{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Chapter 17 – Autoencoders and GANs**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains all the sample code in chapter 17._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", "
\n", " \"Open\n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures. We also check that Python 3.5 or later is installed (although Python 2.x may work, it is deprecated so we strongly recommend you use Python 3 instead), as well as Scikit-Learn ≥0.20 and TensorFlow ≥2.0." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No GPU was detected. LSTMs and CNNs can be very slow without a GPU.\n" ] } ], "source": [ "# Python ≥3.5 is required\n", "import sys\n", "assert sys.version_info >= (3, 5)\n", "\n", "# Is this notebook running on Colab or Kaggle?\n", "IS_COLAB = \"google.colab\" in sys.modules\n", "IS_KAGGLE = \"kaggle_secrets\" in sys.modules\n", "\n", "# Scikit-Learn ≥0.20 is required\n", "import sklearn\n", "assert sklearn.__version__ >= \"0.20\"\n", "\n", "# TensorFlow ≥2.0 is required\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "assert tf.__version__ >= \"2.0\"\n", "\n", "if not tf.config.list_physical_devices('GPU'):\n", " print(\"No GPU was detected. LSTMs and CNNs can be very slow without a GPU.\")\n", " if IS_COLAB:\n", " print(\"Go to Runtime > Change runtime and select a GPU hardware accelerator.\")\n", " if IS_KAGGLE:\n", " print(\"Go to Settings > Accelerator and select GPU.\")\n", "\n", "# Common imports\n", "import numpy as np\n", "import os\n", "\n", "# to make this notebook's output stable across runs\n", "np.random.seed(42)\n", "tf.random.set_seed(42)\n", "\n", "# To plot pretty figures\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"autoencoders\"\n", "IMAGES_PATH = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID)\n", "os.makedirs(IMAGES_PATH, exist_ok=True)\n", "\n", "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\", resolution=300):\n", " path = os.path.join(IMAGES_PATH, fig_id + \".\" + fig_extension)\n", " print(\"Saving figure\", fig_id)\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format=fig_extension, dpi=resolution)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A couple utility functions to plot grayscale 28x28 image:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def plot_image(image):\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA with a linear Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Build 3D dataset:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "np.random.seed(4)\n", "\n", "def generate_3d_data(m, w1=0.1, w2=0.3, noise=0.1):\n", " angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n", " data = np.empty((m, 3))\n", " data[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n", " data[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n", " data[:, 2] = data[:, 0] * w1 + data[:, 1] * w2 + noise * np.random.randn(m)\n", " return data\n", "\n", "X_train = generate_3d_data(60)\n", "X_train = X_train - X_train.mean(axis=0, keepdims=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's build the Autoencoder..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "tf.random.set_seed(42)\n", "\n", "encoder = keras.models.Sequential([keras.layers.Dense(2, input_shape=[3])])\n", "decoder = keras.models.Sequential([keras.layers.Dense(3, input_shape=[2])])\n", "autoencoder = keras.models.Sequential([encoder, decoder])\n", "\n", "autoencoder.compile(loss=\"mse\", optimizer=keras.optimizers.SGD(learning_rate=1.5))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 60 samples\n", "Epoch 1/20\n", "60/60 [==============================] - 0s 1ms/sample - loss: 0.2648\n", "Epoch 2/20\n", "60/60 [==============================] - 0s 49us/sample - loss: 0.1317\n", "Epoch 3/20\n", "60/60 [==============================] - 0s 50us/sample - loss: 0.0778\n", "Epoch 4/20\n", "60/60 [==============================] - 0s 46us/sample - loss: 0.0655\n", "Epoch 5/20\n", "60/60 [==============================] - 0s 51us/sample - loss: 0.0748\n", "Epoch 6/20\n", "60/60 [==============================] - 0s 47us/sample - loss: 0.1039\n", "Epoch 7/20\n", "60/60 [==============================] - 0s 50us/sample - loss: 0.1262\n", "Epoch 8/20\n", "60/60 [==============================] - 0s 52us/sample - loss: 0.0536\n", "Epoch 9/20\n", "60/60 [==============================] - 0s 51us/sample - loss: 0.0208\n", "Epoch 10/20\n", "60/60 [==============================] - 0s 52us/sample - loss: 0.0146\n", "Epoch 11/20\n", "60/60 [==============================] - 0s 52us/sample - loss: 0.0097\n", "Epoch 12/20\n", "60/60 [==============================] - 0s 48us/sample - loss: 0.0076\n", "Epoch 13/20\n", "60/60 [==============================] - 0s 43us/sample - loss: 0.0067\n", "Epoch 14/20\n", "60/60 [==============================] - 0s 49us/sample - loss: 0.0070\n", "Epoch 15/20\n", "60/60 [==============================] - 0s 58us/sample - loss: 0.0061\n", "Epoch 16/20\n", "60/60 [==============================] - 0s 53us/sample - loss: 0.0055\n", "Epoch 17/20\n", "60/60 [==============================] - 0s 63us/sample - loss: 0.0056\n", "Epoch 18/20\n", "60/60 [==============================] - 0s 58us/sample - loss: 0.0055\n", "Epoch 19/20\n", "60/60 [==============================] - 0s 64us/sample - loss: 0.0054\n", "Epoch 20/20\n", "60/60 [==============================] - 0s 55us/sample - loss: 0.0055\n" ] } ], "source": [ "history = autoencoder.fit(X_train, X_train, epochs=20)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "codings = encoder.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure linear_autoencoder_pca_plot\n" ] }, { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4,3))\n", "plt.plot(codings[:,0], codings[:, 1], \"b.\")\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "save_fig(\"linear_autoencoder_pca_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Stacked Autoencoders" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use MNIST:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.fashion_mnist.load_data()\n", "X_train_full = X_train_full.astype(np.float32) / 255\n", "X_test = X_test.astype(np.float32) / 255\n", "X_train, X_valid = X_train_full[:-5000], X_train_full[-5000:]\n", "y_train, y_valid = y_train_full[:-5000], y_train_full[-5000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train all layers at once" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build a stacked Autoencoder with 3 hidden layers and 1 output layer (i.e., 2 stacked Autoencoders)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def rounded_accuracy(y_true, y_pred):\n", " return keras.metrics.binary_accuracy(tf.round(y_true), tf.round(y_pred))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/20\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.3386 - rounded_accuracy: 0.8866 - val_loss: 0.3118 - val_rounded_accuracy: 0.9128\n", "Epoch 2/20\n", "55000/55000 [==============================] - 4s 64us/sample - loss: 0.3055 - rounded_accuracy: 0.9153 - val_loss: 0.3030 - val_rounded_accuracy: 0.9200\n", "Epoch 3/20\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2986 - rounded_accuracy: 0.9214 - val_loss: 0.2982 - val_rounded_accuracy: 0.9249\n", "Epoch 4/20\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.2946 - rounded_accuracy: 0.9251 - val_loss: 0.2938 - val_rounded_accuracy: 0.9284\n", "Epoch 5/20\n", "55000/55000 [==============================] - 4s 70us/sample - loss: 0.2921 - rounded_accuracy: 0.9273 - val_loss: 0.2922 - val_rounded_accuracy: 0.9302\n", "Epoch 6/20\n", "55000/55000 [==============================] - 4s 69us/sample - loss: 0.2904 - rounded_accuracy: 0.9289 - val_loss: 0.2917 - val_rounded_accuracy: 0.9304\n", "Epoch 7/20\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.2889 - rounded_accuracy: 0.9303 - val_loss: 0.2901 - val_rounded_accuracy: 0.9313\n", "Epoch 8/20\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2878 - rounded_accuracy: 0.9311 - val_loss: 0.2884 - val_rounded_accuracy: 0.9324\n", "Epoch 9/20\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2869 - rounded_accuracy: 0.9319 - val_loss: 0.2879 - val_rounded_accuracy: 0.9321\n", "Epoch 10/20\n", "55000/55000 [==============================] - 4s 69us/sample - loss: 0.2860 - rounded_accuracy: 0.9326 - val_loss: 0.2874 - val_rounded_accuracy: 0.9328\n", "Epoch 11/20\n", "55000/55000 [==============================] - 4s 71us/sample - loss: 0.2854 - rounded_accuracy: 0.9331 - val_loss: 0.2873 - val_rounded_accuracy: 0.9313\n", "Epoch 12/20\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.2847 - rounded_accuracy: 0.9336 - val_loss: 0.2872 - val_rounded_accuracy: 0.9299\n", "Epoch 13/20\n", "55000/55000 [==============================] - 4s 65us/sample - loss: 0.2841 - rounded_accuracy: 0.9341 - val_loss: 0.2863 - val_rounded_accuracy: 0.9311\n", "Epoch 14/20\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.2837 - rounded_accuracy: 0.9344 - val_loss: 0.2846 - val_rounded_accuracy: 0.9348\n", "Epoch 15/20\n", "55000/55000 [==============================] - 4s 65us/sample - loss: 0.2832 - rounded_accuracy: 0.9348 - val_loss: 0.2842 - val_rounded_accuracy: 0.9344\n", "Epoch 16/20\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2827 - rounded_accuracy: 0.9352 - val_loss: 0.2850 - val_rounded_accuracy: 0.9359\n", "Epoch 17/20\n", "55000/55000 [==============================] - 4s 65us/sample - loss: 0.2823 - rounded_accuracy: 0.9355 - val_loss: 0.2841 - val_rounded_accuracy: 0.9363\n", "Epoch 18/20\n", "55000/55000 [==============================] - 4s 65us/sample - loss: 0.2820 - rounded_accuracy: 0.9357 - val_loss: 0.2832 - val_rounded_accuracy: 0.9355\n", "Epoch 19/20\n", "55000/55000 [==============================] - 4s 71us/sample - loss: 0.2817 - rounded_accuracy: 0.9360 - val_loss: 0.2858 - val_rounded_accuracy: 0.9361\n", "Epoch 20/20\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.2814 - rounded_accuracy: 0.9363 - val_loss: 0.2835 - val_rounded_accuracy: 0.9370\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "stacked_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(30, activation=\"selu\"),\n", "])\n", "stacked_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[30]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "stacked_ae = keras.models.Sequential([stacked_encoder, stacked_decoder])\n", "stacked_ae.compile(loss=\"binary_crossentropy\",\n", " optimizer=keras.optimizers.SGD(learning_rate=1.5), metrics=[rounded_accuracy])\n", "history = stacked_ae.fit(X_train, X_train, epochs=20,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function processes a few test images through the autoencoder and displays the original images and their reconstructions:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def show_reconstructions(model, images=X_valid, n_images=5):\n", " reconstructions = model.predict(images[:n_images])\n", " fig = plt.figure(figsize=(n_images * 1.5, 3))\n", " for image_index in range(n_images):\n", " plt.subplot(2, n_images, 1 + image_index)\n", " plot_image(images[image_index])\n", " plt.subplot(2, n_images, 1 + n_images + image_index)\n", " plot_image(reconstructions[image_index])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure reconstruction_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(stacked_ae)\n", "save_fig(\"reconstruction_plot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing Fashion MNIST" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "\n", "from sklearn.manifold import TSNE\n", "\n", "X_valid_compressed = stacked_encoder.predict(X_valid)\n", "tsne = TSNE()\n", "X_valid_2D = tsne.fit_transform(X_valid_compressed)\n", "X_valid_2D = (X_valid_2D - X_valid_2D.min()) / (X_valid_2D.max() - X_valid_2D.min())" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(X_valid_2D[:, 0], X_valid_2D[:, 1], c=y_valid, s=10, cmap=\"tab10\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make this diagram a bit prettier:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure fashion_mnist_visualization_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# adapted from https://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html\n", "plt.figure(figsize=(10, 8))\n", "cmap = plt.cm.tab10\n", "plt.scatter(X_valid_2D[:, 0], X_valid_2D[:, 1], c=y_valid, s=10, cmap=cmap)\n", "image_positions = np.array([[1., 1.]])\n", "for index, position in enumerate(X_valid_2D):\n", " dist = np.sum((position - image_positions) ** 2, axis=1)\n", " if np.min(dist) > 0.02: # if far enough from other images\n", " image_positions = np.r_[image_positions, [position]]\n", " imagebox = mpl.offsetbox.AnnotationBbox(\n", " mpl.offsetbox.OffsetImage(X_valid[index], cmap=\"binary\"),\n", " position, bboxprops={\"edgecolor\": cmap(y_valid[index]), \"lw\": 2})\n", " plt.gca().add_artist(imagebox)\n", "plt.axis(\"off\")\n", "save_fig(\"fashion_mnist_visualization_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tying weights" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is common to tie the weights of the encoder and the decoder, by simply using the transpose of the encoder's weights as the decoder weights. For this, we need to use a custom layer." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "class DenseTranspose(keras.layers.Layer):\n", " def __init__(self, dense, activation=None, **kwargs):\n", " self.dense = dense\n", " self.activation = keras.activations.get(activation)\n", " super().__init__(**kwargs)\n", " def build(self, batch_input_shape):\n", " self.biases = self.add_weight(name=\"bias\",\n", " shape=[self.dense.input_shape[-1]],\n", " initializer=\"zeros\")\n", " super().build(batch_input_shape)\n", " def call(self, inputs):\n", " z = tf.matmul(inputs, self.dense.weights[0], transpose_b=True)\n", " return self.activation(z + self.biases)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 4s 80us/sample - loss: 0.3213 - rounded_accuracy: 0.8996 - val_loss: 0.3038 - val_rounded_accuracy: 0.9154\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 74us/sample - loss: 0.2967 - rounded_accuracy: 0.9216 - val_loss: 0.2931 - val_rounded_accuracy: 0.9268\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 70us/sample - loss: 0.2916 - rounded_accuracy: 0.9263 - val_loss: 0.2929 - val_rounded_accuracy: 0.9254\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 64us/sample - loss: 0.2889 - rounded_accuracy: 0.9287 - val_loss: 0.2905 - val_rounded_accuracy: 0.9316\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 70us/sample - loss: 0.2871 - rounded_accuracy: 0.9303 - val_loss: 0.2917 - val_rounded_accuracy: 0.9307\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2858 - rounded_accuracy: 0.9316 - val_loss: 0.2870 - val_rounded_accuracy: 0.9332\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2847 - rounded_accuracy: 0.9327 - val_loss: 0.2865 - val_rounded_accuracy: 0.9336\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 71us/sample - loss: 0.2840 - rounded_accuracy: 0.9334 - val_loss: 0.2859 - val_rounded_accuracy: 0.9349\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 70us/sample - loss: 0.2834 - rounded_accuracy: 0.9339 - val_loss: 0.2864 - val_rounded_accuracy: 0.9338\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.2828 - rounded_accuracy: 0.9345 - val_loss: 0.2839 - val_rounded_accuracy: 0.9338\n" ] } ], "source": [ "keras.backend.clear_session()\n", "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "dense_1 = keras.layers.Dense(100, activation=\"selu\")\n", "dense_2 = keras.layers.Dense(30, activation=\"selu\")\n", "\n", "tied_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " dense_1,\n", " dense_2\n", "])\n", "\n", "tied_decoder = keras.models.Sequential([\n", " DenseTranspose(dense_2, activation=\"selu\"),\n", " DenseTranspose(dense_1, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "\n", "tied_ae = keras.models.Sequential([tied_encoder, tied_decoder])\n", "\n", "tied_ae.compile(loss=\"binary_crossentropy\",\n", " optimizer=keras.optimizers.SGD(learning_rate=1.5), metrics=[rounded_accuracy])\n", "history = tied_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(tied_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training one Autoencoder at a Time" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def train_autoencoder(n_neurons, X_train, X_valid, loss, optimizer,\n", " n_epochs=10, output_activation=None, metrics=None):\n", " n_inputs = X_train.shape[-1]\n", " encoder = keras.models.Sequential([\n", " keras.layers.Dense(n_neurons, activation=\"selu\", input_shape=[n_inputs])\n", " ])\n", " decoder = keras.models.Sequential([\n", " keras.layers.Dense(n_inputs, activation=output_activation),\n", " ])\n", " autoencoder = keras.models.Sequential([encoder, decoder])\n", " autoencoder.compile(optimizer, loss, metrics=metrics)\n", " autoencoder.fit(X_train, X_train, epochs=n_epochs,\n", " validation_data=(X_valid, X_valid))\n", " return encoder, decoder, encoder(X_train), encoder(X_valid)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 4s 73us/sample - loss: 0.3446 - rounded_accuracy: 0.8874 - val_loss: 0.3122 - val_rounded_accuracy: 0.9147\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3039 - rounded_accuracy: 0.9204 - val_loss: 0.3006 - val_rounded_accuracy: 0.9241\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 69us/sample - loss: 0.2949 - rounded_accuracy: 0.9286 - val_loss: 0.2933 - val_rounded_accuracy: 0.9319\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2890 - rounded_accuracy: 0.9343 - val_loss: 0.2887 - val_rounded_accuracy: 0.9362\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.2853 - rounded_accuracy: 0.9379 - val_loss: 0.2856 - val_rounded_accuracy: 0.9390\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.2826 - rounded_accuracy: 0.9404 - val_loss: 0.2833 - val_rounded_accuracy: 0.9410\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 69us/sample - loss: 0.2806 - rounded_accuracy: 0.9424 - val_loss: 0.2816 - val_rounded_accuracy: 0.9430\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2791 - rounded_accuracy: 0.9439 - val_loss: 0.2802 - val_rounded_accuracy: 0.9448\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.2778 - rounded_accuracy: 0.9451 - val_loss: 0.2790 - val_rounded_accuracy: 0.9454\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 65us/sample - loss: 0.2768 - rounded_accuracy: 0.9461 - val_loss: 0.2781 - val_rounded_accuracy: 0.9462\n", "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 2s 35us/sample - loss: 0.5678 - val_loss: 0.2887\n", "Epoch 2/10\n", "55000/55000 [==============================] - 2s 30us/sample - loss: 0.2633 - val_loss: 0.2512\n", "Epoch 3/10\n", "55000/55000 [==============================] - 2s 33us/sample - loss: 0.2237 - val_loss: 0.2115\n", "Epoch 4/10\n", "55000/55000 [==============================] - 2s 33us/sample - loss: 0.2025 - val_loss: 0.1967\n", "Epoch 5/10\n", "55000/55000 [==============================] - 2s 31us/sample - loss: 0.1909 - val_loss: 0.1864\n", "Epoch 6/10\n", "55000/55000 [==============================] - 2s 29us/sample - loss: 0.1824 - val_loss: 0.1734\n", "Epoch 7/10\n", "55000/55000 [==============================] - 2s 31us/sample - loss: 0.1750 - val_loss: 0.1696\n", "Epoch 8/10\n", "55000/55000 [==============================] - 2s 31us/sample - loss: 0.1732 - val_loss: 0.1719\n", "Epoch 9/10\n", "55000/55000 [==============================] - 2s 30us/sample - loss: 0.1711 - val_loss: 0.1917\n", "Epoch 10/10\n", "55000/55000 [==============================] - 2s 29us/sample - loss: 0.1704 - val_loss: 0.1687\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "K = keras.backend\n", "X_train_flat = K.batch_flatten(X_train) # equivalent to .reshape(-1, 28 * 28)\n", "X_valid_flat = K.batch_flatten(X_valid)\n", "enc1, dec1, X_train_enc1, X_valid_enc1 = train_autoencoder(\n", " 100, X_train_flat, X_valid_flat, \"binary_crossentropy\",\n", " keras.optimizers.SGD(learning_rate=1.5), output_activation=\"sigmoid\",\n", " metrics=[rounded_accuracy])\n", "enc2, dec2, _, _ = train_autoencoder(\n", " 30, X_train_enc1, X_valid_enc1, \"mse\", keras.optimizers.SGD(learning_rate=0.05),\n", " output_activation=\"selu\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "stacked_ae_1_by_1 = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " enc1, enc2, dec2, dec1,\n", " keras.layers.Reshape([28, 28])\n", "])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(stacked_ae_1_by_1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 5s 83us/sample - loss: 0.2853 - rounded_accuracy: 0.9359 - val_loss: 0.2868 - val_rounded_accuracy: 0.9361\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 70us/sample - loss: 0.2849 - rounded_accuracy: 0.9363 - val_loss: 0.2866 - val_rounded_accuracy: 0.9364\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2847 - rounded_accuracy: 0.9365 - val_loss: 0.2864 - val_rounded_accuracy: 0.9362\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.2846 - rounded_accuracy: 0.9366 - val_loss: 0.2863 - val_rounded_accuracy: 0.9367\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 74us/sample - loss: 0.2844 - rounded_accuracy: 0.9368 - val_loss: 0.2862 - val_rounded_accuracy: 0.9369\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2843 - rounded_accuracy: 0.9369 - val_loss: 0.2861 - val_rounded_accuracy: 0.9368\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.2842 - rounded_accuracy: 0.9370 - val_loss: 0.2860 - val_rounded_accuracy: 0.9368\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2841 - rounded_accuracy: 0.9371 - val_loss: 0.2859 - val_rounded_accuracy: 0.9369\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.2840 - rounded_accuracy: 0.9372 - val_loss: 0.2858 - val_rounded_accuracy: 0.9368\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 66us/sample - loss: 0.2839 - rounded_accuracy: 0.9373 - val_loss: 0.2857 - val_rounded_accuracy: 0.9371\n" ] } ], "source": [ "stacked_ae_1_by_1.compile(loss=\"binary_crossentropy\",\n", " optimizer=keras.optimizers.SGD(learning_rate=0.1), metrics=[rounded_accuracy])\n", "history = stacked_ae_1_by_1.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(stacked_ae_1_by_1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Convolutional Layers Instead of Dense Layers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build a stacked Autoencoder with 3 hidden layers and 1 output layer (i.e., 2 stacked Autoencoders)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/5\n", "55000/55000 [==============================] - 40s 734us/sample - loss: 0.3017 - accuracy: 0.5064 - val_loss: 0.2842 - val_accuracy: 0.5058\n", "Epoch 2/5\n", "55000/55000 [==============================] - 39s 712us/sample - loss: 0.2756 - accuracy: 0.5088 - val_loss: 0.2739 - val_accuracy: 0.5058\n", "Epoch 3/5\n", "55000/55000 [==============================] - 39s 715us/sample - loss: 0.2709 - accuracy: 0.5092 - val_loss: 0.2720 - val_accuracy: 0.5059\n", "Epoch 4/5\n", "55000/55000 [==============================] - 39s 707us/sample - loss: 0.2682 - accuracy: 0.5094 - val_loss: 0.2685 - val_accuracy: 0.5063\n", "Epoch 5/5\n", "55000/55000 [==============================] - 39s 706us/sample - loss: 0.2665 - accuracy: 0.5095 - val_loss: 0.2671 - val_accuracy: 0.5066\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "conv_encoder = keras.models.Sequential([\n", " keras.layers.Reshape([28, 28, 1], input_shape=[28, 28]),\n", " keras.layers.Conv2D(16, kernel_size=3, padding=\"SAME\", activation=\"selu\"),\n", " keras.layers.MaxPool2D(pool_size=2),\n", " keras.layers.Conv2D(32, kernel_size=3, padding=\"SAME\", activation=\"selu\"),\n", " keras.layers.MaxPool2D(pool_size=2),\n", " keras.layers.Conv2D(64, kernel_size=3, padding=\"SAME\", activation=\"selu\"),\n", " keras.layers.MaxPool2D(pool_size=2)\n", "])\n", "conv_decoder = keras.models.Sequential([\n", " keras.layers.Conv2DTranspose(32, kernel_size=3, strides=2, padding=\"VALID\", activation=\"selu\",\n", " input_shape=[3, 3, 64]),\n", " keras.layers.Conv2DTranspose(16, kernel_size=3, strides=2, padding=\"SAME\", activation=\"selu\"),\n", " keras.layers.Conv2DTranspose(1, kernel_size=3, strides=2, padding=\"SAME\", activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "conv_ae = keras.models.Sequential([conv_encoder, conv_decoder])\n", "\n", "conv_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.0),\n", " metrics=[rounded_accuracy])\n", "history = conv_ae.fit(X_train, X_train, epochs=5,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_16\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "reshape_3 (Reshape) (None, 28, 28, 1) 0 \n", "_________________________________________________________________\n", "conv2d (Conv2D) (None, 28, 28, 16) 160 \n", "_________________________________________________________________\n", "max_pooling2d (MaxPooling2D) (None, 14, 14, 16) 0 \n", "_________________________________________________________________\n", "conv2d_1 (Conv2D) (None, 14, 14, 32) 4640 \n", "_________________________________________________________________\n", "max_pooling2d_1 (MaxPooling2 (None, 7, 7, 32) 0 \n", "_________________________________________________________________\n", "conv2d_2 (Conv2D) (None, 7, 7, 64) 18496 \n", "_________________________________________________________________\n", "max_pooling2d_2 (MaxPooling2 (None, 3, 3, 64) 0 \n", "=================================================================\n", "Total params: 23,296\n", "Trainable params: 23,296\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Model: \"sequential_17\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d_transpose (Conv2DTran (None, 7, 7, 32) 18464 \n", "_________________________________________________________________\n", "conv2d_transpose_1 (Conv2DTr (None, 14, 14, 16) 4624 \n", "_________________________________________________________________\n", "conv2d_transpose_2 (Conv2DTr (None, 28, 28, 1) 145 \n", "_________________________________________________________________\n", "reshape_4 (Reshape) (None, 28, 28) 0 \n", "=================================================================\n", "Total params: 23,233\n", "Trainable params: 23,233\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "conv_encoder.summary()\n", "conv_decoder.summary()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(conv_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Recurrent Autoencoders" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "recurrent_encoder = keras.models.Sequential([\n", " keras.layers.LSTM(100, return_sequences=True, input_shape=[28, 28]),\n", " keras.layers.LSTM(30)\n", "])\n", "recurrent_decoder = keras.models.Sequential([\n", " keras.layers.RepeatVector(28, input_shape=[30]),\n", " keras.layers.LSTM(100, return_sequences=True),\n", " keras.layers.TimeDistributed(keras.layers.Dense(28, activation=\"sigmoid\"))\n", "])\n", "recurrent_ae = keras.models.Sequential([recurrent_encoder, recurrent_decoder])\n", "recurrent_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(0.1),\n", " metrics=[rounded_accuracy])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 79s 1ms/sample - loss: 0.5165 - rounded_accuracy: 0.7363 - val_loss: 0.4489 - val_rounded_accuracy: 0.8137\n", "Epoch 2/10\n", "55000/55000 [==============================] - 78s 1ms/sample - loss: 0.4049 - rounded_accuracy: 0.8415 - val_loss: 0.3762 - val_rounded_accuracy: 0.8650\n", "Epoch 3/10\n", "55000/55000 [==============================] - 80s 1ms/sample - loss: 0.3662 - rounded_accuracy: 0.8703 - val_loss: 0.3626 - val_rounded_accuracy: 0.8730\n", "Epoch 4/10\n", "55000/55000 [==============================] - 80s 1ms/sample - loss: 0.3505 - rounded_accuracy: 0.8808 - val_loss: 0.3483 - val_rounded_accuracy: 0.8838\n", "Epoch 5/10\n", "55000/55000 [==============================] - 82s 1ms/sample - loss: 0.3398 - rounded_accuracy: 0.8881 - val_loss: 0.3345 - val_rounded_accuracy: 0.8941\n", "Epoch 6/10\n", "55000/55000 [==============================] - 93s 2ms/sample - loss: 0.3328 - rounded_accuracy: 0.8930 - val_loss: 0.3372 - val_rounded_accuracy: 0.8914\n", "Epoch 7/10\n", "55000/55000 [==============================] - 94s 2ms/sample - loss: 0.3280 - rounded_accuracy: 0.8962 - val_loss: 0.3261 - val_rounded_accuracy: 0.8980\n", "Epoch 8/10\n", "55000/55000 [==============================] - 95s 2ms/sample - loss: 0.3244 - rounded_accuracy: 0.8988 - val_loss: 0.3226 - val_rounded_accuracy: 0.9030\n", "Epoch 9/10\n", "55000/55000 [==============================] - 92s 2ms/sample - loss: 0.3215 - rounded_accuracy: 0.9010 - val_loss: 0.3239 - val_rounded_accuracy: 0.8958\n", "Epoch 10/10\n", "55000/55000 [==============================] - 90s 2ms/sample - loss: 0.3190 - rounded_accuracy: 0.9030 - val_loss: 0.3206 - val_rounded_accuracy: 0.9015\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "history = recurrent_ae.fit(X_train, X_train, epochs=10, validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(recurrent_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Stacked denoising Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using Gaussian noise:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 5s 82us/sample - loss: 0.3508 - rounded_accuracy: 0.8768 - val_loss: 0.3231 - val_rounded_accuracy: 0.9065\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.3125 - rounded_accuracy: 0.9093 - val_loss: 0.3077 - val_rounded_accuracy: 0.9153\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 74us/sample - loss: 0.3061 - rounded_accuracy: 0.9149 - val_loss: 0.3034 - val_rounded_accuracy: 0.9190\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.3025 - rounded_accuracy: 0.9181 - val_loss: 0.3007 - val_rounded_accuracy: 0.9195\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.2998 - rounded_accuracy: 0.9203 - val_loss: 0.2980 - val_rounded_accuracy: 0.9230\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 78us/sample - loss: 0.2979 - rounded_accuracy: 0.9220 - val_loss: 0.2987 - val_rounded_accuracy: 0.9193\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 74us/sample - loss: 0.2965 - rounded_accuracy: 0.9233 - val_loss: 0.2945 - val_rounded_accuracy: 0.9269\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.2953 - rounded_accuracy: 0.9243 - val_loss: 0.2946 - val_rounded_accuracy: 0.9286\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.2943 - rounded_accuracy: 0.9251 - val_loss: 0.2927 - val_rounded_accuracy: 0.9283\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 77us/sample - loss: 0.2935 - rounded_accuracy: 0.9258 - val_loss: 0.2920 - val_rounded_accuracy: 0.9291\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "denoising_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.GaussianNoise(0.2),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(30, activation=\"selu\")\n", "])\n", "denoising_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[30]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "denoising_ae = keras.models.Sequential([denoising_encoder, denoising_decoder])\n", "denoising_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.0),\n", " metrics=[rounded_accuracy])\n", "history = denoising_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "noise = keras.layers.GaussianNoise(0.2)\n", "show_reconstructions(denoising_ae, noise(X_valid, training=True))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using dropout:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 5s 83us/sample - loss: 0.3564 - accuracy: 0.4969 - val_loss: 0.3206 - val_accuracy: 0.5011\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 73us/sample - loss: 0.3182 - accuracy: 0.5034 - val_loss: 0.3113 - val_accuracy: 0.5014\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 74us/sample - loss: 0.3130 - accuracy: 0.5042 - val_loss: 0.3079 - val_accuracy: 0.5012\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 73us/sample - loss: 0.3091 - accuracy: 0.5048 - val_loss: 0.3037 - val_accuracy: 0.5026\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3066 - accuracy: 0.5052 - val_loss: 0.3032 - val_accuracy: 0.5016\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 78us/sample - loss: 0.3047 - accuracy: 0.5054 - val_loss: 0.3001 - val_accuracy: 0.5032\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 79us/sample - loss: 0.3033 - accuracy: 0.5056 - val_loss: 0.2987 - val_accuracy: 0.5033\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3021 - accuracy: 0.5057 - val_loss: 0.2976 - val_accuracy: 0.5033\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.3012 - accuracy: 0.5058 - val_loss: 0.2976 - val_accuracy: 0.5033\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3004 - accuracy: 0.5059 - val_loss: 0.2958 - val_accuracy: 0.5033\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "dropout_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dropout(0.5),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(30, activation=\"selu\")\n", "])\n", "dropout_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[30]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "dropout_ae = keras.models.Sequential([dropout_encoder, dropout_decoder])\n", "dropout_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.0),\n", " metrics=[rounded_accuracy])\n", "history = dropout_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dropout_denoising_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "dropout = keras.layers.Dropout(0.5)\n", "show_reconstructions(dropout_ae, dropout(X_valid, training=True))\n", "save_fig(\"dropout_denoising_plot\", tight_layout=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sparse Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build a simple stacked autoencoder, so we can compare it to the sparse autoencoders we will build. This time we will use the sigmoid activation function for the coding layer, to ensure that the coding values range from 0 to 1:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 4s 78us/sample - loss: 0.4331 - accuracy: 0.4906 - val_loss: 0.3778 - val_accuracy: 0.4911\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 67us/sample - loss: 0.3610 - accuracy: 0.4976 - val_loss: 0.3510 - val_accuracy: 0.4972\n", "Epoch 3/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3405 - accuracy: 0.5006 - val_loss: 0.3359 - val_accuracy: 0.4990\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3276 - accuracy: 0.5027 - val_loss: 0.3248 - val_accuracy: 0.5003\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 72us/sample - loss: 0.3206 - accuracy: 0.5035 - val_loss: 0.3206 - val_accuracy: 0.5007\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3172 - accuracy: 0.5038 - val_loss: 0.3176 - val_accuracy: 0.5010\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3149 - accuracy: 0.5041 - val_loss: 0.3154 - val_accuracy: 0.5013\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 69us/sample - loss: 0.3128 - accuracy: 0.5045 - val_loss: 0.3133 - val_accuracy: 0.5014\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 68us/sample - loss: 0.3108 - accuracy: 0.5049 - val_loss: 0.3118 - val_accuracy: 0.5023\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 71us/sample - loss: 0.3088 - accuracy: 0.5053 - val_loss: 0.3092 - val_accuracy: 0.5023\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "simple_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(30, activation=\"sigmoid\"),\n", "])\n", "simple_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[30]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "simple_ae = keras.models.Sequential([simple_encoder, simple_decoder])\n", "simple_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.),\n", " metrics=[rounded_accuracy])\n", "history = simple_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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P4fotW7ZUtW3btlW1d7/73bh+8+bNVe3uu++uatH5v538hiVJSsGGJUlKwYYlSUrBhiVJSsGGJUlKYUb0i/BJNqW/jP/2t79d1b75zW/isefOnatqlL6j5F8p/ItzSgXRpAz6VX4pnOBZuHBhVaP0VCmlXLlypapdunSpqkXJyY9+9KNV7ZlnnsFj30ZTH2Gavt6265n+pvfs2VPVXnjhBVxP6T+qXbx4EdcfOXKkqtFUjGvXrlW16LOWJk3Q58ncuXNx/dKlS6vahg0bqtrAwACu/8hHPlLVHn300ebnn6T0oJMuJEl52bAkSSnYsCRJKdiwJEkp9H3o4rnnnqtqDz/8cFUbGhrC9TTGiG4yRu8j3XylxyTRzUyqX79+vekxo/WzZ8+uajQephTeYuFTn/pUVfvxj3/cfE4TwNDF1Jnw6zm6niiwRCPEKIhRCo9sosAThaVK4dAHXU8UWIquUVrf+hkRofXRNiKrV6+uat/61req2oMPPojrJ2l7EkMXkqS8bFiSpBRsWJKkFGxYkqQU+j50MTg4WNXol+mLFy/G9XST9fDhw83Pv3z58qpGvxin0MOFCxfwMen8V65cWdWiSRkUpqDpF9HfBk3aOH/+fFWL3qdon64eGbqYOhN+PUd/uy+//HJV++QnP1nVzp49i+vpOqNrJwpdUIiKAhY0OSaaPEOhBbr2aI+tCH1GRJ8nhIJpP/rRj/DYaAJGjwxdSJLysmFJklKwYUmSUrBhSZJSsGFJklLobf5HAjSKhVItUYKHkm5f+9rXqtpnP/tZXE/70qxbt66q0bijJUuW4GPec889VW10dLSqUZqvlFIOHTpU1TZu3FjVojQfvac0MufEiRO4np5LavHUU09VtePHj1e1aKwZ7RvXOn4tQqlbuvaiUWeUPKTkYPQZ1TraKUr9UqLwj3/8Y1U7efIkrqexdpO0R5bfsCRJOdiwJEkp2LAkSSnYsCRJKfR96IJGDtGIky4jqr761a9WtWg8Cd0opYDCJz7xiar29NNPN5/T/fffX9WGh4fxWHpPfvrTn1a1z3zmM7h+zZo1VY1G6ezatQvXG7rQW4kCBrt3765qNBop2k+KwgwULopCA3Sd035a9PzRa6I6nRM9T6TLsXTt0mcUBbtKifcSnAx+w5IkpWDDkiSlYMOSJKVgw5IkpdA3oYvohiahG68URIg88cQTVe2HP/xh83r6xTgFLL773e/i+oGBgar27LPPVjXao6oUnlTx2GOPVbUodEE3aelX/H/5y19wPe1fJP03mv5QSilHjx6tavT32GUqxIIFC6paNJWiNcxAQZAoyEFTMej8oz3CaD0Fy6I9wui8KHTx0ksv4fr3ve99WJ8MfsOSJKVgw5IkpWDDkiSlYMOSJKVgw5IkpdA3KcELFy40H0sJIErFRGjvqi7+/Oc/Nx0Xpelmz55d1Wi01ODgIK6/ePFi02P2at++fRP+mJoeotQuJd0o9Uu1Ukq5fv16VaOUHaX8SuGUICUa6THpuUvh9B+NdorGTVGdPs+i10SfHXROR44caV7vfliSpGnNhiVJSsGGJUlKwYYlSUqhb0IX586d62l9NAqGwgj79++val3209q+fXvTcR/60Iew/q9//auqrVq1qqpFo5Huvffeqvbggw9WtUWLFuF6GhtD79OBAwdwvfRWouu5dTRSNMaInD59uqrRflSlcJiCzonWR6PS5syZU9XoeoqCUa2j0qLPqNaAxNjYGNa7fPb1ym9YkqQUbFiSpBRsWJKkFGxYkqQU+iZ0cfz48eZju9yQXbhwYVU7fPhwVYtuXNINyRMnTlS1r3/961Wty6SI++67r6pFoQd6r37yk59Uteeffx7Xr1ixoqrRzeheJ4JoeqBrhIIQ0bGEggyl8PW8ePHiqkZ7xpXCf+et+2lFe3TRsXPnzq1q0aQMQq8pmv5B50WfZ9F+WrQ+2k+sV37DkiSlYMOSJKVgw5IkpWDDkiSlYMOSJKXQNynBkydPNh/bJcFDyRwaWfSd73ynef0vfvGLqrZr166qNjw8jI956tSpqrZ79+6qtnPnTlxP6cFXXnkFjyX0XlECqUuqSfpv0Wgm2tOJEoFRSo1GmFHycGBg4K1O8X/R3l20P1+U0qNE3uXLl6talHyk56KUICUkS+GRUXRO0Wip6LNzMvgNS5KUgg1LkpSCDUuSlIINS5KUQt+ELg4ePNh8LN38jMY10U1euiH7pS99qfn5af3g4GBVe/nll5sfc2hoqKodPXoUj4321bldNG6q9cZ3hN7r6Ia0+h+FHmj8WSkcpqAahQ5KKWXjxo1VjcZARSEuClzRGCUKTUR7edG4JxLt2UejoZYuXVrVaKRaKaVcvHixqs2aVbeGLkGYyeKnhCQpBRuWJCkFG5YkKQUbliQphb4JXYyNjfW0PgoNPP7441XtmWeeqWqbNm3C9XRDmG6e0lQIunEaocekIEYp/Mv8JUuWVLWVK1fi+j/96U9VjSYIRGhfnWXLljWvV3+h0EV0PbeGc+bPn491CmMcOnSoqkWfBxScGB8fr2p0jUUohEShh2h6B02aoPNft24drh8dHX2rUyylcJCkFH6tNFUjCnF14TcsSVIKNixJUgo2LElSCjYsSVIKfRO6OHPmTPOxNCZ/y5YteOwTTzxR1Z588smqFo3uJ3STlW48d9meg25oRuvpJind5P3yl7+M6yl00QW9/4Yupi/624+2smi9cR8Flmjaw6VLl6paNH2Cpjr0ur0GPSZdj/Q+RXV6zGjSRetjRkESmpTR5bm68BuWJCkFG5YkKQUbliQpBRuWJCkFG5YkKYW+SQmeOnUK65QqolEq69evx/U0sohEo1woqTcRI0paHjNKL9GxNHLmAx/4QE/PH43HifYe0/REfw8jIyN4LI0novWrV6/G9ZSeo5FD0bVDz0+JQkoeUq0UvnboMaN9p+j105530fg0Ojbae4tE+2RNBr9hSZJSsGFJklKwYUmSUrBhSZJS6PvQxdy5c6sa3WSNRrns27ev6flplEop7Tcvew1i0CiV6DGpfvr06Z7OiZ4/ClfQfliavihMEF03FIagWjQqjUITFDiiIEL0XDQWjs6/dS+vUnr/PKD10bikBQsWVDX6N6H3qRR+/V0+j7rwG5YkKQUbliQpBRuWJCkFG5YkKYW+CV1EvwJvvdG3detWrLeGLqIbqhQ8oHOK9rppRY8ZvScURKEbpwMDA83PT88VhS6igIz6X+veTdH+dhR6oGtv8eLFuP7ChQtN63sNSHTZ346m5PQ6DYb2rqJwRSn8nlJoJAqytIYuJoLfsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp9E1KMErg0CgWsm3bNqz/6le/6un5CSVoeh1l0mU0UjR25nZRSnDTpk1V7fjx402PWcrbu3+O7nx07XRJ/XZJtNHfKY0coiRtdCyl/Og8o/FtrQnbaD3VKQ0Zrae9t+hzM/qMe+ONN7A+GfyGJUlKwYYlSUrBhiVJSsGGJUlKoW9CF9HYkehG4+2iUSzDw8NVjUILvY5S6aJ1PE30mlqDKGNjY1jfvHlzVRsdHa1qdDO3lFIuXrzY9PyaHi5dulTVaH+2UjhgQdd49LdPoQkKSEQBA3pcOieqRSEq+uygazxC1xm9p9F7QgGT1pFypfD+gpPFb1iSpBRsWJKkFGxYkqQUbFiSpBT6JnQRTW+IfjF/O7pJWkopR48erWr0K/rW5+miy6QLEoUrWm/o/vznP8f6PffcU9X+8Ic/VLXo/E+ePNn0/Oo/NJFlfHy8qlFooBQOQ9CkiSVLluB6mrJCjxntp0XBBQoddJkUQe8JfZ5F0zfoveoy+YYm2hw6dKjpMUvhf7/J4jcsSVIKNixJUgo2LElSCjYsSVIKNixJUgp9kxKMRjC1jg159dVXsd66V06UEqRUUZS2aT2udX2kNdF44MABrD/wwANV7Qc/+EFVi1KCXfYOU/+7cuVKVes1dRulho8dO9a0PrrGKJFHCePWPa5K4c8Tunbos6gUTiRSujlK882bN6+qtY7AKqWU8+fPVzV6ra0j4f4vfsOSJKVgw5IkpWDDkiSlYMOSJKXQN6ELGs9SSntAIdp/h26y0v4z0V4zpPXYKLRAdap1CW3QeJYXXngB12/duhXrt4teZzR2R9NTl2AS3bjvMppp0aJFVY1GhUXXHj0/7cVHe75Fo5WWLl3aVItCFxQso9cfhSZoDBW9zmikW5e9u3rlNyxJUgo2LElSCjYsSVIKNixJUgp9E7qIftk+f/78qnbhwoWq9pWvfAXXP/3001WNQgO9/oqbbvJGoYXoF/O3i26G0rmePXu2qj366KO4/mMf+1hV+/znP9/0PKXEN4/V/1r/zlv/xkspZdmyZVUtCjhQQIJCGzT9IVpPurwmCkPQtUtBjFI4YDE2NtZ0XCkcuCLR51GXwFmv/IYlSUrBhiVJSsGGJUlKwYYlSUrBhiVJSqFvUoLRuB9K4FCiMErUrV27tqrt2bOnqkXjinoZW9Jl36su+89QKorG06xevRrX0ygXEo2CGRkZaVqv6Sv626eUIY1bouu2lFLWrFlT1ejaiRJ5hK5xGs0U7fFFycPly5dXNRoJVwqnbinlODQ0hOupTp8R0ecJvdZe9+yL+A1LkpSCDUuSlIINS5KUgg1LkpRC34QuPvzhD2P9ueeeq2o0rim6SfuPf/yjtxPrQ2fOnKlqNPYlCsLs2LFjws9JedEN/mgEEu1bRwGFlStX4vqHHnqoqlGIauPGjbiePjvo75xGnUUBLAp40GuK9ugaHx+vatevX69q73jHO3D94cOHqxoFPKLRUjTaKTrXXvkNS5KUgg1LkpSCDUuSlIINS5KUQt+ELj74wQ9inW5I0k3eybpJ2I/oF/uXL1+uateuXcP1rZMyND3QVIYoNHHixImqRvthDQ4O4vpNmzZVtfe+971VLZrSEk2ruB1Nn4gmRbRO44nOiaZKUGgi2iNsw4YNVY3CJdFrp/Ny0oUkaVqzYUmSUrBhSZJSsGFJklKwYUmSUuiblGCUKqKRTTT2hVI5ERpRkj1lSKmemTP5v2dobMynP/3pqnbu3DlcHyU61f/oOlm1alVV+8Y3voHrh4eHqxpd4zQqrBRO6i1cuLCqddnHLhpZ1Irek9ZaVI+uXfL+97+/qn3xi19sfszHHnusqnX5PO3Cb1iSpBRsWJKkFGxYkqQUbFiSpBRmTNYIDUmSJpLfsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSnYsCRJKdiwJEkp/A8z4+M91y54cgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(simple_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a couple functions to print nice activation histograms:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def plot_percent_hist(ax, data, bins):\n", " counts, _ = np.histogram(data, bins=bins)\n", " widths = bins[1:] - bins[:-1]\n", " x = bins[:-1] + widths / 2\n", " ax.bar(x, counts / len(data), width=widths*0.8)\n", " ax.xaxis.set_ticks(bins)\n", " ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n", " lambda y, position: \"{}%\".format(int(np.round(100 * y)))))\n", " ax.grid(True)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def plot_activations_histogram(encoder, height=1, n_bins=10):\n", " X_valid_codings = encoder(X_valid).numpy()\n", " activation_means = X_valid_codings.mean(axis=0)\n", " mean = activation_means.mean()\n", " bins = np.linspace(0, 1, n_bins + 1)\n", "\n", " fig, [ax1, ax2] = plt.subplots(figsize=(10, 3), nrows=1, ncols=2, sharey=True)\n", " plot_percent_hist(ax1, X_valid_codings.ravel(), bins)\n", " ax1.plot([mean, mean], [0, height], \"k--\", label=\"Overall Mean = {:.2f}\".format(mean))\n", " ax1.legend(loc=\"upper center\", fontsize=14)\n", " ax1.set_xlabel(\"Activation\")\n", " ax1.set_ylabel(\"% Activations\")\n", " ax1.axis([0, 1, 0, height])\n", " plot_percent_hist(ax2, activation_means, bins)\n", " ax2.plot([mean, mean], [0, height], \"k--\")\n", " ax2.set_xlabel(\"Neuron Mean Activation\")\n", " ax2.set_ylabel(\"% Neurons\")\n", " ax2.axis([0, 1, 0, height])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use these functions to plot histograms of the activations of the encoding layer. The histogram on the left shows the distribution of all the activations. You can see that values close to 0 or 1 are more frequent overall, which is consistent with the saturating nature of the sigmoid function. The histogram on the right shows the distribution of mean neuron activations: you can see that most neurons have a mean activation close to 0.5. Both histograms tell us that each neuron tends to either fire close to 0 or 1, with about 50% probability each. However, some neurons fire almost all the time (right side of the right histogram)." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_activations_histogram(simple_encoder, height=0.35)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's add $\\ell_1$ regularization to the coding layer:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 5s 98us/sample - loss: 0.4306 - accuracy: 0.4947 - val_loss: 0.3819 - val_accuracy: 0.4897\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.3689 - accuracy: 0.4971 - val_loss: 0.3639 - val_accuracy: 0.4940\n", "Epoch 3/10\n", "55000/55000 [==============================] - 5s 86us/sample - loss: 0.3553 - accuracy: 0.4987 - val_loss: 0.3513 - val_accuracy: 0.4970\n", "Epoch 4/10\n", "55000/55000 [==============================] - 4s 78us/sample - loss: 0.3443 - accuracy: 0.5003 - val_loss: 0.3428 - val_accuracy: 0.4964\n", "Epoch 5/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3379 - accuracy: 0.5009 - val_loss: 0.3372 - val_accuracy: 0.4979\n", "Epoch 6/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3332 - accuracy: 0.5015 - val_loss: 0.3329 - val_accuracy: 0.4980\n", "Epoch 7/10\n", "55000/55000 [==============================] - 4s 78us/sample - loss: 0.3286 - accuracy: 0.5025 - val_loss: 0.3306 - val_accuracy: 0.4981\n", "Epoch 8/10\n", "55000/55000 [==============================] - 4s 76us/sample - loss: 0.3249 - accuracy: 0.5032 - val_loss: 0.3254 - val_accuracy: 0.5000\n", "Epoch 9/10\n", "55000/55000 [==============================] - 4s 80us/sample - loss: 0.3223 - accuracy: 0.5036 - val_loss: 0.3244 - val_accuracy: 0.4995\n", "Epoch 10/10\n", "55000/55000 [==============================] - 4s 75us/sample - loss: 0.3205 - accuracy: 0.5039 - val_loss: 0.3212 - val_accuracy: 0.5014\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "sparse_l1_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(300, activation=\"sigmoid\"),\n", " keras.layers.ActivityRegularization(l1=1e-3) # Alternatively, you could add\n", " # activity_regularizer=keras.regularizers.l1(1e-3)\n", " # to the previous layer.\n", "])\n", "sparse_l1_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[300]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "sparse_l1_ae = keras.models.Sequential([sparse_l1_encoder, sparse_l1_decoder])\n", "sparse_l1_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.0),\n", " metrics=[rounded_accuracy])\n", "history = sparse_l1_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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nVdu9ezeuf+WVV6oaXfv33HNPVbvrrrvwMS9duoT1291///1Yf8973lPV3vve91a1Rx99FNdv2LChqtF3xyS4r+UvLElSDjYsSVIKNixJUgo2LElSCjYsSVIK06K/CB9nE/qX8d/+9rer2je/+U089uzZs1WNEjSU/CullJkzZ1a1ixcvVjWalEF/7V4KJ5DoL9vpr/pLKeXKlStVjZJKUXLyQx/6UFV79tln8dg7aOIjTFPXHbue6TNJyb/f/e53uH7fvn1N6w8cOIDr6Tqha5cSddH1SPW77767qk2fzr8v5syZU9UoUXjffffh+scee6yqffCDH6xq0XfcOKUHnXQhScrLhiVJSsGGJUlKwYYlSUqh50MXzz//fFXbvn17VVu5ciWupzFGdJMxeh+vXr3a9JgkuplJddoiocvj0k3eaJTM/v37q9oTTzxR1X70ox81n9MYMHQxccb8eo6up3PnzlW1b33rW1Vt165duP7w4cNVjYJV0XZBrWEKqnX5ru0SZKBwFgWzBgcHcf3mzZur2te+9rWqtnXrVlwffU+MkqELSVJeNixJUgo2LElSCjYsSVIKPR+6WLFiRVW7fPlyVaO/Fi+Fb57SjdvIwoULq9qsWbOqGoUezp8/j49J57948eKqFk3KoJukNP0i+mzQDV26GR69T9E+XaNk6GLijPn1HE2FeO2116raZz/72aoW7U9Hk2coBBVNeaEwBAWr6Pyj67H1OzgKa9Hzd3keup4/9alPVbWnnnqqef0YMHQhScrLhiVJSsGGJUlKwYYlSUrBhiVJSqFtRlBip0+frmqU0otSSZR0+/rXv17VPve5z+H6NWvWVLVVq1ZVNRp3NHfuXHzMjRs3VrVDhw5VtSi9c/Dgwaq2du3aqhal+eg9pT2+Tpw4gevpuaT/V5Roe/HFF6saJQKj9bSnFKXvonFDlPSjx6TkXjQ+jRLCVIvWU3KRzjNKE1LC989//nNVi1LLlLwcpz2y/IUlScrBhiVJSsGGJUlKwYYlSUqh50MXNHKor6+vqnUZUfXVr361qlGQoxQOc1BA4ROf+ERVe+aZZ5rP6eGHH65q0Z5A9J785Cc/qWqf+cxncP2yZcuqGt3k3blzJ643dKF3EoWg9u3bV9W67DlH1z4d2yUgQWOcovNvfUwKMtBx0XPR+DYKh5TCARMKspw6dQrX0/i58eIvLElSCjYsSVIKNixJUgo2LElSCj0Tuuhyk5NuPlIQIfLkk09WtR/+8IfN64eHh6saBSy++93v4vr58+dXteeee66q0V+wl8KTKj7+8Y9XtSh0QQELunH7yiuv4PpPfvKTWJf+jyj0QJNn6NqPAgYUrqIgRjTpgtBzjYyMVLVozz367qHHjCbX0Oun1xl9x9GxFNqI9rejyTvjxV9YkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBR6JiUY7dVCKAFE45IitHdVF7TXDInSdDSihZI+K1aswPUXLlxoeszR2rNnz5g/pnoPfXYvXbqEx1LClq7naNRa635WNBqpFB4DRc9PycMIXXuUCIxSglGi8nZd9gij1zk0NITrH3vssarmfliSpCnNhiVJSsGGJUlKwYYlSUqhZ0IXZ8+eHdV6uslYCt8QpT15uuyntWXLlqbj3ve+92H9n//8Z1VbsmRJVYtGIz344INV7f3vf39VGxwcxPU0Cobep+gmrfROaDRQKbwnEwUpInSdUuiA9riK1tP1QEGIgYEBfEwa40TnFI2botff399f1aL9rAgFSQ4dOoTHdvnuGy1/YUmSUrBhSZJSsGFJklKwYUmSUuiZ0MXx48ebj+1yk5ZulNK+MNFfdtMNyRMnTlS1b3zjG1Wty6SIhx56qKpFoQd6r3784x9XtRdeeAHXL1q0qKrRX+GPdiKIeg9dD1Q7efIkrqc9nbrc9J81a1ZVo++DKHTRiiZlRBMpKLBEteh7i+r0OqNJGTRVhF5/FNqg0EmX/cS68BeWJCkFG5YkKQUbliQpBRuWJCkFG5YkKYWeSQnSPjkRSrBQ0qUUTvbQyKLvfOc7zet/8YtfVLWdO3dWtV27duFjUoLqr3/9a1XbsWMHrqf04F/+8hc8ltB7RWNjWvfp0dRGKT9K4kbHzphRf41FKbVly5ZVNUrJRalfqtNYNzouSulRyo8ek5J/pfBrpe+o2bNn43raC5Cu8ejfhBKFlHIciz2y/IUlSUrBhiVJSsGGJUlKwYYlSUqhZ0IXBw4caD6WAgLR2BO6oTh//vyq9qUvfan5+Wn9ihUrqtrLL7/c/JgrV66sakeOHMFj6YYoiW6S0ntCo2gi9F5He/2o99Hn4a233sJj6bNHAYEoYEBjxSiwRSOgSmkPU9D6KAhC1yMFlqJxUXRO9B0TjVY6duxY03NF47LoXKP3f7T8lpAkpWDDkiSlYMOSJKVgw5IkpdAzoQu6cdhFFBp4/PHHq9qzzz5b1datW4fr6UYr/RU73bicN28ePiahx6QgRil8Q3ju3LlVbfHixbj+T3/6U1VbsmTJO53i/3XmzJmqtmDBgub16i1d9sOigAat7+vrw/VLly6taqdPn65qUWhgZGSkqrVOeoi0TrWIgmF0TvT8FMSIUJDl6NGjeCx9n8yZM6eqOelCkjRl2LAkSSnYsCRJKdiwJEkp9Ezogm6cRs6dO1fV1q9fj8c++eSTVe3pp5+uagMDA83P33rjuMv2HHRDM1pPN0lpi4Yvf/nLuJ5CF13Q+2/oYuqi6yGaykCfc5qSQjf9Symlv7+/6ZyigACFEWjSBQUhoi2M6NqjIEd0PdPrp/NfuHAhrqfvHvo3oW1YSuHruUsIqwt/YUmSUrBhSZJSsGFJklKwYUmSUrBhSZJS6JmUYDTKhdIyFy9erGqrV6/G9TSyiESjnSjZMxYjSloeM0ol0bGUanrkkUdG9fzReJtoxIymJkqp0eexlPbPDu0vVwqnB2k0Updrh86fRrJFe75Fz3W7LuOe6H0abZI5SinSd++GDRuqmqOZJElThg1LkpSCDUuSlIINS5KUQs+HLmhfmcuXL1e1aO+pPXv2ND0/jVcphW/oktHekKQbv9FjUp1G4XQ5p9bxLqXwfliauuhmfvQZaR2DFF3P9JmkMAONRoqeqzU00iWE1CW0Qd8x9JjRflitrz/6Prhw4QLWx4O/sCRJKdiwJEkp2LAkSSnYsCRJKfRM6CK6SdoaHNi0aRPWW0MX0Q1RuvnZ+tfyXdBjRu8JBVFoP7HoJi2h54pCF1FARlMTfXai6Q+tk2MGBwdxPQUUKCARTdqgMASdKwUZou8IqlMtmjRBU3bodUbvCZ0rBdOi76hjx45VNbr2o9ffhb+wJEkp2LAkSSnYsCRJKdiwJEkp2LAkSSn0TEowStBQqods3rwZ67/+9a9H9fyE0jZdRiu1PmaU0mvdVydKCa5bt66qHT9+vOkxSynl7Nmzzceqt7SOMYpGmtH1TCnDvr4+XE+PS7VojBId2/odE+2Z17ofVvQ8dD3TedJYq1L4vaJxS9F5Xrp0Ceu3i1KGXb7n/IUlSUrBhiVJSsGGJUlKwYYlSUqhZ0IX/f39WI/2qbpdNDZk165dVY1uckYBh/FANz9bx7uU0n6TmEaulFLKvffeW9UOHTpU1aKbvHdy/xxNjC6jxiggcOXKFTyWAhr0OY++D06cOFHV6NqNRjPR66LrsfW4Ujg0QtdoFE6g56L3NAp90MgmClFF508hqtGGyCL+wpIkpWDDkiSlYMOSJKVgw5IkpdAzoYtoekO0J9Ttor+sP3LkSFUbGBj4r5+ni9HepIzCFa1/Wf/zn/8c6xs3bqxqf/jDH6padP7Dw8NNz6+8on/71oDDmTNncD1NlKH93aLAEe3zROcUTbqg9RRmaJ3+EKFzikJMVKf3NAqGzZ07t6p1CU1QiKp1ms9/elziLyxJUgo2LElSCjYsSVIKNixJUgo2LElSCj2TEoxGMFGqh+zevRvrlLahVFKUEqS0UuvYmui4LmNvSGuicWhoCOtbt26taj/4wQ+qWpT+6bJ3mHofJXTPnTuHx7Z+dqPUMKX36HMafUap3jrqrEtysHXfsFI4pUjJweg9oTFWXZ7/1KlTWB8P/sKSJKVgw5IkpWDDkiSlYMOSJKXQM6GLaK+X1oBCdOOQbpTSDc1oFAxpPTYKLVCdal1CG/Pnz69qv/rVr3D9pk2bsH676HWOdmyNJr8uwSAa7RPth0XjhehzFgUhWveti9ZTcIFeK4VDomBY62ipaDRTX19fVaPXGX2fzJs3r6q1vqbouUYbDIv4C0uSlIINS5KUgg1LkpSCDUuSlELPhC6iv+KmfW3Onz9f1b7yla/g+meeeaaqUWig9a/dI3RDNAottN44jva9onOl/Yc+9rGP4foPf/jDVe0LX/hC0/OUEv/FvHpHlz2O6HMa7U/XGmaIrh36npgzZ07TOZXCe+HR9wFNj4hCFxQYoyBGFLqg7zgKrdC+V9HjdtnPiqaSGLqQJE1pNixJUgo2LElSCjYsSVIKNixJUgo9kxKMxv1QMoeSQlEqaPny5VXt9ddfr2rRuKLocVt0SdpQcjBK6VEqaXh4uKotXboU11OqikSpqP379zet19TQmnqN0PUcJeKoTs/fZT8t2iOL9uGLrhtKVNLzUxowWk/Jv+j5aSwbPWb07xQlOseDv7AkSSnYsCRJKdiwJEkp2LAkSSn0TOjiAx/4ANaff/75qkY3LylcUUopf//730d3Yj3o9OnTVY1uZkdBmG3bto35Oam30GiiUjhINDg4WNU2bNiA62lk0pEjR6paNFqKxorRGCQKW9FYp1I4IEGvs8v+ePSebNy4Edfv3r27qtEeW1EIjF6Xo5kkSVOaDUuSlIINS5KUgg1LkpRCz4QuHn30UaxfvHixqtGkhy7790x1tCcR/WV/9BfwrZMy1HtaAwLz5s3D9cePH69qy5Ytq2qrVq3C9e9+97urGu0FF+3ZRkEi+py3hkNK4YBCl+kbVKfnoiBFKfz+UeglmtpDITb6dx6L71h/YUmSUrBhSZJSsGFJklKwYUmSUrBhSZJS6JmU4OLFi7FOI5toPEuUwCGU4MmeMqSk0vTp/N8zCxcurGqf/vSnq9rZs2dxfZToVO+jz9T9999f1Z566ilc/+qrr1Y1usZXr16N62mPNkqtRns/UVKu9fsg2h+O1ne5HimRGB1Ltm/fXtVof7xo3NITTzxR1Wjc1FjwF5YkKQUbliQpBRuWJCkFG5YkKYVp47VviSRJY8lfWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQUbFiSpBRsWJKkFGxYkqQU/gdu6jrS9rDh0wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(sparse_l1_ae)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_activations_histogram(sparse_l1_encoder, height=1.)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the KL Divergence loss instead to ensure sparsity, and target 10% sparsity rather than 0%:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure sparsity_loss_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p = 0.1\n", "q = np.linspace(0.001, 0.999, 500)\n", "kl_div = p * np.log(p / q) + (1 - p) * np.log((1 - p) / (1 - q))\n", "mse = (p - q)**2\n", "mae = np.abs(p - q)\n", "plt.plot([p, p], [0, 0.3], \"k:\")\n", "plt.text(0.05, 0.32, \"Target\\nsparsity\", fontsize=14)\n", "plt.plot(q, kl_div, \"b-\", label=\"KL divergence\")\n", "plt.plot(q, mae, \"g--\", label=r\"MAE ($\\ell_1$)\")\n", "plt.plot(q, mse, \"r--\", linewidth=1, label=r\"MSE ($\\ell_2$)\")\n", "plt.legend(loc=\"upper left\", fontsize=14)\n", "plt.xlabel(\"Actual sparsity\")\n", "plt.ylabel(\"Cost\", rotation=0)\n", "plt.axis([0, 1, 0, 0.95])\n", "save_fig(\"sparsity_loss_plot\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "K = keras.backend\n", "kl_divergence = keras.losses.kullback_leibler_divergence\n", "\n", "class KLDivergenceRegularizer(keras.regularizers.Regularizer):\n", " def __init__(self, weight, target=0.1):\n", " self.weight = weight\n", " self.target = target\n", " def __call__(self, inputs):\n", " mean_activities = K.mean(inputs, axis=0)\n", " return self.weight * (\n", " kl_divergence(self.target, mean_activities) +\n", " kl_divergence(1. - self.target, 1. - mean_activities))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/10\n", "55000/55000 [==============================] - 6s 103us/sample - loss: 0.4151 - rounded_accuracy: 0.8121 - val_loss: 0.3714 - val_rounded_accuracy: 0.8560\n", "Epoch 2/10\n", "55000/55000 [==============================] - 4s 81us/sample - loss: 0.3532 - rounded_accuracy: 0.8762 - val_loss: 0.3442 - val_rounded_accuracy: 0.8842\n", "Epoch 3/10\n", "55000/55000 [==============================] - 5s 83us/sample - loss: 0.3340 - rounded_accuracy: 0.8919 - val_loss: 0.3292 - val_rounded_accuracy: 0.8976\n", "Epoch 4/10\n", "55000/55000 [==============================] - 5s 84us/sample - loss: 0.3224 - rounded_accuracy: 0.9018 - val_loss: 0.3213 - val_rounded_accuracy: 0.9040\n", "Epoch 5/10\n", "55000/55000 [==============================] - 5s 85us/sample - loss: 0.3170 - rounded_accuracy: 0.9062 - val_loss: 0.3170 - val_rounded_accuracy: 0.9075\n", "Epoch 6/10\n", "55000/55000 [==============================] - 5s 82us/sample - loss: 0.3134 - rounded_accuracy: 0.9093 - val_loss: 0.3140 - val_rounded_accuracy: 0.9105\n", "Epoch 7/10\n", "55000/55000 [==============================] - 5s 85us/sample - loss: 0.3107 - rounded_accuracy: 0.9116 - val_loss: 0.3114 - val_rounded_accuracy: 0.9121\n", "Epoch 8/10\n", "55000/55000 [==============================] - 5s 83us/sample - loss: 0.3084 - rounded_accuracy: 0.9136 - val_loss: 0.3094 - val_rounded_accuracy: 0.9145\n", "Epoch 9/10\n", "55000/55000 [==============================] - 5s 83us/sample - loss: 0.3064 - rounded_accuracy: 0.9154 - val_loss: 0.3074 - val_rounded_accuracy: 0.9166\n", "Epoch 10/10\n", "55000/55000 [==============================] - 5s 84us/sample - loss: 0.3044 - rounded_accuracy: 0.9170 - val_loss: 0.3053 - val_rounded_accuracy: 0.9174\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "kld_reg = KLDivergenceRegularizer(weight=0.05, target=0.1)\n", "sparse_kl_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(300, activation=\"sigmoid\", activity_regularizer=kld_reg)\n", "])\n", "sparse_kl_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[300]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "sparse_kl_ae = keras.models.Sequential([sparse_kl_encoder, sparse_kl_decoder])\n", "sparse_kl_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.SGD(learning_rate=1.0),\n", " metrics=[rounded_accuracy])\n", "history = sparse_kl_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(sparse_kl_ae)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure sparse_autoencoder_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_activations_histogram(sparse_kl_encoder)\n", "save_fig(\"sparse_autoencoder_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Variational Autoencoder" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "class Sampling(keras.layers.Layer):\n", " def call(self, inputs):\n", " mean, log_var = inputs\n", " return K.random_normal(tf.shape(log_var)) * K.exp(log_var / 2) + mean " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 55000 samples, validate on 5000 samples\n", "Epoch 1/25\n", "55000/55000 [==============================] - 5s 84us/sample - loss: 0.3889 - rounded_accuracy: 0.8608 - val_loss: 0.3592 - val_rounded_accuracy: 0.8840\n", "Epoch 2/25\n", "55000/55000 [==============================] - 3s 60us/sample - loss: 0.3429 - rounded_accuracy: 0.8974 - val_loss: 0.3369 - val_rounded_accuracy: 0.8982\n", "Epoch 3/25\n", "55000/55000 [==============================] - 3s 53us/sample - loss: 0.3329 - rounded_accuracy: 0.9050 - val_loss: 0.3356 - val_rounded_accuracy: 0.9022\n", "Epoch 4/25\n", "55000/55000 [==============================] - 3s 61us/sample - loss: 0.3275 - rounded_accuracy: 0.9092 - val_loss: 0.3255 - val_rounded_accuracy: 0.9105\n", "Epoch 5/25\n", "55000/55000 [==============================] - 3s 59us/sample - loss: 0.3243 - rounded_accuracy: 0.9119 - val_loss: 0.3232 - val_rounded_accuracy: 0.9169\n", "Epoch 6/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3219 - rounded_accuracy: 0.9138 - val_loss: 0.3236 - val_rounded_accuracy: 0.9149\n", "Epoch 7/25\n", "55000/55000 [==============================] - 3s 55us/sample - loss: 0.3204 - rounded_accuracy: 0.9150 - val_loss: 0.3194 - val_rounded_accuracy: 0.9176\n", "Epoch 8/25\n", "55000/55000 [==============================] - 3s 56us/sample - loss: 0.3190 - rounded_accuracy: 0.9162 - val_loss: 0.3195 - val_rounded_accuracy: 0.9146\n", "Epoch 9/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3180 - rounded_accuracy: 0.9169 - val_loss: 0.3197 - val_rounded_accuracy: 0.9151\n", "Epoch 10/25\n", "55000/55000 [==============================] - 3s 60us/sample - loss: 0.3172 - rounded_accuracy: 0.9178 - val_loss: 0.3169 - val_rounded_accuracy: 0.9192\n", "Epoch 11/25\n", "55000/55000 [==============================] - 3s 57us/sample - loss: 0.3165 - rounded_accuracy: 0.9183 - val_loss: 0.3197 - val_rounded_accuracy: 0.9177\n", "Epoch 12/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3159 - rounded_accuracy: 0.9188 - val_loss: 0.3168 - val_rounded_accuracy: 0.9185\n", "Epoch 13/25\n", "55000/55000 [==============================] - 3s 62us/sample - loss: 0.3154 - rounded_accuracy: 0.9193 - val_loss: 0.3175 - val_rounded_accuracy: 0.9178\n", "Epoch 14/25\n", "55000/55000 [==============================] - 4s 64us/sample - loss: 0.3150 - rounded_accuracy: 0.9197 - val_loss: 0.3170 - val_rounded_accuracy: 0.9201\n", "Epoch 15/25\n", "55000/55000 [==============================] - 3s 60us/sample - loss: 0.3145 - rounded_accuracy: 0.9199 - val_loss: 0.3177 - val_rounded_accuracy: 0.9202\n", "Epoch 16/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3141 - rounded_accuracy: 0.9202 - val_loss: 0.3161 - val_rounded_accuracy: 0.9206\n", "Epoch 17/25\n", "55000/55000 [==============================] - 3s 61us/sample - loss: 0.3138 - rounded_accuracy: 0.9206 - val_loss: 0.3164 - val_rounded_accuracy: 0.9173\n", "Epoch 18/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3135 - rounded_accuracy: 0.9209 - val_loss: 0.3160 - val_rounded_accuracy: 0.9174\n", "Epoch 19/25\n", "55000/55000 [==============================] - 3s 58us/sample - loss: 0.3132 - rounded_accuracy: 0.9211 - val_loss: 0.3160 - val_rounded_accuracy: 0.9216\n", "Epoch 20/25\n", "55000/55000 [==============================] - 3s 61us/sample - loss: 0.3129 - rounded_accuracy: 0.9213 - val_loss: 0.3155 - val_rounded_accuracy: 0.9212\n", "Epoch 21/25\n", "55000/55000 [==============================] - 3s 61us/sample - loss: 0.3127 - rounded_accuracy: 0.9215 - val_loss: 0.3163 - val_rounded_accuracy: 0.9174\n", "Epoch 22/25\n", "55000/55000 [==============================] - 3s 60us/sample - loss: 0.3125 - rounded_accuracy: 0.9217 - val_loss: 0.3145 - val_rounded_accuracy: 0.9215\n", "Epoch 23/25\n", "55000/55000 [==============================] - 3s 53us/sample - loss: 0.3122 - rounded_accuracy: 0.9219 - val_loss: 0.3158 - val_rounded_accuracy: 0.9201\n", "Epoch 24/25\n", "55000/55000 [==============================] - 3s 56us/sample - loss: 0.3121 - rounded_accuracy: 0.9222 - val_loss: 0.3136 - val_rounded_accuracy: 0.9211\n", "Epoch 25/25\n", "55000/55000 [==============================] - 3s 54us/sample - loss: 0.3118 - rounded_accuracy: 0.9223 - val_loss: 0.3133 - val_rounded_accuracy: 0.9228\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "codings_size = 10\n", "\n", "inputs = keras.layers.Input(shape=[28, 28])\n", "z = keras.layers.Flatten()(inputs)\n", "z = keras.layers.Dense(150, activation=\"selu\")(z)\n", "z = keras.layers.Dense(100, activation=\"selu\")(z)\n", "codings_mean = keras.layers.Dense(codings_size)(z)\n", "codings_log_var = keras.layers.Dense(codings_size)(z)\n", "codings = Sampling()([codings_mean, codings_log_var])\n", "variational_encoder = keras.models.Model(\n", " inputs=[inputs], outputs=[codings_mean, codings_log_var, codings])\n", "\n", "decoder_inputs = keras.layers.Input(shape=[codings_size])\n", "x = keras.layers.Dense(100, activation=\"selu\")(decoder_inputs)\n", "x = keras.layers.Dense(150, activation=\"selu\")(x)\n", "x = keras.layers.Dense(28 * 28, activation=\"sigmoid\")(x)\n", "outputs = keras.layers.Reshape([28, 28])(x)\n", "variational_decoder = keras.models.Model(inputs=[decoder_inputs], outputs=[outputs])\n", "\n", "_, _, codings = variational_encoder(inputs)\n", "reconstructions = variational_decoder(codings)\n", "variational_ae = keras.models.Model(inputs=[inputs], outputs=[reconstructions])\n", "\n", "latent_loss = -0.5 * K.sum(\n", " 1 + codings_log_var - K.exp(codings_log_var) - K.square(codings_mean),\n", " axis=-1)\n", "variational_ae.add_loss(K.mean(latent_loss) / 784.)\n", "variational_ae.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\", metrics=[rounded_accuracy])\n", "history = variational_ae.fit(X_train, X_train, epochs=25, batch_size=128,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(variational_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Fashion Images" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def plot_multiple_images(images, n_cols=None):\n", " n_cols = n_cols or len(images)\n", " n_rows = (len(images) - 1) // n_cols + 1\n", " if images.shape[-1] == 1:\n", " images = np.squeeze(images, axis=-1)\n", " plt.figure(figsize=(n_cols, n_rows))\n", " for index, image in enumerate(images):\n", " plt.subplot(n_rows, n_cols, index + 1)\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's generate a few random codings, decode them and plot the resulting images:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure vae_generated_images_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "\n", "codings = tf.random.normal(shape=[12, codings_size])\n", "images = variational_decoder(codings).numpy()\n", "plot_multiple_images(images, 4)\n", "save_fig(\"vae_generated_images_plot\", tight_layout=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's perform semantic interpolation between these images:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure semantic_interpolation_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "codings_grid = tf.reshape(codings, [1, 3, 4, codings_size])\n", "larger_grid = tf.image.resize(codings_grid, size=[5, 7])\n", "interpolated_codings = tf.reshape(larger_grid, [-1, codings_size])\n", "images = variational_decoder(interpolated_codings).numpy()\n", "\n", "plt.figure(figsize=(7, 5))\n", "for index, image in enumerate(images):\n", " plt.subplot(5, 7, index + 1)\n", " if index%7%2==0 and index//7%2==0:\n", " plt.gca().get_xaxis().set_visible(False)\n", " plt.gca().get_yaxis().set_visible(False)\n", " else:\n", " plt.axis(\"off\")\n", " plt.imshow(image, cmap=\"binary\")\n", "save_fig(\"semantic_interpolation_plot\", tight_layout=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generative Adversarial Networks" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "tf.random.set_seed(42)\n", "\n", "codings_size = 30\n", "\n", "generator = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[codings_size]),\n", " keras.layers.Dense(150, activation=\"selu\"),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "discriminator = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(150, activation=\"selu\"),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.Dense(1, activation=\"sigmoid\")\n", "])\n", "gan = keras.models.Sequential([generator, discriminator])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "discriminator.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")\n", "discriminator.trainable = False\n", "gan.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "batch_size = 32\n", "dataset = tf.data.Dataset.from_tensor_slices(X_train).shuffle(1000)\n", "dataset = dataset.batch(batch_size, drop_remainder=True).prefetch(1)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "def train_gan(gan, dataset, batch_size, codings_size, n_epochs=50):\n", " generator, discriminator = gan.layers\n", " for epoch in range(n_epochs):\n", " print(\"Epoch {}/{}\".format(epoch + 1, n_epochs)) # not shown in the book\n", " for X_batch in dataset:\n", " # phase 1 - training the discriminator\n", " noise = tf.random.normal(shape=[batch_size, codings_size])\n", " generated_images = generator(noise)\n", " X_fake_and_real = tf.concat([generated_images, X_batch], axis=0)\n", " y1 = tf.constant([[0.]] * batch_size + [[1.]] * batch_size)\n", " discriminator.trainable = True\n", " discriminator.train_on_batch(X_fake_and_real, y1)\n", " # phase 2 - training the generator\n", " noise = tf.random.normal(shape=[batch_size, codings_size])\n", " y2 = tf.constant([[1.]] * batch_size)\n", " discriminator.trainable = False\n", " gan.train_on_batch(noise, y2)\n", " plot_multiple_images(generated_images, 8) # not shown\n", " plt.show() # not shown" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train_gan(gan, dataset, batch_size, codings_size, n_epochs=1)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure gan_generated_images_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "noise = tf.random.normal(shape=[batch_size, codings_size])\n", "generated_images = generator(noise)\n", "plot_multiple_images(generated_images, 8)\n", "save_fig(\"gan_generated_images_plot\", tight_layout=False)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n" ] }, { "data": { "image/png": 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\n", 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ynrOB18ZIC50oUKCAYt1MwaEQZdq0aThw4AAAW0+wbt06rUda44sWLQJgFSZheVLGaFmowgN4Jc0mICBAaYh85sqVKysViPoBp4CJRTo4/wUKFNDz0/MnUzJnzhx5VRQl0ZP1AB6PMSUlJV33Lq693bt3q7gLtQyLFi2SB0wvkgU3Dh06JK0ABX7FixfX/L3zzjsA7L164403qgPcBx98AMBOCQTs9c53WLt2bXlfgYGBuZpHMgBkDosWLapx8P3WqlVLbCNTnBibPXr0qJ6fjEnlypVVYpPaB+7BYcOGiYHk7+zcuTPee+89ADZ7wLPa7azzyn5MTk5WLJ976vrrr9czM55OgWjLli11P/DfG264Qcwdx00xWO3atfHaa68BsPUgCQkJSvnMBte++Iu0ApWud911lygXUplUBx4+fFgU0OLFiwFYL4sHCw9O0lCVKlXS90ghebt6S27A+rWZIac50f4AHg5UGScnJ4se4lx99913AKyDg20suTGcuaEbNmwAYAtRxo4dq7xMXmQ8aPMTnI9XXnlFXyNNTZEJqcD58+crJ7hVq1YALJUuKW/S/BQdTZkyRYe9j5qyZArnwUlKk3C5XFi4cCGAjKut8UImKDpyolmzZgCsy4vUKnOCExISvL4ng4KC0hlR/LsAlC9OcVZMTIzEWbyE+czr1q2TscUDeubMmTI6+D2O4ZdffpEhQ9FjeHi4RH7uRjffQ14wbNgwAHZYYMmSJaraRTr64Ycf1l7jM/PMXb16tZwfGhFt27bF/v37AdiGIv/OkiVLFOrge+vXr5/EdPy8L6saBgcHqwkH3+kNN9wgo4AiPt4vH374odTYNKYiIyNl6LMeON/bvn37lPvOS5shAG/BUNkGBgYGBgZ+BL+msklJM0i/atUqUZjMA6T4oHXr1rKSKDZyuVyiLSj0IBX+zjvvyNMi9XLx4kVP6/PmK5XN1IT27dvLiuO8Pfjgg7JyM0qNutpUtsvlUgclii4SEhKUesCx8d877rhDlBHpse+++04hCYL1hzt06KDqSxQJdurUSdRqNvDaPJIWpFAoLCxMQid6UPR2g4KC5E2wGtETTzyh2sXs9EO6+uWXX5bHzPxajt8DeG2MI0eO1PMAlgfFdESyAkxZZCqOO7jXunTpAgCa13bt2kmcQ492+PDh8mCygcdjPHfunLp9sTIXRUrO9CTuqVGjRmmMnDN6uJcvXxZFTI/wyJEj2LdvHwA7J5Zr+84778R//vMfAPYcx8fH62+SyqaIyBs0L1kOeuEnT55UlygKaX/99VeJpOgpM5+7a9euqrJHL9lZH4IUNWncwMBAhV1Yue7XX3/VOZxN6M1ra5WplqNHjwZghR9Y3Yt7ieK87t27ixWgaPTs2bP6HNc02cxu3bqJzSADsnnzZk8Fmabyl4GBgYGBwbUGv/WYO3fuLLFQVFQUAIvjZzcPVl6h5XLu3DkJgxiHbNq0qf6bnjDTGwYOHKgm9RSzeBi8B3zsMeuPZBCHcS+Kktnn9BBX2WNeu3atioMwznXw4EGJJ9ixh4UQbr75ZtWhZUyoWbNm8sjoYTH9o2rVqum611yNHrcUerF2e1RUlDx/Z5wLsDwPxtjpHS1fvlz/TQ+bYqugoCB52xQeFStWzNNOTj5bqz179hRDQO+IqFixooRdWYH7snz58vlS1/3y5cuqTMV9T2/x/PnzWjvUOZw+fVoeINcvU/xatWolbQTjkLGxsVrbXLPs4xsXF6c0OXqrhQsXVjybv4P/Mqad0zFmhY8++kgFQFjB7PPPP1ftbjI/PBs3b96seDjP4dOnT8t7ZhER7vEPPvhANagpYpszZ0661NRMCh95ZYyXLl1SzJzv8o8//hDjQTaAbMK3336rOX311VcBWDoQjpvjIVMye/ZssXP8HdHR0ZnVOHeH8ZgNDAwMDAyuNfidx0wLJCwsTLVpqbbesmULJk2aBACy+hir6tKlizwOWmVDhgyRtcN4JT2PihUrKp2DSEpK0ve90CHEJx6zfrlj3tw/x9hJ48aNZR3m5s978BmPxsiSfrSua9asKRUnGQymZ7zwwgtS2tNjuHz5spL7GberXbs2ACumRw8zF/DKGH///Xd88803AOwUoQ0bNqTrHc55eeWVV+Tt0luLi4tTWUN63VSeO98JY/MhISGeFo/x6VplecqffvoJgO0JZoTKlSuLwWK6IzMiSpcunaagSA6RozFSf8B1Q/V8kSJF5Nk5U/bWrFkDwPawOZ8lS5ZUPJn1lxcsWKD4Os8hemqFCxdWCVMW20lMTMSLL74IwC5MwfTQPXv2YPDgwbkaY2bo2bOnsiP47A0aNFCtc2YGODu1MUbO5+vRo4f2Lz1lslwJCQnypnn2Dh06VEWfqGjPpKiTV8a4d+9eea98hoYNG0odz3uCLM/LL78shqRGjRoALMaA+g/OGePV3333nd4da4UfO3ZMezqbglUeecx+czG714mtUKGCaCU28e7WrZsuYr5wpmn8/fffogr5vRIlSojK4MH/xhtvALAC+qRAaQz0799fknjSXZnAp4cdD1y+Exoohw8fTkdN+4jGBnwwRj7PyJEjZSixTSIPxNDQUG1iHmj169eXAIW/g5dY9erVdajkooKb18bI/Eeus+bNm+sAYPoTN7HL5VLqECsz7dmzRwcaLyvOf926ddOJHc+dOyfRWza4Kjn3AQEBmitSgD/++KNS2vr27Wv94X8+k5CQkJdUMI/H2LFjR1GyTPVixbUCBQpIeMbn6tixoyjpfv36AbDnulq1asqX5fdCQkLUmIRrlBd1s2bNtI55cWzYsEF0PvcEjbU//vhD856TMWYHjpfnzLp162RYscIcwxBVqlSRAUOjq0mTJunaj7J+emRkpJ6Ze+G7777TJZhNQx6vjZFGFC/LV155ReuQ7Rm5l6Kjo2UE0+GLiorS/uNaoEiwfPnyCqWyMUZQUJB+rxcEbobKNjAwMDAw8Cf4TYERd2+H1iYATJ48GYAlhmHXE1IOpF7KlCmj9BRasd26dVOQnlJ2yttJJQG2RXT06FF5ymzFRvo1P0EPns/MNJK2bdumKzCSVQea5OTknAihfA6Oq1mzZrJMSQHSO46OjpZlS8+hd+/eohPpHfPnjx075he1zklz0YKOi4tT+gvr6dJDW716tQotsMhDSEiILHQWSKGn1rx5c6XJkY5r1KhRuvaY+QXus6ioKKUmsmKUMxRFULAG2GlCXJd8D7Vq1RI96Mv5XL58uTwa7iH+vZYtW0r8QwZnzZo1CgcxjEIx1/jx41WwaN68eQCsEAtTb3bt2gXAruFerVo1UdNsVVq2bFmxJ2T/+E4aN26sc5Cedk5BhpDpQ4mJiTovSMnv2bNHa49eu7MYB8VvPGuXLVsmD5MV7LjuCxYsqLrhZEBuueUWdW1iKNK925+3wbRaFo/Zs2ePqq0x/ZYCtN69e+v5KMqcNGmSmFd+jgzAzJkztUfpJa9du1Znkjdw9U80AwMDAwMDA8FvYsz6hqM2LyXvFBbcfvvtEtkwhtC1a1cAliXs3tXj9OnTKt1Ji4g/t3TpUsU9aBFdvHhRlml+JcJnBT5XRl5vRuIvpmmwSIC/xZjpGfzyyy+aF6ao0ZOoVauWLG4KvMqUKaP4DhkMxrRCQ0P1tVx00vLKGLdu3ariG/Ty6SUDtriI8bXly5erFCdLQI4bN07f5xrnZxibBmwP5YMPPlCqUjbw2VpNSUmR50MvLzvQw3CvmZ2SkpIXTznbMZ45c8YFWB4d1xU9f8Yh4+PjVYTCyUyRdRswYAAAOw1o0qRJKrTBAkZhYWG48847AUCeJj2t7t27Kz2QxXbatm2rdCmmx5EpGzt2rGo9ezJGZDCP7t3I5syZIxEi2afu3btLlMUiN6yn3bhxY7EHZCsrVaqkYk4sb+kUJbIGNT3T5ORknUU8yzJh+bwm/uK7ZFy8devWEv1xD7FQziOPPCKBKtNxixQpIlaWTA7X7J49e9IVAQoPD/dUI3Ft1srmhG3ZskXCLVIoAQEBym3mC+TklytXTmIY1l8eNWqUaiyTXqLIgZceYFNNP/zww1Vrk5gRuIgp1rjuuuvSLWinyMb9ewULFtTm8wfwUG7Xrp0aA5Bq4gaaMmWKqGznAUUjikIZ1uNt3rz5VaOy+d5btmypfHpucMCujU2VNf+/RYsWUv3y0n344Yf1O3igk/b7/PPPpVCn8Kho0aIydPhe8xtBQUEeXcjcX6tXr9ZF4f5z9erV0z73BSiyS01NlfFNI4riLJfLpUvaqaxmtS4KQ/neBwwYIGHmM888A8C6FJgDzFAD66dHR0dLVMV537p1q2hm1lvmuhowYECG9cVzAu4hGofbt29Pk78LWGp5Ko95htBgvP3227FixQoAdovOuXPnah3yfKE6u2DBgho/afhy5cpJ0Jgf7Up//PFHnSccR8mSJWVgcIx0Blq1aqUL1klbkw7nncF9WadOHTXE4PzkNtSQGQyVbWBgYGBg4EfwOyo7I/EI8eyzz4pCoYXGDjz79+9Xm0gKu8qWLSsrl3l3RMWKFZUb629tH/VH3IReTu84o8+lewA/o7KJlJQUeSSknEgT7t27V6Intv87ceJEunaHFIN17dpVlG8u4LU2c8xfJmvTuHFjhVbo5ZMSvf766/V5CkbGjBmj9D2uY7YeHDVqlDwArv8JEyZ42kXLZ/NYs2ZN0aJse0gBU0Y5ySVKlJCQ0Vm5jt/Lg5jN4zF++umniIuLA2CL64ioqChVDyTDNmXKFMycOTPN59ktbdu2bWlCMIA11xQZ0YumV1WxYkUJAvk7Q0JCFJah8JTU9xdffKE0rJyMMSM4GUKyFgxDLFmyRM/KM5GVsFasWCEWkWKozz77DFOnTgVgr0eGB1atWqU2p2T8rly5Ig+Te4L1ut3gtbXK84XhobvuuitNRy/AFrg5552M7Pr168Xcca+SHTl9+rQ8ZJ5LqampYmBMupSBgYGBgcH/MfhdjNkZg3D3ZKtXry5PmXFFfj4+Pl6iJ1o9Z8+eVWUiZ51XAGniWb7sDeoN5EdcJj9x7NgxFYNhKhxjrg0aNFDqFOPIL730koQ6TMuh4IsCjauJwMBAjB8/HoAd761bt648ZHpEZIGCgoLkkTD25qxqRw9r0KBBAKzUK/b7ZZoKRYxXEyEhIfKUuR+5v4D0KVHO77mjS5cumdVP9iq6du2qTkfujFTp0qXx5ZdfArCFd2fOnFGKJb1XelLfffed1iGZgkaNGsnbpnfI8btcLp1NXLcPPvgghg8frmcDbCEZ36034NRh0HOkbmPChAliMvg3nR24KJqiQOzWW2+V6I3dzpxd+Vg0iDHmxMREdejKL7B3NPdU69atlQrFAkZM8erSpYvmmN2y5s2bJ8aK9fm5V4cMGYK9e/cCsHouEN5ct8ZjNjAwMDAw8CP4XYzZCcahGBN5/vnnVVeW1hvLqnXo0EGdXpyqOyphWWqPCA0NVRzCPc3KA1yVWtmpqanpiiJk9Dk9gJ/GmAHbI3FXIo8cOVK9belhJSYmam45bnovy5cvz4vX7JUxxsbGqjBDixYtAFgMDj1keiZMi1m/fr2UrowrBwcHiyGgCpjjiouLk0fO9JlGjRpJN5FNERmvzyNT1yIjI5VeRFaH3mFwcHC6GuaZaSQIfj4XRXE8HmNQUJDWHJkJFhNq2LCh6kIz3p2QkKBnpvdFDzIhIUFxRXqEkydPViEZ/g4qvW+//XalbXKsgwYNkpfOoiNc/5UrV3YyI3maR3rExYoVS9ehrmrVqhoHwRSh6tWr62epKHf2WGc8nOfr66+/Ls+UP7dz50550Xw3vkyXchZdYlncl156SdoCZglQKxATE6PUKdYRP3LkiBTdjL8zO6ZMmTI6f6il2Lx5s9J7yZ5kgmurVnZWYO3ZkJAQdOjQAQD0khnIj4+PV4UhVkl69tlntcjr1q0LwE5dKFOmjA7TXCDblzt69GgXABkSufojGSzejOaLLRBppGT12Zz8eQ8+k6s/wMMPgGg8ivQ++eQTzTepodmzZ0skRnqY87lz5868VBHymviL9OPcuXMBWOkT3OTMN+b8NGjQQKIUGhzR0dE6KJg+w9/VsGFDGaKs0RsaGqoLJhuOqgxvAAAgAElEQVR4fR55oO/evVspNMzhJN0HAO+++y4Am5p1gumOvLxCQ0O1H5nalAN4PMZatWrJEGcOLhERESE6nRdNy5YtFVrhIcy5aN++vfLXmY507NgxHdoUS7Eq2JgxY/Dmm2+m+V5ycrLOLf5+GmudOnVSJbKcjDEr7NixQ7WseW7ExMQolMQ1SAOwc+fOorcZ/nviiScUUuLnaeSkpKSonaQzlME1wzQxX17MqampSlukcduyZUsJFWk4cK7nzJkjep+G0/vvv696CjSsKdibNWuWHASGriIiIjwNORrxl4GBgYGBwbUGv/aYKZohdVShQgVZ1e7dqEqXLi1PjE2/S5UqJSuHYNL4pUuX0LRpUwBQEZKkpCSvWT2XL192AXkr/uCpx+z+OVqqeWiHCPjQY37nnXfkRTqLNQAWPUgvkqlE48ePl+dA6pQec69evUQVXq3KX4cOHRJtx6I4BQoUkEdCgQjp+3r16qWhfAGLMmRohcVXGIY5deqU5pgFHSZOnKgKS9nAZx5zREREuhBRVggODs60IEmDBg1E23Lf5wAejzE1NRXdu3cHYFPHZN9uuOEGefDcZ6GhoUqFoufPVJ/Vq1ermAYren355Zda00z9ZMihdOnSokXpFU+dOlUePPcr18GBAwdUGS8nY8wK+/fv15nJ+u6ff/650oW4Rply+vjjj0vERTFiUlKSqoDxe6R9BwwYgOLFiwOwq5udPXtWIjmnSCwDeGWMCQkJYjCYgpaUlCSWivuG66Bbt25ieuhV9+jRQ5UUydJx3hcuXKgUKtL7x44dc3YCywrGYzYwMDAwMLjW4HfpUk7QU2bspVSpUrJuGYhnbOvEiROSwTPuEx4eLjk/A/P0Qho0aKAYIOHNtCRvlEl0r3PrrJmcERg/55j9Ff/5z3+UrM8CBbRwFy9erPlmykOrVq3UJYceDWPSnTp1uuplVBMTE9MUcACs+B0ZHKae0OstVqwYtm/fDgCqq3zgwAGJi+gl0Su5fPmyBEpkfKpUqSLWIb/T/ehx9enTR2lfBNdqUlKSYuDce1mV77x06ZJSGn2JgICAdGUqiUOHDqFTp04A7DS+Zs2aqWgMU/Y4L6tWrZKYqVevXgCs+suMYTKtit7x+fPn9U5Yk7pPnz74/PPPAdipgKyzXrt27RwxEp6gU6dOiqd+/PHHACwPk0Vt6GGSvXjrrbewYcMGAFbfZsASy5JRIGPAMV++fFmMF73jkydP6kxmTNqX2Lhxo8SkHNfo0aPxzjvvALAFa1zH27dvl9iN/cK3bdum4lUsIkMPun79+tIZsDTpwYMHc1OoKlP49cXMDU0xyIEDB3Qhk3pZvnw5AGvxUxhDKqxdu3bKt+MC50tLSEjQge5Oi/sL3A0Fjt0d18qFTFy8eFEXLSshUSQ3cOBACYNYbP7IkSNp8gUBmwLftm2bDpP8Bg2nnj17an1RiR0eHi5RGoUopDvnzp2LihUrArAFYU2aNFHYhbV5u3Tpot/J/6bBt3jx4quWf893z+d0whk+4f6lAJPGSEbYvXu3LkNfIiAgQCEGKpE5B9u3b1dzFQrD4uPj8ccffwCwL05exs4mE8xdnjBhgmhRrktetHPnzlVNar6b8uXLSyXMNcTwhrs4zRvYtWuXDEVSuk888YQyBnjRrFy5EgBQvHhx0du8cDt27CiHiF/r1q0bAIvSpuCKorZJkyYpfzs/UL9+famx6dzFxMRoHTIcRnp9y5YtmiuuhTZt2ihsxPfEOW7VqpV+lmto5cqVXs3V9q+byMDAwMDA4P9z+LX4yx2//fab6AX35y5QoICsONJ+pUuXFoVCq4cU0vPPPy/BTi7SbfIljzmjnGX37wHpqRP3PMVcwqdjdApoANvT6tatm7ox0XPo3LmzaF4KOEh73nHHHRKx5AJ5GiPn4JlnnkHlypUB2GGUCxcu6FnJfDgrgDHNiOPYuHGjvCh6YfS0f/31V1SvXh2ATT9GRUVpTZPy98UYs0J4eLgETp7gsccew6xZswDY8+2svsWqZtHR0Tl9lByNke+S1Z6YFpOYmKgQCb2+vn37av8x7MJ1mZiYqOpR3GtPPfUUSpcuneb3UwT1xhtvSLTIPPaWLVvKM+Y74fOtXr3aSe97LZWIwiUyjH/++afOTtLv9Ag7deqkZ6XAq0mTJnpWpkaRCt6zZ488UrJhy5YtU95zNt3uvJbHzL3B9pUul0u51GTkKFxr2rSp6g8wBzk0NFT7m++LbNUff/yhff7QQw/p75Bt6du3b17HaDxmAwMDAwMDf4Jfe8zuzxYVFSXpOmN5THpfvXq1hAWMCUVGRqqmKS1z1hzevXu3rD7GFZh24wHyxWMmaLFn5gG7e8zsEMM4Zi7h0zFSZMN0g2+++QaAJWrq3LkzADuNrUyZMuody3gc42Q9evTQOH1ZMcoJipg4LwEBAaqGRW8pJCREcSt6E04PglW+6F0AdqoGBUIcf0xMjDwN/v66deuqYlQ2sWavzyPHHxMTI+/OHcOGDZPYxpMzJjw8XOOgKMtX3d4ooGMtZHY+OnPmjDwhrre9e/fKYyRrw/+PiIhQfWt6S+XLl9eZw/lm+tMNN9wg4ZgePCBAGhF2C2N3phMnTqgDUk7H6A569tOnT1csm8+ekpKiokz0nLkH586dq3ORHqazMx/nn2msKSkp2o88qwcOHKhe09kgT2N0aoU4Rp4XvXr1EgvC7l9ktGbPnq13z7krV66cNC7UFJBhPXjwoGLyrE5Yv359CYuzgfGYDQwMDAwMrjX4tcfsjuLFiyt+nFHqBa09esU///yzYmD0pthHs2PHjlKJsgRkDlKc8tVjdnoOGdUTdvcs+B5yEv8DrB7XTImAD8d46dIlFRSh5c1njomJUayVSs+hQ4cqjkwvhPWky5Qp4/Qqcgqv9LgNCgrC008/DcBOMylZsqQKhbDABNPdoqKiZLVT3xAeHq7vcx0y5ePXX39Vega96k6dOsmL5pr2xRizQnYxZipWnaxAZggICEiT+uj8eQ+QozHSU6Z3xEITM2bM0HywHGqPHj0UF+bc0vN67rnnFGNlbHrMmDHqGc5OeFzrjRo10n9zrufOnSv2iF4YvTemaeVmjO7gWv3999/TZXtMmjRJmg8q7RkTHjJkiJTNzKTYt2+fxsv9yN85YsQInUd8/rp162qNeqFXsUcxZjJxvC8uX76sO4Ox5j59+gCwUhY5V5zre+65R2cti63wXhk2bJhi0WTKmjRp4mna5v+dWtmkKAICAiSgYQoV/3/p0qV6SUy7GDx4sFJQKDIiLbN48WI8+uijuX3+q3IxFy1aVLQgDztnwXZSTRzjsWPHrtqlleUPuVyimriYeSD07dtXlZZ48ZQqVUq0LueM9XtLliyZlzQ3rx0E7kK9F198UcYDKzvxsGjQoIHqKTM9ZdmyZVqjfDdMj4uLi9NlwtSbBg0aeEr1en0eWd98xowZ+m/uOYoznbXra9euDcBKm2LKEdPjKCh65513dHnkIh80V2Pk+mJY4fjx4woj8JlfeOEF/Prrr/pvJxYvXqxc9ZYtWwKw5poHOA0M5s02bdoUu3btAmBfWvHx8ZpvUsA872io5GWMWYHvd9CgQapYx/lkSlzbtm1F+S5evFg/SxqcOdo0HIODg5XKSto+B02CvD5GCgmPHz+u8Bfp7djYWADWmqXYbfbs2QCsfckziY4CnYOwsDAJAflOsjGOnTBUtoGBgYGBwbWGq+UxGxgYGBgYGGQA4zEbGBgYGBj4EczFbGBgYGBg4EcwF7OBgYGBgYEfwVzMBgYGBgYGfgRzMRsYGBgYGPgRzMVsYGBgYGDgRzAXs4GBgYGBgR/BXMwGBgYGBgZ+hBy34/ES8lzVhCXR2F1q2LBhqu86Z84cAMDLL7+s8o6sAc3ycPx6LpGv/ZizKk3o/N6nn34KwO7nm0f4bIw7duxQVxrWhWYZ0apVq6rTzQMPPADAKmV58OBBAFAJxLi4OAB2B5tcIl/mkeUNWUa1XLlyqFKlCgC7/vLo0aPVHzcHNaI9gc/GePHiRdWWfvDBBwHY3YaaNWum7lrsLLRmzRp1YeK65TyyxG4uka8lcp147733AFj13AGgffv2Kh/Lntt79uwBAGzZskWlL3OBfBkj60cvWrQo8wfJ4Dxi2cqSJUuqv3SrVq1y+ue9Nkb3s/Ps2bOq+V28eHEAdkes+Ph47TmW1B0yZIj6g7P7F///559/1nj5c27lU7PC/51a2b/99hsA6xBjPdmHH34YALQI3AuzE5GRkQCQrmZ0/fr1Vcz8ai4gd1y+fFn1V7kQWKv3/PnzGicLsoeFhWlsrMXM+uFbtmxRkflcwCtjjImJ0WJn03eXy6ULmXWBOccs4A/YmyQsLAxNmjQBYBsfbPAQExOjy4HGV7169Tx4dABX6UDPzNDimuaenDVrllf+nAefyVUb1pSUFM3RqVOnrD/2z9gaNmyYrslGy5Yt1VieNey5PgcMGKDGDvydHjYFAPJpHvlczkOf/+38WmJiIgCoLWevXr3y+qcBH48xB3XJAdhtd9nExNlWd82aNbl+DA8+k+kY+QzDhw/XZUoDmM1ynKAjt2/fPtVLZ0ORBg0aoGHDhgDseu40rC9cuKBzmOu+Tp06OHTokAeP79nFfLU8Zo/Ark9c6CNHjsTGjRvTfI+eVmhoqJoGvPnmmwCsQvTsqUkrlsXpN2zYoM/xkjh+/LiaCuQXvvrqKwBA7969AdhjBewLhv2lExIS1MyAF9XHH3+sn+HiKlSoEACr+QMbCdCTCQwMVMcVFm73JaKiorRhunTpAsBqKMJmATQm2rRpA8DqWFStWjUAkOdcpEgRHXycf3rOgN30gQ0U6tWrhw0bNgDI3GDzNVJSUjRuFsNng4CIiAjNGTvY1KxZU0YkP0+DY+nSpTIeObdXAxwPvYUXXnhBFy2/xjk4cOCAxsZ+1FWqVMHu3bsBQL1ryYSEhoaqsQWZg+TkZF0A/gAakTSYhg8frv7YRKFChdJ5T/5e9pgGIWCfK9999x0Aq2cxGR+OKzExMV1XMX8YI5sYFShQQN33MvJk6eX+/PPPAIBx48ZpHfI8/vrrr9WTmuws7wvA3rf8Xc5zju/C2R86pzAxZgMDAwMDAz+C31LZV65ckcXB+NPly5dFfbH9Hy2X/v37q63X+PHjAVh0Cy27b775BgAwf/58AFZsi/1PSVHMnz8fffv29eT5vUIrpaSkoGrVqgCQIQ1CSpqxEW9g5syZaSzkLJCnMbLlXdmyZdWz9osvvgAAVKtWDZs2bQJgWauA1fYPAI4ePSrKOyYmBoDlOdIrJivy4YcfAkjbl/rixYsALAuV/02vMxN4re0jrWV6tOfPn9czkGInE1ClShW1eGQLuqJFi6Jp06YA7Ng6GYb9+/erjy+9z7///lsMSTbwyhivXLki74MtDpcuXSqPlv+Sjalbt65YDbIWc+fOlbaDTBdjzMWKFVN4pkOHDgCgfukeIF+obOoBuGcB++wg05YRJeylM9brY3T2l+a7537KqN+9p+C+desn7QnyNEYyn1euXEnnvTrxyCOPAABee+01ANYZsXz5cgB2aKVMmTI6w+jxOj1g/jcRGBiou6Njx44A7N7pbjBtHw0MDAwMDK41+K3HDHgmSGAcgDFkd6xYsQKAbbVPnDgRgKUQZWP2//73vwAsNTeVetk9mgefyXSMjB1T8JQdatSoAcBSd9IDpAcJIEvrkHHkb7/9FgDw7LPPSiVLoZW79cdf68GjZTpGxlCjoqI8eqdjxowBYM0Pn4fjCggIkPXN30sP7fjx42JNNm/eDADo0aOHrFfGLTOB17yQjNbqbbfdBgASw9CbPn36tOaK2oL9+/djy5YtAGwWiJ/p2LGj4mH0IocNGyZxUTaN6L02xnvuuQeA5SkDlm7h3XffBWBnR0ybNg2AJcosW7YsAGDXrl0ALE+TDJb7Wo2Pj8fHH38MwBobv+ahDiJfRXz9+vUDYAkRuQ8pVLt48aLEbgR1LhQi5RIejzEpKSlH2gqXyyWvkKxImTJlAFiiKQqi6FVmhejoaCn0cyE8zdU80rvPaswBAQEoX748AOCvv/4CgDSsFc9Vni+pqalo1qwZAGD9+vUAbBHY7Nmztd85723bttVdowf9Z41v3bpV2gsPx2g8ZgMDAwMDA3+CX3vMtLjJ9TvBFCKmPI0ePVqKz6lTpwKwrD5aNLSq+C9jQ0DaNIidO3cCyDbPOVeWHWOOVJTnIZUpDfj83bp1A2DHcjNCoUKFFAfMBl7xQqpUqSJPi16xM82E8UR6iSdPnsT+/fsB2O+pd+/eikUyrkoVZVBQULp4WGBgoFIhqOzOJPXGa57WY489BgBag/Xr15e3fuedd6Z59rffflt5okOGDAFgpdbQm6SHOXjwYABWJgG/R8s7JiZGOcHNmzfP6tG8NkYyGUx1GjFihJ6HuoXGjRsDsNiY6dOnAwAef/xx/Tw9E7JVXLtly5ZV3i89nyeeeELxumyQrx4zY5lBQUGab6ZxXn/99TqvOO9U+uY0JckNXh8j527z5s3aHzmNMTuV2gTfCbMM+L48QI7GyDOEz+B85ptvvhmAzTBVqlRJ5y9zzplJsGvXLvzvf/8DYKf2vffee2JGyIrQ4z59+nS6h+rRo4fOVd5NVLPnYoz+ezEHBgZmSM1SGMTDi6KLGjVqiGoh9bJjxw688cYbACBhmPOl8pDg5NWqVUsX/dy5c7N6vDxtEi6k4sWLaxNTGLR//349Fxc0RWCBgYESnlAEBECiIaZE8dI6fvy4BB5O8B3yc5kgT2P86KOPAACDBg3SOLhQAwMDdVi//PLLAOx5bNGiBerWrQsAmDFjBgBr01MkxUOb43e5XBJJcXNt2bJFtBPnP5OUBa8cdt26dcMTTzwBAGjXrh0Aa24ZsqDwkIK3atWqSdDIAzEsLEwbm8Yhiz0kJCRI7Ma0skKFCknE8sILL2T1eF4Zo7NAA9fZ7t27lcfJtBHS8c2aNdM7p1FVqlQp5TbzYublPXToUH2e7yYhISE78R6RLxczD2iu54iICB32RGJiYroUHXcKNZfw2RgvXLiQo9TJgIAA5Qm3b98eALRnnYYyQ1juKWVZ/WoPPpNujO4GT3BwsNaX8w7hvNAo5v7av3+/jGhnShTn++jRowDsvVqjRo106WLBwcHpjBkWP6KDycfNboCAobINDAwMDAz8Cn7nMZMuK1y4MFq0aAEA6YLqTtB6XblypSpg0aJ3FnlgmU56Gc2bN5cgKjo6GgCwcOFCWX7btm3L6vm9UqEGsNNGnNY0PYdJkyYBAEaNGqXP0vqmGGrRokWiTtzLlN5yyy3yit29ViDbNI5cjXHv3r0AbMFaSEhIOu/4zjvvlIDInTr76aefRGuTmk9OTtaztm7dGoBNfU+YMEEhASfrQEoqPj7e62MkmOI2a9YsiQr5d++///50ohEK1gYMGKA55tyGhISoqhlFgZyr33//Hd27dwcAxMbGArDmk0VHstofeR0jcenSJVF/pPhGjhyJkSNHArDDDk8++SQAi67nGCl6eu+990RNcxzcC87qbly//fv3V3pjNsgXj5kpfVzPzrXlrPzFzy1btgwA8Nlnn9kPmns622djLFOmjDx/MlJk6TL9Q/+Ml+cKmbm2bduKys4FcjVG94pszufh2gsLC5MXzTQ+iibvvvtuecdkYg8dOiTRHj9PpnHfvn1ZVhd0n2M3ca3xmA0MDAwMDK41+F1JTlo/KSkpWLlyJYC06UBMOaE4i/GoBQsWSAwzcOBAAJaghpYfvReKvugtA7ZsPiwsTPFpprgwpucNuCecN2vWTM/lBC0/xiaJv/76S89DT6J06dLyus6cOQMAYhqc9WHpfV1//fVZlnWkVZmDOsVpQMaBz7lmzRpMmTIlze90ehCMsXM+27Ztq1gm45aDBg1Sihdj14w/t27dWuOhmGX//v3ywN1FIN4A3xHFLYsXL5ZVzVKgDRo0SBeHogZi69atiiOPHTtW32ezA3otTPlaunSp0pJYyjIyMlJMDz0UZ51xb6NgwYISVdJDj4yMlOdL7cbTTz+tn2H8mQK8ggULqpyle1nEBx54QD9L7+2ll17y2XhyAs4355Oe8uXLlxUD5/wEBgaqCA7hLHzhT2AMOCYmRkxPRlqMjJrpcC/TG3TvReBrxMfHq7a6O/MXERGRLjUtISEhXS12Z+Eb6j+Yfvv111+rnDFZOp6v2dXi57th/D0j3UF28Dsqm3AuAlJnixcv1oFLWpTUboECBaSCJD185swZUaXcTBxvbGysuowQ4eHhOkSc1X0yerzsnh9ZjHHChAkAgPfff19VcjICFxDHkJiYmGHOclZ5zBmBFxnp8EwurVyNMSulJMMJCxYs0CVF+nLevHkArLzj999/H4B9yV+4cEHviepXHio//fSTDBEiNDRUlxQpVl+Kv6677jr861//AgDVMl+1apWakJAC5gEfERGh52GDg6pVq+qQv//++wHYF/OaNWt0iPD9dunSRVRpNvSo1yhQXkz89/nnn5camyI7GmHbt29XXXpeVD169NDBx8OLxnenTp10uDOEMXny5HR7NBP4lMrm5UN6lKGyN954Q6ExqpIzmovJkycDsEIUHlLzGcFnY8yOXufaI/XrrEvAy85J67vXIcjJo3jwGY2RBikzAZyCLxpBNPILFSqkfcizhkb+F198oYyR2bNnA7DWOMfBegEUoGYk+gPs3G86G9zPbupsQ2UbGBgYGBhca/BbjzksLExWKL2v8uXLS7rO79EqiY2NlbiG9OW+fftE99E6IqpVqyYLmJbRjz/+KAqb6VWZIFur59ChQy7Aksrz+SkKYWUjp8Te6fXy8xQ4cQz0wDIDPWu2RFy/fr3SV5x9YCmu4XvK7RiRxTzSK7948aK8PKYDjRgxAp9//jkAWyzFlJpTp05pHLSE9+zZg1tvvRUA8MMPPwCwxxoUFKTKbZyz8PBwUaVcL770mPv16yfRGz3miRMnynJ27xIWHh6ud0KGpm7durLymbpCj3PIkCHyWugVPPDAAxpbNjWJveZpMX+ZIrtTp04pVY0CN85B3bp1taaZIhUdHa3qXnx25nanpqaqoxHrp+/bt8/Tblr54jFTjPnss88CsCqhkQXifCYnJ2ue2Y+aP5/b8NA/8NkYV69erSp1PFf53tmxCbBrt//www/6HNcs06dGjx6dl9rg2Y5x7dq1LsBq1Uvmxj2lLiQkRGcnPeBPP/1U9RF47jPEkJycrI5urAkQEBCgDnhcx9yXe/fuTZejD9jhGYbZGFJ165JmPGYDAwMDA4NrDX4n/iKc9V5pnS1ZskSBeKbjsNBERESELNP33nsPgCWCYuoJBSsUdx09ejRdjejWrVt7TaBBL2bmzJnqw+uMtQGW0IAeLdNOpk+fLmuPlho95d27d2co8HFvWs5CG4AtiGLaVFRUVDpRkjdBwRnjhN98843iMXfddRcAS/zF6mSMD7MDU0REhLxCpitcvnxZX6PIiNZpjRo1lMZAJCYmKqmfFr8v+2zHxcVJqMdn6dixo7wQCkvIhBQqVEgxOWdskkIwrkF6mkuXLlXfY6ZN/f3339IqcL34svf06dOnFa9jRbItW7YozY+eI/fenXfeqfmj2G/nzp1iFqgVYKpfzZo18cwzzwCwPdLc9LH1BdzTF/nv5cuXJQB0dmeqU6dOmp9nHf+2bdtetf7gWSE6OlpnCNcj9824cePEYFAwW6FCBTEe9Fb5jvJY3SxbMEXQ5XLpmdklkGvq4MGDYueoT7rzzjvTiHwBe5+1b98+jefL309BH9mAVatWAbDOdsbbOd6QkBAJGXmvUHdCJign8I+Vb2BgYGBgYADAj2PMAQEB8giomMsItOYmTpwoL5VxggULFigWyZKJLF+YmbKOnlg2CfZej/ewI8u7774rD4iK17fffhuA5Rm5z9eNN94oVoAKX2etbKbvMF6bA+RJlU3v6tKlS4qVUlldunRpeU6VK1cGYHeGOnfunCxPqll3796N559/HoCt/qQqv2jRoumU91euXEHJkiUB2B4A59PNovfKPEZGRoopcNYFpkXO2NzixYs1Vnr0VB23bNkSgwYNAmAXHeHvuv/++xXf5d/566+/5J1Su5AJvFZghO+OhWxWrVolJoL7i/+eO3dOMT3ux2nTpsnbZplGlkKcPHmyYvJkkWrXrq1YZzaeZr4UGGG2B71FJ5xKZNZpd5aNBdKWNc0FfDpG9+5SjKeeOnVKmgIWwElKSsKjjz4KwPZWneeSL2PMcIyRe5v7gNkMly5dknbBefZwPzINj2OoXr260m7JAJ05c0Y90Dl+Z2qju+La2R+d//I9uGkLrs1a2czr7dKli6g8Lpa///5bVDYD804xEEVNzGFbtWqV0jN69uwJwF5czjQeLsLz58/rkOflmAm8vkloEFy8eDHTAvILFy6UEIx0dFhYmMQMFBlxsSQlJYk+5+WeA+RqjO5tGaOionQh8/lGjhypA5zzQ7q+YMGCunyYsta4cWPVnWXNaP7ciRMndAk3bNgQgEUdMY2OG5PVwdyMvDzNIw/Z9evXY+PGjQDsS3LMmDFKBePBQUrzk08+0ZrjpbVu3TqMGDECgC0e4edJiQE2vd2yZUulf2RTg9krazUlJUXrikbVY489pgYN7m3zwsPDdYHxmWvVqpUuJ5aUY5kyZSSWIvXncrn0jrOhtX16afGZ+Qy8hAMDA3UO0Qh55plndCFzHJxPplblEj4dY2YU9FdffaV8XqbCFS9eXHvavcZ2Hu+TPJ05vACDgoIU+uL+Dw8Pl+FHoSnP0D///FP3Cunu/v37KyzFkBQp7e3bt+t9cS24XK506ySTmhBG/GVgYGBgYHCtwW/EX7Q2aMVUq1ZNohl6X5UrV5aXQEuN1lLz5s3TVXvp2rWrPF/SiaycBDo+SH8AACAASURBVNieOK32wMBAeasUrmRTaMRrcIrOSNvx2ZcsWQLAan9IOsXZjJ3PyGR/p7dPWtjXoOXoSAsAYFd/AqD62O3bt5fnT9EQhSVPP/00Fi5cCMAez44dO+QVuifxA3Z7PWehFHprLIbgXnXNG2DVq8DAQDEefPZOnTqJIWA6F+c1ODhYxTToVbdo0UJjYriFIsHChQuLKaC1/+OPP4p+I4XP9+ULBAUFiU3ifklKShIDwZAS1978+fMl1OG4Vq9eLa+Rn2OBkSeffFJrml7y//73v9yEYLwOekdML+T/r1ixQrW/SbnPmDEjXVoUGY/U1FS/EbRlB4pru3XrphQ3tjY9c+aMzl/3Wvdz5szxyV7LChlV1eIccH6WLFkioR7DZgzJVKlSRQVymFZ6/vx5hQEpuHSeL9zLvI8KFiyYbv/lJT3u2lglBgYGBgYG/5/A72LMjBPXrVtXsUN6XdOmTVNaET0Tel6BgYGy4igw+eCDD2TdM4WBv/+GG26QN8XYWWpqqjw+pgtkYvV4Pd4zfvx4AGkFBun+aECAYnm0UJOSkuRFsg44ve+4uDgJF2jZ5QB56o3qjJkz1sJ612PHjpUXRcvTOdecb6a2nT9/XkUb6HG99tprACyvkp4WPVhnHXQKqBg7Yu/qvIyR4Bq54447FEdkelqFChWUbsFSfkwbGjx4sJgbitK6d+8uIRhFiYxxHT58WP89evRoABZLQLEfdRaZ9NT1ylo9cOCAmBmmvSUnJ2sfct9wDvbs2aP0FXqThQoVUr9qFpjhelm/fr30EOzalQPvMl/EX5wXzt3QoUPTaVKmTp2qDlvsVMQYe6lSpfROcoGrEmMODw+XfoIaAOdnKcJ86qmnrAe4CjHmjGp5E/SOGzVqlK6sLc/QFStWqJsgywHv3r1bn+PeY1z9ypUrOod5vlJX4AE8ijH7DZVNsD4ykLbqDGDTZYD9ckk9bN26VRcthUFOSpdKOU7OJ598okubDRdq1Kgh+pF0YlYXpTfB3M1XXnlFF6w7XC6XjAgqBpcsWZKG1nWiRIkSUvPmtTlFdnBvA8d3m5qaKoEMBVixsbH6PA855jFPnTpVhzvDCUlJSbp8WR+XBlmPHj3U/IHGDWDnL/LSoqHgTfAiDAgI0CHM93vq1Kk0VDdgX9Dr1q3TuuXhwLrXgL1WKZALDQ1VvV4eHCNGjNAFSWW0L43sDz/8UEYBxUCbNm1SKIKKWNLrUVFRouu59pYtWybjwz3vtXPnzrqsnQIy9+p/VxOk2PlM9957bzqh5pNPPpnpRcEmCNcSrly5Igqf4woLC9M5yguZaNOmjaon5heyyp3mugTsveYu0urYsaP2EJ2cpk2bSojMe4V7ltkVgF1FzNswVLaBgYGBgYEfwe88ZqJPnz5YtGgRAFtYNG/ePAwZMgSA7RGxLnRwcLBoIubGRkdHy6Kn9UNaIigoCEOHDtXPApa3R2qOFbbyy2Om1ZeRt0xvgZY6AAkyKlWqpJ+hMIhISkqSx8haxr4Ca826dVJBkSJFVK2L73T+/Pm4++67AdjCLdbCdrlcmlOOu3Hjxpq3N998E4CVvw1Y9CjzS5lu9Morr6SrK04xizfB55swYYIqy5G2fOWVV7QOub64Bvft26fxUJAyePBgCbz4rBSdxMfHKxTBeTx//rzynZ1CQF9h3Lhx2od8lnXr1okZIbX3+uuvAwCOHTumOWWXrOPHjyvMQHqb3vQvv/yCli1bAkjrAZE+9gePmVXqOH6Xy6U5I1wuVzoPjixPHnKYfYo//vgjXSoYU/x4RgJp6wRk5qWSafQXMJzk7BXAtUR25/jx4zo7uZ5vvPHGdJUnmRLH+hJA+vPOWzAes4GBgYGBgR/B78RftNwqVqyoQhPk8Xv27KkgPcEqOyx64A7GbjOy5Bj7pAUcHh6uWB6riPH3uyFfeqNm5Cnn9Hc5m4EDdmzWkx/34DPpqvDQc+K6qlWrloRbjPmHhYXJMmdMh+zIiBEjFFt29tCmd8iqPc4x0iOlF3rs2DF5rvRI+TvdBEV5mkfGk+Pj4xU/Zj3dcePGqSAD8cEHHwCw1iKLFTC15JFHHsHTTz8NwPaAKeILDg5WpSy+h759++p9snOae7zPG2N04uTJkwBsz69bt24S7TEOR7HNzp075ZGwytns2bNVUIXdebjH69WrJ3Eg62e710DPAvki/uLedO5L9/OzUKFCWnv0Nul9kh3I7Z/34DO5GmNiYmK6NEcnKMbjHmc/6oywbt06NGvWLDePAXhxjOz3TgaH5zpgd/dj0aXg4OB0Xe6A9Gmrzvl37zeQg3vUFBgxMDAwMDC41uB3HjOtkubNm4vv37p1KwBLBZtV9ycmeNPTygjOdBmWE6TnXLRo0XSdfWgtucW4vG69uvdgTvPH/nknQUFBmZbrzAwsJ+dMIfIQORojPVN2XeGcderUCfPmzUvzvaCgoDT9p9P80YAAvQtapYGBgekKmPTp0weApTuglctY88WLF/V5FlihR+v2fvM0j1RPnzhxQvPC9dO1a1f9zVmzZgGwVaG//PKLxsF4+quvvqravUyDOnLkCAAr1YsxfMbkz549q8IlTFlhdyY3T93ra5We35YtW+R9UN9BT2Xv3r3yGMkiAHbRFDIkZMAiIyMVB+Q8rlu3Tkpmet+ZIF88ZqrwmS1y/vx5fc25jrm2yc5wfpjqmUv4bIxvvPGG1MvuWRsTJkxQERmOsWPHjioM446lS5dqjnMBr4+RXm9ycrLmg+Pgv+Hh4dq3mZ1L7t9zZ09y0JXw2qyVzQPL2bDBWV2GVCkPXtIry5cvV94rUbduXeUtMw2KFwZgpy8wpejFF18UHcjP8yB0g9cXkPuiyewzbOaQUWMPd2oesGtLs0FCDpCrMZJ+JP0F2M3KmUu8cOFC5f9RGMaGFbfddpuqYXF+ChcurMOQAipeXnFxcaKpWR2sXr16on65nlg9jfW08zJGgpt+xYoVuoSJChUq6J1TsMXKdM4DnaGSRx99FA888AAAOxzAzT5q1CilgnH877//vsI0vPB9GXZJTk6WEIuXcEJCgnLOOVbS3DNnzsQdd9wBAKI2R48eLeOMqWA0lOrXr693yLnztzxmpqdxLQG2kcJnTUhI0Jrj1zgvFIHlElcljzkwMFBj5Hp0Nmoh+LVRo0bhueeey/VjePCZHI3ReYFyrTH9iymOx48fV+MUpto6QaeDdw3TIAE77JRN06M0j+TJhwyVbWBgYGBg4EfwO4+ZBQicFgitkurVq0uUxYIMpMScni09joCAAMnZ3b0QwLaEKMTp1auXKkvx5+jtucHrlh2tuB07dmT5Ofe0hqzgtBI9+bwbcjVGesr0iIsVKyYql529Fi1apEpsHC/ne/DgwRJqsEDFuXPnNB/ugozU1NR0dWuLFy8ur4XVpFiZy5ttHydNmgTAqgjEeSFtu3XrVhw8eBCAXaWMzEx4eLjYDaZ9lSlTRmwO63zTE758+bLWN9f7Qw89JOqbaUaZFLDwylpNTEzE8OHDAVjCLsBiMkg70/tgR6XIyEiJhPhzt956q4rBkDLl+GvXrq3iQqTDAwICPC2Iky8ec0asFj1Fhr4Ae41xTXupuI3Pxrhr1y7NQ0bI6OxwZzO4By9cuJClkCwb+MxjzuhrFIY9+OCDoqS550qVKpWucBPHGBERoRRVX1X+Mh6zgYGBgYGBH8HvCowwnuFyuWSNMqWiSJEiilGxYwsLTgB2LIefDwoKkmiE6ULdunXT5xmbdCb+v/rqqwCQaZlLb4PWNzuXZGThOb3EjHrCZuYNJyYmZhgP8iWYzsR5OnHihGKSLL85adIk1ZSm18n45cqVKyVYY5nO5ORkMSnsWMR49blz5/TumArmtHbZh5tpOozR5gWMNZEd+OCDD5QuxOd0uVxqIs/nYsEQwBbjUSA1Z84cibaYEkV2KCAgQGwDSwf27t1bBS/4Lvh3WCTHmxg6dKjSvZyxVnrI3LesJ3zu3DkJ1vg8cXFxqFWrFgBbqMn5CQwMxPz58wHYgpqUlBQxI9wDVxNkJJznhbunFBAQoBgkxYGca3a48zfUrl1brAvXrBMU4XLtkflxIhOR7FUDzxCer2XKlJGug73d2e0uMDBQ+5aC00aNGuHrr78GYOtUeDY7xcW+Ksnpd1Q2ac/hw4dL9EUas2rVqrp0+ZK5aIoVKybqiC/cSW/zImeFpoiICAlX+vfvD8CiCfnyWWGMtYnd4DXKhe+forOpU6d68mMeg/Qgfz/H6gFyNUYKsEjL9urVSzQ926gFBwfroGVjhIyEMbxwnMIqhiRYOercuXO68Gm0zJo1S6pRqk2dBlxex0iQvoyIiFBeLlvjXbx4UUIS5tCzgcOFCxcURuGBEBERgd9++w2AfQFQzX706FGJ43jo33TTTXjnnXcA2HQ9jQNvjtEJXsyk4evWrYvevXsDsHOV2T7vt99+k3KeVeo2bNggKp7rkjnLa9as0Vqgyn7NmjVpjJkskC9UNg9qniVBQUHpjGKXyyWKlPPNSm55rFPv0zHWrl0bAFRzwAmOkWdjeHh4ujxe7ucKFSrk5bLy2hgnTJgAwD7vt27dKmeB6ysjwRb3nFMsy3EzxPbcc8/psmZr4oyyaTKBobINDAwMDAyuNfgdlU1rKyAgQPQYLc7Dhw+no3KZdjF16lSlEJHii4iIEJ3EmtH8+bNnz8pbdVqy/BpznH0NWmP0qnLqMb/99tvKJc0I9OrYESUHHnOuQE+VXvKRI0fkCVIgBNgiC1LO9ICDg4PVwJy0c58+fZTmxNxd0smpqano2rUrADtHljWqAdty9ia49ujtRUZGip3hmq1du7asaM4Bf65t27ZiCGjFt2/fXkwPhSVcl5988ok8Zv6OgQMHKizD3+FrkGp2ziP/NgVh33//PQArNezxxx8HYFN/0dHRyrXmnJHSnjlzpkSYpPTHjRsnRiyTlpb5CvfUKCA9vTlkyBCxGhx/biv35RecIlHWs3cyWO6itytXriiljYJLp0CXrCZZoasBnhNk3eLj4zVXvB+4VkNCQnRPkAJPSUnR2uS/7M8QHx8vsZyzrgSZXW+ED43HbGBgYGBg4EfwmxgzrVHGlWvUqCHLi9Zohw4dJE5g3PGbb74BYHkXTEugh9KsWTP1jqX4hzGU0NBQ1SlmZR4n+DsysX68FgthehYFFVnNR1RUlMQ1OQVjdex56wFyNEaKvh566CEAtoeTmpoqr4dxmSJFiihGxXgd30OnTp3SFJTh73L3IomwsDClXtEzL1iwoKxjCrRo9eZljAQ9InqL+/fvV6yJMddNmzbJu2VhEXoZAQEB8g7JkNx7773qN86UK7IPQUFB+ln+7XHjxslqZ/UsvjdvjJHgHAQHB2vOyA68//77aNy4MQA7XsdCDTVq1FCcjnG7Nm3ayIP54osvANi1wp9//nnFpxlj/+mnnzztCpYvMWbWCmdxm7Vr10q0SI/xuuuu09eYSsYKbnmET8fIs9O9Q53L5dLec7JamSE4OFgMQVZ9kjOB18ZIrQuFp4C9DqkDYXGjzEBdCgv/ZJSqyndhYswGBgYGBgb/h+E3HjOfg6kITsuNForL5cqyTB8tVFpLzt9La5//X6BAAXkDVGdHRkbKAqI1lUmvW69br+wbfc899+Tkx3IML3dB0S9bs2YNADvuSqZi3759SlWjd1WgQAF52Cy1yZrWDz/8sPr3bty4EYAVC6JHRiUyrfdhw4apSww9rm3btum/qS1gmk5exsjiNIy/UXXtLIHq6fulGttZ3o9w98IywvTp0+VZ83eQTfJmBy0iISFBbA2Zj7Jly2pf0Tvi/gkLC0vnTTjZDqr2meLoHCs9rpCQEE+9rnzxmPXHMngm57yzXy9ZsFx4jhn+WQ8+k6sxZneuUnHNcWQXM8/DneK1MZKB5bpyV5F7G6mpqd5cq/5zMbtj8eLFosyyok6Is2fP5roROanWhIQE0aLMdcvkZfusQk3ZsmWV9sLUINJMJ06cUF426b6M6G0uxtDQUH0uq4sgs0fy4DPpxkiDilR2fHy8LlE+w4EDB1QNivQS23Y2aNBA1CzTZ/bs2SPDhZQ3q4Lt379fn3PSrryIGaagqMMXzUhuueUW5ezm5RB25qZnh2HDhsmY4bvJpN2e19cqa2AvWbIk3aHNA3HTpk1at046mvQ2a7g73xfTq3ihkb73AFflYm7QoIEMDKcwjIYVBUXe+rMefCbXYyS9ywp5RHBwsMbGkGLDhg0VNqKRxn0VGBgoERSNbwqxPEC+VP7iPuE546wGWb58eQBWOiLDLjREmIdetGhROVAUYHLMnjySJx8yVLaBgYGBgYEf4Wp5zAYGBgYGBgYZwHjMBgYGBgYGfgRzMRsYGBgYGPgRzMVsYGBgYGDgRzAXs4GBgYGBgR/BXMwGBgYGBgZ+BHMxGxgYGBgY+BHMxWxgYGBgYOBHMBezgYGBgYGBH8FczAYGBgYGBn6E7ItQ+wZ5LjfGxgEbNmwAYLViY51T1jZ98cUXVW87k7Z/uUW+1OZljVr3VodOhIeHq0A7ayz/+eefAKymHKz9vX379pz+ea+P0Vlljv/9wQcfAAC6du0KwGqCwXreQ4cOBWDNMRtg8Oc8qZ/uAa7aPLo3Va9Ro4Yab7D2OcefR+TLGGfNmgUA+PrrrwFYrStZ651z9fbbb2tvsgEIP5NVww4P4LMxvvvuuxgyZAgAux40G68cPnxYa5Vf4zoGrDr2APDZZ58BAOrXr5+bRyDyZR65v1hjv0SJEhoHmwNNnz4d0dHRAICSJUvm9U864dMxcmysn83/v/vuu9UcZ8KECQCsxkazZ8/O7Z/KCtd2EwsnnN2leLixY417EX3nfwcFBWHt2rUA7M5GnjQI8AA+W0DNmzfH+vXrrT/iVoDd5XJhyZIlAOyuSe+8844OO46tXr16AKw+wJ9++mluHgPw8SZhs4tly5YBsBt1sD+z87/37duHMWPGALD6NQO2oVWgQIG8NI7w6RgHDhwIAFi3bh0AqDlJgQIFdJCzgH7z5s01t2zQkZVBlgN4fYzsxnby5EmULVsWADB//nwAdj9u57M7D0LuwyeeeAKA3QTg3LlzapJQvXr1nDwO4IMx8sx56KGHZDwSzqYHnqBy5coArMYuL7zwAgCoicvBgwc9/TX5ejFzzpx7y9mP+K677gIAPPXUUwCARo0a5fVPA/ncjISoUKECWrRoAcDujtehQwfNu/s7ySOu/YuZm4P/Hjt2TF7xq6++CsBuF7hr1y4d9vSmmzRpgo8//jjN72AHm/fffx833XQTAPtyd7lcV63NHK1xZ8NtesI85P766y91gWEHmxUrVuiZOUZ6IV999RV27doFABgxYkROHgfw4SYZPny4uj6xg8uhQ4cAWN7lrbfeav3yf9bmzz//jPfeew8AZLSwy9T06dPlfbJ7VQ7g01Z6+iP/zM+lS5cAWN2y6CnXrFkTAPDRRx+pIfvmzZsB2C0R8wivjZGsCzuHffXVV+jXrx8Aexxce2fPnlW3L67jsmXL6nM0Hl955RUAVicpdpOi8TVx4kT3bmCZIU9jPHr0KACrsxD310cffQTA6qjEi9jdY962bRtuueUWAPbeS0lJQZEiRQAATZs2BWAf9jNmzJAhQ6Zv0qRJWrfsaOeLMWYFZ8vCiRMnArA7fF24cEHzxzFGRkaiZcuWAGwjbeXKlQCsc5jdxHLhBPnMwDp37pxYGXbEIpMVFxeHw4cPAwBuvPFGAMCRI0dkUHEv56NTZ2LMBgYGBgYG/gS/9Zh37Ngh64X9fNesWaM+oOyvy/jNiBEjMH78eADAc889B8CiDOl1vP322wDsOM/Jkyf1NVpLM2fO1N/KBl637CpUqADAtt4B4LvvvgNgjxVI71lnNX8hISGyEk+fPg0gR/So18fIZ9i2bRvOnTsHANi4cSMAoGLFigAsb5qeFpmMNm3aiLqmh0W6d9OmTWjSpAkA2xLOAXzmhcTGxsrCphfp7M9LJmfatGkAgC1btmhu3T2zPMIrY5w3b57oS3p9Bw4cQMeOHQHYvWrpobz44osKRTBc4YwjkwEhtT1x4kTR4VyjPXr0kOeaDfI0Ro7n5MmTKFGiBADbE3SCeo3ff/9dX6tUqRIAm/HJDmTpdu/eDcDax99//z0AO+6eCby+VhkfPnHiBA4cOAAA+PHHHwFA76Fnz54YPXo0AGtOAWs982enT5+uzwEWu0U2y3lue3jueH2M/Lvr1q3TOcFziExFnTp1xAbxfihTpgy+/fZbAHaf94zCM2S+TD9mAwMDAwOD/8PwW485JSUlQ+Vt3bp1AUCeM0VDSUlJiuHRMtq3b5/EX1RPMrYVGxureNeRI0cAWOpRWkXZeM5et+zOnj0LAGjRogXuvvtuAHYcnaKY+Ph4jBo1CgAwefLkTH/X4MGDAVjWLMfD95QDeH2MrVu3BmDF18gC0OIkxo0bpzgXx/3ZZ59pbqkfoDe6cuVKDBo0CECulNo+FZvQ0ub6atOmDQBLBEbBnjMuzq+RHWDMMY+iE6+MMT4+PsM94a5wvf322wFYXjK/RuYjJSVFsVV+befOnQCAxx57TF5q//79AVjCqKVLlwLIVv2bpzFOmjQJgLWnyFLw+aKiorSH6FUSTj2IE9dffz0AW9nMfVyrVi2MHDkSgB13/vnnn9G3b18ANuvwySefZPRrvbZWM1pPPFfJBnBdxsbGah6p74mNjZWQkWuc76JNmzbYt28fAFupX6VKFbEB2axlr42R7MbevXsBAKNGjcLYsWMBAAsWLAAAnRtnzpxRRsQ999wDwMoqoH4iI/EXWdn//ve/ACw2yJMsGhiP2cDAwMDA4NqD33rMp06dQu3atQEAxYoVA2DFBuhZMv5M5dzo0aPx7rvvArAU14BledN6/eKLLwDYaRoLFy6UtUdl5fLly7Ft2zYA2XpfXrHsnCpwWqhHjx7Fgw8+CMBWLNNzokeVHejZxMfHi1mgkpYxMQ/gdW9yxYoVAKx4FD3lJ598EoAdeztw4AAGDBgAANi/fz8Ay1ui5Utvet68eQCAu+66S6wILdUcqCd9qsqmmpeeP+NXR48e1RzRQytcuLDmm54T80bpveUSXhljcnKynpn7JiUlRd4EFeVkpvr16yfPiXuuUaNGYg/4O6jg3bJli9Y3Y+wul0vqX74bb47xyy+/BAD07t0bgOX1MQ7OrIfTp08r3kpQy5CUlKSYuhOMtzI+zr3HMTvRvHlzec9Mz2HetBu8tlbJyPDsPHjwoMbbvHlzAPYczJ49WzoQpv9FR0drnvfs2QMAeO211/Q9es/0Wg8cOKBztUqVKlk9mtfOVXrH9GxdLpfGxDthx44dAIBSpUphxowZACBG49KlS9KEcB9zH549e1Z7k0zkmTNn0KBBAw8e3zOP+WoVGMkU3JzlypXTJDLXLyIiAh9++CEAm4bgQrp48aLECbzI4+LilHrSrFkzADZV8+9//xvt2rUDYC+WiIiIDDear+CkRrjQjx8/LgEG6R9nojsXF99TkSJFJMBh6hiT5Pv3769Dhe/hamLYsGEArPfMw4oL+/HHHwdg5WXzeydPngQAdO/eXYYVBUik/9q3b685y+MF5lUEBAToAOe/znQYHlRVq1YFYIkXKZZiKMZLRVTyBNJzoaGhGofzgqlVqxYA+2Cmwfzwww/r4HfuR14+b731FgBbBBUQEICbb74ZgGUgA5Yoyym08jb4DE5K+vXXXwcAPPPMMwDSUujcr3fccQcAS1B03333AUh7ATDMxL3K9Vy4cGEVjyFiY2P1jjO5kL2KSpUqSWjJiwmw093WrFkDwA5JFCtWTP/tpGh5RnHcfPaIiAitY851RESE6Hz+60t8//33qnvgLORD44MXrrM+Bi9kGo4LFixQjjbFm6wJ0atXr3TG2rZt2zy9mD2CobINDAwMDAz8CH5HZTsreS1atAiA7SUtWrRI6TIUH9DKHjNmjKx1UhXt2rWT9T1nzhwAdtL/2rVr5bUwZaVQoUL6m87SehnAZ4nwv//+uyx4WmgvvfRSlj9LD4aswKpVqwBYHpe7uCoH8PoYKayYM2eOnouVnyjq6ty5MyIjIwHYVvgtt9wiS55CHaZLzZs3TykbpMNzgHypNMT5dBbLYHpc27ZtAVjjIEPC1Js//vgjr38a8FIq0enTp8VWkdIsXbq0qHieI6zatWDBAq1pUvjh4eHyOuk5kQkJCgrCV199BcBOwXnooYfEqDCE5Ysx0hPMji0j3ckiJHfccYfOF3pmAQEBEjaS8WHxjbNnz4ohoYe6e/duhWzcaV43oVSexsgz4b777hOzRjFXkyZN5CnyGegRTps2DaVKlQJghx2Cg4OV7ki6nvM/b948vROmJUVEROhsoqedCfI0Rj7Dtm3b0L59ewB2mPKzzz4Ta0hGiuK8iP/X3pvH6Vzv///PGYyZprFkZ05UZEtSUilLPiot4iNCiWhFRx0OUipKG0VFWomjTyRfUSd1Sloka+sJJWRn7DvDLL8/ru6P93uumTHXzFzXzNXv9nr8o8zlmvfr/dqez8fz8Xw+ExPFBhF2Ov3007X2YDNZJ5mZmdmKjgwePNjGjBkTwuM78ZeDg4ODg8NfDlHjMd97771m5sUa69atqxgbHvP06dNt+PDhZmYK7hMnev7552W9jBw50swC1g+xIqxXhAzNmzeXoISYS8OGDeWlIMYiPhSEsHtaeP7jxo1TTANhFGUozTzvmHdTqlQpxaiw+Cmq0qxZM4mkCoCwjTE4QT82NlYpIXhCCPfmzZuntBQKTrRp00ZlAYnvYdmef/75mkdKOhLTDAFF4jEjHoEleOSRRzS3sDtjx45VvA5PCUu9ONKliMexpsqUKSM2i/2yfv16FQjB22Vcv/zyi9Kf8F4OHjwoz42iPrAi77//vkpZ4qls2rRJ+5A9gWcXjjGyb9hLHrCtuwAAIABJREFU6enpOaa6MEd4h6QjHjhwQOsXVmDDhg06kx544AEz89ZqZmamVa1a1cw8b7JLly5a53mgUGvVX66XdQgD0KdPH3nRjINiTY0bN7bnnnvOzDwdwS+//CIWj4Y5Dz30kJkFUs7Q7qCp2LBhg5gualLDXIZjjKwJ1uUPP/yg3/P111+bWUDf8sMPP2R5F/x57NgxsVqcHTExMTp38faXLl1qZoGUMBgS0jhXrFihUsIgl/Spv5b4i8WMmMvMU/WR19iqVSst9tq1a5uZKdfs5ptvllADNfcjjzyiF9exY0cz86jykydPiqKBlmnUqJFo1DA1EMgTGEYs9A8++EAbOScaOljglFMuJWrYY8eOafGFqc5rgcDBhzjPzNswdP+CJt20aZNEFIQa9uzZo3eCEI4L+t1331X9c2i4OXPmRG4wBQAXMxfON998o/xcRIyDBg3SXDLGMBXNLxBQJ1Mz2cx7Hg7ZIUOGiB6EpifPvlSpUqK1meN69erJMGZv82727NmjS5ia9wkJCboM2OfhhJ+aDAahhi1btojyJLx11113mVlAqEiWAIbGyZMnlRWCYcW7KVu2rO3YscPMPGeD/zfLSqOGG/5a3rxnhHeVKlXSZYqhQYipUaNGevcYWNdcc40MDDIo+P4DBw7IwAIVK1a0O++808zyrA9RIHAhg+TkZDlizMX3339vK1asMDOvOQ7h0MTERK1takgkJiYqfIZIjlDp4cOHtVepHtm2bdtsz1WYO8RR2Q4ODg4ODlGEqPGYAQKhpUuXKlUC73js2LHWoUMHM/NEBHjC5cqVE2WKTL9Vq1b2/fffm5nXlgxaqnfv3vbKK6+Ymedh3nvvvaJM/XWNC4JQW4Xxc6zxrl27qhoSXXawTnfs2JGjdY9nTW1tBA+XXHJJsXrKAE8Aa7l9+/ZqhQg9SIpX+fLlJTjCc2jRooWEKnwX/VP9nhT1l6MNeEzkq1544YXyFPGYVqxYodSjaEr7ohdvqVKltL8Ij8THx8srZn6gNIcMGSKvwi8kQtjG97I+Bw0apKp8eHIzZswQ+xEJjxmvCqYtNjZWnjLr69prr83Cspl53rSZ53UxtxdddJGqm7FXEX9dffXVWr+wOxdddJG+KxKeMvDXduaZOUMPHz6s1CC8T+oGJCQk6ExkHocNGyYmklAfoYYnnnhCa4J0ucmTJ0vIWhQpYU8//bTOELrqHTt2TO+a895/NuLxw9yVKVNGz8ycsXa3b9+u/Ho85Tzys/ON4j+1HRwcHBwcHISo85j9xSKwvrFO2rRpIysPr5j4T9WqVRWQJ0aVkZFhI0aMMDMvjozFtmnTJjUtxzosVaqUap8WFgWND1asWFGxDZ4Ly/urr75SvWnQo0cPpXjxM8QKRRUnzwvUoSXpv127dkqzocoZY16wYIE6bDHvCxcuVJwSURKpCf6qRVjxBejLHFFQWYr4asmSJSWyQZBy7rnnSgCIoObgwYNm5nkjxQE84bi4OKWZIOB6/vnnNQ9oP0Dp0qUlfmHu3nzzTYk3mSu8z8WLF8sjwUPr2rWr9i3rJZwxSsSCfiAk4tkZi5lXwQzhaVpamt10001m5nm+5cqVk8fIv8MLbdy4sZg4vPWigj8VDM0ObFXlypXFHhIz531XrlxZ7wKB7qxZs7RvYX6I5U6YMEFFVIi7X3HFFSoShSCMdMdIYPr06YqH81xNmjRRPXCYH86NtLQ0sRXU0X7mmWdUbIbzlP1Zr149ieX4zhMnTmRjWUNlTXOC85gdHBwcHByiCFHnMVNwICEhQXEPrLiFCxeqEAVWO3GfXbt2yVLDqq5Vq5a4f6w++jdXq1ZNsQMUvm+99ZaS6IldFzX++OMPPT8pFcTAWrVqpZgO3lSJEiX0TvAAkPkTmy9OZGZmyisijeuDDz5QLIe4MOrOBQsWSEcwevRoMwtY6KS9rVq1yszMFi1aZGYBBT4FL/CuatSoERWxdQALQ3epmJgYecp+a5p4GP15YYMqV65cbOU52S9Hjx6VB4GXMHDgQHlMFPB57733zCygNifuSvnYpKQk1VZmzRJjj4uL03fBlPz+++/yRFHoFxX8bBPnBJ4ma/GKK66Q50g8cvfu3TprUOGjcN+6dWuxKe1RW6empipNijnbtWuXWAo8TNiRO++8U9oV9DnVq1fXfOCJUyu9fPnyOpP5PUeOHFEqEdkYkcS2bdvkDRMXv+666xRbpkY652zFihV11nAX1KtXz3r37m1mnoaHmvyzZ8+2K664wsy8c6h9+/aqn815V5i5jrqLmZzUq666SulMvJgOHTooTxJKm9SF+vXrS2RBdZ358+eLfuHf8ZmWLVtqw3DQzJo1S6Kk4rqYMzIydBAEU7JPPvmkDgUO+/r16+tA4wCE+oQKL07ExMRIxEdY4ZZbbhG9CaVJ/vjzzz9v//d//2dmXjOAdevWaWwsdqiw2NhY++ijj8zMa+l51llnRVRIEyqgzAifEGpJSkqSEQW1d/jwYR1uHGx8pjhDEhjFt956q2qys28mTZqkZ8WY4DONGzeWUUyIZcGCBUpt4/IiDxqa38yrLNa3b1+tj2ioG05IAuNj8eLF2nvMUcmSJTVvXHZQ2gkJCYWiNwsDBKQ9e/ZUji9pTf3791duNmuVinSjRo1SzjF7LiUlRaEYHAQMFNLbzDxBVOfOnYu0B0HHjh1VC4EUp6SkJOXacyFzvqakpMgJ/O9//6vvYW1z/5DK269fP4U1uORr1KiRZQ0XFtHjVjg4ODg4ODhET+UvaA8/9QBNQDWw9evXy6vAosO7evTRR9XphaINkyZNyiJxN/OsxIyMDFm+FHTo3Lmz6uAizshFeBP2ilFQfOeee67Sa/C4aJfoZxGgAs082T+WIOK3SpUqafwFqJkdtjFCAVG04MCBA6onTFUhrNdJkyapOw9W+Lx582TJ8p7woBcsWCCvDqrq3XffFZOSB4qk8pe/vZ5ZgL1h3HifaWlp8rCg8hHL+VNqCoACjZFiMPy5ZMkSzQvpfD/88INCP4QpEA3dc889mj+83RMnTijcQEoUKWJmHkMABVynTh15OVRFo6pfOMYYCuLi4uQ5MUYo4CuuuEKeIIxPw4YNtX+hU6mLfdVVV0kIWQAUaIycIZwX1atXV8EMmIy9e/eq4AsUNizXlClT5DEjBNy/f7/CbNT5Zo2XLl1abUuhdFu3bi22AQ+TjlXhGGNOIESCB1+vXj2FIthnsI4vvviixKeEm3bu3KkzifmcMWOGmQXWKe+Oqm0LFy60CRMmmFn2dEd/e98Qx+g8ZgcHBwcHh2hC1HjMWJdYUj/99JPiNpS2q1KlioL0WNqIaB555BHVMkXokJGRoXgKf0cHn6eeesr69+9vZp7IpmPHjoppUWotl/hexCz048ePZ2tID2699VaJ44hD+4GsH/FXWlpaYXoVh2WMJ0+elEeP1x4bGysRG6lBeMKlS5eWZ0Z5vLZt28qbIgWDddu6dWt9Bz9LTU2V15UHIuoxI5BBFIJ4plOnTlq/lAmcMGGCUnWGDRuW5XsKGWMu0BjRWsBWbdy4UfvQX1eYuDmpjYiHjhw5oq5tsBvbtm0TC0ApT5ivzp07Z6sZXaFCBe3NefPmmZnn0YRjjKEgJiZG+4o4LExA//791SWLOerXr5/SpRAS4V1t2bJF5YIRMebnUUL4TLYxsk8omPLGG2/I20UsW6pUKcVPEfiREjZ//nzr1q2bmXnny5VXXikPGXYOcddTTz0l7ximpHv37mI+mHcKgIRjjMH4+uuv5eXze+bMmZOtljWoXLmy9p6/LCo6CM4t2J4yZcqInYPBZG+HgL9WrWwGDaVg5lWVgQY4fvy48pehd6E4p0+fbjVr1jQzT8X81Vdf6eVygLAAmzZtavfff7+ZeYuxa9euesHQMbQwizQ4vObOnZvtQgbQ9mZeC7aWLVtq0/mbXZgFFhfjLi4MGDBA4+FAj42N1YHPuBGWfPTRR2pogbCkd+/eCmGg6uSS+Oabb1SfmbBDcdaY9oO66+RGcmDXrl1b74LxNGvWTBc4hhn1lKdOnVp0D/0noAL9awpjh726d+9eHXYoyhFzDR8+XEr7jz/+2Mw8etTMo62h8h9++GEZVlwYl156qeYZep+LoKjQt29f5fhiRHHov/LKKxJjMp7k5GRVseNyIy+/fv364WrlmW8Q5jPL2nDDLGDAI9qDriekd+mll0o4i9Py73//W9/FWiX016ZNG8074tMnn3xSxjNnNPs+nOAZypYtq/VIfn3Lli21hnBuMFr8YUF/GIJnhuanwcXJkyd1/iIaGzNmjARnn3/+uZkFGmcUFI7KdnBwcHBwiCJEjceMtQFq164twRbexeTJk2VpQR3x7/r27SvaGgHZoEGDRKvgkWHFrl27Vj+777779B1QFH7Zf1EAS61bt27y+BCqQQNRA9vMo36XL18ujzkYp59+usaBBVnUeOWVV7LlNZYpU0bCEOaFmrPVqlWTR0L98GXLlsnKhx5jPJs2bRKNitDNX8u4uJCZmSn2hTlApLZ06VKNEWFXWlqaLHNYDtomFgeCW2f27t1bFebwYq+99lqFKVirtPPcu3evOmjBTFWsWFHUImwCncROnDghQRjr5ccff5RQif1R1CA/2cxbe4Tbli5dKhYE1mbw4ME6YxCvMuaYmJgiT5cK/j1PPvmkUk3ZL82bNxfLSGoXn1m2bJlYCliBSpUqyftkjSNwW716tc5QGK+ZM2fKi8yljW6+kZGRka1WAWM4//zz1a2QtMzMzEwxT4SRCDWdOHFCnj/Vu44cOaL9iEeNGKxFixZikqhkN3ToUIlbC+MpA+cxOzg4ODg4RBGiRvxFfIBE+H/+8582duxYM/PiShdffLGsagpI0I3qyy+/lOdEfKRu3boSlJDsjlT+9NNPlwWEtfTOO+9IJIa1FNxb9E9EVGwCgrva+C3uUFC1alV155k1a5aZeTWmQ3mUED4T0sMwf7AbPXv2lGXK+yWl6uabb1YqEfGuSZMmqRAHc0bccsyYMRIZEe/LZc5yQkTFX1jOVDnzV3QL7pOdlJQkNggvET0FNd0LiAKNEdEV73vgwIHaj7A1HTp00H5kraL96NKlS7bUvvT0dMXt8G78axuPlPfUtGlTnQc8B88QjjGGAv9+xPOFydu0aZOEQfQzXr16tXQteJ900tq+fbs8a/7Mz6OE8Jlcx8g4Vq9erZrP6HNeffVVidj4HOzWqFGjVKSJ3tytW7cWe8I57C8AhG6A6lijR49WfJrfSX/mgo4xNTVV7zcnICbmWerVq6c7Bi+XM75JkyZiWWFyVq9erWdmbcMinHbaaZpvKhfefffdKjbDOs6lKI5Ll3JwcHBwcPirIWpizFjEWGz33nuvVJrEKrZt26ZOLRQyIH43fvx4KeWwaIcPHy5rlbgC6RYXXXSREubpRLJ582bFHYjn4jnkQw5fIPjjJfw3HgexxuTkZHkc/sInWGrB2LFjh1I88HKKA8SVSHkpWbKkvGe8C/6cMGGCVLCkLtx6660aB4pX3k25cuXkpRGTbtWqVVQos/H8UeKSppKSkiJrnxjlI488kqUHsJlX0KE4ENzFKSEhQXsNb3/9+vVah6xB9teFF14ode6gQYPMLFAyFWU3+4lYe0pKinQGpESmpaWpqANMFkUiglOrIoVSpUpJz0J2AV58xYoVNQ48NH9qG1oHWIUqVaooG6GowX5IS0tT7WvKE3/yySfSFLDn0AVMmjRJP0ONX7VqVa1fyh/zboYOHSrGh2IqTz75pFLMYMZQdudSaCRPnMpbNvPS9v7+979rjP7SqGYe20o9eDNPxe0vyERKLt24Zs6cKYaAVLjMzEx51uEooRs1VDapCFSeqVq1qi5Y6JJy5cop75HLigN97ty5oqs57GbPnq2/g1bhEO/cubMOQtIBZs6cqepMUGy5tBAMO3WGOGLgwIFKKwluWFGyZEktCP9FDmXC37FJMjIytCELUKs2bGPkXTIvZcuWFRVGrieGVtOmTTV+DoLVq1dL/MO/e/zxx80sMMfkhnJJ5LVpfYgolU3YhIuW3OD09HSJU6hQ9u2336pmO+/CLzIqBAo0RvYe4rx69eqpyhOIjY3VRcxhRK37lJQU0dWsvc6dO6uxBRcac129enUJxzgcV69erWpKXG5UIgvHGE/54T/PxYSEBM1jMI4ePaoDnPeVnJys8WI8IhRq3ry5QjIFMBwLlcfM2fDggw+qTgCoUqWKhLOkvxEOXLt2rUJKjPWmm27SZcbZw169/PLLlR7oF2jydzhbGGHhGCNANLl161adCVDZffr0kaHMfPL5mJgY+/77783MC0mYeeEWKr2RUrZu3TqJ3TBIv/vuOzlz3EmFqIHhqGwHBwcHB4doQtRQ2eedd56ZeYH2Xbt2iU6jCEOfPn3UyhCvEDHIoEGDslRmMQvQJngdWPJYUB9//LFoGDySt99+Wx1C8FKR20caeAnQQP5nAGlpadmssGbNmtmyZcuy/B3PvHjxYhWKgNqBvilKYJkinlm7dq0EGNdff72ZefXNO3bsKLEQHsfGjRslvMB67969u5kF0nNgEQpRhzgiwCti7eFdZGRkyJugI1adOnUkWsOyZ8zFAfYhTEVKSor2KCKajh07aj+xbllv55xzjvYolPzOnTv1TvgOPLktW7bIW2E/tm3bVilXeNa5eMxhB8+Zm7dsFhAB4R1BAW/dulUsA+sYOj4hIUHedFF3DEPo9Pnnn0vgBJO1YMEChSmogMWz16hRQ143c3306FF5pDAZrO1FixZJXEba1FVXXaVwDtUWKaYTTrBW9+3bJ/qddZaenq7xEmKBfTt48KD2IWu2RIkSYmX5d+yJqlWrat4Zd8WKFRX2ZG7zIULNBucxOzg4ODg4RBGixmMm9oBFmZaWprqqxCa/+OILlexEWIGQYfbs2RIWUDBk9+7dEtxQzpKiIgcOHJCghNhkrVq17OqrrzYzz0oiCZ9ScuEGXjHPnlONZ3/aCfFTYhv+BvJY+XgZxEjMPGFUUSMjI0MMBhbt8uXLJcpAUIF4Zt++fbJUicl2795dxQFYCzAAY8eO1fxRyrNPnz7Zig8UB4Jj//z/8ePH1aGJGHOFChW05mAYEMww1qIEa4hn2rdvn9LSaCB/9OhRsTMUV3j22WfNLDAG2CxERunp6RJowhBRqMLM87bxODMzM1U+kSI7iKdySZsKO8477zx5fnjPfsEbmhSe+YYbbpCHiTaGzljJycn5SncMB0hVRDR65MgR++mnn8zM5NkeOXIkm1eIlic9PV2piZT1bNiwob5vwYIFZhbQhgDOXPQ5CQkJqrdNjXCEoJE4l1auXKlYPh5wTExMNp0KgtijR4+q0A+esD81lXfCWR0TE6O/I+5+5MgR3V3h6B0eNRczFw45cxMmTBDlwKXVrl07XVLkLNM+cOHChQq+Iwx65513lDfHImHBnXHGGbrIoGV+++03fQ4KnAUUKUDXc3iXK1dOlDzw13L15wv6/9/MowxpgtC/f399jqYcHBJFhdjYWC1YKL0jR45kU7qy6Z944gld5LyHpKQkiaVQ5bLBExISZKTlkhtZbOAZWdsYgsuWLVNDekR//mb1XIBcVMUBshm4eGfPnq0wT48ePcwsQFdzeDGPHNRPPPGEBEQYxb169dIFgNGBKnvnzp3KbSdMwWXs/zuEcUWFxx9/XM1UuJj9WRBcACi1/bX+MTZBp06dwnJo5wecL9QxaNeunTIbmJc333xTPQHIUGHt/vHHHxLQ4tSMGzdO88CZw95bvXq19jaV7kaOHClxGRc41ePCCX7vhx9+KGMC0ZnfUOdznPtmXh1wvxo7WKDHGvdn6BDC2Lx5szKGwoHidyscHBwcHBwchGL3mKEO8BagCxISEiQQwivcv3+/xD9YONCeI0eOVKAfmuHo0aOqukTeI5b69ddfr3QpcmozMjL0fdOmTQv/YHMAVhniJ//vJX0G6oln9OPYsWOy1uliA3Xop2MQzRUHsFahuJ599llR9lTcQQTWrFkzeZPQneeff75yYTt16mRmnic3c+ZMeWbRkLvsB+PGw/LnngOs944dO4o+JuceursogUeLAItQyRlnnKE1unDhQjMLePTMI/8OUc8555wjGpo0k3/84x96ByNGjDAzzwtds2aNzgIESPHx8dqPtBzkLIh07WzGw3oz8yhKPKdy5copj5VxZGZmKhyGKJM5Xrx4sQRCiJMitWbZ97wvQgzlypXTf0NzP/XUU3oOxsj4k5OTxQIwB5UrV1bbR+qBw1pNnTpVv5swYO3atcWkdOzY0czyTCkqFN59912JzUINacHWnAo51bIg3NaoUaOwhs+cx+zg4ODg4BBFKHaPGWB5Ev/YvHmzmqpThCI5OVmxJmLBWHjPPvus/g5r/K233pIlh3Qdr2TMmDHyuogF+QtyRLrSFyD+6G8+TyzS7ymbBaxgLEw8Z39MBIuN+IpfaPLPf/7TzLwYbXEAAV23bt2ULoTVjhjsmWeeydJ/2ywwxuAUB2LmZ5xxhsQ5fJ7UkOIG7AdrlBjdtGnTtN6J286ZM0fjxuMqDgEbsUPij4h8li1bpp/x7KVLl5YHTOwQDUhqaqpYMLQCNWvWlFiK2KS/GAfdi/DyUlNTs2kkiqrLFNXn5s2bJ4FScJ/0KlWqiG1Dk/Lpp5/aRx99ZGYeCwSWL19uDRs2NDNTsRZSkMIN3hvnKSl7U6ZMySbmKlu2rNYcMWbOmR07dogpgZFr1KiRCnKQvoZ+5JJLLskiOjULVE8k1o2QMRKesj+FKR9Fhiw9PV3PE2r3L9g/WK3Zs2crzTEc+9Z5zA4ODg4ODlGEYi/JSfwCTxhvMTU1VZYHltCjjz6qDkLBifolSpSQZ0K85+DBg/KiKUN3xx13mFkglQi5PLGwZ555Rp4yf0dRhSCEvQQgBRpIYYgU8jHfEStzuHfvXtXKxeKkbGH9+vXlHZFuUqdOHXnbeF90uomLi1P8HCs3H3G7iJbkfO2118zMS9/ze1xY9HiHlStXlm4C7+Oaa64xs0J7F/kaI+uQ9BF/oY3g8q5TpkyRp0hsGWaqfPnyiqPCaGzfvl3xc8ZGCd7nnntOGQNDhw41s0DaG3FadBTEvIO8krDPY34LgbAGg8uWBgOGCE85H3ObrzFyjqIoZ15hLMy8/Xj8+HGdnfwd/x8TE6N596fz4QHTrQ5Vdvny5aX1Yf+OGjVKHib6n5dfflnfX9AxZvvBn8/euXNnGzJkiJl5qv+8wJ2RH0/bzNNEHT9+XGxRHgjpcCr2ixkEC2Tq16+vxcQmPNWBu23bNv1bLtfMzEylS+VEbzJ2/nz99dd1KEDhFVWtbMY4ZMgQUUF9+/Y1M08gVa1aNV1MbLwaNWpojByEpJxNmzZNcn6+Px81syN2aW3evFmUJGMlNaZ79+5Kz+DQOnHihPJEobQ54OvVq6fwBKKxfFBJEb2Yg8ElFB8fLyrQn1LD4calddNNN5lZ4ELnQCsACjRGLhAO1zZt2mRJBTIL7Ec+x4WMEf3II49IvImwJiMjQ59nreYEDJjNmzcrpYV0HgRIQe8j7PPoN/KCz0h+5v97KpNt3bpVtdEB63HPnj1KBUQ0F1zd71SPFMJn8hxjvXr1lAoVyj7ZvXu35tb/zoPn/VQYNGiQ0gKZx1wusbDNI+dcqMZ6TmI01hpOgx8Y0aGIxoLgamU7ODg4ODj81VBcHrODg4ODg4NDDnAes4ODg4ODQxTBXcwODg4ODg5RBHcxOzg4ODg4RBHcxezg4ODg4BBFcBezg4ODg4NDFMFdzA4ODg4ODlEEdzE7ODg4ODhEEdzF7ODg4ODgEEVwF7ODg4ODg0MUobjaPha63BgVy6jZWqVKFbU0nDVrlv68/PLLzcyr+RsmFGmNZT+orUvN3ZiYGNWr5V34677S0Jza3/lAkYyRmrMPPfSQmZl99NFHKqBP28/ExEQ1Swhzu7giGSMNO6688kozMxs8eLDmg6b1F1xwgdqQsn5BIdvIRWyMN954o7366qtmZmp5N3bs2Fw/X61aNdWIpjkMbQNr166thh4FaO1YJPMYXCVx6dKl9sYbb5iZ2Ztvvmlmgfaqzz//fGF/VU4okjFydnCWvPDCCxrjxo0bzcxs+vTpao7x9ddfm5lZy5YtC/urzYrpXB0/frzNnz/fzMzee+89MzP77rvvVPOc/gRhwl+riUW+vyCob6a/SDnNLI4fP25t2rQxM7N+/fqZmdcYoJCI6AKiG8+5556b62doyvHzzz+rP+5XX31lZqa+tjt27CjoI5gV0SahYw0F8nMqNh8fH69OYH/7299y/VwBELExHjt2TAYG4LDz96tlrdapU8f27t1rZl4HIP/aLoRBErYxckA9+OCDZhYwomg4Qdc2+jjv3r3brrjiCjPz+viuX79e/x3cjOLmm2/WpU1PYBqVhIBiOdArVKigOXvyySfNzCwlJUUdl8LcOzqiY/zPf/5jZqYOX2vWrDGzrJcSPbSZQzOvGxPn8YkTJ/LTwS4YYRnj4sWL1aUPh+zkyZPaj5yTrVu3NrOAwVirVi0z87odHjp0SOsxeB8vWbJEe/icc84JPHgOzU5ywf//Lmb/s44bNy7LnwcOHNAht2vXLjMzS05OVqciNjsb6LffflOHkwh1CCnwi6UzCp4S1um//vUv78tP0dD7gw8+MDOz9u3bF/QRzCI4xjVr1mhe6KCFlxgfHy9vipZ/iYmJ1rVrVzMLeCRmZpdddpmZBTYhhkjwBgoBEetmc+GFF8ooTE5ONjOziy++2MzMkpKSbPHixWbmrb0pU6aopekFF1xgZt6hWK5cOTELGCYZGRmhetJhG+OhQ4fMzLJ0G6pWrZqZmX388cdmFuheZBYwil955RUzM9u0aZOZBQ492nfCFOCVLF++3L755hsz8zpP/e1vf9M6yQMRW6uGeDHPAAAgAElEQVT+A535oIXskSNH7MYbbzQzkxHSuXNnvQMYn4SEBDPzjLACImJjjI+PF7P266+/5vo5jJAKFSqc8hIKbg+aD4Q8xkOHDskowADCSExNTdVFO2nSJDMzu+eee+SoTJs2zcy8+dm7d6/WNO1L69SpIzaINVq3bl0zC5xftLbkM0OGDLF//OMfZubdSezVzZs353eMLsbs4ODg4OAQTSiuGHO+gOfx+eefKzZHD+KXXnrJzMw6depkb7/9tpmZdejQwcwCHufq1avNzGTNEKNdvny59e7d28w8y+6LL74obDwvLOAZLrzwQjMz++GHH/QzP02fG84880x9ppBWelgBrbR+/Xp5j8SW6U/8/fffixYl7lOyZEmbMGGCmXkeGT1lv/76a1u5cqWZmV199dVmZta4ceOIj8WPXr162ejRo83M1Dc6ISFB/cS3bdtmZt6z79u3T5QhnuM555yjOPptt91mZl7csnHjxvK6oLm3b98e2UH9CdbZyZMn9Qx4kCdOnJA38NFHH5mZWcOGDc0swOjwrNCKR44c0X6cN2+emXleznnnnaf9CL39+OOPR3BkpwbhpLlz58oDhPp85513zCzgXd1zzz1m5vVtr1WrluYGNoF/t3fvXvXajgbg9R47dswSExPNzHv3hJjMPI+UPvd+oHWB5di4caNdcsklkXvoP5GUlJTt7zjHt27dqnd+//33m1nWsN6iRYvMzGzDhg1mFjhvOXN5J2vXrtVcQVfTc/vMM89UmBHPeejQoTp38ORTU1P1nfkNvRX/LeTg4ODg4OAgRHWMOScrgxjV7t27zcyzVFNSUmShVK1aVZ85fPiwmXmWOR5Aly5d7LvvvjMzUyxs1apVNmrUqJAeLYTPFPjFBsePiYXv2rXLvvjiCzPzFL6NGze2n376Kcu/J0YLq1BAhG2MOc0jf8dYsbzT09PtyJEjZuZZ72lpafIe8ayxhGfMmCEVLDH4G264oUjjr2lpafImWWexsbHyFJkfBHtlypSxOnXqmJnnfU6ZMsWmTp1qZp5HNmLECDMLeKbjx483MxMrNGnSJOvevbuZ5ZlxUKgx4oWcPHlS+2ThwoVmFmCwiAujFSBGt337dvvss8/MzMR2zJw5U/8WzQef37x5szyOAgjdwrZWUYbj7e7bt08aBs4cWKj27dsrE4Q/jx8/bpMnTzYzs4oVK5qZdx6deeaZ0hQUgMkK+5lzqn2J13cqZs7MW7+s+ywPk/+7pVBj5NljY2NDim/j2S9dujTHnwd7vjn9jBjzyJEjpUHgT8aflJQkfYa5GLODg4ODg8NfD1HtMWNpYr2mpKQofkP+I4rPfv362bFjx8zMU7/edNNN1qRJEzMzWfZ4XjVr1pSXQ3xk9+7d9vnnn5uZWfPmzU/1aEWSnoG3TzwlJibGmjZtamaBGDkgReXWW281M7N7773XzMy6deumVKoCICxjzMzMlPeakwXKHFx11VVmFlAkk4pArPmCCy5QnIt4crNmzcwsoK7nOwYMGGBmAd0Bcd08EJYxlihRwl5//XUz8zz5s88+W94gimriUhs2bNDc4iUePnxYbADxzeuuu87MAkwJewDL+/Dhw8o5zQOFGiNz9fTTT2td8ee7776ruSI+PnDgQDMLxFXZj8x/nTp19A5Q/xILnDx5shgsmIL/9//+XwiPbmZh3I+sGzwu9Bpmnid/++23m5nZ7NmzxQasXbvWzMw+/fRTMR6o60n76tGjh915551Zvsss5NS/sJ85KLGJtZoFzgyzABMFgvPLS5UqJQ/5VPdHpD1mvp97AqaNPwuCjh07mlmAPSVljPth3759ZhZYz5xlrHE/0DHBZAXN7187Xeq2227T5l2xYoWZBV4IG5uUoL///e9mFkgSh+aGQjp27Jg2DGlSSOXj4+Nt2LBhZual4FSqVMnatm1rZoFD5xQokouZTXKqZ/n9999FiwYjPT29MGK2sF1arDE/Rc97pvgGVHbfvn11uHMALliwwD799FMzC+S7mnmFEHr06GEtWrQwM5NY49JLL9WmygOFGiPjqVixoi5RaOuNGzdKGMKfGFX33HOPPfHEE2bmHfwpKSl23333mZkn/uK7atWqpVQN6OtNmzYptxvKPxJjxIA47bTTtJYwNB5++GF74YUXzMz0JznOtWvX1r71521DB3Ph9+/f38wClxcXGCGAs88+u0gvrczMTPvkk0/MzGzdunVmFjhXhg8fbmbeRcZ5Ubt2bYUf/Af6a6+9ZmYevX/RRReZWYD2JDe2AAjbmYMoL6dUNObYn7JZgLSnwMNE8GL2C6qC6wNUq1ZNDpufame85DGTznTttdcq3S8n8B2kxvXu3VuiTRw+P3r06GFmgfCUWWBvIwoNcYyOynZwcHBwcIgmRF26lL9QAyIKyr2dfvrpogdJDodSOO2000SvQG3s379f6RtYSaQgHThwQEIv6MdDhw7lKgQoDsydOzfXn/krRuExYr2RNjRv3jxRjEUNUp1KlCghqhkatkGDBirlx8/4c/fu3fKqqMITFxenMeFhkhKXmpqq1CMs2nXr1mUpSxopIOSpUqWKaC4Ed+edd57YnSFDhpiZ2Z49e8wsUDAETxT6feLEiaJFJ06caGZe2CUjI0OsCEUe4uPjtc753kgAOi4jI0MeECKwl156SfQmIRPEQsnJyfLyoRYbNmxo7dq1MzNTAQjmp0WLFgrZkJ6yevXq/FT/KjRiYmJEp1MJq0mTJmIyKO/LGbRx40bRwITAatSoobAMKUh9+vQxs8D7oogM4z558mRejEfYgeefU+plsHecm7cc7FnnBPYsbFekEMxCbN68WesMBiQ1NVXrC+YKLF++XOFP3snChQsVimCO2avLly8XI5fTOyQVEJq7evXq+m/OubzgPGYHBwcHB4coQtTGmJOTk5UmhOfcpEkTpQvhOb344otmFkgf4r9HjhxpZgFr5rHHHjMzrwAC3veiRYskPMHq/+qrr1SEH4srl5KAEY0xExfHW4AJWLx4sWoMP/DAA2bmjT8nREOM2R8jxCpdvny5PCaYDEQxv/76q8aLJ1GtWjUVFMFSJTZ91113yZPhO/r06RNqXKxAY5wzZ46ZeTHEbt26aR5IrUlJSVFKGxY0Qq+DBw/KgibWfPvttys+26VLFzPzSl+2aNHCPvzwQzPzCurMmTNHHjUeWTjHmBNgBYgnT5w4UUIwPAaer2zZsiomQsx8wIAB9u2335qZV+SBWO7GjRv1TmDB8lGUIWxjZB6Z28TERJ0J6AgQHlJq1cwTqA4YMEAMHIwX+okGDRpIGASLcOjQITEfeSDsZ07Pnj3NzNPdmHkeHXPRs2dPvQvK4OYX+bhjQh6jP/ad3+IdxIeHDh2a7Wecl02bNpUYk3LA7M9GjRpJB3Oqpi05edOZmZl/bfFXtWrVRD0QRG/Tpo3+jg3NgV2vXj39jIPg2LFjKrwOLUH3kDlz5mSrkZ2YmChBDf8uF0T0Yuby5VnIi0tMTNSGDq6nnetDFFNBeZ6vZMmSEk9wgUydOlVKT8RcCN0uv/xyVRjCiNqwYYPt3LlT32fmGU7vvPNONnqoXLlyukTyQKHGiHiwQoUK2Qy6Tz75RJc0tDVdes444wxVViIkExcXp8uXzANEJMnJyfbWW2/pv80ClyTUNxc51Gk4x5jlQ3+uJajz5s2bS/SEQJFD/LPPPpNhgbCmbNmyEv1hkGD4XnPNNWowwzrJRxgibGNkXqhl3r59e4m3mE8chocfflj7j3DK559/LuMRCrdBgwZmFjCwmTNCMZdeemmoNd6LJI+ZBhWcf3fffbfWFQZZfs+UcF7MGRkZupgRIeay7rNgxIgRUvtzvhAeWrp0qfYadQJyfDjf+wplTISyOMf5mjz/oTkq28HBwcHBIaoQdeIv0KhRI3UXwoKOi4uzQYMGmZmXEkWuY6NGjUSB4k3/9NNP8jbJRUPMMmPGjGx50tOnT7eXX37ZzMyeeuqpCI7u1MD7QtSVk5AJ681PZSNSIZ85xCpmEYG/9ixeCLWi77//flnfhCZIeytbtqxySbE49+/fr/Q4uvjw77p3765QBN4nFF2kgEAQr3zevHnycqG4brnlFqXoUfMZD6pfv34SrBCumDhxoqx1KDY802XLlikVDFGSmal/c5jbC+YK1hwex6ZNm5TSCKMBbbdgwQLVkcbjXL9+vdYo7BYCvxkzZthdd91lZoVieQqFzMxM0dBUWtuyZYtS1AiVQMcnJSXZ9OnTzczztEeMGCF2jnGwDq655hrl4dOhKpLixFARHx+veQtmCqtUqSJ2A8yaNUsCOEJqOSES8wi7kJmZGdK659wfMWKE1i/nPX0X6tWrl60Hek7wjye4dkROgOldt26dBI2hwnnMDg4ODg4OUYSojTEnJCQo5kQlneTkZMVY8Y4QJDRv3lxxS+LIfq8FT4ZemR9//LEsX0RGcXFxSkfh9+TUxcSKqMAIFh5ePrFKM1Md4rZt22aLFRFzrVq1qqzCgvz6ED4TkvgLEQRrrWXLllme38yLnU6ZMkWf89dVprYygifiQ2XLlpXnyvzfeOONEmjl9XghfCbXMZI21L9//2ydkDIzMyUyYa3OnDnTzAJWNp4GHlNcXJz6viI6YQ2WLl1aninFN95//319H+wOhRbwEsIxxpwAo3HfffcpLQ5hDLWD//jjD7ECrNsrr7xSqWDEXXnWYcOGqXBHARCWMY4ZMyZLiotZgKFYsmSJmXkpYXTU2rBhg/YX58uqVav0d3S0w7sqX768vE88v3x0QgvbPBL7R4jmB+edr7azKtEhuN28ebP2H+8mp45SsDtXXXVV2ArFHD58ONP/nHmB9/vHH3+IxYNF9Qs1g3sp+wGTg0YkPj5eazUUVtIvRI0J8UU4j9nBwcHBwSGKELUec0xMjG3cuNHMAqXvzAKqRp4XS5uCDhdffLFiWli2t9xyi6wjPGHiYyVLlpR1jCX04osvyvvy14/N6fHyHmL4POYcv/zP95Cenq6CBsRdiZ2XL19eqvWC/PoQPpNnjeWEhATNB/HE+Ph46QHwpvEgFy1aJG+KcUycOFHzgiXvV9STXoP3efToURUpIVUlnGPk3ROXS0hI0BywphYtWqT5I4UIXUSHDh3EEOBhrlixQu8JFggP5ciRI7K6GdeaNWuUfhbJkpynwksvvaSYLOOGhXrsscek2EYr8thjj2n+0IEQoytVqpQYjwIgbGOkWx26jtjYWLFueL7MwbPPPqusAjqcxcbGZisog2J74sSJOo8osNO0adNQvb+IdntD2XyqOtOcuUePHtX+Zv5Zxzl1YopEutTWrVuzpKv5EdTNycwCZwk9mUl/+vHHH80skF6LKtvfJYu5Qv/iTyvjHTJ+NDM5IShLJCSPOerEX7169TKzwEu4/vrrzcyrBDRkyBAdRuSG0qTihRdeUD4rbQ/37NljnTt3NjOP5mQD9evXT7+TxbRu3bosdHFxIVhsQTWiiy66KJs4Y9myZdnyIFmACJKKAz/88IOZBQ5ccpW5QG6++WbRSBhdVNU544wzRENDuc2fP1/pJeS/Qj2NHj1aG5/D5eTJkxJocWGGE2xKf6tHKDAO2SZNmuiygobmWbZt26aKRNCEXbp0kUiK8SAsat++veaSuT7//POLvGJUMJYsWaJ3QdtDqq999dVXmlvGGBsbq8+zpzEm88jFLhJcdtllOtChKLds2SKDj7MJKnv48OGq+EVq37Zt23SBYbhx1rz44osSiZEad8sttxTbPqUC1ooVK1QN7Jdffsn181wut99+u4RNiE9xePwXM3N9+PDhvFqT5hvJycn6nThdIPhSNgvQ1TxDcO+Bbt26SZhKGOLEiRMKxbDP/XnJ/Iw0xlOBtK78wFHZDg4ODg4OUYSoo7L9jeZpfD948GAzC1hGdBCh5iydXEaNGiWrG+tv69at6uxD0j9WYokSJeR9U6Fpy5YtSpd6//33zczrGhOEiFLZWNWkA0Bjli1bVtYg87Z79+4s3Xv8uOGGG2SZFwCFGiMMxcqVK8V8MBdxcXHymLG4EVLdeOON8oYptFKyZElbsGCBmXlsACkPJUuWlFCH0EdSUpIsYGjUcI7R3yUrGHgMjz76qIqm4DGRLtWhQwdZ7VR5GzhwoJgRfxjALMAEkI6E97Znzx7Rrnkg7GuV9Tho0CBReHRZYi126tRJ80GlrI0bN0r0hBdx/vnnm1lApANDkN9KThbGMfLuea5mzZqJyiYsREji22+/1TnEPE6YMEGpUFDZ0PUvvviiwhOIH7t37y7KNA+EbYysIb8oCbYJgRTvoXr16tnCenFxcdnCDv4uTsF4+umnJQ7MAyGLvypUqHDK0Af7H7bKzKOuSWejdfCwYcNU15s9N3fuXIXIOI/97wuPmVS6V155Res2j1aYTvzl4ODg4ODwV0PUxZixTmrUqCERhV/Ig6WN6ALLc+jQoYotk4Jz6623Ks6FJUg5vaFDh0pwhCdXvnx5/bxNmzaRGmKe4HnwqvxlN4NSYbIkxhPXJe5emIbhhQWMQ8+ePfXMWJzlypXTnDJWrNgRI0Yo9ahTp05mFojt4GkEi/9q166tknfEgM455xwJdSKBUER5s2bNUroIIhWKMixcuFCFJtBKTJ06VR4wNaYRgfXs2VOpLYw7RG85ImA9zpgxQ54DKV4I3fbv3695oV59nTp1xHDxHXfffbeZBWLMsBs5pd4UBTIyMhS3x6uMjY2VLmXXrl1m5o2xRYsW8piZz5EjR4oNwnukqMrOnTvF7hCTRmtQlOBc8Jey5e/oUexPCQvGypUrs/WAz8lThvFjH4cDwamRfvi9djxlvxfLOgSU1DXzep/DTPm/L1jQNmPGDP1bmD5+R27Ir7Ax6qhs/6HHYQ0FER8fr5xQ8gZRZY8bN075zjTJHjdunKg2Fg4CmxUrVqiRO5tr8uTJol2hlzhMgx+zMGMMFbwLDj1aVpp5i8BPK+V0YRRXrWz/swS3iLv66qulSmWjQSutWrVKBgmGxooVKxTOCM5H37lzp36Gkda4cWM1t6ftZy6XacTmcdu2bTIKoagRtU2ePFmXNsbEpEmTRJFyMbEG69atqwswlLrAQQj7GDGqzjzzTAncMKaoIbB27VpRuuSB7tixQ6IvDGAaPbz88ssKXRUAYRlj69atdTFxmdapU0e5sBz25GLfcMMNVrNmTTPzBEcPPvig9e7d28y8KlpcCG+//bbU3uSClylTRiLHPBCWMf7++++6VP17Itio5+JhXwYDY5PqfISa/GC/Hz9+PNR2hyGP8X//93+1n3gG9n/NmjXl4BEqyylH3n9p83z8u5IlS0q8h5MBbX3xxRerxa7/fM2JPtdDe59zVLaDg4ODg8NfDVHnMWO5jBw5Unljy5cvN7OACAxBCaImrJg9e/bo8zRob9WqlTwyKHDSOi6//HJZXNA1d955p2hwqELoqyBEzNPKzMyUJYf4gHSTmjVrqja4nx7KjVot5NyGxWM+88wz5R3g2U+dOlXsBlYurT379esnDxPR0EMPPaQqV1CGeFobN260G264Qb/LLCCSwzPB68ylJnHE5vHQoUMSlFAdCcbjt99+09hIJVu0aJG8FbrgMOZdu3blWKUpRERsjDExMZrnhx56yMw8cSX70sxLG0pPT1f+OaJK1nbDhg2VelKA+tGFGiNs2pIlSyQIZe+lpaXp+UmFQwz22muvaa3itU2ZMkUeKW1l/SEpKGzo0QcffNCee+45M8tz3GGfR8Ii+/fvV5ooKUU51Wbn79asWaNz+FTtVfmunNKXckHIYyxVqlSO9LlZgEXknXOuLFiwQDUNSE/zU9/BrJ6Zl6N8qta69DNYuXJltrQtmJV+/fo5j9nBwcHBweGvjKjzmIm5/frrr+LsiV/UqFFDqVAAq2bGjBmyUPGmW7duLcuJ+B3Wb3x8vJq8E787++yzZdES16WDTxCKNMbsj4UEz9f69etz7VwSDR5z27ZtVU/5559/NrOAFUvsH7ENMatSpUopbgdTkp6errrT/fv3D/ziP8eWlJQkL4fKYosWLVJ8l3mPxBhPhZYtW6rW9+jRo83M64R21llnKd2L91C3bl2ttRkzZphZoLCImdns2bP1LoKLyYSAiHrMgOIbpE19+OGHEuAxnhtvvNH+/e9/m5lX65wiEfv377fXX3/dzAJ1783y7jXuf5QQPhPSGGF1EC4dO3ZM8XBixpwXp512muYUtqZTp07yhvHQ6O38/fffa737z6EQEfZ5ZA3edddd0tnwPDx7bkxNTh5mMFgfp/pM8D8J4TOZZgHdEQxTMOrVq6c478iRI83Msgi/qDePXuWOO+5QX3DS3sy84iFoBlgTfiEXBXUGDhyo+yen3gbOY3ZwcHBwcPgLI+rSpcCSJUsUf0QZvWnTJsV+kffjcUybNk1FRPjZsmXL5DFRmhOL6I033lD8kc5FX3/9tQoLEEPhuwqghg0bsLY+++yzbEnsWHrRBuI3LVu2VEoUlua8efP0c8bzxx9/mFmg/jAxWeanVatWKjqCghXPsVy5copX83cvv/yyPPDcVKWRxoQJE5QBgBfJmIcMGaKfgd9++02xuOuuu87MvH6ux48fz8vzL1L4O+qQGkSMFRV8gwYN5CmTSTFq1Ch5ZMRr0X60bt1aqVT03I4GJCQkaM1R3IayjQcPHlSNaOKdnTp10jr/+OOPzczzQg8dOiSGAO/r5MmTxVZaFYbm9ddfV9wc4CnHxsZm83i3bNmSrU61n91DR0D83a+bCRdy8pbpzmbmpRqi1/CDND48YbOsnrJZYA36f26W1VPmPmC9T5o0SfoK/h3sXkHGHnVUNoKE9u3bZykabhag+6C5CLrfcccdZhY42DkcEFEMGDBADSr4GYd+u3btJIPn4Jw/f74a17O4cqlYU2xNLE41X8GfP3nypERQiFny8+tD+EyuD8McJCQkyLiBQkpJSdH7DRbX/fe//9UcgGXLlkl4QloODUtKly4tgR+pLlWrVtU8cwDmcviFfR65XDt06CCjgGd9++23zSzQxhSqjepQ1113ndYa7RsZT9euXUXzFgBhH+OYMWPMLEATMrddunQxM6/S2r/+9S9VbkPQee655+oAJB0Hg6xEiRK6KKiLng+EZYzp6elKoSQ8kp6eLsOSSm6EwMaNG6dLGmPivffeU3oYlzbftWzZssLUjA77PLIeu3fvLmo6lPBBw4YNJb5kjkmhM/MMEVLp8oGQx1izZk05bMGGQ3x8vFIOEVeaZW+jS33+l156SSFSLu3U1FR9nguXcFJsbKzOFRzF7du3Kxea90r4zcxR2Q4ODg4ODn9pRB2VPXv2bDMLdFhCnEAQ/dtvv1UwH48Mb6lixYqyzKGefvrpJxUpIWUHi/CTTz6RJYS4bMSIEaIfsOhDrPFaZIAW9HegwrLDQqeFWcmSJUWfFjWYC39nFby+/v37y4PH2qUYRbNmzUQZwXL8/PPPoqlgObBAT5w4oc+R6jZ37lylRNSqVSsCo8sdULRffPGFvAnWHMxM6dKlJVSDfk9PT5e4CLER7NHMmTOVHteuXbsiGMWpgbDOX1nugw8+MDNv37Rq1Up7z7/n6AAHG4ZHM2DAANWpR/SWD/FXWFCiRAl1V8Lj2rRpkzwgamWTgtOxY0d76qmnzMxjZNasWSN2h6p8/rr2wR5zcVDZ7DnYxrfeektdshDlQdVS3MmPVatWaQ3kxMTlUpQprFizZo1q0EMdk564d+9ehUX8HjPzwH2CwDchIUHCVD/4PJ4yaNasmRg51kTVqlXF4vJuAOGL/MB5zA4ODg4ODlGEqPOYqT36zTffKEGbVIzY2FhZdsQmKRJi5qXjEO+6+eabVSIQIQ2iADOvDB0ClqNHj0p4w8+I0Rag6EGhQayNeI6ZJ/8HlSpVUnwHQQYxsGLSD5iZV0AhMzNTwi1ibTNmzNCc4tGTInXgwAGJhqhl/vDDDyveSnyTwgcZGRkqwYrnkZaWJnEV8dqixoEDB+R9wOpQYKRnz56KR8EEvPTSSxLy4YXg9aenp8tTPlVnq6IC77lx48YSRDFGvJDY2FgJY4in9+rVS14w2g9SIhs3bqwUIlIc/UVKigKpqanyIkGtWrXExCB6gwkZPXq0PErYoFatWqlnOGcHMVf/nDGPxbFHmQNSfWbOnJmtP3hOZUL9wlN+DrvDv4uJiSmIniXfiI2NFXNB0SGK9vz4448q9gE74GdfWL/UaR8+fLj0A+PHj9fnOJso0wnwls0CvanNAvuduDPpujC+wYVHQkHUib+gPhMTE0XzIRCZP3++KndxyJErunnzZh3uXExvv/22lL1ctFQoSkpK0gEAVXXHHXdo0/FeqOkchCIRfzHRflo2pyo60DVcZK1atTKzwMKgEUhRt9KDXpoyZYrGgdCpadOmorsQ/HAwLFiwQLWJ2XCXXXaZVKKPPvqomXnCioSEBC18DsDU1FT999atW80sVzopYvNYvnx5PXOwWvOBBx4QXU9DhMGDB0vZy5/+METw4ZAPhH2MCDDbtm2r98tego6/5557FG5hX65cuVJjY75pGrBo0SIZ5VzQIdZXNgvjGIMNnxMnTojW5k+M48TExGz5vr/88osOfGhrzp6tW7fmuA5DNLYiWm2QtRYspCpdurSMbCok+sNDwU0vzLz5i7TgFOeMVqP+/gGss5xaMULT59Tkh/Pff/kC5s5/0TLHfoV+3759s/zuHj16+IXMTvzl4ODg4ODwV0PUUdlLly41s4DlTYs0cuyee+45WSHBwrDk5GQJg8hxmzZtmoRBY8eONTOvzeB//vMfWVVU8qlbt648ZD/lXVzAMkNQZJazBQhtC62GlwylX5SA0kRsl5iYKBETQomUlBRZn6Sn4EF1795d1jdWfFJSkk2aNMnMvE5FWO05dXLxi95C7NwTdowfP14eMiEWhIX9+vVTBcnnvjIAAAXSSURBVCxysN966y3Vj8YLY479NYFhlEg3Kw5AWy5evFhsCNXNYG2GDRsmL79BgwZmFhDR4FkijMJDmT9/vv6b2gTFsQeDvda4uDiFy6BKmZ9q1app/mBwXn31VTFcVORD2Dhz5kyxeaf6nUWNF154QUwHXiher7/lYU5CSr+nDIpqPHjrPCu/9+jRo6pDwRz4qezgNo4xMTG6a2AF4uPjszFYfk+Z7+NnmZmZ2UR8pIfiSecHzmN2cHBwcHCIIkRNjBnrGk9g8ODB9u2335qZF7/6n//5H8UFSAhHDBYbGysRF3GrSpUqyUNGSEX/Zr84h89s2LBBAiVi17nESYokxoxACEs92NIzC1jjpKhgMSIGS0xMLIwQo0Bj5F3CaIwcOVJxVKzxs846S6IhCjPgMZcqVUqMB3N12WWXqd42KRJ4MZdddplinv7G51i0CHDCOcZQsGHDBlnrsAOsqfr160s0w1qNi4uTN0l83F+3mFq/wZ20QkDYxkhxEPbN0KFD5TETk2OeVq1aJUENFfmOHTsm7wYRH6K29u3bi21hveei78gJEd2PsDR4QHfeeaeZBZgcvHrOqpEjR2ocFNhAUNagQQOdbzmJkvJARMfIemKPEidn7+YGv+DSLHAG5bHnToV8jTGYPfTH6hGQ0qt9y5YtWUS+Zt6Zc/nll+fIRKJxOFWhFH8xFd4B80/suwBjdB6zg4ODg4NDNCFqPGasLGJPt99+e5Y+rvqHOVhHZoF0Jn+MwSxgzRFrxEKnPGKZMmX0vXzX2LFjZdFef/31ZmbZuln9iSLxmOfNm5flWcw8hbo/3kMqF+kDWILTp08vzK8v0Bjxcih3h9dv5r3nwYMHS6mLpU6cPyMjw6688koz89IO3n33XXnglHxE1Tx79mwpI4npfvDBB/bmm2+amdltt90W9jGGgurVq2fp6Wvmdbo6evSovE9U5gkJCXp3eNHEXL/88kvVHWaui9PTwgNu3LixPD/mw6+MZ77Zg+np6fo7vBE8rri4OLFVrG3SJUNARBXLrGGUtaSE/fLLL8o06Nq1q5kFUuEoxcp6ZP9WqlSpMPHXiJ45zCNrlZ72xFz9OP300/U52Dn2e9OmTaVKLgDyNUb2dnDpZjMv7sw5w57KCaVLl5YOhvN//fr1Wfo1m3l7zt/ljz3O7wsBIS2AqLmYgzFmzBgJSUKpjLNz505Rhv40k+A2blkeImjsn3zyiS51qO9cKmcVycWsX/bnZk5PTxc9ygU9ceJE0buIv6i4dN111+lyL8ivDeEzeY6xV69eEt5RV9Yse344///ss8+K+uMi++2339RMHhFYTgccqWQrVqzQRfbPf/7zVI8X9nkcOnSomQXoT0RA5PNCVV966aU6CMhjLlmypMZIBSzWYNmyZXVgFHXaW07g2ffv368qV+TxPv/88/p/DjTy66+55hrtUcZKu8FOnTrZeeedZ2ZZm16EiCLdjzz7+PHjZej784AJ05ASiFFZyEpmxXLmmHnNOAgbPvfcc6J3udBZn2eeeabqChTk14bwmXyNkXH07dtXFzi1DWjZ2atXL4nFqBlRqlQpzS37mO/68ssvJdSEtmZPhPJIoXzIUdkODg4ODg5RhOLymB0cHBwcHBxygPOYHRwcHBwcogjuYnZwcHBwcIgiuIvZwcHBwcEhiuAuZgcHBwcHhyiCu5gdHBwcHByiCO5idnBwcHBwiCK4i9nBwcHBwSGK4C5mBwcHBweHKIK7mB0cHBwcHKII7mJ2cHBwcHCIIriL2cHBwcHBIYrgLmYHBwcHB4cogruYHRwcHBwcogjuYnZwcHBwcIgiuIvZwcHBwcEhiuAuZgcHBwcHhyiCu5gdHBwcHByiCO5idnBwcHBwiCK4i9nBwcHBwSGK4C5mBwcHBweHKIK7mB0cHBwcHKII7mJ2cHBwcHCIIriL2cHBwcHBIYrgLmYHBwcHB4cogruYHRwcHBwcogjuYnZwcHBwcIgi/H8NHKbzGB9FqwAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 4/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 5/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 6/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 7/50\n" ] }, { "data": { "image/png": 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513jdyJEjJfWof//+AHR2j5/Nj8lhbIRbm/nFixdlPhhaMY6DdLWjd4geJpkTD+G1gj9815heaEy15VhjY2MBaKwe0/7oRa9fv16YOIpkGaY6ffq0MITc5ygkdgHKY1ZQUFBQULjT4HceM2NuYWFhEo8y3uPLL78MQC8YwjrRL730kliyLMbQsWNHu7rTRtB6Z7pUZmamq/GtPFl2U6ZMAQC88sorAIBhw4YB0Aph0Jreu3cvAC32TQuVsRCKaDp16mQndBo5cqSkATDuTOu9cePG8gz579GjR7Fnzx4AuofFz+LfuzNGxsV470w/ePvtt2WM/F1QUJB4z/RCGOdftGiR3CsFFocOHRI2gIwJhUIZGRkyf/Qwdu3ahW+//RaALuyjp/LEE0+4PcacQM+B+oBnn31WyhuyRjgLpiQkJKBv375Wv6tRo4YUmLAtD3jr1i35b8buCxQoICIxxvTyS/zF+TGbzRJHZgoemRBAnyOyQnv27BF2h+yGETl5ZrkgT2Okd2cUSQLa83P0/tsWiskNXHPUbtDTAnQNBseYnZ0tLBDfk27dugHQn+l/8JnH/O2338p6XLx4MQC9mAags2zcVy0Wi51Ak6VG582bZyeyygO8MsZbt25JOVRqU06ePCnzSG+XazE8PFx0Hfxd+fLlhXnkO0q2tV69enLWPPjggwC0vYd7cy64M8VffNEjIiJwzz33ANBr01aoUAHz588HoAt9eNjdddddGDVqFAD9IOzXr5+oK6mQJOV28uRJeZBGQZXN4eQMeVpAPFRY+5v5qZx4IzZs2CCiH27spEILFiwo1ImxWheFDqTi+WxatGghNB2fW2xsrIyX//Lzs7OzjQKwPI3x8OHDAHSlN2uUt2vXzipvF9AMAh7MPFx4jclkkp9NmDABgPWGSYqNFHXp0qXl0GJjj2HDhonRxdxghgq8USubh7xR5GJrmFy4cEEOKVZT4ryEhIRIuIVGVGhoqBibtgdsdna2bCoUzS1cuFDmjwd6fql5jXQ1QbqPB67xcOVzunXrljwL1ibgQVW6dGk7mtfLghoZI7+HwkhmDVSvXl3eBe49f//9t9X9A/aiNlvQkKZhadsYw/a/bcFnSRXwf/BpHWkeOsx2oNFy7tw5OawYDnvwwQfl+dCgdrL28gqvjZF7IfeJzMxMOUdIUTOjZ8uWLfjxxx8B6Ert8uXLW1UeBPR1eezYMTl3uDY2bNjgym0BispWUFBQUFC48+B3HjM7eLzwwgti7TBFKi4uTrxDUof0UEaMGCFpSPS4RowYIRawrdU6ePBgjBs3DoCellKzZk2hlL3ZSo+5gPTQSVGNGzdOPFRarKVKlRLPiWPj/4+KihKPv0OHDgA06peWHcUjrCJ269YtqRlNa3/t2rXibfOznFQ7y9MY6bWSljPSknz2tFQTEhLE2yI9xtrRYWFhcr1RnMZ5JE1Gz2vbtm2YPHkyAJ3mnj59uoybXiqfoSdjlB/8t4a4FoOCgoQCJKOxdOlSYV/IkFDUV6ZMGUlxGzFiBABNbEIG5cMPPwSgU/Pvv/++0ML8zOrVq9uFepzk/Xrd06J3ZKSjbb3Kzz77TMJOnHdjdylHXiTB52qTvpcT8jTGIUOGANA9INbWB/Tny3EUKlTI6b0GBQXZVSsLDQ11iYpnetIjjzwiAlbSx4sWLXL0Jz7zmDdv3ixCRaaOke7/559/ZNxktYzCMAo76U3bpvXlEV4bI9cmn3OzZs3kPGFdDM7d999/L+M/duwYAG3fIAP7xRdfANDXceHChWX/4X6Xh2pnymNWUFBQUFC40+ByuRJfg8U3bNNcAN0qeeCBB6QaC604dq7p2LGjXPfwww8D0GpGM95MQQ2LOFSuXBkxMTEA9BrLcXFxUn2J1r43wLQRjpGeekZGhngH9PJff/11kfXTeqOYJCAgwM4aT0pKkngP46j0DgcPHiwMAMUdBQsWlLrU/O6cvBdX8eyzzwLQk/HZXHzy5Mnys0aNGgHQNAD0lFmhix5h+fLl5b7IWvz555+yHjiejz/+GACwdetWie/Qio2Ojrbr9mTsXuUp6L0z1Wnv3r0icGJcfPXq1TIPtNrp0YeEhIjojc++fv36wtyweAG90NOnT4u3bXw2jKNz/Tqpsex1OPp8ephkhZ577jkRADKePmzYMCkMY1tYx2QyiSfGd5CaAW+DrJwjcGwUlQLO3wtHtb2N7+fSpUsB6OI3wFpwBFj3dHbiKfscTZs2lXeNqXdLliwBoL/HAISFeu+99yTliAI3Dz1lr6J69epSk53vfUhIiHj1XIPcI8LCwkQIy33m1KlTskY5R0zpLFasmAjieK6sXr1aWD9vQHnMCgoKCgoKfgS/izETERERUmiASeKDBg3CjBkzAOiWDVOFHnvsMZGuU4m9fft2Ud5RuUoVaI0aNcQiouVUoEABq84pOSBPsRDbGCAVths3bpRYCGM1bdq0sYtvG1Xjtt6KxWKxKsrC6wCtUAVZBMZVlixZIgUsyArQCyOb4M4YCVuvjZ8N6B5jq1atxBLndRzzrVu3xBM1lrD8+++/AehFRxgfnzdvnqjdqagsUaKE3Ac/g6ppm3KJXolp7d27V3phc7zXr1+XbkUsBch5TEpKEo/DGBfmXDEuTu9r//798rcsthMQECDPiR4me+LawCtjdNRnOKda1hEREeKZUlPxww8/iHdPFoHaBKOn6euSnK6Ac0amCdDvlel5ZLSMv/v3339dYqD8YYzE0KFDRdfAcRjZAL5z1EqsXr1aPGp6/pxPD+GVMVaoUEEYOM5F0aJF5X2x3aOGDRsmKmu+gxEREdK/ee3atQD0M6Rq1aridb/44osAtF7VfE654M5Ml2IFlZEjR4q8/dVXXwWgiXq4EEj7MB3mypUraNOmDQD9IE9LSxORkS2FdObMGVmEnLBmzZoJjcjrncCtBcT0J9aVvXr1qtDprIDUqVMnO/ETNy1jRSvCWJuWVCBFQ6GhofK70aNHy1hJi9oKw2yaZ/isYtTw4cOloQUPVR5ohQoVshPsXbp0SQ5uXv/9998D0A5hGiSkxQH9mX322WcA9PHbwKMxUkQ0bdo0MRQYWomNjZUXlcYA1+KpU6fkICeM1YqYekbR4+7du+WQZxWt4sWLW1UNA7zbqMMRKLg0hpM4Jv6Oc2esWscKS2XLlpUUMoqMGN5p2bKlhHB4ADDf3wX4NFebYK4u11nZsmVlzozCNlfgTwdzcnKyUL6uNg7hdfXq1QOgNw7yEB6NkfOSnJyM2rVrA9CNiuDgYDmsua7YM+DYsWMSXmQ47PLlyzLfPKBZF3zcuHEihCMFPnz48Byb1higxF8KCgoKCgp3GvzOY2aVnJCQEBHDkMbbsGGDBN1ZmIEeYcWKFcWKYWJ+UlKSeCakL/hZN27cEMqQuHTpklhJucAty45iEHr5BQoUEIqVFucDDzxg1XEIgFWiO+kzJr3/9ttv4n2QXmIqVWpqqgjD6H1t2bLFaVtJb4wxJ5AdOHbsmKS2kUJign/Xrl2FMqIVf+rUKRkvvUIWEKhRo4bUuSXtaBQO5gKP0qUY9ihevLhUDqLQ7/Dhw1J9aMCAAQB0ejAoKEi8Ylr2gO6FcK2y0MTp06elWAVT71igBdDZBiet57w2j/QOjXsGvQSuY7I2iYmJwhDJjZhMkmrFanOcqwceeEDeabIhXk5BydNapUDy7rvvlhAZ31+Gw4xtIo30tZFJAYBJkyYB0NgUPhOGZvIAn3nMs2fPllRLCpgYYqtZs6bsK0RwcLCwXyzOwnAKx+4mvDZGWxHx448/Lh2kWPyIDGtoaKiwWgzvRUREyN5EcP0ba+Pz359//tlV8ZfymBUUFBQUFO40+J3HzHSW6OhoKdZA76By5coiXKJFxPSMP/74Q6wjesJvvPEGPvjgA6vPp8d51113idVKzyQtLU0C/fRqncAty44xNKZznT59Wjx6eho3btwQD4vxkRYtWgDQ4qQs70kBWbly5eRZ0OuuWrWq/D3FDPS+LRaLCIhYM5ueljfKVeYEerl16tQRr4NxIXpey5cvF00BE/wbN24sa4CWLVmE+vXri0XPEoku1qwFPBzjiRMnAGgeM585vegpU6ZI/Ildz5iCExoaalW6E9DWI9cmRXicd2Pcj2siJSVFPEymI+VXgZHOnTsDsE6l4XczNmvsnMZ19cgjj0hcj+D/b9mypXif/hB/dTXWaovw8PAcBaS2aWJ5uSUXrnF7M+e+a9PRCmfOnJGYP71iI1h0g/uRh/DKGBMTE4WdYzpXaGioXb9rxprHjRsn+yP3xh9//FH2EbI8fN+DgoJEAMha3GXKlJEiJbngzhR/ccGOHz9eKCCKW+rWrSsPh6IR0hElS5bE22+/DUAvLB4SEoJHH30UgJ6LxvH27NlTNgWKnywWi0woW685gVsLiMIgNriPjo4Wyoi5uL169bKjYnmgnTp1Sg4f0qLZ2dl24iIuso8//lhyQUn5d+7cWQ4yhgUoKLJZC17fCPiCb9u2TSplcaOikTRt2jTJPSeuX78umzupeebwNmjQQFT1pI7ZuMQFuDVGPmc+ryJFisjGxN9VqlTJVgEuhmbp0qWFkjdu1LbvIg+5vXv3ihiRL3+ZMmWkZjMPSs6rzfrx2jzSeKTBNGPGDFmbfOdoHEZGRsp4OXeLFi3Ck08+CcBeSGUEN05jLfJc4PW16oi2p5KeTQ2M13EcFStWtKs1wEySgQMHelIrwGcHs1Fxz3VmzNDgGCkaLVKkiAhYCYZf8lDf3BG8NkZWc+P5MH/+fBGO7ty5E4BeRXDfvn1SLZF7FKAbHQwVMi//xx9/lFAc1ehlypRxVkHRForKVlBQUFBQuNPgdx4zawjPmzdPvFxaoBkZGULl0XNgQD8wMFB+R1rxjTfekDQOCqJYfapy5crSApAeh8lkEpHUkSNHcrp/tyw7egLG7k6sUENPsFy5ciJ6Im3NPNDBgwcL3dexY0cAWh4d/5ufT0uvU6dO4kXS+/jmm2/kGR88eBCA3g2ne/fubneXcgX0KkqVKiVtGelV0dOcMmWK0NbMJZ0zZ45U/CI4xvHjxzsUV7kIj8bI5/30009LKgbDAwUKFBDvgWMjfR0QECD3aqSybT1EVlObMGGCeDIUOJ44cUI8N9vUK2+O0QhSe9WrVwegVZqzraSWU93uW7duyftIKpAMmBFkkSj+dAE+pbIZGiNjYNwzmZdNBgfQwy3ct3j9nj17ZP9xVDUst1ty4RqPN/MePXoA0PccR/OYnZ0t69B2jB7CK2M0m82yj5FNq1atmjCJZEXJuj700ENynrB2fd26dUWgyfApGdyVK1fK+LlGS5UqJd+VC5THrKCgoKCgcKfB7zxmeiENGzYUb4IW6/333y+Vvugd0wuLjIwUK4bpNtWqVZP4DutI0wspXry4iHMY3B83bpykcThJPSHyZNkxDkFhBWPNzZs3l/QJjic8PFzGS++LXnxqaqp4XfSWypUrJ9YqPTN2qmrRooV8LmN/devWFUFYLvC6hc6UouDgYKmty2fDwi+ZmZlyHb2r0NBQGSM9NFbcWbhwoXgtxtifi3BrjFxz9MwLFiwoXj6ZlmbNmsl6pDfN+8zIyJC/5VxMmjRJmAy+A/S4g4KCJJZLTyAyMtLVohY+8yaN6UIE+55nZmYKI0MEBgZKOhn1HXPmzAFgXZCF76it1iCnW3LhGo/FXxRt0jMKDg6W9ci5MpvNzvopW3Wj4nqhF+fKLblwjdububFTWm6oXbs2nn/+eQDAa6+9BkBfsx7CK2NMT08XURbjwps2bRLGh/sKdT3fffedMASswR8ZGWnXM51MZq1atYThpICsZcuWXhV/KY9ZQUFBQUHBj+B3HjPL9y1YsECsy9mzZwPQ1MMst8nYBhPaJ0+ejPnz5wPQC03s3LkTY8aMAaCrQBm3rFevnlhJrFPdsGFDiVnn8ly8YtlFRkZKPI0Wa1xcnCgcGb+gl9ynTx/xsNmd6ddff5U0LHoY7KLStm1bUVzTI7127ZpYxfTMyUwUKlTIGCP0moVuq9gsVKiQxOHoffKavXv3SpoQ73Px4sVo166dw8+MioqSOGUufYkdwSOtADMIrl27JrWGycKYTCaJizOeSlWaD0ZxAAAgAElEQVRraGiojLtJkyYAtPQvKrvJInD8kZGREn9mCtLSpUuF1WG/WMbavTFGR6B3yFS3oKAgu/7FVISnp6ejS5cuAPR69uHh4eLlc6xVqlQBoM0708romZA5cQFeLzvKtBnGIQHHqmxXQH1AfHy8X6qyAf3doXaDLOLu3buFrWEmQXBwsOzN/DtmzuShuI8jeK2uO88A7m0PPPCAlAEmuNcHBwfL+iXbsX79etkz+S/Xxo0bN0TRzd+tWLFC9p1clOkubU5+0/aRoCgoPj5eFjTpgmLFiknlI6bbMB1o8uTJQvMZawfbpi4wx7Bx48ZCR3CD/eKLL1yleV2G2WyWDYfNNUhpX7x4EXPnzgWgGxqLFy8WAQKpMG5e69atE6qdbQN/+eUXadTBRutMg1q4cKFdvrfFYpEXjRs7q/e0atVKnok3wXnhy3z33XcLtU5Kj8/h448/tsoPBrQXh8+Hc1WqVCkAEEoNsK/u5itwHKQhzWYzNm7cCEAveN+yZUt5eXmQ8+WvWLGiUPnMx46Pj5fNkAc5P6tKlSoyj0z1yMrKkmfCAzyXCmAeg/dDyi46Olrew/LlywPQqfn09HQ5kImUlBQJt7CSGxEVFSWbOtfn7QCNorZt28rPuNHyPczpYK5du7bMKUHjG7BuzAL4fq26Ct4XjSHOQbly5exqsAcEBMi7xnXs4YHsFVAEuW/fPnHSuNfOmTNH9kyGOumYBQUFiSHGWgIfffSRhBwJY+453zU6PoDHqWJWUFS2goKCgoKCH8HvqGx6bImJiWjdujUAvUYtoHsdtOJICZYsWVKsHgbrO3fuLM2t2QWFNO9HH32Et956C4Du0RUsWFAsQCbY+6L+MD1Cpp0A1jVnKS6hp0UqOzAwUBgDJs4vWbJErFzbtn/FihUT6pCCmoULF0qKEouVsFuQryt/cS46d+4stbFJ5dL7DAgIkIR+0raDBg0SC5WWOa1Xo6CGyIPl6tEYWcQgNjZWvpOhhiJFikgBEM4n25iaTCaZF1KHGzZskPVg29nM2FaS3vTOnTuFiiNtR2/Uhsr32jyychm7khUuXFgKw5DmZaGR5cuXS+1gjt9RihDZsBEjRsjYbOtvuwCvr1WyNcYqXkaa3hmMgjjbVrNG+Jv4i2AdaYq6UlJSZL65LmfMmCFzyZCUl1gOr4wxMzNTWsDyTMjIyJB75vrivleoUCH5b85H0aJFhRXgWuA5FB0dLcJcsmIbN26UkCjfBQ/GqDxmBQUFBQUFf4Lfecy8n/Lly0tMgAKvkJAQPPPMMwD0WDQT9m/cuCFxR8aCFi9ebFc+kT01v/32W4mPsQdnYGCgeDL8LCfwuvXKFKedO3dKnGP69OlW1wwYMECEcEw3iYmJEfaAY6RleOPGDXle9N5ySrEx9gSGD8ZIb7JBgwbSeYfWJZmJTz/9VEo+Mr0oISFBhGqMYVKItGzZMonFsxuMIw/FCXzWx/fAgQMSr2SaDefl0qVLoo2g112gQAFJF+I88t+srCxZ7++88w4ArfgMf28oCuMIXhsjtRucuyFDhkhcnO8VxZmBgYFWKUQcB8G+6/TCU1NThRXg+2tkynKB1+eRuhAXi0boX2Iob5kT6JkZu4TlgnzxmLlGKTacM2eOFCCiyDQ0NFSYS+5RTF/0EF4Z4z///CNMB7u3DRo0SDx/pkHx/3/66aeiA+B+tHbtWumBzveM72Dfvn3tepNPmTJFOlPlgjuzVjYHnJ6eLtQnN7ZixYrhueeeA6BTLsb8XFZq4WbBjQ7QhUH82eTJk1G/fn0AeiWY7OxsbNq0CYDeHNsJXF5Aub2oVImzVuvixYuF3mRVMG5YgYGBMg6KZy5evCgbGf+l8GHRokVy4LMReE4GR0pKiqgM8zJGV8H5jIyMFDEa6T7OS0JCgp3ob9euXVKMni/cokWLAGhhAR5MFM3lAR6NkYdQw4YNRYDVsmVLABr9TLU0Wzby3qnOBvSNMDQ0VKhszjv/rVatmqwJomTJknLgeUEFmid1PZ/zlClThJ5nlT7Cxshz+llGYSCNM47VxTxtwItj5DyyYh6zRJyB7xOrQx07dkzqDth+ppHK51jzUAEsXw5m26pl+/fvFyeA76PVF3r3/PBojOyV8Pbbb0sNAa6zq1evSsiPeyerQX799ddi6JPmDgsLsxMjcq3v2bNHhI0U3ObhOSgqW0FBQUFB4U6D33jMZ86cAWCdu0vrjXRP9erVxYpmxaBffvkFgOYl0jOl152RkSHXsRsIUx1SUlJE6t6tWzcAmmVEIQ3pOifwmvXKLlbM62zSpIl4EbZeUtGiRYXmJmPw6quvimXHf2nNVa5cWdI+mEJF6tQFeG2MTPGhx5iVlSXsBls8cu6ioqKkSxJbdn7zzTciCKP1Ts8+JiYGv//+OwA91YVWrwvw2hhJ7ZECNJvNUm2O1a7o4VatWhVff/01AF3MRZof0J8T2Y5ChQqJh0UPrVatWq7mbfvM00pLS5N0NbI0xvaPpK7JEJw9e9ZOQEV25MyZM7Lu3Wi56LUx5vW7eT3nwij+svWUTSaTXMe14Ouc+7yCXiEFoiaTSd4ro/CS651rnCIoD+GVMUZFRYkwkiGDn376ScbE84E9Ejp06CCCYZ41SUlJso9SYMzwS3BwsLyH7Mtw8eJFYYi88D4qj1lBQUFBQcGf4DceM61MJoRHRETIzxgTYKpQXmArQLG6CRuP4/LlyxJTYmUtJ3Eyr1uvHNv27dslVYspVBQhvPzyy9LFhoVG3n33XSlcQsuWcevY2FiJmbPPKGO6gB4XcxJ39voYGUfeunWrFEVhdSwW6AgPD5fqO7169QKgsShs0s560vT8Z86cidGjRwPQY0xMs3IBPqsHfurUKRw9ehSArlcgM5OVlSWMB63ykJAQSVEhW8N1n5KSItY6Y9gbNmyQ+Bn/ddK/2Gee1ogRIzB58mTtA1zYR+655x5hxgiK+jIzM8WLdpROmAvypVa2pyhcuLB0qCK8HJv0eDNnpSxjZy/bPbRo0aLikTJOy/3IQ3g0Rnrx+/fvl/eLYsk2bdrIu0kmlmMF9PFy750wYYKws3xHyYBER0fLz4yMCb1tptx6MEblMSsoKCgoKPgT/MZjJsfPmGNQUJAoPRkXrl+/vlg29DDpVYWEhIhHRi9x48aNopBk3JFeVbdu3SRuRyu2cOHCEjNjbNoJvGa9UnlL7yghIUGKrPD+WDiEMVdA9zTMZrOMm6lEVKU3b95clMP9+/cHoNdydgFeGyPXGNMURowYgaZNmwLQatICwPDhwwFocVXGWDmO4sWLS0oY1ZNMa0hPTxerlb8zKMtzg9fGaFsOMy0tTWJyvD/jOuP19EYCAgJEb8CYND3IAgUKWMUwjX/nAnzmaWVmZopild7+zJkz5fdU3tvWMjeCXYCefPLJ3NK+coLXxkhvh2mWgH0c2RtwozBHvnjM8mUGxuCzzz4DAKt0ID4n9ih2MVUo16914RqX+jHzzGDd9d9//130HJUrVwagp/hdv35d9mGOo2DBglIEidk7rJt+5swZ2aM5f9yPXcCdmS7FRt0TJ04UYQg3o5xe3Ozs7Dy92NnZ2ZKi1L59ewBa/ivpC9b+dQKvvyTcCIKCguSlIHXCOSpRooTk6JImfeihh0T8xOsotgkICBABGReVK23d/oPXx+hIrGSb8lOsWDGhZEmXtW3bVgw33j8P3+zsbPkZXxJ/OLSsPsBm3Fu3bhVjipWJkpOTRZTC6/hstm7dKuuSdHgekC9jZCiClcAqVKgglfvYSm/kyJHSjIR1ivNgROUErxuR/DcgIEDmgWlibIZw4sQJh9XAOCam7JAyDQgIEKqUn8nDwgXkyzx+8sknACCGc9u2bSV8RgFpixYt8PrrrwPQx8aaAx7Ca00s+HwdnQkM+dG46NChg4gXOZ/Z2dmy/9BpMlb0oqCP9Dnn2gUoKltBQUFBQeFOw+3ymBUUFBQUFBQcQHnMCgoKCgoKfgR1MCsoKCgoKPgR1MGsoKCgoKDgR1AHs4KCgoKCgh9BHcwKCgoKCgp+BHUwKygoKCgo+BHUwaygoKCgoOBHUAezgoKCgoKCHyHwNn2v16qaPProowC0/qGsh81ycW+++SbOnTsHQK+jzNJpeejZ6wj5Uh6PZeVYO3rz5s0y3oMHDwLQxm3bTYl1W7dt2yal9YidO3eiUaNGrnx9voyRpQxZF/vs2bNSR5iYOHEi+vTpAwB47rnnAABvvfUWAEifZjeRr/WH2de1XLly6NixIwC9hCUAHDp0yFtfZYTXxsiysexxm5CQgAkTJgDQu/iw//emTZukvjlx9uxZKevIGvazZ88G4HFpznyZR9s+y0lJSVKLmcjOzkbt2rUBQErl8l+WI3UTXu85bSwuxbG9+eabAPT65v369ZP7ZhnKDz74AF988QUAYNy4cQAg7+cTTzwhJUvlpiwWV7t15eu+yq56Fy9elFKcxMyZM+XM4J7DuXbSxc1V3Jm1snNC6dKlsXjxYgD6QfvEE084vT40NFQ2ftZPZrFys9ksxcnzUICc8NoCysjIAKBP9tq1a9GmTRura1hD+dq1a7KAuDnWrl1bmlzwpWJd6bCwMFy8eBEApC44rwH0VpBsIGEDn74ktpsDN/G0tDS7a3fs2CENMGxr33q4fm9bYwBbBAYGyubIZ2C7Wbj7tS5c49YYq1evLs3nWTOY67hAgQJySLPhzO+//46GDRsC0N9H1iu+du2aO7dA+HQeOSaOsW/fvgD09qpWX2Kx4KuvvgKgN44x/s4DuDVG21r0gF7zmTWwAwIC5JCaOHEiAH2fSE1NlcZCNL6ys7OlLv19990HQHce2rZtK4YID+/mzZtLs5pWrVp5fYyuwnbPoQP33nvv2V37/fffo1mzZgB0p0FuwPfzeGcczNygjh8/LkXf33jjDQB6MfyWLVtKRyguwtTUVFkwbErBzc9sNou3xa4+eYDXFxBfhNjYWOlcwntlV6KwsDB8//33AIDx48cD0ArK0wthD1L2Kj506BBiYmIAWPdXdRH58pK4CnopNGSMGw37oNJYycttuHCN22OkQcX1S48ZsO+8BNi/8OyXzR7lbsKnzUjY45Zrb+7cuQCsmQAjIiIiAOgd4GrWrCm/o0fGpjV5gE/nkUYjD+Ivv/wSAPDrr7/a34iDBi3Gn3mw33qt8xK7KpEB+fPPP+W+bI3BvXv3yv7CXu516tSxY3fInEycOFHeRzJfFovF1QZD+bLnkC2loeVsTthEiaxrPs6jijErKCgoKCj4E25XjDlXZGRkYNSoUfLfgNaXOTIyEoBusbA11zfffCOUGXtxFixYUDwtWmy0CGmdA7oVv3LlSjRo0ABA3j06T0FKsGLFiqhTpw4A4MiRIwCA3377DYDWko1W+tq1awEA1apVEy/65MmTACD0dd++fcXbXrNmDQCNtiHVZGxVl59IS0uT+eP8kB0AdG+YHocxRmXb0jE5OTkvLdd8Ds5VmzZtxCJ31Iby+PHjuX4W6UUAmD59OgBg0KBBXrhLz8C5OHnypDBYhw8fBqB7yu3btxcqe8iQIQCs59HoKQMaJeqGp5wvIG3LlrR8B7OysmRfMbbq5H/b7iFcz7cD7PG9fft2efeMPcRJa3N/rFevHgDgwIEDwtywP3GXLl0ktsz9kv8OGDBAYrHsbT9q1CiMHj0aACQUeTtg2xaXnvCjjz4qmo9hw4bJtc7mMTs72+f3qjxmBQUFBQUFP4Jfx5jpTdFS69mzp1irVBYzXpCRkSGWDf8uMzNTGswvWLAAAPDKK68AAF577TVpjs1/mzRp4qrwxiuxkOTkZMycORMAcOPGDQCaupGKVQomKMjo3bs3duzYAUBrOg8AAwcOFC/t3XffBaCre/v27StNwT///HMAGsNAoU0uMVmfxXvOnj0rzIcjkD3I6RoiICAAx44dA6CxB3mE18ZIrzg2NhaAJh7hWrVVjoeEhAgL5Ajdu3cHoK/LsLAw+XzGqW2V6znAZ/N469YtmSPGK7mOAW2eAaBKlSoAgAcffFCEicwu6N27NwBNgMh31Q3kS2ySIjCjTsUYbweAVatWiYp53bp1AICffvoJgKZANzJ1eb0NF65xOkbOQVxcnHh8XEM7d+5E3bp1Aehe/d69ewEAVatWFQaSep2XX35ZRLQbN24EoKuzlyxZgnLlygGA/JuZmSnsH7U+vhhjbuCe7ujds53HgIAAeRYU8ZFV+PXXX63WeR6hYswKCgoKCgp3GvwzqPMfmAbUpUsXAJoHybQZWji0/vbs2SO5kPQ4AwMDJX5MS4jx2FWrVkmslYrlsLAwSR2i1N+XKFGihMTRmbpkVOAytcCYYtCyZUsAumc2atQoFCtWDADw2WefAYCkNwQHB4sns3DhQgDAsmXLZIxUdjNOmF9gGoIRY8aMAaDFwJmjnBOYprF3716nCuD8xP79+wEArVu3BqB5VQ8++CAAYOzYsQCASZMmAXBssRtBT5lsUMmSJcX7ZGpf7dq1fZX37DKuXr0qsUi+S1Tkli1bVpguepibN2+WuDOZosqVKwPQ47j+CMZMmaJp9K5smbV27drJzxo3bgxAXxP0oPMT1JGQVatQoYLEVqnPWb16tcwjY+bM5sjKyhJmjYxBVFSUZH5ER0cD0FM0AX2vIbvTu3dv2WOo7C5TpoxXx5kbMjMzJTWPDIAxlYzjJ4x6ALIHnTp1AqDtobYetrfht1S2yWSyk/B37doVzzzzDACgc+fOAPSUklKlSsn13NgtFgs+/vhjAPZCp0aNGsliIvV969YtOegdCXaMt5fb/cPF1AUuVNLL//77r6QzcCPgxpCUlCQHNzfCRo0ayYtPquXbb78FoG0I3Awo/S9VqpQIwigSq1q1qs/G6PCDTSY5WPft2yc/A7SxctykSUltO0KHDh3EEPvwww/zfCsuXJPrGMuXLy80LF/+jIwMuwOYY96/f78csK5QYh07dsQvv/xi9bP69euLMZALfDqPXF80Himi6dChA1544QUA1pux7UbGWgLHjh1zmMPu6q24cI1bYyxYsCBmzZoFQKfdOYYOHTpg+fLl2oe7sFEHBgbKPuRi+pAReRqjbarWhQsXAGh7Kel05jPv2LFD8suZGkaDvnDhwnKvFJy2adNG5p2fz8Orf//+kibIPXTEiBHYs2cPAL2QzM8//+zxGPMCk8kkYT3eA++9efPmQslTJEsD0gi+23/99ZcYGm4czIrKVlBQUFBQuNPg1x4zKVfSvIB9AJ+WYfPmzcVzmjFjBgBg+fLlkhxPr5iFHf766y/5W1qEZrNZ6B16rc5uL7f7hwtjHDBggFB6f/31FwAt2Z/UPb13o2fEtAdaakuXLpXraQmSqlq/fr0wC0yz+fLLL2XcTz75pHyGr8bo8I8sFgkx0Ms3gl5Ihw4dnH5G+/btAWhVpShiccPj8soYc7Oa+XumdbkqHGHYZteuXUJr0+PKw3vrs3k0m80ypn79+gHQRYYDBw6U95YelNlsljFRPMSqS0OHDs2LoM0WPhUNkbblGPnsAwICUL16dQAQAaIjcO6SkpLEI/WRp2U3Rt4r36nWrVuLOI3FYfr16ydj4/66YcMGABod3atXLwC6x7h582bZaxm6MFLTfDfJ3JUuXVquI2XsJPzk03lcvXo1AJ2SJnMQEBAg6Ys5CUiNhYzIkFHglgcoj1lBQUFBQeFOg996zEDOViXFDLRwqlSpIh4T43c3b96UWAjjsESFChUk1sqYptUN5vxcvGbZ0VtnPdbp06fLf9MqZcx869at4mnQs2/UqBFOnz4NAIiPjwegx5OPHTsmMRMWqMjOzpYCJoyx04NjzMnbY8wJtnNsrBlt9UVOYnjGgg7ufL0L1zgdIxmN3ApjsKi/0VLnXLHYgaPiE7mVAKQnQ0GjE/jUY2Yc0dEccP0yzeby5ctYtmwZAJ3VolaiXLlyOXqduSBf1qptPff7779f3kOrL3KyVocMGSICTTfg0RhZRrR///6y59ADjoiIkAIxHM+SJUsAAPfcc4+wh/SAFy9eLDFrMjh8JkePHhUWgfP/zDPPyN4ycOBAAPoe5c0xugrbeYmIiLAqlytf5GQe86NWtt+qsoOCgoQCY9DeCCpXueCGDRsmyl5jriA3LS4k5tE1bNhQDnfm+Blx9OhRAPYViryJzMxMEVm8/fbbALQF3qRJEwDAmTNnAABPP/00AE2lzupDFLWZzWY5yG2rov3999/S5IPPacyYMVi0aBEAfcHZHMj5CtJePLwcHcqAffchjjEjI8PTTmFuwyjg4QHLF9wo/GKowLgunWxMAIAXX3wRgD5njjaCVq1aSV3qXA5mn8EokCSlTSO3Xr16ouI1Pgsa0jwAaGhSiOjPoCFPOnb37t3yDvHQTkpKshOO0uhauXJlft2qrBkKR0nHm0wmqY9A5fWQIUPQvHlzAHrN848++giAdu80ALnnzpgxQ8bN8AON04MHD6Jbt24A9GyXyZMny0HPNc397naAjgizJg4dOiRzxn9Lly4tz4TITydWUdkKCgoKCgp+BL+lsufMmSN9MHMC6ZjAwEDxrNlxihWUHGHx4sWSekTLKCgoSGT9rITjBB5RLkbakqIDtpKbO3eu5Cqz/izzjc+ePYvXXnsNgG4Bt2vXTkRylPzTeh07dqzkNNOTWb9+vVj3rL70559/en2MrsIovHOG0NBQEceR3aDFnpmZ6U7qCeHRGHkP3bt3F2/CEYyV6Ph3fO9Y39woOqEwjt63yWSS7+Lc1qtXT/JLKdRxdps5/fI/uDWPoaGhUvFp8uTJAPQc0SlTpkiVPSNsx0a8/PLL4q25gXxZq6xtwH7Lc+fOlRaPROfOncVTpBCOyM+wC9MvyTRR1JWWlib3wFS1AwcOiDCKqW0UmRYvXlxSg3j9smXLZN9l+ir7w69Zs0Y8cWLVqlVSqZEpVxTlejJGd8HufRzDuXPn7FjZEiVKYPv27QB01pTsgIc590r8paCgoKCgcKfBbz3m4OBg8YTYpcfoVdFzYEwyOzsbXbt2BQCpJ52SkiIeFoUlxo4q9DgY542Li7OL0zqBVyy7mzdvSroQrbPBgwdjy5YtAPT0jGeffRaAJpyg58vx9+nTB7NnzwYA/PDDDwAghR06d+4sMSbG1t955x2Jn7PghTH9w9tjdBWOPAnbBvUOb+A2NJ93dK9MPWOHM0edu8iAsKiK8bMKFy4sFdyoh6BXwc8EdCv/+vXr0h+YhS+cwGfzOG7cOGFrmjZtCkAvBnPjxg25V76D+/btk/FSCGcsNOFB96V8XauOOqLx3osXLy7eqi1Tkp2dnVvhopyQpzEylktPmGK7mTNnyn7Hn/Xv31/0OWQyuBbDw8Plv7kfz507V+aPQlvqHA4cOCBeNO+hV69eUuGQmhL+HbtOuTNGT+HoPaYehGeJ8TruNfkh/lIes4KCgoKCgh/Bbz1mk8kk5f1oVcfExDhMTyAYm2WKVNWqVfHYY48B0OM9xg5Uxh6qgGNFsJPn4xXLrmnTplJqkVbprFmzJC2B8TiWzBw2bJjExXlfISEhYgEzBkILvU2bNjh//jwAvcNNXFwcatWqBUAvtuLLMToDlZGMcx84cACA9Rwwzp9TTWhjT1w34NYYjYU/CFraVJfbxh5tQW+S3nCHDh3E02J8b9u2bXK9LUNkBBkWeq028Nk8Nm/eXGLkvHeqsy9fvmzl3QNaYYZPPvkEgM7q8PomTZqId+frcpXugu8o5yI1NVWYkRMnTgCApAo5vIHbwO4wpY+s0++//y4xcL5fMTExkk7J+ydb9dtvv8m6MupB6FmzUAjj0H/++acwfWQBq1WrJop27nfcl22yLXw6j3z+jIFzbzTqHahzGDp0qN3fk+3wsB/znZkuRWq3YsWKMomsrpKeni4LjJQIpf+AvsnxwK1Tpw4GDBgAwL5N3qpVqyS3mRMWGBgoi48iCF+AQonNmzfL97FyTu3atSW3k7mBTCUZPny4tK8kUlJSZHFzoTHNrHnz5pKWwLZrLVu2tKP1bwcoqOA9O4IrTRo8OJS9CiP1RfDQ4aZkBNcoDc3Lly+LAcaKTMSlS5fkHWjTpg0Abd3ToHRyIPscU6dOxddffw1ATyGiYHPw4MGSIsNnM2/ePDmQSWXyYNu8ebMnNG++gAawowP23nvvtfuZIwrUV00PnIHPlLWsmzdvLoY7G4g0atRIaiUwLEaxmCNDIyUlRUJjdIb4rvbu3VsOdYYwjKI37u+26Y/5AfZVoMDXERwdyIQHoZY8w7/fBAUFBQUFhf9j8Dsqm/dTtmxZSb0gsrOzxUN69913AUDSh7766iuxxkmvVKlSBZs3bwagU4yszXvo0CG7lCiz2SziKmP7RQfwiHIxWtD8HhZhSEpKErpv2LBhAHRvPyAgQFoHctwvvviieC206I0djvi3tkI6QE/VIqXtzTG6CrICTOF69tlnMWfOHLvrSDeR3iduR+Uvd7/POFZH7x1TStgukClIwcHBdgK40NBQKazyzTffANA7rtnergu35tY89urVS1KHKO6h4MlsNqNs2bIAdCo7IyNDxD7sBEbPKSgoSFLi3Ch4ky9r1VhvHtDeJdLaRqEXCxexQ5Eb9c0dwSMq2xGzxL3h3nvvlbXz+uuvA9CrAsbExAhjx/lMTU2VPYZ7KOv5DxkyRES1pIxZ5MgF5Ms88l3i+3Py5Em7GtkBAQFyHefYmHLmAZT4S0FBQUFB4U6D38WYaeExHgDo1ig9QgB44403AOhCr99++82utunkyZPt4m/0EitVqiRWO73o3bt3S+ya3+8LRsF4f6wjTAHPoEGDRFDDRHZ6x7Vr15bOUSyKsmbNGinTSQESvcvg4GCcOnUKgB4ryszMRLNmzQDoBUluB2hN24r5WC7UCJPJJJ6ybYpbkyZNJCafX8ip9y5jwew+Y7yOcTmLxYKnnnoKgFboBuyweS0AACAASURBVNDmaufOnQD02tIsemD0ICmyoo4A0DsHOfGYvQ5qORYuXCg6BXpaxPTp02UcHP/48eOlWM7IkSMB6KVlixYtilKlSvn83t0B9ySmFxFGFsOYcvjII48AsBeEBQQE5GucEtA9Ze4lhQoVkr2N9drLly8vc8W0J85P3bp1hcF6+OGHAWiaBhYKoUCRmpzp06fLf5PJAXRBKvfy2wEWUrJlSh11eytSpIh4yrYsj7FGvK/gd1Q26eiffvpJDhwWfi9durRdm0DSfe+9955QRty0o6OjRe3L3xkbDlCAwkUzevRooYrlRn2gWOaLbjabZWFTpbh582YpGs/Jp/FRpkwZ2dz50t99991C+fMQNtKLHBsPr5iYGPlcGgBOBFg+pZVcaQDhSvN543VuwKMxkgqzWCySL04kJCTIfVP8ZWz5x3tmHfTExERs2rQJgL4uOe+snQ5AxIykU61uNJ/U9VxTU6dOFQODea0UNj722GP49ddfAehhms8//1yqgfGA4lrfs2eP3+cx57QO+ewLFCjgdBylSpWyC8/l5etduCZPY+Qamj9/vqw97pPGfHzbPPktW7aIwIv7Fw/yatWqyd70zjvvANCMNtuDzMlB7TfzmNM1devWlXXuzte7cpGishUUFBQUFPwIfucxO7JUaG2lp6eLpUa8/PLLADQrjhQKacSgoCCrjj62IG3Tp08f7aYMz4KiMdI3trfp9EN15Ooxh4eHCyVJEcyuXbtElMHKTxSBRUdHC+1CIcrChQuF8iStyAb1RYoUEY+EOeFDhgyRdByO34l1mC/WK+c2p3Vo9DBt83lvh/iLHmxeKXRWB2MaEaB73c8995xUBuvfv7/V34WEhAj1T2/EmM5nFOo4gNfnkdW+ChUqhClTpsh/A3o95fXr1+Ps2bMAdCo3NTVVwigUSJEdSEtLQ7t27QDoQs08IF/WKvPLSW126tRJ0te4JsaOHStr2lhlENCYPI7XDXhljMaULYb1qlevLmuTdC3Xdrdu3WTPmThxIgCNFRg7diwAXWjK9Mdnn31Wng/z0skGuoB8mUeGm4z5y0xXJSPbpUsXqf3A9cj1qSp/KSgoKCgo/B+D33nMtManTJliZ5k46r1Lq7RTp044ffo0AN2rcORNUTxVtmxZu+T4qKgoEeD4slY2Y46pqalSMYeefWZmpng+tMYpTrt586bE7ehxzJ8/X8ZNy45pNxUqVBDBA9NZ4uLipEgJvRtfjDE3MEWLc+UIORXoIAICAjypxOPWGMmmUOTjCMYUJ3pMxo5YhLM0MEBnUcqUKSOxP8Yojxw5IgUi8qOuuxFMm0lOThbvkL3DWfGsc+fOsr64ngsVKiSiIdv3ODIyUjx/ei95wG1hd4xiLv6sd+/eUmyEnd2I0NBQT1JtvD5GVkNs3bq1eLz0jjk/iYmJokFhEZlatWrJe0sBGftq9+jRQ/ZwMnf//vuviDZzgU/nkUwqdTqOQFHtb7/9JuuWZwJx8ODB3LoP5gTlMSsoKCgoKNxp8DuPmV7FPffcI1Y4cf78eURHRwPQPQ1j+gxrwNLCi4mJseuuxD7GgN6NqWfPntpNGeIvxvq+jm7TkzGyIMh9990nKluOdcmSJWKNrVy5EgBE+VqsWDGx+hjvWLdundTw5T2zlOnFixcldsRyj8ba0rTemTjvzTHmBvYvpvLeXZhMpnxX81ID4KiDlLEjVk71rZmywhQhYxyd4N9HRETImma8rnv37qKN4PjzSytAj/mff/6R9CfqHLjOhgwZIteTHTl+/LiwAHyvWG+8YsWKOXYRywX56jE7KjSRk5qXP8vOzs53PYQjcJ/gPhAVFSXzQs+XaunBgwdjzZo1APRxr1mzRurt8zqyHfv370dsbCwAfU0YU/tygU/nkdkBTvY7APoc57SnpKen2zE+ecCdWSubeOedd9C9e3ernyUkJEhlLoILqX79+tLGkLTt0KFDhU56//33Aei5u0WKFJH2ZDyYjQ2wPRBp5AqmhJ0+fVrqVvOF3b59uzRJYPs/LpYyZcqIoIaU4aZNm9ChQwcAuhCDBekXLVoktCA3jpUrV8pGmdMC9TXYytIVfPjhh7bt4QQ01PITrBLEMEGfPn2kBSMPl1deeQUNGzYEoLdlZE79/v375UDmoV2pUiU5zPgv6cUWLVrggw8+AKDTvImJibettjSFXoC+lpmWSIMRgBjFNGDMZjOioqIA6CEMCnE6depkV1va30BjggdbWFiY7BPGe7c9fF1N+8svcJ9gilTp0qWljgLvcdasWQA04561pVmlMDs7W9Y5D18ajKNHj/bb+eMazQk8kK9everUoLAVIPsCispWUFBQUFDwI/gtlV24cGERP1G2brFY8MUXXwDQ04VIX8fHxws1Qy/UUWcUY2I7PWR6kIMGDRJBBL1VXxRtoMBg7dq1krJAYUWJEiUkFYY098yZMwFo1BMtVI61Tp06wiJQ1MUavQ8//DA2bNgAQKfyf/jhB1SsWBGA3hHndrR95DyTwr/nnnucXlumTBlJYyAdZaSS8qvAyIQJEwDoIRAWaDHC2OqQbA29XflAi0VoUI7DUS1j/i4jIyNHryuXdnRen0fjPdCDZwcpirtSU1OlYh3T/UqUKCHFfyjoc+R9uDGf+UJlszoWRUHnzp2zayUYGxsrbQ/Z0YnMCXD7iuE4Aj1Cs9ksa5lriExAkSJFhK16/vnnAWieM5keiha5lxqFYdyrGPpwAT6dxzFjxgCAUO1kpBzNybhx4+R9d1QMxcfzqDxmBQUFBQUFf4LfecysBRweHi4eA2PN+/btk9QmdjxxJH2nvJ1pQ4AeF6K3mJKSIp/P2FFSUpJ4mI8++mhO9+8Vy27Lli3SJ5nl6wYPHiyCGnoVFMikpqZKpxaW30xJSRHBDS07eqFvvfWWeJqMxb/66qtSyMJRD2EDfGq9UmzC+TbCVoBhsVjE+3AUU2a81o1yhz7rLhUSEiLzQSajW7duALRYM2N68iWG95CiLhaAsVgs4t3QajeWps1v8Rdjx/SIAMia4noG9LijkfGih0yGgPFnR3Wk87A33bZSjuyqRH2LxWKRebdlA2JiYkQk5c7Xu3CNW8zH+PHjZY+tVKkSAH1eJkyYIF2/mGp66NAh2Ts5Z1yPu3btkrmlHubFF190+ZZcuMbteeSYKN40IjIyEoCWTgpo88guhbZsXnBwsDB3buDOFH9xw7777ruFEuJBZXwxbA9ko+jCeCATpIxJRwGQnGBu9levXpUXjL+rU6eOZwNyABoCHTp0kMYTvPdBgwbJi02KnXT9pk2bZLFz8169erU0p2exeS7Aa9euiZHCSj1vvvmmKCop1LkdIjBHBzLBjZz1l/ft22d3IJM6/Pvvv/Hggw/66C4do0KFCgD0HE4jSJedP39eRHmsh00sXbo0x4YNHA8FZUFBQWKIctzHjx/Pi9rVK5g7dy4APe+/ZcuW8l7xQOaGtWLFCskg4Hxeu3bNKl8f0CvSrVu3TtatB4pXn4DjoIhv/fr1ADQD2KicB7Rx2R7IDE25kZ/tU/DA6dmzp+w1NOC5J7z44oti+FMsVqZMGakxwOsGDhwIQDOO2WCIoUh/Ae/ZVmRYo0YNcX6Y4bJ+/Xq0bt3a6u+ZCZQf86iobAUFBQUFBT+C31HZTEU5deqUVLdifV2jx8z/ptjGmQdGi47WOOtPr1ixQvJ9W7VqBUCzqOiJO/KGDPCIcqHXHhYWJqILMgXfffediEXovVOIUblyZRGJMaWqb9++YsGxCxcpxAMHDoj1fvjwYQBaOgN/n0utZ6/TSqS9QkNDxesk7U6volKlShJuoIikcOHCTqt/xcfHy2f5WjREwQvnh56j1cUGkRYtdI6bwsJ+/frJdVOnTgWgdeAhBciwC0VmkyZNEu+Z824ca35V/mKqYYsWLeRnZHO4prnOGjduLAI3o8dFtojU9759+wBYC/z8Vfxl62kZu8Oxpv6FCxfkmdheb7FYJIThpAZ/jl/vwjUujZH0OxmXokWL4qWXXgKgsyJcs5UqVZJ1yIp3gwYNEgEVW2FyXUZGRgrlzXCbMb0uF/h0Hjkmshw8E3799VdpP8p1bKx4ZncDFosnKXBK/KWgoKCgoHCnwe88ZhZh2L17t1g4TGZ31TrJqVCBUVjE39Or/vnnnyXViOB3e7NvKOvRJiYmiqiJcayPPvpIvpNeBVNQVq9ejaFDhwKwtkZZDIDN6hm/69Wrl8TnmRpw6tQpGSNZAaNgx1tjzAlfffWVXQclYzNyxl9ZHcvhzf03xy+88IL0lc0vT8vROmTqGb3ooKAguX+yIawdff78eWEAaLVnZ2cLa8C5MuohbC302bNn2z1DprrYFB7x2jzyfaRnb6xWxsIhXJdms1mKhzD10FjNj3Fk/t2lS5fEY+YY81DRLV88ZnZqYzwyICBAUhXpFZ4/f17WAhkDPqPs7GyZGx95WnkaI+dx3bp1wnQwLsyuYdHR0VJ5kOlvNWrUEA+bew73LGMHQApocxGZGuHTeaROg/0JfvzxRwDAE088gdmzZwPQC+YYvXzOI9NwK1WqJB36uMbzAOUxKygoKCgo3GnwO4+ZcdIRI0bYpVS4CmMfVFrdLGxAqbyjwgbHjx8XC96J90F4ZNmxG1SVKlVE6UevKjMzU6xpjps9p+fMmSMxaZYdXbJkCUqXLg1A90x4zaFDh8RLY1zUbDZLyU5+rhPcthQUY/1zQNMFUBFqG2s2mUzYsWMHAL2gDNN5XPl6F66xG6NtUQljqT+yFenp6XZqd86BMaWkS5cuADTlMtW+7Hrm6Nkw/hwaGipeZ37FmPlekT0KCAjAyJEjAeidhIwdtDgP9CqLFi0q989xHz16FIDujQAQNSyZIheQr2uV6+zEiROSMsbshyZNmogan/FkFgjq1auX6A7c+XoXrnFpjFwv7du3B6DNDws3cX9k7+nDhw/j22+/BQCp4V+nTh3RDSxfvhwAhMk7efKkfD7nnXubC7htew6zPlh+dN++fdI9jmuWZ8b8+fPzwgLYfb1LF/nbwUxhUs2aNfHJJ59oFxvarPkCPISXLVsmTR+42Tdu3NjRn3hlAaWlpcmLwDSTHTt2yIbPcfOAmjVrljS24L+tW7eWhuSsZUsh3JUrV4QWdpSek4uAIV9eEhoffHlNJpNUEeJ8v/baa0LXU5DBazhmN+HRGBkCqFevnlUrR2cgJVagQAGHhiGpa1K6jirX8WerVq3C7t27Aeh5ok4EkF6nsh29h9yYWeXs/fffl1riTJeKiIiQTY6HL4VIhw4dcrU1oCPky1qlWIrvy549eyTlyChmpEFGYSqND0etPfMAr4/R6MAQfK+4L5UoUULWKtdbp06dJOTIVECGxzIyMmQ/daO5TL7M46JFiwDoNelLlCghc8S5XbJkieR202hh5TMPa54rKltBQUFBQeFOw+3ymBUUFBQUFBQcQHnMCgoKCgoKfgR1MCsoKCgoKPgR1MGsoKCgoKDgR1AHs4KCgoKCgh9BHcwKCgoKCgp+BHUwKygoKCgo+BHUwaygoKCgoOBHUAezgoKCgoKCH0EdzAoKCgoKCn6EwNwv8Qm8Vm6M9Ye//PJL9OrVC4BeF9rYlq558+YAtKbYhAe1t/OlpivvnQX+X3rpJanvyuYU1atXlzrbrNfM5gYeIl/GSKxZswYAMGbMGBlvv3795Gfly5fXvtD9BuWO4NYY//77bwBA5cqV5WeTJk0CAIwdOxaAVn+djSoI1ibOzs6WOTLWn2aNYdYPZ8ODzMxM27ajMJvNrq7ffJlHts3bvn07AOC7776T1nms9T5t2jRMnjwZgP4MvQSfjpHzwjapLVq0AAAkJCSgTJkyAPSGGy+88AIWLlwIAChWrJjV37Hxg5vw2hi5TxjX1H333QcA0oY2NjYWAPDxxx9L7XY2kBk2bBgWLFgAQGusA+itHYsWLYpKlSq5chuOkC9rlfPJ8WdnZ9u1Ck5KSpJa2WzUYduUxk3cmU0sHF5saGLBBcPC/Y0aNXLpM9hLlY0xnn76aSmg70ZxeZ8toHHjxknfU27aLIbvqCh8QECA/JxNA2rXrg1Aa2rAAvTG/qIuwmdjNK45dqBx1GSDqF+/vlUHJwD466+/AAC1atXK8bDOqfECvDjGb775BoBe1L9gwYJ2zVdoQIWHh8tmze5iderUkc9iJy32szWOg4dcsWLF5PPZE5afZQOfzWPJkiWlu5KjfYTGB8cdGhoqRgcbQvDvnX2Gi/DZGL1kAAq4X/3+++95vhUXrsnTGGvUqAFA65IVFhYGQDcebN83AJgwYQIAzQil0cjGKZzr2NhY6abFRhh0nlyATw9m271g6tSpALTGK5cuXQIAPPPMMwCABQsWSMOcTp06AdANGvZcdxP//xzMfDkCAgKkITe7PrHBd1pamt0Gff36dbzxxhsANGsdgLRky8rKkq5MbjwDr7dgo+W9c+dO6bJDC42t9SZOnChGBMd48+ZNWWibN28GoHfuMZlMYh3aem8uwOsvCV/Uhx9+WIwPMhnscPPSSy9JhyJev337dnk5EhMTAUC8koSEBCxduhSAfqDlAV6fRzaOHzZsmMxp586dAehdlkwmk/z3ww8/DEDb2OLi4gDoHaTohQUGBkrXtZzA52DTks4rY8zIyJDNl0ZEUlKSNIxnZyxjW0NjS0tAa5tH5oMbIQ/qSZMm4Z133gGgd9eiQeoCvDJGi8Vixzo1bdpU9g52QOPhVaRIETEs+T7+8ccfuHHjBgDds+baWL16Ndq1awdA614EAE888YQLt659hQvX5Ol9pJFXpEgRObRoRPGgNjoDw4YNAwBhPYzg+5uVlSXd8f7444+83A6QTx4zx3TXXXcBcGzQGtlW23PFwzNTdZdSUFBQUFC403C7Ysy5IjMz065nrdlsFkqWll2TJk0AaNTQuXPnAOjUCT0uIzZu3AhAj5cAXrOE8oyCBQva0dWXLl1CtWrVAOiWHeOvbdu2FTqJnnDhwoWFFWDfUFqCe/bsEW96+PDhAICPPvrIt4NyAPZxpXeUmJgonjLpInohU6dOFYqpdOnSAPQ5NoKUkxGkdG/duiWN6/ksfYFWrVoB0OaHY2OMrlixYihRogQA3cvnPQG6V3vhwgUA2logrUsv6r333gMA/Pjjj+Jpcd3HxsbK53/66acAgMcff9zrYyRCQ0PRoEEDAMDp06cBAA0bNhRvo0ePHgD0d+mhhx7Czz//DAA4e/YsAKBSpUpISEiwGoeRKmZjeke9qvMDAQEBdtT1Cy+8IHoOvo9ly5YFoM0d54B9posWLWoXi3REhzPkYWT6vKQNcRlk5qpVqyY9irl35OQpBwYGil6CMP5/6gyMOHHiBADHPcbzG2RFuHZv3rwp5wrnymw2y3/zX7J8+QHlMSsoKCgoKPgR/DrGbIwVA5o1asv303qvWrWq/I5qu8zMTPEs6Tny70JDQ+U6Wu+3bt1y1Wv2Sizk3LlzYo3TY4yLixNLjh7gAw88AABo2bIlvvrqKwCaRwJooqMrV64AgMTMn3zySQDAxYsX5dnRk+vZs6coYiMjI3O6Pa/Fe/jMKfD6999/ER0dDcCxde0IfAZHjhyRzwCsBUV8lgcOHJD4LOPtzm7Nha+2G+Pnn38OQNc3NGvWTJTkU6ZMAQCcPHlSBE68P3oV165dw7Zt2wDoYsTChQvjhx9+AKDrIMj8NGnSBK+88goALfuA392yZUsAwPjx470+Rkegd1+xYkUAmlfBuCtjzPKlhhhd06ZNAQBbt251+tm9evUS/Qi90MmTJ7uqhPX6Wr333nsBaILKqKgoAHp2hCMY95z+/fsD0BXLnPfPPvsMb731FgDgwQcfBACsXLlSvNNchGY+i782bdpU9kfOUW77IO+f7wA9zoSEBGG8XnrpJQB5EtD5NMZMlpSCNbIDgH0cOTIy0k4HQWRlZUlM3Q2oGLOCgoKCgsKdBr/2mGk5E5s2bUK9evUAAFu2bAGg55idPXtWLKF169YBAEaNGmUXU6UFnp6eLhY6Y1pTp07Fyy+/7MqteU0FSiUx44p9+vQRi5PgfQYGBuLdd98FoOUXAtp4GLczfi6gqWYZw6Vndu+994oHk0uqmde9ECI0NBSpqalWv6NXUaJECXTr1g2AnoLEmBCgeyZkGAIDA0VxbkzxoAdAxsTZrblw+zLGe+65BwDw7bffAoDEXIODg4UB4Fq66667RHlL65pq3bi4OMmBJvNx5MgRiak/99xzALTUOUB7NhcvXtRu5r+5vXz5snjMfJZESkqKeLJ5HaMzZGVlyX3NnTsXgKb0pzfB+zLG6rhuqdROS0uzS/njfd68eVM+g3M2YsQIVzURXhmj2WyW/YFrbubMmRgwYIDVdaNGjQKgedOcF6YqBgcHy7gJqtizsrIwYsQIABCvGgAGDhwIQNeIOIHXvUk+744dO8p3z5gxAwAkT/n8+fPyLPhOGeeQ+8vdd98NQFu7X3/9tdXn+4vHzHVF5o6ajvLly8seahwb87HJyvbu3RsAMG/ePHdvAbjT06WMVBgnNjAwUNKkSLkYD1pSujzYWPTBCG6STz31FObPn29/Y/lAZRvzW7kQaIRMmzZNFg7TTYyLn/QmN/H4+HjZMFesWAFAp14uXLgghgaFR4mJiUI/5QeVHR4eLt9XpUoVAJowioIowmgk8fnwILz//vtFnMKDz2is2ApRAJ1GI+3sBHkaI0VWLHzCVKEKFSpIqk/Hjh0BaGIXimYoSjQaIRT6cB4TExNFQMUcVxohDRs2lE2CxkqlSpUkrejHH38EoBsKNlSbV+bRZDJJOhfXzaZNm6xyrQFYUdurVq0CABGuAZAiQKTFaZhmZmbKM6Gh1b59e0m1yu32XLjGrT3n448/ltQ8ihj/97//AdAOIa49Ck0DAwPlnebPSPMfOHBACnlwjFlZWfIZuaQ0ev3Q4ruUmZkp88F0tpIlSwLQ6wwAeqGU++67T/ZawnhoM4Rj/FsX4bOD2VGRHo6xVq1aElri4W2xWOQdopFC+n7t2rV4/vnn3bkNQFHZCgoKCgoKdx782mNmdS9WknH4QQYL15jkzp/ZCiuY6pCQkCCiL1rqeXgWXvOY9+3bB0D3dgDdMmU6ztGjRwFoBQtWrlwJQLfGDxw4IPQ+LVVasz179hSPmdaexWJxlWLymheSUzoaf0dhTUxMjFBG9Hbr1KkjVCGvZwGEGzduyPOqUKECAM2bJutAb8XJWN0aI9cXBWglS5a0otYB4Pjx4zJvLApDkdbSpUvF++R9RUVFibCNn8GCIe+++66kapByXL16tVzHtBeGKBYuXCg/c3eMBD1gholyAyn9lJQUeT7GUItRyAno4r+HHnpIynqSkbgda9Uo4nL6Qf/dU7Vq1YTNIksVExMjhTV4zyzNee3aNbvqUxaLRcIauZQp9bo3yfUWHR0tTNzBgwcB6GLLV199VRgDvqOPPvqoeJY7duwAoAtON27ciD179gDQ38c8wKdUNhmunj17AtAL+CxfvlzeUVaIDAkJERHmhg0brP7ew2pwymNWUFBQUFC40+C3HjOQs2VCERS9l7feesuuNrExTmAbh3QWm8yPeA9l+4ULF3Y4RnrDrOXNoiIdOnSQwuq0bOvXr4/27dsDgHjTLAXZtWtXESDRiy5XrpwINXbt2pXT/ftM/GUEY80ca+vWrR16SaNHjwYAfPjhh1Z/70hs4+jzndTiztMYKYwh60IvqUePHnKvLGiSlJQkXgUtbcYXW7VqJWI8xl/3798voiJ6kax5fuPGDflufmeXLl2EbWG8i6k4Nu+0R/PIpi9du3YVD9gIvl/UEZC9yc7OlvgwvSkyVM7gSFzE1EE+cyfwCoNlvAdHYAoVNSwdOnQQQR/f2fT0dNFGnDlzxu4zyBSQOTDCNrXTBl73JseMGQMAeP/994URIetGEd+NGzdkz+FcbNq0CcuWLZP/BmAlWGURJ1v9gQvIl5Kc3Nu5zooUKSKsG/eJrKwsWRfUxvA9Tk5O9nUDJP+t/GUymXLMf6QS9e233wag1SN2dADwoGXlGW6cERERdmpmQK/u4ssKWRRajBs3Tg5Yvqg9evSQRUI6jTR3u3bt5MXmJgxodBOg1yQmHffmm2/KxmEUHpFuZG5zw4YNvT5GwmQyOdxwCVYAI1XdoEED/PLLL3bX8RDiQcE6xCaTCYMHDwbgWOjFz6JAzl3Ex8fLc+YmRPVpjRo1cPLkSQD6ATVt2jTZtCiWYmji4YcflnHQ6IqJiZG62ayARSqwTJkyGDp0KABdSDZ27FihfknJUeyYnJxsl9HgLnKr1MT3i0aHUfDE6mZGZfybb/6/9s48PqrybP/XhOyUGCJrcQk1Cipg5UWKolaFVxZxQ9BSF0TFUgWUitq6Im4UpCpga61SQQR8UURR0cqmgJaKgKVWEbEWFZGwGpYQSOb3x/i9z8ksyWQyCcPv81z/BJJZznPOs9zLdV/3XZK89cs6mzJlStRnhE78c889l/AYqgMHaHXdn9iomXv5+flGRvUbHTzvJ554QlJIsU+Shg8fbumJaAczlRlxEt5qDX8XKA5mxgh7/MEHH7TKF78iGwcz1SGkG/v27Wvjrc4QO1jggCVN8/XXX5vjQoOKIUOGGGubOc5ranEoxw0XynZwcHBwcEghHLKhbEC51Pnnn2/avFjjfnUWvJDFixdLCulIExalFMffE7e6S4vjNTHH+POf/1xSiAyExwgaNWpkoRauBU+wT58+Ft5kHP52geE9fhcsWGBRAeomH374YSNXVaPNW6sxcg3Z2dkRRJqmTZtGlEvxrMrLy81qD39mkiLIOUcddZSVDRHmTUtLM+se9bRoYUXVYIyNGze26AMRD8KrAwYMMC/n+OOPlxQK8eENEraGDHbSSSfZHMX6btq0qSlqERXB49iwYYMRgxjXiy++aKpm1ZAXa/UcIcX8MJBycAAAIABJREFU+9//tvKSaAj3ItLS0szToF7erxUejkaNGln0i+hAZmam3cNq9AVqNUbKoKZPn27KbVV+mU9DmXnO9U2YMCHm+6666ir7fH9Eg2dajYdZL60tKQ1CS6BLly723OIhcfr/djC79kW8KRg0ghtpMaJWH3/8sUV6/KlMuooNGzZMkhfBirGXxAtH/nJwcHBwcDjUkLIecyAQMKsynkL1m266yXJ/lIpEI6uQoysqKjIrH0+roqLCiFSII8S6vGovKMoY8e779+8vKWShk0enxCIYDBppIlybeO7cuSZgQQnDu+++a5Y2fX+x4n/84x/bvUN9afz48aa3XJUHk+gYw5GZmVll6Ul4/rm0tNRKFsjXBoPBSiUnkldaQqmJH6+88or1b8YzjdZpTDUcI54cJUt0vfruu+80depUSV4Xr2XLlplC0MCBAyV5+avCwkJ7HXnrnj17WjkVEQLm5dSpUyPy80VFRfa5d999d+ULTgL5C+ETvPdYXkI4uRLv3d8dDk/bn1dlbXKteXl5UdcrnxeuVxyGhMZIqQ+ci+q6O4XP1V/96lfmYfq71RHxYl0y/zMyMoxcRf7y1FNPNUGZavbipHuTXF9ubq6NjefIXL/xxhuN34FgzqZNm+xa4Yb4uQaMNwE96Xohf4WTS3NycowrgGpk586dTSsbngqRzq1bt8baT+KB85gdHBwcHBwONaSsx9yoUSPL6fETUYlY8Pc0lkI5hHAvEivJL4fpBx1+eB9lA2GolWWHddquXTv7HpjFBw4cMLYk1/fxxx9LChX9w6SGQbpnzx4rY6BMg/KZrKwskx1FaCMtLc2Y4CeccEKl60nmGP2lazw3rvOoo46qMgpC1xcEEFq1amU5LxjkN9xwQ6XvqfZCa5l/DQaDJjiAh8MYAoGAMXU///xzuz66XeFNEzH56KOPjElNBOCII46w95JXpc/2z3/+c/M+ECZZsGCBCSXwGZQqLVmyJGmSnOhEP/vss+YVEb3YsWNHpf614eB1MHcHDx5sr0daFK/fL4cJBg4caMx2ejrHQNLmKpwEolUtW7aMWr0BiETBc2jYsKFFuHhW/vUVzpvxj5lIUYwyxqR7k3i2frZ1eFSgZcuWFg0g4tG3b1/rVUAUCClPyZvn5HRrgDr1mImysXdy77dt22Z8Hq79l7/8pVVRsB6JasK7SBCHZrkUE5zDWPLCJM2bN7dGBSwgP37/+99L8sKWxx9/vN388NBDeXm5HRj+MBQJf3SLkwk2b/Dss8/aQQNpZMSIEVYGs3btWklePavkicUDf/tKDlrKFR555BEr6WFDyMzMtPtUlyUotKDMzMyMaljxXAhF+5WwKD3imWVnZ1vpCYQr3n/00UdHbNr+VpDJbD7P/erQoYMk72B+4IEH7BBlYffs2dMOJu49daPDhw+3Ug1Cm6tXrzYiH40RKLvJzs62Q5tNxX8Qci8wuJJRzsFnPvXUU5Iqh1wJw/qvH5A6KC0tNYMBI+TYY481wk14CmLdunUR5UrTp0+vl9IU0h75+flm1PN8SkpKzFBmQ2aDlrxxYMC3atVKV199taTIUO5f/vIXa1jBnuZ3EKpqi5lM8Gz9awMtANIo1NI/9thj6tGjhySPJJubm6s2bdpI8srf/Kgm7XDQwHqiLhsn7Kc//amlbjCKli5dailH9hf0ITij6hIulO3g4ODg4JBCSDmPGcvFD6zXiooKs6AJ0V522WWSQt4nAgV0AcLzkmRWHyVVO3bsiChPKC8vj6oGlixQlI8H4S91wru44447LLREITxlJMFg0P6GNz127FjzsAn94qGNHz/ewpuUhOzevbuSMpr/9ckE9zuaKtfmzZvtOxHV4Fn16NHDvA+EVrZs2WKlU+EdYqJd+z//+U9rp0hJUW1RXFxsFjNiGigCDR8+3FpBcn3r16+36AvlGUR7nnvuOSPx4YWcfvrp5oGjNQwJcOHChRYexXN+9dVXTacZTy68BK02gECJEhIhy3CEpySYl4FAwMRJeM26detsHKjU9erVS5LXDcyPTp06mXfDuqxFg/oIEL7s06ePJK+FrOSFbTds2GDXTDSACNvQoUP117/+VZJHENq4caORpCBGUUq3e/fuiP2lrKzMSqjqYh1GA99DqsUfhuYeUKLZs2dPI8kRRdy7d6/NZX+r1UMFPDMEQ9588029/fbbkjyRlx07dlgXsWr09usEzmN2cHBwcHBIIaQs+ctvneDhvfzyy5YPivqhcXiAfmIC3ly0XAvedAzCWa1ICldddZWkELmFZvcQTNLS0ixqALGEvHLXrl2tVAcrd8aMGVZ6Q0kLeZJ27doZwYNxb9261TwtLEG8y2SOkbxZNM3xFStWGNEF0M/4jjvusJwOub1hw4aZ9wmIErRt29ZKzsjp/vWvfzU5SLvQJIpv4GmhQz548GAr9SGHeNJJJ5mADTljiEzdu3e3/q/IrT7zzDPmHeJpwhmYM2eOeev+MiPWBRrb6Mf7NeITHSNAAIdr98NP2KK0kWeQnp5ucxrvMxrBa9asWZJCYjuQHMGXX35pfInwaFD4pcQemiHmGMmXItvrx/r16y0ywv0malVRUWGERsbftm1b68IE8Kb37dtn65Y5++2330bogNeFUEw0kHONRqzzC4aEX8+6desipFqJarZp00bvvPOOpIT4HXVK/mJ9UeKGhO1dd91l+z4Rr8cee8z2VcZPL/EpU6ZU10uhKhya5C9/ePniiy+WJL322muSQouT8AO1kWxsN9xwQ8SizcvLM2Ygn8viCgQCRtIA/gbz0VimyQIhrvbt21uLO0g0s2fPtonATzb2u+++2w5dmj6UlpZaeIyDllBb48aN7XXg7LPPts2kc+fOkmIezLUCxkVaWprdUyZ/p06dLLRODSmsa8k7kAB115IXKmUz9YNQY3iji2SDOQTBbefOnbZQCdG++uqrtnlRj02YcN++fZZiYFPs3Lmz3TOeDyS9Hj16GNmRg7lZs2Z69NFHJXm104RMox0wiYImG9EO5mAwaIcQNd0wX4877rgIFb0777zT0jJjxoyR5JGMotVJc3BIHuGmmmYWCYGUiR8842OOOcbmLQYtaZXi4uKI62ndurXdk/C2spJHaOTzaa/o/119gbkXCAQsfQKxkQNqzZo19m/m3r59+2yvZW2z9yxfvtwY9zD6UwWkP9evXy/Jq/8fPny4OQasuXbt2pmx4a/k4X3R9p9kwoWyHRwcHBwcUggpF8quKgwdDAbt74SOsDjnzZtnlqnf6ybsFI2EhEUfLSxRFyo8fB/hvgEDBujpp5+W5NUUbtu2zaxwPAZUyBo3bmykKrzDU0891cKneC2Erbt06WIt2PzW+JAhQyR5bQyTOUZ7cxXPccKECRHax1xzjx49TH2HaIe//CkaSDdwT6JFOxIND2ZlZQWl0JxiXhFpwTNavXp1hL51fn6+kZ4gUnF9zzzzjHkf1GNPnz7dCGF4LRACc3JydOmll0ryaoIPO+ww+zzaEfKsmV/xjlFVPEfWTzT1tmbNmkWUjvCczjrrrAhlufT0dFsDPA/IX8uWLTPvy08ow1urqrWn6mCukkZasWKF6Z8Doja9evWyCIG/Fjp8/vnV0YiGRKuFpTaYMHf4Zca6fh9qtJnjve/atcuukXsBUbVfv35WykgYPhgMWrSIVAeftW3bNotm8qxrQJqq01A2c5h7D7nWn2Lxp0MpPyS6ReQWsmCCcMpfDg4ODg4OhxpSLsccbwkPVjWU9pYtW1qeFqtUirS0KeLv2rVrJWERKZQLqsseongTWF5PPvmkjZMcjb9cjDGSzxg+fLh1iaKEYcaMGUaaoVwMMY7s7Gy7nxAf+vXrZ7qwdQG8haoawl9zzTURHjPlCrNmzaqkLSxFFyzA0/rggw+Md0DE5KSTTrJcvF+oJhFEi77gKZM7bt68uRGduIZPPvnEiIpwCvBwy8rKrOMUXnFeXp7lceEd8PkPPfSQlexAlrr88stt3NzrZEa/uOeQzlDC8iOa0AKCJP4yGr/OOZER7ivfU1xcbDk9fzkf+vd1AeZmuN635PE0WEt+QEr0z61onwEgCfbq1ctEahjr999/b2smhqdcZ+De+0vQINtRhnryySebx0jJ3DnnnGN7DtFGxrN161ZTJ0TciPl8sME42V/w7CdOnGjrlpLDH/3oRzZu9mi6pNXSY44LzmN2cHBwcHBIIaRcjjlcolHyLO7t27dHMBf9nhnWuN/DwmPG8sczlTzvGUvVn8OuixwzliRs6DPOOMPySljNW7ZsMWEJ7gEe9llnnWUsa0Qutm3bZpYd3U/I0TZo0MA8HXJmu3fvNs8PjyEZnZci3vzDfWzYsGFEZOKee+4xcRVyp/4+y4yHHE/Hjh2tJypjg2EpKYJb4BeiIf8aQyCj2jEeOHAgKIXyZXwPuTM8grvvvtu8R3q2btq0yfJ0lMvQj3nVqlVWsoE3dfPNN1sUBN4EUqzPP/+8RYHwIMeNG2dld8wJBCP8449njIryHInMwIGIhvT09CoFecKfiz+Xx32C6ewXz/GXruDd1MV65NrDRWskz2t/6623jNcRjbsQvl80adLEIhlomSP9KHnsc3Ttd+7cafsbUSNKKMO/qqrB/YC4NvNwbX2/pjVeJR2lOnToYJrRrL2bb77ZSvPYo9iPysrKrIqEcY8cOTKey5LqqbsUzGs6uwUCARN5oatWz549jdvD/ggvxK8tngAOzXIpHvSDDz5o+sM0D4gWEiGB719chCOaNm1qmzz6vmySBQUFEWVCVTU5TwbQxWaBL1y4MKJFXKNGjWwzxGCgJEzyFhE/e/fubfR/7gGkrvPOO882Dl7/r3/9yw65WrQuixvRNr1t27bZpgVQaxs2bJgZVhxMK1eu1G9/+1tJXttOjJXs7GxLZzBPUPaRqm0+Xy3YqDZs2GChLw5YFvEf/vAHU65inmVnZ5uRyXxEV3jDhg268sorJclaPW7evFmDBg2S5JVzcEC//fbbpobGmli2bJmRBNu2bSsp/mYv8YA6ceZiNAJebm6uEdvQmGa9rVq1yuaev+E8BxgEOkq7tm/fbveC0rny8nIjedYFwlXECgoKLH3EGp0xY0aEUeAfD6Ff0kP33HOPrTUMEw7jFStWVCoBk6R7773X/o1BXteA/BStyQRpMwxmyVMB4z589tlnVu5I2Zs/ZQhJzJ9STCWQdmLvLSkpMf1zDt8333wzgviI41eXpbTAhbIdHBwcHBxSCCkXyvYTP7DGaTh//vnnRxTtQ5bavHmzqT3Nnj1bUnQCGeP1h8kIJfmJSuhZx9BarlXIBS/yggsusMJ2rNjGjRub1UaoCRJQs2bNzAvDCj/hhBOMjAQhCpGLjh07WpgTUYTs7GwbJ58Rw7JNSig7OzvbiCH+78FjQoyA8W/cuNG8CsRHeJ5+4Jk2btzY0gEQdS688EIjwuHlJUNNCfIW3isWdXFxsXmphP0WL15spVD8Dm+ysLDQPEU84JYtW5onRsgQgZL77rvP0h+UUr3wwgum+44H4PeAfCTKpLQojbVP+FMQUmXBCSJSpB38ZUd8LmpKs2bNiujiI3lRHeYOqasw1Flpn+QRm/ytU6VQKByva8GCBZK88iE/EDA58sgjLXzOfCktLbU2p6Sd6kv5yz9uoi7sJWikb9myxa6HNeon/YWT3oLBoKXNiGT5ve/qLimO19T6wEK7nj3o66+/tn2evaewsNAUzEg7EdpGFz9BuHIpBwcHBweHQw0p5zEDvzWH1Txv3jzzPvCc8WLmzp1rJUFooCK5JnlWKPm+NWvW6M0335TkNcKWvDIPvJtYl1fd9SvKGPEqsLgnTZpk1jjea1pamuX1sLQhWkyaNMlyeVwnhB//GMkxL1myxKw7LPoBAwYY4Si8P3QyxgiwSv33Ftm/rVu3GqEGbzhc21rycq1oFUueR0JvYL+XyNyYP3++eTL8PUZXomrHOHny5KAUKvHi/vLd5P4HDhxo84pc+MiRI837IPdLTnrt2rWWo2Nu//e//zVPg3l57bXXSgp5L+HeekFBgRGnELwg9xVGkEzoOXLPKTvDgwoHeTfKZ3jfySefbJ2wiFr4RUr4N1GHBg0aWPQIUo7keZH+DkhRUKu5yv3Da5QiSV1SZSndcEB+8kvgMm7ukeSR3pgvpaWlRpaK1mPeh6R7k5Bf6fAmeXOHudSmTRvdcccdkrzcf3p6uq0vIngIrUS9qPjPmDr1mFlDRG6ITI4aNcrKN+FWDB482ARyunbtKslbeyUlJbXpzBfXG1LuYCY01r17dyOCEcpt0KCBMWIJkxC+jNZ+LBAIGBOaTZTxfv/99xbC5kG1bdvWNsVoxAj/R1c9vNBXhf+CjRqiSKdOnSw8wiE0fPhwW9ywOwlRv/HGG1brSqjWz14nnMRiKSkpqdTUXgoZNIQFqcdM5hj9CkhSKCwJoSZac/ho769qsrNI0Fj2g4W3Z8+eiIMkmeFBPgsy3/z58y0cCfbt22fkLDZm6pobN25soUwYqyNGjLBnyzPlOebn59vfOCg7depk82L06NGSPLZ/MsYYfnDGQvhGzpjfe+89O6Sjqe+FE9Xy8vLMWIGAdMUVVxi5k/RMMptYRGti069fP0keW77KD/TN1WgHOSk42iVKXjicNT548GBbj2ipk3YKQ9IOrf79+0vyxvjtt9/GNAqCwaClJNBi//7771VUVBS6qDiqWFLlYOY6LrroIklepYbfqIA4OmjQIBsbanu08/Qbvgkc0C6U7eDg4ODgcKgh5TxmvJCVK1da2HL+/PmS6q5Rtf9zqa8lbBXrLXF8bMQY8QgI1S1atMisNUgH2dnZZsnzN8LQ1157rYVk+VlYWGieGGUNaCafe+655nHQNq9jx44RbQKTOUaAJ5SRkWGe3dSpU+134ZY2YTKIFuEIJ5lg7ffv398IUdzfI444wkKFfi89Cmo1RjyICy+80K4Pwte0adMsNIr3/n//93+SQh4zYWoiJu+9955Z8rT55Pl89913VipI+mH8+PEW1YkVZq7NGKnrJMTn15PHs6M8rdKXRfGg/F51+N8heJaUlFi0zE8kQj8colsMJDRGvHzW3ldffVWpLax/PDVBeBTBP3cpiYLgl5GRUS964FE/MI6xrVixwtbmunXrJIWilUQxmb+kAypdTM3PlnohfzFuUg1ZWVmW8hs4cKC9DvIlJXuo77GOE/36eF7kPGYHBwcHB4cUQsp5zJRWDBw4MF7Vn1oDC+r999+3/C9qVST8w98Sx8dGXDREKEhpZ599tllqlIhkZmZGiI74xx8u2NGgQQPrW414Cnn4iooK+wwiAe+//75ZguSfyfeFEaQSGiOeBqVemzZtss/lb9FERxJFenq6eRp4VSeccEJEv1TyRLfccov/1wmN0a9vLYUiGZQ6IThRXl5uHAG6ef3ud7+TFIrG4GlwPXl5eVaGgrd6zz33SAoJkuB9kVvv27evPbfFixdLiqnhm9AYKV3Cm8zPz4/QHa9K9SsRUMbHfW3fvr3lQ/1EzihICh9C8uYmY/Xnn5MBvhPPvHnz5iaaA9eF6FYYkuZNnnLKKZI8MmZVSE9PtwiOXys7/L185urVqyM6kaVKjpnrgpRIVG3RokU2v+CpZGVlGSkO/hL7V3U8mGrgPGYHBwcHB4dDDSnnMeMZfPnll8bqrOtrRApw4sSJxiCuC21ecuXkatLT0y1/HCu3Ggt+oZWaSDFWVFRYTpY8UQzUyguh3GzNmjVmXfqZ2PwbfW9KE15//XXdfPPNkjzpy2AwaJ4M72NurF27NsJ6nTlzppXO1aVQjB/IZ5JHb926tUU+8CyJxnzwwQfGzuX6BgwYYNfMXMDj9ufkuQ81kFNNSo555MiRevTRR0MvjsJEJeITreNUPMjOzrYSO8pzMjMzrepi6NChVb29Vjlm+pgvX7486lwlekCOkec0atQoe7bM9/LycmNh8xzPO+88SV5u3o+FCxcab6Ca0rCkzNVgMGglW9E6hoWjb9++FgVCDKZZs2ZWhUA1SVXRk5tuusnmTjWeZr3kmIko8lw7deoUUTmyfv16i4xRCsfaqw+POeUO5uuvv16SdPrpp5tIf11j2rRpkkIUeX8YuArUagLRnjI7O9vqkusaKE0tXrxYv/71ryV5RAdKz8JQqzFCXPr888+tFSBhopycHDu0YpCyaoU9e/ZUIp9JMTWzk74RQBr8yU9+YnXJ4di3b58RSGivt2TJkoi6cuZiMBi0+5TA/arVGDkQJ02aZGuCzctfSkU7Qwhhn332mRG7IKetW7fOUjeUpfBcduzYYWVC1DOfc845Nl5/LXCyx0i4evXq1ZXUyeoC4TraCxcutJr+cJ2DMCRtrnIvIYYOGDAgwmigVG/06NF2IPPcd+3aZc4FhijEU8kjsSWwxuuV/BWuVid5ugo9e/Y00heGCU1pavv18bzIhbIdHBwcHBxSCAfLY3ZwcHBwcHCIAucxOzg4ODg4pBDcwezg4ODg4JBCcAezg4ODg4NDCsEdzA4ODg4ODikEdzA7ODg4ODikENzB7ODg4ODgkEJwB7ODg4ODg0MKwR3MDg4ODg4OKQR3MDs4ODg4OKQQ0qt/SZ0gaXJjNHAIBoMm7I9O85133mk6rbUQHY+GOtV0RY0NEfUPPvgg9KWBgM4444xKr/nqq6/03XffSfJar9EAvLS0VM2bN0/0MupFt5aG8eh279ixw66f1oidO3e2VpUI748YMUKS1L17d11yySWJfn29jBGNYXS7Z86caRrZ6Id//vnn1ggB7XI0ektLS027OAHUyxgBjTe6d+9u+tk0pzjzzDOtzaVfZzsJSNoYly5dKimk1R8OtMJpuJKdna2OHTtKCq1DKdRI5ssvv5QUaj8qebrY+/btq00byXp5juwrl156qSTpxRdftL2zU6dOkkINHtDZTjLqZYxoZNO4YtCgQdZMp2vXrpKk6667Th9++KEk7/mFtcVNFIdmE4ua4n/+538kSStXrrSJQ9ekvXv3WoOKLl26SPI2PQ7vBFFnEygtLU1t27aVJH366aehD/I9IwwNBOJbtmxp/VzD0ahRI+txmwDqVVC+Khw4cCDmoigtLU3ZzY5DF1F/mpdEw65du2J2B6vlGq3Xg9n/PDFE2AhnzZplG/4DDzwgyev3TEemRL82jtfENUb2DvqXV1RURBhWixYtkhRqQEJvXzpPffbZZ2ratKkkr1EHxucLL7xgz/I///mPJK9veRyol+eIwUiTlWjIz8+37mjcE/bepUuX1qYxTZ2N8auvvtLhhx8uSXrvvfckyZqHVFRU2Lzl+WRkZNi8ve666ySFGnpIUm5urjUCSWDv+f/zYN69e7ckWeeewYMHS5Jeeukl2/hobH3KKafY6+hcw4186KGHKrVOrCGSPoFKSkokhTovhbd/83sXdOzhPvi7YDHWjz76SJJ04YUXavHixZK8Dj81QJ1uBHhOGFZMfrrvxAIdx+hqc+KJJ1bXvrIq1OkYmYdEdYh2VAe6SmF8SbU6nOul+TyGE5syG7bkjSOaEfX1119LCm32B6uDVtQX+1pbhre5pF3gzJkz9dvf/laSN/6ioiLztHJzcyV5kY/WrVubQcIhUQPUixHJfkGrSslzZn7zm99ICj1HjEgiJNyjYDBocyKBqEjSx0g71scff9z2R4whfk6cOFH9+vWT5D3Hf/7zn/b6YcOGSZJeeeUVSaE9lzVaTdezaHDdpRwcHBwcHA41HFIe84gRI3TttddKktq0aSPJs0rfeecdtW/fXpL02muvSZIuueQS5eXlSfLCiRdccIGkkPVL780E8s9Jt+zGjh0rKdQPlFAYoRPyWAMHDjSrtUWLFpJCHibhwGi45557JEl33323pBrlSerUQh80aJAk6dlnn638gb75yHP505/+ZD2kw3H00UdbTi8BHJRwfYsWLawPtz+EFmsebtmyJREPy74+jtfUaIyEdkeMGGHX/Nhjj0nyok9t27a1qA5ppFtuuUWdO3eW5EV6CIGuWbPGvK9YIf0qkJQx7t6927wk5mFpaamNEe+I/2/evFlHHnmkJK8fdf/+/S1ESgTvvvvukxTyPFnL5J/btWtn3lc1azPpz5E52LhxY9tH4XX06tXLXsc4iOB9/PHHkRf3wz1p0KCBcUT8EZ84kZQxFhYWGreGOTh79mxLEXK/jz76aEnSqaeeqvnz50vy7kmjRo1srv7jH/+Q5M3tkpISmwtE/oiExAHnMTs4ODg4OBxqOFis7IRw1VVX6cQTT5QkFRcXS/Kssj59+ujpp5+WFLKApBAxavPmzZI8Bh5ksAkTJiSbqV0rdOvWTZJ0++23a+TIkZK8/CuYMmWKWeawCBctWmTe55QpUyR53khWVpZuvvnmSr9LFYR7yvn5+ZJClvexxx5b6W9+b5ncJd4F+b5URKz5tWnTJnuOANKNJA0ZMkSS9Mc//lFSyHonT50KIC8cDAY1YcIESSHGteR5059//rnlGCFatm7dWsuWLZPkrUN+BoNB89rgW8CnqC8sWrTIPOA5c+ZIkm699Var9qBKghz49u3bjd8Aaz4/P1+ffPKJJC+PfM0110iSNm7cqN///veSvPU+b968Svn4+gB7IdGBgoIC3XTTTZIqe8pg+/btlX5KHmkPDxO+zoABAyxfXd/PD/ztb3+zqAU444wzbNzMM6IijRs3togq+XQpxEiXPH4SZNzp06dr7dq1kmTk2kAgoI0bN0oKnTu1hfOYHRwcHBwcUgiHRI4Zb2/o0KF64oknQh/ww3WTL9ixY4flb8gJnHTSSVZvN3z4cEkyS+fll182y66qMpYYSHq+59Zbb5UkjRo1yq4LJvXFF18sKXTt69evl6RKY8XDXLdunSTP+ywtLbWyB7zvGlhzdZp/veGGGySF8seS9Oqrr0ryOACxgBWOVyWlLmOZmljY2NSbx6otJwrNpcfBAAAgAElEQVQAq9XvcafSGPEcpk6dGlF2iFeSl5dn/A4iQA8//LCt5YKCAknS/fffLymUcz3mmGMkydZshw4d4r2kpI0Rzw9v/9FHHzVvMlrOFC+S8RQWFuqKK66QJJ1zzjmSVEl74N///rckGR9m6tSp5j3jrcdA0sbIXCJnetxxx5nnz/PjWezcuTOuucf9ys3NNS+S+bx37954mfZJG+P7778vKZTzl0L7ChEoQMlXw4YN7Xx4/fXXJYX2F/4O8Kq/++47u1+33367JOncc881rQUqhWLg/59yKTa0Tz/91A5RagkRZWjYsKFNhCVLlkgKLQxENwhHUUBeXFxs5C9IDTVA0jc7DtPTTjvNJhMhMD9BaMWKFZI80kx2drYZJ/xk8zvyyCPtvRA2akCsqbNDKxAI6PHHH5ck2/TiBUIkhO2zs7OrLbGq6lLieE3CY5w+fbqkUHiP30V8eFgpjiQj/5GukULlgJLUt2/fGl9KHK+Ja4xsuIQJf/3rX+sXv/iFJOl///d/JXklNa+88opGjRolyQtzX3rppfrzn/8sydvk2NgmTpyoSZMmSfI20wYNGsSbbkrKGCsqKuyQnDt3rqTQXsIhilHLfGvYsKGtNfaS/v3724HM65jrEydOtNpm9qojjzzSxEmqQVLGuG/fPjMwCKH/5S9/0fXXXx/6gB/mI4S9v//97zriiCMkeSmMqnD//fdHEE2nTZtWKVVTBWo1Rq69QYMG5tywt7/xxhtW7oRzhyNz7LHH2tzG8P/iiy/0q1/9SpLn6EFOnDt3rsaMGSPJu4fvvPOOlblipNVijC6U7eDg4ODgkEo4JDxm6PetWrUyi5sSGULAOTk5FgLDYgkEAmbJEyr94osvJIVkAu+8805JXulCDQrik+5pYaEuX77cLM3TTjtNknfN+/fvN4WkiRMnSgqFu998801J0k9/+lNJ0uWXXy4ppN6DwtD5558vKaSQFifqzJusqKgwEh9hUcJAFRUVpqYUD6ZPn24eaQKo01A2JJNEPXrmYzAYNA8zASR9jKylq666yqICpF0QdGjVqpWtUbyK4447zuYfkRvKWUaPHm1e20UXXSQpJPIQJ5IyxuLiYrsu5uB//vOfSmIbkre/dOrUSQsWLJAkHXbYYZJCYhR4Wn369JHkCVM0adLEynJY20RHJG+fI7oXhqSMceHChea94gFGA+mW4uJi87BJsUiRBD2uee/evSZZyp5WgzOmVmP0l5397ne/kyQj21VUVGjGjBmSZJEchJiGDBmi8ePHS/IIe88995ylJAj5c76ccMIJFvIm3RIMBuMlLTqP2cHBwcHB4VDDIeExo0P77bffmhWORecvNcBiQlauW7dulpNmnM8//7ykUHkK1tEjjzwiSSbLFgeS5oXgfUDwqqiosBKgd999V5J05ZVXSgqNFelKiEWffPKJ5eSwCCFaVFRUmBfN+CdNmhRVoD8K6tRjrmlzkWi52PC/JYCU0QOXUn+MzDmiL6WlpUZGhCPBT/4uefKpgwYNMmEG5iVEmcGDB6tZs2aSvJKrgoICI2tWg6SMcevWrbaWwJ/+9CeTbqQMCk8wKyvLvCgiU0VFRZbDxOPC4xwzZoz9myjXT37yEyOHxRLR+QFJGeM333xjOeNowJscN26cpFBEA0JYNbnTKsGexl4eA7UaI5yMJk2aRCWbMTcRUSFPnJWVZSTZJ598UlLoWZx99tmSPD4T5WUtW7Y07xj+UyAQMLIj1xGjDC6uzeCQqGPmhhQVFVldMjeLMOa8efMidLEDgYB1tundu7ckb+KVlZXZoU1IuwYHc9JAuNNfZ4wiDRs011lSUmIsZggpBw4cMPIImwML78UXX7T7Q3icGu+DiT59+hhBjzFSF7lr1y6b2ISAc3JyIg6rq6++WpLXKCAVwQHDIYSBdcstt1iYmvrkHj16RIyR93EgHGxg0K1Zs0ZSKO1CSgLCE+Hop59+2uYcpC7JO5AghJHKOOussyx8vGnTJkmhFA7h0/qo9S0oKLDQNKmDjIwMO2gZP3vQ6tWrLYTt77bEAcvzxPi+8MILbU7wTP01sfWBESNGmHGE4eQH4V1SDFL0A5nQNeQ/GM9NmzaNqLnPyckx1S1IWXUBCKFvvfWWGUVc57Rp04xlTWqBypbDDz/cjC90zSWvmoCwNZ81dOhQ08wA6enpNmc4cx599NGEx+JC2Q4ODg4ODimEQyKUjXW9ZMkS6/SBFUNo+/bbb7dEP6GXxo0bm6Y0RAcs8LS0NPNSKQNo1apVvJeUtPBgtDZrEKHC9ZTLysrMyvX3eI2FXr166e2335bkeW9vvPFGVHWfKKizMG8wGDSSEL2mSUPMmjXLrHCeB2UIUuUyDj6rFqizMX744YeWbgmvTy0oKLA5Ctq0aRPTc8rJyamNp5G0MbJe7rjjDkkhfXeiVJCYmKszZsyI8Ipbt25t7RTDO4JlZWWZh02kYPHixfFquyelzCYQCNh6Yr106NDBPGDCsZRUnX322Ub+QSv5tttus9JEiKc86+HDh5uOPwQx2mBK3j4UI9SctOdImLema2fVqlWSpJNPPjnma7Kysmwt+9tlsm9VU89cqzFyXV27djUPnjF27tw5gvhKaV9BQYEefvhhSV6fhTPPPNPSDsx7Pmv27NnmPZP6+OUvf6kbb7xRkhfNrMUYncfs4ODg4OCQSkhpjxkvAe+oW7duZr1gzfhLLBCrIHdQVlamoUOHSpK6d+8uSZaPLSwsNPUpxDouu+yyeHNZSbFeW7RoYeQBPyDXvPXWW5K8spkrrrjCPOtnnnlGknTXXXeZmhBiKtyvhg0bmioYpSfLli0zr7MurdfqQA6LsfGs/eQh5uaqVavsmUZcQIp6zJLXcQm9cnJ1fs1hrv/II480j4mIyWeffRbxugSQlDF+/fXX5k2S+2/fvr3pA5OjQ2Fu0aJFNo6FCxdKCt0HlN3oY0w+OScnx0hi/DziiCOsPLIaAl3SBEbCVdf83cvgCHBNmZmZxoeAF/LII4/YvoLHyHp86KGHNHPmTEneXPCXaNblGNk3c3JyalR6l5OTY/cErktxcXElgqmkSr3t/YJIgH2YMs8YSGiMXBeRtqeeesqIWAiHBINBm5s8M+7D+vXrrc87nvaDDz5oXj7Pm/tw1FFHRXRCO+GEEyz6V1UUM84xOo/ZwcHBwcEhlZCyrOy9e/daHhU2ZCAQMElKrDGsmby8PPMEseJmzJhheQRKEmDm7d+/36TyoM/7vWUkEC+55JK6GJ6kkHWJVwUr+Re/+IXlhbHo+Pnkk09aH2pYySeddJLdC64fBmRaWpp5yuT2OnToEK9ubZ1h69atds3RJELDtctjecupjP3795unhQfBz4yMjEpiDVJluUO/pyx5rN6Dieuvv954Hf7xIKKBd0H3qN/85je2rshJz5kzx/LO5GHpVbx//37zSCnVGTBggH0XfItkdO6JhZ07d0bMvbFjx9oaJeqGR//BBx9YlzDGf+uttxqzmYqBu+66S1Io8kMJZDSJypdfflmSVzqZTLDmy8rKjA8AQz68i50fe/fuNcEM8ui333677aNIkbJXBwKBqNGd8PmeTBCBIu972GGHWb6XfXLv3r2VxEAkr6KnRYsWdi+I2A0cONCienjRyD+feOKJNs95zUcffWRRIyKd4R2uaoKUDmWHkxSysrJsARCq4G+7du2yMgBCbTNnzrQSKMJqlCetX7/ePgv97Pnz59vhVk2T76SEzlauXBmxKDIzM40YA8mEw3j+/Pm2UaExvHbtWmtPFn7NF198sS128Mc//rG6eklQLzW+LOho4TVCQ4ToJS9kihpaKoeyMYaiNZZnnjHuvLw8q43EiKSk7GDqgROO/f77763uHzRs2NBChah1cc07duywOlBC2cuXL7fm87QtRa948ODB1tCCkpVLL73UNk/Wdl2MMVr9OESnFi1amIFF2JnUxO7du21Dpwa7uLjY9iYOWAyrjz76yIybe+65J45LroRajZF68alTp0Zda5R7hT9jybv3hG+PP/54vfPOO/ZvyQvfbt682e4FSEtLs1A2zlAMJDRG1NQg2z3zzDO69tprQx/4wzPt1q2bkTExsEaMGCEpZJBBMMXwKysrs/tEOpCxTps2zYiprOO0tDRTv6NstTZ1zC6U7eDg4ODgkEJIaY85nAyRlZVloTCsH7y/jh07WiiD7iYPPPCAlTgQ2qBrTPv27U0oAcumX79+VqRO6QpeT/ilxXH5CY2xYcOGEQ3j8aBef/11s9ohOsyZM8cK+iklQ4Tkk08+MSuP7xkyZEhE+7NYlxbHaxKaPJs2bTLrknuP55yWlmbeod+TCe8chlBKKnvM4URFcPTRRxtREav92GOPjakRnp+fX4kwVkPU2VwtLCw08hZe7gsvvCApNGaeGd7a3LlzrXSKZ4yH8sUXX1g0hO/p3bu3la9Ud2lxvKZGLREZV1lZmaXDSG9BHmratKmNFz3tpUuX2r0g9Mt6W7FihaUsKAmrL31+xlVQUBDRzjAa2FN69+5t4XcIa9u2bbN0GVFHogqFhYX2b7vwQECzZs2SVG1qMKExEt3gLHjppZciSs5KSkosJM/+SDQmMzPTvPzVq1dLCpG/Jk+eLMmbq+zLZWVlFhVh/Hv37rWoAVER+hokMEbnMTs4ODg4OKQSUtZjDgaDZk3iVe3du9d0sEnqUz7097//3SxUPJXzzz/fCBjkSRDXOOKII0xWjXxlkyZNzMqvSrdYSbLQx4wZY3qtyLfdcccdZq2H57tfe+01k/LDO27Xrl2EWAN9nCUv/0JZSw1IGHXqTXJfkTTkmV1zzTVG6AsvSZA82VRylXQXS/Qy4nhNwmNEphL5WHDTTTdZCQ0/ly5dapGRefPmSVIlIZiDXS711VdfmUfLuhk0aJDxHyBnUSp0+OGHG/mFcsQVK1aY+ALr7MMPP5QUIiwS3UEPPj09Pd7nm3QRFfgtrVu3tnHjmbEHtW/f3n7HnB0/frzJ/44ePVqSTOSoTZs2lTog1RBJGWN1uu38nef4xBNP2PPmufzsZz/T8uXLK72PKMLVV19tHmPr1q0lhYRZiBSgrR5Dr79WYyT6kpWVZZFSoqcXXXSR8XkgeDEvd+/ebd4xErPLli2z6CzPDG+6Xbt2tp/ime/atctKAckxc64kMMbUPZglL+nOw2zevLndEMLQMOV69eplbDiS9qeffrptfIDNbt68ebY4eGBNmza1UDdsO5SNwpC0jYBDh/rqFi1aaOfOnZI8xSgOqPPPP982BRbQMcccY5sDE5PXd+nSxdiDTKDNmzfHSySqs0Nr69atFrY999xzJXn1hmvWrLHNO5pxRDiKMP+hGMoeO3ashb1g7EqxN81AIFBJS72GSNoYWXu0Se3SpYsZETxPSJYzZ840ljWbdklJiW3W4a1NlyxZYkYjTO8333zTQqqkOmIg6c+RzXjLli3GYmb8kNrmzp1r9cuk0VauXKmBAwdK8kh/jOu8886zQ6sacmk0JKUlYm5ublTyF/ORRjg4Pg0bNrS9EGPlsssus9cRPiY8XOmCo9Qz05J22rRp0S4zoTGyNkhvTp482bSy//CHP0gKhZdJRaCZwNqbN2+eMe9BZmampSQgKPK+zp07W1tJ+ixkZ2fbM+VexnCCXCjbwcHBwcHhUENKe8xYoSTYL7/8crNe8BIhMrRq1crCXk899ZSkUCiBsC5hJTpPFRYWWogRy65NmzbxdvJJioW+Z88e8wDxknNzc83ywktgjJAP/Fi2bJl5nXgreCjBYNA8cshsn376qb2uGtSLN8mYeMZ+r5G5GQwGzVonQoL1e8wxxyR6CVIdjxEPi9IKaldfeOGFqJ5+uIfB/++77z4NHz5cUmVltDiRlDFu377dCDKEAOfNm2d1v5D5/CQgwtykHcaNG2ckTAhhlK48/vjj5mnyrI899lgji1WDOn2ORK5IC7GmZsyYYSQ+tAd69+5tSnyE5onu+UPZpOlqENKu1Rir0seOptPujyzaBfwwH2tTvlfNeVMrj5lSr/LycouoEXHZu3evRT6IghKiP/PMMy2NRLTxxhtvtD0GXQGee4sWLSx96C/jI2XBGogR5XEes4ODg4ODw6GGlFX+kjw6OwSuq6++2tS98BJRzJo8ebL69u0ryeuX2qRJE7Nk8aywlpYvXx7R/QZBi/pCWlqaecrkgP1WFrmgsWPHSgpZ2eQvKF248847rYSIaAA62n379rV7SB49mtLWwQAWPOOpipRy77332r9RVcLzQuAhFYGFDiitycjIMIvbX4737LPPSoq8F/fee28ighRJRV5enpX9oE9fUlJiOVbmKsITr732mq1Vyo1OPvlk4zxA/kGY5KqrrorQz+7YsaN5mAnkZGsF8okZGRmmZ88aZe6OGDHCxr9hwwZJIY8LTxnvC/5EVlaWcUnCO47VNYi6Qbb0I1pf5mj3m2jN9u3bI7SyjzrqKEkhb5FoAOI0jRo1Mg+2LkAun7WUm5urv/3tb5K8ckS/RjdzCgGY1157zTz5Cy+8UFKIjMt+yh7F9+Tm5tpn8J2NGze2fHM1fIi44DxmBwcHBweHFEJK55jpsoTIQIsWLfTee+9J8rxIpNdOOeUUyzFj4cyePdtyJ/Ti5P3Dhg2z/CYeSg2Yr0nJaZWXl5vHjEe7e/dus7Qpl+I6d+zYYXk+rPCMjAwrzyD3x3148MEHjQWJIMCePXuqLZn4AfUiyYllTq6trKzMcrKUWPgFRrDC7QJSmJWN1xWN2T9kyBBJHps1GAwapyK8O03//v0r9euuIZLSlSgQCER4H5dffrlFpIgOkIdt3ry56bSzjp999lmbo4yRSoINGzZYTpq5XV5ebvk95m9djDHqi3+YV99++63ljOE3EK1q0qRJBCv9ggsusB69dJLiHpaXl0f0ra4BajXGqr7vRz/6kc3VaHsgUQFKkCQvasDewx4dTSt7yZIllsOtixwzkaZBgwZJqizWg6c+c+ZMjRw5UpIXIfBHZMN1yktKSqw6hOogeE0HDhyI2KNLS0vNU2ZOwOpOYIypfTBTWkGY6NZbb7WG1oT2qB9s3769hXQRxs/OzrZDjfAu4eqKioqIZg67d++OSrCKgqRtBGxe/hAgk4pwJ2G/lStX2gFFCGX16tU22QnXU0c3depUU6iZPn26JG+ziAP1cjCHE/wqfXgVteQ0mCc8nCDqdIxcP8YH/3/nnXcsjVLpYmJsnl26dNH777+f6GXUaow0oHjooYcsRMl1rlu3zgxFmsuwed18880WriUV9fLLL+uRRx6R5B3MzM/du3cbgQxi0datW03xrBqSX9KfI6H5t956ywwLjEK/NgDhXZS/srKybGysVV5TXFxsBwWlND/+8Y/jvaSkHMx5eXlm+IBmzZrZs/Ubw1Jlg5E0RMeOHa1cCiIp/Qbef/99Cwezb/sP67okf7HO/vvf/5oxgWrZMcccY3sfZwZ7bsuWLW3PZe5NnDjRjGbuBQf5TTfdZMqD/O2JJ54wgjGpmFqM0YWyHRwcHBwcUgkp7THjDeEdb9y40UpQCCdhEZ166qlmjSI0QkhJ8sgW0OdPOeUUjR8/XpIsZDFlyhRrmF0NkmahL126VJKnh52dnW3ENrrSoKt7yy23WOkFZWNz5swxK5QIACUcCxYsMA+GUoIJEyaY8EM1qBePmRIDCDaSIrqERfMk6U6E4EqCqNMxcv3hoexgMFhluVTUizjIyl+St4Z4VoFAwLwD5hce7mGHHWZqYPwtJyfHxsEzxrPp3bu3zXtCgCeeeKIJBFVDWkz6cyRs+7Of/cxKKCH84OVnZmaa+BHX9+c//9nKvrhfrNV3333XlOvCS3ziQK3GyPUhFhIO9ozw7k8lJSW67bbbJIVSY5K39/pBVG/ZsmW2R0dr0QkhMEYEKCklYT179rSoIWfA/fffb17xySefLMkrYzv66KPNA/YTaYkQUNIH0bSoqMg+n3LX8vJy64LHmRRjzTqP2cHBwcHB4VBDSnvMWF6TJk2SFPKSkFojX4B+6erVq03IgNz0gQMHLJlPmQC5zCuvvFKvvPKKJE+Q48CBA/GWZSRdm5fv7dq1q1lyENf8GrB4iEgZ5uXlGYEMAgP3yJ8XpH/zli1bYvUJDUe9eMxcn1++DhJFNNERgNULqS9B1OkY4TMwLyt9aBXN5KN1HCJqQgSkBkjKGEtKSqxMihzr+PHjTfIQzWvGet9999nzgzRVUlJiJEe8SN5/++232+uYz0VFRUb+qoYslfTnCKFoz549FvnAqyRHu2XLFssf06N5+vTpdq3kqceNGycpJOQBMRPPEe5HHKjVGMPFbvzIzs62ZwUp8cknn4x4HV43UUfJIwJSEhdLix+9cSIMMZDQGNkD2OP79etnkRvW2WmnnWYeL39jTW3atMnKySid7dy5cyWhJsnjSrz99ts2P9DHfvvtt20OEImFkxAmIhOXx5zSdcwQnLZt22a/QzGIkBChmdLSUhUVFUny6pj37NkTQZaCbNW6dWtb9ITQ6rtWcvfu3UasgK05btw4axdGKIwawc8//9zCSJAtCIVL3qbI4sjIyFDHjh0leYspzkO53gBBBOMjEAhEsJL9OEiGZEKA6Urokw091hjQ+g1HIBBI5EBOCmhmsG3bNkstoZh31llnGWOVTRsyU58+fUxZiTXXr18/O8hYa88995yk0LwcNWqUpFDKRgod3vX9vDlMqWaQZIQ1Gs4wZ/2HF01ohg0bZvsQ65Za7aOOOsr+TXOF+kK0Axm0b9/ejMjwA3nnzp124PkPZMAY/UYlqUQ0xVu1aqVvvvmmliOIDQ5VjL7s7GxjiRN+//LLLyMY8TSZWb16tT1brplDWfKY3VQlNGrUyD4DB3HVqlVmuKLBjSpeInChbAcHBwcHhxRCSnvMfk9ZCnVzIemO9fbGG29ICtX6Yl1Td5iWlmbWK1Y7XU1OO+00Izr84x//qMthxETDhg3NO4RQU1FRYWUjEFC2bt0qKRTiZYyE+yTPGqbrD2GjlStXGpkB4kqqIbxcpEGDBhG1yn6EKw6lMiiJwlP2h2P9UQ0Q6xlNnTo1JjmnroHaV0VFRSXvVgqFBAlrk1og3HfccceZyhXjX7t2rXkVRHdIU2VkZFhJFL87GCDCxjz76quvzBMj/EwE5JprrrEIAC1nJ06cqNmzZ0vyiI2kprp162b1r/ysjVdVE+AB+tXoSAMS0o0Gv1JYeGc3yVPK4nOLi4t1ySWXVPqMb775xu5ZXYD9m6jov/71L6v7X7hwoaQQ8ZBoyJw5cyR5BLRAIGAETdZoUVGR6YUTpaSj1Lhx40wPmzr+oUOHWtQoGc/UecwODg4ODg4phJQmf4Vj5cqVJrqB5Y3H2bZtW6OrP//885JCnjPWGzqn6N3m5ubaZ5FrwLuMA0knf+HRd+7c2TxG8nBVeZCZmZkR/VUhT+3bt8+8MHInFNXHgXohf9mXRSH3+EtrwvPOSZq3dTpG7j2KRHiT6enpUa8frgNWOM+9SZMm1pg+zs5gfiRtjHh+XMNLL71kpEIiOHhTmZmZ5kWTv3zuuefs33jicCxat25tIiV4rcFg0NZHuBhQGJL+HCdMmCAp9EwosyFPSg68W7duRrSkzPK7774z7xCtZchjffr0sff6RYPiRK3G6I/MMK+q6qVcFQoKCiKimX6EP7NmzZoZ74e9KgbXJaExcu/hQJx44onGQYKUxjyrCYiGkMOudBE/rF+e9dixY438xbon0hkWLXDlUg4ODg4ODocaDimPeePGjZYLgP5PXjU9Pd3EDsjtFBYWmrWLxURuumvXrsZoToCNnXQLHSsrJyfHPF5KKaDkS56lGassQfIYn2PGjDGLfvLkyTW5HOkgeszkavC+qvKma/u1cbym1l/E9dM9acyYMVVef/h48/PzzUOpb43laMDjOnDggHmDzEc/3+H111+X5EUCunfvrieeeEKSl7eDR3HddddZpCsVxohnV1FRESFFSq5x9OjRxg2ZMmWKpFBJVbiePXvOaaedZrno8DxsHEjKGBs1amTXQ4lUZmamzUf2IfagjIwM8xjx/Pbv32/7LvswOWy/J4xo0mWXXaZhw4aFLrAOJDnpmzxr1ixJIS4AvyMKOnnyZCsxhdeC/nqPHj2sxPb++++XFKqYwWOGp9StWzdJoTJU7g9Rgf3796tDhw6SvOhsjCjPoa+VHfGmYNAmCTcB4sKCBQuMpEGZyqpVq2wisFhQZSkqKqpNeVS9bOiQSCBYjBw50nTAWUC33XablScwkagp3b9/vzX7oBSlBqjXQ4tF8umnn0Ys3vz8fAuVMh7qQWv79XG8ptZa2SxQaup5ruFApxgSFIdDKjfqAIRoIb6MHj3ayFJoTd933302bwlzE7Zv0KCBbXapcDBHA/sKevpXX321jYd67HPPPdc2cu4JZMxt27bZZ1DGWAPUaowvvviipNA6o1kIB3Q0slJVOvXV/R2DGuPr8ccftzaMkLKi1eqrlmOkBXDLli0jlMWCwWDMsezcudOMDl5TXl5u/w7/WVFRYUYNYfsdO3ZYigdDFJJZGFwo28HBwcHB4VDDwfKYHRwcHBwcHKLAecwODg4ODg4pBHcwOzg4ODg4pBDcwezg4ODg4JBCcAezg4ODg4NDCsEdzA4ODg4ODikEdzA7ODg4ODikENzB7ODg4ODgkEJwB7ODg4ODg0MKwR3MDg4ODg4OKQR3MDs4ODg4OKQQ3MHs4ODg4OCQQnAHs4ODg4ODQwrBHcwODg4ODg4pBHcwOzg4ODg4pBDcwezg4ODg4JBCcAezg4ODg4NDCsEdzA4ODg4ODikEdzA7ODg4ODikENzB7ODg4ODgkEJwB7ODg4ODg0MKwR3MDg4ODg4OKQR3MDs4ODg4OKQQ3MHs4ODg4OCQQnAHs4ODg4ODQwrBHcwODg4ODg4pBHcwOzg4ODg4pAzgBDoAAAAHSURBVBD+H3+H8weVc6XCAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 8/50\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 10/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 11/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 12/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 13/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 14/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 15/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 16/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 17/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 18/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 19/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 20/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 22/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 23/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 24/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 25/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 26/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 27/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 28/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 29/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 30/50\n" ] }, { "data": { "image/png": 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fiKWiRiZLliz6W2QKyISQ5czMGNMLshosYOQJMotkQEqXLq0OWikRFBSUmXK5///Vyna5XJpYKnypLJwyZYqoMB725cuXl0KbQgzWaHZSLeWUIM1DSpqHV4cOHSR04mESHh4u4QXFb1RzN2rUKGDj5BhOnz4tStdTUMKDiSIbiknq168vg4Qq++nTp+Ps2bMAbPEIN398fDy++uorALa4qkSJEjrcWWEpELhejq8nLfzGG28AgFo+AsCyZcsA2M/OuQ4kQkNDJZgk3du6dWts2rQJgC3w4gHXv39/HV4U+iQkJOhC5rqkaOrIkSM6pHk5NGzYUJ/j5XiDfOabAn83c95Hjx6tw5sXqKdwiRcoads//vhDOc6cozfeeEP7lXM6YcIEjYHGM/fo9u3bpdrmPvbGGPn8fJfcU55rkmGhOXPmSETLvGQaKCVLllQFr88++wyA1ZSEIURS1KzIV6ZMGYUiaMh06tRJoTeK+Whg+xPXu2jj4uK0tvlcLpdLzgBFqGxL6o9wqKGyDQwMDAwMHIRbymMGbM+X3YhYV/fpp5+Wh0XP8dy5c7IcST8xvWPRokWO9ZqZq80UL3pVM2fOlIVOD2LBggWidSmy4WeSkpJSUYD+GjNr50ZGRso7IP1VokQJeVZMJaGIpEKFCqIA2eJy3rx58j7oWTOF4/HHH5eojEKz2NhYecyBRMp3z/xOioeuB46b3ggFU4GEy+VSqIiecFhYmLwKslSsYvXhhx9q3jmfWbJkUWWtBQsWALBTwUJCQvT7Odcul0vr1ZueMpEyzPP555/jmWeeAWCnVRYpUkRhM9LVnTt3BmCdKWRpyNZt27ZNzBBDONyrXbp00dnEfPzPPvtM9fvTWxkuPeB74/umoLBIkSIKRfDvfvvtt2K4mL5IFqFXr16qCcA2kd26dRN78PTTTwOwx3/16lWF1sgKbdiwQd4q2TMyLP4ERXYUwnF9lipVKlUYyeVy6Z0xDZPrhHPoSxiP2cDAwMDAwEG45TxmxjYYx/j1118BWF2WaPVRbFKtWjX1bU5ZvSY2NlYxXCchLi5OqUYp020eeeQRjZeCkgkTJihOy9gHreXg4OCAsQL8u6VKlZLlzBjVK6+8ojni5zzTmuj5UvgTHh4uxoNN6lkBLUuWLPJamM5x4cIF9ZdlTM8J7Mi/ecoul0tWO2NzZBXOnDmjdR9IpGQA+vfvr7S0t956CwAk3Nu6davmm+MJCQmRqIieNlmBhIQE/cwX3nFaYEUnpleuXr0a3377LQA7tW/JkiWq4PbHH38AsCu6ffnllxJm0ouuWbOmmCsWsODabdmypTxHerLNmjWTcI5nkzfBTleci3PnzmmvcX/17t1bwsnXX38dgC2QKlmypKp2cRznz5/XM5PdIVuZmJiovUkGoEWLFhKHUazLLk7+Qnx8fKq0Qz77yZMnJWIkQkNDlYbpmWoGADNmzFAKna9gPGYDAwMDAwMH4ZZKlwJsi5ydh9hJauDAgSqwQYVd0aJFVZuVRTgYj50xY4aj0qVYcCF79uyKSVHpSK/v9ttvV0lOxmjq1KkjJek777wDAKo5HB4eLo+Ev/8mWIJMpaDQGxk8eLDmjM+8bNkyeUz0tOgdbt26VbE5ztlTTz0lC5v9bxmjO3nypL7Xtm1bAJbyk9Y6vTVvjvFmkXKdFS1aVF4X31e5cuUU8yLoOc6bN08x+Iz8+XR85qbGyGeOiYlRrWR6UGmdJ4ztXb58WUpgeiNEv379pI3IgJI+U2P0LMJBDQtT+2rUqKEUS8ZROZ4BAwYoJYj6gWzZsimDIGWt9IoVK2r/zZgxAwDQrl27VHH065TozNQYOS/nz5/X+UhPMCoqCp9//jkAu0AMWa4lS5aocxRVyXPmzFHxFBZBoqL++++/1zqmmj04OFh/k88RiPRFquUZI2ap47vuuks6Hn4vMjJSZYBTokOHDmIIMoD//9Kl3G63RD/cHLyMR4wYIXo7d+7cAKzc2Oeeew6AvUmYp5aUlOS3Oq3/Bi4IfnW73dqgvNC4iLNly6YNw8Pr4sWLEmfwQufm9zwkeUH7GjQAKLIDrq2iBFi5uxRWvPDCCwBswc/atWv1M+ZzjxkzRj+ncIWU2+TJk0WBksovXry4DhgngUbi8uXLRYESO3bsSJWGwfnMxKXsE3A9Xr58WZcQ02sYogBswRHDSX/++afSpXhB82AfNWqU2pWmVRXNl+BZkiNHDl1WDIuULVtWKZacH+bX16hRQ6lQHMeuXbv0/KSAWWHq6tWrmlPmOu/YsUNnki/BOeMlC9jhvRYtWsggoaHMtMxGjRopLER07dpV46YzwLSsdu3ayVihMMzzHApUSCkhISGVaIttgrNmzZrKYenbt68qCaZEJi7ldMNQ2QYGBgYGBg5C4F3GmwQ9P1phpD3z5MmjnzFVp0WLFqJAd+7cCcCuuHPu3DkJPAIJVn4iDh48KO+DMn2KFIoUKaICAF9//bV+5in2AmwhypgxY2Qh82dut9unVispqxYtWgCwaFjSyazs1Lp1a4mG6A2yyEKBAgUkdOJzjhw5UmkctMxJL4aEhKhxPenBli1bYsiQIQDsKnCBBL1Djj9XrlxiPgh6UrcSihUrJhaEnjIFYsHBwaI3WaWuZs2aEi0yNYodjlq3bi32y19IK0WGBYk4jgMHDiiljz9j7ehDhw4pFYzMwdatW1XPnmIuzypR/L38WrVqVYmS/N3xjvsrV65cStHkfmHFvGXLlmlsrPL1yiuvSMjI8AP3YIECBTB27Ng0/04gkZagkOfMypUrle7Hc/LfGLfk5GSf1943HrOBgYGBgYGDcEt5zElJSakKRzAOGxYWpsR29sE9ceKEhAj0NJlaEyDRWyqkFEOUKlVKKQ5Mz2ActkGDBorXdurUCYAlXJkyZQoAuxDFuHHjAFjWH2Nf9Np8bb3SkqS4Z+XKlfIGWZTg8uXLim+xvCP//+zZsxgwYAAAO87lcrnkKTMGSLHNggULUnmb5cuXD1gf6rTAEo4sVHHp0qVUFjc9SE+wt7FTER8fr1rMLLVIXcBtt92mOCTX3KlTp7QeGafz9K7uvPNO/zz4/8DnYrphXFycdCrcZ263W6wTY8xkqyZOnCgxKdm6devWqUY41/uIESP0GTI/np5zoLUuP/74o0SlZOv4/926dVOMmWKufPnySaz55ptvArAZk7i4OOzYsQOAHacPRGe3tMD55ldqINasWaO4OFG3bl2xqylT+/wxnlvqYo6NjZWwiwuc1FhERISoTFJIFStWlLpy2rRpAKymCoCV60plbyDBSfY8CPg9HuhEoUKF0KpVKwCQUGbu3LnKd6bYgmPdtGmTLnD+fl9fzPw7fJZmzZoph5GUYI8ePdSMg4udNF7WrFmVV8qDICIiQvNNAUeDBg0AWO+BtXxpDPTt21cqU14E/mwvlxIMtxBBQUGpqjzNmTNHBwBpNzb2cCqio6NFRZPaZO3rw4cPa674mQsXLuh7NKJ5yZ05c0aXgr+RlgFEg7lJkyaqUsaGFaTmK1asKIOXc/f+++8rLJPSGC5QoECal/ANlMo+xz///CO6mu+ie/fuAKz60gwx9OvXD4AlOCX9zvOUos/w8HBR3k65kAHrEmYogmuQZ0KzZs10NvGcadKkicIUnBcanf6Ac96cgYGBgYGBwa3nMffu3RuALeJiR5Zly5bJ6qE1t3PnTuU5M8eVHveGDRuUs+YE0Lo8ceJEqrxBWrGRkZGYP38+ADtXed++fUqXIh3M9Izt27dLeOIvapfjYPWfNm3aKBWBwpLLly/LU6YVWrRoUQAWXUhrnfRoyZIlRRnSi2SOc3BwsDqOkQ6+evWq1oITrHam7DEvPTk5OZV36Dk/rDf97rvv+ukJM4asWbOKtqTnxL1Xo0YNUaAMyZw8eVLjZsoRUbJkSaXekB71F/4tnWfVqlXy+FMyGJ06dVK+PnNeGzRooFRBhmTYgrRjx47KhebfSUpKCnjYpVKlSvJ4eV4wBXHx4sUSn3KsVapUUUc3/qx27dr6yvAimS8nICQkJBVbQTatevXqqUKbbdu21VyxkhtTdX0toAWMx2xgYGBgYOAo3FIe8+uvv64UDAbuWXN2165dEj/xM2XKlFG6FK1wxmgpsHIarly5oiIM9CJZ23bx4sWS9VN006pVK9WPpudMb5SFE4BrK4v5ErQ86cW++eabSl1iHDIqKkqsAD0o1uHt06ePxDO03kNDQ2WFs6YtLfqzZ8+KIWBhh9tvv10FHFj7OJBgfWBPPQHjcGmBhQ0858+JGD169HXrf+/cuVNzzLUAWJoIwK7cx7jf2bNn1Yfa3x5zWt4PPf+rV6+q8h6flWKxbNmyiQ1iOmZkZKS6UFFARcHiihUrUv2ts2fPBixtk3v16NGjOjvIUlE0+8cff0g4yxSqpKQksQCcKzIm48aN0/nlNDCOTnAu3G63tEpkJyluA2xPOeW/8yWMx2xgYGBgYOAg3FIec8WKFaXepWKZXkXz5s2VjkJlXeHChbF9+3YAVlwEsPs3X758WWk2/upmkx5s27ZNRUfYL5UK7EcffVRW+5NPPgnAKvPI79Hy7tGjBwDLwvcs5+kP8O+xyMuECROU2rRkyRIAVlcbehhUzdN6X7hwodgQ9tzu2LGjGA56H0whGzNmDFavXg3Ansd33nlHJUv5uwI5x3x26htCQ0NVnjMt0LNmiphT0aZNG8WFiVdeeQWAlVLDQhtUoCclJWnfMu7Mdbxv3z6xQSn7JPsLV69eTZUSs2PHDsVTWR+aGQWzZs1SaibXds6cOVW7napfalkmTpyYSoFdqFAhZRP4q2wuwWeYPn26SnEy7soudps3b9aZyYIczz33nDIhGFsn47V06VJlZDgNHAdZAc4n8O+dvRib5lniD9wSFzNplYSEBNGWmzZtAmC/5I4dO2oxkfpt0aKFKFB+rV69OgDownYKSI81aNBA6TWka8+dOwfAOqiZQkRBwsSJE5UnSUqbl9DBgweVC8xFRYGYr8HDqWbNmhKIMO3ku+++k3iNAje2yIuPjxdlRgqxUKFCClNs3LgRgH0BzJs3T5XO2IygUaNGOgCdYHxRsEfEx8cjMjISQOpmDoB9MTkhne/fwMPYExS4Xb16VZcbxXyHDx+WKI85yww1NG3aVFQ2aWR/t2X1vBhJe9apU0fnCueFgtKSJUsqV5eV7p555hk1leGlxQvB0xjjujx//ryqbvkbHM+MGTMkQOMFxVr0P//8s+hdvh+Xy6VwC/cow09dunTB7t27Adh1FZxQ+Quwm+ikzFkG7BripOHpMAD+vZAJQ2UbGBgYGBg4CLdE20em1Pz000+ijOj5kWY4deqUhCW0cAoVKqQkf46TlmGWLFlEt2aAQvJ6ezLPAiN8fhYOIcV3+fJleZhkDNxut4QKfCek0Lp165YZTzlDY6Rgi+GEpKQksRwsNOJyuZTuRnaAnsf58+dTtQYsXLiwqGtWiqL1O2PGjFQioxEjRqiIANOqrjPHfmn7SGEJxx8aGipBGEVqQGrPguEHCvcyCJ+NsUyZMqqDzu5ETBF65ZVXxAJ57jmGIliIhHvbs9sW546eaTrgs/2YI0cO/PzzzwDsDnD0Du+++26tc+65OXPm6L/J4NDjzp8/P2rVqgUA16TupJO699k8hoaGSjhJpovivK+//lpiWp4zI0eOFCtAgSop8D59+mgfeq7tdMIv+5HvmSxaYmIitmzZAsBmVI8dO6YzKeW/86x9ngGkiz4wHrOBgYGBgYGDcEt4zIsXLwZgWeEsi0fxENM1Vq1aJQubye6JiYkqQMI4J+PVixYtUpw5AyITn1l2CQkJ8jCYpsDY1OjRo/Hdd98BAD788EMAllfB/6bnyHht48aNFcvNADI0RsYH6SU0a9YM77//PgA71linTh00bNgQgG2hU8B19uxZPPDAAwDsOOTbb7+tohsU+zEFKyQkRKwAU8EqVqyoDkD8XiAasxP0fOldAmnXaue804OiN/L3339n5s/7bIzBwcHyouhBUfDVsmVLLF26FIA9Hs+a5izWQZHe4cOHtX4Z3/NMWbkBvD5G9uq9//77VViD5wQ9waZNm8o7ZA3/c+fOieFgKhE1ENmyZZM37YQzh/Pr1swkAAAgAElEQVSSJUsWdT4jK0DBWmRkpMZI5sdzHqn5IIMXEREhFiQDBUb8sh95FnimL/KZPdNJrxcbz+SdmS6P+ZYQf7HqU/369ZVvx3aB3Nj169dHuXLlANgv7rXXXhMNw5q8PNjbtWuHn3766ZrfEUhwk/zzzz945plnANj5r54tDtmEgwbJhg0blC/JTcXN/9Zbb6mhhb8UrryEaEwFBQWlajLxxx9/aE4pBuIcfPnllxIVsVpbjRo1ZKRQUEOa6fDhw6Lp+ZkTJ06gYMGCAOwKcVSRBgI0VjgHnpWDPDd5yrrpx44d8+dj3jSqVKkidXXKfOalS5emEraVKlVKlxz3KoU4x48flwqdh3xaIh1fIK1a1aNHj9b3WCua64yVwCZMmCCRFPdl1apVZTRSgU7ldrVq1SRMpcgoV65cqZor+AtsPTpq1ChR66wT4Ln2eGlxT3mGHbhvPR2kNm3aALArhTHM4RSkVT+fQkOuhUzS1ZmGobINDAwMDAwchFvCY6YYaOHChWovxu9R1HPHHXfgtttuA2DTo0OHDlWaFNOLaKnmy5dPHpkT4OlN0cvlGJmX3Lx5c1HytOiLFi0qy5ye8/Tp0wFYtKK/c0L59wYOHAgAGD9+vKhJii2qVq2qloD8PIVu4eHh8pgpSOnVq5fqRpPepiBu7969ouspxJkyZQr69OkDwPZWAwla4Z7eMT15T7AOPOtI07tyKvbu3SuvmF892xkS3KNHjhxJlRNKAWbu3LlFmbJaX2Jiol9aIqZVt5o1AYoWLaowCxkZskGbNm2Sp0gPc8mSJepKxPoCZOn++OMPeZ2c20CmEpGZ+OqrrxR6IpPx2muvAbBqAnBdUqhZq1Yt1RhgeIYVFd9++23R26zK6DSkJ3WydevWabJa/oLxmA0MDAwMDBwER3vM9KZiYmIAWF4VvQn+jCkohw8flqXN2PGjjz6qf0tLmOlG06ZNUzEEJyEpKUmJ+RQi0OM4fvy4vAoKTPLmzauqZkxLonCjTZs2fm/CTg+VIrWHH35YlifHs3HjRs0fn2/KlCkArLmmCIjeVI8ePeQBs/AD30O9evVk0bJ6UWJiIubMmQPArrYVSHD8nkI8FoqhpwLYFaUI1h92Gvi+y5QpI3aD65Gx/JMnTyrlZsWKFQAsHQhFX0ybImJjY/V7WShn4MCBiuv6o9hKcHCwYossYLNmzRoxcFxfjLEeOnRI6Xv0hIcNGyZPmYVl6FV/8803aQra6HX6q/gPwWd+7LHH5PHXqFEDgN217+uvvxYjx/S3e+65R0Jbanfq168PwGIOuEdTnmMA/H4epQWep1yrafVNmDp1aqrCLyk7ovkSxmM2MDAwMDBwEAJvvvwL6GlMnDgRgBU7ZSoNPY1Zs2YBsCwcxpPpHX///fcqSUkrjnHLnTt3+r02bXpw6NAhlcBjP1uyAhs2bJDHTwVrcnKyyugxFsb3NnXqVPWG9Rdo9bM+dpMmTVQ2lRqAN998UxY6Y41UZwP22KjqrFy5sqxu/owxzV9//VVKfaZ8tGnTRs/BHs1OAC3w33///RpPmaB+gjWJ05tuwnfoL2+E3Xb+/vvva1LAAJvJiouLU+16gv2404Jn3I9FHpKSkvxaltQzps216tkr+e233wZgF0dp3bq11hdLcp44cUJrj2mMLI6TmJioOC3PMcD/njLBPXjlyhWdGTxDuaeOHj2qDAo+59atW7VWmb7KmHyDBg3kPfN9BQcHO6YspyfIAHhi/PjxAOyYuSeoYvcHbok8ZlYCeuONN9CrVy8AQL9+/QDYqUTLly+X6IKXcc6cObWYSAvyMm7ZsiUqV65sPUwa6RI3gM/y7dxut1KCSBfxcHC5XFocvKh+//13HWTcTBx/uXLlMtO8witjTE5OFj3IC6Rz5846iElRk+IcPHiwUhco1HO73aq2xJzoLl26ALDScihUYaWl++67T+KjlDnOvhjjDX/B/9YXKfpnn30Ww4YNsx7AY81NmzYNgG2IkmojXegJT6HSDeD1MTJ9pkGDBpoP5vaSHi1UqJAuYhpR9evXl2iIxiZTj/bu3SujmWEQ1iNIB7w+Rq6bn3/+WfnIpN85nuzZs8sQoWFZuHBhDBo0CAAwe/ZsADbNmy9fPnTt2hWAnaMdFBSU3vPH62NkTYfjx49rr33wwQcAbAHtxx9/rPQvfm/Lli1KQ6Whwfr2f//9t8KHzGm/iXCSX/YjjQrS9i1bttR9wjsBsKl45uOz1e769esz8+dN5S8DAwMDA4NbDYHymA0MDAwMDAzSgPGYDQwMDAwMHARzMRsYGBgYGDgI5mI2MDAwMDBwEMzFbGBgYGBg4CCYi9nAwMDAwMBBMBezgYGBgYGBg2AuZgMDAwMDAwfBXMwGBgYGBgYOQqBqZXutqglL59WvX18l7VhP2eVy4amnngJg9zRmb9Trgf/2Bp/zaek4duyZMWMGALuc6K+//pqqK9GDDz6oPrEsk3fHHXcAsGpGZ6IPs1/K47GU4XvvvQcA2LdvH4YOHQoA6uvqWTOaPadff/11AFa/3EzAL2NMiejoaKxcuRKA3ZXp9OnTePnll2/8MA4oH8tnWLp0qbowsVQuyxZOnz5d/80yuIcOHVIHtJT10+fPn6+fcf4Bu1vZDUrLBmQeFy9erLKWLL85bdo0REZGAkB6S6amFwEZ46uvvqqSsKdOnQJg9YJPWVrUS/DpGFmylyVTWd+7Xr16OveJ+vXra+1xPbIMcJMmTXx9rt4atbI9wbrLfDGstfzZZ5+pbq0nWCubhzsnha0RASAhIQHATS0yny2ghIQE7NmzB4DdopKF4mfNmqW6vbyYrly5ogXGueRltXnz5sw0NvDLQVCrVi0A9kHtcrnQvHlzAHbbPLfbrXGwwQNrbR84cCAzBfL9ethx7VauXFkHOg3LsLAwGY9sR+qlphReGyPXF2taN2vWTA0OuA9Zt71ixYpo2rQpANtgTE5O1uXLQ5IX+7Bhw3SR8T2MGDEiPY8F+Hke2Tina9euqpvNPZgzZ04sW7YMgG10eKlJhV/HyJr8UVFR2Lp1KwD7nMyaNSsuXboEwGraAQDFixf3xp/12RiTk5NVz5tGMR2gyMhI1UFv0KABAGD79u1qoEKDpFSpUgCA3bt3a04zcPak6x84ursUwQOhRo0aavAQHh4OwPZwn3/+eSxevBiAfXg3bdpUHhYbPLAxxCeffIJOnToBsC9rWrqBRFBQEDZt2gTA7mLDjXHbbbepJyi9kISEBC0O9ijmxXb8+HE1QnAaeEnlyZMHgH14JSQkYN++fQDsMcbFxYnB4Pw9/PDD+j1O6PGaFniQcV2xm09YWJjWLxs2PPbYY/jss88AQA07OJ+ZaETiVfCA4oUbHR2tRhVsglCtWjUA1v7kHLOz26uvvorPP/8cgH2gsWnCuXPn9N/z5s0DcFONOnwKXkLch+zBvH79evWA5/jz5cunvtpPP/00ALupjNvtdsR4/g30/HnRDh06VF3COMaEhAR1vuNZ63ScO3dOHjDBzmCVK1fWeO6//34A1sXM9c4zqmTJkgCsc5n3kK/2pokxGxgYGBgYOAiOprJp4bBdXuHChWW1sQ8sLe8rV66Iim7fvj0Aq11erly5AADFihUDYPf4jY+Pl0XfqFEjAJb3wt9xA8vWp7QSqTJadJyjiIgItSzjuLJnz642a3feeScAOz5epkwZTJgwIaOP4dMx8t2zTSCZj+DgYM0B45YffvihKMPGjRsDsEMZw4cPv5n2gCnh9TEynHLp0iWtIVra9LwSEhJkhdepUweAtS737t0LAKhSpQoAex2//PLLst4zQBl6bYykN9lLeM2aNakoPe7Z2rVra17oaW7btk0tI0kLclz//POPwhr0OGvWrJleqtDrdD3DKJcuXZJmY9GiRQDsFqWrVq3SHHPcuXPnRv/+/QHYVCnH8OCDD4rK5/51QqtZwPaG2YaTLRHr1KmDDh06ALBb7b700ktqxct9yfksV65cRh8B8MEYec6cOXNG4Za5c+de85mHHnpI9DY94DNnzmhtc09z/YeHh2sNMIRxEzBtHw0MDAwMDG41ODM49z/Qu33kkUcAWCKS/PnzA7A9ZnocrVq1wgsvvAAAUgxu3LhRMUnG+/766y8AQIECBWRN/fjjjwAs9TNjB4FCUlKSvEJ6jlTuvvnmm4oBsaH32LFj5UUxnsxm9B9++KH/HjyDoJdPi3Xw4MFSaOfIkQOAZZXTep0zZw4AO/4eERHh1+e9EejJL1q0SOuX3seaNWsAWHG5v//+GwCksh82bBgKFCgAwBZX0bKvUKEC3njjDf03AMU2/Qmq/+kJr1mzBvXq1QNgN5OnLiApKUkxY8Yo27Rpg1atWgGwNR8Uf33xxReaY+7jTp06iTXxF8hacJ/RkwSsuCNgid4Aa67JYNGrnjlzpuaZmgLGpO+44w792507dwIAtmzZkhmFr1fw22+/aT649jjX8+fPV3YIz6USJUpg2rRpAOyx8Txevny5RFZOABmNzp07Y9euXQBsloLsyJo1a3TGLly4EADQsGFDecj0mMlEdunSRb8rAx5zumA8ZgMDAwMDAwfBsR6z2+2WN8S4TL58+fDpp58CsNNM1q1bBwA4f/68LE+qeo8fPy7PhClHjJeUKFHiGu8ZsJR7tBgZ5/M3kpOTsXnzZgC2Fc7UmkKFCskap8XWsmVLWau03keNGgXAjt86EWQm+O7pGdWqVUsW6qRJkwBYaUP8XO/evQFAKSk3ykv3N7g+BwwYkGZuJADs2bNH1nrPnj0B2PErwPY6Ga9zuVyKu5IxSE5O9runRa/43LlzACzvfcWKFQDseaQ3EhERIW+F8cigoCCxCPx3TzzxBACL8aKXSuV29erVtRb8MdbExETkzp0bgD3WihUrYvfu3QBs5oqpfREREfKoOdYpU6Zo3ZLdoAcZEREhdo6s1u7du8V++RtMDUpMTJQOgGuPY61UqRKeffZZAMCSJUv0b5nb/OWXXwKwdRTR0dHao0z7CwRS5vv36NFDa42gdskzq4P7y+VyibHkPHbs2BGApQ/g+2rYsKFPnt/RFzNTSbgISpYsiZYtWwIAFixYAMAWbl28eFH0JvMmixUrhooVKwKwC1mQejt//rwWHw+a/PnzS4wSqIs5KChI6VsUrFFsky1bNl1EHNeKFSv0OYrAuJEmT56Mhx56yH8PfxNgStCWLVsAAEePHgVgbQLmD3I8CQkJ2mikvJmC069fP0eMkRfrPffco+/xkGdu76pVqwBYc8wQC8dYqFAhpRqlpBPDwsL0+ymQ2rJli99T4cqXLw/AKjABWDnkvFRIAdOInDt3ri4fhpZKlCihMXnSwQDwyy+/SBzH8IaXi1fcENu3b5cBP2zYMADWOqOB1KJFCwDAc889B8CiublXmeoGQDQv0+QmT54MAPjqq68UkmB445FHHsGUKVN8NqZ/A2nod955R8YTQ4MM8yUkJGiuaKCsXbtWhjUNE55L0dHRqhmRgWI4XkPKv9mtWzeFSriXOMfTpk2Toc9UQM/Pcc2+/fbbAICyZcvip59+8uHTGyrbwMDAwMDAUXC0x0yhCC3us2fP4p133gFgl3CkZ5slSxYJaeiNrFmzRp4Vi27ce++9ACyLnlYV6bLY2FhvVenJMIKDg+VFUvTGFIYLFy6I3icVWLt2bXktX3zxBQDb6qWH40TQ6+K7Z9m7zp07y0JlKkbWrFk17yyLxxAF2QSngPSgZ1EUesL0mIsVK6ZKQ6TRzpw5g+XLlwOwPQ3+LC4uTqwO1yfTbfwJ/k2mBoWHhyvti1Qu02ayZs2qdUjvYvLkyXo/FPYxJMXUIsAWth06dMivdH22bNnEulE46XK58OKLL17zXPQu3377bZ0nZD62b9+O9evXA4DSpugdjx8/XlQxq/rlyZNH3qm/io9wz3E8SUlJqoRItoYFN4oVK4bVq1cDgKoO7tq1S2wAGQBW4qtQoUKqczWQRVXIxHXo0EH7iaJKigzz5s2r8rGci2bNmkm0yGJAZFjvuusuDBgwAIAdpmjbtq1Xn9t4zAYGBgYGBg6CYz3mM2fOKAbAghv9+/eXsICxtoEDBwKwmjrQel+7di0AK35FC5XxPsbAmjRpojgtY7IXL15UOUDGov0dH0lKSpK1Tk+Ywp8DBw6o6AjjcA888ABGjhwJwE6Op7XLmJ0TQWv6jz/+AAA1G9mwYYOs8W+//RaANUbGd2jRUguQVn30QIDxUK7HUaNGySueOnUqAFtYkyNHDs1NyrrggC0ooecVEhKiWB691YsXL2q9+2uN0oPguC5fvqw4Mj15Cg4PHz6sWtFkOxo3bozs2bMDgMrnUhBXqlQp1d0mU+bvUqu9evWSAO2rr74CYInAmEJD756pTvHx8Xp+xpE/+eQTrQWydRRsduzYUXub6xe4tpynP0AWgl9z5syp0ppcvzwvGzdurBRVFocpWLCgGA/qHLguV6xYgXfffReAdV4B1zah8Te43nbu3Km1yv3F8URHR6Nu3boAbFaoZcuWSndjeiDTxqZPn6655Z72Nhx7MRcsWFAqQG72AgUKiObjQuJhER8fL6qwdevWACwqmKIUir8oHho6dKguYaJs2bIqrh8oBAcHi8rlAcjDom/fvqJhqLzu3r37NfW/ASuXErCMENJoTkNKVf2rr74KwDqMaTyRij9y5IjGQTUk5zjQOaCART0zT56bt1mzZpo3Pivn6cMPP9RcsRlJrVq1RCNSWEO1fWhoqAR+PNCnTp2K1157DYD/Lua33noLgE3NR0ZGaj3ykOMB3b59e0yfPh2AvUc9m5F4imwA6xLjfuTXxx57zC8CIk9qlyp5vu+CBQvqgH7wwQcB2Id38eLFJUalcXzx4kX924kTJwKwjcmcOXNqHVPYOnToUAmPGIrzNfg8zCHv0qWLnovUPI2LbNmyybCiobVo0SIp07lvSRk3b95cxoqnEDJQoAGxbNkyGY+8rElRly5dWjnq48aNA2BnSwB2/Wyuk8TERDkUVGyTyvcWAn+qGRgYGBgYGAiOrZV98eJFUcyk+RITE2WhkK7t3r07AIteoBdJy/706dMSGZFCYp7a6dOn1VaO3ZzKly8vK5+02nUsdZ/WrWXHHlpt9C4nTpwogRDzZZ9//nkJg9iNiGKxdu3ayWLMAHw6RgopKGbzrLREWpvjyps3r8ZBkQq96enTpwe87aPb7ZanzPVYrlw5pZdwj5GqPHfunMZB0VNCQoLCFEy3oed18uRJpW5wrKdPn1bu8A3gtXlkKhG9o4MHD0qgx+cjg1G7dm2xCKTke/bsKcaK76RNmzYALCaLXhj3drly5dJLZ2dqjHzOcePGqXsbqcqkpCSlS/FZ6E3u2rVLz893kj9/fp1DFEs988wzACyqfMeOHdYD/28ehw0bJhHSDdLDvDaPrN9A5mPSpEnKL+f46cVXqFBB1DTHk5CQIFqY745n6DfffKPfRS+SrGU64PUzh8/SpUsXnTn0/NnTfvHixUq7JSPVs2dPsawcP1muqVOn4sknnwRgn8M3AVMr28DAwMDA4FaDY2PM4eHhEhbQEwwJCVEKBi10Cp5Gjx4t74PChfPnzysGRIuW6RwrVqyQZct414EDB+S5UT4fiOR4xnlo7dEzGjFihGKs9FQWLFig9CrG4pnysX//fonEnAbGeegJkx05fPiwBBX8THJystYAUy/occXHx/tMgJFeuFwuFRGhV3zgwAE9I71Ipsjs2bNHMSoyBseOHcM333wDwGYDKIKLjo5WnJpCot9//13rxNvxreuBsX+uy+DgYI2N+4Rxu6ioKFXAImbNmqXPs1IU2QHAnu++ffsCsJgyrg9f7kM+0yOPPKLnokc4duxYnTH8ylTNnDlzonPnzgCA999/H4CVGsZx09NmdayiRYvKE/Ws508Wj5WlfH3mkLWg8PD9999XtUS+b67jyMhIxZFZyGf//v1Kb+S65DoeN25cqo5xgQQZ1qCgINUDZyyf58aZM2euEeMB1rqkxoMaiXbt2gGwzl5fF6AyHrOBgYGBgYGD4FiP+Z9//hG3TzVcvnz5VCN6yJAhAOwk8cKFC0sZytJ57du3l0XL+BX/fbVq1eRhM4abJ08eWbSBVPvSUqPHRXXjtm3blGZDa3z//v1SiVLFTVaAcUwng5YqPZUnnnhCFj0RGhqqd0JPhvFXp4CxZc5Brly5xOpQr8AsA7fbLWudBTc2bdqkIhV79uwBYHuoXJ+AHfv8+eef9Q4y2QM3XfCsXc81GB0dLcUqwTEvXLhQ2QVksCIiIhRvPHHiBAC7MEdwcLDSvxj7PHXqlMboC1aE6mSeDZs2bVLBDK7L5s2bS7FLhoJq+EKFCkkHQW//hRdeUGof47U8vypVqiRmhaxD8+bNpWzv1KmT18eYFjhuljqeNGmSzlEW7uHZO3/+fKWVUp0+ffp0pRDR0+Y85s+fXzodnr3MNvAn2DeATOmGDRvEgpKJZayZansAqRggT5AxcbvdSmGlfsDbcOzFPG/ePNVM5mFXunRpibmYb8dFtnv3bi0WpqUsWLBA4gxuBB6gDRs2VKoK6e4VK1agUqVKPh1XesAxUQxCg+PgwYOS/FPg1q5dO9UGZ443KVFSY04GqU+OYdKkSTKsuDlq1aqlNcDDYePGjQB8l0d4Mzhz5owES1x78fHxapPHylcMmezatQulS5cGYFcMmj17tig2VlryPCQoJGMOZmxsrF8uZGLz5s0SJVJcePbsWV2cvISIAgUKiA7lgbZv3z7VuOee4xieffZZrWkKpCIiIuBLcSr3FUM/LVq0ULokhV5Zs2ZVLWtW8qJR0bBhw2uq0wFWEwtS00y9IbV98OBBGSs0pleuXKlUK38gLi4OTz/9NADb0IiNjZUgjMYR5/P8+fMaG9flM888o2YcFISR7v7tt9/0b2lQxsXF+b2iIvchz4nnnnsOP//8MwB7ffGrZyiI51FMTIxSOXkeUYT8+OOPp6q77e267obKNjAwMDAwcBAc6zHny5dP3hGpoM2bN6tuLT0IVs2JiooSNUHKbcqUKao3zd8xfvx4AFYhCLZXpFWemJgoizGQIC1UtGhRANBzAvY4PD0UUkVsE8nxJCQk+L1Dz82CaQf0LiMjI2W9s2NPlixZ5DHTw6J4ygkIDw+X90Gr3O12KyxCMQw9zqVLl6oIA5mcYsWKaU1TNMOvefLkkfiN1v3EiRNV+MEfAsWKFSsqnMB9BthpMnwusj1nzpzRc/FnbrdbNCf3KFmBfv36icImvX/q1CkxC74AvR6GDLJly5Yqje3QoUNqF8jqXqwsWLlyZbFSpPfHjBkjVo9CRYYmhg8frqIe3NuAncrJs82XuHTpUqpCGx988IFabZLdGD58OAArnY2CQ7KPO3bsQLdu3QDYLTopWFywYIEEtPxdly9f9rvHzL9NdqdAgQKpKp7xK1O+gGu95z59+gCwi1kxvDF79myFN3x1vhqP2cDAwMDAwEFwnMdMb+/7779Xdx56C1WqVJFQg5Y5E8OrVq0q0RAt4EmTJqnwA71JWj/z589PVd7z1KlTjhBMUSDDeJSnR8QUGk8L9IMPPgBgx8w6dOgAwP+1hm8GnL/o6GgAdvrX7t27U4lgYmNjJeZgTJNlR52A4OBglYNl79rly5dL9MQxch4bN26s2DgZnLZt22qd8yst+nPnzokpYR3p06dP63P8O75E1qxZVbudPYgvXLigVBI+K4U02bJlU4yO7E6rVq1Ud5prk+/B7XZrTXA8x44d86nHTO+IXuyxY8c0R4wdRkREqEQqY8yeZR4HDx4MwJ7bmJgYpWGSWaCOIDQ0VHNGdqBr167o168fAJsN86Xw9PLly3pWlk+dPHmyisdwH+7fvx+AJVhjPJyC23vuuUdpq1WrVgUAxa3j4+NVUIaal0B2l+JYV69eLeEkvekePXoAsEr+UoDneWayAAl/B+PWOXPm1LgJt9vtVebKcSc3Bzdq1KhUeZCdOnXSxia1STHXoEGDdBCwRu3TTz+tA52UAwUpcXFxUpTyQn/yySe1MAMJjpuHFhdU/vz5pQLluJctWyZxESltfnVCHekbgRcajaTatWtLvMb30Lx5cxkrbFXHw57CjEAiISFBtCDpa8+Ka1zTFDxt3rxZBhZDLfw9gH1AkwL3rN/OGstr166VUMUfCAkJURiBIpj8+fNrjfJA41pMSEgQzU2lM2CLnphDS8M5a9asePnllwFYNagBW5zka3C99enTR3W6eXg/++yzonKZOcCKgZ06dZIhwhz1hg0bqiUgW5TyEB85cqQoX4YtoqKidOZQLOXL8FPx4sX1XiliK1u2bCp6m9krzz33nAwx5l6HhIRobMwNpsEcFBQksRybEFHxHQhw74WFhUlMTANw7NixaX6OYFUvioT5maioqFRnq7fDSc4/uQ0MDAwMDP4PwXEeMz2n6tWryyqhFZM3b15VwWIdU1IoefPmFZVLK/zw4cOqIkRLmB5azpw5lV5FL2fGjBn6+/6gla4HUmtsjUeBybx580Q/sRVb9uzZJXCgp0HqaMyYMQGpXJYe8BkpAuJ4duzYgYcffviazz7xxBNKy2B7NnovTsCVK1fk7TBXctu2bfIOCaZUxcTEKDWKeaDR0dGq5UtQbBIUFHRNpTPASiHjWvAHkpOTJYIiXb9o0SLtK9L19EouXryo6lCLFi3S7yELwO957i/SqdzH/gL31/fff6/9Qg9w0qRJojDpRZL2DA4O1h5lrYEff/xRVDbfCUV6//nPf3TWcIxDhgwRC0bRpy/bP169elVrlYxGnz59rslDBuzc7q1bt2rdshXuvHnzNDYyl8ztPnLkCM6cOQPAqg0OWB5qIOlswPJoudboMaeVisd0xC+++EK9CjzFi4Cd4+1LGI/ZwMDAwMDAQXCsxzxnzhxZaBSD5M+fXwUKaNEyFtSyZeCFQqUAACAASURBVEvVL2WaSe7cuRWnZC1mVuVxuVxKMKfI7PLly/LIKGAIBBhPpWXHSjVJSUl6F/xMbGysvEcKNlIWe3AyyHzQS/7iiy9UaYiIjo6W90mvzdMLCzRy586tdUghYXBwsLwQFjlgfLxUqVJaj0RoaKhizLTsydp4xhyZstSvXz+/9ComgoKClC7D2NvFixelfyDo9Q4aNEhxdM5dfHy8vA8yC2SwEhMTtd7pTdK79jUoIA0ODk5V3/zo0aNKhWIKFQVpS5cuVf1ker3VqlWTZ03Pl0zIli1blCZ34MABAFbaH7uKMfXIl8iRI4fWJePKV65ckSaCBZYYV9+7d6+0EUzrKly4sOLIrKxFMdvEiRMVY6fH2aBBA3nigYRnBT3Afj7PutgU3AL2GqC3z1RaMpO+hPGYDQwMDAwMHATHeszvvfeePAXG1QYOHKgYMxWiTPYvUqSIPGXGdDZv3qwYEAsbUPL/zjvvyEqiRRsaGioPwJ/eSErQa6dilwU3SpYsKa+C1t6BAweU7M5OKt9++y0A39Vx9SbYlYdz9sgjj0jhStx9992KZTEGRIWop4UbKFy6dEmeIBXLVapUESNDDQC1EiwqAtiMj2eRA1rqXIM1a9ZUxgF/9umnn2LMmDEA/LdGU3ocv/zyi9gcxrvpSX3++efyNBiT3r17t94J67kzJt29e3etbf7M1+B74xkyb948MVJMr3z//fflUTM1irHTdu3aaf1RLd+3b1/tW843sz62bdsmFoBFg+bMmaMiO2SDHnjgAe8P9n+Ijo7WumJd7P79+6tuNsfPAiM1atSQN83nOnv2LJYuXQrA1nqQdVy5ciXat28PwH6HuXLl0toJZAon/zbPEO4pz0wcaj7Cw8PFWJEx4DnrjzLAjruYefAMGDBAdDIn/e2331bgnbQ1qym9++67upiYGxofH6/fR+qbG2jEiBG63JmLGRwcrM3HQyIQC4mLnbVpaZiEhYVJEMS0lODgYFHYPGgo778VwFQVXlb79u2T2IbiPM8KZjzkKPBzAnr37q01SpqwcOHCmg/OJwVCCxcu1LqiiMbz0iNlxpzXS5cu6XAkrepyuXQpeFbi8iX4zKzMVa5cOdHabNDBJg1btmzR51esWAHAynsmrc3DbsKECQCs/GcehP4WXtaoUQOA1dSBOfR89iNHjmhuWMubxv3Zs2dlULJK1IkTJzBr1iwA9pnDtKTy5ctrL/Ny7Ny5syhlrgVfg0YBw0iXL1+WgUgjhO1iExMTlWfNcRcqVEgNKjyrexGkw1n//rPPPnNETQWuJ94rKQ1gANfQ9vw+z1qmkvnlWf32lwwMDAwMDAxuiMCbMSlALyM2NlZeKy2c6OhoJcdT1EXaK2fOnBJU0FLt2bOnGrGzuTnpv8GDB0uoQsp33bp1EqwE0sLjOyhUqBAAOz2jd+/eqg1OIcrixYtlcdOy93e6SWZAmvOpp54CYNWaptVKJCYmyosmY8BUD3+1yvs3VKhQQaJEUoFffvmluhaxrjdpMpfLpaILnkI9vgt6WJzP06dPy1MmypQp4zdxFMF1SaapXLlyKgrCZyXjNHz4cHmA9Pw7dOig/cg66GQHGjVqJNbEX54yPSLPOt+sc82UnyxZsqgYCtOqyNYNGDBAn+NZ9dRTT2lueYZQINWjRw8xK6RDixYtqrSylCEcX6BgwYIKm/CsK1asmM5CescUsE2ePFlFUVhhsE+fPvodZAB4Rk+ePFnfY3Enf9fJvhE439xnDz/8sFhTFmfKkiWLxsECPwxT+QPGYzYwMDAwMHAQHOcx04p944035IUwBjRq1Chs2bIFgJ2WQqts+fLlivM89NBDACzLjlYuS+Ax3hUcHCyPlDh+/Lij+jHTK2ZJv4SEBFl5tOZGjBghb/Lxxx8HYMfkbwVQdEIPuHTp0tIIEHv27JG3xlQFJ41x8+bNij9RSOhyueRZMhWMsceGDRuKuSHj89dff2memYLDDj6JiYnq5UyvsmDBgtd0wgkErly5Is+K+5ZjdbvdemYyWFOmTJHQiYJGduMqVKiQ2BB/1P4G7Fg2dSput1ulbukVv/POOzpXGOenh1u3bl0xHkx5Gj9+vFgt1tbeuXMnACvVjZ+nIPDgwYMqK+uvcadcN6dPn5aGgwwAtQLjx49HkyZNANi1okeOHKmyx1zjPJe7desmYZhnWVongXuUZ0hCQoL2IVmLFStWiNXg3iYrkJLR8wUcdzHzAOYFCtj5cxERERIuMA+Ul1ejRo2UB0jaOjg4WA29U6p6t2zZohdMkdWVK1ek0KQCMRCHHylPblQqX3///XddTDygv/vuOymUmdtMYUZycrLj62XzkONFtWHDBuUx05iqWbOmDn4qff0pxLgRRo4cKUqdLf46duyoIvik/Uhx9unTR81SKMApWrSoqEKKbLgX/vnnHylIeWDeeeedqobGqkv+Ag3Hw4cPS9HKnF1S2h07dpRC2/PCoSFGepj16teuXXtNK0R/gGuK+y0sLExZH1QUT506VTnKnB+eLzVq1BBNTVFi/vz5RWFz3FzPpUuX1gXIv+12u/U32exizpw53h/sv2D9+vX44osvANjC2U8++QQA0LRpU2W0MI+9du3aylUm9ctzaerUqX577psF3zmdADp8WbJk0XlKw3Ho0KFa2zVr1gRg1z73x7nq7FPbwMDAwMDg/xgc5zETLpdLlnnjxo0BWBYrrVF6WOzuUqdOHVF/pFxq1qyplBJ64KTaLl++LO+DlNuQIUP0uUCKv5heQ6uMXlj16tU1XnpTvXr1EiXDtClSbxs2bPBppxpvgPQuqc06deoopY2Ij4/XHLHiF3PQnYA8efLIg2eoYfLkyUoroiDKs5sNBWGsBOVZFYosApE7d26FLuiFRkREyKvxN+gV09MEbEaKa3fhwoV6J2SdwsPDtW5ZY5t04dWrV9OsXexLcI+TJQsPD5eXxFoAffr0ESvHs2PgwIEArGenZ820sSJFikgkREqb7TJHjBihcbMW9aVLl/Rz0tv+xqpVqxQa5FeepbVr15anSAHi3LlzVbmNzA8FfgUKFAhon4F/A9ce9w2ZCjIigD3GrFmz6ozh+mCY86+//lKNf1/BWW/OwMDAwMDg/zgc7THTomVc8cyZM0pkZ7Ce1llSUpL+m6KDZs2aqX8z06wYq8uTJ4/EJkw7CQsLU+wrkGBslTEQSvn379+v/qf8Wd26dfU9eh/sgxofH+94j5miGYpH6tatKwuWVmmWLFkUd6PnSC/DCShYsKC6nDFFaMyYMRoH1zGrYwUFBUk3QM1Ezpw5JS6hJc8qdIMGDVKcj+u3c+fOYkb8DRaVoNcP2PE7MgYul0ueNdNt4uLi5CmylzTn0+VyyVv1l7Dvzz//BGAzbM2aNVPVLhZCiYuLU6yYIihqU2bMmKH/ZkrN4sWLJfbi+mUa3AsvvKB4JT1Mt9ut7k3+qCiVFuLi4vT8FHNRsJcnTx7FXTme4sWLK5bMfgYsSFKlShXHecopwTRGnv+eTM3HH38MAGjfvr32HFkBsntkFXwJZ79BAwMDAwOD/2Nw+Tuu8z/c1B+l5f3777/LU6QXQussKChIxQroYZcpU0ZxMBbd4NcyZcpgw4YNADLUxSY9xYkz9GLdbneqGq1kCVavXq3xly1bFoCl4EzZjYhe/6JFizJTR9lnY/QEPSamuC1btkyeE2OTx48fl/KY6lF2JcpkUQavjNGTrWEZwrvuukteBGNVLBm7d+9eeYxUM586dUqeJS15ep+hoaHysKiCPXr0qNbHDfQQPpvHvXv3XpPK54kcOXLoZ3xmz7KNKZEjR45ryo3eJDI0xpTPvHr1apVNpffq2YWOXjTZurVr10pxTS/f5XLp+XkOUT9RrFgxfY/n7scff6x5ZN3w6xTk8Nk8rlq16poOW4BdFMXtdis1ikxOhQoV5FFzrXbo0AGApYNhf4IMwC9nDrNY6PV73oE8c1KuDcBmDPbt25eq1/pNIF2L27FUtid48JQpU0Z0H2lBUkMvv/yyKKmZM2cCsFJRJk+eDMCmAFu3bg3AmgBfNiTPKDxFb6TQuLGbNWsmypSUW7Vq1ZROxjxmVtEKRAOOmwUpbB7enTp10qYgDR8REaF6tTzEKALzR7WkGyE4OFgiQ87LDz/8oBxdigy5jv/44w9d5Ex5iouLUzUsNijhYVepUiWtCRbST0xMVD4mL3l/o2jRomq4krK5TNmyZdUKkIbv888/r1riNMRYD52Glj/BQ5i5u3Xr1pWRy73jdrt1+ab8WZ06dXSR0eDPli1bqu9REJeWE9S7d29d/P5OFyMaNGiAl156CYA1R4Bdke38+fMSu3nWD6cRwVAM9y/DHE4GRZa8E3r06KHwAytKdurUSSFCjp81MfwRajFUtoGBgYGBgYMQKCrbwMDAwMDAIA0Yj9nAwMDAwMBBMBezgYGBgYGBg2AuZgMDAwMDAwfBXMwGBgYGBgYOgrmYDQwMDAwMHARzMRsYGBgYGDgI5mI2MDAwMDBwEMzFbGBgYGBg4CCYi9nAwMDAwMBBCFSt7JsqN8ZGB1myZFFD9k2bNgGw65127NhRbfZYo7h9+/ZqTs8avpGRkQCARo0aXa9YfHrg02LrQ4cOBQDVIZ42bRoA4OTJk6rXy9rELpdLbchmz54NAGojt27dOrRt21afu0l4fYys93zhwgW1mVu+fDkAqHlAgQIFVIfXs5B8ypaWbBdZqlQp1SbOALw+Ro7r0qVLGsfx48cBAIUKFQJgNUNgreytW7cCsNp4sjY42+zt3bsXgFUX3HO+Pb+mA14bI6sE8m8nJSVpPXq2bwSsusr8POvaZ82aVfWWWec7rdrKbHfJMacDPt2PHMevv/4KwK59fj2w6Q7B86hx48YZfQTAB2P0nE/W9eY+4xhiYmKQP39+AHaTnMTERM0j6/izlaLL5dLnPJursCELG0FcB35pYpEWOF62bS1SpEi69hhberI1bzqQro3r6O5SfLa1a9cCALp166aONRcuXABgH3qxsbHqzsOGB8WKFcOMGTMAAF26dAFgd4gZO3Ys7rrrLgB2N5eb6CPqswWUnJyMjRs3AgDatGkDABg+fDgAoHv37uouxcs3LbCpQa5cuZA9e3YAwNKlSwHYnXHSAZ+N8cSJEzKYDh8+DMC+mFu2bKkLjOP/7LPPZHzwAmBB+e+//z4jlxXhtTGyIxaNw5iYGBX4Z3MC9i9++OGHdfmwq8/MmTPV0IGdfV5++WUAwKeffqpOaGzKsnjx4vSuV69fzMSFCxdkRPBgYmOI+fPnq18030OHDh007/zarl07AFbP20w0cfDLgX7w4EEA9h663vvn5zgeGlyZbCrjM0O5a9eu6m/Oc5KdvurVq4cGDRoAAL766isAVkc09rxfuXIlAKh38fnz5/VvX3nlFQB2P+N0wCtjdLvd//quOe6FCxcCsAxhOmx33HEHAKvxyqhRowDYDoKXmsXc2t2lTp48qbZ5d999NwCrxRgP5vfeew8A8NhjjwGwOoCMHj0agN1Kr1ChQlpMvNCWLVsGAFiyZAnq1KkDADhw4AAAy+rLhPflFSQmJqpbFK3M7t276+dcHGy3Rq8MsA9FthmMi4uTRXvs2DEAVqebQHWdolXqdrs1Jj4zN//GjRvVNm7cuHEALHbkxRdfBAB1+nniiScAWGOk8RFIcBzspPTRRx+pUw+9wn79+gGw1jM7ofGibdiwobocscvUihUrAFgXILsxtWrVCoBlwPm7IT0PNM5LwYIF5QWyOw8RFxcnw+rQoUMAgC+//FJGM5muFi1aALAOcXpdb7zxhg9HkXGULl0agG2E8cIFgPvuuw+AZZDQOGNXKad1eeNFw250c+fO1frlOcGub82bN9fYRo4cCcDqBPbpp58CsC9ddsI7f/68fteff/4JwGIM/LlWb/S+2RZ39erVACwWjpdwiRIlAFjrmcY/HSMaL/6AiTEbGBgYGBg4CI6lso8fP45KlSoBsPthPvPMM/IcSPf9/fffAKxG64xlDR48GABQtWpVedT0Pmj17dq1Sz1E6YX8+OOPsvZuAJ9RZ6dPn5Z3T+vVE3w+T+/zesiVK5coYNKoNwGfjfHcuXPYv38/ADtmTCp71KhR6Nu3LwBg0KBBAKzYHL1JUqBVqlQBANx2222i1TIAn8Vfk5OT9czsocz42qhRo1ChQgUAwHPPPQfAovQZdyVVOmDAAABWb2Na7RmA18Y4ceJEAHbP3nz58qFbt24A7H1Iav7SpUtifhhGiY2NxeXLlwHYe/TixYsALA0I43UMU/Xq1Ss9jwX4icpm+IGMzl133YUPPvgAALBmzRoAwI4dO0RlU9fiJW/Ra2Mk89G0aVMAwPr167V+2cuda/bXX3+V1uW1114DAPTv319MHMMtnOvz58/r9zds2BCAda6mkzXwaYiQTCJj5gxhJiYmYsSIEQAg1nXLli1aj9zH//3vfwFATGsGka4XYTxmAwMDAwMDB8FxHjNV12+88YYs0+LFiwOwLFZ60VQg0wtZuHAhHn74YQB2/LVv376yZKk6pPXasGFD3HvvvQBsQVGBAgVkJRHXsfR8Ztn16NFDHsaRI0eu+zmK2Ci08AS96ly5csmzptWXTkYA8OEYr169qjjXnj17ANix1jx58iAmJgaAJRYCrFge4z20zMkqxMbGomzZshl5DMAHY6QidefOnXquPHnyALBENoDlMXONcu2VL19eMTl6ldwLMTExitd6Kl3TCa+M8a+//pJ327JlSwBWzJwe42233QbA9hy7desmjQSZrGXLlun5+TMyWJMnT5YXRoHnyZMnA+5peYKKXcYhJ02apFg52QRP5Tk/T6VzJuG1MXLv0Tv+7rvvdI7ymRlP/fbbbxVbZwbB6NGjtc7Xr18PAJg3bx4AS/uxe/duAMAjjzwCABgyZIgYrhvAZ0LFw4cPS01PRob7MiYmBs888wwAYPz48QCs9UlGgfoJChVz5swpHQg1SV7OkjAes4GBgYGBgZPgOFU2PaPdu3fj22+/BWCnS5UpU0bxAaZn0PJu27atYgiPPvooAODNN9+UZ0JPmzHnwoUL6/fTI//rr79S5Rp6Ki/9gUGDBsl7/DfQYvUE2QB609WqVVPuZQY8LZ8hLCxMz0N1MuOWEREReOuttwDYCuyRI0cqLadYsWIA7JzgADE+1wXngF4fYCl1AVvdeerUKTEF9evXB2CxQTlz5gRgp4mR0aldu3bAlb2//fab9g73xA8//CB2gzFmZjjcd999ePXVVwEATZo0AWDpOphWQ/0E30OZMmWkJeE7vFHai79B74jq+qCgII2Hz5k7d26dOVRn3yB31+8ga8asl6xZsyptkWwAUzbXrFkjxTX33jfffIP7778fgO1hksEsWLCgYrf0mKm29yeoH+L+unLlyjV1EYBr02Q5DqJUqVJS3xOMMYeGhkqzRK3MTTCR6YJzTuv/gRL+gQMH6mDi5u3atStWrVoFABLPkKIODQ0VXcsFd/bsWdEPpJM4YUePHhW9QgpxyJAhEkkxn83f6Nixow4+Ghq8xBITEyV04rg9wcuaB8Lq1atFZTvpgDt79iz69+8PwN68POBffvllUaa//fYbAMvo4mHNOeaFfOHChZspROE3uN1uzJw5E4AtKKGhsXTpUqVqUPR29epVHeCTJk0CYKf9PfXUU+jcuTMA+Dydj8KdlH/n2LFjStXjM1+5cgU9evQAYFPSr7/+OgBLpMefnTx5EoCVbsR8bNYQaN26NQBLBEiqn7RoYmKi3w3jfwONyH379gGwBJU0ECnYW7duHZYsWQLAnj+ngecEhZRutxu1atUCYKeT0uHp06ePwhR0GCIjI1UzYsyYMfoeYBmdvNBofHn70roRkpKSdL5QXPnuu+/qDtixYwcAaAwAZBQzjBQfH6+1xwucYae4uDg5iDyP4+LivJoSZqhsAwMDAwMDB8ExHjM9IHpLvXr1UtI3E8JbtWqFjz/+GIBdkrNnz54ALMuFlhqt2I0bNyoFhd4nrcSJEyeKPqU4Zfbs2SqH6e/iDRz/qlWrZKHymT1L/KX0lF0uVyo6l5ZeUFCQ/i0FDP5Mkr8e8ubNi88//xyAXcKSXsjKlSvx9NNPA7At265du6rACItbENu3b5dIwwng+w4ODlYRFAr0OMb169crBYXjX7VqlbwOeq0srNOgQQO/hSKu55Hny5cvFWuxf/9+PPvsswDsdcnCP6tXr1Yq3Pvvvw/A8tTIWJEOZjrf/v37VSmM+3369OlKx3ICuM94Lt1///3YtWsXANs7Dg0NVQlOnj1khZwCsmcUF9apU0dsBeejd+/eAKziIGQnuY4LFy6sQjHcqxR8Va5cWZQx59rf4aaYmBiV+iXrlpCQoOdIKfAtX768UuE8S5PSQ+Z4KILbs2ePPGZ+9XahI+MxGxgYGBgYOAiO8ZhpjZH3r1ixoqweehJHjhxR8wJ6E7T+atSooZgWPca1a9eqSMGbb74JwG5+MHToUJVPZHyzS5cuspi8VBc13eA4Lly4oOdJC/ScmKby4osvyqKjSIPpAPx/wI7JOwFXr16VSIjlKunRJyQkiLVgreF27dop5s+CBvRMWV/aKeD8JCcni4lhoQVqGsLDw/Hggw8CsBsbLF68WB4MC1Sw1vDgwYP9zuCkxNdff61YMT3bwYMHK4ZHgQ+96Y4dO2r/cj8WLlxYhUW4pxmjq1evnureMwWH3ptTwDmoVq0aAIvJYJoNBW5jxoxRylEman/7FBTTUs9z6NAhvPPOOwBsD5CpRT/88IOYD37m6NGj+jm9RDba2b59u86dOXPmALA0L74UwNGz5TorV66cznHqT8qWLaszh+c+01GPHDkidvKjjz4CADFBnuNgwZ/q1avjl19+AWCnXHXp0kWf8wYcl8dMGi8pKUlCL4q57rvvPjzwwAMA7ML4zGf95ZdfRJ0wkF+5cmWpRfmVmz4xMVGKSgpX4uLiNJEUClznQPRZ3qTb7RadmHJuoqKiRJMxj65Hjx661PnMXGSvvfaaKH++Jyqe0wGfjfHkyZMS0vCQp/jkp59+wjfffAPA3uyTJ0/Wop81axYA6GK7/fbbRRlmgEry2RgTExNlMPFAoPE5aNAgbeyaNWsCsNSjHNN3330HwD445s2bJyENlbH+6i7FNZg1a1blGVORSxoesClDPud9992nrAeGm5YvXy4Diwpv1tFOSkrS/mVI6tChQ7rcbjBev3YlouH02WefqUodDeXq1asrP5giTB7emYTXxsjca3Yvu/vuu2UYU0nPrnRFixbVhcTLqkGDBvo8jTWqsg8dOoR3330XgB02PHv2rE8rKqY8J0NCQiTAY22LY8eOyeig2JcGRMGCBZWjzf04c+ZMhaIo/uK5midPHjkGvGtKlCghJbsXxmiobAMDAwMDAyfBMVQ2QW8xODhYljkxYMAAUQ3MT6MYLCIiQvnLFCZcunRJ1cOYbkKRQ7169SRU8ZJFmynQAgsJCRFVRi+E74QCCwCi7T09Cf43a7nOnTtXlA7FVk5AcHCw6Hp6kfT2c+TIIfEeUzaqVKmCqKgoAHb9ZHoqU6ZMcRzlCVhMCz0/ChqHDBkCwKLGmArIfPxOnTqphR7nnz8bO3asxDj+BlNrsmfPLm+XOeXjx48XS8H0r/bt2wP4f+2dZ3yVZbb2r00aNQRR2rHAjCgCIhYEBQZkALFhwfGI4OA5jAUUsdAtcH46og7YxQZY4AyKjqJYEZARxWEsQRlIEEQ9OmAIYICEFJLs98Oe/3qe7B2OYZdk57z39SUadpLnfu621rWutVaIqkYkBcsTCATMk8F7Ya7nzZtnHgcCRT8bkgyArWN+WrRoYePF42rRooWJhFi/yXC++AErSUrRAw88YL0HYEEQs+Xn51v4b86cOZJCeczURGdtQ+mXlJQYO8fPJUK46M9x5ythFMmbKzBhwgQLm1GRj7WXlpYWUb9ixIgRxkpShwBR4pw5c0z0R3pVvNNrncfs4ODg4OCQREg6j/l/w5YtWywGvHTpUkke/z9t2jSLjyC6adGihcWnseKID7Vt2zapLFm/Z4BFC/CmEZVIVYuOYDHioZEO8Kc//cm8beLpvKO6xLPPPmvMBc/FPE2ePNmsdcaVlZVlfbWJjxH/uf/++yNSqJIB5eXltg6J8yPAO+200zRy5EhJsnjcli1b9MUXX0jyGB8s+tWrV5tHwlqoraINxO9KS0vtWRHbNG3a1IqmMB76g2/cuFHz58+X5HkVu3fvNhaIHr8wOW+99ZYVHyF15aqrrjKWiL9Tl/BrBKTQ3PHM4Mgjj7R5RMxWV8WKDoYlS5ZU+f9ly5ZZPBivmMIhl156qbEiVEgsLCy0WCxdqMDWrVv10ksvSQrNqRRaG2hI4gV/mijnBBUPKysrTbwL4/PBBx/YfgSwNnv37jUGjzHm5eWZ/oViONSBf/LJJ+2/EWhu27atCusZK5zH7ODg4ODgkESoVx7zokWLzDoisZ2uLrfccospqPEK77//flP2osRDNYrSMFmAhVdWVmbeEalBjLlr165mqWGdDRo0yMroYUFS0KGoqMjiKvyuuqw/TLx74MCBER2XSHsaNGiQzWP//v0lhXQEfJ54JWpLSiEmG1JSUixtDZU1KtDzzjvPxktssm3btpYmhqcBQ3LPPffUWWlKVNPl5eVVUkikqkUYUJnj4R577LHGbqBc7dy5s9UbJiZNGuONN95o8VrU30cffXSVlL+6BhkdKMXZp5JXDzs1NdW8TgrkhMcv6xrHHXecJC9V8aSTTrJSxKRGUTt6y5YtNsf0l77jjjssdYoxkoI0aNAgK0GLyr668sGJAEp/yYt9g9NOO83qgQN/ShXsBh3tJkyYYAwXjBdK9JUrV5riHmzatMn2O554LKhXFzN5npJX4P+5556TFMp/heaGXiktLbXUBb8oRQpRLtCnrjfvdwAAIABJREFUyYSUlBSrH0yaCWCBSJ6w4pprrrENhkiBSlg333xzRD52XVzKGAzkrHbo0MHoStIyOIBXr15tdCiU/Ntvv21UNpc2lbPatGljmzCZQhMpKSn27mlewWV0//3320EAJf3GG28YHcwhhxgsIyPDUq9qu+4whtCBAweM5iP1sEOHDnags64IFZ1wwgn23xiF6enpRkljWJFmU1hYaCI+BEhFRUVJUQedNBnWHu9h7ty5Nh+Ip1JTU21uyW1mPIQm6hoYW+eff76kUNMU0vBweDCONm3aZPuWi+rPf/6znVGsUcRWp5xyil3IGGbVtaaNB1hznC933HGHJK/Wuh/r1q0z0RdOGj9/5ZVXmqGBYdK4cWPbv+eee64kzzArLCy0n2VNVFZWxuVCBo7KdnBwcHBwSCLUK4+5T58+Zq3OmDFDkleEQZIJMbDKO3bsaJQDVhK04ubNmyPEA3WB8Ko1ZWVlJogKhz+RHrrzzTffNG8T6+3VV1+VFPLCoGYQ4lRWVtZ6Falwy/Yvf/mLefywG9BAH330kYYOHSrJK15QVFRkBUlIm8Jre+SRR4z5gB1JBlRUVFi6DBY8z9ynTx898sgjkrzUoPLycgtBQAWSzrdnzx4Tu+GF1RbweiVZ4RfmIDc317wKvCLo9169elkqI+GXefPm2RrAW4NOXLt2re1bvq5cudJaKNKOsC4QTovi2f/617+2scFypKammocNTZ9Mnd0kaeHChZI8kdLSpUvN26QYDqKptm3bmgiKbmnp6elVUsYkjzE4+eSTjdaH8brgggtqpQoae0rywiesr+LiYrsDOGv5eu2111qBGNZZIBCwc5U9x5k7ffp086z9QFwGgxkLnMfs4ODg4OCQRKgXHjPW2/Lly82yI96K1RMMBk3YRaxu//79Fuegsw8W0ZQpU6yGcV0iXNSTkpJiz4xn26VLF0mhMSKuQXQxevRos+T4PF5MYWGh9aPGG+vRo4cVB6ht4DlcccUV1tkLL5eyqI8//rh5VcSxjjvuONMXIPZCYHPllVdaOk4yIRAIWBlRf3qRFJpPrGpSMRo1amRMAXPFmv38889tDbAXaov1QMMheUV68Aj9z0OxCryW4cOHG1tDGdVnnnnG0hyJV1K3+ZNPPrHUR0RmBQUFts/r0mOmHjhjRSvQunXriNr6FRUVJsxkjOw3NCB1DUqlDhs2TFIoNksPcLxoWLvNmzebgJb1O2LECNMNIGJEA7Fr1y4bPwzm6aefntCUMc4V1pbkpej5z1c+x36EHWjfvr0VzaHndHp6usXZSY9jz6FTkrx03UaNGpm2wP/v0aJeXMy8yGAwaEF68iEJ6Hfv3l133323JI9ye/fdd7Vu3TpJHi0IvUalqbpGeGP6yspKGwdVkqgyI3kUIEKDnJwcGwv5hlxizZs3t8YJ5BHWZZUscgWbNGliTUigAjkkvvzyS1vYHBJbt261qlnMHxRnWVmZ0WrJAC6tlJQUO5ARCHHJvfzyy9ZAgJDMp59+avPGmmbdf/HFF3Yo1jYtCkXZuHFjCxtxGFVUVNgBCNVORbbOnTvbhcZ76Nq1q40DmpBKbiUlJVYpbMGCBZJCFwHhDESCtY2ffvrJDmQMeWr4Z2VlmYgRgd8f//hHu/jY26jtkwXQ7lTKOu200+wS4n0zrtmzZ5vDM2LECEkhxTK9ClirOTk5kkLzSqZMeOgj0cCAwMCVPGNqyJAhevPNN6t8nku7YcOGNkes7QYNGtgaZY1z5hIqlLz9PnLkSHuf8biYHZXt4ODg4OCQREi67lLVAevtiCOOMIubdKljjjnGvmKpYeHOnDnTqDJqbGMF9erVyzzSKLyQuHV6CRegBYNBGy8tMBGwBQIBs/KgsgcNGmSeFV4kvzMjI8MqioXXla0B4t6xx985DEsWL3rZsmWSpHbt2pkVimDt2Weftc9BV/G7ioqKzKKFDq/LMULjlZWVGb1HugkswT333GM5lYjfBgwYYN4HNeJZxxMmTNB7770nyRs/v7MGiGmMiFxmzJgRIeDZvn27MT1Ua/vDH/4gKbR2SS8h/FRQUGD17NmrMFpPPvmkdTuigtO+fftsbcOeHGRuE9Zd6p///KeeeOIJSR4FTIpYZWWlhST4un//fqvAR4jplltukeR5lVEiLmMMBoMmUrrgggskSQ8//LB5zNQV4L23aNHCmAxadm7bts06oZEC9uyzz0oKtf+kEh9r9T//8z9N5PgLiGmMnJfMj+SlUO7du9fOHOCvntitWzdJnhf95Zdf2r+HVww7/fTTq6SuAvY+e+IgcN2lHBwcHBwc6hvqRYwZoVAwGDQRzGeffSbJqzhUWVlpXiSdp9atW2e1TLHGSeeoYe/MhCPcAwgGgxbXw+OiCf23334bUWmpZcuWZtFRyACP2W8hkqpDulldgLSTsrIymw8EMXTEateuncVyqLSTmZlpTAk/h2UfDAYj+rHWJbCWN23aZDFl5pjKSe+++65mzpwpyUtBGTBggDWfJ2aOp/nEE0+YNR6PVIxDAfusQYMGtobwTNLT0yM6D5GOOHjwYPOiYHI+//xzYzrwuNBMlJSUmNeCx9OmTRsTwNXQ44o7Nm3aZOI1CnP49yx7j71aXl5ugihqi1NMpS5SFcMRCAQsjkqRngULFlitbMYBezNx4kQrdNSuXTtJIVaAMwoPE2Zu69at9vmbb75ZkideTTSq2xukrI0bN87mDfYN9rRNmzZ2d5D+lZqaau+Jc5Szt0uXLibC9QtP0YjEoyiO85gdHBwcHBySCPXCY0bVV1RUZDFjVLyUaty/f795yldddZWkkOWNF4KHTAqO5HVjwjJKBvgtWlIWLr74YkkhrwWrkFSUUaNGmdVK3JFx5efnWzoHnnJdWu3EDnfv3m0eEEU4KFCxa9cuU+riaWzevNmUkHgjpF8UFRXZWqA8YF0WdMC6XrJkiXmYqOaJ1bVt29ZisZQyPPzwwy0mx7gpnHLaaafpzjvvlBSKT0teb+dEA4/4zTfftK5XFB158MEHTeELg8EanDx5sjEfZAbMmjXLehXjhZIGdd5555kXxjts0aKFqbFhSmob3bp1s+dCXY82ZdKkSaYRYFxt2rSxjBFircSad+3aZe+rLgH7gmp69+7dxlbAUrEvf/rpJ/ME2ZdFRUWmH+Df+F0jR4608wXGiJ9LNPCE/eBMeOedd6yfMp4y5+ZPP/1kZwaZLXv27LEYM2cubM8HH3xg3/N7zL1795bkpTnGgnoh/iJn7vXXXzeqAVqJBvLLli2zCwmRxcSJE+1i5pLjsFi1apVt9l8I1leHhIlNJI+KZqxQwP65QiBWVlZmqVDk0fG5F154wdJYoriM4z5GDrjmzZvbM9KAg83y8ssv26XF4j/++ONtE3HZcQHs2rXLGiOQgsQhWQPEfYykTOzfv98aVLz77ruSvEPi/PPPN9EMz3rJJZfYHHGRQSP//PPPdoFR03jz5s01bWwR0xgJo/zwww92oGPkzZkzx1KiwoVN+/btsznlInv++edtPXJBITr63e9+Z6l8VIEbOXKktRfk7yRijNUB42DHjh0mWCMvl7BKcXGxvRPQr18/qy+OIA6Dq2nTpnYBRoG4jZFnxvD73e9+ZxcT7R4ZY15enhmWkydPlhS6eMjRp9Y54sT+/fub8ew/m2uImMbor0LHpUpNgHnz5hldzb4hte/RRx81Z442pH7QTIc0uYYNG9o8+kVg/F7uoYPAib8cHBwcHBzqG+qFx4wFOmDAALOKqKpDjdPFixdbeg341a9+ZXV3zzzzTEkenThjxgyzkpLBm6wOWGCkAW3cuNGasGO9p6enG8UWnnrVokULE4QlEytQUFBgYhE8Jzzno48+2lgNLM927doZQ4DHTOpOcXGx/TfzeAgtEhPmafXo0cPCLtBdUGF+yg2hSPPmzU0QhRAO7/LYY4814Q0pO6QL1gBRjZG1hHjy/vvvN4/26aeflhSaKzwr5hNvrGXLlubd4wE3aNAgotsZ72vDhg3GYDHu1NRUvfTSS5K81J7aSpfyp75Q1IgwQnXdklh7wWDQ9hqe1jXXXCMpFH6LIYwU9zHCVsyaNUunnHKKJGn8+PGSvBaK3377rTE/FO4YPny4desjhAErtGXLFqtmt3LlSkkePVwDxDTG8PrYksdgffbZZ1a7uzqQtocgrri42Oh6CqyQcjt9+nRjcWG1JK+bFr/jIHAes4ODg4ODQ31DvfCYsc5eeeUVS9UgZkxc8fTTTzchAukW33//vVmolBPEMlqwYIGlc0Qh/kqox4y1TowZCzAYDNrYsA5zcnIs3oqFToGO1NRUE3FEIeGP+xjx3l955RWrTYt3Szxq7ty55lEicOrTp4/FdMI7iJWUlFgcFK+yLjxmvzBEkm644QarLT1x4kRJsjF89dVXVh5wwoQJkkJxWz5PPXDi0I0aNTKGiHS/jIyMmqZOxeQxH3fccZJCgi/ETAjRNm/ebOwGaxaPNiUlxZgC1mpBQYF5zOGe47p162y87PFAIGCeGIxXPMdYE5A+JCkifWb9+vXGYKGL8H+eM8dfBvcQ1mY44j5GukZ99913tufQ7pDiNnjwYHtmUttuuOEG27+sVdZEs2bN7Dx66qmnJFUtkfkLiGmMzI8/xotHu2rVKhMvIrgkZt63b18tX75ckrdHv/32W/t9rEHq+ufl5dk5zDm0fft2OwN+gRWpkcdcL1TZbPoRI0ZYbWVeEkKZNWvW2EtFDZibm2tUGDQEdMaUKVPqPKfwYID6Q1CB2jwtLc0OSgRhJ554otUBB9DD+fn5drknA6jCM3ToUHv3UE3k7q5cudJoWvJ+v/vuO5tb6CWot6ysLKvvywUQjzzCaNG6dWtJoedkrWIcIZq69dZbrUY2Cuxzzz3XxDgcZI899pikkIqbsUHzzps3L6E5zVywvMtdu3ZZLWIao/jrzSO28YNnBsx/dejevbvliXKhd+nSxepT/4KgJmGYNm2aNcXhXSDqOvHEEyMUyOecc47tP7JJMDhefvnlOm3GEY5p06ZJCoURCBXccMMNkry6002aNDFRKWHA8vJyC9Mg7OKdVFRU2MXHHq2tTBC/UcTaxHCaMmWK3SPsL/Znjx49TDmP4b9z505rj4lhgtFSXl5uKnRCbJIXLoyHs5ucN5ODg4ODg8P/p6gXVDae44033mgUAlYpNXepNiN5lvrJJ59sFYkQ1pDC8dxzz5k4JVnFX1C0UCSnnnqqWXSkKfTr1888DagX/5zGML9xrwcOXZaSkmLtAaF+sUAvuugim29qDPfs2dNoXtgBqN3BgwebOCOKri5xGyNeHpTYmWeead4EYiHo2Ndff908E7yqyZMnWz42givyPzt27GgeDXn7jRo1MtHfLyCmMbLO/KlLzM//5gFHA94hIYk5c+ZYGIA5PsheTdh+HDVqlHm5eFA8S0pKinlhzB0MneStUeqiFxUVJZX4C9bt/PPPt3OFswaP86ijjooQajZt2tTYA0IyhB+2bNli6wMRVA3XqRTjGEnZ69y5c0Tq0lFHHWVpb5w9rF+/GBNGbtGiRXZ3+FkjKcRuERIlzNijRw8TsPo99yjH6DxmBwcHBweHZEJSx5jxBIlVbN++3SwhUmQQPPXv39+afRPnq6ysNHEN1YroDTtjxgwTJyRbrBmrlfHz/+vXr7d4qj/9CQEGICa9evXqiBSqugANyYlDZmZm2nNRiQ1rtHPnzvZviC5Gjhxpli81aql89txzz1nMky5cxLtqEzwXc5Genm4iIdYvQpG33nrL3gVe4nnnnRchuOLrhg0bTFzD+3r++ecTWvccnQMMRXp6uu05WKd4A6aLeO2SJUssFl/bYC7mz59vrAF7iP1YXl5u4rfXX39dUlUhKeIvuooVFhZGpIvVJajEd8YZZ2j16tWSQnoGyfM0DzvsMDs7SXuaOnWqpY4hAiOWGwwGNW/ePEle2l9twb9Wws+7HTt2WB131jGecEFBgaXkTpkyRVJo3L/97W8lSQMHDpTkiVFnz55tPcPpwz1y5MiI7muxILluJAcHBwcHh//PkbQec3l5ucUmiGM0atTI4o4UOSBOMn78eItpYHlv377d1HbUMaVjT+fOnS3BPorYZEKBtYeXRCpRQUGB1c2maEF2drYxBKh/sX4zMzPr1FMGxAyJk86dO9fip3TgwZO48sorrYiIv4wqMWhqJ6M2v/baa+1dUIilLkBZVLzidevWmRdBjBKW49prr7XYFL1+U1NTzetG+4DXcuKJJ1rKDV2p8GwSBRTfdE8qKSkxdXGi1xTe5+LFiy2uSyGL2mK3YDLGjx9v+xAPmHnq1KmTMT2wCHv27DFPiw5wnFHh/YDrGjyXfz5hnWAFNmzYYOcpsfU//OEPEQwW7F5mZqat99pmItERLV682Dx50Lt3b4sf86zEifv27WuFqkh7a9WqlWWKkP61fv16SaGsBH4X2T4jRoyw8y0eqBfiL3LRduzYYWILWoohSMnPz9enn34qyaOTrrjiClskiBnOPfdcSSEag4XDiz+EA6dWxF9sDvKS9+7dawIMf3oKGx6RCXR/YWGhCVCiQNzHiHAvJyfHFj2CDQ62HTt2WIMDKKTS0lILWbCZSKVq27atXVIcpodAZcd9jAg/SktLbc1xiPFvRUVFVuie3PsLL7zQ1iMHBz9fUVFh32Pe/alKv4CYxvib3/xGUqhWNi30SB9KFBAitW3b1t7ToEGDJNVe5S/w5ptvGhWNwAljMi8vzy7tq6++WlLoPWGQ0e6QlK+pU6dGU4EPJGyM2dnZRslikCGQmjx5su0nak1v27bNxLacnYQIZ82aZe8JgeMhIKYxknt91113WW11wkHLli2zOuAIKHn2hQsXmjCMMMrrr79ujXMYKw1d2rdvb2OkLviwYcNsvsn3jmGMjsp2cHBwcHBIJtSVx+zg4ODg4OBQDZzH7ODg4ODgkERwF7ODg4ODg0MSwV3MDg4ODg4OSQR3MTs4ODg4OCQR3MXs4ODg4OCQRHAXs4ODg4ODQxLBXcwODg4ODg5JBHcxOzg4ODg4JBHcxezg4ODg4JBEqKsmFjGXG9u8ebMk6YMPPpAUKihP3WwK72dlZVlRdorg0+igS5cuSVm3NhgMWs3nPn36SJJWrFghKdQEgWYP1AwOBAL2+WXLlkny2p/NnDnTaoNHUVC+VuqBA2pBDx061OrcUnO4Z8+e1miEBg/UjA4EArE0VUjoGPft2yfJazwxffp0SaEGLbTQo855SkqK1SKmuQB1mN95551DqY0djoSNkbr1kjR48GBJ0jnnnCNJGjt2bJV67lKohjtNH4YNGybJawnat29fq5EexXzGbYy8+5q0Z6SWvf+//XNb7UP8q9LiqFGjJHmNWmqAWt2P4IwzzrBa4TQTOuaYYzRixAhJ0ujRo+P552p1jOy9c845x3oQ/PDDD5JC7VWpkU398Dg1b6nRL6kXTSz8oE8s3YUmT54sSXrggQes+wl9aisrK6scHnxPCh0IxxxzjCRFc0HHfQFxMV166aV2IfG9pUuXSgoVUR8yZIgkrytRixYt7PP0P6Vn86hRo/Rf//VfkrwmESyyGiDuY+TdBwIBffTRR5K8S+vzzz+XFGpiAehqU1hYaMXoKTZ/9913hx4gGIy4AA4BCTsI8vLy7DKl0w2NApo3b26NN2jQ0rhxYyuCP27cOElet7AFCxbYeo8CcR8jc9S/f3/r0LZ//35J3jorKCiweWEPNmrUyJrK0JwCtG7dWh06dJAk669NJ7kaIKEHOusWw/ff//3fJYUuceaRZiQlJSW2D5nHK664Ito/7cchjTHaPuyLFy+WJD355JOSPMdHqtpxjHmk0cOpp556SH/nIKjVi/kvf/mLpNCZS+Mf7oKUlBRb53yPz8SI/5sXM5cODem5vAYOHGidQbDeN2zYYD/HS+Xz7du3t8vgELoRgbgtIDoO0WWpb9++9oy0S6RF4Msvv2yN699//31JIYOEbjcFBQWSvC5LRx55pP7xj39U+TtZWVk1eSwpgQf6TTfdpJdfflmSd2hzgLRs2VI7d+6U5LVSzM3NtYb0vAs61xQUFOiEE06Q5LVsS4YuYeXl5eYdMsb58+dLCjVjpzE7hsbWrVv17rvvVvkddEnr0aOHGZFRIG5j7N69uyRvHvPy8uzSoh0p67KoqChizwUCAevowzzy86mpqeaR4U0PGzZMzz//fE0eLW5j5DyEddu8ebOaNWsmSdapDe84PT3dOr9xaf/+9783b/ihhx6SJGtf++WXX5qxwsV2CEjYWi0qKtK//du/SfIcHxi2Ro0a2VzxvcrKSvXt21eSx2Ax5rS0NOumVZfMh334X/O5detW61Z3++23S/IcngULFhhD0rVrV0mhueMcxdGjpet7772noUOHhh44MWN0MWYHBwcHB4dkQr3zmPE+fvWrX0nyYgL+WCP0EtS2VNXak0IUMP+OZ1IXnhbeBP1mzz//fE2aNKnK8/B8xcXFZn1DkzZs2NAoJuLpWLhSyEqXPOoXqqoGiNsYiVERQy0rK7OxMR9Q9MuXL7cx+ns204ScXqpY6tu2bbN3wc9t3ry5pixIwuj6Bg0aWIyZOD+eZvfu3bV27Vr7nCT96U9/0n333SfJi9PS43fTpk367W9/G3qYQ6co4zLGnJwc8xjo0XzRRRcZ3czzVHeehFPaB/se1CIec5MmTcyTC6e+wxC3ecRLIqxw2GGH2VmzZMkSSd4cZ2Zm2hw//vjjkqTrrrvO5g/vc/369ZJCe/Hhhx+WJGO+aquvth8LFy6U5FHtBQUFEecj+zGcxZFCc0ccnZg8nubXX39ta4E53rdvX03Xa1zGGAwGbb0sX75ckrR69WqdeOKJkqRPP/1Ukuc533nnnXZGcQ7v2LHDGJ+tW7dKkrEjf/vb30yr9N1330ny9mwN4DxmBwcHBweH+oa6UmVHDTxMvoIOHTqYZVOdAhlrCQ/yb3/7m3lYcVLbRQXiqVhet912W4T3Qbxr+vTpmjdvniTPsk9LS7P/JvZFLPC7777TTTfdJEm65pprJIUs4igU2lHj6quvtrGVlpZKCr1vLHOACGzNmjVmafOZDz/80GLkvK9vv/1WUmgdELeEMWjfvr2JcWJQ3kcF3m1FRYX9bbQMzOMLL7xgFjcswuLFi20e8VKImRPPk+purc6cOdMEaAj3PvzwQ9tDzA/o3r277TXWZevWrW2O+DzvKxgM6tJLL5XkeVpFRUXmRdcGysvLNX78eEnS1KlTJYU8QPQQrMfhw4dLCs0rXjTfu+666/TSSy9J8gSq7OMBAwZo7ty5kqTvv/9ekkzUWFsoKioylgNNiqSI/UhcPTU11eYP7/6+++7TK6+8IskbR6tWrSRJ//jHP4zhg7k7/vjjzYOtjfW7e/duuwv46n/P6AHQsKSkpKh3796SpNdee01S6Kxl3mAkWeuPPfaYaZ3WrFkjKcQYEIuOB5zH7ODg4ODgkESodx4zaRlYcVhnfuTn50d8D8vujDPOkBTKyTuEdIyEgfw5FJ9HHXWUqcpnzZolycuHXb9+vX788UdJnlfx/PPPW3oJ8Tq8sIyMDFNho/6tqKioVY95wYIFNlf/WxwSr/Dkk082r4pY0FlnnWXxHuJ2xHv8edyMKysrS+vWrZMUtzSOQ0ZKSorF4S688EJJnjWel5dnVjvzeMstt1hcjzSpjRs3SpLatGlTew8eBt73woULdccdd0iSxUmPP/54mwfWHMjJyYmIh7dt29bWAsyH31Nr3bq1JM/TzM3N1cknnywp0iNPBL744gvLpeZrRkaGvQPGged44MABDRgwQJK39saOHau8vDxJ3tzy7Hl5eTa3xK1rGx06dNDhhx8uqfpzEsASoNfxf/7222+3McFckjYXCARsTTD+bdu2meIerUgi0a9fP73zzjuSvLOzX79+NlcwPmTCXHrppbr33nsleeryZcuWGdPFM6PTefvtt/XWW29JkjGSK1euNN1LPFiBencxf/zxx5I8KpfLaP/+/UYhQQU+++yzRnMih8/OzpYUWix1fTGXl5frqaeekiRLZn/nnXeM5uRgg5oeO3as5b2y0AsKCnT99ddL8nIP2TStWrWyoiu8t169ehklUxtIT0+3uWIO9u3bZ89AgYlu3bpJCok02NBQwQ0aNKgiDpO8dKnbb7/dPsehX1xcHEveb9ywevVqSd5Fg5itR48edrgznmbNmhltS2ERLvbapuP9QLAWDAYtDxtqr6SkxC5kDiMMqClTpuj111+X5OU2T5kyxUIWH374YcTf4kLjayAQsP3NRc6lkgg0atTIcucXLFggKWRUhQvQSGMMBAIRIrb169dbXYFwY6KsrMwu/NzcXEmhgkeJoHf9IkQ/SktL7ULibMTZkWQXGulv27dvN+OeMe7bt8+MRdJWKeB07bXX2nonnJSZmWlGdiIvZkJFu3fvtksYkeW2bdtMQImwj4I/Y8aMsbuA9XnLLbeYoIvfO2XKFEmhFFXEe5xfGJDxgqOyHRwcHBwckgj1Ll0KIKIg+O6nTAnC//jjj5bID5WNpffll18ajRwF4iLrr6ysNMk+1nh6erpZ61ihpDilp6ebNY68v2HDhho5cqQkLwWD1IVJkyZZUj20+NChQ9WvX78aPH58xjhmzBjz5P3AC+FZ33vvPUkhGhorHOr3qquuMg+LSkRYqqNHj44Qi0me2APv4CColUpDPAPlC7Oysqy4AcVR2rVrZxY53gpMQ4wec0xjRDRJoRrJ84rLy8st5XDRokWSVCV9CsoQtuPAgQM6/vjjJXkiTJCWlmbjhAqVPNqYalsHKTgSl3lctGiRVemi5ORLL70UIX7i+SZOnGiULyzC1VdfrVtvvVWS95785Tpnz54tSTrvvPMkyd5HDRDVGBFc8ux///vf1bNnT0lVU9bYjxTygQlp0qSJnaEUMiJ0JoVTC6v6AAAdt0lEQVREtJIncBw9erSxGoSkKisrzevGi47nGGEmeM8TJ040wSklT8vKyoylg95G4Pf444+bmAt256uvvjJ2csyYMZK8O6R379627vk7S5cuNbEm7zKGMTqP2cHBwcHBIZlQ7zxmvCKC9XfddZekkEWEBUgC/ccff2wxHYQLWG5TpkyxOttRIG6eFhbkypUrJYVSDM4880xJsrKNt912m6SQB0WxCkRg27dvN3EKvwtBnD8+hOgkMzPTYku/gJjGSCz/lFNOse/xXGVlZWbBE7+h5OS2bdvMAuZns7OzLX0DAQZMQ2lpaZU0LIDV6helxHuMNQVjJO7Vt29fi9cx7k2bNll6CYwJz46oJEpENUaej3jh/v37I1JqJM+b+OSTTyR5nnVGRoYJLYkP5+Tk2NyG/64mTZpY4RLinJIXIyWVCh1JGOIyj8uXLzeWimc+++yzLVbur6MsheLuvCd0IVOnTq0iepK8VKK0tDTTEfA9vNcaIKYxwphNnDjRvucvKoL+g4IhxFfff/99GyN6lc8//9zOEERssEJt2rSxok9+oK+A8TuIADWmMY4dO1aS9MYbb5gHT/x879695j3/x3/8hyRPr5Cbm2tnLWzHkCFDjOFCmPv73/9eUkjDRKoZBY8uuOACE8p17Njxf3v+GnnM9U78xcRCPXDgZmZm2gGNAvnyyy+3AwAlKXmKCKbqGqtWrZLkVTuqrKw06ho6ltqzL774onWagmLs1auX5RQCfyUwLjSERDW8lGMGCl7Jy4mEQvKLevg3xFyTJ0+2ywB6/6uvvrLx8m80Cti4caMZKeD666/Xs88+Kyn6Yv7xANQaB/nll18uKSQwYY5Qo48aNUrXXXedJI92RKVcF+DZofswhCTPwCopKTEK+7LLLpPk0X0///xzhFAvJyen2stdChkvfN7/d6CNUcEmEoMGDbJa31xMZ5xxhuUqs3e+/vprSaFLCLEYQqJrrrlGTz/9tCRZbiyoqKiwGstcDp06dTL6NJFgTQUCAaN0/TXM2ZsYU3ymvLzcquhBb2/dutUajmBoESJMTU2NyL44/fTTTfwVLgSNB/g7GDnvv/++GXcY6Mcee6w5PNwdhJGGDBli5xEOxfLly02ESO0IQoZZWVkWdtqyZYv9jrfffluSrDteLGeOo7IdHBwcHBySCPWOygZYO9AmX3zxhQkp8ExeeuklE3ghliJ/9JtvvomFIkxoP2Z6TSNAQYQwadIkS50izapbt26WvoHUH9FJdnZ2nY2Rusq5ubnmMYa34JSqtpID0FwXXXSRpFDKAx4z+cmM//LLL7efxXs5cOCAvSdEZQfxSmqlXeDNN98syRNIXX755UaFMde/+c1vzHuGQkNYg3cSJWIaIx7R888/b61Gefdnn322MTGIhhB19ezZ02hEmI8GDRqYsA0K0H/+nH322ZI82vU3v/mNhaJIdTlIql9MY2RdPv7445aXCu666y5rnervvyxJzzzzjNGnrL3jjjvO5htmAfaoYcOG+vvf/y7JW+NFRUXV1mKoBlGNkWdmL+HVSZHhBMnzfPEq/UAEtmPHDquahYdJGtQrr7xia4ZxVVRU2Pt55plnJHkMYRh+cYzBfy0YvzfKGnrsscckhfbLAw88ICnkKUvSrl277A4gTEFVsEaNGhnjAaXdunVrYyzDK39NmjTJxJswDEOHDjWmljBFDOEz5zE7ODg4ODgkE+qtx4yYILzikOSlGb3wwgsRXhoxzXnz5lWR/R8iasXTQkSCtZmZmWlCL2I1/pgOnyOetHr1arMYo0BMY0QAUVJSYjEqYnMlJSURRQjAYYcdZloBrNj58+fbeCl4QUGSdevWWZoCbMj+/fvNKn7jjTckHbT7S62Iv/Aq6Ra1b98+0wUwriOOOMIsckQp99xzjySvO1WUiCkFxe+hEodkfb7zzjsmeOnfv3+Vz6ekpJi3Vl3VruqqwKGlQEdRXFxscVAYj0SK+DIyMoxhIx1m4sSJ5sHzrMRHs7KyTODFOfPEE0+YfqVPnz6SPJZn8ODBtjcRge3cuTOhYkxi9BTAaNmypTFw7DPJ0zMQVwVNmza130E/8euvv97OGjxrfr6goMDi5/6e65xbeKEUWIlljMwH75d106tXLxO9kjrbqVMn85hZU+yze++919Yo76Rly5b2zDCQsEEvvviiCckQ0+3atcu0FIhWYxC4OY/ZwcHBwcEhmVDvVNmA+JW/PjIJ7XQeatiwoXkkAO8tOzs7Fo85ocAKB8Ro/d/H46yoqDAvAu+T2HSMscmogJeExxEMBiNU00cccUREnV7mce/evfY7iBM99dRTNld4a1j9zZs3N8vX310Mzy2GIjIxgzWKFY73HgwGLTUKTzMnJ8eUzyih67IUZ3gsNxgMVulDLIWKZMBc4Anijfi95PBev/w+P4444ggrkMN6bty4sbENiQRzUVZWFrH3Vq1aZSltsC54u9u2batS61wKpXWh7Eb7QArSP//5T4vJ4oV9/PHHVhs/nuD9kmYGW9WsWbMqnrIUKmhDMZ9wFBYW2nzQoW7IkCGmesbbx3Nu2rSp/S5YK8lbTzCW8QTeO8rvjh07mvYIFfxRRx1lWQ+kUl111VWSQmcJ6m3Sv7KysuweoYgVP3fhhRea/oPSyJmZmaZPoBRvLKi3FzN0AZVX/G0gEX99/fXXVuWKtCTSORDYJCN4Vi4VvgaDQaNXZsyYIUmaMGGCLSY2EHmX2dnZlntYWwivwtOgQYMIgdfSpUtNNMHYMJhyc3ONHmVj33jjjXZAY5Awj8XFxbY5QNu2bU0QV52IpbbAIY9wjQvqhx9+sAMdMUzXrl310EMPSfLEJtOmTZMkDRw4sE4vaSm0tsIFdD///LMZw/72jfw/FzGHd2FhYZV/l7zLOj8/36p61XbjEX+t6HCD4aabbrJ8cgwmmpLs2bPHPs/6bN26tR3y4SKojh072r8hXg1vXxsvcBbQlIE843DDQwrND/PB2gMYLf5n/eKLL2wt+Ns9SqE5Dg9dZGRk2PMgLoP6Zx9EA34nNdy5mB966CHLiR80aJCkkBGJuBBwd/z000/Wq4DL+vbbbzfqGsMJI3T+/Pl2DiF6LCws1H//939Xea5Y4KhsBwcHBweHJEK99ZgRG1SXgoO3dN1111l9VyxVEsJvv/12S19JNrz66quSPG+SdJPDDz/cvGNEB02aNDGrFrEUaS2vvvpqrXvMWIt+TwArHE946tSp5mnAAOC1ZGRkmJdLas3bb79taV/MH5gzZ46lOOAVFBQUGFVOxbO6AFQ8XsKuXbskhTxoaoTD/DRt2tTmG8bjvvvuk1R9m8xkQFpams1teCW3yspKEwCSEjZkyBCrcAcD4N+XpCXVNvyCp/B0oZYtW+rKK6+U5FUNpHtdr169bO3B4Eje2cT4CWHs2bPHiqjQ7Y2zKlHAo4OWDQaDEV7qmjVrjLngLGEf+8NC0O//8z//Y7W+Yff4/J133ml17aGAy8rKbA2zf2PxlMNBNza85NzcXPOA8XInT55sfxMBGoVgcnNzrZ4/67FTp04WdgCIH2+++WZLl+Ksfu655yzUwRhdgREHBwcHB4f/I6i3HjOeMlZc48aNI4Res2fPNiuHuAfCFeqfJiPopEPdVuKv5eXlZpljxe7du9fGRkwS6/fJJ5+0lJvaQnXdfxCb4L36U6T4N7+HjXeMNdqwYUPzLBCSkcKxcOFC82Swyg8cOGC/j1rqpCrVJuiExXjxzBo1amSiHGJVeXl5FtOiGxOxzQkTJljBlmRC48aNNWfOHElebA60atXKYnh4DsuWLYsoauFnQBAM1nYvbUSDkucpEztdtGiRFY5A9MXe++tf/2qCPQSXnTt3NpEQcVfGfMkllxgbQhcr9DCJwoQJEyRVZV3wHNlD1cWd+XxaWpq9CwRVgUDAmAJYAca6Zs0aK5fLZ/x/G/YvniDeDft21VVX2TlP4ZPdu3fb8yMche354YcfLBaNUG/EiBFWSAfxH2dQfn6+FQhCBzNmzBi7i+KBensxs0kA+a2Sd7CdccYZVlubzc7GQ8iRjKAxAJsYAVtaWppR2RgWK1assAuZDUaOXXit3toALRsR/LRq1cpoNBbuZZddZs8IEM8UFRUZ/c5GatWqleUjIipjXrds2WJGGpdxq1atbD0gTqptBINBu3R4VkRNmZmZpkDGcJgxY4ZVw0JlSt7lN998k5QXcyAQMBEitODw4cMlhfYjFzLip/Lycjukw1soSp4hBs1fW0C5m5qaamuJA/qss86KMDpAenq6GdGIuVq1amUHOJcQVbL8tc8R/ZEjnShQrYswT9++fU01DsaNG2frEfjraYeHC5s3b24XGaELcon/+te/WsgGg8Rf8zwRNetxTKDOu3TpYg0nMKpuuOEGU5VzmaKkX7t2rT0rDZBmzJhhjh4/R/W5goIC+x6ORWlpqTUygVKPJYzoqGwHBwcHB4ckQr2t/AVdgjfil+gzppNPPtksOSpgQW1/9913Na1RWx0SWisbwQbWKLmuFRUVZu0OHDhQUohW4XPkKmLtnnbaaWZFRoGoxoiHyhj88NcTZt4AntbatWvNw4aGW7VqlaVC8DuwZhs2bGhUG9Sv5OVvUhnuIBRawuaxuLjYKHlEb3gZL774olFh/Fvz5s1NeBQuqHnttdciUj0OAQkb465du8wr4N2TdpOammpeElRgUVGReVPhXb+CwaBV/kIgdgiIaYyEGggZ+Z/r+OOP1zfffCMpMv2poqIiogPYEUccYbQuLJC/glR4etTQoUONGfsFRDVG2uNWxxDCYDVo0MA8P+YFan7RokXmTVLZ6oUXXjBGAVrc3y0OYR9rXPK6aZFSxJkVVh0rqjHyuwgPnHrqqfYMMBqvvvqqPTOdBhlj+/bt7Yylfeno0aOtOhm1zzlfe/bsaR4zYYvhw4fbfuddHKSDlqv85eDg4ODgUN9Qb2PM1A8m9ujvSYxV+uWXX5pFRrwPqXyyorS0NMKbQLZfXFxsXhUpKD/88IN1UCJWhuWPyKE2QTzND7x7PI3169fb2LBC8Za6d+9uHjOehL9KWLjAr6SkxHov41WWl5dbD90YaoXHhOzsbGNnSEHha15ennW/Yh63bdtm6VV0IGJtz5gxIxaPOWH47LPPTIyHV8XXiooKiyPjqfz88886//zzJXkpR3g2paWl1YqQagPV1TRG1PT1119HFENBbDR79myri03RkRUrVti4w4sBff/991qwYIEkz6ti/ScKxD39IIWUNK7PPvvM5oFUy9tuu01SSMy2ceNGSd4Z6++yFR5/LiwsNA+T9zZr1ixLTeVsPkgd6aiAFoXUw6FDh9qZuWHDBkmhdMzwOt3Eoe+77z5LNWU/9uvXz5iSX//615I8JjIjI8MKJKEt+OMf/2jvGqYglp7TzmN2cHBwcHBIItTbGDOdTrDiysvLLf6KRedPpscSJNaye/fuWBSCCYvb7d+/32o/MzcUEykvL7catZdddpmkUIyHknTE+SgBuWPHDivcEUVCf1RjxEtgDOXl5fbfqBWffvppiwvjhTAXqampFsvDUu/SpUuEmpfPVFZWVum/LYUsWzwA4pzV9Z6Ndow1wc6dO22MFC3As3/ggQfMm6Z4RWVlpSl1ibHSX7ywsDCCKTgEJGyM+fn5xuD4FbhSKH7JPqQ+cnl5uSliUeWjeK6srLSfZc0ewv6MaYw8p3+P4OWOGzfO9BJkGhCP9XuLFIfJz8+338M7QRk9ceJE02Dgod1www0W8/wFRDVGPEC8xUAgYBkqsDDTpk2zQhy8c/ZPRUWFjQNGo0OHDrb/qGG/ePHi0AMEg9b5DyV4IBCwNcD8H+TeiWqMPB8pkdu3b7f5Y+9lZmZaERGAyvq+++6zgiGk7O3atcsYLsZKRswpp5yiKVOmSJKdx6+88oplypBCeBCWq0aLut5S2VTQ4cX4AU1CYF6SUU4c9omQ7ccDpaWldvnQhAIaaODAgUbNPPjgg5KkAQMG2KHNIYng4a233opLTdpDgf8Q5u+yGWlk/tBDD9lmYqx8HTp0qIlxBgwYICm0iZkvDkV/bV/afLKR8vPztXbtWknePHPY10ZTBClEr/EuePfjxo2TFEqbwYi68cYbJUlTpkwxoSJ52QirEpH7GQ98//33EWEX5hX6WvIowN69e+utt96S5NGIpOlMnDjRaM7a3pvhDVWkqjm+PD9rGorz1FNPtctg5syZkkLUJlQpn6PW8gknnGD7lvf0yCOP1PRiPiQwL/464HwfsRS12U866ST7PGuPz6SmpprAjTDVgQMH7OLmQsaoKi4utnfH3+7atWtEm0ech/Xr18c8VuavZ8+ekkJ7nL1DSGvnzp32PVpg0tRix44dZtQjQu3Tp481peBdkNf84IMP2vmDWKxNmzZVcr9jhaOyHRwcHBwckgj11mMOT386/fTTjToB/qpCWKgjR46UJH344YcRnVSSAfn5+eYpvv3225K8dI5+/fpVoXylUMUdLLQuXbpI8qxEfzeqGFLDDgnhHqmf7sPyXrx4sdG8eFZY18uXLzcKCNovEAgYdUQnKSi64uJiK8yBgOzWW2+11CRSj2rLUwZpaWmWCkXRFai04cOHm5UPU7BixQqjSqFOEVadc845RrfWdZcpP/r27WtFbBAa0g6vZ8+e5gHz7NSH9mPSpEn23wcJNyQciCUDgYAVBxk7dqykUGgmXOBE+pcUmfaVk5NjtaI5X6jlfNJJJ9n3YLfCPdp4gedBEOVPS8MDhNFp06aNpf8gDON8GT58uIWiECdWVlaa0BSBE0KykpISo35Zv7m5uZbeyvqA8YwHYJp4hmHDhhkjM3fuXPt7pDPhFRNGWrVqlVVUZK1269bN5p3vQX0vXbrUfpZzaefOnUbhx4OddB6zg4ODg4NDEqHeir+waBF1+eu34k337t07IoBP/PXBBx9MygIjDz74oO644w5JXmERPOfMzEyT6VOHubS01DwtRAd06fnxxx+tPjOxo0NAVGPE28N6/OCDD6xLFP+GZSt5HiAeZGVlpYksSEV4//33zdolTo3HPG7cOGNKGGPbtm2tLCuFTCjFGha/TNg8XnTRReYdUMiA+XnxxRftmRGplJaWmgeDjuCRRx6xzxOTjiL+mrAxpqSkmJcb7hH9EmB3mEd/4Y0ozqSYxojX2rRpU1uPaBQ+++wzrVixQpK3lkilatiwoV577TVJ0qOPPiopJKRCCIZXyFl122232RolJS49Pd1YvHiOEe0N6WmM68CBA/asrLd7773XUsDwjpctW2a/lNKw7OPp06eboI2CIbBbgwYNqsIMSaFzC/EZqZDsYzz1aMYIOBNhOwoLC61kM/Hkiy++WJMnT5bk9WFG39C+fXtbx7yTuXPn2vmL+BZmcvv27XaWMY+rVq0ycWe4gC4M/7fFXwgmeBklJSWm+uUy/vjjj22yWHgceqWlpbVG7x4KFixYYFQTzwpKS0tts3MQNm7c2L7HAmLMgUDAqOIoLuaoQIUuKm9JnogL9XROTo7OPPNMSbJDj7DDzJkzI2iosWPHWl4iNCIU3YIFC+zS5nBo2LCh5XZT3QjFPkKcRIFLJTs72+p1UwmK3OWLL77Y1h5G5Pjx400cdvfdd0vyWgm2bNnSKmZxcCYDsrKy7J2H58z7606DtLQ0M5BZ24Q0duzYYYIaPhMPEU1N4KdVCXmwHseMGWOH9uzZsyV5IZPRo0ebY8Dlm52dbdQ1oRso3S1btpjzQI7+/Pnz7aIg5BEP9O3bV5J30XCmSN5+BM2aNdP48eMleSEvDI4lS5YYbQ2le8opp9izMkYuof79+5sx4G8XGZ6vjRg37GKOCjgyNP0ZMmSI0ckY+T///LM1iUEAjKJ81qxZZogw19nZ2VbH3t8cRwrNJwpsMmIqKiosTEG7VmpxRwNHZTs4ODg4OCQR6i2VTSoClGnTpk3NQ8GyKSoqMpEFFqO/2Xd4ndtDQMLowSuvvFJ//vOfJXlWKF/79u2r1atXS/KqfH344Ycm8MJDYfzNmjUza9xfB7iGiGqMw4YNk+RRlLm5uRo9erQkL+zgB+lPWLh+JsNfTYpxQCNCfWZkZJjYBu9t6tSplnMJYxDPvMmaoF27dkbP49GDww8/3MZDStymTZuswhDeMWGI4cOHm0gKev8QEPcxsr6OOuooe0a/uMj+8L++h8DNX9WuOuBx8Dvx9mqAuIwxEAhUSfuRQvnJeJPUncYbXb58ua1RaNKCggJL28HDRiA3depU+zdSCNeuXWt06y+EKaIaYzgrWFFRYZQ8KUtVfsG/5gfvuKKiws5Mnq+iosL2LQwD76FBgwbWavG5556TFArh0H6WVCo8zjDBblRjZJ+xb3r06GGhH+pWHHbYYUajExqEbX366aeNpoeJzMrKMtaA8cAAVFZW2v1DTnjHjh11zjnn2O+TdLCOcK5WtoODg4ODQ31DvY0xE5vCsk1JSTFrj+9VVFREdDGh4lBtxa8OFd26dbP0H0RdeMLr1683q4zqUFdffbX1dMXrxEouLCy0uq1ReMxRAY/e360GgUR1wJsC/rQmfz3d8Brn/p9DW8DfvOKKK6r0+a1NsN46depknh/zRxWijIwMq0WMFzZq1Cjz/GF+8CAXLlxon6/tgjHVgXnp0aOHpa+Fpw2lpKSYQIbxnHTSSZbaAvyeNnNGWtXgwYNrRSNBOqIUWSlu7969VhQEwRJx4oqKCn300UeSvPjw2WefbUJDiqnw80cffbS9J+Zxz549lvIZS23lcNDbmj3B7z5w4ICNN3zO/P/N+qpunaWkpESkH/r3KuJOWC2Kd/iBVxkLYG7om0DBkPfff988WvQA06dPNxaAs5B5WrFiRUTt7mOPPdbeE94+upXs7GxjMdHzFBQUWOoUHfBigfOYHRwcHBwckgj1NsaMNYb6d+nSpaZYnTZtmqSQd4y6krKVWDMbNmwwyX8USFhs8txzz7VnJk5K+sGYMWPMGyZGJXnWKgUtiLV07drVkuLxzA4BUY2RZ/GvKxTx/v6siQBpLzANkseMXHTRRZK8EoL/QtznEbXtyJEjba3hRdMbulOnTvZO8CYrKyvNo2b+8KrGjh1rRVfwDg4BcR8j3mSfPn0srSi8HGFKSop5NOHqbD/wyAKBgH0ezUSzZs1qmh4W0xgZT0pKSkSMuUWLFuZ1kTaEev6DDz6wM4d47bhx42yv4eWzJ7Zv326eJj/Xpk0bi33+QpZIVGOs7v1RF5oMBWLI8QLvkzXh97rDPfKw/tRRjZH3TN31jRs3Whoi2RsPP/ywaVw4hzgbV6xYYTFvSuSuWbPG5ohe0v4a2Dw/upYVK1ZYCiuK8zFjxlT3/P+306XCq8u0b9/exBaXXHKJpFA9Xlrn0eSbwztckJMsWLJkiUn3EVCx0I888ki7rCk6n56eru3bt0vy5P8sjB07dqhr16619/Dy6Dva4A0YMMByxxMNakqPGTPGDh8uvuqEZ4kAQpFPPvnEDgDqBCP4Oumkk+x75Eoec8wx9nkOaMIWPXr0qLP2ldWB9fjoo48a3Y6QhjFs3brV0sSgoy+99FJb21xQ/iYA7F9QWzWzuTjPOuss9enTR5J3qUyePNlSfUjHwfhgfiTPmJo9e7YJgjBIoD0bN25s42aOly1bltC0Tc45zskRI0aYgDDeFzLgfWLcrF271nKaeQ7SmOIBHBnmY+bMmRb64gLNzMy0MxMDCxHY0UcfrX79+knyUpxatGhhoQvuEwRiq1atMtqav92tWzfb06yXWOrzOyrbwcHBwcEhiVBXVLaDg4ODg4NDNXAes4ODg4ODQxLBXcwODg4ODg5JBHcxOzg4ODg4JBHcxezg4ODg4JBEcBezg4ODg4NDEsFdzA4ODg4ODkkEdzE7ODg4ODgkEdzF7ODg4ODgkERwF7ODg4ODg0MSwV3MDg4ODg4OSQR3MTs4ODg4OCQR3MXs4ODg4OCQRHAXs4ODg4ODQxLBXcwODg4ODg5JBHcxOzg4ODg4JBHcxezg4ODg4JBEcBezg4ODg4NDEsFdzA4ODg4ODkkEdzE7ODg4ODgkEdzF7ODg4ODgkERwF7ODg4ODg0MSwV3MDg4ODg4OSQR3MTs4ODg4OCQR3MXs4ODg4OCQRHAXs4ODg4ODQxLBXcwODg4ODg5JhP8HE6QujHOTGuQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 31/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 32/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 33/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 34/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 35/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 36/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 37/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 38/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 39/50\n" ] }, { "data": { "image/png": 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q8OyNjY2VmIs0d6dOnVSfn+EcFpq5cOGCUjk9BeMxGxgYGBgYeBGuuwIj9JRojdNi++effySkoFdVpUoVeSu0+lh6jfW0c4lcJcIzDYYCg3LlyinGynhibGysPMWMKSI+Pj5XFYLRw2K85+LFi/Km+O+io6NlFbKUJa1dlnvMyxgzgiwBABXQaNKkieaIsWXGhJs3by7P8aGHHgJgWbb0uulNsaZtrVq1MGXKFI0XsLw3eq6M6/6LSCNHY+ReoUCIhRR8fX3lHdBrnzx5srw9xkc5xqpVq0r8RU94w4YNilcy3YTpYoGBgRI/0QMIDAzU93N9ODsc5XaMBOPD/N2HDh1S7JfrpVq1aoq/0Suk0OfgwYPSfDBVsWLFihLUcK050/goduMed4K6kfPnzwPIVNjBLWs1IiJC3h3LorpcLsWbqZHgd8fExOhnTBNr166dxkHvmPNSpUoV7XO+J19fX8V3rwGPFRh57733xEi89tprAGxRZvPmzRVbZWpjnz595HXyrOH833bbbfImc8FKeqxL2JUrV8TEsZY5WbXjx49LF+Bcl/w8dTrdu3e3HzT3TFy2/uF1ezFzQ1AVWbZsWZQpUwaAXUXrn3/+0WXFw56VwijMySVytIBI2/E7Oannzp3LRK0XLlxYhyIvTl4qLpdLBdR5Cfn7+2dqM8fPly1bNkvVJw8YiodIR9Joyc0YswPmTy9evBhvv/229SX/exdsRPH000/rkGOloQsXLugA4OVGEdTAgQPV9IDK0Nq1a2dXLZmri1n/2FEJi/9NAyIoKEhKatLPvND69++v+Sa9Xbt2bV3kFJJx7urWrSt1KY2b5s2b/6saP8Pf52iMFDoxFEFDKC0tTUYOjcLGjRurPjvFQjQACxUqJHqUYYjg4GCJ8Pg9RL169XRpEb6+vnpPNHxY+Y11DHIzxn9DamqqzheGltq0aaP8coqgOE/BwcES5bEhQlRUlJ6NRjfXp6+vr/YYc7UXLlx4zfoE/4NH23fS0WGWCI3Em2++WVkunM/t27crA4b7jBe5UwzldCiyCY826qBB3bVrVwBW7QDAGgNDolzjQUFBClmwYVA2DahrwVT+MjAwMDAwuN5w3Ym/SAtRkk9BQrVq1RSsZ0rGX3/9JVEOqVN6KPkJUl+kHulxBAUFyRNwNmOnp0ya7z//+Y8+Q3qMdBk9FSfoOWVFCQKZhTSkX7P6Xe4E6chGjRrJuyVlSIHF3r17laZAlmPTpk3qrkSr10llMj/aTS09/xX/9nudf88aup9//rloMVJ7TM+Ijo6WGPHzzz8HYLEXHBu9Ea71ffv26XcxDJGT58sJ+F65LukBJSYmivkhfvvtN1G/XDv0RiIiIsTgsMLSqFGjMrEO/PdZpUP5+voqFML9Qc80g8fsFpw5c0b0Jdmd+fPni8Hi+mWFuTvvvFMMANmNgwcPan9xj5ICLlmypNY0hXt9+/bNl05oV0NqaqrCFKzMRm/x9ddfVziM3vSHH36o8ATXu9NT5pwVpOgrK/AZOVcUIj7xxBM6mxlG2rp1q1gDpr25yWPOFozHbGBgYGBg4EW47jxmWpeMBbDQSJkyZZR6wiB9z5491fWGnuaLL74IwI7f5gdYyYtVnhg3K1SokKxRxvJ8fHz0c8Y9iGrVqkmkQIv+xhtvlAdOb4fpYrfccotisrTGAwIC9N/00JxVuig48wTo9YSGhiqmTEEcPaC1a9cqNkeBSbVq1TJ1NmK6VUxMjCoMFZTH4QQt7+3btyuGRU+ZnlZ4eLiKblC41qlTJ1nyZBMYy9ywYYNYBE+D1cS4lqiL+OOPP/Tu6QklJSVp3XIO+JlDhw4p3e/ee+8FACxbtgxjx44FYHvYHH+PHj0yMTb+/v7ycijmIwvUpUuX7MZms43g4GBV5WPt6BYtWsh7pAiIne1WrFghJo5xyOPHjyt1jM9K3cE999yjbkx8vw0bNlQMl555fqdy+vn5ad3yudgJbcyYMRoHixv1799fbABTNCnUDAwM1DomU+SJinR5AcdIJsPJvpCRCgkJUcc7sluMo+cHjMdsYGBgYGDgRbjuVNmMWzGeyIIGS5YskefIOMnhw4f1OdbwffLJJwFYxQFoJeYCOVIP0uLs1q0bALvkoo+PT5bxJcatMqZLOdW//HdOL5f/juMqUaJElp2qqLil181YduPGjZ1ei9v6MWf0ZOPj4xVTZMyfaW8sUQrYMdYbb7xRzAhrJbOr0cWLF6Wg9VBv1BytVa7PjRs3irmgV0HWpm/fvlqjXJ+XLl1Cp06d0v0dMwgef/xx6Sb4Zw6QozHy+alEZmrJjBkz5NmxfCH/dIJMyNmzZ7XunZkH/DtmUDiLsFCpzUIOAQEBSg9jWh2V0ampqc5SsnmaRz7f6dOndU7we7p16yYvl5kETL1cunSpOnsxk+Cvv/4Sm9e+fXsAwA8//ADAmn92l+Ja/eqrr6Sv4Dv5F+bHY4rlqKgorVWOg+l848aNE+NHRfzOnTv1/JwrniGTJk0Si0ImjrH5bMCjqmyuPepaeF/4+/vrzGRxlIsXL4q5YylSxuE5v7lEtmi9647KJv3KQ5vpUpcvX9YLZJOG06dPawExTYE1bVNSUvJyMecIfFbSJMyhDg4OFu3DurLDhg3TgmaKEKkUJ7h5ndQzaXGKh5gGBdj0dkxMjOhtZ3oRYFPu7kRWh0xwcLAuWKaS8AA+duyY/o6Vlho3bqz546ZgPuzrr7+uOuiebsWWHfCQ379/v6gypjoxDNG4cWMJTyj+GjFiBGbNmgXAplF5SK5cuVJz6mkw3MBLmLRqq1at1JSBxnDLli2V2kWjkBfo448/LoOJTTkSExMlGmK1toy1mQF7XQYGBupzDEHxInenQzF//nz9Tla84hj79Omj/UHKk2tx2bJlOn+Yl/zkk09qLAypUVDWqVMn1VVgjvqwYcMU8mB9g/wC3yHPBgCZqgKeOXNGOcq8tCIjI5UmR/Etz1XAdgwKqhfBv4EpljSsaFh+/PHHMppZpz8yMlLpe0xzpBgsP2CobAMDAwMDAy/CdUVlu1wuibnoYRGlS5cW9UeqYuDAgRKzsK0XLWJ6I054IhE+KSlJYhkKJkgXbtiwQVQQrdL4+HilqjDVi3V1Q0ND5SGTOXC5XJksU2etYdKitOzr1asnGnnZsmUA7BSXDAUePEYrXb58WRWGSPNS3FS9enWNm03OZ86cqZrfnFs+a0JCglJPciH+cvsY6Uls2rRJohd6oRT/FStWTM/PVoJhYWESL5JZ4Wf69Omj9opkg/K7aENSUpK+kxQf6XjA9o5IFzrDNExnY9oJYHud3BPJyclaq6w73bRpU4m/+O74O+vXr+8MA7mFyo6NjVVaGsWFfn5+elbuK/45fPhwUdNkAlauXKn0w7i4OAD2fG7YsEECQIoemzdvLo+MBTxIj2eAR2lewjkfgFUPnvNMwWLp0qXVl4BeKKlvdjrLJTw6RobNOA4K9gYMGCC6nR5zzZo1tfbIALCWO8V9uYQpMGJgYGBgYHC9wbuCANkA4z206BjHa968uWKk7DPs5+cn8QqtHnqrK1eulCXvSTiT7Blzo+iqYcOGKtpAa+zhhx+WBU8vgc+enJwsb5qx1suXL8tbYYyZ35mSkiLrnp5pTEyM4tlMmM9YCtHTcLlcip8zZsiSgK1atZLAif2Fe/Toodgl48iMy7GsqLeAnsNLL72kUpT0mDlPLpdLjA0FTF26dFHqDeN7XKuMtQMFV7zB+X1854UKFUpXgMSJTp06SfTENBvALvXJtcr9e/nyZXmYTLM6evSo2BMyBU64Kz2O3xsZGan4NmPGy5YtU2yVXjS1AOHh4RKEUQMwc+ZMdUxjiheLojzxxBNKAeRZNWLECHlwjOEXJLjmnOVUuecYY+/fv79i5PSwyW6lpKR4XWwZsPacU8cC2OzpbbfdprligZFixYpJN8HU2vyMMXvfG7wKfHx8lC9HcBFUq1ZNlBAXV9GiRbXpeGDyUPn9999FMXEC8gsUgwC22IKKXCc1zcOLF/rmzZt1SXPzf/TRR+kaRQDpL3IuOAo8Pv30U1Ft+Q0aHDfccIMoLwqDWFVo4sSJelbS/C+++CJiYmIA2CEI0u+9evWSgI6HaUGCorQxY8ZIZEdhCY2QGTNmKMeTF9v8+fOVN8lLiK0hH3roIV3uFDgWRFUlzl+fPn0y/V3GmueLFi3SGHkJVa9eXTnAly5dAmDP/8SJE2V0ct3zUvY0WHc+Li5Ozzdq1CgAVgUsPiMpXYaA1q1bp7AQxXKrVq3SxU0RIzFhwgStCc7766+/LsOF747IKqPB0+Cc0YCqXr269hoFi0WLFpVhzLliKKqgWlheCz4+PnJAOEY6AM2aNVOrVc5jXFycwjJ0Cqiazw8YKtvAwMDAwMCLcF15zCkpKQrOU4DirOBF0QgFUqGhoaJaGOivUKECAIvGpafJdKb8Sp9yglSzkwqk58cUBFro/v7+Ej8xbzAgIECN3J3UDGDV7aVl7mx4X1DIqqsW85E5TydPnpRXwU5a+/fvVw440zOY97xhwwZ5MlfzmPOrHjE9iMTERLEVpCiZNlW4cGGlRJE9mTNnjujDuXPnArA9Zz8/P6xfvx4A0LFjRwCWyOpf2jx6DHx3FDp9+umn8tzp0XNcZcqUkedI4d6iRYvkdZHd+uKLLwBYLBeZIk8yH04vlMwaPajAwEClLFGk1a5dO7FaAwYMAGB3Z/Pz8xPTQ8+5S5cuYjUysiK9e/eWR0kq+MiRIzqH6Lnz3/39998K3eUX+Axci1euXFG1NrIJycnJ8pD5M2eIsSDO0eyAoRXuUbJb06ZNUxobW1xu3bpVjB3nius4P2A8ZgMDAwMDAy/CdeUx+/r6Yvbs2QBsS41CmW+//VY1bfmZDz/8UFV1aLXSwh08eLBit/ltlTrB52L8cdu2bfI6aLEx1rZhwwYxBWQOUlJS8MYbbwCA/qQgxSn+olX+L6kY+QJ6rTExMfIw2F+Y4q+yZcuqAhTnNjU1VcVS6IU662izSIWzyEFG5Fesjh7wwYMHNSZ69Eyz+O677yQMY/z16NGjKtZBT3j58uUArFrTtO7pmea3t5wVAgICJGSkl8QUsfPnz8v7oD4gKipKngnTU5yFRbhW+U48sVad64Dv0hmvZ61sMlg33HCD1iNj4Bzz3LlzVYikc+fOACyBF9kc1tamfiQxMVFrgfHLWrVqSeNCpoAeXUGcS0zZYzx18ODBirHyPYSFhYn9IZPFjlqxsbFKe/M2cD+yghfFXKNHj1ahHxY+Gj16tOaFtc7zU3hpPGYDAwMDAwMvwnXlMV+4cAE9evQAYBdyYOx4x44d6lTDggA1atRQHImWMmPS/v7+skgLsh8qv5uJ+oDtTdDyXLt2LYD0En7G40qWLKm40IwZMwCkLz7C8RPekMpQpkwZWdysTUyVbocOHWSFd+jQAYClmmSKA//kOihcuLBiX94Apr2FhYVprTHmz77aTZo0keqVqUEvv/yyujAxTYy9e++++24pSulVFmSvW8aOAwMD9TzOwiKAlelANoj12osXLy7vi2AcPSYmRh5JfqmxM8LlcikN8dtvvwVg7TkyV3w+siKVK1eWxzxw4EAAlmKdz//mm28CsPexr6+v9jYzD7Laj84sETJjjrrgHkWXLl0A2Kr09957T4wUGYAffvhBmQbsk05Vc4sWLbzWY2bqLEulUm1+11136TxhIZ+qVasqPYwllJleu27dOo/fFQV/SucAISEhGD16NAA7tYAUyqRJk/Dcc8+l+7tFixYpLYcbjhujTJkyOky8gRbkM6SkpIjeo+iLB0FsbKxyXXkwnz9/Xr+DaUMUiKWlpelzvKApZCkI0AhZv3698leZEkSKc+nSpUobevbZZwEAERERMqJII7IRyNixY9OlnxU0mG5x4cIFXboUFDFnffr06bqYOca7775bdBrFJjwYpkyZogvAG5rPk7aOj4/PVLOa6YmA1UTG+fkrV66IPnY2juD/01gj1bhhwwYPjSBr+Pj46FnZ4q9p06bpREKAfUGNHDlSlQjpDMydO1drmeJF5vhGRUVprZKuvtbaZSguv0DhLB2fVatWyfBlE4uTJ09KxMaLnGmsrITmjeCqbLmLAAAgAElEQVQ4WCubYcGffvoJQ4YMAWDfEyNHjlSdBzbQYSvM/HDgDJVtYGBgYGDgRbiuPObx48crjYFWDJP/ly1bJnqIVu+gQYNElZJiJBVaoUIFeaZ5bOOVJ5DmZArGn3/+malSFEUnqamp+hkpwNKlS4tqIq3orGFMWoxjPXr0qKi5/Aaf/eDBg0qJonfPYgwtWrSQV8i57dOnjygzCuM4x2vXrhUbkN/debICPZzTp09narlJr79SpUryCkmdlSlTRmwG64hzzn788UfVOuc7LEhQROPs5kUvgqk+Fy5cyPSsvr6+WqP8GefO19dX3jOpw/yCM5RFupphh5SUFHlK3DesANapUyelX7JTUWJiojxljpEpfjfddJOYoux2Qsuv+ea46SlzDy5atEg/Y/vLJUuWiBlhChmFaxs3bvRar5lnJlv/MmS2dOnSTKLK+fPnSwhIJovsXn4Ufin4XW5gYGBgYGAgXFcec7ly5SQSYmoQu0YNHjxYAhnG7V577TXF5th5avr06QAsgYmz2w+Q/96Iy+VK11UJsLxkehH0dp1iLlr39Dj5J38OIF39Ygox6H21b98+U21sejGeFobxew4cOKBOL+w4RNZixowZmbypqVOnypJlLWN6Vxs3blRM1hvw6aefArA8f6bm0ctnMZVWrVrJc2LhkFKlSildiizPu+++C8DSEdATpffCOS4I0AN07hf+N1NQ/Pz8lDrFhvROZFzjCQkJWn/5rYNwej9kYhiPrFatmkpm8rkmTJgAwJoDjpHFJ8aMGaNzhR42U/02btwoMRdjs94Cjpslb9k9KiQkRCmK3L/ffvutiszQw2ZqH/tnexsSExOlx2Fdcz57kyZN0vW1Bywmi7Foir7IiuRHjPm6avs4fvx4vUwKEUhf/vnnnypSTmHFli1bJLhh3iwpwW+++Uafe+edd3L6KG5pTxYdHa2DidTmjz/+mEmwxSo8zkuLh1hKSoouZP4u5yIjVUzl9vTp00VJXQNub8HG8ezZs0cVoHjhVKlSBYAlzOChVbNmTQDAzz//rLHxd5BK8/X1lUiDh14OKg+5fYwMK1SoUEEXLMMVFCyeP39edXr5s+PHj+tS4+fYjOXcuXM6CCleHDRoUHYPCLePkcrqli1bal/xWShmio+PT9d+lOD6JQWcke4HLBoRsNv0ZQNuHyNzdi9evKiKejRIWG8/ISFBIige2sOHD8cLL7wAAKrIR8HiuXPndGnzHRbkWs0KbKjBMVapUkXZAnSCVq9eLYOajgFzz3/44Ye8GI0eG2N8fLwq8FGUyP1ZokQJOStU19etW1fqbTbcYeWwPNbMNm0fDQwMDAwMrjdcV1T2u+++q7xlWnGkgHv06CHKjMKwgIAAWW+stMRUqnbt2intIb/h7LJE8Q8t1Vq1aonepndI69rX11ceMD1GZwP7jHQMkJlG/Prrr0XR5HfeNun0Xbt2ickg6NE/99xz8qooKKlUqZKEGqQR6TneeOON8kLorbKiW36C756Vk7p06SLPj+wGq0O1bdtWc0tW4NKlS7LQyZBQfFKuXDlVOmNoIikpqcDobKYsVq5cWR4z1zTFb6zlDqQXepH6zcpTJlgrPAces9sxc+ZMAJYAcdGiRQDsnF2m861YsULsE1O9+vfvL5EQU6nIgAUHB6uONtc/0+a8BVy/9I5nz56t6nxkAn777Te1ImXKKdONYmJiCjTM8m8ICAhQ2IghI+69y5cvqzodU26nTJkiCp8sK3sxvPrqq0b8ZWBgYGBg8P8SrguPmd7hvn375EUxlsVY3a5duxRvZueaNm3aKOWGlh0r1pQvX14x5vyu/OX8HlajoSdxxx13oEaNGgDsjksUj9xwww3ynp1CLf43x8GxtmrVCr/99hsAu3/zzp079c4Ym80vLFmyBIDltTP+SEENWYJff/1VBR0oKLn11lsVy+LnKawpVKiQvLOM/W/zE/QSKNiqWLGi6p8zRsUYV6NGjVTAgmkzI0aM0M9ZrIFs0H/+8x9MmjQJgL224+PjC8wzYUWzqKiodEJDwF6rTtBjTEhIkBdCcO2mpaWJRfjss8888+A5ANkLHx8fra9XXnkFgJ3i1rp1a3ldLCbTvn17xSDHjRsHwNYRbNu2Td52QaZoXg2cA7JQJ06cUPoaK2UdOHBA6WQUe7FKn7dW/bpy5YrOk08++QSAPcahQ4dKjMm62EFBQWLBeOaQFTAFRgwMDAwMDP4fw3XhMTNGFRISIouGMWbGFTt37qwyjfQYjxw5Ii+K3guVdb/88os8bCow88vaY0/ksLAwldhk3GPx4sXyPvg8ZAyclpqzBjZTicgAECwE4fzvMmXKKEbIWr6MczFu6ylwzsLDw/U8Gb39jz76SONkTHrHjh1Kk+NaYKGZIkWKaI4z1gV3/h1/v6fKr/K5mJ53/PhxFbX56KOPANjx12PHjumd03O6cOGC4nq01Lme+/btqyIXfF9M8QOQqR68py16rs/Tp09rr9HjYKzOiYzrErCfMSvltnNsBMfItTt+/PjcPHq2wb0QHx+v/Uq9BseTkpIi75iq5ICAADRv3hyAHcPs2bMnAMtTY01mKrW9zXNmShFZm7feekusDuOv/v7+OjtYfpTMHLMrvA2BgYFirlgAhZk9GzduRNWqVQFAKvvw8HA88MAD+jmQIwV9nnFdpUulpqZqcfCQZzWlffv2STTC/NH169eL+uPGYUpKmzZtNFG5QJ5k/TyM4uLilAbEhvGbNm0SVcbDfu/evQCs9BQeEjzEo6OjJSThYccD5OjRo0o94mH//vvv6+c8VP6Fynd76gK/Jzk5Wfm+zBHkmG+//XalapAy3bNnj3IP+YwUg126dEn1qVnZJwcXk9vHSGPi+PHjqvVM8QgFbi1bttQFxrlNSEgQzcmxshnCuXPnRIeSOs6BEeX2MdJQHDJkiNrksT4A5+Xjjz9W+1Gut8jISBlGDCmxClN8fLxSjrjHGbbKBjyWZpOamqowEJ+Vz9etWzfVwaZhEhUVJeOB4RfOXbly5VThLxc1EzyaLsW9yXOC9HWhQoVUI7x9+/YArFoCbJjDvce85xo1auSlnrvHxuhyuRQq4lxx79WuXVtCQxoWdevWVf46249mrOiWS5h0KQMDAwMDg+sNBeUxGxgYGBgYGGQB4zEbGBgYGBh4EczFbGBgYGBg4EUwF7OBgYGBgYEXwVzMBgYGBgYGXgRzMRsYGBgYGHgRzMVsYGBgYGDgRTAXs4GBgYGBgRfBXMwGBgYGBgZehIKqlZ3nqias0btjxw4AVu9Wlgpk56H27durJyrrFTt7w16t9ilr8/LzLpfLWerRoyUAWRaPdWvZsadVq1Yqd8f6tVeuXFEpR9bfZQefxx57TF2r9FDpx3E1eKwk5+HDh1G2bFkAdncadqspXry4ajGzXKmvry+Sk5MB2OUdWZq0YsWKGqOz41Y24fYxsgY4aw27C2fPngUAvbdrPYPj+z1ayvHfkJCQoDliidUmTZqoOxpLOboJ+TpGruOWLVvi6NGjAOx68++9957WIevz5+V78uPMyS4ynolA1uV8s/pcNuGxMSYlJakcLMsy8/mOHDmizlPsEtaqVSvs378fgH3Wli9fHgBw8ODBvHSyy97hez3Vygbsi5i1dnkZT5w4UY3pWUf6p59+wtixYwFYjQAAqB5vVgdDampqdg93ty0gtjvkZfzWW2/psuIz//nnnwCANWvW6NJiof+SJUuqTSLrKFesWBGA9Y64CFkfdsyYMWjYsGF2Hs3tm4QLPSwsDOHh4emei/WhS5QoofZyfCfz5s1T672OHTsCsGuLu1wu1fBdsGBBTh4HcOMYM+4jHx8fXUI8tHOKQ4cOAQCqVq0qw4TrsyDrgWeFPn36ALAN4JSUFD1jVmdM06ZNAUBNXPLYXCRfLy22Tb3jjjs0H0lJSQCsBh80FNkcx03NDzw2xlOnTsmop+HLZiw33XRTlrWveY7yPFq6dCkA4L777tN59Mgjj+T0UTzq8LDRBmvQ8+5ISUnRnHFcqamp6iXApiXcz35+fnL+coFsbVyv6y7FBg/OC5KLfs+ePVi9ejUAu2MLC4wPGTJEBwEXS5kyZfSi2cyhQYMG+nf8rrvuuguA5aGx0UDJkiU9MTwAtkUZHx+vDlJ//PEHAKtLCw/yWbNmAbAvrX379qlDEQ9qWuyAfQDw0rt06ZKYBW64GjVqyHDJ736+nNPw8HB5wwT7DQcEBGiOOZ42bdroYl65cmW6n6WlpWHx4sUArAYdQMH0hM3YLally5bqXsPGBZUqVQIA9OvXDx9++CEA4JlnngFgrYUpU6YAgBgQfmbWrFla72zK4ufnp7n1VMes7IDrkE1inIYDn48Xc7FixfTfPOyrVasGwPaqvQ1HjhzRvLDbFw3GpKQknSfsnd6oUSM1KPn8888B2B2kqlSpUqA9wzOCF2iNGjXU0GfmzJkA7DPx39YWG8ZwrZKle+SRR9S8gw1dCqpvuBPJycl6Hu6h06dPA7AcGDZMOXz4MABg8ODBOmtotLCTVqlSpeTYcR27u6ObiTEbGBgYGBh4EbzOY3Z6yrS4STlcuHABvXv3BmDT1aTCXnzxxXR9mwErHsfem2zZdd999wGwrPgRI0ak+x3PPPMM5syZ45FxOcHnPHjwoDwIjjU+Pl4UGMe4atUqAFasmdYbPfpmzZqpVRl7OtObTEpKUpyPPWKnT5+u9nX5bb073y2fn+Ph84WGhormJM09Z84ctWBje8Hhw4cDsCz7jz/+GED+ecrdu3cHYHtEBw8elMfB0MQvv/wiymzcuHEAIL1DnTp11GauQoUKAICIiAi0atUKgN23+dtvvwUADBs2TLQa6e1bbrnF4/2zswMyGQcPHrzmZ7muAVtbkFXv5YIEQ2Vce59//rkYHIZY5s2bB8A6q9hKkDh27JhYgDFjxgCwvc6oqCgxRWTIctDa0u3gmdO/f3+0bdsWgN1DmmeU0xN0hiToFZPSJctXuXJlzJ49G4B3eMrE5s2bpc/gu2dY7OzZszh27BgAKMzXpk0bPT/ZRs6dj4+Px3ufG4/ZwMDAwMDAi+B1HjORkpKiuAWD77GxsYqfPvDAAwBsi61y5cqKRd9+++0ALOuV3iO9i6pVqwKwLJ0OHToAgDyVZ555Rt+VH97I5cuX8c033wCwFKuApU6mhU6RCRmASpUqKS708MMPA7Catvfo0QMAFNsi6xAWFqYx0lrs3r07li1bBsD2yD1l9WUE41Fdu3bVOOrXrw8AePPNNwEA//3vf8Vg0Jtet26d3gHjrvQgGzZsiA0bNgCwx3jmzBm3j8nlcsnDoKdMVKxYUfPBWOMNN9ygn3PcZAK+/vprrVsqPhMTE8V4fPrppwDseRk1ahQ2b94MAPjkk08AWLEtilHodVK7kJaWlhuFeo4RHR2tdct9xphz9erVM61fxmadoBf9999/o0aNGh5/5qshKSkJERERAICRI0cCsPQQ1DCQ5WDMeMOGDRp/7dq1AVhxW8ZnqaSnVqR79+7473//C8De7zt37vxXpicpKSlL4ZW7QMHWl19+iRYtWgCwzhMAWLRoEQDLq6bH79xTXHPcE61btwZgnVnTpk0DYOksgFyps92O2rVr6/mpyyFrFxoaqgyYqVOnAgC2bdumPcy7gOvz6NGjeifUM7mbHSj4N2ZgYGBgYGAgeJ3HTK83MDBQSk96RA899FCmODItt8DAQMUMaKn5+/srNsmUo507dwKw4gy0aGk5VqhQQR6cJ613eg6NGjXSd9PKfu655+T5UPnIuPqAAQNkQdNzWrJkiVIbGOdhilTv3r2xZMkSAMDrr7+u38EYM7/H06pexqZ+/fVXAEDbtm2lUOaz09PctGmT3j3nbMmSJYojMzZJpeyPP/6oODr1A4mJiZlU33lFTExMOi8YsFWnfn5+ik3yXZYrVw4TJ04EYFvTXLsVK1YUM0MrvkqVKorz0Qqn1ztr1qxMObG+vr5SgDv/zvmnp8DvDQ0N1dzyzyJFigAAjh8/rr3Ese7fv1/j5fxwL9x5551Kr6GHml9wMg1k5HiGREZGSsVLholeYpcuXXT+MA//yy+/lOaDsVaqeePj46UXeeWVVwBY75IamowsnaeYLM4V2Zrw8HCdk8xsIJPhcrn0OScLwzXAWDzX+MKFC9GtWzcAwMsvvwwAePvttz0yjpygQ4cO+PrrrwFYZwYAPPjggwCsehEc24svvgjAGhfXJpk7jnX06NF47bXXAHjunvC6i5n5qWFhYRJn8fCuW7duOok7YF9GPj4+Orx5oU2YMEG0xb59+wDYi3Lt2rXo1asXAIg6jomJ0WHLPzMexu6AU2JPUdqpU6cAWDQvJfukAik2eeedd3Ro8908+OCD2Lt3LwB7s3BD//777xIe8ZK74447dHDnV5oNU9D4fJs3b9ZhzbQDXtSvvvqqDIuXXnoJgJVCtmvXLgB2bvfGjRsBWIIvbiCmJ3mCxuWFA9hriIKnUqVKab3wcwcOHNBzcKy8vIOCgnQZcNz79++XOI6GE2nhJ598UmNkkYOTJ0/qIiPFyvEDdvoKD1V3gCIYHmwhISH6HoKHGGBTuaQJg4ODZXjzQnOmHpHyz2/wPS9cuFBrjqK8unXrinamUciz5KeffpL4beDAgQAso2rw4MEA7PlmKtjcuXP1+XfeeQeAdRHyzCMdTgQEBCjkw9oE7gCfh+HARo0aSahGMRrXIGDlMgM29Tt16lQJFEnrcx1Xr15de4BznIOiRm7HpUuXAFh3CJ2UoUOHArANshIlSuiZuY9feOEFhTW4hxiuGTp0qMbrqTPUUNkGBgYGBgZeBK/zmB9//HEAlrVJS5Ye3t133y0PedCgQQAgunD//v0S5dCbXLJkCYYNGwbAprBZferMmTOyRun5uFwu0aIEi3u4E7SyXC6XhFsUW9xxxx3yyEiB0eq7cuVKJvpy+fLlEj3RQ+H7mjlzJk6ePAnAppMuXrwoKze/QEuTFndkZKRSFvr16wfArqqzbds2eRBOIQ6pe64Jsg6hoaH6t+PHjwdgpVfRonUXnPQwrX+mm3Xt2lXzQgqwXLlySinJ+DtiY2MViuFnKlasKI+X88/Pb9myRd/J+QTstK2sGAJ3esoEvSqWHXV6yxRQ0pvevXu3aD5S2q+99prKy3KOibS0tEzet6fBOaMH3Lx5cwkoWdI0NDQUEyZMAAB5XGQ2goODNW6+719++UVpbqSHmYKzevVq3HvvvQDsVDjAXtNZlbJ0p6dMUHhI+n316tW47bbbANhsI9nEMmXK4NVXXwVgh8NWrVolERsZEhZyatmypViQ559/HoBnQkvZBRlPsgOAzXx06tQJgCXGHDJkCAA7rLlnzx6FELlOWLbz4Ycf1t95KmxkPGYDAwMDAwMvgtd4zBnLC/76668YPXo0AOCzzz4DYJVQY0ySP2MsZM6cOYqnMsi/ZcsWWcB33303ADve9/3332P37t0AbM+0a9eu8lpoHXkSPj4+sl7pVf7111/y/OmtM/Y2btw4eStE6dKl5VFnLNoRGRmpko/8/YxR5heSk5MlDGEcPSAgIFMqDZmQ1q1by/qmx/Xqq68qJpexJvNDDz0kBoDWK+P2ngbXKtcbYHu7HCtgx9+OHz8OwPK0uN7JCjj/O2Pqkb+/vyx0WvGzZs3CDz/8AACqB+9pMA3mvffe09/xWamL4HPWqFFD88GyuSNGjBBjlbF+dkBAgNgqpwDUkyDTQP3C3r175QmyNGVaWpo8fhaPWbt2LQBg69at0rqwQE7z5s31d4wZMwVnwIABSo+k9uX555/XfuX4uRdcLpdHPDJqOChSe/fddxVHpiiNZ46/v7+Eh2RoateurXlnfwKuy9KlS6sRBNdnu3bt3D6GnOLIkSPSOrBIEc+QJ554Qgxes2bNAFjMHe8KnkfUWHz33Xe5qQOeI3jNxUyBENW5t956q+ghvqwGDRroEGSQngsjKChIak6quG+//XYdbhRIUZDRqVMniWZeeOEFAJbSmYto4cKFAPKvOhYp/Ntuu00HEy8vHtjFihXTAiINdezYsUxNEvguAwMDMWPGDAD24ZDfdaRTUlJ0CHMzd+3aVbQYDzuK00qVKoX7778fgE3jffLJJzqgqGBl/emUlBRs2bIFAKSUnD17tkQ8ngBFhswCcF6chK+vr8ZNupqGVqFChVRQn//un3/+Ed3HS5sICgrS55jrDNiVxGh8ehIulytTeMB5afDQY355ZGSkqNnJkycDsPbjmjVrANg0JwVCu3btkqHDNeHpvceLk2GkvXv36uIkpTtgwAAZelyPFIaVL19eldgYYvjhhx+0fmnwMy+9Vq1aOn/4+x977DFUr14dgB2K4jv0lGCKFyfXb8OGDeX8vPXWWwAsxwWw5odzxf1Vp04dhY9oKNPIqVu3LkaNGgXAFkLOmjVLZ3JBYfjw4ZoH7i+ek+fOncvUSWr79u2aK+ZoUwQYHx8vQ9RZC8Kd82WobAMDAwMDAy+C13jMpCNJ7TZo0EAeFr3kgwcPSoBCOoJW+alTp9TphZ2kUlJSZNmR5mZlm/3790uoQu/qxhtvlKXISjj51cGH409NTZUXQWuMdVwTEhJUh5eeb6NGjTJZ+fRkkpOT5bUVRMclwBoPqT9Sk99//73mjfNBir127doKT7AC2PHjx5WCQi+R9L2fn5/WCVkBemWewrPPPgvAplyd1rJTuJUxZ5fP+ffff+vf0guZOHGiqDOC/75hw4Z6F1lR36ya5snwi4+Pj7xC57qkJ0/BD9/N5MmTNd/88+DBg6K1GzVqBMCuWwzYe40e56VLlzyak80616ToSVUC9vkyePBgCbwIjnXbtm3K2WVltpEjR6ZLQwKQro0rPVN6mF27dhWVTdYhqx7H7kJsbKxSTvns8+fP11oi+8Q9NGrUKHmaFEtdunRJYUDuY87Zzz//jM6dOwOwPfKCSpUC7D334YcfKu2UlSGZGuZyuURNU4w6f/58CWYZIiSbGxQUpPfE32UqfxkYGBgYGPz/GAXuMVPwwKoqjMdVr15dcUdaoLGxsfKomepEj2vmzJmKOzNl5cCBA4oZMC5IbNu2TfFnWrYbNmyQ6IEWZFZN3j0BiqCSkpLkhVA8Qa/h448/lqXKIgHNmjVL15sYsKsWrVu3Ll9qJl8Nvr6+EtKwOErv3r31nunlci6KFCkib5Idm4oUKSJLllYr39FTTz0lj4RW69KlS+WBe6KvNt8zY5OFCxdO520B6Ytp8Gdcs05QKxAcHJwujQ6w3xdFY074+PhojPkRY05LS5NoiOl5QUFBGiOrVnFeAgMDtafpJX/zzTf6PD1MpzfFNeDpVBS+3/bt2wOw2aRWrVqJRWP3sltuuUWf53M59x4ZOQrIWrZsqRguBadkjN57771MGomGDRtqTdP7cqZNucvb5BhCQkIkICVbsXfvXrEa1LqQpatYsaLGSN3N+PHjxTLQC2Xc/ZlnnhHryPkMDg6Wh8l3kl9eNN9lRESEtDhkFnnuHzp0SBokxp3r1aun90QxH/fh5cuXtaZ5HpOtdReMx2xgYGBgYOBFKFB3Ki0tTQng9OyofHvwwQdVHISxp0OHDskKY4I+U4uaNWsmyT5VjbGxsbKY6F1QAVmvXj1560wDoMUKWP04nc+Vlpbm0XiXMzWGngZjT5T1P/fcc7Js6Qk6Fcv0zFgcYPPmzVi/fr3Hnjk7CA4OVtyRTEZkZKQYAnq5tKgjIiIU02L98KFDh0p9Tz0Alb5xcXEq5EAVb9OmTd0eU3eWFeT7ptef0VsGLO+Ka49wxhBZp5deW1xcnPYCmR9nYRZa61yPKSkpsvLZLczTyFjswuVySXlLr52xWf4csAuRJCUlifFiuhCLdfTs2VOfZyzTE4iJidE7pDaDxTWWLl2qs4bP0qJFC5VwZHcwrt2NGzfq8zx7kpOTtS54NtFjfvrpp7UmOP5evXqppjTTl8icXL58Wd5dXsG1e/HiRRXR4LnSqVMn9a1nDJzzevbsWbGOXG+tW7fW5+lNkk0JDQ0Vk0S4XC7F5fPLU87Y537KlCnaaxwHx9qoUSPF3cnSbd26Vbok6lnIMGzatEmFYsgUuBsFejH7+vrqYM6Y/xkZGamqXhQT1K1bV1QIxVLMv3vzzTeVb8eUp2XLlulzrK1MquLYsWMSsfCgTUlJkegr46Hq6cYA/P116tTRwmGaGGn1kiVLKl2GYoXQ0FCNkYc3L63o6Ggdip4UlGQFZ9U2UmGcx0GDBukiJp3Ey+2mm27SZmfLSpfLJWqR6RnccOvWrdNBwPzaSZMmKfzhLirfx8cnU8MGvmcnKNybMWOGKkWREiONGxISov8mpXnnnXdKbMJDkQfi5MmTtS55aDvT0JjOwXXjifCFr6+v3inT+E6cOKFxkALl4XXo0CEZls7cex5opEppQLlcLonkSAt6osZy0aJF9d64x1nZq1+/ftovvCwXLFigMAqdARqMfn5+uqQXLFgAwDKUGZ5gKIpVB53CPe73Zs2aqfJg48aN0z2ruy5lwK5uWLJkSbWh5Ptu2bKl5oopZMxnBuywA+e/bdu2utT5LukwbNmyRe+EOeFJSUl44403ANgisfwCw0FdunRReiwvX57/Bw8eVDtgVjk7fvy40gNpIPPzXbt21bjpBF66dMmtYTNDZRsYGBgYGHgRfPJL3JQBLsBK/6Fogp4wn2fGjBlKe2LQ/vvvv5fQhwUaaLkNGjRIVbso4Bg7dqy8B6bZ0BLs2rWrvE563cnJyfjwww8B2NYe6cW4uDhn/eHsmPE5erFMh3nsscf0PfS+yCrExMSIiicmTpyopu70PkiTHTx4UFYixRo5SPty2xhptRJJSUnyfOnlMbVi3759osW++uorAMCwYcOUSkRvhYUQXnvtNYndOFdFihTROrpGjd4cjZFpexQ/sc0k2QHAZiT8/PRul9IAACAASURBVPz03WQ+mJ7x4YcfKgWHXlXZsmVVYYoeM4U19evXV7EDrgmGBZwgNffkk086GR63zGNaWtpV1w6/z8k0kcmhp+jv76/QChkAdo47c+aM5ph71vler4Fsj3HkyJHo2bMnAJvBIOX81ltv6d3TW42MjBSlyWdmoZj4+Hh5x5yfXr16qe4y9x5bSZ44cUKULud69uzZKnDEs4l7ISUlxcl+5GkeGWo4d+6cUi4/+OADAJaXyL3GM5H1vTt16qT9NWnSJADWWmXxFAp0+fuXL1+uM4qV+4KDg+VZsjDHv7A6bjtzyIzyHChdujTmzp0LwN5D9JI///xzrUOmkPXs2VOMLdk8Mn4DBw7UnVGzZk0AVhjU2YHuKsgWBWQ8ZgMDAwMDAy9CgXrMWcWQGDtMTU0Vt8/PREdHy7pl/I7WzJo1a2SNszPMuXPnZDn9+uuvAGxL9YsvvlAKFT3SefPmyUu/RsK42z1mzkNQUJAsbVrt7H5z5coVxZEZh1u9erXeD+tiEwsWLJBnRu8rB/WH3TZGelH0UC5evKjyqWQoGAOLiopSzJgpOJMnTxYLQq+YMav169dj5cqVAJCupCUt8mvEKLM9RpfLpbXG+Ci9dyfoORYqVEjzR/EI45dz5sxRzJweyrx582TR82f0ihMSEhSLZrwyK/C7L1y44KwX7pZ5dLlcePjhhwGkL+CSsbAKBZSFChVSLJrjDgwMVAyTnlZGwRtgN6sny5MNZHuMThEn059Y5KV8+fISHvI9T5w4UbFlxia5B318fLQ3KUqcN2+eRIhkWJg+lZKSot9LFsnf31/eJNOweAby/MvpGLMC2YiXX35ZZXqdZW35rJwfsm/333+/NAL8uzJlyojVIqvBnyUkJIg9YMz86NGjEtNScPcvcNuZw7ll+m2zZs2kCeGa41j9/f2xevVqAPb9sHv3bmmVyGbyMykpKeoKyH3m4+MjEeo1kC2PucDzmDOCm7hQoUKiPahWLFSokKhvChHYsHvw4MGiFbjJg4ODpZDkC2ex+V27dony5Qvt2rXrv15cGWglt4OHd9myZTPRaax69fTTT4uGYe7jmjVrpMrlhubBtnr1aolxCrL6Dr+bm9nHx0eHES85KmM//fRTCVEGDBgAwMovZWiBFBsV9c66taTQAgIC3D7e2bNna60xdzEr0AhxuVyiMAketL1799bnGMLZtGmT8r0plnMKTK72nQTV/KVKlcokXswrbr/99nSXJ2Dtr4zVylhzOCskJSXpQuZBzrl2iuvY4jMHF3O2kZCQIIOPFzQNwaZNm2q/8GBftmyZ9iGfmZTuo48+qnXmrATFd/LYY48BsNdqiRIllMfM+alTp44ER3weXtoZLuY8gWeDc364Hzt27Ci6mt9Jo3DFihV6X9x7Gzdu1DnN8IazVjrn1NmilLXx8wtcS5y7zp07y+hie1g6CtHR0RKaco1HRkbKQZoyZQoAO0QYFhYmNbZTvOhOGCrbwMDAwMDAi1CgHnNWVDZpBsD2ZGlJ+vj4SCBBCT+tuPXr16sK2KpVq/TvWXeZYiH+/rffflteNynQmJiYTB5zflH9mzZtAmBRL6QASaFQ4BYRESHxCPMmJ02aJIqGVbRIEwcFBckTL0hwjtmyMzk5WYIoWvIUn5QoUUKfY+eeF198UWILethMZdi9e7coRjIankhte+211/T7sxJeZUTRokU1V2Q5+B4CAwPlKXMeg4ODNUaGUeh5nD59Ol0+/b8hO8+VW+zevVthIYrY6HE4wX02duzYLCuStW3bFoBNh9NDc3bn4rg9gcDAQD036+7zfSclJWU6j9q2bat3z7XKFqTJycnyJpmrXL58ebFZzFUn9d2jR49MntzZs2dFFfM8YnetGjVquC0fn4LSefPmSbzI9bZp0yYxihS48Qw6dOiQBLdO1oZhDZ5bTC9bsWKFBHHOLmkU5jJt1dPIyDYcPnxYaVyk8HmX3HPPPelSGQGryhmZC7Ic9LhXrVqlM5d/uptNNR6zgYGBgYGBF6HAC4xcDbRCnIUdRowYAQCqPEMr/rPPPlNhClb5aty4sb6D8R6Kx2688UZVKeLfOb11gha0p2tO06oOCAhQXJwioNmzZwOwvAo+I4UIR44ckWfN+BF7n1auXFkes6cLpGQHfIagoCAxHmQrGFe///77JQhjHPqGG26QZUoPs2/fvgCs9AxncRJP4ZtvvtF88H1fDcHBwfJu6TFT37B9+3Z5SRSYrFmzRjHyjDW1Q0JC9C6yqpvtrAYG2O/NnVixYoXSRQhnVy3uOXpOAwYMEIPDynqAvdeuBqZHpqamur2rm3MfU5zEaoORkZGqikUPs3jx4oqPjh49GoDdAS8oKEhnE1NvnnrqKQmdGItmOtR3332n98V9PG/ePImlMvb0dmf1Ov5u6jYAe+/t3LlTMVayjWSkNm7cKHaHlbOOHDkisRi9aQpuk5OTtc+d75oFWPIL9Nb5DBERESqswvOCYtkff/xR1RIpQq1Xr560PWQ3qP1o1KiRdBDu1AE4UfCntYGBgYGBgYHgdarsrECOPyEhQVY7PSjGLrZt2yYr9+zZswCsWBXLFTKpnqUD//zzT1mt2e25/O677wKwipm4G/QYmzdvLuX52LFj9XeAVTuX6mVaqjfccIO8L/aXpYfStWtXlROkapKJ9AUBJ/NBaz2jcvX++++Xxc14ZZ8+fdKluQE2m5CYmCg1sifRsWNHqUz57BkVyU44PVvW4eWcUd0J2HWu/f39FackqHdITEzM0lMmMsadGzZsmK6+ujvgrCOf1fdyX3LOpk6dqnlkn+grV67IY6RXT8YrJCREMWl6JtHR0SpS4i64XK50imgASik8ceKE5pR/fv7557h8+TIAO+XQWdefKl6WA/72228VI+Y5wbKztWvXVtEKKva3b9+uFCoWPuHn3Qm+96ioKP0312FaWpo6R3GsnJ8777xTZwdjsv/3f/+ncbMYCt/J+fPnpfDmei5ZsqS8UxbU8TQynuW1atVSXXYyipyfjz76SOcQxzV16lTFlFlGlmOcPHnytdK+8ozr4mJ2tpSjOIEXLQvrL1y4UJWYeAFERERowTHfjIdktWrVRF9kN7XGExcywWb3iYmJMkRYm5UXQlxcnDYOKdCjR4/qIOAFxbzeESNGSGRFUUNBgpvFuWmYC8xN0Lp1a42DlODcuXMlMuFlxc0yfvx4rQ9P1gMPCQlRHXeKn64Gf3//TO04aQiOGjVKFycPvdTUVIlSeIix9ve5c+cyVU9zIuPFvHnzZlGreQXf6fr160Ux8wKNj4+XcIoXMkV8Q4YMkRiNIk5nDjbXJS98/nvArhi1dOlSNUBxFxISErQXaADzIkxMTNR8ULh34MAB1UDmvDDlKzg4WGEm0p1btmzRu+clRBHjxIkT5QTwPHr11VeVo08jhSGZgIAAt61pUtmxsbH6XUyrnDBhguhqirN4rlapUkUhPzo+48aNE3XNPxneiYuLU9tH5ujv2bNHKUr5Db7vAwcOSAhMkd2KFSsAWDUxGFrj5RsXFyehIs9f1s6IjY29VkXBPMNQ2QYGBgYGBl6E68JjpoUXEhKSrvYpYHtQnTt3lrVDMUXt2rUlg+eftGLHjx+vTk30VAoSbC03atQoWXn0BGnhlytXTh2IKMSoV6+eLG16Mvx83759xRB42sLLDugpp6amKqWLHsr7778PwKqWRI+EluqFCxdEi/JP1i+uWbOmLNnnn3/eY88eEREhT4g0H5/dCT6fn5+fvC6mf3HNLlu2LNO/dbbGo/dFEVj9+vVVDIKMiVMoxHVPzzQqKkrFSpjak1tw73Xv3l2paqxQFh8fr7XKffj000/rZ/y39EydXh9rpNPDLl++vH7OSlnbt28XvesuFsTJHJFypZjryJEjopiZUhQREaHwFwVuDKPExMTIs+QefPjhh1V8g7WoWcO8RYsWEvjxe/bt26e6/3xPTpbAXeMme5OUlKR0Ln5fWlpapmp7xIQJE1RlkJWyBg0apOphZHUomnLWi+Z+iYqKUniNaVj5BZ45w4cPV/iT5wTP3A8++ECUPO+Xxx9/XGwI9zvX+pEjRzwm+iKMx2xgYGBgYOBFuC48ZsbQ/P39ZUGyRitFGvHx8fI06GlVrlw5k8iEQqqkpCTFcAuyXCVBaX7hwoUV06KlStFJYmKirD5abMePH1dKFGOztHr37t2rGBDFQ4zfFQScPZpZhICCNcZ71q5di06dOgGA2IFBgwbJIqe2gPWNDxw4oNQOT2LatGkq0ZdV0RmuIc5L4cKFFRemGJF/ulyudMIugmX+6NUxjWfv3r3ypukpFylSRIU46KU4SyAyJcRdWL58uboqMT4OZN47fE4nKLa555571OWNwkZnRymOg3HOdevWeWRv8p2TteF759kAQCmLlSpV0n+zoxI94qSkJMWPKarcvXu3vDSmSbHk5rvvvqu1w2f44osvxP7Qw6bI9MUXX3RbmiaZnCZNmqi0LD155ztu2rQpACi1KDQ0VMwNx7V48WKlVVF3wdrRgYGBYmuoqdi5c6eEY/ndF54ICgqSp8y+CXz25557TvuRe2jw4MHq0032hOVap02b5vHnL9AmFrkBL2nnZQ1Ym4RiEworEhMTdcjxQCMdERkZqVq8zE/MAd3r9iYWVIbOmjVLFBs3AhfGI488ok3McSUkJOig4OZzVmQaNmwYAJtO7du3b3YXldvHyDmIiooSfcc61zwcCxcuLFEeFZLLli3T4cgNRBqqdu3aGj8p8BxsmmyP8bnnnpMSk++eiuEdO3bomSlicyq2KZohld20aVOpy7n/ihcvroYIfBdZzacTVFyzChNp3wYNGjgV3nmaR2f9av5+VtvjQeUEn7lOnTqZDjSnYU3DgRf55s2bdZHxwvT19VWd/GsgR81IaNAwo4MX8sSJE3UY80yIiooStczn4sW2bNkyiddI83733XeqscC1zTz2zZs3a01zzT766KNqnENREtdX0aJFnUJJt8xjSkqKwiJUZQ8ePFhhChoYFPWdP39elfU41pEjR+ocpQiVOdfh4eHKoOD7+uijjyQOy5h5kAFuP3OIiIgIidIolqVzcNNNN0l8SPr64sWLmiM6PrxrBg0aJOMxF4aTaftoYGBgYGBwveG6oLKd9Af/O2OeWmBgoKhsWu1OoUdGLyo0NFRVcAqINQBgN5GnSOuJJ54QpUeLmxbuqVOn5DHSYk1JSZFnQqqUVly5cuUkqqLA7bnnnrtWS0uPgeMoX768vD16RM42kPw7piuMHj1aLALpRHpaUVFREhzRs/TE+GbPnq0wwP333w/ADjEUL15c+eX0lEePHq2KUXxWelJ33XWX5p3e5Llz5/T7MqJ48eIKA5ACDQ0N1dxy/VJQ5s7OUvxdPXr00H+zOlb9+vU1Du4vfqZz587K2WWIJT4+XqwB89aJdu3aicKlGGvlypXZ9ZiviawoVIrMmP4WFBSkFo9kaEaPHq1UH5453KsdOnSQmJR79uLFi6JDKbJypvNlTHtbu3at9gLfEwVSWbUVzS2c46ZgjefGvn37JARj+IxefkREhOaAY50yZYqoa+45Uvq9evXSfmTLxeeffz5T1bj8RqFChSSOZWoU0zFvvfVWVRvkHCcnJyttjWPk2nUKjT0F4zEbGBgYGBh4Ea4Lj9lp7V2tOtfVPN+silsw3uOJ2sLZBS1txhdLly4tT59FGBiXuXLlikRsjG9Wq1ZN3uTHH38MwB7XpEmTxArQG7ly5UqBecz0TFwuF9544w0AkIdCL+TQoUMShFGccvbsWXkfFLMx3lW1alXFtDw5Ll9fX8UkKfDi97pcLollmKpXvXp1VbA6cuQIALtn79tvv41Ro0YBsK3xRo0aifFhgRjWcv7999+VVjRy5EgAlnflaasdsHUBznfLtKEPPvhA8VHuPb6bhIQEeYBkGtavX5+ppzM/c/HiRRUI4h5lNSZ3wHmGkNVgGhTHtnr1asUd+XdhYWFKbaKXz2I3qampYqm4fgFbvMZ9TGFnvXr11NGKn09MTJS3ye8mY5CcnOz2tJyAgACxbWQ37rjjDuknOB7qHKpWrarxc14qVqyIp556CoDN+PAcW7FihQrJsFb6rl27NLcFhYsXL2LdunUA7HOVDNOxY8dQr149ANBnihUrpvXH9ct63927d9e781QPAuMxGxgYGBgYeBGuC485u6AHwTiOv7//VT1sd5UtzAtoETO1oEKFCti6dSsAW7lKryUmJkaeCct2hoeHqxYxYyj0wh5//HGxAUwzctYepudAD4CqUE+B1mVCQoI8XlrVrPfdr18/xbIYY0tOTpaHzVQyeh4dO3aUWtjTqRgZvRentcxuV/xul8ulIgxM9WIc2tfXV6pseh5JSUn6OWPYjCuHhYUhLCwMgD3vGQtBeApZsRAcIzt9OeH0xhhjpGfi6+ubLosCsHsv165dO1MvdE+BWRvUK5CFOHfunLomsYhIw4YNlV7DLI4+ffoAsOKpHBszQoKDgzXvVD3T027cuLG64zGmed9994l1YF17FoVxd51wgvNCTcOePXv0jDx7uL4CAgKkI+D5EhgYKC+f+gn+7MqVK/o7nitpaWkeP1uuheLFi6soE9ktxr3ffvttMXHOtMSM65Hdwpo2bao15Clcd+lSOfoSlytbhzQvvhxQg26X9dOYOH/+vEQ9rOHLRgft2rVTTijp3sjISKUzcOExfSY8PFy52tzknkglyini4uKUx8pnZqrMp59+qp8xzejIkSO6mNh8njRxrVq1dMnn4kL22BiBzM1ReBkFBgaKCuMzezAv0qNj5GXFilY0MPv27as1R/FQ//79tR5pdNIIa9asmaj8XCBHY+RFQ6qZ4YczZ87IGOTBW6RIkX+lLbM6X6515vC8pTEwdOhQiQQZ3qARyvr5uRnj1cB1yGc5efKkjCyeL0SjRo2UHsaUqE2bNqniFyt6MQWpXr16qiJGsVQO6F6PrlWGUWhgM32qVKlSEsLRIImOjpZhzPuBaVM1atTIS4tZky5lYGBgYGBwvaGgPGYDAwMDAwODLGA8ZgMDAwMDAy+CuZgNDAwMDAy8COZiNjAwMDAw8CKYi9nAwMDAwMCLYC5mAwMDAwMDL4K5mA0MDAwMDLwI5mI2MDAwMDDwIpiL2cDAwMDAwItgLmYDAwMDAwMvQkE1schRuTHWLM2qBRrrnw4cOBC7d+8GADRp0gQA8Mwzz+DUqVMA7HaBua1J7Gx8Dw/XdGXbP9atbd26NQCreHrGur3Jyclqnci2jytWrABgFdTPAzw6RoI1k1kPvG7dumoI4GyvyHrGbC/HBiSJiYl5KSjv9jGykt6xY8dUf/fw4cMA7Mb0LpdL65bzWKZMGTV0YJtINrVgLfRcIl/mUb/of+M/cOCAGnv89ddfAICff/4ZtWrVAnD19q25QL6O8ZNPPgFg1XVnPXDWCI+MjFSDBza/YA1+1prOJfJljKwLzXriUVFR2l9cqz4+PqqH/cQTTwCwW0hyf+YSbh8jnysxMVH3CPfjlClTAAATJ05Uu8tbb70VgLU+2RZ06NChAOy7pl27dpn6KmS3LwOyWSv7umhi4ewalLGX6IkTJwBYTRBatWoFAFi4cCEAYO/evbqceMnVrFkTQNaXfA7gsU0SHh6uxf7bb78BsDdEkSJFtHDYxCExMRGXL19O9zvq1KkDAFizZg1uvvnm3DwG4OGDgHPKXq/sdVymTBkMGTIEgN2VycfHRwcfDw72KmYjglzC7WNkg4B+/fqpnzT7UMfGxgKwekmzmQM7/Dj7FLPrzfr16wEAL730EgYNGgQgVxdavhzoHDf3m8vlwubNmwHYc5WWlqbOWeyo1KtXr7x+NZDPFzMvrd69e6uzG5vQAECnTp0A2IYy124e4dExcq7YN5nNHBISEvT8HHdycrIuoXvvvRcAcPz4cQBWP/U8nK1uG+Pq1asB2O/+m2++Ua9lXtB8ZnbGAuyz1uVyZepWV6lSJQBWpz6udzoIw4cP19l8DWTrYva6to9ZdXriJfzmm2/il19+AWAvkv379wOwNsbEiRMB2C+6VatWOgBPnjwJAPjyyy8BWNY7Jyq/WuhdDRzj3LlzM120vHxeeuklTJ48GQDUkiwuLk6Lid15aLEnJiam62jkTeCiX7VqFQC7bWL9+vV1uPM91K9fX2OkgdWhQwcA9gb0FrBt3Jw5c9T4fvv27QCs9nKA1Z3nwIEDAOyG9EWLFlUbQrI87GYzY8YMdWhq165dfgwj27h48SIAu5k8WxYuX75cz8q1Xbx4cXmY3OdXY8O8DVyzNCrWr1+vNpFsPVqyZEm1TuQl98cffwBwO0vgVtSuXRuAzTbu3bsXgMUA8PzhnE2YMAGvvPIKAHs/8uwtyDGyw9WqVavUtY7tYc+cOYNixYoBsOeDd8zkyZP1Of4d2SvAnnc6gbGxsWL1eB/VqFFDBnUenCHBxJgNDAwMDAy8CF5DZWekDdLS0jB48GAAQLly5QAAu3btwpYtWwBAfVPpMU2YMEExA8Ytn376aTz22GMAMvU2xe+//y7LZvr06QCABx54QBbfNeIFbqeVaKFt2LBB3iDfCWmyoKAgtGzZEoDdS9THx0cUC2OTd9xxBwBrXJUrVwZgWfI5hEepM3pRZ86cAWDTfzVr1tR8fP755wCsGDt7My9evBgA0KZNGwB5tk7dPkbSzw8++KC8Q3qDHHNISIj+m5b3lStXNG/169cHAMXxypYti/LlywMAfvrpp5w8DuDBeXS5XBg9ejQA25vYtGkTAKsnOD1/6gd8fHywc+dOAFb/ZQBYu3YtAHvMuUS+UNkMo5HteOSRR+RFcn3ed999mD9/PgDgqaeeAgD1Ls5Bv/es4NExklGsVq0aAJthS05OFgvEv/P19UVCQgIAWwfBEMW0adPywkDmaYxkXx599FH1u/7xxx8BWFQ254jsG9eqn5+fzljnGNljnKwstR6BgYE4evQoAOvOAKx9P2nSJAAWrZ3HMRqP2cDAwMDAwJvgNTFmeqj0Erdu3SrPl15CcHCwxBb0mGnVdOvWTVYfVcq7d+/Gyy+/DMCOv/LP/fv3Y/bs2QAg0dhXX32FRx99NMvnS01N9Wj8hNZcVFSUrPCM8fbU1FQJFvi+fv75Z1mr/Dxj7JUrV9Z4vQ18fsaYw8LCAAA7duyQRdutWzcAloVKT5kW/blz5wC4J57jTlDw1bFjRz0jvQuuyzZt2iAoKAiAHX8eNGgQypQpA8DyOgBb4VqyZElZ41zj9KALElFRURg3bhwA2yvk/j179qzWNGN7sbGxaNGiBQBbI9K1a1cAwJ49e/LqUXocXI8ULHbu3Blz584FYO+52bNnS31Nto7nRlpamta2t4HMDdcqvd6aNWtKGEa9CmB7lk6mALDmnXqI/AZFvxEREZgzZw4AoHv37gAsodcPP/wAwN5XPC9vvvlmjZ9/Pvvss2KBdu3aBcC+O6ZNmyax6rFjx/T93LcUanKP5wbeuUoMDAwMDAz+H4XXmai0Ys6dOyerjRb3Y489Jo/h+eefB2DHUx999FFZdMOGDQNgSdkbNGgAAJg6dSoAO0Z58eJF/Q5aOA0bNsT7778PAOjTp0+658pt/nN2wZgjPULAjoUw3SY8PBx79uxJ9++6du2q+Ai9FaqyT506JWud8U5vAS1zxoWYdnHixAnFh/78808AVkrNiBEjAEB/Mk0hJSXFqzwtxvkDAwNx0003AYAsdca0Lly4IE+fccsdO3bo508//TQAO90mPj4eS5cuBQAxQAWJffv2AQC2bdumZ2Zub+nSpQEA48ePR9u2bQEAb731FgBLSU/v46WXXgJgexy//fYbGjZsCMA7siSyAvfQ+fPnAQAffPCB4q/cqyEhIdJ1ZEzl8/QZkhfQy+X8cVzbt2/PxGaWLFlS6X3M/6VGYNOmTQXmMZOR6tmzp3KPyYYuW7ZMdwX3HFP1Xn75ZZ2/ZAJuvvlm7TmeoVz3w4cP1+fq1asHwDqbM2aTsG5BbuA9J9r/QCphxYoVOuR40XzzzTeirin6onhozZo1Oggo3X///ffx1VdfAbApU2765cuX6+AnHbV27VoJzXr37g3A3ky+vr4SaOUxiT5L8Htuu+02USY0NEip1KpVS0YKD8TixYuL8if+v/bOPD7K8lz/VyYTkrAlIMgm6Ec8iAiiLYqyg0DFlWpRbBW14hHQ4wKoRYWqFVfQUlFA0aoQ3HBBXDguKLuKLR5Rq4IIaoASNoGEJJNkfn/M+d7vm0lkSTKZl995rn9AM0ze5322e7nu66YE57vvvrOFEzQwz8wZpQ533nmnhce4cFetWmVkN2q7Z8+eLSk2VtZEMkHZEOIFvXr1srVJfSN/NmvWzEKfV199taQYwQ8DDAIZRmrdunW1cuVKSUpqagIjCuLWaaedZuQajA/m84UXXrB5JKSXlZVlF9jw4cMleYZG/fr1jew5bdo0ScG7yCgFe/311yXFjGJC84gbzZo1y+aWc4uSzWoKjCQUBQUFkrwUIYbv3/72N5sH9BGysrLsYkZPgXIxysdqE+wTygsjkYg5K3fffbek2DmB0UFKgnTKzJkzjdBHODoSiei+++6T5JU5QvjauHGj3RPsVf/3QXaMd+4OBi6U7eDg4ODgECAExmPGwkGUID8/38LWELK2bNliXuvbb78tKeYpSzErntILrJ558+aV854lLyzx3HPP6dRTT5XkEReeffZZIyHFl29JifGUAeGx7Oxse36ICzzL1VdfbYX9eB65ubmmKMXneEc7d+6sdBxBAJ4/HgfeZN++fa3sDe/r+uuvNw+b+eS/sYiTDb9SkhRLTRDey83NleR5XJdeeqmuu+46SZ731bdvXxsTHiYeZ2FhoQk+4Nk0aNAgsQOqBISd8Uy+++47C3myhxBquOiii/SrX/1KkkeIy83N1bXXXivJ81r8VVUtSAAAIABJREFUZLH+/ftL8sieeOZBAdEavKW0tDR9+OGHkrxxjBo1yoQmKG3k7Bk3blzg9iHgXMTzZx136tTJyoWQ5ly0aJGFcgkPQ3T8xz/+Ye+ntsBZSOneokWLLFzNHXLxxRfb3XLHHXdI8sqgbr31Vou6EdKeNm2aiZTgKftLHCkF5BwrKyuzqBGfq9aYqv0NDg4ODg4ODjWGwAiMYGWQe/r73/9uVgy55rKyMov7xxN+0tPTLaeDN3HJJZeYdQQZANJN7969LYdLOUCrVq0s70zeghxtnKVb48X+WKh79uyxHAVjzcvLkxQryTjyyCMleQSDSCRi1iFWLHnLiRMnmrhF0DSW8fLnzJkjyYuAhMNhkwUkjzVkyBCz1pkPogI///xzdbyQGhsjeX4IXw0aNDDuAqVE06dPlxSLALFWIQi1aNHC5hQy4hNPPCEpNq8I6l922WWSZOvgAFBjY2SPspYyMjJ05513SvI4H/z31q1bTfMdMt9f//pXy7NCbCNKUKdOHRNwgJRD84sDQELXKmcB84eARDgctggGEZOUlBQTM2IfE2lDMKaKqJXGOXj7/vJNuAV4wv/+97+ttA9uBet4zZo1VREzAlUaI+uSc3DWrFl27pHnHTx4sHE+rrjiCkkeEfizzz6zMlx03e+9914rBSTyhZRnSkqKfX+PHj0kxcRHIHtBPv4FEuOhoZWNYRC/YTdu3GgEJ174eeedZ6ET/iTcsGfPHtOwpTHAc889Z3WSMF0JN0jeooIsVb9+fQu7wSyspiLRAQNGX25uroUM+RNjIhQKGXuZsH3nzp2NGIShwcJLT09Xkgyv/QKyBUYRIeljjz3WfkZXrXbt2tm42SzVbF5R40DRirmaMGGChd0xLFE0Ky0trdAxKj8/3w559He5jF9++WU77FF5u+SSS2q9JpbUCofynDlzrJMZ6SbC9d9++63tKw700aNHGxEKVjakoSeeeMK0xQmBB6Xulz2E4QThqXv37sbUxZiYNm2a1ZxDBnr44Ydr9XmrAhwDziFSDU8++aQZJuhp5+bm2iXHesdRqkantyqDNcIFffnll9szc6+MHz/ezlPSLzg855xzjlULcO5v2LDBLlq0BnAUGjVqZKlXyJ7PPfecvTt/vXeVx1Ttb3BwcHBwcHCoMQQmlA15wF/HS7gOa+zrr7+2UCb1yYQxu3btap+ju8v48ePNoiOkAckoHA7r+uuvl+SFms4++2zr+4vVTn1mokPZoKyszPq4EhYkvD5y5EirCYUgVFBQUKFHM+SZnj17VsfjSGjoDIuTVAPh65NPPtkiH08//bSkGDGIyAUEDshT/fv3r07nrBoZYzQa1dy5cyV55XuEySRvXqibz8rKspQNUYETTzzRojVEcihdSU9PN5IREYbaDmWXlZVZioTowE033aRHH31Ukkf+wlvcvXu3eZE888MPP2z60YQ78TjatGljpDLWOO/oAFArWtlEMojq5eTkWASDLkutW7fWxIkTJXmRBaJ1oVAoEGmXysAZ0rVrV0leh7PNmzfbuUqUavfu3UZ6wkMmEkkNdxVRpTHG32GRSKSc2poUSwFRxkZUh/TL4sWLzRvmzB07dqwR4QBnVv369S1c7e8qhpe+n34LTivbwcHBwcHhUEPSc8yQgFD9waoZMmSIWW3E/3v16mUWNxR2rPHTTz/dCDh4L1OnTjVxDjxh+hk3btzYcgEk/Dt27GgUerxUdHFbt25dK/muPXv2GDEIzxnyBZae5FllxxxzjOlnY7FR9N6zZ8+EP29VQZ7u22+/leTl+W+66SaLYOChdevWzaz29u3bS/LmuGvXrknJa/kRjUbNmyA/3rFjR4tqIJhBjjI/P9/yj4MGDZIU64JDSRR5MdanX/EOslSitdvjsWfPHiMjQnC76qqrTDOY/DBlf5mZmRbJYG6nTp1qSkwQoVDT+vHHH23vEw07CI+5VkBUAK/yhRdeKNeNSIpFtfC6IP8FuQ8z4PnZc5yTkneu3H777fYn65D5Q7wjGYj3TP29vXn3Rx99tInh0BGKtbps2TLj7HCvzJo1yyJWnEfkn1NTU61/PCQ5yYvs1kQU2nnMDg4ODg4OAUJSPeaysjLz7shbkXuaO3euWTtYc2eddZbR0/G0YcJNnjzZLDtyPEVFRRozZowkj1lHHo+if8nzTL///nudffbZkjyvhVxeUVFRtbqFHCjWrFljjHM8JqwychySxxAsKCiwnxMxaNiwoSQFgtH6S8DSJh8OW3fy5MlWjkL0oqyszKQoKUFAjGLbtm1J95glL6pBGVe9evWsmoB1jDedmppqXhd5506dOhm/gj1AfiwajVYoD6ztuW3YsKHNGfvs/PPPN+YqjN3jjz9eUqwrETKrZ555pqSYeAVdf5DfxEOLRCImSYroTNBY2fyJXGXbtm0t8kEUYffu3caHQLuZyFUQOoL9Eli/cGvI/UveWvMzsMmts/eoIGDMyURRUZHdC+yhSCRinjIcASoJ+vXrVy5/zM+QIKVMivLd/v3729lEdMePmhCRSerFHAqFLJRHCIFLpaioyA4j6kBnz55talCExCBwjRs3zsgZ6GI/88wzFmLhkCChv2DBAnuBhCH79u1rlxwGAKiNS1mKkd/iL1YO+MzMTCNdEOb3NzJnrGyOHTt2WHlR0BDfvpJLa8SIEXYAcuht3brVCEFoZFNutGjRonKEwWQgFArZQcC66du3r5UXUasNmW3FihUWyqfRfCgUsjaBHBzU4y9ZssRC98BvkNUWCP3xXMuWLTOhf+pfb7jhBkle2FPy5vqLL74wYh+hUtZq69atTemLd7Jz585AtC1ljXKG4ExceumlZujzmZycHFsL/jRY0EH4l9IuauivvvpqK/vjzN27d6+RHDmHuKiCAN6/H1deeaWVznKZ+lXBSJGi1rZgwQLTcackDgW/xx9/3ByEyi7mmkDyzVEHBwcHBwcHQ1I95vz8fPNECV8Som3evLl5xwgz3HPPPWaJU6aBVZObm2vhJMIS48eP1znnnCNJZhHheeTl5ZlnisfVqVMnLVmyRJJMrxnCTjQaLUcqSBT8ngZhFd5JYWGhWWp4SwUFBeZRE94nnIrHFkQgAsM4mJdVq1ZZWBuCxXPPPWdrgRQDTdEpW0g2EEBhLhYtWmTCIrQcJcwbiUSM6EQkYNiwYeZFEzIkYjBgwACL6vhVt2oTJSUlRmIjxTJw4EALTTNu0kgnnniiKXfhCa9fv95EgyBjEhWKRqO64IILJHkKdkFrVQrxEC++W7duptV/yimnSIqFeRHrQDec0H9l7Umj0Wig9LOJaHAe16lTx6IbqCdK3nyzFoIqZETU4rrrrrNSW+aMu2fz5s12jhAV6NmzpxHCuGsg9WVkZFgKJlFwHrODg4ODg0OAkFSPuV69ekYyQAKO/M29995rngbIzc01ixtLnc936NDBivyRCczJybG8Mx7wcccdJykmbUinG6zDRYsWmQAJPTgRdoBslGg8++yz9nc8f7yjTp06WY4ci7VVq1aW5+H/4VUvXrzYiCpBQjQaNSlVSsDwKsaNG2c5VoRiPv74Y5t35pMIyOrVq41IlUxgfRPdWLVqlQlM4B2zZleuXGlrb/z48ZJi5Ua8g6lTp0qKlSNJMasfr6q2uA7xCIfD5t3zLJMmTbISL3Sk2c9169a1KAJEy+OOO86iAWgzQzb64IMPjEtC3jZo3iTPgrc0ZcoU87BA69atLXfJO9lXVCdI45Nk3fUgJZaUlFgXPrgsderUsdI5Il21EU2sCvzkXcpieedwH84991xbj0gD/+53v7OIF+cw3/X1119bvpkSqppG0uuYYWIS0vQTfiBbECaZPHmy1Uuiv8vi79mzpx1svMh169aZEg0KS7zshg0b2qIiPFhSUmLhJ74DklFJSUmloaiaApeqv2UYvw8NZTSxJe+y7tChgxExYEpCnpk5c6b++Mc/SgrWAZCSkmJhdsgTMNGfeeYZu9AglHTo0EGbNm2S5I2NeZk3b56FEZM1xmg0aiFZ1lfHjh2tjhW2PAbTb3/7WwuHopQVDoet6QOhUJSwli5daocK9f7RaLRWw9nRaNTClhgHaWlptjfRE6D64bDDDrP1+7vf/U6S9PzzzxtZE6U/9uyECRPMyCbkn56ebkZzkACDedSoUWbog+Li4nLnyaEGLhxSeKFQyIxi2MklJSWm2EfaIagXMzoWPXv21BdffCHJqwAibXjFFVfYvUKFzmOPPWYVPVRJ0Ixl7NixpuaGo1DT1QMulO3g4ODg4BAgJN1jxkNEZQUru2XLluZh8JkHHnjASCOEaFEeql+/vnnbtMYrKSkxi5tSD6jvmzZtMnJJhw4dJMUsKUpbIA3gyQ0aNMjCp4kAVjhhT8nzlHknkUjELDPUlBYvXmxlUoRmKCnq3r17oDxlEI1GLSLBvOAtPvXUU1q+fLkklfPQ0OIlLMp/d+7c2by2ZI01JSXFfjce1I8//mjrC5WknJwcSTGvEq1v1tu4ceOM7EeYG6/khhtusNpY5r+2PZRoNGp1nKQY9u7dax17KKkhfP3NN99YOojQfH5+vqWZIPHhtVCCJXmEOLzqoIA5JgIyZ84cq7kGCxcutNAvZ8ehBFQHWbtbt261kjbO3FAoZFEdaoGDUNZWGYi0zZ0719ImnKdEE/Pz8+1e4L647bbbrNSUKA9d+77//nsjkiWqzt55zA4ODg4ODgFC0j1mrFDyhOSozj33XPOioPDXr1/fclmQTPCSs7OzTbULnevMzEyj+o8cOVKSR+pq0KCBeQAff/yxpJiXDumB/DM5BzybRIFxpKamVshN8d8ZGRmWiyYnsmHDBiuzId+Dp/npp5+aJx6kHFA0GjVhGd49JLD09HTzOChPWLdunc0tXiXjee2110x1KAg9monyNG7c2Mpr8EJ49smTJ1uei4jPKaecYrlJOAPkqwcOHGh68eSaaxulpaW2F8jvv/rqq1YKBRkIL/Hll1+20kMiP+3atbP9ixoW+ywnJ8dyeXikrPWggVz43LlzLe/Iej7qqKNsvOy9QwmsWd59aWmp8UE4c1NTU23/UXoUVD1wIjpS7KyQvDWK119WVma8CaJaa9assTOJMlS876ysLIuoJgrOY3ZwcHBwcAgQku4x4w3SgxZvwV/mg1X22Wef2c+x4vxylEOGDJHklV59/PHHZrVTekX+uWXLlpavhgV81FFHmcU0ZcoUSZ6Wc6KBt1C3bl0ruSEPhwUueSzmF154QVJ5q9yvrSzF3m0QC//37NljUo50EMJLevPNN20OEBq56667jF0JKxnhmOXLlwfCUwb+903khh7SsFrD4bBFiGC8XnTRRZoxY4YkL1+LwEq7du0SJv13oNi4caONDW+pS5cuFRjxiDJMmzbN9iG58ssvv9zEgvD82YP+blQIOhC9ChrIVfq7vYHVq1ebcBGs+kMJVMlwBjVq1KicMA7g3CYiCR8AkaegAM92wIABdmYSrSLXPGDAABsblRTNmze3vDM8GCp8MjMzbY4ThaRfzJA+OJgJ9xUVFVkJFYvg3HPPtQb0JN/9dPVRo0aV+64tW7ZYfRoi+4Q2LrzwQvtd1FbOnz/fSDkoU/H9XOiJAlrRpaWldvDFk7oKCwvtIOfZi4uLLXzKBe4/QP21h0FBRkaGhQDff/99SV5JzcUXX2xlCgjk16tXz4gahFG52Dt27GgGSRAaHvAMv/71r21tk5J5/fXXJcVqRd9++21J5UtqqGkmZEZ99qpVq5I+j2vXrjWiD3ukadOmtufYL5Qxvvjii6YCNm7cOPsOlPoIBzPGjz/+2C6Afv36SYqt7dpWONsXOFdQ1luyZImR3cC3335rhzz1zMkmJx4MMIB51u3btxt5kYvMfzbjwKDzHjSgQ7Fp0yYbE8Q2iLZvvPGG3Q+QkOvWrWsXOGcO/RwGDhxohOFEpQqTf5I5ODg4ODg4GJLuMWNNQliicHvJkiWmtUtXkC+++MIsE8ptUL3avXu3hWEITXfo0ME8ZqwdrPimTZtayPTGG2+UFCN4QQjDy0HAJNHg9xYUFJiniHePR+i3yrD+wuGwWfDxKCwsNM8SjzMIWLZsmRHWsFoRNhgxYoSRvxA5uOeee6zbDSIB/Pt58+aZ1xmEqADzkpeXZ89FaJYxnHbaafaseIR5eXk2v6Rr8KpPPfVU2x/Jwvbt2/XWW29J8rzjLVu2WBoBJTeUoz744AMbDyHt999/30RjmEdC9IWFhUZoRH1v+/btCQ8ZHgwYD55wOBy2dAVo3ry5ETlJxRwKnjKgAxpptC1btthZSyg4PT29QtvdoOmaAzT1u3XrZmQv9h73xJFHHmmlUA888ICk2P0AoY35ZB5TUlJMnZBuXDUN5zE7ODg4ODgECEn3mGm0judMjq5Hjx5WLkJ+7fTTTzerB5IJ1PfVq1ebZCWWbXZ2tnmdSB+SM962bZvuuusuSZ7Xfe+995oWNbkwiDufffaZaaUmAogqRKNRs1bJ4+BNSl5JEB6U35OClII3UlxcbOUsQcJ3331n805uinKbRx55xAgkkGfGjRtn8w3pC43aXbt2WZ4nCB4z63PVqlXmRbBuyLX26tXLPH5yYPXr1zf+AHlaIkXt27dPmkY2mDp1qolIEGmaOHGilRHSjxnvauHChbaOIbUVFxfb/yOSg4xs+/btzRNHf3rIkCGWzw4C4HIgQjFnzhzl5eWV+wzRDskrd6P0KKglRX5whlA2tWXLFovYIYfLHEveGIl8+YViggCiMAUFBcaRgBDMuX/00Ufr+eefl+SRkP3zyj5m3MuXL7dcdKL4A0m/mCGPwIYjfLl9+3Z7ITB3X331VUvE8+K4hPfs2WNqWDAKCwoK7N/SwB4Fpa+++souOf/Fd9ttt0nyiA40zoZslSjAHkxLS7MFw6LiZ0OHDjWGOhsHVqvkhesJLxUXF1udMO8mCGG1k08+WZdccokk76LFwOrWrZu1/4O5e9lll1nYCQIVdaMrVqywNYMhk0xgJEyePNk2LQYDdcDDhg2zhits8JNOOklPPfWUJI/0xkGwZcsW9enTxz6XDJx00kn69ttvJcXqOKXYJQTjmv2IcREKhSwM3b17d0mxcXGRs27Rw+/bt6+lZHhP6NsHBewdzo133nnHLmtQt25dtW7dWpJHjArCnjtQYBRhJDVs2NDOIULzderUMYcAol5QdcE5Z4YOHWp7iHsFg+nMM8+0GmdIxZ999pmNkbMHh0eS7QUItzV99rhQtoODg4ODQ4CQFI/Z7/4TJqEODm/viy++MMucUqVXX31VvXv3LvddeNBt27Y1C4h/t2bNGiPcYNFRDpCVlWVJfSzc9evXW9icWlI8FLyYmgbPQL20v1YQxSi897lz59rPGbdfp5kwKn+GQiGzBM8880xJiff89wXmfcqUKTZX1EHieX300UcWTkKb/KSTTrKSDSIfEHBycnLMog2Cyhne3nnnnWclYaw9CH7r1683ixtFuieffNLq8KmfJMwdDoeTrtx2++23W1QLL/c//uM/7FkpOfTXv7KXIHjNnTvXylLYc8zZY489ZuuYCAOksaAB9bKUlJQK8zJ48GA7rwjrHkoeM5EPUop79+61tQoOO+wwK+nj/ApaCBuQuvST2IhIcvekpKTYeYI3HQqFTG2QNJq/9Sr3FWuhplOGzmN2cHBwcHAIEJLiMWN5lJSUGCECiwMP6re//a15HJ06dZIU69KDFY1nQt5j4MCBpjvsByIdWDjobmdlZVlOCwv3jDPO0OOPPy7JK/vAsl+0aFEFb70mwLvwa7riRfg7vEgxMhsWKp5/nTp1zMPAyiW39/PPP5tFT56awvhkAKGUm2++2bow4fm/9957kmI9pylZgJx31VVXWU4djxnPbOnSpdbhh2hLMr1LFOvGjBljEQLIXOTTV65caREDFN/27t1rohuQVChJOeuss5KuIjVlyhR9+eWXkrxnnjlzpq1HyIuQJY8++mjjCtCdJyUlxXgQ7GPU0FauXGmkMuadvRs0oD5XVlZmOUaiCMuWLSu3/6RDy2PmnbPfXnzxRRM/4pzxi3XEi48EDRC9Pv/8c9tPRFS5EzZv3mzRHfalf265o/izWbNmxkuCEFfTcB6zg4ODg4NDgJBUMyccDmvEiBGSPE8Ziy01NdVKKd555x1JsY496JbG5586dOhguQA68aSnp1comKd71WmnnWYMUv5dUVGRiVsgC4mHDXu2poGlXZmmNXkPcsYlJSWWJ8Hq+/nnn409iBWLZVhaWmoSpnhryfSYGU/Lli3NwyKXj/DLW2+9ZeU15GaHDRtm4gZELW655RZJsTIdxo/1nsx8FxGWTZs2mQcPM5683LRp00z4AG+yuLjYdKcppcJTadasmQkgJAvZ2dl65ZVXJHmSnOvWrbP9RPkTz56bm2vPTwnOunXrLHrAfJJXz87OtvlGkzioXhjSoX7Qo9of2UDSkcjBoQA8R3poS17kjiid5J1XyJQGFTDos7OzLX8OJwW8/PLLlm/mLKlbt65xfNjTlIb9/PPPVk1UmWQs30WksyqRn5QkNTmwX3rzzTdL8kIClCv17dvXNiYEroOlpEejUbus4uvNotGoHQSEyhs0aGCUeMLiXCC87P/FgcSmDujF8ly0wRs8eLCVkvTt21eSTGXmggsusAMQEtfmzZvNSMHA4LBPT0+3cgbCUAcRVquxMQLCRNFoVBMmTJDkaWRTdrJgwQIjPUEoWrJkibUH5F2QamjTpo2Fj6sQMqzxMYK8vDxT7qJEDy3sRx991EqjMBj37Nlj46VMjPXfuHFj+1wVUK0xsu537txpoWz2SzWeaZ+/i8MxLy/PDsX9IGHzWBlIyZx44omWiuEQX7NmjZXoQGikBKmaIe1aHSNliUuWLDElNpqKXHXVVba2WRM1RI6t8THipEgesY16fNKWgwcPtvnD0CwqKrK1x/mC01ZWVmbpMvboQej0H9AicKFsBwcHBweHACFZHrODg4ODg4NDJXAes4ODg4ODQ4DgLmYHBwcHB4cAwV3MDg4ODg4OAYK7mB0cHBwcHAIEdzE7ODg4ODgECO5idnBwcHBwCBDcxezg4ODg4BAguIvZwcHBwcEhQHAXs4ODg4ODQ4CQLJX4Q11urFZ1a0FxcbE1LUfT9cILLzTheTRgawgJHSNtGwcOHChJpsd7zTXXWKOD5s2bS4rp3V577bWSPP3s++67T5KnAV5F1PgYabgyYMAAa99J4xWaAGRnZ5vuOy0CMzIyrA0pY+JnqamppiN9IJq8y5cvN71tJXgeWXsI/KOf/ec//9k03Nu0aSMp1uBi6NChkmTNZQYPHiwppsV9EHrD8aiV/YhKIhr7X331lWm4sy6HDx9uP0dHuYbakNbqmUMDhvnz5+uZZ56R5I2xd+/e9vczzzxTktcSsZpI6BhpGMQ5SYOLevXqaffu3bEH+F8983A4bE13/v73v0uS7r77bknVns8D0spOehOLg8W8efMkSc8//7wk6dlnn5UU2yx0YaKrzYknnmiC+EwCzSmmT59e1UeQanmTcCg/+uij1tgCIf2WLVtaFy66wOxLLL+0tPRAN1GNjXH79u2SvGc+++yz7UDnMuIwy87Oto41dImKRCI2t4CxRiIRa2xBJ7CDQI2Nkf7gzE+9evXM+GAjY3Bs3rzZ+o/Teekvf/lLhQ5jXFRZWVn2vuK/8wCQ0LWK0UFfdIyRHTt2mIHBHpS8bjz0+/36668lxbpRVcOwTOgY6b27bNkySV6zmCOOOEI33nijpFi3OinW4IN3MXLkSEneO8HQrCISOkbW3k8//STJO0NHjRplP6OneygUsg5NNBiiWU41L+iEjfHf//63Nd74/vvvJXm9w/v162dGMGu2f//+1ils48aNkqQuXbpIksaOHWt7uQr4/+9injp1qh0E6enpkrwWdEceeaR1ZaJzUfPmzfXVV19JkjV0pyVkbm6uvfBjjz32YB8lYQuosLDQNjKLBMu7uLjYDmsuKrpMSd6m8Htq8QsoJSXFDnmMlV9AjYyxrKzM3jPdWXJzc+1i4UIG4XDY/h+de2gl6AceZ1FRkXWt4n0VFBQcqPdVY/NIdyz2U7whEY8HH3xQkpSTkyMpti75t/zJGPydzU4++WRJ0kMPPaQePXocyKMl9EDHsMLQ4Fk//fRTu4R5F/Xq1bO2pXQjohl9Xl6e7ekqIGFj3L17txkW48aNkyRrzzlr1iz97W9/kySLBPzhD39Q9+7dJXkd8y6++GJJ0uLFiwMZFSgrK7OLuGPHjpKkdu3aSYp1yBo2bJgkb6+mpqbaOF599VVJXgRr4cKF1bmcEzbGHTt2mGF11VVX2f+TYlEOuvaxVhs0aGBtWukuxefXrVtnaztBHe1cjtnBwcHBwSFIOKQ85tTUVGuivnbtWkmexZKSkmL5LUKnfhCqYLxvvPGGhZ+qkDOoEcsuGo2aB4G3t23bNrM4GQ/PHIlEzNvFip0xY4Z5j3gvWVlZkmLRBKz3yy67LPbgKSn2zvZjvdfIGCdMmKAZM2ZI8vqh+q3MuD7XyszMNKuVz5WVlZk3hXeM9X7MMcfYWiACUFpaau91P6jSGON7e3fo0MHyV/H9vyUv4sEz9+jRQ59++qkkVRruZYxEPvxgjJmZmVqyZIn9/n0goR4z/cvp0Uxo89Zbb63Q/zYSidi8kIpgzS5evNjC+lVAwsb43nvvmVfMWn333XclSc2aNdP5558vSZoyZYr9G6Ia55xzjiQvDz927Fjb01XwnGtsjIyDdfbpp59aD2lShLfeequkWF6WiBdrunnz5lqwYIEkWf55+PDhkqQbbrjB/k6v9RruVVylHvCFhYU2V+vWrZPk3SGdOnWy/QfXZevWrbr55pslydIVf/rTnyRJv//97xM9j85jdnBwcHBwCBKSxco+KGCpNWvWTJs3by73M7zDXbt2mafs91rgf+BxAAAgAElEQVQOP/xwSZ5HAnnmuuuu0+uvvy7JY43WNv7nf/7H8hd4Gvn5+TryyCMleWQDPI569epZbmP+/Pn2PXhWn3zyiSSPgHTRRReZZYeV37RpU/veRIL3PWvWLMsR8+wdO3Y0jzEeeBeSN++NGzdWfn6+JM/rJErQrFkzs4phkkYiEcuZVYE/sF/E55XuuusuDRkypNwz+z/HM/Pfa9eutaiAPxd9xRVXSJKR38jfSZ5lzvvZu3evRY+Sifh5xHNkn0nlI1hECFjTvJPRo0frww8/TOSjHhSYxw0bNuipp56S5OVd4QesXbvWPKzjjz9eUiz3/8gjj0iKseMlz0PdsWOHRQqSCfamf03hIbNv+NmXX35phNuff/5ZknTllVcaEYy1Ckv70Ucf1RFHHCFJFh3JyMioSi62RkD0cceOHRo7dqwk6YwzzpDkrb3i4mKdd955kmRz3bBhQ/OY27ZtK8l7Jw0bNqwOV+CA4DxmBwcHBweHAOGQyDHjEWVmZtrfK6vrjM9XSl7+GK/SX7oya9YsSV6pw0GwCauVC+E5o9Go5a9gIE+aNMk8+RYtWpT7fCQSKVcmJcU8D/J8WHZ4VZdccol+//vfS/IYhY0aNbJ80n5QrTHOmTNHkvTSSy+Zxc0zl5WVGeOR/GuTJk0kqVxEBIs2NTXV/h6fdx00aJAWL14sSbrlllskxTwa8q4fffTRvp6/RuYxHA6bh8V4UlNT7Vn5XOvWrSXFSlL4PDljf6QgHs2aNbNqBJCdnW2eODWYv4CE5pjxconSwAWIRCI2bn8enZIhnhnv6oQTTtCLL75Y1ceo8TEyHzNnztSXX34pySvNZMzDhw9Xnz59JMWiX1KMsU35HloDF1xwgaRYidjkyZMleXvhIFBjY8STZa3edtttdq5wNpD7z83NtbIhyo2WLFlia3nFihWSvHdzyimn6LjjjpPkRSLD4fCB8ngStlbz8/MtR0z0sHfv3pJiJbjwIeAi9evXz6J0q1atKvdd33zzjUVqE8XKPiRC2YRejjnmGCv6ZuH4L2NeEi93165ddpED/8GOAALCD7UFnjMvL88ukzfffFOS9Mc//tHICYSLTjrpJEnlSzcYxyuvvGIXOKHPN954Q1IsrMb7mj17tqRYDXE8eSkReO+99yTFyEH8HkLaLVu2tMOai4kLuWHDhhbm5LBo3769HQRsKi6l1atXW7rihRdekBQLc1OGk0gQxguHw2bUceg1adLE/o5RxFw0btzYwrt8pn///nr//fcleWFULrm7777bwmq8y+3bt9s6TyY43AnRsj795DvGc9ttt+nee++V5M07Btp+DKhaB2mRnTt3WtkTpYlcUJs2bbJUxJgxYyTFShSpvyc9BcloxIgRts6rcDHXGBYtWiTJM4a3bdtWTsxG8tJozZs3t9I2PvPiiy9arfbKlSslxYSOpFg9P2H9yhylZCEzM9OcH9J7rNH58+eb84BTdPXVV9tavu222yR5ugqrVq0yQzRRcKFsBwcHBweHAOGQCGXHh8sqQ1pamnmRhLfT0tIqlM3gcdSpU8cseYrLzz777AN9pGqFXPi9+fn5euuttyR5YZ+2bduqZ8+ekjzLDk/wiCOOMA+DkNjWrVuNjDJx4kRJnmjDsccea+QnQm7XX3+9Hn/8cUn7lbOs1hiRWly2bJl5HyA7O9sEGQj3YXmnpaWZEAnlQOUeKq4cKS0tzaIi/kgACkZYyXh28V+3n/FJ+xjjXXfdJSkmPwnwQvbs2WO/c8CAAZI8wl5JSUmFfxsOh43MxRz7o0LxYh2SR6Ai1PgLSGgom3WFeANj5nkl752sXbvWQpqsj5deeklSTAGNtVAF1PgY2UPvvvuuqQQSuXr00UclxTxHiESEu1u0aKErr7xSkhchYv137txZ06ZNk1Ql+dwaGyPPQ1SrcePGJp6Cp0yK4dZbb7UU2ahRoyTFStuuvvpq+7kUU66TpLfeessIgP40zX7EjEDC1mo0GjXFLwi3eP1PPPGEEdsggfXp08dkZlF+I2KycOFCU66rAly5lIODg4ODw6GGQyLHjJ6u5HnDlC7wM3/umNxGZSITlNmkpaVZWdJBeMo1AkgFoVBI/fv3l+Rpd2/YsMEaNpCrwWIbNmyYefdPPvmkpJjACMQTLHVKOB5//HETGOG9jRw5soLUI/8djUarnXfGa/3P//xPSTEP75prrpEknXvuuZJiuX/E//H2/L8Xqx3SRVFRkc0v+WTIUKWlpfY7Gfdxxx1n+Xk+nwj4RUGAPzrAmMhfkasrLi62khp/uR+lKrfffrskLyqyd+9eW8t43++++655nXhmiRzrL+Gf//ynJG8tVfZOENxYu3atSZdCGgLkYYMCohVLly61uSL/2LVrV0kyYqUkPffcc5JiJUWcMczHHXfcISnmcRMFSyaIYDAXn3/+uT3zY489JslrxtKxY0drNEMp0bBhw+xMQjyIaEK3bt0s2kD05AC95YQiEolUiBTiJXft2lWXXnqpJO9++Oabb2y/4mlDWKwNfkCgQ9lsdg6gjz76yNhzaLqyoYuLiyuQDUKhUIX/N2jQIEnSmjVrjIzDgchFfQCoVsiFhVtQUGAXLBdo69at7RmnTp0qyWt0EI1GrbsUoafx48fbxYpWOBuhffv2phvO2MaOHWsXvl81rabHyDytXbtW999/vyQvdFZQUGAkE0hcfp1kDgwO+YKCggrPyLy2atXKlIkIWy9ZssTCVfsxNKo0Rg5t1L7QTvYjFArZGDEYmLtKHyQlxQyM+EYPzGtl/0byUj29evWq9GO/+Es9VPkQICQLwQ0i4o4dO2w81DqjDiZ5Ndt07pk4caKFRauAGh+jn+nOJUUqgnF0797d9irEqLZt22r06NGSvEvrtddekxQzsJgzLoCDQI2P0a/9jEoX48GAaN++vZ0vsJoXLVpkxjZGIem2I4880ipNIIQdhE5EwtZqUVGR1TFTjUNofs6cOTrxxBMleUztl19+2S5ujGGqBtavX/9LqbEDgQtlOzg4ODg4HGoIdCgbbwpPYOnSpeYJ4ZFV1sXHXy4VD7zVO++806w+yFN4qIkGZTbz588374sIwOzZsy3UQmcoOmL9+c9/trAaZUMpKSmmMER5BsSN6dOnG9Ufb7V58+b2+7Ha+X01WT5FuKxp06ZWxgU57Z577jHCFq3x6M/bpUsX80SpJY1GoxXqhPGY/eUptOMjzZEo8N5oG1cZysrK7Bl537zfwYMH27ql9MYfucJj5h21a9dOa9asqfA5UJk2fG3h448/luS9c9oBbtq0yUh8/g5o7E2INdQ10yUuKGBNlZaWmsdEGSIhzqOPPtrWI57/hx9+aGcMoWx/B7VqdNCqcVDiVlJSYvuV85Wo1datW+2MmjRpkqTY3mZtE9YnxXbeeedZ3XayFBUrQ3p6uoXkSS0xT8XFxXbmENXq37+/edYQFImU1FDv6X3CecwODg4ODg4BQqA9ZkorsFTz8/ONLIUVU1l3HnIi/rxd/M8yMzPNEoSIlGiPGS8Ja7NLly6W28GTaNGiheW+8SbxQgYNGqTVq1dL8vIdjzzyiP76179K8kgmjPGTTz6xjiqQU/bu3WuEHchYiRAc8X8Xf8d7nzBhglnklI+AoqIiy/fwnC1btjR1M94dnta2bdssd8S/SzSYHwgwGRkZ5hXxfP6OWKxN3sPChQsth+kv//L3k5Y8/oSf4Ia3np+fb97a5ZdfLsnzzGsTEIJYo3gZnTp1Ml4DazscDlsUi/wmfIj9lO7VOpjP4uJiezZ/NID/JroBie+///u/LXLFWqCkauDAgTbveOTVyFXWGCKRiO1H1hcRgDFjxpgaWL9+/SRJGzduNHIl4iucOY0aNbK9GTSwHyFokgtv0qSJcR4gJaalpalz586SvB4E3bp1q7VndR6zg4ODg4NDgBBoVjYeJhZYWVmZSROOHz++wuf9Or1SzIrz53ckL9+Vl5dn+q5oZftZo/tBtdiDeFAbNmyw4n28sC1btlhOGYsO61ry8o7k5B577DETpsCyJe/z+uuvW/4RtmzXrl0tB53Ifsysq2g0ar+HMrHGjRtbyQGym3ge4XDYPsd3hEKhCpGPo446SlLMY+b78cIOAtXqx1zZ+8M73LNnT4WKAH9fZp6fsq/U1NQK464M8b2dJS9SEK/p+79IGNO1tLTUqgngA1D+tmnTJstJ0s82PT3d8pqsRxjnpaWl1enYU+Nj5OzZtWuX5ZR5z1999ZWkGHMZr4o99+KLL6pHjx6SPB4M2tnNmjWzeasCryNh8zh69Gh7ZiRDEeh56aWX7F0Q3YhGoza3lFfBEWnevHl1Im8JrSBgrcG8hpX90EMPWXSSCo/69etb9IBIKmJQMNeriENfK5vDmhc5adIkC32ysP0hRC4tXuju3buN9k+Yj8R9enq6LrroIknlL77aACH6oqIiey6IIlu3brXyGkgKS5culRQrV7jvvvskeTWVEyZMsLD2nXfeKckL859yyil2AXDZN23atFZasFVWikXZTNOmTe1CBmz+cDhsZU+UYvjDwlx2XAS7du2qdULNvppGoGhGiFfyiHCMJxQKWRictRoKhezSZU3468vjyW/+i7kyAmRtIDU11fYXym3Ur8+YMUP/9V//Ve7zxcXFtkeZf0r3Et1Gr6po1KiREdVIBzHHGzdutHET3r7kkkv0zDPPSPKMFOaupKQkUOQv0KdPH9MwpyQM1b0GDRpY2dBDDz0kKVZyiZFCagJjJSsryy7wZLV6/CXQl4ASP5ptDB482JTMaH4jSRdffLEkjzjLuPzpjUQhmLvBwcHBwcHh/ygC7TEj/EGodsiQIVa0Ht/sW/IUWfzawfHhRKy/lJQU6+LkD2HXhuWOJdmhQwf7Ox7Q9OnTdfrpp0vyQmBDhgyRFBNl+M1vfiNJ1okoPz/fdGpRryGkfeONN1oaAI/cr2Fc2yAN4Z+fePJeSUmJeZYgIyOjglfIeDZv3mylY5W1Ak0EiEz4we9kHv/yl7+YCAxdzJ5//nlJsfETuWE9+kP+8cpsfuChbt261X4X6ne10TUsHoQ0KUVBM7ply5amfU2YV/I8fgg4tR2t2h94h/75gXzKM//617+WFBOYQVyGyNSMGTMsTH/OOedI8vbx+PHjLWLAHCUzUsBYZ8+ebecC84fG/qhRo/TBBx9I8noVNGvWzMhitHeFQFubBKmDQTQatbQhEcubbrpJknTqqafa3UHkYMWKFVY6dtVVV0mKdf6Tyq/nRMF5zA4ODg4ODgFCoD1mRAvIub3zzjsmpgHwKjIzM837gEQTDoc1fPhwSR6RCi/j22+/NX1XPl8FmbxqISUlxSxnLPQBAwaY2MjixYslycb8m9/8RmeddZYkL18yY8YME7rgfZH/adOmjb0fPMzdu3cnrY8vIgR+4QGsdvI36enplrfCm65fv7551IyHz6SkpBg5g65ciUb8GvQ/F9EK5knyPGXIaZdffrmV1DDvoVDISm7iu3FJnmcJWawyQRLeUW3mMXl+uA885w033GD5Y3DWWWdZiWJ8X/GggP3IcxYUFJjQz8MPPyzJO4+uu+46i1wtWLBAUswbo9wNXgcRr0gkYt5aEMBYmzRpYp48+XR/b3fOUM6QYcOGGWGWPtqUxqWmptpeqA0hjoMBRFjKC2+44QZJsTGwpykD+9e//mViI9wrEB1LSkoSPrZAs7KZYMKYGRkZxpCMr9kMhUJ2kPuJRFzErVu3luSxnyORSIWQ30G87BphD5aVldnzES7r0qWLaR9jONDYfNKkSXaB0Xpu3rx5RkaCWcnmT01NtRBjTk6OJOnaa6890HHWOEMS0sXOnTvLtd+UKm+CwGeysrKM7MXPzzzzTEnSm2++ae+Ew/QgwoM1wspOSUkxtj+H+Ndff11BwYtLy6/U5V+DGIaMww/mlFA2jF/Ju4hJzcSJ7CeU6UpzDVitjOfwww+3ZhyM67jjjrNDDrD+49MXB4kaGyPrjDMkKyvL5pQ0kl9hDvIX6Yo33njD9uM999wjySO6TZgwwdZ7/Jo4ANT4PLLnvvjiCwu3o9qFwbF69WpjaqO737p1ayPAoTXAewuHw7YfqxCmT2jbR8iIb775piTPGfjhhx+MtMhYTz75ZFuTrHEqYdq0aZPoCgIXynZwcHBwcAgSAh3K9qt0STErFksTYI2fcsoppneK1eMvKcFTxvOYP3/+PrWOawOhUMieh84tDz74oIWM8Kx4zuXLl5s3TZj766+/tnIpyBmUazRo0MB+hmX+448/GlGltsEz+DsPVVbqg9dFO863337bVIfo9APhq06dOkbOqC0iDTWbIBqNWkiWErz77rvP1h/eFHXzKSkpFbprSV5YlzaJkB937dpln6tM/x2LPhmhQ9JAKNLhHTZq1Eh33XVXuc9Go1ErK4pvBRoUEOWgRKZ///7mDdJelT24cuVKmw+iFdu2bbMyHH7Gmpg5c6atVVTdIJIlA4zr7bfftjQY/w8i6RlnnGGqWJyv06dPt9KxBx54QJI3xlWrVlk3wCCpuRUVFVkJGFEnojcFBQU2HtQJX3/9dSOLcVZxHv3zn/905VIODg4ODg7/lxBojxngQWVkZJgWL1YZXtiSJUvMq6BMgWJ5P8hRh8PhWiuv2RcYG5qz3333nVmvqApRYvL888/rlVdekeTlSZ5++mnrd7xw4UJJXhlA3bp1TcmGXPNB9JyucVC69dNPP1VaCiSV1zfHMykpKTFPubKm6/ANaqtcCAEU0KpVKxMMgcBVXFxsz0M/Xr9ISGXj5/1QZuT/DF40XhglUnyflBwiFURCnhUvo1+/fkaC4p08+OCDtm8hv7EugwLGQWessrIy66uMghk60itXrrT9RdnQDz/8YJ4VEQO/5jukKnK0yQR8jfXr11vkYsOGDZI8hcSCggITBjrhhBMkSY8//riVPCLCwbnUq1cv80Tj90kykZaWZiVe5513niSvNKpz585W4gbS09NNG51e06CoqMh5zA4ODg4ODv+XcEh4zKCwsNCsHDynyspHYDg3btzYPAxy0+Sf69Spk3TJuGg0ahY6OdPjjz9e06dPl+TJG9KBat68eWbZkaN67bXXLL+H1Qv7uWfPnpYrogMVOa5kgML87du32/PHIzU11TxAv/QlUQ3yqVis2dnZlh+Kz/0mCjBXAd6y5JWq+dcjaxVPwi/N6O8uhfcF/PKb6PzyvWlpaeYh813kd9FCrw0wL5T4ER348ssvrRwFzJ4926JB7EPK/oKSa2Y+/D204X8gMAG/Y82aNeZNUy71zTffGO9lzJgxkrxIVtu2bY1vQFlS+/btEzugfYC11KpVK40ePVqSFwEhotG7d2+LcpCbfeGFF4z/QiSLSEnPnj0tKhkkpKamWpSCc4WzZOfOncbFYT1+9NFHVi5FmSPnV23kzg+pizkzM9PCEDRoJ5Rdr149q/9kc7Vo0aJCs3rQrl27pCgl+ZGSkmKLBPWxf/3rX3bgUi5FiPPVV181DWYO+23bttm4CWlzcAwdOtQODkgapaWlSasvREGIQ7kylJSUWEoCYlxpaWk5fXH/n6WlpVYvi/GV6FZ6lb0/SENPPvmkpNjmJVS4Ly1r/8/Y8KQ1KNfYuXOnvRNqwP1a44wbIlZtgr3DwcazRCKRcqVvUowgxnOzL2mWEBRgaGAAZ2ZmWsMcDF7qWfPz8zVixAhJnlLWaaedpgEDBkjyCGTMWfPmzc1RSBYB0w/0rTMyMoz0hIHEZTR06FBzhthnhYWFZvz9+c9/luS1RiwsLLR5T6bKYDyi0aiF1mkhy/Nt3rzZDEr6MixfvtyaXEyePFmStGzZslp7XhfKdnBwcHBwCBAOKY9Zku644w5JqqAxXZkX9tVXX1Vor4a38+WXX1oXp2SC8BAaszNnzjTxDDqdoBw1ZswYC4shbHDUUUdZqAmrDzGRDh06GPEESz2e5FCbgCADicQPPBW/p8mchcNh85DjsWPHDos61FbTeULHlJZInufbpUsXSV6HL6litCYlJaUC+SslJaUcGUcqT/7CW6uMqMjvxtqvTTBHPANh3EgkYh4GpTTDhw+38C6gjDEoiFei27p1qwn8EMmidG/kyJH2OULTP/30k6WeeDdEivLz862LURC8SXS+hw8fbt3qGD/77ZVXXjGhFMZRVlZmnjIlmhBu161bZ/sQwaMgoLCw0CIYb7/9tiSPlHjNNddYigH1wCZNmlj6j7A95LHaiLA6j9nBwcHBwSFAOKQ85mg0alYL+TS/XCdWqL98BrITDb3xmP1axskE3hG5406dOmnFihXlfoZ1esYZZ1gJBtbctm3bzOughOrBBx+UFPMgycmTJ5k8eXLStLLRqPV7fXiF8fKrkirkKKXypXNSzGsl6kD0JFGesz+vHQ9y4HFymOXAMxcWFu6ztAmBGDSKy8rKjEdAtAFBCz/Q+8Wjq03Ah2D+Nm3apFWrVknyPOZHHnmkwr9D7jIomtnx3tDnn39eoUMbe7VPnz4mn4qoyKxZs2zPET1Ap//+++8PlOgGZLaNGzfaPHBO0i1q+vTpFq2BDHX//fdbjpnSTD6zceNG/epXv6qlERw4iouLbV+wf/0dpdDIJvq2bt06iy7i+bOex4wZU+larkkcUhezP3TIoueC/umnnyqwUS+77DJL9HPwcwBs3rw5qWFdADEEYkJOTo4tAGoK0ea9/vrrNWjQIEne5ZaWlmYKURwgkL8OO+wwUw2bN2+epNh7qO36bTYCIb5Vq1YpXqOdA7FVq1ZGCPIzluM/518LbCZYz4lihVbGFge8S4g/lRkVv1S7LcXGyPcTVvN/nu+nNliqmJ7hcEwGCIvCkG/ZsqWNAzRr1qwcaU3yFKaCBtbs3LlzrRkFBCnSZn/605+sprlXr16SYjWxkDAZK2Sx0tJSW7cYcsmsDKHhyogRIyqkYriEFy9ebAYJxLBJkyZp6dKlkrwUGcz1bdu2mbob7XqTXf0ixeqy0fpm3GhirF692tYtRtXTTz9t48D4Yp9R151IuFC2g4ODg4NDgHBIecx169Y14g2lJHhTo0ePNo8DbzonJ6eCl8Ln8/LyAuExY5lTLjV9+nTr1INGLbT9zp07m7cGkeqWW26xd0IIG03bZ555xsK7eKGFhYW13pyeKAWevF/dC0+QecrNza0QivbrSfM5vzdNiJl67j59+iRiGBadiX9mSVYHSqiyX79+RtQD/Ky4uLjc34F/nPHAw4IIeNRRR5kFT4j8wgsvlOR5O7UJUkx49OvXr7c1x9pesGCBGjVqJMkjV9GxJ2jwR3nwrNiXRLc6dOhgaTMiUw899JBFrgiPovbVokUL8yyD4EXSLvW7774z7QRaW9K9bMCAAZo9e7akGCFKiqXWmFMIfqRdJk6caOQqSslqi5S5L+zevdvuhWnTpkny9tuQIUMsHUjkJy0tzSKwnF/cOQ0bNkx4qa3zmB0cHBwcHAKE5JsyBwm8I7xELBfyGZJn0f7www/mmWAdUa6AIECygXIZlufAgQOtxAl6P2Vdhx9+uHkm5M7vvfdeyzvzXZSkNG3a1CxgvLs77rjDLMbaAp4dTdVDoZA9T7xwSMOGDS1XjCfo9ySxUJn/wsJC+w5KHRIFvDz0xlH8qlevnr1zrPLDDz/ccv/08cWDbtKkSYXyp44dOxohkdwkpKEePXqYMhx9xbOzs81bQ3WJnyUDRAxefvllSbG9RwkO63PTpk3mPUE2iu/PHBSwZsPhsOWFybWSO9+4caOdL3A4/vGPf9jeZL2gsd23b9+k6vLHg7XaokUL8/jJn/bv319SbC3Cg4HEd+yxx1pvYzxnyGKtWrWqEA1LJniWFStWmL786aefLsnrFjZ06FA99NBDkryz5tRTT7U1TZQD0mzv3r0THvFI/ptzcHBwcHBwMBxyHjO5APLDWD3169c3gQ1yrKeffrrlB5DwRF4OjyuZKCgosDIYvL7GjRubjCYdhbC8jz32WOuYRQ7shBNOsE4wWO/kGC+//HL7GTmjLVu2mKdFrjnROSDGhhgB3kVl8HtQleVc4wUQJC8HhBful8yENUoUojr5Z8bx/fffl/v/kUikwjucMmWK3n//fUmeF4KgQSgUsg5SeN19+/a172fcjDEnJ8fYvzBL8/PzzWqnCw7M0mSAZ4fJKlXcY3l5eRU4DwjrBA3M5/3332/RtTVr1kjyOmKlp6db2drEiRMlxeaMiAoeGhGQTz/91LTUkyWL6weeYKdOnewcItrIedm4cWMTWEEjvm3btrbmeE/+nCtji6+8SAbYI927d7e1R3QStnWdOnXMG+Yzn3zyia6//npJXvktJXHowif0uZP08qr8Sysj//DfHMKEQBN4+R5IHOOAxsiG8F+WaNhyITOuNm3aWAgU8fji4mINGTKk3P+jXKhNmzYWhuJiOuGEE2zjcJj+AmpsjIC6yQ0bNhgxBhF/vxg+pAs2wtKlS+0AJCzKBfWHP/zBmn3wp19Zaz/htCqNkRA1l8qsWbMsPJaoNcc6p3TnqaeeMgOUcfNOWD//ixqfx309H4f4yJEj7bI6//zzJcX2LqVDhOnRXyZFU0UkbIylpaVGZuJZ2TeFhYWmsseltWfPHlvTGMPsx3r16lVnfdTYGJmreE36/QFnIBQKHVAotwoEqYTNY1lZmek8cLFiOJ9zzjmmAcB5OWvWLFPSo6Xl7bffLilmCKOdUAUc0MtwoWwHBwcHB4cAIVkes4ODg4ODg0MlcB6zg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwbR1inYAAABxSURBVMHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDh/wEEkDHzLtMFCAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 40/50\n" ] }, { "data": { "image/png": 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lPdxC1qoNC+gxE3v27FFskV4SLXBa6gBUJODo0aMSCdFCd1q5tGxfeeUVAFbMLNKgd8C4jMfjCarNy1jl/Pnz5TGzYMzcuXMV+6KnzaT/kSNHij2gt0NhRiTBuD6fLy0tTdY055F1vhctWhTk8TpFNBS40eteunSpvDuyAgsWLJCXHilwLXGfxcXFqVzhqFGjANilKZOSkpRCxdSjRx99VGuTHgqFVcnJyWK1OK5wi/j4+WlpaXomnidkd9577z2l2tBTYiyxWrVq6iDFz7jmmmsU12T50ZYtWwKwSkDSI5s5cyYA6zxiZyaK5cIBjjU6OlpnYUEiJa45zlOVKlXkCVIsu2XLFn2N65br2ePxKKWVLF04vWXn51N05nweagAOHjyIzZs3A7DT0lgUZt++fTp/OO/r16/XXubn0tNevny5zjIyRN999508a7KfxcEZcTHzEkpPTxedxBrYFEw8+OCD+h6poHXr1mkRMu+sV69eACyFJUUXpChOU6s2LGBuJI0PwG4vx83EC7lr166qv7tkyRIA1qUXKDIgHXXDDTfoIqaK2e/3R1y1zPADBSLZ2dnaTKy4w3BFjRo1RE2R0j948KBoMVLYrMzEzwPsPMIhQ4aEbzAnAVW5fN85OTmiJvm+WX0uJiYmiGo/duyYfo7iGRqMN998M9566y0AtoG5aNGiiF/MBPeZs40hFcusI/3GG2/IQOIhVqlSJTz11FMAgNdeew2ATfPWqlVLDR6IcFOgBOnYjIwMHeg0qqKionD99dcDsM+JypUrA7Dys2lMMNRy0UUXifrm2Hjor1ixQhcfjcmLLrpIBz+FR87shXCABhZV706hFw1A/un8XkFiJl7MdHIaN24sKrsY7R+LBFLGPL+dtazp1CQmJio8wQwCOiu9evXS3qMI9cUXX5SROWLECACQwfHWW2+JIudlX7FiRWUKEZz/UESahso2MDAwMDBwEc4Ij5mWy7hx4yRFpwfBlKdff/1VFBPp6qefflpWHmlOfta0adNkOdLCozcWSdCaclKZpN9Jj9LKnjBhQlAlm9jYWNFOtHL5mTNmzJAHQNrKDRWjsrKy9HfmpU+aNAmANQZ6HBQWNWjQAD/99BMAmyp2pkTRE2flt9IAvVxa5YcOHdJ8sHYuQw1Vq1aVdc/5oMAPsEVPHNecOXM076xGREFZaYDPFxUVhebNmwOAatjTC+nSpYtEMPxaWlqa8q85Ho6b4iknwu0tk1miZ9OpUyfNC8+SDh06aP+RtufeGzNmjM4XruMuXbooJYrzR6Hf8OHDlQNNmnfEiBFK1Rk+fHhYxnkyOGsgEGSfeKY4a/FzPcfGxmof8h1y3R88eFD/N9yVFPm7GSpimlqjRo3EpPJ7AwYMUA0LslWkuf/66y/lLHMea9SooTOGnarYtrZVq1Y6mzjGzp07B4npuO8paiwKjMdsYGBgYGDgIpwRHjMttry8PAklGL9grPHHH3+UeIKxvPr160twQ+uKMdqyZcuqw0240zJOBcYknbEdWmaM27C/qcfj0ffoCT/++ONBvUcZO/L7/bJsGaP1+XwRrwlO745x5DVr1sh6dc4HYHnTZDBYD33gwIFBVdDIgAB2zI//D4h8FTCuQ8bHnWkp9Kad65JxV8bHLr/8cn0Gx8HYZ8WKFRXDZrpfCL1uSwzO9UMvhbFmepoLFy5UxSu+B3qGgC3+IruTmZkZ8X3IteFMRaPm4aqrrgJgxRXJXDFWzOc8evSoPH8WmrjlllvUwa5jx44A7LH27NlT88h1v379enniy5YtA2DHq8O9dnleMq4K5C94A1geMz1/FuRwxpp5rpJFSExMVHw+3OA65NnGtNGJEycqLsyKgU2bNtUZw33F99yjRw/pkljrvkKFCqoGRhEf9REej0drhnPLewmw9zTvnpDGFvL/NDAwMDAwMChxnBEeMxEfH684DIuIME7Qv39/WXTsnpKRkaH4Dr1jpjKkpqbKsqHVE+m+zNnZ2fl6nAKWipBqZFqt7M4zefJkpXMwPvT888/LoqWCku+ka9eu8lZZ5nDMmDGy/CIFppTUqVMHgGVxMpbFWDOfPS8vT6knHEf16tWVgsCx0mNOSEhQyg09zltvvTWisXS/36+ayfSE6tSpo3XFQhvUMGzevFkFGWi9p6amamwEPc1hw4bhpZdeAmAXoZg2bZrisqWpG6DXwlQSpptUr15da5Rq1oyMDMXtGD9mKl1pFEwh6HFt3bpVZwj3SPv27RVHZ7oUPally5ZJD0EGKDs7W0V96MF98sknAKySwlR4syjOwIED5dUF7oVwF8lhZovzd3NsZJycf+faPh3IFEQKfHae508//bSYDGbe+Hw+nTlkKJjGFxUVpXfNOWvbti0mTJgAwPLAATvjYN26dVLj83uJiYn56r4DkNaAjGeRxlTk/xFBBEr3c3NzdXlyA3Hz9+nTR5QmBSVTpkzRS+LBwQ00b948bSo2Po80Cqohu3PnTollaISwNm/58uU1+U7w0iXlxgXBReNEceq3hgpSmqw9++mnn8roeOeddwDYKXEdOnQQFU96aN++faLMmIJD6vSvv/5ScXmK/iINj8ejQ4uHQ2pqqg4+GhU89GrVqqWmHVyPGzZsEGXGA4AX7rRp05SWQTD9rbTBw46GA8Uzy5cvV9iFtPCqVaskfgoMp6SmpirlKlLg+2WaS79+/ZSCxjSb5ORk1RXgfDJnu0aNGhJqzp8/H4BlKJJG5dxedtllACwRH/Pvmb7566+/KjxDYWukjBQawIBNSVOEyTHu27dPxhNRsWLFfP/XiUsvvbTAamHhRGBt/MGDByslivvG5/NpbzItb+DAgQCsc5JnMetop6eni4qmoUQRYFxcnOaRoseCmgRx3YcCQ2UbGBgYGBi4CK72mAl6zFlZWfKQaeHQ2oyOjhZtTQvY4/HISvr0008B2Jb6smXLlHLlbGsWSVqQzxYI1nkN7OriTKkhlbJixQpR9wQr27z99tvynmnF/vDDDyXw5EUDaUGmDTjHMW7cOAC2mG/dunV44oknANjecWJiot4VBVRMz8jNzRXlTcs+3O0CTwWn6IxrlePl95wMAOnoWbNmifLluyA70rdvX4U8SIvl5eXpMyJVyKEgcK9R8PThhx8CsJgsCqnoVa5du1ZfC6z/PmPGDHV+izQopPvuu+/0fKxatnXrVvTp0wcA1MWM3lJ6err2GtmdrVu3irkZMGAAANszvfDCC3XWULC5ZMkSrW1Wdbv//vvDMcwgsHoiYJ81FFzSc5w0aZLYLa5B5/4NxB9//CE2h4xkuMEQEPfXs88+q1ARKe3ExESlwnH+yHLNnDlTYQqyetOnT9daCEwhi46OVliOa+Kpp56S8JF3EsOtodwrxmM2MDAwMDBwEc4Ij5nWTFxcnLwQlqSk2CQzMzNfI2vAijWwIAOtcVqsSUlJiot17doVgNWrOJI9mQv6XfHx8RJP0KKjUMZpqf7444/6e2B/VdaA/emnn4KEESfz0sMJWossmRkbG5uPuQDseFyFChWkI2AKxuHDh4PKpTKWOWPGDNXwLS2P2e/36/loVVetWlWiIorTWGN65syZ6u3LHrJly5bVeJ2lOAHLg6I1zs8/cOBAqXrKBON1nGNnSknv3r0B2PHaKlWqKB5IPQjjd4zDRhL0hHimjBw5UvPIuejYsaM0AuwXTU94/PjxWrctWrQAYKW9UeTHeDp7TterV09eMQVhO3bsUG10/h7nOg4ng8eUHyc4xrFjx+prgTFvn88X1H2K+/nAgQN6F5ECBb1ETEyMdDcsHHLw4EF5/tQKkH26+uqrpRGgnmDHjh1aqywfy7Nq+vTpKhDDOe7cuXNQj2r2IT/vvPOKrBtw9cXMRcmDLSoqSguBlypfQkpKigqKU2G3fv16iSwoFuJEfffddxIGUGwTyUsZyJ/XSbzzzjva+KRmWK2M1WwAuy5sVlaWqBxeaMzFu/LKK3UR87OYixlJcI7Y6o9GlfN7fL5du3ZpHjnvSUlJEk5x8TMnOioqSoYJqadIw+PxKJxAhW2PHj1Ec/KgpcgwIyND6moKTPbs2aOxcc0yzzQ2NlYXAPdEmTJl9LmBau5Igu+clxtFMIMGDZIan3vu7LPP1mVI45nrc8aMGejUqVNEnplrbePGjQDsffPDDz+oBjIp3alTp2o++O7pKLz88ssSbNHo7Nevn8RfNKwo5qxYsaIofxqTf/zxh4wArneeQ+EOqwWKuoqCQIEX125GRkbE2ujyGXiOOxt18Kyhs1K2bFmFVBh24P588803tQacVdvYV4GizNatW+t3c46Yh89wmvM5aHxR/V0UGCrbwMDAwMDARXC1x0yLjt2JoqKiRJ2xAxNz0i655BJZLaTJEhISZMmTHqSVfPHFF0uUUVpioSFDhgQJPd5++21ZnEyp4Z8ej0f0pdPaDaRwmeO7YsUKXHPNNQBsyqVly5bFauAdCvh7mKqVmJgYVLeW/46NjZU3SVopLy8vnwAQsD2aqKgoUVIUYpQGuA6dlb/I0tA75M9ERUXJquZcZ2RkaIykAjmucuXKyTJ3zjs9aqaGlAZIYQYKFadOnapnHTZsGACrvgA7NK1ZswaALXDjOo0E+O5JaVLwM2XKFIWLKCStUqWKaFHWYmdFvjZt2kioydTG1atXy/OdO3cuAPv8ysrK0mcwTBUTE6P3FJjjHW7QUwdsujqw7j5gi5lOBefPRwr0WllpzNkRi1402cZjx45J0EfBKbvQValSRRXZeHZu3LhR9wjb6tKDrlmzpjr+cU+XKVNGe5/vkixKKDAes4GBgYGBgYvgao85sKJVTk6OrMtXX30VgC1SWLx4sSwcptSkpKQocP/QQw8BsJO+c3Jy5EWy8xIFOZGCs2oXx5WSkhIkdKJX9ffff8uLpMcRFRWlOCXFI/QIdu3ala8TEGAVMIm0aIgWpHM+6VWwHzUFHB6PR3FwjiM2NlZ/p1fBWKXf75dHwqIIkYbX61WMmTHWadOmyWN2xr4Aa67J/NCr8vv9YnWYikFvMi0tTUwPP6tbt26qCFeaYJU6Mh9MLfrkk080DlZT6tmzp6qgURBG0RdZoUiCz8LqUHxewO6Bvn79esWM2VGIGo5x48Zp/NyDv//+u/oqUyvC/XvttdeqDvrll18OwErL4t+pQSD74Pf7w7JXuXecoA6Atdgpqq1bt668yMAuU4C9t+ktejwexeBZizrc4BlP5ObmKsa8bt06ANaeY/EU7pvly5cDsN47WQGeQxMmTNCYuLa5VytWrKizjOvE6TFT/Me4dZMmTbR/CwvjMRsYGBgYGLgIrvaYAzsE5eXlKS5CpRvL/o0YMUKxGXoq9evXl6XCWACVn5MnT5b3TO8l0mjZsmWQ9VqxYkWlLLD+Mj2nc845R7F1lt88cOCAUm4CkZycrAIWjKswdhZJBKpLc3NzZaGyGAHjRZMmTZJ3z3hXkyZNgkqJ8nter1cMSWnB7/fjl19+yfe1Vq1a6WuM/ZMdyMrK0hxTBfrWW29pbdMKp7eUmJiIW265BYDtrS1cuDBischTgXoFlivkfnN2MZs6dSoAq4sRPUauWe5LplZFEu3btwdgl+sdNWqUUi45nnPOOUcxZu4lFvcpX768vG6q8du0aSOPibFPZpCsWrVK8Xanyp413jmfLNISbkbEmd5DPQPnh4wG2UTA9hwzMjLExJHNdILZI5HymLkGnR499xVZ0Li4OHn+TI+lrmHNmjWKP9NjXrRokYqsMMbMgiFHjx6Vdolr4YorrhBTQq0TO1aFwga5+mIObCKfnJwsypc0ATd0dHS0aCU2pL/uuutUTenRRx8FYFNn99xzjwrJk+5g/e1IoVu3bqpuRfra2fqOBzopatJLgF0fOy4uLqghhJMKI81L8VBppRQBdiWvP/74Q3PL8APnddy4cSr0z4Pjuuuuk0HBA420499//63DgZd1pNPePB6P8lPffvttAFazCY6RVCUpvpycHM03L9pzzz1XlzUvZI4nMzNT65gUWkF0ZGmAxiPXJvdSYmKi5paX3cSJEzW3bJPIC3rJkiXo0aNHRJ6ZlCMvIaYznXfeeUEtF+fNm6c8ZIZYWJnu3Xff1de4Lq+66ipdyKxxz9auXq8d18ZjAAAgAElEQVRX6VJc23Xr1sWtt94KwDaaKQwL98XM9wAAjzzyCABbSEjj0AleRkBwPQQaMsePHxcl/+STTwIIX9oXn5FnHB25xMRErUPS1SNHjpTxwediatyJEyd0/nBcb775psJtXCc0jsuUKRNUbeySSy7RHqBB+tNPP+lnTOUvAwMDAwODMxiu9phpqZDqadq0qTzFL774AoBNLzRt2lQWujNxnMUnSG+3bNkSAHDHHXfIimGxikgjLi4Os2bNAmAXI+jUqZNoMf7JKlc//PBDEIWUm5sbJC6ip/Xvf/9bxTxYRMWZJB8p0NIuyAonlU367/bbbxdlRmt0x44dSm3hGElLAbZFHmlPmYiJiVEtdrI71apVkzCGa/X2228HAHz88ccaI+fKmW5E74OfNWjQoKBiBTfddFNQqKc0wHaq9JyZDrR582ZRmuwg1rt3b42TtB9TFocMGRKx9qv0Vhla4Fr67LPP5GExvFW2bFl5kWTUSPPGx8crtY/0819//aWv8fdQXFavXj2dX88++ywAi/ZlqhXTtvi9cCGw34DX69X6ZTGNQEEVgHxnT2AKldObJvMTbnAeWLWL5+SJEyc0j2RKy5UrJ5bmpptuApA/DYz7kNXQrr/+eoVZuC4pjIuPj9e9wr333HPPqRANmU4+QygwHrOBgYGBgYGL4CmNxHAAhfqlfDZa3r169VLxhcAay+eff768Llq4Y8aMwcqVKwHYcWfGBlq2bKnkc6YzsCNJIVAYF6VIY2RxjJUrV8oao0VHLyMqKkpeGC217OzsoOR+Ch42bdqkuCZFCvTGCoESGyOtUbIVztQBjodjbdu2reaMrMDGjRtVP5y1mClmO3HihLxoMixFqEtbYmPk87PU4q5du+RFcI1ynmJiYjR/Tk+Z74meFtfqsWPHNF7WSJ8zZ44+L7C3cQBKbIwF4bbbbgNgiWUAey9t2LBBKWT0JCpXriyvk/E+esyDBg1Sx6UQRG3FGiP33qpVqxQ/Zpx0wYIFEgndcccdAGxdRKdOnTQv7NrWtm1blXzk+cK6yvPmzZNXzAIY7dq1U7Gcl19+GQDwwAMPWIPKz4SU2Dyy9znj3YCdhkhRKZ/PWdfemRJFrzCwVG5CQoLWMTU/RZjPYo3R+b4oCCVL9fPPP2u/cA44123bthXjw1jzDTfcIE+Zgj2ug/3792u/Mz2wWbNmQd3RnN2oijhGd1PZfNHc4JMnT1Z+GnPSqJjr2rWrqBaKbaZPn64DgKITimbq1asn1SybPpQGOEbSvBMmTNBkBx64/fv3F03P1mXM5wbsC4lK9ZiYGFFSxWnaXVxwYdJg2Lx5s0QWVC5SdU3jCrBVoHv37pV4jSpYboyoqChRcoGVdyIJ/s4DBw4AsIQfzZs3BwA1oCA1dv7554vu4/zccccd2sgcN6nsxMRE/V+O//jx4xKnlBb8fr8OdxofvJSOHTsmQ5diqAsuuED7kQcg39vFF18c8VAE1yCp45SUFF0ipOQHDBigCmusmcA569Wrl3KbaUQ1b95cedsUcdGoTEpK0u98/vnnAQDPPPNMkLCRgjjujZJGIMXq8Xj0uwNFXbm5uXonzlAZ549fc9ZeCKzSF+7sAYrzuH4SExP1d66vvLw8nRlUYFONn5CQoJ+jojo1NVXzx7PJ2bCDn//MM88AsIw77kf+HI2XdevWFTlcaqhsAwMDAwMDF8HVHjNpPlpc27Ztk5CEljfrndasWVMNyomyZctK4k6ajJWzhgwZkq8jDFC6DedJd3388cf6WmD94d27d8tSI4Xk7LwUKMiIiopShbDSFApxHLRGExISlFpAa5RpJy+99FIQNd+8eXOxIRTEcaxxcXEaE4UbzE8tDTBFYvbs2RoHqVz+++DBg/IsKTJq2rSp5oqeBn8+ISEBS5cuBWCnGbGqVGnC4/Fgzpw5AKAa2EzrAuzQBT20KVOmyLNy1h0GrPkMrLt9Goq+2OC+4Rrs3bu3vGGyaDNnzpRXRJERf37nzp06X5iGmJmZqRQ4CjsnTpwIwEqNYnon38n27dslYmJYgB5dpOBkKgIFmhUrVtR8kMGJiorKt//4NcB6pxTa8v2SJg8XSJnTU23UqJE8YIomW7RoodxmpjTyz7S0NJ0v3JeVK1dWKI1rlGlt48ePV6U3vpOaNWsGte0k+xeKuNh4zAYGBgYGBi6Cqz1mZ61kwPKmGK+58847AdiFDTZs2CDRFL3qfv36ycphYRGmC23cuFHiDKd4KNzW3clAK5xjKAjfffedLFOOEbDfEzukMO6Vnp5eqvFzgsn+LN5A9gKwrUom+zvFJrSAK1eurBQUxsDooaSnp8va5XyWJpjq8/LLLyvmTWEJPectW7YoRYeiKY/HozglBWRt27bVZ1FLQf2B1+sNu0dZGHAczo5ugOUJck2zZzG7bAF2hybGoZ3V9yI1Lj4r2YfZs2er+hrjlm+++aYK41Doxdjv3r17FR+mYGvixImqeU49y9ChQ/V7yIwNHDgQgFUVjWuGwsxwslp+v1/P5dxnJ2PUvF5vvsJGgMVo0Munx0gNyPHjxxWzp8iTqY4lDa4nCg7poR84cEBnB8Vsfr9f8820Kv6/rVu36t2z+Mi3336r98TiK126dAEAfPDBB0ovI5s7cuRIfY2FZcjghYLS39kGBgYGBgYGgqs9Zlpx9JIWLlyoogAsV3f11VcDsCw9phsw7jx58mRZR5T/M8bTunVrpUQQpdWXGbBjNY0bN87nRQH2e3AqH/m9rKysoLQyWoJVq1aVGr00i1BwDpy9hPk8jA8xDrdt2zbFKTnvX331lSxa1p2lpQ7YLAOVpcnJyaWmF2At82nTpuHSSy8FYK8rxuWcrAA9qE8++URjY6yZ2QjPPfecGALOdWkozwPh9/uDvFsn40SFOktS+v1+rQHGNalknTp1qpTKkdJD0NvhOqtcubLS8fjsVatW1Rpl7Jdj6NKlS74YJn+eRXPef/99AHZsOj09XUUqWHf7tddek2fGQiREKKUcTwePxyPP0bmHnL/TiUBvGbA8bepFGH92qrrJBhRUUKgk9QNk25iZwtKv+/btCypS8/nnnysTgucRGanzzz9fKWtkVM866yyxQJxb6juuuuoqxZ+dJY5ZE561uPkM27ZtEwNTWLg6j5kbgH/Gx8eLDmSu65gxYwBYaUbM1SV++eUXvXCmUFHo5ff7RVuRlklOTi7sgRfW3FBuGFbr4ib+6KOPRBkxpaJKlSoyREirOXOjnbW3i4gSGyOrPDENKC4uTrmjDDEw73DUqFGiPp3GBy81pt5wTXTv3h1VqlQBYDeEIPVYCIR1HnkQ8EDnpn/00UeVStWtWzcAVnUzrk0e7LyoGzZsqHGHcKCFbYw+n08HLS8fVrY6cOCADBPSivPnz5fRQSOaIqgbb7wxqN1pERDSGHkh04jLy8vTszKH1ev1au2xghvHOGnSJK1j5mdv27ZNoQiOjeu+ffv2uhR46Ofl5en308CsVKlSiY2xIDD8wItkx44dEvHRceF8+v1+PRcvmipVqqji4gsvvJDv2bt3764qhoF1xwuBkMZIw4+11t9//30ZvDzPfT6f3nPgnZedna2fcwoQT1YnwOv16rOca4fvlbW7GW4NMLAK9TIMlW1gYGBgYOAilJbHbGBgYGBgYFAAjMdsYGBgYGDgIpiL2cDAwMDAwEUwF7OBgYGBgYGLYC5mAwMDAwMDF8FczAYGBgYGBi6CuZgNDAwMDAxcBHMxGxgYGBgYuAjmYjYwMDAwMHARSqtWdpGqmrDO9ejRo1XajB1LWCBlxIgRqrvLsp07duxQHVV2ImHpx5deekk1TdlvswjlDku8zKGz0Au7ErFL1KRJkwBYNV1ZypHlAWfPnq3SnexR/eCDD1oP6fEUWA4vsBThSRDWcpWBYAnEsWPHqoYt+5u++eab+PDDDwHYpVVLCBEZ48yZMwHYpUlzc3O1Vv/5z38CsDpwse4uezqzA9OPP/5YnF8fkTGyLvTs2bMBWGPgmh4+fDgA4KmnnlKJWPYs5h5k3eMQEZExcjwjR44EYJWHZXlO9iCuXLmy+lBzf7F2fXR0dHFqX0d0P7LOdbly5VQ3nPWec3JyVMLy2LFjAOwxFrO2d1jHyPKxaWlpAOy67s4yzM467RwbSySzdPPJ4KyFfwoU6gW5ulY26+nyUF67dq1a47GmLRe/x+NRQwsebHv37g0qiM9/x8fHq5D+tGnTAABXXnllxGtlcxz888SJEyquzzZmbMpdvXp11aa97777AFj1s9nukQd5nTp1AFiGhrMJehERkYOAhtJ5550HAMjIyAiaK8CeP9YkZq3wM+EgCLWhBsd24MAB1VYO5WMK8TMhj5HNC0JtAEND67///W+ojwBEaK0uXboUgN0msnXr1voa99mRI0fU1pSGNfdsUlKS6maHgIhezKzTvnLlStXNbtiwIQDg7bffVsMctiMdNmyY/RChNyEJaYyBv89Zf5znalZWls521tnnz0dFRamuPVs2PvHEE6rZz7VJI6xOnTrhPlfPjO5SKSkpACxLhJ0+2OuTlmpqaqq8SXoj27dvx7JlywDYXiJ7qa5cuVIT1KhRIwCR68DkXEj06FnwvUKFCirmz2fetGkTAKt/7Pr16wFYRgQAtGnTRhYtLUF6mhUrVtTFx01Fy7a0QSPqu+++AwA1oujdu7eK6xOXXXYZfvjhBwA288GNcfToUXWechvYXIRMDC30Y8eO6dImqlevLtaA88+uQwsWLFBjALfhjjvuyPdvjjU6OloehBP0mHlgsmHH8ePHXTuPH3zwAQDgmWeeAWB1gAOsJhXstU1W7/LLLxdrwPOEjSuuvvpqddByQy/tgsB1yWY5I0aMwGuvvQYA6NSpEwCgZcuWuuTYCY/7s379+qf1LEsaged2dHS0jCE2kti0aZN6fi9ZsgSAfQbFxsaqk9u//vUvANY5TKbK2TkLsDri8QynoeXsqlYScOfqMDAwMDAw+P8UrqayMzIyAAA9e/YEYPW6pWfFOHLt2rUBWJRoQW3cAq0pWnoJCQnqs0prt27duoW1ZItFK9ETiouLU/zinXfeAWC1pSRDQC+X1l/Lli3RsWNHAHZM76677lLsh+Mh3Z+Tk6Ox0cr/+++/1X7wNAxB2Kiz119/HU8++SSAgnvCBiIpKUn0PEHG5LffftN4QkBY6UHnOwcsdgMA1q9frzAF99/ZZ5+t+eO65/wsXLhQsdgQENYxkoFiaMEJ0tv0jnNycoJa7hGZmZmuaFEaiIULF4rS7N+/PwC7/WFiYiJGjx4NwG7j6PV68dhjjwEAHnjggXyf9fTTT4tFIatXBESEyqa+hXHyvXv3KtZK1K5dWxof/jx1OrNnz9b5EwKKNEZqNthznj2ia9asKc+fZ+e9996r+4HtfqtVq6Y/eWewz/KhQ4c0xsDQmvNe4fivuuoqhTVKYIzGYzYwMDAwMHATXO0xM3ZK3v/LL7+UNUbrhxx/165d9fP0pk+cOIERI0YAsONEjGn5/X7F8iZOnAjAEnUUUqhTLOuV79zr9SpWzNjTkSNH9FwdOnQAYKv9Zs2ahX79+uX7WkxMTJBFRw9l8+bN+OabbwDYcZK2bdsqthLOMRYEPlfZsmX1rBT/zJs3D4A1HsaP+R4aN26MtWvXArDZhosuugiAxZRwvkOI24XVC6lbty4A25uiYCY+Pl7jIG644QYp7fmeiI4dOxZHmR3WMV544YUAgF9++QWAHfsPHANgKbEDY9IUOm7fvl1xzRAQtjHOmzdP80aRJb3kjIwMrFu3DgBw0003AQA++eQTsXjUfPBdzJ49G5deeikAe20XAREVf3EvOe+HguaWrN7y5csB2FoRoNDZH06ENEZ6x/zzySefROfOnQHYcfE//vhDY6LQlHfJli1b5PGTiWvVqlUQo8h/Z2Zm6neRTbjzzjvx1VdfATjtOWQ8ZgMDAwMDgzMNrvaYGTOgErtevXpSFdNCY8z4tttuk0XH2EPDhg1l0dJDoYXj8XiUhvTJJ58AsNTZkYgxEzk5OcoXpBU6d+5ceR9TpkwBYFuchw4dkqVGBet9990nVoAxE6rN4+LipBDt27cvAMtbjQQrUBAKSq1xKpUBa15OtSbpYTHnt2XLlho/2YciIKxeCGPfVNI7VcqB6ywuLi6I8eCfSUlJSE9PD/UxwjrGMWPGAIA0A/l+cQFpb/QUuW8Zax8zZgxGjRoV6mOEbYw5OTlo164dAEvPAUCZFI8//jjuvvtuAHY+9p49e7Bq1SoA1pkE2EzJ9OnTxaKEEE+PiMfMs4PZLoHMDmDtQcZWqf1galgxlfXFGiO1Gdu3b0fTpk0B2ClOUVFRmo+vv/4agL0fs7OzNW7G/nv37q00Wr4LZoTs3r1bTAHPsn379qFSpUoAcLoY+5mfLkUqiIs+KytLwflmzZoBsCmkZ555RocdXzJgLxQe6KRxZ86cqcIPLMxRtWpVvdxwgov6yJEjWhy8hB988EEtIB5sfA9Vq1YVpckLbdiwYaJKaaywQMfgwYPx8ccfA7APwHnz5uHGG28M3+BOAYYa4uLiMHToUAB2bigPgHXr1sn44FzExsZqU/B7/KzFixcr99Bt4NzyT4qG9u3bp79zHNnZ2TKYAnMwH3nkkcg9dBFBEWIgPB6PLl+udyD/YejEvffeG6YnLB6OHz+uVDUe6N27dwcAjBo1SsYmnYItW7bIEPn2228B2ALVcuXK5RNmAva55BbwzKExwjQoJ5zz2aVLFwC2aMp5MUd6jLyEzznnHNHoV111FQDg119/VdoXzxCnA8N54d6bMmWK5pQXPr9Xs2ZNfY/v6/zzz5cjWRIwVLaBgYGBgYGL4GqPObDK17p162Sh0NohVXvFFVfIoiXN0KRJE9FKTEWhJfjtt9+qdOV7770HwPJeIuEx04JcsGCBnp8U/eLFiyX/D/z5Q4cOiSlITU0FYNGkTz31FACbTiQt3KNHD/z6668A7FSdK664IjyDKgSYPhIfH4+3334bgD2P9KRuvfVWfPbZZwCAgwcPArApesCmQLkmfD4fxo8fD8CmGN0CFoYhuAaTk5PlKdNz3rNnT750DCf+/PPPcD/qSXE6AQ8FW9u2bcv39ejoaHlMZGuSk5NFFXKNcsxz585VOpKbUKlSJXm8ZOduueUWAJanxSpgPHvq1q2LI0eOALBDcWS0KlSooPPLbZ4yQSGlM/WHTGRgURzAZgUKqkwXzjH6/X69Sz4Xf9+GDRv0PGSb9u3bpwIjXMukodPS0nT+0ut+9NFHFbpgSiC/t2TJEjRp0gSAfdcMHz5cZ1JJjNt4zAYGBgYGBi6Caz3mnJwciXpYQi0rK0uydhamoMfx/fffByWJHzx4UF4KPWHn/2eKDi0cJpSHG/QSsrKyVL6OMv3Dhw+r1jcFP0xJWbt2Lb7//nsAUAm5Hj164OKLLwZgCxcYF+rSpUtQ7e/09HSJGSINlgc9ceKEPHgKYyjmmjp1qsZBdiMlJUWpKjNmzABgF9QvX758UCEHt4CFKebMmQPAFvwkJSWpFjHrwfft21eWfyBTVMj0trDgdEJBpvmx7KTT6+e+evbZZ/U97s1A0At1I6jJYCoQRaMHDx6U0JSe45VXXhkkemPt7DMBFHNxLXo8Hv2d5wYZAcBuPhOpcsaE8/fRo6e3X7VqVZ0nPPcTExOlhwgUgV177bXSDXz55ZcAgAkTJkgHwyZC/J3p6elo0KABAPvc6tevX4kyBK69mKOjo4MulaioKFFnVN0x13f+/Pl6cbyM9+zZo0Oef7Igud/v18HHi78Y1ZWKBNKDw4YNE91Jivnss8+WGI0HAt9Du3btNH5SKceOHRNVyE3So0cPAMC///1v9OrVC4BNOdKQKQ2wUHxOTg5WrFiR73sUA8XGxuog4OW7evVqrFmzBoDdxIJzHR0dLQqU8+gW9OnTB4ClxgVsuj4tLU00mlOpzYOPYhOChpkbwcOIlxDHlZmZKYOCGQHjxo2TQbZy5cp8/89JTboVbBxDYwSwmsgAkDq7devWMjbpPLCWQO/evSP2rKEi0BDz+/06a+g8JCQknNTAKg1wDTH7Ye7cuTIUea5069ZNQjAKt7p16wbAUnGzzwLP2vj4ePznP/8BYBspdNwOHDigM5yfn5iYmE8UBxSP0jZUtoGBgYGBgYvgWo/Z7/erMxQt6RMnTojmIxXIvq4dOnRQ6gKppm+++UZpNrRsSG1UrlxZXyPVWMK9fk8KekmfffaZhD2kUF588UU8+uijAGxhFCnQ2NhYef4UlqSkpKh+NsVPzJWsWLGi+v2SxiHtHUnQoqU17szhpTfILlNJSUkSYrCl3Pvvvy+RBQVh9Pz37t2rPHcKqorZ27fEQCqeoJXtFNFwPj0ejzysQEs7hLrKEQPZGsLp7TNUxLREAPj5558B2GuCayE7O7s4tbLDCmeaDGDvyzp16qgWPSvTjRkzRqEknlVksM4EFJS3zFrvhNNbLk0GjuD9QPZx4sSJmiOKwObNm6ewIe8Jikrr1auHhx56CIA9t6NGjdLXuEYZynj00UflPfP89vl8YouK0RJSMB6zgYGBgYGBi+C6yl98nszMTJx99tkAbG5/3bp18h7oVdGKadCggQLxrIedkpISZAHyZ8qWLSvLj1YfrXnArlB0krhXsSrUUDzx9NNPy8N44403AFjWGz0NWnh8hooVK8pCo4XOPs6AHdN65ZVXAFg1xhl3puVYtWpVeZQlUNO1SIvnmmuuAWDFgFjrmvPjtDxpcXKOP/jgA8Xg2f+W/540aZLmit5bESzWsFZTomfMuJUzNYreFEVDrOkLBKenpKSkSOwXAkpkjDt37pTH6Hy/zlQoIP+zU7NBwWJBe4nxy++//16f70Qh6y1HpCoWUw+pa/H7/dq3TL1MSkoSI8ZiG6z1X1B1tCIgImMMZDKA4Op8+R7qf3PKeSpojn0+X1grKvIs/PTTTwFYbCo1NcOHD9fX+Iy8M5j+NH36dAmNGSc+cOCAzknuX/7/mJgYpXTSS65fv77eE++tYozReMwGBgYGBgZugutizLS4PB6Pah8z1uysscwa07t37wZgKX5pJVFhl5SUpDKVtPIZQzjnnHMUA5w/fz4Ay7KjJxMJhWhaWprGwZjxgAEDVHeWqmR6hF9++aV6U9M683q9GhtjJvQ0Dx8+LK9ry5YtAKzCAXfeeWd4BxYAWppMT/B4PGInqLZ+/fXXAQCTJ09WjP25554DYBVTodXKXqpkFQDb63ZatG4A19Bbb70FoGCPqSBPkHNLPQRTM0oT1atXL/C9BhZD4R5NT0/XeAN/xgl61QV5y0CROhOFHWTYWHBk165dePzxxwHYTJwz/sp0x3HjxgHIP//0qgMzT9yIgjxlgh4260qzfKkTaWlpBRYgKSnw+ciUjh49WvFmZxdCnqP8k148mTzAjj9HR0cHrXee1bVr19b3WMDqo48+0tjJ8BbnHHLHCXYS8EUwFWH06NFqNE6agYd3mzZtNBnMl92xY4fy8ihgII2Rmpqqw52ik7i4uKB2Z+G4oNke7KmnnlId7MWLFwOwJpMGCRccK89s2rQpqNFBbm6unvmll14CYNfKnjt3rioTMVWpZ8+eElqF0PQhJLDKV0FhE+Yn80AvV65cUP3lGTNmqCUiDRNW5eHBCLjrEAfs0ALzIZnit3fvXlFm/FpUVFRQDV+GIUJoZ1niOFnqR+DFwprX48aN014raF44Jgo13QwafpxHOgBxcXEyFBmSysvLk2HF/0ea32lEO41IN6WJse4859WZzucE1wPX8amEewW1AC0J8DxhmiH/rFatmgSh3FMxMTHaVxwbHZmaNWtqDmgMezweCftYZZGC4zp16igVkJ/1+OOPKzznvOhDRenveAMDAwMDAwPBdeIvIjMzUx4ji0rs379fVDObXdNi2bVrl8RSHNPmzZvx8MMPAwBGjhwJwLZ28/Ly9H/Z2alz585BVXvCIf5iys/y5cvl0dPyfOCBB0QL0cvnWNevX69UKFqsc+bMUeEC1ium+GD//v3yzgcNGgTAeq/8nYEdUkpyjE6w9WbLli31Nc6jsxMY4ax5C1hpbBRqUGzEIg/OzktcL0VIL4qIoIZzRg/6xIkTors4Z9HR0aL7uBZIqwUWLigiSmSMpxPwkH1hAZ+YmBh5GM6UMNKIrIY1a9YsAFCr03wPVfiiI2GdR7JZZGnoCe/du1dsACn5lJSUfHMK2GfOhg0bipMSFpG1ysI/7du3B5CfrXGm+XH/0vPnGHfs2BH0mQ0aNFAo7TQIaYzcHyxaExUVFdQly+fzyXPnWmOaaV5enuaMezA3N1fnECsxkt2rXLmywhRcvwMHDtQ5N3fuXAA4WRtTI/4yMDAwMDA40+DaGHNsbKziN/SEnH0zaR3R62vbtq2spN9++02fQyERLcDLLrsMgNW/mak3FB517txZ/y+ccR+Oq2XLlvKiWO6vXbt2QTWyaXk3adJE1jo9j379+km6zxKefPannnpKFjBjuIMHD5YVHKnYFmP+TjAexOIuo0ePBmAVGmGaCcUye/bskbVL74uetsfjEbvhViEN54Ul/rxeb1DZzeTkZL0Teh1O9qa045Ber/eUJQYD59jr9UrzwTKcZcqUkcf42GOPAbDKxp4Mbhg3YDM9FGhyfbZq1Uo6GMYhN23aJOaOTB/326pVq0qlwE9RENhBqqBiOOnp6TqHuPdOxeo0b968sGlvRQLTTvm7WR71jTfe0Nd4lsbHx4vBIQNJ5OXlyVPmORkXFydmk6U8iU2bNokFGzNmDACr3CrXCddCceDaizkjI0M1o5nruGbNmiCFJyd6xYoVKoRPCvSss85S/VRWhXJe6NxoFBvl5OTowgsnypYtC8ASRbFlI+s8P/HEE3oGin9Ie27ZskXihAULFgCwLmaKvfg1qrkfeeQRiXFYOzY6OkooaA4AACAASURBVFqihsaNG4driPkQ2DSjWrVqMrBYbY2NKL7++mtdulRsZ2Vl4dZbbwVgN7Fw5pISpRSWOS1IbXFeUlJStOkJv9+vtczLK/DyLk2UKVPmlOEdHoTOPGZS8USrVq20NwlmTRQEN4jeAFuEyjAKhUXdu3fHiy++CMAy9AFgyJAhOmt4edFAeeWVV1x/MVNMyzOoRo0aQYaix+OREcyLmyKxgkIeDKeVNHiJ8iJkX4Bly5bp8uV5eejQIYkRA+sE+Hw+XfK8yOvWrSsRHx09Gp/XX3+99irvnISEBN01XB/FgTtWvoGBgYGBgQEAF3vMfr9f1DK9Pqc3S2qTHnSZMmWUUkMqadu2bbKK6H0yyO/1eiWCokUcWNs4XGDOZsOGDeW9ksq9/vrrZY1yPPRszz//fHkh9Lr37dsn75OpRB988AEAywtnDq3TsmUlokh1Y6LH72ybRvqdnjzFXXFxccrbpXcVHR2NlJQUAHYLQXol8fHx8rDd4mEFgs9OajMuLi7Iuz9+/LjmiKmAnB830LnAqZ/DGW4imD5CHDhwQF4nx88wkpvBvcaxkdH47LPPJHpiyMzpTXKN8t04xY9uBWvrM8S0Y8cOzZUzn5kecmD6ZiT3IN8zGVUyUnl5eQqRkMkoV66ccsy5jinquuSSS7Tn6AlnZ2fr72QkWX1v2bJl6NKlCwCb5k5NTdW7Yz51ceDOk8zAwMDAwOD/U7jWY05KSpJohB5hRkaGChLQ0yTKly8vy3bYsGEALPET4xBsjk1vskqVKooZMN0oUhWjli5dCsCqc03rjbG2bt26qXIX5fysbrZ+/XoJwigg69atm9Kr+PM33XQTAOC6664LinN5PJ58VbMiAYpGnF2mAgsXUJQ3YcIE9e994oknAFixSVqr9LRpxVauXFlaARaiYZEEt4CWN9mdEydOaG1zfi699FL8+OOPAGyGhAUQilBruNTAGJ2zMEXgfpo9e3ZQQRFWzHIzPv/8cwD2+r3//vsB2KI+J5o1ayZWq3Xr1gBsT2vSpElixtwKju1U9bFr1qypr3P9TpgwAUDpCPbo+TLef9ddd8mjJTwej84hisCo/ejatSv27NkDwGZbs7OzxeIF1sym8Auw9/T06dNVBYzaEN5bocDdu93AwMDAwOD/M7i2wIjP50OfPn0A2L2KfT6f4jz0KqnWPXDgABYuXKifA6z4K2MfTPVgvPPYsWPy2s455xwAVuJ5IVNuipXsz2eaN2+ePGUWzFi/fr28D8ai6VXk5eVpHLTw9uzZI8+fcSGyAj6fT+OhstDv9yt17DQMQYkVNGAchqrx2rVrK02M8W6yArNnz5alyVKkixYtCir8Qg8yLS1Na4FWOwtBFAIRKdoQ+Hy33HKL4mKMo8fGxkppznczcOBAALYXEyJKZIyn84S4ztg3OyUlJSj15q677lKvYq7jZs2aAbBrLYeIsM4j548MBtOlKleurK/RK549e7ayCZiOeejQIQBAo0aN5FWFgIisVRYnYny8oAJAQLDegCpojj1EFGmM1A3Rs6Unu3btWjGEPDvbtGmjueLamz17NgBL1+PsKgVY74FzxX7iZPD++OMP6Se4xo8eParyymQbqAIPYYzupbKjoqIwePBgAPaFA9iXFYU0fGlHjhzRoU1BRnp6uhYQD3lO3gcffKAJYlWaQ4cO6f+GE1wQHTp0ECXLCa5Xr15QjV1etEePHkX//v0B2ClenTt3Rr9+/QDYrQNJM3m9XqWcMZ/5oYce0sV/koVT4mD+LhvG16tXT7QtL2FuroSEBI1/0aJFAKyNxI3DOeMllpiYqI3g1lQUhhjuuOMOfW3v3r35fqZly5YSe9FII93tBpyOnuTFzBBTbGxsUHrV8OHDVTedcO5tt+Khhx4CYOdcUyR68OBBVZFi/fkhQ4bocuIhz9DE33//LaPcLY1WAkGDn8/nrOFOYzghISEole80rQ7DAhr6dLCYx/zYY4+pShcRExOj9cg/Kfpt2bKlLmE6fps3b1YogvPnrJfA38kwVXJystb5m2++CcBu6EEDrSgwVLaBgYGBgYGL4E6z7X+47rrrANgBdr/fL6HP+PHjAdg098aNG5VoTkvIadkwNYotHqOjo2UB0TKKhLcM2G0pW7RooQIbtFBzc3OV4kQqs1GjRnp2WnasVNOqVSu9A6aX0YMsU6aMPEymakyaNAnvvvsuAFsQFm4w/clJ9/F3UwxEmuno0aOyPEkZ1q1bV5Qv54ypD9HR0fKsIzV/RcXtt98OIH96GlkNjmfLli1iDzg/TC1yVqRzK1hEhnReVlZWUBtOp1fFr5EBilTqXlGRl5ensXHNUai4Y8cOrWN6kFOmTJFYiHuU/27VqpXYMqbWuA0sjkGvv06dOjpX6Tk7vWV60SxMEkkwjMkzfvXq1QCsyl+soc/61a1atcKDDz4IwKa3KaS9+eabtR/JIh4+fFjsDn8PmbxzzjlHnjLH76xoxtBTKJ4yYTxmAwMDAwMDF8HVHjM9B6Y6OUHrhRZoTEwMunfvDsAuAVe7dm15X4wdXHrppQCAb775RuXX6GE7+6WGE/SIx48fL6uKKT5z5syRIIoeE73dhIQEiWXoOa9Zs0aeKMdKi/bTTz9Ft27dAEDvZvjw4UHxzUiBMaCcnBzFzeklOusR04skY7J9+3bNH72WESNGALA8msDat24DtQL0nNLT04MKjGRnZ2tNs6vYqcpVug0UfTHGfPbZZwfFpdl5CrAFkM5+2m5EZmamRHvUp7CMbq1atcTqcDzOuu48X6jpSEtLE1vmVrCYE8+g09V9phfNFNBzzz034vFzsoL0mDt06CC2hu/76NGjSqfauHEjALswSY0aNcTY0XOuVKkS/u///i/f55PVycrKUs9lzvEDDzyAV199FYCtSSgOXH0xB1biqlGjhi4VUg5cBAkJCbpgKRQ6duyYctZIW3ChxcfH6wKrXr06AOslU4EZDvAwZjuwtLQ0CUQoAuvVq5cWDmleVpKpX7++cpQp6po1a1a+ajWATf336NFDF/i3334LwCq6XlBrtnCCBzQrJsXHx6uu7QsvvADAFn/VqFFDB9nEiRMBWLmFgU3OKaw4ceKEaypjnQw0urgWAftw57PfcsstEvSRAm3atGkkH7NYuOeeewDY89KpU6eghgU9e/YU9cf6Ai+99BIAu22k2/D999/r79w3vIzr1aunvUnqdPz48TrweWnxPGrQoIEuD7eC88F95mxOcaqmKhxXuC/ln3/+GYB1XnJ9ffrppwDsRkUNGjTQOuOl6vf7dcaQruf8NGzYUOcjQ57169fXGJklccUVVwCw7gl+PsOG77//vurfU4XP+6Vs2bK68Aubt2+obAMDAwMDAxfB1R7zO++8A8C23rKysmSRDRo0CIBNIdWrV09CDH6tRo0a8khJCzI1qkWLFrJoWMt40aJFuP7668M2HnrMzOt95plnMH36dAB2G7yoqChR8RQukB78/PPP5UUyTaNMmTISNUydOhUA8MknnwCwvDDS3HyXGRkZ8qwjDWclHKZLUfzz8ccf63u0Kuk5P/7443jttdcA2NYr587r9bq23SNBWpCdsQDb8ueaWLp0qWr9cv3SAzgTwHkhChJzeTwehTBIE7KSm1tx8cUXy7Pi2cM/nWwNU3cAqMsQvTVWAvv777/FglGw5La1y7PhZJ4yERiK4Ty+8cYbYR1TYP11wA4Vkap+5ZVXxBoyvTY+Pj6oZj+93k2bNskb5ricXnFgd7wKFSroM7hX27Vrp3fHCpT80+PxFLnCnfGYDQwMDAwMXATXesxer1edZ2jNzJ07VxYN61szVWb16tWoXbs2ADuW56zkxa/Rsnv22WcljKIgbPHixfKYT9V7NlQEdjW566671C2Jce4PP/xQ8dfFixcDsFOJjhw5IrEbu9kcOXIkX09QwK7hO2PGDMX+Ro4cCcDyAPh54RhjYTFgwAAAdiU2Wr3Hjh2Tp0xh3AcffKA0OaaOcTzZ2dmu8zoCQdEQK8xt3bo1XzU3wCqUwwIptLQp/itN8PmioqJOuU6okaBI72TxcVZPYoyZLFdgQYjSBsd9+PBh1aWnp8y1mpKSoj3Hwhxt2rSREIqxaMYtt27dKpFcYPzdLeBYnSioOiTXAt8JWYEjR45I5BhuUAjK2C5ZtS+++EKMjBOB9eadxacCi6gwdlwQnPuA87h//36dWzxfi3OuGo/ZwMDAwMDARXCtxxwVFSVrjPHUsmXLSrFKdTb/vPzyy/VzzvgNLXha6ExV2r9/v36e6RDffPONfj9jByXpjdGCoic0ePBgxS9oed18883yhh9++GEAdqyqc+fO6tFMq7xixYryJhnnYgm5du3a6XfyM7799ttS9ZQJzgM9rbVr1+p7fFbGXMeMGaO+zYzNUp1O79LNYOETp8XOUrIffvghAKsnLJXnTG1zQ2EReiNkdE4G7kvqCFauXFngz3Gtcr0HdhkLRGmtVWoYqlWrpn1I9S/PhuTkZMUVWbd59+7dyuxgut/XX38NwPKg6VVRpRsYvyxt0Otkh76T9VLgHh06dCgAW8MTqTK/gJWRAtg6Fb7bn376KchjzsvL0/4LXEsn69x2srWXnZ2te4Xf69+/v1gDzn9x1q5rm1gA9qFAKX5aWpouU1KZfBmrV69WLixf2s8//6z6zJSwszJRzZo11fyB1EutWrUKK/cPqaC8kxbkv7nJ+Wd0dLQWPevvUgTUt29fXdq8yPbv369KRKRKOYa4uLgg4UZeXp4WTqAIoiTGWFTwYuI8ZmRk6LkoFOrVq5coz6uvvhqATdcXMz0jImPk2Fh17j//+Y/SUlgP++DBgwqjMH+fVD7XQ4iIyBh54TLtqVKlSmpY4TyYeGDynTBFjJRwiAjbGP1+vy5RGoUUi5YvX15GFM+qhQsX6jzhGCm8nDt3ruhtGvxFOLQjMo+kdHnJnThxQmcnRatXXnmlhIx0FNhmMZJrlc9Kseu1114LwDLWCwoVBJ6F/Hd2drae2zkf/PzAOfL7/TKiuW69Xm++fHXArnQYwhgNlW1gYGBgYOAmlJbHbGBgYGBgYFAAjMdsYGBgYGDgIpiL2cDAwMDAwEUwF7OBgYGBgYGLYC5mAwMDAwMDF8FczAYGBgYGBi6CuZgNDAwMDAxcBHMxGxgYGBgYuAjmYjYwMDAwMHARzMVsYGBgYGDgIpRWE4uQyo2xYDxgt31ky8a//vpLrQT/8Y9/ALDq0bL9HOtO7969G4DV/rAYhfEjUreWtbVZc3jYsGHo27cvALuO8tixY/W1xx57DEBIdXgLQkTGqA/6XwW6nTt3qp4wGyJs3boVTZo0AVDs2tiBCNsY165di+bNmwOw57GwdYT5LlasWAHAqqfN+ruVKlUq0mchwmuVLRGzs7PVYITjycjIUG3h1NRUAPZ4iomw1spme8H//ve/AIDvv/8eAPDII49gy5YtAIBmzZoBsMbNVq7ffvstALvhyqhRo7SmQ0BE5pF1wD/66CMAwI8//qjvscHFPffcoyYfPHMbNGgAwK5XHSJKfIw5OTkAil3DuyRRqEPZ1U0sArFq1Sr1rGURcXbuYZcpwG7KwCLkAPDAAw8AAL788ksAVh/Yk3UVKQTCukk4JzwQWAz90KFD2thcaH6/X4tv4MCBAOxGAeedd16ojwBE+GJmc479+/dj8+bNAKBe0itXrsRtt90GAGjRogWAk3eEKSJKZIzOOeBzDRgwQM0LeEEV9Zk5/wkJCWqSwD7OReh6FrZ59Pl8uqSuueYaAPa+PB34LtjogY1nQkTYxuj1etVV6t577wVgz0vZsmX1/Ozo9vvvvwd9Bi+5G2+8sTgXRFj349GjRwFABrDzPC0M6Chs3brV9Q4PwcZBBw8elME/ePBgANZcd+3ataR+lROFejmubftYEJYuXao2aVw4bLcGBHdL8vl8WmiLFi0CYDfA/vPPP3XIuwler1fdXNgt68CBAwCsC5odsc4++2wAVoN2HtbdunUDAPTs2ROA5bWxk5RbwYPt+eefB2C13uQlzNaIf/zxBxYuXAjA7vAT2M6yNOH1ejF16lQAlscPWEbR33//DQDynAtrvfMz2KVo7969GjdbCfr9/lJt2wkAy5YtC7qQaTAU1M6xQoUK6sDDg5yGZpMmTbBhw4ZwP3KR4fF4NI9kLYjzzjtPne94sSUlJamta8OGDQEAd911FwCrpatbsWTJEgCWYQzY+6tatWo6YzlXWVlZMqTIkPCc2b59u+bWbSCrQ+eO4/npp580Rt4T/fv3F7uzbds2AMATTzwBAHj77bdLyjE4KUyM2cDAwMDAwEU4o6hsZ89WWmr0JgHbAmLT9t27d4sWpoVDj3nNmjWoW7duKI8BhJFyOX78OFatWgXA9iro2SclJSlmTivu4YcflvfMfsykUEePHq3xhoCI0Eqcn1q1agEAWrdujbPOOgsARGkPHTpU465duzYAe67d0I/52LFj+XqAA5Z3yHnjGAvqEatf4tiHgX27Dx48KKaInxEVFVVYjzls89iiRQusX78ewKk9ZSe4h8kapKenAwD++c9/qq9uCN5IWNfqn3/+CcBmsBgii4uLEwvC+atRo4birxwb1yzj6iEirGNk73N691zPR48eVc9wsh2pqalBoRuuy507d6J69eqhPkbYxvjGG2/goYceyve1gtYq17Hf71ef+/r16wMApk2bBsDquc13EgJMP2YDAwMDA4MzDWeUx5yUlCRrlJYaPaYaNWooNscxDRgwQFY4wYB/v3798PHHHwMISb0cNssuJydHQp8qVaoAsBWPl19+ubzizz//HADQq1cvxZirVasGwBYbXXHFFflYhiIiIh4zvQ+qO/fv34/ly5cDADp16gTAUoZSePPUU08BsD0uNyjPs7Ky8O677wKw4k98rmeeeQYAxMy0atVK3ysKbrrpJsUw33vvPQBW3Pn8888vzH8v8XlcunQpAKBz586n/sUBOgCnSI6gAj8xMRF79uzJ9/+KgLCt1dzcXIkvGWsm2rRpoxgzz5zbb79dnhWzSDj+wgrjToKw7kdmdFBlzvPFKaDl33v27Imvv/463/+np7lx40adUSEgbGN03h2BiImJEUt1ww03ALD1LQWhUaNG+Ouvvwr9uwP0IMZjNjAwMDAwONNwRnjMVDkmJyfL8qA3Qg/K5/MFWdpOK4kxusOHDwOwrFhasG6y0A8fPoz58+cDsD1lqq2vueYafe+qq64CADRt2hSzZ88GYKVjAMBXX30FwLL6GN8KARFNXaCVXaZMGVmjV199NQDL8+d8Uz1ZQorkEkuXYo7rggULAADz5s3TmuPXduzYAcBSIJPxoaUeGxurtByOm2O9++67xYJQlb969epSizEz5kq1OVC4GLPH45FneeGFFwKw82YBe08PGzasKI8DhHGt/vLLL7jzzjsB2OPme3fWVeDXmjdvjo0bNwKw2Tni0KFDxcnbDmuu9vvvvw8AeP311wHYY83NzQ2aW4/HI40PtR5Uc9euXbs4sfQSHyPTY3v16hXK8+QD5/j3338XazRkyJAif0yhfuhMuJgpOqhUqRICn7dmzZoArEOMtDbp26NHjyp/+c033wRgb6bWrVvj119/BeAOsQnH9dtvv+lC5rMzzeL7778XLTpy5EgAFrXZtm1bAMCrr74KAJgwYQIAKw+YXwsBEbmY586dC8DOnzxy5IhEF9z01apVUzpSo0aNANghjCLk8xaEEhsjC9jceuutAKwLlwcz1xmFeIMGDdIcUfSWmZkpypNGFyn9GTNm6HOZUlS+fHkkJiYW5tFKbIxcoxTD7Ny5E//6178AQPNDqjomJkb5vqSrAdvI5rPT4EhLS5Phwj1dBIRtrb711lt4/PHHAdhGPdeez+eTSIpjTE9Px9133w3ALsjBef3qq69w+eWXh/IYQJj3I+n6TZs2AbDH6PV6NTbOHWCHzSi+5dro3bu3aPAQUGJjpGFBanrjxo0nNR5jY2P1NWeqLS9ijs1ZHKZPnz4A7NBSCRf8MVS2gYGBgYGBm3BGFBghbVIQmJJQpkwZecP0qmbNmqXqUbTQC6Kf3AA+S61atfD0008DANq3bw/ATsG54YYbJMBg6sYXX3whocKLL74IwLLygaJX7ykNXHTRRQCAOXPmALAEb7/88gsA4JJLLgFgeSP0rCkC47zTci9N+Hw+hRu6d+8OwBoP55QV2Vi84N1339WaHj9+PABL4DZp0iQAVpEVwEohAoA777xTJWhZyKE0CquQAdi+fTsAy4OgYCtQWJOQkCCPmUVkpk6diltuuSXfz3M9ezweldd1U6GR48ePy1MmKMrMzMyUF8mxtm3bVpW+yIYwJFEMIWZY4fP5VNQo8EyMiYnRXJEV6tmzp95JnTp1ANhFcfg5pQmfz6e0L4YVgJOHWaKjo/U9rsfk5GSdMQRDn0lJSZg+fToAiE0h41dSMB6zgYGBgYGBi3BGeMy7du0CkL8IQ+vWrQHYFlFWVpbiA4xJ9+zZM6gAAH+mbNmyrvKY+XzffPON/t6hQwcAdh3icuXKyRpnPO7AgQMqFUiLjgn+w4YN02e5aaxOUBhFodTQoUPFajBu+corr2ieKSxhERI3ICoqSiIuMhlbt25V8xGObfHixQCsJitsUMF45BVXXIGOHTsCAK6//noAUDpf+fLlFcvi+i2N+eQ+JLKzszFu3DgAtuCQYz1y5IiekUzOzJkzVVr1wQcfBGDv3+TkZAwaNAgAXLVmjx8/rnfO9D3G/uPj4xUjJ7vj3L8UevGdkB1yG/bv36+xkdUhE+Dz+cTOkO3Izs5WbP3YsWP5Pmvy5MlhfVZ676fSV/h8PomzCgNnGhvTa/v3719gzwXAejcsl0umpKThavEXXwhz6xo3bqxFz0A+65fOmjVLFxIVskB+URFgCzgGDx4sBWIIKHEhBseanp4uVTJVqhTDtG7dGjNmzABg031t2rSREIy07gsvvADAErxxU/Hzi1ApKyKNOkhhDx06FIBFBZMe5TxWqVJFApRly5YBsMMbzvGQao30GJ35uWxi0L17dxlM7GjG9blnzx6p5Sme+vXXX5WPzjxY1g9/5513lEPLw74IgsUSm0dndgRxwQUXAIDCD8STTz6JN954A4BtRP/444+iDDlHNLCGDBmiXFrmbBehE1PY1mpKSoqqztFQoAAzNTW1QHqU88gDnxfzrl27Tln97TQIazMSikSHDx8OIH+zFHbJonDt4MGDUtVT2Mj9fOjQIYVbuLcvuOACNRs6DUpkjLm5uUUO9TArhBUVPR5P0IVcEHj2/vTTTzLETwMj/jIwMDAwMDjT4GqPmaDnUa1aNVGGgaIDwO4awqD9n3/+KQuV1ispkK+++kpikxAQNuv14YcfljdF8Qhpv8TERFnozz33HACr0hTFJWQASHMnJiaKFg3BUo9IutRvv/0GwLbU16xZI3qIc7Z06VLR+RQe0SIuRn9boITGyDUJ2OK0G264AVdeeSUAuz/42LFjAVjpUpw/5iz37dtXTAlbYNIav/322yUEJN1dhPz0EptHMlf0IHNzc1Urm3WI6fVeeuml+jmuvc2bN8vjJyvy2WefAbDyTEkPskZ6Eeq8h22t5uXliZ1jDX6ybj6fT+wBzxyPxxOUwkdvccuWLcWp7R7W1paksukBO3OweWaSybn22mtFZTvFtIC1P1m7nyxSdHS01gC90JMwPiUyxtdeew33339/vq/Fx8cXt/KanjkxMVHiMuZHv/vuuwo3FRSCoSiucuXKxmM2MDAwMDA40+Bq8RetNsYsunTpIvEI411OsQljGrRYK1SoIMuO1hItdlq/bkPjxo3VT5k1s/mseXl56NGjBwA7zWbcuHGqM83iALRUb7zxRlcIaE4FxrJYEGDJkiV48sknAVjVswBLYEJRCn/uvPPOO+ln+ny+sPdLDQQ9AsaFJ0+eLI+P3b7WrFkDwEq3YOcwev7r1q1TnG7EiBEA7DkeO3YsXnnlFQDhE5sUBi+99BKA/N4O48GMrbN+dmxsLNat+3/tnXlgVeW19p8MJAwCYVYUCFVQhigy2CKCXHvBoVakikgVUVRE61irWEWRAoJSFRxQi4hecYCKgEBBiggoqKiADEUBxYHBYAgzJJCcc/8432/tnZMAITkn2fnu+/wTJSfJfvc7rfWsZ621RpKnfXj44YeNDUD7QQqO5BWrOFaHqrKEP+UQoROefWZmpp0neMx+BpJ9COOXn59f2m5oMQHMB4WMkpOTrRAH+8s/nmHDhkmSfvOb30gqKHYEnLObNm0yj9mvbzmGpxwT8O7r1KlTKD22ffv2+vjjjwt8HpaOde1HgwYNjIkECP0OHjxo3jEizuHDhx/1rD3e+8Z5zA4ODg4ODgFC+ZtvR4G/LJwU6YOJZ0JZQGKUkqcWpaBBXl6eWfSAn//5558t9hckTJo0yUraoVTGiq1evbpZfXjTX3zxhY3xhRdekOTFAAcMGFDmnmNxQZoMc4y1+cgjj5gKFCX2yy+/bGsAL4zPYPX7Uda6CX/8nrnavn27ef5oBai5vHbtWotN0de1Vq1aVq8Yr5JCM/v27bNUm2XLlsVzKEcFDAbeT+fOnU3/gFdISs0bb7yh0047TZLnOc6dO7eAZyV5LEJ6eropz1n30Z3hygNkAUjeOPyeFLFyP6I7aMGcRHuZ5YXoPZOXl6cFCxZIKvoZ0XH4y29G1wGnLDAKfD8SEhJixtwR3/fXHGe/8/XJJ5+0tCq6vWVmZhbymIvylEG0tyx5rOsrr7xiZZI5X4/WjaokCPTFDDj4evbsaQ0bEMFAhfrz1ooK8lMNjM1fipq1cQGLqkWLFpaKQE5gy5YtJUUENYsXL5bkUfkvv/yyLVJofloQhkKhIhdyEMDhwMHGPL766qtGhTHGefPm2aVAeo7f4ODdlQVddizw7BMnTjQxIgI8hDUjRoyw6vSzbQAAIABJREFUAwMR1yOPPGL0PJQZh9+333571Op3ZQWEd2DZsmW67777JHmUHrnX1atXNxEXyM7OtnH369dPklcHngp9kndZBwFNmjSx9cUccL4cPny4yLVGhS/CDqRqYpQEDaFQyARqPDMtSlesWKHWrVtL8sIPfsMXyhhxU7zXKaFLP7j02S/+S5WqiUOHDjVDtzhpUP6/xfzxd2688UZde+21krxQx5IlS6x+9nPPPSfJMzBLgmC6Uw4ODg4ODv9HUSHSpUBSUpJZO4hnoHSbNm2qVatWSfIs2ipVqpgAAQEZ1tTBgwdLk2oTt9SFLl26WGERaiVD6TZt2tQs2+nTp0uKiBug5BEZUSxgwoQJRhUHLV0Kuu/LL7+UJPXo0UNSRPg0YsQISZ6lmpKSYvQuIpXTTz9dUkEvBIt51apVRhEfAzEfIwzFnj17rBoU9bOpYe6vTQzL8fHHH9vaxqvEG6lVq5ZR5MXsKOVHzMbIXvLTmFCX/pCS/eH/52HgqQwdOrSQGLN3796SIl4ybBaeSlE08REQt7WalZVlhWGYH3+qEPvRLxIj9Si6+lReXl4gC4xI3rqF8fG3y6XVKGdoYmKivRNquBNGK+o+OQ4xZkzGWL9+/UJdr7Zt22YhpaIAG4Awzs+G+Ou5S5HqaOxtf8c11u8x4NKlHBwcHBwcKhoqRIwZQUKHDh0sZoCFRxzSX2jE7wkjvODzpFJt3LjRYidBAFbZsGHDrOjC7NmzJXlFKH7++edCjbm3bNli8XLSa/yx1ui4a1DSp5gHREOkosyaNcvEe8STv/rqK7Pkj5ZKAztQnqI+YuXjx4+3ohuwOljZ2dnZVkqW2t9DhgzRq6++KkmWGjVo0CBJkfgdn4MpKA+wD/21oJkPPEfW286dO+17FFYJhUIWw8TrxIupVKmSxbCJOwcBNWvWLOQFkoJzyimn2PpFcLlu3TotWbKkwOfZczk5OSVhPMoEMDJ0zsJj3rVrV4F+2lLEc+aMhd3hfAmHw4XOmPz8/DLVfSxYsMAKEjF3ePhHgr8LFYiORfO7SAmUvLndsGGDrYtYaAkqxMUMyJWUChdPj662A1AsRws4WrVqFY9HLDH8C4hLCPrWv+g53GkR+Pnnnxv1S04oVFo4HA7chQx4ntWrV0vy6Mthw4YZZUbOdu3ate1SQFnJAd+xY8dC9GAp6MJSg3Ft2bLFwi0cEjRz8LfqpIJd9+7draEHCmz/hcDFV14NHvy5qGDRokWFjCDW5cCBA23tcdhv27bNDGX2IersjRs3Gr1dnrna0ThaqG/z5s02x/6D/Ujiomglc5DAPoxuVHLCCScUWmupqamFap4fbV0e6WyOF8477zwzZMGxDAOem69HE4hdccUVljkDYj1GR2U7ODg4ODgECBXCY8aKadiwoQkRsFCw3IpqQp6QkFCI+oT6Xrt2baCobCy66tWrq0+fPpI8zwERzM6dO82roh72fffdZ0IqZPqIdBISEsrVeywOEHORR3nxxRdbe0Ss99q1a5tHglisXbt2ksrXO/YDC5vnk7xUDdLdSBG78847rWMYnmNiYqIJ4KAJSSEaN26c1c2msli1atXKlB4s6m89//zzRt1D6RJ+SUhIsJ/xi7hgurp37y7JY0CSk5ON1i6mcK9MkJCQYHMUzdJJ3j70e9bsP84eOmitW7fOqmcFDdDV0LCcpy1btiySmka8yNkTJIoe0agf0bnlknevhMNh6xhWHAHXQw89VLoHLAacx+zg4ODg4BAgVCiP+b777rPG8lQVoi8x8ng/UlJSzFLCosUiXLduXaA8ZsZYq1Yts9qwtLFe/XETxvvMM8+YJU8qGEUfYllxJ9bAwyQJn3k5ePCgxZbxPLp162YsAon9xezvWibwW+OwFh999JH1Z6W2MpWs6tevb2lGiBbT0tKMBbr++uslReqgSxEPmgIe5VloJLrgwpIlS2xseMx4+4cPH7ZYOcxB5cqVddlll0nyPGv0BFlZWbZHqch00003xXdAxUBycrIVgYn2mFNSUqwYjN9LYz2wpunHHS2iChI4TxF9ETv+/PPPC7FSPXv2NNEX5wt1p/Pz8wPDYh0LdKB6+umnC3nKKSkp1qOZdfnNN99IKtr7jjWcx+zg4ODg4BAgVCiPGQ9C8jxlvoeC2Y8+ffpYCkq0tT9v3jwr4BEkLF++3Hr1UkaU+GpiYqKly9D9pX379uaJ0ZXqrrvukiSL1QYRzAMeI72IU1JSbIzEH08//XRdddVVkrxYNJ7pY489VnYPHQUs6ZSUFPOOiStu3brVFMdY2qTU7N+/39S8xKQvvPBC6+JDNyYUzLt377bfhbK3PLoURbMvP/zwQ6GOS//6178kSSeddJJpBGA73n77bU2ZMkWS51nDAnXq1Mm8Z9iB/fv3l3vsMhQKFfKmeA+HDh0qMvbO9xkj/8/8BxF0pgM8e1EMzRVXXKFZs2ZJ8gqSsA8pJhM0FJUu9eyzzxb6N//cFpVCJZVNyd8KcTEDf+N0Xg5070UXXVTo823btrWLObre6TvvvGOVsoKEM888U2PHjpUk3XDDDZJkh9moUaM0ZMgQSSqQrtC1a1dJXpOBqVOnSir7/MHjAXPJhUxTiiFDhhgVxqH88ssv28ZHNIRhVp7wU5bUFoaG/fzzz+2/OfTIy164cKE1o+CwXrlypRlbK1askCSrte1PTylPmhCh3qRJkyRFqiUxDpoY0J7T3zzmrbfekhShchFfkhrFwd+8eXPLY+7bt68kr2Z4eSIpKckoTxwDKOr8/PwiU6CiKWsuue+//77IpitBABW8qGHOM5Pq5ke1atWM8v7kk08kebW1g4ozzzzT+gwAmszwVSpobB+Jsv7oo48sTBMvBPPUdnBwcHBw+D+KCuUx+wVeiIewsufOnWtdmcC0adNMbALFhoWLhRgUFFWtiyIoUNs9evSwLlHU5t2yZYtVBoPmBUEWYeDJ8xUR2PTp040WhgLevHmzOnbsKMmj8IMAxGnhcNg8P6i9+vXrW4vKcePGSZK1dezSpYtR8Z9//rkkKSMjw6hcmqrTberLL7+01Dn/Ooku6hBvoR812Okg1aBBA6PUYWtYnzk5OYWepyj6nXHdcccdmjx5siQvFBME4WIoFLJ5xIvE2z+SuJLvR3c9C3KBkei+AeyzokIJjRs3tjEiWAxSR7CiQHqiH6znonA0gVdZiPicx+zg4ODg4BAgVCiPuVWrVkU2sJaKtnBGjBhhgiiAhfvEE0/E/gFLATzHffv2mTCIOB0We1pamiX242lUrVrVxDLEMPGUg+BxHAmU2GTclAR84oknNHfuXEle3Gr06NHWf5sYGOMvz/QhPKLExEQrHME67N27t3Xcue666yR53mRmZqbVA0cgtW3bNnsX/A7S5CZNmmRxV1LJ5syZU+b6AZ4HIeXChQttHvG4ePaUlBTzFGECSKnyg5TFyy67zJgFhGRBQDgcNo1AdJ/3pKQk22vUSZY874ziI+gDEPUFEdFMFOzGpZdeWoiZ2bx5cwHWQCrf+vTFAWeoH/71CPvlZzf8BUj8eOyxxzRw4MB4PaqkCnIx87Jyc3NtwUQX1EcU5MfBgwftAIx+yfv37zfKMEgXWP369e3AJdeVjZ2RkWEqVqoknXXWWUaLDh06VJLXEjPIgALjQGNjvP322zZuLq13333XVNkIbxDB0fAhXjhaDeAvvvhCUoRyJqTC8/nbIHJpDR48WFLE0CDXfOnSpZIiIjDoYOqhX3PNNfY7aVDy/PPPS5IOHDhglFpZ1c/mEkKJfdVVVxk9D03Lgd2pUydr5oC4hqYekveeqH/funVrWwvloTg/EpKSko5YDSovL88yJ/xiRMJMjJF38+OPP5qREjRgNLKGmIuBAwcWWldt27Y1ipvPsf6DBu6JY6n7MSj9xu6R9hOGaTzhqGwHBwcHB4cAITim6VEAfVutWrVCAgqosGjhlxRJN8H6Rt6P9/LBBx9YhaUgeMx+WhTccsstkqTbb79dUsQqpxsRNcMbNGhgqUaMkZSUIIzrSIAFoLoO8/jxxx/rv/7rvyR5nYc6duxoVC45ztBQjz32WCHhSixxtHfYvHlzSRHPiM/xzC+99JJRs8wpKRbvv/++sRrU3V2+fLlVU6IqFoKatLQ0o/L//Oc/SyooJCrree7fv78kr8WlVLgbz44dO8xjZNxt27a1sEt0Rb5QKGRpgldeeWUcn/74sGfPnqN2GorO/5U874w1Cjs0atQoSx0LGqLpWtiYoiokpqSk6JlnnpEko3RvvvnmMnjK48f27dslRfYjTBz7sah5JdyQm5tbaP6iO2rFE85jdnBwcHBwCBAqhMdMLJh4nB/EXItqTp2SkmIiIbwKYg4NGzY0z9JfuKS8UJTXEy1sysjIMGsPMUPTpk3t+1i55SmIKi7wmDZu3CjJ8wC7detmRQvwri699FJLneJz0fHV8gBiqBEjRhhbQfwpNzfXxogVTnxx1apVuvrqqyV58z506FDrJsU6RzS2ceNGEwLy+T179tjf8guuygKMw+854H3gXfirJtEf3L8uic1S+W3dunWFeugGAdWrVz/iGktISCjS64oWibFnMzIyYv+AMQLrivnj/6kTHg30ErADr7/+uqTgiWqpqX8soSTjoBBVs2bNbF/B2LKPYQviCecxOzg4ODg4BAgJ5eRxHNcfRcrfvHlzUzxG4/bbby9U+3T37t1m5USr7pYsWWJdbyhocBwoTlAv5i82HA6bJZudnS3JU1PGAXEdY3RM3R/3mTdvniRPaZ+enq4HH3xQkleQg7j6+vXrzcovAUo0Rr/mQYqUpsSjzcrKkhSJubFWKTpCqtMTTzxhKlZYm5tvvlkfffSRJOm///u/JXnlZidMmGBxvg8++CDy4AkJpnqmDvARCsrEfB6pYb506VINGjSowPfwov3eNIxUTk6OjRdceOGFkiJzTHZBCdLA4rpWo2ud4/nv3bvXvOBVq1bZ59FIDBgwQJLXh5t0xhIirmMkfopuAK//hBNOKNRVKy8vr1C5VNYeDGUJEbcxhsNhK13M+qXM7z/+8Q9jdcgSaNy4cYF0RangOykFiiUIqRAXM8jPz1e7du0kFS4Qv3jx4kIHdDgctkYOpNdQ+3XSpEmlqcVbLhdzGSNmYyR8UNTFQc4yVcv69OmjtWvXSvLCE2vXrtVrr70myUslIm2olE0OSjRGRCEcZnXr1jUqm2feu3evWrZsKcmjfmnGvnHjRkvjw3DMz883KhvDBAPgmmuusXVOClW1atWKmyYVt7V66NAhSxmjOh0pe4sWLbJ2hxghp59+uhnZ1IHHeDn33HNLc+CVyX6MTu3zn53MwcGDB804Q6gZo3zzMhkjDUeY15kzZ+qMM84o8Jm8vDwzSDBSpk2bJunI1HcxUe7nahmkHhbrFzsq28HBwcHBIUAoL4/ZwcHBwcHBoQg4j9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAKK+2jyWulU0R/NWrV0uS2rRpI+nIhcWpZ9ylSxdJ0p133ilJuuqqq45U9L84iFtN1/z8fHvmcePGSZLq1asnKdIaj1aA1N+tUaOGLrroIknSxIkTJXkt+M4666zSNPUu1RiPVh/7WOBno1sJSoXbPJaypm2Z1ualxWGfPn2sxSFjTUlJ0a9//WtJ0ptvvhmrPynFYYzMS05OjpYvXy5JVsu8V69ekqSuXbvaXNEE4cCBA1afns/ddtttkiJ1tM8888zIA/vmlJrix6hrXybzSD10mlFcfvnlOvfccyV5jTr27Nmj7du3S5LVSqeudJUqVUpTN7tM1yrv/amnntLs2bMlec05nnnmGY0YMUKSdMcdd0gKfj3wvXv32h3B+coz+1u0XnHFFZKkkSNHaubMmZKkP//5z5KkzMxMSZFmJuyBODVcqRj9mMHw4cOtSDrdhui6c/HFF1uzAA6JrKwsK5LPpqL7yc8//6yGDRtKimvB8uPGaaedZs9MNxM29tq1a61HMZf1jBkzrLg+C2jFihX2vU6dOklSaS7oYyIUChXoDiV5F7L/MC4u+Fn/pc6mYI6P1nt4xYoVZrAFYW65fGlSsXHjRjsI6BebkpKi9957T5J0zz33SPK639Dlxg//O4/nMzMHW7dutQuW7jzff/+9dcKi0QHNSGrUqKF3331XktdP/ZJLLlF6erokWSctGl2kpqZa8wcO0Ozs7NI2RYgJeBc0eKCHeLNmzdS3b19J0kknnSRJ2rRpkzXaoef0vffeKynSZaqouQwSMKa4lB555BHbQ5w9kteTmDXx8MMPl+VjHjd69+6td955R5K39jCAk5KSdOWVV0qSvv32W0lSx44dbdy/+93vJHld4rKyssxZoBtXrFEhuktt2bJFUsS6/vHHHyVJ//nPfyR5lvQ777yj6dOnS/IOsurVq+vDDz+UJJ1zzjmSPC909erV1mmqBB2KYm7ZYcU1bNjQLHIOOZCbm2sXMvOWnZ1tC4dWiByIM2bMUI8ePSRFDJfjRInGiDFB9y8pcoBLXredN954w8Zx+umnF/ge3ZkkFWhCz3jHjh0ryRtPUlKSbSAO/UqVKtkhz9rBgGvSpIl5qyUdY3EQDoft8v3Nb34jyXs3ktSzZ09J0tNPPy0pchm/8MILkjwj8oILLpAU6dyEcVYCBqJEY2Q98vcSExOtveSLL74oKbKHbr31Vkmyfcl+/NWvfmWeI606O3fubIwX7AGtFD/55BM7MDEib7nlFjsMeZf+dVXaMRYXK1eulOR5jGeffbakyAWN5z958mT7DOtw8eLFkrwOTGPGjNFpp51W0seI6xiZF1rn4vjUrFnTWpqC5s2ba/369ZKktLQ0SV7nrT59+mjChAklfYyYj5Gz5+KLL7a2q7TxbN68uaTIecSZwJmzdOlSGzcsJYbyww8/bG0iMaaPA667lIODg4ODQ0VDhfCYZ82aJSniVX333XeSvL60WDjNmjUzTwOa89RTT9VVV10lSbrvvvskSW3btpUUicdCi5aAXoq5ZQddVq1aNTVq1EiSzCp7/fXXJUU8CbxDxvHZZ58pLy9PkheLxbLv2rWrxYBK0Ov2uMaIl8Dfobl45cqV9eqrr0ryvJ4ePXqYFwl1BBWakJBg7wLKsGnTpua5MX6os3//+99GlRLTGzhwoFnDfI8ex+3bt/fHqePmhWzZssV6D//tb3+TJM2ZM0dS5J2gdYBO+/HHH63HNPE7nvOcc86xPscwC9G9x4+C4xrjrl27JHleXv/+/SVJ48ePN9qZ9Xj11Vdr3bp1kmQeFJ9fuXKlecNLliyxceNt4mHDZOzYsUNr1qyRJPMqO3XqZB4PTMoRQhhxm8fDhw+rffv2kjx2h/jrAw88YHPL+p0/f76xczBXMHJfffWV9d8uAeLK7owfP16S9NBDD0mSMU5FISMjw9bfqaeeKkmaOnWqpAg7wj48ArtxNMTtXG3UqJGxbNwFnJu1atWy9btp06bIgyQk2Br96quvJHnruE2bNhZuQt9zHHAes4ODg4ODQ0VDhRB/oXzs0KGDWTR4E1j2w4YNM69q2LBhkqS//OUvevTRRyV54oy1a9dKisTH+L1BwCeffCIpYuHhKWK1IoDp37+/xSTxVBo0aGCsAd4O3uHixYtNnDFy5Mi4PfvYsWP15ZdfSvK8YtiIk046yeYK76dnz57mTfB5Yo5paWk2j7yHlJQUNWnSRJInFmKO69SpY/+NnuCHH37QW2+9JUl6++23JUmtWrWS5InIYg3mgFjb3r17ba0h0kJQI0VisJI3/l69ehlT0rVrV0leLGz+/Pk2p7A711xzTWmyCo4IYoZ4+4MHD5YU8eKJ/f7xj3+UJP3yyy8Wf/3DH/4gyVMnh0Ih+zyx6YyMDPs+GgPeV6VKley/58+fLykiwNmwYYMkzyM9mugvHsjPzzcPCxbosssus/9fuHChJG9t79271+LssDWIOUvgQZYJ8vLy9Nvf/laSt/ZgByTvuZnP9evX23pHlQ+LUrVq1UCNE3Zj27Ztdj6gMh8yZIgk6aabblLt2rUleedEcnKysQI7duyQ5KnxFy9erLvuuiuuz+08ZgcHBwcHhwChQnjMWCybNm0y7wvLG5n79ddfb54J8c45c+ZY3AqFHT8/ZcoU+zfi0OWJ4cOHS4pYr3gYeFVffPGFpIjXixWHJdipUyfzMIjDkRJ26NAhS5eKJ+666y5TDaOa5plGjhypq6++WpKn+JwxY4ZZ2sTj8Lhmz55t84hStF69elq1apUkmcaA2NbgwYPNMyGdZdmyZZbGwOfxcv7+97+XJs53ROBBPPDAA/aVLIHevXtL8tL4HnrooQJqZ0mqX7++5drzvtBWnHzyyfrggw8keWxIPLxlydsfxEV5vrZt21pqlD/GTFyc1CAYgM6dO5seAMZn1qxZNg98j/nJzc01Vou/06ZNG9MnkJ5T1qhcubJ58mPGjJHkeZXvvvuu/ud//keSdN5550mKMA7sAZTaZIKEw2F7v0FI4wOJiYmmtCeu6gdzSlZBYmKirXfSEmFWWKdBwYwZMyRFUp3QN6BF4pl/97vfKTs7W5KXVXDaaafplltukSQ7Q7t16yYpkgHEO4kXKsTF/M9//lNS5DLm0mGBv/LKK5IioiPSS6D7fvrpJ7u42SSIprp162b5hkEAF9SCBQssVYU0Ey6c119/3cQMjHHevHlq2rSpJI9OY9PXrFnT6Jd4Ys2aNUa7QoWS+vPss8+qe/fukqSbb75ZUiT3kcsUahljZNOmTUaD+y8JxoSoi8uua9euJjbhAMzJybH84AsvvNB+rxQ5SDDICIPEAswZRTKGDBliBznPznvYtm2bHn/8cUle6s3BgweNYiNNDnHKu+++a+IvLv7q1atr9OjRMXt+wLOyz6Dsnn32WTu0MXxTU1PNQOICnzt3rn2Gz2NYt2rVysb0ww8/SPLEX5MnT7Z1DvX7+OOPmyiJdBbEb/n5+XEzTvwIh8NGu5OWyMW7dOlSu6wQo/bp08fWFWlDpGXm5+cH6kIGe/bs0ahRoyRJf/3rXyV5l9GSJUssfMBYU1NT7fzhkvM7T6yJIICc++3bt1s63qWXXirJS6UcPny4zdXXX38tKZIahXCWcwUqPDk52e6RYhbAOW44KtvBwcHBwSFAqBAe84033ihJeumll8zbgUrAW6xataqlo0A9DRs2zAqRQKP6LW+o4iAA2f2LL75o1id0ERV3TjnlFPMwGfegQYN0//33S/K8Heju1NRUffbZZ5I8KjceyM/Pt+R96CGs68mTJ9sz81x9+/Y1yxSvip+rUaNGoZSw4cOHW5I/83f55ZdLkp588kl7F36LHho8ugDCwoUL40JDIQLC01y2bJkJ1Z566ilJHv1+zz33mNAL8VReXp49F1QpAqxq1app586dkjxqDmo/XmA8CJ/Gjh1rxWrAlClTzKNGGASl6xdp4Zncf//95oWQSrVt2zZJESaDgiQwJt26dTNKnfHDopSFtyxF9hQeL+EWPPtKlSpZuhQU7rXXXqs33nhDksd8UGEwlgxNLJGWlmZrD3aSc/acc84xcSXs08GDBy1UBIMB8yEpUHQ9otqUlBT98ssvkjwRH+fGGWecYc9PqukTTzyhfv36SfKEcISYJk6caEwBBXBiDecxOzg4ODg4BAgVosAIGDRokJ544glJXtEGYgN33HGHxaP43ty5c62xA7E/4spjxowxAVkJEPNEeAozvPbaa+bl4fX5awdH17yuU6dOoRQgBBmrVq2yxPkSxH2KPcYPP/zQ4o7E8knP6t69u6W6EB8eOXKkxcrxGJnXQYMGWcoCMdddu3ZZ0Q3ifdQFv/nmm40VQNSVk5NjsVusZOK7U6dONW+9SpUqMZnHcDisadOmSfJ0AW+++aaWLl0qyVujPMt1111nBUYYx44dO7Rs2TJJXtyOggjTp083cR2x2caNG5tg8Bgo0Rhha4jRZWVl2XtDjPjrX//aPCcKxuBpdejQwQRF559/vqSCTAZzhUe8bt06iy1TrnTVqlU2j5SbPUJp2biWq+RdkAaEduD111837QKe5tNPP23vgPlnT3Tr1q00tbLLpMEDzBQFQ/Lz8+2Z0QewPiVvj+Jx1qtXL1Bj5CzNyckxVoA7j3TM9u3bm3D2H//4hyRpw4YNVm6Thkn8f+fOnU3YGc0iFQP//zWx6NWrl20K6pbSkee9994zARKF5U888UQTFRGkR/FZgvrYcQGLHRo2JSXFDgLoQCiVF154wRYV1GxmZqYpYgEiMH/NaKjTeOSBfvbZZ9aggU3JAbxs2TLb5E8++aT9G6ptQL7qrbfeapc2YrGZM2capUqlrL/85S+SIhcVVCPKykaNGlkjD6hlNuENN9wQ80YCBw8etN/JRTZ06FA7wBgrY8jNzbUuNuSZt27d2sRFHPJchKmpqXZwYkweOHAgrpQhaxCq7pJLLjFDgGe55ZZbjK6PVmXPmTPHLl+owNTUVMvtxsAkf/SVV14xwREUfps2bWxfcBCWoOZ7qcF6vP766yV5Arxq1arZXLFH09PTrVIUoRuMz3iGk0qDNWvW2Dl60003SfLW4KFDh2y+BwwYICmyLjGUqBeAA7R792675OLZZOVYiBYq+kM/XNYYWr///e9tHOzL/Px8MzoJMxKuS05OtvdE6AYxa6zgqGwHBwcHB4cAoUJ5zO3atTMrFIsbuig1NdUsIKz26tWrm6CEn8PTLCvxSHFBZau8vDzzEsibo9qX5HkfjP/HH380epNxI8jIyckxzzWe1uvQoUML1TLG48rMzDTPDtFM3bp1zUInBQEvv0uXLuZhPvLII5IiwiO8Djw4vMmrr766wPuRIikbeNHRqVEvvviipT/EytMQg1vpAAAaF0lEQVQMh8MmLoQdyMjIMAs7mubv37+/MSWITTIzM61yG+OnMt2MGTNMJIUVf+mllxo1Ho+8bOaMtTV27FhbV9DLHTt2tMpqVDUjTe2iiy6yMApU/u7du81DxvPlPYwaNcpqZBOKadOmja3f6DkuS3BWMB/kLvfu3dvmDObgpZde0u233y5JhVp7xrtV5/GCPXryySfbXmBfwgDl5uYagwFtP3PmzAIpmZJ3Hg0ePNhSJcsTVEbkXF21apU9M+LKl156SVKE3cHz5TN16tSxNY2wzx/2/f3vfy/JY25hA2OF4KwSBwcHBwcHh4rlMUue54tlQ6rQyJEjLZ0BSz0xMdEsOYQlCFJuuOGGsnvoo4DCFMTvxo4da5YsqUFYpXv37jVPg1Sim266qUDfYsmrK7x69Wr72Xha6jk5OTYfxPJB1apVjaXAek1MTLRUBQqF4MXu3r3b6ptTT7tRo0b2/MSAiDWPGzfO/jaeTV5enln5/Bz/7/+3WAkfc3JyrLAGNYcPHz5sYjdizcQe27dvb7Fl5nP58uUWB+Pn8Lg3bNhgtchJN7rttttM0BYPkGZCrDElJcXi9dTKbtCggQkPWY8+YZ0JLhHnXX755VbdC0+TnsUZGRnmafGemjRpYvuD8VOIx9+3u6zA3+Tr1KlTbQ44l6677joT9KE3QDx06NChQNWRZh/UqVPH9hB7gvfu/xz7MTU11fZ0dOphz549LSZfnqzklClTJHkd3fx7nbUHy3XgwAFbc7A1c+bMsXHweb8olyIl6FpiDecxOzg4ODg4BAgVymN+9dVXra41NXTh+CUvroASeceOHYUUznwtq5J+xwKxHGJ5ubm59szE3LDmQqGQpXsRe/P3L4Yd4PPJyclWrCQeyl3+bmJioqnfGQ81kCdPnmw9XlFK+wtm4AHjcVSrVs1UoCgdTzvtNHt+0sqw4k888UTzPvHW69WrZ7+fOs10r6pcubLVeo4VqlSpYu+e2PY333xjaUV4n8TYR44caSpWmIJvv/3WvElSUPBGWrdubQU/KJ2YkJBgHmw8QDyR+GhiYqL9G/Xn+/XrZ2lSrDnm6Ztvvimkyk5LS7PShf75liKMBmuIvV2vXj1TqpNKxt8uy3K6rHM8XwoTff3115b2RhGROnXqWFEj6sEz/8yd5DE45Vl0BC+yV69epnpn//qZr+g0o4svvtg+TwoRaUbnn3++6SzKswcBJW95TskbE32VYQVq1qxp5wV3SN26de1MhuXgXqlcubLpgJjjWKNCXcw9evSwtBxyXTlw9+zZYy8Vqql9+/aWQsWLh14qp/ztIwJhTZ06dUywBG0JNb9+/Xr7HF/9hfHJVWZBnXvuuerYsaOk+FzMfuqYixJBEnTs1KlTje5EzDZ37lxrSvDtt99K8locrly50ha7P7WmV69eBcYI/C3oGKOfto6m2pKTk3XttddK8hqglBT87oSEBPvb1CZfsmSJ7r33XkneoUVKxqpVq2yN+tvnQWVDh4PnnnvO0j8IyTRu3Fi33XabJE9AF4s5ZkzkEkMJnn766UYjc8AdPnzYDBLGzeWVnJxsBtZZZ50lKbJeWAvMMdWklixZYjnqfO3UqZOFpwj1sK7ihegUtHA4bPNCSh+VzG699VYzsKB2t2/fbqlj7du3l+QJGzds2GDvgr8TDofLvUIW+0Hy1hcG0759+yzVkjU4ffp0e2bOKjB37lyrfFaeFzMCL5599erVZgQRfli0aJGkSH3we+65p8DPZ2ZmmlHPemfM/fr1M8eDtKlYw1HZDg4ODg4OAUKF8phDoZBZpljmCKSaNm1qVjvU0ZdffmkeFh4zyM7OjkuaSUmBBY3HKXnCNopKNG7c2NKF8FZTU1PNW4VqBH7PLJ5ITEw06xKKBxHFhAkTjDqmjVpSUpJ5RYiGmIsFCxaYoIKCE9nZ2UbvktaAZ5ecnGxeJ/Wzv/vuO6NWWS/QUfv27YsZWwIdu3TpUhPcUcjk8OHDRqfRqpFqaM2aNbPnwoM69dRTrWgKz06byN69e1thHd5TlSpVrL44449FaIa1hHeBlzxq1ChLk8JjzM7ONnoPCpQKUFu3brW1gHgmNTXVUsegpqHjTznlFKsDfvfdd9uzwJBR3IOfixeivdeEhARLf6I4EVToW2+9ZWNkXebk5BRqzYnQ0V/YJkh1s3v06GF7gkpWhMoaNWpkLAdrIxQK2dig+UGnTp0KMT7lAQSHhIfC4bB596RBEWJ5/PHHrT47477wwgvtHuHugEWYPn26Vfoj3BhrOI/ZwcHBwcEhQKhQHvOCBQvMO+Ar4pTGjRubt4mV/f7771viP9YqFvqePXsC5TEX1YQca4xuKDVr1jSBjL95OSlR0Q3N9+7dWyiVKl7AiyJ+Q8y4c+fOlgaDSKtv375WmIIxIphJT083wQ9FNQYOHGhzRcyIOLrfYseK9cd8YQywiPmdsQBpUMnJyeZN4u2mp6ebnoHv0WWqdu3aFn/j+Vq0aGFxLtI4EDamp6ebR0PBnPbt21sPYNZ4LEAcFQ0D8dUxY8YYQ0DK4Z/+9CfzHhGBkVJSv35985SZ91atWpn3QXlKmIzXXnvNUsd4NwsWLDAvFS0J+7dSpUplFpulmARFJGCwmjVrZuucr5s3b7YSjugi2Bs33XST9QQOAmBtEhISbB3iabJftmzZYmcILNjKlSutMEx0v4HatWub11mewKNH4NW4cWMbL3F09mpaWpp9j6+wN5InGIblyM7Oto5/8ep3X6Eu5scff7wAneLHtm3bbDLeeecdSRFamAUU3fxhzZo1caMhSgKe0z8ucnVBTk6OGRioW/Pz8+2C4HfQ8CAxMTGuIjd/cX+MAQwlxBFfffWVHdBQQbt27TIxz8CBA+1ZpQjlxOehAFu2bGmHW1G0Lf+G2Mh/MPBc/gs5OmezpOAw27lzpwl8EGS98cYbdvlw0fJ3u3XrZgptqOLbbrvN2sqRJ4z698477zRam/eUkZFhitNY5qijLkaUh9hq5syZVg8aA+Ojjz6ySwhw8e7fv99oROj9SpUqGS3KhYzB1bdvX8sFpyJTSkqKGSIIqvhdGRkZcan7XhQwIjF8mbMWLVrY+uIS/tvf/mY519GVwsiQCAqKCnNxlmCE+MVNKOITEhKs7juqbLBnzx7LRsCoKg+wv9hzW7ZssfMxGrt27TKDnzDa/v377Wc5azEKQ6GQ7Q9COThMsYKjsh0cHBwcHAKECuUxb9682azk6C5Lhw8fNosIqycpKalQVShq9U6YMMHEQkEAFFdycrLRs1hqeIC1atWy8fo9Zyx5aBvSq/Ly8szTuvXWW2P+zLzTSpUqmTeMUAaKE+9X8izOTz/91KgyvHtqIR86dMj+DS/50Ucf1axZsyR5tC3isW3bttkc+9vRAeabd7Rv376YVV8ijeKLL74wz+6uu+6SFPE0WIeEWBDFrFixwrxJaPuaNWua9/jggw9KiqRxSBEPOtorXrdunf0bY4uF0I/fAVvB/I0YMcLCFLzvFi1amBiLNUuIoV+/fhaewBs5ePCghV34O9RAz87Otq5w5LtnZmZa5THSppjPaAYsnoC5gA3g2adNm2ZhCoR+u3btsmeD7mSdMPagoKhQAGJaxuNnlfyMHPNCi12QlpZmzFV5gspcnBt169Y1Chv4xw+jVpSAklCMn6HhfIuudBgrOI/ZwcHBwcEhQKhQHvNJJ52kFi1aSPJq5/obrmMR+b1qPDnELFixdPUJCpDy5+fnm6CCak8IDPx9f0F+fr55TtHVp3bs2BHXuJa/GAOePJZndGEPyYsFHz582AR6xFPxEn/7299aH2a0At27d7e0Ijw40rMaN25s8WzeW7Vq1Swe+ve//12S55nOmDHDCpeUFljXF1xwgXn8sBaffvqpeVp4mjAAiYmJ9jlSMiTp5ZdfluSxARRh+fDDD81bI0ablZVlQqtYxVrD4bCxCXhOxH1Hjx5tjATPUq9ePXXp0kWSJ97DQ0lJSbEiIjBT+fn5lubYuXNnSV66XDgctjVEje3//Oc/VqSFmtrRBWbijVAoZCwA40ab8vHHH1vqDXuvVq1atkcpcsG6//DDD+2/g9Rlyg+69R0t9S4zM9PYH9aov0hJWVZlOxIozgSTk5mZaSwd/8Z54a8Qyd7bunWrnW+cJRROSUhIsBgzzFKsEczV4eDg4ODg8H8UFcpjXrdundVPJu5KQYNly5aZ54CSdPny5eZV4GET/8BzDgqIVfgT4SlXiKWHglnyrL4zzzzTSpFi5VI6Lykpyfqrxht4DBQowJKMLnoiRbxe5u3888+X5CX9//vf/7Z4LSU8u3XrZswIqm+YkE2bNhUqxdm+fXurS4xVjFdds2ZNKwZSlFd/PGAtzZ4928ZPHG7v3r2WcuHvPCRF2Bq8SeLuBw4csN/BfKLmfvDBB40poKznp59+aopZvsc6KSkSEhJsHbJv8ISmT59uz8y7v/fee+2ds+eIiyckJJgqHdYmPT3dmA7qKcOY7Nq1y34v3voHH3xgz0GKFkrnslJkh0Ihi4PDXHF2DBw40Dwt2IS1a9eaWp6xwhLUqVMncKWAo8F84AkXhe3bt9s6RLsC25GammrrvTxB+h7laiWP8YAVQh+QmJhoPZdZe/74M7XbmTs/48W5AjsWKySU00Ip0R9t0aKF0QnQJdBGjRo1MqqQRVKjRg17YWx68vQklaYJQHESKI9rjIia2MySl5bBIfTWW28ZJc/FvG7dOqN5OSQY6/79++1wR5R1HCj2GJOSkgpRdPx/3bp1LaUAVKpUyXJ2qSPNhTt27FgTbjCOcDhsrfS4jKA0c3NzbcMQ5vj+++8tjSV6fVeqVMk2VTgcLtU8MsZDhw7ZxcTGHjx4sMaPHy9JVq+cBhwrV660tQpVXL9+fVurNPYYO3aspMhhz8HPgREKhSzvF4Efl1gUjmuMCAe5fKDOe/bsaSES2v/94Q9/sDkCUM/nnXeeXaKsic2bN9u+jU6hW7NmjaWcYZBmZWWZkclFjoBq2LBhJR7j8WDXrl12yAOM3Z07d5qxwnrctWuX0fr8G8K1p59+2g5yxH/HgbiN0Q8cHtLm/HXniwLrnjzuUiJmY6RSHOlcO3fuNMMXUS1njt954GyoVKmSrdvoMfoNehwRf7OMY6BYyfeOynZwcHBwcAgQKhSVnZaWZh4W1Bb07o8//mheEmITvxUT7R2npqYesfhIeYDiEpLnFUGBkW7y4YcfWkoJtHVubq55DxQFIE0nISHBKibFE6FQyOjXf/3rX5K8bkBFpWTk5eVZ0QW8QqjscePGmaU6evRoSZFa0/xeKG1YhJycnAKtBqWIRVxUlyApIuTAk40Vdu7cWeg9Z2dnW9EB1hdsz7Zt26xuNt7u6NGjrd7y/PnzJXkpH926dbOfRYiUlpZmQh28MIRUpQHeAd4EYr7nn3/eimhAmX/66aeFOmfBzOzdu9f2I3Pwq1/9ylKh+DvMy6JFi2wPwAatX7/e6HDeDX+nrPDLL7/YPCJAo8DKzz//bOI90sYqV65s9D8hE7oYnXvuuVbzPV5diUoLvEnm7lhgjEED54W/RwLnCmMkzNWyZUvbV9wTubm5tuZgDyhu4y+oREgu1nAes4ODg4ODQ4BQ/q5iMYBVnZeXZ+kYeMMIDfypHnPmzJEUsZCon0y9W2ImHTp0CFTKwtChQyVFUm+i46LE/WbNmmUeM15FkyZNLM2GuMq4ceMkRSzCWNaGPhLGjBljljPivIceekhSQcsbL7dhw4YWU8dzxBo9++yzLZVt0KBBkiKpTs8//7wkr8wfRR78MWNYhLZt25p3Q8we4c79999vYiSetaTAEzzxxBPNo6VD1E8//WTdtEaMGFHgmXv37m0sCF7ik08+aev2hhtukOTFdzMzM00QiPd98sknmyiJtLpYeMyAvcTvTk5ONi0DgppvvvnG6nkzB2ggMjMz1aRJE0keG9KuXTvrLsW7YIw7duywOt3E/OrVq2caEjzn0s7Z8WLRokVWL5xnJ67Yu3dv86Z45lAoZCU8SZNDi/Ddd99Z3figesysafYezJf/e/7zCdFU0FBUbJzYMHoNSodWqVKlwD0iRTqcsfZhRehGtWPHDmPI4lX7vEJczAhFLrvsMlso/jrNUuQCQPzCIRYOh43mhX7jMxQwDwqgUBITE+2CQbHM4qeIvORdQnl5eUZdY7RweB84cMAu8njAT1PfeeedkrzLIbodnORRSXl5ebZJmCtyV3/55RfdeOONkqSvv/5aUoQCZg0w31zes2fPtpAEv79z584239CIGGh8lUpfKxujIysry8aD8fHmm2/aWiVnl8906NDBWnr6L2NEQ1xu77//vqRInWgucmjrLVu2WOgCJW1Jwbv1i8doM0le54ABA0wtj5HTunVru6RpqEGVpOrVq9v3uKgyMjKsEUC0mvXuu++2zAkMAL9IbsqUKZJkYYj+/fvbAVtaNXpRYG1MmDDBzhrqJGAspKenWwUoBF5Tpkyxtcl7gu6vVauWGR/RoZagoahcf/+z8vxkPwQNnBPsuZo1axqtHd1nIRQK2aXL+nzmmWcKGWKEYXJzc+0ij1cYNDguo4ODg4ODg0PF8JjxJqdPn26WEJY5eZehUKhA3WyAgAoLB4to+/btgbJWseyqVq1q48BTxhvxC8RA7dq1LWcYDxMPslatWvr8888lySo0xaKeMsBqPuOMMwoJfcjx3blzp/0bc5eXl2fzgACDeWrSpInVmwbJycn2+/BC/HWxqesLZfzJJ58YhY1HDho0aGCdcUoLvN0777zT3qt/DZImRooP6VzVq1e39C8qKF155ZX2+Xnz5knyhF79+/e3XErYkRNOOMG8NdKxEGwdL/CUDx06ZB4/a4iwSMuWLS2cgLffrFkzS3fCm0Sc1bBhQ8tDJ90oJyfHxH4PPPCA/RvjgVmAQhw9erQxMLTQHDx4sKQIMxHPXGbCHR06dLAUS1gq0qVq1Khhzw/r0LhxY5tH3h3vhprpkndGlVU+dnHBXoVp8oM9tW3bNvM6iysSK2vAuvB+Fy5caN4tZw+s3v33329iVJjUfv362VpmPxJSTEtLs5rt7MdYw3nMDg4ODg4OAUKF8JhJkdm/f3+hJtz+XrzRAf+EhASL0+JNYuG0adMmEB4zXifFIvzjw1vAKyHe5/+5pKSkQonvWPTLly+3ns7Uoo4lKAjxz3/+0+J8CH4mT54sKRIL5lkpHDF+/HirikUcFc+2a9eu1veVn1u+fLnVvsX7xFt8++23rW4tccgVK1bYcyCqQ5wTDodjlkLWs2dPSZFqV8QO0QEsXLjQqidhtfsrDxEP5/NJSUn2OcRfAwYMkBTxrvhdvK8hQ4YYi0AME8+5pEhJSTFRHvuF1K2uXbtaGpC/4AJsFvNHTfLk5GRbj6RQTZw40VKuGD9rOysry/b5JZdcIinCRLRs2VKSbM5gSsLhcFz3L6loy5cvt3UYzdosXbrU1hkitq5du5rHz3ti365Zs8YYIt5b0Dxm9iXxVb9HWNS+QYwZtJg5Z+KECRMkRdYxz4goj/Pi8ccfLxSTnjhxonnY6Bzo8Txt2jT7PALPWK9H5zE7ODg4ODgECBWiJCfPOGnSJIvNEdMhwRsvS/LiYw0aNNAFF1wgySuBh/T9iiuusPKBJUDMSsdhaS9YsEBSQYWtPyVIisT5/CVFpYgXRjyFWBbW3OHDh49YmrIYOK4xUm4SqxHr+qeffrIylc8995ykSPzmaBY2sR++V1RaG59JTEy0/0bVnJiYaJ4WIPb7/fffW6z3eMcYDRTv8+fPt3dP/Gr37t0xtaCx5LHQ33jjDbPoKaZAN6MoHNcYUUbj0eFVbN682eYPD/CDDz4wRubuu++W5MXRU1NTTXnNOwmFQqZ5wOtEI/L8889ryJAhkjxW5NlnnzUmgnKgeDvt2rXz12SOeblK0v/S0tIs1s/7ht1auHChefm8t0OHDpmCHtU8qVH79u2zs4nOaZRfLQbKpCQn+5K0NH+BDnuQhARbC+wB5riUiNkYOTvR5cydO9fU9GgeKNd54okn2n3CeBMTEwv1Dr/oooskRZgQGEj2fd26dY/akcuHYh0KFeJihq7Oz8+3hc0LhELNysoqVNElJyenUP1oXmSDBg1KU2w9ZguI9w+FvXXrVjtgyYnlYvvrX/9qBwHIy8szoQoHAQvw7LPPNjqNg+Y4crePa4wYGORpItK55pprTPSCyIhay7GC/5KWCl72UNgI5JYvX+7P9y3VPLIGH330UaPuW7VqJSlyWcfyYuaiJJUqFAoZtQxdjyAlCsc1RkRJpK+RD75z507L2UXc9N5771l1MsZPvYChQ4cahc0eXLVqla136sAj6jr11FPN+OCyWr9+vYk8GSNUfmnGWBzwzHv37rXGHLxf0sYSExOtdgDfe+qpp2xsGBWTJk2SFAk/4Ej4L/5iokwuZsCZcscdd9g5iRFWvXp123OshRg1rojZGHl+nJSUlBQTRyL+ZI7T09PtXoCaHz9+vFV4Iw+fUFGNGjVsn/A7jrD3ioKrle3g4ODg4FDRUF4es4ODg4ODg0MRcB6zg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDBXcwODg4ODg4BgruYHRwcHBwcAgR3MTs4ODg4OAQI7mJ2cHBwcHAIENzF7ODg4ODgECC4i9nBwcHBwSFAcBezg4ODg4NDgOAuZgcHBwcHhwDhfwG9HZZ3PzGMVAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 41/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 42/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 43/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 44/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 45/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 46/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 47/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 48/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 49/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 50/50\n" ] }, { "data": { "image/png": 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atWpJqMFY3qRJkwBYAjF2OKJw4cCBA7KGmV7FmFhmZqbSBsKJcuXKyfrms5PluPvuu1Xej+kZfr9fXsurr74KwO4C4zYPks9TtmxZsRSMudHrL1++vOaK3nRaWprYHYpmrrnmGgCW6M9t4yQokmTZSq7d119/XQwR43arVq2SR8JYJte/G4pvHA9MzeOao+d73XXXaa5YTOP777+XboBaEgo8SxP0Fu+++25591xvR44cUTolPV+eDVlZWRJLUXj70ksviZ2jDobFcGrVqiVWkkwBdRfAsSVrIwF67WlpaVprZKQorpw4caL+TRbxrbfeEovJ0rqMpzdr1kxMJIW6ofaYXXsx5+fn60WScsjIyNDFwdwy0sRr1qxRAJ45ZjExMaKr69atq88RVBJSGTx8+PCQL5wHH3xQykU+A6nahg0bavHyWUaOHCkKk5QTDYgLL7xQlxWpp1tvvVW5oDwQKGS4+OKLRRFSEbpu3bpjKvIA9jvhRo0EKAahoUU6eu3atarqxbmIjY0VJcVxuPWi4nPFx8crX5LiEV7UO3fuxJ133gkAeOihhwBYQhkacKTJaIRUqFBBa8dtYBUsitkuueQSAJaxR9ETD/GYmBjtW4oXudZzcnJc12CFoEHF8AsN68cee0w5zcySmD59uj7HC9wNRgeN8V27dsnQmDJlCgArQ4UXDPccw2c//vij1iVDLUePHlW4jZkjPMdycnJkdBHffPONqOxIV/6iQXL++eerrwLvFYYkLrvsMolqGT70eDwaE2tfUCxcpkwZfY/rPdQwVLaBgYGBgYGL4FqPOTo6WlW4SGWvWLFCqT30jul9er1epVDRGh81apRoJHrW7PzSrFkzUTOkVbt16xZyT+zXX39V+guFPqSm69Spo2bcrMY1bNgw0SL0kph28NVXX6klJJmABx98UF2lmHpES33nzp2iTEkZt2nTRlYrn4MWdHx8fMSpJv5tWvTbt29XeIKeR3p6utaCG+spFwa/36+0NXoL06dPBwA88sgjYlEYmqhUqZKEbQxTkCVw5gu7DRRxcc6Yz5ufn6+9xlSv+++/XzWZufboca9atUqUt9vA/cKUKO7He++9V8LRlStXAgCeeOKJY9Lc3AKKZRMTE8U6OfOyedYwhYhnyC233KI2kQytTZgwQR51cDvZOXPmiIkj81WlShV9LdJgiteZZ54pJpVjJaW/e/duhWJYY2LDhg0KA7KjIffh1VdfrbUQrroPxmM2MDAwMDBwEVzrMQM2p0/L+/3331diNz3hLl26ALAsNlYBo2XXq1cvFS1gnIedXoYPH64YHq3+9evXh6ULCmPAFIokJycDsEQXtDRZVKN169aKPzLuw/EkJyejX79+AOyE/i+//FKpNyxQwTjJrl27lF5FduDo0aOy6Jnqwji0szJTpOAsBgNY1jvn/d577wVg9dym99G7d28ANjvgVkRFRaFSpUoAbK+CQpT//Oc/qrBEz2Tr1q1KvSDzwy5kpZlmczKQ6SAzwxruQ4cOlR6Claaeeuop9ftlvJ2xacbs3Ah6e+np6QCgqm2HDx/WOcG5WrNmjarU0Zvmfi7NtD6mUEZHR4vVoLd31llnaT0ybXHAgAEALJaDe5SMRo0aNeQNc9/Sg6xcubLmm9X8srKyFIun+Dbc2Lt3LwCbWUxPT1caF894pmr26dNHwj7OdWxsrARtXMe8Q04//XTpeKZNmwbAeieMXYcCxmM2MDAwMDBwEVzrMefk5Eg1yLhnQkKC/j1s2DAAtkWUmJiomAGtvl27dkn2Ty+VUv7zzjtP9U7ZC/j7779X8Q32Ni4pAoGAPFOqq2llLl68WF47FYPZ2dmyzKkapJd44YUXyoukhVu9enXFRXr27AnATvvat2+fPBHG9BYvXiz1Nq19vtOpU6cqHh4pMDWKjMHu3bs1f4x3RUdHax5pjTPe4wbF6/FAtmbixIkAbI1BTEyMvGN2nJoxY4bidmSBqAugKtaNoLqeSmWu2TZt2iiOPnLkSABW8QpmGjCtinFOlp11I4KLoNAbO3DggJgopr3l5OSo5CUL5NDjLE19BNdWamqqtBtMG8rIyJBOhV4f0yvffvttlSnm2dmlSxd5jNyPXOu//fabsmi4bnv16hXxAjJkJ8gsDh06VOcdx0bWJiYmRuv3iSee0M8zW4esI1m6yy+/XClkTP8jwxAquLZW9pEjRxR8Z47rlClTjql4BdiX8OHDh3VYkzo87bTT9MIpqOEmS0lJkRiATR3S09NVzP0kB36Ra7pOnjxZRgRzqYmWLVuKrmYlnfbt24v64mXEi7Rbt24qsv7HH38AsHIlmWrFKkTcLM5a2XxPc+fOlQAnGLm5uU4KP6z1h4ng9xwXF6eKRKy05KwGxnzD119/HYBNdxcTYR0j1y2NPaZBHT16VMIwvu/ffvtNqYAffvghADuFrlq1aiVJJQrrGHlYke6jQbto0SKNjXnyZ5xxhj6/atUqfQ2wLvQSiL8iUg/82WeftX7Rf8/M+vXrS/TFcEPjxo1VKYpVCfkZGjHFRInGSBFUhw4d5IhQSAvY9fW5HylGPXDggJ6b4+jSpYuqYDHMyGYOmZmZEgLSaRo8eLDSO0/SVjdk80iamuGk/fv361ykQUJUr15dc8vUqNmzZ+tnOW6GKy666CKFbtgko27dujI2TwJTK9vAwMDAwOB/Da6lshMSEkT9kBJLSUkRnUJBFEVBR48eFV1LCuLZZ59V6hEpM3ovDRs2lCdKwUpubq68TtazLi5oSd18882iogla3A0aNJCYiyKYGTNm6Gu0QkkDLVy4UDQZPXtnHWlawvS8cnNzJVQhnUaatDA46+LSww43gsUzr732miplPfLIIwCA0aNHSzjHsdILczPoHZK2pnBx5MiRqupFD2Lt2rXyMNisnmvdzaA3yXlhFb0///xT42cFv59//llzynXGMQcXpXATOEdkA0i7v/nmm6K1KTytX78++vTpA8D2OpmqWUKPuUTguXfFFVfozOQeOnTokL7PUAPXp9frFU3dvXt3ANbZS/aP5xzFZS1bttT5QxHjpZdeqipaJ/GYQwaOkcJbpuwBNpPBrm/PPvuszmSej/fdd59Co59++ikAqBPg9ddfL4EqKXN646GC8ZgNDAwMDAxcBNd6zIFAQJYpyzZmZWUpBYFeCOXtH374ocr90cKZOnWqvFV6gIwbDBkyRNbU448/DsBKnGexkZKCHvq8efMU5yVYvOPrr79WPIaxmjvuuEOW9sCBAwFAdWx//vlnlc2kRTtlyhRZgyxIwV7FWVlZKhlH9uFEhUMCgUDEPGWCBSZYEi82NlbxZBaWueKKK1T6j+IUFu04EQNQ2qC2gCki9BJzcnIU86NmoGbNmvI+KRZ0FqqIVJrJqeKZZ5455v+dJQrphZDtSElJ0feYUkRB5JYtWyJSp/1U4dwTHA8LbvTr109jI+OzYsUK1VGmVoC6mPz8/FITK1L8Onz4cDFSZHDKlSunjkt16tQBYAvcateuLWEqRVOzZ8+WgIzsDkuSNmnSpAArUqdOHZVnZRencIPjJStw2223qdsb2Q16+9u2bRMryXTayy+/XH3eeWbyzE1NTVUMm7/j119/1XsKBVx7Ma9bt04KTyrr4uPjtbBZbJw00QMPPCBxDS/jxo0bF2jYwMvrySeflJqZ6t9nn31WKuGSgtVl5syZc9zc4Ly8PDWv4Mbev3+/npGbgwt89erVOtBZYzk9PV0LjRc6aUGv1yvDpSj5yYFAIGIVv0hh8nCgmASw87B5EPJAAArmXrsZNCyoan3uuecAADfeeGOBxvHr16/Xvykk4vrkAeFG0LDifmRbxyNHjsiwZm32cePGyTDm2CjYXLlypdaCm7B3716NiWEuzt3WrVs1bhokX375pS5kzj8p3VIS2gKwVfMXXHCBDA2eCTk5OXjnnXcA2GE91nnPz88vYPyed955qv3Ai4+OSK9evXRGL1myBIAVWnPu70iAtDPvjmHDhqneA5uLkI5+8MEHpVrnedm0aVOJZOk8MRyYmZmprBie0TyXQwVDZRsYGBgYGLgIrvWYfT6faA9SuUuWLJGghDQhm5HXr19flZXoYb3wwguyWkmZkRKsV6+eLFjWSZ07d67Sl0KVxzxw4MDjtgSLiYlRzh/rsQ4dOlT0GL1DirpeeeUV0TGkdDMyMpQLTdEYLdaWLVueUtWoSFYmYioR/yYt6qioKHlOrC2dlZWld0Hr1elFuxGBQED56LSqKfDLz8+XZU5PY/v27arxTouenjbFKm4E09dYu57e8d69e+Ud06vctGmTPEvWiGd1KM6v25CYmKg9RyEl6cuGDRsqtMTzqFWrVhI4ca1SDMa0zNLA6NGjAVgpeKSySb22b99eVQMp6mLK15IlSxQiZM5206ZNlV7F0B/Pr9WrVysdie0SX3rppYizBWQRea7UqVNHKYdcl9yP55xzjtYj75eqVavqc/zawoULAVjVGXlu8TPB4cqSwnjMBgYGBgYGLoJrPeaMjAwVBSG8Xq8k7LReGX+rWbOmGrPza61atZKVxCovLDDy008/qSgCY7OzZ89WlSamJZUU/N3HA5+VY73pppsUI6Y3Qs+pZ8+eEsiw8s7rr7+udAZWqKEVP3PmTFntwUKG0gZT2zgfjFV6PB5Zppzj6OhopXOQDXBr717C4/EUKAZDr2XPnj2aF6Z1TJ06VRoJrlWmknk8noh3/SoquFbpQbFD1tKlSyVCpPgpMzNT3hfFQmS5WGDHbdi0aZOq4bHGNHsRDxo0SP+mGGrbtm2qtseqUKwAVppzx302b948fP/99wBsL69x48byLOkdMh11xYoV+lmyk/Hx8dLu8MxhvPriiy9W6hRFuJ9//rnEmxMmTAjXEAsF48h+v1+V9IL713/++efS7HAPxsTE6EyiCJcsl1OISf2P3+/X3woFjMdsYGBgYGDgIriuJCefx+/3qxTaHXfcAQBYtmyZupowdsp4bI0aNeQB07Jr0KCBLEDGcpkWUKVKFalGnR4plXcnSRsKWek4jpcxkbS0NNVrDa5RW758edVWJjvw+eefyzOh1ct43ejRoxXXogo2Li6uqJZ7WMsc/vDDDwDsQi60VJctW6b4PueiXr16UmrTMmdsZ/v27SXxRMI2xkAgoPXL/zJGt2zZMnzzzTcAbM+/fv36imVy3tk3t2LFihpvMRDWeWSRBo6RDNGqVatUIIde8Zlnnik1PdW8jFF+8sknRS1pWBjCNsYLLrhAal56+VRljxo1SqUZmQrWsWNHKZapb+H+7dq1a0nqnpdojGQ2RowYIU0Nz5AyZcooS4LnHgsY3XfffSrwRD3EpZdeKpU3679zHmfMmKGUK8ZhR44cqS5MJ1nHIT9XnWcDx831SGYqKytL3jHTSs877zylglHPwjN62LBh0lQwqyAQCIhFOAmKdFi5jsrmi4yKihLtxYLhgUBAlWkoYCDdW716ddGDlL4PHToUgwcPBmA3S2DAf/ny5QVanF177bWiO4LrqYYLTI3ihr3qqqu0iFlflrmi06dP1yJhbvcXX3yhBUYKmxRNVFSUPk9hkVuoUDat4GIm/Ve2bFnRu0xjGzNmjKhCjpE1bSOZ4nUq8Hg8qudNY4pG4rJly3TI8dnffPNNUfc8+Pke3CqMAuxWiKTdKZ5ct26dmsSwqcpFF10k44Q5oZMmTYro8xYVpC2vueYa7SHWlmbdg7S0NF0+bAJRvXp1CeA4f6Q+U1NTS60hCS/Qpk2b6pzk+Xfw4EGFxrgPKdLbvn27coKZQpWbm6s0T1b04lndtm1bVcHiGn/00UdF5weHJ8OFws4EGsGcD54p48aNk2HBs/Thhx+W+JTnKe8JZy56uPLSDZVtYGBgYGDgIrjOYyYCgYBoD3rMCxYsUJoNK4DRUv/iiy9kvdEqbdiwoZLESWGT2v3tt99EabBSz1133RUxT5kgtUcPYt26dRIU0OJkO8c77rhDQi/SKvHx8fI+mZ5AscZtt92m98QaxiySUNogdcbxk6nw+XzyHGmx5uXliTIkTUjG4OjRo/q820AhFAtOMNTSvHlzWe+c67Fjx6riGWsSM23MjYwAQe+ec8X1duTIEYmLGH769ddftX5ZuY/ExPDxAAAgAElEQVRhJ65ht4BhoWbNmmmueE7Q0xowYIDYEIZkRo8ere5w9DTphb3//vul1q6UKZvr1q1T+ikFrpdddpmYDIYfeE527979mPQwwKJ76T03b94cgL1/jx49KjqYoZmNGzfqrC0tBAIBVVckS8nwWGZmJq6//noAdu33r7/+WqwswzRkR5o1a6Z3GC4Yj9nAwMDAwMBFcK3H7Pf7VZOWqRTLly+X9cLUE8Z2+vfvr0IGFBJlZWVh8uTJAOxm9SwE8M8//0hIxBSsZs2aSZRE4U24wT6gTMnweDyKbzEezlhd586d5X1QuFatWjW9C5Yn5XuYN28epkyZAsCqNw1YaWhuiFlyjBR4kRXZs2ePvBXOdVJSkgrE0Bqn5+XoH+06UIDC+BUFNTVr1tTaY5pRVlaWPH96K/S4SiD8Cjuo8aBXz4Ih8+fPV4qes6Qo43VMl2PxFcY23QIyOdnZ2Vqjzg5SgBUfZyyW6TaNGzeWWIpeKIVuGzZskDgu0nPKojWHDh3SXqKAye/3SxvAsbI3dtmyZZXuxtj0unXrdMbs3LkTgB1/j42N1e8ny7Vnzx7Vwud7ijTy8vLEBrDOPgVsBw8eFFt11113AbBi5Tx/KZLbsmULAHvthhOuvZg3btyoy2rkyJEArMuXVXVYh5UVsHw+nw5AqgJ9Pp+EU7yMeEg0atRI1ARFEM7qS5FQq+fn5+tC4oJ48cUXRfOSwual+t1332HMmDEA7AP98OHDGhPpQFKor776qhYRL8JVq1ap9m9pUqSk1EkTUtW6Z88ezQuFYdu2bUNubi4AW+FKOtHNFzOFarxoSf899NBDorf79u0LwBLbkNamUcjx5+fna67cRmszj5UGI8WZcXFxCjtQKOT1erUeeZAz97MotdwjCe7BN954Q2uUqnFSu+3atRM1zSyRZcuW6Tzh53kp7tmzR5dVpC9mGrJlypTRHuIzr1u3TsYDP0fh2sGDB3WB83vbtm3TxcxsD67VoUOHqo40RXJvvvmmMkdK62Jev3695o1nPI3BkSNHqlY475OoqCjVOOe+ZFW0SDg2hso2MDAwMDBwEVznMdNTTUpK0r9JQz/++OOqC/38888DsD2I/Px81XelxxUbGyshDUG6NycnRwIMyudvuukmiVcigejoaFHZFNFkZWXJeqM3QW+xXr16qoDFcaekpKiFHr1i0lJffvmlKu3QEqxataorvC5ar0whYq3dF154QR4908bKlSsnz4RjpJhk0KBBorfdBlZpo4dCKnDcuHFKIeL4+/btK4Ee54ppJ+XKlXPFnBUG1vEOzrmPioo6pl0rYHVZIpVLgSI9rVDVpg8VSNFecMEFojTpRZIJWbVqlZgbdq+Lj4+XaJMVsOhxbd++Xd+LNJwCSQqc6PUmJSVpP7JLEkMOs2bNEhtCDzgnJ0cCKn6PlL7P51PONJmiMmXKKGRRWkhKSpIQmF3eGJLweDyqK0CPPjo6WmFQrlW+r/3794e9Ep/xmA0MDAwMDFwE13nMRHR0dIGOUFlZWYpVELRYnJW6CktJoIVDyzE+Pl6iBoqMLrjgAnVyihQYa2M95ZkzZ0r0Q2uUvZo3btyouq1MMznjjDMUtyI7wPizz+dTUrybamX7/f4CXjFZkby8PM2BswocwVgk09rc3KuY3ge9RHrHixcvVtEKiqWioqIk1GNdYTI/+fn5Ra0qFHFQLElwr+7Zs0dMDlMBu3fvjttvvx2A/W5YuW/v3r2u6LFNVoPPN336dMXFufZWrVoFwPKk7r33Xn0OsGpBMzWTP8d5v/DCC7VuI137nGdCtWrVxMjwfPzoo49UsIfxYYrAatSooQpmTHHr3LmzPH/uY76vWbNmiSliDDsmJqbUNQRpaWliqXjmUIs0cuRIxZupWendu7f2HFN0mfZGdiicMB6zgYGBgYGBi+A6M5wWZFZWlixOWqOjRo2SQnLo0KEFfpb1Tp3WWbBlSi/khx9+UFyI5To3b96s1KMnn3wyhKMqHDk5OVKSM6YzceJExeQYd2Y3lN69e+vfVEgmJCQokZ+qQcamf/rpJykLGTtPTExUXKy0EBUVJWud3jBjUNnZ2cd4yIC1FvguaNGmpaUBsOI9bkgnKswDYuchekyMhe/duxd169YFYK+94cOHS6HPVDiyO4V5G24pRcqyqb179wZgswNZWVlaq4yx7tixQxkWZIX43uhllTYYa+U7T0tLk5fLAhtMEfN6vdKssNDG22+/rfQaqpkZf128eLFYAe7xSLEEfL9//PGHzhruwfPOO0+pQ4wdcw82bNhQaV/UPDiLiFCVTaXykiVL9Ht5Hq9fv15x+dLKoqhXr54yX/gumFHQtWtXZfuQkUxLS1OhKqbTkk0oV66cVPs8h0MN1zWxIH788UdVPuIiqVatWkgpPR4qTE9ZvXq1UpN4cB4HISm2npeXJyqTQoly5crpMiW9RMolOjpaFxgr7XCTAQVrK8fExOjzpJXc0sSC1BFzPnl5ffzxx0qTI+VUvnx5NTLhemWO++jRo0vSAjKsRfP5NYpt2JzE7/dj+PDhAOx5mTZtmtoEMsWPl3YJ6fqwziOpX9J7pHazsrLU9o/ixUcffVThI1bR4t5u2rSpjOZiIOTzyAsqNzdXRu2MGTMA2OGnmjVrqsEFDZJbb71VFzfFRqw41alTJ11uxRhricbI9/zkk0/ikUceAXCsIIyXafA6DgQCelbS205DMfgs8Xg8WhMUv3Xs2LGolc7CulZZH4H13WlUTJ06VeuW5+ro0aN1L/BsZj2Ns88+W0ZaMSq4FenwNVS2gYGBgYGBi1BaHrOBgYGBgYFBITAes4GBgYGBgYtgLmYDAwMDAwMXwVzMBgYGBgYGLoK5mA0MDAwMDFwEczEbGBgYGBi4COZiNjAwMDAwcBHMxWxgYGBgYOAimIvZwMDAwMDARSitWtlhqWrCsnMsAXgK5SdPFWEtHUewBJ5+oaMYDGvORkVFqcRcgwYN9DXnZ4qJsI6RY2GtWXbSWrBggeoOs+Z3UlISnnrqKQB2NyOW5GzSpElJyrSGbIxce85Si6yHzHKjLFWYlJSkWruslRwXF4cvv/wSgN05jLWGK1SoUKBe9inUyj6lMZ5//vkAoO5XhN/vL/D3AoGA1ihLE7KG+fHqsbPLEUuR8ue9Xm9J1mtI5tHn8xValzz4XOG8jB07VmuPdf2bNWum7nbXXnstAHuNR0VF6R3yd53CmE9pjKxlzTXonDt2huJ6TExM1DN37doVgF2+cs6cOSoV+9FHHwEA+vXrp54Cq1evBmDXmH7ooYfU6a8YZ2/IzxzOXSAQwAcffADAmjegYJ33YPA9tWnTBoDdj7pNmzY6a4uBom1at9bKLir48qpVq6aDnDWjlyxZorZyd955J4CQFVGPyMXMDfHJJ58AADp06KC2l2xGnpqaqo0f3KbMWQu3GAjbGP1+P7Zs2QLAbt9IJCYm6tJu3749AODnn38u8Du4+StWrKhG9sUYb8jG6LxgAOsyZps41l8fMWIEAOvye/nllwFArej69u2Lp59+GoDd0OPFF18EYBkfbdu2BWDX+W3SpIne00nqLpdojLxwateurYbxnLOXXnpJe42HPA2n008/Xc0cdu7cCcC6qGh0fPbZZwDsOuLt2rVTjXe+w3LlyumCOEmjkrCt1UAgoEuLlymNwltvvVVNLF577TUA1lx8/vnnAOzmM6ytDRReW7mILSBPaYysSV5Yu1e2Fa1ZsyYAq3Uj3zPHSFStWlVnZkZGBgBr7a1duxaAffETXq9XTXW++uorAFZjjyLWBg/5PPL8nzp1qmpe87zgO/n9999lPD/88MMArGd3tmQFoHr977//vvY2z+ZTqH1epIvZdd2lTgZa3NyotNi8Xq+8EB6SrVu3xmOPPQbAXkC8vJ3Wq1vRr18/ALb1u2HDBm0cjjEQCBToF1u7dm0A1gLkYecmbNy4UZ2XiBo1agCwisjzYGaf7KioqAIdp9ixaP/+/RgyZAgA6wCIJJwHKhtpvPPOOwCs3q1sQsEDunPnzvpZHui8hL///nsZFlyj/F5UVJT+zQPU4/Ec02iAXws1eHgHAgFUr14dgO0JPv7449pz9Cq4Vg8dOqTDm+9kyJAh6rvNbj4dO3YEYHUgYiMIHo4ffPBBqXcOy8vLU3clHtTXXXcdAIuhomHFi7BPnz7qfMd+8oXBOWfhmDfOQzByc3PVH5vPfNVVV6mZDOfA2eWPnd1ooOzZs0c/S8aH55Hf70eXLl0AQHvi0Ucf1ToqQcOZYoH9wZ977jntId4ZPC8vuOACecPsLta7d2/tUfYQp/GVmpoqjzlcjq2JMRsYGBgYGLgI/xMe8+zZswEA55xzDvr37w8AeP311wHY8Zvrr79e3jTbBZ5xxhmiH2hBsnXbqFGjREnxe16vtzhtvEIOWmHsA0qPY8OGDfIcGcsDbOuWHhe9Uae3QWu3NMfHZ7/ppptQvnx5AHb7R7Zb83q9Gg+t8mBvGbBbtu3fv1/t5ciKlJDCPymCrWSfz6cWnYzDBQIBsRtco/Qq169fj82bNwOAWlyee+65GDRoEADbMv/3v/8NAKhevbrGyxaCMTEx6t8cDvCd852mpqaqFSqfs0mTJjjjjDMA2N4hKb0XXnhB42ef8G3btql1HtcjKfD9+/dLW0AvukWLFnqvkV6/ZAISEhKwYcMGAHZ/ZcbHy5Urh3bt2gGw2ZpDhw5pfXCNkyb96KOPFIt1tlksQbvLk4LPwtaxgL3nnFQu4+bBP+f3++UVc666deumM4mteakRiY2N1e8lq9WwYUOdu/Q0uZZC2ca3MJABqFGjhvYL9yifr0ePHmJyeOZkZ2dr3L/99hsAaK59Pl/Y16HxmA0MDAwMDFwE13rMgUBA8eGbbroJgGVdMZ5KEQxjFyNGjFDc6t133wVgWbG0bGgdPffccwCs2BFFKbSIPR4PrrrqqvAO7BRAL4kx1woVKiiWw0bugB3noXVIsZQzduUGJoBW+eLFiwt4nbSc/X6/npWfLyzGzPhQXl6exG6c43B7zIWpkxlX69u3LwArhpycnHzM5yjuatu2rQQojRs3BmAJvSiWomCF3urevXvlcTAWlpWVpXdIT4b/LYmu4MCBAwCguCK9uaVLl2LJkiUAgJtvvhmAFS/8448/ANhrcMyYMQAs4eXdd98NwGaw2rdvLwEZ55jMV5cuXTTfAwYMAABs2bJFY+Jz0KNhHD6U8Pv9SE1NBWCLKzdv3oxzzz0XgM1Aca2WKVNGnjV1BHPmzNHeZDyVTF6HDh00Rn4vXN4y2QpqEvh3br75ZsXFyUJwDIC9tnnm5ObmomnTpgDseXz33Xf1fXrKwWpz5+/Iz89Ht27djnk+igbLly8fVq1PkyZNAFhnPO8Oitnovf/9998SyVGUunr1avTp0weALWIj85Genq6f5boPNYzHbGBgYGBg4CK41mP2+XyYO3cuAOD+++8HYFmotLxojTOfbvPmzZg+fToA25pu27atLHPGqWn9TJw4UapZet3Jycm48sorAYQ/9nEi0ILkWJl3t2LFCtSvX7/AZ505zUDhObVuAD16wH6/THdj3O7888/HTz/9BOBY6zt4bM7v0fJnPDJcSl7G5uiR8+/m5OQoJ3LKlCkAgGuuuQbjxo0DAPz6668AoDhWxYoV0bBhQ30OsOJ8HCO9zsqVKwOwGKNXXnkFAPDNN98AsFI2+G/Gq88880wA1jsq7twvXLgQAMQA0MPt0KGD1hlVyrVr15YHyDXLPThp0iT06tULgK24f/311/X5r7/+GoC998qUKaNnXrVqFQDg888/1+fvvfdeALYnewp53EWGM1ODXm/VqlU1f/zbnJcqVapIoc1306lTJ6l5ud7JiuTn52vd8r8//PCDVO6h3K98Hq5Ver0jR47ExRdfDABSYjvhZKL4X6qYnXFoPiuZFTItTvBd5ufn6/P8HfzbkydP1joOB3j+Z2dnY+nSpQDsd0+P3ufzSY1NXUClSpXEeFH/wnXQsGHDsHnKhGvzmPPy8lTkgKKZ3bt3i07j5ujQoQMA4Ntvv9UhxwnYs2ePDmuKVDp16gQAuPDCC/Hee+8BsPMy582bp4v5JNRvRPKYucGZpsGcz2BwE3JTka4fPHhwSf58yMfIw96Zl8yN4KTmiwKm7jAcAdipDrwIioBTGiMPFb5nUmNVq1YVBZqSkgLAoupIrdMAZOpGrVq1JOziobRw4UJ89913AKxLGrAv8kWLFumSv+uuuwAA/fv3l2HAA4b/DbqYizzGQCAg44PhHVK0jz76qA7aP//8E4CVzkahIQ0NGkX79u3TnHL8GzZs0F7jpcV5nDhxIi655BIAdp7wZZddpu8zdY6CSOCYkEJI1qqzYAoN+GuuuUZGpPP98vP8HinjAwcO6OwgDU+DaceOHdrTFD9lZ2frcjsJTmmM99xzDwD7gp00aZL1SxzGDJ8rLS2tQOodkZiYqDXBvPqxY8eKiqajwL3HMQH2PunTp49qMnBPMGR4zz33OEWMYc1HZ345w02cpx49eihU1KxZMwCWMUEDkeCeWrdundZ5mIqoGCrbwMDAwMDATXCtx5ybmyvvg9Z4QkKCaDSKQCjMyMnJEdXA6kILFixQkJ5iC6ZGLVq0CDfccIM+BwA//fSTaHM3eMy0PMkSXHTRRRoHi2qMGjVK6Ti06OmVsMJPMRGyMXKN0RPq1auXvHx+j5a9E066m5/n/Dkpbf4sxRosvVcElGiMfIZDhw7JcqZne/fdd+ORRx4BYItMzj77bABAq1at8MQTTwCA0odyc3PF1lDYyPXfokULLF++HIBd+vDPP/+U2DGUFaM4JtLQ119/PQDg0ksvFS3KqkdXXnmlimlQGMQwUqdOnVRghF+LjY2V18JqaPQWZ82apTmm5zx+/HjtR3paFLYFjTkka9Xv92s9kpqtWLGiKlmxQAyp0IoVKxYot/rPP//IA+S75LiysrJ0RjFMNW/ePLF4J0GRx/jYY4/p+en585kPHTpU4Lny8vLERLAIBxmKmJgYecykb3NycsTW8H3x7HHuVc57dna2zjKGrOhxz5kzBxdddNEpj/FUEQgEJHK77LLLANg0/2mnnabx8uz8+++/9W+euUxR3bVrV0kKpRiP2cDAwMDA4H8NrhV/bd68WTE9ppGMGjVKcTrGO2jNTZs2TY0OaP11795d8VbK5unROIP377//PgArJsL0D3ripQlapbQoa9WqpRSaUaNGAbA8e8Z3GO9jXN1toAfsbBTAGuZvvfWWvsZYjtOLpsVPJoPxyypVquh71B1ECvTa4uPj5dGR0UlPT1chDq5Bp5fEspOffvopAKv4/+TJkwFA2geuy19//VWeNS31unXrhqUkJ989PUE2tcjOzhbjwTV4zjnnaD64b4gffvhBgjh6UBs3blRqGxt2MK7eokULMQT0tC655BKtGYrFmKoVjhQbv98vz44enc/n075iXJzjOXLkiN49U9x69uwp75laCjJ4eXl5WL9+PYCCnmYo8eSTT2qPUbi1bNkyAJbOgXFhCmITExP1XEzj497jugbs+OvSpUvldXN+eFbl5eXp3/ze+eefLy0QxYH0nMeOHau1He4SyUyJ4prleqtcubIYWOpTli1bpndHgfH48eMBWOuY90m44NqLOTMzU+IEHg7vvPOODjleTNwEM2fO1IbmYr/qqqs0GVRPMqdw/vz56irC3NCHH3640O4ypYVguqRBgwZ48803AUBVkmJiYrTJKVbg5nILuOFYQefaa6+VqIeXEREbG3tM1aFgkKLjRt+3b5/ot0iPm+OKi4vTYc26usuWLZOBSDqYxuDs2bM1Rq63smXLSiDDvH3m+Pbs2VOVtfg3nYZlKA80VukiRU1xXtmyZVW7ndWe3nrrLe1NKoupsn7jjTc0V6ThW7ZsKaUrhYk0BBISEnQocjzNmzeXgcDfz0M/HBkHR44c0TzyQtq5c6dCETxf+Azbtm1TNTC+k0AgoLmiIcbfdeDAAe1RjvFE9bSLi+joaIUAeIZeeumlAKywHfccv7Z69Wrl79LILUwMxgp7QEHxJc9Zp7Kd5+sFF1wg54LhJhqdVapUiUjPAo/HI+ORa5phkaysLIUpKMZs0KCBvsZqexTsReKOMFS2gYGBgYGBi+A6j5leUtOmTUWF0Eu87rrr1PaQ4hFSLsnJybK8hg0bBgB45ZVXJKhhChUplPr16+OFF14AYFvf/fr1kzXlBpByoXW6ePFiCUtYFSw6Olrt2PguaIU76+O6AfQ8+vbtiwoVKgCw+79SUOTMT+Z8ejyeAvQ2hVSNGjVS7i2ppnDkuJ4IUVFR8iwoGMnIyFBKFL1K9ihOT09XmIbecUJCgihs0o5kTAKBgNJsglO2Qg16PqxXTVHMeeedpzmggGv+/PnKsWdKI+nu/v37a6+RRdi6dav2Lz00Z3iDKUfMy65Ro4beK/dCMfoYFxlly5bVumFYZMaMGfLuyBjQc65Tp448RjIFM2fO1NyQAeCZtn37dnnMpMrJfIUS8fHxeOONN/Q3AZu27du3r0SDTkYu+H0yRfPPP/8UA+mktTluzh/nKScnR++QYcdAIKC1QFaL4UmmsYYbR44c0d5kGIxszJEjR/D3338DsJmoJk2aSPRHz5pnztixY7XuwwXjMRsYGBgYGLgIrvOYiRtvvFHeFC3Q++67TxY962gzZjVp0iTFsm655RYAVlcfpl7QQufv+vHHH2Ul0lp65plnFFsLrrBVGnAKKoBj4z30kqtWrarP0cp/8MEHAdiFKtwCdvpasWKFmsczZY1wVjJzppkEx5vZIWbp0qWqrRxchSpSCAQCBcQ8vXv3VtoTvSIWiElOTkarVq0A2HM8bNgwre1nn30WgO0dpqSkqMc2EQ6PEbA7KNE74v7atm2bhFpTp04FYHn2FM2QaeL/HzhwQEUY+HPbt2+Xl0bGhPsxLS1NIhv+NyYmRqmAfE98R+GAz+eTZsUZJ2Z6DeePwp/p06erGpiTyeE+5Drkuty1a5fOFb6nDz/8EM8//zyA0MbNuXbIrLG4TyAQUGU9pomOGjVKqW30YFlEJioq6hhPORh8ZudnuBcofvR6vVqvZFaIAwcOFLXASong9XrF9NDbd/Y/59cYC58zZ47OHMaaKf6LRIqx8ZgNDAwMDAxcBNd6zAMGDFDMjV7VoUOHFPNiX2bGLePi4hRHpsy9Y8eOUgLTMmes45JLLlFqC1V3y5YtU7zSDaAVy1hIVFSU4sasYXzLLbfIw2DsxFmm0k2gdd2hQwd5DBwj4UwfOVGRFyp+o6OjZa0zble7du2IdtNyxrRphe/bt0/1iTkv/P9zzz33mBQ4wPKu6Dmwty9ZniNHjmgvcFzhquXO+C6fi55qjRo1pISnzuGPP/5QHJHKeHrYtWvX1hzTc965c6eenx4pC8Zs2LBBJXXJhrz66qtaM/RknXXhQ82M7N27V2uJ8cht27ap1jXfCWsnd+vWrUDtdo/HI6aEP8f0sq1bt6r/NlXTU6ZMkbcdSt1AcIc2Pl9OTk6BOu1btmzRuwzObHAyVVQlc40AhbN5BLUSzZo1K1AYhv+NhLcMWOslmJFw1u7n85PtOHr0qNams680YJerDSdcV/mLC6hXr17aCKyr2rx5cy0ULiAKLLxerw4HXtYrV67Uy+XlRiqpXr16qsVN6vD555/XxXCSPOaIVP6iAIeUUyAQwMiRIwFAOaJxcXGi9/guWKHmn3/+0QFTDIS88hc3cWxsrIQ+hTWcCC6MHxUVpQuPeev8nT169FBuOutVd+7cuagXc0jGmJmZqTng+g0EAgWEbaSv8/LyJMDhYbFmzRrRogxT8PBav3691oKzYloRqc9TGiPzySlcK2yMFL60b99eghimIVKkVrVq1QLVnn755Rd0794dgL0fSWnn5uZq/ni5e71ejTE4fSc/P99pnIRkHv/++2+dLzQ44uPjZVg5n5XgxcdzIzY2VucQ1ywv3L///lvvgutz9erVmtuTVJMq1hiDG9r06tULDzzwAABbeHnw4MEi0bPOOXC2dATsve3xeAq0jty7d6/O4ZP9iSJ8pljnqt/vlwiT88iWlVFRUXp+zkt8fLxCUHT0+JlzzjlHOeDFgKn8ZWBgYGBg8L8G11HZTE245557RHMyBePQoUOydpjsToqkR48esspYAeySSy6RVcRUB1pzOTk5sqBIi69du1beF5PRIy0kcoIeIz2D3Nxcid6cwhL+m54yvVAKP0obfD6nYImdmYI/EwgECow7Ly9Pnlgw7r//fgmj6HFEksYGLM+AHgc9wX/++UfsDMVP9BYzMjLkTbHq0SeffKL3w7VHpiQ+Pl7UNz2gcI2R9CbhFF3xbzI81L179wL0K8Vj27dvFwPw6quvArDqZ/M90TOn9wYcWzQHKFwMxXUSSiqfz9SwYUOFgRgya9CggcbIOtdsm5idna155HjuuecePRspbHpaFSpUEAtI+Hw+vPPOOwBseruk43CeWXyH/F7z5s2PKaIBWEwT6VquQScrEPz7nf/m+nB+/UQFggoDQ4os0hIOBAIBFc9hiIFhwU2bNhVoBXn06FGJZzkOfp6MSDhhPGYDAwMDAwMXwXUxZgor9u/fr5gTLcCLL75YwgMWk3jttdcAWBYOPWxaqMOHD1dNXmeJPcBKjbr77rsB2AH/evXqKcDPuNJxLPOIxJhZyICeijNtiP9t1qyZ0r04lyzDt2rVqpIISsI6RjIeZC30RwthKOLi4o6bsuHs8FOMmtEn/WDgv7/0ZL+T88Fazs8++6y6S7GHMj2oAwcOKIbJudq6davWO1P82FXstttuU2y9GB7jSceYkpISACwPimky7dq1K/A5ekfcI2lpafKw6PWQJShTpox0IPTM1qxZIxaHTBaLrgwYMEAFHQiu/8KQnZ3tjMmGZK3m5eVJcEevstJ2wO8AACAASURBVG/fvtJDkK3jXMfFxUkP4Iwxk7GiuIix+UmTJqmgDH/XkSNHVECJbNhxELL9+MsvvwCAhGg+n09rMxhxcXEFzhxnTFYPV0gJT549J0q3CkLYzhyfz6c54rrhWoyNjZWgi2u1QYMGmDNnDgC76Ah/Ljs7W2dOuPoxu47KfumllwBYFy0vR6qO9+7dK+qLDdx5eDVv3rxA0/JnnnlGF/mHH34IwBZUXXXVVVKXkgKuXLkynn766TCO7tTAymQPPfQQgGNzOEnt8jAH7IXjbK3mtupfBMVrvJioZC3MUHRubFJzPCQKqxkdyspfRfk9gUAAH3/8MQA7hz4hIUGHPOeAh/H8+fNFB7dt2xaAlY/Ny5oHO8dWv359XYrhaHpACnnPnj0FLmQewFFRUbo4v//+e32fBzqzBPi+kpKSdEk72wtybQbXrndS+ScyOjjvW7ZsUS58SUEac8+ePTL42ZYzNjZW757zQiqzYsWKCjdQ4BcdHa01zP3KQ/zmm2+WscG1kZSUpL0QKVBASvEXW0M6wbnw+XwFxJhOitp5WQWDudNuwJo1a7SfKNhjG8jY2FjtK85dSkqK1j5z9Hl3/P7778cIWcMBQ2UbGBgYGBi4CK7zmJ955hkAwJAhQzBixAgAtleVkpIi64VVvpzWPi0heh4bNmxQjVh6xRSIXXzxxfoaf1etWrVURYoWUbjyRYsCeiG0SnNyciR0coqhSL+wMhHHxdxPN4Lt/0gFOkEKjPMJoEC9XnpmXBtORFqw5/F41DWH3khmZqZCJaTMmJ7XqVMnjZuhm8zMTAmOWN+Ya7Vy5crHpEkBltcSagHYu+++q05rhHP9s8MTvd4dO3boGdgSkOvy9NNPF1tFj2vWrFkKYbCaEoWakyZN0t860fyRMSGdHgrw3VapUgVjxowBYHvAEyZMUK16UtOcp0suuURCIp4zjRs31jOy/Srn39kSkVWoHnjggbCwICcCK41RUJiYmCiPl14+/9/j8RQqxiT4bnj2ODFr1iwAka9dXxg2b96scBDPF85FbGys1oCTDeC74M+x3kVSUpK+xr0QahiP2cDAwMDAwEVwncc8ZMgQAFZFHPYLZQwoNzdX8VYKvWixrlmzBp988gkAW+D13nvvKdWKcRSm6axcuVIVhtjppFq1avr9LMwR6fgPYHtFFMhw/D6fTzE5WqBVqlSRZ8Kfc6Z/uB2FxZSDhSVAQQEJf84NrEAgECgQAz58+LBiUrTC6VU0b95cVcpYHSs5OVlCKMZmGYc8/fTTtW5ZfSk/Pz/kHnOwtxyM4OIbPp9Pc8V1yfShnJwcecdMLxoyZIh0I2S+2AUpPz9fXkhRqkGFsq4011B6err2Gp+hevXq+j49KKb1+P1+VTCjx+XxePROyOZwnnJycpSyQ2Hgjh07tAYi1WmJxW34nHzvQMH9lJiYKBbEuS95/jirZwWD+oOgYjClgpkzZ+qZg3tJV6xYUePg/vr99981b+yrzbtk48aNumvIsIYaxmM2MDAwMDBwEVznMdN6u+2222S9sNfp0aNH5TkwRklPePDgwVIxM4n/l19+USeVDz74AIBdACEhIQE9e/YEYKtmW7RooSR/dkIqDdCyoyfsLNUXXJKSykInaKmWdlznRKDVSoWrM35V1MIEQOHjjzQ8Ho88ZnZD6ty5s+aN36MHVbFiRVnjXL9JSUnyIskOMI3vu+++Ux349evXA7AUsizBGkrwWQvzxrnmmPKTkZGheaSam/qG3NxcFRjhuA4ePCgVM8vscqyZmZn6XYxpbtmyJSz9ioPBfda8eXPF/vv27QvA8oSDO4cxDaxSpUp6PnpfPp9P9fbZM55e+P79+xW75bp99dVX1T8+UnDWZ3c+H1CwwMjxCvvwnTAD5kTIzc0tdY/5vffe0zMH95DeunVrgaI2fr9fDAFj5cyq2L1796mkgBULrruYWcD/jz/+UM3cwYMHA7AOsc8++wyALURhysRZZ50lapoL78orr9Sly0OOm//nn39WHt+TTz4JwDpcSCeS2nCm40QapP24Wc4991zMnz8fwLFpCsG0XmlvgqKA80YDqzD6urDcyGAE50GXBvLz87VRORfp6elaq7169QJgj3H8+PEKmTAPv3Xr1qp6x8pfXONer1cXGS+RunXrFqiDHAocjx73+/0S491zzz0ArEObVC6NBM7VpEmT9DmmNLZr1061tTlGroPs7GxdfHyG5OTksIwxGM60KwruSFfn5eXpLGBqIs8Qv9+vw5rrOCkpSdXcghtvxMfH6zzie3r++edFkTIHPpwIBAJK2aLw8Morr8T06dOP+zPBKYqnipSUFKWmRho0NAcPHqyeCAxJUAQWCARkiDCfuWbNmnICOf8M0zirE4YLhso2MDAwMDBwEVznWrF4gdfrlRdCCnDDhg36Gr1oWqXffvutiogMHToUgGXhPfzwwwAgIRlpqAkTJqjSDsUpI0aMEOXN9Ifg2raRQHCtWY55/vz5BZqvx8bGFmi9RhFJfn5+WD2NkoDhiRPBWSP8eKAVWxrg+46OjhZdS2r6/fffP6YQBwBMnjwZADBw4ECt0XvvvReANY8cCwtZ8HfecsstCrFwvWdkZCh1LpxwUtv0NF5++WUAwIMPPihvguETpnrdcMMNqjDF58zOzpZHQq+Sc7tx40alFXGN5+Xlha2AgxMUZNWtW1ceM5/98ssvV9oT2RlngQpS0zyjypUrp3BT8P7dtm0bWrRoAcCmvpcuXarQQKTAut48E51tDAvbayfylINTGytXrlyglvT7779fah4z58fZ3YohUoox/X6/1hk94czMzAKtKZni9+mnn6JTp05hfW53ntoGBgYGBgb/n8J1HnOPHj0AWGkk7HlJK2bhwoVK/L/zzjsB2AVJOnToIO+QcZy33npL4gxadkxTufDCC1UXmEUO+vTpo+IBkbDUjwdaahSqMea2Z88eeTDO2FtwLJZjzM/PL9VxnAiMlZ8ITus9OM7FcVFMVBpwiuvYv5ix4EOHDqnwC2PHAwcOBGB5VyyHSO1D2bJlNd+Mw3LNxsXFaS9QNMTfFW44Y84sLckOVAcOHNAeYoyZHnRiYqJSGem1xMXFic1hbJpiuapVqyrlinHb9PR06UzCCZ4Xfr9f3iO9/Nzc3AKdw7gGq1evLrEY12dmZqY8RnppLEJxxhlnyLNkp7H+/fvLg+N/iwv+7pPVx7/ssssA2DqVDRs2iK05Xs1soPACI/yb/F1Ob5nvhHXUj4di1LgvMphyyPRa5/M4y83yWQt7DzxPqUXIy8tTfwLWtQ81XHMxU4jAAzc9PR1XX301AJsee+GFF9RCjguA9NrcuXOlCG3atCkAq40aP0d1NjdJtWrV9Dc5KdOnT8ekSZMAAF9//TUAiHqKJLjxSVvyv4UJpAr7WocOHQCctPF6qYJUNg/2kyGYTuO8UyxYmsjJyZGByLzcyy+/XM/MUAkv3LS0NG1yHkbr1q3Dv/71LwD2AegUgbE2PHPby5Ytq89H4vIKBAJaT7yEPR6PQj00gJmDPWfOHBkmNDiioqK0v9mulWpzwK5JwMu9QoUKuqzD2cKU+z8vL0/P71QjUwjGZ3e2OuT5wmfPz88vEP7iHPv9fhkpFPElJiaKBi9pTn5R8toDgYDmg4rq+Pj446qvnXBWQ+S/uQ/57HFxcbqsuf6ZN308hDN7hOtmzZo1mmc6egwxlC1b9pgQEWA9O5+La3XZsmUArDx+1vYPFwyVbWBgYGBg4CK4xmNmgJ1e7OHDh2XRMC9w+PDhooBWr14NwM7rnDdvHm699VYANjVy5513Kh2FFHX79u0BWFWxSGFRsNOzZ0/Vj2UnHXZIiWRO8InShE7UzYU/N23aNP28W3OZTySqC+5mUxhO0pYzoli7dq1EXBQSPfDAA6qHPGHCBAC2V7F69WpZ5qSF169fL8ucjA8t/IULF0qoQxpy9uzZ8tIiAY/HozVHlqNjx46qYMXuWvQ4t2/fLiqX3oVTGMRqV/ydtWrVEpvlzK+NZB1pv98vL48eYZUqVTBu3DgAUO1zeqapqali4jj/MTEx2rf8HaSW169fLwaOlaPq169fJG+1KCiKx7xnzx4Jzwifz1coTU0Eh5GcjAHXLFOLKlWqVOD3N2nSRPPtFGFFAvy7R48eFeNBUSXXXlZWls4jhlgA+2zhMztpep4/4YLxmA0MDAwMDFyE0nc3/gvGlRik37ZtG/r37w8AmDhxIgCrhystaHojtNRatWqFc889F4BdcadmzZoSc/zwww8AbEHRkiVLVN2HlnpOTg4+/fRTAFCsuTQ8Tv5NMgYUzKSnpxfqKRPB3oVbvWXASqcBrIo8gP3sHo/nhPV3ab3TO2BBmNIAvYsaNWpojpgqs3jxYlnaLGDDFL9FixZJ/MVCI7t370aTJk0A2FWnfv31VwCWNzpo0CAAUIofdRfhhlOYQy+fwqgjR46orzLFMCzIs2bNGnnP3HObN2/W/ub3GO+cNGkSRo0adczfdhYdCSecoil2dKMG4sCBA/KKmSLD2HnlypU1p+w8dMUVV2iN0rOkYG/ChAnSIJABSUlJiQjr4+z6Fdyp7WTMGj/P8Ti7vgV3h/P7/QV+v9frjbinTNB737Jli56nsGpljEVz/2ZlZWktM47O2u8JCQknFdiVFMZjNjAwMDAwcBFc4zHToqLl3blzZxX5oHVy3333SeFHGTxVqn///TdeeuklAMATTzwBwIrD0QJiOTbW761du7YsVSo/a9WqJYu2sP6ikQYtVD5LIBA4YXm8YG86Jycn4r1eiwoW2yCKWnuW4+Z/e/ToIW8l0uD6ueuuuxSHJLvz1ltvqRQn+32PHz8egKXKplaAbE358uVVwID9ctnZbPXq1UrL4O/atGlTgRhmOEBPavfu3Urt4t89ePCgxkHlMtNMKlWqJE+RnkbVqlWVTsa1Sk3JqlWr5FlTN5KamiqPPJzg+zt8+LBSlpzplWTgOG6ePbGxsWIwyHL4fL4CNaiZ/nXmmWfqa3w3S5Ys0ZkUztRGluE83j5jURumBjnBn3GeOUwrYgyXqFWrVoH69ZzzSILnPnUY+/btQ9u2bQFYaw3AMamn1IY42Tr+m7+LZ29ycnLYY8yeE9UhDiOO+0e5+Lt16yZamYsmEAgUyHmjoGbv3r1afL///jsAKy+QtAvpJ24Sj8ej38UJys7OluCIFEibNm0Ke8yicMQlfrEUIjAtZtu2bTrcmSa0cOFCGSs82PluHn/88ZJU/grrGLnJWZntu+++A2CNkRctKcT09HQ8/fTT1h/875zxgurXr19JqMCQjHHnzp06jJgGtW7dOh24vIR4KJcrV04XGEMs3bt31yFH6oz/zc/Pl/FI6tfn84lqO8kcl2iMfN8LFixQjWjus9dee0352zyo+R5q1qyp/G1ectWrV9eevv322wHYoYhNmzbpkudeTUxMLOr6DckY77vvPowZM+aYZ87NzS1ATTM85vP5FMJg2ldycrLynWl0OdPFeMiTMm/atKnmOZxjdIK1y5lW6fV6FQZkaJCtcJcsWYKZM2cCgKp3paamSggVnPfr9Xrx4osvArBFgpMmTSpqWC3kZw6NCp/PJ9qdtDWbHq1YsUJ7lWv7559/1jMzdZZru1q1ahK9FePsKdKLMFS2gYGBgYGBi1BaHrOBgYGBgYFBITAes4GBgYGBgYtgLmYDAwMDAwMXwVzMBgYGBgYGLoK5mA0MDAwMDFwEczEbGBgYGBi4COZiNjAwMDAwcBHMxWxgYGBgYOAimIvZwMDAwMDARTAXs4GBgYGBgYtQWk0sil1ujDWsWbeXtbVPVrOUtZmdlc6K0lj8OAhbHemMjAzceOONAOx60F26dAEATJs2DRdddBEAu45yvXr18NlnnwGAavQmJycDsBp8lHYd6cLwyy+/qBYv6yI/9dRTAKwWiSx6P23aNABWPV7OG2sTs97v999/r8YDxUBY64HzmVnrfPPmzQCs+us33XQTALtAfkJCQoF3sWLFCgBWrfAStPA8pTGeaD+x7jy/l5+fr1r1rDHPn09KStKe49fy8/PVmKZevXoA7AYXdevWVd3sYuzLiNSunz59OgCrzSdg1VNm3WXWmh49erTqLjdt2hSAPVY2+igmwjpG1nP/+OOPAdjna7du3Qr9POuGP/PMMwCsWu+A1c6T76QYOKUx8gzkGiwMzpae3I/ch2xc0bFjx0L31zvvvAPAPn85jyVE0YqGu62JxcnATc6i/nyhffr0weuvvw7ALkQ+a9YsDB8+HADwwQcfALAvrdNOO624jwCEcZNkZWWp+L2z+wnBQ5HdhmbPnq13Eoxvv/1WG6YYCPkYWSD/7bffxtixYwEADRs2BGAXvH/55ZfV4euRRx4BYHVsYtF/XgB8D02bNsXKlSutBz71yysijTrYNaiwjmB85hPtw5EjR+pdFAMhGyPnr3z58gCsJiMjR44EYDVMAaxOW4B10c6fPx+AfaF5vV78/PPPAGwDm7+rZs2aOuT5+e7du+twZLOM4yAiF/PVV18NAGoa89Zbb+mQb9GiBQBr3GlpaQDsS4GdiArrA3wKCNsY8/Pz8ddffwGwu2Sxo92uXbvU+5vNKV577TXtR3ZTY8/xDz/8ED179gRgG90n6/fsQMjGyDOR3Qe7du0qg48NN/hMMTEx2n9sWNK+fXv1Q2dzFRov8fHxmDJlCgDgmmuuKcrjOFGkF+Gato9FBQ83LnJ6HHXr1sXUqVMB2M3nJ06cqDaSfJHNmjWL6POeKqKjo9WFiHAe3jz4Jk2aBMB6H7QcuXC4yLig3AIaTNdeey3efPNNAPYzpqenAwBatWql7j28hFu2bIlPPvkEAORx8dBv3bp1hJ7+1EFLnmv27LPPBgCsXLlS7ThpIO7evRtJSUkAgH/++eeY38P3UBpwGn1s+0jPduzYsejTpw8AaD7pFe7cuVOHNi/Xzz77TN4HO8DxIvjggw/w6quvArDH+69//UsXcmZmJgB7DUUS7FDEDmizZ88GYF1oNDB5rgwePFjtZ8kKsX3guHHjMGjQoIg9d1ERHR2ttZqamgrANvwPHz6s/Ugjf9++fejfvz8A6yIG7FalTz/9tFr4EiVge4qNK6+8EoBt8Pfp00cGH89X7sHMzEytaX6+efPmMj541nA+V65cqZau7K61bdu2onYJKxJMjNnAwMDAwMBF+J/zmBmTWrRoEQCIgmnUqJGs1+eeew6A5Y2R5iTV5Ix7lSD+GnLQy61fv76+RgrU2XidVh+9kBdffBHr1q0DYNO7tAiHDRuGyy+/PAJPf2JwbGQ5rrvuOlma9PIfeOABAJYVy569559/PgAgLS1NoQg2OyfdX61aNVGF7LXtFjAOTkua7I3H49HY5s6dq8+TKg4GWYJIgvPCNZiVlSXPj31pp02bhjPPPBMAFDPnuuzYsaP6Sw8bNgyA5WF+9dVXAOw+3PQ+d+zYoffEPtxdu3bVe2J/5OB+7JEAPUZ666RCH3roIbz33nsAoD3YunVr3HnnnQCAm2++GQAwYcKEiD/zqaJ58+YArJACAPVgzsnJwbfffgvApubbtGmDl19+GYBNb9Njrlixos4hUvpNmjSJxBDUI/raa6/VvVCrVi0AlufPM4SeP8fTqVMnhSnoMf/555/YsWMHADtMwzkuX7687hGGYsqUKXPCcNSpwnjMBgYGBgYGLoJ7XMYiIDc3V17IqlWrAEBcf1JSklR2tOKTk5NRp04dALbYZNSoUQCAHj16SMThJjjjFLQ86bVUr14dGRkZAIB77rkHgGWp0XqjcIFYvXp1qXgYweAzMEaZnZ0t65Zfo3ikU6dO0gN8/vnnACx1Mj3k3377DYD9TubOnSuL1m3o0aMHgIKx/5iYGNxyyy0AgAULFgAAqlSpojXau3dvAMDXX38NwBLgRAoUHDL27/QMrr/+egB2PHXWrFkS+nAc1EBMmTIFy5YtAwBMnjwZANCuXTu88MILAOy55Rrfv38/GjduDMBWBnu9Xn2ff7tfv34AIOV+JNChQwcAtp7lhhtuAGAJUF977TUAtoc5f/58ZUcwXusUIg0cODBiz11U7N+/X++Zgi1qNxYsWKAz6YsvvgBgZUIsXboUQMF4bX5+vt4Tz+FI4ccffwRgxYzpDTPenZqaiq5duwKw2TaydN9++60YAO7LyZMn68z84YcfANj7OD8/X3uA2gfA1lcwm6IkMB6zgYGBgYGBi/A/kS5FVWRWVpZijOT73333XQBWrJmxZWfOMtW+Cxcu1OcA4I033tDnGO88BYQ8dYFxq8TERFmvAwYMAAClD0VFReldOOeNn2c6AD/Ttm1bjTvYmy4CQj5GWpfly5dXrictcz5ny5YtZXEzj7tq1aqKvTNOzfjVGWecoZ+lF30KCGuaDb0jpvFxDlq3bq116MzBpNdBL4Sfb9WqlbQVxcApjXHt2rUA7NgcnykrK0txxI8++giAxeBQw0CPlulQX331lZSxgwcPBmDlZ69evRoAcN999wGActCnTJmCSpUqAbBTdVJTU5Wywlh0mzZtAFjaAgcLFNZ5ZGyZni+9sV69eonB+uWXX6wH8Xg0JqrLqYH48ccfcdlllwFwV672rl27FEdv164dACgLolGjRmI8ypUrBwDo37+/0sSYjsTz66mnntKaKYaGp0Rj5FnPnHLA3kvx8fGKIzPPmlkDBw8elCqbabhbt25Vai2zJMgm5eXlyevmOXzo0CGtDzImx9G8/N9Jl+IGjIuLk8CLm+PSSy8FACxdulQXLA/27du36+BgqgOp7/Hjx+tSYGpAadC9pEdIuQQCAS0ApqBwrE7wWatWrSoxDulHXsx79uzR7yrGxRxy8BArX7685oopRE66iJQuF/Ztt92mohsdO3YEANGe9erV0xh5ELhBZJOXl6dLhaAhmJKSonl3psJx3qpWrQrAFlnx/yMBGkC8OPhuvV4vLr74YgAQRe33+3H//fcDsEMMjRo1AgAMGjRIlzsv4xYtWujQ3rJlCwB7/0ZFRUnYyINtxYoVej/t27cHYKeX+Xw+/a5wwufz6Qzhoc3xp6am6oLiQX3w4EF9je+CorklS5ZovbOAhxtQtWpVXVY0mEeMGAHAMpgYkqGA9s0338S4ceMA2CI+GlWxsbElKdxUIvA8j4uLkxPA8axZs0ahIc7VhRdeCMCaR16wnJ8mTZqI1udcsfDT448/rrOWAjGv16uaDDTSGPIoDkr/tDYwMDAwMDAQ/ic8ZnpCPp9PlYZIucyZMweAla7BlA2WbWzevLlEKbSSaO02aNAA//nPfwBYgiOgdDwt0h+0MqOiouRZ3XvvvQAggUlMTAxOP/10ALaYLSEhQd4nPS5niosbPGWOp3bt2gCs9BmGHZhawnmaNWsW7rjjDgAQO3LaaacphEGa6o8//gBgpUjw3bnBUyaioqK0RikCIrKzs8UGsMxfSkqK5pGeMsE1G24EAoEC9CP//8CBA/II6AHfddddCiMEe47du3dX1T2WkfV6vRJoXnHFFQCg1Lg6deqIGWBBh4yMDJW/ZLoU5zgS3jJwrOCU6WxMLVqzZo0YHHpQc+fOFZXN/Ui8+OKLWu9ugsfj0Xt99tlnAUDn7PLly7XXKHjKyMjQ/NFLpah26NChkXvw/+Laa68FAJ2NTlqZqYYJCQmYMWMGAHseWexl/PjxKk7F4jB9+/YVy0oKnPD7/ZpbMjh79+4VI8gQnPGYDQwMDAwM/o/A1R4zY6v0ppo1aybvixYOrZmsrCysX78eAI6x/iiaYSEHxgkeeughWeOMEzAm9v/aO/P4Kstr+6+TEJKQMIuIAS5YZ68TiiIOiGgVECdUqqJWquJYreKAAxXriHUsTtSrOF7FWQoWqQqoRS0qoogMooigVFCEYOZz7h/n913vIcHKkOS8/j7P+oeQ8X3eZ9p77bX3bkwgqMDa6tChg4UUzzzzjCQ5tvfWW29Z/JQpLKJYfu0CFStWrIiFx8wz8O+gQYPsDeNx/OUvf5GUtn7xtO69915Jac+DNBlKORKjPOCAAzZG9NXgyMnJqZM2wXMef/zxFtfgXc2aNcvxXNbhkiVLJEWxyobGuhgHYm8VFRVeo8SA33zzTc8Lnhbs08SJEx3DQ8w1aNAgF3ng5/AuRowY4Z9FXFZYWLhWw4xsoFmzZi7FCHNFrHnzzTe3N41H36FDB2tcLr/8ckly+crCwkIzCnEFaw0vefbs2R4vOphXX33VzAcMFl5rNsD5zX1RVFTkewLh3fbbb69u3bpJikprUhzk2GOP9VrFq54+fbrnEVaIrzVp0sQMCe+mefPmvk/wtGEFWRsbglhfzGxGDq958+ZZvMUmJleupKTEgf7MSllcWlSfgQKbOnWqlaTQilVVVY1yyKMUzMvL88JhrGVlZf4cohEOxy222MKiJ6iaVCrlmq6nnnqqJLkakRQvepfN0rx5cx9QqJOhMV988UWHGKBH77zzTgswEJnwuzLzCOMGcnqhoqG93nzzTeeGjho1SlJa/Ma6ILebizmbFepYP61bt/YcQNHNnz/fY6LRAeGK1q1b1+lG1bZtWw0ZMkRSVLkPQ3OfffZxLin78rvvvnMlqmwJipLJpFXlqNJZq9tss40NC2jRW2+91TQnXd94b6Wlpf5afdZVrk9wFiJ8Kioq0m233SYpCrsMGTLE+b6o5al53pjg4iSsx/m/dOlSV50jPDRz5kznLePAMS/JZNL1LpjH0tJSr23U9YSmXnzxRdeI59JesmSJz2vqEBDyQfG9Ici+OxUQEBAQEBBgxNpjxrvFAjnhhBMsZ4dKeOGFFySlqQc8DFJvSktLbTGRswaV3b17d913332SIsqhsSjRzL+DJ4AVPmrUKHtaeMqMYe7cubbeoMClyAOvnVYVp5QMKaKyi4uLbe0CxnziiSe6khfvZOXKlc5bJ4RBr2ZYgjiCndFHaQAAIABJREFUZ6NKG97knDlznC6FZzJgwABTZVC/AGFNY6B2FTmYnMwUFGpAT5s2TRdffLGkSOhEG7wHHnjA+b+EK3bccUfnbY8dO1ZSJPAbOHCgvZzx48dLknN+M5GNSnY8M5Qk4ZTjjjvO7BZpY7fffnudPsHs2SOOOMKhNcRTcQNnBmzVs88+63FTY3rBggWu/034DOFt8+bNGy18BrVOFUHo9ZKSEjMxMGxr1qxxzQvYRr6WSqXsbRNGyRThctcwn+Xl5a4yRngnNzfXfx82iHM5eMwBAQEBAQG/cMTaYwakWzRr1kx77bWXpKjgAInw3bt3dyoC1tI333xjr5s4BBb3jz/+6Hjtq6++Kikd50Jy31jAG8Y6w2uQopgkHlQikbAgimd/4YUX7IFToQZvGg8tjsC751kR8V199dXuZkPFoS5durhXLzWWsdTjWO8cZM6lJHc6y6zaxvrES5SiojOACkSNgdreTmY1OTrvoAsYNmyYY8b0QMcjPO6447y2Edlcdtll1j9QrAIvfNGiRf7bVHD68ccfHbvka42tmcjJybFHxj5D85JIJOwdk+JWWFho5o5xwDrk5ua6mFFcQQ1szsFLL73UBTPQAFx44YVeA3jRCLCaN2++MZUUNwnMwcEHHywpqlsuRULFQYMGef0yfxQAGjRokLuiIWL84x//aDEXnjkFcBKJhOvXsx5zc3OtY8JzRgS2MQgec0BAQEBAQIwQW4+5pqamjtJv4cKFtuSIMRI3aNeunQ477DBJactcSneFITaJ0hNr6qyzzrIFiNWPsjQbwKru16+flYHEWLHUFy5c6E43xILy8vJsMRLbIIZC/C5uSCQStkKZPzrX7LXXXmY8mJ8rrrjC1icxPazZzFh73IDnQKyVZ/7iiy/qMDOtWrVyLBJlLCpPYlzZRJMmTdwbmRSR22+/3Z4yaxYNwNKlS+35s4533nlnr1vqv+O17LbbbrryyislRRkXW2yxRb32uN0Y1NTUeD8Ra6XAyNKlS72OYT5mz55tpotnh3X4+OOPs6YuX1/g7cPgvf/++2bi6Ce+YMGCOoViSGldvnz5OrUBDQHOBNTy68pGgW364IMPzJoSFz788MMlpfUNMFaord9++21rCbp06SIp6l1wxx13+EyG+aupqfHZzFm+KcxBbJtYrFy50nQlB1bnzp01YsQISVHeK/QEh58UCWpWrlzpTQL1woR16dLFi4+6r7NmzXJQ/2dQbwXla4ttVq1a5YOZMZHy9cEHH/j5aDGWKfBirAirrr32Wh+cG4EGbQyACA+6l0X/+OOP+5BHUDR06FCPF3oQI+rLL7/cFHqzQceY2eZRiig38tSlaP7btm1rg6R2msbXX3+9KUK+ehnj3Llz/VxcpoWFhWvlmktR/eG+ffv6+6H9PvjgA1/uVOzj4OzUqZNz06kw1rVr1/U1ShpsHktLS02HciFn1rdnHXOGzJ071+EVBG6IV8eOHetUs7g1XGGtctFCab/11lseG0Lb7bff3tX5HnnkkbW+f+DAgRbabgQ2aIycBewN1lm3bt2cZscdUl5ebrqaM5EUqTlz5tRJw6ypqfEdw/hxAjJTo9jLzZo1s7OIkOwnnIb1OqwClR0QEBAQEBAjxI7KxmKprq42zYmF/uyzz5qOwCKiY8iCBQtcy5Wk7xYtWthKguYm8H/bbbfZ6qO+63nnnWevpbEq9NQW22RWicETRPyVn5/vtnd41cXFxS6yggWJ9cs7iiP+/ve/S4rmI7ODEuOmPvbTTz/tilHMC+kavwRAYTN3EydOND2aWQyHj7HGWQvQpdlE586dTcNCIe6+++5mMpgPUsNGjx7tUMQf/vAHSWkPmE5FeIwUrxg2bJipP/bExlRMqm+UlZW5lWXtwi8FBQWu/AUr8t577/ljKvexHy+66CJ3cULQGocxSpFgFjaAqmWDBg1yrXfSSy+44AIXVsmsZidFLE9jAAEs75dwQlFRkYv6tG/fXlJ6rthztTsO5ufnm2XMZLUQnFIoBAYzk6E788wzJaXFq1RBqw8WOnjMAQEBAQEBMULsPGas5WbNmrnWMJL8hx56yDVc//d//1dSFDvu2bOn41HEO6ZOnWqrCEsOC6qwsNC/A7HYkCFDbB1Rfq2xgbBGijxeSsg1bdq0jjWWTCYt+iKmh2VYu7tNXMDzSVF3KcqKLly4UI899pikaPzPPPOM2QAse97DggULGq2W9IYCy5oYIx5k5hxmpo3VLrqCN0W6UUNhfYp2FBYWej3hCZ5++un2ePEAiS9+9dVXFoKRgtK6dWt3+0EghDf229/+1uIvvJY41HnPz8+3IIhCRLyHNWvWmEVAZDpw4EAXy2H8xBqbN2/ucyVu9d2J+XN2cpb279/fcVrGMWnSJI0ePVqS9Omnn0qK1ipx6MYA65V/eeZly5aZec0sBwsDR9c+GJrzzjvPRam4J1avXm3mCnD2VFdXu4MhextvOfN5NgWxu5h5od9//70rJ5Hjeu211/rlQ2NAL+ywww6uPsMGKikpcX4dlwGTkUmrMXndunUzRZwtZFK6bAg2f1lZWZ12d717966TL8emnzx5spsFxAlVVVV1crRpM9e/f39vHOblww8/NDXFhoBWjINi+edAiCXzQmaOONCGDh3qJgnk9maKxBoS63OQJJNJVzCCmm7durWVuoRTEIMNGTLEBxuGxZtvvmnxF3+Tn8vLy/PeRzwTB+Tm5urqq6+WJNdQQNW7ww472EhBSPTDDz94Tlm/GFyDBw9utHaVGwqyBJgrBHibbbaZVckYH9dee20dCpva2dQHzzaoukUY4uijj9bAgQMlRXsP9fTNN9/s6nSsvUmTJvnrZPRQXyGVSlmoSCinvpF9kzQgICAgICDAiJ3HDH117rnnOs8Ma/TLL790DVcqQEGBrlixwtYb1NnVV19tCTu5kQg3dtttN3swfK1nz57u9pMtZFZ94uNMUUNtsQjVpCS5jvjChQslRXmHcUMymTTjgbCPtKnKykoLwmAKqqurnQJHWhVeJWKaOAPWAku9qqqqDjOzcuXKOtRtnLyrnJwcC50IrUyaNEn9+/eXtLb3IUmPPfaYa57DTM2ZM8fMFYwJv7Ndu3YWjvEeKisrsy6OSqVSuuSSSyRFoRW8/l133bVO569mzZo5vZFuTOTIfvHFF1mp9b0+4OyEwSDV6+ijjzY7RcgskUi4ghn5y/fcc4+kdJpc7RTQbIC9gye8yy67+DzM7CYopVuO1k6leumll3xXcA5z5hQVFfnOaKh04+AxBwQEBAQExAix85ipOTty5Eh3qsFi+f77713lhQpepM+0adPGCeGIMwYOHOj6plhJxGOLiopsoVML9r333vPvpe5qYyMzZorniFX2zTff2MrDm8zPz/fHpInhlRBzjxsKCgpciAJLm7hlQUGBu7ggNpk4caILUTCfxG3jJqJZFyhMQYwuMzUKzJo1y+ISkM0+zOsCHhCCvTPPPFOzZs2SFAljiItXVVW5d/rUqVMlpb0yvE72Od70rFmzvG+JyRYVFbnwQ7aQWb0JL4yxjh07VmeffbakKCUuLy/PnhlCKub6xBNPjO16ZX8RPwd77bWX46kUH7nyyiudLoXnyJwtWrRorQIs2QaMyzfffOOPOV84S2+88UafsRSA+dWvfmXmEWEc81hWVmaRcEMxH8FjDggICAgIiBHiZZIr8oTLy8stRadmadu2ba3OxeMiWbxly5aOE+BFT5w40V2oKNeGrH3GjBn+HB5n//79/blsYfHixbbCiHGgimzfvn2dmNvcuXNtrZNqRYyHmFDcUFFRYQaDjiykQ73++us6//zzJUXzkkwmXYITKxc19+DBgx0DiysoikOqXu1+y5LqpEpJil1dZZgYatgnk0nHGonlXXPNNZLS2g88R2Ksa9as8Tsgtkx6ysyZMx3fZA/+5je/ybrHnEgk7CmzL/HsmzZt6vMIBqesrMx7lLg7HuRf//pXl/CMU4z5xx9/tHcIu0PK2vPPP+89R0ewjh07Wu3MviST4vrrr/f7iYPHnNldEPaDu4NUvS+//NJzxnpbvny5z1HmjPrumb+DuHN9F6SK3cUMNbJs2TJ/jAR/2bJlpjyhI0ip+uSTT3ThhRdKinLLTjvtNIuMqDRFysf8+fOd10bu3RFHHOHJyBa6du1qWoUcVyjE7bbbro6gomXLlk4Jq43GSrfZUBQWFjr/FQrtwAMPlJSuC84FwFz07dvXBthFF10kSabX4iSQ+ilAAbKOi4qK1spXl9I0N6l/bHbmPy4gZ5VwS9u2bfXEE09IitL8uKDGjBnjam2IofLy8pzuRtiJVMgZM2bYOOFgx+DMNliHrDXSGN944w3XaSbsMGPGDOfVZwozpXRKHHMap3XbrFkzzykXDHtw7ty5fmbGWlFR4TOKOtK0xly1alWdtqXZBAbQfvvtZyOQ8AvnZiKRUElJiaSo6t6vfvUr18ggZ5uzt02bNnrjjTckNVy6ZqCyAwICAgICYoTYecxYnsXFxbZ2EGkVFxebcnjttdckRYKnwsJC3XjjjZKiAP7y5cvtkdVOqxk/frxTrrDohw8fnvUCI5keMVbp/PnzJaUtvNqpCGvWrLGgBCuXnyPlIS7IfHaKNSC8I6Vo2rRp/n7GMX78eNNpCMKooNTYTdk3BhRrYAxVVVV1LO2VK1fai2Jus83e1AZUJimLqVTKHgbCNuZz3333dSUvGIP27dvrySeflCSnWZHil0wmnRKHZ75q1SpTqtlEZms/KdpnN910k8466yxJUbipV69eZuKg7aHyM1tIxsljTqVSXo8wkKSNduzY0UwOwst//OMf/hzj2WOPPSSl5zFOoSVYmPLycq9R5pF91qpVK7e2JI3v+++/97nK/cN52rdvX59TpA5yz9QXgsccEBAQEBAQI8TOY8Zjveiii1wjG8HWq6++apEQaRZ0oNpxxx0t9MKK+eSTT1wD9frrr5cUxYdOOOEECxjw1rp27eqEeZpeNzb+U8J6eXl5nRhzq1atHN+pjTh7k7VFbMxPnz596nhJxcXFGjBggCQ5TYMSgolEIrZFGwBeCKViU6lUHWHX008/bf0E8fNu3bo14lP+PBBzIXy54oor7CktWrRIUuQJ9+zZ0zE8YsVdunSx99mnTx9Jkciobdu29sh4D3GJVdKPmfKLCKVmzpxZRyuQk5Pj0o+1Uy7btWsXOxZESseMORcpqco5u9VWW5kBoPfy6aefbs0OAlPG2rx58wYrurEh4BlIOf3222/NtsHy4O3jQUsRS5WXl+e1Sancrl27Sor6NEgRU5JMJuu1oErsLmYGl0ql9NBDD0mKFsvpp59uZRyXKpTKmjVrnBPLRf7111+7Lderr74qKTrsSkpKvPHZeCNHjnQBevLUGhulpaW+YFhcLJZjjz3Wi4iDPTPvEDqKcc2aNcsLMw7IvDipNEStYcZDu7nMz1VWVpr6o24ttLC0fk0YsgmMCJCTk7PWYSCl1ycXMqDCVFyAYhfxzHXXXec60hjKKHHnz5/vtckl3KRJE4cwoPdprTdgwAArfKkCN3v2bFfPyhaqq6s9fwjbMIQff/zxOo1iksmk6frMZi1S+syJw6VVG2VlZd47XMgIpT7//HPn8RIi/Oijj5yHDgVMbne/fv1spGWzuQzjwVlr06aNhWqEGBjDDz/84BAqhmP79u09NowOMoYSiUSds6a+z55AZQcEBAQEBMQIsfOYsUqSyaTzWUmtmTZtmi0ggu+ZqQvk0pEiVVJS4vxK2s117NhR0topAtCos2bN0gUXXNCAo/t5FBcXr1UjWoo85pKSkjqWWYsWLUzNrEvUECdkPjviLTxhKMF33nnHVClWbOfOnV0jm1DHmDFj6vzOuALRCd5SKpXyuJnbzp07W0iEx0VKYFxADXqo+VmzZun555+XJNfFxrt89913LeYi/atp06auXQ8Fjnc8depUVwpjjuPgXaZSKedVU0mPFLHi4mKfNSCZTPocgkUYPHiwpLSYDTo1Tsg8c0ixRMDVpEkTPfDAA5KiXOUzzzzTqUQwBv369ZOU7s4Uh3aznJ2c++Xl5U6JYj5hd0pLS01J4yXPnj3b5yliRM7VwsJCnzvQ3cFjDggICAgI+P8YsfOYSWKfMGGCBULEkWfNmmXrm5gxcazOnTs7HkWw/pBDDnGaFInzFD2YMWOG+vbtK0muyT169OisW7RLly79SYHIf//3f9cRGDz88MO2zPEw+J5x48ZlTcT2c0AYxLxQHWvkyJFO3s+sMVxbsJEZW4+714yljhivrKzMQiLm6vDDD7cXSRz2nXfeaexH/Y9gv/C+J0yY4HQn9B0UDHnyySftAZNm8tVXX5kFQUgEozVmzBinYyEgI5adTeTm5tqbolIUsfZM4SGorKx0etTEiRMlRXqIbbbZJhYsQG1UV1ebPWQ+33//fUnpZ4edQsTXunVrMwWcVXjcO+ywQ9YKw2SmY/I87LnZs2d7H8JWEU9u0qSJ2R1i5StWrPD9Q7yduyEnJ8daJM6j+q7SFzzmgICAgICAGCF2HjOe05gxY/TnP/9ZUhTT2XfffdWrVy9J0qOPPiopkqtvt912jl/hQW622Wa67777JEXWN3VPL774YsdJKOAxffp0lwHNFubOnWvrjdgkuO+++6yMxOp79tlnbYVjveGFXXrppY3yzD+H2qrpVCplVS71wInnLFq0yB4GCf7333+/WRNSaeLKBKwLeInE3pLJZJ0yqqeddpot+DfffFNSWj8QFySTSRdRIAVxzJgxXnN406jqP/zwQ7MasFbl5eUuAkQhElKwPvroI8epWRPMeTaRSCTW6m4nRXW+O3fu7HK+ZBkUFBToxRdflBTt0VWrVklKx2YpahQn5OfnO1ZKTJazY/jw4daDfPDBB5KkBx980B4i3cLmzZu31s9nIpVKNQqrta50JdiNt956y8/A+ZJZ8hZtUyao408ZZ+6hzTbbzMzrDTfcUF+PvxYSWaJWfvaPPvroozrxxBMlRek/mTQvohEOuBUrVlg0RAB/n332ccMAAvjQGV27dvXPUrg8JyfHwpOfqTi0Pqtso18swrbDDz9ckix82nPPPXXMMces/UdSKV/giIagXM4666xNqZzUoGOEHmLxcwkfcsgh+tOf/iQpupguvfRSX25sPnIKL7jggk3Z9A06RsBaZT5ff/11G4jkRM6YMaNOpTfGRe33jUS9jRHjlvDDgw8+6GerbRQ2b97cdDWCzby8PP3xj3+UFNXEh7Zu0qSJ0yOHDx8uaW2B5s+gUeaRVCLew5o1a3TKKadIWvtS4IyiwQWX1vHHH18nf38D0KBjfP311yVF1d3OPfdcSel9iuitU6dOkqQRI0Zohx12kCSny3H2FBUVmebdiLal9TZGjOA777xTUrp1I+sRw5I1OHfuXM8VF/m///1vO26072TdH3DAAU7DZa43oInFeh1WgcoOCAgICAiIEbLlMQcEBAQEBASsA8FjDggICAgIiBHCxRwQEBAQEBAjhIs5ICAgICAgRggXc0BAQEBAQIwQLuaAgICAgIAYIVzMAQEBAQEBMUK4mAMCAgICAmKEcDEHBAQEBATECOFiDggICAgIiBGy1cTiZ8uNravweU1NjWug0sRizz33lKS1GpYvXbpUktS+fXt9+eWXktLNEaR0LWYp3bR9XUXP1xMNWrd2yJAhktL1WqWomD9F1Nd6kETCtZVpEEBt4iFDhsSyjnRVVZU+++wzSdIzzzwjKWpOUVBQUKc1XnV1dZ1GEDQ7b968uZskbAQadB5pzEERfOqcT506VcOGDZMk14fee++9vUanT58uSbr11lslSQceeGCs1ip1sZcsWaLXXntNknTooYdKipoa/ByoU3/zzTdLSr8TmiRsBBqlVjagmUXm3mI9P/DAAxo6dKikqO505vfFcT9KUc3n+++/X1I0xg4dOrh1IuP57rvv/H3U0WbeaXSykdigMfbp00dS1AJ4XWBciUTC65YmFrSS/ak2lXwfDTtoRlJUVOTa/huB9VoAsW1isdY3/79nfPTRR907mcuK/7/00ks+JCgsX1pa6olh47Rq1UqS9PHHH7sQO4XlN2DTNNgmueiii9yr96qrrpIUXdD9+vXTt99+K0lu8HH++ed7jDSs4GK+99573alqI9BgY6yoqHAHMLqJ0WWodevWevvttyVJixcvlpTuXMTFRBME3kmvXr3c2Wgj0GBjXLVqlZYvXy4purRoNjJo0CAbjOecc46k9DzSrIWuN3ROu/rqq/Xb3/52Yx5DqscxcrA9/fTT/vfss8+WFDUxoHfvT/WnZa3SXIYDbpdddvH4aeLy8ccf67TTTlufR2uUS4smFrfccoukdMMDjGK6TN155502Irt37y4pasayid3CGmyMqVRKL730kiS5ox9Nf3r37u0Lin3WqlUrPfjgg5KiNcq5euONN2bN+MAQzs3NtWFBh69Bgwb5Hlm9erWk6Azp0KGDu9199913ktKNOthznDnPP/+8JGnYsGH+XZyvxcXFa/WD3sQxxq/t47rAhj322GP9wlnkHAgLFiywNzVgwABJ0mWXXaa2bdtKig4ANs12223nj8vKyiSlu9lkGwUFBfrnP/8pKbLkMDi23nprd2Pi8tpqq63sddCe7a677pIUWb1xAQtXijqArVmzRpL061//WlL6QOCQoxVbnz59PEaMFTYLXXHihhkzZnhjb7bZZpKk66+/XpI0btw4exqs2YsvvlijRo2SJG2xxRaSotaW999/vzv74CVkAxhRW2+9taS0x0F3LNgcGIALL7zQDA7zvnjxYnfv4eeOPfZYSdLuu+/uS57Dnost2+AAh8nA0Pr222/Vvn17SdLo0aMlpTsPYeh/+OGHkqSddtpJUvoc46JojDaI64tEIuHn4lzZf//9JaXbOGKI/P3vf5eU7pb2+OOPS4rmm8uusrJyYxydegHGYCqV8gXLHrr22mu915gzuth9++23bif8wAMPSJLuuece7bXXXpIilhXDZPLkyW5vOXHiRH9uPTuhrRdCjDkgICAgICBG+EV4zNDQXbp0saeMlwslttVWW5nKpVdv8+bN7RVnxp2ldDP6PfbYQ1JEwzRWQ+91ARrmlFNOsedE31c8lIceesjexwUXXCApbb0Si8TaxYs84ogjGunp1w+M8csvv3Q/Zvr53n333ZLSlifzwb+9evWy1/LVV19Jku677z5J6XmlX3UcvBDYndGjR7vn8rvvvitJuvLKKyWlY/+nn366pHScVkpTwFCGWPvbbLONpLQ+gvFnC1VVVd47eO+rV6922Ih3D8XXq1cvh5nYo7fddpvj7GgL6Of78MMPu2817MmMGTN+khJvLFRUVKi0tFRStA9/97vfSUrHxW+66SZJEQNUUlJi7xPGinW/ZMkSde7cWVLE3MVhzUoRc8MYWYM9e/Z0eAJdx5AhQ6ztmTx5sqTojG7atGnWxsQY7rrrLp8rl19+uaT0ekSLAvPBHDzxxBPee7BCS5YsMTtHLBpGtVOnTmZB6OPcrl07swb1geAxBwQEBAQExAix9pjxirFO5s+f7/gbaN26tSRp3rx5VmbzucGDBzv2U1JSIilS1v3Xf/2XPbJNULzWG3iG3Xff3WPEosNDGTdunK644gpJ0llnnSUpHX/EokWI8tRTT0lKi78Qkm2CirDewDOcfPLJ9iJmzpwpSY7xVFZWWrGLhd6nTx/HihAgoRT9+OOP7aXFwfvAW/r22281fvx4SdE8br755pKkKVOmeGxY9AiLpPTalKSFCxdKSq8Nfke2kLl+WG8HHHCABW4wBTBaV155pWPExCYHDhzouPOIESMkRUK3yspKx+CvueYaST8tIGtMTJ8+3WvusssukxRpWJ555hnP4/HHHy9Jeu655+ytwQrgTe+0005q2bKlpEh3EAckk0nvIc5EzpAzzzxT77zzjqSI3XrjjTc8DmLRZ555piTp4IMP9j5s6HO1ttiKNdixY0czpDA0BQUFjotzvk6ZMkVSWtV98cUXS4r0OT169LC2Z7vttpMUzfF+++2n888/X1LE9A0dOtQsA3uA9bsx51L2b6SAgICAgIAAI9YeMxYQ3H1+fr7jUMQL2rRpIykdX0XxiSX12GOPOS2FeA/x53nz5tlKJL4gZc+zxCrfeeed/cyMm7EOHDjQnv/LL78sKR1PxmLE+0Txm5eXZ48kDh4zFmVBQYHTvpgD5uWyyy5Tx44dJUVe8W233abbb79dkrTbbrtJkr9n//33dwxwE9NR6hXvvfeevSKeb5999pGUjmPdeeedkqQJEyZISnsqzPOcOXMkyVqDo446ylb+cccd10gjqAtYDlKYunfvblUq8fNMxgDlNd7F+PHjnQtLSt+kSZMkpTUir7zyiqRIlZ1NsC6nT59upe6BBx4oKfJ233jjDb355puSor06fPhw70MYLNS9xcXF9p7JFokDy7Ns2TKvx0ceeURSpDzv0aOH9yFrddddd9XYsWMlRSlEeJpoBhoDtd8d+6xDhw6OC99zzz2S0nPHHmKNog947LHHdOqpp0qKzpdbbrnFTMFjjz0mSU6pKi4u9t2Enufzzz/XJZdcIknOY2feNwaxvpg5aKGESkpKtOOOO0qKLm0k6oceeqgnigB+ZWWlKReoDb6npKTEtDYXM1RjNnDvvfdKko4++mhfWhRRgUq59NJLLfpCRNKrVy+L3qCf9t57b0npTUPRBqjgbIKD/cMPP/QGQPyEQGinnXbyYX3QQQdJkv72t79ZQMXhCPLz823IbGJxg3oB1HRFRYVpXtItMKbatm3rg4PUkrKyMqeOkaPPmt1+++01e/bsRhrBT6M2tUzhFCmin0kpWbx4sdccxWPatWtnQRiHHIKa0047LVaGFefEgAEDnHPPOcTFfO2116q4uFhSJCh6++23NXLkSEnRwYyI751F1MbtAAAcZ0lEQVR33rFxylpl72YTm2++ucMI7ENqPAwcONCfo/DRlltuaWHjYYcdJikyppLJpNd0Q4M5QvR1xx13SEpT7swRIrVbb73V6YvdunWTlK4ZIaXvkgMOOEBSdBfstNNOPmNx6jAqf/e73zmcQah0+PDhNrzZ55tyMQcqOyAgICAgIEaItccMJT1v3jxJaWEUYosVK1ZIiqzXrbbaygIaLNShQ4e69CFUaSaFCr2Lh1JTU5M1wQmpTdtuu62pP4QVmZ4XVZcozJCfn2/PCk+Z7+frcQFeYjKZNN2Hx4E3/dprr1nsB020/fbbW5Ty3HPPSYoEH127ds0q0wFYq4jy7r77bq8vmBno0e+++86pRzBAs2bNMpXdo0cPSXLYplOnTi4eEyehWyKRsGcFk4F3WVZWZraGtf3hhx9aZFP7+88555zYpRBJ6fU1ePBgSRG7Q+nUP/zhD/aweOaqqioXgaEYEGmP33//vSnTOO3LnJwcU9GIMFmX//znP31m3nbbbZLSqW2wB/wcWLp0aaOHIqCQ8eLbtGljrx2xbIcOHSxQGzRokKTIy7/11lt17rnnSoq86FQq5bm64YYbJEXnUZcuXSxQpQLamDFj7DFTDWxT9mrwmAMCAgICAmKEWHvMpIsgRJgyZYqtotqx41deecVxAgRSCxcutCiDlA2KF+Tk5PhnSarPRtoUoi+KwO+9994WWwDiqxMnTrR4BM9s9OjRFilgoeF5TZgwwXGSOID6uzk5OWYDjjzySElR/O7MM8903AphSdeuXT3feCuwCv/4xz9iIWxj7VBGNS8vzzFj4qrM04EHHui4HWs8Ly/P65a1gCBnp512sliI9RKHMadSKTNMeMB4L8cee6yLT7C/PvvsM9diJl6ZuVfRHcQBMDjMoRQ13sDTKi8vdzMHPK4BAwZo3LhxkqI0OTy0lStXxipFEyQSCRfsQbAHA9SyZUuzk6QXFRYWulwu7BbnEgKsxgQ16DP3BJodxrHffvv5XCUmTVnNLl26uAwyBYzef/99F03hrEVHsfXWW3tdICg78sgjPaeUFEYjszF7NbYXczKZNCWAYOKRRx5xLh0HFSKwbbbZxvQQL7mqqsoF8bmQCeR///33FktRMzWzi1Fjgb/HAurWrZsvHURNUO0vv/yyVdZQTbvuuqspfIQkHJa9evWy+CEOyMxFRjyBqpfc8+rqahsijLt169beACxyqKpMepBC/NkEYZdLL73UGx9VL4f9GWec4VrfjDEnJ0fvv//+Wr+Lw+Xjjz/2zxIOiEMebCKR8AEFfcuavfvuu50HSoilqqrK1C9NWBCBrVixIlaXFUZuYWGh6XeqtRGaOPXUU30x8++FF17ouWU9MleVlZV2EGpXTMs22FdQvxiOl19+uQ1FapkXFxf7Ywx/KmBl1sNvaLCWuDg5I1q0aGGRLIbQ6NGj7Rhg5DOGCy64QB9//LGkNE0vpc9XwoVk+1AnY/78+RYdI16srKz0uuA+oQ7HxlzM8dkJAQEBAQEBAfH1mBOJhD0/KIjly5c7n/XCCy+UFHkoBx98sCstHXzwwZLS9Nhf/vKXtT6Hx7l69eo6fXyzab1ioY8YMcJsAF4klOC0adNMtZDr2qpVK+fj1e4fusUWWzRa6sL6AMtxjz32cEobXhICm7Fjx5rSJEVo0qRJDjuQ8oA38t1335nezmz7li1gjR9//PGm60kDYlxnn322mRvWdllZmT0rLG9Ykc0339zeAGsjDigrK7MgCpYD+q+6utriL8Z1ySWXeE1DC8OinHTSSVmvB54JzoJHH33Ulfeo8kRq0ZNPPumUMVIazzvvPLNA1FjAg7rllltikaNdG9XV1aarWbOZbQ3pksX+Pemkk8x4vPHGG5LWZikbC7CNnO3klPfu3duUOmGFL774wlQ0LBWVwEaOHOlQzBlnnCEpXQcdT5m5JY2zY8eOXucwRgceeKDXL140YaeNQfCYAwICAgICYoTYesyrV6921Ra84ocffthxO2JtWNwrVqywXJ0UnNzcXFcTIiaAtbRy5UpbicRHtthiC8dMsuU9Z8bZqM1L7eShQ4facxw+fLikdF9iUsKwEkl56N27d9ZrLEuR9Y2Y69BDD3UNb9Lf6BA1c+ZMpyDQNatHjx7WD6A7wMO+9tpr68Rws+ExM0bETKtXr7ZXiLAG5ObmOi6Gh/Hwww/b+mbOsPDvuOOOWPQKr428vDw/P+lfrL2DDjrIQjAKrLzyyivem8TyKMgSt97h7P/dd9/d64o5Jm3mf/7nf1zlif04bNgwe5H9+/eXFMXdZ82aZe+L3xmH/Zmbm2smDgEtHvGQIUO8N2Erd955Z6fAoeFhXI05HuaI/Y63v3r1alc/hMmZNGmS54/0yt///veS0uIv5oPUtvvuu88d8A4//HBJcqrqnDlznLZ58skn+3egl0D3BDu0MQgec0BAQEBAQIyQfXPtJ/DNN99YuYil88MPPzgujGeJknX//fe3ZB907tzZ8UcsOjztLbfc0n1V+TtPP/101jxl/m5paam9I+I2MAYvvviiayXjRZ966qlOPSHGjhoQ70TKbmEK/iZzcPnllzu+Qz1hUuImTJjg5yc2uc022zjOhYX+7LPPSkqnIhEDzGYKEWMkrtS6dWvHltEIoE4+6aSTrOIljrzZZpvZa8H7xDOD7ZEijUSTJk2yrmJOJpP2dJlbFPKJRMLvgpSwefPmuQc6aWXnnHOOpGiscQHvdtSoUWZu8IRJG1qxYoXeeustSZFn9uyzz3q87EdSNrfffnvPbRyK4oCamhprF0hVZC/dcccdLrrx0EMPSUqfq8RTKaKC2vzcc891rLehQbYOug6eqXXr1j4T8ZynTZtmPQApYaS4tW3bVp988okkuSPaQQcd5P72nL+8k88//9xsCHN81llnrdV3W4oU6m3atNngcze2F3OLFi18iSKYSCQSPqQ4vHmRs2fP9qUNJVhRUWE6gZfMwfD555/74KTGakVFRZ1WYg0NxkGqU/v27U2FsBC4YP/85z87nYF3M2XKFFNMVGGCQs2sw5tNYRvvlMN71KhRpp+gMimeX1BQYOqPzbJs2TIbIojGoEkXLVrkNcHfyQaVzd/OrOjEeMmzxEh8++23Te9yIVVVVXmdM7esjdWrV/vwgSrM9qUspdcU8wC1x57q06ePawZnpo0wt4hsCCfV1NTEQrwHMGR33nlnpw5hKPPsL7/8sushc6EVFBS4xj3jIZTRr18/i/3ikiYlpdcSVeYI9XGG7rHHHv4aRkinTp18qZFCRLpcY4rbCIMhssPomTlzpnOISXlq1aqV56126uHkyZN9duIo3HTTTT6TcAqg74899lifsVSuq6ys9N4ntxvDNPNr64vs7+6AgICAgIAAI7Yec0VFhb0kPKddd93Vlge0CpZbRUWFvQo8lNzcXFtH0KJ4zttuu609bGilmpoaW8qNBcaDx5WXl2fqhHQTKkbtueee9qZJA1uwYIGtNqzXTWnQ3RDAu8PK3H777S1iQ+iFaOjqq6+2tYvQq0OHDu4IQzEVLPvNNtvM9G42vUjedeY7Zx7Be++9JyldRAbLHLbmpJNO8vMzHpiSzK5LcfCUwYoVK8xIsW8o5DNt2jSLZ/C+UqmUab6pU6dKilqVdunSxZ9j/rMJ6OcePXq4khNzRrrUwoULTW/jJV1//fX2vng3eNylpaX+XYj/4iD+SqVSXod0vfrXv/4lKc0OsFdJS2rWrJnr8cP4sI979+7t4kENvVbZF7Xb93bu3NnvHkbmqKOOskdN2iKe8Jw5c3TMMcdIisRcO+64oz3eJ598UlK605aULopD21nCjvn5+XVqvW9KaC0+uzwgICAgICAgvh5zp06d3NWEzlBSlBJEgjcW0cqVKx3LykzsxmrBUscSfvnll12sIjM22dheZm2rsrS01LET4lE0pj/qqKMcT8VCP/30092cnPgdY2zSpEks+r0CGIqWLVu63CReJSlrTZs2XasDmJSun02RBixhYlm33XabBR7ZZAjW9bdhCFiDlHbMy8tz/WjKNzZt2tSxPNYjNX0XL14cq5rnoLy83DWT2aOM+ZprrvEc87Xq6mr3Zsa7YP82a9YsVuVjYdqeffZZM3EUnEDoVVpaau+YOOcrr7xicRheJX18DzvsMKf0UN4zmx4zY1y8eLGFVDwfHZVGjBjhvYeX2KlTJwvcYOfQGpxyyinWvDQEONubNGlSh6WCfczPz/ddsHjxYklpFgYmivQv1uKvf/1rs5N8btKkSa7fz3tCsDp+/HizX/zt/5QaVVFRscEx5thezDU1NZowYYKkiF6QIvqBalds7C233NL0JpulvLzclxsHOTVRe/To4YOfgzAOVbLKy8s1atQoSXIeN3R9586dPR5UrSeeeKLfBTVt2SyZat44gLq1maI8LlWqfL300kseP9WuqqqqPKcoRJnH0aNHx6qFXia4iKH2UGdXVFRo3333lSRNnz5dUnquUGhjmKHSzqSy44Q77rjD1DWXEXXe27Zt6zXKeGpqanyAY6ygpB03bpxDNgjjsgnCCL1797Zo6JZbbpEU5fh+9tlna1Xgk9J10QnBMG+E5HbZZRe/nzg0IeHCSSaTNjowosihb926tR0DQgxLlizx2rz00kslra2QbkgRZmZvAc47wHleU1Pj8wTB3qpVqxwGIxxIaCI/P99zSmZPMpl0+Iw8ZjJBTj75ZM8fzsa6DHMq+K1cuXKDDetAZQcEBAQEBMQIsfWY8/LynIuGxd2yZUvTXdB+dLAZMGCAqVy8ypqaGls2UG60nXvuueds5WCFpVKprNGhWHtt2rQxhUlVIejo0tJSUzmM/4svvrC4hqpoWLjU7I0LoO3LysrsOWGhk4u83377+blJTxg7dqwrEj322GOSIkv46aefjoX3sS5Q3YyKQXj2qVTKXhSfq6ysVO/evSVJf/3rX9f6GkxQ3NC7d2/dddddkiKPkdDEE0884XEjrJk8ebIFRNQdhgH74IMP7GHFwWPGm/zXv/7l3GzYOajd/v37OzcWsdSXX37pdYvoC6bkyiuvdE3mxhaZrgt4tsuWLTNDAEX7xBNPSEpT06T9cTbOnj3bbBYUPvPYpUuXRkl3q66ursNwZp7n3BOwFuPGjXP4j7HixR5xxBEWeJF+u2LFCgviqB0BizBlyhTvyf8UiuBvbwxzGTzmgICAgICAGCG2HnMmMnvP4ikicEIC/+2339p6A82bN3cSOVYSHhcWvhSvFJREImGPF3EaFtehhx5qa/2qq66SlI4/M25EKr/5zW8a85HXG1joRUVFTpNBkME8jRo1ypV5SLfp37+/Y1p8/8033ywpnUqH1xI3IISCAQEtW7Z0TJaKS5999pnFUrwL5jMuaW+1MXbsWMfY0AwQx1uwYIE9FBisf//732au0I+wH5955hnHDBHgZBOcL0VFRRZvjR49WlKk7ygoKLBnRkW6PfbYw54cMXOqY73zzjsWV5Hak5OTk7Xzh/2VSqXMSCFGJK5eVVXl+DPrcs899/Qz4/njOS5fvrxRCsWsrx6I+tXLly93gRRivxT8Wb58ucVfpNree++9ZjoQvaH1WbRokfdt5j2yqc+aifjcSAEBAQEBAQFKZCnWsUF/NPMZa3tYxH1yc3Od7J2pmCM+jYWDpbp8+fI6naQ2IMa8Pt+0US+2pqbGHiCpYT179pSUjpNTAnDs2LGS0gn+xx9/vKSoGxOqw+HDh2+Kt9VgY0wmk063oOMUMeNPP/3UxQqwdm+66SZbsnhmFIXp2LGjLrjggo15DKkBxyiluw9JUTEJvJIpU6a4bjaWekFBgdc0HiYFY956661NUdg32BiLi4vNBlC0ge48W265pdXojHHZsmVmvOjCRYnZwYMHO7ZMec8NQL2PkXFVVVW5KBEaFrQcJ598sucM7/Prr792tzM6TqE1eO2116wXYS2gNVgP1PsYSedKpVLu9sX5wtkjRammFDJ66KGHHEd/9dVXJaXr2Uvp1CM0In379t2Qx5EaYIx0kKqsrLTHC3uKlqNTp06+V4488kj/LPqJkSNHrvW7Nt98c5cSRvOTSCTWYnb/A9brQP5FUNlcLjU1Nd4ABNahkPbZZx8f2kj3a2pqTHWTlsGht64i8nGgDJPJpDcCKV4UhS8qKnIOJfL+4uJiN/KAOsX4iMN41oVEIqFPP/1UUlRpiNSwY445xgcZdNknn3xiehODhA0Rx/xeUHuNkVrTtGnTtSpeSWmDhNxRqrphVMYtHQyqcsKECT6sofsQfxUWFpqah+577bXXnILCBU1qUUVFhb8WB3BQr1q1ymcGBgYGxIQJE3yxsmZnzZqlcePGSap75my99da+1OMgWMTQaNeunUMQtNHlTGnfvr3rTXP27rvvvjbAqPx15513+vciIKMxTTaoetYoTVIefPDBOr0X2FfTpk3zJUzq6XXXXedGFUcddZSkSPy1LjHmel7K641AZQcEBAQEBMQIvwiPGSo7JyfHgXtoazwP6F4psl7y8vLsdUBfkFpUWFgYq6pYIJVK2cJGpk+t8EWLFvmZsWLPO+88U76MEWu8b9++sSiaUhupVMqCkhtvvFFSZFW/++679lawTG+++WZb5qTQYdEj0okjEAkxNpiczAIreFX5+fmm1mA+oIezmca3LiDqKSwstOgHKhRvct68eRY6IXTr3r27KXkYELyXmpoa04NxAM/58MMPexx4gKy5lStXutANe69r164WtMEKQKFeeOGFZkVIN8omEI2Wl5e7kiJrkFSv5557zkwPNHdRUZFDS3iYFIE6/PDDzWZmU1TLGiW817ZtW3v5sI6Iv04++WSHz1iPq1evdvGfl156SVJUfGTmzJmu3JdZra8+xxs85oCAgICAgBjhF+ExZzahx9LEOqGucrt27RxbRRDWoUMHe9SIv0jhiJMHkonS0lJ7TFiv4KSTTnLKEWkNPXv2dCyPeCvNu+MQx1oXKioqHIvEc2RcW2+9teeWz3Xp0sUdfWBDxowZI2ntOupxA+lOrEvW7r777utOSqzfvLw8fz/e2tlnny0pfmuV8SxZskRXXnmlpKiIBmUOTzjhBHsffP9HH33kuUU0xM+3a9dO33//vT/ONnjOhQsXOhaJ1oM610uWLPH642snnHCCP4fAjXU8fPhwp/3FYU5hpjLXHh4gLNyUKVP8MfPYsmVLszm8C+LVn3/+udlLmM5sjJWxkar26KOPmrmANaUozIgRI8xcEWsvLi72+UnqGGxHSUmJC5LAoixfvnyduqWNxS/iYgbJZNJBfWjOzIUBnZRJE3HIQZ2C8vLy2NWSltIHAdVnOKCoqrP//vtbxcqiWbFihT+mPRsHXHV1dSwv54KCAj8XinKUuKlUysKwzCpv0MAofdn0caTqAQcZBzsG4+TJk52zS2impqbGlCHvZp999pEUj0M8Ezzf7NmzrWJFZAPN2717dw0bNkxSJMTJz8/3hVe7/vdVV121VvOZbIPn3H333X3Ic+EiZkskElZvQ+VOnz7dTgCX9eDBgyWlK0w99dRTjTSCnwfn5bJly6w8J1SG4GnPPfd0zjm13BcuXGiqu7YwqqCgwJdcNtctIRbU7++9954bWrBWmbszzjjDNfuh6/Py8nzGUAGMsNvy5cvdApK/06JFi3o1RAKVHRAQEBAQECP8ojzmzFZf33zzjaSImp40aZI7EGH1tWjRwikYtAHD2scKjht23nlnpxuQ6oW3P27cOFt2dLrp0aOHaUG+D7qMFI64oaamRq+88oqkyOImd/ujjz6yZY4F2q5dO1NnWK1/+9vfJKXfUX1SSPUJ6n+TV451XVNT4xxPUqPat29vQQm0IBXQarM92QbU7Jo1a5yzet1110mSa0EPHTrUHgoiuPz8fHcjOuywwyRprTzoOKWFwXaUlJRYeEhnKDB//nznuCIC69y5s6vS4SlTcWqvvfZyh6Y4sCB4zPn5+U53u+yyyyRFlHZ1dbXPEea9TZs2Pn/wPqHtf//7368lxM0WYF8eeughSWm2gmfmTqD+wVdffaU+ffpIiioKHnrooc7lRizGWj3ppJOcVsZ90rRp03qd0+AxBwQEBAQExAi/KI+5vLzcYi4KUxBPPeSQQ2yxUFVqhx12sBVOwB889dRTbpgdB+AdfvXVV45vYfW98cYbktIeF9YrDMBWW21Vp/MS8aLMKjZxQiKRUL9+/SRFcTis08z0J97J4sWL7VmT1kEKC6llcUTtzjN4KN27d3d3JUQ3X3/9tVM8EKz8p+br2QTz0r17d9dlp9AIaNWqlb2PU045RVK6HjadpmqnBB5yyCGuSR0HsAdzc3PtFeL5wmzMnz/fX0OUOH78eGsjOIeItScSCQuOEMZlE3jFOTk57g9OwRf22XPPPecUOPZoTk6OY+UUTIGt/OSTTyyIyiY4O9EFVFdXa4899pAUsSGkQ7Vr186sFszBn/70JzMEMJCM65tvvrE+iT1bVVVVr3qX4DEHBAQEBATECL8ojzk/P99WCVYPSeJVVVVOPSFeuXLlSqu3+TnKyh166KGN0gVlfYG3P3XqVFvrqBt5voqKCtffxSK84YYbbJETNyfuN2zYsHovFVcfWLVqlfsxUwCAmtmlpaW25DNrn2P5YtkS01uzZo0VsXEDKmuAAnvy5MlW9hK3SiaT1k0wj/Qav/jii2PVAY312Lt3b3tRd999t6QoPj5nzhyvVTQAbdq0saf1wgsvSIpSwr7++msXqyAtJZvI7FV8//33S4rK4BIzf/PNNx1TJ+a4dOlSZ1HAWD3++OOS0ik7aCV69OghKbusCGzi2WefbS+fNcc5ee6553odU7u9qqrKOhhYIDJIampqsl64KZVK+bxHy/DEE0/4uVBe33fffZLSdwPMK+l+BxxwgOebMwddzEsvvWSWknXSokWLetW6/CKaWPiHMp6Vj7mgqqqqfLnxb2VlpalRJoWNkJOTsyny9gZtfsBi4mImr7m8vNxNy1lIJ554osUW1JumJuwrr7zyHxt5/wwadIzMG3XBORDmzJljepA6xGVlZW5Wj6CKOrYHHnjgphhWDTpGNu3tt98uKaog9Mknn7j9Ifm/t956qw9wjE7CFdD4G4kGbUaCcYvhgJFUUFDglDAuKA46KQrPMO89e/Z0Hv5GGCH1PkbmbunSpa74hCiReu2rV6/2eUKI6cMPP/Sa5rLjPbCfpY2a03ofI3tw2bJlTkekdgKhom233db7Cwo/lUr5YmaNsp67detmYwXx6gagXsbIRSpFF+2wYcNsYLFmoah32GEHi0q5tJs1a+Y2n1zChFpyc3MtdsNI24BKbut12cTHDA8ICAgICAjImsccEBAQEBAQsA4EjzkgICAgICBGCBdzQEBAQEBAjBAu5oCAgICAgBghXMwBAQEBAQExQriYAwICAgICYoRwMQcEBAQEBMQI4WIOCAgICAiIEcLFHBAQEBAQECOEizkgICAgICBGCBdzQEBAQEBAjBAu5oCAgICAgBghXMwBAQEBAQExQriYAwICAgICYoRwMQcEBAQEBMQI4WIOCAgICAiIEcLFHBAQEBAQECOEizkgICAgICBGCBdzQEBAQEBAjBAu5oCAgICAgBghXMwBAQEBAQExQriYAwICAgICYoRwMQcEBAQEBMQI4WIOCAgICAiIEcLFHBAQEBAQECOEizkgICAgICBGCBdzQEBAQEBAjPB/hRSZnpaTt6sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train_gan(gan, dataset, batch_size, codings_size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Deep Convolutional GAN" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "codings_size = 100\n", "\n", "generator = keras.models.Sequential([\n", " keras.layers.Dense(7 * 7 * 128, input_shape=[codings_size]),\n", " keras.layers.Reshape([7, 7, 128]),\n", " keras.layers.BatchNormalization(),\n", " keras.layers.Conv2DTranspose(64, kernel_size=5, strides=2, padding=\"SAME\",\n", " activation=\"selu\"),\n", " keras.layers.BatchNormalization(),\n", " keras.layers.Conv2DTranspose(1, kernel_size=5, strides=2, padding=\"SAME\",\n", " activation=\"tanh\"),\n", "])\n", "discriminator = keras.models.Sequential([\n", " keras.layers.Conv2D(64, kernel_size=5, strides=2, padding=\"SAME\",\n", " activation=keras.layers.LeakyReLU(0.2),\n", " input_shape=[28, 28, 1]),\n", " keras.layers.Dropout(0.4),\n", " keras.layers.Conv2D(128, kernel_size=5, strides=2, padding=\"SAME\",\n", " activation=keras.layers.LeakyReLU(0.2)),\n", " keras.layers.Dropout(0.4),\n", " keras.layers.Flatten(),\n", " keras.layers.Dense(1, activation=\"sigmoid\")\n", "])\n", "gan = keras.models.Sequential([generator, discriminator])" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "discriminator.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")\n", "discriminator.trainable = False\n", "gan.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "X_train_dcgan = X_train.reshape(-1, 28, 28, 1) * 2. - 1. # reshape and rescale" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "batch_size = 32\n", "dataset = tf.data.Dataset.from_tensor_slices(X_train_dcgan)\n", "dataset = dataset.shuffle(1000)\n", "dataset = dataset.batch(batch_size, drop_remainder=True).prefetch(1)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "Saving figure gan_generated_images_plot\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 3/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 4/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 5/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 6/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 7/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 8/50\n" ] }, { "data": { "image/png": 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PVWcxCiskEcOHD5ezJpmmCaqa+Ttcbx6PR9rPsd21a5fsL1W9zT5avbhLS0ttDqqcz4KCAhFEVUGcOPLIIwGk36TmcDhkP1qdZF0ul6wr9l89J61q+HRAq7I1NDQ0NDQyCBnHmClxu91uCamh5PLxxx+LaovSHqXd8vJykYCocmlsbBTnIsYbquoISkKUcJubm1PiUGP9PUqjgUBApFequ1pbW0W9rWZ5Aox+Ucpnm6PRqEitZByUXjs6OjJKlU1Eo1HRUtAJ5pNitgFzXbC6Etnxjh07JBaWbNWa4SedmDt3rvybVc5ef/11AKbaLycnR9YC5yo3N9fGOrnWHQ6HVEdbtWpVytq+detWGzviGgwEAsKE6OjkcDhkfXEdq/m+qWpWGYpVVaquY+5NNVSHoYXE0UcfDcCYY+YoGCjYPmoj5s2bJ+YQOovGYjFhm1yjahwszyaOTSAQEC0A1fr8fm5urswtf9Pv98t4JmuvxuNxaSudJjmfJSUlwg6pyRg5cqSotTnfZPFqngTV3MY54nN7c1jjmlAd6egsmG7EYjEZc4b9cYycTqf0hwiHw9Jv9o1mnnRAM2YNDQ0NDY0MQsYy5ueee04kmrvvvhsA8O9//1vCbMgqySCLi4sTmDU/Q2mUDI3SbkdHh0jMxxxzDAAj1CGVhejJ5Fn3Wc3NyxCfSCQiNmjaRNhOl8uVkK0GMFgYpVaOHSViqxSofm8oQJb03nvv4X/+538AAAsWLABgJrI4GNgX5jKn7czlcond7vnnnwcAXHbZZUlu+cBgrcfMtZqTkyNzRDYFmGyFzmxkXqNHj5ZnUfMzatSoXp39BoPS0lJpDx3PyHDVHO5kQt3d3bJfyL74Xjwet2XkisVispb5PbIpfh/oPUf4rFmzAJj2+q6uLgkBGkx/ATMMqrq6Gt/+9rcBmHt1+/bt8pvWuuexWEw+R8ZcVFQkWgc6uPHM8Xg8sm7pG1NbWyvOqmoWuMGgpaVFnKyoWVIrKZHJ89zo6OgQLRM1GFxb+fn5op18+eWXARjJUfgManLoB1RUVCRaR66FxsZGmVOG47FOfLpy+cdiMVvmLmoAwuGwTVMUDoflc1bNTzqgGbOGhoaGhkYGIeMYs8oEqeNnfuQ777xTapvS1kQJlGwRMG07lZWVkq6RrIXSXGlpqSRtoLQ7Z86ctITZUPJyOp0ijZElz5o1SyR4a0iCGuBPBqmyEr5G6U/12B5KpsxQCabCe/nllyUPel89i8kiaUfmuI0fP15sRkw0wkQCQw3Os7WKWSwWE7ZGL+i2tjaZdzIneh0fe+yxwpjJTM4777ykt/f1118XDQ6ZEGuVFxQUyPqjFkrNV02mxbUXCoUS2DNgMBRqCqw5sD0eT0KFNcDw1CZzY3gc15DVS30woAd6PB4XVsUwsZ07d8paI7vnZzo7O6V9aogQzxOyaUZ6FBUVSSpOMtTCwkLZt+z/YMPAHn/8cfziF78AANEAkLXX1NTI73Eupk6dKvuRa4/ancrKShkfsvxgMCivkZGrviE8QzlePT09cj4zTa21gl6q4XA4EhIvAeZaDQaDMvbUcvDeAMwx6S3MKlXIuIu5NzAryw033CAu6wyHoRozJydHBpCHWH5+vmwiNZMNYCx+XmrcJLxAhgLcjCeddJI4C1mT9LvdbtnkKvi+qnYEjI2eCaFRV155JQDgjDPOAADce++9opLuS+av5cuXi9MInXN4kEyaNAnLli0DkHlJ+TkPPKD5t7a2Vg429n/YsGFyYPIy5OUAmH3jM3t6epKmyuZzdu/eLfvltddeA2AeStOnTxc1Og/0iooKETq4frlX1dhYdRysIX28AHJzcyVUiSF+Pp9P1jtzqtPkQ/PTYGB1/jriiCNkPijAt7W12UxCvHDUy4iXsc/nE4GEr/F8CQaDtvAih8ORtIxfHPNvfetbNudC9lUtR0pB8N1338X06dMBmPPCeT1w4ICoxWkOnDdvnhRr4cXMtdrc3Cy/xUt42LBh0jeuhS1btgCA5O1ONZxOJ9avXw/A7KNKWjhH3KNq5i9e4FyrsVgs5WptrcrW0NDQ0NDIIBwWjJmSy5QpUxKyZgGm+jYej9uqRe3bt08cF6yOG2pIDVXfbW1tvVYXSSeqq6uxevVqAPaqNNnZ2bbyZGoCBILSsupQM1RoaWkRDcD3v/99AMCKFStENWnNudsbLrvsMukvTRhUtW7atGnI5+xgsLIVtnPixImikuXaKysrE4ZB9T6TMajPULMXJUu1xudcfPHF4hDDpC3UPi1atEic67jeHA6HmIgIVX1J9kwGuX//flvFNLV6FJkJ1fwvvvgiNm/enNAOzjsZXjLAPoTDYfltsuEdO3bIWaM66gEmI1Y/HwqF5ByyJlPp7u5OKNvJz3DMB1vGU01kQlU2NRQc79zcXFuoU3l5OXbs2AEgMdwNMMxCTDJD7cWePXtEU0ktI5nmunXrhD2rJRSt2j9qZNLJmKmm5nrnfIZCIZvjXTgctpkBeQ53d3fL2k5Ze1P6dA0NDQ0NDY1+4bBgzER7e7st1aJaUYlsgs5AI0aMEMmPNj1K9KFQSF6jJLRz505JN5hqiehgiMfj2LBhA4BEJzHAsHGoNXr5eUp0vdlOhhoPP/ywaDBoQ3S73b3mGD4YqqqqpE4umRwl/OOPP17me8qUKQDsVYCGCtRY0PGG8xiPx4UNk322t7fL+6y8QzaizvG0adMAGM5wZF+DTUzB5xxxxBGyF7i+2JbRo0cLA1LDYTi3DO1iW3w+nzASNakPn0EWxnXQ0dEh9mM6dL788suSUpf7kbZJhk8NBhxvMuJoNGpzvNq3b5/8FhmymiLXqoHLysqSMeBz1Xmy7lH+rvW5AwGfU11dLTnbly5dmvDMCRMmiL8GnbkKCwtFW8P54Dn4wQcfyNzSxhwKhSRdLH09qNnweDzioMt1ooYeWStuxePxQfe7r+A8WDUTsVhM+q3uVa4Ftp0ag0AgkPL74bC6mDs7O+WwsmZ38vv94hjGxTJhwgSZbC5a/j8Wi4k6houypqYmrZ53vcHlcuH9998HYB4EPEC6urqk32psHZ0SrFmVMgFvv/22xCizVOP48ePxyCOPADAP2Hnz5tm+qwoYvMB5IFAF/MEHH4hTEg+QQ8VEpwvWbHMUBEOhkKxjXmxZWVkyt1yrfK+lpSWhxCRgzHGyDjK1AAGFCR5CvJgDgYAcbBSOW1tb5XNqti7AmB9rAQWn0ykqT6uH7HHHHSf7kHkLZs+eLV7F3/rWtwCYe/t3v/vdoPttPahzcnJseeo7Ojqkjxxv9jUcDstYWNWdgHn5qGY3qyOZy+XqkzmnPzj11FMlYxr3nJrjge3imgqFQuIAR2GKMcszZsyQzHp878EHH8TMmTMBAGPHjk14z+VyyRiQKOXn59uEFGLr1q2yp1N9MfPM4BpVvbKtv62SGvZnsKaG/kCrsjU0NDQ0NDIIhwVjppQViUTk38ztSpVCQ0ODSGgqA6C0QzZF1WE8HpewDKpJUyG99hfhcFjUfGTKzAjldDpF2qVkr6rerJWnVAehdGatUeHxeKSkI3Oft7S04N577wVgZus69thj5fNsP6X+6upqYW733HMPANMx6qijjhJGc9999wEw+nrxxRentmOHQDQaFbbCsedaDQQCtrAZdW1TU8Lv79y5E4sWLQJgsujJkycnXTMyevRoiQV//PHHAZimg5NPPjmBPQPGOrOyCJorXC6XLSNdOByWfMN0xCGDbG9vxx/+8Af5LgD88Ic/lDmlWpRrwup0NhCQxdFB1O12y1ypIVHca5wzOrOpbeV7BQUFCVo5wNyPXq/XpllQnzVYcN3MmDFDGB/PPZ6JDodDNIXsfywWkz1EBsz/v/vuu/JvqrcrKioku6I1nnzfvn0y33TYi8ViMgY8r3jmfvOb35Q5Zq6CVIHnqLUylvXf/L9Vq8P92dnZKWGFqYJmzBoaGhoaGhmEjGPMlPqysrJEUqHEFo1GJaCdiQBos9qxY0dCbVfAkHSsdjuyls7OTnEsoUOJytaGCnv37k3IlASYTkD5+fkyPqpNSw2dAhJt00PdnyVLloizCdlSQ0ODSOZkJsyhO2/ePMnIpiZJ4Dx+/vOfB2D6BXR0dEi/yaKTGUozUEQiEWEOaigNYMwL50+tBGa1P3LNVlZW2oq15+fnJ50xd3V1SRjbnXfeCcDMurdy5UqxSarhT+wTNTlkRAsWLJD5pg9Efn6+VNwiq2TSh2AwKElnrr/+egDG+meWMe4BsvVk2CPJ9vlX3S/8XTVfN6E6CPE9znEwGBS7M/ut2q1V1gUY45Us5yc6c02bNs1W25rawcbGRjlDeU46nU4ZVzpukWGXlJSIdpJZ9+bPny8Ol3wW18SMGTPEeY/jVFJSYnOS45nQ1NRkC/dMFegcSufa3hKG8K/K8gnux23btsk6ThU0Y9bQ0NDQ0MggZBxjVmtkqtWIAINxMRSGNidKqh999JFINJSAw+GwSPSUDlUplq+piUnolZoMG9ZAsHLlSpv9mH9jsZiwaDIup9MpUij7Qwm3paXF5o2ebsRiMZGcyYQbGhokD7Q1D/GqVatsSVRyc3NFa0LbDp+l5lRn/9XwnKFCZ2enMBjOmWpzpGSuakA4p9bcyV6vV/79pS99CYAxDskOhysqKhKmTA2GWjeZNm++lpeXJwlfaL+jFurhhx8WOyTnZc6cOaLVIpsm0/b7/dKfH/zgBwCMsaHd8ZVXXgGQuLetHtT9hTU0Ss0tr0Y68HPcZ2qVLc4tX/N4PLac9TzTVC0g+11VVSXewoPVbnG8hw0bZqslzHaOHDlS2sczdNeuXTJ/ZMr8m5OTI2cH27l27VoZC+tfwPT2ZlRCPB7vNdQMMNY481KzJn2qQB8Jzqe6ljg+6jlpzanNz7zwwguSXjhVyLiLWXWO4GFE9crw4cNlAajqMcBcNEDiQWjN8qImnae6ir+jZtYaKrz00ktyCbEYAy+tzs7OhFzfQGK4lDXDVDweF0GDoTrpxpQpU/DFL34RgKlOU1VBVFFy3vPy8iQkRi2TaFUxMsTC6XTa8jXzkBlK1NXVSbusB0J7e7sczGqhB86tNbtdXl6erGmWDL3rrrtwzTXXJL3dHHO2nYLwq6++Klm3eKmOGzdOnLG4v9544w15DlX5XMfnnnuuXNx0MuMFsH79eonRpgDgcrnk4ufhyDFsbm6WcR2ogKLGlRN8Fuegs7MzITwKSCwXqJoWAEMotF6G6sVsDe2bPn26LcxxoEI0VegjR460FYdQs5Zxf6mha2oxESAxjwM/x72nxnurZRIBY21z3XIc1DHhX6rA1XlMNSi4WAUgtaaAmgGMY8Z55F8656YSWpWtoaGhoaGRQcg4xkyJpampSZgjWdWoUaNEQqe6hJJbSUmJhGpQ8nQ4HKLSIROg1NPc3Cz/plv/3r17e63elE60traKpMY2U5rz+XzCntXKJ2qpPRWhUEi0DUPFmNeuXSuhEVSdtbe3ixROUNrPy8uTOaXk7ff7bWUCyYorKiqEtZDZ7NixA6eeeiqAoQsT6+rqsrFiru1wOCyMxFrqEDDXKNteV1cn4UVkmMuWLUtJZjeOPR1lmNHphRdeSGC3gDGPzHlMVkynvlNOOUXW5S9/+UsARjiblX1effXVAIz84KtWrQJgmjAKCgpkT/M1zrvX601a/9XnqIk4AGMeua84f1yDsVhM+qGaJFSHPrWveXl5Ms+qo1+ynL+YmSs3N1eeZV3/Bw4csGUaU2sEsF1k9E6n0xbaB3yy2p2MnM8KBAK2EDLVjKBqO1MJZgu0hrG5XK5PdKS0hksxLDeV0IxZQ0NDQ0Mjg5BxjJkS8UcffWRz+VfDn8iS1JAia7iJKi2qUi5gSMIMr+Fvdnd321J9phstLS3CNNhHSvHxeNzGsFRp3yrFOhwOrFmzBgAkrV66ccwxxwhjpsNWaWmp2C7JlFVnKErTtGVOnz5dmBNZCKXfKVOmSHiGmuyC8zhYB6GBYv/+/WJbVJk/22Z1PAqFQjK3Vj+C6upq2/NTnQedzl+08X7nO98RpjxjxgwAwGmnnYaTTz45oY20Q1944YViKyYj8vl8NmbCNbtx40bxQeD3gsFgQn5iILHUIemxAAAgAElEQVQ2eSrB3/N4PKJR41ri3lOd8jhXKqvkmlZDG60pKRsaGiTByWDntLKyEkBiwhC1NjuQ6IDG32X6TbUNXLMFBQU2LVV2drbtbOI53NDQII6z9FPIy8uTueW40iEwLy8PCxYsGFS/+wpqgVjZTT1DPynvvNX+nA6Gn3EXMzee3++XCaYKlKpdINEBA0g82FTnCy5COkNwQbW3t4t6kM8HzMWX7kIQnHQ1CT7VvaqHqLXcpeqpzX7zAPF6vdi2bVvK2x4KhQ5aSKG8vFwuGjWvMPvLeEb21efzyRqgyqi0tFQ8nDmPPAirqqrw4osvyr8BY9NbM/lQ1ahmd0olHA6H9NdauEHNmMW5zc3NtQkRVO0Gg0HJ/JUuWGPBn3/+eXHYYk76LVu2SB8ZCaDuUYLZ2q688krbezzkNmzYIAIW91x7e7uoVLneOUap3pd/+ctfABhr9qqrrgIAEXLpRVxaWiqXFi+ctrY2aSvfU6NFKGDSFKd66A+2T6qDFeeBf7nPfD6fnJM33ngjAIMEXXvttQDM7Fvjx48HYJxH1oxcubm50ta+tDkUCknb0plv2grmvrAWzunp6ZF2UUhYs2aNnGn8fDodg7UqW0NDQ0NDI4OQcYyZTKipqUlUzVR/dXd3i8RM6UUNRaDUQ5XpyJEj5XN0fqIj2b59+0Tap0qjoaFB2LM1JjrVIJNXc7RanUECgYBIb5TG1RhBjp2q7iMLSSU+SWpWmTQdnlRnroqKCgCJMYXWPpaWltrUiFwT4XBYVOWc2zfeeEPGk6pVqvbI+lIF1YmGGh+riaGnp0fmSo15pbaGKslLL70UAPDkk0+mnTH3BsYS06ntpz/9Ke644w4AsGVfa2xslDAYlSlzb951110ADBU5YFQZo6qfz1JNS1am3NnZaXMgTCbIMBsbG7Fx40YAZjlZtiEQCMhYqOcFX6N2h2u1vb3dFtLncDhw/PHHJ7391B4x/zjXVFtbm+yvhQsXAjDMQqnUQAy2LGmywBwInCvORTQalbV02WWXAQBuvfVWW3U/a+nVVEIzZg0NDQ0NjQxCxjFmssSsrCyRYvh37969NgZLSXrnzp3CgNVqURdccAEAiNTL7DJTpkyx2Q66u7vl+enOlEVmUFVVJcyPUIP+KX2rIWGUSK31ZV0ulzDSVMLqyKSip6dH8lpznKuqqsROR1bBEIvS0lKxLZNdffjhhxKWw2epWZhor5s7dy4AQ6Jlvdh0h0upCWzUBAtqm91ut60Iu9vtFomeTjO0r6Y6I1J/wTm7+eabRWNF+/nq1asBGM5ff/7znxO+FwwGZQx+/OMfAzD7v3TpUqlU9NxzzwEwxoT+A9ZsWlYnqmRDPYfoHEUNDttcUVEha1UN5+N3qQFQc0GfdtppAMz1PnXq1JRmGVy6dOkhP5MuP5qhBrVm3KOqppGvUbM6fPhw2X/WBDCpriwFaMasoaGhoaGRUcg4xqxKxpQ46SE4YcIEPPXUUwBMWyEl9XPOOUf+vW7dOgDAU089JTYWJpwg+3a73bbKUyUlJbYwgHSBbW9oaBAJje2ipBeJRGy2b9VTm1BDN4aabRUWFuK6664DYIY45eTkyPgy5yy1BC6XS2yZtIFNmzZNPEPVureAwVrIzD6JuacLZMkFBQXir0B2xDmm/Q8wvZKPPPJIGR9K6vSo7c2beSih5vRmIg6yXGqh/vnPf0qNbSYRcbvd4hnLkKglS5YAMJjm6aefDgA4++yzARj95/MZssREJoyoSBUeeughAMDxxx8vVZWslaS2b99uqzMci8XED4LMmfbk8vJy0eRwnNauXSu1w/lcjdRg3rx5AOypVdUoEc7LkiVLpH48P8e5piYvlXAMUVnAg/4oM3utXbtWYl15WZ922mm2OGNVhcQDg84Xjz/+uKhyPkmlyYugvb1dDhNm0TkI+nJr92tg2cd77rkHW7duBWAKJBRQWlpapG/WEo+AqWLkpbVnzx7cdtttAMzc0v1A0vuYgUhZH9V4dF4uvHjb29vlkqZ6LBgMSsjReeedBwDi8DVIITGl88iQrgcffBCAKXzMnDkTy5cvB5CYacmakYp9drlcCWGL/UTK+rh582YxLTDPNfdZKBSS/jIMyuPx2ExKs2bNAmCorakqJQFYt26dlDI9hGCp96OBAfeRl+/8+fMBmOGb5eXlcml/+ctfBmDk8z/zzDPlfcCc9zlz5uAXv/jFQJvRp82sVdkaGhoaGhoZhKFizBoaGhoaGhq9QDNmDQ0NDQ2NDIK+mDU0NDQ0NDII+mLW0NDQ0NDIIOiLWUNDQ0NDI4OgL2YNDQ0NDY0Mgr6YNTQ0NDQ0Mgj6YtbQ0NDQ0Mgg6ItZQ0NDQ0MjgzBUubIHnNWEKTlXrlwJAFixYgUAID8/X6oMMa9ua2ur5KFlOsTnn38eALB169bB1CrW6fEMJK2PTHST5hzlSe8j+9HT04O6ujoA5pplysmysrJeq5cxNzYraTFd5ZgxY6TOcVlZGYB+5QVPyzyy6hfnr6yszFaVx+/3S95hpkfkXh1kNbch2Y+xWEzyYLM/paWlqapolpZ0lW+//TYAc87KysoktShTWLa3t0t+/j179gAAZsyYAcCo0Z2fnw8AktKyoqJC8oAfYmxS1ke/3y/pnpmffvv27QCAY489Vupvc69OmjQJt99+OwAzFStrj0+dOnUgTSD6dMBlXBGLQ4El2H77298CMA8vr9eLlpYWAMBxxx0HANiyZYscGMxfyxynqU6Cr9E3sCTev/71LwDA+eefb9u88Xg8o0vTxeNxOaBZcOSjjz7CM888A8Bca9zQwWAQCxYsAGAmyO/o6MCvf/1rAMDJJ58MADjppJMAAK+//rrkSD/hhBMAZEbBDsAUeJ944gkAQGVlJQAjZzbzuG/YsAGA0Vce0CxK8vWvfx0AUlr6MFVwOp2HZbt7A3N3//vf/wYAESorKyslv/dLL70EwLiYL7vsMgDA3/72NwBmPunKykps2rQJAOTy9vv9kmc63aBw+Kc//UkEX5YXZV9XrVqFG2+8EYApkIwZM0aKkZx77rkJ77W2tsoZRWEl2TisLuaVK1fiRz/6EQCIhMNBDoVCMvBNTU0AgHHjxslrlHpY1WbatGnpanbGQ61tnJeXByD1zJUbhvPy9NNPAzA2BCXuF154AYDBpnigkzny8soErFy5UirOsPBIbW2tFGHZsmULAMhGnzp1Ku677z4A5kW2cuVKqbxEIXLz5s0AgLFjx8qa5t/8/PyMEFZYOWvy5MkATNZfX18vQjMLqEQiEXmNY5MpAsanHdY678SOHTvw5JNPAoDsy+HDh0sdap4XLALx9NNPy4XMSysWi8nFb62El2rwbFu7di3OOeccAGZ1qJ///OcADIGRe497as2aNXIhc/3yIh89erTUk+d6/tOf/pTUdmsbs4aGhoaGRgbhsGDMtH/ceOONIoVRUmMd34qKCpG+33vvPQCGJET1NiWn119/HYBRUo9qxE873nzzTQDAEUccIVJxKkApk2UpAVMFSkl9xYoVovqkLejSSy+F1+sFYJYZpMaDNsqhANXLa9asERsp16DP5xOWP3v27ITP79+/X5jDY489BgBYvHgxqqurAZjrXbV7UZKnyjwUCsmYDCWosWLtWmpA6uvrRXU/YsQIAKbaGzDVovQB0RhaUEtDjQftyiNGjJAa0vRv2Lt3r9hnuQZ5vk6cOFHYMZ/hcrnEpEiVdqq1PezPu+++C8Do16RJkwBAyniyVOf111+P73znOwBMBvzMM8/gD3/4AwCz3yzPyb4DZtndmpoajB07Nmnt14xZQ0NDQ0Mjg3BYMGayhMLCQmHKtNdR8qqpqRGvV7KvUCgktky/3y+vAaaE92kE+05GSkekSy65BH/5y1+S+lvBYBBr1qwBYDo6xeNxbNu2DQDw1ltvAYBI5Q0NDTK3p5xyCgBDG8K2koW+8sorAAymOVSgs9aCBQukP1xn0WhUHMEYLVBVVQXAcLShQ9j5558PwND8UIKn3ZbfC4fDIo3TaYq/AQzao3lQsDIT9rmzs1Ps7R9//DEAY+7oI0AnTrIqjaFDLBYTbQ6dmnhOcr8BpoNma2srzjrrLACmFmjkyJEAjHWwb98+AImsmKxz/fr1AIA5c+bYPpNMUNtELd2MGTPEg/zVV18FYNrMN2zYIGyY6/Hcc8/FG2+8AQA46qijEt7bt2+f7Edq7DZt2qQZs4aGhoaGxv9XHBbiKl33p0+fLizi/vvvB2CyMJfLJcyaUkwsFhMJkCz6mGOOAZB+78BUguNDaZTS7vz588Umr44DGfP7778PwGRcZGDJAG1KP/nJTzB37lwAwKxZswAYUvY777wDINFTGTAkbs4p2WdVVZXYfiiZ8/9DEUpFVkh7ck1Njawv9mf79u3SJzXMAjDmggyT9ldVi0BJnvPh9XrFa1T1AaA2aKiwdetW8REgK54+fToAo19cX7RDl5WVJYQ3AhANzbJly9LWbo1ENDc3S/wyNSBqyCm1WtT4nH/++RImxrOE5+nevXuRnZ2d8KysrCyZb8Y7p3LPxuNxyXNBrc2zzz4rZxL3Es+gc889V/yS6JO0dOlSYdi33XYbADNUsbS0VNgz+9jc3IxgMAgASfH9OCwuZqoxJ0+ejCuuuAIAcNdddwEwnQlcLpc4HfBgb2trE1UMD0dOFBfP4Y6NGzdi+fLlACAJU3j4TZs2TeILKZDk5OTIhUdHOIYDqGqrgYKXBYUEv98vzl4UAPbt2ycbeenSpdJWwLjQ2Ga2p6mpKcEZBRhawYqX79FHHw3AcCLhZf3UU08BMMKguPEpmPBg2759uxwEVE3n5+eL4w2FT/bf6/X2qvIdqnApqgL/+Mc/4tRTTwVgHuQUAFtaWuSA4vzv2LFDnMMYbnPppZemr+EaCeCZWF9fLxczY5Z55hYXF+PCCy8EYF5CLS0tQoLGjRsHwEw0EolE5AygaWbs2LGyVinMpjKhUCwWE6GQQkVnZ6fkBaDJk7kwWlpabELxW2+9JWuUqnmer1OnThVBlOdRR0eHvE8ns8FAq7I1NDQ0NDQyCBnNmK3sa8yYMaioqABgSlpkL2VlZSKtk2lkZWUJo+Z7yTTQDyU4Nj//+c8lvIhqJTKv119/XbQHTEUaDoeFwZCFUTom2xsMyAQZxlZYWCivcQ7mzp0r7JHSKz/f0dEhjHnUqFHSTv6bavpUhnUdClRZMR3sKaecIsyPLOTNN98UNkENBdlCc3OzJNigurq9vV2yoFm1A7W1teKAkgytxmBx+eWXAzASLTCxCPfh1q1bARjrk46aVNvn5eXJ/mPIybPPPgsAOP3009PTeA0BWe+OHTtkP1HryLU6ZswYScjBc+Koo46SPc31yz2bl5cn+4Pf6+3M5T5JheNiT0+PaLB4/u3fv1/uETquUTP1pS99SdYh75VoNCqaLp6nDz30EABgypQp8ls801wul2iDNGPW0NDQ0ND4f4aMZszW9HBjxowRiYZOTWQjXV1dIr0wUUNtba3YRSjZ/X8JkyJjrqmpEZsymRalxO7ubpFe1QQY9fX1AEy2yjEiKx0MGJTPZ0ejUXHG4xx0dnYK8yPDYtrKvXv3ioStJtzg3PK5Qwmy3d/85jcAjHaS8R977LEAgHvuuQeXXHIJANMPgnaspqYm8XHgOg4EAhJ6QqbN/jc1NUn4B51nDoX+2PD6+lmGnnAtzZw5U1gCnW3oFJSTkyOfI3MuLCwUJkMnMRbsOBxgHaeDOR5yP3FNcEwyIYUqYJ6rtKG2tLRIm7kvqVVrbm6WeaQzY2NjozhC0fGUWrsjjzxSHDRphz3xxBOl71Zn3FRA9WthWNY///lPcVT8/e9/DwD4zGc+AwA4++yzRRtAB82uri7Zt6eddhoAs4/79u0TRzI1iQ4dx5KBjL2Yo9GoXLpUM1x00UXyPlUtnPCSkhLZCJz87OxsuaSoAuXAH+5QY5HZX77GMfH5fDJOdJYqKCiQcSW4uQZzcFgPLS7q0aNHiwrpy1/+MgDjIODnuZhpopg5c6b0h84jgHm4cT6pehuKw45jypjcnp4eyWH94IMPyue41qgy4+VaVlYmql9+b/To0SJgUXDiJdzc3CwHB53k1EIfvcUz9yc3MS/LwsJCeRbV6rxUAeCWW24BYM7tnj17JNc3hQo+a/LkyTZv/1gsJgIJ+88DNBKJDHlM88EuWrViGGBeKr0VZohGoyKAcc1yv6kZ74YK8Xhc9hxV2Y2NjbKvOO/qxcn1ru45OjrR3MLP7Nq1S55FE0ZPT49c+BQAiFRU4tq6davMDdXK6rw+99xzAIAPP/wQAPDNb35TzhrVKVOtNAWY5+TMmTMlj71qkmMfk+HYplXZGhoaGhoaGYSMZcw9PT3CMCjZMXsM3wdMR5x4PC7SGBlHLBYTCZBSDKWewx1kF3V1ddI3SqqU1GKxmGgK+JloNCpMhmNIDCYmmM8iQ6OK59577xXpks5Se/bswZ133pnQ1vnz5wMw2CVfo0o3GAzKGiAzS1W5NSv6Iv16vV5R333xi18EACxfvlwYM8eGa2/27NnSH86Zx+NJUPnyNcAwyZCJkn0VFhYKqyE7psTucrkGFE4Wj8elohezHn3/+98HYGif6IDGUJS2tjaZD+4zxiwfccQR0j72NTc3VxgSQ1AywelLNbGo4ZeAMe9cA2y7WhGLfSTjWrdunZhuHnjgAQCmxuQb3/hGv2Jc1Tj1wWqG+Kz29nZhsizPWFNTI+1iH8kER40aJWYmnrUlJSXC/vke12w0GpX3OO9+v180JWxHKquKBYNBCYtVayXccMMNACAhfmzTKaecItpWmtGamppkD1FbxbU+duxY6ZtaQY2mnmQ4tmnGrKGhoaGhkUHIWMa8d+9ekXboiq/aoBgIrzJiOgbxe16v1+Y0RDZ9uINORtFoVPIuU3qjZOfz+aT/qtOFNWOUyrAHKuVR+rzpppsAmLakJUuWSCIT1fZE+xvnj/mhd+3aZetHRUWFSOFsu2pzTYWdiuivvYg217FjxyYUmwfMjEAdHR0iVbOPBQUFwrQ4JkRpaakwcjLNwsJC0YawahPt9Py9vkJNzEPtBlkx3/N6vWKb4++OHTtW3ue+4lp8//335XP8TH5+vjB/7tGrr74agMFy0m1j5tzSlhgOh/HRRx8BMMcwLy9P+kFWRa1Fa2urTZun5vNnVTE6OL711lsJWdAAY11xr9x6660AgB//+McAjL3EkJ3B5oTnHHzwwQdiW2UYUGVlpcw3z1Xuz7a2NrEjcw/U19eLoyjHifPv9/slsxaf39bWJmszHfW3a2trhTHTv6WqqkpC+2hHpiZr586dsg95DlVXV4umg3WbmW1y165dct5xnLq6umQfJiOHvWbMGhoaGhoaGYSMZcyxWEykb/5VpS1KbPQOjMViItFRsvV6vSIVUSqm7ezaa69NdRdSArIqSur5+fnCHimpkXmEw2GR2lR2QLZGBsfPRCKRfkl5qucmWavqBwAY80NbMTFx4kTxXCUT5PfC4bDYqzhneXl58ltkWpzrUCiU0vSq/WXjaupBJtFgH9XQKM4VmUwwGBQb8aOPPgrATHM5YsQI0fgwxGXSpEkyV7Rv0gbcX5DNAGYKw5tvvjnh2R0dHaIBoB3uww8/xIsvvgjATLpAzUZPT09CdARgMChrDXTOeyq1HgcD54rt6+rqknVGthcMBiXdJF/j3/z8fLFDqoli+G/uSzKve++9V8J3eEY9++yzEn5HPwt66peUlAzatsz+7Nq1C4ARssf2cU1t27ZNGCPD2KglaGtrk2fwXPH5fAnrFjB9C9566y3pG8/e7u5u+U1r2FQqoPrK8Hd+9rOfyVpm5MR5550HIDGdJrUXe/fulVBA9ptRGKtXr5bPcT+OGTNG1hHHzrrW+4OMvZjdbrcMLhe4Opm8pHk4eb1e2TAcNLfbbbuY6PhwOIGX8KhRo6RvPBC8Xq9cVgxnUNX8/Lwa4kEHF6oVOa4dHR1yiPRl4/AzkUhE5sp6kFgvZSCxHCfbrKrOuKDZZlWY4OetoXGZhsLCQjm8OH/sQ2lpqaj+eFnHYjHpEy9KqlUDgYCMF0t0OhwO2QNnnHHGoNqqOu5Rbbdq1SoAZunNV199VdrHfmRlZWHt2rUAEp3SAGPeGcfKdhYVFclYUOiig1wyC6j0FxzbdevWyWVFIUkt58e/7E8oFJKx417yer2iuuYe5Zmzbds2EYZpnrvmmmtw/PHHAzAFBO7PZBRoUR3bAGO8efFTyN+/f78ISHS4JRkqKSkR0xL7WlhYKPPIi1ktvMLziM8MBAIy38ko8HAo1NfXi7DD8yErK0vm4bLLLgNgZiYrLS21EYt4PC77lw6K3LPl5eUyR+yXmmuBY62GGvYXmXmqaWhoaGhofEqRsYzZ6XSKtMjKSA6HQyRAqhA+qfRdOBy2uefTsaa7u1sk1ExlXffeey8AI8wCMNqsaggAQ7qmqoVMhiqYiooK+Zz6GasKj/1/7rnncPHFFye81hc4HI5+SfZ1dXW20oaUsiORiPSDcxeLxYR9kMnwe5k6d5WVlaL6peTMtpaXl4tDDVlLMBgU1klGw/CLpqYmYcqpyJWthlbRaYZaFzLgX//618KSyAg8Ho/sJ6sDYmdnp/RbTVpiNZWo6zIZTjP9AVWOzOK0YsUKCaU5//zzARhhX5wP7iu1lCoZE9dvNBoVta51n02fPl36SNXxpk2bJGsaVebcG9OnT5dwtYFmvOMeoulo/fr1tnKkXq/Xth85NtFoNIEVAoZ2xOrYx/WyZ88e0QYQwWDQpspOJbKzs2VfUctTVlaGdevWATCzgdHElJ+fL8yf98r48eNtmeuoTczKyhKTDfsfCATkedQCkbUPBJl5qmloaGhoaHxKkXGMmVJcSUmJSHuUxgFTAqJkTuk1FArJv2nvcbvdIqlRaqXE9o9//AOLFi0CkOj8MtTYt2+fhFlQUlclN7IbspaOjg6bfZfj1tTUlGBj4bPUAuaAKQk+9NBDOPvsswH0L4FHfxmOw+GQ3+T8sE1er1ekUK4Fv98vUjvtXKrD21CncuwNLS0tImlTClcZGvtBu1VlZaUtLNBajD4d4Fxa5/9f//qX9Id1qN9//335PFkCGX15ebnMqTqf1nq8//73vwEYFcfSlV6V40kNABnz4sWLheVQe1FcXCyf5/yxD2ouempAOjs75bucY85jbm6uhCpxTGpraxOcyQDTxvzkk09KnuaBJmJRc+oDhoMgHfWokYnH48Komd+d56vT6ZR5VFOTciwIMtTdu3fLOuaZm5ubmxYtiHpesA0c702bNolz3erVqwGYIWjRaFRCnRj+5ff7pc1kx1yfLpfLdmcUFBSIRoWaDzpjDmRdZ96J9n/w+XyiJuMhDJhe1VzYXPTBYNCmcsnKypJncHFxQT3wwAOyGBk/mAq0t7cneEkDifHYfO3hhx8GAPzkJz8RNRfVVzwQW1tbZbOrHn/sLzeOmrWI/+Zvulwu+U0eMBzDtWvX2gSeVKC7u1t+k/OhqtV52KnevNx01os8lcnwBwI1ztqq0qNZIRKJiIBF1XFpaWmCdzCQ6OFNIW2osHjxYslkRZVgbm6uzIM1B7Ia66mak6zzxctBzaecCvMEhfXNmzfbzEHcX1OnTpULlg5cLpdL9pq1AEM4HLaV6uzq6pI1zff4e01NTfJbfK+qqkrmm/uRavH58+fLe/1Bb17JvDizs7MlWoDvBQIBaTP7wfXm9XplP7LN6rlKFTaFiVgsJrH2xLBhw9IiPHNeQqGQzK0qyNMRlXP829/+FgDw2GOPieDCsS8sLLRlUlTPJe5bxn+HQiGZZyuxGIhQolXZGhoaGhoaGYSMY8yUSjo6OoTRPvnkkwCA733ve3jkkUcAJGYrAgzJjqopQg0z4V9Khrt375ZwjlQwZkpLt912m8SGWuMa6+vrbTHI8XhcpFBKy6p2gJIq1WV5eXnCNMhQyF5UtTX/qg4J/Dzbunfv3pRKtvydjRs3SnusjCAvL0+kXEqqubm5Mn+UVK1qfiuSUeFlMHA4HNJfq4khGo0Kw+B8quFPhBpKNNQZ6+6++25RtdK5afv27TKP1ICoTpbUzHA9x+NxmW+uQ2pmnnvuOVE19jdzWV+ghqpxzbAtVCU7nU5Ra5Nd1dfXSz+4X9hHt9ttm8fi4mIxXZCl8rdVJzuGXrW3t8vneN5xjcfj8QGF3ASDQWGMvVVx4xnL9VVUVCTnD/cex8Tlcsna4/z7/X75LuOeOf95eXkSlqSGXn6Sk26yoGok2X61dCqd3mbOnAkA+Otf/woA+MUvfoGzzjoLAPDOO+8AMPajNQcGn1lcXCzzRxV4S0uLjDnXkHoO9xeaMWtoaGhoaGQQMo4xUzrZv3+/5FhWKySxWDUlVUo1LpdLJEE18YWVhfD5fr8/qYWtrSB7r6mpwcSJEwGYyRpogwmHw9LmMWPGADCka75GiYuSusqOaTNzOByiNbDa6IYNGybMmlJ7UVGRSH58j7lt/X6/SL6pxEUXXSRSJFkE58nn89nskPF43CZxc94PxvCHijHzd9va2hIcSQCTVZWUlAjjVzOY8d+qLQ8w1tBgsggNBFyDql2cLImVh+rq6uQ11b4HJNrMVWcp/psONXSYeeGFF4S1XXHFFQCSO3fcG6rtkOD8hMNh27oqKSmRf1vPkp6eHls4ZlZWls2nhGPT09MjSS04bgcOHJC9b3Wkq6mpkbPic5/7XJ/76na7ExyhAJMxq1o0dV7efPNNAMCFF14IwFzH2dnZMqd8ps/nk1BAhrJyrrds2SLaEGodurq6ZG5TmSub411aWmrzC6itrRXHYf697777ABg2ZlZVI8tXNV58Fu+coqIi0R5wnPx+v+wZtsO6h/oDzZg1NDQ0NDQyCBnHmMkE6+rqRLJjjtJIJJKg5wcS6zJbbabqv61eehiZY0gAACAASURBVGqyklTg61//OgAjtSElYKsN2OPxJKTDBAzJS632BCRqAKyeoWpIGL9HiU2V+ijFO51OeYZa0xkwtBSq7TrZYDvb2tqEwXA+aWtUWQhtW93d3bba0c888wwA4Morr5RKWyqGyrbMuVVDnChx871AICDMQU3oQAmbbee6aWpqsnl4JxO9Jfagxof24W984xtST5tjn52dLWuI65f9CofDwjDIuJxOp4wFtQL8fHt7u1SvYhhjMm3N3P+VlZU2b2nuS7XNtD83NjbKfuG8MFpCtRmreeqtbEp9j+xY9XS2hjuqyXOoWegL+HtqzntrJEg4HBafFUKN9qB9mOdrZ2enrAGuwb1794pnPvO6n3zyyQAM7/1p06YBMEOV6uvrZcxSmdde3XOcM7Ljuro6aQPzYnP+zjvvPLzyyisAzHNV1dJxbPjMnJwcGV/VG53zzpzc1Ir1Zw6JjLuYuSHa29tlM33ta18DYAyWNeaPi7mnp0c2varG5CK3ZpNyu90pdUhYunQpACO5PxcvnQJ46KlZrgin02kTGLip1PAnLpKCggJ5jZln+DvZ2dmyqD7zmc/IZ6hiYrw0nXkaGhoGlK0mFov1KcSFC3X9+vUJ+YDZVsA4lHjI872srCy51BjTzos8Pz+/V7X1UF3M6ibmv9lXzpPf7xfBhPMfiURE3cg9wP+73W4pR5cK9DZ3HN/bb78dAHDCCSeIaYkHj8/nszkZqYUOCF6+qlqU86NeGHzu448/DsDY98meR5fLlZBnXkV3d7fttfz8fGm/KiCz7dYYc4fDYfsc/+9yuUTgVefd6mSkCvL9CVtUC3Dwd7iWuAZVAkMzwqJFi0S4feKJJ+Q1wBgjXtIMs3rwwQdlvhnTvnDhQgDGOXP33XcDMON43W63CCKphEpIOKbsa3V1tU3VzP1VVFQk40xiEo1GE+KWAdMJNzc3V/79ScV0GIJFU2F/oFXZGhoaGhoaGYSMY8xUm4TDYZGmZ82aBcBgI1ZVISWWrKysBEcw9S/QeyIKayhVMqXzk046Sf5+97vfTWgD/zY2NkqWGEpXauYghk9cfvnlAAypj85Z/W1rX/pYXl4+oDHoa0IIhhYMGzasVzUfQc0Hx8Hn80niE75GNafP57NpPoaKLQOm2raoqMgWqsK+er1eWcfUAOXk5AiTYwidWkKRKrlUQB0vK/O96qqrABjJLqiJofNXcXGxMAdr9SB1/6pqVfaJc6yGy3F86OCZqqxuViZEdpmXl2cLbXM6nQkJe1TEYrEE5qs+U32GmuzDqjGIxWK2RCzcTz09Pf0yKXEtdXV1yTzQeYznRm1trWStUpn6lVdemfDbqpp/06ZNAMxqZ8cffzx+9atfAYCorfm91tZWbN68GYCpwaupqRlU3ui+gmtJzR6oVjvj+9Yc7pFIRNaZ6qjJNU0Nnlrhjto/PsvhcMjzOZ880wcCzZg1NDQ0NDQyCBnHmCl55ufnS5gRJZBHH31UJDlKL5SMPB6PfNcq9aqvqcHi/HxvrC0VoFTJvyNGjJD0cKx4kir0hUWmmmky/eLWrVvFbsX6p9SUdHR0yHyoiR0mTZoEADbbtOosRgwlY964cSOAxHri1rzCHR0d0mbavbq6umxaHb5nTZyTSljZJH05Fi9ejNtuuw2A6Sug5kzmmlbtbFZnTKfTmZBeV/1MdnZ2QlgRYIxbOlI5quvFer7E4/GDaoTU11Ut3SetR2tVNNUZ01prPRwO9yvUhr974MAB2Sdk0XxOfn6+2Ja3bNkCIDGEjE5dnPeKigqZD55VtD8DZl5ovufz+SRxE+e6vLw8pRofgmy3oKAgId0o20D2zLlSw8C4ztQ6AhwTzpnqqEmtw65du+Q93kXJqDmdcRczF9SMGTMkgw7x2muvyYFuPQii0agtRk51olKLOKjfB8yDJh3qlk8z1NKOnCvOBx1/XC6XvMb5yM3Nlfd5+Kj5vukQphbsGKrLmYdRJBKRw42HIy9atTACN7Pf709QAwOJalH2P12lEa3j99///d9SEnHZsmUAEs1DPBT5F4DtsHM6nbYsWKowbfVKTmbxDkYeqJm/rKYl1fHSmu0L6N30ZX2G6vxFqP2yCudquUuefUQ4HO5X3nD28YknnsCJJ54IwL5uhg0bJhctic+4cePE45oRMBSYo9GoXGA8Q8844wwZF5qUuHZVB1WqdkOhUFouZjXvA/vLM0Tdj5w/jrfH45H1yD6q2dP4nupQZ41tHj58uOTNTkYEhVZla2hoaGhoZBAyljGPGzdOnAcocW7atMkW62lVCQKmNBqNRm2VlyjF5+XlSZwswwA0Y04tKEmrMYWUvKlyUqvZMEtSR0eHqKG4JijNZmVliTTOZ6U7S5YKOnxEIhHphzVPe01NjbxGR6ru7m75LvvK78diMWEfdESh5iidmDt3LgAzt/zq1atFG8C9xLEvKiqyVclyOBzSbpVNAQbT5j60Zk5KBpjRie0FElkekJjT2Zo5SkVvYXlqFTfr2aQ6dVkrFkWjUZsDGTV4JSUl/WLMZLtLliwRzQW1jmpMOceVYZJnnHGGhLddfPHFAIyQRsBwHuMaPe+88wAY6u2DaWyys7MlSxkza/n9fhn3VGbkUx2Cua6OO+44AEjI8sj3OP/BYNAWl6w6b1ordR04cEC0DXR0U81NnMfe8iv0FZoxa2hoaGhoZBAyjjGrsCYMaW9vF2mPEh6lH7V+M6HWJVVf4/fIsOiUxOw1GqkBQytGjRolLIEsiYymp6fHlijF5/MJ06LkS+1Ge3u7SKu0BeXm5qY0J+8ngdLywoULJcSLTJj9amxstBVfz87OtoVQcT2rebfJZFQHnHSDji9nnnmmZHdiiBNtk4WFhaLJULOBWetoq7mJ1bzcgMHCGeYzWCcwniUlJSVyBnB8uc78fr+wQ54vqj3RuqYikYgtTCwWi9lCp1R2adUCOJ1OYWlkZKwu1d8+8/NTpkyRNUT2zTn78MMPxQZKrVV1dbWNFTLcs7/M1uFwCLO++eabASQ6dKYSqoaC62vGjBkAgJUrV8rZ0dvdwX7Tmau4uFjaTGc2jklbW5tUquJYZmdnS0KVQ+Xx7ws0Y9bQ0NDQ0MggZDRjJtSwE9pOKI30FhKlSuVq/lj1e2oKT6am1EgtTjvtNABGrmUyZYZsUHpV0wmSoYwePVoSJVDa7a3mNNlXaWnpkDHmv/3tbwCMfLxMxUfpncze5XKJVM01uH//fmH8fI/2QaZoBIC1a9cCGFrGzNC1hx56CPfccw8AM2yGnq/RaFT2HplZT09PQlpDwGQcTqfTxtq2b98uY5jMsCn+Dpkqa/aq5wX/qlEC/KvmpqfWTfX0tvaDf+PxuPymane3stL+2JV7Q05OjrSL3tkcv7KyMltyjN7sxYOxAf/jH/8AYI5hd3e3rOFU2pi5v9ra2kQzwVSh1157rexDzh/ZcVFRkWg+6N/R0dGBc845B4C5H/me0+mU8+Xhhx8GYOxj6/OtaUv7g8PiYiZefPFFPPjggwCAl156CYAZnhGJRGzqErWUnjU8R43BZNFrjdRCVZNRFc1C6+ompsqJmc+ys7MTsoAB5iZRC4FwHpMRRzhQMDtSTU2N9IPqXqoXOzo6bEUs4vG49I2HKi/m7OxscSShOWAowbaffvrpcmixbKDqBMX36OjV1dUl6mOaJng5BAIBW4GakpKSlBY9sKK3C7E3gWCgoWpqKFGqwb5YHVopvKqfSTZYwOfVV18FYAgDnGer6j+Z4BmxZ88ecfpSBQCroESBTAXNTX0FC7q0tbXJWuXzKZAOBFqVraGhoaGhkUFwpLLCkoaGhoaGhkb/oBmzhoaGhoZGBkFfzBoaGhoaGhkEfTFraGhoaGhkEPTFrKGhoaGhkUHQF7OGhoaGhkYGQV/MGhoaGhoaGQR9MWtoaGhoaGQQ9MWsoaGhoaGRQdAXs4aGhoaGRgZhqHJlDyjdWCgUwp133gnAzDvMHKzRaBTjxo0DACmpFw6HJVcq8xbz88cee6zkMmUhgX6gLxnY+9VH5pBtaGjAFVdcAcDM/XzCCScAMHK7Mp8yy+H19PTgtddeA2CWlGN+3+nTp0vuV5az6weS3kdi8+bNUuyBRQzOOussAEaBhN7yCTc2NgIw56qurg6AUSJvEAUrUtZHIDH/NwC8++67AIBx48bJezt27ABgFPM45phjAKDXPL+DQEr7aHvQ//XrV7/6lbw2a9YsAEau7OOPPx6AmQ87SfmaD9nHWCwWB4x8ysyzfpghrfM4REh6H3kmejweKbTCYjrMrX3zzTdjzZo1AMw86Jdffjl++9vfAoCUeDz//PMBGEWPBrE3+/TFoUrJecgfjcfjUjWIl9Z7770nVYmYnJ11Rh999FEpcMGk+S6XSyrhfPnLX074XmFhIQ4cOADAnChe2n1AUhZQNBrFs88+C8CsjLJp0yapD822MuF7c3OzLDQWCCgoKJAauKwnzXHzeDxSVOHqq68GAAwbNqwPTQeQgk3C6is+n08KiLA9FBzmzJmD7373uwDMjXP//fdLsQeOEy/ohQsXor6+HoApyJx00kkJxRQAs1jERx99JJWNRo8enbLD7r777sPPfvYzAOYFy3ZmZWXJhcTE9+o+5Fj85z//kc8PAmk50LnmHnvsMQBGwRnO8ZFHHgnAKGrAmrbcc7yoXS5XSg+7+vr6OGCsQa45q1CgVsTie4FAwFaPmWupvwUpuru75Rlcl/3os76YDfSrj1yPsVhM9iMr2i1evBiAUdN906ZNAIAFCxYAMM5eVuG66KKL5HMAMHnyZCkqMwAc3hdzXV0dOjo6AJjl2UKhUEI1GgAYMWIEAGPTcJGrpcX4b24mHvZdXV3CusnGhg8f3mvFkV6QlAX05ptv4pFHHgGQWJicF+37778PwDyoGxsbZUNzbMrKyuTgsF5CXq9XDpinn34aALB8+fK+CiBJ3yR//OMfAQDf+973hLXw8OaB1draKvPI/nR3d8tlyrFhVSq/3y/CCjfSEUccgcrKSgDA73//ewCmUKAejj6fL2l95PN5+d50001YtWqVtBFIvGApbLFfra2tcrlx/lgJaNmyZbjhhhv60ozekLIDPRgM4s9//jMA4I477gBgCocFBQVSHWzy5MkAgCeeeEIqD1FgpGDt8/lw0003DaQZQB/62NraGgeMfcP1z/GlRmPt2rVyXlCgD4VCspYGKiDx+Y2NjXjnnXcAABMnTgRgkAEK4Ie4pPXFbKBffeR8Pvvss/jCF74AwCRu9957LwCD5LA6Guc6EAhIVbgJEyYAAE499VQAwNatW2Uds8xpkgUsbWPW0NDQ0NDIJGQcY6aKtq6uTiRUMon8/HxRH5HtkkEdrL4n2QelJKqvCwoKhE3yNzs6OqQwO1n6QZAUye6ee+4RSYt9HTVqlLTHWp/W5XJJjV6ySZX98hnsc0lJSYIKFzDYG23Yh2AASZdeZ8yYAcBQ35LlkmFyLqLRqPSfWpGioiKxqZPlkHGXl5fL56nm9vv9YoO+8cYbAQBf+tKXACSOl9PpHFAfyY7Vv/v27QMAXHPNNQCMNfvWW28BME0xhNfrle+q9WnZJ75GrUg0GsWKFSsS+tEP22zStQL/9V//BcAwrZBZUgvBNhcUFODJJ58EYNr5Zs+ejRNPPBGAuW9ZV33jxo245JJLAADXX399X5qj4pB9vOWWW+Jsw+mnn57wHplRbm6unDX05cjJyZF/91abuS+gVqi+vt62Fjo6OoSlUXtwEGjGbGBA5rORI0fKPCxcuBAAMHr0aACGJmfOnDkAgAsvvBAAcNVVV8m8X3nllQDMs6O4uFg0HtRmjh49uq+sWTNmDQ0NDQ2Nww1D5ZV9UFDijkQiYn/j31gsJhKtle1Fo1GRzMmqI5GIsCl+j4zL7XYnOEkBBvtqbW0FYNoMKDWlAl6vV6QwSuOBQEDYED2WVQchMmC+5/V6pb+UxslGPB6PfJ7Mprm5WTwQaTNJNWhjq62tBQAcddRRouFg3zgOw4YNE1sxnS2mTZsm82JlL+FwWOadzzryyCPFA/Pxxx8HYNrwq6urB8R8gsEgfvnLXwIw15JqH37qqacAAHv37gVgrDN6/bNd1IAEAgHxjaAU73A4ZK1ybdNJqaOjA7fccgsA4LbbbgNgOFIdgmElHStXrgRgap1mzpwp80itDtfl2LFjZV3SVyI3N1fYKffh0UcfLf+nne/iiy8GYDo/JgOcf84JYLIp+gAUFRXJ2qD2wuVyiZ1S9V3pC/h8VSvJ3+d7Ho9H1oB1/pPksf6pBM89elY3NzfLepw7dy4A0+fl0ksvlfVLzeqSJUvE94gOuosWLQJgaP42btwIwFw7hYWFcob11ymwN+iZ19DQ0NDQyCBkHGOmzdHtdov0QoYSi8WEfZBZ0ysOMCVMSr2xWEzYMKVSVeolwyST2bt3r0hOfI8hOMkEpbl4PC5tJQvJy8uTOGxVqmabaGtVPIulT1Y7ezgclmeQQb755psJ7Bkw2Uuq8PDDDwMwWfGBAwfk36NGjQJgzktDQ4OMPSXPhoYG6RvnWPVkVT2uAWMN0fZD2zrjhcePHy+f51rqCw4cOCDPpARNdtze3o79+/cDMJmWqmmh5M225+XlyfrlOHg8Htv8kUG53W5ZJ1zH8+fPx7p162y/lSrEYjF8/PHHAEwvVZfLZesH90tLS4swfr6XnZ0tc8qxY78KCgqEfTzwwAMADP+AJMVyC2NW2QzXHFlsMBgU3xJ1vNXzBDAZ88EYLT/HsByuVVUjR1bMPgPmemQbDuHnovEJuP/++wEYIbaAMZ/W857x9fF4XOZj165dAAzv7K1btwIw/BIASJ6Mbdu2yRnNPdrc3CzrgedQP0JTbciYi5mXsBpGQhWluvmtakQOQklJiU2FkJ2dLRcYNxMHMh6Py+f59+WXXxbHACYk4abqzyF+KPBirqyslP7u3r1b2sIFRKFDVb1aLyiHwyF9Yxv5mUgkIgcBnaHWrVsnY0BV8bJly5LWt97AeFy2r6SkRNrPtqqHI/tLtWhubq4copwPjo1qwuD3gsGg9JHPpZPR5z73uQGpmgoKCmRjctxUM4lVNe92u2Xt0cmE8xqPx+U9NRSQhwMvdzX8jZcvx2Hnzp247777AADXXnttv/vTXzidTjloVq9eDcA4qHjIca4o5E2YMAEXXHABADME5ZZbbhEVIC9rChrhcFicAykAtLW1iaA8WPQ259Z909nZKXPAy1V11OO+7c1pUlVXc23PnDkz4Vnt7e1ybvG8a2xslHGl8yI/oz43WQLKpwG1tbW46667AJjn+IIFC0Q4o2mFDlzNzc148cUXAZjr1+VySZjflClTAJiksbi4WOZDJU08F3ge0dQ0kLnTqmwNDQ0NDY0MQsYwZoYBUZIOBoPChpmVZdGiRSJ9rF+/HoDprq5KMYTD4RDWQUZDCaqzs1MkZaohH330Ufzud79LeAYlL6ZjSwbInMrLy4UxULU3YcKEBPUWYLKKrKwsabOaAYvOXhwvMrloNCrvPfTQQ/IZSuvMlHbdddcBSI1UHg6HZf7Y78LCQpsKn6FRw4YNS1BhAwbr5XfJWuggVlBQIElhKAm3tbWJipxjyefHYrEBJYpoa2vD22+/ndBmqrMcDocwR7YzNzfXFu7Hz8fjcVnnNCfk5ubatCFMopKVlSUZ7yiVu91uUal/9atflXakEjSjsI8ej0fGmep6Vctz9tlnAzDXZWFhofybLFpNIsQ1TY1BTU1N0hhzb+Da4LgHg0GZR2paPB6PMKBPUi1bM4b1hpdeeknCcp555hkAhjqV64OOit/4xjcG1iENAIaDJJkstRGqKYZaRO69cePGSSYvdR6puSBT5v/z8/NFC6I6aHJPc5+r5tb+OvJpxqyhoaGhoZFByBjGbA1TCIfDou+nfa20tFQY07Rp0wD0vTgD2Qv1/u+9954kE2F+1J6eHjz66KMAgM9//vMAkmtbJlRbI6Uw5sc+6aSThN1R6qNE7XQ65d+U6F0ul0j0/MvxikQikviCThDnnnuu2APJXmh/JotJJmpra4Xxc7w7OzuFWbEtqmMGWRLZPvus9o3f83g8MrdMdzhy5Ej5jsrEAUNKZmGP/iA7O1scQ7iGuBbb29tl/XLO2tra5DUyLTJCVZPDtqu5ojkvL7zwgnyfn6fkXVhYKJoeju/BkuwkC1yrtAW/8cYbsk+sKUabm5tl/3LsA4GAsA8ybY6X3++XvnEdvv7661LYIxXgHuLaa21txY9+9CMAkIQuWVlZn8iUqbljKNnu3bvF8YjzyfkpLy+X5Cmc21tvvVXWBdc215X6DI1DY+fOnQCM+WThCWpyioqKZI1So8j0sQ0NDXKeqGGr/Dznn/s+KysrIZkRYJxbVsdPnheTJ0/ut5ZuyC9mqgSomuSm9Pl8sii52V0ul6g5B1AtSZ4LGAb9P/zhDwASnWzSETvIw6isrEw2ISsPjR8/Xi5Ta6GDWCwm6hc6JLhcLlkkHBuOaUFBgSxMFg04++yz8Zvf/AYAxOtw/vz5AExVcDKxY8cOW9L/4cOHy/wxnzKhehjzUi0uLpbD05oVrbS0VAQSqnmHDRsmByaf98orr8jnf/CDH/S7H6WlpTIfvNjp6R0IBGSOVI9y63xwHasXM+FwOOQg4Cbm/4888ki50NS55oHB+PA+5nkfMFTnPcAwv3DsqQKkqSgajdqy9Pn9fhG2OP9875FHHhEvWQpV+/btS4vzE/djdXW1eITTjKJGfVjxwgsvSA5z1UN/8+bNACCqfFZOO/roo3H77bcnPMPn84ljIlWsXLt0RNXoG2geiEajolamOnnhwoXiXb106VIA5nh7PB6ZbzqXRqNRuZP4Gvfe2LFj5dzieVRdXS0CGP+uXbtWPt/fi1mrsjU0NDQ0NDIIQ86YCYai1NTUADCqRpER0Onm6KOPFtailmUD+h7zp6qJqMqwOlulGmyrGoPLfnd0dNgcSVTVN9XOzEJz4MABW+lA/r+np0cY49133w3AcK6jBJ8ONhIOh6X9bHtBQYEwEfaRY1JUVCRzqmZf47xZwxRisZhIppRoR48eLWE5y5cvB2BWIetHac8EuN1ukbiZ5YuM1u12yxri2I8cOVKYrKrKBIxx55ioKnBrBjO+t2fPHvn3mDFjACRqIpgxK9WMmUyZ7H337t3CGMiOyZgdDofMLdXWW7duldAxasaotQmHw7IGaMrYvn277I9kZFM6FFatWiUhNFwvgHlmMGMeWW9dXZ2UBOTnn3/+eVmPdBz961//CgC44IILcMoppwAwTXGRSARHHXUUAHMen3jiCQCHB2Pm/AxlljLOD0NOZ82ahQ0bNgAwGXN2draoohmHz/eqq6ttIaoVFRWy56gNoUbn3XffFTMI75D6+noxLakOzIBhYmOO+L5CM2YNDQ0NDY0MwpAzZkpcNJxT2rjuuutEQqcN5uabbxZWRNbCijTr1q0TZxM6WLjdbmGFZFC0uRYUFAgDSjfI+lSWT6n6qaeewvjx4wGYLIF9aG1tFbuHNf8yYI4dX+vu7pbfIHNW2XE6HEvIoAAzqUJBQYHYaV977TUAps1RZU6qU5uaUAUw2eSWLVvEPn/ZZZcBMDJGMbkFJVXVBjpQTQG1GnRio5OWmmBEzXes2voBU7uTlZWVkJgASHRi43t81ogRI+Q1svDm5mbZH6xidfnll/erP/0FbeScn1gsJmuUe4/zXV5eLnuazl87duwQJkONDz8fCAQS8lgDxl5NJ2OmH4aKeDwu+cmJxYsXAzD6TMbP+f/KV74iDmscL2YAW79+vaxVjkl2drb4izCch/bOeDyeEc5fnAM6qK5cuVKSzDD73K233grADN2zgvWL6VTHfi1fvhzf+ta3+tyW3vYubcX8O2vWLNFgUJP19ttvS4IR7kcy58bGRmHPnIOCggJZc/QZ4G9WVlaK9o8hi6WlpZJQ5n/b+/LwOMty/Xu2ZCZ70iW0TTeShm4UisiRpRYOKHDYhHJErbhw8HBdoHIhICAgFTkigoCg7AhHXMB6juccS7HA1RYKxbK0BZS0tbQh0CXpkjTbZDLL9/vj836+d75v2iaTmWTK77n/SZv58s27v8/9rDyj2Z7bbrtNnhuoZkEZs0KhUCgUBYQRYcym1OPOAUzW8NBDD4kti/aotWvXSmWQ7373uwCAJUuWALBzo9LGRqZx8803i5RDaWY4JO9swIo6l112mbSZ/SFDaW9vFxZigloEd23tTZs2iVYg21qy2cLM8812sQ3t7e0icZL5U8osKiqS52k76uvrk3/zHfy7DRs2iHR81113yTO0ZRJcXyUlJYP2SwDstUpvToa6kO2uWLFCbFOmdoP/pjROrUVRUZG0x6yEZnqhA47fRU1NjXicmgySz3GfuL3fcw16S1NTYNbVZn/IUCoqKmRO+XfHH3+85GxndAHtfrFYTCpPcb/7fD5PBbjhAuduxYoVot0hEyazX7ZsmaxHtjORSMi6YptZ/3zVqlWez6qqquS8otaI7HvPnj3ixZ5vcF3RK53hlaeffrpoYqihWbBggewB9p+M+OqrrxZG+i//8i8A7DOa68KtAVi6dOmgGHOm9UDbMqMy4vG4hCrxew877DCJdqHmi3ndOzs7Zc/QH2LPnj0477zzADgMm39XVVUl5wv3dnV1tWgq77vvPgAQzeesWbPS6q4PBCNyMWdSz/B3F1xwAQDgxhtvlIFjYfPf/va3sknY0euuuw4AcMsttxxQ7eM+rFKplExoPgpVZIsrr7wSy5cvB+BMIjdNNBqVTUyMHj1awpw4Nlwgo0ePHpYCB5nAS+Kjjz6S9vPwPuKII0T96na6KC8vl8VuqoJ5GfC9VAmdeOKJUpSD859IJDyXIjdVR0eHjMkJJ5ww4P74fD45kLnp+X3RaFTMCHz3rl275NLixjbNDzwAeFjMnj1bwq946jtenAAAIABJREFUmNDs8t5778l30VEoGAzK+mW7eLFn6+B2MPCS4HjHYjG5RCkcsq+9vb0y3xyHPXv2iDqRKkPO69SpU2XOKGhFo1FZA8MFtovnUH19PW699VYAzvwxVOboo48Ws8af/vQnAPYe5AW+bNkyAM7YnHzyyeIYRqEqFAqJkMKLhfu/trZWwrHykU9h1apVAJwCHyZYjvPSSy+VvWOW8bzlllsAOPuXMEvtMtvgscceK+PENUEhbNeuXXJeDWTdZhI6uU/Y5lQqJaYVfl91dbU471EAMjPymbn3AXtvM3/2tGnTADhE6f3335f5MGPPqfL+0pe+BMCZz7Vr18ocDzRXhKqyFQqFQqEoIIwIY6YE7fP5RCXBn48//jgAYNGiRbj++usBOMzp2muv3a+azmTLlLx37dolEh2lKkqqr776qjgwsGB2IaChoUGkK7adUpnf7xeHAqKsrEyed5elmz17dlp42HCCbU8kEiK1kuXOnDlTpHVKyZyzkpIScX5hXw8//HB5zl1yz6wIRJhOM25Hj+7u7iGPCTU4Tz/9tPTVLOXJfrONZnUhwJ5PsmLuhe7ubnGEorRPBhyPxyWXL1l1e3u79DuXBdoPBDozMeFCXV2dsHaGgpkqXa4BsmIzfzj7z3fW1dV5wv52796ds/XLd7a0tMh3ZlITMxyNoU7jxo1Lc1ADbJU8YJ9ZbPPXv/51APZc8SyjAyLNNlu2bJF1SS3X3/72N1Hv8zmul1/96ldisssWnA+OY3d3t8yfmVGPbeZzdDK84oor8NBDDwFwxsbMdc93nHHGGQBsRkiNATUFplaA7NgMj6UD2amnnnrQ/mTSinJ9cW1l0lY1NzdLn7i/zLHhWUPtU319vWQSdGf8Gzt2rMw7x6u4uFgc+njHcL10dHSI45wyZoVCoVAoDkGMCGOmdJbJdZwSy0UXXSRpFGlo37x5s9gqaIfKZEOlVFVVVSUSGh1RWBmotrYW3/jGN3LSn1yD9g5KXGRCsVhMpGoiEAiINEop0fzMHYIyXGCb+/v7ZT7MvNCUON31bxOJhDAZMsxkMinSLaVR83nmyDUdQ8iQ+Bwl/Orq6iEnQyBzMB05yMI4Z5FIRBz1TOYA2DY92q/Y/56eHpx44okAHGcujqGZYIUhPYsXL5Z+uPN05xu00Y0aNcrDtPj/YDAofeNcWJaV5hwGOKFB48ePl/kz64qTDfH5bMF5qaurO+D8sw1ksc8995w4QtEfgHO9efNmeZ72zXXr1smZRBZJxvXhhx+KFoF+LX6/X/6WzzPJyRe/+MVBOW1yrff29uLBBx8EAFlnDNkyc7KbiTD4Pfwd1/inP/1pyf19ww03ALC1An/84x8BQLSaZJdvvvmmVK3j9ySTSfm3ez+Wl5fjZz/7GYCBMeZM/aU21Nwv3HvU1u3cuVM0BQQ/CwaD0j7TgYysnuA6bmtrk3XOud62bZto5TgWfH9lZaWE1WUKycuEEbmYzY1hqv7Mz+bOnSuqBx5UEyZMkIvWnbj/ww8/lEP7mWeeAWBn0Pnyl78MwFFDcMGFQiHZ9IWEQCAgBxr7ygVYVFTkWVyhUEjGzK0e9Pl8WZU4zAXYpp6eHpljzlV5eblsAPaNB0JHR4c4j/CzeDyeVriev+O7zFKegO096lZ5mfHCQ1X50rOWnvSLFi0Soci8oNkurlVeDjt37sRZZ50FAJJsv6mpSTxdKURSJWhZlgiUFExrampknPg9+XaU4phScJwyZYqsOX4391lXV1daYXnA7r9bYKLQ0tDQILkG2P/Ozs6cxfFyzizLkrOGl4PpxMc5YqGOyZMnS6EOXgB0XHz44YfFwYslOmfNmiXzwjXNQ9zM9Mc1aF6UQwVjhH/84x9j4cKFAOzIFMA5GxoaGkSwMi99tudAbaHwNWPGDOkHVbOXXHIJAFuQ4V7j2q6vrxeCQAcpqo5bW1tx0kknDbiPZvt4xjAzl1mWlHPMi7OystJzhvBdZsEVPtPT0+PJk07hsKKiwpMjPhKJSOYvmp14xlVUVMi6GihUla1QKBQKRQFhxDN/mVIL4KixPvroI1FHUALdsGGDqDmZMYoSSygUkhzQzEfb29srkholKHfmKCD/8Z+DgVmgmyzJDJVgqIr5PCVFM1YXSM8wNdzgvGzevDlNpQXY0jvZrVm+EbDnhZ+ZrJvzTtZCNtLX1yfzZmYHc2cIMkPPhspQKFVT+2L+znRKM3N9A47aeurUqVJqlI4vzc3N0maOCdduMplMc14CbHbH99O8wcxq+dKSsA1s1xFHHIHVq1cDcLQH1EJVVVV5qkuZ6mgyJra5rq4OL774IgBHVV5ZWekxzwwV5togW2d/3n77bWH3bHs4HPaYKaiGbm1tFQcvM0sfn3fnFfD7/Xk9Y8iSn3rqKfz0pz8FANxxxx0AvI6hgLOHzPAirq8DwefzyZnEM8oMFyPInNevXy95po877jgAztiYKuBsQZUzv88MsyNrnTBhgqiYyWjNXAI8M2m2mDdvXtr7AGe8Kisr5U7iMzNmzJC1au4PglqggUIZs0KhUCgUBYQRZ8yE23ZaUVHhCdA/4YQTxKZBqZV2gM7OTvmMrGXevHnC0ij10B7R0dGBl156CYBjhyHzzIREIiHSZj6lXp/PJ9IrnUbM7FBuZze/3+/Jkc2xHMlcu9RQ9PX1CVslK16zZo3MEeeHzGnKlCkSEkT09fWl2ZvN95v5wE3fhf1pQXJh0+P3mOEm/D7ae4uLi4W58vv4s7KyUpjJ2rVrAdiOVG7mYNrFyTYpeft8Ps9aYEgGw3lyDXeo2uuvvy4sgXuHFZLmzJkjjITsKB6Pe/YQ10ZZWZlnLYRCIfl3LiuhcV7cmoVp06ZhxYoVAJzzwqw8R8ZFhtbe3i55+cmcFy5cKHNlVpEbDvB7qcUAHKZMu/ill16KjRs3AnDWV19fn8wjzxJqqILBoPz72WefBXDgc9KEqTHIxxiYYbGA4xC8fft22Rtm3QBm4mI2RK7Vz3zmM7LOuC8nTJggNnK+g/fQ5s2b5Yym5mfv3r2ynrh2aHMuLy+XimEDDX9TxqxQKBQKRQGhYBizG36/H1dffTUAr33Y/Rzh/nz27NkZ7Tx89txzz/W8Y38YrlzTlmXJd5FNmGEAmdLWuet/kpm6+z6coJTZ2toq0ivbuWTJEmH17ipL0WhUfAsoxSYSCZH83QkniouLPV7cgHct5FLbwfmhBG3a3NiW4uJiT5s5H8uXLxeNDz/bunWrpA+l5E/G2d3dLT4YZgpASuQMJ+Qz+YKZGhaww0bcCRPIEnft2pUWMgeke0SbSXP4012hq6SkxOO9n09t1ahRo3DhhRem/e5ga4o5ojMxev470z4cLhbN8WWNAbL+4UC++8hxZSgYfRPef/99iXBYtGgRgPTEMtSUch2vXLlSQi5pC3/nnXckuod+PdTOJhIJ8eugHTkWi4k21p3i+e6775YUrwNFwV7MADyhFaYacn8Hr4lUKiWXFd/BAyEblWYu1WkDAS8obq5wOJxWwJ2gqokl5Uznr5ECL9p4PC4XMn/u3r1bNgXVbzy8zYuXh7g5j3QuoiopHo/LBW7+rbtkZi7mjGpkfjfzKpvvpqARjUalDZwHbuyenh5RJ5q/4zybmbIAe826Q3vM8AzGSPKAYnhPvsC56+/vl8vULD9KcCzMnNlcF+449kgkkrZmAKSFq3AtDLeD5kBj3s1LeCBnkyJ3oDqZzphnnXUWXn/9dQBIyxjItcZ85aeddhoAW1hxOwU/88wzkv2NpjUWkrnooosk77aZB52Obwxboyr8uuuukzzbA4WqshUKhUKhKCAUNGOmFG6GTLidesyf7jJ+/f39wj4oCZnsiu+nCuRg0jEl+Xwy0VQqJX0kYzYTdGTKdEb2YYYqmH83EqA6sqenx5MBykxM4Q51SiaTnuQxPp/PEzbD/5uOK5lCw/anYckG7nn/+9//DsDulzsvtt/v92S4MyvXcHxMNTznkWNjskmquc2wMjMpC+CUNs0HzJAtM/SDa45zRoRCIdlznONQKORRV5PtBIPBtPAw/h33q7ss7HCyULP8KODMgVm+00wiogx5eMB54Zlo5h/nupk3bx4Au1QrQ7UY4kWnsfLycklyQi1VKBTC//3f/wFwtHpcx8lkUr6bzHncuHGiwTr//PPld4C9Rwa7JpQxKxQKhUJRQChoxkzpmj+7urpEYiYLMfMvm44kgM0k3U4jphOQ2wHlYBgOm61lWdJWSmpkRB0dHVLBxAT7SGmP/x/uWrYmyPpCoZC0g+zoqKOOEmcLtw3YDJExc1GTmfA5/r+vr0/+nY+atSbMVKeAY9MKBALCDs1KN5Sq3ZV4yH6B9Oo07rFgv3p7e2XtsQ319fUSTucuTJ8PWJYl7aPNrbGxUWrVurVJPp/PU9nIfI7vIgsNh8PiZPPcc88BsMNyOJ4HcgDNN7gfM4U/jQSDV9jgvLjTLZtJivjZqlWrJFzq9ttvB+AkE7nqqqtw8cUXA3Dm+JFHHsHixYsBAJ///OcBOGv3sccekzDHm266CYC9jqnBcu/7bOqjF/TFbGZRAjKXdiT25/zFw50bm3+XTCZl4IbbqetA32cegG7ho7u7W7xUTVA1w/jCkXKUMcF2FhUVeYSirq4uEYrMWGDA7rP7gvX5fLLY6RCUSZ041OIUB4P7/TNnzgSQXrCB/TI9td1OTWYGKDM+m33kRjY9vd3OUhMnTpTvYmH2fIBrsaenx5PBraamBrNmzQLgOMLx+X379okqjyr/kpISmSu2vbm5GYBtmqAqm4Utpk6d6vFoHwlwjtw5zysrKz2qbMBp60DyTyuyB8eZjpTcI3PmzJFMdHSI/eCDD3DrrbcCsGO5AWc/BwIBLFiwAAAkUufGG2+UfAD//u//DgCSTW3SpEnigc1sa/PmzZPMdfR8pykyG6gqW6FQKBSKAkLBMuZkMulRQ5sOJlTpHYgVmiFRbueh4YpLHiwsyxINAVkFWX8sFsuoyqa6z82Y3c5wwwlmwLIsK639BMefLJIw2YVZzpBj4nYo6u3t9TgeDRfI3sPhsEdFm0qlhEWZmdsAuw+U1ilVJxIJ+Z1ZJhFIL51JZnrbbbfhmmuuAZBfTYHZH3f44qxZs6Rd7D/Vg4lEQtYqw1O6urrEcYzvaGpqAgB8+9vfxvTp0wE4TjnhcFhMImTRA806lStYliWsnevXVF+z3zRPRCIRz7wr8gOuIa4z7q+7775b9tVdd90FAHjyySflOdZU4Fp96aWXJBfACSecAMCOZ77ssssAOPt8yZIlAOwzh05lzBE+f/58/PznPweQm3NXGbNCoVAoFAWEwqSNSGcBZElmwe1Mth23LcdkLZR6TQexTKEOIw3LsiSHK937aa9dsWIF5syZ4/kbjs8vf/lLAE71FNpZRgK0e7e1tYlTBp3YLr74Ysm+4x773t5eqfBDxyAzfzgZFN/Z29sr9p58MxTOA22htGmFQiFZX6Z93K354DxVVFSIHZnZukpKSjw+Fea651qlgxeTF+Qbpo2Z80EnrbPPPlvayMxS5513HgB7LmhrIxNubGyURAu009IOPWbMGE/h+7KyMvnburq6fHXxgEgmk54kRYTpxGf6srhD9Div0WhU2FchnDWHOjiuPBN/8YtfAACuvvpqcfQyQ5x4Lt5www0AHNv0ww8/LCyX2b5eeuklPPHEEwAcFk1nyzVr1ojmh7/LFMY6pL7l9G0KhUKhUCiGhIJlzIAjEZmhMpS0KaEeyL5mSrjuWsVm6rzhCrdxt8vv93sk5+LiYvEMJGhXu+mmmzKmduPztHcx3+tw2+NMMGA/kUgI42C4VFdXl/gIMGc2K75s3LhRWDGl3okTJ0rYA5kpKzH19PRg3bp1APLvlb0/L8t4PC42UK6hmpqaNPsxgDR7LG3wlOjHjx+Pbdu2AXBSfs6dOxeAndCD77ryyitz26mDgOPd1tYm+4TrK1NCF2oTgPR61QNBJk91hoJxvQwXzOgN+nC4U6Ymk0lhzTyXfD6fzC3XLMekuLhYmXIOwfXC84Vhlrt375Yc1ly/V1xxhdSm5nPMc759+3asXLkSgLP3HnnkEZxyyikAgG9961sAnMqEVVVVUkc910yZ8I1QGMJBv9SyLNmgH374IYD0TF7MOMSN6/P5RK3GDWSWHKTKkP0tLS1NC20ZJAbyB/vtIy/QYDBYyBt1SH0kksmkXEw82EtLSz0hY/zZ2dkplxw3SWVl5QHV1EMId8tJH3fu3Imnn34agLNW586dK0IH1bBcn01NTfIcs86ZpRrdDm6xWEzWahaOJUPqI+euo6ND9lq+4/l5yQUCgYGamXIyjya4R2OxmAiUNLHwsI/H43JGmY59/B0vDK4DMy4/C+S8jwWIrPpIExNNLTU1NR6hMRqNypzSVELHwy1btuDEE08E4OzfsWPHevJtkwCNHj16KCRgQIeUqrIVCoVCoSggjBRjVigUCoVCkQHKmBUKhUKhKCDoxaxQKBQKRQFBL2aFQqFQKAoIejErFAqFQlFA0ItZoVAoFIoCgl7MCoVCoVAUEPRiVigUCoWigKAXs0KhUCgUBQS9mBUKhUKhKCCMVBGLQz3d2LDkrWXSdBb0DgaDUkrvqKOOAgCsW7cOra2tACClyB5//PGhfjUwTH1kjuGvfe1rAIBPfepTkvyfJfJ27NghieeXLl2a9nOIucbz1kezSMoIY8B9zNRms1xqgfQnEzSPtI0h95HzzcINfX19qK2tBWDniAbsHOaf+9znADh5pJnXfiT3I7NYxuNxT7nfzs5O/OlPfwIAPPnkkwCAKVOmALCLUhx55JEAnNz1gFNiluUhmfP+5JNPlnKlWZSaHdAAFWwRi5x8iWVJ3V8OPBfQEDEsm+S2224D4NTn/dvf/obzzz8fgFOXt7OzE9dddx0A4H/+53/sL87NnA5LH7mxeQkfccQR0v533nkHAHD44Ydj/PjxAIC//OUvAOzLGnAKPmQJPdBtDKiojF7MI4q89pGFN15++WUAwLXXXgvAPl9Y/IEVzkKhEB544AEATj1tXtpmoQ7u41QqNdALbEh9ZB/eeecdtLS0AHAK57z22mtSrY39YNWvDz/8UMgNC6jU1tZizJgxALxFSN566y28+OKLAIC77roLAOR8GgAGtIkKuuzjUOHz+YRF/vGPfwQAXHrppSPZpAGB1ZU+//nPA3CKd59zzjk45phjAAB//etfAdil9VgyccmSJcPd1KyxYcMGAM6FTAl83bp1+Pvf/w7A2diJRMJT2pFVYKZOnTp8jf7/AGQY3DfUXozEpWxZlmhK+P3UsHDdAPkv9/lxBccyGo1KxbC3334bgFOBybIs2Yc7d+6U37HiFj8zS1u6icFwrR1ewuvWrROBnYLD8ccfL8IDS3WSMU+bNk0uXTJtv98vFz0va17eRx11FObMmQMAWL16NQBgwYIFOe2nrmiFQqFQKAoIHxtVdjKZFMmG6tFkMin2hO985zsAnLrMhawCpaTG2tPXX389AFuKI4NZtWoVAODBBx8UNRGluLfeegsA0NDQkG0TgDz38de//jUA4Mc//jEApNnJKXmeddZZAGxNANVPkydPthv3j2fWr1+fbROAQ1wFOsA61Afto/WPF3V3d2Pz5s0AgPr6egBOvfNUKiX1bsm0ioqKhGlkyxa41n0+n7zDVIHSz6KjowMA8LOf/QwAcM899yAcDgMAiouLD+l5HCByVh/9d7/7HQDHVHb11VfLPHA/8uwZO3asMFGis7NTtHS0u9JHZO7cuaLB4Dv9fv+wqLI/+OADALbamnXL+XPUqFGifWF/2PYpU6ZI+9hmwFmHvFdoUuzs7BSNH23SkydPFkZ+EGg9ZoVCoVAoDjV8bBjzQw89hOOOOw4AcPTRRwOwbQ2UwukgRYnwE5/4xFC+blgkdLJ82o5vvPFGzJ8/H4DDZN59913cd999AByG+dnPfhaAIxFmibz1MR6P47LLLgPg2DB///vfAwC2bt0qUijtyOYaff311wFAxqGzs3Mo2o+c9XGA7DVniMfjePPNNwHYNjJgv56xB21QMpm0ANvT/d/+7d8AOONL5xZ6qAKOrbGlpUXmj5oMOsqEQiGxV+/btw8AUFNTIyyX48VnkslkmgctYPtR0N+Av3vjjTcAAI899phoxsrKypQx2zioY9S9996Ln//85wAc7WFNTY3YYrdv3w4AMk8+n0/srpFIBIC99sg6ufeoOamurhZmSRZaX18vnz/44IN56yOdRTdu3Cie5Pze0tJSsaPX1NSk/V0wGJT1yGcSiYQwf/aDjPv999+Xtccx6e7uFgfjg/g8KGNWKBQKheJQw8fGK3v37t0eT91NmzYJezjnnHMAAGeffTYA25uOUiKlw0IBPcjvueceAMBXvvIVAHaIEJnMf//3fwMArrnmGjz33HMAHE/aZ599FgCElRYarrrqKrzwwgsAHPZFthQMBsWuSCk2FAqJBHzJJZcAAC6++GIAheGRG41GsWnTJgCObZYSda7AsSBzbW1tlTCWa665BgDQ2NgIAPje976X1XesWrVK3k8/hTPOOAOAPS9uzURNTY1oZbiX/umf/gmAbbejbY5st7a2VtgzWRVtxzU1NfJ+xo22tLTI83yOts+tW7cKO8/1WH8cwfVz//33e/xsGhsbZR9t3boVgKMBicfjMvb0LQgGg8IsOcecl3g8Lr/j85MmTZLv51qgxi+XfaMPREVFhYfRW5Yl7JahltTMhUKhtL4B9p3A/cV3UXvT1dUldwzPscbGRul3aWnpkPv0sbmY+/r6cMcddwCwY2EBO7bsP//zPwE4qrm9e/cCsNUSdDjiBBVKnCbDo6hyueqqqwDYi3rGjBkAbAcHwF78XBBc7CeccMKwtneg4CX8wgsvoLq6GgAk7IJz9sUvfhG/+tWvADgbob+/H8cffzwAR61PU8T69eslhCzfoJqP6l1ehHv37sXhhx8OwFF7jR8/Xg4vHgiZHExM5ye3g4z5HC8oXpxNTU0yFv/7v/8LAJg+fTqAwV/MfPf69evlEJo4cWJam3t7e0VtzXaVlJTInDK8huq+ZDJpOmcBsOc/FosBcA5AJsypqqqSdcxxKykpkT3Jg5/ti8VisoY+rrAsK01gHQoorLe2tkp8LoXIkpISvPLKKwAcIYdzl0qlZD7402wP28eLzefzibDGz0KhkDhvUuii81guwHXDdWZezGa7uPZ4rvKZSCTicWJMpVLyt3yO49bQ0CDjQ8E1Go1K7DTP6KFg5OmGQqFQKBQKwSHPmCkFbdmyRTJfUcJ5/vnnsWXLFgCOO78pSVHyJ2tzOwWMBPr7+3HuuecCAH75y18CcBj0e++9h69//esAgLvvvlt+t2bNGgDAhRdeCMBJ1kFHqUIB29Xf348JEyYAcNRQlFhvvvlmcWb7/ve/D8BmS3T6ITtmhqILLrhgWBjzxo0bxcTw6KOPAnDMI5dffrk4yFDtV1ZWJn10M2HLsoR9cw2OGTMmzeHGRCqVEvbBTHYPPPCAmC74d2SvgwWzqc2aNUsS1xB8d19fn6ifTRUl/021H5PjhMPhNOYLABMmTJB+k1mbDkXu/Wf2m+3g30ciERnzQgW1CNQK/PM///OA/o5jee+99wr7oglusOAaeeKJJwDYalaqrak93L59u5gF6EjIcfb5fLI3qbUYPXq0R1XMeWLbAWfd9/X1Yfbs2WntyCVjphaJ31dUVCT/3rZtGwBbg8W2cX9R4xIMBj2heqbqm4yc5hrzeY5DT0+P/JvfM5T1qYxZoVAoFIoCwiHLmCnZUMKfM2eOSG8rVqwAYNvMGEJFhweiv78fr776KgCI485JJ50koUYjhaKiImFRDz/8MACHVdXX10tyeUpsM2fO9IR+NTU1AbCZzVBtU7kEJcra2lpxwKBET4eJcePGSZgYpd6pU6dK8gBKoZTeKennC1xn3d3d4q9AiZiOMosXLxapnezomGOOEdZB2xTXYl1dnTAManyWL18u65ASOtfsrl27hH1yDMPhsKwLN3sZLDjOW7ZsEWZDLRJZQyQS8YTBtLa2yjqkbZKsYtq0aTJ2ZMLNzc2SSpPzzvmLRqPC5DjHqVRK2sExJ9N+4403xEEpF842uQRZJ/tKR7r9gVoH+rxQg/HAAw9IsZZsMW/ePADOGRKJRESrw7mrra0VGzAdaLmmfD6fzAt/jhs3zqNZ4bs6OztFQ8J39vb2ynpnH7mWcum4R2bf3d0t7+Vaisfj0kauKYYXBgIBWdPcQ36/X5zJ6IxKDcOYMWNk7ZlOn/wujt1QGHPhnNqDBA+9hQsXArDjlOnAwAH8whe+IIucalFO3v33348zzzwTgKMCfPrpp3HssccCcNQcI+EQRjUPPf64qMvKyuSAZgzruHHj8IMf/ACAo2Kll26hXMruQzUYDMplxQuWG7WystKTZH7Dhg1yYXDR82Cn6jTfKCsrk7XDy5QX6NKlS+UC4wX9hz/8QTY7+79y5UoAtsPIySefDMDpT29vrzjAvffeewActXh1dbUcJlwLxcXFnmgCOnENtuAED+9jjjkG77//PgDgX//1XwE4DkJbt26VQ4jFAPbu3SsHINtOIbG/v18yz9EpcezYsRJrStME57i6ulr6ywMxlUpJH821A9jqcV4AhYQ///nPkj2NgtjB5oLrgxffb37zGwDAN7/5zTSHq2xAEx7NKmvWrJFsiBznSy+9VDLxUUjgHiwpKZHnuN7NSmPcC2YEBX/Hwg49PT2yfr/whS+kfXcuLmZ3TmszUxkFv9dee03mg8KjmR/bHd1hWZbMCy9wOkSGQiE88sgjAJy9euutt8r+Y3vojJkNVJWtUCgUCkUBoTAoVRagVMmQmldeeUVqFNPha+vWrSK9UoVCNvrMM8+I5ESJqK2tTcIKqKr49Kc/nfe+uEGnkZ/+9KcAgM985jMAbLb4PixAAAAaeUlEQVTwpS99Ke3Z1atXY+bMmQAcx4qvfvWrw9XUAYHsljGMiURCWBSlUv4sKiryOAZZliV/S2mYbPSdd97J2jFmICAzmDx5stTFJr773e8CAO688040NzcDcCT0SCQi/2ZsL3+amZC49s455xx5x/LlywE4Dk9+v19U+WZ1JVPlCzjahx07dgymDF1aXmGq7cj8GT/e1tYmbaYZoqqqSuaRjIPzM2vWLKneQ5bv8/lkX/Ezft/y5cuFafH5QCAgvyNz5LyPGzcup7GwucIrr7wi80LnS/5/3Lhx0m/+PO200yQmlvNOrV15ebmERVJzMVDQnLVs2TIAzpxlClm79957JdSH64aMtri4WJgof44aNUr6xN+Z1b+4bhmG+te//lXm7VOf+lTamAwFPDPo4MXvra6uFvMJ17HP5xPTArUBZtY5d+a+VCol48N5oXauvLxcwiNpNn300UflrmAlPGqRstG6KmNWKBQKhaKAcMgyZiZ5oI2irq5ObGB0mtm3b5/Ym8mOFyxYAMC20bJCCKXEtrY2YSaUdimp0kaTb6RSKWGKZJqU+qZOnSp2Z9r5UqmUSLvuAPpCgGVZHqbZ29sr0islaVOCdme5CofDackAAIeh0Tadb/z6179OcwwBnNzkjz32mPgpmCET1HxQg2PmjCa7Zda2ZDIpWh3OI78nGAwKc6U2obOzM03iBxzGsHTp0qzqjluWJe+g1uWCCy4AYM+FO5HD3r175bvJfFlhZ+LEieK8SNYHOPPstlHu2bNH9jLHJhqNprEgALKWyCoLBdRaPPjgg6LBIcNiUo3Ozk7xg6Gmb/ny5aLxInPm3r799tsPllt6v6CGgd/HeUqlUqLJ4Tm5ceNGj3aDDnV+v9+z5zo6OtKcEAFnHmOxmLzjvPPOA2Brirh3yHL5zsHC1KawPRw37rfNmzfL+iLbbWpqkjOc9m72sbS0VJw2ubbHjx8v/2bCFO7BQCAg72AI3GGHHeaxz7PyHedzMFDGrFAoFApFAeGQY8x006fkRU+5119/XSQW065AiY7MiqykoaFBQgNoT0kmk+JlR9s0Q3eY5CPfiEaj4hlLKZN97u7uls9YjzmZTIr0So3B888/D8BJODKS6OrqknARzkVHR4cnZIOSMFmZ+Tufzydza6b5AxxbXb5A9n7ccccJa6OnK9uwbds2TxKRiooK8TgmE6RH6tFHHy39p0d0c3OzJJQho+H3NTc3y/o1axXz/bRTM3zr2muvFcY7GFuez+eT9eWW8jds2CC2aDLanp4e0QIwSoJrcNWqVcKiyRxTqZT0ifuW+zgWi8m+NUN7OK5kKHymkLRCgMMYn3rqKUkNTK3QSSedBCDdvkvNwuTJk+U57nfO9YwZM3DKKadk1R5qadwV937xi1+IJo6RAZ2dnbK/OLecg3g8LmuI89/R0SGfu/0cTG9mMtJjjz1W1i39ArK1MZsJQNzaGrahqKhIxpTa0GQyKWNPLSjPmng8LnuJfkq1tbV47LHHAKTnf+fzTE/L8NrKykqPLZntywaH1MXc1dUlZRupXqAzSU9PjwwMBzkWi8lkcINTZdHQ0CCLkZ8FAgFZVNwkvKDb29uHJTdvIpHAQw89BACeUmQ9PT2iXuHPyspKGQOG4zAcohAu5ubmZhGG2OZEIpFWyhFIzwtNmBl0qLbifFIYGaxTTLb40Y9+JPnWWUKUbdq3b5+nNN6uXbvkkKPgx8x0d911lzh68RBOJpNyWRG89CKRiJhYTFUbHXrc8b+JREIuaebzHijoHMlDmOYe0xHLzJVNJxgehFQXNjY2ihmJl0RfX5+YXaiSJ+rq6mS8uI+7urpkj/IyYR/dglChYNKkSTj99NMBOOGOc+bMAWCrdimkUtgOhUISOmgKpYB99lDlzXDBgYKXAi8X7pOFCxfK3mGGvU2bNsl+dJfl9Pv9acITYK9Bfs7fcc5CoZCsaQp58+fPl3lzmzIGCzOsiW2g4EsBsKenR8aSau633npLaghwjXJ/AY6jGtf2u+++K3mwKfhS9V9VVSX/5hpPJpPSNs4Z2zB58mS5rwYqkKgqW6FQKBSKAsIhwZgp/V1++eUiabnVasXFxSKx0Alg0qRJogKjcw6dRyorK0WColpxx44dokak5MgwnWXLlknShXxK6/F4XNz/yfyp/vnggw9EoqMqrL+/X8aELGm4HNUGgsmTJ4vUauYpd+eapfRbWVmZ5kgC2OPtdkBxq8vyjfXr10t+bs6H6azFdpjqK0rMZHtklffdd58w4N/97ncA7MQP7oxfhKlNoCrXTKLA37kdbAaLVColfXMnL5k2bZrsHX53aWmpMD/uQ67Z6dOnixMM1eITJ06U+aPGgKrvnTt3yl41k65QW0RWRK3VYJOo5AvUqP3whz8EABx//PHCilm2lWu3paVF5pvjRXMa4LAvMr+uri5xOBosaFqgGpZMjVXaACc5xssvvyymATc7tiwrzXxifpYJPp9PnqOm5JRTTpG1OdQ549+bGcnc7zS1cexPY2Oj7FEyZa6zzs5OT8KT6upqOWPdGe9SqZR8N+dvzZo18jt3gpmJEycOOtmTMmaFQqFQKAoIBcOYyTRMGwIlIdqj4vF4mmMI4NjcTPswJaO2tjaRhMiw+T1maAilJJ/PJ89TwqGRf8OGDSLlkvnkA9u2bRPmQOmW/TID2ymVH3nkkSL50kaZbShCPlBRUSGaCdq0zELrhGkfdYf/WJYlbJIaDbdDSr5AqfoHP/iBsEGCWhi/3+/JZR2JRCREjxoZ/v2YMWNkXZGhTpkyRepQ872m3Zprmv2NRqPyubvucXt7exqjHihMpuGuwDN27FjRyFCLVFpaKt/JPUrW19TUJMyfyYBMOzX3EPtQWloq+5BnQCAQkLVAGyBtpalUasTtzJZlSWUzOmNWVlaKbZL2ce7nVColfWRq0tbWVo+DKsewurpatA6DbRedkg60P1jt7aabbpIzw+3rYYYq8rNAIJDGXPmdBPcCbcwmw+Q73CkwhwJzvfD7eX5TW2XuXT7PsSkuLpYzlnNWVFQk88Y1znfGYjEZL85nPB6XueIaNcOrBosRv5h5EVL9zEktLi6WgWE2rj179ogR3V2Eft++fZ7k4alUSg40LiB+X39/v3jz8R2JRCIt3zDgHCBtbW2yYfJ5MTc3N0tbjzzySADpGXSoOuSBMH/+fHzve98DkJ5HuVDg8/lkgXLxW5Ylc8ULlxfUrl27ZP7McnPcTJw/vst9WeYabMNnP/tZ8Zq+7LLLADgXLuCsOTOvuelcAkAKErz88suSFYhr6uWXX5YDmt6f3PQ7d+6UQ9u8hN1jyEsvkUhInurBwO/3e5zyOM7hcNgjtCaTSTncOMdcu+Xl5fIZBZRUKuXJ3Mb56+3tTfOqNX8CTvF5xsa62zkS+MlPfoIHHngAgDPv27dvFxUo8/RTaJkwYYKUDuV6Offccz1CzamnngoAOP/887PyXvb5fCJQZXKqJCg4JRIJTzYwwlRbc85isZhHNc257u7ulrmhucY09QwVpnDg/p1ZGIZrx3QQ46VrXrB8F4VN85zhc/yM+9F0XuUztbW1nmIy7jKTg4GqshUKhUKhKCCMKGPu6uoSNkxWSMeHGTNmiMTBcINVq1Z5JBuql/1+v6fQvJl32R0GEAgEhIVQcrQsSyRNshA+39HRgbfffhuAE6KVD7S0tIhkx7Fh9qUtW7aIOpFq7kWLFsnzZFqDDa3INzJVfTErCAHOnEUiEU+VFtPRwx0byPWQb4RCIbz00ksAHMZMjU5vb29aljLADplg+6l+p7YjFoth7dq1ABwnvlQqJf0mi+T/E4mEMACOG5Aefmb+NHP/DgY+n8+jbaHKtaWlxZOZKxwOZ8x1zjZwTjl34XBYmA77YYblmLGwgL1HqUlhvnhmycp35TSqQGtqajxqV/Z16dKlchbQtLRv3z5xCKJGhWxx9erV0jdWHjrzzDPx1FNPAXBYNP/unnvukf4ONm6b43MgNSrXbCAQ8KiY+feWZcm6MmOX+V7TNAjYzJlrKJOae6gqbLM//LfbTFlZWenReJp9cqvhk8mkfMZ1GYlE0vIumP2oqqpK0/4B9nrhPue4ctyycVRUxqxQKBQKRQFhRBgzw0wWL14sUg4TITCYu6WlRaQRhlT4fD6PBGgyKTJgsl4z6NsdjJ5IJITxmJI9f0eQAezYsUNs0vlEU1OTjAmZCW2TO3bsEOcvMpmuri6xN1955ZVpzxcKyPwojZq2TM6PGQbkrvTS39+flgTGxHAx5q1bt4r2hZIww6cCgYD8jn0cO3asp34zNTMTJ06UusXMyV5WVia2WHfShnA47AklMseB68XUnLjDnQYK9/iaOZH5GecqEonIXPE5M1sb54Y+HOZ+dIfLAZmzSNGhhus+23AbauI2bdokbNVd4Wzv3r2e7GtmznH256abbgJghxvR8ZKM68wzz5SxnzVrFgBn3hsbGyU3Ot+/d+9eXHTRRWl9M5ldthmyBlLvmPMIOPPutr+a4ZiEyaJN7Qafdzuf5iusjWuJ+8y0D/PMYehSY2PjfiuV+Xw+jyYuGAxKPzjvPI8ty/Ik9dm1a5en/jrHKKu+Zf2XCoVCoVAoco4RYcyvvvoqANv2QimGkg1tKv/1X/8l9hvTM9Bd95XSUigUEtscpUVTyifjoER49NFHS1gKJZtYLCbSLv+ONsCWlpYDejjmCrt37xYpl3Z3JhwZNWqUJHmgB+fYsWNFovvRj34EIP+eyoMFx820GZMJ0X7Deezv7/ckjwmFQrIGyDRoa1+7dq2EY+UDZAQXXHCBrAWuDTNcir8jqy4tLRXbOtcjPYsDgYDYIenN3NfXJ2vU/S7TRpXJhusOIVy4cKHHXp1tv5le0PSq5WehUMiTmtFMncq9xnEIBoOe0C4+Y7IL0wZohlMBTkjRYMPkaAPu6enBb3/7WwBOrXWOUW1tLa644goAzjgvWrRI0lpynPn8uHHjpMoV53j69Omyf8nIWWVo2bJl8hmjUNra2iSfc67ySQPOeGXyYibMamGcD7fNuLi4WOaDY+/3+z1e31x7gUBA5pj23WxC9wYDfje1rWVlZbJXqZkaNWqUx0uaY2RZlidPud/vlzVG+z6/x6zBwHH1+/0yj/yMWppsNAYjcjGfdtppAGwVJwt607GK+X+bmpokFm/x4sUA7IHkYeX+GYlEPAu5q6tLDgwOKgt1n3vuubjlllukHYC9Md3qDlNNmE1M4WCxb98+WewMN+Ci6erqkouMh3xDQwPeeOONtOfc6viRhjtGMh6Pe/ICmyURqfozwyDcfeNmZ3ahfMF0rOIa5UZjdiXTeYbPd3d3exL9c6OGw2E5fCl87N27Vw5HtxraVCeaBycPEa5ZvjMajQ5ZOGPbmaFr/PjxaRcyYKv4eDDxM1OY4JyxX+ac83nTiYaf80APh8MeU0W2cevMc75+/XrJ4Me5Yv7uN954Q9YX939dXZ2ot9kuOlmaGew4DqWlpSKcUM3Nc8Y8n3iW8DDPNdwhO27zEGA7owH2+uFaMp2+APvCYb+5pjo6OjyOh2ZWv0x5pPMJtpXrx+fzyZnDsERTiHSbN80wPl7oiURC3sG1wH2ZSCQ8avSGhgZZm/yM5zeFg8FAVdkKhUKhUBQQRoQxU51TXl4uGZD4k44Vra2twqapvq2vrxcJkOoFM2uXO1NLRUWFvPf8888H4Eh9Pp9P1ElkB9XV1cLcKCWaTiqDrdSTDSZNmiSSLCU0Sm7t7e3iuELm/+yzz4qkRjUvneUKBZQcySoSiYQnYQYZxPbt2z1Vtfr7++U5Og5yHbz22mt5bTtVlF/96ldx//33A3BYIZlAPB73qMdisViahgBIV+mTKZtJcdzPm3mhOSZmCJW7ItCJJ54IALjhhhuG3G+2gdL/tm3bJITIdBRyaz7YllQq5cnZHQ6H5X2cfzODn1tlCjhaBpouaOoaLLhHDmT2SCaTwgBpPuru7sbGjRsBAH/+858BOIz5k5/8pCQBMs8LzouZl3qkkUmdSgYfDAY9Ghmqhc3wJ1PzxfXrNmGkUil5nvP4wgsv4Ctf+Urac7mEWeUNsM9J7lveE2vXrvWEHDJTYqbc2mVlZXK3UGvDMSouLpb1RHPjmjVrpLSmWdsg6z5l/ZcKhUKhUChyjhFhzKbUROmKBar/4z/+A4AtlZIxmzlN3YkpzHAOd0rKsWPHSpiF24bN1J7m+00nI0rAlPpSqZRIyvlEf39/GlMCnLCG8vJykegYqhOLxUTyo6NOvp0tBgs63pihFZwjzuOZZ54JAHj88celj6aEzvlw2znJbPIFfu/MmTOlUg9ZHPvV39+flg8ZyJzkg/2Jx+OeutrhcNiTP5ySejQa9SRpMR3CaBfk+mxraxuyP4TbKXP27NmiKTCdIN32QzMtopsx+3y+jElH+Lx7vHp7e+V9DDMiQwmHwzkPwwkEAqIN4LkBOAmOFixYkNb2/aEQql6590kmkE1aluVJEMO5NueRDLKrqyvNnguka0o4Z9ROPvfcc1i4cCGA/DBmtoFtKi0tFcZPm/GMGTOk/Wwfz/2+vj75nXmf8L0cJ9MB0u1MN3fuXBkD7seh+A+MeK5sbnJePhzcoqIiceyhyjkSicjguuNaA4GAx2Hro48+kouYi8u8EDh5pmqSg8oFxHe2tbWJiiKfyBSfasZq07GC7SwvL5fFxPblu7DDYGBZlhSMNy8Sd35bChVFRUWeUpDV1dUyj8TXvvY1ALZndCbHllzjwgsvlI3GMpYU7j766CNPBjPz3+64dNPRKZM3MueP7ywpKZG5HTNmjLSBQgMdAu+44w4AQ/Pm5VjSa5zvOuywwzyOTpZlebyl2S+/3+/J1tbb2yt94xybWZLch3w8Hpe/Xb58OQDg9NNPB2CbPtyCTL6Rj0tlJEFV+yc+8QmcfPLJABxHOK6p8vJyz7lXXFwse8CMpgDs/UiHQQpRq1evHpaCI26VO5DZKc/0pObfuZ1+Q6GQ/Jt3h+l46S5DW11dLfcVBbl169YBgMSpDwYfr5WmUCgUCsUhjhFnzG4phjmE6+rqRKVrxhsyRIWqOrPaEBmGmfeUrNhdIs90nydrCQQCIvmRRVNqam9vHxYV1cqVKzOqhwBbrUSVP5nG7t27pa1sOzNIAZnDJIYTlmXJnJlwq8fo3AM4c0sJtbOzUyRaqsc2bNgAwGarQ43ZHQj8fr+nUtk3vvENAMDGjRtFq8PxTiaT4qhHNknnqVAoJJ+x7XRqA+zC8oAzDvPnzxemnG/m4Wb5XHstLS2e6jnt7e3CHNxOYMFg0BOjHI/HPc5CZNAmOzb3KN9LtT41K3V1dWnrXJEOMxQIgMeEADj75fvf/z7mzp0LwDknOU/xeNxzDgWDQQ/rNGPqWUGLuf5zGS6V6Txzm0BMx0OTRZuZB82/M9cez3szJIowHYHdGc9qamrE6ZaaMWofsoEyZoVCoVAoCggjzpgJMqfLL78cgC2xMPyHTjfRaFQY9YoVKwCk5+Z114udPn06jjvuOHkf4Egz1dXVwtLMLF+UDinJmwxiOFhndXW1MEx3QPzo0aMlaJ9My6yyw76ZYV0j7YhiWZY4JZFVBoNB6RNZIR2qiouL08KQgPRMYewvbaC7d+8etkxnZBXEJZdcAgC48847xUbH+UmlUjjjjDMAONm9yEYsy0pbt3zena+Yz5shOMMFapo4th988EFalj3AZhecI3flHpPZm2Em+6vUVFJSIn2kH0UgEPCEbT355JMAbFZ91llnyXsV6SDjJWurr68HkM6YzUpf7rPGPAcHc4b4/X6xLTO0rbm52ZPoKVtkYszU5LCWQXt7uzhssd8vvviirFHeK2alQrbLTMzCJE5mXWnAPnOYlZKZ3zo7O2Xv09bs9osZDJQxKxQKhUJRQCgYxuxGMBgUaZk2uueffx7vvvsuAEgoFT1jKysrxe7KpCKNjY3CHt22vGg0KgyTvzNr6NJ+RbtiaWnpkLxdB4rZs2cLe6TtmKxl586dMhb8XXd3t6eKCXM4Z1MHNNfw+/0SskCJM5lMyhzR+5Pt7O3t9eRfLi4uFlsjpVL2+c477xyObmQE+3X77bd7tDWBQMBjfzuUwP6w+pUJM5mKGR4FpDMOPsd9E4/HhaWRkZmJKchaTPbCeWelprPPPhuAbXcfDk/fQx2MiKDWytSw3XzzzQDstUqGSSZIDaZZCY442HpmGkzO8fjx43PmQX8gz3j2sbq6WtrPtXfKKafI2cHnzHTLXGf83ebNm0UTQw90s2Y838/xnDRpkmgnGC2xcuXKrPvpG24V2T+Q1ZfG43EpNs+fVHvt27dPDgdu2E9+8pM46aSTAHjLzCUSCTz66KNpv2toaJBDgaEEZv5THsQABnLSZtXHJUuW4IknngDghD8xo4zf75fFRdVud3e3qGToXHTttdcCcPJpZ4kh9dFUOS1btgwAcPHFFwOwD306M1EQ4gXNCwFILyXnDl/jvD777LNDufjyNo8FhKz6yHn5yU9+AsCO2eZ80CTR09Mj80Ih13RcdOddTiaTcqC5Y0oTiYSoz5lbuK6uTlSRVIvuR22t82hD+rhkyRIATsjO9ddfDyA9lI6ZzJ5++mmceuqpACCmP+ZGiEQiMqcDcSRNpVIiNJtmjQGGmg1prZrOXab5ZLhAYvjmm28CAH74wx8CcEL9/oEBHVaqylYoFAqFooAwUoxZoVAoFApFBihjVigUCoWigKAXs0KhUCgUBQS9mBUKhUKhKCDoxaxQKBQKRQFBL2aFQqFQKAoIejErFAqFQlFA0ItZoVAoFIoCgl7MCoVCoVAUEPRiVigUCoWigKAXs0KhUCgUBQS9mBUKhUKhKCDoxaxQKBQKRQFBL2aFQqFQKAoIejErFAqFQlFA0ItZoVAoFIoCgl7MCoVCoVAUEPRiVigUCoWigKAXs0KhUCgUBQS9mBUKhUKhKCDoxaxQKBQKRQFBL2aFQqFQKAoIejErFAqFQlFA0ItZoVAoFIoCgl7MCoVCoVAUEPRiVigUCoWigKAXs0KhUCgUBYT/B7oF4IJjdMtkAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 9/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 10/50\n" ] }, { "data": { "image/png": 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qsLLo/kZLS4swXjIOqsb8fr+t+LzKjsiiGaYTiUSkP+PGjQOQmg0tW4jFYsKUKY2SQbS2tooqnqxy6dKlOPXUUwFAqotxjPLz8yVHeiYY87FAybuystKm3Tl06BA+85nPADBD9KjmKy0tlTmg2gswncOsDBgw44TVcSMjJxsgW/F6vbJn+gvUWpDtM7QGMFXZw4cPF2ZCdqiqEbON7du3CwNS9wjbyPXIc8PlcqWcJ0BqiCLNDnxv9uzZ4tjF84h7HAA++9nPAjD3tppFrL9BVbuamY1mpMOHDwtTZn53rs9MVIjqLngmxONxYbdcb4FAQPaadc01NjZKu3lOsrwwYJ6//F5HR4doNflefX29nM3MZXD33XcDMLKhUTPUXWjGrKGhoaGh4SA4ljGrOZNpHz3jjDOECdCmQRuCz+ezBYkXFBSI5GPNP300ZNvWdfDgQUyZMgWAmd9aDcWgJE8m7PP5hK1ReuNfl8slkuA111wDAJJBK5uIx+PCCthWzsuePXtsIUper1fYB/uj5kBn0plMw+oYSKm8oKDA1p/169dLn8hsaR9Xba20W5Kp8X31dwCTrVEqj8Vi8j4TQJCtqfPeX2CCFc4ZmQoAWc9f/vKXcd999wEwtWBWW3s2wfAWwNQ+dXZ22hyaOHf8DGCujZycHDmT6IxHVhwIBCT5BjVE9fX18pw///nPAOzMPBtYvHgxAMNXgGvpf/7nfwAYzo5Wrc748eMBdO28mmmQjTJTYHNzs4TVcg9WVVVJOC01ity/lZWVog3g3NbW1sq8kR1zjsPhMF599VUA5lx5PB6Z7+uvvz7ltw8cOCBZ3bqrrdSMWUNDQ0NDw0FwHGMm82hoaBBvNnoper1e8calfY//b2lpEUmV7KO+vl5s0JTkWP/Vqejo6BAplH0kgwyFQsJI2B/2GTAlOmoHBg8eLM9QUz5mGx0dHSK1UhpVWcLs2bNT3lu+fLnYbq3hLK2trSkhR3xGupFMJlPy6AKp9kGuK7ZlzJgxwpDJHvn/trY2sXepzNIqTav9Wb9+PQDTUz0ajaZoTQBT2s+GnwSr+RCHDh2S9pBpAWY0xdKlSwEAV155ZT+18PhQKwpxDN1ud8q/AVNr4Xa75azhe01NTSm5sQFzbR86dEjWLcNtnAp6XVdXV8s5fMYZZwAwokSs/hyca3VP9Bes2iefzydjznbu3r1btDQ8S6gJKCsrE+0s821v3rxZkpPQr4NnT0tLCyZOnAjA9BGJxWIpXt4AcNZZZ8mzrD5Rx4PjLmZ1UTNmWc32xYuIg8yNoRaT5zOamprEoYaHl1OKHhwNhYWFktdaLVRB8DX20e12p+R3BUwVzec//3lZoNkKjeoK7e3tMg9cqGxzLBaT13gxFxcXS/spaKghOGroGJCZkI2unAW5FlUTA52gfvWrX0nOczW8hm22OqDk5ORIPyhsctPn5ORIpiEKWLFYTC4M69xmQwVqzWTmdrtljrhXd+3alRLvC2TfdKRi586dMpaci9zcXNlrBNdXLBaTeVfV2tY+cV3u3btXwumY+cypoFPXvHnzpI+8vMaPHy/nKsFsglz//QnOh1ral+cJi76sWLFCzJrWMp61tbWy57hny8vLJUSTYbicR7/fL2YPzuOOHTtkb7Idq1atAmA4f/JZ3YVWZWtoaGhoaDgIjmPMZBXl5eXCmOiwpCbfsOYVzsvLs6l+3W63qCsYNuUkCb0rDBw4UDI5WZ2gXC6XrWRZV9WlyOTmz58vThlOQigUEpWm6uAFGJoNBuqz/8lkUlgXpXZqQNra2uRZasWtTMD6XIZBTZw4UUL7GGYydOhQcVDkmlb7zNdUltxVeTkgdU2w3JwaZuUEWMOzvF6vOKWRRa1du9YWVsQxzCbIhILBoJwhbOeQIUPEPKFWXAIM5mV1dnK73cK61YQy/D9V/swH71R0Zfp69tlnAQC33XbbUb+XjfAuamFoFho6dKj8m6afwsJCW2ibmpmOZiau4zFjxkjJXD6fObarq6ttmo+f//zneOihhwCYuc7plFpZWWnTMBy3Tz36tIaGhoaGhkZG4TjGTJSWlooTENlBIBBI0fMDpvRaXFwsEipZlfoaJZZsJxA5HgoLC22pFrtKr6gyZmsecP6/sLAQV111Vcbb3FOQOQImC2GfE4mESN1kiW63W2xA1lzhgUBA1gLnPVMhONa1o9oVyY7VWuDW8D01NMoabpKbmyt9Yr/pYxEOh4XJcZzq6upsdZuzCWu+8lAoJKyYjk7r169PqScNmEXlswnOk+pQR81cKBQSzQ3brKb8tabDBcz9anXGSyaTWQknShcuu+yy435GzYfeX+CYUhtRUVEh6+riiy8GYDhsWR0uOS+xWEwYM/eUGvbG84j7vbi4WDRk1Hxs3LhRwt3oAPfyyy8DAJ544oke54J33MWs5vvlQKoHG1XYXAAcBNV5hsjNzZUDg56U/H8ikXBE4nwrpk6diieffBKAeQirKhj+2+q5DcDmBFVaWiqehU7C4cOHUzYFYBYqaW1tlblVTRJWdbXqLMaD1Tr/mQa9VadMmSIHMzNexeNx2ezWzEFtbW02T08gtfwoYK7Z/Px8UQuzADxj+50CqydyKBSSf3OP1tbWyufYN6rv4/F41jLS8aAOh8NymdJ8puZFtsZoe73elCxggKGupnDSVX+sjmQnArh+nRTZoYJnID2qm5qaZG9yPqPRqJwdFLAoACcSCekbn7Vr1y6ZP76mFsFgwQyivr4eixYtAmDG7XP/MwNgT+C8m0lDQ0NDQ+O/GI5mzFZHrZycHDHO06mLTKqoqEgkIMLn84nEZA2vikajWSlR1h2QYZDtchw6OztlfFTJ+2hODeFw2JFagbFjx0ooDZkjNSF5eXmiKWG/VBWjyqIBY44ZI8i5zjS4hlS2S2maUnI4HJY1qjoo8vtsP78XDAalb3w+/z9o0CAJ+6CzVG+Kr2cSZImqGlc1TwBGf6zx9xMmTACQXadMxqDH43Fx1KIZYcOGDdI2MifV/GKtJOXxeKTf/Jwaj07N0ImCrjQZVVVVkrmMYVXZhFUzlZOTI3PGsW9paZE7gK/xnAmHw3L+qLnSrSYozueAAQNsJgmv1ytrgdo8asB6c88479TW0NDQ0ND4L4ZjGXNXErTX6xVbAEMwaLerrKy0MWY1hzGlFrKq1tZWR9pfTz31VJuERUk9mUza2JqaYISgNLdlyxZhWk5CWVlZim0RMBlULBazZbJS80hTKqU9OZlMitNXphkzx5msRw3not2RjEvVbtCeyvbl5eV1WceXfeJ7lLxDoRDmzZsHwEiUABghG/z9bFcLA0yNB9eq6g+ianc4t5x3OvVlkzHTHqmGI6pVzPia1YdB/Tzb7/V6bZnC1L6daDZmdW2xX3PmzBFnRyeAyYrouNXY2CjslnvP6/WKdo53h3qucm7VebQ6mqr+SapvDwB885vfxBtvvAHA9E9guFQ0Gu3x2aQZs4aGhoaGhoPgOMZ8PMmZ9kRKM6oNwWp/zMnJsaUtJLvavXu3IxlzeXl5io1YRTKZtIVOqZ7a7CPHcNmyZfj617+e6Sb3GPF4XKRXJm9QQ+KsYV+5ubnCtGh/p0QciUREGu0qrCwToF8DtTe0cQGmV7aqvbHm0A2HwynVsYDUilu0TZExt7S0iKcnQzDa29v7rb/dATVXai53a157Ne8055Ne5tmE6qOgVhfia9awRWq0ksmkfF6t6EaoKVgBo888f05EfPTRRwDMFJVOAdcZ2XFnZ2cKuwVSNWtW23FHR4cteUwikZB5s2pF8vLy5Ll878477xTGTFs2tYK9SXh0wl3MHAg61qiOGdYCD/F43JY/mwO/efNmzJo1K82t7zs6OjpsKhS10AHRVR+thwMXqtPg8/kkg5W1HGdDQ4Mc3uy3y+VKCWlR/7pcLjnkrdmn0g1ePlRls83hcFiEPG7GFStWSNF1rjn+7ezslDbzsEgkEvI+L3peAIcOHZKk+VzHpaWljorJt4a4+Xw+MU+oMdhcmxS6eClmExxHVeVIp7T6+no5V3j2cH44h4DZH9XpzXqRJxKJlKIzPWlbtlT90WjUdp4kk8mst0tFV3nXGU6oFrawFhVRnbS4RlUToVrmETDvnKamJnmNZ0FZWZmcDxQUWGZyw4YNmDFjRo/6pFXZGhoaGhoaDsIJxZgTiYRIq5TM6WwDmFKrypytKg1KUHV1dSkhDk6BWj7PWlIuFoulqFoAQ8KzMmz2f+PGjf3T6B6ipKREnEc432RcwWBQ+kN1cGdnZ0roFGAy0127dkmWpkw6f0WjUQmrsebrrq6uljYzT25JSYn0jZ9nH4qKioQ5sc2dnZ2ytrlGKaG3tbXZ+h+NRjOWE7w3sKoCo9GozTlNZZhkX9YEHdmA6qylskLAYFNkvMyDrmqougqp4Vhw3/KMCoVCKY6MJwJCoRAee+wxAMAjjzwCAFi4cCGuvvpqAKnnb3+gK6bO9cW527dvHyorKwGY+6WhoUFYNE1RaqUzfo6sV629QKiqbLJuZhibPn16iuMYYJppejPnmjFraGhoaGg4CM4RubsBt9ttswVQWsrNzU2x1wGpdgVrCNKBAwd6XLy6P1BbW2tjQmq9ZTXvLt+zJhEhM3FSSIMKl8sl7SerZ83t/Px8eY/VXYLBoMwzmTI/09bWhh/84Afy3HSDv9PR0SHhP59++ikA046VTCaF8dPOrebata491dZIth+Px+U1MmWu9VAoJGuaTKC/048eDwxVUZ0t2WZVo2N10My0X0B3QF8BNfyJ43vllVfinnvuAWC2mfPZ3t4u7EsNg7Imt1DrN1s1H8fT8tDZMRs5qAFg9uzZst5HjBgBAPjWt76VNQ1HV79LzRrZe25uLk499VQAprYqEAiINov+KjwnPR6PzV8jkUjIvKk+AkBqIho6fDFlLmCuHe7f0aNH97ifJ9TFDMDmiKFuemuSecC8wK1qiWg0Kp6XTrqYg8GgTSXSVTYa9luNt7PG7jk1s5nL5cKNN94IwChsoP71eDyysLlx8vLyZI44Z6oKNJPzxwO3pqZG1Fw8jOnkEQwGbWPd2tpqy8im5onmaxQ0wuGwxFdy07P/Xq9XfpvFWILBoC33bzbBw45tKS4ulktFVRVzrfKSc8LeUz3oufauvfZaAMD111+fUggBMPfjqlWrZE65FgYOHChZsawC3B133CHlArtrdslWeU/2sbq6WrLMvf322/K+Wq4UyO48WnNUFBUVYe7cuQDMtVdZWSnCo5qJDkh1+mO/8vPzZU1b75DCwkIRorlna2trpR3M2W2Nje4JtCpbQ0NDQ0PDQTihGHMikcCQIUMAmNIo1X6hUEikGLKLRCIh7JHSEdUxpaWl4szhpOxY+/fvT4nfBVJj8ayxq7FYzFZpitJfOBx2VFgDkUgkJB6XUqwa10ppnaaGYDCIqqoqALCVuCwtLc2omo/r5p133hEmRMmYbWf+avXzHo/H5vRBh5Hy8nLJVkT1mtfrlZAraj7IzAcMGCBhZYSTQqUAc82pDm9W58VwOGxT87FMZjKZzNoa5TmgOgH95z//AWAwZppZrJg+fbotf3Y8Hhf1Kc0Uqmmqp7kTspXrnmtv3Lhx0n+OidfrFQ0XNV/ZBPcC2XtLS4toomjOKy8vl33Lfci1GIlEbA6dfBZgMmY1fIqfowavpaVF5ttaybA35hrNmDU0NDQ0NByEE4ox79q1SyQgBnafdtppAAwpxhpo3pWzBaWe2traFKbjFAwZMsSWTairilJELBYTSZCfUyU7Oiw5wZZHuFwukSLp1EVbWmVlpUjrnOtQKCR2QDrqMHTppJNOymjYEOdi//790ta9e/cCMDMgVVZW2hxFkslkSuUzwFyDI0eOFPZBTcAVV1wh4VK0UalskgybUn4wGHSUAxhZFcP9vF6vzFVXUKuDAamZlvobzGilJvL561//CgB46qmn5DVrLvNkMilaLc51Xl7eMVmxNRuYU8F1r9Y2Xrp0KQBg27ZtoqWi4+Vzzz3X72205iS3htIC5rwcPHhQ5kVNeMPvsz/8vN/vP2aubH6O7+3du1d+l+NlPb97As2YNTQ0NDQ0HIQTijH7/X5hwGQtZFpqIgBKvnV1dcK6KO0w3CR4+uo6AAAgAElEQVQejzsynKixsVEkOmslqUQikVKvGjCkeNrW+Zpa9cgJ4ShWRKNRW4IJ+gXU1dWJ/8D06dMBAIsWLZI+UUKlPScWi2WUfZAJP/TQQ7Ku/v3vfwMAFi9eDMCwR9Hzlu0qLi6W79IWTbtXdXW12M/vuOMOAMCMGTNE0t65c6etHWQDnOtEItFv9ae7AzJH2ubUPPW06UWjUZuPwJw5cwBk1weC4VB/+9vfRINx7733yvtWTRzXm7ruOO/Hg5Pm7Fig7dTtdqOmpgaA6Q8xceJEbNu2DYAzfB1WrVoFwNQ+dXR0iN+AypKt6WC5ZlXNzsiRIwEYdwjnnWcVIyLy8vLEV4lJRLZs2SJaLZ5lnGs1sU534crSwPb6R3lpcTNxQ+zatUsOLU7AmWeeKc5iVAtOmzYNgDFY1mxgPUB3TpFe9XHVqlV48MEHAZjlzDjBVJ8Appq3pKRE1DBchGeffTYAYN68efLvXiBjfYxGo3jllVcAGIU2ADMOsK6uDrfffnvK5999910ZA84xPz9u3DjJSduLC7pPfaTDyMcffyzt41wMGjRINiQvJn4mmUzaSgLG43GbKUINt2Df1DCxbqrIMjaPKhg28s9//hOAsU9pbuIe3bt3L9auXQsAGD9+PABD6AJ6d3gp6FMfeQ50dHTInFZUVPSlPZlAv8yjFa+99pqYbCgw3nrrrRInTDKUJgLQqz7yTnj33XcBGM6Yl19+OYDUHO5cY8cqLazmieC6sMLtdtueoZaOvPvuuwEACxYsAACr82C3JFCtytbQ0NDQ0HAQssWYNTQ0NDQ0NLqAZswaGhoaGhoOgr6YNTQ0NDQ0HAR9MWtoaGhoaDgI+mLW0NDQ0NBwEPTFrKGhoaGh4SDoi1lDQ0NDQ8NB0BezhoaGhoaGg6AvZg0NDQ0NDQchW7myT/SsJv2aHo9JYN544w3Jw7pkyRIAwKWXXooLL7wQgJk3PE3oUR+7U/eZKe4ikYjUF/7qV78KwEhhCRjp7r7zne8AMCpHAcCvf/1rqVr0ve99DwDwhS98AQAwefLk3qRUJfp1Htn/UaNGSd5d1rW95JJLcNtttwEAzjvvvHT9JJCBPnINer1eSUP4/vvvAwAuvvjibj3DWle8j/nOs5Kusp+RlT7u27dPUlkWFhYCMNJwMm8888CnCf3SR1aq+93vfgfAWItnnHEGADO9p1pPnOcQ92V386IfBd1KyXnC5cp2CPplAbFww49+9CMAwPbt2yXnN4sg+Hw+STj/9NNPA7DlZu0t0tLH9vZ2yYfc3NwMwEgQP3XqVABmYnjmkX7++eexYcMGAMCOHTsAGPlun3zySQBm37hu29rapFgEc2YnEgkpVnKc4gj9Mo/McX7RRRcBAEaMGIGbb74ZgFkQY//+/ZLX9/TTTwdglIIEzDE6Gnjhq2XwlH6nrY+8kH/yk58AMIqMMGfwLbfcAgC44YYbAAA33XSTlLak8FVcXIyvfOUrAMwL/DOf+QwAI48218c555wDwLisCwoKutM0fTEbSFsfW1paAADXXHMNfvvb3wIw9+iWLVukzOPf//53AL0rbdgFMtpHFljhPmRJXI/HI/nsKWhs2LBB1h7XPf8GAgHJEd4L6Is5g8jYAkomk1izZg0A4Je//CUASOWi2bNny+KiFPfxxx+n1OgFgA8//BAA8K1vfUsYZi+SzKeljwcPHsTbb78NwOxHJBLB8OHDAZgHADfEySefLFVsWG3pggsuEIbFPlIwCYfDwrZ4sUUiERFgjlUTOF19TPnw/+2n6upqNDQ0ADAFJvb/jjvusAkM+/fvl3mjdoDjdu211+Jb3/oWAMi4qTWorcn2LYdkWvqYTCalohALPXg8HmFTnLM333wTALBmzRr89Kc/TWlzc3OzCJssEkGNQTKZxNixYwGYAlZBQYFU5DoO9MVsoNd95LolS+T+uu+++0Q7x6Ikp512mghiZNGsCPeNb3yjLwVAMtbHjz76CA8//DAA4PXXXwdgrkF1jfEM2bRpkwjIFBjJtG+++WbcddddvWkGoItYaGhoaGhonHjQjLl3yBjTevfdd0VCpb1j8uTJAIyya6wNSmkuHA4LY6L0SqZWVVWFAwcOAICoZYYPH45f//rXAHA8NpKWPm7dulVURrSBu91uaTPV8GRLqrRNNhaLxbBx48aU16jeTSQSMk7sI1k1AIwePRrAUW2YaZtHluEkcyguLha7+T/+8Q8AhsYDMMpzst8sS7py5UopmcjPkaGEw2FhwVTRX3zxxaLWV0vPqf9PZx+bmprw3nvvATDXTSwWkzrRkyZNAmBqQABgypQpAMyx37VrF/bt2wfALBPJ/vj9fhlD2vtOOukkWdPHsUFrxmygV30MBoNiM+Zfathqa2tx2WWXATDL477++utS2pD+LdTubNy4UVg365VPmTKlu2U9095Hng1PPfUU3nnnHQDAihUrAJh7DzBLrKqaRa5tnis8x8aPHy8lJnsBzZg1NDQ0NDRONGTLK1vDAjKNuro6YQxVVVUATMntwgsvxOHDhwEAI0eOBABs3rxZpFza78gmZ86cic9//vMAgLfeeguAwVpoY/n617+e2U7BkMbpKEG2n5OTI2ySTIj2m0QiIa+pRdhPPvnklOfSESUajQpD5GuJREKkdtqm++j1e0xEIhFhgKNGjQJg2LYphdObk+3My8sTKVy1D8+bNw+AyVr4LI/HI5+rqakBYDAU2tHpuNIdz/jeYuvWrTJHZA6jR4+W36KtmDb95uZmrFy5MqU9yWRSPFrJXq699loAxpqlDX7Lli0ADLZz6qmnAjiudqdH4DhxTPuyNqwax2QyKft16dKlAAynTQCYNm2a9JFrOycnB4MHDwZgMlKu2ZaWFtEoZALULB08eNCmdeOYTJgwAevWrQMA0bQVFxfLecUzimv2iiuuECepH/7whwAMv5G//OUvAGBjzslkMiPrlaB9eO3ataKRYR/plFlQUCB7lW2pra2VtcyzhP/vDy2zZswaGhoaGhoOQlYZcywWw969ewGY+n7q+DMpRTkRO3fuBGBIb2QMlC7pib1mzRqMGDECgCm1JZNJ8STkaxzDI0eOiE2PNulAICA2z/nz58tvphuqdzLZPe09iUTCxu75/wMHDoi9mZ7HnZ2dwrQo5arhCvwcn5GTkyMSMKXdPsQ6Hxft7e02pnHkyBGRsLm26dW8a9cu8aqnhzNtzoDJQtifCy64QPpDrUBVVZV8l4w5TSErKSDjWLFihW3tNTY2iqaAzJbjUFNTIxoS2swDgYCwSYZckY298cYb+OIXvwjA9F6vrq6WtX/++eenpT/RaFTYodU34XjM2er9fvjwYfEHYVRBIpEQbQAZKbUczz33nPybGoC2tjZhyGwP930oFJLx7YOnsw0MR6O3fDgcFv8Pnh38vWQyieXLlwOAhDGOHTtW1ijbPGHCBACG5ot7jqFw27Ztw6uvvgoAuPLKKwGYazXTjHnVqlUpbQfM8eVZ0tjYKBo8rjd1nVg1fvxeJpHVi/mDDz7Ad7/7XQBmwghu/gULFsgAcuLU+ExOPtUT69evF7WteggzjINhQ3RWOPfcc2Vz8JCMRqNy6PBQ5Gcyceix3QDE8Wfs2LFyeFElNGPGDADGAczFwQPT5XKhvLwcgOksxIXT3NwshzfHpLy8HB999BEAU73NeNlMbJBkMikHD9sSDAblouXBM27cOPmOdY7z8/Nlc3BsCLfbLZcWL+hgMCj95TMyiby8PPk9VThSw7cA08FNVX3zvVmzZsnFYF3Hzc3Nsk6o9qyvr8cnn3wCAJgzZ07a+qIKfIB58LpcLrlo2PYRI0aIcx0vJl60Pp9P1iWF79LSUnkuX+Mzp0+fLuFidDYqLy9PuwnC4/HIOuHf7u5trkueDR988IHsTc7twYMHZV64D3nZzZo1SwRlnjkHDx6Uy4AXAfv/wQcfpF1t2tnZKeuSgnkgEJA1tGfPHgDmRVZYWCjrkGFsFRUVIuhT+KRg6fF4ZE2rFxoFmHPPPReAuY7VsL9MgOtRddjiWmUbOjs75azleeH1euX+4RpkW9V7IlNChVZla2hoaGhoOAhZYcyUDJubm0Uipws7U/t98sknInlRjVVUVCQqB6ooGBo0Y8YMUfMRyWRSMtSQcaxduxYA8Nhjj6WwSD6TTI7SEtVwCxcuFNVPutDe3i79phTb0dEhDl5UL5Fxjh8/XqRQSmyVlZWiHuPnKKn7/X6R8jhO7e3tIuX+8Y9/BGCk9QTSq+4lqwiHw/J7ZPu7d+8W1afV0Ut1dOJ7ubm50jfVgYp95nucf7/fL99lOzKJnJwckcLZBpfLZWPy/Ex7e7usYzJGn88nzlwE++X3+2W+OdeBQCAjTigce6uzWUtLizjgUc05cOBAYYNUbVIrkp+fL+yD41BVVSX7ncljyLhPPvlkYZrUnpWUlIjGi8/tq9lFZcf8t2oC6QpWZzH2YcyYMZg4cSIAc6527twpY0KtANfs4MGDJZyOe3TQoEGilaP2j+M2duzYlJCedKCmpkYctfg7oVBIsrRRE8f27d27V/7NftfX18tetu5Lr9cr40QNXmFhoYzFPffcAwB44IEHABhalEyqsrl+9uzZYxtLmtFaW1tlLfBcUdXV1jOqP8ysmjFraGhoaGg4CFlhzKrNmBIw2RqlspUrV4ojCe0edXV1YoNmKAntHh0dHTa9fygUEjsqpWIy4n379om0R6ccPgcwkyOQad99993405/+lPL83oLhJm+//bZIarSx7t69W9gtGRaZemFhobAP1TGMkiklYD7f5XIJW2WoSzgclnHdtGkTAHN8aTdKB9jOwsJCsQvztbfeekvGl2xSnTuuBZXdWFkx5yCRSEjfGFqSTCZtoSeZRCAQkDkjW/J4PMKEVKYBGNI450idK4aUcE1zjAoKCoRhknmMHDlSHAbnzp2btr5w/VtZTygUsjGnl156SdYo50NNesLXuOeCwaDNWYz9GTZsmORP52tTpkyRZ6xevRoA8NnPfjZtfbUy4a4ckZLJpLzP9cg9xaQqgJkGd8mSJaKBYx/JUOvr6+XfXJdlZWWypq3ahNtvvz3tvi379u2TOVbt/FYbK9floUOHRKtDxrhy5Uqb9kDV7vD5PHMrKytFC0jbNTUH06ZNS2v/rODza2pqZG9u3rwZAFL8QrgWeK7G43EJCeP3ugpfzFQYZlYuZlUNywXAxcnNf9JJJ8lCUJ20eBBw8rnRv/a1r8mm4jMee+wxqWJEtTAvh3HjxmH37t0AzA03evRoyU/NfMVcvGvWrOmzwX/r1q0ATHWOx+MRpxFeXi+++KLEMfOiUdXC1oOzqqpKij1wLInc3FxRMVJVPn78eLmImRXs5ZdfBoC+5H+1gaouwJzbjz/+GIDhBUknGDqdcF5U5xGOt9/vlwODY8E5i0ajcqiojkt8/zhZsfoEtmnlypUiYPBQLi0t7VJtCRiHMfvBeQkEAnLIUVXMte1yueT5dFhpamqSeU8XksmkqK4JrpFIJGITsGKxmAiUPJhVr1b2QzUnUMjk2PDSLioqSnFoBAwnOJ4BzN2cTljj31XTgPpv6+HL78XjcTlDnnrqKQDG/HPtc6/yMg4EAjK+nM85c+bIa1wL1jlIJ5YvXy5rSDVDcB54WbHNwWBQVMAckz179sg8Ux3MSyyRSMg6UU1LBN+jEJrpi/m6664DYHiDP/LIIwAgtQg4j7m5udIfttntdsu+5VnC/VtQUJAxZ2BCq7I1NDQ0NDQchKwwZkobI0aMEFZItQ8l6by8PJG0KdlMmDBBmCKly5kzZwIwpJjXXnsNAKRMWU1NjU2lSent4MGD8h7j+lpaWnDHHXcAgC2bVmlpqTAaVQLsDihpUvqfNWsWACMzEFkC2e6YMWPkc1S5kGWMGjVKJDqOk8vlEimUUh//P3z4cGGTdCypq6uT0AZqIh566CEARtWjdIUvUNosKSkRZkfHu8mTJ9tUZxznSCQiqkI1Gw/f59jw/8FgUNRk1D4Eg0FZJ1TDcQ2ls2Y1f6O8vFzWoxr7yJAYtpVj6/P5ZOypAg+HwzJOzAvOfVJSUiKqUq7ZAQMGpISYpas/VF2TTXFsfT6ftFUNXeP4WtlFZ2enrDl+prW1VV7jWuVavOKKK8ShkyGNfr8f1dXVKZ9PJ7gmVLOI9TUVnEfO029+8xtRO9PsUFpaanNMpVNfbW2tlEC9/PLLARjmrLPPPhuAeUYxxGfv3r22jHd9RVVVlew59iMQCMjapGaC/y8uLpZ28ayKRqPClK3zWVxcLOck10I4HE7J1AeYKu1oNJrRHANcx0VFRRIfbz3HW1tb5TyiRtbn88kdwHOI43XxxRdn3AFMM2YNDQ0NDQ0HIasJRsrLy6VKCfX/lGJKSkpEumJGoGHDhsn7ZF/MYrVhwwaR9inZDhkyRNijmouZv03QjtbS0iLGf9oTKEl1dHSI9E5m1l1QqmZiD/Zh8ODB8nvMnPPpp5/K71BSo/1m27Zt0h9KfXl5efIM2vRoE1u3bp0tyUUymZS+URKmZLh+/XqR3vsKq8MMYErVhw4dso0h5yyRSEhbiWg0KnY7NccwYDAzSrn8jOpAZg0vSyeYA3njxo2i1eBaOvXUU6WNZMfUBOTk5Mj8qQlJOH9XXXUVAHOOV69eLWOnJsdQKzmlA263W9pAHwDuG7/fL4yJbW5ra5M9ynXJeW9vbxemzPVYVFQkPhvcA2SVXq9XWBQdvEKhkPhlML/75z73ubT2WUVXdsNwOIxly5YBAP785z8DMM+O4uJimSvamhsaGiSEiqD9ORwOC7O+7bbbABjnF6t2cf2StXLvpgOcs/LycnEu5B6JRCKi8eCa5Rlx+PBhOR94zgwcOFB8V7geqRVobm5OyVwGGOcXn0vNIJm2NZtaJkFnPav/icfjkddUBz/2m+Ce6GalrD5BM2YNDQ0NDQ0HIevVpZ599lkAZlgS2dKBAweE0dE7NTc3VyQ0SlqqByAZCdHW1iY2LEqfZCG1tbU2219JSYlIUWQoqks9vZd/+tOf9qiPZEy0Pb3wwgsAjKQK9Hjk7zQ0NAgDJCNikhS32y2enioDJDMhe6EdtbCwUKRWhqW53W5b8g2275///GfaGDMl8FAoJMyS/brmmmvEM5QSKtsUj8dTvCUJa1gV10ZeXp7Nvuv1em2f664dsSegRN3R0SGMgOv3008/Fe96sj6Go1VUVEjfyEx8Pp/4S/A9souGhgaZU0rt48aNs0n0fYXL5ZJ1QnZM9jZ06NAUhgUY/aetkfuQa6q4uNjmzazaE8mYuR937twp4VLUMO3Zs0dSODLvcqbBPcTIhU2bNgnLZ/pNzuO6deskjzS/l5OTI5ox+hh86UtfAmDkA7///vsBAE888QQAYy1wrXIvcB2nw45pjWJYvny5zBl9a6qqqiTMjfPC+fT5fLawsubmZgm5ZBvVtci9qibr4D4k2+S53J+M2boeecbH43Hpo5qfXz0zAHPdcw9mElm/mHmAc5Fw8NasWSPl8ni5hMNh+TcvIy6kaDQqA6eqKvhvLjQOts/nk4XD7wUCAXk+DxBVFcxLsadgmBDbygNo9OjRskD5t6CgQDYTx4IOcpFIRA5Otmvfvn3yGkMeqNIfMGCA9JefCQaDoipn//m9F154AQsXLuxVH63g+CUSCXFSogDw3nvv4ZprrgFgzocagsNNrDruWZ341DGyxsD7/f6UEDN+DkgVaNSi6D0Bn8E2h0IhW5lJ1fTB8eUlnJ+fL2OhxvRbM1HxvcmTJ0uIB387Go1KVqN0hoKpTnVqHwsLC+Ug456tqKiQC5zrl4d+Tk6OhMIwu5ca4kWBXM0sxrz5NG/t379fTDyZUB9ahbdNmzZJ3gNezIWFhTJvFL4ef/xx+QwditR1zM9zLGl2O/300yU88Fe/+hUAQ+Dg2UQhyBpK1xdw3XMfXH311ba882PGjJEYXcaLc64HDBhgMyOpMepcH3z+kCFD5AzlGvd4PPI8VX0MGBkeeR5mOgTJOo+8cGOxmE29nUgkUhwZAXO9WAlgJqBV2RoaGhoaGg5CVhnz5s2bRV130UUXATBZ0rp16yREhGosNcyEErqqxrVWxAFMtklnA9V5iN/l53Nzc8WxQ1VpAIaER8m/J4jFYiJVM0yKTi7Nzc2SvYnScTwel/ZQPUS2O2PGDGkf1SmxWExCWjiWZIIqO+R7KvukepS/k05JkAzH7/eLowjVkp/73OekzV2VZ7RKtKr6mSDLUdXWlNTr6+ttGc/Y15ycHOl/XxkzGbHH4xGnL1UtaXXOooNMTk5OStk7K6x5e7ds2SKsi/2ORqPiOJVOxkx2b+2PmtyGe2Ls2LHyOe4XOkGFw2FZ59yr48aNE80Y1/tXvvIV+R2qipnDvbW1VZgW29XTUEUrgsGgsHSuQWq0qqqqJF83TUwbN26Utcw9p4bg8TV1PtUkFfwcYOxjmuXYn7y8PNkffM2aD74vsOZYLy8vl3X/4osvAjD2iDpvgDk/jY2Nspc4F8FgUMaEe5SqbcDch5yr3Nxc+RzPQq6Jd955RxziMg32yWoy8Hq9NvOW6hDGsykT5XGPBs2YNTQ0NDQ0HISsMuYDBw5I2AwlOto9TjnlFAm0Z3rM0tJSmx1OdQaz5rKNxWIivVGiU4PK1SB6wJBQKUXxe5Ra3W632GF6gkgkgsWLFwMwK/Cw7RUVFSJxs33t7e3SD9VhCzDYCFka7VGFhYXSRmth77y8PJsdLZFIyGtkyvz7/e9/v8f9OxrYFr/fLzZJOn+NHTtWftNqt4nH4/JdMluPx2PLea2GDVF6Z79zc3NFOh45ciSA1DSKfc2fbbXDqq+xDR0dHRKeQa0I7Wpd5ddV2a5q+wKMWsVkpmSteXl5tqQN6WBYbAfZPuelra1N9oRa7YzV0djW0047DQBw5plnijaEzlAHDx7EvffeC8Dch/z73nvviW8EmeyqVatEk0Y2/eUvfxlAz23ObMu9996LN954I6Wv/N38/HxhjEzgE4/HZW9aq9H5/X5bffB4PC7Mkloqfn///v2yf+n8uHXrVplHski29ZFHHhFbdE9h3ffUcqxdu1a0iAybGjRokMwzzxWuwWg0Ku1Tw6Ws6Vm5txOJRErlNyDVadfKPnfu3Jlx2zKhVrBToWoR2UfV58OqHSDrzySyejHPmjVLilfTE5MTl0gkcOaZZwIwVY4FBQVygXNiVVWo1bMuGo3Kv60qU8Ae45qXl2e7kDmJbrdbFnJ3wGc+++yz4o3NhUqHliFDhojnJtWSxcXF0kcuDC6asrIy+S4vnk2bNsnnVXUS+8xFpXo187e44XioplOlxHHu7OwUFZ26oFVVHpDqncl+Wz2qu3ovmUxK+9lXVR1uhcfj6XPiearHifb2dttaCgQCcpmyfTzMvF6vrF/VG517wZqlrr29XS5kruNIJGJb0+m4mCls0PSjtk+NOQYMpzQKnZxPqtyXLl0q7eFlFI1GRQieP38+ANPJasiQIfJ8mq68Xq+YrqxZ7Xp6MXPOzjrrLGkrTVPqpcL3uL9aWlrkkuY+o6D5ySefiGqac9za2irzwcuO4xAMBkWQodNcfX29xMBPnjwZgDnvbFdvQMGK88eCNWVlZbZzBTDXEOeW4+z3+21Z13Jzc1PKIgLmmMRiMZtXtppNUL3cAcOMoJqxMgk+X70DgNQSj4zj37Fjh5w7FGo4nzyDMwmtytbQ0NDQ0HAQssqYS0tLMX36dACmhMqY166YUDgcFtZFRkTJTlW5qA41VnWfqjqlOlWtSkUWQqmVEmdtba2EgnQHfPZTTz0lqi9KY3Qs6ezsFCmO7ezo6BCVOSU0sozhw4fLWJCFhMNhaZcaesO/1tCrWCwmrICSINvAuNt0gG1oaGiQNpP9qBKrdX7UfqhmCmtMIZ/Z1TpRHcKsfyORiIxFdyR0rq+ioiJhsmQ9XLPV1dWirVDXlFUlTzVhQ0ODtIFz/Nprr8nao2aG2puysjL5LvsxcODAozKAnqKrkpvW9R8KhVLMTIDBojn2fAbns7KyUpjmggULABjZ0JYsWQLAZMD8TCQSkTHkelZz6VvjZnsKztUFF1wgmQStJoPOzk6JWeYcf/LJJ8LurOrbsrIyzJ49G4CZVWro0KE2bRDHUNWskGn/7//+L+68804ApmbwaCrX48HKegG7aaK1tVWcEInDhw/LOrSaloLBoGj1VDU3NT5q/nfAWBM8V1QnK/aFbeRZuH//fjFdWNuVbrANatZAILXsI0Oqksmk9I3mDZ7j1sxumYBmzBoaGhoaGg5CVhmz2+0WO88rr7wCwKyVOWrUKHGWYoUVNVTCGiKSk5OTEgAPGNKbNTsSpeRAIGCrbezxeESaInPgs84444weucuzrYFAQJgWpURKavX19Sm2Uv4uJTT+5ecbGhqkPWo1JkqCqsMV+6+OBf+yj3RAob0rnUW/KXGXlZVJIgw+v6OjQ9izGhLFflkLx6vJYzjHfC8YDNqqa23bti1l/AEzC1NtbS0uueQSAN1jzF3Z4Zg7mWxJdfhRs9Sp2hbAqCTEz1ALQsejsrIymQ81uQNgsFVr/uFYLCZj0tfsSSoLVe2hahtUmz3bcPjwYemjVcsRjUZxxRVXADDn6qGHHpLP83NqPnHuVTpNnX766bL3uVetta27C/qw/OIXvxBHMubk5rOGDBmCs846C4BZJzgcDstes2q34vG4rT9dMXq+pmrcmGnr0Ucf7VE/jgW1RrLVAYvzqdbcVmumk62zj5zjkpISW2KloqIi2V/8HNdzZ2dnil8O26CGTrEdfD7D6jLNmK02b+4fNXSWPg/q56yZz6gRySQ0Y9bQ0NDQ0HAQsp6SkxLqX/7yFwDAypUrARgekKw4RW/hQCAgthJKXpReGhsbUypTAYZdilIOJUdKuyNHjhQJlt+rqKiwMTI1x6vKrI8Htu/554Asb6oAACAASURBVJ/HT37yEwBmzen9+/cDMFiA9Vn5+fnSR6tWoLOzMyVMiH201j9VExvwu6qt1cqK1JCwdEHNZU6bOp/f2tpqs2GqzMuats/tdtvGns9SUyaqlW6syVK68uzuDtRkJ5wXfp+evmpVMv6NxWLC/Di+ZNxDhw6VOaMNtbS01BZeQ4ne5/PJOudnVMacznmzal+4jtvb24VhUfuwefNm2WscJzKvWCyGpUuXAjCZ2aBBg2w+HByvgoIC2RfULDz44IOiRaDvSW+1A2SojzzyiLAi2kyZJnT48OEy9mRvBQUFthzh1HLs2LFDWCq1e+3t7RIexzGhRkqt8cvqUvv375dxIpNnPerBgwfLbzE50bGgRkJYzwmioKDAVo+4ubk5xdsfMNdUS0uLjAnndtCgQeIbwLWgav7YDlVbx2dwLdBeW11djTfffBMAcOmllx63j30B28N+q9Xo1LMJMNa91Ru7P6pKEVm/mK0ZkObOnQvAuISp4qAKORwO2w5tLojCwkJx0uDnR44cKXHS1sENhUK2DD3xeFwOAC44Hsbbt28XR7WeYObMmbjpppsAmIcqVUmVlZWiJqIzl8/nE7UQF7h62Ftj6iKRiM0himMTiURSykMCxmGhqqmA1NjYdIHqv46ODtmUHOfGxkaMGDEi5XNqLmseJtYMPYBdZejxeGxOb2pmrb5Czf7DtaEeaIAx7lYntuLiYvkc20+1sBoTTOEwGAzaVG1qGAmfwbkaMWKELX94b6EKgKojFNvKNnCOmMGNpRjVZ6ghVYwh53v19fXyb6tZSI2vp+ljyJAhtvKd1oumu+AaCYVCGD9+PADzolHzm3NOuVdbW1ulXRwbzp3P5xOVN80axcXFshasearb2tpkDVHgqKmpkfzZ1113HQCkxDr3JHcChbxYLCYXOtcvCY/f7xfzIfdlZWWl5FOgcy3XW05OjpxXXKtqiVIr4VFj+/leSUmJjIE1q18oFEp7MZajgWuAQgGFC5Ucsf91dXWy9jnfLF5ytFDMdEKrsjU0NDQ0NByErDNmwqrSLS0txc9+9jMAJmvdtWuXTTWrJqGgVE3VZmFhoY198v/BYFCkO0rhfr9fQoYo0fP35s+f32vnKLJDMiaqzoYMGSJSmxoqYZW0CbWPVDnl5uamOHYBqaXerE45kUhEPmdV16czFyyfHYlERJIn1ExeZEQqO7aG3qiM8FjqehXpzB8NGMyGlXes7EAdZzKBcDgsWhq+xzXY1taWEh7H9lo1OERLS4uoYrdt2wbAGEPuC66FdMBaQpRsobOzU9pKzVQwGJS2kmGSSbW2toqqWA1js843oSZdoQOdqvmgBot7qKfgvhkxYoT0w6razM/PFyarwprPXHVUtKqM1RKCqmMqYOxx616YNGmSPI99JaPrrdbH6/XK76hOVoCRaOSdd94BYPY7JyfHprZVQc0HHfHKy8tlHvg9jpvX6xW2TvV+Y2OjmH2sJS6bm5vFdNFfYLgf2+fxeGympfXr19scUzVj1tDQ0NDQ+C+FYxhzV6BkrtqZaBdRE0yof4FUO6RV6rTmoe4PMICezFllvbRpqfZCK2NWa06TParOUhwLa6IJNdRHtb9yrPgMqwNPOqDa7WhDYhtKSkpScmOr76ntUF+ztlmFlaGoa6GvjJnPuuWWW6TNZIWq7Z/MUnV+Uh2nAFNbo7Iq9jU/P7/LuQWMMaQdko5Cag1Z2mStbKy7UMfIWoeZa6+lpUXaTGe+goICWXPsh2rLtYbseL1e0eYQqq8En6GmabXms++r74Bqr2cfyaBzc3NtjF51PFQre7GP1vzhra2tKX4vQGqlNWvYkNqedGl3VPCZzzzzDIDUZBrqZ7qjYeqOZkp9vrVik1PwpS99CYDpZJhMJqWNav1267xwb/dHfxx9MRM0wh85csRWlIIbvb29XTY2/xYWFspGsBb2Vh12MolYLIbf/va3AICFCxcCMD3/TjnlFNviTSaTNqcDLohgMChqerV4+dEuLa/XaytQ7vf7ZcyoXqIa6siRI2kTWKjGVB1F1HhOq2OUGitodeZSN8KxDgf1QOiqnGJvwN87//zz5WLmwbx161YAhqBBxxgeynv37rWp+9TsR7xEVcc9XrBqCVB+3hq3m0wm5UKx5u7uLZLJpFzMXAfsc01NjaxH7pv29naZR2vMZ25urk2F7/V6u8x1zr/8LTWWVi1kki5YPehVdCXoWwU+tjMnJ0fmmO8NHTrUJmyqggA9tvnM0aNHS8lF5szuaYx2T3A0009vLxvr9472fCeAc0SCpApMBDO/qdkDsyFgaFW2hoaGhoaGg3BCMGZKnMFgUNgEma+aq1fN6wsYkrpaJUX9Xl8LrncXXq9Xqkux5B0Z5Lnnnisl8VSHLatjFJGTk2Or6pJMJuU1a5WheDxue01lIfwdqtpffvll3HLLLdKOvoAssaCgwJZPuampyZabV/09q4R6LMasMhtVZdrXbFhWbNu2TVgkqx+xLOnBgwfF7MJ44wEDBgijtebRjkQikomKc5FIJIT50sFLrU5ERq5mK2J7GF7TVyQSCQmNIWtj1rJ169ZJaJDquGZVAZJxt7a2CiPhng2FQra4dc5ZXl5eijMdYIRXUYXdXzgWO+pKI9UTFBQUyBiqmDp1ao+e0xuoDpT9dQZ2pR7vSo3eX7BqFrl/VC2dVSMLmGNHzWV/QDNmDQ0NDQ0NB+GEYMysDasyITINshI1xzIlm46ODpHkKXmTOarZcboKEUgnyBhp7yWD8Hq9wpIYItHc3CxsxRqUHw6HRcpTq7l0VXOZ37Pmvi0sLBTpkPYUa4H6dIDS+P79+yXcgnNXUVHRZa1lK6zJZ7r6vGpPVp+ZTpskADz88MMSnsT5YQjTrl275N+0HU+aNEnmm9oDJnZQHWTY5pNPPtmWIEYNdePc8lmtra3yW70NIbIiGo3K88n86Ww2ZswYCV9Uc8yzrWQYqo2Ze40aHb/fL3uTc8u9oebd5nt1dXUyZhp9g5rAp79YaiacMfsCnj/0f+H+2bZtm62mQHNzsy2hTLq1cMeCZswaGhoaGhoOwgnBmJnGbvz48cJCyCLVSjxkfkyr1tbWJpIi7Xtkzjk5Of0mATFXNhkpw01qamokJy9TGR46dEgYBu3jKpOgzVgNrekqhaP6PRUlJSXyeT7/nHPOAQD87Gc/S1sqS+ZALygosFX9Ur1hrXaortJLHk/KPpbdOV3Iz8+3JZ1hXdbx48fbWG6mPGtpT66pqZF1RCbfV/h8Pqm8NXPmTACQlLZTpkyRf5NF79u3z7aWVI9lNcwPMGybTB5ijThQ66mTtdPerZE+JBIJW8hapqGydCfYmNW66IDhF8Ezk+tYTS2qahv6C67+/DEFPfrRF154AYBxSFizW3HQYrGYOMjw8lVjCvkaD9fCwsK+qLC7s5qkj9Zcu2qYljVcqL29XQQMqvB5yA8dOtSmrlbDq7iYePipsaFquTVmUeLBfpTk7D3q49EQDodt5Si7fND/9aelpUXGSQ1r6Y6jDZ1aotFod8O+0tLH/sSiRYsAGJcjY5uZ/J8ZjSxIex9pYnnxxRdlf1ljgw8cOCBrj4JDe3u77EOGrLCwS2lpqe1ZM2fO7K6D0gk3j71AWvqYSCSkWAhNTJlGPB5PyVSowkIe+mUet2zZAgB44oknAADLly+XM5ZmIa/XK0SKguWf/vQnAMCECRP68vPdkkS0KltDQ0NDQ8NByBZj1tDQ0NDQ0OgCmjFraGhoaGg4CPpi1tDQ0NDQcBD0xayhoaGhoeEg6ItZQ0NDQ0PDQdAXs4aGhoaGhoOgL2YNDQ0NDQ0HQV/MGhoaGhoaDoK+mDU0NDQ0NBwEfTFraGhoaGg4CNkqYpHRdGPMtZtIJHpczLybyGhO1/feew8AcO+99wIwE/53dHRILlfmno3H45IjfOPGjQDMMo4+nw9TpkwBAPzlL38BYOYo7gaykn84kUjg7rvvBgA88MADAIAlS5bg4osvTvdPAf3UR2bXW7VqFQBgxYoVMo8nn3wyACP/9KuvvgoA+MMf/gAgtVh7H9AvfeSa+/DDDwEYbWcpTOakd7lcuO222wAA1157LQCzWEYfS1fqXNkGetXHZDIpeaGtxYFuv/123HjjjQCAuXPnAjBKuX79618HANmXs2bNAgB87nOf60shHD2P/NCJUMTCgcjYArr55pvx7LPPAjAFDCZ6D4fDImhw8bOgAGAmiGd1KrVW8dSpUwEA69at625T+nWTsJ3Lli3DZz/7WaMB/1d5JhKJSHWwNFdt6pc+rlmzBgCknvHu3btlHjlXoVAI8+fPB2AWduDn+1jxK+19ZFGKI0eO4K233gJgVoJiXwcPHiyX7o4dOwAYdauttalZuOK0007DhRdeCMCsdtYDOPpAZ5EZl8slFY0GDhwIwCjsYq0Cp1ZcUqqvpb2PrKsdjUbx73//GwBkPnn2+Hw+KQjDOd69e7cIzc3NzQCA3/72twCMeb/uuusAQNZzDypIOXoe0wR9MWcQaV9A3AiXXnopVqxYAQBdVpKyVuCJx+Mpxen5GmBcaOoGAwxJmGUYj4N+3SRkh7yorKAA0s22dxcZ6+PmzZtx8803AwD27NkDwGTHTU1NUgmMF5XH48EXv/hFeR8AZs+eDcBgLX1A2vrIdpE5lZWVSRvZR2pvXC6XVJJiX4uLi2WeeUERfr8f69evB2COyeLFi6UC2nHgmAM9mUzKnmM/Hn/8cQCGtooaBTLT0tJS3HrrrQDMceJaHzBggAg6c+bMSVsf2a5p06YBMPZUSUkJAFOIOPPMMwEY58bLL78MwJyzBQsWSOnEI0eOAAAOHjwIwFjHrMb0pS99CQDw6KOPdvdydsw8ZhC6upSGhoaGhsaJhmzZmLMGRTWU5ZakgurKgwcPShvJmFW1J6VxvpabmysSMCVVfj8/P9/GQAOBQHdZSL/gl7/8JQDg9ddfP+bnrEyZqm2yMqeA6sHrr79eWFF5eTkAoKioCIAxj5wrzvv1118vKsPTTjsNgFm/uqGhId0q/B4jHo9LHd/zzjsPALB3715hTFTHjh8/HoBhMqGWhirQoUOHCrOiCnTw4MEAjFrlEydOBAD5nRtvvBF//etfARy1ZnjWQVvskiVLABj7l74E1Fxx/sPhsLBOzmdNTY2w6DPOOAOAaZPftm0bvvGNbwAwxyQd+OijjwCYYz9+/Hg5M1jLnf0KhUJ45plnAAB33XUXAODjjz8WVs/a7uxPJBIRNv3xxx/LM7pZV1vj/6AZs4aGhoaGhoOgGbPDUFJSIuyDf8nCcnJyRAonIpGISKNWZ7FIJCJMg/1Nk6dv2kAmfP755/foe9ZxyDbYnnfeeQeAYS/kfJAB7du3DwAwcuRIYRh1dXUAgJdeegmlpaUATKcZOgi1t7dnnTG/+OKLEgnANdXQ0CAaC/o3PP300wAMTcjbb78NwLQ7Dx8+HK+99hoAUxtAxqXaORmFsGPHDqxevRqAadd2Gm655RYApoNbU1OTREKwP3SWW7VqlWhRqBWZO3eusFNqH+gYN23aNLHdpxNkxdx79fX10gauM9qaPR4P/vWvfwEAzj33XACGNoTztn37dgDmGs/Ly8Mpp5wCINUJtT/g9LO9J9CMWUNDQ0NDw0H4r2XMTgPbRQYFmPZHSrZdsWOXyyVszRqzrXpI8vOBQEBsmU4AWWFPsXv3bgDAhAkTHGG/+vTTTwGYseSAYTcFTDs4Y0U7Ozvl8xUVFQCAsWPHYuvWrQBMm+y8efMAAIsWLcJXv/pVAMCkSZMy2o+j4ayzzpI19MQTTwAAVq9eLWN/zz33ADDiWAFg7dq1wr527doFwGBXDAWjBzLjn0tLS4VNkpGHQiGx3TqVMU+fPh0AMGzYMADGHJNtcv9WV1cDMGzMZNFcE+Xl5bIfrVEYLpfLFkqVDpCRs53RaFTawzbTb6WtrU3OELLi1tZWYcPsDz8TCoXE/lxZWQnA1KakA1yDLS0tsq5om0/3uXY0Bq5q66jdicfjsqY3bNgAwDzLr7/++h7/9n/dxdzHmNCMQY1Htl6mbLPX65XX1BAqggtIvai52bnRPvzwQ1x11VUZ60d3wXZzY/cUVI9+//vfl4QcaQ6l6jbi8bhsRqo0R40aJXNKFTBjyRsbG+VQPOusswAYzm90DmMSDiaDufPOO+XCZ5xpf4F9GDZsmKhaKXAMGjRIDsfa2loAEAHiV7/6lTj0jR07FgDw5ptvisqUCUXoLDZ+/HhR9VN9PWnSJBk7p2P48OHybwobHBOqgDdt2iQObjRbuN1uUQtTMOHfZDKZEbUsLzA6ok2YMEGcKXnR8MwpKiqSeef33G63tEs1m7HNvIg///nPpzwrHeDa+/nPf46FCxemtCudSCaT2LZtGwB7fohIJCLmRSbR2bt3L/bu3ZvyDM5rNBqVOe0unHlLaWhoaGho/Jfiv44xU+LqqQSTaVDt0dDQIBKmKjnzr5Up5+TkCIsmupKy+RqdNbKNv//97wAg2Z56CkrJr776Ki6//HIAZkKD/sbhw4eFJXFeGhsbccEFFwAwnW2ooo5EIvK5d999F4Ch0uccjRo1CoA5ZzU1NaINoDYkEyrOrkDWMGHCBFmXZLaRSERe+/Of/wwAEt60bNkyfO1rXwMA3HfffQCAs88+W9gj1ZwM3Xn00UclJOiiiy4CAFxxxRX43e9+B8BUu1Kr4AREIhFp1xtvvAHA0IrMmTMHgKnd+OSTTwAYKldqw6gpCAQCwqzIzDKt1aNz1tChQwEY88nkN1Z1emtrq6w9tr20tFT+zfNUTalK7Rw1JekE1/3DDz+c0TN89erVoj2g5oOhftOnTxcNwbJlywAY40XtH5n15s2bAQATJ04Uk1V3oRmzhoaGhoaGg/Bfw5gp4dEBhxKiU9CVE5SaI5ugVE2JtisbnCpxWyVgMrtsgwUbyI56CvaxsLBQnKbIwphqsL/Q2toq7aGU3dTUJCFgzE/OxBOFhYXChildx+Nx0WZYnfh27dolTl9Mi8mkFZkC98sLL7wAwCgoQucWJgdZsGCB9PvNN98EACluAJiM/ze/+Q0Aw6mL6UXJtBi+N3v2bDzyyCMAIAkqPvroIwk1InNn/m0noLGxUXwE/vSnPwEwfB9eeuklAKaPAPf2nj17pN8Mg5o5c6Y40HG8Mh3uw+eTcdbV1QnbY1vYTq5n9XuNjY3yb/aN6yUSiYhNmuslneCZ6Ha7Mx4exXSodFjkmGzbtk2c/agFA8ykLLQ/86zl2PQE/zUXMw8Yqk7VHNNdVaDigfn73/8egOGRyEOntw5LxwI9HseMGSMORNYFF4vF5HNqti+r6pvqTtV7kH3lwZ5t3H///QC67yXPTcGNqS56Ol5xQ0ydOvWom1XNZZwudfC+ffvk9yj4+f1+ERDoQc5DbsiQIeIFSwccNbOV1ekvmUzKpc2Lqr8uZjqsHT58WMaLQu0Xv/hFcRpie1iAZNWqVfIMOojV19dLJiv2o6qqCoAxJlTrMyOVz+cTtavT4u8BI+74pz/9KQDTjFJfXy9rgIc3x8jlconqm+rRoqKilHnuD1Cw4vkQCASkDdY94fP5pF1cv36/X8iCNfKgurpaLmSeY5mAy+XKyIXMvv785z+XfnA9cg2effbZImwy8mDSpEkiUNLUQxNWbW2trIXuQquyNTQ0NDQ0HIT/3zNmqkypTqTUM3PmTGGPdHmPRCIiwVPaYdabRCKB733vexlrJyXWk046SZxFCDU0gVIuJTu32y1SrhrbTFiZJtlltkF22906vFSBMl8v2VVdXZ2MCSXVI0eOiJRLkL15vd60OVBxvA8cOCC/TUaklstjqBPVhGVlZfJ5Otbk5ubKGqBKjCFhgwcPFvXgBx98AMBwEMukypOaGVU1zTVHtvCjH/1IVJlU902ePBmAoZrmHH/zm98EYKhAyR4ZLkTnrqamJsyYMQOAuVcvu+wy0ShwP06YMCG9He0DOjs7RRvy2GOPAQB+/etfi7pdjVsHDE0b1zud2LoKd8w06Ih05ZVXAgDef/99eY97Q80NwHlk+3Jzc20mNLWEJJ/hRC3H8UAHr61bt0ofeZb88Ic/BGBkt2MfqVGKxWJybnN8OSZvvvmmxLt3d441Y9bQ0NDQ0HAQTnjGbLXHqejo6BAnCzpNUXptamqSKkuUbJqamiS/L6UfMuh58+ZlNIyBklR1dbUtU44aKkNJlpJ2OBy2Bfur7JB2IT6jsbHRETllyRg4H2QSR2sTnWwoqVITUFBQIN+lX0Bra6vYPPk8NcysK5+C3oBju2/fPtFEsA0qE9qyZQsA0zartoEMe9iwYTLvzz//PADgpptuAmAkUbn77rsBmGw6U8knjgX+HutG33fffVJzmmFSdOAaNWqUsOkf/OAHAAwGRRbJ98guR44cKcya/iCDBw8W5v7KK68AMJ0Fs7l2ObcVFRVih/z2t78NwLA/cu394x//AGBqB2644QbxFVi7di0A4Nprrz3q8zPVR64zjvfNN99sqxZFthgOh23ZBr1er5wn/B41Jtu3b5fPqUlXThQw1/uIESOEId94440AgOXLlwMwctk/9dRTAEyt1nPPPScaAoa+0ik1Ho/32K9FM2YNDQ0NDQ0H4YRizJFIRCROsl16sxYUFIg0QomzqqpKvD9p0yPj2LRpk7AvplJbv369SIe0hdH7NxgMChvKZJIDVUomqyI7BGCrFtXZ2SnSq9XWrH6XHtuRSETGgJJ8NkBJk+3qih2oIV5M70hbKz1LCwsLxQ5JiTUWi9nyh/P/0WhUWFhfQbbU3t4unvpkGgMHDhT7Iz1wGc4VCARSQuDYR44F/SKYoOPyyy+XXNSs3Uummg1wTIPBIFauXAnAzJFNDdUFF1wgmowf//jH8l1qoJiQhIk5KisrcfHFF6f8zqZNmzBr1iwAZj1ijls26zNTw7Zw4UKZU87/8uXLZW7+3//7fwBMv44lS5bIGmW+6mwmOuK54Xa7RZNBfxtq3Vwul2gK+TccDou2iH+ZinXZsmWy15wU2gaY2iyr7buurg6LFy8GYJ4rn376qfSJqUU5Rjt27MA555wDwNT0jR49Ws4Dnls8Z44cOSKase5G9DjmYuZkMlvOhAkTZCB4UI0dOzYl6T1gLvpVq1bJpqWxfuzYseI0woucl2pZWZmoUZk7+p577hH1w86dOwEYjj2AcVEzGT2z9mQCfr9fJtaa0SsWi8mhqB7sR0uynpeXJxez+iwectm8mFkekQcvHSaSyaRcvpzb1tZWOfDZH8b1lpSUiPDFMTl06JCo5OiAxe8dPHgQ48aNS0sfeDlMmTJFilIwk9XUqVPxi1/8AoA9g1s0GrVlTuro6JC55eHAXMALFiwQ9SMv+WAwmDXnGjV8hnPFOaBD5QMPPCDr7JJLLgFgqFAZVkPBjOr9QCCAJ598EgBw7733ymsUyFgm0Qm57unoVVNTI84/Z599NgDDKfGPf/wjANMRjvOq7kcSha7Q32USi4uLZS2zfWyz6uTFdrndbtlXvOyY5UstqmM9v7IBFlzZuXMnbrjhBgDG2gTMe6Wzs1PuDOYe+N73viefoymKfY7H4xg5ciQAM3tacXGxqLC5t/n51tZWucu6ezFnf5VraGhoaGhoCLLCmMlU//Of/4gqgOztjjvuAGDkybUWDt+4caMwIUogZBJTpkwRhxIGertcLgkApyRIVVpRUZEEffO3CwsLcfrpp6e8puZkZlhBJhnzhAkTjhoulZOTY8vM43a7ZQzUhCKAoTmghoESsMfjwYoVKwCYEn02wLAEzj////TTT4sKmH/9fr+ohTjvnJ/rrrtOMvSQtVZVVQkzYzUfVWWeLucajvsXvvAFvPzyywDMRBtz5szBgw8+CMBkeWooihpewvfIWsg66Wxy1113SVuvvvpqANktX0oWVVFRIfNiZVpz584VrdN7770HwNhzTLpy3nnnATAcaQBg8eLFkhmNDGX//v+vvS+Pjqo+339my0wSAgk7ggoqVUABiwsqrrhSS1vF4lapVj0eOadW6/FUq9bab92O1lPscanVVj11r6hUxAqCyiIUBBEQEZSoBIIh6yQzmfX3x/097/3MvYMmkJm52vf5J5C5c/PZP+/zrrW47777ANjMjFqRniwl2FWQAU6aNAmA5bjF8DUmIorFYpg6dSoASxUP2CFeO3fulHlk4pRSaADYD57DY8eOFZW80/QTCoXEREbznt/vd5mD+M7+/fvLmVNIc8PixYvlLKAWlOfz1KlT8bvf/S6nXR988AFmzZoFINc0yHayj++88w4A65y8+uqrAUDU3NyzgwYNkj3A87i8vFzOHJoIqK3NZDLdTuykjFmhUCgUCg+hJIyZ0snJJ58s0gUZwIoVKwBYqQqZ5o7OWel0WqQdSkmU3Hw+nzBmvrOqqkqkHEraZMBtbW0imdMm9Nlnn+XkLgasRAmAJS2SARQS0Wg0b8F0wJK8KGHT0cDn8+WEMfA5wLJ/0GZOCS8SiXiiwhTDS8gYqSnZtm2b9JsSfVlZWU54mPnzrLPOwvz58wHYEm1DQ4NoWwizwPrXhdh1B1zH/fr1E+0DU40uXbpU1iHXqMmOOVd0ngkEAvI5f9Jum0qlXNJ4R0dHySotcY8MHTpUQmK4l+jLMWbMGPk3mdbJJ58s6/HNN98EYKfrXLlyJa688koA9p4766yz8P777wOwNSq0E9IZrpjgvJD1b926FZdffjkA20fi4osvFuZPxkgNXjAYlDmjpihf2Fuhw6Xo/EkWN2rUKPmdM4FRKBTKyZcN5KYw5h7gvA4dOlS0kk4Hx54Az4Tf/OY3st/NEEIAeP7552WP0w8jGo3K2I8bNw6APWfvv/++/JvvX7Nmjexb2pHNsFXOLX/6/X45kzmGtCc3NjaKT0VXUZKLOZ/qlYuQqoEhQ4bg5ZdfBmAfuJ9++ql8h4cW1SY7XONPgwAAIABJREFUduyQhcbf9e/fX5yG6FDD7/Xv31/eS3X38ccfL59Tncx3tba29lj869chEonkjb3lT6dDRTabdW0mPmNmk+ImqaqqKsiG6S44zlQv0dFr3333FbUzDwRTWOHvOJ+DBg2SOWa/6+rqxEzhVO9HIpEed0oJBoMiFFJtec8998g4c0PTMzMcDsvvuAYTiYQrxpGf1dfX55ToA0qjyiXYjwEDBsily0uY5oe3335b1O5msQTmT6azFP8/aNAgLF++HIDt6HX22WeLupKXYSHNSLsDnXqcjjt33nmnOC+y/7W1tSJs0KxBoTidTouAkS8ffrHMEyxHyItq6NCh4qhHQYuXTCKRkDaaTl1OdTD376RJk8RUVogiFswzsW7dOldsMM+6Xbt2yTnByzUQCEg/SPQ4DsFgUPrPc8bn87kcZzk/4XBY/s17wu/3y6XOv8Pvp9NpMbd11fFUVdkKhUKhUHgIJQ2XymazLpZHlhEMBsXRi5La/vvv75JiKL23tbXlxKoClgs730+GYcYG87uU+uPxuLAUqp8oJc+bN08KoBcSdXV10kdqD8xqUZQKTbW1s0qWKYVTYqT6MZlMlpRtsQ2sMkSVM00M5pow+8U2U23F+QmFQi6mEQwGXaojfn/QoEE95nBj/l1nDOP69eslpIIw82JznbFdqVRK1i2f4ztfeeUVeS/jhq+88sqShbtxfVZXV0vZOzoPnXvuuQCA2267TbIjseJUY2OjqPw5ByyNmE6nxVTEsMSysrIc7RdQ2BwC+VBfXy/aGe4vxpJHo1FxFuU4bNy4UbJgkd2TmbW2tspZQ5Zn7lUya85/ocAzgZqmQCAg5ynnlm2Ix+OubHtmSCfPKIbxmZnMuKd7EnQEnjRpkmjdOIacp7KyMmGv7Mdnn30mdwvPQs5BOBwWjRTDpioqKmRv0ozEcTjooIOEkVMz19TUJGNI7QnNFfPnzxcNUVehjFmhUCgUCg+hJIzZWagbsKUXGtNjsZg4UdAhrHfv3uIYQgnHzB3tzBVdVlaWo+cHbHZcVlaWUy2Ff5u2Qr6XUs+RRx4pYRLFBqXTQCAgbTXt0Pzc2VczEYBZIYaMpFS4/vrrRcJmm8lwTdsO57G8vNyVr5d2P7/f78pMFIlEhG06PzNtTT0JStDUwsRiMekT+8p56ezslH+zLYlEQvYD1zHHYcmSJdIfapG2bNkibLPYoJbj888/lzZwb1BLcP311ws7JhOsrq6WSltkGtxfn3zyiTATMp9oNCrjSbbjdEQqFExtDStg8Rxin4cPHy5ZodjmWbNmYcqUKQAgCVOo5TnkkEOkv+yXiWJpsjiW1EYcdthhEtpFpmn6YbBdHPuqqqqcpCmAHRp20003yfcKsc/of/Dggw+6MiPyjKuurhatANtXX1+fk1AFsPdZS0tLjhYIyK2uRfDv5dO4mX3l3iYznzBhgiRg6SqUMSsUCoVC4SGUhDF/XTgApZHKykqceuqpACC23UQiIVJLPunFaZsEbMnPmSbO7/fn5IMFclm00+Nv3LhxBbf9AJZ9wmnvMceL7ctXX9gZZmXWbyYSiUReabAYYLvWrFnjYsBmnm8yLLPfZIxmyBFgjREZDFlLOBx2PU82WlFR0WM2ZnP9ksGbCWDIitiGfN7g/Mxk+ZT22c6GhgZ5F9kqvUhLAdp5x44dK3Zuep1SG5NKpVy2vI6ODmFkZJFkYRMmTJCQG1Ob4vQl4fcKDabiffDBB0XzQW0ebceTJk3Cn/70JwB2Yorx48dLKBf3L0O+6urqJOlMvtSMxUrFybVqhgGZkRyAPd7ZbFYYNvtTUVEh7JRrgdECpkaKf4f+AT0B7mOzchXbbtajd47lkCFD5HfOqJeKigr5LjWqDQ0NOVo5wNYwtLe3S0phzuOAAQPE45ptZK5whmd1ByVVZSeTyS4lcTcPY6cruqn+yzfwTiHA/MwZBpBMJl3v56R0dHSImruQ2Xr69OmTc+kCyNkYzgLlmUzGdSETn376KQ4//HAAdtwokBuPB3S9FNnegm2PRqOi0iOcDiaAPbdmjnDT7ABYm4TqXV5sZWVlrthhZ2nMnoCpjma7qdILBoMu1TTbFwqFXPH7znkF7EPPdEp0ZrwrBTj2ixYtyjERAHYmr/LycrnQOCZDhw7F0UcfDcAOl6MwFYlE5FDkXIdCIVF58zNe3t1Fd2OD6RgVDoclnzfjrOnUdu+998q8nH/++QCsYh4sc8lwTzos/f3vf5fcDHQWK0X5Tq4hEp9169ZJPxj3y/VoCpNmrmyOJ5/n2k6lUrImimV2cJqr8qGr+4UhboBtbsmHadOmdbF1ewZVZSsUCoVC4SGUNFzqm9gypTWqgkznJ9NJDLAkUEq2VC8kk0l5zulcZgbJm9nE+G+q3PKVlSwkNm/eLGzKlFABS7omA+TvTJbvVPN/9dVXUi2F2bFSqVRelf+egGPU1TKKHNu2tjZRPzPsqatwJuvYsWOHy1zh8/lEpezUlPREmT2OG9vQq1cvYQfMepTJZKQcJdkIkUwm5Xm+y+/3C0vh3JpSvvNvlrJyD9XJTU1N4ozDttLh6fzzzxdmRpXgwQcfLMyXKnDmN49Go/IOPl9WViahR3zOZDTdAcPMuurAyUQpzc3Nop6/9NJLAdjJTpLJpFTO+tGPfgQAeOKJJ1x5/6nmPvbYYyWxCMehFIyZ88ezZNmyZTmZBIFc84NT+5RMJl1nJ/dVa2urODqNGTOm4H35rkIZs0KhUCgUHoLnnL9M8HPaaKLRqMuOQBtHnz59xG5p2olNRgIgh5WQdZj2Pqftj3Y+M1VmIdHS0uLKeU34fD5pD8Ogtm/f7nJmYF+j0ahIuwx6b2pqEueavWVdtA92lTEzfV1bW5tI5M6i4qlUKqeyDZCbW5qsyqyQw8+Y7zYQCMhacIaX9QTIdtifYcOGCQthPXGfzydzRHsq+xwKhVxzbNrR2W8yr3Q6LezTHJNSgTbjSCSC008/HYBd2Yd9njFjhjg6nXbaaQCAVatWyRxRE8XEJMlkMic9KWCFtTjDTPa0IhqZ6jcxZs4HGXp7e7uk3eQc0J584oknyvq9//77AVh502+44QYAtoMSz6gJEybI2JkOS8WuMGXmjwasxC8MIaIWjHNQVlbmqjiVTqddaSq5Lmtra3HOOecAKGx1qe86SnIxUx3HxfBNMAsXOC91s4iFWfSAv+NmdxZ6MD33qFZMp9OiKnMWUggEAkXJlW0WUzdLFRJUAbN9q1evdnmLc6OHQiE5kOgE9tZbb8n7nOPVXdDpqqswS8NxzLl5zYxvhHlB86CgOo1CQXt7u0sl39LSImvMmTO3J1SHHDce1HPnzpX2mJ7VPPiIfEKCWVyE/WWbORaRSCQnWgFAUQqq7A70Ph05cqSoefmTh34wGJS+Mb/x+PHjZZ6dZhDT897M0ESzFL3R+b3u4vnnnwcAKTqxO3AOOFd9+/aVPcT5ZP8//PBDOcN44f7xj3/E5MmT8767X79+4vRF57JSlO9ktjKeJYMGDRLB0umdnUgkXGduMBjMyRsN2OuyqalJsr8VW0X/XYKqshUKhUKh8BBKwpi7ypQJs6IQc5k6HWo6OztFyjNDZCiFO2PdgsGg/JvSXjweFxUopWQ6MPSE01BXEIvFXGEG7E82m5U+mszemfnLVOWvXLkSgM1uzVhtso98MZWFAFW6wWBQ5o9t5jyZDn5mXnSqganKN1XgdCAzQ2+oijzyyCPlHU7sqUTPkB3G7i5cuDAn5zPbZWpigK+PZ85kMsIUnSFezc3NrhzprJBTClAbsX37dmHF3EOcu507d2LBggUALGYNWOyTZhT+5BgNHDjQlZ3P7/eLEx/XTr6MWV3Bs88+26XnmG1w4cKF0h+uOWfp2COOOEIcThlKeeKJJ7reyT5u3rx5tyVaiwmaE2gqicfjMr48/8zKbk5TVTablXl3at3a2tokPlqx51DGrFAoFAqFh1DScKmughJbPtZqsgxKn3wuk8nsNkzGDKWiVL5582aRjg888EAAcCXCKBTIAOPxuIvJmf9nFh0majCd2NhHMi7AZqKUiAE7RKnYzhlklWPGjBHGQDutWa2Gc2oye7IuZl1atWoVgNzMZ7R37dq1S+yAzvCanrAxcyzXr18PwGLqZFFkEs3NzbJ2nMlTzExDZt1b05eCfeP/nclmyDhLATNbGcecWZHoZPjkk0/K+poxYwYASwvF+eaeoyanvLxcxoLfi8fjormiVsdcx91BVwvVk0Wy+tnHH38sDN6pkZo4caKcTe+99x4AS5PnPDM4XtXV1XKuLFq0SPpDLWCxQS3UypUrpW9cx6Z/g7PaXSwWc61V7t9PPvmkpKF83xUoY1YoFAqFwkPwNGOm5EVpnDZEwHLxB2x7dTKZdKVmq6iocOWRpvQaj8flHaZNi9JrXV0dgNy6zJR2CwHTDkXm4GRFHR0d+OijjwBAEi+0tbVJ35wJUEKhkPTXTLXHfhdLG0CY+avJnJiTmHPW1NSU46kLWFoChp7Q+5VsFbA9gtmfQYMGYf/998/bhp7wFH300UcB2IlvQqFQjg0fsJJKcL2a+dkBe+0622NqOgB7vKLRqHjNmsy5u2kmewrPPPMMAIsBUyPBNtDuPmzYMPzqV78CADz99NMArHzKTHNIBksv5ba2NvE74DjFYjH5HW3LP/3pTwvYMzvE6cUXXwRgeYNzH7INDN9csGCB9IP5/MkgTTDRTH19vfSX51JjY2PRGTOTwpgVongG8twzk/bwMzMJCdcq54fnV0NDQ9FS/H6X4dmL2cxyZTqYOA8vHk6NjY2iaqEqrKGhIacEJGCre8PhsCwgOnAkEglZkLwcuJEKXcCCbf7ggw+wbds2ALaalyrgfv36iWMF+73ffvtJGAffwc+GDh0qh4KZo5jq8GJvIDqdjB8/XjIr0XRAdVkwGBS1NedqwoQJ8m/mGuYlPG7cODz33HMAbLV1v379Cuqs95e//AUA8NBDD0kfGIbDg3rTpk3iQDR79mwA9rxEo1GJz+WcHXvssTjiiCMA2LG95lzTmc3Mc16qcBReuE1NTaJapmDCvfTll1+KQxTjmIcPHy6CLoUpChzjxo2TfnMfm3u0WEII19Vtt90GwNqDdKBkRjKSgQ0bNrgKNVAVbIIX+wMPPJAThgXkv8gLDWfY3ty5c0XgnTt3LgC7jz6fT0LVeB4NHDjQFR7HM/rwww8vmqPsdxmqylYoFAqFwkPwlSLAXaFQKBQKRX4oY1YoFAqFwkPQi1mhUCgUCg9BL2aFQqFQKDwEvZgVCoVCofAQ9GJWKBQKhcJD0ItZoVAoFAoPQS9mhUKhUCg8BL2YFQqFQqHwEPRiVigUCoXCQyhVruw9TjfmzJnLggC33Xab5J9lAYO2tjZJSn/SSScBsMvH7SW6krC3W3385S9/CQC49tprJbk889CyFN03gYnkmR88HA5LXtw9QI/30YMoSh9XrFgBwM4LPmDAAMkVPn/+fADAyJEjJZc4ixqw4APXwR6iW33k2ulKvuN0Oo1ly5YBAF566SUA9hpsbm7GUUcdBcAu/lBTU4PHH38cgJ0PnLmwL7roIkyaNAmAXTqyG7ncCzaP2WxW8nkzhzcLPdx7772Sw9wsoXr66acDAC688EIA9pkTj8dlb/NnN1DQtcp8+xdccAEASC73W265ReoG8Cxpbm7Gww8/DMBeqzx7p0yZUrQzx1leksVPAKC2thYAJF/9xIkT5S5Yt24dAOD73/8+gPzrLJFISI5zjg37tXPnTtm/zBVfX1+PSy+9FAAk1/9u0KVk754tYpEP+Wrpzps3DwDw9ttvY8uWLQDsjV1ZWYlzzz0XgF3EoYcu5h4HD6zZs2dLoQYWSbjrrrsAADNnzpRDmgdoZ2cnnnzySQDAY489BgA49NBDAVi1ZJ966ikA37hYFAUEL1xu9Fgsho6ODgDA2LFjAVjFSLjJP/nkEwD2gXDkkUcWra1mMREgt2gECy7wYLvvvvukghYLVrDNn376qTzHd23fvl0OQVY44kX+4Ycfyv695JJLAFiXd6kKdRCZTEYKh3BsWLChvLxc2nfsscfKM6y4xAudz/h8vqLXQM8HkpvPPvsMgEUG1q5dC8AumMNiJOvWrRMhigU7Zs+eLWuSY0GhasmSJRg/fjyArhOKPQXnY+vWrQBsYQKwyRnran/xxRdS0Ie/450wePBgqdbHcRgxYoRUSnOu4wEDBsgcc89WV1eLwEahZW/mulS5srv1R1kira6uTg43Vn/hQJJdAHZ5sr59++K4444DAKnYdOONNwKwSrftxabvcemVF257ezsOPvhgAHY1Fx5ePp9PDglWs2loaJBDnhI92c7kyZNxzz33ALDL2XUDypgt7HUfeXCwgg8PMxOVlZUyfxQeWW7vhBNOKNpa3V0Vp0QigVmzZgGwhGDAWm9kSlyrXIt9+/aVCkTcv/F4XA5PXvLs4+DBg0WAGT16NABLy8USiz3Zx+7giy++kAOaVabY9t69e0u1LFah8/l8wiJZHYyVmiZPnozDDjtsT5oB9FAfly5dikceeQSAJQwB1tlAYZ6CFc+ZeDyOqVOnArDX7aZNm4SRTpkyBYBNBhoaGqTKGwlSN9CtPi5fvhyAXXrylFNO2e2XkskkbrnlFgB2GWEKidu2bZM5o7DS0dEhjJwkiPM5bNgwqUK2ePFiAFalNX7+wgsvANht/7u0kdXGrFAoFAqFh+BpVTZtc3/7298AWCo+Sqv8SXXEV199JUyDKodAICC1RPm71atXA7Dqrha7QPnX4YwzzgBg2eo+/vhjALb9kepov98v6pGXX34ZgMVayLYpAVK9YkpxitKBbJIMsk+fPqIW5FwNHjxYNCNjxowBYLOXVCrlsvmmUqk9sVN+I5xMmQw6lUpJzeVx48YBsNS81GCRYbEecUdHhzAnvrN///6iTiT74s/hw4eLLZrs86uvvsKBBx6Yt12FBlnS6tWr8eKLLwKwVZNk/du2bRNtAPtfU1Mjtk6O3fr16wFYe3UvGPNegeaRiy66CKNGjQIAnHPOOQAslkutDjUeRK9evbBgwQIAtrmid+/eYlufM2cOAFsFfsABB+TYegsJaltOPfXUb3zW7/fLXUDNzOeffw7AMvktWbIEQK7ZgXtu4sSJAGyt5oQJE6TfbMPIkSOFbXO+90BjYLd3j7+pUCgUCoWix+FZxhyNRnHZZZcBsB0rampqRGqlhEoHi/32209YNG0D6XRabKt8juylsbHRU4yZ9o+XXnpJ7BdPP/00AFsq7ejoEKcM2t6y2axI5pRiiXPPPbdL3rWKwoLsi0zC1GRwfSYSCbHXkjmarJo+BUQgEJB1XkiGwrUViUTECYjrsXfv3tI3tp0sf9euXfIZmXNbW5v4gpCtcD1XVFTI82QhVVVVu7V5Fxp0LAqHw9L+CRMm5LTvgAMOEMZMv5bKykrXmFCTFw6HS9aff/3rXwCAoUOHytqjjTmTyYh/A/tKTQ5g+7jQNrt582ZZt047uukQV0hks1lhpF35e4FAQOaUmisy4WnTpsle4/rt27evnKfU6nCtbt++HYcffjgA239k48aN4gDn3Kt7AmXMCoVCoVB4CJ5lzK+//rpI6GQQsVjMZVczbVpkwJR+ANtbm3YrevDV1tZKyIYXwBCDcePGid2OYVCU1KqrqyVum17mlFQBOzyBkuS6deuKwqoUXw/OAeeqs7NTpHAyLsBm1owb5dqmJsiEz+crCjNh24PBoNiWyaAikYisOa4varLMzxhSVV1dLc+RaXEdBwIB6Q/HJhAIoERRI9KGuro6mTfOFbVQ0WhU7I4ck2w2K/PIs4Z9+OKLL4rOmMkSGW/++eefS3/M0Etq4Ngu2pqDwaA8xzGpqqoSb3R6Rl988cUF74sJn88noYZdweLFiyXahWF5jEtubW2VdcvY+5aWFtmHvE84NgsXLhQ/kNtvvx0AcMcdd4gGgqx7b+DZi3nZsmU5mwOwNioHk5ud6qJQKCQqJqqtR48eLc/zgKE6hgeC13DXXXfhhhtuAGBvBDrM9OrVyxVUz4sasA8Cjskrr7wi4VJeiJ/sCZRKFbg3oJqT88lDALAv63A4LM9R9blhwwYA1sFAx6tigZeQOc5sKw/tESNGyPqj8MBDvE+fPrLmuH4jkYi8l8I2HXLS6bRrT7e1tcl670aykR4Bz5CtW7fKGUIVKAUmv98v/WZ/gsGg9JtCCM+aysrKogsaDCelyjUajYrgz1jknTt3Sp84H+xX//795aLh+g2FQvI+mt28vi/nzp0ryUaohmYYXHl5uVyqTAJE1T4A15wNHz5cBB0KYQcffLDcLVSB0wS7J1AapVAoFAqFh+BZxrxjxw5xwWf4UCQSyXHsAmzJJh6Pi5RLx4WjjjpKJDtnWjn+32t44YUXRMV+5ZVXArAl7paWFmk/+zhy5EgJK6NDDcemtbVVGA3NAt9WUFVItkYVnZcc+JxwhtKwrZlMRtgU1aLJZFIYGde4qUYuNsh8OO4VFRXSZqo9Q6GQMGQyDf6/vr5e1NVkX5FIRPrC58kuhw0bJqyFIVJ+v1/mudhOjNw3u3btkixSbAP3YEdHh2ipeJ50dnbKcxw7Z/hUMfHGG28AgGhcamtrRTPD8KfNmzfLnFI7yT6a/SE77NWrl4wPmbZXMyoSDQ0NYuIz+wFYGi2GwHGv9urVS+aP2hDu50wmI/01z1qaI9966y0Ae6feV8asUCgUCoWH4DnGbDrDUGqjbWPIkCEiVVPyNoO4aYeipDN27FjceuutAOyUcXRaoLToNaxYsUKYPx0rqBXYZ599XIxjyJAhmD59OgC3NmDOnDkiHX/bQUc4pkU089IyPIH9z+cYRbayaNEiKWhSaHsY1zIZo2m3dTL/hoYGSUxAdkOfCUrsxQRZ3vvvvw/AyoVMBs+8witXrpT9x3XG76XTaWk3bcw+n0/syFy/ZGNjx47FvffeC8AO2TFt8cUC1wnHvr6+XuaD68V0OOVZw7Zu3bpV1iOd35wpc4sJpofk2VheXi5zRA1Nc3OzOJjyObJKs/AGP0skEvI57dRe9WHhmo1Go7LmnL4SoVBI2s/PstmsrGmuUTNXOseE7y8rK5MQsjfffBOAvd/3xD/CcxczD7Ht27dLlRaqY2bMmIFVq1YBsL06uVk6OztFrcRBq66ulow3NPgTXnX+SqVSomJxLqAvv/xShBQKGAsWLHBtJgoh11xzjagFv8145pln5NBmv7khRo0aJRuAF3M2mxW1MeeZZpEvvvhCPCmvvfbagraba5Mblgd1fX09nnjiCQDA8ccfD8DaxHR6cma3K6WakLGZgH3pcp+Z/+bBxj737dtXBEzORWNjo/SFlxvnrLKyUuaW671///4lcyaicNvQ0OAym3FefD6f69BtaWkRtSgPdI7Njh079uqw3hPwMqFnsZkDmk5g++yzjwgfPF94lgQCAWkrv+fz+WQe81WS8pIjGPvf3NwsAh/Xsdl2Clicn0QiIRcz+8O1Hg6HZXwodJaXl4tAxuco+PDs6Q5Ula1QKBQKhYfgOcZs1hSmgxPd0Pfdd19xYqI0lk9io5QUCARE+qYagzFsGzdu9JRkR4TDYWEaZrwoYElulGjZ71gs5qqCQnXheeedV7yGFwDvvPMOAOCyyy7DySefDMAOz2AIR2Njo6vkYEtLi8StUwJmHtuxY8fiqquuKkr7ub7YZs7dmjVrcMQRRwCwQyrS6XRO9ijAnk9niFypwbqzU6dOlexJBFlle3t7Tv1pINehk30ku6ipqcGIESMA2OMViUSKHn/Ps4B7LhaLSRu4vsgWOzs7XXG/yWQyJ2sY3wFYrI3/3ouaxd0CWbtpIuR5yroBZ555pswDGSC1jqlUSs4hnscDBw6U9jOkj/0KBoMyFpzjUoJOasFgUM4JagDYvlQq5dpr6XRatCZmTDeQqzHg71paWmTNcP2yxsPvf//7bmtIlDErFAqFQuEheI4xU3KprKyU8B9KG2+88YY47rz33nsAbCeNUCgkUpyZxIBSEVkoJbsVK1bIc6UIR9kdaF8G7L5RKg+FQiKNUbI76qijxA5Ixzgywm9rti8yjpkzZwKwJHRKo5MnTwYA/Pvf/wZgjRcdwSj1V1ZWCkujxMyx+Pjjj4UVmDW8CwGuNc4j+3XMMceIPZnt2rFjh9gu+Rz7bOYt9gJYnce0Vzptx+3t7Rg5ciQAmzmuWrVKWDT7SKejqqoq3H333QCA2bNny/tLxbrMUC/OCxkX+1pXVyd+A2TToVBI5p0+IiZrpYPf3iSf6A7ok0PtTTQaxZ///GcAVtIN/o6JSDjebHsymZT+8x0VFRXyOcNRaa+urKz0VH5+zoXP53Nl4KNzohmWx/3o8/lkTtlvzns8Hnc5hGUyGXme4/XRRx/lfL87+Hae3AqFQqFQfEfhHar4/0EJJJVKiRRGNDY2igREZkkpKBaL5dh5AMsjlxItGTOlmkgkIu+iFF9KmK74tEUSbHsmk8mxcwCWvZKex7SrUrL7v//7v8I3vABgP1599VUAVgKECy+8EIDNpszwBto16Y3+5ZdfuvLb8mcsFpP61jfddFNB+0FND9vC3L6ZTEa0QZTet2zZIvPGNco2jx49uqDt7C7IKqqrq0VLYYbSAFbbqd1h+5ctWyb2Su5bzl0wGJTQG0ZhJJPJkvl/mLZjnidO7/i2tjbRHjCVpRnixbExGfd//vMfAMVjzAT7U1VVhZtvvhmAXQP+0UcfxeLFiwHY5xDb3NjYKOcj5zYej+ckkgHsNJQjRowoSiKVdDrdJbst/W0ymYzYjPNpEnmuUova3Nwsa5RzauZAdz6fyWRkzLinzbusu1pZz13MZj5hZ/jEAQccgNdffx0AXLGF0WhUBpwDVFtbK4NLlSYPgmg06oqpLCVMBx+2kap5LoxsNit945jU1dXJ5nAKJt8kFPcsAAAS80lEQVRGZLNZ2eTM+DZgwACJl+VGoKPQZ599Jv1mjHMymXSp07g2kslkjySZ7w6cxSi+/PJLzJs3DwBwySWXALAOBraZ82mW0vMSePBOmTJFHIjYRx5AwWBQLiteuGVlZSJscz55sZmHJQWYmpqaoufIJkynNLbRGZdeVlYma4lq7rVr1+KYY44BYIfqMYwmkUhgwYIFACD5FUppbqID4quvvioXM80PvFTS6bQIwTTJtLe3y9lE4vPBBx8AAA455BA5r5whrT2Nrjjv0tl3wIABrnOe30+n03L+mmVOzfAwADnx3CR1XJ/RaFRU4/w7PJdMp8euQlXZCoVCoVB4CJ5jzJRSBg4cKCEuVEFcfPHFksmG7IJSSU1NjahA+Y5EIuFimFRHbdu2DbW1tQDsBBClhMlyKZlSXUSpLJ1OS38oaZs5vympMbA9m816KhSsK0in0yLl0tGrrKxMWBcdVqgBaWpqkrEgMwmHw8LWKO1Therz+cSBsNAgmyKr5Ly2trbKZ2x7a2trTqUpwJ53r2VVIqv42c9+llMKELDXsZl8g+yrrKxMsoZxbedTe06dOhWAxVBKtX6ptfje977nyvltsiWeNTxDotGohHRyHZsVi2jC4FlVyrOHYzts2DBXJjp+Fg6HXXNk/p/JY/h99hkoTH7+roa4cl5oRqqurpZ95SyjmslkXOu4paVF9qYzy1dnZ2fOHQNYa5trn46n1A4tXbpUGbNCoVAoFN9meI4xm/Y/BsKzwPWQIUNyAtkBW/qJRqMuaSqTyYhkQ5sRJZf29naxZTItYilhFu0mu2MfKY1mMpkcuwhgaQ7YX0psDCX6trFlAHj22WdzavoCwMsvvyw5m+kIx7URiUSEWTP96s6dO4Vlckw4boFAQBhQoUHpm5of07mLc8NQqOrq6t0yY6+FvXF99unTx5XKkZqs5uZml/NTeXl5jg0PyE1CQYbNd5SiGhNB7cahhx4qfWRYnhn+xj6yOlMsFnNpurh/J06cKN/leh42bFjJ57e9vV3mwXmGxmIx8XEwExk5HaJ4bn/++eeybwsBtu+bxszZroEDB7o0HnxHIBAQzaOZ+9zpCGf6O/B3HLe6ujrxKeDf5FlF7V134LmL2Szvx0X/k5/8BEBuMXmqUKgaKi8vz7mQ+Tw3udObe/DgweKw4AWYOVq5YMzsQ4CltuYB6CwNCNhxeVSleBUdHR0S/zhq1CgAtlfnHXfcgTvuuAOALWAsWbJELmKODeNfJ02aJDHtVD+WlZXJpnIim80WreQn/w7ng2uW6jXAPuw7OjpkA/N7PMS9Bq65UCgk80BHPQoa5sVMda0Z60mnITNGu9QXlAnOxejRo6XsIw9aOnq98847Eo9uqm3ZR2c2qYMPPlg+Y86Bs846qyTFOkywX4B9DvEcBmxByXSu5VnrzNPf0NCQk0u9p9HVNcK9Q7Nev379cpxoAftyNYtS5Ku9QAHbzMhoRgMB1lnN/AimcyBge4Z3q5/d/oZCoVAoFIqCwXOMmRLLPvvsI5La0UcfDSA3DIbM11SpOKWpcDic4zgF2JJgTU1NjqRYapiqF6eERsbV1tYmDIPqsVGjRokUTgnPS5l3TGzevBmA5fjCOTXVfIDFoO677z4A9lwdeeSRYoLgO+jo9e6774p0TA1DJpNxObEQ6XS6oKq2fGD7yMJaW1tFQqeDSDAYlN9RwiYb8xrMPMqspMS1+t///heAFQ7lzFOfSCRkTqk1YDxvJpPJGxpVKnMM19vw4cNlHsiA2J9du3bJmuN5VFlZKSyNz3GOe/fuLeuSDoGmWrhUaG5ulvabVaUAa66dqlwzLteZbbG5udkTmRSpVqYZNB6PSzz9pk2bAADjx48HYM3dP//5TwD22s5mszIvDNvl3JWXl7vKfVZUVLgq3/Ec9vl83a7LoIxZoVAoFAoPofSijQNmaAGlFzrrJJNJMbaTOVLH37dvX/md6fDjdCihpD58+HCsWbOm4P3pKiiBNTc3ixROWxZtFzt27BAHoiuuuAKAxRLvuusuAHBVQykWnnrqKdx5550AbJZHh7rJkydLMgnaWCdMmCDM6swzzwRgz9lBBx0k7acGZMOGDdi4cSMA4IQTTgAA/PrXvwYA3HPPPViyZAkA5BQ2350NLJvNFi2hDDUZjzzyCADg8ssvB2BJ5ZxHOqzF43GXY1SxE6F0FabTDPONv/vuuwBsplJVVSV2ZPo+mI5EZs1lwLLL5dP0kH0U2/5M7VN1dbW0i2uI6yyZTLqc3iorK2Uvcz8yNCocDrsYpjPLXylgMlxnUo1kMin9ZlsDgYD8jt9ln9vb210Ol6XQeowZMwaA7Xeybds20TzyDjnssMMAWA5+TFjE8yiRSOT4fwB28pXGxsac5EeA1VeuUZ59S5cuBWA7f3YHypgVCoVCofAQPMeYKUlWVlaKBMLfbdmyRSRspwt/IpEQfT8ZR3t7uzxHqY12gmQyKRKdF+oyU7IzPcmd4RnTp08XD1d6M990002SmIISbbHYBRndzTff7KrEsnz5cgDA+vXrxX61bt06AJanJFkHn2e/du7cKXNMpFIpSTBCTcH1118PwEqByPGi7dj0ZuZ8m2EWxZpn2sM5PxyHWCzmqr28c+dO1/zR1uy1RDEmg+T+YkgRGUR9fb3L0zWVSrnyTdM7P18CBp/PV7J+m4l8nOGI3JdlZWWizeL66tWrlyS/oTaBWptMJiP9pE2+tbW1ZL4EPDsbGhqkv/ydyez5Gc/hQCAg+8q5j5uamnYbEVFMcMyfe+45AMBJJ50kZ8dvf/tbADbbf/jhhyXc7cYbbwRgJbOiRpUaD3rSjxo1SmzX3NsffPABDjnkkJzf0bfgqKOO6nb7PXcxmw4gVAVx099www2uTE5cGCZ4sNXV1bk2FdUS0WhUVKxeOPSo7kin0xI6xH489NBDAKzQsD/84Q8A7EU1bdo0yR9OlWGxwoEoCPn9flmMnD9mVTNLA5p50J25znlQpdNpV5hQIBCQjEKXXnopALuPjz/+uKikfvGLXwCwyq2Zmb74XqC4sbG8hKjCZ1t27Ngh48VMWKtXr5axcwqKXruYuS579eol7Vq2bBkAu6/vv/++zDv3WUdHhwhwNCmx8IhZ7tQL4EGdT83LvZqvJGIwGBSTGvtNtXhHRwcuvvhiAMA//vEPeWepiAHbFY1GXWUPiY6ODpdTXkdHR87eB+zzNRwOy3tLuWaZr5wChlkQiepqrrkVK1bIucr5CQQCeOuttwDYavFTTjkFgCV0MpTz9NNPB2DtdWcIqCmgdXcsVJWtUCgUCoWH4DnGbJbRovMTJbbVq1eL2scZGhQMBoUl8Xft7e27ZUhbt27FtGnTCtSL7uPss88GAGzcuFFCiSZMmAAAuOWWWwBYjlSsdEPX/Dlz5ohkzrEpVhgY1UR1dXUiQTvL+gG5QfhAblUezjeZSSQSkfmmer++vl7YJ7UJpkqUc8w2pFKp3TJkn89XtHAOtoGgJqCjo0OYFkM4GhoapE+mZoFt9hLytefHP/4xAODee++VZ5gUhs520WhU9i01KlT/eSm5CGAnDDHbxTVrrnGyLjLOYDAoz/F3VO+3tLRgxowZAOzkOaUOlQKstUcNjtMpLZPJyJxx/5rzT6bMcWppaZFzu5QmQqqhqZmbOXMmrr76agA2i77//vsBWGfpX//6VwC2Oez0008X5vviiy8CsJMaLV++XMp3MsHV4MGDhTHz3OK47YmWzlu7QaFQKBSK/3F4jjGbzl1Op4PGxkZJaECQHVdXV4sdwQyV4edO9tHZ2emJqlJOtLa2Sh9pf2Ph+I0bN+bkfAassaFkZjJGoPC2yYsuugiApX144IEHAMBVLNzn84k9mI5OyWRSpGo+z5C4iooKkTjJWt57772vZVTsI5MEnHfeeRLO4EyPN3r06KKzM6cd3e/3C2unrbWpqUkYM5+n00kqlfJs0hiCNlkyyFAo5Ap7SyQSotWhY5TXak0TZg5vgvuMmg+fzychYexrNpsV1sV9yDGpr68XFkZtnVm9qdjMkn4bqVRK9gfXKPdsJBKRdnEeTW2YM4GTmTCllI577A+1FUuWLJE54vxx7e233354+umnAUCqFzY3N+OZZ54BAFx77bU577ruuuswc+ZMAMDs2bPlXc7kT8ScOXNw3XXXdasPnruYqS7p37+/qHKpCovFYrLYeVBxYfj9fpkMs6C1c9FzAfXu3VtUE14A2zdkyBBRjziLH5xxxhmSMWjRokUArPHi5cODo1iONGzzzTffjJtuugmAre577bXXAFhqH2c8YFtbm2x8tp0qsRNOOEHK/nVXcOLz8+bNwzXXXAPAvqyZWeyKK64oSmxsNpuVA4DrkWuvra1NDi8+4/f7c/ITA/bl0NbW5tksYATXHp3Z1q5dK3uV/U6n07IGnCpQryHfpcI2cy5aWlrkfGH/0+l0jiMYYM/jAQccIL+jA5JZ2KPYMDOZmWVngdyCFRQ0zEubc+rMsLe7ePRCIl/hDd4LNPNt3bpVTCt04qLwPnHiRDGpkNztv//+WLt2bc7fOeOMMwAAixcvFjOeWQKUTmJUc/Mc3rp1a7fPHG/uCoVCoVAo/kfhOcZMaSsUCuHEE08EkMuAybCc6pJUKuVSfZuhCPlUrM54WS+gpqZG+kRJldLfggULJJbOdMTg+FDqO/XUU4vaZsCWBDm+F1xwQc5PADlx484MQ/nyJO8pampq8OSTTwKA/NxbmKUayfa/TlWXyWSEAXM9cg02NTXJOHHO5s6dK4yEDMvM/e11cCxohkmn0zKn1KL4fL6ceH3AZm1eBtctc52bmc9Mpy8gtxQk2Rfn3TxvWLEqHA6XTOXLOPtYLCZrjH3l2o3H47IeTXU1+82fZg6JYjm0OUvgcg7Wrl0rY0qt44ABA3DggQcCsMrImlizZo3MrTkX3KOzZs0CAKxatQoAcPfdd2P69OkA7Oxhr732mpjjnOU+zzzzTFFz0/TxTVDGrFAoFAqFh+A5xkyJJRKJ5DBfwHKUYWUQhpmYCUYo4VDa6+zsdNUvpi2lurraZdPzAvx+P4477jgAwCuvvALAdlLYtGmT2C3I2hKJhEjo7OuUKVMAeDfMxufzeda2uDuYdrV8cNoJ0+m0JBigncusRMS1x0xQkUhE3kHbFx2qelKbUCg4tTw+n89lT06n08KYqRnzQpaob4LTPsifNTU1ErZImJn7qCng/zn/QK72qFT7lKGHkUhE+uR0JAXsTGf0dYlEIqLdMUNTActBl9qAYoHzc/vttwMAnn32WWkf27V582bxz+HecyarAmwGPGrUKJlb1gFgGOuNN94o33nwwQcBWNoRZgNzhsn98Ic/FK1JV/HtOh0VCoVCofiOw3OMmUzwBz/4gTAOMzyBUonT9X39+vU5oSeAFRD+0Ucf5bzflObopecMweoJ7I3n78knnwwAmD9/PgDk2CrJ2ihlx+NxScXJXNRXXnklACshixdqo34X4Pf7v3Yuzco7/Mk8ykw8QJvj+vXrZU5ZcWrHjh1SmYkSNyX6VCpVsipLXQU1VwyD69u3r/hDkLW0t7dLCNhpp50GAN1mEqUAx5zzQttsRUWFzCn76vP5xCbrDNU0NR/FrgmeDxs2bAAArFy5UuaN65ie536/X5J0UPPx8ccfS/udTLu1tVUqphUaPAPpp3DrrbcCsJKJXHXVVQCsvrFdzvTNvDsCgYD45XAPPvfcc3J2svIU53PDhg0y79R49erVC+PGjQNg3yuMLjn22GO7rRXxlchVf4/+aCKRkMHiIPOiamhokIuJKppzzz1XLmtuFqoXqqqqZEL34LDryij32MByjlpbWyX2kH2dNm2aS9XJQ3wvY0SL2scSoaB95Bp95513ANi5zJcvXy4HG3Pzrl69WpxLqIZjSM2UKVO6tUZNlXsgECjKPDpzLcdiMTn4mK3u3XfflZA2mmR4IeylOrcofaRpiaaG3r17i9BFR9UNGzbI/HFfkkxMnz59bwSrHu8jz4ktW7ZIXuiFCxcCsMvq1tbWukqnjhs3TggULysSpUwmg5///OcA7DzS3UBB55H7wplHv729XfboY489BsDKhUBnLjqN8e6prq525Rwww814Xu/GsbFLC92b4rdCoVAoFP+jKBVjVigUCoVCkQfKmBUKhUKh8BD0YlYoFAqFwkPQi1mhUCgUCg9BL2aFQqFQKDwEvZgVCoVCofAQ9GJWKBQKhcJD0ItZoVAoFAoPQS9mhUKhUCg8BL2YFQqFQqHwEPRiVigUCoXCQ9CLWaFQKBQKD0EvZoVCoVAoPAS9mBUKhUKh8BD0YlYoFAqFwkPQi1mhUCgUCg9BL2aFQqFQKDwEvZgVCoVCofAQ9GJWKBQKhcJD0ItZoVAoFAoPQS9mhUKhUCg8BL2YFQqFQqHwEPRiVigUCoXCQ9CLWaFQKBQKD0EvZoVCoVAoPAS9mBUKhUKh8BD0YlYoFAqFwkP4fyfzxUBvaxJrAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 11/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 12/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 13/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 14/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 15/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 16/50\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 18/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 19/50\n" ] }, { "data": { "image/png": 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1Myva29vFusN5oIy3trZKeg1l6cYbb5Q0MWvd+F4UBTom1JQX+hp3794tbeB6IesvLy+XdvGzcDgsexPXKPuTk5Mj8kirWDQaxQsvvACg/xizunassKYXuVwu2TvV9zjf3HPVWtuUGcrx0qVL09Z2tbAU/71q1SoAJjsGTHmkvIwdO1bWqDUt0eFwCANWU235HmWW45VIJOQc4nk1aNAgiYXi3NJStmvXLokz6C6y7mDm4ozH47YNt6SkRA4hddMGUqtiEWqgk/oeYEwcN8dsAKNOlyxZYmsz+7V161bbBQ+HDh2S9ygY/P/u3btl4+dG1tjYKN9vjebuC2iOY7u4YYdCIVvEZzQa7TTwhJ8xsItKSEFBgTxvdUkkEgmRBfY1NzdXFBKrGc56bWZvwKtHebi8/PLLMua84CAYDEqUMRcq5a2pqSklDxswMg/4b7aZSsuuXbukVjaDk2pra6WS2KOPPgrAOMj6AlUOOouitV6lB9jN2p3JEj9buXKltL+xsTHlNRKJyGa6YsUKAObYAKacqAdAuoL41N+YNm0aAFNWzzvvPNlzOLfcqIPBoBy6jB4vLCyUv2UONs3xfr9fnqesFhQUyDz3VkHuKRYuXAggldxYze9UOLxer7RHjdCn/ForwgWDQVuwGBXSdEB1b9GMzLZynwwGg9JWvtbU1Ih8sa+qAsX+cG59Pp/tIhzW+h86dKjIJs3V+fn5srdQkaGbY/78+VLnobvQpmwNDQ0NDY0sQtYxZt7EUltbK5oQNZYzzzxTwuBVJz1gaH1WtqYGrKhBJoDBqphLOJBg+5gHW15ebkshokYdDAbFPEKz9fz5822sU63fS5bGylTpvA1I1ewZtEcNlfNz+PBhMSdxvJuamqQdtHjweY/Hk8KGAUNrp2mR888+J5NJYRpkeSUlJcJIjtbm3uLqq68GYJqqPvvZz4rZecqUKQAMtsc2kk2znWpKGM2iFRUV0m8yYTLuoqIiGUM+n0gkcNdddwEAbrjhhj73ieiKtakuAZV5WBkTmYdqVlfn1hoYpLpdWDdeZcoE5Zdytnv3bkmdSpdMr1u3TtahagIlA6KsUs7q6uqEFZP5+3w+CQ5jLWq15vmOHTsAmAy7vLw85RYxwAz6zATi8bhY1tRARWuwH19LSkrEpMu5Uk3G1kAqr9crz5FBtrS02FwevYVqJeH6IDg/tbW1KcF1bDvbY62fX1BQYKueqFYs5Gf8/ng8LvKrnlFMx2Jwr7X+eE+gGbOGhoaGhkYWIesYMzXixx9/HA8//DAAs/LX3Llz8dOf/jTlebUGtOo/BlKDLaixMcBm5syZotFmA8gSkslkSqoCkBqkRUZy+eWXAzDGiazFGiCVSCTkkvZM3JuraoLU+qlVqtYLvkftVa1uZvXjOBwO+Vv6jlV/J/3PagAbfeV8LhwOC8Pujg+0p6B8cWyDwaD0g3dC79+/31bBS2WTnGM1hYoBa9ZL6NX66V//+tcBAHfddZfIcjphTYlSa61bA+lcLpe0kWlf9NGqrJfMprW1VZgG54cs5vrrr8fJJ59saw/XOwuykI0kk0lhmH2tXMc+rF69WtghYxQ2b94sAY2MKWDbfT6fBDlyfnbs2CFBeWSmDGL1+XzCqvj8tGnThKWx4FFvClJ0Fx0dHbaArXg8bktfVKsnWsfZ5XKJTHOtquuMfaO8ezwe8TP3tYiKKp9qHAtgBmsVFhaK1Ymf1dbWSqwAGbN6Qxb7z+8oKipKubkQMPeqcDicYrlhH7/1rW8BgC1AuTdWAs2YNTQ0NDQ0sghZx5ipZd1www3iO6OPp729XTQaap7UoLxer62ohMvlEq2F0ZDU2KZOndppusBAgWyyqKhILATU8MgyYrEYPvvZzwIwS/oVFxen9BcwGVd7e7todpmAyqqsdzuTCTU2NsptK2QOW7ZsSalhy+9gH9QUHX6XtRQn57WgoEDYJxmN2+1OSV+xtjUToFZMmV24cKGtpCrHRJU7znFbW5swDbIVavFtbW2ihfOO8kywZRWdjRMLf3z5y1+WdrLmt/Xv4vG4yDGZxP33358iy4DpT1dvh+N3tLW14dZbbwVgsloWciksLMT27dsB9J0x02pRWloqrJ0xA2VlZbLmCNVfynZx/svKyiTOgN/BcWhra5PsC+5pQ4YMkbgB9odxFOnIILBi3759trXg9XrF6kRZZfT8xo0bZc/kOO/du9cWta/W9+d4qil0jBE499xz09oXwGS09M23tbXJWDLVzeFwiOxZsx88Ho/soRx7t9stfaIlixHbQ4cOFcsN403cbneK7x3omz896w7mzkDTUW5urgw+Nya15q41NUatMMVB5gFYU1OT8bSEnoBtGTJkiBxyVrNiLBaT6jI8oMrLy7Fz504AqYXkAcME2l+52tb6s4S6GXHRP/LIIzYzr5pbqF7NCRj9ttZYptCraQ1ceMlkUr6Pi4mLJpFIpLWIvRVUmJqbm2X+uAlTjtWqYOol9NZgR34WDodtm2N/47bbbpPNmgGa8+bNw1e/+lUApuLL4KaCggKZl9tuuw2Acagy75OgTKxYsQJvvvkmAOC6664DYBwKPLhpClXTKS+66CIAfb/ak7+Rn59vu/RmzZo1+NSnPiW/CZjr0eVyiQJIeRs1apS4yPieeh3gP/7xDwCmEllaWip7Gtfvn//8ZwCmQpNOHDp0SOSLa8nr9YqyaK1x0NHRIYcb15L6nNWNBqSaiAFjHHh4pgvJZFLSaSkblLfW1lZJbaILZOPGjdInpjGpBzndCdyP8vPzbRcGcR7r6uqwevXqlPdOPvlkcW2lA9qUraGhoaGhkUU4Lhgz4XA4RHuhVsZXr9dru3JQDQhTb7EBDOaRTaZsIj8/XzRy9k39Py8dV1ODyMisWmxubq4wuExAtTiQDVoZuhogRBQVFQnjp+WDbY9GozIvZM7xeFy+w/o7kUgEp5xyCgCzAIDP57Npu2pwSiYZs8o8rJWG2EePxyMmM3WOrRYcavEOh8OW4tHfeOCBB3DppZcCMAMPf/KTn4js8fYgtjkejwsTJbPZtm2bMH8GV5G9FBQUyHOc49LSUmHiZFyUlxEjRmDQoEFp6RvNnvn5+TIvNO1WVVVJG7ivsA2RSESuh1SDh8jM+DyrPl199dViFaBsDxo0SNYy3RUMHps7d26fgzatZuuWlhaROcpqeXl5l9adsrIy6T8tJmoqorV9sVjMtm/l5OSIpSRdgW2JRELaZbVy5OTkSPtZWKm6utpWbMl6vazan/z8fFsxJ8pEKBSSPlqvY00XNGPW0NDQ0NDIIhxXjFlNJaIDnxqeegsKNVC1wAi1H2pZBQUFaS/plw6odyhTe2OfS0pKbEEXEyZMwPLlywGk1n4FjLHJ5D2oKhg8YfXDeb1e23tFRUW2QhP0D+Xk5Eg/OD9ut1u0YT6nWglmzZoFwKzJG41GJaiKwUJM48k02L6qqioJGlFr7LJ9HAv2KxaL2eqAq0xbra/en+Caevvtt1N8+IBhdWL7KaMsnPHxxx/bUmQmTZokPjxafrguA4GAfC9vCSosLJRiHZQF+jvVW4z6CpY7HT58uPjIuU88++yz4iMnY1RLaFotROq91XzlmEybNk0sBJQN9Xl1b+L/+1psxDpGaslMNS2T+4r1di1rqU4gdY+yxsFEIhEZEzWOorPv6QucTqfIwpYtW+S3+buMxWC/Ro4cmXJLH2D6zAOBgO3WMq/XK99BCwnvsY7FYrI38xyiLztdOK4O5iNHjthM2GqgE4WDgwzYzYg0oVlzMrMFw4YNE8HuqgKYilNOOcUWxawWou+qAla6wQ2cQk9TtdvtlqhTmupU85dVCVFN2UQymZQNnPPNRejz+cQ0RVMTYAZxcKNl+1RTdiZM2uzHsGHDxJRrjcbOy8sTxYLo6OiwXb2nXgbA9zIRXc6I2d///vdyCNFEq7qF+B6jjHNycuSA4QbIea+pqZGNjXMVCASkj3yOJmo1wpkHpWqS5N/xs1gslrbIdJpCnU6nKJjs99ChQ8W8zasdVZO2dYN2OBxSbY9rgTIbDAbl0g5GLldVVaVUzQJMBWDZsmXiPkgXifjoo49se2cikRAZZbvU4Fq2i31Vr5Ml1CpZ/F4+H4lE5PBMF9SrJymX6n0AjIyfNGkSAMNczwBQyp76Xdwf1KqJ7BPHixHl0WhUZIbyP2bMmLT2T5uyNTQ0NDQ0sgjHFWNevny5ONnJHKjNulwuW6CPqtXxPWqxnd2ekw0YMWKErR44X2OxmK1SFk1jgMkYVe09ExfKdwYyQGqZbHMikZB5oamuqanJdsOLan5Xqw7x1VoPm2bS8vJyYWZqehH/lgFh6tV1ZACZgBr4wvlgH6mVqxq3aikgE7M+X1RUJP9mH9Mpv6wJUFNTg9tvvz3lM7oCotGoTZYSiYTMNxmWenOZNcc3NzdX5kpN1QGMlCdaVE477TQABkO1Bip9/vOfB5Ca795XqHJDxjh9+nQAhkWGsmZlWqFQSN5TLTLWYEfKfyKRkOfVVECOIdk662/v3LnTtq56C66fDRs22G5aa2hoEGsc16W1r2ofOzo6bNYmtaqdNZDM5XKlBFilAw6HQ1wetMhxHt977z0JyuLVrDt37hQZ5S1hbGdeXp7sTbS0dXR02PrB9Tl69GgZO8rvo48+KvKbDmjGrKGhoaGhkUXITtrYBZ599lnReqz+VK/XK9qeGmxErZoaHgNRstXHXFBQYPOVW/1YgKntjRgxwmY9oBbndDpT/K6ZBH1nBH3bbrdbxv7dd98FkFr5yhpsogbUdFYpy8qmm5ubxb9Djb6xsVEYAP2htJSUlpZmtAqYGlhjLYrCeXE4HCk+ciDVumMN+lNrpGeCMbMNd9xxh40JqbJltdaEQiFheWolNsCYT2t8RzYV9AHsddR9Pp/UhWZNcp/PJ7LEwiF8xuFwpFT8AjqPkVBT/Lj/cP7D4XBKcR3ALHzR3t4uDC5d6XLRaNRWIfDIkSOSesb36DtVfbnqXQRWOVGr1lnTpbxer6SppgtqzAMtGmpKJVPUeKPdxIkTRX75Gc+SRCKRUjccMNLYrGuOVSerq6uFRfOzdKczasasoaGhoaGRRTiuGHN7e7toY9TiyBLz8/NToh8Jq985kwU30gHVL2z1lefm5tpYR3FxsWh2ajQ6v6s/UsLUm17om1JTo9g+1u12Op226GpVi7dGaqvJ/qo/EDCKVlj92keOHLFZT8hyysvLM8I6CbY9JydHZNVatjEcDks0Mhmmw+GQ56yautfrtZUdTCfUsqDW+5TZn858jup71rQZVSY6a3NnVgvrd7hcLmFifI/Mq7y8XNgkmVNvwbmoqamR36EFKB6Piy+TaYlqXISa0sfPuCepMQWAsX/RwqCmnqk13gHTGlRQUJC2GBGObVVVlc2Cod53zrnimOTl5aVEYwOGbPB56/otKyuTeaEMqfdwpxMcS+7pZLSlpaWSXshXn88na40xDOpewrbyvcrKSvk32TEZtsPhkP7SIpnudXlcHcxqWLt141XNSuqity52bn5q4EY2oaSkRISdAsG2ezweWyqV2+2WBWOtcqamoGQSav1p68FZXl6OdevWATBNTsXFxbIJWVOEVJOuahK05j2rOYn8G5oJ29vbbUqNenVbf5hUy8vLZePgPLLNHo9H3lML6VsvcVDTTSirmTiYiXg8bmuDCqv7Rx1LvqqHsfW9zvJfCfX/qpnUqlgydxVIn/mQa6S5uVnmQw0oZFAPLy5QTZqUc9bgV68c5aZNOW5vbxczNWVVDYyyBvhlojKhqnxxbEePHm1z+alBd2qNASC1ZgRlgn0YN26cXF/J9CSv1yvBVelCMplMqfSntrm5uVnWC5UkVVFmW3gW5OXlSX/4fDweT1GkVfj9flG2eK9BfX29tCMd0KZsDQ0NDQ2NLMJxxZibm5tF26O2Q+0yGAzaTEcul0uet9681NLSkpWMuaKiwqaN0rQVCoU6ZUxkYjQhsf/5+flyWXsmod7ixXGmVlpSUiJXA9IM2dLSItol2Qg1bjUVQ9XQOd9MZ1FTsNhvmpoOHTokwSxkAmoloEzWyiYikYgwK7Ik9VrSzq4vVVNoVKhznomgRTWo8GiwWp+cTqctgIrPqG7KRZ7iAAAgAElEQVSCrljyQIPtmThxIgDjGkGONa+29Hg88u+LL74YgFkBavfu3bK+rFcKAmaqGZmz3+8Xs7WalsPqfNbqZiNGjEhrCg4ArF69Wipesa9z587Fpk2bAHQejGhlk4lEwhbYSGvYJZdcgieeeAKA2e+SkpK015J2OBxSiIXMlntDW1tbSvVHwNgT1H2R/QAMN5d68xu/k/PBvvIsUfvCMyTd6WCaMWtoaGhoaGQRjgvGrF5YzbJ41nt5HQ5HygXm/Dur74Sa1L59+ySRP5swbtw40QDZH7a5vb29U9ZBdkiWSuZVXFyccodqpuB0OqWUo3qPLWD0h/cxP/nkk/I3VusGNdZAICDsmAxYLc1IRsLPqqurRcsfP348AKPgAH1+1PLVMpf9kSqn1r62FjQpKysTv6Z6u5Y1bkKNHbDWMh5IdCaDnfmMszUl0QrV58pxZtCQw+HAL3/5S/k3YNy9ezR0p998pqWlRSxe1hvU3G532q0MamlMtqG9vR3f+MY3AJhskG3Jzc2VPZTjpPq+ramd5513ni0wLC8vL+2xLslkUkpw0sJA37bP57OV31SD2KzxJ+q92jwnwuGwyAKZOGNGNm/eLM9xf5k8ebJYv9JhkTsuDma15qw1uEg1/3HA1csCKNjWoIb+qiHdUzidTjFfcRNWL+LobNJ5MNMcRXNMRUWFBD1lMncXME3F3GRYo9bn88lFBDNnzgRgLASavqyBGG63W4J6uMALCgokWIbtp1IVjUblAJs6dSoAQymwVtHKdP+tcLlcKXnLgCmXw4cPl/7SFDp9+nR5j1XBOA6RSEQ2BZpR++tSjqNBDa7sDtSrLa2H10CauSkjauRuZzUDuovuPM/+7927F8OHDwcA28HR2VWg6QS/2+fz4ayzzgJg1hrgvur3+0Xx5Wtubq4ts4H7TE5Ojq1aWTAYTHsGhMPhEJLG/YVkoKKiQtYSxzSRSMj6UwMuASMQz1pPQTVlM+qf4zV16lRRYLgux40bl1YXmTZla2hoaGhoZBGOC8bMsHhVI1E1GyDVdEjNJjc3VzQ1a6WWbdu24cILL+yH1vcc1qsN1QpKVjMnAFutaLVCj7Xucqbymll/lgywszrG1MLff/99aRfNP2rtbM4ZAyoKCwuFPVIz5/fX1tYKw+Al7L/61a+wc+fOlOdUc3J/sLPCwkIx31F75zxVVlbKe7zt7MYbb8QLL7wAwNTCVcZtveY029CZ+dZ6y5D6TFfMeSDANrz33nu2qyd5S1G6wTX6wQcfyC1knNtzzjkHgLEWrLXkMwX2k9YaBqe1t7cLm1Rz7imPrBBGbN++XVxKtIYFAoGMBKGef/75AFJvLwMMxkwXnrruyfhpYaQpfPjw4TLOqoWNf8u/U3O1M33XgmbMGhoaGhoaWYTjgjGzCo/X6xU2YU2+DwaDnV7yzefIGOlbtiaNZxOsKVHU3Lxer2jVqibI4AdrWko4HLax6EwxZjJa1qFV09T47yuvvBIAMGfOHGGM1nnZvXu3aOEMjKqsrJQgDmq0TEE67bTTRJMdPXo0AEMT5m9SO87kjVKdQS1CQJbPtqiyu2/fPgBG26nBs743/x8KhWT+siHF72jMV2V21prMTqezy7vGBxKcl+bmZpE5VofKFLgOTz/9dGGiBNdST334fcGsWbNSXvuCzZs3A0i1+GSi4qL13nI1WJYxKJzPgwcPyjzzPf79kSNHbPd+t7S02KyMnIvTTz/dlo6ZbmjGrKGhoaGhkUU4LhgzWaLf70+JVFURjUZTorEBQ4unL4BMm/4C+lCyEWQV7A/ZfVd+Dfqk7r333pS/9/v98m/rzVPpBq0UjLamP1VlV3wmPz/fxhKY3nTSSScdNYL6aAxCLaHH4g7W2IL+wpQpU2x+cWreQ4cOlch71vDOz88Xn9lvfvOblO+Kx+O24hMDiaPNS2fFRzpj0f0dJX80sNjL/v37JTUm0zEZRDweF6sJU3yIbBib3sBquQuFQhmRWzJe7vdMcWtoaJB/85mWlhYpSMK9kBapoqIi2WM532qsi7Ueen/sJcfFwcyw+FGjRtkuGify8vKk0oy6SXAD5ESxyg6vcMtG8FBjP3hodWb2AkwTLvtIU42aNsDFz2fSiUQiIcEdr7zyCgDgi1/8IgBDqK2F+I9Wh7mz+uZdPWcF3xszZoyYurnZpesygO4iHA5L+hYvcmeKRXl5uZhKGWzjdDolBYoBcUzTiMViolB2Nv/9jc7mxapMut1uW12BeDze5bWS/VGNrSvcdNNNAIz1xf2iPy5/AYxDi7/Fg2MgxyKdYFDb/v37xcWVTlgrJPKAjsfj8m8qBDU1NbJPci2p4811yP2ypqZG1iED3dQguEyZsIlPhgRoaGhoaGh8QuDIhnQFDQ0NDQ0NDQOaMWtoaGhoaGQR9MGsoaGhoaGRRdAHs4aGhoaGRhZBH8waGhoaGhpZBH0wa2hoaGhoZBH0wayhoaGhoZFF0AezhoaGhoZGFkEfzBoaGhoaGlmEgSrJebxXNelOEdse9ZG1vxsaGvDOO+8AANasWQPALAV3xRVXyL3HrNu6e/duzJs3D4BZk/nTn/40AOOe0RkzZgDoVY3stPexO0gmk1LXnH10OByZKpGYsT4Gg0Hcf//9AICFCxcCAP7nf/4HAHD55ZfLnN1yyy0AjDKdrN/+9NNPAwC+8Y1vADBKD7IsoPVWtW4go/NoLZHKPvz1r3+VeuUslQtAbv350Y9+BKDz/rDcbg/KqGasj62trfjnP/8JwLyjmSVzzzvvPAwfPtz48v9/HNrb2/Hee+8BMO4mBsxyuKeeeqqUXeWdxUe7LSyRSKjlOQdkPfYzdB/50ABV/vpPGNwu+8gawrt378bXvvY1AMCBAwcAGEX+uVmdeeaZAMyayTt27JAN4I033gBg1MW+8MILARgXIQDmhlBfXy81oz/72c8CMDb7bhbHH5BFEo1GpW4tFY3m5maccsopANJewzjtfeTcvv7666JYsTbvzTffDAD43e9+h6985SsAgAceeACAcWj/4x//AGAqYt/73vcAGId8XV0dAOOSD6BH182lrY+UPdYojsViUiP7gw8+AABcc801AMxrPAHzIAuFQtJu1lJXrxmk8sjDq6ioqLv9THsf2Z/ly5dj8eLFAMwLWngxSmtrq9RWVuv0s9426zRTqXK73VIvnb/z8MMPd/eCB31oGfhP6KM+mHuJPgnQU089BQB47LHHZNNWb8vi7Se885Ob8fjx41FaWgrAPHxHjx6Nbdu2AQA2btwIAJg4cSIA4+D/8MMPAZib3kknnYQ///nPRieOfkAPyCIJBALCmP/2t78BAP75z3/KZvezn/0MgHkJSR9v4El7H3lovfXWW7Khf+pTnwJgKl8PPvggTjjhBACQA/ecc87B7t27AQAvv/wyAFPRSiQSoqTwEov+PphjsZgoGvPnzwcA7Ny5Uw4p3iHNduXk5MglAWPGjJHneXuTFT6fT+T+C1/4AgDg9ttvl/VxDKRtHv/whz8AAF599VUARj94KczOnTsBmEy+oqJCFJBdu3bJe1TOrLcseTweUSx5o9WJJ56IOXPmAACuuuqqozVNH1oG/hP6qH3MGhoaGhoa2QTNmHuHXml2ZMVTpkwBYLAfXmm5ZcsWAMbVgPQrkS2od8PSR8fvSiaTwoZpThsxYgQAYMOGDVi/fj0A4Dvf+Q4A4Oyzzxa2eQwfXsa012g0Kubad999FwBw1llnATAYV1NTEwBg5syZAAzGSBZCM7dqYaAV4fHHHwcAfP7zn0/5LRWhUEjMr6WlpWk3gZIVL1iwQN4jq6RrYtmyZaivrwcA3HDDDQCMeAL6MB955BEAqWZ7sjWyUPa5G0hLH7///e/jzTffBGCadHNzc2Ve+EpZ7OjokPd4L3V7e7u8RxcLLQDJZDLlHnEAmDt3LubOnduN5qenj0eOHBEZYh/Vu3dpmSIKCgqEDZMBRyIRmW++cq6Ki4ttd6yXl5fLGqXFqwsct2wymUxmtfusn6EZs4aGhoaGxvGGgYrK/o/EPffcAwDCCIuKikRbpmYeCASEFdG3RS3b5XLJe+rl4GSFZCuMZt64caP49y6++GIARiBZH/2yPYaVTZaUlIgVYOrUqQDMtqvBb/Q1+3w+8U3SmkC273a7hT3TKjBjxgy55JwMe+nSpQCAFStWSLTwiy++mLY+Hj58GIARoMf/M4iJzIn+yKqqKukj36uvr5e54nzSX+t0OsXfzL/rAQvpE8gSX3rpJfGL02rj9/uF1bMtHId4PC5smPJbWFgo88e+sT8Oh0P+zecXLVqEb37zmynfn0mEw2GxUrENHo/HFnlORh8IBCT4i21Xsx9oFeBneXl50m/KRE1NjQSaUVZ7YA3RyGJwT08kEikZJt2BZswaGhoaGhpZhP8YxmzVensDakA9iIhNwaOPPpry//Xr18t30u8bjUZTNC311e12S+oJmfbQoUPFt0zm+PzzzwMAzj//fHmupqYGQK/yYPsMsgO2PZlMCpvqDGQaX/3qVwEY/SHTsqZLkUkCJtNQfef8rssuuwyAMSbH8OX1ClaWO3ToUMnpJYvi/51Op+S/0jc5aNAgaT/Hi3/ncDhQVVUFwLSG9FdsyNtvvw3A6JeVMQaDQZkXtov/D4VCNnbMZ/g5YKYS5eTkpKRYAYZliWPB5zKJRCKB2tpaAKastre3y9xy7bAfhYWFtjiCgoKClLxtwByveDwusskI9O3bt2Py5MkAgCeffBIAcNNNN6W/cwMINa2OMtHbfYjj3dzcLGPJVyXnW35PlVnuo/xs7969AAxLHq1BtORFo1HJBGGueXl5OYBUKx1lVj1X+B7l3ufzSZxFd/GJPpiTySSee+45AEY6CmAGooTDYZlIbu6hUAhbt24FYOShAqZprrGxEb/+9a8BoLspHAIuWm5GFIxoNCpCRfP2sGHDxAzLQ4iHdn19PVatWgXATIkKBoOyuVPQeAg7nU75TW44LGzQX0gmkyKgfI1Go91SlBjEtXDhQjnIaTrk5qge8FxInS0CPu/z+aRISzrBg4MpbiUlJTLPVvNoLBaThU3FobW1NSUQqqv2E5k27bINS5YsAWD0jwcUA6Py8vJkg1U3NMCYA/aHz5eWlsqmxTmi/EejUekTvzMnJ0dkmwGNmURHR4esVeYWr1mzRlxL3C86cyOpcsg+MWdZTaXivHNfqayslPXNQiTHA3pCdBwOh/SXexrlvqfg76kKOfcENSiR7eOcqXsOA+8oW9u3b5e9c/To0fJdlFEGqNLtNmPGDCxfvhwA8NprrwEATjvtNFtaHRXxcePGSXEhbcrW0NDQ0NA4DvGJZsxLly4V8yBZC1lMfn6+MDhqWtRsAaM0JmAyzWuuuabH5giCDICaN9mxarZmGc29e/dKoBOZL0v8jRs3TpjTihUrABgmGqbh0ITGNk+aNEm0SRYp6W90xv5Us2hnIPviuBUWFgrzJ8hUQqGQsFUGKv3+97/Ht7/97U7b0dLSIqw2nSBbf+utt6R9bDN/j3MRDoelPZS9QCCAgwcPAjCrtB3LdZIO90xX4G+zfW63W+RLDUa0mgwpn7m5ucIcyVByc3NlrlSTN/+ebFVND6TJN5NQzaN0H7Bdra2t4nbgezRtOp1OYYLcZ/x+vzAnPsexUQuSMD1y+PDhwqIp0xxf1TSbbbDKHNucTCalqBFZ6Lx582Te6UaidaCnfeRc7du3T8aelRFptfD7/SJDnIN4PC7yy/XEzyorK8VKye9XAxv5/UxxXLt2rXw/P/P7/bK/8zO1QlxP+5m9M6+hoaGhofEfiE80Yx42bJhcBMAyf//1X/8FwAjOocbFEpVqcQBqUPQlTJkypdfMhNoSyxayBvK8efNEa6O/Iz8/P6UUI2AGAa1Zs0a09yuvvBKA4QNkGlJ1dTUAk/lv27ZNNHSrj7I/Yf1tp9NpC3BSQY2Tfn6v1yusi3Ogsgp+P7/zgQcesDFm/l0m2LL6/Qwiqa2tFYZsZbwqm+TfFRUViZWGDKo/Ap66gpq+x7bwPfaroKBA2kprEllfTk6OtJ9/F4lEbEFAKrPh36oBZRs2bAAATJgwISP9BExZqq+vl75xTQHm2mR/+LzP55P3yJiDwaDINF/JvCKRiLxHq9iBAweEYXMMOaa9uHim38A20kJE2a2ursb1118PwGTFubm50jeuVX7G/ay74Pzs27fPVqaWcxAOh2WOKL+qxc0alDhy5EjpD1PW1M85P5zHaDQqc8PUQbVtjOPhmKhFarqLT+TBzMX+xhtvyIFMwaBpTr0YYPbs2QAMcwQvEuDC5EaejkVCgfjVr34FwFAWHn74YQCmmcTn88lvsR42BWPChAkiLLyd55prrhETCuv8subuk08+iVNPPbXP7e4LujLhHG082Uf10oSuLq+IxWJyuHGTVINyMnQrVZfgARIIBLB69WoAEBM1D+N4PJ6SJ8tXKmkMHuHFHV2ZsjMZAGY1rzqdTmkrNzn1khSaCakcFRYWiiuC70UiEdtFGPwup9MpwTLcvEtLSyWr4Oqrr85IPwFTznbt2iVrifMzdOhQOUQpS+xXc3OzLYgtFAqlBPkBZlT2xx9/LKZPHki33HKL5K//9a9/BdC7jby/wflmdT4eaI899pjsP8888wwA47DmGHNsGAz1r3/9q0e/y3Guq6sTAsL54DqrqamR9tGFefjwYYmqVpUiwHBvkcDw75qbm+V5nhnMjFAVMq7NSCQiLkrueVxDDNTtCbQpW0NDQ0NDI4vwiWTMxFVXXSX1fan5U6uqrq6WlAh+tn79eskppHmEgVdbtmwR83a6MGvWLLn27ic/+QkA485XapfMpWSlqmAwiEmTJgEwzeGRSASPPfYYADMQgZpqfn4+vvzlL6e1zf0BMhOy6mQyKeZEjg3N/WogFZ8/fPiwWENoWu4vsO1TpkwRDZoyR0bsdrtF5sh6fT6fsCgG7zFF6FjWmkwEC7HtZH0ul0uYLPsYCATEfMjn1XQYNfAGMCw/ZI9kGmTMRUVFNgZUXFwsjDmTUCvTWdN4qqqqxJrF9Ce1ehffU2sNcAy4h6jpcueeey4Ac88pLS0V0+d9992X/s5lAMlkUiwLBC0H1157rVjuODaNjY0iJ5QhBr/1FBz7d999V6yZlHsy3GAwaEu9q6ioEMsNWTFlz+PxSKAa32traxPZ5/eruerWGvxlZWXCwNkO/k5vUlQ1Y9bQ0NDQ0MgifCIZM7WykpIS0VqmT58OAHLn7SOPPCKMmdpeLBaTFCXWr6Xfa8mSJbjgggsy1mYWGVi6dKkwpbPPPhuA6XPcs2dPih8FMHxgZCFk3wxY27lzJ+6//34A5gX2xwPo7+FNPw0NDZ3WCAcMLVZNrwEMDfe3v/0tAOChhx7qv4YrcLvdwpg4Z+xDR0eHzT+ck5Nj879atfL+BFPP2Ia8vDwJwGP7HA6HrC/63PiZx+MRHxsZc1FRke2uYvoM8/Pzpf9kLbm5uSnBOJmC6hNm2hstLatXr5Y2UC7Zn3g8nhLXwFf2m+uS4xaPx3H66acDAL74xS9mtlMZRGexDWSVkyZNkjW3aNEiAEbwHPcmWrJ4b0Bvf/u6666TqnQcZ7LynJwcsTJxbw8Gg9i/fz8Ag8EDpg84GAzKmUFLXDweF4ZsLQKlsmnC6/WKnDDgjNYe9ba77kIzZg0NDQ0NjSzCJ5IxE4lEAtdeey0AU9ultnTNNddIyD7D2hOJhETg0V/L5zMdKUmWHAwGJY2L5UEZwbh48WLRxsgOt27dihNPPBGAGcXNSOwTTzwRL7zwQkbbnQl87WtfS/l/QUGB+JPoa1bTrZimQEbqcDgkjWOgijU4HA7RtNUa2YDB+q3sODc3N6X9gMkEjnWTVCb6tmbNGgAmW4jFYsIKyZIHDx4s64Xyq/rM2X7C4XBIH/kdZDaFhYXii+Wac7vdEl+RyXlkv/bu3SsxJpS3pqYmmSv6NylvgMmGyb4cDofMqTXyPBgMSkrjJxm8Q5sM9rvf/a7IBa2UHIf33ntPIrt7gpycHFvpS/q0c3JyhPkyAru+vt7m1+Z8xuNxkQHuL83NzbLHsK38fnUtkGnv3r1b5MR6S9o//vEPsdh2F5/og7murk7MiTyE//3vfwMALrjgAhlAmu0CgYBsFFZTxWmnnZbRtqq5vtwMmcPJzWj06NEihAw0KC4ullw6VtzhZyeffHKP8wQHGi0tLVi3bh0Ac9MuKCiQzY2KiVr31rpI3G63LEzO7bhx4wD0z/WBgLHYqcyxH1yofr/ftsm7XC7Z5Nl2tU50d3Ka03F4cVyZwkOEQiFpH8f73HPPFQWIUPtqrY+sKlF8j+Pg9/tF7rkhBgIBWb+c995W3zsaqLS3tLTIumc/gsGgvKeasAHj0GYKDZ9paWmRv7Wm7I0cOTKrc5PThQULFnT5GWWISti//vWvXh3MVVVVIhPcm3kIt7W1CUlRc8O5d1I54HppaGiQz9TcaLbVWqXP4/HIZ2ogIPcf9XpbwHBPUj66W09Cm7I1NDQ0NDSyCJ8oxmwNuiguLpZAKJqFefG6auamRlRaWio1pa0MTTVfZQJk9Hl5eRJubzWFqrffkFWVlZVJmgn/juyqsbHRFkjU3wU3eoo777xT/k221NTUZNM01So8VuTm5kqKy0svvQTATD3rz0vo1XQMIDXVyzoPubm5tkpRZL7BYLBHjNnhcPTZMsDx4pry+XwSuMO5mDt3rtyuY60ANnz4cDE1Eh6PR1gNg6zUK055ew/l+ciRI/Jba9euBQBJN0onuKai0aj8NgM9E4mEjd2rVds4TpS3zuaKz48ePbrfLDZdoTO3SDKZtF01m+7rYbkWFi5cCMB0Fa5bt65XNd/V4jYMuuL81NfXy77H9T548OCUQjeAued6vV7b2otGozYLEcckHo9Lf8j8i4uLJTiMz3Het2zZgldffRUAcMkll3Srf5oxa2hoaGhoZBE+UYz5T3/6EwBTE5o1a5aU26S9n37Y2tpa0Zx4m09BQYEkzlNbUsu4ZfI2H7altbVVfBnqrTyAodnTGsDglAMHDqQUgQBMll9SUiJaIll3pmpF9xXU2Hfs2JGSCgV0fr8qfaCbN2/utO4yx2Dz5s0AzIIGvIkr0wiHwzKP1Map2bvdbpkrBkFFIhFbaVG+7t27V+TwaOB39kU+Oc70u1Lrr6mpkVrvZLsjRoxISZ0CTJkdOXKkLbUtLy9Pio6QmZChNTY24qabbgIA/O1vfwNgyOy0adPk80xBTa9kahuZf35+vsgh20zWr6ZXMR4gFovZ9gl+/0D6l9mHRCIhzI6xHF/60pdwww03ADDTxBh096Mf/Uisc52VhmVfGU9w8OBBjBo1CoCxlgHgiiuukM+tNbOLi4t7JK+Ul9dff13kkTKlWj6tgYfBYFB8v9Y73YPBoOy/ajERyj7B+Q8Gg/IdakyStWY/2XpFRYXtdrxj4bg/mNWr8VQzNWAMFg9pVu1iXu/y5cttm1B5ebkMIAeZG2JtbW1GD2YemDk5OTbTp7qg+dvc7OLxuCwYboqEWt+YwpJtYB95QM2ePTslKhdIvfyAz6uXjTA/UR0va+1bmpL662D2+/2ygfOAVS+nsF7YEI/HbZeXcK5ra2u7VfM8HfLJ9tAFpK4vKhrf/e53ARiKLJ+3yuyBAwfkb3l4h8Nhm3uGSmd7e7vMKb8zEAjI+uXzmYB6MQo3e0J1lXAdqhka1qtcXS6X9JHrki6ZrmqeZxJUUBkpXV9fLzUQ5syZA8Aw2//xj38EYNa+Zp330aNHY+nSpQBMwvOXv/wFmzZtAmAqvvz+qqoqPPjggwAg9wAMGjRIArS4LrlXNTU19ShokVXx/H6/1H7gHs35cTqdcjCrEfLcT2h+5npU3Vuqq5Dzpl6qAhhzzvnmMwUFBSlXCqvPx+PxlCuFuwNtytbQ0NDQ0MgiHHeMmdoVNafRo0fLZ9SAVLMn0zloSlEDiqg5fuUrXwFgaITM32SFMP6dWn81E1A1SWp77I8akt9Z8Iw1b5IaXjQaFS2ONb8ZdDGQiMfjMpZsK10Na9eulUAamr3UlCiCJsfZs2eLJk8tXK2fTZMcn+9txaGeYufOnSI7VqtFMplMqRQFGHOsmnz5HGBo3j1Nt+grmM+7YsUKAIYlh6a8H/zgB/KcleWqgTWUUbUamPXmJZUlMfCSjCYUColcZBK0krlcLllr7GtDQ4Otb2o9ZYKy19bWJtY5rj2rlSDT+MUvfoFbbrkFAITZvv/++wAMFwPb+v/+3/8DYNxwxfXIfHT+/YUXXigyx4per7zyirgNzz//fADAj3/8YwDA/v37JSWVJu3i4mKbK4rstqOjo0eMmQx927Zt0lb1hjLAGHfuk9xDGhsbZY+1WqTUtcd5LywslO9VUzMBQz6tbqNEImGrXEc5HjlypLS1u9CMWUNDQ0NDI4sw4IyZWoYVLS0tomHSj5OXl2fzHag+MPpC1OAZ/puaN2/6eOWVV6SWK8PuW1pa8MYbbwAwmQA/s/pv0w0mvbe2tkqf6H+jpn7w4MGU+z+B1EIo1uAStSYzfYZXXnllRtpvnUdqpYlEQnzAvG+2qqpKagWzzS+++CIAo6gKmRa/I5lM2lJV+HsMugE614DpF+XtMXv27Omx9tob1NfXi4au+lGB1NtpONdut1ueswZUhUIhWxGVzpBOiw79ZBxntZa3yiCt6Xu0EqgpKGqaGNe01QIQDAZtKW1tbW3yW5y/TEBlbAzq4WskEpH2qJXb2AdrKk1ubq6wNH4vWRjnP1Pg9y9YsAC33norADNQ7bzzzgMATJs2TeaIwVkLFizAddddB8DcJ+666y4AxvywYAiDZJ977jlZV2THHJMjR45IhSyiuLhY9gDrrWqxWEzGmgzzaODazcvLE5njfsHvjMfjKVZD9kMNJgXMvcTpdEoAmfpdXJtkwGqQLYcdWb4AACAASURBVGWC7xUVFYkFhb+pVgJbtWoVgO7XSNeMWUNDQ0NDI4swIIyZt4J84QtfEN8Hy0qqLIFaDDUjNeSdmg39UrfeeqvcA/rUU08BSC2rNnHiRACQ6MPvfe978rdEZWWl+M+oadI3Sb9npqD648g0qAFT2/R4PMIw1MIn1qhBskuXyyXa3jvvvJOxtl9zzTUyTvw9+n0BkxXSvz948GD885//BGCmbKh+GauvJhKJSJ+slpI9e/bIZ2rJS4LaKz977rnn8J3vfCcd3T4qDh8+LEyJ8quWmqS2znksKCgQ2WdalcpC2P6jIR1R2fwOWpgo96NGjbL52lR5tFqySkpKpG+dgaySstva2irywb1gx44d8l4m4zs4toMGDbJZpNRMDc6fKm9kn2SQgN1CotbMzmRmB/3Ju3btku9/+umnAZjrsbGxUayAjK255557ZF+86KKLAJg+6aKiIvEts+0PPfSQyLaVJbrdbltpSr/f32XGQSwWs5U/Phool4lEIsUCpSIUConscS15PB6b1YlznEgkUmIEAGM/5hrlHKsFR9TMAcCYc2uGAn/7ww8/7HFp5AE5mM866ywARm4k81GtAuvz+cS0xTSoqVOnyobMz5YsWQIAWLVqlfwtKw49//zzePTRRwGYg/X973/f1h6aUu68805ZfHxPDVbJ5KKiEhKNRkU4uNgpQGpOJaGabbmBMI1ATVnJROUy5gYvXLgwpeITYG5GeXl58m/2i5eGAOYi4fyEQiF5Xr0YwFq3Vl3YVsRiMdk42H+O0fz583HzzTcDyOyFCA0NDaLc0exFM25paanIFZ9JJBISLGM1czc2NnbrYE5nrWyaI63BUOr3796925YKxENp7969NtNhS0tLl3n1kUhE2s/Ao6VLl4piQFnIBDjealoeg0t9Pp+kxqi5wARlmc84HA5J3+GGznVZV1cnf5uJ1CleZuP1emW9MPiVc+ByueRK29dffx2AsfZ4qJMgMKh2woQJ4kq8++67ARjuI5rGmdrIvcrpdNpS4Vwul8i51fQPoEc5vlQqAFPx4V7AM0HNL+c4O51OmQ/Oo+oysipfaq0BBgLz/+3t7Sl1J4DUYDE1F5r9O/nkk7vdR0CbsjU0NDQ0NLIKA8KYqS1RSwNMzePdd98FAGzcuFEc/RMmTABgaKoM8adWcvvttwMwrjqkGfrNN98EANx444226i2dgaztyiuvlGAxmpOpOScSiYxeHahqjdYgIPUZa/BEOBwW7ZCMlG0uKiqS/mei6hDTzXw+n2iQ/G0yj+bmZhvLdTqdNvOzagmwXrHpdruFsTFAhFr8vn37ZLz4/UVFRSlsW/3O9vZ2MbHRZJpOkC0cPHjQFhBFc29LS4v0n+N18skny+cMaFMDw7pzu1JfU6nUAD41VQswZJHjTFl6/fXX5T31Zi/AcFFwLXHdkFUCJnOyWkIA4JxzzgFgMBTKdiarZqmFJqzszeVyyedcX2pgERm9GtilBhUB5pgUFhbabhBLJ2h9aGxsFFm68cYbAZim6e3bt9tk6KKLLhL3Ik3eXDdqZS7O9WWXXSZ7E9MvuT4PHTokv03L5aBBg2xVsTgOhYWFPboxjHJw3333YfHixQDM2urso1q0hJYft9st6966v/r9fpl3Pj9r1ixceumlAFLT4gBjzdJMvXHjRgDApEmTRAb4ynOotLRUirl0F5oxa2hoaGhoZBEGPF2KoGbM2zc6u4UjmUzihRdeAGBqXmoZtkmTJgHofkg6QQ2KgQ8qWKs30+X01BQL+m2st6Hk5OTYfI1ut9tWwpL9OXToUErAUabaPGbMGNGO2T61gIY1lcrhcNgYmQpr+U3A1MjJRmhtUZkKNXs1WMpq5YjH42KV6amcdAf0ux86dEiCC+mH5Jjs2bNHglioebe2tqYEtgDmmiguLs5oSVU1jsIaGMNxDwQCNr+9GqhorYFcW1trY7vxeFzmj2xF9VFz/hhvEYvFxJKmxiVkCslkUnyhncUDsN9sZ05Ojswp+6haj7hn8DO/3y/WEKZHZgIej0fG+Vvf+hYAs2DM888/LwyQFo1Nmzbh8ssvBwBUV1cDgOylPp9PrFRqShj7xPfUevVWa4hqWWABJ9Ua2Jsb70aMGCG11fl7tMhs3rxZCipxD2lpaRFLzCmnnALALOWZSCREDtVUW8q0de+Px+OyHsnCVTmhfDDItKKiQtZCd5E1B3N3oF5nlwlTUGem6kyar1WwP2eccYYItHUzdjgctvy8RCKREjgFmCbTZDKZEkGbbrAtK1eulNq6zI1kJPnWrVttuaEHDhyQhcpFyUVQVlYml89zrs855xxcf/31KX3kdY4rV66UQ5pVvsrLy6W/3GiomEybNg1f+MIX0jYGVrBfJSUlMqdsC83vkydPFjM6o9n37NljW7zs/5AhQ9J+DZ8Kjo0qI2p0NWDMkzXQa9SoUTIfVJDU6/MY9Mb3VCWMhy8PQPVgVoMrOSaZrJqlzg/7yE17xowZePnll1Pazw3Y4/HYsgXcbrfMKT/jWvV4PFi/fj2AzB7MKiiDF154obyy/Zy7hoYGaTMPJl5moQaccpzUg7QzpZtjoeavjxs3DgDklcqBx+PptZvCGgXNimtDhgzBpz/96V59Z3fgcrlkPR4t95rBaL2BNmVraGhoaGhkEY4rxvxJBrXqwYMHi7lLzUcGUvNfCafTaTOhUFNNJpMpV6FlCjk5OZg1axYAyGtv0dlF7irItL7+9a/LaybT2HoKsvbi4mJhomQmNHvt27dPWEddXR0AIxWQfSNDUeunk8lkAmyL0+mUMSSjoSWjra1NLB7s16BBg8RCwKAZmuZDoZAEttHVsmzZMvktvkcT68UXX2ybP6fTKSZsazWpdELNf6cZmmM/duxYMZGSfZK9e71eGQu1Sp01aFM1adPlM5Ag06R1YPTo0Sl3DqhIJpMil53BOmdut1tk5mhBXdbcY41UaMasoaGhoaGRRdCMOUtALba6ujql/jOQegez6t8CDPZi9YOToan+Z/rMjsVIBxq9aVs29YessqGhIeWWJMBkTtXV1eKjUtPLGBvA/pCNtra29rjARk+sCNaa1oDp2yVTP3TokBR3IIM699xzbRfSd9YGorvzpMp4T6pC9RZkx2qtbBaVmD17tswjmTJZciQSkbXKccrNzZU1x/njOBQUFGQk1iOTyKa19Z8EzZg1NDQ0NDSyCJoxZwmoSUciEYn+pB9OTf2x3tWs3gNK0H8TiUSEDZCZdXR0ZNRf+Z+OU089FQDw7LPP4uyzzwaQmi4EGPPIwgS0ZBQUFKQU8wBMZrp8+XJJH1RvU0sXOmPXjJ6dMmUKAIMlUq66G0XbV7YVj8clXYq+60yAfuzW1lZ89NFHAMxSqXl5ebjtttsAmL5/Zhw0NjYKY6YFpK2tTRg2o3IZd1BfX9+t0qoaGvpgzjLce++9krrwxBNPADAuBQeMDYEHLQNR/H6/pLRwE+PB29raKrm0TM/pD9PgfzJYLejIkSNSRYkViahMeTweqWfOQy4SicjmzprHfJ0wYUKXOZVdoa+HIuWEymFFRUVGKqV1BrZ9ypQpuPbaawFkNl2K9d2nTJkigV5z586VtvCqVOslHrFYTJ6n4tvU1IQZM2YAMFPNaBavq6uTOdXQOBq0KVtDQ0NDQyOL4LCaQTU0NDQ0NDQGDpoxa2hoaGhoZBH0wayhoaGhoZFF0AezhoaGhoZGFkEfzBoaGhoaGlkEfTBraGhoaGhkEfTBrKGhoaGhkUXQB7OGhoaGhkYWQR/MGhoaGhoaWQR9MGtoaGhoaGQRBqpWdq/LjbHeMOvVrlu3DgCwdu1aKSjPS94/9alPYdq0aQDMIvN8LS4u7stFAN0pRHy8l1TrUx9ZQ/jgwYMYNmwYAPNqywMHDshlHFOnTu1Ro3pynWE3MCDzuHr1arkIYevWrQCA8ePHS51t6zWefUS/9nHHjh0AgIkTJ0pt7dNPPx0A8OKLL6K0tBSAWT+aF3f0EQMyj6FQCNFoFIBZnz4cDsvlI2nGgPQxEonIhSuUy/Hjx8u8pWn+iD71sbO9gZe+tLe3yyUkFRUVAMy2d3UVLv+WF4/k5OR0o3nHRLc2ruPqEotAIICdO3cCAD788EMA5k0v+/fvxxVXXAHAvBO3vr4eCxcuBACcccYZAMzLH+LxuBwKaRpwDZhC/Nvf/haAcZHGnXfeCcAc5zFjxnR5sKqXOajgRj5y5Mh0N7nfwMtJ3n77bbnEYtasWQCAP/7xj3jssccAAK+++iqA4+MuXM734cOHAQBf//rXARibHT/bvHkzAGPtcfOkQjJx4kQAx0dfrXjppZdE8S8rKwMALFu2TAjCddddN2BtSxecTqfc7EWZjUQicskJyQ1vx0uzUtktHE1ZZ/v27NmDu+++GwDw5z//GQDkFrCuZI99GYiy1cfFwfzMM88AAN599125ZYeDyhtcioqK8PbbbwMAHnnkEQDArbfeipNPPhmAeYsPLy//4IMPsHfvXgCQA12j76BFo6amBgBw++23d3rQdoXc3Fy5JYsL6I477pBbtboD9VBI5/WIvQU3sUGDBgEAbrnlFvzf//0fAPPmsMLCQgQCAQDA+vXrAZhXSGYbQqEQAGN+nnrqKQCQtUQGOWnSJFGiierqatnkeGMTWcnUqVPx05/+FAAwevToDPegb+B8nnPOOdJf9qu2thYHDhwAYFruuFcdj3jooYdkf+RctbW1iYWAljFaSnJycjBmzBgAwKhRo/qljd1R6l555RVZa9OnTwcArFmzBkDX88PvXb58OQDg3HPP7WtTuw3tY9bQ0NDQ0MgiZDVj5gXmS5YsAWCwsAkTJgCAMGeapuvr60VTo2ZTVVUlF5/TvEQmNX36dLnjlUyFF8Fr9B5kezRp9oaxUoOlS+LIkSOivVJrJ2uLx+NiIh4yZAiAVNcEzVEDaSq1+uGcTic+//nPAzBYFwB8//vflzbSlD158mQA2WPmXb16NQCIa2LLli1iBeB6JJvs6OiQ9aQyrcGDBwOAWEBoTVm+fLlYCOgD3Lp1a4+sLZlAIpEQOSQrpNm6qqpKWDGtdeXl5bjqqqsAAL/61a8AQPas9evX4ytf+QoAyF6V7cjPzz8q8+Uc00KWl5eXbr9zWlBVVSXW0xdffBGAuTfFYjH5d2dr7Tvf+Q4A4N///nd/NBWAZswaGhoaGhpZhYG6j/mYP5pMJvGLX/xC/g0YWhmjsamhUdM56aSThGmRMe3ZswdbtmwBYAYNMeiksrJSAscYgDNu3Ljutv8TFZVNi8FNN92Ehx56CABQUlLSqz7SylFZWQnAYBy99fPedtttAID77rtP2sggIzKvcDgslg/+dltbG2bMmAHAtKh0ocUPyDwmk0k0NjYCMJnWnDlzcPPNNwMA6urqABj+SgCYOXMmnnjiid7+XFr6uHjxYgme4XwOGzZM4gHINMiEc3JyhFkyMKitrU2i8cmEKSd1dXXCTNn/8vJy7Nq1K+X7u0Ba+hiLxYTlbt++HQBwww03iNWF+wutboxbUd8rKioSFs29hr7MRYsWSR9pKVmwYEE3mg6gn2W1u9kPfI77sjomvUDG+tja2ipz+4c//AEAsG/fPvm8s6C1W265BQDw8MMPGz+cnrOyW+YvzZg1NDQ0NDSyCFnLmBsaGnDHHXcAMCI8AUN7O+GEEwAYfkcAwoyGDBkiWhv9j4WFhRItSoZC/93MmTNF2z/rrLMA9MjvkzWMub6+HhdffDEAM0LyzDPPBAD4/X6sXbsWgGlhKCsrk+hEslBGtldUVODNN98EAPh8vh71kWNpTUGIxWK99jm9//77AIx4AH4/mRa/0+/3SzoOc2Q3bNggVhD2O5sYcyKRkPHh61tvvYX//d//lc8BYMSIEQCA119/HcXFxQAg1oEeoE99JMMtLi4WlkdW1NLSIrmhnBc1Gp5Mma/hcFjWKC0efL69vV3WLeWysbHR5m/PRB+5B55xxhn49Kc/DcD0cw8ePFjaz/mgvNXV1UnKJZ9pbW2VzA+OE9dEfn6+WKQ2bNgAwLCUzJ8/vxvNz549pzMwhocWkF4i7X3k3O7cuVN8/++88w4ApOSbMw5C9TUzXmIAcrWzN/hr1apVMiBVVVUAjJQMmjJpmqbQq0niHPD8/HwJCOIiYZDKRx99JMEm3AiORyQSCSngwGIrNOkOGTLEdjAFAgHpNzd5fpZIJGQsepriwYPDir6kK3EjjMfjsnD4SpPgggULcNFFFwEwU3UqKyuzKl3KCtVsRuXjq1/9qrxHBYOHw/z58/HjH/8YgBEkBkDcPJnGyy+/DMCQDc4HFcDCwkJZm+oBCximbI49A4QCgYCk2XCt0twdjUblcOczgUAA8+bNAwD86U9/ylQXsWfPHgDGvFRXVwMwg9jq6uokuJDBP/z/sGHDZK1xvbz22msSLEUZ5TpraWmRvYnPvPDCC3j00UcBHN/1FNQ9ZCBymbsC5ay2tlaUJ54BVBJdLtdRg78GAtkzghoaGhoaGhrZy5gbGhpE06QZetSoUVixYgUAU+uhKdvlconGzSIXTqdTNCC+96UvfQmAwTj4t9miJfUGfr9fGAarKLFSTzgclmIN1AibmppSAlUA09zT1tYmpsl0oS9jSzbV3NwsWjjZ2uLFiwEYZVdZ8pOBVGPHjs2qlI3OAmmWLVsGwEzF8Hq9Yt1g8NN7770nz8+ZMwcA8Otf/xqAkbLUlZUinfjZz34GwLC+UK4YNJNMJm3BPuyry+WSOaNMRaNRsWqQTdIC0tHRITJKq01lZaUUKaHMZoKNcQ78fj9eeOGFlH5Eo1Ex56tWJ8AwR3NOufc4nU7Zr2jdYwDi/v37U57j31FuaUY/nsB5vPfeewEAN954o1gpBzrVTcWgQYMk+IugLObm5h61JOdA7CWaMWtoaGhoaGQRsodWWMDCBYCpeYXDYQmaYEAY/T3l5eXiF6IWl0wmRVt/5ZVXABgpQYARIMZgE6alZGsJxKOBwW2A6Ucn0wyFQvJvjkl+fr5YIujT4v/VovzZgH/9618ADEsA55FtZcDe2LFjxfenxhiQWfMihYGAarkBTM27sbERP/zhDwGYvkmfzyeWDzJhsjaVObOPV155pRTeyQS4ljjeBQUFEnBJuWlvb5fn+J7KLthvPqMGAnJsKG+qf5V+6jFjxoh8c632tQhQR0eHjeV//PHH0hamV1Le8vLypI1Wtt7a2ipsmP3Jzc0VywL/jmxfBVl3NBoVP3o2MeZjWSjYXwazsWyy3++X4kIs6FFQUDBgVkmy3jFjxsj6ItjHztqmnh30TfcnsvZgbm5ulpqzNCVNnz5dNlxGPnJBezweOcC5WAKBgAwuo3q5MbS0tMjGN378+Iz3J91g4MKSJUskb9JawSwWi4nZkQIajUZFENXgB8A42Pur+ll38iR5qBYUFEi7GDxDmWhra5P+c8PNyckROcmkCfRYoKxZf3vnzp1y0LDNe/fuFSWKsqoeaHyOmwSjYNMNzgvHl69qEB37EwgEbAcy++VwOGwmwGQyKTLHv+P3RqPRlCAxIPVCEwZZ9bWO9vLly3HBBRcAMGWDroOhQ4fKe9w3wuGw9NfaV7fbLc9TwfL7/dJH/p2qVFBWObcAbDXFBxInnXQSAONeAsCISrcqFslkUubojTfeAGC6zw4cOIDf/e53Kd/1ta99TWSb5n3OO903mQLb7vF4bHuNqhyqVQYBY245f/3hMrJCm7I1NDQ0NDSyCFnLmIuKinD55ZcDgNQVrqmpwdKlS+VzIDXvzKoReb1eST259tprAZgmXafTKWxy9uzZGexJZkCN1ePxiCZPTZ1mfsAw8QMmC2ttbRXTndWcGI/HUzT5dENlyUdjynyOGms4HBbGTwZFdlVcXCwpO2y7x+NJ973NR0U4HO7U3MX2U2tnm9rb22352IDpviGDY5+dTqf0l99Bi0C6wfHi2qBMqS4Qpk2pNcz5qloo2DfOi8qi+co+RiIRycdnxaycnByRUZq0e8uY2S4GJgEmC2cbYrGYPMfc/kgkYrN4cL15vV5bZbnCwsIUiwLHAjDWmdWtkZ+fL9a/gQRTDil7rAuumuvV1DimmHEMuYfs27dP9lo+X15eLvJO5pwp+bWC8huLxWROCbVWNhk/5a2wsFD6SFbfn+Z4zZg1NDQ0NDSyCFnLmPfv349FixYBAH7+858DMLQ6am+8I5SJ+mVlZaLRqKkIZBgsHEAttqioSHzYTG9QvyPb8fe//x0AsHLlSvE/8pWVvcLhsIwXWcHhw4eFwfB5apUej6evtW6Piu6OrdVHV1lZiZUrVwKw37jU0dEh1c1OOeUUAIbWS1bTH8y5q8IQ6h29gMk0S0tLxYfJZzwej7AIsm/6u2KxmFh+GMDCzzIF+pYpNx6PR3ylapod+0G5YX8SiYTNNxmPx1MqwgEmawmHw5Lup6ZXEfTN9haUJfo9AUhqFJFIJKT97Kvb7Zb5tVo+4vG4LUBIvQucfe0sIE595RgPFObMmYMPP/wQAHDJJZcAMAvf7N+/X6q0MeajtbVVLHD8jH1cv349vv3tbwMwKyl+73vfw3nnnQfArBvOgjmLFi2SdZFOcI7YrwMHDuDqq68GAAnw+8tf/gIAuOyyy4TRUx4bGhqkQhhl9Ywzzkh7O7uCZswaGhoaGhpZhKxjzNROxo4di2uuuQYA8NxzzwEwGC0ZIFNF6DM64YQTxD/y2muvATD8j4yWJNNimcOxY8faNMFsYctdsbxkMonPfOYzAIySpYBhRWC/p02bBsBkF7m5ueIzUYuOkN1YU12amppEE6Z/qL8RjUaFhagRuyeeeCIAk7WoGq61jGgwGJQxGKBa8Cmw+kXr6+slJYjtU2tgk02RtRYVFdlkIRQKpaTopANqWVveY87xDgQC8pnq07eW3VT9sdb62ZFIxFaTmOu5qalJxoCR97FYTOa2r/Oo+rnJxMmcVAubGgnP5631wFVY7/tOJpO2IiqcJxXsd25urny/1fqQKXA+GCHt9XplD+S8b9q0CQAwfPhwPP/88wDM6GT6XgHTUkBLzqBBgyRjgFbK7du3y2+RhfI77rnnHjz++OMZ66PqMyZ+8pOfADD3y+XLl8u+x3U5btw48Z/zBrC+MOaertWsO5gp6H/84x/lMD3ttNMAGIuX5hFrWsOmTZvEBDp9+nQAhpBYc0m52Y0fP14OdXXS+hsUeppq77vvPlt9ZwrL8OHDZfPiZfXRaFQWsvUyh4KCAlk4fA8wFxPHQg3g6W/lhBsuTWelpaVywLJffr9fNjKrOTEWi8n1nTSxLlq0SC6x6I+DuatUrM4UK8C4zpKbNg+0vLw86ZvVtJlMJuV5zp3T6ZT5Y0BNX6G2lwcTN5JgMChrifmpTz31lPwNTb+q+dlq4lfHiX3kmCSTSQnw4rw3NDTYgsR6C3VNcc9QU7uAVMWBv+v1eqXfbCs/c7lctnEC7NdCco5DoZDNfeR2u+X7+iP3vqOjAxs3bgRgmnIbGxvlN2lWVi8SYc0AKruTJ08WNyBdKjy0hw4dKulfVHzuv/9+2WM5huqYZsLdxLVBTJ48WeaF8842t7a2St+4v8ZisaMqVj1FT6uHaVO2hoaGhoZGFiFrGfOsWbPwwAMPADCqHAGpxSSoqdKEUlpaKlpZZyyEWg9fVRPoQKGjowNnn302AODSSy+V92l2ZvI+rwMsLCyUy7vJDtesWSNmISu7aG9vtwXl5OXlyRgzfYBstL293aZpZgpkDDRt0exVUlJiS8FxOp3Ccthm9mvx4sXChlgha9y4cTI+ZHADUe/Wyg6++c1vAjCYEW9HU1PVrLLKPkajUWGfamEOBtIw1SWdbWa6FNtXUFAgbIJMIycnx1atTK2BTRappn11VnSDfeVvURbq6uokhawX112mQGVj1op3aoUyPkeZGjLk/2vvzKPjrKv//56ZZDKZLE0aukjT2kLpQgFLQQqI3xaQooAKhyI7CIjKETdEz0HPcdcDguKGih4VUEFWObJTKVhohIKlYRdIE0JLSUvJPpktM78/nt/7PneeJ4U0mZk80fv6p+lkMvP5PJ/t3vu5yywJL/Q6bulrIb4/mUz6ktroUDeuc1rKYrGYPHOGiZVSY+7s7MQtt9wCwLWwdXV1yVg99thj0jfAufqjcyzHp6Ojo8CJFnATPrW1tclnsR/aGdPr9Ldly5aSaMw0nbPyXiwWE6dYXmHy+5qamsTqxGvBaDSKRYsWAYBY5EbKUjdadrdvpjEbhmEYRoAInMZMPv7xj+OSSy4BADz00EMAgMMPP1xCKuiAQom1urpapHU6H0yZMkW0T++97dDQkIRalZKdO3eKxEzNQd/tUvJkvuc77rhD7m34LysL5XI5tLa2SvsJJVRvPdt8Pi/3tfquXReuZzsA57kxsQDv9YsBJWJqHm1tbTJ+rPDFNg0NDYl2TMk0FArJ2DJhCp/hww8/LPOD1oR4PO7LsezNk1tqcrkc7r77bgBucheGbtCRDSh0MqKmxX95l9va2irv03WmOVbF1Jj5PVw32tLAn+mvMNKdMYlGo9JW/l0qlfKFNGpLAMed70kkEmIhKaZ1y2uR4d4QDod9Vov58+eLJss5pFPZesO/tNbNNvNZDg4OyvylFhqNRuUZcA9gytBi4E2x2traKmuD3ztv3jypOcBnQetjKpXyOSomEgn5mXObaOdNnaaV2qb+XP6uFH4t1JhpfamoqMDtt98OwB1bzq1MJiNOwZzbU6dOFQ2bZwyttRzD3WF3+xjYg3natGmSDJ3xhvPmzZOFQ0cJDv6MGTPkgfMgzOVy8nuaXGi+6uvrk0OrFNC0c/vtt2P69OkA3IIbNBM+++yzsqDZzmnTpon5jhsBD5d8Pi+LSSfP9xYA5+TS2ai0KUnHaAJu9p5p06aJo8do0I5VXicr9mtwcFBKdW7atAkAcP7554vpiGPGi0I+OAAAIABJREFUtmazWVm0XOB1dXWywLSzH+CYpXgwM0NPW1ubbEQ80IvlIKXRVwacc9zYduzYIfHVLLzCBR2JRKRd2lzNNusNE3C8WtlvbiD9/f144oknADil9ooFD0wdXww448iDhptMdXW1CINeE2VFRYUvW5vuG+c2/27atGlygHFuZzIZmR/FzEjH9vOw0Ac05zGFJ847wF+MJBQK+QSSSCQibdYOZIAzd7nn8JmEQiH5XAoAxYSHKiNbbrjhBpmHXC87d+4syHQGoEBI1O0HCgt7eHMoaE99ok3+3iulwcHBAmGzWBx00EEACg9EOg63tbUBcPe9uro6eY2m7NraWplz3E+5p4/lYN5dzJRtGIZhGAEisBrz0NCQXNzfdNNNAID169dLKBQv5Cnh1tXVYc6cOQDceNY33nhDQqK8TkCVlZUimZcCOm6tXbtWHGOo0bKd73vf+3zVdlKplLxGaZzSZl1dnVgKtGMJJTq+T0u7fJ/OB6xz3gLA7NmzAThWhPb2dgCFOYV3Bccgm83K86U2TieS+fPni6MTJfRHHnlEHPq8MZs1NTXyLGj2ymQyuOKKKwAA1157LQCIFeKpp57yZTdrb28XDZkaQzGh5sg4yLlz5+Kaa64B4Oa7PuaYY7Bs2TJpD1CoTXpjtbVGyDlKk+aDDz4opjk6rsTj8ZJWzKIGoa+KCPuYSqVkrLyalg690/Ho/Jnv41wH3PmkrzBGyileLLwWinQ6Le05/fTTpU3e8o38N5PJ+LKbJZNJ6Tfnow7H8o7Z4OCgzF8+82LA+cRyt3T0WrBggfRRm9hpkvY67KVSqRFDDrVZGyh0iCPc70KhUEFYnH6/jp0vJvrzgULr6b777gvAnbPJZNK3HqdNm+Zz4iumRv9umMZsGIZhGAEisBpzNBoVm/5FF10EwJHejz76aABuzltde5gSMO9wDz74YJH4qXFQo9OaaSng/eCiRYtEMqVUxnuMKVOm+IrJ53I50U4oSeuQDO+dtK7VSwmPz6SqqqrgjgxwJFyvcxnb9eabb+Lkk08edR8pXWcyGd9dPjOUdXZ24p577gEAfOxjHwMA3HvvvWINYVYs7RTEz6IT35IlS0RLPeeccwAA1113na89dM4Ih8M+x7ZiwjlErR+AFLvnXN1jjz1k/tKCw7/T2rEOFdH37IDrGKedpjhWjY2NJcmXzflI5yTtiEX489DQkFiDdMIXwJkbXu2woqJCtA7OcT2H+H7+rqqqqiCcTH/PeMbVmxRFVwFj+5mgZv369b7c11pz9loFQqGQ/My26jt23l3ztYGBAZnv3CeKAbXvP/3pTwDctR6JROSZ8jnrql+cg3q8veOoLXHeCmrhcLggyQxQmN3M+2yGhoZKWjN9pKQ5fE3XeGe72O9oNOobW/779ttvl8RnRWMas2EYhmEEiMBqzNu2bZPwAUpXH/jAByRHNF3+KbnoKi2UzmbPnl3g0az/jcViJU2mQWl0v/32w9577w0AvtR7L730kvxMTTMej4vUxt+xP6lUSqRL7XlNzZKWAp3uzhtmo9vGf3XKT0qRo4Hj8/rrr8u9jTdUJBaLifcw77bPP/988QL1aj65XE6kfXpWDg4Oyn3rSJoyYf+7u7tF8i9FEpnrr78egHuPHolE5D78y1/+MgAn5zCtJt5qSVoT1OE5bDPHgxp3RUWFpErUqTlLWTubFgfOkeHhYZ/neTabLai0xH4AhbWUvVYe/RpJJBLy+fzuVColz453oMWwgLCtvCtn9a9YLCZaG9ej9oHQ6xBwnoN3fxkaGvLVzib5fF4+T1si6HvBzx8v/f39uPfeewG4lkU++/7+frGGcBxff/11X5icrn7Gucr3DA8P+3wLdPpRzmPO32w26/PG53ePdO9eCvL5vIybNymMroSmx8f7Gi2duVxO9t9SpTAO7MGcSqV84UJNTU0S7sQJpB8MB5gT44033pCHT3Mif6edAUoBD5XFixfLwUlTKx2rFi9eXOD0BTimLa9jDNuZz+d9bZ46daocCrogO+A8I04mneeXhxXNW2vXrgUAnHHGGRInPhoYuvOnP/1JQqLOOuusgu9btGiRlHijKTsUComZnmEcPKj7+/vFhMv3/PCHP5RSciPB72L4Qzab9W38xTCXMW6Yeb3Zvp07d4pJl/Nz2rRpBeFqgDuOejPSsb5sMzc7ZjJraGiQ+a6LBugsW0BxnFPYBh6E2nmQ84zzJ5PJyBr1FnoYyWFIZ/5iv3Xedn4uzb3V1dUiPLNdxTBl61A+oNB8yfZxDO6//35foQaONeA6jul55VUCdIELFolYsWIFAGf+e9833rm6efPmgj0TcEvBVlRU+HKyV1RUiCBCOLf1HObc1gqCt7xqf3+/5Mjmmm5qapL9l0ILhW8d911K9MGsw92AQvM7xziTyUhb+Qy1gOLNdV9szJRtGIZhGAEisBrzE0884bukj8fjvqBvSnraiUBLnF5zmjarUZPVmZiKTTwel3ChkSTokaRrSrJeyVY7JHgzKI1EY2OjmEBpHh0eHhZpj9IhTe3Lly/fLel16dKlAByHrL/+9a8AXDMvJelHH31UrhuoHf/gBz+QpDFnn302AODSSy8F4GjfJ554IgC33Nq7aYJe7au/v1+sEpTyvSa33WXTpk348Y9/DMDVnCl56+o02qGQFXi8pkB9xaAtIBwPzmlWAXrve98rGizN9dlsVt5PrVJrcmNFO5fptvf19WHhwoUAXE0zl8sVZHBi39i+kea710LEcRkcHJTxo4YyPDwsc78Ujm46fI3wZ1oHNm3aJG3l1ZI23/P9HIt0Oi2vefOC68x9H/nIRwAAt956q/Tbu1eNtZxnKpWSkExazDhm/f39vqQob731luwJnEs6wQzfrzVs7xUG+z84OOgL0dTOmHTCpQUoFouVRGP2WmzS6bT0TV9nAs74eK0oNTU18gz4Gscnk8lICCSz8xUb05gNwzAMI0AEVmOuqakRpyHWZa6rq/M5zZD6+nqR+rSGpfNGA64UV1lZWfbqUl7JcFf1j4vlDKHv9N7JvZ/JOnYXPudVq1ZJlSxqjsyL3d3djZ///OcAgNWrVwMAbrzxRkkjydqt1CTOOussnHDCCQWfP9p2UHp9/vnnC5xxgLHX8+Ucueqqq+QOm5qpdqzzVvZKpVKi8fCuTTtIUQPUYSn8PTUopjBdtGiR3PlRW0+n06JFs43F0Jg5H3U4D/tz/PHHA3A1ecBfo1hbdPh8tF/HSCFHfD8T3TCJCuA+YyYfKYZ2tavP0Mk0uM+k02l5rvyXfR0YGPDVbw6Hw77P0N/HcWc4oZ47tFZQM9tdjZnf29PTI9/NZ8lnu337dl9ilebmZrEaeu/yX3nlFWkPrU+JRELW+QUXXAAAOPPMMwE4YXZMPcykJvX19fjd735X8J3U6Ok0Wmy89/RVVVXyzLkXaisHNXj2Px6P+yxdXG+NjY3ifFxM/w5NYA/mM844Q2Lw6N2aTqd9B7J2mOHE1kUjtCcs4C6WpqYmn2NUOZwQ/lvhguNmwom6ZMkSWfQ0ZyUSCZx00kkAXEc4HRtLxxB6lNKs+G7w7+rq6mQO0DN0rNDzOpFIyNzzXos0Nzdj8eLFANxDOBwOy8bEecXY2COPPFI2Sl2C0yuQ6cxR9KTlhtbX1ydexWMVOkbCu770gcuse+vWrQNQeC3gbYM2D3PctYcv38/NbmBgQMZZH97euNdiwOfMuao3cc5j9m3mzJkikHGOUkiqrKyU9mkBkH3kfsS/y2Qycr2hy5J6r6X4vEY77wn78fLLL6OlpQUA5CqL66Cvr0/apa8kKCAzcoLz+eSTT5bP5SHf19eHVatWAYDPwXHq1KmSk5oKlS5Cw4NY79vjKae4K7xXhENDQ7j55psBuMIR9xd9vcdDOxQKyRzga/rw5to+4IADABRHKNaYKdswDMMwAkRgNeZwOIy77roLgBu72t3d7atmQmluypQpvuw1qVRKXvOaGsPhcIGTiX6PsftQc6CT2de//nUATr5nxolSah8eHhatgNoITZVvvfWW5JhmofJ3g1LxU089JZ/P76STxqOPPgrANSGOFmres2fPLoi9BNz50tzcjA9+8IMAgJUrVwJwpGxvXuDdtcho8xg1GR0SR5MhnZKohY8HjgvHUZv7eD3B31VVVfliPXWs60hOUF5nMV1KkaZSXUHNW1awGLA9/D62OZlM+rJ1/f73v8fVV18NADjssMMAFDrEsd/Upvr7+2Uu8zV+37///W+xcmiTPzU4b4nW3YXz5aKLLpJc33RwpbbY2dkp84bWl49//ONobm4ueI1t3rp1q4RQ6opYu0Kb3xlOCbhhlBxvnQ+9lLmy9WczhJXPhOtFV7Tjs4/H4zIXOC7a0Y8acqmyR5rGbBiGYRgBItAqIqUvaiGXX365/EyJm/c9qVRK7gl0IDklem/YTCgUKgjVAIp/T/C/CKXQNWvWyGsMDaFzVigUkmxHXq2qoqJit53fvPmca2tr5X6Ld1pjzfLGe+EjjjjC57DE77vzzjtx1FFHAShN3WcN7wez2azkGS9m5iRq31wT2neASSroF5DNZsVPg+jELt78yNohjlon11wikZC5wJAanXRFV7caL+zTL3/5SwDAueeeC8DxUTj00EMBuJXQ9txzT/F1KQXRaNRXy3q8WlgkEhFfB4a90UnrjTfekGfO+fNOTma01IwFPS/ZnnIwUjhiJpMRzZeWDFrD0um0PHu2s6amxhc6qMMyaQ3gvjJWB9pdYRqzYRiGYQSIQGvMhF69d9xxh6R1pERE6TIej/uqtMTjcZEOeVfFe4POzk4899xzAFypkHdIRnGh56Jmdz1OR8NnP/tZAM7Y0pLCf4txj+WtqEMJnBWvygGld8Cdy8XUJr2e0bQKaOsTtYrm5maxhtAvQK83ahz8zNraWt99He9cdVU1Jqvp6emR99EfpJgwsQ7nZz6fx9e+9rWif8+7wTtmbzWjYkCrIOsyv/jiizjwwAMBQCrPjTWRSZDxWiF0UhSeBbQO7dy5U/ySdJpdes57a09v375dNGYd7lhMJsXBzAlbXV0tD5wZkPiQFyxYIOY3hiSEw2Fx8X/ttdcAuJPw7bfflp/pFGBMbmia0k5j/20hcMyUtmHDBjkUi3kFw82aoVEvv/wyACdUhgcyY9aPOeYYOXS5sWlny5Gevc4CptH5w3lNtddee8lGyUO0mFAQ+Na3vgXAEdCLKeSMhjlz5si+RaGrGEKrLkMJQA7jvfbaS8yupRCOg4K+sgSc+UYnXy0oAo6ASYGR5PN5X7w395fu7m6fcF5szJRtGIZhGAEiVMzAfcMwDMMwxodpzIZhGIYRIOxgNgzDMIwAYQezYRiGYQQIO5gNwzAMI0DYwWwYhmEYAcIOZsMwDMMIEHYwG4ZhGEaAsIPZMAzDMAKEHcyGYRiGESAmKlf2mNONsSQcM5YxN+9vfvMbnHLKKQCAefPmAXDyaLOQOfOe6iIA/NsxMJoEzONOqXbXXXcBKMw/vG3bNgCQMoPM3wq4yf+Zx/XUU08dT7m1svTRy/nnny+F5k899VQAzpgtXLgQgFvGsUhMSB/LTFn6yIIwRx99NAAn/zxzXnM+NjQ0YM6cOQDc/MPMyX3yySePp3zlhIxjLpfzlZptbGwsahlOxYT0cdu2bbKHMh96IpGQfbSYBTdQ5j52dHQAcPJdM185CyCtW7cOK1asAAAsWbIEQNHKq44qef+kKGJBstms1IRl5ZpXX30VgJOsnAnLuUiee+457NixQ34G3LqkrGoTRJhsnYfum2++CQA4/fTTRywM4H3/TTfdBABYuHCh1K8OOtdddx0A4M9//rMUF3nhhRcAOLWBuWAshWwwoVC4fft2AEBLS4sUEuCGFo1GpSjF4YcfDgAicE2mceXes2PHDqkyxD729vZKYYMiH1plgX37+te/DsA5hI888kgA7gF1zTXX4P777wcAPP/88wDcqkyTAR7CF110EQDgkksuwf777w/ALUqxePFifPSjHwXgFnZpaWkBUJ7COJPqYG5paZHNmiW7Hn30UQBO8faLL74YAPD6668DAOrq6rB8+XIAbmm1yy67DICzqO655x4AxS00Xww48DyMWFR+V3BTowTI6lpPPvlkYA9mbgBf+MIXADhtBZwKP2w/n8PAwIBUUDriiCMAQMrznXDCCYEbv/9FuA6pXc2YMQP9/f0A3OpX8XhchGau0dtuuw0AsHLlypJUkCoF7OPMmTPR09MDwNUmU6mU9Hsc1qqywH1j48aN+OUvfwnALZf4iU98AoBT6Yt75l577QUAaGtrE4HkM5/5TMFn/uQnPwm00gM4BzHgniFNTU3y8y233AIAWLp0Kb75zW8CcOc2KxmWY1xtRzMMwzCMADFR1aXG9KX/+te/cOeddwJwtSlqS2vWrBHtmHeUsVhM7mIpmS9evBgA8PTTT0uN0p/+9Ke725Sy3ttRO7zmmmswd+5cpwH/v/+5XA7PPPMMAOC8884DAFx77bUAgEMOOWQ8X1/0Pl511VUAgB/+8IdyN5fL5QAUalo0zVOrrqioEGmdfaWGEgqFxNT01a9+FQBw2mmnjbZJdsfsMO4+cl3xXjkajYqlh1csw8PDBfMWcMf42GOPlXk7BkraR7aR/z799NMAgM2bN4spnntOa2urzENeoy1YsGCsX60pWh+59riXDg0NSW3ihx56CAAwf/58AE4dbK65rq4uAM51xUknnQQA2LRpEwBXi3zyySdFm+Z40p9gFJR0HDnnWHObPjw01QOuxWDnzp3YsmULAOBLX/oSAOCxxx4DMC7fJGCUd8ymMRuGYRhGgJhUd8zV1dUihVNq4T3swoULRSI67LDDAACvvPKKaJiU2uicEgqFRHIKKrNmzQLg3sftu+++IrVTKh0YGEBzczMA15FmnBJd0aElo7W1FYDjTEEHLzpb8P4mm82K9lxXVwfAuWPnM+D91Z577gkAeO2110Sy5X3X+vXr8Ytf/KK0nTIKoAWD98m9vb1yn8z5WFlZWRBhALiOjZ2dnWVt77tBP4eVK1fKXSw1YWqX9fX1Mn/f+973AnCiJej0xd9Rm+Z6nmh4j0qflGXLlmHt2rUAgKlTpwJwLZGRSARnnXUWALc/+Xwer732GgDXd4d9fs973iN+QM8++6x8fhBgW+mUePDBBwNw9hyv4/DUqVPFSezFF18EUB6nL2Ias2EYhmEEiGCpVu/Ce97zHtGAeT9wwAEHAHDusV566SUArjS+fPly8bxua2sDAHzrW98CAFx99dVylxlUeKexaNEiAI5G+Je//AWA650ciUTQ19cHwL3voWS/Zs2aCfdYvvjii0XbnT59OgBHQqXlgxIq/59MJsWSQU0lkUjI3Q8/g/HslZWVEqpBi8mNN94oUj61daM08E6Zlijep6ZSKfFYpoZSW1sr403tg5as5uZmGe9yaiZeNm/eDMANDZoyZQpWr14NABJSw7mXSCTk/pXx9TNnzpR5SA2T1gQAE97HwcFBsbpRg3zuueckvpzrkOuts7PTlzOhra1N9iFq2Nxza2trxeK1YcMGAM49NS0p5Yb5K8LhsFgFeKfM5wC4Vg3GZzc0NIiF79ZbbwVQ3vC3SXUw19bWiomJppRf/epXAJzNeObMmQDcxb7XXnvJaz/72c8AAFdeeSUAZ7HQRT6o8GDmYtm4caNMcJqJampqfObBGTNmAHAm3kTHF7744os+81hfX59sVtzEOGahUEj6wfeHw2F5jZs9nU1qamrEDE4T4/bt28URjmY1ks/nJ3Tj/2+DG7g3mQhfB9y40aqqKl/MPR2k6Nw30dBxkAL/qlWrsGrVKgCuQxQPsWw2K+uLc6+yslKegfcQ1nOPIVW8rikXyWRS1gvN73vssYeMAw9VClNLliyRtcc2/+53v5PxpRDNQ2vKlCkiwPBgXrt2rTjY8gqq1NBxdv369QCcuHl+9wc+8AEAril/v/32k/nHK7bOzk75vTckrByYKdswDMMwAsSk0piHh4fx4IMPAgA+97nPAXDNRTfddBP+7//+DwDw97//HYATXnX33XcDcBOL6ED6IoUxFB1K2pReKZUPDAyINK4zYVHKozROrVprLRNFX1+fmJMY1rRt2zaRwqlB6VAGalh8DtFoVMxu7CMleq19s7/xeNznVDZRprT/dmgO5Lyk5WOka6JcLiev8/qF7LPPPqVs5qgYHh7GcccdB8DVjhcuXIimpiYAbkIKbcpmfznfFixYIOuWWiTntr5Woqbc1tZW1sQqiURC0vpy38hkMqIxU6ukRWrGjBlipaIW2tnZKW3muuRz0MmQuC57enrEErFu3boS9ayQ73znOwCA2bNnA3Cu+XRyKcA1ww8ODsoY86oFcMeI413OPcQ0ZsMwDMMIEJNKY+7o6BAJ7YwzzgDgaseJRELueXjv8cQTT+C73/0uAPcO7A9/+AMA4MILLyzp/Sslx90IrhcoYVNiozbR19cnGge10OHhYZHM+Z38O37ORECNdnBwUDQIalf6jpf94ZgNDQ2JAwZ/NzQ0VHBPB7j3XZlMRiRzPofp06dLMgQ6nnGsxzIeE4W+t6XzIn0mpkyZEohczNqBBnDHp7KyUtpHzSydThekWQVcLXLmzJkTfvff2toq+4OeL9QeqX1xneVyORkjvnbaaafhhBNOAOA6KurwRSb34HMqd/rKjo4OsVboe32dz9z7fqak1A5SbD/7rRM+UbPkc6usrBTLFa1huvhOsdmwYQOOP/54AG5YaX19vewJtACwTQMDA6IVc79IJpNyx8w+ck+LRqMjWkGKyaQ6mKurq8UbmRs5H9App5wiZhKanObMmSMxvvSsI6U+tMYTS8wDiV6BNBv19PTIRsiFkcvlfIcWzdzeTbOc0PGjp6dHxoDt0WZObgQ8MCORiEx2PsNsNivjzfdz49SLhJteTU2NmLWfeuopAO4mwbYEmRtvvBGAE4cPOPP55ptvBuCa6+vq6qRPjMekw9v73//+Ak/gUsIx5RjwoEomk7KhUdDq7e2Vn/k+9mHu3Lm+QhblPqh/+9vf+uJyk8mkz/GQ5PN5OWi4af/2t7+Vgiwf+9jHAAAnnngiAKev3KPo2Ln33ntLMYVSClp8tnfeeaf0kebbnTt3yrPWuQMAoL29Xfqt1y3XGg95zstZs2bJ/svPDIVC4jBHp9VDDz206H0k7e3t0j62a8mSJbKuKNy+/PLLAJzrBM5jChVVVVUSY8/PomAyb948MXlz3wqHw/J8OI7jObTNlG0YhmEYAWJSacz77LOPxEtS8qJD0d133y2xhDRfpNNpkVYZZsVY55qaGjFtlILxSPuU8miu1ZItpTBKZ9lsVt5PUz61kY6ODpEOy80DDzwAwJEaKUFS86ivr5f2U+KkRpzNZkW6p7mrt7dXngGlWL6/p6dHpFdK+42NjfL8GcfOEI4ga8zsBy0lzDi0efNmeSbUMOfMmSPPhPOE2c5OOeUU0da8psliw5AbOlLSRA24Y8tx2bFjh7SHc5Z/x3Wsf1fua4f29nZpH69f+vv7RSvkutJrW+ds57/8jD//+c8A3OuzadOmyVrg3H788celFG0pMxFyXPr6+sTpiW2ura0Vi4c3fLGxsVGsHJyfqVRKxsjr4DY8PCwmYn21RCsey0WWUmPu6OjwhWjG43E5M5ghkWM8f/58sRBwX6qtrZU1xzOHv2tubpb+8plEIhH5Pa+dGHI3FkxjNgzDMIwAMak0ZgD40Y9+BMAtzM67i1wuJ1IPJbW+vj65T+HlPqWa+vr6CU++sSsoXbLN7EMmkynQlIHCrFiUchkO8fjjj5dUMn0n6ERRXV0tmjIl9GQyKXc5/B0l+oaGBhk/vn/WrFnSJ1oAqF2Ew2GRbPmccrlcQYgZ4N7bLl68OLDjznvHjRs3AnDvZg877DA88sgjANywnCOPPFJ8D6hFs/8rV64sm2MYtcOjjz4agOuMqRNtsH35fL7AbwBw8yjr9k5QxTt0dXXJGmL7qqqqChLd6PZFIhGZozr8j3/rdXbUoTh6HyrHWPEufOvWrZI9USeD4T0qrRvesERNOp2WvdZ7xx6JRETD5O+6urrEyY37Qingc3/xxRelDj3z6KdSKbn7ptMbLSC5XM5n1cvlcmINYR537iULFiyQ97Hfvb29YgVhOzjeY/H3MI3ZMAzDMALEpNOYKb1QEuLd1PDwsHjN6ZSUdHnn++j6P2PGjLKnwxstvAuhhMaA+Hw+LxKa9iqn9EbthV6ULS0tuPjiiwveUyooJbJdTJna2Ngoz5n3w42NjSJxU3OmxB6Px0WSp6TZ39/v6yPHeMOGDXJPSQk4Eon4Uh4yj/gDDzwgtWSDxI033oizzz4bAPDJT34SgNvH8847TxImvFNKQz77UChUdo/mww8/HADwt7/9DYDz3L1JRCKRiPhBjBQ6RyYqzE8nq9GaPbVb7xp6t1z73siRcDgs1hodQVEOCwHXQzabLaiPDTh3rSPdn/P/bJ/WsL2WAu5V+Xxe9lquVWrQ+n069KhYsA+bN2+WRDG6XV4tl/MzGo3Ks9BjyvfTWkdtf968eWLN0gmfWD2Mf8d9eyx+LZPqYB4aGpINnw+L/99jjz3k0OZEuOyyy/C+970PgGPWBVwz8dy5cwscToLEk08+CQC+0JJEIlEw0YBCU5Murwc4ByH7W8p4yXw+LxOaB66OwaVJR8c+8tChowQdmRoaGsRRjxvbtm3bxPzEEAce8rlcTuYAnTm0kxy/h+bhhx56KFAHM83P3/ve92Te0nGFjPaQ9ZpaywkdXfRGS9MhD+FoNCrzlwf0SDmyJyo+u6enR+Yh0c6V3nHQmz3nfzQa9WXc06FX3gMtlUqVNLSNc4EOWZlMRkzM2oGLr3njrMPhcEEee36GN58CxzgSiYjzLf9u8+bNkkmN+zbnfTGdU7Xw8eqrrwJwx6UgFQ8AAAASnElEQVS7u1uUOTqCsq/d3d0yb/W1Gz+PfeOes2bNGjmEeb7ccsstuPTSSwG4wjMVxbEczGbKNgzDMIwAMak05nvuuUe0SJoJaJbp6OgQs+VXvvIVAMBBBx0kIVSnnnoqAFeDymazon1Rciy1uXc05HI5CZOho89IZib+PDQ0JFIrJTz+X2uTpdSYtemUmikl9EWLFonmxOc7e/ZskZiXLl0KwL2a6O7uFksGw9lmz54tP+vKPoAj9bKM28MPPwzAkfIpifPZUfveuHFjScd7tOZklhe8+uqrATjOXDrkZnfwasjZbLbsoUZcV6S/v180Da7LSCQir7F9zKalKfc61JYcfrfWGL3XKNrcSSuNnlPUkPk+asTDw8O+5Dmltm54LVi6whfHYs899xQzLdtDK1c4HC6Y00ChKVtneuNnUrPkusxkMnJlxXaUouQuz4SZM2fK3sl+xWKxAtM9+wY485P9GSn5kU5mBACvvvqqaMrcx+677z588YtfBOCO93iym5nGbBiGYRgBYuJVxFFAqeyOO+7Apz71KQCuJEg7fl1dnfzM0JJvfOMb+MIXvgAAcifABCOVlZVyJ837lSBUIEokEgVOCYDbPn1fq1MzenPy8j3/+c9/ChwvSgk1Xt4Zk6qqKrkHZ5tXrFiBe++9t+DvtHRKbZta75YtW0Si5bOgBSCRSIgEzPf39fVJpbFvf/vbAIBLLrkEAHDNNdcU3bkomUz6cgCnUikZh9///vcAgH/+858AHB8I3mX++9//ln7oUCjAzZHe398vfeNzeO6552T+8ne8M9OJdfhsSo23Fnh7e7v8jhqH1r641jh3NVpDK1UuYo2en9R2OAdjsZg8V6JDqfizdh7yVtjSqXHZH31fWwq8zpj0NamsrJT9hfNz1qxZeOaZZwrapWuie+/8Q6GQ9Mm7H+n0nlwLra2t4lPA+VgKBz9qr7FYrCBXP+BYzDgPvWG1+Xxe+sN+aF8Jjj9f07n7DzzwQADOfOZaZopcWnfHwqQ4mGkK3bp1qyx4msBYimzZsmVi7vzPf/4DADjuuON85cyOOuooAE75x2OOOQbA2OLMSsXg4KBMHLZLF1zXscCAM8louvYu8t7e3pJmN9Ntpic4FyPbWV9fL4uQTiH77rsvbr/9dgCuwMSNsKenR8aKn6FjSbnpaYc4xslyblRWVoqz37HHHgvAEeoA59DWJvKxwP7QkeXuu++WA4Zzr6WlRdrgHc+GhgaJUec4HnDAAVi7di0A13mRm8u2bdtE6OQz4RWAfp/OW8yDn3O81PAQ0sVFCB1xAHd+sN8cs3nz5sl7tBdzOa6ZtAMlDw4+S/29/J02P3tN0tFoVF7zmkzz+XxBTnjAOdj0+i4WXoc1tiGVSvniyzOZjBw6Okab//L5aCHJ20d+34wZMyROmmPd3t4u2ba8kSOzZs0a8xUO8V4HNDU1yWdxHWSzWVmjFCbY9pGuH/Re671+ANwcE+zj9ddf73O+Hc94minbMAzDMALEpNCYqU3l83mJQ6ZZguW9/vjHP4opkBrk9ddfjy996UsAXHPE6tWrAQDXXnutSOuU3iYqr7TmlVdekf5SGnun0KNUKiUSrbeEYjQaFXNnKWlra/OFTbANiURCtCdqxx0dHdI3bX4CHPMPNUZKsdXV1dJHjpUOKaKDG82j4XBYTHerVq0C4GbVOuSQQ+QzdkdjTqfTvqxzjJGPRqPSH639MEzC2/YdO3bIM6GUTUdE78/8LEJpfNOmTT5NS8eUljsW2JuRLhQK+eI5dZYrznHG7NOSBRTmyC6Fk5AXri/ArwEPDg4WVC3TbRqpbYlEQl7nGHBup9Np+Xyd3Y5zoVgxvfl83jc3aHXMZrOyVrlfdnZ2+qrWUUtMJpMypjq7l86brfvY398v+yqtOjpTGJ8JNU4dLjZWp0d+JveNyspKGVPtLMz2s826Kh37q8t4evOAs53pdFrm7WmnnQbAuZJh+/l+mtHz+fxu9800ZsMwDMMIEJNCY6ZWpZ1sKFXz/729vaJF8Y7jtddek2omDE+hlnTiiSeKk9hPfvITAG4e7onk3nvvlfst9oPo5AX6/tXrnKGdgHgHXwrYlhdeeMF3z0ntIh6Py70jkww0NzcXhG8ArqbS3d0tf8vfJZNJCbnhnZF23KCmwdzRGzduxIc//GEAbu5magfLli2TdowGzq9DDz1UpHxKxNoZhM+c41JZWemrY6vrtVLa17l5+Zo393kmk5HX+G93d7fv3p13+HPmzJEwwXLBdulKTOybrpKmQ5MA1/ltV3hr3JYCXWeZ4832zZkzR17z5vnWbdJ3rRwXb5iRvqPk3AmHw2I9KGZIozecieuztrZWfCP2228/AI4DKa1NXCe6yhQ1TG1N8PaR63Pnzp2+e/R4PC799TqNJZPJMfv4ePtIKioqfBpzLBbzJRHRjnh8PvzMSCTim3O0AtbV1RX4TQCFjoBE71GmMRuGYRjGJGZSaMz33XcfAEf6WbJkCQDgtttuA1AYnsNQjSeeeAKAU2Xn6aefBuBKQqyNunr1apESP/OZz5S6C6Omvb1dQgu8NT9zuZwvPGFoaEgkRkp0ixYtAuBokK+88krJ2kqtYseOHSPm2AVQkC+ZGmd9fb1omF6/gHw+L/fD+rOokfB9HLt0Ou0L0UomkwVe3oCb+nHNmjW48sorR91HpgfdunWrhC+xBjHHqb293Rf+smXLFuk7NQhdXcir5WrvV29I2MyZM0UjYV+nTp3qSx5Ba8LcuXPLcjer8VoRhoeHfXeA+Xze56HOZ7gryhEuxXGKxWK+eucLFy4UT3uuOe25rOsQ8z1eTU6v35HqN9OaVyyNOZvNynfSF4dWi5Hy7Q8PD8u40DpJIpGIrDk+m0wm40vIofPbc27T92NoaEhe89Z7TqVSRfNGZx90GlWu/1gsVhC2ptuey+V8FcG0Jc4bXpXNZsVvgnNnypQp0qeRvNh3l0lxMDPGbt26dTjssMMAuGZRuvw//PDDPqeDlpYWMW/qpPEA8LnPfQ6HHHIIADfWNQhs375d2siwIU4MnZNau/JzsnOD5vPq6uryJc0vRXGDhx9+WJ4zJycP3FgsJj/zu7du3SqHiA5nYF/ZX21qYvu5cHhQNzQ0yPu4sTU2Noq5avHixQWfpQ/H0cDDuKurSzbo73//+wDcTWzhwoXSNwoEAPCRj3wEgJsrl8JELpeT7GYcs1gs5suipIUvCggM+airq5M+8bDWJvPxZB0aD15zHlBorudc9W6EI6HjS9/tAB8PjKUfyRErGo36cpDrNcT+aEch72GlQ6MIn0kmk0FraysAYPny5UXpz5tvvilt8Dqs1dXVFeTuBpzDmwKDt8RlOByWZ6JN1F5lgOMTCoXkZwqwev3y/ToP9Xj3JG1+Zh+5DnXGMbaB+4TOre0lHo/v0pStQ84YeslzSLdjPJgp2zAMwzACxKTQmJmM4tVXXxUNiBqzdj6g1EcJGHC1GkpVNKGuW7dOStVNVDWbkRgeHhZpmiZNOjD09PT4whq0tKezgQGOhEupkOaVYiZToQT5zW9+E9/97ncBuNr9Cy+8AMC5XtBVXADH9M18ujQ1eful0aZsSv7aRE7pld+TTCYldILvo8Y5MDAwpmQVlZWV4izDcCkyODjo+57BwcGCLHOAG7JSVVUlCU/4TBYsWCAWnA0bNgAo1Np4PbFmzRrpF7UB5u3ltcX06dPLnjTHOx+1M5sORWGfOJ7s80iEQqGilgXcFZyDuqIQLRk7duzwhT+RdDrtu27Spmxvrmyd3U2H4OhwrWLw9NNPyz7pzT6Wy+V8+ap7e3tln+RcpaUtnU7L3OZ61+FSRF9JUUvXDoj8Ls6JUuTM1hXudAITwFl73Of53Rxr7rP659raWvk87p3aHM/xe/755wFAEqgAhTnFx4ppzIZhGIYRICaFxkzmz58vUhv/HSlNHhOFHHzwwRIITi2SdwJLliwZMexhokmn0yKh8V9Ku1q61NK7t5C7vr+jZDueot3vxtKlS3HrrbcCcDXGK664AoAjPTI1pc6Ty7tbaqFs+/bt2+V+SDvNeLViSvTJZFKcU5ijNh6PS+icN/HHwQcfXHSHopqaGvke3h2nUinxhyD6e88880wAI9/5r1ixYpffdcQRR4y7vaWA2gTvF996660ChyDA0VT4fKiFlSuX+zuhnbpo1eB+MW/ePPzjH/8oeL8OifOmDB0pNEbfNXvvWrVDXLFobW0VCwvh/IxGo7Kv6NS33EPojMj+JJNJn1+H3nt0HWb2i9oqwz0rKip86Ul1spLxws+gv0ptba20i1rxokWL5JmP5Hipkzixj95Uofw7nTudqXIBv7VP37vvLpPqYAZc0wS9s3ngdHR0iBmCZtJt27aJyZsZw5iT99lnn5UHuXLlyvI0fhRMmzZNSpVxktCcNzAw4BNEent75Wev00lFRYVsHJs2bQJQmoMZcBcHN97LLrtM2nzAAQcAAD70oQ/Jeykg0ZlJH1qcyOx3ZWWlz/uVVFRUFGSWApyx5oHPxcSDgCa+UhOk/OvlgONPobijo0Oegc5yxTHlWFFA2xWlLouoaWhoEJPusmXLADjRG7/61a8AwLexjxSDG4/H5VDzeuoPDw/LQaFz3vO1YpHL5XyFNEZqH/s6ODgo8f78Hcenvr5eXuPhNTg4KFcwutgH4Rzgmh4YGPBdJfJf7fQ4XicwjkU2m5Wx4pXa0qVLJWbeG5eey+VEuOfvtm/fLr9nNAn7M3XqVNlPdGZFrxPaeIQOM2UbhmEYRoCYVBpzKpXC0UcfDcA1NT311FPyf7qsM7PN7NmzxVmGmiMltRtuuEG0uiDxxhtv7DIXbz6fL5BaAUcC5mu6vB7/T8mOeZ1LDaVMmskA11FPS5Bz5swp2nfSbE2t+qijjvKFifH7/tc02XLBOacdabxoZxhqKCxPuSt4nVHKcdNXWlxzDP/be++9xSzKaxqiw4C8JlrAnXs6jzT3LWrkAwMDYj0qlubY1dUl2jDXhjadc0+gJnjccceJwyFDnEgymfRl9wqFQjJ+XNPMBXHIIYf48oFXVVX5rFo0d1dUVBQthFNXruK84XPed999cfHFFwOAlISlZbKrq0tyYNAcXlNT4wv95Ng2NDTIWPGZFBvTmA3DMAwjQEwqjbmqqkrqyzI8Rwf4897j/PPPBwDcfPPNojkxpITB/J/+9KclG1SQOOigg+TehpInLQHZbFZytNKxoLq6uqAWLFCY7IASHaW+cqGzH5XLuY5aC506+P1AaQqzGy7exBR63HWVJc4LrmNqcrvi3X5fDLhHDAwMSJupVU2fPn3EdQU4WpXX8bKqqkrCG+nYxmey//7744YbbgDgZsVqaWnxZfPT1bXGwte+9jVf2BPvfVtbW0U7/PWvfw3A0arPPffccX3nSFDDnDFjhiT1oBMaLVgM+SsGulY7LYS03IXDYXz+858veD/PBKC0CZjGgmnMhmEYhhEgJpXGDADr168H4Hpn8z45FovJvcV1110n7+GdF9NUUgJfuHBhWfLwjhZK4S+99JJo/pTGmaiiq6tL2k+Jc8uWLQVpIAH3nkSHS33jG98AAJxzzjml7IYPXRu2nM+b3+lNfBGk0Lj/JvhcL7jgAgDAhRdeKL/jPG5ubhYv1ssvv3xUnzte7XE08O44lUrJfbL2gdhV2lA9t7XGNVK1Iy/UFJuammRv4veMt8+xWEy0dm9a0LffflushuNJgDEadMiV18flhBNOAFDc8eUe2tvbK3faOlXmOxEUTZlMuoOZDls0BbGo/H333ScOCNwcUqmUhM0whIp/P9oBKxdcQJdeeqmUoeSBS4e1Y445Bueddx4AN0zsgQceEAcPvp9ma52h5ytf+Uo5uuFjpI2q1AwMDIhDHJ8JNwCvc4tRHLixnXXWWQAch6KWlhYAbizp8uXLxSxcqrC9sbB69WoAjpDPfYUx8cCuN+3xbOY07a5YsUK+k+t8vA5FTU1NBXnmAdcJbPXq1SLcl/p6h9991FFH+cI2SyGk08n02GOPlXX+buF4QSU4KqNhGIZhGAiVW5sxDMMwDGPXmMZsGIZhGAHCDmbDMAzDCBB2MBuGYRhGgLCD2TAMwzAChB3MhmEYhhEg7GA2DMMwjABhB7NhGIZhBAg7mA3DMAwjQNjBbBiGYRgBwg5mwzAMwwgQdjAbhmEYRoCwg9kwDMMwAoQdzIZhGIYRIOxgNgzDMIwAYQezYRiGYQQIO5gNwzAMI0DYwWwYhmEYAcIOZsMwDMMIEHYwG4ZhGEaAsIPZMAzDMAKEHcyGYRiGESDsYDYMwzCMAGEHs2EYhmEECDuYDcMwDCNA2MFsGIZhGAHCDmbDMAzDCBD/D+iEtncsHnyfAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 20/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 22/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 23/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 24/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 25/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 26/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 27/50\n" ] }, { "data": { "image/png": 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AAw9gwoQJAOLz2XOfcp1wDCdPnmzLcHgikPUm0nKqjFkNMQUM1rtixQoAEKdJ+rDk5+fLPDBB0NixY7Fy5UoA5tn0//7f/wNgaFHoI7Jw4UIAxvpl3QPuW2pR/uu//kv8QB566KFW9VMzZg0NDQ0NDQeh0zFmeqwyvIZSSU1NjdioaL/bv3+/SPB0h6eN8tixY2I7YP3fVCMYDJ5QWrTak91utzynMkUyDb6PLMzr9dry/DoFtLsyCQXbeeTIEXmNz/Xs2VMSjFRVVQEw2VQ6GDPbxdC748ePSz9oo2ppaZG5tYZB+f3+OM95wJDK2W+GXNEHYteuXeLNOnPmzCT2rO2gHZm2flWTw7A3omfPnraUsvxcbm6ueDO3hUGlAhdeeCEAsxIU58nlcokGgLZWn89n22sck0mTJuGdd94BYJ5DVnu0E0GNz0033QTAqIx1xRVXADDHhmGpQ4cOlTGht/XOnTsl4uCiiy4CYJ7Rl19+eZsSeSSKUCHU9Kgcc+7R2bNny2/Onj077ru6d+8udwD3b+/evSU1MDUFTADUtWtXCfujdufdd9+V5CRML/vUU08BMNj6JZdc0uo+Ap3wYqa6gJPJCaDaBDAn48iRI5LBhxf4nXfeCQA444wzpFi7Va2abKhxx1SJcKH5fD7bZcr/PR6P9DeRE1iimEJeXFQdhcNhR8SJMgSBwhQPu507d4q6ixunqKhIxoyOJekUOKxOeR6PR8KE+FyfPn2kH3TwoZAYCATkYOaay8vLk8/SKZDOMM3NzaLCd9rFzAONlyn7UFNTIw6XN9xwAwAj+x6FDau5IhKJyJ52mhA5aNAgAGY8K52GfD6fXKzcv5mZmbJuuWY5Juedd56cTVSBNjQ0yOGezkxTX4bly5fj/fffB2CevRkZGXIO8bKjSvvgwYPSf+7VjIwMcWi0FgJpL1QHL6sJ5IsvvpAznUTuhhtukKyB3I/cXwMGDLCVzN2+fTuefvppAKYQ9dJLLwEwVN9bt24FgLj1/Pbbb8d9x6lAq7I1NDQ0NDQchPRTpzYgGo2K2z1BKcntdotDAhlNRkaGPMfQk6FDh8p3UZpiZaNUlWDbv3+/tIEStJrz2ypxqeyYkrn6nNVZhpKkqhKkFHvs2DGbijEdoAqMSTKoLjt06JBkA6NE26NHD5FQyfzJtNMBNbkLYGpoAHNeDh8+LPPBNUh2oTrD0NFLzVLH+eGYBINBR5YtBexqZzo3bdy40baOA4GAjAnVfTRN9O7d2xHhUYnANo8ePRoAJEmKeuYwDMzj8cga4JzRNDFlyhT84he/AGDux0TMzwmgA9OECRNkXtj/RPOkmthoZuQ+6d69u03DZ82Y1lowhCk/P1/OeSb+4Bw88cQTwta5zgYMGCBqaqrYeZd0795dnL/Ipv/whz+IaYWaEmaymzt3LqZNmwbAzKm+aNGiDl2/ztwJGhoaGhoa/6LoVIw5FAoJY6K9jhJrOBwWpwPV9keJnp+jlOX3+4Ux006UqprNtD3GYjFpD3+7oaHB5uBASSwWi9nCBBKFS3EcAoFAXN5swHBkcAJjttrfyEqqq6tFaqVjkdfrjUuzCsBWpSeVUBkyYPSBbSYrPn78uMyL1anL4/EIs+T7fT6fMCyuBdq26uvrMXLkyLjfDIfDsm6pWUinbZbzyLrfHo/HljzD6/WKYyLXI8eGNnong8xJTeTDMWcymUAgIHPLfcu1m5WVJU5iTGXq8XgkWU57cip3NKzObNXV1dJ+2ph79uwpjPSHP/whAJOFTp06VUKO6PB04MAB+eyHH34IwNzvP/zhD6VKWmu0Qm+88Ya0i85ZjzzyCAAjWQlgsF6mwCSj7d+/v/w2mTArorndbkkKwnrvl19+OaZPnw7A3Fc33ngjAMOe/u1vfxuA6bza0dqeTnUxV1VVySKh04jqsWy9tHw+nwwcDzFOSklJiXjWUS2RKtB7z+VyiRq6Z8+eAAwV0onUPFYHr0QOYUQ0GrUVsTh06FCH9qW94Fzx8uHlEo1GRZXNzR4KhWwXOR1w0gFrzuSmpiYR8ni4hkIhUbdTeOSBHYlERJVNVW4oFJLn2DdeYsePH5fDjv0/duyYOInROSmdcb90vuSB3tjYKP0l3G637FteyFSPOs3hKxEoRHGewuGwCIpUhRYUFIjgxvnjHty/f7+cP4TP53OECt9q/uLaffjhh8Xcwsu4pqZGij2wNOtdd90FAPjNb34j5kJmBwNMYZNOWTzj7r77blnT119//UnbyTU1bNgw2YeM8Wf8dH19vTgeqsLUBRdcAAB48cUXAUByoGdlZaG4uBgA5LGsrEwK5bz55psAzOxml1xyiTiCUWBuaWmRPUCBlI+jR4+W8WIbT4b0rwgNDQ0NDQ0NQadizJs2bRJplapsqgu7desmrIuSit/vF+O/VW2dl5cnkhaZR69evVKS/YuMWS2fxvAhteh9oupS1hJn0WhU+q2qsAmGY5GhkKGlG2QVlNTZvkAgIFWJKGX6fD5hGmST1qo2qQSlcaKhoUEkeeaAjkajMh9kCdQA1NTUiAMRs0p9/vnnMlcMwaCKs6ioSL6LzLK6ulpK6Kn5s9MFqunJGg4dOpSQBZMdkpE5LWb5RNi0aROAeIdT9pH9KC4ulrPGGqv+8ccfC0t7+eWX5T2MUWeccKqgVr/ivuL5Q+ev3NxcUQczE1b37t3lb677yZMnAzDGhMyUr23YsEHC6saPHw/APNMikYiEWrUGdBrdtm0bvve97wGAZHfkPnvooYekmhXn7IwzzpAzk+ydzHn06NG2/Nk7duyQEEXuQ2bvamhokHZQPb59+3YZO7Jufj4cDgtzby00Y9bQ0NDQ0HAQOhVj3rNnj9h5yC7UfKy05ag5iSndklWSHf/sZz/DokWLAACrV68GYDCVL7PXdiTI6F0ulziS0IaYKFwqUb1oNWesVTJXQxPUbFOAc+q/sj1sO53zYrGYjAU1Czk5OWLfYqKC1lZpSQYYspGoyhB9GjZs2CDrkG0mXn31VWG5DPEIhUKSBYu2MzWRCSsbsaJUVVWVjJNa5zldYP/p1LR8+fKEGfWo+eBadlLt5ZOBmhyuWTU0Sk14wzPH6rw5ePBg3HPPPXHfmZubKxmlOgrhcFjmg/uK557b7ZbwUGofvV6v+Lhwfnr06AHAYH3ch1zb9fX10kdqJH/9618DMNYgM16NGzcOgOFIxXnmmPDzwWCwTQmPzj//fPluVqq67777AACvvfaaPD722GMATM3EnDlzcPXVVwMwk01RS1lQUCCaVLLdyspK2Yd0YiMjb25ulnHlvXL66adLNTx+B5l27969cfrpp7e6j4BmzBoaGhoaGo5Cp2LM+fn5In2SHZAt0F4CmNJ7ZmamSLK0d9Djd+TIkWJjoN21trZW2E0yg/3VtloD72OxWFzyAfU90WhU+qOGffHvRMzZWuOUiTrSDWo6rBK03+8XyZRekYcPH7bZ0ckW0wFrWF04HLaFcx09elTYBBPKcJ0VFRXJOuM6bm5ulvfxOfY1MzPTlmBl27ZtkpCEEj21SOkA54x278OHDydMu0hmRmadTpbfVlhZH2CeP2qIJvef1QO5tLRU5orV3vLz8+PSCXcEtm3bJmuJFZSYo/qcc86xnQn79u3DnDlzAJh5oRlutGPHDumbmqee8/bEE08AMG2z8+fPxwsvvADA3L+NjY2y3lWPdsCw/d56660ATPZ9IqgpPTkfrBL4zDPPADC0AuvWrQNg1lAeMWKEROHwO7gWy8rKRHO1bNkyAMCTTz4pPkj0GWBES58+faT/9MouKSmRc4FnAPtcUlLS5jTIneJi5sIOBALSQV5GhNpxLjyv1ysDSLUE39ejRw9RPdC5obm5OSVhG7yEAHORUO2zevVq6Rvbql7Q1rJnailIa3FwwCz2QVizVqUD0WhULhHrJRQIBEStxA3R0tIi6iHGgFvnP5XgocoNGAwGxeGOh0VdXZ30kWpE9mvEiBGy5vh+t9sdVxwBMOe4ublZ5paCab9+/URNx+9KZ3w6nfm4z3bu3JnwwuGlxrFzQt721iKRoGENbVQdOjnfXOP79++XfM1jx44FYIRqdnT88rBhw8SBkI5YJ0JRUZGE/1jJgPochcITxRuPGTMGP/3pTwEkh9ywLQzhOtF7VPDc+DJMmjQJQMeaMGkOaA+0KltDQ0NDQ8NB6BTiqppcgk4/lGzISlTpjMwjHA7L+8k0qJ7Izs7GbbfdBsBU33Tt2lXYbDIleUqe0WhU2sUkER6PJ07qBhKXfVQZM1lIojar6lDAVK+lE+FwWByD1FJtgNEHtpmMKzMzUxgW55YahnSAzjDqmuO8qBoJq8aDa7GhoUGcGFUVPpmI1XkoMzMzTgsEGGuV2pBEDCHVUEtgAsZ6TpTPnO2nNoQZs9I5n60F+8i5Vuef/fJ4PDJXfD/33vbt20WlTCfM7du3izOhNbtbOpCIMVpzf58Ibrc7qQlT1HPiRCUg24pEmoKORFu/XzNmDQ0NDQ0NB6FTMeYuXbrEFZYHTBai2ocpvba0tAiDoWMBC3arFX5oCwgEAja2mgwwGYPb7Zb2k/mrDJhIFCZFRKNRGZ9EYVXsPzUFTghPCYVCMg9kjmxnfX292I/JnKPRqMwV553JOtIBto/jfPDgQVsISnV1tc1XQE2qwH5wLUSjUXFGYZgF10YsFhMtC9l0dXW1I3KeE9Y127Vr14S552kbZN+4DjoDrI6X6hlCZ0Q1dM6qKSkrKxONFc+cgoICmXeNk0PVUrSFKZ+scqBajwBIf4rYTnExcwKys7PjCgEAiFNxqsnlgfjJ4CGfKPMVX1MLSCQzI5Ga55tqLv5uS0uLLD72MdEC5IHg8/lsRb5V4YILjWoo1bM7FVnOEqGpqUkuJnou0lu+a9euogLlIXbaaafJAU5vy3TGMVPIUx3Q6MxD706/3y+XKOeba0rN4Mb+x2IxKeRAFaiq5mZ/eQHs3r1bHOKcYJ5gP9j25uZmnHfeebb3WZ0xR4wYkaIWnjp4garni/WyzszMtJkwOI/FxcVisqJK+7333pMxmDJlSiq68S+J1l60ybqQ2/q9WpWtoaGhoaHhIHQKxkwG2dzcLKpPK6NVQ5DUfNJ8XnW44iMZJlWC4XA47nuSBbVMnxpzTXyZ45nb7bbF/aqq7S+LfwZM5zKv1ysMi2OZatTX14vqnmPBfjU1NYkDETP07N27V8aH7FNlmqlWOzEfNsd09erVEvfJeM7i4mIJobIyZ5fLFbcO+UgtAk0TZGhVVVUSH0zmvGDBAsmzTW1DOsH5pLajpKQE//Zv/2Z7H+eR70+X1qY9YBU6ljD0+Xy2MLmjR4+KdormmTPPPFP+55nz0EMPATCqMtGZUEOD0IxZQ0NDQ0PDQegUjJlSZn5+vi1rjcpwyRTJODMyMmz2VFalUh2k1JyxqbBdPvjggwCAt956S2yndM5SE4ZYbcZquJTKNPg+9oM282AwKGPCDDjpBNv12WefSV1SMiwyj+LiYvEjYA7zSZMmSYIAskO+Jx247LLLAEAyCZWVlUmlG/ow/OpXv5Lc12oSEcDQCtBZjHnTx40bJ9m9yMRZFP7w4cMYPHgwAHP97tq1S8KlaKNk8fZ0gCyfc/bVr341oZ+GNUe6E0K9WouvfvWrAEwm7PV6JaSPlYQaGxtlXniWcH5YWUpFfn5+pwgV00gtNGPW0NDQ0NBwEDoFYyZ69eolVYZoH2UO7NraWlsKuPr6enmOUu6JUrmlCgz1KSoqEg3A22+/DcCQwtVUj0C8x7ZaQxUwmDNtxtZKN16vF1/5yleS3p/Wgp64tbW1EkrD+SNbHDVqlFTx4fsHDx4s1ZjeeecdAGZSmHSENdDbmHbloqIiWWfUgEydOhVLly4FYHrE87GgoEDex2o+H374IWbOnAkAePjhhwGYVXOuvPJKW+hReXm5eICnM0c2QU/1u+++G4CRMjSR9omsk9V2rBowJ4Ne8M8++ywA4IUXXpDcytRkzJw5E4sXLwYA/PWvfwWApCbc0Pi/CVeaVEnt+tFYLIaPPvoIgHlp0dkmFArFhaMARtwzL2QeigxJOMXN0prb4KR9XLlypfSDqs0lS5aICpR95cW7Zs0auazYfjVe1BoLILMBAAAgAElEQVQbetlll2Ho0KEAWpe1x4IO6WMihMNhUbsz0T0Ljp9//vlSMF4tVLJgwQIAZj94EJ4iktZHFSygziT79fX1+OCDDwCYifHdbjd++ctfAjAvLwojiVBRUSHzzMxRo0aNSvTWlPSR5wgFpoEDByZccxQouW9ZSvAUwxNT0sdESGHoYdr6mELoPv4vtCinoaGhoaHhIKSLMWtoaGhoaGgkgGbMGhoaGhoaDoK+mDU0NDQ0NBwEfTFraGhoaGg4CPpi1tDQ0NDQcBD0xayhoaGhoeEg6ItZQ0NDQ0PDQdAXs4aGhoaGhoOgL2YNDQ0NDQ0HIV25studkpPpKZ977jkAwO9+9zsARsUe5i5mXVvArNs7ZswYAGaO3qlTp8r724EOSx3HXNFMw+h2u9GvXz8AwO9//3sAZorN1uLTTz8FAFx11VWSupKVbaZNm4Zzzz0XgDk2TO9pSVOatPR4sVhM6mOzLu2FF14IADj77LNt6RlbWlrwm9/8BoBZxadHjx4AgPvvvz+ulnUbcUp9VOtfc+yYYnXjxo341a9+BQDYsGEDAODJJ58EYORK37x5MwDgyJEjAIzUnPw+plb9zne+I/9/WY3uViAlaQ6ZmvKJJ54AYNQ4Z9/Y9uPHj2PFihUAgLFjxwIAnnrqqVP9aSCJfaytrcWqVasAQPbliVKlAmba0SVLlgAwcp0DwBVXXCE1qlnTm1XVWoGk9XHt2rWSv59V3E7WR4J57ZnnfdWqVe1J/0ukZK3yfrj22msBGPnqmRK5srISgJH6d8+ePQCAhoYGAGZ9hunTp0ttbuZP9/v9ki75JLnrW5WS09G5srnZ33zzTQDAwoULJRcvc+2yiIHP55P3q7mju3fvDsCcDA7k5Zdfjosvvri97e+QBfTf//3fkvSfm9nn89ny7nLTXHfddejfvz8AyAF37NgxlJWVAQD27t0LAJg/fz4AY7FQ+GBO5traWowePRoA8KMf/QgAMGPGDAC2ggIdtkm4xlauXAnAEEZYvpF5pFlC8eabb8YVV1wBwLygbrvtNjkoeGnv27cPgHEBshD9448/3prmqDilPlK4iEQi8vfPfvYzAEb5w0mTJgEAXnrpJQBmiUe1eAkFM4/HI3nNeaGxlOT06dNRWlpqNLjtRTtSctixCMkNN9wAwLiMWWSDe9Dtdsu+ZV/feuutU/1poBV9jEajMbbhy1BVVSV52pnLPBaLyX7huTJ8+HAAwLx584QoqIVkmJ+f+5iC9axZs7Bu3ToA5vq97LLLcP/99+NkbWtNH9HKeaRQSJLS3Nws58TUqVMBQPo8ZswYOXNYqGXBggV4/vnnAZgXOc8vl8slgjK/f9GiRa1pFpDktco9SuKycOFCAEbbeTZROK6srJS/WbaT81leXi595Nn27W9/W4QTXuBfgs5/MbPKzrx58wAYC1ytqgSYgx0Oh+W5nj17Gj8Si8nA8dLmYe9yuTB37tz2tv+UFhAvpeHDh8smVieTfbT+7/F4hH1Q0m5oaJDP8rv4WpcuXaQgBhfSG2+8IUyZRQ9YBYfPd0Qf4970v3PAOrWNjY3ClHkx8TI6fPgwzjrrLACG8MTPccwofFADMHfuXJFQ//a3v7WmOSpOqY+sBf7JJ5/IJqYAuHz5chw4cAAApMLXF198AQBYunSpHIQ8tKurq6VCE6V2Hmzf/OY35XBoB1JyMd9zzz0AgH/84x8ADHa5bds2APEFVFhHe9iwYQDMw/EUcUoX8/bt2wEAF1xwAY4fPw7AZD39+/eX5zjf/L+pqUnWr6p14h6lkHLLLbcAMNYEx4fFOzwej9Rif+yxx06pj2jFPIbDYWnPiy++aHxI0fj06dMHAOTcyM3NxW233QbAXMfbt2+X2t8UMM4++2wABoPmecXHW265Rc7ykyCpa5Xr8cc//jEAU1AeMmSICMpkvc3NzbIGeGfwfKyvr5c55h4vLy+XIjQn2au6iIWGhoaGhkZng2PrMdfU1Ij9gvbEzMxMVFVVAYBNsm1oaEBOTg4AU4rLzc0VNsn3UcLdvn27sDAy7GSDzHH58uUADLUsVeuULquqqoTx0l5JFVJmZqZoBfjo8/lE2qurq5PvAAy1zGeffQYAuPTSSwEYNl0ys48//hiAOSYWxtxhoPqVfW1sbBRmSRs4WUNeXp60merRcDgsjJ/2cc6dz+cT+3yqQYn7s88+E3bPuXvuuedEg8Fxpjp6/PjxUlecErrL5bLZZPfv3w8A2L17t6h+U1BesF1g+U6uvZycHFlPVHd26dJF+sbnUlU28UQmAJaCbWpqElbMdu7Zs0dqZnP/cq/GYjFhU1TXf/3rX5d5o5mGGr+XX35Z9tr1118PADjrrLNkLKhipWkmGQgGg3jvvffi+gOYdcGprVmzZg0A41z9+9//DsCsuV1cXCzzTNPSpk2b5H/ubZ69CxYskLH4y1/+kqSenRjRaBSPPvpo3HNf//rXARhtJ5vmmPTu3VvOHM43z5zCwkI5c2mbrq6uFjMIa3S3wX/ABs2YNTQ0NDQ0HATHMuYXX3xRJBSyqqqqKpFQKdFSwiHjUkEGDZi2aNr2Ghsb8frrrwMAZs+enYwu2ECGRYeX3r17ixRKic3r9YqkRSlf9cilLYj99vl8ItHxfZT0PB6P2D7Jpr/73e/KuFx99dVx35UqBAIBmQ+yypEjRwIwGBQ9Vmm/KSgoEK0JbXS0d5WUlIgNLFXgeJHlnXvuucIOOD+NjY1iRyQrZn8qKyuFVXDucnJyZG1TQ8L5P3r0qDgXce7a4QSWVNB2rO5L9pH9AUx7M/uTKsZMB6QZM2YIy6OGgmsxOztb2sX25OTkyN+0v3LfdOnSRZgTv/P9998XJzH6VDCioLm5GQsWLAAA9O3bF4DhI8HzgF7fyWDMXLOZmZni2EVmD5hOT5wfniFDhgwRdqxq9fg+aiI5/3V1daI9ULWZZJE1NTUATIaeKixatEg0OHQk3blzJwDDz4MaWO7B3Nxc6RPHjmMUCoVkbvlcaWmpaBtefvllABA7fHugGbOGhoaGhoaD4FjGvHDhQhuD8Hg88jclLjKVrKwskewotbvd7jj2CMRLxycJT+hwkNVPnz4dAPDhhx+KzZR2prq6OpG+ae9iO/1+v/xNSc3j8djYE6XZnJwcYS1kAoliflPNvjwej0jT7CMl6fz8fAntYmjJpZdeKloEsmn6H2zbtk3WSarAsaeUXVhYKHNGvwC/3y/MgVoBsquWlhZhitRkBINB8XVgX7mOo9Go2Cate8Ip4DxyP/r9fmEa1HzV1dUJK6Q2geOQbDB0KxaLyW8yVFGNR+d+4Z64//77JVyIdn7uoUTnBz2xVfA7d+/eLZofstW///3vMj6Mm00G1D1O7QHPy759+9pCTbkuQ6GQvMbHoqIiYYfUBnEsJk2aJHHf7E9ubq6c12SRr732Wkd3MSGoFXnkkUdkP5Ipcz+WlpYKi2bMshpqyr5xnjwej/SH51ZzczMKCwsBmJEGp8KYHXcxc5Pk5ubKwLHzid7HA6GqqsrmLNXU1CTP8bLiIOfl5cmBye9K9kXNzXHdddcBAObMmSOHsapC44HMfvB/l8slBzP75fV65QDk5cD/s7OzZaFRje4U5yE6P1kPuQ0bNkgIEcO56urq5CDgmuD7S0pK0iJYAGZIicvlkvbwoPJ6vfKc6iwEGOuN36HOLdcjn6MJJxAIyB7gOu7SpYsj1NncO3xkm+vq6qR9FCpycnJk3nmIUVA+hSQxrQJ/x+fzyaVDJ0O2nQcvYIZQPfnkk7jrrrsAmKps7tVwOCyCCC+tQCAgsdpLly4FYDpGTZ06VdSpjG0/duyYmLFSpd7lvHAOamtrJcSH/WGOh+LiYrlg6cRYVFQkgjUFrAsuuACAIXzw4lcJBdc0xyZVoMmrV69eQowoULPtu3btEuc0XsbBYFAcGtlXru1QKCTnLx9ra2ulv1Y1d3vuFa3K1tDQ0NDQcBAcx5hV5kiVnhr0TZB98D319fXyPrLovLw8kWjIUFTHHX4f2UiywoW+DPfff7+odNi+YDAYx6IAkwlHo1HpG9/vdrtFMuNYsF9ut1ueo0onFoulnWmFw2GRPilNss+DBw8WyZzMec+ePbb0qePGjQNgsFZrCs9UIZEKnep3NTTI+qhqRQiv1yuqNkLVgJBNc25Vp6R0ghoZMlKyyk8++cS2R5ubm0V9epK0hR0OJqRxu92idaDKlY/Tpk2T/cW2r1mzRlKjss3UPrndblx11VUAgMmTJwMAnnnmGUmCw3OFGfbWrVsnc0q1+IoVK1I+Folw7733AjBZPsdh7969ss6o0u/WrZucIXSQ4rpnsiLADEOtqqoS7R9NUAwhY4rSjoY1SdOxY8fE0ZZ7ie8555xzJJMiTQx9+/aVvcb+09xYUlJi278ZGRkyj/zeBx54AIChRm8rNGPW0NDQ0NBwEBzHmMnsotGoSNqUQGirAkzdvmp/plSmOnDwObJK1dbBHNS0oaSaMV922WUSJkTpivYPFZTYotGo2LJUhzjV3gzE23Zot6Ldo6mp6VSSzHcIvF6vzBulWLLP8vJyScRB7cngwYPx0Ucfxb2PTio+ny/tGgAVHPtAICDtov2U9vGqqippv6oFUn0jAMT5DnAPqI44/K109p/rlf1gwoVly5ZJAgf2/9e//rXNoVENaUwmyJgB2Hw4mNM8GAxKKBTT9fbs2VNssVyztL+ed955mDNnDgCzUMno0aNx4403AjDZF/debW2trGkybWoY0g0Wh6G9m+wvGAzK3HKujx49KmcS1yMdNisrK2WP0tHv2LFjMtbUfKmhWsnARRddBMDUto4ZM0buD/aDaWGPHz8ufTzvvPMAGGk7aStfu3YtANO/o6amRvrBvVdRUSFaPIZFUjtQXV0t+7219mbHXcwcoGHDhokjAjNABYNB24LgQs/KypKBU1XavGy5WDgwhw4dEmcAa07jVIIFKOgUoaqfqSZUHUsIHt5q5SGqydj/48ePS7/52sqVK2XxpRM8rKkKU5PgU6VLgSkQCOCSSy4BYHiyA6bzGMfBKaCKvqWlRdYqVWdEOByWjcr1m52dLe/nZufnWlpa5G9VIHMCKDxYVe1ut1vGgmrSX/7ylyKcDBo0CABSZoZgW4ATCzJUxW7ZsgWA4QR2/vnnAzDjiylM19TUSMUwCo6bNm0SYYPFWGiuampqks9yHQ8cONA2l3R0pECQCvASIoEhPB6PXGgct969e8v76DTFczU7Oxu33norAKOQC2CsCeZSp9CS7PVLc9jNN98MwBhTnpN0KuXe69mzJwYPHgzAJH+VlZWyR3nJq3n92V8+19jYKEIW7yGaNJ544gkxh9AccDJoVbaGhoaGhoaD4DjGTCnljDPOiHNFBwwGSQZsldT9fr+oyYiMjAz5LCU0tboUX6PbfDpBhxK1D9Y+qupLMpNAICDM2qraDAaDtoxRixYtcgRjpsRNSZWl6NatWye5r1ldaeHChcIUWXKPYzJ+/PjUNboVIMupr6+3qZ/J7mtqakRbw7nLycmxrVWOUSQSEXUo++8U9T1NJWyPmiWKGaZUrY3qvOZk0Jmpb9++wp45Zyw963K5JMyIa3XixIlSdpV7b+LEiQAMpqVmegOMNWEptyosLC8vL2WaEarW33jjDQBmXntVI8U5HjJkCJ555hkApumCiEajoin4+c9/Hve5VGH37t2ipuYafOqpp6SGAp/j2l28eLHkR2DI3IYNG+JCcQFTs3r48GG5M6jyHzx4sJy/DLPi2M2YMSNhyO+JoBmzhoaGhoaGg+A4xkzpavDgwZIIgFCTFlhtIS0tLSLhWGvjqn+rlU9oc6BElE7QZurz+UTStla6oQZB/dvr9dqyTpGhNDU1xWUIA8ysN+kG7TG0/dF5Ztq0acIiWeFm5MiRIpmSvdDezhAGp4AaHZfLJeyI88M2NzY2ioMbpeuamhpxluE8qk5j1oQ60WjUEc5fbCPbx3XsdrvFlkd4vV5Zh8l2/uko9OjRQ84hai04j0VFRbaa0xdeeKGwT4Zhce3m5eXJ2uY5tGHDBnGAJDiGOTk5KbMzU1PJNasmjrEmbnrrrbekvwz7YkKWpqamtPjqqHjmmWcwdepUAKZmrUuXLrLm6AjIfdOvXz9JFvT+++8DAG6//XbRZLD/K1euBGD0lecWWfGKFStEk8J9yaQrs2bNavM8asasoaGhoaHhIDiOMVN6zM3NFQmVEktLS4uNPao5g60JDSKRiLAVSk6U9NR0nbSnpBNsS3Z2tvSDEp1qZ7JWOgFMRk3JfubMmQCMIH7aN8mi9+zZY/v+dIBeqf/85z+lXYAx7/RiZY3jLVu2CMPgmqCNJ13JRb4MqoaC7IPrkewyEolg7NixAIC3334bgMGSrKyYEntGRoZoGMjIneKVbe0bGWFLS4vkhSZ69eol4ZBOsZGfDH379hX/B2sVNpfLJWyY++yjjz6SxBr0PKdWp7i4WOzUXBuff/65jZHT9tm9e/eU7VXuP2u9d1UjRwSDQcnxT3bIczjVIaeJsG3bNlmXTFI0cOBAW7VCYufOneJxz35v375d/AAYCkYva6/XK/2lVs/n80k9ZvobqIljGDrF104Gx13MXIB5eXlymXCA3G63hFBR3cMJyMrKkgNNdaDi4KhZlwDjAuCF3FoX9mRCVV/ygFYFEsDoK/tBdbfX65XnGCbFRaYWJVdLCaoFI9IFHnYsGM+2z507V9RQVAUOHz5c3k/BiuvgzTfftBVATyd4iHk8HjlUeWjzEItEIiKA8uDYvXu3HBgcC35XQUGBHOhOuZAJNfc8YF5CbrfbdqAXFhZKWKDTnb+IIUOGSIyvNcOeWnCG51ZjYyO++OILAJCwP55jkUhEPsv1PGzYsLjiCIBJTlJZZIemJKq01RwS/Jtq2/z8fJlnCsh8TzpJDvdbXV2dLWtkUVGRzBHD0XgOxmIxiVvn3bF+/XpxFrMWQIrFYnI2U8Du0aOHOG/+7ne/A2DGcY8aNarN46JV2RoaGhoaGg6C4xgz4XK54hJqAIbkQqZEUIpJxCRUyUbNNw0Y6gyqKKwu/+kA2+X3+4VhWVl+NBoVqS9R2T++j5lqMjMzbQ50LpdLpN10MmaGbDE0iiEMM2bMkOpblN5LSkqwZMkSAGab6VhEzYlTwPlxuVyi3iU7VHNfc/4Y7rV48WL5DjIsNUexNaTGaSA7YJhRRkaGTfVbWloqzlJ0fnM61D3Hs4TqesBktWRhvXv3Fi0I1ya1PBkZGZIsiZmj/H6/hFyR3fGxZ8+eKVP5U5NBzYzqaGpNYOT1ekUVzzXK9dmjR4+0mcpUDRW1FVStL126VNrDDF3Mjx0IBKT9akYvOoTRJMHkM5FIRLQiXMfr1q2T3yJz5vm1fv16TJkypU190YxZQ0NDQ0PDQXAsYwbszk8ej0ekVUpxau5ga7pO1ZGKj5RmevXqhbPOOgsA0po7mu1R81tTC6A+BxjSu5VFZ2VlxVXkAkzG7Ha7xWai/g4dFhjqkGpEIhGphUvbJLUjd9xxhyQdYSH7O+64Q7QazL/MPqe6vuvJQJZcWFhoSxhClqHOGUNL3G63vE4HKSZJOO2002zVbJyGREl62H+GinTt2lXm2Wnz9mXw+/02W7ma8pd7iCE4hYWFoonjI30HioqK5LNk1aFQSGzMfI1aoVT5EzQ0NEgfqcnhWmxubpYzhCza5XLZzlpVq6AmzUkluKcKCgrEL4epUnv06CFrjrbjO+64A4DBiKmxZOjs8ePHJaUow6zIiBsbG2U/8u4oKCjAtGnT4r6f+3j06NFtzonu7N3+v+Ciyc3NTeipDMQXDVBjfK0qX7XQAzdVOh1qXn31VQCJPbCt+b1DoZC8j88Fg0Gb6puX2L59+2SDqfl36YGZLkQiEWkXVUiMH7zrrrskHpDOa126dBG14P/8z/8AgKi2P/zwQ+m/ExyjuN66desmMeM8mNm+QCAgXuY0NWRlZdnmm6o0j8fjeC9m5nxfvnw5AONg54XDi/mss84SL3xr7K5TkZubK/PC/aWWFKSAyUMYMC9WXg783OLFi8XhSFVtcn3wd/j9qRLGduzYIReM9SyJxWK2/aVGHBBqsSCeL1TRpxpNTU0SEUCz3dtvvy0XK6NWqO52u92y5yhg5ubmypnD+4TruLq6Wi5aCi2BQECETr6PZosxY8aIwN5aaFW2hoaGhoaGg9ApGDOln6qqKmEOVskuKytL2IeaMYuMjAyFKu3c3FyR8tIZ17tp06a4/zMzM0UlY3WwcLlc0l+2NRaLiaRNVdiAAQMAGDGSlOQpvavq7XT1OxgM2tScjO/LysoSSZOqwF/84hfilMHC6hMmTJBHJ7FJtuUrX/mKMAdrJZqMjAxRZX766acAjLnmZzk/6S7P2RbQ/EA1psfjseUHrqmpkXVIJyOnQ1Vjc37IqsrLy2V/kZmVlZXJufK1r30NgKnB8nq9YrrgeRQMBmUf0qzD7+S+TjbWrVsnamdrpsCMjAzpt1o5jAzQGqKanZ2dtlhmqqqbm5uFvd5+++0ADPXzu+++CwB47rnnAAAPPfSQfJZnLc2I0WhUKmdRO8dx6Natm+xpjkNVVZWMGef7gw8+AGCMSVu1H5oxa2hoaGhoOAidgjGrOaAp0VHKVO2vfJ+a55Usms8xu05GRkbacw3HYjGxUalOatbEAtQOhEKhuL4BBguxStbMv3z48GFhpGoFKn4fpcREoVfJRFVVlUiQ1GjceeedAIyi9Xxt+vTpAIDvf//74tD2+uuvx70/EolI36yhdOlEjx49bJXAVMdFJhygnSscDsv7qE1wQoa21qJv374ATK2A3++35aDPzs6WPeqEpD6twYEDB2T8OS9k0WrClJ/+9KcADDZFrQ6dhvj/wYMHJYSGc1tQUCDMjHZLrpNUzfvq1atFC0BfFM5jOByOq3IGxJ9D1op+RUVFaduHPMcyMjIkKQzbfNVVV8l8/OMf/wAACcvs06ePzAftypFIRLJ1cR44P8ePHxdmrTqvcm7JmPm/1+tt81xqxqyhoaGhoeEgdArGzOQFR44cEalV9a7mI6VxSj8+n08kP0pT/FxtbW3KmWIiWNPxRSIRsTGzH2qCEbJcSmCq7YJ2Itp4qqurRbKlFBsKhcQWnS74/X7pE0O3nn/+eQBGX2ljGzJkCACjzUxIctdddwEw2X5FRYUjbbFdunQRqZpaAWpv1BAceifX1NTEaUEAe31tJ4MaANUf4u9//zsA4JJLLgFg2DLJYKyJb5wK1QZsDWNas2aNaDzojf7KK6+IvZ12dIbddO3aVVgYWVUgEBAtHrUOqp0+mWC/Nm/eLMyPZyL3VF1dna3Knd/vl8+q9Zr5eWpKyBhTBTXEizZmhi7t27dPqj2xzYwQqK2tjZsPwNB48fvYD/Uu4ZhwHQcCAVkf3NvUPnDNtwWd4mKePHkyAEM1RHWE9aJVFwsRjUZteYr5udra2nYNWEeisbFRLkk1Y5Q1jlnNc20NU1Djt7lY+PmSkhJxSlEvdB786Trwo9GoLe8wnYKKiorwyiuvADCzSA0cOFAOLzq2lZeXAzD6lcqcwq1FIBCwxXNSVZ2Tk2NTjzU3N4vQaZ3/WCzm+MuZ86mGFK1fvz7uPRUVFXE5BjoD6urqZP+xiME111wDwMjoRBUwD+26ujoJx+He4xp3u92yzrk2SktLcfz4cQDmmuZYJntdsw3V1dW2wg6cJ5IEwBTuI5GIrEc+xzbX19enTehif/x+vzhlqbUFOL7MD0Dn0nA4LJ8luevbt29c2WAg3vmN56nqzMjf4nxyjVtLFLcGzjvRNDQ0NDQ0/oXRKRgzs+q8/PLLIrVQCiVLbm5uthUhLyoqEkmWkh2l0IyMjLRL7evXr7clEwgEArbsO5RaE0nQkUjEJt0yLOBPf/oT3njjDQAm+zz99NNFcrRmRUsVK9uyZYuouw4cOAAAuOiiiwAYWhGGM1A7cvDgQWGd77zzDgBIibVly5bZQjycAL/fb1N3cZ7UjEg0O8RiMdFkcK1yjUejUUf1LREShchYNVK7du2SNd3WhAvpQvfu3aXyEtW7VHvu3btXnL6YRerKK6+UvjFRDkPjRo0aJeuee62wsDDOgRUwVaCpKvXo9/vl/OHZoFb549rjuapWtOMa5Xvy8/NbldUtGVoBatUikYio5lWnV6qkrWVVE2kpjx8/bisjTKghdGryFY4PWbT1HG8LNGPW0NDQ0NBwEDoFY1adZyip8ZFSisvlEvsAmaPP57PZ+SjhBINBkZzS5QSWlZUlkhqlsKamJpHUrGEKgF2Kbm5ujqvzqz5OmjQJP/nJT+S3ACMRhDUlZ6oZ56uvvip5Zek889ZbbwEwQqlot2M1l0svvVQSkLz44osATNZy8803O5JN+v1+W4pYNSkMobad2h2uVa7xzsCYrfsrFAoJUyTq6+ulT+msbNYWNDU1iU2Sjlvbt28HYDgFcX+xSlooFMK8efMAmMlzmCDpwIEDUoeZyUf8fr/Yd63ORsn2LWCoploJjG3hfAaDQWGiPCfVs5PrUg1Z5B6lw2YisK/WPOSnAlX7yDGk1qKwsFDuEe4zMmGVMau1p8l81XragHHm8t5RHc44TlZnQbVSV2vRKS5mqoZ69Oghm8IaKxcKhWzJ1lXvXw4gXysqKkq7VzadfQBzQdTX19suWC6MlpYWec5axhKIdyADjMXIC425jCdOnCiquXSpgP1+v5Rt5MHG8odvvvkmrrrqKgBmQvnHH38cP//5zwEAN954IwBg9+7dAEwVvdOgRgnwkKCj35eNNzc21XBcH5FIJO1r9WTghUsv8z179ohalFBNR+kqdNBacJ8tXrwYY8aMAWA65XGt7t+/X84j7tGtW7eKNzbLC/L8WrBgAb75zW8CAN577z0Ahuqb3sIff/wxAMQ5bCZz3ikwFBYW2oRGqtPVLIH9aukAACAASURBVF+qwybbpZoG+RoFmBPB6qjbEWA7Y7GYXIr8nYyMDFmjvCfUUrv8LC9cddy5j1UVNe8TXvKDBg2S37RGHhw9elQ87lsLrcrW0NDQ0NBwEDoFY1Yrf1BqIWNUnQesMc6q2z6l3UQSVLrwxhtvxFVsAeJzJquObVZwHAA761BLYlJtfcUVVwAw2JvVOSHV4UaZmZl45plnAACLFi0CYErozz33HL71rW8BMHJkAwaLpkPJjBkzAJhVuaz5mJ0ESuRkh2rZRyvcbresX2smN6eHSqmgiYGVtVSMGzdOslw5lSkTHPOBAwdi4cKFAMx92LNnTwDGPFILwlzu/fv3lzVJzRTLy1ZVVcl+5Hquq6uTPA1PP/00ADP+uT1hNm0BtY4+n0/OR+tZo4acquAZYl2b0Wi0VTm+k6Gl43eq4Uw82/Ly8uLqJADx6nT2g5rLYDAoDNjqqKbOizr//F7G9N9zzz1x/7cFmjFraGhoaGg4CJ2CMRPf/e53xbHCyiq7d++OL774AkB8QWva98iwVff5dOciZl5WFQ0NDTYbSKI6qOxPfn5+XJIVwGQjmzdvFlvs/PnzARjM2er+nypwvHv27ClOJrSn0W73zjvvYOTIkQBMG93+/fuFUdP+SoccOo85DT6fz2ZHO5HjU1ZWlswbnd+4dp2wVtsKl8tlC4nq37+/sCmn28xpVywpKZExp7+G6vPBeVEd95g05utf/zoA4NprrwVgOF5OnDgRgOnzsW/fPvG3INPm+ZVsjR6dK0OhkMwVzxc1DMian9/tdsuYWDWXOTk5rQqFo4NuR2YHY5syMjIkyQdZbH19vWikqPFgOGZpaansPX5HS0tLXLgiYPZRdbjl58rKysSOTKfHU9mzmjFraGhoaGg4CJ2KMXfv3l1YJu10lIi2bt0qdg9KSxUVFcJOrCxx3bp1SXHZbwt2794tDJ7SVVZWljBmq+23sbHRJkXX19eLREeJkJ+/5557bG79L7zwglReSbVtmW0Ih8PSX+bDZh+ys7MlxGHQoEEADOmdbd2yZQsAU4tAL1enwev12ryS2X/r83w/549sUq1Z3FmYMtHS0hIXdQAYey7dIYqtBdfj2rVr8Z3vfAcA8Pvf/x4A8NhjjwEAXnvtNakLzn22efNmmefXXnsNgOmNnp+fL+FSTJo0ZswY+a1t27YBMPM7V1RUJLVuNcOlwuGwnCtk/tRMqecN+6VqgjifbOeRI0dalWAkGXm0eSf4/X4541hBatq0aeLfQGa7adMmAMa9wggQ3gUej0f6zmgJalGOHz8ud0xpaSkAI9rFukdPZc92qovZ5XKJQZ2hBWrOZKoQfvCDHwAw1MKrVq2Kex8dLS6++OK051h+/vnnRbWlqqupyuIiUUO9rGXjAoGAqI5YSo+qtttuu00WB8NY0lXEHDAP45kzZ4pjDEFHveuuu05KPK5YsQKAoX6nao3hUSw4z4IBTgRV0mwrMXToUNt7Z82aJQeHVZhMthNQR4KmphtvvBFXXnll3Gt33HFHUi+ajgQP+SVLlshz9913HwBz7/Xq1Uvi71mMZcSIERKGxDPnlltuAQBcfvnlJ/xNXibWPAbJAos4HD58WM5JCr787YqKClvO/szMTLmk+BxNSl26dJEyl6kGHQ/79esnYWy8hAOBgG3fjR07Vv6mejsRePkSsVjMpqbuaMFZq7I1NDQ0NDQcBFcyAr01NDQ0NDQ02gfNmDU0NDQ0NBwEfTFraGhoaGg4CPpi1tDQ0NDQcBD0xayhoaGhoeEg6ItZQ0NDQ0PDQdAXs4aGhoaGhoOgL2YNDQ0NDQ0HQV/MGhoaGhoaDoK+mDU0NDQ0NByEtOTKjkQiMaB9xbKZqeyPf/wjADN5ekFBgeQWZkL56upqyak9ZcoUAGZO1OHDh59KftPWfPCkKdVisZiTixN0SB9VMN/13/72N1vu6wsvvBCAUbiCCfQ5NnV1dZJHmHPLwu51dXVSyIL5jduADu9jIlx22WUAzJzZEydOlL+5ZquqqiTHO/P7Mi98ojKRbUBK+phm6D4aOOU+7t27FwDw1FNPATDKGvLMLSwsBGDk4meJSoK5sx966KFT+fmknqs8c1jukbnsWbox0fcA5jnEz0ejUSk+xLoEfGwFWnXgpyUlZ+x/f/REl1IsFpOKHxyEbt26STWTO++8E4BZUWnHjh1S45eH/YgRI6RCyA033ADALH5x1lln4Vvf+haAdlVZ0geBgTb1kXN1wQUXYODAgQDMajas4LJ//355H4t35ObmSiJ5PrJizyeffILp06cDAObMmdOW5gBJnkfuLevm5SGmvketictCJRQ6uZ7bCb1WDeg+tgIsBME9GI1GRRjmOalefHxUi16cQuWoDusj9xX32qeffirCPYsDsZBOWVkZvva1rwEw92hDQ4Ot4MqiRYsAGBW3uCfZ/2uuuUbqap8ErbqY08KYW8MSW1paZCAOHz4MAJgwYYIwDBYtnzRpEgCjmg0PeR7au3fvxjnnnAPAZFrDhw8HYCyyrVu3AjArFKW72tT/dZDlHjp0SOaRReVZvvO8886T0ngs8VlYWCjSOueIa2jQoEG46KKLUtSDtmH37t0AzEPitNNOA2D04eDBg3Hv7d69u0jw7Hd1dXWqmqrxLw5erKyIRQE4HA6L0EwNZywWkzPWWi5y+/btUtIyXWhqapK99/TTTwMwCBmJHgUHtn3+/Pm46667AEBKB3u9Xik7yzHh/iwrK0NxcTEAU5u1d+/e1l7MrYK+iTQ0NDQ0NByEtNdjturxif3794ukQjZVWVkpUg9VCZRqhg0bhpUrVwKAqLQvuugiYcOsVUxJKjs7W2oAk6F07dq1XXZvjbYhIyNDmK+1rmtFRYVIsjRbdO3aVdZJY2MjAFN6HThwoNTYdhpYT5q2KWoMvF6v2NFpq/P5fKIZogqf7wkGg6J+09BIBqi65j4jqywvL5czkfsxMzNT1jLXKDWSr732WsoYs/XuoMlz/vz5eOGFFwAAn3/+OQDjvKcPCs8c9rF79+5yx1CDN2DAANmHO3bsAGBqEQoKCuTuOHr0KICOr52tGbOGhoaGhoaDkHbGbGXKlDz279+P48ePAzD1+AcPHpS/R48eDcCwaQDAzJkzceDAAQDABx98AMDw9O3RowcAyGv8fp/PJ4ycktaECRM0Y04iqMno2bOnaD4ooRYUFAAwbFW0V1GibWpqEkZNKZbrYMCAAfIdTsM///nPuP/Zx6NHjwrDYH/q6upsWoHu3bsDaF/0goZGW3Do0CEAZpQAGSTtywDEOdHtdosWiJovarl4HqcC3EM8G+gQ/Mknn0j7hg0bBsDYU1Y7OpGZmSl7TI2SoL2ZTmDU0kUiETnLqDno6H5rxqyhoaGhoeEgpJ0xW6HGmlGKoW3A5XKJZEbGxMeysjIJwVm2bBkAQ4KiPYFSEqWsSCQi9hFKPTU1NeJtp9Hx4HwGg0GRTEeMGAHAtPNnZmaKBoOSsN/vlznifG7atAmA4VHPNeE0nHXWWQCAV199FYDpuRoOh4VpkDFXVlaKZM6xOXLkCABnRwvQ7sg5UMMvOVdqmI3VVt7WOH6OV1VVlexfJ9nfQ6GQeNP/7Gc/A2CGIN18882nGpOeNFA7aQ3VKy8vlzlm2/fv3y/v4yNt1NZog2ShsbHRti/IWl0ul7T1kksuAQC89NJLwvhpK+b5UltbK+cL587r9cpa69Wrl7wPMNYxGTPX4LFjx4SRd8R+ddyJRvXB3r175ULmxotEIqLm40HARe/xeORiZoiUz+fDp59+Kp9Vv8vn88lE8Tvr6+vTfjHHYjE53DjRvNBOdoixj05VfXKhb9++XQ5tOkgxfrC4uFjmdteuXQCA6dOni7MfLzcKWBMnTkxR69sOblrOI9dZZWWl9JFhJ83NzeJQwkOFn3NKEhqO+dq1awEY5iGrcMsD3e12yzrkuqyqqpLv4D5j/7t06SL7nd/JgxMwzU0Uuv/4xz9KEgzueyfA5/OJyvOTTz4BADzzzDMAjKQdvCiY6Khr164SHkhB7LHHHgNgOLamau6tzlwc+4aGBnTr1g0AJO/DvffeK/PIS5vnKlXgyYaaTIh3BvdPUVGROALzjL/++uvxpz/9CYB5DnFN9enTR8xGHO+MjAz5vvXr18d9/5AhQ6SfFKIbGxulHfzNU4FzRXENDQ0NDY1/QTiOMTN8xOv1isStSjaUKinRkYWsWLFCko2QRW3fvl0kGkoxZFyBQEAckCjR87vSAZUlU6Jju8gmXS6XTXWoStRkWPw8++4UWKVsABLqxLSVr7/+urzOVHk7d+6UNcD5ZwhDujUcJ8IFF1wAwFRtcc16PB7RGHCu/H6/zLcaQuUUxGIxfPWrXwVgjn2fPn2krTRJcJ/5/X5Zj1T7NTc3y56maUlV/5GR0FEzOztbWAjHi+8ZMGAAtmzZAsBZjFkFM0txH2ZlZeGll14CYO5tdS9wTy9fvhyAMQ6p2sM7d+4EYGrbEmnpbrnlFgDA3XffLc+rSUeAU04f2y7QcY2q5iuuuEKeW7p0KQBDQ0FtBc9Tni+qJofjXVRUJKG1dIDjOsvLy5NzSNVOMnSKqvJTgWbMGhoaGhoaDoLjGPO+ffsAGLYKGuIpiZSVlYmEQjZBp4WmpiaRzGkTUG3GtAmoKdfInp3kXNPS0iKJ5BnqpSZIT8SirIH2TrUxcw6WLVuG3/72twBMh4377rsPgNF2pk2lXfmjjz7CmWeeCcAMQaJNyMng2qP9jQ5uHo9HbIw/+clPAAB33HGHzC3XJdd2OsG1dfToUWGy1ASEw2Hs2bMHgMmAyZjD4bCwXDWvMJ8jYyRTycvLk3WrsmTuTb6P7Rk/fryEwjgNzMfPvjJVY2FhodhyqZ3zeDw2myTnvaGhIWWMmW3l73HNxmIxYfW066rPUeNDzQfTzqYSPEO4pjZs2CB+RuPGjQNgJB2hJpXnC++Xmpoa6Ye6fukrwM/xbtqyZYukCGa/c3JyOlTj6riLmaqx3NxcUa8MGDAAgLE5uVG5cPg4fvx4GTjVkYGOCzzs6NyQkZEhm50Xutvt/tJMZKcC63fy/507d+KLL74AYFYeCofDotLiBqX6Ljc3V9pMBINBW0whD8kzzjijVUIHPw+Yiy+Z2bRGjBghhyp/75prrpH/eQAwsfwvf/lLyWveGS5kK+i5ysxesVhMPD2pHpw9e7Y4TqnCabrBNZufny+CBgWMpqYmWas82GlyKCgosHlNh0Ih2/u4F7xerwgmPByj0agtMxz/nzFjhhyOTgMr31nVu8FgUGLZVTNdossQMPZ/qvrIM4BCEecnGo3KeaqSImvxI15sbaiy1GGgM6K6bj766CMAxjoBgPvvv18I2+rVqwGYWSOLi4ulbzxru3fvLmPy/vvvAzDHpk+fPjI+akQAhdShQ4eecp+cQxU1NDQ0NDQ0nMeY1XJjlI4pta9atUrUQpRUyAgjkYgwEkrXOTk5IuXwOxie4fF4JBaW8aYej6fDGXM0GpXvevDBBwGYqpfS0lJpHyXpuro6kZL5OWoRotGotI+SXVZWlqhQ+Pjee+8BAB544AHJFa6y9cWLFwMwnSbobDJ79uyUMVI6UlBSZU7biooKYcxUJd19991SJaYzglobjncsFpPQEyIzM1PWvpPiconGxkbZj3SKKSkpEbbHNaqyY4Ksura21lZpS81zTMbDx1AoJAzMGu44bty4UykvmDTEYjEJy7E6nlZVVcm4qFoutQyoivXr1wurSzZ4ZpIdq7WHaVIjAoGAMEaCjHnkyJHJbqqAa4lMVV0rbN8bb7wBADjzzDOlj9Rg8OwtLy+35ULYu3evqKl5HvN8jUajogbnuQ2YqvGOiGfWjFlDQ0NDQ8NBcBxjptTh8/nExkbJqLq6WqRkSiOUSmOxmPytZoyihMrn1BAOMmzazPr27duh2VsAw/GFNhCyCjr+5OXliT2Y9uTm5mZbSBjtkT6fz5ZjWbXNEZWVlQAMJszXmGjlwQcfjMsfC5g20H379kn/yfKSBfabjLlv374AjHFn/8kwx48fLw4bnRE33XQTAOD73/++PDdr1qy492RmZspcUZJ3Enw+nzhhjh07FkC8lsrqP0GfDsBcq7FYTNghmRnfl5mZKewj0RnA57ifs7OzHZN4RcVNN90k5xCd5Bhu09zcLH3k/tq8ebPN7szxevbZZ3H55ZenpN3WZE4c51AoJGFFREFBgcwb55vvT6XzF3+ba4qaCa/XK3+T+btcLukbtaZqchD6GakaVvab64xnY+/evbF//37b9zPrGTVfpxI6phmzhoaGhoaGg+A4xkxJpHfv3iJBUqLcvHmzLfkE7QqxWEz+piSUk5Mjkp01x3Ztba14z6leh1Zvw/aCNo7y8nL5HabeY4KGc889V6Q9tjM7O1skOjJGsgYybsBkxR6Px5Z0ZMyYMfJdtCdTmquoqBBtwJNPPgnATBm4fft2YUD8jmRhzZo1AExplIz4wIEDMibs95o1a6S/nRFMfKP6Q1jtyLm5uXH1p9MNpkqdMGECgHjPfa6zhoYGWyIKvqZGOHA+Y7GYsAmySPa5oKAgzoYHGMyRr3Ps+Hmn5UdnCsj58+fj/PPPB2BndLFYTMaRdug5c+aIvwj3qJr6lOcIz4RkgfXqrVrKQCAgGjtiwIABck5z3nnmJrudKtQ1CZhrIhqNyt98z5AhQ0Tjw2p0jH4YP348Nm7cCMD03Rk3bpxtPuhb0a9fP7H9q74CnCue79QstQeOWd2J1BK8kBlGMmXKlC9VMXu9Xjns1KxYVA/ykSEcS5cuxdSpUwEA7777rnyPtZRYe8EFO3nyZMl9y/hGCgINDQ2iVuaGyMrKkguYk05V8549e+QgpBDSp08f/OUvfwFgOilQHRONRuWzPOyefvppCU3ipc0MSpWVlbJYk4lwOCyOd9deey0Ac0NHo1GZY6q0XS6XIx19WguaLgiuQRWhUEj6ePHFF6ekXScCL2RCdTzk+vJ4POKgR8FJPai45tRH7gsK1mqYDvct17bqQMaDX1WROwHsG80URUVFsn65p/kYDAYl5IwhoLNmzRKnUF4YfNy2bRsWLVoEALj66quT2g+2hyYlmvd8Pp8tdHLo0KFSWtcag02TQypAlb+12IvX67UJCrt27ZJSwcwGNmXKFADGGuSlzbDVgQMHyr3ArHaXXnopAGDu3Lm44YYb4tpw9OhR2RcdYQbVqmwNDQ0NDQ0HwTGMWXU2AAyWRNUW1c+BQCCuqoiKaDRqY5PRaNRWoYmSlCrhqAb/jsqatW3bNgCGtGXN683fWLx4sWSoIVPv1q2btMdawcTv94vTFNluLBbDPffcAwB4++23AZgq8OrqapFgX3nlFQBGCMY3vvENAKZUTI1ESUlJShIa1NTUxGlBADP5RnV1tfSb1aWys7MdkWyjvaDUznXA8DwV06ZNk4Q6d999d+oa10qUl5fbcrc3NTXFJaIA7PsYiFflqntTfQRM1s1xcrvdsn75ObVsa6oy3KnZAoH4/NDPPvtsXPuGDBkiWgGOATUN4XBY+quanci6uMb52tSpU2VfJBvUTlKTwXMmIyMD5557btx7GbIKmE5sXLuJtEHJAseV64bj1tLSIqp5msyuu+460VRSO8B19tZbb0l+a9ZPeP7553H77bcDAJYsWQLArGQYjUbxu9/9DoCxb/ka9wLNNKcCzZg1NDQ0NDQcBMcwZkrCTHARDoeF0dFGt3btWrEjkzmrErjVLuzz+WySOaX+vLw8YeKUgJuamkR6PVXQiSASidjCQJgmzu/3S3q4M844Q9pAyY8SHm3OlZWVYtOjDfDee++VMaNtSrX3UWpXNQfsr9WpAzCTeiQDHPtDhw7ZapfSvlpfXy/OT9QwhEIhRzhEtRfWUKLZs2fb3jNp0iRZM06rCgbEM2Yyu6qqKllLXF/cl6FQyJaL3ufzxTFp9TXA7Le6V/k31wvbUFlZmfSQPsDIu8z9xd/jPL7wwguSu11lYWROXNtq260hXpmZmcKK6QDJ96dyzVtTq6q5s9UkGoAxDpw37lurNiUVsGpp2Jbq6mrcfPPNAIB33nkHgOGfw/OebeQ5OWTIEJSVlQEwbcbPP/+82JtpW164cCEA4Ec/+hHmzJkDwNQULFiwAN/73vcAmPN+KsmqHHMxczFy8YfDYVEBUr1yoktTXfRqbJm1jBlf69Gjhxz8XJThcLjD4pfpTOB2u8U5i+AiOHr0aFxJR7aBwgdfo1pJjfGl49ojjzyC66+/HgDw5z//GYCpatqzZ48clK1NsE41TDLiEbnZDxw4IE5mnFsW7qioqJC2ci7q6+s7JP9sumC9vBJlRxo3bpyUBHRi5q/a2lrZfxSY6+rq5DK1FjPwer2ypilgRqNRm1qYh5e6f9X82NY9z89t2LBBvJ+TAZ4TPp/PdmkxU97cuXPl0ladLNU8CvwOwLjkrPG1qgMdBXdeIJmZmSnzcubYc37UvA9W81ZJSYkt8yLXuFXwSiYo+HHNcS3u2LFD5oprZMuWLeLExbniuvR6vZJHgufMnDlz8Ne//hWAeZbztVGjRomTHNfvzJkzhVyy/sHZZ58NoH37WauyNTQ0NDQ0HATHMGY1RzZgsEVKY6pDiVVCVyVPKzt0u902yZzqwtNOO82WRaumpkbUxtZsN20Fc1Q3NzdL++lEwRjGO++805Zpx+fzibTHtqux2FST8TtefPFFPProowCA5557DoCp+j/99NNF7UhV28mQzBKYnIPy8nLRBrD/LA3Y0tIiDhicn7q6OokF7oywam0SmQuOHj0ap7oHnBWru3btWpk/Pvr9fluYowo1bI/vsa4vNcRRdQQDjHHg+8k0OYa7du1KKmPmXMRiMXz22WcATG0SczOPHj06TtNF8DmeR3wtKytL1jTZWm5urmjBGBLFM2jy5Mkpyz3NNpI5cl4zMjJsIVFZWVkyD9Zze8+ePQmdG5MBjhvHlMw+EomI4+h5550HIN4hy6rRCIVC0v/XXnsNgJHBjSFRjNnm7+3cuVPCPOfNmwfA0CLwfQwv4z7WjFlDQ0NDQ6OTwzEiOZksJdVwOCzOD7RHquFPZMpqSILVxhwMBuU5PvL7CwoKJKSJLLQjQzDoyLF161abgwR/Lzc3VypB0V3f5/PZnH/4+aKiIgkzYjvHjx8vIUcEf0d1/rImufgyMAg/GWEaKlvi7/A5spKysjJJxEJWnZ2dLQlJOjPOPPNMAIZ9dPz48XGvlZaWStUxJzp/qTZmrg01KYhVg6U6vKi5hslW1JAjwNirVvuky+US1m3Ng88seq1FWx1x6NR15MiROK0cYDLhgoIC2ctq2/lb1rMkFotJf7jGp0+fLu+jdotOnH379k2ZMxXnj49sU2Njo83OnZWVFZfFDjD7nEznUStYkY6MWZ0DnpNksTU1NTK+1ACQyTY0NEj7mQBmyZIl0hc+cu5Wrlwp9xXX47p168Q/ik5jDFttT4UwzZg1NDQ0NDQcBMcwZkojlEYrKirEe5lsCohPQALEV2RJJLVTsrPawFT7HV8Lh8Ot9l4+Gdi+vLw86Ru9+vj/ww8/jMcffxxAfOITqzRKm2tjY6NoDOgVuHHjRmFaGzZsAGAmC2hpaZF8r6+//joAQ4rj9ydiEbTNJAOcu3HjxonNmN7YDEXo1q2bSKNkCx6PBxMnTkxau1KFrVu3AjATFai47LLLxDbV0RXOOgJVVVU2f42MjAxbyIrqna0mCgEMhvJlkRWqV7Zqy7Y+R9DO21rQbpuXl9cq1sx8x/n5+cKKmTyD67KhocHGNLt06WLzVKaXdV5enqyBBQsWADAYM5MMcU9znFUbe7LB0CH61qh2W6uvg9frlefUhC9AarU99L3hb6pnPW3zTKuZn58vmkfrnNXV1cma4Hu6du1q81RXUz3Tg57ahPz8fLG3c30weqE9jNkxF7Pq6AMYG48qWqp9ysrKZLA4CWrWLmtmHnUDWjPuhEIhUWXwYvZ4PB2+EYqLi/Ff//X/2zvz6Cjr6/+/ZyYzk0wSApKQoOwioKKCItDWfUPF7bigHvVolWOttVW0tlrt0X61y3Gprad4bLXYVmtrVY5tjwtVES2KIIo7ohZBICwBDEmYmSSz/P6Y3/s+d55nkJDMDI/tff2TZGbyzPN5Ptu993OXewA4ieJp4rjsssukHCPvddiwYeKAwcWEA6impkbaxhy6sVhMnhknF/8OhULyGp9TR0eHDD4m3tdmVbejRzHhPdTU1Ii5jsnjKbTE43GZ5HSgW7x4MaZPn16y+yoXzKdMc5lm0qRJZc0zvKvU1dV54nK1MyLnEOdPTU2NJwtYNBqVRZTOTzq/sZ6HQG7Ouh1nOH9ZUKCn8JpdXV1funlQANAZrNx5BfgcdPhXIQdV9/qi0a/deOONAJyFnAJaOeK0CUMy3fTr188jyKRSKXlO3Ix04aByQYVF51snXE/4TGtqamQTdYcvNjU1ecz1ra2toiS6j10KhdDpYkK8H65xvcE/IrlhGIZhGP7RmN3SdTAYFJMszZ1Tp0715J0uJHFTEtLmL3dYQyAQEGcAvpdMJkWbpVmpr4RCIXEEcycOufDCCyWrDLWlZcuWyX1RUqPjVnNzs2gKzNo1cuRI+Z3OEHSs0qUzGfSuqzSVs6g54DUFAo5ky8xnL7zwgjhu0DlPO258laFmVIiTTz4Z5513HgDH4uHOuLQ7WbRokWiM1IpqampkPrkrKo0ZM0a0KJpvOzo65PNuTTgYDMp7nOPZbFbWA2ovHL8tLS3y+Z6ElfG+3KUC3VDrorNhU1OTrDVu582tW7fK77r8ofs1Hf7IZ6IdlUaPHg3AWXPY/t5kjOoN2WxWni/N7jwq2HPPPT2fTyQS0g53lrNilc3tCdoSAzjPraurS9Yamrtramo8pmld4YzaN+eeNmW7+7GyslLWMG0W52u8fl/mr2nMjGqesgAAIABJREFUhmEYhuEjfKMxUxqnhBOPx0US0powpRF3YoNMJuNxREgmk3mF2/X/VVRUiLRDqS8cDpfE2YKJP3h2NGHCBADAqaeeKu/xtVgsJtoEU3lS+ps8ebLkyGYRbu1Qs3btWgBOeNnee+8tz9VdU3VHr5USSrRaw3EnfmlubhaNmedD1dXVZdMedhdbt24Vra6vtcBLwcyZM0WL4nkc5w3g1URbWlpEi+JYXb58uYxRaju8xoABAzxhRrrP3WE87e3tcr7Zk4poupY015VCoZFsx7hx4wDktCNqU1yb2D9Dhw6V1/RnuA65rQKpVEo0U+28pp3jdgeBQMCjMfN5xWIxjxacSCQ8GiP/nw675cCdP51WR11pkH2h6ybwPf6/Pu9nXySTyby9AnCeSSaT8fgN6BoEXLf6Enrrm42ZDS3k3aeLTbjjJLXp230gr2EHsXMikYiYgDm42traij45Ojs7JeaSCxpNtPvtt5+YzNiOZcuWSRzcDTfcAMDp6K1bt8rgY2nAYDCI6667Tq4HANOmTQMAXH755eJAx7KPN910U0Hno92Fu1RnNBr1OOqVc7KXki/ztn7uuedkjDJLUTkdaXbGzJkzRcjjmF2xYoU46PE95gc+4ogjRKDkxtnR0YHZs2cDcBwVab6tq6vDrbfeCsBZYCORiMxzjgXO/0QiIQ5LPdmYdRTHO++8A8Axi9OUnMlksHDhQvkcv5f94C4q0dzcjLfeekv+F8gXdrUzEq9FAdT93o7oSyGEnpLNZmXdowfx4sWLAeTWTXdGNsARTtzHLuUsYsF+cX9nOByW50VhVx+L6M8BhUsG603VvZ+Ew2FPHo2amhqPdzjnRG8UPjNlG4ZhGIaP2O0aszYPAPkOFpTiqGlGIhGPWYHars536n5P/06pJh6PiwRMM0xFRYVUi+kr2jHl7rvvzntPS+PUIGjaOvfcc8Xc5za9HH300VLG7MwzzwSQC6lgDDBDiqhpT58+XdpDTcZvJmG2UYe/0ELCsLFdjVn1O/F4XMYcGTFihIxbP5a4zGazuPDCCwEgb55RU6JJl1rojsx4v/nNb/L+Zv+//fbbcnRDbTqbzcr71L5pMs5ms6Kt7wrRaBQHH3xwwfcSiYRkNdOVzRjbz3thGOO2bdtkPeE827p1q6eELTWuuro6aYefnBmz2ay0gyE+Wrt0rxn9+/eXYwpqhcxcWKzMiT2B3837o6VFzyXeZ3V1tcfxrpA1Qmey0+FR+v86Ojo8R6nBYFDWLWry/ExvjkdNYzYMwzAMH7HbNWZKoTwvYm7TlpYWkcaZKWn79u159ZqBfKmE19LvUQN3B/vHYjE5m+I5yerVqwuGB/QGfk97e7tk93rttdcAOBVPvv/974u2S43xm9/8ppx9U/KmpLdw4UIJr6JUtnnzZlx++eV5383/j8VivqpQRAo59VATamhokPAwZjSjw9tXHUrOsVjMc97c0NDgqULlJwKBwJeGf/Q2NITtP/jgg+XsV4c0ukNW+qKF7Iz29nbJkEdnzCFDhsjv1HJp0WpoaJB2f/TRRwByDpfMrcx28Dx51KhRYilhSOPOKIeFq6WlRdZHfh+tBJ988ok46GmHKq6Z1Fq1I2A5yGazeTUHAMfpVSdMYrtGjx4tfUWrCNf/FStWyNky94va2lqZo9S62eba2lqPM6Kuy0DNui/z2DRmwzAMw/ARu12dolTC80SmqBw2bJjY9lmVZ9u2bZIog9KOPqN2h2x0dHSIxETphR7RhxxySF7uU16rWNoKJeNYLIZf/OIXAByJTif2YM1P1iNuaWkRSdAdzlRfXy9at75nptakJHjSSSfJ99Ar24+aM+BoE/SMffXVVyW/N5OOsI71fxNuTej+++/PS5bzv8yXtb+UGmRDQwPOPvtsAM5cWrduncxD+mlwzVm9erV4cdMvYOTIkaJZ8cyT69imTZvkLLac3ss7guvltm3bJF3wiSeeCMDRQo899lhPLex99tkHp5xyCgBnjWISpXKRyWTEF4Hzhpa2/fbbT8YJI1oWLVokEQCMKqAH+pAhQ+Q1tlGn6HSnnU0mk2I10bUV6FNASx/3rd4QKGemFoV8KU0Cf/zjHwEAd911F4CcKYnOIFyoBwwYIBu4O1OLNiWwo6LRqKdoOTeCQw45RN5jLPHQoUNloO0k8XhPVoedPthCSfq1+b1QaTW2mwOnoqJCBgfN2xR2otFoX0x+RWnjzmDbXnrpJQDAyy+/LPmzf/rTnwLImQBLtJCVpY09IZvN4rnnngPgCFZFwjdtLCFFayNjo6kgpFIpERTouEXl4PPPP5dxyZ/hcFjmJoVNLuj77LNPX5xLi9ZGt6m10BrhLnXpRscHA/Csvb2kx23MZDKyThAKPbW1tXIf7M9kMokNGzbk3fv8+fMB5NYXClb8/BdffCHX4E/tlEgnR4aerlmzBqeddhoAp0zkDtasHkmWZso2DMMwDB+xuzRmwzAMwzAKYBqzYRiGYfgI25gNwzAMw0fYxmwYhmEYPsI2ZsMwDMPwEbYxG4ZhGIaPsI3ZMAzDMHyEbcyGYRiG4SNsYzYMwzAMH2Ebs2EYhmH4iN2VLV/SjTGvc6GybiwByUTkVVVVksuUidVfeOEFALniD7NmzQLg5MMOBoOSjJ2F3Fn668wzz8Q//vEPAL0qGmD5h3P0uY1PPPEEAGD27NkAcmXkWMie5StDoRAee+wxAMDJJ58MADjjjDMA5MoF+jUfOHOY33bbbQCA9957D0CubODee+8NwMm/29raKoUAWCaUSfmTyWRfcoXbWM1R9DauWbNGyrUy/3Q0GpVSiMcff3wxv876MUef23jttdfmLqTqE7hLSKZSKUyfPh0AsGrVKgC5kryAU0qyl/QoV/ZuL2JBuEHrmpcLFiwA4CQRr6qqktrEjY2NAJxiFsceeyxOOOEEAJBKKU8++STuv/9+AE6lIl6rubkZw4YNA9CrijVFH0C6MlZfK1xRMAmFQn2pVFS0NrKP3nrrLQDAvffei+XLlwNwqooxKXw6nZbKLVpI42SgYMUKXYlEAueccw4A4NZbb5XP83930rclXQjefvttALmxCTj9kk6nRbDkeN6yZYv0O2tus4jHwIEDZcHoxdiwBT1Hr9v4pz/9CQDwyCOPAHCqxPEn4KxfusodC+d8+umnAJw1q5dYP+bodRvZL/379wfgKHfBYFAKjbAASTwelwId27ZtAwCp1c0KXL3kq7Ux88Ho6knUmHVpLS5QfFisqPT555/j17/+NQBnA/j5z3+O888/H0CuRJv+fCgUyiu/uIsUZQBlMhnZOPTEphbFyiXypTvYZPgsKHRwQdBlLzkId4GitHHdunVSdYVjbdCgQdJGahfs12AwKMIZtZBkMolx48YBcEqwUeCor6+Xou6ccHPnzpXr7YSSLQStra047LDDADgL+J577gkgN9a5wbJ8KZ8H4FRc47M56aST8OMf/xiAI3TuArag5+hVGzs7OzFhwgQAjtWNY7C6uloWb/5sa2uTDYBrGufjU089JaUAe6oMKAHT+jFHr9v473//G4BjdeP6z/kG5FfHGjp0KACIEsESun/96197ewuAVZcyDMMwjK8evqnITomzoaEBQE7jYLFyan2VlZUihVJjolY1cuRI/OhHPwLgSEL19fVyJk3494oVK8QkUa6i5ZR+n332WQA5iZtaFclkMqLtaVPujshkMrjzzjsBOOeulNBHjRolz1Wf5Zey2LybCy+8UPqUfdbW1ib9yGfP89UlS5aIhsm6qQMHDpTXWDeVGmcoFJLa2c3NzQCAOXPm4Oqrry5tw3bCRx99lFcXHHBM2fF4XPpW17WlhkzrBi1Fixcvxpw5cwAA1113HQDHpG+Ulj/84Q9ixeP4ZX+mUinpY/ZnZWWlpx+5Rl1yySUyHzlHH3roIbEGuUmn0/LdrPFr9J65c+cCyN9PgJyVlusJtefKykqxRNKqxfrP2Wy25GuoacyGYRiG4SN8ozETfeZKCZUaZDgc9njEUQKlFAs4WlU8HhfpVb8P5Dx++V6pNeZ58+YBAMaOHQsAuOuuuwAAF110ESZOnAjAkcbD4bBHCqe2CzjPh5L0vffei7/97W8AgD//+c8AnLPpSy65BMcddxwAxwFFP5NJkybl3VcxpUDe37p16zB8+HBpG5CzaNBRj16tL7/8MoDcuRzv64ADDgCQ0yrpb6Cd5ICcNYFSLv0H0ul0T52/Ssbnn38uz5n3rP0I3Gfl2WxWNGq+xp+hUEje++STTwAAkydPLkcz/mehteKee+6RfuBYorabTqdF09JzlOPcrYVt2bJF+pHj8zvf+Y5ElrjHajAYNE25iMyfPx8APOtrOByW3/WcozWLsI8TiYSMgVJhGrNhGIZh+AjfaMxuabGzs1O8IOnCHolERPugVMpznHA4LFLMhg0bAOTCE6hh84yS2mQymexL/GuPyWQyou2NHj0aAHD77bcDAMaPH98j72FtRWD7qYU/+uijIpHzedHD94YbbvC0sbKyEq2trQCcs5ZLL70UAHDnnXf2JbwqjyVLlgDIaRW8f3o5dnR0iOc8z3GoATY2NoofANtTVVWFfffdF4Aj7X744YcAcs+G1hBaPlatWiVn2G5LSblYsWKF9IvbyhONRuU9tiedTsu9ujW07u5uGeccS191jVl7NvuRW265BUBuLtHb391n0WhUxtymTZvkNX6OaxT7MRwOe/wN3n//felThm+S3WXt+W+F+wL7gP1YXV0t45H9mU6nZWxy7umwT7dvULHxzcbsJhgMyka7ceNGALmB644340NrbW2VxfprX/uaXIehN6+//joAiKPQoEGDZOKUku3bt2Pq1KkAnAWa91BRUbFLky8YDMpgYrKKtrY2iQFmQg46mzQ3N8siwcEYj8fFxMZrMdb75ptvlmOAvkKzUXV1tfQBB3YsFpN7Zj/y55YtW6SP+by6urrELMxYUJqt+b5u46ZNm2Si7a6Nubm5WUxfFKZoHtXCCtsVDoel37g48P/D4bCE+w0ePLhMLSgtDF058sgjAfQqnK8k8Jk/+OCDAIC6ujoRnjnO2E/V1dUyDumoWlFRkddvfA3ImUc55zj+29raPCbTrwJuIWVXlRy2+fHHH8eMGTMAlH6ucl7xJ/tRw3UjFAp5jps4jz/55JOSb8xmyjYMwzAMH+FbjTkUCombOqXrpqYmCb2hBkHTdGdnJz7++GMATuhNPB4XM9R5552X93+LFi2S/y3lQf727dtFk6XGpFPB7So0gTELjXZcYBYtfiYWi4lkS2lfZ9HSgfX6M8WAaVRHjRolYUzUEoPBoDwL3iu1i3g8Lv3B9yorK0XL52uUZvv37y8aik6wQnM4x1C5Wb16tUjYbLd2FHK/FwgE8hzB9HupVErMnWzrzJkzy2LxKRWvvfYaAMcq0tDQIO3mPD7ssMPEgsO26rmj02AWC1rnqNHV19djzJgxACBOjByDdXV1ciTD11KpFOrq6gA445F9psNsaCFIJpNi6eP3fBX4+9//DsCx0jGzYigU8lgBM5mMHCXee++9ef9/8skn49RTTwVQWo25q6vLs87rsDfCOaidj92mb+4hpcQ0ZsMwDMPwEb7VmDOZjGjH1I5Wr14tGjDPK7XzBaVvXcSCZ3iUrnnN119/HWeddVbJ29HQ0CDaISUwSm6hUMijNX/ZmXM8HpdiD5Toq6qq5BnQWYoSYCgUku9m+6uqqjzhOJToC5259BaeuTU1NYnTBVNnDhs2TDRZavlsQzab9RQ2CQQCnpA2vldRUZFnDQBy53d0gBsxYkTR2rQr1NTU5Gm8mmAw6NGYAacf2B5q2MlkUq5Bzbmtra1o/gDlhBrm4sWLAQAHHXQQgJwGTc2EDoHPPPOMzF+e5fL/r7rqKpm/xdS07rvvPgDOs6+oqBBtnffABEYHHXSQaPecO3pOc+7pPma/6zmqc25/Fdi4cSOuv/56AM6aQ21/7NixWLduHQDHKvDpp59K/nuuzRzrF198sVgYSsmWLVtk3eWY0hYsrh0sLvPhhx/usFhFOaxwvt2Yo9GodDo9cteuXSumJppOuIitWbNG4l9pXkkkEjLJOSF4LV6n1IRCIelgDkb+HQ6HPVW1dP5s9ybd3d0tTiP0cO7u7pZNmkIL29zZ2SmDiKZdPdi44HBQ9rFqSh4UnCZPniyLKTfhgw46SN53tz8ajUqfsh2RSMRjDuaiV1dXl2cqBHJOOTQPslJVuamrq/P0I8dgRUWFPHMu6NlsVoQPvsd+TafTMm5bWlry3vuqwc1UC8hAbjxz/PGZRCIRcbzis7vgggsAAIcffrjMhWLy4osvyncDuc2Y1b4oCLF/QqGQRB/waKmmpsYTv85NOJvNeoqXJJNJPP300wCA733ve0VvTyl49913RVnS3uVAzjHKneu+oqJCNkX2Gec41+xSs337dukXrhP8O5PJyBry9a9/HQCwdOlST84E7kfMvVBKzJRtGIZhGD7Ctxqzzh08cuRIAMCsWbPEAYMVQiiNTpgwQSQ0HRtK6cidmzmZTIrUR+m9FGQyGZEg+d3U+go5fxUKO9BZaagx0fwVjUY9ObW19k0JlXGWFRUV8r47JrwYWYbcGXSqq6vluxkSNXnyZDz88MMF77m6utqTKSsUCkk/8z2tcdJMRme+ESNGFFX77w0NDQ154xBwNGftZKedmagFu8M5Bg4ciPHjxwNwMriVOvNQKVi4cKG0jXOac3Dr1q3Sfv7MZrMy3hkm99FHH8m1mEGvFxW3CpLNZvHBBx8AyM8GyP5zj23AmTP8TDQa9cTL6qMMd7bBTCZTFmeiYsD2n3766TK2uXZwrKbTaU8uhFAoJGPenSu8XNTW1sp6oks7Ajmtn5YZ7iv333+/aMjcH9jH5TgeM43ZMAzDMHyEbzVmwJsdqLOzU6RQSqr8e5999sEbb7wBwJHs6urqpJYm32PykcGDB8sZZinRbveUkgudIevf3RotNewvvvhC2kEJtLGxUf6XmiP/r7a2FlOmTAHg5FjmPQGO9FrM80rtBAPk+oxawrHHHis/H3jgAQCO04h+JrpyFK+5o9CyPfbYQzQSXaO7XD4EOyKRSEgfaUc1IF+D0jmW3ZYCnt8NGjQIl112GQAn7G/lypXiZ+F3+Bw2bNggzl7UmHhuO2rUKNE06ThYU1Mjz4Jns3xG69evFy26WCQSCfk+ztWamho5P6aWz6xrOsRLa9OcV9qhEch3DNPjnb4XfodJV8LhsOf8lYTDYU/+8GAwKGt4Ma1zu8LatWtFQ2Y/0vrS3d0t90znL10ljPOVP4s97gphGrNhGIZh+Ahfa8zM6azPUJctWwYAnqQSkUhEJNR33nkHQM5zk+cBixYtAuBIqnV1dRJSU0pCoVBeeJS+hx3hlsKZrON3v/udeIHuueeeAHJejmyv2wM7EAiIpsFQD53L130/xcjNS0maZ7wdHR1yVsNz0mg0KtogQ0/opa3Po/Q5nFub5JlQZ2enjAFeEyhuspTesG3bNrl/d9WoYDCY53kM5FsKCNu1efNmsSycf/758vmvCuz3gw8+WNpBfwD6H3zwwQcyBkgymZRnx5+MuGhvbxerSLHOmF977TXpI/pmRCIRsTZxHtMD+fDDDxdNkH2lc7cTncvdndYzEonIa7u7ItqO4L3+5Cc/AZDrC7bbnXZWV0nTCVb4PudEOTybNWvXrhUtnSmR3377bQC55+0O0QyHw2KxpY8Qxwb9nEqJbzfmbDbrif/cd999JQczwyyOOeYYALmBsddeewFwNq1wOCwLADcHDpBXX30VM2fOLHErch29qxsfJyjDKLgZP/vssyJo0GydSqU8k0Tnr6WzEEOpONgAbwnFZDLZ56ICvHft3MH7YkH4mpoamaA04+kFjguBzpJEAcOd53vIkCEiuNAU2t7eLmarcsNnunr1ankGfOY042UyGXlOeoxzAXc7GW3ZskWeBc1v2WxWNrzd7ei2I7jRcmMbP368zEcudmTgwIHSDvZd//79PdmXWOihoaFB5sd3v/vdotzv3LlzPc6XVVVVoiDQMYwL+vjx4yVml30bDocxYMAAAI6ATHQ8vi7z6o573h2FPehMyjBM3tP69etxzjnnAHCK42jHRrZRO3wVcnrTIWb6Z3Nzs6zXpaRfv344+uijAcDzff369fMoA/qoUzuhAt51sxSYKdswDMMwfIRvNebu7m4xibzyyisAcpoWKyE9+uijACBSUCaTwRNPPAEA+Na3vgUgJ7nRhHvxxRcDKBxmU2onGreJcmcwQ9Y///lPAI7pLJlMSnsooXd1dXlM39q8T2mfkmB7e7sn4QW16a6urj5L626TEC0V+nt0wgGdYYm4zbw67E1XyQKAKVOmiLMQTZvt7e1lkcILQSm7tbU1L5EMkG/a43tuRxnAMdPrfN98n6E1mUxmh2Uly0VnZyf+85//AHBKmnLOPv/88zj33HMBOMcoU6dO9YxV9l00Gs2r2gTkxgT/l+/ROkJzZDFZt26dRyuqqamRsUprBd/717/+JVo0LTpdXV1yDb6mQwJpPeE1o9GojP0VK1YAKG5SHB06CeTGJccNQ9HWr18vz5yWSK6l9fX1Mm9pkWxvb88LaQPyk6jwd20pdH+ez+Gqq67C3Llzi9ZeN/y+8ePHi5XG7SSsLZmcq0OGDJEKfvqYAgAOPfTQkt0vMY3ZMAzDMHyEbzXmYDAoEuebb74JIHcOcs011wAAXnjhBQAQib2zsxOzZs0C4EjhV155peRhpYRNaXbMmDGeij27WlN0V9rSU7LZrLjpM60ktd7q6mrRQHVB7x2d3+gzLUqHLS0teUlW9M/t27fL+VhvoSbLe4rH4wVzQLvrROtKSe4qS9XV1SKtUnOi9NvY2Ihp06YBcCoWBYPB3eZQw3Nu3Y+F+p/PhM9B1/GlRsafOu0ow41Wrlwp43fs2LElaYumq6tLtOE5c+YAyM09nh+feOKJAJyx9Oabb+KWW24B4IyJsWPHitbpPk9NJBLiCEhtsr293VObmvfQ3d0t59V9hc+5q6tLxok+V2Q/EjqGtba2yhmzDv9i2zi26UcxYMAAuRatIeFwWCwkrKLXV4153bp14uxKJyvOqffffx9HHXUUAGcuLV26FM8++ywAZ12hFfHNN9+Us2WuQ7FYTJ4P+1s7NhYa726rEdvMdL2lgv1ZX18v9/ruu+8CyF97qMHz88OGDfNYG/j/5bBQ+XZj1p5yHMRTpkzBSy+9BAA488wzATjmlWg0KoORcWaDBw+Wh+heoC+66CIxEbuzSRUbmkS4kDB2M5vNyoClif7GG2+UxZqOGPQC3LBhQ57TCJAzl7lz02qvUF6Lhb1pJge8cdJuZ7vewGfIBUhvuDr3Mxdk9yDX98C+ikQied7LAETg2r59OwYPHgzAWex1oY5yw74GvONKL/radE3c44+L5MaNG+V/L730UgDAAw88ULSyj3zmS5culWtSAKR5dd26deLMxUxIEydOxJFHHgnA2XyeeuopALmxzsWXm/eyZcvkNfeRx4gRI2Rx1DmWOfd5TEGzanV1dZ+FSMKNJ5FIFMwh4M53wGeUSqVk7jEiIhaLefLAcz5WVFTkxeYDuT5mv//qV78CAFx99dW9agc34R/84AfyPdq7HMjNEcZlc6NNJpOYOnVq3ms8PiyUw13n8+c8cxeS4fMB8usF8DVdUILCDdfyUhAIBLDffvsBcI4kdHZCd46Bvfbay5PPnvdcDiHfTNmGYRiG4SN8qzFrExKlmauuukrMu8y+Q3N3IBCQGEd3cXW+Dzia8+TJk/MkZffni8XChQtx5ZVXAgAOPPDAvO97/vnncdxxxwFwCofvsccemDBhAgDHQYISeHd3t0jffE9nE+Jz0jG/lIBZNeX3v/+9JzsXr1mMnOHunLjJZFK0Ce0Qxn6jxqH7jPfFa6XTaY/UznatXLlSspvpqjF8X1d0KgcMpdHhWm4Ju1C5z0wm4wkz0fHZ/J3PYcWKFaLN9jWOl5rWD3/4Q7n+xIkTAeRrCW5HwjfeeANLly4F4Dh46Z+0zlBr09nQeC1ag7q6utDc3AzAiW3etGmTjFXObWpXHR0dMqb7ysKFC+X+3OOlqalJ1gl3TDXgzZqXSqVk/HIOcCwcddRRMvdpYVixYoVYD5iRqrcsWLAAQO65cX7RMsV5lkwmpT38TDablXHL93Tua1otdC0Cd0U3bWlwWx0CgYDnWEeXXqST6xVXXNGn9u8MhtqxPbS+RKNRiXHWWdrcZVt1jYNSa82mMRuGYRiGj/C1xkyJhhrj5s2bcc899wBwcl5TWxg3bpwksOC514EHHihSNaVcSnGLFi2S65eSO+64Q5zReFals//Q0YOax/777y8aDD9H6V3ndHXnYdafozSbyWREs6amEQqFPAHy1ICKUfGFZ5O8hy+++AI33XST/A7kzsp5nqTPkYFc/7jPZjOZjFzXfY/JZNJT9zadTstZ5o5ybJeKVatWAcj1NceXuw5sd3e3RxoPBALyOzUZPsOmpia5hs47Te20r9Ax8umnnxY/jUceeQSAE1oSj8dF06D22r9/f+m3/fffXz7H+3Q7V+ocywxVZP3jxsZGaQ+vMWbMGHFCYg5jjqGmpibR6vvK888/DyCnObk1ukWLFnmcK3VddX6Ofdba2iqfozMb5/3QoUNlvWKYVb9+/fDtb38bgJNIiJ+nH0VPmT59OoBcSB2TrzC8juOmvb1dxhk1+mw2m2ed4mvEPb80eq0BcuO40Jxzz3Na0YYPH17Q36IU6IphgGPt2LZtm4RXcg3dvHmzJ7GIDgkzjdkwDMMw/ofwncasA9bdiSMA5wyLoVG//OUvAeSk9zvuuAOAE2Z0zTXX4NprrwUA8cjj/y9fvly0VaatLGZgP6XM9957T6QrSomUspPJpEjQfO2DDz7wJCTRgfruPLRaC3FrmpXC7IYTAAALiUlEQVSVlfI86S1cWVmZp4G7r18seK2tW7dKcpfbbrsNQE470gkZgPyQNUqy/Iyu2FOocg81Cx32ws+VO++w9rx2Wya0B6tb+6ioqPAkftGerjwj1PnjX331VQC5nM19QWs9HI+33347AEdbiMfjYnXhvbe1tYmWx5AtWjT22GMP+Z3jsbq6Wq7H/qN23NjY6EksU1VVlXfmBzhnpaFQqGgWA312TssMz/sHDBggv3MdouWgkIWppqYm7x4Bxwt48eLFuOiiiwA42vSUKVPkulzvaD1jNbaewnkwevRosYLw+bKPly9fLu3lWqKT1RCt9fI9bflw+7Poc3W3x3ZTU5MnUYz2FeF6XWrciV/0GsIwR31f7vBFPstyWOF8uzFXVFSIqeq0004DkHswNI8xnpMd/tvf/lbMiDR/zZo1S0IQWFSdk6qxsVGcAZhYv5iwU/v37++JXeTfmUzGE7IVCARkYeIGVSirDtGmXz47TjhtuimUeJ3Xotm3GOjiFbwnTgj2VTablcWO96qdxthumoIzmUxeXDTgbIDLli3D2WefnfdaR0eHfNeuZl3rK/zeVCrlKRenQ0l0PnP3e4T3vnXrVulbjtnhw4cXrfyczqpGJxh3gZOGhgbZtLUj5SmnnJL3ms5yRbTQ5X5fCxpcMJm3GXDGJp2YaObVWbT4TPpKLBaT8XvBBRcAyI3Bxx9/HICz0XBDXrt2rXzebe4GnPwL3GBffPFFaePs2bMBAPPnz5dYXgqTdMTa1Y2Zc+qCCy6QuHI6mXF+DRo0SO5VOxu6Nx9+vq2tTdrI563zmvOnjjOn854+umLb2N80HdfW1pZk/S2Eu926/RSK2I729va8oyegvEK+mbINwzAMw0f4VmNOpVJi4qHUt337dtHEKP1Qa1i/fr2YjJi3d8aMGSLtUrKjhjpx4kQJXypFYhFqfbW1tRIG4g5Y7+zsFEmSWnShXNU6/IBSng5ncJtWtERIjZQ5xe+++26PtFtMrdIdlhaLxeRZ0NwZCoVEmqakznsOBoOikWirA6/L9lDzSCQS8nm2J5FIiDmx3KZsZqKLxWJyX+6Qmkgk4iljCXjD3die7u5uaa8OoStW6TyOvUgkkpcMg9/N73MfI2jHO3d79JEE81vrjGw6FzMAHH/88XnJQ9hWanC0Nmnnx2KZsonOi81c/Pvvv7+EZjL8i/ewcuVKuX9dtY3Pie/R4rdkyRJZj5h05dNPPxWNn+3++OOP+9SOQCAg4Yc6Dz6Q62tqtPqoiOsqrTva8ZRHGBxv6XTa83laMvR85GuNjY3yLFgRjc9r8ODBnjKZpYJrAY8RGBoWCATEEstxrK1Ubuc0SzBiGIZhGP9j+E5j1mc11I6YAECHFjC9JSX6RYsWSWpGasWHHnqoFPem1MfkHTpJQCnQVZMocfG8jNLjxo0bJaieZ+HpdFo0DUqtuhax1raJW2PU9V35eWoX6XTaE4ZVTI2ZbdUhH3Suo2YQCoUknaI78Uc6nfak+dOWBXfO3YaGhrwUjryH3VHTFnAcCYHCoSd8vZAU7j6n5P/169dPtE6Gv6TTafGz6CvMkzxt2rS8QvGAM/b4U9+X9mFwp7zVYTMMr9KaBv1AdP8XCsfhM3FXZUqlUn22dLmTY/Tr1w9HHHEEAODmm28GANx3330S2uU+o2xtbfX4Z6RSKZlrtERwjg8dOlQsKgxHu/nmm2UssI1aM+3t3HQ7YOnzcTqh6jAod7Uv9n9tba0nB39VVZUkjXE7UkUiEXmP19BtcFvUym3RAhwLBtMgx+Nxj1NtobBSUqrUzRrfbcwklUqJZ+F1110HAJg0aVJedifAcVb4xje+4UmQ39LSIiZNThY+1M8++6ykD5gLyLhx4+S+aNLWXpFccGmq01l13MUcOjs7PVm79MbPZ6I3bb7G+wmHw3nelfq+ioFOGk+4GB1zzDEAcps2F2Z3Ocfly5fL/+nJ64695N/aa5aLZEdHhxx/lIsvW2goMOnsZexHUmiD0s4n/J2FDoYPHy4LbF8544wzPPfBTUIvrm6HMM2XvVZocyk099xCmo4X5fz9smvuKnym3FzWr18vY5VZ8BYsWCA567mW6PKq9IRmH7e1tYmp+LzzzgMA/OUvfwGQ73jFKJHu7m5PNAXNqolEoujmeqDwps028mchaIYu5j3sDs466ywATqa0BQsWSB/otZP9QbN9OcurminbMAzDMHyEbzVm7SjCwtSTJk3C9ddfD8CJKaTp6bPPPhNzNV9bs2aNSLfMNEUHDmqtpeb//u//JBMZzbvz5s0DABxwwAE44IADADjSWX19vUho1Fp04Xh3iIx2OqG0Ry2nX79+8kwoCdfX14tpTn+uWPB566xtzO507rnnAsiFkRQqacn2UKOn1lIoNpJjY+HChZg5cyYAyFFGXV3dLmdN6itagwdymhO1HXclpcrKSk/MciENUJt2GWfJuTBu3LiilXsslCO+FJrarqK1qlKYPt2x4evXr5ejAr62Zs0asb6wPzhWQ6GQPDsdCz5jxgwAjqVPW77Y35zHFRUVaGlpAZBfTpLfve+++xatvUYOroXMsT9v3jwZX++88w6A/DBPWrcKhZyWCtOYDcMwDMNH+E5jpkRcXV0tDl48M06n06IV8VyI0uaQIUPkDIAa2owZM8RxjOeQdJGn5l1q6uvrceqpp+a9Rg1aB9bztcsvv1yk78ceewyAc0bb3t4umpMOweHZpTuLVnt7e14VFyCnwVLL5rPgMy0GDNPgedTChQs9ZzTPPPOMnK3z/qjhZrNZ6VPeZzQalevyHJm5hletWiVjgbmCZ8+eLVmxygWlap1MxH3mz5+RSER+184wOncxPwfkV6ric5g3b55YgZis4b+ZUviDUHtl3v0vvvhC/FqYm5tjV6Od+XSoGfDlVcwCgYDMQ32W6e5vHSZnFB/OOZ41MyMh4JzvNzQ0eKxzdBwuB6YxG4ZhGIaP8J3GTAKBgJy50LafSCRwwgknAHBqtlL6eeWVV0SboNT7+OOP4/TTTwfghCdQEi5XfV7A8YimZFzobHD+/PkActouz4Dpucl7Xb58uaQrpDYZiUREO6V3NTXgbDaLJ598EoCjMU+bNk2SJxAG3BcDtpWaRmdnp8cjfvbs2XLe/vrrrwNw0jCmUilJrcqzoI0bN8r/8vrUEq+44gp5PvR+7erqygvvKQesjcwzylgsJvfFc2ftbU0tWHvGUjLXObKBnHWIfcpn09bWZuePfYRziGOltrYWU6dOBfDltdn1OXdvK7Jx/FZWVor1i5Yivsd1zCgNnJfaAsL5tXTpUo+1pJwWjEC5y+L9f/r8pTq3NJB7uDRD0Eza2tqKo446CoA3928f6clFdsuD7QkM36KTCUv2uWIye9VGDt45c+YAyAkcXGBYGGFXyWazcl2dSx3Id5ricUAkEpGydzsJcShaP9LJ7qGHHgKQC9+jAMawJt5zKpXKy5cO5DZhXoNtHDFiBIDcsQ43aR1a08Ox/JUeqz1kp23MZDJZIN8kTgdECu3RaFQy0v3sZz8DUJxSqIXgGnXWWWfJBsEYYt7jc889J8pJoGed/V/fjyhBGzs6OkRh4xxcsmQJHn74YQDOkd+DDz4IoM+1BXo0ac2UbRiGYRg+YndpzIZhGIZhFMA0ZsMwDMPwEbYxG4ZhGIaPsI3ZMAzDMHyEbcyGYRiG4SNsYzYMwzAMH2Ebs2EYhmH4CNuYDcMwDMNH2MZsGIZhGD7CNmbDMAzD8BG2MRuGYRiGj7CN2TAMwzB8hG3MhmEYhuEjbGM2DMMwDB9hG7NhGIZh+AjbmA3DMAzDR9jGbBiGYRg+wjZmwzAMw/ARtjEbhmEYho+wjdkwDMMwfIRtzIZhGIbhI2xjNgzDMAwfYRuzYRiGYfgI25gNwzAMw0fYxmwYhmEYPsI2ZsMwDMPwEbYxG4ZhGIaP+H8eOuGWLC+ukgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 28/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 29/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 30/50\n" ] }, { "data": { "image/png": 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f/Fh4DmnNFVka215dXS1rj/0m8xoyZEimK051GuxrLBaTNlBzVllZKWuSmjgdIqS1Afwff+f8a9svzzKO4UEHHSTzvnTpUgA9Z8zaqZRwsmT9ezwel/MnXbgoNXenn346AEuLwtBE1lJgJa2XXnpJ5p3OkVu3bhUtIe3Pf//73wEA//jHP7rcv5xfzBw4doqDN3ToUMk/zEH47LPPJIsUFxA3XH19vSy0p59+GgAwdepU+TwWSeACue6668TRiz+3bdsmn8vNRWeVbCASiaSofAFrA7ENPNC5wSORiOuCicVisqn4GXzf/PnzsW7dOgD2Jbx06dKsqnnPOussAPamB+xDmJgzZ444OrHQAfODDxkyROZI5+ulCszpPNTS0iKXAX+uXbtWxoSq03Sq2Exh9erV4gSi87TTQ1vHaDvBOUskEiJgcE3wYt6wYYNchjx8GhoaeuVi5iE+dOhQMfOwgMiyZctE+GDftOeqViMSnBdnLLTP55O89j/+8Y8BZFaYoknnsccekyx7TuH7zDPPFLU21Y9nnHEGjj76aAD2PJI81NXViSqe63HDhg0yjzTFcQ3uzfTAMdDOVZkGVdmhUMglIOp4dPZDO4E5oyQKCwvlNc4R255IJOTzOL6RSET+/5e//AWAnVO+u0i3NvYVs1xQULDX/A3Dhg2TeaRD3IknnihZKNl2OiPrbGgkQ+FwWPYA9y8/qztFdowq28DAwMDAII+Qc8asYyIBO36wo6ND1C/Dhw8HYLEQSh98nuqSXbt2YdKkSQCASy+9FIDFzO644w4AtnMRVdoej0dYHUNRAEviBWypVYdjZRptbW0iXbKv2nmEEidVI7rClQ5BIaMmq9TqQUqC2gGJ2oBsgFIiw5VuvPFGYas6DIzPkX2wrwUFBa41sXjxYpHgOU7f+c53AFgs2RmmoMMVqDHIBvg9b731lqxLsvbdu3eLClPneuffzqpMWqqmlkdnqGK/qfpPF87SW6DTZENDA8aNGwfAHWaTSCSkb5oxa4YMpM4ZtVrc75kEWcz48eNd4TW6zSzZSNPPscce64ptpiPlqlWrZI7IkgcOHCihVs5sWpox67GhJoLPMU9/JsE92N7eLmuUbYhEIik5y4HUkDhn/LreX873FRQUuNisdmrUYXeZRlcd6hYuXAjAMmHyHuFc7NixQ1TR1OpRE1lRUSHrgybOXbt2iSmVWhdqj7oawwwYxmxgYGBgYJBXyDljpgTNsCHaHouKioTt0RmooKBAHIKY+YrSSP/+/aW61D333APAkqAotdCQT+lv6tSpIgEzT3VZWZkk7qAElc1qTDqrDu1X7e3t4mZPVsU2ezwekUa1hMrP0Bm/AIu1UaJ98skn5Xna7rMBSq200emEGLTtzZgxQ2yX1FBo22M66Z19ZCgGw6Y0G+PzzzzzDKZMmZLyWjbA+dm2bZvLQaayslLWHLU0Oo80+6ize7Ev1Hho2yN/J5vesGGDODbmCuXl5eLzQRsm2xcIBFy+D16vV8aJGikyqFgsJns6G6FEdOqifRxIze8MWGvrhBNOAAB8/etfB2DZpL/73e8CsLUvDLfq37+/OKjRfrlz507xB+AZQnvkQQcdJH4HbMeVV14pbePZdsMNNwBIdTLrKagli0ajrpCoeDwuc8V9mc5mrHNFOzN/cY49Ho/sCz7f1NSUws5zBc4Hk03xbJo8eTL+53/+BwAkY+Arr7yCX//61wDsfcjzddCgQRJOywpaNTU1ckbRp4BnlLbTdxaGMRsYGBgYGOQRcs6YnSntaNP1er0ifTMEp1+/fuLpSDsO7cRXXXWVuK4z+UR7e7tIsqyyROn15ZdfltAWnfqPEiPtg8xlnY16ovF43FV5qKmpCePHjwcAV2q7kpISsc1S6i0sLEwJYwDsdJ2DBg0S29Ill1wCwPJOpedwT9PjdRXMWz1jxgzRdDhDw3S6P51r16lZ0Plr+Tw9tnsrJIX2qJaWFmE3/HnggQeKLZY2Nq69vn37ypzqcA6nnZb9Ly8vd+XmzaWNmSgsLHTltyYzKi8vT/EbAKy55rxrHwkgtf/ZACM1dHKMzz77DIC9Xz7++GN8+umnAGzNx5QpU4TtUHtGxlxeXi5nFM+v4cOHu6rCsepdeXm5sDCO29atW+UzXn75ZQDAqaeeCsDO658JaA0N54prSPtpOKHDn7iv4vG4zKnzf7FYLEVrBFh7m/ucoam9BX5vfX29+BlR0zR16lQAwBVXXCFarXvvvReANXfUBlG7MXv2bADAHXfcIc/RHyIUCsla5jnE/zU0NHS53zm/mDmhHCwu/uLiYrl8OUCRSEQyrdDtfsmSJQAs1TYdvbhJVqxYIaqyd955B4Ct0mpsbHSpObVKh4uXYTzZQHt7uziecYEfeuihEqvrLFAejUblsOPm14nxuRE4hmPHjhX12Ne+9jUAlkMc1TA8+J0Zp7IFLlytonNeUB6PR9qlsw/xMHRewrFYTOJQeztGlGtLH14c+8svvxyLFy8GkKrmA6y543u1o58z9IRORtrZhmP39ttvi7DV21mkCI/HI21jv7XakwIv5zMWi7myTemsWtnsBz+7pKRELkLmMaCKetiwYWJ+IGGYMWMG5s+fD8C+yHgu9enTRwRq7tWSkhIZCzrGcUxGjBghBzTNVbFYTPYfD3KSgUxezDqLnDPzWTKZdK1RnQPbaXZIJpMuod5ZUAKwzZLbtm2T16lOzga0+p1OeYyb/vOf/ywmgh/+8IcAIIU1ksmknJM0TbS3t8s80iGQ5GzTpk0Shz1mzBgA1jrWRXQA2wns9ddfF4fkzsKosg0MDAwMDPIIOWfMOr8xkBo2QwZISW3MmDHiEEbX9bvvvhsA8PjjjwtjZvaW1tZWYRhUZd91110ALHURVVlER0eHfP+xxx4LABJkHgqFMl4Rhn0BbIl78uTJwqKcuVcp1QKpwf46SQVgh01FIhFxuKKUfMYZZ0jmr95mzIRW5XIeKUm3tbWJmpNtrqurEy2IM7tZLBaTnNq9DTIvrR4lS+jbt6/MG9cvmYfP55N+cH1qpzeCSRgWL14sn08WumPHjqxXPtsf4vG4a//qhEGcR2qpotGoK78x319cXCzOmNkAmfDw4cPF4ZCsivmxq6qqxDRGR59x48ZJAhLON80pTU1N0n6u38rKSpcqm3M3cuRIV2YtrUY+8cQTAViV7/hMppwXdVKhM888E4CtDdSs3fl96VTcOiGJZqn86dR4BYNBmW+aDTIJjj3b3tLSInuC4/2LX/xC1iHbTG3lN77xDfz+978HADzxxBMALO0GnWR5vvK+iMViYnKlQ+eiRYtEm/u///u/AOwwq9mzZ4vGsrPzaRizgYGBgYFBHiGnjDkajUooFKVSSiJVVVWSfOJb3/oWACvVIp2faJNmUPfGjRuFYVISHjdunKQtpOs67TazZ88WdkPWsmzZMkndR1d62vmam5szzphjsZh8N9nzKaecIozXyZjj8bjLoaa4uNhVXUUXrdcsDbBsKNREkHVnk6mkQzAYlH44cyyXlJSITwFtNFOnThWplWF17MPChQuF3fQ2dAgI+8F80g0NDTL2XDd0fNJJVPhaaWlpChMBbHvXu+++K0yT3xMMBnPOmCORiDAgZ/hMIBCQiljsV2lpqbBOtl3X6c1maNsZZ5wBwJoLske2S9djd9YOj0Qi4sfiTDRSVVUl+5d7NRQKiXaHfSQL3717t3wXbdM+n0/6zX3P/dze3p6xvaltwtRSESUlJS5nPD6vQ9wI/bfT8ZR90tBJRXqa8IftWrVqldwZnE/afZubm+XcZluuueYa6eM555wDwE7F/Nhjj0m/qX27/vrrhflyPnnOTJw4Ue4JarUmTpworJuhV0wUs27dOmH11ALuDzm5mHkh7NixQw5aZ5ag5uZmmVB6W69atUpKO1Kl9+GHHwKwDm++xkG+7bbbxOB/3nnnAYDEt65YsUKSi19wwQUArMOelwEdinhB/9///R+uuOKKjPRfF8pwetkecsghcig4VcwlJSUyJuyjzhjF91EYOeigg8TLlIhEInJRZDMLz74QDoelb+wH+19dXS1qR47N0qVLXbHadP7yer2ySXgp9haosispKZGNR8egTZs2iaDkdJ7RAp4uysJDnkIHhbXhw4fL+OhYZ35ndzILZQJtbW0yBtx7vHDGjh0rqkOqfouLi9Me/PrvbIHnSyKRkLXDn4w7DYVCKSYV/uQFwPnk/NXU1Mh65OGdTCZlrXI+OTZVVVUiIFAg2bx5s3wX55EXzYMPPoj/+q//AtDzeHy2z+/3izOTdq50zof24nbm8Nax0Do6hP9j/ylUxOPxFGGjJ6Cw98wzz7gKx/B7d+3aJSZIErhzzjlHMstRUOJcTJs2Tdr/yCOPALBMn/PmzQPgJgP33XefnLt0/tq8eTO+/e1vA7DNpYwgamlpkb3c2YvZqLINDAwMDAzyCDlhzJSyPvvss5R4VP2/+vp6CTegdPmVr3xF2CBZ7v333w/Ayrn86KOPAoBImUVFRZK15/zzzwdgF7t++eWXxfhPKayjo0OcyVgliQ4STz31VMYYM6HDeyj9lZaWiqRNyZysxOv1ihRKCc/v97vKC5IdjB071lVJqrGxUSR4Z9Wn3oJ2atFqTsDKaMWxoGpq9+7dIq3SaYrPFBQUZCW3cmegK1yxP2zLK6+8ImuVLIGMKBwOy/OU8jXT4vuo7Tj55JNFw8Bndu/eLVJ4b1SZSoeWlhZXljauy46ODlln7HdhYaG036mt0bkEsgGqHJctWybzwf2inYb4GsOLxo4dK8yKqknNfrgGyL5bW1tdWjD+XLp0qbAvhixu3rxZzgHud87nqFGjxHRH1Wx3wf1SXV0teey557Q63fm8DtXTDl5Ohu18H2DndY9EIi5NSXfBcV6zZo2MiXMv9enTR6q98cxesGCBaEt5rtx6660ArLKM1ChQs/qXv/xF7gJq4jiPX/nKV0SzykxhtbW1EubK7+F62bBhg5hsqVHbHwxjNjAwMDAwyCPkhDFTQvz000/FAYs/KcW99957Iq1NmDABgMWqmbSB2bH4fDKZFGM+nSguu+wyyb/LoPJf/OIXAIBf/vKXUviaz59wwgni8k47JyVoPpMJ6OpJzGHLMfH5fKIhoARNSVBXbkmXf5jPc9wGDRokz5Md79y5U6pV9XZCDkrcBQUFKfZZwNaKDBw4UNiUzpTF55xZi4LBoBQy722QHRQWFspYMvTm1ltvlbXD+WHbg8GgqxZuS0uLMEu+j7bN6dOnu+Y9Go2m1LzOBUKhkOSFJjtiXzs6OqR9mn3RWYzzSb+IbOakB+wwndtuuw1XXXUVAJsVs1JQSUkJ5s6dC8Bm2Dt27BBtBc8cng0+n0/OJjqtVlRUyPPOJBx6rzrzT+8NZMw9BcN6ioqKJGMd7a91dXXC/HUGL90HJ9LV2ub79JkMWH3lGuipMxvP57a2tpSqgICtydiyZYuc19TotLS0SNY1ZuSjQ/DJJ5+MlStXArBtwDfeeCNmzpwJwJ5v2pPXr18v2cDoSDZmzBhxEqTTJtn9sGHDxN+iszCM2cDAwMDAII+QE8ZM6X/37t1iJ2AwPnM7V1RUyP+Yt7q1tVWkHUq0ZBlnnXWWeGj/7W9/A2B5VlNSPu644wDYOXOPOOIIkSKZcKOhoUHyqdLmTamfn50J6PR1OsECX9tbBZ54PC5jp6vA8DVKqvzMgoICnHzyySl97OjokDHJZnhKOmi7IttA2w4lVXr1AvbcNjc3u2yTOsVftu2Te4PONaw9XAGLCdJW6MxrnS4ntNfrdSV8IVuKx+NS9YipA8eOHZvzfNnJZFLWoTOqQqcp1XZHPkdwrdN3IFtgG+644w45Qzg/TO9bU1Mj4ZdkwgsXLhQb49FHHw3ATj5UWlqakkIYsPpNNsz+089j69atovFYu3YtAGttMDyQNQFov5wzZ45o/JzRFV0F11ZHR4fMAVnfrFmzZN50tS/AYrvOSBC2m/3VCIfDcnZquzLHv6cpOelrcthhh4l2ippCamEaGxslGQjPlWXLlrnWHu+c8vJyaTPDuQ455BA88MADAOyzn2v0xBNPFBbNu+mTTz5JScsKpOYF76o/T04uZl0knhPFg5fgFQiSAAAgAElEQVQHdkVFhThxMZxhxowZckBxUfGzli9fLmoFGt9vuOEG2VQ/+9nPANjq0Z/85CeiRtYOYgyh4qXNiWppaZEN19MLTcdPsv3aQUYfZPr79PNcjFqNyo3AtgN2nnEmYPf7/ZIkX2+03gAPh0gkIguVfWO/EomE67AvLCyU33nY6eIHuSolp7N3URVPc0ooFHKV1+PaKy0tlYNNh51wQzsv6E2bNomqlBdzeXl5TkvoAVZYijP3tY7tZr+10Mn/O2O7sx0uRRx55JHigMW5Ovfcc6XtzApG09rgwYNFNel0WCwqKnI5eMXjcVHPU+ikSrOurk7mjIf9kiVLZL1z/ulAeNVVV4n6tafQuRB41rKP7e3trjKkbKfOo61j1Tlf7DcFlGQyKf3nmk0kEvIZPV2z/JwJEyaIEx+dd3mXbN26NSU3OtvJ57lvma+8ublZ1Po0I23atAkLFy4EYBMeXt5+v1/WDu+HkpIS6Zsu1wpY49zV0FSjyjYwMDAwMMgj5IQxMwfpypUrhbXSIYmqgd27d4taiert6667TlTNlJwYBL5ixQpRD918880AgDvvvBPHHHMMALv4OBOG0H0dsKX8p59+Gp988gkA2zGCjHvbtm3C8jLlqFJeXi7SKxmX1+sVNkEVrVYvkWGkU505k474fD55nq77K1askM+n2piOO9nGrl27AFiSJPtGdq8zf1HS1Cp5tpnjpJOvsB89DSnpKsgMfD6fS52mQ4OcIWEej8dVkL6goCAl/zlgO8rMnz9fWB3VrvX19ZJ450tf+lK2urhP6Nzy7KNOmEI4k6MAdh+593orX3tLS4s4BpEJ88wpKioSFkm2279/f5kHzi0Z2po1a2RO6dxTU1MjzIqfT7V4utzXoVBIxoxjqNX6mRoXOkp5vV6ZB6paY7FYijMpkKqGdiYd8Xg8rtzo2tGNc0qVv+53T89OnsF79uwRZyw6hPG+aGhokHObLL+xsVHCmThXdFzs37+/qwTw0KFDZV6cc6YT63DOhgwZImxbJ30CLI1vVx1UDWM2MDAwMDDII+SEMTPAe8qUKSKVUHrTeZ8pedEmetpppwnznTNnDgBImrVXX30Vzz33HIDUwHayGjJt2qvvu+8+cahgCNXBBx8skhATAFB6HTJkiEjKlLy6C82SKI3xMwsKCoQBUnrnM1py03ZIbW/VP2OxmPxOJwi/3y9SXm/nWNb5dMmUyaYoZZIRA0ixY3Ee2G+d1pIpOTsbvJ8psC0ej0cS3XBMa2pqJHyDTiraGUqHFQHW3HJ+tf8AYNkhyQD4Wk1NjWiZcoWSkhJhMM465vF43GVr4+uAO/Vjb4Xu9e3bV6r+8HzRdlKyXDItvWbZZrJPzRy7i3R7MBtjwX61tLRIm6lFSyaTMg/UXOlwLl13HLDGxvkc/9ZV0nRiJDJ/Om91F3y/TqPJdlHLecEFF7jm5bnnnnP5COjQNacGIF2O8N5ETi5mFq/++9//LhuAJc/ombhp0yZxxOClqj0TqYqm1/QVV1whapInn3wSgHXY782ppLKyUtTcbMPxxx8vly/By3HhwoUur77uggtDe0hefvnlAKzFzEXsjHnUjhjpDjv+jz/37NnjivutqKgQJwinyiXb0Ie3s4gDob159aHNje/86fF48P777wOws8H1FngpxeNxORR0TmCqPnVWN8BqO/vNflRVVaUcCvp/y5cvF3XrTTfdBMBa770dh+6Ez+eTtcpDWJd11HMEWOvYObdEb0UIaLUt1Zb7iq3t7ciFbIFq5UgkIutRm36cxXF0RAjPEF2al2OozU38yXmn8B0IBFyXYncdadmGoqKiLl2c2tF1X9nK8gX/GavOwMDAwMDgPwQ5YcxUJ9fW1orBnrHHdAaLx+MSZ6bzkT700EMAIFlZmLVn0qRJ+OMf/wgAkjN7X5VMwuGwqBEp5T/yyCOuLE2U/nQoBZ05uguyBZ1Xl6EF4XDYVXxcZ+WhSlezK6cjja7YRFU+X+vTp4+MMU0KvQUdSqMlX8DWfGgVEiXZeDwurIYSug4vSxcX3BsgIygoKBB2zLYHAgHXWmLGperqale4WGtrq2h8OBZ0IopEIvI/HcedS1Ub2+JkxelKUVJT0NbW5mJmNLH0FvvX4UL/P0GX16STko5V5phwPaaLU9YhV5w/akp4vgSDQXlOZ+biHnWqvrvr3JbrtZ9tGMZsYGBgYGCQR8gJYyY7nDFjhkhqdFf/5je/CcDK5MUKIZTampqacPHFFwNIdcoArMxWdLJxhuKkw7x588Rtng4FBx98sNjwmDOXNTWPOuqoFIejnoBS5rZt2yT7kGavbDeZk7ZlOpOJxGIxGQs+x7AkbUen9mHz5s0iDdOprreg54P9ZVs1k3LWaNYJOfg/MlSv14t33nmnF1rvxoIFCwBYSQZ0KAlgVT2jbwTr35IlDBw4UNY9s3s1NzfLezlOrAI0cOBAWavcO+kqAvU2qqqq0trKAUsDwDnV1ZOczntc47qKUTaRqT387wYmyygsLBTtC8/J1tZWYcB7y4ENpJ65TucvnZOatmuebUVFRbJWydzp4NrVHNL/v8AwZgMDAwMDgzxCThgzpTOyOcAOF3JWBQFsW3EikRA77x/+8AcASAlh+u///m8AqTlK94aLL75Yai7T5qJB5pwNkEG0trYKyycDBGwbPEMctFcrEx8w/Zzf7xfWQjbChBP9+vWT91KK1UlH9Hf2Bl555RUAqfPoTNUXi8VSwjIAy26lw3AAOzlALBaTFIu5wqmnnppSOQuwEtM888wzAGy2wrCutrY20WDoZDD0vCYbmT59OgC7gg1gM8x8sJPqSmCcPzKgxsbGlFziQGoUgrPqWVVVlasak0HmQF+Tjo4OYas8h3TdZ2fYaiQScfkNBAIBYcN8TZ/f1Hpqb2cyZf5kKKFhzOnh6a0ctQ50+0vZXmeC/F7ezJ35sv32MRqNphxMe/0glQmLByDVnZFIRBxoqJJPNxY8JJ9//nm5FL797W8D2KvjTUb6qMHNf/XVV8tlw3A0zufSpUvxwgsvpDxfVlYmBwYFEsb1FhUV4eqrrwbQLUEj433MNui4V1NT09k1n7U+hsNhEW7p6MNY8vXr10vxBqpOa2pqRL3tLJZwxRVX4LTTTutOM4B/w3nsBnrURwqyZ599tpiwSG5SPsBxH2gnQ+fP/YF7+oknnhDnXqrPb731VgBWsQj1eWYe/wWjyjYwMDAwMMgj5IoxGxgYGBgYGKSBYcwGBgYGBgZ5BHMxGxgYGBgY5BHMxWxgYGBgYJBHMBezgYGBgYFBHsFczAYGBgYGBnkEczEbGBgYGBjkEczFbGBgYGBgkEcwF7OBgYGBgUEeISe5stHFtGo6hy5/Z65V5n0dPHiw5N9lPuGioiLJsz1w4EAAdnUZj8cjaQGJwsLCnKc5TPtB/+rz3LlzcfLJJwOwU1kCduq7DNe0NenxLHSrj8lkUtYo84FzXdbU1MhrRDQalZzfTJ/Iv0tKSuS9F110EQBr/pl3mjnITzrpJACu3O95OY86zSxg7UfnmHQBOeljIpFw1RlOl+ud/ephNbCs9vHHP/4xADt3+y9/+UsAe28z5485uGfNmgUAmDJliqTP5Wd1AVntI/fL2rVrAdiV7YqKiqQ/vBPC4bDMH+f2kEMOAWDtPd4jwWAQgF1XvBPo3AWTr7myk8mk5IVmovRQKITZs2cDAN58800AwOGHHw7AKiPI1z7//HMAVo5e5lvmAmPZvLvuustV4kxf/Pu5oHvlIOCCmDp1KgBg8eLFUozi6KOPBgCsWLECQ4YMAWCV0QSA8ePH9/SrgTw90DOM/fYx+a8Fsa/1EI/H8cYbbwCwC1Z8+OGHaGxsBADJJ815OfbYY2U98tBub2/H1q1bAdgFIV577TUAwKZNm7B06VIAdo70yZMnY9KkSQDskp4zZ84EYAmtFEg9nZM0OzWP3Bv8vmuvvVYOt+985zsAgDPPPFOe5aHF/fjZZ5/h8ccfBwB8+umnAOyLORKJiPB83HHHAbDGhBffNddck/L5DmR1rTLPPHN/P/TQQwCA1atXy7rgPFZUVEg/Fi1aBABSvva2226T37uBrPWxo6NDiukw1/nq1asBAPPnz5d1yzW7e/duyU9PMsB5isVieP755wHYgmgXBJKM1SBYtmwZAODRRx8FYN0XvEcoTLBOQXt7u6xVFvgB4BIUOa+HHXaYlAM+77zzAAB9+/aVPPD7wb/3xdzR0SESCzucSCRkMPVzgDXYTPBPyai4uFikN35W3759AQDl5eU9aX9WDwIeZLfddhsA4OOPPwZgbXouHF7Qn3zyiVzgXEhMFP/oo49KxaJuwFzMAEKhUBJIX8eXQt/3vvc9qS/NQgzLli2TNcb/USgcOXKk67DSgujmzZsBQC6xyZMny6XAi7+urk4O+S9/+csArJrhgCUUsMJYZ/qIfcwj19Zjjz2G22+/HYC9H6urq7Fu3ToAwEEHHQTA3mfRaFQqiPGAjsfjrjrq+m9ecro2M1+jFoDV5LjGM9HHfSEUCgmb5L5kIZXKykrRinAtDBgwQOaZhz3Hq66uTgrHsJBEFwqvZK2Pa9askfXCi4aC5saNG0VLx8v7wQcfxMUXXwzA1liyH+vXr8cHH3wAwGakPKs6gR71kcLB9ddfj6eeegqAvW4CgYDcFWwri6tUVlZKVUNdJGn48OEA7PnmWmxoaJDLnfv44Ycf7iwhMkUsDAwMDAwM/t2QKxvzfvHBBx/g+OOPB2BL0LFYTJgLVXq0CQwdOlQkOko9Xq9XJBr92r5AtRVVNNkuJ0l2//Of/xwAMG/ePGkD2QQl7sbGRpEAqU4MBAKituT/2NdLL71U+kG1qKl12zWQ9WjGzPV44YUXArC0L2Sv77//PgBg69atUk+bkjzLclZVVQnTIEv2er1YsWIFANu+x3msrq6W+aZ9rKioSBjpI488AgC45557AFiMgPuiu3Wb2WYyYTJD/ZkbNmyQsSBjpNYmkUjIc/onx5NrW+9Hp202Eom49m1vafjYzoceekjmjWuAYxEKhTBixAgA9h6tra2VvpGZ8e++fftKqUWyNfoF5BJvvPGGjDnnnara3bt3i4ll1apVAIAf/ehHsn6pFeKZVVtbK7bl3tbGUrP49ttvS31onnd79uyReSQDpqnJ5/MJq6fWdfDgwaLp4V1DO/KAAQNkLdTX1wOwtCEZMiECMIzZwMDAwMAgr5A3jJnM4ZZbbgEArFy5UmwbL7zwAgBLUqVEQ4mTUmk8HhfJnNLPAQccIJIsJbwpU6YAsGzSdByjVHXYYYfhxRdfBGA56AC2fbC1tbUnjhtpkUwmxTFo/fr10g+yA7adUqzH4xEpj20OBAIioVLCo/Tb1tYmthPaPmk7MugcaNOsqqqS12jv5byMGTNGxpm2z+9+97uyNvk8mVYwGJTPI5uaPXs2XnrpJQDAKaecAsB2Mqqrq8MXvvAFABAWXllZKeuDjoC///3vAQATJkzolodzMpnE8uXLAaTuOSCV2ZKNc50BthaBY+Lz+VweywUFBbJHnRER2tas2bR2KgK65enbLZDJ9unTR/w0aFfUNnDuRz7T0tIiDlScdzLHoUOHiv/Ak08+CQAYN25cr/VpbzjnnHPw7LPPArAjAtj2fv36yXyw/9u3bxd7LZkyfXcaGxtTvJd7E++88460k+uM2sS+fftKm/W6Baz1xnuFc9XR0ZHi26T/19TUJIyZ+4zMOVMwjNnAwMDAwCCPkHPG7Iwtox2juLgYzz33HACbTQYCAWEMZIyU2AKBgEgxZI4rVqwQqYf2gSeeeEK+l96D/fv3BwCsW7cO/fr1A2DZegGL+QCW52KmGfOyZcvEfkP2Xl9fLyyBEh4ltUAgIDYd2j2KiorkeY4lWVu/fv3keYYPRCKRTMc7/0dDS9ech7feegsAxI51xBFHyNqjX0RNTY2sUXpL829t5+fa/vKXv4xLLrkEgG2LpjfwO++8I/4TjGP++OOPhZlw/rmOTzzxxC75EvD9c+bMwcSJEwHYYSZkytrGzj0H2L4YzjBDr9frslsWFBTI7077YyKRSOsHQrbCaIwexgLvF7SVU1Ny7rnnyvxRy0HP+NbWVmFmZNHNzc3CvsgYydp8Pp+ENtbV1QGw7KHUmuUKHo9HzsIxY8YAsM+QYDCIkSNHArDC3QCLFXPeOR+Mufd4PPjb3/7We41XWLBgAQBrrfK8157+ZPXU1rAPfr9f5oqaguLiYhkDvo+fVVpa6opNz7Q9PecXMzvLS48d3rhxo1yqvCz79esnG4cDwcEtKiqSTcL3RaNRmSCqynlY+P1+eY7qGx2Kxc3FDcQFm0nMnTtXLl+qxMLhsLSVByDbHIvFXM4zekE4D7FkMimvcWx27dolh4PB/nHggQfK7xx7xhTTnFJTUyPjTLVkQUHBPi9HzvG9994LAJg4caI4pVAt/tWvfhWAdbHz4KcpYteuXVi5ciUAyIVOdaojlGi/4GV50UUXyXrnAUWEw2FZQ1yPHo9Hfk8X/8/n9cWs1dr6fXsDn8v2hUwwJIrn0LBhwyQemePLkMWKioqU59hOHuTsN80D8XhcnOn4Pc7wsVygX79+IgxSkKcj6ZYtW6S/Z5xxBgDrbKSJgwSBcc/V1dUiRPY2SHI8Ho+QFK4vn88ne86Z3AaAK2eGFiJ5kafbz/weznmmYFTZBgYGBgYGeYScMuZoNIq3334bAHD66acDsFXa7e3trsD09vb2vUrY8Xg8ReVLkJFS4ub/EomEODOQdbe3t7ukIjoUUKXdHVAyczrkLF26VNpMySuRSMhz2umL79dOX4A1hpRyqW4kY2ptbRVVKT/zk08+MYy5C9BriSFLzABEFeegQYNknVG6TiQSLicTIplMSmgUw+TKy8uxZs0aAMBvf/tbeQ6wtDVch2QyZWVlsn6p+aGzpG5zZ6BTulJNSwbBz9L7S7NdvubU4BQWFrpYdCwWczlzcV/y9b2B2qN0GZoyCZrSuJdisZg4gLLNXAc1NTUu5h+NRkWjwuxm1NqdfPLJYmajE1h3w9kyCa/XixtuuAGAlUgGsDOABQIBOaMPO+wwAJZD7DHHHAPAPS+jR4/uNe2GExznWCwm40ytVmlpaYqZRaOkpETmkeaggoIClxlUazecJhxqcjMFw5gNDAwMDAzyCDllzGeeeSamTZsGwE5RR9tFnz59REIlC0kmkyJhkgHyfzrFpraxUdqhAwb/bm5ulvdQ2isoKBBpiszk73//O4CeMWZ+Pr+PUpZm6HxGh4g4k6gXFxfLexmKo/MJU4qjlPjuu+/Kd/L5WbNm4eyzz+52X3IF2vw5L3tjo5kG11kymZSEHnSGof25srJSbG0c7/21j45jOgSDTJk+AtRsLFmyRNY5bcADBw4UhxvaML/1rW91q4+afWobOWAz5+LiYtkb3JfpQqJ0elhnSNT+7MnO//t8PtdrH374IQBbO5BpUAuhNR9OTRw1eaWlpfI8U5Nu3bpV1gDTXNI/Zc+ePfjrX/8KwGZm3Pe5BjU43Gf8+8ADD5T1znW2YcMG0SJQe8Bx6KrjYSbg1OQA9rhqRy9qJXkH8H0VFRXyPFM4NzU1ibMfP4PzrxNX6QQmmUROL+aVK1eKwd6Zqai4uFgGkgdBOBx2ebbyf6FQyKVWSiaTcsjxuXT/44UWjUZdKg22r7tIJpN7jVOsr693qbJ0P5yHne6/Flr4PDcJN1BbW1uKSgqwPYr/HUB11O7du6VPzEjUhRzDPYI+ZJjliZcw1Z16fjt7KPE5rvu2tjY5MCh8UJgcNGiQrFE6ZWm1GjMeZQLM86zNO4C13pzOX9p5Jl1sqHYSA6y9wN/TOXXpz+Mzztd4sWXrYn711VcB2HMbjUblEnLGMe/YsSMl4xf/R295OvMxRnjDhg0yb3Sk2rVr115NXb2Jl19+GYC7Ul19fb20a/To0QAsNbyu4AfY5yrzY/cmnJkSvV6vvEaSFolERMik2Un3UVcH42vOu0MX7ODzFMJ6ek84YVTZBgYGBgYGeYSciGhkHE1NTcJMKeHoepiU3ihVt7e3i6TtlJK0swklolAoJGyGn0uVRUdHh0g7lKRisZiwFqpveqoy9Xg8LhbFNjc2NrraXFlZKZK501khHo/La9QmRKNRV5YbSrinn366qDs5Dnwmn8G+MVtbTU2NZNZhuAm1A72lNksmk67QGF1vtythPbrNXAs7duzAM888A8Cu8MM1Pnz4cGFffE2vK66dTIB9Y9w78/82NTXJPtG1Z53hPnrN7kt17Yxn1s5l/MxIJOJ6jmdHNpBMJoX58Fxas2aNhDJqxghYbIzMkSa4aDQqa5VzRQZ94IEHumo0P/DAA5JznSFLucC1114LALjjjjsApIYU8cxgXyORSIrzKWDvWWroehMcS66NSCQi7dJOYGS+ZMJk0z6fLyU2H7DWINe7vpMAa2z4uzM7Y6ZgGLOBgYGBgUEeISeMmcHoyWRSnFko2VDyqqysTHEyAVIdMWgD0rYBSkDatuVMRKLzUDttOvF4XJ6jRMSQmEyCbQ6FQi4ntj59+oj0TWlM2yOdWbsKCwtlzHRlH8CS9sm+6bBSWFjokvbyAZRiR48eLU4XtCOPGzcOxx13HAA7+QbncdGiRfI/Ih6Py+c9/PDDAGzp+LjjjsO4ceO63L5kMpkyhkBqJi9nXl39O6XpdONNh7L/+Z//kaxhDEvhnti2bZt8ll7HbAfteumSfHQX1LDQgekf//iHMAj+LCwsdNlH02kDuB8LCgpczk76ec4pf4ZCIRfrZrKhbCAajYqGiUkyRo4cKaFqBBlwMpmUvcfxam1tdWkwmAgmFArJ3uO+HD16dNZCv7qCE088EYB91upzg23m/xoaGkRrov1zAGDUqFG91+h/wRlyF4/HZa9xfsLhsCvjl3a4Jfg/nd3LCY/HI59F34JM3xOGMRsYGBgYGOQRcsKYWQUnHo9LtSfaEzXLcCbfSFfNRjNoSvI6XIqSjVOq0skRtFTlzIGaDZuJtsuQHVLKbmlpcdnW06WV0x7oTm907cnKzyILLyoqkhSDkyZNynjfugt6Ivfr10+qJdFDOBqNStrUyZMnAwBeeeUVAFZlHOaPnj59OgArPR7tgrTbMp3i66+/LpV9ugqnzV97GzvnKhgMCtPQoXwE1xyTUWzfvh3f//73AdiJKRj2piun8TPj8bjMO/9HLUG67+sqyEz/8pe/ALBskKwTTc9l7XnttK3rMdFtdybP0fuNDIaaiR07dshn8FxgKstsYOPGjS6v5DVr1ohXNr3ymQQpXS30xsZGec6p+WpsbBRGyX0/fPhwsWvzfbkAmR/XnD5zuabHjh0LwIoMoMaSYUI8c50hcr0BrhGGOq1du1bs9bpKljM5Dc/cQCAg/2M/vF6vPOdM5dnR0SFnLOc20yk5c3Ixc3HGYjHZ2M4yeH6/32WQ1yoKgoejdowitLrPeUhotbhWl1FFw9hDZnnKJLQKlJOfzplLqwAJHhh8JplMpg3bAawMPcxkxA1TUlIi35VLcGH/8Ic/BABJfP/uu+/KQcgwoGQyKQt/woQJAFJDlqjK5QG3YsUK3HzzzQDsy4phVjfeeGO32uvxeGQNpcvz7LxwWltbZS05Q+La2tokI9tNN90EADjhhBNkrrgXqE6sqqoSZzedv5d7hULtfffdBwC4/vrru9XHdGC/Ro4cKQ5Cr732GoDUeE6nYKKd5dIl+nfu1Wg0Kq9x3BobG6WPXL8sLpENxONxaTOFm7KyMpkPOnXxDNICMNteXl4uJgjOH4WcoqIiWbd8ZsuWLfKdubyYnWYQfUHxAmO2r3/+858uQYyCyfbt2yVGv7dBwXbGjBnyGvdeaWmpmMac+7G4uFhe0/cEX+NYcJ7KysrkXOFaoHNmpmBU2QYGBgYGBnmEnDDmQYMGye+UOOh0obNeOaWywsJCl5OJDj9wOkvxdcAd1qGlY+0MoPMTA9lJZEFNgE7akA7OZCLpWIhW+XPsqF4777zzJIMPWfKAAQMku08uMXfuXAB2CApV1G1tbaJWopNWv379RMVGRxqqrxcvXozzzz8fgF15af78+TJ2VBUzDKgncOaD1o6HHF9K0vX19S4tEJltQUEBZs2aBQC49NJLAVjqMT5H50iu7S1btsjnUoPT0dEhkjx/sixfNlBZWSn57NM5l/G1dFnqqAosKiqStezMA6/ZNJ8fNWqU9In7ZPjw4RnsVSrC4bCMuZ4rqkjZZralsrJS9hpVp5pFUyXPn62trS7Hy0AgIA6wuYROngHYc1BeXi5r+5RTTgFgnZMcJ2oy2MdcOH8RPEv69OkjZwjPS+2oSC2lvkN4zmuNrFMzws+KxWKubHCZMB9pGMZsYGBgYGCQR8gJY6ZzD2CHhtChQjt7pKvdqm2lQKqzgTPNodfrdTmOaXstpUNKsZFIRCQtZ3hVJkH7kv5stmXYsGHiuOR0+CkoKBCpjf/z+/0irWonEwCYNm0afv3rX6d8htfrzSqzInQOaDqI6DqttIufdNJJKW0eOXKk2LTIdt988035DBZ0J0NpaGgQDQC1Lj/60Y/w05/+NKP9iUaj4nhE6Zisav369WIPpxPNli1bcPHFFwOwk6JwTT3++OMyV1yPTU1N0ieyQto0q6qqxH+ADkXavsvxyrYmxMmUdZIT5z6JRCKyRtlv7dvgdOrSn0Xb7IUXXiiOcBwnOgFmA7t27RLNDNtVXV3t8gPhXu3o6EhJWQpYGhOeTdxz9A/Q2jHu45KSElcSld7ONa3bxjazD/F4XPrGtd3W1iZt5nmpNXK5Ar+7qqpKwir1XDjtyNqpy6lZ1fWYnVpKzarp38Jc6ZlCTi5m3TEmpedA6gvUOVjFxcUpSfUBe3ABuOJ5tecqn9MLSudRBayB1zGa2QIzBxUUFLgymVVVVbnygRN783Ql+Dt/Dhw4UIYaFgQAACAASURBVBYmN1BlZWXGVGc8lPbs2SMqVqdj1NSpU/G1r30NAHD11VfLe6l+dmLw4MFyEEycONH1f/aDTjR9+vSRi9IZ451pMM+4M8d6U1OTlGzk+rngggvEHMI1d8sttwCwLl6u3yVLlgCwxo2bnB7kVOXPnj1bhDmd+Y2qcn4W5z0UCong01Po/MNOVb6GdsLUfzvhfO++8mg3NTW5ntcRF5mGLpLDuZg0aZKsOe4lncPf6SAUDAZlXjhn7I92XqWAVVtbK/solxczzxWSGl0ul05p3Jcej0fWGp9jv3JV8hGw1+qgQYMkc512pGXbuG/1Ga9joAFrL1EY5nxzT+maBRyvTGekM6psAwMDAwODPEJOGDPDBwYMGCBlFbW6FrCkE0qSlEp0hiVn6IoOl9JS9t6kUF0IWzs8UCrOptSqy5Q5v6+iokLa5XR083q9rv/pvLBaLQhYkiGld62up1pYs6HugPHQM2fOFJPEl7/8ZQC2dDl37twUZz/AkrydudE5Dl6vVyRaPZ/OeaQT2EMPPSSqXzon9evXL+Xz9M9oNCrrimPTGcRiMZHCaTqg6qy2tlbyHes82o8++igAYOHChQDscJNFixZJTCh/fvjhh9KP999/P6WvuhTo4YcfDsBi2k6nP0r2S5YsSatt6A74mYFAICVXMH8692E6pMsd4CzVp1WH1DrQvAHYa5Xq1ExCl1Jl2A/V6QMGDBBWyHXD9ukQOl1tyJnHn2uxpqZGzB8Mrzn00EOFnfNzM6Xt6Aq41vjdWjPDfcX5CQQCojVyavdyyZh5bgwZMsSl3fH5fCl3BQCXyQFIdRLm2eTUAurKhxwvOmxmCoYxGxgYGBgY5BFywphfeuklAJZ98LrrrgNgJ46gVBIOh13OX9ohzGkzjkajriQP6Wo0016UrhqIrjKSTcZMSSwSibi+r7Ky0uUMwn4lk0lX5q9YLOaynehc4WSytGlpZw62o7s5s8kOy8vLxcHlt7/9LQBg6NChAIDvfOc7oiEhCwmHw9Jvsk+yIx3sr7UjTvsjmeaAAQPEIWjOnDkALDs1HXbIiinRdnR0SF7bs846q9N9XbNmjSQFYeUxSsvr16+X5B6cq61bt4odnSFRr7/+urSZc8a5OPzww8VORWZN9jZixAgZa85jIBBI8b0A7AQzL730UsYYs2ZQZEmEx+Nx1QwndAIfJ6vke/Vr+n9cGwcccIA8xzUxderUDPQqFWxnS0uLrFG9BumTQT8KzoF2GtKsl3mnqdUh0y4qKpK50vm09xUy2Vtw7i9tMx0yZAiAVGbJ//M85TrpaTW+noDjOGLECNk7WmPorINA1ltSUpLiq8RndJIVIPXO4L7luuW6yRQMYzYwMDAwMMgj5IQxn3baaQAsL10G71Py0PWTtRcgYEmjzqQb6ZJvUDKKxWIuSVAHizvtY9p20hsektq7UXsPOhNYpEsBSWkuFAqJ9O3UGESjUQlHeuGFFwBYNmytlQC6z5gZBvT444+70i7qcaQ0Sgm1rKxMbIXOFIjOfgKpoTTOlKTl5eVSO5dheIlEQsaEbIft+/TTTyUHd1fwt7/9TdgBU2cyecvy5cuFhVNDcd5554m0Pm/ePAB2SOChhx4qLJ9j4vV6RbPA1KLUOkyYMEG0TGTtHo8HBx54oPwO2PNOW3gmoG2GzlreuuayM5+wZtN6n+2rbi3XOcf5/PPPx5133imfp5/JJLQ90pk4Y/DgwcIO6StAjcmqVaskvIqJNf75z3+KdoOsjf2JRqPy+bQxJxKJrFbM6iqcWpFQKCTzp5N1OM8Q7t9ceJQT/O76+nrpxxlnnAEAeOqppyRck/PB59va2qRvWiuwt5oF8XjcFXLV3t6e0TsjJxczD9JQKCQDyAOKeXK16oEDmc6pS7u5Ux3Kxd/W1uZKrs5NGAwGXSXOgK45BHUXVPvqi1kXvXfmyqYwoQ82jltBQYFsbDqW6ET0LFShHVz4/bqIeHeQ7pDUTmxOdDaLWmcWtj6o02Xd4Tpy5jpnzuzOguvlxRdflHVLlTTH9Nprr5ViJ7wUV65cKQU0uI65tnSSfR3ixouP88mLfPbs2TLWdP7as2ePK3cz25OtQg8saOEUHDXShVfpXANOoUuvIee800kRsAWxbMTJ6qIyPId03yjc0TzCSzWZTMpeYn7oo446Sl4jyaDzY3NzsxzoPNPq6+vluXTj2dtwqnmLi4ulfRQmtbDGsXPm6c8FtLmSe46hhx0dHSnlRAG77dXV1XKupour5zmpzxld+IhwEqmewKiyDQwMDAwM8gg5YcyUfocNGyasgM4DOtmH00FGSyJkjGQZLS0tIjGROYdCIZfziGZtVBVS+vH5fGnzbWca7GMgEBCVKyVOrQJ0hjCUlZW5+hGPx2UsdJ5xwCp5xqLuRDAYlM9fvnw5ANu5w8ANrqVdu3ZJhSsmXBg/fjwAYMqUKcJe+fyCBQuE8VHlv2HDBgDWPDpLR0ajUXmeGbw4j8OHD5d1olXgzvAiruM9e/Zk3BQTi8XEmUmHoDk/Px3r02FvTrOMDrNxqqt1paK//vWvAGynv0yC46fzXFPjEwgExNnruOOOk3axzWRm1Fb5/X5haTRJkJnV19eL1oVmiOXLl0uf9PfnClxD1Og0NTUJ42dlr0AgkFKjALDV9vmA8vJyaTPPNn0XcP1SA6KT2zhLQwLuLJA67I9n87Zt21xZ03oCw5gNDAwMDAzyCDlhzMSyZctw7733AoA4z+h6q860kzrXLvX9ZJpVVVXCIGiH8vv9e3X0+fjjj6Wi0fPPPw/AqonbG1IrJbBkMilMiI5LtbW1KUHxfA6wpFNKcjoVIB2pKPVRKtdODdrBhZ+RjcpZ/2mg408oFJKQGGeoyKxZs4RVEQcccIA4CVGjwTlraGhwaXyKioqEhZCtcW2PHz9e7NX0hygtLXVJ7TpJT6YZc2Fhoct2phOfpEsfS+gqXPT5YP/TJaTga0uWLJHELdlILOJsXzQaFfZMH4VoNCpjzrNBJxjh2HMthMNh6Zv2ZwGseaF9mp+/c+fOrDq2dRU8j3hGtbS0yJwxbbK2v3KeGfaYS7BNRx55pOxV3ivhcFi0Wk4fHq2l1BpbnpPO8FL9XTpZCceH2pCeIKcXs9/vxw9+8AMAwBVXXAEg9bJwevxlIqtMOs865iQeMmRIVnPxEtoznL8zY9bQoUNF9ek8jDwejzgz0SGlsLBQDnftqQwAr7zyisSzau91pwrUYO/gXDzzzDOS65reucxzDdgqPT7f1tYmz/Hw1rm86QjG+dy+fbvMC5/TcZdUb1NNqgUBZ5L9cDicNp91T0GPcEKrrZ3xyHqv6mxfHAsKN+kORx564XBYipFkMw+6zrvPw5fC0caNG10CFvebPit0tADnkYIV/1dWVuYSSOLxuPSbn5tLRyqOBfvW0tLiygkQi8VSMg/q9+UDxo4dKypsquTb29v3Kvjocp/6nNT5JoBUc6szG9znn38ujp+ZuJiNKtvAwMDAwCCPkFPGDNgM2Vm8GshOzlh+vq4swhCU3gL7XFhY6KpiVVRUlBLbCtgqpOrqailtyLHR8XM0A1BCX7NmDW6++WYAqblvqdLJZYm2fzeccsopWLBgAQBbqt60aRMA4O6775ac76wyBcCV15zz3rdvX5G0OZ8dHR0uNkytyOeffy4hUNwnW7ZskfVBVqBzAFCiz2QBd4aEsRTjvli5x+Nx5cUG4KqklE6DxTZv3ry5V5iYPhN05SjA0lrxNWe1qMLCQhlnrQrlPDLOXedcdoaF+v1+YdhUc+cyrpmaAp3Ziv2lg5eeTz7XG5rGzsLn87mc0XRuA/aRJorKykrRzuqSnjxjOS/cZzqsjmaKO++8E2eeeWbG+mAYs4GBgYGBQR4h54yZyGXGGG0r643qKBdddBEA4MEHH8Q777wDAMJir7jiClx55ZUA7HrEtMetXbs2xQEDsJgTwzIISoJ+v1/6QymxpKQEN954IwCbARl0DWTADJu69957MXPmTAC288yKFSvw2muvAbDnliE1b775poRGMQvejBkzZI5Yr5vhfNu2bcODDz4IAPjJT34iz3/wwQcA7PVLpjVmzJis2GTpB/Lkk0+6/ufMjqRDUIh0CXW0ExH7wWyAOsFINqH3PPcOw7SWL18u7IgaJv7t8XiEmdG/Y/jw4TJ/tHNSU7JixQrRatDWvHv3bvnOTz75BAAkQ1UuQAbMNkejUWkrNRmVlZWuDGH5YGPW4aLpnB8ZyujMTd7U1CTzwv4XFRXJZzhzbOsMlKzxcOGFF7q0nz2BYcwGBgYGBgZ5hLxhzLlErtj6KaecgldffRUAMH36dACWdPatb30r7fOUzroDfv4999wjr+Wydup/GmiHI6uYMGGCJKTQ4TVAaghKOj8K1mXm8wcccIAkoSBDu/rqq8Ur/LLLLkv5rNLS0qyE3hx//PEpf+skJ84c2B6PJ22Odyd0KkSuR3r/rlu3LjMN3w/IiHSKYGorysrK8MYbbwCw+6Htl7Qf61A42o/5ufQPKC4uFi98agc2btwonvz5ECXhrLldXFwsvhRse3l5uUQJkGE6U9/mEulSNx955JGi8aBmiQy6qanJNfYFBQWuWu6cd6/XK1odznum7xBPNsIqOoGcfOnekC6J/X7QmVnYbx8/+ugjiaVmVihu6kyDGaMGDhzYq33Mc/RKH3saU6z3qM4U5iz7uBdkvI88vF944QUxo/DQo/qZ6lzAPtj8fr8rrzeFierqaim4wkOvo6Ojs/shI33ctGmT5DSguSkSiYhJguNNJ7DGxkZRX9IM0draKhniePAzC9W4cePkwufzek3sZ530ylq94IILAKSGqP7sZz9Lee2uu+4SB0BmD6RjZA8zs/WojzqHuzNb5M6dO+VC1uc9fzpjznU5Xf6PglZHR4fM+/vvvw8AmDx5ckq2sB720aiyDQwMDAwM8gm5YswGBgYGBgYGaWAYs4GBgYGBQR7BXMwGBgYGBgZ5BHMxGxgYGBgY5BHMxWxgYGBgYJBHMBezgYGBgYFBHsFczAYGBgYGBnkEczEbGBgYGBjkEczFbGBgYGBgkEcwF7OBgYGBgUEeIVdFLLqdbox5S5mLt7a2FsDeC3WzyPX69esB2Llce1iiK+N5a5mBrbGxEQ8//DAAO/k9k9xPmjQJY8aMAWC3P5lMSkL5t956C4BdPm737t2Si5s5ir/4xS92tkRbxvvIudO5gHXJTQBYvXo17r77buvD/zUmRxxxhIzBEUccAcAuqQfYifQ5JtFo1FXabS/Iav5htn/ZsmUA7PYdcsghksOXYxEOh3H55ZcDAB5//HEAyFQhin+7nOfpcoPvB72a8/y5554DYJ09zI/Mcp9lZWXYsmULAOCss84CkLFiMb3SR+b3Zr+Ki4v3OQcsQsI+9rCYw7/dWu0GOreg87mIBROk33nnnQCsOrY8yFk/k1VBysvL8ZWvfCXl/a+//rpURmHVGL7P7/dLsvzzzz8fAHDVVVf1+qXF4hIXXnghAKvSCeeEQgf7WFxcjGOPPRaAXRN2x44d2L59OwCgvb3d+uJ/vT8Wi8lzvNAee+wxqd6zH/Soj2xza2ur/M5CB3rzsjoPa/xec801+NOf/gTArhd9xx13iIDFC3fevHmd6cP+kJF5jMfjePfddwFYNXcB4PTTT5fDbf78+QCAG264AYBVX1vXISY4L1zvX/rSlwBY9W+ZQL8bAqU57Cx0u4+8dFmPmoLW4YcfLvPHNb5q1So5o1gI48c//jEAax57gKwJyolEAosWLQIAPProowCA++67D4C133jp8hLWQu9dd90FwKqUBwDHHntsTy7nvFyrzjuyF4SP/L2Yp02bJgxQF1UnO2KlE30J8WLi84WFhVKqi4uQBcCTyaRUEiGi0Si+/vWvAwC+//3vA4BUinEciBlZQLFYDFdddRUAyMYYMGCAtIuVd3RpMRZVJ5vy+/3ynLNk27Zt22QsLrnkEgDAz3/+cznk94Nu9ZHf/cgjjwAAzj33XNTU1Ej7neCB1r9/fwDAiSeeiKlTpwKwSujxMx966CEAdnk5jlcP0aN55Jp68cUXpXwnNTfr1q0ToejUU08FAJx22mkALKGKWoG5c+cCAEaNGoV//OMfACDVjJqbmwFY7IWHOisw9e3bV/bAfpCXh12GkbVLa/v27Zg1axYAu7oQL6iqqirs2LEDgC0ob926VdYtBdFp06YBsOY/XZnPTiLjfWRFu6KiIjlPVq9eDQB45513AFhaOBKXH/zgBwCAhx9+GN/85jcB2JXA+L5AICBnZTcusF5Zqzt37gSw17Pd+pJkUuaZpIB7sDcuZmNjNjAwMDAwyCPkysa8V9Be+tprrwmLIktubm4WRkJ2TEmvsLBQ1NRUCcZiMWFwBx98MADbFvLpp5+K9Dpu3DgAQF1dnUi7H3/8MQBbnXrggQdmvK+63iyla7/f72LyREFBgbRDq/DJrCjh8X8lJSXSn4svvhgAOsuWuw2O99lnnw3AYvtkEzQTaJvbt7/9bQC2FPrwww/L3FJlWFZWhsWLFwOw7ejsa4bssN0CzSQrVqzAAQccAMDWckQiETFFsA7srl27AFjmFKq1f/7znwOw1uqHH34IwFKRAramJBQKCTOjDbC5uVnWAmv7GvQMb731Fu644w4Atvra7/fL3qS2ij/PPPNMfPbZZwAgduW+ffuK2Yw+Iq+88goAa81OmjQJgK1Z6SH76hZ4XrCPra2twgZPOOEEAPYe7ejowNVXX53y/j179ojJhvWIefYmEglhzzw7c9HHfeGmm24CACxduhQAUFNTI6Y+avdeeOEFMaXyzBwxYgQAW6OVTRjGbGBgYGBgkEfIOxvzOeecA8CycZAJaF0/7QGU6Mguhw4disMOOwyAbUdeunSp2CRpT1iwYAEAyxmMtkyyrqamJvlcOjPQNjts2DDdzIzYQtauXSsOJbRjVFVViUQ+aNAgALattba2Vtgw2+nz+cTJiBI6Wdu2bdtQX18PwLardMFDtFt9pJ2bfWhtbZWxp020sLBQpHVK2h999BEAy2ueEjfHpKKiQtgpPZdvvPFGAJazWA/Qo3l8++23AVgOP3TAY3+SyaTMA7UiHBO/3y/zwbXap08fYS1c09yb/fv3F6mdbKyurg4TJ04EYEcaZKOP/yboUh+5RqmJ4zx+9atfFa2O1shQg0PNB+essrJS5oNOjDoigPPIde/xeESLwnOstrZWWDo1hJno414fSCaF3fMsiEQioqmkFmbr1q0ALC0Pz0c6qiYSCXF21E5igMUuOb5cs9k+czoLsnt6y2vbMn9nP8LhsPzOc4j9uP3228U3qBswNmYDAwMDA4N/N+Sdjfm9994DYDEPSqFkzg0NDSKhkgnTVhMOh/Hpp58CgHhiV1VVyf9pM+Zn1tbWoq6uLuWzfD6fMDk+Twly4MCBnY2N3S8ojTc0NIikRrt4eXl5it0csNl+IBCQ/lDaj0Qiwsx0bC9gSbh8b2/Zecg4tC8A548SZyKREE0EcdRRRwGw7KnUTnCc1q1bJ3Y+2sBmzpwJwGIv/FxqH7IN7bELWGuVTJn97ujoEHZEJsyfiURCWBRZdGlpqTAzgp+lmRnXRr9+/USSN9g/qH1IJpMuvwQyqaFDh6bMH8HnyZRbWloAWGeOjvcFrDXLc8K5fyORiGiweA6tXbtWIkD++Mc/Atgvc+4RmpubXedqJBJJiW4BbK3b8ccfLwyYmpkdO3ZIKBj7T02ex+Ppied5VsE5pQaLjL61tVXarJmzU0NCTcMDDzwgoYxDhw7NSlvz5mLmpcpFUFNTI84y7Py8efNw2WWXAbAPbRrt/X6/K06wvLxcDk8uPB6qfr9fko7wUgwGg3KYjho1CoAdUrB+/Xp5rafgAbxhwwZZENwQXq/XpQLjhevz+VLCvQBrse3ZsweAfYDwkOCz+vneuqA5jwMGDHAlH2htbcXLL78MwFb9Eu3t7TIWRDwel/Vx9NFHA7Adr+bOnSsqf6qoGMKRLXD+OD+RSAQbN24EYK+l8ePHp8wpYM+Hz+eT+eDBVlFRIWuTB4hWp/IQoSNdLBaTy/rfCewjHW8okHUW3Ug+kvKsx+OR39kWOt0lEgkZX85ZTU2NCE98H/eXx+NxzWMwGHSpcHUcMJ2LeLl3dHTIOccQpS984QsArPWSKTLAdjY0NEg/dOgpX+P3sX2xWEzWNC8qv98vxIVjOHr06JRxyEfwLmC/KYT16dPH1f9AICB94dhp1T9zLfzqV78CkPlz1aiyDQwMDAwM8gh5w5ipxtGsj9LLmjVrAAA//elP5f/8SdWQ3+8XBwZKQjt27BCHBapviIaGBpGcGIoyaNAgYatUc7MNzc3NGWOdbMtHH30kjJksLBQKicTNn5Tcdu7cKUwxXXIJqmGo4kwmkxLGQ3bVW6E1OoOaU0320EMPCaOmFoKS9/vvv+90tMPatWslxIMqbWZACwaD8vwHH3wAIPuMmW3lmAYCAZkPhjO1traKSpLzyPfFYrGUBDFAatgX55Eqt4EDB4pjH53GRowYIWPS29qQnoDr9w9/+AMA4I033gAAvPvuuy5TjAa1BxyH/v37dzZL334/k5oz7aRETU44HJbx5b7l+0pLS2VOuZ49Ho9oPKje5fsSiYScUTpjGBn5ypUrAVgpW/XPTIBtSiaTwoB1vziWbCu1j1VVVcKeud7D4bCcK+xPJ5Pd5BR0aOM5xHnUr2mNFMG55d2QSCREra2zMmYShjEbGBgYGBjkEfKGMT///PMAbLbQ3t4uzIfSyYYNG3DrrbcCsFkuQx2ampqEfVDybW1tFemQkp1O5EG2TUkwFouJxEiWQ8b93nvvSSKSnibp4Pd1dHSIfZQ21FgsJp9PaYzPV1ZWioSuQ3DIqPk+Ssc+n08kP9qhs82Y+T1PP/00AIsBX3rppSntW7dunbSZ/SfTnDNnjivEbevWrSLB0x6n/8ffmTpxypQpWU2kwnWmQ2TYvpdeegmA5TTjtJ9rmzSlcDLloqIiYbzU+NC3orq6Gj/5yU8A2Gk9y8vLU8JX9GflK1auXCnOnVwTtLs//vjjuO666wCkMleOMTVqZJFcI11FMpmUcWYYIhnh4MGDZb9wz/Xp00fOJK5ZjndxcbErtC0ej8vz/B9ZWDAYlP/xNR1exDNAh1LxvOou2Fay8mg0mnI+sg1cm9TccUxKSkqEWbI/wWBQ1jbPGmcxmnwE28r5Z199Pp+sM+6hZDIpLJjzo30LtPZL/y9TyPnFTPWj06EmkUjIwcPL5Nhjj5W4OaoJuVhKS0tlEXPQqqqqxMmEn8Hnv/GNb8ghSlU5PweAy+N169atPVYVOtUlRUVF0kdeJA0NDXLR8H88QLxer7SBi6y9vV0uaf7kxq6rq8OVV14JAJ0tXNFtcPGyzdzYixcvFnU1D6+FCxfKAUunKQpf8XhcnEzGjx8PwPKMpwqXMc6c423btsllTUe9Z599VoqCZAM82DhnFRUV8tq6desAWBXBON861znbzte0KtsZo8/3r1u3TvrLDHbBYFDWqPNQyVcsW7ZM9h8FZeYSaG1tFVUjhbWlS5dK3gEKbnTU8vl84iTVFSQSCRnfF154AYCt0iwrK5P1RaEoGAymeBwD9ni3tra6YnR13LNznUQiEfmdn6GzE3Kfc623trb2+GLmGtJe5uzPnDlzAADTp0+Xc5cmPK635uZmabPOVsb5cDqe5jPo/MV5dArOgD1OWjWvz2bAInfc5858DJmCUWUbGBgYGBjkEXLOmO+9914AcIUBBYNBUSdRov30009FaqPEqUsk0hmGLKSxsRFnnnkmAGDJkiUAILltv/jFL4pES1atVcWUmPgMY6N7ArJKSm47d+6U/pAtFBcXS/sptVNqTiaTIk3zs/r3758i3QK2hBcOh4Wh6NCpbIBsj+yYjizf/OY3JasX2YjX601hm4DNmEeOHOlSFQM24+dYkB0DtlqbtarXrl2b0b45oWtns02sDEVpfNiwYeLoRIaiWYVmTARZtHYEBKx5ZCiYjnvm/uhhbfGsg6FxPp9PspWtWrUKgK0xSSQSuP/++wHYmpKamhrZmwyLZB7xrjpGaQc5/v76668DsOclkUgIK+K5QdW7BuelpKTE5YCXziGMP3W8sFaHcx55FnAdO50guwKuK64z7v+Ojg7Jc71w4UIAVvw/1y33ntOsoj/T7/eLVotV36ZMmdLttvYWuNY4B9w3HR0d8prec86wTWqoJk6cKOFirHLHjJWZgmHMBgYGBgYGeYSci9q0i5KhalbplFgGDx4szMkpCcZiMXHAoTSXTCYxb948AMCECRMA2Pbk9evXS53c3/zmN/IZmm0CNtuJRCIiMXWXPdN5hE5tiURCQjVoo2hqapI2HnTQQSnvLyv7f+29eZRc5XE+/PQ23bP0rNJIAq0IEEKsIhKSMAaHyNhOABtMEgcsLHMgJg6R4+DYxMchic05ISTkxIkXYpvjnDixIXHASMQHA8YEBBiBGYRAErIEElpHGs3W3TO93u+P/p661fe2YJae6euf6/lnZrp7br9Lve9bVW/VUy1iMemANa+WS61v8eLFwmm7bt06AO541xreNDZWlzp+/Di+9a1vAXDn7LLLLhNrheNMj8HLL78sfST3eT6f9wVZ6PratFz5GgMDpwr0QvB7I5GIj63toYceEuuQ0DLlrbTV0NDg89boPnrZiubNmycpY0FNk6Jscw3eddddYqVxjph2E4lEJF2K6+To0aNS0cfLMX38+HG5ix6Px0AT+DD1imPa398v653EJ5s3b/YR5GiWL8qljnlhe+jp04FRXnKPcDgsa5kek1WrVlV8z0TgJczgPtnV1SX9/9jHPiZtILi30VOxePFiuUfVVe/YR3owxsGHXTdwjXJ/ZB8KhYLMO+dqZGTE1yfO54IFC8RSvuuuuwCU97tarsPgpSHi1QAAIABJREFUj6bBYDAYDL9GqLvFTA2N96nUOvbv3y8pEbT2wuGw1OOl5UzNu7u7W+6d9u7dC6BM4HHZZZdVfJ4444wzxCLjdx48eFA0X1rf1KS6urok0niiFjM1MFo/juOIlUC+XsC1xFiPmJpqR0eH3D/qdCC2h5Gu5557rvSB99n8v6mymL0kF/QAxGIxoSHkvbC+H16wYAEANwags7NTrCNq+YcPH/bVNKY10djYWJG2BLhRrVMFL03irl27xMplzMRLL70kFh09H9TQQ6GQWEnU0GOxmMwp55t/x2IxufvUMRWsUU1vUJAiY/v6+vDZz34WgFup7fbbb5exoBwyCnh0dNRHtjM8PFzhEQNc2Umn0xLPMBaLWaeUaTpMvgaUYzQ4t9wbstmsPN/r5dB0lXx+Pp+XftDColxGo1FfKlUymZQ9hqhF7XeuQy8dbDgcludz/DTRhpcO1nEcn8cgHA7L3TPXNj1eXi9fUJDL5WRv15X5+B5lQNNuck75GudOVyFkPEsmk6lpZHbdD2YK7fe//30AroB/8YtfxJ/8yZ8AAK6++moA5Y3Ku1C5WNrb2+U9ukmXLVsmbjG6RxlQ8fTTT4sbRm8IFDRvqsO8efNqxm6jOZO54Wp3NA9atlm7zihAXCTRaLRiswZcZWXfvn0ynrUIXnsnnMiN09DQIAqWLjdHxYf/p9PeuCnwvY6ODtm8uCFwfjQ/Ojf7/fv3i1zVimtYg+3jBt/a2iquP8rU+vXrKwL6NAqFgu8w0cUVtHwA5YODcqzzRukG5mtTmbs9Xjz66KPihuYBXSwWRWnmGHJsDhw4IMoZ5fmUU06RwD4q5Hq+xzO32i3J9aGZrIDy+ufzaSjo8p3ekpCawU3nuvJ3rj2d46wZwoDyAcC2UWZr4Rbm871XTKFQqOq4sY1U5Clb6XS6QrEAynsV9yZyZAedtz2Tyci8c53oqz8eqnpe2G8e6Axo3bp1q8gE3eIDAwM1PZjNlW0wGAwGQ4BQd4v51ltvBeBadNQy//Vf/1WsJKYkLF++XDQUWq9a8/73f/93AG5KzfLly0XLofZOjYhpU4DrthocHBRNme5Qak1dXV01Y82itnXyySeLK4+BZbFYTNxj1N51cBP7Tw04mUyKtUkX4JIlSwAAPT09QrRRz1JsLJFG12s2m60oZQlUd8Pq6kqaEQ6otCY5JnwtHA5POlDvnUCLRvMP08VO13yxWPRZQpof2xsY1NDQIBaZNxAlFovJOPF7tPuNY+KtrlYP0PK64oorJLiI1pTjOOLe55qmB+Tkk0+W6wqmUn3lK1/BNddcAwD4whe+AAB44oknAFQSZowF2qPD4ErvM/L5PG655ZaKz1dLM9Qc6bSA6a2JRCLilfMGkB45ckS+k3uJTq/SQaG1wlgDkthGb0U03R7uM5rdzMsHHlTk83lhVvPuOalUSs4MjtfAwIB4+tauXQvArf515MgRKYG5bds2AOWruFpy9JvFbDAYDAZDgFB3i5n+e++dCODeBZx22mkAylaxl0ea/3/s2DGxwj7ykY8AKFPuUbOj1Unr+LnnnvPVdH788ceFP5tWGLXFrq6umhE58Hv7+vrE8qfG2d3dXcGtC1RWZ+Ln9HhRs2OwmKaOo5UaBGjr0GsB01rS1bU4x9FoVMZMB6oAZc2elokmVeA8ToXFzDbw2fpekTKo79zordA1br2cyfl8vqJ6jf4efSev55Pfwb5OdVWtsYByqeMx9O9ejmH+7Ovrw49+9CMAbkDYn/3Zn/nIVnj3uWfPngqPynhAy4ltYZtTqRR+8zd/E4DrMRsdHRWr2XsvrgOj2L5MJiP3tJxP7THhMzSlLmWHgW2cz8ncWY43dcfLH81YG115ih4px3Hkd92PIEMH2dFi5rny3HPPiZeDsSLZbFbeZ1ot96VUKoVPfOITAMqxJECZSIn7bi1Q94N5LIEOFOxMJiMbGg8rCsTIyIhEIzNSbt++ffi93/s9ABCmFk1+z/9lzuLDDz8sAQJ0NU0FSTkXsS5mwNdaW1tlQfM7NQE9wYXR1dUlfMJsM91qW7duleCMekJH0gLltnODquai5gFG2chms3K4eZmTGhoaxG3Nhac5yGtZOo/Q3w2U5ZKbN1+LRqMVEZ5AJcOUd+PU7nod4QuUN01uHByb0dFRXyBgPcD5IN6tLezTd77zHQCuS1tzRn/mM58BUI5O5twy2p0KSltbm6zN8Qa9kZ+fa0+XQeTa+d73vift0hzngLtW4/G4r/9A5QEGuHKsebr5GS0n7Ec9coLZN6+shkKhimIXgHuwAa6rn3tWtcDGICASiVSwrQGV48wrFT13VJC8kfShUMh3TVHrfdZc2QaDwWAwBAiBUW3eqdg7tZiRkRFxFXorvRQKBXGr8EJ+6dKl8hotLrqHWlpaxPpgYJjOJ6RFRwu7sbGxZpYJNW79nd58Q903zSTkTc/YvXu3WMq0JuhS6ejo8Lnk66GNs486N9KbssH3dD4voZm1vBZKY2OjPJ9WdygUmlIrkmNKt5duF69Mstmsj9eclXi024/sU01NTRXBa4A7Z/Pnz5fgFDJn6dQjurDvu+++2nVyjODY08V+8cUX+z7DsclmszI+LF/JMVm8eLHkwHIcduzYgZ6eHgCuC5tjf+DAgQnJsuM4krZXzePA9fezn/0MQHkOvF46nVJTrXKYF9oirpZKxffpGdNW23R5Q1gtiXsI16Beq/xZKBSkzd5c7WoehCCgVCrJ2HO/5Nlw9tlny/UJ12xLS4vIAvkhePb09fXhxhtvBOBa39dee21N22sWs8FgMBgMAULdLWZq3O+U9E6tUfO80gKmNnvqqaeK1sM7o/nz58v9JrUfzc1NrZjWSLFY9CXKU4Mcb3rGO8FbvByo7L8OegLc/mtLkHcihw8fFkuDWiu12La2NglE0RVxphvsp7aK2R7eV+l0MW9aWrWgN/5/Z2enPEPfj3nradcSDDj83Oc+B6BsAbOC1vnnnw+g3GemBjFITPMkewOWmpubfa9pLwf/97HHHpNn1ssLoqvskLnuhhtuAOAy2M2aNUu8U4z56OnpkbklHzRx4MABIchhEONTTz3liy3gvfLQ0NCEyGPy+fw7BunQUqTlFIlE5Du9lnM4HPalCem/vW3W3P/a6ibYHx0gVus6v9XgOI7snV5Z1R4AXV2KsuqNFQkS+5yGDjjlmNPj9Ud/9EcSMMx02aamJqn3TeIbjsns2bPl/plz9thjjwmRTi28HGYxGwwGg8EQINTVYnYcRzTMd4qspOWhI3bp76cWtGvXLrkP5uePHDkid1MkFaAFPWPGDLm/ohUZj8cr6o8CroVdy7QbasFDQ0PSfl3hhvAm++v7Hl2RhneW3vSPUCgk77HKFJPlpxO06KtFQXprCkciEfGK8DPFYlGsDy+nbalUEg8J57hYLE4p4QGfzYjiw4cPiyWotXKdTgVU1oGtZh3zfW9t2FAoJDJz7733AgA+/OEPSxqSrgE9EVDOtm/fLvdwtFqZwnTmmWeKpUnK2+HhYfEkPfjggxVtOfnkk2Xt0aPR19cnNKWk2OTd9Ic+9CGxrDm+F1xwgVSoIrEK2/fWW29NyDLRnhS2S1ve3ohqwPWWcZ/g92oSGY6hJrwhNNEMZUHHyPC7uBY4DnPmzBGyoKmEvjP27n/ZbNa39nK5nOxX9CjS4u7v75e9OUgIhUK+mu5M0Tx48KDsOZz/xsZGOU/+67/+q+JZ6XRa6jdwfdQ6VbGuB7MuHO79qd1EfG1gYEBcWxQguhRmzZolwqIPbx50nARdUk67VoGy4HHhUwgpZLVkVeICHBkZkQ1dF1fXwW768zowSi9+btoMpOHhEI1G5VlkTKrHwczgCQ0vcT/nIpVKVaRjAOUNUTPyAC4veKlUknxDHhitra1Vv7NWoGzQ3bllyxZcf/31AFxZ3bJli68YATfvdwpwrPZaOp2WZ3Hc/uVf/kVSwfjeRA9mHri7du0SRjzKy86dOwEAGzduFBmlfDU1Ncl6pAubysi+ffvEBcgNcc+ePb4AuL//+78HUC4Fyr7x8G5paZFNkfPNQ/KCCy6YkAv/jTfe8AVV6mC8N998EwAq3NfeFCJ9/ebdt0KhkC8PnfKsS0Lqg5zPpdJA5rNsNjuug/mdAmjfCSMjI/LdOpiWbacCqpnoNEc04M5Lb29vIA9mx3EqFH3ATaU877zzRJZ4aKdSKbnq5F7CvXpgYEAYJTkm733ve2XMasHPb65sg8FgMBgChLpazA0NDb5KH1rboxZDcpDzzz9f3HfUTqixaNIGHTzE51MLX7ZsGYCyBUzNhhZ2LBareB7gpmnUMmleV4aihkoXV0NDQ0Xaj34vEon4LM1YLFah3QKVpCjs/1tvvVWz9o8XtAg0FzQDqDi3nNdEIoHFixcDcLXxVColHgsvaYfjOFK+jlp7MpkULX8qQGuB49zc3CzaN7XxlpYWsRy8MhUOhytS4AjvVYR22/M7V6xYAaBsrfP5k01RYbH3Z555Bp/+9KcBAN/+9rcBuNr/zp07xQJmytYLL7wg/aBXhy5NnV6oq4VRtu+44w4AbtBYKBSStUC3YKFQEK8RLRSO+UTTU3bv3u0r40e5TCQSsk9oXnNvEGa1KlDa++adPz5fl5DkT3ro9DO8VanGiolazKVSSdrIdUhv0MjIiK+iWyaTkc+zH+SIz2QyE27HVCKfz1ek2gFuilhTU5P0jZ6DcDgsMsd50bzgrCLHK5+tW7fi8ssvB+Ba3ZOBWcwGg8FgMAQIdbWY302j8t7zdnR0VFC/Aa4WFwqFRFPjnVkymRQNUBdDB8rkIwwW0hYmNUF+DzljawlqVE1NTb40rGpBQNRKh4aGxCqmFptOp+UZ3hSHVColr9XTYuY9P/vT2dkp1hctBmqbL774ogS/MIhvdHTUV3GJfZ4/f75YMJyzcDgsd5lTAX4fAwPfeOONqtW7dGwAUDmf7Ddfi8VivnQOTSHo9ZQUCgXxDFGOJ4q/+7u/AwA8//zzYjFu2rQJAKSKTnd3N6688koAkIplOsjOe39XKpWk/+xHf3+/EJBUo7itFgD6rW99C0BlgCYw8bScWbNm+Ug+tLeOFYQITUzB9rGPo6OjvuAvHaio40b4eaLa3uftv6YPHgv0M8eTSheLxWQ9eWlKjxw5Iq9xPjs6OnxER5TxWlIX1xKRSES8bl5Kzj179ojHi58pFAri3WEfuR81Njbii1/8IgDg2WefBVCO86AlXguLue55zGMBXZW6JKIuCMC/eQBwk0yn0zLg/PnVr34VQLkgOAWfwVPxeFw2R266tbjI94ILqLOzU1xGFBbtCvLmJWuXEw8hnWfpZTJyHKcicK5e4CHJwKDh4WHJryYZPBdBOBz2cYO3t7f73PuUAx1lqyPWvQdZLcFnc6N68sknfRvtzp07JeDQ+3+A311djU2Jc10oFHyHXKFQkMAsXSRiIqDMv+c97xnT57V86oAg3Z9qn5+Ia7PWinE6nfYFZXHcE4mEHFD6PW/uvL5+0oYBUMnWpYuqAOUx8iqRekxOdBCMFRN1HReLxRNmxSSTSZE9FgBqb28X9jRC8/oH0ZWtr490PjlQ7iP3HO5R/f39kgnAc4XnRTablf2HHNkLFy6c9DqsaG/NnmQwGAwGg2HSCLTFTI2L7oKFCxf6NFTteqGGSc3zwIED2Lhxo7wPuK65/v5+0RKpGYXDYV+gzlRWSunq6hJrnW2ORqMVQVKAa3G0trb6AmpisZi4+ajZ0sro7++X93R+9HTCcZyK4DqgPC9kyGIfOU+zZ8+WtB9qtkeOHJFgMXoYaCkfPnwYl1xyCQBUBAZ6c0lrCVo7999/P4DqrHCZTMaXeqLd1hwTIh6Py1x5NfpisehzMfb394tniMFy0wXK4FirOgXJcjr77LPF1ei9AopEInItoFOevK5pHZRFWeBYaFY3fk4H+Hnf05YcX6M71ZtTPFZoT9lYUCgUfOx5OiWOcsk9as+ePT5ec1qcM2bMCNR8E6VSyVdilz9/8YtfiAePTHa9vb2yx3Dt6YAvji/nKJFI1JQn3Cxmg8FgMBgChEBbzATZjjZt2iScxNTeaF0MDg6K5atrhHqDxKgZDg0NSe1l3h3w/wFXY6QmRUu7llizZo0QM+j2UeP0svFkMhm5A6F13NDQ4Au4oFYeiUR8daunG47j+Gq2ZjIZmQcWrddxBF7LUd/l8U5HExtwrjhOhUJB0uKmAk8//TQAl3yjGqFCKBQSi4wWkOZO9tbg1ZzEfE0TzfB3WsnZbLaiwhjgplIZToy2tjYZS1pM3AdKpVIFexxQmXLoJQ4ZHBz08Wjr+s26qhb/1jW5+R5lgfsPyVQmGkhVKpWkjV4PYzVorwCtRJ0ixvdoTXd1dUkwKZ9LL50ek6mIzxkrvPfcoVAI69evB+ByZF900UUAgP/5n/+RNcz99cknn5T9hOv3k5/8JIBySiCfz3v33bt3y9zWgq3NLGaDwWAwGAKEXwmLmbVb16xZI9bBN7/5TQCVaQHUgPU9Ce+deZfLu8dTTjlFyBBo2Rw7dkzuTq6++moAwKWXXjpl/crn89i/f39FP5LJZEWSOz/HdlYjZKFm6uX0LZVK8oypTB96J2SzWbEsmap20kknicbNfnN+BgYGxFJgOpCOGvVSmHZ3d8u9EMfhjDPOqDl3rYaXOCQej/s09D/8wz+UPuq7ZX5Gezz4GVo53jvmfD7vi0LfuXMnPvaxjwEAfuM3fqPGPfx/FzNmzMBNN90EwKVavPvuuyve1ygWi760J64pTWTENZfL5USWvRZ2sVj0ccRrjxK9QUwdnGjVME3zORYkEgnxZjGTgJ6ZkZER8bbxZyQSEQ8XU1N1FDv32HpZzI7j+DwZ4XAYH/jABwBAqkYxbmXNmjVSQ4Hc19FoVCxkzjtjX+bOnSvjyzW4ffv2mt6th+pU2HrCX8oBp/uJh9GhQ4dEILgQhoeH5XMM7+emf95558nC4gLduHGj5KdR8E7gThrLDLxrH4eGhvCDH/wAgHtwtre3y+bgLUGpw/oZBNXd3S3KBz/PhT48POwLeGB5szGgJn0slUq47777ALgFRFatWiUuIy52bmYHDx6UVDUG6SQSCVnkHCfK7TnnnOMLlguHw7KpvcvmNqE+ciypcAD+q458Pi+fYx+pmGgWIm6AuVzOl3LEcdCBK+xPOp32pWOdADWZx4BjUn2kgt7U1OQrOdrb2yv84VxfnIu5c+fKHOniFN68dfL5Hz58WDZvBv81NDSI65Nr4gQH2pTNY7FYFO4Arjmdlke5Zfu0EkkZ5/9FIpHJHFA16aPjONJ+raBQ+SAfOhWhYrHo40N//PHHccEFFwBwzxgv9z3/lz853+9yBTGmwTFXtsFgMBgMAUK9LGaDwWAwGAxVYBazwWAwGAwBgh3MBoPBYDAECHYwGwwGg8EQINjBbDAYDAZDgGAHs8FgMBgMAYIdzAaDwWAwBAh2MBsMBoPBECDYwWwwGAwGQ4BgB7PBYDAYDAFCvYpYTJhujExl5IresmULAGDz5s245JJLALhctocOHRKeW5KZf/7znwcwaYJ14x8uY9J9JNcui3k4juMre5fJZIQjnZzaJM2fJKalj+TTZbnI5uZm4crmz3A4LH1k8QsWCFi3bl3Vohxj5CSeVlllm/v6+oQHnBgdHRUuYhaLqRHxf93W47Zt28oP///3pf3798s8XnHFFbX8qintI7mlvfNRKpXQ09MDAPiP//gPAOV+cV8lRzwLPbz//e+vO1f2WME+33333VKgYsGCBQCAr371q/L+Aw88UKuvBMbIlf0rUV2Kgn7PPffg4YcfBlBZExUoH9T3338/AHezGxwcxMKFCwG4VXkoXOvXr8dnPvMZAG6FH8P0IJvNSqENb73YcDgsihUxPDwsBzEJ5fn5gYEB3wEQNDzzzDMAgH/+538GUO4/DyhWjYrFYlK8hEokC6+8/PLL8vuFF14IAOOqHjSd+PjHPw6grHzcdtttANz+vP322/ja174GwF2HYyzEESjwEP7xj38sxR/+7//+D0BZfq+77joA7mE10brK0wnusZQrrstCoSB9ZBGPhQsXSr1zGkgs+LBx40apjhVU8MBlwaIHHnhA5vTQoUMAymcIq7ax+EWNjIExIdDVpfbu3QsAuPjiiwGUy3TR0qVmw2pDixcvRn9/PwBXgLiJA27lIW76w8PDsrnfcsstANwSXmOAWcxlTKiPjY2NMh9eYdfVabhJ6LKPPISpkA0PD8vmzkpi48CUziPXFuWKstvQ0CCeAlbsaW1tlX7PmTMHgCvHoVBINkoezKtXrw6UxczN7q//+q8BAK+88go++tGPAgDmzZsHAHj11Vel0tLtt98OoGaH1rSuR1YLu/fee/H8888DAB577DEAwJVXXilGw6c+9SkAwHve855afO2U9pF7JWWWytSJ5oef4zpkKc3R0VE89NBDACakPE5pBS3O0de//nUArvJx9dVXi1fgl7/8JYCy8vHGG29UfI5r76abbpKKfhOAVZcyGAwGg+FXDYF2Zd9xxx0AgNNOOw1A2ZKgtsq6xNTUDx8+LFYVNdbm5mbR0FlnlZbKokWL8PbbbwMAvvGNbwAoW18333zz1Hbq1xjf/OY3AZRdfLQeaTnTtZ1IJMS9yyuJVCol7iRq4bqgO7X63bt3Ayh7T4IAyho9P0uXLgVQtpzpuWG/29rapI8cE+2uZ+3YE90FBgV0x59zzjni1mbsx5/+6Z9izZo1AFyL61cRrKX81FNP4Sc/+QkAyJXZ8uXLpcY65fGiiy4CENw5A9w+0VKmfDqOU7XdfI1ubnpHQqEQent7Abien3rg6NGjAIB//Md/BAA899xzaG9vBwCJ16CHbdOmTXj11Vcr/r+lpUX2KMa1MA5m/fr1sudcc801AIAPfehD6OrqAvCuNeDHBLOYDQaDwWAIEAJrMfN+DXCt3Wg0Kpo2tRkGWBQKBbGiiZGREbS0tABwLWxqM4ODg3K/9+abbwIoW85XXnklAGD27Nk17xMDLKiV/rqAluCtt94qr3EsOB+0jiORiMQN0DrM5/OiofNZfG9kZEQs0/e9730A3KCpeoMBh/TkUItftGiRfIZ35qVSSaxNQkenU0b5jBrdW9YMnE/OxQMPPIC/+Zu/AQCsWrUKANDT0yNr7ldlDWSzWblHpXfjiSeeAFDOCPmDP/gDAMCGDRsAlIPAvB4bevm4FwUNjuPIOuS6otfx3ax8zvusWbMAlPfZTZs2AQBuvPFGALWxIMeDF198EZ/+9KcBuNZud3e39I1nB9dbNpsVD0FbWxuAcv8pqzyLeNY0NzdL9gG9rd///vflf+kxmYyHxCxmg8FgMBgChMCqrYVCQSwf3jkWCgXx7fOuUVvQ/BytqmQyKdGGfI33C8Vi0XfPNzAwIHnRk81B1HeB1JyqaaN8rxb3T7yb5PfE4/FA3GsxgpHt0r/TmuTfmUxGrEhqqI7j+O5WtTVNDZjxBNu2bZP8ynqCd228f2S/mpqacOqppwJwPQWlUkki1L0/M5mMyC+tr6CBssd7u+7ubsmm4D3kpk2bsGLFCgDBTfciaBU//vjjsmdceumlANz5/MQnPiF7yFNPPSXvcSzo3di+fTuA8p0rLTjedwZhfY6MjMieROuW0clnn3121TZSDpn/y/vXXbt2yTpkKtV03zVv374d5513HgDXku/v7xeLluuQsjpz5kw5A7hmZ8+eLWPB97gf6c9zjsPhsMj55s2bAUzOqxXYgxlwJ58bey6XE/egF9pdwk27qalJghq4ydHVFo/H5XdueuFwGD/72c8ATP5grua+oYBrNy43qMksUG7uK1euBACcccYZAMoBCdxU6BbVi4SCqnMXvXnFk8WWLVvEFURXXrFYlLGnm/Pll1+W9+jm1LmUVMDYLhJU7N69W9rPZ95888149tlna9L+yYCKJQO32J9oNCq/U9F0HEcUSy56bvCRSETkd8+ePdPU+vGBc8YNsaenR8g3OD/XXnutrN8gHEjVwM2X+dazZ88W2eOGTnKNZDIp1xIMJD148GBVVylQTu3kocVUHKbg1BO//OUv5aqEubuUwUOHDsm1nl6PlG2uQxo0R44cEeWjXkFgPT09OHjwIAB3fSUSCVlPdFEzWAtwzxp+fnR0VObRazzFYjGZdyo0iURCZPt///d/AUzuYDZXtsFgMBgMAUJgLeZSqSQaCLUSwNW+6QLVRBW0HKntpdNp0XKo9dG13dDQIEEdfK29vV3oEGsJamNsMy3mhoaGCvcuUGlJ8L13c/utXr0agGs56++hJkstccGCBaJNUvOnFdbZ2SlsOLVKOfryl7/s8woUCgWZI7qT6LXQmq32OlALZx+vuuoqAGXqPH6eYJpKvbFz504ALgkDU7yampokwI1y+fbbb4tblPPHz6dSKbGYf/SjHwEoy8Z0B9UQXI9aLtkW/mxsbMTrr78OAHjve98LoOzupJcmqKBLdu7cuQDKssq1Q/fzK6+8AqDscaLskQmrt7dXAk05Z/ra4sUXXwQA/PCHPwRQDhqqN1KplKwZzt/y5csBlPusPYpA2V1NGeVPeqj27duH888/H4DrDj/33HOnoxuyXx47dkxklHuvDjakB09b0NxfuEe1tbXJM3gOcX3GYjFxYWvQwuZYTCbY1yxmg8FgMBgChMBazJlMRu4MadHG43EftSYtqGg0KhoT74JGRkbEIqF2z/ue0dFR+Z1a1Zlnnin3IrVCqVSSdlFzosam6Sf1z7FaykC5j6STY3oKqUm3bdsmWh819Xw+L/2mBcD7pXA4LMEctcL27durEr9cdtllAFwqQ/Y5l8tV8GYDlXfMBOc4Ho/LvZ2X57feYOCJl+SmoaFBrCrGT7z22mvSJ1po/DuXy8kccZwKhULdON69vMoajOnI5XKSUkLrIhKJ4JxzzpmmVk45rVIXAAAb+0lEQVQMGzduBOB6aPbu3SsxG1y/nLv29nbpG63jeDxe4TUA3LvM5557TmSBFurIyMi0cjBr0JPT29sre8j73/9+AC5n9Ouvvy79Pv300wGU9y/OI9cqU6OuueYaCfDjPpNKpaYlVYyyNzAwINYrrf1Zs2bJeuL8cP9rbGyUz7OdM2bMEEuZY6ED9uj5ocdvxowZviCx//zP/wQAXHfddeMOdgzswZxOp+UAo2APDw9LB3XkMVDeLLzutFgsJoPEnzwclixZ4iPSTyaT4n6jMsDBnihCoZBMNoVYu9/ZVh0VeaJJHBkZkc2Yz/r5z3+OD37wgwDcjZyH69atW0XgqKAMDQ3Jd7JdFN4rrriiZvml7OPw8LAoWOxjd3c3fv/3fx9AebMC3EC0008/XTZ+bhzJZFICqPje2rVrAQB33XWXL2AtlUqJfNTzkObBzCIWdHc6juPLm+zt7ZWDzPv/W7dulSsWPQ5BKr7Cedm6dSuAcq42+8gNrVAoiKzxtaCB7HSf/exnAQA/+clPsGTJEgBu5Sxu2KOjo3LQci3lcjmRaSr8LOqwefNm/OIXvwBQuafV62D+8Y9/DKAciPaRj3wEgKt00OBpb28X5kWu6dNOO00UFyrMvPp67bXXZA+hfA4ODvpcxVMBGh+RSETOBV2Agnsh26yNNc4H+5jP50V+GTirC+jwXOBrfX198nyyiLFozfLly2Xtj7X/wTAtDAaDwWAwAAiwxXzo0CGxsKj9HDp0SFwH3iASx3FEE9JsYNTeqAnpv+nyZeh7MpkUzd+bgzpRVNOQdBi+17LTQT3sj87hpZZHbXzbtm0Slk9tnC6nrq4u4WnWViW1SI4hn5VMJmXsJltKkZ6HwcFBGVP+zGQywjHM7yOGh4dF+2YqVSQSkWCcn//85wAg7EKJREI8K7p6E+dWp0RMN5guQwuLAV8tLS0yFhx7x3HEwqDVQtnp7OyUWs6UR2/Q4HRCe60oV5QXlj/csGGD5LEeOHAAQNn7FNQ0KaCS5Yt7zvHjx8Vzwf6cffbZAMr7BuWM1lU+nxeZ++53vwsA+Ku/+isAZeY7unlvuOEGAK5FVw9wrk466SS5UuHcMs2ys7PTt3fqvZd7NC3sWCxW4dYHKvPwvfJSS3D/GxgYkHXCvSGVSskVEdvK/TUcDss+xD1kdHRU0hfZX3pFDh48KGtU7y/c81j5kHWcJxLwaBazwWAwGAwBQmAt5mg0KneT1Nja2tokBYUWg2aH8vK7Oo4j2pE3dF2nUvFyX9/Z1YqZqFpaC+9b9H0ytTfHcURr10wzQKWWyTY///zzMk7U3hiQUigUfExZLS0tPquFmu2jjz4qHok//uM/nkSvgf/+7/+WPngDtwYGBnDfffdVfDfnp6enRwJRNKjJ8nPVqixxvDKZDO68804AwD333DOpfkwGjF3QdaWBsuXItlI25s6dK8ErvH+lhX3WWWfhO9/5DgC3//W0PL2xHPp3WpezZs2S/rKvLS0tgQnMq4Z0Oi1zxZTCOXPmiKzRu8HAp9NOO03mgWsvHo9L/AOrahEtLS2ybvnMHTt2iIU1XeB3X3DBBQDK98Osqvfkk08CcGW2paVFyES0Vc1+aG5poLy38f5V3+ly7PjaVFjMtI4TiYTsifRW5XK5ij0QqPQietfT0NCQeHoYqMf+x2IxWds8m3p6emT9/vSnPwXgroWenh7x+HEvfzcEd5UYDAaDwfBriMBazKOjo6KFUXsNhUKiCdHypUWcSCTkHoMam+Yf9lYlKpVKogFR02ltbRXtnvdJ8+bNm1Q/qlk2ug+a8xkop9bQcqc1Sbq/xsZGuZvdsWMHgDKP+Le//W0AkPq3vJt94YUXxDrnGHZ2dvq0fO05IFXgZEFyAcB/l93U1CR3c5wrb9UwjWKx6CMp4ecbGxvlLohctY7jCHlKPcF5pGZO7bpQKPissMbGRrmnpOZP2T7rrLNERvW9WL2gvTveTAMS2miiHs1TT+uDFkeQkEqlRB7Z/mw2K21mFDO9Svv27fNx8Hd0dPhIkDQ434zmfu211yRqe7pAS5CxNU8//bTMH+dWp4Exy4NzfezYMVmnXMeMTr7wwgtlTCjHuvIf92NarbWsMkZyGJ2axfHWdaLZBs51a2urb846OzvlTprPY2bLzp07Za3yvLjqqqtw2223VTyXa3zXrl3y2lgt5sAezNq9oDmWOajevDNdzIBukkgkIoPjTUlobW3FddddBwD4+te/DqB8GPMw5MKpRT+80ClYOiAKAP7hH/4B1157LQB3Y2YawPz5832FKvr6+vDlL38ZgJuWw4CvuXPnSv4rv7OpqUkWDDcYjtv+/fslKGWyYOmzk046STZhuuzuvPNOWdAcH33w8neOjc4NZf81Kw/7zZKdO3fulPSPeoJtZJoNFzPgboC6pKCX8Ywu7VwuJxuGNyCwHmC/MpmM9IkKHRmjFi5cKPNHl3w0GpV0JLLVBQmHDh0S9yPXxumnny5uWyq31a68uH4PHz4sss1n6esH/s5Nnixi0wnKHBXzrq4uKZPIPnK/HBoakj7Spf3ss8/id3/3dwG4qUE0LJYtWyaHOoMfC4WCjA9/ct9ubW2dsJLp5c9n27u7u+W7uf/19fWJ8uR1tb/99ttyCHMNjoyMyCHqLXaUTCblkNf7FuWcz+XPq666atwKiLmyDQaDwWAIEAJrMVPTAVBhSVCTo9ZOTa2trU3cfUSpVBJNxVvIva+vT4IzqHnt379f2JmmsryedhtRy6O2dfnll4uGzr4yPWNgYEB4remOSiaTYpGy0gsrZK1cuVK0e1rfmtCAWiu1WGDy6WFe6OArjvOGDRt8ngTtHn0na9BLJpLNZiWwQluVQeDLpuxp5jqgMk2O7zU3N/uIWPQ1DC2A6Q4U0mCbaXENDg6KdXTTTTcBqEwR43pkAE5HRwdeeOEFANX5tuuNnp4esXLoyl63bp2UdPSSamgmQu3loCXKvlEOtFxTVoeHh6d9LBhAy35Eo1G5/qK7nvvL+vXrJa2K87l69WpZXxwneikXLFggn6Nn7vjx4yLbHAN+95IlSyZMsOLdQzgXoVBIPJ5ccytWrJDvpAufV1/ZbFa8U7w2TCQS8hqfwSu5k08+WfrNee/q6hLL2msd62pyY4VZzAaDwWAwBAiBtZiPHz/uS0bP5/M+Cku+Nzo6WkHFyc94a6lqYgcd/g6USUWo9dBqnSx0qhA1ugcffBBAORCAAQte+jfdR2qbL730klgktJI7OjqkljE1O1bzyWQyci9C7a+1tVXaxIAMWm0rV66UOrTf+MY3Jt13L7SV+04aJPtLRKNRX9oX59FxHNFQv/KVrwAoB8Ft2LChto2fALwWEOdncHBQ5NHLn67/j5ZEOByuoBsF3P5PJ9gGXenr+uuvBwDccsstAIB/+7d/A1C2uLzcxCMjI0LFynv3IAWBvfrqqxX85EA5lYikNiTu0Wmc/J1BQKFQSNYTvWBEPp+Xdcg7ymKxOC5u/FqA/WEt6KGhIYlLYT1tkhb99Kc/lXrK9LBpumRCxwHxjp1jEo/HJSCMHhZ6DPL5fM0oSemZiUaj0j6ur0ceeUT6xu+md2Dt2rW+c+LgwYMyR3xP91ETQgGVskCrmwGwTU1N4667HdiDWZfy4+/pdNrHisUJj0ajvsM6n8+LC9db9ELnF/OwGxgYECHk4E4W+mDmYa95pL2unaNHj8qEkqOWeb29vb1CqE/hSqfT4n6nMOpIZ76nFz/dPNzc6QI/fPjwtASj6EIVhB4nzgs3qkQiIYvdG7UdiUREBjSPeC2jPScKL6+7lj1v+zQDGt+jPEejUZ/s1KN/nDOurwcffFAOH8oQXZwzZ86UzAa2Wc87n0G3eD3LQXIdHDt2TIKAmPUwd+5cXzAi+6NlkVdfLS0t8gy6SolSqSSyykyCYrFY9XlTBcdxpB9cZ2eddZYEo1FZZzBfZ2enHJw8+DKZjIwJ549GTi6Xk7VMee/v75fPsa+U55GREdmjJgsejO3t7RVtBcpXdBxzBotyn+zs7MRLL70EoDKYmGvM29dCoSDKKfeloaEh35UElc+urq5x8w6YK9tgMBgMhgCh/mbFCZBIJEQrIUKhkFi01IRoJTU2NorWqoNnqDlRm9IlIfkaC5m/8sorovlT258o+OxwOOzjw6aG2NHR4bPkI5GIFBanFss85XXr1vlcNIlEQlykfC77P2fOHB8Xb39/v1jkDJpiRaBMJiPlGKcSpVLJ55omtOXM91KplGihtCo4vg0NDRXBe/w8S66xSlA94HU3U2Pft2+f/E4LIh6Py+e9MtHV1SWWjJe1qB6gfL3wwgu45pprALjWoXZLUh4ZDNTZ2SmMcAwuomu3nhYzvRV9fX1yDcSAr87OTmmbt5xjJBKRPUrLJ+fNu3/F43GRWwZ9Hjp0SNao9/NTgVKpJHsgf6bT6Yq1A7jWZHd3t1i37H9bW5v0kVdvumIdPXJcl+3t7dJHyjFlwsuVPxHoUqNsH/d99mfGjBkVjIiAu/8x5Uv3o7GxUdqs02/5HueR67Gtrc2X00/vI9O0xgOzmA0Gg8FgCBACazEPDg76rKNwOOwjmqBWPjg4KK/pFCHefVBz0sxRtLAvuugiAOWgCFoDky3sTc0wmUxW1P0EXG00lUr5qpToOycGJ9BLMGPGDGzevLnitXA4XBFIAbiW5owZM8QiITnA7Nmz8alPfQqAO4bPP/88gHKwyoc//OFJ9fud4CUEYPt1m7U1zZ+FQsHHrcvPNzQ0SL/JOgW4QSb1BK0KfVcMlD0T2nMDlMeeFpOXmKOpqUmeRe9ILperWx1f3rXNnDlT7tgY+0AvTzabrYilAMptpvXw+OOPA3D5minP9QD3hqGhIR/hzdDQkI+VzstCp3+PRCK+IDnN1kYLkwGb2nM3HRgZGZF9iJZmU1OT3ItTvnRVJm9glN6j9DoEKtM3+T3Hjx/3EXjwDn/fvn3CLDZRcG/jOnMcR9rPOaDMAq6sMbirvb1d1pL25JEgxhvoFo/HfV5QHWjs9YpoYqGxwixmg8FgMBgChMBazKlUSrQwakLJZFK0F2on1F7b29vl3pkaW09Pj1gpXl7so0ePynN5r/RP//RPogFRy58oqHlqK99bpzSfz4vFTA3s6NGjEs1HK2nJkiUAypy2HBNa9CMjI2JheSOw9+7dK1oh733eeust/PCHPwQAHznCJZdcUrM0MQ2tyfKnN+2tmvWh75u9VZV0VD6fRR7xUqlUcW9UL+j0MMC1KpqamnxWdENDg2+cdNzBsmXLALhafjUe5ukC11BXV5dYJLSIbrzxRgDltlPmaDGk02mcf/75AFwr54knngAArFmzZppa7wdlS2cscL/Yv3+/j89eW9P8X67HQqEgno5qsv2+970PgFs7WNfmng4Ui0Xpm85i8FIQs03FYtGX9uY4jsw7vY66ep+38l9zc7P8r7fePeVmMvCSRwGVXhqgPGfsh/euOZVKyRzp2A2OCb1BjDs6dOiQxIhwrTY3N8vz6BHlvs0YpvEg0AezN0x/5syZslkR/DubzYpbjWlGy5YtE55pzXMKVG7e5IculUo+N89EwXZpVzMnnX83NzeLEsHFEo1GRcEgyxMFIhaL+Yp3d3d3yyLxlhJsbGyUdtB1BABLly4F4LoR+T1bt24VF+Pv/M7vTKr/GhR6bliO4/jKXeqDyluoQS8Wr6uxVCoJC4++fuDGX0/w0OWGoYuXcE512Uv2k5+j+y0UCkmQlWYmqhceeeQRAGVXHWWJ/fmLv/gLAMAVV1whgZQMLEokEuIe5BqgvNUT5MVub2+XdX/xxRcDKM8VXdjew0W7NPmaZozyzn80GpVrs2effRZAOSDQG6A5lSiVSr5DdebMmWIMUK40K5g+pIHyHsrXuEfrYFleVzANdWhoSAwqfv6jH/0ogNpcOW3cuFH6BpQPTu7zdCc3NzdLG7yBpOFwWN7Txh37xPeqlZDkwZ/P5+U1Gkg80CeyVs2VbTAYDAZDgBA4i1kHGtDNoTVOr1uYiEajvgLzxWJRtHbv5X40GhWrilardkNNlivbG9QEuAnn1OL2798vbaCL75FHHhFtj22m5RQOh+UZ5BLP5XKiydErQGvkrbfekjHka7t27RItlW5rar87duzAn//5n0+q39VQbSy8AV7aTea1prXr2/v/kUhEPs/Ao23btlUQ1NQL3gARzmtzc7PIF7XpxsZG8Xho5jr+H+flc5/7HIDqVcumCw8//DCAsmeKXqff/u3fBuC6svv7+0XOtHeDFvKKFSsAuEGS9QTlv6urS6z7lStXymte4iLtouaa02xgtLq4fvnM+fPnY+3atQCAu+66Sz5DlymZxaYSxWJRLGa2MxaLieeG+wSt/b6+PglM1Xz7lFXuZXTbam8QA9wWLVoka5OeAlqVe/fuFe/ERFMA77vvPgBuid58Pi9jytd2794t+zy/m+1saGiouIoAylYyA/UeeughAK4n4IYbbsCjjz4KwJXtdDot38lzyFsuczwwi9lgMBgMhgAhcBYzNTFNNclAgUQiUcFhC7jWRS6XE+tTW1NeyktqOJ2dnUK0Qe3QcRzRGPn8iYJapga1N94PL1myRKjvWCx9+/btQmtIDZKaVzweF62Pz1+4cKFo7dSENSGCtyh4Op2uqI4DuPWbm5qaprR6ETXJappxtde8VnW198LhsK+2cSgUwh133FGbRk8CtKK8ZCoNDQ0SD0ErJBaLVfC4A67MJpNJkVHWDq8nyDkcCoXw+uuvAwDuv/9+AG4fzz33XLmv5R1qoVAQ7w5/BqEus/Zo0APAutLd3d1i+dPq4+dHR0dl/+G+FYlEfEGerKg1b948X9pQc3PzpONZxoN8Pi9yxe+NxWIyR+wP5bKpqUnkkjLb0dEhezPHiXuO4zhifdJiXrp0qXye985M+7znnnsmTZZDS5V7VzablXmkh3HFihXiIaRXlH3WqX3s65EjRyRWiQF7lNlkMik0yWeddRaA8nhxfNieycSBBO5g1oUbvG7rbDYrgk03jI6o5ObFjTCZTMqC8UY+hkIhcWXwsL788suFvH2ywlKN2Yrfx4WRzWbF1U5h/uQnPynKAfvKtmezWV8uZTQalX57uV31d2kXvvfAY6lHx3FkXGvFX6uhx/REAV46Elt/5kTzMTo6KjKj3ddUguoJbxEWHriRSMTHV1zNhc9AvyCVRgRcpqQ777xTNru//du/BQCJHs/n87KRsf8HDhwQJZNKVD2D2Ai9RtkuKsClUknkinKmA744VzoYyJs5oAtWcE4158B0XruUSiXftV48Hq/IGNDv5XI5mSMq/lrh5//xAFy0aBE2bdoEwD2sNXc1f9JtX4v8dY4pXc/pdFr2ca65I0eOiCLCvU0H8+mgYPaL7HR8BhXSzs5OmT+9phmYSfc+r2tyudy4syjMlW0wGAwGQ4AQOItZc6fSOqSLoFQqiYuFPKf6b6+V2t/fL+5TpkRQQ3vzzTd91uS5554r7u1aafLaDUvXFq3SY8eOScoS0draekJLSQdBjTWgwPu5SCQimj8Db8jpeuqpp4pr8oMf/OCYnj8esD/FYlHa5XUFas1Sz0+1VBX+zfFkAN1rr70WiHQp9o0ySNeZtpI0i5SuGAb4AxzrDcoNf7700kvSxy996UsAXLftyy+/7AtG1OmBXI+14EqeLDRXtZeR7ZRTTsGZZ54JwJ1PyltbW1tFYCpB2ebndPAUx4Ty6zjOtAbADQ4OYufOnQAqGRW96Uw6fdEbCNvf3++rEkXreMGCBeIVIQd/LpeT8aHVWYtAN+4PdB1znrZs2SIWPN3Wvb29EqDmLZ2qr5Y4Z0NDQ+LhZP/ptu/r6/MF5mYyGXFvsz1MOZ0I54BZzAaDwWAwBAiBs5g1qxCtN2pbN954I772ta8BcLUYnd5EbZd3OoVCQTRTWtFMMxocHMS6desqvjuZTOLBBx8EAJxzzjk16Y+2WGk5UaMaHR31WUVTXThe39fyruXSSy8FUNZsJ8LrOl7o+35qqPo9zre++/PyoGvSFgZpkOwiHA5PicU/XnCcSapB6ziXy0lMAfs1a9YsuZvSMQhAeRyCcM9MS4PECStWrMAPfvADAGVWOsC92z9+/LgEUGqOcN4xcl3wvtpxnLqlgLF94XBY5JEpMrfffjtuvfVWAJAUGQZnplIpsYa1J4vWJu88uQclEgmxurn2crnctAbA9fX1yd0p25JOp2XfZZu5RjVPvb6HpmzSiqRsfPe735U9jesxHo+LZ5MyTi/BZINsAXd9saby6OioBJmRdeuZZ56p8BAA7tobGBjwsbo1NjZKvMS9994LwE13/Mu//Ev5br2XsY9cA9zvJwKzmA0Gg8FgCBACZzHv2bMHQNlyZO1W0thdf/31EhJP7fqxxx4DUNbGee9MLTaXy8ndB++MGPo+Z84cX6Tv4cOHfSlKtQQ1SWrlu3btwm/91m/V/HveDV6eZm2pTGWULL9n9erVcpdPTdVbicn7O9tKXvPPf/7zAMr3ypzb2267DYBLwlFv0OLnvOsITvaHd3TLly+X15hmwmj5etZe1qCFwSpeX/rSl/Dxj38cQHltalx//fVSo5nW0Zw5c8TCYJogrZB6EqYQuna69uQwLoW0qLxX3LZtm8gv7471+qH1SctR9/G6664DAGzYsEH+dzpw8cUXC6EHkc1mhT+f+yX30Pb2dh8hh+M4Mm+MT3nyyScBAKtWrcLNN98MoDw+QFnGq8X/TBaUKz6LvOvaimU6U29vr9w7c53R0h4eHsaiRYsAuPN4+umnS6aBrlYIlNNcKQP0bq1cuVLuz2uRchq4g5kD1NfXJ+H5X/jCF+R9r1AxLN5xHF8w13gX+2WXXSbukKnYDL0FKFavXl0RNDIdcBxH3FZ0tVCQt2zZglWrVk3Zd3M+yP5TDcVi0Zf+pN3v3nQxIHhBUoTO6QUq06d46OpcX8ovNwym0gXh0ALcQ4cFJ+LxuOT28tCiktTX1yebN125w8PDMm/c+L3ruR6gKzmfz4vytGHDBnmfa5TrRQdwebn7h4aGhBeAbtRq86fdofVGPB7H3XffDcBVOnjg7tixQ9zPVFZOPfVUcRUTPMTOOOMMkXteMzY2Nsqhxb2mlmlSVBi+973vAXC53AHg6quvBlDOs6cSxf/THP4f+MAHALgMZmvXrvXtzezX0qVLxXXPlKgLL7xQFJharNdgqOIGg8FgMBgAACFN6GAwGAwGg6G+MIvZYDAYDIYAwQ5mg8FgMBgCBDuYDQaDwWAIEOxgNhgMBoMhQLCD2WAwGAyGAMEOZoPBYDAYAgQ7mA0Gg8FgCBDsYDYYDAaDIUCwg9lgMBgMhgDBDmaDwWAwGAIEO5gNBoPBYAgQ7GA2GAwGgyFAsIPZYDAYDIYAwQ5mg8FgMBgCBDuYDQaDwWAIEOxgNhgMBoMhQLCD2WAwGAyGAMEOZoPBYDAYAgQ7mA0Gg8FgCBDsYDYYDAaDIUCwg9lgMBgMhgDBDmaDwWAwGAIEO5gNBoPBYAgQ7GA2GAwGgyFAsIPZYDAYDIYAwQ5mg8FgMBgChP8P9ZQBM0FJhpsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 31/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 32/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 33/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 34/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 35/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 36/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 37/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 38/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 39/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 40/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 41/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 42/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 43/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 44/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 45/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 46/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 47/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 48/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 49/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 50/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train_gan(gan, dataset, batch_size, codings_size)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dcgan_generated_images_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "noise = tf.random.normal(shape=[batch_size, codings_size])\n", "generated_images = generator(noise)\n", "plot_multiple_images(generated_images, 8)\n", "save_fig(\"dcgan_generated_images_plot\", tight_layout=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extra Material" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hashing Using a Binary Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load the Fashion MNIST dataset again:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.fashion_mnist.load_data()\n", "X_train_full = X_train_full.astype(np.float32) / 255\n", "X_test = X_test.astype(np.float32) / 255\n", "X_train, X_valid = X_train_full[:-5000], X_train_full[-5000:]\n", "y_train, y_valid = y_train_full[:-5000], y_train_full[-5000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's train an autoencoder where the encoder has a 16-neuron output layer, using the sigmoid activation function, and heavy Gaussian noise just before it. During training, the noise layer will encourage the previous layer to learn to output large values, since small values will just be crushed by the noise. In turn, this means that the output layer will output values close to 0 or 1, thanks to the sigmoid activation function. Once we round the output values to 0s and 1s, we get a 16-bit \"semantic\" hash. If everything works well, images that look alike will have the same hash. This can be very useful for search engines: for example, if we store each image on a server identified by the image's semantic hash, then all similar images will end up on the same server. Users of the search engine can then provide an image to search for, and the search engine will compute the image's hash using the encoder, and quickly return all the images on the server identified by that hash." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.4462 - rounded_accuracy: 0.7827 - val_loss: 0.3881 - val_rounded_accuracy: 0.8251\n", "Epoch 2/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3712 - rounded_accuracy: 0.8455 - val_loss: 0.3706 - val_rounded_accuracy: 0.8402\n", "Epoch 3/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3587 - rounded_accuracy: 0.8567 - val_loss: 0.3619 - val_rounded_accuracy: 0.8514\n", "Epoch 4/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3532 - rounded_accuracy: 0.8631 - val_loss: 0.3559 - val_rounded_accuracy: 0.8614\n", "Epoch 5/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3486 - rounded_accuracy: 0.8680 - val_loss: 0.3472 - val_rounded_accuracy: 0.8689\n", "Epoch 6/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3467 - rounded_accuracy: 0.8704 - val_loss: 0.3448 - val_rounded_accuracy: 0.8747\n", "Epoch 7/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3435 - rounded_accuracy: 0.8734 - val_loss: 0.3419 - val_rounded_accuracy: 0.8750\n", "Epoch 8/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3411 - rounded_accuracy: 0.8756 - val_loss: 0.3398 - val_rounded_accuracy: 0.8821\n", "Epoch 9/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3408 - rounded_accuracy: 0.8761 - val_loss: 0.3360 - val_rounded_accuracy: 0.8864\n", "Epoch 10/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.3386 - rounded_accuracy: 0.8783 - val_loss: 0.3382 - val_rounded_accuracy: 0.8809\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "hashing_encoder = keras.models.Sequential([\n", " keras.layers.Flatten(input_shape=[28, 28]),\n", " keras.layers.Dense(100, activation=\"selu\"),\n", " keras.layers.GaussianNoise(15.),\n", " keras.layers.Dense(16, activation=\"sigmoid\"),\n", "])\n", "hashing_decoder = keras.models.Sequential([\n", " keras.layers.Dense(100, activation=\"selu\", input_shape=[16]),\n", " keras.layers.Dense(28 * 28, activation=\"sigmoid\"),\n", " keras.layers.Reshape([28, 28])\n", "])\n", "hashing_ae = keras.models.Sequential([hashing_encoder, hashing_decoder])\n", "hashing_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.Nadam(),\n", " metrics=[rounded_accuracy])\n", "history = hashing_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The autoencoder compresses the information so much (down to 16 bits!) that it's quite lossy, but that's okay, we're using it to produce semantic hashes, not to perfectly reconstruct the images:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_reconstructions(hashing_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the outputs are indeed very close to 0 or 1 (left graph):" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_activations_histogram(hashing_encoder)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see what the hashes look like for the first few images in the validation set:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0000100101011011\n", "0000100100110011\n", "0100100100011011\n", "0001100111001010\n", "0001010100110000\n", "...\n" ] } ], "source": [ "hashes = np.round(hashing_encoder.predict(X_valid)).astype(np.int32)\n", "hashes *= np.array([[2**bit for bit in range(16)]])\n", "hashes = hashes.sum(axis=1)\n", "for h in hashes[:5]:\n", " print(\"{:016b}\".format(h))\n", "print(\"...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's find the most common image hashes in the validation set, and display a few images for each hash. In the following image, all the images on a given row have the same hash:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "\n", "n_hashes = 10\n", "n_images = 8\n", "\n", "top_hashes = Counter(hashes).most_common(n_hashes)\n", "\n", "plt.figure(figsize=(n_images, n_hashes))\n", "for hash_index, (image_hash, hash_count) in enumerate(top_hashes):\n", " indices = (hashes == image_hash)\n", " for index, image in enumerate(X_valid[indices][:n_images]):\n", " plt.subplot(n_hashes, n_images, hash_index * n_images + index + 1)\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise Solutions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. to 8.\n", "\n", "See Appendix A." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.\n", "_Exercise: Try using a denoising autoencoder to pretrain an image classifier. You can use MNIST (the simplest option), or a more complex image dataset such as [CIFAR10](https://homl.info/122) if you want a bigger challenge. Regardless of the dataset you're using, follow these steps:_\n", "* Split the dataset into a training set and a test set. Train a deep denoising autoencoder on the full training set.\n", "* Check that the images are fairly well reconstructed. Visualize the images that most activate each neuron in the coding layer.\n", "* Build a classification DNN, reusing the lower layers of the autoencoder. Train it using only 500 images from the training set. Does it perform better with or without pretraining?" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "[X_train, y_train], [X_test, y_test] = keras.datasets.cifar10.load_data()\n", "X_train = X_train / 255\n", "X_test = X_test / 255" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(42)\n", "np.random.seed(42)\n", "\n", "denoising_encoder = keras.models.Sequential([\n", " keras.layers.GaussianNoise(0.1, input_shape=[32, 32, 3]),\n", " keras.layers.Conv2D(32, kernel_size=3, padding=\"same\", activation=\"relu\"),\n", " keras.layers.MaxPool2D(),\n", " keras.layers.Flatten(),\n", " keras.layers.Dense(512, activation=\"relu\"),\n", "])" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_105\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "gaussian_noise_36 (GaussianN (None, 32, 32, 3) 0 \n", "_________________________________________________________________\n", "conv2d_51 (Conv2D) (None, 32, 32, 32) 896 \n", "_________________________________________________________________\n", "max_pooling2d_56 (MaxPooling (None, 16, 16, 32) 0 \n", "_________________________________________________________________\n", "flatten_20 (Flatten) (None, 8192) 0 \n", "_________________________________________________________________\n", "dense_70 (Dense) (None, 512) 4194816 \n", "=================================================================\n", "Total params: 4,195,712\n", "Trainable params: 4,195,712\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "denoising_encoder.summary()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "denoising_decoder = keras.models.Sequential([\n", " keras.layers.Dense(16 * 16 * 32, activation=\"relu\", input_shape=[512]),\n", " keras.layers.Reshape([16, 16, 32]),\n", " keras.layers.Conv2DTranspose(filters=3, kernel_size=3, strides=2,\n", " padding=\"same\", activation=\"sigmoid\")\n", "])" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_106\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_71 (Dense) (None, 8192) 4202496 \n", "_________________________________________________________________\n", "reshape_22 (Reshape) (None, 16, 16, 32) 0 \n", "_________________________________________________________________\n", "conv2d_transpose_62 (Conv2DT (None, 32, 32, 3) 867 \n", "=================================================================\n", "Total params: 4,203,363\n", "Trainable params: 4,203,363\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "denoising_decoder.summary()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 50000 samples, validate on 10000 samples\n", "Epoch 1/10\n", "50000/50000 [==============================] - 160s 3ms/sample - loss: 0.5936 - mse: 0.0187 - val_loss: 0.5849 - val_mse: 0.0143\n", "Epoch 2/10\n", "50000/50000 [==============================] - 169s 3ms/sample - loss: 0.5727 - mse: 0.0100 - val_loss: 0.5783 - val_mse: 0.0117\n", "Epoch 3/10\n", "50000/50000 [==============================] - 183s 4ms/sample - loss: 0.5676 - mse: 0.0080 - val_loss: 0.5715 - val_mse: 0.0090\n", "Epoch 4/10\n", "50000/50000 [==============================] - 182s 4ms/sample - loss: 0.5653 - mse: 0.0071 - val_loss: 0.5695 - val_mse: 0.0083\n", "Epoch 5/10\n", "50000/50000 [==============================] - 185s 4ms/sample - loss: 0.5639 - mse: 0.0066 - val_loss: 0.5687 - val_mse: 0.0079\n", "Epoch 6/10\n", "50000/50000 [==============================] - 158s 3ms/sample - loss: 0.5629 - mse: 0.0062 - val_loss: 0.5669 - val_mse: 0.0072\n", "Epoch 7/10\n", "50000/50000 [==============================] - 157s 3ms/sample - loss: 0.5622 - mse: 0.0060 - val_loss: 0.5653 - val_mse: 0.0066\n", "Epoch 8/10\n", "50000/50000 [==============================] - 157s 3ms/sample - loss: 0.5618 - mse: 0.0058 - val_loss: 0.5651 - val_mse: 0.0065\n", "Epoch 9/10\n", "50000/50000 [==============================] - 159s 3ms/sample - loss: 0.5615 - mse: 0.0057 - val_loss: 0.5650 - val_mse: 0.0066\n", "Epoch 10/10\n", "50000/50000 [==============================] - 160s 3ms/sample - loss: 0.5612 - mse: 0.0056 - val_loss: 0.5637 - val_mse: 0.0060\n" ] } ], "source": [ "denoising_ae = keras.models.Sequential([denoising_encoder, denoising_decoder])\n", "denoising_ae.compile(loss=\"binary_crossentropy\", optimizer=keras.optimizers.Nadam(),\n", " metrics=[\"mse\"])\n", "history = denoising_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_test, X_test))" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_images = 5\n", "new_images = X_test[:n_images]\n", "new_images_noisy = new_images + np.random.randn(n_images, 32, 32, 3) * 0.1\n", "new_images_denoised = denoising_ae.predict(new_images_noisy)\n", "\n", "plt.figure(figsize=(6, n_images * 2))\n", "for index in range(n_images):\n", " plt.subplot(n_images, 3, index * 3 + 1)\n", " plt.imshow(new_images[index])\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Original\")\n", " plt.subplot(n_images, 3, index * 3 + 2)\n", " plt.imshow(np.clip(new_images_noisy[index], 0., 1.))\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Noisy\")\n", " plt.subplot(n_images, 3, index * 3 + 3)\n", " plt.imshow(new_images_denoised[index])\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Denoised\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10.\n", "_Exercise: Train a variational autoencoder on the image dataset of your choice, and use it to generate images. Alternatively, you can try to find an unlabeled dataset that you are interested in and see if you can generate new samples._\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 11.\n", "_Exercise: Train a DCGAN to tackle the image dataset of your choice, and use it to generate images. Add experience replay and see if this helps. Turn it into a conditional GAN where you can control the generated class._\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.10" }, "nav_menu": { "height": "381px", "width": "453px" }, "toc": { "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 6, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }