAGJjaAFrBps18VhuUjAQcB9hkz/vGno+uJa9X9CZYLkuoxnQ6rxE34VVWI2EktFjmmHMFznIW/qoKOV2Ja1NjRXm0z54/wO2FVPBfe/N1tCe0JmNYW+YVNAuf2zePUPZlZ1YXc7jU5eu120BP3nPJMLm/08feFiv5mOHpR98FAPzg+QglPRls7owDS8PizrbMMsSpFMDq2oPTYvGwwFqh2OL6XmmDJXcSu6iwyR32WVXhERFxCQwsovAyq4FrW6hoqW4rG0FbopwobKHLtCspchyTYDa9kHNqe6M1v3+mMxQk/iRVhclYIqxYK4znkv5c/6YUA4vFBO4tYXZqX2PxXHbg55/eQ5bKrrq3u4c57+uMGIPA13j9QML5X/j21/DKjgi8DKIALaZ8TqjgNjqIhD777Q3UikVLz0ZEDc7ocrb2n6jzJUa8zuMz6U4cXPtJvPe2wOnn8/eAJ/cAAJtRHx/8qqgjL6nTEbVCOOzKZIsVCF9B33XR36ShjteFTWZqvSRuRKfwGoyFVSMqWcx1FLJC7klQZJiN5ZpXTBlKnQHEQihjQzddLlMho3N1lk1xOn4xFedmvCSLgoK2tKQPTRuyrGBTAOSVnQ7+1b8oRh9f29sFCAqKKfs+ni1hqCCUpAniBVloqoRPwM6zxQInrPCesi22mhe4z2rzYp7BsDo/f/4MP/gnvwoAcOLn2LgpLavpWHJSAwOPN2b/rR08vys5YKmmaJF9WLcdKP5Oi3j/G60WBkeSOy8fPsH3j+8CAL53d4SgLxO6RTepwdEmRlPSd0MNn6lUby/A8lLes8gT+MTUt33az8OAHqhIkwTv8LfvjwosmQNbABxCXz1yTdpRG7cpYa8CBy6nhqs14oUslnlm4DY+h4TlmtzGgjyD6SpZG7v2lEZCR618USBfygJREM5tKYOYadCkn+PhZ9JGNmW2Fu9dZlNcPJDaRcMc/Nar1/Av/fn3AABvHO5juE23rPY2HMLYlXakxQLAooej0gAUuwEw8OlCFVgWeqHUY3rDHu796EP53KV0g7zVbQw2pKPyja0I02dyrnk9RlV8rvkox6hhEZZduyW+fiCpzXvf+Als92VhVbaBXTEtpmVXEs+xoGEvav25SJCpEXPRny2WGNMgOSc9/aPjz3B2LnMkSUtosnlz2EjIckVVYvZYFrIXHV8pfVBK9ZRSf1cp9bFS6iOl1J9SSg2UUr+mlLrP//a/ym9cjatxNf5kx1eNFH4ZwP9pjPlLSikXQAjgPwLwG8aYv6mU+hsA/gbEIOb/eyjRVKi1Wa9SUdfDt78pgJ1f+tm38NM/+acBAEHgwExpF76QXuzkPMZ0JjtKvQgR+9S7gwNTyc601+3gtC+diMu5rPBPZ8s1huChMlgR0JOXBY4/kdV1Y9dHFlBLz21IJi4GB4KR8FMXaSyhL1Y1lgxF9/pdbF2j32Qtu8Q4HePynkQb83SMvpGi3Ru3IrR2ZDdytKzwg0WIqE1ths42drbl33vuHTwiW/M3/8Hv4oKiLb5N2HGVwya4pyqwJj75loHL4lOtFBzmWwGBOe/evo33DilT5wW4Twfqy/ESmpV417aQl43bNFl/pYOQBcqZnQAsOj5NcoGfA9jdaMMh07Bg1yMMukhohmNnWygIu64qAztsIMYpQsqK/Zl3pFD5C+/ewVv00hz0emhbFCcxFTRfa9taC9Q0ZWTltYCqUd22oFl0VmEHmsI2+4MdhG/I+c15b4r4FGVPoo3O7ha6OwJ2q1QXcyK/DCOiQFnYPpBo62fe+AZ+gsd8cPQKLIqhqLSG0k00LFFVls3WnaoiXa6L40m6QEmW52w1xZQYlriQa7gRejgbSJr7yWeneEwiVVHasAl0MrWCHXw527ivYjDbBfAzAP4NADDG5ABypdQvAfhZvu1vQ0xi/umLggGquoaGQcCU4Zs39/BX/sLPAABeGw5hE6RhYQjDmkG7LZMYyQnqRPL6hTNHh4IsdllhxYtdVglcPiBdhsATY+HGtrxX1TWe1TIhJkmBPJbfW927xJxP1nN6fQ93uugzpHzwwQ+RMb/22gEOB9Jp6B0M0CHH4iKTB/fs42NMI1m89iwbt29Id+EvHr6D3tsSak7O5YYfP3uG7Jxin5igzNla3bmFX/w5AS8NgxL/x69/T36bD2BRGdQE98Cx8f1YwvZFbtaNFlMbFAzRN2mO+vaBjw6YguUam3TqSqcTTJtHywECts5cJsxJVqDDVORav4+iZt5+OYPfk+/Y29vD9qbk5c1D7AZt+AURj32NyYwcDQtrTczSKXGHi+G7b0n94VqrAxM3WowKNY15jdZATXp90IFiNV81NGXLWou8QlXQkPOw6gJORxb4fH6JFlmODusr52fPUVpk5SLEt16XGsb9pxdYNjLwRFsGXQ8/TT/L9959B3v0J3HLFA6FWlSooGv57YoQU1tFqKgyFvoRciJrtW4jZdciLNqoQzJGKXSDYA6LYq1lr405KeBZnMOm6K/VseBVLG684Pgq6cMNABcA/jul1PeVUv+tUqoFYNsYNlqBUwDbv9+Hf9yK/mVoi16Nq3E1ZHyV9MEG8E0Af80Y812l1C9DUoX1MMYYpdTv+8T/uBW9pZVBbWAshbYnK/9Pfu0ItzckVLN0DWYBgA0oAkubglTQGqLdpttOVWN+Tvy970NTHdlxPWjKvStagAe2RkRZjF4/AKUOEBcVEq66D559hpQ7b85ClmsDz+5J79pkFRwWeJzcxYzpQ+fZCOdc5dVIfneWpvgGtQfee+86blyTTkPgGbgJd81GQKPUOK6E9Tb5IMFpLLoP98Pv4tvf/lkAwN5rr+LrsVyDE7Ikk3mMlDtYy2/jMTsOpQK8JizVal2ICyhTvtnqwqHmwXy6WsumDZ0WHG4dSVmiReckmwt5pgpYJSHTlsJeT1Klw50eNoYSCZWtCFkpUcPphezmvTjGGR22+50APt2dLFOCREOEdoDdI0ZejYq0VtDUW6iTGoZScLUpYDHVQFlAeQ2Xgl9m2VB1I7XsrfkVSjlr3Qtt3LWtfKMuvTo7x+P4d+V67u6hE5B3EGCNcWm6AbvRNm6+KhHfRthDI9ZcFmkj5gylNcpSrkHF3zCFgUHjul2iKhrJu+W6w5auCqxYYMwpSKNhwaM+Rej4GLLz8Ww8Q9zoV4R9KP9PyHUawDMAz4wx3+X//7uQReJMKbULAPzv+Vf4jatxNa7Gn/D4Q0cKxphTpdRTpdSrxphPAPwCgLv8378O4G/iBa3otVIIfaH/HO7LzvX1wztw6S7tVAkqOhGXjgtN/ju4Smqvhda25KyZCjG+kB16mRcoW+yx5wW8Dlf/XHL80PbXsOIdy0fNwk9hgGfkvGerDDP22JfcobqOQUIPP8dVOPJk9+gNXLTYH07LGCHVhfd3ZQV/59ZrePubrwMAhlEPppQ6QTUxKApB1bmUCdsYhICSNmXkunBOZDf70fMYv/2PpY7w7p96DzdvSc9+3PhJJEBE8g2UjZz9yYvCoDEP05ZGQLXjTSoUJWUEEgthkilSmusY10GPBif5ZIpLtnU1iUaOBexRpWqnN8DmnlyLYSdAa1dy8cfP5hgzDGPjDfPKw/hMrrHtPUVCFSYv8NCAUIfDFq6RoekSb9D2W/CoXGR3B2uYtu5EAElcuhWt/67cZpdUgNO8rtevVZ5Ch/RWMCV0JvOlYEvPcVpYLti2jp/h8BsC/z7sbaBNVmnISKE7DDB0mmZbiYo6BibJARYa69UKimZFNeexcnykqezsdW2hYE1hCYUlo4OsAnJi/TO2kVc5kFB5q6gXaHflejuXc9T0rXC0vXbxftHxVbsPfw3A/8DOw0MA/yYk+vhflFJ/FeJ9/S//QV+ilIJjaWhL4fpAJkFvpwO3qQsVDiyq1qrVEprVXkXpdCsIkBPC64TuesJnabwOg2EZlCyYaVZjW0WNwKFWX7EE4kYlOYWzaIp8FRKGc+U6vcjXBqYtx8POllzG28M+Ol35jcPdHrQlN/0OcQ4bWzvodiUcLhfPgUYf0VuiYoeiJH6/1e6gZJoTbWzCYgdkZ7CN32u4GOfn2NiiQeym/Hc6maCgF2PXszEkjNkzBkt2ESpotOheFDfyY46NnArVm66HCePdpS5QkDpeZznGXG80AWDDlo+IPIndNw4wpMW9rw18AqCUP8GSuoMp0yukC6xKWWAeHV/A4fkVWQm3TfemysK4kGWkw+MJ7AA2UwNtHGg6h6nag2IHxhgNxUKiqRouhgbqJpNVQDMvjAUwRLfdAE6TK9mNxNoSHsP8x/MzjEkB39nZhmYHx+FEfWVjGy4XZNtYQNrgDRwUCXUslYIpGrYqAUtpBRhiDLIMOWXiyyyHBRbK0xVKajQ26Y7n+qjJnFTtEBVBa72oh+cEe6VZhsr+E6ROG2N+AOD3w1L/wlf53qtxNa7G/3/jJUE0AloDA8/GkCF+cjxH0Zdd1YFBkVDCyu0DhKs6VPWFslE3Ov1ViS7NL+LMx5yMOqdWCLgbuQwtR8sFUq7QQeiiR2jsCWZrEdC6MNDcHTQ1AWqTok146WDooEWtuJv7XVxnr7+34a/JRu2erNS+ClBMaTWWadRkFDrtXdSplF4Uw9rSthGG1ItQBjtDgcnOehXuNJBmzFCv5P39bmN/lyPJG0m3ECnPo2WqNRZgVWk0HXxFM5Xl5DnGbMMNnAgHGxIGn69inDayd702DgnHXTabrpViSXm0difC5rYUhw0KlIRQb2zdgE8B2dOl7GDHl2OYgmY3dQo7kXsZFxU63B11VeL8qfx2+iqRopmCCun3YYcw/A14Ngx3XtjhulrWeJMaY31OfquTdYoCWwEUAM4nU6i6Kf7JDrycnyFJaFO4iOHSzbnV6WBMj0mP9z9WBdIVo4Ou2wBvkcc5bBZKS13AafDPhpJwdo0koZiKUcgZ6dXKw+cJl3hHygtiOiwPNYvnnvaga0l5Qh1CcV5XBiCn6oXHS7EoKAV4WqMbhdgNqM4blCiZF+m6gk2ugejUcVLkVCL2Ktg0YWkFHTicVHWyRE2lZc9OEVPluSTj0Ik9ZDTk6PotdCi8EbgeFKvrNWqkzOV0E7augGu78vp6FOLNN+XhvX4whMcJ6xY5AlserHohn6/8ArrRRES5rh9Aazhd6kfSiNVybdRMHwAFQ/xGmKbYvdYsWA4uGAZPFgITnqUrqFgmShS2oEsyQ41Br+k4BA5ATEbJSkM+m2POcL8HH35zPUMLwTVJD6q6xvMLmXglayetQQcJz+/xo2eIGvPTIIRLI5No0EFJ+HeYyoN79uAJjmcCc26tWlj4DOGNWqtAB9pF2Ob941S1lIIiP8aUBQy7RyYrgZAPZFVB0SD4C7X05imtATSuT6aUzwLQtgdQo7GhRU+ejGEN5diG/TYs3hPfd1AT+OZzczrsbcNrNRuHBV01pro2jGnYqCEs3oeGS6MXJWxDnIbSsJpORQ0YzmXPNgCl+0vO2cJaocU5Vi0WcLjwhE4Oj+pNFgA7/HLpwxVL8mpcjavxhfFSRApaKXiehZbrQBMdp1MXKxbU1GCAsimoaGttS94wf6q4hmpeK4MlvRbzNENOlmBlfKRUzK1oTWf7LfhGQsCzyQoB39v327BdVp8N4DW7O6MO27WwxdU3cYCArE3j1tDshTutHdis0Gvy5h2/Bycgl77K4JBUVOdAziKY26acW1kBaNIjH1bYFAkXsHkcCDxs8BYu5pJ+ZMsMcWNV3w5wnRHGd6cFOoy0v7W5g2NCfm/xGEPPh2HB7d70BNeoA9lqDfHOobzO7BYWvy3+Es4N2VE3HBtxJdfq6XQC95LeGZ0Yfe6OThg1RErE7GocX4xw77HAwzeGCVIWbl1Xg2hstDsuttmBqpn61JaNimmc026tfRqU35ZYGUwZ1qQifllVAE3KU5s1utEYC4pdCxsrFDW7EkReLpISNeXtDm4fYhBKJGtqIGRBdG9LIkVvawAbcv5FmcMhmtKuirV6tG0qKKa6jfK3dh1oohtVpT6fy1Brez/XAC6Nhia8QGXhYEk8gikV0nX0U6DL6KUMbWBFMZcXHC/FogCIoEav10GvzZYQUsQJXZGePF/7RybZPXisOA84cWttYZN2262B/znT0nhYsZp/MZvjnEy9RsNwvopRM7x2DFBzErdcZ61RqLWGT7v6Vf655XzFxaud1IiZw0/OPeQd1gRwiZo6gR0Cety2BQ8Sdnt2ge4GpdjLApoPRbqQB3qZpDg9lZs5z2qkVEWqAoV+R84/7FoIONn8RqbcMhhQRn6v28VRX87j/04LGC5u7qCLd3uSEpzksphMayBi28zVIZxN+Y4w6mJ3Vzgo7c197O1IuFoQ9z9ZPUMcy/W5nJ7j4pkArrLIwmQmxxR2epjH9K6cyN+yosKK4ffJNEHCinqvFSHgYrnX70HTpzPntZysKpRs9dr1AqHhghxUcPiwuL5aM0WbhU5pDcONxcCg5t/LskS6agRQMlQrmRtxk1JAQUHu33B3D27Q4/2zsTWQ8/6pb78LALh5cBM9GsmayoNlN4t+iaRhT+Y1PMMkn2mQroGQG0dSpVDNClqmsBpZdyjEqlEao7blKsWUG8Dp+RzPnks65rsRhl2ZI5OqQNC5kni/GlfjanyF8VJECgYCw0VVI2g1FulDJBWLYPEclE7AvFA4eyhc94u5pBdFqfD2K+S837yJ/SM6SfsKT6iZ95t3P8ZnVLidUck4avnoMzyNXMD1ZZXv9CL0KCM/XSyx2ZXK/2NKjfVCGwGl1gJlYOjLuIwKHHakY7J9fQ85XeVHC9nxn390H6VpLOaAa/sSdg46PjSNZoqmiGY8FGQi5srBmPqKZlpD0R/SdTx4He4wjDRubGzi8DYBP4iwfF9YmTddB3kk7z3wOnjvz34LAHAypn15WyPizmZqBwVL3b4ToK7IZixbuLUn5jnTQlKGix8sYbMod7sfoaYGo/EMDItni8yBIWGrf0Ouj/Vb/tqoptV1kU9ZUHQV8oRw69kMLSX3Nfcb8xbgKbUz4vEFyk9EQGS4sYkh5fqvHe6iT1k0m58zRbEu3C7nM0xHhJBfnGFJkJFX2WizQ1V3WKh0gfySUOrLGULu1loDWzTJ2YnkettdBRBkNZnFWJ5Kp+nxkwvEjebEYoZ8IWC4ti+R7u2DbQxpf+fYBjaLi0W+xJTz/mwxx+99KJJ9n51Rw3EaI80I41f52jinH/ZwrSuR4Nyz8ITp9IuOl2JRgDGo0gqTOENdyEW1WwVCLRdtOZ4insqFXEHh1m25+dcVJ1hi1l58jq5gW7yJrouMSqORtnHrQLgGmpP/YH8THvhAz2PwGURcu9ig8KUXakz4UFekDa/SCk+fyxP/tf0u2htsSW53sXkoN8MpNSYNl4DchxwBWi157VoW4rGck6/6azWehDm31Q4Bai0uL2ZYEPG21W2jw5TAsytUlUwKnwWD3n57zRJtBy38+rEc+6OiQLAgQCaMsXMoYKfQl3P6+OQZkh22gCt/bWLq+AGWpRxnlFwgpGFvaLP1+PYrSIkgTdIEaSbX9lznKGdsgZo5WszRLbZcTWihJmckMTaCLsFLcYGyaS/XBkzh1x6dk8kCSU4+QNBCh/qXtbaxHAsD9dnyEjqVjSHaFOCYcjRiui0t4ikW7Gwp30YU8qF2LFRLua+rsSx6o1WBnPwZLwR85v6e48BnbediJtfHym2sMmm5Pv/seK1OZWOJvaEcR+gYPLgQ9OrZySP570ONr9+Uubmxfw1RXxapcZziAe0F3v/0OaZ5A1qSf9/adJBSsWsZr9YiQVHfwRuvyuL9/mfP4DZWAy84rtKHq3E1rsYXxksRKViWRn8QYjyPMedO6QRHSM4kPSihcHwpO944yfBbKzHI2GIx5WdefR3bmxKK13WGam3lHcOmu3DouqgrCSXPuPMff+99dAhCCoscW+RPbA4MxgvqIMYVRtwpmqr4dJqBP42dzX3c3JVdc3hjb91D/uj7d/EbP5Rw7yGl4U1VYa8r6cpbOz4Oj8jT73YREZCVEGz1+O49/OATef1osULCkNp2DL55JLv1N2/fgs8oxWJRdt/pwicLL5/a+IQgnMdphUOavbhZgnIhOxCjfTxdLTGk69WTe/fwo/u/AwD4qZ94F/sbTOmqCnt7IjuvAjmGQW8DDy8knZuN5/j+Y/neR6eXa4/FjU6EN94UwZHdN2RHvHF4iE/5XlTVF4VcsgZ27OPaUN5fMBcbTTOMaPyT+TUe/OiHcs8Kg3dvvyrX9q0bWJGv0KK+hdY50kTuY2oAZiB49NFDjKe/BQDwNvvYD+T98VLumV6ViKk76WsfNndppRXu3JaocIf8mloF0MTOOHUGFxScOX+OJ+/LcX7w6BRdUn43iVMZBAXmM3m9ebALsAt2cXyKTx8LG9fVASy6f/sUrNG2ha6SyGvDs2EGMr93BkM4KfEiVY4O05QXHVeRwtW4GlfjC+OliBQ8W+NGv43PZhkuJ6zO1Qb7ByKouXFdYf9NUbR5cvwY9588AiCegQCwt38NUQN9zW0otn9MXa3l2N66cYAxc9Xb5XUAwL1HHyGmfNgqz6AdWeW18RCwj515NspK1s6IhcjTyxE6LVmVtzcH2NwXZmDU6uHpI0EWXmgHO9clr2t1JH93/QKdsPFBTKG465R1BUXh1YI5qeW38PZrZFf6XTw9k4KabVm4sSHn3d3uQVMhqdcmEalcoeVJke2H37u3btMpjTVLcpIkcMjUazOX39rcWYvDvv7GDbQj8vsN8Oih5MDXoj4qEntcT3ZSrwT8ZdM3NxhGch5VkqEiiem1O7dxcEsUi1wiMA93d2ERpbpYJDjalt2sWygsGt8UKGhKs0U08Mm6LeSM7rb7XeywoPiTb76GnUiiF6taEPMKgFJruvbhEKLda3fhUemoO9zC6WdSbJ3Ol1gVZC7y2Hq9AS6U3JNoMIBLAh1qg1eOpFXrM1LQVYGAFoL7gy1YPNfRogPXkeM42t7Caztyr44IKy/rBJsklQ1cD51WIzarMaSyUrB3gF3iFE5OpHhulEYSXct5AAAgAElEQVTFqEEtarisu2z6Xcwg9+ez8QRt2tS96HgpFgXbsbCx10VcTDDJpBgUX4wwvC0PlW+ptenJ9vYAb78t9OOKobouDCxWwFezM2jCR+EHcFhx7jkGrx5ImF8TY/D6noOzsVTWR8/HqLmwONrDgnyFwsxxqydh8IomHs9OKigWmXxl0FKsuNcuHIKQ9q918PqNXf6eVJOXF2NklAyLVIjSkd9r9/poDWThGDB9CPoBbLJA7aiNa0PCkh2DTiCTKvC6yAwLqWjcnb6OlnwVfuXv/18YNTgMKNxmeHnY7iHLZNKoXP623wPqWib/xrXreOP2twEA43iED+kQFUQ9pHMqTHMyWsqgt0VoetTCHqG2BjfhEq/b9SLYDb+A8OiDTh+ak7wTuvgzb4q/529/72OEXLAq20LAxWDYl//utfqYEKTjtSN09iS92In6sBu8f6xRzMgxIfXY2Hqd/zmujRZ1F/M0R9eXBevy/BxqRRctKqQ4+RIWgUCd3mBtbV/W1ZpSvUuWbJKMEPakW9Id9NHpyALS3+jiiOnteHwGhxuf48l13e1uYsDFrRt113TvYX8LTyZSxGyVNbqct4MDdoDSAosRsQtFBt9vCtA+zk9EuzEKPKTVl+s+XKUPV+NqXI0vjJciUrCURt9y8SlKrNjGuUwm2Gca4HgBtCU7nu/Y8MlKK1Rjh5wj5w5bVyuUFENp91z0iP4r5hNYGW3DlKzaytLoXJPCma9dPH0oha+4XcKnGKfTVvAoJWaD9uu1wYoIvHgJ1Ep2a60UukNqNZQWakp+BeyrWcZFncuOYOkMiiw549prURC3S7zCLEdWsdVVWYg2qVqMEI2be1JU8IkApV0Ewo0BkkSinw8+GyFjBAUNHFCcZO96hE8/lOLgzhtUcIaLku1ba3SBmjbqVhbjiJ6Itu1iQe+BNnfPcNDBNm3zLk9HUDRGcb0O/AaumyWoqDlQEY260udYMbVzbaA7ZMHXUqgZgg/8APDJiPXkb52Wi+0Bna19bw1HduDB0EE7TVfIKO7qNCZBkYeSasdJkaHf2MR7AWwyRt3tbaScRzGxBN3NAZYka+nQhmHh2hgHexsyj3Sji5qVKElJdFwPHtOD/dYeutT4WE22kC7kN9qUj3N9jYDHo0qFjPPGCjQsMmkzK4Vvcy4TmanrHN1ha30NFVGaF+ljfDQWB2rbCQCnIYe92HgpFgXHc7F75wD2vacYsfuQJgbzVZNfH8CzZXLbjg+DphJPJdt0hUI3Io6uKPsCqHULrYGE8JfmCUBVW0NYsmtZcAg7jjwXk6bz4YZokYocThfwWlTf5e9ZWsEniCWJp1AlOQ5ZjBZvHLwCOQ0/8wXDci+CPSSFNi8wmsnfs7xETHUnty0989lkjJwQVlXmaNO70e5ohKy+o7Zg0z8xCOU8TWXh7Kn060dpCVIGUJZASR3Arc0WJpS5t5lp2TVgKOKRuwX8ig89umC2AjcpoDnx4vEZb14FtycLXT/aguXKg1fnBfKYr8sMNlWSbSo855YNzRTsxkYAh2aru4MIK6o8B20LSBrzVlmEjfncDcuxWp8/9QaoaZySJhlWK7l2ARcvd1GuRUrSaoGUeATPdtYGsa5rQ+Wy8K80XbZsu2HqIz27RPH/svdeMbZl6XnYt9bOJ1eON/bt3NMz09M9gTOiOEwWTVqUIUGQDcOwIYAWbMOAniw/6cWG+WDAMGxAggEH0LIYJBswLUoQRVJscjiJkzgznW4OVbduVZ2qOmnnvdfyw//tfbvHFOc2W6KugFrAzK0+deqcHdZe6w9fWJU6QqkMltYkdTEEB41PjxFQXt8WGTRrDa5V6Ayl3qEcH4OhpC4RDWLcMIKycjzlWYpqIteiOxghYh2rqIBoWe51kxK5YYAZBXAOju7ijCIrVZnh7p5sDC9+4gXsEw/zpOM8fTgf5+N8fGA8FZFCp9PBx199HV/68tt4uC+75yKewmHfvNansEtSXKnKFKDRRUntgfl4goNTCf2TuMDmEkP0qYs5MQuLhYMTR2DKg75UY8MwgDVEQuIxLDevUyz7Ug3uRRqGzLmMenieo0XeC8DSaNSqRAfOELrpJXfXYH3ZEepGL9AYFAwvj4/2UNIx2PH6cOkFoEp5rd8bwKNcmascGOIUKiRQJAFV2oNmhXvIQlU6n+J7d6XItLTUQUKsRxQozFns+/7hGSy4o7HQiv4KPKZjusrgKtnFEpPDNn367nqrFF1OmDI5c3jdFR5njZDhfFmO26JcbTWqpqPQIAlNBk0/DRPXuHNHwt1nL13Cu3syB2xSIKedWh3L+VUdA83evOf6rcYFtEaeERU5ywFFKGTOa5WVqBk9xMaiP2jQgQE0i7TW1AC7KzV9P87GZ7C0eZsmGTpMQbQ/QJc7/t5UoiavdlGlDfqxC0Unba/bbUVddMeFpm26x8Jgkc9gGk/TGnACuTfdbg6HqM/5wSkqWguGlIFLa42CiNYZStw7kWvY93xU7J5kKsDZmFHdE46nYlGA48IureDZa88hTr4NAFBx3rLh6rJASjcoR/soE3nIalb6Y0fjhPDavUmKLOfFGfXx1j0JpctqBsfIRAl8irN4dUuhrbXB8pLcgNmiQI/h3nZeQHXk5j9IyUj0NQoy2SbZHFVCIRN3jKjRDPTmCPqS+1ouIJWREBQAHJUjKBuBFweeR/PXRnMVCv2RLIRKG1gjk7XKgbKhTjtemyo1SNY6q+FVMlFWVkK8Tej2ku+07au3bk4wWJdFKDiTN3TrCXRfzs/p9FvNyyTP8JBqSc6DAxSPhDPgESp+dXuICyVz7qCP2iW7VNWwplkgQ5DkiZwL6Eavh1UumhtLJe4QNv6J11ewQ/WjWpWICe+ekP7bTZeQsAPiBQGaS1HlOU4fyhx5NJ5geUUeoM6KLG7hsI+MClrJ/gNkDTipaxB5ct46LYBMFtHAIdy8jjHokxmqHDROxtrzMSX3puAx1oFFRgh26LoAafJG5VCNSIzvtVT6NKGpTZYC5Pl4ng9LNq7XcbHOWsSpeQSH/BfFLpibV219odevUfB5ybwuuqxRrG6twd//cNTp8/ThfJyP8/GB8VRECqYCsrHC1rUrON6XUCfWBiW1EHKvRli1bhowXPH9QCpgG9vrcLjrLPISbz0QMErn/kM8OJVdRfsGW1u06mbh0OZFG35BlRjRytvUNSxfX99YhupJeNwFCUOeRka5tjSuMWVBNEIfLv0fPV/BNBx6shqz03lrEe6oEHUtO83Du3tY32Y0Qcl5Uy1Qs0oYRAG05e4QOshZwFRFhiyW4xg/ELfkujdAzli9H7iYEWoc1wbmSHaSF1c0Ehrq7FDX8FKn24biVjuwLNA5sxk2uywkrvvAlhTX+hRvcZGgUVF3XY2SRKq6NJTOA6DdtkLfodxZff8WtC+748OjAhlD+PsPHqFLnQl3oVET11Hlcq8Xp0fwKCWXHjyEpj6kqT2U1GcITA1TyBcWWo7ddwNkDagtrZAdyC5toykyFpsdU8FnilXncmxhYFEM5bPG8wlGhDEPOxqa6W3BQuOo00FFXYuq8lGym4PEtriW2ndQUYui6XQYY6B9Of+u1XDYqSmmdavXqByLhHogXsSCsMnRcRmZqMfO5FVdImUquP9gjO0rggG5/vZ38CTjqVgUSlvjYTlBsLSBnQ1OwF6NpNFSzAwclz4LfbdRuEbYI+MuTdEhyu21F1/GtTX5jNnkETboyDTNxvB5Ywr6K/a7LgpyHPIkg2KNouf70PTiW90YoWaFv+lkWAsY9gUfThfw3UbsJYVpOhy1Qk1fxZydhflxjKqV4PcQaAltTw7GGO+LolGg6LZUV9jaERRStLsLTSPMqjLQSkJ0U2loAoTGhwLWObl9hKO7kqLk40Xbfcgqizkp40nq4ArVojZDLpRWI2wEYV2NjNfiNAN6RHoeT2ZYJ014uCqpjeMm8JkyKFQtVblcJIjPZLEs4wog7yRbkmt/9+Ep7j6QB3N11YXP2s6N6Sk+Tyam9iy6Shan3JA/YiJMx2w3dgNYdid6S1tQTCcXp6e4/o60XM+I/tu6chFxYwEWdmHYSVIqRswuiV3E6LGFnXBRqLWPkHTo6fSktY9X2kFIXkU4YdXf1mgEceP5FCCd3cYTaGpGmnGFlDyPIJD7n9UJ4gnFds0CDluSd+8c4fhUjt81XczZMfF9SYOzNEU2kwVtfjSBT/BWOIzgW7lPuxd20fGk7f67eLLxUa3o/6ZS6i2l1PeVUr+slAqVUleUUl9TSt1USv0qPSHOx/k4H/+GjI/iOr0D4L8A8JK1NlVK/RqAvwbg3wbw31trf0Up9XcB/HUAf+dP+qykLPGthwe4srWKdCQ7+zESXC7l8Ept4bDHnE9yOAxdUwpXKKdEzBWzynIsU5W44+62Uu3xoxRTysSX1EUoKhdF89p8gsW8AbcoRKHs7q5axdYlgcFmDEWtVmiAo75x0BnKuueXgK0aLUUDQ/5+8x0WGv6S7P5mEWO0Qviw18WELNCqJAy65wFk0WVWw12wExP5yGuJmpJaYZVqvg+OhRsxPjxCnDRgKos1hqKpAlxi4yvHQdmXqGdBoIJflPAJu60yg4TFyoN0inWCwdwownhKrcwOLeW7JXymPA5ydK3sfo4y7bWvUGHBqG96KDvid27ewxkhxYtHDkKG7dNbZ+h0JBL42DCCakJ7akFk3knLdi0XFt0e9R1GpgUDbdkNLG9KJNOhZJpRLnosPgalhY0lmkqNg6KByCcxDEEJWSOnbjSKuezci3mJRi29MhbhiAVIp5FdszBFY/SiUSXyWUk2RcKuRRQOEVEKzydj1ilC8bcEcPhwD9MTmTelyhAsyxwYORp3HsoxmyMp9pokQVlKCjItU3QY0S6NtgFGPEE0bK/tk46PWmh0AURKlCg7AA4A/DjEVxIQK/q/9BG/43ycj/PxZzg+ipfkvlLqvwNwH0AK4DcBfBPAxNrWsGAPwM4f9/dKqV8A8AuAFNL+6Gtfw/TCLq5R8cg/ieAy3x30QpTc8craYDylktFYuOaVM8DsTFbinrYYsBVUpwX2FrLjT5MSCVf840p2ommm0SE01osVQuIJcl0joFLv7oUtrL74LAAgzlgkqwxMoxLtFY979ksOLL0FynQOxdZT3aDquhFAwlCpfBT0Z7ClD79BQvJ4isJAkdhl4xSuR0RfopCnNCHpjFBSBPT4thRov/X2Xawsk0tvbCsOGkBhlbvmIslxkLHFd0KiUi/F+oB/ZwPMiKGYzE9RsMn+8sdew1qP0QsLgyf3T+HQldvTJTZW5Xh6gxCZw6JprVGztnH94C4A4Ob9h2gNaTyNhFgI5RT42ndFh6L/ykVcuyTTp8doJfACODSqSRIHh/R8fPTeXSxRsHbZGFj6hyiKyuZujZSt0zQ9hmbRbjo7RcY25CDwAc2oh0pY3arGwyO5p72VNfR4PdO0RNl0hql0VS/mrfhvVRmYWu5TXAAVs2irHHS4c3uE0jvaQpPBaZcHWOb8Pc1iHJ/Ifb17cIQZFZ4a13RVAVNGo46y6LCwu7O5hXVKElrTwUlJZucTjo+SPiwB+HkAVwBMAPwDAH/hSf/+/Vb0YRTYw/f2kExnSEgB/uzHLkPTTKQKYtRsxGvTh21k0WicmecTJDMJuzujEIY99P7OAJtzucB5J8K8lKJNwsJfMY2xzN697xiMSGV2XQemkMk2znMEC5k0+4SfLnd8HLKIWMyBlC4+ZdqDR9y+9TvQNG9tYKnZaYzxwW3+nKNG44/owOVESOnYNJktkBm54VtYw/ZFYXhW1qLmBBqubGJMx6kz6vPNiwxqzIJTCLiE8FrXgWYRVIch1n0pkuVKFtPYGCS0dc/qY4ypKn18dIohDWZDt49oIPfHIdjmuDzC2X3BhThhgZwV9bWNFfjslRdZgRNW7R+dyMN4//5xK9GfxiVqFt8GjodjfvfXrz/Apz8lqds6HbKUC4zWJfUZ6R7SO4JNeOudGxhti0iOf2kd/aGkaR43lpXhqF0gx5MpHtyQDeXmezcROHIvuxcjICJmgUVLE3iwVGTx1zYRswsUWYv0RM5V05DGc0KUTJMcV7fYkW4YoqQb1qKoMR5L+H9IDcc8nkMT6+CoCs2WOlmc4OBA3nvn4CFoMYluj6zbk2Oc8hjywmCHGpUXN1axviGL6cHpAiO/IWc82fgo6cNPArhjrT221pYA/m8AnwcwUo2wPbALYP8jfMf5OB/n4894fJSW5H0An1VKdSDpw08A+AaAfw7grwD4FTyhFb2pDWZxgsmNFPetrCG37t3Dxl/5AgDg6qqHXo/MON9tBTNXV2Vn8FZWUNGL7/Te/uOQStfw2IffHPRhWBia0BTGq/PGaQxQLhw23FfXhvj9d6Rw99vf/d8wevlLAAC7JGnEx66uI70hu6Nxa+RntJ9f9eBRZERpDUsSl08HYx1GWLsihJp8eIZ0LMdhtIZLSPCIxbJw5LTeJWG/C5/trXg6hSJqsvYs3r0has0nU4lsUBss2KP24YPWhiiyCrGVXWXD93Hxkuy2c+IAjA4wLSWCysoYAXfYqzuX8ODBAwDAH37lK7hModQBhUjT8RmWGQavXFiFcmSbm5cLONQ9MDbArXuyo3/juyKlN80KVCQ+GWtaR7fR6hqO9wWyvn8W4599SVq1az/zGQDA+mgNTkR7tG4fz3FbGxkH/RF9NBY1LKM3l0rNvuOgZquvfvAAdl+g4J997WX4PhGZxRwVock+VZ3dwTI6SxRk2b4Kv0+DF9fBZCIt14St3kA5KCnSUqYFemw5Bg7AjitW/Qh14zZNoR5P28eW84lCnFH4J3ZaElfo9RA5TYFdzu3BozlO52yv9yP0liWa6q5uo6BfZSccQakPt/d/lJrC15RS/xDAtwBUAL4NSQd+A8CvKKX+a772v/ywz1KORtjvIM5TzMa8IGmGN9+VcH/4yefg8MbBFshZXfcbarFXtRiEkR/AMresbYHZmSwQe0cnOJ2xAkymX6ANFCvyynExYyW+tB5unMp33Do+BpS8fuEleRhfu7aBU4bDJTQa0qLjd2FrgmlMCYcAIY/iLa7OkZFdaLIEXkCDVVUjp65ixup84RiEjcFuL0TaaE0ur8JfpmCHBRaExO5clod0uN7DGdmVfceDd5MAGc8iJ+DqTBuYC7JAXtkSXcNk/hDuw3cBAOHMIgiYJ2+4cF357q2dXWxvUqOxcexyu+g5VB5yCpwRWFUvHERdeQin1RTvkWPxzkO5Z7XB4zi1Vmjsmy6+8ixyh393cIR3jmWxPybGbG0pQE5cQV0JrRwAlvqAndPn8jRDSs5LviYh9Xy5h/yRLPRFscAO1au8XoC8kmO2QR8F6wBTGtMqHaKI5NqGwz5q3bAyK9zbl/lZM131td/e86772GA2rcrW6Db0/NYZqv1eU6ND4FiBCjUxN2U9RWIbV7IuYksdT4K0ksrC8IEvHAcTpjzjosZWSO6HrREtGs2tJxsf1Yr+bwP42z/w8m0An/4on3s+zsf5+Nc3lLX2h7/rX/EYdgP7uVe2sdQbYbIgG9B10VmiFXs8a7Ub87zAnLt0nsqKWxQ1QC69oxU6JLgsLW0gJyR2sphh0JPV+Auvi83XT372k5hNhDB1+/47eHRfQsqOtYgJL03jAl2KZbDtjF/6v/7fltRi5gew9Heo6wTx26La+/d+8e/i712n+QyLfduBh40BBWIMcMZwsKwMpmQMHbHIllQ1KjIgjbFo7pPSqvVEVAoY8Dgcp6l6VwgZ2Sgo/Pt/8z8FAHzvG+/gPRbXwiCCon4iLAtjClijDd/qWg+aiL+yrpDyxKskhsNIaEII79l8gimLnGVWw+W1crVGRL/N9e4QhmUmj/oAV7Yv4vlnpYi4urmFEfU2/8Z/9asoGRK77rPYiaRgtrv6qvw7CgElEcHlYRebuxLxPP/CCMOX5FpsXexCk0nbRCN+z0NA30zoNvhD3YjQ8IK6vI6NdJt6HMTAWgtjG0alwX/zd/5PAMDxmBNDe0CT2nVWYdFYymt0aS7j5cBqVz6jYnp549593P26zJv7b78JlxFr3yuwvEW8hVa4vCvp6/O7kiacnJ3iiJiFW/fv4pBRqLYVttbkuoS9PlIyP//RP//SN621r+OHjKcC5myMQRpnGPYMMk66wmoklEY/ODlsU4bS1KgZPpXNjS2qx9RUC2QRLb6TGA3OtygtDsYSSn/jPXk4Xvlzr2OwKqHhtjOFTxOZvQeHUCWVkFY0yIZFTol0c/oAVaPlVyQAVaHyswO8+9UvAwB+a2+KmBMrbKreysLjccZO3bihI9EKJWdpyTlZlCWa6eo6TuuPaWoDw58daJT8jrJpkcKClwe+B+zdlnPNZmMMGvWfum4FWAesZF9YXcPuJjX+PB8gZbfKO5hBQDO1M0AwkIX1Ks1v92aPsE/m5GmStOqwxrNNxxHoR+hE8tBbwn11L4BDxao4O0S5kDSvihMAVwEAm4O/hIit4ZjiuceLEjuudBbSZQVF5aHB5Q7W1glqqmqoSWMDT9i5q1A36YoGnMbH8f2LrKPaY248jOU/mtcUdLtAqLZ+EDWGscYF2Fq+vzDohawPBRHiGSn8JkFMpuUK257xeIazE9mQHM/HK89IirZ+eQWObWj5Ia5dlkVhhWYx3eUB1rYlxRytr+DdW28BAPbv3UFMnkfkDRDocyv683E+zsdHGE9FpGABFABOxzOMYwJejIspQTrJIm74djDGoGII16xoyvFAoVvUdY2a4XxZG2xukFS0PMDBrbsAHlfq/+DNr+Bjn3qBn+U9ljwLTzAmhLqeO1ihzoCKKSO/2Ef1SKKOLFMIlogFSBIcPZDoxu2F+PQKd1Nu3Q/GCR6y6OM6aK3pOkZjRom5Kic02HdbzQallQCRIJ6bTQHLwiLnexxubbWx0LwYRW3brky9mMEnJqPOa2RkFzZh+85GFxsjht9bm203ZNAZwuaycxm3gkfBGc3uRBJfxIIkqCRRmJFItDg6xtuP5HrPzwqM2P936JJdFSkmh8JmXc8iLCiK0o9ehEnkO9Y6K+jzLpfsGHVzhfdyuX+7RYnLu/J5Ud5vBWdskiIcUGKNpDnlWoBpp1UWYJqjHN1avwPqB0KE//9QjcW9VhJRAUgbaHSlMFnIvMkRomhxGAZ5c/8WMRaUkDsKpIO1d+s2/FB+//wLL+Hlz70MAAjzGKUv57QUrmKFlvcFxWL8QLcCMMujLl6ijL5NF9jfly7ewnHh+t0/8Zx+cDwVi0JdW0ynGSY2fWxKajIUSaOO42I0YjXcVTAELbmsUm8ur6FL+fJlFSGlkEeR+Fi6KBfyhWc/hht70t46Gks+cDjdx+lXpBq+7aZYY2yYpBWSmDRcz4DdImhOUJsUMDNh4QXDXViiFGEcdOmmdO3KEiisg+dZyc98je1r4pSUlFOEBZWcVvsYhRIG7o+l/fcHX30Xv/896QZkmUFJNJ4LB5aoGGUVaq4QtsmflG1bmVAaCWm9Z3kMUIjGBj5CitA6zPsNHISN14H2sUS68PbuZXQoDhv4I5TkXdhKrkVucniR1CJs5MOS1Zjlh7j1jjz0v//dP8T+I3YMmDJ4cFpBkpnptFL8S71r8Jbop2A1+uwUTTL6NtoTHNGxa8fbwnBAy/UsRhdyPYfrPXi9BqjVUI8dWCZkdVGjpsCsqgM4YdM+UlDt1fshiwNUy7Z12X05SSrk7HAllUZBYNjMDNoHTSuNxJU5FxOFemlpBG9D7v/yKnCV7Mub+7cQUGWrRoXFnKxh3vO6VKgaXwtr0Oei/9yVy1hQiMaUFWq2Z590nKcP5+N8nI8PjKciUqiMwck8hacdENcB12g4kazyn7qwii9+8eMAgI+/+iPoEaQSSnaBelDCRyPRNoM5ZggbAiVDRgQD/OiGhKgnRgpn//TL38e3b8rOPHEdbF0V4NF6r4bT6CdmMSwFHM5iMhUffRPmVHYavVXDJVPPhjme/4kfBwDMtr+M+Fje8/pP/wwAYG33EwAZnHVWIKceo28jaO7SNTUQX3r5O7D/868CAP7wvRtYMHJRvgYYKVV1BWsaVqa85rx/h7MWXtVEGBolC6Kr/SHiBhTD1Ea7MYaEeW+ur2BnR/r7vaVV+JFcbyiDyMjPihoDtQEaOyZrHViG131/A/qZRjE6xVdLkdn79n3qGfZDBEbu2fRshop6lIvsMnoZxUv6U2T0yOxwB1fRDuKudHUGQdXqTKg0R8jj156CwwihvRxl1f7saDyWcZvOUVWMKqIInvc4anj/n//gUFphwaJ4yflR1E6LIZic1ih5DJktEbHo6CqF05sSQT37/GUAwHNbAaqZpERRr8ZZJddtOp1jtClzq65Ny3lJKNRjixQ1YdU2X7SciH7oYIuuUGmdYrZoqEhPNs4jhfNxPs7HB8ZTESlYKz6EOlLoOlQ17mm8uim887/wU5/A5z//RQDA2qVr8ByitbhKVkUOS3RjPfORObLqDlUPBZl6+SxG4TO3Itvx+aUANxL5jO8cn+GQjMoXri5je0N2nZNJjdlE/s5pdg/lwF2ngvHoWdiw6c0rdCLKlT26i90XBZq99cKPAACC/ibqstEj0IgIu60qBcXt1nMlR3z22qv44s9KISrNctw6lJ/n8wI524+2etxCa4qPRgM5dyvP0ZjQ2iypCqyOJFeN1vpYoWXn1Suy83/62iVcuCjHvjZaRURFYW01LP0wnDBo8Q0OIwWnrACyQE1eoaBUnkli+BRgXV0e4cKG3Mvv02k6zxPEIYk9k6KFVc+TbyE2Egl08G+hSgVHMuOuPCgGKH35fY5N7L0nMO+Xn7kKsEaBzGkL062MtKsEAglAeY+vm+NqpBMpGiezE/RX5J5FHapEK/0DtcfmP6y0owGcTiW6S9IAk1iuy6zMHte+QhclFZzT6T3YTK7BG5/7HADg0ruyWs4AACAASURBVOoAd/5A2onxeB/WSr3n+Z1LGFFAeJZMkE5lHk4o+BpWFZrApkzLVvxVoUaXlnU6VqijRgXiycZTsSg4WmHQ8bA+7EIT1746GOIznxcI7huvfRJDXpzQj6Ab+hlx7Y6ysEZ+bxwNn5O0LnIUDbXMdaFJXzU1RTwuXEHxhkz+R7/9ezg4kIs3nTzEK5ekazGMnLYSrxqTmSxDAziosgncZaGpep0hfE9u3M6VT2H1smjjhSPhaDhOADSuVtpCO4bnb2GbB92T44n6Cl/4uHA/9LjC174t+nrfv78PeyTpj7UWhuzCBtVgjJHeO6QT0QCglrsBuiOZmJu6h9WXZGH94ivS+76ys4uQGpW+qaHZSzdFCZD5ibqC1+WCzN873RCKP9dw4dL9qHY8OMRe9MMQl+iVGRKTv8hLDBlem9rFIdOxODuCKUVv8k5Ro0c8RCNtNjMOBpDrPVExtldkce6th3BddkY8V5xxgTadQWFa0xeUBopUfKs1/MZwJY1xzEVraUcWh06v0wLD9PuRTACmU+nsjPclDVy4K0hoAR8fT9HbuCyvT86QPboOAEgPfxM9GsiekC15uncTCQEeVzbW8OwrMm/6gYs5O2lIPMTZIY9TXvIcBa8BZ2kPloV3ZYDVfpMqA8b8yUXTHxzn6cP5OB/n4wPjqYgUlFLwPRfaByLCFC9eGOALn/gsAGC0dBFhV1qLtqphm6WMEGZYBRCu6iBohTKM78PGZERqBxl3vDKi3dz8BG98UnAKd7JT/D+/+w0AwP54DkZ7eO2lTThsOZU0MkG3iwbaprwSNRV8TRIhnkloazeW4VHyTLvsEytH+uUAbJ61IiwGecv1bzYi3/ERRBTNeOYSnqN8mOd6SCisYk40Fg0Pv2m34bF4aGVqzJgeXdoeoU+SzMbFDr74shRur2zJjtgfdVExHLZKwVJiTesuLC+4cgPYBuvNlp81BeB57TmhQffZ5H0emiWGO2Tw0dDk7P4pDuklOU1yWN53Fx5KRoJx+RWkPC8FOlvbIbprEnldGK3juVeZxmkDw7atTQFFDIFiIlFX78O1RK1RvZj6sKUcDUZIatmN7xzJfdysltFlcTjynDYKA4CaGBE4jDoqDVM2EYqDZN6Y2uQIAl7P9Sv48Z/7SQDAX/v8KwCA23f24LNtvVIWWN2QqHeRLGDI2iwqjSEFblTN4mOSwOEzUGgLpyaU3FPweEy9yIMxH47K8FQsCtZaZFWF2dxiTj7A6+4AHYaG2nGQ0yHJVBauS8AOHzZlStRF4yWZQrkUyqgKuLzYqZ1CU/PQGAmpS22RzCVcfH59FRdW5fPeOp0hnhPokkfY2CZltaUCJ1B9qc7XuobLB6EoDRJiATqdsLU5BG+KdRwoxZxbaXGHgZiAWqoX1an8UZ6ewlIocNnm6Czkgb3Q72J3sM5jO0XFukSBRu0ZsFywysrijE5Hu2oFk1jC3avZRYyWZaHzu41FfAKLhj8Ro9uR30M7qHlPUBVQrKI3TD+rXaBZTLQGeB7WVTBJI51uMQzl83b7Ejq/M3uAhEItOgCquJGDH6Cj6axlMtS1LIauZmXd3cXVLrkk3RohjXdRV1CsKZQAvD4Bbqx9qKpC3fB8tGYqACilW/Na1AZLXXng3LpZbFULTZfk4TGvxF/hcTLEz6eAGnFRrCq4FJkZPRdil/WcNz77F/GXX5Taze6mXJPt1T4sfT4jq6BJRZ/Pu9DENCinxIAAsIIS+Pfu30W+kPvesf1Wu/PsLIG1jcmRgv2Qj/l5+nA+zsf5+MB4aiKFujbIKo11Iuy2d5ZgCSU0Xglwp7BKQ7Mf3SgnQxvoRu9Ph9LOgPTSHRpvRKFCScKTw3DY2BA5d0/tZFiigEYv8pFTpyBXBXqGiL4twlofjJGfMNoYpgg2ZTda1DlSIvourV+CarQVGNaWVdU6FHuuA6fxQYSStgGA2tBDIC2R064tmSwQNTqAusb2Ko1vZgtYqvaeTomk8zWqxhhDAQv6Nzw4nuFZ7jA7FwfokSimGhyHKlqPRleFUFWTHlVw+XFuELXXroEG2yqHaswljGnJYTq3sA4LwR0fkZYC5JDaAxY5kpznGhto6gLoskBJizxY3aIQfYb4PW3R5Vy4vDoE5vTbHAbQfhPFqNamrWlDKN9t4BRwQk/ACgAQPH4EHKdGXTYmN3S+9j24PNf3pw4AMJ3ILp4zOqxcB3VAK8Cru1i7IinTn399A88Qdr3jF4gg5z25K3oM1WKGpYtXeF3DNhqp6hw1pQcjV6FgxOkzGlsfdJATxbg4ASriGBxlkTGSM1mJNP8z1FP4lzaUgnIUXK2xzJDs0s41BE2/RWsabUiuppgq6Ib+W9VwvEYUw0dLP6xyKLpBOXGOkE5PEY1eunmNvMGRZw4+xvThjufimA9vGucAH/Qyp0HKg0PcOBAFoWz5CsIdtsiMwRbx54uNazi6/l15nQ9ppEJkdLravfYMRiubPH0HRSw9wngiFemz45u4/a60qd67fh8z1kzyWY4F4bVJvkDECr/Lqr5bmceCseVjRmk2i1FdkA7A9nBTQFAASn5unWaoOZFcreD2m7A7aCX1oWzrnNR0PerKtO1JeEGbgqjARU2h0bIu2u7KypbUhvq+i2OmPnlWoGqMeuwcmp6Ivl5C5MiDNXCFf+F4LoaezJHuwMJtWqP9LnTwuFYAgrNajrQCVNTQqTXU++ZWA1RyatWa2QSFvOZ53h9LnVZKweE1BH0po6UIgw2ZY0kQ4LWX5f52kKA6pthP+ggpU8gl1owir4uCc+XoYIxDdlwO9x62xjdbS6tN6Qaax1iUOQpS7g2ABetSeVGj4mJ/FidYzD/conCePpyP83E+PjCeikhBK4Ug8LCyMcJVagdu7F6AFzT2WDkSrrRZMkNvIK+H1MCr8zm6DP27G0vQDRsOui12ZXGO+3dkd7/3UCrMSZW30YjxF4hpI187Fg5DxbkxuM4wscsltNp0cDiXaOWt45voHUlYvrG0itt7ouf43p2HuHNTvqdkKP7ClRWkTBNMkcB9jiGq6yEnICU5FNj1fP8E794UwNIfXj8ACFfWKsDxQqKJuirRjSStuETF5b1yjoTS8WVZts7cKvDxBnn6W5sDuBSRmfP6HB2e4Yxy6V4U4QJBPEHgo9uV7+iP+tCNTBmjkXKSAAQhVdZpXbNn0wUKFiAHbg1DItQq5cw2hkPsn8h1nUxT+GTyddGDoviIp4ZwiS3Jrfx9Vw3gkbWaVD5SVgFnixIeNRSCAHAZAfmN2ErkwDTAK22hmYIox2vTAuVoeNyFGxyD1qrFpwBA2UQK1sAt5ZhtKNfw4u4WumS+2qiHaib3/2R/hsWxgKzOzu5jw5P3X7soxceVwMMokChu79EjfOW6pBWHDx9gxOj24OE9GEY/TXRXOW6bNms3RNh0ndIpYGmFV5UoG1DXE46nYlGwsKhMhcBYdEdyAxwEqFi+t3UFlzqHXa+PGjLZDh5RKLoARtS2175Cl36HKA0yssj29u5g75ZgzmNODuXWCAm8KSsHft34uRtErABnpwkmdItyqKpz9ihGzHZUWuTw5zI5ZiGgqUh06RNreO2LlwEAd/ZlQRvv38EJUWeT/T3UFwWkEl28AH8kIeMil1Tkn/7ym/jKdwXwUlgXIY+5GwYgTQCqstilqej2tlS0g4NT3KIoSp6ksEyqq9KgsyTv9b0uFsznTw45AU+nmJ1RAzC5i4O3BEAU9LrojeS8r2ytY4uciKgvk9XaAhPqYD545zpuEnmp+yu4uCkLS3d5AM0MY7gui9eFpRG+j8egIM9tWmgXMaL3RWYdOHScithOHfgX0aHf5uHiBOZEPiOaAaFtfA8i1DN5ENZY73HCPs5IW3di3Yb+o1UFv8OOQft/gOUDZoEPMCebn2trWzPd1S3Wai5tIGqk+sukTVNh55hxwe1XCXaY8njUkTx5eAfTQGouaVHh1RfkGhXbPcRMN4/u7bemsZqo3/l81vpe1HWJNfphDLTCiG3U7cEQZX6MDzPO04fzcT7OxwfGUxEp+I7GheUuukt9dOnXGHQdWDo2VmmCPJVKfJzEmB5KYWfGXvLO2jqypMGvP4atWtSYnMnOVeUxAlbffXIZDmYz5AzFej3Vhozi/MMCXZljfsxdTBZi7KdzHJ6RfTjqoxpQum0QIaKabzWZ44iffUjo7INHx7h0SUL408kYD+9IcWn10iU4pIdqphoDH9jekd14e+N5mJ68fvf6HhaTxnDEhU8L8yVXds9r1/q4922JNpSjYXkMRissB3L+lUpRkYmn2c/u6wohRVb02g4KOka7qkZFbn7iGKSUdGvSiNnRGGdpY6me4dmrkv71tq6gwyJv5DowRSNFLt935YVl1N9mdwkVegRDLVVbqDI5/rB2UTRaFdQV0EGAtx5KBDWuJ9h1ZBe8+MxlDJblnEaZh+6QUeaQnaqOi4N7srPf2J/AX5PPu7rIscxj2ljrwmuiU9tA0NFqLQIGJV83VmPEObJ0QSKi7dBBzeihUBYeU7dsssBoSSLZnruKHn0jdXHCewesEt+QD0dQrkRHR1GOuzSDWV7rYWkohUuX4Lv5dIHxnGrXD49bPVKtK5CAis5SB+GM1OMnHOeRwvk4H+fjA+OHRgpKqf8VwM8BOLLWvsLXlgH8KoDLAO4C+KvW2jMlWlX/A8R5OgHwH1lrv/XDvqPb8fG5T1xCXGkMuKIGbghFSTQojTvfl131G2/fwHuHsjOtjGTF/Nkf+wICEkAKK+YqAGBRoSb3/HR2jLffk9rAt94V67baGHS5CTy7OcKQUkmR0q3kW9dRCLl71PQYWDgGjwj37a8PYEkC8lYGCIaya/zB17+HfRZHv7PXqOxa/CeXhIDkOhGykp+bJFDMFzssHD534RreuiVRzlsPr+PihvSxJ0mKMpf3Xl3t4pkNuQYjKk+tD9cwZiT09XmKisi99dBBd0R/hqyGQ90Gn3367HSK3/++7MDXj8fYJi7i0zu72NiW/HSRJ61Dc9+jWG0+w4zWddNJivFtunW/cwv+suzGl5fWsLQihbTuOtWmAo2uJrw49DCk92Mn7WNOFqGrB3Agx5xxFzzN7sM1Ek1ujfoYKTm28XiBOJRc/Plnu1jqSoQQDsm6DRwsr8oxf+sbc2yzhvGNu49waUXmywW9wCc/LqKxHYqqBl0fPp1cqrpG5TaephWGy/Id68zfrVehQ/Rn37MwcQNBdsHOIe7d2cM37grz06EY8U999iWs70qr1sUABau1aRbDEi0bzyukJ1Io9xitnRY1At6PlaVl5Iysp2cn8Kha9rA+wpgF3ScdT5I+/O8A/icAv/S+1/4WgN+21v6iUupv8b//SwA/A+BZ/u8zEAv6z/ywL+hGHt54ZRvfeecQK8TGR5GPyGfBpZvixS/8BABg9fkX8OkDCbt83ri1zStwrFTfou4GdGPYYYCK2oeBAl59RUL3pXWZVMniFCfHcsH8UYgzUoSVMvAaY9ZAoyDOQIePuxpXtmWy7mc1JqwK/9gzL+Olz/80AKBUugVGXf+qLGhv3/gOLr3+CQCAqwNcvCaYBgUgY0+/YSd+4sd+GppKvd9+7wH2H0nxcBEncOk49SOvPIfXdmhMS0jtxPHwqa6oeO8dxnB9OadRN0LEc/I8wFALcsbUYKodbO/Kg3tlexWfeIZpwGAEU8j5OzqEz8KlTz/LsDvAMkN8P0iwdlWKp4HrIaSMW2hc+CH/jniSldU1BEwvlswI3YjW6VB4xIk+Lh7A1YR0a3kQghJwPLmnL5htvPHGJ+X0t3xk7DT0hl1E3cbkhziO0MGlXfmOX/h3XkKX4fW8qlvoeRFnLU/ApVGPMmgdlrSqULLAXJYpBoE8yDtr8m8OD4b3pipqzCkfXfW6sFbm8sr2qxgoyUOvbshrr3/mU9CU2j9Nahiyf9XcxdVtkXgPh0vwCdMv2TGKTk8wncmG5KgCvieLsO32kc5l4UlOEpx8yEXhh6YP1trfA3D6Ay//PMRmHvig3fzPA/glK+OrEF/JrQ91ROfjfJyPf63jT1to3LDWHvDnRwA2+PMOgAfve19jRX+AHxjvt6LfWO1i98IysthgZ4O9q6qCZvGpHwXoDmWVX9u6gOQaBVUakhQ0wlBWVN/34TIkNnaAiKGWFwIrIT+jLyvx2ZnCI3L6i8pgeiKHmZU1PJKKglJhNJTVP2LomMUZVih3dTuZ43Qmv1+7+Cp2rn1Mzs8tW7v6Z16R3ezHzv5dFCXVTQpgxIhFWY2afXjksv4ORxfxxidfAwBsv3gVt25I+3XQd9Fnu+xHP30RI/ozZDkh07Mcn1yS89/f2UQesmVV6da2Pl0U8Kk9sLkhLcZg4OMlK23NKPLQY+8+j1OEfYne0rRC6FPwlbtSdzSEy4hg62IPVSmpi3L6yCkPFigHPtGEhZWIJz2YYnNNps3OlsXtB3JdjkuLXMvrNQ5Q1Y1AiNxHp+5BOfRTMBkC7oL9aIAOC4YDreATpWjqhjwn/o8AcHXDb7Ecg54PxevpbXZatm2jiA08RkQr48NjRFrXBioiEpKf6+cWFa+L1w1QOpTeK2LEjCBWnE1s7ErE+swVOc/BxgoWd+X+KmXQZ5RiNhwoiqV0yiHOjqXoeMCUGP0RdgYSbcySFIat3PlshippkK4KcdaQBZ9sfOTug7XWKtVgST/U37VW9K88s2GHfg8bKyWGkYRiyjEtzVgp3Tr36LpGrysPU+lRTTfqtwIayqlh6BylAyAg209rH3kuEyhwGgqqRY854NzL0EjZKVcjzeUzTvIEEZmLgSvfdzwp8cpVmTwbVYD9ZVbtB51Wr9BxAziNiApDTm99DXksEyWbz2AIxy7nZ8gpxW6nEs6rtEJIyOzFcIDec3J+w0AYfwCAOsPh4ZjnwnyyiFFqyc+fu7wLy0r3H909RpVzARmUCMgf6fDf7nAdFKkCyhIOcRFhZ6OViXeUgWm4AiEpzQsHGUFKYX8Joct7U9Xo96jyrABFsJAu5H4MRi4U6cTzxRzj2YxfPUFlGvnsEWriOhpjnAUiBOz/T9UQ/pLD71bICSgLNtRjjUV+lDKt6ZNQi8nh0LDwG/l5T6MkvLlgSui6j79cawu/kah3LC6yRuMQHOTqDgryXc7KAinTKteJEBFbE3kGfS4cbiCftTiZYHwqi+kij1GRAm20guc1C4+HAc2La3a4sniGjEA9v66x4LxP8wRTXsOz0ymysrmxTzb+tN2HwyYt4L9HfH0fwIX3ve/civ58nI9/w8afNlL4dYjN/C/ig3bzvw7gP1dK/QqkwDh9X5rxLxzK0Qj6XayvAoosQa1KWBqAGLcDNKIfroIlkcZnxVqHvceCJcUCmsUsUyVwaWHvuO+ikb/3O+wcBBYFW7gn4xQxEW9VpagNAOhKY0EClscVOkGNsJBjWHcMBuTTT23ZElEcHcBphT5kWAtQ6gEVUhSLxkNBISeb0RqSXcbH8AjndsMQ/Z5EUJfWppjR1n386BQlVYBzfu87R2d47nlJCfr+AhvXXgQAvH39AEenEn6OugO4RnbmQUdSg0CHcGm/XtscHtME6zpIea7WU/D7BGuAGo7DAAsSgtwkxcq69NK1VdDcEY21iGcSpVnIBbfdVThnsgWfHR8jW8jxe8EyykxQli4UoFlc47XP6wWqhOlfUqGmDuLJ7YdQtJhzXtyEJaKxEcDRsds6PztaodMheWheQrlNUdKBKhtRF6YdntOmFHBUyw51tUXATlFdNZZ/NWrdiMU46Hm0nHcDLPOyrQYFRrRx88lwOjw+wYMTOlgXBi6h8KlbIp5LJNgf9NDl5/XYWYEpoHlsaQVYFoSrvMbsRCKT4+kZJv+yXaeVUr8M4McArCql9iAu078I4NeUUn8dwD0Af5Vv/8eQduRNSEvyP36iozA1kE3hGheKk6aaTQAKpJhs0eLPa2OgOwTQEHijvQBZIjlpkZdw0agwKVhWgCeTDD1OEHSl/hDAwGUu7wQOZqRLV9bCp3KNF2qEzPGGhLA6AI5n8n2HJkDKkHOylyJ7UR4QFJ0W4KNbirRFzRsOU8FleO1og+nZkH/HfwKLeEr7+WgVLlOQTjTCDFJZnh6nrQZjyVLMaTWHJTNys7ONqx8TtyH3n/0u5hRxNcUcjktNS+ab1kYwqsm/g/a61bbGyalMzAoKKxfYfuM5aXgw5KCcjsfo92UR1rpEsxzWNVoxmJJahF3fhapkobh3MEVMc5kVXQGsGSzKKSwasxp52IryGIqs1cPJAo+mcsH6Xtr6PJbjFOaQ5jOsa1S1RoeiPNrV7Xu1sqhZX7CwMM0GQGcpz3HajoS17yNdWoVVKiGdNYQPx4ffQJFdVwRiASD04Xty/kFVoccuVrwvx7h//Q4WZJ8udzQigu96voeu5Zwrc4Ct6EZEx6vL1sJgPp1hHnPhrSrUOuP1qlA06eYTjh+6KFhr/71/wa9+4o95rwXwn32oIzgf5+N8PFXjqYA5G1shzk8R9C9AR03Y6qOkc65j3VbDTykDV3OXChrSioHR1PVL5wi4MvodF3NaRsdlDcNC1KWr8h2xXiCg2Ug41eg2BZmyxCpJQLuDHjpEOGlCXD9zOcAxd4/hElBM5Pffe/A2PnkmO3OkT1FwZw46UtV3uxE6K4RaD3twGwdmz0V3Szq3yUTOrXpUIilYRFMDFCxyposEhucfBjnilt8v6cVWJ8cLnxEsxNmteSuVtjLotd2H+TxB0JKRlnkPFuhwhzIOWoj5dDZDyehGeW4rMaZoVW+QImQnY5JkSNNTnnMHiimRcR4X1SqmhP2VVSzKRokaKNglWJj6MaTZqQFK54Hn7EBBMxIsq3G7U3byGttvyLk4VQ2HkPXGY1MbA0tJO6MtFNmQTlW1kGbox1KZjmrSCN3K6SkADt+rTUPLA/IG+lxXsA3ZyfFQsbJpixIhi45n4ym6LEDXiYDaQteFE0jk5tkUIF4m6PXQofS9KX2cnEoUWjQanUWJmiQwz3dAS0sMBx10z2T+9sM5Ds0UH2Y8FYtCmRZ4+NZddFYTbD8nob0OHJjmhtZopdG18hthJVSUb3e9Cq5ltdwNkLJlUx09wvG9dwAA0yxBxCpzg/JzXA9BI8wxcDEhStF1NYYNbn/oocMQrkPPQRMbfHVPHtLv3Ukx8SR8Hj14iFv3xAnpUm3hEIRyeEfC/eWPvYaeJ9X5uvBwcCi1gbLM8PUvCeV6fih5fzAM8NIFWSjWAg+GrMbjGw9QFGTUJSnOuPA8pGBstOGhZkrQ6VoUVGTaXF+Gy7A8q2NkKR88K5/lagcpc88aJTTbKEbV7QJxcPoI5o9kEu7uCPJvf3+MlJRz1+liwWtY1zk8n7k6FDRpkh4n+cH96zgu5NgKY1GjCdETVNQrdHUXFcP/2jTeG8tQfBwds4o3vy7+oD910cWFXFCf2XiB9K6cV54QvPWpnZblqmwOsKtnsgKqkcevisdKTJ3GcayAoV+Erat27tgqh6LDVzGT4w17IZpIPQZaQRbHc1oAlBu4WCRMbSiW4wUeci4g08UCTi6fd/SdWyjZZrx05XkEXIjrxkHLVCj5s7YV+kx5T0wKn63qJC9aJbInHefch/NxPs7HB8bTESlUFY5PTnH49iE+G8nuuPvKa2gEmrXfaZ2JLCwqgpZ8hoB1EcDj7wMAmn1e63sYsbr+3IUSvc4qv5FSYyqEDmTLmE0UuClhKfCx1JX3FPMabtj0fym8Mi3x1Yeye+5XFn5HXu9GHrpzCZ87yxcBVvM7dBsaDkao2ceeTFN884+Ea/BPfuOfwCjBJ6z0JQT+zMa11iZ+cfIQeUwH4/gRwMqyShI43I0TskSL2xPMH4lb9Y3rJ9h5SYAyq+srSKfyHl1pJFo+zyfwpnZq1KXsXPN5gh6ZeJ3BMgxl6BZnc3z1uzcBAM++KEWtXmcEd1Xg0aP1FYBdjSwrUBOH4fgaqmLacJlp0ncm2D+gCrSxrbK1dgGHOATfWYbPqEFR/q2wNVwjZjDaWcdiJh1vG15AdEmizPx0gYThergjrzmjZeilRoreh1mw21NZ6EEztx5vqqbR/0QNy93awLbHoZVu8RSNCzhUiYpu3rXy4PiNLJ5GHZErUjqYTCW6c2sKyGiF09uC+VvMJ3g0lrlQ5fPWwEgPNrHs00OSvBNVW4DHVlcJCgKuqlIhozZpnGQfeuc/jxTOx/k4Hx8YT0WkoLVCFAU4qQrcPJDiy/qLPkJKdFnrQTf2aGXRio62Aq0wjU0gfDeCdpmrJi4bWiLd5hAkMGmEX/MMi4xyXrMTFMzD1kcdRPxuo7M2SgmodvxWXGO1L++9c1yhIBsuWNQAFYLsqAt2odAJpYg0mc9xJmINODw4QsBe/2defh4dshJH8g9G29uYU8l3dvs2Su4u6awCFtIivHNwBqdRiGIuf788RvU7fwgAePPbR3j9kUQuly7uokNWnhp6CFlUrIgKRa0xm1PCSzkIImmRas9tGajPBM/hwroUTXVX/n7QW8JgU3ARnuvjZMoawHwGxHLPel6FgBDkYi4Rw5e+9T2klJhL8gqG7cuuKZG6ZLwWMbwGIsqc3JgzVA3suHwWtolGHIvFqURCHc/H7mebCIE7beCh0fmFr1GVDbmt/Wi4Ha9VXGrElkxtWnVlU6Yo25akxekDqePoTmOJFyBo5OhMDVsT0Rg5yFh/iLWDnES/M6pemXGGricRbXdQYYNqS/N0GXkm9/2td261ZjA7axJBdsMQSS7Xs4qzVvlaKYusoLSeso8FkJ9wPBWLQlkbPJos0Om5KBiKZ4sMXgNGsSUqYhKsjxaEolg4rN0A48P7AIDJnTuoHwleqo7nOJxKWGbcLnyKiAyJJy9tijPiDU4OJxiy/5s4tsU9OI4HzXAtYRX6xmGOAcP20FfIyIu9e/82ouBnAQBB5CPgDJlO5Jx+65f/piQjqAAAIABJREFUIbwdAXz2igKrm5LOPLu8DJCDMWGIPz6Yo0vmXJ4dYvJQJlC3mMLw+xYVkFmZFAnDzE7SwTs0It07i9G9LX+3vzfBx5+RyXt1awut7AbFT1QYwSHrtKw9zEtWwGcK2pBjYnJEnDJ+o+KRZFjsy7W3joNpJpNR2wqK3RPfybC09oyc37Hcj9vvHsPh0+17DlpVer+DgEdnjIbmNXeaop2q4ZGhmaZ30fNkQbr53i30KK9+9aVLiBwBUdVcsGv4CMhh0YGCChogk/MYEu0oKMLeGyNgU6SAbtx7TXu9SmNw90TC/FWmDGE0hKZ+ZF8pFLxEcVm0HIxKu6gJLfdWZPEzEwAUSwlLD11S+IN6jrPGezRNUbDTcJo16YxGQfsAeB7qUhb108lZC8SLAheKBUhM5Pc/bJynD+fjfJyPD4ynIlIwBohTg3GpsXRCgQml0GVvGjVguFprHbaQ5pjejtPZIW6+JUU7N82wSesvo1xEZ7Lj331vHxM6Ql+8Ihz9jc0eYq7QZ1XcGsBkxqCiEU0nAvJEdpKARjXT3KJmcSlSCjWRa3t3buO7+3IcneUr2O7K7ri0KaG2u7GGVaIYZ0fH2PuGOEnPkjO4SkLCSSwh6Z1xDLMmt+cTO9tYzKn/H2n4tETz1wco6XzsU8z0bljjDsVkktogZ8Hp3dMx6lre86lXX0TN3rryKJrS60IVcr0fHc9wcPOuXOPJtEXxLYcBOgxFV4ZyHlnl4pj98xvjh7B92cV/4nOfQsh2rw5d6IGkSm/+zjcBAN+6v4eK0ZFfhwBRmEHoo6Ay7cAbIS5IFGNb1HdDaCXiM4FewkkiYrzHJ7egYrn28Xc3MT+R+35zcg8A8MLmC7hwRaK05edHWPrRV+XzVpbQWN1Bv1+2jNEDLOryMQ6hNg2UOIfDgvfxqdybjc3LQEU9hY4Dt5G6C3QLn97LFzCJpHTllIoEyQITXsNOXaJLsERhAY9+GCvDLjorPb7OVLrO6R0KGMdiMpHr9nB8jJIpTxiECPsMWahD8sPGU7Eo1MZgkhQ4nWc43aHK8MMHGFyThzcarsCkhOiiROP+GjJ/H3ZHuEbm4/Tdmzjbk4lSV3FLPIj6LvxlgeCmpEO+e+cA770n4ez1ezMYhpFDLR0RAFjAwYjehbOi0UZU2KcSby4HBQA4mMzxO1/+MgDgyu4lRH2ZvB2Kcby8swXDidc7SFGTBRr1d3DlRVlA3rr5NgDgcPEu9hju3XbvoxvLxLNRFzO+HpYO6HyOfeIbbownmJExWRuLy7tyzpPre7h/Ktfwe7ce4NVLkkos0WHK1xoBob1REGFzRboEs6pGSp1LnWTwWJfpr8rvR24fgS/fHXsao215fbCxi7N7N+Tg6ghHv/dbAID/8e+/CQA4SQoYgqLc0EFdNJ2KAhGLMUrXLbbCZ2qX2QRDX1KGMJxhzJ5/Vcwwq+U6T05vYZXH/6mhUNmHFy7C0XIN0+kZuqdSG3GG3mO/SddFM2FaNygVwiZcmJQDqxoTnRop6wTH+9IBGV1+FqOGTj1LMdqgPiQAkDq9PewgpwiQ2ZDjDeIc2bIsEL4CSnIYyipGyM0gAFr5gEnzLKRZm+7k6QLjiaSe0yxtr1vU9xA1okNPOM7Th/NxPs7HB8ZTESlordEPQ1wYeOisMTUIcmSUyepCQRFKa/IKmirOyuXOHbkYbUjRzi0yGO4Ik/ECC4qW9C8tIVyWlfmEFdvx4QFyQo2djouUpKOFNq0uo3IUCHuAa2W17w9chOSuJ5lt9RxdpbBPTb2Jo5DQETik4vL2lRVMaA830FtQZ3LMnXiOm3sSIfz+N35Hjm1u4F+U471z9ADL7GSMRgEaelXqW5w2npfsXujOFJrQbWuBS5dlV707X+DoSNKK7909wLUN7vSND6LO4DX2itoHfLn2aZG2O2LoeoiIuUhTucZFfIxpJrv1cGUFIYtnhbFY2r4s18Wv8H/87u8BAA4TQp+jqGUXFQao2G938knrklxUeVsk075cgFBFUJ5EJrqMEDiyi6ulCJOu/HxaTxFC5tGIIXdZnMC4spP2t59vOxjZIkWHbFZbVyL+gMcELJMXsGVDGqtbVWqVpvDIduwS/VosFugQzo0ggGYUUziAx4LhyHFQenKu+6cSgR0fnmBOTcVBGKBscAhFiYjiNKbMkJNBzKADpaeg2A45LTNMiWXxww7CUO5T5DkI/Q8XKSj7ISGQ/yqG72q72vcxUArP0GHnR17YgcO22dHpGMfMl7qOjxnTh4Mzee0kyaB4MwcdH312JaA8WIppZFmBpPFVZHvTc532AhsHCGissjYKsLksLS3XzvGZz30WAPDnfu4vy/fe+z4wp0FMnWJEurBg5DmZsgUqCs9OWKX2Pb+tdJvCwLLkbp2wxbAb5ree56GzJItGOBpBh9KyclwPHn/uDZfhdeQhbOosSmtU5Dtkixn+xn/76wCA996+j8kRc3E/gDcUmPIKJ8/nPvYCdtYJlrIW/YjdkLMU774n0O3jxGByLJBt5bPVV00xnsnCmxdxawTbgUHGtCovMqBqFhb5XFdbdMk69VC2E/c3vvImnJYRa1HVj4VYAOCd734Tv/YP/j4AYHZ4hKi5LrZEzHZvUVjU5EQo1n6SMkNFWHG/G2BIsdUw8rHMlqspa8zYrWgo8HFd4IRQ8bjK0V+RlHZ7+wL+w//gLwIANtakVuFVOY4OxAnqzd/8bbz5la8DAG7sHcOyNmC9ADnrVSlBYaauoBv1Jq0R+E3KBBjVwL8NIoKhhqH8vuMDIVvS3cDB/9fem8Zalp3nec/a85nPHepW3Zq6il3d7GZzFKVINC3YsBOIMjzESGLIMRArFiAEMGAnCOC4oV/54R+GA8cO4DgR4gww5CGxnIQRYiu0rNiAJZMiKZJqsid211x1b93h3HvGPa/8WO/eVUWL7G6qq7uAnA8oVNW5VWftvfbaa33D+73vWR16JvQ50b2enEw5Urj5G2/e/5q11hF4/gBbhw9rW9vaHrOnInwwFsKyJumHfOyaS4x1L22zVAa53+3iCx5sakst/rlYLj6VJVW2b1BZPCVf6qzEFx1ZN4ppaPeGTW+/Z8hEdT5NU9IT5xIfHAXkOik2tjo8OHQJs1JQ3TpdtR5Gf/MM6pEhXaVkS8mTL6f4IsBIlaWeH08oNd6qWJGIKm44GLY8h1adhat0yUr6ktx+RDp9vEVHhCvnnvkoGzo9wgagYnz82J2CYVVz87rLvudZTTx08OC8ylgIRDTQKVmlBQ9Wonazlv7InYgbZ3pc7XzMzeHxKd2LrrLj6Tpv3fwdFnN3nUWdUzbaj6HBrxvgUBdPYZVVK19VQ6aQITCWuulK9Ezr3Xm+INDAqiGyebDPUPD2aPsMkSDreDWBumBzL8MoJGgaqkaBoVBD28ZgxFA8nd3AxzZNToR0xw1XgZuXwq+4qy7Zt44nHM5c6LK6n9LTdyQC0x0e7/Evfv2fAPAb/+qbnCwELCqta0wC6nlG3SQxGy/d81r4dEFNICTeqrbQELhQkatRqqFX63oeQ8kNWpsQCbPQ9bsYNZ7Fgz7dBuvwLm3tKaxtbWt7zJ4KT8H3YNQN2OlFbO+6U67OUkJlvnq9DkFH0M9pSibJsx0hySweS7VLGyy+yltbvYgocidw5pX4Kjct1Vrs1XAcaRed1syldpznJWWqZpejiv1b7rQ9vu1EV7vdHpESWX4ckIlsdX5wSJE21G0VdUO6KaSZH4ZsDt0pb33TQreT3piG+9ZsuOvNsxmGJk8QkIsJabI64eiBS6hVVd2qOXfHop3zuiRqZqptzuzIwcbnpzlh15U9q9xSpq5sW4vi63q3JLzpTsErz18hEmJz8yMXuXjVtSS/cnCX4y87b2IRuzyC5/l4ajO2s4JCjD/ZLMULG9Ygj6jhFpD31An9Fq1oQihVhqvz7GF+xPoP9TeUcDxJLSMpMe8kBSvlZaIKMv0/6m5TtaajcYdhRCjGrv642xK3Br5PIS+kzFdYlaKDJiHS8RmNnTcyXeYcHDj05vH+YUvYenLoUKP/9Jf/Hv/3r7oW+PmqpCPvzY88koaMteMRKv8VKi+TeB5Lea91URIpWTlIYhJ5RUWWkSu/kjY5CVuRKV9QDz1Qk5dfe6BcQ5wEJMV7k417KjaFwPPY6UXsbMR0pZrUG4ckUjZenJzSEd/fpZ1NPoVz7aZaSHdOUm7edi/uYpazEolFz4sYNM0PXoeF1QurMQpbsqE0dJH4VA0VXJZxMHPJujIIGRTORfvuXYdp+LEXP4NJ3YvplRWZBDm8oiJRIhE/pBJfwKDrgD5hGNFR52NdrPAE1/U92/Zl2IY0pLvRdudZL2aujWXTH1IlDbDG5/o3XDJrtOu6IQe9Ed2BsPj9ASfKcNc1VFNxKHiGju/CgEXhauxH+zPqXGCawQa158a+0r9IIPqwrTzk3EDK1JmSsi9scG77x9xz2H+dVC78KjmhEJYjTU/aNpVYcVdPyk/gIMNt1t4EeO2yNFi5vqXXCM6EbCsJXE7u0lcNviRjU7wXVWXpiHU5kms/SHwiUfyPNjbbKoOHbefZGEMl3opCFGvLbMKmVKgu7MTsnTTVl5RXXncVo7d/01VWfv1ffZOjRQMJN2Rho0fpcemaW8s/du15ds+7zenchsNKZPMj7t5yYefeakJQu8Pu0jNnOa8elGU14cG++zdf/a5Tirp594QT0bitsoypuDKjtCCSGM5g3GfcfzjX78bW4cPa1ra2x+yp8BSstRRFDbUhF5ptpw4o1JTT9XzGKl+d39mho67DSAm1Zw/2ua8w4M7JlNuH4hagxLdNI4pPR3tg46qHvkehE6NTB8hDJ/Prh/JgczCCtt4Ul8DnPvosXqMvaZfEfSEHTIVRj3xV5RC6XT5W0ssnxNc1BJ0BtAjJqL0mlCCyxaItx1VVji+Yty1PGImh2mxZ0lwM04LMhrXHqnAnxnbnGlXDiF0GVKhxqbAMRy4kMIJE2i1Lr+NKq5evXOBHX3Qly+G4w61XHLvRfO8OV5uS95Y7EdO5T6bGr2fii9xT0nF6GDCVC76YdZkuncdiNK9pndJVeGQ9Q6rkmh8EeA0LU8uDDZU6W89EXarQhT5zPySRnkRkQlCiLYl8QpX4ekGDc4jbTtTYB0+emec7Xg2AarnANN2jCsuIevRqN7e73R7XVDJfzlNuvfJNAL7+dQevPpmuyFbumWUVGDUubYxiPvesm++f+skfaQlfYzWgefYSxWdUOj1Jma5Ufu9vtuFDtVpwvOvClPPbbv1/9e23+c6bbl6rwKEhAaoyI9Tcb3Zi6vq94RSeik0BoDYGGyUkvtzrwGeqbj9jQs4IttlNhgw2Xf0+FCHJ8NxlzgiM8+zJlOtv3wDgzuEJp22XncdCtfI60MKsKjrqAVj5FXMtxij0KJThnWeW4wYMJPILqohK8uulLdvYOArih6CXumo7+xpofU3VitYEmSVQ5cBWD/ENZSoeeq+gbGjl6pxccWRuclbH7jri6S6R3Oq5CFJOzJLEOld1eXrCcrqv6zHQcC16UB656192xVS99RKXnnPVifPjgOPCjXHnS1/hzTe+rGuuGEv/8Kw0L+fzFQdTN6/LsqBQVcKzFXHTrzJOSBJXzchzd0/pYkWqP/udhEhVIlcI0ItsDFbdhVXe6HmGzGZ6fvM5kcKRIKwY6ACIK4+eQD+Jav5hFLYZ/qC22JWo57y65XH0I49i4Z57rs0r8rwGWkJZLklVBUvigN/6DdfHcf3QbYSLwrJsGKWrum2/vhrGfObFKwCc29wmbFi+lUcIgw4dYQ9CFsRqrbZR2Cpd2V7AQGvnouD9pttnVqiF/8Y+iya/FEWU4i/N6wo/XsOc17a2tf0e7IeVov9rwB/DqRS8BfzH1toT/exl4OeACvgL1tpffacxPM9j2E2Ik7ilK/O8EZGgrV0T0FHnY7K9QyjG56gRWzE+o2ec2nFna0Wg7HR04wY377hE2s3ZnErJw0JueSeJCbUvpgtDX2TOnrFMRIiZFllLlnL4wGXnbbbESFOwLop2Z/XrjNo27n+NlzTTq979IMFqbOvTdrgFUY8qdd8XyF2sy5yoyabnOXVXYihpjpVbWk1PMUM3F/PGk5jP6JyRa+/lrb5gmefNwUVgQgrJsSVSc752JuRFCaQs7rzBm992Sa2TbMrpA+c+b/sVKxGhzvRtk1XOUh2Ac2tp8MNplZEKguv7IV3BySPT4E1qUrm4fhBStJGCadwFLJApJMhV1Qk6Q0LhO47u3mXUd6dg34vw5SZ3o4BAeAifhpPD4ItDwdiCymug4DWZQshgZfH8JjMtyrsoJhABb2UThjrl+2HAqTpsG50NPwS/bDpDvZZi7tLuGT5yWYzeYYRvm7FLjZG0OI7+YIcolhdTeyDNEVvlbIhUtl+5d6FMI671HcL0uDtjklZ6JhW+cBGzZU0gr+nd2g8rRf8l4GVrbWmM+avAy8B/YYz5GPAzwEvAeeCfGWOet9ZW/ADzPRjGhpqahSZytpjS6zk3KcprhmMXKoQmIgylTtTUnTz/IUhp3CdQljnaOo8NXXtysHePmyILyedyDeuCwUglwLpkISBMmaeUTS7CWI6WzqWPbBPrVpRyk01oKJUBDggxKpeGQYipG0EZ5RzKh4u0ylJ8hUQ2Lwi0wdWitQ+iGNvoGQ6HGNGT+90xq0DxdxK2ePd60bR9L7AnbhHM0qJlDbLGPmQTskVbUm1Yeeql5RV1jK6qFceSe7cBDETr3sWyEnR7orLvfFWBFnRN1Qo2lsVDzctVlWFpOh/dnIx7Qw4bpmY/IFZvizXmEZhz3ZKTNGJAebpi2ShWZSuiROvCBvheo7JVEqpcbRQGmiho6AyJowS/bsBUHoWedRAElFmz+bjNMs9W1HqJ49CQNZtXXTMRkclcDFK19fGj5gCIWnr6j1+7QE8HVRJElBIP8gQJp4RAYY4lINB6sXnaqoxZryKOXdicKXQ9f2GX3Y+4sHl3vmQiBuv5YkXla95WJeH8vQUEP5QUvbX2/7HNNgf/GqcZCU6K/h9YazNr7XWcUtS/9Z6uaG1rW9uHau9HovHPAf9Qf76A2yQaa6Tof6AZDL4fYPKSxcqdyunE59zI7XaXz263PHplkWEb+Te5RZYKlEQiKtoEXnfYYVudenloCHRUHk5c8m22mLXCIuNuwEodcBkVvk685apmKgKMDRGFrGYnrZRYvZzj0XBJ1tSPuPyeTkW/oY8LfYwaY4yJKUUmEkWd1mVutArrYk4gTAO+13bk1dmKXtjoKvrEwizUE2lKLmuMwocyg1gup2/8VoehWqUt/+WViy9pLi1vvOmwHoP+mEJhyaYPRqFNykP159ATo7bvUSgxGBtLrRO461sKZddNnoPCpqaSkyQho77zBMPIp5br65uH55QBfL8BAOlZ+x06Aj3spSnVwJ3SRe212grWjygUhka6D6yP32hb1ral9KtLD6sxijJrG71InUdUeJAJIJXmllygtrq0ZArjlupwrEyFL8BWrxcSCYdy7sIWy6k6HAchgbzaWp6UqS25OjGDboeH4WaXJkttbQxq7vIUinWBFy+6sLmcrLh721WXFrZuxWeSQUKx+oGO+r9hv6dNwRjzC7rqX/oh/u/PAz8P0At9vKrGN75DYwF+aKHRT4w6LftPmefYhvu9ecGCiFq3YmzcKv54QcXGljrH6oxIrayeqg914JFrgQ2SiONEDymHUiWy2tRMZm4hDIWLX03mBHr4np/QdJpaSyvC4SVxG1P6DU03jggV3MJEWWbP9whU4my0DI0PdcO/5xmMQqUg7LSiSX6W4mszHCRuEdybHrC6o1h++3yL0IuSiFjhzMKz9FS/Gog2fDbJiNWVmWHwG45CUmrlKyZ5wagf6Dr08lcxhTa02ItZVc3C7bbhVtDJXDwBLSqvrksCXYNnKzxlyE2bW3DWkLp0BOLpdAcU2rCzrGrLbYkfEfpNqBS2brdnRZ5qDHXWyMt3sAKw2TjEV/t55Yf4Wke+2pftMqdWGBfa0oVhQGYrch0MxSMKUmG3qSxYLl10m9758TlKrWVrPQKa0KWhi4/xvKYSVdNUEI3x2xxHVWVYr5Em0DMdDDl72X02mS/ZfMuVRl+7d9i2atsswgu+Z1LfwX7oTcEY87O4BOQftg/7r9+1FL219heBXwTY6kYffv/22ta2NuCH3BSMMV8A/hLwB6y1y0d+9EXg7xlj/jou0fgc8JV3+j5H8R7RiyOkmUEn6rc1aD8IsZLtTs6cw5NMuid8N1kFbZ8AoEy1KS2dXiPI0SOfOfc/FV3ZRu3ztmi2T5cLFnMx/xZ168b6GDrC3VtVJMo8xUo92asjIl/uIB6e30CJq5YxGLntgR+1WW+/9trvoPTbxGbTDFlnlkoJLOvFlL67j6KoWhqz+WpF3VynQpWzSZ+8IenIlmTyPGyasdQJGxqDWMR5ULhO1PHmixSVVItnNVHTx5/lTBbuEYd1SVcueL/jQpuw36dJI2ehz0An26oqWg8ioGo9skyhyHR1SnHixjtcLUkELDKY1vMy9mGCsak0xcMR+C70GWyeA/EirIKYTDyVvbiLfEk8JfWiICDWGFVetj0YOTU5jeZjjVWiUA4NfhK1Ycl8VeNJqjBbZpjGrWnORN+nq/Cxk0SMbAN571I0EOwgaunxC2nXBXGMFe7DWp9a3ZCVX1DK25weHVG186J76hT0hq4S0R9ucH7svKmitkzFNdLzIlbv8cj9YaXoX8bRxn1JE/OvrbX/ibX228aY/xX4Di6s+PPvVHlY29rW9nTZDytF/3d+wL//K8BfeS8XYbAEVIwHXXzBUpNBRE+CoJPa8uCNGwC89s03ubDjKMYuPf8cAL3RGF+q035VtzGwNQGVdBGMHzBTruGtI1dMuXc44cHU7ajzxaytqxsfQpEvdPywTVzOWq6DBYnq0X5QsdQp2B32W5GRPJuSplbXd0a/94iFXLNpSuCr/p2tqFXrLpqEQRBSWXf/VVVycDjV2CmIVaeuayp1kkbqVBx2feqe+94iiIWWBAwEOhHjyGMsaLZVbmDv9IBaYrXlcs7Ghhu7rOq2A3UUxlQ60Q6VcEtNRd7gPxK/hSj3Ox06HfcdnV7UehBZ130WHFWsxE1QZium1b95dljDw1O4SSpRs1Qy9jSdsX9PKMYLYyJ9R7gCXw1WC5Xm0rImEq9Ft+OBkn1pumKl07iqIBkol1Q1rM1VK08YeCWpktHTxbL1YrwGoehBpy8auE5EqOfw1a98hUOR5r5w6SN89JqDPI+HIh4ej4kaNe/AUsrjWU1XzFbuue/dO2A2cZ5VLGax4WjErvAPw60NPvvixwH4l7/9Gq/dc6zgJ3lG5L//OIUnbtZCXsHB0ZTtDTdRF85026vb6CSYC64LcHm45M6+qx689RsOfjvuRFy95CbnzOYORqFGXWdMTh2448bNCUcLN6mNK7q7PaInzcj5LODwVFl7L+Oo2QAK2r6DhbLMh5MJAz3Qnm9bHcuwn+AFzkUto4hZ6RbCsSjAzXxKopdjqztgY6guyShsCVmaTWFeZhxLFWp/f5999XPsjkZsqgpiMCzUPVnJ5aQOSFRxGAxHhArBIgxdtZ8/m3QZbrgE7NmrnwXgtb23mKmqczA74uTUtUgP44hYYdDmxhaVFm+mTezgdMmJsPrLo2M6etmSXsRg7HopNmxMX5vWuIHzbozYzJXYLAv2Jg2k3bRZ+aqu2v6P5iWNfI+BXvjZbEFX+pCTRcmo23DrrViKVq0WjuN0VtIR6MnvdBgolChrr91YbVlj5w7e3VEi2foFM+FU4jAm1qFlS8syfxwSHQaWRFWPc+MuWwo7NzY7BGqdzqqS41P3wgoTRVR08ZUo9sqUQgn0okyZPVL5Gm8rMZ1pfgpQMyuDccQnP/0pAP7UjTf4G//Xv9C81cyzJph6d7aGOa9tbWt7zJ4KT8EYQxKHnBQl3qmEQD4R0pNidFV5HF+/AcA89RmOXHKlSRYt8gn7912RIywz+mP385yKe9fd57PpnNTIRWskw6KEbbmz2+MRw8TtyrdP9xjotJ0XBUvpTbaufWlbnEJaWIJOkxC07N9ynsk33nyTb91yYUpPbmQcdTmnktUzOztcVrfb5vYWoTyWiU7Me/f2eEs6kHcnD0jF9XC6KthZulNwmIStRuGZsbsPP4BMJ3cQFSTyuisfBkIeHkceHZ02R+peXB4ctqd/WWTUSqKdLHO2uw6NN+jFTKRt2PAGTE5TluKTqLFUYipeVaYV2jlMQjY23XdcueC8h+1ehD3n7v/m/l0W6aOnmRJ/lcWqXNg0nVFb7t51c7x/uuTGHXf9RZaxOXKn7e9/6SV2+26+GoTswWrCrRsiyzmesmpQjAZG5xwq8JNXLjMSNiTvNLqMNXhNSFeSCdEZRoaqkeFU4i8JQpSHxeQFlWDub756i2P9m835kqU0QiuxkntVTdRxnnBsAqxCnmw5hYWb229/5yYPDp33NhfB8PnhJc6IVu+ZnSFnL7gE5qd/3yc5/1XXwXn9wYxMIe27tadiU4gDnyvbY37r1gH7+sxLEopMoJkVfOt19/DndcBUCJpAmeLPv3CNZFuxug++QDHF/evsT13IsF9F9DbdJvP2bTfRb91+i0xx5nbX52zXLdJz3S4PJLyaraaEUjJKGpFT32vjvrAKiFRLP7r+Nt/4pqtm/Pb9fU4FM7gzd/+2X0/wd9wYF0dDFoICnR2MMQoDTsX8fP902sqpn1RdDsVXeRyn7N10i/S5i5fZuSCmqkYEN+wTVi5c6SYRPW1ui6KmEBNUt4rYFzR7+nXH1LzKUyxN5r2g0gaxqnL8hmb90lXu7DnXdyZwT5ZVZOpgjOIOM1G/U5dtLBtlEaU6VAPNm3dmGz9z42XW5Ue+1+qyJFd7+UrU8HvTJbceuOfvNr0dAAAa70lEQVQXhn3mlXspZrMlR+qe7AVvMvz0p908P+NeeIzh/r77fw+yFQthFmrf0JGo8d7kmGfPu5Dm2th1dV55/mILngirmFgVnN1uxIN587I1PR4GX3mpmpKp2qhv7E0pQrfZvMU+8Q0HJ58+77pSg06frXPq1djYolKYa43leOau+f5kyUKVjYZ569Xrv8m577ow8BMXz/KTf+B5APpJl09fdPe9P1mxWqzDh7WtbW2/B3sqPIUwMOxuhpibsFo29foOl4VGzLwA03MZ/IO04ETVhbH0DM9tjUl8wSWMTy3l4yzPqQt3im/0uyTKuJ/bdd9753iPUIm/2WLKuW2NHcSMhu7fDk4CPDXEjJse9aIgkIhKFOVYnZS2gt1LDru19eJLLASPzQQKGPZqzqrbc2MQEauqERnw5KUExoU7u8MznBUi7uIV+OarTk9gYC0D351A557ZoaOqSyisBDbFSJcyDmI+e8ERsry1mLF7xs1h2E04mkg7A+eBZFUF9uFpXTYNTMbjnOT2Ll++zPVjB6UNVAHYr5YghmprM3x9R2VrKiUMc2qMKjSHqiIMIx+6Gi/y8bxH4M1NB6PnteQqheDvdnrI7rZLEo7sDmdFWLI6s8Fk4U7Q3Ivak3m85SpVVWXxYzfHO+MjUrW+rkzM3pHz7iJrGUkRutENjfISX+rndUBbzdmIYjzfXZPvNw1OECs83Ey6pEpo9zcNhbA11KZNMG8/44hs/F4PT2Fs5Bs68jxNMuDiGRdWlDbiQdUgXF341BvEnBs5z+bqtWfpSM7eiw0vXnHP7LXDKSu9L1P9/k72VGwKxvPwuzH9TkymTO7y8Air7PUoCfiIFvrZwuKLWrujzjrf1C2B5XRxSiLAUlBV9AVprpIOY5XTYm0mo5euMTlRr1e5w1DhyHwxp+l6HoUxm9oMGuKOebZsS2XdcUwpafidnYtcuuoezLwqWCz1sgSBrjekozJrkESUymp7hIQiO9lQPqRO5vTFAtSbzYmlO2jJuKBcRDLot63RRda020KjPF57HrsX3UZgj2POSa9ytOrzeuDm64GQLTn38RS/29on1Ms9HHX5Qz/+eQA+/dJl+oG6JOW2f+2NB7z66mtu7HzVgqh8z2sFbqoKfIVgPTFLjZM+o6FepucqsnmDgTNt+dEARhtnQ9tvK8uoYS46PqLQ9XTO9LGNmE2asq08Tkc5kLOhz45Cg7OjMdNT55avrMflTbFvJTHnt0Xc09Uz8w1HynOFZcgFUeLvHU5bmv+mT6b2HQkQwIXdXaKO+/PZcsaw517SZNxnVx2/fQnuJF6v3fzquMQIJBdFCWfPu3fA6/bYFH/kcxelsdoJ2Ry5n/cDn0QMWPOTI7ZE0f+TL6bMjlTWPBGBzzvYOnxY29rW9pg9FZ5CWdWcnqQEkY+vjO7cQBA2kOCMkcgmNocxRt1npVSbi2LFTPqQ9XRBbtxJEnYNXZ3+6eoBm2eFT4idp7Dqgydqt4PlMXv3XXb3XmVZqAZtI9rOx2HP/f+u36VqsuIVWLFHh6EllDs/ChK68mQaefJo2GsbqayxLYGIDRwvA0DQEYfjMqM/FqlGf5szUr7uJjG+TqCiKlmKvi3QNebZDF/JvOw0ZTl1P0/iAZ990Z34F87scuGWqgiDrwJw8vVT8tqdKHVRtgCZL3z+x/n3/t0/6K5zMcUuXBXh9j0391d2Nzm85zyXo9NDPBp6tLDtCPWSDmd7zoM6ty2169hr8EM809ni8KxLsFospvmOICSWSndh3bVl6ZJYbvDmmS6BukQX1QQr+Hcn6bGr6zeCirOYEw3FojwMGIiTIzMRtapS4zB+RERGj66sMApHQ79kkTUUeSVV0/DWQLHrgEShgRfEjDdEkx9cYbTh7juuPfoDUfArKenVFY3GXhXnLQeGb2qSTef9BL2Y/kLPXaJEvSQkUlgSeD511VDVGyL1C5SJ4Yx4JXHFl3e0p2JTqK1lnqWExhKpAyzOU7LKPYDY9wlFkBJGPUqJtHpiWvWLjFiAuKAT4DXCO3mX3tBN6uzgNrHc/E7U5C08Krm14zxmXwCguIoJBJDxa0Mo8FI3asKIDqXyBdPVnPFInHl+Qqi41QsDuopP64bZJ0yodR9ZmrfoTS/wqTPlF1Ru5cHt1oVPNjr0++d1/2GLy08PjrCiLKoVzoS5waisdjqfMdMmawPLXFnr4YVP8JM/7kKJ4SWHCv1fkl0O7rgyFssDfuJ511L9H/4Hn+fyVef67r2dEyfS0Th15KkbvuGFay6P8vZbNUttdP2oQ9JzL14/6bIlGfWmGhLGXQbq5KujjHN6TjzkgsEYD09owlgb4aJIeP3WfQB+/NolxmM3bxtZl2nmsvYbm+foKn+UiufzcJbRl5vvVyEd5QzCKCGI3Xf7ZYFVi2KuSkaZ1ByKg/LB3RMyMTqVZUGsXELDFub7ENdNj0ZMoterlwT0FFZ1NzcYCHxWqWt3tcrbTkbPCzBWPRFJTCTx2mQwJErcus9zgd5qS6CqU5GtqAVcnKcZk2OFrg8ecKH/3hCN6/BhbWtb22P2VHgKWKCEyPNZyi0/maeUgqiWXkDUES9CUdORGlJFozI8xxyJKyHuQilVndqSKWnTDXqt6lEifGlouhQCppTelDgWecliilEde6MX0Zcr2tPPx6OY42OJnqRFq3doiFoORr87xqhjMkjUnVfllBJLWUwmNJD0ThxA4zWo0lEWlsWxO/m6vW1Mc37mBhpF5cKylF6hp1CqqizVqTtpFvNpK4ry3Cc+Ra7T6vbdmzzrfxSAj+w6V/Zn/9Sf4N4dpxnZm9/lEy+5Ovfzl58j1tibvR7lrpSw8xcAOFpMuLot3cnQcHTkxl5VK2Itr25cs+k3Sk9SRQpLMkGXwxzObTWJVNruQxN4Ledhf+Su88zlXUqFWKfzfc6qU7YMarKJMn+mJCoazgX3UZHCsXQ+O4FHmbrv644CSmEggk6XQqCuyUyJ66MTFlLxPsimLCbio1xZFkqKNxR0xoJn3Hd1ioAoEbdEZfAancfQI1ZVZqJEdLFatoQ6NiuptGaz2WmrapYkBl+ecdzwQPoGtE5ZVeTH7jrjyGczkeRBHXB5/N4UotaewtrWtrbH7KnwFGpbsypyyrJs0XOzxYK5GGn7cULdJAqSCFTHra3KcSXkQv95NiJSUxW1xe47BN7hvOD80h0bg7HbC8MoxF+6nTgNQ7bHUmC+t8d85k68M4MOO1viEFCZKwothZKgZW7xuu5zr+tjlBizodc29qRqaplOD8kbWbLFio0tdzqYOMJv+AQql5CrTYfF1F3DJoawkVXLcmyDrDQ1uXIbgcqtRZlTBu4E8nsR/Q2Xi9iKN4hUpjJVh9m81j25+78WpFw6405r75zHeeEe4mpFqHLgqNfF9Nx1nvru2YySiJ2mpr/a5Kag4vNlF6NntrQB+goKkavG4ZBaZU0HqfaaR4ZpSN9qSyMVHouPYPfsJQKV/W7fe5urQiym0yVj5Su2Rj6J5itVk9QyX1JKGGdRWTpqmCoyQ6wEcrVMqXR/eUN95gcEanLrMaBz1s33jZP7D7Uhms7eCPKZYN7ZnCx23kjIjKDtjl2wLOUBC+7cHQ2I+s1pnhEPxA2ySFgcuvVrhzWm0b9sVKtXqct0A1QltnbP3VQeAyXTf9/HL3LrgVCm79Keik3BNx6jqMu8X9AXbVcx6DCT77fdy6hrtQOfriiV1G+oY01giMSttyhqHsxdQoYMUiWDzGjATBnenpJPoUebIS/zAk94giDwSJW1rqKIsFGDoul3qNvNK81hWrjv28pz8NxL4U+WHNx08NkbNxzYJLURF55x2ftur0ehh5zmRauZeLrnKiCZHTCfuD8P9vYZaAPxSkOphGhpixaXX5rmBUwJNIfJcINPPiMlqHjMqHYbTuKNMWJEzg8l3tKt6AUuAYZ3ysE9B+iJIwhFYHO4t8+dt952f56oGlBZDvedtuHRckqhRNvWeICn/3daZPjK1Dcy7Pn0lEzXHq5qvEa9CwsNBbqxrVBLQ32ZbHTY3nFJ0uXRTQ5OpZ9Y5XT6oj4PYmZKRt9Tb8TNu3v0RPm2uTFmodDFzieEtbvvJOqQaSMvlLiN8VjMpRW6EfDmbfe9N1cpRXNPTWSXVlRKlOcl1OLgtF7NbOaeZZkuCJQEbTpYq8KnRt2gNiCTylY+O8EK+GYXe3giKAt08CSh12qPEvu0CvfFgsGWDk6zQXX4GO/yO9o6fFjb2tb2mD0VnoK1lqzOHbOyIMPFKmXalGw6PmYl1NmmRyDIrOm5pBfZsiU8rdOKTO51YEL6myI48TeI/Qbf0OyFOVaNPVVZY7Tzb/b6bCmU2Ix9BvIgfLmAeVk/hLZ6PqmSjnfNLcyJu/7T/Skn8khOlSx69uMfo7fhkqSnR/ucThzJiH+vT0cNSIcH7lRKraUbuhNl7+59FjO32ydRB19e0Wq1ImiylbqeQb9HIjimN+hw8VMuoWhXCXXowodBnBCq9GYaxuXSIxSy787NiuM9ofiijLtvvwLArTdvcePQnbynwkf4NmW+ElOx9QiaEKvTwQgJGhvTkq02UOq8tjRiZn4cUmQNsalpy6tg2iSeOFnZ6iX0Nl0ZNY9+m0KNVtOlZSBXepbe5/TI6X4eTtx8xlGCEQdGEfUYxg/D1EaOLa1zMiUorbAl4cinFC7i9u1DfuumwtFZRkfYkuZyU1tzoBrw0eyULSWmT+YrQgm8LHsjtoVVqZV0XR7MWnbpjulA5ryROOwQiIfCMzF55ryiUornxq/x5EIVRx5mU2zVi5pCsvTHp3f4znfv817sqdgU/MBjNO6Sz1O8kZvoB/g8o/pvXkEsquvldEpsBU6Su2sij62z7mXbDLotlXdaLJkcuIdYhRG5qhkqQROWSxqFkMwuSAMBSPBIGjKNwGepDr5I2PNpnTObSgwmSoh6arc9nvOd77jFuH+6YqIcxkevCV68s0tX4jMR9UNWpLpiduLAO5decO5+0Ntgtt90JM65I3WqfuixqcVtQ4uvXIJRDL1czKiUXwlswXO7LqdwfFiRK3vd63iEir/zhuq877W18mh3h0wu83EQspDqU9npU9ZabMrOB17KGYGCCDxOpMV4fHpKpJfCBhaj7wgbApwqR+8GnoVAc2xwGpIANeZhZafZhGvD8JLb3I5eGdBEy8fzPW6eCOo9PyHyVfFR3N/ZHFNoA809j5ne5MqLWShMjYKgdcHnYrfysxJf/TjTasaRqkdFVRMrhIzjptUbDpSLOjk4ZdlTn0eYsFC3p01K8lA5CgkkD2OfqmnPtxVBIMxGFOKHDUV9TV2I21FhSV3mhEJZZYHBWzVM4j5H0j39netH3Dp4lEb1nW0dPqxtbWt7zJ4KT6GqLSerklkNfTUrVbkllztok5CqySp6CfO0gYE2blafsMn2LI+d5gIQ15ZInsB0tiQVhiBVMqkfWgI17ZgoZiBXOvXu0hBF27zGasfPVBM+2J8wE3xse3NE1G2qEiXXLrlk1+7VLQ4OVH1QdvvgaELcKBwXGX4rZhEw6jd1aneiLNLbrV86L5bUwhjYMCRTMiu0AYJCUETSNKgjQuEq/MgQq8FqQMr0SC5SXRAqM26FbyjLmhNl5yvPo6vGn8BP2RUHhJ8eMDsVQlTkLraEXCFBbDp4kcK/usTo83KVt6FCIx/ne34LZw7DkFLhk7UPBWdqLA0hcgPTCDyPq7suJPz6osIXZ+K3b+5z+ZxL4l7c2mqTo00CtxNFBFWDMSioRX/mez6pSGtCPyXR2kFaD6v8hLmQtdn0IToVaNmVo6bRLglYSEpuL13yqdCFt8MzPWKxSs9txt7eDQBGm1fcNZiQ/OhAc+i13mRtPQYKx2q/dkrWQKG5H4cwGAlWXYfYWHO/rJmdSuRoFNJpYq93aU/HpmBhVsDS+qSK68cbAYGEPGrPb9TJMUEMUmTav+3i7HRxBzN1G0Q/iVvCUG9guXfXOZjfuHsfP1CGVwvik8/usjESdjwJWohuUdf0FZcvqxwrue9UENfpseU4de7zsoDnRMQ5iM/QkZubbG3TNP69cd1dw73rt+gIeNIdhi2RqpfnRGrPbdzd0+OSydzd38H0iC3Rd9e+T6mXLUqituxnwsZdzhGknl5n0PJHmsLSV3dhluYsVaEwCjUWfgWquPR7PnPlT24d38d74GLSk7fvMz9xWfRQOYVJWmLEFFTHlqARw/EjPLm2gfHactpSIUzX1njS1czzkpWIYCtbtSK19pF2aglPYY0hUVt7dGaHt19zlY+UjIXCwyoZEKqcO9emvyRjWTW9MhWhdv1uv4OvkOZsv0+hnFalnpnlHKZq22YjwdzXNVX1w9Kgwq5uGGN6jYhtzUK5qPHl82wqlzQ9nPPtb7s2+Nhzz/ejL3yC/uWrur8aowrOyfEBt777KgD7s2OWChteEHvVmWd2MXoxqn5Cs3Ouijn3rNuc7p0sOSgahcd3Z+vwYW1rW9tj9lR4CgBYy3JV4AmKTFkxkZu/SEv6cme92CNWTXdjx4Ft/PAKNN2CR0sC8R16ow5l5dyyz/o+eSMXV4vjcBBSyzM5LXKm6puvAgjU6358d9GqHAeR3JU0I9VpdugvefvmDQA6O9tsKOnWiRMS9eQnwlicbJ8jkPRXb9hnJPKSeLCBLzc+nTkoLvnrzJQ5/8SVy8Sb6uo7PUGHP1HSwfri+dPp6W2MiEKFF0kH/IYgxKeSC1GyIBSPwlJLYDqv8RL3XSO6jM45F/3+YkZsBNfuDzmvxiQjCHZQpJxIUGae5vhqmPJtyVzz1glDVvIQTlVRelDWBC6JzigJWa3cyVYWNQ3be13b9hRuwFm1sfSUoRx2tzhVM1N/cI5az93v9Ol3nWe1IU6K0him0tssirTVqAz7cQtNtqZqwWcr8VzmlNwW9f31w1lLAGOMod9pWMOFdfEsRjDpW9M5O7ddoviF566xtaGGtcTj0qUrAAxURTLzY0733ToNCUj6gvSfLtmQMxJtdjnzjKNb6/ZEa++bh5Wo6YqFGqm+9jvf4je/5SjfimjB/RP3+bu1p2JTMMYQJQFhbVkICLSaWKKGFWn7LB2tlM2qaONPUzfAdosvt7u/3QWVHqu4plyJsrtv6DRConK1bVmgtUpm4dapWzSr0yVXL7sHM5ut2jJT3bi4vk8tvQS/mLF/z5XpPrK5xVbgFmFFSaGF3iAQR8OAbOo+S2+dEJ8ok905xiikOXrDlf9Wizmb0l4IE49Mm14ZhgTqvsx9S6kFORiqNTcIMGrlLssCT7GxH5lW+7Ayhty6e5lNxA3p1UTaNDY2LAOV23Y2Q2ZLkZrMN/H1soS5Nsi5T6IXaeH5rZZmvTKtmGxaGU4Eskn10tR13ranL5cWT659VZbkUmGyXtjmceKG/QgoxZp08TPPc/PV/xeAyXLORDoS/nLJlV31rpSNS51RKb8QBTULsa6GfkUi/Y3QK4k8dShqveX+kJX4GuuTU4wqDsav2VQ/xrLRzIzDVt2qtD43JAlwb1kzTN285AZ6Er31tb5tWjI4u6Pn12kPH2sO6Q3cwVGaJZ5yW02IWVoIQne91i85OnRr5H5etXqpdx8sHuGSfHe2Dh/Wtra1PWbmoTbsh3gRxhwAC+DwQ7qE7fXY67H/fzD2M9baM+/0j56KTQHAGPNVa+2Prsdej70e+8O1dfiwtrWt7TFbbwprW9vaHrOnaVP4xfXY67HXY3/49tTkFNa2trU9HfY0eQprW9vangL70DcFY8wXjDGvG2O+a4z5y094rEvGmF83xnzHGPNtY8xf1OebxpgvGWPe1O8bT/AafGPMbxtjfkV/v2qM+bLu/x8aY6InOPbYGPOPjDGvGWNeNcZ87oO6d2PMf6Y5f8UY8/eNMcmTundjzP9ojHlgjHnlkc9+1/s0zv4bXcO3jDE/8gTG/mua828ZY/53Y8z4kZ+9rLFfN8b81O9l7PfLPtRNwRjjA38L+GngY8CfNsZ87AkOWQL/ubX2Y8BPAH9e4/1l4Nestc8Bv6a/Pyn7i8Crj/z9rwL/tbX2GjABfu4Jjv03gX9qrX0B+JSu44nfuzHmAvAXgB+11n4c1972Mzy5e/+fgS98z2ff7z5/GnhOv34e+NtPYOwvAR+31n4SeAN4GUBr72eAl/R//lu9Ex+uWWs/tF/A54BffeTvLwMvf4Dj/5/AvwO8Duzqs13g9Sc03kXcgvxDwK/gOEUOgeB3m4/3eewRcB3lkR75/InfO3ABuA1s4qD1vwL81JO8d+AK8Mo73Sfw3wN/+nf7d+/X2N/zsz8J/JL+/Nh6B34V+NyTeP7v5deHHT40i6WxO/rsiZsx5grwGeDLwFlrbcNZtQecfULD/g3gL/GQMmALOLG2IYt4ovd/FTgA/ieFL/+DMabHB3Dv1tq7wH8F3ALuA6fA1/jg7h2+/31+0GvwzwH/5EMa+13Zh70pfChmjOkDvwz8p9ZKpFBm3Zb9vpdkjDF/FHhgrf3a+/3d79IC4EeAv22t/QwOVv5YqPAE730D+BO4jek8jhDje13sD8ye1H2+kxljfgEXwv7SBz32e7EPe1O4C1x65O8X9dkTM+NYRX4Z58L9Y328b4zZ1c93gQdPYOjPA3/cGHMD+Ae4EOJvAmNjTNOt+iTv/w5wx1r7Zf39H+E2iQ/i3v9t4Lq19sBaWwD/GDcfH9S9w/e/zw9kDRpjfhb4o8Cf0ab0gY39Xu3D3hR+C3hOWegIl3T54pMazDg9sr8DvGqt/euP/OiLwJ/Vn/8sLtfwvpq19mVr7UVr7RXcff5za+2fAX4d+Pef5Ngafw+4bYz5qD76w8B3+ADuHRc2/IQxpqtn0Iz9gdy77Pvd5xeB/0hViJ8ATh8JM94XM8Z8ARc2/nFr7aMsql8EfsYYExtjruKSnV95P8f+oezDTmoAfwSXkX0L+IUnPNbvx7mN3wK+oV9/BBfb/xrwJvDPgM0nfB1/EPgV/fkjuIXwXeB/A+InOO6nga/q/v8PYOODunfgvwReA14B/i4QP6l7B/4+LndR4Dykn/t+94lL9v4trb/fwVVI3u+xv4vLHTRr7r975N//gsZ+HfjpJ7nu3u2vNaJxbWtb22P2YYcPa1vb2p4yW28Ka1vb2h6z9aawtrWt7TFbbwprW9vaHrP1prC2ta3tMVtvCmtb29oes/WmsLa1re0xW28Ka1vb2h6z/w+PzK4cXWu9BgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5510/6331: Discriminator loss = 0.7682 Generator loss = 2.0104\n", "Epoch 1/1 - Batch 5520/6331: Discriminator loss = 0.9820 Generator loss = 0.9013\n", "Epoch 1/1 - Batch 5530/6331: Discriminator loss = 0.8785 Generator loss = 1.1622\n", "Epoch 1/1 - Batch 5540/6331: Discriminator loss = 1.0878 Generator loss = 0.7750\n", "Epoch 1/1 - Batch 5550/6331: Discriminator loss = 0.9883 Generator loss = 0.9418\n", "Epoch 1/1 - Batch 5560/6331: Discriminator loss = 0.9763 Generator loss = 0.9276\n", "Epoch 1/1 - Batch 5570/6331: Discriminator loss = 1.4406 Generator loss = 0.5057\n", "Epoch 1/1 - Batch 5580/6331: Discriminator loss = 0.6745 Generator loss = 2.1924\n", "Epoch 1/1 - Batch 5590/6331: Discriminator loss = 1.7306 Generator loss = 0.3357\n", "Epoch 1/1 - Batch 5600/6331: Discriminator loss = 0.7905 Generator loss = 1.2242\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5610/6331: Discriminator loss = 0.9004 Generator loss = 1.0685\n", "Epoch 1/1 - Batch 5620/6331: Discriminator loss = 0.9366 Generator loss = 1.4878\n", "Epoch 1/1 - Batch 5630/6331: Discriminator loss = 0.9137 Generator loss = 1.0131\n", "Epoch 1/1 - Batch 5640/6331: Discriminator loss = 0.8457 Generator loss = 1.1182\n", "Epoch 1/1 - Batch 5650/6331: Discriminator loss = 0.7107 Generator loss = 1.7796\n", "Epoch 1/1 - Batch 5660/6331: Discriminator loss = 0.8727 Generator loss = 1.1041\n", "Epoch 1/1 - Batch 5670/6331: Discriminator loss = 0.7397 Generator loss = 1.9836\n", "Epoch 1/1 - Batch 5680/6331: Discriminator loss = 0.9497 Generator loss = 1.0898\n", "Epoch 1/1 - Batch 5690/6331: Discriminator loss = 0.7651 Generator loss = 1.5609\n", "Epoch 1/1 - Batch 5700/6331: Discriminator loss = 0.7117 Generator loss = 1.4839\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5710/6331: Discriminator loss = 0.6963 Generator loss = 1.4964\n", "Epoch 1/1 - Batch 5720/6331: Discriminator loss = 0.7526 Generator loss = 1.3091\n", "Epoch 1/1 - Batch 5730/6331: Discriminator loss = 1.3256 Generator loss = 0.5539\n", "Epoch 1/1 - Batch 5740/6331: Discriminator loss = 1.4586 Generator loss = 0.5057\n", "Epoch 1/1 - Batch 5750/6331: Discriminator loss = 1.1770 Generator loss = 0.7814\n", "Epoch 1/1 - Batch 5760/6331: Discriminator loss = 0.9121 Generator loss = 1.6931\n", "Epoch 1/1 - Batch 5770/6331: Discriminator loss = 1.1183 Generator loss = 0.7251\n", "Epoch 1/1 - Batch 5780/6331: Discriminator loss = 1.0458 Generator loss = 0.9925\n", "Epoch 1/1 - Batch 5790/6331: Discriminator loss = 0.8630 Generator loss = 1.1101\n", "Epoch 1/1 - Batch 5800/6331: Discriminator loss = 1.2419 Generator loss = 0.7308\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5810/6331: Discriminator loss = 0.9458 Generator loss = 1.0312\n", "Epoch 1/1 - Batch 5820/6331: Discriminator loss = 1.0027 Generator loss = 0.8246\n", "Epoch 1/1 - Batch 5830/6331: Discriminator loss = 1.0157 Generator loss = 0.8618\n", "Epoch 1/1 - Batch 5840/6331: Discriminator loss = 0.7342 Generator loss = 2.8499\n", "Epoch 1/1 - Batch 5850/6331: Discriminator loss = 0.7910 Generator loss = 1.4373\n", "Epoch 1/1 - Batch 5860/6331: Discriminator loss = 0.9050 Generator loss = 1.1347\n", "Epoch 1/1 - Batch 5870/6331: Discriminator loss = 0.6885 Generator loss = 1.6523\n", "Epoch 1/1 - Batch 5880/6331: Discriminator loss = 1.6433 Generator loss = 0.4554\n", "Epoch 1/1 - Batch 5890/6331: Discriminator loss = 1.5266 Generator loss = 0.4616\n", "Epoch 1/1 - Batch 5900/6331: Discriminator loss = 1.1397 Generator loss = 0.7534\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 5910/6331: Discriminator loss = 1.0692 Generator loss = 0.8953\n", "Epoch 1/1 - Batch 5920/6331: Discriminator loss = 1.3769 Generator loss = 0.5692\n", "Epoch 1/1 - Batch 5930/6331: Discriminator loss = 1.0262 Generator loss = 1.1483\n", "Epoch 1/1 - Batch 5940/6331: Discriminator loss = 0.7311 Generator loss = 2.1331\n", "Epoch 1/1 - Batch 5950/6331: Discriminator loss = 0.5948 Generator loss = 1.6282\n", "Epoch 1/1 - Batch 5960/6331: Discriminator loss = 1.2495 Generator loss = 0.5818\n", "Epoch 1/1 - Batch 5970/6331: Discriminator loss = 1.1274 Generator loss = 0.7286\n", "Epoch 1/1 - Batch 5980/6331: Discriminator loss = 0.9279 Generator loss = 1.9561\n", "Epoch 1/1 - Batch 5990/6331: Discriminator loss = 0.8255 Generator loss = 1.3639\n", "Epoch 1/1 - Batch 6000/6331: Discriminator loss = 1.1421 Generator loss = 0.6972\n" ] }, { "data": { "image/png": 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moxEMYynjIsekCGP6srJ3H/ayl728Iq+FpQAPOOvhhUdJQNKdSY2jRdDy4zpHQTARnIW3zPnSRJJOw9H88oNJ2QfvJCyDRG7oEkBEM6jnXQ9Jc3CQBpI4ht50EMxKVFWGkrvDnFbAxapPEfeDxRgL5qOLrIBjcM02A0zHYCQDilL5EP3jfQjDiKG3QMxvd2HXcQJw/FI6D0GTM8skKu6e/TMJLxjtrggOsj1GL0GKI1ZAZxng6TIMO2RhyzEoqfDunZDP/rmf+QCaO9vWWGQ0+fthgC6Ib+g4XmNgmHHxwoAGCMpCQkbLSjiILAKLGD22Dg3H4LyHodsxUQLOhzmcVwWYjELG/Wsrh7RTZkombIUXA8C5kDqD4jy7PmRthB8QBycHBdOHZ6L0CBOiQt97eBdZEbJOEY1o/YCSmYMtLHKmQdTQo90GS2HLDBe8j3FKZBCIeMtZUWHJ++uGFoON34fzagfkDIweTWo8pMswG49xZxI+327WkEMEQ/EZKA+VhTXStRaSuJfcSUyjC2m2KNVXK3p8LZSClMAol1BKwtAcuh063PVEtnmdoMJC6YQIKywzB1kPkY4dIBgzsKqHa2lqiQGqZfxAhUWXeQNjwkvojceGubehV/BcbBAemqa7peK53i4xiYCeqkjppsF16GkyOtsneLAxYdEo7yEjjNlKwFE5WZ/cCsuUXed7CEdXxDs42nTD0ENm4V7LXOK6C8eX/H1jPAQVXa1zFMTDu97CESDjhcI1U5ErgnFKCbz1MLgMh6eH2F5fhnMUCm0fI+4GA81SegnIBNBR8VZawzIaXuQZLM3uQSkMEd7M+yiqDGUTTnKz7bHlmJUfAnALAPIcln7yumVKszFQdN3UooTUYfyiVwDNaz8AVlJBEIQEuYHwwQV1mUx1ENKsAU9XapKhWhJFS+VsxQArwn3YwUPQBbG+x5Yp7A2Vv3E+1W1sux4FMzQbt4Kh29TYHkfcZO4ehfEcLuYYE5B1VFa4y9Rjbz2qnNkHpVLNi+P6X2226Ig8nWQKJWMNGitMa6Znuw5Xm5A9+7Kydx/2spe9vCKvhaUADygPjFSGhqZYpufIy+A+QCgAjOpWdQrcDY6m4zaHqhkMchKDoznnBKCinevRM7gkTDR3AcMCpUEK2GjNA5A8h8QAJjYwyuIu4ZEz6p2pAlUEm2y7EEkHMKy2GIaw2+zgvhaGJiC0AGw08z0UrQJPS0JZgQEc0LbdjdM5tNwR8yKH4DUumVeflKMUcGqxhmZGZdsO8HQfejfsdjfuOuW0wMP7IYsyKwoMMvxuPQjoPNxThRF6ydoHZgsMPHJiCHprUdKEdYUFZAgES++xamkpMCh3OMpgbHC7oLboLrmzuwGCz9due6yHMOfKMyg3tJgxICyUgSKkXWgPSfdAVQp+oCWXO063gs8jQEyi5w4shgrCh7kYVQXqaYAHHy+C2/HokUBJjMFV00HyOeVS4sX1dTgHYqUtEqZDqSx6hDisClamAuNpjjvz4BLcPQ5BxEUxRTlmMNcq1FmYN+P7VCpZFwYda0kMrVHtXXJLYBwK1kzoxuD03TcBAA8f3kPefbXXfG8p7GUve3lFXgtLQQmBSaZQFApLpmkymWHCakfTDaEcD8Bgfapay7mbZdUuNScKAcFwT++28NyhIIZUh24JKfN9SBcBoZipZTCzdApDTP8YizF3lfkoaPAsWyPnOdpmC8tAW2Nu0De0dGChOD7JHd95hJpiAMIrIIt5bI2G+AQYpiStgY0pK2cjehabzmBFa8P2HQbCmKOvv1oMcB35HxqbcuXwHtuWuAdIDLQ8XMI5OHS0vG4ub7HpQhBNF2Mg5ryFiKEdeAY+265Hx6CrMx4Dx2asQ82UaqWBCS2rS1orF+sOB5xDURVYZhvOvQGz0mi3HUQeg5VMJ3YDwCrZzeUaJS2hYjqGZ/RTdNiVFDNeAOUgbfjsZI6MlkQvPCwDhsILlMQZ9EwLmt6jZABlkeVomUZ2eZbKuiOKsfdIa+VwpHGgwjitVjigdVPmOsV/dKpQbVBxnFkh4RAD4Q6WGAhrLXJaNBH9qpVNMYcuz3bjgMPhUbB43vrgXXzyvYBu/LLyWigF6z2WTY+ZylJFXqkKSObbN80Kl58Es3M1DJgz0n58EqLld0+OUY4YfHM5HKPQhSzhRnzZbIkrH4JS66swuZfXZ2g24byt9Mi4iPtSp3K3QQgoVvaNmK9He42Wa63wDgkhNNhUJ+E6i/U6wI3hmQfPJOyaRqW2mESYrzOQNJMNH7jpetysmf/uh0TYsdp0uGXwbbXpcc1jFKHWXWeQ5bEU2MMTNOOEh2egatts0dF9iEDgIquhbzgX8w26bRhHe3sFlYfFXWcqKd9Yhfjk/AodA4NDPyDnS6wFIPgcmsZgzudzSvj06ekBzs4D+Of2i+dpbKIbIBn8dfCwHWs7iHlo2g5junE+99CnIXOghIM0BEvlFpo1AZ7ZFW8FHAPJtl/DEDfRmgyG2BB4jRGDxnfKcN6jUZU4DbRrcMZ7zYVA6V+FUh9UOe5RqZzOpqipTITSUAStGWdxwZJ6w6yU84Di/WdaQdPtyqscJgKdRA9imtCaHelLRkh4AY3ZPCiCsulRZWEchwfH+D33pWgUkuzdh73sZS+vyGthKZCkCr3zOGD1HcZjnDGlNdMFDo+D5p4ZiYGm9vVFMDm3qw1OT0PF5OF8Ak24q8gdZB805nJY4fyctfD8vVMTdFn4vLzYQNbcSYwGNxLUVYVmHX53cRV2iW3T4JDBxcXRGJK7+KAkZMN8enONhrvtmsVMWZ6hpxvUrlvclmELqmWZioMUzVZVaFTcoQcloelKyMwBNDv73sEyV9nSbF8Zn4J5BlmiB/Ndn3AavTHoYwowshGpHH/ww88AAI8/f4YumrBa4c0HoSrVLWo06/D9D56HlOXt+TVaplZLlaOahSBaLndpVqV0KuyxTNPVucYp8/Hl0wyapm/TNYme7mVykp5zOS7nWDNte/38BmdnJJQ5mWN+lxBzVQAsRio4P4Np0UcoudBomjCOq22bkJey0OhppRxyXt6sJyjp5h1Y4MV1+HvX9+jpYsYBH47KhD2QxqIoI+uXQ0fI+s2qR5meMdebtRj4fCdFhlHFlKwbY0P37+JqjVW0LGIRW9NjTai4Kivocbj/o1rjzoJWinVYNf8AwpwBAScF6qpANGp7N6AoaA5lGvDhBbndrCAIzZ0l6LOG5gvUQqIkcEMJhTUncr1q0cc6B15jNF+gJPDoYHSDrgsR5/VyA0dfdXGwgOKiWJPF6HBWY8FrZ1bB0U/O4ILdDGAyP0Gngq/abkOU+tnlGvM6THkuBQb6+N24SLySgjHrrh9wHeMFHgkrsO2QYgpCSAwEXG1p4xZ5Bcko9Nb2CcY9QKCLWAFjEieYZhxlOp/g7Dzc/8fDNXK6Unmxy5LU+UPcsEz8hmW63XabzNkr0+HJdXAJYB1O6Ee/8eAIJWslYjmgyiwmNStKj2f47CJcW+kCOtZj5CIBfXJin59dr3HFqP/5+S0u6QYdTaf4mY+CO/nG3SPceRgi+z3jT34QuL1cpd9991EAKW1aj/v3QzVrlWuUZeQ8JN5CWRiumMOjCU7PwzO92LQYkRczuUazErNp+KwGgS3vdQyJljGc3ni0NlaustK02zFBKS8gIyOTv0VHBXhxu8SKGaZYr1JKBacikEtDUfEeTGrkRRjHxaNPMCcs/svK3n3Yy1728oq8FpaCFCGIVWiB28gtlwk4muWfnF3g/3kUatad1FgxN/tTJFf9h997E/UiaPu2HxId2abb4OxpIMC4XC7x+FnY3b5zGerLe9fjZhV2/4/qHA+PA6LvzfsnaIlCLLWG544Wi3k+vH+YqOK6pkPOIJLdbMGaI3z6/By/9b1AaL2KVGR2QE4cwk/fPcB0RnIPnaOgO3JDeO3S9LjdhuvdWoGbVSRLMegYXJRljoIBRsedPZtPkHcRK7HBQNSd9D6RhURy3HDtcN3rF5fYMArfGoEpd7yH8wNo+lJVlmNSRqwGMyACkJHtWkms+1jBBzyLnAQvrqAZDb9PSLEEUNFNmJZZIiMdNgM08QbWO0i6VTWrJLPeQW/Cvd69ew8FK1C7XOHChgDd9e9/imYTrIJ7770drtec49PPwho6O19CT8Pa6fUWT4helddLPDgKluN8RmbkKsfZi3CuRZ7hbY7nkdbwXAM1Xd6RUKhpaGRVjkqGc5yvllgxi7AxLpHNrhgwrWSBNTNY2jjMaIHYoQ+FcQBsa/H958FCGjPQPp1WOCQEvShzVBFQ40u0t2EdDX6Fo+kCX0VeC6UAhKozZx1qLoiitagZed2OS9w/DuxFjSiQ02cWBM1cXy8x46IajQt0I2YRWoOWx1rboyCO/AO6DBerJYR7CgD4nUcv8PQqTKSEwb37wRT1xiMG6usq/P4bB3fwyQ++CH+3A8osLmKPp1c7V8ESjpyzlNu7HIIIqc4LgGZibwbk0cclMOVmtcUmMhOpIsVabKGRRYB9ofC0IakoX0brJQZGvX0hE7FnqVXK7ERmZQDIqNCm4xLkjsVqsDiogn96cnCMj94IL9DBpMSyDwp1QndtmosEIPLI0TEir+CR2aBw8wwpZpBSoDpPtRilR1I2N7draN6rsh4F4z901XE0UaiLsMibVQPFBM9126JkabEZlclEj26ArI8xecAXU2jomhF+O8aGPJ3lBNDUVEUVrntyqNHdxszQFls+v7ECFnRjs0n4+3SqUfCelAEMwVKlzjEa8b4dUp3LiLEv7RXoSUAIiTIPc2/VFh1jDVYKHE6Cy1pPg2KdlAIz/rCqM3ieI3Ma10u6wtsG73z0I1ndX5G9+7CXvezlFXktLAUhBKpcwViPjAGz5foW1gTN+MbRHBVNJmcEyizQsc3IfTidZ4F2HYAzLSxNZmNX0KRee+N4ikNShy8ZqDusNO4wy7yqDiB92HYGuF2TFGshiD2IVsfJWx/i+JKUYPMSJfkAB1vhHkk66jsLvE88xBUZlTfrBgNhwtPxFMaTOr4ZUjCPf8Yb9yZwHeHD3YAtLQItC0xn5D6Ewq89DrtcJIu5utmiInp4pDRk3KGNTRbNRncJWnEwCzvmB3cPdkQtWQ2ZBavojTt38OGDOeelR3lO3oOY2ncFZrPI5jyBIb18keeYqbDjSUHILpAo4byzCSsxdA3uTMg1CIcZd9LGDNAuZgZIy+YdcpDmLRP44IMwtr6XuCB4SdczPPwwrJF6fo9jMHhzHNbLyewZzr8IrsR8plAuyLrsx8hiBS2zECoXeOuQFsi2w6+wT8bTpsW3yMFp+/BdqTVkFpvJaExiVebIoqKrsbUuZEcAKLqMuVTgtKCSGXgKFFmJ7JTHjCrcXbDYzpAns9I44BhEIWFlBM8Az56HQGq7NGivgwX8ZeW1UApAWKMCQEHwS7vpkPNlm01GOFgEfx9eIsvJlUgTNxMOA9NirlWQZBDKsgKaKbLqaIpJxrQmyU8OlABYkTYoiYyZAzusYR1TT9JBMPKvXZgu4zIsjkKarhwbeKb3cq0xHhMHbx10GUz6RRUWbjNMUhmu6Xp0G5ZqwyfzUZE0ZBgsDqbhPqblAmbNNJXM0dLFsK3DhvGDmP4T0qVq0NaZZKJDyIRCFECq1zg9Dm7Syd1T3CEZhzyaYZaTIrwskBdUWI1I7kh0GcpaYTIKx47qGpaViKUUmDAt2A0OA1NyjtWHzc0WjYzAKuCYVX3WKQxUrIUViejWEY04qktMyINpmyXAUvvMSTgXXpByWmNGZTA+PeH8aHSrYFIX0xL5jIpuew3FbE21mMOyzHjYBDewP1+iIVDr0vd4kzyIv3XdoaB7WHGOr26XqElWW5YVWrpxkyzHoMJ9HOQZnIsgq/DQvTUo+Gy8dLC8f11k0HSD7pzUqdLSM2uVZRqGTX2st1j5uHFIXFN5bbYNXjz5FF9F9u7DXvayl1fktbAUhACUlmjNsGvt5hwKBq1KkaGesGLSSQju6JFRGL6HYk64LxTyItKHFRizZVZZVBgvwq44rpjbnk8A5umzYoKhC6Z4v73B+jZkLS5ubiCouWNgUI9GmJNdWi4fo2GgaqTz1JzDmXUyza9vgqsxkhmYmhv0AAAgAElEQVRi7dxISzSkm5M+Qz5i7prjWTbrRNLSGSAnX0SuMyBaidpgzICfZfBRw6Y6ATP4RP3lbbBOAEBKBY1I1MF7EgI1LZO5LCFU7Jlo0ZKj0Uu3w3rQVPco4enyKeeQMaJe5xIDAVAOJllhq1u6Ys5iS1r6VdfjPunWZCfhCZAy0iSocBIn0XcknEGNac2gXD1GxoyRtMWOL0GSjk0VAGn16tEU43dIN2caYBuenxAGjqZ9R/hw3wP2SVgL00EgwhgOM41ZGdv6hS+fXZ5jXUb6dQ9hdgzOs5zBWCGgY6aIruvWDOgjG7fLYVlpakyEfAEqH6OMc86KStO1CWPda5V4RDrpoWm9bPsOT85u8VXkj20pCCEeCiH+jhDi94UQvyeE+Ev8/kAI8beFEB/z36+WD9nLXvbyJyo/jqVgAPzb3vvfFEJMAHxbCPG3AfyrAP5X7/1fFkL8EoBfAvDv/L1OJIXEJCuw8iYV9mBwsGQF0naMEbWrzCuI2I2ZDWBsL2AGIunMAE9C13JUpfSWWd5AEYU4og/sjEl5cOccJFGTriuhddhhhNigZGMUx4Ibb1xq+uHaFpK7itZZoP1BaGbbsZBqVgbNPngPSbYoY3sIZgZl7pA5+qI6/L4XHi17MxhncMDgonMKJX11+2yFYdhBqMOAFXoXIcxIDW0LJQIlG4DMAoJj27Dnwbo3aDdhQEtzg9pHtqEMLrYxEw5aRtMj/GO3HWzBAqaxQs6+hV0/wLEYqTU9QKxGE1mVhElYj6NphRHRj0UvYZn2U8qjJb/GOAZdM4sitp6rBTS3bpk5KBZPWSlShakjolXVBWgEQPothA1jLuoJPAPJ3gyJpm1YB6vCXd+k4CgymdreHcxKfHQUApdn5Cvw3RWQsCAWlvdfiCJVuVZqF9uJ/S4HJ1AQpViVGRYVrZjtNVo+32F7k5CesWWfhENPy9N2HgPjD6I3AOMgsh/QOb4bX1L+2ErBe/8MwDN+XgkhvovQgv4vAPjzPOyvAfgV/Ail4LxHMwxwzgJ88TZNA0tYseqGRLKhfZWOaQh06r2FZ+RVwGHE4BNyDzAgdnl9geqagKRFWBDVZA5PgFSzaTG0IUvQdQ1WW3ZaLmpomrCSykRnGS4fh+i1bnrMYvZBInEDQpcoWPnoC5rXvce6CxmOvjWplDuTo0TaEhvUQpRANIczhYFAJlFL5Ixq37QNBPHRsQdi1xog6DDMyjy9eJkQqePWYF1qYhpf0mbTYZ2xorC3kdkMZrjAehWOuW02iVLe083ZtB025+ecF4m+iHT2Mr0Uati1Q19vI5PNgCyClJxHR5fAwWNCsJTHBpZ0c88fEx8xKdFdE4L88DBlpfr1OtVXaJv2i0TY4vpbGGaPfN9Bs7Raw0PFg1UgvAEAwTJyay0M6ye2Bmh4/2/Pa4zIJVlT8R5XY2xauiJOhuYyADpYZGQH78yuWfLGRkIhDepjaO9xuQrnaJo2jbkaCihWYIo+umACFpFwCIiwqM3tElu+O6veJ2DYl5WfSExBCPEWgD8N4FcBnFJhAMBzAKd/xG9SK/pC7eOde9nL6yI/tlIQQowB/PcA/i3v/TIGeADAe+9F7Fv2/5GXW9FPy9yPygKVQ6LaUvCJzLM3A1zkzS869HQrYpVaNhrBqBCo6rzHhtVwqs/gZEzJaaxY8DS2IcwhXmZRHhoMbUz7ZagYwJpMazjuppauQVPN0OYhyKRtj55kIYVA6PsFQPYeRkbIL819ZVPxlBUSmgi8IVfYdpEkJux8PrvBNa2VST2BzuOOtwV7oaC3IvXHjCSihZYomf7r0CcuAC8lKu5QfW9xS3jwmlvURdPikIUzWhQYOMfXmwafP3kaHxpKukqG91FkOQpaZo1XoFUO6w2Uix2/B5iXdjQA0FLDE2JtTIs1K2KP8yO0xJyYTmBL+G8ktXl0tgJjkiinIyCnmZ+N4bkG+jLDcB3y9DL21cxyrK6DtZG5BjAM/tZjjI6jqyhh+b2j5dJZiYHPyY5qHC/CeJatRU326/El06LbK5SxSlJ4MOMMOShsiGqtco0ra9L1wjU81quQAv3h0OL0hj1ISx1bf2BRKNzGQrjI1q12Fb9WeCyJgC2KHAPTy/1mhTl5Fr6s/FhKQQiRISiE/9Z7/z/w6zMhxF3v/TMhxF0AL37kIKTArNQwXmDKcMFIS/SxiYpW6MkEFJrD0mSuQw7aSIV2E154Nwyw9L0G3yLjS1bXY0RKn+t1WBzVUEPHSL0VWLfhHH6QcIwAF+MZzDp27AlDWG43KI/Dtf3ZOXQZHoDoLBzNclVlwDpyMDK3bx3KgwCUyTqJm0tWGl70kPTLFd/yJ0+u8ZS1Gu+9k2OwdC8al4BarfTY0lmNXse0zEMVJMgMHWsUul03Ia2AlorDs6x2tWqwZr1DbnPMpyH+MptUeIsv72q9Rs+MCIvzUOcZSE4M54CO2QfVDthGjEHfpeYx0Z8uM5lo+TtpsWF/xMb3iXClaVrcElMSF/9Z16O+CTdycDBBySUs5zXKh+E5OJPBuPAsGyrLTFuUbKySDwWaFRm31tfwYI1GXYBeDtYmlp8HrAoArDuNkptFtd1gehiM4K4LZeTzIsPaBAXhrUNBDMFWeRSsEm28h2dwgzwwmOYFMlbPLtQhqpd6fmrGV+RojD4jXoRsYoMQcHSbeyUgWFfTDAolyWw+WEzx3jd+Plzob/3v+DLy42QfBIC/CuC73vv//KU//U8AfoGffwHA//jHvcZe9rKXv//y41gKPw/gXwHwHSHEb/O7fw/AXwbwN4UQvwjgcwD//I86kRBAriQmSmJEc3e17fCIGIMPJGDpPvTewjCS7WMgu65Sv0NdKJTMPhizhGO8ojg5wWZD028ZAjnb3COT4bybyyt0jHSLKochF99MGRia/wMhvN42qMrYI3yRgmHOWXjJYq2mR8vGMCKPSEkLzV28yEeoiLYb1BhbGyyhs6eh0KoXA0bMR29EQEgCgHUOggEq6WxqxCJYDeM9AjU2gpFgIwJRADVdm/W2S3wKsYrydtPg+iqMYXF3lAKRHgUy9k6YFxZt5DqgXbt1HRwRlJ3rUUZXqWsQt11rLGzEG/B3rXdwDNDlKoNhYO/RizPMuFMWwqGhC3lB9+Ky7dCzGc6Tmy3G7BYzMYBgkFdIg4z9LiJPpmsbjO4HM7oqT4DrEBxdfdHg/AV7XFTFLli3ZEs4lWPDqP5WCqg67MB+1SFn/4lhGyxPVUrU5Me87Xq07BfhvMKtiBRqPtHzRf4DDB2qWGk5qlAS09B7m/porMWOUEdFdnAzoGO2wwuFLdfhF5cbtAxsHn70Poq33sBXkR8n+/B/IBFQ///kH/8q55JCoM4lMuOw4U2eNR3658Ff/PmsRFPFgycwkcWH8OOxKTGZhDROWUlo+vteFShoBjZtA0mOxg3jDGK1Qc6HtVz1KBnPaJYtVMXFsWpTw5hIz/78+SOcLMICO6nHACL4RUHwYRhl0bNeYUVCEmFyVKNg4g6rDZZkZBpNt7i8DQtzyTqJmV6gq8MLcXm9QkX8/XhUQfBFvzm/gqN7oPlCXF/doCDOa5xJaBXdI5ua8E6VQE0FuCWgab1cwR2GhXm2WuGSUe/nz6/QMftwudpgGpvwxgpPCdDlhlcKI5KqHhY5xjFdqEaomUaOzVLaboOmjalTnxr8PF+ucJfXqEcaDVfYC8Z7WucgWbX6+LbDu6ckE1kPmJMkph7PQC8GfR9e7qzUcFQsRtRgSQyM1OhXkV5+V4MgqMTayx70tND2Hl+wf+TKSXzxu78DAHhyEZ6v0QaaFy6kSv0/PfyOOMX16IbYHCicF1akhsW+7QEqnsE6KJZGK++xZbuCmrEhJyQ835dMa3imkT///AxLKpbJuzW+/wVjQl9S9mH/vexlL6/IawFz9h4YnIfUMtG6P1+2+AGru779e4/xT/yj3wQQAlQZzer1k7BDv/jOH6DmTlOPa2QHof5fT0do2Lrt7PYZHpMvYc1W7ncPZ7jzTqimO1m8kXo3rn74w10vQttCMt88tNwlbteJiut0cgxNsBAqg+6WfHjOwxKd9OhJiITrYoSPPvwpAMBkdoAx+ypu+hVmm7A7qBsGlgqB558GDb/57AaSnHv1OMOLK8N72iSt7mPjGG8DDTqAthcAA6mjXGNM2rDmtsGdWbje46uwu/bCQLAd9+3NEopgqPmowpiFP+8sJuh77v6IwbcWli7YrXPQtAiyukpYAOd9qvUfNpH52SUqd2cNKu6Iq77FnDf1YFzD03I6IIDsctvilPDwUSHwzG44b1tcXoZM+FTnWCwCsEiDBDFHJSJVoc6vcUboeXd5hgnHXyhAESLvSIpye3uLjue4Xrdw2MGu/7ff/C0AwLgMY7t//wCaOAdfVbglVZ4QMgHuxJBjoPUybCOc2aMkDHzT2mQJNdZAkgpQ1zlGJJqxzHBkQmDFDE9nWvzBFwGO/WLb4O5paAYzuXMPQv59zD785MTDGwsLCclqsvdP5/i7XwST+le+/fv48E6I9L7zjQeJWz8/Cj75vNCoYm8Cr+Br9gysM1Tz8JDvPzyEIgGKZ5vy6WQEQQCNlxbrZ6GabPniGosPAjHFsL2BGmIpNvtcLre4vv0hAOBoXiA/ZLVm30LWTEnaFaaL4MZ89FZ4+LctsCTQp54+wIypsNPZFO0QYgnNNd2AR8+Qr8N4FqMRxqwMVUJhxRf5t8+WMHzpF4yjZNYgp6qQ2JGnailg2ZNCS48FF/8VezFe3bRYHoYXrCpzMJuK9997B9MhfL9uWzRE710xUzPbOPhYvmtN6puQKaCNzYuMR8Y08YbgJWEtYMK1O+MxPmANg5Co8qCE7CBRsEtY3t5wDjvYq3COw4nGsAz3VBQ1plQcD+/cx8GDoOxjpH/rLerDkELMS4nWPea1bzEjQ1KhGsTCkiU3pNVygIsoTicxYYziVkj86nlg1np7HMZQFTlqrrdsWiZWrFU/JFUiMoUxla9kXEpZiYrZiTzPoViJWfYdjGCp/aRGWdFttjHlLJMr+emzK7wgB6XQJeqTB5yL92HYcerLyt592Mte9vKKvBaWgoBAqTKUWuCwjpxzE0yZp398tcRvPvoEAHBwfwpVBI2v2D26HSxQh90lG01SEl3MpqENFID26hauC9o/W5CPYVxhSYx7s9zi089CFPni/Bpvfhjq8TVE6oQdg1d3Ht5FQYbfelFjMg9BTr9aAT21dZcDpPCuSANnhMH1i3CNR9e/kSC6Vb3rCRmjyS8+e4qbZ8F9GC1KDNy6z29a/M5FcEeWvYOiiW5ZZTc4QHJ3qbNxAmdZJVJFaCkVxtyNX7AZzrObG3zOnebh6QzDEHalzy9eIKPdLUYa64ZZC0be66pAL2LjHJno7jct4EjHtu16ZIhwa1aDFjJdQ48ylAyujcsBkriPq75HldBX4d+1sbjiHM2vDVYkqvmZ9+/C0qVrzIDNTXiuXQzmTWYY8f6H5RqKmYF6UWMyIVT68gJrZrGePyMKS2UwtA58oUHvDg08NK8nGZ3cKmBCi07qIr1crutT4FJ7j47Qex2BYL2DiK6WymCIN5C6wIRdyeRIo4tEQtzL21WD53xmf/D4Ek8ZEK4mc8wWwYVeyxJHezbnvexlLz+OiNRr8E9QqtHIv/feB/ji80/RMvVUlgVU1LrZCAOLQPpunXLsSjNP6RwEdwGp8lTf7+yQ+O+97eAiaSqLVqSSUMybjw+P0JCZZ7tewtFX01UFScje5ChYBP/ytxaYsMgpL4rkL95uVvjek7BDPb7aQJDj4WoZdp+bTZuKdhbTGpJBqdF0mnpRjJlfL6sK33j/ozB2MeAOKc9eXF6nlGw9v4t7H4QAbD4jsW3ToCWltJACf+M/+ffDOVzAcACh9+HlaldsFSZTpf6ScC5VLTatQc+5h98xNkX8A+AguQsaB2y3kSnJJbLW2WSUPp+QgDfLdOo5sV2uEg7l6ZPr2G4TS+sxuF37PiDEdeKSzaRIUGEpVeK90HkNz7ZpNvYPtS7hA4ahS6nRoV8BLvZuNKl61NFv996l72Q+hef3Kh/hf/nn/lS4Hovctr5F/k7w5f/2x5/ir/2dHwAA1tshWUq5kpgSk6ARuSc08ixeQ6InHsE5j54p485adHFN6lhc5RCrCKyxEAzS3z2Z4t69gN784rMXOH/BDtrn62977/8sfoS8Fu6DMQYXFy8w9D0E4k0OqRTUrrdAetFdajkeaxIEkEpWpRKBFJCfXewv62WCz8bqRDfYxFXYrduUx1fbDI5tafr1BoovWUdSl0l1iD7i2rUMCw7Ak8vVLqotgIYAKBY4YrA+EcRs2h0Vvd02sUcKbm6CwtJaY8lMxrvv38f84H0AQFls8L2PQ1ByvG7hqxDMfCBYQaccEOfN7RqEyEInu7AzLs2tjE1hxgqZjEzLAkrGbIeCX7KE23p0/e4YIFQD2giEGlwqfRcQqe6i6W1CtNhnIXicV3nq3TkpdGrVfqR1Kg3umgZbXs/GJrYeKYAnvdgR4DiVyGU22y0sCV4QX2gpUicoDw+P3Tkiw7RAaOoaDtr9GxWBbW9SVao3ElMGlT+7pSKcSLygy/c3/+8f4pJBUCllmotcCtQMKsYuY4USGNOVsFqi4mfvBDJerxUeOtL5MzO27los+Q54J3BG5f3iao1bdtQSwqYmyl9W9u7DXvayl1fktbAU4D2sHeCdS6bhMFi4SFQpZAo0CSEgSMwatbn3fmdGqgKxB5tUOUy/TMdGK0TKCMHr0i7RrW5TMEhBJUJM4Tt4IhkdyTCNBzbcwQYtcPMimI+//t0X6KlndVWltmEt4adFUaYOxfACJnUPdmhZPCQRzd0eZy9C+vJquYTxIeC0GBXQtA7WW4vHj0PaUhMpWYzncHQTbDskd8UNPkG+62IEbnLY0GVYXe3QnfNJlQhmB+MwGzEgBgneSuqfWBQSmvNtqp0l4dSADU1fGBvgvQB6E6HPBlnkQgCg+awFJFjvg9aIxFLtuTuOJxMcsljLGQvThms3g0Nr4nroYdyuKQ0AeKvhHNmQvYeQkXU5IFHDZ58qWv1LCJDEKOPdDkrtBmQ8x/lFsAieXOT4Yh2e2cV5l86rpISmSXqQaTwkc3VJ9+m0UJhMmDYsckwYmJ4YIJuHz14LlEwterpaN6JHQ0Lf68bie+chdfztR09hSNDjhEiQ/S8rr4VSsNZitVxjiPQ04MsvIwejgI9tvYVO7DexLbqHh0wPQKXfeex6JkopoeOLHi1Ok8FzMUo4DIlYw0FEFmQvsNNUfOGLAhhivl3g5jrCoC2yyPkoC7SIuAC6K8bumpJ6oGKsIvOhuhNIlj+UkejpT683W3z77/46AODeg7s4OGC2I9doluF3Lx5/DgB4+EEJ15InUBaJfdk5j5qLcVaPAZ57Q+gvvEvNZjOloDnMcZ0jQ3h5B+vQ0eyOJdQn1QhTsiuXRY6Wc/vo0zN88sWTdI2oSwyvq7VCz8W6kDUmnLfO++Tvl1pjTSh7fEePRyP8mZ/6VjjvRYvSBQX/6PISj1bMynQdBJVCPJf3ferTKQTS85UCECRZkTKDFJGxO/ryW3j/0ksV3RGR44Yv5IWliT+ucH7O6wkJ+RKT9oSu58PZCG8wbjSm+zQqCiym4YUfjWrM2EUrHzzGrBO3TqAkfmGga/DmWME2hONDo/p+cF2eXNzg7HYVLw3l9+7DXvaylx9DXgtLwXuPvg919NGsk1JCqbjja0gWyWid7VqHx2CSLpJr4N0maWipNcDeAkoqSGIWclbwOOES1ZZyFo7RaakAY3bRZ9Bk7Mjfl8FhQhRfVY2giYuYFDkyQl7Xg0HOnMIqchdYk8zoTKrETeDkzhqJ4Ll+GHYaWwg0JFy5fH4O8nVgNJ0DbJKyboNJfX1zjdksRJ6tADqSKOR5jiruUOMRVoRs69j52CkcsGfBYV2kDM6sLjGmDd4aoGZfzT/10x+Ee840NIuLVKXgaW08mY4wzcNAv//pM7xgVmJnyfqIwIZ1HjaPFoGEoUvjrMeILk8kL/nZD97Ct94NOXg/2uDZ03De06OTxI1xtrnCZRvh5rEJi4GgK2W8TR6BlBpaxGeSY8pneWMjRLvHwKyVh4f3sXrU4dNPAiryOfEBxozw/bPgrgqPhCGpc40H7Bt6pyjwDjNJB6NwraqaIiNuZFzPMCJzeZXJ5BY7raDZeduljJGAYBZsbhz8mwGF+3y9wa/87vcABO5NxXfny8proRSAoBggdmw0SmfJTch0lSLS3jiAOH9Hv9b1G6gUZZYpsuy9TT68kB6ZIhxXRkpygYjntU7Ck1lpGAxSqlaIdA7LF2xcTTElwGbddTDxfIWG5QPohwYtaxtiRFtImaLJMQMCAN0wpGrHeDElZDK5nfMYWCLdWotrMuw0WYPjWQByRZ+827ZoqxjDUGlelNTpfMvtJgXXp1QU89kopcrqUmNClTTOFTK2LJrND/Cnv/EhAOCdD4MJb9sOLcuMjbIwjLsIK6A+YApt8CieB9DWDWndyzLDNDbuHeWp/HxtHXoqdS2BGcf/5iwovW8cneDeNNzz5ZXHOydsCbAdYSCk2Z15SGrXAQQKDWv0URG6l1wGpZBzYxgphUqzipXl6et+gx2b2C7t6cyAZ4TWd6wp+f7NeaxAgcgVSo79eFLghPU6D8ocM9aVLLiBZJMaE/YpFaMMZRbBTQo53eYht9AsIBF5jJnJxJkpqwwHi3Den3r7FN95FriNuvPLxI/5ZWXvPuxlL3t5RV4bS0EoBYldflxJvQvwuAE2tn52Pu2qirut9zuwiXNI7MvO2BRF7iETTNnHaJ4XibBCeJtgpK8ElpzbsUbELslFmZqiPH18gatIGWYATyCMdTJF2mUM4AkBm2I+Mp1XQO7avmGXZYkRfv/S994aGOamXZ/Dx2g/N4PtssV0TgvFlgkU471Hwxb2k6LEiBZCzX+PpyXm7MY9Vg4jHyHaY0xZUfnRW2/jGz/z5zgH3FE3DRypzodui4ZFZ6JZY16GgrU7kwm+/ywUD/36dwKg56oZ8OaCtPWjPEX127MGA3e2WoY29QDwcw9D1R+shiH/wclsDifIhZBlKIhpbgsBiHDujlbVumuS9dfZATnJDKTLE6v0opjjJIKehnDPN3IDE8FNcMmSE0ImwslmFSyQq9tbLNj2fWxarEmNP84lJrQ2JiON6YTFe0wBCe/g6BPmMgOLMuEh4VklmSmdAGAiujYARoRMG61Q0jo6nOQ44XN9rkXq5P5l5TVRCoJgF5leoKHvEmDJmwE+vUEidS+KSEKlZHpYzu94Er0QibLb9i2WJOOMUXYldSILyV8y7Y34w6O10Q3wQmLJfgnn57dYEbE49BYd6aAGu+Nm1Al445GwMXBpbEoC3se7ieW2Gj7GQ14as7U2pUiNtbi5pTJkCfGBUAn3r452mHcLgYrMS8oEKnUgKBkAGOdj1HEIXZMIZuupxkenwYd/6603U0wBLKH2UuzGLgQMffLRqIamQppM5qgXwU/uSSzzydk5cprReVliyxd6Ao2eIKo3RhmmPOYw1g7c3kLOguLJco3xiKlT6+GOw4v8Hk7hb0Jq8NM+HDspNBQRZ70FhhgzUh7jPLgm74xqLFjn0LCe40xn2MYab+9DnAqAEjmWrJN4QvLbKptA0RW5ME1s5EU04y7bEd3eeGwrHRT7VGR5D0U+TqkdRBfRdxI6dh/jHCtnIPPYV7JEyypYtDblYjVCp4OvInv3YS972csr8lpYCkLQxPY+gU6csylIJpRC3EG11onaqs5iRiKHi3Rf3qXgjMqLxAnYbZcYaM5F6K/fWejItEyRc2M9ehNDRkhmZ9zZR07hEc3S1bZHS1qx5bZFT9fEOL+rofe7nd0lI0RBRui2B1RsGW/TjxIOI1pP4bwODem8xFBDEtpamHCfTT+gZlCyaS1yFfEWKmVJbroNlrfBmjg5CLuk6Xu0zJY8P7vGghbB+28XmJG5ulAjGDYZyRloVUpjMJvdNZglKMc18iFcrx8GCHbefuvuHQDAedOi47yZwSPng6iEwhGfz8wDd2ltHI8ZGMyBzXXIx1fFBBU5FGaLKcqevTCzU7x5EiyT5XWwcq7bLR6ztuXjm3PcJm4JgZNIKKMF5gw832XG4Qtd4CaFmndNdEQ+xroliIg8l4vqCB+zB2nXbTAnt0Q3OHSkyLs0HkeRjVzHrEeJXhPa7OtE/a8gd5B9V8LReonZhL53EEOsO2mTWyxEm7pYK4/UKuHLyt5S2Mte9vKKvBaWAhDSdUqoFDAUUqImUm5S1SiJ/lNSQ7OMbs5U0GQ2g2QPw6LOkdN3HtULtOQCKKTBckNflGw+ly+u8PRpoPBa3VwnQs1+6FJsUQiZKtEiluDZZgvPqdsOJjUyGYYBA/1P7wFJ6yXGFPrBI4HLvE2NaqTKdk1bYoWW86n6MNNqV6gjJDrCXNV6nVJrA4NJQ11jyaKqHjqALhCg25s1m+iYIZ1PcYfujIUcYtdmg1MGwe69/S6O7of8d6nyFBD1MRVWaGQgw7FdQ0hWro4MDFlXu7bHwMDe4jCc6+T5Czwie1PXbFMq+sF0goUJz/2bE4H5g2CltEfspyBmOGVzkNIKjIj4my7uYJaHgKfvFO4TkShif8nVGmsyOF/dXmDT046bzHH+NFge12dPcLEKFlS0+JQDdklpiUyFtVOICa5oKZxUtLYWNeSKhK92QM4U+LzOEwuVzDQcLVzBoKauR8g4b1ZZWC6SrMygeT2f7drCydjBuncY4tgaA9Oxf0XrksVtzYD+JaTwl5HXQilIrTFeLGCaHn0byTsmuHcaiE4ORmPYaA4pYDYOE3hE07EoSmQ0dxenJ5iRmqy3Dm6IDL4D0IYJLvmybo4m+OwwQEqX55f4fbYc/+Lxox1uALsgX2w25a0EY0RoBpcajrS9SSY/xMx5ajUAACAASURBVI7xmBgsqEGgtxFqK5Nbor1PVG+peYu1L1WMIrlMhZLoInW6M5B0cwSZfgs13Sm0rUkvvzU9zhkl11pimkcsR+zAlEHyuwfjEh++F8zuSVFAcmz5fALB8JlgVgBew+uY7RjQk95tfW3QEhfQbQf0JH4pquhejODOQ8WkVzsY8M/dPcI9GZRMJXscvh/WwPNlcFHc/A4EmbZH9QRM9UOM5gmHYrTCjPgNQa4Ud52jKsLvMr9BJ4kzcRb1wyPOnYd8Gmbv47Mz/rCPahpSKNRZoAU00uNOFeYl4js+Xi5xwM+bNZIvuChHEMTA2EyD+xfYOR6FzFGMwj2XUgN0E4SWMDIGtwtYEdzfLYOS7bbZMUb6HXu4g8OdMrwjvw2SEH0F+bHdByGEEkL8lhDif+b/3xZC/KoQ4hMhxN8QqXppL3vZyz8I8pOwFP4SgO8CmPL//ymA/8J7/9eFEP81gF8E8F/9Pc/gPGzTI9cZxmztdVSPcOeAhBw6h4zbrfeYVEwjEmosZY4p0WyVC8FIAMhyCUFIaNOvcEm48TOSctqhRDULu8Sd6Qmmx28DCC3Uzq/OODS3QzdyD768vkzFPNpauLj7wyeMgwBS+7aOwUDvPJSIbMi7CkALA0XrJVZ4OrezFOB96HsJQDiN2I9XQvy/7L1ZrKVJnh/0i+Xbzn7OXTNvbpVZ+/Te7VkYPDOMJSxsY0AaWQZkGQvBE37xAxgeELKM5AcemHcQshCShSwEyGBLwNDY46Fnplf3dHVV15aV2715t7N/e0TwEL/4bpcYmKyp8Tgt3ZBKmXXz3PNt8UX8l98Cy6KiZQGwqXJElPDSkeyYirVBh2xLxBVGYkmILvSig/hGu0O0kd+52kYARAVaqyB1wEtQRNTWKBaeJbrebFASsbheb1AzSqsag2Ltz2+58imcigAbBeEUi5L3M2sr7NMk586f+BLEnr8WRdfp9egGNoWPQMq0RXVJMtr2DFXho4lerNFf+EgmZT/OnuZoWv9MV8UGj9Y+lXi82iKOfBE0sQa9kU9vvtrSO0Q+wye1J1q1TkIyGrHNEpc0B7o78MIqT/JTjDj34lh1ZjgfL+a4qjArZEQs3uFcUFGDLKGIEABF5OJms8ViSZMgC5RsfbY07FS27L53R6fIiDNJsgH6DKEyCGw+Y0vy83pJ3gLwZwH85wD+Gq3kfhXAv8WP/G0A/xn+gEXBOou6LiAEMBv7B2RthUtqEQ57SWdQuipzlAQyjak0M52McbTvq9rDfIUJVXtlpDu588dnz/Deh55JeMobLeCQsS5xe3eKUeoXpJs3X8HFghaYDh3M1TKfPr1YoGX3oW7t1Yvs0NUfnJQwDDyDqZISsrOGl1Ii4u2Pte7qIBGPdbFZdwIwUl6lMpWpOvg3XAvJjkHDF7owFhEDwK0R3ULQtlfQaqN81wQABGnRSWkRzfy9aJsUzy78CzY9yDEkDiPp54gccQpMV5pK4PnSLwqPnzzH8dy/9HaxREwKdwyNmnyGpxf+3jsNCJop5k0BzYV3HDtkNO1xtoSlS2u679OI4/kS/+idd/y9L9YouBAIN8Ao8fvSSEdwNOU5oklQXC3wfO3P86P5c5wTcPZRmSPhPXJSYcyaUGOIt4gHGPL5rk2Lqn7K51DiY9Ir2nP/s9bI7n72s37nDCbjAQ7JK0Er8QHVuU6JdXltZx+GzlI3+iMsU2qPrgr87ntem/SyligYc8/YkZn1FVI+6wo1ZsSL9HdjPLjh36P4h6Jjir7o+Lzpw38J4D9EN32xA2DhQqIKPAFw9Pv9ohDi3xdCfFsI8e2Omnw9rsf1+Gc+/tCRghDizwE4dc59RwjxK5/193/ail5K5eAcIqVhWr8DFU0DK/wukLqks0XrqRTQfmVf0CikKauuz90/uoFL7lyJFFiSY3/86Bkadgn6QU030njlwKcoN2/dwYDstCaa4uOHPwIA1HWFNujyBWEOazv5NB0BaUhRKtdBrAfDFJYfCoVIYywi7uiJUOgFj4QkgyLJpSQUOVUKdRCFiRQkr18pCbCnHcUaDavMbIPDQqNlaC+N6ZCJkKKLdPKi9rJ1AN7a8df/+it30CMW4MZ0H4zsUeUWBSOzvGgw1kRQsj++zdeogsFL20IEaPdoB2UgcTmgZd8/YZX9sshREZkptUbNe3xwtIPBjt9HdK8HR7hutuujgJ4ReJXW6u3eGCt6YPzg41NUC3ZXpMSIxzkn0UrkJd679JHiu5fPsWWUIqVCFPuw+6uzMSR8JPTBqe9InFRbjGIfiptWIo58RCpEjb0+0ZKEeT/JN2iJf5B9iSGRkk4InFz6e/Tg4ACziX9ao4zEPumw4f3ZygaGBcOz+QVu7hE2XQMt70URCs1NC8dORpbBm20A0CJCNvLH6KUR0u1n2/s/r8HsnxdC/BkAKXxN4dcBTIQQmtHCLQBP/6AvUkpi2B9ARREEY+3d6RixCBqGOdbMT6MkQS/1NzuQv0SkUGz9ArHabrC343PSWb+Pi0u/KKS9FHfpHHVO9x/XNsjJdBumCrcPbwMA8mqFu/deBQCcPHmIFW3uRwM/eXrDAXbJSCtMjbKi81JdItFBX7DpBFMatu+ssxgSKDPMEuwP/IMbDAYolH8p5sFTvpegNjRjNU0Hy63bwPsDGhtDsxVpmEY4p9DyeLp1SLvytMKWk61pTYeZP9r3E7rOL3FGwZZt5fCVtz0bMhv0kdMMptycYciOT9PQl/PytOMGqDRGQ6Hc9z56hOMTGvnmK7x6y0/uL9/1+Xcx17AXPozuCQXNxSTtZ2TCAvWJgDpianbpjyG3wIzt6fOLBS7O/Mv25OlTjJh66XiA0Q2fQk72HvhzX27RXhBYJDLsj3396Hh9ijSoaOUV3pz4+zHavQ8AeHjxFDvxPQDA/3XxDIb5/Dg+QBr7+xJqR02xQTT0c/PmdoqU0upP5/OOX/HB5QJffeDrFemAi0abw9C7U7vdrgMXtwKPCj/3TjYCP7rw2pyG9aVxluAb9/z93BvewGxMQRZRQPNZ3xpmGAU6++YELzL+0OmDc+4/ds7dcs7dA/AXAfyGc+7fBvB/Avg1fuwv49qK/npcj3+uxj8NnMJ/BODvCCH+JoDvAfiv/6BfUEJiEqfYmgaHrDy/dXiIls7Ij04vsGU/PokHmBz4XWAXPpSb9jLo4OSbafQJqR3v7mJMx+dUK5SOcFb6DCqVYZD5VflwtocJC5dDXXSCHaPBEJZV5uAT2B+m6NOe/Utv3Yd+zzMAl+stRikBKXGCJA0rt9+uV5sNEvb3+3GKhNu40gJp6/8+osJvmkRoWTgq2iuxlE2xhQ4WYyruZO6zhH3uJIFkaBxHMRICXexPrf9SCKSpf/SLMx9J7Y1GOAoenCqCaII2ooZk9FZVFdrGf75hoVILAx0IPs2VnqWywL27Pjp49qzBPg1X7tzwBcO12GBJmHOcOOyyWp4MB6gY8qejBjYod3P3VFphta75HHfwRs8f4/wyR5/CKof9EV4jq3Iw9HNkiSWOJv7YkVY4JjnqzmCGfcZeg7TC5canBClTMIsczwn6am0LSQzMMN5HO/AdjAlD/LcHww5DskiXGBKurOUQjnMvkhIDXt/uxD+zGkDEuWdFg2LrI6woTjCxJJIpgXsEOy2YYt7ZSboCbSRL9DM/r0sjUJE9Oog0vvCGf6f+/scvFin8kSwKzrlvAvgm//4RgJ/9o/je63E9rscf/3gpEI1CCsRZjKZV2ONOsnc4Rez8Knl42GCee/Sb1hHi1K+wMQt/WkcdlNNKgxFX4J1+hjlble0o6qTOEhVWcIkR87DDyQR57lfos9Mz5HPfknR1hZTFwW3tV+gvvnkfBSnAChKnz/3uMhtmuHXkd9sbu4cdZHtLWvCmmCDAEay7Mi61hUHEluuQ7aYSFjmLebFUaIhyG/V1pxIcp2MEnxY98nmq7Pcx3PWRUpRk6DEiWOamgyZHkcS9G353e+tL9wAA33jlLoY7Psft9w/QY6EuyvpoG8LDhUOActrS1wNSGWF0x6P8xvkObh74+/Ll24eoGN25L7+NPebajraA6fEnKKk47EzSITYvtjmGyrcRN8ZAUClZHfndTjiFIVvOM5dixMjkF/duY557LMPd2W3co8GqcD5qGrQxNlRsUigwZKtzbVu8wqjwzvhmB7b5hIXGSSsREzI9kgpCc3dXFea892PiCt44PMIHG19CE2aKHou5ib2yzTvIhrjPSHVAq8PjZYF1KILPdtASWzHs93DY95+dXlR4m9FWIAomxmJMzM5wNkAU+/fl7HKBYu4j5P04xRu3b/OqfhcvMl6KRcEzIC2Odvawv+fBI5Osj0lQLRYR7rX+IS82axQM7XR4yZMYzpAB6Rx2yNSzre0clxDNui5BpoIJBzAg0Mc6jUuKdzy6LNCyEDe9cwvzk4cAgPUFK+R3X0e+8QvI0w8+7LoTs0GM127x/AdTVAx5a074vCg6leDtcgVTX2EMchtARJQyFwkinm8rBSralsdxCkuJ+sZeYSACvyJJUyBIjYkImtdviyvDmUhKfP1rdwAA/8q/8CcAAPs7txFrHkOlSMJ9MRLblT9PbRtIws0ThtFGVkh7hB3PJhBUV26LbQexrk2F4Du/5j2eZFkH+R73Y1Shg4O2U4e2dQTJSr0Jz2zUw2TlF3ptBpCRv5+zsocjanb2sx5gg1uUf46ZzHB34BeFsWrQcG6ZZgu19diJvUij4fnrxG8A7zcLPGPD/cbw68hG/n7NqwZn6x/6c6K2xL3pGOPGL0zbTQ7LtKQX97BDUNOD6Qg7M79Q1cGpqKlwRD/SKI4w7Pt729+NMbjpN5nJDYGW8OaUi1gSJdCEjat+HwWxM5naAARI3dy/gV2m2y86rlmS1+N6XI9PjZciUpBCopcmkKqBu/ArbTtIqKMAxDIBuOJHdY0ePQfi0I6zNdbUuZdJ7wqW7Bo0lsi7zRrxvl8xewzDtLVX6EATQTG83Jnso7rtV/OdgUZ+4fvboecvWtEVnM5t0zHVnAPQBlhxDhXaj2wJxVajCdoKuUbNQtu2bWECx57KPxICMQuNGg69zO+YQhiULOw1SkAICn4ywiic6rAQrQF6id/5Nts5DHfmKOnhjT2PBTickki2O+hSG636CDjoOl8jJcJQRALS+vuliQStqraDXWs4aBKUGjH0MEoAcdND7fh8KhbtEoHdHZ/m7I0m0MRyIOqhpdeDSAZI9IjH9l+cYgqMiRfZCogZvTcnMezynMeoOxMYFVHyLSqQ0FhlqG4gmfpIKVIOycZHCjbfolEhsvDp2O5c4otkQd4++CW09MB4f17gHRvIU6f89xF2Bv4Y/fkCPSotj8ZD7BPrEPVdgBNgzXQ0UwZj+j70exmE88dTqeii23SUwHHegk7hUgIJjyezEVp+X2Ms9pmaHn71PtK+v88vOl6KRUFLiZ1+DzIRcMynyrJEvvF94Cg2iEGgj5WQnGySIXNZVJAIqsUWLU1qUTfICLZsjEHT+J/XNd2Ush4EQ9wKDZYUHkESISZAJq82uFgQUFX53zeRgGyYq6oBUAWdRIMV82QVlR7/DsCJIHJRwwWLQ9uiCnwGZTpBEtVhm0Wn9yidgiT1uHGuMzVRTsHQ7r3c+Ek1GDdXtZNejPceXakoB9zo7eEIP/OaxyFEgSIsNXQUctYIYPUarYQJTMraISKlWhKW3RjdOdhILSAJD07SXkcrtc0WOOeLXPm++/LhUwx6AROwh5p4ksF4hpZYj17kYJkSqIILb+wQsbuk4it6+VZUaJ9QjixVUEybWtKbBQbIRpRj27aYn3l59r6SGHBxEtCwnA9DytM/mO7j1dj7eEbZCI+M3zjabIuxDnUc/6fQY+wM/IJ2mjyD5H0TwiIb+fOZ9jLE7EAl5ImUMsGAkGihJRQZo1VVoeL59wYJYuHrGYGeLqXoAEtmW6BaLXi/K4AcjdnB2xCDayv663E9rsfnGC9FpCClQBZrWNdCUdV2tV0glrTSihpUJImYbYWau1ifKcXlJscoiJImCppV9qZsoZPAltOotoTdKh+BxM6h4a7U1i0ctf6dBc6feCLK6fEnuCBsOli+nT5+inWwMncCNmQgP2UdDtHAMixIiZpsoVAEhpsUISNCUyjkTHN08EMUBlJSTENayM6Svek8KAsIqHBwphRFsUEKX7SSrcU5q9B123bybyLTaBmC1tSmaJrqSgtOpzABolwugmgxesMpYhKMjCXEvAaoJwpZKiAIiQoNEYcbY2BpxNNQAeCHj4/hqGlgZAJCUtBECjHt+ZqhgmNxTfF7G1TdufWjGJJpjl7X2PK5DtwIljiKiteJKkdeBoHVFJELRLFzlHM/t9I4RS9ECtL/3iu37sO2PnV75+wCm8RHFcftFqOef65rXtuzs3NMmWpkKkWx9h2zSFoI43f5daWRk9G6pDxg2s+gCIlOhruoKAm3vqiRHxNHMpQYTihD2GNKJbwgMQDURYmG2IuLixwxMQ3xNANNw194vBSLgpACapAiLmvEQdBEAy1BQ00kEfHCGmGhWQHfMk0wddmp767OlgDh0ShbxAQIOdmCaV2nepvpGAmPtyjXuCj8C/T09BJnK/9AN1XRwUpDrWJ+Ocdl7h/c5WbVGaukqUYVWqO1gWTaYHhueWtgVLi+CIoEA1nXyBLm0VFQWHIo+DbWsHBN4F9YzPmitLCIeswXA53aaoRGhtBXvoxwgAsy8kZhwwWiakOYrQC2t2xRAAx9FWSnuyjSDCA4y7IjIdMeQv2hqpdwjpRjUUDXzOfbGjXPOcDOVWOgRqxP2AZLKmRFWQ8yULgr0SkWgeCtNrLQhH83EhCOi5tq0LD6vjSXeHT8EADwmNDmZlMhUf47drIU917xDlfWaZRUskqtN6ABgDXn0JNNBXABXOpdPKJZ5nK1xWu3/Ys+Hvo0yNgWc3ZX4kSi8peKQQvMycxtMmBKKLgsHc+3xEXu/317+gwnT7wamO4B+1TBvpyfYH3swVJ7hIqn/TFaqng3sFhsfPrrIoN65hesvChxucZnGtfpw/W4HtfjU+OliBQgBFyk0dRFp04cSd3JgwnrUJMZKa2BlcGK3q+0s909lIwaSlMj41pXRg4xxVnSWEETdpywOFOVBWoWquKkD5dRy2DxAXZGfgfuC4nN2hfrDHfE4yfPoVIfM+u6RMF+cxLFaEhoWtdtZ0PnCGEV0D5MB1A3poPzSiNR2RCu0+8SDoJsyCSOUJEwU9UVNNOH3LYIkojBt1BGupN/E7b5Kb8IC8cUY15ssH3Ga6LeoYFBTbZjghYJux0qSxEVYbt2sMEMksUyXY3QMsLSSQKj2e1ZVQjONyrqoWRxtGSIu3EtBixKFpstFgsWlScTRCvmI5VCHLo1TDvaRQnL55giQskOVF21GO75ImDZOKjK75qa5LeL8jnikB6WEYY5dT5HutOccE0LRYj4itqI89Igth7oVatDmG2I+hq4NVm8BJOt7RZIfXo1aSyqzjnGdvPCRCUsu2flmNDmqsTHjzxUPtERUrJ1034EG0hevQGWGx/1LN9/h/8+Qm9CUJhUKOiEPuhHGN3w3aWL6gR//3c+wWcZL8Wi0DQtTo/PETmLt+/RG9FKSME8O0oCFgXGoaPZSva/nIrQY5rQy3ow7AaMpYViSIy2QeADb7mYJNYiDexD1cP2nAIh7Ra9Gx47r4oaOtQdyORrbYk9htHTqI9nBClpLRHxs9ZdycQHMZXWttgydbm8WOIyuF7VAk4E+jWpt9JAK1aeTQIwZbJKdKjCVMXQQQaf5YDIWjga4caZ7nwzO7ccAGZVQZFymwYnpbIEpD+etDmiOBjmyC4bk1KiZRpjaHrT2iVqdhRkOoIpg2lPhDb3P2/KR9gufCxdMVdf2xaCzou1a9DwWZuzJQrrX5bUCoiYoi5NkOiIUTNNMFJ1zlmXkUCx9N+3Wl3gfXYXzi49MrFpKhDciZPqBOWFP8a9doKYKd96s4YR/rnW1t+XzdoiG/pwPRYCdc+D0/p9jeCse0Aw2bCRaE582lkPNGbcWDaokbJmVK0Nwms3JuvWOovJTZ+C9Ie30J/R4cyW0K1/lgYxjPBt1GfPPWpy/fwYGbkaPZ0ipgVa42K0rMt8dG7wD//Jx/gs4zp9uB7X43p8arwUkULdtHh4co5EAj9X+7Cnl7kOuKGsQynZ4FcKhqFYDb/6lk0FVTLtQIuIu2cWJxAUrxCxQEm2W+gD6yzupPPKpsKGKcjObA+3CDz6KLVQ3VZJoZdIIS996JglGdbsOCQKGLEnXNcO4zGdsFk4sxWw3QSAiUYUBCG0BrOGji/Rmiu7dOMkdJCEQ9XpNOg4QkxtgSC2gUQiS4OHZYOIkNhaiE7l+bzM8fHHPrz+8ld8D160WygCktbnDvWZTy+Go4nXTgMgtxvIPR+uBoW4yGaQjMbqTY41RW16vSlS6kW4tkHN3b9iIXK9knjvk/cBAJNEdelR29YYsJBopEWzIUO175+dFVEXNcZJjJwp2Cdn52gKpkSNxZCdATnzx9s2eZcSXqwXuGiobF23GLgrC7xd3udLSwm60SsYsQtWZhoDpm5J7yZS3pezC79bOyhsFbEHYowbt/2xh7XBPsFXZRuhWRMbE1Mzs4nw/KG/b7OdFLYlXkSZjuWaty2ekz25Zdplk14H4xZOwYgR78UJfvjubwAAfvDhKd57eh0pXI/rcT0+x3gpIgXrHMqqRm0t5kQE7vdjxMFaQBnEluaaAFRgF1K6rSlrNGwRaqVhgsFsD2hp0oqqxZxFvmzsd7BIxxhH/t+3jcQJ7chsa7Ap/cot4gSS+bVkntY6i4iBS2uqToJsWVVoWQSbTWTXUlSSEU1rUDPKqVZb5Py9WPeQUqc/uGtrqeECyakfoWVvrqd7nSmIGqeIBkG5mVGVQGfGG2sNoYJrsYRlLaVpDL757rcBAF975iOFWzsa/YBWzBKcUj05Ht3C8JAeCrVBAIs67pI21hBkrdbrBuVTv/tPZxOMyRgtt0PMGbF8/GNfJHt4dow1o7umRqedsSg2oevpVacHLIQyOmhSg5r/U+ZbXCx83aJol6iJftRRjWTmn3HF65+1QMr2bJY0mBPLUrRV514+iCMUCc1xOJ/WzRofC18ELLJDPDN+Uq5O1oj6nHPc8fv9Pi6e+t38uLwAWIy+9cYu9lgo3VYKH51T18DXZ9G/eQsTqjDFw11ExCOYpkAtfAj59PE5Hj/xtYRb9EO5+8oRbIiWNw0+fO7rGd99corHpT/PZ8tTtM2VBeKLjJdiUdBaY7azj+fHj/EBJ+Nrt/a6l19GKdoq2MQ7JAz/Y95oF6ewkX9AkQGIGEUjLMBwPO5pjPuUwJ6EF7DBtvXh18nzJX703kcAgL5K8aTyD/fi4rzDQ2iW9euy7hh+DWrEXDSeXzZo6M40GWZwTVhw2PMXEXYofzYb7mJF7oO16HQXe0wDCtvABcBS4a6AR055CjNoEkMOhuSb5BB3oihKK8ig0ejQQXghFb7/ge+F/863vgMA2PvTv9xRhAfDDM3Ah9pStMhmnrYcT8ZwETsDUViYGzT0aCxXn2By4GnUw8NDSAJohBxhvvHH+73fewgA2ORNJ0/fWgnLl7REi3UwfskS6IzFuCi8KBYlwWutUGjYiDq4s4uYC25xeQmUbM4T2r4qVtiyIDyWohM4EamAoSxcrGpsVj78/w7l1NXkNt4995vF8Se/gSUXi0aO0LxCjUVKn12WFwA7ZusKGPPnEzXEqEcfUlHB7fpuxqPn/r71hgXevONxE9N7dyASyvVfXmJ57BcQXTV47b4vfu/u+2KnziRWa2I2VIX5ub+HJ5sG51wsF8t5x+J90XGdPlyP63E9PjVeikhBSYXJYIQLpXBKZNuyASIavETOQQRHaAeECpxEYNNpUMcEeWsQ2uoGVzvsINaQUXBBZojYWDxjq+x7P/wxVkTbtdkIOf0E1nn+/zKDaZsWUWj1tbbzh9yWDYrar9B7swH6yu9Giu3Eqm2xDOYslULN77N1i6Lk+kyNhW1VIgnIvkRDBpMZAVgWlxqtoGofPsY9vysn/ajrT2Zad0rSTShqwjMwV4x+/pdv/R4A4E/+ws+iJVNPJQrpjo9YNk9OIIi8G7/6BnSPrEyeQ11doj6jJ+T5HPEudRaU7KTZLpZb/IN/9AMAwG/9+Ee8VzUkI5ctBDT/npcSgpVEU5XoMSpqueNXcYwVsQ7ZUCMhItPaForRhB6kEGsfKcQsUE+kRHTgdRh6WuCCuIjlao2EWJV5ucXvEf73HtOZo0mGR4Qlb5pzlJUvUMKuvLI2gDlFcy8XOaZDHwVgmKHl9edSQGREd25rRCyC9ll8rOcF8hNfrBSLAqMRoeftAort14O9GYoeiVIsfNsSKAsf2Tw9ucCHcyqXX25xeukjjNaYLm180SHcS+C5cHhz3/2lf+/X8K3v/C7eZU+13eRdD1pr2akNiSSBZlrhQn95VaLhy6RijZQiFZvlFpafiWLdGb+ANYdYK6iQZ8YaJV8gFUnMyJL84te+hHt3fX94RmGOy4++iScPfR/8fFlgufG/9/FFgS0FN6IoRlhERhQKuTlJUW7JmbCywwIY0eLkxKdNZc50J1IwnPx1XXciKg4Sk6F/MXWk8S/9q/8GAOBv/Kd/0x9rPOwkwB2AX/tFMvxcC+p8YDeLAKYpK1LOjxclLGsceW1wk12URF6lY0Yp7O36Yw84sXf6CWTQUWxrbMg1mKQS9+76MHe2N0TGzzvyR5zUmPK+KGGwJP/Afek/wP/9rf8dAPDtb/1DGPb3n5IDkEUKhs+3bQRKzt+qdCjIqp0OMpg2+C3677UGGPO+SZhOfMefD4VjhPupFzJwOCyGvBf7hzu4c+QXlv2DA0TEL1iazOSr55hNffrU1AYlnbOWqxUEU0EngMXGL6JbsiSzWKPP9wjE1gAAIABJREFU2tBoOMKQ51lb/z2ArwOF3Scmn6eXpBD8u1IS4CITJQkaUvDTdII+Vbm+/i//m99xzn0Df8C4Th+ux/W4Hp8aL0X6UFUVPvjwY3z8w8coSBzRDhgOaASSxRjMfHX2/HyDYu1X2BC2p4MEYFQXZVHn56iU6IpuvTTuRERCIC2d6IqHSklMx/Q0MK4zWfnN3/4+fuu73wMA3KZ+5FdGFX70sd8FRA84m/vdbFMZyJjqynszCHYMLHf/8zZHyuLbtsiRUfqrbls0ZXBuvjJISWi7Nsk04g57oVEQqDDfbvHNv/c/AgC+/ef/LADgF37xV2GZXlkLlIQuD8YJ+lmIYjQQlMCYSmVCgARN9NOoc1IepQKXS6LxaosNo6IbTBOqpoUrwx112KduADSQUw9iUOed70HQohROBj0aqDRD1Ge1fLPCs+c+9D2dL6BwpfcAAJtWdoW9fLHpOjTCABmFZjLhkAXiFqOxKI2g5RUyVQZYuJAdFkJBdPdjMAr6HT4NA4DVusSc+JR4vcT+6CavlZ2fOIFh2rldrjuRmSySHbNzuSpgmfJNeM2jfh89uk7HiUIS5iQMNK8plhKKhXVF7UctWzDzgTOiE9FpmgKK0VTdaKjij88M5o9sbDc5fuc3v4/L00UXusxmPbxx3wOZxrMRHCmOffEI8yCDTpjoxcUGYUarOO1SiVG/jxsU+ZwMYuQEMq2WPkeUzqFl+qBgIah0NIojVGxTFZdLLGg0sz71v7fz9hBnC1ae5xpny2BUE+HGGz7VgBzCSh+aj7IA/TWdPqR0GiO6Hm0vVyjYkowoMpNo1RmvTJJeJy9fRwIVlYkyucAZmXG//l/8DQDAg7e/hoOZz2slDHLei2KruoUllldw6hFh2XsT1eXATkjs7/mQc9xPcHdGo5ptBUPG5JAajnFlsSF9twEg+eLtTBPQAAsKFo7tYNu5bNXIT9lC3FWd3f2Tjz7ET97zrbfLyxaxIxScs18MMmy5ceTbErs8yMHRFAPCjfdHCXoMwUdjUpnTBMWK4J+2hiPlfLteo0r89xVlAclaSUx+zbgXQQaaNTQcuxMFllj3vOJSTQ4EihyOi14iNaK+T480TMdpUULBSv/zyTAoiMUdsMwJhSh4jzqBhIuCkCmUDjUoLvrOQPM62kiiDZqgbQPNuoPSBiXTqhcdnyt9EEJMhBB/VwjxrhDix0KIXxBCzIQQ/5sQ4n3+Of08x7ge1+N6/PGOzxsp/DqAf+Cc+zUhRAygB+A/AfB/OOf+lhDirwP46/AGMf+fw7YW28stIqkw2/Gr6Ns39/HqbR8pWNOiCLJcOxO8ddv3zZfc2cvtBq6gh2Mvwd6h//fbdw7xShqku2pcsJL7vfc9ayzfbDuregELw924aKQ3iQQgZNRRiTYMxZfrPiRYqGsaSBZBD+/cxIw6j/NNiV5G4xD2iZu2Rcn+eb8/Ro9h4rif4ebUF+Xijd9RjFCIiauwUsIWIYoBFLECeZZg88jvpN//7rsAgN/61u/iz/zyLwMA0kR3uZJrW2TUH2xaixGxHhkhyvFAIaXk3WA4RMudO4s1+jv+s3eFxbYJkG4We9EgIqOwlQ5pynQt0UgomKOVgAvdD36vFgqG0d32bAnNqOjDn3yMgp2B1hrEDN33mNotyhaaqd2dyQhf+xnfu3/j6Bb20iC0k2HAeVS3V/qZdp+CJMagJIYEdYPLU1/kXeZ5J6cXOlwRRKeBUVQG240/9jCtkV/6KK1lBDJJVNeVmu1MoaMrNi+JjxgZ10nuBUs/CXSEN6XjK3i7MWgI/4aWEIyWLDU3rJBBWwfS6c5QprS2Y926PIeNPhtO4fMYzI4B/BKAfwcAnHM1gFoI8a8B+BV+7G/Dm8T8/y4K/vuA/qiHt+6x0j900Ew6W1d18uN37vTQElX24fc9eu705BLU68BrfYCNA9wfOOwPQgsp6RyZPiQjb9MWcAQNucZ2ueGo30OwdMzSGIoGnYFiWxcGimG0agBJrfm+TFEufGtJw2Bn6F+yihqPsS2xYcU5bg2WK04OaTHhBcwG/s+ei3FGRR+lNZDwBYv6GNBmvVy22KUc+uVz/9n/6X/4b/GNN70P5uH+bgdYaluBVcHORqzgwrUOGCaPhtjZ8SnDIBnBsPpeVg2G7No0tsSo8Pe+tP46EiHQqtDtMJ1subICFeezaEpIHVie/voiIaHaYAZaQ8K/0B9/+ASr1ZL3ucJsQiYsz0eVJb5y2y+gX3j9Fh7s+I7QdDRGTKGaJB4hJWrVsr1ZlguYmouisp3ZcFFvIEuiQqXBhK3vTRB1gcEFF0LbOpwRFDTNJKD8sx6wfjG7eYAh28GD4Q50ENFBi5p1kLZpIYJFAQkk0lkIFXgyMQTvlasNyrD4GgkRcGhcTFph0TRMKQQ6pq2INbiHommqzpvzRcfnSR9eAXAG4L8RQnxPCPFfCS8tfOCcO+ZnTgAc/H6//NNW9J+1j3o9rsf1+Kc3Pk/6oAF8DcBfdc79thDi1+FThW4455wQ4vd943/aij6OIzcY9HH35m3c22EJwpaIWewzVYv7ZOcNpwfoUVfwnffo4hNd4D6hy1+5N0XMXeIwS5EGFpm1aFkN3idIZ7ncYkt9gG1tobg4ZamDo7aATlNE/A5DTT03GmLE2s3F6hQtY7iL+RyHmtbhmep4DCk1BEa9tFPnNdagdUEFWSGmQ3HwBtTa4sE0WJmP4RCYiAYMMJBLb9YCAH2mQdvzBR5/5NOjcZag2yOEggkdDiFwky5Sd2/4P6cHO4gzipfEg84mPitqWLYqMqNhE7JRN0HXvYSoQyQFRKyMl6WDiEJXQiDrBEe4e0aqu6/QtgNZzTc5IAKPQwIEcDXcue/vjvCrX/OR0K2b+4g5hbUSsB17UELw51EWduAp6ohuU8bAMm2SdQUngwJ1eoVV4flWhemiFAiNjBFW29YYJ/75zALGIOtjwr+nvSHA7otpSlgWTIUznfS/4jOT1nVu6yKWne6kTRwc9SmMsRCh2MwIWjSAVCF8cGjJg3CVBwQCXrIvpCYvOj5PpPAEwBPn3G/z//8u/CLxXAhxAwD45+nnOMb1uB7X4495/KEjBefciRDisRDiDefcewD+FIB3+N9fBvC38IJW9HGS4u6rr+Lo1gHWFLB8+/YeShJt6tUacerRY/du7GHvnv/7ybHP6barDW6O6Ad4Y4Js5FfwQX8KAuiw2m5BHVjMmEenWuCCuaWyfscGAFk3SEls0ZFAkRHSS2jwa6/fxfd/4JGXVVUhY0ExdhGyUKBTAksWooJBys2khSEbzjqLUFGazHZxh7z/HWowzBKBLesd61UD3bCwaUtERPlBRB3TMKL79Hq1xcWxZ/WVD+515DHrHEIKv7s7wB0yH/dveIKWTvtIGCkolSCiZFiBJVrWBhplkHBHk0TS1aVAkhA12iSoqBblTHMV9VjZmd2E30+V7oxlZBojkFnjgYTjtVoTwwU5Mm6Ir795Dzs7JATBQTAvF3GGhIKoTkg41nlMdeWtIYKkGxxcgFJLAc1ipqrclRkPbQhdY7C58GFhrx/BEE27Xa1x44gkJ4pDRcoiJj4gUgKG+b7TEqK+whjIUMTks5FCdx4mpgUca0lSSGhGkCgaOEZswVvDiBpBarsVtquftKYG2FKNUgUZihAvOD5v9+GvAvjv2Hn4CMBfgY8+/nshxL8L4BMAf+EP+pJIa+zPdjHI+sjIdtybjGEbDxAaH05xQCPYe299Edk0YA88bn86TbtCY5ZoDNjoFcbAsXCUaoWE4RVlCTEdJHi2CdVmiSDLvCy2GFF+3BrTKfyGXnK5aQEWxqRSEJy48TDp8A0it6gDO5KAn0Xl8KUvveXPR+rO6aqN+qBWCsYsTs6URkGhk2rVdC9bVZWdjJmWFjV76KFCHrcCFXw13DmHhi9FJYFbvIc7gz5mBIP1+rzOVsC2Qe257VIGUzVd2qVsCxOyQQKPtFRQvH7jDBzl7JdVgcSFKrlDzIJZzfvjoCDTIDuGLvSViLBhCB9lERqqQPd2/HneOhyjF1YIYaH5vVo1EBXvp3Iw5C6I0EVqFQxZoCYvUXOHUHWLiOG1VM7TbAHoOuiDlohCsU9rDGgSM7/cIOHCGBy5lEIHqzet6VJQ1xgoRZVvAMG+SiK8rD+VPkhABIq+rTpYuHWuC+tdUBe3LQxT19raTv3cOAETVlkXQ8af7TX/XIuCc+77AH4/LPWf+jzfez2ux/X4ZzdeCkRjliX4whfuIxHATuR3sN24xCXDyGkbYchC4/jgJrhQIiOp5ZX9KQSLOjqdok+0HZQAuHOtpEVGHX5lr4pJYdcpmivdAyEEIlt2nwnwUcOy3Y8+fIyaklmRTjqorWoqpCmZlOUWiunGktDlwTjBlLH4/u3b0ES8JXEPQ6Y/i+dEzG3WaDdhO25hmCYsF3PUFcPI0kCw0GgppIq0hROU8DJN1xbTzmHANGhvd4T+Lr0pmaIoLTunZiEVEMJuYaEZBpfOImIoGgpcwkS+4gUArUFD4k8KeUVoqy0M24XhewtbQLLg26oGgmjLwWyMZ4+IkDQtCrIA7838/Z6MhojT0NLroYb/96hWcFSStk2CmgXRzLBILG3Xy4sSgYTF0UZpRLGfR6UpYEzC36MIS5IgVjyfBrhg8XhxkQMUQHGUa7OxQkvRXOMEVAARuAKOUYGWApqoVp0ET44UoAGMKAwso0KzrVGRHQorUDF1MYEE1jYIFpwba1GTHix7GoIpRgMvUPxZxsuxKKQpvvzmW4CMEDVePaZ69MNOMWawd4i9owcAAJUOO3z54cznw/n+HhKGWeNe2uX4rXHYNPSHzEsUBIIoPvBpBPQ4uTeVQRyHXBZdaF+2FkKFBcKP03WLb3zxi/48my0cwzadXEmqp4nAgH5+91+5DQD4lX/x5/HgTZ8+JL1Rp0pd5SUUlYyGmcf9b54/Q8sXrF0DILaiiCXef+6v6XRTwLLnbVkh7ye7sExtXG06HH0qJZLI/33UTxDTmFYynzZtAp0xJ11XqHjvy7KB5QLZllVQbceAEu9O1JA2MDgdohDOQnTY/xIOccGFM5j9KNXhPlrhYINfpYg6r8T15rzrzR8c+ZSx3+vBcgFxaQRVU55LCJj6qmrf8RxkCOc1ItaJUMaI+/XV+VAxurJFZzqTcC4IsUFFrkJeGWgCABbrEi6E+cR/lKu667io1kEppkFSQAc7R606hW1DIReROoC29U45CKqMQTeQjnMSgGRKxMPCWo2GC0Vd1t3Po8Z2jFgN19UoXnRcsySvx/W4Hp8aL0WkkCYpXn39LWyrDZK1XyUXm4eoV37HODo6woj4hXx1joKIt9IEGa2mu5LYOQKQgVbkqCm2sS4qVCSSFCTwVEWFPquIwtYAkYJSSGxZqs+k7/cDwIpehbfuzjCY0iCkKdHjLi43Cgf7/udvHI7x6hs/AwD44he81NbBwSuIBj66QZRA0nDFVQ3q3EdIfaLZtqrEqE8Y9Fxifua7Mk8WgGGEMbeiE4BZE2/R1ltMaRBihMCYO3qqJWwg62Q9KEJluUEj7kmAKspR2qJiiiJiAckUpRUNBHf8oH0YQ3U98V6qQWIn5ud5x/IsmxYlC4YmRDYpMA4Sa3GEhkjAvf3Drnt0cv4MUxZeDw/9fdsWBaKB79QYxIgYxTkhkWSBiamhQieFqVTVlhAsfGoLaDJUdZahJrS5tiM4xuNVHeDcCpaIwNYUUGRPGgsYkrwc4eGm2sBZaiE0JVyAhGcCsmJXQyj0x7574pKgMWEgAmZFZDCcTy5K0LIA2TYWS+PnwObCpyh5UaJl9FdWTefA3WrjfSngu0Cl/WMsNP5RDa0V9icjbFYCraNgRW+IXsIQV6RYPPMvzcnDH2BBg4+HH3mhE11t8eCOFwntZxop6bLNyqBly/Hsk1M8uvALxCmZbvNtjYKTNFWii5vSrIcRJ5VpG+SNfwgBhXVx/Bxnj/5XAECxWAdZPpipDusKLgVgRv6lXzB/7Tc5htWMx8igCdJxiYRqydGYBXGPBiuapF7kGv/4fWoq/uQp1peklye9jpKsGZbn6xY3jzwfYDoew4Q+pBQd0CfWKTRZpxWxyMVSYrnxkBJbt2iYdiRCeWt6AEOdok1omsuQO8sigGF7gxp1QR1LeGNVwBMcI95nyS6JFqLTZVTCdbLt2+UCkQoCKALDwOJk36/YblGyM5CmOXZ6/h7LUQZBZqC0FoqLJEtK0CrqLANspLCt/EKwbYE53aROz1dYknch+PtlazHkwqoahYRtoqdKdqa+NRcHWQGg8Gska9Q1ZetriZKhvxEa6swfLxt6bstoOkU/UEpdC8NaVFPmKKj69MHxGRZh3uakZ2+2sKzbDPo97O74OTSSGdo6mCVL32//DOM6fbge1+N6fGq8FJGCFAJpEsPEDeZzvxpuFksc3r8HALhx74uo2Bn41v/8G/jmP/Ey4aFw+Or+AG+/QdDP0RtA69sM5xePseFOebIu8eMnlAO3gQGoup5vWTVw3Nl0X2B/z6/i0ko8PvcRRmuCjmCN9dKv9pEVWLH4FFcZuLljaSweHXuA0/NnvnioaomjIx86vv7Gz+DoyJO/4qQPa/33BczDomrxzo8fAgD+8Y8+xNmlj6AM5JUEFwQGDJnHBPR87at3ce+mlwyzKkIqryTe+7sE96gICypJB+fjTbPBdusjkKfnCzyf+93ofFvhLil+b+4MsTdhpDOMeO4Jzmv/e8tFg08oM95UOW4f0Q4dEiV33j51I6yUqAtiDFILyxA3SzT2GF4/76XoMRI6XfGzrcF57sFZjy/OUVGc8/bOPh488Kzam5MZBgG4EohNwsBVfpc/3azw8BN+x9NTNIGkpiWCK0+Aa4tGdXZsw+EO5oWfQxASBgEv4H8ks7gz7SlKg9T560/HKTSjVyt7qJiiXBLchtYCDfUxW4WqJs7EtKiW1PwcjnBww8+XgP+oZImzZ/47Hp6doKxCkbRC1FJnQTuY9rNxi16KRUEIgSiRSJIJcgqa5I1nvgHAYP8Q5XNvrvk7j87xnWd0ISIQZjrJsFjzYU5SNIWfeB8/PMf33vMv5I8fL/CM8tyWvxdXttM+HGcxai4WKYANK8MHe/uIs+AP6c93sViD3rEwwiLj9x3czPAnv/oGAOCrb7wFdqqwmvvjzi+XaE/8y30ev4+ENuLT/ZtdhXhONOL73/02Fpcesfna4Qy3djyv7M/dO8J25UPDDz94iIxt0sHUT8DbX3kTMSnESdrvBG1HOkLiCLgyFoqLQsPFNo0ylGyRCVdhzQ4PSgvHnzulIBjmRkRmrjclLs58iHu8WuGM5xZrjYry+SrVUIE9CQ4pO8EVayQaLsjD8Q4OWYn/6JMrj4tY+YVH6DFu7fhUMYpHOF8y3SxrnFPHMZYxFM9P80GV9QbnXOiOHz/Dc0rxKykx2vWL0GTQh2QtoafY7VlWOD4jgnTch8v97/n6CcVyI1rLW6AIpsJGoBJX3Y7jC28jvy0u0R9N+XV+4zFNgzUXfSsTVPmc1xxfta3TGVak7n74zKfPm8UGE7Z1D3qTrmYUOQ2RBP6Ihg2T9QXHdfpwPa7H9fjUeCkiBQgBKWJkI4VR3wukbFa/DSV8fx8yxuacodZ4iiELNA2LKbPZLpKxX32j0Qw1xRt/87uP8ZMT/3uVUji64XfbPMjBr1fYsBAZtaYL3RMtsdz4HWGgIqAJIJQrFekQkjlrMSOI6pce3Md9Aqc+/r138aNnXlasYCi3N8nw+q7vt1fL5zh/5o/d601QsVj1zu9456a2KbyPI4DffvgIj5773fjmZoMj7Vf+u/dm+OJr9wAAJ2c+bB/WBaJO3ER1Mm6ta7DI/XeILIGhr2bp/8Dx8gwrFsOeLWucs8NzOJriYEpexs4udsYUq+CeX188x4ZfYtsIJfEWg77GYuELZrt3R4ipOWCYgrmyBagDWYkYhmH+/njnSm6tKLG/73fKmE7bH/3kI7zL6ruJFEpWdu9OB7gx3uG9q7Cde4j4bOpTKadqnJ986E/dFLhDjMu7iw1+8v4HAIBtXuLNKXde3vsH927DSoLQGoeaXZvbhzOkSXDmDgVVAcnrX7c5Vpf+Hr7/9Mf47oc+UlA6xoM7nrtDxTj83Ku3MZ3RDqABlkyr8naNjIJBj54e48dP/XdcnvpIYrW8xL09f54H4z5mk+BiLbuqeNM6uFD9fsFxHSlcj+txPT41Xo5IAQJCaSgZY3bDt9OUSVHOyTIUAvdefxsA8Nf+yl/A3/s7fmX+6GPfkvzyW6/hyz/7CwCAtL+P+bnfNc/KBrOR343uvXYDKvI73iXrBc9sgz36EWjTYBmqhDAIt+b5co0zFnsqIvCERQfhzSKFtyd+yf/6m4foEUqWtyneftujHoc0ajkYjzEgUcWZApZCssv1GYpLvxtJRiW3797Hmiu8PjjC10MhKqlw+dDb2x0OejBEU7YsPp2fPO+gtlE6RE4NhV4sMIr9TjJOR9BsEZ7Nfc2lbltIMi13xim29BvYyxIcECMy7o2gWVgJYqDOKkyJMJzu9DEeBI2xFrL0z882tlNyEsSFJFmMgttZs23QEKZ9494Ez899a3QQZzhMAxHKKyytlxs4ms/E8RARe/pJ1IdhPaBal2hpnJJE/mfrbYkowIRNg/mKdamsD0XB117P4JiivsFbQUh0WIDtuuzctoV0CFIGksjTSMjO6i+VEc6sv0el1ehRZ0Fp3WlnpEEKQQqAVniFE7Bk2i4v1+gPfUQzkgK7bOfOdv08PhMVNIV5m7qCoflQIhwaYlmkizrU44uOl2RRcDDWwrkWhoyz4f4+JjMfZilTISHD7/6D+/hLf/FfBwAsKI01mexh/817/rMqxuqxn1RFYzBjb/qrd/Ywnfnq9ILFtfcnAsuFnwRDY3G+ZYrSG+GY/eHlvMKqYI+ZL0SsZecOdDRJIcb+72fnK7x+36c8b99+BSUluEZDX/QauRhO++9t2zEu5z4czC9yXFw89MdmpfvGzUPssUB0O552klqPj4/xyuteZCQdRJgvfOX8yYc+BDZJhPOPvF6jzc5REve+qQxi9vx1JKEICrpxw79s8nKLmB0AJyVepSmKhsAu49y+Vp1sfcTvTY2ACBPeKfS1/2xbFejRM3EwjlHzu7nWIG9sB9He2LxTIj5//AgJ07/pIEbUJzCK8nc//9X7uHnbf6/JgSmVq3tuFyoNRjs1IhHg2yxmlitMWXwcHR1ivfbPdO0i3Nvf5fdVUASdTHoU54liyAtyP6oCc+IYMmm64rAhvlhkfUQBADdO8dbMh/aHN3J8hcfbXBQoOP8OKXQzSsdotr7Q2OQNpL0yNC7Z5eqnQ9wKStq7Pg22O2MYQsltFqOhJmQjLBTPqUKF1nbl3Rca1+nD9bge1+NT46WIFBy86IhWCRJCf++8+hayYbAqb6CUL/wlqcPOfR9BzMQrAACl+tD06mvKHJQvQKJjGLa94miEmyzy3aNfxIODKSzdpR89OcE7P2FLLtE4u/DHfroq0HQsMxqTaIEJ25TTcYIgVFwKiz4dmnemBxBTFi6JxkvTrAsTz5+fQG2oyuwMVpdse3HHyNfnmB75qCPKhnDByyI7Qs2oobjc4t2VRzouCN3euXMDx498gTPZHXZ6ErUDijIIkFpottNGQxYGBzMY+lzGOupQeomIkJJgphHDNEwbwubT20AFIVKrEREJ6ZTDaIcknyyCMsHpm6y/tkAbkHZlC2P88T55/glevXkfAHDn9i609UVHZk+Ypvt4c+ZNWIrtGhHFRCbZGJJ/v9iuO/0GxSKwQB8NWZR60Mf+rm9r7lnVEdpgCjimQlDBVm+LlMK1m3yLDVmb/WEC3qJOCEY5BUUR216/j5iq29PhGEEXp71To3HBgIiM2rpCvvbn2QqBhroPG2HhWBy+M93BzgM/34PGgsz6KNb+3Eupcbry98rWBnJAlOm2gYsD8P/FxkuxKAAC0AmcVFCUIR8f3EDGqm+zzSEZtmqYztvQCuLX+wpgSCYtsMs87M4sQ843VusEEXHwbe0n9kg7rLaE/raqY2WeLCqcB9cgYzsRDcfFYZhGsMwd11WFmzf8YrMTJdCsNYhIIiZLUjMnVVECE0RGyg0G1GBELjEb+2s5p4R4tTIQh0FfUMLxJdZaIqSIzThC1PiJd+OWX0CSeIZ46sPhdHIPRzO/yOalxRk9D20kQSwNHO9hHEWQhPA2rkGfjkVJkkDxM845VMFXhD3zwXCEit6Iznl/QwAQcQQdkLtpr6NlR2Sm9G2EiAvEWtaQxCY8+uQESTAOFhYbHqda0H7+lRR9bhzJYIyEgiW9OEXFBUuvN5BDpkXhGcQCWJMyr1r0WEuScQbHe4iqB03MQcm3uFm2SOj6tVnlqEhh37s5QMnz71Na3bRbpKRhu6qF0uwoaAEXDF5KA0W8SGC+wjqkKWsDZYOS4jMHs3Hn9Wlhr7gdkb9+g8YXPQCURdnNzwoGBXfGyinI4spc+EXGdfpwPa7H9fjUeCkiBSEEpJCwthPyxWC0A8vQ2OZrNKXf5bJbt4G1D5NUj6SPwnV97jyfo2EksL8/wSePfE9XmRIuJpyVUevycoX53O9yn1xc4oPjNc8ngml+Ch4ctNJYaOwnGperIAQisL70q/LzzRYPqCuJyQ2kh74IlhK5JjONhiFeU+QQJBopK6AIt45ZCc+rJWxgX+augzbLRKF0hF2vcuTOX9OWMODD/RGyfR9+37yzi3GonBdN8GGBaExXAW9J2omkhGOBL5UaXarUKDhB5+bKdKjOiLt1nBlgxSp7W0CToNS6FjIoULdbGBfSGHYchEPD8Nq2svv5xTrHEW3Y9vpDXOS+0Lbe+G7BdD1FyiJi1EsRifAdOVruiKsixyT231GzcKu0RZr63yuqDbLWR2lpOoEIxDtdom45p/IgoGI7C7Z4cFhfAAAgAElEQVSm9QxaAFBxDBuqpqz029J1AihxP4VricJEH4JdqSTtQbqgx8hOVTVHnvv53TYWE55PExmcEbFp6xI24A0ogq2UggrI2rrFqvTH25YNWkYvUqhO2/FFx0uxKACAUhp1U0EGUZDeCCUx9TbPISiTDmMh+rSUJ2XVmqZr79WbHBEr63ujGX5Q+pbbw2fPceuWz/eN8xOmKtaYn/uX+MmTDR4tmZf3VCfiaqvK82QBBLX6pjJo+HaYVuGTS/+SLs7nEHzgOqkR9/2D0UPfQnK2RVt7uLaINEY3CM4yBu3WQ1dbMOSME5iSYfS0gtB82fIcLbHLF9tTbCo/aU5PfR0huj3AzzGPRoSuku/apgNqzc/OMDw4vLo+ALWVXWhvIo0g5NS4JUwVPAodJO3OBdmAUsXQXPTSJkYU9EF6AzRpcMYSaKOgMuT/qIyA4mRdlSUuWdU/Plki5sHvTiJsl/65Hz/xbeabu0eolX9mkVIwIS/ftliu/WeUBVIuoglXwrKtEDMNqOsWNanc2l4g7dFWQGnYjlbvj5vnOeb063y+3GLOdnZtBJqQ2vD+lMIh4StlEwvL++mkgWgptqoStEx1Ly/8pre6mCMhkGu6N8KQnbb12RYniZ+/onFw1LFs11yY0hgiyPa7Nmi4wkQSZRUUVyyU/WwJwXX6cD2ux/X41HhpIgXAQcsruKuKE6RjXyzarHPY2hfzEEUA4c0Wwck4RkMySGMaFDl3DycwCUYfEZCzCNsr/G53fHqCJ6zefrTZ4GzD4lIr0GefXiQRXGAUtiwSap9CAECUAoqGHU9WK5QUC1Eq7hiYobBp6g3yC7/yyyyGCIq7qo8s8de6O6O6sshRsfLuxA6CD5htSpxtfSj9w/cf4dskfKVMB978xp9GGpiMSYyG5znp99HjbmSE1z8EgCQLZJ4YltGRaYGcGgOJFJDEIdSXGxTsjvSpdp0lEVQ/sDYNFCOJSqITkWnromOYhm6I1r4jAgCz4Rgbwq5bVJhvCeOeJohZ0H3nkY+kvvDFt6GoW7hZnUIFMhJslwrpVHfalCUro5uLTadwHKURVis6RusGA3ZPFDSq8PmVv86Tizm2nBdWKa8fAcA4iZJdoMDUHCVRp3bdVg2kpu1hm8FRpbxc51jxu+cnlB40DSwrv+X5Kep18MSMMZz4aHOxPMPOjdf8sTkvzLbEmv6mm2XTGeYgjpGw4OsASPnPafrgnENrWrTuCqcdhbAuXsBQ7r11GpqYc0ctOxlrRMJPxsFejLH1uPf7r9+HYN/oaGeIlp6Ozxi+baoGF4WfjKcXK2xCb7FpYEq26pIEOV+cIHW+M4iw2rIavqkxpBqPbiRUCL6iFKbxk1QwTG4r0blCVedLXD455/WN8ey5f7lt0CQcxNiP/fXbyMAUfiKUQqEo/ct7vG2xZY3iy2/8PADgS1//FUzHPpyPoitb87QfYUhgjtIJVKgvMLwWkUPDlmVe5LCcYNnO1AuLAoiGBkox32VqVy42ncitnkwAOjIJK2F1kBkfoGKbrQkiuMbCBsPOWHfiK04IDNkyHmuLnCnYY+L9L84usDfw7USzWqAVPnWL+jsA04NqvsDH9PR0W399l/Wq83ycKoU+AWV5ucD6kQeRWRdBs/26phvY6vk5LBP3yWgEwRvXiuj/Ye9NYyxL0uuwE3e/9+3v5Z5ZW3d1VXX3sHs2coYUaIuiDMiUDOoHIUv+YUmmIRiwYUCAYAuGAfmHDPCHDduAYdOAbdkEDJGyIci0SHMVh6Q55Myou2em96quLZfKPd9+17gR/hEnbnWTFKeabZMlIAMYdE7Wy3e3uBHfd77zndPIuducSKkKIP5QVLlZGQGICJC5/X3ZqEH1d+ioWANj9snoysOCpfhO4GLzqmmXfv/tDzHPzLV6XKSKrMSSK+uiKLCwZU9RI4ptxawGq73PPD6rFf3fFkK8K4R4RwjxD4UQkRDihhDiG0KIj4QQP0dPiMtxOS7HvyTjs7hObwP4DwG8orXOhBD/CMBfBfBjAP4rrfXPCiF+GsBPAvjv/8gv0xp1VaAqaygiucJxwc0DMgSqUxKBxAWUVdqlN6AQCRAw5HJCxIwkVgYdTOhaXNY5Trh75AUNPfIcx2cUFpmnqLhrJp7b+AP6ro+xYhcgEf5RHKBDkosLYIXAUCtJMGZlJEtzOAz5c4rBSL+NlABXBaeRZZ/NKyimGq3EgJJhx0dqPQxThZD04Xp5jjl5AYvdU7S5S+28/BoAYLU7gO9b5FmgYjdn5HsYNHRlHz61IK3ZpK4kcmoo1FkGn12C2nEbR6NWrw/FqKGguKNG0UQdupIoSBZLnbrpHiydEnlpIwXrZ+nA2vDMS4m53XVljoiO1jv9VSw9pneHJtQ+Ph/jpetmhy0XUwjXPPekPYBLHQmv08aUIfrJ0nxX5QgE9CBtDbtwGdH4Tg+LpYkUjk/2sSRw51ixlLrA0vp1RiEUzXNyfKyrNrC8CgcZBVuiKG5SFyFclHScklLDYWjf5ZwVlUT3hun5ccI1BAOqS589QkXuTK1d7B+blKfvWl5EiTmBz0UhIIjy1oVASj0IX+tGPfpZx2cFGj0AsTDieAmAQwB/DsZXEjBW9H/5Mx7jclyOy/EnOD6Ll+SBEOK/ALALIAPwKwDeADDR2moEYx/A9h/290KIvwXgbwHAzs426lqhLJaNNZsSLlyCZF6rBzU0+ffx/Xewft18pesxJ8vPUM4o2/XhI4wfmi7C2fkTLLnDHAYKusNjkz02WZa4e2x23VlZNypM3U6AFktdTghUYwtimv9e6UaYEgyDAnwaymy0O7hPMdmdWzeR9Awdd3xkVvg8n0GQPTfoX0e0w8wq6cFp7MEI9hUFpnNTvhzLE6yuGoqrF3eRnb9tnkG6xOrI7DBtmuhMyhSrNaMKXWNJjYSB56KXWGXgOfzQ3ENR2Z1bIWQp048DOD5/9p46OGstIamMpawtmwYWC7M76jiAZrdmlYSNnZwsNfyIuyn3oWVWo6RvaFFlmLLprNdqI2PuvHcksbNtdnerQ3Hv/gHu3DQ/b/SHmFNNaX5aoNcnkzNO4KRs2NqmnkKdNrJPMg8wJxtxVuTwSb0cDFfgkZ9gHbrr3EFKPGdelQilAU/HVYUaFhQmj0EIuCQRZKVERP+NStaoSnaxTseNXVzCHT+oNByyZr3oDIs98nNUgTnPZ1m5OPvI4E7rVGO6en0DgloWASQS6yda1I1oiPI1XHy6hqjPkj4MAPw4gBsAJgD+dwB/4Vn//uNW9J9/7fu0LHP44qk4hOO7Dckj6g+gcsMxcLoj7D4yHpK9DU7QizkefdO8KMdv3oMmxVNWKd6jH+NpJNB/kW3L7JzcP5lgaqsdAmgRiHNqQLHCMZMaNWvXvuW41wqvXjHhdVkreksCOszw3p4JW189eII1+jX61n/w8BzzI6YXfgcJkXMV9eF36DJEuXHtKjx8YkRBNq5twd80/+6EEhkXoYXvQhVmUuxOzUT6sgjQYLVa44B1fllofHHHVCVcp4JkJSa0E8ZxYOkNlZQo2Acx3juDqKzzUAc10xjbtVlMZzjdMyCZChQ2XzVy9slwgFlqFlwFBzX5EAXbukWRW5oJWmGEyqYPNSCt+Eo7RkiCz+1Xzbn/1nef4PiJWSyvvtZDd2BekMe7B5hS5bqXxMgJBM8rEtIihZx8gl6nwumEcunzM9x+mRL81zbgH5vfH56axf3J9AJLVkY2hn14PfNMF+MKKefOgk5egRMiJ+HM9QKktkdByIYslmQ+Uks75tu3rCqEFhhs+XCH5IJIHyG1Lf0sh0yZYpIeX8CFYCriuTUiwndJXUKT76PyHNr7k0sf/jyAh1rrU611BeAfA/gzAPrCam0DOwAOPsMxLsfluBx/wuOzlCR3AXxVCJHApA8/CuCfA/gNAD8B4GfxjFb0EIDjCMhawGF92fc8+FT+Ra3gUcTV62/j6KNvAQCmc/PZG6++htd/nDZun9/D9H2jJ/DonTewxjp3GSkE9O56QMDm5CLFnMCf0GhAt6yo4FoXYJQoqZIb+2Z73VlJcH3d7Jin52OEZFhudmPc3zc709e+/nsYUmF5c9383ebqCobcBaMsQdQyK34pAzgDk9tkmqzDxRIODT22PvcDoJMadu8/xDsfGHHXN+7tQbMUu3lA1erjKWKG/rUjMGFjV56WODoz/Ibbt3bQOIlZH/V8Aa2tMEkEj9cawUNxSspwWja6CAjMDlaWGh61BwYbw8a/QKoaklTxaZ5DsMGo5C6Z5wVSArBnVYFdlou9sAOfIXjbS+BG5jteuW5q9O/dn+Fb75t9ZnttG1evm3t4o9hETtr4+toLiBhiWwOg3C2RMl1Z5BWm1T0AwAs7r2Jlx6QjZV2gJNv17JwSbFMJn9yEK+sDSPJhol6EOWXjJuTmt0MJEdGysKzg28YuL0AQmGsa9VpwJIFrdr62W33EBLadzgoKK1KbeUjI+1hZvYp8ZibotRfvmGPMxihIy17k56gJnrqeanwtAseD5/4JpQ9a628IIf4PAG8CkADegkkHfgHAzwoh/j5/9z99r+8SGhBaQNYKLrnltSObENXz3aYtNljpY7htREbmVP+Z5jN4fTo2rQ9xtmse4sVKH5FHLcXjCS6W5gYuGe6r+qlCc62BktWHNJeNB6PSGi4JKTFR/c2NAUY77FRTGQKi09liiZzEmjcfL/Hqvnl5u0OjGuXrC4Q0FpGyQMnqQ1EqVPvmBSkzuuCGwPqWqccXnmpQ5t984wF+8VvvAwAenS4RMlf/cGau6eHBHGllhULcpqvP8zWUZ41iHRwdGTLQ+qoJywM/guaC5IoQ5HxBtzyEIdOOmUTI/NuKl8StJWK6LanQR0GTGRH4Tb+DHwZY8J7PyG+QaQo2vuLJ+QJTpnxXbq4j4oJUuzUEiRstLgo3rh3gV771FgDgd999iKoyuM1GZwWS6lVH5+9jtGN+r2rrCSowpsrULF2itEY0wwQz67g1nuDw1Hzm8blJAx+cnuJlCvisbu7gg8cGryqLGjUvwHaXqiBqeChS1sjo6ORnISzM5rkaHnefSjLtGCSIW2YDQRDDJxYhI4XcKnLlaYPzaFrLT5YpDtkbsT8p0eIGKOIIrtUTrWVjgPys47Na0f89AH/v9/36AYAf+Czfezkux+X40xvCehH+aY5XXr6tf+Yf/Hd4+83/B9Op2V1v3roD3zEr5nJ6BskQfrXfa9iNJ8emvvze+w8wH5tVOYoD9Kg+7IcuJjTcODi5wMmJCe1LAkTOx7QJWr2oqV0Pd1YxpMbf2qCHG+sG1e52DZL99//Lf4Aud4f1jQFWqMTrCL/xS5jP5xC2kYpViyhyEX+M8Tclgh8NukjYh59RfutinOGUGpWy1ujzfKLARcR6fBK56PTIp2CNOghClLmVCZN4c99EBEdnMxzRj9KranjUSgwIrirHaajIvThAlz39+2cpFvTL2NpsYUg9ygdPLB04b5ykY99pFK+90EdEAkOvH6HFiKZDFCsJIow2zX1rdxKMNk015Ct/8T9Cb0ALPcfFnKH2u29/HQDwy7/5T/HWm3fN/T6bWzkBVFKjYrriQiO1EnpWT0MIxERS27GDwYjKx1JiQa+KOs/QHVBPobTAp0ZJQ6FaAan1y8gVLmj9rqhjoBwPDu9FrYFK2kY6F47tCFV14/9pwWzAaSIJeH7zeyFM6mHOs4S2uosUgHFcr3Hl1nWNzophP/7Fn/w7+Hd/4i+Z8wyNpRwA/OCV/hta6y/je4znguZcyQqHp0eYzCfoMicNZApZmpciTZdYpaCr59U4uWtCvCcf7QIA5uMzXFC5KI4CaCLnQtSYWRmmokKPCG97zUyITugjo1vP7nSJJYknuVTAqpn8gVth0jMPJiTG0YtD9IhCB6HXTEYpc+TUdnSVakxDbZluNqsgCbkv0hI1U5R0VmFKqnDKtuGilA2FtdYS6YW5pnbHR5+plJt46DJEr8qnVZTBpglF66LE/d82VZmzcdYYqwwit7Glt+ZB7SRAye/oJgESLgpxkIPiP+hEHjjPkfAlT5wW1mlEs8xLzNhSnhVVY66TS4VBx6YEzLP7Pk7Ylbp7vkR8Yq77z/9bHbSppbgsC1QZezRC83wf3X2Mi4em0iJyhY7tiG3H8Lv0vAwD+CS4FawctXsJvJBiKeM5Tmg87AsHFpwP4gAhcacWxXYvZgU0KAibSVSWpq6eGgmV7EKUsnqajwoHuukz11AV26WrEorGOE2OpiRs2U0XddMzo7WGsGSvj2/etkInHGj7XVAop+a9+Ogbv4j/a9Xcw5u3t/HFm3fwacZll+TluByX4xPjuYgUijzF44++i/RijGTFAHinT/ZRWOAkSDCjlNiD3bvYe9sgxxPW4H1V4yp3btd3G0GLsi4ReWYl7QgPbRqZrA4N2txqtTCT9HDcneLBE5OOCCVQWMGOJzNMrQMzQ9JulMDKA7jK7DYAoGWJOjORh+fViBj6nTPkvDhfNvJixjqdgFKuMSffIKf9XSvw0GKaUMPHjHX1fKFQskFHOQ7A73AZfjqugJpSMy3wccgdOMtk44nohT5i3qPK7lAa2CQl/JUX1hvAbDyvoLnLxUEMLzTXdOUlk0p96fZ1tH3z2cePn+CtD036dzBOcU4F43QhG45H1CYIPMswsiCv6+L4wpDMPDcCD4fK8Zod8v5dw004vH+KhNJ0o80WfvRLBnR++c5N9NlAFwqJkE1hOcFAEcVYkuhzdH6EDxhlSimxtE7TqkKrxSY71v+TJ2M8IvmsLpbIadTiwIEfWDDa6k3UDfkuCAKE7PKtRQeSVnC5TgFqQlr5NKVqCKsNibpJwaB143TuuB48On37/K8bJFBsulP5tEkv9t77Nj7aMNyLsNL46vVb+DTjuVgUHGhEdYV2twVJa/SiVPAYwimlsUcJ872330PJeHadPPTt9W04DKOLRYaGjO8mEJzoSRgh6JrPjwYGTde1Rq8w/x5eTZ5WEcq8EW3R2kFKHn0dUgQ29pvjCfiQjKkdDygpy54VEpq6hMqi8K7bGKZCuAD7AfzQb5SHBh3y810HBfEQ4QBt5v6B91T8VMYuIjKV7MIEIZGT5JK4HqRV3gDQYmktcDxoBom2Vd0JgFVKso/iCHtHhvS1EvvYIt6xttLDzWuGWXn9uknnNocdOAzRVzttzGiXXssz1KzmzNMKBTGhM94rVSuUTI9Gg6Q5Z98PIDR7W2qNvX2TKnztF3/ZPKeixosvG/zh3/ihH8DrL5mqxGp/FR5JabXS8GiKqxnaV0o1jmIvXL2B1+98EQCQVyUmxKZOz0/hsKt2wRC+KF2IM/P8i3rRdHO6NVBV1nvT3N8o9BFxMbnzykvY2jBl8odVgYP3zSLkLw5RMk2tSpK7StEoVjnwG09IlAUcljLb/R1010xFxS3NwpWVM5QzGvoGAik3ztlshr17hvh24/YPod2IEj3buEwfLsfluByfGM9FpOA7AustF+FoBXtHJvwMgcYaPXBiBFOzmnvTJbaI9q/RxCNxAStD5wcCATvnusM22tYlOfIQsE/fIu75IseSQi1O4kKtmRV1vCyhbG8+ahRW/5Edd6Ws4XNXKoSCy1r6YpmiJHC5yEqkpPG2GZLutFcQkUgi8wpHBCWR5ogJjG2MzI4hlhmenJiL8l0Pq0yrRp0QGTkCw5aPisIiFSMGRym4rCwoFTSRqO86aDMdyVWN3Dbfs8cjUR7W6O4kixIL+kBu9Vq4umGAy/V2givbJgUbrDHC8kSDrK+qLq5RlXp85uDMYHnIlEJqkXimMEWp4I55P5VCzqhCKgGnMbCp8NZb3zXnTD2FOzfW8Jf/nKl437qyiU0aqoSdLgL2ymgRwI3Z/2GbQWXRSLB1nBo9pnTpYoYu79FGx8eUXa5H5Afc2NS4GJsLmZ3PkRaUt0PVVD58AoadpItX77wIAPjX/swPI1kzcnvbe0/whOyzb98tsdSU3mN1rTfo4eqWiQKc9ghdEvXS5QX6kbn3WRhhJs15pKk599MLIL+44PVJxJzrZV5hf/ebAIC9u7dwPvsCPs24jBQux+W4HJ8Yz0WkIBwPfnsNvtDwWLKL2i30ucPCEQAlyG7eWMX1bbN6tmLu/NqFQ6Zdp9+HT6whiNpwrOFILaFcgnFsAso7OdoLszOErSkCYgatYwmnZ1b2peshJ/XVSlxVctlQR2Upm3LicrYAsVF0ktgAgQC6zOmurowguAvef3QMxXJTb72HTs9cq8+o4+K4RIs2b1d3hlgjHyGEAJhnoq6woEaEYPnLjz0IlhOVzGCRr8TzGu/CvAQUE2GXfzdquxC2/Nfx8bkbpgN1e2Md/aHZubpBgpUtAzC2O+YZlJBAbq4/6QE3XjK748HZHA9ODSayLCWUrc1b6ExoLK26k1ZNKc/1RGPgc+/xHt74uuEnSGoWfOHlq7jCY3fDGCFZflEYwCUAhziGw13YZX6uihCOQ+HTIoMiAO3CgWDJWFQArKRZbaK4XivBFUZpe50OXEHgNq0bzKvXMhHr5tXr+OqXvgQAuH37+9CiJsULd15G+gNmd3/hdwZ465u/CwCoCD5e7Xdw/YbhGKysXm8iQSmvNE1qU6Xw4NzM9zMaIy2mKU6ouZEXSwRW48NzUBPPuvf4I+w/ZMj2jOP5WBSEQOw5qPO5NeZBv9tHa2hu9vHeYyiSeq4OOtgkrz3iTY8HI4SB+Z3XiWDb7xxPQTMsdWK/4ZpbNyIoQHRp8KIduCSpZFkHHnUHW04CaSXAG/WtJw1olRYSIUVd5rMMXfYBOBCIWLVICDT2lMAeY+p0mTW9FjvdAQSrCOe0Lx/0Emyv0WZ8MEI7NB+WALzAAk05REHJeKYiajlDKzaAoRtGjVgIoBoD3VbgNbpvlkMBJbCgtNsLwxZuvWwAxSRswQ3NZOwPe0ja5pn4bbNQuFmOmucjxxVW+qYK9IWbGxjzme0eLZtuVIGnyDqpEqhTiVZgJfY0rCHX/sP7mF6YtPG1a2Yh2NnuocU+kaizArdl9c41RGSnswNhRXcsgSxIoUjKcALPdOsA8FyJgOBwAQ2QeqxKy2NoI+biPGqHcNg0EjtA1qXsHedH0u6jNzL3pz8aYW1k7oUTJqiGpLTXX8L0wlQzjh5+BwAQjoYYUl27szJAh/M0BVAzLQznGVbbTE0J5rbaa81iKrRuKBK9uAuX6S/KHG+9/wSfZlymD5fjclyOT4znIlLQWiEvC5RFjS5TgkIXkOdmRd1/fBcDAlTr64PGoy+wVF3HhVU7RhbACVkHztDYdenSgaYkliAYKKAh2GPv6Aye7RL0BIRjZccAZb3/LINNVnBDWwIUmJLFJyuJlOIWQSIaLsPRsSnvOfMlnlAU5HyWwSXDUlU1XIq2tLixb6xvYEDgrNXtAQ5LnWnWAKW1DhsKqzUWzooS2uYM5VOnbCkE2rxfeaUa1lyPu6vQGiHv8epGD62Qoh8AWJFE6LpgtA7P3u/AgUPuhauypnS6M2zjq7dNCnJ3f4J3baelLeMJ0ZxzrRVmLE9WZYWcjskfvvMhVtkcdWvL7LorQYCYaZ6f+NDUaYDvWZtOKJRQ2kQ9tutWVBIuqYt6WcBh16bOC2hFzQJXNM9Vslw8mR+i3TbzrZP4qLSJTFKlcHZuorOEDNl+J4BFvH1VIGYoFHRjZKX5eX04xOe/aLgV8o6JKl575ftR57SHK2pML8x8kZVGRuBT1Rc4OTURwmRmosnlMoPL61OphLB087CLjZ4pux9XS3ztt34Bn2Y8F4tCWZbYO3iMsijhWZ29uo361NRgT3aP8NIdg862+iN4ynZPMnSMXCimDIVTAimtvN0Smh2DOp826wYot11r3ThSubUDPm9UdYCc2nhL4SA7Z1clvQpDz0XFEM/1NVyGxMu8Qs4FR49TdDgpThm2L4btpvuyFUVNe/ZskuLKBsNyKii1khBx15CsOoMI07G5F8LVjelHK44AacL4ihTs+dmsCb+F4zc6lxoakqlEpeqGOJMyvZoVEu0V9iIMWpC8pqjnw6Oijw6U0YcHIELy8CsFSS1GBwIBF5OkH+KqNuf//TeH2CWRaVY89TVMGdoXywot9nbMFyWOWFE5Pzxt7N5Di/AP+/BiLnqybp6ZKDUQmHRF61az6DnKLnq5+QwAAQXPUlmQN4uocBXC0NLbzY07O7vA6o5JXXptDxeZ+X0YCMxS8yIPqz7v1aBpry+ERsm+DZG6KGgP0B91cOdVw1/Qp6bSNur3IByT/i5OLlBMqTg2n8BnalNNZ6hSMwfOjkzr+CwrUVO0ppISSpDfESq0Nsx1ZHvneOsbP49PMy7Th8txOS7HJ8ZzESnUtcZ8UqASaFyET88OkZ6ZBo+BpxCGtnmkAgj8OFbCqpBw2taEQ0NbFKn0oB2qiZSV0eUH4FAvT6FiMwqgnQqSmgVFnsLGyVGnjeXShGspXYsLCRTUNizTAss5jUxkjYTRgR+HDZJtQ/Fut4M+WYOLk3NE3LnbURsJrde2RmZ3Xet2UBOJ1EUJ37EWzhUqruWy9pBE9C+gQUgclAARd0fk8BzLvARq2+1XKzTtdayiJHGMjVVzbFfHaJT5RRcuLeKMRwSBuIw7sKfhspHKCV04JZu1ghAdOl6/eH0V248N0j47IDCqNRRBtMRFI2QzT5eYTk1UcTE/xxWmRx0yUwPHgWADmtMPG/YjfBd1aWXjAEdY/zrmFFUAx7fO5F6TJrjCR9I15zyfCgQUtgnoC5Ev76GmZkFVyKbwo0qvYRu6BF+zqkReU/5OAYo091K4iPpkquoAEdXBj3bJ/pyfwyFPJQxd1LwXaj5HRQr2g4N9nByb80inZj4WVdXI2GmtUFuTnPkcq9dNE9TIP8DJ3mN8mvFcLApK1VimC0T9PsYXZvIc7h0hn5oy5Mq1wdOOtFI1ZTRNWrISGjqzLm4XC3IAACAASURBVD4KYE6qHAldWm6/bJD4imUEmUpI6+KUAwXzi9lyiU7LvCzpeNnQiitKwweB2+Tqi0JB8uXPixojKittrPcRUZgzobDKla1NVCTNPDw/Q59VlNVRCw4/u8IXKfCftmEvddEYnyqtGwp27DtQDK/bPIbf9lCQvLUQQMA8uirrpiM0cBziMGjau8PQQ8AXEMKBb+m8QQ1BqrBwFBRNXYRtLZQubBnFczxoyt27ZQHB+uzGSh8bbXN9j4lrTMoadVMNEGgH9OD0XKQ0E96MBdZIVEuUxTg0BEtUk6NTaJ7PaLDVSLiHSgGkdEMThQ8raKZ82i2hXeochrNGY3O+rLGgSatkz4SngcOTCe+VbO5X4AhsvWSMfKPIpHB5Dnik0MejTlOhyWuJYmyqKLPpMRb32Ln6/nsAgIcfvI0bfVN9QNLHdGbSit0n5zgncer4yQwz5o1pbsV5KmPnBbBzkpuIrHBjy2w+Y+XgQwu2POO4TB8ux+W4HJ8Yz0WkoKGNSUieY8o6/uxshogocxT5jb+gF4qnRh5sfPKEg5qAjFo+Rd9d4UEQDdeZRMVd1Wka0j3UbE6RToW6snTlOVxKxouWaAxMKna3LfICHkNDrTQi69fY7aBtbZd9Hws2+UhqB+5NCnAvhqf9xkzEFUCUmH/RrC9PLua4YIRyNhkDmdmtAlGiJGV40OtAM7oZ2SpC7EMz6ogLgZqAYg0SnwDoGk89Dy1Zp6wxPTSR2f48Q0ahmnU/RtA397Cc5VDUTHTYGemIqnGunhU5Jhcpz38MRRBsOlmgy2sdMZWqlG6oz1IrLKzLtcwx2TcdkcPuEF+6blKaUdccI8+BD37XyLHd3ztAQSn2O1e3cP2aka+79eoX0FknX4QaCnWVo0rN9U2PTnD/kZFV++D+QyxI+XYcDZ/iOZKu077rQlOhuZAKknNBKoWY0caSYithL8FKz+zQ7aSLY4Kr3/7oEN9519C1733r1zB/ZDREK8rQj4YdbNCoZ2tlCx5BV1918e7BuwCAD3efYEYORUoRHaX1Ux43TKQGAFvrm6hpnuQvcqysGc7JcnqCZxnPxaKgaoV8uUCVZ82Ll2mJgIitqNGg/YvlAgvmsOEZNe9bHgLPKhC5iBjaK8eFw/aCSmRwKU4imRfqUhtcAUC5KKECWoRPcriBCSPbvgefYbB1r4oCAc3J0U0ihCTQLLIUp5TkPj+eY0y5dqtM1J4XGPGO9/wAL10xk3jrhZvoDsxkmpBA9P7BRzihZLnnCqxZa/U4gqLP4fH5BAmj5JZjJmjc7sEqoSwLDZ+9DUoqaPGUVWjRdSsEUmYl7j8yk+aBAkIuuO3BQ3yRRKYra324VhRWmBfXqZ/6YeztXmDG56SkBrS5+dnFEoKNAjEXab+UTQlxWTV9gdg9PsbF0pTktgcd9FdNWB1SJn+RHSLomBd3c+sqFlSvOp8IBMqc0+raKVo2HLdeCNNjnD40LfePHuzi+MQsECIMcXXL2AdIWWDBF9luMk6QoOYCUVYSNcvTtaxwcGRSAksUSqM2KmJKv/XOu/hnv/EmAODb776P+ZE5t6I4QcL0r6LF/eFsjvdZlbr1go+/9mM/Zo4dl3jwG/8UAHA8nzU9OA3h7GNDQyCKzTy8OuxhKzaVCvQ2cXrN3IvH9/7An/2h4zJ9uByX43J8YjwXkYLrCnRaAfKyBqxVueOjRQkv1C4EV+NxWmN8bow6zunupKsKV3cMAnzl+hbWVs3Kr2UBxchjdjHGI5qIWHOPaekgZti9OujAo3W6LjUyViK2r3cRM4JwCIwdzgTmligjCiwtxbh2cHVodvzNzQ0QDG+k6oXfgiaS3Q4KbN42QNX1mzex5A51+tD0wau8xlqHOoJRCMnQcVqXCBkS+xJw7K5h6bBRDLvWd5yiEenwHAHPkoXkU4EPzT6QRa5wdMKQ2Xeabs5cL/DeR/u8zyXWNzd4reRxzDOMj82u++h0gTNScBe1eKpz2U7QYx9LTVKRcIR91BBCQPLeHuzdR0uYc9t4YRUOo42LhYliXOVhdcU836StEPsmzRFlgY6w2hIecmo8RG3J81zidGLOsztM4DFNSAuJIEz43RGEY+YU2H/QbkV4fGq+q1QuKkYmVV0jpaRbQoEf3+/g3ruGQ/Brv/TreHRgnmWlwwZUhZtgMrdu5CTFaa+JlOaexmOmWO/+6jdxOLGVhhqqedb2vjU/AtCoeM0Hk0NMq1cBAOHqAp3dEJ9mXEYKl+NyXI5PjO8ZKQgh/mcAfwnAidb6c/zdEMDPAbgO4BGAv6K1HguDnP03MM7TKYC/obV+83uehdZwaom2U6O0JbY4xKpNmKMYB/cfAQDeeXSEjDX0Drshe1rhI3o4enWNzS3TqRf0E+y9a4Ca3YdPcO/YrOz7BJbi/jZWmQ8XVYFXX7HNPm147Igc9legCZg5ilJi0sWCtNX3dw8aZ2ff93Hr+ibvmwfFNfeUuhDXh10kA7PLZRcnDUhU5xlK7ry2+zJwfezTg6C9sgrBEqKcZfDZBBVqH90tE02E5DnU0E1/vxcGjZyZozWsM5uAaMSpJCOG/YsUy8aJ2cMWeQE73RV0uMsLDbjM0S1TMJdLlARXC13i0dLc4+ksxTuMoF5bidEfmmfV7ZhzP8lKCNuL9TFR0g8++Agt8sPdno8pO1R32C7YG63gvQ+N78XR2RzznF2evocvv2hYr7314VMAlXyFQnqoKFPnDYaNa/Y3P/g2ZsemDL4x6uPlK6ZbcW1E3YgowruPH9sbh4pgbagFXvjS5wAAw3XDUEzcFn75N38VAPDw7rdhHXw8z0ef5VIMRng8NhFrxK7O/rVb2NjaAQB89cd+BF+mx8V3fvvbWKPa0v7BASr5VOX59w+tNWpybt778AG2nF8DADzKNA4vsj/4B3/EeJb04X8B8N8C+JmP/e7vAvh1rfVPCSH+Lv//fwzgXwfwEv/3FRgL+q98rwMIIeCHHtwSWGWbsawyDNkCPAoB9M2kv7OtEND4Za1nkOk4EKhY048Dr7F1V5mET+GQlfUB3L7h4q+TqtvpXUWVG1ArrAvEVPJdc2uMKFixMuxifE6AccTW4nMPuQXOlIObNDHdXO/BtS0Bno/aoesPX+K7d0/QYf180PbhMyVytYake9EKj+vJDiqSreaFRMaXrU5TnNAfsxO6iEJzrWv0VHSFB8kJH2qnCVs9ALZdQ2mD/gNoKhme7+Kl9RGfiEafbcFXNofocEK7ntsIiwgClYOkhZC8ASUiKAKJJ+cTzBcEilWNmIFum3yT0BHNglWrpmkTkFM45CR00IPHlUPGltNQY0SkfnvtKgSBvVBHWGtZrkYLgtr9VUFF8It9hL4liwVQgQn5b710G8exCfm9bIGHjx4BAF64YRb3qNWyXDlMTpdQDiXjQw+f3zLah6996TVzf0Lg4YfmOQyGQywrq92p4MXmHg63buJk10jMrd1+HQDwN37ir+Jzt82GdOfqCqZ0MPtXf/CHcYcW9T/9v/405vSstHybWqlGExLiKWiclhV++yPTGbmoSpTV/8c8Ba31bwG4+H2//nEYm3ngk3bzPw7gZ7QZvwfjK7n5qc7oclyOy/GnOv64QOO61vqQPx8BoCc8tgHsfexz1or+EL9vfNyKftCJEXgBPC3gM2WQZQXJElqr18EN2roXowu4VO31aJ0cJEBdmUhCKwWHNNgsncGjLfu1F1cwWlobdAPIxJEPt6aASBJCcDc6CkNs9MyKH9clKlq4F6TU+ijgMnzudRJsbZsd9oWdFRSW8lwKSDYb3blmQtJKapwTaMylQkIhEM8B2rZMSpXlcDRCnJjvnc4vUNBFubg4xXVyCIRXocv7ZXUjoJ3GrbtSfgPmeVogtJoFQlgpB4S12ZW3VxL84BfMrrSaJBDa/H792jY8MhpLtYDLXdz1rR2dj/VVRm5DjavrJuyeL+fwuVu7lcKCgiKH7BI9nCwxZ9QwkarRAliJBRaMirpeH3FkbkyP9yJ2PFyndBl0iA6ly6Kgg3hg7p3jhfCtIA41HdL5OTSjmyQMkETmnLdWNrC8ZXb65dkJpmMThfV6fOauh1dvGED4rY9+DxnTzf5GFx5MSXKjZ64pj0f4yhfM7r+CGN96yzAX4/UAUcucZyFSbL32MgDgdX721Z0ILu0Cy9MS7/wzI1L7ZO8UIyqQX91cx92HnFuMIIXrQPF8lNYf06oQmDDyrPXv84x4hvGZqw9aay2E+HRHxSet6K+sD7SEhzh0EbOuHkTGjh4wOXBE8Y7Yc+C3zQTxYV4Ir9fFlN6IwnGg+R0y91E65oFpx0ePFt89QeXcWiBi74CnBCRb5xzXQUyaczhqIRzTJMUzC093NYXLNO18ukTClGe9P4I3Muuj8GPkqTm2IsHGDQJUlaHBekkLV3ZM2hF5CkrznCyde5kjsq5QqoNMmZcquXWlsZoXYQBPsHZN+XJ4PhSxCi2yRqPR80RDFfcdAZD30CLR6faNDdymQvNKrw14TEfaPRztGkemlhc1OoiCJ1HHORLqSg62Otgh3lMtphC2Hi8Vxk/MvvDP3YfmObqiadX29dPOz1t3XsaBtbZ3ACQmrM5dq2I1xErHvGBBECBuU4PTazdS68tsDpdTW1oz19pFTZWi2hcYsAfF9RNES/OcOu0Ioy3zfARFVo6Pj3D0xOxzy2WOKCH9PSvwI//K9wMAvvx9RjOy1hIv9c35Prp1Fe1Xzf3MdAHPMfMidFMsmY985fp1872Huxh2+RIHVyAoYb//4T4WK4Zv8IUvvI4F273HZ2ahc90K5+SyQNWfqERI2woADZcm8HVT4/ijxx+3+nBs0wL+11KlDgBc+djnLq3oL8fl+Jds/HEjhZ+HsZn/KXzSbv7nAfwHQoifhQEYpx9LM/6FQysNmZaYqhIpw1IdJijZVy8E4BCVb43W4LFv3KVNd12nT70RO21ISRS9oxDRdVhVFXyy4lyqhoRhAsVjaFVDcXXtD4cY0rXYkxoeG5d86u2vdjtQNJEp8gwtMsn80MewT3Xh1gCKXYkaVo+hhqROQxBGjViIrpzGYdslY64z6DT+mdGVAdya0VEAaFuJyCsUZNtVlq1Y143GYShUAwxC6QZcbIUeeowUHO5avShEhylTO4rhsrKjfAXN86idJRRTNoc7plyWUNxpg+4KwLTDaw0aDUo3LRB1zWdWaPMmnKc7khaikWa7vrmNLnkdi7N99BiFhWRKCiUQWBk0CUQts+P7fhvSslOrqomKNBmYrTjB2YnZ8VtRhC4NgeB5AGnoQkzh8T5WVgthkeH4ggIoSsPjDQ21xudeNnqM1kncRQvtG+bcNrdGuLlzGwDwf37jmzg9NHyDlS6ww07Y8NxEAfc/eBerXzFRR5SswwlNtaOqcrx91+y3rWELg77xuwh9em3qHJOJ8UOxaYS5DgGHQiEaT81jaqpZf6/xLCXJfwjgzwJYEULsw7hM/xSAfySE+EkAjwH8FX78F2HKkR/BlCT/5rOchIJGVkt4TgCPtbJEahxS0Wg+m0MRQa3dqOF4C7b06kw0PpBSi0ZMBKhRkmxSVxU8hqvsuEZVqqbrTeoa6Zl5cONlBh2bMFK1BpBWnCW0i4oPSXJLoIEWw73ACxHSQand6wIMzS2dN5tfICfhxfUEHCqEKN+Bz9JADbYWpyl8huqddh9hZKsLCpIl0kxkKElYAXsR8tyoLwHGaEhZ6XRXIHEtai2QSusFybx+nDUvRxwlcHg+s7xAUZnjxUHY0KY1S35KqaZ/pC4mcGlLr0UEzQWwrFMUU1ZPmCZIOI1jla80XH7v+rCHgAvk/uEp1NQcx5rspN4xllOzOI/6640alhA1FLsHHQHUFLaxJjvKN+5hAFAWGVxuMg5CxJGtkpQopLn/y3NzTUcnh5gRg2p5Aj1WxALfQY/GPTVTNxGU8Ig7tUMXnW3zzP76X/jRJi0MnBpFaubk7gOzSPnTDF16PwZxCz/wZVOwc88lDuamfHn//AQ3+2zFrs3Cc7D/Hbx316R25h7YvFI0VGjh+ogis4jk2RjPMr7noqC1/mv/gn/60T/ksxrAv/9MR74cl+NyPJfjuaA5C20oxDKoGrmupChwcWCQYLXagSIdt8wrgLX8OjW/m0zPkRLME4GGaxH8Voj5mOFuWkOFDON9ruzaQ0V5dt8PMa0Nmhz0AnRfNAQS5bhoMQQNeYzJ77yBGWvGtfDxZGp2lytaNFbkQkiAn5+fmTBxcjGFZLgeVR6kx/Sg34cfmZW9LKjbGIeoret0paFc89mgHUPW1hp9irrkTulY+fkFsqW5Js+LGvBJwGgVAICEhiZtGvRDzKoC6cSkRLLbhSC/wegBUh6s0zb+cgB0Qb9KFSPNKI2fCgiPKZ8TQHHnEqVCwehlRu73UqpGZAXaNH0BQDY5huQz6cYRzqZmDgTc+aQbYm1BenvSBbQBHZWsUVcmGimKDJL3YHpGD8qDPTz+4JG5R2WJ9aufBwDE/QQ+54sKYxRMf3Je//7FFAtK37uOC4fpnSM8LC7MdzfW8r4Lh81zUdBGRG7CKOkAjCaF0Ihh7mER0+f0leuo2Tx3ev5duNbP0n2E/MScs6skbq4Yq7s7r5i05H/4mYd/IG0w995pAGZojZLU8mcdz8Wi4DgCSeyhDFx49PKrLnJEzNWytEKR0eK93WkETiplJub4dIGzzEyUrThCFBusYbaocHFmQqb11S4qIvVOaie5BGpbppxDzfnA4wQ1iUxBb7XpO9D0DTjMZENMGacFljOrDVg3wqTBPEPKstDJrsFanaSFwCU5q66bjruqyFCzNdyheEnoJcilecGWadm8YNAasrZdezUKhtWWrahcAY8hbiVzRAyZfQDtxp3pKU5t9S67UYCTc3YZdqNGH1IUNUq+pIszifGuqfJYFuKg20GHwqXa8UDNE+hIwAIay1LigAa57xybezWTGkHHvBzDxG38GHVeI2apVvZCeGO+nGfGi3Fl0cF21+AIvVGGimxRL2mhYrqZzs4QkWVZUVfTUQov3jHdnpsrXWhN0Zoyg7ZGxnUBSXHfi9Sc570n5400vhO4aNuULg6hee+tO5mWGjkZuagkFOdnnc8baXylS6CiZPymYbeut0Yo5mbj2Lv3Ed7+rmkNf/Nrb+IX3nsHAPDKrRfx2utmXp/sm+99fH6GP6za6LouNF9tpRSchhn2bOOy9+FyXI7L8YnxXEQKWmuoqkLsuXBIIy2VgqB0+JOLGcbU7XP8CDXBIE0acWt7G+Wh2RHfu/8AOTsck8RpdsogEnC5Ay1Zrw3OZnCpjVfMJwjId/fKp2Qbt6xQWw9K1t3nJxPkJJjmsynK2qj9OlqhLGkZ7/uYTEw465Bq3R30kbMioVIJSXCwOp4japOnUFmHlKoBLQtZIqMUfZHPILiWF5BNBGEp0Z7vQTI8nUwmCKwEeKkwy8m38F1QgBkpZey0rHDCNOdKt4O4a3a23uoAmnLnQS9pfDN9Rh3d0ToCRmDQAYgzopqlqLgbl5A4teH4zPL3HcSkRw87ARQjliDuIK0I9p2eYrw0/R9TumC3tgCP963OU4guDy01NMlSo9UtJH1DpE165r/r22uASxOhWDbaGGU1bfo4VD6FYsh1SBLTw8NznNG78dqg3WgpOl6A+cSkm5YhkEun8Ydc7baQMx1ruQlqVk+cMILD6liLdG3XcxHSd/J2fwdqxXAa3nrjANdoD/DaK68j6ZrfLyjt5sgCHwsg4TA9jJMuwM7POs2RcG4tZs8msnIZKVyOy3E5PjGei0ihVgqzLMPQc6EJ6qisxMzSlRcSC+5W4WwMn6txNLQKvzEGVOjxIh+azsA1SoTsUEraPWQEMcsGqKtR52QdzqvGgzGv6qffoSq49jO1WflPsxwld+5cASHBPs93oPnds8kERWVyf6uoXC2mCJhn+3GCiM7IqhMCHpWic3OMfDmFS39MKR1IxZJrlSHg9Vd1BW09F8TT5iLQe+B8ftHoFASOgw6jJqWAyMrUsfxXZzmmLMmeD8bobMx43/rYunaF1+fBc63MGcutqCCIjZRFAV4yZF2iorrwbLzAwa7Z8QqKxy5VDcUopdWJDR8XQDtJkFC07qPFm5ifW44AJdGKDHN2C/brCkXBaKxcQhODqWWJUptd0aOiUad3BYuZocwsLxbwWwQPK4XAsS7dZSO3dnZuIsX9sykKnlsJgYC8CcdxMafIcE22pYIPv2M5JEtYPam0FLChmc4q6MhcXz4zv2srD3TmQ5C08MrNVwAA/95f/7fxxq+bZ32QhVhq83z2WN49ODCdwYABGVstEzZtvfACHBhM6OziEAm9LvHkPp5lPBeLglYaVV5igQVcTqRlnuOAdM6RIyCoA+i2I+QlhUH2zERbqgoua/6OB0QM7T2hsVhaBC5HwYcUetTUiwJ4DOXEAHD7nJiLAXzPoNp1cQyHBiHKAnS1g5y168QPkNuat3YbFeQaulEEvpiZydN2QqyQ3FSmSwirDdhZQU4D3fnUhPBKlagjc4zJcomQmpBBFMAR5L47LnyGrta8pZQa47nprzjaO7fvGjxXICDhKF/WqJjGBKyfn8wLhOyM3D1bQD8ygOLqYIm2S/JLXsEVT3seAEDWGQIa0ErhWMV4+EEIybBcS+CCRB2bzq05wvrKAEWNip2tyyKD5nPaP17gaN88Y6vKnVUTfI4OSnptCyXJWzJTyEgo02Ubbml+timM4+SYXJj70hl0ULCN2g/OsMoNJeoN4Y3N5+fn5MikZdNmXlY1aqZgZcvHeWaOEbIy5jt+04pe9hMobnBOVGE+Y8XL8+EyzFfCbHQXe0cYp+bfw0whorbn/jtvom39ITsetDbn9MYHbwAATs9Om+pSEIZYe9V0bW4OX0DBak1V59CtT5cQXKYPl+NyXI5PjOciUlBKI12WCD2BhNTfRVlixpRBTDKMC7PKj2QEj2IgYxplHJ/O0EvMDtxZ60OxPuxWIVrc5fMixx6FNlcS1tVXE9SOWX2DqAOPNm7dGCiXpMR2u9DsKRQE18bZFDkltUpRN76DlZaobeemEBj1zbE1d4FsWSLhah50kqaJqdYOAqokt2k5H/cTcDPDvV/9JXTZELZ15xq82hyjLHJUNLsRVj6tLpHnVnFYQjASiEIPCTkJZVo3kYXtTuzoGoJg2Gw+xZ6pACI/uwCtORHGHjoDA9yFPK5UNU6PDdV26WqsbZsyW68/Qh2YLz9TCrts3FlhGTIaeoZiDCCKXZwemNC4khqaIb8bhzg4MhGG5C4ZVx1MzkxUVS8mCGgTP1me4+67jwAAg5Ur2LhiQDnHNSCwW0wR8h5PT08x5jPrDFcxWmG3atRG7pu58/ZD8/xd14HmvdWO03S+SqlREDQNyNF2Qw9gSTNfCHiMWLNp1aiKt/tDKH7mCRu/pk/28MHXTRny4cMTzJm6lGmOlTUzh65/5SsIVs38e+dt4xdRK9nwYlZfuIKdjmHh9iIPbmgo0Rtbt3BwYtKNezDdl99rPBeLArSCkiUS6SMl30CoGgEDmWma4/5dE84Ooi76FkUPzAtUhW2k5+YNaqcCcsUSUDJUM7rqZGN4nBQDtjq7oQeHctmyqnBCzUeMIgyYoxfzGUJiFz5YP58XyEtL4S0wIZ33YjxHskquvhsgIof/Kl+U/Q+fYHZseO07G19FSJUfN2g1/pbNArNcYnaf4h+9NkYbphejE/ewYHu20h4C60HIl7QsC8zGZlJpOOhTeMTVGmPW230XyJjaWNWoaV431Y5+K0Ji5iLW1lcBYjG9dhc+jUutvIefzxqHqE6rjS45CzKvUHCBPDlZ4PHELKI7XXNPVr0QhFTgJy5ypjaZBFrsbfGcHAXvR8FQvB1UOCCp7eUbJdotpgRBB9tXDfYRr95Ai1LrklUGbxQhSFjNmblQC+orjobwaYJTOwnOz8zi9WDPcDZCz29e7gAaipyGolYNdTknBd8Pc/g19RAzWtsDKFUFn2UZN08gsorXYj7bHe7g8/+mUXFKDxc4ePNbAIAnh2OIHbMZdG5dxz9+8xsAgDOmYgAauvYwCQGS81r9dXQpQLT94suQ33kbn2Zcpg+X43Jcjk+M5yJS0AooUollLBtArRMpRKQjT5Yl3iHgNBqdYdAxK/vq0KySvWGnWc1H3QEqdiAtpQZ7p9DuxXAHZmVW7ACcVzkqGnlIKXHBHe/qS9sIV64DABZnj5ERZY67BpDaPz5HRX8HP/Yxpzr0h3tPMGi/CADwWmGj7Rj75nitfozFrkGMD/OvI942u3+7uwpYdWECjulFhqNj89m4M4QmODXPc0zpbTlPM0QWUKKWgMxrCFKph4MeYnsDoOFZKTVlUgsATYf9slC4IMB1lJbwAnPua7VCRVOaoN3GZMKmGs+qHXsIYxMdiMRrtBymaYZTgqa/8/5d0HEPSWyu89atDYDMzN3JFCxEwA08LDM2hVUOJLv9pgQiRVrh20fm+l+6OEe7a3ZSURfQ7FzzowQhIyvXejaUc6DNfGwuTNcUgAo1LBZ9/GQP/+RrXzMfITO1FceQrGqErtukEj5caHI2XArB5EI0snLL5QSSlSapXHiuOUivu4KYEYvis8lEhdRWTtwZxvRCTf0UH3Ler3dj/O63jHGD5Lk5joeQYjInpzOUJaMR9wJeYuaqE0d4+RVTzbCtzN9riE+ryvL/x3j99df1//3Lv4RKSuwemlxu/8kB9NiUkE5PdnFyZtKH/eMxHn1k3H0c4g+dfhsOO88WWQXJBzcdz1HbPgAHuH7NlGaurXMSez5ivoyVD1QM93Re4+59M6HzpcTeiZmE07n5rr/5k/9OU9WoRYHANw95vKjhsgQ6vThANjMhaI/f+8qdq43339HDA5zRTalWuqGlgpM/rxQyi8gvU3ie7ZgMEUbm4c/nKSRLfBl7CqLQR8GUIC9K/Cd/578GAMhC42s0+AAAIABJREFUIOiav+uurcKNzEJ1fGpe8u9857fx3W//DgBALSfYXjP3anNliC6l5q/1ewiIS1gzmdoL0Kaik6N0o+gk4xbOmMYcnhzi4X0DUhwvzPk+2N/DlPTw2WzRLCb/4Fd+C3ePzGd/6X/7H/HwzW8CAEpaSMVxCJ+L+mA4arw3taxxcUpyTiUx4XOfL8wL5joC6ysm9UlCBxur5meNEiExgSQIsb19EwBw9bZRY3rli1/FXJr5dLCsm87XfuLib/+n/xkAYLxvUsLIA17+vElhnnxwH6cn5vlXWQmnti+ygm/b1tn7EbgCrr2ftUJBv1HXedrP0IrCJqz3+NnQdZFE3OhkhSHJd7df2sFoYDAVledYnJuN5j//uV97Q2v9ZXyPcZk+XI7LcTk+MZ6L9EEIAT/woZWGy72m4/vwVw1yXMtzZIXZ5bK7EyzZXBMNrYRZgAlr8+k8Q6ksmeSpvVY79hES2FkQqGzHwDxjWJoDLhuwZF5ipWcAsROZw2dt3VpvpHkGlxRdpwQkC+5BHGNRWEl1Bac00cuP/LCpOHhxB7/3O6bGfLQ3Rodh5M7qCNYrZGrr2Uqiqp5yCRbsokuXOeKY4Xzg2cCiqf87wkGnba5Ta404tBwKDx5JRl4F9LdMCnbG3bpazNFmCrJ1bQdba+be91ptdKnm3PF99NqMFEigEoGPVmT9M4GUFYwsKzGwegnDNpzcVC2Wj0z0F4YecmpdaF2jrm3HaAfZPRPm7919DznvR992DgYeJNOEyfExlmMT0bV8Fx7l9Dw/xIByeoqRlB94TfpUVxqntOdrOaoxWQk7EY73HvC6zHdduXUHcc8AxavaxRn5HVmq4ChzTnFsduitF1rQpD5f7O9hQWMc1xVwmd4KT5CEDiRtM4f6UQDHUtdlBXTpVu48dTfXAMBUCo3rukLJyLOXBHAYQew+PsL5iYnSrm6vIaueTVzFjstI4XJcjsvxifGcRAqAJwQyoRB6tgc9gKJy8MRtYZmblXY5L6DJqgu5Yp4eLzBnLdZzRZNzLdMKLSoItQIPgitmxnbplojgsNdXag+apSKlBXxSaVHVKJa2lGdu13SRIaC+gRQOJCOSWjgo2Y9/fj7GZsCaPFu5P3znQ8xZOr02amF73eS17XYCl2W4ac/k76muccba/sUsxeNDsyOOswKOtQ2DaHT/HWUduAXqhq3oInTIxmwpSAp4hr6LmOXHkNoU+XKCDRrlvnJtC8jJV64zDGmnNxq0nubf1sFaOwipOCygEJLUEEiJNq/PDdaws2G+rxNRiFUCJ0+I26i8cQpfjdo42jNNUMUkRYetyi3eS+05De3YCxyMGMX0ux2A1PPA8+Azorm6ao5X1BWWubV/k/CpMuWIGrEVLCoUKmHOc+++EZg92ruL7Y4BMwvHa6zZFkWJeMsIs27fvA4AWHMXuPdNU/7LFnkjM6XhIOI8vLLawbXr5pwG1FjoxB4GBGCXwkXMeTZoBU3j1jStMLNKZMS2jtMlUrbc+36AFqPXcZahJE3f86ZQ6aeLFJ6LRUFrDV2V0EXdGJkI10fAcDBJApSpQWETT2GdYf4pQ6RpVaPmhBj1E/QYSkdtHyHJHZEWyKd2UjCtKEq4NBsJPRcxw7bYi+DwgUV+hjbDYye3jfMlFFMU4QRw9FPgaL4kR39RoLduFoOID0jPM1xjynNztdekIHAEQk76DpH8HBojakmexQto0rw7gYellUKrJGJWJaykOVyvWTRC38ec/olJK4FmulKixoLCMBMCuE6d4daKmaxDCJS85l63gxG9K7taILG9D9SJ9P0YHoFGpV3qawNhx4Xm83MdhRF5AytU4t65tobswiwKb967h4LPr8oLHL9vQnhP1+hT/3KFFacgDNFfp55Cq4sR07wyrY3TNYzLt98mh4DAZlrWKLjQF7XEkqIvniwbUZogSdChQc+S5ZIHDw+QrJD/0F9FaftZlMDLr30BAPB9O2ZR3P/6P8HsiQGlY8/BKH5KTb/aN8/nh1+9hhs3DLGoz/saOA6GPev01UZIEFguU1ixhkmaIqOEnuWhHE0v8PCxSVeySjZ9JQtX4JwAqxP4GAb2qTzbuEwfLsfluByfGM9FpCAg4LgegAya7LDSUYi4k3aGXYAqN8vFDF2atpydMdzPalxfN6vr999cQ81dPK00GJWhLjUWlFDbPze75HmWNXXlru8B7M7z2oBL8GklcTAnNffctZwGBZcKUWVYG3AIgKjajQaEKwQGVjZuzN1aAJ0V+hQIiZBhYhAAHp2tlRVPVU9p1TMAWz3+XWhKnwCwKCtoIo0+dSiEEJhR9yFxPeRMmZzMRUiqLeYVLqwiEYGxrp8jdMw5JF6M1a4J/Vv9Njrs8Es8ByEjBIfyaa5TwZHWzrqGY70r6wyuPZ7W8DXTh00Tig/WuvjRrxhn5Af7ezipDaD45GSGo90PzXdDw2fjVZfRyPZmD9foML7e7SLhrgonQslwfVlpxIwUbAQ5T2dICTBPoXB2YJ7JZHGGmMdo+Q62qLScMlKQZ+eYEtiOuyMgNZFAVhd4if6Pm+tmfty7OEfJCGQ7DnD7igEoX7jSwc0Vc543t3cwGFLxm6rUkfDhM+Lz4k7TMCVDjYpRbasdoeKzzCk0uz5KcINaH3uHR3h4YkDjRVXjnEzQ6XSCsGPtAJ9tPBeLgoaG0hK+4zWhSxy0MGBd3RMpOp4VxcgxvMZQiyG373v4oS8Y3bob17Yh2MoM14HDikHgBZCsCz968AgA8P69XTw+NC9FVUlIIvzKFVijAMaw18JwaF6QxzSodYXTiLN4tYAktVXEIXKi6O1+CzFD8OnM/F0rCBAxBKxdBRCX8By/sblXPiW+tAOfpJhW4iGlhNyKF2HYJ9Gpkji/MBMhK203aA1BTKGUChGtp6q6BijFnpUaHWUWwHRsavvZ+Rk0ewAclSIO6bwkFdyIlGatG0IWuKBpeA2yoYVuFJyVLuFQu/H/be/MYi3L7vL+W2uPZ7rnnjvW2KPbQxszOgQDSqIMwiBCFCkPRkiBgIQiIUGiSISWn/LAAyIiIRIhQSGJFDkMYUgsS4SYIYBIMBjw0O7Z7uquqe+tO515nz2tPKxv7+oiGFe3u7oqyvlLpaq6w1l77b32Wv/h+3+fjUOshF4b9uVuFPNXvvmbAfjUC6/wh8/5GP7qrVtt70YNDATT3pX7/e6Htnn0sq9kdMKQMGigwrsY9b9UYY+i6ZJs2axhomrAYjnnRueK//pqm0IYiMAGZFo7ai9htpjw4kteI3l48RxW4W2RF3zg/R6oVjf8ijcO6Svn8p7Htvmm93gY+xOX99jUWt7f3SNuwlFJFISBJWpDyRpU1SD1cH9/QRmBNlyT+jUSxyk9AaC2tlLO7fvNa+P6DZaNDukiY7r4s6qPf7Gtw4e1rW1td9iblaL/ceBvAznweeAfOOfO9L2ngO/DI2h/0Dl3d61ZDjCQqBOnH1SMJMFFOWeshFHgQp687CGc5rzfOVMT8M5z3kXaSqGz40+MqNenzpsuyA5lKaLQTZ/se/SR85wc+kTb0a0JedAQjuSkQjomUZ9FS7HlPYY/ntK6e4aKWj37kdtmq+Pd40mWtq5kpkx+Xud0lVwqXUitJGcYBLeJWeUxmMiQqiKRhDF9VQsCZxhIln0RBNSrhpzFu7Wxsy3mIe4kJEpWxqScCh5tshndXX+PYs1jtpwzXuiMCFxbibFpTq3KTxFX7cmsfCNVUWEU2lXOgujfXJZTNxKAUUKk+9loUZIGnL/oT9K/9MQ7uTWWKE8nJdlWA9pxQi3Y+2jkr3d3c9Ci+NJOj65c6f72NsnQu/Mm7rESjDvXKe7qkkFfnkKWsa2E7vTkOtMTkbjaJccnDVmNfm9RcuM1f9LOz2YMRJCyWM55XAjJl1/xjWun42P6Soh+5SPneViNd9vntuir+yvux57lBrBxA5wwLSELdYhpgAzO4lAXbF4TRvo9CRwVeU5nw3/uipRQpDynqymPq1LxBSoG5o0FBG9Wiv7jwFPOudIY82PAU8A/NcY8CXwIeC9wAfgNY8w7XRP4fjFzjrqqqHEtc7INOi1rjrN9isJP+MkL2/Qy/7Kc3PKu/9beiE5TpsQQCWdeLRZY4c9d7nCl4miVeTa7CZuPexdw7/yC01v+4c9OJi2gJbRQWnW1bfjFWJ3kFFocdQZOL+8iX7BUZSAII8pKeQflHDrW0YgmdvsRiUqnQQRlJje3wfiXUKnUGcamVSGKMSQq04VYHjsnbUqVJG+eTOkKBl3V0FWI5Vl9/UuR9nqkCn+a1ul+GGAFhFmdFbhQIKpll7DR9MxrTEdt5CtVX8Iayka7EkqBwQiCloWqqBcEU216HalmzWqa5bezu8llVT72hyM2uj4Wn8UBG8ph7Cs/0w0sHf1eFEWtElS5PMOK5j7aNCTqUA3Enl1kGT1BxSMXEvX9/KJ8k0q6kavMMNT1LdWWPzs5olLb+vWbX2AgHcvQVvS06Y3Vkl+7gsdH6moM41ZtKjYxUXRbqcxoA3Bq+ChNjSuaapbDlv7QqspFy49Zl0uCBryk/FHoHMaInCVIWgDbVhq35Dk7nZRUzOR3a29Kit459z+cc43o/R/gNSPBS9H/vHNu5Zx7Ga8U9fVv6IrWtra13Vd7KxKN3wv8gv59Eb9JNNZI0f+F5oCyrinyDNNk8gddjGrGddyhrx3aZmNeU6OJEfPuQ4/vMNj17qDFUgvOG8UBVSVtBSoqJcFCNS3V1K2CM9a0+IUqcETqNCQvKeWiJ9qJnXNYAZpKU4OgxLUz9AVUSuNtqoUPTZaaU5qEJOKBDGsIBShwuWnydqQCVhVAt4FSd0tcIS6H0pJ2/b+zqiZVc40R8Uxe12133nxVtdn72emCVCfpxmiE0+9tqe9+b3+foOkG7ET0Bd3tdCyJnoMhJBFpTaBwwAQRYUecDVlFHfjTbzlbtVDhoDJUcuetKkOVmVNkTfi3Yneo02zYI9pT+PdCzKpU8rdqdBocpej0oqpR6YTERlhJgZfzGYk4EhJ5CokNWc786R90LPXS3wvb67KnU/qwrskV6jVrqypyyok/E5//1Cd44r1eRCZbTliJku/mK8/6eYSWXIniMnBYEbYU9ZxKWJZslpEohHS6V8YOqBuuzdLgrK4B01LThXWAC+RFq0JVJWHLbenyvJUeJIpbrsmqLFiVbyx1+GVtCsaYD+PRFR95E7/7/cD3A1y8eMHj2Z0haFwdm7ZU5pW19CVMOn51RU9Coo886l3nrQvnsGqXNgac3P2qjqnx7pVbOarGuWnidlPhmgDcGCKh0qskbZF7Ni4ppdokjCOxjVtlpbiOyEqpMwUOo5xIkMcsjjW2MP7baUzTy20jS9j0D9Ql1twWqQXP+6dOZvJ53fY4dGxA2qD7sqIVA9nu+5fgbLTBmdqFV0XNQBWMaMNiQr9x9rcGBIpPY4nKXrj8MLG4JLdHIzaHfhNOeimxgFHWJFjlXQJVE+xmh0AcjrWdUpdNniRrWYFcnVPl2mQD/2I6E7TCuxvdmJ2+/4wkjgiEegx7EbGea6hxi3pFpf4S0ppAilXRoEe86XNNVRRhXcOD2MTqkCoXU5VgNkWW4laEob9342rBdXUUrjTucnzaaLcQbWxw9XOfA6AMS4rmAFOHrnEFO2LOChNLEDc9CjFZk9syIXETBqD7GhmM0QFopjjR/JvQYVfSq0xmsGzmrftaBBQitC2zgkz3sxObVh8znZVM7lJYtrE3XX0wxnwPPgH5Xe52//VdS9E7537GOfd+59z7m5Lf2ta2tvtvb8pTMMZ8EPhh4K865xav+9ZHgf9sjPkJfKLxCeAP7+IDIQipXEnc9TttENrXqUcnhF31BKwyxI7GnmrXNnWkXQ99ddmidZ1WZobLG2mviqY/LccnlrLjRcsTWFUhVSjJulXdskrboqLZ15tqgbP2dv0bhxPIyAS9tq68nC04Ofadm3vybCa9ikghTD8aYBsW6CBoqdqdEVzZQCZJtJWpWCmECfsJdd10YhqPPwCsGK4vDgdUIoBx/ZAd9R/Mb41bMJStc5YCiQ2E45gs69a9nh0FLJX1Dzvb2NB7E1HcadmDG523KitYFR7rML52wGzmuyC7gz7DfZ8wJO5Ribm4ARMRBgSmwT9UONXV0yjCCNQTEJArcZsLeLTKKlZy7U1mMbG/b7ULsEr4xukQI7pz01DomTNco0ptI4yIb+runEwYj5AE9Pzq3Htb48mMU33t3Y9GBArNlvOcSG2XwUjJzlVOGPlxN/odIiWKyyrHZYI09yJcE4a26OO6JQOi7lEryVtnNXXQyAKGFJGqWWP//fnZKYHUz11gqFt8Ssm2ErNHx2eciU/0bu3NStE/BSTAx0UC8QfOuX/onPucMeYXgWfwYcUPfMnKw9rWtrYHyt6sFP3P/gU//6PAj76RizB4wRQThhiVAoMwoFbMlmcLhiojRv0O586p5q3dvjzNQP+2NmgZbcrFbaZlt8xYLX2Csik3ls6SnfnTvCRgNVc50BqKvBF8dW3cik5lV2YgjYRiVVOo0SYPw1Y7wWQlDQdZXwhEayJOp5qHWWLkbcTdkFpezHwlhOKqaNkgsrpmoVh9djImUnmyH0WEOh1TdQVGpsO5Ql19p4vWy4miABs1fAOOUgzTkSTa3nH5HKVOl9HQUOkEWk0zwsB7Vm5VYpTzqHVyF/mUXLTT4eYGu7ueuSgIHFYnaVnNcZVi/Cah5ooWHRitlkSCKJeLHCPNhdg5Lghn0XQOZmXJ0ZEfb3G8ZHfb5x9m8Sk7gXchN+MuHa2dhjYusCFOXuFqteDGoWf4uvrCi4xF3jt3ZXvPC3lS06Lmluj2Hs9rzHbD01CxEFJ19orv6gzLnH3lezpJl1LX/uorRxxJc+Kxy/vsnxemRhDlNE1oKClMZFuR3kU+Y3zDlztvTM+Yn/nrOFLOaD5bEioxvZOkDMQeblNDqrL1bjfmhhMN3V3aAwFzNsZ6jcjlEqMXunL1bVx/lVM5f9deeW3BQEm1+qLPUs/zklgQ1iiKman7bpIXTQmdxfgM4UBalt3A0i5MnCXXy51llkAQ5A0XUyjJZYR9LcsVaEHUyaBVh66LikQu+sHZMQsp+USZ/9pZ7gj0UizmFds7/vYP64Aq8mPPJ/7aXj54jVQufL/fbTsq48CBqNcWVdGSd0RyLftBxCRqXqRVK/EeB22Ok3yxJBO5SlQ3Slgl5cpvEK8+OyNUkmz33KBtyw6201Y8p6gU2iyiNv8VZBUnx0ohVQs2t3z4YE0IgltrbyfuRFgl3GzUJcslYDNeshJXZi9IGaoLMhSEOYx65GJ+npwuee0l/3KHLx2wt+2h0pcefojH3+Vh792B/z2XT1ssyLUbV3n+uecAmGUZvdS/nKNe2nQ7sxC4KYpTZkuffCzCgEDw9+zohE8//RkAjkUbuNvvEiuZGfb2Ge761mo2Z7z2P/8XAL//v58h0kb16MN+c3j84kNcesjfq27SZ557kNnZ0Rkvvuqp6Y4O5zjhJUaqcPW6HYxfYsxWGaUYswe7IV2FKGVtKN6gr76GOa9tbWu7wx4ITwHjKavSpMti7k+MuoyoVMZx1ran+0kZ8dlr/pQ7GnttvN1zCY+9w+OnLl8+TyiG3+zGDeYKCca3cq5LK7FxI5MoptKJ+dDFIVYQXhdVVLo1ZQgrnZSFoK+D4ZBFrbpzEbQlsiCyHEz8GCenYwo19hzIKS1WHQrV689mU75y5JOjSWUxQjcuV363PzjOOBGz88Zmj325hrEr2ZGnFJiwrdM3FBFRN2LQlEsnc5Jhk7isqOXRuNVtD+JQib+rL1xncuBPvF4nJFZZbHkGdeITjcnItCdhYHzJcnLlBb5w3Z/WRWXpinBl+K6HGAgW7uqCqvCubxuKRSlGyFPbHzKZ+VLfpSRgb8vfl8N+yPaeH3vroh/v4DQju+lLpzaOuaBORRcYdoULCFzJWYNlaUqSRcnxib+fB698vsV6JL0Yo/lVywWZ+BJiYTN6NsQqCOv2Ugrdr0WecSLU4/mdx/zvv/NFKnkBRVhyLFj5y09/gReuiMS3l9CXHuVC6M+DsxNSPafNwYqxuBCuHhyg/DLJoE9ny6/rozO/Dldnk5YApz/oYZWsNc61ehCdNGLQfethzvfenAf+2DCgkju8ODuju+N5As+Ntlq4bh6FfOPXeQBJIfe6ckccXvMLZcNaeuIX3NrcxxaenKXu9dmL/WLryCUdJAOe/SOPtUqSDqNt0WXPKqZTufN51dK5V6IQqYPb2oZUVVvHJ+xj5YKHQYxt+hxUfViuLAPV46tFRqZsf9qNKMTnaKKmq9OwVBVlejrFqEehW+WtBuNGt8tAC8wJ31EFIanCi14vxWiDKEpHMfX3YjGfUGuhH9z0AKvfevaznB/6Ov/2vGag3MjQbuEivdxZhpX4jN4/0l6PXAvwpCz5zDX/edf/5JNcEC7/L7/nCR665PscBntNG29M0BXz1H5E4H4HgMf2NlvW6dl0Qfy432QaQZr97iYvZ/7lPp2teHniw4DNtMvuu97jr3nUZz7Xelj4Z24jw9Ur3hU33T4jKV39yTPP88xzXnxl2InYsP45nN/27nzc7RML61G42yHPznAb07SPd/1LvJP2MGJumozPOLrln+/TV6/wBVUMTl69xaMj/3nf+B6P66spyZX7slW3hU1Pb5xSixgnK+AZCSJ96kX/d57n7MnXf9flHd7/To8GCFJDolB5px/zVQ/79+HnP3OTu7F1+LC2ta3tDnswPAXAuorAgVVNuKwrTJOdtgmX1QX5gXed45FLOm0kVR/vXsZk4misprdr4cuMnW1/Gl28uEmw6U+ruerSq9NDJvIqLj32CLkQfXU5bXUVq2pJJRhsq8OQlyw1dlmDk0scxzV5w+wcRyx1gpbyAvL5jLjvT77RZpehXM2IilSw6lANOY/vdMmUZZ46Q6T4YHOz1/IsYFoZCYKmybIoKRooAAFNEn6WzduGJ+MqKnEdNI16m1GHVeHv4dXpguhEzWY7XVwsXoQkJh6I9wFpLzy6z4Vj7xpff+FVGjrAqg49/gTISkeuzLlt+T4Mte6xZcVG33sgD2/EPHnZhwRXk5i+9S7Jlpq8gl6fQiQy0bLiwtBXHy7vP85+2jRNpSxUxTk59ZWBQdprm+bipMNc62Vjc4t3ffXX+c9bnBAqaTjSfdkaJgy68izDhKIrSHeRcH7HeyHjEzVtvedRjl6+4n/WOM7UgDcIUt7/5KMA3Lh5xFaLF7lNQtPwRNblgko3sR8HrWp4lRhiqRqmahI7tzOgo/elN4zoCyrujCFvGKqTlO3RbVbzu7EHZlNwxuJcgVH8nna7hKJkN8Zx+ZJX/DEXdtnf9QsIZeSTfo8g8g+oyibMlYWtk4pAbaP90Wbrmtuq6U6reM/7fCjSqaYcNn65MxSKz5hmZAKsrNSyWvcirPDkca8PsX9BOrZgoCh/uB0yW/qHd0mZ8/E8IxXo5/wgZWfHvyGDKCDRBjFoXP+L5+kKPnyyzKAplpVVWwHY2h7QaajdG0akCqx6KoLA8uoNv8jPrl+jn6hCEwYElQccPaw25a9/5y65lLAe+4p3Uym/srm3g1ob6A6HTYMegdiv+qNdHlOmv9frs9T1xGlKKiBWZCs66lpMGr7AyuJE+lKdjulHg/aan3iHd+0/d/F8K6keDdQuHUScv+Td7tG8ZnTebwp7Gw9jG9Hb1bLBIFE0JDSDBaEufthLiBX+xcMus0Q5n3iJMT6EitRRurc34vKJD7sOjm5wade/3ACd1D+HeUPAOyuYi15/d+8CgzM/dqdn2ND8qnM79LVZroT7S3sR5cz/rLNbGFV2umnMxp7/7IfDLo9d8LmE92nOq9mqZaTaf3iHvkhsJ9MTJqez9j7bqoWc3ZWtw4e1rW1td9iD4yk4iIKIVDwFYRS3lF91VdIXG/CFyyOEeCZSDbqOBpRL7w6aICGU1HyQLSit3zGDNCDqNTVkdSomHSJ1OM5vvER1Jo6/ecZKpximJmv4AhQOnN/aJLjkr2exjG9niG3FpPA+nnU1Wzo1rDAPl/a2WnDT9miDkcheOrEl1enR6DZaZ3hU3sPuaoOVXG2XWGx8GzIbKj4I5eUsyoImBxpQsRC7dF4AA2XUOxFGP5+m/vtfXb+XoPL3cLgzJLI62SpLPFBo00tAUHCjpGs0SNh6XPRoIkIBcFVOoOVV1TVW1P0IMu3CgLNWNm5Kb0tJY+N45IISzLvniHMBg0xDRdZjpyNOg/2Ejmr23TQAqVzPywzbiFMqO1+uKk6FXylYsn/BVwyGW31c1nQUXmDc817BreuCFJeWueDtmx2LE5R4uiroKxk5U0NURU0R+mRmsBWRquHpYr7divK4Dmw0XA/Oe4rT2ZhYid+aACNAmo1r9KjZGHQYrfx62hE3Q9CNCXWPwyQhE+opqmKmdSM9Z1mtXt+J8KXtwdgUjMEEIUEA3a4eYm1ALmztwKhlt3fpErEetIl9ica5RbvICSBUu3A4CkhqhRrWUM79oq/qJrbstWAi41LPHATkeU1ZNiw3NaYRFZVrHIZhq+dogpIo0xBBxF6pHo1uSOj8v/d4HW29Kh9pr4eePbUJKNWD2ZVOYreqMHqhsSXbW9oJewlZA/qxFW7REJlIS9K6ti8jCCypXtTe1ia9ym9YwXxOZ1Pt0Oqg23oIAnW5d4cxxURArmLVZtyDoMYY6XDaBvQVkIghK0zqtvRoXO2JEYEaC4rnSyl9VaFrN41+L+ARueDTVdXqKu6eP89S4KTp1F/nIJqzseM3hSiICBVWBbVrewnKyQlOZD2pQqlOvwMLvwnlQUV4WdofERSuqWIFpIG/X/2RwGvXT0mEPNzY2WWj469zfDRloPzQ55ynpM8OTtjo+zWZVIaikSiIQozyXEG3Q0/rNq/99YTcML3kAAATrUlEQVSTnGQkncu005YsJ8sJse5bN3UYbc6R0I/5qrwdjoWWcCbCYlOQiXcyiWPqVh3k7mwdPqxtbWu7wx4IT8Hgs+eBMbigUR5yuLqF5pAvVdOPEzIx9cZyyfLJnEKZdZfPKBp3qapb+T1TVjglMZueClNZTNOb3rWMxed3cHhCri65JLJE4h2c6WsRdbuD13lO03DvilUr8R4HHc73/HhJo0JlPDUXQNdaevINbVXjmlO1BdtYQlGk99MOma49qoFaatWVYSbcfkPxlZeGst3rA3pyVXtphFvofuY1YUNTJw/F1B3ijkRdlgWVyE3K2YJ4o6Fe67TlioaCzhVnuEptqybEqivRWNPS8psYXMP/qKpAtaTlYcimE/KqUcpeEYrj4vzuBcKFTzBnk+N2nhvyJju7Pbqb/oS1xlLKmyjygkB1/0TPLg1Dhkr45uWcSpD2uugTKbSp3IxUXkqo3o4yW7DV8+MN0wFjVRQ2d/ZaOvvliR/rdJkx0v0+PT5mqM8ypqYjYZjQJRgRsZhpU8FyRHVDzGg9XwfgippSuPAgjYhEtBMoDI6CsvV662VOpvW5mGSUtXofRttMm+d+l7b2FNa2trXdYQ+EpwB48lZT4xQj1qblA8VUNaVi1cX4hGTTx5SVkklFuWh1+8q6olQ8FfcC0A4clBE2ETzY+ti6KvNW1TcgYin+gmy5IFU8GJUBx5kfO1TiqC5qnPITLowoxb2AM/TVPJV0A1J9ORRkOApqhokakKqaXN2AaSeGpumqbtiKIJUnkYWO1UQ1fVNhVJLM6hWV8BKuOeEcLcdCHMTUiq1nyyWBTuPI2BbRaEMxRTFteRrKRUWx9OOVZY4b+9N9Tkiy4ROsJvb3ys1X2OJY1zAgEPOQqQeEaiqCApNKbk2IyHJR0jDezWcVL91U0vHWlE0hQLu9DZYdZdoWyuuUFQinEGOwKjO63LJc+OsonaV/zicrN7o+mRdGMNr3CdFbp8eYlRJ0vZBAnkmBoRLKdLX012PrOSPNwrqMvnIOSRyQCZL+3IFHGE6+MKXzuJ//9JUx776ok72b02GfxvKF6ADVoRZ1+4TSqwzDHuGWLw1X2ZKzsZ/r9tiRCPIdy6vMXIYTJDor5izEiL2YL3wTGpBNcsb/L2pJepZGh6mtTzACmLBNj2RlxVyuYXA6Z1NtwrYvsdLjjMmZXxBxnBILxFFVtOIlq3pCT+2kJpe7WBWUbYtswXgi5tzCtfXx0zwnUxt10zm53Ytx4sNLsqolHDFBTS53b5AmGC3eyvjNKyZgJm7HNIhImhxRVXoREOCs9C+bIaLUeEXY4Uwvynxak8iFny9XZGUDQvIftrIFRbPRmRyrsGI2zomUkY5tjFPr3PzYL8CeCckF8WW5pFJvQD6fU2mzjNMu7sTjG4KGDnDUweh6qvmM7GXfu2I3t+jU/oW0aQ3K4NfqH7FpSNnAx4sCRCt2bbZgpdMgDVJGe+o0jJXAXFkKcSOuFhOIGnn2gNVc+onWUlT+Zya6n/YYaiWjh5tdsqU/GBYzS6KNsc4XZA1MWcCxk/GKes+/sNHGFqWwMZlzLa3f3pbHNrxw9jvsjT1ALlvmXBBUYDfqMVP7sqshVaI8VthSV47ZQjIAqznjY/9s0s4G3cDP42xyBGqvDzq32/YzhQ+LRcGpNilMxFxrj+W8FSi6W1uHD2tb29rusAfCU3AYnDPUBpxcKuMsgchTyyygVPKlNAFB6MOHXAmUoNdh/Gnfx3/l4JCLF31pbXd/g45qup3UYlRyrFuBjRW1sABnhwccT/wpN54vOdZnDwLDSrDURkXYxgEdaRjO7QqrUCMvCzqSHQuikKjhAFj5U6kobidP8yzj1UMlDBczBsK5bm830mdVy7g8mR4xbfdvQ09lKGfNbfqw5r7VEYV0Gx1RG45VdUkaikSmMm2Ztcp0gncstaDPq7ykUthlBhv0Y5/Mi4ho6Dhd0+GYbLU8Dcam1Av/HJYHNzGZEsKDbazCCicsgUmg3/OeRDQqufKCv0fTG3M60gXt9jcpENnswrvfs+lNtjVemWdYIQHTzcvEIyVrwxNmN/3JfHDtCgDHswlWWgi7u31Ge/5zXQTzsTpzlzUIntLb9uFHxUskKjMOtnapCt2jZUa+9K5AT17erStXKQSb3xz0sLYhx+0xPvI/G8WGTq95xn4iQQ1Zo3N5OONA7NGhjSiV/O0M+8xL79Xl1+UpzQsa72EVVBQzIXUTR9U8lEGH2YG/R3drD8Sm0IQPVe0o5fpWrsSKVWZaLpgLkXN+Y4RRR6DNW9YUBrt+4X7t4/vEsV9s3Y1eywNI3KNQB2MuV82Yqs0HfP6lFzm45RfmOKvIdR2uE3FhpGyvsOquzKmU6Q1WecvOG1lH0bw0ROCUwdcLHYeGRGQxs2yGTZvsdJ9YCfwNvTxBL0EkTZwtl21VY7VcUan3IQlD6gbssGoEagMisRMvFgtChQlpXWAbtg1bUeeN+IxCnDpqV0OeFRQz6RLGG5DL9e1G2MTf5yBseCldq2JEUBLseEBPWb7G2WuvADAwBUktoJlUjIL+PnXPv0Cvzs+RKzfwvkcG7CrZsBENMc5/Xla9AEAvDsjFtRh3phhR+AflgloitZQ5XT2zSje2PoGy9N/v73YgUs7EJThVeYp8Tqm5dJqoJCyZK8ScTwrGiTZDl1OLtetCI/pSViwFFd9/38N0I/8yZiXUYocOkh5OVZlA4UwnNO0zXXY77PXPtc+pK/UxS0lt/FxW+to0z1kuhL0xhpUqV8sMsrzB39SclQ0P+d3ZOnxY29rWdoc9EJ5CXTvm2YqsLAmVwaocxIKoRZWh35cHcbyEyocPTYZ8np0Qqimpu7lFkjSq1IZ8Kj6/8ZxCXkGtWnnY7XP9875h6E8//QqHcr+iMMKKMdhWdcunMBfE9WIYEYqMIwgNldCEoTFYuetpGjDs+evI5gpbJnNKnRJbccJUDMxBZEi64qNUmGRdyljw2eNZRqDQJzaGpDkFQtPiDVIl+8r8Nt0cVcDZqU/ABnXhoeP4/JhtErr6u6wrYnUq1pMTXvrsMwCMOhEdeWb7+7sEHeEwNiTTV2wRS5V6eTxjJRmzmoiw711+U4JD1Yeu/5ozCVN1Tv7u77/A1VN/wl6aLHm59v9+uFqQCN7dD1RxqiasdOL32CWf+meajw9ATWGuqHEKK/YuelnAUb/HUslFcjjTeKaTsdn3HkvaHeI6/uQ9Fg3a4fGEbteHDzcmp5iu7ne28pqBgF34zzqXJixnDTHO17BQx2VZVcRC5C4zqATJ35DuZDErWIrD0dmEQtUua0rOhIbNpgFL49dyIm8rGY4wovFzZUmghr0XX73Ks1c9XLt/EDERudDd2gOyKdQss4y6cj5OBmprmaqV19qKruCqy6Mb5IOmSuB/9uilK1x7yWPkg16HWASe+8NBq90YxCWp2q+7avtbLk545YqPgV89nVPK9a/CgFp5glltSFa35cwBAlNRN9DlssAIKBIaQyUuwrrK6SrL3JOa0sunGcPzfgGa7girbHkQQ6SuwyYLnfQHzAq/wKbTjO1Nv8F0+91WH7O2YPWiI3c+dwVFkzuJanJBe21ZE/SaakjYipGGI3EgxpaOCFAKu2SkRXrhwqNsPuSrPEFtCTdFWtJsXgOLVV7GJCecfvZ3Aej3Nuirmy/s3L55DRel6xmeueLn9zsvP834yLdff8vyhKARu+n0qMRX2Fc/xMHpFcxEFPbDBUat1cdHB3QSv3F0NzcIErU131C+wOYo4iPsGY5PVcI+uEnvsl8vo72UWspSx6f+95bzjE4jA1SWbQs4lCRq7d9TyHfp4g6hKjzDc31uXNNaHsVsilxncjxjMm+6J/392bg8or/vN5jZLCfK/CYzna7YHPhnOZmUnCk/8tAjPqTaujhkfubvz2m24sYNfz+fvX7EtTP/7nSp6L1BQvV1+LC2ta3tDnsgPAWHo6gK6tJiAtX8y4CxQEhdc0atuvPNa68xFHQ1iNXJl1V01Hy039mhFnVZJ3BAw8DsiBp+hkhU2TdnfPp5DzxZLSsWSi72+5Aq+ZRgWSqT26j+duIIlzVeRU0kebTEBNhAPHrjW0SiY0tEbz5flPzp7/0JABdH5+iOGo9mGyfQTKZkYPTqGTdueRcwCQ0XN/3PlpGl0JwqTFt1aPQqXVGDMA3GRBze9LiCkJDdWlWE1LTw7+7An6h1OfWuBzDau8Qg9a7v4bXPM9j2P9O9uN0mGlfmTJ/bA4FmlodjBnseIDQY9okbDIHtUqob0y29F3D02mv86kd+D4Br114kFxHN2TznoiTUyrRu5zq8/AQAJ1dewKzEpF0EpEKIXT5/iVrhT3djn1ANa6g5zqSO1cTf4+NbxyyuikxlsEPcaDBWlnLp792zh/6+RYMh+zt+TsfjQwKFElEnIVHjUqz5j3o9lgLZhS7BSepwsapaVuphmmEFC3cKP9LeiPRh7+Vs2oA8957CYjxleiiK96vPsbPrPYvdh3wi0sWWWg1tblWQyYN67WxG07qbUTFosqZ3aQ/EpkDtqLOMWVZi9BBXZc2ByDfPpQXFLS28KuRoLml40ZCPLj/CuYfktp/M2lKPKxwNqK6yIyKBnhr+/Bunc24KKbi0IZVKj1ntUFWP0taYRqNPLnpUOIpAbEsmJwyb7rUegRZ0POkSyRUdDr27d2m6Yq6HGK8qggO/uF+7cotELv/Wps/SbwwHXN7y8+ttbNNVy/XSVCwa5qhVhQuajki1KZuCpcAqy2XORGi2jTSibDQ1oohSNPCNSOXiOCdsxuuO2Nj2sb+tIAqltlT3KHXvQsXI0WhALf7EJAqh4xdu1O+CKhvFctF2OR7n/jo/9slX+LVP/LqfR1HhlJcZdisSsU+dnk4ZaYOzPf8ibFx+grNXnvfPsVxQL/xGHycz5lf9RnU4eZnBOX8d3aG/9rKCyYnfCG4dHjE59S9bstMh13gn2ZLPiIT2c4d+AWxs7lCfEznsbIX2fDaTLboKpW68qjIsJduigI8GG+yIkGV8do0d3WeLRUuH1Yl//oeLZxhc9D0edbagUsg7X54wPRS6sViRXFDvRtBocsxYqqJ26+iEpz/vqz1n46VHSQH9XsSG2svv1tbhw9rWtrY7zNzWhr2PF2HMLTxs5Og+XcLOeuz12P8fjP2wc273S/3QA7EpABhjPumce/967PXY67Hvr63Dh7WtbW132HpTWNva1naHPUibws+sx16PvR77/tsDk1NY29rW9mDYg+QprG1ta3sA7L5vCsaYDxpjnjfGvGSM+ZF7PNZlY8xvG2OeMcZ8zhjzQ/r6ljHm48aYF/X36Et91pdxDYEx5k+NMR/T/x81xnxC8/8FY0z8pT7jyxh70xjzS8aY54wxzxpjPvB2zd0Y8491z582xvycMSa9V3M3xvx7Y8yhMebp133tz52n8favdA2fMcZ87T0Y+8d1zz9jjPlVY8zm6773lMZ+3hjzLV/O2G+V3ddNwRgTAD8FfCvwJPCdxpgn7+GQJfBPnHNPAt8A/IDG+xHgN51zTwC/qf/fK/sh4NnX/f/HgH/hnHsHcAp83z0c+yeB/+6cezfwVbqOez53Y8xF4AeB9zvnvgIIgA9x7+b+H4EP/pmvfbF5fivwhP58P/DT92DsjwNf4Zz7SuAF4CkArb0PAe/V7/xrvRP315xz9+0P8AHg11/3/6eAp97G8f8b8LeA54Hz+tp54Pl7NN4l/IL868DH8Oz2R0D4592Pt3jsIfAyyiO97uv3fO7AReAqsIWH1n8M+JZ7OXfgEeDpLzVP4N8C3/nn/dxbNfaf+d7fBT6if9+x3oFfBz5wL57/G/lzv8OHZrE0dk1fu+dmjHkE+BrgE8C+c+6mvvUavI569621fwn8MK1aLNvAmXOuIea/l/N/FLgF/AeFL//OGNPjbZi7c+468M+BV4GbwBj4Y96+ucMXn+fbvQa/F/i1+zT2Xdn93hTuixlj+sAvA//IOXcHgZ3zW/ZbXpIxxnw7cOic++O3+rPv0kLga4Gfds59DR5WfkeocA/nPgL+Dn5jugD0+L9d7LfN7tU8v5QZYz6MD2E/8naP/Ubsfm8K14HLr/v/JX3tnpnx6p2/jHfhfkVfPjDGnNf3zwOH92DobwK+wxhzBfh5fAjxk8CmMabpVr2X878GXHPOfUL//yX8JvF2zP1vAi875245T1D4K/j78XbNHb74PN+WNWiM+R7g24Hv0qb0to39Ru1+bwp/BDyhLHSMT7p89F4NZowxwM8CzzrnfuJ13/oo8N3693fjcw1vqTnnnnLOXXLOPYKf5285574L+G3g793LsTX+a8BVY8y79KW/ATzD2zB3fNjwDcaYrp5BM/bbMnfZF5vnR4G/ryrENwDj14UZb4kZYz6IDxu/wzn3egnojwIfMsYkxphH8cnOP3wrx35Tdr+TGsC34TOynwc+fI/H+ma82/gZ4FP682342P43gReB3wC27vF1/DXgY/r3Y/iF8BLwX4DkHo771cAnNf//CozerrkD/wx4Dnga+E9Acq/mDvwcPndR4D2k7/ti88Qne39K6++z+ArJWz32S/jcQbPm/s3rfv7DGvt54Fvv5bq72z9rROPa1ra2O+x+hw9rW9vaHjBbbwprW9va7rD1prC2ta3tDltvCmtb29rusPWmsLa1re0OW28Ka1vb2u6w9aawtrWt7Q5bbwprW9va7rD/AwQQqD4MJKNfAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 6010/6331: Discriminator loss = 0.8574 Generator loss = 1.3629\n", "Epoch 1/1 - Batch 6020/6331: Discriminator loss = 0.9975 Generator loss = 1.2535\n", "Epoch 1/1 - Batch 6030/6331: Discriminator loss = 1.0458 Generator loss = 0.7912\n", "Epoch 1/1 - Batch 6040/6331: Discriminator loss = 1.2102 Generator loss = 0.6829\n", "Epoch 1/1 - Batch 6050/6331: Discriminator loss = 1.4072 Generator loss = 0.5432\n", "Epoch 1/1 - Batch 6060/6331: Discriminator loss = 0.9894 Generator loss = 1.5838\n", "Epoch 1/1 - Batch 6070/6331: Discriminator loss = 1.2002 Generator loss = 0.6099\n", "Epoch 1/1 - Batch 6080/6331: Discriminator loss = 0.8705 Generator loss = 1.5757\n", "Epoch 1/1 - Batch 6090/6331: Discriminator loss = 1.4496 Generator loss = 0.5209\n", "Epoch 1/1 - Batch 6100/6331: Discriminator loss = 1.7630 Generator loss = 0.4451\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 6110/6331: Discriminator loss = 0.6504 Generator loss = 1.7860\n", "Epoch 1/1 - Batch 6120/6331: Discriminator loss = 1.3705 Generator loss = 2.0223\n", "Epoch 1/1 - Batch 6130/6331: Discriminator loss = 0.7775 Generator loss = 1.7647\n", "Epoch 1/1 - Batch 6140/6331: Discriminator loss = 0.8911 Generator loss = 1.1523\n", "Epoch 1/1 - Batch 6150/6331: Discriminator loss = 1.1552 Generator loss = 0.6849\n", "Epoch 1/1 - Batch 6160/6331: Discriminator loss = 0.9270 Generator loss = 1.0082\n", "Epoch 1/1 - Batch 6170/6331: Discriminator loss = 1.1784 Generator loss = 0.7309\n", "Epoch 1/1 - Batch 6180/6331: Discriminator loss = 0.7423 Generator loss = 1.3510\n", "Epoch 1/1 - Batch 6190/6331: Discriminator loss = 0.8609 Generator loss = 1.7043\n", "Epoch 1/1 - Batch 6200/6331: Discriminator loss = 1.0567 Generator loss = 0.7891\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 6210/6331: Discriminator loss = 0.8432 Generator loss = 1.0925\n", "Epoch 1/1 - Batch 6220/6331: Discriminator loss = 1.3856 Generator loss = 0.5301\n", "Epoch 1/1 - Batch 6230/6331: Discriminator loss = 1.5130 Generator loss = 0.4579\n", "Epoch 1/1 - Batch 6240/6331: Discriminator loss = 0.6607 Generator loss = 1.6374\n", "Epoch 1/1 - Batch 6250/6331: Discriminator loss = 0.8622 Generator loss = 1.3478\n", "Epoch 1/1 - Batch 6260/6331: Discriminator loss = 0.7421 Generator loss = 2.2928\n", "Epoch 1/1 - Batch 6270/6331: Discriminator loss = 0.6727 Generator loss = 2.1419\n", "Epoch 1/1 - Batch 6280/6331: Discriminator loss = 1.1840 Generator loss = 0.6868\n", "Epoch 1/1 - Batch 6290/6331: Discriminator loss = 0.9607 Generator loss = 1.4271\n", "Epoch 1/1 - Batch 6300/6331: Discriminator loss = 0.7762 Generator loss = 1.6644\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1 - Batch 6310/6331: Discriminator loss = 1.4208 Generator loss = 0.4883\n", "Epoch 1/1 - Batch 6320/6331: Discriminator loss = 0.7532 Generator loss = 1.3619\n", "Epoch 1/1 - Batch 6330/6331: Discriminator loss = 1.0979 Generator loss = 0.8324\n" ] } ], "source": [ "batch_size = 32\n", "z_dim = 100\n", "learning_rate = 0.0002\n", "beta1 = 0.5\n", "n_images = 25\n", "\n", "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n", "\"\"\"\n", "epochs = 1\n", "\n", "celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))\n", "with tf.Graph().as_default():\n", " train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,\n", " celeba_dataset.shape, celeba_dataset.image_mode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Submitting This Project\n", "When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as \"dlnd_face_generation.ipynb\" and save it as a HTML file under \"File\" -> \"Download as\". Include the \"helper.py\" and \"problem_unittests.py\" files in your submission." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 1 }