{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"authorship_tag": "ABX9TyMgk34jLHoZR4TY0X0kRy+w",
"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": [
"
"
]
},
{
"cell_type": "code",
"source": [
"# To generate GIFs\n",
"!pip install imageio\n",
"!pip install git+https://github.com/tensorflow/docs"
],
"metadata": {
"id": "-6MzSF1AFcSr"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "d3OaEVoWJZL4"
},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"from tensorflow.keras import datasets,layers\n",
"import glob\n",
"import imageio\n",
"import os\n",
"import PIL"
]
},
{
"cell_type": "code",
"source": [
"(train_images, train_lables),(_,_) = datasets.mnist.load_data()"
],
"metadata": {
"id": "EHizUANNLvwI"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"BATCH_SIZE = 256\n",
"BUFFER_SIZE = 60000"
],
"metadata": {
"id": "HclLLs5QMCbP"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"train_images.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "C98a0lT8M1cY",
"outputId": "77bee8eb-8a98-4d90-ccfa-9319509f84aa"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(60000, 28, 28)"
]
},
"metadata": {},
"execution_count": 26
}
]
},
{
"cell_type": "code",
"source": [
"train_images = train_images.reshape(train_images.shape[0],28,28,1).astype('float32')\n",
"train_images = (train_images - 127.5)/127.5"
],
"metadata": {
"id": "E-5_sgmPM-PP"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"train_dataset = tf.data.Dataset.from_tensor_slices(train_images).shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
],
"metadata": {
"id": "bnV-TrtqPHiO"
},
"execution_count": null,
"outputs": []
},
{
"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",
"\n",
" model.add(layers.Reshape((7,7,256)))\n",
" assert model.output_shape == (None,7,7,256)\n",
"\n",
" model.add(layers.Conv2DTranspose(128,(5,5), strides=(1,1), 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",
"\n",
" model.add(layers.Conv2DTranspose(64,(5,5), strides=(2,2), 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",
"\n",
" model.add(layers.Conv2DTranspose(1,(5,5), strides=(2,2), padding='same', use_bias=False))\n",
" assert model.output_shape == (None,28,28,1)\n",
"\n",
" return model"
],
"metadata": {
"id": "HdyxIsthPiS-"
},
"execution_count": null,
"outputs": []
},
{
"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": "EFwsuhOeVDg_",
"outputId": "b2d0eb93-a9e4-488e-ca47-ddf02266567c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 30
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"generated_image.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eAZv-h3cWxxu",
"outputId": "9e44058a-f6f7-410a-c704-e8c95b359b4b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"TensorShape([1, 28, 28, 1])"
]
},
"metadata": {},
"execution_count": 31
}
]
},
{
"cell_type": "code",
"source": [
"def make_discriminator_model():\n",
" model = tf.keras.Sequential()\n",
"\n",
" model.add(layers.Conv2D(64,(5,5),strides=(2,2), padding='same',input_shape=[28,28,1]))\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Dropout(0.3))\n",
"\n",
" model.add(layers.Conv2D(128,(5,5),strides=(2,2), padding='same'))\n",
" model.add(layers.LeakyReLU())\n",
" model.add(layers.Dropout(0.3))\n",
"\n",
" model.add(layers.Flatten())\n",
" model.add(layers.Dense(1))\n",
"\n",
" return model"
],
"metadata": {
"id": "NnzRqlKYXqEG"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"discriminator = make_discriminator_model()\n",
"decision = discriminator(generated_image)\n",
"print(decision)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Vb6G5wxgZTt2",
"outputId": "a24cc088-3433-447f-8e4a-7d69784d3032"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tf.Tensor([[0.00166923]], shape=(1, 1), dtype=float32)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
],
"metadata": {
"id": "SqNLf8vxZu0F"
},
"execution_count": null,
"outputs": []
},
{
"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": "YtsdagTwewXE"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def generator_loss(fake_output):\n",
" return cross_entropy(tf.ones_like(fake_output), fake_output)"
],
"metadata": {
"id": "cC5-d6HCGcEK"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"generator_optimizer = tf.keras.optimizers.Adam(1e-4)\n",
"discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)"
],
"metadata": {
"id": "qNFdzQnIhG7z"
},
"execution_count": null,
"outputs": []
},
{
"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": "cCLaOMGhh4TU"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"EPOCHS = 50\n",
"noise_dim = 100\n",
"num_example_to_generate = 16\n",
"\n",
"seed = tf.random.normal([num_example_to_generate, noise_dim])"
],
"metadata": {
"id": "uuWtPt2hiNH8"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Notice the use of `tf.function`\n",
"# This annotation causes the function to be \"compiled\".\n",
"@tf.function\n",
"def train_step(images):\n",
" noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
"\n",
" with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
" generated_images = generator(noise, training=True)\n",
"\n",
" real_output = discriminator(images, training=True)\n",
" fake_output = discriminator(generated_images, training=True)\n",
"\n",
" gen_loss = generator_loss(fake_output)\n",
" disc_loss = discriminator_loss(real_output, fake_output)\n",
"\n",
" gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
" gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
"\n",
" generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n",
" discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))"
],
"metadata": {
"id": "4S2iUizRjZsU"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def train(dataset, epochs):\n",
" for epoch in range(epochs):\n",
" start = time.time()\n",
"\n",
" for image_batch in dataset:\n",
" train_step(image_batch)\n",
"\n",
" # Produce images for the GIF as you go\n",
" display.clear_output(wait=True)\n",
" generate_and_save_images(generator,\n",
" epoch + 1,\n",
" seed)\n",
"\n",
" # Save the model every 15 epochs\n",
" if (epoch + 1) % 15 == 0:\n",
" checkpoint.save(file_prefix = checkpoint_prefix)\n",
"\n",
" print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
"\n",
" # Generate after the final epoch\n",
" display.clear_output(wait=True)\n",
" generate_and_save_images(generator,\n",
" epochs,\n",
" seed)"
],
"metadata": {
"id": "7uJw8ehiFJwb"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def generate_and_save_images(model, epoch, test_input):\n",
" # Notice `training` is set to False.\n",
" # This is so all layers run in inference mode (batchnorm).\n",
" predictions = model(test_input, training=False)\n",
"\n",
" fig = plt.figure(figsize=(4, 4))\n",
"\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",
"\n",
" plt.savefig('image_at_epoch_{:04d}.png'.format(epoch))\n",
" plt.show()"
],
"metadata": {
"id": "4F_83IdoFMJ5"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from IPython import display"
],
"metadata": {
"id": "JrMbpQd7H3ix"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"train(train_dataset, EPOCHS)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 345
},
"id": "UiVbUgiBFNzJ",
"outputId": "efa9c03f-4229-49a7-db7f-8f70d483e7ce"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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EcDjEYrHAZDJZqf/TCoo/th7rMYhj4LNpLRnylstlPHv2TOAHhiiz2Qz5fB5XV1fI5/P48ssvcXFxgel0KrVnhBuIPxaLRTx//hzJZFLKV+7v7/H69Wu0Wi2x9s1mE+12ewVL03zR4T7n4JKHfWW4tey5Qn0X3KP/z+QXeacVZSwWE0+FSS9itbPZTEpUmBjUhmY8HqPX68m16XRaQu0nT54gHo+j0WhgOp1iOByi3+9jMpn4KixXuOia82PxUDsG+hr7936/j36/j3a7LaF3LpcTPDGRSKBcLgvmywRWq9VCr9cTmCydTsPzPPT7fTE0hIyoC37729+i1WohlUqh1+vhxYsX4o265rYvnm3sSVpy4ZBB17iEgkKZSqWQz+dRLBaRyWRQLBaRTCYFMM/lcit4m35ZWlECqy+bmMhisUCpVMJgMJBEhi0p8Bv/pyCrRBiCcLHm83kxGIQlxuMxRqORZBnJRy5uzocYL8OWTCYjcAa9zFwuh0qlgkgkgmq1isViIYvaJWib8OVTY5WbeEg2StLdsClT5AXw4IEyGopGoxgMBpLMoedOT5ShJvslhjG42iPWc9lnaUsYooOgK0o0aWyQlRGUVyawWN5DeSX2qKNJXgM8JAl19KNLsVixocvhNqFNr9+qmNyCuy4F6AL5eQ0XLz3IXC6Hq6sr5HI5/OY3v8H5+bm46DrcLhQKSKVS8DwP9/f38DwPo9EI0+lUXox+ifplnZ6eSpFrt9tFs9nE3d0dOp0O/vjHP6LT6chL1vgbf3RYvi25Sp9c/OVvhnKVSgX5fB5ffPEF/ut//a8r2dL379/j7du3UrISi8UwHA7RaDTQ7XZxd3cHAMjn80gmkygWiyiXy1gul7i5uVkxKplMBt9++y2GwyFSqRRarRa+//57/PnPf8ZoNEKz2ZTSKo6THiTvsa6kaZ8hpB8/6e1or0dn/q28EurRWDiNSSwWw2g0EuiGhiUej2M8HuPm5gaLxQJv3rxBs9lEsVjE0dERPM9DNptFrVYTeYvFYivKwJWFdfFn3/zT8w/KBOvrdQ9IW3bGZA1DZkYXNCr9fh/39/cAIMX1hMMWiwVevnyJeDwu/7+4uMDXX38t67ZUKuHdu3cYDocrjg2rWjgG1zw8z/sIxuDfw9LO2xI1wxkqWpDfDkyXl9Cd5jalSqUi7ncul0M8Hkc2mxUviFjFaDQSnGgymQhmRyBZLw56SdwdwV0AwMOOCo6PoZiuQ9Tg7y5kebeOaDEzmQwKhYIkp1hrBgCDwQD39/crXspsNsNgMECv10Or1RIFyBKXTCaD8XiMZrOJ2WwmFjubzaJSqSCXy6Hf7yOfz+Pu7g7v378XXmoKa5HJw113LAFuZegiF5jvKqGi12I/o2Ig1qaxafJyuVxiMplgMpmgXq/j7u4Oi8UC+XxekjPpdHql47bF68lDfX8/DHffiRzLC7/16jcWAAIvaGOpsWt+PhqN4Hme5ANszSjht9lshlKpBAASshcKhY+2f1LP6ESb3xxdOPUm63mnYnLrIXLQ9jp7HyrHUqkkmMTXX38tCZnj4+MVRjPbRZxxMpmg0+lgNpuh1+thNBpJKEplqkuHMpmMeJFUlJFIRLK6WglS0TxmeBikIPnCWajLrH6tVkO1WhWPkLzQL56hDAtu+/0+ms0mkskkarWalEcxw//mzRssFgupGCgWi2KI8vk8FouFjIE/9Kb3ofB2pU3CfSun/L5WXtqI0wizQoJYG2UqmUxiNpsJhgZAylS0obm/v5etdtzPHIvF0Ol0JKwPk3jQa21X2fTDO/2Uomt8GirjemLZEz3u6XQqThBlVUeR9N75m577xcUFvvjiCxSLRQnR6T0ul0ukUilJ+nwK2klJkrQVDLJGOkSLRCKoVCp4+vQpqtUqfvOb36BYLOLk5ATlchnD4VBCYGYNWeM3GAxQr9dFWQ4GA9RqNZyfnyOZTApgTC/x6OhIvFN6kdPpFNfX1+h2uysesPYg9dz2Geasu4YQQTablZ0Lp6enoiTj8bgsYp1sGo1GiEQiYjiYGMtkMri6uhLAvNPpoNFo4IcffsBiscDf/d3f4erqCqenp7L7hDVpVkl6nidKgeMN4s2+jU1QaOrngQXh6foarfzJT2b5meUmPzKZjBjp6XQqnnihUEC1WkUmk5HPWFOpleRwOJTMcNjs7L6xcRePrNflR7qYnP/X+CTvwUiIWCXXpcbCGTFxC+OTJ0/w9ddfr2S8GZ4DH/aJszhdk19kEXZOfrRTZ/JtXqB2kRmOEE9jsmE0GqHf70smut/vYzabodPpoNvtYjQaodVqSU3aeDwWD5K1k2QkEzT0EJfLpZT/TCYTKefg2IKs577DHT+ySlnv4qBF5fzJD40HMuM4n88xHo+xXC7RaDRkvyxrJbVQeZ4nnpHneZKIsMC8a9+spnW7bfa10IPG4PeMdRl2zXd6Q/R+iFfTu6QR4jyZoKFho1Ilzsbwkp6UThDZRewKEV3zfAwKI+Ouda/lj3PirjcmZjzPE6WqG4dQeRLX1N49eUZe6USarUJZR0HwTBDttOMm7EvToTgTEtwFUqvVUC6XJZTp9/uyVenly5eYTCYrnmSv18N4PJZwmzhGq9VCs9lEOp3G2dmZlF7Qg6SHNBqNMBwO5fputyuKQAPSukYxiA+bUBC/tLLS7d2ADx5ILpcTiGA2m+HHH39Es9lEq9US3JFJrXq9jk6nI4otkUhgMpkgnU6j0+mg0+lIQoy1qJFIBP1+H69evcJisZAwUZe1UDG49kZruILGhoIcjT60ptt3ZtZPQa4zdvxMv2N6Q/wbsTbyMJvNynUMoZnIqlaryGazODk5kVpWJii404ZGmf+n4rC8Czv+fZFey658AhUnx+oqJmckpvf9U+ERBtIt03SjEPYO4BbGZDIp74HlaSxlo3PDv2vjA6wmEoPmuQnt7YwbF+lQ1eJA2vPTqX6GId1uV2r7BoOBeDm9Xg+TyWQlS6aTLdxexwSPzWbS+o/HY3HjbbLJYq3692PwiHwBHgp19Wd6DlxcvV4P3W5XGlZw7gCklk8/o9vtCl+73a7gZ1yYDKO5tYyeJEMcFw8+hWcTROsU5K73JYzBGkp6RPbZNFAsT6PRoWzqrkvae6TS2dbD+VykDV8Q/ObyzHU1Bct5GILTeeL19MT1Nk8aMu1VuqIZvRmEY96WQitJ+5B1+I/r5RN/IPbATDYzzZPJBC9fvsT79+/RbDbx5s0bCfFYbsCwh8/VoPFgMBAlySwvEz2tVksKekejEV68eIG3b99Knz/di9IPh9zX4vPjq7Xiuj6PkAKz+b1eD51OB/V6Hbe3t4hEIrLVjbs62KIKgLTuohFKJBLiXU8mE1GirVYLi8VCip07nc7K7hKOywpokOfjyubui+y9bbhoF4m+Xi9YW07E8JmLcjqdol6vIxqNolAoSNML1q2yd2I6nRYZ5Y4QGmTylJ6WHaNdU1YGbQnTruSSca5ZC8UEkdUNOmrkj40+mFDV1xGumE6nePXqlXjzi8ViBWfXITiw2tvAb9vuLrR1MblLgWgGayWp3XNuQ+Kmf2ZrGbrc3d3hl19+Qbvdxu3t7UoW1RUm6cTFZDIBAFEoZDC90EgkIp1Hbm9vUa/XMRqNVoRPe5KuMGQXCnpZFgjn3/QiZSKGv+kZ1ut1SfgAD9sFWTS+XC4liUAAXBeps6SKRoaeNvFhzp9bzeiN60SHDXMe2/PWYeo6steF+R4xMu3F9Ho9iTr00QPc+FAulwFgBZ6ggmTRPxWonyL3K1PS/97V0FilbA2NXsd+19l7adK6QCtM/R3d/5WkqwZYV6nDbnqVGtvVxk8nYDkO13g3XcdbNbiwA3B5ktYyM7xm9pklJ6VSSbAMhtF6yxa/SxdaK0gyhEzXLcEikYjUELLMh4WoDI9KpZI0RdX4kC6t2WcY5BJu1/21p2YVGICVguR8Po+Liwu5HoB43yx34nw5Bv7wnuymxA7SnucJnKGxIP5oUN7WpALBCnKfmKTlp9+7slio/h6VDqMcG2rTQEUiEcFvj46OcHp6KvxiaRRhHlYB8Ecn2FgyRFjFRlokG84/BnHthNnk4DcO17vWZXSat+l0GtVqVQruuatL11BSbvP5vDhVAFaUpM50E2bjdesK7x81cWMfoj0r7XFpxaYHq0tajo6OUC6XcXJygtPTU0wmE1xfX8seUO7s4AskzqOzZLriH4AAvxrXaDQaGI/HyOfzGI/HslGeNW+np6fodru4v78XcFkfaeCa4z48JM1DK3i6lIJz6/V6EhrTmxmPx/A8D9VqVbofDQYD4RFxNHoGmUwGiUQCs9lMDAkhCHZwuby8xOnpKQCIoWq1WpLsYsacZTCEOVy7WDTpMHhfSlJ7On4GTXsNfjV1rgWtcTRmsqkcufPp2bNnYviJP7bbbSn81xjkYDBAo9HAcDgU2dbF/3ymxdH85rRPQxPEO78x8G8aV9VEp4ayTT7lcjlcXl5KzW+5XMZ4PMbd3Z20M5xOp5JspdNDh0dHUyyfIgTENaPHxnnY2u1Nebj3xI0NS7XnR2vCglviOlzYVFQ626fLdzSRCVysbGOltyd6nifhErC6f1nvsvFTfPsG07e5Hw2BTaJwkbH7Eb2dyWQii5aHMkUiEWleSkED8JERohHxvA+NBrQnpWsjNYXBgB4zKbHJvV2hljXwvKdeSJTbcrmMUqmEarUqe9ztvXWbO5uNZSJn22SNxVu3pTBYY9Cz7Lj9PHV6ytlsFvl8XmpIj46OpA+D9uR1zaQ2rIR1dBmW3czgctj2RVuXAHFA/M0FZ18AJ8YdMbVaDf/wD/+AZ8+eoVAooFAoYDKZ4O7uTpIqZBZLLvQ9ddeWSOSh9ILZWmC1hRer/qvVqmxxYuu0Xq8niRB6qC7ccx0fNuWhBeMtaS/N8zw0m030ej3Zz57JZORApVqthqOjI3S7XfzlL3/BYDDA+/fv0Wq1cHJygm+//Va2fdITpUfIMhbS2dkZqtUqxuMxXr16hWazidvbW8GG6SEAWGlGsI62UQhhKMj7cY1BJ2qAj3sRanmmQmNnqnK5jP/xP/4HLi4ucHR0hKOjI4zHY9zf36940zRo4/EYt7e3UrjfarVWko4aQ9PjCMIc9734XTCZ6/OgfIT20uwc2Jfh7OwMX3/9NSqVCv7xH/8Rx8fHUoHRbrelk8/R0ZEkdNLpNICHMHswGEjFxTpcWsubC1vdlHbuTG7/bZWMxvhY4H10dISzs7OV9D/xGo01ENjVBbi8J18EFQA9VI1tkPjCGO5z+xO9JI3n7ctaB5HrGfy/xakYCrMujJ5yNptFtVrFycmJ7OdmMwvWopHX+XweR0dHUifJrCvLfZgx1DVq9OzH47FscyT28zm3JAYZaz9yLSZbhmMVhm15VigUcHZ2hidPnqBcLqNcLktJ2nQ6XdmfTdiDEAUrClwVItrzCWNw9l1nGobCrAmXQk0mk5LUogGmkWk2m/A8T6AfrmXWUhIGogdJmdSbGVzwRJi1uykPNw63XQNal02iZqeFIG44m81k+2Gn05Ezdu2uDmZjNU5JZaExSK1g2WKNBeulUgmpVEpaf7EIm9ib7vDCRcLx79sLclk21zP0bpdIJCIWNRqNimfJc1QikQhqtRpyuRzK5TImkwmOjo5wdXUli5cZa+ChW/lyuRRvej6f4+3btxgMBri7u5Ni+9FoJHVsGmvaRNj2bXjWhYr6OmK/OnusC6B1aGfLSjTcoI0GuwARDmL97mAwkPpV7mzSx83uc577ojAJDh368v+ad3RkCE0kk0k8e/ZM8g7c4EGc++bmRo5S4ZGyxH4pwwDEo49EImLAmSgDHiJVP120D/5thUnaJI3FIe21LDehN0eryx0d3JPNWigqRVp7zSgAUrHvUpJ8cbFYTPZzM4sei8Vwc3ODXq8nTR60gtCJDh0C2RewLQVZPFfo46dMo9Eout2u1OkxY1+tViVJw2Ye7EjTbDbFAAGQ/dnAB8xtOBxiMBjg7du30phBvxMW/gL4SNFYeoydNS5y8dAVZulxueSV/7fRilaSk8lElCQxbybHWMfHJFe32xXjT09TK2vXenHhuK4Fvm/eumScY7PGkHzRcICFBqLRqNRBP336VHoznJ6eIh6PCz57e3uL169fYzgcot1uYzabiQEmnk7HQJddMYFJxUgv068UzU8O9LzW0UZKch3m45ew0SUAnLznfSiNoLJiSEJlqBUVf7PMh/VpupkpPU0mInQNm27Sqzu7aCzSzsUFAO/Lo7SYpK5N00JoFTU/Z4jMBXl3dyfGBIB4fcxKTyYTvHr1Cv1+X+r7mBXkIteelDZQ9MptdyQ/POgxinl3pSDjxFIce402tlyYnudJMiaRSEiJ1HQ6leJ+Gn7ikrqps19SM6j+8DF5Fwarc4W0mmdccwAkZK7VaigUCjg+Psbx8bH0gwWATqeD6XQqncnJJ12NwfWpKw3Y49PuAHOtXcvjT15MvsnAuMiosIjlEA+s1+v48ccfcXNzg9vbW3S7XbEozA7yt+d5krhIpVJy6hoz5AR12YOONVm1Wk2UJpULkzbE5nS9pRZcG17sq4jXhY9RIHQ9qPWodQF4u92WUPn6+nrFGLFhabPZxLt379BqtfCv//qvuLu7w5dffonnz5+vHIGhO/zYLWA8ogBYtcBBCvJTK0WbkCHp8FmTzkADWLlGv28a9mKxiFwut5LsogdDuObNmze4ubnBcDgUOWZJi4ZxeG8/BWVrOB+brEzqRIwu1LZjsXylXJZKJXz33Xc4OjrCb3/7W+k+tVx+OOqBRy4wmaV7TeoTPvv9vihGKt9MJiPOEsdlm4S4dNOutFMJkF92TCsbWk+d1tedQWhpXcR70oVmiQpDSZYL6DCGTNZNLVgkzIVB99xvsT8WDhQk9NajtOOxGVB9kBlhBnrZvV4P+XwenU5Hzqm5u7vD3d0dKpUKjo+PAWBlt5Hu7cf76Fq+dfRYBc/raFdFYvmtQ00aLetB6zCcWVomcRiSu3bW6Gf+v0KcCyMOnkdTKpWkzEfvOqLHPRgMZKMCnQGuYSo/u7b5boL6cOr77Iu23pboh0PqLDFxBE622+0iGo3i9vZWLDE7pnzzzTfo9Xp4+/YtGo2GKLVkMikHXBHT1F4dAV/P8+Sas7MzFAoFOUgsEonIMQ+6xRV3pNCT1NYzCGd9LHLhPXoniCuDqhcjF/yrV6+QzWbRarXw9u1bTKdT2YM9GAwEKKchYRY3kUjg2bNn0umdZ3CzMznvT0WqPbUgZfWY3pEfPqYXrx9pnunuRfwePXcaUxpf4AP+3Ww28Yc//AGdTgc///wz7u7uJNqJRD7UptLrZJio9xi7sD8//jyWl67HEFQ5YAuySZS9arWKy8tLnJ+f44svvkClUpENC+/fv8cPP/yAfr+P169fo9friezSG+fcFovFynZlHirGqgxuNmHTGz12OhNBZVTbYLp78ST9QnHt3QCQ/avdblewMAoSj0Ot1+srnmg8HsfJyYmEzTxGlh4osUUKMJs6EDxmKYFtsQRAFoA+llKHRJ+LtDLSRG8PgHgro9FIGvByXu/fv0ck8qGt2s3NDQAILsQMOfBhVw2VIwDBk7jtK5/P46effpLwm56V3iYaZvFaA7Rvsp6glUE/csEp/GHEo+EPRik0TIPBQM62efPmDer1ulQYEMuMRCLiMQHuhhxBpJUTr90XH13PDsoK+zkOkUgE+XweJycnODk5wdHREUqlklSv3N/f44cffpBz79luj93LuXuG3cAAyFrngXXEe3W9pI5A2WFIQwSW9NbFTXi4lZLU2UAguJSFAyfD6A3R4hYKBel9yMJb3VQhl8tJjz6dWCC4q0taSqUS8vk8qtWqeJH0lKgIqVj0RnmNP9oSAj2/XcOksN6AFVT9fyYB2DtSL3QKgR47vWQucJZgzGYz5HI5LBYLHB8fo1qtolAoSMdnKjUmy1wJj01A8X2HmEHVFPpzv+fqaISwDaEL/XmlUsFvfvMblMtlXF1doVar4fb2VjA19vQkZk5cLRqNyrsiH4Nky0V+u8wegzQmz//b57rWSDablcoKFt0vlx+2zdbrdfR6Pdzf3wsPWIvLpBj7TAKQemeW68ViMXS7Xelvyj6puhsQyRV+u7Lz2zg/WxWTW2utGevyLsm0VqslC5Z7YL/55hs5S7fRaKycD839ns+ePUO5XJbdItwUr/HMTCaDk5MTFItFnJ+fo1QqiYKORCICuLNlle3IEiSAVoC2JRvKhXmeXmBU6rrNFP/m8jwBiDfEjDZP+GPCazqd4rvvvsP5+bkUTbPVHD1FCrEdn6s+zRVabyucfrxx8YnP4d/DKCLubOKCZQH9crmUve5nZ2f47//9v6NcLkvCq9Vq4f7+Hre3t3j79i16vZ40TGH04nmeLGSNaYbN/vvtNd+HF7nOWLtwWpdBZOPsTCYjYXY6nZYkzS+//II3b96Ig8I2iTpPwfuydIgJ3kKhgNlshtvbW/T7fbx//x43NzcYjUYSrusIJSzcs4lhl3ludLV6kOvfgFuBckHZejOCtsQeWdfH7jz8G11p3oNAL1+mLtXQyRptafTmeJbF0IvkuPX47Tz0NY9JQbiQ9RA1b+0i5Lx0ATgVH3906zS9J5a7TTSg/mtMNuwyJi4wbdS1p663x3EHCDtTsQCai5VGysoQsNpliJ+tG79LkX4K/mvZX0caL+d6o5zok0ytM0LlT1xbyyZ5TS98PB5LJQrXrF8vTtf49kVbJ27037RwuISAC5IA7evXr1e699A7KhaL+Oqrr1AoFOR+VALtdlt2yXBRa++JSR3u485ms7LQe70e7u7u0G638fr1aymY1nuXNRZl57svnFLzw0X6xeqFRkyQhgOAlC6xFo+GQn8vmUzi+PhYEmga02IyZ7FYoNFo4O7uTrrXMLnTarUwmUxWlKse3zZz35fwujx7VzjL/+tQkT/kma6d5RbMZ8+e4fLyUvYTT6dT/OlPf8J4PMa//du/4f/8n/8j2Ww+Q2fASTbM1vLlMsSuee6b1kUxrr9piI1844FoDLl5nMrt7S2m0ylubm7QbDbFwQEecEcdVnOjBw0/w+t+v4+ff/4Z7XZbosh1a9G1hj5ZnaQlP2CXvy2OoT0XbtniTht+J5FIoFAorITA8/lcFiu9UO39Ef/RhwrZ9lfL5VJAXx6SpYFf15ktn4u42CwIrT1n4AGf1LgqsBrKRyIR6fruwop1UT2TX/pvTA79WnijKQhrXEdaSeqFxORXJBKR+lAqgMViIY1G7u7upL2eNRza67bvQv92jd8vg/yYFDbJZa/RB3lR8TH3wNpRdsjXBoprm+s9lUrJMSKEz1iPyi2enU5HnAGOwWVgrILcF229dzvIs9R4lbbeXHzdbheJRALX19fSiLdQKCAWi0nBOYV2NBpJU9xI5OFsXv6mq88DzAFIMS8B3tvbW1xfX8tJgSyfsUrHYoF2nrsyfp1FI35qQ2kqQ90QhIZguVxKtpDZb5ac6EOWGNpwZxML8dlCTSfL+v2+JCest22TRX7hmZ6rzejuQkFQD8lGM/p9WsyU/OP8WXry1Vdf4Xe/+50kt/r9Pr7//ntcX1/jhx9+wNu3b1e8Kobn9Ewpv3o3E7BahO0yXBzjvrygsOR6h1rJa2iLxywkk0lUKhUUi0Vpe0bZY3UEvXCG4JQnfXQI8LDza7FYyMkBlMNutytjpGPkon3KmaadMElbU6jxK5395OfEdfr9vuxm4A4Zej3sWkMF0e128fPPP0vWkbhFrVYTJaAVBxc5EzT9fh93d3e4ubmRLZD6kCzXvLQi2FeoHZa0staLjSG3q8kEt8mRmIDgjgXyiSENTwHMZDKyi4FeETG3ZrOJ+/t7KRci6cXrUpS6LMgVDgfVsG1LlEN9gJrL4Pl9j/yisS0UCnj27Bm+++472aHV7/fx5z//GT/99BPevXuH9+/fI5lMolwuSyTDBrx8b3rnkjXGQTx4DB65KGwoz+u4xli/qHtssg8p5Ws+n8sxLVSM7Kk5mUzEOWLNslZ8jUYDb968kbU7GAwEH6ZRAj7uOKb/Zt/5LvmFneokrXtrM2IuMJsdtKPRqDARgGS07Ulo0WgUtVoN0ejDnk6tYBle03XXVfv9fh/NZhPtdlsq/K0A2nFqcs1pV36F8Qx0qK3Hp5sQcyxMdum/a6PlqiXT9+K/NfiuQXk75iDP2sIEfvzat3cUlOiwCsmVrKFHSKXH3SI8eK3dbksTBuDhECsmFnW4qZ+vw2d+/muELvzIvifOQ/NT756jrOmm1ryGCq5YLIpR19tudQSlu4HpJtk2Z7DJ2tyF71vXSdoHa8sNPGwl5DXEdabTKe7v79FutyX0GI/HqFQqACBn8coA43F8++23kqQgNsH6KVImk5H2SsyC1et1/OUvf5FDxdhnkmG5HbMmiw/tA0CnQvIL/zRmw8+0lbW4K71zhoS6yw+FbjQarSgGegIMzQlhEBfSVQU602h5Y5tCBFHY+tBNyJWc4W8L89h3yWiHBpl8LBQK+Prrr6V7djqdxs3NDX766Sc0m03hZTabRa1Wk9pcLmD2HdDz1tinn5G0Sl4bGpcc7ouP6xSH9c4oHzpSYDF4JpORBCLXsi5ZozwSSut2u7KjazgcrmwQIfzhed5KA17X+Ow7XpcU3QbG2OqMGz24oIHzehIFkqUU3IGTSqWkOcVoNJKQkhY6l8vJ/+nyU2C5IHSoxUQEwySWD1gc0mJXdo76//aabUjfJwhk1v/XykjvqSZv5vO51DtyfjZxpcnuy9YeJfDxcbFBc/bjn9+1YT3psBTEN/s31zsHVvsDsCm0TtZMp1M5ilf3MyUP7XEhQWMMGp8ey7p5fgpyJUXsWrYyoiMQ3oORm45wNJbOigI2n7Gtz7Qusfioa5wu2jUhttVpiXaA2uK4Bk8PSbdVms/naDQa8ns0GiGbzeLk5ATlchnVahVPnz5FJpORs7kbjYbgPbb+j12FRqMRXr58iW63ixcvXki50WAw+ChDTNKehx6zFeB1SmMdufBN+wzds5FEz7pWq+HZs2dSPsEmpPP5XLBbHs3geZ50L6fnF41Gkc/nxWvUITa9b57pzSQXS4DsmDRPNPlhafvygIKUijbQfspQv0eOp1AoyAF1R0dHKBaL6PV6ePHiBV69eoXr62vxfFjyw4SYhiz0v124bRBpnP+xsrSbkPXOLMZKrJwwBc+v8byHOkk6QeytyXI8nmHO8iC7ywlYxZc5Bv0bWN8TYF+47kZKUgPiQLCQWiKTtRDxSFPWptEjYj0ld4Fks1kUCgUMBoOVcJNKhbsl2Inl3bt3aDabeP/+vfRa1OCzLtNwzcNPMPcRcgfd34X5aCucy+VQqVSQy+VwdHQkIc5sNkMqlcL79+8lCcGmFawa4E+lUkG5XJbEkN5Cx2SX7vOnw3dXSOOCDVzzDKssNqEgY+d6x36GTm9pzefzyGazAu20Wq2V5rmUYY3f6pBa48IagwwyEFYRuOb2qUl7jhpr1lAADToTg/l8XgytPQKElSbtdltOjWQjG+DDfDX2qDFNF39c//cb/660UbhtFaT1jNaF4Bpr1OUCnueh0WhIz0eeTex5HnK5HJrNpmwHI6irj531PE/6+A2HQ9kqxi2MWohd3qFrvI9Jm4TykUhEstBnZ2f49ttvpYlHMpnE/f097u/vBZbgveLxuHjkrAZg1x9isvR0ptMpGo2G7CQhL7WSXEcuZbku/NwHrTNwLnm1xLNYuKWOkcdkMhH8nG3lNJShawR12Y4fxm2VoA3Rw3o++4YtwpKuWOE42u02AMhBfGyoO5lM5EC6fr8vB6HpxizUC4QrrOzoZxHmsPPehBfbruudstuu8NH+n5PV2VdOngrS8zz0ej1EIh8612SzWaltTKfTchC8LnxmtpFYkT5IrNlsitWnt2R3o+ixufAkl6f5GNbdZR1tuFUsFmXv8D/+4z9KLR/Hc39/Lw1PmZQhTHF6eopCoYDf/OY3KJVKwkP9Dn766Sc5rfLt27cSFhEecRXbBykdP3xu3+SCe1zP51gZHtrPeQxGNpsVbOz+/h6tVgu3t7e4u7tbOe9dV1Qwa6sxOo2naQobRrs88KB77Zv8vDCG23z2eDwWqIzJPobSo9EIf/nLX/D+/XupMvG8h8a6ehMI8XH9PnULPv3MTeftksNNDczGxze4QhaL57kUjFVG/DezuRy43ubFTCzwAQNimYE+6Y/Zbn02tT1VLWgedryua/dF1oMMGp/1MOl5UMBoffVxDGx6AXwIgdiXTyciWKdKnut2azpMssIJbC5cn8PbAYJxcxfpMhbyQJ9QCaxmeG0pisYfN/FqdCi+bvF/qujG5h785sR585z3TqeDer0uHdl5YJo+o0bDSdr71qQTPfrZ+6gd3VYetz6+Icjz0teRNKapcTDuQaYwsg6y1Wrh7u5uJcvtAm11Uwa2TmPzCq1MtNtuXXlXGK6vd12zK7lwFleoqjuo60Jdhs65XE7OHucJlDQQPCkyEomI0L5//x7X19crC7vRaKxgkbajtn2XrrrJTTLdu9C6e/uNm3JH0l4n4RuG29FoVLYgsryF8gU8ZHGJhfNZeoFb8oOhtBz4KQFXiLkP8ouWdDjtWgfAw86hdrstSvLly5crIbU+u/zo6EjuaZ0lfT/O1++5+pqw89vVWG/V4CKMoK5ToiSdKSPpjkGaNJDM3Q06lNLZN6vcrEehQ209xk1KC3aldS+P49E7OHR3HuKtyWQSy+VSzmEh5XI5aWrc7XbFi2y1WiueD3cosXGI37jCCJvfYre8fgzye3/22daLJw4ZiXzoYM9sP3FxzodNml0QhC6KDhsab+J5Pib58coqKmBVWdE5ASCHoXEd6vVny9Eo02F0hGsd+3m2jyVfG2e3gfUt8f2u0cznRHkAlWurUdBi1ZlDC5izn58uerXkZ/Fd438sjC0oA6etIKsAXrx4gf/1v/4XstksisWilADNZjM551if5+N5D0cHEI4YDofSeKDT6axYfv1edAY3aP76UCbOSf9f/83+fV8UtDiCauQ4L630yAN63sTAAXyEnbmeZRMQJD9Ial3iwXrA+rv7ImtA/D7n3LUhoFHWc3A1f7aJU+7V1p8HyYyuVnDxN4xcbSuHG2e3/f5vPTWtwCzRiyEADjwoNt6DPQ1dpBWoxog07mEVp2tcekEHXRdkwTYhP5zRNT+OC4AUM/NvPMGPCYdqtYp0Oo2LiwtpWEHlytpSlmOwu89gMMDd3Z2ERNwZoY+atfgUSSsev/fruk4brl1pndfAMYcpBbFlO57niVFhiVUk8qEEi4bJekIaTvLDQ/28nXXFztYZ0PfchfSYw15vFSaAjxwWe16QHi/fh+6BqiNEKkRbBueKTvX9bV2lpl3lcKfsNmmdgnQN3Coxl2tva91c33ONxU9B+l1vhX2dZX0M8sOENHE7JmsY4/E4er0eWq0WcrmcdMimV8h2Vcz4MxtJD4nP0ArFCq7mj5/XY/m7Lou7i7HZZEGT/GAVnfyy8A3vQUxcj93PYG4iK0HGcZ387dOT3Fa+rRfoFyq7oA1+Zj1E3suOyU9/hKVdZXCrbYmadGinvTOXNXW5yxS6oOus56W/YxeztbYur81+Rz/PL1QKUsxhKQiD0afouSyf53myxdK1iLT3zN0zevshFQIrAbQi1uUVQaGMKyNpjZxLyPX/9xluu7wg683ZcWp5YM0oi8jpQdo+o7ZZg8bigNVQ0s+L5DPDKj2/SGwfEU0QuRS1/Uz/2wWvaB5oj1F/T2etSetKzXRiLAgCciXQ9DradB3vxZO0FMYSuD6zCjco/HCFw/o+n8oD3Df5gf/kCxewFR4KJD1INvLgLgbWp7kWOOk/K8/8yKXM9b/D7lsPGxlt4uW6QvVfM+0yvl3Kd6xS3YZ2leu9FJNzIEGLW1/n+n6QcnR5fjpMDPIcXBbZDx5wfd9v7NuQa5FZi+wap25gTAXnJ7QMH23HIKscXePS99V/cylS67GHSebZe+1KrvexTjHq/7NMjLW52sCw5lZHR7y/5Y2f8gyChFz/D5Kvx+KhJT+FrT0x13rTySXXWO31Gn/k535rOAzEE8QfKwePWkzuR0GKyHWdJZcitd93YZFBimWTZ67zFMII8a7kF0JoRWRLpfyIAmt3GgUpMxd//YzVuvfsR5/bW/ILz1lby6w2KwL0AV82elmXbCFZL8pCQi763B79uuf7RWpBCtZ1/bYK0nWd65lhr11HO3Umdyk2Fya4zmNbhxPwc13648I5SH6JDzt2+7Jd89qnJ2nH6LJ4dnzAqiepeamFzGU8woLgrr8HeQ1hhe0xlOKm72PdovU8b+W0SF1Mr/dpax7rUilXN3QXbRLJaLl8jIjGReuci6A1aucehE/rewXV1LrGFOQh2jXv4qG+bhPaqlWafbAmu8iJ76xTkEGKVGcUXSUCfvcLAspdz7Rzs4K5L+G0oLXO8LleosbJdH2pH57IMFu/A5LLE/XbHqY/81vkfgbpU3iNYT18PwWgZYrF+jxqQB8oZzFLLV92MYZdkFpJuObxqaIZP4Xtp/RdnrFrvKR1HuJyufQ9L37dmPV91l1rr9sEsnj8gzR2pE8doq176Z+bNhnX5w7b/rPSushmn9nlX8OOm/+s9Kl4F/F+rdrgQAc60IF+BfSr9yQPdKADHehz0kFJHuhABzpQAB2U5IEOdKADBdBBSR7oQAc6UAAdlOSBDnSgAwXQQUke6EAHOlAAHZTkgQ50oAMF0EFJHuhABzpQAB2U5IEOdKADBdBBSR7oQAc6UAAdlOSBDnSgAwXQQUke6EAHOlAAhW6V9vXXXwNY7WMYtguHvX7daXuAuxOLPRvH7/m6/19Qb0l9r03oxx9/3Oh60j/90z8BgBzVCgQfCUAK6hxu5+jXbou8Zps5z1vtcq5bfvG6SOThzG9Xw11NQQdj6bHymf/6r//qO98g+ud//meZq1/jW78ekn7k6tGp2+np3pG2M7urz6NfmzNNruNT7d/WHcv7L//yL75zCiIeesajdF3j8msTaOftJzv6HrYPrD561/LZ9ovVvLEypp/pGpclV2PrwWCwll+fzJPc13Gs+6ZfU6uqX9NYdqXH7uJ+oO1pncFzXbuP55HCNn7+tdDGTXdJmyxoe63rKEm/dvCaNm22qa9xXb/pWSG7vkRXc1FXE9IgL9PPa/TrAh3U2Nd1wl2Q1xp2wfh12t7HIgjqZB12PH7k8pD0c/V9rMelG/D6nROtv+ciOzfXEb77MKTrzoAhud67a96uptXaawvy0C2/bYNul2erKWwzcD2/TeVw4+Mb1imWTUNxv67lQR3F140r7LM3EbjHWuCucQQpO0s6NA4K3a1CdEERQcrEBbOEDWn8rt2F7JEKrnHs81n6vnpxB0FIYeWV97HP8Txv4/UUhmzozLGStJLTZI3IOpmz89Ay56eY7Rg1r/2usfcJGn/QM/1oYyW5r5cVdMykn+J00brFsi/6FM8A9ncSXhCea8klUNsewOS67rEUlh8F4dzrrlvnkVic0mVg1nk/llzHefCevMc2TsC2tOtRJUHGwaX8LLbop7z1mMKG8PugvZ67rRWWK1SwTNH/3lSgCDjTw3EBu67n7UK73ifoDBOXJ+IKi12L0vLQng9CsNzFJ76zeDy+8pkrnNJjCfIi+W9r2fX4H5tcyQP9228s6zwi3oMJBrvA/U60tIkIO5ZNaFceutacK1Gz6dr0U276ntoz5mmUlEGeKaRDb95LJ3xIfl6ma/xhw3EX7VVJkiKRSKijT4Fg6x4Uavh5KK6wchvat4J13RvYj1cQ5K2tO+RL/15HLgWpIwLLM9ci3KcXtIk3u8uzg5SF5n3QeIIiJz/yu9/nSPCFUTT2cz9D6/c9TZt640H33kVBAo+kJNcNxlWiYz/jv4FVi2G9oSDviJZqkzFyXK4XvSttslhdvNHf1UeZ2r+RYrEYEokEAGA+n/uWTdEr4omBwMcwRlA47koO+Y1/V1rnCZKCPEhNfnKon6GvseGvq2yHf/Pzwv3GaiOIxyTrrZF0siXoWuvludYM/xaLxeT0zvl8Ln+386U3uVgsRA5ZdkXeh8V8w8hh2DW99bnbfl6cXqh+VjYId7D3sM+1/9cMsJZLh/wuoQ7yYoOU97YUJPzrMFo7Pr/r9LwpdNoqa2HT99RYmx/e4+chamEPOg993165fbfrrvPDt9YpJT1vO0drrPXCtZFMmPdnr3sMHm7qUfmF5WGu1TJpDZfLIaGRsaG4nxdv/+2XbLI6a5MocyslGdZ11hgEsMoc4MPZ0VYgdJhOa2KfGY1GxTPi9+g1EV/j9/08iaDMGJ/B6+zL3BetU4pceC6jocdis9vkeyKREL5ks1lEo1HMZjPMZjMncJ7JZJBMJlfe22AwwHA4/GjctoTL/tsqWxdGvQ25eBYU7tJQuDwKfo+fA245IT90ETZ5ORgMsFgsMJvNZCFS/oLWSVhs8jHgHr/727Xo8iotr+2a1XJIueXmiVgshmKxKIabkctoNJL/L5dLJBKJj+RwsVh8BOG5cFPrxerrgoxPEO0UbrsElpbWLlw9WH5GZujvTqdTTKdTAA9K0gqd9ojm8zkWiwXS6TQSiQSi0Sji8bhcqxWtHbf1MPyYqr2EfZBfuYhrDHqXh/6cAqN3nlAo+f94PC5KslgsIpFIYDweYzweY7FYYDKZrCyCQqGAarW6gjHe3d1hNBqt8Mvu1NDvQysji3luglWvI7/FrcfkMhz8zN6LSt8VflPxFQoFkbFIJILxeIzRaCSGZz6fI5FIrFxjIyZ7X+DhvfnxRkcx+4QxghSk/u2KOiwEodeMVY78WzKZxMnJCTKZjCjIyWSCVquF2WwmvEwkEmKQOIbJZPLRetWyz78vFouV8Wt9wzlsyr+tlaRfnVdQzR3/RualUimkUikAkMnRmmhB5vX678zGUtmm02mxPkAwXsHx+o3Pb/y7kq2DsxQ2rNb3skJCgYzFYshmsygWi0ilUqjVashkMhgOhxgOh5hMJuh0OrLAF4uFKNVoNCrvwwWT6BDIxePHzGCHfS9hQiurRIFweDrnzS2bAMQwa8XgCvM2pcfgpctj1P/3uz7oXWvZoAxlMhlZm/l8HtlsFk+fPkU+n8dkMsF4PMZwOEQmk8F4PEa328VoNFrBMKfTqfBZK0c/6GfdfLeh0Eoy6GVZ6xiEaXHxplIpZLNZZLNZLJdL8W4YJhK8jcViSKVSH4WK9BBTqRTi8bhYn8VigW63u8JcuxC0RfKzlnZ+fuHYJrQubPHjn+s6WxLBRRuJRFAoFJDNZnF5eYlvv/0WxWIR33zzDUqlErrdLrrdLprNJv74xz9iMBjg/v4evV5Pwm3P8zAcDjGbzcSCR6PRFa+fz7S8DDP2XchP4F3hld91JHrpOtGnP7cJMV7HBT6dTiXMpkwzLCSu5nneR5530JhIdr3tQ/5IfgbEemBBykVDC+QL55lOpxGPx3F+fo5yuYyLiwv81V/9FcrlMv7u7/4O1WoVjUYDjUYDzWYTP/zwA3q9Ht68eYNmsylrfzKZ4ObmBuPxGPP5HLPZbAVW00aKY7I4qGvcrn8H0daY5LZam4ylYksmkyvZrEQi8ZGbTA9HA7qkVCqFRCIh9/MLG8LUxIVZgPsgPyOyDn+0OKTFBUmJRAKZTAaFQgHHx8colUo4PT1FuVxGNptFJpNBLBZDuVxGNBpFv9/HZDKR96LDPlttECZk3hb72ZSC5DDMd7WMWQ/Z7zvAg0HSGDvlD8BKBpeG3482UX6fKuttyaVISZRDKsh4PI5kMolUKoVisYhqtYqTkxM8efIElUoFT58+Ra1WE3gskUig0WggmUyi3+9juVyKceY9rUPhgqn8xr+PiHDr7DbJhbG4rrXKkcpwPB6vfJ7L5ZDL5cQie54n4aDG6HK53IpLTyGfTqcruIPL41qXxPEbv5+y3Zas8l2XyCFZISFvCDk8e/YMFxcXuLq6wjfffCMCSa8wHo8jn8/jiy++wGg0QjweRyaTQSqVQi6Xw3K5RC6XE3yIipsJjn6/j+l0uuJhu7zIfXqQfnyxcIDlj71We3XEDm3JCWWGUQi/G4/HkU6nAXwIr+fzOVKpFDzPEz5Np1P0ej15LySNE7vmocmlrB9bQboiKj13/UPS16bTaYkMnzx5glwuh++++w5PnjzB0dERnj59ing8jk6ng16vh1arhXa7jfF4jOPjYxSLRcTjcRwdHWE+n2M6nUqHnna7jfv7e0wmk5Wx2vFr79GlSP2w1nW0cYML14sL49ZyAtriUAFqS06vkF7jfD5Ht9tdCX3i8Tiy2ay49rTg2tXWJTCaebTsfspdf7ZvqxSE7fiF+9bTsLgm+UQLnk6ncXp6ii+++AKXl5d48uQJYrEYJpOJeDg0Lufn5xiNRmLBk8kkMpkMPM9DOp2WEIchJfCBf8zoBs3Db577NjL6N+UoyNPQMqHxVy0vvI6eusYdKWuJREJ4ppUHoSOXl8nn2bEHraNPpRxJLjl0KUh9fSQSQTKZRDabRaVSwZMnT1Aul/HXf/3X+PLLLyUhuFgscH19jX6/j8FggF6vJxlv3iufz4s32ev10Gw2EYvF0O/3Q0EANknjF15vspZDK8lNrZr12Kh8NP7Ie2nBpdIjJkFm0auhJabg0ZPk9SzHoEIAHgRVj8ulxF3z3dTqrOOJ/s35kz9+3o+L3/RUqMhofKgoM5kMAKDVasHzPLRaLUwmExE0CuJ0OhVezedzeTfEdenpc6yuLDbHb71u1xx3pXXhFd+li9cuJcr56PpHyot+H7FYTPhDw8FrmYQkls4srZZzvi/KuUvx6DE8Jkyh728jAb+1YK/TRsjKQiqVknVMA12v1zEej/Hjjz+i0+nI/ZLJJIrFojxbe/Kz2QzpdBqpVArJZHIlYgQ+rvHV//eTAdf81lFoJbmuEBpYDRO0cAAfcBrWN/Z6PUQiEaljZNlOLBZDJpNBOp2WzBfDl+l0imKxiEKhIIoglUpJkqLX6wnAy+/yZWrgnQud43Zl6fW4g5TYprQOy7MK2fJQCyc9OSqySOQhy0/LvVwu8e7dO4xGI/zyyy/odrsoFArI5XICgGujxZo1DZhr7JMQiAXMNZ80puq6ZldFGWSstYKxisiGkXoR6SShrrygYeWcmLCZTCaYTqdIJBLI5/OIRqOoVCrI5/OS3BqPx7i/vxcjM5/PRfHy2baSg8bLlqjtm/wiJatc9Dj9PE7NY/KwUCigWCwik8kgHo+j3++jXq+j3W7j3/7t33B7e4tarYZarSb8oyxSF9Bjz+VyGI1Gohf0uPR60u9ZK/t1UEEY2vu2RD+3XH+uvUi94MhoWmqd1dLFpLQmFGoueIactEaWEfZl+5Ur2Ws+BWBuye+Fag+IXjgFiyVV2lPUC5tYj8birLBZ0krFxQtXzWmQAD4WL13ehf6tP3MRy6a0J8P5aj5pI8t7kv803sTLGeHYmtJ19DnkTZPloeWba73Q+9Z5Bx2dsKqi3+9jNBpJdcBkMsFwOEQikZCohhHicrlEqVTCfD4XhWvXsFXqYee0iUe5FyVpa/X0oChE2kraCn1+b7FYoN/vSy0fsUiXYFGgqRzohfZ6PTQaDfFabTF5GFzDNf51yj8MWS/Kbxx8js1061CDITKTLeVyGVdXVygUCvA8D/f39xgMBmi32yIQDGsojCzEZ/E+y60SiQTK5fLKdUz4UIiZfbR7cgF3yy/Oa1cFYENgP17ad6UVn/1OOp1GOp0WxaZldjqdroSHkUgEmUwGuVxOys6YiEwmk6jVaiiVShgMBlgul+h2u2L0tZFxYeJBHqT+bFc5XKf0SHyOi2faY+NmjuPjY1QqFZRKJfEA7+7u8O7dO3z//fcYDocrSS3Cad1uVyKheDyO58+f48svv8RyuUS1WkW32wUA3NzcYDqdCobOcWisd934+fdN+PgoO2402R0jQSGSDkEYMgMPxeRWgelED/E4z/OQyWRklwjvbTONfjhfkPXcF07kAsf5fNd1QeNgZpqF4/l8HgAwGo1EScZiMZRKJaRSKfHM5/M5hsPhR0W6DDHT6TRisZgkITT/dV2cxfhcnpsNzfZJ6xa431hIuvqB89fjJQTB5BgAwdsod/qHkQy3grLawg9fDqpocEUQ+6Sg+/u9R/1v/T61HBI/nM/nIoN3d3fiPQIPUaTGvXO5nGwuYXlaLBbDcDhEpVJBKpVawZCDxsM5uN67K8oIor0Xk7vCLz/S3qXOJNIr0TWTvNd8Pkck8qEEKJ/P4+zsDNVqFaPRSJINOtS24ZEdr9+4/P6+yyIP48Guu47KPplMIhqNolar4fj4WIp2s9ms3I+YGe/JSoFOp7MSrlOoGaKzYJ+VAMlkUt4LLberfs0ubFcy4DF4GKSg7Vh0Vp61t5Q/Jv0AiBetky9MROjvESs7OzvDycmJGO5Op4PXr19jMBisJHlcPHPJo9/4901hlaP+rZUUjUU+nxcPEgBmsxmGw6HIHMNxnR9gEoyZa+Yc8vm8hNu8j90cYrFll75xyWLQ3P1o53A7bKZbX+uXBKEQs+SEC1dvWeS9stksCoUCzs/PcXFxgUajIRlurdBdGIbf+MLQPgQ1yPtZp0ipuOjNnJyc4Msvv0SxWMTV1RWSySS63a7gPKx7pMB1Oh28f/9elB+Bds1rXaNKpUABpXXXTSNcoLhVnFqQd+HhuuyvBu8t2VBXl/ZQ8dFADAYD8XCoRBlSa6+a3tPZ2ZnUArJA+ve///1KVYGeuyuZsI7CYG9haJ2MeZ7njBL059qAJpNJFAoFlMtlUZLz+RzNZlPKfahQCWfoJGG73UY0GsXV1ZVEQ9lsVqovuI2W8JCGnbQHuc91rmknJRlGQQZdQ4GmdbAT1UIciURkDygz2qzlGw6HGAwG6Pf76Pf74tYTj9xEqB7DWlvyU4br8FKSThSQN57nSbHtZDJZESp6gczialgD+BCa00vk+HidDiX5bF1faDPwei6bhjXbUlgv3F6vf+sfa1hpHFjTSwNBxclKC92HgAucHpBV3o8BPexKfkrYNU7OhYaVCRiGx8StWZZHpUYlqSO9dDotim+5XAruSKPe7XYF9tHvaRdIbJN1vpWS9FN8m5R3aA8DgCxwKkxa9Wg0KmU/Z2dnuLy8RLlcxunpKdLpNEajEd69e4fb21spc7m/v0e32xUlogF7V/PZsGHwPskKpGsMGrogX+ip5HI5yfh53odSIOKPnU5nBZNdLpeiCMfjsTybRoTejq4SyGazogByuZwI5mw2Q7vdRr/fF3xTj59emVXE++ab/bemdV4E/62rJejdsJKCSpDjp+dDvrJCoFAooFQqoVQqoVgsCgbX6XTkR3vhdgy2BIhkYavHyHhb/rkwPD8ec3x0RprNJt69e4dCoYBIJIJUKiVhsud5Ihf5fB7xeFyMuG7Px7+3220pXXvx4gXq9bpEitrw23yHHrcOxV1K9dGV5KYUZKH83GX9PWYRufWJjNVlA/QmB4OBNB7QiQhNVgDCgv/7JGskgsJDfQ29OoYuer+69ha1F03Phgkbvf/d8zxp+cV921SOVBS6EB9YhUvoJbhCoMckl5e6ieBbpRmktPgeaBB0mzoW7jPLDUDkT+9WopHzG8PnpqCxBBkj8mY6nUoHHxpiGhzKkP7RfNZ9Ohn1sI8po0MqWzsel95wQQT696bR4l6KyfU1NnPsYrBe/BavJPNY0sNylFwuh1qthmq1ilwuJwuXmMfd3Z1seWItFl+O9iSJp/Dffopq10XoIlcIF+a+XGTMmLLcIp/Po1qtolqtrlhO7jFmrSnDlvF4LN4N8LCP2AVNMCvLrk3MRGpFrRWo3f5pC6X3RTZE1mPW79OVINFk4QCNw+ouPtr7ZsiXSqVQrVZRKBTw1VdfoVar4eTkBPl8Ho1GA+/fv8fd3R3a7TaGw+FH3jWVi8VzrRw8Vr2ky6u2cu6CvfTn1rnp9XpYLpcoFotIJpPI5XIiq9lsFqVSSbx1ACuYNxvxEoucTCZ49eoVBoMBXr16hWazicFgIB4n+wZw3JaHLiVq5/fonqRL4EjrFKT+u2v/LydEUJh1gMx65fN5qWmj4DJj22q1MBgMVhqh6ka8enxaOFyLzCrvXXeKaNIGwVXaZHmhx8CavmKxKCEe97uyiS4Vlm45Rb70er2VbKN+pvYKqTT4HuidUhFqnFKP3QXyr0vYbUJ+3gSfbQ2f/k1+u0JKWyiuIQl64L1eD/P5XLLY6XQa5+fnODo6QqlUQjqdxmKxQLPZRLPZlMQE584QkWPxCwUB/3W0T8xcy3kQD9cl3DzvobXecrlEpVLBYrGQXUvZbBa1Wg0AZIsx1xOdId1khbvs+v0+7u/v0W63ZRMEechxudaxno9flProSjLsA9ZhfRpTsAuI/6bXVCwWcX5+jvPzcwAPW8n6/b6U/rAjC7NpeldJ2EJu+3lQH8B9kB8mqYWWCj6bzaJarcpvKshMJiNhNDs8s4FAvV7HdDpd2Yutw3PNF12gT2Ws980mk0nMZjOcn5+vFO4vFgupuXTNbdMdJ5tSGHmkPPjhlVQKnIPeY82GHgAksjk/P0elUsFkMkGv15NQ8/b2VvA2et00KoC/VxY0h30qxqB7+8mijXisceH6Iv9sobc24DS2jFCY/KLcMSHJ7bPtdhvZbHZFEVPWdemgJetd7sLDnTqT25AmqFDWav3lcrmyaZ1hMX/z+7lcDl988QWOjo7w7NkzXF1dodfr4eXLlxgMBmg2m7i9vcVsNpMwnFk2ZsroMVmgN2jB2Hm4Sl124Z1rDK5764VWKBSkDdXl5aUcyZBMJgUHWywWUrzbaDTw5s0bESoAIogaduCY+D5YRcCdJcTbiFPm83nZTUGAnvuZXbta9rlbxMW3ba5zeR7ai+TibbfbaDab8DwPxWJRaiL/+q//Gvl8fqXLO3eUMGFBedadrRhu6gVsDbgrzA7ajbMthU1k2HIg7Z1R6endV8ADD7kO+/0+AEioTOhIP4ORYz6fR6VSkRKsbrcrySHCR/P5XDY8aCfIwna8N+eooY6w9GiJm6BtQlz43FJIZlJZMiFBhh0fH+Po6EgyY5FIRPYla4HmMxkeEjQPuzBd1+0zzLYURkHq3xQslkEVCgURYO1BcmF3Oh3ZHueypvqZVKQ6ROYiYEdo/tAYsdWV9iI4nsfwGPdNLoNoSRvuUqmEfD6PYrEoxoMLVvcX0ItzU/kJWryP6VGGpXVrhI6JbgSilRSTW9pYU27oRXIPfCTyYQvodDqVXqkM4V3YtAs62AfttOPG5UG6rKJ2yyORiLR3J66miduaTk9P8eWXX6JUKknLdzbqHA6HaDQa6PV6iMfjqFQqwnTiQNHoQ8dti+9Y3PFTCV/QgtHCoq+jASG/nj17hkqlgq+//hqVSkUSV8PhED/88APu7u7www8/4N27d8J37gyJx+NS60ehjEQiEh4CkE4rxI48z8NoNJLkRCqVQqVSEcX8888/f5SkYZbclq98CsW5Dt9ddz0L5z3Pk1ZdFxcXyOfz+Id/+AecnJzgm2++weXlpSTEuGWRjYptowcdiZBcOP46edwn//wMtCtE1RGjxZkZCepOSe/evZOa0el0iqOjI1SrVenaxR4ANCxUpMViUX6Ojo4wGo1Qr9exXC5xdHSEy8tLyTvwQDvCRzrspuPkF4pzTmH5+Wg7bvxAVOtFskKfoR/PCqlWq7i6ukK5XJbW77PZDI1GQywVs63cfcKEDnE0P6X0a/NytNBp0qU1DEfYhqpcLqNcLsPzPDEEzWYT9/f3uL29xe3trfCYFloLu24KQIFlljsWiwm4PhqNEIlEpL1aKpWSqgP2rLTCqcfsh1NuSxbisXxcR0GhLMdLLJv/pvd4cXGBi4sLHB0dIZfLrWBkeh+3vq+uqvAbnysZpbH6fZN9B2EVhlWSGgrSskS+8NwkZq9Z35tKpaTeNBqNiswROuIPw3KubWa+eZaQPhdLjzHs3MLK4s5KUi+EoOyltq7lchnpdBqlUkksC4Usl8shnU6jUqmIVb++vkan08HLly/x8uVLKWfRWAhxH56tATzUbpGJukkBEM4t3/ci18/V/9YL1WIoFBqG2qlUSnpsvnr1Ci9evMCbN2/w4sUL6WFIuCKbzYqXw7lbz4B/Yw9EwhXpdBrD4RC5XE7OIOE+XZ6TQyWhi3x5/8fgXRA//TBm/dsloxprY78AYl2sjYxGo1Il0Ol0xFNiJMT593o9vH//XkrRJpPJSrPoIPxRe25cV49RXUFyyaElV7UCnR2dDKNHqDu70/jqcJo4NwAxxHw2+dXpdMQZqtfr0hu2VCphuVyiXC4jkUisNNdm7a/+4b39POWwtNHxDX6MdNX72X9zcSWTSVSrVWQyGbHQtDC8hlaDYdvd3R0ikQhevnyJV69eSfEztzRRCKksidUNBgN0u90Vywc8hFSb0r4WuctztB6IfiaxSP5QSXY6Hfz444/493//d9zc3ODFixcyX43pUjhpiCjAem8y8KFRbK/Xk1IL7rZh09PRaCRgOZUkkxH8+ZQQRhCO60cubNaVPNGfcQFy612n05Gk4unpKWKxGFqtliRu3r9/L5sb2LiYYanLo/QLcbUD8ilqJvWc/TLCdqz84dZEyhdljNEJlSTL+HTndiZT2AxEw3j6mmKxiMViIefhcAsyd9EBD1uY12Hwm9Bejm/QIYUNh2iR2TGbIWMmk5GwTZdJ0JPiEQKe5wnzrq+vcXNzs3JwE/+tPTG67VS2LAy2ZLeK+c33UwPmVOjkCUMWlkUkk0mxsHd3d7i5uUGj0RCB0SUVFFpmv2lMbGZb94UEIEqP9WlMlNE7TyaT8n9diP45kgu6bMeVjLGeRNDiJ+m5kA/NZlMMgfaWdQ2uNRr672Ge+bloE29c/93W+hL/poG2TS+0MWFvSfKHu+W4pu26jcViUiMcj8fRarUEl7TbY/lvv7FvQhuH264kiEvZcFD08ogtptNpHB0dSfaKk2HjXCrKwWCAm5sb9Pt9fP/992g2m7IoWTvJVvkal6CF55ZF7QG4jh7QHqYrDNXz3HeozfHav/MsFCq009NTXF5e4unTpzg7O8N8Pscf/vAHvHnzBv/3//5f/Nu//RvG4zHa7TaWy6W0kSMWOZ/PpSBXN5jl4tYtrLiw9a4GAOIZEdIYjUZoNBor3XJ0+ZbffHfloRZ6q3j8cEq/sN/lwZF0XSMx8O+//x7xeBxffPEFnj17hrOzMzx79kw8PipTbTw0FKHvy3Hp8HXduPdNNjPswnv1ODUsQdJritDQ0dERstksvvzyS1xeXkqpz3A4xP39/UolAHFNz/Ok5wA3PUQiEekhUKvVUC6XRWZ53XK5lK5XFgJwzZP0KOG2JpcC0YpSWxgyIZlMroTS3J3A8hIOWm8Fo7VpNBqS5SIxI0ZFSAuvy4FYDA1g5QS7oHnZrONjlgBZsgLIuRBbZLkUvet2u41utysWWGf1qGB1AkX/2PlZodFeEZM67OpCLCiIn+uSFL828oscKMu6HtB2WNKf+50B5JKtXxNt4kG6ruVap6yyUxeVHL1ClgaRbxpWYO+F8XiMfr+/Irs03lzXTCbm83mphd6nM6Npq73bfoOwL365XEo29OTkBH/1V38lIXY0GpXthLpfZLPZlJbu9/f3ssmdGBm9oF6vh8FgIPc6OTlBoVBAKpXCxcWFeKXclcNGs5o0yAx8nMjQnwdlJ8OSy4t0eV5MMHEv69HREc7OzpBIJPDu3Tv0ej386U9/ws8//4x6vb4SklOx6nkkEgkcHR2tzNFPaWqQnbjP/f09lsslLi8vUa1WcXx8LN1varUaksmkNFjV/UA1by1/90G2gNhGBCTtvdlFxL9Zj55Glx41+27yyN7z83MUi0XZbXN/f49msylHDbDKgnzUToB+jp6HJj9Ia9/F5EEKxSa7bFJE/6ZCrFar+O6775DP5+Wgr+l0ilarBQDiJPGIlvF4jEajsdJdSq8BKth6vY5ut4tcLoejoyPpNnR1dYXXr18LpMRuV7yHX7SwiRw+WjE5hY9lI2yQm06nxX3Xh41zgXU6HVFq19fXsvcYgGycZ5cQbZ3ZzisajUr2vNPpSAt9HTaQXAB+kNXctxekhUyD1br7OK0yFWCz2US73cb19bUoTGKXDLFtAoVbwNiKSnfd1opLK0mG+6PRCM1mE+l0Ws4OosHi2LRHqjsM+dEuC931DmyiS5NfMlH/zbWAtJdI3JHJxlKphHK5LPuMJ5OJGHweOcJkJX/rWkkrg+v4pcNHV1nVthSE37mUOH9TNii/rHGsVquo1Wq4urqSJG0sFsN0OsVgMJByKhbhAxDlOBqNpAaS9ycWHovF0Ov1ZDyXl5dS5sfI8/b2FqPRaKV/px+vN+XfxsXkfg+w4QQZyMmyWl5jkYPBQI6PZTukRqMhISRDZB06akXHLC6xN/6bipXuP4U7kUhIcoMZOUuPCZ7re9vaLl3qwfZbbOoBQLJ83IfNBgKsDtCk26GNx+OV7DY9I+tpkocs9Ce/qIRZgcDsJHFfrUhopHQTBxftAmGsM1pWDoMSMvp664Vqg8FtmUycsVWf3jFCY8QFTkWr76kVXFg5+xR1kkC43SraM7PlfMTNuRsskUiIp8gfnksOQHaIjUYjuY4lgOSl5iPlS9dUZjIZRCIR3N3dIZPJiMxb79Fir5vSRiVAwHplqV+qxtS48LmjhoXKvV5PMtn9fh/X19eo1+sCgkejH7aD6f2vGvOh8tU9/egpMQxgbRUTDFSUQeN/TMxIL0o+hy+SBoX7V6kkWXd3d3cnSSjWTRKbbbVaKwctsTM2+Z1KpT4qmQAgtan0Cqioo9EoOp3OSv0pi9h11xuNxQEPO24eg4+u5IKrltClCP3upT16huZccLo7Tblclh0hmUxmBevltXx/NMLEMe3i1eRS5C4YZl8GPOj5eozWkOuMPbcJstHH8+fP8fXXX4sCWywWuLm5wc3NjbwfFoFTNtmEpd1uYzKZrBxkp8ep8V56ltz5xQinXC7Ld2jcdNbdFSWGpa1KgFzkZ51sNpLeEPBwoh/D6+FwKG3OXGGbVihWwPl3MpKKKJVKSUGvrc7fhHZhsotcQs+56N0wek7ki1UKXIxMqOjxchFzqybDHOCh040rAuAYWLqlG12wJo6huw5xSFQg1nv6XIkbP5hFGysdqVhohtdqQ2KNnStxY68jbWOMPwXv+I70mC3vqKQIudDIUp70fnZCP4wyuIOLCRzdCZ7354/tDOR5ntTnUhnqKMY1l33wba9Nd7XFpJKj0BC34VGxs9kMv/zyC37++Wd0u128fPlyZZsXw7tIJPJRayRgNZynW87uP2SyLhXq9/uIxWJot9viSVnLvk6B7hr6uFx+PpvjpufNDs8AJKzVTW/ptfDQd+5U4E4ZfTj8fD7Hzc2N3IsJBd0ObDKZrDQO4HMuLi5wfHwsZyqn02k0m00sl0u8efNGCqepKC0/uThc3t6+eMj7asNpFbJ+vjWy/EwvWJu1ZuG8Dq31M9nQmBEREw9WSdpxuTDGx66osDx04XZ6rWlPORqNSn6B3agqlQpyuZzU4nY6HdmWyPXPpArDamayWRCujYzeKcYmvrotIFussTcqMU19NImVgTBwgh/tLXGjX6zFDSl09CCJN7ZaLcEg2QaJQsWCaI0dUlC1IuQL9TxPtkCRCQyTiB/pLYkuJfkpSZdIcQxWOLWHqIu2aRzIDxoX3Tmb2CyfxQOZWAHAZ5J3VKjaM49Go7ITitgTD3iiMqBw6gz5pyY/pWIVEuXQKkrO3y8z76dEtPIjDu7ynuyCDeNRfyqv2y9RqcfM35wLE6iMMLLZrOxi4xGwumkKFSDXKLB6WJ0lyreG0UqlkmxVJiRCpawhpLCJ18+iJPXi0J4kLRAnHYlEJBP47t07/Pzzz9JdfLFYCCiu70kGM4njed5KWQc9oW63K0kH1mZyO51WBjqkAlZDH23Zt2WqH+ksMn/zvvSUmXVeLpdot9viRc7nc2SzWRwfH8u1NDZUpKw/Y5NSNhuYzz8cYqWFWO/I0RnH0WiEVCqFWq0mR6WenJwgl8vh7OxMvIB+v49Wq7XSfVsXpWtvTM99Vz66FIefl6qTJzqxZBW6rijQmCTlgQ0WKpWKHB9CA8WwUZ/USaIXZdvJucZOsnN4DKOzTgFbOIKKkpDLxcUFvv76a+RyOWkCzXPvdYMLe6ianj+98Uwmg9PTUwCQfp3MMxB3zGQy0ueBXul8Pke9XpdNJ+wEr40csFoMz/9vKoM7KUk/i6sttg6LueD7/T7q9Tqur6/x+vXrlR0JTDJoUJzMJiBusSDP86TlOzsL8Xn0JC3T9C4BzTibSNG0T4+Tz6TCY9int1vSKHDhptNpOc8mFothNBrh9vZ2JUmj70HlyFpRKmDWljIZRj5xsdPIZDIZXF5e4q/+6q8kmcSmvvV6XXZIsAuOhls0VmTlYZ+klYhVlloedRitDZMOq8mTaPShC5DG34rFIiqVioR79NAJIbFBA0lXT1gDqcllQFxKbN/Jm008VUYVpVIJp6eneP78uXh5DH254YPGQScIXcaJSZ5SqSRlarq/bDqdRrlcllKzXC6H8XgszkG9Xpem29xRpr14zTf7t0/mSboeRMHggiDoqgWPzKPAamWqsR4qS11NT+KE9XEDLFthgoFF6ay9HAwGokB0Qwk/hrkA/n2RHw6qdw7p7JwuoyLe6nkecrmclAHptl1aAQCQ/bM6XNTeJGvY+HN+fo5qtSphNgAp02KYTdxN3xPwx1z3yTc+Iwx+x7FRUdu/8z52WyVljgkKlrdQOSwWC0k+8gwhjcuGlZl9X7eOgpIc+nPyi/WOrIWk4mKdIr0723iYMJHVBVTQlHNCa3wOZV13TyJcNBwOxWsk5EMYz/Kcz7B8+6SeJLBqIfR+TAqd7uhDTU/ry7CZi5VlKmQcsURmzlhTxWcRu8xkMnIWt76+1+vh9vZWzgQmfkZG2fZV2spbJbbPsMevVAWAeHvMRLN7DFtMscMRPevT01N88cUXsvuIobpuYRaLxXBycoJMJiO8Bx7OtOGir1arOD8/R6lUwu9+97uVc3S63S7evXuH4XCIm5sbdDodTCYTZLPZFVyJY9Ohrd4HDeyWbXQJuP2bDrO1crSLiEaIC1P/jR4RT6TkuTanp6fiWU4mE9zf36PT6cjZ0DRkfl6zS56CQmwrK66QfRfyi8xIxB/T6TQuLy/x5MkTnJycoFarIRqNruyKYxd8OkFc74S9eD4QlaF2hoAHpcbuU1Sc0WhUuuz3+328e/cO4/EYzWZTnk2jr7FUzsWVONtEBndSktoKUxC1cGrvQYe4nDwVKCeiPUkdDlLpce8n8NA4gwLLHypbz/OkSJ3uOTG7TbOH68KgXcm1mHR5g8vzZvKF7eZisRj6/b505yFAzpC9XC4jk8lIkwrgAdooFovIZrOoVCo4Pj5GqVSSowrolRLL1OfZuBSgJass9sU/C5O4nqv/rbEwXSFh/6Y9VN1zgJlVfa4KPSh97opODgaRy7NdN9/HpKD7a0dG/wAPW2v5uTWYOglDZUkjomWD/NRVLISjCBsR9yWsoeUwaB678m4nJalfMn9z8VKrD4dD1Ot1aeCaTCbx1Vdf4fnz53IkwHA4lMO8yJRCoYDj42OxPolEAq1WS9zwarWKZDIp+4iJl8xmM9zd3WE0GuHt27d4//69YEa2RMXPKrsSAPr3vsgVktksvOd56Ha7ePv2LaLRqBwlcHl5KRBDsVjEYDDA9fW1eIrT6RTZbBblcnnFyrZaLXQ6HaTT6ZXjGHiu+eXl5Ypx45EZ3CbK7j8s+9HnCWm871NUDATBJC7ls1wuBY6JRqNiVPkznU6lfKVarSIajeLq6gq//e1vUSwW8fTpUxQKBTQaDdzd3UkHeHrVGj8GPoaeLPl5kEGRxj4p6F1ZR4Ulae12G6lUSgxypVJBrVZDoVBAtVoVnJxt+bjn/fj4WArz2VOBPwylmZvg7jKG17PZTOSQCVpGXNx04qpN9ZvbJ/UkLdmGEbFYTJIBXFRstkCcKxKJSO0iPT4eD8uuQaVSSY4z5eI/OTlBOp2WTfSsreL+TWZfdWLD8zzB0PyYZL0MYH/KMUytIBUas9Ms8VkuH3YNkSeVSkUEi4e3s3v2bDaTEyaj0agkWBgWFgoFPHv2TJJBzFReXFxgsViIoZlMJqjX63J0Lw0O78d3zgJ+yzsX/x67tMWlJHXyiMkqJgoI7TB08zxPPjs6OsLTp09lB1Qmk5HzlfjDBiy6kYVNKPGd2nH6JXQ+hXJcd40NiRlNELaKRqOoVCpScsZm0PT02IWLUIVu9sF76JIpneyj4W21WphMJmg0Gmi1Wis9Byj7rmTNPmkvZ9z4eV5cvJPJBOVyWTqkUEmenJwgmUyi1+ut7OEej8fIZrPSXJN1WGyVz0wjQWA2GWBR6fX1tRSZ2mYPYWkduL0NuZSjHZtLwbC0gUfEdrtdaeAxnU5XmhjP53PJOrNRL7FbDarT8hPy4HbO+/t7TKdTvH37Fr1eD69fvxY8l9seGXKzzMMucL/M7D54uA0RHyW+VqvVkEgkRIZ0/R/hDYbX7KLPZh+TyQR3d3d4+/atZFSpIIHVzk62LE6Txcj43U9BQdl0jVFScdHBYMJkuVxK9EaDwlInbl/lxgcA0pNB84ZhMx0alg6x50I0+qEcrtvtSgKWTbi1UuX/dSY9SMa2kcO9eJK2QFeHsXSd8/k8Wq2WWChmZb/88ksMh0Ocn5+LO8/kjMWcmGTQZ+BMJpOVo1SHwyFevnwprdRo8bSVD2tx9l2jFuRhuT6jZSUPAQioPZ/PUalUcHZ2JlaaUMfd3R263e7KQWtUZswwFgoFnJ2dIZVKyTi4a2cwGOAvf/kLOp0O3rx5g3fv3klYo0uyiDP78dPv7/tUlOvKtPi5Dv3YjYqdfLjIGKUsl0vZn81Dv1jmMpvN8PbtW/z000/SuMHzvJXDq1xFzXZ8FvJxRTB6/DbhtG/Silo/ixl8RoQABNfmPmtWQPCnVqtJZMj1ye/S42u1WtIWkUqSSpPrlV6j7orvIl3nuq6cahtvc291kn4eJYWATGBnGRaNptNpCdVoibRy1GGnDkVpqfTJbOxQrIusg8YepAQfo4g36DnaertCMPKBBqTT6QCAnCZH3vEzYrD0cPSeYj5Ht6vivemFsg6Sh65RORJg1wrSpez13x6LlxYrdikYnd2kjLkSEJ73cC6Q53mSaGDCkF6N3n6ojYXOngdhpXpsNtwOUn5BSaptyaU8LC/1+yY/GfF5nidnr+tqCpbaEfqiAaLMLRYfWiK22+2VHTOE2rjOuZ2ZYbWfHLmMkubvrmH41krS9XCd7bTU7/fxyy+/oF6vIx6Po1arSestvQDZLYg40WKxkKMbaFEoqIvFh9PpuGOHJ6yR+Tb1z3FzrH6C51eqsm8PSL9cu+ODi4ZKLRL50BTg9vYWyWQS4/FY9rHm8/mVsheWTpXLZWlAzDlR4EajkeznbjabGAwGqNfrePv2rSTb9G4eYLWhhsvI6LpOzuExFjf5F/R3baABSMKPu2eIl7HuVFddRCIR+SwajUoN5A8//IBms4mffvoJP/74o1Re0Dt3NQwhX8gbq5iCDIgfj3cla3z1eG3tMiMZjp3QBaM6vdWVXjmVJK8nRMNOVbp9mp8S4991QlCXZ/Eafa2mdcnZRw+3/YB4+2CtoOhJ0tUGIIpPW2AC6XS5SfRGuWiZnGBnaFp34pMsx1hXkuG3iB8DBHZ5WS7L7Zdx5w4PNgDh2T3dblcMDQDB0wCgUCisbBUkaUFrtVro9Xq4u7uTaoBWqyVtqbgwtVfqIu0NaQOg57jvUNHy0vLYhbUFeXosIaMMep4nIWO73Uaz2RRPnYY8KLwOIr/dN0ELeJsSNj/SPLJerv7REAKV3mAwkN1Xy+VS4Aa9FZaKlslEKkl6mIwGOR8aGc5Te7G6GYtLOYYxxtvgkcCWStIvyaBxSe1RslCXGMWf/vSnj5rwkgm6Ow3wgVm0TKyN0riYPnBJZy9p7fS97FiDrPRjJxiswrCVARwPf6xnSUjBFcLxWFgmGOgR8BrP88RrAiCJIe4cobKlgrQlSa5Mrd8cLe0r9A4q8eDfdajNWs/BYCDeeLvdXsng0jsi/kijxIwuz9Om96R3kHBumi9axlz80gbFD5PUf99X+OjimYufGq7Q79zzPFnL3PDgqofVio7rlbuSPM/7yIHRc+O9NIzh8hb9sEdNuxqVjTuTAx9bM78smV5gmkH1el2yYVRiel82n0EcQzcp0Dt6bGaQi57P1IrIxWCXh2Xnus7D24b0AnZ5ulowXTgleQk8NCQFsJJhpWKwXgD/rXcz+HlXfH9cIBY/5Vj1b/1djdXxml15GLTA9aLW4wAghpXb2nTtKENvyk8sFpPwsN1u4+bmZiVk9DwP+Xxe3h/fka6L1HJJ0vPXys8FUel5aA94n/iu5pMLluIYXPWclD96kpw/91wzerRRhzZItkmNDuf9FKCWM1fkao2InZe+Jqyx2Ut22+9hrkVC0grSenVkOK937bO2v8PsxQ4iVxjzKbzJINKCsc4j0ZZXX6fxMOABT9TGSPNOhz4UJJs5dI2P97I7XR6TOA9X+OXnxTIc1Ls6mDwghBGNRiWrSo+JfNMGw69IXI/BLlg/j9HSOk/5MeAgv/sG8ZQKz1UD7Of5WX3gwhitPgij1Pyu8fOSw9JWStJVB6Y/s4O1lpIW29aUEf/RnXGID0UiEWkkqxeuS/DWhYOusIBj8POs9iGUQVbQpYCChMdaZH0/eo+av/R4dKbS8pC/tfBSsQR5PH6F0I/BQz/SC0l76vrzSCQikI0ej4uHeiuo31ZbYLU6IYy3E1Qrq5VR0MLelY/WS7X31B6k6+/6bxaKcf1bz0dHgLY6Qn/mqvpwRTLWM7TeqB6DHtujKEmXpQi6jmQZbZWQy/3Vwu5yqfVv199cL/M/I1mhc2WLg8JPK5h+17u+rz18+8ww9NheuJaVsF6ZhhzsvTQkAaweeuWHGW4rX/uQzV3Dbs03P+XmUt5+nprf/YJk1d7f710G8epTrPGtMUm/z+w1Gsx2KTPdiAHAR4kbTdbq6L+HXZRhhdxPcHYhu1iDrnM934L49nP9N9tchJ+5rDev0UpRv2Ptkbr47EqC+S2afZBf2O9ahJbnLm/c8zzBdV2KQSdngsazq+fs8nztvVzyvy1tMj7tuLju4ZfhtyG2vpfLc/Z7t/a6IM/QOkv2mk3fy8bh9qZ1W9YK+4W6+n5hFtc+LLqloFDoUxWX+5ENnwG3cgLciowQBuC/0LSitNe5vPp19BhWft0912F4LiXJsBr4uE2ZhnPsffYxv3X3eGxPKczzXQY7SOlZ5bcuigm7ltdhi35j21VX7GXvNhDsaWpFqZmphZMTsQvVj+wCd4WmQUrPNU7XNUHX7UL2GS5YYd0LXTcua639rL0WJJeyCBq/VSr2fvpafc22ZA2oX2hn5cEuZH29xr1sVt6FNVqFwPn6eZSWwige/j1ovttSWA8/jMfuusbPo7TXMcLx8zTt94PC9aD15HpXmxj8Rznjxu9zvZvE87yV8gDtbQYtVD/lZxMOQdduovRcSuAxyCWAVpj9hDMoVAmaq6s8yvIwyLMPWmR+n+0Tq3SNx95fe8Wud+nC03Tmm39zKUZ9fwtH6Gv9PKkwCs96wH4Z9U1ok1DVTzm7eBPGcLnCX2uMXGMLqiSw93JdY39vwsNP03YkBH3ucPb/VdokLHzs0O7XTutCdU06CtqG/l/h9S7z2Pa7j50U/Oh53v8rb+tABzrQgR6BfjWe5IEOdKAD/RrpoCQPdKADHSiADkryQAc60IEC6KAkD3SgAx0ogA5K8kAHOtCBAuigJA90oAMdKIAOSvJABzrQgQLooCQPdKADHSiADkryQAc60IEC6KAkD3SgAx0ogA5K8kAHOtCBAuigJA90oAMdKIAOSvJABzrQgQIodD/Jb7/99sMX/v8HSgHuztbbkj0QzEWRyMeHUdmx6DZKi8VC2vLbY2JdTWPXjQv40N7pD3/4Q7hJGfrtb38r99THv4Ydx6Zj5XgB93k37FHI3p769EqSqyWYX88+v6OGeU8eKgYA//Ef/xE4Fz/65ptvAGBlrK5+l359Hu11fnPS/SfXHXzn95k+MtWvo789usBvbHp8vNf333//0bVh6Pnz5zK+XdqO+fXz5D31kcj6MDVeQ5mwMmY78APBremCGn67rtPX/Pjjj2vnuZEn+an7uG1CQUeuWvrP2B3u195v89c4vsc+0nYdbSpn/xnl8tdAYWVvWxkN7UnSKros2j4o7FktQd22uSj4m8eC6m7n/HwTxrq8o21In2mt778vCstDYNWLjEQiiMfjgV3IXd21N2k8y2dtwnsXaTm0ndWDusiv8zJd87b34LN1R33XtfSerEcfpmu2Xzd91zy2Jddats8IcwSF3z34md/JA/qoECuHtgN52IjvMRXlVqclrjsdbxMKc5iV6zxeV2iiTwW01+vQwvW8oPHvS5HpMeyTh0HkF4Lb84Vs6BUmJNXXBY3bzmsXD88P6llHYY8CCToqw+/duY7coGHWMun3fq3StYfn6THsg9a9q02J/OCas8ckaMVo58Nz4PmZDcXXHUHyKWgraf1cHmTQdS4rRApzLsi2i28TeiwvPIi017TOQ3EZHX53E/7oM0uCDmvaJ7lOOVxHm75rv/EHGQqXAl333Mf2JHclPV97oqRrvmHuY9fvPtbHvtbyXg4CsyHKJicdBoHhfiGQn2JlMsQlSPaZ684R/xzWyy6iTU+MJAWdVuk6GCtImGyYZA+msuO2163j9aa0LqzVn9lxBs3JzwjrA7HsdWFgGPt3nczR9wl7cifwuAbW5fG7EoH2O/bwrzARhn0mE5o6ynG9O17vgj3s2Pexlvd2WuJj0TpMQjNYY0auU+o2yWr/2mjXUDwI63JlptfxJ8wiCDr1ch+0b69Ky4bGjV14pv73rh7Ltqd3/hooyDjYSgng49MfLWmMctvTDYHwR1OHoZ2UZJCQ6s9saQDwgYm0BGQIhXOxWHyECdl78DcTDvzRzKGga7wtyGsg2ZdkP/8UpEuhtBKzwLeL/HC1+Xy+gvtYRcDyHP1dPle/I7+EjQtjtbQrH8Mm4KwxDMIarRzq+9tn2u/y+37XWLkNY6T9Fvi+MGvLi6D3pOUw6F6LxQKz2UwiukgkgmQyucLD5XKJ8Xgs/HbBD8vlUu7Fa6hs9frWz3etU2LCvOcutLGS3MR6hy3H0VZlsVh8FG7rGiv9d3qPXOxUIq6EBK+hInCFB3YBbYNzrZurH/ndW4+Dit811qB7APioTk1fb9+BvY60ibA9NgYJhPd2XVirX2Zcy06QArb3tPia3/yDFG6QDIS5blNa9378wmy/nIFVYNFoFMlkUmRPK0Br8DW/dX1zLBb7SDm6krfamFuYJAjSC0MbK8l1L8hmqvxerBUqzSxtRT3P+2hCLO2h0qDVymQyK9jkfD5f8RIAyGfaG3KFU65E0K6LPqxwW6xPe3zrkgPrnhOPx5FIJBCLxZBIJMRC23nOZjMsl0vhNb2l5XK54r3zHRPisGO3/96X4txEyC0/XMbWLkRXRYW+nw0lF4uFGHgr04DbCwyLPVujti8Kez87F036fcfjccTjceRyOfmdTqeFN5QTbZC07PC35jn/P5/PP9oYosdljZ7+tyuptIkcPjomGfQiXBgYlVgkEsF8Pl9RktqijsfjldAvn88jk8kAABKJhNzTLl67C8C+HD7bvoB1Yce2tA4HdIUk9lr7mfYQOTd9bSqVQjKZRD6fF6VJnkWjUSwWC/T7fcxmMwwGA4xGoxVeRqNRJBKJFYM2nU4/AtL12DW8sgutS5ZYrytMBKAVoyWXsrfJDfLG3lMrQStjNDSe5znxT4t36ne6a/i4i7J1RXk0AOl0GslkEoVCAYlEAuVyGblcThRjJBJBKpUSGaNXORqNMJ/PMR6PMZ1OJTr0PA/T6RTL5RK9Xg/T6XTl2a6yNZeX6XLAflVK0kXrkgg2XLG4Dheo53mIx+OIxWLI5/OoVqsAILiHdttJZJTfgnUJ0KcAy9c9Qy+aIAUJrFpJLUiRSATZbBa5XE6EOR6PI5lMinECgNlshslkAs/zkEgkJDzivemJapDdlcQIes/bUtAC3wYD9VO0VjnaRWfDSo2bWdKL0oVP+o3f5QF9btJhLYkKMpVKIZ1Oo1qtIpVKoVqtIp/Przgo6XQa8Xgco9EIo9EI4/EYADCdTgXT1FluG1XaqDMI2vCLZvj/sIpyYyW5afmO9WT4mZ9SYMhi8RDP85BMJmVBZ7NZJBIJnJycoFgsIp/Po1KpYDwe46effkKn0xGPMyxtugC3pbA8dF2jlZELWwQeEgnJZBLpdBqxWAzJZBKxWAzFYhHFYlGEOZFICE9p2WlkBoPByvOSySQikYh4jcPhEJPJ5KNQPB6PS4hkBXtf5Kdo7OcWd3V9ponXaQyXvNbhng2Vk8mk/N8mtwhZ0Iu3C9Q1B9ujgNft22AHJb/84AD9fzop5XIZx8fHKBQKePr0KbLZLM7OzlAul5FIJEQOGb3c3Nzg9vYW7XYbf/nLXzAcDjGbzTCbzRCPx5FKpcTJoZGZz+fyvHV4+Tp4IOgaS1vtuPlcRAuTTCaRzWaRSqVQqVRQqVSQzWZRLpcxGAwEa1vHqE+RXLDj3xeFwakYFsdiMWQyGcRiMeRyOYEmisXiCkZJAY1EIkgkEvLZbDZbwXwjkQgmk4lUIlhPkn+34wvy4Ded9y7Xak/Reirr5MGVBAIePHZX5p/vnWEkoYdPKXsu2oc8cp2lUimJUorFInK5HEqlEkqlkshOPB6XUHwymWA4HGI+nyOXy4kTROiHa5jG23qF9r3p3/s2yFuH234eUJjEgut6V/bMLrRMJiOufKFQQDqdRrlclrBxsVhgOp2i0+mg2WxiPB5/FLLr8FuHi5+D1vHQehs6mRSJRFaUkfZ+6M0Rgkin0zg7OxMBLpVKSKVSKJfLiEajggXxJ5VK4ejoCJlMRkKiRCKBfD4PAOj3+5hMJmg0Guj1epjP55jNZivvSysiC8bvi/wWR5gQm9f4eUn0FvW4qQA1pk0Zo3HR7yeVSomBymQyWCwWmEwmkhDTSTEr/1YGHkNGwySMXM/V/KZCYyRXKBQkUhmPx7i/v18Jobl+O50Olsslstksvv32W8znczSbTQwGA8xmM0ynU8znc8EiPc9Dv993rmH9O0zibVMKrSTXAcdaOPxerMax7H1dz7IhTzKZRLFYRDKZRLlcluRDNpuV583ncwwGA/R6vY/wMt4LcNf0bYNfbUJBPHRl7HitvQcVpMZXddZQe9sEz6+urlAulyXcJi8BoNlsSqJmPB4jHo+jWCwikUgglUphNBqtXB+LxTAejzEYDGTcrCRwJTFcPHgsCnP/dbAKkyk0QtZbplzNZjMMh0PBaZmMISzBvxWLRVSrVYzHY7Tb7ZWwndBFEH5G+hTYOGkd1k2KxWKIx+NIp9PI5/OyHpPJJEaj0YpRSCQSWCwWSKVSUj2RTqdxfHyMSCSCo6MjjEYj9Pt9tFotzGYzZDIZMcixWGzFU+d7sNGKny4Kw2MXhVaSNusWdA3g3jIUZJXsd2md4/E4jo+PxRs6OzsD8KCUmX2dTCaiHGmRgI8zrK7aLxcjH8NyB/HQVbtni5wtSB2NRsUj4aKMxWI4Pj5GqVQS655KpcQqc6HG43EJn0ejkVhu/p7NZhICUekWCgXxCOh1tttt8USt4OmxPrYXqf/uMjIuDNBepz1hF0xgvWUAgjHSe0omk1I9oLO8pVIJw+EQsVgMk8kErVYLw+HQdzx2rI+tINc5Ca71QIWkK0Zmsxk6nQ7i8Th6vR5Go5EYmGg0im63K153JBKRipRYLCZRCw3HfD6XtU3ckwqX+QaNe9vx7itS3Ft222a9XANzhTY2iaHrHylof/M3f4Pj42McHx+jVqthPB7j7u4Oo9EI9Xod3W4XjUYDb9++FQGcTqeCcUQiEQF8dXGqKyNrQ8N1JSeb8kg/RxMVuPZ0LUbm4h+VFb3qdDqNr776Ck+fPhVPcLFYoN1uo9vtYjgcYjgcroSGVITaMlOQs9ksMpkM0uk0SqWSKAx6T7T82rMkb7Vy3xe55Msms6yxs3Jmee8yRsDDZgRew0XMe6bTaRwdHSGdTuPi4gLlchnZbFYUJg1UoVBAPp9Hq9VCOp0WY0Uv1G/8+jMXHLUvXur/axhCl8vYazlWepKU3/F4jJubGyyXS4lQSMvlEsPhEIvFQnhSKpXEGA+HQ0ynU0wmE0ynU4zHY3S7XYxGI6TTaTx58kRKhmazGRqNxopx1nyxODPnExaS0fQoJUAatyGtGxQnpfELlhQw2UBLTSZOJhN0u120Wi1RAPSA9CLhPTWtG09Q1m/fZF+uH6DuEgL+neUVBM/z+fwKrsY6tOFwiF6vt6IQWJahQ3kC7Xq72XA4lMoCQh61Wg3xeBx3d3cSQrkWlh++tQvPLA5lyfW5673zXbugDu3lMUOrMfJKpYJMJoNSqYRisYhsNivJikKhIAmNVColGCUNtR3PY0MRljZdo/Y6rST5AzwU1lPR8Vpisgy9E4kExuOx1ElOJhPx1nm/VColSm65XMp2RUY34/E4VKlUmHpZP9qLkrRC6lfiYr0kLSy8jguWSYd8Po/T01NUq1XE43FMJhO02238+c9/Rrvdxs8//4x6vS5Mj0QiyOVyH41HKwEuCr+uQWSmrh20c9mVgl6YNhh+12lhYkLm+fPnKBQKuLy8xNHRkUAQ0+kUg8EA/X4f9Xod9XpdQhnPeyjWz2QysrDPzs6QTqfRbrcFV1osFshms/if//N/4quvvsLp6Sm++uor3NzcYDQa4f379+h0OgKwMxSlsmaiYl988+ONhSRIfqVV9Jz1PbloqdTy+TyeP3+ObDaLQqEgfCqVSiJ7XLiUYYbbes56Zw6faeXML5J5DKO9jRzqHEEul0Mul0OlUsHx8TFms5ngicPhEP1+X0Jy3os8GY1GAIA3b96s8KBYLOL4+BgAcHx8LAmy8XgsGxwmk8nKe+N4uclEz881x014uVWdpOsFWtJYoP6by223dVeJREKsM4HgTCYjC3U8HqPZbKLRaODu7g53d3coFAri1XBjva5Ps1kv/VwXDmnH/1heZZiaSWtodEaU2wszmYwkZljio+GLyWQiZRe9Xk/+rTOr+Xwenuchk8lIOVC/30ev1xOhz+fziEQikhCqVCpIJBKiNJh91MKree8qkfkUFHSei15IOhGlFW0ymcTJyQnK5TKq1Sqq1apAHHpelF8ar1gsJhgvsLodlp8FRS1WOT1GnaSmMPfXho8YLKMYjUES47b9BnR0M5lM0Ov1xCONRqMoFArIZrOIRqNSHjQYDCRSpAeazWZXIAvLS/tMPcdHVZL2gfrBrr9rxaiTOTYEZrjD+r3Ly0t89913yGazUjZwfX2N9+/f4/3793j9+jU6nY5kY5ldI6NJZJwet80uB4WBj7mg13ncQeNJpVIAIFhtuVyWMh8mtFqtlnh5LPwmTKHLKGazGebzuRRE08tJJBJot9t48eKFYJcU5nw+L1abxcKZTAb5fH6lOYEljfM9Brmynfy7NYI0piyo19+h4szn8zg6OkI+n8ff/d3foVaryeeTyQSdTkeU4Hw+F3hIV2ZMJhPBbHfBaPcdjoepkwyS0VQqhZOTExwfH+P8/BzVahXdbhfX19dSxsPKCI5fGx4aVL1BhD+6IQ09b+7qyWazYrQzmQx6vR7a7faKU2BL6VzVJGHX9lYlQJbClPTo79mjFDSwSpzn2bNn+C//5b8IBjmfz9Hv9/HixQtcX1/j1atX4spTSZZKJQGQ/Ups9N/tNZtm97aldcLpl+XUf+ce2NPTU3zzzTfI5/O4vLwUnIZlFO/fv5dthhb3IRE7YikVeRqLxdBoNPDnP/8ZmUwGx8fHkgwrFouiKKgks9nsSmhOjFLP6zFxN/2OLAZlqy2YGKQXziwrv0cc8ejoCF999RUqlQr+23/7bzg9PUWr1UK73Uaj0UC9Xke/35cEWj6flxB9Op0iGo3KFjzuYApaS4+RoLEURjnq6yxOyzCXsMzV1RVqtRpqtZoYI8ocaxz1+rPwQzqdlp9SqSS76RiSz2azlS2N6XRaqjoKhQKur6/R6XQ+Grve7LALH3bCJMNoYlcJg+vl6wLoUqkkjPA8T8pMGo2GZMz4khja0LPis3YJ6z41gL4pEVKgcmJCgEmr4XAoSRoqR+6N1cpC1wCSGLYQjwMgz6JQTadTeYbec6srB1zW+zHKqvzI5UXQEGsPkvJDo0Djw80KLLxPJpOC7XY6HTQaDdzf3+P+/h6DwUBwMhbo6614msdaWdj6S47bz9v8lPzzS3TYZJZtGMPSHd2pi8TrKSf0RvW2WModk4uj0UgUqfY4Pc9DsViE53nodrtIJBIrbRCDqkI2pa2UpJ+Xtg4g1XigxQyJoz158gRffvklCoUC2u02ptMpfv75Z7RaLfzxj3/E999/D8/zpHA1n8+L0FMBsM6KL8wF3ruU9jrB3FV5hsHkdBmVHQctOHcuEIogLsZdDJ1OB8PhUJIozGxTWVKoqUBZcuV5nmBI7XYbo9EI0WgUx8fHEmYDH4rP3759Kx4oPXq9f1nv59Zzf0zS+JNeuHoBZ7NZ5PN58SAZaicSCWSzWZycnMhupFwuJxBCMpnE7e0tGo0G3rx5gzdv3qBer+OPf/wjer0eGo0G+v0+nj59iu+++048b7YK00lDyiq9bovxu7D7x1KQfji4y+u3CSW9rrgRgV4zlZsuFaKM0CtMpVLiGdLzbjab6HQ6uL+/B/CgWFn7m8vlcHJyIgp2MBhgPp/jzZs3Ypzn87mz0fa6Kgc/2riY3I9cDNX/9huUtu6pVErKV7hneDweo9VqCfMGg8FHrrctE9BWehfat2BuqyQ0HKHLozKZjFhXhjjMWtPT499YJK6tLYWKC4JeJBsNUMAzmcyK58Vn6Jo24OOFEwRtfEriPIEHLE23iKPhoaLMZDLI5XIS9lHB93o9RCIRNJtN1Ot1NJtNtNtt9Pt9tNtt9Ho9lMtlqUPV/UyBj0u4bMTjF/65orF98WVbso4R5Y/GUfObXjr/zVBYY9w6AtHGnN8hTKHvl06n4XmevM8g/ukSr03X9caepIuxFijV19GK00PiQDV2yF01TNhcXV2JJ9RsNvHDDz/g3bt3qNfrGAwGyOVyKJfLEm5zFwMVARMK+jnWg3SVWfjVyJEeIwzXoYvmpeUfLSETJNVqVfAbKj/uc63X61K60+v1pKMPhZieTTqdXlmonueh1WqJFxSPx3F0dIRcLicZbP670+mg0+mgXq+j1+uJRWdChIpTY3D75p/f+9HhNSGbdDqNRCKBarWKZ8+erWTfGQLmcjnUajW5NhqNYjAY4Pb2VkpbJpMJbm5ucHd3h+FwiPv7e0nKMJlAj/709FQUgk7gsGhah6SUUyuDej77Itf9rCNjnRxNNCZsrhuJRGSTAjPVzOwfHR2tGE/KmY4ktU7QXjbw4NXSaHmeJ89llEhoYzqdrpT6WXKdehCGtgq3/YSTjObnXODAx9lv7flxfyuLkwkA397eotvt4s2bN3j16pWUsWQyGbH4ZAgVhf7RBa5Bc6DQaOZaAQ0L8oahdZZML3IKFRUbd9EUCgUpWl4ul7ITgbsU2u22eOJMetE7JNaYSCQ+KtTVheaEQVjIz2YZ7AfYbrdxfX0tz6XAUymsM0T74GGQotTyx/CaNXjcWqlDQobi9FAISdA4v379WjYvNJtN8aiXy6W0jCNuSd6S3wz/dPMGv27uft74LpnxdXzU9+da9asC0eEyecc6Rl1tkk6nxeDTw9Rn3HD+hHjoMdKT1JEOI6NYLCabGrhe6ZVyz7yfw6b/vUmFxUZK0r7MdcQJWG+JIZ/FJIvFIjKZjITP/X5f9rfq4wZYVM6/UxEy2UOMzSV0emx+GIVflvRTAud8Ni0uXyoVGg0B+cv+jgy1uYuBnhTDSmYdOR+LuXILInE6eujE7ujFnp6eSgjKMfK5xKNsuc8+F7grweF6T8Sr2Z3m6OgIJycniMVikpXmd9l4AYDACY1GA9fX1+IB0ntJp9PCS23UmHxkArJUKq3UqDI8Zzhp5XDdnPdN9p5BY+Ha01t8KYuMIDzPQzabXVFyGn9lxYP+PkNs3ofGnU6B3u/OHTypVAqnp6coFAqoVqs4Pz9HKpXCu3fvJKOu4SU7v01a9oVWkn4AryVtbfzKcXSWlda2Wq3i6OhIQkjP89BoNNBqtUT4dK9DbnzPZrPiwbCAGsBKhs1vQQUlalwh4mMoST/Bt8pZd4rRzXGJ57JFHOsju93uyhxZnMswXHdtp+enO7nQWLF0hWF+qVTCkydP8MUXXyCVSol1n06n4sEykaO91sfAJP14pzFchs5HR0c4Pj7GxcUFvvzyS0QiEQmZtedMhXZ3d4dut4t6vY7Xr1/LAua7YZ0oy3p4j2QyiUqlglqthtPTU1QqFVxfX8s7ubm5ESXpOn5ARzA6THVl67clV/IyzHOIf9OLZFcfloFls1nxBhnZUDkOBoOVTlXcHafzB5RX3Y2Kxr3f70vNZbvdRjabxfn5OY6PjwXGuLu7w88//yzPtQqSsvhomKQNAYIsjp8Cct2TSo9lLcBqowFaKF0btVwuRcgWi4Uw3LrQNlO8j3Bln4t93VhcCpoYDLcQ0rtmuQS3IRKfIaBtww/NY3qJxHpZI6gTGul0WrwxJowArPShpAV3kQbmPxXRgHBhs1CZYSIjFu1xMBxkgTLxVnrjNktP3tJjtUkfyuh4PJaFu4/tmfsgzmVTKIlrjT+UEXqSOmJkiRjfO6M+rlXNTypR/T5ozPle0un0R/i9S9/4zcnCgWFoq2Jyu+hs38d1AyCTiS2y3IIda/r9PjzvoQ7qyZMnyGQyuL+/x+3tLcbjsQDEtGBBz9HerFa+mrQH6Rr7Piy4HpcfWd7Si2RvPfLr22+/xZMnT9DpdNBqtbBYLPD69Ws0m00JdWjxrXdAZUUhv7i4wNHRESqVCp48eSIGKxKJSF3as2fP8E//9E/Spj8Wi6HT6eAvf/kL6vU67u7u0Gq1ADwcZfAYZCES/a50gouKkV3rT09PcXZ2hqOjIxSLRfGep9Mper0eut0u+v0+3r17h8FggJcvX0rTDnrsLAXS4TUVMROJX375Jb7++usVeW6323j37p00gtYevCvSsvfnu9Of7UJavqwyca1lPS5+TuilXC5Lk49UKoV+v4/7+3vp0NVut+V58Xhc9rrrdnz0SFlGRZnnts1YLIbb21vU63WUy2V88803qNVqsq12PB6j0+mg2+1KlMoogll3vf5dfAiivR4pu4mXxgVou6MQ/F4ul5KkyOVykl3U9Y9kYtAztNXRgLQeb1AWe1Orsw+yfNQLiTxjQwF6PcRwu92u3EOfgGgXGXnDRgyVSgUnJyc4OzsT5aEzr0x4sNmx53lSntVut8WD1ckyvaD3DVtoOMR1P60oaVyy2azgrTTSxF3p0fT7famqYFdt8l0bSpuU4v3Z+Z1lU0xMEF/XOLzNxu8zORiW/NYAcUP7d+0R6oYeLEnjAXL0/gaDgbwHeu/cFaYhDADyHT0GYrbtdhu3t7dYLBY4Pz+XbDb1BbFz7QAQK9+VdqqTXJcY0eSyTACkbOLu7k7q+trtNur1Om5vbzEYDKQNGkFzXZQ6n88Ff6Mg60ac2q1fJ4TrFvJjCrFf9pdCwgyezirSa9I1pkyc0ENiQTjBdpZQ8OgLFvBXq1XUajVUKhVEIhFJ/PDIhnK5LFja3d0der0efv/73+Pnn3+W/oisKNCLi2G9Nkz7SEAEVSe4yr3051SsxB/ZqLnX60l5DvDgEZN/DClpqHXSkJ9FIhH5PpNArVZLCvxdxtqSX3Z73+TyTrUc8kdnhMkH4qlUbGzm3G63ZVccO/WkUik5TwmAVAX0ej15PjPf5Jk2gnwOe3re3t5iOp3ixYsXSKfTsi2Rsp5KpVYiJhtFbko71UlqPGBdCKlBfBJd4dFoJNu7xuMxcrmcNGfgjg4uWt6Llmk+n0snZFvuQzyKi8K1sH5NZPlI74Zhmd6GyDlReeqDmLg/m7wlVsZwh+VDz58/RyaTQa1WkxrBSqUi953NZitNd7l759///d/x9u1b/PLLL3jx4oUUrOuknfZCXaVA21KY92bxV78SL2ac6TkyO8/sP/FcKkmWmeiepbrdmcZpGZouFgupKWXCjM/XGK2FWT4F+fFSGxu+Q+ChwkSX3xB3JO/6/T6azaasV+K1xWJR1ivlstvtyvypALnFleMgMWSmkhwOh/jll18Qj8cl1B6NRvIeWGbl59xtIoc795OksPhpaReWpxUWEw5sx8UkDGv6dPKAHWb4soDVPbDWClHwdD2ardXUv/V3P3W5jx6bDcM0D3UyBsBKeYVuMMHFzFIKNsrl6ZKFQkG2zTE8TCQSssBp1emZ67KKVquFVqslHqTGeW2CZp9Ybhjyw9F0faKu56Qc0Rti2EYPiIpQdyjX99LJL52o8TxPvFKd2eVzXZCKy4n4nGRL/hjJEL6gMmLfyG63K3LD+TDqoSyx6J5KzZJtscd3wOdq2R8Oh3If8pw4JMdvd5htY6R3KgEK8g50EbktZ6CSpKWl5U6lUphOp6hUKitZa5YFcWGTPO/DDhF6oDzXhllI3f5Lk6tWyipPO999WnobfvK35afO+jG0ZscaLjR2Z5/NZqjVashkMlLDqBtVsN8jW6tls1kcHR1JVjYajQoAzhCUVl3jx7PZDH/5y19wfX2NRqMhRzZwKynDSF1ipEts9kUuw6YjGy42GlvCNsS34/H4Svd1ylGz2ZTPeQonC8PZ0IOQhn4Wkxjai2ESqF6vS70vEz86HNxH1cU+yBXmU6nzHZdKJYFmWGva7XbRbDbRbDal/IcKi/g1w2/yRJf9UJbJR64/bjJhiZlek57noV6vfxR9VSoVlEolNBoNaYxjIY5Neb2XzuR2AC4LqN12HWpwMROwZZjIybO6n62T+ENBtKGVDa1dyi6oFOVTW2/XYncZJMs7hi269ozJAhKLnWOxmHSz4Y6mVColbb20wib2Q2+JvKK3xM7QDKfs+OycPjfpRB/npOtEtadJ2IAGmp4h4QMAK8ZdY970oqmombDRHjn5aMuIfg3kwsTpDWq4QSe+GPGxTpHRhnUAyGtep490AFabt7hyGRyD3jihsW5GBLyP3n64D9q4TtL1cu2AbMKE5ALSOXldz6c9zlQqhS+++EKayQIfgPA//elP6PV66Pf7ctwkPSwylc93YRwco17QWsm7hGZfi9+F0QVZNy5YWs/xeIwff/wR9XpdSn24t9rzPPF+WFjOPbQ8f6VYLMoOGQqubsZAr4lgfL/fXzFM3W5XlG+1WpXxawNklf+mONA68uMXn00FT/ih2+1KKEwlSAX5/v17aXXG0FonadhtW2Nc2lumkuXi5N5iveh1NyI7D6ssNO9c8MG+SNdJuiIpenP67PZKpYJoNCo9Abj9NRKJiPwx3CbcwLwCx57L5UROdMRB75zzZPQSj8dlXzjHBwCXl5f49ttvpapgMBjgj3/8o3QP4xj1/LYxUDt5ki6h1/gU4C5n0Z9pjMEuJFqJ8/Nzce9jsRjevXuHn376SWqk+v3+R4df2fG4SGc6ea0rDOZnn4vII4Yt8/kct7e3GI1GKwXeLKViWVWn05E2VOfn5yudn/v9vmSr9b5YnYGkoNXr9RVsjfylENOzddX86RDYKs/HIj0OZpp1Z3CL/3EXErPznvdQOK6bB7vGrvchkzfsberCGKkQdOcbF05OcnlW+/ZCue7ohWnFTqXPc5S4zZLYIsPoXC6HQqEg63uxWKDb7UoxfqvVQiQSkWMvaKAYveh3pn+zpIgRAPnDMrgnT56gVCqhVquh2Wzi5cuX6Ha7Ep1qh21bHm5cTO6qneKE9ILwIw6Qi5GKkFaFPelYl1cqlfD06VNUq1XxHOm6z2YzOZWOYQBfkB23H2kF+alwIZdXFeb59P7ozQGQhItN6DDBRcMBQM5E7nQ6K2GnDqWJt7HjtvYkdfu5MLyyi/+xkzj63hwfvT9mr5ml130MWZSsYR+W+GhZshEAdymlUilcXV3h4uIClUpFnsvzgWwBuR7v5zC++t3Zvov8TXkqFApyfAU7+1ABEkagYWZHKhoM3WCF0U2hUEAmk5GuQYxQlsuleI06UcTdXcRDmcAtl8v48ssv8dVXX8lcaIRYBUMDrj/fhjZWkvrfLsH3y3Drz2ypDi12JBIRgPvk5ATfffcdKpUKfvvb36JSqeDnn38Wq09cjN1p6NXwBekwwm9hbpPd3sci9+PRuuQG6/qSyaScOVwul6UzjzY83LbJRcu/sVwCwErXlGQyidFoJLse3rx5I9lKWmQbAdjxAx/viNk3BcE+ttSHCxCAhF7EYtk2LZ1Oi1ekFzWfozuMU6mRXzwyo1Ao4LvvvsPV1ZUYk8lkIgXpNOzE9jhWO4d9lUmFJVeUR2eFEQe9Ne5+Yzh9f38Pz/NEiXFfP+EbJhX1yZmsrsjn82g0GqIk2UmJnYN0PWaxWFxpvZfP53F1dYWjoyP8wz/8A/7+7/8e9Xod79+/l7FR9qm0qYT98iXraK/nbm8LSrtcYu1Z0SoRl+A2MYLJGsMkbZvu12Ny0acQYMtDbYj4b431dLvdFV5Y2EBjTAyBdA0gP5tMJuJJMolB4dIZZIsz/1oSNZyr9tR16EZvkQuOZ9C4msXqygIbUmvDUiwWxTuioeHJfjRquh2bdTbW8e5T8VbLm64N1Z3bbRNhnXzVCS3Kny08575rnWzk83TIT97SQGm8nd3CcrmcOFesxuj3+5JA0lHPro7NVjtuLL6kXXYL4PO7fmE4GUM8TWNi3G73+vVrZDIZfP/99/j973+P0WiEXC4n25uYcW232yvAMfBx3RXgfwBYkOezD6/IJonss/UztKLUXiZ5z44/s9kMjUZDYAcW0Ou2aDqZwvNY8vk8njx5IgmeyWSCRqOB9+/fC35nd5VYst7Qp4ArggReJ4hoLDQfNRSxXC7Rbrel7Z5uSMzn8Hu68oJNFniK4rfffiuYWCKRwO3tLf70pz9JQ+J+vw8AHzWD5bjo8erxPXalgF6XFibjDxuaEE7QiS7gYcMAeceEFyGL+Xwu8sjkLPBw6BybNAMfEjkAVraLFotFKVlLp9M4Pz8XWIjNSnq9Hn755Re8fv0aP/zwA5rNJt6/f49WqyXVFzoZqWkTZ2djJemyfvrF+30viCjUzEpTwLnI2XGbbfOXy+VK5T8bqNKauWrQPlUIE4ZcGfUgsjVrAEQ4WQ+aSqUwn89lvzsLw/W5xJ7nSYNc4OG4XQoud0wwibFYLFYKqfXYbaWCpm3Dmn2RNjzWuDPJxB6FukmzjUR0ogV4wDfpZbEQn80tGGKyLRoNuD5ETdPnKgXS71AnsiiLTJByh5EubaJi1xGFLcvjfWmwAUgLNSpHbRhYD63Xsz7Pm146d9lxbGzP12q1pJmGPrbElgr5ycU62jjc1mUKNqTl/8k0vZA0jqWxTAoikzk6AUO3md1YXrx4gZubG+RyOVxcXKwU7rLQmYzj7hs/l5sKVZcI2c8fk1xZYGC1qJw8dOF8HN9isZAzVe7u7hCNRiXTTYFnZyVafF5jwyGeI02lSQzPFuRbT8SO34X1PqYysF65lVFLlDsN51AB0vPQuKZNMDCJwC7m8Xhcdo2xI5I+QdEV/uux+2GRj53o4jO08qAs6PkTY6QyJS6ocX8SjYquYtFQh85LkHes19XbiDXRs83n85J7oLzf3Nzgl19+wR/+8AcMh0PB6u0cXeF9WNr5+AaXorS/taUCHsomqBxpyalE9RGpw+FQEjaNRgONRgMABJfQpRe6M7f2ALQg2GSTLgdxhcN6jo8ZTvIZeoFrLMyOn7zjliy9c4kNLBgyzedzaV9VLpdRLBblLGN6OSzF6Ha7Kz0Ardegx8vfXEAub8nPGGxLLuPlSrz5fU55pEKwniR5zkiFHclZecH5FAoF5PN58dr7/b7s2CGvGfLZzkjr8PIw0cWueLt2HixOqt+353miJBlV8BRJ4KHzO0vKtJKkAabR5b2ZEaeXeHZ2Jhgkqw30vm4+h+cr5XI5zOdzvHjxAvV6HS9evMAPP/yw0oeSPA8yNGHX807bEgGsLGy/z/3wSF1wzknxR29417tr6JrTe2KhdTKZlL6SyWTSdzcI/29r1IJccJtUegzS4/DDSPUYtXeiQyGr9Ln4i8Ui8vk8arWaHEOre/ExVNH4EeceFCrqMQTNa9dEWhBZfrkymRoDdI3XxXPyj1AONyvwWIZMJiNeC0Ns4ugaGnElFtdR0LX7NDTac+RndFzYcZwbB5hQ0TkGvSOHXiAhL7tbJxaLoVwur9RF0pBrY81xEA/XUQ7woa51Pp+jXq8L/kjF7oIw/GCNsO9jb8XkfsCotVKamLDhb7rSbMJZr9elYJUZbdZKsVTl7OxMCl1Zm8bT6jTQbMewDqd0KfZdQ3C9cNctUgogMTASX7ZtAcewyPO8lUYLo9EIqVQKz58/R6FQwNnZGU5PT6Vmst1u4+XLl7i5uVlZDHymq47OKho/vuhx26z7vsjPONtaWRpU+3waU/JQJ6nYq7DX6yGRSOD09BSlUgnPnj3D8+fPEY/HpbTop59+kiMf+GwNU+i526gkqLGF/ozysy8eutYox06DSRwRgGSaqUjJU+KNNmokJshQOhqN4vz8XGSTGLrOVFNBl0olmX8kEkGr1cL19bU0x+ChdazI4P11PkK/W6urHhWTXEeuTPY6L9NaM+Ch7IceJIWFHok+F5pWjLgkLRBxyW3osUJrP4Wzyzi0QrN4IPFaNgjh0QJsCqIPDtPlPq5ONX7edlggfN8JnU3ekY5oXJgpr9Eeh35HxOII86TTaQCQSEcfFct7ud7HtvQY8mgdBltNobdcMpS1xodJHq4/XUyuEz1cp8QhNcSmd5RRqeoxMOHIsqperyc9KTk24PHK80IrSb+Q02pl6xHpz60XpbNmJO7uIFALALVaDQBkMetn0xJp7yadTq+UANA7sovUrxTIj/a1wG14s45c1+iMN4WE99VZVS5mHkwViUQE3/3jH/8o3XF0yZT2MOyOE/7241UQD/fBP7/767Gtw/tcyTydUAAgssM9y4VCAb/73e9k/3I+n8dwOJTjZnkejn0XGgLQv2mELE8sb13zfewkmP6hMloul3I6AENk1omy3yihCe7n5hwJhXmet1I5MR6PxRONRqMrfVB5LzbjppLk7h7ygT86q06++SXLNuXhVjtuNEPDegcaQLUhhCZ9RCetDgFb7U7TwrDkhS+RykEvdsCdOfzU5HppQcpyXXhFJaZDb/KGoTdDPt0EgMD43d2d7Ijg9y2feE89jl28msdY4NYI0xvZ9Fnao+J8eYZSuVzG5eWlVFXownF65brsBHiQcwv5rJsHx/I5iOtUlwcxIcidLExYaQ+S+7HpUetED+sel8slms3mSrMPzW92amLpH3eAkcej0QiZTAaVSkVCfGBVWWry002brv2tw23X4vVL0FihcWEgrN1jGy/9slh6QcVIxqdSKTmKlv3jdM2fTt7Y8QQlooDHWczrwGMX77QS9Uvo8HOd6dcNGsbjMV6/fi3YEvDBYyfvdSZQ15a5lLnf88PSY9arav5YXutF5BqDC1pgeMgzgJjVpUxyeyyVJD0kl3wFJYw2NT6PwUMdmWjlzsYmNLoApNaR8BbXIrcF817kSa/XQ6PRkHI1/o2H+TEvwXCacshqC95He7aUbd2BySbMgpyLTWjrM260IPhlsK0C8FvcbBzreZ508yFDNKZBjDGRSMgJi6enp7i4uMBsNsPLly9FcOkh2XDeT0GGEbx9Wnfr/eh7+3mcQSEEPWlitvqkuH6/jx9++EG8yUKhIOUakUhEdjDonTa6VMWGjnoOevxhQu19e0guQ+13nQ1lg0rXaDTy+TxOT09RLBYFj6R88egHHi9iuwUFGZYgPlh5fWzSvNEyRqVPnrDKJJ1OSzLr/v4eyWRSGvGy9jYSiUhZFE83BR5qVNloBXiIVqgkWZpGRamdHSZsNI9cWCmf5ZornxmW9pq40UJosZ91dYb2Mx3yEAQm3qSz4FSybL3PImjuFlk3Xj47TO3avkgrSNdzXckDF45m4Q6rRPkZhY38YVmHHZNe4H5epB2X/dunXOCb3J/z2yQMpzfJ3R+6NIYYGeXOFe75KUs9bheMEYT52vvtQlZ++H9dsws8tJvTNaVcZ9FoVPbAM8rjuuPRCtz5pcN4Kk/gIeFoj8RwOTSUZ/u3dUZ4F1ncascNsLqI9EK3nwdNQCsJFqfqbiu0YvQg2W0kl8tJq3yC5W/fvsW7d+/EPSe5FJCFClyWxyon1/h3IX1fPwVtkyZ+niQNkD73xwLaOhwcDAbyTGI7tqkFfyy2q8eux+fy2K0s7LMgPwirdY2VY9AYrutzXXFBuazVashms5KUuLu7w/39PdrtNu7v71eOigXcFQw6e2wVk4s/Lvkj7crDdUaCyUBbyqOVHKnT6awoNEYvWqZ1lKGbT9BosRaShh3AyjVa9q0x8lvL9nO7XlzX+tFW4fY6JrsUpCvc0QzXZUB2YvrZ+mAwHna1XC4lIaGxE5Kfh6gtZhBUsM7L3JaC+Ojnbbg8Se2p2+J4fQ0FWP+dRolJIBt2hhmf/XtQuPMYpJWMjWbW4cD6+/pz8pKhH3fn0ItkuK2PZ/CLCvxkJ6x341rgn4I4J51oAR7K8yhXdGTY8UgfRqc7vRPL1RUn1rDoZwfxx0/5udaySwY2MTR7Cbdd2A4H4sqcBg2agkickns7WUZQqVRW+vt1Oh3MZjNpqsq9sroxg7ZQelxBAufKjO8zfLTPtwaCz9WYrB4L/24z0tr7o+KLRqNyuh23fxFEp5Dr7i6e50nI5Ff6RQXrihL0+HUyZd/hN++9box6XGHgAH3NcDjE/f09EomEQBWNRkPO0bZ4mP2+lkH7TPtOXQvXzmEf5Lde7RgsvkqZYNLEfk8rRF5H50eX/dFw6L/Ze/HHrl27JtZh4cDuO+a2VpJ2gQPBu278tLsVFGbUaJl0P7tkMolSqbRihdhHjoeTEx+xeCRfapBXyTn4JVH2nXTQCkT/TfMxDJZrw5BoNCqlPwybuJebWUjy2JVsWGdAghIS2ku1yt2GarsQ+bQOL/Ubq/bMg+Y6nU6lFR2Ln7vdruwC0yU/rjHa57mMyjojHBTl7Ep+mX4bbVhyjYGKzwXRABDvUj83yHjwOh0p2efaipkgg2XHH5aPWynJoJpDF3PWgap2YeoGqMvlUrzDdru90t3G8zwBh5mttR6RVhz6eX7wgUt4952M0M/38x6CaJ0S0Fgk4QldvGzr+ax114pjm5DZpfwfg4LkyU+BAqvy6Fezq8Nt3fILeOhqo42B/R6v089zPWPTuX0KslCPJo0/AqvbYzVtAsnxt3a21hk/fR+dZApLm1y/8WmJfhrYL4OtmeBXVGvBW+KKXOxsjjoej9FoNFaUABUqPVB6fNwfqsnlsblepmserhBj3+RadPy7/bdd3Dr0ZQaSHqRWlLq2jDykcmR/SdfzrcdPcmGkpCCD+Vjkx0MX+RlEHTpyS6eOXnRtno5aLB686bjWORP2um3Jyrx+T0HYqv0/52nx8DDJEm2kXbJlMfggpeuHKe+L9r532xV6+03QzyW3itjzvI8OabL9InVt3zakwfrPQdsIfpgF51oA2hPaJCn1uXjz2BSECVIWKYPAwwLfBBbZFz2GkVkXOWy6poKcqF3Gse2zgd0aHG+lJF2W0g8zsNfw+5ZcXVssU3l+hbVQ9IL8dtiQgsamQ1U/932fi8DeK+y9LU9slx6N9dIzByBdlIhD+mUGXZbbNbZNBO5TZbnXkd/7t+9c84FnjwMPhpiJRb95uUJU/duPPhVMEYb8lJp1JvSat96fJu1lBs1vE1nZRKEGRTzraOsdN7uSHy6oM14WC9QlKjos4uf2M30/F/kxN0y4sU8K89L8rnElboBVoSQ8EYlExNAwRNeKNAh+0BSWF7uWXmxDu95fGwkaXzZV4Za5oO2Hfori16D4gijMOw3ynP1kJ+g+u/DkU0Y1j7rjBvBnvp/18cPkrGfjauVlvxPkOayjT+X9BGU99TXL5dKZZaRy1DCFK7HGHTZc4FZJamXpesa68YeZ46+JLJ9dyo67P/iZ7jQTBGfo//s9z3VNEIW5V1gKKgHahFyYol+ViN/3w8zFD+vexghvo6AfpZ8k4L8jR1+jP3dluehtWpCX3tM21sQlxL8GK+9aBH7gvyarJPX3+Z3lcrlybCoVrr5Oe+lhxuoXUnKMfhnSx+C131jsNeuSJ/o++ogRfqYz2jZZ48pkrzN89vowCbt98M9PvsKQXd8uaEo7PPZvLgpSepsakTBZ8U15+NmR+G0t2acCyj8XbeNhrLtuk5Do/2uklZbLOOmfA/1/iyLe4a0f6EAHOpAvfXZP8kAHOtCBfs10UJIHOtCBDhRAByV5oAMd6EABdFCSBzrQgQ4UQAcleaADHehAAXRQkgc60IEOFEAHJXmgAx3oQAF0UJIHOtCBDhRAByV5oAMd6EABdFCSBzrQgQ4UQAcleaADHehAAXRQkgc60IEOFEChW6UdHR0BgJz1AXzccmldSyz7+brr7SlybJHGbjZ+Lbtcnbr1M3iNPufG1WrJ3ovX3NzcOHm0ji4uLqTNlj1Oc9tWUhyb39ETuqWV7fiu23tZXulmxvakSVdz33Xjt2cK/fLLL77XB9Hl5SWAD3JoD6HahYf2Ote1riNQbS9P9unUxGv82rS5TpJ0nbHEe/G6ly9fBs7Fj87Pz2Wc+rRB2+3ItifU17k6fesf+5mek+0/yTnx3/F4XI6ltWfi+DXX1icL8LmWd653++rVq7X82psn+amaCf1nblr0uVu7uTrB/79An3ou+5bBTz3+oGMitpnb55brTWnTOYb2JO35tvph6x7q6r7t6tmnye+adQKlLaC1hrZz+rqu4Ptuyus6fjOMZ7OuUbDfsQ6uJrL2mAw7Bo7R5aWv+64fsenyPpTBrkeYriM9R7+mzlpubIPZMB3Pw55143cf19rYhIIiDpc3a9e8qzO7Sy+se6a9p+tIEf259SDX6SLXetYec1gKrST9GKZ/BzE16L5Wmel78m9knKvrsaUwytvvml26Nq8jHYaFUX77PMeDIY2GGazB0I2M7Zk5loIWqksh7stbWneyof5sX8cUaFrHE9cz1y3gT+29ueAy11oO6vBuxxK05oOgNH29lj/r6Gj51dCR61reP2xH+HX0aEfK7nqdVbh+k/ITNtf12wrWpwjxtdIJWtxWidpjMvh3fS96ckE8tHy2uKPfgVd+tC/P0VLQO3TxcNsxhMVd/Tz7ICXxawpP160ZF9m5WtkKcx9XrkD/Xxtrl8Pkx0PNe7+cyaOF20GkPRNrnbQr7bLw2gW2ZBM3forPeqMuAfU7HlP/3hdGE4aCDjFygeOWNBjt57XRmsZiMTn8y3UfzUN9tK+9B8le82uiTRWQn0HS3o3L49e/dUJMv8N1nuymsrUvWXQ5Hq5okMrPta7sqaY28aPvpcmGzFY36GfrpI7Lg+SYXJ6rvr+do9/Y/GhrJekXpq77zmN5c+sUadj7hL3mPwtpI/E5kzVBC+fXQH6nHFpYwn7uh2O77r2Ld/uYMhkmPA6z/tZBa67P/aC2oMMBg+4f5u+P7kmGxVdceIz2kPwAVH2d/XGNw5axaFqHWwThL9scV7kNWcPhOg7WRa5kiLXS0WgUyWQSy+US0+nUaaR4H+u9hj3Bzo8ntkRrFwPpevYm9wpabEEwAvkYi8XgeR5ms9kKv+x9tIetZcr1LD859Bv7vilIqdk16FJYLu/Rzt+uOc/z5FhenRiz69AvirL80Sd8+vHQjt91zToKrSTDemBhvbYgq2NDcFdd1Dql57p+E2vnd80uC32b8GqdZ7zu2qBTJe31OrQJM7ZNx7TPBb+JotbXa9kKwrNt+Me/88diYzbRZcPvoHmsWzeP7UVqWvceg5wVvf785EgbE+sokV/6Gma7g8blmoMdc5h5+tHG2e0wtM49XucN2L/r8iNrobQCtUW8+nmaUX5M18/fZ2ZZ33cd0cry+qDv2EXJ+VOwotGonBudTCZXipYXiwXG4/FHi55FvEHPCzuuddftSmHHsO5a+7mGKIAHeU2n0wA+FNqz2J6f23PLtSftKia3npgdg0tW/aKvTcllYNatUzsGPU87J7+yIM/zVjDueDwu/9bXxuNx4TW/O5lMMB6PATychQ6sVoy4FLjLoLmuDaKdlGSQV+camL5GD951f30vbU38rEQ0Gl0RXODBHdfKVIO/LqHjuFxh72NYdBe476pH1KRDjEgksjJvG8bM53NEo1Hk83nE43HM53MsFgtMJhMsFgvhERUkBdeVnFn3rvwy8btmml2kx7Du/nrR6nFq2bELW99/Pp8jFoshnU4jHo8jmUwimUzKZ/ytFTONEP+ulaRWDC6+uZQT5XYfSTOrJIPWKZ+tr9VrmHMjD/2cFc6Rn9HQuBRioVBAtVpFJBLBdDrFcrlEq9US2Gg+n8PzPCSTSefuJu3dao+ePxYaWUc7Z7c3ifXtyw+qi/L7vguDsGGNC6d0heD23o/t+Vjyy36u82L153a8y+VyRdnFYjEkEgkcHx8jnU5jMpmIVY7H45jNZrLli9fSM7IhapC3EaQAtXf8mKHjOgobWtprqBzL5TJSqRQSiYTwiTilVpI0TlqBLhYLRKPRlUVtvbJNxr8LHzdZp37X+61ll7KlIbe/4/E4UqmUGPBkMol4PI5SqYTj42Msl0v0ej1Mp1OJgqbT6cp9XeNa54BtSjt5khanWLeQ+JuM0paJFmmxWIj3Y93w+XyO2Wy28iytEPgMCqVVjEGK2W+uYZT3pqQTJS5aFxZQ+dkyCS7EdDqNXC6HYrGIo6MjFAoF/Pa3v0WlUkGn00Gn00Gv18OrV68wGo3QbrcxHA5X+D+ZTDCdTlc8mWQyKd6MK2FkBVd7ePvyIu39w9w76HO7d9ka2Hw+j2q1imw2i+fPn6NYLIpcLhYLDIdD4RmV5XQ6xXg8xnK5RL/fl3AxFoshk8kEhn5+np1f9n0X0utPz9lvHOQPf2ulp9cqPT3KSTKZRDabRTKZRKVSQTqdFkOTzWZxfn6OTCaDp0+folqtolqt4vz8HJPJBD///DM6nQ5+/PFHvHjxAoPBAHd3d5hMJhgOh+Jp6h8afL+yP79170d7Lya3ZF9AEG6hlZpWknqrkusaHW76udhWYVpr+Tk8Sb9wy3WN6+9+1ycSCVGUpVIJpVIJJycnqNVqSKVSSCaTSKVSGAwGGA6HEnIuFgtMp1NZ0Dq0ci2aoIW7TkD3RbuUNq1LapEv6XQa2WwWpVIJ5XJZ5IthuPYoZ7OZ8I9hOWVXF137eUKfi1yQk14zQQZdY+Cud0GPMZ1Oo1gsIpvNipLM5/Oo1WrI5XK4uLjAyckJKpUKzs/PMR6P0ev1EI/HUa/XUS6XEYvFMBgMEIvFMJ1OVzxLO48gCOFRMElLrsG4LI9rYDqU09+LRqMoFApIpVKCMUajUSQSCWEKBVOHLcvlQ+cQz/MkIZFOpyXEbLfbmM/nGI/HEmLqLJufdd8ETlhHLpzTCpXdGqh/62sWiwVisZhYT4YpyWQSz549w/HxMQqFAo6OjpDL5ZDNZhGPx1EoFJBIJFCtVnF5eYn5fI6bmxt0Oh2MRiNRnK9evUKv10Oz2US73Rb++u3c0byh4nAp0X3ycB0Gaa9zebraG6UnCHxI0iSTSZTLZeHl2dkZyuWyvCN6157niVczGo3Q7/cxHA4RiUTQ6/XEoyTGZj0v6zhwbH7z2xcPXUbLby1Y3FnzgEZAe5AAkM/nkU6nxUgXi0X8zd/8DarVqqzvVCqFcrmMRCKB8/NzkWEdwSQSCTx58gTFYhGNRgPRaBSDwQDj8XglAvJTgNZRo/H75J6k68X5hbV2AZHZVJKFQgHxeFwEiZiQxnaYhaXiTCaTAgBTSRYKBeTzeRHQyWSy4pLbkpd1Yfg+eeTneYVZAPRKKBj8fzabRS6Xw+npKS4uLpDL5QRHo+HJZDLiSRaLRQAf2uA1m00MBgO02230ej2Mx2OkUin0+33M53NZCJb8Qux1kMG2ZN+RJft813V6gbuUJMPITCaDfD6PcrmMYrGIarWKSqUi90+lUqhUKohGo+h0OhgOhxgOh2JwptMpMpkM6vW6GDQqYcJB1uDr8fvt9tmXB+ryEF04nl80aKMKrSTpgZdKJQmfq9Uqfve730mrNkaCXN+lUgmZTGYFEyePjo6OcHJygkKhgGaziVarhffv3688P0jOrMNm5xhEO9VJ6pdmF4srecJrKZw6w1UsFpFMJnF5eSmWxi8cisViyOVyiEQiGI1GmM1m8tIWiwV6vR4Wi4UoBo6P2JHGMYIAYDvvXYVT38sqHJ3c4LVBYSQXG60xlWMul8PR0RGq1SoAyMLtdruy+BnqUEk2m80VZaivYaKCi9y1sCwP/WRlH3AG7x0mxLYYo/2bxtDIT8I3tVoNR0dHqFQqqFarSKfT4rXwHslkEoPBANFoFJPJRDBz8ole0dXVlSQdyOfpdCpy6xqbn4LcJ7kUB/mi36m+zv6dY+Sc4vE48vk8kskkzs/PcXx8jFqthqdPn6JYLKJYLCKVSsn3CVswg93tdjEYDNDtdjGZTNBoNDCZTJDJZESBah1ixxeEo267lrdSki48z16rB2YXEZMtmUxGvJ9nz54hn8/jN7/5DS4uLuTaxWIhgsWFm06nUalUEIvF0O/3MR6PMR6PMRgMMJlMUK/XV8ovIpGICDBddG0NtSK1c9pnzZ+fJ8b72yyw68Vz8dBqk4/VahVfffUVyuUyrq6uxDt8/fo1hsMh3r59i8FggGKxiFKphEQigVwuh1gsJh56Op2WTCMxzUwms1KiQS9BQwLa+3At7H0ucL9yGft8XRPquhaAJAiJI3Le6XQaz58/x5dffim47nK5RLvdloQWv0tDzGQEPcNYLIazszNEIhEUi0VcXV2h1+vh3bt3GI1GuL6+RqfTEeOtw209DxdWuC8euiI6+2/t1fH/Wi7pbLBiIpfLoVaroVAo4Ntvv8UXX3yB4+NjfPHFF0in06jVakin02KYiOMuFgt0u12MRiPc3Nzg559/xnK5RC6XQyKRwMnJiZRdUQ+4lLX9my33oWK28w2ircLtoNDa73q61nSvmdnKZrMoFAoolUrI5/PI5/PIZDIfhcSLxULCRHo4etudDju5qCnQwMeKOyyDgkDrfdE63gXxm4otl8sJ9kjrPB6PxTIzg835x+NxjEajj8qJisUiEokECoWC1Ffyfegyl7Bj39fC3vYZ+v25rtGLi0qPiZp8Po9UKiVeNA0xk1saL89kMpIUy2Qy4o3Ts+IY2+22hOrJZPKjxiN2rHrRPzYfNWml6BoDf2sFyvXIZCEz1cwzJBIJqdGl0zKfzzEYDDCbzQSyaLVa6Pf7Ag/ZcWrnxkacer241u02MNDWJUB+L0zjCHogXMzpdFrCQgpkqVTC119/jVwuh3w+j1gshtlsJpktWh9eP5lM0Gq1RFiZzCmXyxLCjMdjtFottFotAMBsNpPyIZYHuABsK6SPXd/nF+prD017ujQEhCmurq7w1VdfoVAo4PLyEqlUCr1eD/f393j16hX+4z/+Q7znxWKBRqOBVCol0AMAZLNZpFIpfP311wKQn52dwfM8FItFZDIZ9Ho9XF9fC65rj3QImt8+i8ld97Lvip/7JXBIOtIgZHFxcYFisYgnT57g/Pwcs9lMklmvX79Gq9XCcDgUA0PDzxKXarWKs7Mz5HI5nJyciBMwn8/RbDbheR56vR48z0Mmk5Fyofl8LuG8a756/PvGeP0MsVZ+ru8tl0uMRiPM53NkMhlUKhWcnZ3hn/7pn3B8fIy//du/xbNnzzCZTDAYDDAYDNBoNFaqKHq9Hl6+fCnXMGRPpVJiYLLZLNLptIyTBoh5CL1GrdfI8Wslug7KsrQ3JenCNbQVj8fjEr5VKhWxLqlUCqVSSRQhletisRClphUsvUQKF111zVhaeVoj4OM9oy7swoVZbGN5/GidQuE47XdcQszC22KxiJOTE/HC4/G4ANuNRkMUG4kQBS2453kCmF9cXIinX6vVEI/HcXt7i7u7OwDA/f39R96kfl9+89Xj31ebNYbTYZS0HquGUXRlABceE4f5fB6FQkGy09PpFJ1OR5QkZYsVGFSS0WhUsrXkJcexXC5RKBTEoyT8w3mMx+OPPEs7flsZsiv5KUm7FvwiKq5TKrJSqYSzszOcnZ3h4uIC5+fnaDQa6Pf74vhwQ8NkMkGz2cSrV68kW71YLFAul3F6eiqeKRM7FnYi//kOdZ7BNX7+bCqDG4fbQRbH4ir6J5/P4/j4GLlcDldXVyiVSqIkGX4DwO3t7Qq4nclkUKvVEIvFBBNicelsNkOlUhFPKJPJSOKGOCRDbh1W2U3z64TuMUNuO4Z19YXcFUMe/va3v8Xf//3fw/M+FCyPRiO8ffsWr169wu3tLbrdLjzPk5IWCtZ0OhUlSaLA0wAR9yE+yaqDfr8vhigsbWq9w5Dr+VQ4rnIrfY3+Po0wQ8R8Po/lcolOp4N2u43r62v0+33BvOmBU3kCWNlXzCoN1gUyCprNZqjVasjn85hOp0in02g2mxgOh2J8rBysCxm3oaDvBzkKeh3oCDGZTOLs7AxXV1e4vLzE+fk5arUaZrMZ7u7u0O120ev1BIf0vA91paPRCL1eD7e3txgOh3KvSqWCb775RtY+IQ9dCUBs0YVLWmjCz9F5tHA76IEufIChbS6Xw/HxMUqlEq6uriRjSEtLAPfm5gZv374Vy57L5XB+fo5kMonb21vc3t6i2Wzi+++/x3w+x1//9V9LfVU2m5XQmxZjPB6vKEk9xnXKb523vC2FwSC1YtRZeCYXnj17houLC/zt3/4t/uEf/gG9Xg9//OMfMRqN8Pr1a/z+97/HaDRCt9uVagB6n/F43JmkIl6USCRkb3ckEkEmk8FsNpMaS3oBfnxxKah94WlBnr1fEsL1OfDgpefzedmZVKvVxNh2Oh3U63W8f/9eMq4Mjfl87ioZDoeSvJjP58jn84hGoygWi1JClE6ncXR0JN/L5XJYLpe4vb2V+9ErIg91M4dNjFIYCuvwuBKzWklGIhGcn5/jN7/5Dc7Pz3FxcYFCoYDpdCoKkBUn9PZYU9rtdsUIPXnyRBTjt99+K84Tk2uz2eyjMVkZdiU7g+YZhrbqJ7mJwHNRZjIZFItFKQ9guEQFRiawZIXKlcXO4/EY9/f3uL+/R6/XA/CALTKMYlkFs93j8Rij0UhwNOuGuyACvzkHfR6W7AJfpywt6RCDyQUmDIib9Xo9KWamogMeylzIMybO6GVScY5GIwCQvbSRSATZbFawoiAPjWN00WMnv/hsHTGsy65rjIveHvlOmen3+1I3yioA/SydEAQeqjE8z0Or1ZKyKhYvF4tF4elyuUQmk/mo9MvOheSa274ozFrw82oZ3TCi01tm5/O5bH1lZLdYLASjHA6Hwv9MJoNcLifKUcsbPc/RaCSYMNe7biKix74OQghLW2W3rbKxD9UKgAW5x8fHuLq6kgxsLBbDeDyW8IWg7d3dHZrNpoR+8Xhckg3cd0zPiCF2KpVaKdFotVro9Xqo1+u4v78XvEN7lByjn7JyzXFfpBevxtWCcF/tSTIkOT4+RrlcRi6XQ7PZxM3NDd69e4d3797h5uZmBQ8ejUbwPE8ysUwoaJrP53j37h3S6bQUk8diMVxcXCAej+P9+/fSbADwT8QEgeP78ij9wmdbW6uvs+NmxMGdSVSS8/lcMLR6vY7r62tMp1MJi/kOqDR1spIynUgkMB6PkU6ncXFxgbOzMxwdHUn4eHx8jOPjY3S7XSSTSZHNsJjjLnzU3pcrYWmhKHuNKwOfy+VQrVYFj6WDMxqNUK/X8ec//xmj0QjNZhOTyUTuO5vNxNtmmF6tViXq4XX9fh+NRgO3t7dSPsUsuE5C8j27IjL970dVki5PzA/41YuauBa3xzEcnkwmYiUYxk2nU1GS8/kc3W4X8XhcvCQme5LJ5EqhswaE9Q8LfP3GH3bO+1rgJI4pTAKCREVgAW1ikjqZpeEOhnhchCyV0sW89CQ9z5NMK8tgmBRz4X16bEHe+L7556KgMFt7Z7p8hDKqa+8Y1TAi0R6LJc4tGo0Kj4mNTyYTFItFDAYD5HI52R1GudVb8D4XhVkHfl65xgoZNdpkI2Gv4XAopWi6woSyRf1A48xklw7PR6PRyjux7f7C4q2b0MbF5H4PsouA13EHyOnpKS4vL6WQlB1U3r17J0qSlgeAgN4ApFyAyiSfz+Py8lK2jKVSKcznc9zd3WE8HuPu7g79fl+KU3l0AX+0cvJT8K4M2a6epcYYLXFueiz2OgoSPZ/j42NEo1E0Gg10u125R61Ww9XV1UrrM93SazAYIJvNolwui7WmMN7f3yOZTErGkqUx+XxeCvhbrZZsE2U4SUNlwXT9m3zcBw/9+GjlUF9jMUsWKrPMhN1qPM+TXUjdble8ytFohMViIQX2WkZY6KyNPPcZ8++TyQRnZ2dSF8yOQKz/5T7wdbDGPnjoknG/e/t5t4xKdOKVBpg7ujKZDAaDAQqFgnjm9XpdtnhmMhmcnZ0hm83iyZMnEiGRn3Se7u/v8fr1azQaDbRarZUkGj1wyqGdKyGSIKcuiHbacUMKClfZL45lPslkEt1uVxRfs9mUHQ+snwIg5Ri0IrQatDys6qdwTyYTUYqdTkfwDt2kU4+LioEegJ+iXDfPfZJWMlqZcxwsKdEF+Cx1YqF4LBYTJarDwmazKSHddDoV680tYgAE0+QinU6nOD8/F1gjn89LuZUOXf14qMe+b08yyNDo5+pxaEA/EonIvIhHsvaO3omNbmjIbVKDERN3L3HR0jjTECUSCdkeSgMErDag1btvdg0T/ch1X97bPseuFU1U8FSS+rusHQUgGxLi8Ti63a4YYobmbCByenoqSS7ygrqB32u32+j3++L86FIuvleL8e66lnfacWN/U2trMJdWkhkqAOIuA1jJSHORp9NpyTQCHxowMDQfj8eSZeW96JlmMhlREpFIBPV6XdopkaG0dEEeMef0KcMgjUtqpai9T0IUs9kM7XZb2kdxkXPr1nw+RzqdlvmyLEX3h0yn0/I+GPZQsBOJhGCd9HYYTmnPkgXqHLdWHOtA9MckjTdbZa6JyozNPjg/GgId7un5MNGolRkTj/QiqRT5zpgAYrXB5eWllBzRc2q1WvJOqGBJfjjrLqTvqd+TjZpctbr8nFUOGpLg5wyDaVjYmyGdTuPs7Aynp6coFosoFAqys0Zv+eT7YX3l/f29ePY6srQ4qh6f33rehIc7FZPbkIDKSm/T4sZ0Fnlzwgyry+WyKEAW287nc1SrVTx58kQsVSwWQ6/Xk9o+eoesqSRw/P9r71yb2kiStp0tAUaAEGDAmJ3xeGIPsbv//3fsp53YDW/M4AFzBp0lMBjp+eC4ilvpqlYLSX7njVBGKARSqbsquyor885DoaGurKzYp0+fAtiOpoUG5TWR1E4Dc3WhTEs+EDolQPTBMhkw+87Pz8Nnu7u7trGxYT///LP1+32rVqvWbDZDWuLj46PVarURbyAY5sPDw0hoEGbg27dvg2mPpoRHdnt724bDobVaLXt8fByZiEXMwlktciiGkWJ18B1/63Pk70qlYnt7ewEne3x8DBEYZhZ4prijpiVmWRaEIzwmwJzq7/V63VZXV+3y8tKGw2HIPGu323Z1dRUcRGz6CJvYJjOreejnuJJqXyqIPA9ximL+wgf1N7A5r62t2T/+8Q/7/PmzvX792ra3t0MaIzVhCSjX+U49ho8fP9rd3Z01Go2wkWnJOQRzzFJkHLSbS8ZNHsUEjDcbtRip2bPpqHiZhlegTa6srIRMEp3EaDEA769evQqTkrZmz9pCysSI9V/HMS8NqIiApJ0uanJeCRxXzR0tslKp2P39/UisHYsVbRyzezgcBiFJTryPp0Qj0OpAsYrwecJPQ2a+B3nBGROkOnewQvQoC3XqsGCZo+oAY54z7xGwOCDgIdaV3pNzWnx91O9FeRBJXpsYMc77+/uQWqz1ObFWBoPBiBOX9YpXXIVjr9cLypFGqDDfijo8dUOYdA4WFpIxrMfb++zWuojIkFleXg7hJdvb2wFPK5VKI0cJAMZubW3Z+/fvbW1tLew4Z2dndnl5GRLiAd+XlpZsd3fXfvjhh1DevdPpBGHqzS5MmnEMnfWCLqJZee2R7xFUmCPX19dWLpft3bt3AeQmMJ8spq2tLdvY2AiTbjgcWrPZDClxxPOxuDU9j0lNSNWXL1/CpK7VaiHmDcGiG5xqHNA8s21i144dEKW8LJVKodL44eGhvX//3p6enoL3FQxWCzWjORPLiwZZKpWC5QSP2OgJv7q/v7e9vT17+/atvXnzxt6+fWsHBwd2eno6EicMJj/rwHGlPKGnsEKsDxobqmNcXl62weBrEZCTk5OReMlSqWQ///yzlcvloPC0221rtVphgy+VSra9vR0iAC4vL63Vatm///1vu76+tqOjo5D7bvZtOJd/13FOC1VMlZboBaZqkAwetZuKzYPBIORpa3l7PKoA3ysrK8ExQwpjp9MJQakqkAlCJe5PtUitE8gu4p0I3xMv81TkodGGeLClpaWRMAg1hditmcB4pCHMQ2JQPaaIsFQtlDbgwAhR1SSV5snPaTcw75Gmag8ZIjiu0KZxPBL/SB/Q4NE6gSQIjOZdLQawXLQoDeLXjZBnOKlZOCsq4mRTTU7nAXAacbbwkFoNxKNeXFyMxEuWy+WgXRNo3u127fr62m5ubkK2k7+f9iXW/zxNuegcmkmcpNm34C7CqdVqBRMRx0CWZaGIwMbGhvV6vTA5WMSfP3+24+NjW1lZsdPTUyuVSlav10e84Uysh4eHUIIK9RwB4ncWBECMQeNMj1ku/tT9Y9iT18wGg0GopvLhw4fgpAHPajab1uv1zMxGJiomDaW7iB4gKgC+mpm1220rlUrBecMkNrOAHwGVaMGAcY6aaXlYZGJ776YSeBqhUEtLS9ZoNOz6+jp8jkeaoHqPxXHkAPwEgwe3JbSIVFAW9v7+vv30008hbvL4+NhOTk7s06dPVq/Xw/PTeM3Y+Oc5D8fhlBCCCvMXzHB1ddU6nc7I4V9k21UqlZGaDfgjsOyIcKnX63Z2dmaNRsOOjo7s+vraWq1W2DzYrNXs1v570zolFIvycao4SQ/sahiI4hHswk9PT0FIbm1t2dbWVihkwXXYwe/v7+34+NiyLAvaJdqT4j4wmCwJkuaZcAoJZFk2Enyep5pPuttMQuqxhhSAVvxONXR+w0Tq9/sBh9TJwwZh9qwt8XvKTyH04AMOoXa7HTQaM7PXr19blj2XElONk98NBoORoiHqmJq3JqTXV63NLxDaop0NBl/zrUulkjUaDbu6ugrYoApJoAx+j5AE5kEbZPMldldDXICXarWa/fTTT7ayshK83ScnJ3Z2dhY2KiwFxqGkDrJpaNycHmeOI6zMntNd2WTQBNEesfIeHx9tY2NjpLIXsA3YOllNlPmr1+t2dHRkNzc3QWslyoJ7+4o+4xxdrKdJeDiTOEnfASZjlmVBWOHtM7NQ8l49YK1Wa8Sr1ev1rNVqhcms2Q7kgoN5quNB85Vpp5iZx1GLjHcelPKuwz8+Uy+4EgsKbFLNOxX0aM/kyPI9weCKc3I6HfdE4+b6CEKPB/r4ztgYZ60BjRO+sY0Ioq9s0L1ez+r1etB61ATUWFLwNGIqdcNh4SFYgSSoMFStVoNgzbIsxLZyptDd3d1IrJ+Ooaij8SWUp13FtHD1HGub+/v7EFGB0wpLz8xCGGCz2bTh8PnYZ3XmcV38GGwcnBGvFYB0E9T1XAT312sUoYnM7byHhqTnbxwFMIF0NxYymQ0wjElCGhwHKn3+/NkuLy/t/v4+aJ+alkhCPLu7xrCtra3Z7u6uPTw8hIwUs/E1DadVz8dRTHggaHQCeJAc4TYYDKxer4fiH7/88ktwqCwvL4eKNgpf8Nre3rbt7e0gVM0sHIHRbDbt9PTUzCyYisPhMARcVyqVsOExDvV85/FS/54XZglfvcDW+8JDMwum4vn5eQjS39/fD1gtGBnhU8AahLURX4knV6MoKMC7trZme3t7tru7G8LZvnz5Yp8+fbLT01P73//+ZxcXFyF0xkMFMSE/K/7FTFHVxJiPXiBqO8Zcr9ft8vLSVlZWQrD44eGh7ezs2Obmpg0GzydGgscCAbEJgbm3Wi07OTmxRqMR8EiyorTfGhGj68Y/e9//2IaeRzNJS1SprJJdFxF4V5Zl1u/3zez58CBMaX6P5xWcpl6vj1SnIQ6NRfzw8BBwIJig4Szs0LH+mn3/QOcUea0xr63WfsTRZfbs2UZj8TFuLHyNFQXGIOhetVn1PhY1U4pqedNSEbw4dS8sGTMLoSZmFqAfbcd8Aj7A8cImTWEL4J3BYDCSSAHEg8OMA8HIDEOTT41j1lr4JAJC+8BvY98R7cBcVHhseXk51AK4u7sLc5ENnPmC7wIeAeUo7GRmIwpF0X6n+l6EXhxMHuuMx9i0uIKa3sPhMFRJ8alFmIT9ft96vV4wldXbOhwOg4OBxXt4eBjOzPnTn/5ky8vLIRxIme89irFxMN48D9o0pFidN199H3SMaEHD4TCYLxrAD68JsNcFjlfRzMKE5becLUL85Orqaji+s1qtjmj7aiapZltkDLPGJ2Nz0oeq0cYHHat102w2bX193Z6enkJQOQsVAZZlX4P2MZ8JrWKRs6jB4NAy0RwbjUaAM+7u7uw///mPXV5ehvxujTQwe4Yx1ArwvJ2Wd6m5rt+zSaZ4zvwlSoU5SAJHuVy2Xq9nNzc3odoPaYq1Wi14wx8fH0MF82azGaJWiITR54oZT9+8EPXPX7Hql/DwRSFAqQ5pZxWn0Z1CzxWh3qOS4mTsOmg+EDgm6jkOIYQF1Z9//fXXEKyrWQx5ZkRsvIqzTkvwL/bgfF+89qaOBZ24XI92OG48VomQZEETb3p7exu0e54dE5rfaCxfSsB7QenHOCtBmbpGDLvVPmhYDY4CCq30+/2QkshYmTNU7mHTqFartrm5OYKpM0eIBQTfpAwa4UWcWnl6ehosJIUvPJaq8wP+zcPyybtmjK9ewDIfFSoCS4SHKEVmFupPaqWlZrMZzizHDAfzZc6afXuCaZ7Co5vMS9fyzE5LhGIaBUzTnEytPqNMRjOhTZZlwWQxs6DtoNrHHAmEbeCJVA+b7jz0r+jYZkUpc6eo+cBi1P81wgBvK/cye8Z7yLIBp0UzJywDbXx3dzfkM/NMKCrQ6/VGzjvXRZ4XBD2rjSYlbBWTjJHivGY2UvqNTRk8TYsoMG805If7YDJyyiR4W6lUCvF+lPhCo0Ioa5VzrjcOjmEc05Bu1F7jVkVHP/NKkee1h2SyLAvWB4kN29vboV4kQfbdbjdo2cBoyAONd/Z91LFov/w4fZuX0IvN7Zj09gJL8Uk1m7WskoYU6C6Eyl4qfc1moMoI6YhgmJrahWBEQxoOh0HDBHzXAgSe+TFmzhK7LIKb6e6opILIzEYEIZoln+Htpy0bFGfX8Go0GjYYDGxrayuUTjs4OLCNjQ374YcfrFqthgwoTMX7+/tQ/Jj0M3VY5Jneqf8nIdVKIS8wtQ/6jJlXmLXguGCF7XbbTk5OrFwuh8ruQAqqlbN5s4HzYvNCe7q9vQ38wvNLNSaNZdV1k3KkKO9mISRTUBI8imHQ3t9g9mztxAK8mW8cMvf69etQgLjf71u73bZmsxlOHmDTwp+QcrDGMFrtm/Yr9lt9L0Izyd0uSil8RYWlhg/BNHYVLRrrBRvm0/Ly8siOhMDwoTFFaVY45KTkBaX3ftPGT2aPxfA7LWIMH33RUvLpcf4AwPOidD5CVrWglHacGttLaZJ7sNi9EPUwAHNHQ58o1qDJB/CMNrzMnmP2+B7nI3G7FIDQavwvWbCzoDxNTOfWOAwvhmXS1gtSjW8EziANmTb8FhgDhcZbIHnzp8g8ZJxF+f6iOMlYh7wA9Dueegj99cAg9V5gO4DCCEnuBVaGhtDv9+3q6iqAwngdCVgHh0rt1EUW7rSaZOqhpLRV1azNRosEKwakCxXPKu00Lg/BxjlAhF2BASmey3lEZhbaHx8fW7vdDqcwxrJtYpvRrB02467phaCabd7aMRst3cd3vGsln1arFaAJ4iSxcCjfpQ6fm5ub4Dkn1pfAaQ2ELioAUtrlpKT3i62H1MarbXxuPFYiG6rXRmlP/PP19XXIGiOcCpO72+2GAtrdbjfkx48TyvQtJYteCq1NrUmOu5FiHIqb8R3vXrVmAsZ+pwxAkDAB8UxqxomapSlhH+v3pGN9CcVMB39PFZRmzzsz36uJrtqQ8okdmXfdNPgf5w7apGpRHKPR6XRGPOHa/5SJ48czDb1U4I7D+jR8Zzgcjjj8mDeYj/ALJ5Zq2WSNYFJTtwDtUc9Zol9FhN88tc0Y3FOEfDt4p/PCKyFaiYoiIRrKp2vZH76mc55+F9Fwp4V7ptIkYw83pT1gyqkZDfivQhIA2MyC5qm7OyYgC5xJx5Gfw+HX0A52ei0moMIhNYY8E2hWQjL20GLXxpxVIaa4jfJqZWUlOFqowhTTBph0lKArlUq2tbVllUolhLiUy+WgeZ6dndnFxYVdXl7a9fV1cDqwCWm/PR7phYFvPyvKw+9iQtUHvjMnMLtpwwZLeEu9Xg/nLcF/LBp1ahHoTwV+s2dnUyzPPTWWvMU9Cz7GNMo8HqY0Nv1O27MG8fSXy2W7ubkJYVDENx8eHlq5XLbz8/MQ/sOcx/JRweuL1dDWbLRQtbaZhn8v1iRTUlw7pC+0FBY6HWXRIhDUewhgzjW1vqEP1QD7MXsOESqVSkFAEq8GBqIabqrv+lnR4NVJyQPg2hcmAONVzVodN4PBIAg5nGKQN8XBJwlp4X11dTXEpGVZFoobX1xc2MePH63RaITgfiatarQ6HsWWlYezFpCp62sflJfwI9Zew1SGw68OP89nSsxpDUROWEQLwhGhpjXmJPdK8SIlIPPW2bSkPEw9H52LahXqb9TMZgzwTwtn397ejly7VqvZwcGBraysBI1bC1ggJOmDKgZeMMO3mOCOjXPu5ra/QUzYqBnGS+P2qtVqALsJHFemIwBhijpueNfaiXt7e7a5uWnb29tWrVaD1qOnrOk9xpm58yJdBB4/8w9Tv1fv6sbGxkiUAFVXyP5QjJfrlEqlMFlfvXoVju7UA7EqlYoNBoNw0h+eWcKFNNwoxSMVBOPghElJhd9LzULfJ7QTFqHZc0yqzmE2W+ahxt4yV8E21WJS7Vp58pL+z0I4jrOSUhqmF4y+rcI+WZaN1CUlXAwlCG28UqkEIagx1HxPkL1CSLG+581J/6wnnY9T1ZNMOWG0He8scKqDcJoaGA715Qi9eHp6CoUwVBtSj2q5XLZarWYbGxv2448/2t///vfwd6VSsQ8fPoR6dLe3t3Z3d/eNp9v3308CH9I0Dakg9PxR4RjTLrMsC5sBGTTkG5MHD3+IP9P6k+S6k/++vr4eDvnCrFxbWwtlvH7//XdrNBr28eNH++233wIehyDxGqs6l2Jj9trlNOQ91v55qfkV6wd81u+AdvgcyIKKUUtLS2FToXDx58+frdPpBOGoqYXAS75/3kz136f4M0tB6X8fExxe+05dR6NNlLeE7lERCSWIjZigfOIliW9GIK6vr5vZcyFpzwdv9sf6mKeITMLDqc64yeu4/1xNF7Q/JvPy8rJ1Op2w42iYhdemeMfU4+TAarUa4v30cHScDD6UwPc5b1wxfGgaSu12eg+PxbK7ItTW19dDoWE0cvKAFcvV+D5+R7EA4k8V30Sw9vv9UKlG00npz7j+K6UW2TSUF9ozaR80VIp2PnqA+av5xsA3mISUrPMOhiJ9ynNIzduqSVFM4+bzvGupqa3Vyam7yfxbX1//Bj7T32uAeqq/MeFepO1chGSRjsUkOoymbNn6+rr9+OOPIUNhaWkpVPnodrshXYvdRicuoRVmFrSZP//5z7a/v2+Hh4f2l7/8xQaDQUiz+/jxox0dHYXUL+oqpiZGakJ4XGOWxNgwMzSdEyyMPtdqNdvf37fNzU3729/+Zjs7O/b69Wvb3d0NZ5j3+31bW1sL+CLlvbQQLLs040NzJxuk2+3aL7/8YvV6PQRE0zeFTrxjJhZI7mmW2rjyTt99H2KapdmzA0c1Kc3IInYUy4f2BOLjqKGdzi+1CHTsulZi3+sYUzQtD/OekWL1sbXs760buW4wzBczs2q1au/evbOtrS375z//aTs7O0EwqhWpcIdGYph9G9ES67e+57WfmyYZo5j2kNpt2FmoSMwiXl1dDdkHlUoleL7W19etVquN7CbE9vFAOLOXc0N2d3ft/v7ePn36ZI1GI7zANdWrmWJUbPeZh3CEJ94cZQeNCUkKldZqNTs8PLT9/X3b39+3N2/eWKfTsaenp4AlgvnizNHq4q9evQoZJpjoDw8PIX6t0+nY+fm5NRqNUNQCIeAXD7xJmb/aZpY07rmM03og+O5xLQRrlmUj4VBmNpKHzOL29QWglOUya6x2EhonZFJ9i8FSKiS13qjy8tWrVyEl8d27d7a3t2fdbte63a6ZjZ47xW+LaKuxfmnfaBebC3MXkpPcQIVADMg2s6DpZFlmBwcHtrq6auvr69+UyCcPNsueM2l2dnYCmH5zcxPK4t/c3NjNzU2o9EJfJt1F5iUgzeImVmxzwVTe2dkZOa+ZM304SQ5tWc/8oUgFmxLxfARH39/f29XVlbXbbWu326HoQrvdDvnxHsdNaUDjxmI2vzCqSclrof5zMwvmdLfbHfHi6wFqxPjBo3FxnHnaTVGatXD1Gi7vecLFY7xmo3VaMa3J1d7a2rJqtRo0dY477na7ISkBOIzD1oB50NQ97ObHAOXh/bxPwsOJMck8J02s04or+gBx2uFY0Mh7colxKJTLX8/dZsJWKhUrlUoh++HLly92dnZmzWbT/vvf/9rV1ZU1Go3QHi9bLOsmRrE289j5Y0JbvapZ9rVI6cbGhh0cHNhf//pX29zctDdv3oSiHZzip5VTBoOv52NzJvf79++tWq3a77//bsfHxyEjpN1u24cPH+zi4sJ6vZ41m82ROFQ9moBnqZkisfxaP548LXNa8kH23CNPk/RhS9rOm9uY1ln2fLY2Gy/aPfdOCd6Y4IndO4/mNQ9TZqrva8rZo3MCQYezsFqt2uHhob1588b29vYCbEGGHEeQUI5Ow/oQkhrhkjL/Y06maU1spaniJPXvFEP5jgWFY0ZzNtUpwELXs58Bw/2LnRvzh4oiCFM9jS22m4ybePPUIn1/FE/TmC+tm0fMmXe0YPYRnK+mIHji7e2t9Xo9Oz8/t/Pzc2u1Wlav14NzRsvPeRwo79nm0TzSEWdhBfjnrkLRKwFqCuKk0aNE8u6XZ7pOQjFBNgvKUxZ03fqXQh1ARMo/TG8KD5Mai3AEFgJaw+HIPCS+VBUa7RN/+7U9bowv3WheVJk8tqt45vnJRmgKC5Zy+MTlIdC0mjO7gq/ag/BQcPfy8tKOjo6s1WrZr7/+aq1Wa8TRoP3yi0H7r2107Ckt4CWkPEwtNsYMDxCQhPyg3ZH+1u/37fz8PFTrocoKdSL/9a9/2ZcvX+z4+DhokhTnJfuBepyEvcAbNbNTfIyZ4vM0t2N80wXr2+kCj8EF2g7NqFwuB8hhOByOFKaIBdNr+JHnVWrcMVPXfzdrLdKvZa+J+WfJXOTlYxIxkSkIQuQEJ6JS0aff79tvv/1mg8HXIzOo/tNsNkO9TeAftEg/3/x9dYNLyaHYep+LkHwJxbRIdgzMGvUEYt75yedzjPnMzIKq3ul0QtoY1VdwUtAX3vMmb0wbmCU/eE9pWbE2XkjDB3iqubA4tyjzxdk+1Ow7OTmxk5OTbzQi+O/rbXonzaT8mPUCz7sHAjAWC5nXHz8u/VuhBS3oofdUMzvv2U4ztnnwcZwGFtMk9Tv+9msTC5BXlj1n1ikezlnaFEvh4C+0zXHYd6xfvn/jxlmEZhICFMN/vMQH20HFJsNjc3Nz5BxjMwuajEbiq4qOgCA2kMyQq6urgM0R8sJDik3qImOcRzA51409SLQYXXh4ATUrhurXWi08VkeSFDmCn6lrqOleGtLjhXHqWTOGcfF9ysd5mN+xPpmlMbTU731so15Hg8S9B1tDfmivkQraLjb+cVrNPGJMda75DTg2J9HO9Tu/5uGhRqO02227uLgIx+cqrkhEC0es4CBDiTL79phl/2xjffb9136Pw6pTNFXGTd4NPYjN7mFm1mg0rFQqWa1WC14vTuSLmdQwj2KvxKdhaoLFoT3p4UvKWBUCscmQEvK6CGZB4x4ufGNyakEJ9WCD+XAoFRsNQrPdbgdoAyFJ0QVq9g2Hw5GDqlSDHydY/KRLeYq1baqQalHKE7Sx4Ow8IeODl/lb39mQ4U0Ku1YTfNx9Y/2OaU3+XvPYaPx4Yxq1Pj+/JlTjU3jLzKzT6djKykqImiBOl+QR/Ahkw1FrUwV3TJnI61cKotBrTcrDqbzbSnkqLp+zQBBWlDbjDBHi8PQasbNI8H6pio/3nMmszM0zE2MCUvs8S7U9dn29tt/VaQff+v2+NRqNEUBcnTkcKkUFHzVlwHi0JmcsHs0LsXF8g8YJyFlRyoOc+ixGsb7mwS6xuRBrN0utLyYgY/ec9topyGmcdplSKNSZitVHgYulpSXr9Xq2tLQU1jK1NlnjXC9mEeRpkHyfWseevpsmyc1iIR7KaKS3ArFmX+PQut2ulUolOz09DZ5u3Zn8bsL99JRFvvfHqIIR5WFTsZ1Jx/ES9TxF/iHr55oDq1k38EmPItXAXe2/mtnwxS9cCg2YPZ8nFLuWPjevleVtHPqs8gTPtOTHlRfvmGrnHRDaR9UMfciQmtjeAxu7VixMqQjNw9Q2S1uDjBnIwI/b88ZraPwN3n12djYiJIn5xSFGEgOJEBqwD6zh/RF5wltfMevAtytK38Vxo/977I2Bg/uAP2pcnjKPnUo9blxvGu0vtqPmfT4rKtI/D4ybPW8g6klVpwITHe08JewnXYjz5MU0NEtTNAYdFKGX8iZ2r3kJyKKUp4HFHCSxDdE7BxWr1ZMo/VqeZuyz3IihqYruQuOEkzcleSmzfbS+10L5vXfnK0O9IBjHsJQGkOr/rMhfSwW915rNRnOPHx4ewqaCJzoW5qLOGOIpaaNmTcps8mNOmaR5wmScSf4SeqlAKdLPosIxVrR50vuOu493/CjNaqOK9b0oPJJaL5o5o/OSIxgIDNc4SMapPoRJjrbwylIe9KfXKrqmZ6JJjhMwvm1Ms9HdJmbqqpAdhx+Om4CTMKjIQ3opxYR9SpvVCWdmoc5ekQ1BhWzKwxr7zJstRanIJJ0nvUQTKarR8z7OvH+pNqrkBeUsNeXUZ+Pw11Q7vWYKflMnj/LHKzqxIHJ/PT6P3X8czJOCvVI0leMmdrPUok3tUDGmx0DqlDYXY8A4zS+vTeqzWQjIlJaWIh8TqpuFv6YKfvXC+k0Iypsosf79EbTIFPlr52lhSjHcdRxfYvfz8zVvrJPyYZ58M5t8c8iDpWJrOWbdpTS7vPv66+q1YvdOXSPvfimaW4ELL9lVrdY2OjicFnhddVKmmOuzafS64xhfZEHo3/PA4/xu6u8bM13QthVY9zszp0siANSZw1jyJrvHP/mN9tmTXjtPWEyDOeV5tz3lhdXE+uDnRBHhlzeWcfNmmoU7C4oJkDyFJ7ZeVWCpw1Xb6O/UxI6FS/l7aphWnpWVp7D55zYpnwvP1j8qYL+g/7/o/7VDIkWzggTmrfn9Uel7Qyp5NGtZlQ3/SKNb0IIWtKA/GP0xt/UFLWhBC/qD0EJILmhBC1pQDi2E5IIWtKAF5dBCSC5oQQtaUA4thOSCFrSgBeXQQkguaEELWlAOLYTkgha0oAXl0EJILmhBC1pQDi2E5IIWtKAF5dD/AeB/FBw+gUvZAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "c1EOs-XSHAlS",
"outputId": "70cbe9a2-ad83-40f4-92f5-9866e34ff721"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 49
}
]
},
{
"cell_type": "code",
"source": [
"# Display a single image using the epoch number\n",
"def display_image(epoch_no):\n",
" return PIL.Image.open('image_at_epoch_{:04d}.png'.format(epoch_no))"
],
"metadata": {
"id": "U3AuU2dqHCdK"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"display_image(EPOCHS)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 417
},
"id": "2Jv5FmE_HEOR",
"outputId": "7d8fb45c-9dda-4bab-8e59-92821e9b1b41"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {},
"execution_count": 51
}
]
},
{
"cell_type": "code",
"source": [
"anim_file = 'dcgan.gif'\n",
"\n",
"with imageio.get_writer(anim_file, mode='I') as writer:\n",
" filenames = glob.glob('image*.png')\n",
" filenames = sorted(filenames)\n",
" for filename in filenames:\n",
" image = imageio.imread(filename)\n",
" writer.append_data(image)\n",
" image = imageio.imread(filename)\n",
" writer.append_data(image)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9MH9i8_OKYTp",
"outputId": "ab52a05f-4033-49ce-bc54-89119a9ad865"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
":7: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
" image = imageio.imread(filename)\n",
":9: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
" image = imageio.imread(filename)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import tensorflow_docs.vis.embed as embed\n",
"embed.embed_file(anim_file)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 421
},
"id": "-FoGLD4dHEuS",
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