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Deep Convolutional Generative Adversarial Network.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"machine_shape": "hm",
"gpuType": "A100",
"authorship_tag": "ABX9TyNIj0jjjTDOx0LJUP6bj6mI",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/skilfoy/58712991762b8e17edfc4c602d8ec8ad/project-8-deep-convolutional-generative-adversarial-network.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Project 8\n",
"\n",
"In this project I generate images of handwritten digits using a Deep Convolutional Generative Adversarial Network (DCGAN).\n",
"\n",
"*Note: the majority of this code is sourced from the [TensorFlow page on the subject](https://www.tensorflow.org/tutorials/generative/dcgan).*"
],
"metadata": {
"id": "matMvun8QCrg"
}
},
{
"cell_type": "markdown",
"source": [
"Install and import libraries."
],
"metadata": {
"id": "qVCvMIjeOMAP"
}
},
{
"cell_type": "code",
"source": [
"!pip install imageio\n",
"!pip install git+https://github.com/tensorflow/docs\n",
"import tensorflow as tf\n",
"from tensorflow.keras import layers\n",
"import tensorflow_docs.vis.embed as embed\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import imageio\n",
"import glob\n",
"import os\n",
"import PIL\n",
"import time\n",
"from IPython import display"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HCc6DM-vU5Ck",
"outputId": "ae1ad772-0be2-4959-f38d-d3ee565fd5af"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: imageio in /usr/local/lib/python3.10/dist-packages (2.25.1)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from imageio) (1.22.4)\n",
"Requirement already satisfied: pillow>=8.3.2 in /usr/local/lib/python3.10/dist-packages (from imageio) (8.4.0)\n",
"Collecting git+https://github.com/tensorflow/docs\n",
" Cloning https://github.com/tensorflow/docs to /tmp/pip-req-build-4_3iw9b7\n",
" Running command git clone --filter=blob:none --quiet https://github.com/tensorflow/docs /tmp/pip-req-build-4_3iw9b7\n",
" Resolved https://github.com/tensorflow/docs to commit 16b9f2ae045d728d2133eb61439ff2d5c9817211\n",
" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: astor in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (0.8.1)\n",
"Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (1.4.0)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (3.1.2)\n",
"Requirement already satisfied: nbformat in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (5.9.0)\n",
"Requirement already satisfied: protobuf>=3.12 in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (3.20.3)\n",
"Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from tensorflow-docs==2023.5.26.9808) (6.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->tensorflow-docs==2023.5.26.9808) (2.1.3)\n",
"Requirement already satisfied: fastjsonschema in /usr/local/lib/python3.10/dist-packages (from nbformat->tensorflow-docs==2023.5.26.9808) (2.17.1)\n",
"Requirement already satisfied: jsonschema>=2.6 in /usr/local/lib/python3.10/dist-packages (from nbformat->tensorflow-docs==2023.5.26.9808) (4.3.3)\n",
"Requirement already satisfied: jupyter-core in /usr/local/lib/python3.10/dist-packages (from nbformat->tensorflow-docs==2023.5.26.9808) (5.3.1)\n",
"Requirement already satisfied: traitlets>=5.1 in /usr/local/lib/python3.10/dist-packages (from nbformat->tensorflow-docs==2023.5.26.9808) (5.7.1)\n",
"Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2023.5.26.9808) (23.1.0)\n",
"Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2023.5.26.9808) (0.19.3)\n",
"Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core->nbformat->tensorflow-docs==2023.5.26.9808) (3.7.0)\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Load and prepare the MNIST dataset."
],
"metadata": {
"id": "QP0R0k2XOabu"
}
},
{
"cell_type": "markdown",
"source": [
"Load MNIST dataset.\n"
],
"metadata": {
"id": "F0XSq0OGORGN"
}
},
{
"cell_type": "code",
"source": [
"(train_images, train_labels), (_, _) = tf.keras.datasets.mnist.load_data()"
],
"metadata": {
"id": "T8UVyDQiOTcY"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Normalize the images."
],
"metadata": {
"id": "XQXbjHyjOWmC"
}
},
{
"cell_type": "code",
"source": [
"train_images = (train_images - 127.5) / 127.5"
],
"metadata": {
"id": "gx3HxZGPOYPd"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Add a channel dimension."
],
"metadata": {
"id": "Pmfh7vNXOZfp"
}
},
{
"cell_type": "code",
"source": [
"train_images = train_images.reshape(train_images.shape[0], 28, 28, 1)"
],
"metadata": {
"id": "qt8HpxbIO1i2"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Batch and shuffle the data."
],
"metadata": {
"id": "SPFLL476O3lF"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "pc3c21tQP7-P"
},
"outputs": [],
"source": [
"batch_size = 256\n",
"train_dataset = tf.data.Dataset.from_tensor_slices(train_images).shuffle(train_images.shape[0]).batch(batch_size)"
]
},
{
"cell_type": "markdown",
"source": [
"## Create the generator."
],
"metadata": {
"id": "E_e_JtVOPB0x"
}
},
{
"cell_type": "markdown",
"source": [
"Define the generator."
],
"metadata": {
"id": "C9zOf4p1PucC"
}
},
{
"cell_type": "code",
"source": [
"def make_generator_model():\n",
" model = tf.keras.Sequential()\n",
" model.add(layers.Dense(7*7*256, use_bias=False, input_shape=(100,)))\n",
" model.add(layers.BatchNormalization())\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Reshape((7, 7, 256)))\n",
" assert model.output_shape == (None, 7, 7, 256)\n",
" model.add(layers.Conv2DTranspose(128, (5, 5), strides=(1, 1),\n",
" padding='same', use_bias=False))\n",
" assert model.output_shape == (None, 7, 7, 128)\n",
" model.add(layers.BatchNormalization())\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Conv2DTranspose(64, (5, 5), strides=(2, 2),\n",
" padding='same', use_bias=False))\n",
" assert model.output_shape == (None, 14, 14, 64)\n",
" model.add(layers.BatchNormalization())\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Conv2DTranspose(1, (5, 5), strides=(2, 2),\n",
" padding='same', use_bias=False,\n",
" activation='tanh'))\n",
" assert model.output_shape == (None, 28, 28, 1)\n",
" return model"
],
"metadata": {
"id": "BgweIgH9SrMZ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Generate an image with the untrained model."
],
"metadata": {
"id": "Ss_pftfZP2iB"
}
},
{
"cell_type": "code",
"source": [
"generator = make_generator_model()\n",
"noise = tf.random.normal([1, 100])\n",
"generated_image = generator(noise, training=False)\n",
"plt.imshow(generated_image[0, :, :, 0], cmap='gray')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"id": "XatQaSQCUm8o",
"outputId": "bd1a5e47-2104-4b69-d206-b399ef8dd2e0"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fce5f778b50>"
]
},
"metadata": {},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Create the discriminator."
],
"metadata": {
"id": "l7MqiqtUQKsx"
}
},
{
"cell_type": "markdown",
"source": [
"Define the discriminator as a CNN-based image classifier."
],
"metadata": {
"id": "WYr4u9BTQi9C"
}
},
{
"cell_type": "code",
"source": [
"def make_discriminator_model():\n",
" model = tf.keras.Sequential()\n",
" model.add(layers.Conv2D(64, (5, 5),\n",
" strides=(2, 2),\n",
" padding='same',\n",
" input_shape=[28, 28, 1]))\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Dropout(0.3))\n",
" model.add(layers.Conv2D(128, (5, 5),\n",
" strides=(2, 2),\n",
" padding='same'))\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Dropout(0.3))\n",
" model.add(layers.Flatten())\n",
" model.add(layers.Dense(1))\n",
" return model"
],
"metadata": {
"id": "sX7IRFOqSr4r"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Classify the generated image as real or fake."
],
"metadata": {
"id": "4yysD_8VQ0R3"
}
},
{
"cell_type": "code",
"source": [
"discriminator = make_discriminator_model()\n",
"decision = discriminator(generated_image)\n",
"print (decision)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9iggpUlPVpIT",
"outputId": "18306147-f0c3-4bf7-ec7e-ddbb529e974b"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tf.Tensor([[-0.00281424]], shape=(1, 1), dtype=float32)\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Define the loss and optimizers."
],
"metadata": {
"id": "eIsh5p1bQ_XD"
}
},
{
"cell_type": "markdown",
"source": [
"Compute cross entropy loss."
],
"metadata": {
"id": "9IG3L7BMREfi"
}
},
{
"cell_type": "code",
"source": [
"cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
],
"metadata": {
"id": "72wZCsrbRLWi"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Define the discriminator loss function."
],
"metadata": {
"id": "dJwBzIh5RMGW"
}
},
{
"cell_type": "code",
"source": [
"def discriminator_loss(real_output, fake_output):\n",
" real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n",
" fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n",
" total_loss = real_loss + fake_loss\n",
" return total_loss"
],
"metadata": {
"id": "Q8se95xXRPga"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Define the generator loss function:"
],
"metadata": {
"id": "-Qsp_-nBRQpr"
}
},
{
"cell_type": "code",
"source": [
"def generator_loss(fake_output):\n",
" return cross_entropy(tf.ones_like(fake_output), fake_output)"
],
"metadata": {
"id": "vlxEKmOlRVM-"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Define the optimizers."
],
"metadata": {
"id": "_8WkcYlxRWHd"
}
},
{
"cell_type": "code",
"source": [
"generator_optimizer = tf.keras.optimizers.Adam(1e-4)\n",
"discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)"
],
"metadata": {
"id": "BeqnFhSqSu9f"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Save checkpoints\n",
"Save the model, in case the following long-running training task is interrupted."
],
"metadata": {
"id": "znN4w7rHWLeS"
}
},
{
"cell_type": "code",
"source": [
"checkpoint_dir = './training_checkpoints'\n",
"checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\n",
"checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n",
" discriminator_optimizer=discriminator_optimizer,\n",
" generator=generator,\n",
" discriminator=discriminator)"
],
"metadata": {
"id": "9tAEAlM5WJwO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Define the training loop."
],
"metadata": {
"id": "kDSSSRRpRgZd"
}
},
{
"cell_type": "markdown",
"source": [
"Set parameters."
],
"metadata": {
"id": "QzuerHxERkPr"
}
},
{
"cell_type": "code",
"source": [
"EPOCHS = 50\n",
"noise_dim = 100\n",
"num_examples_to_generate = 16"
],
"metadata": {
"id": "wJkqhZXSWn6I"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"We reuse the seed overtime so it's easier to visualize progress in the animated GIF."
],
"metadata": {
"id": "oND21BeMW8Nu"
}
},
{
"cell_type": "code",
"source": [
"seed = tf.random.normal([num_examples_to_generate, noise_dim])"
],
"metadata": {
"id": "pKkzKDvIWobR"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Define the training loop."
],
"metadata": {
"id": "-WcBBjHER4sc"
}
},
{
"cell_type": "code",
"source": [
"@tf.function\n",
"def train_step(images):\n",
" noise = tf.random.normal([batch_size, noise_dim])\n",
" with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
" generated_images = generator(noise, training=True)\n",
" real_output = discriminator(images, training=True)\n",
" fake_output = discriminator(generated_images, training=True)\n",
" gen_loss = generator_loss(fake_output)\n",
" disc_loss = discriminator_loss(real_output, fake_output)\n",
" gradients_of_generator = gen_tape.gradient(gen_loss,\n",
" generator.trainable_variables)\n",
" gradients_of_discriminator = disc_tape.gradient(disc_loss,\n",
" discriminator.trainable_variables)\n",
" generator_optimizer.apply_gradients(zip(gradients_of_generator,\n",
" generator.trainable_variables))\n",
" discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator,\n",
" discriminator.trainable_variables))"
],
"metadata": {
"id": "igquQz7zSxfg"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def train(dataset, epochs):\n",
" for epoch in range(epochs):\n",
" start = time.time()\n",
" for image_batch in dataset:\n",
" train_step(image_batch)\n",
" # Produce images for the GIF as you go\n",
" # I commented out following line because\n",
" # I want to see every image.\n",
" # display.clear_output(wait=True)\n",
" generate_and_save_images(generator, epoch + 1, seed)\n",
" # Save the model every 15 epochs\n",
" if (epoch + 1) % 15 == 0:\n",
" checkpoint.save(file_prefix = checkpoint_prefix)\n",
" print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
" # Generate after the final epoch\n",
" # I commented out following line because\n",
" # I want to see every image.\n",
" #display.clear_output(wait=True)\n",
" generate_and_save_images(generator, epochs, seed)"
],
"metadata": {
"id": "kETHIAXiZXkz"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Generate and save images."
],
"metadata": {
"id": "KJtsJeBjZnDM"
}
},
{
"cell_type": "code",
"source": [
"def generate_and_save_images(model, epoch, test_input):\n",
" predictions = model(test_input, training=False)\n",
" fig = plt.figure(figsize=(4, 4))\n",
" for i in range(predictions.shape[0]):\n",
" plt.subplot(4, 4, i+1)\n",
" plt.imshow(predictions[i, :, :, 0] * 127.5 + 127.5, cmap='gray')\n",
" plt.axis('off')\n",
" plt.savefig('image_at_epoch_{:04d}.png'.format(epoch))\n",
" plt.show()"
],
"metadata": {
"id": "oCAwmE14ZXiF"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Train the model."
],
"metadata": {
"id": "dzPVLx-1bdgb"
}
},
{
"cell_type": "code",
"source": [
"train(train_dataset, EPOCHS)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "_FL6sdAFbeoZ",
"outputId": "408582e3-37e6-429b-99d6-080f6e450be5"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 1 is 7.536731004714966 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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fO15j03Xp78dVtf2Yju1iyMawbTEFdPl5CFMuimSrmYBeL3EQhHHrCOX8SXsgfZTr9TpKpRKuXbuG69evY3d3F3/zN3+DnZ0dE+fThqhmBXk3oPmCHqPuf1QEZpJUb+UGt00a/643mXxx4xVKDYDxe2T8Svnemb54mUzG2D1YTkt8YTY3VQZKqTa1OImLG+nSRGhGycPE5iYUlFGyr9qgLr8j6/KSZoPSkH3WarruZxIXN7aDRf7Nb1x6Hm3h6ObRJ6j0GNW04DcGm1SZNLRQI9vnrTX3Xz6fx+rqKlZWVvDxj38c/+gf/SM8//zz+NKXvoR79+5Zc/GE0Yxs35XCim2Nyf7HkVQlQtskZYd1B73+z8+CcHRG65bvlmWbttNB9yWMDYzMV9fpVTYO/L4vT9aop6ysy09Vtp26tjaDLjLZjt8JHpVxBEGQw2Me0yMDdRzH056tDyuvMvP66VeG3ge0Hz8M9Vra/XlgMgsAACOsnDt3DmfOnEG5XEar1QIAPPnkkygWi3j77bextbXlKRGHBb/Lhw5+6VTy+fxM+oY4NAzlAuR1kgXZDLZoQBqu++DFDX2bdFnpCM3gqwBmnKM1EeddttAIzXF5SSpJvPO1BXyQmMfcgjIZ+eLJZqO0uUlJN595phGvNmm64AbXsUeDHpRhoRmWTe2Wkq5OrkVapNNp1Ot144BMR27N2DKZjBkjvSxsTFp/T0pBfkGVq9Uq6vU6Op0Otre3jzCDuOswiIBDh3YGrnVd10iNvV4PBwcHKJfL+MEf/EE888wzcF0XL730EhzHwSc/+Ul0u1385//8n/HZz372yLx70ScI0uk0SqUSHMcxAX91/x3HQb1ex6lTp9BsNjEYDGIl8Qt9cePH4ILW4QeqiH7qDsvJ/3uVCwLpD2hThYP2PQiC0C+JtpKoI+yJb5P855U5TszblGRiTDsrJSlbWRsz9qo3zLgpDMQ178QBD0q5J5hGmgfoysoK6vU6arUaGo0G9vb2UC6XcenSJVSrVaytrWFlZQWDwQDdbjexuZ9He/adgV5i23DdgD2n47H0fbJJG1FOB8/Oqbq4eKV9U6rmshz7FUZy8TP8y8US9VRinnJKuPogOA4aSinRxpi12hxWRdZx/PTBxf5EzTypI0l5jVH3nf2S0pxcy6774BlnqVRCJpNBrVZDuVxGo9HA5ubmjEYig5AwZF+/37euC7mhbSYVTTvHeXApyfz1vV7PM4pNVKnc7+KKoLrquoeZEc+ePYu1tTU89dRT+OEf/mFks1k0Gg30+33cv38fW1tbKJVKuHTpEgqFgrnc+epXv4rf//3fP/LEMgqkIztf+sg9ykvYXC6HbDaL4XCIdrvtSasgazuSJEmRNo5UGaZNDRKBIre+lAh7Myvb0zYnbbOKAy8VOkpf47ap7Wo2tStKn2QmPZvxPO6pHldjobMzN78sz1de0+kUtVoNZ8+eheM4uH///kwdpBcvL7gObUxS09rL/MMyqVQK/X4/EYYSBzK/Nw8F+kk++uij+IVf+AWMx2P81//6X/H666/j3r17uH37NiqVChqNBur1Ov7BP/gH+PCHPwzHcfBHf/RHiYxJZsckuMZoakun08YkkARivd22/W3R6hRtSjpSOuBvU4zSjqyLny0KcqKTrleCaiTdOXSbesxhbbF+trm4cxIHZPrSjmiTRuk/2mg0MJ1OTfpVGxiJ33GCJRObt4fYv4dpkiCk/yP7xKesm5ub+IM/+AO4rotbt25hOByiUqngypUryGazqFQqyGQy+MY3voG3334bX/3qV6033VHhpUHw4AurQc5DYHWbIq4t6daiJtVmfOcljS0rn1Zfk7hsscWki6oq2mjox4DDqt9+qjX/TzVqPB6j0+kYp2BZXtIy7NMymy1ZuwcB0WkofeTCMm/dBxsT1yYXrjVbfRLHwdi8+h8W+sEA65b/L5VKqFQqmEwm6Ha7cBwH165dw6VLl7C7u4u33noL6XQajz32GFZWVnD69GkTT2E0GqHf7+Ov//qv8Z3vfAfD4XDmMvYkIVF1O2kJJyq8Nod0WQj7fPBhLPhFguPRjrfyb/xdM0XJ0KLQQdsDH6b0qBHUtBHkgD0pY0oanD8ZdxQ4lNKGwyEGgwH6/f6M73SpVMLa2hr6/T7u3r2LVquFRqOBRqPxcAeUAEK9uJGLflFM0+s05z/p5gMcqgL5fB61Wg2TyQQHBwcz6QrmtccbMCmm2y4y4tok9UWX3+2cVx80tGTBBc5Dg5dFTAVB1ZDqk7SZcWPQLSpMql7JZOkMb2M0sW8afaRqP/rYzCe6HnkwnEQmmHSfbGuHF6MMcD0cDtHtdjGZTLC9vY3BYIBMJoOLFy8aZ/JarYbLly/j/e9/P9544w38yZ/8CW7fvo3d3d1E+/uwEFqSlIt0EbYmLyYpP5cMixuRBnn9+iZom7yRtW1CbXyPMzY/yHbi0JN10J8PmH34L5mZ67ozt74MVgyEf3Wj/9nGFhdB6vBipHoe/UwcDxsPSwLnuuBa4MHquq4JalGpVFCv15HP580z4kqlglOnTuH27dvY2dnBvXv3IptUkkJSNAztTC6lmkVcaLAN2zPA8+fP4/z582i327h58yYGg8HMZqfdI5fLIZVKed446vZsEpPN/hM3ClDQW3cvVddPouTnlIh5cDBIcT6fx3Q6xdmzZ3H27Fk0Gg289tpr6Pf7MxkqgVlXCjoTzwP7zM1Ft5EkbGh6jFqNt9HDZp+1rVf99E5rKA8DkkHFcYL2gt9DASbcKxaLOHv2LLrdrgksU61WTZK+ra0t5HI51Ot1VCoV7O/v480338TOzg7W19cxGo2wvb1tXuEkBZuAZIN81BBUq/RCpKC7tkuSpKAvY/jTcRycP38e73//+3H37l3cvXsXvV7PqAfT6RS9Xg+O45iQ8p1OJ9Aik36f0ofMpvIvYmzyb0HUPS9VU/adBw2ZJBndE088gWeeeQbvvPOOOWi4oKQjv0znEJRJArOXazZGlRSj9FOd9d9JC64TXU4fzPxs0bEQvSBf9Nie58aFlwYoBYZCoYAzZ86g3W6j0WggnU6jWq0aF5+trS0UCgU8+uijAB4Ebn7rrbewt7eH9fV1k3piEUwyyOVdLpczeYL8YkUEQSQXoHkSTRTMs7cBMKkByuUyPvzhD6PX6+Gtt94yIZk0A49CGL8NncR4tY0syQ0g1WxKI5S2ueEZsLhcLuP9738/2u02bt++jb29vRk7ogzBHwZ0ofF6W5/UmgnbL60FedUTNWBzkiANHxaTBh7YsFutlrFB0jNjPB5jfX0dly5dMmvs4ODApFFpNpvY3d1Fu91eiBTMewn+7gUG6E5CI4j8LDFoZ8PCFqIJeLCwu90utra28OSTT+I3fuM3kMlk8C//5b/EH//xH5uNzZNGSk9BITeIZrSLSD0QRhWdJ7XLy5d6vW7e3TabzRnm0Gg0sLu7i4sXL+Lnf/7n4boufvM3fxOf+cxnZkJhEWH9zeR7eS2pJWHX9YqOpD/ziskJzL7115c1+mVNEhpEWEgTxyLaDrJvG40G3nrrLfMKqVwum9w7zz33HP7pP/2nGAwG+N3f/V28+OKLxgGeASUY6jBpGlKz8RIwONfM3jhvnEEQKn3DcUOf/LxpG4/HqFQq5tkTJ0FuRvn9v22g2iiDE/BzLubxeIxyuWwkT0p/+slpVIktCYY4r50w8OuP3+cPYw09zHUr947NhzaVSqFQKJhAFxRG+v2+YY70pFjkOObV/VCcyXlLKt1kFqEu2v7PBV6tVlGr1VCv1/HYY48hnU7j+eefx9tvv239fpyJ8uoL4J+32Q9eNATibwwuYl7SyMODbadSKdTrdRMolRknv/nNb+L27dsz/SHCuAHJfviNJ4qUT0ga2kwjtC1KupImDObMqE8Ey8tXJowcYxuH9CX1o02cufW6eJJ1RWUEvJyySXhs99FHH8UTTzyBfr+Pe/fuYTQa4dKlSzhz5gzy+TzK5bJxC6K7GC9KG40GRqMR7t+/vzA/SU0LG629yshyQeYmliSZ9Ekx77Ki0+mg3+9jc3MTL7744pFbSkmopC5ZkpRKbXUkSUOOmxFXZEAQGrsPDg7QbrcxHA7RbDatgRvi9GveRUrS6qvXJYS2g9KuJjUOmmVk1B0ZE8DPtBEkg6StX35j8GOIi7oo1X3g7+VyGadPn0az2cR3v/td9Ho9FItFnD9/Hrdv38aXv/xlpFIpPPHEE1hbWzM07Pf7KBQK6PV6C2WQYcr6Mc4gOJEvbvSEyUUzT7LRqndc2GxeUbHIRa4XAlUjmRwNODxMvKJye+XejtunRUHPD9eKznc0Ho9NZk1pv6XjNF2kqCrOe4sdVEuJWkavlTCSTxSQjtILgPEauQ729/fx9ttvY3d317y4AQ6DhmSzWYxGI+zt7ZkEfYuA38WbLGNjiFHoF9mZfFHQ7hvArF+XNsjLxWP7PQloqTIqgiYm8jvtbJcU+ndKRfKyiZtflrNdgugcP1Fgcy1JCkE2iHRDIjOTriDaC6BSqaBWq6Hb7aLdbps0Hl4IqubGkcZt87wIzU0frjKOJdVnrgtmP+z1emi1WigWi3AcxwS+KJfL6Ha7uHv3LnZ3dxdyOy8PQH2gz0NU+sW7rj0myIsHLmy/snE3+KLqDoqgbcwzT3j98/tuUmP0Y+bHAc1opJRESGZKiYlrLMqBGOQ7QbwkpH35OCHXCOlAc43W5Hj4sBwDYfR6vYW6LknziB99bPMdFbEiky9CfeQkyUXOk5unlbSnSULFvQzxsm8lhSBqVZQ6NOhjJ22MXNgyKK68+U5qzGzT9nY7KeYrVWybrY4SkZT4qFIzIo38bDQaYWtryzjfA0Cz2TS3t3od2qRZ/WbdizZUUf1ywmezWRQKBRMrNemUF/rRgQRduJgJkZdeg8HAPEOk18RkMkGpVEKtVsO9e/dw584dtFotOM6DrKf9fn8hfS8WiwD8g2qTwUf1952pK+oXF21IJuRE0vYBwESElsbzJNTiRTHI44Q80Gw+cYseo01dTLp++VPCa1y8xOLhILWSfr9vnmcWi0UT1JnO0DZm4nWxMm/cQcpJe/Ii4EU/LaAw/YG82JIPFficlZlGqYoDmCvpxem7jFw1r1wS6zx0tsRFG5Btt9RsazAYoNVq4fTp0/j4xz+OTCaDv/7rv8aNGzcSkVjmjS3upB8X89WSjqShlIZ44ARJmBYUMpivrV9J0FD+0/VptZDl6L937do1/NiP/RiGwyH+9E//FDdv3pxJA9But5HP5/GBD3wAly5dwo0bN/A3f/M3M4nn5GEsXZLmve5gPxzH8ZWwpB1wEWvGz5mcc3RwcIC33nrLvNgqFArGNHH9+nX84i/+IlzXxeuvv44XXngBm5ub2NzcxHg8Nir3dDpN3JmcEar4u9eBzzWYhL9mrMjkSU+gtDfYxGQ+M6rVavjEJz6BcrmMO3fu4M0330ysD34MMukXN37txYG82fO6nKEkwA2bJJPUL5ckU4lLQ69Qdqyfn8l87cBhkN/HH38cv/Zrv4ZWq4VvfvObeOWVV2aeYpIO3/d934cf/dEfxec+9zk8//zzR25qaY+TOW6C+EwGoXOQwCxx4CUMSM+AVquFmzdvGomWKq7runjyySfxK7/yK2i32/gX/+Jf4OWXX0ar1UK73Z6hue29fFwwza7ut64/yWedsfwkk1S35ebRRJW33JlMBu12G6+88gry+Tz29/djtx0Ui2JoQeqepyJLNURKWfLFBDB7cUA6J203AuyuU0lIFJr5ekmn2vTC5Fp7e3v4whe+gG63i52dnZl+Us3OZDK4c+eOeajgt9loF583rij2cRsTWxS8vAYYOMZ1XUPD+/fv4y//8i/R6/Wws7Nj7N+MT0rogyqpfko7u55nm8nN77NAbboBS3u9dOBnng0IqcZPSpMhqrSbD//RcExCua6LVqtl9cdapN0tar1cRJIW2rRgg9cLDznp0hGaGSTT6bR5aUMbESP+8PJLq8ZJ3Er7LVgiKmPmOiQtbBcr2p7nOA7W1tZQqVSMxDgej7G/v49+v2/KZ7NZ1Go186STUkur1bLaH+UYvVRXr7/5wbZn9AEoxxsW8sWNLaCH4zjY2NjA2bNnMRgMcP/+fRPYYmVlxbxaYo4fzQzZz3a7HdtXUtMinU4bHqD9XoFD/iRDKEoTUxQanui32/oGk/8fDofodDoLkYAWjaSY9zypghKSjFIupU1g/rPNRRw0SUmSQSRvW7lOp4Pt7e0jDFb3sdlsotPp+LaRtJSk8bAvEUkbBqugCttqtbC5uQnXdVEul83Bxe8sWuIN4h6VZD8ivbjhBgwygUEWEk93/s72SAzesE0mE8Mck1ZvjgPS9UIbnf1UAk1DMj/aE/lvNBqZz3gxQ8mI9TLVptfLpUXYS5NWt/ykN2DW/5G2Pbr0yOeG3EgyNBnVZ7/sfkGZY5xx6/2VJEP2koKlMCLLcG01Gg30ej0jPQKHNmg668v+JhGZ3Lb2eeBr05IcC8vq70ehYeRniTabUxzYIoPLixxGyU4yNeVxIygNg6hyUv1iGZ1elzlupOrJSNO2xXcSDxYbgtiW5IWB67rGzcf2HTICW6i4hwE/G+si4bUeSRsySHk5R9rx2eei+ymFJ791oJm9LhOGd0V+ligvBfwMqPzMNgj5HUo7lHBoewAOXVTy+TwqlYoJ8ClVpiROWpkI6zg2i8225VeW5eThQeaYTqeRz+dnbJKlUgkXL17EdDrF5uYmer0e0uk0VldXMRqN0G63jdHdZvOMAvrWMSpM0ptGryWvxS7Xg21tLkIlDHLQ+DlyyzLSIX8R/fSC38HM9aGlt0Wr2BKSV/i1KV8C2VzSwqzLwP4YWhSXDqZ+xLJxdBvD5c0ZFxGDfRaLRSPOM+/G6urqzOP6eU8Vg4IvHXgBchzwo48uIyHHTamRb5Dp/7iysoKrV6/i8uXLAIB2u41sNotTp06hXq8bmgV55hUUuVwO5XLZGNcXAU0zfdjIzeyFRTDveRtX7hs/8MIt6vPIefDrpx/tpMRtq+s4bO1c6zTBeYE0TIIvhLq4iWojkTd0XvYBSo+nTp0yT58oEbEtJvXJZrN45JFHMJlM0Gg00Ol0Epkgad+zYVGbPqh9S56iwKwEzwWcTqdx8eJFFAoF1Ot1856WtOQ/x3FQr9fNTWVSfnm07y2ahvMYoPxn60MQ22aSfQpTzsaMkkSQfvJm36ZCyxdB3JfHdYkqbZ1+bc7by2EQ2AWIsfhIkHkniP6Mkg8A8ybVdOL/P2GLxSJ++qd/Gh/4wAfwzW9+E5/61KdMzt/pdGrcV5544gn8wi/8AkqlEv7H//gf+NrXvpbYKeYVJ1C6lURlKJTw5KLSNJR01WVyuZxx6qX7A/tKH79arYZf+7Vfwyc+8Ql84QtfwH/5L//FJIlnvpJMJoP19XW8973vRSaTwbe+9S3cunUrERpq1wutGpOGUc0ZNhpqyHnUjFJGufF7P70oBJG6bGvAhqjzxX3oJ20XCgUUCgVMJhP0er2ZsoVCAbVaDa7rmtiki2TqEvL9u9+77CBv6YFgNIz84iaMKiNVdC+Gys/X19dx+fJl3Lx584g9gbbJdDqNRx55BOVyGeVyOVFJwM9x+LhUcL/2ZcRxPfn8//nz5/H000/jlVdeQaPRwP7+vlnIpKHrulhZWTFmjqRoeBySeFDJ23Y5lWQ/oiBM3/0QZwxB+kANQ/aF0jd9SuVLpeO69ONNe5BySTHtSBc3kumxQ7aLGmk/kG96NUEzmQzK5TLy+Ty+8Y1v4Pbt27h165a5yWbbhUIB+XwejUYD//N//k9kMhncuHHjSF+DGMeDQvsVJgEpKejgsFIVZBnapwCYqOMyAhJtuvV6HcViEZ/61Kfw8ssv4zvf+Y654OLJysg3k8kEL730EgBgZ2fH2kcgOWfypOxWNjukV3uOc/hGmvYp+cbadph7rWlbP8JctoX5ru0yMsnLkXn9Ih3ICEkvaftngjmaeCS9gtIwTF/ZX5qcZP26DL/npZGF7kNQdZs3zVLd1mqL7cKBFyEMUWVrrlAoYH19Hel0Gnt7e8aJV9+gVatVVKtVE3HEdoJxgrlB4jI2uh/JW72odTItp6ShXlA2hlIsFk3UZ9JQ2iZd94FT77lz55DJZHDv3j3s7+/PmAhIk0qlgnK5jMFggJ2dHc9TWdIwzEK3LViZy5qfRX1XG4SGttcWXIfM+OeloslMm34SsR5P0HI2BqU/83stIssllWvJxjzy+TyKxaKJEzmdTpHP5w0N6U7F/aHnYx4NbbCtHS3wkHkDh5qljSEmScPAkqRtM/sNVDIUr6eGssxwODTElqeZrIu+WMPh0HOBys/DnmJ+iz8JVY2TJuvQUoV07ZEGakl3LhQ+n2OYfYbU5/coyQOHTGU4HCKdTs9EKrchqgQgbUF6ASYhCWnJ2wYe4NIuajPk6/VlU9FtsP3da+1oBhlEyqLdTc+7bCsO5u1d4IHtt1KpYDgcmieItvJch4ykBNhNHUH7NS8gBm3vPMC9mJwtrmlUGgZmknx37PdoXd94ua57JHColvTIDBisk5KNdJXgicRbWD/iANHVYr8NHuQp1DzQnqgnTdZLf0faY6WZgnWkUg+CwzLYBw+ORqOBVCplDhzGR5xOp+h0OoZ2jFgzj0lGYZR0vdBGdW1eiAquCT87GJN+SRrKZPXsj1yHrC9o+gr9d9vasW1MmWjN6zCXQXelpJ+Uui3VVbYvA6FQ4zhz5gza7TaazabphzZzUEJ3XdfchEcVUqjO+0mgmUwG1WrV8AovX1yuQ5nDnH0Ka7oIzCR5Mktvdz/7kIRWLfT3gdnYcLa6+DfbKRPEPhQE2t4h+5+UFOQ1SZqW8p9mWPxcMm4eNvpyzEZnltflkqAhF6ccU5LQm9nWBmkjGbTf2pkHLxueLjNv7YdpT88/60p6HXr1idKs9tX00rKSmuswdYWZO2CWfmFoGZhJ8sqfk0YiysUnoz/zn03ElZtc/l+W0U63UhKVDFVHR4mz0eliQ9VV2yHjSkHFYnGmPqkW2haebE8zN5kAnguZ/o9S2pd2Os6NbENKEazfC/OYheM4KBaLqNVq6Pf7MzfpXravsCiVSkdoqE088rDjqwuuG2324U8vzwtZzm/sLKcZm19ZL0gTlexbFCnIBkp+No1J7yNqJDIqktwXMohw3AtTPW6bVEqXJK5z2W+/uvT4wggFgZkkU27SBiFtZ1QzpE1h3kT6qV82hikHZZO6AIQevEYmk5nJu0zGk9QJLl8JaYncZjexLTr+LlU6HThDltVmDvkZP5c/gzBJv3JUFfWtZxJSKuvngSwPWbk25Fi9/CX1uLzGH3beJT3nMV2vMjYhI0kaaq2Q9dv6QFryvkCbOaSpQtI6CvT6tdGHjJlt+9FQaw6R+ULQgrQTaOlNbgJuXsdxZm7D9cUNy9ZqNdRqNYzH45nYhtL/igmJstksOp0OOp2OdbM6jnNEsrURxU/y5O1xPp83b553d3fR7XYTOcFtko7+G+1okoa0pcnLB9KqWCxibW3NvMWWNGS5VCqFUqmEVCo1E+hB0o80tNmrZFmWIQ21DY/vwx3Hwfr6OqbTqcnBnAQN2Z50Kpa049hHoxHS6TTW1tYAPAiRRqdoOTbHcczz19FohFarZTahXj/SCdsmgUl3I/ZHr3t5+6ppSPCCDThkaPw8CRpq7YKfyb/1+33jIXHu3DlMp1Ps7++bBHwyxQT7ydtwBsEIy5RsGpauh3PLMn7Mm7BdloWhYSgmKUVw2ahUfwCY6DNMssTbV60G1ut1XL16FZ1OB9/97nfR6/VmFuhkMkE2m8X6+joqlQo2NzeNgyulL5al/cR1Xd/ACjZPfJbl071KpYLHHnvMtCFvi+NAXhpINVur9ePx2OQyTqfT6Ha75oUNachDa319HefOnZsJA8Z25DPO1dVVFAoF7O/vW5+akaZSJdfGc35OA7tkkOwX+1qv182bcclUkmSSuVxuRpJh3dzE2WwWGxsbyGQyuH//vlmHekyVSgVnz55Fp9MxG1wzfzKUVCo182JM0orr0O8ig/VKGuq65KMJGWQ4KdhoKP9xHnd2dlCr1XDt2jUUCgV85zvfwWAwmKEjac8XOrxM8bp48dNYSCudtE1rR6PRyPQ9nU77zod064pKw0hGtjAGU7+yZFhS9fQqJ9UrvzaD9s1WTi5oqhlapV80dB/mtS0lOz/41RVl8Xi150XDRSFI3ToIi60ObQP2qjfIWvD7u5bco2IRNNV1SqnXa43p+Y6DMOswTJtBeJHv990kj6glllhiie8xLCax7xJLLLHE9wiWTHKJJZZYwgdLJrnEEkss4YMlk1xiiSWW8MGSSS6xxBJL+GDJJJdYYoklfLBkkkssscQSPlgyySWWWGIJHyyZ5BJLLLGED5ZMcokllljCB0smucQSSyzhgyWTXGKJJZbwQeBQaT/90z+N6XSKO3fuYHt7e+ZvMoRWLpfDeDxGu92eiYEoy8nv6QC9OqCujimnYxoy3ep4PDYJwmyx7GRQW6+wSbJtHfWkXC6b3BpvvvlmULLN4Pu///sxnU6xs7ODRqNxJNir7J+MGekXOHTeOHRoKlleZlLk33T4O1tbQaOp6KhN2WzWhP5qNpuB6tD4mZ/5GUwmE2xvb5uMmcy/wvBjDJvHdchkaTKzHteO4zgYDocmfqPfWvWKUQrMZoS0BTUmPWT8RhneTYJZCWV/2OeVlRWsrq4ilUrhS1/6UiQafvCDH4TrujPrkNAxF2UoOrmGvEKd2fayjIovcx/J9S7HKEO2ybptv3tB1qnXYS6XQz6fh+M41nTKGoElyXkbw4toXnXZAufOa8uPIcxrM2w9tnJRAokGaccPUdsL2s5xhYBLEkHSBPhF9LZtTJb1gl88wrChuPz6JmFjzF6xPsPCb/8Fxbw9f9IDjAXtX6j0DTwFGH2aOZAZGFOegJTsZDxB/s6fMg0lP9OpDVzXNSktGXsynU6jUCjMLHApefnFArTFO8zn80ciHDOoqMwh7JWjOiiYJhSACapKyYKBQ9Pp9Ex0cC9Jm7DF85OxN3VgX1mGkpQ83b0kKd2mhJTOZH+kFMT/R80VTXAdDodDNJtNk4NFrgVmiXQcB4PBAIPBwEh6mUzGlGduIJmVkLTX+ZcoBWlpVNbLgLwy4yd/sqzcH4war+uQdfV6PTOmTCaDXq+H/f39WIcbA+3KALY6MynTtHCfyrnUMTHlGuJn8qf8nWvAxqQlr7AdAn5M2XboETLgM/s6HA4D0zAwk8zlcoaB9Pt95PN5k15ARlxmLhwZHZrEJhHkItARq+XCk3m4JWEZlTiVSs1ELmZZW4BQrbrL9hjhmOo6UygAhylcyfTjLE6ZskEyfYL9suVlsY2HP7V6p/M2s24ma+I/MgutZkeBTM/K9mySuN4gYcE+j8djdDod5HI58xnb4CHKg63f75vUpxw3aeQ4DjqdjkmZoQNAy0j2koYsIxkgk45pFZm/y0jj3W4X4/HYHGiSOfIz1z2Mbs66BoNB7INGHtayD6Qf06bIFArycCDkYcHvkmYacp1JGtrKAUeZn1TPCS216v7wc92vsPQLzCQbjYaZNG4GGcJd5qbQG18m7JE2AptoLhmd/FxKKcyjwQWVyWSsUl6QTc98InIj2OqQtq+ooESsU1TIdjRznNd/2991FjnbmGSuENc9TOKkUyEE7YOcY6/yslxUHBwcGEkAmJ0/ri1KQmSKmgEMBgNkMhkUi0Xk83mTN0n2S64Fv6jcZB5kfsCstKWlcympSimV80HNplQqAYCx7bNMEonp2u22oZvWNOYdlra1ZNNuJA0oiLBNKRhprY7J46JA99vWL/4M00ZgJnnv3j1Mp1N0u10AMGo3gJmNRYnTlnxHEpSLmZBqKKVNZt2TgyRDZhu1Wg35fN5IApIYUpLSp5tkyhwTGbzuF4mv86OExf7+vjloWLfM/CZPWq/8MprJ6ING9lUyCDkHsozjOMjn8yZ5lUZQyVKrWl59jyqpEnfu3DHrkHPF+SNqtRrK5bKRiOQBMB6P0ev1UCgUcP78eVSrVXQ6nRn1GjhMYAdgRp3Xkg3XK9VoKTnKcbMv1KzYL/5dHlpra2tYW1tDJpPBwcGBKcP5irsOt7e34bouer3ezMEo+6IZphdz9MqQKNdbJpNBuVzGdDo1qYZtZaUG5IUgQg/r8lqLtv3lh8BMknYJLfno370gy/jZvWwSlZckNA82Ed0GSVgtucq64kJmMtT12qRH2+EiP/cal1c9tjJef48KLUX4tRsF89ahhE39Yjm9UbQaGWQdyjaDSGDyYJb9s9VFyBxQSc2TThjntfbC7mu/MkHLyvJxIfe/Xu9hJPHATLLT6cB1XbNI5QRTuqMxWqoEttOXJ6JNtZMLVLvASFVdltULVLbrZwiW9egyNvuLTgMbFtLmqRemlCA1I53HDMNCSjvAYZrOJCS9ef2KoyYCD2x5rjubEVOvg9FoZLL6AYeJrKjKsQ97e3vodDpotVozkpHs52QyMRqTnhM5TtJP2lylOg3ApE6muSqbzc4wa6r13W4Xm5ubmEwmyOVyyGQyRy5P4oB2TtrztS2Z42abtsOaY7OtV11uMpmg0+kY+tjqYZuaeUeF7cCUv89LKigRmElywen8tvLE8TpN9YIiQeeJ1V518e9e5bwMuLZ6NPQBwO/aJJKwkLYl3e95EkvS0GphWBUkbrtRwXUoN69kRtxkTMvKv0mbJdHr9TAcDo35Qx8ebEczENv60AefbazT6dTY9AEcMYWwXtpbpY2fDC0J6LziNk1FjskGLfj4lZH2T68xzFuHYfeEbR785sYPgZmk3uAAZk5AOov2ej1zqcLP9ADndVYzOS2N8qfrHiZYZx+0bU+359cHL9GcY427wfUhIheNtO/opPa2PoeF17i0xB93jPMQ9wAgQ5OeERKO46DX62F7exvD4dBInPLSTY6ZDAiw24i9xqD/bjvgbHZluY74f+1WZLMLkuknkaJX91VLWTYGqA+QeYxRIp/PY21tDa7rGk8COT7pGUOpud/vWwWJoJgnIIWpK7QkKRcHJ43GaBrR6VaQzWbN5OrOeTFO24TpFyHyO/KGmy4YchKCEEOrbV79i3uSazWCDFGOkxuCf5+3KMPAy6wgf9rcj5JE3Dq5eeTFCuuk1EV1VZoRpI8jcKgGyos6MtN5fbTRT64PvYa0ZCrXmTzMuQ7kGpY30PxOGFVxXv81dF/lZ0EZpDYz5PN5rK+vm995ePGmmwdfoVBAPp83vISHlp+w4wfNDKMeLoGZJKVCNmxTOXgjPRqNjJuBTQ3WdhAJ6TPGNvXCzWazqFQqyGQyqFQqxicuCqQqJhdiUvYfCWnv8qIhy0laR1kcclw2WmsVVDJp2ZekEZee8kYYmO2nfGzAA1NLfY5z6ESuHe5t6vI8LUj7VXrVQ3sj7drSgZ99LxQKM/ZTrvuoTMILcp5toPDBcn7ta1OHBA+tQqGASqWCyWSCg4MDw/jkfDmOg2KxaDxatMdC0LHbJG2tNYVFYCZJvy19ccMN6LouyuUyLly4gHa7jZ2dHfT7/ZkNK1+SAIevDoBDYsvThAt9MBjMEHVlZQXvfe97US6XZ9SQ3d1d6+ktCaXBNrkoNUOWhI17gtOXjtKBbXPxcJBG7rCg+YF0Z12S8fPFlL7RB2alm6DwU2+SBB8w2Jy2Oe5SqYRqtYrBYIBWq2VcaxzngatOpVKZWbc0EUnIzaYPTlmGvpgE16NcN7lcDrlcbqY+ufaBB2vj7NmzKBQK6Pf7xnbZ6XRmXOrkeKOCr7zkxai2j5K5SanWpuVJm6ncywCMH+rGxgYuX76Mfr+P27dvY29vD8Vi0fx9ZWXFxH3IZrPY3t5Gq9UKpQ3KPqfTaaM5UBrVAt5CLm7ofU/YfueikZ76mrNrUVzWIZkpf9okG/pdlctlI7JrZ179HS+wTe3cuwjISdJ91dJO3HaC2Bn1ix/2QzPvKO37fS/O+LS0q+vifPKBATeZVAV5gOj5kAeX/rvfIeulZuo+8XeviyAZIIYeIFIyTeogkn200VDuRa9ba9v4NTgPuVwO5XJ5RjrlePmElM7/fLo5b+16Qb6QinuYEKFdgOTpp20zBwcHuHXrFvr9vrFhSnVHn8Q2wzadTencLN92k3F2u1288cYbKBaLuHDhAlZXV7G7u2vKMcIH3+2yf7aFNZ1OjcTrdWrxc+mwHgV0vdAvYiTkLWnUjSBPfh40ckNyww6HQ6TTaaytraFSqaDZbGJnZweu6xopk/ajedAM3oveccYFHKWhrGs4HJq1Q9uXbms0GqHVapl1It26tAouJVVbv2kKAuxP3sgMeJDLy0y99ofDIe7fv2/s+/rlCdtO4pZb7k0v0J7rpc1IJuvVH0rw+XweFy9exHA4xGOPPYZSqYRCoYBCoTDjYE/TWavVMnNRLBYBYGYve8F1D18E+l1w6T04D4GZJH3F5KWCJg6fd41GIyPiyo7pjWQjPlXe6XQ6I0nKk2UwGODOnTvI5/M4c+YMSqXSzIsHLv7JZIJ+vz/z/XkL3UsMj7u5ARjXDhuTZP3yZjNqe6xDPw8FZk9+SlqlUglra2sz6hdP9SjPMf0YZFzIC0RZr6QXQ59J04lkMrxYlGYJ2XfW7+fRwDFKVV5LXmxXtik/12UYuIIvhmz7RV5YRYW01WqJTZoWvBiyTYu0aUH0tcxkMjh16hQmkwnOnTtnNE7GeeBzzHK5jFKpZBgjzSOpVGrmgscLci8zIIht/sLurcBMkpVLyAVlg1RlvU5/WVarE9qZPJvNmtOHEYf6/T62trbQbDZnpE4++/J6NuU3Rm2/0ONdJGwqTZy69LjpdZDL5YwtyHEcNBoNdLvdmdtXqX6yviBteiEJ9UePyU9akG3KoBEcFw8A/QLGpobP65OXmq1VZtvNuMZ4PMZgMDCHqkYSNNT/9/rMJtzIserbeuBQ2Mjn88jn8xgMBvjud7+LyWSCnZ0dtNttnDt3DufOnZvhIbu7u+YfBSXaT71o7DdGfdBps0hQBGaSXguAoPSjG9fRUfTJw7r0Swfp/sCTr1gsol6vo1AooF6vI51Oo9VqYXt7GwcHBxiNRqY9vlTg6e7FmGVfbBswKmGDwCZpJ92G3pTZbNZIjteuXUMmk8Err7yCO3fumIUpbToAjOoXZoHKNuXvSbmvSFrJebTNId3UeCFGbYjSpjQhUU3Th4WE18FhM2uwLv5NtmUTDACY10I26SwJ6PWu+0AGY1O1dV/0+uKBlE6nUa1WUalU0O128dWvfhWTyQS7u7sYDAZ44okn8PTTTxvBp9fr4Q//8A/xwgsvoNvtotfrzdSlTR/z4BWNCZgNJRgEoSVJvw5KhqY/D/p/OWl6Y0rfKaoC/X4f3W7X2KrYB+krGWZ8wGIlxiBqaBJqqa5L/uQGoKTOkGJyA7NcHLWf9SRJz3l90cxLSod+/ZBMLcqBGHScQaXxuHbHJOAlNARdD9yr9DKYTh+8OBqPx+j3+2i328Z5vNfrod1um1dQer3ahKsw49AHahgEZpK2p0xyIukG0O12Z1wg9MsBr0HaFoVe8O1227zmuX//PhzHMS4X3PD0xaJtdN7LiSCfe0kUYWFzNrY5mCcFW13SgbfdbsNxHLRarSNP8xg7U2sAcfsTd/P7qdpyE/OQ1EF0gUMVkVKKZIzaPSZIP7w+05KtZNzyMz/GY/NvjQs/Gmof3Sjtcr00Gg20Wi0UCgWUy2UAh+vvhRdewNtvv23majweY3Nz07zx5nx4PYcOO07XPXRzCrueQ6vbumFgVkX2Cjygv+tVv99nMhcJodU513VnpMokkJSEGWSMiwYN/8PhEJ1OZ+ZvUh3mnCXFIIlFjlerwdzsXqqV9JjQLiNJznVQTUqvM6/1smjbuO3wCauRua5r9qrrujOHz3Q6xfb2Nra2toxU6XUYUIiIc7jaaBamvlAvbgAYqc1mr+N1vs0BlSc3O+hFdBnT0c+WqF9L8PewoJ2OUpMt1h3HF9eeZlvcQS8HjgO2i4ag/Qq6seNucBmMWduceCPPZFn9fh/37983N8uu+8Cuffbs2Zn+ysC23JSUMqWWoqU/uab96GVT33VZ6dwvHdK9oubEoaPeh17rUj+TZb9lihFJGykMpdNpbGxsoFqtGpVb/pSmDd7ka9dBTa8g4yqVSshkMuj3+0eedMpDKExEr9BMUkpyesJ468yQ+douZGNstoHyoseLYBwk1e04TJK3cKlUaiY0vk1UjxsqTaoyi0aQ0992aeBlDw7Snq5LgjSMe9DIrHuyHV7O8Nb+zJkzaLVahkmyD6VSCVeuXEE6nUa73TbqH81ErFcGW/BaExQMpFnCZj/T47at/1QqhVKphGw2a2zscoy6rrhM0rYOaR5jO/LCRK4PvmzhZ/odPes+d+4cHnnkEezu7uKdd94xKVD6/b7JnJnNZlEulw0NbW5bYca1srKCXC6HRqNxxIWJfaPrV1DEcgGSn5HAXjasoBIfTyQ/G6btZIgqickNN08EjyvteUkZi5Aig9QpN4p8v85+Ba1H1+U1piRNIITsJy8KJMNiGbqFTadTtNttIyXKvtF/z7aWbQc1YHeB8eqfnzRNiY31SEammfMi1qH+nPS07WPpIeC319vtNvb29tBsNmf8n1mGDvbS/h1H4KGKLzUCr3ILUbflAPTEywZtarJNHPeCfAPqN5n6nahEmA3OG3L5XduGSMI2pxeA3jSLYJZB+iR9CDlHOhBDkHqCMMokLm40/fh5v99HKpUyb7HlIwHps3fjxg3j4CzfghcKBZw5cwaZTAb3799Ho9GwzrvUnrRLjywrzRd0raIGJOslg+BLE8YvSKVSRrLSh0EcSMav1x5/yjL6bzKyl42pue4Dp+63337bpNtgfYzEJD1VeGkYN9jueDzG3t7eEZORnpega5qIdXGj/y+ZoCwfRlqKUi6u+urlT6XrXtQJ/rChbZH68zCwqXFJwksaBzCzEaUKSPMMQ/fRZER1TNrm6F8b9GDUzCYOJAPRNsh5NAiDoFqGn5AShC79ft8cXDqAhvyZpPeEDphDxKFhYCbpx3k5SP1OWHZuUWolkBzz8WO8cY3ltnb06XuckPZkaXLghpcbNiz8GFlcGvpJdey/jBxFG3e1WsXKygoKhQKq1Somkwnu3buHra0t89KIDxgo9THBXJAYk7J9wmaHlGqgpgXLUy31cqBOioZeAk/SB50Wmlj/cfEELS2H3cuxJUl+FuR0WQS8+hN1klmfPvmSYJJ+J/PDgPYb0ws5KfhJRWHhtw75ubRNUoosFouoVquo1+u4cOECer0e7t69a+Ibyu+xrwyyEibAh4ZkBNpUoM1W/L/0stDMJMnD2tb/RTBKm8pOLJpRanrJz4KOL9bFjZdt6GGrlUlMrp9ZIUk8LAkSgKdaJxdRWPvNojFPopK3pFIC7Ha7SKfTGAwG6Ha7JhqQvAGdTCYmvSxdSOa9IPObvyAM3et3yaQWoXH4MfWkYbvdP07YDoAw/Yj0dttPFZUqwnHBdoMYF/oAeNiMPynwppeSE1VSyRgd59C1hWpr3DaJuHS0Xf7pOsfjsXm5wb81m00TwFampZWSxWg0wt7enlGLo7zWsvU16PdtzNhLEIkDv+/b2olrE+V6AjAjldvs4EnDRsOwbQZmkjaR1avcohmKrW0ZpDfsE6YkF+BJg803VUuMvN2uVCqo1+sYj8c4ODjwjEITFkkeXn71yBc0mUxmxk1F3jLbvC+IRb00ioukaehnNw5bjv3TZXggM+AM96Z2zznpgkhoZ3Lt8gDM2vEopWjXBZafRwhbeS3F0l4EHC5mhuyfTCbY398PvMF5yjFmnZdrQ1wHXjm24zhIgNkslvp1hQwnVywWkcvl8KEPfQg/8zM/g729Pfzu7/4ubty4ETh2od/Gmacihx0TACMJys3ICNe1Wg1ra2vodruG2XOs+Xweq6urmE6naDQa5glrEPe0RUNGDbL1xWZji9qOXhN+lxtSItYaB8trlybHcUx6hnw+b1KtbG9vH4nxKg8wWUcUKVP6++rvR7XrBmaS+uF7UEkyKUbJ37khJNNy3cMkZHzyFAYy5HvQfr0bQFoBRw8ySUcGQD137hyeffZZbG5uolKpJMowkpKE/Orgs9h8Pm/ys1B64ZjT6bRJNuUVBPdhIeghumg6BmHGtosn3Wc9HzLwsFyb/L9NIIqi2mueEdf+GikKkJfUoE8DW5kg0JPEnysrK6jVahgOhybILt/rAg/sTq7rGl83v8ClemyS+XvZi5KKYGOTrBaxSfmWFTiMQv7UU0/hPe95D3Z3d/HCCy9gMBjg9OnTWFtbw3Q6xQsvvICDgwNUq1VcuXIFu7u72N/fDzw2vUi9ykWF7aKJ9fIpX7lcnpGSqIIzrsDBwYGRRPnyhmWlE/1xM055kaad+yUWYde1teH1mkbWYesT50Y+rczlcobelObr9To6nQ62traOpNqIeicw7wWUrD9onaFe3LATXg3anMnDnHp6cDoQb61Ww8WLF9FsNk18OiYS6vV6ODg4MLY1qpnzmCQlDbbjtcmT2DBedpuk6tfIZDKGSfJVw7PPPouf/umfxuuvv4633noLjUYDp0+fxsWLF+G6Ll544QUMh0PUajVcuXLFpBVIAkmMUTNJudb4yoYXM9wwNC3QTsnoR1qDkEzyYdzocyy2F1C6TBwEZZJ+B52fdMY5YtQuqt7AYSAPZlBkJHLtEyoFJZoggow7CO8JS7/IkcnDIIyK7adycLHXajU8/vjjGI/HaLfb6Pf7M87QcRyhAftYF6FqL1JSYX9lAioGgWDyrw996ENoNpvIZrPmNpjuM41GY2aRh9ECgvQrKrStSdfHMegUpzJACXOr6DfeSTCgJCDHaKN9EmtxUZI+MHshyJ8y3qtMs1IsFrGxsWES0TGXVtJ9svUxKCI5k2u1UU6orTNBpCXNJHX9JHYul8P58+dx/fp1AMD//b//Fy+99JLJVTKdTo1EIbMbRj2FbJJtkljEApDGa15aVCoVYxtyHAdPPvkkPvaxj2EwGOC//bf/hi9/+cs4ODjA9vb2jHuMNLLHZZRJXDrIw1DWy3Y55k6nY5J0yZQe7MNkMkGj0TDRqlhf3PfDSUBLTdrGFhdRtSTb3rSV4YFcLpfNqyXGjORPquBra2tYWVnBcDjECy+8gFu3blnNUlHmw2sva3voPIRyJn8Y0ITiIi4Wi4YZaIdn/YA/STXv3QKOm5IkPxuPx+j1eigWiybLpOu66HQ66Ha7aLfbM7TU8TUfNoIednJNyMsqbhD9yuikze9J7VdQSFoDh0El5GUaD3C+bKKJ4aQh1tttm73EKwLQPNhOD/1/ug+88847eOuttwAAN2/eNG4cLE8JMs5rEVs/4k6g1xiThjQ58B0wU1+8+OKLaLVaAA5Tfr7++uvY3NzEdDo1cQJl+Lgk+5v02LUnhLRBAjAXBtyszKfCJ4hauk2SKSVhb14Es4wqqQUtQy2OL5gkc+R6unPnzkx+7el0ip2dnUhtRun3wqMAeU2+jZEkZcty3Qfx6TqdDlzXxY0bN2b+Lhf7InzeTuIJ5wX2lYyAFxjj8Ri3b99Gs9lEu93G7du3MRwOje2oUCjM3IbL29a4SPKCyotxyJth/uTLIX7GPEw68tO7VWKLikWtZ6nteWkhjuNgf38/sQvBsFjYxY30k9TOpUl0JCj8bIa6zEljbEFsOkm2o211k8nESFGUvqWKI+dXSgNJIKnxet12khEyavbKyorJ0keNggeFtkfJm/KT4FTuZ5dPso2HNcaTti/nIdSzxKAM0q8OINgFjq2cZJC2ctol5G8ryDBID8lUms3mkTzTOqYiAONjetJoKZk6GR/7TDefSqWCtbU1dDod3L9/fyZrJg8G1qOZj7ZVBoVtLyRRh64vCUbp50ESto5531+ki9tx4cRf3ITBu3kikoaUQKTPoNxoNvuxTH/wbqOnHKv8zHUPfQ91HhW9ieVFw8Mav5RsbYLCu8008G5bRxqR/ST1RGlpLkgdYcvY7I7ye1r9ijI53wsnn7zV5aaSXgHlchmj0WjmJttxnJnQYAw8G0eqWgQN9RzLz2ki6Pf76PV6JvvedDpFvV5HrVZDs9nE1tYWptOpcVWhTyVfKDmOg16v5/sQIYi5x4/Z+Y1NJsOLY+ef11YSF0pxyi1a5U+q/sSC7tp+XwSCDPwkn7RJMfOgbdna5GskvRF5CxkHx0V7m1+tjAtJxkeJmC+zBoOBeZ5oi3FIiVPHBtBtL3IdLvoy6SQJAO8GRhk56O7DEvtpU8rn80b6seXKjlO/F+KOd94BkzRsNtzRaIRut4szZ87gx3/8x5HJZPClL33piLdA1P4t+gDThzXXobazaSbJ3DbXrl3DP/kn/wS9Xg9/9Ed/ZCId8WJrMBggnU6jXC6jXq+j1+uZmAC6D45zNJe8bY/QRiwvhmx0kXZkmgS8GHRcnARG6WXySLp+G8LQMJYkedyElnYjvhyRoe4XiXezm4jcrGQc9XodP/VTP4VKpYI7d+7gzTffXHg/kqChn0YjmQxtq2RMZJKPP/44fu3Xfg0HBwd4/vnn8dprr81I0nSJqtfrWFlZQaPRQLvdPiJh87CWwWS9gj7IHNZ+/nmUYvl6zAuLOKwfNo7ztl26hAVBaElSDua47Xfa3w04vkAEJ3FhzYNkSqRbNptFJpNBv9/HSy+9hEKhYHXiXQSSsqVJyDHyb5SW+e6ctkcA2NzcxOc//3m0223s7u4eqYeMdjAYmLgAfjb2OBF1NILerL8b16KG153GcSFMe44bsDRPzLCG5KDGa5mUyquedDp9JPq4rfyimXfUehed50OPmzSTNq5yuYxSqWRoOJ1O0Ww2Z95oS5w0Gubz+SNMR68dPrkEDtO0VioVFItFo4YzVUO/35/xsaTzuUw3a5PqgtBp0X6xUeukiUDuySQluXn7T5sgkvLFjYIgYw6dvuG4Ob62N7EP70YXleMG1TwZBYhMYDgcYm9v78S9zQ6CeRcntsOTKne73cb29rZvaldu3Hm0CSLxPUyn7bBYZF+lRvNuM1tFznGjP/Mq42dDktBP4ORpw8C6MgOe38l9UhflcUu4uVwOKysryOfzOHv2LIrFIu7evYt79+55vqY5qbQjqEnIQ1K6MQEPxl2pVEyunvF4bC5kpO1QzocMwCDr9EJQOp1EetrWYZL9tJlEqAUy1mu32zVPjE86QjPJeWqG7TSKuqDIKBkDUd5WLjEfDLpbKpVw9uxZVCoV7O/vm6eJ70Y62myQ/Jw/mcqDkbF5uPI7Xl4G70Z6RIH2BEiivnkmN2o1zHvD11zvBppHkiT5f21vlJ/JaN/a/UF/j9GKaTAfj8fI5/OoVCrmM0bLPnPmDAaDAba3t4+8w41L9LDOv1HqB+ybO2578tKBtrSVlRU8/vjjSKfTODg4wM7ODlzXxcWLF9Hv97Gzs2OcqPk8MQk/yUXS0Ks94KhfqPwnx+hnizsJ2shx05BtAuHHrfef3MvD4RCj0QjVahUbGxsAgF6vh1arhWq1ivX1dfR6PWxtbc2kmk0C8ulp3DUd+B5cnj5SFdbJfGTcPnaWC1QOgBcKAIwYXqvVTGDUYrGIs2fPYn19HcCDt8Srq6u4fv06Ll++jFwuZ+qinS3ugmJdMkHUImGjV9jvy9+z2Syy2ayh9fr6Op577jk88cQT2NnZwauvvorpdIqnnnoKly5dMrRmTL8kxk3VahEBigl9IEumQiaoJWXmuJFjtNFd1hcGUefQhoexDv1ooT/T/9d7uVqtzuzler2O69ev44knnsB0+iBLZb1ex3PPPYfHH38c+Xzes/6oYIBu8oY4SCQyeZDv0gEcsL8Z5guIixcvolgsGsM5bUj0Yet2u8hkMnjssccwGo2wvb1t4iMmgeNWAcLScl5dqVQKp0+fRqlUQr1eNyHx+USP8RRJayZV6/V6iY17kfSz2br1ASlf3Oh1y8PEyzMiTr+S2uBSAj4ORJEe/Tw1uJcvXLiAYrFoXjr1ej2znweDgck1dOHCBfT7fezu7prP4kIelLG1NDdgDZTcZNgpfVEjnXllVBnHcVAqlUy+Y7peyO9lMhlUq1X8s3/2z/CTP/mT+MxnPoPf+q3fwsHBgbEtkeDXr1/HJz/5SRSLRfzH//gf8fnPf/5Y3Bf4t6iby8v1wqs9W/uyvFYTU6kUSqUS/uE//If46Ec/ipdffhn/7//9PzSbTezv76Pf76NQKCCfz+PKlSv4qZ/6KeTzefz+7/8+nn/++cQ2pp9UH5eGPGiZK8Um2TDXM0PDyZSyzAHtug8iIjFBmq2fQVTeRanni6Qh3fnm2aW9+pDL5YyLVbfbNYcR1W3mPv/1X/91/MRP/AT+4i/+Ar/927+Ng4MDNJtNDIdDlMtlFItFPProo/ipn/op5HI5/MEf/AG+/vWvRxqTre9e8yf3URBVPHIUIL1B5y0W3lJzYWtJkoQ+d+4cnn76abz00ksYDoczOTFkwIJHH33UiPWLvJmzjTFJhO27H515KG1sbODq1au4efOmkbTpFdDv9002wfPnz6NUKpkUrEnhYUiSAGYWvgyPJstTkkwyoPAicBw0jFKOhzHf/+ty1Apd18X58+fx9NNP4+WXX0a73Z4J09fr9cz9w7lz51Aul1EulxMY3WE/5o0z6PyHZpLaDqQ7pG2XfOHhui729vZMQFdZH29hs9ks/viP/xivvvoqXn31VeMiwLoKhQKKxSJ2dnbw27/928hkMnjllVc8B5+UVEQkcbnid7h41S8vHbxeeKTTaRQKBWSzWXzxi1/E22+/jVu3bqHb7c6clpSyGo0G/tf/+l9Ip9MmFYbuaxJjlnUlAZtt3K+vlCCZz2c6nZp0xNoPUtrK/cLFBZ23JNeOri+JeuSeDTIe+tq6rotut3vkUoT7vVaroVQq4VOf+hReeeUVvPbaaybiFFV1el10u1387//9vz3XYZLQ8xF0TgKr21LNkYOVn+lFS8aWy+VMBjvbTSKTlafTaTQajSN2CZ5e1WoV1WoVg8HAOEJ7bYywhPCCTWyPWqd+tSRp5bchacSnhGRDLpdDrVZDOp1Gq9Uydkdt/K9Wq6hUKhgMBtjd3fWloeMEz3fsB2mGYV1RJddCoQDgUN3W69B1XXMw8zMAqNfrqFQqaLfb2NnZOaJmcY1pLwuv8fAttp+6liQN5ToE4q1tuQ65b+WrJa91SLoyN5K2w8oL13Q6ja2tLRwcHMz0nwf+6uoqVldX0el0cO/ePc+wdEkf1lH2cqT0DbbKSWjt7Esjuo5oLieclzIMiqoZCMuMRqMZldtrgHGZmQ1JqNt+krdXOf6UNl5JH2nkl0/pOB/ZbBbAYQCG0WhkXKqC0DDKGP1seXFpqDPq2Q7dbDaLUqk0k4iKl4DyULBJFjZzkA1BmXwcOnrRTzOnKHXP65tNCtbrEDgqkEynD9LG0q+Zden7Cr6NHwwGvrRchNkhLO0CM0mqzJpIslFeu5NQruvO3E5zA8lTiwu40+nAcRyTK1mWI+NkINR50VQWscGTYJJyQc3rA8tJG4/c3FpKmUwm5h2y67pmLorFopkHXmTIHOWyXc18otBRSllSEktKVaRkbDtMyUBLpRLW19fR7/eNuYHrUaak0DTkIcLPvGCzZ9rWTlRpmfPLPtnaiQN5gUh4rXd5CMto7aQdf9KbYDgcotFomGhGlPTpUcD922q1TEK2RbzdnndYLyQKECVE6denJ0uqd/NUA5ukyLL675Jp2K71g5z8QSAXp3SGTwrycPBa7FrKJoIwbZmiQY5HbmqOTTNI/kxCLeQ49RpIgpZcX7Z1yDYymYwJhCHfCusD3mYeYj16TLbPdZmkVEOdg8erP1Ghxyt/t0nmeh713/Ra1PZcW3+5/hb58iup+QjMJKvVqll0wCxDpLRIyYWnClUXyXz4Xe2ErpmDjNWnVUzJKOX34t7QStcReaueFLhxCclQZOpXSSuv0952mEgmSXpwDKSlrod12D6PAjIo+YR0nnkhDKQ3A+df2l1d1zU27m63i0ajceSxAWnGiwibKxH7Lteq3/qi3ZgStByzjfH40TqXy6FQKJhUFEmsbQnpvE0ayjWn16Gtr3r/AZhxKmcZWZZl9AOKRTBKJoXT88E+h2kvMJNk0no+NeIik2I4faS4cOWprReKljj0aST/bltkUtKznYz6e0HADU6na7aT1AaXqqI2mEsa2E54P+gDRi4IfejoBFfzpKiwkHZpr2eAcZDP5zGdTpHNZjEYDKwSNd9uT6dTc+hJ6Vmq55oR2Mav1XlCS+yZTAbj8dg6Rtv4vWidyWTMaxVpf0/KbYn7lpeBct15XcDaxqLHJaV2r7FpGuq6k9IKtVYr+xtWqwnMJKXBW9+YsmFerDiOYxx2Zf5mHWGFcf8ouXEhSzsbnyym02lz4aDbJiFo9/DLdKdvWmW50WiEXq+HXC6Hs2fPAoAJCOGlHoeB7VTWDE2W4aWLzfWHPwuFAgqFgkk9IFUd2tgymQzq9TrS6TTa7TZardYRFVVLZVFPd9qlUqmUWQP9fn/GiB8HvN2n363c3Bx7v9/H3t4eUqkUzp8/D9d1sbu7ay4KaJckTRljk8nRuNYlzR3HQS6XM5KnjBrEOeN6pV2e86GZCm/RyVR1f7iPstksTp8+Ddd10Wg0PGN+hoXN1MK+8adkyvo2nHVIhsZ1yEtYeShJ2hSLxZm9bNsPsl/z1qAXUyXzz+fz5mlzVBqGZpJyI0liSveUXC6Her2OTCaDdruNXq9n6mF513VRqVRw9uxZ9Pt9bG9vz+SrkYSt1WooFApoNBpGipX1ue4Dt49cLgfXdWduzDQBGbJJMm2WYfvFYhGPPPKI2RBJxVzUZgL9maQPpXIawOXNtUSxWMT6+joGgwH29/dnwsmRcTqOg/X1dVQqFdy7d++IK5ZcmJQygkhWtr/zQCyVSqjVaqZMUuqUZJLUboBD7wfXfeDDt7W1hXq9jmvXrqFQKOCNN97A3bt3AcCMn7SsVCq4ePEiut0ubt26ZQ5s2Xe2RwmWL3XkwU9GWqlUjjAJPX6+OOHlhVwHvFhbXV3F+fPnDV2TCgJhY5L6kGYZHkapVOqIsCMZabFYxNraGkajEfb3902f5fwwd1ChUDAv6bzWV1g7sC5L+lerVVy8eDHWXo6UUtZPJJYbLgi3psrjV1aL8knASyWS0nIU1TcOtBoQRtWed1ung4rEhdcakGPwUteShK0fcrPLACtecy7X4DxVWc+PNnN4lfPqu61NeZD6XZQuGl573Ksffns0qrklCfXbtpdD9cFN6ohfYokllvgexOLiWS2xxBJLfA9gySSXWGKJJXywZJJLLLHEEj5YMsklllhiCR8smeQSSyyxhA+WTHKJJZZYwgdLJrnEEkss4YMlk1xiiSWW8MGSSS6xxBJL+GDJJJdYYoklfLBkkkssscQSPlgyySWWWGIJHyyZ5BJLLLGEDwKHSnvmmWdM8FKZJhI4Gi/PK/DtvNhw8ncdmVz+k2GPZBlbbMYgbes+eEW7zuVyAIBmszm3Lht+4Ad+AACwvb2N/f19a5xBGURWZjScF5pOh7LzgqxLpuLQf9dxL73a0CGw5E8ZdR14EJi1VCoBAG7fvu3ZRz988IMfhOu6hoa28Uoa+qXh8Fsn82go27KV13NmC/nlFQZM1qVD4GUyGRP9P+o6vHbtGqbTKfb3900dOr4pxyDH4rXfdd81LdLptAncq1NbSDBknUwOFnUvyzHpPpGGANBqtebWc6IlyaDRiZNsyw9x+6GZUZS+LCqu4CJjdWrGuwgEZWrzysq/Ry0XZ4xB5yEuHaPMd9Q2wwhLi0KcPoRKKctoxQyNLkP9M/KwToZkg9+JZAt+KiMg64WpI3rL7wSFLXiqliiSSH2ZzWZNZGemOOAJS8k7m80aSaHX680kqZI0YSBRJl2T49BBeF3XPZJvmvMn65ZRpzV9ZF02KUkHXGWbsj0mtorDkGXk9NFohHQ6jUKhMENDuU5khkT5T2oe7K8cqy29gm2tcq50LnhNH9uBb6tP/03n5ZmXTjkI5F7W+0rSS6a1tUmXXoeDTQOR7Xnl6klSG/Trly3xmx9CpZQlptPpkaQ/UoXj/+elTvWSLHQkZhJWM1AvxiYRVs32qisJJsnsfABM7hmdP4TMS+f50eYISQtJZ80kCNYvVWBbJGkZtl+2Jxe+LV2o3FT8R3rJ3MzyO1FpSIY/Ho9nIq7rg1KOW0anlrTyWn/ZbBb5fB6DwcCkhdBlWI5z4JUyRH5nngYxb03bxhgWtpS/sj3Sy5bITffF1mf5N1mvZri6nnnjjgq5VvXaDILATLLX6x1Jz6hzePgRwa/z/F0udJmwS59K8ndZLir0hHqVibs42+32TC4gOVmUgmzSsI1Okinpv2npyYvOPFFtzFLPxzzYJDZdHw+aOEySOWGYlZDMkhKC11zKNeo31/yMdXppRKyL5ebRKMj69GJGukzcdUg7rc5BY2srCPz2DA99plMmzYCjhyUPPC+NJi7CrmkiMJPc29uD67om25jc4DI7n0xqxHJeHbYxU53i0ivRvRmAkMZksjK/tr364ieqA4g9cdvb25hOp+h2uzP0k7Tj5ZDe4MDRhawPKv2ZzBntJTEADxK3ybzcuhxp45VHRy78bDY7k05YzrNMjhUVXIdMcCZ/57qTUpDso54/v7XZ7/dNoiqvcszyCRyVAoO0oyFVa69DK2oWSwlevMpEXDaBJwgz0VKg7e/ZbBa1Ws0k4pKHs1xfvFBh2uookP2w9WseX7IhVLZEwH77pRsPchr6SRNB6gCSTzA1r19xQbVNLjwbk/Mbu2Y+8w6heZs27IHiV5dsd1GwpXvVtJNmhahMK+g4FjVWr37H1ZqA2b2s6w2zj/36aoPX3lrknrMh7D4PzCRpvJauPfonbWNBpIV5hLWdpLbMcexTXAklSL/mZSSch36/b6QuLkLt5kR13EvN03ZBr/7Os7lJSKN6kHJe7bGMviTS5eJsCrkOpe0MgFHTaPvVY0+CwXghioQyry4vxGUqlH7lPOm1ojWdqKDJotPpHFkb/Ml9Tbc3mVaadUSB395YCJO02cxsnUpCHSC8Lnz4MyjDWFRfwkJKQVoq0CqOjc42Q3gQqV3+9CoTZN6CSlbcXFpK9bJXhoFch3r8On/1IteDDcfdXlRoGiallmrI/UktynZw8ZDzuvhaBF0XwiSDnm5ekkvYgWazWVSrVfM92ii0qkl7mjx9kmTURBKquN/JLG1a4/F45sba6+JKf9+vv172Vn3oeDnwz4PcbPMuTuLMDdeB3OjyIgw4lGa9XFfe7UhiDPqmX85Z0urvxsYGnnrqKbiui52dHePaRq2p1WphOp2iWCwaN7nRaGRc5ag1JDnuMEiESXptYr1Jwwwyl8thZWXF3IhSVaW0wI1BVw3ppyaNvnEJG4RBBYWWxjWtJJPkYuUliN8mtzHIoGXYjo1BhoUXg5R/j2sWoURCWsqbUI5DS5Sy/Xc7kmIU/Kk9Jebt0yD7WK+1s2fP4u/+3b8LAHjzzTfRaDTQ7/cxHA7RarXQ7/cxHo9RrVZRqVQwGo2M61Wz2TTmp7gXp1H3cmAmabPxSJDA8sZK/z0I6M+WzWaRy+VmbtCBQ/E8k8nM3IixDDeNnzO7H/QiSPJklbYzL6TTaWSz2SPuVrJ/8qeXCmMrp8vQFsRHAHFsu7q9Rdn/9EK32Ty/F5jhIjHPi0OXjXrQUMsrlUoolUpmTff7faRSKZRKJUwmE1QqlRkmKQWjbreL4XAYa4xBhAY/hHpxI09w2Tg3Kl8g0AAbdrE6joN8Po98Po9qtYparYbRaITNzU0Mh0Pj7pNKpVAsFpFKpVAul1EoFDAej1Eul437ANXvoO36SWNaLY0KuvdIdVrWSfNBrVbDcDhEv98/8uJGv7fWjI1MT7tO6Tb5UoUHTjqdNqqNnt95kqpkuIRNPYprjwQw80JJ1yul8e8l9VojLg35MERfsElziJzPKBJcKpXC2toaarUazp07h1OnTqHT6WBvbw+3bt3CI488gosXL6Lb7Rpz2ZkzZ1CtVo122Gg0sL+/b9TxIPDby1EFnsBMkh2wQW+mIB3xOvHp25fJZMxzM8kYstnszMYuFAqGSTIghH4tEHZcXn2LuzilNK5pJtVeyeRsjMomKXr11e/vktbpdDrUwWKrb5F2LdnOvD58LzLGJCFpNM+ME3T/2MplMhkj9BQKBUwmE7Ou8/k8SqUSUqmUuXuo1Wqo1WommAxfpYWZ13kaVJS1GZhJ0s6n1V5px9BX/H7wKkNp5sKFC3j00UcxHo/R6/VQLpdRr9eNlNVoNJBKpfDUU0/h7NmzePvtt/HKK69gPB5jdXUVruui2WwGivIhL0n8zApx7WnSfUVCLtTRaIRut2tsrLqcviDRUiT7SWlAPicFDl81OM6D98ZcpOVyGY7joN1uA3gg9TrOA/eN0Wh05ITWkjb7wYgvNmN7EjZJql5BHeu/FxF3XH57WbYRdK5sjMh1XbRaLaMJXblyxRz++/v7hnEOBgMTEWttbQ3lchn37t3DW2+9hWaziWq1ijNnzkTayzZmGOUQje0C5KViRTX8U1XOZrM4d+4cJpMJNjc34TgONjY2cPr0abTbbfNu99KlS7h69Sp6vR5eeOEFTCYTrK2tIZPJmJuzoG37PXFMQjqSt7BeTGc8HmMwGMx9Dud3usoywOwckUlSBacNtFwuG/85AEZitzFhW5ss5+Wj6PW9sNCO0LoPJ40xRpVsFykR27wsbLbkOO27roter2fm69y5c6hUKlhfXzcXNu12G4PBAJ1OB67rol6vo1QqodfrodFooNvtolgswnEc852gbcsx+ZUJgti32zZ9PypxHcdBoVBANpvFeDzG3bt3MZlMcHBwgH6/j3w+j42NDZw6dQoXL140G/3VV1/FnTt3zCaXJ6XXRZLXWLTvmL4JjIN5i4/91Jtdq7K6PllOQzM5qvOkdSqVwmQyMbeMul3JVIPQkEZ3G3P16mMcLFK1TwJR98JxM3ubFB6Vro7z4EKVtsiVlRXcu3cPhUIB7XYbo9EIhUIB9Xod0+kU9Xodk8kEN2/exO7uLt544w3cvXvXCAtRnhtLgc5mqgrzMCSUTdKrE34bNyjY8Uqlgmq1itFohJdeegmTyQR7e3sYjUYoFot47LHHsL6+jqeeegrj8Rj/6T/9J/zFX/wF2u022u020um08cOSTDKI8VlebLBP/L9NdQ0LP9pIBqndV7RpQ5a39VWWoQbAsrT3ZLNZVCoVo2I3m01jDpDqCtVnP1OKpJkOTuBFz6iYR8O/DUjiUJBrwusAjEpP3h08/fTTePrpp1GtVvHtb38bjuOY4BrXr1/H1atXkc1mUSwW0el08Od//uf47Gc/i93dXdy9e9dc/uRyOaPphTmsvdaeDKAdBKGY5LwOJnGqk1EMh0MTNWcwGGAymaDX66HZbCKTyeDg4ADj8RjNZhPtdttIQWQMUf2qgojqceBHPxsDDNMPmwSs54z/J51SqZSxO0p6yXLyn1+7x4kkDuYlDpEkDVkX/R0pWVIFn0wm2NrawtrammGS7XYbOzs72N/fN9ImLxO12SdMP2yXsnqPzIPjBqQOOa9UpbwM+VHhOA/8I3nbms1mjUrtui5WV1exurpqCOu6Lm7evImdnR3TB6lO0h0ojnRrk36i3gIXCgXDnKSBWULbDKWtVD5X9FK1tS1LS5s0nssIQfKSRdOQkmHQE9wGm200qmOwDLr7t505Rh2/3ss2c04c2lLzWV9fR7VaxcbGBi5fvgzXfZB2YzgcolQqoVgsGoFoNBrhu9/9LnZ3d80eketwMBhEciuUfZIxRYnBYDD3u4k9S0wCrutiOByaqN10Emfb9+/fx/3792cYCAcs82iQmHEN+UnYWXV9fvCTJOdJTlKK9JP4NEOUbcgFRGacVPCQpC4i/rYzxncDuM62t7fNM0QKCJubm+h2u8bWOBwO0el0ZvyB5QMRennYcmaF7ROAuXvEhkRe3CS5cClJSmlBXqbI9rQky3JhA15oac7GkJJQJ2W6C1mvrJsLhMyJKjHL6XQPuq/aKG0ro/tjU8dt5f2gb9v195KiY5KH1iIg6X8Sb9uB+T60QQ9zv7KZTAZXr17FmTNnjMveaDQyTxL5XVtsSdq/gWCBdSSkh4pei6xHalFBEJhJchPMcwmJIzE4joNcLod8Pm9cYQB77hItdekYjWH6IDe4lMjk2MLeiNlA5i/VdRuTlOOXky1z4sgxa6bGRSAXoa2MzlEk6wo7h5oxe9EwKSaZlGSaNDhHYTZ2WCRFQ9tnQWk67yDIZDJ4z3veg2effRZvvPEGvvKVr6Db7aLRaJjXc1x/VIWpHUqpMcxeliq1vAAl5O+2INNeSFzdjisSy0sXvdDm1Z2EOO7397ib0k8Sl2quV9QTzRi9+hTEZse6vJhO2E0jx+DHwGS5ODhpDNImXUmpf1EMMwqSop1fPdPpFLu7u7h16xZ2dnZMQAsZu9RPIo1yWMs17bUvZLmgiHxxY7NfJQGbtOFXv9+GC7sY/CZN9ivqpUO5XAYA4zBvG6t0udGGat0/v/EFkbRYn1RRdPqMsFK5TMql6ST7H3XNkPFokwVwvIxTt8kLManSlUol45ImHfWj1G9D1PHOu7hJgo6O45i4CsPhEL1e74iU6GXminshPK9eOd4gl7CR/SRl40lCTlJYiSOu3WuelJPEeINIrFL91X9LUqL3M5PEoaHfi5u4UuRJlCDlPynF00SThOR8XEhSyqTvMmA/tBelbdiYYpB2vRBZ3U5KbQrbLhFEVI/Tnq4/CXuaVoOl7U62K/8u214Eg2C9fvabMJDSgo3xJrVmkuhrXDAMmOM8cJKW7mau65qYiLx8S/qQi4ok90vUNpMu71WHvEsg/XVq6nmI5Uy+aOL6McjjVLGkWhoHfnYS/n5cG952yMiDL4pNiOUlw0+auZ8kSTKdThsmScdpwnUfuLPJtWMzQUTBIoSTk0TXJKG9DfRnQRBa3ZaLfpE3jPIml7EQGRxWSyvyH3A44UmHfI9bl83OqduQn+mniLY6wkKqf1w08jO2R9si/dmiYJ7a824FN5nrPnhBQjrxb/zHMF/yIvIk4Tj7oxnVcUFe0mgNLShCx5P02uhJE5yqjOu66Ha7ADDjHsTP5OsRGYjBdd1IG1yPRzOQpKAZh2aSZFSyTb+bO1vfbZB0kkxSvktPpVLI5XJIpVIzkVzCjM3vQHi3g/SaTqdoNptHTAq8xMnn80in0yb0XVJI+rBeNGwqb5DvsHwcUKDS+ysMs451cbMoOI5jInTzEmMwGMw8K+Jg6XxdKpWwsrKC8XiM3d3dmcTrYdpdpHSs7Y02xiEXlNft8LwFxHbmmSXYDh34JbPU9tOwWCQdTwr0JQ0AlEol1Ot1AIh0wHwvgq/ntO3b6zCVT5Kl21BY6Bv7qAd16Bc3NtUpyc3AU/js2bN49tlnMZlM8Nprr+Hg4GDmeRJVmbW1NZRKJTzzzDP4+Mc/jr29Pfz3//7f8d3vfjc0cW1MJemxAUfDl7Ed13VN6HpmjNMuGvJE1pc+sk6Zv4ZSNcuyTko61WoVhUIB1WoVa2tr6PV6uHHjBprNZuBNrk0HXrbruBLlotZdmLZJT+ConfratWv4iZ/4CTSbTfzhH/4hbt26lYgdMknIPXwcNCwUClhbWzMRvWi79dLa6vU6zp49i9FohNu3b6PT6QRuy48/RV2HiaRvSBJkCIVCAadPn8ZkMsG9e/cwGo3MP+CQ4RQKBVQqFZw9exbXr1/H5uYmyuVyJClS/pSIcwpJ6EjuXpKkVLPpc6fL2ha4PsTkyxvbTTNtvLlcDsViEdVqFfV63UQlj2JH86JTUjR82PCaM6Jer+Pxxx/H3t4ecrlc5IR03yugbTafz5t7Be5xfZnFz/P5PGq1mtEeo7TJn357JCgCM0nbE7hF2OoojmcyGVSrVTiOgyeffBLnz5/HxsYG1tfXcffuXXz+859Hp9NBrVbD+vo6ut0uvva1r+Hg4ADZbBZnz541YdSCwIt4msHE2ejyvbVXW3yOKC+m+Df50wYp1egw9nwqxzwiMtLz2toaNjY2MBwOsb29jX6/b25t2+12oJOcfSVj9gpKsAiGsSi7uBfq9Trq9Tr6/T52d3dNJP10Oo379+/jc5/7nHEJqlarGAwGgaLNHBf8JKukaUjtqFarATjMiX7lyhVcuXIFW1tb+OpXv4p2u22yK47HY2xtbZkwaaVSCcPhMJBW47fe/LQvP4T2k1ykvY71u66LdDptPPYpGT799NO4fv06XnjhBbzyyitw3Qch39fW1tDpdPD1r38dw+EQuVzOSKFBmaTsh2aMfjaUMLCFzSfkZZOXPdDrM/bN9p5WZk2kKnP+/HlzgLiui5WVFZw/fx737t3DrVu34LouSqUSyuUyJpNJYHXHdQ8zZtrieR7H2lkkWH+9Xsfly5dxcHBgAjfQNn7//n38xV/8BYAH880kV2GZ5CLHFMfWHAUUeLg2JpMJPvKRj+CHfuiH8PLLL+Pb3/42ut0u8vm8kb63t7cBPNAYGRYxqOnHy9Rj+3+g/ocpvGjCptNprK2toVKpYHV11aRU7fV65pleOp3G6uoqPvCBD5gwTI1Gw2xKBuLlyROWsfldhiSlLkahY1BbnHQ9cRxnRgOQN3v1eh0f/vCHzU12o9EwOUdk9KGwjtDzwlotQuU+rg1Pmo5GIxP+633vex+m0ynu3LmD/f39mejuMipVFKa3qHEtWuAhZNbPfr8Px3HMnuaN89raGj7ykY9gZ2cHt2/fxt7enrHHS4El7uUNYH8oEgSx0jckBUpBuVwOzz33HK5du4bJZIL9/X2Mx2Ps7+9jNBrhypUrmE6nuHr1Kv75P//naLVa+Pf//t/js5/97ExCIfaNhA7aX1tuGfl73PQNsh+2n3oS+Zl8ISAvX2xjchwHpVIJ+Xweg8HAvJnlYuO78aeeegq/9Eu/hGKxiN/5nd/B5z//ebRaLezt7RlJ3nEe+PjJ9A3zYEvfIMcVl0naNvhxMslUKoV2u427d+/imWeewS//8i+jVCrh3/7bf4vPfOYznn2xRYDyw7yDMGkkTUPeK/Cd+M7ODlzXNW/YmXXg8ccfx9/5O38HvV4P/+pf/St8+tOfxnQ6NXcPcfwruebjMsoT9XbbcR5EJi8UCuh2u+h0OsZ2NhqN0G63cXBwgGKxiI2NDSO1dLtdDAYDdLvdGaaSVMh39i0uvNTspCFtkWSoBJmd4zioVCpGpWYQBqnuR6Gh1yHzbof2fOAlRLVaRalUMgeJprf0NPjbBLkG6cLnuq5JCdztdtFsNpHL5VCpVIwbmk4kZ7t0PPaxuAFb1/5ziXfk/5fUzp07h5WVFbiua1xgSKgLFy7g/Pnz5juj0QgvvviisaPpf2GD79r6ZPs9qkuHjL7ip47a1FttcNbf15c0VJX1S5BqtWrMGU888QTS6TReeeUVk5mSY8tms0Y90nEtw8LGIKKqT9IFahGwaR6Sto7j4Pz58zh37hwKhQJWV1cxnU7NOpTlCFtytyQQta5F05BgzEjpscF5v3jxIi5cuIB8Pm/8m7/5zW/inXfesfYtybUnEWQdnhgmqUHCplIpk/qUJ/JoNDIh3wkazl33MEVBEs8Sk9zgDEk/r19eN9/yp9/3bAyUGyOfzxvjOW29pDPDtNHA7jgOOp2Oed0UFDZ3I/1ZVBoex2EtJWjJ8Pj7Y489hkcffRT7+/t4+eWX0e12Z9xa+JyW36OJI2mcdCZpg17b82zXi9BWZb1B6j+RL26A2cHQtsh/tiCm0mYWhznqzeylfketW9arP+P/o7gpzGuTdUkayfZYRh4wsnyUdh+G3TAJaDsw7WuXLl1CtVrFcDjEnTt30O12jzx5k6+WGHPgJAXcfdiQ+2nRa8Kmpi/0dvu4Bqbbcl3XqHv6c4lFqDNE1FsxDa1yeMFrnJqhefVT1iEZLg8cnT6CP6X0HTVDop8U7PX3kwT2VaYXSKVSWFlZwUc/+lFcuHABX/ziF/GlL33J6ubEJ3W0wy2fJR5FkDV1kg7VeLG/jglBReOkCOu1keMy4bDfPY6FYjtp5b8o8GOEx2WuiQObJD+dTtHtdtFqtYzzOF2t+B15UXZSk4AtER4n2iapnaN1gqtFtBlE1Y06/nw+DwAzfmK6XiktJqGmaclT0pD10w5p83EMO1aZCsKv/1FpaFuHSWo5+i02n21mMhnU63Vj081kMmi327h9+7bx39X9WHR4tHejTVJi0dppkFvxd7VNkrBdQixychc5cbY6vdo7jjFq2NT7KH05bpU6yTWhPRr4fz6VA4Bz587h7NmzmEwmyOfzRyTOkxg78qTBdpl3UnFiJUng6EWHdsUAkj+t/W6IZZtRkMvlZtQxW3uLvrihpCdTD/R6PeNu5dWvMO0tUhq3SUFJHmyO8yBM39NPP41Lly7h1q1bePXVV01qBulGdeHCBXzsYx9DNpvFpz71KXzrW98KZHNOCnFoeBKYk/YGsNl4F9ku25yHE/N226tNafORn0mmnSRh/cYXV0Kad9myCHjZHNPpNGq1Ghznwasanc0var/mMcdFSJlJ0pBmnevXr+MHfuAH8NWvftUwSfad797f85734JOf/CRWVlbwxhtv4Pnnn0+sH4vESWCQwOFeZtQpSuGLhuQfQXBi1W3agoDDjZfJZJDJZGZiLR43004aflIQJTKb61CQumyOzQyPlk6nMRgMjEuVVjNle4u+EDtJIM3v3buHV1991TjZA0dff+zu7uKLX/wiyuUyNjc3H2a3Tzz03NM3l48egONl3gvJu71og7muq1wuo16vw3EcwxDL5TIqlQq63S7u3LljnjjpCw/dzzj9sNlO4jiT65tj7e5jY1ayD14nLU9H6UdK53BZT6FQQKFQMM88ZX2yT1TLo6bAsKnDEkk6kwdZh0EPGm5cvjuWz11ZD+may+VMOL/9/X1rtKRF2t3eLRc3WvMDgGKxiGKxOLMOH4aE+668uOGiymazqFarSKfTZiNTkgwyySfVKBy0X0lIXZJxEvIdMZ8tykCoSbb/bgTnp9PpWMPsSbNTr9dDq9U6kevsJCGdTpso+PwpD7njvOeIgljO5FEHNk/FdJwH77R/6Id+CLVazbyT/au/+it88YtfNC8dZHlN9Kj90kwsifESkrnrpF5aipMXAFrNYzn5PV0emM0LLZ3E2+32jJGczFTahFhXnBBVx2XHDlJ/0D7Ygktr6AAMSbT7vYy1tTU89thjOHXqFD72sY/h7Nmz+JM/+RN8+tOfNlriSUZoJpm0u4UXo1xZWcETTzyBU6dO4T3veQ9qtRpu3LiBbreLfr9/hLBJ3QgneRh41S3rtUlsNtXQqw+ShpomDD9HFZzST7/fP6KuyqAacej4bnLtsCEow323jg+YtXUvehyO8yB034ULF/DII4/gR3/0R/HYY4/h9ddfx3g8TjSL5KIQS92OapOkekfJJZPJmCAWDJZbrVbx6KOPolQqYXNzE7du3UKhUMAP/MAPYGtrCy+99BK63S5yuRzS6XQiBM9msyaqNoOnLhI2O6r+jOVkGeBQbZZRkmh/pKRTr9fx1FNPYTqd4ubNm2i1WigUCiYcfrPZNLbeYrGYSOpT2ut4uZY0vGzGwOJyOgdd50kxnaTdwLzaWETd6XTa7OXBYIDRaIQzZ87gIx/5COr1OjY3N3FwcIDV1VX83M/9HO7du2fSNwS1GwdBkjSMzCTl4tRq4DxbIW9XKWpnMhmsrKwgk8ng4OAAnU4Ha2truH79OqbTKT7zmc/g1q1bWFtbw0/+5E/i9ddfx1tvvYV+v29ycTOnSBwwNe1wODR+cUlCnuD65tmPhnrCKfnJF0lSamR08Y2NDXzwgx9Ev9/H9vY29vf3UalUsLKygk6nYy4amABsb28PrVYrciRtAObA4xvxRdCQPyUt2FfJPHXbURmDV11sk/9P6iLTZv5YNKL2XTM2uZcZNPvSpUv4xCc+gVQqhb/8y7/E5uYmHn/8cfz6r/86vvGNb+D1119Hp9M5cvDHgXxZFvf9/LFd3MioKoDdf4+2yHw+j9OnT6PVamEwGGBnZ2cm5wUAPPbYY1hbW0Oz2TQhv+KCNjvbwkziIkOrzl7qtp9qzXBrtlPSdR/4+K2trSGfz6NarRr6MH8xpeRsNotHHnkEAGYk+Hl9CzJGW5SmRcFLUgj6mR+SvDUPi5OuzvutDc79hQsXUCgUcObMGXQ6HYxGI9y/fx/37t1DrVZDvV7HZDLBE088gZWVFdy7dw8HBweJ9C9Je3hgFyB6xevk4rojXqd1LpdDqVSC67omz4W+YKjVavilX/ol/NiP/Ri2t7fx9ttvY39/H1/4whdw7949VKtVVKtVPPLII/iRH/kRZDIZ/M7v/A6+8IUvJBKSimGubAEKZAgsuh6FBZ+wkYnYFpp+ny4lT0Zxdl0X7XbbSM4sQ1XnR3/0R/Hcc8/hu9/9Lr7+9a+j2+1iZ2fHSN7ZbBZXr17Fz/7sz6JYLOL//J//g29+85smU2Mc+L3dllJgVAkp6Dr0QxCJUmZ99FpXjLsJJP9axK+Pcc0LcV2ApEuPzurJxF3VahW/8iu/gk984hO4e/cuXn31Vezt7eHLX/4ytra2cPr0aWxsbODy5cv48R//caRSKfybf/Nv8Gd/9meR+uTVTz8aBl2Hx5K+gSqRzictJUsS+/z587h+/TpefPFFfO1rX8PW1hZ2dnawt7eHfr+PTqeDjY0NXLlyxWRSTCocld+GsNkKw8JLeg4KPuHyMrqz72tra7h48SI2Nzexs7NjGCpzhzC51yOPPIJSqYRsNhs6sK4XgoaBi4okJET2Y56EGGTOk1gXNpxkSVKO2UZHMp4LFy7g6aefRq/Xw+bmJu7fv4/NzU3s7u5iOByi3W5jbW0Njz76KIrFIlZWVhLt5zwGGRShJUlKCFp1tp3q0v4oy2t7Xy6XQ71eR6lUwvd93/fhypUraDQa2NzcRK/Xw+3bt9HpdIwzea1Ww+XLlwEAX/nKV/Dmm28eIQL7EBb6uzo/ieM4kW2ffEFEZmyjobQ1crExCg3huq7JzU3QFpjL5XDlyhWcPn0a9+/fx1tvvYXRaGRoTklybW0N165dQzqdxre+9a0jYfPj2Ie8aCjriStJzluHtj4FMeTbLtNs9kiZqpfjsZVL6vLAZqo6bod8qeXI78vDPp/PY21tDaVSCc888wyuXLlitMJut2vyuq+vr+PUqVOoVqsmwd/nP/95vP7665HGFBSaOSaavkEuTn0LK29YNbgpqcqREchJKZVKOHPmDNLpNLa3t9FsNmde3HABVioVVKtVtFot3Lx509SnYTPkB4HNvkQGL+uKusGpbksmqdUWySTZXrFYNNkPmRFS9zWXy6FWqyGVSqHVaqHX6xnne1l/sVg0FyutVsuaG5v9kjflQeF3ySQ3VVQa6hQYtnVog5xHv7Y5H/PqCnIpEKQuL2imJfsf14dVM0lNQy8wELHMnaT7XC6XcfHiRWQyGdy7dw/7+/vIZrMoFotGE0qn0zhz5gxOnz6Nvb09vPrqqzOvmhYF26EVpM3A6rZOTuXFFPXk2mxrXGT8fDKZYDAYGHWc0Z0LhYKJ8DwajUwfer2e7zOmqEZbr1vFpNQpP1uQtOkwsjWlPy5KacfUkh4vZWhHYxlKr/QtpWsO65PzIvslGVrYMeqYn1oSj0NPPzXPVk6vhXnj8ZsbmwQVtq4g4MHi1Ubc9RhV0+I603tfMp7JZIJ+v2/MQsw9Rc8L2m5brRYymYwJYrwIBum1RsLSLxSTBGbVHFvjZHRkYtyMwOFpmM1mZ25UR6MRms2mOeFKpRIqlQrq9TqGwyF2d3fRarXQ6XSMD57fCR6V4JxQGwPh+OJAJirzOmTohkS6kFnKwMMsRxryRp4J4KVLUKVSwXQ6NeligcMXI1LV0iorg16EpSXfNHMz2NqIAx2ImXVL2FTToAzfdtlkU3O9Np/8PM7FirxAtLUTB/qgCTrHNjORno/RaIRGo2H2cqVSQT6fN3cHe3t7GAwG6Pf72NnZWZhDuTxovJK6BUVoSdKrcr9NYDt5tLoo1U2b3YCSkhx00mC/dHTqpE450tBm55S/S5Wb7csxs5+ajvqpo62sVPclbAwxyrjZ/6SYooa0BdpoIPuR1Lx5Sa+azkm1a5uzJCUtv0MFmPX91OPlZ357nfvUK984y+jDOknIg0bTb2GSJNU24OjLENkJzam1muM4jlGdKfEAmInXx0HKBUIpbJHh0aQkrE/yJKTJQqFgxsAbZi2h83f2wabiUVq0qd7A4ak+mUzMyyHHcYwKZJMigzC1IGoaX9xIGkrJNC7jLBaLZjwyiyb7xTWlLxj8xjTv73Lu/conxZj1fpL7IImDh3uZng5SMNAamteYbLRl37Q7lDy8U6kU8vn8jFS6COTzeRSLRYzHY+NHbeNTQRCYSXLh61SbskG/00XCpippY/pgMECv1zMDkz5rur6kFqeU4myneNx2JPNgG1JC10xI/l3bwWwTroMukBmzfi8a2hhlHHsamaO8pZemgjiQF1Ga8fpJ54Sf9BeknPx7ktKqF2QbUTa4DfKyUB4quj3beOX/9ee2dSgPaODwQF+UHZLIZDLI5/NwHMf4/kb2qAhaUEpUWhWU/3g6yHfEXmXy+TwKhYKxp0nxm9GyefIUCgVzYcN2ZR+SgLxAqlarcF3XpDZIQgrS76wlSBtKf47joFgsAoCx3Uqmx7r4smYymZgTU+bOHg6HSKVSKJVKSKVS6PV66PV6M21K1VvaTef5jNrUwNFohF6vh1QqhXK5DNd1zZPRJGgo27StQ/l/rjHgkKnybxJ82kray4NEHtLlchmZTAb9ft8ECdF9sx1sUcbIPcL5kBd3SdDQ1p4XDf0OT/6f8SG5h+Ra5WfZbBb1eh25XA6NRgMHBwcLk8pHoxG63S7y+TwuXLgA13Wxt7dn1v5CJEltE9OfyYnlDW0qlZrJ8yzVQTKBtbU1DIdD7OzszGza8XiMbrdrfPooolO6tCGoFOQ1AeyrdD/a3d1NbHHK215KlXLjctzAA2ZVq9WQTqfRbrfN5PLvvMnO5/NYX183hww3OdvjK5vV1VUUCgXs7++bRUywH7y4knNpO4y0O4osQxqWSiWsrq6a7yUlBcn2vJiRZGwMtkCmZmP8hUIBKysrGA6HODg4MFKOlJZSqRRqtdoMDSVNJEOhmcTvctFLapVj5HzIMS2SScp2ZB+1V4ZtTZRKJayvr5uLVhkCjUyST2ZXVlYwHo/RaDQWtpfpEVMqlfDoo48acxTnJAwNE8m7betk0E5op1yvuhdlu/BCEosxDLzUaL8+SMnFRsewJ7GX6hoGNunpuOcuaLuazvPoHZc2UXFc7cXVyKSpyqtulknC9DIPuk0iLD0DO5MvscQSS/xtxOLZ+RJLLLHEuxhLJrnEEkss4YMlk1xiiSWW8MGSSS6xxBJL+GDJJJdYYoklfLBkkkssscQSPlgyySWWWGIJHyyZ5BJLLLGED5ZMcokllljCB0smucQSSyzhgyWTXGKJJZbwwZJJLrHEEkv4IHCotOeeew6u62J3dxcHBwczEVNkAE2GLtLJv3SUbx1tWYdjYoY1xiNkgFUJhqViUjGZK0PHsJRxPHQ0F1s0GB01JJfLoVAowHEcbG5uBiXbDJ599llMp1Ps7Oxgf3//SJw+HQkoSLIzP/hFY/H6e9C6g0DXz5D6AEyosbD41//6X2M8HuOFF17Aa6+9NhNuLpPJmIgvmUzGhO0aDocmhJuMVCOj4suka+yrXKOSJjIuqE4nQeg9INe3XGcyTJkMTSbHIf+2traGjY0NOI6Dv/qrv4pEw09/+tMYjUb43Oc+h69//eszIcQYBo8R5pmLZjAYGDp6pRfhPxkS0CvuKMuxLdJIB0LmvOg4neyrDCQt28zlcsjlcjM0JM6dO4dLly4hlUrh937v9+bSK7AkqReAV/DNqLDFqPMr87DaitOH4wp55RXy63sh4JPceIB9TJIReh2ScjN6zYstdJwtDFzQEGv69yD16YMzifQlksn5JTXzY3JJ0sZWztambEuWm9emXgOSqQdB6PQNAI5IdYxizTzPlOpksFrZSU4SvydPCT0oDsgrR4qUJPWgbQFENbG8NoyWKJg3PA6jc5zDiOQMm8//Uxq3TXDYNuUJ6xWNmyc4++K1KOPAL7hrVFSrVYxGIyMlMiOklEQKhYLJz3779m10u10TwJapiiVNm80mhsMhgMP5Zr54RjRnamO5DjOZjIn4znLsm5w3Oc+kCfPLEOl0Gvl8fkZCY9Bk/t1xHPR6PaPJRcWpU6eMdrazs4NCoYB6vY5UKoXBYIDxeIxCoYBarQYA6PV6JlMp/zHiO8fU6XTQ7XZNXxkNP5fLYTQamZTGzO5JGmazWVSrVROgmzQcDAYz6yebzR7J0SRz6XD+s9mskYLT6bQJ3g0c5g1vNpvY3t4OTMNQTFJGGpaiseTKUiTWEb21qsHP/IK0SiapE2fp8lpt0YxZfo990X3SpgF+15ZDOiwkDXW/5Gc2KcJmavA6abkp/bLRaRUwLvPykiYkkmDExWLRjO3g4ACVSgUrKyszdMzn86jVaiZdaa/XQ6VSMRHzS6XSTJ/a7bZJL8H80Nls1qR0kHnKx+OxUevT6TRKpRIcxzEpNpju2HVdk8JEM0muL6quPLDICKTaykjzVB0HgwFarVasdViv1w3TajQaqNfrhkFzHJlMBuVyGYPBAIPBAN1uF+Vy2RwehUJhhobdbtekCiGTLBQKKJfL6Ha7GI/Hhj6j0WiG4ZZKJWQyGVMHDxoAMzTUqSxYlzwgeRBKntDtduG6LgqFArLZLLrdLvb29gIH/g3MJJlfhjYCL5ufTdoLuzFc1zULkCf4eDw+Ypfgac4TXzIOzURsfZCMUvbd1v8kGAlpKG24837qvnqNRZbjAppn05QM24vpBkVQiTcuk7x79y6GwyE6nQ4c50EOpW63i3Q6bQ6ySqVyJEo2GZzjOGi322bT6XGTJkxxYZt7fkYpxSt1KWlCZkcGotVUtkspS2pkLMe6KWXFYZKvvfYahsMh9vf3ATzQYlqtFlKplDkwyKQkSEO5/6RWqDU/5lyihCgPbJZjLhqdblmOmZocaeEVAd11XSPtVyoVlMtltNtttFot0zbp3O12k5ck9/b24LruTK4Q24a2ddy2AW1qpUQ+n8epU6fMQpRGd8nUeKpJE4BNXfVjPlKq0/2SuV7iMknm9OClhVSHdYpNm9QVlMHwxJ7HTHW+jyQY5by/x2WS3/zmN42amEqlTMJ74JDB1et1I1FwzXCs/X4fBwcHSKfTJu+PPCy4rjudjpEGc7nckUOFm14mbWM5PWaq35RibQfxZDJBu92G4zio1+uoVCoAMMOAKDDIC8oo+LM/+zOMx2O8/fbbhib3798HAMNkmAhP9lUySGp2TI7GPkk1mOuckrScf9bR7/dN/ptqtWpyEmkaDgYD9Pt9ZLNZlMtla9ZW0jCVSmF9fR1nzpxBLpfD/v6+Mf+Rn9CMEQSBmSQlSK0u8nd5igTZ3ElsmKCIIuXYJNE4pzdwuMi0VDLv9yg4LtoeN9rt9oxGI2lJZiITcNkObR5MlOq9bNnyxtZrDfNg8yqn94Y8CG31yXKSSdmk3ahoNBozOdmlhEipj4xOHrZaUiSttRDC31mG6rcXDclwZZbPeXTx05B0WSl1RhF2AjNJSpC2fLn8Py835t3AzVMFHedB4vlGozEzgfLvBNvjhMv+2ProB51NTavicZMXsY9SNZH9k20dJ46TocYd2/7+vlGxpZ1abvB+v49erzeTOZLGfACGMXY6HSPJSIZEpgdgZm3JzaW1Fimp6LUqNZF+v29UcG2r52YeDAbY3983DJXZF7nhtUtLWNy/fx/T6RTNZtMcNqQhbYLtdhsHBwdGVQVwRJPjePgdOV7+LtVqfkfSRgof/X7f2C41jeW8SFOLpiHtxcxoSSaezWYN4+flTuLqtpSCbFIVJ1Gn49SYx8lJDJm/V56+mrBSKogLKRlo+59NRQoLnTNbtvu9KvklDdq5bOuMEg43ms2OJS+raCfUB6P8XUqeEnIdyoNPXx7q8jYpl2Ng39h3yRxsPpdR0Wq1Zg4Vaf8j/Wj7lH6KmkZSkpT905BrXq9zWd7PTCTnQ+Zw17ZLzrFU4ynJalonziS9JDk5AP2ZLuslKckBc5Dnzp3De9/7XgDA1tYWer3ezO0hb6x449bv943tUpb1ky41vJij1xjDwiY92jZgXHXqJCPuYdBsNuG6hw8MtHqWTqfR7XZx+/Zt9Ho9I8GQIWhXMfl9OR9+ZiNZTn6m7fT63zya2Nzc+Lv0LIm7DtvtNlzXNRK0dDWi1DUcDo0TuTQpUGK2XWRp272XWYn/1+tc2v9Zn/7Mq01+n/NL5igvjGS/wghVoZmkjVl6TZoXY7ExSYq/NLZfuHABP/iDPwjHcfD222+j1Wqh0+kYFWl/fx+u66Jer6NUKqHb7eLg4MC8EOj1elapzQuSSWuJQBuIo0Lbc7lAtZQsyywxi4ODgxkmKTcP1ahWq2UuIMgkpepN2OZDSnpesDE9mxpps99LyM0vy2gbmkaQPvqBBw1pJOnEC69+v4+trS3DEKUvqIRtvQZhQF5SpRaq/PiO7gNwSBu6Dtm037DufIGZpHx+5VdGuuhIbm8rp0XrVCplru7X1tawsrKC8XiM4XCIZrMJACgUCkin02ZSq9Wq8XujKhaGmUlbEH8uSpIjbWySgvy/PiGPEw+r3aDgLameJx609DcsFArGvURuNq1y+x1KfoxKl7FpTPO+qze+TdVnubgHtARv4bWniNTkstmscQTXwobXix0/Vdr2d1nOJigEgRejlS+utKubrW9+CMwktSOnTerhe2vaVDTDYufz+TzS6bS51ueAMpkMrl69iitXruCJJ57AlStX0Gg0cOfOHbzxxhu4cuUKLl++jOl0inq9DsdxUKvVUCwWsbOzY9yEuIHkJvAivuM4pj8E+8+FJMvGgaShrlPfZkq6RkGUOmyS9EnDysoKgAeSIV1maHPK5/PIZrNYWVnB6uqquXyQNiy6kACzFwWaTvLA95IIuWYlbLezXoxU1yf9NtmuTROSazUKTp06Bdd10ev1sL+/by61UqkUcrkcMpkMKpUKKpUK+v0+Wq3WzJqlAzglei9bou1ttY3OUurzGrc+OLzqyuVyRiu1SZKSgQZFYCY5r1J2Qp4y+m9yMLaOOo5jvPTL5TKKxaJxwKb9hIuShCiVSigWi+bFgM3XUdbvxSj1abYI6E3idYLGlebC9t9mBzupEqWUJLVkwPVH30b5ykWWk1qRn6koKPw0g6D1yf7b7HBJSpOahnLd8ScZjryVlvtEa5Z+4w46dvl/P6kT8D78pVZIWvqVD4LIfpI2kJnpCxM9GdKILu0Ew+EQN2/eRKfTMRcyq6ur+P7v/35sbGyYJ1vyxKhWqyiXy9je3sbBwQHa7TYymQyKxSKAQxuFF5Fc1zUOwbRpATjS53nO2UFA47i0ibA9eREQt5156qEcm+McOkIPh0PjosJncHySd1JAexrnDDi0B3a73SOXEbrvdG8BcMSmCcxK9kEOCq5hm3Cg1Xo931oqosTL54mO48y86We5uPOxs7NjJEmtyZC23Ovcz6QN+9TpdAAculPZpGdZp585gzfkNJfIsqSXpCHpKmnIuaLHwtraGur1Otrt9pG39OQ1QRHJBUhDMhLefnmJxXTfkFyen49GI2xtbaHZbOLJJ580Tw6ffPJJrK6uYm9vD7u7u2YhUb2nB3673Tbqez6fNxtpnl2IpyVvxAi5MJNgXpwYeSmkT+RFS29SGuAGz+fz5lDp9XoADi9BpO/oSQBfwujDjxua4LzqSwR6RwCz4dA0bBKWhGbQNrcc0lm6sckNruviZzKYg+5f0ItIP8iDhmNl/zS9ZBAJQtJQ9l//3+ZXKv8v1WFpNtHaAfslmaRkwrq/fDe+trYGADPBLNhmmDUdyQXIr4yt45oB2MrxFKlWq6hWqwCA27dvAwDu3buH/f195HI5PPLIIzN2pb29Pdy/fx937941thN9sgdVHckQbJc/coFHhU2FkurAcai3XIyFQgGnTp1CKpUyHgPyuZuUbJNSvZNQF222Ztv6srXNg1mXC7Je9d9t5hFZtzbhENqFx/Y7BQbtVK3HGxXafUm2IQUCLRTZaCi/I2E79L3KEHTN8TKjyAPRVocs2+v1sLu7ayIA2S6pgiKWC5D+u03S1IuYqpAEb9Oy2Sw2NjZw+vRpAMCLL76I8XiMGzduoN1u433vex++//u/34Rx6vf7+P3f/3187Wtfw87OjjkxVlZWZt7tBr2EkE/UtPMpmXhcyMmxSUSLBpnkqVOn8OEPfxj5fB5f+cpXcOPGjZnFTwlC2qLiXuYktcG9VGSbxC83Du3Yci171RVkLBI22ugNrte+lz2PDNImySZJQ9vDEEq9Np9SKSjMU6P1wep10Mhy+sJGSo2ue3gbb6Mhf+ccHxwcGImZn0uJPsxejve+yQO2RRqUCcjwVgcHBxiPx2i32+h0Omi1Wmg2m0bq6ff7aDQaaLVaJvSTVG+iqCZ6YSYh/ei65f/nHT6LABcazSNB/N+Os39+kJvTj2HMm/tFjWdevX4qvCwTpFxUeElimqlJqX0R/ZDwo5ue53m00Qxce6iEHYvjBlwtjB9nk7ZkB9hJ7Yztp05Ke0SpVEI+n8f6+jouXrwIANjd3UW/30e5XDauB+zH3bt30Ww2Z0R19osh54NuCJsTr+22PGrqAboA6dNStrdocCz5fB6rq6vmnSsN8bpckmYALbFEQaVSMfOvnYLZT9qyp9PpjNGeWoXN2Vkz3XnrVdvdbCq4DGrs9bSRP+VhZNvEtkM7qq14dXUVruvORBTSEiLdgqj6S/rYzGW2vs5jfFLC9hqrvEBkP2zltCDm5ZCvaRvkAicRSdLWSdv/gdlFIP9OyY8Rjh3HMZcJrVYLo9Fo5tE6Hcc5uXQidl3XM9hA0LHYVLAkGIWtjuOW0Di2Xq9nLmn8yiWF46ChXFdegVi8mFEUSclL1ZR/9xu37oOtb/L3pA5U29za1rvXO/Ok1obWUvQcaJXc1mf9HSn5ah9NbUILikgvbmyTSwmOp4M+5WRcPj4R064D2WwWTzzxBM6dO4der2eu75vNpnlDyhM5l8sBmA2Dz7psdiu/cRWLRfPOU9tieGraXDy+16BP9ySZZFLqYzabBXDU/cNxDiPAcK3RVUXOpfRgkOqkdvnxo4Usox2h5d+D0FFLnlJSk3UQ0i4YFdyHOmWItAFKe760Tctxe0mUQbQkLfXJ8lJSJx+x3XXYDj1bUjHJH+RYgyKRZ4l6om03kAwHDxxKhnqAmUwG73nPe/C+970PN27cwFe/+lXzJrvX65nLk0wmY/KU2NyO9E8/pNNpVCoV816Vvoy2KDNxL2781KjjlihtkIwhiahKtvrlzyjQB63cEHRbyufzKBQKJgK13hw8YGUaAGB2HUsmYXNIJsPlKxlpA5c/9djl9+Xv7H8qlbJe5kk1OCkmyfCHkjYyNQVzxLCcHAv3AmkYRfWWEp8sK9eh5BM2SdPGZ6SvpT6w5NwGRaK32zbpkH/TgVJtbgSTyQS7u7u4deuWifwjndP5XfppcXFKIoSFnAi/WJl60X8vImnp0VZ/XLVbb1a5caTEYLsp1XZEm5Sm7ZI2aDUQmI1HwH7IpG86wo+tbrm+/LwyFqFus2+6Tb8+xNE4NC209MeDTWoOXjZo3a/pdGq8ZRjr0qb9BkVgJmk7FTXj1Goqf7qua2yJrMumwgwGA3z961/Hyy+/bE4w2hY5gZLh2voQFuPx2GSfk9KDJmgSL25s30/KVpcEpATpZwuK20bc73tJFjTu82/y0KN0JJ3ObRePlAxlTEf+jXVRm+HBCsBkBuRlCG3q6XTaPK2VbdrWv3z5RXOBNisk4UwuhQ59MJBm8t21PkgoWLDfGtp+qT8jHXgxxP7k83nz8ms0GiGdTqNWqyGbzaLVapnUDLZXS+wXX9ysrKxgbW3NeL7YBLKgSFSStP0uP5t3G+e6LlqtlskGJyON6Lr1rWIckGDyCRTrlmNZlCR50hglEN5167hgk/7051qjkYxAjskm2er1pCUQlpEMRNrzJLxiFGjoPum+2PoQB5p56fFKIcFWNomDU9JMXqzYJHT5EmceHbRabYtAHpaeoW63vRbXojaSZrxyYHpik+gDTxgvBh3XFuR1eDwszFNbkpYik9jotujuehw2c45U57h2vcw+wKzEZzMfcT3m83kjeUqTkpRk5dr1OmglbaSdz7bu49JRZxnQB4xklH4mh3lrw49HsA3eCZBeUuqeTqcz7/HL5bLRBGySuNQEeOmro6+zXwu1SR4XbAvXdgIk2S95EWB7WJ/kaU6cBCZp68ei+hWXhjZTjYTc9DapzMYk9fdZ3qZuynK8uAFg8lVrrwj+7sck9bqWNkwbkqKhZpL8Jxmk3zrwYpRyPH5lSMNisQjHcdBsNmf8Fl3XNelz5WUczXC2/lBy7Pf7JpCJTRNYuCTJ320NHdemX2Q7Nulh0W0eF2yXBzb11aZuJYG4dfmpirKM16MHKT3Kvkgpk7Y/LwYp29XRsbhRaXOja5mfRBbkcz0vcWCj3zwTRpi97nf48u+065KhAYdagmR2dCYnw/TyfWabPFy0ic5mVgiKRGySfmpbHNgGtUhGJcdhC/H+vcAkpcHc9j5Y2oqkyhgHSdLQz61GSmv6lYiUHm0vNzhmaWbRNnRJIzI/qn78Lv/RFYlR9OdJZHJsNoaUpD0QOGpW4GdyD+j+BJ1HP37AcdCNj8+OtVmLTJR5vZvNppEMdb2yPe37yc85R7L/Qem4kLfbSYCLNsxggthJgtahmYeX5HzSwT77Gb75t1qthvX1dYzHY/MU9KTBbw4kQ+Ta0e4+fpIRywWBZiDykkYGZbCp9EHGJtdhEutatyOZrk019pIck9wDWu3X88f+yGReNmjm7oWg5TRCO5PPU0PnGXu9vifL8KSm06sO/OmFqBKtvgGTkmSSCyPpxR6kPToFF4tFZDIZDAaDGRcYqjTpdBo//MM/jF/6pV/C9vY2fvM3fxPf/va3E5VakgBtgDKknVwzjnPoQjOZTNBut2cy6LEOmy1OR72R+a7lWGSMANrT5BqiusenszIEnY02XGNUP/XDCPl7kNvyeZAO+Vr15uEimZRO2cJyun9yTIRm/PzJCxXJHOX85PN5uK5rpEw/Guo25Xhs8xeWfomlb9Bl/RhlkE1DkVufdF6M1nYaBu3rPHvFu5VRcuFR9SNzsDEDxur86Ec/itu3b6NWqyVuj0wCfs9jOV4GuCA4BjJKzrfXKy29JmxlWBcPIRvz4qOHMJKkFEZsm1urjVFARihpqFVq9sXPLst+aeg96/U9mzov16zMAR53T+u+htnPoZzJg2yaIH8PUiaVSpnTRGZGZBzJ/f39mcRfsl6/U87WlvbTAo4ys0VJVFGl3yDI5XKoVqvIZrOo1+soFAp4/PHHcfXqVdy+fRt//ud/jna7jdOnT2NlZQX5fB63b9/Gzs4OTp8+jatXr2Jvbw97e3uJ9y0q9CaWG8L2HJCQh66ORygPWkpz8iDRG6pQKKBQKMxIldVq1UTDZ+AQPsPtdrvmM7/5Zps8tJhmQJdN0l9X2lDZB71vtATp9XfWJ2k4mUxmbL0st7a2hrW1NfR6PWxtbWE8HpsIYOPx2Nh6c7ncjJM+25N12SATmTUajVj5ygMfSWFsK14IyrQkk6QElMlksLKygosXL2JjY8NMqnQ2lapLGLXE9owNsJsH4jAzqdqxfi87YRLI5XImc+CpU6dw5swZ/MiP/Ah+4zd+Az//8z+P9fV15HI5bGxs4PLly8jn87hz5w52dnZw6tQpPP7446jX6wvpW1RImul/dJ3R61RKJ3Lz2iQ1PmfTzFP+Y9DnUqlkLnh4IPFgdxwH5XLZHD7zQIbLg5+JzLRExkMgzl6U+0RK3zJxmqSdpqEXo+TPXC5nEvPxM0rcbHNtbQ2PP/44Lly4YMZZKpUMvehSlc/nUSqVZjSDIKhUKtjY2EC9Xvd0KA+KxF7cxIVWm6QtRDKvyWSCTCaD1dVVc2rbxPGoDE2r74tUN5NU4yXoesIABVRdpMS8urqKD33oQ9ja2sJwOESj0cCtW7fwrW99C91u16TMoJ/aSVG79UGjP+fvfmoiNznL8nNgViXXt6GEjB2wsrJiyvb7fbO5aXfj+pVt+oHM3hYvk7/HXTOahlL69rMvyv/7rQm5zmSUJInhcGhe1j322GPmGTJpSBuoDF4TdNyO45iUw71ez2qvDIPAQXflY/1FbBguSHJ9mTmNTPD06dPY2NhALpdDuVyG67r4zne+g83NzSMSGhCewWmJAYB1gqJGyNEqxyLgOIe5yNlWNpvF2bNnUa1W8XM/93P4+3//7yOVSmE4HOLg4AD/7t/9O3zmM58x455MJuj1eub9Mt0qkogMJOkaBcy7Ld9Ik66UDguFAorFIiaTCbrdrjlY9UWMjjVge8ZmcwVi/dVqFVeuXEEmk8Ht27fNocJ4qDrjJCVdL3jZGuV6kapx1ODPMu/2YDCYqZP9lO/Tuf+02mwzbUiTBaMyjUajGSdxx3FMLquLFy/i4x//OLLZLP70T/8UL7744pFI+ZLJzluHPODk23NtQpBa5rwLIeCEuQBpe6AcHP/Ph+9e2eSSgNeptSi1OGmQcUiJhwu11+uh1WqhUCigUqkYRtHtdk1KDK1GnaRxB5lrLUnazBo26cLP/KHXBP8vma+U/rwYSNAxyvaSXuNaEtdSpS7rBSmM6MsXGz3JaPX3isWiUaeDMK15/QEw4y9p+3uYNR1YktTP9BYBSVBNXADGRknDNgA0Gg2TES3J9gmb3eUkS5IAjD1LnpyVSgX5fB7vfe97ce3aNYxGIzSbTXS7Xbzwwgt45513jmwWvXGS3qhRUKvVABwmy7JJ/XQBklIHbds6xiQwe3lBl55Op2MuD+RzVUaY4e0/D3KafQg+WUylUiZHk9femWcv03ZJ/oybvoFvm9lfYPbVi16vlM5kSll5EHHM1WoV6XTaZOGUTD+fzyOTyeDKlSu4cuUKRqMRWq0WBoMB3nnnHezt7c045RcKBaTTabTbbXS73cA0lGYVlrcFSD629A1JwUYAuTD6/b65JVy0rVCr7otuM0kMh0MTdktKlel0Gq+++qrJbX7r1q0ZlU2/WefPkzhum6Qi/y83NlXfXC43Y+NmWZp2stmsCeYsAy1IOvJSpVwuo9PpYGtrC6PRyDBh1kOG4TiOYcrz4EVnSmBE0heoXuYp7YfK8duCb7BMJpNBqVQyTFKaRGijzOVyWF9fx+XLl3Hnzh185StfwcHBgWHC8iKJL26YmcAGfVACR3PcsA8yA0FQhPaTPM4Nc5wMykv8DmMwPqmQ9iMm/Or3+9YMibZ/JwnadiYlHs5TNptFqVQytlU+H6R9keqxvG2lwzIPYbqusF65EelWQimEjJHajcxESYnND0FNCElB2/o1JFPU64AM0halnyaHTqdjbNuS6VFSz+VyaDQaeP3117G3tzfDSDknnCvW5Wd/9RqDZujafBcUgdVtW26RReO4GLOWRmz2JNmfqCf5canbhByXzp8yb4yL7mPU+k+fPg3XdY0qR0lQMrJarYZ6vY7hcGhu73XedEo98mLFZquzqZ2yDv69Wq3ORKnhba2t3iDws0PGXYdnz541NOShYFOtyUxlxkkbM2NfbAFFgMP8VvTXzeVyJj00DzAApox05ZK322FoSLdBHb4uisniezuz1RJH1OYoC+4kQ2sb8xiLLKfVc6l6z9MsZK4ZzVi5waPSWm/kRcPvwsoPtkseqVrLcfD/0ltC5+vRzDeORsN7C3rl6D6Hqe/ExpO0tSlVgCRfHXAS5jmgv9sYi+wvXxyQCdii4ejvnETYbq3laxGOS+Y2AQ6lmdFoZHw/gVkJKpPJoFarIZVKmeRzck2w7WKxiEqlYvxL5eEj046wb2Gdv+U698oRHgc6LoG2RWsGRbCcfEstX7wBD5hTtVo1F1b9fn/GFNFsNuG6LlZWVnDp0iW0223cuXMHo9EIuVwOxWIRvV7PXNKwDT3vfnRwnAcuRqurq+h0OsZ3leMNyyhP1MXNPBz3Cfu9Arko5Ont9zb3pEJfqtkkRCk1s5y8MbVJTdxAvHShKq6ZAHAopQAw6qE0ZUhJKepa9VO348JWr3awtzES28WYrpdmDB7G8jJmOp1iOBxiMplgdXXV+DrncrmZ70la6rf6/N1rHARDsfECU/cxDE60JOnVB95WAocG/KTqDxJoNU79DxuUAgqFAs6ePYtUKoXt7W20Wq2H3bVAkFIQ58vG8HQKBLqtrK6u4vz585hOp7h58yZarZZhaoxtmM1mcfnyZaysrGBraws3b96cWWe0hV66dAn/+B//Y+TzeXz2s5/FK6+8Yux3bDMKs5OXDBpJrEMdokw6zGvTgf4epWO+XSfTY1k68OdyOVy7dg1nzpzB/fv3cePGjZno7QcHB5hOp7h48SJ+9Vd/FblcDn/+53+Ob3/72+bFjdYYw9jLW62WefsuDzEiTJCQ0JLkw9zoUvzW+Y7jQC46v7qSWKAPG7x5rVar5t1st9t91zBJvcH5GcE1Id9ns/xkMsHKygqeffZZc6mzvb0NYPZmtlAo4Pz583jPe96D1157zTBJghcyp06dwic/+UnU63WTJ16ux6h7ZZ4NLikmKdvRucdlX+Tv0+nUeA+4rmsuVtiv6XRqLoOefPJJfOADH8A3vvENvPrqqzNPBFutFjqdDp566il88pOfxMrKCt5880389V//tVWSlRJsENp0Oh3jyWErE2Yvh2aSi1QDdN1yENL4qw27caFtFX7lToI0GAbaREH/M9rdUqlU5OdtDwtykevbZ8k4pcrLCDOu6xobGCVC4PCdcaFQQC6XQ7PZxDvvvIPt7e0j0iptbO12G1/+8pdRKpVw7969mf6xTvYrqYM8yf0naSjturoMx8HbZ3oESObI/mWzWVQqFRQKBezu7uL111/HvXv3jtj8C4UC8vk8BoMBvvKVr6BQKODu3btWe3MYYYh72cZUOcawwk6sFzdhxN95IAGlo68OhcUILcyq9rDsaVHbfBguQPp2jyGk+NKBt41JvMue1xc/VS4o9IsbMjfg8OKGUWjYTiqVwqlTp1Cv13FwcIDt7W2To5tO9mSQp0+fRjqdxu7urqGPTNHgOA9cjKrVqql/Op2al1+SmfEwki9bosJmG406Z4zsRBpIGkr1VAb6YFCUSqWCVquFnZ0d4wcp92i1WsVjjz2GXC6Hu3fvYm9vb+aFDm2U6+vrWF1dxXg8RqvVwnA4xP7+vvGLZFk6pvd6PSOhakimR0ZK+6Z8L09nf/lZoi9uFi1Bas4uI4jw9LIZ6ZfwBjd+KpUyzzllqCsmVno3QTIhL4lAfq4lE25K6ehsuxDs9/toNpu+Uke/38fu7q5hNNrOFUct9ttvcde91tBslzE2+ko6yWjvspxkrt1uF/v7+yYIsqYPnxveuXPHSPVe8xl1nLb+h0UoJiklPSD6ZNmYnVRpHOdBzL56vY58Po+zZ8+iWCzi5s2buH379rE6tL+bcerUKTz55JNYXV3F+9//fqyvr+Nzn/scPve5zxmJ4biQ1HwxujqlQL0eXfeBKw+l5YODA1Ou0WjMPG+TkWIomfL1h82exe+1222TUkQ/XZSqNdd0VDpLxpWkUCCDSWga8nc+v5S0oaQn3X+Y+oNSaavVwo0bN4w5hyCDpFvW9va2SSErg+lKFZmXQKlUyvcwt9GGzFr+jYdZWFo+NEnSVp/8fzabRblcRqlUwvnz51GtVk008neb28rDQrlcxiOPPIJz587hYx/7GC5evIgbN26YMGPvRhpqVxXgkHlJ2xPtj3zRwUsZeSBT+qM6SNVa1iXBzTUYDIyaZrtYSML+6GWeSOLikC9pgNn32fIyR9op5QsYmh6A2ayG3Jcyh5LNt5EHC+NJyrFJSOEpCrQUybrkeIMilgtQFJukXJwkPh/Fp1IPApeORiOsra3h+vXrSKVSaDab2NnZQSqVwlNPPYV2u4179+6ZhZoUA5enzyKkLD1p8rMkVCje+NPGWK/Xce3aNdRqNdy8eRN3795FKpXCRz7yEWNU7/V6ViN3VEiH40XaOfXlDTC7seRh6nfpoTcL65MSIiMq6Qg5kqEwgIZ2iYkCXgxJe2iS0LSTzuTyCZ88kICjc8uLMdpeWTf9HiklMjIQ50XaMuU6oTnIFl1e9x/wdyYvlUqoVqvo9XrY39+3xikIiljPEqOeajp5UjabxdraGk6dOmWY5enTp/GRj3wEzzzzDHZ3d/Hyyy8jk8ngfe97H5566iljmPezTUXpFw2+xwF5YMTtP33XmBXRcRxsbGzgQx/6EJ588kl8+9vfxp/92Z/BcRx84hOfwEc+8hGUSiUASKwP7AffzSZRnw22Ta5vkvVlVBB7tm0+ZEQa+Zl2TGd8TpmqwbYug6zVQqGAarWKUql0pGySl6Qcg5wz+Te5R/kZy7AffMkkg4YUi0WUSiVzGZTP51Gv17GysmIOHE1XHkY6bQVpJn8Psl6r1SrOnDlj0jeQdlEEgVgvbsJKkDYRmODJcf78eeTzeZw5c8YkJOfTon6/j3a7Ddd1cf78eWMYTiqeZFQingRIqebChQsmx8fe3h6GwyF2d3exs7NjNoTrurh69So2NjawtbU1Yz9Kqi+LgNcc6bWk89hI+shNaDPdcBNLjUe2qSVI1qUZs5Riw0D2XyMJgUDS0Eut5Wea1tPpg6jl5XLZMEvpDiTNGUzcRwlbOuTLeqVQYnP1ibKW+DzUL9JRUBxb+gZuTgAzxmLXdY1zaq1Wwy//8i/j7/29v4cvf/nL+L3f+z00Gg3cuXMH3W4X5XLZ2Nk+/vGPI5fL4Q//8A/xwgsvhO6PF/xEebmxokDaeIK0Z2ufEpOeB57MlUoFv/qrv4of//Efx3e+8x188YtfRKPRwBtvvIFms4lSqYRSqYTHH38cP//zP49sNovf+q3fwuc+97nETBZeqrvc4FFVcQaMlXZBTUMGZ5ah0tg23we7rjuTH0naqigZZrPZmWjt0i8QeCDxra6uIpVKodVqGbe0uB4D8n29Vt2lahzEfcUGRlLqdrvmVlmuKwDmRpp2RnmTvbq6ikceeQTT6RS3b9+eyW3O/udyOXzgAx/A1atX8fbbb+P5558/kr+G7eTzeTiOY2zHSZi7GN+TNml5wIWl4bG93ZYTISeeG4qfnTt3DtevXzfBYff29kzsw263i+FwiLNnz+LcuXMoFosmbWdS8LNzJHGCB23PC159kBv9/PnzePrpp3H//n3cuXMHe3t72NnZQbfbNU/GHnnkEVy5csUcTklJfvOkyKSlIJudUV40sE2tMs67GGA5ffurx8I8NnyXnARsUqS0q8aloe3FjZckqQ8GAOYOgQxNH1bcy5VKBadPn8bW1pa50JFtsrx8r52UHZuBpzWimOciM0nZkB/X1wm9gKNqSC6Xw9raGorFIj796U/jxRdfxJtvvjmTrY/SZqlUQqfTwac+9Sk4joO333476hACI8nLFSLMxY0tEo0uzyjOuVwOf/Inf4LXXnsNd+7cwTvvvGPUDgDGdra9vY3/8B/+AxzHwUsvveTZ3ySly3njDFMXGZ7jzN7CyssE6QvJFLBM3yAvHqRGwwg2g8EAnU7Hmq+ZlzSO46DRaAB4sCnlZQ6fzvJ1ip90qWkjpXFC2wLjgPVIuyM1RarE/BsvVwAYGgLArVu3zMWStAfT/pjL5fDOO+9gZ2fHOJ5LRs/c5Txc5M0z6wpKQxsv4rzLg1BeMIVBpGeJ+nevzcQFTBcBqjY6OgqDcWazWXzhC1/Azs7OzCbghDFDXa/Xw+c///nETu6g402KSerNMK9+jt8v7HwqlTKvE77whS/g05/+NHK5nElHwIWSy+VQqVSwt7eH3/u93/O8PU2SscnXIkk9z5NrQ7+4kRc5ZKC1Wg1ra2vY3983r0D0Rspms1hZWUE6ncbW1tbMzb9er2S4zWbT6lYiHfhd1/Xd4DbfPUl7uY/Cph7woyH7LE1hklnJG2hNQzJJ+TiBtFlbW0MmkzE53KV9l+WYu7zf76PT6Rj6cJ2wbzYa2tYl6+b3uS6kFiBf4YRZh5HSN3gZpPWG1yoNFy5PBxq6+cxQvgCRi5/qE9N1+uW7iAs/6SmumuPXhh8jkkZ0r3qo9nBBkbEyWhJNFsyWKKUpv3ajmAP83Kji0pAJvhhtR9dJKYWRyen0TduiXF9MMkX7JtcYDyTWR5rK4BpaspFJskhXmTfeDzatQEfVluOL631BH1IZsUiDfsoUbijx9Xo9I5xoZ3LSsNfrIZPJzDiJcy9zPJRC5fj0YepFQxuT1OaDbDaLYrFoLozkd8NKk4GZpFRLZMckbIZ56VtGcbdQKJjoMyTu7u4u0um02ejZbNZMZrfbxXg8Ntn9kjhNbfCSnuTJG7d+XXcQaPua7gsXU7vdNvYxJrUql8uYTqcm3cFkMjFh8+e9YogCKfHYFnZc8NJFXyZIFbVer+PKlStotVrY399Hv99Ht9s1b4DZz1qthkKhYMowgyTVbeAw4hSZilYPOUbGFSCjkGkJ/Da4bQ/xckkGi2XZODEqiVqtZpiZFxMvl8s4ffq0iRAl3/ozRiMvChkQpN/vYzAYYHd31/g8k9acNzrtM6+73MvST5J8g+Y2uf6lem+zLTuOg3K5bILu2pK6LcQmyYrncXQpLsvJ1ae9ZkjyxLANhISImjMk6BgX6QgtVQJb2/OkOr+J1dKmV1ntWZA05NzpNZAE+FROM0cJvrjp9/szKqOOXKN9AYFZ+shyWjjQZaR6Skgbmx80bXS/JDOYtw6CoFAoYDKZGI1O91uaMaTvpPQ/pbZi66tMXyHHo1/32A5SHvK2ccty/OlnopJBfKXNMqzQE5hJSidZTpRcPNKOYduAUlXhaTudTo3PGt/McgKk+wMHrCdSLtIkNmE+n0ehUDBZ8/TCjNsGVV+phpBeUuImbIePhJ5kueBc1zVMgvVSIloEc5R9khcD7Ms85h0UGxsb5lkbLw3kaw/JsDKZDIrFollr1Eg06IaipRLJSF3XnQnSINeFthlKrctrg7MOPxqyTim1SveVqLh06ZI5NHq9ntHc+Jnrusaxezwem1zk3Ke22JPStKP/zr9JydB20HC8XmtHlgNmGZ6mJeuiRiVNe2FpGJhJsvMUh+WCtEl/tsXARSWlQW0ctonQ0i6kCZKUGscxcqKl3TMppiJj9smLB4417Fg049FMknYf/p1zdxyMUh+YSUhAAFAqlTCdTmdeZnhJ6DwYcrmcse9pswXpLpmRZoCS6dvUO9Znc0C30QWYv6YkowSOSrhxUK/XMZ1OjTeEvMm2vbChvyH/2fohDxM955K+/GmrR15QamFLS/Ys72Xv1QcNBRGbMDIPod5u26QBOQi5eKT7gCYcy5RKJXPS092Cf6NoTxtmKpWy+j7JidB9skETR5blyZrP53HhwgUAmHnRE3eTa1oBR9MRyDakgdlLmiUTkFKApiETXGWzWbRaLd8o5HElZvYjnU6jUqnAdV1jf2L9cUBGR1894FD9pa2w2+0au9jVq1fhui7u37+P/f39mZcftBlubGzgySefRKfTwTvvvGNsdVyPvMXlrW273Ua73Z5hqvJAKpfLM47s7KOcY0qlcuPyH9dhLpfD+fPnAQC7u7smIk4UNxYJ2qZTqZTJM0MmAsDQptVqoVAo4LnnnkM6nTZBiKXTN/fjpUuX8Mgjj6DZbOLVV1+dCSZCWuRyOVy4cAHZbNa8AJOXhzzIZN70drt9JBUH+QLvLRiBSO6rbreLvb09ZDIZnD59GpPJBHt7e4aGC5Ekte1AMz65OTkAqs/aRiGZ5NmzZ82tI28ipSjOzZDP501oJQ0uPKn++6ky+jTnT26gcrmMq1evwnEcfOc734kdMJXQp55NJdMSjJay9Zjz+Tyq1epMnEQ5HwwPtbKygkqlgul0ilarZaVPGEnHC9KMwgC5cu7jMkleBvDSgGOUG7zdbuP+/fs4deoUnn32WZTLZXzrW98ykYA6nQ6m06lhFteuXcOHPvQh3L9/H41Gw2xWjmc4HKJYLOL06dOoVqu4d++eYRRkFmTezKRI1U4yH+CQrjIgBl/0sBzNUaVSCVeuXDGeIOPxeEaSigqOP5VKoVKpmMsY9o+0aTQauHDhAj760Y+iXq/jL//yL030Hr6yocb1xBNP4Gd/9mfx9ttvG+ZH5jUej83F2aOPPor19XW8+uqraDabMznP+bNYLOLUqVMmQIZkkPLQKhaLxvbMNcb1z0yN6+vruHz58ow3jbbBzkNkagdpZN5Fw7y/a7U6bpth+iUN2kmq9GwjCIK262eIlnahoDejccar1aykacc25s0P+6Ez9tkOAWnk96vTdsmh2wSOrlVb+Xm0kfOW9Fq0aYQ2DUtKvYzq7TUemqooHOm2CGmS8ANNbEFo7fV3qdV6XVAFQeC320ssscQSfxsRT25fYokllvgex5JJLrHEEkv4YMkkl1hiiSV8sGSSSyyxxBI+WDLJJZZYYgkfLJnkEksssYQPlkxyiSWWWMIHSya5xBJLLOGDJZNcYokllvDB/weeoQ2mCQPxywAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 2 is 1.9572079181671143 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 3 is 1.76944899559021 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 4 is 1.7767810821533203 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 5 is 1.719578504562378 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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ND5fL5VjNscfjqcmLpKOBVqtlfEKq5Ono6EAmk4HH42kZI0m0iyeffBJf+cpXoFAoGEWlFJFIBFNTU9jc3MSPfvQjXLt2raYjkUwmw0svvYQvf/nLRZ5CLBZDPB7H+vo6bt26xbh+rQBa1DqdDufOnUNPTw/Gx8dhMpnYM+ZyOaRSKSQSCZw/fx5/+Zd/WdMz0qmop6cHYrF4Cysjl8sxI0kE6FYFrTfiy6pUKhiNRgSDwW1PJzwej/GbBwYG8KlPfYolacsZyXw+j1QqhWQyibm5Ofzbv/0b3G43Njc3GVtAIBAgl8uxk8+hMJLAA8+OiODVMrEEejFutxszMzNYWVlBMBisaCCFQiEEAgHUajVMJhPkcjm6u7tZyaNKpWL8t3g8XpFq1MygMRSLxVvGLx6PIxqNYnNzE0tLS9jc3EQwGNxWnEEul8NqtcJkMsFgMEAikbAjFVdthTaeTCbTEtU63AQUgC1HXuJ7JhIJ3Lt3Dx6PBysrK0UtaiuBPJ7S7+DC6/ViamoKy8vLNZ18mh3c8EEymUQ0GkUymaw6TrS59/f3o7OzE4ODgyzRSHOIjsyJRAKBQADJZBIOhwPBYBB3795l/01loDT25EWWUpD2E/t+3JZKpSzxUEtZHHk/V65cwZ/+6Z/C6/XC7XaX/Syfz2fXPnXqFF544QXo9XqMjIywY71QKITf78f8/DzcbndFT6wZQQtSLBYzTmQp1tfXMTMzg7m5OfzgBz+oOSzR0dGBV199Fd3d3RgdHd1Cx6D3IJFIGNWo2Rc9bcJEFcnlclhbW0MqlcKRI0eYlxeLxeBwOPCNb3wD165dY4txu5MKd6FW2vQ/+ugj/Mmf/AlL2rQ66BjM4/Hg8/kQjUZZKKyS0AeFvF599VV87nOfY0wWbikj8W43NjbwwQcfwO124+LFi5ifn0c8Hkc4HGYJMO5piByGXC4Hv9/fkDFoCAWIjGM1A0mLktRXHA4HFhcXEQwGK16TMrIajYYRVPV6Pfr7+6FWq4u+d3FxsSXpGFy5uHJCsNFoFC6XC06nEx6PB16vt6brEmG8u7sbSqVyC02Kjj7ciopWATfTTNqEoVAIwWAQqVQK0WiUeZBLS0s7EqKodCoKh8NYXl5GOBzeq8c5UHCpPuTV0f+XGzOBQACpVAqFQoGOjg4MDg6WPRpTuCMajcLhcGBzcxPLy8tYWFjYcm16l6V9s0rfwX7Fffe9fUMymdyW45hKpVgZ2FtvvYWpqSm2o5QDcflUKhU+//nP49SpU+ju7sbY2Bh7QXRszGazsNvt+MlPfoKNjY2qVJhmRKFQgNfrxdLSEvR6Pbq6uor0Nu/du4fvf//7bPxqhVqtxvj4OPr7+5k0HYGUlzY3NzE9Pc2oPwdJnaoFNL9IUisYDGJxcZFxH19//XV2dIzFYlhZWanLQBLpnKgwpVntw6r6Q89UygwpNVx8Ph9GoxGPPPIIc1oojFNqzNxuN9bW1jA3N4fz58/D5XKxvEM5ZyCVSrF6baIP0QmLvNL9wr57kplMBolEomq8J5PJIBgMwuv14vz58/jJT35SVBdaCtqtVCoVTp8+jc985jPMaJYeGTOZDLxeL27cuAG73d70R8ZS5PN5hMNhuFwuCAQCdHZ2Fv3b+vo6Ll26hFQqVbNILAXVu7u70dvbu+XfU6kUlpeXsbi4CLvdXjUm3GhUU5+hn1HckTijAoEAc3NzSKfTRZJm9WTruXHIciejSt7+YUK1TZLGR6lUstJZk8lUMQcQCoWwtraGpaUlTE9Pw+12Vz3lUUyUz+ez8lAKq9Dxfb+wb0aSYhNHjhxh9JVSugTtGj6fD+fPn8f6+jrW1taqCpvy+XxYLBY888wzsFqtGBwchEwmYy+DuIK5XA4LCwtYWVnBrVu3GGO/lY7blIlVq9VMb4/H4yGbzSIQCCAWiyEYDDKDUEv2f3JyEhMTEzh69CiUSuWWz+TzeSQSCSwvL+P+/ftVKTHNCO69Eh2HlMZpjEr7TlcDGUalUsnqjkdGRooMZCaTwezsLJxOJ2ZmZpre494PSCQSJn82MDDAKFJcENE+k8lgeXkZly9fht1uRyKRqDjHaPy7u7vR398PlUqFjo4OZLNZvP/++/D5fEWtNvYD+2okJRIJnnnmGXz1q1+FTCaDXC7fMonz+TzW1tbw93//95ibm6uq7kEB86GhIfzBH/wB+vr6oFQqWWkjqbQQ9eKjjz7Cm2++CYfDAY/Hs+OyxoMA0S7EYjFMJlPR0SWZTGJ5eRlutxsOhwOZTKamhSkQCPDcc8/h93//9yGXy7dU7ZD3HolEcOPGDVy+fLmlWxhQFhvYebyKQjs2mw1f+cpXcOzYMXR3dxcdtZPJJM6fP48PP/wQi4uLLUOV2ktQqWZfXx8effRR9Pb2bhGkofBbMpnEjRs38J3vfIfRsCo5RVSzfezYMfzSL/0SdDod+vr6EIvFsLCwgLt37+77mt4XI0muMO0u1EoA+DgAnM1mWTuG1dXVbWNqPN4DNWOj0Yi+vj4mksrVoAMeFOGvr68jFArBbrczhelWI/SSkSwnFZfL5RAOh+H3+2sy/CKRCCaTCUqlEh0dHdDpdMzgchGJROByubC6uso871bHTt65QCBgRRASiYQlIWw2G4xGI2NIcJMPfr8fTqcT4XC4pU4rewEyZnK5nHF5pVLpFooUt2STqFmkR1l6PZr7pLJvMBjYaUqlUjHmRyPiwPtiJKmpj0ajgUqlKspupdNprK2tIRQK4fz58/jFL34Bn89XlS5BRvezn/0sXnvtNRiNRlgsli0GEgCcTif+4i/+Anfu3IHL5YLf72+YWshegridCoWCKcxQLC2ZTOL+/fu4f/8+7Hb7tpPEZDLhP//n/4zJyUkMDw9DJpOVzc5eunQJf/M3fwO3242VlZV9fLqdYz8XBC1OhUKBV199FefOnYNCoYBOp4NMJmP8W4qDhcNhLC0twePx4Pbt25ienmYNqx426HQ6DA4OMhHicgIsuVyOMQ2onr3cWFG+Qa1WY3JyEkajEefOnWPan9z8RiPGel+MJB1RlEolq23lFv+HQiF4vV7Mzs7i4sWLzLMsB4ptisVi9PX14ezZs6zSoTRwTkfFqakpXL58eT8erWGg5ybjyE0UkDoKcSKrldFRMH1ychJPPfVU2R2e4HK5cPnyZUaVOewoHVcK58hkMgwPD+Pxxx+HUqmEwWAo8rppcadSKcbj9fl88Pl8hzbDXQ3Eh+Y6ReUqayjeHYvFWNKsEo2I68FTxZ7JZEIqlUIgEADQuFr4PTWSNOHEYjGMRiOMRiPEYjFrz0lUn7feeguzs7O4d+8eo5ZUemC1Wo1PfOIT6O7uxqlTp9ixs/QF3Lp1C7/4xS+wvr6Ozc3NvXysA0Eul0M8HodAIEAgEIDH42HEfDrmJZPJspsL1cwODAzg9OnT6OrqQl9fH6t8qgSK57a6uG41UJxXoVDg+PHjTLqPhJ1pwT/xxBPQ6XRbqpwKhQJWVlawsrICt9uNW7duwefzwel0PpQGkihRHR0dOHXqFDo6OioWjkQiEfziF7/A3Nwc7ty5U9ELTKfTCIfD0Gg0GB0dxdjYGKO+FQoFKBQK1u6hEdjzb6GEDcUQJBIJMpkMkskkQqEQNjY28NZbb+Hy5cs1kbvVajVeeOEFPPLII+js7IRYLC77uTt37uDrX/86gsEgYrHYXj9Ww0FGksfjIRgMwufzsaZplCEs54Fza2aPHj2Kr33tazAajayXy3bfeZj7TQNgnqLRaMQnPvEJTExMYGhoCKOjo0UhiEpk8Xw+j5WVFbz//vtwuVy4efMmgsEgnE7nQ3fMppMKtYI+ceIEtFotM5KlCIfDePvtt/Hhhx9WlY+jOZjNZjEyMoLTp08X9bhqeSNJMYNQKASBQIC7d++yo0k8HofL5WK0lWq7Lvfoo1arodVqqy5y8q5aSalmO1AIwW634/bt2ywOSyVbwMfNwajkTiAQwGKxwGw2o7u7G1qtFkqlsuqEIgrRw7DI5XI5urq6YLFYYLPZYDKZikRzq4FbFRYIBJjQQzweb7mY916iUCiwI3I5fQHafBOJBFuj23EuKcRGpyKujiUZ0JY8btNxg9LzYrEYd+7cYfFIqvmk2E01UKN4vV7PtA0rLXS6diqVargg536CKg0uXLiA+/fv4/jx4/jlX/5lpNNpVo2kUChgsViYyCt1ojtz5gyGhobQ09PDxDEqfQdXsabZx47m0k5BHFubzYZHH30UAwMDWzQhy4Hi6el0Gl6vF4uLi/B6vdjc3GTFEg8buFVGEokEarV6S402j8dDKpVCMBhkfcxTqVRVIykSiViWXCaTMc+U1jm1EmnUiWdf/FXip1HcjJIA3DrkSqBYhkwmg16vh8FgqNjmgQwy0TD2m1TaaNCRLx6Pw+v1IhwOMw1E6j7JbfNJgh4kT6fX61mSq5IRKBQKiEQiiEajiMViLTF+OzGUNK+o26TFYoFGo4FcLt9WAJaKE0gBJxQKMQ+SYrgPgxdO4Dbmoh7vlPWnfAHXgMZiMXi9Xvj9fmYgq70/8kopyViaNKMyxEaN+b4YSTqSUHVIrRUIPB6P8aIee+wxvPrqq6wGtBxisRi+/e1v4/Lly4yIflhASioSiQQDAwOw2Wzo7e1lBpE8xI2NDeRyOUilUraj9/X1YXR0lPEhyyW6CPF4HP/v//0/fPDBB1haWjqUWW0SypXL5axRFyUWt5PvCwQCWF9fRyAQwKVLl+BwOHD//n0sLi6yBU+L+DDXbxNIzLi3txd6vR5PP/00a4nBbclCJ8ZoNIrr16/jxz/+MTweD5aWlrY1khqNBoODg2XbPJAn7/F4Grbe98VIcuWV6u31TBypkZERvPTSS9BoNBUncTqdxuXLl/HP//zP+17k3mgQjUomk8FkMqGrq4u1HSgUHrQQEAgETJSYx3vQC0cqlcJgMMBqtTIV7mqeUjqdxrVr1/Cv//qvLCF02EDzSq1Ww2q1YmxsDHq9ftvfKxQetJjd3NzE5uYmLly4gMXFRcb1o2tzjeRhr98GPm7H0NnZieeeew7j4+MsfsgtC45EIvD5fLh37x5ef/31mpSReDwe5HI5LBYLjEbjltrvbDaLaDSKSCTSsLm6J0ayVHSAy4avBVKpFBaLhdEy+vr6cPLkybJBYOABn+/q1ausL/JhPO7QZMvn86wmlgSEU6kU7HY7UzVyOp2MYpXNZhEMBuH3+1mHwHJIJpPw+/3sGE/f1ezYiQESCoWYnJzE5OQkm1fl4PP5cP36dXaUJk7exsYGgsEgNjY2EA6HkUwmkc/nWdKMFLMphtxK5a+1gire1Go1RkdH8cwzz8BsNjMRC9ooPB4PLl68yGhroVAId+/eralUk7x6q9WKxx57DDabbUtpYzqdhs/nY+1EGoGajWQteoJcw1jPJFGpVDh69CisViu+/OUv4+zZs6yssRSFQgFLS0v4y7/8SywvL8Pj8RzKWllKFGSzWWg0GnR1dTGibiQSwb179zA9PY1QKIRAIFBEHHe5XOwYbjKZyh4pY7EY5ufni6qSDitEIhGeeeYZfOUrX4FSqawovLy+vo5vfvObWFpaYuWstFkRa6NUAJZCGhRWikQiVQUbWhUCgYDxbR9//HF85StfYZQ0bnHC6uoqvv71r2NhYYFtNLSBbweKdQ4ODuLll1+GVquFRqNhY8nj8ZBIJBgXupKU4l5jV55kOQ+yHlDiQa/Xo7u7GzabDQaDoaw6DfBAGp+bWTws9cXlwGUDkHAs9X4OBAIIh8OIxWKMUE4ldXTU4dJ6uHGyUCjE6r43NjaY8Ec1lJMFayUjwA3jSKXSLc9CHvXi4iLcbjf8fj+CwWDF4yHVFSuVSsY/DYVCRe/iMIHmFukm2Gw2ttnQs8ZiMUSjUbjdbtYnO5lM1nwk5opZUMUOleHSyRT4+LgdjUab/7jNXTg7XTRWqxU9PT0YHR3Fr/7qrzINunLI5XJ444038O1vfxs+nw8rKyuHlnpBsdxEIoFsNos7d+4gFApBIpFAqVQyFaBAILCljpVrGCkzS9cjeal33nmHxTJjsRjsdnvFe6EeQsRbBcDuqxVA3olYLGY18AQakzfffBPf+ta34PP5sLS0hEQiUdWzppLbiYkJ/OZv/iZ0Oh2uXbuG1dVV3L9/n3nxhwHEolAqlXj22WfxxS9+kSXBuLHY6elpXL58mW008Xi8rvANNW5Tq9WQSqVMAo3Kj2kORqNRpnNaj8j0btAYynoZcAO0JPPe0dFR8fOFQgHr6+u4evUq4/TVQoDeLa+u0eB6IbTQqFMcUS1SqRQikUgRr5GbWS1nJInQ63A4cPfuXUZlyWQyVSuUaIKS91QoFFqq/zZt5iS2y93YKdm3traGK1euMLpatVp4qmhSKBQwGo0YHR2FXq+Hw+FAOBwu8q4OA4jYLZFIYLVamZZmqTceCASwuLiI9fV1RlOrF1QuSnF3Oqrn83n2fel0miXOWiImuRvKA4/Hw8TEBL785S/DarVuEegsBy5nrVwWsfTlcRdEKyQlgK0hi1wuxwQnyFBSP3KaPLT4yZhlMhlEIhFIJBK4XC7weDyWcFhZWYHT6WTcUm68iJupJZASUTabZZO/1bykQqHAEi8qlQomkwnxeBzvv/8+7HY7rl27xo7KleYyyadJpVKcPXsWTzzxBDo6OpgmZzAYxObmJst6HxaIRCIYDAbodLqysVxaW263G3fv3mVcyJ2AWr1QYoyqyPh8Pvx+PwKBAO7duwe73Q6n08m0QvcbOzaSuzU8PB4PIyMjePnllytmsUu/j76zNM5G16MFXm6naxUjSeA+XzAYRCgUKnouGgNuSwE6kqTTaUSjUYhEIni9XmSzWbjdbkSjUdjtdng8HpaF5XLWuEdqGi8qC00kEiwO1EqeOfDgWUKhEJxOJzKZDPR6PSKRCC5cuIDr169jdXV122oj6ueu1Wpx7tw5fO1rX2M84EgkglAoBJfLxeKYrXaCqQSRSASdTgez2Vy2JpvWlsfjwezsLCPY1wtiBlCcndY5hdOoUdjc3Bw2Njbg8/kalo/Y0+x2PeB6QNWuTVle6otMi5p+j2JmpTFSABU9zlYEN8PH/ZtqXIVCIfP6uBqUQqGQkfu59BUAW4LjXCPJPcaT4EC5zamZwe2DIpfLmXQfyXURVapa4ooU3JVKJY4dOwaTyYTu7m42rgCKtAm4HQUPAxQKBY4cOYKOjg4YDAYAxSc0KtWk0EW9NdXcOu3+/n7YbDZ0dnayhCWFizweD6uVJyZB09VucxcnJQJ2aoC48aHS7BUXlOGNRqNIJBIsYUADJxAIWKC3NNaUy+WYVPxhAneD4PP5rAGaTCaD1WplPUBIWZvbo5iUs8kgUjUD1wCXblr5fB7RaJSJErTSpsPn85kyvtFohM1mY2PhcrmwsrLC2i1Ueiaz2YyTJ0/CarXic5/7HFPFF4vFRdzUcDgMr9eLSCTSUmNUCTQPLBYLvvSlL2FkZAQ2m23LCS2RSCCZTCIej7NS5HqendTH1Wo1nn/+eTz++OMAHiQHw+EwfD4fkskkYxu43e5tGwvuNQ4scQOAJQ+kUilTywY+NnQ0GFQYTwKzPB6P1YmSh0BGmxuzpGu1+oQtB64nTW0ydDodEz6VyWSQSCTMmyztVUyCvtzS0XLHee64ttriJ8+Y2wKDYo9c74ebGKDxIb0Ai8XCRF9tNhusVitEIhHr3hcMBllTtkr6nq0KouXo9XqYTKYtJYLcnAQ3Jl5tDGge0gmQNBq0Wi2sVitsNhszkLlcDoFAoEhbgLzLRq7rmo1kKRdyNzdJHuK1a9fw13/91+jo6MC5c+eg0WjYpJ2ZmcH777/P+q7EYjHMzc0hn89DoVCgs7MTSqUS/f39MBqNrM9IJBLB7Owsc8sP09EH2NqYXa1Wo7OzEx0dHXj66adhNBrR398Pi8XCjIRUKsXw8DAMBgOcTidmZ2eZZJhAICiKpVHihxvzKY0FtwoEAgFUKhW0Wi0kEgk7uSSTSaTTachkMmi1WiSTSSQSCYhEIqhUKiiVSrz88ss4c+YMVCoVDAYDZDIZa01AMeLV1VX89Kc/ZbqSHo/n0FR/kdGjMI5cLt9SIkibLcVru7q62HrlxiVpAyKnRiQSsY3HYrHgkUcegU6nw8TEBDo7O5FIJBCJRLCxsYFbt25haWmJMQ9IZKSR87BuT3KnxPHSa+Tzedjtdly8eBHDw8MYHx9nqf9sNovFxUWcP38efr8f6+vrTKGmUChALBazEqne3l50dHTA5/OxYzzFiFppQdeC0pAHkaS1Wi0sFguOHDkCi8XCxoY8QD6fD5PJBLFYzAyGUqmEzWaDSCRiRoMbBiGV8lb2xPl8PlOTIcFWSgbkcjmIxWLIZDL2M+ID6vV6nD17Fl/4whfKJgHT6TQCgQBWV1fxwQcfwOFwwO/3t1xP92qg5xYIBMwLr0T9IuOn0+kAPCj64F6D/lsgEEAqlTI6EYlYnDt3Dnq9nqkykSiLz+eDw+FgPdNpA2q0t74rT3I3KBQKrKNhMpnED3/4Q6hUKnZcXlpagsPhYMFwiqPx+XyoVCoMDg5Cq9VCoVCwes6FhQVGIWjVhV0NROylcjiZTIaJiQmcOHECVquVCchKpdKi0AXwQO0nEolALBbDarVCo9HAarWCz+djeXmZhTK4UlTc+GcrGkvKPPN4PKyvr2NhYYF51kajEceOHWNVOKS5qVKpoFAoMDAwsCUZSImJO3fu4L333mMVS7FY7NAVNdD7TqVScDqdUKvVMBqNjKpXSrUbGBjAc889h3A4jNXVVaTTaWi12iLaEJ/PZxuWxWKByWRiakxyuZwlw5aXl/Hhhx8yXQIuX/IgvPQdGcm9Wiw+nw+BQADz8/O4evVqkYdEijRc+g5lwfR6PY4dOwa9Xg+/349YLAaXy4Vbt25V7dvd6iDPSCaToa+vD3q9Ho8//jiefvppqFQq2Gw2tgsLBIKiWFs0GkUgEIBEIkFvby+0Wi36+vqQz+fx0UcfMWI51R1z3zFlwFttXLPZLAKBAJLJJObn52EwGNDR0YFjx45BqVTi3LlzOHr0KPr7+zEwMMCOjuQ9lXqQlAh8//338Y1vfKMom9tqY1MLiBWxsrLCqGZKpbIsI2VychJDQ0OIxWLY2NhAPp/H4OAgrFZrkXGjeUXMCjKcPB6Pjef09DT+9m//lolkHHTp8YEmbmhyUTUIgLKeC5cqREaTjGgsFkM4HK67DKoVwY0NkvgFZQe5ZWKlJHqqbiIVISLter1ethDKqQCRJ9mKXiRQXP/u8/lgt9vB4/HQ0dHBxkoqlbLkH8XgqjEtSMV9p1UlrQJ65+l0Gh6PhylRqdVqpn7EZUVQIpXmVz6fh0ajKUqq0nW5IENJnjr3WF1KOTso7umBGslyKOfFkItOCzmZTLJ2qlQr6vV6IZPJIBQKWQbssIGk67PZLFwuF/OaqfcN8KCJEpemRYZ0ZGQEvb29WFhYwOLiIgBgdnYWuVwOa2trSKVSLMbJjelyvdFWAxm2ZDKJjz76CPfu3cPw8DC8Xi9UKhXMZjM75nFb95ZDPp9nIg7csTmsoOcLBAK4ePEiZmZmEAwG4fV6YTabMTw8zOYcNwykVCqhVCpRKBRYK4dymqbcuUXviRJimUwGJpOJ9XPiJhAPAk1nJMuBdiiuZ0CJHKJgJBKJLUfMwwZalORFZjIZtonw+Xy2eGkykZEsFAqQyWRMFDUUChVRe2hT4VKFSo+arQqaM1TWJpVK4XA4kEwmodVqoVKpttR1l/t9akVC8cdWHpNaQZ6k2+1GJpOBy+WCwWBgHVC5IOI+t0CBQhZcHjT9ze3KyefzkclkWNw8nU4zo9sMa3nHiZtGgVj9tPMUCgVEo1HMzs5CLBYzYU9umd1h3eGJQC6Xy3HkyBGmDk3GMBKJsFYOIpEI0WgUXq8XyWQSDocDkUgEt27dgt/vLzrK0PGIW1VzWMYwn88zI8jn85koMZfeIhKJiuY1d1FvbGzg3r17CAQCuH79OtxuN6ampg7N+GyHTCYDv9/P6v6JImaz2djJjYyiQCBAOp1m84uy1dz5RJ+dm5vD3Nwc40pmMhncvn0ba2trWFtbw/z8PCOqHzTqNpIHAS55tFB40FhoeXmZeU8Uy+DWfB5GcFVohoaGMDIyAovFwjLSsViMeZkikYjRp8g4ut1uzM7OMjFZAtfzPEyg+ZLP51lCJp/PIxwOQyKRsKojbhfO0jFwu924cuUK6xe/trbWsjHanYA2lUQiwST1JBIJ/H4/FAoFGz9iDaTTaQSDQTYHxWJxkeNCJ5WlpSW89957EIlE0Gq1yGQyuHDhAmZmZljMvFnGuemP29xdiAaMFGnITSfD0Gpk552AMv92u52NDdUec49AfD4fHo8HKysrLHYbiUSYgTzs40Qo95x0jFxfX2f0MhJ6prlEos7379/H7OwsvF5vEVf3YQGd5MgD5DId6ISSSqVYPybyJAuFAsLhMHQ6HWNWcPVOb968ieXlZebN53I5eL1e5vQ00zg3vZEEsEXtmZsN53qYzTKo+wU6bicSCVy+fJnRoYxGI2vORO0d4vE4HA4HZmdnWUaWxu2wjxMX3GflZv1jsRiuXLkCgUCAs2fPQiaToVAosJ7O7733Hqanp7GxsYG5uTkWk3yYxg4AM4bEQuFmomOxGN555x3Y7XYWzgA+Jo5brVbodDrY7XbcuXOHVTZRrXupaC63JruZxrkljCRQLMLA5aU102A2CuQ90qJNp9NQqVSsB3coFEI0GoXH44HP53voDGMpuIuOkjDcklWPxwOHw8HU4KlD4sbGBmuUdphqsusFl3ZHcmakG+nxeOB2u9lniU9JIQzyNsnjpJAQCWfT9ZvZ0eEVaryrZsgycbmShIMY1J1+527HkCYglxZFE0sqlbI2s1zVpHA43JSxxkaPoUQiYXEzymhTqZ1KpWJd+chj2tzcZGLHVI3UbGjkGAoEAlgsFlbpZTAY2DhFo1E2bnTaoXivSCRCLBZDIBBgzBSuYMpePM9uUMt3HpiR3AkxtJxmJKGRA3yQRpKOMsTvoyoQ4qjx+XymSNPMWepGjyGRnUsXsVAoZN4j9/oUm9zNve43GjmGpIwklUq3UMzI+BFHt1Qnlnvya7b5WMsYHthxeycvuFIQ/mEBd3JSgJtbFpdMJll5V7MeXQ4KxJCgmBodrSn5R0k/blUX8HDNr+3ArecHinvDc8eLuMrcz7XyOLbUcbtZcFCeZKVrlP6sFSblQYwhV9kGQBEborT8stnHD2j8GHIJ4ZSkKcco4Y5p6c+aDbXcV+u0vWtjC0pjs61gHA8S5RZzKxnFg0al8TvsY1ezJ9lGG2208TCi7Um20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRB20i20UYbbVRBzXqSCoWCNQWqRYyUK6tE0krUupM0EOnfSZeuJpXgCr2Rq32+XJ8T7n+TSGgl2SfS0CN5qJ1K+ctkMvb7pe0nSvsSC4VCyGQyCAQCSCQSiEQi9vlsNotQKMSaWNHP90PQtJzcVTnx40piyOU+A+xcfJUadmUymaI+R7tB6dhzUXrtUkm1vQJXrJY7XqWSZKRMz+PxmFBwvVCpVKxPDa3Fcu8IeLA2qP81fbdAIIBIJGKanNwGdPWs5d2i3Huj8Sr3/VzNUPpTy1qu2ZNsiwUdLMrJUjXrO2nEfe2HkWoGbPdceyHtthdj1woSc9utlVrvvWZPkiu/vpOBqdSbpl5Nunq/u5Y2D9VUqPfSUyt91u2ehXZt6ivObcnZKPXx7cZkJ/+2G5T2YN8JynlLXMXyaotrv8a73POUzpW90m+stpa5yuOl90Cfpx41XGXyas+xX6B75X5f6VquZHPqQc1Gsl45e+5gV1IoPujdqN7v3+19csew2uLjhiioHUMmk2G9RMot5kajUcajFLvtlcINFRC4RrJRR8VyqOWUsBebdbV5yP3uaor3dEyleXhQa3mn87Ce+6zZSO5kEAqFQlFTIPpDPTCA5msMtJ+odezKxWm5LQcepjErxV4sRm4bB26M8WEZ13odHlqv3N7a5X6/mY/eu0Hdx+16wTWONMBkOLkJnIcB9fQKz+fzSCaTrPWpWCxm7TgrJZkeBuy23zp3sVNbXuo42cijYjk02huvNf5JrWK5Xni9CddWxr53S6y02xz2gS2HekMVtOOT97hXMak2tuJhGtN6T4Pc/670/4d5/PbdSHLT7tzAb3uxlwd39yavkXZy7tg9LEfD/QB5Q8lkEkBxMmi31z2sc7o0SVM6Hw8zGuJJcpM4bW9oe5TuzjsNdRxG7IUhorlI4Qtg955QtVjdYQF3Y67Giz1s2HcjWa5J+V5QNx6Gl9PGVuz0vQuFQpb8Kr1WvdekmKZEIoFWq4VUKkVPTw9MJhOWlpYwNTW144KDVsLDsgb33UjShOLG1XYKCrqT69/Gw4edzh+RSASJRIJcLodMJrMrD5KqUJRKJbq7u6HT6fCpT30KR44cwVtvvYV79+4deiP5sBhIoAFGcqfglkGJxWJWnieRSJDNZhGPxxlvkAzwYZ+YXJBXrdVqodFoWKkYZW2pjBF4cFyPRqNIp9MIBAIIBAIHddsNR2lWdqcxcR6PB5FIBIFAgI6ODthsNqhUKnR3d0OlUqGrqwtGoxF6vR4ajQZ8Ph+JROKh2czLVSwRe0Aul0Oj0SCXy8Hn87FxaZXM+L4ayXJk1FohFoshl8shlUphsVigVCphMplgMpkQDoexvLyMWCyGaDSKZDKJRCKBSCTyUCQ0aAMRCAQ4ceIEzp07B7lcDr1eD6lUiu7ubhgMBvb5WCyGW7duwe12491338WFCxceqnHi1kTTZlqvkRQIBNDpdFAoFPjyl7+M1157jVGzBAIBlEolJBIJVlZWMDY2Bp/Ph6WlJUSj0X18woMHV/9AIBCwcRUIBLBYLDAYDBgeHsYTTzyBWCyGN954A6urqwiHw4hEIgCa3yttOk+SxBykUimUSiWkUilMJhOUSiWsViusVisUCgWi0SjkcjmEQiESiQQAHPoJScc8rrdoNpvR19cHhUIBk8kEmUyG/v5+mM1m9nuRSATRaBQymQxarZaFLOqdnK0UrC+tWgJ2XtpH4iwqlQparRZ9fX0YHx+HULh1+SgUCkilUojF4qJkzmFCaXEIj8eDUCiESCRiYy4QCGAwGGAymWCz2TAwMIBoNMqcnFwuh2QyWVTi2Kzzas+NZLkJyaUBVRsIuVyOL37xi3jssccgFouZu65QKJhnKZfLkUqlEAwGkclkEI1GkUqlcPHiRXz/+99HIpEoUtKh3Y3ugZvRbDXYbDZMTk5Cq9VicnISJpMJ3d3d6O3tZRsLLWauFy+VSjE0NASTyYQbN25AoVAgnU6zevBq76RU+QUAEolEU4c2xGIxJBIJe9+l87AeKBQK6PV6mM1mvPLKKxgcHMT4+PiWJBAhHA5jdXUVgUCAUYxqBVfBplkNBo/Hg1QqhVqthlAohEqlgkQigU6ng8FggE6nw5EjR6BUKqHRaCCXy6HT6dDV1YVUKgWxWAyv14u7d+/i7t27CIVCWFlZQTKZRDqdbsp5tadGsh6pqXK/KxaL8fTTT+PXfu3XihZlJRQKBTa4yWQSP/rRj5BKpYqMpFgsLtqtWrmsT6fT4eTJk+jo6MALL7yAvr6+LaVi5SASidDR0QGj0Qij0QipVLql4qnSoiTvlaTbADCJrWYExQ5lMhnj9ZXWKtdjgKRSKQwGA3p6evD888/j1KlTVT+fSCTgcrkQCoXqjkeSV9bscUyRSASNRgOxWAyLxQK5XI6uri50d3eju7sbn/70p6HX69kGS8jlcrBarUgmk9Bqtcjn83A6nfD5fGxDa0bsqZHk8iFLf14OSqWS7Tijo6MwGAwYHBzcMrjlQLGl9fV1+P1+FAoFPProo0zfrlAowGAwQK/XI5lMwu/3I5FIYGFhAV6vd0+et9HQarUYHR2F1WqFUqksOkpWA7cUr1AobPEiS9+PXC7HyMgItFotVCoVlEolG+9kMompqSlsbGzs12PuGnSv3OfbqTCGzWbDs88+i66uLuh0um0/TwYkn88jEonUplfYQhzLQqEAlUqFgYEBqFQq9PX1Qa1Ww2w2sxikVCotOzdpA6OxWVlZgc/nQzweZ/OxErhlzXTdRiV+9vy4XWvRO4/Hg9FoRF9fH44cOYLf/M3fRGdnJ1QqVU0eZC6XQyKRwJ07dzA9PQ2FQoHXXnsNuVwO4XAY2WwW4+PjGB4ehtfrxb179+B2u/GDH/yA7VytApoUtGBNJlPdMS+BQAChUIhsNotoNFq1bl6v1+OVV17B2NgYOjs7YbPZEI1GsbGxAY/Hg1AohM3NzaYbQ+7iIUFi8iRLJb1qxcTEBH7v934PBoMBcrl8288rFApYrVaIRCKkUqltjSQ34dEqlWgmkwlnz56F2WzGyZMnmTepUCggEAggFovLbt58Ph8ymQxCoRButxtXr15lSdftDB6Fzrg0wFQq1RCvu6GJGzpOEJXCYDCgu7sbXV1dMJvNMBqNVT2jYDCIUCjE9BQTiQTW19fhcDjYJBYIBIwSQ8dLPp8Pv9/P4imtBolEArFYDKVSCblczo69taBQeKBA7fV6EY1GEQgEKsbmKBsskUhgNBphtVrZe5HJZMxDl0gke/l4e45Sg7OTBJVer4dSqURHRwf0ej3UanXFz+fzefj9fkSjUXg8niLl+VKUxh0prEQefrMbSOBBCMJoNMJkMkGn00Gj0UAqlW67tsiBSSQSCIVCSCQSSKfTFQ0kheD4fD7UajVUKlUR79rhcLAM+X6iYUaSdgCxWIzu7m6o1Wq8+OKL+NznPgeNRgO9Xl/VQOZyObzxxhv4/ve/z0Ros9ksPB4PotEoNBoNTCYTrFYrfvmXfxm9vb2wWCwssKxUKuF2u/Fv//ZvRQKrzQ6hUIihoSF0d3djdHR0Wy+bCzp2bmxs4Otf/zpu376NxcXFis8tlUqhUqlgsVgwPDyMI0eOQCKRQCaTMTK2QqGAUqlsysXM1QggT3knmVO5XI6vfvWr+NSnPoWurq5tPchYLIb/83/+D9555x24XC4sLy8jnU4jlUoVfY7iujwej3lBCoUCWq0W2WwWPp+vpmTaQYHWp8lkwunTp2E2m6HT6SCVSismsrgIhUJ4/fXXsby8zLzIas9KtkKj0eDs2bM4ffo0izeHw2H89V//NS5evLinz1gODfckhUIhtFotiz+eOHFi24VPk35xcRHvvvsum4Dcya9UKhEIBJDJZBhtSKVSMS6bQqEAn8+HXC5vKSECHo8HrVbLuI+1TEYal2w2i3Q6jVAohI8++ggffPBB1d8j4q9SqWTZSgIdo1KpVF2GutEojUHuxJMUCoUYHx/Hs88+C5FItOV5Sz3UZDKJO3fu4J133mEFDuVApYzkCQEf84HT6XRN7/YgQSdBuVwOq9UKk8nEChi2Ax2PFxcXcffuXbhcrpqO2FqtFkajESMjI3j88ceZw+Pz+fCDH/xgLx+v8n005FvwIFZDx9/nn38eAwMDmJyc3HZihEIhXLhwAWtra/joo49YnKd08qfTaYTDYUSjUeTz+S2BY3rBrRDz4UIoFOLo0aN47rnn0NXVBbFYXPXzqVQKFy5cwN27d5HJZJBMJuHz+WC327f9rv7+fjz77LNbyOiEZukDUw2V2oTUAqKb6XQ6yOVyRhTnIp/P48MPP8SlS5dYnDMej+P27dsV455E/B8YGMCLL74IuVzOYuShUIh5kM3sRfL5fJjNZmi1WthsNkgkEtYgbDuEw2F4PB6sr69jZmYGMzMz8Hq9VfMVfD6flXsODQ1hfHwcer2eMVaITy0QCPZ9zBpmJJVKJfr7+9HV1YWXXnoJJ06cqCmLHQwG8S//8i+4evUqPB5PRe4ZTbJIJIJcLsdiF6WGEmhuHlophEIhjh07hpdeeokF+ashlUrhjTfewPe+9z2kUinEYjGWuNgOAwMD+NKXvgSDwVDWSALNbSi597aTUAp5Lnq9nnFzS5HP5/Hee+/hz/7sz5BOp1mctlpiiOK8w8PD+I3f+A3odDq8/vrrmJ6exu3btzE3N8eu06zg8/mwWCxsDUskkpo933A4jPn5eayurmJ6ehr37t2r+qxEOzMYDHj++edx5swZiESiIqNMnGC6h/1M4DTUSPb19aGrq4tlsKstuGg0Cp/Ph7W1Nfh8PkQikS0xnnIobUrExU4D+QcNblvPSgiHw1hYWGA7djweZ7HbWkHJIaVSWbaaBGh+ispOQJuPTqfD5OQkrFYrjEZj0WeSySQWFhbg8/mwvLyMZDJZE1+Ux+Ohp6cHAwMDOHr0KJv72WwWiURiS9iomUExaYlEUtNmScwCn8+H+/fvY2NjA9FodNtnpeoxm80GhULBjGG1njv7iYYZye7ubnzxi1+ExWKBzWbbdpBXVlbw9ttvY2NjA7Ozs3A6nTXvFuWSMlzSdCtMSKB806pKWFhYwH/7b/8Ni4uLcLlcNU3GUshkMlgsFmi12opeVLOPHR2364k7S6VSyOVyTExM4L/8l/+CgYGBLZ60y+XCn//5n+Ojjz5iJ5pari8UCvHyyy/j13/916FUKmGxWJgDQJU5rZBA5PF40Gg0sFqt0Gq1285LikGm02ncvn0bf/M3f1OzuEp3dzfOnTuHnp4eGI3Gig4CtzHefqJhRlIul8NsNjOO33aIx+PY2NjA5uYmotFoUQP07VCuZncvpNqaGfF4HMvLy5ibm9vxRkDsg3JePnk+9b6LVoBUKoVWq4XJZEJfXx96e3u3fCaTycBut2N2drbmeUSUKpPJhOHhYXY0pGqnZi3Dq4RyzcDKgcI70WgUsVgMHo8HDocDoVCopu+RyWSw2Wwwm81l52JpO5P9RsOMJGVOictYDYVCAU6nE++//z68Xi+CwWDN3yMQCKBQKKBWq5kxzmQyCIfDLEDeKuDWHGez2bIxSdpNuXyznUwcrjBBuWqJlZUV/PjHP8bm5iZmZ2d39Vz7ie3KLEvB4/Fw9uxZvPzyy4wTWem69ch7kTIQ8VpLx1MkEkEsFlcMazQbCoUC3G43FhYWYLPZKnq/qVSK0fLeeOMN3LhxA4uLi0yEZjvweDx0dXXhmWeegcFggFar3XL9UChUNT+x12jYGyLlGqJAVAJNwGAwiNnZ2bq1D4kwzp2YVGUSi8Va0guixQmgbLaVenLvtEyL2wGvkqfgdrvxi1/8Ana7HU6ncwdPsTeo5RhdzxjweDyMjo7i5Zdfhkwmq8qJrGcDouoSiqmVfidVQDVzIowLKiV0uVwIBoMVjWQmk0EwGITX68WFCxfwk5/8pOZxo/CSTqfDxMQENBrNlk2EHJ5QKIRMJtMQOt++GkkubaCnp6eqhBSVkk1NTWF5eRmXL1/ekdfHre+kAfR4PHj33XexsbFxoAu8XpDBIgpJ6bjl83lMT0/j5s2bmJmZ2ZFUnEQiwenTpzEwMIAnnniCLWjyYDc3N+FyuTA9PQ23241gMHjg3nilhVHvYiFDRV5duaPd8vIyrl+/jrW1NbhcrpqvrVKp8IlPfIIVAXCvS+KzGxsbCIVCTR8CosqX8fFxPProo5iYmGCnNLp3yu67XC6cP38em5ubWFtbq8lAkmPzyCOPYGBgAGfPnmXJIXIOfD4fAoEA3G43pqam4PF4sLGx0frHbYFAgNHRUYyPj2NychJqtZop0HBBx8lIJILvfe97+OEPf4hYLFazi07gaghyNROXl5fxzW9+k2XKWwHc4y+p8JRSXHK5HN5++2382Z/9GYsX1guFQoGvfe1r+NKXvgSJRMJKy+id3L17F++//z6Wl5extLSEcDjcFImG3XoQVNhAknwymaxsrPz69ev47//9v9cd9jGZTPgP/+E/MAJ0qZG02+2Ynp7ecU15I0Ek+F/6pV/C1772NVb1AnyczCMK3uLiIr75zW9icXGxpuQWvQeVSoWvfe1r+OIXv8iqvIAHp8BMJoPFxUVMT0/j/v37+OEPf8gEaxqBfVcm12g0sNls0Ol0FY8XqVSKSSa5XC74/f6adB+JcErVNGKxmHmshUIBsVgM8XgcXq8XgUCAueitAq4HWTpu1KslHo8z766WxUbGVyaTwWg0wmw2w2q1FincpNNpljBbXV2Fw+GA1+tlcc/DAJFIhM7OTqjVahgMhoohIGp5EQqFakqyULVSV1cXDAZD2Zpvim8etEdeC7iCujKZDEqlkm1QpAkQj8eRTCaRTCZZxn67mmrKT4jFYqhUKhgMBthstqKYcCqVwsbGBiKRCJaWllioJxgMNqRmm7CvRlIoFGJiYgKf+cxnoNfrK2a17XY7/v7v/x6rq6u4du1azfQKmUyGL3zhC3jsscdY7bZSqcTAwACy2SympqYwNTXFGP7UF6cVIBAIWExLKBQyWgvwwEBGIhHE43H2TLV6I+Q1TU5O4rd/+7fR3d2NoaGhos84HA78f//f/4fp6Wn4/X4Eg0EkEomGBcprwU69SDptmEwm/O7v/i4effRR9PT0VEwmkjHjNg+rhhMnTuArX/kKbDYburu7q95/sx+zgY+l39RqNUQiUVG5p9frxf/9v/8X9+7dY3HCYDAIt9td8Xq0SY+Pj+PUqVOw2Ww4c+YMdDodBgcHi5wBp9OJP//zP8edO3cQjUYRjUYRj8cRi8X2/bm52PeYJAmWliuCp1R+KBTC9PQ003qspqDC3fGlUikGBwfx6KOPwmAwoKuri8UxaJdbWFjA+vo6kslky9Et6Jhd6uXQLp5Kpbb1jLkS+3Rsotrbxx9/vIjuQh5OOBzGzZs3cfny5X15tt1gt4aFVKiUSiUmJyfx5JNPVtXl5NLHaoHJZMKpU6dgMBigVCorfq4VDCTwcTyyVKiZEjn37t3DlStXEAwGEQgEqj4Xd06bTCYMDQ2hr68PZ8+eLcpiN9s83BcjyV2MJPPFzVLRpLtx4wauXr2K1dVVZiAreSsCgQBPPvkkzp49W6SUffbsWVitViZcEYlEcP36dbjdbly5cgW3b99uOeoPACZQQcYwmUwyWS1SP/L5fAiHwwCKSdSUIFMqlezId/LkSRiNRib40dPTs4VecevWLfz85z/H+vo6Njc3D+Cp9x9jY2N47rnn0NnZyZTd9yrDTOIPJpMJWq22qYVAtkMpJaxQKGBubg7nz59HMBiEw+GA3+/H/fv3WauKSgZSJpNBrVZDp9PhE5/4BBv7gYEB1reci5s3b+Ktt96C3W5vCnHnfTOSVMVAAXEyklze37Vr1/B3f/d3CIVCcDgcFcsO6YU9+eST+MM//EMW2C1Xnx2NRnHx4kXMzc1hbm4OS0tLjPnfSuAaSYr3UP1qNpuF1+vF5uYmM5IEHo/HYkdmsxnDw8Po6urC1772NYyNjW2h+3Bx+/Zt/OVf/iU7Xh9GjIyM4D/9p//EVKL20kCSkTQajdBoNBU/2wpeZCmrIpfLYX5+npHqp6amEIvFWIvYSqD5aDKZ0N/fj3//7/89HnnkkbJK44Rbt27hz//8z3fUAmM/sG/Hbcq+RiIReL1eyGQyqFQq5HI5uN1uRKNRxsIvFyvkTjpq7TA0NMS8pNIkEFciiwjW5IU1onRpr0GbSSaTwcbGBm7fvs0SApRJzOVyMBqNmJiYQDweh9PpRKFQwMjICHp6epioMS3a7YjL+Xy+SI3mMILEJrZTdqdQBtVWbwcKi5SrMSbE43G4XC44nc6m7+zJXU/kJbrdbvB4PLjdbkQikW1DWGQIjUYjTp48ia6uLmi12prmIQkXN8O63Rcjye2Hsrq6ilu3bsFoNGJwcBDxeBzvvvsuVldXcfXqVbjdbkaG5oLaeHZ1deG//tf/itOnT0Or1UKhUJStaabv5BrEdDqNWCzWMkFyLijuGIvF8M4772B5eRkTExN44YUXIBAIEIlEkMlkcOLECUxOTmJ1dRVvvPEGkskkvvKVr+CFF16AWCxmcvnVlLUJuVyOGYdWG69aQWEauVxe0UiS0ngwGITP59t2w+DxeJBIJOxPJSPpcDjw+uuvY3NzsybpuoMEUXvI4eDxePD7/RAKhWzz2C5WS17osWPH8Ad/8AeMTVEJ3AqzZlqz+3bcJtoA9aKhI2M8HofH48Hm5iajrnB3DDo+UxzDaDSit7cXAwMDZb+LBjOVSiEajTJZeNrlWrVemxvkTiaTjFbBFb0VCASQy+WQSqVIJpPQ6XRIJpOw2WwsY1tLv6BYLMbGr1XHazuQeo1KpSqbDANQZBQoSxsOh7cdDz6fD5VKBbVazSgy5ZBIJOB0OrG5udkS4QxaW+QtckNWtfAfFQoFO2p3dnZWFE4BHhhlag9Njk2zYF/6biuVSoyNjbHjnlqtRi6Xw8rKCvx+P6sQcbvdRTsRl/d48uRJfPazn2UaduVQKBTYwN6+fRvvvPMOvF4vrl+/Dr/fD7/fv9ePt+8gL5moTEqlEsPDw+jo6GCd6YRCIVPrIRqQVqvF5z//eUbg306KjhCLxfBP//RPuHTpEubn55uK5rNXkEqlePXVV/HJT34SfX19FbPOyWQSm5ubCIVC+PGPf4yrV69iY2Oj6piQMfiVX/kVPPXUU+jv76/Y6yUQCODy5cuw2+3weDx78myNQL0ixsTDffnll/HEE09geHiYUYjKVY1lMhlEIhF85zvfwaVLl7C0tNRU83DP+25TdrWzsxNmsxl6vR4ymQypVAo+nw9utxtra2tYXl7eEu+hGCQ1OP/CF75QNZZGHmQsFsPi4iJ+/vOfw+/3w+VyIR6PN9VuVCsojiOVShnJu7e3F11dXbBYLJBKpRAKhdBoNCxMEQqFIJfL0dvby+TOahVETafTuHz5Mr73ve8x6tRhg1AoxJkzZ/Daa69VFS5Op9Nsjl65cgU//elPt702vaszZ87glVdeqfg58tiXlpawurq642c5SNQjGiKRSHDq1ClWE19O5IMbd4/FYvjggw/w/e9/v+nW7b54krlcDvF4HNFoFF6vFwqFgiVwfD4fq14gL5KqZaRSKU6dOoXx8XEcP36cxXeI3rKwsMDKncLhMBvcdDqNu3fvwu12s77bdF363WaLc1QCN2CeSCQglUqRy+XYwk6n00gmk5ifn0cgEGDHN6lUCrPZDKVSCalUCr1eX9YgeDwe1hZ2cXERfr8fc3NzLVEeVy+4pYcUH6uWrPH7/bhw4QLsdjvW19e3vb5er8f4+DisViusVmvZz+RyOdy4cQN37txhpOhWQz1rRqVSob+/n1XQlJZ70lqcmprCrVu3WB4hGo1iaWmp4ndRpl0kEjERknA4XJMQ926xLzFJymoLBALY7XakUil4vV4sLy8jEonA4/EUeZFCoRBKpRIajQbPP/88XnrpJVa2RJM6n8/jo48+wj//8z8jEAhsqQ0l48E1hNy4KCUjWiXmRrXsfD4f2WyW9WZOp9OIRqP46KOPsLS0hLW1NayurhZ5np2dnRgcHGSxN9rB8/k8VldXcfPmTczPz+OHP/whvF5v0cZymEB83VKp/3IoFArY2NjAt7/9bczNzdVEGbPZbHjllVeY8ni5a2azWbzxxhv4+te/jlQqhXg8vqtnambweA9a8Z47dw6dnZ0YGhqCWq0ucnSIQfHmm2/iL/7iL4r6VVU7YlNfG6VSyTYkOo3uN/bluJ3P55FIJCAQCJigBGUL4/F4UQaaKiD0ej0MBgM0Gg2USiXLMJJ4ZzKZxMrKCjweD4LBIILBYNEA0QugCgGq9tHr9YjFYqz2uFENzetFaWUMAMaNJOkpWrjRaBRutxterxehUAixWIwlGwAgEomwJAx57JS1XlhYwNraGjY3N1kyqNSDJOMiEAhYv2MS3c1mswiHw00VM6oEsVgMq9UKg8EAlUpV8XPkXS8tLbE5WgtEIhHrP10ah0ylUiy+SWo/zUJp2S24otb0t0KhgEKhQFdXFzo7O9HR0cGYKBQSy2QybL6ur69vy4MUi8XMG6W+3tTaIZvNwu12N0SwZk+MJHkqpFiTyWSwvLwMgUDAvBwiRdNiAz4+DhuNRjzzzDMsKysUCrG6uoqpqSn4fD588MEH2NzchNvtZs3fqWcv9x7IQNKx89Of/jSefvppzM/P41/+5V/g9XoZx6sZwKUycY+D3ObrJC46MzPDSPTpdBqzs7Nso6Am79lslsVnZ2dnYbfbcffuXYTDYaysrCAUCiEajTIjV85AAg/k06ga4pOf/CSeeuop+Hw+3LlzB36/H2+//TYWFhYaPVx1w2Kx4Ktf/Sr6+vowMTFR9jO5XA6vv/46vvnNbyIYDNYlpadWqzE+Po6BgYEtOpQOhwP/63/9L9y6dQt2u/1QGUiRSMRi49Qw7dixYzh16hQrd9VqtazNw8bGBj766CO43W6cP38eDocD6+vrVQ0kj8dDR0cH/uiP/giTk5OskIKO3IFAAH/8x3+MtbW1fX/mPfMkuZ4Q1XUCDwi03GobirfR71AvbKvVynYfAGy32dzcxLVr17C6ulp1klH8TSKRQK1WQ6PRoK+vDydOnAAAaDQaxGKxpuxtzJV348q80WbidrsRi8UYJSiTyTD1ZxrTQqGAeDwOPp/P+H3r6+u4f/8+/H4/7t27t21tLVG3ZDIZdDodTCYTRkZG8Nhjj2FzcxPxeBxyuZy9o2aHXC5Hf38/BgcHt5RgAh/LcK2treHKlSs1hxzIGZDJZMwYlCKRSODOnTu4cuXKoTCOXBCHmcZAKpWio6MDY2NjMJlM6OnpKaJCxWIxFue9efMmVlZWql6fxlej0eD48eM4c+YMM5DAxyrp1aqa9hJ7ZiTJ+HEJoQC29PHgfo5kpajZTz6fZw2/pqam8N5777FjeqWJRoa5u7sbk5OT0Gq1mJychF6vx/DwMDPQlEg6SJGLcpQc7sZBY8aNIQJg/Eiul8mNx5JHzuPxkMlkcO3aNXg8Hni9XqyuriKRSCCRSFQdQwA4deoUXnjhBahUKlgsFigUCoyNjUEikSAajeL69evY2NhoGU1Oio1HIpEtMUYqX6USu1qTVnw+H88++yyeffZZ9Pf3l233wHUEDpuB5G7KfD4fSqUSKpUKXV1dGBsbg0qlgkQiAQDGvlhbW8OFCxfgcrlq6jRw4sQJvPDCC+jq6mInSwpBkW1ppGe+J0aSq05c6kJXmnwUx6CYERlJath+9+5dXLlyZdvGU2Qcurq68IlPfAJWqxVPPvkkTCYTkskkSxDF43EWU2sm0NhRVUMpJQp4sBPHYrGi4zkloLgGklRabt26hdu3b7PeN9tl9el3Jycn8bu/+7vQaDRFnDYej4dYLIbbt29jbW2tZfinuVwOsViMVSdxEYvFcOHCBdy8eRNLS0t1Gcknn3wSf/RHf1SW98dNDh42tgCBuznL5XJoNBp0dHRgeHiY8XMpyZjJZLC+vo4PP/ywqrPDxdGjR/E7v/M7TPyiHLeyHmWm3eJAuhBxs120kMkI+P1+Fo+rJvJK9I7e3l4YDAZMTEygp6cHer2eDWwmk2EadCRy0cwTt3QCcZNbpaAxJGoEN+HDlfeqZCDp82KxGCMjI7DZbDh69CgrY6RrEkWDYp+JRKIpE1+loPlhMBjKJlaoFwuFLeoBVx2nFBTmmJ+fP7SZbIFAAKlUCpVKhYGBAXR0dMBsNhfNv2w2i+XlZWxsbGBxcXHbUldKtCoUCpjNZkgkkrIi3T6fD9PT0yxe3wgcaKs2SsBEIhFsbm5CIpFgeXmZueXJZLKqtqRcLsfzzz+Ps2fPoqurC6Ojo4xvCTw4pjocDuadHvRxuxS1HhdIAg1A0cKkRBW33wjt4HR8r/QdlMHW6XT4j//xP+Izn/kMK6vj0oYSiQRisRiCwSALfTS7keRWLY2NjeHIkSNFcVSioaysrGB6enpHAiiVqplmZmbw/e9/Hw6Ho66eOK0Emjc2mw3PP/88jh49CpPJVBQzTCQSeOONN/DWW2/B5XJty4YQiUQ4duwYhoeHcezYMcjl8rJVYzMzM/gf/+N/wG63w+Fw7NszctFwI1lKdeHuyPl8ni3IeDy+JUbHJZQqFArm5nd1dcFsNkOlUoHP5zM3nzyFYDDI4iOtGCPiGkjaXelnJElXSpgvHTsud5Q8Aa1WC6PRyGI/XPI5eaJUBOD3+7fU2TcryMPmillwG5xxKz1qpTIJBAKoVKptE1fxeJwxMRrB4TsIUFZbqVRCr9fDaDRuGZN8Ps90J0OhUMUTHL0j8iCpxrtUApFOMR6PB+vr61hfX2/Y+DbUSJYeEfV6Pfr7+6FWq9Hd3Q0+n4+NjQ14PB6k02kWpyRDarFYYLVa0dfXh0996lNMWchsNrN2tVzR3Y8++ghTU1Pw+/1VX1SjsROvhYLklOSiJA6xAoiMm8lksLKywgSMiS9JoE2lu7sbzz33HMxmM44ePVp0tCFuaiKRwI9//GO8+eabzLtvdgMJPODXyeVylkTgyqJRUqVeY282m/Fbv/VbOHr0KMbHxytW7vh8Pty9exeBQOBQHreJMH78+HF2zFYqlRCLxUXxcuJKh8PhqknDzs5OvPjii7BYLHjkkUfQ19cHnU5XJMySzWZx4cIFvPfee1haWmIbUKNONA0zkqUeJJ/Ph0KhYERfakRFbR64DbDI+9Hr9ejt7cXExAReeuklWCyWLd+TyWSwurqKlZUVXL9+HZcuXWLZsIPGTg0MjZtEImF6fDQmXV1dGBwcRD6fZ7HXWCyGZDIJHo/H+KR0ZNfr9YwJQJOzFJQ9j8ViuHv3Lt54442W8CAJQqGQkY9LK224TIJ6Nk1qEfvMM89U/Vw8Hmfe02GFXC5HZ2cnbDYb24gohs3NflMVXLXEq1arZX2GJiYm0NHRUfTv5PUvLCzg7bffht/vb3jYrGFGUiAQsN7GBoMBcrkcFosFKpUKSqUSSqUSIpGI9d4Nh8Pwer1sYUulUlgsFlgsFnR0dLCWkwRKAAUCAdy9exczMzPY3NxsaBZsv0AlWX19fXj22WcZgVcgEMBgMMBoNLKdO5PJwGazwe/3w+fzYW1tDfl8ngXCR0dHMTo6io6Oji0EaDp+EmF8fX0dd+/ebZnxo83EYrFgZGQEQ0NDkEgkRTFdOslwBXJLjT81sOvq6oJCoYBOp2Meeznkcjkm/bcdSfowQKlUor+/H1artSiGTQaNDNj4+Diee+45rKysYGpqCplMhjlAExMTmJycRG9vL0ZHR8se2YPBIC5fvgyHw4ErV67A7XYfSDO/hhlJimPI5XIMDQ1Br9ezXiDEl5TJZDhy5AhUKhUikQjcbjckEgkGBwehVqtZkoLIrFyQ3JLL5cKlS5dw48aNspSkVgNpayqVSoyPj+MrX/kKk5Mr7RtE2XsuP+3WrVsoFAqMTjEyMoKRkRG2aXGRSqUQCASwsLCAf/iHf8DNmzebnhHABZ1Qenp68PTTT6Orq4vFa4HivuzcCqfSBJdYLMa5c+fwyU9+EjabDaOjo0xQtxyy2Szm5+cxPz+PhYWFpkoO7ge0Wi0mJiZgNpu3qHTR/AOAxx9/HAMDAzh//jzm5+cRi8XYOL7wwgv49V//dUbIL2ULFAoPujH+4z/+I27evAmfzwe/338g1KqGxiS5xOlcLgeJRMJazRLZl7LW5K6TUKpKpWLB+HKgTDm5963W06YaSAi2UCiw7D2VhQHFBH2K4ebzeZbcAgCj0cg4bRKJpCgwTr9LbACXy4VwONxycnM0v0gdKpFIsAVVmtSisZTL5YwQTepVEokEZrMZJpMJer2enXLKgYyC1+uF3W5vmbjtTkFeOZefWwoKZ1D1m9FoRGdnJ1KpFLRaLeRyObq6uqBWq9kJh2sguZ0NIpEIE9I+KHGahhlJenDSlcxmszhx4gTOnj2LYDCI69evI5VKsaONUqlknD2FQlFVRJbI4k6nEy6X61BlFenZSDmcBCtownBjt9x6dkr0dHZ2QiQSoa+vr6gagiY70TXS6TRmZmbw9ttvY3NzEz6fr+UWOxnA9fV1XL58GeFwGL/0S7+EQqFQ1AyOBD9MJhMGBwfxxBNP4Ny5cwiHw7h79y5yuRwee+wxTExMVFQP4irahMNhXL16FW+99RYCgcChVFTighvXpY2HW5JMYiqkBn/ixAkUCgVG86E2DtSIrTQJlkqlEIlEWJvaQCBwoH2qGmYkuQRnMpgSiQRGo5GJXpBSCPCxzFml3tMEOlrG4/EiRZzDBDKMXFkpLrgUqlwuV0QZouMNtReg69DkpFhmPB5n3pDb7W4JlZ9KSCaT8Hq9jPpFxoyeiRazVCqFUqlEV1cXJiYmGA80nU5Dr9dvkfniet70h8aOqClU4XSYwU3OlDv6UhMvOvkRi0Umk+HYsWMV+9yQ4SUPkroO0Ds8KDScJymRSHDkyBFGQ6HBFolEEIlETNaMtONoQperb04mk7hw4QLm5ubgdruxurqKQCDQUtL424EI43TcCwQCTIWFYoo0sRwOR5GmJk02kUiE9fV1yOVyJgtGXMlsNosbN24w+bSFhQXEYrGWpK+QcUqn04jH4wiHw/B4PJDJZFhYWMDm5ibUajWsViui0SikUilMJhOEQiHC4TCi0SibY+l0eotaFXmU1K44FovB5XIhFArh3r17rBrpsBrJUhGbUi4u8MDQEU+Z5q1Op8PY2BgTzC3H5c1kMrh9+zYjiS8uLsLj8WBjY+PANWAPxEgODAzgyJEjsFgsbKCI0hKPx+H3+9nRkEsr4LYXoM9++OGH+PnPf876UHMVz1sdNCFFIhHL0obDYUilUhiNxiKieCqVYiV2NIEplklHcrFYzBIMYrEYarUaqVQKP/rRj5jIw3Z13s0OKomjk0kgEIBMJsO9e/dw7949xinNZDKMUiUQCFgMk4wcsSUIROQHgMXFRZw/f54luaLRKDY2Ng5VmKccuLHIcvOES9JPp9NsY1er1TCbzUXJQi4tj8/nI5VKYXp6GtevX8fCwgJu3LjBGgce9HxsmJGkjHShUIDdbkc+n4fH44HdbkcsFmME8mAwCLFYDJ/Ph9XVVYhEIpjNZqajSKpC0WgUkUgECwsLrELnMO/iwMexoEQigZWVFQiFQiYkHIlEsLKywmhAJAOWSCRYfFIoFGJjYwMOh4N1WqTKpMNgIAn03B6PB1evXoXBYMDq6iqCwSCkUikcDgcymQw2NzfhcrkgFAqRSqWQTCbhdrsBPCh/owojqjsmD4rkviKRCCufPexxSODjmnU6RvN4PCYaEwqFEAwGkUwm4fF4kMvloNFoIJfL2RwlpoZAIGAxYmpjnEgkMDU1haWlJZZXaJbWxg0xkkQIl8vlyOfz+PDDD5mHRL2hLRYL4z4GAgG4XC4sLi5CIBCgp6cHKpWKqfoEg0HMzs6yOBqJx7Y63acUNEG4WVviMX700UdMsdztdrNjDsmDJZNJJBIJZgApbsntTc5N3BwW7xt4EJOkNhfr6+uMm6vVahGJRFjL4WvXrsHpdOL27dusMkcul0MikWBjY4NpkAaDQZZtzWazCAQCrIad4mWHbe6VA+UJKM4tEAiYYv709DRTnspkMuDxeDCbzVCr1djc3MTMzAzy+Tzr9hmJRBiDgipoqAMBXaNZNu2GU4DIE6JWCyREQAaU5JSoax15oNT0J51Ow+/3w+FwIB6PH/pdnBskJ/l7mpy0mTidzqIYDxnJeDzOjCT3etzrHkZwaWapVIrV+1NIx+/3s0VJzAESbAYebCTkXdIYEq2IvFQqtTvoeFkjQcdtkqATCAQIhUJIpVJwu90s3AV8HMdNpVJwOp1wOBzI5/MIh8MQi8VbjCSdEJtxs+YVanzDleg3tf6uSCRirjbtQuQZSiQSGAwGps9Hbnw4HAYA9nOKtWUyGYTD4SI6TCOxm/LCnYAC4CaTCaOjoxAKhWzH9Xq98Hg8zFsHUNTOoTTb2iwLupFjyOPxmIdIPNNcLseOytzYr0qlYmWNEomkKJHDVabaiagul+6yF8a10fOQOh9OTEzghRdegFQqZZvMzMwM7ty5w5wabjlxNBplRHCuBB8xU4i6dhAGspYx3HdPklv0nkqlIBQKmZEEwBZxOBwGn89nRyVuBoyOkdyX2yyLvREg2k4gEMD09HTRGPr9fgQCAZaYod2bG895mMaqHIhrmkgkigjQXG+a/k6lUmzzTafTLA5HxQ07Tc5wM8OtjnA4zJJ/dJJbXl7G+vo660NOeq6UPOR2K2017LuR5Ma+aLFzRXApkxiPx9kOw+VTlpvIDxtoYpE4MZ/PZwkZ7rGPwg7c+NjDOmalqORNcytIyBCStwN8nIWlxb4TcPt9t/L7oFi23+/H/Pw8S8Dk83n4fD62XmkjqbSOWw0NOW7T73NFObksffoZfY7Lw2qmgeUunN38/k5RqvdYinI/a6bx46LRR8Vq4I4rzUs6nlNsdzcLneKhtJHtlcE4iDGkdUzx29LKG+4f+nwzG8imOG6Xw3aDWGo423iAUq+au9G0x2rvQWPa6p7QXoLLWQY+NpKVQmGHYcxq9iTbaKONNh5GlC+IbqONNtpoA0DbSLbRRhttVEXbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHbSLbRRhttVEHNUmkajQYAmOo18LF+YalMUiUFZhI25cp80e+Uw14IFO2V7BpXOHWnPXUUCgX7fRJw5UrGccFt30l/qK0picOWNp+qtxlVuXdUbpwqaX5y/5vutZysGP2M275gpwK2CoWCCTWXjmHpvZJOJKllk66jRCJh/ZSSyWTRve9Xh769lLPbra6pTqcDgCLh69J7241WJd0fiRdzG6XtZgx2s5a5c52rH1qL0nxdnmQ9N1fus3v1ItrYn7Hcq/fRCu/1YdeHbNVnP4j7rtmTpF2bdq9qRpDbsoHA/f9yopz79fB7ufB325+jdDfdTpy00niWqj/v9Blr/b3tDHI5MeByn9+LMdyupUept0ueJPWLBsDawNK1uO+l2efhXlyL2jBQn/r9eO7Sk0bpqWUn37ebeywV+a7n1FWzkaw2kSot8MOkVrwXE4kMRC1tKSqFJUrVsunnjUY1A17L7+0U3E26lmtxj9wU7qGeNTSGzdYmZL/BdXj2K7RQ7k8pDmreltqm7VCzkdyJ91LvzRx21DspKo1fs204jbyHaieZcqDPKZVKqNVqZLNZ1uGPWu8+bKh3DOsFxXjJe8/n82yDokZ/zTBva0Xdx+16PapWGoz9Rr3BaxprmnTA/k/wZke9Y0jjZbFY0NPTg2g0Cp/Ph3g8zvq6P2ygMdwPY0XJOWpxTL3gyYOPx+N1Jxj3A/U894E0AntYsdsJWerFP6yGslZwx4lawpYetR/WBM5+PzN5kiKRqKi1bCuiqY1ku2viA5Tb8R/2MdkOND50vFtZWYHH40Emk0EqlUIul2M9yx9G7FeHTYrxUltepVKJZDKJaDS659/VKDStkWzHMotRmp1rY3uQl5jL5RAMBhEOh4u8x1b1bJodND+FQiHkcvmWlrOthroSN9y/9xqllA36Lgr2tg3DA7THoX6UsgMe9rjufj63WCyGXq+HWCyGWq2GWCwGn89n5P9W3JiaxpOk5AQFe2ky059mCPa2cfCoZ4GXUk+4XuTDaiCB/XN4eDweJBIJLBYLpFIpxGIxBAIBotEoMpnMjquZDvr0dCBGklu2JBQKIRQKIZPJIBKJoFarWelZPp9HMpnE+vp6S8c09gI74ZmJRCKIxWIAHxOIyx03D6vBKOXE1bLYKDur1+uhUCgglUqhUCiKxj8YDCIYDCKTybBs7cNqeGlcJBIJxGIxFAoFW9PpdJpRrrjJsnpx0ONal5Hci5vlHqmVSiVUKhWUSiV6enqgVqsxMjKCzs5Otojdbje+853vYH5+/sAH66DArXnmxiaB8kkd8so1Gg2sVisAIBwOs0lLf1Kp1LYVLK0Oeh5u7X25Z+SSnqVSKZ566ikcP34cnZ2dGB8fh1gsZkb2woULeO+99+Dz+TAzM4N4PF5Uj/8wgday0WiE1WplDg8AOJ1O+P1+pNPpijXirYC6Y5K7QemRWqFQQKVSQavVwmq1QqPRoKenB93d3eyILRQKmTf0sKJU5IILCkfweDwIhULweDyIRCIIBAJoNBoYjUYADyYziZNkMhmW3c3lckilUi1J8q0V3Gfick5LSc80vjKZDFarFX19fejt7cX4+DgkEgn4fD7y+TzW1tYwNzcHPp8Pp9MJoVCISCRSVtyjXhz00bJW0FjRWpbL5VAoFOxn+Xwe2WyWedq7jUVWqt5rBBp23JZIJFAoFFAoFBgfH4der4fRaITJZIJGo8HQ0BCUSiX0ej1UKhUikQgCgQCCwSCLUT6soNI6rVYLm83GCLp8Ph+xWAzRaBRarRZHjx6FWq1Gd3c3jEYjpFIplEolACCRSDBDmMvlkMlkEIvFEI/H8cEHH2BhYQHhcBh+v3/LhN6LutuDAt0rHYn1ej16enoglUphtVohl8vR2dmJ7u5u5m2KRCL09/fDYrFAqVRCLpczg1ooFHDixAnodDokEgl4PB6EQiH867/+K27cuIF0Oo1EIlH3fZJSEZ/PRzqdZkpT+0XT2Q1EIhGkUinkcjlby5lMBul0GmKxGDqdDvl8Hna7fVcbB238pH4lEolYpVQjE0ANM5JCoRBKpRI6nQ5Hjx5Fb28vzGYzbDYbNBoNBgcHIZPJ2IL0+XzIZDKQyWRbvKeHDWQkVSoVent7IZFI2DgFAgH4fD50dXXh3LlzsFqtOH78OHp7e4uyuqVxs3Q6jUgkwqgxoVAI+XwegUCg6Lu58TxCKxlJAo2BXC7HwMAANBoNRkZGoNfrcfToURw/frzIo6yGgYEBDAwMsJBQIBDAzMwMZmdnAQDJZLLuMeLz+ZBIJKyMr5kZHQKBADKZDFqtFmNjY+ju7sbGxgbsdjtkMhl0Oh0KhQKTpNvpc3C9fKlUColEglQqhWQyucdPVB0NNZJyuZzFybq6umAwGGAymSCXy9lREXgwONlsFuFwGNFo9KGM9XBBi1GpVGJ4eBhKpZItqGQyiUQiAYPBgKGhIWg0mi2JBjoaFQoFJBIJRu5dX19HIBCA0+lEIBBAKpViMSY63pvNZhgMBiSTSZasiEQiLVfzTBuN2WzGqVOnoNPp0NHRAaVSCYPBUPTctYLGwu/3IxaLIZFIVNUaLY0tlxoPCoPQhrZf2G2RBs3HTCaDYDAIqVSKeDzOQjpLS0vs33bCR+UmdlUqFcRiMYuhU2yzkajZSO52YKVSKQvujo2NYXx8HCqVChqNpmjy0PfQUcbr9bbcgtxr0CQzm8145plnYDAYoNPpIJFIIJVKIZVKIRAIGCeNjuNckJGMxWLweDxwuVy4fv06vF4v7t+/j/X1dRYv5gr8Hj9+HI888gi8Xi9u3bqFSCSCtbW1lnonFKcVi8UYHh7Gl770JRgMhqLxKjdm1VAoFBjzwu12w+PxFJHVS78fADvKAx/HkulatIHRvzXCSHKfpR4UCgV27N3c3EQ8HodIJIJEIoHf78fU1BQikQgz+vXeG/0Ri8XMiaKN/CDKG/fdk+QGw00mE0wmE1QqFeRyOVOLBrZyt+LxONxuNzt278V9cK/fKig9cmg0Gmg0GqjVamYguWGKSqCFGAwGsba2Bo/Hw7KPsVgM2WyWGQyBQMCubzKZ0NHRwRZAMBiE1+vdcixvVtD8U6lUUKvV0Ov1UKvVUKlUdXuOBIqVh8NhrK2twev1FiVuuN9NLAO1Ws14hLlcDl6vF7FYrCXr8cnYC4VCVhNPnmU8HkcikagrLkvvSKvVQiaTIZFIIBwOF70biqUfxPjsa3ab6BRisRhHjhzBr/7qr8JsNmN4eBgajYYdsYnLRtU1+XweCwsL+P73v8+8nnq/l/v3bp/joECJBEoemM1mdHZ2Qq/Xs+N2LTE02vnT6TTeeecdfOtb30I8HmfH5kAggEwmw96HRqPBuXPn0NnZiTNnzuDkyZPIZDL41Kc+Ba/Xi7/4i7+Ay+VqetECCvxLpVKcPXsWJ0+exNGjR1mceycGMpfL4d/+7d/w7W9/G6lUColEAqlUCna7fYuBJO/1s5/9LF588UWIxWJIpVJEIhH81V/9FT788MMD0QXlfs9OyPlyuRwdHR3sefL5PLxeL7xeLwvn1HNNkUgEpVKJL33pSzh9+jQuXryIH/7wh8hmswiFQojH44jH4wc21/bVk6QBkEgkMBqNGBsbY9lsOtbR57hZyGw2C7/fj7m5ORYr2+57yv1/uUXQKhQLAh07iGKhVCqhVCprMo6EQuFBT5xUKoXV1VVcuXKl7DGIFqxIJEJXVxeGhobQ399flARyu93Q6/UVhVSbCeSFC4VCdHR0YGJiAl1dXUVzrx5QQmV+fh6/+MUvqh4lyUCLxWIMDg7i3LlzkEgkkMvl8Pl8+MEPfnDg3mO930vvXCQSsZMgqb3HYjF4vd66j9jklcpkMoyNjeHs2bPweDws6UPc3v3qPVQL9tVI8vl8xnscHh6GWq2GTCbbssAp85hMJnHjxg0sLi7iypUrjLZSLsZDlACr1QqtVssmcDabRSwWY2ovpVL9BznY9YI87MHBQYyMjGBsbIzx9WpZ5BQ09/l8+MlPfoLl5WVcunSp4vPTGAoEAvT09GB0dBRGo7HIIJbSMZq5XFQoFEKtVkOtVqOvrw+jo6PQarVsYdcCOub5/X689dZbWF1dxcWLF7edQwqFAidPnoTZbMbIyAhUKhUzmjT/D5pcXY/DQJu1WCyGUqmERqMBn89nySoSMK71SEwhiI6ODpw9exZmsxmPPvoojEYjTp8+jd/8zd+E0+nE+fPn4XQ69yTktlPsm5GkXbyvrw+nTp3C6OgoNBoN45zRZ4CPjWQqlcKlS5fw9ttvw+FwVBToJMKqTCbD0NAQ+vr6GEmagukkqhqLxRgvkCZ8Mx8RuSgUHgjujoyM4Nlnn0VfXx8zkrX+fjabhdvtxre+9S188MEHVZ+fPi8UCtHX14cjR44wgjChVCfwICfvdiAjaTQa0dfXh/Hx8bKE/GrI5/NIpVJwOp34h3/4B1y8eLGmOaRUKvHYY49heHgYR44cKYqBkifbDPOwnli9RCKBTCZjCVfgQXw2Go0iFoshnU7XlHTi8XjQarXo7u7GqVOn8Pu///vo6OhgnMgnnngCR48exezsLKamprC4uHg4a7e55XNcz4e7e1KAN5FIwOv1IhwOw+FwIBwOM8Io9/OUhdRqtRgZGYFarcbY2BisVityuRwrf9LpdIjH4wiFQohEIgiFQlhZWWlq7lklFAoFRCIReDwexj+r9fdcLhfm5+exsrICv99fl0GjY2o5g3KQQfR6QMc1qh2uxTjSs62urhbpT66vr9c1hkKhEEajETabDUqlsqlDE/V4kzSGVH1EjkktJzSJRILu7m5WhtzT04OhoSEoFIqiqjp6B3vRhnYvsK/HbTrulf4hbG5uYnl5GU6nEx9++CH8fj+WlpbgcrmYB8g1tgqFAmq1GidPnsQf/uEforOzkwljcAc2FAohnU7D7/cjFArh1q1b+OY3v8kykK2EXC6HhYUFNmGefvppVhtb7Xfy+TwuXbqEP/3TP4XX660r+cVNOpQeTbn0j4OevNshk8nA5/Mhm82y+61mrGjRh8Nh/OM//iPeeOMNZgTS6XRdYyiTyTA5OYnHHnusbEHEQY7dXpC76ageiUTg8/mQTCarri0ejweDwYCvfvWrLDbc2dkJqVTK+oAT0uk0fD4fSygeNPadAkQqIBSv4KqBxONxRilZXV2F3+9HIBBAMplkBHI6nhAtRa/Xw2KxYHBwEN3d3ex7yOPM5XJQqVTIZDKsrlSlUjVFDGgnKBQKiEaj8Hg8RTSTSoud+HaZTAZutxsLCwsIBoN1fy9XEKLcd7TCWJLRIxJyJpMp4iqWghJcFLKZnZ1l87deECtBrVbXFQNtZpDTQ8lVYkzQ2q4EmktSqRSdnZ0YHByEzWaDzWYr+3luWKwZ5ti+GslsNouZmRn4fD6k02mcPHkSKpWKCSosLi5ifn4e6+vrzEjSv2WzWfB4PKhUKpw+fRoWiwUjIyMYGRmB1WrdsvtQcqFQKLAa2Pn5eXzwwQdYWVlBLBZrOS8SAKNXJBIJFsAmQYtSdkA+n0cikcD58+cxPT2NGzdubMsMqARuK1buvdAYtgJLgGKs6XQaa2trmJqagsFgQF9fX1nyeCwWw+LiIitiIJWknYI8r2Y+atcKcmrIMBIlh9ZsuXGiOapSqWA0GtHT04O+vj709PRALpdX/C4S7FUqlU1RkryvRjKfz2NzcxMulwsdHR0IBoPI5/OIxWJIpVJwuVxwOBxwOp1wuVwIhUJFJXQ8Hg8ymQxHjhzB8PAwHnnkETzyyCMsXlYO5Cnk83k4HA5cu3aNvchWRKFQQDgcZnXWxCOlMSo1YplMBtPT0/j5z38Oh8Ox4+MK7f6lseRSLmCzG0rK2Hs8HiwvLyOfz6O7u7vs/EmlUmw+hsPhXR31SsfvMIC8RiJ7c3nNlUBcaaPRCIvFApPJxJSpKoFKmGUyWd2VUPuBfedJUiY0nU7D6XQiGo0yao7b7WblRoVCgX1WKBRCIpFAqVTCZDJhYGAA/f39MBgM2068SCSC69evw+1249atW/B4PIhGo01NVakGisVSUyXg42MPgagYbrcbgUAAm5ub7Hi+Ey4cHQ+54+z1enH37l04HA5sbm62xHGbkM/nEQ6H4XK5oNFoKi7qSCSCW7duwW63w+Px7Oi7jEYjurq6WI196X1QDXKrzkfCdkkVgUCAjo4OGAwG9PT04Pjx47BardDr9dtee2VlBe+//z5WV1fh9Xr39L53gn030ySrlEgkMDc3B7lczhbY0tIS5ufn2VFYJBIxNWhyzzs6OnDmzBkMDw+znaVaPM7r9eKf/umfcOvWLTgcDrjd7pZu/8Dj8aDX62EymWAwGAA8mKClAhaRSAR3796F2+3G7OwslpeX6+Yxco+HpUft1dVV/MM//APW19cxPz/fUqGLfD4Pj8eDhYUFaDSasmNSKBTg8Xjw05/+FPPz8wiFQjv6rr6+Prz44ovo6uraYhBIw5N0PJsdlSrWapE/EwqFOHr0KI4ePYpjx47hueeeY97hdrh+/Tr+5E/+BMFgELFYbFfPsBfYd0+SvEISguXz+WzxUjC3UChArVYjl8tBp9NBqVTCbDajq6sLZrMZKpWKlTdWMpDRaBThcBibm5twu92sNrYVaT9cUMhBq9UWcUwrEey5LTEodlnt+ek4RBuURqNBX18fey8Ug4pEIvB6vfD5fC0XuqBn1Ol0W3ifXAgEAlbZVM/i5PP5MBgMUCgU6O7uRmdnJ8xmMyQSSdHnEokE7HY7XC4X4vH4rp5pv1FLqWul3xMIBJBIJNDr9WwsSAugGqgvOpe+1wxrd9+NpEqlgl6vR0dHB/r6+iASibC5uYloNAqr1QqpVIpMJoNoNAoej4cjR46gs7MTWq0WHR0dbOJtpyt5//59vP7669jc3MT09DRcLldLVddUAlW/HD9+HP39/RCJRCweyYVMJkNvby/UajWGhobgcrng9Xpht9urei1CoRAjIyPo6OjA8ePH8clPfhI6nQ79/f3I5/NwuVxwOp2YmZnB0tISnE5n0y/wUgiFQpw+fRpf+tKXoNVqtxgv4MFctVgs+PznPw+73Y4333wTU1NTNV1fLpfjtddew1NPPQWLxcI2GSJck9e1sLCAv/3bv8X6+jru37+/l49YNyqV7u60rpsgEomg1Wqh0+nw+OOP4zOf+QyTO6sGSgJFo1H4/f6m4uE25Lgtl8shl8sZHYKOzHK5HCKRiNF2hEIhBgcH0d/fD41GA4vFwn5/OxqF3+/H9PQ03G43/H7/jtShmxEUkzQajVCpVGXHgbxIlUqFQqEAnU4Hg8GAdDrNAt+lCRf6m1qAdnV14ciRI3jqqaeYaAEl2Xw+H3w+X1Pt7vWAz+fDZDJhaGiI8fzKQSaTob+/HzKZDFevXmXeeLXMLSlcjYyM4IknnoBCoYBOp9uS8Mrn8wiFQrh9+zbsdvuBqihx33/pSWO3alnkjSuVSthsNvT19VWs8+d+Rz6fZ5TAZuPgNkwqjYydRCKB1WqFWq1GJBJBNBoFn89HZ2cnxGIxU7nh8/kIhULg8/lIJpOsXpg8KeK6UQMmijkRz/KwgLLbTqcTZrOZ8T9p0nFVrCUSCdRqNZ588kn09fXBbrdjenqaZSPT6TTTopTJZDAajawKQq/XsxYGdLxOJpO4f/8+pqamMD8/zxS3m2kC14Ptkn5yuRxDQ0OwWq0oFAo4e/Ys7ty5g5///OdFLQNoDK1WK5544gkYjUacOXOG9Znm8XjIZDLweDxIpVIs0+1yuViBw0GSpEu9RW4lzW7fr0ajwenTp9HR0QGLxVLWQFI1mMvlgkQigVarRSaTwZtvvonbt2/j/v37TaVX2pD8OokiUODWarUinU7D6/WyeJHNZoNMJoPFYoFGo0EsFmMk6FQqxZRCyKskD4nUbXw+H5aWllrS06kGqmpwOp3o7u5mcRuuzBwR7yUSCSQSCc6ePQuBQICVlRUMDg4yFfJ4PI7BwUEMDg5Cp9NhdHSUaVFyuZapVAqBQACRSAQzMzO4dOkSPB7PjtoSNAvIUFUL2cjlcgwODqJQKGBsbAzZbBbf+973cPHiRaRSKfbsBoMBg4ODOH78OH73d38XNpttiwHOZDJwOp0IhUKsesnlcjEdymYAt5qt1IMsFaCpBSSzd/r0afT29sJms1X0IF0uF+7cuQOVSoX+/n4kk0m89dZbeP3115tOgm/fjWQymUQoFGJVNaSnR9UParUaAODxeFiSRywWs3plCgKTLBP9oRdHiQVuX+nDBCLxhsNhhMNhJolPmX5a+FQFAYDRqBQKBaxWK2KxGOsPYrPZ2NGdKpII3AoHiUTCRENIxKCZJm69IAI0aSBW8ijJYNDYdnZ24qmnnirafDs7O9HZ2YmhoaEtoSCag7FYDHNzc9jc3GTXmp2dbSoPqZwhrPR3Ldeicla1Wg2NRsNiv9xKHVILstvtmJ+fh0wmY3KIXq+3aapsuNh3Mjlx93K5HFuUdNx44okncO7cObhcLrz77rtsAHk8HjY3NzEzMwO5XA6j0QiZTMaaAdHLpUGPRqNNF8fYK1BAG3jgwSwsLLBEGNGlRCIRa99ZKBSKNDwVCkXR5sENWVQKpguFQuh0OsjlciQSCSwsLBR18Gs1kDfudrvZ5rBdjJs6dJ49exZDQ0OMwE9xXNrQKTlDIEK/y+XCd7/7Xdy8eZMZCXIYDhrlkja7FZOgrLZCoUBPTw/6+/uhVCrZSYcaeK2uriIYDOL8+fP46U9/yk5F+XweTqdz1zHR/cC+SqXxeDxWr831DKmaIRKJsAEkb4W4UdFolO3eNEG5DaoIzeaa7yXoWbmiAlSyWdr9EPiYQkH/Rl3taIcnj7OSIg6XA8f12Cnu22qgDoQKhYItxFoWH8XpiJ0hl8u3qFlVQiqVYnoETqcTm5ubTT9Hd3sCo42DRIUprEbzh8aEWrIEAgHWF4g7jyl+22xjtadGkruoqckSFaonEgksLS2Bz+ezioNLly7B7XYjHA5jenoa2WwWWq2WdfMLBoPM0JbuftzMIiUtDlMJGHl6UqkUZ86cwalTp9DZ2Ymenh7IZDL2vKTDGYvFmJQXxSvpCM7n85mhoIA5yVWJxWK2QEjcgVvzTM2Y4vE4fD5fS5CgCUajEU8++SSsVitOnToFq9XKNotyIGk18sa5/c2B7bmDwAMi9He+8x04nU6srKw0FZWlFPUeqUvBFZ8ZGBjA6Ogo01YgDzsej2Nqagqvv/46QqEQNjc3EYvFsLa2hnA4zDZybjKW1v9u6Uh7hT03kiSMQINHXgglaoCPG8UvLCzA7XYjmUzC7XYDANbW1ljtdTqdZhU65b6LYkelsbXDAC4Rf2BgAKdPn2YqSPTM3MRNOp1GNBplzZikUmmRkSSjGgwGsb6+DoPBAKvVyo6V3OtQxjydTjP1JQAsbNIK4PF4UCqVOHbsGPr6+tDb27vlaFwKbi0yN+5dz+a7srKCn/zkJ8xzakYDuVf3RHNUJBLBZrNhfHwcfX19rKEXlR+vra3hF7/4BesRTxVH2WyWtSahkmTyJMtRk0rfR6PGdk8sS2kAmARwuZ4k16Xnyn1xJZeI9uN2u2E0GjE0NASDwcCCwCKRaIv6De0+9G+HAeSNUyfEQuFB+1JuMsXtdrOsvsfjQSwWw8bGBjKZDLRaLRQKBQuWU2WTUChkxxydTge73Q6NRoOJiQl0dHQwBgHF1fh8PgYGBvD444/DbrcjGAyyOvhmXPwEqjiSy+XQarXQarVFHjOPx0M6ncbq6ipCoRAbQ4rr8ng8dHV1QafTwWKxoL+/v+ZNmNtGpJnHaDegUmO5XI7JyUmYTCaMjY3hyJEj0Ol0zCG6desWVlZWcPv2bXi9XsTjcXaKpCO1Wq3G8ePHoVKpWCfVUCjEWvTOzMwgGAyyMBFXW4AUsfYbdffdrvRvXAoJt1aa+3vEX6TJQxOSPicQCOByuZDNZmEwGHDixAkYDAaYTCYoFIot90D0IYqHlCPHthq4HjI1/QLAMrOkAk0SdDdv3sRHH32EeDzOjtullA7u/9P70Wq1GBoagslkwm//9m+jq6uLUYgoySCRSHDixAkYjUZMTU3h/v37TJ+xWWOUtHHKZDIolUqmPkMEeRqLeDyOK1euYGlpCVNTU7h58ybzwoVCIR5//HEMDQ3h9OnT6OzsrMtIUpKrledhNYjFYsYT/eIXv4iJiQkYjUbG441GowiFQvjnf/5n/OxnP0MikWBaqKVxYaPRiE9+8pPo6urCxMQEOjs74fP5sLGxAbvdjm9+85uYn59HKpVCKpViHifQuHzEvrdvKPez0r+5ZFaKwxFrn2Jp1Sgbh0mSisIVtFsWCgUmT0ULPJ1OY2NjgyUHiEAfjUZrNl4SiaRIDLk01ktGQaFQQK/Xs4qoZtD346L0ZMHdKJPJJJxOJ4RCIVO7pucLh8NYWVnB+vo6PB4PgsEgUyEXCATweDxQq9UIhULMc65ljtGJ6TDS0Whs1Wo1BgYGYLVaYbFY2Pygkw7V+AcCAZakrdTQTyKRMEdIp9NBrVazjSaVSqG3t5edbCjJW9rob7+x477bpVnmSkHWWrOJtCNYrVYMDw9jYGAAnZ2dUCqVZWttS++l1UGGnjihlOAi4i0JB/t8PsTjcVZdFIlEEA6H61Y6EggEUKlUrEoEKH6nJEhiNpuh0WjgcDjYkf0gDWWpQSSDzt0sSSRheXkZf/d3f8e4t9xEDLUtTiQSjE1BoaJCoYDl5WX4/X6YzWYkEgmIxeKqSR8CXaNVYrf1gARUjh8/jt/7vd+DyWRCV1dXUQ8fn8+Hn/3sZ9jY2GBVWuVYBfT+NBoNjh07hv7+fmZo9Xo9lEolq8wLh8PslDM3N4cf/ehHLDzSiOq6XXmSexlApWtIpVKo1WqoVCrGjaw2MclrKFf+1Goo9eKoy2MsFkM4HIbP58Pq6ipisRiWl5cRCoV2TL6lzCS3xWnpfVA4g6gd1Tz6RoNrJOleSWWKkgK0gdQ7PsSrpGTYdsKypb972DxIAo23TqfD0aNHYTQa2fzh5hY2NjawurqKcDhc9WRDoRHSGqB3SQZRKpVidHSUJXApC37hwgXEYrGGtcXYVUyy3MTZzQQhEQCHw4Guri6kUqmigHs50KQk8jSXrN5KIG+aKCgEgUCAubk51sIhGAyy4/duqhMkEglMJhPMZjPT+Cs1lHRflOlOJpO7bmmwW9B9cUsMaSHS39zEwE7Gh1vqSS12a90gmmUT2Q9wTytcD567MaRSKXg8HqYWVWn8Sz3/bDa7pfcQUdckEgkikQg7Ua2srDRUjWpXnuRe75iFQgGhUIjVuFK5YS2LkgQbALBeHK0Emmgkkc/1jBcXF7G0tLSFIbAbCIVCFguqVKZHC4COj8lkctuuePuN0tgpV+Bjt7w/LkjzNJ/P12Uk9xqNprtUA3dTpnAMUKx0RJltj8dTVYmLm4cgI1maHCNFIZLss9vtWF9fh91uh9vtbliJZ9OQC2nQ6GhH5XbVYmD5fB4+nw+xWAwOhwORSKRlVJ+3Q+mi2EsDwOM9kF/r6upifZDLgcpKHQ4H1tbWWMb2IBcsN4FSLkGyV/dW2qOmVgO5H45DM4DH40Gr1TJ92FKCPRlJ7rG72mZKXGqi7pVb49RzKBqNYnZ2FvPz81hYWGBrvOl5knt5g1wSukajgdlsZsHbamrc6XQa9+7dYzQOu92ORCLRtPSUerGXhpFAY20wGPDkk09iYGAAKpWq7HfncjlMTU3hwoULWFxcbIq+5dwx2c9MMh0na+12eFgz2gShUIiBgQEMDw9jZGRkC2eZkiiUCNvuNCeRSFjJZ2lcnMYwFArh3XffxdraGq5fv47bt28jkUg0XJS36TxJIqoKBIKiWEWp0g1RPIhT5ff7W1qEYb9BXpFCoYBCoYDBYGCeQWksiARQiay+sbGBQCDQNJvPftNseLwHLTPoz3ZGslB4oPpDSkOHzVCSMaTWsCqVqmLtP5crXQ7koRO1jIS4S7m9VG7r8XiwsbHB+lVxtQkahR1TgPYSlJkUiURQqVQwGAzI5/NYXFyEUqlEV1cXFAoF419lMhmm/vPGG2/g+vXr7OeHEaUTiPt3LRAIBNBqtZBKpXjuuefw3HPPwWq1wmazle0bFA6H8d5772FjYwPvv/8+Ll26hEQi0VS9bcpVcu0VRCIRTp8+jfHxcZw5c2bb1gPJZBJvv/02pqence3ataaSQ9sLFAoPBE8GBwdx9uxZVvPPnZfc8ES5drq0xjUaDaRSKc6ePcuupdPpijxJUihfXV3F5cuXcefOHQQCAZbUbPQm1DSeJA0sEcmpw10ymYTBYIBYLEYoFILT6UQqlWJ9qKenp2vuRdLK4FKduKhlwpCIgFqtxsmTJ/HLv/zL7ChZDslkksWA7t+/j9XV1abxjvYj/lgK6it08uRJ9Pb2blttk8lkMDs7iw8++GDbnkKtCh6PB6PRyFo7l0tkcUsGy8VySZBGqVRiaGgITzzxRNkGd1S1EwgEsLy8jIWFhQY9ZXk01EjSzlMq2yUWi6HRaCCXy5mL7fF4MD8/D5FIhGvXrkEikSAQCCAYDLL4B1cY4zCDNpDOzk6cPHmySPGIuIEU0+Xu5GRE+Hw+Ex2YnJzc0i6WQDX3wWAQi4uLuHfvHrxeb9MYyEaBjoMajQYikQjxeByJRIJVNq2urmJ1dZUJQqfTaVy/fh1ra2sIBAIHHrfdLxBvt9xxl8RYFAoFOjs7i9oZJxIJhEIhVk8vl8uhUqmg0WigUCiYYSUmy/z8PN59912sr6/D5/M1/DlL0TAjyU3OEDGZ6jGJviOVSpFMJrG5uQmv14uVlZWiMqTS6xUKhaY6Au4XaOyOHDmC3/qt34JWq2UUDBLR5SovESuAjibcjYkrAVYKbuvYW7du4dq1a4d2wVcCzVGlUslOMJFIBKlUCjMzMwgEAnjzzTfxs5/9jFWH8Pl8bG5uIhAIFFWPHTZQ5rpcWIs8S61Wi/7+fkgkErYZu1wuJpOoUqmgUqmg1WpZjyWuYEU6ncatW7fwV3/1V0xQ5aBxIMdtiiXR0Zqk0ai6hPiS0WgU6XSaGUlubS55UofxaFMKMnYkjU+qNlyjx5WaIqPJNZKVvEcuSAiZmoA1S6KmkaCkgcfjwfLyMmQyGWvotby8jGAwCLfbjWg0ygQXeDzeoaGeVUI+n2cyeyRgXAqi8BmNRiY3R3MzkUhAIBAwyTqDwcDGjuYpV2yb6rKb4RTTcCNJjaay2Sz6+vowMDCASCSChYUFdnwWCoVMOYRbPUF/V6oZP6zgqoUbDIaicjBu5QmXu1aa6Kml3joQCOD+/ftYXl4+VB0n6wGxJt58801cvHiRiY2QMlI2m0UoFGKFDuRVHdakISGbzeLq1atwOBx45plncOzYsSJNBQrv6PV6nD17FtFolMkbejwerK6uQiaT4fTp07BYLFAqlexEQw7S/Pw87HY705SlUMZBbz4HmriRyWTQ6/UsWBuPx9nuQq53OSP4MBjGUpCRpHprokntRRUI6fJFIhGm3nLYF3015HI5OBwOOBwOAJXn22EVsigFeXvUKcDv91fsRU4yalKplMkYUm23QqHA4OAgOjo6WKiNxEYoFu50OhEOhysSzA8CDU/cSCQS9PX1QaVSwWKxQCKRsB2FjCVXjaXe69N1DgNKFXnoOF2u1w+wlR5EtbY8Ho/FjLg/4/P5SCQSePfdd3Hv3j04HA4sLi4iGAw2RcD8IHFY5tBuQXNHLBajv78fw8PDGBwcZOGc0lNdOBxmlB2lUslEKWhzpzYga2trsNvtEAqFUKlUSKfTeOeddzA9PQ2n08mk65phE2p44kYikaC7uxtWq5WVJXHd7p3uzmQ0Dtvk5k5SMpLVFI+4JGvKRgIfZ8iJkE/XTSaTeO+99/DGG28wVfh6ZdfaOLygeSKRSNDb24vjx4+ju7u7iD3BXXfUStfpdDKFfKPRiJ6eHohEIqaLuri4iKmpKaYnmUqlcOXKFdy8eZOFMZqlgqmhniSpq5AWHAV2g8EgU5fZqXpLMwzmfoFrJAEwj5BAGVUSJnW73SzxRe1oqU83fZ6MaDQaxfLyMqt7b/bOfm00HlSTHY/Hi+ZJJpNBOBxGKpWC2+2G0+mE3W7H4uIiAoEAAoEApFIp3G43vF4vJBIJlpeXIRaLsbS0hOXlZeZJZjIZ+P1+RgNqpvXcMCNJCzORSOD+/ftF5FFSD9nt4DTTwO4F6DjDrXMlwQ8yZjSBqW1vIpHAe++9h+npadjtdty9exf5fJ6J65JOH/WATqfTcDgcTJuybSDb4ILWJgD4/X5sbGzAZDKxNiKzs7Pw+Xx4++23WauGUCjEGtBxqX9clgWVEHNPRVTv3WzruOGJG+I2lqu9PcxafDsFd3yy2SwSiQTi8TibgPT/JBBLikibm5vsb0rKUMJHKpWyXshU3fAw0n3aqA3kyFCLkHA4DL/fDx6PB5fLBY/HA4fDwRrRlWvVUGmdN6KCardo+HEb+FhsgRt/bBvI8iD+WDabxcrKCi5fvgydTse4klNTU7hx4wYj3VMXQK/Xi1gshkQiwcIc3P45XO/9YTaQhzGOvVfgrsl8Po+NjQ0mKkNiE0tLSwgEAlhfX2c92yudRvZK1arRCdqGG0muInH7aFcbyJgFAgHW1D2VSkEqlWJmZgbvv/8+UqkUO65Eo1FmHGmMH2ZDWAnc+uK2oayOQuFBSwsqCY7H48jlcmw+Hubig4bGJAnkPZYmH9ooD/L23G43rl+/DplMxrpIzs7OMl4j9TRupsxgM6M9PrWBxonCZMR+IMNJ8+4g7qkR4BVq/Lb2cfhj7PQF7XYMqUkaj8djWUCiS9DE3U1vl0bioMbwMOEgxpASLZR43S+5ukahlvtuGqm0NrYHxRZ5PB47gnMn6V7FfNpooxK4hQr0/4d9vtXsSbbRRhttPIxojuLINtpoo40mRdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQdtIttFGG21UQc0qQBqNBoVCgfWm2C/1j2qtUkv/u9br7eQ+S++BVL2BB7p6OwE1cy8naUbPTcrhKpUKg4ODUCqVUKlUUCgUTAE6FovB6XQiFouxazdUX48jVluKWufFTu93N/OwksxXqQL3dtfg/jdXQLr0d3cyV2m+cucF91rc+9+pyK1KpQLwQMyZWi2Ufh99J/f7uONHPyOZPu591juG9Kfc79G9VWr5UO3a5VAoFNg7A2obw7Yn2eSgRUOGtZlavT4MMln1YC+0Lh/W8Wzkc9f7XTV7ktS/mRSJ9xq17hT1YqfXKreT77bdBFfvcbvdUCAQQCqVQigUwul0IhqNsg6HpEJ+UAuqXJOnRvUdoZ2/3s6aXI+F26mTi514wOWa2e1086BxrHZy2ot5yO0MUMsY0H1xPd3Sk1A9z1xp/lT67kr3Vcu1K32mnjGs2UjudHLuBtzFd1B9SLjfuVdGcrt/p8koEokgEokQCARgt9ubujVDo+6n2gKvBduFc+oBLbbSObqbsdjPUAWBxnA397rdZlHvdbhzvxFzqZ7vqNlIHsSi5O74zWAUdnsP1XbFUm+M+mhTe4Zyi/thxE7bU3A9IRpH6hpJxm4n1yyN17VCc7t6xrD0M3w+f4sS/mFHzUZyv3tZlHqNpUHsSt+7X8f0cve3W2wXT+Q+ZzqdhtfrhVAoRCKRAJ/Pb4kFuN8o10SuFnCTLNw/AoEA2Wy27lgv9+heanybKW5cDlxPshaUJo24G8pe24RmNLxN60mWZrQeJpAnmUqlkM1mt2QgH2bs1RhUi/vVilKDe9jnK9dhKZ2Ph3luNlUjsNKB5noLlRIDh+3lUBabvBvqjEg/b3uTO0Mlus9OEiFE03pYjCPw8ca9m4RNq6JmI9mo7CV9RymXqlHffdCgSUeGso29AY0rN6a2002HOLPljONhNpgP6wbdtMftSiidhOVoCQ87BAIBMwb1xp8OK7gE6HppJVzweDyMjIxgfHwc2WwW8Xgc6XQaDocDoVAI8XicMRCaFbu5t73MPreK89MyRrLc91PgvbTioVUGfz/A4/EgFAohEomKYpmHZSx2+hwCgQBCoXDXHjqfz8fk5CReeeUVJJNJuFwuRKNRXLt2DcvLy+DxeIhEIodmvLnYSzoeJYFaYW42VUySi1JKDFD8kmiQVSoVZDIZ4vE4wuHwQ+FRkiEUCAQwm82wWq1FY0NGMpfLIZvNIplMYmlpiY1Ps0/KvQSNC3mSO42licViWK1WKJVKdHd3w2g0Ip1Og8/nIx6Pw+fzQSQSYXl5GW63+9DPwe3AnaMKhQJarRaFQgGRSISVlKbTafbZZp6TTWskga1eA9c4CoVCSCQSHDlyBJ2dnbDb7bh37x7S6TRSqVTT0zB2Az6fD61WC7lcjldffRW/+qu/CqFQWBSK4NYn2+12/PEf/zFu3LiBTCazY0+q1Tx0bp0xEfO5Nd+1gs/nQ6/X45VXXsHo6CjGx8cxNjaGfD7Prnf06FGEQiG89dZbmJ+ff+jiyaUJLO4cPXLkCJ5++mlks1ncvHkTHo8Hm5ub2Nzc3JJQ200oZL/Q1EayHMhAymQyyGQy6PV6WCwWhMNhCIVCZLPZojjlYQJtDGKxGBqNBkqlEr29vTh69ChEIlHF35PJZFAqlXVnYnk8HsRiMUQiUdGYJhKJljECXB4jNy5ZK8RiMaRSKbRaLXp7ezE4OAiLxQKVSlWU8RUKhdBqtdDr9XV9RzlCOjeL3OwoPd0JBAJIJBIIhUI2R61WK/r7+5HJZOBwOJhHKZFIkMvlmIdfjdhfbt42an03tZEszXLTMdJqteLJJ5+EXq/HwMAATCYTMpkMrl69yiYsVVPslHzcjDh+/Dh+5Vd+BWq1GnK5HGKxGEeOHGHqRJVQKBRY5U4tHjYZR7FYjBdeeAHPPvssew+RSATf/e53cePGjT15pv0AGcNST1IsFtc8D0QiEQQCAR599FF88YtfhMlkwuTkJAwGA5RKJduUKBYul8vB4/GY0lOl+6J3Rcd9lUoFrVYLsVgMpVIJPp+P9fV1OJ3O3Q/EPqGURA88ULiSSCTo7u7GCy+8AKPRCJ1OB4VCAaPRiJ6eHmQyGeh0OgSDQdy7dw9zc3NIp9Ms2eV0OhEKhZBIJBCNRlEoFFjOgZwDWtP5fJ7xiPcbTW0kgWJDSV6k0WjE448/DqvVCrPZDLVajfn5eQAPJi0N7GEjYQ8ODuLXfu3XYDKZiuSetgN5PDQe24GMpEwmwxNPPIHf+I3fYLu92+3GlStXmtpIchN6NE60wZJQy3YQCAQQiUQ4cuQI/t2/+3fQarVlPUSBQIBCocCMYyWPnutpAR9zNBUKBaxWK6RSKYxGI4RCIaLRKFwuV9PN29K1yB1fiUQCpVKJnp4evPzyy+jr62ObOSGbzcJoNCKRSECj0UAulyOdTiMcDiORSAD42JkhGUBiakilUsjlchbioPncNpIclLryXN6bUChER0cHzpw5g3g8jmg0ilQqBZ/PB5/P1/JepFAoZN5Q6Q6+H1Cr1XjqqafQ0dGB0dHRIoPcSuTp0jJP8j622zjFYjFOnTqFoaEhPProoxCLxVWfOZvNYn19HS6Xi8XZuCBjIpVKodfrIRKJoFarmfcllUoBAMFgELlcDvF4fA+efn9Aa47mo16vh0wmQ19fHwYGBtDf3w+DwQCZTAahsNi88Hg89qzJZBJOpxOZTAbJZJIlcSi0QScksVgMoVAIhUIBmUyGRCIBj8eDWCyGxcVFeL3efd9MmpJMXu67abeiwaLYhVAohFQqxcTEBORyOSKRCObn5xEMBnHr1i2EQiHkcrl9k3hrBCguJpVK2c5aL7jGbbtxMJvN+J3f+R2cOXMGcrm8KGa2k+9uNGhucGv/Y7EYmwPVnp/H40Emk+HVV1/Fr/zKr0Amk0GhUFQ1kplMBlNTU7h58ybu3LnD4mxkLGkjV6vVGBwchEqlwtjYGMxmM7xeLzY3NxEOhzE7O4tIJIJQKNTUc5U8c5lMhuHhYZjNZnz605/Giy++CKlUCoVCUXaeCgQCKJVKSKVShMNh3Lt3D/l8vijJqNFoMDk5iWeeeQYymQxyuRwikQhyuRxyuRxutxu3bt2Cx+NBNBqFz+cDsL92qeU8SbFYzHZgSiqQh6lUKgE88ISABwkLOv60aiKHMqsGgwEGg2Hb+CMXqVQK0WgUgUCgpmMmGVKxWAytVguDwVDxc60ArkGspbqGPBadTgeDwQCj0Vg1rJFKpRAMBhEOh+FwOOB0OhEMBrfMM7lcDqVSCZPJBJvNBrVaDZ1OB6VSiWAwyBgZyWQSyWSy6ZkZQqEQcrkcarUaZrMZHR0dMJlMbH5W2kgLhQJSqRRSqRRisRgikQgzkrSRkMdN3qhKpYJIJIJMJoNUKkU+n4fJZEI+n2de6b4/b60fPCgPEvg4EK9SqWC1WtHR0YG+vj6YzWZGMwgEAkgkEsjn8+jo6IDRaMT6+jrsdntRFUSrGUqJRIKXXnoJn/70p9Hd3V0U49kOi4uLeOedd7C+vg6Hw1GTkaDYTzVj3OxjyOXKlv5dDXq9nsW6e3t7txwXudcvFApYXl7Gd7/7XWxubuLOnTvY2NhALBZjLQ2AB3N3YmICjzzyCDo7O3HmzBlIJBKsr68jEAjA7/djZmYGsVgMwWAQqVSq5rjpQUGn02F8fBxmsxlf+MIXMDQ0BLPZvO0pJ5FI4P79+/B4PLhz5w6WlpZYDkEgEMBoNEKlUkEsFsNkMkGlUkGtVkMsFrPPUMjJ4/HgZz/7WUPWdNN7klz6Bh23FQoF1Go11Go1pFIpGziamAqFAnK5nBHNiRbUihAIBBgYGMDZs2fZs24HMhJ+vx/37t1jyua1fJdUKt02BtcqqJc4LpVK0dPTg87OTqjV6opjQBnWQCCAqakprK6uYm1tDX6/f8tn+Xw+zGYzRkZG0N3djcnJSQgEAgSDQXi9XiQSCfj9fsTjcSSTSWSz2aaPoUskEpjNZnR2dmJoaAhjY2NsDVZDNpuFx+PBxsYGPB4P87rJi1SpVCy8Q2EOpVJZNB95PB6sViu7j0Zs2E1pJLmEcToCicViNoBCoZBRVOjYbTQaMTY2VhTY5dIF6LrN7gWVA20OtRjIVCqFn//857h9+zbW1tYwNTWFSCRS1DSsEiYmJvDiiy+iq6sLNpttL279QFBv1RUdh3t6enDmzBn09PTAYrGU/Ww+n8cHH3yA999/HxsbG5idnWW0FS644aHOzk4cP34cer0ecrkcyWQSs7OzuHr1KlZXVxEOhxnJv5HK//WCHJbOzk584hOfYOwSCnlVAr2PcDiMDz/8EHfv3sXs7GyR0Egul2OeNOURSsuM6VqkitV0PMnSXXWvb7BU9YfijGKxGHq9HlKpFEqlssjt5hpKiomEw2HEYjFEo1FGEygnsd8qoIQVdbjbDslkEj/+8Y/xj//4j2zy1epJTU5O4vd+7/eg1WprMsjNjHresVKphNlsxsDAAJ544gn09/dX9Iry+TwuXLiA//k//2cR77Qc+VkkEjHv9NSpU2zOJhIJTE9P4+2330YymUQ8Hm+JOUlhr87OTnzqU5+CyWQqm8UuBVHQgsEg3n//fbz//vtbhHuz2SwCgQCCwSACgcC2RnInQsk7RVPEJMkokpdIhpBiESRKwOW7kZdZjhJDxoHoBHw+nx2FWmEylqKWo284HMb8/Dwr+SJKRT3Py6VclPvOw6hnyePxYDKZcPToUQwODlaMxyaTSSwsLCAQCGBlZYVx9f7/9q4suM2rCn9ardWyZC2WvMjylmYhaZKSxKQJmUCnAySlTBkeeKCB6TA8MMMM8MALD8wwvDDAAww8MOQlDMN0KLSloSEUWkhqHOI0buzUi7xKXrTv0i9r5SFzbn4pkiy7diQ5+mY8XSz9/v/733vuued85zvlIBQKWWiIEojE3aSFTmToRpuT/DLPatgOHo8Hdrsdi4uLzACWAm3mfr8fExMTMJlMOHLkCOOgEvc5EokgEok8tqqvmh23+R6dSCSCQqFgNAkijQKFGTG9Xg+VSgWVSsUoAfwKBvIcaYfX6/U4cOAAqxNNJpO1etxdh91uxw9/+EPMz89vmYhcXLZXauLncjkmSlDv2detQCgU4sSJE3jllVeg1Wqh0+lKfs7r9eKXv/wlxsbGsL6+vukYSCQSWCwWxkrgc1yBB2GRRvEgCWTE+BVZ1RjJW7du4Sc/+Ql8Ph/W19crXh8AxsfH8fOf/xwDAwP4wQ9+AK1Wy8aN+JHr6+uIRCI782CboCZGkn/0pX/SIiVOIHmP/LgF1SDL5XL2gip5WXQs3wptplHBcRwWFxdht9u3tfA281bT6TTC4TBrabuXoNFo0NPTwzh5pZBKpeB0OmG327GxsbHpNamWW6/Xs1h68Wmnkb3yaiq+6EgcCASYF17N3IzH41hdXYVSqWRjzS8KoCN5Ne9hJ1ATI0kPTEdrgUBQ4KFIJBJsbGwglUpBoVDg1KlTMBgM6O/vR39/P+OY8V8UXxlIrVZjY2MDbrcbo6OjiEajj21Aa43tGshylTRExL9//z6uXLmC1dVVTExM7MSt1hzkNctkMqjVashksoocv1QqVTWPUavV4sUXX8ShQ4cwMDCwJ9gC/NPGZpVXmUwGc3NzcLlcsNvtW1JekkgkUKlUUCqVLN6ZSqXYRnXz5k2sra3B6/XuyHNthppW3FBsg45ytLOS55fJZCAWi7F//34MDAygv78ffX19LC5ZnOyhOCUpBIVCIdjtdrbQGxXVjPnH4YtVmuzk0TudTvz5z3+Gw+HY1t/YKezkPKRFTxUdlZJVfJGQaqBQKHDy5El86lOf+tj3udPY7hhW2kyLkcvl4HK5MDMzU1V4gg+iovE3LdJFJV7p6uoqwuHwlu5/u6gpBag4+0oTkTxIqnxob29nnMhybj59z+/3Y3R0FA6HA8vLyw1bjshPUpULF+Tzedy/fx/37t3D1NTUlmI05HnLZDIcP34cVqsVp06dYmK95H1PT09jfn4eExMTVdGI6h00rkqlEp/85CdhsVhw+PDhsh6ky+XC7OwsSzpUi0Yo39wKRCIRrFYrOjo60N/fXzGjTet4YWEBt27dwsLCQlVJFkrEdnV14eTJk+jp6WHVc9lslsXEE4kEEolE/WW3dwM0mHxQwXt7ezsOHDgAnU6H7u5uGAwGKJXKsq4+qYk4HA689tpruHv3bkOUeJUDkecrUSzy+Tz+8Y9/4Kc//SkT9qgWpBjd3t6OS5cu4eLFi0xsIZlMYm1tDYFAAH/84x/x2muvsRLHRgdRyywWC775zW/i9OnTjFpWCrOzs7h8+TJcLhfW1tZ25B7qYdPe6j2IxWIcPXoUp06dwr59+ypKwlGy9fbt2/jTn/5UoEJeDnw5tP379+MrX/kKKw0FHhjJVCoFjuMYVWiza+4Uam4k+S+Lz49Uq9UwGo3Q6XSsKL44Q8gHx3HweDyMyd/ofUZaWlrQ1dUFvV7PdlM+KJtPk4ZUbjaDWq1m8Tfy1E0mE7RaLfsMiaNSPTLRNhp5PAkqlQpdXV2wWq0wmUzQ6XQVE3s0r/x+f1VH7dbWVhgMBlitVsjl8p289R3DduPWarUaJpOprGwcAKZiFIlEEIvFEI/Hq/p7IpEIBoMBbW1tjBVA8z6VSiEQCGB9fR0ej4flL+qOTE7gd5z7uDfJl26neKLRaER3dzcOHTqEc+fOsSJ6KpcrN6EXFxdx9epVrKyswOfzNXTmEAB6enrwve99DwMDAxgYGCj4HSUR6KfaTKlQKMTw8DDOnz8PrVaLgYEBqNVq2Gy2gs/5fD5cuXIF4+PjcLlcdWUgP+59HD16FN/5zndgMpkwODj4SGyb/3fy+TwCgQCmpqYQDAarCjecPn0a3/72t1mica9AJBJhcHAQZ86cqVj9FY1GMTk5Ca/XW3WvH+KUvvTSSzh79izMZjNsNhsEAgE4jkMoFMK1a9dw/fp1eDweBAKBx1q+uW1PcqcqV/jXoEyjSqWCTqeDxWKBSqViSiCVEA6HMT8/D5fLVdd6fNVCpVLhyJEjOHjwIKRSacHv+JnWasnI1C2QYnAGgwEHDx4s8HbIO43FYpiZmcGHH364489VaxgMBpw4cQIGg6Fs72zgYVafFmm1SQKLxYLTp09Do9Hs5G3XHORJdnR0VBSySKVS8Pl8Va9DfjsW0u8khaF0Os1OhcvLyxgfHwfHcUgmk4/VCdqykdwtj4KSOPRD3hE/qVNuQufzeQSDQbbjF9fRNhpKyePzEYlE8Ne//hVzc3MYGRkpG3clw6jT6fD5z38evb29OHToEAYHB0tmc+/evYtr165hZWUFKysru/JstQLJ6vE1OcvNp1Qqhffffx8zMzMYHR2tKvZVrNRdDjS368UzrxYUCqu0sQCA3+/HP//5TywtLVVkQtDcttlsuHjxIiwWC44fPw61Wg2xWIxsNgu/34+rV69iaWkJH3zwAZLJZE16mtdFWSJ5MPRDJFS+oaz03Xw+z+g+1Da1UVHNQotEInjjjTfw3nvvMXm4UqDkj9lsxte+9jWcPn26Io1jfHwcP/vZz5jAwF4BJQWqFS4mI/nWW2/B5/NVxbGtVK1E4Is5NGI4qJq56ff78e6772JmZqbiHKJr9fb24lvf+hb6+vrYeyEbEAgE8Pbbb+POnTuMN12LMs66UibP5/OIxWJMRoqCtFRhs9l3G1EvshRo04hGowiFQkxCisRKfT4f4vF4yUZIAoEAbW1tUCqV0Ol06OzshNVq3TRBQX/3cQoHPC4IBAKWoCLdw0rI5XJM37GaxAO/TK+SzBzFN10uF1PUbjTQWFSK427WCUAgEKCnpwdWqxWHDx9mpHG6ZjabLRAhprBSrTaXLR+3d9NYZrNZuN1uJBIJlt01Go3QaDRQKpUlv8M3jHuhqoGeJZFIYGlpCWKxGD09PRCJRPB6vbDb7Sw5VSo2IxaLceDAAQwMDODw4cP43Oc+B7VazagUTyLEYjGOHDmCEydO4MCBAxXpK0Se9/l8WFpaqmphCgQCpm9aSYdyamoKP/rRj+B0OivWMNcraGxKeeLkIVfTfE8kEuH555/H17/+dWi1WhgMhoIx29jYQCAQQDAYZDJ//M6ndetJ7jboCEjd0JLJJKLRKJRKZcHglNOWa0Q1lVKgOKJYLGaTknbmjY0NRKNRRKNRVqFU/MzUFN5isaC7uxu9vb0VqSj5fJ55pdTGc6+BPyZarbbskTidTiMajSIQCLBmctVAJBIx6k8pSTs6ZsfjcTgcDjgcjsfG8dsJVBOLTCaTBRKFm0Gr1cJmsxW0WCEQ55k/z2vJsKhJTLJ4sPnCusSLVKlUzFhSPIIfTxOJRMhkMlhdXUUgECjZpa7RQLJdnZ2dGBoawtDQEPMi+WGIQCBQcgETO+CZZ57BhQsX0N7evmmYIh6P48qVKxgZGcHc3NyeUkriK9oPDAzg9OnTLDFQCgsLC/jtb3+L5eVljI2NbXp9KmlsbW3Fl770JTz77LOwWq2P9F6JxWKIxWLsvdUi+bBdkAq5VquFRqMpSZnK5XIYHR3FO++8g6WlpZIK7XyQ1ib1ji++3vLyMq5fv85OTLWmoNVUBQh4YHxFIhHkcjlaWlrQ2toKjUYDmUzGmPpUM8vPSlK7hkAggNXVVYRCoYY2kmT8W1tb0dXVha6uLnR0dMBgMCAajYLjOHAcV3D8KPV9sVgMm82G48ePVxV+SKVSGBkZwR/+8Ic9E9Plgzzzjo4ODA4OVvys1+vFW2+9hZmZmaquTeOtUChw7NgxXLhw4ZHP5PN5JJNJJgbNF+ptBIjFYmg0GrS3txd0zuQjn89jfn4ef//73xEOh6vik5IYTSntUr/fj3v37rG2I7Wek4/NSEokEjYoxHuMRqOIRCIQCoXY2Nhgaf9EIsGytj6fDxqNBiaTiS1iuVzOYmwLCwtMEaRRjSSfXiGVStmGATyI00YiEQSDQaysrGB2dpa10yyOx1Ktd6UMZDqdRjqdhtvtxv/+9z+4XC7Mzc3tSQPZ2tqK/fv3w2QywWKxlPxMPp/H1NQU7t+/j48++gjRaLSqawsEAlgsFpw7dw5msxl9fX0Fv4/FYhgfH4ff74fb7WbCs43G4dVqtTh37hy6u7vR09NT8Lt8Pg+O41jXyEAgwFr3lgKRxkmAphzLIh6Pw+l0lj0xPW48FiNJFAxqZN7V1QWlUgmHw8F2VhIgJZEGlUoFl8sFlUoFr9cLjUbDFrher8cnPvEJSCQSzMzMwOVywel0NtQOzQcdPyjsQMLD+Xwe6XQafr8fKysrrC8KkZuLSzo3y64CD2JHtIB//OMfY3l5Gclkcs8ZSABob2/HF77wBfT29patfqGeNb/5zW9YOGMz0ElmYGAA3//+99HX1/fIEdvv9+PVV1/FxMQEVlZW4HK5mBp5I6GjowNf/epXceDAgUdi29lsFuFwGLFYDB6PB+vr60ilUmXnklgsRnt7OzQaDVQqVdl5SnS+UChUF9qlu24klUolM5DUEtVsNrOGSMRDozIjSkZsbGyA4zjk83nWVY56WxB5vKWlhQnBllrofN4avZB6SvAIhUJ2HNRqtZDL5dBqtUzIY319HbFYDMvLy1hdXWXHD47jHtkQ+JL6xRSXVCrFWAPRaBSxWAyLi4sIBAIVPSeizuh0OmSzWUbFoPGud/BFnIvjkJlMBh6PB9FolMW1S4UxSsFgMLCeOKRtSqAkzcbGBoLBIHw+HzMkjQTaCKgaplRbi3Q6jdXVVaaZsNna4vNEy32OPsNvjFZr7KqRFIvFGBwchM1mw1NPPYXnnnsOSqUSMpkMAoEA77zzDjN4S0tL4DiOZbNoQQqFQgSDQYhEIjawJpOJNStfWFiAz+djvDMqlxQIBAVuPX2/lgu8WIldKpWyskuS7dLpdDCZTIhGo/j973+PSCTCFHlisRj8fj9TROGDWl9otVp2VKcJ53K58Ktf/QoTExNMZioSiWzK1ROLxbhw4QJeeuklRCIRzM/PIxAI4Nq1a5ient6dQdoh0FgTQ6B4sQUCAVy+fBkffvgh7HY7PB5PVbqjIpEIL7zwAl5++WXodDoYjcaC36dSKcTjcQQCATidTiwtLTWc9wg8DI+Rh5zL5R6JRwaDQVy+fBm3bt2Cy+Xa1KCR50lyZ8Uo5lnWg4EEdtlICgQC1omut7cXhw8fZm52Pp/H9PQ02tvbkcvlCgK4/IECwI7iZFwkEgkCgQDkcjnzjGgi8l14ivGRx1bqRdcKZLjJ09Hr9ejs7GSKzOFwmCk7kzdCRq9U/JAy21RRwheJjUQimJycxK1bt1jta6X74qsx9fb24sSJE/D5fBAIBHC5XGU5q/UGGoPiVq2UTJmdncXY2FjVGye1MrZarRgeHi5JSk+n04wKQz+NCH5TPuBRdguN4dzcHO7evVv16YzmZCkDWDy/6+XEt6tGksoFHQ4Hent72eKjgejt7cX58+cxPz+P5eVltruUeiH8fycBBrFYzOo5JRIJjEYji29ms1nGNeQrn9fD7kSJlUwmg2g0ikwmg/v37zPVlFwuh2g0iqWlJcRiMfY8/EXOB4kP7N+/Hx0dHRAKhVhdXcXs7Cxu3LgBt9sNu93OQhbl0NbWxmTThoeHYTabcfLkSSgUCsTjcYyOjrLG8o2AWCyGyclJ+P1+6PV6tLe3Mz4fhS9CoVBVBlKn0+GLX/wi+vr6cPbs2bKb7eTkJF5//XWsrq7umP5kLUCnFWrCt7GxwTZQytZ7PB5sbGxUbcxkMhkOHjwIo9GIrq6uR1gu8Xi8Llvs7rqRDIfDEIvFTNWZqDsA0N3dzfQNr1279siglbqeQCBAPB7H3Nwcy5bRsUCr1bIMeSqVYh4V30jWMrnDP25TjSrFGGdmZuBwOBCNRhEOhwsMeiXDThNXqVRi3759sFgsEAgEcLvdGBkZwa9//WtEIpGq9CZbW1ths9lgs9nwjW98A/v372fXTyQSuHPnDhwOR0OU1NGim5qagsfjYS1AIpEI3G43Y0SEQqGqrqfVavHlL38Zzz77LFpaWsomHaanp3H58uWGb5hGRjKdTjMjSfFzjuPg9XqrrmsnyGQy7Nu3D319fY+wDeh9RaPRJ8NI8nuHmEwm2Gw2mM3mkseT4qqRaksL6QitVquhUqlYHJNeLB2xyChXUy5VK9DRhRJW/JYWm4Emrlwuh0ajgVqtZpw8t9u9qSgAxW6lUil6enpw9OhRWCwWaDQaiEQiFvYgVehSSaN6BXUsbGtrY7G1SCSC2dlZlhSrFkSxqqRpChSqWdXjXKsWdNym0Bht2plMBolEAh6Pp2ojSV1L1Wo1enp60N/fD51OV7DWM5kMU5+qt8KQXTOSLS0trI/I2bNn0dXVBYlEwrxBMl5k0EoZylLHSjqyU2DZYrHAbDZjbW0Nc3NzBUK09Hf4MY5aD37xJkDx10gkwsoyt3KPUqkUCoUCbW1tsFqtMBgMGB0dhd1ux8LCwqZHbKFQCKPRCL1ej09/+tN45ZVXoFarmSo0eRJUrhcKhRrCSAoEAigUCvT19cFsNjPldYfDgddffx0+nw9ut3tL15RKpWW9SJqr/FLSRgbFy6VSKXsmqnrzer2YnJzE2tpaVRtNS0sLtFoturq6cObMGaYZWVyv/f777+PGjRtYXFysq7LNXTOS9KNSqZgUezEdh2/05HI5o74Uq23zjWY+n2eeE/WAoWQFP0hPRpIfx6tnT3Kri4p/zKZeINSWgcRKY7FYWYNLbTtlMhmr7DGZTNDr9SwxQ7HRYDCIYDDINrRGgVgshkqlQmtrK+OPUisAep7NQAkshUJRsjoEeBgn32v177Rp07qijHMqlWIaApvNB9qsiDal0+mg0WgKOhzQSSUQCMDlctWd3OGuGEkaSIlEArlcDoPBgNbWVlYkT8ZLoVBAp9Ohp6cHZ86cgcfjQSQSYSz+RCIBgUDAuiQGg0EEAgGoVCp0d3cXUBTomvyjAf//E2o9+DQpymWpNwMlfVpaWiCRSHD+/HlWpz00NATggQGkGCx/vPno7+/HpUuXYDabodPpoFQqYbFY2HgS8fnq1at488034Xa7t9QtsJagZ1YoFBgaGoLNZoPRaGR17MlksuqwgdlsxqFDh2C1WtHW1lbyMxzH4Y033sCdO3cwOTnZkJSfYhAvNhaLwe12Q6VSwWQyQSqVIplMwu/3b7rRSKVSiMViPPPMM3j55ZdhNBphs9kKwhUcxzHpuPn5eZZgrPWJj49dMZJ8Cg/fY+EvWD5PsL29HQMDA9DpdAgGgyyZQZL5ra2tEIvFWF1dRSaTQVtbG7q7uyGTyRCPxx9xzfnGp9ZGkY9iY73Ve+N73nT0GxoawvPPP89iZRzHsbaw5SaaQCCA0WjEZz/7WfT19TFxEf69UQvP+/fv46233qor3lo1oPllNBphNptZR0TyJqstKmhtbUV/fz8rhCiFVCqFe/fu4dq1awiHww3lbZcDeZDpdBqxWAyRSARarZZVgVGTr3IbDT+G29PTg8985jPQarUFakL5/IM2JES6p596O/HtWnabOGrz8/O4efMment7cfLkyQLqBCUd1Go1BgYGmMEjL4aoL3SENhgM6OrqQltbG4aGhiAUCjE+Ps5EaEvFN+sR270/m82G4eFhKBQKZthOnDgBuVzOxD/y+TyefvppyGQy2O12SKVSJBIJFsLo7+9HX18fhoaGYDAY0NLS8kgiIhgM4t1338XKygomJibqbtKWAy0+fmN7im9ZrVYYjUZWxbXZ85AXZLFYcOzYMRiNRlZZQ9/NZDJIJpMIh8MIhUIIhUJ1l5n9uAiHwxgdHcXCwgJLwFIJMN/g0fzTaDTYt28fVCoVK444duwY5HJ5wRF7YWEBi4uLCIfDWF5eRiAQgNvtrsu5tqtGMp1OY3x8HOFwGKdPn8aRI0cKaospFikWiyGTyZDL5VhXRIqDpFIpFiAmkm5bWxsGBweRTqdZFUgsFqv7mNnHefkCgQAHDx7Ed7/7XRgMBqhUKlaGyPcCJRIJzp49i+HhYdy+fRvAg4wutWR48cUX8cILL0Amk0GpVD5iIPP5PLxeL373u99hbGwMiUSiYTxIStQpFArmtUxOTmJlZQW5XA4SiaRinJZ/HarW6uvrw7lz5wrKD0uVHno8HpYIqrdFvlXw464+nw9/+9vfIJPJMDAwwPiNdKKh0l8SV+ns7MTFixfR2dmJp59+Gr29vWyO0ikym81iYmICV69eRTgchtPpBMdxcDqddTl2u86TjMVi8Hq9jDeWzWbZwPKNpVQqRT6fZw3KJRIJU0FWq9VMJYcMKz/jRrXf5eJvewWUiKB2DiRWyj++UEUSCcEajUbWygF4IFhAmorFhGg6YhOhNxaL1fWmUwr8UEE2m2Vj4/V6WT08/W6zOuN8Po9oNAqn04l4PA6DwQC5XM68Rr6CdigU2jPzjuYRbQbJZBLZbBbBYJBVsEkkEsacEAge6KBaLBZYrVaYzWYYjUa0tbUV1LXTtak1idvtZi1KiL5Xj9hVI5nL5bC+vo5AIACbzYZQKMSUbmjXp0lMCiPkwtOLoCMPDSwRo10uF8LhMCMFcxzHso+NJGpaLfL5h7qblM0vzrTy471CoRAdHR0YHh5mMUgS0KBdvZg1kEgkEA6H4ff7C+roG8WT5D9HJpOBRCJBW1sbNBoNbt68icXFRSY7t5l4QjqdhkAgwN27d/GLX/wCer0e58+fh9lsxn/+8x/cuHGDZbNJ6GEvgc8OoeqwxcVFOJ3OgjLfWCwGkUiE5557DpcuXYJSqYRer4dUKn2krS4ldDc2NrC8vIzbt2+z/6aNrR6x654kZapjsRgjehdPTr5HU0wPAh4YUAryUhVNJBJhjZpIDINvePeakQQeEug3k9Lnx+b0ej3EYjGsVivUanUBPYpAnlU8Hmey+RTDbKRxpAVNrS74c8LtdmNmZqZAhabcs5EHRd7T9PQ0DAYD9u3bB6FQyOqViWDfaONULfjcTzoVUoEGf52JRCKYTCYcPny4IPRTnAwkr5TjOEQiEQQCgbpR+qmEXRe4oLgZAKZAQ0dFmtT8iVuqyRBlysfGxnDjxg1wHIdAIACO4zA7O8v6ajRqT+PNwPeuK4GenV/x0dLSwkSN8/k8XC4X3G435HI5TCYTcrkca91AniTx1ep98pYCnwYWDodx+/ZtyGQyxoyoNjHAN6SZTAbxeBxvv/02Wltb2Vjt1flWDApblGKMEBWNTnDAQ4lCvuxhPB6H3+/H9evXsby8jP/+978NU5W063qSRAMQCoXgOA7xeBxtbW0F5G5a2Pl8vmQXNqIiTE5O4i9/+QsTKaDJSwIFjTDg2wHfgySUqtzhL2qKJdJuTr1VHA4Hpqam2DvIZDK4fv063nvvPTaZiSPXqODHEycmJgqU76sFeaHpdBocxyEYDMLlcjFPtRE3kO2AxpJvJOnfKSRGGzGFKPiaCZTgCoVCWFlZwZtvvokPPviAbTKNgMfWvoEWHsdx8Pl8iEajBTsT7VYqlQpyuRyxWAzBYBDJZBJutxuxWAwfffQRIpEISy7w5dT2qoEECkMPQOF48TcZCjuQuk0oFILL5UI+n2e7vcPhgNPphFKphNfrRTabhcPhYDShcl0YGwn8RU3GbjtGrdg4FFdxPUkoVZDBH1+Xy4WJiQlWIssXOfZ4PFhYWMD6+jq8Xu+WN6xaY9eNJJ8uQTSU9fV1FsSljBYlaTo7O9He3o7FxUWMjY3B6/ViZGSECRKQceVP3L0OPt0CeDg5+V4j7dbxeBwjIyOYmprCysoK7t27V5A1JK+cvFMArKVsvZLwtwPaOGh+bPd5ShmHJh6OL+UcxsfHkcvl0N7ejqeeegotLS1M0Wdqagr//ve/WcfPrcir1QN2PXFDP8lkkjX2oZ2Er1NHsUui/rhcLpa5XltbYzGyJ8EolgK/0oGONwBYCIPoKPF4HOvr63C5XFhfX2dKQKUmZSNN1O3iSXjGWoJP6fF4PMhkMtDpdJDJZKxzIsXB6aTTaO9k1z1JqphZWFjAq6++yloLAA8SOfF4HCKRiAkI0HGbml8lEgkEAoGGCfLuBuhosrKygn/961/QarXQ6/VoaWmB3W7H9PQ0S2Ylk0ksLS3B4/EgkUiUVYFuoontgk6HwENmisfjAcdxUCgUcDqdkEgkbPMOBoNV6ZnWKx7LcTubzbJsNLHzhUIhOz5LJBIolcqClqgcxzFZrifZQAIPJyX1mdFoNEilUlAqlbDb7bh9+zYzkqSmUtxytonto5x035MMitcSqCJOKpUy7uTGxgaLc29FI7XesOtGspSoLsXC6BhINbBEHSC5tCeFYrEZaAf2+/0YHx+HXC5nddlOp5O18qQKmUptPZvYOvbaWO6U0afNu1g8Nx6PQygUMnm1Rl/HgnyVd16tYnil7/MTD5v9Hb5LX2/Y7sv+uGNIdCo+4Z7PC6RKo0bYsWs1hrXCbnij270Wv/PoTt0PX0O2+B3Vcy6hmud/bBQgACVfTLnJU++LvBYgzigfNCnrsctcE08e9uLcq9qTbKKJJpp4ElEfTaibaKKJJuoUTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEBTSPZRBNNNFEB/wfifNEq7tKvkwAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 6 is 1.936086893081665 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 7 is 1.6974468231201172 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 8 is 1.702831745147705 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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Huru7IZPJoFarYTabEQqFWLbZejpvmkJIdnZ24qtf/Sp6enrQ3d0Ni8XCAkRp8RaLRXAcB47jWBwUOR327duHXbt24aGHHmJBy/zFSfbNUCiE4eFhvPbaayiVSg3b2JrF6WAwGPCFL3wBR48ehcVigdVqZc9IzhE64i71nKVSiQVKk92YCIfD+NnPfoYrV67A5/OtKT+e7wHeqrxlOlVwHIdHH30U/+W//BdYLBbmrKI0S7PZXJeQpGdSKpXo6Ohg9kwACIVCuHz5MmZnZ5FKpVa8t87OThw9ehTt7e04fvw4bDYbIpEIYrEYLl26hB/84AcIh8NrMndsNUqlEm1tbXA4HHjiiSewe/dueDwevPvuu5icnMQvfvEL9owrMTg4iD/5kz9BV1cX2traoFAoYDKZoFarkU6nWWIEnTbXgy0XkpR2aLFYYLPZ0NbWBpPJxH5fLBYRCoWQSqVYDi0tNrI7WiwWJixISBLVapXZK/x+P2KxWMt6sQmJRMK89QaDATqdDsAd2188HkcgEFjRGUWvpx8SahSfFg6HG85oIpY6Lm6VkNRqtTAajbBarbBarTAajez3iUQCoVCIOWoauS5tABToHI1G4fV6EQgElr0WjbVGo0F7ezs6Ojpgs9lgtVpRKBSQTqdZ4P12OGoDYA5GlUqFbDYLr9cLn8+HSCSCaDRa1zUoUoUSIeg7kMlkG5aRtKVCkryLOp0O3d3d6O3thVKprHnN/Pw8/u7v/g5Xr16F0+lEIBBg2hHt5Lt370Z7ezs7mhN01Lx+/Tq+853vwOPxYHR0dLMfc0Og7BUKxqWQnmQyiddffx2/+c1vWAD5UpCQpPQ78hLm83lEo1GEQqFVF2Tgx/RtdQC5VCrFgw8+iAcffBC7d+8Gx3HsHsvlMn7729/iX//1XxEKhRAIBFa8Hj/us1gsIpfLwe12IxqN4u2338YLL7yAeDy+bH47eWWHhobwyU9+EgaDATabDTKZDD6fD5cuXcLY2Bii0SjS6fSqIwuaASrYTOE5hUIB165dwy9/+UsWbdHItSheWq1WA6j9Psg52RIhQPVAMWZKpZLtDgRN4GQyiQsXLuDtt99edIdQq9UwmUys3BIfGrT5+Xm88847Decc82m26isLK8JQ4H4mk8Hs7CyuXr1a13X4+dnAbYFCmTar1SIXQtrsVo0fFVrZs2cPOjo62JGajtnT09N48803G84komsUi0WmvTudToyOji57WuHXIzCbzdixYwfUajXL0kmlUvD5fAiFQsw+2crQHOMnNYRCIYyPjzecpkynHr7Nkb4HunZLBJPXg0gkwgMPPIDHH38cfX19NccfALhx4wZOnDgBt9uNubm5RQUklQXTaDQsPg240yTq1KlTOHv2LCYmJpBIJNZ0v81y5CHbns/nw9TUFHp7e6HX6+Hz+fCrX/0KHo8Ht27dqvt65XIZHo8HN2/ehNVqRXd394ZW/t4KQVmpVBCLxeDxeMBxHLPH/vrXv8b09DROnz7d0EKl2NRSqYRwOAyxWIxTp07h2rVrmJiYWFGoKZVKfOADH8CuXbvw4IMPspx52uicTicuXbrEqma1Kvz2FVqttuaHcq0bXVeUQkrZZABY6mwkEmHZUevJlglJsViMhx56CP/5P/9n5pDhc/XqVfzlX/4le/DFoC+AhCQtQDpCnjx5Et/61rdW5aRpRsj+QoKNvPd9fX3weDz4wQ9+gPHx8YY0wHK5zDz+O3fuRHt7+7pNssUWwFZsNvz0SqPRiHK5jEgkgh//+Md44403GtY8qJJNtVpFKBRCNpvFG2+8gddff72uoHGlUonjx4/jox/9aE1bBzIPzc3N4fz582sKQG8G+IkOdFLUarXQ6XRQKBSrej6JRAK1Ws0iX4DbdSgDgQDC4XBNPcr1YtOFpFQqhdVqhVqtRltbG+RyOSQSCUslonzZ0dFRZLPZFXdSOrbQrpLJZDA6OopwOIy5uTlWvWU7oNfr4XA4YLFYmHcvm83i5s2bmJycZDnC9TyvVqtFT08PDAYD+vr6YLfbkc1mceHCBTidTiSTyU14os2DsjOi0SguXLiAUCi0apsrORmNRiNmZmYgkUiW3cwJg8GAHTt2wGq1spAtKhNGZhIqJtKqyQ3AnRYWfX19zElmt9vR1tYGlUrVsLYnEolgsVhgNpvR09MDjuNqTGvhcBg3btzAzMzMugeSA1sgJDUaDZ588kkMDAzg4MGDrEZcNBpFLBbD//k//wevv/464vH4igZdCsPQarVMtfd6vfirv/orXL58GaFQaF0F5FZP2p07d+KLX/wibDYbDh48CIvFgpMnT+InP/kJvF4v887Wc5/9/f34xje+ga6uLvT29sJiseCVV17BX/zFXyAcDsPr9W7CE20OFAJkMBgwOjqKH/zgB0gkEquyUYvFYtx///348Ic/DJ/Ph1/+8peIRqPw+/0rvve+++7Dn/3Zn6Grqwt2u53NW7FYjGAwiH/+53/G6OgoxsbGtnyurRbyNGu1Wnz+85/H8ePHa9aoRCJpOJyJTp0UuG82m2tOjsPDw/j2t7+NaDSK+fn5dX+mTROSFFBqMBhYICg5aih0IhQKYXZ2dkUPNL+PCMdxkEqlrOJ5NBrFzMwMxsfHN+OxNgUqO6fX69Hd3Q2bzQaLxQK9Xo9cLofZ2VkEg8G6BCRV/TGZTOjt7UVPTw+sViu0Wi1zYsTj8bo0LMp+4KcdNuviJgdLLBbD5OQkUqnUquLoKJyos7MTyWSShQ4tFzjOcRwUCgXa2tqwY8cOdHV13dXps1AowOv1YmZmBvF4fFXP2AxQqitVVhocHGS1OmmdLyxUsRT8thh2ux29vb0sAkAkEjGnTyQSgcvlWvV3uhKbJiT379+Pz3zmM7Bardi1axcr51UoFDA1NYXvfve7cLlcuHbt2orX2rFjB37/938fXV1dOHToEIDbNszf/OY38Hg8cLvdG/04m4ZYLEZXVxdsNhv279+PXbt2sVTNdDoNv9+PsbEx1m5gpWs98sgjePzxx9HT04MdO3bAYDAwezA/+LweYUfHqEKhgGAwyMqBNZv9t1gs4tKlS/B4PIhEIixNc7UCnbRSSq1b7mgslUrx0Y9+FMePH0dXVxcsFsuiNRQrlQprrbFc2Faz093djS996Uvo6urCgw8+yLKYyDHFcRyq1WpdFdrtdju+8pWvYOfOnejv70d3dzcrDl0oFHDjxg14vV6Mjo6yKIBGa0TUw6YJye7ubnzqU59i9kipVIpcLod8Po/5+XmcOHECk5OTdV3LbrfjueeeQ39/P7NFzs7O4uWXX2Zeru2CWCyGxWJBf38/enp6mC0rlUohl8ux3jz1an579uzBM888A71eD7vdXlNomB9KUQ9qtRrt7e0sznK9Qy/Wi0qlgtnZWczOzq7L9SgVjh9vudTiFIvFOHz4ML7yla8sW4mb4lwb6f/UjFitVhw/fhw7d+5k9TUJOopXKpW6GsIZDAY8/fTTePjhh+8Kwcvn85ibm8Po6ChcLldDaZuNRlhsuJCkiSGRSGoCPinIe3h4GGNjY3U5CvixgdS5jxwV8XicdfZrNk1mrVBNSPqJx+M4ffo0nE4nRkZGGpoc/AUuFotRKBRw6dIlzM3N4cKFCw3HCvKzdfh549uVarWK2dlZvPXWW5idnWWbw1Kl1KhL5VJxttFoFIFAANPT00gmky3fsZM6HObz+ZqIlWq1ing8jnfeeQcejwc3btxYcmPp7+/HoUOH0NvbC6vVelc8cKVSQS6Xw/T0NK5cuQK3293wmDWVJsmv+UZ2IeD2w7722mv49re/jWw2W1eqIHnNKA2sUCgwjWp+fh5+vx+pVKoptZnVQuWkqPR/Pp9HLBbDP//zP+P06dOsIGy9cBwHvV7PhGQqlcJPf/pTvPTSS0gmkw2VvOdrns3e5Gu9qFaruHz5Mubm5pDNZhGNRhc1Tyzs57KUkPR4PDh37hxmZ2dZOFGz2nXrgTJiMpnMXRkxgUAA//iP/4h3332XFVZZjCNHjuC//tf/ytJIF9bTpPJqFy5cwCuvvMICyBuhqYQkCTbK4kilUqwPhdfrZZNsJUQiEWtNYLfbmdoeCARYOtlqQguA5nU2ENR2gZpTUV51vfmufCjbg187MpVKIRwOr8pORwHB/NL6251SqYRcLodSqVQTM8mveUjZNBqNBlqt9q4K3OThDQQCrD3GapuENRNUfCadTsNgMKBarbJ563K5EAwGEYvFlnxOin02Go0wGAx3NY5Lp9PweDzw+/2IRCLrlhW2HBsqJPnB3oVCgVUWf/XVVzE9PY25ubm6dgDSUp566il88pOfRFtbG9rb21Eul/Hiiy/ixIkTCAQCDRm86ZobUcl4PalWq0gkEvB6vbh+/TpUKhULnl3NPctkMlb9hp6dakc2cj1+6TPSHqhNx3aH6pSWSqWaslzVapWdnEwmE3PWHDlypCaPPZvN4r333sPc3BwuXbqEN998E6lUalvY0jOZDMbHx5HP55mD68qVK/jxj38Mv9+/bOk9Ms1Ra+SFxWoA4NatW/jbv/1buFwuTExMrOoeGy0CvSk2SUpBop4UV69excjIyLKaC9/GRbt1d3c368eiUCgQi8UwNTWFCxcurFiAlwabXtcq9jNKVSMnzezsLHK53KoqGdFY0mTk58E2clxZrGFYM3q1Nwq5XA6NRsPmL22yJCTlcjmsViuGhoYwMDAAi8XChCh9lz6fD5OTk5iamsLU1FRLO2v4UHHsWCyGXC6HcrmMYDDI4paXSw8mxWVh8RY+sVgMFy5cwNzc3KZtyBsuJCmsxOVy4dVXX0U+n4ff71/RGzUwMICHHnqIFbBQqVQ4cuQI9Ho9vF4vfv7zn8Pv9+PmzZsrakAOhwPvf//7oVAoMD09zVT+QCDQ9EdEqVSKPXv2YM+ePSgUCqw1byOLip/lZDAYIBKJkMvlWP+QRqqw0OmA7GzUFqKVnQ31QpvMnj178KEPfahGm+Y7FWmMdDodUqkUbt68iRs3brBNPZlMYmJiAsFgED6fb1uNnVKpRG9vL7q7u5FMJnHz5k1MT08zM9FS81YkErE+QSqV6i4lhrR1yqBb67pt5L0bLiSp0orT6cTk5GRNA/Hl6O/vx+c+9zm0tbWhr68POp2OTcBr167hX/7lXzA9PV2XTaKzsxOf+9znoNPp8MYbb2BsbAyTk5Ms/auZkUql2LVrFz7wgQ9gamoK7777LmKxWENam0wmYwHoJCTz+Tw8Hg/m5+dXJSTJc0kBvPeCFkn29b179+LZZ59lhaH52jnN90wmg1u3bjHt3+l0YnZ2FqdOnWLtUbeyxuZGwXEcuru70dPTA5fLhdnZWaaYLFdUl/po63S6uyrsA3cqepGTZjPHbFOEZLFYZOW4FtsBtFot+vv7oVQqWS73oUOH0NbWxoKdZTIZq0WXyWRY5eGF2ig1G1KpVNBoNFCr1di7dy+sViuzkRiNxrvqVjYztDipk1wikWhYk2xra0NnZyf0ej0TkoFAAH6/vyHjN7882GKd77Yr/PJmCoWCmXyogs/CcSAbvMfjgdfrZYV4yeGznaEx4Pd5X0moSSQS9Pf3o7+/H319fXfFUeZyOVZ7cr2O2fXO2Q0VkuSu59d6Wxh4KxKJ0NPTg29+85vo6elhtSFVKhX0ej2zR4pEIqTTaYTDYVYxezFvoMFgwEc/+lH09/dj9+7dGBwcBMdxMJlMKBQK6O/vR6VSwfz8fMssbLLRpNNpTExMIB6PN+SkUqlUuP/++7F792709vZCJBIhkUjgypUrcLlcCIVCdV+LohSKxSL7bhb2yNmOkKZD81Kv17NwNOBuO20sFsOvf/1rXLlyhXl7ySt+L1CtVpHNZlnf8pWEpEqlwic/+Ul84hOfYFWC+NcKhUJwOp3wer1r2mRWM083xSZJfy7cAeiYotFo4HA40NfXB7PZDK1WW/M6OsJQVzWybSw28HK5HG1tbaxww8DAwF0D08ze7IVUq1WW0ZJOp1mr10bun9o9mEwmpkHz49kanXT0PTbq8GllqJgKNarjh1HxoU6JZPMm7bFV+9M0wmI9jeoNjheJRKw6O2nnBK2BZDKJbDa76REUmyIkF0vbEolEMJlMaGtrw8DAAOx2O2sAxqdQKMDtdiORSODkyZN48803maBceD1KiB8aGsKBAwdgsVhqmmKl02mcOXMGJ0+eRDAYbIljT7FYxJkzZ+ByudjRuFEBT8ftrq4uVlSE2nJqNJqa1MR6oCM3aUe0GLYzarUaR48eZTnvS2kkN27cwCuvvMI6TTYa7N+qUOiTRqOByWSCyWRiJeDqif+k093U1BTMZjMcDgfL9+YXTQ6FQmsaz9UoRxsuJJfLa6WaklarFXq9nhUM4EPVnymM4De/+c2iOwntYnK5HDabDV1dXSyJnt/LZWpqChcvXlzVs2zFkbJcLmNychJzc3M1bRYagZq5kyZJGwrfptYI9H3m8/mWLsbQCHK5HAMDA9i1axdsNtuSc8HtduPkyZNrqlfZipDpheKiVSoVANRtg+U3sCMTDl9IZjIZRCIRJJPJ7adJLgf1uFlYNgq43cEuGAwiEongrbfegtvtxuTkZF07Adk/yXY2Pz+P4eFh+P1+zMzMrPp+t+qITjvnasMeisUi5ubmYDQa0dfXx2L8kskkq4gjsDxSqRQmkwk2m42l2xH5fB4XLlzA7OwsLl68CL/f3/KFKhqlq6sLg4OD2LdvHzPpUExoPZlcVG1/ZGQEIpEIO3fuZHGl1D0yFottSdrxlgpJ6hW9WNmkUCiES5cuweVy4Sc/+QlrGrTSYPMbW1H/4gsXLuBv//Zv4ff7W9JwvtZA7Ww2i5GREWSzWUilUnR3d9d0RLxXtMG1IJPJWE1Dg8HA/r9avd2y+Be/+AVeeuklVtO01VsvNAJVl3ruuedgt9tZi2NKQ87lciuu21KphLGxMaTTacjlcjz66KOsYwElUszPzyMWi91bQpICbqnTIb/aTTgchtPphMfjqatXNhVu0Gq1iMfjrFJ3MBiE0+lku9C9CDnH9Ho95HI5G2dyBLWCbXar0Gq1MJvN6O7uhtFohEqlYpt6KpWC3+9HKBSCz+djUQet5BhcD6ghn16vh1qtZv16aMNIpVLLjgcd1Q0GA+x2O4vlpegYctrck5pke3s7Dh8+jM7OTlZfkopenD59Gj/60Y9YKamV6O3txWOPPQaO43Dp0iVcvnwZY2NjmJqaQiKRaOlqz6uFMkT0ej0eeeQRHD16FCqVCvl8HvF4HDMzM5ibm9t2/WzWkwMHDuDLX/4ybDYbDh06BIvFwoLGR0dHWR4xlTpr9gyu9YZieHU6HdMiqR7A6Ogo3nnnHWSz2SU3YqlUCrVaDaPRiI997GP44Ac/CIPBAIVCgUKhgFgshlgshomJCVy8eJGF/m0mW9pSVqFQsN2HjskU5uP1ejE1NVW39qdSqdDR0YFqtYq5uTkkEgncunWrpfuFrBVy0EilUlgsFrS3t7OdOZvNIplMNpzieK9hNpuxf/9+WK1WmM1mKJVKZicLh8O4evUqpqenW74O5GqhcB+pVAqFQgGJRIJCoYBsNsuamgF32/MpT5taO2g0GnR3d2P37t0A7hRQocIp8XicebY3e5y3TEhWq1WMjY3hxRdfxI4dO2A2m6HT6fDmm2/i8uXLmJqaaii2jGyY1JM6nU4jFArdswISuCMkc7kczp07h2g0yhquUarYcru8wG2TkMlkYmW7yuUyrl27hqtXr7K0w43o9dwK0CmF4zhEo1GcO3cO5XIZsVgM6XQat27dWnT9icViPProo3jkkUdYu1m1Wo09e/bUOHCz2SzGx8fhcrlYjvtWjPOWCsnJyUnMzs7iwIEDePjhh2E2m/HOO+/g1VdfbTjcJRwO49q1ayiXywiHw3W3Vt3O8IXkpUuX4HQ64Xa74fP5WBOrzQ5ybrXMHLlcDoPBwGoHlEol3Lx5Ey+++CICgQDi8fg9ucmQKUer1UKj0SAWi+Hy5cuIxWK4ceMGUqnUkvVOJRIJjh49in//7/89lEoly6xbGIqWz+cxOTmJiYmJLS1Gs6U2SQpKjsViuHbtGnQ6HQvybrRfBWWQkDp+r9mGloIcYpT5QdVYlqsMvZG02ndC9rV4PI6xsTFEIhFcu3aNeVrvxSM2UNtGAQBLbU2lUkilUkueUCjFlrqn0hGdLyAphC+TycDv98PlciGRSGzZ3NlSIUmCzOVy4fvf/z7EYjFr8t5I1zORSMR6d5Nts9UW40ZAtqJisYjr16+zsSHv672oAdULv5dSKpWC1+vFX//1X+PKlSusuj6/Hcm9SKlUQigUgkgkgt/vZ3VjqbXxwk2YEhg4joNGo4FGo4FMJrtLg6S2LIFAAJcvX8bly5e3NExtS4UkcKcIRjAYZMJuNQKOv+gFAVkLadmCUGycXC6HQCCAWCwGl8uFubk5AMIcI2hO1btZ8AvrktMHuBNvSlXyKfuGKv9sJVsuJIE7HdYovqrR97ZKr5rNplQqsRp+9+qxcLXQXLpy5Qr++3//7ygUCpiZmRHm2BqgcnNU1YsfcJ/JZPBv//ZvuHjxIpLJJCKRCBKJBNuUtpKmEJJkm1zL+wXu5l7K+tgo3G433G73Vt/GtoHfVZOO5FTfdHh4GL/97W+RSCQQCoWaZu42hZAUEGhGhM13faGSZ9VqFWfPnq1p9JXL5TA8PIx4PF5XGuNmIqrWeTetFrqxkaz2CxTG8A7CGK6dVhxDfg8ghUJR046Y3wZks4RkPZ8jaJICAgKbBr/MHhWsoWN1M2mPfAQhKSAgsKlQjdnlas02E41VWxUQEBBYJ1pBQAKCkBQQEBBYFkFICggICCyDICQFBAQElkEQkgICAgLLIAhJAQEBgWUQhKSAgIDAMghCUkBAQGAZBCEpICAgsAxCxo2AgMA9RyP564ImKSAgILAMdVcBEhAQELgXETRJAQEBgWUQhKSAgIDAMghCUkBAQGAZBCEpICAgsAyCkBQQEBBYBkFICggICCyDICQFBAQElkEQkgICAgLLIAhJAQEBgWUQhKSAgIDAMghCUkBAQGAZBCEpICAgsAx1l0qTSm+/tFqtolKpbNgN8aFyRutZg4NfIon+zv+cpT5LLBZDJBJBJBKhUCis6rMlEsmKn7PU/dJni8W397Vyubxlzd35Y7jc5y+8d4lEwsYgk8ms6rMVCgWbg5VKZd2fn+6Vfgj6zM0Yb/7n0/dN9yKRSNhaTCQSq7r+aubhYvdI12hm+N+jWCyGWCxueAwb1iQ3c1BW+qxGasKtFbqXZpgUzXAP9bAR99kqz75eLPa8W7U5bgf467jeMaxbk9yqL2Wpz12tgKTrLaYNrTRwa9WgVyNoq9UqRCIRew/dw1YulEbvnyDtdy3Q82+UVsf/jhZqS5s13vTdLtRmRSIRKpUKyuXymq/P/3Mt12hG+OuFv97p7+VyGZVKpW4ZUreQ3Kwjdj3wJ89qv6xGF8F6CKW13OvCvzfzJF0MGr/1EpIb+fzNMsZLjddaT1Bb/VwbyVJjw1c2yuVyQ2PYsu0b1vpFb+ZRfb3gC/b1gL+7biSLbUgCq2e7jOFCn8BaFLHl1sXC01ijbIqQXM/FuJ6LbTG1vNlZj82BP4abKSib6ToCW8tizilg406sC7XyptIkyaPE94qvxaNG11oPYUHXWquNpxUg77xOp4NWq2XCsVKpIBaLIZPJCA6BVSISiSCXyyGTyVAqlVAsFjc1CqSVIMGo0+mg1+vZOqxUKshkMsjn8ygUCsjlcnXPRYVCAY7jUK1Wkc/nmc1xufFvZJ5vqJAUiUTQaDRQKpUoFovI5XIol8soFourmkASiQQymQyVSgWFQmFNC1oikYDjOFQqFXZfzcxaNGixWAy1Wg2O4/DMM8/g4x//ONu9k8kk/vVf/xVnzpxBoVBAPp8XhGWDyGQy7N69G+3t7QgGg3A6nSgUCkilUiiVSlt9e+vKWk4eIpEICoUCcrkczz77LJ577jkWjlQoFHDx4kXMzs5icnISw8PDKBaLy65LErC9vb04ePAgcrkcRkZGkEgkkEqlkM1m12Ueb7gmKZPJoFQqIZFI2IRZ7cShGKf1QCwWQyqVNmzE3QrWen9isRgKhQIqlQq7d+/G8ePH2ThGo1GcOnUKly5dQrVaXfPmc69B8Z8WiwW9vb0Qi8UIBoMAUHOM3A7wbYirmSMikQgymQwcx7F5SPGKJNAUCgXS6TRu3LiBUqm07GfR6choNGLHjh1IpVLweDwoFovI5/PIZrPrYk7acCFZKpWYCl0oFFZUg5eDH0S8Vsrl8prvZ7NYq+1Qp9Ph6aefRn9/Pw4dOgSJRMJMDVKpFA6HA/fddx98Ph+mpqaafjyaCVr4AwMDeOCBByCVSjE1NdUSm2+jrHUe6vV6PP300+jr68Phw4drNhGpVIre3l5IpVKEQiEW7rTUZ0mlUnR2dsJgMGBwcBDd3d0Ih8OQSqXrnmiw4UKyUChAJBIx6b7W2CyyN6yVcrncUkfLtdyj0WjEZz7zGTzyyCNMqwduL3CpVIr+/n7EYjFcv34dMzMzLTEezQAd9+RyOYaGhvDoo48ik8ng3XffRaFQ2HaaJLC2eWgymfCFL3wBjz76KBQKxV1CcseOHejq6sLU1BQTkkshk8nQ19eH3t5eDA0Nob+/HxzHMSG5nnN4Q4UkaX6lUmnVNj+yp5FRnFTw9bD1rFfsXrOiVCqh1+tht9uh1WqhVCrZ8YZPqVRCoVBoertss6HRaNDT0wOTyQSlUol0Oo1SqQSpVAqpVLrtNMm1QA4bcrIsNJtVKhUkEgkkEgkkk8llj9hSqRQcx8FisaC9vR0cxyEejyMejyOXy637XN4UTbJUKq1aGCkUCuzcuRMGgwF+vx/z8/MoFAorGnWXYmEIzHYVkADQ2dmJhx9+GF1dXbDb7VAoFHct3Gq1ilgsBr/fj3g8vqlhQa1Of38/vv71r8NmsyGXy2F0dBThcBgqlQqFQmHd7OetDvkS5HI5pFIpZDLZXfOwWCzixo0bGBsbw82bN5dUgmQyGfR6PYxGIw4dOoSjR4/C4/FgeHiYyYdoNLquJqMNF5KrDbGRSqVQKBTQarWwWCwwmUzIZrOIxWKrCqomI+9i2SvbDRobjUaDjo4O2O12cBzHNHDatMrlMlKpFNLpNFKpFIrFIpvQzZD+2KzIZDLI5XIYjUb09vbCZrMxAZlKpbb69poOmUwGtVoNjUbDBCTNK4ouyWazCAQC8Hq9iMVidwk5Ko6iVCqh0+lgMBhgMBig1+vh8XgQDocRDoeRy+XWPaKgaTNuDh8+jM985jMwGAywWq2Qy+W4cOECLl68iEAggGvXrtU9GGq1GlarFWKxmE3k7br4KeyK4zgMDQ3hgx/8INtkKpUKrl69iuHhYSSTSfh8PiSTSYyMjMDj8aBcLsNqtdaYIVKpFFv4rRZ4vxGIxWI8/vjjeOKJJ2A2myGRSBAIBHDmzBlcu3aNaeX5fB65XG6rb7cpOHToED7/+c+jvb0d/f39AIB0Oo10Oo2ZmRn86le/QigUwtzcHMLhMEKhEFvbFGfd39+Pnp4edHR04IEHHoBarYZEIsHo6CiuXr2Ks2fPIplMIplMrvv9N62QHBwcxFe+8hUYjUYWbCoSiZBIJCCXy3Hr1q26rkN2EJvNBolEwr6c7brQRSIRlEoltFoturq6cPjwYej1egC3nVXT09N44403EAwGMTIygkwmw0wXtCFJJBJWjKJcLrOyZvyNZbuO30qIxWIcOHAAX/ziF5HP5+Hz+RCNRnHr1i2cOXOGBZML3GHnzp34/d//fRiNRvZ/uVwOsVgM4+PjeP755+Fyue5yuPAzcjo6OnDgwAHs2LEDH/3oR6FQKPDWW29hYmICU1NTuHnz5qpLGK5E0whJ8hIeOHAAvb29ePDBB5kHjAbLaDSiv78fhUIBMpms5v1qtRp6vR4qlQqDg4PQ6XQ1x0673Y58Po9EIoFQKLRtFjkd/UwmE/bv388yapRKJQ4cOAC5XI5cLofp6WlEIhGMjIzA6XQiHo8jm82iUqmgvb0dWq0WDocDg4ODNbVDyZAei8UwNTWFTCaDSCSy6nqQrYZGo4HZbIZSqURfXx8MBgMOHDgAlUoFmUwGk8mEarUKmUy2YuSFTCaDVquFXC6Hw+GAwWBgtQ1TqRRu3ryJRCKxJkfnVmM2m3H//fdDp9OxULMHH3ywZr1WKhVMTEzgvffew/j4OFNa+GtSLBZDp9PhgQcegNVqxdDQEAYGBtDe3g6VSoVSqQSXy4Xr16/D4/FsaNhaUwhJijXT6XT48pe/jM9+9rNQKBTQaDQ1BTO7u7uhUCiYd4veKxKJYDabsWvXLvT09OAP/uAPsGPHjprgV7FYjFAohPHxcYyMjDQsJBcm4zcLKpUKer0ehw4dwn/7b/+NBTTzA3eDwSBee+01djS5evUqyuUyyuUyOI7Dfffdhz179mDfvn14/PHHa8IzKObsxo0b+Nd//Vf4fD5cu3Zt1UJyq8av3kLBC7FYLDh8+DAcDgc+97nPYXBwEBzHQaVSoVwuQ6PR1GSVLXdtlUqF7u5uGI1GfOxjH8N9990HjuOgVqsxMzODb33rWxgfH0cmk1k2W6TZ5iCfvr4+/Omf/ikGBgbAcRxkMhkUCgXUajV7TaVSwalTp/C3f/u3yOVySKfTNUKO7OIdHR34xje+gcOHD4PjOMjlcuYACoVCuHLlCl555RUUi8UNzWxqCiHJcRza29thMpnQ3t4Oi8Vy12uq1SoymQzC4TDi8fhdO4dKpUJHRwc6OjrQ1tYGq9XKfpfP5xGLxZDNZtelpmGzIBKJoNfr0d3dja6uLrS1tdWMXSaTgd/vh9/vh9frhd/vRywWq4lXrVQqLIZVIpHAYDCA4zgmJLPZLMtcKJfLKJVKLRlsvtoKSiqVCu3t7Whvb190fOfn5xEMBlnu+3LQPG9ra0NHRwdsNhsTuMlkElqtlnnGWw21Wg2tVgu73c7WH8UtEqVSCcFgEKlUCl6vF5FIZEmNmWJ4tVotM7lJJBJks1kEg0HMz88jHA5viumsKYTkwMAAvvnNb6Kvrw+7du1a9DXlchknT57ED37wA0SjUUQiEQB37GSDg4P4/Oc/D6vVira2tpr3zs7O4uc//zk8Hg/Gx8dXdY/NFhpDk+bJJ5/EV77yFZjN5pqNAQCuXr2KF154AYFAANevX69xWhGFQgFXrlzBxMQEOI7D008/XaNF3rp1Czdu3MDo6Cjee+89RCKRVbcNALbWlrmaz+7p6cEnPvEJtLW1sXlFc258fBz/43/8D8zOzmJiYmLFa/X19eFrX/saHA4H2traoNPpmGMinU5jx44dKJfLmJiYWHaMm2UOEiKRCEePHsWHPvQhdHd3o729HUql8q5ger/fj29961sYHh7GzMzMkpstpXqKRCLk83lkMhl28rl+/Tr+5V/+BV6vF6Ojo2vKI6+XphCSer0eDz74IHbt2rVobBkVxZibm8PZs2cX3X0MBgN2794Ng8EAlUpV87t4PI7r16/D6XQy4drqkAmhq6sLjzzyyF02WgAIBoN47733EAqF4PP5Fj0iVyoVpg3xbbXktAmFQpicnMTs7CyLpbyX0Ol0GBgYYHZJ4E6SRDgcxtmzZzE1NVXXtfR6Pfbv34+enp67YnUptMVoNDJTUqsgEonQ0dGBw4cPw2KxMM8zQc+YTqdx4cIFvP322ytej0xGxWIR2WyWOcTcbjfefvtteL3eTdssmkJI0qAslsYViUTw61//GjMzM3j33XcbOupRBL/b7YbT6YTX612Tw6FZdnA6ishkskU3FQrgTyQSCIfDiEajy3pcKUOEskRSqRTGxsYQiUTw9ttv48yZMywG7V6DXy+AFvvMzAxmZmYwPDxc13zie2kXtmTw+/2YmZmB0+nE9evXMTs7i3A4vJGPtCHodDp0d3dDq9XetWGPjo7izTffhNvthsfjWfFaer0enZ2d0Ol0OHnyJLOBZzIZzM7OLpuRUy9NUyqtEcgTtpBIJIIf/vCHePvtt1e0Jy4MFI/FYvB6vXA6nZibm4Pf728aQbdWpFIpM2TzoUo+uVyOefJjsdiS1yGBS9kQwG1b24ULFzA9PY13330X77333qZ1Cmw2SKPmd6ecmprCyZMnMTMzg2w2u+I1yDRCR0g+Xq8X7777LpxOJ4aHh+HxeFpunEUiEQwGA/r6+hbNphkZGcF3vvMdhEKhukw1er0eAwMDKJfLOHHiBFKpFIuyWI8eP42ypULS4XDA4XBg37597ChDBAIBTE9PY2ZmBqFQaEljNu3OpAmVy2X4fD4UCgVMTk5ienoaU1NTay6u0UxQqSmr1Yquri6IxWJWJiqbzSIajSKdTmNycnJFr59UKsXg4CA6OjrQ398Pkeh2y1y/3w+n04lYLNay4ShrgTQ+qmFKdsNKpcLGJhAIrDi+ZBLp7u7Grl27oFAomOkoHA7j5s2bmJqawvz8fEOFZpsBhUKBgYEBmEymmqgKgjYVOjIvV7dVJBJBrVazepOUAUYZYblcbsviTxsWkos14VptIdjjx4/ja1/7GgwGA2w2W83vz549i//v//v/EAgEMD8/v+R1ZDIZC3VRqVQoFos4ffo03G43zp49i8uXLyObzW4rW5rZbMZ/+A//AQ8//DDL+vB4PPinf/onuFwuOJ1OhEIhJJPJFY+DarUaX/nKV/Dxj3+cxfAlEgmcO3cO58+fr0tT2o7QpkuB+TKZDNPT04hGozh37hxOnDjBnApLQWFYn/jEJ/DlL38ZBoMBRqMRqVQKP/zhD/Hmm28iGo0iGAyyIr2thNlsxte//nU89NBDLFmDD8V7ZrNZpFIpZDKZJc1lUqkUPT09sNvtiMfjmJiYQLFYRDQaZSUNt4o1aZKr9fbSBLRardi5cycUCsVddoxEIoGJiQlEo9Elr0MVglQqFTMW53I5BAIBuFwuJjBaaXdeDipgbDKZ0NPTg8HBQZTLZXa0djqdmJmZwdzcHCv8uhCyjVFldoPBgK6uLgwODiKXyyGZTCISiTBb5r0IaTVKpZLlGwNALBZDIBBAKBRCJBJZdOFSlRoqdKxUKuFwOLBz506mpScSCbhcLkxMTCCTydwVcdDskHat1WrR3d2NnTt31hyz+Y6abDbLqiMtHC86AXIcB47jWGQKBYpTHdqtru6+aiG5Wi1SoVBgx44dMBqN6OnpYbawhQNcz86hVCrxzDPP4OjRo9i1axfkcjnm5+dx8eJFDA8PY35+vqUm30pQOlx7ezt27twJAJiamsLo6CjGx8cxNjbG8rGXgooC9PX14WMf+xja29tx+PBhAMD58+fx/PPPw+fzYW5ublOeqRnhOA6f+tSn8Nhjj6G/vx9KpRLBYBCvvPIKrl69iunp6SXnVVtbG3bs2AGz2YxHHnkEdrsd+/fvB8dxcDqdOHnyJHw+H27cuMGya1ptjjocDjzwwAPo6upCZ2cn5HI58yeQ5pjJZPCLX/wC586dw9TU1F0nEo7joFQqMTAwgM9+9rNoa2uD0WiEWq3G7373O1y/fp2F/qwGfg+rtWqhqxKSazlmy2QydHR0wOFwwGKxsF2Xf+16i0/I5XIcPXoUn/70p1kmTi6Xw+TkJG7cuNHwvTU7fX19+NznPsfyq6vVKvx+P65cuYLZ2VlWDWUpSENqa2vDnj178NnPfhYOh4P9fmJiAs8///y2Mk2sBrlcjmPHjuGLX/wiW2yZTAaXLl3CqVOnlp2fVCm7p6cHn/rUp1hBB+C2JkqmIJfL1bKmDLPZjAceeAAdHR0wmUw1AePUfyqZTOL06dN44YUXFr2GXC6HSqVCf38/PvOZz6Cnp4f9bmZmhtU4XS38BmNrjW9uWEiuNahaoVBgz549uO+++9Dd3V1j6K1UKohEIuzIt9IOwA+FcbvdGB8fx+zs7LY9JtJYUYmzQqGA2dlZXL9+HYFAAPl8fsX3Dw4O4rHHHsPAwABLFaMjzXZybq2FarWKbDaLZDLJ7I4ul2vJjpLUCKyjowN9fX04dOgQLBYLNBoNADCPbDqdxvz8PHw+36oF5MIQoq1AqVTCbrfDZrNBLpejXC7j5s2buH79OnPSpFIpzM7O3vVecobt2bMHDzzwAIaGhqDRaFAqlTA1NYVAIIDx8fE1aZAAFg23Wi1r0iRXg0ajwRNPPIEnnnjirhLulUqFxTS6XK4VB4qfn3zjxg383d/9HcLhMFwu16rvby1dCTcD8hbOz88jHo/j8uXLOHHiBCtEvBxisRgPPfQQvvnNbzJ7GaV7Ur5wK6YcrjdUIi4UCrH55PF4WFHihXAch+PHj+OJJ56A3W7HwMAAKzwC3Kn8Ho1GMT4+DrfbveZj5Fai0+mwc+dOtLW1geM4FItF/O53v8P/+B//A/l8ntkfF4urJXvmE088gW9+85ssdz2bzeL06dM4e/YsJiYmVq1FknDkt7Je61re9BAg6lG8WAl3/lF7uQeTSqXQaDTQarWIxWKYnp6Gy+VCMBhEPB7fckPvekN2W7lczgrnUk52MBhkOenLQZNTpVJBq9WyI1KpVML8/DwCgQACgcA9LyT5Qd/A7dx1Gp+lNiGxWAytVou2tjaYTCao1WomyKrVKkKhEHMmkhBZzX01C4VCgWWupdNpSCQSuN1uhMPhZTsGyGQy2Gw26HQ6tLe3w2AwsGskEgkEg0FWX2A1BWgW6zqwHsrOpgvJarXKCpIqFIoaQUk2M5PJVFMBaCEWiwXHjh2DWq3GG2+8gV//+tfw+XzweDxrrufXbBqkWCyG3W6HxWJBR0cHgNsB9j/5yU9w/vx5zM/PryjYJBIJdDodVCoVVCpVzbim02k8//zzeO211+o6sm9naAMnLVutVrMKSqRVLgZ9RwMDAzVODOC2aeTll1/GT37yE4TD4YbSYvlaI3/xb+VGJhKJMDU1hR/96EesiHUmk4Hb7V4xVMdiseCP/uiPsHfvXuzatYt1Rrx69Srm5+dx9uxZXLx4cdl4ysUgBQAAS3ogE0fLCklq57qwKRVNUqVSycKCpFLpXbsCx3GsJQH1xdiuxU6p0jjlxJJta2JiAsPDw3VdQywWs3AW6iZH3ehyuRzGx8dx7ty5Vd8f0Hyby2oQi8XsmCyXyyGTyZDNZuFyuZZMyyQbG8dxNTVMgTtti6enp/HOO++sSrgttKs1Q0X9RCLB1pzT6awri4aKQe/evRtHjx6FWq1GqVRCJpOB1+uFz+eDz+dbMnRt4bWA2kQSmUzGTFGNRMjUw6YLyWKxCJfLhdHRUZaJwK/VaDAYIJVK8fDDD6NUKrFir/F4HC6XC263G/F4HBcuXIBUKsX8/PyKdfxaFdo09u/fj4cffhiFQgHf//73EYlE4HQ6676G0WjEs88+ix07dqCjowOXLl1CJBLB9evXEQqFcP369YbvazvicDjw3HPPobOzE4cOHYJcLkelUkE8HmfhOnw4jmPVl7Rabc24hMNh/Pa3v4XL5cL58+dXfXxstmrw5NTy+/2oVCp1nTxoAzEYDEgmk/B4PJiYmMDk5CTi8ThmZ2eRSqXg8/lWvJZarYbdbodarca+ffvQ0dEBn8/HrjE9Pb3ucadbIiSdTif0ej2USiW6urpqdga9Xg+dTgeTyYS9e/ciEongjTfeYELB6/UikUjg8uXLAJpjZ90oSLPZt28fPvrRj+LEiRP4h3/4h7obTtFxzWg04pOf/CQefvhhDA8P4/LlyxgbG8NPf/pThEKhhnfcxWw/2wGHw4GvfvWrGBoaYlXGqdXpYkUVOI5DZ2cnbDZbTVFZ4LZJ5Oc//zkuXryIRCLR0BgtldXWLONMNUbrRalUwmq1Qq/Xs1qSv/nNb/DLX/6y5khczzxUqVTo6+uD1WrF5z73ORw6dAgXL17E66+/Dr/fD4/Hs6ZSfoux6UKyVCohEAhgdnYWRqMRNpuN9YfmB5VTSpharYbBYEA6nWbe2OVUaVK/+Z4thUIBvV4PkUjEwjr4lV2atXgD3ZvX62UVYtLpNLv/lbBYLKx5kt/vx+XLlzEyMoLR0VEWp1ev7Uev16O3t5elQMbjcVb4odWhjA+dTsfibYHbc4l6BSmVSkQiEeRyOSiVSlZAd//+/bDb7TCZTDXXJC0rk8k07Kih61M4TbPOz3pRq9Xo6uqCVquF2+1GNBqFz+eru4CzSCRCf38/uru7YTAYWDJKW1sbVCoVc2huFJsuJKnCDKUc5vN52Gw2HD58GFqtFsCd0B4Smr29vdBoNBgeHl7R1iCRSFgOMi3itrY2PPDAA5BKpbhx4wb8fj+rxl0qlRoSFptNPp/HG2+8gbGxMfj9fkQiERQKhboWzd69e/G1r30N5XIZb731Fl544QW43W54vV7k8/mGcoUHBgbw9a9/HQqFAj/84Q9x4cIF5HK5uipyNzsmkwkOhwPd3d1swZGg7O7uxgc+8AF4vV6888478Pv9sNvtcDgcuO+++/BHf/RHaG9vZ83WiEqlgnQ6zSrX1ItIJILVaoXdbkcsFsPMzEzTzs166ejowJNPPolcLodf//rXmJubQyqVqntcZDIZnn32WfzRH/0Rc6xJJBJoNBooFApwHMc0/42Yi5suJOn4Ui6XWRl2mUx2125LkfskyCi0YKVBICGpVCqZtmiz2dDR0QGJRAKv14tUKoVsNsv6TDerjY00YcqAaTSNTS6XQ6PRIJfLIRgMYnZ2FoFAoC7jOB+yjZrNZqZ1bSdUKhVsNhuMRiOLtqA5oVAoYDAYkMlkWH4y5WVTuwK73c6uVSgUkM1mkUgkUCgUGhZwdNSmWqHNVA1/tVA+OwBEo1H4/f663ieRSFhtBofDgYGBgUXDBskBmcvlNsTzv+lCslwuIx6PI51O49q1a4hGo9i7dy8OHz4MnU7HXud0OnH16lWEQiGcOnUKHo8HMzMzS04Y8jKazWY8/fTTTPuk3hudnZ0ol8swm82YmZnB+Pg4Ll26xAZ1vQJP1xOKBIjFYqz1ayOTgALsi8UipqenEY/HGy6cS17eXC6Hq1evQiqVso1mO/QLEovFOHLkCL785S+z/uQLf0+nGgorISdDT0/PXULw6tWrePnll+F2u+F2uxu6FxLMVCh6NUf1ZkMkEmF6eho//elPUSwW6xaQwO08+K985SsYGhrC/ffff1cQPVUZ8ng8uHDhAmKxGNLp9Ho/wtaEAJHR1+VyIRaLQalU1uwC1WoV4XAYN27cgNfrxdtvv72iN5eEpEajwcGDB7F3715YrVaYzWZIpVKoVCpWLUepVDLtjMJhmnXHpvFaTRqbx+OpqxL0clB3OqrMIhKJEIlEtk08JZlznnzySZYhs/D3VDAXuP190DxKp9N3CUmn04nXXnttVVWU+AHspVKpZZuuEfQ8wWAQwWCw4fWl0+nw1FNPsfbSC0OhqK1LNBrFzMzMhghIYIuL7haLRWQyGTidTrz00kusTFK5XIbb7caNGzcQi8Xqsp3pdDq0tbWxlp0UjJ7JZBCNRjE2NoZEIoGbN2/C7/ezQrw0EZtRQG41IpGIxfpFo1GMjo5CJBKtu/dwq1mooZTLZczMzCAQCGBkZASXLl1CKBSqCS1ZuGDJoRaJRFiztHq1QH52DmVUNbNDcSUoJVCpVEIulyOfzzckwPjFjumHNql4PI6ZmRmkUim4XC5W33MjY6S3VEjmcjnk83ncvHkT3/rWt1g9SIrcp+NlPZPNZDJh3759cDgcaG9vh9FoZNVIrl69ir//+79njaz4jYWA5og/azZIuy4Wi8zLGggEAKDlHQl8+DG6RLFYxOXLl3HhwgWMjo7i7bffZpWxSZDxs2HK5TIikQhrFxIIBOp2TPB7O/HDjlo1MYLMExKJBEajETqdrqadcz1IJBIoFAr2w7eBBwIBvP766/B6vTh16hQrzruRbXi3vMcNRcknEgmIxeKGyrSLxWK0tbVBo9Ggr68Pvb29MJvNrDcvxbdRxgTZLGhABeF4J4BfqVQyQUFB/PxNZKvT4dYbkUjEWgUUi0XmzKJ2ATMzM/B4PAiFQmzjJuRyOXQ6HWubWi6XEQgE4Ha7EQwGG7IdkxOIH5LWilDWC1UIIhNNvTnUIpEIHMdBJpNBr9fDarWiv7+fdT6Nx+NIJpOsmZjP50M4HF62duq6PduGf0IdUHVtoL6AUkKtVuPzn/88Hn/8cdYCIpFI4N1338X8/DwmJiYwNTXFAljr9ZDfS3Ach8cffxz79u1j2lEwGMRLL720pmpKzY5MJkNPTw/0ej2i0Sh+9atfIRgM4uzZs4hGo+x4TVEQhEgkgt1ux759+1iudi6Xw6uvvooTJ07A7/c3pNWoVCpYLBYUi8WWzp2nmOfBwUF86UtfglarxY9+9COcOnWqrmeSSqUYGBhgRaA/8pGPwGAwoL+/H+VyGWfPnsXbb7/N2rIkk8lNq3vaFEISaOwIR3FsSqUSg4ODOHLkCOtb7PV6EY1GMT09jZGREYyNjQlCcRH4LRw6OzsxNDTEjpHUumA7QzYznU6HbDbLNMf33ntv2SIUlINssVig1+shkUiYDf3mzZsNhaGQNqvRaFAoFBZtD9wK0JgYDAaW0mkwGPCb3/yG+RiWi0oRi8WQy+UwmUxob2+vWdPAnQQU8idQw7vNommEZCP09fXhmWeeQWdnJ44ePcoaNZHRe35+Hk6nc1368243yM5DQdJtbW04ePAgurq6kEgkEAgEajKftisUp5tKpRAMBjE5Ock0x+UQiUTYuXMnPvzhD8NqtbJaiNTGt546ApR+q1QqsX//fjzyyCMIh8P4xS9+saa+8JsNHZHlcjmOHDmC48ePo6OjA0ajkQlOvV7PYn0XGxebzYZjx47BYrFg//796OnpQXd3N6vqQ17sQCCA0dFRJJPJTbfXtqSQ7O7uxh/+4R9iYGAAUqm0ZgemY4vH49kUe0WrQQHmg4OD+OpXv4qenh420Z1OJ+Lx+KK9k7cT5LUPhUIQi8Us3KaeDVUkEqGvrw9PPPEEazVLTol6W8KSkDQYDDhw4ACeeeYZzM7O4vXXX284tnIrIW1cqVTi4MGD+OxnP8vsvOl0GiqVCjqdDvl8ftmyhx/+8IfR09ODvXv3orOz867IgUqlwjayrXAatpSQpMBmpVLJPGgL++Pwo+9bPRB3LfA70VHGg0QiQVtbG6xWK0vBA2on4tWrV+F2uzcs5qwZIEFGx8BGHSYLC/PSNetNRqCaqqlUCk6nE+fPn4fP52u5lrI0drTm4vE4VCoVNBoNi4pYqggvx3FQKBQwm82w2WywWq01zkPgthPt+vXrCAaDmJmZ2TLHYUsJSY1GA5PJBIvFUlOIALjTR4RadtbTI2e7QguYqmVTCh3Hcdi1axeGhoZgt9uhVCpZQG61WsX169fxT//0T4jFYtsuFnIh1WoVpVKp4SQCfgXshYVw69VyKGQoHo/j5MmTuHz5MvL5fEPZKM0C9UYKhUKYnp6GXq9HZ2cni4Gm+FE+VL6PHD179+6Fw+G4q620z+fDX/3VX+HSpUurqla+XrSEkCSNUafTsYorJCCpiEUul2N9SRqtbLxd4WeL0BjST6lUYlVtSMukFg6tptGshXoXnlgshkqluit3fbXhUeTQiMfjyGQyLRkbyd8cEokE5ufnkc1mIZVKUSqVkEqlajRJfkwq9aaiPlfVavWu2gTz8/NwuVx1107dKJpeSMpkMlitVqhUKjz99NM4fvw4LBYLjEYjy9uMxWK4cuUKK7M/MzOz1bfdFGQyGfh8PubJFovFcDqdOHfuHORyOfPOkuY5MzPTcG73vYJer8fx48fR29vL8ohJsK2msAI/BZd/7G8lyGxQLBZx9uxZuFwuKBQKqNVqVKtVjI2NYX5+vkZI8rsLGI1GVCoVXL9+HRMTEzhz5gwmJibYmFB2zVbT9EKSmiwZjUbs3bsXH/zgB5kWWSwWEY/H4ff7cfXqVbz00kst5R3cSKrVKuugyLe71VP9WeBuOI7D3r17sW/fPlYomoTkamJv+XbRVj710P3Pzs6yFrL8NEvKUKKNmJ6bmtJVq1V4vV5Uq1W89dZbOH/+PDMBNQtNKyQp4l6n02HPnj0wm83o6+tjxQX4udg+nw83bty4px01fPgLtplK/7cqC9u4ZrNZhMNh+P1+nDt3Dn6/H5OTk1t4h83Fwjm30KFVrVYRiUQwNTWF+fl5Zm/0er0NlQLcLJpWSHZ1deH48eNoa2vDgw8+CJvNBolEgkwmg+npafz85z+H1+vFjRs34PF4mm732UoEwbh+8Hs4k00tlUrB7/fj0qVL+Ou//mu4XK4NzR1uNRabdwtNCX6/H4FAoGYDataqR00rJAuFAlKpFBQKBVwuF6vAUq1WMTMzwzqrJZNJwY4msOFQLUSNRoNQKAStVouZmRnmeBFoDLI7tgKiap3qxmYHF7e1taG/vx8SieSuhu503KEq0JutQa5WQ9vOAdqN0ipjSJqOTCaDxWIBx3EsGiCdTsPr9W6ZFtkqY9jM1JVA0KxCkupDUprhZuZqroQwOddOq4whCclm9D63yhg2M/WMYdMet3O5HEKhECulJiCwFTSjcBTYXJpWk2xmhB187QhjuHaEMVw7deXab8J9CAgICLQsgpAUEBAQWAZBSAoICAgsgyAkBQQEBJZBEJICAgICyyAISQEBAYFlaNo4yWZECJ0QELj3EDRJAQEBgWWoO5hcQEBA4F5E0CQFBAQElkEQkgICAgLLIAhJAQEBgWUQhKSAgIDAMghCUkBAQGAZBCEpICAgsAyCkBQQEBBYBkFICggICCyDICQFBAQElkEQkgICAgLLIAhJAQEBgWUQhKSAgIDAMghCUkBAQGAZ6q4nKZFIANxuwXgvFA6i2pESiQRisRhSqRRS6e3hisfjq7omvb9SqWyrMVxYZ7Nardb8H/1dLBZDLL69L+fz+VV91laM4cLnE4vFEIlEEIlEi94PrZGl7nEt902fCwDlcnlV15DJZABu3/NG9hTnj9tav6ularmKRKIlr03/T++lsZNIJOx7S6fTK362oEnWyXYSagJrY7m5wP/dYgrFvTKPNqJA9VYVva5bk+Tvks3KcrtKo5A2RBrBel2zmaBJt9b7qldbWg/tbyvGcKlnEYlE7M9yuXzXPNmINbMe16L73KixJI2NTg6VSgWlUmlN1yLtr1KpoFAo1KzPlZ6Dr1Hytfx6hW7DQrKZWEwoLvy/tQgC/hewngu8GcaSf2zb6PtZz+duhjGkeSEWi2sW3UYeXRd+/nq8fyPGkOYVCTaJRLJqAcm/nlQqhVwuR6lUQrFYXJXZb6EZqN73t1yPG/4XwBeIC+1BC489q2Uxgbse19pKNks4bgTNdM/8U0Yz3ddWIpVKoVarIZPJoNfroVKpEIvF4PV6US6X6xon/hpXqVSQSCQol8vsZz3sm2Qbr4eWEpJkMJdIJFAoFGwnB25renTkIa1vPXZ3vtawWZrCRkITZLHNRKAxqtXqmrSkrWIjv3OFQoGOjg5oNBoMDAzAbrdjdHQU4XAYuVyurhMZOUoVCgVsNhs4jkMwGEQ4HF6XNSgWi5nzqh6aRkiSZqhQKJgnWS6Xs0XN/3MxIVkul9mELRaLzHZRKBRQLBaRyWS2hZBbCyKRCEqlEiqVCuVyGfl8HpVKBcVicdWeUgEB4E7kgkqlgs1mg8FgQGdnJ2w2G5LJJBwOB7LZLFub6XQamUym5v1qtRpyuRxyuRwcx9UISVrr+XweiUSi4fkqEomgUqkgk8mgUCigVCrrfm9TCElSzTmOw+DgIBwOB+x2O3bu3AmFQgGtVgupVFoTekF/X3isLhaLSKVSKBQKcDqd8Hq9cLlcePvtt5FMJhveRfk2llZtKcu3D+3fvx+HDh1CKpXCzMwMUqkUXC4XIpGIoFUKrBq1Wg2dTofdu3fjj//4j+FwOKBWq8FxHBKJBJ577jnk83mEw2Gk02m88cYbePPNN1GtVtmx+qmnnsKePXtgNpvR0dHBBJpIJMLExASmp6cxPT2N3/72t0gkEg3dH8dxOHToEBwOB7RaLfR6/fo7bjYSsVgMjuOgVqvhcDgwODiIgYEBHD16FCqVCiaTiQ3WSpRKJUSjUeRyOdy6dQvj4+MQi8VMKwXuTfuRWCyGRCKB3W7Hnj17EI1Gkc1mEYvFEAwGAaxvdIDAvYVcLodarYbVasUDDzyAvr4+9jsyfeXzeXi9XsTjcUxNTUEmk6FarUImk0GtVmNoaAgPPfQQ2tvbMTAwAIlEwt6r1+uh1WpRrVYhl8sbvj+JRIL29nbs2LEDer0eJpOptYRkuVxGOp1GtVpFNptlx0CVSgW1Ws2O4vUgEonAcRzTnshWuRZaXXBIpVJYLBaoVCpYrVaYTCbk83kUi0XkcjnhqC2wZiQSCTsqL7VWM5kMLl68CKfTiYmJCRSLxRoTmsFgQEdHB/R6Pft/4Pb6m5ycxOuvvw6Xy4VcLtfw/VUqFSSTSYRCIfZZ9TpvmkZIplIplEqlGluFRqNh3q16EYvFUCqVkMlkLPyAhMBqNCW+17xVj9tSqRRtbW2wWCxob2+HyWRCMplEoVAQhKTAuiCRSMBx3LJCMp1O491338Xw8DC8Xi+KxSKkUikL8bFareju7mamIeBOJMatW7fwq1/9CrlcrsaWWS+VSgWxWAzz8/NQKpUNzfmmEJLA3alc1WqVeatJ4tcjpPivKZfLKBQKKJVK97Qnl4Rke3s7dDods+lyHAeO42pSTgUEVgM5R8mDzSeZTCIYDMLtdiMYDCIWiyGbzTLFgwLFSTjyNTw6CdKphwLJVwMpBYlEAoFAoLWO2wQJSRJu6XSaeWRp8FZSkfkDSDa3VCrF4qvWK2aylVCr1Th69Cj27NkDjuNQqVTYzg0Abre7ZZ9NoDmgk0lXVxcL9iYmJyfx8ssvw+fz4cqVK/B4PGw90slPrVZDoVDUCElyxObzeWSzWWSz2VXHSVYqFaRSKUilUiSTSTidztYVkqVSCfl8HplMBslkku0i5N1eqFVSyBD//+g9hUKhxsZ5r0E7tEqlgtFohNlsZmNSKBTYawQ2j/Us+tBM0GmNjsPkY6hWqwiFQpibm4Pf70csFkMmk2FrmU40CwUkcFuwZTIZpFIp5PP5RVM/66VaraJQKCCfz6NQKCCVStX93qYQkqRBFotFTExMIBgMYnR0FO+99x6kUilkMtldoTgSiQRqtRrHjx/Hvn37oFAooFarkcvlMD09jVgshuHhYVy+fBmxWIwJhXsBWog9PT24//77YTKZoNPpkMlkcO3aNVy/fh3JZBIejwfZbBbhcHjJ69BE5geft6rpYmF0Q73RDvwqMvzXNzoGUqkUSqWS5XqTSalYLAJAS2/ktIY9Hg+ef/55mM1mBINBJBIJ+P1+jI+PI5vNsjA8Mqup1Wrs3bsX7e3tMJvNNZtIKBTCT3/6U0xNTeHs2bOrnnM0f+Px+KqcPk0hJIE7WqTH44HH41n2dRKJBDKZDEajEQ6HAz09PdBoNFAqlSgUCvB4PJifn8fk5CSmp6eRy+VaMjNiLYhEIrS1teGhhx6CVquFSqVCLpfDxMQE3nzzTaatL7Uw+eXN+KEYtLBbjcVKt/H/vdQC5MfHLtQCG3UESiQSKJVKiMViFsBPf7bipsOHNs5wOIyTJ09CLpdjenoafr9/2ddzHIfe3l50dnZCp9PVvCaRSOD111/HhQsXVhXjDNR+f+QUbnhza/hT14GVjhwrPQTZLfP5PGZmZjA8PIy2tjb09/cjkUhgbm4OPp8PiUSipYPAG0EqlUKj0YDjOAwNDaGjowM7duzA0NAQc85UKhVwHFfjzOJD6WBarRb79++H2WxmmjwVFsjlchgeHobH42mZhS2RSNDb2wubzQalUgmdTsecBAsrySwmQPkaJB3bSqUSMpkMfD4fKpUKurq6YDQa2esWvhe4nTShUqkgFotZ1AVlhqVSKdy8eRPxeJyZiFptQ6KxiUajkEgkyGazK75HpVKhr68P3d3d0Gq1Nb+j2MpsNtuwksPPz17sxNDI3N0yIbnULlzPzZNBN51O48KFCwiHw9i1axeKxSISiQQuXrwIl8uFQCBQl7OnkXtuVjiOg8PhgMViwR//8R/jgx/8IMt/pTjUbDYLrVa7pAFcJpNBqVSit7cX3/jGN3DgwAHIZDImWNPpNILBIP7iL/6CCYdGJttWjZ9MJsOxY8fw2GOPwWazYWhoiKWm8WNp+YVTFt43P9oilUohlUrB7XbjrbfeQqlUwsc+9jEcOHCAXYs08IXZWnynBP1ZqVQwMzOD//k//yfGx8cxPz+PcDiMUqnUMgWa6R6z2Szm5uYA1FcU2GAw4OjRoxgYGADHcTW/o/TFZDLZsCmCUpv5tRzoPhs1F22JkOSnFK6ligoFiAaDQdjtduTzeebiJwPxWoy9rYRMJoPBYIDFYmE/NBlyuRyi0ShisRg7tiw23nQcVKvVMJlMsFqtkMvlkMlkyOfzEIlESKfTkEqlLbFwCdpUc7kccyyIRCIYjUao1Wr2msWqSxUKBWQyGZRKJebwSqfTbNOh47JKpWJjTrUK+Wm0S20QqVSKOShprraqzRdovOgHxUiSYxYAqz9ZKBTWZf0utCE3alPedCFJg8LfwenPRidGqVSC0+lEMBhkjolkMom5uTlMTk6yAhervf5CmnniGo1GPPbYY+ju7kZ7ezsTDNlsFh6PB//7f/9vXL9+HXNzc0vu8DqdDv39/ejt7YVOp2NFREQiETKZDFwuF3w+36p2dmDrAvKLxSLeeecdjIyMQK1Ww2g0oq2tDV/60pewe/duqNVqJixpgZOwmpycxLlz5xCJRHDlyhWEQiF2VM7lcojFYtBoNPjABz7Anm9htMViz0yC8Pr16/jtb38Lv9+Pq1evIhgMsnjDVhOWq7nXYrGIaDSKcDgMk8kElUqFdDqNUCgEv9+/aocrzfH1MFlsiZDkH0Xo/1ZzrKhWq0gkEkilUkgkEsxulkwmEY1G1/Wo0uwZN3Tc5tt2KJwqFovhypUrOHPmzLLXUCgUMBqN0Ov1LCSDnrlUKiEejyMej68pUmArFj15XT0eDyua0NnZiSeffBIOh4NliwC1i6tSqSAcDmNsbAx+vx+nT5+G1+tl16W5bDabkU6nWeLDwuIriz0zbdrz8/MYHh5GOBxGIBBgFW5ayRa5FsjuyM/8yufziMfjSCaTq3a4LkxMWQubJiT51XvoATo6OtDZ2YlkMolbt27V1ZRnKTiOg81mg0gkYonz9xJyuZxl1ahUKgCA0+nE6dOnmX12JaxWK44cOYLOzk4maElj9Hq9+M1vfgO32w23271xD7LBUKJCOBzGyy+/jOHhYSiVSiiVypoFRX/3er0YHR1FMpm8K7aO5nEul8P58+chlUrhcDiwa9cudoQUiUSIRqOIx+M1DsebN2/C7/djdHQUExMTyGQyLWMe4tdj5N/vQhNaPUilUuj1ehiNRohEIuTzedy6dQuvvPIKvF4vK76yGtZrHDdVSJJmQjff1dWFRx99FG63G3Nzc6sSkjSZ1Wo12tvbAYDZzNZbUDaz4JXL5bDZbGhvb2dHx5mZGfzyl7/E/Px8XULSbrfjoYcegsViYemLZPh2u9341a9+hbm5uaZfxMtB3uRQKIQXX3zxLpvhwu94JY2kWr1dlOXs2bNwuVx48MEHYTQaoVKpWKGVubk5uFwuptnH43H84he/wPDwcE0d1GaeX3z4mjfFHfLHr975QQqN0WiE0WhEPp9HPp/HyMgIfvCDH6zp1LKeY7kpQlIkEkEul0Oj0dSkF5bLZfh8PmbnqTfujOw+MpkMfX19sFqtGBoaqilsca+VRaPdXS6XMwN4oVBAPB5nxUMWQyQSQa/XQ6lUwmq1wmAwQKfTsUrsc3NzcLvduHnzJtLp9LY6BvKfZS1l4ihQWaFQIJlMAgCL1yVbrsfjYUIylUqxBIdWsTuKxWK0t7fDaDRCLpdDpVKhWq2ydMRoNFpXTVI6TXZ1dcHhcGD//v3gOA7VapXFMVI92MXC1LaCDReSJBSNRiP6+/tZOSWxWIxwOIzf/e53yOVyLE+7nkGRyWTQ6XQwmUz42te+hg9+8IPQarUwGo2IRCKQyWRska/nIDezTZIykGgjoknn8XgQiUSW7HMtk8mwa9cu9PX14ciRI9ixYwdUKhWkUimKxSJ+9atfsV09Eols8lNtHmuZJ+VyGR6PB4FAAENDQ5BKpUgkEnj++ecxMTGBWCyGWCzGtNhyucz+3QpQ+cEPfOADeP/738+y20qlEnPknTp1CidPnlz2mUhzlMvlePbZZ/HVr34VOp0ObW1tqFQq8Hq98Hq98Hg8TEg2A5umSVJKFg2SSCRCoVBAJBKpKWe2GCRoZTIZM7xTuEtvby+GhoaYmr+wxNK9Ar/6OD07HZUXm7hU/0+pVKKtrQ0dHR2s5qRCoWC574FAAOPj48wpJnA31WqV1eck7bBQKLDKN6lUCul0mmmS61HjdDOhuWWxWNDX18fWMgl8hULBNMvFoLlGFcjJyUgbCtkiU6kUIpEIUqlUU20gm6JJSqVStnsCYOp0IpFgJZOWGhSFQoGenh7odDocOXIEDzzwAAuS5jgO+/fvZ68lVZ6M5o0akZej2YPJF8NkMuG+++5DIBCA0+msyZsl725bWxvuv/9+9PT0oK2tDTKZDNlsFpOTkwiHw/B4PKwvicDS0JyjeZ7JZKDRaFi/F5rvVAGnVaCq/uQY7evrY6XGqAVIKBRCMBhkQnJhwHxfXx+OHTsGg8GAnTt3wmAwYP/+/TUberFYxI0bN3D27Fm2KTcLGy4kSXCVy2XmvfP5fEilUnXZY2QyGdra2mC32/H444/j05/+9KIZNPxwIn4g73o9QzMLyaXuS6PRoLu7GwqFAuFwuCbTxmQy4dFHH0V3dzfuu+8+dHR0sPcVi0W43W74fD5EIpF1zS1u1jFcC/yaiJQlks/nWQokafNisRg+n69l7JBArf1fr9ejra2NpWTG43HmFKT1TO/hh/WRQ7C9vR3Hjh2D3W6/63PK5TKcTieuXbuGUCjUVBvJhgtJSvfK5XIsDKLe5uJkC9m9ezcGBgZqFvJCstksEokEQqEQ8vk8S+laD5p9QlOWA6Vw8btN2u12iMViOJ1OFItFlEollEol1ueD+gfxyWQyuH79OiYmJoRak3UglUoxNDSEzs5O7Nu3DzabDfl8Hnv27EFbWxtisRiLf2y10nSUlJDJZHDu3DlIJBLEYjG43W5kMhk4nU4kEgnmtFn4AwBKpRLt7e2w2Wx3zTWC0j0jkQgrs9YsbLiQJHsjJfHXmztJ2qBOp8Ojjz6KI0eOwGq1LpmHnUgkMDs7i7m5OSQSiSUdFaul2Xd/aoAWDoeZXVGpVGJoaAhGoxEej4fZgQuFAmw2G7q6utDZ2cniKol4PI4TJ07g3Llz61pirpm18bWgUCjw2GOP4dFHH0VPTw8GBgZQLpeh0WiQSqUwOTmJmZkZAKgp+9fM84kgZ1OxWMTPfvYzvPjiizUZbOSB5p82FionOp0Og4ODzOa9EHp/JBKB2+1uunz1TXHcrEXAkI0nGAxCqVTeVXOOrkvpiF6vd1U141odfnoXP7hXq9WiUCjAarWiWCyyH7PZzHqS8HNm+VXh1xLcf69AZfv0ej2sViv0ej0LQ6NIA6PRiHg8Dq1Wuy7FVjYbWr+rLTWWz+cRiURYBAZ1O+QXDqF40WYsG9c09SQXQoMXCATwve99DyaTCb//+7+PL33pSzVHFor4v3LlCr7zne8gEonA5/Nt4Z1vDdFoFKdPn8bExAT279+Pnp4eiMVi1sdcqVQiHo8DuD057XY7rFYrC3gulUrI5XIspXMjDOfNNvnXilQqZbngvb292LNnD6ssJJFIYDKZUC6XIZfL0d7ejkqlAplM1nSaUiOs5r5HR0fx/e9/Hw6HA5/73OewY8cOZhLim4kWtn1oFppWSBLUP1sul+OJJ55gi3dhxZBQKISRkRFm97zXyOVyLL7M4XDAarWyhvFKpRIOh4O10RSLxTAYDKyABVDbOmMj21004yJoFDouU2sMlUrFUuv4LQgoSJpskVqttmWO2etJPB7HrVu3WAGaUql0Vx8bEpD8KvjNQtMLSQDMuxYKhXD9+nXo9Xo4HA7I5XKmovPbxt6L5HI5FpNns9lYbBrHccxkkc/n4ff7MT8/j87OTuTzeZhMJtjtduh0OkilUtZvpBWPhcvB78Ynl8tRrVZZxfrlNDtygFFomVgshsVigclkgs1mw6FDh2A2m7Fr1667erRQm4b33nsP77zzDiYnJ1lGzr1EOp2G2+2GTCZjGTqU8ECNwLRaLQYGBnDw4EGEQiFmm2wGml5I8uvNhUIh3LhxAx0dHbBarezosp6e7FaFhGQ0GoXVaq3JXyctsVwu48qVKxgeHsbQ0BBsNhs6Ojqg0WhgMBi2vZCUy+UsW2RhPvZSIScUAE35yjKZDAMDAxgaGsLAwACee+45mM1mluXFh7TG8+fP4x//8R9ZZtm9BhXvUCgULEaaCmSQnbJaraK/vx8HDhzA+Pg4K+rcDDS9kATuOBRUKhXa2tpgNBrZpKSyawsLnDaTur5Z0KInzZsqjRcKBRaqQTv5YvYfiihYzxjTZkAikWDHjh3o6uqqEVQDAwOQyWSIxWKIRCKsVBwtYAAsSoCCqqnSD0UGKJVKljWyGHScpIyce3FeEsViEcFgEB6PB+3t7dBoNADuKEKdnZ3Ys2cP0uk0FArFXV7zraLphSSleAG3q9QcPXqUVc+m/GxKWeQXzrgXoQ2CgpitVit6e3sRDodx8eJFjI2NIRAIIJfLoVgssiBo/mYjk8nYot+IzWYrhK9CocBzzz2Hz3zmMxgdHcXrr78OhUKBj33sY+jr68PVq1dx5coVWK1WPPbYY9Dr9QDAjoOkIdKfVK1dJpNBrVYvGftImxbFGTbDgt9KstkshoeHkU6nWVA53377vve9D0ePHgXHcThz5gzi8Tgbt62k6YUkcCe1keM4aLVaJhD59Sm3awxeI9ACpBxiai1AHsREIsGKm1I7gsWaLG23caSkBK1WC47j2Iag0Wig1+tZAzWNRlMTYM+PaWyUcrnMalBSV8p7WUACd8YkGo3e1SRMJBJBp9NBp9PBYDAwrb0Z5mLTC0mFQoHe3l5mKCfjOQ0eXxNq1jirzYCOJtlsFtevX4fX62V2uFwuh5s3byIajbIm7/Pz83jttddgt9thsVjQ1dVV0wdmoxb1Vnw3+Xwev/zlLzE8PIxoNAqXywWJRILx8XHodDqEw2GEQiHo9Xpcu3YNJpMJTz31VE0jtEbx+Xz43ve+h9HRUVy7dq1p7GtbSblcRjweZy0qloK6SlLb463O4256ISmVSmGxWNDe3g69Xn9X90N+28hWq66ynpCQLBaL8Hg88Pl8LCicsib4CzWRSGBkZASBQADhcLjm/dvNEVYqlXDp0iVcunSp5v9HRkZq/q1Wq+H1emE2mzEwMIBdu3Yxk0MjGk21erutyIkTJ3DmzJl7ctNeDMprT6VSy2bENZsDsemFpEqlwuHDh7Fz50709vbWTNZSqYTZ2VkEg0FMTU1t+Y6zlZDtiwQdBYhT2thiThqyq/ELFqy1AVMrUywWEY/HUSqVcOrUKYRCIezYsQMPP/wwpFIp0uk0isUilEolC8KnViHUSdHpdOLmzZtwOp2Yn5/f6kdqKsRiMTiOq8m6WYx8Ps+cjM2wpptaSJKd4kMf+hAeeeQRcBxXYyQvFAq4ePEirly5gmvXrt3T9Q6p1wq/+spyQbk0YRUKBWsp4Pf7MT09jbm5uWWPQ9sVqp8pEonw4x//GFKpFJ/4xCfQ398PjuPgdruRTqdhtVphtVpZeFC1eruhVzwex2uvvYbvfve7SCaTTVeoYasRi8XQarXQ6/VLmjBowwkGg6woyFbTtEJSr9fDbrejr6+PtZpc6EWsVCqIRqPwer2IxWL39IRcrALLUuMhEomgVqvR1dUFm80GvV4PqVSKbDbLSqTdi5okcKc4AzkWAoEAJiYmwHEcwuEwCyGKRqMs4wYAW9Q+n4/Vk9xu83FhsDyAujZkiqLgOA4mkwltbW2sDxP/OvPz82wMm8nk07RC8qGHHsI3vvENtLW1sVzPhXahYrGIkZERnDx5sikMvFtNPbsuRQrs2LED//E//kf09vbCZrNBp9PB4/HgRz/6EaLRaF2Nw+4FLl++jD//8z8Hx3GsvwsdBSl3WywWI5/Ps2rk1DN7O0FaIG0KdGKhdUcRFYuhUCig0+nQ2dmJ973vfTh48OBdFb3S6TR+/OMf49SpU3A6nawYdzPQdEKSHDM2mw1Hjx6F0Wi8K7iZ7G+5XK6moEWzDGozQ+0vTCYT9uzZg76+Pja2mUwGMzMzSCQSwlj+P8LhMAs0dzgc0Gg0mJ+fx/z8fI2QJE2Koge2IxzHQafTsX9T875CocBs4MCdEDLSMslbrdVq0d7eDofDwepK8sdtamoKFy5cYMWhm4WmEJJ8J8Lu3bvR1dWF+++/n/XCAe4IwGq1iunpabz44ovweDy4du2asKDrRCKR4P3vfz+eeuopFla1mNdWGM9aKK0zEonU2Bop5IofdN9Mi3s9oQIzjz76KIA7ApCchVeuXMGVK1fAcRy6u7shFotx69YtuN1u9PT04PDhw+jo6IDBYGDjVa1WEYvFMD4+jkAgAJfLhVQq1XSZSU0hJCljRqVS4cCBAzhy5AgGBweZkFxo75ibm8N3v/tdTE1NbdtJud6QXejhhx/Gf/pP/4kFSvNptuorzQQJST78wirbHZlMhkcffRR/+Id/yDYI4E4Rj//7f/8vEokEjEYjjhw5AplMxupIOhwOHDt2DG1tbTAYDOya1ertVrxXr16Fx+OBx+Npytz2phCStDgrlQpisRi8Xi/LlZVIJCz0ghbw1atXkUwm79nA8UaRSqUwmUwsw4TfgKlcLsPr9SIajcLtdt8zi16gMUqlEm7duoXXX3+dmb+o/xTHcQgGg4jFYiiVSpienoZUKkUymWR2x2KxiHQ6DZfLxSpSFQoF+Hw+3Lx5E4FAAIlEYoufcnGaQkgCtxdrPp/HxMQEEokEFAoFTpw4gXw+j+npaVZiikpc1dMIXeA2SqUS+/fvR3t7O7q7u2s0yHw+j7feeguXLl3CyMjIPR1GJbA0uVwOzz//PF555RUoFApWOerJJ59EZ2cnrl69iqmpKQDAxMQExGIxisViTXO0YrEIl8uFUqmEmZkZOJ1OxONxuFwu5HK5pg07awohydckKbyCtJ1cLgeXyyU4E9YAtRCw2Wx3hV7we4tEo9GmCbsQaC6q1SoikQii0SgUCgW0Wi1SqRQ79VE+NjlhqP6mRCJhcbhSqZT1n/J4PHC5XEin04hEIk29OTeNkKS860AggFgsVuMh244xZ5uJWq3Ggw8+iIMHD9Z4syldkbyKqVRKOG4LLAkpM9RDPJfL4cSJE1CpVAiFQkwTpPlFx/LR0VGEw2EAYFlglJ5IxVaamaYQksCdIN57sXLzRiOTydDT04OhoSEWwkGaO7W+cDqdW3yXAq0COaxyuVxddsRsNtvSKZpNIyQF1h+qYCOXyzE9PQ2FQsG6IPK7Ik5MTGz1rQoINC2CkNzGUKVtuVyOGzduwOv14ubNm7h58yaKxSIL2r1XUxAFBOpBEJLbGDpO53I5hEIh5PN5lmNM/y/Yeu9ARZwp9k8YGwEAEFXrnAnNUCG4WVjt4tnsMeS3taBeLJlMhnkht9KT3YxjyE8zzGQyy9Y8bAaacQxbjXrGUNAktzGVSoUt9IXl8gXuhrKS+MH2AgKCkBQQ+H+Uy2VkMhmIRKKmjtsT2FyE4/YqEI45a0cYw7UjjOHaqWcMt76BhICAgEATIwhJAQEBgWUQhKSAgIDAMghCUkBAQGAZBCEpICAgsAyCkBQQEBBYBiFOUmBTEcJPBFoNQZMUEBAQWIa6g8kFBAQE7kUETVJAQEBgGQQhKSAgILAMgpAUEBAQWAZBSAoICAgsgyAkBQQEBJZBEJICAgICyyAISQEBAYFlEISkgICAwDIIQlJAQEBgGQQhKSAgILAMgpAUEBAQWAZBSAoICAgsQ92l0hQKBYDbbTcrlcqKXcaoJNbCP4HbHcrqqauxlbU36H6pB7NEIoFUenu4ksnkqq4pFt/ek+p9LpFIxD5bLBZDJBJBLBajWq2iUCigXC6v6j4aZWF5M7qXxb7HxZ6NP5Y0hplMZlX3snAeLvWZ6wV9B8Cd55ZKpWxe0Heay+VQLBbrnttLfRax1DX497Pa718ul7P3N3K/a1nL9V57IfxrL/aa5d631H3R9wgApVJpxXsTNMkWYbsUa9ouz9HqCN9D/dStSdKutRotcKG0p98ttgs0y5dXrVaZtgQAlUqlrl1npWuu5j3lchkikQiVSoWNGWlRm8HC++bfx0qvpzGk+18rdIpZLw1mJehz+PcvFotrNPuFr10NfC1tuWusxzM3upb5n73w/tbrO1jvk+VKY9jIteoWkut1tKH304DT5OALzmYSlHwhudn3tXCsANw1XmthtdfiC46VKo3z750E/lrYLBPDQvhzYSkFYD0EZL33shYWe45G39ssFebX8gz1smntG/iLhf9/q2WztNBmEdjEWu+HtCBgfQX/SgtvvRfXVn4v1Wr1rrFbrZbM10bXIrwaYT2u32zrYiOpW0huxMDyd2fSSur5HJpYC3fxjdD2mmkyrMe9yGQyyOVyVCoV5PP5dTkhrHR8Wc/jWTN8H5VKhWm0hUKBzb3VIBaLIZVKUa1WUSqVmuL5BGrZcE1SLBZDIpEsa0ciDy7/WCaXy6FUKtkk4gvFhbYgeg/ZDWOxGAqFwpYckZsJiUQCuVwOiUQCjUYDmUwGhUIBuVyOcrmMfD6PcrmMeDyObDaLSqWyqjFrJhPJZsCfy3wbaSPQXJbL5VCpVKhUKkilUmu2ewusPxsqJMViMTQaDVQqFYrFItNcaMekH7lcDp1OB4lEwt67c+dOPPLII9BqtXA4HNBoNEww8gUm32YIAF6vF9///vcxNTWFdDqNbDa75mM9/2erWM0zmM1m7NixA1arFR/+8IfR1dUFiUTCNq1yuYxUKoWf/exnuHDhAjKZDJLJZM13xIe/SdEPhSRtliOlGeDbVlfzzCKRiG1e3d3d2L17NzKZDIaHhxGLxVAqlbbM9ipwNxuuScpkMiiVSkgkEnZMWbgDS6VScBzH4rcAoLOzE4cPH4bZbMauXbtgMBiYVsqHb8epVquYnJzEq6++Cq/Xi0KhgGw2uyZNZ6uF41pQqVRob29Hd3c3HnvsMezZs+cuZ1ksFsPFixdx69YtVKtVZLNZlEqlZceMLyBJSN5L2uR6bAgSiQQymQwGgwE9PT2Ix+MYGxtDMpkUBGSTsWFCkhZSPp9HIpFAqVRiR2ASlMDtCUevoSO3SCRCuVyG0WiE0WiEXC6vcTgs/By+U0gsFkOhUIDjOKTTafYZq4XvyW01IdDR0YEnn3wS7e3tsFgsiwp80vZNJhPK5TJCodCyR+6FGmSjAckCtwPiDx48iK6uLnAch2KxyILRS6XSpoZ3CazMhgpJAMhms+zIu9TiK5fLKBQKt2/o/9kfK5UKzGYzLBYLOI67S4Nc7LPItqlQKKBUKplBfC0sFobTKnR3d+NjH/sYTCYTlErlkhkLWq0WVqsVmUwG5XK5ZhNb+Fq+Blkul5kNTRCS9aNQKPDggw/ioYcegtPpxNjYGLLZLAqFAsvaEWgeNvS4vVALq8cDSrsoaZyNePxIEBcKBeaUWE9aZfLKZDJIJBJwHMccNYtp4XxnVy6Xq3EakEClFDy+B5eE5GakBW5HRCIROI5jzrRisXjPCEfyJ7SSU3XDhORqjwyUk5vL5ZBIJKBQKGAwGFbU5OjoVygUEIvFEIlEVp0f3MqIxWLo9XpoNBoYjUYoFArIZLK7xq5SqTBnWjQaRTgcRiqVAnBHI6ejuFqtRqFQQCqVQqVSYb+rVqsoFotb8ZgtC+V+GwwG2Gw2OJ1OJBIJJJPJbR8CJBKJoFAoIJFIUCgU2Omx2dm0YPJGqFZvF3BIJpNQKpXLelpJQyWtk44sm1kAohkgwUbhPmazGVqttia0CgCbnLShJJNJZLNZ5HI5VCoVKJVK5kwjIanRaJDL5WrGdD0zf1oNfkxvI89PDkq1Wg2VSsVMQsuZOFodmpcymYyF84lEopYKdWpKIQkAExMT+OEPfwiHw4EvfOELGBwcZJOInDPVahXpdBq5XA7xeByBQACzs7MIhULMS3uvoNVqsWPHDuj1erzvfe/Dnj170NvbC47j2GvK5TJee+01/Pa3v2UOgkKhgOvXr8Pr9WJoaAjPPvssNBoNrFYrFAoFUqkU0uk0gsEgrl+/jkQiAbfbjVgsdk85GEgDFIvFTMDl83nEYrG6N+OBgQF8+tOfRkdHBx588EHYbDYYDAZwHLeott/qUMQKhfMVCgVcunQJgUAAsVgM+Xy+JTaGphWSHo8H8Xgcvb29ePzxx+FwONjOTTa3arWKVCqFVCoFn8+H6elpuFwuJBIJ5PP5rX6ETUWpVKK/vx8dHR34wAc+gEcfffSu11QqFVy4cAH/9E//dJf9USQSwWw24+mnn4bFYkFfXx/UajWcTic8Hg9mZ2eRSqUQDAYRCARa5qi0nlCpN7VaDYPBgFQq1VDITkdHB5577jl0d3dDrVZDoVAwuyRpWNsFigVVKpUYGBjA008/jUwmg0AggEwmg2w2u9W3WDdNKyTpCJ1MJvHee+8hFAqxYwl5sMViMfL5PIrFIkKhENxuN0KhEAv92a5IJBKYzWZwHIeOjg50d3fDaDRi165dMBqNaGtrq3l9KpXC+fPn4fV6cePGjRoNUCKRoKurC2azGTt37oTVaoXBYGDOHtIqg8Eg0uk0EolEywrI1YRxORwO7Nu3j0VMUIaMSqWCy+XCG2+8wbTqpSICurq60NHRgfvuuw86nQ4KhYLV1aR53urHbYp6sFgsuP/++6HX69l47dmzB3a7Hfl8Hg899BAcDgeuXbuGUqnETGRSqRT33Xcfurq67gpV439v8/PzGB4eRiaTaThcin/dRjakphSSNCjFYhHz8/P4wQ9+AJlMxuxp/KOPTqeDUqlEMplENBplDoaNuKdmQaFQYMeOHbDZbPjIRz6Cj3/84ywnmzynfAKBAL797W/j3XffRSaTqZlYcrkcR44cwcGDB7F//34MDAywkCuRSASLxQKj0Qi/349gMAiv19tSWgCxWMWpejh06BD+9E//FCaTCTqdrmZs3333XVy7dg3pdBrFYnFRjVIsFuP+++/Hhz70IXR1daGtrQ0ajabmXijDppWFJGnZQ0ND+LM/+zMMDAwwT7ZMJgPHcSiXy+ju7kY2m8ULL7yAaDSKXC6HWCwGjUaDr371q/jIRz5SU5yZP06VSgXvvPMO/vzP/xxutxuZTKbuDZsvMxqlKYUkcGdQisUiYrEYRCIRc8jQriWRSFAsFsFxHLLZLDv6bITDppniJCUSCUwmE+x2O2w2G6xW66JxpKlUCpFIBHNzc/D7/QiFQoter1QqsZRROvoRmUwG6XSa5XdvRGhVMyOXy6HX61lig0KhYEHfVCV9JchxQc4LvmZULBaRTqfv2rxaDZ1OB5PJhM7OTrS1tcFqtbLflctltnbJPLZY7DTF6/KFJEF1BXQ6HYDVZz2tZh03rZAkpwJwZzfhDyjF90WjUUgkkpqYyo3akZtlp1er1XjkkUdw+PBh9PX1Lbk7vvfee/iHf/gH+P1+TExMLPqaQqGA8+fPY3x8HADw5JNP1rRIOHv2LE6fPo2ZmRnMzMy07HF7tfOiVCqxhAi9Xg8AiMViCAQCTKumSkBLEQqFMD4+DrFYzGzBtJkHAgGMjIwgkUi0pIYO3NaWH3vsMTz33HMsu4tPPB6H2+2G3+/Hz3/+c0xOTsLn88Hn87F1Sx7vhdW9CCrIks1mkclk2HG7EfiRGS113F6s6C7ttMvtrPT6e81BA9wOJeno6MCOHTtgMBiW/MJ9Ph9OnTqFSCSy5FiWy2X4/X4EAgHMz8/XvK5SqcDj8WB4eBjz8/MtvZBXC23WfPtXNptFNBpFIpFAsVhccZ5S9EU6nWbHahKS6XQa4XC45e3oDocDx44dg0ajgVKprPldLpdjPoNz587hxo0bd72fgumXEpKlUolpoxR83yirVXK2TEiKRCK0tbXBbrcjl8vB7/czAy4Fm661gs92RSwWQ61WMyfAUtBGs1J2w8IqR+QISyaTmJ6exsTEBFKp1D0bOL6w6tTIyAhee+01OJ3OZYUb2cGGhobw4Q9/GG1tbZDL5chms7h16xbm5+cxPj6+LcwXVMiG4zh2sqGNZXJyEv/2b/8Gr9e7pMlnufTfcrmMM2fO4MyZM5iYmEAikWj4/hbO/4biWxv+tHVCJBKhvb0dhw4dQiQSQTabRSqVYjFjFP/YyMPcKwHOJCT1ev2SR+2F9Q6Xg1+fk4qSeDwehEIhTE5OYmJioqXSyNaThWXhKpUKrl27hueffx65XG5ZISkWiyGTybB792589KMfZel4qVQK165dw/Xr1zE6OtryQpLCfTQaDTiOYydB0v7Gx8fx05/+FNFodEWtezGzSLlcxunTp/F3f/d3THlaC43O400TkhQ6oVAo0N7eDo1Ggx07dmDnzp1IJBIQi8UsfqpQKCAYDC4ZsEyGcKlUCrPZDI1Gw+xE/KrR25nFalzSxJyenkYgEMD4+PiKdhupVIqdO3fCbrdjx44dkEgkyOVymJqagtPphN/vv+cEpFgsht1uh8FgQHd3NzQaDQCwQhRzc3MsA2nhuFBWiUqlwsDAAEwmE7q7u2tCfiqVCkKhEFwu14qCo9khByq/bF4+n2fzkLTlXC634rpcOKez2SwmJyeZ85HqC2z2XNw0IWkwGFjYyuc//3kMDQ1BqVSytEMyjl+4cAGTk5MYGRmBz+e7a4FS/qfFYoFOp8NTTz2F3bt347333sNLL72ETCazoj2zlaFJST8ECchEIoHvf//7ePHFF5FIJFa0dWk0GvzBH/wBPv7xj0Ov14PjOHg8Hrzwwgu4ePEi4vH4PSUggdshVk899RSOHTuGHTt2oLe3F8FgEN/73vdw9epVuFwu5o1eODYKhQJarRZ9fX34kz/5E+zbtw8Wi4UlP5CT8caNG3jjjTcajhZopvqmFN4jl8uZ575UKiEejyORSOC73/0uXn31VSSTybrqKJC2Ts/n8/nwN3/zN7hy5Qrm5+e3zP+w4UKSAmd1Oh3a2trQ0dGB/v5+DA0N1dQlpJ4rXq8XiUQC8/Pz0Gq1kMlkAGp3GaVSCYvFAr1eD4fDgb6+PszMzIDjOKbib0fkcjnUanXNuBAkIGnXHRsbW/ZaUqkUSqWSaUs7d+5kudzhcBherxdut3sjH6fp4Jfaa2trQ29vL2w2G4uN9Hq9zD67lGBTKBQwGo2wWq0YGBjAzp072e/4VZcorreRe+Mf+5sBfoomFcym9imRSAROpxOTk5MrXodCfhbafvP5PObm5tiJaKs26w0VkjKZDA8//DD27duHjo4O7NmzB3q9nh0/+DsiDdCuXbtgsVjYBKtWq9BqtWy3omM2fTHd3d0wm80IBAI4dOgQQqEQRkdHEY/HN/LRtoRDhw7hS1/6Etrb2+9afNPT0/j+97+Pubk5XLhwYdnriEQi7Ny5E1/5ylfQ1dWFw4cPAwDOnTuHF154AT6fDzMzMxv6LM2IRqNBX18fzGYz9u/fj71790KtVrOq+pRxtNwmfOjQIXz5y1+G3W5HV1dXze9yuRzm5+fh9/sbsqtR5hNlmTWLkNRoNPjwhz+Mvr4+HDhwAKVSCTMzM/jRj34Et9u9qBd7IUqlksVVUpA9ZeKQSWOlCIKNZkOFpEQiwa5du/DUU0+hvb0d9913H/uiFzsyiMViFoxKGqJEIoHVamWes4XZJERvby/6+/uhVCq37QLv7e3F7/3e790VhwbcTtd68cUXV9Qgadzb29vxqU99CgMDA+x3ExMT+PGPf7wq7+F2gOM4dHZ2wm63o6enp0bIkWazknDr7+/Hc889x4Ke+RQKBUQiEYTD4YaOjnR6UqvVTSUklUolDh48iPvvvx92u53FfZ48eRKTk5N1PaNcLofZbIbVamVrm8KuKGh/q30MGyoky+UyxsfHwXEcTCYTJiYm2N8VCgXS6TSSyWTNEYLSu7RaLSwWCwsJWi6lqFq93atlcnISwWAQuVxuIx9rU5FIJOjr62OaOP+YXa1WcePGDVy9ehU3b95cUbiJRCLs2bMHu3fvxv79+6HRaFglpXw+j1Qqdc/ZH/nodDocOXIE3d3dsNlsAG4Hgs/OzmJmZqau08ly9sJQKIRTp07B7XbD5/M1dG901KZivc0ApQ6TmYycNNT1sZ65JJVKodfrYTAYIJPJUKlUMDU1hXPnzmFubm7JkKGVWOjQXAsbKiSLxSLeffddXLhwASqVCgaDARqNBrt374bRaITL5cLc3BwzAPOF4NGjR/GpT32KHaupWOdCKGQgEAgwR8N2sknKZDI88sgjeP/734/+/v4aTbpSqeB3v/sd/vIv/xLZbHZFJ41YLMaTTz6JP/7jP4Zer4fJZGKeVtJw1nKsacU+QHysVis++clPYnBwkI3z7Ows/u3f/g0+n2/VC5aYm5vDP//zPzNPbSOQkNTpdLDZbMu2M9lMCoUCcrkcJicn4XQ64Xa7EY1G69aUOY6D3W5HR0cH8ym89957+PM//3PEYrFVFc7mF7FYj/m44Y6bfD5fk7FAgeNknwmFQkxIAndsk+FwGJFIBABYp0SFQlETPE0LPJVKIRAIsPCh7QQtDApJIQ+i3+9HKpWCx+NBJBKpK0VLJBJBpVLBYrGwnuZ0RHK5XKwJ2L0K2br5mlo2m4Xf71/Ru1qPx7lUKrHc5Ubge7Spas5WHrn5J79sNotEIsGcNdT0byWkUimkUik0Gg1sNhssFgvi8TgmJydZaNRqTjYb4fnfcCFJmh7FOCWTSaRSKUilUmbjWayEEcdxbEEfPnwYVqsV3d3dNXaidDqNX/7ylzhz5kzdNpBWQywWo7u7G4cPHwbHcZBKpZifn8e3vvUtXLhwAU6ns26bDYVP6fV6prknk0m8+OKLeO211xAKhdY0hq2sRRILF9n8/DzOnj2LcDi87HGbYgWX0/DWMj703nA4jEAgsOrrrAfUP0kikbD+9pTWGovF6jrJmUwmWK1W7Nu3D5/85Ceh0Wjws5/9DOfPn4fP52OhfPWymHBcrw1/0+Ik+QUr6vHshcNhzM3NIZ1Ow+FwsBqK5XKZqdH5fB4TExO4cOEC4vH4lht41xsKmtfpdLBarTU1NoeHh/H222/XfS2pVMqiA6hWJHkQZ2ZmcPny5Q18kuaGnCELK88At+fq/Pz8iuE6NL6LFc9dTVM7Pvz35HK5DSkF2AhisZjNIWoFHYlEEIvFlg2PAu5oxUqlktU+pQr6Ho8Hp0+fbjjOebGkivXcsLe8wMVSJBIJFm1vs9mQyWRY6wAALL1ramqKaUCNDIxCoYBKpWJaLsWvNctx02az4fHHH2cOGwC4efMmfve738HtdmN2drbua5lMJnziE5/AwMAAHn30URYy9PLLL8Pj8dQVqrFdEYlEOHr0KB555BGWIQPUpnWuhFKpxMc//nEcOHAABw8erDEJlctlvPnmm3jnnXcwPj6+qtA0cq5RYYetNCmJRCJoNBp0dXUxQafRaFi90eWC42UyGex2O9RqNY4dO4Zjx47BarWy+NzVloujepVkzltvZamphWQymUQoFEJHRwcymQzcbndNmAClLYXD4YavT0G/pJlSilmzCEmr1YpPf/rT2LlzJzo6OiASiTA2NobvfOc7DXvwTSYTvvjFL+J973sf08Knp6fx93//95ient52GngjkJD8+te/ztoyAHfK8tWz8SqVSnzsYx/DF77whbuCvcvlMk6ePIm/+Zu/WfUmTArBVmfakMamVqvR1dUFlUoFvV4PuVyOUqnEugcshVwuZyFWTz75JD71qU8hl8sxp1ijtRoImUwGjUbDEknWO422aYUkcCfEIBgMolKpsB7SwJ36co2WmCLbUXt7O/bt24dsNouRkRF2XG9Gzzi1102n0w0F1+r1ethsNvT397POiaFQCMFgEE6ns6FmaUqlEmazGWKxGKFQaFu165VIJFAqlSyGFwAb5+VOKFTAghpeLWWPpJTRtW7AW23zJZurUqlkdm2qL5pMJle8PxoHKvAsEomQTqcxNjYGv9/fUAYSgJruBNQeopFq5XV/zrpebQPIZrO4evVqjc2HNL5yudyQfYZsIXK5HMeOHcO/+3f/Dn6/H//rf/0vTExMoFwuN02MJW0QuVwOgUAAkUiERQXU28h+YGAAn/jEJ9DR0QG73Y5qtYpr167hzTffxOzsLJLJZN3309bWhieeeAISiQSnTp2qK92sFaDYQ61Wy4RkpVJBIpFgP0sJN5lMBoPBAJPJxDbvhayXfYx/ja0SlhSKZzKZ0Nvbi2KxiJMnT8LlciGdTq+4CdC4isVipFIpFAoFOJ1OvPDCC3A6nZiamqr7XsRiMdvYenp6cOjQIcRisQ3pcdX0QpLSwag2HwlJfvHSeqC8XOojbbPZ4HA4IBKJoNVqmee4WaANgG/Doval9S4S6uzHcRwymQwikQjm5+fh8XgQDAYbquxMnnEK7t9O8CvZAHcK5VKR4aXGWyKRQK1Ws46HfOj7S6fT61KomOosbpWA5LdMAe44o8hXUM9cqlarKBQKLHEhHo+zzb/RVE0AzAlJoYHkTFpvmkcqLANNDP6RhV+kcyUo/k2r1eITn/gE9u3bh6GhIWi1Wuh0OvT09LBYTorN3GpCoRBeeukl6HQ6ZDIZFl/ayDHX6/Xi9ddfh1KpxMmTJyGTyTAzM4PZ2Vl2zaVYGJYViURw6tQpAIDf71/bwzU5pVIJo6OjGBkZwejo6JICwGAw4MEHH0RHRwfL0CF8Ph++973vYXR0FNeuXVsXW/dWH7ep3GEkEsGJEydQKpXg8/lQKBTqer5isYhwOIxkMokTJ04gFAqxOgHxeLzu8DNSmHQ6HQwGA7LZLC5evFhXQsVqaAkhCdztbWykwC4Fout0Otx///148sknWYFQjuNgNpsRj8cxNze3oc/QCMlkEleuXIFUKkUkEllV2Ec0GsXIyAgrpEs7fz079kIhSbajrV6oGwHfSUOFcf1+P8bGxlgflsVQqVTo7++Hw+G4K1c7mUzid7/7Hc6cObMZj7DhkGCSyWRIpVJwu93Mhl/vBsB3QN28eZPZtkOhUN2Clu6FKhBpNBokk0kmrDciVrplhCRBi5fi0epJgKfQgGQyievXr7P+wJ2dnWwxzM7ONmw43khIoInF4lU7k6gTH3BHC184VpSFQ8cWlUrF2jfQhGtEa281qtUqxsfH8eKLL8Jms+HgwYMQiUTwer0YGxu7q+8PH41Gg8HBQXR3dzMhSbGn1M9mu0AmCACs8MRqvMj0eqowTh7tRq5DZrZ4PM6iXKgx2EaMeUsJSdJsKOIfuFOjb7lBLpVKbBDffPNN3LhxA729vdizZw8CgQDOnDkDt9vdcPe1jYSKlwKrF07koeWzWCVtg8HA2qa2tbUhk8mw48t2p1Kp4Ny5c3C73di/fz86Ojqg1+sxMTGB9957jwWBL4Zer8fhw4cxMDDAbJLUR7peO12rQLGa61HUmhJByDNOdvZ65zl5yUOhEKvszvdRrPdmvuFCkrIZ+AV2+YNS73GZ8rvJw61Wq9nv+d7u5SB1n8rra7VaRKPRDQkbWA/W2yvKh4rLyuVyOBwO2O32JbNOtjuZTAbhcBh+vx/j4+PQ6XSIRCJLtoqluSyVSiGXyyGXy5lThapRzc7ObrtNhsJ21jIvaS1T2E42m2XZeNT2oV74cqSRuNZG2dAVQYGnSqWSTahqtcp2EH5ryIUPx6/CLJfLIZVKYbFYYLVaWf5xtVrFzMwMQqEQayS22A5H16pWqwiFQojFYvB6vbh+/TqKxWLTOGs2E7Vajb6+PphMJvze7/0ejh49igsXLuDXv/71iqll241kMol8Po94PA6XywWpVIq5ubkltSW5XM5qC1CsHnWlPH/+PL797W8jFAo1lY17vViLEKIICblcjocffhgf/OAH4fV68dZbbyESibAKQit9Bj8KoVGFazVsSvsGsnnJ5XJUKhUUi0V2dKbFSDsM7Qgk2EjjoRxmi8UCuVwOg8GASqWCYDCIZDK54g5En0d2FZrU9xqk2VNdT7vdjp07d+LgwYNwu91sR7+XxoYqYWcyGQSDwRVfT15efvtUOpbPz8/jypUr92zh4uUghYfKo+3atQtKpRIjIyNsLQP1lzjj28o30l6+oUJSKpXiwIED2L9/PzNmV6tVNrGmpqYwOTkJi8WChx56CGq1Gk6nkw1WpVKBXC5n3RW7u7tZEGs8HmfNw0QiEUKhEJuYizkaFi767eiEWAmxWIxdu3ZhaGgIdrsd999/P8xmM/r6+gAAqVQKTqcTkUhkW1ZUWg/EYjEefvhhfOADH0Bvby8MBgPy+TxOnz6NsbExnDlzpilNN82AVqvFU089ha6uLhw7dgw9PT1Qq9XI5/MIBoOseAtlOi3FwrW70Wt5w4Xk3r178ZGPfATRaBROpxMAYDaboVAo8M477yAWi2FwcBCf+9znYLFY8N5772FsbIzZKTiOw3333QeTyYSBgQH09/cjGo1idHQU0WgU4XCYHdupFwmfjVbFWwmRSITBwUEcP34cHR0dePjhh6HT6ZitmEI7tmN/oPVCIpHg6NGj+NrXvsb6LiWTSZw5cwYnTpzA/Px8U6a2NgMajQaPPfYYDh06hO7ubjgcDphMJhiNRoRCIVy7dg3j4+MAsKQ9GNh8BWfD2zfMzc3h0qVLSCQSCIVCEIvFiEQiUCgUrFBuLBbD6OgoTCYTYrEYJBIJVCoVO6ZLpVIUi0XWSTEWi2FiYoJVBQqHw8weuZ3DVRqFnyFBpotMJgOfzwe5XI5MJgOpVMocV5FI5J6yRTYK307O79NEWWHhcJidlgTuoFarYTQa4XA4YLVaYTQaoVAoUC6XkUgkMDIygkAgwOIlN8JDvRY2vH3DG2+8gbNnzzIboEQiYT1uYrEYotEostksfvrTn0Kj0aCzsxNmsxl2ux179+4FcDvDg2Ic5+bmEI/HWdZINptFPp9nRX3vJVvaSpAXn7+wA4EAzp07h2g0ij179iCbzWJ6ehrBYBDj4+OCkFwGvnDkOwPJFjk9PX3P2rqXw2az4ciRI3A4HNizZw8z7+TzeUxPT+PHP/4xXC4Xpqam6iqUsdlsqJCsVqtIJpOs2RdpM9VqFQqFAtlsFsViEdlsFoFAAKlUChqNBkqlkrVioGskEgkEg0G43W4kk0kEAgEWMrCWgqbbGX7GDP09m80iGo0iEomwMfT5fAgEAojFYsICXwb+OFIBEmrJsB1bh6wX/E2afBMU3RIIBODz+eD3++sqkrEVbFpQHN8uSNWMScDRD1U4pj4jr7/+Ons9OWtSqRTLJKFdW7A7Lk6pVLorVi+fzyMSibANh8pd5XI5RCIRwZ62BPzYSMqGikajGB4exvz8PFwu11bfYtMSCARw/vx53Lx5E263GwaDgfX6iUQiGB0dXbGWwFay6ZHDlUrlLs9VuVxmuzClBpI9baOi6O8FyuXyXQVBaOxDoRCmp6e37N5aEX6YWqFQQDQaxc2bN+Hz+ZoqpbXZSKVSyGQykMlkCAaDkMvliMfjiMfjLaHcNG16xUZH0QsINAqZdaanp/HOO+/A5/NheHiYJSgILA0pO9TjnYoZt8LabmohKTgR1k4rTMJWgH+iuXnzJoDb2vjFixeRSqW2VZ72esMvdbgwlrkVaFohKSDQbJDmk06nEQwGEY1GWaV4gfpoJeFIiKp13vVWNyFqJlb7RQtjeIdWHkOlUgmO41AqlbbUI9vKY9gs1DOGgpBcBcLkXDvCGK4dYQzXTl1VyDbhPgQEBARaFkFICggICCyDICQFBAQElkEQkv9/+3ZsAwAMAkFs/62zwSkFFdhDnL4AgCCSAEEkAYJIAgSRBAhjkXSgCmxkSQKE77dEgIssSYAgkgBBJAGCSAIEkQQIIgkQRBIgiCRAEEmA8ACFKS948HES4QAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 9 is 1.7003586292266846 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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TExOIRqN10SjWGzufOwi0jh7Ev+zI78hHLpdDKpVCKpVCqVR6oOadz+cRCoUQDocxNTWFmzdvIpPJMEGYz+fBcRyCwSAymQxcLhejs9HeuXv3Lv75n/+ZBQibPVdCswUlCcZ8Pg+RSMQI2zKZDAsLC+xyIdfCegRwp9OJL33pS/D7/fiXf/kXdskkEokt7QO+lltr7KVSCfF4HNevX8edO3fg8Xju2398dkIjQrvtQpKv1lutVuzfvx9Op5P5GPh+rGqNj/9gNvLLFItF5HI5zM7O4ty5c8jlcshmsxs+JP64+DfpdglKiUQCo9EIs9nMKFFEbXoQqivTUCGGdDrNTHgSGHQw0uk04vE4OxzNQqvXbz2rAACbey6Xqyt4UigUkEwmEY/HEQqF4Pf77/s8AMhkMiwVkZ+mWS6XEQ6HMTExgVAotOmLZjtBmhgVNolEIuyPzWZDsVjc0C+qVqsxMjICm83GCoIUi8UtW2Z8al81SBHIZDLwer1wu92Mk01z4n9Oo3GGpgpJkvR8846g0WhgsVhYYMVoNOLEiRPYu3cvJBIJ5ubmIJFI4HQ6YTQacefOHbzzzjvIZDIV2QwikQg9PT14/vnnYTAYKrSWUqmEQCCAV199FYuLi7h48WLN8kvV4EfQt1tAklNZqVTCYrHAZrOx9K2NBCQFGdLpNPPf0JwozbBQKKC3txe9vb2w2Ww4evQopFIppqamsLS0hLm5uS1HYjeieq33s0ZQ6xJdD6lUClNTU1hbW0Nvby84jmN+Nj7ZPhKJIBwOw+1246233oLX68Xk5OS6n0uEcb55R4fPZDLh2LFj8Pl8uHbtGgqFAqRSKQsU8RkZm2FXtJqRUf25wWAQr732GkwmE2w2G6NJPfXUU1CpVJDJZMz6IpcN7UObzYb9+/cjEAhAKpUil8shHo83XPlLLBbj9OnTeOqppzA4OFhhdZbLZdy4cQNvvfUW3G435ubmEIvFagaMaN1IoNaLpgpJcoqTgOGru1qtFkNDQ7BYLHj22WfR19cHp9OJ7u5uBINBXLt2DdlslpF6b968iT/7sz9jWTGlUomZNE888QROnjwJnU7HTGV6QKurq/hf/+t/4YMPPqi7GxxtjGpfxnZEtkUiEeN2Wq1WVnnmQaZioVBANBpFMBjED37wA/z0pz9lfjS+Jj46Oor9+/djdHQUg4OD0Gg0uHv3Lq5du4bp6emm0FXWW7NmBG8aiZgnk0ncvXsXcrkcJpMJ6XQaBw8eRH9/PxOS5XIZoVAIs7OzGBsbwz/90z9hZWVlw3XgC0nSYoB7+8dkMuHEiRMVB1alUkGpVLKCGKThkqBsxC3Bf30rQWMJBAL4+c9/zgKJYrEYL774Ig4ePAir1VpR0YssOPLl2mw2HDx4EG63G4VCgRVS2YyQfPzxx/Gf/tN/Yj5mGmO5XMbVq1fxjW98A/F4HLlcbt31oTnxqYH1oCVCkkptiUQiRhuwWq3o6upiKYd6vR7hcBirq6vMRCGTeHV1FXfv3kUymWSaJG1GkUiEtbU1XLlyBR6PBzqdDgqFAslkEpFIBPPz8wiHww1TD6o36HaZ2XQISqUSc5hvFM1cW1tjpG9aS6/XyzRo/mGnoIPJZIJWq4VIJGJaJuW+tvoAbnVdG30/7ZtAIICFhQVIJBLG+6PL3OPxwO12Y2ZmhgX3NgJVBtLpdCxLiepLhsNhRkXbs2cPDAYDowRRAQwSGLlcjpn1VCexnvVv594krZf+LRKJ4PV6ceXKFZhMJqhUKkgkEhgMBpjNZnaGJRIJ45QSVS0cDrNqSfUEc+RyObq6uqDT6eBwOJiQJo18ZmYGgUAAk5OT96U61zOvetEUIUm3O3GVDAYDjh49CrVaDY/Hg3A4jKGhITzxxBMwGo0YGRmBXq/Hd7/7XXznO99h6jnV45PJZIjH4wiHwxWHnMyasbEx/Nf/+l+h0Wiwf/9+dHV1YWlpCWNjY0ilUvB6vQ2NfyO/VrtBWnO5fC9bRKvV1szDBu4JgPfffx8//OEPEQ6HMTc3h1QqhWAwWDNCzXEcXC4XTpw4AYfDAYlEgmw2i8XFRYyNjSEcDnd8jc/NPKtCoYDx8XHMzs5CqVTiX//1Xxk9h++3pMj0RuA4Dn19fTh+/DhcLhcikQgymQwmJydZwQatVgun04mvfe1rzIVkt9uZwKEc5nA4jEuXLuEXv/gFEokEQqHQAy/3ZtKpGgXtzQ8//BBLS0usloBEIsEzzzyD5557jnFN1Wo1Tp06xXLoU6kUlpaW8D/+x/9gwZwHmbwmkwlf+tKXMDIygmPHjlXEC6LRKL797W/jtddeQyQSYcG5VqBpmiTHcWyBjEYjnE4ntFotSqUSpFIpy4mlW1WhUCCdTsPtdiOTyTAh+SCUy2UkEgnMz88zJn6hUMD8/Dymp6d3fKVzvolPfK6NNMlwOIz5+XmEQiHMzc09cOMRYVwqlbIDm0qlWGm0TrgoNsJmxkd7JplMMkuEfFONuheIeWA2m9n+JiEQj8eZ4FAqlXA6nVCr1XA6nXA4HAA+4v2RZrWyssLS/ig7px5/+HZaOvF4HIlEgpngEokEw8PD8Pv90Ov17GInhYlMcQCw2+0wmUyMdUAmOmmfFHcQiUQwm83o6enBwMAAy3ACwDRyt9u9oe+4WWiKkCS/xIEDB/Dcc8/BZDJheHgYKpWK8e5IZaayZRKJBIcPH8YXvvAFuN1uXLhwAdFotO7vpM05NzeHtbU1Vsprp4Mi7HK5HFarFXa7HWq1uibtolQqMRcDRVo3QrlcxtraGm7dugWHwwG5XI5isYhAIMD8Oa08fI0WFmgmaF4kpOjfjYLjOJhMJkZb0+v1kEqlOHr0KPbv38+UBKlUCrVazfzL/GwPjuPgcDhgNBqhUCgwPDwMt9uNl156CcvLywgGgyzxoTpQtZ1ryAc/CFIqlTA1NYXXXnsNQ0NDGBoagt1uZ/Pmz/m3f/u38au/+quscLHb7ca5c+eQSqWwb98+OJ1OGAwG2O126HQ6HDhwAEajkbmHqOSi3+9vKPiyFWxZSNJDE4vF6Ovrw5NPPgm9Xg+n08kyQ9Yr29Xf34/HHnsMk5OTuHr1akNCkkyXtbW1pvLRHoRWb1ASklQSzWAw1Ew9pE2aSCTqLmBcLpcRiURY6TOHw4FyuYxYLMZoLa1GOwM31dhqII72ularZZcXRXhtNhvTIDUaDXuOtSAWi6HX6wEANpsNR44cwezsLG7evIlsNotMJsPOAr+OZfVYOgHk9/Z4PIxHSnU5+cFGmjMVg87n88jn8xgfH8fq6iqi0SgeffRR7N+/Hy6XCyMjIzUtqHw+j1gsxmrMtgNbFpJ8+szMzAxee+015nfU6XQYHByEy+WqeQOurKzg/fffh9vt7vhiCoR28P5KpRJisRhu376NaDTKnN8U2SuVSozw3ShJNxKJYGlpqSIjxOfz1ewbsh74GUmNrke7AzfNBK0/FbwgEzmTydyX6rYZIUbpfvz38iPf1TziTgIJ9lgshlQqxdqBrJf8QAwBs9mMxx57DKlUinGm9Xr9ukqBz+fDL3/5S3g8ni2lzjaCppjbdJtcuXIFt2/fhtVqxWOPPQaHw4FPf/rTsNvt97HlS6USxsbG8L3vfQ+ZTGZHlZNqJUhD9vv9eOONN5jvq6uri206yimmtMt6D0y5XGZtGMRiMT744AMA9yrXNOLLJZ8RRSgb+f6dCtLuKT3PZDIhl8thbW0NpVIJarW6ZuHYekH+PX4EF2gN17QVINqP3+9n6YMk9GuB+MB9fX348pe/zGIX5Lqr1sJpr83OzuLb3/42lpaW2qZYNZUCREnuUqmUOccXFxdhs9lYQVO+Ck4E6FarzXzTZye0awA+4j0CgNvtxuzsLCseTEKUKBWNzId6gHAcx3yQOz3Y1U5QAYxQKMT2L/BRUen1mAh8lMtlRjWilL2lpSVWoHej57Fdke0Hgc5VMpnE0tISE4CkGfOpO0TLIlmhUqk2DE6Wy/fqMAQCASwuLrJ2Iu06x00Vkvzw/Icffgi5XI7p6WlYrVY8/vjj+M3f/E3m6AY+KkBQL+l7M6DvICcyBTg6XVDmcjmsrq4iEAjgO9/5Dl555RU4HA7s378fEomE8ewabTDFN6urc6wfhFqHs93m9najWCzizp07+OEPfwiVSgWLxcLKyxWLRVgslooKNbWCbdlsFrdv34bb7cbt27fx3nvvIRaLwe12MzrcRuvUzKylZqJcLmNubg7f+MY3YDab8Ru/8Rv42Mc+BqVSCa1Wi3w+D6/Xy2h6Pp8PDocDjz76KFuzWuuVy+Xw0ksv4Xvf+x4CgQACgUBb91FLcrfz+TwCgQA4jkMkEmEluDKZDCOfAmDVxBs122qBv8D8v8mRTIn5pO1ud5WfB6FYLCKZTILjOCQSCczMzKC3txflcplFpQE0fKM2K4toO7KRths052AwiNnZWdZilhpcUWFnvv+Q/s3PQstkMlhbW8Pi4iJu376N8+fPt7VzaCsRj8dx48YNaLVaPPXUU4jFYigWi5BKpayPdiwWg8fjwdLSEorFItLpNEs+4Z9jcj1ls1nMzs7iwoUL28JgaXm3RGLXB4NBTE9Pw2azoa+vD2q1GseOHcPv/M7vYGlpCW+++SYjM290+KoFIMFut7O2Dw6HAyqVikUfyZ+USCTws5/9DOPj4zvmgPPT0KjgAAUOpFLpfS0eWj0W/sHfKWvYDPBNReqdQ8VdY7EYtFot87OpVCpmRgLA5cuXce3aNcYJzOVyWFxcRCgUYoJityGXy+Gtt96Cx+Nhvaao8yl1CIhGo9Dr9bhz5w4j4ZPfXSqVMpdTOp3GpUuXti3RoeVVgCjUHwgEWNqXxWKBRqPBsWPH0Nvbi2vXruHGjRuIxWIbHj5+rcdqx67L5cJjjz3GSotR9Ryz2cwEzdraGu7cuYOxsbFWT7up4N+o4XCYBQmIyNvusTxMwpHAJ5+TUCMhKZPJYDKZGFWL2gpQAZY333wT//iP/4hcLldRsIU+t93r2Y7vy2azOHfuHM6fP7/u99OlS5Fuu93OBCVxrN1uNwsKbde+a9sJo7L2RGWhn1EK1+nTp9Hf37+hf5JfLLZaSA4NDWF4eBh6vZ7l1arValaCrVwuQ6lUwmazoaenh7WU3UkHngjmRK3S6XTwer2Qy+WsCvtOms92gIIIUqkUVqsVSqUS+XweuVyO5VRTJlJ1DjdFXSlgQz5JysAxm82slkChUMDU1BSSySRWVlZYUsXD9IzqzaDjB30AsDJtlA1GdQi2C20TklQijZr2iEQiaDQaKJVK6HQ6DA0NsahePeZ2NWQyGTOtqShEdXkxajhGLR2uXr3asurRzQbHcTCbzTh69CgcDgdOnz4Nm82GVCqFa9eusSjpTpnPZsF//psRNpSWaTQa8dxzz6Gvrw+hUAihUAjRaBTT09Msj5pfV5NflJl8it3d3di3bx8sFgvr/0wC2O1247vf/S4mJyexvLzMWAidICC3uoatQLFYRDgcRjQarajrShk9DxonP6+72WiLkCQOmFKpZAVfgY9uZqlUuiWOWb0g36RCoWi4BUIngAJgJpOJaS5qtbquYrx8LZz8ilsJlnV64Ksa5KZRKpUwmUywWCzo6upCT08PVCoVa3zl9/vBcRySyWSFYOMLSSKUq1Qq1q1Sr9ezPUyl+/x+P5aXlxGNRju+cAhhO8nqm2W5VO/rZqPlQpIOsEKhgMFggF6vb7sfjZDP53H37l1cvHgRwWBwx2xc0oqtViuOHj0Kq9UKlUrF/L1kKq7HoaOOlNQjSCKRsLJe/GBEI6jejHw3SDOEcKPf/yBQdalHHnkEX/3qV1nxBK1Wy6rSBAIBuFwuBINBvPfee8zMo/YMer0eSqUSZ86cwenTp1m3ROrGSKY7mYqxWGxTZftajZ10udUDfoyiFdpky6UVPxe5me1KN4NCoQCv14vp6em6+gN3CihbSavVore3F2azGcBHN+96NzBfcJEWT38SiQRrqtQs3h0/j3+rzZ+aCbJkFAoFBgcH8elPfxpms/m+qvZra2vIZDLw+XyYmprC/Pw82ycUtdZoNBgeHsaTTz4JjUbD6hzyLwc+1SeZTO46odRJ4AdyW7XObVHptkIZKZfLrBnT7OwsazFQKBQgFosxNDQEq9UKjUYDg8HAFqtUKmFlZQUejweJRAKrq6sIhUKYmZlpKE+5E0AZCktLS/jFL37BCihQaicVcq3O7xWLxYx+0dPTwzoGms1mhEIhKBQK5hinPjfEMGhkffjUIPp/p2iQ9B7yd0ejUXi9XhQKBej1eshkMta+YXl5GZcuXYLX62UFG/hl/0ZGRmA0GnH48GFWwYcsJf5hrW63upPQiRk9fFYL/R+o7OXUysBOy4VkLTJtI+WeqHJ2MpnEL3/5S/zwhz9k9ScVCgU+//nP4+TJk+ju7masfRIqt2/fxrlz57C8vIyLFy8iHo/XVVKs00BC/c6dO/ibv/mbCndFIBC4LyhAf0ulUmi1Wuj1euzbtw92ux1DQ0MYHBzE6uoqFAoFa7ebzWbh8/mQTqcrBG692E5KSz2g+gBra2uYmZlBPB7H0NAQ9Ho9VldXMT09jbt37+JHP/oRVldX2ZpbrVY8//zzsNvtOHPmTAUHtxYVjarzy2SyHee3JXTCmKsFYvVlBIBp+a22WtrmHCSeXy6X27AlAU04Ho8jEAgwbmAqlcLy8jICgQDTeuRyOdxuN4xGI3K5HCtQS3mhCwsLcLvd8Pl8TBh0wgbYDIiYH41GK4IwxB+jeVFwgrh7LpcLer0ePT09sFqtsNlsMJlMyGazsFqtrEEVdcGj79rKODuVbE40k8XFRcYE0Gq1WFxcxMLCArM6stksjEYj1Go1uru74XK5YLVaYTAYmG+3unc5IZVKwe/3s70roDZI6NUqq8b/m+REIpFg1cf5GmQ79ljbNMl0Og2Px4Niscg6ANZ6LZVZOn/+PP73//7fTPujPiWBQKAi6+HnP/85zp07B4vFgr6+PgBgec2rq6us38t2klG3CjKBqtsLkHDjz0ssFmN4eBjd3d04ePAgnnnmGWg0GtbXhWp8GgwGVsD0ypUrrL9NvZWx1wN/A3cipqam8Pd///eQSqXssqY9l06nEQ6HIZVK8dRTT+HkyZMYGBjAyZMnoVKpoNPpNhSQADA7O4tXX30VKysrCAQCbZ5d54M0QUqI6O3txTPPPMNcZfQa8sOTxv7LX/4SFy5cYCXZaJ+2w23WNk2SKp5s1IuiXC4jm80imUzC7XbjypUriEQiG3ZAW1lZAXCvH0Y4HEa5XGYtJen22S2g4ghA7egyBSiMRiNcLhcGBwdx5MgRaDQaJhDoffl8nnW7oyoszeKadaqABO75JKn1AP8y4As9lUoFl8uF/fv3o7u7G11dXZBKpXW5iOLxOJaWlrC6uipokjVA+1Qul0Or1cJisWDv3r2wWCw1fbvkQpucnIRKpdoWt07bNEm6FdRq9X0UIPJVptNpXLhwAbdu3cKtW7dYOal6FiOdTrPybHzqxm5BrcNM/+c4DjqdDv39/YwkfejQIXR1dVXkePPfr1Kp0NvbC6PRCLfbDeCeEJ6bm+uoyHQrUO0SoDUh89pkMuHAgQPYt28fy8mu14eu1+sxPDwMhUKBmzdvtnIaOw4ikYhlwZ05cwZPPPEEbDYbDh8+XNGihC8oic985swZKJVKzM3N4dVXX2U1UNuRidO26LZYLGb0k2pnN5mNmUwGly9fxs9+9jPWAa3eRaDua52sxTQDtTRIogcdPHgQTqcTH/vYx/Doo4/WDCwQlEoluru7mRsEuNeInor67tSgw4NQHbnnC0mVSoU9e/bA4XBg7969GB4ebvjzdTodBgYGwHEcFArFrl3HWnjQXImKplKpcPLkSXz1q19l7S7oIqq+jOgiO3nyJPr6+nD58mW8//77zAXXDrRUSIpEIjidThiNRlb5p1bQhr84ZG5TyalGsJs3Iz9ricwQyofX6/WwWCw4ePAgzGYzjEbjhn4z4J77IxaLIZlMwu/3w+v1IhaLVbQL2E2gQ6hSqaDX6ysuD/JP2mw2HDhwADabDUajsa7PJT8uBQfn5uZw69YtVjexE1MAW4X15sc3sR0OB8t4UigUFRzT9fZruVxmBXKou2o7c+BbJiSpjuMjjzyCRx99FPv27YPNZmP51dWgheL3jd7NJl8joLWhNg7Ub9xsNmPv3r0YHR2FUqmE1Wpl3SgfZB4SWyAcDuP27du4desW3G73fYGg3QDaizKZDN3d3Th8+DDkcjn7PbU+dTqdePLJJ2E0Glmjro1AucWpVIq5iSYnJ3HlyhVkMhkkEokKknOnRv1bDUo91uv1OHHiBPr7+7F3716mQa53oZPWn8/nMTY2hldeeYX1K89ms22TDy0RkvxKK0RDMZlMG/aQpqwRou9sJYdzN25COuikOdpsNtjtdnR1daG7uxtyuZz5e8nny49WE/+RghVEqg6HwwgEAqx1wG66mCjfmoqpqNVqmM1mOBwOKBQK9jpaU9LA+bzebDbLMpOqQQc4mUzC4/HA7XazavK7yR++VVBREZVKxbRI6hRQXWSXLh4K1pIbzefzwefzVaTStm38rfhQirBqtVoMDw/jyJEjMBgM6+Zs53I5hEIhBINBFqxpdBGqF3u3gL+RzGYzTpw4AYvFglOnTsHhcECv10OtVrMe3MC9Q6/RaBCPx+Hz+RAIBPDaa69heXkZuVyOZdjEYjHk83nW0pPayu4GQUmmdXd3NzQaDQ4dOoSBgQE4HA7s27ePldADwNq4+v1+/PVf/zUKhQK+8IUv4LHHHsN7772H//t//y/j2FbvLbrcV1ZWEAqFkEwmN+xfvpv2Zj3gOA4WiwX79+9ntQf6+vpgMpmQTqchkUiYVk/7cnl5GXfu3EEoFML169dZoRAytdt9ATVdSNLtrVarmcbT3d3N+GW1QK0KyBe52YjVbnWSk5DUaDTo6elhmTMOh4O9JpfLMXoVUSUymQwCgQCWlpbwzjvvYHx8nPVQ2c2g9ZLJZKxq0ujoKA4fPgyLxYLBwUFIpVK2V4h/u7q6igsXLiAWi+HUqVM4efIk5ubm8NOf/pRVzRfQOGjfOhwORs6Xy+Ws1xQ1C6ML3OfzYXx8HB6PB7/4xS8Y+2K70FQhSZvTYDDgscceg9PpRF9fH6s8Uw0yB/1+P959911msgCbu3F32yYmXw35beLxOCYmJrC2tgaVSoW1tTVEo1FmKq+trSGfz0OtVkOhUCAej8Pv9yMUCsHj8TCH924FX+O2Wq2w2+04e/YsLBYLRkZG4HK5oFarAYCZdLlcDrdu3cLly5cZATyTyeCtt95COBzG1atXHwrWRCtAll0+n0cikUA4HMbc3BwrbExNvqLRKAqFAtMSPR4PpqenWWBxu9F0ISkSiWCxWPDJT34SIyMj6OnpYU24qkEb1e124yc/+Qnm5+exsrJS14asjhrutk1Ma0lCUiKRIBQK4fLly9Dr9cjlcrDb7Zibm2O5yFQBm0xAft78wxAIo/qkLpcLx44dw+DgIL785S/D6XQy32ShUGBmXTweZ9zcv//7v2dCs1wu4/vf/z5+9KMfsdcL2Bw4jmOuHSrIotFoEIlEEIlE4Pf7cfv2bSSTyYosGoped0L/n6YKSarE43A4YDabodfrWd8PPkighcNhrK2tYWlpCYFAANFotOHae7tNOBL4GiRFZinwRRuPggrhcBiJRIK5K3ZSGbhmgNbKZDJBqVSip6cHfX196OrqglarhVKpZK8rl8tMmPILJVT3u85ms4Jw3AKIJyqVSlntTrVazZ5RKBRCIBBgPbT5edmdhqYJSY7jsG/fPjz++OPo7+/HyMgIbDbbfUKSbodisYj3338fP/3pT+H1ejE1NcUCCfVgNwtH8usqlUpGnSATWqfTserudEPz89N3I4WHj+rgHD997ezZs+jv78eRI0dw+vRpFk3lZxsRL4+KpOTz+R1b1qyTIRaLWWGQxx57DF/+8pehUqmYlhgIBDA9Pc3y5jt53zZVSOp0OvT19bH6e9XZNWT+Ue9rn8+HyclJhEIhxGIxZDKZZg1nx4MEpUQigUwmYx34SJuk9qRUmIHM6U7daM0Gv1IMCT+r1Yq+vj709/ejr6+PBQSq38dv6LVRXQABmwO/iIXRaITD4cDg4CAUCgUSiQTS6TQ4jkM8Hu94AQk0SUjSpqMDLZVKAaDCp0CO2Vgshvfffx9utxuXL1/G4uLirg8o1At+9ROiRkgkEiQSCcTjccjlcmg0GohEIiwvL0MkEsHn8+0q6k694AtJSi00GAys0Rz5YqsrhpObIhgM4gc/+AEmJydx8+bNjvB97RbQpTU4OMgoP7lcDslkElevXoXP58PExASSyeSO8JU3RUjyTUR+JJufYZDNZhGLxeDz+fD222+zDA+Px9PRt0i7wE/qpwuH+mpHIhEkEgnI5XLG14tEIutWBHoYUM2LpYwk8nlVZ7eQlk1mtt/vxy9+8QtcuHChY31hOxkSiQQ9PT2MdlUoFBCJRHD9+nXMzMxgZmamozpIboSmCEmaaCgUwuzsLOLxOAwGA3Q6HQKBAGKxGMvJDofDWFhYQCgU2tE1HlsB0n44jmPBBJFIxExCajJVq47kw4bquWcyGUxOTqJcLmNlZQVut7tCiFLBZ1rDtbU1+P3+h8pF0U4UCgUsLCzgww8/hNFoxPLyMhKJBObm5uB2uxGPx3eEgAQArlznKB+UC8xxHEuTs1gsOH78OFQqFS5fvoyJiQnm/6FcV0o93IlmzmYfbD3ltqrLRQEfVWuv/tlOxmbXkNJa+e+nKlPUsdBiscBut7P6m8ViEcFgEIlEoiJwuBk2RSehlftwqxCJRNBqtVAoFKybZKFQYC1COoU9UM8aNi1wQxkekUgEHMfB6/VCoVDA4/GwiuTEsBewPjYqKrpTbt52gb8WpVKJkY+pBgBpkIVCgVFNhDVsD0qlEit6TRFsasvSrjqQzULTNEkALApLfStEIhGCweCmOvB1Mjr5Bt8p2OwabtSHh4I0xCkFwNwSZGrvJnT6PqTvoWI35BPuJBdHXYkrzRSS672uUxakWej0zbkTIKzh1iGs4dbRVnN7K4N4WLAbqxS1G52whju9kG4nrOFOQtOFpLDw62OnH65OwnZWfKIA2k71bwr7sDEI+VgCdhQEU1FAu1G3T1KAAAECHkYImqQAAQIEbABBSAoQIEDABhCEpAABAgRsAEFIChAgQMAGEISkAAECBGwAQUgKECBAwAYQhKQAAQIEbABBSAoQIEDABhCEpAABAgRsAEFIChAgQMAGEISkAAECBGwAQUgKECBAwAaou1Qav9LzTqgwvtlqMevV++D3l9ls6XmJRHJfF7+HCc1YQ5VKBQDI5/Mtb0NM3SvpuVGvoe18fs3ahwA6qkJ4O9HoGj6UmuR2bYyHcUNWoxlr0O515PcdEvDwoW5NkrTHnbJRHjTORufRzMO9U9aw2aD+2FuZP/WsaYc1U/09nXAGduIl02lodP67Vki2Alud+8O8doStrgGZR+1aS2pB20loxj582PdiI/NveY8bAQKaiYf9cDcDwho2hrqFpLCwAjoBOyFoKGB3oa2aJEWVZDIZxGLxruyFvFuw05tdtRvCeu1etE1IikQiSKVSKBQKDA8Pw2AwYGFhAXNzc4J20EEQiUQQiUSQy+XsIsvlch1z+DuxHSrHcZDL5ZBIJCgUCshmsx01vp0GPkVHJBKB4zhGvwLa/+zrFpJb3ZzEN1MoFLBarbDb7QiHwxU3cKdjt3Xqq54PbUixWMyEZKlUYtr+TnhG7QbtX6lUyrjEuVwOgLBe9YAvEPk/E4nusRPFYjE4jrsvYNfOtW2LJslxHPr6+vD4449DrVZDp9NBKpVicXERwM7YTLtFQKrVaqjValitVhw/fhxqtRqFQgHFYhFyuRxKpRIAkMlkUCgUMDExgZmZGWSzWcRisYeWgFwLOp0Og4OD0Gg02L9/PxwOByYmJnDx4kWk02kkEomWE953KjQaDTQaDex2Ox555BFoNBr2O7qsy+UyCoUCSqUSstksstksQqEQpqenkU6nkUwmkc1mUSgUKqydZu/Ptpnbe/bswW/8xm9ApVJheXkZ0WgU4+Pj7fr6pmCnC0qO46DVamGz2XD48GH87u/+LhwOBxOIGo0GRqMR+XwebrcbsVgMP//5z5FIJBCLxZBKpZiWtN3oBOvDYDDgkUcegcvlwgsvvIDDhw/jRz/6Eebm5hAKhdi67kZsxbLkOA46nQ5OpxPHjh3D7//+78PlclVolaQ9JpNJ5PN5xONxpFIpTE1N4ac//SkCgQB8Ph9isRjS6TQzx1ux3g2Z21vZlNFoFNPT01AoFFhdXUUikUA4HN705wmoDZFIBJvNBr1ez3zA9HOO42AymWCxWDA8PAyTyQSNRgOZTIZisQilUgmFQoFisYhIJAK/349IJIJ0Oo1cLif4jnngOA4qlQrd3d3o7u6GwWCAXC6HzWbDgQMH4PP5EI/HkclktnuoTQcJM3LNkECrFlD8QK1CoYBUKoVer4dCoYDL5YLL5cKePXug1WqhVCorBCRwjxNbLBaZ2wcAzGYzBgYGoNPpANxLsYxEIuxCasXl2ZAmudnbo1wuY2xsDH/yJ38CkUiEXC6HYrGIeDzecUTd9bCdWkstDZb/LGhsHMdBoVDgueeew2OPPQaz2Yy+vj5IJBImJGUyGdu0ZrO5Ii+ZPjMej+P8+fOYnp7G+Pg4lpeX2SHYbu2tEwI3FNyy2+14/vnn2aHlOA5Hjx6F1WrFzMwM/vAP/xDBYHDbxtls0NqLxWJIJBKIxWJoNBpIpVLE43HEYrGK5yKVSiGRSGC1WjEwMACj0Ygnn3wSTqcTLpcLTqcTSqUSNpsNUqm04rtoX1OeuVqthlQqhVKphMViQTwex4ULFzA7O4vFxUWk02lks9mW1JZo2Nze7OZMJBJIJBIPfJ1MJmMLU32zkEpNwYTtPrDtQPUaVP9OIpFAIpEwZ7dGo0FXVxeGhoZgs9kwNDQEqVTKhCQdcD6KxSI4jmN+n1gsBp/PB4/Hw27pToluNwNbFbQymQxKpRIGgwE2mw02m439TqvVoq+vD+l0mmnxuwn8/UiMFbp0KcBHGiRpj0ajka3T4OAgenp64HA44HA4Kp4FCTi6tIvFIvM5UjqqVCqF1WqFUqmEXq+HWq2GXC6vua+bhY4ik8vlcjz//PM4cuQIpFIpi7DKZDJwHIfV1VV4vV54vV588MEHiMfjFYe3eowb/W4zaKeQIAFIpgxfWwQ+Mp9Pnz6Nxx9/HCqVCgaDAUqlEqOjo+ju7mbmM72Wj0KhgEwmg3w+D5/Ph2g0iqmpKVy5cgXBYBC3b99GOBxm2sFuEpB0mDZDKRGJRHj66afxiU98Ar29vTCZTBW/T6VS8Pl88Pv9KBaLkEqlFQGFneiyEIvFFf8XiUQQi8UQiURsTkeOHMG+ffugUChgNBohk8mgUqkgk8mgVqvZ3uzu7mbmNXCvmlMqlUImk8HU1BR8Ph8ymQySySQKhQLy+TxKpRLTSjUaDVwuF/L5PFZXV9neJUHaCnSUkJTJZDh58iQ+85nPQKFQMBVbpVJBLBbjzp07mJiYYH8ymQwTILWEIX9T7rRDzvf30C3L9wXR70dHR/H5z38eer0eXV1d7FZdD7RWxWIRmUwG6XQaKysrWF1dxYULF/C9730P6XS6QjB3EvhjatT/ROtG67MZ4S8SiXD06FH823/7b5kg4IMisJFIBOVyGWKxuEJANkNItjOASOvFJ8rz9yCt39DQEF544QXodDr09PRAqVRCo9Gsq03T+4rFIrMy79y5g8nJSSQSCQSDQRaIKZVKUKvVjD5I7w0GgwiHw0gmkxVaaLP9kh2Tu00PQ61Ww2g0sqADqfQikQgmkwn9/f2QyWQs4sqnpFQvDF9Akok+NzeHYDCIZDLZkZQWPu+OqFJyuZyZLT09PczHKBaLcfLkSRiNRnaRPOgA8X9P2uT09DTGxsYwOzvLbu6tmKIymaxigzdT4PIvADoQ9G/+34RqzZtM5XK5jEQiUVfGF8dx0Gg0OHnyJBwOBw4fPgyZTAapVHrfesvlcpjNZhSLRTz33HMYHR2tGNt6a5FMJjEzM4NYLIZYLMZcU9XjJ5pWOwQlfx/KZDKmARoMBnR1dUEmkzES/bFjx5iPkTTIag20+rPL5TJyuRwTdvPz85icnGSaJD9aTWcgFoux9fB4PIjFYshms4yHLZPJUC6X2T4kehCd/81omx0hJEkrkkqlMJlM6OrqYj/n+0B6e3vR1dXFNmC9pjRtzlgshv/3//4fPvzwQywvL2NycvI+NX27BSathUKhgM1mg0ajgdPphMViwcGDB/GpT30KarWaCUSFQsEuk3p9MpTBkMlkEI1Gce7cObz66qvI5XJbyhYhYaLT6ZDL5ZBKpZggbhY1g/zV/GdP/+ZraXz3BLkuKNBgMpnYoXmQkKT32+12/N7v/R4ee+wxqFQqqNXqmoJKq9VCpVKhp6cHo6OjzALYCOVyGcvLy/jHf/xHzMzMYHJyEslkskJASqVSiMVimEwm2Gy2lvnfCKS0KJVKdHV1QaPRYM+ePXC5XNi7dy/Onj3LLmaRSMQEJl/zrOfCTqfTmJ+fx+rqKi5fvowPPvigJt+RPk+pVOLOnTsQi8XMXVQqlSAWi1lACbgXBdfpdMhkMgiHw8jn84hGoztXSPIXmTZDLVCQAsB9Zs5GICEplUqh0WjY9/CDGXxTgt6zHaDxSCQSdhiJtmO1WmGxWCqEZKOgNMNYLAa3241AIIBgMMj8u1sFZVUB9/xz7UKjfsWNXk98Ugo8KBQK9PX1weFwwGq13hdsACqrfNPzMxgMdQkL4N5a6XQ6tj/576kWFvy/WwWyVKRSKbRaLfR6PSwWC+x2O9uHSqVy0/uQlJNEIsHiDNFoFOl0et33kPZJMoIfyaazSxosXYaxWAzRaHRLe7sjhKRCoUBPTw8sFgvjPzUbfD8eCVuiHdBib3dpfgAsUEUOaqPRiMOHD2NwcBAulwsKhWJTG5Pmt7y8jKWlJczPz+NnP/sZ1tbWMDMzs+U5k3DX6XRwOBwIh8MIBAJN51dW+5zJlfKg4B0dykwmg0QiUWHKVfuw5HI5nn76aRw9epRFZHU6HUZGRirWPZ/PIxKJIJfLIZPJIJfLMV8cXch0qT8IFLVNJBJYWFi4bx5kpieTyU0LpnpBZjbRbQ4dOgS73Y79+/ejr68PJpOJBVU3O45wOAy/34+xsTH867/+KzweD7xe74bvKZfLTCOk//PHTIEhjUaDoaEhdHd3Y25uDgsLC8xvuRl0hJAkya/Vau/jS/FRS4BtdFNXRxWrfW1kopZKpQptcrtAgoZucErhtFqt6OrqgtFobGhj8udPxNxoNIrV1VXMzc3h6tWrWFtba5opzPf5kSBqVQCo2txe7zv4pjjHcfelsPHHTq8Xi8Xo7e3F0aNH0dPTg8OHD1fsS3pvLpdjqXGJRAKZTAZarbaCe1rPPGgcCoUCKpXqPpcC/3X5fB7pdLplQpJv4pNVYLFYYLPZGG1nK5YMzSOVSiEUCmF1dRVTU1Nwu911vZ9SFKtBRVkUCgW0Wi1MJhPsdjuCwSDj+G72su4IIUkbjkjmtVAqlfDee+/h/fffZz4muVyOY8eOobe3F3K5HCqVCuVymd3qY2NjmJiYQD6fZ5HcDz/8EG63m/H/+Cr7dgdx6GAVi0Wk02l4vV52ABsR4LSWk5OTOHfuHDKZDLsk1tbW4Pf7sba2xsj8zaJHlUolBAIBlEollrfc7DXlR1kbYS7Qa/L5PJLJJNMua126YrEYNpsNe/bsgcFguC9YNDExgbt37yISiWBmZgaZTIbtpZ6eHhw8eBAGgwFHjhxhRS/Ww61bt3DhwgUEg0HcvHkTwWAQHo/nPgFJ+zSbzbaURsSPOudyOSQSCUbWtlgsMBqNEIlEMBqNDX92Op3G9PQ0QqEQxsbGMD4+jpWVFcTj8aaMO5fLYW1tDYlEArlcDm63Gx6Ph+3/ze7DjhCS9PBpo633mvPnz+Ob3/wmU631ej1+67d+C2KxGDqdDhaLhaXUpVIpvPbaa/jBD37AAhQPMqvbSa1YD3wh6Xa7kUwm7+ODbgS6JDKZDD744AP88R//MfPJVGtdzRZgJCRDoVCFv66Z4Gt8jQoL0sQ2CtbQBdzV1YX9+/dXUIaAe3McHx/Hj370I3i9Xly/fr0iSeLo0aNIJpOM0P8gYXLjxg38z//5P1lUe70kCZoruQxaDSr5FovFsLCwgGg0it7eXjidThZBbhTpdBrXr1/H/Pw8zp8/j4sXLzILZ6sgIen1eiEWi+HxeCCRSJDL5Vhu944Wkmq1Gnv37oXVakUqlcLY2BiLjgIf3aRzc3Nsg5CjdmZmBhqNhpGpSYvJZDJYWlpi5tBGWiqhFRyrRkFzpahwOp1+YDpguVxGLBbD7OwsUqkUmzNVSyHzkg+ZTMa0pEQiwaLaW517q4QjoR2811KphHg8jkAgwMy3bDaLmZkZhMNh3LlzB16vF8Fg8L7IvUQigdlshslkWtd1lM/nMTs7C7/fj7t37yKRSLDn3Clkc3qOfB9gJBJBJBKBWq2u25VA5zEQCCAQCGB+fh4LCwsIh8NNny+fYsU/R1vd100RkutF4uqBSCRCT08Pfuu3fgtOpxPnzp3DG2+8Ab/fj/n5ebYBy+Uyq6zCcRwzBX7wgx/glVdeYRoAAPaeaDTKtLB6D+52U4D42m4kEkGhUNjwJqSb+O7du/ijP/ojLCwssCBFPB5npiUfHMdBr9ezzKbJyUmsrq6yDIetoNXrx98PrQCZ4bOzs7h8+TK6u7sxOjqK1dVVfPOb38TVq1cRjUYRi8WYtsWHw+HAo48+CovFUlH+i49YLIa//du/xauvvopoNMqI050iIIGPrIx4PI7Z2VkolUr09PRAo9FAJBJh3759D/wM6o0+MTGB119/HV6vF++99x5WV1fZvmwmm4S0SaCyUvxW13VTQnIzE+On2VFWCJkyZrMZ3d3dcDgcjDfl9XoxMzNTM6jA95v4/f7NTKGjQQ+WTMNyuVwztZD/2mQyifn5eUxNTW3oZ6TNI5PJYDKZoFAo4Pf7kclkkEqlOj4Ncb0odjM/n9YzHA5Do9EgFoshHA5jYWEBk5OTG5pucrkcRqOxZhCyUCiwgAV9VieDlIt0Oo1yuYxsNls3IZsEFvEUl5eX4fP5sLa2xop+8GUA34Lbigneiv2xJU2yER+e0WhEf38/TCYTzp49i+7ubvZ+i8UCl8sFAFhbW8PU1BRSqVTbKwRtRSNuNvi0Fa1Wy6KK1SRiinYScbueQAzHcTAajThz5gxsNhuee+45Fhh76aWXWC7tTqnQ1GyUSiX4/X7Mzc1hdnYWb7/9NoLBIJaWlh7o21IoFDCZTCxbio+JiQl85zvfwcrKCm7evNnqaTQFfE2sq6sLR44cgdPpfCC1qVAoYHx8HPPz87hx4wY++OAD5ncF7hXdVavVUKlUsFgsFZ/n9XoxPz/fMfuvqT7JjTaPRqNBX18furu78ZnPfAaHDh2q0Ejz+TwrqODxeJo5rIbQKYKST1tSKpUwmUwsHZGPWpVSNgJpkjqdDnv37kVfXx/sdjv0ej04jsMbb7xR04zsFJDG0UrfcalUYpWQAoEA49n5/f4Nv5P4hVR1m49yuQy3243vf//7rCL/TgHNmdKCdTrdAzN+CoUCVlZWcOvWLdy5cwfT09PMVSYSiaBQKGAwGKDT6TAwMFCR410ul7G0tLR7hOSDNirlcfb39+Oxxx6D0+mE0Wi8TwttZamjRtEp5ibf7CbqBz9fuFwu4+7du7h06RJmZmbqolLw6TMUSec7uIkf1ynPohqtNreBe0IyFApVBP42Cp7JZDKcOnUKAwMDOH36dIUGWSwWcfPmTYyPj+PWrVt1lQvsRPA5mhuVgCPznEjx4+PjcLvd96X+SiQSKJVKWK1WHD58GBqNhvnjU6kUrl27tu1BVMKmhWQ9gxeJRNDr9TAajTh27Bi+8pWvwGw238cd42fCbOfh7IQHQiB/EGmKyWQSKpUKKpWqQkieP38ef/zHf8x6ftT7uSQgq4Uw1fPsBDpULbTjGRWLRaysrCAcDjNyP+UI14JarcbXv/51fP7zn2e59DTWfD6Pn/3sZ/jLv/xLZLPZtqZqNhuZTAbxeBwKhWLd50AWYSgUwvXr1/HWW29V+NYJcrkcOp0OfX19eP7552G1WhkTI5FI4JVXXmnXtB6ITQnJRjYqpX9RhR+qI1frM7ebzM0fS6eAuIcLCwuwWq0Vpg5xIqPRaE2az0bIZDLMrRGLxaBSqeD1ehlVqtZnbaXE2E4DuRyIf5vP5xlJmeavUqlgs9lgsVjgcDgqLKRsNst6sLjdboTD4Y6KXjeKUqmEYDCIxcVFcNy9xn78YGIymUQqlUIikcDKygpCoRCCwSAL+vAtAMp8okQJn89XUd90q7nWzUZLeZJEY6FI4XqbpFQqIZfLbXhbtwud9HBICP7sZz/D1atX8fGPfxz/8T/+RxgMhi1/9vz8PP7qr/4KCoWCVcgJBALweDwoFAr3sQrIPOI4rsL8bPfzakcBEtIAAeDYsWP48pe/jEQigX/+53/G5OQko7aMjo7i937v99DX14fh4WFWdCGbzWJpaQl//ud/jrGxMSwuLm77vt4qcrkc3njjDVy/fh3PPPMMC8JSwOXGjRt4//33sba2huvXryMSiawb6KLMr3g8jqWlJYyNjbHyevQ7Eq6dgJaTyUn48Qvk1jLlSOPsBEJ3J6FYLGJhYQFutxu9vb2sj8dW3RLxeBxjY2N1v556cZMW0Gm8vmaCX2nHZDLhwIEDiEajMJlMrPJNNpuFxWLB6dOnMTg4yAJidOGHw2Fcu3YNH3zwwTbPpjkolUpYWVnBysoKBgYGkEqloFKpmI/c5/NhYmICq6uruHLlCotirwfKCguHw1hZWWnTLDaHlgtJEnbhcBhjY2Ow2Wzo6+uDVquteB3xKI1GI1wuF/N/tLJIwk4BXR6zs7N46aWXYLfbceTIEZjN5qZlyqwHikZarVacOnUKMpkMExMT8Hq9zA+628xvuVyOZ555BocOHcLo6CicTifMZjO+/vWv49lnn2WBLtKm+EVWbt26hZ///OdYWVmpu2jDTsPExAT+6q/+CiqVil3Ws7OzmJqaYtlbzQbtQyr+y3EcC6rxL+xW7MO2pCWWy2WEw2GMj48jFArBZDLdJyTJQW40GuF0OivaRHaSv3I7QAGc+fl5/OhHP4LL5WLVordSJLce0Oa0WCz42Mc+BoVCwRqGiUSiLefFNopWfw8lOzz99NP44he/yNJdRSIR+vv7K76/Oq8buCckv/WtbyEWi3UMhaXZmJycxPT0dMXPqv2OzQbJB4qI8zNqKFOsVXujbbnbsVgMU1NTSCaTOHDgQEWvCjK1OY5Df38/Tp06hWQyWVHmiO//CofDLC95o4Wp3tDVP9spIBcE9U+RSCRYWFiAWCxGMBhs+ZzK5TLkcjnr093T08MCP9Q8fjf05dbpdNizZw8sFgu6u7uhUqkqssPqifjzWQm7FY2k+TYLVEqR6lvK5XIWGMpmsyyhYm5urmYq7lbQNiG5uLiIH/7wh6w+n8PhYBQUfmrSJz/5SZYBwjez+drkBx98gD/6oz/C8vJyzSR52sykhvNv/FbfeK1CuVxGNBrFzMwMfD4fVCoVHA4HxsbGWl46iyK5IyMjsFqtAICRkRFcu3YNsVgMqVSKFZ8FGm/Q1Qhaedn19/fj93//9zE4OIiBgYGGKosLaB1EIhG6urowPDyM0dFRfOlLX4LRaEQul0OhUGBpo3Nzc/iLv/gLVkSa/2craJuQzGazCAQCkMvl8Pv98Pv9TIOkBj7kk6T+IXTYKJpKarVWq2VCr3oTU9YDP7mdeoTwP2snCkoi6opEIrZ+zajF9yDQGtFFRr2Wqc0nFWCtfg47aW35la17e3uh1Wo3bGS1HnbSnHcSKH3RZrOhu7sbJpOJZZnFYjHodDpks1kYDAao1WoWMG6Gq65tQpK0nUAggH/4h3/Az372M/YztVqN7u5u6HQ65jCnNgbxeBwXL17E6uoqK6Lpdrvh8/kqOGt0SJVKJYaGhqDRaFiTIrVaDavVilKpxIruUvL9dtBYNgsyc1KpFKampiCXyxGNRtsy/lAohIsXL0KtVuPy5ctYWFhAJBJhPlGZTMaqvNOatiLg1gohRBWtKfHBZDI9sFiugPaB/MGPPfYYenp6IJfL2e84jmO9vnt6evDss89iZGQEd+7cwfz8PKsevyOEJABWW+7dd9+t+LnBYMC+fftgs9mwf/9+VoaJeIJ3797F5OQkqwhNJNRqvwhpOXa7HRaLhWk7er0eAwMDyOfz8Hg8zI9HfrSdovXQhZDP5+Hz+djP2vG9iUQCMzMzkEqluH79OmZmZipaeJI2ya/0vlP8ctSmQKlUsqILAjoHHMfBbDZjz549MJvN9xXXoKZ5RNcym82Ix+OsZ04qldrSGe+IortUdj2dTuP111/HysoK6/MSj8dx6dIl+Hw+RjtZr1gnCUmbzQaXy8WEilgsxtraGisHRuiExl+Not1uAtLSY7EYa+VJDb4oqAagolXDTmMiULbH4uIivv/971d0RKwGx3FwOp1wOBzQarWs/zTto51yMewU0HPw+Xy4ffs2NBoNFhYWIBKJEAqFkEqlmNsulUphdnYW0WgU8/PzLKi41TPeEUIylUqxdKepqSl2U5D0pxp2tZp5EcjcVigU6O/vx+DgIKv4HIvFsLi4iGQyyfrFbPRZnYztGG+5XEYwGMTFixcBfCQQO6Vi0lZB++vOnTv47//9v69L1KcA4BNPPIHHH38cvb290Ol00Ov1FXnwO3ktOg20xxYWFnDhwgUAH2XoTU1NIRAIMDYB38XDZxhsS9HdVoAmtJnOfRzHwWAwwOFwwG63w2azwWg0MrJzIpFgfW+Ie7lT/JDVqBXd5QdN6CCTf5DfNpVQLt+rwkJ+W+pjTJ0E6VbmPwvamHzsFmHAvzSr51gNsVgMv9+PlZUV5jOn9eM/g53iwqkH1UE56kVO7rBisciKrwAfuYXi8fim+vHQniRXmVwuh0QiYRXcqUlZJBJhPvlaGnyznkHHCMnNgioHPf744/jt3/5tlrEjk8ngdrtx/fp1xONxrK6usjQoUtF30ibmV0oCwPyp1EOcfk+9rxUKBRKJBPO/Et+PWAI2mw2nTp2CXq9n9SQDgQCWl5cRiURw48YN1tBrJ63TZtDIHIvFIiYmJuB2u3Hw4EEMDAygq6sLTqcTBoOB9XOXSCQP7E20E0BZLnw2id1ux8jICIrFIqamphCJRHDkyBEcP34cwEfui3fffRdTU1MN7yGdTsfiCk899RQsFgvefvttXLx4scKl86D+T81a+x0tJMkHKZVK4XK5cPLkSeh0OrZBgXvNi2KxGIvEptPpLfdxaTfoFheLxawMFwVJaP5UB5J6mFPRV4rsKRQKVvKLaFRdXV0wm83o7e2FyWTC6uoqAECpVGJmZob5dJrVl3u3IBqNIhqNwmg0IhAIQKlUwmw2AwCjm1Hv7fU0fvpdp1/WlC4sFosrLmGn04lisYjV1VXkcjnY7XYMDQ0B+Kha/sTEBORyeYUZXE0nq+X7VavVrG/2yMgIHA4HLl++jFAotC0W4I4WkkqlEr/6q7+KY8eOYXR0FFqtlt16HMfBZrNh7969LDE/nU7vSMc6aYt79+7F008/DbVazQIqcrmcVeeheSsUCshkMmQyGSYkSeMm341Wq0V/fz9rzatQKNDb24uRkREkEgkcPnwYkUgE77zzDt57772OPsjbBa/Xi5deegkOhwO/9mu/huPHj8NgMODs2bNIJpOs3zPVmNRqtXA6nQCAubk5BAIBuN1uzM7Oduy+VKlUGBoagk6nw6FDhzA4OAidTgeHw4FyuYwnnngC6XQa3d3d6OvrA/BRz+6uri54vV6EQiG43W6kUin4/X7kcjkMDQ1hz549zLTmC0y1Wg29Xg+1Wo2RkREolUpG7N8O7Hgh+clPfhJf/vKXK0xR4N4NaLVasWfPHkY6bUe/4lZAIpFALpdjZGQEX/va11i7UqI+EPm+UfB9aMBH5kmhUGCdFmOxGN5///2OEZIbzbPdY1xbW8Orr77KKGwkQE6fPs0K7BYKBRiNRubWOHLkCADgnXfewczMDD788MOO6udSDYVCgYGBATgcDnzuc5/D2bNn78tgA2o/lzNnzqBcLmNhYQHXrl1DJBLB5OQkYrEYnnnmGTz99NOQyWRQKpXMj169J4F7riVqL7Idvt66hWQn5T6bTCaMjo7Cbrejq6urZiXtcrmMQCCA6elpeDyeHWlik39rdHQUfX19OHr0KMsoIM1QJpNtKjNkve8EPnKc831RnYZakfWN9mitQ9yMvUyR1Hg8jmAwCI/Hg7m5OVYEhMxDpVLJctxFIhHkcjk0Gg0rP9epkEgk0Ov1FWXigPsv2Frga4ZOpxM6nQ4cxyGVSsHpdLJapnR+N2IVANtX7LlhIcmX5I0OuFmCdmRkBP/tv/03DAwMwGaz1RQSxWIR4+Pj+PGPf7wjy+aTb1Gn0+FrX/saPve5zzHTmL9RW3HA+KmHD+qKt13gtyGtrlPK36O1Dh69rlnaW7FYhNvtxp07d3D9+nW88cYbrFyYWCzG6dOnodPpmG9cKpWy3Ht6np0aDVcqlejv70d/f3/N3lT1wGKxQKfTVVCkyAXRyB7ervXZdN/tegdMCyCTyZhZSBuc34SKIs4bfY5SqYRSqYTdbkdPTw+6u7tZ0yV+Klw8HkcqlUIwGEQkEtmR9Sipo5xSqYTFYkFPTw+Axtr4UrFj2pz1Or0pG2knXi6NoFmCiegufr8fgUAA4XAYuVyOMQ4o0COVSrG2tsaoQ9SuoJNBeyeXy7F8aCpbVi8oxZiCVNS6IZPJMJcR33znX2KJRALJZLKu/k2tQt1CcrPaI6nTBw4cwAsvvAC9Xg+r1QqlUsmyaJaXl/GLX/yCRa+qI4Lkb/zEJz6B559/Ht3d3XA4HCyqCwDpdBrxeBwejwff/e53MTMzg4mJiR0pIIGPHOZ2u51FThu9xWdmZvDOO+8gEolgfn4esVisIle91ufxa/SVSiVMTEx0JKe0WCyysW60N2tViGp21lIul8MHH3yA6enpCooZfd/Y2BhWV1dZ8yuJRMIylig63Kl7NBAI4Cc/+QkrKCGVSlkA6kGCkp5NIpFAIBBAJBLB5cuXWS+lbDaLgYEBvPjiizAajYzUT0wNr9eL//N//g+mp6dbXu1qIzQsJBsFCTiXy4WzZ8/CZrOhv78fWq0W8/PzmJmZwdjYGM6fP49wOHzf7U5CUiqVYt++fXjxxRehUqlYlRZ+PnMikYDX68Ubb7yBGzdubGq8nQKpVAqr1QqbzVbRIbER+P1+XLlyBV6vF9evX2eVg9Z7lnzTpxMFIx+b9U81WxiRRbS0tISlpaWar1ldXWX0Klpj8ilTULFTkUgkMDY2BpVKhVOnTuHAgQMAALvdXreQJH4ytXaYnZ1FKpVCOp3G0aNH8cQTT0CpVDLNmnzxa2trePPNN/Hhhx9u635sS/sGSmGTy+UVRUx1Oh16enogFovx9a9/fd1mYaSNPvroo1CpVIhEIrh48SJTw0l1TyQSWFtbQzAYbPW0Wg6tVovDhw+jv78fNptt3dclEgnE43EEAgHcuHGDpV0CYNo0uR8eJCA6VZvho1ljJL+rWCxml1EikcDy8jJyuRyUSiULXNEfEmxyuRxSqRSJRAIej+eBWTq15sBPs90JKBQKuHnzJkqlEqMAqVQq9Pf3Q6fTwev1YnV1FcVisaJEGQDWCDAWi2FiYgKBQICZ8JOTk/jXf/1X6PV65hIic97v92NtbW3buaRtEZLlcpn52IjUDABmsxlGoxF79uzBo48+el8+MD/QQ7evRCLB9PQ0/umf/glLS0vwer2IRCLsdfWklnU6KM3y8ccfx/79+zfsjhgOh7G4uIixsTF861vfwsrKCttQ1VXd69loO0FQNgPEJ5XL5di7dy9OnDgBr9eLeDyOSCQCk8nETGMKYFHjK51OB51OB4/Hg1Ao1NB+4z+bnYRcLodz587h3XffhVQqhVwuh8FgwIsvvoi+vj5cvnwZ7733HkvY4M+PZADfjUM/9/v9GB8fv++sAx+lwm73nmxb6JJuh+ocV/pZNbWgFiiQQLnYdDttp1O32dBqtTAYDLDb7dDpdFAqlTUjzCT4gsEgZmZmWH3HRCLRlnHWolztJMhkMpZptGfPHvT29kKpVOLAgQOIxWIwGo3MpUMapUqlYjnvGo0GxWKxY6P/rQBla/GpTG63GxzHsR7jVKe1Xg25VvviTkNbnjBpgXRz16JlPIiPVy7faybm9XoxNzeH5eXlHcl/3Agcx+HAgQN4+umn0d/fj66urvsqZPN9sPl8HhcuXMDf/d3fIRaLIRQKtWWM1SllfBrOToHRaMRv/uZv4tSpUzAYDDAYDCgUCvjMZz7D0j35Fdf586b0vPfeew9vvPFGW9a9k0DPOhwO45133oFcLkcikUAikdhRLoR60bZrcCvlyYgqRAUbIpEIS/vabTAajRgaGoLT6WSaC5kp/DXMZDLI5XJYXV3F5ORkWy8LPvGX47gdeSikUin6+vowOjrKqGWNoFy+1+KXKGgPG2gf+v3+7R5Ky9FyIUm3zsLCAl5++WU4nU6cPXsW3d3dFYdtPU0ykUjg2rVrWFtbw/j4OOv5/KDm5zsNVETAYDCgq6sLJpMJ5XIZqVQKXq+XXQ6UA+t2uxGNRnH9+vW2+7f4wbidpD3ykcvlMDMzA4PBgL6+PgwODjZEauZH13fyOgh4MNoiJCkj4dy5c+ju7sb+/fvhcDgqtBG+w5aPVCqFa9euYWpqCleuXMG1a9d2pOayEfg0J61WC5vNxvqS53I5rKysYG5uDisrK7hx4wYikQjGxsYQCATafjireYnr5X93OvL5PJaWllgdxIGBgYZoVg9DCTkB99A2czudTsPr9aJYLOLChQtYXl5mvp1aEW3g3kYkgeB2uxGJRHb1xiyXy4jFYlhaWmLBgkKhgLt372JpaQmBQACrq6tIJBKsidl2jbPWz3bSs8nlcpibm2NZSX6/vyJ33WQysWo0NpsNpVIJgUAA6XQagUAAgUAAt27d2lVBQwG1wZXr3NlbzRHm19nTaDTMMS6RSJi2SVQh8nNRQICqqVBa1HZjs8JgvTXkc/aOHz+OM2fOIJPJYGlpCclkEktLS/D7/aylLlUc38kadbPXsFGIRCLGHODnEQP3uiceP34ce/bswejoKJ5++mnkcjm899578Hg8uHTpEi5fvox0Oo1QKLRt0dntXsPdgHrWsK0tZakyCnUvI+oPRWuB+yt+7CTtZLPgzzWZTMLv9yOdTmN1dRXJZJLlAwtoHkqlEtMC4/F4RcReJpPB4XBAoVDAYDAwwji1NKY//M6QAnYv2qZJrveZIpGoQkjsBN9WK25wcj3o9XpGR4nH4ygUCkin0zueIF+NTtOC+L5VkUgEo9EItVoNg8Fwn7kdDAZZVtd27tNOW8OdiHrWcFuF5E5FKzYnX5OhJl47jXvYCIQDvnUIa7h1NNXc3gka3m5AIymEDyM6dR9WV83utPHxUatgMf/n6wnRh8X9VY2GhSTQ2RsA6OyDtBFovPzcVgGdD342zoNKt3UCNgogVrNN+NjNls1G6Mza/E2CYFbsPuyUZ7pTxingwajbJylAgAABDyN2tSYpQIAAAVuFICQFCBAgYAMIQlKAAAECNoAgJAUIECBgAwhCUoAAAQI2gCAkBQgQIGADCEJSgAABAjaAICQFCBAgYAMIQlKAAAECNoAgJAUIECBgAwhCUoAAAQI2gCAkBQgQIGADCEJSgAABAjZA3fUkJZJ7L31YC8LyS19ttq8JNbKnxu4PG6gwLYBN9woXi8UAdkYBWH4R21r1WKv/brQO6mbnL5fLAXzU7vlhQ6P7sCFNstM3ZSvxMM9dQPPwoIK8wj5rDxpZ57o1yYepe2Gr0OkVq1uNZsx7J60hf4zV412vd3k78LBXvqeGg/XOvyEh+bBjq2vwsG9OYOtz34lr12ljFvZhCzVJAQIE7B60+kzvpL5YG6FuISlg69jJG0XA7kE7gob8pmI7Pdjb0UKS4ziIxWJoNBpIpVJIJBIW3XwQyuUyUqkU0uk0SqUS8vn8jn5QzQJtXpFIBKlUyv4P3Iv00To9rJ3xBGwOtI9kMhl0Oh0kEgkkEgnz/VEUmfZUsVhEqVRCoVBAOp1mkfZqAd4Je7DjhCSF50UiEcRiMcxmM1588UX09fXBbrfDZrPVdLryVXs67OfPn8f777+PSCSClZUV5HK5baXekDDazgCYUqmEUqmERqNBT08PFAoF1Go15HI5/H4/lpaWkMlkEAgEkM1mt2WMAnYelEolVCoVhoaG8JWvfAUOhwNyufw+6iBdvuFwGOFwGKurq+yMBoNBJBIJdv5LpRKy2ey205Q6SkjytRyxWAyJRAKNRoPR0VEcOnQI/f396OvrWzcyRT8vFArI5XKIRCKYm5uDSCSCz+dDoVAA0B5zo1MhkUigVCqh1+vhcrmgVqthMBigUCggl8sRi8WQSCQQiUSQy+U64iYX0Fy0oi897SuHw4EnnngCAwMDUCqVkMlkFcyYQqGAUqkEr9cLr9eLubk5LCwsQCwWI5PJIJfLVQjJfD6/7eb6poQkX0hxHAeJRMK0JPJBkOpcz+S0Wi0GBwfZ3w6Hg/kzDAYDTpw4AYfDAYPBUPE9/M/mE3fFYjFkMhkOHToEkUiERCIBr9eLeDyOS5cuYWlpCel0GolEoq2LLxKJto3CQpfP6OgoTp06BYPBgKGhISiVSigUCshkMgQCARw6dAh+vx9vvPEGVldXkUgkkEwm2zrWrYAsETpoRODP5/MoFAqC0G8BOI7D4OAgjh07hpGREZhMJigUCiYX+Hue5IPRaGSCtVwuIx6PIxaLIZ1Os9dGIhFcvHgRPp8P8XgciUSiqWOuFw0LyersAY7jIJPJmP+B4zgUi0VkMhkAD87QIUH4yCOPwOVy4ROf+ASOHj1asdnFYnGFcHzQRMkfcvLkSRw/fpwJ7VAohD/90z/F22+/jWAwiFQq1VZVnr8+jfC0mgESGMeOHcPXv/516PV6dHV1QS6Xs3XM5/PIZDJYWFjA6uoqAGB1dXXHCEnaI7RfJBIJVCoVOI5DMpm8zy8moDngOA579+7Fr/3ar8FqtcJqtUKlUlX8nkAxBZlMBpPJhN7eXhw+fBjAR24o8lUuLi4ilUrh9u3bcLvdTRWSjWBTmmQtYmy5XIZKpYJWq0Uul0MgEGCqc6lUYiY0HVaxWMxMvO7ubvT09MDpdDLTrxFJvx7EYjHEYjFbeDIH+vv7IRaLEY1Gkc/nt8VXuR0HleM4SKVStu4ymYxpWnxoNBp0d3cjmUwil8shFAqxi6aTQZoKAGaJ0L+VSiXkcjny+TwL5j3syRHNuqhJ65ufn0c6nYbD4UAul2O+7vW+m/6my41QKpWYq83hcCASiSAej7OLu91oWEjWWlQ6PE6nE4cPH0YkEsHVq1cRjUaZ2a1QKKDRaCCTyWCz2aBUKtHd3Y3u7m44nU6cOXMGRqMRFovlPgFZy0StXtgHgeM4KJVKnDlzBj09Pfjggw+QSqWQSCTg9/vbEqRot/bI/16+r5ev+fNBF5jVasULL7yAkydP4sc//jF8Ph+y2WyFcOlE8F1AdEHS3F0uF3Q6HSKRCJaWlpDP5yv8XZ06p1ZgI5/kZriN5XIZV65cwfz8PIaGhpDJZNDV1YV9+/ahu7u74fHRBafX63HmzBkMDg4ik8lgamqqac+pJWTyB31huVyGTCaDVqtFsViEWq1mfqBSqQSVSsW0RIvFAo1Gg66uLvT398Nms8Fms0Gn00EkEiGVSlUcRv7fpC3wNYUHgUyvUqkEnU4Hm80Go9EItVqNQqHADlOrD0onHMRyuYxcLodcLodsNotSqcTmD3zkY7bZbJDL5bBardBqtcwBXygU2DPthPlUoxbrgVxCGo0GuVwOSqWS0cmKxWLFXlqvEAXNnSK0Ozn4t56Q5LvSGk3di0ajSCaTkEqlWF1dhVgsht1uh16vr/ndMpkMMplswzFKpVJYLBaUy2VoNJq659dsNDW6HQ6HMTMzA41Gg1/5lV+BQqFAMBhENBqFy+XCgQMHoFQqoVarIZVKodPpoNfrWbS1XC7jzTffxPj4OBKJBMLhcMVmrA7UVPsn6YArFIoKM9vlcuHRRx+FQqFgTmCZTIahoSGEQiFmdrd682+3T6xUKmFychI///nPoVarYbVaoVQq0dPTA7PZzOhAdJnI5XJ84hOfwODgIEKhEO7evYt4PI6pqSmmfWcymY7TxEiY0UGUyWSM1mQwGPCJT3wCHMchFouhUChgYGAAQ0NDTNPmg/y0iUQCY2NjCAaDWFpagtvtrpg3X7h0etofjata0aiudFUqleoWlORHXF1dxU9+8hNotVpYLBZotVr2GrJUJBIJPv7xj+OZZ56p4FNWg6waqVQKjUazbZZYU4VkPB6H2+3G4OAgHnvsMdhsNiwtLWFtbQ179uzB2bNnoVQqK4Iw/Bs8Ho/j+vXrePnllxEMBrG8vFy3H4zMK4lEAp1OB6lUyh70gQMHYDKZYDAYkEgkkM1mIZFI4HK5IJVKoVQqWaS7lUJyO7UPmtvy8jIuX74MlUoFq9XKNP5ischIwOTDU6lUOHnyJI4dO4aVlRWYTCb4/X4kEgmk02lwHIdsNttxwoCeu0QigVQqhVQqRaFQQCKRQFdXF06ePAmpVIpwOIxsNovTp0/jiSeeYNol/8Cm02nE43EEAgGo1WosLCwgl8vB5/NVlLyjvVwtIDttbfjg+wOrNWiaTyMmNwVHL126VPM1IpEICoUCCoUCRqMRTzzxBICPyjBWQywWQ6/XQyKRQK1WNzK1pqJpQrJcLrOQPmmGZrMZHMfBaDTC6XSygE21cOQjnU4jGo0inU43tMHo1iMGP9/f5PV6cenSJWbOUwDJaDRCJpPh2LFjiMVi7LPy+Tzi8Tiy2Sy8Xi8ToFvd8I36grbCZ+PTYEjoSSQSZDIZuN1uyOVyRCIRKBQK5HI5zM3NYWBgAEeOHIFSqYRWq2VCo1wuw2QyYXh4GHa7HRKJBAcOHEAqlUIqlUIymcTc3BwSiQSi0Sji8XjFuLdLUBSLRSSTSRQKBTgcDhiNRgwMDGBgYAAKhQLJZBL5fB5Op5PNtVq7okvUYDBg//79sFgssFgsGBkZqXA5bKRJ8udPv08kEky79Xg8yOfzbWNbUORZrVazIJ5Wq0W5XEYoFEI6nWbPtnr8WwG5LLLZLG7fvo2XXnqJWXlarfa+C0okEkEul6NUKsFkMqGrqwupVAqRSIS5SdYD/3ls9exumifJ/zffJ6nT6WA2m+FyudDb28siyWKxmKXB1QJNIhqNYnV1lfm96gU9AOCekON/z+TkJJaWliCTydDd3Q2j0Yh9+/bh1KlTkEqlOHjwIACwCGg4HMbc3BzC4TDeeustzM3NNTW6W2sN6HCu90Abecj8jCUyb+hCiEajcLvdzDXBcRzee+89SKVSPPXUUzAYDDCZTNBqtYxlwHEcVCoVHA4HSqUSnn/+eRSLRUba93g8+O53v4uFhQXcvXuXmeC0XiRMql0krUY+n0c4HIZCocDRo0dx5MgRjI6O4syZM1CpVGytaY1qjY1YADqdDlarlc27kbRN/jMlgvTc3ByCwSCuXLmC119/HbFYDB6Ppy7lYKtrSHxjh8MBs9kMk8mEwcFBFAoF3LhxAz6fD36/v2FF5UEgf3g+n8fPf/5zvPXWWzhz5gy6u7vR39/PuJUEkUgEtVoNmUyGvr4+HD58GD6fD+Pj48hkMhXUwOpx8vPGyf3Clyct5UnSgGpJajo0hUKBaTDVE1/v8wqFAgv00CbcLKoFDS0UmeJisRjxeBzxeJxpvUSNkclkSCaTFYvajoPdqHmzESh6TemH5PcBwFK9OI5DPp8HAORyOYhEIoTDYYRCIUgkkoqABgnd6udIAiObzcJgMDA/5nb5jmqBTGK5XA6dTgeNRsMI9PWAL9iVSuWmx8E/J/l8HolEAmKxGFarlVlcfr+f8YtbuX7kUqGLtFqDe1DEn78mm3EhlctlpqmGw2EmM2p9Fn//rRewJTYD/Zu+Y6PxN4JNm9v8AVDAIxgMIpvNQqlUMvJuPYuYz+cRCoUQCoWQSCRaUoyCBLHX62XBJLfbDZvNhrNnz8JisSCTyaBYLGJhYQGXLl1CKBSC3+9nGupWhWW1acYHbQASztUXUb0Qi8VMQ+jr68PJkyeRyWTw7rvvVvDMqh3zIpEIy8vLOHfuHHp6etDf3w+TybThd5HgVCqVcLlcKBaLTOvm++u20+ymdaX1sFgsDdPHmjUOWmupVMoyyCj4tbKygmAwiEwm80AlYavrKJPJmGsqFoshl8shlUqhUChgeXkZoVCIKQq1vksqlTJNnNwZm0WhUGAKi0QiuS/iTechFovB6/UiEolU7FviP1Ngh9xDyWSygiVT7fJouSZZDRpEOp1mOdPZbLZuk7lYLDLOYiuJ3XSDAfeERC6XQzqdRjKZhMFgQCaTQTabRSgUgsfj2ZRvdDNjqocXWi84joNarWZC4dChQ4jH47h58yZ8Pl+FlsffPOVyGbFYDCsrK5BKpUzb3Ggz0SYlDipVa6r+3O0Gx3GMp6tQKDYUklulNtUiR1f/XiwWM3+g1WpFV1cXCoUCG5tIJGqpb5JvVeRyOVYQJp/PIxaLIZlMsoBcNaMEAOPalstlplhsZc0ooaNakJFiUygUGMOAHyjkR+llMlmFRkwuH/5nbRZ1C8l6tBoSboFAgPnyHnnkEezbt2/Dz/b7/XjllVfgdrsxPz9f75C2hGw2i2g0inK5jLfffhs6nY49kGAwyEyfZlYhWY+oy9cet3pBSKVS7N+/H8ePH0dvby+GhoaQTqfx9NNPY2RkhGnIJNyAj4j5MpmMFSWgzBSKDgMfaZ+0WScmJnDlyhVEo1FMT08jFothcXGRHZqt+labhWKxiLt370IikeDIkSPYs2dPRaYRrf3y8jJeffVVBAKBhr+DDui+fftw+vRpxg5Yz9dJVkMgEMCNGzewurrKKEmtDt6QtpZKpRCNRgGAaZbxeJwJzupnRaY50cekUin27t0LiUSCpaUlzM/PN/x8JRIJ9Ho9DAYDGxfR/8LhMN577z14vV5cvnwZwWCQmeZ8AZjJZBCNRisuqHQ6zV631X3YVAoQHaJAIIDXX38dVqsVFosFe/fu3VAjWVtbw8svv4yZmRn4/f5mDmldEKE6FothdXX1Pg2r3Vy3ZuRzEwF3dHQUzz77LMxmM3p6epDL5VhAKhKJ4MqVK/e9j96rUqkqhCT9nNaEgiHRaBRvv/02/vqv/xqpVIqxCTqRZF4oFHDnzh14PB6IRCK8+OKL7Hc0r2KxiPn5efzVX/0VpqamGv4OCiJ89rOfRV9fH0wmE2NzAPe7WOhA+/1+XL16tYKv22rI5XIUi0Wk02mEQqGKOqLrPT8K9BFnkZIM9u7dC71ej/Pnz7MLshFIpVIYDAYYjUa2RvF4HIuLi5ifn8e3v/1tjI+P1wyc0jhJman1u2agJaXS8vk8otEoJBIJo1nUcvwTfSQYDCIejzO/SDvBj8Ju9+He6veTqSaTyaBQKCCVShmBV6PRoFQqwWKxwOl0IpvNMr8xP6e+Oljl8/mYn5j+DgQCSCQSWFhYYC6WTizSS8KfDrhMJkMkEsHly5ehVqvZeMl3fvv2bcRisU0JKgp0eb1eXL9+HTabDadOnWK5y+spCXQu2uknTSaTLIBHLrFq3131s+Q4DnK5HCqVChaLBUNDQ9Bqtejp6YFWq4XD4YDVakUmk0E8Hl9XWNLl0NXVBZfLhX379oHjOOZuy2QyWFpawvj4OJaXlxGJROp6Hi0NdNX7wkYGQZVkQqFQRYaLWq2uCNm73W5MT09jfHwcPp8P4XC4LTdpNdp1uFsZ9SUhRxuZ/G/89C69Xo/Dhw9jdXUVwWAQd+/eRTabraC5EMuAoojvv/8+3nnnHYRCIczNzVW4IOLxOMvn7jSQcCQalNFoRFdXF6anp/Gf//N/ZpcxXyik02l4vd5NfR8JGsph3rNnD/7wD/8QBoNhXXYHx91Ll9Tr9cjlcg9kgTQLS0tLjI7DN0k3igYTr9hms+HYsWP47Gc/C71ezxI3MpkMYrEY/H4/bt68WbNyFM1XKpXiM5/5DH7913+dsSHcbjdu3bqFlZUV3L59GxcuXEAikUAoFGr1cjwQLXkqpVIJmUwGEokE8XgckUgESqWSLTbdXsFgkEWbM5kME5D8A99IFIr/sPmcrE5CqwQltbnQarVQKpUV3D/SAsRicQWxPxAIIJ1OMz+kXq9n5GLimAWDQczPzyMYDGJqaqopjvpWgyhPtI9oLUQiEZLJJGZmZlqWKURFixUKBSOH10p3pH1A1CTy/4rF4pa7LIhmxGefPOj7KCBIPFq73Q6dTge1Ws2oTA6HgyWP1BL4ZOXI5XJ0dXVhZGQExWKRFXimLLuVlRUsLS0hl8s1f/KbQFMDN3yQkHrrrbfg8/lYtLVYLGJ6ehqRSASBQAB+vx+RSASRSATAR1kAR48exQsvvMCc33xzpNYYcrkcq2xMWQPvv/8+rl692jGaDh2UWvSYrYDjOHR1deHzn/88uru7cerUKRiNRkbeJ41KJBLhwIEDMBqNyGQyCAaDjD9KEUsSmFSEd3l5GZOTk0in00yD7FQBSdpvf38/9u7dCwBMW4rFYpiYmEA8Hm958V2KGgeDQaytrcFoNNYs9CAWizE6Oopf//Vfx+LiIrLZLObn51uetURnqZ7cbLJEFAoFDh06hEcffRTd3d3Md00X8rFjx2C1WpFOp/G5z32OlUmszqyjANfBgwehVCpZGUWRSISpqSm8+eabCIVCbXe7bYSWaJK06Pl8Hrdv38bCwgIrcJHL5XDx4kWsrq4ywUbvoRqTWq0Wo6Oj+PKXvwy9Xg+5XH6fz6b6wabTaVbZeGVlBdFoFF6vFx9++GHHkJv52sRWaQkE2ogWiwVPPfUU9uzZA4fDcV/VFFq/np4e9PT0VASnqqk+2WyW+YP8fj/cbndHBmSqQZaK3W7HoUOHUC6XEY1GkclkcOPGDbjd7rZEjwGwXHGyotarhtPd3Q2Xy4Xp6Wm8/fbbiEajyOVyjKcINN8dVC24NjofJMwp6+XYsWPQaDTMMiHNcHBwEAMDAxXjrSUka4EoZ16vF7du3WraPDdC23mStUCHkISgz+djhQbIOV7tFxKLxdi3bx9GRkYwOjrKsnXWI1/zv4tIzWKxGDabDRqNBsePH0cikUAwGMTs7CwymQyjBmwnmrnp+SmI5O+pNwhQawMTpWJxcRFerxehUKhpAr2V4AdpgsEg7ty5g3K5jGw2i3w+j0gk0nA64VZARRkoC2k9FItFZLNZZLNZloVCkeZWrXv1Z2/0HcRVzGQyGBsbY1l0lNuvUqkq6FRWqxWPPPIIy2x7kDCiSPba2hqzJtuBbaMA8UFaSiwWQzweRzAYxMLCAlv0WhtAJpPh7Nmz+NSnPgWr1cpS6h4EvkO4XC7DaDQyJv7Ro0dx584d/Mu//At8Ph+LzG4HqmlGzfpMvpCspXWv975aJHbiQd64cQMzMzNYXFzseAFJILNtaWkJKysrFb5Ache0C+T/tdlsNesm0pryidLkdmp1cWM+m+NB31Eul5lC8+abb+L8+fM10wPp/6dOncKf/MmfQKPR1NX+ORgM4p133oHH44Hb7d7axFqElofT6EFQ/vSDXptIJBAIBNiDqZWryc85NRgMrKoJXyPlU2Hoj0qlqrtvdzvQjENA60upbRKJBN3d3SiVSsyXVK9pQQeWaFlra2stzzhqFvjaEWliRP3hOK7tNC8SJNX7l/h+VHKOrJvl5eUKvmkrx7lehtdGoD1GlmF1jIIuXb/fj4WFBQBgATOqLVnr8s5ms/D7/fB6vSwbrtPQcOAGaN1Gy2Qy+PGPf4x3330XEomERVn5NxcJP6PRCJ1Ohy984Qs4efIk4zuSOcBxHCOKJ5NJ9pBCoRBisdi2HPxWrCEdqJmZGfzpn/4pDAYDnn/+eRw5cgRdXV0YHR1lGnb191YfFupPvri4iCtXrmBiYqKihFyno1Ao3Odfo+DEdgTvSCCSNUQE7nA4jG9/+9t49913WYQ5lUphYWGhomFZq8BPHd3sd1XvX/q86elp/MEf/AEL7IjFYjz77LP43d/93fv85OVyGcFgEBcuXMD8/PymMp3agY7qu03FJegmAj5yHPMFpVKphNVqhclkwpNPPlmRZ0oUCo7jmAM8n88zTbJdXLR2oly+l3d948YNKJVK9PX1wWw2Q6lUskPKF5KkZVUjm82yJvE+nw9ra2sd3/yLj1rmY7Vw5Gt21WvSDPAvdfpsqpZEVc7j8Thu376N8+fPb8tlzW/z2mxEo1FcvXoVAJgLrLu7G+l0mnUM4F9k2WwWa2tr8Pl8jJ/baT7wLffdbjX4UVgSful0mlUcevfddxGPx9Hf349Dhw4xJzIJDipUwc8u2K4HQJzNVmo1hUIBN2/eRCgUwunTp1lGBF0QVHWGSNZU2FQqlWJtbQ0ffvghVlZW2t6TvFWgC4FM376+Ppw6dQoSiQThcBiZTAZerxder5dlFW3mYiAXj9PpxNDQEPr7+2GxWCCRSHDu3DlcvnyZlRJMJpOYnJzctvXlz6+VZ5mCZB9++CG++c1vwul04oUXXkBPTw+jnXV1deGrX/0qfD4fFhYWEAgE2L875YLedMZNOwVltVAh31k8Hse7776L+fl5PPXUUzhw4EDFDR6Px+Hz+VhVk0YL+TYb1dH8ViCfz+PWrVu4ffs2AODxxx+H2WyG1WqFQqFAPB5HNBplFbeJgyqRSOD3+3Ht2jVWjX23oFwuszkODQ3hi1/8IhQKBebn5xGJRHD79m0UCgVWXmszh5MI7N3d3XjyySfR1dUFi8UCsViM8+fP48/+7M8qIuvbuQ+r/bOtOsvFYhHFYhE3b97E7du3MTQ0hKGhIVgsFsjlcigUCjidTnzlK19BPB7HxYsXMT09jbGxsYZat7Qam/JJVv9sO9VjtVoNo9HIynTRoS+Xy9BqtbDb7awuJN+hvxu0pPVAB5DMO4rschyHSCQCn88HlUqFrq6uiktFq9Wir68PUqkU09PT2zmFpkIsFmNkZAQ9PT04cuQI7HY7ZDIZCoUCY0IoFApkMhmEQqFNZWnJZDKIRCIMDw8zQUCFfYnR0SmHvtpHzT8LraIcURrrzZs3USqVMDIygj179kAsFkOlUoHjOPT09LAsKZFIxDJuyuUy5ubmsLS01PSx1YO6hWR1mXS+36UdGlItSCQS9PT04NChQ+jr62PN0MlRPzAwAIlEgqmpKdy9e5cV4RSJRNtidpNwbpeQptqYAFgvG7qpXS4XHA4HO9zlchm9vb341Kc+hfn5eVZ/stP8Q5uBQqHAl770JXzpS19irY1JcFJ2DLXX3SyPkl9JiVL1VCrVhmXjtgtUMJff6bId0f9AIIC/+Zu/gUajwX/4D/8Bg4ODkMlkMJvNKJfv9VGi2pLEqiiX72Xufetb38I//MM/bIsG3rBPkk9Apn+T0AHaS7GgfGWTycR4WdURZNoAVBptuzsWthPkY6POgNRkjQpTkMCmPwqFgrVh4Kc07nRQPnFfXx/rqAlsrR1DPSANstNQ6wy34+LO5/Pwer2QSqUVdSyJlscnpRMoIcBoNLZ0bBuhYSFJDlfg/nYEVLS21aD0Rb1ej0OHDuHs2bOs9SQAJhTPnz+PH/3oRwiHw5ifn2ccwO0K3rT7O1dXV3Hu3DlIpVKm0Wi1Wnah0B8KavCJw0TBambR4e1CuXyvnL/f74darYZer295aTI63NSOoZOQTqcB3HPLEBuEn6Layn3K71ZKfzodDQVuyMTm97Qm2g3QPmc0RWTJrzYyMlIxTiKuT05O4vXXX2cO5IcN0WgUd+/eZXy0XC6HI0eO4PDhw/c1+SIhSb4z0rg6rYrSZkH1M8ViMXQ6Xcu/j9aSepp3EvjVtlpJB6oGf6/VItp3KhrWJElL41NzCK0WkmazGWazGRaLBQcPHoTVamVJ9cC9jRkOh3Hu3DlWn45/Sz5soL7OwL2S+IVCgVX2ocZJ/FxvuVwOo9GIYDDIfEGddsA3g3w+jw8//JD1H6f+6/Vgz549ePTRRxsu2xeNRvHWW29heXkZ4+PjHeWTpLHw/aX8P62CSCSCRqNhlb4ehHA4jAsXLsDj8eDmzZvbtoYNCUkyx9brZtjqBaYgzcjICL72ta8xWgt9d6lUgtfrxV//9V/j8uXLjPbzsIIoLcBHloDb7UY+n2fZD/zDr1KpYLfbEQ6HUSqVOragbqPI5XJ47bXX8NZbbwFAXQKStOx/82/+DQ4ePMguk3oF5draGv7u7/4Oly9frmhK1QmgZ9pIPclmQCKRwGQywWAw3Jd9U41yuQyv14u//Mu/ZGd5RwhJQj03TvVm4hfRpRtMrVZDrVazykClUgkqlYqVYeIfYLFYjD179qCvrw/d3d3Q6/UVCx2JRLC6uorp6Wn4/X5Wj+9hRq3npFarYbfbaxZGpeZoVHNxNwhIAlXaqRe077xeLyYmJqDX61mQwWAwsAg5Bbj4oGBhMpncthTYjVArpXC7QZYLBRvD4TCmp6cRCAS2/SzXLSQbuXH4ESu6fa1WK4aGhiASidghPHXqFE6fPg2fz4e3334byWQSx44dw8DAACu3L5VKWQ4oCVUymfh499138Rd/8Rfw+/2Ym5trZA0eGohEIpw4cQKf+9zn4HA4oNPpKg746uoqrly5goWFhbaWrepE0D5///338fu///uMfysSifDpT38av/IrvwKtVguXy1URleWnIXZqgWL+uNo5PrJE+cEs+v5CocB6j1+6dAk//vGPEQ6HMTs727bxrYeW9LgBUBHkIWe5w+FgBSjy+TwGBgZw5MgRLC8v4+7du4jFYhgaGsL+/fths9kYj4o0y/XGRWb2Bx98sKMKMmwHTCYThoeHodfr7yvhlU6n4ff7N02o3o3w+/0VHTyp5mk4HAZwT+DUEpKdrIU3MjZ+7QT6f73g1wmgcoYUEOQXHaF0zUgkgrW1NczOzuLy5csdUxWoJdUeKPqsUCjw1FNP4fDhwzAYDCzDg2gl/f396OrqglarhVgsRjabRW9vLywWC1QqFUuIX8+HVCwWsbKygnA4jJWVlY4PMlRvMLpI2uU4B8DaiNaqjGM0GrF//37I5fKWcwh3KsrlMsbGxvCDH/wAe/fuhcPhqAhCpFIpViSk0y+a9QQev0ap1WrFmTNnYDKZWOWtekCtpROJBGOiSKVSmEwmKJVKDA8Pw+12w+v14r333kMkEoHX60U0GsXc3FzH9LcBWiQk6dbQaDR4+umn8cUvfhFyubyiWyL/tQ6HA8PDwxU/qwfFYhEejwcLCwtYXV3t6NsbqF02nzTkdjnRM5kMwuEw5HL5fUEtvV6P4eFh5hsWcD9KpRImJyextraGUCiET33qU7BYLOz32WwWwWBw2zp/1oONUozpb2rB63A48KlPfQqDg4Po7++Hy+Wq6zsKhQJmZ2fh9XqhVqthMplYR06JRIK1tTWsrq7i5s2b+Kd/+id4PB6kUinmN+4kN0VL2zfwyea1qhnz0Ygan8/nEYvFWDWViYmJjkqIXw/8DKVa5braAcqqqVU5mqoALSwsCG6LDZDP55nG6Ha7IRKJoNPpoFQq4Xa7cfnyZSwtLe2oNazef8Q1jsfjLKXXYDCgu7u7rs+jYrtUplCtVoPjOFZdamFhATMzM5idnUUikahob9tpaFkjMCJw059mannxeBwTExPw+/348Y9/jIsXL1a0pO1UkHCkTJdisVjRz6TVoPS8oaEhqNXq+9LAbty4gW984xusnqSA2qCCIQsLC7h48SK6urpw8OBBdHV14dKlS/jGN76BaDS6o4Jf1Zc1Uf2Wl5fxve99DyaTCSaTCQcOHKhLoaGGbGazmSlI6XQaU1NTCIfDeOedd3D+/HlWcIVy5zsRLe1xUywWEY1G4ff7odVqWRCHhAUJCSoyUO8iUb9uKtbZqRWNOw3Vm5ueUTKZRC6Xg9frhcfjQSwW6yifUKeBMs0ymQx8Ph84joPZbIZIJGK1KXdSqbmNOM/UGjefz7NCzMD9VhH9IQWp2pIUi8UsNTQQCMDr9cLn81W0rOhUcOU6VZhGzGFaFKlUir1796Knpwf79+/Hs88+C61WC51OB5lMxg7l2toarl27VjcfiiJhmUwGc3NzbReSm9X6qjU3ftZSKzVJ6vUilUrxhS98AZ///OdhMpmwZ88elEol/PjHP8bVq1cxOzuLq1evskybVo5ps59d7z5sR8EGrVaLnp4eKBQKGI1GqFQqLC0tYXx8vC1JDJud34N62PPB3zujo6Po7+9nv6MCM9RLicrN+f3+ikvWYDDA4XAgm81icnIS4XAYHo8HPp+P1YbdLjO7nu9tmblNxS5u3LiBGzduwO/3Y2hoCCaTCVarFUqlEktLS5icnMTi4iJefvllBIPBVgynY9DOKDYfdGlJJBIkk0nWf9rpdKJQKOCDDz7AK6+8gnQ6vWMaf9WDVgvKeDyOO3futOzzWwVal3rWhp9ld/XqVdaaAbgnJE0mE/M5ajQaJBIJLC4uVjQMs9vtGB4eRi6Xw+zsLCKRCLNidgLa1vDF6/XinXfeYYsplUrh9/vh8/lYGf3djnalgBHpmc8a4Pc6n5ycxMLCAu7cuYN8Po/JyUmk0+l10013AqjUm1QqxcjICA4dOsSqhQMfsQeILkZ1C6kIBWV7UGXy3ZzS2qxnXC6XWR/7fD7PfLUUgCFhnEql4PV6USqVKvrY7JTi1y0xt2uByufz/Rf8SkI7aUO22lTcKmQyGSQSCR599FF88YtfBACMj48jFAohEokgHo8jHo9jaWmJBbzavf7NXkOxWAyz2QyVSoWvfOUr+J3f+R0olUoolUrGzc3lcpiamsI777yDRCLBfK/RaJSxJdbW1pDJZBCJRDqGzLwetmpuN0tAVdekrP5c/tknHyZZmu22qqrRVHO7mrLSKCg402rI5XJ0dXVBpVJVCGFKFSOC624B+XipIjb5j6jyttPpBHCvCpBOp8P09DQ8Hg/i8TgL2OwGSKVS9PT0wGazoaenBzqdjvnJKPMrn8/DbDaju7sbqVQKiUSC5QpTIWKz2cx6mAcCAVZibSdoPNuFB9HY6PzxM/Do5/Q7ACwjh1/nlJ4f1RTYDuy6/qpOpxP/5b/8Fxw4cACpVArpdBq5XA6JRAKRSATf/e53cf369Zql3nYaOI7DgQMH8OSTT8Jms+H48ePQarXstqaq7QBw/PhxZLNZ/N3f/R3efPNNZLPZjqdM1QuO46DX6/HVr34VZ86cYXnp/KKu1N60v78fZrOZmd/kG6P/k9n4+uuv49atW1hcXMT169d3zVptB0gYEp9UJpOx3ktUepHcQ3q9HkqlEnq9HiqVCv39/VCpVHjnnXfw3nvvbctl1ZAm2cl+BH47h3379uHEiRNIJBKsU2IkEkEgEIDJZIJEIun4/Np6wHEcDAYDent70d3djWPHjsFgMKxrkubzeajVaiSTyY4l7m4WUqkUvb29GB0dZe4GPsjFo9FoHlimK51OY3JyEm63G4FAYEdUz24U2/XsxWIxZDIZo/+R241qTVIrFqPRCLVazXpXtaNQ8npoWYGLdsPpdGJ4eBiDg4MwGo2QSqXQaDSQy+XI5/NQKpWQy+Xo7+9n+d4+n2/HC0rSiPmctFqvoVJhVDC5059nI6A1oBJbZGpvFsViEYuLi4yVsZP85fWg3c+e74vMZDJMgycXkU6ng0ajwVNPPYV9+/axMonFYhGJRIK9Z7uwKXN7q/7JVsBiseDYsWPo6emBXq9nlBelUolisciKZXR1daG3txccx8Hv9+9ogcH3BW00B6rVx+89vlPnvB7oQMViMcjlcmb1bAalUgkejwcTExPb3jxuN4DfWZX2ILk/NBoN+vr6YDab8dRTT+HRRx+tSES5dOkSotHotl5Um/ZJdtohi8ViWFhYQCKRwJtvvgmr1QoATJ0nB/3du3dZUd6dLCAJPp8PY2Nj8Pl8yOVy0Ol0sFqt0Ol07N+pVArXrl2D1+vF/Pz8jp9zLWSzWYyNjaFcLkOv1zO3Q3X3TPq/TCZjfN1oNIpoNMrylZPJJBYWFlh/mt24Xu0Gafv8S5qCOT6fD5lMBteuXUMmk2E+4kQigTt37iAYDG5rVl3dFKDqiFSngV9liHpJV4NMMuLHbfZ26iQKEJWkk0gkUKlUUCqVePzxxzE6Oop9+/bh7Nmz8Pl8+IM/+ANcvXoVgUCgI0j7zV5DkUgErVYLuVzOynzxNRh+0zqJRAKdToezZ8/C5XJhfHwcN2/eRC6XY/7aWCxW0fqiE9EpFKB6UKs9Mf2M+KwUuCEmSj6fRygUYq6iRirL14tty7jZDpCmyM8d5YMe0G4znWjzcByHaDQKuVyO1dVV1j+b0r88Hg9WV1dbstE6AaVSifVyJmwkJOPxONxuNwBgZWUFbrebCcndtkc6BespWIVCASKRCMFgkJH5SVBSA7vtRN2a5HbcPo2CfyBaiU7SJKs/XyQS3Wdu53I5jI2NIRQKdUxUv11rWO0/J+1FKpWyRnKxWIylym33gWwEO0mTrAdSqRQSiaQiGNlqFkY9n72rhGS70KlCcqPv7LTntpPWsFOx24TkdqAlGTf1fnAj4Psr+Dc+Pczd4jznb852zWc3rJuA5oLiC6StCXtkY7QtLXGjz+W3MaCHRr4j+j5+xZCd+lDFYvF9vMbtBP/ia6QyjICdDX5F+lKpVJEgIjz/+7H7Ugk6HIK5KGC7IezBxlC3T1KAAAECHkYImqQAAQIEbABBSAoQIEDABhCEpAABAgRsAEFIChAgQMAGEISkAAECBGwAQUgKECBAwAYQhKQAAQIEbABBSAoQIEDABhCEpAABAgRsAEFIChAgQMAGEISkAAECBGwAQUgKECBAwAaou1QategsFAoVZcsaQacWgK0H1Oie4zjkcrlNfcZurr7S6LPd7B5QKBSsRcdm92Gz0Moaq/Vgs99J3SSpK2EnoVYfHADs7AG167HW+v9668OvVVtPJXpBk2wQO1HA7yYI67917LbakZuZRyPvqVuTpBtnKwu7kx8K3bwCaqNdz5aewXbvpZ1sFXTKGtbCemMqFosNWSsP6kNf7+cADQjJTl7YduBhnXenodP24Xab3JtBp63hRuCPsZnjbYkmudtU9M3gYZ57J6GTnkMnjUVAa9CwkBQgYDvRKS4PfsM6/v93AnbSWDsBdQvJ7QBFoRQKBSQSCaRSKaRSKYBKzZainfl8HqVSCZlMZtd0WGw3qDGbRCIBx3EolUr3ddUT1vV+7ESzW0B96DghyQ/5SyQSaLVanDx5EjabDYODg+jv72dNy4vFIjKZDPL5PAKBAFZWVhCNRnHz5k2EQiHkcjnk8/ltnlHnYT3th9ZcLpfD5XJBqVQiEokgHo+jWCwim82yC4kEZ7s1u07V3CQSCUQiEbtMaJ06bZwCGkfHCUkArMWsRCKBSqVCX18f+vr6cOTIERw+fBilUgm5XA7FYhGJRALpdBoejwdqtRpra2uYn59HMplk2qWAj4QLaefVPDJq4yuVSqFQKGA0GqHVagGArSP/4G93+1l+G9TtBq2pRCKp0Lz5F0injFVA4+goISkWi2Gz2aDX6+F0OrF3714YDAYcPXoUVqsVTqcTWq2WaZLlchlqtRqFQgFarRYmkwnxeBzd3d0Ih8O4dOkSPvzwQxQKBaYF7SRsVmtSKpWQyWRQKpXQaDRQqVQYGBiATqeDWq2GRqNhn1sqlRCPx5HJZKBWq2EwGCCXy2E2myGXyxGJRBCNRpFKpeDz+ZBMJjE+Pg6v14tCobBpYv1mwV+T7RaUIpEIUqkUEokEVqsVOp0OyWQSkUgExWIRuVwOpVKJuYmIvF0ul5HP55lG3il+VgG10XFCsqurC/39/Th27BhefPFF6HQ6WCwWKBQKlvUCrM+wL5VKyGazyGaz+Na3voWpqSmk02nkcrkdIyT5Wh+h3rGLRCImCM1mM7q7u2GxWPDcc8+ht7cXdrsdNpsNIpGIHVq3241IJAKz2Yyuri6W3VAul5FOp5FOpxEOhzE1NYVAIIBEIoFQKNQRgmo7v5/85XK5HN3d3XC5XFhbW2Oat1gsRqlUglqthkqlYi6LYrGIVCrFrCGydnbK/gQ61+3RCnSUkKQbNpPJIJFIIBKJAACMRiMLKBA2Sl8iaDQa6PV6iMVipNNpZjJ28oOtNU8SBPRziUQCo9HIAlpyuRxisRgymQwSiQQGgwFKpRJ6vR52ux0GgwF2u52Z0CqVCgCYkNRoNCgWi1CpVJBKpRCJRCgUCiiVSkgmkwiHw/D7/VhZWUEgEGCujE5ex41QvXe2Og+O46BQKKBSqaBWq6HT6SrIzxaLBUajkWmX+XweXq8XsVgMyWQSsViMmei7CfzLnv7daWmQ9aCjhGSpVEIoFAIA5o+02+1QqVSQyWTMtHkQyEdks9mwf/9++P1+phHlcrm68jW3E9WHWCKRQCwWs82m1+vx8Y9/HL29vbBYLLBYLNBoNOju7maCUyQSMR+jRCKBRqNhZh/5JOlC0Wq1kEqlkMlkTLNJJBLIZrO4efMmxsbGsLKygsuXLyMWiyEQCCCdTm/7wd7Md5PvkP9+Mns3OwaO46DVamGz2dg+lUqlcLlc0Gg02LdvH/bs2YNSqYRCoYBkMokLFy5gdnYWCwsLGB8fRz6fZ5f4TsBG46T9KxaLmfVH7gZinuwkdJSQLJfLyOVySCaTiEajWFtbAwBEo1Ho9XoolUqo1eoHpoSRn0cmk0Gr1SKVSkEmkzHtiL6rUzMPqrVisVjMBJ5cLofBYIDL5UJfXx/sdjscDge0Wi0GBgZYIZL1kMvlkEgk2PzL5TIymQwz/QqFQoWQXFtbw8rKCjweD9xuN+LxOKNaddq61YNqTZ1+thXw10EqlUKtVkOhUMBut0Ov16O3txeDg4PMUkqlUpidnUUkEkEwGGQBH/Kz70RUs1JEIhGzbIi+R/5Z8sfSfDv1HBKaJiRp85E/i/7mVw160CKUy2XEYjFkMhmk02kEg0FoNBrMzc3BbDbj4x//OJ5++mkW+a722ZVKJeTzefj9fqRSKWQyGSiVShgMBvT29iKbzbIHE4/HmYOdDn0nONFpHnK5HBaLBVKplM1ldHQUn/rUp2A2m7Fv3z4YjUbm7yINZiMUi0W89dZbePPNN5lbgw5nqVSqcFXk83kUCgX4fD74/X4kEgnEYrGKtdoONOMgNeswkv+7WCxifHwcHo8HJpMJPT09MBqNGBkZgdVqRVdXFwuW0bPt7+8HAGQyGczMzCCVSlVc4jsNpD2bzWYcPnwYBoMBw8PDcDqdTB7wfbFjY2MYHx9HMpmE3+9HPp9nLrFOQ1OEJP8WIRWbzMNqusiDEs/JLI5Go3C73ZBIJJiamoJKpYLFYsHjjz8OmUwGsVhc8d18IUkR2VwuB7lcDo1GA7vdXuGT9Pv9yGaz91FbOgGlUglisRgmkwkKhYJtov7+fnz2s59l5rVMJqtbC6I53rhxA9/5zneQyWSYbxFYX5vqlDUhbHY81WW2tqo90t4mM3lhYQFLS0sYHR3F8PAwdDoduru74XQ6odfroVAo2HskEgkcDgdKpRJWVlag0WiYgrBTIRaLoVAoYLFYcOLECbhcLjzxxBPYt28fgI/2XzKZRDabxSuvvMICgqQU0cVMr+8UbFpIkuZI2Rl0qMkvQ1oQ8NGE6eadn59ntJJkMrlhMIXeUy6XcfPmTbz00kuQyWRQqVQVAQa6rfL5PNbW1tiiG41GmEwmdnMTYrEYQqEQstksgsEgcrkcVlZW4PP5WBSST9mgObcLMpkMJpMJer0ee/bsgUKhwNGjR6HValmgZjPjIdoOaYSEZm1K8oHyzantjn7z/803txsdF2na1ewD4vWKxWLodDr09PTAarVCq9VCoVBUPCt6rclkAsdxOHDgAJLJJNbW1nDp0iUEAgEmePnfUb0HO6EKEc1FJBJh//79OHToEOx2Ow4ePAij0QidTlcxTvJNikQiDA4O4syZM0gkEti/fz9yuRyLGRD4cmN8fByTk5Pb4uapW0jW2mykMZK5t3//fpw8eRImkwmHDh1im0Qmk7HDEgwG8b3vfQ93797FysoKlpaWNiz+WSqVkEgkwHEcfvrTn+KXv/wl88uJxWIkk0nk83nI5XIolUrm1xSJRHjiiSfwyCOPwGq14sCBA1AqleyhkpmdSqUwNzeHSCSCt956C5cuXUIqlUIoFEI+n2fmVDs3JUVL+/r64HQ68fGPfxxHjhyBXC6HWq2uKEDaKPL5PJLJZMv8XwqFAmq1mvmWqThus75rM5Hp6ihrtVZZ72fQ3qn1mXQ5OBwOHD16lCkMGo3mPteQVCpFb28vurq60Nvbi0ceeQSzs7OMVhWJRJDP5yvGS+PcyrNvNjiOg1wuh1wux7PPPot//+//PYsbkB+yOolBrVYDAB577DGcOHGi4uzXehakrX/zm9/E/Pw885m3Ew1rkrUeEC2AXC6HSqWCTqeD2WyGTqdjxGYAzNTo6upCMplEIpGAx+Nh2uB6m5UWL5lMIpVKQS6XI5/PQyQSsduHyNMAmH8tFoshkUiwzBG+M5k+lzQ2EvZ0EKoP1HpzbxXEYjEjg+v1epjN5ppBh3pAftpEIoFwONyy25isCroUOwXV5jXf9bPeOPkRWjrstC9q+WT5+4Uiuvxq9tUg60upVEKn01UI0/WecadokTRH8kFSZN9isTDf+IPmQMK1HuRyOWg0GsY7bTc3dlNCkp/Wxjd1pVIpVCoVVCoVjEYjy94gocRxHNRqNb7whS8gFovh+9//PjweD9LpNMsPfhBIU4xEIuA4jtE3KBDBH+ft27cRjUbR3d2NdDoNg8EAh8MBvV4PmUzGDjNxDhUKBfOL8B8Cf+O3GnzNxGKxwG63M+1xMyiXy/D5fPizP/sz3Lp1C7Ozsy0NDqjValitVkSjURYYa+aGbvSzqn3hJORq/Y4PEmJGoxEulwscxyGdTqNQKCAWiyEWizE/G32uWCxGJpNhF7/L5VpXSPK1WHJNkNa90fi2W0AC99ZGoVDAbDbjs5/9LPbu3YujR49uyQ30IMhkMmg0GlaroWOFZLV2VUsjIQqATCZjtwVfSMrlcuzduxeFQgGXL1+GSqVipOV6+VPkp+SDn7lAY/T7/Wzj9fb2IplMMj+pQqGARqNh2o9cLmdZKOuZYe3coCKRCEqlEiqVqi5uKB/VtIp4PI4PP/wQ58+fb8VQGWgtlUol0un0tvsja6HeMRGDgoQ+x3GIRqMsm4tvAhPo0k6lUoxH+iDtny74QqFQM7rdjCBTs0EWmUajwd69e3Hs2DG4XK773Ap8bOUs0QVE9KF2r0dDp4/PreNvEAqSzM3NQSQSobu7G2azGQ6HA06nkzmpCTTp48eP49/9u3+HxcVFvPHGGwgGgyzizPcb1dJG+OmJ1ZuV/p1KpVAuf5TnrVQqYTQameCh6DBRla5du4ZgMMh8kesVK2gl+L5evolXL7LZLN544w3cunWLjTkYDGJpaalVQ2Yol8uIRqOMpbDTSMMEiUSC/v5+dHV1YWBgACdOnEA+n8fNmzcRCAQYf5S0Pto/9Lx0Oh0j6K/37IiXeuPGDfzyl7/E6uoqlpaWkEgk7suH5+/t7aYIcRwHm82GI0eOwOFwoLe3l7EwyH+YTCYZ1UkikcDn82FmZgalUomxMqxWKywWC8sUW2+diKJGWXh0LtuJhs3taoFBYX2O4zA1NYWVlRUMDAygv78f8XicVZQB7o8GPvLIIzh69CiuX7+OmZkZAGBRb76QpEIBfJOJhAgJwGo/RblcRiKRQDKZRDAYxPz8fMUYCPybvpapw/+8dmhF/LnxfaP1IpPJ4Cc/+Qm+853vVJhr7RBYFHSgdNJW+T1b9dkEsViM4eFhHDlyBAcOHMAzzzzDgl1zc3OMAcFXGMgE5Lh7GVE6nW5dHyO9PpvN4tq1a/jbv/1bJhwfJADa9SxrgeZit9vx5JNPwm63o6+vr0JI5nI5hMNh5PN5FpOYn5/Ha6+9hlKpBIfDAY1Gg9HRUSiVSsjl8nUvE74rIp1Ob1v65qaE5Ho/J+pMIpGA2+0Gx3Ho7e1FLpercIATxGIx5HI5jEYjow2kUqmKij18TbCaskLcskwmg3g8Dr/fX9NcedCi1nvw2vFwaJ75fB7BYBAqlQrpdHrD19M6zM7OYm1tDW63u+3Vefjj2enfwXEcy32nSC1dAD6fD4lEomYh4mKxyLK8KNBQ6/Dn83lMTU3B4/FgdnaWWWLbrSWuB76g5zju/7d3bT1tpVf7cYzP3j5gG4MhxBwDgaRKonSkSdNRNdVI02rSidSrSpXam/aiF1X/Qn9Db6pRqx5UqVKlKFU7SpOO2ukkowRCmXRIIAQHYxufj9snjDH4u5hvrdk4hkDAJ2Y/EkomGuy93/3u9a7Ds56FUqmEWCzGPM9yucw/pVKJozHyGldWVpjFUigUoNPpsLW1BVEUYbFYMDQ0xH3vVMyhQq3X60UqlUIkEmlZ+uZYxzdQbiUcDuPjjz+G3W5nJRqtVluXN3Xq1Cm43W787Gc/2/ViS+cqE3GcDEilUmFj6vF4EI1GMT8/j7t37+4q3hznvTUL9PJlMhk8fvwYkUgEExMTOH/+/J7/f6VSwdLSEn75y1/C4/EgHo83+aqbh2Y8K6VSCZvNBrfbDbvdDoVCgUKhgMePH2NmZqYuhYrCbb1ej+HhYS5a1kMul8Mf/vAH/OMf/0Amk+H8ZTuC8szS9zYej+M///kPBEFAKBSCzWbD8vIylpaWODSW5mPJcQKwq2VRo9FgbGwMP/jBD+ByuTAxMYG+vj6mBUUiEXzwwQdYXFxseMFxPxxr7zZZ+nK5zJwvabvVXslbvV6PgYEBVKtVPn3p5Qewa5QAhSr5fJ4rXRqNBqFQCBaLhWlCnZoPA770nrPZLHQ63b6Gf2Njg8nIKysrePHiRROv9OSBXmwq7Ek7ZYrFIrLZbF2OKR34REUjab962N7eRjgc5jxdOx3SUkgpTbXpHyJ/i6IIAAgGg/B4PEyEP6hB6+rqQjgchlKpRF9fH0wmE7/7oigiEAhwn3vttRFdT1qXaMR6NkTgYmtrC+l0mpXDice4F4jyQjmdWsqNVOiBDKlSqYTRaMT09DSGh4cxMjKCN998E4FAAL///e/x4sWLtt18B4GU1rTXhqtWq/jXv/6FW7duIRQKnWgPktDInCTtQ51Oh9OnT2NycpINnkajgSAIsFqtLPJBUCqVcLlcsFqt6OvrO1COTVoUbEfQO0bthiTPJwgC3G43rly5wroCW1tbu4RVDnNPkUgEN2/ehNlsxsLCAoaGhnjfx+NxrK6uIpvNcspOSjekfCgdXuVymduNjzM0b4iRJOMIfFFIkIpc1EO95DYtRj1QfhMAE8XHx8dx9epVLC4u4vbt2x3vUZHHvF8yf2dnB0+ePMGf/vSnluUgW4VGEIqlZHgSIK7HAa717IlP2d/fD6vVui8jgYxjO2kF1ILumRR8qLhCXUTj4+O4du0aFAoFlpaWEI/H93WC9kMmk8HDhw+h0WhQKBSwvr6Ozc1NFItF5PN5VsMnB4quS6vVwuVyYWBgAKIocrMEaTYAx3eQNkwqjV7yhYUFGI1GjI6O4tq1a9waeNxcJ6qAdTL1RAoKN6irqJZzR6FFq7yRZnc9NAMqlQpWqxU2m43DbODLtaYXV3ogUafZ1NQULl26hImJiT15ralUCsvLy4hEIqyb2q4gr1cazRmNRlgsFlgsFgiCAIVCAYvFgkqlAq1WeyR1KNKSValUHMqXSqVdRVxqa+zp6eHCmlqthtlshkajgSiKiEaju9S+9tujB7VBDTGStMAbGxv46KOP8PDhQ7z77ru4cOECbyAqxhCOajQ3NzeRyWT2zBl1GsrlMqLRKHcj0TgAWj/yRpqZzK5ti5MaylYZ6uP8bq1Wi/7+fu65lhLGK5UKMpkM4vH4S1Q0vV6Pt99+G9///vdZvFgK+oxQKIRbt25hfX0dPp/vWK65UaC9RV5xV1cXz57q7e1ljmMul2Ni+VH69CuVCtbX11lsppanTNxhs9mM6elpnt2k0WjQ3d0Ng8GARCIBr9fL/OhXRa8HRUM9STp9K5UKIpEIN/GTEoj0Yg9z0RqNhnloJCyQyWSwtraGQCDwWhXudgM95HK5jEgkgpWVFQ5/AHCHRjKZbIqB0mq1sFgsUCgUu0i9J8FrJ9CeJe5vOp3mcFMqNEzrTQPTHA4HrFYrG9ZaJJNJpNNpeL1ehMNhxOPxtt6j0i4fWg8SgyE9hFKpxAeC0WhkziOA154nRU0klGaqvSZ6PqVSCUqlkh0xnU7HKb5GCEI3VJm8Wq1ic3MT5XIZDx48QDgcZgrAXkZR+u/SE1v6p9vtxne+8x3Y7XYMDAzAarXi3r17+M1vftO07pJGg7yXfD6PP/7xj/jnP/+5y0uhjg2/399wQ6VQKHDmzBncuHEDarUad+/exfPnzzl31EwvstZ7rMeYeN3rofntW1tbmJ+fR7Va5Xnv1IdOrasAMDAwgBs3bqC/vx+jo6N193SlUsHf/vY3/OUvf0E6neZDnHL27QopSV4UReTzefzvf//jSjMJC/f29sLpdGJoaAiDg4PI5XIIh8OHzpGTrSBSfm2ERMY6Ho/j0aNHu0ZDkJdJ3OLa5pO9vu+gaPj4BnqBI5EIIpHIgX6ndqPXGsl4PI6pqSlUKhUmrAaDQczNzSGXy7Ut5+ywIEPp8Xjg8XjYqyGaVTOS/5QsFwQBExMT0Gg0mJ+fh9frbbmK9F6UstcFaQKQWnYgEAAAOJ1Ozo1RBEQtduPj4xgcHITFYtnzM9fW1nD//n3usumkVNDOzg4bPEo59Pf3c0RIOUHKVRL75HW/az8mBwCuOwDNm9jYVjNuCLU3XfvfsVgMd+/ehclk4nzEkydPUCqVDrxgdPoAYGPT7ptXumEbXbAh42g2myEIAlwuF2t4UjjaisFV9Q7PWryON0n5RRIVKRaL7JXQqA8a7kUCFlarFUNDQzhz5gxMJlPdayUqVz11qU4Bhd/EXyTxFZJBVKlUmJycxPvvv8+C2vF4/JWsluO4rmagLY3kXqBFicVi+OijjwC8PL7hoKDG+kaSUI8bzZwtQ4eIxWLhZD15S1KKV7MhTcHUehKv61nQZ5GR1Gq1KJVKSCQSiMfjePHiBcrlMrq6uuByuZBKpSCKIivenzlzpq73REaFcsudHOFI3xFq2yQjSYLbvb29+Oyzz3D//n3usz4JOetDK5O3iyE5zIaTyre53W7YbDYeXETjHkiNPJPJdIRX2QgYjUYWK+jp6YFer4fD4YDNZsPg4CAEQdhF6gWavx/qeY9HDbNpZjYN7zKbzbDb7TCZTEyo3t7eRk9PD7fY5fN5TE9P8xiR2mugjql8Po9isXik62snUKWbCPZ0ONC/kVC0IAgvyRcC7WM/DoMDG8n9pMnaHSqVCmazGd3d3fjpT3+Ka9euce9oKpXCp59+ikgkgnv37mFubo67Ir5qGBwcxNWrV9HX14dvf/vbcLlcbCQUii+0QJPJJM9taYX3LTVG9dR1Xgd2ux2Dg4Nwu914//334XA4oFKpoFQqYTAY2IOu9eRp8FW9pgeaghiLxXbRhjoZ5HET7cZqtUKtVjNXtFqtwmKx4PTp0/wOkUKYNJfbaWtxpEFgnXCzCoWCRzQ4nU4MDg5iZGRkV9LZ5/NBoVAwhYN+OuH+jgK6T71eD5VKxeNPXS4XhoaG0N/fz7k0ys2RuMNJAe0PQRBgsVjQ09MDp9PJa0PeNfUIA1+mIvbzYKnXm+hSJwlUUJTOZ9/c3ESpVGKvuVEK5a3Aa6kAdYoBoZD63Llz+PGPf4z+/n6cP3+eVcgpt3L27Fk4HA7Mzc3x73bC/e0F2pxEjyDOpfSeSKZOEATcuHEDly9fhsPhwODgIAwGA7q7u1GtVhEIBODz+RAKhTA7O4tEIoGnT5+2LNckzT/uRQM6zLNTKBQQBAF9fX1wOp2wWq0wm83sQZNHSWtIcmivquASh5Xa6k4CyAuMRqOYmZmBRqPh+xNFEel0GqIoYnl5GcViEblcDsDLSvmdhkMbyXoJ83YFbXKXy4V33nkHp0+ffmlWjVqtRl9fH4xGY90KZaeCQhx6wWvDHKkE/5tvvonr169DrVbvasfb2dlBMpnE6uoqlpeXcfv2baTTaeTz+ZY/eyogHCX1I1X8sVgsMJvN0Ov10Ol0bBylUYVUaPdVXhIxALLZ7InxJGmtRVFkbYTPP/8c8XgciUQCsVhsz2fR6v1yFLyW6G4n3DCNkSCKRjKZBADe/LFYDIFAABsbG3waLi4uNr3Vr1GoPb3pmdGAq/7+fnzzm99Eb28vRkdHeYqkQvHFLJcHDx4gGo3ixYsX8Pl8iEajLHDcLhXLo+5DWqNYLIYnT54gHA6jUCiwYG6tMjylGcbGxjA6OgqdTge73V63V3tjYwPPnj3Ds2fPEI1G2+qdOaqTI4oinj59CgAIh8PI5XI80+gk4tiUydsJROc4d+4c3n77bRgMBpYS0+l06OrqwqNHj3Dnzh2Iooi1tTUUCgVm/Hc66BnVGnzKv2m1Wpw7dw6/+MUv4Ha7eTY6IRaL4de//jXm5uZQLBZRLBaZztJOh+RxXEe1WoXP58P6+jpOnTqFv//973u2ypJnfv36dVy/fh1Op5PbY2s/M5/PY3Z2Fg8fPmw7haajpsui0Sg7HZ3CMT4KmsKTpJDGZDLtoktQspfGPhw2l0TGUHoykiagSqXCzs4ORFFklj7l4ZRKJQKBAOLxOI8HPUk0DSmq1S9mnRO1x2QywWQyYWhoiPuNKf1QLBYhiiLC4TDToUiW/yRDqoK/H8hIUjcO9RlLUSqVuO+bDt528bylOIo3KW1qeF2Qp04zsEiX4NSpU6xLQC2R1F3WqrzmsY5vqAdajJGREXzrW99iXtmpU6ewurqK1dVV9uYO2vRP+n5KpRKCIHCDe6VSYYOg0WgQDodx8+ZNzidJ7yWXy7EwcLuKDdRSS/YqVOwHkrP63ve+h+HhYR7SZjab4XA4dn3H8vIy7ty5g2AwCL/f39ZjBVrhuVA+kqYmXrlyBZcvX941liQYDGJ+fh5ra2tIpVJtrRvZShgMBgiCgNHRUdy4cQM2mw1msxlarRa5XI5znB9++CHW19d54gBV1oHmTY5suCdJxROLxYKRkREIgsC5r+3tbeRyOSiVSkSj0QPdNHmPpP4jCAIMBgOfPCQOqtVqEQgEEIlEsLW1xS98p2xaKRWpXpGg3n3U62UmL97tduPcuXMYHx/H+Ph4XW6fKIrweDyIRCLI5/Nt6QG1GtVqFel0GuVyGX19fRwJUURTKBQQDAYRDofbtk+7lYVXcpB0Oh0EQYDT6cT09DSPnjYYDEilUgiHw1hfX8fs7Cyy2SxfL7V5kvhGM3iXDTWSKpUKX//61zE1NYXR0VG88cYb0Ol0/IIODAzg4sWL2NjY4Alr+92wNFckddcptKbNqtfrAQD379/HzMwMstksgsFgRxFZibSrUqnQ19cHu90Oo9EIh8OBzc1NPHnyBIlEAhqNBhqNBuVyGaIo7to4Op0OJpMJAwMDGBsbw8TEBGw2256VWZp0l06n25YLWU8lqtkg4xeLxfDZZ58hkUhwJ9f6+jru37+PaDTK81/aDfX0QJsBvV6PyclJ2Gw2TE5OYmJiAk6nEyMjIzxPSK1Ws0aAxWLBD3/4Q6RSKU77EGe3UCjg3r17PG0yl8s17F4abiQvX76M7373u+jt7cXZs2d57ELtAzrOG6TTZnNzE36/H11dXQiFQm0bOtYDdTFotVoMDQ1hbGwMTqcTExMTrOe3s7PDOUYacyodl0H8v4GBAQwPD7Oc115GUipc3K4FLNo3rTSWJFgRjUbx+eefI5VKwWAwwGw2IxwOY2ZmhufHtyNaRfLWarU4f/48hoeHce3aNXzjG9+oSzqnJg8AOHv27K40E01jTCaTTLFKpVINpaU1XE+SJqqZTKaXNvd+LWZH/V6FQsHfTQakk6DX6zEyMgKLxYKpqSmMjIywft/GxgYuXbqE3t5eVq2hwUnlcpm9SUEQYLPZ4HQ6YTab9zWQwBcalZlMBrlcrm1D7XaKBDY3N3nGuclkgiiK8Hq9PMXzVdfayqaMeqT8RoG8RZvNhqmpKfT398Nmsx2oK6d2z0qFj5slTNNQI7mzs8MqKmq1uimGSrp4yWQSHo+HvatOAG0Kh8OB9957D4ODgzh//jyGhoZYuWh7exsXLlzgWc8kBEsUHarWEieSQphXbch8Po/19XWIotgR6yUdJ9oKpNNpPHjwAFqtFgsLC7BYLDzd71VGklgerUgB1dLCgMYePhcvXsTPf/5z2O12uFwuGAyGXU0LhwFV1knMmyrfjUTDPclCoYBkMsk/BoMBer2eizf0glN4Ry927edQL6y0e4F4f/RZtOmI20ck11boHh4VpLZCXTFWq3XXpjIajXV/T9oZAnx58lJf7X50l0wmc2K4os3A1tYWE+xPnTqFXC6HZDJ5qOJgp7T4vg40Gg2Poh0YGIDdbofVamUxjNpmB6L+0N+lniKt0ebmJkRRRCqV4tEwHW0kK5UKFhYWsL6+jrm5OczOzsLhcODdd9+F2+3mUDGXy7Fm3+joKJxOJ3/Gzs4ON9F/8skn+OSTT1CtVrmtbnp6GgMDA1ykyGazmJmZQTQaxcOHDzl31ykbkTZEIpHAhx9+CIfDAUEQMDIy8lJL5V6gwyebzXKnzMLCAhKJBMLhMMLh8K7vI3i9XlZ9bndIQ65WgZS6aa27uroOTJtq5fXXUskacQ0qlYojoDfeeANOpxNGo5FrEtJDm7xCv9+PZDKJVCqFYDDIKSQS06biLHmSz58/53EbjYxSGx5u00vp9/vh8/ngcrkwPT0Nu93OniDRJkqlEpxOJ3p6evgziMdYLBbx9OlT3L59G9VqlQVSadFMJhMcDgcSiQRmZ2d5KFinekX5fB6Li4swm82IxWK8CV5lJKU5HEpwx+NxzM/Pw+/3Y2VlBSsrKx1zaOyHVt8DDaICcGgR4lZeeyONI4FaX6empnDmzBkeFkbfWy6XUSwWsbW1hUKhgFKpBK/Xi2AwiEAggKWlJeTzefj9fq4pSFNpzUTTlMkpNFEoFLh79y4WFxdZpDOXy7FBe/78OWw2G/8ehdnlchmPHj2CKIrsSRYKBTx+/BiRSAR6vR5GoxH5fB4ejweJRKKj1VeIB1YqlRAIBLCwsMBhi0qleimfQ/NZNjc3MTs7C4/Hg2w2i1gsxn3pmUyGRYU7Fc14wfcDpUG6uro4TdRpRcFGgrraDAYDS+5ZrVZmTjx48ACRSASlUmlXt93W1hZCoRAymQzS6TTPz6ZIsJXRYNOMJLnUqVSK+2RrFVYA1A0paXFI25CgUCgQi8XqflYzRx00AmT0FAoFlpeXYbVaMTY2xl0ytZVBEjhNp9P485//jJs3b+4q5khzPJ2MVhp4qeisTqd7aT92ChqxhrQ2KpUKJpMJZrMZQ0NDmJqa4plBPp8Pv/rVrzA7O7vrOuhPqTGU5tRbjabOuCF3+biko/Z76U9CQpzuL5PJIBQKwWQyIZPJ8JRIKYk+l8vB6/VyOxfxxtphk3UCpIrbKpWKmxQA7DqEAbAnmc1m4fV6eQb5VwXkyKjVavT09HD/P41JMZvNMBqN6OnpgcFgwMbGBqtupVKpjovwOmoQ2GFwEgwkhdxPnz5FOBxGNBpFd3c3dyxYrVau5C8vL+O3v/0tAoEAnj171lHFqlaDjN7g4CDee+89OJ1ODA8Pw+l0QqlU7lL5qVarHBIuLS3hd7/7HaLRKLa2ttqWW3pckHrSRqMRTqcTP/nJT3DhwgWmmlE6QqlUoru7G0ajEf/+97/xwQcfIB6PY21trdW3cWicWCN5UkBKRuVyGZFIhIVNc7kcNBoNCoUCCwI8f/4cPp+v4/OOzYZKpYJOp4PVaoXb7cbg4CAmJydx+vRp1gkAvjy4otEo53pJoPegSkKdDDKSNPTLZDJhbGwMX/va13hmFIGKM5VKBaIoYmlpCZlMpuO8SEA2km0NeimJDL+8vIybN29Cp9Phzp070Ol0TKiNx+Pw+XxsUGXsD+r/7+rqwtWrV/HWW2/B6XTi4sWLPC2RpLukvwMAOp0OFosFvb29mJiYgNFohN/vRyqVeon/dxJQSzg3mUyYnJyE0+lELpfD6uoqrFYruru7WZGd9AX8fj/m5+dZsrAT0xKykWxj0KYkQ+jz+VjHUJr0bnXFt9Mg9YjUajUuXbqEH/3oRzAYDKxKvlcLJ6kqVatV2Gw2uN1uqNXql5gDreZwHjekozKIt2uxWFAoFBAIBLC9vQ2tVotyuYxkMolsNotPP/0U//3vf1m9vBOLXIBsJDsKUgKybBhfH9JqaqVSwerqKj7++GOuWpMmqSAIEASBebvE6/N6vVhbW0MwGITX60UymUSpVDryzJ12hnS/5fN5rK2twWg0olAowGAwwG63w263M9VvY2MDHo8H8Xi8LWYiHQWK6gGv/qSMhzwOvO4Dl9fwS7TDGpK3aDabYbVamVqlUqlw5coVjI6OYnJyEm+99RYUCgX8fj9EUcStW7fw17/+FaVSiXU3yTiS+HMzjGWr1rCrq4snjpJkIRW/pBS8UqmEcrnMh1E74iBrKHuSMr6yIENGba9kNNVqNUKhEPR6PUwmE0KhEAAgFApBFEWEQiGEw+FdfcPS/GUne00HAfVYS9EOOp+NwrF4kid5geqhHbygTkc7rSH1ukv/TvQVs9nM4XahUEC5XEYoFEIwGNxVpCEuZTO5qe20hp2Kg6zhsRhJ6QkqG8m9IW/OLyGv4dEhr+HRcazhdj1hBWmVUKrt147jR9sBJAFXb13kdZLRLLSDU9NJ0eeBjWTtLGIKS2jMADX8S4dtHXdjeu0J2O6LWwsyktI1kd5Dp91PK9DKIVYnBdJ92GxOZ639IDvRzs/z1eKE/4/9pP9rJ/u9akzAUXASQoWTcA8yThaavSc76R04cE5ShgwZMr6KOLAnKUOGDBlfRchGUoYMGTL2gWwkZciQIWMfyEZShgwZMvaBbCRlyJAhYx/IRlKGDBky9oFsJGXIkCFjH8hGUoYMGTL2gWwkZciQIWMf/B9xe+8O2sz+bQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 10 is 1.92808198928833 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 11 is 1.6857068538665771 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 12 is 1.7024905681610107 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 13 is 1.6898703575134277 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time for epoch 14 is 1.943847894668579 sec\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 16 Axes>"
],
"image/png": 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